From 1d75f63e5fab6d389f097f7a93a66141068ab47d Mon Sep 17 00:00:00 2001 From: wizardforcel <562826179@qq.com> Date: Sat, 12 Sep 2020 13:36:44 +0800 Subject: [PATCH] 2020-09-12 13:36:44 --- docs/handson-cnn-tf/0.md | 114 +++ docs/handson-cnn-tf/1.md | 438 ++++++++++ docs/handson-cnn-tf/10.md | 89 +++ docs/handson-cnn-tf/2.md | 745 ++++++++++++++++++ docs/handson-cnn-tf/3.md | 699 ++++++++++++++++ docs/handson-cnn-tf/4.md | 642 +++++++++++++++ docs/handson-cnn-tf/5.md | 419 ++++++++++ docs/handson-cnn-tf/6.md | 684 ++++++++++++++++ docs/handson-cnn-tf/7.md | 253 ++++++ docs/handson-cnn-tf/8.md | 325 ++++++++ docs/handson-cnn-tf/9.md | 437 ++++++++++ .../00d0d711-3009-4542-bb6e-3988f1007b50.png | Bin 0 -> 1128 bytes .../01d83517-803f-4442-b37d-a508371fdd0b.jpg | Bin 0 -> 68558 bytes .../02449f1f-b4a5-474b-b101-b945c1050b8f.png | Bin 0 -> 13899 bytes .../04c577da-ec4e-42e8-8a2e-659b7a2570bd.png | Bin 0 -> 8387 bytes .../067ed6db-52ab-4dff-9eac-8bb0f36c174a.jpg | Bin 0 -> 40144 bytes .../076d8c2c-5fd2-4cd0-90ee-002c1b80fd2b.png | Bin 0 -> 3565 bytes .../07a806c2-2a49-41a4-ba69-c3adee95a705.png | Bin 0 -> 26330 bytes .../0afb24f4-1a7e-4684-8840-d68759f8c533.png | Bin 0 -> 2698 bytes .../0c0533e4-5f13-4662-a3f6-1aa67b730048.png | Bin 0 -> 2238 bytes .../0d17debb-60ee-488e-abc1-6debc0704782.png | Bin 0 -> 3283 bytes .../0d6e23ab-6be1-47e0-9001-cf98da676c4d.png | Bin 0 -> 3046 bytes .../0df834df-790e-4fd2-b5fd-f6d8afbd04fe.png | Bin 0 -> 1127 bytes .../0ef1adda-27e2-4f34-8ecf-c6290ffff544.png | Bin 0 -> 681 bytes .../0f086a20-5dfe-4e60-9def-f15577d50f49.png | Bin 0 -> 50276 bytes .../10b33794-4d9c-44f6-bc61-d62a58737cd3.png | Bin 0 -> 1209 bytes .../1104730d-78f3-469a-bc47-be1042611784.png | Bin 0 -> 1085 bytes .../111c47f0-b5d3-4192-a4e8-9f15918348bf.png | Bin 0 -> 17691 bytes .../11ef12ae-e5d9-458a-a00a-3be49a15fbb1.png | Bin 0 -> 15542 bytes .../1240f8dd-6aba-4dde-b00a-384cac6c7295.png | Bin 0 -> 13103 bytes .../126d2b47-420b-482c-a03f-a43408f3fd04.jpg | Bin 0 -> 80479 bytes .../128893a5-b03a-4c11-8743-f4858861f877.png | Bin 0 -> 2334 bytes .../16915d9b-677d-4f06-b381-1fe5e7353406.jpg | Bin 0 -> 3589 bytes .../169b79a0-8a0a-4973-90ee-31786959345d.png | Bin 0 -> 1213 bytes .../1761cebc-4eca-4a0f-81cf-9a128632ee81.png | Bin 0 -> 657 bytes .../18f2de01-7b99-4a9d-a016-fd44db07e0b5.png | Bin 0 -> 9796 bytes .../1a632480-8569-43ce-a34a-1475707ce340.png | Bin 0 -> 1314 bytes .../1a6f3311-6e16-492c-860d-45414eedbc67.jpg | Bin 0 -> 4014 bytes .../1ad5b39a-c730-4006-987b-fc280e34940f.jpg | Bin 0 -> 36507 bytes .../1b20cfee-c32d-4d9d-836c-e39b8fa2fc4c.png | Bin 0 -> 7149 bytes .../1bdd4a61-a6cd-4e05-ba1d-da98caa3801c.png | Bin 0 -> 625 bytes .../1d24b043-c4b8-42f0-8f9c-8f2c7db22ec3.png | Bin 0 -> 3846 bytes .../1d80926b-a372-459a-8c13-ab3f74dd6fc5.png | Bin 0 -> 16557 bytes .../1e880ac2-aa6e-4739-9ca9-c9b6f5a86036.png | Bin 0 -> 2858 bytes .../208109f6-4aed-4f92-bbfc-eb093331aadd.png | Bin 0 -> 22821 bytes .../23f8f2a5-2aef-4ef5-a0ab-b25718aa8330.png | Bin 0 -> 974 bytes .../25c4fa50-dafd-4851-a3f1-d20150dc5d3c.png | Bin 0 -> 8909 bytes .../25e44ecf-5080-42ab-b130-4c8e6f1b6bb5.png | Bin 0 -> 22195 bytes .../263bc17f-fc97-42c2-a99a-8bc089aa9453.png | Bin 0 -> 13118 bytes .../267b6c45-039c-4978-a801-025f9f562e00.png | Bin 0 -> 30380 bytes .../269bb145-9df7-475f-b3cb-5bdd3993537b.png | Bin 0 -> 1043 bytes .../28ad37ab-56de-4f07-86d2-c4bcd0fc5dfb.png | Bin 0 -> 19820 bytes .../290b2b0d-9cc0-433f-9797-31ecf9cf0db5.png | Bin 0 -> 2127 bytes .../29548f5a-df13-4d4a-a7d5-94861ec81a7a.png | Bin 0 -> 9355 bytes .../2a75b154-8239-4fce-968d-441d25d69a27.png | Bin 0 -> 19947 bytes .../2b389e68-88be-45b4-95df-a668889ff0be.png | Bin 0 -> 596 bytes .../2b7ce629-e563-477b-9552-cf8a85339dfb.png | Bin 0 -> 552 bytes .../2bc69477-f997-406b-9f65-4cd1d59170df.png | Bin 0 -> 3526 bytes .../2e2654a7-06d4-4019-8fbc-91babc5c5ce4.png | Bin 0 -> 6392 bytes .../301f40a0-4a5d-4355-bcc2-118d1c180495.png | Bin 0 -> 11718 bytes .../31176579-914b-4341-acb9-3a04313e89f4.png | Bin 0 -> 11596 bytes .../31cf352c-348d-47c5-8e03-5a7b48f04120.png | Bin 0 -> 15182 bytes .../325652fe-77e5-434c-ae47-8c4d05c6daa0.png | Bin 0 -> 752 bytes .../32d5f07f-1c7c-40ab-9cbf-695177d3cfd2.png | Bin 0 -> 1347 bytes .../33beb295-8ebe-4b4a-85c9-c104704b2ed2.png | Bin 0 -> 625 bytes .../34c0e8e4-24ad-4c4e-a582-62904b5bc9ae.png | Bin 0 -> 102073 bytes .../34fd1923-47ac-424f-b30b-4e4602f4bac3.png | Bin 0 -> 13160 bytes .../3650d030-8116-4a21-a375-705a9246f7b0.png | Bin 0 -> 700 bytes .../36df6474-b17d-4fb0-b24b-f6ea0233f835.png | Bin 0 -> 4133 bytes .../375e4e8f-7e97-4d2a-b8f1-b197a83021a2.jpg | Bin 0 -> 16912 bytes .../37ea80d4-abb2-4e5c-b16a-bb1de4520ae5.png | Bin 0 -> 19006 bytes .../383c173c-2090-4aa3-bb63-86181ec0e729.png | Bin 0 -> 174 bytes .../39ffcbf8-2596-4a24-8a6b-2c4b661edaa2.png | Bin 0 -> 7422 bytes .../3b7eb077-6c15-4a77-989a-40b12e4b70db.png | Bin 0 -> 13644 bytes .../3c40eb89-0f79-41d8-8b51-dcbb7b3bbe2a.png | Bin 0 -> 186 bytes .../3cbd4bac-33c6-44e9-855c-4559561e7400.png | Bin 0 -> 1656 bytes .../3e1365ac-328e-48f0-8077-920bb837324e.png | Bin 0 -> 5421 bytes .../3f81672f-26ea-446b-97b4-2b6119614be7.png | Bin 0 -> 2058 bytes .../412bfece-2f71-4956-a5fe-3ae19cce2b6b.png | Bin 0 -> 8179 bytes .../418601cc-31d2-4de7-b124-9d1ead1cf29a.jpg | Bin 0 -> 2109 bytes .../429cb4f4-0cb2-4408-80d7-8185e46ae29c.png | Bin 0 -> 1127 bytes .../43b92390-d3d8-4104-a0e8-0b0e03958557.png | Bin 0 -> 1892 bytes .../460f5473-9a64-4f05-8479-e9f9f36b5eb4.png | Bin 0 -> 4099 bytes .../47cbd75c-bae1-4ed3-86b7-ad75747293b1.png | Bin 0 -> 3565 bytes .../48890ce8-4d40-4ced-9c20-0f0fe7258f49.png | Bin 0 -> 1043 bytes .../4be49236-884e-48e2-84b0-6f978c3f2b6b.png | Bin 0 -> 455 bytes .../4ca076a4-7112-4d07-bdc1-044bf5fc8740.png | Bin 0 -> 696 bytes .../4d15337d-40dd-44ad-8e45-39df3674a015.png | Bin 0 -> 4916 bytes .../4ea0bf91-eefc-4fd8-bc77-b9205cc8309e.png | Bin 0 -> 17464 bytes .../4f52cf0a-7b12-4259-b6bd-5c208e68a6ad.png | Bin 0 -> 163 bytes .../4fc9cbe4-89e5-4b0a-9e8e-c5751d18dc5e.png | Bin 0 -> 4387 bytes .../5043cb38-9cbf-4b58-b8b7-529a4e52031d.png | Bin 0 -> 12020 bytes .../506c2d82-6a12-490e-8d6f-8e27cfb1581e.png | Bin 0 -> 433 bytes .../51a6011e-63da-404f-9e0e-675dd447cab4.png | Bin 0 -> 1800 bytes .../52111d38-7c16-45b3-98e6-8be01332fad5.png | Bin 0 -> 938 bytes .../5222b764-d50d-4fbc-9747-47a475579e50.png | Bin 0 -> 862 bytes .../537d3e8a-b1b3-4d82-97d5-3404bd605635.png | Bin 0 -> 186 bytes .../53976e3c-2e8f-4b35-9635-25bb177fdc0c.png | Bin 0 -> 41489 bytes .../53c19172-7f05-423d-ad0a-ad31b5197e5b.png | Bin 0 -> 2303 bytes .../54a6c0be-d7b4-4bc7-a075-16da0f29d2f0.png | Bin 0 -> 5107 bytes .../54b2d5db-424c-4399-b2d3-081897501f57.png | Bin 0 -> 4665 bytes .../54cb6769-dfa9-4ed2-8a98-04904ad5ed2e.png | Bin 0 -> 1043 bytes .../55354505-d9ef-4239-9e38-332e7c1e3cd7.jpg | Bin 0 -> 7000 bytes .../55a0bddf-7126-4132-b169-819ad4a62bdd.png | Bin 0 -> 320 bytes .../564ae665-af37-4088-8ab8-2975d8c16ec8.png | Bin 0 -> 1409 bytes .../56711c81-eedc-45e4-82ae-b0bcacc0d52c.png | Bin 0 -> 6517 bytes .../56f97aa9-6ca0-4d54-b7ce-09718a1ec857.png | Bin 0 -> 8308 bytes .../57103ce4-379c-47c9-914b-ab5c12c4b9f6.png | Bin 0 -> 7421 bytes .../57205127-d998-4078-94a4-6b5ad5f34fd3.png | Bin 0 -> 447 bytes .../580f5aaf-7c8b-432c-977a-4b6f774462b4.png | Bin 0 -> 158 bytes .../5a3e2008-78d9-46de-b9a2-52e4d5d540d2.png | Bin 0 -> 13041 bytes .../5a4de500-3124-48fe-95cc-3334edf40879.png | Bin 0 -> 7447 bytes .../5a8a5836-b47a-4691-afff-476fa5e867c8.png | Bin 0 -> 7377 bytes .../5aa777f7-072b-48ea-a7cd-f3447c9f6347.png | Bin 0 -> 542 bytes .../5b81db0b-6e3e-43c1-a9b2-38a8aea6eb73.png | Bin 0 -> 110164 bytes .../5c1dcbee-f8a6-4a9f-a2c2-09d6ea91d4cc.png | Bin 0 -> 15510 bytes .../5e2d48c5-bbb7-4d73-a35f-21f619196f87.png | Bin 0 -> 1051 bytes .../5ea6732d-fe36-4d0d-8272-8e15beb3ac2c.png | Bin 0 -> 8362 bytes .../5eaf2681-cfa7-4907-b95f-c6204b5c4721.png | Bin 0 -> 3638 bytes .../5ec5f2c3-86c8-406a-938a-ec371e7919d5.png | Bin 0 -> 17897 bytes .../61bd650c-ca68-4241-b81f-72e31d0d6616.png | Bin 0 -> 26700 bytes .../638e8ecb-3cc1-4a6d-a972-2f29b4a517b4.jpg | Bin 0 -> 4404 bytes .../63ca28dd-5605-482d-95b3-4e1c027f3c89.jpg | Bin 0 -> 21750 bytes .../641fa640-9e3d-40c0-b72f-027ecc050fff.png | Bin 0 -> 33612 bytes .../6436a6ce-fd4b-463c-b195-3c34040e17df.png | Bin 0 -> 12240 bytes .../645c3d53-fa90-4fd7-8d1e-51fd5188aa5f.png | Bin 0 -> 2922 bytes .../65e0fde3-6ba1-4588-93b6-a945414cdfef.png | Bin 0 -> 608 bytes .../660dd742-938f-439b-bc48-87698285e311.jpg | Bin 0 -> 55229 bytes .../66307b67-080c-4c61-ae4a-3fa14f58bdef.png | Bin 0 -> 2694 bytes .../67287ebe-dbe6-4c4c-aaf7-5f0e3eee0428.png | Bin 0 -> 701 bytes .../686ba064-f451-4a2d-b691-320dc2bc08b9.png | Bin 0 -> 48585 bytes .../6a08d3d3-b216-46bf-9d8a-6ca5e8c715ff.png | Bin 0 -> 12795 bytes .../6afbb7c8-d706-49dc-b74b-f8d9f894e8d3.png | Bin 0 -> 909 bytes .../6b559cef-7224-4438-b1d1-48dcb61c69d5.png | Bin 0 -> 3302 bytes .../6b9c73cf-b45d-483f-ad70-bcd54d7462d6.png | Bin 0 -> 137586 bytes .../6bce090b-199b-46e8-a34a-9e2e3e4d6f4e.jpg | Bin 0 -> 24386 bytes .../6cfab511-a579-49c1-96bb-64870fb2cfd0.png | Bin 0 -> 6517 bytes .../6d1b8316-5196-494e-a9d4-f0c4362e4217.png | Bin 0 -> 7885 bytes .../6d49a152-47c2-4061-b439-058cf72e0f0e.png | Bin 0 -> 453 bytes .../6db1bd89-3d34-4435-980d-ef49716d192f.png | Bin 0 -> 5138 bytes .../6f819b52-e9db-4868-b320-cbbeb722b935.png | Bin 0 -> 714 bytes .../6fcfed2a-e8e5-4678-8b77-f062f301eb31.png | Bin 0 -> 56736 bytes .../6ff3c055-c8f0-41e4-adbb-655f94f1f14f.png | Bin 0 -> 8402 bytes .../70dcaa26-f2c5-4d15-8936-503d25614742.png | Bin 0 -> 458 bytes .../71f35c09-6130-40da-91af-468ba0a6d69f.png | Bin 0 -> 172625 bytes .../723646a7-5c3e-4876-a5d5-118bd4e1fc44.png | Bin 0 -> 1314 bytes .../752b45a8-16ce-48eb-99b7-a1ca80b40d40.png | Bin 0 -> 7331 bytes .../75567914-f4cf-459e-9955-ab4c20c97299.png | Bin 0 -> 2539 bytes .../75a30ef9-ee69-49eb-92e5-738eeef18b10.png | Bin 0 -> 8938 bytes .../77172207-ce67-4347-b51e-bf6565a195fd.png | Bin 0 -> 31748 bytes .../7766947c-888c-43ea-b00e-9c23280dee08.png | Bin 0 -> 299 bytes .../7999da7f-1eb2-4a09-b5bc-5671ec7fa796.png | Bin 0 -> 1542 bytes .../79c3facc-6820-4331-81de-13ffd441a44e.png | Bin 0 -> 548 bytes .../7b0edf3c-b27d-4d1a-952d-ad10176656fd.png | Bin 0 -> 145355 bytes .../7c57ffe8-af41-47a0-b295-5aeb633e866f.png | Bin 0 -> 6210 bytes .../7ceed94c-24a7-4e1b-8225-5786d5c92da7.jpg | Bin 0 -> 3698 bytes .../7efb4c88-3a90-42ce-9099-4f26eac1c76b.png | Bin 0 -> 846 bytes .../80d84de5-af55-48ee-ae2c-f58fb0a73be6.png | Bin 0 -> 617 bytes .../811ffc49-acd0-4f5c-a4e4-eab74c6e581c.png | Bin 0 -> 1314 bytes .../815f18aa-759e-4460-ba09-b6ade1d1caf5.png | Bin 0 -> 177 bytes .../820eae1c-4566-4245-83a6-ed72af7690fd.png | Bin 0 -> 2150 bytes .../82987b0d-594f-4f08-9c76-436c0ec89fbc.png | Bin 0 -> 1295 bytes .../85cb6c18-9cbc-44ff-9db6-c7d90d3c7cf0.png | Bin 0 -> 4344 bytes .../87ac2a79-feb5-4ee8-aa26-a5339f3f683a.png | Bin 0 -> 3999 bytes .../87ce965a-0788-4e9a-8c10-e9a1e533ad28.png | Bin 0 -> 14179 bytes .../889e9ca5-5aec-4f15-ba71-5835459a79dc.png | Bin 0 -> 16738 bytes .../88cbda34-8fc1-42a5-8ad4-77f52816a8ea.png | Bin 0 -> 1355 bytes .../88fb04f4-1cdb-45d7-8ecb-5b38bc80215e.png | Bin 0 -> 1362 bytes .../89dc6f56-f3bb-4c95-8a60-eb17810aa8e3.png | Bin 0 -> 1771 bytes .../89e2bd31-53be-4660-a85b-0938aa3276bf.png | Bin 0 -> 275 bytes .../8a083f5a-2925-4206-abc5-7cdfc4a3ba0b.png | Bin 0 -> 5913 bytes .../8a6bd68f-88df-4180-a3fd-18487b4701a5.png | Bin 0 -> 7178 bytes .../8adf7c5a-5001-4ad1-9cf6-f9e470d6a2b7.png | Bin 0 -> 1201 bytes .../8b38461a-1ec6-4f8f-a0d2-0977201c727c.png | Bin 0 -> 1043 bytes .../8cc1410a-dc11-4f64-9d0f-8a25950c7cdd.png | Bin 0 -> 5935 bytes .../8cc4d625-1193-4cd4-a91f-55adc41c642a.png | Bin 0 -> 1918 bytes .../8dc41ddc-7a2e-404d-80f6-7833073a6e0f.png | Bin 0 -> 6065 bytes .../8e8e3bab-9052-4c63-96fd-d05a9fde7fbc.png | Bin 0 -> 3492 bytes .../9265c022-14e9-4820-b475-097c854e3aa9.png | Bin 0 -> 7537 bytes .../9289b8b0-dd5e-414d-92ed-6d86b641fdbe.png | Bin 0 -> 25315 bytes .../932ef3e1-6117-4d2d-ae95-364bd962c0f2.png | Bin 0 -> 20430 bytes .../944095bc-4bde-4e04-86e3-1ccc3e0b1c04.png | Bin 0 -> 41413 bytes .../9452b952-9a71-4f6f-91da-14e8b8bd8ab3.png | Bin 0 -> 439 bytes .../951cd609-983a-47bc-af4a-8cba9afdfad7.png | Bin 0 -> 438 bytes .../9530e4e9-229a-4d8a-9314-de81cd1259bc.png | Bin 0 -> 3279 bytes .../957dd494-38eb-4b48-9961-30a36494c0dd.png | Bin 0 -> 21457 bytes .../9848c713-134c-4eb9-9f35-3d3076854a6d.png | Bin 0 -> 2966 bytes .../98d6f30f-1c72-4cec-92cf-f6ccd95c271d.png | Bin 0 -> 156 bytes .../98fcbf21-46e3-45f0-8a2d-a7004af773c3.png | Bin 0 -> 25653 bytes .../996c3a5a-a193-414b-b66b-fadb01b58569.png | Bin 0 -> 6406 bytes .../9b300c7e-a825-46fe-aebc-12d8367fdeef.jpg | Bin 0 -> 13945 bytes .../9b567add-923e-49f9-a994-3c69e7f8372c.png | Bin 0 -> 13016 bytes .../9c808ac0-8f30-47c7-88cb-d2af50925ed8.png | Bin 0 -> 379 bytes .../9d0ff275-b662-433d-b367-ac3ac9b46b54.png | Bin 0 -> 10490 bytes .../9ea2becf-9055-4ac0-af74-61edb68ed2d2.png | Bin 0 -> 2646 bytes .../9f716a8f-5a7f-40fc-94fc-ae5f004e4724.jpg | Bin 0 -> 29280 bytes .../a0d5631a-32bc-4136-ac2a-a12452ce341c.png | Bin 0 -> 3025 bytes .../a2de4135-a00f-402a-952f-0a52075e3943.png | Bin 0 -> 9105 bytes .../a38d1883-1a58-4a94-9a77-67facda77864.png | Bin 0 -> 3793 bytes .../a500985f-bedd-457d-82bc-f0dec7d4ebb3.png | Bin 0 -> 29249 bytes .../a6a25c2f-05f4-4396-8db5-9a2fe9c555dd.png | Bin 0 -> 6927 bytes .../a6b0764f-f0af-4fd1-bbc3-00fd2958c7fc.png | Bin 0 -> 9942 bytes .../a70666c6-6cd7-4919-8f13-5e4a4ea873b5.png | Bin 0 -> 2681 bytes .../a71cc7eb-9f5c-4bbc-b4f2-9bb2631bd7c8.jpg | Bin 0 -> 27858 bytes .../a768718b-3d2d-4584-825b-4b7007032c3b.png | Bin 0 -> 2214 bytes .../a792bf21-afb7-4617-90ee-9eaf988cddd9.png | Bin 0 -> 47024 bytes .../a7f7c3ff-5d04-4af7-9f6c-33f23f3424e5.png | Bin 0 -> 207 bytes .../a96483b7-4839-448c-b67c-09b8c05d871c.png | Bin 0 -> 30302 bytes .../a9aa1a7f-a548-44e7-a033-3a9abdc34f9b.png | Bin 0 -> 10163 bytes .../aba4ce64-8355-48f9-ac0f-d5273a05bb1c.png | Bin 0 -> 231658 bytes .../ac3e4947-4de7-4f5d-9b05-9a892b4aa2b8.png | Bin 0 -> 1043 bytes .../ac5b44f4-5e15-41b7-90d1-139736012555.png | Bin 0 -> 2406 bytes .../ada0a5b7-1268-4f61-820a-3aca71dba80f.png | Bin 0 -> 4262 bytes .../ade35614-04cc-4447-b1a0-b8e94dc0ce7a.png | Bin 0 -> 5131 bytes .../ae58ed7b-25c5-447d-bb71-54d32dc9ed15.jpg | Bin 0 -> 1354 bytes .../aea81ee0-d79f-4213-9343-be0e90e8c96e.png | Bin 0 -> 81866 bytes .../b2408251-310a-4215-8cad-5e4da25c52d0.png | Bin 0 -> 1177 bytes .../b2fdaadf-a05d-427b-9d59-32dfd2b8f848.png | Bin 0 -> 485 bytes .../b3c76e2e-6082-4ee3-9f9e-e4c9729fc551.png | Bin 0 -> 7381 bytes .../b41b8fa0-33ef-41f1-bf8e-7b9d3a4ede88.png | Bin 0 -> 24688 bytes .../b53e5bab-5f7a-4cf0-b749-92b36255f365.png | Bin 0 -> 16233 bytes .../b588c84d-43c3-4d91-a8b4-9f39f4608318.png | Bin 0 -> 12001 bytes .../b6e289a6-0c13-4ee0-bb09-78bd4387231b.png | Bin 0 -> 4429 bytes .../b7b186d6-7803-4517-add9-f559586b2576.png | Bin 0 -> 40855 bytes .../b802c1b0-4ed0-4d2f-87c4-57fd4027e470.png | Bin 0 -> 23553 bytes .../b80eb463-7348-4012-a829-cf7cc4e310ab.png | Bin 0 -> 8741 bytes .../b9cf2f8e-db74-44ab-8090-d032d5a82d24.jpg | Bin 0 -> 26280 bytes .../b9e05229-a800-45dc-b675-4fad355b3c54.png | Bin 0 -> 1423 bytes .../ba26c46a-1c3a-44c6-b82f-88cf0070814e.png | Bin 0 -> 30239 bytes .../bace7dc4-4820-4dcd-934d-7215a3d8e4ce.png | Bin 0 -> 4326 bytes .../bbf8efb0-cfe3-4fd4-b0be-a1e36b1aecc7.png | Bin 0 -> 865 bytes .../bca942f2-dddf-4e8d-aaf4-48722f648d63.png | Bin 0 -> 1127 bytes .../bd6af112-f4ec-4983-96cf-5b293eeb3e44.png | Bin 0 -> 12922 bytes .../beb96e74-a946-4584-ae02-9f859031dc96.png | Bin 0 -> 6472 bytes .../bf3a0b45-8535-40ec-93ed-fb4ca994202c.jpg | Bin 0 -> 22403 bytes .../c0865621-4388-4c74-80d1-33cfc363f626.png | Bin 0 -> 45502 bytes .../c0a67b71-e1f0-408e-a81e-0557ee553aa6.png | Bin 0 -> 1943 bytes .../c0d727f5-4add-40b7-95df-07d67752638f.png | Bin 0 -> 2411 bytes .../c1d35dc4-78cb-492e-b80e-bb18f768cc69.png | Bin 0 -> 20763 bytes .../c1eed86e-95f5-4967-a2d3-eafe4e96d79a.png | Bin 0 -> 3058 bytes .../c268cf6e-ae76-4959-97fa-cc3cec5a6481.png | Bin 0 -> 2349 bytes .../c3b0ddb7-49dc-4277-beee-9fa64ceb8bbb.png | Bin 0 -> 33987 bytes .../c4e8a23d-48cb-41ef-83b8-b99014f01caf.png | Bin 0 -> 1686 bytes .../c4e8c779-49ae-4ec8-8edf-4f4ba443f7e0.png | Bin 0 -> 1050 bytes .../c62aa5e2-5e04-4d62-a8fe-406b72d9e992.png | Bin 0 -> 655 bytes .../c70951bb-1f7b-4c20-ab3c-0bc131baabde.png | Bin 0 -> 1138 bytes .../c8fb861d-7d21-463d-bf33-1b1398362b00.jpg | Bin 0 -> 5553 bytes .../c99b624f-2c53-4830-b652-097ff277404e.png | Bin 0 -> 1314 bytes .../ca3da890-3a5d-4c96-8320-af7cbc197cfd.png | Bin 0 -> 6513 bytes .../cb2f3ad9-7e24-40fe-862b-a18b9ed5fec0.png | Bin 0 -> 11798 bytes .../cce137ca-2838-44ac-b275-7e83d01a5ddb.png | Bin 0 -> 9997 bytes .../ce4aa377-1bf4-483a-ab86-23ab2b9dc716.jpg | Bin 0 -> 56877 bytes .../cf39e814-f34f-4ee6-8669-04d386f69236.png | Bin 0 -> 2087 bytes .../cfe9a672-085c-42e6-a838-2f8620ea6afb.png | Bin 0 -> 19185 bytes .../d1365f23-8d32-4254-ab51-1f228e448671.png | Bin 0 -> 1224 bytes .../d2abbff0-7660-4e55-82dc-dac6c50a0c38.png | Bin 0 -> 52306 bytes .../d33ade2f-7c16-473c-974d-7ba1a204b47d.png | Bin 0 -> 17290 bytes .../d3436da8-9781-4459-bed0-8921e134236c.png | Bin 0 -> 12773 bytes .../d3fa1a7c-dbd1-47c7-bd95-9df99f61b68b.png | Bin 0 -> 873 bytes .../d524acf3-04c6-4d31-b85f-9db358a0b344.png | Bin 0 -> 17244 bytes .../d5583198-d0bf-4e6f-981b-6067cb0a6b63.png | Bin 0 -> 8356 bytes .../d618b557-f396-4253-8a9c-6b1805c45120.png | Bin 0 -> 13031 bytes .../d768ce6b-5760-4e1e-87e6-4ac7904b55be.png | Bin 0 -> 4447 bytes .../d775beec-f84f-4f5b-9d7b-bc8452b35175.jpg | Bin 0 -> 59277 bytes .../d779d726-0be1-497d-9c99-80d12f4bd263.png | Bin 0 -> 12968 bytes .../d7ae08fd-fd8d-4d8b-8683-4a14dcb66466.png | Bin 0 -> 3078 bytes .../d8ad63df-15dd-4d20-b918-a3f18767a9c8.png | Bin 0 -> 15696 bytes .../d9c09c60-4119-4811-afc0-dbee68ad7af2.png | Bin 0 -> 121361 bytes .../da6e4b6e-cf0a-484e-8e34-1aa6aed0cade.png | Bin 0 -> 7078 bytes .../dc439c6f-2535-4f33-9412-d579615c20bb.png | Bin 0 -> 11159 bytes .../dc710dce-5f37-4916-bcbf-4a3a46644025.png | Bin 0 -> 3315 bytes .../dd1a5963-27dc-4ede-b0a9-4671fdf0a655.jpg | Bin 0 -> 18245 bytes .../de62d0a3-1282-4fe4-a7b3-c454f4f0f4b7.png | Bin 0 -> 631 bytes .../df33e809-e094-4a71-acf8-1ebe3beb0afc.png | Bin 0 -> 12518 bytes .../df71541c-cdad-4bda-ae6e-5c8062047d8d.png | Bin 0 -> 22387 bytes .../dffe1e52-9e6f-40af-a66a-2cb494926289.jpg | Bin 0 -> 5840 bytes .../e0d3c104-c2bd-41f8-a3f7-7ad0d63c1e6c.png | Bin 0 -> 973 bytes .../e18112f6-59b3-413f-b9f5-c56c1aa65e3b.png | Bin 0 -> 4433 bytes .../e1f79e43-c892-4ef4-ad5a-10645558544d.png | Bin 0 -> 704 bytes .../e32b3460-ee85-420f-8eac-61314d7678c4.png | Bin 0 -> 7170 bytes .../e4655c62-f4c7-4ac5-b435-8c8f4081016c.png | Bin 0 -> 285 bytes .../e4fc664a-e5c2-4fc9-b18e-678055a6782a.png | Bin 0 -> 6372 bytes .../e65b665e-d509-4b75-a50c-b59e17395df2.png | Bin 0 -> 700 bytes .../e8b1acac-e39a-48e8-ac38-61fde8e1812f.png | Bin 0 -> 28191 bytes .../e9dac409-e1b4-426d-a79c-ef52073c047c.png | Bin 0 -> 10760 bytes .../ebce31e0-9bce-4667-971c-53b650f46389.jpg | Bin 0 -> 36086 bytes .../ec08db79-cccc-4e58-88d5-167580308795.png | Bin 0 -> 704 bytes .../ed95b274-32f1-4c6a-80fc-3843d1c55f48.png | Bin 0 -> 3951 bytes .../ee64b3f7-99fb-4146-b6cc-816dd90b96ae.png | Bin 0 -> 1314 bytes .../eef8f1a2-e6e1-40aa-9c0e-8ef692a60665.png | Bin 0 -> 24520 bytes .../f02c17f3-a6f0-4ec8-a662-039aa884c958.png | Bin 0 -> 1780 bytes .../f044a469-78d5-4625-bbcc-c6fa810e8d88.png | Bin 0 -> 24288 bytes .../f07350d3-1230-4c3f-aae8-41f1511e8195.jpg | Bin 0 -> 7163 bytes .../f093a9d2-6556-437c-b66d-541edccd858f.png | Bin 0 -> 8370 bytes .../f154fc9b-a832-4df3-b832-a13f4d407993.png | Bin 0 -> 12065 bytes .../f32f83c1-2c6a-462c-b053-811239923262.png | Bin 0 -> 19641 bytes .../f58f1ac7-cc4b-4fac-b17b-8f5d92f64c49.png | Bin 0 -> 188 bytes .../f646cc18-2504-47fd-9a31-90b5aeaaf880.png | Bin 0 -> 4076 bytes .../f6aecc46-d9e7-4334-8bb2-f26ac43a6fea.png | Bin 0 -> 13194 bytes .../f6f795f4-9365-4b91-a0de-82a9af9f7fca.png | Bin 0 -> 10393 bytes .../f8da6b99-2533-4df2-87c9-2ba3c2165494.png | Bin 0 -> 6682 bytes .../f9fc72c1-0b23-4c61-bf05-a8e941efa887.png | Bin 0 -> 9157 bytes .../fa8a1f2d-f08a-4486-bc94-89b344fc33dd.png | Bin 0 -> 7516 bytes .../fb58ac38-9b3e-4f29-b02e-ee58df896884.png | Bin 0 -> 3649 bytes .../fbc95570-cec1-4bbb-b2a1-04cd9aca41bd.png | Bin 0 -> 3768 bytes .../fd24096b-b00d-449f-8124-137e82e2a96f.png | Bin 0 -> 6953 bytes .../fd99d81e-2515-4539-bd15-137708062265.png | Bin 0 -> 13140 bytes .../febfacea-0ff5-4ee3-9fec-729292f70e27.jpg | Bin 0 -> 11500 bytes .../ff665bba-d432-4464-a9e1-723096fce210.png | Bin 0 -> 453 bytes .../ffc658b8-7e88-4b94-8f69-53d3904a01fc.png | Bin 0 -> 4720 bytes 310 files changed, 4845 insertions(+) create mode 100644 docs/handson-cnn-tf/0.md create mode 100644 docs/handson-cnn-tf/1.md create mode 100644 docs/handson-cnn-tf/10.md create mode 100644 docs/handson-cnn-tf/2.md create mode 100644 docs/handson-cnn-tf/3.md create mode 100644 docs/handson-cnn-tf/4.md create mode 100644 docs/handson-cnn-tf/5.md create mode 100644 docs/handson-cnn-tf/6.md create mode 100644 docs/handson-cnn-tf/7.md create mode 100644 docs/handson-cnn-tf/8.md create mode 100644 docs/handson-cnn-tf/9.md create mode 100644 docs/handson-cnn-tf/img/00d0d711-3009-4542-bb6e-3988f1007b50.png create mode 100644 docs/handson-cnn-tf/img/01d83517-803f-4442-b37d-a508371fdd0b.jpg create mode 100644 docs/handson-cnn-tf/img/02449f1f-b4a5-474b-b101-b945c1050b8f.png create mode 100644 docs/handson-cnn-tf/img/04c577da-ec4e-42e8-8a2e-659b7a2570bd.png create mode 100644 docs/handson-cnn-tf/img/067ed6db-52ab-4dff-9eac-8bb0f36c174a.jpg create mode 100644 docs/handson-cnn-tf/img/076d8c2c-5fd2-4cd0-90ee-002c1b80fd2b.png create mode 100644 docs/handson-cnn-tf/img/07a806c2-2a49-41a4-ba69-c3adee95a705.png create mode 100644 docs/handson-cnn-tf/img/0afb24f4-1a7e-4684-8840-d68759f8c533.png create mode 100644 docs/handson-cnn-tf/img/0c0533e4-5f13-4662-a3f6-1aa67b730048.png create mode 100644 docs/handson-cnn-tf/img/0d17debb-60ee-488e-abc1-6debc0704782.png create mode 100644 docs/handson-cnn-tf/img/0d6e23ab-6be1-47e0-9001-cf98da676c4d.png create mode 100644 docs/handson-cnn-tf/img/0df834df-790e-4fd2-b5fd-f6d8afbd04fe.png create mode 100644 docs/handson-cnn-tf/img/0ef1adda-27e2-4f34-8ecf-c6290ffff544.png create mode 100644 docs/handson-cnn-tf/img/0f086a20-5dfe-4e60-9def-f15577d50f49.png create mode 100644 docs/handson-cnn-tf/img/10b33794-4d9c-44f6-bc61-d62a58737cd3.png create mode 100644 docs/handson-cnn-tf/img/1104730d-78f3-469a-bc47-be1042611784.png create mode 100644 docs/handson-cnn-tf/img/111c47f0-b5d3-4192-a4e8-9f15918348bf.png create mode 100644 docs/handson-cnn-tf/img/11ef12ae-e5d9-458a-a00a-3be49a15fbb1.png create mode 100644 docs/handson-cnn-tf/img/1240f8dd-6aba-4dde-b00a-384cac6c7295.png create mode 100644 docs/handson-cnn-tf/img/126d2b47-420b-482c-a03f-a43408f3fd04.jpg create mode 100644 docs/handson-cnn-tf/img/128893a5-b03a-4c11-8743-f4858861f877.png create mode 100644 docs/handson-cnn-tf/img/16915d9b-677d-4f06-b381-1fe5e7353406.jpg create mode 100644 docs/handson-cnn-tf/img/169b79a0-8a0a-4973-90ee-31786959345d.png create mode 100644 docs/handson-cnn-tf/img/1761cebc-4eca-4a0f-81cf-9a128632ee81.png create mode 100644 docs/handson-cnn-tf/img/18f2de01-7b99-4a9d-a016-fd44db07e0b5.png create mode 100644 docs/handson-cnn-tf/img/1a632480-8569-43ce-a34a-1475707ce340.png create mode 100644 docs/handson-cnn-tf/img/1a6f3311-6e16-492c-860d-45414eedbc67.jpg create mode 100644 docs/handson-cnn-tf/img/1ad5b39a-c730-4006-987b-fc280e34940f.jpg create mode 100644 docs/handson-cnn-tf/img/1b20cfee-c32d-4d9d-836c-e39b8fa2fc4c.png create mode 100644 docs/handson-cnn-tf/img/1bdd4a61-a6cd-4e05-ba1d-da98caa3801c.png create mode 100644 docs/handson-cnn-tf/img/1d24b043-c4b8-42f0-8f9c-8f2c7db22ec3.png create mode 100644 docs/handson-cnn-tf/img/1d80926b-a372-459a-8c13-ab3f74dd6fc5.png create mode 100644 docs/handson-cnn-tf/img/1e880ac2-aa6e-4739-9ca9-c9b6f5a86036.png create mode 100644 docs/handson-cnn-tf/img/208109f6-4aed-4f92-bbfc-eb093331aadd.png create mode 100644 docs/handson-cnn-tf/img/23f8f2a5-2aef-4ef5-a0ab-b25718aa8330.png create mode 100644 docs/handson-cnn-tf/img/25c4fa50-dafd-4851-a3f1-d20150dc5d3c.png create mode 100644 docs/handson-cnn-tf/img/25e44ecf-5080-42ab-b130-4c8e6f1b6bb5.png create mode 100644 docs/handson-cnn-tf/img/263bc17f-fc97-42c2-a99a-8bc089aa9453.png create mode 100644 docs/handson-cnn-tf/img/267b6c45-039c-4978-a801-025f9f562e00.png create mode 100644 docs/handson-cnn-tf/img/269bb145-9df7-475f-b3cb-5bdd3993537b.png create mode 100644 docs/handson-cnn-tf/img/28ad37ab-56de-4f07-86d2-c4bcd0fc5dfb.png create mode 100644 docs/handson-cnn-tf/img/290b2b0d-9cc0-433f-9797-31ecf9cf0db5.png create mode 100644 docs/handson-cnn-tf/img/29548f5a-df13-4d4a-a7d5-94861ec81a7a.png create mode 100644 docs/handson-cnn-tf/img/2a75b154-8239-4fce-968d-441d25d69a27.png create mode 100644 docs/handson-cnn-tf/img/2b389e68-88be-45b4-95df-a668889ff0be.png create mode 100644 docs/handson-cnn-tf/img/2b7ce629-e563-477b-9552-cf8a85339dfb.png create mode 100644 docs/handson-cnn-tf/img/2bc69477-f997-406b-9f65-4cd1d59170df.png create mode 100644 docs/handson-cnn-tf/img/2e2654a7-06d4-4019-8fbc-91babc5c5ce4.png create mode 100644 docs/handson-cnn-tf/img/301f40a0-4a5d-4355-bcc2-118d1c180495.png create mode 100644 docs/handson-cnn-tf/img/31176579-914b-4341-acb9-3a04313e89f4.png create mode 100644 docs/handson-cnn-tf/img/31cf352c-348d-47c5-8e03-5a7b48f04120.png create mode 100644 docs/handson-cnn-tf/img/325652fe-77e5-434c-ae47-8c4d05c6daa0.png create mode 100644 docs/handson-cnn-tf/img/32d5f07f-1c7c-40ab-9cbf-695177d3cfd2.png create mode 100644 docs/handson-cnn-tf/img/33beb295-8ebe-4b4a-85c9-c104704b2ed2.png create mode 100644 docs/handson-cnn-tf/img/34c0e8e4-24ad-4c4e-a582-62904b5bc9ae.png create mode 100644 docs/handson-cnn-tf/img/34fd1923-47ac-424f-b30b-4e4602f4bac3.png create mode 100644 docs/handson-cnn-tf/img/3650d030-8116-4a21-a375-705a9246f7b0.png create mode 100644 docs/handson-cnn-tf/img/36df6474-b17d-4fb0-b24b-f6ea0233f835.png create mode 100644 docs/handson-cnn-tf/img/375e4e8f-7e97-4d2a-b8f1-b197a83021a2.jpg create mode 100644 docs/handson-cnn-tf/img/37ea80d4-abb2-4e5c-b16a-bb1de4520ae5.png create mode 100644 docs/handson-cnn-tf/img/383c173c-2090-4aa3-bb63-86181ec0e729.png create mode 100644 docs/handson-cnn-tf/img/39ffcbf8-2596-4a24-8a6b-2c4b661edaa2.png create mode 100644 docs/handson-cnn-tf/img/3b7eb077-6c15-4a77-989a-40b12e4b70db.png create mode 100644 docs/handson-cnn-tf/img/3c40eb89-0f79-41d8-8b51-dcbb7b3bbe2a.png create mode 100644 docs/handson-cnn-tf/img/3cbd4bac-33c6-44e9-855c-4559561e7400.png create mode 100644 docs/handson-cnn-tf/img/3e1365ac-328e-48f0-8077-920bb837324e.png create mode 100644 docs/handson-cnn-tf/img/3f81672f-26ea-446b-97b4-2b6119614be7.png create mode 100644 docs/handson-cnn-tf/img/412bfece-2f71-4956-a5fe-3ae19cce2b6b.png create mode 100644 docs/handson-cnn-tf/img/418601cc-31d2-4de7-b124-9d1ead1cf29a.jpg create mode 100644 docs/handson-cnn-tf/img/429cb4f4-0cb2-4408-80d7-8185e46ae29c.png create mode 100644 docs/handson-cnn-tf/img/43b92390-d3d8-4104-a0e8-0b0e03958557.png create mode 100644 docs/handson-cnn-tf/img/460f5473-9a64-4f05-8479-e9f9f36b5eb4.png create mode 100644 docs/handson-cnn-tf/img/47cbd75c-bae1-4ed3-86b7-ad75747293b1.png create mode 100644 docs/handson-cnn-tf/img/48890ce8-4d40-4ced-9c20-0f0fe7258f49.png create mode 100644 docs/handson-cnn-tf/img/4be49236-884e-48e2-84b0-6f978c3f2b6b.png create mode 100644 docs/handson-cnn-tf/img/4ca076a4-7112-4d07-bdc1-044bf5fc8740.png create mode 100644 docs/handson-cnn-tf/img/4d15337d-40dd-44ad-8e45-39df3674a015.png create mode 100644 docs/handson-cnn-tf/img/4ea0bf91-eefc-4fd8-bc77-b9205cc8309e.png create mode 100644 docs/handson-cnn-tf/img/4f52cf0a-7b12-4259-b6bd-5c208e68a6ad.png create mode 100644 docs/handson-cnn-tf/img/4fc9cbe4-89e5-4b0a-9e8e-c5751d18dc5e.png create mode 100644 docs/handson-cnn-tf/img/5043cb38-9cbf-4b58-b8b7-529a4e52031d.png create mode 100644 docs/handson-cnn-tf/img/506c2d82-6a12-490e-8d6f-8e27cfb1581e.png create mode 100644 docs/handson-cnn-tf/img/51a6011e-63da-404f-9e0e-675dd447cab4.png create mode 100644 docs/handson-cnn-tf/img/52111d38-7c16-45b3-98e6-8be01332fad5.png create mode 100644 docs/handson-cnn-tf/img/5222b764-d50d-4fbc-9747-47a475579e50.png create mode 100644 docs/handson-cnn-tf/img/537d3e8a-b1b3-4d82-97d5-3404bd605635.png create mode 100644 docs/handson-cnn-tf/img/53976e3c-2e8f-4b35-9635-25bb177fdc0c.png create mode 100644 docs/handson-cnn-tf/img/53c19172-7f05-423d-ad0a-ad31b5197e5b.png create mode 100644 docs/handson-cnn-tf/img/54a6c0be-d7b4-4bc7-a075-16da0f29d2f0.png create mode 100644 docs/handson-cnn-tf/img/54b2d5db-424c-4399-b2d3-081897501f57.png create mode 100644 docs/handson-cnn-tf/img/54cb6769-dfa9-4ed2-8a98-04904ad5ed2e.png create mode 100644 docs/handson-cnn-tf/img/55354505-d9ef-4239-9e38-332e7c1e3cd7.jpg create mode 100644 docs/handson-cnn-tf/img/55a0bddf-7126-4132-b169-819ad4a62bdd.png create mode 100644 docs/handson-cnn-tf/img/564ae665-af37-4088-8ab8-2975d8c16ec8.png create mode 100644 docs/handson-cnn-tf/img/56711c81-eedc-45e4-82ae-b0bcacc0d52c.png create mode 100644 docs/handson-cnn-tf/img/56f97aa9-6ca0-4d54-b7ce-09718a1ec857.png create mode 100644 docs/handson-cnn-tf/img/57103ce4-379c-47c9-914b-ab5c12c4b9f6.png create mode 100644 docs/handson-cnn-tf/img/57205127-d998-4078-94a4-6b5ad5f34fd3.png create mode 100644 docs/handson-cnn-tf/img/580f5aaf-7c8b-432c-977a-4b6f774462b4.png create mode 100644 docs/handson-cnn-tf/img/5a3e2008-78d9-46de-b9a2-52e4d5d540d2.png create mode 100644 docs/handson-cnn-tf/img/5a4de500-3124-48fe-95cc-3334edf40879.png create mode 100644 docs/handson-cnn-tf/img/5a8a5836-b47a-4691-afff-476fa5e867c8.png create mode 100644 docs/handson-cnn-tf/img/5aa777f7-072b-48ea-a7cd-f3447c9f6347.png create mode 100644 docs/handson-cnn-tf/img/5b81db0b-6e3e-43c1-a9b2-38a8aea6eb73.png create mode 100644 docs/handson-cnn-tf/img/5c1dcbee-f8a6-4a9f-a2c2-09d6ea91d4cc.png create mode 100644 docs/handson-cnn-tf/img/5e2d48c5-bbb7-4d73-a35f-21f619196f87.png create mode 100644 docs/handson-cnn-tf/img/5ea6732d-fe36-4d0d-8272-8e15beb3ac2c.png create mode 100644 docs/handson-cnn-tf/img/5eaf2681-cfa7-4907-b95f-c6204b5c4721.png create mode 100644 docs/handson-cnn-tf/img/5ec5f2c3-86c8-406a-938a-ec371e7919d5.png create mode 100644 docs/handson-cnn-tf/img/61bd650c-ca68-4241-b81f-72e31d0d6616.png create mode 100644 docs/handson-cnn-tf/img/638e8ecb-3cc1-4a6d-a972-2f29b4a517b4.jpg create mode 100644 docs/handson-cnn-tf/img/63ca28dd-5605-482d-95b3-4e1c027f3c89.jpg create mode 100644 docs/handson-cnn-tf/img/641fa640-9e3d-40c0-b72f-027ecc050fff.png create mode 100644 docs/handson-cnn-tf/img/6436a6ce-fd4b-463c-b195-3c34040e17df.png create mode 100644 docs/handson-cnn-tf/img/645c3d53-fa90-4fd7-8d1e-51fd5188aa5f.png create mode 100644 docs/handson-cnn-tf/img/65e0fde3-6ba1-4588-93b6-a945414cdfef.png create mode 100644 docs/handson-cnn-tf/img/660dd742-938f-439b-bc48-87698285e311.jpg create mode 100644 docs/handson-cnn-tf/img/66307b67-080c-4c61-ae4a-3fa14f58bdef.png create mode 100644 docs/handson-cnn-tf/img/67287ebe-dbe6-4c4c-aaf7-5f0e3eee0428.png create mode 100644 docs/handson-cnn-tf/img/686ba064-f451-4a2d-b691-320dc2bc08b9.png create mode 100644 docs/handson-cnn-tf/img/6a08d3d3-b216-46bf-9d8a-6ca5e8c715ff.png create mode 100644 docs/handson-cnn-tf/img/6afbb7c8-d706-49dc-b74b-f8d9f894e8d3.png create mode 100644 docs/handson-cnn-tf/img/6b559cef-7224-4438-b1d1-48dcb61c69d5.png create mode 100644 docs/handson-cnn-tf/img/6b9c73cf-b45d-483f-ad70-bcd54d7462d6.png create mode 100644 docs/handson-cnn-tf/img/6bce090b-199b-46e8-a34a-9e2e3e4d6f4e.jpg create mode 100644 docs/handson-cnn-tf/img/6cfab511-a579-49c1-96bb-64870fb2cfd0.png create mode 100644 docs/handson-cnn-tf/img/6d1b8316-5196-494e-a9d4-f0c4362e4217.png create mode 100644 docs/handson-cnn-tf/img/6d49a152-47c2-4061-b439-058cf72e0f0e.png create mode 100644 docs/handson-cnn-tf/img/6db1bd89-3d34-4435-980d-ef49716d192f.png create mode 100644 docs/handson-cnn-tf/img/6f819b52-e9db-4868-b320-cbbeb722b935.png create mode 100644 docs/handson-cnn-tf/img/6fcfed2a-e8e5-4678-8b77-f062f301eb31.png create mode 100644 docs/handson-cnn-tf/img/6ff3c055-c8f0-41e4-adbb-655f94f1f14f.png create mode 100644 docs/handson-cnn-tf/img/70dcaa26-f2c5-4d15-8936-503d25614742.png create mode 100644 docs/handson-cnn-tf/img/71f35c09-6130-40da-91af-468ba0a6d69f.png create mode 100644 docs/handson-cnn-tf/img/723646a7-5c3e-4876-a5d5-118bd4e1fc44.png create mode 100644 docs/handson-cnn-tf/img/752b45a8-16ce-48eb-99b7-a1ca80b40d40.png create mode 100644 docs/handson-cnn-tf/img/75567914-f4cf-459e-9955-ab4c20c97299.png create mode 100644 docs/handson-cnn-tf/img/75a30ef9-ee69-49eb-92e5-738eeef18b10.png create mode 100644 docs/handson-cnn-tf/img/77172207-ce67-4347-b51e-bf6565a195fd.png create mode 100644 docs/handson-cnn-tf/img/7766947c-888c-43ea-b00e-9c23280dee08.png create mode 100644 docs/handson-cnn-tf/img/7999da7f-1eb2-4a09-b5bc-5671ec7fa796.png create mode 100644 docs/handson-cnn-tf/img/79c3facc-6820-4331-81de-13ffd441a44e.png create mode 100644 docs/handson-cnn-tf/img/7b0edf3c-b27d-4d1a-952d-ad10176656fd.png create mode 100644 docs/handson-cnn-tf/img/7c57ffe8-af41-47a0-b295-5aeb633e866f.png create mode 100644 docs/handson-cnn-tf/img/7ceed94c-24a7-4e1b-8225-5786d5c92da7.jpg create mode 100644 docs/handson-cnn-tf/img/7efb4c88-3a90-42ce-9099-4f26eac1c76b.png create mode 100644 docs/handson-cnn-tf/img/80d84de5-af55-48ee-ae2c-f58fb0a73be6.png create mode 100644 docs/handson-cnn-tf/img/811ffc49-acd0-4f5c-a4e4-eab74c6e581c.png create mode 100644 docs/handson-cnn-tf/img/815f18aa-759e-4460-ba09-b6ade1d1caf5.png create mode 100644 docs/handson-cnn-tf/img/820eae1c-4566-4245-83a6-ed72af7690fd.png create mode 100644 docs/handson-cnn-tf/img/82987b0d-594f-4f08-9c76-436c0ec89fbc.png create mode 100644 docs/handson-cnn-tf/img/85cb6c18-9cbc-44ff-9db6-c7d90d3c7cf0.png create mode 100644 docs/handson-cnn-tf/img/87ac2a79-feb5-4ee8-aa26-a5339f3f683a.png create mode 100644 docs/handson-cnn-tf/img/87ce965a-0788-4e9a-8c10-e9a1e533ad28.png create mode 100644 docs/handson-cnn-tf/img/889e9ca5-5aec-4f15-ba71-5835459a79dc.png create mode 100644 docs/handson-cnn-tf/img/88cbda34-8fc1-42a5-8ad4-77f52816a8ea.png create mode 100644 docs/handson-cnn-tf/img/88fb04f4-1cdb-45d7-8ecb-5b38bc80215e.png create mode 100644 docs/handson-cnn-tf/img/89dc6f56-f3bb-4c95-8a60-eb17810aa8e3.png create mode 100644 docs/handson-cnn-tf/img/89e2bd31-53be-4660-a85b-0938aa3276bf.png create mode 100644 docs/handson-cnn-tf/img/8a083f5a-2925-4206-abc5-7cdfc4a3ba0b.png create mode 100644 docs/handson-cnn-tf/img/8a6bd68f-88df-4180-a3fd-18487b4701a5.png create mode 100644 docs/handson-cnn-tf/img/8adf7c5a-5001-4ad1-9cf6-f9e470d6a2b7.png create mode 100644 docs/handson-cnn-tf/img/8b38461a-1ec6-4f8f-a0d2-0977201c727c.png create mode 100644 docs/handson-cnn-tf/img/8cc1410a-dc11-4f64-9d0f-8a25950c7cdd.png create mode 100644 docs/handson-cnn-tf/img/8cc4d625-1193-4cd4-a91f-55adc41c642a.png create mode 100644 docs/handson-cnn-tf/img/8dc41ddc-7a2e-404d-80f6-7833073a6e0f.png create mode 100644 docs/handson-cnn-tf/img/8e8e3bab-9052-4c63-96fd-d05a9fde7fbc.png create mode 100644 docs/handson-cnn-tf/img/9265c022-14e9-4820-b475-097c854e3aa9.png create mode 100644 docs/handson-cnn-tf/img/9289b8b0-dd5e-414d-92ed-6d86b641fdbe.png create mode 100644 docs/handson-cnn-tf/img/932ef3e1-6117-4d2d-ae95-364bd962c0f2.png create mode 100644 docs/handson-cnn-tf/img/944095bc-4bde-4e04-86e3-1ccc3e0b1c04.png create mode 100644 docs/handson-cnn-tf/img/9452b952-9a71-4f6f-91da-14e8b8bd8ab3.png create mode 100644 docs/handson-cnn-tf/img/951cd609-983a-47bc-af4a-8cba9afdfad7.png create mode 100644 docs/handson-cnn-tf/img/9530e4e9-229a-4d8a-9314-de81cd1259bc.png create mode 100644 docs/handson-cnn-tf/img/957dd494-38eb-4b48-9961-30a36494c0dd.png create mode 100644 docs/handson-cnn-tf/img/9848c713-134c-4eb9-9f35-3d3076854a6d.png create mode 100644 docs/handson-cnn-tf/img/98d6f30f-1c72-4cec-92cf-f6ccd95c271d.png create mode 100644 docs/handson-cnn-tf/img/98fcbf21-46e3-45f0-8a2d-a7004af773c3.png create mode 100644 docs/handson-cnn-tf/img/996c3a5a-a193-414b-b66b-fadb01b58569.png create mode 100644 docs/handson-cnn-tf/img/9b300c7e-a825-46fe-aebc-12d8367fdeef.jpg create mode 100644 docs/handson-cnn-tf/img/9b567add-923e-49f9-a994-3c69e7f8372c.png create mode 100644 docs/handson-cnn-tf/img/9c808ac0-8f30-47c7-88cb-d2af50925ed8.png create mode 100644 docs/handson-cnn-tf/img/9d0ff275-b662-433d-b367-ac3ac9b46b54.png create mode 100644 docs/handson-cnn-tf/img/9ea2becf-9055-4ac0-af74-61edb68ed2d2.png create mode 100644 docs/handson-cnn-tf/img/9f716a8f-5a7f-40fc-94fc-ae5f004e4724.jpg create mode 100644 docs/handson-cnn-tf/img/a0d5631a-32bc-4136-ac2a-a12452ce341c.png create mode 100644 docs/handson-cnn-tf/img/a2de4135-a00f-402a-952f-0a52075e3943.png create mode 100644 docs/handson-cnn-tf/img/a38d1883-1a58-4a94-9a77-67facda77864.png create mode 100644 docs/handson-cnn-tf/img/a500985f-bedd-457d-82bc-f0dec7d4ebb3.png create mode 100644 docs/handson-cnn-tf/img/a6a25c2f-05f4-4396-8db5-9a2fe9c555dd.png create mode 100644 docs/handson-cnn-tf/img/a6b0764f-f0af-4fd1-bbc3-00fd2958c7fc.png create mode 100644 docs/handson-cnn-tf/img/a70666c6-6cd7-4919-8f13-5e4a4ea873b5.png create mode 100644 docs/handson-cnn-tf/img/a71cc7eb-9f5c-4bbc-b4f2-9bb2631bd7c8.jpg create mode 100644 docs/handson-cnn-tf/img/a768718b-3d2d-4584-825b-4b7007032c3b.png create mode 100644 docs/handson-cnn-tf/img/a792bf21-afb7-4617-90ee-9eaf988cddd9.png create mode 100644 docs/handson-cnn-tf/img/a7f7c3ff-5d04-4af7-9f6c-33f23f3424e5.png create mode 100644 docs/handson-cnn-tf/img/a96483b7-4839-448c-b67c-09b8c05d871c.png create mode 100644 docs/handson-cnn-tf/img/a9aa1a7f-a548-44e7-a033-3a9abdc34f9b.png create mode 100644 docs/handson-cnn-tf/img/aba4ce64-8355-48f9-ac0f-d5273a05bb1c.png create mode 100644 docs/handson-cnn-tf/img/ac3e4947-4de7-4f5d-9b05-9a892b4aa2b8.png create mode 100644 docs/handson-cnn-tf/img/ac5b44f4-5e15-41b7-90d1-139736012555.png create mode 100644 docs/handson-cnn-tf/img/ada0a5b7-1268-4f61-820a-3aca71dba80f.png create mode 100644 docs/handson-cnn-tf/img/ade35614-04cc-4447-b1a0-b8e94dc0ce7a.png create mode 100644 docs/handson-cnn-tf/img/ae58ed7b-25c5-447d-bb71-54d32dc9ed15.jpg create mode 100644 docs/handson-cnn-tf/img/aea81ee0-d79f-4213-9343-be0e90e8c96e.png create mode 100644 docs/handson-cnn-tf/img/b2408251-310a-4215-8cad-5e4da25c52d0.png create mode 100644 docs/handson-cnn-tf/img/b2fdaadf-a05d-427b-9d59-32dfd2b8f848.png create mode 100644 docs/handson-cnn-tf/img/b3c76e2e-6082-4ee3-9f9e-e4c9729fc551.png create mode 100644 docs/handson-cnn-tf/img/b41b8fa0-33ef-41f1-bf8e-7b9d3a4ede88.png create mode 100644 docs/handson-cnn-tf/img/b53e5bab-5f7a-4cf0-b749-92b36255f365.png create mode 100644 docs/handson-cnn-tf/img/b588c84d-43c3-4d91-a8b4-9f39f4608318.png create mode 100644 docs/handson-cnn-tf/img/b6e289a6-0c13-4ee0-bb09-78bd4387231b.png create mode 100644 docs/handson-cnn-tf/img/b7b186d6-7803-4517-add9-f559586b2576.png create mode 100644 docs/handson-cnn-tf/img/b802c1b0-4ed0-4d2f-87c4-57fd4027e470.png create mode 100644 docs/handson-cnn-tf/img/b80eb463-7348-4012-a829-cf7cc4e310ab.png create mode 100644 docs/handson-cnn-tf/img/b9cf2f8e-db74-44ab-8090-d032d5a82d24.jpg create mode 100644 docs/handson-cnn-tf/img/b9e05229-a800-45dc-b675-4fad355b3c54.png create mode 100644 docs/handson-cnn-tf/img/ba26c46a-1c3a-44c6-b82f-88cf0070814e.png create mode 100644 docs/handson-cnn-tf/img/bace7dc4-4820-4dcd-934d-7215a3d8e4ce.png create mode 100644 docs/handson-cnn-tf/img/bbf8efb0-cfe3-4fd4-b0be-a1e36b1aecc7.png create mode 100644 docs/handson-cnn-tf/img/bca942f2-dddf-4e8d-aaf4-48722f648d63.png create mode 100644 docs/handson-cnn-tf/img/bd6af112-f4ec-4983-96cf-5b293eeb3e44.png create mode 100644 docs/handson-cnn-tf/img/beb96e74-a946-4584-ae02-9f859031dc96.png create mode 100644 docs/handson-cnn-tf/img/bf3a0b45-8535-40ec-93ed-fb4ca994202c.jpg create mode 100644 docs/handson-cnn-tf/img/c0865621-4388-4c74-80d1-33cfc363f626.png create mode 100644 docs/handson-cnn-tf/img/c0a67b71-e1f0-408e-a81e-0557ee553aa6.png create mode 100644 docs/handson-cnn-tf/img/c0d727f5-4add-40b7-95df-07d67752638f.png create mode 100644 docs/handson-cnn-tf/img/c1d35dc4-78cb-492e-b80e-bb18f768cc69.png create mode 100644 docs/handson-cnn-tf/img/c1eed86e-95f5-4967-a2d3-eafe4e96d79a.png create mode 100644 docs/handson-cnn-tf/img/c268cf6e-ae76-4959-97fa-cc3cec5a6481.png create mode 100644 docs/handson-cnn-tf/img/c3b0ddb7-49dc-4277-beee-9fa64ceb8bbb.png create mode 100644 docs/handson-cnn-tf/img/c4e8a23d-48cb-41ef-83b8-b99014f01caf.png create mode 100644 docs/handson-cnn-tf/img/c4e8c779-49ae-4ec8-8edf-4f4ba443f7e0.png create mode 100644 docs/handson-cnn-tf/img/c62aa5e2-5e04-4d62-a8fe-406b72d9e992.png create mode 100644 docs/handson-cnn-tf/img/c70951bb-1f7b-4c20-ab3c-0bc131baabde.png create mode 100644 docs/handson-cnn-tf/img/c8fb861d-7d21-463d-bf33-1b1398362b00.jpg create mode 100644 docs/handson-cnn-tf/img/c99b624f-2c53-4830-b652-097ff277404e.png create mode 100644 docs/handson-cnn-tf/img/ca3da890-3a5d-4c96-8320-af7cbc197cfd.png create mode 100644 docs/handson-cnn-tf/img/cb2f3ad9-7e24-40fe-862b-a18b9ed5fec0.png create mode 100644 docs/handson-cnn-tf/img/cce137ca-2838-44ac-b275-7e83d01a5ddb.png create mode 100644 docs/handson-cnn-tf/img/ce4aa377-1bf4-483a-ab86-23ab2b9dc716.jpg create mode 100644 docs/handson-cnn-tf/img/cf39e814-f34f-4ee6-8669-04d386f69236.png create mode 100644 docs/handson-cnn-tf/img/cfe9a672-085c-42e6-a838-2f8620ea6afb.png create mode 100644 docs/handson-cnn-tf/img/d1365f23-8d32-4254-ab51-1f228e448671.png create mode 100644 docs/handson-cnn-tf/img/d2abbff0-7660-4e55-82dc-dac6c50a0c38.png create mode 100644 docs/handson-cnn-tf/img/d33ade2f-7c16-473c-974d-7ba1a204b47d.png create mode 100644 docs/handson-cnn-tf/img/d3436da8-9781-4459-bed0-8921e134236c.png create mode 100644 docs/handson-cnn-tf/img/d3fa1a7c-dbd1-47c7-bd95-9df99f61b68b.png create mode 100644 docs/handson-cnn-tf/img/d524acf3-04c6-4d31-b85f-9db358a0b344.png create mode 100644 docs/handson-cnn-tf/img/d5583198-d0bf-4e6f-981b-6067cb0a6b63.png create mode 100644 docs/handson-cnn-tf/img/d618b557-f396-4253-8a9c-6b1805c45120.png create mode 100644 docs/handson-cnn-tf/img/d768ce6b-5760-4e1e-87e6-4ac7904b55be.png create mode 100644 docs/handson-cnn-tf/img/d775beec-f84f-4f5b-9d7b-bc8452b35175.jpg create mode 100644 docs/handson-cnn-tf/img/d779d726-0be1-497d-9c99-80d12f4bd263.png create mode 100644 docs/handson-cnn-tf/img/d7ae08fd-fd8d-4d8b-8683-4a14dcb66466.png create mode 100644 docs/handson-cnn-tf/img/d8ad63df-15dd-4d20-b918-a3f18767a9c8.png create mode 100644 docs/handson-cnn-tf/img/d9c09c60-4119-4811-afc0-dbee68ad7af2.png create mode 100644 docs/handson-cnn-tf/img/da6e4b6e-cf0a-484e-8e34-1aa6aed0cade.png create mode 100644 docs/handson-cnn-tf/img/dc439c6f-2535-4f33-9412-d579615c20bb.png create mode 100644 docs/handson-cnn-tf/img/dc710dce-5f37-4916-bcbf-4a3a46644025.png create mode 100644 docs/handson-cnn-tf/img/dd1a5963-27dc-4ede-b0a9-4671fdf0a655.jpg create mode 100644 docs/handson-cnn-tf/img/de62d0a3-1282-4fe4-a7b3-c454f4f0f4b7.png create mode 100644 docs/handson-cnn-tf/img/df33e809-e094-4a71-acf8-1ebe3beb0afc.png create mode 100644 docs/handson-cnn-tf/img/df71541c-cdad-4bda-ae6e-5c8062047d8d.png create mode 100644 docs/handson-cnn-tf/img/dffe1e52-9e6f-40af-a66a-2cb494926289.jpg create mode 100644 docs/handson-cnn-tf/img/e0d3c104-c2bd-41f8-a3f7-7ad0d63c1e6c.png create mode 100644 docs/handson-cnn-tf/img/e18112f6-59b3-413f-b9f5-c56c1aa65e3b.png create mode 100644 docs/handson-cnn-tf/img/e1f79e43-c892-4ef4-ad5a-10645558544d.png create mode 100644 docs/handson-cnn-tf/img/e32b3460-ee85-420f-8eac-61314d7678c4.png create mode 100644 docs/handson-cnn-tf/img/e4655c62-f4c7-4ac5-b435-8c8f4081016c.png create mode 100644 docs/handson-cnn-tf/img/e4fc664a-e5c2-4fc9-b18e-678055a6782a.png create mode 100644 docs/handson-cnn-tf/img/e65b665e-d509-4b75-a50c-b59e17395df2.png create mode 100644 docs/handson-cnn-tf/img/e8b1acac-e39a-48e8-ac38-61fde8e1812f.png create mode 100644 docs/handson-cnn-tf/img/e9dac409-e1b4-426d-a79c-ef52073c047c.png create mode 100644 docs/handson-cnn-tf/img/ebce31e0-9bce-4667-971c-53b650f46389.jpg create mode 100644 docs/handson-cnn-tf/img/ec08db79-cccc-4e58-88d5-167580308795.png create mode 100644 docs/handson-cnn-tf/img/ed95b274-32f1-4c6a-80fc-3843d1c55f48.png create mode 100644 docs/handson-cnn-tf/img/ee64b3f7-99fb-4146-b6cc-816dd90b96ae.png create mode 100644 docs/handson-cnn-tf/img/eef8f1a2-e6e1-40aa-9c0e-8ef692a60665.png create mode 100644 docs/handson-cnn-tf/img/f02c17f3-a6f0-4ec8-a662-039aa884c958.png create mode 100644 docs/handson-cnn-tf/img/f044a469-78d5-4625-bbcc-c6fa810e8d88.png create mode 100644 docs/handson-cnn-tf/img/f07350d3-1230-4c3f-aae8-41f1511e8195.jpg create mode 100644 docs/handson-cnn-tf/img/f093a9d2-6556-437c-b66d-541edccd858f.png create mode 100644 docs/handson-cnn-tf/img/f154fc9b-a832-4df3-b832-a13f4d407993.png create mode 100644 docs/handson-cnn-tf/img/f32f83c1-2c6a-462c-b053-811239923262.png create mode 100644 docs/handson-cnn-tf/img/f58f1ac7-cc4b-4fac-b17b-8f5d92f64c49.png create mode 100644 docs/handson-cnn-tf/img/f646cc18-2504-47fd-9a31-90b5aeaaf880.png create mode 100644 docs/handson-cnn-tf/img/f6aecc46-d9e7-4334-8bb2-f26ac43a6fea.png create mode 100644 docs/handson-cnn-tf/img/f6f795f4-9365-4b91-a0de-82a9af9f7fca.png create mode 100644 docs/handson-cnn-tf/img/f8da6b99-2533-4df2-87c9-2ba3c2165494.png create mode 100644 docs/handson-cnn-tf/img/f9fc72c1-0b23-4c61-bf05-a8e941efa887.png create mode 100644 docs/handson-cnn-tf/img/fa8a1f2d-f08a-4486-bc94-89b344fc33dd.png create mode 100644 docs/handson-cnn-tf/img/fb58ac38-9b3e-4f29-b02e-ee58df896884.png create mode 100644 docs/handson-cnn-tf/img/fbc95570-cec1-4bbb-b2a1-04cd9aca41bd.png create mode 100644 docs/handson-cnn-tf/img/fd24096b-b00d-449f-8124-137e82e2a96f.png create mode 100644 docs/handson-cnn-tf/img/fd99d81e-2515-4539-bd15-137708062265.png create mode 100644 docs/handson-cnn-tf/img/febfacea-0ff5-4ee3-9fec-729292f70e27.jpg create mode 100644 docs/handson-cnn-tf/img/ff665bba-d432-4464-a9e1-723096fce210.png create mode 100644 docs/handson-cnn-tf/img/ffc658b8-7e88-4b94-8f69-53d3904a01fc.png diff --git a/docs/handson-cnn-tf/0.md b/docs/handson-cnn-tf/0.md new file mode 100644 index 00000000..68761b4b --- /dev/null +++ b/docs/handson-cnn-tf/0.md @@ -0,0 +1,114 @@ +# 前言 + +本书旨在为您提供实用的机器学习动手入门,其目的是使任何人都可以在该领域开始工作。 我们将主要关注深度学习方法以及如何将其用于解决重要的计算机视觉问题,但是此处获得的知识可以转移到许多不同的领域。 在此过程中,读者还将掌握如何使用流行的深度学习库 TensorFlow。 + +# 这本书是给谁的 + +任何对实用的机器学习指南(特别是深度学习和计算机视觉)感兴趣的人都将从阅读本书中受益。 此外,以下人员也将受益: + +* 机器学习工程师 +* 数据科学家 +* 对学习深度学习和计算机视觉领域感兴趣的开发人员 +* 学生学习机器学习 + +# 本书涵盖的内容 + +[第 1 章](../Text/1.xhtml), *Tensorflow 的设置和简介,*涵盖了 TensorFlow 的设置和安装,以及编写用于机器学习的简单 Tensorflow 模型。 + +[第 2 章](../Text/2.xhtml)和*深度学习和卷积神经网络*向您介绍了机器学习,人工智能以及人工神经网络以及如何对其进行训练。 它还涵盖了 CNN 以及如何使用 TensorFlow 训练自己的 CNN。 + +[第 3 章](../Text/3.xhtml)和 *Tensorflow* 中的图像分类,讨论了如何构建 CNN 模型以及如何训练它们以对 CIFAR10 数据集进行分类。 它还探讨了通过谈论初始化和正则化的不同方法来帮助提高我们训练后的模型的质量的方法。 + +[第 4 章](../Text/4.xhtml)和*对象检测和分割*教授对象定位,检测和分割的基础知识以及与这些主题相关的最著名的算法。 + +[第 5 章](../Text/5.xhtml), *VGG,接收模块,残差和 MobileNets* 向您介绍了不同的卷积神经网络设计,例如 VGGNet,GoggLeNet 和 MobileNet。 + +[第 6 章](../Text/6.xhtml),*自动编码器,变体自动编码器和生成对抗网络,*向您介绍生成模型,生成对抗网络和不同类型的编码器。 + +[第 7 章](../Text/7.xhtml),*转移学习,*涵盖了转移学习的用法并在我们自己的任务中实现。 + +[第 8 章](../Text/8.xhtml),*机器学习最佳实践和* *故障排除,*向我们介绍了如何准备并将数据集拆分为子集并执行有意义的测试。 本章还讨论了过拟合和过拟合以及解决这些问题的最佳实践。 + +[第 9 章](../Text/9.xhtml),*大规模培训,*教您如何在多个 GPU 和机器上训练 TensorFlow 模型。 它还涵盖了存储数据并将其输入模型的最佳实践。 + +# 充分利用这本书 + +为了充分利用本书,读者应该对 Python 编程语言以及如何安装一些必需的软件包有所了解。 本书将以简单的语言介绍所有其他内容。 安装说明将在本书和存储库中给出。 + +# 下载示例代码文件 + +您可以从 [www.packtpub.com](http://www.packtpub.com) 的帐户中下载本书的示例代码文件。 如果您在其他地方购买了此书,则可以访问 [www.packtpub.com/support](http://www.packtpub.com/support) 并注册以将文件直接通过电子邮件发送给您。 + +您可以按照以下步骤下载代码文件: + +1. 登录或注册 [www.packtpub.com](http://www.packtpub.com/support) 。 +2. 选择支持选项卡。 +3. 单击代码下载和勘误。 +4. 在搜索框中输入书籍的名称,然后按照屏幕上的说明进行操作。 + +下载文件后,请确保使用以下最新版本解压缩或解压缩文件夹: + +* Windows 的 WinRAR / 7-Zip +* Mac 版 Zipeg / iZip / UnRarX +* 适用于 Linux 的 7-Zip / PeaZip + +本书的代码包也托管在 GitHub 的 [https://github.com/PacktPublishing/Hands-on-Convolutional-Neural-Networks-with-Tensorflow](https://github.com/PacktPublishing/Hands-on-Convolutional-Neural-Networks-with-Tensorflow) 上。 如果代码有更新,它将在现有 GitHub 存储库上进行更新。 + +我们还从 **[https://github.com/PacktPublishing/](https://github.com/PacktPublishing/)** 提供了丰富的书籍和视频目录中的其他代码包。 去看一下! + +# 使用约定 + +本书中使用了许多文本约定。 + +`CodeInText`:指示文本,数据库表名称,文件夹名称,文件名,文件扩展名,路径名,虚拟 URL,用户输入和 Twitter 句柄中的代码字。 这是一个示例:“将下载的`WebStorm-10*.dmg`磁盘映像文件安装为系统中的另一个磁盘。” + +代码块设置如下: + +```py +import tensorflow as tf +# XOR dataset +XOR_X = [[0, 0], [0, 1], [1, 0], [1, 1]] +XOR_Y = [[0], [1], [1], [0]] + +``` + +当我们希望引起您对代码块特定部分的注意时,相关的行或项目以粗体显示: + +```py +import tensorflow as tf +# XOR dataset +XOR_X = [[0, 0], [0, 1], [1, 0], [1, 1]] +XOR_Y = [[0], [1], [1], [0]] + +``` + +任何命令行输入或输出的编写方式如下: + +```py +$ pip install numpy +$ pip install scipy +``` + +**粗体**:表示新术语,重要单词或您在屏幕上看到的单词。 例如,菜单或对话框中的单词会出现在这样的文本中。 这是一个示例:“从管理面板中选择系统信息。” + +警告或重要提示如下所示。 + +提示和技巧如下所示。 + +# 保持联系 + +始终欢迎读者的反馈。 + +**一般反馈**:给`feedback@packtpub.com`发送电子邮件,并在邮件主题中提及书名。 如果您对本书的任何方面有疑问,请通过`questions@packtpub.com`向我们发送电子邮件。 + +**勘误表**:尽管我们已尽一切努力确保内容的准确性,但还是会发生错误。 如果您在这本书中发现错误,请向我们报告,我们将不胜感激。 请访问 [www.packtpub.com/submit-errata](http://www.packtpub.com/submit-errata) ,选择您的图书,点击勘误提交表格链接,然后输入详细信息。 + +**盗版**:如果您在互联网上以任何形式看到我们的作品的任何非法复制品,请向我们提供位置地址或网站名称,我们将不胜感激。 请通过`copyright@packtpub.com`与我们联系,并提供材料链接。 + +**如果您有兴趣成为作者**:如果您有某个专业知识并且有兴趣撰写或撰写书籍,请访问 [authors.packtpub.com](http://authors.packtpub.com/) ]。 + +# 评论 + +请留下评论。 阅读和使用本书后,为什么不在您购买本书的网站上留下评论? 然后,潜在的读者可以查看并使用您的公正意见做出购买决定,Packt 的我们可以理解您对我们产品的看法,我们的作者可以在书中看到您的反馈。 谢谢! + +有关 Packt 的更多信息,请访问 [packtpub.com](https://www.packtpub.com/) 。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/1.md b/docs/handson-cnn-tf/1.md new file mode 100644 index 00000000..4e3b4b0b --- /dev/null +++ b/docs/handson-cnn-tf/1.md @@ -0,0 +1,438 @@ +# TensorFlow 的设置和介绍 + +TensorFlow 是 Google 创建的开源软件库,可让您构建和执行数据流图以进行数值计算。 在这些图中,每个节点表示要执行的某些计算或功能,连接节点的图边缘表示它们之间流动的数据。 在 TensorFlow 中,数据是称为 **Tensors** 的多维数组。 张量围绕图流动,因此命名为 TensorFlow。 + +**机器学习**( **ML** )模型,例如卷积神经网络,可以用这些图表示,而这正是 TensorFlow 最初设计的目的。 + +在本章中,我们将介绍以下主题: + +* 了解 TensorFlow 的思维方式 +* 设置和安装 TensorFlow +* TensorFlow API 级别简介 +* 在 TensorFlow 中构建和训练线性分类器 +* 评估训练好的模型 + +# TensorFlow 的思维方式 + +使用 TensorFlow 所需的编程方法与您可能习惯使用的方法略有不同,因此让我们探究有什么不同之处。 + +所有 TensorFlow 程序的核心都有两个主要部分: + +* 构造称为`tf.Graph`的计算图 +* 使用`tf.Session`运行计算图 + +在 TensorFlow 中,计算图是安排成图结构的一系列 TensorFlow 操作。 TensorFlow 图包含两种主要类型的组件: + +* **操作**:更通常称为 **ops** ,这些是图中的节点。 Ops 执行需要在图形中进行的任何计算。 通常,它们消耗并产生张量。 一些操作很特殊,运行时可能会有某些副作用。 +* **张量**:这是图形的边缘; 它们将节点连接起来并表示流经节点的数据。 大多数 TensorFlow op 将产生并消耗这些`tf.Tensors`。 + +在 TensorFlow 中,您使用的主要对象称为 Tensor。 张量是向量和矩阵的一般化。 即使向量是一维的,矩阵是二维的,张量也可以是 *n* -维。 TensorFlow 将 Tensor 表示为用户指定数据类型的 *n* 维数组,例如`float32`。 + +TensorFlow 程序通过首先构建计算图来工作。 该图将产生一些`tf.Tensor`输出。 要评估此输出,您必须通过在输出 Tensor 上调用`tf.Session.run`来在`tf.Session`中运行*它。 当您执行此操作时,TensorFlow 将执行图形中需要执行的所有部分,以评估您要求其运行的`tf.Tensor`。* + +# 设置和安装 TensorFlow + +TensorFlow 在最新版本的 Ubuntu 和 Windows 上受支持。 Windows 上的 TensorFlow 仅支持使用 Python 3,而在 Ubuntu 上使用则允许同时使用 Python 2 和 3。我们建议使用 Python 3,这就是本书中用于代码示例的内容。 + +您可以通过多种方式在系统上安装 TensorFlow,这里我们将介绍两种主要方式。 最简单的方法就是使用 pip 软件包管理器。 从终端发出以下命令会将 TensorFlow 的仅 CPU 版本安装到您​​的系统 Python 中: + +```py + $ pip3 install --upgrade tensorflow +``` + +要安装支持使用您的 Nvidia GPU 的 Tensorflow 版本,只需键入以下内容: + +```py + $ pip3 install --upgrade tensorflow-gpu +``` + +TensorFlow 的优势之一是它允许您编写可以直接在 GPU 上运行的代码。 除了少数例外,TensorFlow 中的几乎所有主要操作都可以在 GPU 上运行以加快其执行速度。 我们将看到,这对于训练本书稍后描述的大型卷积神经网络将至关重要。 + +# 康达环境 + +使用 pip 可能是上手最快的方法,但是我发现最方便的方法是使用 conda 环境。 + +Conda 环境允许您创建隔离的 Python 环境,该环境与系统 Python 或任何其他 Python 程序完全独立。 这样一来,您的 TensorFlow 安装就不会与已经安装的任何内容发生混乱,反之亦然。 + +要使用 conda,您必须从此处下载 Anaconda: [https://www.anaconda.com/download/](https://www.anaconda.com/download/) 。 这将包括 conda。 一旦安装了 Anaconda,即可通过在命令提示符中输入某些命令来完成 TensorFlow 的安装。 首先,输入以下内容: + +```py + $ conda create -n tf_env pip python=3.5 +``` + +这将创建名称为`tf_env`的 conda 环境,该环境将使用 Python 3.5,并且还将安装`pip`供我们使用。 + +创建此环境后,您可以通过在 Windows 上输入以下内容来开始使用它: + +```py + $ activate tf_env +``` + +如果您使用的是 Ubuntu,请输入以下命令: + +```py + $ source activate tf_env +``` + +现在,它应该在命令提示符旁边显示`(tf_env)`。 要安装 TensorFlow,我们只需像以前一样进行点安装,具体取决于您是否仅需要 CPU 还是需要 GPU 支持: + +```py + (tf_env)$ pip install --upgrade tensorflow + (tf_env)$ pip install --upgrade tensorflow-gpu +``` + +# 检查您的安装是否正常 + +现在您已经安装了 TensorFlow,让我们检查一下它是否正常运行。 在命令提示符中,如果尚未激活环境,请再次激活它,然后输入以下命令来运行 Python: + +```py + (tf_env)$ python +``` + +现在,在 Python 解释器中输入以下行以测试 TensorFlow 是否已正确安装: + +```py + >>>> import tensorflow as tf + >>>> x = tf.constant('Tensorflow works!') + >>>> sess = tf.Session() + >>>> sess.run(x) +``` + +如果一切都正确安装,您应该看到以下输出: + +`**b'Tensorflow works!'**` + +您刚刚输入的是 TensorFlow 的`Hello World`。 您创建了一个包含单个`tf.constant`的图,该图只是一个常数 Tensor。 将字符串传递给 Tensor 时,推断其为 string 类型。 然后,您创建了一个 TensorFlow 会话,这是运行图形所必需的,并将您创建的 Tensor 上的会话告知`run`。 然后打印出 Session 运行的结果。 那里有一个额外的`b`,因为它是一个字节流。 + +如果没有看到上述内容并且出现一些错误,则最好的选择是检查以下页面,以获取安装时遇到的常见问题的解决方案:Ubuntu: [https://www.tensorflow.org/install/install_linux #common_installation_problems](https://www.tensorflow.org/install/install_linux#common_installation_problems) Windows: [https://www.tensorflow.org/install/install_windows#common_installation_problems](https://www.tensorflow.org/install/install_windows#common_installation_problems) + +# TensorFlow API 级别 + +在我们开始编写 TensorFlow 代码之前,了解 TensorFlow 在 Python 中提供的 API 抽象层次的不同很重要。 这样,我们可以了解编写代码时可以使用的功能,还可以为工作选择正确的功能或操作。 很多时候,几乎不需要从头开始重写已经可以在 TensorFlow 中使用的东西。 + +TensorFlow 提供了三层 API 抽象来帮助编写您的代码,这些可以在下图中可视化: + +![](img/c1eed86e-95f5-4967-a2d3-eafe4e96d79a.png) + +在最低级别上,您具有基本的 TensorFlow 操作,例如`tf.nn.conv2d`和`tf.nn.relu`。 使用 TensorFlow 时,这些低级原语为用户提供了最大的控制权。 但是,使用它们的代价是在构造图形和编写更多样板代码时必须自己动手做很多事情。 + +现在不用担心理解以下任何代码示例,我保证很快就会出现。 现在只是在这里展示 TensorFlow 中的不同 API 级别。 + +因此,例如,如果我们想创建一个卷积层以在我们的 ML 模型中使用,那么它可能类似于以下内容: + +```py +def my_conv_2d(input, weight_shape, num_filters, strides): + my_weights = tf.get_variable(name="weights", shape=weight_shape) + my_bias = tf.get_variable(name="bias", shape=num_filters) + my_conv = tf.nn.conv2d(input, my_weights, strides=strides, padding='same', name='conv_layer1') + my_conv = tf.nn.bias_add(my_conv, my_bias) + conv_layer_out = tf.nn.relu(my_conv) + return conv_layer_out +``` + +这个示例比您实际实现的简单得多,但是您已经可以看到开始建立代码的行数,以及必须注意的事情,例如构造权重和添加偏见项。 一个模型也将具有许多不同种类的层,而不仅仅是卷积层,所有这些层都必须以与此非常相似的方式来构造。 + +因此,不仅要为模型中所需的每种新层将这些内容写出来都非常费力,而且还引入了更多的区域,在这些区域中,错误可能会潜入您的代码中,这从来都不是一件好事。 + +对我们来说幸运的是,TensorFlow 具有第二层抽象,可以帮助您简化构建 TensorFlow 图时的工作。 这种抽象级别的一个示例是 Layers API。 图层 API 使您可以轻松处理许多机器学习任务中常见的许多构建基块。 + +层 API 的工作方式是包装我们在上一个示例中编写的所有内容并将其抽象出来,因此我们不必再为它担心。 例如,我们可以压缩前面的代码以将卷积层构造为一个函数调用。 与以前建立相同的卷积层现在看起来像这样: + +```py +def my_conv_2d(input, kernel_size, num_filters, strides): + conv_layer_out = tf.layers.conv2d(input, filters=num_filters, kernel_size=kernel_size, strides=strides, padding='same', activation=tf.nn.relu, name='conv_layer1') + return conv_layer_out +``` + +还有两个与各层一起工作的 API。 第一个是数据集 API,可轻松将数据加载和馈送到 TensorFlow 图。 第二个是指标 API,它提供工具来测试您训练有素的机器学习模型的运行状况。 我们将在本书的后面部分中学习所有这些内容。 + +API 堆栈的最后一层是 TensorFlow 提供的最高抽象层,这称为估计器 API。 就像使用`tf.layers`来构造权重并为单个层添加偏差一样,estimators API 封装了许多层的结构,以便我们可以将一个由多个不同层组成的整体模型定义为一个 函数调用。 + +本书不会介绍 estimators API 的用法,但是如果读者希望了解有关 estimator 的更多信息,可以在 TensorFlow 网站上找到一些有用的教程。 + +本书将重点介绍如何使用低级 API 以及图层,数据集和指标 API 来构建,训练和评估自己的 ML 模型。 我们相信,通过使用这些较低级别的 API,读者将对 TensorFlow 的幕后工作方式有更深入的了解,并有能力更好地应对可能需要使用这些较低级别 API 的各种未来问题 级功能。 + +# 急于执行 + +在撰写本文时,Google 刚刚将急切的执行 API 引入了 TensorFlow。 急切执行是 TensorFlow 对另一个名为 PyTorch 的深度学习库的回答。 它允许您绕过通常的 TensorFlow 工作方式,在这种方式下,您必须首先定义计算图,然后执行该图以获得结果。 这称为静态图计算。 相反,现在您可以使用 Eager Execution 创建在运行程序时动态定义的所谓动态图。 使用 TensorFlow 时,这允许使用更传统的命令式编程方式。 不幸的是,急切的执行仍在开发中,缺少某些功能,因此在本书中不作介绍。 可以在 TensorFlow 网站上找到有关急切执行的更多信息。 + +# 建立您的第一个 TensorFlow 模型 + +事不宜迟,让我们开始在 TensorFlow 中构建您的第一个 ML 模型。 + +我们将在本章中解决的问题是从四个给定的特征值正确识别虹膜花的种类。 这是一个非常容易解决的经典 ML 问题,但它将为我们提供一种很好的方式来介绍在 TensorFlow 中构建图形,馈送数据和训练 ML 模型的基础知识。 + +Iris 数据集由 150 个数据点组成,每个数据点具有四个相应的特征:长度,花瓣宽度,萼片长度和萼片宽度以及目标标签。 我们的任务是建立一个模型,仅给出这四个特征就可以推断出任何虹膜的目标标签。 + +让我们开始加载数据并进行处理。 TensorFlow 具有内置功能,可以为我们导入此特定数据集,因此让我们继续使用它。 由于我们的数据集很小,因此将整个数据集加载到内存中是可行的。 但是,不建议将其用于较大的数据集,并且在接下来的章节中,您将学到更好的处理此问题的方法。 以下代码块将为我们加载数据,然后对其进行解释。 + +```py +import tensorflow as tf +import numpy as np + +# Set random seed for reproducibility. +np.random.seed(0) +data, labels = tf.contrib.learn.datasets.load_dataset("iris") +num_elements = len(labels) + +# Use shuffled indexing to shuffle dataset. +shuffled_indices = np.arange(len(labels)) +np.random.shuffle(shuffled_indices) +shuffled_data = data[shuffled_indices] +shuffled_labels = labels[shuffled_indices] + +# Transform labels into one hot vectors. +one_hot_labels = np.zeros([num_elements,3], dtype=int) +one_hot_labels[np.arange(num_elements), shuffled_labels] = 1 + +# Split data into training and testing sets. +train_data = shuffled_data[0:105] +train_labels = shuffled_labels[0:105] +test_data = shuffled_data[105:] +test_labels = shuffled_labels[105:] +``` + +让我们再次看一下这段代码,看看到目前为止我们做了什么。 导入 TensorFlow 和 Numpy 之后,我们将整个数据集加载到内存中。 我们的数据由表示为矢量的四个数值特征组成。 我们总共有 150 个数据点,因此我们的数据将是形状为 150 x 4 的矩阵,其中每一行代表不同的数据点,每一列代表不同的要素。 每个数据点还具有与之关联的目标标签,该目标标签存储在单独的标签向量中。 + +接下来,我们重新整理数据集; 这一点很重要,因此,当我们将其分为训练集和测试集时,我们在这两个集之间平均分配,并且最终不会在一组集中获得所有一种类型的数据。 + +# 一热载体 + +改组后,我们对数据标签进行一些预处理。 随数据集加载的标签只是一个 150 长度的整数向量,表示每个数据点所属的目标类,在这种情况下为 1、2 或 3。 在创建机器学习模型时,我们希望将标签转换为一种新的形式,通过执行一种称为“一键编码”的方式可以更轻松地使用它。 + +不是使用单个数字作为每个数据点的标签,而是使用向量。 每个向量将与您拥有的不同目标类别的数目一样长。 因此,例如,如果您有 5 个目标类,则每个向量将有 5 个元素;例如, 如果您有 1,000 个目标类别,则每个向量将具有 1,000 个元素。 向量中的每一列代表我们的目标类别之一,我们可以使用二进制值来确定向量是其标签的类别。 可以通过将所有值设置为 0 并将 1 放入我们希望向量标签表示的类的列中来完成。 + +用一个例子很容易理解。 对于这个特定问题的标签,转换后的向量将如下所示: + +```py +1 = [1,0,0] +2 = [0,1,0] +3 = [0,0,1] +``` + +# 分为训练和测试集 + +最后,我们将数据集的一部分放到一边。 这就是我们的测试集,在我们训练模型之后我们才接触它。 该集合用于评估我们训练有素的模型对从未见过的新数据的性能。 有许多方法可以将数据分为训练集和测试集,我们将在本书的后面详细介绍它们。 + +但就目前而言,我们将进行一个简单的 70:30 拆分,因此我们仅使用总数据的 70%来训练我们的模型,然后对剩余的 30%进行测试。 + +# 创建 TensorFlow 图 + +现在我们的数据都已经设置好了,我们可以构建模型来学习如何对鸢尾花进行分类。 我们将构建最简单的机器学习模型之一-线性分类器,如下所示: + +![](img/dffe1e52-9e6f-40af-a66a-2cb494926289.jpg) + +线性分类器通过计算输入特征向量 *x* 和权重向量 *w* 之间的点积来工作。 在计算出点积之后,我们向结果添加一个值,称为偏差项 *b* 。 在我们的例子中,我们有三种可能的类别,任何输入特征向量都可能属于该类别,因此我们需要使用 *w 1* , *w 2 计算三种不同的点积 ,*和 *w 3* 以查看其属于哪个类别。 但是,我们不必写出三个单独的点积,而只需在形状[3,4]的权重矩阵与输入向量之间做一个矩阵乘法。 在下图中,我们可以更清楚地看到它的外观: + +![](img/e8b1acac-e39a-48e8-ac38-61fde8e1812f.png) + +我们还可以将该方程简化为更紧凑的形式,如下所示,其中我们的权重矩阵为 *W* ,偏差为 *b* , *x* 是我们的输入特征 向量,结果输出为 *s* : + +![](img/e32b3460-ee85-420f-8eac-61314d7678c4.png) + +# 变数 + +我们如何在 TensorFlow 代码中全部写出来? 让我们开始创建权重和偏见。 在 TensorFlow 中,如果我们想创建一些可以被我们的代码操纵的 Tensor,那么我们需要使用 TensorFlow 变量。 TensorFlow 变量是`tf.Variable`类的实例。 `tf.Variable`类表示`tf.Tensor`对象,可以通过在其上运行 TensorFlow 操作来更改其值。 变量是类似于 Tensor 的对象,因此它们可以以与 Tensor 相同的方式传递,并且可以与 Tensor 一起使用的任何操作都可以与变量一起使用。 + +要创建变量,我们可以使用`tf.get_variable()`。 调用此函数时,必须提供变量的名称。 此函数将首先检查图形上是否没有其他具有相同名称的变量,如果没有,则它将创建新变量并将其添加到 TensorFlow 图形。 + +您还必须指定变量要具有的形状,或者,可以使用`tf.constant`张量来初始化变量。 变量将采用您的常数 Tensor 的值,并且形状将自动推断。 例如,以下代码将产生一个包含值 21 和 25 的 1x2 张量: + +```py +my_variable = tf.get_variable(name= "my_variable", initializer=tf.constant([21, 25])) +``` + +# 运作方式 + +在图中有变量很好,但我们也想对它们做点什么。 我们可以使用 TensorFlow 操作来操作我们的变量。 + +如前所述,我们的线性分类器只是一个矩阵乘法运算,因此您将要使用的第一个运算很有趣地成为矩阵乘法运算。 只需在您要相乘的两个张量上调用`tf.matmul()`,结果将是您传入的两个张量的矩阵相乘。简单! + +在整本书中,您将了解需要使用的许多不同的 TensorFlow 操作。 + +现在,您希望对变量和操作有所了解,让我们构建线性模型。 我们将在函数中定义模型。 该函数将以 N 个特征向量为输入,或更准确地说,以 N 个大小为一批。由于我们的特征向量的长度为 4,所以我们的批次将是[N,4]形状张量。 然后该函数将返回线性模型的输出。 在下面的代码中,我们编写了线性模型函数,该函数应该可以自我解释,但是如果您还没有完全理解它,请继续阅读。 + +```py +def linear_model(input): +# Create variables for our weights and biases +my_weights = tf.get_variable(name="weights", shape=[4,3]) +my_bias = tf.get_variable(name="bias", shape=[3]) + +# Create a linear classifier. +linear_layer = tf.matmul(input, my_weights) +linear_layer_out = tf.nn.bias_add(value=linear_layer, bias=my_bias) +return linear_layer_out +``` + +在此处的代码中,我们创建了将存储权重和偏差的变量。 我们给他们起名字并提供所需的形状。 请记住,我们使用变量是因为我们想通过操作来操纵它们的值。 + +接下来,我们创建一个`tf.matmul`节点,将我们的输入特征矩阵和权重矩阵作为参数。 可以通过我们的`linear_layer` Python 变量访问此操作的结果。 然后将该结果传递给另一个运算符`tf.nn.bias_add`。 该运算来自 **NN** (**神经网络**)模块,在我们希望向计算结果中添加偏差矢量时使用。 偏差必须是一维张量。 + +# 使用占位符馈送数据 + +占位符是类似 Tensor 的对象。 它们是您与 TensorFlow 之间的合同,该合同规定,当您在会话中运行计算图时,您将提供*数据或将*数据馈入该占位符,以便您的图可以成功运行。 + +它们就像张量一样,就像张量一样,意味着您可以将它们传递到放置张量的地方。 + +通过使用占位符,我们可以向图形中提供外部输入,这些输入可能会在每次运行图形时更改。 它们的自然用法是将数据和标签提供到模型中的一种方式,因为每次我们要运行图形时,我们提供的数据和标签通常都会有所不同。 + +创建占位符时,我们必须提供将要填充的数据类型。 + +我们将使用两个占位符将数据和标签提供到图形中。 我们还提供了馈入这些占位符的任何数据都必须采用的形状。 我们使用`None`表示该特定尺寸的大小可以为任何值。 这样,我们就可以批量输入大小不同的数据。 接下来,我们将看到如何在 TensorFlow 中为我们的问题定义占位符。 + +```py +x = tf.placeholder(tf.float32, shape=[None, 4], name="data_in") +y = tf.placeholder(tf.int32, shape=[None, 3], name="target_labels") +``` + +现在,我们在图形中创建了占位符,因此我们也可以在图形上构造线性模型。 我们调用之前定义的函数,并提供数据占位符`x`作为输入。 请记住,占位符的行为类似于张量,因此它们也可以像它们一样被传递。 在以下代码中,我们使用占位符作为输入参数来调用 linear_model 函数。 + +```py +model_out = linear_model(x) +``` + +当我们调用函数时,函数中的所有内容都会执行,所有操作和变量都将添加到 TensorFlow 图中。 我们只需要这样做一次。 如果我们再次尝试调用函数,则会收到一条错误消息,说明我们已尝试向图添加变量,但变量已经存在。 + +占位符是向我们的图中提供外部数据的最简单,最快的方法,因此很高兴了解它们。 稍后,我们将看到使用数据集 API 提供数据的更好方法,但是就目前而言,占位符是一个不错的起点。 + +# 初始化变量 + +在我们能够在图形中使用变量之前,我们必须对其进行初始化。 我们需要创建一个图形节点来为我们做到这一点。 使用`tf.global_variables_initializer`将向我们的图形添加一个初始化器节点。 如果我们在会话中运行该节点,那么图形中的所有变量都将被初始化,以便我们可以使用它们。 因此,现在,让我们创建一个初始化器节点,如下所示: + +```py +initializer = tf.global_variables_initializer() +``` + +正如我们没有明确说明要对变量使用哪种初始化一样,TensorFlow 将使用默认的一种称为 Glorot Normal Initializer 的方法,也称为 Xavier Initialization。 + +# 训练我们的模型 + +我们已经构建了线性模型的图,并且可以向其中提供数据。 如果我们创建一个会话并在提供一些输入数据的同时运行`model_out` Tensor,那么我们将得到一个结果。 但是,我们得到的输出将完全是垃圾。 我们的模型尚未训练! 当我们使用初始化节点初始化变量时,权重和偏差的值仅具有默认值。 + +# 损失函数 + +要训​​练我们的模型,我们必须定义一些称为损失函数的函数。 损失函数将告诉我们我们的模型目前做得如何好坏。 + +损失可在`tf.losses`模块中找到。 对于此模型,我们将使用铰链损耗。 铰链损耗是创建**支持向量机**( **SVM** )时使用的损耗函数。 铰链损失严重惩罚了错误的预测。 对于一个给定的示例![](img/e4655c62-f4c7-4ac5-b435-8c8f4081016c.png),其中![](img/815f18aa-759e-4460-ba09-b6ade1d1caf5.png)是数据点的特征向量,![](img/f58f1ac7-cc4b-4fac-b17b-8f5d92f64c49.png)是其标记,其铰链损耗如下: + +![](img/18f2de01-7b99-4a9d-a016-fd44db07e0b5.png) + +为此,以下内容将适用: + +![](img/9265c022-14e9-4820-b475-097c854e3aa9.png) + +简而言之,该方程式采用分类器的原始输出。 在我们的模型中,这是三个输出分数,并确保目标类别的分数至少比其他类别的分数大至少 1。 对于每个分数(目标类别除外),如果满足此限制,则将损失加 0,否则,将增加罚款: + +![](img/ac5b44f4-5e15-41b7-90d1-139736012555.png) + +这个概念实际上是非常直观的,因为如果我们的权重和偏见得到了正确的训练,那么所产生的三个得分中的最高得分就可以自信地表明输入示例所属的正确类别。 + +由于在培训期间,我们会一次输入许多培训示例,因此,我们将获得多个需要平均的损失。 因此,需要最小化的总损耗方程如下: + +![](img/5a3e2008-78d9-46de-b9a2-52e4d5d540d2.png) + +在我们的代码中,损失函数将带有两个参数:logits 和 label。 在 TensorFlow 中,logits 是我们的模型产生的原始值的名称。 在我们的例子中,这是`model_out`,因为这是我们模型的输出。 对于标签,我们使用标签占位符`y`。 请记住,占位符将在运行时为我们填充: + +```py +loss = tf.reduce_mean(tf.losses.hinge_loss(logits=model_out, labels=y)) +``` + +由于我们也想对整个输入数据的损失进行平均,因此我们使用`tf.reduce_mean`将所有损失平均为一个损失值,将其最小化。 + +有许多不同类型的损失函数可供我们使用,这些函数对于不同的机器学习任务都是有益的。 在阅读本书时,我们将学习更多这些内容以及何时使用不同的损失函数。 + +# 优化 + +现在我们定义了要使用的损失函数; 我们可以使用这个损失函数来训练我们的模型。 如前面的方程式所示,损耗函数是权重和偏差的函数。 因此,我们要做的就是详尽地搜索权重和偏差的空间,并查看哪种组合最大程度地减少了损失。 当我们具有一维或二维权向量时,此过程可能还可以,但是当权向量空间太大时,我们需要一个更有效的解决方案。 为此,我们将使用一种名为**梯度下降**的优化技术。 + +通过使用损失函数和演算,梯度下降法可以看到如何调整模型权重和偏差的值,以使损失值减小。 这是一个迭代过程,需要多次迭代才能针对我们的训练数据对权重和偏差的值进行适当调整。 这个想法是,通过相对于目标函数![](img/9530e4e9-229a-4d8a-9314-de81cd1259bc.png) w 的梯度的相反方向更新参数,可以最小化由权重 *w* 参数化的损失函数 *L* 。 参数。 权重和偏差的更新功能如下所示: + +![](img/56711c81-eedc-45e4-82ae-b0bcacc0d52c.png) + +![](img/e4fc664a-e5c2-4fc9-b18e-678055a6782a.png) + +在这里,![](img/580f5aaf-7c8b-432c-977a-4b6f774462b4.png)是迭代次数,![](img/4f52cf0a-7b12-4259-b6bd-5c208e68a6ad.png)是称为学习率的超参数。 + +由两个变量 *w1* 和 *w2* 参数化的损失函数将如下图所示: + +![](img/638e8ecb-3cc1-4a6d-a972-2f29b4a517b4.jpg) + +上图显示了椭圆抛物面的水平曲线。 这是一个碗形的表面,碗的底部位于中心。 从图中可以看出,在点 *a* (黑色直箭头)处的梯度矢量垂直于通过 *a* 的水平曲线。 实际上,梯度矢量指向损失函数最大增加率的方向。 + +因此,如果我们从*点*开始并朝与相反的*方向将权重更新为梯度矢量,那么我们将下降至 *b* 点,然后在下一个 迭代到 *c* ,依此类推,直到达到最小值。 选择使损失函数最小的参数来表示最终的训练线性模型。* + +TensorFlow 的好处在于,它使用其内置的优化器(称为**自动微分**)为我们计算了所有所需的梯度。 我们要做的就是选择一个梯度下降优化器,并告诉它最小化我们的损失函数。 TensorFlow 将自动计算所有梯度,然后使用这些梯度为我们更新权重。 + +我们可以在`tf.train`模块中找到优化程序类。 现在,我们将使用`GradientDescentOptimizer`类,它只是基本的梯度下降优化算法。 创建优化器时,我们必须提供学习率。 学习速率的值是`hyperparameter`,用户必须通过反复试验和实验来对其进行调整。 0.5 的值应该可以很好地解决此问题。 + +优化器节点具有一种称为`minimize`的方法。 在您提供的损失函数上调用此方法会做两件事。 首先,针对您的整个图形计算与该损耗有关的梯度。 其次,这些梯度用于更新所有相关变量。 + +创建我们的优化器节点将如下所示: + +```py +optimizer = tf.train.GradientDescentOptimizer(learning_rate=0.5).minimize(loss) +``` + +与损失函数一样,有很多不同的梯度下降优化器需要学习。 这里介绍的是最基本的一种,但是再次,我们将在以后的章节中学习和使用不同的类型。 + +# 评估训练好的模型 + +我们汇总了训练模型所需的所有零件。 开始训练之前的最后一件事是,我们想在图形中创建一些节点,这些节点将使我们能够在完成训练后测试模型的执行情况。 + +我们将创建一个节点来计算模型的准确性。 + +`Tf.equal`将返回一个布尔列表,指示两个提供的列表在哪里相等。 在找到最大值的索引之后,在这种情况下,我们的两个列表将是模型的标签和输出: + +```py +correct_prediction = tf.equal(tf.argmax(model_out,1), tf.argmax(y,1)) +``` + +然后,我们可以再次使用`reduce_mean`来获得正确预测的平均数量。 不要忘记将我们的`boolean correct_prediction`列表投射回`float32`: + +```py +accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32)) +``` + +# 会议 + +现在,我们已经构造了计算图的所有部分。 我们需要做的最后一件事是创建一个`tf.Session`并运行我们的图形。 TensorFlow 会话是一种将用 Python 编写的 TensorFlow 程序与为 TensorFlow 供电的 C ++运行时连接的一种方式。 该会话还使 TensorFlow 可以访问本地或远程计算机上存在的设备,例如 CPU 和 GPU。 另外,该会话将缓存有关构造图的信息,因此可以有效地多次运行计算。 + +创建会话的标准方法是使用 Python 上下文管理器:`with`语句块: + +```py +with tf.Session() as sess:. +``` + +原因是创建会话时,它可以控制计算机上的 CPU,内存和 GPU 资源。 使用完会话后,您希望再次释放所有这些资源,最简单的方法是使用`with`语句来确保这一点。 + +创建会话后,我们要做的第一件事是运行初始化程序 op。 通过在要评估的图形对象上调用`tf.Session.run`,可以使用会话来评估图形中的节点和张量。 当您将图形的一部分提供给`session.run`时,TensorFlow 将在整个图形中进行工作,评估所提供的图形部分所依赖的所有内容以产生结果。 + +因此,在我们的示例中,调用`sess.run(initializer)`将在图形中进行搜索,查找执行初始化程序所需的所有内容,然后按顺序执行这些节点。 在这种情况下,初始化程序节点没有任何连接,因此它将简单地执行一个初始化所有变量的节点。 + +现在我们的变量已初始化,我们开始训练循环。 我们将训练 1000 个步骤或迭代,因此我们将在其中创建训练步骤的 for 循环。 训练的步骤数是`hyperparameter`。 这是我们在训练模型时需要决定的事情。 您可以选择与您选择的值进行权衡,这将在以后的章节中进行讨论。 对于此问题,1000 个步骤将足以获得所需的结果。 + +我们获取了一批训练数据和标签,并将它们输入到图形中。 接下来,我们再次调用`session.run`。 这次,我们将其称为损失和优化器两件事。 通过将它们放在我们提供给`session.run`的列表中,我们可以提供想要评估的事物。 TensorFlow 将足够聪明,如果不需要,它不会多次评估图形,并且它将重用已经计算出的结果。 我们提供的这个列表称为我们的提取; 它是我们要评估和获取的图中的节点。 + +在提取列表之后,我们提供了`feed_dict`或 Feed 字典。 这是一个字典,其中的每个键都是图表中的张量,我们将向该张量输入值(在本例中为占位符),而对应的值就是将被输入到它的值。 + +`session.run`的返回值对应于我们的提取列表中的每个值。 我们的第一个获取是图中的损失 Tensor,因此第一个 return 参数来自此。 第二个获取是优化器节点。 我们不在乎从该节点返回什么,因为我们只在乎优化器节点的计算结果,因此我们将其对应的返回值留空: + +```py +with tf.Session() as sess: + sess.run(initializer) + + for i in range(1000): + batch_x, batch_y = train_data[:,:], train_labels[:,:] + + loss_val, _ = sess.run([loss, optimizer], feed_dict={x : batch_x, y: batch_y}) + print("Train Accuracy:", sess.run(accuracy, feed_dict={x: train_data, y: train_labels})) + print("Test Accuracy:", sess.run(accuracy, feed_dict={x: test_data, y: test_labels})) +``` + +运行 1000 次迭代后,我们使用另一个`session.run`调用来获取精度节点的输出。 我们执行两次,一次输入我们的训练数据以获取训练集的准确性,一次输入我们保留的测试数据以获取测试集的准确性。 您应该从`0.977778`中打印出测试精度,这意味着我们的模型可以正确分类 45 个测试集中的 44 个,一点也不差! + +# 摘要 + +在本章中,我们已经说明了使用 TensorFlow 进行编程的方式以及如何为使用 TensorFlow 设置工作环境。 我们还研究了如何使用 TensorFlow 对虹膜花朵进行分类来构建,训练和评估自己的线性模型。 在此过程中,我们简要介绍了损失函数和梯度下降优化器。 + +在下一章中,我们将更多地了解一些关键的深度学习概念,包括卷积神经网络。 我们还将研究如何使用 TensorFlow 来构建和训练深度神经网络。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/10.md b/docs/handson-cnn-tf/10.md new file mode 100644 index 00000000..b5342e4b --- /dev/null +++ b/docs/handson-cnn-tf/10.md @@ -0,0 +1,89 @@ +# References + +# Chapter 1 + +Here we're going to learn how to install and the basics of Tensorflow, as references we have: + +* [https://www.tensorflow.org/tutorials/](https://www.tensorflow.org/tutorials/) +* [https://www.tensorflow.org/install/](https://www.tensorflow.org/install/) + +# Chapter 2 + +This chapter will tackle the principals of Machine Learning and Neural Networks with emphasis on Computer Vision with Convolutional Neural Networks. The references for the chapter are: + +* [https://en.wikipedia.org/wiki/Artificial_neural_network](https://en.wikipedia.org/wiki/Artificial_neural_network) +* [https://en.wikipedia.org/wiki/Timeline_of_machine_learning](https://en.wikipedia.org/wiki/Timeline_of_machine_learning) +* [http://ais.informatik.uni-freiburg.de/teaching/ss11/ki/slides/ai12_acting_under_uncertainty_handout_4up.pdf](http://ais.informatik.uni-freiburg.de/teaching/ss11/ki/slides/ai12_acting_under_uncertainty_handout_4up.pdf) +* [http://yann.lecun.com/exdb/publis/pdf/lecun-98.pdf](http://yann.lecun.com/exdb/publis/pdf/lecun-98.pdf) +* [https://www.facebook.com/yann.lecun/posts/10152820758292143](https://www.facebook.com/yann.lecun/posts/10152820758292143) +* [https://towardsdatascience.com/types-of-convolutions-in-deep-learning-717013397f4d](https://towardsdatascience.com/types-of-convolutions-in-deep-learning-717013397f4d) +* [http://cs231n.stanford.edu/](http://cs231n.stanford.edu/) +* [http://cs224d.stanford.edu/](http://cs224d.stanford.edu/) + +# Chapter 3 + +This chapter will be cover image classification using Deep learning, and why CNNs disrupted the way we do computer vision now. The references for this chapter are: + +* [Learning Multiple Layers of Features from Tiny Images](https://www.cs.toronto.edu/~kriz/learning-features-2009-TR.pdf), Alex Krizhevsky, 2009 +* An excellent flashback on image representation techniques can be found in the *Computer Vision: Algorithms and Applications*, Richard Szeliski, 2010 +* [http://www.vision.caltech.edu/Image_Datasets/Caltech101/](http://www.vision.caltech.edu/Image_Datasets/Caltech101/) +* Griffin, Gregory and Holub, Alex and Perona, Pietro (2007) Caltech–256 *Object Category Dataset* +* Everingham, M., Van Gool, L., Williams, C. K. I., Winn, J. and Zisserman, *A International Journal of Computer Vision*, 88(2), 303-338, 2010 +* *ImageNet Large Scale Visual Recognition Challenge*, IJCV, 2015 +* [https://wordnet.princeton.edu/](https://wordnet.princeton.edu/) +* *What Does Classifying More Than 10,000 Image Categories Tell Us?* Jia Deng, Alexander C. Berg, Kai Li, and Li Fei-Fei +* Olga Russakovsky, Jia Deng et al. (2015) *ImageNet Large Scale Visual Recognition Challenge*, [https://arxiv.org/pdf/1409.0575.pdf](https://arxiv.org/pdf/1409.0575.pdf) +* Alex Krizhevsky, Ilya Sutskever and Geoffrey Hinton, *ImageNet Classification with Deep Convolutional Neural Networks*, 2012 +* [https://arxiv.org/pdf/1311.2901.pdf](https://arxiv.org/pdf/1311.2901.pdf) +* *Going deeper with convolutions* by Christian Szegedy Google Inc. et al +* *Deep Residual Learning for Image Recognition*, Kaiming He et al. +* [https://arxiv.org/pdf/1709.01507.pdf](https://arxiv.org/pdf/1709.01507.pdf) +* The batch norm paper is a really well written paper that is easy to understand and explains the concept in much more detail, [https://arxiv.org/pdf/1502.03167.pdf](https://arxiv.org/pdf/1502.03167.pdf) + +# Chapter 4 + +In this chapter we will learn about object detection and segmentation. The references for this chapter are:  + +* [https://arxiv.org/pdf/1311.2524.pdf](https://arxiv.org/pdf/1311.2524.pdf) (*Rich feature hierarchies for accurate object detection and semantic segmentation*) +* [https://arxiv.org/pdf/1504.08083.pdf](https://arxiv.org/pdf/1504.08083.pdf) (*Fast RCNN*) +* [https://arxiv.org/pdf/1506.01497.pdf](https://arxiv.org/pdf/1506.01497.pdf) (*Faster RCNN Towards Real-Time Object Detection with Region Proposals*) +* [https://www.youtube.com/watch?v=v5bFVbQvFRk](https://www.youtube.com/watch?v=v5bFVbQvFRk) +* [https://arxiv.org/pdf/1506.02640.pdf](https://arxiv.org/pdf/1506.02640.pdf) (*You Only Look Once: Unified, Real-Time Object Detection* ) +* [https://coursera.org/specializations/deep-learning](https://coursera.org/specializations/deep-learning) (*Deep Learning* course by Andrew Ng) +* [https://people.eecs.berkeley.edu/~jonlong/long_shelhamer_fcn.pdf](https://people.eecs.berkeley.edu/~jonlong/long_shelhamer_fcn.pdf) (*Fully Convolutional Neural Network for Semantic Segmentation*) +* [https://arxiv.org/pdf/1606.00915.pdf](https://arxiv.org/pdf/1606.00915.pdf) ( Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs) + +# Chapter 5 + +In this chapter we will learn about some common CNN architectures (that is, VGG, ResNet, GoogleNet). The references for this chapter are:  + +* Simonyan, K. and Zisserman, A., 2014, *Very Deep Convolutional Networks for Large-Scale Image Recognition*, [arXiv preprint arXiv:1409.1556](https://arxiv.org/abs/1409.1556) +* *Going Deeper With Convolutions,* [https://arxiv.org/abs/1409.4842](https://arxiv.org/abs/1409.4842) +* *Deep Residual Learning for Image Recognition*, Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, Microsoft Research +* *Mobilenets: Efficient Convolutional Neural Networks for Mobile Vision Applications*, [https://arxiv.org/abs/1704.04861](https://arxiv.org/abs/1704.04861) +* [https://arxiv.org/pdf/1801.04381.pdf](https://arxiv.org/pdf/1801.04381.pdf), MobileNets V2 + +# Chapter 7 + +This chapter will discuss transfer learning and how we can take advantage of other people's model training to help us train our own networks. The references for this chapter are: + +* [https://www.cse.ust.hk/~qyang/Docs/2009/tkde_transfer_learning.pdf](https://www.cse.ust.hk/~qyang/Docs/2009/tkde_transfer_learning.pdf) +* [ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/torrey.handbook09.pdf](ftp://ftp.cs.wisc.edu/machine-learning/shavlik-group/torrey.handbook09.pdf) +* [https://arxiv.org/pdf/1403.6382.pdf](https://arxiv.org/pdf/1403.6382.pdf) (*CNN Features off-the-shelf: an Astounding Baseline for Recognition*) +* [https://arxiv.org/pdf/1310.1531.pdf](https://arxiv.org/pdf/1310.1531.pdf) (*DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition*) + +# Chapter 9 + +In the last chapter of this book we will learn how to take advantage of parallel cluster of computers in the cloud to accelerate model training. The references for this chapter are: + +* [https://www.oreilly.com/ideas/distributed-tensorflow](https://www.oreilly.com/ideas/distributed-tensorflow) +* [https://research.fb.com/wp-content/uploads/2017/06/imagenet1kin1h5.pdf](https://research.fb.com/wp-content/uploads/2017/06/imagenet1kin1h5.pdf) +* [https://learningtensorflow.com/lesson11/](https://learningtensorflow.com/lesson11/) +* [https://www.tensorflow.org/deploy/distributed](https://www.tensorflow.org/deploy/distributed) +* [https://www.tensorflow.org/programmers_guide/low_level_intro](https://www.tensorflow.org/programmers_guide/low_level_intro) +* [https://github.com/tmulc18/Distributed-TensorFlow-Guide](https://github.com/tmulc18/Distributed-TensorFlow-Guide) +* [https://clusterone.com/blog/2017/09/13/distributed-tensorflow-clusterone/](https://clusterone.com/blog/2017/09/13/distributed-tensorflow-clusterone/) +* [https://www.youtube.com/watch?v=-h0cWBiQ8s8&](https://www.youtube.com/watch?v=-h0cWBiQ8s8&) +* [https://www.youtube.com/watch?v=uIcqeP7MFH0](https://www.youtube.com/watch?v=uIcqeP7MFH0) +* [https://www.youtube.com/watch?v=bRMGoPqsn20](https://www.youtube.com/watch?v=bRMGoPqsn20) +* [https://www.youtube.com/watch?v=1cHx1baKqq0](https://www.youtube.com/watch?v=1cHx1baKqq0) \ No newline at end of file diff --git a/docs/handson-cnn-tf/2.md b/docs/handson-cnn-tf/2.md new file mode 100644 index 00000000..580bed59 --- /dev/null +++ b/docs/handson-cnn-tf/2.md @@ -0,0 +1,745 @@ +# 深度学习和卷积神经网络 + +在开始本章之前,我们需要讨论一下 AI 和**机器学习**( **ML** )以及这两个组件如何组合在一起。 术语“人工”是指不真实或自然的事物,而“智能”是指能够理解,学习或能够解决问题的事物(在极端情况下,具有自我意识)。 + +正式地,人工智能研究始于 1956 年的达特茅斯会议,其中定义了 AI 及其使命。 在接下来的几年中,每个人都很乐观,因为机器能够解决代数问题和学习英语,并且在 1972 年制造了第一台机器人。但是在 1970 年代,由于过分的承诺但交付不足,出现了所谓的 AI 冬季 人工智能研究有限且资金不足。 此后,尽管 AI 通过专家系统重生,但可以显示人类水平的分析技能。 之后,第二次 AI 冬季机器学习在 1990 年代被认可为一个单独的领域,当时概率理论和统计学开始得到利用。 + +计算能力的提高和解决特定问题的决心促使 IBM 的 Deep Blue 的发展在 1997 年击败了国际象棋冠军。 迅速发展,时下的 AI 领域涵盖了许多领域,包括机器学习,计算机视觉,自然语言处理,计划调度和优化,推理/专家系统和机器人技术。 + +在过去的 10 年中,我们目睹了机器学习和一般 AI 的强大功能。 主要感谢深度学习。 + +在本章中,我们将涵盖以下主题: + +* AI 和 ML 概念的一般说明 +* 人工神经网络和深度学习 +* **卷积神经网络**( **CNN** )及其主要构建模块 +* 使用 TensorFlow 构建 CNN 模型以识别数字图像 +* Tensorboard 简介 + +# AI 和 ML + +就本书而言,将**人工智能**( **AI** )视为计算机科学领域,负责制造可解决特定问题的代理(软件/机器人)。 在这种情况下,“智能”表示代理是灵活的,并且它通过传感器感知环境,并将采取使自身在某个特定目标成功的机会最大化的措施。 + +我们希望 AI 最大化名为**期望效用**的东西,或者通过执行动作获得某种满足的概率。 一个简单易懂的例子是上学,您将最大程度地获得工作的期望效用。 + +人工智能渴望取代在完成繁琐的日常任务中涉及的易于出错的人类智能。 AI 旨在模仿(以及智能代理应该具有)的人类智能的一些主要组成部分是: + +* **自然语言处理**( **NLP** ):能够理解口头或书面人类语言,并能自然回答问题。 NLP 的一些示例任务包括自动旁白,机器翻译或文本摘要。 +* **知识和推理**:开发并维护代理周围世界的最新知识。 遵循人类推理和决策来解决特定问题并对环境的变化做出反应。 +* **规划和解决问题的方法**:对可能采取的措施进行预测,并选择能最大化预期效用的方案,换句话说,为该情况选择最佳措施。 +* **感知**:代理程序所配备的传感器向其提供有关代理程序所处世界的信息。这些传感器可以像红外传感器一样简单,也可以像语音识别麦克风那样复杂。 或相机以实现机器视觉。 +* **学习**:要使代理开发世界知识,它必须使用感知来通过观察来学习。 学习是一种知识获取的方法,可用于推理和制定决策。 AI 的无需处理某些明确编程即可处理从数据中学习算法的子字段,称为机器学习。 + +ML 使用诸如统计分析,概率模型,决策树和神经网络之类的*工具*来有效地处理大量数据,而不是人类。 + +例如,让我们考虑以下手势识别问题。 在此示例中,我们希望我们的机器识别正在显示的手势。 系统的输入是手部图像,如下图所示,输出是它们所代表的数字。 解决该问题的系统需要使用视觉形式的感知。 + +![](img/1b20cfee-c32d-4d9d-836c-e39b8fa2fc4c.png) + +仅将原始图像作为输入输入到我们的机器将不会产生合理的结果。 因此,应对图像进行预处理以提取某种可解释的抽象。 在我们的特定情况下,最简单的方法是根据颜色对手进行分割,然后进行垂直投影,将 *x* 轴上的非零值相加。 如果图像的宽度为 100 像素,则垂直投影将形成一个向量,该向量长 100 个元素(100 维),并且在展开的手指位置具有最高的值。 我们可以将提取的任何特征向量称为**特征向量**。 + +假设对于我们的手部数据,我们有 1000 张不同的图像,现在我们已经对其进行处理以提取每个图像的特征向量。 在机器学习阶段,所有特征向量都将被提供给创建模型的机器学习系统。 我们希望该模型能够推广并能够预测未经过系统训练的任何未来图像的数字。 + +ML 系统的组成部分是评估。 在评估模型时,我们会看到模型在特定任务中的表现。 在我们的示例中,我们将研究它可以多么准确地从图像中预测数字。 90%的准确度意味着正确预测了 100 张给定图像中的 90 张。 在接下来的章节中,我们将更详细地讨论机器培训和评估过程。 + +# ML 的类型 + +机器学习问题可以分为三大类,具体取决于我们可以使用哪种数据以及我们想要完成什么: + +**监督学习**:我们可以使用输入和所需的输出或标签。 手势分类是一种有监督学习问题的示例,其中为我们提供了手势和相应标签的图像。 我们想要创建一个模型,该模型能够在输入手形图像的情况下输出正确的标签。 + +监督技术包括 SVM,LDA,神经网络,CNN,K-NN,决策树等。 + +**无监督学习**:只有输入可用,没有标签,我们不一定知道我们想要模型做什么。 例如,如果我们得到一个包含手的图片但没有标签的大型数据集。 在这种情况下,我们可能知道数据中存在某些结构或关系,但是我们将其留给算法来尝试在我们的数据中找到它们。 我们可能希望我们的算法在数据中找到相似手势的簇,因此我们不必手动标记它们。 + +无监督学习的另一种用途是找到方法,以减少我们正在使用的数据的维度,这又是通过找到数据中的重要特征并丢弃不重要的特征来实现的。 + +无监督技术包括 PCA,t-SNE,K-means,自动编码器,深度自动编码器等。 + +下图说明了分类和聚类之间的区别(当我们需要在非监督数据上查找结构时)。 + +![](img/9b300c7e-a825-46fe-aebc-12d8367fdeef.jpg) + +**强化学习**:第三种是关于培训代理在环境中执行某些操作的全部。 我们知道理想的结果,但不知道如何实现。 我们没有给数据加标签,而是给代理提供反馈,告诉它完成任务的好坏。 强化学习超出了本书的范围。 + +# 新旧机器学习 + +ML 工程师可能会遵循的典型流程来开发预测模型,如下所示: + +1. 收集资料 +2. 从数据中提取相关特征 +3. 选择 ML 体系结构(CNN,ANN,SVM,决策树等) +4. 训练模型 +5. 评估模型并重复步骤 3 至 5,直到找到满意的解决方案 +6. 在现场测试模型 + +如前一节所述,机器学习的思想是拥有足够灵活的算法来学习数据背后的基础过程。 可以这么说,许多经典的 ML 方法不够强大,无法直接从数据中学习。 他们需要在使用这些算法之前以某种方式准备数据。 + +我们之前曾简要提到过,但是准备数据的过程通常称为特征提取,其中一些专家会过滤掉我们认为与其基础过程有关的所有数据细节。 此过程使所选分类器的分类问题更加容易,因为它不必处理数据中不相关的变量,否则这些变量可能会显得很重要。 + +ML 的新型深度学习方法具有的最酷的功能是,它们不需要(或需要更少)特征提取阶段。 相反,使用足够大的数据集,模型本身就能够直接从数据本身中学习代表数据的最佳特征! 这些新方法的示例如下: + +* 深度 CNN +* 深度自动编码器 +* **生成对抗网络**( **GAN** s) + +所有这些方法都是深度学习过程的一部分,在该过程中,大量数据暴露于多层神经网络。 但是,这些新方法的好处是有代价的。 所有这些新算法都需要更多的计算资源(CPU 和 GPU),并且比传统方法需要更长的训练时间。 + +# 人工神经网络 + +**人工神经网络**( **ANNs** )受存在于我们大脑中的神经元生物网络的启发非常模糊,它由一组名为**人工神经元**的单元组成, 分为以下三种类型的层: + +* 输入层 +* 隐藏层 +* 输出层 + +基本的人工神经元通过计算输入及其内部*权重*之间的点积来工作(参见下图),然后将结果传递给非线性激活函数 *f* (S 型) ,在此示例中)。 然后将这些人工神经元连接在一起以形成网络。 在训练该网络期间,目标是找到合适的权重集,这些权重将有助于我们希望网络执行的任何任务: + +![](img/7ceed94c-24a7-4e1b-8225-5786d5c92da7.jpg) + +接下来,我们有一个 2 层前馈人工神经网络的示例。 想象一下,神经元之间的联系就是训练过程中将学习的权重。 在此示例中,层 *L1* 将是输入层, *L2* 隐藏层,而 *L3* 将是输出层。 按照惯例,在计算层数时,我们仅包括权重可学习的层; 因此,我们不包括输入层。 这就是为什么它只是一个 2 层网络: + +![](img/996c3a5a-a193-414b-b66b-fadb01b58569.png) + +一层以上的神经网络是非线性假设的示例,在该模型中,模型可以学习比线性分类器更复杂的关系。 实际上,它们实际上是通用逼近器,能够逼近任何连续函数。 + +# 激活功能 + +为了使 ANN 模型能够解决更复杂的问题,我们需要在神经元点积之后添加一个非线性块。 然后,如果将这些非线性层级联起来,它将使网络将不同的概念组合在一起,从而使复杂的问题更易于解决。 + +在神经元中使用非线性激活非常重要。 如果我们不使用非线性激活函数,那么无论我们层叠了多少层,我们都只会拥有行为类似于线性模型的东西。 这是因为线性函数的任何线性组合都会分解为线性函数。 + +我们的神经元可以使用多种不同的激活功能,此处显示了一些; 唯一重要的是函数是非线性的。 每个激活功能都有其自身的优点和缺点。 + +历史上,神经网络选择的激活函数是 Sigmoid 和 *TanH* 。 但是,这些功能对于可靠地训练神经网络不利,因为它们具有不希望的特性,即它们的值在任一端都饱和。 这将导致这些点处的梯度为零,我们将在后面找到,并且在训练神经网络时不是一件好事。 + +![](img/11ef12ae-e5d9-458a-a00a-3be49a15fbb1.png) + +结果,更流行的激活功能之一是 ReLU 激活或**整流线性单元**。 ReLU 只是输入和 0-max(x,0)之间的最大运算。 它具有理想的特性,即梯度(至少在一端)不会变为零,这极大地有助于神经网络训练的收敛速度。 + +该激活功能用于帮助训练深层的 CNN 之后,变得越来越流行。 它的简单性和有效性使其成为通常使用的激活功能。 + +# XOR 问题 + +为了解释深度在 ANN 中的重要性,我们将研究一个 ANN 能够解决的非常简单的问题,因为它具有多个层。 + +在使用人工神经元的早期,人们并不像我们在人工神经网络中那样将各层级联在一起,因此我们最终得到了一个称为感知器的单层: + +**![](img/89dc6f56-f3bb-4c95-8a60-eb17810aa8e3.png)** + +感知器实际上只是输入和一组学习的权重之间的点积,这意味着它实际上只是线性分类器。 + +大约在第一个 AI 冬季,人们意识到了感知器的弱点。 由于它只是线性分类器,因此无法解决简单的非线性分类问题,例如布尔异或(XOR)问题。 为了解决这个问题,我们需要更深入地研究。 + +在此图中,我们看到了一些不同的布尔逻辑问题。 线性分类器可以解决 AND 和 OR 问题,但不能解决 XOR: + +![](img/128893a5-b03a-4c11-8743-f4858861f877.png) + +这使人们有了将使用非线性激活的神经元层级联在一起的想法。 一层可以根据上一层的输出来创建非线性概念。 这种“概念的组合”使网络变得更强大,并能代表更困难的功能,因此,它们能够解决非线性分类问题。 + +# 训练神经网络 + +那么,我们该如何在神经网络中设置权重和偏差的值,从而最好地解决我们的问题呢? 好吧,这是在训练阶段完成的。 在此阶段中,我们希望使神经网络从训练数据集中“学习”。 训练数据集由一组输入(通常表示为 X)以及相应的所需输出或标签(通常表示为 Y)组成。 + +当我们说网络学习时,所发生的就是网络参数被更新,网络应该能够为训练数据集中的每个 X 输出正确的 Y。 期望的是,在对网络进行培训之后,它将能够针对培训期间未看到的新输入进行概括并表现良好。 但是,为了做到这一点,您必须有一个足够具有代表性的数据集,以捕获要输出的内容。 例如,如果要分类汽车,则需要具有不同类型,颜色,照度等的数据集。 + +通常,当我们没有足够的数据或者我们的模型不够复杂以至于无法捕获数据的复杂性时,就会出现训练机器学习模型的一个常见错误。 这些错误可能导致过度拟合和拟合不足的问题。 在以后的章节中,您将学习如何在实践中处理这些问题。 + +在训练期间,*以两种不同的模式执行网络*:** + +* **正向传播**:我们通过网络向前工作,为数据集中的当前给定输入生成输出结果。 然后评估损失函数,该函数告诉我们网络在预测正确输出方面的表现如何。 +* **向后传播**:我们通过网络进行反向计算,计算每个权重对产生网络电流损耗的影响。 + +此图显示了训练时网络运行的两种不同方式。 + +![](img/660dd742-938f-439b-bc48-87698285e311.jpg) + +当前,使神经网络“学习”的主力军是与基于梯度的优化器(例如梯度下降)结合的反向传播算法。 + +反向传播用于计算梯度,该梯度告诉我们每个权重对产生电流损耗有什么影响。 找到梯度后,可以使用诸如梯度下降之类的优化技术来更新权重,以使损失函数的值最小化。 + +谨在最后一句话:TensorFlow,PyTorch,Caffe 或 CNTK 之类的 ML 库将提供反向传播,优化器以及表示和训练神经网络所需的所有其他功能,而无需您自己重写所有这些代码。 + +# 反向传播和链式规则 + +反向传播算法实际上只是微积分中可信赖链规则的一个示例。 它说明了如何找到某个输入对由多个功能组成的系统的影响。 因此,例如在下图中,如果您想知道 *x* 对函数 *g* 的影响,我们只需将 *f* 对 g 的影响乘以 *x* 对 *f* 的影响: + +![](img/85cb6c18-9cbc-44ff-9db6-c7d90d3c7cf0.png) + +同样,这意味着如果我们想实现自己的深度学习库,则需要定义层的正常计算(正向传播)以及此计算块相对于其输入的影响(导数)。 + +下面我们给出一些常见的神经网络操作及其梯度。 + +![](img/d775beec-f84f-4f5b-9d7b-bc8452b35175.jpg) + +![](img/d3436da8-9781-4459-bed0-8921e134236c.png) + +# 分批 + +对于大型数据集而言,将整个数据集存储在内存中以训练网络的想法,例如[第 1 章](../Text/1.xhtml),*设置和 TensorFlow 简介*中的示例。 人们在实践中所做的是,在训练期间,他们将数据集分成小块,称为迷你批次(通常称为批次)。 然后,依次将每个微型批次装入并馈送到网络,在网络中将计算反向传播和梯度下降算法,然后更新权重。 然后,对每个小批量重复此操作,直到您完全浏览了数据集。 + +为小批量计算的梯度是对整个训练集的真实梯度的噪声估计,但是通过反复获取这些小的噪声更新,我们最终仍将收敛到足够接近损失函数的最小值。 + +较大的批次大小可以更好地估计真实梯度。 使用较大的批次大小将允许较大的学习率。 权衡是在训练时需要更多的内存来保存此批次。 + +当模型看到您的整个数据集时,我们说一个纪元已经完成。 由于训练的随机性,您将需要针对多个时期训练模型,因为您的模型不可能只在一个时期内收敛。 + +# 损失函数 + +在训练阶段,我们需要使用当前的权重正确预测训练集; 此过程包括评估我们的训练集输入 *X* ,并与所需的输出 *Y* 进行比较。 需要某种机制来量化(返回标量数)我们当前的权重在正确预测我们所需的输出方面有多好。 该机制称为**损失函数。** + +反向传播算法应返回每个参数相对于损失函数的导数。 这意味着我们将发现更改每个参数将如何影响损耗函数的值。 然后,优化算法的工作就是最小化损失函数,换句话说,就是在训练时减小训练误差。 + +一个重要方面是为工作选择合适的损失函数。 一些最常见的损失函数及其用途是在此处给出的: + +* **对数丢失**-仅具有两个可能结果的分类任务(从有限集中返回标签) +* **交叉熵损失**-具有两个以上结果的分类任务(从有限集返回标签) +* **L1 损失**-回归任务(返回实数值) +* **L2 损失**-回归任务(返回实数值) +* **Huber 损失**-回归任务(返回实数值) + +在本书中,我们将看到损失函数的不同示例。 + +损失函数的另一个重要方面是它们必须是可区分的。 否则,我们不能将它们与反向传播一起使用。 这是因为反向传播要求我们能够采用损失函数的导数。 + +在下图中,您可以看到损失函数连接在神经网络的末端(模型输出),并且基本上取决于模型的输出和数据集所需的目标。 + +![](img/d524acf3-04c6-4d31-b85f-9db358a0b344.png) + +TensorFlow 的以下代码行也显示了这一点,因为损失仅需要标签和输出(此处称为 logits)。 + +```py +loss = tf.losses.sparse_softmax_cross_entropy(labels=labels, logits=logits) +``` + +您可能会注意到第三个箭头也连接到损失功能。 这与名为正则化的东西有关,将在[第 3 章](../Text/3.xhtml)和 *TensorFlow* 中的图像分类中进行探讨; 因此,现在您可以放心地忽略它。 + +# 优化器及其超参数 + +如前所述,优化器的工作是以一种使训练损失误差最小的方式来更新网络权重。 在所有 TensorFlow 之类的深度学习库中,实际上只使用了一个优化器系列,即梯度下降式优化器系列。 + +其中最基本的简称为梯度下降(有时称为香草梯度下降),但已经尝试开发出更复杂的梯度下降方法。 一些受欢迎的是: + +* 带动量的梯度下降 +* RMSProp +* 亚当 + +TensorFlow 的所有不同优化器都可以在`tf.train`类中找到。 例如,可以通过调用`tf.train.AdamOptimizer()`使用 Adam 优化器。 + +您可能会怀疑,它们都有可配置的参数来控制它们的工作方式,但是通常最需要注意和更改的参数如下: + +* 学习率:控制优化器尝试最小化损失函数的速度。 将其设置得太高,您将无法收敛到最小。 将其设置得太小,将永远收敛或陷于不良的局部最小值中。 + +下图显示了学习率选择错误可能带来的问题: + +![](img/9b567add-923e-49f9-a994-3c69e7f8372c.png) + +学习率的另一个重要方面是,随着训练的进行和错误的减少,您在训练开始时选择的学习率值可能会变得太大,因此您可能会开始超出最小值。 + +要解决此问题,您可以安排学习速率衰减,以免在训练时降低学习速率。 这个过程称为**学习率调度**,我们将在下一章中详细讨论几种流行的方法。 + +另一种解决方案是使用自适应优化器之一,例如 Adam 或 RMSProp。 这些优化器经过精心设计,可在您训练时自动调整和衰减所有模型参数的学习率。 这意味着从理论上讲,您不必担心安排自己的学习率下降。 + +最终,您希望选择优化器,以最快,最准确的方式训练您的网络。 下图显示了优化器的选择如何影响网络收敛的速度。 不同的优化器之间可能会有相当大的差距,并且可能因不同的问题而有所不同,因此理想情况下,如果可以的话,您应该尝试所有的优化器,并找到最适合您的问题的解决方案。 + +![](img/fa8a1f2d-f08a-4486-bc94-89b344fc33dd.png) + +但是,如果您没有时间执行此操作,那么下一个最佳方法是首先尝试将 Adam 用作优化器,因为它通常在很少调整的情况下效果很好。 然后,如果有时间,请尝试使用 Momentum SGD; 这将需要更多的参数调整,例如学习率,但是如果调整得很好,通常会产生非常好的结果。 + +# 拟合不足与拟合过度 + +在设计用于解决特定问题的神经网络时,我们可能有很多活动部件,并且必须同时处理许多事情,例如: + +* 准备数据集 +* 选择层数/神经元数 +* 选择优化器超参数 + +如果我们专注于第二点,它使我们了解选择或设计神经网络架构/结构时可能发生的两个问题。 + +这些问题中的第一个是模型对于训练数据的数量或复杂性而言是否太大。 由于模型具有如此众多的参数,因此即使在数据中存在噪声的情况下,它也可以轻松轻松地准确地学习其在训练集中看到的内容。 这是一个问题,因为当向网络提供的数据与训练集不完全相同时,网络将无法正常运行,因为它过于精确地了解了数据的外观,而错过了其背后的全局。 这个问题称为**过度拟合**或具有**高变异性**。 + +另一方面,您可能选择的网络规模不足以捕获数据复杂性。 现在,我们遇到了相反的问题,由于您的模型没有足够的能力(参数)来充分学习,因此您的模型无法充分捕获数据集背后的基础结构。 网络将再次无法对新数据执行良好的操作。 这个问题称为**不足**或具有**高偏置**。 + +您可能会怀疑,在模型复杂性方面,您总是会寻求适当的平衡,以避免这些问题。 + +在后面的章节中,我们将看到如何检测,避免和补救这些问题,但是仅出于介绍的目的,这些是解决这些问题的一些经典方法: + +* 获取更多数据 +* 当检测到测试数据的错误开始增长时停止(提前停止) +* 尽可能简单地开始模型设计,并且仅在检测到拟合不足时才增加复杂性 + +# 功能缩放 + +为了简化优化程序算法的工作,在培训和测试之前,有一些技术可以并且应该应用到您的数据中。 + +如果输入向量的不同维度上的值彼此不成比例,则损失空间将以某种方式扩大。 这将使梯度下降算法难以收敛,或者至少使其收敛较慢。 + +当数据集的要素超出比例时,通常会发生这种情况。 例如,关于房屋的数据集在输入向量中的一个特征可能具有“房间数”,其值可能在 1 到 4 之间,而另一个特征可能是“房屋面积”,并且可能在 1000 到 10000 之间。 ,它们彼此之间严重超出比例,这可能会使学习变得困难。 + +在下面的图片中,我们看到一个简单的示例,说明如果我们的输入要素未全部按比例缩放,则损失函数的外观以及正确缩放比例后的外观。 当数据缩放不正确时,梯度下降很难达到损失函数的最小值。 + +![](img/01d83517-803f-4442-b37d-a508371fdd0b.jpg) + +通常,您将对数据进行一些标准化,例如在使用数据之前减去平均值并除以数据集的标准偏差。 对于 RGB 图像,通常只需从每个像素值中减去 128 即可使数据居中于零附近。 但是,更好的方法是为数据集中的每个图像通道计算平均像素值。 现在,您具有三个值,每个图像通道一个,现在从输入图像中删除这些值。 我们一开始就不必担心缩放问题,因为所有功能一开始的缩放比例都相同(0-255)。 + +要记住非常重要的一点-如果您在训练时对数据进行了一些预处理,则必须在测试时进行完全相同的预处理,否则可能会得到不好的结果! + +# 全连接层 + +组成我们之前看到的 ANN 的神经元层通常称为密集连接层,或**完全连接的**( **FC** )层,或简称为线性层。 诸如 Caffe 之类的一些深度学习库实际上会将它们视为点乘积运算,非线性层可能会或可能不会跟随它们。 它的主要参数将是输出大小,基本上是其输出中神经元的数量。 + +在[第 1 章](../Text/1.xhtml),*设置和 TensorFlow* 简介中,我们创建了自己的致密层,但是您可以使用`tf.layers`来更轻松地创建它,如下所示: + +```py +dense_layer = tf.layers.dense(inputs=some_input_layer, units=1024, activation=tf.nn.relu) +``` + +在这里,我们定义了一个具有 1,024 个输出的完全连接层,随后将激活 ReLU。 + +重要的是要注意,该层的输入必须仅具有二维,因此,如果您的输入是空间张量,例如形状为[28 * 28 * 3]的图像,则必须在输入之前将其重整为矢量 它: + +```py +reshaped_input_to_dense_layer = tf.reshape(spatial_tensor_in, [-1, 28 * 28 * 3]) +``` + +# 针对 XOR 问题的 TensorFlow 示例 + +在这里,我们将到目前为止已经了解的一些知识放在一起,并将使用 TensorFlow 解决布尔 XOR 问题。 在此示例中,我们将创建一个具有 S 型激活函数的三层神经网络。 我们使用对数丢失,因为网络 0 或 1 仅有两种可能的结果: + +```py +import tensorflow as tf +# XOR dataset +XOR_X = [[0, 0], [0, 1], [1, 0], [1, 1]] +XOR_Y = [[0], [1], [1], [0]] + +num_input = 2 +num_classes = 1 + +# Define model I/O (Placeholders are used to send/get information from graph) +x_ = tf.placeholder("float", shape=[None, num_input], name='X') +y_ = tf.placeholder("float", shape=[None, num_classes], name='Y') + +# Model structure +H1 = tf.layers.dense(inputs=x_, units=4, activation=tf.nn.sigmoid) +H2 = tf.layers.dense(inputs=H1, units=8, activation=tf.nn.sigmoid) +H_OUT = tf.layers.dense(inputs=H2, units=num_classes, activation=tf.nn.sigmoid) + +# Define cost function +with tf.name_scope("cost") as scope: + cost = tf.losses.log_loss( labels=y_, predictions=H_OUT) + # Add loss to tensorboard + tf.summary.scalar("log_loss", cost) + +# Define training ops +with tf.name_scope("train") as scope: + train_step = tf.train.GradientDescentOptimizer(0.1).minimize(cost) + +merged_summary_op = tf.summary.merge_all() + +# Initialize variables(weights) and session +init = tf.global_variables_initializer() +sess = tf.Session() +# Configure summary to output at given directory +writer = tf.summary.FileWriter("./logs/xor_logs", sess.graph) +sess.run(init) + +# Train loop +for step in range(10000): + # Run train_step and merge_summary_op + _, summary = sess.run([train_step, merged_summary_op], feed_dict={x_: XOR_X, y_: XOR_Y}) + if step % 1000 == 0: + print("Step/Epoch: {}, Loss: {}".format(step, sess.run(cost, feed_dict={x_: XOR_X, y_: XOR_Y}))) + # Write to tensorboard summary + writer.add_summary(summary, step) +``` + +如果运行此脚本,则应该期望获得以下损耗图。 我们可以看到损失已经为零,这表明模型已经过训练并解决了问题。 您可以重复此实验,但现在只有一层致密层; 正如我们所说,您应该注意到该模型无法解决问题 + +![](img/75567914-f4cf-459e-9955-ab4c20c97299.png)。 + +为了能够查看图形,可以在脚本提示符下的命令提示符下运行以下命令。 这将为我们启动 tensorboard。 我们将在本章的后面找到关于 tensorboard 的更多信息。 + +```py +$ tensorboard --logdir=./logs/xor_logs +``` + +# 卷积神经网络 + +现在,我们将讨论另一种类型的神经网络,该网络专门设计用于处理具有某些空间特性的数据,例如图像。 这种类型的神经网络称为**卷积神经网络**( **CNN** )。 + +CNN 主要由称为**卷积层**的层组成,这些层对其层输入进行过滤以在这些输入中找到有用的特征。 这种过滤操作称为卷积,从而产生了这种神经网络的名称。 + +下图显示了对图像的二维卷积运算及其结果。 重要的是要记住,过滤器内核的深度与输入的深度相匹配(在这种情况下为 3): + +![](img/d5583198-d0bf-4e6f-981b-6067cb0a6b63.png) + +同样重要的是要清楚卷积层的输入不必是 1 或 3 通道图像。 卷积层的输入张量可以具有任意数量的通道。 + +很多时候,在谈论 CNN 中的卷积层时,人们都喜欢将卷积这个词简称为 conv。 这是非常普遍的做法,我们在本书中也会做同样的事情。 + +# 卷积 + +卷积运算是由星号表示的线性运算,它将两个信号合并: + +![](img/0d17debb-60ee-488e-abc1-6debc0704782.png) + +二维卷积在图像处理中用于实现图像过滤器,例如,查找图像上的特定补丁或查找图像中的某些特征。 + +在 CNN 中,卷积层使用称为**内核**的小窗口,以类似于瓦片的方式过滤输入张量。 内核精确定义了卷积运算将要过滤的内容,并且在找到所需内容时会产生强烈的响应。 + +下图显示了将图像与称为 Sobel 滤波器的特定内核进行卷积的结果,该内核非常适合在图像中查找边缘: + +![](img/263bc17f-fc97-42c2-a99a-8bc089aa9453.png) + +您可能已经猜到了,在卷积层中要学习的参数是该层内核的权重。 在 CNN 训练期间,这些过滤器的值会自动调整,以便为手头任务提取最有用的信息。 + +在传统的神经网络中,我们将必须将任何输入数据转换为单个一维向量,从而在将该向量发送到完全连接的层后丢失所有重要的空间信息。 此外,每个像素每个神经元都有一个参数,导致输入大小或输入深度较大的模型中参数数量激增。 + +但是,在卷积层的情况下,每个内核将在整个输入中“滑动”以搜索特定补丁。 CNN 中的内核很小,并且与它们所卷积的大小无关。 结果,就参数而言,使用 conv 层的开销通常比我们之前了解的传统密集层要少得多。 + +下图显示了传统的完全连接层和卷积(局部连接)层之间的区别。 注意参数的巨大差异: + +![](img/d2abbff0-7660-4e55-82dc-dac6c50a0c38.png) + +现在,也许我们希望卷积层在其输入中查找六种不同的事物,而不仅仅是寻找一种。 在这种情况下,我们将只给卷积层六个相同大小的过滤器(在这种情况下为 5x5x3),而不是一个。 然后,每个转换滤波器都会在输入中查找特定的模式。 + +下图显示了此特定的六个滤波器卷积层的输入和输出: + +![](img/8dc41ddc-7a2e-404d-80f6-7833073a6e0f.png) + +控制卷积层行为的主要超参数如下: + +* **内核大小(K)**:滑动窗口的像素大小。 小通常更好,通常使用奇数,例如 1、3、5,有时很少使用 7。 +* **跨度(S)**:内核窗口在卷积的每个步骤中将滑动多少像素。 通常将其设置为 1,因此图像中不会丢失任何位置,但是如果我们想同时减小输入大小,则可以增加位置。 +* **零填充(填充)**:要放在图像边框上的零数量。 使用填充使内核可以完全过滤输入图像的每个位置,包括边缘。 +* **过滤器数(F)**:我们的卷积层将具有多少个过滤器。 它控制卷积层将要查找的图案或特征的数量。 + +在 TensorFlow 中,我们将在`tf.layers`模块中找到 2-D 卷积层,可以将其添加到模型中,如下所示: + +```py +conv1 = tf.layers.conv2d( + inputs=input_layer, + filters=32, + kernel_size=[5, 5], + padding="same", + activation=tf.nn.relu) +``` + +# 输入填充 + +如果我们什么都不做,那么卷积运算将输出一个在空间上小于输入结果的结果。 为了避免这种影响并确保卷积核查看每个图像位置,我们可以在输入图像的边界上放置零。 当我们这样做时,据说我们要填充图像: + +![](img/cb2f3ad9-7e24-40fe-862b-a18b9ed5fec0.png) + +TensorFlow 卷积操作为您提供了两种用于填充需求的选项:相同和有效。 + +* 有效-TensorFlow 不填充图像。 卷积内核将仅进入输入中的“有效”位置。 +* 相同-如果我们假设步幅为 1,则在这种情况下,TensorFlow 将足够填充输入,以便输出空间大小与输入空间大小相同。 + +如果您确实希望对填充有更多控制,则可以在图层的输入上使用`tf.pad()`,以用所需的零个位数来填充输入。 + +通常,我们可以使用以下公式计算卷积运算的输出大小: + +![](img/0ef1adda-27e2-4f34-8ecf-c6290ffff544.png),![](img/67287ebe-dbe6-4c4c-aaf7-5f0e3eee0428.png) + +(这里,pad 是添加到每个边框的零的数量。) + +但是在 TensorFlow 中,由于有效和相同填充选项的性质,公式如下所示: + +```py +# Same padding +out_height = ceil(float(in_height) / float(strides[1])) + out_width = ceil(float(in_width) / float(strides[2])) + # Valid padding + out_height = ceil(float(in_height - filter_height + 1) / float(strides[1])) + out_width = ceil(float(in_width - filter_width + 1) / float(strides[2])) +``` + +# 计算参数数量(权重) + +在这里,我们将展示如何计算卷积层使用的参数数量。 计算卷积层中参数数量(包括偏差)的公式如下: + +![](img/e1f79e43-c892-4ef4-ad5a-10645558544d.png) + +我们将用一个简单的例子来说明: + +```py + Input: [32x32x3] input tensor + Conv layer: Kernel:5x5 + numFilters:10 +``` + +![](img/2b389e68-88be-45b4-95df-a668889ff0be.png) + +另一方面,完全连接的层中的参数数量(包括偏置)如下: + +![](img/1bdd4a61-a6cd-4e05-ba1d-da98caa3801c.png) + +如前所述,如果直接在图像上使用传统的人工神经网络,则所有空间信息都将丢失,并且每个参数每个神经元每个像素只有一个参数,因此会有大量的参数。 使用前面提到的相同示例,并在密集的 10 个输出神经元层中,我们得到以下数字: + +![](img/80d84de5-af55-48ee-ae2c-f58fb0a73be6.png) + +这证明了这两种层类型之间参数的数量级差异。 + +# 计算操作数 + +现在,我们对计算特定卷积层的计算成本感兴趣。 如果您想了解如何实现有效的网络结构(例如在移动设备中速度是关键时),则此步骤很重要。 另一个原因是要查看在硬件中实现特定层需要多少个乘法器。 现代 CNN 架构中的卷积层最多可负责模型中所有计算的 90%! + +这些是影响 MAC(乘加累加器)/操作数量的因素: + +* 卷积核大小(F) +* 过滤器数量(M) +* 输入要素图的高度和宽度(高,宽) +* 输入批量(B) +* 输入深度大小(通道)(C) +* 卷积层步幅(S) + +MAC 的数量可以计算为: + +#MAC = [F * F * C *(H + 2 * P-FS + 1)*(W + 2 * P-FS + 1)* M] * B + +例如,让我们考虑一个具有输入 224 x 224 x 3,批处理大小为 1,内核为 3x3、64 个过滤器,跨度为 1 和填充 1 的转换层: + +#MAC = 3 * 3 *(224 + 2-31 + 1)*(224 + 2-31 + 1)* 3 * 64 * 1 = 9,462,528 + +相反,完全连接的层具有以下操作数: + +#MAC = [H * W * C * Outputneurons] * B + +让我们重用相同的示例,但现在有 64 个神经元的密集层: + +#MAC = [224 * 224 * 3 * 64] * 1 = 9,633,792 + +(我们已排除了所有运维计算的偏差,但不应增加太多成本。) + +通常,在 CNN 中,早期的 conv 层贡献了大部分计算成本,但参数最少。 在网络的末尾,相反的情况是后面的层具有更多的参数,但计算成本却较低。 + +# 将卷积层转换为完全连接的层 + +实际上,我们可以将完全连接的层视为卷积层的子集。 如果我们将内核大小设置为与输入大小匹配,则可以将 CNN 层转换为完全连接的层。 设置过滤器的数量与设置完全连接层中输出神经元的数量相同。 检查一下自己,在这种情况下,操作将是相同的。 + +例: + +考虑具有 4,096 个输出神经元和输入大小为 7x7x512 的 FC 层,转换为: + +转换层:内核:7x7,填充:0:步幅:1,过滤器:4,096。 + +使用公式来计算输出大小,我们得到大小为 1 x 1 x 4096 的输出。 + +这样做的主要原因之一是使您的网络完全卷积。 当网络完全卷积时,决定使用比输入的图像更大的输入大小图像并不重要,因为您没有任何需要固定输入大小的完全连接的层。 + +# 池化层 + +**池化层**用于减少 CNN 中我们的激活张量的空间尺寸,而不是体积深度。 它们是执行此操作的非参数方式,这意味着池化层中没有权重。 基本上,以下是从使用池中获得的收益: + +* 在输入张量中汇总空间相关信息的便宜方法 +* 通过减少空间信息,您可以获得计算性能 +* 您的网络中存在一些翻译不变性 + +但是,池化的最大优点之一是它无需学习任何参数,这也是它的最大缺点,因为池化最终可能会丢掉重要的信息。 结果,现在开始在 CNN 中使用池的频率降低了。 + +在此图中,我们显示了最大池化池的最常见类型。 它像普通的卷积一样滑动一个窗口,然后在每个位置将窗口中的最大值设置为输出: + +![](img/a9aa1a7f-a548-44e7-a033-3a9abdc34f9b.png) + +在 TensorFlow 中,我们可以这样定义池层: + +```py +tf.layers.max_pooling2d(inputs=some_input_layer, pool_size=[2, 2], strides=2) +``` + +# 1x1 卷积 + +这种卷积起初看起来可能有些奇怪,但是 1x1 卷积实际上是通过合并深度来适应深度的,而不更改空间信息。 当需要在不损失空间信息的情况下将一个体积深度转换为另一个体积深度(称为压缩或扩展)时,可以使用这种类型的卷积: + +![](img/88fb04f4-1cdb-45d7-8ecb-5b38bc80215e.png) + +# 计算感受野 + +接收场是特定卷积窗口“看到”其输入张量的程度。 + +有时,确切了解激活中每个特定像素在输入图像中“看到”了多少像素可能很有用; 这在对象检测系统中尤其重要,因为我们需要以某种方式查看某些层激活如何映射回原始图像大小。 + +在下图中,我们可以看到三个连续的 3x3 卷积层的接收场与一个 7x7 卷积层的接收场相同。 在设计新的更好的 CNN 模型时,此属性非常重要,我们将在后面的章节中看到。 + +![](img/25c4fa50-dafd-4851-a3f1-d20150dc5d3c.png) + +接收场可以计算为: + +![](img/de62d0a3-1282-4fe4-a7b3-c454f4f0f4b7.png) + +在这里,组件如下: + +* ![](img/a7f7c3ff-5d04-4af7-9f6c-33f23f3424e5.png):k 层的接收场 +* ![](img/7766947c-888c-43ea-b00e-9c23280dee08.png):第 k 层的内核大小 +* ![](img/383c173c-2090-4aa3-bb63-86181ec0e729.png):从第 i 层(1..k-1)跨步 +* ![](img/89e2bd31-53be-4660-a85b-0938aa3276bf.png):所有步长的乘积直到第 k-1 层(所有先前的层,而不是当前的一层) + +仅对于第一层,接收域就是内核大小。 + +这些计算与是否使用卷积或池化层无关,例如,步幅为 2 的 conv 层将与步幅为 2 的池化层具有相同的接收场。 + +例如,给定以下图层之后的 14x14x3 图像,这将适用: + +* 转换:S:1,P:0,K:3 +* 转换:S:1,P:0,K:3 +* 最大池:S:2,P:0,K2 +* 转换:S:1,P:0,K:3 + +![](img/1ad5b39a-c730-4006-987b-fc280e34940f.jpg) + +# 在 TensorFlow 中构建 CNN 模型 + +在开始之前,有个好消息:使用 TensorFlow,您无需担心编写反向传播或梯度下降代码,而且所有常见类型的层都已实现,因此事情应该更轻松。 + +在此处的 TensorFlow 示例中,我们将根据您在[第 1 章](../Text/1.xhtml),*设置和 TensorFlow* 简介中学到的内容进行一些更改,并使用`tf.layers` API 创建整个 我们的网络轻松自如: + +```py +import tensorflow as tf +from tensorflow.examples.tutorials.mnist import input_data +mnist = input_data.read_data_sets("MNIST_data/", one_hot=True) +# MNIST data input (img shape: 28*28) +num_input = 28*28*1 +# MNIST total classes (0-9 digits) +num_classes = 10 + +# Define model I/O (Placeholders are used to send/get information from graph) +x_ = tf.placeholder("float", shape=[None, num_input], name='X') +y_ = tf.placeholder("float", shape=[None, num_classes], name='Y') +# Add dropout to the fully connected layer +is_training = tf.placeholder(tf.bool) + +# Convert the feature vector to a (-1)x28x28x1 image +# The -1 has the same effect as the "None" value, and will +# be used to inform a variable batch size +x_image = tf.reshape(x_, [-1, 28, 28, 1]) + +# Convolutional Layer #1 +# Computes 32 features using a 5x5 filter with ReLU activation. +# Padding is added to preserve width and height. +# Input Tensor Shape: [batch_size, 28, 28, 1] +# Output Tensor Shape: [batch_size, 28, 28, 32] +conv1 = tf.layers.conv2d(inputs=x_image, filters=32, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + +# Pooling Layer #1 +# First max pooling layer with a 2x2 filter and stride of 2 +# Input Tensor Shape: [batch_size, 28, 28, 32] +# Output Tensor Shape: [batch_size, 14, 14, 32] +pool1 = tf.layers.max_pooling2d(inputs=conv1, pool_size=[2, 2], strides=2) + +# Convolutional Layer #2 +# Computes 64 features using a 5x5 filter. +# Input Tensor Shape: [batch_size, 14, 14, 32] +# Output Tensor Shape: [batch_size, 14, 14, 64] +conv2 = tf.layers.conv2d( inputs=pool1, filters=64, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + +# Pooling Layer #2 +# Second max pooling layer with a 2x2 filter and stride of 2 +# Input Tensor Shape: [batch_size, 14, 14, 64] +# Output Tensor Shape: [batch_size, 7, 7, 64] +pool2 = tf.layers.max_pooling2d(inputs=conv2, pool_size=[2, 2], strides=2) + +# Flatten tensor into a batch of vectors +# Input Tensor Shape: [batch_size, 7, 7, 64] +# Output Tensor Shape: [batch_size, 7 * 7 * 64] +pool2_flat = tf.reshape(pool2, [-1, 7 * 7 * 64]) + +# Dense Layer +# Densely connected layer with 1024 neurons +# Input Tensor Shape: [batch_size, 7 * 7 * 64] +# Output Tensor Shape: [batch_size, 1024] +dense = tf.layers.dense(inputs=pool2_flat, units=1024, activation=tf.nn.relu) + +# Add dropout operation; 0.6 probability that element will be kept +dropout = tf.layers.dropout( inputs=dense, rate=0.4, training=is_training) + +# Logits layer +# Input Tensor Shape: [batch_size, 1024] +# Output Tensor Shape: [batch_size, 10] +logits = tf.layers.dense(inputs=dropout, units=10) + +# Define a loss function (Multinomial cross-entropy) and how to optimize it +cross_entropy = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=logits, labels=y_)) +train_step = tf.train.AdamOptimizer(1e-4).minimize(cross_entropy) + +correct_prediction = tf.equal(tf.argmax(logits,1), tf.argmax(y_,1)) +accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32)) + +# Build graph +init = tf.global_variables_initializer() + +# Avoid allocating the whole memory +gpu_options = tf.GPUOptions(per_process_gpu_memory_fraction=0.333) +sess = tf.Session(config=tf.ConfigProto(gpu_options=gpu_options)) +sess.run(init) + +# Train graph +for i in range(2000): + # Get batch of 50 images + batch = mnist.train.next_batch(50) + + # Print each 100 epochs + if i % 100 == 0: + # Calculate train accuracy + train_accuracy = accuracy.eval(session=sess, feed_dict={x_: batch[0], y_: batch[1], is_training: True}) + print("step %d, training accuracy %g" % (i, train_accuracy)) + + # Train actually here + train_step.run(session=sess, feed_dict={x_: batch[0], y_: batch[1], is_training: False}) + +print("Test Accuracy:",sess.run(accuracy, feed_dict={x_: mnist.test.images, y_: mnist.test.labels, is_training: False})) +``` + +# 张量板 + +TensorBoard 是 TensorFlow 随附的基于 Web 的实用程序,可让您可视化构造的 TensorFlow 图。 最重要的是,它使您能够跟踪大量的统计数据或变量,这些数据或变量可能对训练模型很重要。 您可能希望跟踪的此类变量的示例包括训练损失,测试集准确性或学习率。 前面我们看到,我们可以使用张量板可视化损失函数的值。 + +要运行 TensorBoard,请打开一个新终端并输入以下内容: + +```py +$ tensorboard --logdir=/somepath +``` + +在这里,`somepath`指向您的训练代码保存张量板日志记录数据的位置。 + +在代码内部,您需要通过为每个张量创建一个`tf.summary`来定义要可视化的张量。 因此,例如,如果我们要检查所有可训练变量和损失,则需要使用以下代码: + +```py +with tf.Session() as sess: + + """Create your model""" + + # Add all trainable variables to tensorboard + for var in tf.trainable_variables(): + tf.summary.histogram(var.name, var) + # Add loss to tensorboard + tf.summary.scalar("softmax_cross_entropy", loss) + # Merge all summaries + merged_summary = tf.summary.merge_all() + # Initialize a summary writer + train_writer = tf.summary.FileWriter( /tmp/summarys/ , sess.graph) + + train_writer.add_summary(merged_summary, global_step) + + """Training loop""" +``` + +我们需要创建一个`tf.summar.FileWriter`,它负责创建一个目录,该目录将存储我们的摘要日志。 如果在创建 FileWriter 时传递图形,则该图形也将显示在 TensorBoard 中。 通过传入 sess.graph,我们提供了会话正在使用的默认图。 在 TensorBoard 中显示图形的结果可能看起来像这样: + +![](img/a500985f-bedd-457d-82bc-f0dec7d4ebb3.png) + +# 其他类型的卷积 + +本章的目的是让您了解 CNN 是什么,它们的用途以及如何在 TensorFlow 中构造它们。 但是,在这一点上值得一提的是,当今还有其他类型的卷积运算用于不同的目的,我们将在后面的章节中更详细地介绍其中的一些。 + +现在,我们将仅按名称和使用位置提及它们: + +* **深度卷积**:用于 MobileNets,旨在使卷积对移动平台友好 +* **膨胀卷积(Atrous 卷积)**:它们具有称为膨胀率的额外参数,可让您以相同的计算成本获得更大的视野(例如 3x3 CONV 可以具有相同的视野 作为 5x5 CONV) +* **转置卷积(Deconvolutions)**:通常用于 CNN 自动编码器和语义分割问题 + +# 摘要 + +在本章中,我们向您介绍了机器学习和人工智能。 我们研究了什么是人工神经网络以及如何对其进行训练。 在此之后,我们研究了 CNN 及其主要组成部分。 我们介绍了如何使用 TensorFlow 训练您自己的 CNN 以识别数字。 最后,我们对 Tensorboard 进行了介绍,并了解了如何在 TensorFlow 中训练模型时如何使用它来帮助可视化重要的统计数据。 + +在下一章中,我们将更仔细地研究图像分类的任务,以及如何使用 CNN 和 TensorFlow 来解决此任务。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/3.md b/docs/handson-cnn-tf/3.md new file mode 100644 index 00000000..f90db031 --- /dev/null +++ b/docs/handson-cnn-tf/3.md @@ -0,0 +1,699 @@ +# TensorFlow 中的图像分类 + +图像分类是指根据图像内容将图像分类的问题。 让我们从分类的示例任务开始,其中图片可能是狗的图像,也可能不是。 某人可能要完成此任务的一种简单方法是,像在[第 1 章](../Text/1.xhtml)中所做的那样,获取输入图像,将其重塑为矢量,然后训练线性分类器(或其他某种分类器)。 ],设置和 TensorFlow 简介。 但是,您很快就会发现此主意不好,原因有几个。 除了不能很好地缩放到输入图像的大小之外,线性分类器将很难将一个图像与另一个图像分开。 + +与可以在图像中看到有意义的图案和内容的人类相反,计算机只能看到从 0 到 255 的数字数组。对于同一类的不同图像,这些数字在相同位置的广泛波动导致无法直接使用它们 作为分类器的输入。 从**加拿大高级研究学院**( **CIFAR** )数据集中获取的这 10 张示例狗图像完美地说明了此问题。 狗的外观不仅有所不同,而且它们在镜头前的姿势和位置也有所不同。 对于机器来说,每个图像一目了然,完全没有共同点,而我们人类却可以清楚地看到它们都是狗: + +| ![](img/b2fdaadf-a05d-427b-9d59-32dfd2b8f848.png) | ![](img/6d49a152-47c2-4061-b439-058cf72e0f0e.png) | ![](img/506c2d82-6a12-490e-8d6f-8e27cfb1581e.png) | ![](img/9452b952-9a71-4f6f-91da-14e8b8bd8ab3.png) | ![](img/4be49236-884e-48e2-84b0-6f978c3f2b6b.png) | ![](img/70dcaa26-f2c5-4d15-8936-503d25614742.png) | ![](img/9c808ac0-8f30-47c7-88cb-d2af50925ed8.png) | ![](img/57205127-d998-4078-94a4-6b5ad5f34fd3.png) | ![](img/951cd609-983a-47bc-af4a-8cba9afdfad7.png) | ![](img/ff665bba-d432-4464-a9e1-723096fce210.png) | + +一个更好的解决方案是告诉计算机从输入图像中提取一些有意义的特征,例如常见的形状,纹理或颜色。 然后,我们可以使用这些功能而不是原始输入图像作为分类器的输入。 现在,我们正在寻找图像中这些功能的存在,以告诉我们图像是否包含我们要识别的对象。 + +这些提取的特征在我们看来将仅仅是一个高维向量(但通常比原始图像空间要小得多),可以用作分类器的输入。 多年来开发的一些著名的特征提取方法是**尺度不变特征**( **SIFT** ),**最大稳定的末端区域**( **MSER [** ),**本地二进制模式**( **LBP** )和定向梯度( **HOG** )的**直方图。** + +当使用卷积神经网络进行图像分类时,2012 年是计算机视觉(以及随后的其他机器学习领域)最大的转折点之一,这标志着如何解决这一任务(以及许多其他问题)的方式发生了转变。 我们不是专注于手工制作更好的特征以从图像中提取,而是使用数据驱动的方法来找到代表问题数据集的最佳特征集。 CNN 将使用大量训练图像,并自己学习代表数据的最佳特征,以解决分类任务。 + +在本章中,我们将介绍以下主题: + +* 看一下用于分类的损失函数 +* Imagenet 和 CIFAR 数据集 +* 训练 CNN 对 CIFAR 数据集进行分类 +* 数据 API 简介 +* 如何初始化体重 +* 如何规范化模型以获得更好的结果 + +# CNN 模型架构 + +图像分类模型的关键部分是其 CNN 层。 这些层将负责从图像数据中提取特征。 这些 CNN 图层的输出将是一个特征向量,就像以前一样,我们可以将其用作所选分类器的输入。 对于许多 CNN 模型,分类器将只是连接到我们 CNN 输出的完全连接层。 如[第 1 章](../Text/1.xhtml),*设置和 TensorFlow* 简介中所示,我们的线性分类器只是一个完全连接的层; 除了层的大小和输入会有所不同之外,这里就是这种情况。 + +重要的是要注意,分类或回归问题(例如本地化)(或其他使用图像的其他问题)所使用的 CNN 架构在本质上是相同的。 唯一真正的不同是,在 CNN 层完成特征提取之后会发生什么。 例如,一个差异可能是用于不同任务的损失函数,如下图所示: + +![](img/55354505-d9ef-4239-9e38-332e7c1e3cd7.jpg) + +当我们着眼于 CNN 可以解决的各种问题时,您会在本书中看到重复出现的模式。 显然,可以使用 CNN 从输入数据中提取一些有意义的特征向量来解决许多涉及图像的任务,然后根据任务以某种方式对其进行处理并将其馈入不同的损失函数。 现在,让我们通过查看常用的损失函数来开始并专注于图像分类任务。 + +# 交叉熵损失(对数损失) + +图像分类的最简单形式是二进制分类。 在这里,我们有一个分类器,该分类器只有一个要分类的对象,例如 dog / no dog。 在这种情况下,我们可能使用的损失函数是二进制交叉熵损失。 + +真实标签 *p* 与模型预测 *q* 之间的交叉熵函数定义为: + +![](img/d779d726-0be1-497d-9c99-80d12f4bd263.png) + +*i* 是我们标签和预测的每个可能元素的索引。 + +但是,当我们处理只有两个可能结果 y = 1 和 y = 0 的二元情况时,可以简化 p ![](img/3650d030-8116-4a21-a375-705a9246f7b0.png) {![](img/0afb24f4-1a7e-4684-8840-d68759f8c533.png)}和 q ![](img/e65b665e-d509-4b75-a50c-b59e17395df2.png) {![](img/d7ae08fd-fd8d-4d8b-8683-4a14dcb66466.png)} 我们得到: + +![](img/5ec5f2c3-86c8-406a-938a-ec371e7919d5.png) + +这是等效的 + +迭代![](img/b2408251-310a-4215-8cad-5e4da25c52d0.png)训练示例,将要最小化的成本函数 *L* 变为: + +![](img/07a806c2-2a49-41a4-ba69-c3adee95a705.png) + +这在直觉上是正确的,因为当![](img/c4e8a23d-48cb-41ef-83b8-b99014f01caf.png)时,我们要最小化需要大![](img/c99b624f-2c53-4830-b652-097ff277404e.png)的![](img/b3c76e2e-6082-4ee3-9f9e-e4c9729fc551.png);当![](img/820eae1c-4566-4245-83a6-ed72af7690fd.png)时,我们要最小化![](img/723646a7-5c3e-4876-a5d5-118bd4e1fc44.png)的我们要最小化![](img/a2de4135-a00f-402a-952f-0a52075e3943.png)。 + +在 TensorFlow 中,可以在`tf.losses`模块中找到二进制交叉熵损失。 知道我们模型的原始输出![](img/811ffc49-acd0-4f5c-a4e4-eab74c6e581c.png)的名称是 logits 很有用。 在将其传递给交叉熵损失之前,我们需要对其应用 **Sigmoid** 函数,以便我们的输出在 0 到 1 之间缩放。TensorFlow 实际上将所有这些步骤组合为一个操作,如 下面的代码。 TensorFlow 还将为我们平均分批处理损失。 + +```py +loss = tf.losses.sigmoid_cross_entropy(multi_class_labels=labels_in, logits=model_prediction) +``` + +# 多类交叉熵损失 + +多类交叉熵损失用于多类分类中,例如[第 2 章](../Text/2.xhtml),*深度学习和卷积神经网络*中的 MNIST 数字分类问题。 像上面一样,我们使用交叉熵函数,经过几次计算,我们为每个训练示例获得了多类交叉熵损失 *L* : + +![](img/b53e5bab-5f7a-4cf0-b749-92b36255f365.png) + +在此,![](img/66307b67-080c-4c61-ae4a-3fa14f58bdef.png)为 0 或 1,表示类别标签![](img/5e2d48c5-bbb7-4d73-a35f-21f619196f87.png)是否是用于预测![](img/1e880ac2-aa6e-4739-9ca9-c9b6f5a86036.png)的正确分类。 要使用此损耗,我们首先需要向模型中最终 FC 层的输出![](img/ee64b3f7-99fb-4146-b6cc-816dd90b96ae.png)添加 softmax 激活。 交叉熵与 softmax 的组合如下所示: + +![](img/208109f6-4aed-4f92-bbfc-eb093331aadd.png) + +知道我们模型的原始输出![](img/1a632480-8569-43ce-a34a-1475707ce340.png)的名称是 logits 很有用。 Logits 是传递给 softmax 函数的内容。 softmax 函数是 S 型函数的多类版本。 一旦通过 softmax 函数,我们就可以使用我们的多类交叉熵损失。 TensorFlow 实际上将所有这些步骤组合为一个操作,如下所示: + +```py +loss = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=model_logits, labels=labels_in)) +``` + +我们必须使用`tf.reduce_mean`,因为我们将获得批次中每个图像的损失值。 我们使用`tf.reduce_mean`来获取批次的平均损失。 + +我们可以像上面一样再次使用`tf.losses`模块,特别是`tf.losses.softmax_cross_entropy`模块,然后我们不需要`tf.reduce_mean`,但我们决定向您展示一种不同的方式,以便您可以看到有很多方法可以使用 在 TensorFlow 中也是如此。 随着 TensorFlow 的发展,实现相同结果的不同方法也越来越多,而且通常没有比其他方法差很多的方法。 + +# 训练/测试数据集拆分 + +暂时请注意,我们需要将数据集分为两组:训练和测试。 正如[第 1 章](../Text/1.xhtml),*设置和 TensorFlow 简介,*中所述,这是因为我们需要以某种方式检查模型是否能够从其自身的训练样本中进行概括(是否 能够正确识别训练中从未见过的图像)。 如果我们的模型不能做到这一点,对我们来说就没有太大用处。 + +还有一些其他要记住的重要点: + +* 训练和测试数据必须来自相同的分布(因此在拆分之前合并并混洗所有数据) +* 训练集通常大于测试集(例如,训练:占总数的 70%,测试:占总数的 30%)。 + +对于我们在前几章中要处理的示例,这些基础知识就足够了,但是在随后的章节中,我们将更详细地介绍如何为大型项目正确设置数据集。 + +# 数据集 + +在本节中,我们将讨论图像分类中使用的最重要和最著名的最新数据集。 这是必要的,因为对计算机视觉的任何细读都可能与它们重叠(包括本书!)。 在卷积神经网络到来之前,研究界在图像分类比赛中使用的两个主要数据集是 Caltech 和 PASCAL 数据集。 + +加州理工学院的数据集由加州理工学院建立,并发布了两个版本。 Caltech-101 于 2003 年发布,包含 101 个类别,每个类别约 40 至 800 张图像; Caltech-256 于 2007 年发布,具有 256 个对象类别,总共包含 30607 张图像。 这些图片是从 Google 图片和 PicSearch 收集的,其大小约为 300x400 像素。 + +Pascal **视觉对象类**( **VOC** )挑战成立于 2005 年。每年组织到 2012 年,它为*图像提供了广泛的自然图像的著名基准数据集。 类别分类,对象检测,分割和操作分类*。 它是一个多样化的数据集,包含来自各种大小,姿势,方向,照明和遮挡的 flickr 的图像。 从 2005 年(仅四个类别:自行车,汽车,摩托车和人,火车/验证/测试:包含 5 个图像的 2578 个注释对象的 1578 张图像)到 2012 年(二十个类别,火车/验证数据具有 11,530 张图片,包含 27,450 个 ROI 注释对象和 6,929 个细分)。 + +重大变化来自 PASCAL(VOC)2007 挑战赛,当时班级的数量从 4 个增加到 20 个,并且此后一直固定。 分类任务的评估指标已更改为平均精度。 仅在 VOC 2007 挑战赛之前提供测试数据的注释。 + +随着更复杂的分类方法的出现,前面的数据集是不够的,以下几节中介绍的 ImageNet 数据集和 CIFAR 数据集成为分类测试的新标准。 + +# 影像网 + +ImageNet 数据集由 Alex Berg(哥伦比亚大学),Jia Deng(普林斯顿大学)和 Lii-Fei Li(斯坦福大学)在 2010 年共同创建,旨在进行大规模视觉识别的测试比赛, *PASCAL 可视对象类挑战*,2010 年。数据集是代表 WordNet 内容的图像的集合。 WordNet 是英语的词汇数据库。 它以分层结构将英语单词分成称为**同义词集**的同义词集。 以下屏幕截图显示了名词的 WordNet 结构。 括号中的数字是子树中的同义词集的数量。 + +![](img/f6aecc46-d9e7-4334-8bb2-f26ac43a6fea.png) + +图像分类算法的发展几乎解决了现有数据集上的分类难题,因此需要一个新的数据集,以实现大规模图像分类。 这更接近现实情况,在这种情况下,我们希望机器描述模拟人的能力的任意图像的内容。 与上一代产品的分类数量在 100 年代相比,ImageNet 提供了超过 1000 万个高质量图像,覆盖了 10,000 多个类。 这些类别中的许多类别是相互关联的,这使分类任务更具挑战性,例如,区分许多品种的狗。 由于数据集非常庞大,因此很难使用其中存在的所有类别对每个图像进行注释,因此按照惯例,每个图像仅被标记为一个类别。 + +自 2010 年以来,一年一度的 ImageNet 大规模视觉识别挑战赛(ILSVRC)挑战集中于图像分类,单对象定位和检测。 对象分类挑战的数据包括 120 万张图像(来自 1000 个类别/同义词),训练数据,50,000 张验证数据图像和 100,000 张测试数据图像。 + +在分类挑战中,用于评估算法的主要指标是前 5 位错误率。 该算法允许给出五个预测类别,并且如果至少一个预测类别与地面真相标签匹配,则不会受到惩罚。 + +正式地,如果我们让![](img/98d6f30f-1c72-4cec-92cf-f6ccd95c271d.png)为图像,让![](img/3c40eb89-0f79-41d8-8b51-dcbb7b3bbe2a.png)为地面真相标签。 然后,我们有了预测的标签![](img/55a0bddf-7126-4132-b169-819ad4a62bdd.png),其中至少一个等于![](img/537d3e8a-b1b3-4d82-97d5-3404bd605635.png)才能将其视为成功的预测。 考虑预测误差如下: + +![](img/6436a6ce-fd4b-463c-b195-3c34040e17df.png) + +那么,算法的最终错误就是测试图像上出错的比例,如下所示: + +![](img/bd6af112-f4ec-4983-96cf-5b293eeb3e44.png) + +Imagenet 是近年来深度学习蓬勃发展的主要原因之一。 在深度学习开始流行之前,ILSVRC 的前五位错误率大约为 28%,并且丝毫没有下降太多。 但是,在 2012 年,挑战赛的冠军 SuperVision 将前 5 名的分类错误降低到了 16.4%。 团队模型(现在称为 AlexNet)是一个深度卷积神经网络。 这项巨大的胜利唤醒了人们使用 CNN 的力量,它成为许多现代 CNN 体系结构的垫脚石。 + +在接下来的几年中,CNN 模型继续占主导地位,前 5 个错误率持续下降。 2014 年冠军 GoogLeNet 将错误率降低到 6.7%,而 ResNet 在 2015 年将错误率再次降低了一半,降至 3.57%。 此后,2017 年的赢家“ WMW 挤压和激励网络”产生了 2.25%的误差,出现了较小的改进。 + +# CIFAR + +CIFAR-10 和 CIFAR-100 数据集是 Alex Krizhevsky,Vinod Nair 和 Geoffrey Hinton 收集的小型(与现代标准相比)图像数据集。 这些数据集被研究界广泛用于图像分类任务。 它们被认为具有挑战性,因为图像质量非常低并且图像中的对象有时是部分可见的。 同时,由于图像较小,因此数据集很方便,因此研究人员可以快速在它们上产生结果。 CIFAR-100 增加了挑战,因为每个类别的图像数量很少,并且类别的数量也很大。 CIFAR10 和 CIFAR100 数据集每个包含 60,000 张图像。 两个数据集中的图像均为 32x32x3 RGB 彩色图像。 + +在 CIFAR-10 中,有 10 个类别,每个类别有 6,000 张图像。 数据集分为 50,000 个训练图像和 10,000 个测试图像。 以下是 CIFAR-10 数据集的类列表和每个类的一些随机图像,因此您可以看到其外观: + +![](img/ebce31e0-9bce-4667-971c-53b650f46389.jpg) + +CIFAR-100 具有 100 个类别,每个类别 600 张图像。 这 100 个类别分为 20 个超类。 每个图像都有一个**精细**标签(它属于的类)和一个**粗糙**标签(它属于的超类)。 CIFAR-100 中的类和超类的列表可在 [https://www.cs.toronto.edu/~kriz/cifar.html](https://www.cs.toronto.edu/~kriz/cifar.html) 中找到。 将类别的数量从粗糙(20)增加到精细(100)有助于最大程度地提高类别间的可变性。 这意味着我们希望模型考虑图像中两个看起来相似的对象属于不同的类。 例如,一张床和一张沙发看起来相似但不完全相同,将它们放在单独的类中将确保它们与受训模型看起来不同。 + +CIFAR 的算法评估过程与 ImageNet 中的相同。 据 Saining Xie 等人报道,CIFAR-10 的报告最好的 top-1 误差为 3.58%,而 CIFAR-100 的误差为 17.31%。 深入神经网络的*聚合残差转换中,他们介绍了新颖的 ResNeXt 体系结构。 可以在[中找到有关在 CIFAR-10 和 CIFAR-100](http://rodrigob.github.io/are_we_there_yet/build/classification_datasets_results.html)* 上使用*深度学习结果进行图像分类的最新技术 http://rodrigob.github.io/are_we_there_yet/ build / classification_datasets_results.html 和 [https://github.com/RedditSota/state-of-the-art-result-for-machine-learning-problems](https://github.com/RedditSota/state-of-the-art-result-for-machine-learning-problems) 。* + +# 加载 CIFAR + +可以从前面提到的 Python,Matlab 和二进制版本的官方网站下载数据集。 有多种加载和读取这些数据集的方法。 实际上,在我们的 TensorFlow 实现中,我们使用 Keras 库( [https://keras.io/](https://keras.io/datasets/) )加载它,该库现在是`tf.keras`模块中 TensorFlow 的一部分。 在这里,我们提供了一些示例代码来加载 CIFAR-10 数据集,但是 CIFAR-100 数据集的加载方式几乎相同: + +```py +import tensorflow as tf + +from tf.keras.datasets import cifar10 + +(x_train, y_train), (x_test, y_test) = cifar10.load_data() + +print('x_train shape:',x_train.shape) + +print('y_train shape:',y_train.shape) + +print('x_test shape:',x_test.shape) + +print('y_test shape:',y_test.shape) + +print('x_train.shape[0]:',training samples) + +print('x_test.shape[0]:',test samples) + +# Convert class vectors to binary class matrices + +y_train = tf.keras.utils.to_categorical(y_train,10) + +y_test = tf.keras.utils.to_categorical(y_test,10) +``` + +此代码返回两个元组: + +```py +x_train, x_test: uint8 array of RGB image data with shape (num_samples, 3, 32, 32) +y_train, y_test: uint8 array of category labels (integers in range 0-9) with shape (num_samples,) +``` + +前面代码的打印语句的输出如下: + +```py +x_train shape:(50000,32,32,3 + +y_train shape:(50000,1) + +x_test shape:(10000,32,32,3) + +y_test shape:(10000,1) +``` + +同样,使用以下命令加载 CIFAR-100 数据集: + +```py +from tf.keras.datasets import cifar100 + + (x_train, y_train), (x_test, y_test) = cifar100.load_data(label_mode='fine') +``` + +# 使用 TensorFlow 进行图像分类 + +在本节中,我们将向您展示如何实现相对简单的 CNN 架构。 我们还将研究如何训练它对 CIFAR-10 数据集进行分类。 + +首先导入所有必需的库: + +```py +import fire +import numpy as np +import os +import tensorflow as tf +from tf.keras.datasets import cifar10 +``` + +我们将定义一个将实现训练过程的 Python 类。 类名是`Train`,它实现两种方法:`build_graph`和`train`。 当执行主程序时,将触发`train`功能: + +```py +class Train: + + __x_ = [] + __y_ = [] + __logits = [] + __loss = [] + __train_step = [] + __merged_summary_op = [] + __saver = [] + __session = [] + __writer = [] + __is_training = [] + __loss_val = [] + __train_summary = [] + __val_summary = [] + + def __init__(self): + pass + + def build_graph(self): + + [...] + + def train(self, save_dir='./save', batch_size=500): + +[...] + +if __name__ == '__main__': + + cnn= Train() + + cnn.train +``` + +# 建立 CNN 图 + +让我们通过`build_graph`函数进行详细介绍,该函数包含网络定义,损失函数和所使用的优化器。 首先,我们通过为输入定义占位符来启动函数。 我们将使用两个占位符在图表中提供数据和标签:`__x_`和`__y_`。 占位符`__x_`将保存我们输入的 RGB 图像,而占位符`__y_` 存储一个对应类别的热门标签。 在定义占位符形状的 *N* 部分时,我们使用`None`,因为这告诉 TensorFlow 该值可以是任何值,并且在执行图形时将提供该值: + +```py +def build_graph(self): + self.__x_ = tf.placeholder("float", shape=[None, 32, 32, 3], name='X') + + self.__y_ = tf.placeholder("int32", shape=[None, 10], name='Y') + + self.__is_training = tf.placeholder(tf.bool) +``` + +然后,我们将在`name_scope`模型中定义我们的网络。 `Name_scope`返回定义 TensorFlow 操作时使用的上下文管理器。 该上下文管理器验证变量是否来自同一图,将该图设为默认图,并在该图中推送名称范围。 + +对于此模型,我们将构建一个具有三个卷积层,三个池化层和两个完全连接层的简单 CNN。 我们使用`tf.layers` API 来构建 CNN 层。 `tf.reshape`函数将张量从最后一个池化层重塑为一维张量,以匹配密集层期望接收的量。 最后一层的输出分配给`self.__logits`,它是将作为输入传递到我们的损失函数的张量: + +```py + with tf.name_scope("model") as scope: + + conv1 = tf.layers.conv2d(inputs=self.__x_, filters=64, kernel_size=[5, 5], + + padding="same", activation=tf.nn.relu) + + pool1 = tf.layers.max_pooling2d(inputs=conv1, pool_size=[2, 2], strides=2) + + conv2 = tf.layers.conv2d(inputs=pool1, filters=64, kernel_size=[5, 5], + + padding="same", activation=tf.nn.relu) + + pool2 = tf.layers.max_pooling2d(inputs=conv2, pool_size=[2, 2], strides=2) + + conv3 = tf.layers.conv2d(inputs=pool2, filters=32, kernel_size=[5, 5], + + padding="same", activation=tf.nn.relu) + + pool3 = tf.layers.max_pooling2d(inputs=conv3, pool_size=[2, 2], strides=2) + + pool3_flat = tf.reshape(pool3, [-1, 4 * 4 * 32]) + + # FC layers + + FC1 = tf.layers.dense(inputs=pool3_flat, units=128, activation=tf.nn.relu) + + FC2 = tf.layers.dense(inputs=FC1, units=64, activation=tf.nn.relu) + + self.__logits = tf.layers.dense(inputs=FC2, units=10) +``` + +下一步是在名称范围`loss_func`中定义损失函数。 此处使用的损失函数是 softmax 交叉熵,如前所述,我们使用`tf.reduce_mean`对整个批次的损失进行平均。 我们创建变量来保存训练`loss __loss`和验证损失`__loss_val`,并将这些标量添加到 TensorFlow 摘要数据中,以便稍后在 TensorBoard 中显示: + +```py + with tf.name_scope("loss_func") as scope: + + self.__loss = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=self.__logits, + + labels=self.__y_)) + + self.__loss_val = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=self.__logits, + + labels=self.__y_)) + + # Add loss to tensorboard + + self.__train_summary = tf.summary.scalar("loss_train", self.__loss) + + self.__val_summary = tf.summary.scalar("loss_val", self.__loss_val) +``` + +定义模型和损失函数后,我们需要指定将用于最小化损失的优化函数。 我们在这里选择的优化函数是 Adam 优化器,它在名称范围*优化器*中定义。 + +# 学习率安排 + +在上一章中,我们简要提到了在训练过程中保持恒定的学习率可能会出现的问题。 随着我们模型的开始学习,我们的初始学习率很可能会变得太大而无法继续学习。 梯度下降更新将开始超出或绕过我们的最小值; 结果,损失函数的值不会降低。 为了解决这个问题,我们可以不时降低学习率的值。 这个过程称为学习率调度,有几种流行的方法。 + +第一种方法是在训练过程中的固定时间步长(例如,当训练完成 33%和 66%时)降低学习率。 通常,当达到这些设置时间时,您会将学习率降低 10 倍。 + +第二种方法涉及根据时间步长的指数或二次函数降低学习率。 可以执行此操作的函数的示例如下: + +```py +decayed_learning_rate = learning_rate * decay_rate ^ (global_step / decay_steps) +``` + +通过使用这种方法,学习率会随着训练时间的推移而平稳降低。 + +最后一种方法是使用我们的验证集,并查看验证集上的当前准确性。 在验证准确性不断提高的同时,我们对学习率无能为力。 一旦验证准确性停止增加,我们就将学习率降低某种程度。 重复此过程,直到训练结束。 + +所有方法都可以产生良好的结果,当您进行培训以查看哪种方法更适合您时,可能值得尝试所有这些不同的方法。 对于此特定模型,我们将使用第二种方法,即学习速率呈指数衰减。 我们使用 TensorFlow 操作`tf.train.exponential_decay`来执行此操作,该操作遵循前面显示的公式。 作为输入,它采用当前的学习率,全局步长,衰减之前的步数和衰减率。 + +在每次迭代中,当前的学习速率都会提供给我们的 Adam Optimizer,后者使用`minimize`函数,该函数使用梯度下降来使损失最小化并将`global_step`变量增加 1。 最后,在训练期间,将`learning_rate`和`global_step`添加到摘要数据以在 TensorBoard 上显示: + +```py + with tf.name_scope("optimizer") as scope: + global_step = tf.Variable(0, trainable=False) + + starter_learning_rate = 1e-3 + + # decay every 10000 steps with a base of 0.96 function + learning_rate = tf.train.exponential_decay(starter_learning_rate, global_step, + 1000, 0.9, staircase=True) + + self.__train_step = tf.train.AdamOptimizer(learning_rate).minimize(self.__loss, + global_step=global_step) + + tf.summary.scalar("learning_rate", learning_rate) + tf.summary.scalar("global_step", global_step) +``` + +尽管 Adam 优化器会自动为我们调整和降低学习率,但我们仍然发现,采用某种形式的学习率调度也可以改善结果。 + +一旦定义了图的所有组件,就将图中收集的所有摘要合并到`__merged_summary_op`中,并通过`tf.global_variables_initializer()`初始化图的所有变量。 + +自然,在训练模型时,我们希望将网络权重存储为二进制文件,以便我们可以将其加载回去以执行正向传播。 TensorFlow 中的那些二进制文件称为检查点,它们将变量名称映射到张量值。 要在检查点之间保存和还原变量,我们使用`Saver`类。 为避免填满磁盘,保护程序会自动管理检查点文件。 例如,他们每训练一次 *N* 小时,就只能保留 *N* 个最新文件或一个检查点。 在我们的例子中,我们将`max_to_keep`设置为`None`,这意味着将保留所有检查点文件: + +```py + # Merge op for tensorboard + self.__merged_summary_op = tf.summary.merge_all() + + # Build graph + init = tf.global_variables_initializer() + + # Saver for checkpoints + self.__saver = tf.train.Saver(max_to_keep=None) +``` + +另外,我们可以指定`tf.GPUOptions`要使用的 GPU 内存比例。 对象会话封装了执行 op 和评估张量的环境。 创建`FileWriter`对象以将摘要和事件存储到文件后,`__session.run(init)`方法运行 TensorFlow 计算的一个步骤,方法是运行必要的图形片段以执行每个操作并评估在 init 中初始化的每个张量作为部分 图的: + +```py + # Avoid allocating the whole memory + + gpu_options = tf.GPUOptions(per_process_gpu_memory_fraction=0.6) + + self.__session = tf.Session(config=tf.ConfigProto(gpu_options=gpu_options)) + + # Configure summary to output at given directory + + self.__writer = tf.summary.FileWriter("./logs/cifar10", self.__session.graph) + + self.__session.run(init) +``` + +# tf.data API 简介 + +在继续之前,我们将看一下 TensorFlow 处理数据输入到我们可能训练的任何模型的方式。 TensorFlow `tf.data` API 为我们提供了轻松构建复杂的输入管道可能需要的所有工具。 您可能通常会构建的一个管道将涉及加载原始训练数据,对其进行一些预处理,改组,然后将其分批准备进行训练。 `tf.data` API 使我们能够使用简单且可重复使用的代码段轻松地完成所有这些步骤。 + +您需要了解`tf.data` API 的两个主要组件。 首先是`tf.data.Dataset`; 这就是您的原始数据。 更具体地说,它包含一系列元素,其中每个元素包含一个或多个张量对象。 对于图像分类任务,一个元素将是一个训练示例,并且它将由两个张量组成-一个张量用于图像,一个张量用于其相应的标签。 + +第二个成分是`tf.data.Iterator`。 这些允许您从数据集中提取元素,并充当数据集和模型代码之间的连接。 TensorFlow 中有几种不同类型的迭代器,它们都有不同的用途,涉及不同的使用难度。 + +创建数据集可以通过两种方式完成。 第一种方法是通过创建数据源。 一个简单的例子是使用`tf.data.Dataset.from_tensor_slices()`,它将根据一个或多个 Tensor 对象的切片创建一个数据集。 产生数据集的另一种方法是在现有数据集上使用数据集转换。 这样做将返回合并了所应用转换的新数据集。 重要的是要了解所有输入管道必须以数据源开头。 一旦有了`Dataset`对象,通常对它应用所有链接在一起的多个转换。 + +目前,一些简单的转换示例包括`Dataset.batch()`和`Dataset.repeat()`,它们从`Dataset`对象返回一批具有指定大小的批次,当`Dataset`内容到达末尾时,它将继续重复该内容。 一种可以多次遍历数据集的简单方法(count 参数)。 + +现在我们已经建立了数据集,我们可以使用`tf.data.Iterators`进行迭代并从中提取元素。 同样,有几种不同的迭代器可供使用,但是我们将使用的最简单的迭代器是一发迭代器。 该迭代器仅支持一次浏览数据集,但是设置非常简单。 我们通过在数据集上调用`make_one_shot_iterator()`方法并将结果分配给变量来创建它。 然后,我们可以在创建的迭代器上调用`get_next()`,并将其分配给另一个变量。 + +现在,无论何时在会话中运行此操作,我们都将遍历数据集一次,并将提​​取一个新批次以使用: + +```py + def train(self, save_dir='./save', batch_size=500): + + # Use keras to load the complete cifar dataset on memory (Not scalable) + + (x_train, y_train), (x_test, y_test) = cifar10.load_data() + + # Convert class vectors to binary class matrices. + + y_train = tf.keras.utils.to_categorical(y_train, 10) + + y_test = tf.keras.utils.to_categorical(y_test, 10) + + # Using Tensorflow data Api to handle batches + + dataset_train = tf.data.Dataset.from_tensor_slices((x_train, y_train)) + + dataset_train = dataset_train.shuffle(buffer_size=10000) + + dataset_train = dataset_train.repeat() + + dataset_train = dataset_train.batch(batch_size) + + dataset_test = tf.data.Dataset.from_tensor_slices((x_test, y_test)) + + dataset_test = dataset_test.repeat() + + dataset_test = dataset_test.batch(batch_size) + + # Create an iterator + + iter_train = dataset_train.make_one_shot_iterator() + + iter_train_op = iter_train.get_next() + + iter_test = dataset_test.make_one_shot_iterator() +``` + +```py + iter_test_op = iter_test.get_next() + + # Build model graph + + self.build_graph() +``` + +# 主要训练循环 + +一旦检索到数据并构建了图形,就可以开始我们的主要训练循环,该循环将继续进行 20,000 多次迭代。 在每次迭代中,都使用 CPU 设备获取一批训练数据,并调用`AdamOptimizer`对象的`__train_step.run`方法向前运行一次,向后运行一次。 每进行 100 次迭代,我们就会对当前的培训和测试批次进行一次前向传递,以收集培训和验证损失以及其他汇总数据。 然后,`FileWriter`对象的`add_summary`方法将提供的 TensorFlow 摘要:`summary_1`和`summary_2`包装在事件协议缓冲区中,并将其添加到事件文件中: + +```py + # Train Loop + for i in range(20000): + + batch_train = self.__session.run([iter_train_op]) + batch_x_train, batch_y_train = batch_train[0] + + # Print loss from time to time + if i % 100 == 0: + + batch_test = self.__session.run([iter_test_op]) + batch_x_test, batch_y_test = batch_test[0] + + loss_train, summary_1 = self.__session.run([self.__loss, self.__merged_summary_op], + + feed_dict={self.__x_: batch_x_train, + + self.__y_: batch_y_train, self.__is_training: True}) + + loss_val, summary_2 = self.__session.run([self.__loss_val, self.__val_summary], + + feed_dict={self.__x_: batch_x_test, + + self.__y_: batch_y_test, self.__is_training: False}) + + print("Loss Train: {0} Loss Val: {1}".format(loss_train, loss_val)) + + # Write to tensorboard summary + self.__writer.add_summary(summary_1, i) + self.__writer.add_summary(summary_2, i) + + # Execute train op + self.__train_step.run(session=self.__session, feed_dict={ + self.__x_: batch_x_train, self.__y_: batch_y_train, self.__is_training: True}) + +``` + +训练循环结束后,我们将最终模型存储在带有`op __saver.save`的检查点文件中: + +```py + # Save model + if not os.path.exists(save_dir): + os.makedirs(save_dir) + + checkpoint_path = os.path.join(save_dir, "model") + filename = self.__saver.save(self.__session, checkpoint_path) + print("Model saved in file: %s" % filename) +``` + +# 模型初始化 + +随着我们向模型中添加越来越多的图层,使用反向传播训练它们的难度越来越大。 通过模型传递回去以更新权重的误差值随着我们的深入而变得越来越小。 这被称为消失梯度问题。 + +因此,在开始训练模型之前,需要注意的重要一件事是将权重初始化为什么值。 错误的初始化会使模型收敛非常慢,或者甚至根本不会收敛。 + +尽管我们不确切知道训练后我们的权重最终会变成什么样的值,但我们可以合理地预期,其中的一半将为正值,而另一半将为负值。 + +# 不要用零初始化所有权重 + +现在,我们可能倾向于认为将所有权重设置为零将实现最大的对称性。 但是,这实际上是一个非常糟糕的主意,并且我们的模型永远不会学到任何东西。 这是因为当您进行前向通过时,每个神经元都会产生相同的结果。 因此,在反向传播步骤中,所有权重将以相同的方式更新。 这意味着模型永远无法学习丰富的功能,因此请不要像这样初始化。 + +# 用平均零分布初始化 + +一个更好的主意是使用所有以零为中心的较小随机值初始化权重。 为此,我们可以使用均值为零和单位方差为零的正态分布的随机值,然后将其按某个较小的值进行缩放,例如 0.01。 + +这样做会破坏权重的对称性,因为它们都是随机且唯一的,这是一件好事。 计算向前和向后通过时,我们的模型神经元现在将以不同的方式进行更新。 这将使他们有机会学习许多不同的功能,这些功能将作为大型神经网络的一部分协同工作。 + +然后唯一需要担心的是我们设定的体重值有多小。 如果设置得太小,反向传播更新也将非常小,这可能会在更深层的网络中消失梯度问题。 + +下图显示了权重的要求之一(零均值): + +![](img/e9dac409-e1b4-426d-a79c-ef52073c047c.png) + +# Xavier-Bengio 和初始化器 + +*在了解训练深度前馈神经网络*的难度时,Xavier Glorot 和 Yoshua Bengio 表明,如果从均匀分布![](img/5a4de500-3124-48fe-95cc-3334edf40879.png)初始化每一层的权重,其中![](img/52111d38-7c16-45b3-98e6-8be01332fad5.png)是大小 在上一层中,对于乙状结肠激活函数,顶层(更靠近输出)的神经元迅速饱和为 0。我们知道,由于乙状结肠函数的形式,激活值 0 表示权重非常大,并且 反向传播的梯度接近零。 较小的梯度值会减慢学习过程,因为早期图层中的权重停止更新或停止学习。 + +因此,我们想要的是使权重在最初确定的时间间隔内均匀分布,也就是说,权重的方差应该在我们从底层移动到顶层时保持不变。 这将使错误平稳地流到顶层,从而使网络在训练期间收敛更快。 + +为了实现这一点,Glorot 和 Bengio 证明了对于单位导数为 0 的对称激活函数 f,每一层的权重方差必须如下:![](img/dc439c6f-2535-4f33-9412-d579615c20bb.png) + +在此,![](img/51a6011e-63da-404f-9e0e-675dd447cab4.png)是到所讨论的层的单元数,![](img/0c0533e4-5f13-4662-a3f6-1aa67b730048.png)是在下一层的单元数。 这意味着权重必须从以下均匀分布中采样: + +![](img/b802c1b0-4ed0-4d2f-87c4-57fd4027e470.png) + +我们还可以从零均值和前面的方差的正态分布中采样权重。 对于 ReLu 激活功能,He 等人证明了这一点。 方差应该改为![](img/f093a9d2-6556-437c-b66d-541edccd858f.png)。 + +因此,作者使用零均值高斯分布初始化其权重,其标准偏差(std)为![](img/54a6c0be-d7b4-4bc7-a075-16da0f29d2f0.png)。 然后将该初始化称为 He 初始化。 + +默认情况下,TensorFlow 的大部分`tf.layers`都使用 Glorot(xavier)初始化程序,但是我们可以覆盖它并指定我们自己的初始化。 在这里,我们展示了一个如何覆盖`conv2d`层的默认初始化器的示例: + +```py +conv1 = tf.layers.conv2d(inputs=self.__x_, filters=64, kernel_size=[5, 5], + + padding="same", activation=None, + +kernel_initializer=tf.truncated_normal_initializer(stddev=0.01), + +bias_initializer=tf.zeros_initializer()) +``` + +# 通过规范化来提高概括性 + +到目前为止,在本章中,我们已经看到了如何使用 TensorFlow 训练卷积神经网络来完成图像分类任务。 训练完模型后,我们将其遍历测试集,并从一开始就将其存储起来,以查看其在从未见过的数据上的性能如何。 在测试集上评估模型的过程向我们表明了在部署模型时模型将泛化的程度。 能够很好地概括的模型显然是理想的属性,因为它可以在许多情况下使用。 + +我们使用的 CNN 架构是可以提高模型泛化能力的方法之一。 要记住的一种简单技术是从设计模型开始就尽可能简单地使用很少的图层或滤镜。 由于非常小的模型很可能无法适应您的数据,因此您可以慢慢增加复杂性,直到不再发生适应不足的情况为止。 如果您以这种方式设计模型,则将限制过拟合的可能性,因为您不允许自己拥有的模型对于数据集而言过大。 + +但是,在本节中,我们将探索我们可以做的其他一些事情,以建立更好的机器学习模型,以及如何将它们纳入我们的培训过程中。 以下方法旨在防止过度拟合,并通过这样做,有助于创建更强大的模型,并能更好地进行泛化。 防止模型过度拟合的过程称为**正则化**。 + +另一个可能也会发生并且看起来与过度拟合非常相似的问题是,如果您的训练数据集没有捕获您想要分类的所有事物。 例如,如果您正在训练狗分类器,但是您的训练图像仅包含贵宾犬的图像。 如果要在 Labradors 上测试此训练有素的分类器,则可能无法分类。 这种数据不平衡是一个单独的问题,将在后面的章节中解决。 + +# L2 和 L1 正则化 + +创建更强大模型的第一种方法是使用 L1 或 L2 正则化。 到目前为止,这些是最常见的正则化方法。 基本思想是在训练模型时,我们积极尝试使用这些权重的 L1 或 L2 范数对模型权重的值施加一些约束。 + +为此,我们在使用的任何损失函数中增加了一个额外的项。 对于 L1 正则化,我们添加的术语是![](img/c268cf6e-ae76-4959-97fa-cc3cec5a6481.png),对于 L2 正则化,我们添加的术语是![](img/ed95b274-32f1-4c6a-80fc-3843d1c55f48.png)。 在前面的术语中,![](img/1104730d-78f3-469a-bc47-be1042611784.png)是我们网络中的所有权重,![](img/325652fe-77e5-434c-ae47-8c4d05c6daa0.png)是称为**正则化强度**的超参数。 通过添加该术语,我们可以防止权重值变得太大。 + +因此,用于[L1 正则化]的[第 1 章](../Text/1.xhtml),*设置和 TensorFlow 简介*的 SVM 丢失函数,即![](img/cfe9a672-085c-42e6-a838-2f8620ea6afb.png)变为: + +![](img/77172207-ce67-4347-b51e-bf6565a195fd.png) + +在这里,我们添加了对网络所有权重求和的正则化项。 此处,![](img/79c3facc-6820-4331-81de-13ffd441a44e.png)是层索引,![](img/a768718b-3d2d-4584-825b-4b7007032c3b.png)是每一层的权重矩阵的索引。 L2 正则化的表达式看起来类似。 + +对于 L1 正则化,此额外项鼓励权重向量变得稀疏,这意味着许多权重值变为零。 结果,该模型变得不受噪声输入的影响,因为权重向量将仅使用重要输入的子集,这有助于避免过度拟合。 + +对于 L2 正则化,除了保持权重之和较低之外,这个额外的项还强制权重值均匀分布在权重向量上,以便模型稍微使用所有权重,而不是大量使用权重。 由于输入和权重之间的乘法交互作用,从直觉上讲,这是一个理想的属性,可帮助模型避免过度拟合。 L2 正则化有时也称为权重衰减; 这是因为在训练期间,您的所有权重都会因该项(L2 正则化项的导数)而线性减少或“衰减”。 + +请注意,在正则化期间我们不包括偏差项,而仅包括权重。 这是因为偏差项并不会真正影响模型的过拟合,因为它们以累加的方式影响输出,只是向上或向下移动而不是改变函数的形状。 包含它们没有害处,但是也没有好处,因此包含它们没有意义。 + +在下图中,您可能会注意到增加正则强度 lambda 会减少过度拟合。 高正则化项意味着网络变得接近线性,并且无法塑造复杂的决策边界。 + +![](img/4d15337d-40dd-44ad-8e45-39df3674a015.png) + +我们可以通过获取所有权重并对每个权重应用 l2 范数,然后将它们全部加在一起来手动实现 L2 / L1 正则化,但是这对于大型模型来说很快就变得很乏味。 幸运的是,如果我们使用`tf.layers`,那么 TensorFlow 中有一种更简单的方法。 首先,我们设置了正则化器,如下所示: + +```py +l2_reg = tf.contrib.layers.l2_regularizer(scale=0.001) +``` + +scale 参数是我们通常需要通过交叉验证找到并设置自己的 lambda。 如果将其设置为 0,则不会进行任何正则化。 现在,当我们创建任何图层时,我们会将正则化函数作为参数传递。 TensorFlow 将进行计算以获取我们需要添加到损失函数中的所有正则化项: + +```py +# Example of adding passing regularizer to a conv layer. + reg_conv_layer = tf.layers.conv2d( inputs, filters, kernel_size, kernel_regularizer=l2_reg) +``` + +要添加我们的正则化术语,我们首先需要将它们全部收集起来。 幸运的是,TensorFlow 会自动为我们将所有正则化术语放到一个集合中,以便我们可以轻松访问它们。 TensorFlow 在`tf.GraphKeys`内存储一些与您创建的图相关的重要集合,例如可训练变量,汇总和正则化损失。 我们可以使用`tf.get_collection()`访问这些集合,并提供要获取的集合的名称。 例如,为了得到正则化损失,我们将编写以下内容: + +```py +reg_losses = tf.get_collection(tf.GraphKeys.REGULARIZATION_LOSSES) +``` + +这将返回一个列表,其中包含此集合中存储的所有张量。 + +您也可以使用`tf.get_collection(key='my_collection')`创建自己的集合,然后使用`tf.add_to_collection(name='my_collection', value=some_variable_to_add)`向其中添加变量。 如果使用提供的键已存在一个集合,则`tf.get_collection`将返回该集合而不是创建它。 + +现在我们有了正则化损失项,我们可以像这样将它们添加到我们通常的训练损失中,然后优化组合损失: + +```py +train_loss=[...] # Training loss + +combined_loss = tf.n_add(train_loss, reg_losses) +``` + +# 退出 + +我们将要讨论的另一种用于正则化的技术是一种称为 Dropout 的东西。 辍学是由 G.E. Hinton 于 2012 年提出的,它是一种简单的正则化方法,可带来很好的效果。 辍学背后的想法是,在每次训练迭代中,一层中的所有神经元都可以以随机概率(通常为 50%)打开和关闭。 + +这种打开和关闭迫使网络学习与往常相同的概念,但是要通过多个不同的路径。 训练后,所有神经元都保持打开状态,这些路径的行为就像是多个网络的集合,用于平均最终结果,从而提高了泛化能力。 它迫使权重分布在整个网络中,并且像正则化一样将权重保持在较低水平。 + +理解这个概念的另一种方法是建立一个由多个人共享相似知识的团队。 他们每个人都会对如何解决特定问题有自己的想法,这些经验的结合提供了解决问题的更好方法: + +![](img/cce137ca-2838-44ac-b275-7e83d01a5ddb.png) + +在下图中,我们显示了模型测试错误。 显然,通过辍学,测试集上的错误会减少。 请记住,与所有正则化一样,与不使用正则化相比,使用辍学会使您的训练损失增加,但是到最后,我们只对模型测试错误率降低(泛化)感兴趣: + +![](img/eef8f1a2-e6e1-40aa-9c0e-8ef692a60665.png) + +通常,辍学仅适用于完全连接的层,但也可以适用于卷积/池化层。 如果这样做,则将使用较低的 *p* (掉线的可能性),接近 0.2。 同样,您将辍学层放置在激活层之后。 + +要在 TensorFlow 模型中使用 dropout,我们在希望将 dropout 应用到的输入层上调用`tf.layers.dropout()`。 我们还必须指定我们要使用的辍学率,更重要的是,使用布尔值让 TensorFlow 知道我们的模型是否在训练中。 请记住,当我们在测试时使用模型时,我们会关闭辍学,而这个布尔值将为我们做到这一点。 因此,带有辍学的代码将如下所示: + +```py +# Fully connected layer (in tf contrib folder for now) + +fc1 = tf.layers.dense(fc1, 1024) + +# Apply Dropout (if is_training is False, dropout is not applied) + +fc1 = tf.layers.dropout(fc1, rate=dropout, training=is_training) +``` + +# 批处理规范层 + +之前,我们已经完成了权重的初始化工作,以使梯度下降优化器的工作更加轻松。 但是,好处仅在培训的早期阶段才能看到,并不能保证在后期阶段有所改善。 那就是我们转向另一个称为批处理规范层的伟大发明的地方。 在 CNN 模型中使用批处理规范层产生的效果与[第 2 章](../Text/2.xhtml),*深度学习和卷积神经网络*中看到的输入标准化大致相同。 现在唯一的区别是,这将在模型中所有卷积层和完全连接层的输出处发生。 + +批处理规范层通常将附加到每个完全连接或卷积层的末端,但是在激活功能之前,它将对层输出进行规范化,如下图所示。 它通过获取图层输出(一批激活)并减去批次平均值并除以批次标准偏差来执行此操作,因此图层输出具有零均值和单位标准偏差。 请注意,在激活函数之前或之后放置 batchnorm 是一个引起激烈争论的话题,但是两者都应该起作用。 + +![](img/3e1365ac-328e-48f0-8077-920bb837324e.png) + +进行此标准化之后,批处理规范层还具有两个可学习的参数,这些参数将按比例缩放标准化的激活并将其转移到模型认为最有助于其学习的内容。 整个过程通过消除消失的梯度问题来帮助训练。 反过来,这又允许模型在训练时使用更高的学习率,因此可以减少迭代次数。 + +在训练过程中,记录平均值和标准偏差值的移动平均值。 然后在测试时使用这些值,而不是计算批次统计信息。 + +批处理规范层的一些优点如下: + +* 改善梯度流动,允许训练更深层的网络(解决消失的梯度问题) +* 允许更高的学习率,使培训更快 +* 减少对良好权重初始化的依赖(更简单的随机初始化) +* 给您的模型某种正则化效果 +* 使得可以使用饱和非线性,例如 S 型 + +对于更多的数学读者,可以在批处理规范论文“批处理规范化:通过减少内部协变量偏移来加速深层网络训练”中找到更为正式的定义,这是一篇写得很好的论文,易于理解和解释。 更详细的概念。 如果假设我们有一个仅具有完全连接的层的简单神经网络,则正如我们在[第 1 章](../Text/1.xhtml),*设置和 TensorFlow* 简介中所看到的,每一层的激活将是 ![](img/9d0ff275-b662-433d-b367-ac3ac9b46b54.png)表格。 + +假设![](img/c0d727f5-4add-40b7-95df-07d67752638f.png)是非线性的,例如 S 型或 ReLU,然后将批量归一化![](img/fb58ac38-9b3e-4f29-b02e-ee58df896884.png)直接应用于每个单元,例如: + +![](img/f6f795f4-9365-4b91-a0de-82a9af9f7fca.png) + +在这里,可以忽略偏差,因为它将通过均值减法消除。 如果我们的批次大小为![](img/c70951bb-1f7b-4c20-ab3c-0bc131baabde.png),则标准化激活![](img/9ea2becf-9055-4ac0-af74-61edb68ed2d2.png)的计算如下: + +![](img/56f97aa9-6ca0-4d54-b7ce-09718a1ec857.png) + +![](img/f154fc9b-a832-4df3-b832-a13f4d407993.png) + +![](img/6d1b8316-5196-494e-a9d4-f0c4362e4217.png) + +![](img/beb96e74-a946-4584-ae02-9f859031dc96.png) + +其中![](img/7efb4c88-3a90-42ce-9099-4f26eac1c76b.png)和![](img/8adf7c5a-5001-4ad1-9cf6-f9e470d6a2b7.png)是可学习的参数,它们将缩放并移动您的标准化激活。 网络可以使用这些参数来决定是否需要标准化以及需要多少标准化。 这是正确的,因为如果我们设置![](img/53c19172-7f05-423d-ad0a-ad31b5197e5b.png)和![](img/4fc9cbe4-89e5-4b0a-9e8e-c5751d18dc5e.png),则设置![](img/f646cc18-2504-47fd-9a31-90b5aeaaf880.png)。 + +最后,这是一个如何在本章开始的分类示例代码中使用批处理规范层的示例。 在这种情况下,我们将 batchnorm 层放在卷积层之后和激活函数之前: + +```py +conv3 = tf.layers.conv2d(inputs=pool2, filters=32, kernel_size=[5, 5],padding="same", activation=None) +conv3_bn = tf.layers.batch_normalization(inputs=conv3, axis=-1, momentum=0.9, epsilon=0.001, center=True,scale=True, training=self.__is_training, name='conv3_bn') +conv3_bn_relu = tf.nn.relu(conv3_bn) +pool3 = tf.layers.max_pooling2d(inputs=conv3_bn_relu, pool_size=[2, 2], strides=2) +``` + +# 摘要 + +在本章中,我们了解了 CNN 模型的构建方式,包括使用哪些损失函数。 我们研究了 CIFAR 和 Imagenet 数据集,并了解了如何训练 CNN 来对 CIFAR10 数据集进行分类。 为此,我们被引入了 TensorFlow 数据 API,这使加载和转换数据的任务变得更加容易。 最后,我们讨论了通过谈论初始化和正则化的不同方法来提高训练模型的质量的方法。 + +在下一章中,我们将解决更困难的对象检测,语义和实例分割任务。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/4.md b/docs/handson-cnn-tf/4.md new file mode 100644 index 00000000..b4f8151a --- /dev/null +++ b/docs/handson-cnn-tf/4.md @@ -0,0 +1,642 @@ +# 目标检测与分割 + +从上一章我们知道,当我们在输入图像中只有一个类的实例时,图像分类才真正处理这种情况。 即使那样,它也只能为我们提供粗略的输出,让我们知道图像中存在什么对象,但不知道它在哪里。 一个更有趣的情况是,当我们想查找一个类的所有实例,甚至多个不同的类在输入图像中的位置时。 + +为了解决这个更具挑战性的问题,需要进行对象检测和分割。 这些是计算机视觉领域,直到最近仍然非常具有挑战性。 然而,将卷积神经网络应用于这些问题近年来引起了很多关注,因此,在大多数情况下,现在可以考虑解决这些问题。 在本章中,我们将看到 CNN 如何很好地解决这些困难的任务。 + +下图显示了不同解决方案分段,本地化,检测和实例分段之间的区别: + +![](img/6fcfed2a-e8e5-4678-8b77-f062f301eb31.png) + +在开始讨论对象检测之前,我们需要了解另一个重要概念-本地化。 它是改善分类和启用检测的关键构建块。 我们将看到这三个概念彼此密切相关,这是因为我们从图像分类到具有定位的分类,最后是对象检测。 + +在本章中,我们将学习以下有趣的主题: + +* 图像分类与本地化 +* 物体检测 +* 语义分割 +* 实例细分 +* 如何构建卷积神经网络来执行所有这些任务 + +# 图像分类与本地化 + +在上一章学习了图像分类之后,我们现在知道对图像进行分类时,我们只是试图在该图像内输出对象的类标签。 通常,为了简化任务,图像中将只有一个对象。 + +展望未来,在许多情况下,我们也有兴趣在图像中找到对象的位置。 定位对象这一任务的名称称为 **localization** 。 在这种情况下,我们要产生的输出是围绕对象的盒子的坐标。 此框的名称是边界框或边界矩形。 关于定位的重要细节是,每个图像只能定位一个对象。 + +当我们建立一个负责预测类别标签以及感兴趣对象周围的边界框的模型时,称为带有局部化的**图像分类。** + +# 本地化为回归 + +可以使用与我们在[第 3 章](../Text/3.xhtml), *TensorFlow* 中的图像分类中了解的网络架构相似的网络架构来实现本地化。 + +除了预测类标签外,我们还将输出一个标志,指示对象的存在以及对象边界框的坐标。 边界框坐标通常是四个数字,分别代表左上角的 *x* 和 *y* 坐标,以及框的高度和宽度。 + +例如,在这种情况下,我们有两个类别(C1(汽车)和 C2(人))进行预测。 我们网络的输出如下所示: + +![](img/88cbda34-8fc1-42a5-8ad4-77f52816a8ea.png) + +该模型的工作原理如下: + +1. 我们将输入图像输入到 CNN。 +2. CNN 产生一个特征向量,该特征向量被馈送到三个不同的 FC 层。 这些不同的 FC 层(或负责人)中的每一个都将负责预测不同的事物:对象存在,对象位置或对象类。 +3. 训练中使用了三种不同的损耗:每个头部一个。 +4. 计算当前训练批次的比率,以权衡给定物体的存在对分类和位置损失的影响。 例如,如果批次中只有 10%的物体图像,那么这些损失将乘以 0.1。 + +提醒一下:输出数字(即 4 个边界框坐标)称为**回归**。 + +请注意,分类和回归之间的重要区别是分类时,我们获得离散/分类输出,而回归提供连续值作为输出。 我们在图中显示模型如下: + +![](img/6a08d3d3-b216-46bf-9d8a-6ca5e8c715ff.png) + +从图中可以清楚地看到三个完全连接的层,每个层都输出不同的损耗(状态,类和框)。 使用的损失是逻辑回归/对数损失,交叉熵/ softmax 损失和 Huber 损失。 胡贝尔损失是我们从未见过的损失。 这是用于回归的损失,是 L1 和 L2 损失的一种组合。 + +局部化的回归损失给出了图像中对象的地面真实边界框坐标与模型预测的边界框坐标之间的某种相似度度量。 我们在这里使用 Huber 损失,但是可以使用各种不同的损失函数,例如 L2,L1 或平滑 L1 损失。 + +分类损失和局部损失被合并并通过标量比加权。 此处的想法是,如果首先存在一个对象,则我们只对反向传播分类和边界框损失感兴趣。 + +此模型的完整损失公式如下: + +![](img/23f8f2a5-2aef-4ef5-a0ab-b25718aa8330.png) + +# TensorFlow 实施 + +现在,我们将介绍如何在 TensorFlow 中实现这种模型。 它与分类模型极为相似,不同之处在于,我们在末尾有多个输出层而不是只有一个,并且每个层都有自己的损失函数: + +```py +def build_graph(self): + self.__x_ = tf.placeholder("float", shape=[None, 240, 320, 3], name='X') + self.__y_box = tf.placeholder("float", shape=[None, 4], name='Y_box') + self.__y_obj = tf.placeholder("float", shape=[None, 1], name='Y_obj') + # Training flag for dropout in the fully connected layers + self.__is_training = tf.placeholder(tf.bool) + + with tf.name_scope("model") as scope: + conv1 = tf.layers.conv2d(inputs=self.__x_, filters=32, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + pool1 = tf.layers.max_pooling2d(inputs=conv1, pool_size=[2, 2], strides=2) + conv2 = tf.layers.conv2d(inputs=pool1, filters=64, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + pool2 = tf.layers.max_pooling2d(inputs=conv2, pool_size=[2, 2], strides=2) + conv3 = tf.layers.conv2d(inputs=pool2, filters=32, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + pool3 = tf.layers.max_pooling2d(inputs=conv3, pool_size=[2, 2], strides=2) + pool3_flat = tf.reshape(pool3, [-1, 40 * 30 * 32]) + + # 2 Head version (has object head, and bounding box) + self.__model_box = tf.layers.dense(inputs=pool3_flat, units=4) + self.__model_has_obj = tf.layers.dense(inputs=pool3_flat, units=1, activation=tf.nn.sigmoid) + + with tf.name_scope("loss_func") as scope: + loss_obj = tf.losses.log_loss(labels=self.__y_obj, predictions=self.__model_has_obj) + loss_bbox = tf.losses.huber_loss(labels=self.__y_box, predictions=self.__model_box) + # Get ratio of samples with objects + batch_size = tf.cast(tf.shape(self.__y_obj)[0], tf.float32) + num_objects_label = tf.cast(tf.count_nonzero(tf.cast(self.__y_obj > 0.0, tf.float32)), tf.float32) + ratio_has_objects = (num_objects_label * tf.constant(100.0)) / batch_size + # Loss function that has an "ignore" factor on the bbox loss when objects is not detected + self.__loss = loss_obj + (loss_bbox*ratio_has_objects) + # Add loss to tensorboard + tf.summary.scalar("loss", self.__loss) + tf.summary.scalar("loss_bbox", loss_bbox) + tf.summary.scalar("loss_obj", loss_obj) + + with tf.name_scope("optimizer") as scope: + self.__train_step = tf.train.AdamOptimizer(1e-4).minimize(self.__loss) + + # Merge op for tensorboard + self.__merged_summary_op = tf.summary.merge_all() + + # Build graph + init = tf.global_variables_initializer() + + # Saver for checkpoints + self.__saver = tf.train.Saver(max_to_keep=None) + + # Avoid allocating the whole memory + gpu_options = tf.GPUOptions(per_process_gpu_memory_fraction=0.6) + self.__session = tf.Session(config=tf.ConfigProto(gpu_options=gpu_options)) + # Configure summary to output at given directory + self.__writer = tf.summary.FileWriter("./logs/loc_logs", self.__session.graph) + self.__session.run(init) +``` + +# 本地化的其他应用 + +使用 CNN 在图像中输出兴趣点坐标的想法可以扩展到许多其他应用程序。 其中一些包括人体姿势估计( *DeepPose:通过深度神经网络进行人体姿势估计)*,如下所示: + +![](img/301f40a0-4a5d-4355-bcc2-118d1c180495.png) + +为训练图像中的对象定义了关键点/地标。 对于所有训练图像中的特定对象,这些关键点位置必须一致。 + +例如,在面部关键点检测中,比如说我们有兴趣定位眼睛,鼻子和嘴巴,我们必须在所有训练面部图像的眼睛,鼻子和嘴巴周围定义多个关键点。 然后,就像前面的图像一样,我们训练 CNN 以输出预测的关键点位置,然后对这些输出关键点坐标应用回归损失以训练 CNN。 在测试时,将输入图像馈入 CNN 以预测所有关键点位置。 下图显示了面部关键点检测: + +![](img/aba4ce64-8355-48f9-ac0f-d5273a05bb1c.png) + +# 对象检测作为分类–滑动窗口 + +对象检测与定位是一个不同的问题,因为我们可以在图像中包含数量可变的对象。 因此,如果我们将检测视为像定位一样简单的回归问题,处理可变数量的输出将变得非常棘手。 因此,我们将检测视为分类问题。 + +长期使用的一种非常常见的方法是使用滑动窗口进行对象检测。 想法是在输入图像上滑动固定大小的窗口。 然后,将窗口中每个位置的内容发送到分类器,该分类器将告诉我们该窗口是否包含感兴趣的对象。 + +为此,人们可以首先训练一个 CNN 分类器,其中包含我们想要检测的物体的小幅裁剪图像-调整大小与窗口大小相同。 汽车。 在测试时,固定大小的窗口会在要检测对象的整个图像中以滑动的方式移动。然后,我们的 CNN 会为每个窗口预测是否是一个对象(在这种情况下是汽车)。 + +仅使用一种尺寸的滑动窗口,我们只能检测一种尺寸的对象。 因此,要查找更大或更小的对象,我们还可以在测试时使用更大或更小的窗口,并在将其发送到分类器之前调整内容的大小。 或者,您可以调整整个输入图像的大小,并仅使用一个尺寸的滑动窗口,该窗口也将在这些调整大小的图像上运行。 两种方法都可以使用,但其想法是产生所谓的“比例尺金字塔”,以便我们可以检测图像中不同尺寸的物体。 + +这种方法的最大缺点是,各种比例的大量窗口可能会通过 CNN 进行预测。 这使得将 CNN 用作分类器在计算上非常昂贵。 同样对于大多数这些窗口,它们将始终不包含任何对象。 + +为了克服这个问题,已经进行了许多改进。 在以下各节中,我们将介绍为解决该问题而创建的各种技术和算法,以及较之以前的技术和算法如何进行了改进。 + +# 使用启发式技术指导我们(R-CNN) + +为了避免在输入图像上每个可能的位置(大多数都不会包含对象)运行分类器,我们可以使用一些外部方法向我们建议可能的区域。 一种可以做到这一点的方法称为**选择搜索**。 + +区域提议方法将在图像中提供类似斑点的矩形​​区域,这些区域可能包含感兴趣的对象。 这些区域是存在感兴趣对象的候选区域。 然后,仅将 CNN 分类器应用于这些建议的区域。 与滑动窗口方法相比,这大大减少了发送到 CNN 进行分类的农作物的数量。 + +该特定方法在 2013 年提出,并被称为 *R-CNN:具有 CNN* 的区域。 下图描述了 R-CNN 的过程: + +![](img/686ba064-f451-4a2d-b691-320dc2bc08b9.png) + +# 问题 + +R-CNN 在计算上仍然很昂贵,因为您必须对大约 2,000 个单独的区域提案运行 CNN。 结果,培训和测试都非常慢。 CNN 分类器依赖于通过选择性搜索进行检测而生成的固定数量的矩形候选窗口。 这种方法并不是最快的方法,而且由于无法从训练数据中了解提案区域,因此它们可能不是针对任务的最佳选择。 + +# 快速 R-CNN + +2015 年,提出了快速 R-CNN 来解决 R-CNN 的速度问题。 在此方法中,主要的变化是我们在管道中获取投标区域的位置。 首先,我们通过 CNN 运行整个输入图像,而不是从输入图像中直接获取它们,并提取靠近网络末端的生成的特征图。 接下来,再次使用区域提议方法,以与 R-CNN 类似的方式从该特征图中提取候选区域。 + +以这种方式获取建议有助于重用和共享昂贵的卷积计算。 网络中位于网络下方的完全连接的层将分类并另外定位,仅接受固定大小的输入。 因此,使用称为 **RoI 池**的新层将特征图中建议的区域扭曲为固定大小(在下一节中进一步讨论)。 RoI 池会将区域大小调整为最后一个 FC 层所需的大小。 下图显示了整个过程: + +![](img/067ed6db-52ab-4dff-9eac-8bb0f36c174a.jpg) + +R-CNN 与 FastRCNN 的比较表明,后者在训练时快约 10 倍,而在测试时快约 150 倍(使用 VGG 架构作为主要 CNN 时)。 + +# 更快的 R-CNN + +这项技术在 2015 年 Fast R-CNN 之后不久提出,解决了使用外部区域建议方法的需求,并消除了与之相关的计算成本。 + +该算法的主要区别在于,不是使用外部算法(例如选择性搜索)来创建提案,而是使用称为**区域提案网络**( **RPN** )的子网 为我们学习并提出建议。 在此屏幕快照中显示: + +![](img/126d2b47-420b-482c-a03f-a43408f3fd04.jpg) + +# 区域提案网 + +RPN 的工作是预测我们称为锚点的对象(本质上只是一个边界框)是否包含对象或仅是背景,然后完善此边界框的位置。 + +基本上,RPN 通过在最后一个 CNN 特征图上滑动一个小窗口(3 x 3)来做到这一点(同一特征图 Fast R-CNN 从中获得建议)。 对于每个滑动窗口中心,我们创建 *k* 固定锚框,并将这些框分类为是否包含对象: + +![](img/7c57ffe8-af41-47a0-b295-5aeb633e866f.png) + +在内部,在训练过程中,我们选择 IoU 最大的锚定边界框和地面真实边界框进行反向传播。 + +# RoI 汇聚层 + +RoI 池层只是最大池的一种,池的大小取决于输入的大小。 这样做可以确保输出始终具有相同的大小。 使用该层是因为完全连接的层始终期望输入大小相同,但是 FC 层的输入区域可能具有不同的大小。 + +RoI 层的输入将是建议和最后的卷积层激活。 例如,考虑以下输入图像及其建议: + +![](img/fd24096b-b00d-449f-8124-137e82e2a96f.png) + +这里,我们有一个表格,总结了方法之间的差异: + +| | **R-CNN** | **快速 R-CNN** | **更快的 R-CNN** | +| 每个图像的测试时间 | 50 秒 | 2 秒 | 0.2 秒 | +| 加速 | 1 倍 | 25 倍 | 250 倍 | +| 准确性 | 66% | 66.9% | 66.9% | + +# 从传统的 CNN 转换为完全卷积网络 + +对于有效的对象检测器而言,非常重要的一点是提高卷积,从而提高计算的重用性​​。 为此,我们将所有 FC 层转换为 CONV 层,如下图所示。 + +以这种方式实现我们的网络的目的是,他们可以使用比其最初设计的图像更大的图像作为输入,同时共享计算以使其效率更高。 将所有 FC 层都转换为 CONV 层的这种类型的网络的名称称为完全卷积网络(FCN)。 + +将 FC 层转换为 CONV 层的基本技术是使用与输入空间尺寸一样大的内核大小,并使用过滤器数来匹配 FC 层上的输出数。 在此示例中,我们期望输入图像为 14x14x3。 + +![](img/dd1a5963-27dc-4ede-b0a9-4671fdf0a655.jpg) + +以我们为例,用 100 x 100 的输入补丁训练一个全卷积网络,并用 2,000 x 2,000 的输入图像进行测试,结果将是在 2000 x 2000 图像上运行 100 x 100 的滑动窗口 。 当使用较大的输入体积(如本例中所示)时,FCN 的输出将是一个体积,其中每个单元格对应于原始输入图像上 100x100 窗口补丁的一张幻灯片。 + +现在,每次我们使用比原始训练输入大的输入图像时,效果都将像我们实际上在整个图像上滑动分类器,但计算量却减少了。 通过这种方式,我们通过 CNN 的前向传递一步一步地使滑动窗口卷积: + +![](img/df71541c-cdad-4bda-ae6e-5c8062047d8d.png) + +# 单发检测器–您只看一次 + +在本节中,我们将继续介绍一种稍有不同的对象检测器,称为单发检测器。 单发检测器尝试将对象检测伪装为回归问题。 此类别下的主要架构之一是 YOLO 架构(您只看一次),我们现在将对其进行详细介绍。 + +YOLO 网络的主要思想是在不使用任何滑动窗口的情况下优化输入图像中各个位置的预测计算。为实现此目的,网络以大小为![](img/a70666c6-6cd7-4919-8f13-5e4a4ea873b5.png)单元格的网格形式输出特征图。 + +每个单元格都有 B * 5 + C 条目。 其中“ B”是每个单元格的边界框的数量,C 是类概率的数量,而 5 是每个边界框的元素(x,y:边界框相对于其所在单元格的中心点坐标 , *w* -相对于原始图像的边界框的宽度, *h* -相对于原始图像的边界框的高度,置信度:边界中对象存在的可能性 框)。 + +我们将置信度得分定义为: + +![](img/f044a469-78d5-4625-bbcc-c6fa810e8d88.png) + +如果单元格中没有对象,则将为零。 否则将等于地面真值框与预测框之间的 IOU。 + +请注意,网格的每个单元格都负责预测固定数量的边界框。 + +下图描述了作为 YOLO 网络输出的单元格条目的样子,它预测了形状的张量(N,N,B * 5 + C)。 网络的最后一个 conv 层将输出与栅格尺寸相同大小的要素图。 + +![](img/c0865621-4388-4c74-80d1-33cfc363f626.png) + +中心坐标以及边界框的高度和宽度在[0,1]之间进行归一化。 下图显示了如何计算这些坐标的示例: + +![](img/71f35c09-6130-40da-91af-468ba0a6d69f.png) + +网络为每个单元格预测类别概率,边界框和这些框的置信度。 + +实际的 YOLO 网络具有 24 个卷积层,其后是 2 个完全连接的层。 但是,Fast YOLO 网络是 9 层,如下所示: + +![](img/ba26c46a-1c3a-44c6-b82f-88cf0070814e.png) + +另一个重要的一点是,即使每个对象似乎位于多个像元上,也将单独将其分配给一个栅格像元(基于此中心和像元距离)。 + +目前,我们可以想象在图像上可以检测到的对象数量将是网格大小。 稍后,我们将看到如何处理每个网格单元的多个对象。 (锚盒) + +# 创建用于 Yolo 对象检测的训练集 + +为了创建 YOLO 的训练集,将与 YOLO 网络的输出特征图预测相同大小的网格放置在每个训练输入图像上。 对于网格中的每个像元,我们创建一个目标向量 Y,其长度为 B * 5 + C(即与上一节中的输出特征图网格像元大小相同)。 + +让我们以训练图像为例,看看如何为图像上的网格中的单元创建目标向量: + +![](img/d9c09c60-4119-4811-afc0-dbee68ad7af2.png) + +在上图中,考虑我们根据对象中心的最短距离来选择单元(在图像中,后车的中心最靠近绿色单元)。 如果我们看一下上面的训练图像,我们会注意到感兴趣的对象仅存在于一个单元格编号为 8 的单元格中。其余的单元格 1-7 和 9 没有任何感兴趣的对象。 每个单元的目标向量将具有 16 个条目,如下所示: + +![](img/1240f8dd-6aba-4dde-b00a-384cac6c7295.png) + +第一个条目是类别![](img/d1365f23-8d32-4254-ab51-1f228e448671.png)存在的置信度得分,对于没有对象的单元格中的两个锚定框,该得分均为 0。 其余值将是*无关*。 单元格编号 8 有一个对象,并且对象的边界框具有较高的 IOU。 + +对于大小为 NxM 的输入训练图像,训练后从 ConvNet 输出的目标向量的最终体积将为 3x3x16(在此玩具示例中) + +数据集中每个图像的标签信息将仅包括对象的中心坐标及其边界框。 实施代码以使其与网络的输出向量相匹配是您的责任; 这些任务包括以下所列的任务: + +1. 将每个中心点的图像空间转换为网格空间 +2. 将图像空间上的边界框尺寸转换为网格空间尺寸 +3. 查找图像空间上最接近对象的单元格 + +如果我们将每个单元格类别的概率乘以每个边界框的置信度,我们将获得一些可以用另一种算法(非最大值抑制)过滤的检测结果。 + +让我们将置信度定义为反映单元格上任何类对象是否存在的事物。 (请注意,如果单元格上没有对象,则置信度应为零,如果有对象,则置信度应为 IoU): + +![](img/e0d3c104-c2bd-41f8-a3f7-7ad0d63c1e6c.png) + +我们还需要定义一个条件类别概率; 给定对象 P(class | Pr)的存在,我们想要这样做是因为我们不希望损失函数在单元格上没有对象的情况下惩罚错误的类预测。 该网络仅预测每个单元格的一组类别概率,而不考虑框数*B。* + +# 评估检测(并口交集) + +在继续进行之前,我们需要知道如何衡量我们的模型是否正确检测到物体。 为此,我们计算会返回一个数字的联合交叉点(IoU),根据某个参考(地面真相)告诉我们检测的效果如何。 IoU 的计算方法是:将检测和地面真理框彼此重叠的区域除以检测和地面真理框所覆盖的总面积: + +![](img/8a083f5a-2925-4206-abc5-7cdfc4a3ba0b.png) + +这是一个糟糕,良好和出色的 IoU 的示例: + +![](img/c0a67b71-e1f0-408e-a81e-0557ee553aa6.png) + +按照惯例,如果 IoU 大于 0.5,我们认为这两个方框都匹配,并且在这种情况下,检测为真阳性。 + +IoU 为零表示框不相交,IoU 为 1 表示完美匹配。 + +在我们的检测器上,如果一个单元有多个锚定框,则 IoU 会帮助选择哪个对目标负责。我们选择具有最高实测值的 IoU 最高的锚定。 + +这是 IoU 的 Python 代码: + +```py +def iou_non_vectorized(box1, box2): + # If one of the rects are empty return 0 (No intersect) + if box1 == [] or box2 == []: + return 0 + + # size of intersect divided by size of union of 2 rects + # Get rectangle areas format (left,top,right,bottom) + box_1_area = (box1[2] - box1[0] + 1) * (box1[3] - box1[1] + 1) + box_2_area = (box2[2] - box2[0] + 1) * (box2[3] - box2[1] + 1) + + # Get the intersection coordinates (x1,y1,x2,y2) + intersect_x1 = max(box1[0], box2[0]) + intersect_y1 = max(box1[1], box2[1]) + intersect_x2 = min(box1[2], box2[2]) + intersect_y2 = min(box1[3], box2[3]) + + # Calculate intersection area + intersect_area = (intersect_x2 - intersect_x1 + 1) * (intersect_y2 - intersect_y1 + + 1) + + return intersect_area / float(box_1_area + box_2_area - intersect_area) + +We can also change this to a vectorized form on Tensorflow +def tf_iou_vectorized(self, box_vec_1, box_vec_2): + def run(tb1, tb2): + # Break the boxes rects vector in sub-vectors + b1_x1, b1_y1, b1_x2, b1_y2 = tf.split(box_vec_1, 4, axis=1) + b2_x1, b2_y1, b2_x2, b2_y2 = tf.split(box_vec_2, 4, axis=1) + + # Get rectangle areas format (left,top,right,bottom) + box_vec_1_area = (b1_x2 - b1_x1 + 1) * (b1_y2 - b1_y1 + 1) + box_vec_2_area = (b2_x2 - b2_x1 + 1) * (b2_y2 - b2_y1 + 1) + + xA = tf.maximum(b1_x1, tf.transpose(b2_x1)) + yA = tf.maximum(b1_y1, tf.transpose(b2_y1)) + xB = tf.minimum(b1_x2, tf.transpose(b2_x2)) + yB = tf.minimum(b1_y2, tf.transpose(b2_y2)) + + interArea = tf.maximum((xB - xA + 1), 0) * tf.maximum((yB - yA + 1), 0) + + iou = interArea / (box_vec_1_area + tf.transpose(box_vec_2_area) - interArea) + + return iou + + op = run(self.tf_bboxes1, self. tf_bboxes2) + self.sess.run(op, feed_dict={self.tf_bboxes1: box_vec_1, self.tf_bboxes2: box_vec_2}) + tic = time() + self.sess.run(op, feed_dict={self.tf_bboxes1: box_vec_1, self.tf_bboxes2: box_vec_2}) + toc = time() + return toc - tic + +``` + +我们也可以在 TensorFlow 上将其更改为矢量化形式,如下所示: + +```py +def tf_iou_vectorized(self, box_vec_1, box_vec_2): + def run(tb1, tb2): + # Break the boxes rects vector in sub-vectors + b1_x1, b1_y1, b1_x2, b1_y2 = tf.split(box_vec_1, 4, axis=1) + b2_x1, b2_y1, b2_x2, b2_y2 = tf.split(box_vec_2, 4, axis=1) + # Get rectangle areas format (left,top,right,bottom) + box_vec_1_area = (b1_x2 - b1_x1 + 1) * (b1_y2 - b1_y1 + 1) + box_vec_2_area = (b2_x2 - b2_x1 + 1) * (b2_y2 - b2_y1 + 1) + xA = tf.maximum(b1_x1, tf.transpose(b2_x1)) + yA = tf.maximum(b1_y1, tf.transpose(b2_y1)) + xB = tf.minimum(b1_x2, tf.transpose(b2_x2)) + yB = tf.minimum(b1_y2, tf.transpose(b2_y2)) + interArea = tf.maximum((xB - xA + 1), 0) * tf.maximum((yB - yA + 1), 0) + iou = interArea / (box_vec_1_area + tf.transpose(box_vec_2_area) - interArea) + return iou + op = run(self.tf_bboxes1, self. tf_bboxes2) + self.sess.run(op, feed_dict={self.tf_bboxes1: box_vec_1, self.tf_bboxes2: box_vec_2}) + tic = time() + self.sess.run(op, feed_dict={self.tf_bboxes1: box_vec_1, self.tf_bboxes2: box_vec_2}) + toc = time() + return toc - tic +``` + +# 过滤输出 + +实际上,您的模型通常会返回同一对象的多个检测窗口。 为了解决这个问题,我们使用一种称为非最大抑制的算法。 该算法使用“ IoU 和对象的存在”作为启发式过滤这些多个框。 运作方式如下: + +1. 丢弃所有包含物体的可能性低的框(pc <0.6) +2. 选择最有可能出现物体的盒子(标签上的 pc) +3. 丢弃与所选框高度重叠的所有框(IoU> 0.5) +4. 重复步骤 2 和 3,直到所有检测都被放弃或选择为止 + +我们将在检测器的预测时间上使用非最大抑制: + +![](img/5b81db0b-6e3e-43c1-a9b2-38a8aea6eb73.png) + +Tensorflow 已经具有实现非最大值抑制算法的功能,称为`tf.image.non_max_suppression`。 + +# 锚盒 + +锚框预定义的模板框,具有一定的高宽比。 这些在 YOLO 中用于帮助检测单个网格单元中的多个对象。 我们根据可以检测到的物体类型的大致几何形状定义盒子的形状。 + +目前,正如所解释的,我们的模型将只能在每个网格单元中检测到一个对象,但是在大多数情况下,每个网格中可能有多个对象。 请记住,我们认为最靠近对象的像元是中心: + +![](img/6b9c73cf-b45d-483f-ad70-bcd54d7462d6.png) + +为了解决这个问题,我们需要锚点。 基本上,我们将在输出深度体积中添加预定义的边界框; 然后,在训练过程中,我们选择中心最接近特定单元格的对象,并选择与锚框具有最大 IoU 的边界框。 实际上,由于多个子网将负责在同一单元中查找其他对象,因此,锚定框的想法使网络更好地概括了检测范围。 + +# 在 Yolo 中进行测试/预测 + +现在将先前汽车图像中的图像视为我们的测试图像。 每个像元的预测向量的输出为: + +![](img/a6b0764f-f0af-4fd1-bbc3-00fd2958c7fc.png) + +请注意,**…**条目表示即使对于没有对象的单元格,预测向量中也会有一些随机值。 但是,在单元格 8 中,x,y,h,w 的预测值有望接近准确。 + +在最后阶段,我们可以使用非最大值抑制算法过滤每个像元中的多个预测边界框。 + +# 检测器损耗功能(YOLO 损耗) + +作为定位器,YOLO 损失函数分为三个部分:负责查找边界框坐标,边界框分数预测和类分数预测的部分。 它们都是均方误差损失,并由预测和地面真实情况之间的一些标量元参数或 IoU 得分进行调制: + +![](img/7b0edf3c-b27d-4d1a-952d-ad10176656fd.png) + +成员 *1ij* obj 成员用于基于特定单元 i,j 上对象的存在来调制损耗: + +* 如果在网格单元格 i 和第 i 个边界框中具有最高 IoU 的对象存在:1 +* 否则:0 + +同样, *1ij noobj* 正好相反。 + +# 损失第 1 部分 + +![](img/957dd494-38eb-4b48-9961-30a36494c0dd.png)第一部分计算与预测的边界框位置坐标![](img/0d6e23ab-6be1-47e0-9001-cf98da676c4d.png)相关的损耗。 ![](img/dc710dce-5f37-4916-bcbf-4a3a46644025.png)是训练集中地面真实数据的边界框坐标。 + +![](img/87ac2a79-feb5-4ee8-aa26-a5339f3f683a.png)表示一个常数,当有错误时,该常数将给予更多的补偿。 B 是边界框的数量。 ![](img/7999da7f-1eb2-4a09-b5bc-5671ec7fa796.png)是网格中的单元数。 + +使用类似的公式来处理边界框的宽度/高度 + +![](img/61bd650c-ca68-4241-b81f-72e31d0d6616.png) + +损失函数方程中宽度和高度的平方根用来反映小盒子中的小偏差比大盒子中的重要。 一般而言,这部分损失会对边界框的高度和宽度不正确进行惩罚。 + +# 损失第 2 部分 + +损失函数的这一部分计算与每个边界框预测变量的置信度得分相关的损失。 + +![](img/a96483b7-4839-448c-b67c-09b8c05d871c.png) + +![](img/c4e8c779-49ae-4ec8-8edf-4f4ba443f7e0.png)是置信度分数(受物体的存在调制的项)。![](img/169b79a0-8a0a-4973-90ee-31786959345d.png)是带有地面真值框的预测边界框的 IOU。 参数![](img/36df6474-b17d-4fb0-b24b-f6ea0233f835.png)用于使无对象时的丢失关注度降低。 + +# 损失第 3 部分 + +分类损失是损失函数的最后一部分。 + +![](img/28ad37ab-56de-4f07-86d2-c4bcd0fc5dfb.png) + +该损失是分类误差损失平方的总和。 同样,当单元上有一个对象时,术语![](img/f02c17f3-a6f0-4ec8-a662-039aa884c958.png)为 1,否则为 0。 我们的想法是,当存在对象时,我们不考虑分类错误。 + +![](img/da6e4b6e-cf0a-484e-8e34-1aa6aed0cade.png)这些术语可以掩盖我们在地面真相上有一个对象而在特定单元的模型输出中有一个对象的情况下的损失。 当地面真相与模型输出不匹配时,也是如此。 + +因此,例如,当特定单元格不匹配时,我们的损失将是: + +![](img/37ea80d4-abb2-4e5c-b16a-bb1de4520ae5.png) + +当我们有比赛时: + +![](img/aea81ee0-d79f-4213-9343-be0e90e8c96e.png) + +在实践中的实践中,您将尝试矢量化这种损失并避免 for 循环并提高性能,这对于 Tensorflow 之类的库尤其如此。 + +这是 YOLO 损失的 TensorFlow 实现: + +```py +def loss_layer(self, predicts, labels, scope='loss_layer'): + with tf.variable_scope(scope): + predict_classes = tf.reshape(predicts[:, :self.boundary1], [self.batch_size, self.cell_size, self.cell_size, self.num_class]) + predict_scales = tf.reshape(predicts[:, self.boundary1:self.boundary2], [self.batch_size, self.cell_size, self.cell_size, self.boxes_per_cell]) + predict_boxes = tf.reshape(predicts[:, self.boundary2:], [self.batch_size, self.cell_size, self.cell_size, self.boxes_per_cell, 4]) + + response = tf.reshape(labels[:, :, :, 0], [self.batch_size, self.cell_size, self.cell_size, 1]) + boxes = tf.reshape(labels[:, :, :, 1:5], [self.batch_size, self.cell_size, self.cell_size, 1, 4]) + boxes = tf.tile(boxes, [1, 1, 1, self.boxes_per_cell, 1]) / self.image_size + classes = labels[:, :, :, 5:] + + offset = tf.constant(self.offset, dtype=tf.float32) + offset = tf.reshape(offset, [1, self.cell_size, self.cell_size, self.boxes_per_cell]) + offset = tf.tile(offset, [self.batch_size, 1, 1, 1]) + predict_boxes_tran = tf.stack([(predict_boxes[:, :, :, :, 0] + offset) / self.cell_size, + (predict_boxes[:, :, :, :, 1] + tf.transpose(offset, + (0, 2, 1, 3))) / self.cell_size, + tf.square(predict_boxes[:, :, :, :, 2]), + tf.square(predict_boxes[:, :, :, :, 3])]) + predict_boxes_tran = tf.transpose(predict_boxes_tran, [1, 2, 3, 4, 0]) + + iou_predict_truth = self.tf_iou_vectorized(predict_boxes_tran, boxes) + + # calculate I tensor [BATCH_SIZE, CELL_SIZE, CELL_SIZE, BOXES_PER_CELL] + object_mask = tf.reduce_max(iou_predict_truth, 3, keep_dims=True) + object_mask = tf.cast((iou_predict_truth >= object_mask), tf.float32) * response + + # calculate no_I tensor [CELL_SIZE, CELL_SIZE, BOXES_PER_CELL] + noobject_mask = tf.ones_like(object_mask, dtype=tf.float32) - object_mask + + boxes_tran = tf.stack([boxes[:, :, :, :, 0] * self.cell_size - offset, + boxes[:, :, :, :, 1] * self.cell_size - tf.transpose(offset, (0, 2, 1, 3)), + tf.sqrt(boxes[:, :, :, :, 2]), + tf.sqrt(boxes[:, :, :, :, 3])]) + boxes_tran = tf.transpose(boxes_tran, [1, 2, 3, 4, 0]) + + # class_loss + class_delta = response * (predict_classes - classes) + class_loss = tf.reduce_mean(tf.reduce_sum(tf.square(class_delta), axis=[1, 2, 3]), name='class_loss') * self.class_scale + + # object_loss + object_delta = object_mask * (predict_scales - iou_predict_truth) + object_loss = tf.reduce_mean(tf.reduce_sum(tf.square(object_delta), axis=[1, 2, 3]), name='object_loss') * self.object_scale + + # noobject_loss + noobject_delta = noobject_mask * predict_scales + noobject_loss = tf.reduce_mean(tf.reduce_sum(tf.square(noobject_delta), axis=[1, 2, 3]), name='noobject_loss') * self.noobject_scale + + # coord_loss + coord_mask = tf.expand_dims(object_mask, 4) + boxes_delta = coord_mask * (predict_boxes - boxes_tran) + coord_loss = tf.reduce_mean(tf.reduce_sum(tf.square(boxes_delta), axis=[1, 2, 3, 4]), name='coord_loss') * self.coord_scale +``` + +# 语义分割 + +在语义分割中,目标是根据像素所属的对象类别标记图像的每个像素。 最终结果是一个位图,其中每个像素将属于某个类: + +**![](img/5c1dcbee-f8a6-4a9f-a2c2-09d6ea91d4cc.png)** + +有几种流行的 CNN 架构已被证明在分割任务中表现出色。 它们中的大多数是称为自动编码器的一类模型的变体,我们将在[第 6 章](../Text/6.xhtml),*自动编码器,变体自动编码器和生成模型*中详细介绍。 现在,他们的基本思想是首先在空间上将输入量减小为某种压缩形式,然后恢复原始的空间大小: + +![](img/5043cb38-9cbf-4b58-b8b7-529a4e52031d.png) + +为了增加空间大小,使用了一些常用的操作,其中包括: + +* 最大分拆 +* 去卷积/转置卷积 +* 扩张/房曲卷积 + +我们还将学习语义分割任务中使用的 softmax 的新变体,称为**空间 softmax** 。 + +在本节中,我们将学习两个流行的模型,它们在语义分割上表现良好,并且具有非常简单的架构可供理解。 它们如下所示: + +* FCN(全卷积网络) +* 保佑 + +需要解决的其他一些实现细节是: + +* 最终的升采样层(Deconv)需要具有与分类一样多的过滤器,并且您的标签“颜色”需要与最后一层中的索引匹配,否则在训练过程中可能会遇到 NaN 问题 +* 我们需要一个 Argmax 层来选择输出张量上概率最大的像素(仅在预测时间内) +* 我们的损失需要考虑输出张量上的所有像素 + +# 最大分拆 + +取消池操作用于恢复最大池操作的效果。 这个想法只是充当上采样器。 此操作已在一些较早的论文上使用,并且不再使用,因为您还需要 CONV 层来修补(低通滤波器)上采样的结果: + +![](img/f32f83c1-2c6a-462c-b053-811239923262.png) + +# 反卷积层(转置卷积) + +这个运算相当不好地称为反卷积,这意味着它是卷积的逆运算,但实际上并非如此。 更恰当的名称是转置卷积或分数步卷积。 + +此图层类型为您提供了一种对输入体积进行升采样的学习方法,并且可以在每次需要将输入要素地图智能地投影到更高的空间时使用。 一些用例包括以下内容: + +* 上采样(条纹转置卷积)== UNPOOL + CONV +* 可视化显着图 +* 作为自动编码器的一部分 + +![](img/8cc1410a-dc11-4f64-9d0f-8a25950c7cdd.png) + +在 Tensorflow 中,我们可以访问`tf.layers`中的转置卷积。 下面的示例将采用一个空间大小为 14 x 14 的输入,并使其通过`conv2d_transpose`层,其中输出空间大小为 28 x 28: + +```py +# input_im has spatial dimensions 14x14 in this example +output = tf.layers.conv2d_transpose(inputs=input_im, filters=1, kernel_size=4, strides=2, padding='same') +``` + +选择`kernel_size`,步幅和填充方案时必须小心,因为它们都会影响输出空间大小。 + +# 损失函数 + +如前所述,分割模型的损失函数基本上是分类损失的扩展,但在整个输出向量中在空间上起作用: + +![](img/10b33794-4d9c-44f6-bc61-d62a58737cd3.png) + +```py +# Segmentation problems often uses this "spatial" softmax (Basically we want to classify each pixel) +with tf.name_scope("SPATIAL_SOFTMAX"): + loss = tf.reduce_mean((tf.nn.sparse_softmax_cross_entropy_with_logits( + logits=model_out,labels=tf.squeeze(labels_in, squeeze_dims=[3]),name="spatial_softmax"))) +``` + +下图描述了用于语义分割的完全卷积网络的实现: + +![](img/31176579-914b-4341-acb9-3a04313e89f4.png) + +下图显示了 SegNet 架构: + +![](img/29548f5a-df13-4d4a-a7d5-94861ec81a7a.png) + +# 标签 + +如前所述,分割问题中的标签是一维图像,每个像素处的值与输出体积深度的索引匹配: + +![](img/25e44ecf-5080-42ab-b130-4c8e6f1b6bb5.png) + +# 改善结果 + +通常,一种用于改善分割输出结果的技术是在后期处理阶段使用条件随机场(CRF),其中要考虑图像的纯 RGB 特征和我们的网络所产生的概率: + +![](img/752b45a8-16ce-48eb-99b7-a1ca80b40d40.png) + +# 实例细分 + +实例分割是我们在本章中要讨论的最后一件事。 在许多方面,可以将其视为对象检测和语义分段的融合。 但是,与这两个问题相比,这绝对是难度增加。 + +通过实例分割,其思想是找到图像中一个或多个所需对象的每次出现,即所谓的实例。 找到这些实例后,即使它们属于同一类对象,我们也希望将它们彼此分开。 换句话说,标签既是类别感知的(例如汽车,标志或人),又是实例感知的(例如汽车 1,汽车 2 或汽车 3)。 + +实例分割的结果将如下所示: + +![](img/34c0e8e4-24ad-4c4e-a582-62904b5bc9ae.png) + +这与语义分割之间的相似性很明显; 我们仍然根据像素所属的对象来标记像素。 但是,尽管语义分割不知道某个对象在图像实例中出现了多少次,但是分割却知道。 + +这种知道图像中有多少个对象实例的能力也使该问题类似于对象检测。 但是,对象检测产生的对象边界要粗糙得多,这意味着被遮挡的对象更容易被遗漏,实例分割不会发生这种情况。 + +# 面具 R-CNN + +Mask R-CNN 是一种最近的网络体系结构,通过提供简单,灵活的模型体系结构可以使此问题更易于解决。 该架构于 2017 年发布,旨在扩展更快的 R-CNN 的功能: + +![](img/c3b0ddb7-49dc-4277-beee-9fa64ceb8bbb.png) + +它采用现有的更快的 R-CNN 模型,并尝试通过向模型中添加一个分支来解决实例分割问题,该分支负责预测与分类和边界框回归头平行的对象蒙版。 在发布时,该架构被证明是有效的,并且在所有 COCO 挑战中均获得了最高荣誉。 + +# 摘要 + +在本章中,我们学习了对象定位,检测和分段的基础知识。 我们还讨论了与这些主题相关的最著名的算法。 + +在下一章中,我们将讨论一些常见的网络体系结构。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/5.md b/docs/handson-cnn-tf/5.md new file mode 100644 index 00000000..616a2dd0 --- /dev/null +++ b/docs/handson-cnn-tf/5.md @@ -0,0 +1,419 @@ +# VGG,启动模块,残差和 MobileNets + +到目前为止,我们已经讨论了所有必要的构建块,以便能够实现常见问题(例如图像分类和检测)的解决方案。 在本章中,我们将讨论一些通用模型体系结构的实现,这些体系结构在许多常见任务中都表现出了很高的性能。 自从最初创建以来,这些体系结构一直很流行,并且在今天继续被广泛使用。 + +在本章的最后,您将对现有的不同类型的 CNN 模型及其在各种不同的计算机视觉问题中的用例进行了解。 在实现这些模型时,您将学习如何设计这些模型以及它们各自的优点。 最后,我们将讨论如何修改这些架构,以使培训和性能/效率更好。 + +总之,本章将涵盖以下主题: + +* 如何提高参数效率 +* 如何在 TensorFlow 中实现 VGG 网络 +* 如何在 TensorFlow 中实现 Inception 网络 +* 如何在 TensorFlow 中实施残留网络 +* 如何实现对移动设备更友好的体系结构 + +# 替代大卷积 + +在开始之前,我们将首先学习可以减少模型使用的参数数量的技术。 首先,这很重要,因为它可以提高网络的泛化能力,因为使用该模型中存在的参数数量将需要较少的训练数据。 其次,较少的参数意味着更高的硬件效率,因为将需要更少的内存。 + +在这里,我们将从解释减少模型参数的重要技术入手,将几个小卷积级联在一起。 在下图中,我们有两个 3x3 卷积层。 如果回头看图右侧的第二层,可以看到第二层中的一个神经元具有 3x3 的接收场: + +![](img/5eaf2681-cfa7-4907-b95f-c6204b5c4721.png) + +当我们说“感受野”时,是指它可以从上一层看到的区域。 在此示例中,需要一个 3x3 区域来创建一个输出,因此需要一个 3x3 的接收场。 + +回溯到另一层,该 3x3 区域的每个元素在输入端也具有 3x3 接收场。 因此,如果我们将所有这 9 个元素的接受场组合在一起,那么我们可以看到在输入上创建的总接受场大小为 5x5。 + +因此,用简单的话来说,将较小的卷积级联在一起可以获得与使用较大卷积相同的接收场。 这意味着我们可以用级联的小卷积代替大卷积。 + +请注意,由于第一卷积层和输入文件深度之间的深度不匹配(输出的深度需要保持一致),因此无法在作用于输入图像的第一个卷积层上进行此替换:还应在图像上观察我们如何 计算每层参数的数量。 + +![](img/b41b8fa0-33ef-41f1-bf8e-7b9d3a4ede88.png) + +在上图中,我们用三个 3x3 卷积替换了一个 7x7 卷积。 让我们自己计算一下,以减少使用的参数。 + +想象一下,在形状为 WxHxC 的输入体积上使用 C 滤波器进行 7x7 大小的卷积。 我们可以计算过滤器中的权数,如下所示: + +![](img/65e0fde3-6ba1-4588-93b6-a945414cdfef.png) + +现在,相反,如果我们层叠三个 3x3 卷积(代之以 7x7 卷积),我们可以如下计算其权重数: + +![](img/6f819b52-e9db-4868-b320-cbbeb722b935.png) + +在这里,我们可以看到参数比以前更少! + +还要注意,在这三个卷积层的每一个之间,我们放置了 ReLu 激活。 与仅使用单个大卷积层相比,这样做会给模型带来更多的非线性。 增加的深度(和非线性)是一件好事,因为这意味着网络可以将更多的概念组合在一起,并提高其学习能力! + +大多数新的成功模型的趋势是用许多级联在一起的较小卷积(通常为 3x3 大小)替换所有大型滤波器。 如前所述,这样做有两个巨大的好处。 它不仅减少了参数的数量,而且还增加了网络中非线性的深度和数量,这对于增加其学习能力是一件好事。 + +# 替代 3x3 卷积 + +也可以通过称为瓶颈的机制来简化 3x3 卷积。 与早期相似,这将具有正常 3x3 卷积的相同表示,但参数更少,非线性更多。 + +瓶颈通过使用以下 C 滤镜替换 3x3 卷积层而起作用: + +* 具有 C / 2 滤波器的 1x1 卷积 +* 具有 C / 2 滤波器的 3x3 卷积 +* 带 C 滤镜的 1x1 卷积 + +这里给出一个实际的例子: + +![](img/31cf352c-348d-47c5-8e03-5a7b48f04120.png) + +从此示例中,我们将计算参数数量以显示该瓶颈的减少量。 我们得到以下内容: + +![](img/d3fa1a7c-dbd1-47c7-bd95-9df99f61b68b.png) + +这比仅使用 3x3 卷积层时得到的参数要少: + +![](img/2b7ce629-e563-477b-9552-cf8a85339dfb.png) + +一些网络体系结构,例如残差网络(我们将在后面看到),使用瓶颈技术再次减少了参数数量并增加了非线性。 + +# 虚拟网 + +VGGNet 由牛津大学的**视觉几何组**( **VGG** )创建,是真正引入堆叠更多层的想法的首批架构之一。 虽然 AlexNet 最初以其七层出现时被认为很深,但与 VGG 和其他现代体系结构相比,这现在已经很小了。 + +与只有 11x11 的 AlexNet 相比,VGGNet 仅使用空间大小为 3x3 的非常小的滤镜。 这些 3x3 卷积滤波器经常散布在 2x2 最大池化层中。 + +使用如此小的滤波器意味着可见像素的邻域也非常小。 最初,这可能给人的印象是,本地信息是模型所考虑的全部内容。 但是,有趣的是,通过依次堆叠小型滤波器,它提供了与单个大型滤波器相同的“接收场”。 例如,堆叠三批 3x3 滤镜将具有与一个 7x7 滤镜相同的接收场。 + +堆叠过滤器的这种洞察力带来了能够拥有更深的结构(我们通常会看到更好的结构)的优点,该结构保留了相同的接收场大小,同时还减少了参数数量。 本章后面将进一步探讨这个想法。 + +# 建筑 + +接下来,我们将看到 VGGNet 的体系结构,特别是包含 16 层的 VGG-16 风味。 所有卷积层都有空间大小为 3x3 的滤镜,并且随着我们深入网络,卷积层中滤镜的数量从 64 个增加到 512 个。 + +堆叠两个或三个卷积层然后合并的简单模块化设计使网络的大小易于增加或减小。 结果,VGG 成功创建并测试了具有 11、13 和 19 层的版本: + +![](img/57103ce4-379c-47c9-914b-ab5c12c4b9f6.png) + +# 参数和内存计算 + +VGG 最酷的功能之一是,由于其在 conv 层中的内核较小,因此使用的参数数量很少。 如果我们从[第 2 章](../Text/2.xhtml),*深度学习和卷积神经网络*记住,卷积层中的参数数量(减去偏差)可以计算如下: + +![](img/ec08db79-cccc-4e58-88d5-167580308795.png) + +因此,例如,第一层将具有以下参数: + +![](img/5aa777f7-072b-48ea-a7cd-f3447c9f6347.png) + +但是要注意,当涉及到模型末端的完全连接(密集)层时,这种数量很少的参数并不是这种情况,通常这是我们可以找到许多模型参数的地方。 如果像在 VGGNet 中一样,一个接一个地堆叠多个密集层,则尤其如此。 + +例如,第一个密集层将具有以下数量的参数: + +![](img/33beb295-8ebe-4b4a-85c9-c104704b2ed2.png) + +![](img/4ca076a4-7112-4d07-bdc1-044bf5fc8740.png) + +到那时为止,这是所有参数的六倍以上! + +如前所述,您需要在训练数据集中使用大量样本来消耗模型参数,因此最好避免过度使用完全连接的层来避免参数爆炸。 幸运的是,人们发现,如果最后只有一层而不是三层,那么 VGGNet 的工作原理几乎相同。 因此,删除这些完全连接的层会从模型中删除大量参数,而不会大大降低性能。 因此,如果您决定实施 VGGNet,我们建议您也这样做。 + +# 码 + +接下来,我们介绍负责在 Tensorflow 中构建 VGG-16 模型图的函数。 像本章中的所有模型一样,VGGNet 旨在对 Imagenet 挑战的 1,000 个类别进行分类,这就是为什么该模型输出大小为 1000 的向量的原因。 显然,可以为您自己的数据集轻松更改此设置,如下所示: + +```py + def build_graph(self): + + self.__x_ = tf.placeholder("float", shape=[None, 224, 224, 3], name='X') + + self.__y_ = tf.placeholder("float", shape=[None, 1000], name='Y') + + with tf.name_scope("model") as scope: + + conv1_1 = tf.layers.conv2d(inputs=self.__x_, filters=64, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + conv2_1 = tf.layers.conv2d(inputs=conv1_1, filters=64, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + pool1 = tf.layers.max_pooling2d(inputs=conv2_1, pool_size=[2, 2], strides=2) + + conv2_1 = tf.layers.conv2d(inputs=pool1, filters=128, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + conv2_2 = tf.layers.conv2d(inputs=conv2_1, filters=128, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + pool2 = tf.layers.max_pooling2d(inputs=conv2_2, pool_size=[2, 2], strides=2) + + conv3_1 = tf.layers.conv2d(inputs=pool2, filters=256, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + conv3_2 = tf.layers.conv2d(inputs=conv3_1, filters=256, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + conv3_3 = tf.layers.conv2d(inputs=conv3_2, filters=256, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + pool3 = tf.layers.max_pooling2d(inputs=conv3_3, pool_size=[2, 2], strides=2) + + conv4_1 = tf.layers.conv2d(inputs=pool3, filters=512, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + conv4_2 = tf.layers.conv2d(inputs=conv4_1, filters=512, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + conv4_3 = tf.layers.conv2d(inputs=conv4_2, filters=512, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + pool4 = tf.layers.max_pooling2d(inputs=conv4_3, pool_size=[2, 2], strides=2) + + conv5_1 = tf.layers.conv2d(inputs=pool4, filters=512, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + conv5_2 = tf.layers.conv2d(inputs=conv5_1, filters=512, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + conv5_3 = tf.layers.conv2d(inputs=conv5_2, filters=512, kernel_size=[3, 3], + + padding="same", activation=tf.nn.relu) + + pool5 = tf.layers.max_pooling2d(inputs=conv5_3, pool_size=[2, 2], strides=2) + + pool5_flat = tf.reshape(pool5, [-1, 7 * 7 * 512]) + + # FC Layers (can be removed) + + fc6 = tf.layers.dense(inputs=pool5_flat, units=4096, activation=tf.nn.relu) + + fc7 = tf.layers.dense(inputs=fc6, units=4096, activation=tf.nn.relu) + + # Imagenet has 1000 classes + + fc8 = tf.layers.dense(inputs=fc7, units=1000) + + self.predictions = tf.nn.softmax(self.fc8, name='predictions') +``` + +# 关于 VGG 的更多信息 + +2014 年,VGG 在 Imagenet 分类挑战中获得第二名,在 Imagenet 本地化挑战中获得第一名。 正如我们所看到的,VGGNet 的设计选择是堆叠许多小的卷积层,从而可以实现更深的结构,同时具有更少的参数(如果我们删除了不必要的完全连接的层),则性能更好。 这种设计选择在创建强大而高效的网络方面非常有效,以至于几乎所有现代体系结构都复制了这种想法,并且很少(如果有的话)使用大型过滤器。 + +事实证明,VGG 模型可以在许多任务中很好地工作,并且由于其简单的体系结构,它是开始尝试或适应问题需求的理想模型。 但是,它确实有以下问题需要注意: + +* 通过仅使用 3x3 层,尤其是在第一层,计算量不适用于移动解决方案 +* 如前几章所述,由于逐渐消失的梯度问题,甚至更深的 VGG 结构也无法正常工作 +* 原始设计中大量的 FC 层在参数方面是过大的,这不仅减慢了模型的速度,而且更容易出现过拟合的问题 +* 使用许多池化层,目前认为这不是好的设计 + +# GoogLeNet + +虽然 VGGNet 在 2014 年 Imagenet 分类挑战赛中排名第二,但我们将要讨论的下一个模型 GoogLeNet 在那一年是赢家。 它是由 Google 创建的,它引入了一种重要的方法来使网络更深,同时减少参数数量。 他们称他们提出了`Inception` 模块。 该模块填充了大部分 GoogLeNet 模型。 + +GoogLeNet 具有 22 层,参数几乎比 AlexNet 少 12 倍。 因此,除了更加精确之外,它还比 AlexNet 快得多。 创建`Inception`模块的动机是制作更深的 CNN,以便获得高度准确的结果,并使该模型可在智能手机中使用。 为此,在预测阶段,计算预算大约需要增加 15 亿次: + +![](img/a792bf21-afb7-4617-90ee-9eaf988cddd9.png) + +# 起始模块 + +起始模块(或层的块)旨在覆盖较大的区域,但也保持较高的分辨率,以便也可以在图像中查看重要的本地信息。 除了创建更深的网络外,起始块还引入了并行卷积的思想。 我们的意思是在前一层的输出上执行不同大小的并行卷积。 + +初始层的幼稚视图可以在这里看到: + +![](img/5ea6732d-fe36-4d0d-8272-8e15beb3ac2c.png) + +基本上,初始块的想法是使用所有可用的内核大小和操作来覆盖尽可能多的信息,并让反向传播根据您的数据决定使用什么。 在上图中看到的唯一问题是计算成本,因此该图在实践中会有所不同。 + +考虑我们之前看到的 5x5 分支,让我们检查一下它的计算成本: + +![](img/b9e05229-a800-45dc-b675-4fad355b3c54.png) + +![](img/564ae665-af37-4088-8ab8-2975d8c16ec8.png) + +现在,考虑以下更改; 我们添加一个 1x1 CONV 来将 5x5 CONV 输入深度从 192 转换为 16: + +![](img/8cc4d625-1193-4cd4-a91f-55adc41c642a.png) + +![](img/a0d5631a-32bc-4136-ac2a-a12452ce341c.png) + +如果您观察到,现在计算效率提高了 10 倍。 1x1 层会挤压大量深度(瓶颈),然后发送到 5x5 CONV 层。 + +考虑到这一瓶颈变化,真正的初始层要复杂一些: + +![](img/ca3da890-3a5d-4c96-8320-af7cbc197cfd.png) + +此外,在某些实现中,您可能会注意到有人试图在初始代码块中使用 Batchnorm 或 Dropout。 + +Googlenet 将只是许多级联的启动块。 在这段代码中,我们展示了如何创建一个起始块: + +```py +# Reference: https://github.com/khanrc/mnist/blob/master/inception.py + +import tensorflow as tf + +def inception_block_a(x, name='inception_a'): + + # num of channels: 384 = 96*4 + + with tf.variable_scope(name): + + # Pooling part + + b1 = tf.layers.average_pooling2d(x, [3,3], 1, padding='SAME') + + b1 = tf.layers.conv2d(inputs=b1, filters=96, kernel_size=[1, 1], padding="same", activation=tf.nn.relu) + + # 1x1 part + + b2 = tf.layers.conv2d(inputs=x, filters=96, kernel_size=[1, 1], padding="same", activation=tf.nn.relu) + + # 3x3 part + + b3 = tf.layers.conv2d(inputs=x, filters=64, kernel_size=[1, 1], padding="same", activation=tf.nn.relu) + + b3 = tf.layers.conv2d(inputs=b3, filters=96, kernel_size=[3, 3], padding="same", activation=tf.nn.relu) + + # 5x5 part + + b4 = tf.layers.conv2d(inputs=x, filters=64, kernel_size=[1, 1], padding="same", activation=tf.nn.relu) + + # 2 3x3 in cascade with same depth is the same as 5x5 but with less parameters + + # b4 = tf.layers.conv2d(inputs=b4, filters=96, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + + b4 = tf.layers.conv2d(inputs=b4, filters=96, kernel_size=[3, 3], padding="same", activation=tf.nn.relu) + + b4 = tf.layers.conv2d(inputs=b4, filters=96, kernel_size=[3, 3], padding="same", activation=tf.nn.relu) + + concat = tf.concat([b1, b2, b3, b4], axis=-1) + + return concat +``` + +# 有关 GoogLeNet 的更多信息 + +GoogLeNet 的主要优点是,它比 VGG 更为准确,同时使用的参数更少,计算能力也更低。 主要的缺点仍然是,如果我们开始堆叠很多初始层,梯度将消失,而且整个网络具有多个分支和多个损耗的设计相当复杂。 + +# 残留网络 + +在前面的部分中,已经证明了网络的深度是有助于提高准确性的关键因素(请参见 VGG)。 TensorFlow 中的[第 3 章](../Text/3.xhtml)和*图像分类中也显示,可以通过正确的权重初始化和批处理归一化来缓解深度网络中梯度消失或爆炸的问题。 但是,这是否意味着我们添加的层越多,我们得到的系统就越准确? 亚洲研究机构 Microsoft 的*用于图像识别的深度残差学习*的作者发现,只要网络深度达到 30 层,准确性就会达到饱和。 为了解决此问题,他们引入了一个称为残差块的新层块,该块将上一层的输出添加到下一层的输出中(请参见下图)。 Residual Net 或 ResNet 在非常深的网络(甚至超过 100 层!)中都显示了出色的结果,例如 152 层的 ResNet 赢得了 2015 LRVC 图像识别挑战,其前 5 个测试错误为 3.57。 事实证明,诸如 ResNets 之类的更深层网络要比包括 Inception 模块(例如 GoogLeNet)在内的更广泛的网络更好地工作。* + +![](img/d8ad63df-15dd-4d20-b918-a3f18767a9c8.png) + +让我们更详细地了解残差块的外观以及其功能背后的直觉。 如果我们有一个输入![](img/54cb6769-dfa9-4ed2-8a98-04904ad5ed2e.png)和一个输出![](img/0df834df-790e-4fd2-b5fd-f6d8afbd04fe.png),则存在一个将![](img/ac3e4947-4de7-4f5d-9b05-9a892b4aa2b8.png)映射到![](img/429cb4f4-0cb2-4408-80d7-8185e46ae29c.png)的非线性函数![](img/2bc69477-f997-406b-9f65-4cd1d59170df.png)。 假设函数![](img/2bc69477-f997-406b-9f65-4cd1d59170df.png)可以由两个堆叠的非线性卷积层近似。 然后,残差函数![](img/04c577da-ec4e-42e8-8a2e-659b7a2570bd.png)也可以近似。 我们可以等效地写为![](img/6ff3c055-c8f0-41e4-adbb-655f94f1f14f.png),其中![](img/076d8c2c-5fd2-4cd0-90ee-002c1b80fd2b.png)表示两个堆叠的非线性层,![](img/8b38461a-1ec6-4f8f-a0d2-0977201c727c.png)标识函数(输入=输出)。 + +更正式地说,对于通过网络的前向传递,如果![](img/48890ce8-4d40-4ced-9c20-0f0fe7258f49.png)是来自![](img/3cbd4bac-33c6-44e9-855c-4559561e7400.png)层的张量,并且![](img/cf39e814-f34f-4ee6-8669-04d386f69236.png)和![](img/290b2b0d-9cc0-433f-9797-31ecf9cf0db5.png)是当前层和先前层的权重矩阵,则输入![](img/bca942f2-dddf-4e8d-aaf4-48722f648d63.png)到 下一层![](img/32d5f07f-1c7c-40ab-9cbf-695177d3cfd2.png)是 + +![](img/2a75b154-8239-4fce-968d-441d25d69a27.png) + +其中![](img/9848c713-134c-4eb9-9f35-3d3076854a6d.png)是非线性激活函数,例如 ReLu 和![](img/75a30ef9-ee69-49eb-92e5-738eeef18b10.png),即两层堆叠卷积。 ReLu 函数可以在添加 x 之前或之后添加。 剩余的块应由 2 层或更多层组成,因为一层的块没有明显的好处。 + +为了理解该概念背后的直觉,我们假设我们有一个经过训练的浅层 CNN,其更深的对应层具有与浅层 CNN 相同的层,并且在它们之间随机插入了一些层。 为了拥有一个与浅层模型至少具有相似性能的深层模型,附加层必须近似标识函数。 但是,要学习具有 CONV 层堆栈的标识函数比将残差函数推为零要困难得多。 换句话说,如果单位函数是最优解,则很容易实现![](img/54b2d5db-424c-4399-b2d3-081897501f57.png),因此很容易实现![](img/ffc658b8-7e88-4b94-8f69-53d3904a01fc.png)。 + +另一种思考的方式是,在训练期间,特定的层不仅会从上一层学习一个概念,还会从它之前的其他层学习一个概念。 这比只从上一层学习概念要好。 + +在实现方面,我们应注意确保![](img/269bb145-9df7-475f-b3cb-5bdd3993537b.png)和![](img/47cbd75c-bae1-4ed3-86b7-ad75747293b1.png)的大小相同。 + +查看残差块的重要性的另一种方法是,我们将为梯度创建一个“高速公路”(加法块),以避免随着梯度的增加而消失的梯度问题! + +以下代码将向您展示如何创建残差块,它是残差网络的主要构建块: + +```py +# Reference +# https://github.com/tensorflow/tensorflow/blob/master/tensorflow/examples/learn/resnet.py +import tensorflow as tf +from collections import namedtuple + +# Configurations for each bottleneck group. +BottleneckGroup = namedtuple('BottleneckGroup', + ['num_blocks', 'num_filters', 'bottleneck_size']) +groups = [ + BottleneckGroup(3, 128, 32), BottleneckGroup(3, 256, 64), + BottleneckGroup(3, 512, 128), BottleneckGroup(3, 1024, 256) +] + +# Create the bottleneck groups, each of which contains `num_blocks` +# bottleneck groups. +for group_i, group in enumerate(groups): + for block_i in range(group.num_blocks): + name = 'group_%d/block_%d' % (group_i, block_i) + + # 1x1 convolution responsible for reducing dimension + with tf.variable_scope(name + '/conv_in'): + conv = tf.layers.conv2d( + net, + filters=group.num_filters, + kernel_size=1, + padding='valid', + activation=tf.nn.relu) + conv = tf.layers.batch_normalization(conv, training=training) + + with tf.variable_scope(name + '/conv_bottleneck'): + conv = tf.layers.conv2d( + conv, + filters=group.bottleneck_size, + kernel_size=3, + padding='same', + activation=tf.nn.relu) + conv = tf.layers.batch_normalization(conv, training=training) + + # 1x1 convolution responsible for restoring dimension + with tf.variable_scope(name + '/conv_out'): + input_dim = net.get_shape()[-1].value + conv = tf.layers.conv2d( + conv, + filters=input_dim, + kernel_size=1, + padding='valid', + activation=tf.nn.relu) + conv = tf.layers.batch_normalization(conv, training=training) + + # shortcut connections that turn the network into its counterpart + # residual function (identity shortcut) + net = conv + net +``` + +# 移动网 + +我们将以一个新的 CNN 系列结束本章,该系列不仅具有较高的准确性,而且更轻巧,并且在移动设备上的运行速度更快。 + +由 Google 创建的 MobileNet 的关键功能是它使用了不同的“三明治”形式的卷积块。 它不是通常的(`CONV`,`BATCH_NORM,RELU`),而是将 3x3 卷积拆分为 3x3 深度卷积,然后是 1x1 点向卷积。他们称此块为深度可分离卷积。 + +这种分解可以减少计算量和模型大小: + +![](img/2e2654a7-06d4-4019-8fbc-91babc5c5ce4.png) + +# 深度可分离卷积 + +这个新的卷积块(`tf.layers.separable_conv2d`)由两个主要部分组成:深度卷积层,然后是 1x1 点式卷积层。 该块与普通卷积有以下几种不同: + +* 在正常卷积层中,每个滤波器 F 将同时应用于输入通道上的所有通道(F 应用于每个通道然后求和) +* 这个新的卷积 F 分别应用于每个通道,并且结果被级联到某个中间张量(多少由深度倍数 DM 参数控制) + +相对于标准卷积,深度卷积非常有效。 但是,它仅过滤输入通道,并且不将它们组合以创建新功能。 + +现在,将使用 1x1 转换层将深度输出张量映射到某些所需的输出通道深度,该转换层将在通常在标准卷积层中发生的通道之间进行混合。 区别在于 DM 参数可用于丢弃一些信息。 同样,1x1 转换仅用于调整音量大小。 + +# 控制参数 + +MobileNets 使用两个超参数来帮助控制精度和速度之间的折衷,从而使网络适合您要定位的任何设备。 这两个超参数如下: + +* **宽度倍增器**:通过统一减少整个网络中使用的滤波器数量,控制深度 CONV 精度 +* **分辨率倍增器**:只需将输入图像缩小到不同大小 + +# 有关 MobileNets 的更多信息 + +对于任何神经网络设计,MobileNets 都具有一些最佳的精度,速度和参数比率。 + +但是,目前尚无良好(快速)的深度卷积实现可在 GPU 上运行。 结果,训练可能会比使用正常的卷积运算慢。 但是,此网络目前真正发挥作用的地方是小型 CPU 设计,提高的效率更加明显。 + +# 摘要 + +在本章中,我们向您介绍了各种卷积神经网络设计,这些设计已经证明了它们的有效性,因此被广泛使用。 我们首先介绍牛津大学 VGG 的 VGGNet 模型。 接下来,在最终讨论微软的 Residual Net 之前,我们先使用 Google 的 GoogLeNet。 此外,我们还向您展示了一种更高级的新型卷积,该模型在名为 MobileNet 的模型设计中具有特色。 在整个过程中,我们讨论了使每个网络如此出色的不同属性和设计选择,例如跳过连接,堆叠小型过滤器或启动模块。 最后,给出了代码,向您展示了如何在 TensorFlow 中写出这些网络。 + +在下一章中,我们将讨论一种称为生成模型的新型模型,该模型将使我们能够生成数据。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/6.md b/docs/handson-cnn-tf/6.md new file mode 100644 index 00000000..02e08d12 --- /dev/null +++ b/docs/handson-cnn-tf/6.md @@ -0,0 +1,684 @@ +# 自动编码器,变体自动编码器和生成对抗网络 + +本章将介绍一种与到目前为止所看到的模型稍有不同的模型。 到目前为止提供的所有模型都属于一种称为判别模型的模型。 判别模型旨在找到不同类别之间的界限。 他们对找到 *P(Y | X)*-给定某些输入 *X* 的输出 *Y* 的概率感兴趣。 这是用于分类的自然概率分布,因为您通常要在给定一些输入 *X* 的情况下找到标签 *Y,*。 + +但是,还有另一种类型的模型称为生成模型。 建立了生成模型以对不同类的分布进行建模。 他们对找到 *P(Y,X)*-输出 *Y* 和输入 *X* 一起出现的概率分布感兴趣。 从理论上讲,如果您可以捕获数据中类别的概率分布,则将了解更多信息,并且可以使用贝叶斯规则来计算 *P(Y | X)*。 + +生成模型属于无监督学习算法的类别。 无监督意味着我们不需要标签数据。 + +本章列出了一些我们将要学习的关键主题: + +* 汽车编码器 +* 变体自动编码器 +* 生成对抗网络 +* 实施各种生成模型以生成手写数字 + +# 为什么要生成模型 + +在下图中,我们可以看到生成模型和判别模型之间的主要区别。 使用判别模型,我们通常尝试找到在数据中不同类别之间进行区分或“区分”的方法。 但是,使用生成模型,我们尝试找出数据的概率分布。 在图示中,分布由包含较小圆圈的蓝色和黄色大斑点表示。 如果我们从数据中学到这种分布,我们将能够采样或“生成”应该属于它的新数据点,例如红色三角形。 + +![](img/b588c84d-43c3-4d91-a8b4-9f39f4608318.png) + +尝试捕获数据集的概率分布具有以下用例: + +* 使用未标记的数据预训练模型 +* 扩展数据集(理论上,如果您捕获数据的概率分布,则可以生成更多数据) +* 压缩数据(有损) +* 创建某种模拟器(例如,可以通过四个输入来控制四轴飞行器;如果捕获此数据并在其上训练生成模型,则可以学习无人机的动态) + +使用生成模型时的期望是,如果我们能够创建类似于原始输入数据的新数据,则我们的模型必须了解一些有关数据分布的知识。 + +训练了生成神经网络模型,以产生类似于训练集的数据样本。 由于模型参数的数量小于训练数据的维数,因此迫使模型发现有效的数据表示形式。 + +# 汽车编码器 + +我们将要看到的第一个生成模型是自动编码器模型。 自动编码器是一个简单的神经网络,由两部分组成:**编码器**和**解码器**。 这个想法是编码器部分会将您的输入压缩到较小的尺寸。 然后,从这个较小的维度尝试使用模型的解码器部分重建输入。 通常用许多名称来称呼这种较小的尺寸,例如潜在空间,隐藏空间,嵌入或编码。 + +如果自动编码器能够再现其输入,则从理论上讲,该潜在空间应该对表示原始数据所需的所有重要信息进行编码,但其优点是尺寸小于输入。 编码器可以被认为是一种压缩输入数据的方式,而解码器是一种将其解压缩的方式。 在下图中,我们可以看到一个简单的自动编码器的外观。 我们的潜在空间或编码是中间标记为 *z 的部分。* + +![](img/bace7dc4-4820-4dcd-934d-7215a3d8e4ce.png) + +传统上,在自动编码器中,构成网络的层只是完全连接的层,但是通过使用卷积层,自动编码器也可以扩展到图像。 与之前一样,编码器会将输入图像压缩为较小的表示形式,而解码器将尽最大努力恢复信息。 区别在于,编码器现在是将数据压缩为特征向量的 CNN,而不是具有完全连接的层的 ANN,并且解码器将使用转置的卷积层从编码中重新生成图像。 + +此处提供了一个自动编码器处理图像的示例。 对于解码器部分 + +![](img/460f5473-9a64-4f05-8479-e9f9f36b5eb4.png) + +对于任何自动编码器,损失函数都会引导编码器和解码器重建输入。 使用的常见损耗是自动编码器的输出与网络输入之间的 L2 损耗。 我们现在应该问自己一个问题:“使用 L2 损失比较图像是一个好主意吗?”。 如果您拍摄以下图像,即使它们看起来截然不同,它们实际上彼此之间的距离 *L2* 也相同: + +![](img/1d80926b-a372-459a-8c13-ab3f74dd6fc5.png) + +这表明当您使用 L2 损失比较图像时,并非总是可以依靠它,因此在使用它时应牢记这一点。 + +# 卷积自动编码器示例 + +以下 TensorFlow 代码将为 MNIST 数据集构建卷积自动编码器模型。 代码的第一部分将构建模型,编码器和解码器的图形。 在代码中,我们突出显示模型的一部分,其输出将是我们的潜在向量: + +```py +class CAE_CNN(object): + def __init__(self, img_size = 28, latent_size=20): + self.__x = tf.placeholder(tf.float32, shape=[None, img_size * img_size], name='IMAGE_IN') + self.__x_image = tf.reshape(self.__x, [-1, img_size, img_size, 1]) + + with tf.name_scope('ENCODER'): + ##### ENCODER + # CONV1: Input 28x28x1 after CONV 5x5 P:2 S:2 H_out: 1 + (28+4-5)/2 = 14, W_out= 1 + (28+4-5)/2 = 14 + self.__conv1_act = tf.layers.conv2d(inputs=self.__x_image, strides=(2, 2), + filters=16, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + + # CONV2: Input 14x14x16 after CONV 5x5 P:0 S:2 H_out: 1 + (14+4-5)/2 = 7, W_out= 1 + (14+4-5)/2 = 7 + self.__conv2_act = tf.layers.conv2d(inputs=self.__conv1_act, strides=(2, 2), + filters=32, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + + with tf.name_scope('LATENT'): + # Reshape: Input 7x7x32 after [7x7x32] + self.__enc_out = tf.reshape(self.__conv2_act, [tf.shape(self.__x)[0], 7 * 7 * 32]) + self.__guessed_z = tf.layers.dense(inputs=self.__enc_out, + units=latent_size, activation=None, name="latent_var") + tf.summary.histogram("latent", self.__guessed_z) + + with tf.name_scope('DECODER'): + ##### DECODER (At this point we have 1x18x64 + self.__z_develop = tf.layers.dense(inputs=self.__guessed_z, + units=7 * 7 * 32, activation=None, name="z_matrix") + self.__z_develop_act = tf.nn.relu(tf.reshape(self.__z_develop, [tf.shape(self.__x)[0], 7, 7, 32])) + + # DECONV1 + self.__conv_t2_out_act = tf.layers.conv2d_transpose(inputs=self.__z_develop_act, + strides=(2, 2), kernel_size=[5, 5], filters=16, + padding="same", activation=tf.nn.relu) + + # DECONV2 + # Model output + self.__y = tf.layers.conv2d_transpose(inputs=self.__conv_t2_out_act, + strides=(2, 2), kernel_size=[5, 5], filters=1, + padding="same", activation=tf.nn.sigmoid) + + # We want the output flat for using on the loss + self.__y_flat = tf.reshape(self.__y, [tf.shape(self.__x)[0], 28 * 28]) +``` + +与卷积自动编码器丢失有关的代码段如下: + +```py +with tf.name_scope("CAE_LOSS"): + # L2 loss + loss = tf.losses.mean_squared_error(labels=model_in, predictions=model_out_flat) + +# Solver configuration +with tf.name_scope("Solver"): + train_step = tf.train.AdamOptimizer(0.0001).minimize(loss) +``` + +# 自动编码器的用途和局限性 + +自动编码器的简单性很酷,但是在功能上有所限制。 他们的一个潜在用途是预训练模型(假设您将模型作为编码器部分,并且能够创建反模型作为解码器)。 使用自动编码器可以很好地进行预训练,因为您可以获取数据集并训练自动编码器以对其进行重构。 培训后,您可以使用编码器的权重,然后将其微调到您要执行的任务。 + +如果不太复杂,则另一种用途是作为数据压缩形式。 您可以使用自动编码器将维数减小到两维或三维,然后尝试在潜在空间中可视化您的输入以查看它是否对您有用。 + +但是,自动编码器的局限性在于它们不能用于为我们生成更多数据。 这是因为我们不知道如何创建新的潜在向量来馈送到解码器。 唯一的方法是在输入数据上使用编码器。 现在,我们将研究对自动编码器的修改,以帮助解决此问题。 + +# 变体自动编码器 + +我们第一个可以生成更多类似于训练数据的真实生成模型,将是**变体自动编码器**( **VAE** )。 VAE 看起来像正常的自动编码器,但有一个新的约束,它将迫使我们的压缩表示(潜伏空间)遵循零均值和单位方差高斯分布。 + +在潜在空间上施加此约束的想法是,当我们想使用 VAE 生成新数据时,我们可以创建来自单位高斯分布的样本矢量,并将其提供给经过训练的解码器。 VAE 和常规自动编码器之间的差异就是对潜在空间矢量的约束。 这个约束条件使我们可以创建一种新的潜在矢量,然后再将其馈送到解码器以生成数据。 + +下图显示,VAE 在结构上与自动编码器完全相同,除了对隐藏空间的约束之外: + +![](img/4ea0bf91-eefc-4fd8-bc77-b9205cc8309e.png) + +# 定义正态分布的参数 + +我们需要两个参数来跟踪并强制我们的 VAE 模型在潜在空间中产生正态分布: + +* **平均值**(应为零) +* **标准偏差**(应为 1) + +在下图中,我们给出了具有不同均值和标准偏差值的正态分布示例。 仅使用这两个值,我们就可以产生一个正态分布,可以从中采样: + +![](img/ce4aa377-1bf4-483a-ab86-23ab2b9dc716.jpg) + +# VAE 损失功能 + +在 VAE 中,损失函数由两部分组成: + +* **生成损失**:此损失将模型输出与模型输入进行比较。 这可能是我们在自动编码器中使用的损耗,例如 L2 损耗。 +* **潜在损失**:此损失将潜在向量与零均值,单位方差高斯分布进行比较。 我们在这里使用的损失将是 KL 散度损失。 如果 VAE 开始产生不是来自所需分布的潜在向量,则该损失项将对 VAE 造成不利影响。 + +以下屏幕截图显示了 VAE 的损失,它是生成损失和潜在空间损失的组合: + +![](img/f07350d3-1230-4c3f-aae8-41f1511e8195.jpg) + +# Kullback-Leibler 散度 + +KL 散度损失将产生一个数字,该数字指示两个分布彼此之间的接近程度。 + +两个分布之间的距离越近,损耗就越低。 在下图中,蓝色分布正在尝试对绿色分布进行建模。 随着蓝色分布越来越接近绿色分布,KL 散度损失将接近于零。 + +![](img/3f81672f-26ea-446b-97b4-2b6119614be7.png) + +# 培训 VAE + +为了训练 VAE 并使用 KL 散度损失,我们首先需要研究如何生成潜矢量。 我们将使编码器产生两个向量,而不是让编码器直接精确地产生一个潜在向量。 第一个是平均值的向量**μ**,第二个是标准偏差值的向量**σ**。 根据这些,我们可以创建第三个向量,其中使用**μ**和**的 *i* th 值从高斯分布中采样 *i* 元素 σ**向量作为该高斯分布的均值和标准差。 然后,该第三采样矢量被发送到解码器。 + +现在,我们的模型如下所示: + +![](img/944095bc-4bde-4e04-86e3-1ccc3e0b1c04.png) + +上图中的均值和标准偏差块将只是正常的全连接层,它们将通过 KL 损失函数来学习如何返回所需的值。 更改我们如何获得潜矢量的原因是因为它使我们能够轻松计算 KL 散度损失。 KL 损失现在如下:`latent_mean`为**μ**,`latent_stddev`为**σ**: + +```py +0.5 * tf.reduce_sum(tf.square(latent_mean) + tf.square(latent_stddev) - tf.log(tf.square(latent_stddev)) - 1, 1) +``` + +不幸的是,有一个 **Sample** 块,您可以将其视为随机生成器节点,无法区分。 这意味着我们不能使用反向传播来训练我们的 VAE。 我们需要一种称为“重新参数化”技巧的东西,该技巧将从反向传播流中取出采样。 + +# 重新参数化技巧 + +重新参数化技巧的想法是从反向传播循环中取出随机样本节点。 它是通过从高斯分布中获取样本ε,然后将其乘以我们的标准偏差矢量**σ**的结果,然后加上**μ**来实现的。 现在,我们的潜在向量的公式是: + +![](img/16915d9b-677d-4f06-b381-1fe5e7353406.jpg) + +![](img/ae58ed7b-25c5-447d-bb71-54d32dc9ed15.jpg) + +产生的潜矢量将与以前相同,但是现在进行此更改可以使梯度流回到 VAE 的编码器部分。 下图显示了在进行重新参数化之前的 VAE 模型,在左侧进行了重新参数化之后。 蓝色框是损失函数的两个部分。 查看该图,您可以看到我们的渐变现在可以向后流动,因为我们不再具有红色框(示例节点)来挡路了: + +![](img/412bfece-2f71-4956-a5fe-3ae19cce2b6b.png) + +这是 TensorFlow 中的重新参数化形式: + +```py +# Add linear ops to produce mean and standard devation vectors +fc_mean = tf.layers.dense(self.__enc_out, units=latent_size, activation=None, name="w_mean") +fc_stddev = tf.layers.dense(self.__enc_out, units=latent_size, activation=None, name="w_stddev") + +# Generate normal distribution with dimensions [Batch, latent_size] +sample_block = tf.random_normal([tf.shape(X)[0], latent_size], 0, 1, dtype=tf.float32) +latent_z = fc_mean + (fc_stddev * sample_block) +``` + +# 卷积变分自动编码器代码 + +现在我们可以将所有内容组合在一起,并提供 TensorFlow 代码,这些代码将为 MNIST 数据集构建卷积 VAE。 我们为 VAE 模型创建一个类,然后将该模型放入`__init__`方法中。 第一部分是我们的模型的编码器,由两个转换层组成: + +```py +class VAE_CNN(object): + def __init__(self, img_size=28, latent_size=20): + self.__x = tf.placeholder(tf.float32, shape=[None, img_size * img_size], name='IMAGE_IN') + self.__x_image = tf.reshape(self.__x, [-1, img_size, img_size, 1]) + + with tf.name_scope('ENCODER'): + ##### ENCODER + # CONV1: Input 28x28x1 after CONV 5x5 P:2 S:2 H_out: 1 + (28+4-5)/2 = 14, W_out= 1 + (28+4-5)/2 = 14 + self.__conv1_act = tf.layers.conv2d(inputs=self.__x_image, strides=(2, 2), + filters=16, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + + # CONV2: Input 14x14x16 after CONV 5x5 P:0 S:2 H_out: 1 + (14+4-5)/2 = 7, W_out= 1 + (14+4-5)/2 = 7 + self.__conv2_act = tf.layers.conv2d(inputs=self.__conv1_act, strides=(2, 2), + filters=32, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) +``` + +接下来是 VAE 的一部分,该部分负责使用我们之前的新重新参数化技巧来创建潜在矢量。 我们添加了对最终潜在向量的记录,以检查它是否按照我们期望的那样遵循单位高斯分布产生向量: + +```py + with tf.name_scope('LATENT'): + # Reshape: Input 7x7x32 after [7x7x32] + self.__enc_out = tf.reshape(self.__conv2_act, [tf.shape(self.__x)[0], 7 * 7 * 32]) + + # Add linear ops for mean and variance + self.__w_mean = tf.layers.dense(inputs=self.__enc_out, + units=latent_size, activation=None, name="w_mean") + self.__w_stddev = tf.layers.dense(inputs=self.__enc_out, + units=latent_size, activation=None, name="w_stddev") + + # Generate normal distribution with dimensions [B, latent_size] + self.__samples = tf.random_normal([tf.shape(self.__x)[0], latent_size], 0, 1, dtype=tf.float32) + + self.__guessed_z = self.__w_mean + (self.__w_stddev * self.__samples) + tf.summary.histogram("latent_sample", self.__guessed_z) +``` + +之后,我们添加网络的解码器部分,该部分包括一个完全连接的层,然后是两个转置的卷积层: + +```py + with tf.name_scope('DECODER'): + ##### DECODER + # Linear layer + self.__z_develop = tf.layers.dense(inputs=self.__guessed_z, + units=7 * 7 * 32, activation=None, name="z_matrix") + self.__z_develop_act = tf.nn.relu(tf.reshape(self.__z_develop, [tf.shape(self.__x)[0], 7, 7, 32])) + + # DECONV1 + self.__conv_t2_out_act = tf.layers.conv2d_transpose(inputs=self.__z_develop_act, + strides=(2, 2), kernel_size=[5, 5], filters=16, + padding="same", activation=tf.nn.relu) + + # DECONV2 + # Model output + self.__y = tf.layers.conv2d_transpose(inputs=self.__conv_t2_out_act, + strides=(2, 2), kernel_size=[5, 5], filters=1, + padding="same", activation=tf.nn.sigmoid) + + # Model output + self.__y_flat = tf.reshape(self.__y, [tf.shape(self.__x)[0], 28 * 28]) +``` + +与我们的模型分开,我们需要写出最终损失函数,该函数将用于训练 VAE。 然后,我们可以将这种损失传递给我们选择的优化器,以创建我们的训练步骤: + +```py +# Loss function + +with tf.name_scope("VAE_LOSS"): + # L2 loss (generative loss) + generation_loss = tf.losses.mean_squared_error(labels=model_in, predictions= model_out_flat) + # KL Loss (latent loss) + latent_loss = 0.5 * tf.reduce_sum(tf.square(z_mean) + tf.square(z_stddev) - tf.log(tf.square(z_stddev)) - 1, 1) + # Merge the losses +``` + +```py + loss = tf.reduce_mean(generation_loss + latent_loss) + +# Solver +with tf.name_scope("Solver"): + train_step = tf.train.AdamOptimizer(0.0001).minimize(loss) +``` + +# 产生新数据 + +训练完 VAE 模型后,我们可以将其解码器部分截断,并用作生成器为我们生成新数据。 它将通过向它提供来自单位高斯分布的新潜在矢量来工作。 + +我们在 TensorFlow 中提供负责构建此生成的 VAE 图的代码,如下所示: + +```py +class VAE_CNN_GEN(object): + def __init__(self, img_size=28, latent_size=20): + self.__x = tf.placeholder(tf.float32, shape=[None, latent_size], name='LATENT_IN') + with tf.name_scope('DECODER'): + # Linear layer + self.__z_develop = tf.layers.dense(inputs=self.__x, + units=7 * 7 * 32, activation=None, name="z_matrix") + self.__z_develop_act = tf.nn.relu(tf.reshape(self.__z_develop, [tf.shape(self.__x)[0], 7, 7, 32])) + + # DECONV1 + self.__conv_t2_out_act = tf.layers.conv2d_transpose(inputs=self.__z_develop_act, + strides=(2, 2), kernel_size=[5, 5], filters=16, + padding="same", activation=tf.nn.relu) + + # DECONV2 + # Model output + self.__y = tf.layers.conv2d_transpose(inputs=self.__conv_t2_out_act, + strides=(2, 2), kernel_size=[5, 5], filters=1, + padding="same", activation=tf.nn.sigmoid) + + @property + def output(self): + return self.__y + + @property + def input(self): + return self.__x +``` + +# 生成对抗网络 + +**生成对抗网络**( **GAN** )是另一种非常新的生成模型,由于其令人印象深刻的结果而受到关注。 GAN 由两个网络组成:生成器网络和鉴别器网络。 在训练过程中,他们俩都玩零和游戏,其中鉴别器网络试图发现输入到其中的图像是真实的还是伪造的。 同时,生成器网络尝试创建足以欺骗鉴别器的伪造图像。 + +想法是经过一段时间的训练,鉴别器和生成器都非常擅长于他们的任务。 结果,生成器被迫尝试创建看起来越来越接近原始数据集的图像。 为此,它必须捕获数据集的概率分布。 + +下图概述了此 GAN 模型的外观: + +![](img/98fcbf21-46e3-45f0-8a2d-a7004af773c3.png) + +鉴别器和发生器都将具有自己的损耗函数,但是它们的损耗都相互依赖。 + +让我们总结一下 GAN 模型的两个主要模块或网络: + +* **生成器**:使用大小为 N 的一维矢量作为输入,创建类似于*真实图像*数据集的图像(选择 N 取决于我们) +* **鉴别符**:验证提供给它的图像是真实的还是伪造的 + +GAN 的一些实际用法如下: + +* 使用鉴别器网络权重作为不同任务的初始化,类似于我们对自动编码器可以执行的操作 +* 使用生成器网络创建新图像,可能会扩大您的数据集,就像我们可以使用经过训练的 VAE 解码器一样 +* 将鉴别器用作损失函数(对于图像,可能优于 L1 / L2),并且也可以在 VAE 中使用 +* 通过将生成的数据与标记的数据混合来进行半监督学习 + +现在我们将向您展示如何在 TensorFlow 中实现非常简单的 GAN。 一旦经过培训,我们的 GAN 的生成器部分就可以用于根据 100 个长随机噪声矢量创建 MNIST 手写数字。 让我们开始吧! + +# 鉴别器 + +我们需要做的第一件事就是创建我们的区分网络。 为此,我们将几个完全连接的层堆叠在一起。 鉴别器将 784 个长度向量作为输入,这是我们的 28x28 MNIST 图像变平。 每个图像的输出将只是一个数字,这是鉴别者对该图像为真实图像的信心程度的分数。 我们使用 Leaky ReLu 作为激活功能,以防止 ReLu 单元死亡。 + +我们返回原始 logit,因为损失函数将为我们应用 S 型激活函数,以确保鉴别器输出在 0 到 1 之间: + +```py +def discriminator(x): + with tf.variable_scope("discriminator"): + fc1 = tf.layers.dense(inputs=x, units=256, activation=tf.nn.leaky_relu) + fc2 = tf.layers.dense(inputs=fc1, units=256, activation=tf.nn.leaky_relu) + logits = tf.layers.dense(inputs=fc2, units=1) + return logits +``` + +# 发电机 + +现在我们创建发电机网络。 生成器的工作是将随机噪声的矢量作为输入,并从中生成输出图像。 在此示例中,我们再次使用完全连接的层,这些层最后将产生 784 个长向量的输出,我们可以对其进行整形以获得 28x28 的图像: + +```py +def generator(z): + with tf.variable_scope("generator"): + fc1 = tf.layers.dense(inputs=z, units=1024, activation=tf.nn.relu) + fc2 = tf.layers.dense(inputs=fc1, units=1024, activation=tf.nn.relu) + img = tf.layers.dense(inputs=fc2, units=784, activation=tf.nn.tanh) + return img +``` + +我们在输出上使用 tanh 激活来将生成的图像限制在-1 到 1 的范围内。 + +现在已经定义了模型,我们可以看看 GAN 训练所需的损失函数。 + +# GAN 损失函数 + +如前所述,鉴别器和生成器都有自己的损耗函数,这些函数取决于彼此网络的输出。 我们可以将 GAN 视为在鉴别器和生成器之间玩 minimax 游戏,如下所示: + +![](img/1d24b043-c4b8-42f0-8f9c-8f2c7db22ec3.png) + +在这里,D 是我们的鉴别符,G 是我们的生成器,z 是输入到生成器的随机矢量,x 是真实图像。 尽管我们在此处给出了 GAN 损失的总和,但实际上更容易分别考虑这两种优化。 + +为了训练 GAN,我们将在鉴别器和生成器之间交替进行梯度步骤更新。 在更新鉴别符时,我们要尝试使**最大化**鉴别符做出**正确选择**的概率。 在更新生成器时,我们想尝试使**最小化**鉴别器做出**正确选择**的可能性。 + +但是,为了实际实现,我们将与之前给出的内容相比,稍微改变 GAN 损失函数; 这样做是为了帮助培训收敛。 变化是,当更新生成器时,而不是**最小化**鉴别器做出**正确选择**的可能性; 我们改为**最大化**判别器做出**错误选择**的概率: + +![](img/5222b764-d50d-4fbc-9747-47a475579e50.png) + +更新鉴别符时,我们尝试使**最大化**,它对真实数据和伪数据均做出正确选择的可能性: + +![](img/82987b0d-594f-4f08-9c76-436c0ec89fbc.png) + +# 发电机损耗 + +生成器想要欺骗鉴别器,换句话说,使鉴别器输出 *1* 用于生成的图像 *G(z)*。 发生器损失只是施加到发生器结果的鉴别器输出的二项式交叉熵损失的负值。 请注意,由于生成器始终尝试生成“真实”图像,因此交叉熵损失可简化为: + +![](img/1761cebc-4eca-4a0f-81cf-9a128632ee81.png) + +在这里,每个术语的含义如下: + +* **m** :批量 +* **D** :鉴别器 +* **G** :生成器 +* **z** :随机噪声向量 + +我们想在训练 GAN 时最大化损失函数。 当损失最大化时,这意味着生成器能够生成可能使鉴别器蒙蔽的图像,并且鉴别器针对生成的图像输出 1。 + +# 鉴别器损失 + +鉴别者希望能够区分真实图像和生成图像。 它想为真实图像输出 1,为生成图像输出 0。 鉴别器损失函数具有以下公式,由于 GAN 训练和标记的工作方式而再次简化:![](img/6afbb7c8-d706-49dc-b74b-f8d9f894e8d3.png) + +此损失函数有两个术语: + +* 应用于鉴别器模型的二项式交叉熵产生了一些真实数据 *x* +* 将二项式交叉熵应用于所生成数据 *G(z)*的鉴别器模型结果 + +如前所述,我们采取这些不利条件,并希望在训练 GAN 时最大化此损失函数。 当这种损失最大化时,这意味着鉴别器能够区分实际输出和生成的输出。 注意,当鉴别器对于真实图像输出 1 而对于所生成图像输出 0 时,该损失最大。 + +# 综合损失 + +在 TensorFlow 中,我们可以实现整个 GAN 损失,如以下代码所示。 作为输入,我们从鉴别器的输出中获取来自生成器的一批伪图像和来自我们的数据集的一批真实图像: + +```py +def gan_loss(logits_real, logits_fake): + # Target label vectors for generator and discriminator losses. + true_labels = tf.ones_like(logits_real) + fake_labels = tf.zeros_like(logits_fake) + # DISCRIMINATOR loss has 2 parts: how well it classifies real images and how well it + # classifies fake images. + real_image_loss = tf.nn.sigmoid_cross_entropy_with_logits(logits=logits_real, labels=true_labels) + fake_image_loss = tf.nn.sigmoid_cross_entropy_with_logits(logits=logits_fake, labels=fake_labels) + + # Combine and average losses over the batch + discriminator_loss = tf.reduce_mean(real_image_loss + fake_image_loss) + + # GENERATOR is trying to make the discriminator output 1 for all its images. + # So we use our target label vector of ones for computing generator loss. + generator_loss = tf.nn.sigmoid_cross_entropy_with_logits(logits=logits_fake, labels=true_labels) + + # Average generator loss over the batch. + generator_loss = tf.reduce_mean(G_loss) + + return discriminator_loss , generator_loss +``` + +您可能已经注意到,不可能同时最大化鉴别器损耗和发生器损耗。 这就是 GAN 的优点,因为在训练时,该模型有望达到某种平衡,在这种情况下,生成器必须生成真正高质量的图像,以欺骗鉴别器。 + +TensorFlow 仅允许其优化器最小化而不是最大化。 结果,我们实际上采用了前面所述的损失函数的负值,这意味着我们从最大化损失变为最小化损失。 不过,我们无需执行任何其他操作,因为`tf.nn.sigmoid_cross_entropy_with_logits()`会为我们解决此问题。 + +# 训练 GAN + +因此,现在有了生成器,鉴别器和损失函数,剩下的就是训练! 我们将在 TensorFlow 中给出如何执行此操作的草图,因为这部分没有花哨的内容。 就像我们之前所做的那样,它只是将上一节中的内容以及加载和馈送 MNIST 图像拼凑在一起。 + +首先,设置两个求解器:一个用于鉴别器,一个用于生成器。 已显示`AdamOptimizer`的较小值`beta1`,因为它已显示出可帮助 GAN 训练收敛: + +```py +discriminator_solver = tf.train.AdamOptimizer(learning_rate=0.001, beta1=0.5) +generator_solver = tf.train.AdamOptimizer(learning_rate=0.001, beta1=0.5) +``` + +接下来,创建一个随机噪声矢量; 这可以通过`tf.random_uniform`完成。 这被馈送到生成器网络以创建一批生成的图像: + +```py +z = tf.random_uniform(maxval=1,minval=-1,shape=[batch_size, dim]) +generator_sample = generator(z) + +``` + +然后,我们将一批真实图像和一批生成的样本提供给鉴别器。 我们在这里使用变量范围来重用我们的模型变量,并确保不创建第二个图: + +```py + with tf.variable_scope("") as scope: + logits_real = discriminator(x) + # We want to re-use the discriminator weights. + scope.reuse_variables() + logits_fake = discriminator(generator_sample ) + +``` + +由于需要分别更新它们,因此我们将区分符和生成器的权重分开: + +```py +discriminator_vars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, 'discriminator') +generator_vars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, 'generator') +``` + +最后,我们计算损失并将其与相关权重一起发送给优化器以进行更新: + +```py + discriminator_loss, generator_loss = gan_loss(logits_real, logits_fake) + + # Training steps. + discriminator_train_step = discriminator_solver.minimize(discriminator_loss, var_list=discriminator_vars ) + generator_train_step = generator_solver.minimize(generator_loss , var_list=generator_vars ) +``` + +这些是训练 GAN 的主要步骤。 剩下的就是创建一个训练循环,遍历大量数据。 如果这样做,您应该能够像训练中那样输入任何随机噪声矢量,并生成图像。 + +如下图所示,创建的图像开始类似于 MNIST 数字: + +![](img/b6e289a6-0c13-4ee0-bb09-78bd4387231b.png) + +# Deep convolutional GAN + +**深度卷积 GAN** ( **DCGAN** )是我们之前看到的普通 GAN 的扩展。 我们不是使用完全连接的层,而是使用卷积层。 想法是使用卷积层可以帮助生成器形成更好的图像。 以下是这种模型的示例: + +![](img/b9cf2f8e-db74-44ab-8090-d032d5a82d24.jpg) + +DCGAN 的示例实现与之前训练普通 GAN 相同,只是简单地将鉴别器和生成器网络换成一些卷积架构,如以下代码所示。 请注意,生成器将使用转置卷积来上采样: + +```py +def discriminator(x): + with tf.variable_scope("discriminator"): + unflatten = tf.reshape(x, shape=[-1, 28, 28, 1]) + conv1 = tf.layers.conv2d(inputs=unflatten, kernel_size=5, strides=1, filters=32 ,activation=leaky_relu) + maxpool1 = tf.layers.max_pooling2d(inputs=conv1, pool_size=2, strides=2) + conv2 = tf.layers.conv2d(inputs=maxpool1, kernel_size=5, strides=1, filters=64,activation=leaky_relu) + maxpool2 = tf.layers.max_pooling2d(inputs=conv2, pool_size=2, strides=2) + flatten = tf.reshape(maxpool2, shape=[-1, 1024]) + fc1 = tf.layers.dense(inputs=flatten, units=1024, activation=leaky_relu) + logits = tf.layers.dense(inputs=fc1, units=1) + return logits +``` + +```py +def generator(z): + with tf.variable_scope("generator"): + fc1 = tf.layers.dense(inputs=z, units=1024, activation=tf.nn.relu) + bn1 = tf.layers.batch_normalization(inputs=fc1, training=True) + fc2 = tf.layers.dense(inputs=bn1, units=7*7*128, activation=tf.nn.relu) + bn2 = tf.layers.batch_normalization(inputs=fc2, training=True) + reshaped = tf.reshape(bn2, shape=[-1, 7, 7, 128]) + conv_transpose1 = tf.layers.conv2d_transpose(inputs=reshaped, filters=64, kernel_size=4, strides=2, activation=tf.nn.relu, + padding='same') + bn3 = tf.layers.batch_normalization(inputs=conv_transpose1, training=True) + conv_transpose2 = tf.layers.conv2d_transpose(inputs=bn3, filters=1, kernel_size=4, strides=2, activation=tf.nn.tanh, + padding='same') + + img = tf.reshape(conv_transpose2, shape=[-1, 784]) + return img +``` + +只需换出生成器和鉴别器网络以使用卷积运算,我们就能生成如下图像: + +![](img/ada0a5b7-1268-4f61-820a-3aca71dba80f.png) + +现在产生的质量非常好,几乎与真实数据没有区别。 另外,请注意,图像确实非常清晰,并且没有像我们之前那样模糊且几乎没有伪影。 + +需要注意的几点是: + +* 对于鉴别器:再次使用泄漏的 relu,不要使用最大池。 仅使用跨步卷积或平均池。 +* 对于生成器:在最后一层使用 relu 和 tanh。 +* 通常,最佳实践是在生成器和鉴别器上都使用 batchnorm 层。 它们将始终设置为训练模式。 +* 有时,人们运行生成器优化器的次数是运行鉴别器优化器的两倍。 + +这是一个简单的 DCGAN 在生成人脸图像时可以达到的质量的示例: + +![](img/a71cc7eb-9f5c-4bbc-b4f2-9bb2631bd7c8.jpg) + +# WGAN + +Wasserstein GAN 是 GAN 的另一种变体,它解决了训练 GAN 时可能发生的问题,即模式崩溃。 此外,其目的在于给出一种度量,该度量指示 GAN 何时收敛,换句话说,损失函数具有该值的含义。 + +重要的更改是从损失中删除对数并修剪鉴别器权重。 + +此外,请按照下列步骤操作: + +* 火车鉴别器比发电机更多 +* 减少鉴别器的重量 +* 使用 RMSProp 代替 Adam +* 使用低学习率(0.0005) + +WGAN 的缺点是训练起来较慢: + +![](img/6cfab511-a579-49c1-96bb-64870fb2cfd0.png) + +![](img/8a6bd68f-88df-4180-a3fd-18487b4701a5.png) + +![](img/df33e809-e094-4a71-acf8-1ebe3beb0afc.png) + +WGAN 产生的图像结果仍然不是很好,但是该模型确实有助于解决模式崩溃问题。 + +# 开始 + +BEGAN 的主要思想是在鉴别器上使用自动编码器,这将有其自身的损失,该损失会衡量自动编码器对某些图像(生成器或真实数据)的重构程度: + +![](img/1a6f3311-6e16-492c-860d-45414eedbc67.jpg) + +BEGAN 的一些优点如下: + +* 高分辨率(128x128)人脸生成(2017 最新技术)。 +* 提供一种衡量收敛的方法。 +* 即使没有批处理规范和辍学也有良好的结果。 +* 超参数可控制世代多样性与质量。 更高的质量也意味着更多的模式崩溃。 +* 不需要两个单独的优化器。 + +这是 BEGAN 在生成人脸任务时可以生成的图像质量的示例: + +![](img/bf3a0b45-8535-40ec-93ed-fb4ca994202c.jpg) + +# 有条件的 GAN + +条件 GAN 是普通 GAN 的扩展,其中鉴别器和生成器都被设置为某些特定类别 *y。* 这具有有趣的应用程序,因为您可以将生成器固定到特定的类,然后使其生成我们选择的特定同一类的多个不同版本。 例如,如果将 *y* 设置为与 MNIST 中的数字 7 对应的标签,则生成器将仅生成 7 的图像。 + +使用条件 GAN,minimax 游戏变为: + +![](img/ade35614-04cc-4447-b1a0-b8e94dc0ce7a.png) + +在这里,我们依赖于额外输入 *y* ,它是输入图像的类标签。 + +合并 *x* 和 *y,*或 *z* 和 *y,*的最简单方法是将它们串联在一起,这样我们的输入向量就是 更长。 这将创建一个更加受控制的数据集扩充系统。 这是 TensorFlow 代码中的一个示例: + +![](img/63ca28dd-5605-482d-95b3-4e1c027f3c89.jpg) + +# GAN 的问题 + +GAN 当前最大的问题是,它们很难训练。 幸运的是,有一些技术可以使事情变得容易,这是目前非常活跃的研究领域。 + +在这里,我们将介绍培训 GAN 的一些问题以及如何解决它们。 + +# 损失可解释性 + +训练 GAN 时的问题之一是,生成器损耗和鉴别器损耗的值都没有明显的影响。 这不像训练分类器,只是等待损失下降以查看模型是否在训练。 + +对于 GAN,损失值的下降并不一定意味着该模型正在训练中: + +![](img/c8fb861d-7d21-463d-bf33-1b1398362b00.jpg) + +通过许多人的实验和研究,以下是有关如何使用 GAN 损耗值的一些提示: + +* 您不希望鉴别器的损失下降得很快,因为它将无法向生成器提供反馈以改善它。 +* 如果发电机损耗迅速下降,则意味着它发现了一个鉴别器弱点,并一次又一次地利用了这一弱点。 如果发生这种情况,则称为**模式折叠**。 + +损失实际上仅对查看培训中是否出现问题有好处。 因此,没有很好的方法知道培训已经收敛。 通常,最好的办法是继续查看发电机的输出。 确保输出看起来与您的期望接近,并且输出种类丰富。 + +# 模式崩溃 + +这可能是您在训练 GAN 时遇到的第一个问题。 当生成器找到一组特定的输入来欺骗鉴别器时,就会发生模式崩溃,并且它会继续利用这种故障情况并将潜伏 *Z* 空间中的许多值折叠为相同的值。 + +解决此问题的一种方法是使用“迷你批处理功能”或“展开甘斯”,或者完全停止训练,然后在生成器开始创建非常狭窄的输出分布时重新开始: + +![](img/febfacea-0ff5-4ee3-9fec-729292f70e27.jpg) + +![](img/418601cc-31d2-4de7-b124-9d1ead1cf29a.jpg) + +# 改善 GAN 的可训练性的技术 + +在这里,我们将介绍一些在训练 GAN 时使生活更轻松的技术: + +* 归一化-1/1 之间的输入 +* 使用 BatchNorm +* 使用 Leaky Relu(判别器) +* 在发电机输出上使用 Relu(发电机),tanh +* 对于下采样,请使用平均池化或跨步卷积 +* 使用 Adam 优化器 +* 如果鉴别器损失迅速下降,则说明存在问题 +* 在发电机上使用压降(在训练阶段和测试阶段) + +# 小批量鉴别器 + +用于改善模式崩溃的一些技术如下: + +* 取得鉴别器某层的输出 +* 将鉴别器的输入重塑为矩阵 +* 计算 L1 距离 +* 计算 L1 距离的指数和 +* 将结果连接到输入(鉴别器的某些层) + +![](img/9f716a8f-5a7f-40fc-94fc-ae5f004e4724.jpg) + +![](img/375e4e8f-7e97-4d2a-b8f1-b197a83021a2.jpg) + +# 摘要 + +在本章中,我们了解了生成模型及其与判别模型的不同之处。 我们还讨论了各种自动编码器,包括深度,变体和卷积。 此外,我们了解了一种新型的生成模型,称为生成对抗网络(GAN)。 在了解了所有这些生成模型之后,我们看到了如何在 TensorFlow 中自己训练它们以生成手写数字,并看到了它们可以产生的不同质量的图像。 + +在[第 7 章](../Text/7.xhtml),*转移学习*中,我们将学习转移学习及其如何帮助我们加快培训速度。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/7.md b/docs/handson-cnn-tf/7.md new file mode 100644 index 00000000..4a091190 --- /dev/null +++ b/docs/handson-cnn-tf/7.md @@ -0,0 +1,253 @@ +# 转移学习 + +转移学习的作用恰如其名。 这个想法是将从一项任务中学到的东西转移到另一项任务上。 为什么? 实际上,每次都从头开始训练整个模型的效率很低,其成功取决于许多因素。 另一个重要原因是,对于某些应用程序,公开可用的数据集不够大,无法训练出像 AlexNet 或 ResNet 这样的深层架构而又不会过度拟合,这意味着无法推广。 示例应用程序可以从用户给出的一些示例中进行在线学习,也可以是细粒度的分类,其中类别之间的差异很小。 + +一个非常有趣的观察结果是,由于您冻结了所有其余部分(无论是检测还是分类),最终的层可以用于完成不同的任务,最终权重看起来非常相似。 + +这导致了转移学习的想法。 这意味着在大量数据上训练的深度架构(例如 ImageNet)可以很好地概括化,以至于其卷积权重可以充当特征提取器,类似于常规的视觉表示,并且可以用于训练线性分类器以用于 各种任务。 + +本章旨在教读者如何在 TensorFlow 中采用现成的训练有素的模型,更改其结构以及为特定任务重新训练某些层。 我们将看到转移学习将如何帮助改善结果并加快培训时间。 + +本章涵盖的主要主题如下: + +* 使用来自另一个训练过的模型的权重预先初始化一个模型 +* 在需要时使用 TensorFlow 加载模型并冻结/解冻图层 + +# 什么时候? + +研究表明,在 ImageNet 上训练的卷积网络权重中的特征提取优于常规特征提取方法,例如 SURF,[H​​TG0]可变形部分描述符( **DPD** s),**定向梯度直方图** ( **HOG** )和**一袋单词**( **BoW** )。 这意味着无论常规视觉表示如何工作,卷积特征都可以同样好地使用,唯一的缺点是更深的架构可能需要更长的时间来提取特征。 + +当在 ImageNet 上训练深层卷积神经网络时,第一层中的卷积滤波器的可视化(请参见下图)显示,他们学习了*低层*特征,类似于边缘检测滤波器,而卷积滤波器 在最后一层学习*高级*功能,这些功能捕获特定于类的信息。 因此,如果我们在第一个池化层之后提取 ImageNet 的特征并将其嵌入 2D 空间(例如,使用 t-SNE),则可视化将显示数据中存在一些无政府状态,而如果执行 在完全连接的层上相同,我们将注意到具有相同语义信息的数据被组织成簇。 这意味着网络可以在更高层次上很好地概括,并且有可能将这种知识转移到看不见的类别中。 + +![](img/b7b186d6-7803-4517-add9-f559586b2576.png) + +根据对与 ImageNet 相似度较小的数据集进行的实验,在以下任务上,基于 ImageNet 训练的基于卷积神经网络权重的特征比常规特征提取方法的性能更好: + +* **对象识别**:此 CNN 特征提取器可以成功地对其他类别不可见的数据集执行分类任务。 +* **域适应**:这是当训练和测试数据来自不同的分布,而标签和类别数相同时。 不同的域可以考虑使用不同的设备或在不同的设置和环境条件下捕获的图像。 具有 CNN 功能的线性分类器可以在不同域中成功地将具有相同语义信息的图像聚类,而 SURF 功能则可以针对特定领域的特征进行过拟合。 +* **精细**-**精细分类**:这是我们要在同一高级类中的子类之间进行分类的时候。 例如,我们可以对鸟类进行分类。 尽管没有对细粒度数据进行训练,但 CNN 功能以及逻辑回归功能的性能优于基线方法。 +* **场景识别**:在这里,我们需要对整个图像的场景进行分类。 在对象分类数据库上经过训练的 CNN 特征提取器,顶部带有一个简单的线性分类器,其性能优于应用于识别数据的传统特征提取器的复杂学习算法。 + +这里提到的某些任务与图像分类没有直接关系,图像分类是 ImageNet 培训的主要目标,因此有人希望 CNN 功能无法推广到看不见的场景。 但是,这些功能与简单的线性分类器相结合,性能优于手工制作的功能。 这意味着 CNN 的学习权重是可重用的。 + +那么什么时候应该使用迁移学习呢? 当我们有一个任务时,由于问题的性质,可用数据集很小(例如对蚂蚁/蜜蜂进行分类)。 在这种情况下,我们可以在包含相似语义信息的较大数据集上训练我们的模型,然后用较小的数据集仅训练最后一层(线性分类器)。 如果我们只有足够的可用数据,并且有一个更大的相似数据集,则对该相似数据集进行预训练可能会导致模型更健壮。 通常情况下,我们使用随机初始化的权重来训练模型,在这种情况下,将使用在其他数据集上训练过的权重来初始化模型。 这将有助于网络更快地融合并更好地推广。 在这种情况下,仅微调模型顶端的几层是有意义的。 + +经验法则是,从网络顶部开始,可用数据越多,可以训练的层就越多。 通过预训练(例如在 ImageNet 上)模型初始化模型权重。 + +# 怎么样? 概述 + +我们应该如何使用转学? 有两种典型的解决方法。 第一种不太及时的方法是使用所谓的预训练模型,即预先在大型数据集(例如 ImageNet 数据集)上训练过的模型。 这些经过预先训练的模型可以在不同的深度学习框架中轻松获得,并且通常被称为“模型动物园”。 预训练模型的选择在很大程度上取决于当前要解决的任务是什么,以及数据集的大小。 选择模型后,我们可以使用全部或部分模型作为要解决的实际任务的初始化模型。 + +深度学习的另一种不太常见的方式是自己预先训练模型。 当可用的预训练网络不适合解决特定问题时,通常会发生这种情况,我们必须自己设计网络体系结构。 显然,这需要更多的时间和精力来设计模型和准备数据集。 在某些情况下,用于进行网络预训练的数据集甚至可以是合成的,可以从计算机图形引擎(例如 3D Studio Max 或 Unity)或其他卷积神经网络(例如 GAN)生成。 可以对虚拟数据进行预训练的模型在真实数据上进行微调,并且可以与仅对真实数据进行训练的模型一起很好地工作。 + +例如,如果我们想区分猫和狗,而我们没有足够的数据,则可以从“模型动物园”下载在 ImageNet 上训练的网络,并使用除最后一层以外的所有层的权重。 最后一层必须调整为具有与班级数量相同的大小,在本例中为两个,并且权重需要重新初始化和训练。 这样,通过将这些层的学习率设置为零或非常小的值(请参见下图),我们将冻结那些不需训练的层。 如果有更大的数据集,我们可以训练最后三个完全连接的层。 有时,预训练网络只能用于初始化权重,然后再进行正常训练。 + +迁移学习之所以有效,是因为在初始层计算出的特征更通用并且看起来很相似。 在顶层提取的特征对于我们要解决的问题变得更加具体。 + +为了进一步研究如何使用迁移学习,以及对该主题的更深刻理解,让我们看一下代码。 + +![](img/a6a25c2f-05f4-4396-8db5-9a2fe9c555dd.png) + +# 怎么样? 代码示例 + +在本节中,我们将学习在 TensorFlow 中进行迁移学习所需的实用技能。 更具体地说,我们将学习如何从检查点选择要加载的层,以及如何指示我们的求解器仅优化特定的层而冻结其他层。 + +# TensorFlow 有用的元素 + +由于转移学习是关于训练一个网络的权重,而该网络已从另一个训练后的模型中获取了权重,因此我们将需要找到一个。 在我们的示例中,我们将使用预训练卷积自动编码器的编码部分,该部分在[第 6 章](../Text/6.xhtml)中进行了说明。 使用自动编码器的优点是我们不需要标记的数据,也就是说,可以完全不受监督地对其进行训练。 + +# 没有解码器的自动编码器 + +包含两个卷积层和一个完全连接层的编码器(不带解码器部分的自动编码器)如下所示。 父自动编码器在 MNIST 数据集上进行了训练。 因此,网络将大小为 28x28x1 的图像作为输入,并在潜在空间将其编码为 10 维矢量,每个类别一维: + +```py +# Only half of the autoencoder changed for classification +class CAE_CNN_Encoder(object): + ...... + def build_graph(self, img_size=28): + self.__x = tf.placeholder(tf.float32, shape=[None, img_size * img_size], name='IMAGE_IN') + self.__x_image = tf.reshape(self.__x, [-1, img_size, img_size, 1]) + self.__y_ = tf.placeholder("float", shape=[None, 10], name='Y') + + with tf.name_scope('ENCODER'): + ##### ENCODER + # CONV1: Input 28x28x1 after CONV 5x5 P:2 S:2 H_out: 1 + (28+4-5)/2 = 14, + # W_out= 1 + (28+4-5)/2 = 14 + self.__conv1_act = tf.layers.conv2d(inputs=self.__x_image, strides=(2, 2), name='conv1', + filters=16, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + + # CONV2: Input 14x14x16 after CONV 5x5 P:0 S:2 H_out: 1 + (14+4-5)/2 = 7, + # W_out= 1 + (14+4-5)/2 = 7 + self.__conv2_act = tf.layers.conv2d(inputs=self.__conv1_act, strides=(2, 2), + name='conv2', filters=32, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + + with tf.name_scope('LATENT'): + # Reshape: Input 7x7x32 after [7x7x32] + self.__enc_out = tf.layers.flatten(self.__conv2_act, name='flatten_conv2') + self.__dense = tf.layers.dense(inputs=self.__enc_out, units=200, activation=tf.nn.relu, name='fc1') + self.__logits = tf.layers.dense(inputs=self.__dense, units=10, name='logits') + + def __init__(self, img_size=28): + if CAE_CNN_Encoder.__instance is None: + self.build_graph(img_size) + + @property + def output(self): + return self.__logits + + @property + def labels(self): + return self.__y_ + + @property + def input(self): + return self.__x + + @property + def image_in(self): + return self.__x_image +``` + +# 选择图层 + +一旦定义了模型`model = CAE_CNN_Encoder` `()`,选择将要使用预训练权重初始化的图层就很重要。 请注意,两个网络的结构(要初始化的网络和提供训练后的权重的网络)必须相同。 因此,例如,以下代码片段将选择名称为`convs`为`fc`的所有层: + +```py +from models import CAE_CNN_Encoder +model = CAE_CNN_Encoder() + +list_convs = [v for v in tf.global_variables() if "conv" in v.name] +list_fc_linear = [v for v in tf.global_variables() if "fc" in v.name or "output" in v.name] +``` + +请注意,这些列表是从`tf.global_variables()`填充的; 如果选择打印其内容,则可能会发现它包含所有模型变量,如下所示: + +```py +[, + , + , + , + , + , + , + ] +``` + +将定义图的图层分为卷积和完全连接两个列表后,您将使用`tf.Train.Saver`加载所需的权重。 首先,我们需要创建一个 saver 对象,将要从检查点加载的变量列表作为输入,如下所示: + +```py +# Define the saver object to load only the conv variables + saver_load_autoencoder = tf.train.Saver(var_list=list_convs) +``` + +除了`saver_load_autoencoder`,我们还需要创建另一个`saver`对象,该对象将允许我们将要训练的网络的所有变量存储到检查点中。 + +```py +# Define saver object to save all the variables during training +saver = tf.train.Saver() +``` + +然后,在使用`init = tf.global_variables_initializer()`初始化图形并创建会话之后,我们可以使用`saver_load_autoencoder`从检查点恢复卷积层,如下所示: + +```py +# Restore only the weights (From AutoEncoder) + saver_load_autoencoder.restore(sess, "../tmp/cae_cnn/model.ckpt-34") + +``` + +请注意,调用`restore`会覆盖`global_variables_initializer`,所有选定的权重都将替换为检查点的权重。 + +# 仅训练一些层次 + +迁移学习的另一个重要部分是冻结不需要训练的图层的权重,同时允许对某些图层(通常是最后一层)进行训练。 在 TensorFlow 中,我们可以仅将要优化的层传递给求解器(在此示例中,仅将 FC 层传递给): + +```py +train_step = tf.train.AdamOptimizer(learning_rate).minimize(loss, var_list=list_fc_linear) +``` + +# 完整资料 + +在此示例中,我们将从 MNIST 卷积自动编码器示例中加载权重。 我们将仅恢复编码器部分的权重,冻结 CONV 层,并训练 FC 层以执行数字分类: + +```py +import tensorflow as tf +import numpy as np +import os +from models import CAE_CNN_Encoder +SAVE_FOLDER='/tmp/cae_cnn_transfer' +from tensorflow.examples.tutorials.mnist import input_data +mnist = input_data.read_data_sets("MNIST_data/", one_hot=True) +model = CAE_CNN_Encoder(latent_size = 20) +model_in = model.input +model_out = model.output +labels_in = model.labels + +# Get all convs weights +list_convs = [v for v in tf.global_variables() if "conv" in v.name] + +# Get fc1 and logits +list_fc_layers = [v for v in tf.global_variables() if "fc" in v.name or "logits" in v.name] + +# Define the saver object to load only the conv variables +saver_load_autoencoder = tf.train.Saver(var_list=list_convs) + +# Define saver object to save all the variables during training +saver = tf.train.Saver() + +# Define loss for classification +with tf.name_scope("LOSS"): + loss = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits_v2(logits=model_out, labels=labels_in)) +correct_prediction = tf.equal(tf.argmax(model_out,1), tf.argmax(labels_in,1)) +accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32)) + +# Solver configuration +with tf.name_scope("Solver"): + train_step = tf.train.AdamOptimizer(1e-4).minimize(loss, var_list=list_fc_layers) + +# Initialize variables +init = tf.global_variables_initializer() + +# Avoid allocating the whole memory +gpu_options = tf.GPUOptions(per_process_gpu_memory_fraction=0.200) +sess = tf.Session(config=tf.ConfigProto(gpu_options=gpu_options)) + +sess.run(init) + +# Restore only the CONV weights (From AutoEncoder) +saver_load_autoencoder.restore(sess, "/tmp/cae_cnn/model.ckpt-34") + +# Add some tensors to observe on tensorboad +tf.summary.image("input_image", model.image_in, 4) +tf.summary.scalar("loss", loss) + +merged_summary = tf.summary.merge_all() +writer = tf.summary.FileWriter(SAVE_FOLDER) +writer.add_graph(sess.graph) + +#####Train###### +num_epoch = 200 +batch_size = 10 +for epoch in range(num_epoch): + for i in range(int(mnist.train.num_examples / batch_size)): + # Get batch of 50 images + batch = mnist.train.next_batch(batch_size) + + # Dump summary + if i % 5000 == 0: + # Other summaries + s = sess.run(merged_summary, feed_dict={model_in:batch[0], labels_in:batch[1]}) + writer.add_summary(s,i) + + # Train actually here (Also get loss value) + _, val_loss, t_acc = sess.run((train_step, loss, accuracy), feed_dict={model_in:batch[0], labels_in:batch[1]}) + + print('Epoch: %d/%d loss:%d' % (epoch, num_epoch, val_loss)) + print('Save model:', epoch) + saver.save(sess, os.path.join(SAVE_FOLDER, "model.ckpt"), epoch) +``` + +# 摘要 + +在本章中,我们学习了如何,何时以及为什么使用迁移学习。 这被认为是一个非常强大的工具,因为它使我们能够使用从其他领域学到的功能来以较少的数据很好地概括。 我们看了一些示例,现在应该清楚如何在自己的任务中实施转移学习。 + +在下一章中,我们将看到如何组织我们的数据以及如何扩展 CNN 架构,以构建准确而实用的机器学习系统。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/8.md b/docs/handson-cnn-tf/8.md new file mode 100644 index 00000000..8d5435f1 --- /dev/null +++ b/docs/handson-cnn-tf/8.md @@ -0,0 +1,325 @@ +# 机器学习最佳实践和故障排除 + +在机器学习工程中,至关重要的是要知道如何在系统开发过程中进行操作,以避免陷阱并解决常见问题。 创建机器学习系统(最节省时间和金钱)的最简单方法是重用已应用于您自己的类似问题的代码和预先训练的模型。 如果这不能满足您的需求,那么您可能需要训练自己的 CNN 体​​系结构,因为有时这可能是解决问题的最佳方法。 但是,面临的最大挑战之一是找到针对您的问题量身定制的大规模,公开可用的数据集。 因此,通常情况下,您可能需要创建自己的数据集。 创建自己的数据集时,至关重要的是适当组织它,以确保成功进行模型训练。 + +在本章中,我们将介绍并讨论日常工作流程,这些工作流程将帮助您回答以下问题: + +* 我应该如何分割数据集? +* 我的数据集足以代表我的问题吗? +* 我的模型要有效且准确应该有多复杂? +* 评估模型的最佳方法是什么? +* 我应该如何构造我的代码? + +# 建立机器学习系统 + +为了构建机器学习系统,建议从一个新的小项目开始并逐步改进它: + +1. 查找与您类似的问题并下载代码(并测试模型以检查结果) +2. 根据需要找到扩展计算的方法(即 AWS / Google Cloud) +3. 从较小的数据集开始,以避免浪费时间等待一个纪元 +4. 从简单的架构开始 +5. 使用可视化/调试(例如,TensorBoard) +6. 微调模型,微调超参数,深度,架构,层和损失函数 +7. 扩展数据集并确保其尽可能干净 +8. 将您的数据集分为训练,开发和测试集 +9. 评估模型 + +# 资料准备 + +所有机器学习算法的骨干都是数据。 机器学习算法学习的一切都来自数据。 因此,至关重要的是向算法提供代表问题陈述的正确数据。 就像已经看到的那样,深度学习特别需要大量数据用于训练模型。 有时我们可以说一定数量的数据足以解决问题,但是却永远不够! 多多益善。 能够正确训练的模型的复杂度与训练模型上的数据量成正比。 有限的数据将为该问题的模型体系结构选择设定上限。 在考虑可用数据量时,还值得注意的是,其中一部分也需要用于验证和测试目的。 + +下一节将讨论数据分区及其对任何机器学习任务进度的重要性。 + +# 训练/开发/测试集的划分 + +在讨论将数据划分到其中之前,让我们定义“训练集”,“开发集”和“测试集”。 + +* **训练集**:用于训练机器学习算法的数据/示例集。 在机器学习中,此数据用于查找模型/分类器的“最佳”权重。 通常,使用的大多数数据都进入训练集。 +* **开发(开发)** / **验证集**:用于在训练的中间阶段评估模型/分类器的数据部分。 该集合用于微调超参数和评估具有各种配置的模型体系结构。 它在模型开发期间使用,而不是在最终模型评估中使用。 +* **测试集**:模型经过微调和充分训练(我们对训练/开发集的损失感到满意),我们认为它已完全训练。 然后评估该模型。 对其进行评估的数据称为测试集。 测试集由数据的看不见部分组成,因此提供了最终模型性能的无偏估计。 + +为了获得高性能的神经网络,将数据集正确划分为训练集,开发集和测试集非常重要。 它有助于更​​快地迭代。 另外,它允许更有效地测量算法的偏差和方差,以便我们可以选择有效方式进行改进的方法。 + +在以前的时代,我们拥有较小的数据集(例如最多 10,000 个示例)和简单的分类器,我们会将数据集拆分为训练和测试集。 通常将训练集分成较小的集,以使用称为交叉验证的技术来训练分类器。 优良作法是按 60/20/20 的比例拆分数据集(即 60%的训练数据,20%的开发数据,20%的测试数据)。 但是,大数据的现代时代已经改变了这一经验法则。 如果我们有 1,000,000 个示例,则拆分比例已更改为 98/1/1(即 98%的培训数据,1%的 dev 数据,1%的测试数据)。 + +随着我们拥有更多的数据,开发和测试集的比例将变小。 + +![](img/6b559cef-7224-4438-b1d1-48dcb61c69d5.png) + +# 开发和测试集不匹配 + +除了拆分数据之外,数据的分布还对神经网络的性能产生巨大影响。 应用深度学习中的大多数问题来自开发人员和测试集数据分布的不匹配。 我们需要记住,开发和测试数据应该来自类似的分发。 例如,如果我们以如下方式收集和分割人员检测数据,即从网页上收集人员的训练图像,而使用移动电话收集测试集图像,则会出现分布不匹配的情况。 这里的问题是,在训练模型时,我们会根据其在 dev 数据上的性能来微调网络的参数和体系结构,如果 dev 数据与训练数据相似且与测试数据不同,则 dev 数据中存在很高的偏差 对训练集。 在开发集上获得良好的评估结果并不一定意味着该模型可以很好地推广。 在这种情况下,对分布完全不同的集合进行测试可能会导致不良结果。 这是浪费时间和精力。 解决方案是首先合并开发集和测试集,随机将它们洗牌,最后将洗过的数据再次拆分为开发集和测试集。 这有助于在将机器学习算法成功培训到最终应用程序方面取得更快的进展。 + +# 何时更改开发/测试集 + +根据评估指标对开发/测试集执行良好但不满足客户要求(即在部署时执行不佳)的算法,表明我们在数据集中缺少正确的目标数据。 在这种情况下,我们需要对数据集进行更改,因为它对于目标应用程序而言不够代​​表性。 考虑对猫图像进行分类。 如果训练/开发/测试集使用的是高分辨率,高质量的图像(姿势完美的猫),而目标应用正在查看具有不同视角的猫或运动中的图像(模糊),则可以期望 算法在部署时表现不佳。 + +![](img/d33ade2f-7c16-473c-974d-7ba1a204b47d.png) + +# 偏差和方差 + +如[第 2 章](../Text/2.xhtml),*深度学习和卷积神经网络*中所讨论的,方差和偏差分别表示过拟合和欠拟合。 我们可以使用训练集,开发集和测试集错误来诊断“拟合不足”和“过度拟合”的问题。 + +考虑以下场景,其中我们的数据来自两个不同的分布,分别称为分布 1 和分布 2。分布 2 表示我们关心的目标应用程序。 问题是,我们如何在这种分布上定义训练,开发和测试集。 + +![](img/00d0d711-3009-4542-bb6e-3988f1007b50.png) + +最好的方法是根据上图将其拆分。 分配 1 被拆分为训练集,其一部分用作开发集。 在这里,我们称其为“ Train-Dev 集”(因为开发集与火车集具有相同的分布)。 分布 1 主要用于训练,因为它是一个大型数据集。 发行版 2 分为测试集和开发集,它们与发行版 1 中的任一集无关。这里要强调的一点是,测试和开发集应来自同一发行版,并且属于我们实际上关心的应用程序,即 目标应用程序。 开发集和测试集通常是小的数据集,因为它们的目的是给出模型/算法的无偏性能估计。 + +模型在不同数据集分区上的误差差异,以及查看人为误差可为我们提供诊断偏见和方差问题的见解 + +下表显示了当左列中的集合之间存在误差时,应如何诊断。 N.B. 人为水平误差是此分析的基准,它为比较模型提供了基准。 + +![](img/43b92390-d3d8-4104-a0e8-0b0e03958557.png) + +下表可以更好地说明这一点。 在这些示例中,我们假设在所有情况下的最佳/人为错误均最小,即 1%。 通常,深度学习模型的准确性与人类相似,因此将其作为比较可帮助您找到良好的架构。 + +* 高偏差/拟合不足 + +| 人为/最佳错误 | 1% | +| 训练错误 | 15% | + +与人员水平的表现相比,训练误差较大,这意味着该模型甚至无法拟合数据。 训练有素,因此欠拟合/高偏见。 但是,当我们在这种情况下查看 dev 错误时,它可以很好地概括,因此不会丢失所有内容。 + +* 高差异/过度拟合 + +| 训练错误 | 1.5% | +| 火车开发错误 | 30% | + +在这种情况下,该模型在看不见的数据上表现不佳,该数据与训练集属于同一分布,但不是训练的一部分。 这意味着该模型无法概括,因此会过度拟合训练数据。 + +* 高方差和高偏见 + +| 训练错误 | 20% | +| 火车开发错误 | 40% | + +这种情况是最坏的情况,因为我们观察到该模型无法正确拟合训练数据,并且不能很好地概括。 这可以通过更改模型架构来解决。 + +* 数据不匹配 + +| 火车开发错误 | 2% | +| 开发错误 | 15% | + +当模型很好地适合来自与训练集相同分布的开发集,并且对来自不同分布的开发集表现不佳时,这会导致数据不匹配问题,如本章前面所述。 + +* 过度开发集 + +| 开发错误 | 2% | +| 测试错误 | 15% | + +下图以流程图的形式介绍了解决上述问题的解决方案/指南: + +![](img/641fa640-9e3d-40c0-b72f-027ecc050fff.png) + +ML 基本配方 + +有用的图表说明了测试和训练误差如何随模型复杂性而变化,如下所示。 一方面,当模型过于复杂时,往往会过度拟合训练数据,因此,训练误差减小而测试误差增大。 另一方面,较简单的模型往往不适合并且无法推广。 模型复杂度的理想范围是在“测试误差”开始增加之前以及“训练误差”接近零时的某个位置。 + +![](img/3b7eb077-6c15-4a77-989a-40b12e4b70db.png) + +# 资料不平衡 + +我们已经看到了数据表示和分布在解决偏差和方差问题中的重要性。 我们遇到的另一个相关问题是分类任务中各个类之间的数据分配不均。 这称为数据不平衡。 例如,如果我们有一个二进制分类问题,并且其中一个类别有 50000 张图像,而另一个类别只有 1000 张图像,这可能会导致训练算法的性能出现巨大问题。 我们必须通过以下方法解决数据不平衡的问题: + +# 收集更多数据 + +是的,最好使类数据分布相等。 收集尽可能多的数据,并用较少的样本填充类。 为此,您可以在互联网上搜索与您的问题相似的数据库并将其包括在内。 简单的网络搜索还可以带来许多由各种来源上传的图像。 有时您会发现,使用更多数据不会提高模型性能。 这表明您的模型可能已达到极限。 + +# 查看您的效果指标 + +分类准确性不是一个很好的衡量标准,尤其是当我们的数据不平衡时。 这种准确性将更倾向于具有更多数据的类。 有许多良好的性能评估指标可以真实地描述算法的执行方式,例如混淆矩阵,接收器**工作特性曲线**(ROC),**精确调用**(PR)曲线 和 F1 分数。 这些将在本章稍后详细说明。 + +# 数据综合/扩充 + +在无法从其他资源收集数据,数据集太小或收集的数据不能很好地表示的情况下,我们需要以某种方式自行生成数据。 这称为数据增强。 智能生成的数据可以解决许多问题,包括数据集不平衡,训练数据不足和过度拟合。 + +数据扩充通常是作为输入数据管道的一部分来完成的,该管道在训练时为模型提供数据。 随机地,而不是提供原始训练图像,您将应用一些增强来更改它。 有很多方法可以进行数据扩充,但是一些示例是: + +* 增加噪音 +* 应用几何变换 +* 交换颜色通道 +* 随机颜色扰动 +* 调整亮度/对比度/色相 + +* 只需添加类似于网络存在问题的增强,例如,您的模型不适用于黑白图像; 只需将其添加为新的扩充 + +# 重采样数据 + +这是关于改变我们建立培训批次的方式。 我们通过更改选择特定类别的可能性来做到这一点。 例如,如果您有两个类 A 和 B,其中我们的 A 实例比 B 多得多,则可以更改采样系统以选择比 A 多的 B。 + +# 损失函数加权 + +我们还可以处理不平衡类,并通过将损失权重包括在内来处理不平衡数据的分类问题。 这种惩罚或权重迫使模型更多地关注少数群体(样本较少的类别)。 在前面的章节中讨论过的惩罚型 SVM 和焦点损失检测器算法就是这样的例子。 + +Tensorflow 已经具有其损失功能,并内置了加权选项: + +* `tf.losses.sparse_softmax_cross_entropy(labels=label, logits=logits, weights=weights)` +* `Tf.nn.weighted_cross_entropy_with_logits` + +例如,如果您尝试对 A,B,C 三个类别进行分类,其中 A 为 10%,B 为 45%,C 为 45%,则可以将`tf.losses.sparse_softmax_cross_entropy`用于以下权重:[1.0、0.3, 0.3]。 + +# 评估指标 + +在为模型选择评估指标时,我们还需要小心。 假设对于狗/非狗分类问题,我们有两种算法的准确度分别为 98%和 96%。 乍一看,这些算法看起来都具有相似的性能。 让我们记住,分类准确度定义为做出的正确预测数除以做出的预测总数。 换句话说,True Positive(TP)和 True Negative(TN)预测数除以预测总数。 但是,可能出现的情况是,随着狗图像的出现,我们还会得到大量被错误分类为狗的背景或类似外观的物体,通常称为误报(FP)。 另一个不良行为可能是许多狗图像被错误分类为负片或假阴性(FN)。 显然,根据定义,分类准确性不能捕获误报或误报的概念。 因此,需要更好的评估指标。 + +第一步,我们将构建一个混淆矩阵,该矩阵总结最后显示的段落: + +![](img/645c3d53-fa90-4fd7-8d1e-51fd5188aa5f.png) + +根据此表,我们可以定义四个其他指标,这些指标可以使我们更好地了解已实现的结果。 这些是: + +* **真实阳性率(TPR)或灵敏度或召回率**:当物体存在时测试结果为阳性的概率(真实阳性率,以百分比表示)= TP /(TP + FN) +* **假阳性率(FPR)**:是特定测试= FP /(FP + TN)错误拒绝实际阴性的概率 +* **阳性预测值(PPV)或精度**:当检测结果为阳性(以百分比表示)时该对象存在的概率= TP /(TP + FP) +* **负预测值(NPV)**:测试阴性(表示为百分比)时不存在对象的概率= TN /(TN + FN) + +为了更好地了解这些指标的实用性,我们以两种不同算法的以下两个混淆矩阵为例,并计算前面的指标。 + +范例 1: + +| | 正 | 负 | | +| 预测积极 | 10(TP) | 13(FP) | 23 | +| 预测为负 | 75(FN) | 188(田纳西州) | 263 | +| | 85 | 201 | 286 | + +精度:(TP + TN)/(TP + TN + FP + FN)= 198/286 = 0.69 TPR:TP /(TP + FN)= 10/85 = 0.11 FPR:FP /(FP + TN)= 13 / 201 = 0.06 PPV:TP /(TP + FP)= 10/23 = 0.43 NPV:TN /(TN + FN)= 188/263 = 0.71 + +范例 2: + +| | 正 | 负 | | +| 预测积极 | 0(TP) | 0(FP) | 0 | +| 预测为负 | 85(FN) | 201(田纳西州) | 286 | +| | 85 | 201 | 286 | + +精度:(TP + TN)/(TP + TN + FP + FN)= 201/286 = 0.70 TPR:TP /(TP + FN)= 0/85 = 0 FPR:FP /(FP + TN)= 0 / 201 = 0 PPV:TP /(TP + FP)= 0/0 = 0 NPV:TN /(TN + FN)= 201/286 = 0.70 + +在第一个示例中,我们可以得到 69%的正确精度,但是在第二个示例中,通过仅对每个示例进行预测,我们实际上将我们的精度提高到 70%! 显然,仅预测所有事物为负类的模型并不是一个很好的模型,这就是我们所说的准确性悖论。 简单来说,“准确性悖论”说,即使模型可能具有更高的准确性,但实际上可能并不是更好的模型。 + +如前面的示例中所示,当类别不平衡变大时,更可能发生这种现象。 鼓励读者对包含 85 个正样本和 85 个负样本的平衡数据集重复上述测试。 如果假阳性与假阴性的比例与前面的示例相同,则这将导致第一个示例的分类准确度为 52%,第二个示例的分类准确度为 50%,这表明准确性悖论不适用于平衡数据集。 + +为了能够正确评估算法,我们需要查看其他评估指标,例如 TPR 和 FPR。 我们可以看到在第二个示例中它们都为零,这表明算法根本无法检测到所需的正向对象。 + +使用精度度量的不平衡数据集的另一种情况是癌症测试,其中生病的人数大大少于健康的人数。 以下是为此解决的示例。 + +| | 生病 | 健康 | 总 | +| 测试结果肯定 | 99(TP) | 999(FP) | 1,098 | +| 测试结果阴性 | 1(FN) | 98,901(田纳西州) | 98,902 | +| 总 | 100 | 99,900 | 100,000 | + +精度:(TP + TN)/(TP + TN + FP + FN)= 0.99 TPR:TP /(TP + FN)= 0.99 FPR:FP /(FP + TN)= 0.01 PPV:TP /(TP + FP) = 0.09 净现值:TN /(TN + FN)= 0.99 + +此处的测试似乎表现不错,因为准确性为 99%。 但是,如果您被诊断出患有癌症,这并不意味着您患该病的可能性为 99%。 应该注意的是,在 1098 个测试阳性的患者中,只有 99 个患有该疾病。 这意味着,如果您获得了阳性测试,那么对于准确度高达 99%的测试,您实际患病的可能性仅为 9%。 + +这些示例很好地警告了我们的目标是在测试数据中进行均衡分配,尤其是当您使用准确性指标比较不同模型的有效性时。 + +比较不同算法的其他有用方法是精确调用和接收器操作特性曲线。 如果我们针对不同的阈值计算上述指标,则可以绘制这些图。 如果我们算法的输出不是二进制的(0 表示负数,1 表示正数),但分数在测试为正时接近 1,而在测试为负时接近零,那么 TP,TN,FP,FN 的数量将取决于 在我们选择的阈值上。 + +让我们以图像中猫检测为例。 对于每个区域,分类器输出一个分数,该分数显示出它对检测的信心。 如果将阈值设置为 0.5,则 0.6 的分数表示检测为阳性,而 0.45 的分数表示阴性。 如果阈值降低到 0.4,则两次检测都将变为阳性。 下表说明了前面的指标随阈值而变化的情况。 + +| 阈 | FPR | TPR | PPV | TP | TN | FN | FP | +| 0.72 | 1 | 0.98 | 0.33 | 487 | 0 | 7 | 990 | +| 0.88 | 0.5 | 0.97 | 0.46 | 485 | 430 | 9 | 560 | +| 0.97 | 0.1 | 0.94 | 0.8 | 464 | 878 | 30 | 112 | +| 0.99 | 0.05 | 0.93 | 0.87 | 460 | 923 | 34 | 67 | +| 1.06 | 0.01 | 0.87 | 0.96 | 430 | 976 | 64 | 14 | +| 1.08 | 0.005 | 0.84 | 0.98 | 416 | 985 | 78 | 5 | +| 1.16 | 0.001 | 0.69 | 0.99 | 344 | 989 | 150 | 1 | + +如果将 FPR 与 TPR 作图,我们将得到所谓的 ROC(接收机操作员特性)曲线,如下所示: + +![](img/a38d1883-1a58-4a94-9a77-67facda77864.png) + +要获得精确召回(PR)曲线,我们需要针对精确度/ PPV 绘制召回率/ TPR。 下图显示了该曲线的示例。 建议读者进一步研究如何解释 ROC 和 PR 曲线。 + +![](img/6db1bd89-3d34-4435-980d-ef49716d192f.png) + +# 代码结构最佳实践 + +在前面的章节中,我们将张量流图封装到一个类中,而无需进一步讨论。 这个想法本身已经是很好的编码实践。 有一个班级负责构建图形并仅公开对使用模型有用的东西(即输入/输出)是一种很好的编程习惯,可以节省大量时间。 + +# 单例模式 + +使用设计模式来解决一些软件设计问题也是一种常见的做法。 python 中最简单,最有用的设计模式之一就是单例模式。 当您只想将一个类的实例强制仅用于一个对象时,可以使用它,因此,即使您在项目中的多个不同位置多次实例化该类,也将引用同一个对象。 在我们的情况下,如果我们要求 TensorFlow 创建具有相同名称的多个节点或图形,则会引发错误。 因此,我们在创建图形时使用单例模式,以避免生成两次。 + +在下面的示例中,我们总结了一个简单的分类模型,同时还确保不会多次构建图形(也称为 Singleton 模式)。 + +注意`__new__`类方法的定义。 在 Python 中,当我们创建一个类的新实例时,将调用`__new__`。 + +```py +class CAE_CNN_Encoder(object): + __instance = None + + # Singleton pattern + def __new__(cls): + if CAE_CNN_Encoder.__instance is None: + # First time new is called + CAE_CNN_Encoder.__instance = object.__new__(cls) + CAE_CNN_Encoder.__instance.build_graph() + return CAE_CNN_Encoder.__instance + + def build_graph(self, img_size=28): + self.__x = tf.placeholder(tf.float32, shape=[None, img_size * img_size], name='IMAGE_IN') + self.__x_image = tf.reshape(self.__x, [-1, img_size, img_size, 1]) + self.__y_ = tf.placeholder("float", shape=[None, 10], name='Y') + + with tf.name_scope('ENCODER'): + ##### ENCODER + # CONV1: Input 28x28x1 after CONV 5x5 P:2 S:2 H_out: 1 + (28+4-5)/2 = 14, W_out= 1 + (28+4-5)/2 = 14 + self.__conv1_act = tf.layers.conv2d(inputs=self.__x_image, strides=(2, 2), name='conv1', + filters=16, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + + # CONV2: Input 14x14x16 after CONV 5x5 P:0 S:2 H_out: 1 + (14+4-5)/2 = 7, W_out= 1 + (14+4-5)/2 = 7 + self.__conv2_act = tf.layers.conv2d(inputs=self.__conv1_act, strides=(2, 2), name='conv2', + filters=32, kernel_size=[5, 5], padding="same", activation=tf.nn.relu) + + with tf.name_scope('LATENT'): + # Reshape: Input 7x7x32 after [7x7x32] + self.__enc_out = tf.layers.flatten(self.__conv2_act, name='flatten_conv2') + self.__dense = tf.layers.dense(inputs=self.__enc_out, units=200, activation=tf.nn.relu, name='fc1') + self.__logits = tf.layers.dense(inputs=self.__dense, units=10, name='logits') + + def __init__(self, img_size=28): + if CAE_CNN_Encoder.__instance is None: + self.build_graph(img_size) + + @property + def output(self): + return self.__logits + + @property + def labels(self): + return self.__y_ + + @property + def input(self): + return self.__x + + @property + def image_in(self): + return self.__x_image +``` + +# CNN 创建食谱 + +以下几点基于我们在训练神经网络方面的经验以及该领域研究人员认为的当前最佳实践。 希望如果您需要从头开始设计自己的 CNN 架构,他们将为您提供帮助。 但是,在尝试设计自己的 CNN 之前,您应该查看其他现成的体系结构以从中学习,并检查它们是否已经为您完成了工作。 + +1. 使用内核大小为 3x3 的卷积层。 就参数和计算而言,较大的内核更昂贵。 最重要的是,如我们在前面的章节中所看到的,您可以堆叠卷积层以产生更大的接收场,并受益于更多的非线性激活。 +2. 第一层卷积通常应至少具有 32 个过滤器。 这样,更深的层不受第一层提取的特征数量的限制。 +3. 尽可能避免使用池化层。 相反,请使用步长为 2 的卷积层。这将像池化那样对输入进行下采样,但它不会像池化那样丢弃宝贵的信息。 同样,使用跨步卷积就像将 conv 和合并在一层中一样。 +4. 减小要素地图的空间大小时,应增加使用的过滤器数量,以免丢失过多信息。 在深度网络中,请避免在第一层中过快减小空间大小。 +5. 请遵循本章中有关从小规模开始网络设计,然后逐渐增加复杂性的建议,以避免出现过大的问题。 +6. 使用 batchnorm。 确实有助于培训您的网络! +7. 随着您对网络的深入了解,逐渐减小要素地图的空间大小。 +8. 最小化 FC 层的数量(在最后一层之前使用 dropout)。 仅在最终需要连接某些标量特征时才使用 FC。 (您甚至可以通过在输入通道上进行编码来避免这种情况) +9. 如果您需要较大的接收场(物体大小接近总图像大小的检测或分类),请尝试对每层使用具有指数膨胀因子的膨胀卷积。 这样,您将在保持少量参数的同时非常迅速地扩大接收范围。 + +10. 如果网络变深并且训练损失没有减少,请考虑使用剩余连接。 +11. 在使网络精度在期望值之内并且如果计算成本成为问题之后,您可能会根据使用情况,研究深度卷积,瓶颈模块之类的技术,或现场出现的任何技术。 + +请记住,CNN 的培训和设计是一门经验丰富的科学,因此请始终注意,被视为最佳实践的内容会迅速发生变化。 + +# 摘要 + +在本章中,我们了解到遵循最佳实践将对作为机器学习工程师的日常活动有所帮助。 我们已经看到了如何准备数据集并将其拆分为子集,以促进对网络的正确训练和微调。 此外,我们还研究了执行有意义的测试,其中获得的结果代表了将模型部署到目标应用程序时所看到的结果。 涉及的另一个主题是对数据的过度拟合和不足,以及为了解决这些问题而应遵循的最佳实践。 此外,解决了数据集不平衡的问题,我们已经看到了一个简单的示例,该示例可能在哪里找到(疾病诊断)。 为了解决这个问题,建议收集更多的数据,扩充数据集并选择不平衡数据集不变的评估指标。 最后,展示了如何构造代码以使其更具可读性和重用性。 + +在下一章中,我们将看到如何管理大型数据集以及如何将训练过程扩展到多个 GPU 和系统。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/9.md b/docs/handson-cnn-tf/9.md new file mode 100644 index 00000000..bafb7c6b --- /dev/null +++ b/docs/handson-cnn-tf/9.md @@ -0,0 +1,437 @@ +# 大规模培训 + +到目前为止,在本书中,我们使用或查看的数据集的大小从数万个(MNIST)样本到略超过一百万个(ImageNet)。 尽管所有这些数据集在刚推出时都被认为是巨大的,并且需要使用最先进的机器,但是 GPU 和云计算等技术的迅捷发展现已使它们易于培训。 由功率较低的机器的人。 + +但是,深度神经网络的强大功能来自其随输入的数据量进行扩展的能力。 简而言之,这意味着您可以用来训练模型的数据越好,越干净,结果越好。 研究人员已经意识到了这一点,我们可以看到,新的公共数据集中的训练样本数量一直在增加。 + +结果,很有可能,如果您开始研究行业中的问题,甚至只是最近的 Kaggle 竞赛,您很有可能将使用可能包含数百万个元素的数据集。 如何处理如此庞大的数据集,以及如何有效地训练模型,就成为一个现实问题。 差异可能意味着要等待三天而不是 1 个月的时间来完成模型的训练,因此这不是您想出错的事情。 + +在本章中,您将学习一些解决以下问题的方法: + +* 数据集太大而无法放入内存 +* 如何在多台机器上扩展训练范围 +* 数据过于复杂而无法在普通目录文件夹和子文件夹中进行组织 + +# 在 TFRecords 中存储数据 + +让我们从训练网络进行图像分类的示例开始。 在这种情况下,我们的数据将是带有相关标签的图像集合。 我们存储数据的一种方法是在类似目录的文件夹结构中。 对于每个标签,我们将有一个文件夹,其中包含该标签的图像: + +```py +-Data +- Person + -im1.png +- Cat + -im2.png +- Dog + -im3.png +``` + +尽管这似乎是存储数据的一种简单方法,但一旦数据集大小变得太大,它就会具有一些主要缺点。 当我们开始加载它时,一个很大的缺点就来了。 + +打开文件是一项耗时的操作,必须多次打开数百万个文件,这会增加大量的培训时间开销。 最重要的是,由于我们已将所有数据拆分开,因此不会将其存储在一个漂亮的内存块中。 硬盘驱动器将不得不做更多的工作来尝试查找和访问所有硬盘。 + +解决办法是什么? 我们将它们全部放入一个文件中。 这样做的好处是,您的所有数据将在计算机内存中更好地对齐以便读取,这将加快处理速度。 将所有内容都保存在一个文件中也意味着我们不必花费时间来加载数百万个文件,这将非常缓慢且效率低下。 + +我们可以根据需要使用几种不同的格式来存储数据,例如 HDF5 或 LMDB。 但是,当我们使用 TensorFlow 时,我们将继续使用其自己的内置格式 TFRecords。 TFRecords 是 TensorFlow 自己的标准文件格式,用于存储数据。 它是一种二进制文件格式,提供对其内容的顺序访问。 它足够灵活,可以存储复杂的数据集和标签以及我们可能想要的任何元数据。 + +# 制作 TFRecord + +在开始之前,让我们分解一下 TFRecord 的工作方式。 打开 TFRecord 文件进行写入后,创建一个称为 Example 的内容。 这只是一个协议缓冲区,我们将使用它填充要保存在其中的所有数据。 在示例中,我们将数据存储在 Feature 中。 功能是描述示例中数据的一种方式。 功能可以是以下三种类型之一:字节列表,浮点列表或 int64 列表。 将所有数据放入功能部件并将它们写入示例缓冲区后,我们会将整个协议缓冲区序列化为字符串,然后将其写入 TFRecord 文件。 + +让我们看看这在实践中如何工作。 我们将继续使用前面的图像分类示例,并创建一个 TFRecord 来存储相关数据。 + +首先,我们创建文件,这还将返回给我们一种写入文件的方式: + +```py +writer = tf.python_io.TFRecordWriter('/data/dataset.tfrecord') +``` + +接下来,我们假设图像已经加载并且已经作为`numpy`数组存储在内存中; 我们将在以后看到如何存储编码图像: + +```py +# labels is a list of integer labels. +# image_data is an NxHxWxC numpy array of images +for index in range(len(labels)): + image_raw = image_data[index, ...].tobytes() +# Create our feature. + my_features= { + 'image_raw': tf.train.Feature(bytes_list=tf.train.BytesList(value=[image_raw])), 'label': + tf.train.Feature(int64_list=tf.train.Int64List(value=[labels[index]]))} + # The Example protocol buffer. + example = tf.train.Example(features=tf.train.Features(feature=my_features) + writer.write(example.SerializeToString()) + + writer.close() # Close our tfrecord file after finishing writing to it. +``` + +我们遍历标签列表,将每个图像数组一次转换为原始字节。 + +要在示例中存储数据,我们需要向其添加功能。 我们将功能存储在字典中,其中每个键都是我们选择的某些字符串名称,例如`label`,值是`tf.train.Feature`,这就是我们的数据。 + +必须使用`tf.train.BytesList`,`tf.train.Int64List`或`tf.train.FloatList`将进入`tf.train.Feature`的数据转换为期望的正确类型。 + +接下来,我们创建一个`tf.train.Example`协议缓冲区并将功能传递给它。 最后,我们将 Example 序列化为字符串并将其写入 TFRecord 文件。 一旦遍历了整个图像阵列,就必须记住关闭文件进行写入。 + +# 存储编码图像 + +优化内存使用率的一种方法是使用某种压缩方式(即 PNG)对图像进行编码,在这种情况下 TFRecord 会更小,但是您仍需要在使用之前解压缩数据,这可能需要一些时间。 在实践中要做的是使用另一个 CPU 内核来减轻计算量。 + +# 分片 + +尽管我们说最好将所有数据保存在一个文件中,但实际上并非 100%正确。 由于 TFRecords 是按顺序读取的,因此,如果仅使用一个文件,我们将无法重新整理数据集。 经过一段时间的训练之后,每次到达 TFRecord 的末尾时,您都将返回到数据集的开头,但是不幸的是,每次浏览文件时,数据的顺序都相同。 + +为了允许我们随机播放数据,我们可以做的一件事是通过创建多个 TFRecord 文件并将数据散布到这些多个文件中来*分片*我们的数据。 这样,我们可以在每个纪元处重新整理加载 TFRecord 文件的顺序,因此我们在训练时将为我们有效地整理数据。 每 100 万张图像需要 1000 个碎片,这是可以遵循的良好基准。 + +在下一节中,我们将看到如何使用 TFRecords 建立有效的数据馈送管道。 + +# 建立高效的管道 + +当我们处理较小的数据集时,仅将整个数据集加载到计算机内存中就足够了。 如果您的数据集足够小,这很简单并且可以正常工作; 但是,在很多时候,情况并非如此。 现在我们将研究如何克服这个问题。 + +为了避免一次加载所有数据,我们将需要创建一个数据管道以将我们的训练数据馈入模型。 除其他事项外,该管道将负责从存储中加载一批元素,对数据进行预处理,最后将数据提供给我们的模型。 幸运的是,这一切都可以使用 TensorFlow 数据 API 轻松完成。 + +对于这些示例,我们将假定已将数据保存到多个(在本例中为两个)TFRecord 文件中,如先前所述。 如果您有两个以上,则没有区别; 您只需在设置内容时包括所有名称即可。 + +我们首先从所有 TFRecord 文件名的列表创建 TFRecord 数据集: + +```py + # Create a TFRecord dataset that reads all of the Examples from + two files. + train_filenames= ["/data/train1.tfrecord", "/data/train2.tfrecord"] + train_dataset = tf.data.TFRecordDataset(filenames) + +``` + +接下来,我们必须解码 TFRecords。 为此,我们编写了一个函数,该函数将接受 TFRecord,对其进行解码,然后返回输入图像及其对应的标签: + +```py +# Function for decoding our TFRecord. We assume our images are fixed size 224x224x3 + def decode_tfrec(proto_in): + + my_features = {'image_raw': tf.FixedLenFeature([], tf.string), + 'Label': tf.FixedLenFeature([], tf.int64)} + parsed_features = tf.parse_single_example(proto_in, features=my_features)image = tf.decode_raw(parsed_features['image_raw'], tf.uint8) + image = tf.cast(image, tf.float32) # Tensorflow data needs to be float32. + image = tf.reshape(image, [224,224,3]) # Need to reshape your images. + + label = tf.cast(parsed_features['label'], tf.int32) # Labels need to be int32 + + label = tf.one_hot(label, depth=...) # Convert our labels to one hot. +return image, label +``` + +然后,我们将此函数传递给`dataset.map()`方法,该方法将为我们执行: + +```py +train_dataset = train_dataset.map(decode_tfrec, num_parallel_calls=4) +``` + +# 并行调用地图转换 + +默认情况下,您在数据集上调用的任何地图转换都仅作用于数据集的单个元素,并且将按顺序处理元素。 要加快速度并使用所有 CPU 功能,最简单的方法是将`num_parallel_calls`参数设置为可用的 CPU 内核数。 这样,我们就不会浪费任何可用的 CPU 能力。 但是,警告您不要将其设置为高于可用内核的数量,因为由于调度效率低下,这实际上可能会降低性能。 + +您想要对数据进行的任何转换(例如数据扩充)也可以编写为函数,然后像以前一样传递给 map 方法,以将其应用于数据集。 例如,请注意以下代码: + +```py +train_dataset = train_dataset.map(decode_tfrec, num_parallel_calls=4) # Decode tfrecord. + train_dataset = train_dataset.map(data_augmentation, + num_parallel_calls=4) # Augment data. +``` + +# 批处理 + +您希望在管道末尾做的最后一件事是生成一批准备发送到 GPU 进行训练的数据。 这可以通过批处理方法简单地完成,并传入所需的批处理大小: + +```py +train_dataset = train_dataset.batch(128) # Take a batch of 128 from the dataset. +``` + +当试图使我们的管道尽可能高效时,批次的大小是一个重要的参数。 尽可能大可能并不总是最好的。 例如,如果您的图像上有很多预处理步骤,那么当 CPU 对大量图像进行预处理时,GPU 可能会处于空闲状态。 + +# 预取 + +我们能够建立有效数据管道的另一种方法是始终准备好一批数据准备发送到 GPU。 理想情况下,在训练模型时,我们希望 GPU 的使用率始终保持在 100%。 这样,我们可以最大程度地利用昂贵的硬件,该硬件可以在训练时有效地计算前进和后退的传球次数。 + +为此,我们需要 CPU 加载并准备一批图像,以准备在向前和向后传递模型的过程中传递给 GPU。 幸运的是,在收集批处理之后,我们可以使用简单的预取转换轻松完成此操作,如下所示: + +```py +train_dataset= train_dataset.batch(128).prefetch(1) +``` + +使用预取将确保我们的数据管道在进行训练时为我们准备一整批数据,准备将其加载到 GPU 中以进行下一次迭代。 这样做可以确保我们的管道在等待一批批次收集之前不会减慢速度,并且如果获取批次所需的时间少于模型的前后传递时间,那么我们的管道将尽可能高效。 + +要清楚的是,此处使用`prefetch(1)`表示我们`prefetch`整批数据。 这就是为什么我们将批处理作为流水线的最后一步,并在此处使用预取功能,因为这样做最有效。 + +# 追踪图形 + +TensorFlow 提供了一种很好的方式来分析并查看整个图形通过其时间轴跟踪工具执行所需的时间。 这是查看图表的哪些部分正在减慢训练速度并发现数据管道中任何低效率的好工具。 + +我们将从为您提供如何跟踪图形的示例开始。 这非常简单:您只需在常规代码中添加几行,就会生成一个 JSON 文件,我们可以将该文件加载到 Google Chrome 浏览器中,以查看图形执行的所有时间: + +```py +from tensorflow.python.client import timeline +.... # Your model and training code here +with tf.Session() as sess: + + # We set some options to give to the session so graph execution is profiled. + options = tf.RunOptions(trace_level=tf.RunOptions.FULL_TRACE) + run_metadata = tf.RunMetadata() + # Run your graph and supply the options we set. + sess.run(model_output, options=options, run_metadata=run_metadata) + # We create the Timeline object here then write it to json file. + created_timeline = timeline.Timeline(run_metadata.step_stats) + chome_readable_trace = created_timeline.generate_chrome_trace_format() + + with open('my_timeline.json', 'w') as file: + file.write(chome_readable_trace) +``` + +在此代码中,我们导入 TensorFlow 时间轴模块,然后设置两个选项以启用图形跟踪并将其提供给`Session.run()`。 运行图之后,我们创建`Timeline`对象,该对象将包含对图执行进行性能分析的结果。 然后,我们将其转换为 Chrome 跟踪格式,最后将其写入 JSON 文件。 + +要查看结果,您需要打开一个新的 Chrome 窗口。 然后,在地址栏中输入`chrome://tracing`并按*输入*。 左上角将有一个加载按钮。 使用它来加载刚刚保存的 JSON 文件。 + +现在将显示跟踪图形的结果。 查看此内容将告诉您图形的每个部分执行所需的时间。 您应该特别注意存在大块空白的地方。 这些空白表示设备(例如您的 GPU)正坐在那里等待数据,以便它们可以执行计算。 您应该尝试通过优化数据馈送方式来消除这些问题。 + +但是请注意,您的管道可能已完全优化,但是您没有 CPU 周期来足够快地处理管道。 检查您的 CPU 使用情况,看看是否是这种情况。 + +# TensorFlow 中的分布式计算 + +在本节中,您将学习如何在 TensorFlow 中分配计算; 强调如何做到这一点的重要性如下: + +* 并行运行更多实验(即,找到超参数,例如 gridsearch) +* 在多个 GPU(在多个服务器上)上分配模型训练,以减少训练时间 + +一个著名的用例是,Facebook 发布了一篇论文,该论文能够在 1 小时(而不是几周)内训练 ImageNet。 基本上,它在 256 个 GPU 上的 ImageNet 上训练了 ResNet-50,该 GPU 分​​布在 32 台服务器上,批量大小为 8,192 张图像。 + +# 模型/数据并行 + +实现并行性和在多台服务器中扩展任务的方法主要有两种: + +* **模型并行性**:当模型不适合 GPU 时,您需要在不同服务器上计算层。 +* **数据并行性**:当我们在不同的服务器上分布相同的模型但处理不同的批次时,每个服务器将具有不同的梯度,并且我们需要在服务器之间进行某种同步。 + +在本节中,我们将重点介绍易于实现的数据并行性: + +![](img/d768ce6b-5760-4e1e-87e6-4ac7904b55be.png) + +# 同步/异步 SGD + +如前所述,在数据并行性中,每个模型都会从训练集中获取一些数据并计算自己的梯度,但是考虑到每个工作人员都将拥有相同的模型,我们需要在更新模型之前以某种方式进行同步。 + +在同步 SGD 中,所有工作人员都会计算一个梯度并等待计算所有梯度,然后将模型更新并再次分发给所有工作人员: + +![](img/f8da6b99-2533-4df2-87c9-2ba3c2165494.png) + +# 当数据不适合在一台计算机上时 + +可能出现的一个问题是,我们根本无法将数据存储在一台计算机上和/或我们仍然需要在该数据集上进行搜索。 为了解决此类问题,我们可能不仅需要分布式**分布式 SQL** ( **NoSQL** )数据库,例如 Cassandra。 Cassandra 支持在可用性和性能至关重要的多个系统上进行数据分发: + +![](img/fbc95570-cec1-4bbb-b2a1-04cd9aca41bd.png) + +![](img/39ffcbf8-2596-4a24-8a6b-2c4b661edaa2.png) + +卡桑德拉(Cassandra)尽最大努力避免出现单点故障。 例如,所有节点都将像一种主节点一样工作(没有实际的主节点),因此,在某种类型的高可用性备份中,所有节点都有责任处理请求并自动在节点之间分配数据。 + +# NoSQL 系统的优势 + +与关系数据库(例如旧版本的 MySQL 和 PostgreSQL)相比,NoSQL 数据库在数据量太大以及不需要关系数据库的功能(例如触发器或存储过程)时会发光。 。 + +在继续之前,让我们列出 NoSQL 系统的优点: + +* 水平缩放; 要获得更高的性能,只需添加更多机器 +* 我们不需要事先知道表之间的关系 +* 允许在整个工作期间更改表结构 +* 更快(没有复杂的关系数据库机制) +* 数据通常保存在分布式文件系统上,因此,例如,将图像存储在 NoSQL 数据库中就可以了 + +![](img/d618b557-f396-4253-8a9c-6b1805c45120.png) + +# 安装 Cassandra(Ubuntu 16.04) + +安装 Oracle Java 1.8: + +* ``sudo apt-get update​`` +* `sudo add-apt-repository ppa:webupd8team/java​` +* `sudo apt-get update​` +* `sudo apt-get -y install oracle-java8-installer​` + +安装 Cassandra: + +* `echo "deb http://www.apache.org/dist/Cassandra/debian 310x main" | sudo tee -a /etc/apt/sources.list.d/cassandra.sources.list​` +* `curl https://www.apache.org/dist/Cassandra/KEYS | sudo apt-key add -​` +* `sudo apt-get update​` +* `sudo apt-get install cassandra` +* `sudo service cassandra status` +* `sudo nodetool status​` + +# CQLSH 工具 + +CQLSH 是允许您向 Cassandra 节点发出 SQL 命令的工具: + +![](img/6bce090b-199b-46e8-a34a-9e2e3e4d6f4e.jpg) + +对于图形用户界面,有一个很好的工具叫做 DBWeaver,它也可以完成此工作: + +![](img/0f086a20-5dfe-4e60-9def-f15577d50f49.png) + +DBWeaver 示例 + +# 创建数据库,表和索引 + +1. 首先,我们需要创建数据库(键空间)并选择节点如何复制数据: + +```py +CREATE KEYSPACE mydb WITH REPLICATION = { 'class' : 'SimpleStrategy', 'replication_factor' : 1 };​ +``` + +2. 现在,我们创建一个表: + +```py +CREATE TABLE tb_drive ( id uuid PRIMARY KEY, wheel_angle float, acc float, image blob );​ +``` + +3. 如下添加一些数据: + +```py +INSERT INTO tb_drive (id,wheel_angle,acc) VALUES (now(),0.2,0.5);​ +INSERT INTO tb_drive (id,wheel_angle,acc) VALUES (now(),0.1,0.5);​ +INSERT INTO tb_drive (id,wheel_angle,acc) VALUES (now(),0.0,0.5);​ +``` + +4. (在任何时间点)创建要查询的所有列的索引(这就是为什么要快) + +```py +CREATE INDEX idxAngle ON tb_drive (wheel_angle);​ +CREATE INDEX idxAcc ON tb_drive (acc);​ +``` + +# 用 Python 进行查询 + +首先,在开始玩之前,我们需要安装 Python 驱动程序`pip install cassandra-driver​`; 以下代码片段仅列出了 Cassandra 集群中表的内容: + +```py +from cassandra.cluster import Cluster​ +import cassandra.util​ +import uuid​ +import numpy as np​ +​ +# Considering that the cluster is on localhost​ +cluster = Cluster()​ +# Other option if you know the IPs​ +# cluster = Cluster(['192.168.0.1', '192.168.0.2'])​ +# Get a session to the database​ +session = cluster.connect('mydb')​ +​ +# Doing a query​ +rows = session.execute('SELECT * FROM tb_drive limit 5')​ +print('Columns:',rows.column_names)​ +for row in rows:​ + print(row.id, row.acc, row.wheel_angle) +``` + +# 在 Python 中填充表格 + +在以下示例中,我们将填充表格,包括一个存储图像的字段: + +```py +insert_string = """​INSERT INTO tb_drive (id, wheel_angle, acc, image)​ VALUES (%s, %s, %s, %s)​"""​ +​for data in dataset:​ + # Split from dataset the image path, steering angle, and acceleration​ + img_path, steering_angle, acc = data​ +​ # Load image (png compressed)​ + with open(img_path, 'rb') as f:​ + content_file = f.read()​ +​ + # Insert into database​ + session.execute(insert_string,(uuid.uuid1(), steering_angle, acc, content_file))​ +``` + +# 做备份 + +对于备份(快照):结果存储在`var/lib/cassandra/data/)​`中: + +```py +nodetool -h localhost snapshot mydb​ +``` + +要还原数据(可能需要截断/删除表),请执行以下操作: + +然后我们复制在目录`/var/lib/Cassandra/data/keyspace/table_name-UUID`之前创建的快照(数据库备份文件),然后: + +```py + nodetool refresh​ +``` + +# 在云中扩展计算 + +在您作为机器学习工程师的设计周期和生命周期中,您可能会遇到这样的情况,即您办公室中可用的计算能力根本不够,并且您不能等待 IT 团队为您购买新服务器。 因此,例如,如果您能负担得起每小时 24.48 美元的价格,则可能拥有一个 p3.16xlarge,带有 8 个 GPU Nvidia V100、64 核和 488 GB RAM。 + +在本部分中,您将学习有关可帮助您解决计算能力不足问题的 Amazon AWS 服务的信息。 + +您将了解以下 Amazon Cloud Services: + +* **弹性计算云**( **EC2** ) +* S3 +* 贤者 + +# EC2 + +这是我们创建服务器的服务,您基本上可以在其中创建任何服务器来完成工作: + +![](img/9289b8b0-dd5e-414d-92ed-6d86b641fdbe.png) + +在这里,您可以配置诸如访问服务器的方式(通常使用私钥): + +![](img/932ef3e1-6117-4d2d-ae95-364bd962c0f2.png) + +在这里,我们配置所需的磁盘空间: + +![](img/02449f1f-b4a5-474b-b101-b945c1050b8f.png) + +在这里,我们配置将可用的端口: + +![](img/889e9ca5-5aec-4f15-ba71-5835459a79dc.png) + +可用端口 + +# 哪一个 + +这是 AWS 中最酷的功能之一,它使您可以从所有数据和已安装的工具(从一个服务器实例到另一个服务器实例)创建映像。 因此,您可以仅使用所有工具,驱动程序等配置一台服务器,以后再使用具有相同映像的另一台服务器: + +![](img/c1d35dc4-78cb-492e-b80e-bb18f768cc69.png) + +# 储存(S3) + +Amazon S3 是存储系统,您可以在其中从常规 HTTP 请求上传/下载文件。 S3 的构想是*存储桶*,您可以从中存储/下载文件。 另外,有些插件可让您将 S3 直接映射到您的 EC2 实例,例如某些远程文件夹(不建议使用): + +![](img/b80eb463-7348-4012-a829-cf7cc4e310ab.png) + +以下屏幕截图显示了如何创建存储桶: + +![](img/f9fc72c1-0b23-4c61-bf05-a8e941efa887.png) + +S3 系统可以进行公共配置,因此人们可以从任何地方下载/上传内容。 + +# 贤者 + +SageMaker 提供了一种在云中训练/部署机器学习模型的简便方法。 SageMaker 将提供 Jupyter 笔记本,您可以在其中可视化/训练模型并直接连接到 S3 中的数据(提供了访问 S3 的 API): + +![](img/267b6c45-039c-4978-a801-025f9f562e00.png) + +在这里,我们显示了创建笔记本实例的默认选项: + +![](img/111c47f0-b5d3-4192-a4e8-9f15918348bf.png) + +这是笔记本面板: + +![](img/34fd1923-47ac-424f-b30b-4e4602f4bac3.png) + +并且,这是笔记本(您可以查看训练模型的示例来检查 API 的工作方式): + +![](img/5a8a5836-b47a-4691-afff-476fa5e867c8.png) + +# 摘要 + +在本章中,您学习了如何处理数据集太大而无法由普通台式计算机处理的数据。 我们看到了如何在多个 GPU 和机器之间训练 TensorFlow 模型,最后,我们研究了用于存储数据并将其有效地馈送到模型的最佳实践。 + +在本书的学习过程中,我们研究了计算机视觉中当前流行的许多问题,以及如何使用深度学习解决所有这些问题。 我们还提供了有关如何在 TensorFlow 中实现这些功能的见解。 在此过程中,我们介绍了如何使用 TensorFlow。 \ No newline at end of file diff --git a/docs/handson-cnn-tf/img/00d0d711-3009-4542-bb6e-3988f1007b50.png b/docs/handson-cnn-tf/img/00d0d711-3009-4542-bb6e-3988f1007b50.png new file mode 100644 index 0000000000000000000000000000000000000000..cff808615c4110e064caa2a62969d7db296200c9 GIT binary patch literal 1128 zcmV-u1eg1XP)k*0xq09UNU=T)Mio2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x(y9o!000B? zNklog0k8HF;Lfaa)iKSSce8oVAgS&vA8EX*lg594t3fBT^Umrp zk-bcD&_X`s;n!W5XtA%e%q_wamav2+EMW;tSi%yPu!JS-WdYc+6yGD8u{5yz&!Q-Q z*{%;$U1tE|;8$4e8S|@b`0$`#w!3h+H#VE|{+ywCJ!3m&UpD({I;`!;zS#BGG2G^A z{<6Jzb<6LCWqzLeka3xcG~oCRQ4YI2gepi2{Pu7{EaQH~!GUMhR0XUx(}B=T309~z zW9#z`xGVNsp1SNgIB+`+DtCt1F3L4)apjWuRM>@I=FwXEnO}){hS;dmQ6A!o33ZBO z=UE!8Sa3*j&K`o(fNk(DAIzu@ro_5VRoG1Wm0w9F2W+^Ga@mLK-ha;G4NN0d4p=*U z8n8RW+6Fsmvf8gYVfWaKHD~N0$}@wFB)dO0tgsum?<8wao@|TVIIRAkY>)j&u%GD0 zX~((&Te(&q=6aa3lPBv)e^*5V7U!(XRFwB~w#V)!dd`NB`Gvvqf~h8VW$t4)HrN1Q zD(&!`RbcZCVzC>Cg3m!SE||g20pz{0^mCE0ge5Ft2}@YQ6839iH~(~5zjGnKrd@u# z!mg}OEuTE>J?zhT)bf4Y?lEBrOIX4Zmav2+?BrMv0EXiA7U!>6vwy$hl>NF3V*h5} z(-#bcp-w<*L?}3FIG&^a z3lQPv}=T_l8Nhia>>FuRcrdN~ID|g>Ir80v8vD(SJl|-&rdZuhf zCadFiaqO0O&D-R$NVeCLjTfiwvX;nQ*2@ITc4V^n+ImkJUhhnr$(Y^1;%n-ZjTzC1 zb-mKb8a&LAR$q?9wy|F9VuLMW6Pdn&?doLP;_gd{2VprD>wy@s78ee{O)R#l9?J`p zEUsnT#W}zWQ;x+dfLKX`?cf9;ZzbDdPt#c77+zvI8rxoy#hf-c%ecNij1!#I506VEE{`~UA09_zwczQHEOuiKd-r-b#;2=p z&RBpwj(sy<`)-V-9@UK(rW-$iOfKE{ak0JeoK+%DWPI+%v99SC6k!QVSi%yPu!JS- u-LPNkUp)FVny`c=EMW;tSi%zaof`WpIii(DYhK`Pofq{XEiHU`Ug^i7!_J%70 z0}BJAASuZV{o|LMww87&A7x{_n2k}F&eCZ-Y_sotop#R6#<*8#N^Rv7N!50JxAp;# zM4FN>c=+_x{toV=!Z<-2Y3@~PH7b(FHB!iYxtRfz8o#g=_V|Z($j-{jwr|!MW&$|xN65r^yeljK0Uzd(*Ijft?~7b|46*a-VKtOLDQDa$1fp1ZCAZp7$u&ApfLzt zw9jB9=*WW1-(H$9VVudrez#-dJ0SYY zZ4Ojk?30Ga8sP@FcEla5qkC`)d&#bGPP^<>uq64tM89o8L`pXt9L~9b!Qcjf-7UlfIO}nw+=n{vC;!HoeDmUl#^tPH~g)vcY=xcHav_;8e?E z5tT-6IsyE%uA8z|h)bv@N@8e|EN+XBVk+w!NW4(ojse-|j^dl*!Xii98owR4$(Jtb z8$mK|!VzfDaEAA_Xwsl*P^K<>tlCoutV~8X8vu?P{q-6$$>S_J`>U{YpM9`s~98YlyDt@WX`XSn_&jg z&>kk+s4)3BC5b*eKfjA)$yg9GJ(#2xOlPU(QoiUiwG@v?j0diP9}_Kyjn{=fJ6_M% z3gpSl7f(tQ2&cA*o8{R*BZ7_GUZ2PnRIURkyzcOUME}XW&t8)@G~b2&XvT0xyfJF~ zv_l?@auVveKT*O+MW@ruF3W^`+)QwJjKewC?b?c2a-&R~93S0VcI4bkUaiJ>3%ArG zgXQadX24pLRkLoijQDj-WnWs%o2G2QU-+p zuy;vLzUMF+8&^S>^ETA4s!Iu`KdqXKd|wet>968Abxm9UPiH{%0R%1OzB<5efxmlP z5X`>0zrPPFI4EeH;Sb$IR2h0I{_jDfTU2IH0jeA`&Ei2V&?@j{z{Dh{5QOI9_qDPf z%TYRe8yYuXTcTA+Q;7?jOHHE_**TEO3buT0JF45vK6?$=Y2OGA4m^aM7 z`ObZ_f-Bue;>k)?j+T!zZhhhk2R{YLE-`M^!5gjNhWyYDG#s9@$a0}6C0X!M%qi9D|KS^&%&%f>4 z-QCsI(*vYo1|AQA4$MR?c7Aw76*c7iJ}?|aZd1B?h3P0agU?VJ$S(=_CAYj~Wj|>o zjTX}x9}e1pkUP&(%qLry#_2w*GRKrT=!&b@y0cs&>_M|+HY5jjeCPT(2=fe7O<*qz zIc{z+>|n)+c>|tEJ$A=w>KeOW8^aVmOA((Z_096#Inld$P0(K0edm^+Jt=Vl< z%mW{E$)~WbBmAeQ0~`r|{ms5v$s4&@n)Qhzs?es+KyitOj=m_4K_QmRQ!!B`Omfw( ziU~Kh^O`q1fz_@jLc`{oOSUy?ssq06p03CY=P})JFRBl; zA1Nv<`*6orZF+5B_go)wL+h}J*fIfUb_WW`3k4;`A-}OcmS8IypwE3v_9+daeWN$7 z+MPv%k7T`YowKZ|jjE6VYwrqz>Vkn*RAf62AG=O25i z$2oroVJ7&|tAo2j{)VpZNCmfIv|rT1xs6BNGCN$9pZGb|TB^~?E#Ztsu!fsiuoKf+ zi_l;TjHjWc%Vyg>PX*@AOH8h&1!+p!nqr1#4`!=XRNcH-J3{ETC1=8Mmdib;ZSDKt zVBVhR4QMmuZ*a2x?v09pkv&Fy6-782g4 zZ!%`TH`wo=Cyp-$LFDQ4$k{KmDkyyY^}?mbHcz1!hA1jQM+G zss>fU9cZD}V}I~@w=`SyQL_?P=z^o0JC%fwatDF<7iSLz79D#|Um}jrTfIsqUHrCZ zGz%$b=2}h(u22bg0A*~!0^9ygd2{-ms$r}|M?>9$%psv+++cUS!M3yW#Or`FEJTtw z<2wCJdPXN8Cf^$+ZtX@^qnXOuXz^qb?pN6R&#LhI!a*ZZxNGmiI?1^XoDV0>;gyvK z-2_3Vs^5O%d$-*;u26Mu;e_@jNr_{R29&G>-@?`jr+nb&xNQ&Zrn{#86hXNhY0L1s-7Xe>3k{`==C6Rvv-;%;pEIsWTq{ z1YerKtu`j#6%bH45MP2jg_E@Zl)~^PIKc^Sw%hErZ%3usk{)WK-I$Bm$EajGkc<8? z@24Lsf{Xkz%a+a?sfrqi!AkG7o0G-yJa(7sE9{9lcv32YT&^$UtnpL!weG?^v$waW z+q3Hn)t%`*X_?4GBDjAMl7IB$yUb=#HsoudZIG*Tlie`)bAES|d^8AtOekXEXv3GlPZT;>hd4SsC0~v63!lYJM-d;OV=-*wx_cl2p+Vti5j+e4}p%B#f z<}^7k#~x4Rju!Y<7vhd>GgTmk1gt)jxW?MC04^>`$a#G!G^75pj!O{p=^Pfr{~4{w zy~~(R$iO(0aRx=Iwawb(w#(}=gJ!7z zn%s+IGoHzJGamNzbVQ*~o}o5WwA?z~>C}*j8Ym1SBg6=SB(^(~3hJtWy8C=5pxswp zPvdzLw!vOxZOIj~jfr9*{8{b|9PIz4045u!C}%M-zKCTdMFbk879DrvzTJeiw5jd< zAgYTNB@U^;^v?^bwFIT9y$%RyFu4l+ZM+f(GG7T_w3o7&%=tC^(JpvGFPhe3dh%&VLI>S^;gl2=jS_)sfDVd{AL=B=^h*AdbN8_0*Eh^yNhjR%JO~opX>DksW^}ZkB5qci4_Q%`IRL@Fq|~L6I|ROHXSR4 z+-&-zFzfUObe?=QJSjDg%o%S)bfUU|A>F(;nB~M^dsYEunH|AlX%ul(DL6IG&L;Hb zO{t2yUZrA-(kxY@8}Pe*F=oUdY9H7p_`}(g?W}3@N5@h;b!VJHSMKn|2e^eoChh+6 zH#Y(q%aiGIc0R8GOgWJ5)$}*>Eo!C{3&{3QaSzh(Vw=G~zv71d)g-QE(qzsNGbRU^ z5U6v+@$MbC$zah@C+mrR-t6i-Qp;~F;C5Ua6P!F7h)#aZlz{)M`-)bMX#)`=;twcc zG+g^VZYri|fT)okPT}H}BwEb88R$Oo^KPC)s2PQ<7owbSp#93gNZ7H9e?JbLfZ;r) ze!x6Gn(@OmhcS*7>&odaAQM%Z1ihj$Bv@BkMkzQ+P1GkE{=RTZ%-rVfi7405Gda&p z|BvC?kYeZtx0&{Dq<35FsADBrdKN!WyMUnSg1i2mABD85%VW@EDu+zcA}^3&n}kfM zDM2`RXX&rxNXDClq6)M>*58rq{+-Y!j66n#R|X*IlMO1f1?hl z1PNXrO++}ZX@5i;?N^;)tr{as~C?9uLo#0POO?8$b$K zWqeQ1Zt%b-vb}hzX5-ybEV-uOM+((d*a#HT_2)tA%H^fnd);qw;uLCVT~Dm!t<#^z z{SMG)Z%Lamiz*_^eQrMAS@ljL43=15{^$kDS|53_Ux^fpOVc9ht8c-KET_>kK2fOV za#c^BYen9F4N*Tc^6I`_5oi1*8om%67iV%nY#MGwyvLMcJ(yeT_15`#n4v8;a%087Q;O69SvISG-8!b# zSV|h-ojyg?T2w8+=sVzPsTMH5QHpwa+l&~?oiJ1>F6!<)N8%GCrdN*^O^dGU6$0~& z$zOx42=4>mO7UBTlMD3{M+2f&MCfDyx3Bo;rROP?F*`)sO(*overoP9PxI2J$xk5v zIX8b1YF4z1^m=Ys!+zbDac~nWmX42hHjv%$Hf+YzdZTI6`E*3-sn~V70Vy$rP~!)K z@q&*b2@qMEqs@QW7piYRaMOsW3jwNqC=HCWk~41Y%#&%z++{&y z5$vvZl~bm>=E;`uzTQ$}!EFBXV8dGB!Kpnl-qZ$EmN%t3KA3aU!@0`)gQt0tM17=_ zs`;*&xL*^$kmmH)0?7v2^et-*;sBAEKAvGEh$a(Frbh!#7y=*7t@B`17o}3SDwFzX zL-Gu(^TTu?7Y@s3tN`Y*K=duYipoGK&a)b}L6nZtraJT+ag$9+GJLd26>s%2t#YkU zpXCWQ(X&U3*O{EHq`Q0 zv6Ln%7$|W#|AR|4o2ZC4jEXEg`B*cZA$;5LO$oo5>$&vIeOtEl9}}!BagD8sSe1hu zb=cFi2tjf>Bi*MjVYG5wrap}nsHdtjSl^mtX#_jK(ldlQ=)j9O?_YFlU zQIv(1a%nI|ET%Yu${(TN;PVx&h;jcOxJ#7nz5r{YvI4T~+5oGc=D0%4c!o z7U)8KLHzGQ^>H5XL)p4V^%7w33xYs&J%wOQACcT9Xs5%R?%w?xvISN3aWX1mUnK0# zXBQ4iGhN9&H@aw>xsmxSR6aN}qtQp2+QksCN#^z`5-iYoTwsLvV>EPE6$j|u4ndA5 zffH6C20?e8S~wPpT<)3d;TKhCtFqiHL&I1`9b_oxnGK0&ybwI!W_Yy9J1BLWe8Q`c z9dxnKOt6yf8a=OGpBsbk`hlRzqcybH1$8*jOre%xFFw&r^w|aqWxliHBDAYN4-+4M z-ou6LJ?l^N5*>YJq?kkwlW#7>^-ebXd1~Xqh5uBVNVX^}9PzcS@Z#Hc52EJfV01zrOa`q54u2YDVI@H2crB z<498xucvMgdhRctBM-crsO7^bPuw$V^+u>5NcS5S3!qBp5Pc`W)Xz{vM@OF}$iqRG z>vK>LbivLMX7K>M4cv{b-jO8g>G7DD=qQP;(LlH@qI|-MPe{fxzJk3nCA5>aGv!4m zIvB!U*CF)rj80l36?@$xT4H|LlaVL1Rx2lnXdm5;KAVV<@a1hU>5-ibOq5&eb8|Dw zE-i=l(2c9=;9wF7O&f$J&o)aRtFC_Uzn$XGbss-I$4=$pU7GXrya%q0ShV$IbSi9~ z+wc9VK-1~>5{PPO2rQ`RxodDJUnP--1~V^?9cti%eH=91yjMFd@Dmk=R%kP=`GFh_ zB|ondykB^|)T|@z!R^2)ei~6-I_DC90f{|vP$gq_!P{sGVWSf&Ob3)F^=42+UV;d@$BR3V(Q~wZKXt=-K!oxNnP9Hn$VIUzc+{gpS zB;fePvmO2~jJ}8=>wGp-OM8^U8->fwD-bjnDva74~7*Lu@viOO7 zrrbowN*f(Dg#Ej9>Rj0A5q=dx78>aJgdQ4@J7k&L;#*UL%JgqVjBM|!)oj@2Cuckv z=hGu(`8fxNbPFil4!Jyxm9;HC-5v0!K3C*>V@~^@LS*t59$PM?A(bp#I~Abfl6yN83J6A~{Om^TbcAxZMyq{JpKq6bF!VJ_-~RlK&E z#Iv`1%0;7cg`uvB>E&%(RWPK{lvsRf9c1RBy1t!J&$EQ@= zAsgT#zFvR`A?1}|A)Du5;KVU`7wDrbEy*L*)Ij0UW^1P)M*bW|qnYL2HryQ#V9WQf zBY;2J@H-H@==H(PO*{`djt(jFuQtTbQi_Q+Nwp^kRa_!WTM;Yn3aIwB|6jlh2u5(= zW0?$wTWJ#vP!ym+JK}j@IU35g5Aw5wb$q>%$SGV~#S&V4YA8#!Y@aZHE%>4!GaG&V zdTv(CG}P0l_O4)*FA2K#^Y>`L^ntJ>6|JqR;x^9=^^-RF>3#DohS8Txa?w5R5WiSL z&lC((^_hxGJl8{TEZK**iZQ7C%YEBb+|KkZX4uoCgqfa_LP};hceHwS6$`dX3nYJC z%^@AVJGbEOF#!I`Zyok8laTe+v$C7I)kv%iE8~mg+o{I{6G16R@Tm<10)dSU1+qGK z+a-%hE9gmW_)l~Y1DDnf!<%RFg0QF}&6${g0gGCW50AcRTb^C1VPE(@-v+jxmulltUT55xxb=bc|_tl4j{Ac9at0}Nbg7ecc-70a^rc-Ca?^nPQ6EA zN}YEvC$VNLbvhE{(t3?S*^L6obI{8LbU#SHyJ59HVOtNauKKA+u!>5x+H2xoca2dZ zjW$h24ci6)QR>>TbH#;dN4$Pn=HOFtGRgh2+(mjH;54E$MCe`%ujQ`)Ob%+C+cqjp zR?ayy&-xTk400$}y@%5>=Ue@+XF;DSC*0$#D>(_qN#_{{aL3gij@|jlUPmzMx#?YQ z^;T{C0`olTEnep!AG;>`be+l`JnQC-|M!nUZhBKwDNt2lwN*?si>R-u?P0C{r$m$7 zMe3RF(d5t0k~;w=5r_jrpCMJkIM5UBL+*oIPM_?13tV8(>QGW3`aI+)7N{H7rjriLokncisee*b=Obi22 zdUZxJ`1Ga~`Qb{SN5H|^`nQ&vLE+7Mr>u6Ge%K*33s7cMiPTCp*K616!$tW8>-48% zo1edcQZG0bGgb5LJlTG`ok`sLYiUG4LaxB49Hr*BpobJHt^J(W&U!F{8VWOWA_X+E3Mze|5ks3N3ThU5BWqQU;AM`kJg4b@U}WK+c!<|I?Z_s8@Z!{$|un z?v$M?8~5IiC15}_eUgd=;y>Y`vbFErAiYmmF%aXCbzZOkGtu=XK)$(!1v!8Ak1t?4 zIqr$C7n>G@^!z{6s@v6^a~+X4uHN1&!gBmx7sQJVe}7PSG?7_oYHJ6rJ^m2=f#mcM zHI7;0+Y(#@MCnM{(9IyBGy|sO7m`Z6Twl-atX7WQ_xpAa2nrW|C*F9g`jZ6D9q?Km zP-l&+cv<<=-d>O5#g*taiF?e22QVs^yj!*N`k$xMXVlRVmx)aua8)z%Y{(IJZ%z|$ z0IBbuSdr%y@xdOfU>*@3XM+#q8TS_6!bW-MswE{wt~vQo=Zd`U+0Y5^n+)+=087Yc zK;cHZ@i3TB)rholl(f|lA_LPcJsJmp#3kaVi&fw$k#A8H)3yc1vgxRGjx0tVZE~SI zoZX0$){^PcVs$W{(fl^6u+I%qp0#M?nZP6pPf$mWp-Qa3&EM6b%O^U5+Dye;CO|A|*;O z&)-|KD1PII>UneBp(g*oQeFn{)qz%>p{|hqj_{1tGJX?d8X2f8AI z&Lq_zq&kKEqE2J+Z%ia0N|)Aicq~6L%&$gQkcpTd4qI~l8%(xiXzN3Io;I>x`elLc zsMNwtg<)o6w1f;*9h)Q~Q?qvkKSg_qKoT3c4B4@2=` z+pJH~$EE&oe_T=NQ9Q{FYGDTeN>Dy^i{r?Gj8OfKbhihsw>mdw-Q#M#ly#4U=`O+D z)#aCL(cpj|g>9(d6(PtIs%Vz^HjMszb^0G|WLpdn4rA*6JlR;RLMi2c;ZCjBlf9ta z;^Ds6vq9(>axadUfQ#w^{VcU)`9_fA;uAvB1p%eS3ylG;KDN164t9d|wGB?^NhFW@ zjfpp@Y?Z7?34^l4=c1##$|UwCHP5o^rrWizqcxJCh7Bb-T8`A2OxMIIw%m385U)?9 z+KMnwT*$Nk(H#BjCj{Yy*Gl6tS76t>Hzop_MOh_iFiO4~R*xP4d@1})MOi4tJM9Q$ zLCbYXt|2uU8Yno30TEM{IAl)}uzA(>ksMFy-+5`mqMrYnMXSEeojDRmkbaIWpiXZ@ zGl=|n{(itM!aiwlL;9&3>PcG!ot%|<0rOK3YE_Yo(dJJN-aaGFrW;tS=&jS+xH=n4 zN6>JSOD2!=TNctpjoySaB8jRr{?RmrW~1frh;IHEFzuU5o%Sq0x4NL@LAtH?;osrm zcV_4jnwoQ0c5y=O`*!;$SKuJZl%H>6B)hde&=fy0z9kmwC3HhLcg0=lY2Sq^S)H0Q!zwMXbx44jtMC~@=#lo3>!?;SLgdj z7~0HjD!pU)K>(+yQbB}^DqB7!<>bSZW7vLBW0{=?K9!%y7WY3;UdQzwjvDrx)(=fBL0rmWFEK&TC_a@NmMVwA7svg+`Nv-Dn@!)*mAhL(b~5a^vIb=U07ivJpy`pUgnM>@K<0rR{6 z?*3v=0Fh7wX4Z9eLTmw%HT=Ei6`&_SoYrU-eM};H@r6;Y&A#u`ZSKm?g!m!~iOahr zVtKT;WWZu+rT3fGRQHkr)iIa3bqFx8 zojw`n!sOyY@^Q#A9RV%zA?pQnoG4U(VZCDGM@bbkD<&gJ1RvZ&L%vs*cP~2ynm#n4 zmf$(C+3M_0r4~gGHz8V`=`B(5(QOQC2ewIu==V5A8_*{ewPItGeEM;{O+*fq_cd*L zoZo(G;@+4w#~-Y(E{AFxU23x-qCV2w=Z1M1Y~ZaI&Y7&HA;PY&6npcq>SM-1t=djH z;qCI*9ag!ZR)s~w{|)jaD<@5O(DQ==eUR302SK|{s7_DK@f|LkA|klDlFoSeyBnc) zdfl5lz1hK4t>B~Dx@%b*w|23j)2D+rmnmR9w#C`YPH(!7^!%liD{~{=Z!=LhM2hZ`$?Y-JYJzlIMz-KAFZ%+sqFiX$tBXv~GWn9IY}>v*JxbPisVbp8Cqn5R*csf-EP+cDB4o0qC? zn;EV*SDynRu*5^tSXzv(Q~Rfwle^{A}U|!7Icp?A115S{^BWwq;}83bxq2%i!s!4un#yj&s4WM=E2!+Z1NQ%Jk@9 zvovKdN$2I0@J-W)j+)MtX?z_4ODu0egLroa6{8gR=%xIjl>}tbaE}sI>9%$<^h_=> z7^+aL)1qigtATDCrSspA@Wjv%a;t*$&O}Prl7I4v<64c6*wUkW^{7}mJbhGW{;wHJ zdhC(IYS+}8W6H*?9m0p6z4U9*UxV`s>;&3NZZQ(x+4~FpiQXwVGSNbI1ksVNv2agV zL*K!m3mV}TrQ)5*lHczQ35C4 z%nKG%7ti4?|MI-^C#?1NWDpygxm#h>AZ>xw?dmTF?!sjY0`$nESt<5R3!f@Iy>EE@ zAY4{6I@i@m49G(_-J?yIg{|lJX?Q*tI@O|p_C0rIV8G)SilGtoC~kr_Pc}@|>n3Z< zFQv^3R{wQs`aZB0r1^Mfc%+$grmy)xPS1Jvp6W*-iqXZLZ?8!bpYtTtUN=2rxHRa) zpszfmqf3=kfBC*Uqt8^31cdWj*YHwFi_G~S)FK2T>(=i^tYU7j z&GC#y^(R$w5-mqIoonb*sJaNmsJgx_F&_gH8FeF)yuXVU<}SIsR*YjPZNyi3OZ#p_D_%WYIk;3LLXuPl5 zboX6l1{~NC#K-{x8y?w8n)wy~q2%$xOyfw1#mmi7kDy*uY(EY9(mmO@voW!eV@{f? zSD>A0+Mc!hcGt?Fj}*V55M)$N(={jo3%Ye@_C`v*n<{?9LW{4v=pKCbAm>MrDv%(A zi7!AC)_{)Xb7;>e(ZO@dbTUj-dx`-PB*yvrk4gG2(O<5+cBk*tsqT_(BB*dw6bxx-f5N0Q|sjmLnj!Z!*- z7?r(DEYQEs66BhEmM1@_2vg;~(vh7NOU7oXQHQY$(*!9PX5T*($WpjRSmN4cp%#N7 z%i!4h=z!uUC@S$U@m0Z8%%DJ3^YC+oIc8wzw+o|i;yvHZna_gmk|1I!d2gu$5roe9a?8EnPXGS<^*N`XQ%jI!X{DEoDw*5nrh>1{Pta_$pRBBWKb`3cu$fFkZh;O- zh0a~jGJINBVHDInA^CLX1rp&8`o8tTiN(Jyq`HS+P)OhZ)~A=#(2H3?R0Jj9?n{>B zL^yaMrAS*u4L?|$%Z-(+a76pB=2l9vricRbP31gpR=p_~UJCmc_RRwE@7LCAiWck_ z8-6LQZ(r=0I$?PQA*&1FKB_)6dxTeKM>)^2fL!OW%t~#tnbVG?)xZ?vf2A^W3%;X4 z=cx__sdkManYS2vX=OB<41v@>>R* z4@SBZF#4wrImoRf%?6#9#X+XhBrNLt=sJcW03M0K4QGSF63$k~oi4jUU;hi~f+-D; zgm99iLMfBR=pxPBrU_z@6vpE3Rt0gCrp!ik=#WWAN}0oxD%uJ1(Tk~c_1xn=!b8G! z_0^vtUh_GRG?e)s27$b(c$t z`GZo+{6&`L~#L3#Lu6q01%SGmiuE5uJZ0+WlbBY-2JRAL?G@n7&|*E#Wv z*z8*Esdrs@F`(g&8FOE0{d4QByG|3;QSo0e_u?jDUTvF+$v0Uv+?`Aos*n-YBF{9o zFocKu(0*>%mv3)B9BAZ0W_1$GG3vWQMncvv7jKg`h}3@acg!d7j!my+UlD`V$qXDX zi9z>v@1NqH2&RQAqkq{)(sXfAuW@oD{bf}Dq-p9?BDvg3LbTi zO^9Dxvy7{ZuOSW(vLLLCO(`bmN~OGaEaWzipk>|hV(P0$C9fGyd;$+-neI8|F)nC$ z+|k*!PTu~|r(~`+M)YRCTR}|cwk4Hin?%^g5;(x>RU4v!@I16OJf5Y2EiZP+cczo# z={4gD3f20A(o5?81M?_EXr^BkVo6oyq6p{8e031Q0OZ*!F!RcZ4W^lE`itGFf2DEy ziwB1XVfh1!a9>7r@QJRJ&mpv zI}ouJD4!qzyX2`f;2xxxk!|qFe-}2}`$Bq<#KO6bV6V@z#u0bisnXH>REpm4|5TJE z6}{;?+EuYh(S$s(_fPu(7ywz>$V#p{^XMihw?Nn#PP=F^@LQcpNRSl59?YpxLG8BP z>cG{F(I!taU+$v5nZo7Sg`?Jbe#>nLNE{aUqelUPjf0 z3t?}f<8!9(aWo zRo8Laq`o?c*+%;l2hlfd%7Z0Jy4d~xZjEdJVX=5u>rO>#6vSzURUfs_HrE3kFBO>e z+M{rtaPlI0-&EbyVa0TFyjxqFC(y=L5I~?G972~^b#?lDAx>&aGD#xC&PsCWU74SF zl6IWeaJ9SAFKXcqiNQpL8m$5q~*8#=YlB5 zpeu6#?QhhbLF4PHk(p0_B+Bo2L@lYgz=+2jH$FzcF%enLwv$e+OYC3HNI-bo(1$1R zK&&ybH+ZtIlF>CEQ`}X+hh7&<<-E}uSbOS*48L?cig|rzIL?dDpCW}S+~F%aNjdkQ zGec^|W>hrkVx~7sn$Z2rW^8k4k>(#M@QgaRpF&fS%x^;D*JFM~Z%y^j-$M8bi*4X$ z9%A6ukbiii;MBk3vPFeE2@BRQ@70EZbQDE><^9K9nr zOkVVYWu13Bv-{%jqw0A1t-ITvtNEdAfeQVU$2H*OXMaLhoW=XxNQwmNd41JI`kby7-TtCR^J(xy?t69x z5TQGMuf+iG&E^JIDJC29O$3)! zYgt1U0eg}w0xGF(n&dXB54>lbsK^YTEKf-3y|4tl1XOfm{DmSY!OBWBNUjsSSPNjX z66@Q313H8+He)e4N~y$;Jqj+?`$40I^|__JftMaI3uCRw;$Jrr)huv`Ck8ZioM}xG z;=%&Y6SFAr6g1Q4(G(DyAUm;YD6^bhnMl{|w^$DuJdp7HLH$niVKJl53W})v3x3h3 z3omb)qg9;SiOo4XY!H*uy=o-+=S@!=;9?mL@-4ZXih>^q%r9wJSO4}!wL5r2-M#xB z@2*Xb92Qfyu=!VWwmtQ*5L_E>S|{gYo>bJoEz;?Aepzc6S=DYNjFC6!aQg~*N*DBK z2~QvnY>7avLg?!aEXsq~T1~nZZgCXnQ^s&@xz7YtjXK-Tkk$3O%b3_T7%>h z{DPIc!el{5InLebzKA4o6|H5ZsIoyIWMRDvtuIFVgDD24*aTHY9OkrfvTO3FVW zf&^43IawDNtcyVKB`x}yH+N)=>VLogcDVT*G;+x4(yGhucmk!{-n+i{2ZOy_k{sn3 zN)>clnnY}0I_yu5zLb-jw>IM)QcGDhvZ{u|27+&d&OcvBU7byWJo`Z3&lbQBt9)=_ zcnUqxN()O;zoB^%Xda$Koq>-k38*QqaC~E=YO6F|`y1#u`RY)>WphMCxhbttB}1Qx zj41PjlFq51xeDUVh@mLm0As@_gZ#PmQ2`-w&OhaoCKd?KiHYPhC~f{14kEai@fw|x zDE~yv8*Dk0wum?zW36aASkU46?ls^8$n33AFDFWlL{z&c{yDg-bBhre#^{0ro?%CZ zo>L^jjaj9{;Uvx%Ev}$`IJVKD!C>aJ;HPhm)Hu^WNY>+SQ+gMK8%##G|8+mR&NqKr z+vrT$4HF=u+j>xsZRh?bll}77%sO{sDf^^7b|0T?AL6;R55_P`s03-re6C zqE-YQvsEb5)2uv|unhiCr01&^i(q!QJ6*69VXz|bYw#2ui(y(Bq)_2EqD2acy$Vep z<@uF+u8hB&|A(&Cxe|`%=QrnaATbJ}&F!z{U~yi|Lig3_$*215smDW3s8gqA#4SYQ zA+5K#wO~ES@sal|SG0>$=9^wX+h7s)jTy?3>EHPP(s7a?t@$%M8-2yJ3Sr13^_!z? zePf1mM(=S8^eh-dd~&B1oJD#QqzFbC`*3!kfbvG22vWz<)a%?1pP#TnCu!_T3im8 zg{uDooJ+AZP8dU@a2a{4*D(tdphDM8k0c9ed56P!03BVNa)%&Gb4sEr4NuMZsp131zkAd@cwT*NnB-6`&;%h4={ME=!ZpvH@7I5_LYSA-w*fTH z*Y1pV&{MJwNs_m_#;}~?*-0p(vr9hi?c2lZ8sHOxxMn=k+4J(+68vU3cELV%#si$& zyL!g>ua^d{+y;AHo=|)l4Efy)7D+>kW|Qk1cRsWX!cxP~E`;|s5b}$1SaoOdbDHBh z^Aq!)(jO~dXR!XaGGY5mf*$!_3@>^Mo+DY7S(&RQhmk_Iwz&;2G-(NM!Wo5+1pMVD zs-H>q3}Zapwoy-^7$Y|cSNTPMwbsY%4M-)uMW&+Wbml!QuM=FvKd4YL7xBfyC%YBl z71Z+2Xv-zWPEG5Pqq!hmUiLo5el43HNG!32{@LGvzY5dgOCBEt11$l&&+_5Wj4Rd) z-#$Cx=wn0Cst(k`rW61d*|I*tLzP$6H(SESASdsLP>9L$$>SM}pZt^K6|sSBZK9Dk z8rH+Z8p3S&RnwOE!^X8cHaJTEq;D7c zV)Rq4&*6_l70vIHHT{G25~x@KX@v)S>2fmZ`^vU3_~xv^PkJx4rlZlbZMs4wya(k( zH6mGUftnl+qc$-?ibJ&!YU->mCNHk-UzgNa_*vy<&Z({`(K!)h_xjq+Dg3P2< zvxcS)EB^|3LcatcbMDmqnzoJ;8T6aF>gZyoPyZfHc)+&EhkyYr`WoTcMpmmwV;`QC z^6J^-lLRL^i7+~w>y@UG*jaOdCI4lW2aXG!uFaJX%ZcX2-3+-JW^M}9v}1j3PquK> zw4hyH_VKpKY3m98G;8Z$iio8w@fOm}-)VC`S|qZ@jaEFj_Lcb_flbmLS5IX9X`EUh zNbP$-(5X+$>C&l4cz#QGcT}BIf=DQ&;JjoR3roTyX-s=(a?{Z6} z=lRxxIT_TkHNZ3#9FFY2?p?JmNvck<(PCi>$9rJ2=Q*nt#%q2TmUsCAc5<{FrEeeD z0mJm(((hXj@nj&gO2ii$>_bP7wv)b1_=aYs54dLn3TsNlJ&~?MmX6LL&rOxK6s%*M z*2^17j{K~cT&JCZj>qjwNR>(}qxfVPCB)lUt*f#U`s8esTpDG**4gC~xfa$G7tQT5 z{3uBoB4Re&-&J zSZ#&9f>b+$Vyi7&3eu54qa9*IfN-vpnQt=@zofU=1~5qypgE6V9Px5u@y?RrDBi)2 z3;v4U-9Rk99ZnMZmV1$fbw5behM$qM43`wO)ZqrM$GRc$fMwg>AClyV1){xrPu}5# zX_y;rSU_PzI<_^Xg>G#9fi+$mc>uU%)9iyk=BtpW33-U|Ro_0wHETLP!J)ZHO{0jp z$bza@d~xQws;=i+Ks?Qfe$f!-I-R#v4r%4Ah(Qxt5S(S32yAoPs9gGNyzoC?aNfPb zp~w>szis?!8jyC* zsDAiMr)n`p=8!Pg4dkoaD<+F!OPXf9biq+Vrn>A zD#DEfqt9A}hY`F7L63^>(xNLvAd!)qqo=3p8)q22Jz+CS@sI!E=sNt_e!nlJN^P~b z+Ozg1T5Xlqs-k8~Td`t%5V2ylHdRX1NUWmvOl&1)mDnrxXsp;H2>s>z`wQ}Vo_C&m z&%O7Ya|>6!<~&65hGme7wXse=;sT}ZagQ{sbSKHS*OHp=>i)JU((Md6#L$rilr$PW z2)j88fZ9JL1qi|(R!q~i#a>-zsK#P}bKJ~#Xy+vj{JKC!T;=TO;{)XFvk#;&X-LI= zsbHaU3oCyv^rPxJk30?4A{=gkB$I^4o^Hp_bs^CBv|3zH*siPp-`+X+K%(4nff?3z zY{seiFaM6a%$q=Vz)tFhgw*QVm`*7d0Z~WWvdOl9!3Ug+k~y(LqO_ko@5;)^@x%^I zS->qv)txib4Z#|(#am23Kn;Y_dbQ)me~v4;tdB?PnFT%6KaZMMb2MPV&2&AT#cVqC zCRHf{0NqRK26JKybpzOV3rXK64|~n4NY4m+i$Wjh@e(`Qtp^DptK>z*%CV=-e90}X zDL)k=o9hdyR(u~KHSuISdEv(=N*zsU1+nUtty8(YD`3>jER}n{KvSUWmrJ%pzW6<6b`j3R5J^T1 zU#ExDKO0M{Vo2t)lTSUSBRAi^(Gczs`*-@yzj0JW=i60YDnlI^l?od`MWrYJB2i1& zb!D94b>bbqoOuNH@h>VYyL&Esps@GIi)`c%dc3-B+x#n?E)=mvgoVgVlx#~*3KEnL z#2DOJ9v7qG?vk zb?iWawu;1_F0y&_PuQ7*{ix;%1TD(m9egR?E$~eV^3)#?w-^lpus_)6Ggll z9|d|7|Fxci8SXsOPMZ}pt#=9zo%^cHT26_U)KHIZ6FJxqm4{)MJtbG|;EP2uG-kic zE(NIPaXf|QdD9H%+~8CP#0a^}IX#F*qgN`|l6Pc>h+~AbLVE7HF1_k?t$xnqINp6s zLYU_bUA!+-;LB6**|#G$V!M<0({*<-Z{z(x`gPP>67?ELuUOng04s#`43QM<|N7C% z3>Ca{AxcQ~m0ZYw8ihoxnuFv_LlypMpy&&l9`MHI^tUPTi|;yH&UAr1*rN|OSr4;c zhug;}3#F0T3?xyqE@uBy7_NJmL%l~X%JC_15yAHLcC?6B#xPNhAW1!jA&NiYp?lzJ zJ-S#-gA932k5PNjH$qw}Wo|!B$>h5UQs0GOGiKRm6{zcZ$hRxf6Bz_UXl8bYmI)!- z8fq`{Gc7Q`4{yWc9Ln2PZ#Ivkvdb@AqF&mlih{rUi?!-T-?ze)*0S6Ur%a?&aX;%e zeA$1`MWJ9c4#qgVgJ^DNcxeUK@UyD1JGOHfpzR$r)Z#i!xNEh<^#)+?CkM5;LHrv; zfuF4c#o!Q-uqG`RStW;SX{~Zoo@qDlqMgqV@z4i6*)_Xbfh|=(V zjkHjOo$_uCHMYKeXFFhZ8!Ib`prg#BfE`wQ@MR`z3dhNC&FgJFJ|tXR)-`@!pm8;7 zdf2j*h7Snhg}GUi$3SkJPW3HjJnyvSmS}eqH19wWA2#}LBkEn`aTf5y2xOz*tn9@M z4r8=;X1PQ;qpK(RyyB(#bz55e4*7`U{Ny&pz1SUmwk>HO2^5-eOS7zEP?s?K7hCY( z!xGA84R_c8L27-5iFUXD0{%Y`sMm(5?-mc4RIFN@1|Z|qBabb}6~lZ&rdtLi>cYUZ z3#V^rO|F#~|IU;P9(;3WawLwK9(X>0wl5Xcbo@y-4f+y}#je!>xelsVK6kydSGT%b z_`VOl>xu4KYF}y!llrCb;x{J*QHpk%rFw8E90X2U|KfnuJXm`zBVfQUVLp@9VR737aHY~}S zN^ZVSL0^-8jF0sWA-jAIaz>bs0c?EVY^QqSrZtr28Z5Zdp?9KFm3|SxNeI5AjfL}~ z5g3KM0}je_ftU{P;sRp7jYq2reELRjs@Gbl&x2{sO+ZLeg@2ajZ9Z~|v!;vFdRwU8 zV{j=doQioqspe+4+IcAni={wkz4*J316TFooc#_w98_L;`Vq^s65#qd{Te3-IYXgc zpZm_vt`@$L9yEDW2=01=xh6eOWxE0lK1_5+5{;;qVWu=e1_)yNky@s#n}2J_V$lBgg9M z4U-EVP;m5U=gT}rUv4L72SJGeZUQCKypdR5w#8Q!5&&Qo{47IlsjqGY+oufcp*V&6 zUda*1pbX%5$kz!=6Nhyx+aGt(3cu=>-mYC8 zYc|8MtT+5Hr--ZLK;8QH{VrW46-&6-r3=_s^nQNQuWqvm17N?Z2$UjGV2&?-t-@FL zHO}}9S^OCbhjPf0_WVFG~!|Tuy|lzcGCthS;hg%+m=IQ##&Q57Zl(@dUU?om8iYy z2_W*Hdkd!i?DUV2%w6_I@iI-yT$kR`GCB5TE9Ki|S;xpwQ|&*=o1s7d(<3Ax;WH4Z zJ^uWN9cO+W!Txa-VlCw(gLD0Tmq&tz%w+p3{iHQ+_# zz8Cd9&OQ$^v#DhcOJj=LWfh6Fq3g&PVB?<{I4PPx(ev2hcMp2qv+ON!|9rVZ>ftYz zJMvxl?;;2tTGBavB9Q*&vye{92#_-#(~rJ5LF|*J84u;Y4}^ZcL*t_sjoI%m8UMPj z67li1JK3g4XPceXmn0XK+~@(%0v&aaf3_l9ci}6UtH2M_&lgR@UB`Eo@r>&8_rouJ zQt45QK7(im>&TXzqetfhSD5E~+BTY^2aZ(eA@5&jE~N@KUmvu!fT|(TXYnbp$0Hh8 zJKe!zw-qqMKL@P~qfXZdCOFv&N6(WK>;aXBw1C;s!6DsNb3>Gd+Z9Gmf{OD_Jbu>r zm8e+Ni!n!cv%Wg6={%%ozr05UxHva(NBLz1W(XEmeX3zC>mB|c*nc3WnWAChU_PU_-IFN2{jzpcJ=KE%}h30+YSTDKdmII?}neN;E2 zsYT%~)kOe*gRdCGyz4#&vwZ2uQG*((L1AQoD=^cy#l;`>8p_?rPI@U>_Nc-wy7&Uz z)xi(W)5VH+Yu(ZbXKv-er0RhOp)z(#64olc=m{gH1D{AB{hQLYPoN-xHKge1W2eH< z^UK@*UzaFCTbwkFdC=`zf4-IF5?Woq!CgY#Gw9srabi%>)(GLTy)ssB-dbM&2phr+JKceE@s)s>i&E*~cP61TU6+`2xJu6MH;B4PsLY;og;cBTI#zN0e*yls zq|s`VhcTecUURwxo2G2ki1sMn=ljiQNRMQ@X>i+ezR&P*|DvPw7@VRZ5Dk z+Jk2rf81gL_pZ{EHl-5p(d4S&!=viCZGm_F30&x6`(#T;M2(bm4C<_)<(DpnW?$mH z#gFK%%j@OlDh(yi{{G|$X!Zx3V zUSB>XB+6W_vim}Z{?Yi$RrPMK3yL$Zt0<-= z{=f7eM);L~_?&~-HQ)8R@~opAH6F|kcs}?_pSy2edG8V<$@$ZD&C0>&CXSd%L$8n& z=&7F#gn1c2l@ttPtt;k|7P1^1sM)eN3K#RZ%^1kM++60TuChdigH zL(qLPu*o%^B;&<}h7)}f^u#|w2W)xBSK~0OP|;1b(s}BO9PUii${fn#tGkuTHzn6M zx{#gt2?zCE!48(qGX!hjs=W0`(w$$^v3-EUOxVVE;vUTANuIgGR!>(Beco|7RmeIV-O&~ z*{9S*+d8!HT>e?i^>m7!BT?m@b10zsj`T7pH7)BtfIfA}$eT-JrOEHM%7yGSg=D>V zBN3G?1{%~p4#l)K@O{q$)m-2VBm7of*G}H(zzS2a8L74=Uid#yD&Kz9m zZdHGJ1D_CT6p#k`r_Y&PJd<%Hk#3|cl?14Ftk26> zm|9a4PVr(q?Nusoj8j}zLqK3JwcW$;7rX>e|C_hhO#>n~$Td%lzd$_SsM(|ypzws} zP$8J(z^7orw__pYCI9j94DQuGL*V1c-s(YP9MEppJ-*C7hPrLU!FX#7iAMEqyX>D@BTuIjXA-J zkF4F7Oc_Zp)c)cF2f^>o-FQ7-w9LlnW@_$K%)O4EK$G??@RNi~` z(iXK1NgCHB2q?G!t6a|O9bf%I8+x%WtHp8Qa6{NJOkvDJs=WqDop%Ixe89r;to1MS zC^_-2;q*3QuboKgDG%HqpeB@e0yK;JFz&Ac*e)0cg3#y#ym^YFKi+l73q}uEv&?J( z%%YCRE-_^}h7n6<^5t!h*6b42P~gwNW#C(9EZZ`tH1m_1g`7u1Hf#W67ZU3bUZK0c zoc5a8FJ{qMF9&}WS=u`TDD?gm3vK!Cuj?;=rVN}Y^Bp=oo;Y;pS(;e6K&mgS0W*w> z@Uw{MS!NnB+u&+4Qjw_Luf(?nhbw-4j z#QbUKLe4{wi}z)y!cIzRuKRppKz_wBvRLu$=>W%EWkVG4jmhuSBhN!sgq+?p!u17n4 z`0@8Sq0q2+m8TmikfAHbK95UVXi&o#iE(wFq`K+_I-;MVf-PJ zpgTjIA=5AP7cACD8Ka;6LaLLfRd9Hcy8+|_s6^!a zo(%AiIq@FWl}Qy`g6B4XpRsqk9<--x{`iWF5{#ee;uW=YYVe9o*37=E(AOsh6UrBbeNSfO~Hpf7fHw z=no*?(BHP!$nwgy&BOLToH8d<=Gr7Fy`jOU8_4)d^=GUd=bZpm{$2KqfHZQ#i^IBO zB)n(oMMUiA1evV%4Pm;g8X&X)!ZhOy3D#UjP9c8%X&1c+!<0d30Q+hGoG6I;{%>RislZARN;(?q|5(%O2wcm23$WVnV@{K2Z5eJdWrs;T_xmI&CwL-xBnC$T#CA< z8G^2)4t=&)fv>nD7a_yZLp@9O)1hN-RW)NA4S}Dan6dY%YuKRo`p$A&o=X(r3F_g3 zXAm)zA%SLVcdlvLWQk(fK1j2`I`pgZ;ju@`MYTJ-re0+aHud@76DSBX0BD?10NoTDA=F2sRU1D#k{oij}8+} z<@wPur5_Eq(?i-=rcvC0xs8+Iclx6{*HvhA_pX8mP}c~xjp zTwQQ*{aimyM$H}1;)7N`K%X)nD<0EAF2W($q5ID58dty9<0In2rVG^7-Em_odx>ye z1$G_J^`S9dPGR`jkoPYMgbREC2aZ3`sA65YvRD@zMIj8GR!_ ze}O^F&!f=Fxi<}Ul5rsfckbuKCP$iClBeAFGH87WyAeVv%*a@N8!AHUSPJl}S)z%?&66HLPW5N9FO zFE+g>ixT zIu@+JATH>`4Z^*i02JO94Wk>r{j2k+M)~mbosHu$87By?)IFEiO!%hrr|3eKlgUdp z4Q_zV?Y%z~kR-TW*VXjYnI>c`96x(>3_A6U7eauvGi;s74Y*-u63!J_cK3NSMZ3}d z6lnU1z1V#QX1 z{bMq~61P6**69t{kn>PG_bJrA;r$-3sRF}Jk;>G5Y^Gd|*>^A6dAWs<`}tGq3_@Ns z&*{#6jvH%&)|1q`OlT;AR<;61hL@Z)KQ9>JsxF5P6;AD}p++{Rz)0X9$d%A{v?pJQ z*RuoUe!gDLPUJQ0)CFo}+5WJmQ{e)muTA_)t$2 z<$F3~b}j+TXs<_ZXf&d;8~v`Z%t<)DN1-vt>=+sS>-e4`s_Qww=D!m{0)!CDG3NgCH2P+%#HG@8r=t9&QOhjjA2Q%J3_dWvqEI zbw9(2t|X7s4tfcP0L?Hwhp;Yt7F%qEfsPIpO!xo!L3-_%i8aGmWe4rfJ9@OG__c5G zkMw9Lp=|^E)MSbNv1bc`yBEC`_moWZBT$J3X2zL8c+kdRQ=Na=bv-p)-UpV92zNHU zeVmd(Cm720zR;`5WE&|UhA|?tujm09ZFz7TG>fEhY6{M1xzDM2C9ciP_^~(L*`Ujh43DAys{17L3jGP5ADfezA8|Tg?=!aA zA@N8<O1dhZ3x+qyxj2LANMFz z(V`zcYB)DwdtH~JcM=$?4h5&Yhd9=do}hIvWJgGD+iChR6o15$5TMCZA?GJwZj$*f{{RxSSgViQVcmVrzM9l|BNT-k`z!s!-+rFY8oKpgMf{f} z(`L8DRmA=EW7xMf>wcV;;coCO8J+8Pj0~5W6~*wH3DvDoguyxMk$qq3sk3D zsa~l68>aJRwJ2Slh5LZwuk;0U#wGk?Yq}$)Aos!0N=<%}5&D~^PE}#``2&lewzs8W z86(Ps@>qC4tLxE)tU2;x7UZhJ=X@ZQ(}BZZuw7!JZy;aRKnt(DPl>-5bzz7fMrY zWrN4=sY!4~bYA<2{9)ExE@SJ7XDdJ99e9qG@PwPFl#M}@z6wA%6r-dwbBLW8NaY8N z%bIT-5Z+_Nii8Q;h3KL&)+`_Betz9V#)LI(C{7ZVH@CvG|_g|Zzs{{GL z%s}+_XS{cG)d>kck>3BkyMoIt>Bum3P9`;7HoQC6D1ZIrOz_dpEzWNFAlhDtKVl3c z)@8iyU~K$&1i+47Lr3RCW1S|mkCD2Xkr|W?_nOzpB7|o;M~Fg)Eux(gN`d=l`aDCT zfSO4?lfR#?3yHSmyo6q081 z*|dee@eFsBW4Pjb?C|$IXRL8u76P?yQS+0MTet^X_{}A@R}qn(@(uZPI4rPZ<&lUt z)0@itRdW;QO(zcHvkYwEo2mqR;G1Giy%&|;mo03HO=`EzxGz~Hdd_ZMom8#_PqCu2 zGS`vs0QR4fJ%2ip6M}spHw~^^k3iWSI8M#bN{it&IdVgS?Z%l^UxqXp2@3UNOX5vs z#Nfpj{6+Yod@5cIwDP@>kE}EA{j>*zjfdGw@?GN?Y2($VBGOxL_V0gEU%TCHbAB!M zo7#L^6K08w#_A2Cr}C&QUffJ;bGnM>O+I0w%Dh#g$L%Pff4`N6c~vd^KNjuYAY?!a zF_kPW*-y1Je!_~jl(s3|rLx&BdCS6@>)=@Hf1hlQw(j1R>=A2Q?(*8O5v3Y3?Cxvt zk`3|uK`}u&gzsy!!wuG&k?4dU8b0v5{tt>J^+uRZQMtClIH1LV;OHxT!cA*HMI}435>do&VurVUZ~vbC|9Ylxb(7 z`9GFbwGA*@KSOoHGd@r+>x(V_+2eP$qY_jx=k2{){Sz(I9X)hsZKNmreTS{(a@@vQ z|FK93^|BVFNe1cu;a!^uGluGSi27*>YnF8$a0d;5*uUflc$ZBJl_v*oQ*x4AySL$3 zVi{*aV6iF8SNPDvZo(RNbnW7m_KPVENm>^{tFGhUF3;6iqi^1n8h>E+xuDx?E=I1M zuU&vn@WeT#31cKd`NP{SHWXeRG_^o7Jue0D1Z!le^AjB5GOXoNFwkc$rSMga+16`g zMT6XB`aGWx$sI`%AACK^&ejT}raUH%RyZy=4qsHf=>oy5doa<l7ptti5aW z6eAsc6@YgQJ*BC52Z{eE1>c~b{wWsddKkGR9PUAfmN*L-jFz=OJ4~wOyjs>J&HW)y z^w1B>$jLq3_n@zm1_%PK>`f3Z#|mQ4KM_4Bh82?;MRMM%*m8K z`^JucCoTsw=X)cH6c%*t8k)ob=7Zkj^+=WMR_fb9Ki05bzwS=AVrra2DZMm&TG@0S zl)Y#r&*}~e6#)n3x9U56cDqaGF!4fp$?T3*TpV#KVJtDm<;Y7mO)3Cepne8sEqwSX zjC+rLndY=K6qyeDc`oE<{iKXYt7aWYKgcEwczxFf=!#1);Dt2({WS^_Jef~E$1L%m zbDKr9@aX)*;vRlPooK14?@LyaoxJof&Z_6HkQLg*@xrE4k7!g-%T3Z-`u9dQ`L3t$ zh;1I17j*p8*j;J{dm;M!T(Ek(@zKSg9&skg26%Pm4GsRH*oFl6QCS+$=TegPFUwA2 z%Y^`qk6LP@j>`E9KS3;vj>lv3G+6u6EH8@5v>Y36MpgL$5vZC3s)lQ93U*Xk z=9O-|KhS)(d@}AtH+3c-)cus-xuooPWJTFQ{#Ns%-?IC0x@=fvh<~N6Uq^h!D}G{J zC+rdjNLOdHjuoR$+@Y?*jiIX*uzU);XWz1(V*kcO?^|H-1sO%%=vY0~QyESuc$xMh zz(@ccaON{Pw?g;LX5PSSja$eMWgQwcDc{WI{c;XLb3OfcbaSad{axdWf3o71dA{d_ z0+5)CpME?icRhb6?v^um>Rm~T4tQ5x?VfU>t00`v#c0_0jCbDBl$oI_#fckre0-jT zs>6eDPJ^3guT%x^iB&tqqCGat&q;BWZj|sX{g$I+nW9ka(J>zPzC)DuJwHs^z?QT* z5&K5F6E|#@XvWpMviOM(3DJV1j$ycJd>4YO>|!*KTm#^Er!E3-<$ z&E&o49KXg8TOoIH9#@GH500YMsz&yP00Dy{zIG}#!Rp8fhOe+z^LC;X0oQz zybQH>2jd$1HT#*d=!n2Pf)$3<-Jg?}Z%#nY0cZOQSEn^CVizq7LfVTmfR$o+M7FafsC7-0oW`Ad71diZzNkP+R( z-+>z=9_yo!P%p|Wh_EcKb%f9JD$_&3srBs--KpC57muEm zzg*QZpSzpu;#3=(`=(3j$DPgDxUdR@A^yefQKzZze@`*Xc2lYD^jtASMh0`Yt?k!e zgJIJXc+(Te4k*V24P5vE{NgUYv+^N3_rLIyKRBVf7&u#frz>(>(F^6$(^PPmAmcr9kpS-8f}8EnK&U}Yeb#L-)@$2 zDP;ix3N3B#jHGTXMUDf-a2VDu3-(Y&7QBUZ!b5m?n zq|D!_CQB)YeQ%fV6ny}*^(pf>0nSnn+=*alR2~YIF&d9X)jhA*%zq(MXx+8(DvndW zrl9-wNI$&`_tTNA>2IhFAZL}ahW6WW!?9Mu%Q4O+AFg$NTcauATDdzNOev ztOae7Ic%t9^vQaP9J7_u!iPd(A+L>SAKO-D-U7gT>)>_AIoXI~`6OL^9mXH&2us5r za<&%&5BLAnh}V6B1VAsa)yRbj-L+mSTM@9Gu33mO#NN+m*6=kz@Mv<)4Q8*%u)S^I**F}3L^t4b^|wB( zGOuFYD5{DWq4B?$ix4;mHyO(zK`8jH@FLRhuH$HF4ufEith3`YguNLP73V+dTMh4q z&&+}r`!t3qif2lglnh`G16vL&vRnpY5V&tE^WT#VAPfqNuk&B(tn(UlpW}fKiv5uHUh{hXJLU<*fMMj0AL`Zmvb)}; zEm@q-R<#kH@Opp6>P3UC(ksF)Vzw&#h+OQpm3V{$Uq@ohRS6kI0ZP%JDlBZId05GRPf?z{kS4(11jmoVP48Uqfqi~`e7bUk#WFA0a zrUdRi2_emYhz6>?Gs=^9H2(>ye%NT%qj|Un^UAifuiEbTx43vpV!d4wuF#Mgu-X^m z!b2+g{p1I-_&1tt60QsQO>3zd=m9>vU6sagJ#sV?g6HvuvFoyt#^mA_mWb)|;gP9!|d5K44kAvi0`6vDMR3q&DgevV6Z%?N?MaChM= z%|$wz@UtsT;yUqt((PZ&Kcf5o2zA1GoJq1F5bW8-Pbv}q zgY;im>#}0csNCs5KJM62*H2gq@n`FN8^RN#gQ0uOfxk?GWt9oCL(j~a4>vPSw|}k# zl;CHZrCm~m73ow&1P>b^5g{%kgiPcSY$gPLIfRBi%e=V16l)FEThasjwM`h{Q=gs-q zgeK}f7c+Y3V_J@R@n3j8T#wa7dJ9EubQJ(htzi| zc}EWMR}IEqq4Z{)%6%Kt@BM!d-#nea1^xoN&JJ)Kcd&)R7-3K9EN4Z!c`M$5xc3g8 z06exfP&Eg2oJYW%r#t4iaL=e>GRnPZ;{`YB4-xvetLZKu?nSQptlRCtPoaTV?TqKy zoT)Tv^whs0yy$aGRPObw_Z?31MYV#NeKT{Hk=N|TmP6aJO~VBuvMtDIXiEV(Bum1= zq~OTD?uF|CqGD0u<5<{g#-C3^F7D`bOd#<6;14AnT zp7+V3rpY4CJkUj4>f_R}m%s7lJb_tTr9|~dFkbDM*Yj@|w`N|FK+Z)6ToBme- zvT^6uwX^XE=3vs(w#2U6TjVB5jQy%7n<4M z%u%G+cWV;!Z^7|htj6139cs~2avqO?d;k*DBh!NWX0?h-0ndXN4VBxpxB(heH3u(` z$E94#ir2Y{kYsVapjwN77OM1+K#djOnP7aAzL!Qt@ZoxZ>V)D!CdMQ)DO0!M#WN-{ z^TWMNo2Rd@*aH{b$7H`AK9-<3NJ~UTC(d~zHQbxGaGl%c@jaeHkDv0ktH)zI zB2+$P8PxujajwO*Bkw8dnz7PnDZoIFc8Q@(1Vi#4oeE^t^qzHmA_mAF1jGzeg*o{P z%De%IrauhSUlM(e4`YFO%TL8sl7NtRFcjze-X!Mi!mN~-&;;#Hc1~rDl z%l>J*ic~JJ)pl&p%bbDn#jpbRpQR`(ML2^GM+N2di8f9^{A8PJ$<)(gOy|#F)|?g}xG&PpJ@Rk)S%jk4IX_9f75X`{7p=7gDc(A3rM(O6 ziF;}oDFUuq_s@ew!!}e-JiqWg2H*AGTw2&0Zw|62XzgHxl7vl+5hgXM*WbTO$a{K$ zDB6(Ue%0?ezQo!IRf97`hWsZk%%3{E`5nKoYBf)$W%D6LDB0`3EzsUsc3NF=b2hu` zd|9>QrxvN~*4La@(uJP?f;#aWDsGCSKFqSd++0#l;lzChP0}hWubsxrSwH^Hdaq@A zSnY85LSu`+qtVYH+Pm>f?oa9Fm2C!iGggZK0&b>6sNyw=3KiC^th1ZRM+%Byx`i&R5T z`dF+}?c|bMiEM4{@T+;-@Q4%rn`(L`>i|acrA=CECJX(DafiAiBbnYSNQ#r@ATsiqn<w#&i*FP zhVD(ju1HBofj&f6*K}9QFm(+cJ07<(ivwJh_8Z{DA1ggk@$aQ`$JxQ?*tijQ9yh9ZG0U4YMOrOa;5de{7zqStM10Jk z&E-S3KPlJB7vmG0v;HJ5H^FJ8Zq7wjdLjGO;a=s0CC!*{g_Ug{Z1;u9dCcuSFatt` zY;=c8ejtn>1$tEeBcH-w?yiWg0ScnTR2E(JBS`e~>6FMHlM+h`j)BIk_P1Gg0E0S% zA|*QGyqooQLNApkpODk?o~v{mS+V;E+vrZ4Zo8UBWg`J|1*b>eT)Aqhj->ahwu=g` zYG7XK?$4ke;CmIB7c4d_x@ob_=F_+H)!go9*{z=+J_SU8EVAjcq+zI!88*sTn+8kV zpZeg!RmG$aItDLpL|t{$OT5}MV(MF~+X!do)Ehg;Q~N#XJ=L?8pT8`<_G+q?q3zvJI* zm;T7++L&2cw*TrXlxN>=d;4(U^~tMkTZD=e<*6Ij?X$HYh^^Ltk$-VP00ym|le0&3 z7uxqQS#@)u$V@G5KG!UjDij`*HmoCI6woUzC|u{2Cz z+WckCm|IUD-~IL{DWf94bwO7B^EK7&0$__>B=LoIAOBZX@c5?IP9S5&Vt?@kzV)xI+^H?F)Y*Eyd zn?(Jik0jR=6@9TfK~oX-)08B06*aaHwaUz#6r=Mn4bgLB6FF=)_mu)=V>PAysdKA( zV5X_^l~}3EQdO%Ks`GM;iZRaqS+~sBA8oFKxbEfd z)0x$Oee%`)UDaD1i}f7$jGVN^(`HPW%b76Uwx@>SFU4$8yN`lDPF&mxr4JQ*H6G(Q zyNi-kgJGW9QoCZ_93B^qi8(}QpurXK>D_+GjX&3D`q^Ce_r#VybX!IA_C^7(IY9;brjCTGJB#^>%h$ z5ryrkei$Jw)%#`t&nbQBC+y_h1xChfH0c|($%Bawj*Z0@6?7xbA3cw?d!1Iag&-6C z(B+^i{SW)5TcUBGWlnX0(^|7ejt0|R7?|)U8VL;^v*F;CTV}h1^_$CDfNdtNI$VRe z*c_NzHmZnsP19!ojzHL-(mK?b4G0Jk*GJT>sfG4Eq`GC!rQ?Z^!ON4k;S_B+pFVj* z*bhZkrgAYRzA9JJQJc2b(|_eTZqDu3&vB&SK!`R=Ka+|Y64JWVMgBpHg!S6ct2fvv zMOzq18M@9`9eElKn-|N*jIuixvmH1}U!_SV}K{V2u3JrI^?oudm*4HpDqk zDoA@H1=%n&B&~}$aEZ{=qvOx4@A$Qfuevau0(Qo}<;JuGT*`z~qXu1k6B7<98BF%N zvedLyIxb~Drv;ByUi92@%KFklOZ9UCr&n83Tirz_CSN<3`dwbYms6Mm&G_@(Y%{{|bZ3{GHs`n|j+@U#`JBwKGPhKD zlWIOx$tEW*g!man`~lRm(hoVhH{A=jU;(zLaTK`@&92cZF0PJS@;eF5T6_7EPg^b$WK{<^*FG1N1K+K&O14E`&l=Dv-`7!)ftju+_Dv+Tp%0u1>i$Pm_8RSbz(bl zE!{gCxk30fI+O>rO*;rW{3KnOwf#xlzY&b88`1_=rohhr^s!WdY7NJ*Ne`|x{}2zn_+Dz^vXrf6}V@mG{Q zd%qIzhGt%xzmsqWy1VsT4Z`-T;{zI9Zy**Xp^w;=4eYYIXptts32b;tPw3VcO2YF5{IeU}9!D5*Dwt$$yQzj#y1VbP`_ ze?MILUaMo1hI=oBm1?&pJW8@o9vqwz)u8`3 z0Z5bk?nOf*lP`GRvLnJspHnsh@=$Y}B8uPF2;;n0h}ehDH>i>AEQ;F;jeKH#kAf=C zR-gLP!?+1Qw7VLD`d7e7X5zFNbuwavp5j5-lC|rY$Y!W}SDm ziidzW2`4hIVzo$XVzN{{7Q|!DqqZ0HEUL%rG3mHI@WOBo#F3T#bLBAMTEh#+EAg8+ zsl%P-zD>YW&4L0I{*R-p4ruCY!!**JBLrzsdJ2qI5D*ZgyK}T4Il5aq9HF3eN_Y2A zn$a~{V03=_eShul-V@Ks`<`>2`#x>@?i1ZP@1K{}5;u-UIe`snfDrnS%c0w4e%f>Z zMFrhYx-BtoVrTO=OD9a8MKU#MY;uVJd=vP@Sx!?$R?mGLx`;PiP`msV{RSgQ>U_`< zAyR~gdR>gco)?n*w$YVMgKAfFuz zK3YUjTTY7fVEIx*2Bwgomz|PL(O{%9@*@`QQZm)F1lzbvPGDmB3|=3zxUtMU*|*FD zsvk*D>1q@WgKB?6yjspw}vk`?mbb+t)7cq+FeN;U(JpRgi2H1C{2>3&nFyx{wBM z6RZ47MGtKj(MF8jpY8k6NyA>aQ!|3&dOy)6S8*4reS07U9ca+u^@PM|(DVE}k{0-6 z&uHutijlm^+B(Fc7C<9?kxDB2Q;$vdE0r(u@(wN^r26pIDMG8v*H5$xN`VN}tA1&!}*kF6G%PhUTFYp#Qi<`-}OLrHTQi6YmWU=V-|=P4@=?ySl^+)s+%IqBSlSg#xGlt`Nvd=4iWf0_D`hxw7hCB~L^OJg9ADnw_|(*ha(Ev=)@#M2bubBw-sh{9zgm^jKKl5Fc$PxZnM5Zy z;yl-^F>C6NE$E+Q`%4Gn3yO2{KTGfr7LC+qEf%B4mqcs&zLD^xnx6`pdrASNgddIP z+Sic_(m2!BQ)z~QnF{NV@k!91#{M0Y&B<*prdv!<5)qfsolTxXoZ!qHC1-Tl zmMc6?@6$3?1?F3kxQUQy-Losh$5Tuejk0|GbeoQ=x@USn^wVn=RohD4li|+{`dp8T zT=cNTm7sT)3_}qGP~UpapA$e8P)hH&#bi$1<*~j`-)@gy2VHFa3w#=p&TdT;$G}mu z2Uo#;qs|Xo6%L{!eKJaZbFnl~S;-$Y0zRMKXx=OpZ&qtD3zZ<`T*J9)_e~=bg<) zKO*+D&U>ly@Q1IuG+({%F=jT$M{Yp6JMd891iZG>@;f^JrJJ(+q)rKz!vJ1+L0MoM z^W@)dAF3j$L2BqL%0E{;Ru|K-<#0&gSX9OA+ets7nnLx-F3`N_r0_2(j&cUzJ5XR4 zLti@}7Nc{KqJDn5{WGLj0}K& z&gNPN=E((!{cXG2VyrGj;KvPGbx~?fe&);1vw$m-PU-scPw7lsFVMwSJxWpYDb|hW z``(7mt{Z&geDz5V-7$^r&+?5_V^CkivR-82+sPdAibiz(`GmI;Mxr<1`Tl#SkBkOI z&TPL|NFtToe*q*dO=an;!~kBxj}4zp}$n}(ke<{3U0o3awo$Q|xExH4w}l9UQ?Rhw zkMTYP6$B(o5~lu3f_~ccINd^ukWBRsK4up3kc-)>hE{)6H-u|{ZF4%c3Yue>fwz9D zV2{YTFvjA^kFV8h>tX*A7-7VcvMlc8t7Mb(yO|bhO|GFuo-(*x_iO)4)tk3vUurV? z`re2pS}c)6dyCaETZ%&$(E=QQ7OXVr7)S`sL5y>_ZfO-&ddDY`PQRs(xWh0+AjtCJ zvuUnD$;4Twdw}tA)k#x0-R?BmXZ81Or{2JoOW$|PE$aluucB`hvseq{~3MP2jjduZpVvD z8|)Ps?;15pNe|%Rz>sW#GkQ^zYSfa5XAnO6x{pffH*R|h^uk7s=AUm_Kg=IC`7}DB z)3;q%!Ao;lC4XL~R?a2oc1tudP~ktfJNNi?P-hsn;@xi&Bs_&A+SCUv4s*)rGT?S+ zp`SNAzAk-QR!}pRU}xbC-4%~Ht{zJaa!uaw{(laU7DNk0`16HXg znh1>?JrzE*b}8yxtdDgaNF4Gzi7!t;pF+Oe(EqcB-2e_9^YFkT%wHvhJ{3QF=8dV- zumX@7yZo!yp?^ZsvU^%cHNh2;_>M1!8>UV_T2eV$fB6UthVl==o*!puR&-Gx^!Ave zhsd7~9H%ThsPZ6WV4_pV_d8&CtD6h&;+lC4UvV|tD~*V=@+Ynv5- z%n}Gg#HVhv2a=X#cw^c3G?=-S8}$^!p*zL&8dRjv`;yH=C8FKM)UplpAv1d}xZ8DD`70 zexPq@Y{Y$^;ZyN^6=tog?A4W1eD|Y$WuG|LX)mkLb~8@VL(D6~Q`o9qC3HLR6R%tSsKV&lMhw1dJn^SJ)2`}Y}>%Ck42xR;KEXj3cu}FKK-=eko(X^GrXlT$W=0!@>QfltDFuA#B z`%LYfpT**U5BxN4*T-$Io{3BZ1eyNuI)U=d(#MeM=D2B-mVC>uQ0>o(Yg zmr|qIMcUf&l{AVZCmTdc9Kj+y*9k@PetWodu?;<^l!W~%cDDzq98&AAi-;EqeV7EV zXb|y}*l0TOO3jtp1R)|}52u4KE22GvfC=smK1g}*{O|4VvR?kgVgQ=zSwCB4o_({J zmy&ZAUj%c$xVm9EafKupwLaiSm_82Bimz0F>B!dGHYSd82883rQmUvwMFMxVN^oEV z<&l~2z-_5OjB$zQi1rfY0wZ}=HT-wN%Fd=z5U+qYYysd;j2af`jDI3njkK)pd6~*v zj(XXS9eJDMg{lNH$@b7-Z~x>AVU*0AzZD*K)}9L-0ZR`h{`!+b-}qg-{h`mM9Od7` zDUS~nSSp+^WEdiQzADO+8$;<>j4ut@<)EH2cGKk4tHSr+ekKqoPGmD?gdC@C~DL1RW?-XQNN+{HD|Dn(@t{~h`>rzifSCY zUK-|p`>(p7^&e4mf1@7Z*g=#=dZxxUw6x$(!f(~JAlFZ?Ww?!6-1x83o8Iw+-mv4W+{c*Ml3 z8i|2rn@N{xn8aD>CJ`ME_z+*QSo5!<(L?B{2pdcx`62JBnsl;+3MjLF6j&hH!p z=5&QKoXZpGGHIFT`U)k{ASU9@@;OGXeUgD;ubk81b4|}a?QL|2ujT)4$*EEd(mWGWwnTA zV7nndNbK=C*$MgM@P=o3!p%s=NHk>V$KOPCrLQs}n~EBblemuIU<%L&l2{gWr^@>$ zicv|@8yZ!Lb~ScV`$b-)b*A%8kbnz1K>ZbrC&W!aY{+KuDM*uW{0j;Zmq{-81NyQB=}57?dTq?AH3%KzV#xt@=j zpZNP5s_Gi!V*%M`4_9!YgV&$%D5*b^A+gJ%t{$oc@K4$B82ggH3V(r; z6U*5|UT;6ha9#vwWmD-fXAVfHi2<9!mH`6Uk4z0NU`bRCm zWK*Ju$pWLD5rVl*M7%&2Do__DvYjgVC>oDc7 zqNRHF^!yZ{l3+?1p8b$?!OU=VPf3e(r&{xCze=m!by!d7}(9;T}L z&!YwH<8Wyd^{a{7j1y^t0PK@|5~moOM0Kz%Wr0tOKQ&Tj<&+2yiNx$mHh0s${IP{i zH1@(`!zXBBQY=uRm?kwS-VS1&yirRG_L)g-vAaEUe#Bj~IRS&5)!fzpEKtZvE>hVg zJ1&1dV4vFbo7O`&Rt=$7A?Y%7E-Fua{hkeM^kINJ^rb z`x|K+X@}18k;2l_j5*s}#R*R+FDC9aKT=v;w^@iet$8-5cF5kQc~aS){r6v=XyLKz z$T3c9=MK$Vk}XZ@lPWR)_6X_n{QatP1$f}x$?`h#rtU^pyDM^}Fibs->H+<}hoOV? zv3WB5rn~5dmFTQI{H9`U>bjkWsFUb%@c!G0Vb)Vh{+7d|Zb{*EKkt_`qip6^7vHu6 zG$WM`L>$OG2nL)Q0W{=_&uqn>5H4N3$T8wFtCPTn7u1i6nNQyXhk_c|A-*h(M7AF@ z2BovQpD>3BZqp zLU3E6Z$k$##?LI|Add(fIpLk$M03zNSq$!Iods1`;Eat!JUocF%?VV%>qZBU1%qna~-Yd?j54Xzuc)^nna-dS$RRK z$MHdaZQ@ScL3C?I4%FUxIaJjr3H*CXJG~6@xERM}QxgrFXGe_ReIm~9yGYFc-nVtJ z(|A_ToruWx<`0;*0h|*42)8ay4GQl{hKAhnNG0ZMvPB=e+aTzmBF-1NZJnypayWjI z2>>ppdoFgzq1u}Glsv%Oxz-CM5k+ZtHOIP|czRgX zXX_5q(HMKnl`C{cp%Lg@w1;C)i%NDBz`CE~13+}h0JHUy^W+Iu_6mCTm$K!NF1l)l z8R=thTW$dS^GRFv*PDKl%uqJ$u0;n(;TmTr5wHQaaJD`o{c+7pKDVP8Q%^cgOg<~# zDdzq#u(TetO<<$f4Eo*80*RVQ?JQdRn*Sbp3PKllLJ?!@S&6ipSt!YZ(!FCXlKVH6 zG&=%N&Z`lQQ^Qh3M9IxJj9+b zGV1_x`UFJw9M>fI~l0i<@-WRCX|c|&2sKNtKK;(u+n#oCV=MH`>zJ-Ii4mFflC*C6SVQRPly z^2`qxSxkN!u3zRoT_z&|H-01ZRVYf^P1LP2e3XC$EdbwSpY% z-G#;VO&@)xHPbECr-OzK#?Nyc(S|-Nnxo^tPWV1+w5Pu-NfgQ)8h2sZ*zD69e{mm56c^sHp~F zb9M32t1&d27u)oj70M+>D(pmQ!%NR4b$7n|Ku6_hTG*18+kz6gvdWfn6;O=NN6W`i z|C$?*9p8_ap*zfLd1({thB;4z(#5BWS&7v6kL%t3&j$k||5cQ!T1(+e6F+@OcxoJ; zQIPnQ1{C;c9Uaq|#5^(1JVXRM?4&^>Lwe%yoQ!@QE*w*>7U!rW4X@<6hMhj6;F*?t zed678&MtgNBG70z@TN7J1pk+4H6}JVU-E}A=_K}!a5-Vz2Y+0n$UOEeV@HBD4U40( z0Qx7g&Vl=<5UJdkNx|XYKi(>DOpJXk4U@21-MzCqHmy7UDST^&NZfhsOnuVRj^DS7 zE-bD0dF($m#6be2`bcYoZguJ7*j|a)eS#&`N1`f2brLj1uXRE zC;@%v^UQX8B$oI@F+NF-_VmpOfO*y4U2HkHJj3hn=VvQY4>>mWeerJgnli*u7mT^EyPsb>nZzSh zEw$3E`hc#|7uM$Q5iz2^aU-d&nHf7o5~egD4F9-tG&GWLp>M`Ic7i-LjlXx|BLE!Q z{*1bxa{d5`fxJ5%lz7Y@Sh%boyB`D6LKUf7x}R}ULRk(V^}&Wa#59ABN*0+4d)5$l zCgc_3YJK7QBum}Ax@P>(k5{CFrKRVms&UP&iB@iW(tM?|wS)UNY|vE?H?!R8`czmu zJJ>_C7godu>SSWB){MH`4#jJ#`|f=5e8#g#eLt^_00yH>g_|bdWT6bpa&#!hZEwPB zf93mgA%3;#l2}=}7;B%}UyVMIFJ#_RlgPJ_g2CVGibg!#Tgxc$YOpVtNK z27YJU$aq8ST1oFW7IubV_=Ps+OGg={{%_W^dsEL#jJ|T=Dy{RYXm8)zk?aqiqMUDl zJy54l9IE!12;G3farR#Gv_nR3YG!R`w5O+{(hiv! zkkPdzJ19A;A#+A+Gc_y&P(AKa`~X^)u*K^LTU#?>~K-ednkx(WH? zLfP4yi1spWvf?ZJ(rSw;N96T)t=}Ox|8;v1bd4IJ=3l7|(VYb>wS;M3q-IAd3~^sM z8u>{pQ`d)hbEAJD%eh9quh9FAR?tf7)_JEQYZ10t@_(_yZ22EvTij?C@KmU*A?i;2 zd6;$VD6X^rc`>2%jNO%_4WZ$P$SeL#isc{Z%o7^IWA6j2B5)P>OnEfSi%QS+%RS}h z2~yUygMC*PB$z0I8;9sY(#!)$x$f$LvosAcb->YnnnGVd+bAve&?^?{PG;EMiy>uQ zSii?*B>}a#qMf){W{D;&5`^vzPa^*W8UO*LoZI(LFXvvX=nRyZuzzH(2pT!l@3dTr z@w-}y<2&1yFvT??OA01_7nHGGU`QXPATw@S!#WRs*36D=9Cy{UI|J(1|Zo!`7~2H_XHs3c>OS>`fmIn^)%%D(RNcbT_6w z?*&pb#sZ6qg+r8-gWd6e_Im}`4Xunsn4Mp$~gOXF|2QE^|LA}zQd zd>A}w-^oI`6z(KYM9IE!{H3G&Z{9%C!<$$-m%DF)hCKFwYXg@Eku2gLtz*W-#8-{B zn+yU_+a8!ZOF5i#dZ?dc(vKAJTPjGo@vElMg@!|qhvzZFyDk`x?j3{u2E~@yR8&8aJ*PZN zFd2qLz;>MpjHzxvPy%CRx(`l%@9g07oPDuDDn<7#b$W5eBOC9&(LWCirnk|Hs%*lS z#0`nSc3We!`S*6!7W^rl`C2TgLJ}9Y<1F+Mf^8gJ%5!$GNpoiG$@5MReCQ*j0a~0pHd^%rR2v-$Byf zQ!-v^`8ceqb`?u{&jxnwFz`kilJl8PKsG2{FrlYad~Qcx)sw6TZF--F-?bCiZ0ogGYx*`} z)-9itvcst;>%VRe%otDpSLu!f4Z-&_J-Nd&&toosojJS_CBt_O+N zY^Mthj{g;UZH)ty5nzTLBIgsfLbrK+DR2Cj^+taI+&bJk_{_1(9V}7(l}z5$fv(z0zG(~-XF1eKc|$AvW>Ns=!#Pt z8kj9pZo%hnl4^Q;{2*T#GB-O$2)o_Ye_40c`ET=Yh<3x=bDLK|+a(h`@~a(_p3h*V zAx`9SjXMNk9ltuil_5Bc=4=}cT`)kl(+}K6+A&Pb(X}6W)T!t#$q(WTK_skpu*b`> zLp!;#KF5Dog9)#=M7s_*^tEPsm7tRyUp)w6QAS0dhd#;7WgKw-3GU^YS%An03*a5& zOIF1w^g0>I+WVdx_pVBJUT+akH&xW4=gC)}}# z+lv?=0;e3|CwWQH>6aFIi(xDc4&hIAKUS)QFavkab0n@V>dgMNjd3&y(+qo6-&Ffc zOG{&={?2ICPd5e~;MVv^6(C&T(}yP-PvD4dkLczE6#hgpV^B{lej6 z{IKgxAmgZ9Z@secdkyM(d@{`IiZwY!2)fwuTBqVjB#(JP>Imle5YAo$XZtzVKV0vClJK@!h z0Kp*ErjN}%xJ}#~);a0G-|*WTf-6I~>RX$3huIch25oV%pEuGf6~DWe|7R-=t+2|} zy75d^GQ-)l-0U@f6`SNBP|9-pysT~LXs|Yp++wGA#CQY$Ek2==t$Svl2r6+7ckXWj zFn1TC?9+rir{@7u(D3u{-m9Afl1G@sVS z$u{Wl!T2=bpcG?Cu5Wi_Jbdz-JMnD~9=Hz5G;Plh)Co}(0CL#^sLkq4%UWue z2r(TWZ@Kf!vdwtqmuRtvXwcuSIjJop9RPV4W}?L<_zQC}$>B+gH3TXQ4IS7h@p0sibe8_Qk!qt@3-z@uNi{0v^_$;u2^g zBn=~k>61tk3^gcYkH06m^M(xEUlf=dmO)cwcf|XU!V~n*B9|~u!IKq_GWmhN*uOQ2 znzpoqY);BKo*soGx{OZ2$NSsNmw8y)vi&Nw(kY!zzp;sZhR%tI42WKQIr;GLeQU!$ zwYSX5I=@k5^{Orfy~04i$*QB;lcRZleqha26v1@qPa*B1Y~Pw1gCK?V!KOtbOd97y zpR#+o8LNZa6=uVp05%vY;Y#-4Y2{$siMPDhrbq$1|(Ax znhmw@Rd`IfT9~u2%Y#cP%*$Z{i&O#J{OhDU!vf7eZKk z+WtzPJW8(N+>vpQ^)A+xlFl!WA41^}&|h&12HSocA%&3uvtPx;a8RZd6I--GG0dG@ z3EK>)(Fy}zFNpeqP3qpgm{3uP=+qF#V~Ze|uYOCgEt-6P_9;!LKt9lL$jHQ3IHEb7 zGLO08&n;XaH}l14F?S#u57qix_v z^IS{LSKJIQ10DEE;}N{)uCYb0n&x|fKtDU5r1Q?^qYaD!k*=gg9vR)minn7O-O?`Z zyhbz|BaeOsBMP6e$QROH`2(6Tc8L$l9hL_?AnRxbMir`U50*E5wcqHZ;b35#qy#9m z%S3x#QW20Zb11`gj?*C*`N|Uj3o?5jB&oOhxhA-1j3ndEul|(pm1)Q$J;?DAZ+@a* zSPX{qbt8Pk_PMF6u^X0V{;#yc5Bliqf-=QZ^X#A(mhL$bcyx(EpCAVvDwHX?I==IdBEv$Q~{p-H)Dr&6L;_4ICFR_}Mi`-F6=2xYq z;JZ3TnEKWJ4rBohx;w;Rq}QlBbdS;rnsgof$_i!{6X!fr%6SA|%!PjuqG0SZ{<|JA zv_)`YBmiA_g_#HGbh*)9$tPuGPaNHMHML+vewJgx0=yfJOgwT}zs`8~#e&&=-#rNE zIva{R7?`{1;vpAzM4;g*8Ck%~%d!3L6m> zeZ}&1!B%*S{#z(X-i={8r;5f9Z0U5^D+en;&^+LefuS@lR6RgFE>9mb??^#)N7EQ< zQuAQF^HlSTk$p|0!k4BQ7#RGCumBnRW~p}4_u8~U>xl3Qf==+vzvQO9cDZ!$C4Y~N z$~TgyfN+xrhGXkQ`ZG+VF#M>8F13kYb`ocTW+?Zdyh!Kc;ars+oTgK+0r0!1WoY_G zOJ9t=hLw4xqy7K7aP8M2ID*z0m}f>fa3_pgjC+4FkPB0YWX?OfzTp-gp6loV z_Qrd@(io%#`1P)`{g`sYqD7E+igoTLRw zfMWS4k+zn1z916FiMCrZ4{a1T{^HGVZp>wjgD_rXvUL_}lc#bUo^Tr0eKudvxyioR z3*Mnm#|&<5w`);ia1Smfh_%(Q;nV8z(%*{nFkD=-oUArHBM=4y8H+nA-H5F z@^& z-q<@8b;Ix)&|44ctR%;VcZq7Xi~;j)fL$Oo9a?vD=Nq8I=j^Vs)l{7q$%$ zhDX7%D{iI%?n|lbeSjyO=^Q^2F2k=UEYa-t2&DW)Fo)2;x9r7}>H<4~q)8$W8kK;^ zn3<%Xk8+!|<5nK%#En)@}Zy#cS*l3{1OjcXqHbC?j;;CwD^!lcHXB`rU(5fw@y_tg%*FpdY(3 zkma{;#Bn|0F=dGglKGg&98Q26DVFe_`TIS9m^U!6z%7o0S?86RlLUL)^Td}!>n48( z%|#4C6 z!+#!It;zuFWx)S17kB1QR0eM?FO5ADJ`cbs_SCS;zVDil(Dr#C&mbXq`R8$S9b9FP^% zfzgl3ICVXkVD zxG@d3JbWaYXSF%;PgZgn>(&VYd2In==mF#aN9eNe`rVSzsCv&g&{bcT+p|+D)zng@s2jnd& z&&8ke5zcF{R_9n=&#f_cmhu$aHY9G|&>almQhw`i#+WT+;Fl&4HNrO7-N)!5lI2ZU zvj&3my6VIZ)()Zzucl`3=vY>#gW!5edHi+n9z2MzT+!>bGPoFCiusHKCzVFH?F zp871Sh-L03`7kU2$ALDG;}ZRp#2u_%Vb6i?)SqTq^weDLH_ z;L@*tpb5x!g!QkNX>1`~ul%x}#_>%?ji{s@Bn{$dM=4WOa~ z*IM2T?$*SeL#FHi!s=_l0BKnDKs-;^vMItRl6Es@o{j$0B#f~2Sa!q6b}Hv!N_A4a zEp{4OI_G@(q`0Nvv?6y)`gHrn6RKQ4$I*|awUn_mrq*l9ZT#Ir?Ge)Nt2U ze#%QPyJO(1dkXE(BBI5AQhW+p(diDqfHa}D33&?x4x|1H7M8nr=RLCNzT>*I{1lvl z?pNW?tC}6I=pr|puU_IrACG&3Tm+|C?O2*0$AA_fl|EB8hM4O>~MEd;B2VunXJn}C((2Ag;C8B8@w)dfO(#1^<*aA<1OrTx67I>Rm~Y`E zfzaD}H-kg9^cP7IxRcdR9+(FFrAb=Tp$gt%KD0bxCK)zYXv)Mq>pqJAu zj)!_nFh-5_GWwYTLP0Iu#+EUuFTe)#4FnEM&T#P}01EUZdby%f+Ujf<7#hms+7Rv~ zoRZkiVcCoPNM-jrabN(b3Axm8PEP*!;SHa^oa0S)vy@s`$v;k(x$KY3^#R{MJ+{%# z;N%vFONCpogBwoI>Ik>kUX!p%gkjs6qk#d+z%W}HYRqU{Q@bgXU|-sMOET)(!5~C% zgVi%5p8f%#PGBo~;fRw0{U=lFw1uVDnsxnkZp8p67FPGqe|u}oqZ>yw)Sn9?NS zh}dVYbu~n8WAY&WyqCI|<=W2Aqw`+q!j%bL@}4*E5#Y@fCJpTb)3|)eN>EHTj0$FO zF7WP(acaBI#rCEy$_bxfF(&e$72qu4jraDF1qNk(U1*>ztAAzCZpO;lz?9r0wV8E< z^C9e>k0(}n(-si9P%TpK_?I0LJ|&5kituXsdpnPF`q0`xn2HZ{ouGw*kwBCO`h8{^ zwjB{XZY}ft7}L}7jRk+LwCSNE+*d#Lr8gZQ_k=_iB>v9x1N$!gArV$pgtqmWv@rOxMbw;X*|Ep`yI)>m5+}Y zD~Loi89hcGm6}2fA~GpY!k~4QqOtu2F>FSTIxW5Smm1VjjP-~`FzH9|^r1^#{A-Ab z$b(v8=%kCdnbYaU37=;HFNJR2r9_71UvfZHK0C^8%Dibl!IWPWM;F8c=mk5&6^qN} zN|QKZK#GwDyMpUJncZBQE{;;K!J8t3T& z`ehg`Y#`jwl`B$9uk_9%b-}vaW#&&2Gt(daYLH6#t#dsjpLV$=o z?QU$|2Dj{?T%pX;(oMwq3vZ@G3x19!-0lL4cbE-=pF~cDbFU~Skayksaom5$B9)?s zyVJF6Ym9>$OOb6GBy0L{WwpYSSoJ$Zli(Kv$SjO6mFph0_k0mqaUoPG{tojBj{RAf zILs%FirNdwy&@qe%Hj>ln>TIuY8Q`tgBmw*Il>KB0L12`P6CO zo4S{+c3Qt~6%020JO=ASo;^%yZn}Ti7Es{`-@tKhAltkdyS`b9fUT7ch(?Qilq2Ne zpqm7L??+}4v7^o)7+M(Uph*AcpbS)#oNnBJ6mQ4&22Vy6fZVzNWoA@u0jT*Fjp)ys z(hPP;rlo?0GuW`opQ?RnAcHpwV{Qrqq%b@Et?ofa-O8sW=76$qIZclbiAcNZ65B*V znEX-OI)(^5O7)vkTYnZ&o(g|lwLdKlbVdNrnL^qFZ5(I-VWNc*thx${LzrwnH*GJ|WPxAA~PD ze|_xz?7vg4(E~J*@K8tAW`m%SU%52c`HL(8FQKs9`d_tlYd)lrhH0R$-M~dl2(Nd< zhjiMFyI&!w_2QpJA0l=O9B(EYR?PGjJ1HRe#cw3X&oC$^lsV#BN=4s2BFCxTTdJxS z^pK=6WNyZlI-5&o2`C9@rK+Uk>24=&-uZnDwv^m??I99Qiv!aU5A{y!9h3`s+P@=n`TMEp@1y5#ip@U{M9RBU3z`boL+L=-A=P4CNy zTQvhWEEG|Q2IXOy(HR9oRFDDck&bO;d1vs3mwRE|#xf^%d%=u0H3ly`{wS957%Tun zwAp`+KXP0L6Bzc zWB+eednX4X;mLiOZs7i32@bA(KFW!HhIykRx1br2#M+vqb`M;pog(wuExYOdtAZ_r zxt~b5g}w~xx(>Vsb)-lXmPJ8klqR`*@D^kQz~|P*n5ie_vQPyxII+S3z<;X}9xR%6GzHKCtP1 z(ootBRJm@E69Au4C1OHsEGl;iOQ0HiZpSvwT7FZXMOx*U($cb39J;;cJ=;8{V!XqE zf@DkwTUh&*0%)IZ;cC{7i$7ZQ?vUy9d{u<=3B|ex>xyPZ(cdQsJT~y08QDWRP8e~j<`g%%XW7*0I<^MClKK`XYjP}1asHBq~RndwLcl%v{ zHtt}7%JH(1Kj@7)!?DqU91=$#*f2Z@BQUekPHpZM#zYlAhPbf4ALh9& z#67tvJ1K+E3NZ1%B4*_A3yHG4CH5ZR5ad7&hO*PT5q_35B1wyZm{Kd$STPoabi5BE z@T`{89XP{<458B4KoF!w6=}Bk2KbaH6aNQ`M%uK8CE|La>*lxbe*?^TYE@?eyQ2ih z^bVWU*u6gnh2#{8jlRH(Kp~F3L@dNdv2xC7WC5?JyV79?*E_$x4Ia!G&8VlKXN6T8JvDZbrO*W zCw)1GJM9c{7>g@)j5g8ye5JL+nm=trcsDo=-7SI!Czc*XJdVwq>3T8pv5d!^(SIrq z2}fnxi>&sqimA0yK=oSk6wEr#;|!}es4ht)O=84I-4>A$e>8f+hx_l+?7zEdCAqly z^Yb>nu%&jCmBkF%aV7yaH0yEr7=*+-Nj(CQs8I?&DR=*Gw1Tg*9-M#;3z=3B)L19V z%@{*%zaY^?_^Ztc3tXFvqo~~OO)jU_6V-C3e1UjdevZciVkd` zI~ATQo1fpY2tjdFoYb&Tav%V>|Gm?WEh^({_}7d-D83Ia?7y^8c1cZ5JPAx}Gb=tG z6*}Gt>}?~432YF%f!~v&V29dP>ekeZ_hXG-)Ygngp*}eTgN4r;Z&<2p1f~Cr%jdu2 zO9g<(os2yKQ9svNsL5pjl_3B=#Ao>*D7E`BclrNgM6HS}bK+5(AoDg`&b*LksFVaN zQHh|E^TQ`HQnH5j$`g7B0KMU!r-sECr^ae zTF~sI-yfB1W~m>z!P_KHQlRr?p5|;rnt9V%*C{6yV^_ac|TH_V~am z)K_Bo-_wcV)^%1q_;wQ(hxl|Ef9fys*nq+Yu|WZNNe2^dWZ%58Svrb4{f|TS0)jFw zQB_sfU1tUomaZG`#TxwYf1K@rFv?)t1>f!o{C8zYA!R#;dhpuO*GApu*3||TI1set z?*j!$d$c=T7SqCTPw!z%Cm_!^!caOG^B@vFMx40eKYt&O5OfaDlQyXw`7fuG#_ju) z+<-%vptL$-#1bMk27AhxTjhLu4z26ATYNiMsxHJt5^?G;?A<{qZL0kh{KFflyP`)r zeu3!qhU&KOe_uzsC9@XL!G0dsJL2$-!5TwslLM0S5;vQ@%|NJ(HHA?c8j8IzR#*bl z?0u>C#K5&(hN9q)5#GnYt9q+Q;K{vPjmfCgLu0q5!vNBaM!{H^&AfdDzK(!>o4rSy zugW9^96<;Vdd{ER_p^oK;t+tdMrj-zWuIuWHJ|$X^2v4T2j|9gR3#y?PwxK+37w6i zgANX3EbYE;+ba89NVA%sgSQ7AfH1(bnC3TK)-9sXt{2 zTE&OX436fb>3gEVV#lc{EWR5*tHv5)@_u_GdOCK2Fzl|ozHVZp%pzf&4exMJ9M;Qo zHfMqr(RaE z2eSEn?@p@LrvpV%tx;PkiV&)*YPDwVsu81Btyoc1?NNIsw6>x~?LBM0_9h{SEfFgc z{PO+%m4Dv%z9)B_^W6KKd!9KEF~ifMtMlnCA2T1Nl?08qQfR9j;)=QbddgJ=YbgA@L3OCZiu|cwQ^})iyJsBB)o(P9! zZ?iLtSqN_D?x)ggy!R^(LgHy`y4;))@50Q`_SAf3#VcZB3B5SK(h?^#k|17d+0eGW zkClelnXcFpic^O=l{G1E-!ZLK`s`P>{H#m(=r0}6bZQtzmN|8Mw3tSNqd`t!V_7-^ zQ_sRfS(@cCgqSFBg3g5gCz#yJD-k6_0HCIInZWxtu|=+)m2QpqzIxdKF`83-f?63O zepr_C*7hf6o-W(%gv;j-+%03lU0a6ki!)dSkhy;lvquzq@?v0}7WQ+Id0CGO`S%H3790-EhN0N9qZC3i0F z{kkdEiQp%y3lhf2V$0u0<0gcUlmg;IFc|P#0P$9~Zbn7;m}fnN zoetm)=&sl+w`ad&ma%nLcrdNC=joB^H<@=qy#((bJkdWIND6*wu6o}nv|{fHl(F(f zETT6GLrF9+bPv@pOQ&JogwYfc3xKHY$MvSC=U@Be)0XHi4=bN`3V7TCZQE~Mct*l< zr@V#9C`YB3gW@RiI%Oo;jxS(X8Ly7}KlvAppT7R)9CPz{{ql1c&TYV9Lhp^tAh6D0 zaGY5k9K-6eYfhuMTZLNx8~OR?&YQ?=SC|>rZ;2A?SFtbGWucdJ{SY@AgX9gz{J>V}%3R8T zeCxYJ&#rKhKdgfFla6@Mc5|2|NFKIAR^odSj>r=}Vp^G%un%3jeM(JuDF#Qf%A4=~ zphc?}8{+X2IKOX*$d>`LiPD+~Yhjz?P)Y!JgvU#TV5pN%$s)BwVGM&n3YwgYvzC(N za}{vE-5C98f%6#VWo(KyW4B=^%NtA>A^tl@sKbZ@D-e%31ox?e`TFe3&>ZChv&&Z0 z_js?L+^q|~B4$>nWN*2N{sh$!A=f)cDGeIb!X zJLkR&(^##}_B{9lbZdv@|?kqc4q^w|CmPsyn;Pw`5hcDdonQr0F!91C~_Z>$V zdVE!-++XvAWhadU`D!^_$+EYwj}qd(IQg*I!#Bp1F)t8b^qsQIz&{=#kQJbukP6s6 zfe%cHUL0XTOmgRuXY*vsLdx7_zfO&vF7V#Yjlv|nf`%a+mH)^XD%A~^Gn{==K25(# zoZtUTikH15FC${8@P&tZ|Do+&*=OQ?&n4qmPni1>5~v!yZ=QWB!Q_<*bsK{ z2yQ)^7JL8NgVpg7TTMs&tfV?*VH0LN z;Sh=2{_)?lRrG4>&0JwTP{~8TKAL}&$k0mNt6zt|@y6YQ?5;^Qy)+nXlaNyEIbmJL?YNBKd42Z{B4z`H-NuqNec(c!|CbG>WhBRccA@YPND zoC9kwuMap@m1k0+&m=?I^@s@qBG(;Kx zTeCJts_Ywtz&u`?azVRR(|(>k1h-xXcE4Ob`X>(7N=I}*KvE`VSlACsa@s_`zUN|v zzjnPTNQ5kMKX4N&w<11d)eVKqfCt{U&=(bLE&M~>+A{Bl@Rncbk$yMjd)vsWjj;0f zPQLph2LcoUg<@(0H*f?*G34F6^2({SxmA?|FQNF%t)w71=ISE6RwnitWphqs?KbSi ztWs;LJ<0KD`QR6P9}`|&^m%E+4@N+HfeQ|416Ed`7pp{y@`FBs>7-OX z5;B>X*{#k*E8KbusGJO*-ufY;qNDVo5`N)pR#f-=)%SMsSHo4SHmews2*kYH-~R@l z%l-Y;M^=}=IWOA*d3JEZIVWe~Mw8w8xuv*m@1bQG&y47?tLPyH zTZN1I#}NIfc{ebV9W3`Z1`)zy8Vf=b{7InW6N{{uw>P>z!R#r_dx0693~NSUrs~&g zsf2zgj6PGOwd@T|2jKLhaYAL1=7aM_b3IkoU;R;wfSE!cduHI*PfTnV@Ff5{4xv6&~D^!lN+`$Id6ajTLeSUn*MjQ*a<5kom=;5Hc3?bL8&( z-50a|)P}lly8R$DXf z`1Zh9&ZQ43FYDLx+8c8nC;kt$kHbz{c0JKZ1Wi~4e0B*I_EvK9QJ7d|U>X`QpoOYe>i#qydcfQT7`VFuO>j)%+W9+KZ(fGn2jyGlL(1Y8U^>cP)KhgHtxbtm^-8b_l#ow@_a zIt>CHDn~eSna%>wSG|cCZs6veUfJ@RFESLH!4;_~lz2**DQw$MSh(~X@<~END!kq| zz~|H%ER7U8pz_lt&6=@$y$AC%=-J)Ld`p92Vc10w>G%iS=#6<46|m!spvu@L4y<(NjA1i1AylfimBp;kc5Pl%T_n} z9WuIP;3m(XsG0-0zb_e`B+)&m-YaMD>2w$W6XLrDnF$IW%_1f-FoFrp$`w2ocg)Sd z_Q3GD5w}z*hH87$yy&zE8USPMdDb86^gi8|=_2wjar~jJxW>VO%BJN>$=L&P_yQskT1OMfXjPZ0)@#3E+CcLlP?D}7XD7K@%enpk3oGu`W``e#Ks%vD|>j4bx00H0*C8Ghqjn5~EQ z;AIJh+jI=`{_tNvw%1PU5&K5F{!@#LTeqR|{;kIzHDQlWyK`l{7CFg>*QbVL-_Ssw z1)ziZ9p{stfy$#GTZg2$x26}}S-%aAhApVsRy$E6&)}42hPnYY5*PV-x!&04Y3&!s zbp&asL(TE$Ac(1nJkIsNzwO5yX6FjA>9Q9tP0xfVOJ{2z8KdU59dTH$|e*GIgQgfRwDz{u|IplZ9wfB2e5&3d7grOykpLFZ*MVG4Hl zJ4f8g%Cm=kw*1@b9AgtuEdN=YTey0jf7{k8*vVMKkp0uTOO*Xc7~aDFVX9OcLvj}P z#?4jpb9u48lCfBUT&KZ;!MA zk)Eo!x_J9bw3oQ)O@PUoL6I1HuXs4qs(+WpWmS=; zol~t@p8%Rr=lB^Mp3M$g$EY4uVRbX#uNiJT2<^(lTD8rUkSR0q;l)eh`<)~|cJMs8 zM8oeV-IADEBJMNNG&v`RJ`p~tm+qdzi}f?1Q);3IZenWbQ%jyYgWw^8*SPVn;ZEXk zt!{u3pctgKy{+9gZ1Db}5xgDnJid1Jpdob2AAiIT0iAH@hfXPIwN5?}u^NWL?}8nA zfolSKy&htrq*40bfQtNc^Pe6tzT4TD(pevGkd)ltpRWDioUnq4>}$tl`jp<}3k!Yp zGPp>$NKqK|_Sz@jC6zyF41>kPDU%oW6cS?R8EPoP^6h=_{?+>JqVDN;G2_cN0gWj)agNKc^ehx~Ob6!Wy;~c; zrPQ0fc>~_Z*A8UjNJWTjUl|+aah;67j4l$04ffjK`ooK>=gi-K<4df?wVLVIti*Cl zm1_f@J(FyXqFOP0Iq-W=Nm^dd&etCQUO4O{Y|r=Ci-gobl-S-K-2?l+So|sTOWUGi z|EwizT-o=#F^ChP&Wr=XBQk68F=gomAq}@M08jvrRIWKFs%4p1OhL(GeM@8RK`C;m z(?54Ikq;|=G;#c=+yz?JkL!6(p2k@Z;xb2+aVCk@u6i#Js}PZg#&(NUOZ7Rh-0hhZ}9N`PJ4z3 zyr63Tb?U96+}*zEsd(uS$eZ7DNqWkEwMORJ|MxHh2poBjGq%MWq*Y)zQ)kixT-<(v z2*ij(Whnyz1)Q!K45NEYUe%6$_8N(pyQnh&g>Mn#G_FP2@FFjHn1N>KR7*k4Q!`wEd-hGLq1Wi$ zB5ROVBI0`A42^Hh0Qu~yg#sQ;)VXhM$GR5zr$9fYr68G1s?HE^u_P86>@2dWwUUp3 z$<5RhB=-X&LddP6q?!WHZ*)>Z@Bh?uQ@#UrE`nf<%mh2=YL@Hpq>$KUhqvRMiD{oNOr^u+mQ zs3+Szx&5nij1-NET0$f@i5|Go-bv;)IQJk$wb4|iKdfx2lxhg)R!)E$4XUNSOZTx? zE-7HF&XjH)I{raS>TxmNa~B|x1z4B9#-K4Ux5tcaKurOoWKgYjy|{Ewcwc!}Rbmvf zYKd~k;azDKZ7GE#CmXo+9`F#1z&8EuCa=b=_pb+kwO8p%Uq1uErj$qNrsu3mogxtB zp?oL|ghQvZw1_DRqvSMZ>vb3%i_m*t{S$3NGq+s-{D!t|44Hy-TlRS!rSyD>TPo0> zDAvrmQ9+ek+Wp(B+AjvdR4g7k-#>^dkkC~_${r5l@O(^_SRw*Er{imVkKQ~4@*5?g zYOLpKv-b$z*jW7PPJX2#J0I|^!V7*F-UAqP;dvG?@;4c*k^;ElB{qat@8!hP>AS)D zmHk6HLM-5s(W6j07CgQWakP#jwZrG$W7{RLpMk=JPBG3$zX&75Y>3{cyEF}nx_Z^v z1>37%NT40yfD|R6h^Kf>x3Rs}DF|ov{t|BZZ~z#H!1+ZW6b)_}h5prNYyLpO>@3b* zf<(LzJfN`Qi1oMDFemJSu4agsR<9gKH&ng{sH?h~o|x-xe_rMDvZ)ac;NyM0R$O5h z3R=4+1adOvhktI+DUF0z&*o^&E!)J`KeChZ#s zu907)Um7GZ$NZ8`yery#r7S08b>OWym}3osA5;+Qe5G7U5eUAD>n9I~?tDynj3NU&jxqyI&kD*x^z0Rx7e)g=i&GI`w6mA5 z=SP}3G_w&{tw>Go3#gE}v^~xg?Iu5>Wxlbefa6@QAO-oD6(MdfTz7sU}Bky3BTTRm$aU}nAu%!Pd7X3q% z{X8d$jNohGza6g(Fgk(6=!v!Ap0725X$)pvxa(%4_8i3scWr3ak^Hy(p9)UuGFzvp zpy%tD<~J0^*gsG`1=3v^vV5U?T5-%o-J+3T!h#F3Qib=>Y=GG#8pFVF-$ z&Mo{&KpCY7ww6uR?b5RoxEAvW{xY*$0Wh8yq{EA|O(pCr?d+y|m8u;`V*NM+SeqWw zsyWeQOO+LPj`vjg1!(PNq9Ig8j;f+Oj(1(YeD38%*YCp^qOyFx z*YU2bpe7h1aeRRHICuQrJHGXw?1#UHzM9N{Et0*#%I}O+m+6&8-GdJWcpqvO?kmAZ zOTP(4GQzu08RRGRa3;?k|J(4?F;f?V(>K#|2Iu{uglw`Ywt6MU;ufw6NWT22<+v9a zRPN3DhglXp;DD~D>2m!KNXPj-02(%#M=9N&z4UhhQ=p~&!cby1-*b|tG=O0@{P-gc z$z$PgXMCpk*iCI`t|? zz5SX58WPytD`s;4F{q9i@ZbN{j(_j1x+dFzOoCa1IIvB@aHB}bZ+^erg5x=|?(k!H zlD2Z_OHeg4@NMwe`~93ns$a$vsPK~3$aoii?Wj}t`o=V5U@n4ZzGsQsHN;169SwPK z8jMd9I-d4^1}B~xdPiUD!n=8j!iI-91=UKCp_tD>u^TI-%vsXoE2l&9Uy33RlqA~g z3G@UZ&7m@ACvdL}?a{&yjr%)%qjOk+a4SEkf64Ujn;vHbq$$ZNAEIm+qH z8;n*a4QAX6CK1!Dl`Lb6{UEgWzW=QcCTm#1$j-wn(BVp&L$xJlusHbSI*S)26{nQOsHmE#KKKK4m&+^m@B8G_z7L^}!9C19P5!-Hd7Ym8P2*WKRHQxQw4mEx~L3yt5Ljy|{o`YLxJRUI17+Y(V zU(k^i3CJiGeDV6|WkyBDJUI%Xq52Jik?U9L*Bku5OHTN!b=n0J=M}X|UwqxpE|ARV zC)5vGzttY)F@sUXOQ$Z_d6Cnm8i%=(70(HG4p2c9@9;yF#(uA^XT3+HCxycUvpt}(I9>lgE#I6YrflTOeO_U)W>32$Lv{_kWN0>TzMLU=_+w21#_9! zT`o`#Ba+K}5>}avYdVqF9sTcl^1DJit8$*3+X&~4JLHP#lycBB?9hhz0vev$^c*~J zTZK!_v{_eIymw2Tkr^ zDv;n)Nv1F|{!@SR+o))GhZ&v5u2i$XkQ&PKzOpH(F7Ii>o$6O>JY+;${_avC_Gn_o zMemtUP)l8Fw1>CC{s8zxUg%@K!QwDY6)JSvl1fdA|I_!q&DBC`bEE|DmkwB3)2zz# zt`qzoZJr0+LiEk!iR3>azFp9k=ivDjc)0q~MWAK4ocdw7r`Qi%699a}T&wZ7ptyEF z2B&TEj=stN>qYK zBy%@1gxIt~v8}X@oMGe@#Nj9V2I$-C_bbzQr{d4vsTpcdwB;4__FX@=p@YmX1 zvh2Q7W85QN>iXw$rx%tj@%}_|SrkrOfta9UBwB|R^*yg2?#ksT64D;q@ZMYYvG={D za({d#z~@sL<+AQ*+g$Q7fRHg4*)jF-)U)e2X=Z?UVfNnPk%K7HQ(HPY_aEs4`;fhWq>QX^x;z0FL^-rl{ zvonDTL0^ae)J|vz*M8JCpY`Y-f!IMA19V)a_wBfo^=ZuF#>k-N1^jaSO5&$`P#@Zn z3mosW{VUj`D`H9(InF|Ddu+XrNr%Qj_+61@CX(9s-!m?FX*7ESTa-F`@cJ;M(uTLslLMR)kRcN*-FF zmW|lJV)7W8z+gqF$AesgY_`j@WnEXs-h~cpy2u>=FTBhb%60)NS1)}p>E9vbORs`Y zRtR~Q)ApvKz@k=DJn#FLT0(SGs^^s_QuhPn#}ByR0pN=;S#zuliprx5Q?(OxHqVT! z;F*5R%hu+f5{hez#c(HY{>|{pXV)rTR0>d?LKzyJ(6d$Bi@=6mb0G6ig696Zu8StP zK7t)DSp|@2c7-Hi@)N$x3zK5bmmfFP`(k-8o2R5D%9QnB`cS`^W5^({+4-LIt^b~V z`_Zj-bS+2GIxPKVjHo7)2(R#S_rRy{%^n506q|p5h)YNU_GCNsar^+*4X+`d+4#r! zlcUkpH~uILdS7XTS)0)~WN~@gZ&+U+^tGyUGy6Pr7ysiYScPjC*33&Ev~j_cMr2(1 zCCyzTLgn?)>d%}(5*sFA@iU|UHGUyBUhOmKH#X8DWvl<*Iluezu+bFNP zSi!@I75-~@(VPPP>W<)|qY1Oeu$sGP3O$6S4LN0f@@X4(M|Y!Pi01ZMMlNY#C!36) zM|2`HZoQM^RrjUR7ERUH+QpJ+82BPFw^d%xlT6ktQ}iDI{wF2-hAH;ovUH=V|{ggy^C$ODD@#8}3qN!W3~E zYv+11yR6cg8>KZnxQ2Gz)z?Zq^^%!Tpwso<8n*=84WLhW;<$ zTI(RRf&g;r*7%M)OmD4rKo}n_%;h$neqPG4>7X>e!HdjqK3W{+tCaC?%g?kPPWvM9 zIp$%$Np9u6#tLGr04~?Ya}S-T&LaoHNJ(g?sfdVxqj&oo>ZSVEYl1OWM?WyyOPdbR zAB~xpzdw^dV7#_F!`c{m$6b6IbJ96ib!VjC>daP}Mw)n8s6S=o{3J+a^7XFWC%crq z&;VYED+y9rz``ZcFJ~CZ5)v~1r*^zO630i(uxq63a69r#%6zT2#Zy-}DEzuhz60O7 zEHLZ+A}Yf2?alk#pS2&ZMtQ8ea&LR)O-q9=;X*Mw0V&Btj-d#*o?_}@no$F5 zd-sh+KDYo8$cbLh-J)bgV)4Smawjz2o34}5TAk19YdpSuzIWG=R z5a?1d;#vEsW{tq@_LBsQNG;Cxgnz+5;PYl+9zA@FyifIJo$+xOP0sDVCjF8%no$qi zU5aKjPEOXv6KYH1VmkAEmI$80`Em7;8S;eOKQX>nd*uvR%QVM{-QvBqY;5*aOWx)w z0-oWRxg##^U<`x>DE?yr3Q&bNKh|rV>p-IaU80*f5A?`aktsMPWp8k#G-`ni z)-lU8)h+(0R@q$v@GSs9irpBHVt%k{*g;VB!$)rf$IdL#1YHiGMr~KOKEH-W`WnzwMN2d@ zXDGRNZ2ou0hl{aj=DG_4S_WHEZD=0BnH9IQ+S?yd9ea9$Rw>r97)Y46(@I-W#;AH3 zxbbkQ_PuA@z1Q8pLiQ+A86<8vPaqkg7iUK!mcH|PyPNe|m-R3Lw*+prO3tn$>3g%> z+}_jQZIQ02FUf@IzDex+R#h#D>Yj%n_L`u}LE2M^SZ69UOB22o+$K&-o6~-)f#bUZ zhBFW&Ri+{hQ|uE>jyMVpb3UQ_srgFI?#(q=vOTLgJT@N>v|k6zTiJhIgzI_~lpKR^ zfHB-9THJ8jQ*Wy$2b*u4-j!La%|6R?LXQ*rbRQ5NJrZi+6dh*$-S1-& zO4x-MT*p5+mOV;Dpk7CyLTRPm=lr;EXV_CSVEC*kJHwXwdu6`dMKYEKMxKdpj^4sd z^fIe*QJ6UrD07h#-rXP>pP*HuRTPDxfWpu|hgn;%1NRnU$Jp+Uv`E5@&4p3^l*|s( zp?2Z@-{S_AWI$A~i;knz8(e;Y5UB;$hEAE0BtqIPOt49_-dVy2)mM=xnH1xJ2xL8b zzb{hB=jkK6jvLD=9d2t%e4e1cI;E$z$KepZdjl%ZUTz_SE-aj9=aXeLJ$FwN+xl_? z=|Z_S8a~^zPfQg14<(yKA`CTthF=5PuL9;Zwc}F{;{6xtSt}L?Z~P5@W9>VyMQM=q z;e-M@9HD&;EzeXMh++B%`N_>+D&CWK=`^mzh^ZTF-PWI!m z;_L8zQ+gR>{Lc38w{zUa+kqIC3pYvk!_^zboH`_OQhEqRWwF!tsVQ-chY|#?W0!WE ztho-~ocS8s+?)x`rF@hn_SC^X>BrRiEh@!u^NCjhv+Jo7LV5#86HLQ$9L)kqoPKSDAe00ZX=m$*Nvi zXCY)6DtLri(ifcSvgq%aIlA5SC0+&3FLjPn0lTg^lk=w4&l;tw(j8ehySCClKlG9? zR9&i{W&>rGv*7TBfq|=UA~(9~Wy>UV*nobfub#yVN+&8KNyMuW7KPR?2BudeL~DIv z!l5^x)$mHF^H)!!$x|&LzA}I6qylcYy`*&DCR6Uaa-mOw^>YZ&>(R-A04hcV&-=D| zIWffFp7ngX=K9Gx0gm!j$wIk_cw`E@RA!n zuNDpdegUtvU~wE%NGYRc9+~q@SeELosx5jsoG(Oc3nThK-)7b2jzZP6Zinj?R?+Ue zwOIN4ZR!+LsBtdb0dp_|)zf$2fdk4UzhM|FTTeDiUf+LSdPTpX2t2|de8)k;AQ%H& z&MBd#^Yp(CD3e#`+wWnPsu3|-YjFP33bG^P_G6HM5>BR+L5-%%^~a$}&)kQlol7Oe zR|M7kdNy34^W5<9&zkqF-ePnminSk6lT025&RhL;>=B=w*uuANw?tt1(bA4z_$H7; zZ)`(DPwfKpO71PsHm90JIv#IKl}O(Jr^wp%LZ;3%4Qaa@fXj=WNC^MFyhev$q(TzQ zsn6{hpEK?ySPkhCSc{Vv_c3%|jS zuiDMLD$2B9&YuWnzZYLQ`J6;-yQmuTNqmly|KzkP?cpZQ@%<(U^G)^a%{a@tqU0Ju?oe!)m zzx{1}8*jty_+OjnDw#4R(Y8lp)$QfU8A=vO^+(5_Texyfet)O*cuTeNqDg~I$6=Y! zh7&Dr99ZO>SzS&y(o0v=HTdEVV^jc2Yi$r#SS6DB4l1hp>O*|hffr5oFRYso2;+U@ zZC<+3wv&TBJpg?Ek6a+5F`oGe^q2acoOHwM7PFUU|1R7NgL_S1Oqgiw?wu0mBWCZP z5~!j2@EOIS>VKjPl=b@wh;1mVc5p#>^0~T(s; z`JsI7CfH+tW5l|T^F$YMPTPgs)(OTD`htq)LL6(- zxx{Ev;^KQF1)4YIJ)t!1n=jd{+C6S%A9VAS8Cr(9JXHBYNpF<#t~{Igj|3`ecS~rs z@QlDXA0kHAP#%}wm8%gppR68{ML49Ng9V6%`I589Fy~-|z?|9yB;%LFY;#qaO>3AX zzDj8LaA|6y!T$_EVKmUQvI*&|R!dk0oZk*UezpF_=7VRYvlWgJib05WfT27z29{Z2 z?bVh6l{)pl3b(tlNCPjj>D|8vAU$^;kVq6@2)dkYxxVCY&jouX!h0pSIV(u9UJ&PU z916kW^R0yG-|BmASv-QmJa}ewe2HyG7UUjuGhQ0app%B3l8rdK07l9T`Z?@PtH|c* z+7>+Qu;p0OX(g^gPJ#JW_N|F~mF~BHheFOd`F$Lejl3GnbutJ9VDDT4<=uFpr3Wf8 zU8!dWXZ+0fbl<l{g-GZf}X+c?f;_c1x4R;RKWDx#m_>Ux52FQwIeCdx|gm349mZ%Mp|lXov9T9 zAt-{zJ!p(~(uv#?RvC*)_SEd@G$ysL>_a@WMM16QOLz_}i3hAheSWoVbe38LzEnF# zf-F91|Hg(U%+u78gLgOrGPJuAl`DheqI5H1C~dado|=I1lY7U!GNqbDkaswL zYlST3{0fb$xnZ06p1-#{QCd{4JO-0+6Wr>;eDSGeRe+S~ zw|dLepsd{1g*Bp`r`Pa0Ai%otdKY@`7s;I+IAu^CO54Jge%PObsiA%DKK9U5>1_Zt ze31(JeWD^IkuAhZ9m&^l6FyBQGZCm{Zdnb5>%jb7Fm$l9CiOE%c~b59EdZ`atz-eRFbi>CU^{PCCsQ z>mj&<~SqhvA>S(7GLAF13Ed5Cm|0Z*quPg z8%N&^kPYjBH~(MF_Y*l7gFKd|XQnC`Z(Ws2S#if2J?sd|5 zVex7ySI>P~6a37&@IUmP7q{!+C7>uwVb-~D+13&uYj)u#5#6jx0?{d`vkY%POm%)XQ!|c zky8Lm&K8lInb*b6%An^ngWv7 z3)o?=t~AR3UGNF@1-^Lz%LH9|2g(Y-3Ed$X)e7vh}$rn-&OcB812&*08_9- z?4D=L+ksFN1m$gfkQK>*bHw7WfqsGesEy7N@$uV7a>V-}0TkiN0Vh;{n`VP>EacpM z!PR1FVX3{r;ra2>yZgeT#*}&lX`*!ik)thrCdy9oGXa&)mK)5vTKZt|Lnl~)D=Z|x z&oHx5S1c@ReR(Jp>vrStwlO=liI1=Zo$(%0``I*jW9DzOW8*-&v6(+@`;xpUxSX1H zJIc_)+kg8T+T&#Uj71w6hDnOgG79)FbCPn1BjSc5NcZrAQt?4s`}uUjhm&Vt_2))n zG^&gK{-ojN$ZdN0VqSj=Eam(2fMZ7d}3WzfOyI8}e4UUrWHEGu82m#&BGX82ki@bjzx{j17xU zNqLn<{KR~~Ro05hDeR>$NRf5;CCh{y8x=Zxa=gxmbH%KP)e8}=e1*3l_BWrpq~-iryZ*0PpnrBU!<=ZOBHu9A-OfBgn96b z2GTNgTD|G~p+`_jrZpG@Q5smN7j41a;qsZBaR@AQp$wd@!>m4`}cT8-MZS zqOw^mc>31}&svzg`q{9&S!Ug$%-O2O*)oi_iQVD;Fi$FUr`eGNP%$6P&C{mJ+u(LN9UYaG|8W#)Ge zWh6uY4o}rR*mE_9WTf>N@dU%ok*phihf|w2xe^uQ1lsP;v58)f8=^Q6rC-*Jjs3lk zveD%hx?30B2t5eX%V&6U_NYfs>@P#-&5Q&XVZ4`ejVN$-R&c@GK{({r93+w+!?Z4{ zRJ9Jd&hl})Pm7aaSaE{4OjWC<{B6hL&&-F$WtCawtQKT>cx26z-z}wp#F>wpjMHlt zpuwUBffLr?kZn^VW!C_~%u=B#RBQc1{{UID5{Ck${LAJ3Z3(d_amsZ1Yi|JFJ?P}( zkNw@yiu6zETdo2BJ{`D@w2Ol)&RFN_QLWO=>DzC#P$OUr&0$Gs38IZs zL!;6e2~XsC4Y+JXT>biQemIMD%aF`_&X>6VVrO52j-+#zFm|JfQuSD21lkr(2K7WHRKycl@&a@HkO}LVRJ=Ey`hU#5(zn{y8ejWN_h)XB72ByE?&`b`iuoELZbZ#x%dJ?R zGtM&dgeC3HtyQIsS#mKi^6!nb9~!qFvcF+?|3TGwMvvA6&bxh|5AIpuXl2*|ZeT1UvVYB-}M?t}DMVzuKuG4G7-=odix!M2qGwiQfPYL6fUpZDCH*9ZJ z`Uf{A>CL}nIC-8})4&L2cXof*?m47tMUO}mrS)v8Fv`68Q|jrMEG4w1)g_O~@jC5d zyZBDBhAGnlHA7}6597EHnwb_G}eu;Oh;h-b-E$LnqSD+Vr81Ba0IYB zyp~5}23q=!tQAZ7WTD5a4Ijn&Me)Vw1d5X$+~?Hm=^X9{*E{C%PXBdSuqNVra0}RU zLSILSI2NQf!ZOKaya17EG1{eunn}Gvwk^RWj32IiW4+&sd%bZX4L3Mu7BuPxSQpyx z`M4%kylRJq7IvZ3-tq&|U?gYR$lH33y82IZ$rx|8l;KorAn89~w>U8ErP8e{Nj`xb zm8us5Hsd_!UAmRnKjSvzWoa+oD+Q)*wY>>hyasZW$1RYFST2+Z^Y+5sw_6epXi+X!s^*qDkA|$;k4;DeFYt zv{Eu0bCJ7i34#pSibG;VYW}PIUQ-jql+>OcVxIr>n{p;LYX}-$P4monEB>!42;w^r zCeaNg_4N-<8Huby59{*Ow?lbO}buzwx`5{$CA;19z6&wcMVf9EvZ9Bi#YU z`-=G+20plSNBB)Hc2*{=U)WbP@*%niEn9*xlTQ&0C>Hh~UVK8Jl7_E0C% z6n1d$mVdy>IW*s30I5egV8VTAV}UeW+wQ$H(6G_tD5`GQQ`={mQFX_l+pP#+_si+6 zl0H_Qc8bJm{+St0m^@B}GCC4Ha{_f*r>CFB|JdGh=d}>;KoBo@S(T#_&2#-JE|Q2yqPLQ>=cmPpzMZbK zS!rIRM5le^HqDOg2oO1(j3A>0lbbI=O8qTVkqd7h0_y7lY(j6H( za)BnF$4H0a1b-*kx43^n>Z(!uRL^gIK2IHKxQ>#(6XGa`P+b**R_gSr|8S(M~fmsUqQMtoX~d_sXDu=kqyJgza2dtI_n`q^9?q29+le&+WI zRAK>RV2xA!t=f`R4AxWW-_k4=`XzmsnkV7CC;!|?NsX69_+YmSp8P19XU?op+hzEa)&3OPPMSdBoH zA7-NrH+t}AyDRCsoPPFS=NbM!=i6G-j{E*OX(In83ez?Ag}p=-+JZq{1-zuj)NE3s zFgcT9f|G^IG^lFNb4Q`nX7;;4ibWG-7KrRyJ!>+U#*m-+OWaIepHvuNu`o zU>(O-Rnd*z;zd!7T=nsY&4R=YmF5c7CAndiP_V+Df9F%mO7C%9=BC$M!O~J$^a(6f ztLil>mW6FQU!nPWXE zv@2#e@Z2W~44`q_f62F2Wzf%kQ3N%TVDF&tHLHv-*M1V>f0QO*5DD7ox!r}Hm~DRp zh2Obbx-{Lmg%(aWNcqoZf9pcES*mkT<46t9$t9_dC-EC33745Xz&(0B$DreKYYdCO z)vb^4*xKCc`K7GmsG2~dvR{1-zEAvm9W152$~C_!jh60ip$3_+wpj7Mw%4xNrJGf8 zJsp#z#b;j;zUe8#_xs=c&yD98yO%Eg)n_~E$ktV~ed?;qWEet+L)(Gtth*(g6Eq)b zjqc$AB?y_Jq)#d%jB}sXx$#$D*$d`Q<1Hcl92@w47qFJ(x3$TTcX|D~0K9I6d(4E= z7~xy(4qWuhgzsTL8Tfdgs7)b{r<(|g4S;OlXeaS45Mun1-&q!P|6QW;V z%Inco#Q1goX(Y}wC5F_+CR$8y3f&j(y9&^9RP}FZr6uxUEPXgciW`&KW>FvK_u`;V zw^L%K`4HNX)YTdiUdL}q0#jb;^x2=8m_zB?YzJ5_+a}X?91YT;9rTiQ?2B)CVSBhi zt!V0~TE$Jxr6}A(d0op%tRJ)Hh3ZZJntYGtC$Dduutg`#&eZ8Qu`a!h?E{pf1r5Ug z@g1zcrA{>9Qtr)^cB|93|J6i4wx{EI{=@-`kD>X~oYhFt_a-p$NrhN{Qfce=?e(A1 zogar=+zzYr0#i}aEF$U?iUliTV+VJBm5XSrheP@rMTs^JM(mL%Ygnd5PWLDB@1~!@ zV`nkY!XJ6#6h-RqUFniO*KBwq_|(BDGHKak*AQNVQg@8qTPq z#Tijmqpv2d85BjEqQi;_ z0E2ai3Ez;aHMwYQYAtyknf;4RIs#Rc?lcxysgg=;GBHTy3xEYDF)X#Z8X6l>uS>q3 z9SVwR%q$;VAnKDoNq3W98-N!NE(-xnu_>nh{>EcNXhahI0WDVz30j5%8MbATI&ie9 zrd63*z*7VHmGBpvb>w_b-t&Wgge}EdpTMr>14!_epuom}X9E(1l=PNUNk^^8ECKF1 zD~x>?C}vQ1a5<}c+P1=|x@lF|eKbLe2`RLS(Km~xQfa9|O(9BrSv|J+GaR{8cSeWTqgY9)XIt9G6X2{x4FI3P8|_*?zG4cXO$W@Om?^8OC7e^j(v`NE(Z*zXX6*8SLM?|4}ByXW0ZAQ+UhPUPC zX^F}-YkQ%plChMRi;TzvdXCuy^idDM6rc@EM|x>FNp0!psqbqvvJV~F6<<-z?0W2m zM{LvXR8Si%`c~#}%!QrjSm=!hMNv+Nc|u;9B5OHIT+6<$c0Xwpm^hg2ViLp13!k+& zVk4KR#R{ATxC|{$H|osO02jne;I(pp+O%wMFSH+01R)TYYPrCYqa%Cmy_k%0{w4ro zHM`sa3f@XbUKwv@5bfQYa0BFexw-K+y2W=_spgA8wa@SGwbcl+}Y2Vz-cw4=}?ma1BE3A?gIc1TEZt_abya)P|| z76Y)*tB!f|jw&!mRX>yhLNwGb_%!#k@>kZ#VI_0*^GGT+f{BzS`-EX~##zjI!>7p7 zHj9Fh$4k-~)2@j;Jyq2jtQVAkjB_Y5SI6eDagI!Cv^#F4x+2|P;p{aD! ztmW?*Q+Wwv=4!Dh>{CIjajs_M{z?@ZFL5Yk;b`;msBU`PG%N>#_m70YE7Pykr43P> z!HdM&I1ztdC9!5v5!SAJ*INbYp0Dpr%^+f;{l#+YSQ zN3d-c*JT96nI3LShp5PN+<8+Q;#Hx_l-<4cH?c)kNx{m6<}n#`wV&>Q>(AfhH`NJm=*Jb4Iv>Kx6iB@4zlw8h%wBrp zbu~Q&6eaH35tJG1W<1!9snD4yE$>nkp6dP zq;Z6YS;2Msq!O%fzSCS;LWqwi?tfnRKdxHv|A+B8)G-*hp_4b8SYyL=GB#K3ElG$w GxPJf#qp^qp literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/02449f1f-b4a5-474b-b101-b945c1050b8f.png b/docs/handson-cnn-tf/img/02449f1f-b4a5-474b-b101-b945c1050b8f.png new file mode 100644 index 0000000000000000000000000000000000000000..04209d06a0bd7d94f9deee4e6fc7c57c9c0b9c8e GIT binary patch literal 13899 zcmaKTWmp_rv?cBu0(593c<{y=2<|Qk?hxGF-K~M(1P>bA-61p(+}+Z+1_*A$z3&31^?3qH@o9y+6nO0NlcEg$U zYM1BdY7N;A+bjzUkHo5I6BE3AH60yB+2r%j_z9Y9Iq4!2M$A-HAR>HxKujbWL=p)~ zMTKC3j~`SUIfMpD(>XdBRx_J=_>#f)Z4K1!v;Cgx;t^zEDU)q}R4Wm6+UxoKk{z&- z6B0Qj35dS|XAj6Op zbbE%Mlr~pMI<0)8fgf#2g+?laFiDRDpaz`>y)7f~5n%7MR7b8&r&%Qb%=*Y7&R$RR zC^xGMY|2Yc(FtEO&4oJq`Hq3{<1BbBK=c4>-I%tq;Z9f z>Ouje1TiN@c+U*?IY)zOVZP)?J&v!dWhphCp|C~wV%@nXj!R!xX*oSmPH^@+`2}~0z zrGkacX^sh|0_wn-zVyJQ5Ox5GP#?*yk~ipdrv~~(CibbPX&t^jd3J|cir7mCKtS#y z(zNY{6@K2{cmLK8fSA?>2y@Cr?7zi&kbl~l{x~DC%4)&hHssQme(yh6REkVr?^G-t za7y><_=~D?4~-V|1gY|r1L`!Dy6n8e`?E7Yr@3qfgZ%xz<{dVzZsG|4{45nA?e*c?i2^@D$KF|EL)y61V7~J0T$+FQ z646F^NIA1oriIsoo5hu&Ek9U_HHZFWCD^IykUB5a##wIK-beTz3Onu?@r&dx5Sv1UDiKk zR^o^}-)593%vigex7Rw&;r`i|b#}|BC&z+uRk1*X*Dzo+tDd<}6@PzwCT74LER>w! zEj%yD0!oGt(bUesLB#4?4KmK$YwKyT8*?7Z?hQr-psoR=YlQL*Y^a%FxnF0IPC3V; z#H6}=2#_g8>rAdw-+zF`;qKiFnnu$|bYV*!=()@zYS^YHeLA7GoX*bdf@^+bhJzlU zdfk3}w7hNh%|yS=GOk#NwFVJ#P>>&*e4I2~p!L#CGD4@Dg!(c5F)_W`VE-npQ?I!D zR0fC;8z2t6b&4h7q1yU+_U*aCftQ%(@`OxDHb(=!=)z|9Iq__}{JU^)+a+hx5yC)0 zM_ac1lUockqv6K!hs)WrPGfLYYb9&6Spprg0usNLqrRjm$?C!&vh7t}*uCC{^-4bi z^~w(8{6K#C+(?SyuBs6Cj@UN=36g2LdMO2rI&!}o`PHxLqm%lxRdM-?l7B>os|Qv> zoti591WMsxwD7UVwZG=g^iQK~e-t|}fBMO7ik^GuF-;uGf?iL7&$Z^7z$?`vzrvG^qTNh|gA2boEN} zAKhuq>>Yz@zJQxR1>ZK3ZRmZLKwXTIXz}D@nsX!o;$hPV#zu85@ttb_lcp zXXY!TI^eCYNsOD>loi~hS|M}9C*hD)FNBb{*;UVY`XGX|ib=#3mP z@(OpXqifjGF3nM<*A=T>5^NGlh0RxQ85!)Rx*y^!{@j`$PXr5-*v(k4!aZ|$1)i= zYqEJvQ&`|#@E~C>Kr3=p!dBy#pROo=&9#}t7*G=);uRvBE@I{fi}Zsf9^?exBN8>( zW~Ev*-Ac~9G>5f~H9a9%=oNZ!@446+E41?%~UE2wExC$cv?ihNj0tx(c#=NLZ> zW3)vLw$6F$Fk9NghL~{ai3q6Psx{|sH14ElO8Ho#PxwCA$dAM-;68ayGuA;b#g~9R zD>}>Ab|yHxib2pB2~u5!mK&P#BZ!^C4TMqvynD$x(d!sQ2cWf`AcN0oRYT1N#yX<;9Yd_$4ze)xs^nl~4a1g&gGvK9J_NIt8GnrhRwV7~J_boo_Ie7fv5*31 zSi{+?tS+7TD^>AtvZFm__1;0xNC0e=Y&D+UbwpgBY>h{eAzz8Vt`Q!BSFSO#oD!z< zWdP7K9dH%z3Ws%e^v*{6eCfWCf~CG$6=YjYuf8=~^*r2ov`aXacd^t63bJ@6H$ghR zT{f0EoXIKV`Kf!3cZPaR6a!`v5f>-n{|U?8IySN$U!96XM^j|7pH`l2k@u75LG_hf}~eGEL#a-Jyu z)82=WWW0Q3SX_XF_OpK>f{0R}j2@~zMGJ! zS+s`L8gfaiy5rgKZ)vD<1T>q%Eu-@kG$WCW3ga8`>}Jrfy7FvErHEOrpf^M4S1~^L z^|!v)F74(dkBlW??bigd%M|Fi^#7FKJK~Lx`PRh%+L}Mj;vuk)>J8NmQYr+uzL1+@ z5YP2|XF0iuFvk2$>4eaqt{ya)c|hT%`D4X)g{g++4YtnlTM9a$Uk!U&`_E(TVsR5T zvfjuj25(T#XY{f4lqsba!ejV^L(IY@H^|J?igP#fDPBgO4=JG z(oUAR!@?}AKW*KTM;jPWOq_}=3hAh^gR}G&0)LD?z+tLI!Q_!+#@n0l^L%@kqdl{; zI4qoe={u;TM|;0$!=5a_q8*&&N(!~!E-YNTtFA2=Yh=CO$$Ob+giVshaKQ$~q9bR5ixJ{{{9JcP;nlSd#Io1x(oi09Ezz&~4hZ+0N=vu!gx$#(Qa4Jd>#iAZ(=R5rX#IDX9Aj&BV9= z?R|E7UgpFEu>ZZhRdxA@r7SF|LU+*U8!v)+97-N}%hlDT%`=swQsL;yKpi(I$EqWF zJ6^p;pOhBKJ%HQ#L_`FttN9j9$GV2B@|DXm6exW0Yg5$5Dl&2GQcgr7_I z8&3il8U?h&zcLRY!0g&WDWPFiX^UcFX&!5ec>$o;nVJtb5lSa=K={_#D~L?Z9FOa2 z&cE6<(4XQ+tI+j{@cBo2*jpgmqk>)HCK{%4T5|V)^)5<`Ii zoaG~&Z>NuYp@2YVyEg-w^_ zRmSvI45rb*f#`bp@F`!9`!{|Vb+kS488gK0&q1n#Wfc%Wzmaq%fB$ggbHPHDGjRR; z!MT3*xwW@;R)>kTj?lR-fx&?Yy6uvB&RR+eiR$(Ro=0_UgbS*HJK&mK>Iv~B^Ozxg z<_RW18z4^bSxGQ+D+-bK*g1wS5G{IxW2=p7R?=76|L6Iq`S{KEsPo2rY#G`9oy>Sy zy&(I1L4vm3l&jbyn5FVWA8!V}eYGB5@})N3U9YBDNnc+vW^843Mj~|&jnwRVTma8- zYQ3C37fbD) z1yGl9j@*EYZ8rKAQM?hTtkgdOEMTIk^W{JIydlP;__R9w02jQ%+)F0`kUl2_KUurh zLC>jSkHlL|5J0UE_Xw}A`-%dj6rG7r4&Jt&8g=Z6z7G!=0)U#rkRaKNo#|qjCVB}h zX5w0J)}#2Z%V#BLezShwPP$Mo#WFg+F(%#IRHbC;_nsdUHOs{3z z@>!_~bucuwpK<~Pq@)B9gnnK#;S6@lkmCD#sH>j zFIg&wvlCBCd1e~nk?=b*;t?*Jn7F&w* zOAvm>*!o`N;bvo8v}Hu0_IPH}1R~h5wVmxbEvkEWRNiMTo*76I$ber7sg#okMQJx8G1J|_qwj?B;=0c|zC`y3fgoTgre^GIfuTbH?@N@!XP*h5h?g8AY=nf&kO}>cq zwqXP=u3eWoecHa$472^=XhB#7Y2>3gDDG%wI=iE@dQ|z+V^ebEv14@{-1W72=(2xt zzjK&xfAV+@#z#!b8>QQO3!ek*iWw7pd80HyFO;L9ZdyR*%8FcpcHJ@S6)T3QU3Y}+&ZeeI4@q2MI#XYKv&C**NVXi3dPJAws&T2fCwuugvRj)8)|*11+hos2(to&R z@;L(Kh+7&z@(Z+!Y-{%OvP*KoTBs0og{&f}Acrl^*hr;UP)8cWIw6O+pWKz)%wjeAcB} zr#-cy83u{xZ{MQ(_y|88kWXmOKgvvV3Ar)?GO-~{J5Iie&S8U*tlzpHKymnU45rK% z%00ZgEE$vrp@S~dFYZlt5uUf$-vj%p)-Ks}0hgBo0b1boJJP+0iP;7ajyTU&QwcVu zX~LelNrA^ZLo8ryqfk%Chn(dDe?*o;mVnJY z3DYXEZ3;(5oWl4vCibKun^1QDyy~aKNDHP5M&l0BRU}GV<_o$1gp>ai$v;){e{xp; zV$J`z@gJ)9mFfMT#($>%2MzoW+eI}9QWC>YSYY`79`wJA+uye7XE(zBt<-P?!JzD5Quh`bF(oF~fmWK<=`|N-L?S+G4@F#Z|959KVD4s)3+ZTC<<}4K> zh^rfpQEe-bu&ZxUK;W%U>DAtb{w%v6HFxO75tA})^bZA3Hf{$5*xc|*fAju)7_edS zp@0Utj#e+1qNxPsETKvrsh4&Wc=H6F>jlg&{G0|Rr6C&$%xez_orzptZr*O6;xG7& zY@WAAb!`F^e0ZT0r$Rm#=Oa6tg>p0Gp=orkTEe`BD{D$ zuh6YrCc6Q8WO0l=8Ey`qCMw-sTN=v0{Yr*xZh~p@FvUyw044#gam&kznN*!%dRTPc_$<5FRVW- zjzq5R!rQ%|5Qb5Vd{8^sF?RhG%j&UQGs3($W>g*2%1dWb2Jf4y6W~yP+j3SSM!<{P zIkGORN1Uv5^kf`vO5To73_jReYDUaYyL2UJBEffz9iQ9gpU3`j-ET5LQdwbT6nT;` zV4Ois^wBs2H88#13*bbUT4;tvwkJi*62hhPxr|Ra{d$oX@(J`br`Q4yHM}yf+Stos z=<7W$vtCTk#4H;nu|RgYm99)((7LYxuW|W7J9?IXwY1;+B6? z!ZytK@=>c+qr8+`k$1XpiA$6s zh=yLl>g$OON{U2H}9Gf@r<$l`t?DB9GvBcnJzTEZ<6^bCk|2Hx{+1P%IpF z<%0%m?aCoiRm65T0nhXWRCn+9Fxxe;-EH-wM8m6zIICg6F|Y zP+7@U2`4GB|9X||ERiVh3f>2`)$d}4;}`W7-SxR@DCH(gfAh&o=z^-0@ICw%0$ro< z5vzRyT7H*dQvFfaqqIXzF6UN}E_hRD^}~)lJ)CVWT}n{HGwT?#pY;3gtplyTao&!k zsz{UfnW_DWUWp+$^@43j4I<_``VRpG zKY6@WtK>AD#ih0|iV>;J)9cMAXESZsuvCT*3!ZT_BRJSz=7Ax6XV^<~ww}I=Otgg4 zK!?i^FOwYij%&=z9OrtsqS)sw<-gLCv!vX-ETAYQO=ePuu!{XpWJtZJ&v~xNiuUyd zH(7PhU#6Vxxv@|{P3{{XCQag4o#et>i=%Ii>HmzCjaGlcr?%LTvU|#k8GhkoQ7N?f zoecmJk%8*b!4c5Z?Ty+N$a zWC0q2EOPJD6?Ao-3!#cS!c=&83&zipeTv3xTv%$#N{YESL^6@P{Cp+r(bjg>{LBHC zD7v^r&?c9V2-74@o{SSsqM8rm-J;|XMZR#r2c}Evn@3~)@6qp|s_nuh2H)0(gf~T> zGy%_E(K0Pos`2o#PGw!@C6T~oA`&{|7Cuwh`ww>LrSZ;EQyW3;*xuy1!{b1{2YawP zUy=sFe6X>C8ptdysjctRz-nuWB7x8(7p|!ZvOof&D`Iw3ik*df-p(Tz@MaXmNNqc+ zE|oSAD+Sc05$_kzi($n9%m{_oIv96Q*{FQMGzn`GVu>4@tYybN2eY<1UxyHLnq{tU zAGWZb4nx(9ekm%)9Wr)@+K4YiTaCsn4PHF$@R|RjXSDvX=ee7+*F2&w^3AWcFg02= z>YR?Gb*gB*ztGBZOk0BC_V3%tXe#~bfl?9E?-V-RplhWpzmen)o}q6wm@FNEemd75 zOXa?p2PRaky?Oy#v(KPsrsI<0Vk+|pKIefoy~Zfy5& z6{=2rjmaF$W`UQ|Ob?T#dCPfKDTC~^UdK&Upy|&F`Z?b<`jYmGu6&2Q*rIOOQg}F2 zw_2AnZ6L%lik@i!&Ef*_0ykbtFMFG*?n-bm-5(d?V&(JSW1V$rftxt*k9(RdVB76_ zCJyN?-(EKO8vda9J4TlZ_~#UCrz5>O_;&%96Z>;>ajomEWl3;sOLS%GFHHFhe=y>u zSEcII+XbR`FTA_&$^JO&s21;rJPh=BRidg(?f+a9IKw{I0q0n+vhWz0$YIgBiFbs@ z@^kh)uNn|_lr~nHlK;lX{`w@R$hR+FcMuxk`DESHxQ}dt^PHe6y3WscD^M;`@L5yS zT|;(DM=i&_4?ETjW{xaOY#K&lDo2I&WQuX|ER0!XP?AGKv{@vtMY#HEVM* z+O?}El-#`fQ^0VLlfAS4tg!LVdyCa!G!_*KwYSBVE!OsZmDTAB9|>{Uu`AZnrAh}| z37h2WrI>3TgSwCi)GKZiQZK_Svc*O#y;2ju0G8|WtKmoszQEpgod|~Jl3{RHyt62`KoZ^Gf`BF#FdRn@ps>A>Wfj#_&Y1w4p*9yZi zBNI1bAY041H}m#2Qx4rA&G(g^u)k6Y@vLK~c{H`u~Vw`-`2DC!O;6&8=Wtz-ab=CKWLeTC)uI|r>1+?d$`Vx z?N2sSXU02=IgY)87An$7)wM0?Ec_p)(h(}@|77Utv9}kT)^j2zZzmBoL2YSYg+r%n zCQW-opGF~>MV=-;3XMOGePgM=^hFzg{Xhvgq+Yb?&(!M=viS`@%X`6SiEx&x?Xh=p zwNbQh&0@;NMjN-C=Kg4egoiY4ogEasn;Hzg@YTSB*ws9^e63%TM>@OGsm^9Rs&hYV z-dmsH0!x~Z*yqV{Yj&UU8)8b?lH}VQ6M@!MPdSu*)yej~5%P@JK+;zYd!AbKNW?9uRy1Cy3uUal@6iRlNKcN%a zJ6n~<@`HC3$_*#~dafqvO!V??HUVwNaf0XHVFjOK?<}@V^{i#1p8#4kDBDC@Ye8<> zOuCllu=kdKJe#eKxk+X`Pcg>k&hG5L_i?rcExcU?yRR^QWO-P_remlco}uIk6yhn$ zlr+6)8nIGbao5mP9O19xu(=4o$Z+-?KePA2DgS1JdEH@9oc*o`>P|ReV>9LV*}INn zSH^p6(Ru+@7UY17W8(>l<)6mX3(DM;c`7}b1)$E80-n9GRUWDhW;C$X+ufJ-5SkO) zz-D7S+FCZQ*{bqr`rYJONNx2i{vh7rp$|VsT2FAZekoDUT?9)esE)cN5lBEjwI;1Whrn z1AERCYTx$S*38lN8(TE7r`r_n4RXWWHUU4s!S5-w@Wwz15BO+m$jb}WP`?Pxq7F+i z%pGB^#6BxXmWZrWWxU}bE3k>i1`BZS7od(i!7P!nGlEkw_1%!L8G-)B>n=ss_cU`N z@AuWv@7G0-2D99mY7U(3Q4X3|N^!!T)*H_7KY}$_dRP0oSPZYD7a;8!q^GOy>t%;d z4WCi9PJJpryx+Y}x$9tu-a~g$zklP6(=~4|+rK|4e)BQHNW~1hBQty{Z|jgqyo$qDxBYSJ-eB${H+BJ+f$k(Yl2T@u^;7+i8C$IE=#cYxVp0to4~bY` zvQ4eh>($N8tgY70sgOey@eql_&BWeM)%q50xPC=A_$tQLJ&%)@>@|*9jkAhYJE+>#u2gAZ zR};IM1O?G5sadH?_Zp=akjT65p-6|<(<58c$RBAzdY#}*_8NW09k7;rzdg<0N}dG5 zez@Ov)$%aAfk=DZ<0KtC93jJ^pHe)GLe0NUdOO-h@U8;#Kf5jSxGfM_H@G!)8S(pL z;=C0CDLNc;h-BV?_-K+*-jxNMYnT*M)|@YNY^n#;vy*F7o!oZos{f4x7A3iy=~!*YxvqbR2T2NY55YrCW!_>aLO4Vv$%^TULttJWaEsx@jGv zV3iq`<%LMjm^A7Y>OG*7gySH%1xDIi=hbdZNln)3@b-Ac_c zELGy6{&OX3~!w~B`N zA?YI5{+k@oR}%LIKOXD9_q{ADqSdf7$2m%q$t7cwn8BeAwP>H3zZOr_xtpw-Icmo& zC0-${YwxnL1J=clY8F%t;)R0YwSRotdGN&Xc5(E$7C6kq2oaq@L(z9G-vIz)I^=4v z2Ak_SAWj=O7WAvPGVPn*I^%{mOUO_MEa-0A(OF2ZoS6gPN$7{5+M$ua+N<~X9K&lC z^_z^ZMAEb|L^mXS`t%@mCNx&k01R;;Fi;`@6M3zHy5wI+{w0O}<$L}+9f=0n$WgH8 za~}_IpnxW=V1?(B?s@7gHZPI0p-A@u#JE8WW`%g-~~ zW)~_5ABESs`EI8lH^y~3X#Fqn2#qOv`Ck_W_tD}tR5`((cemDEu^6d*NvPQZj^8uV)iahxN%b(;$XZ9?9fX57xAn}+5UHsQo}qMIjcVhgxJQ04io0= zai;g>a~X{m$^DJniOrbyq(wIC1s6O1oK7)MR-_RGX^CjUofDD3SL;wf=kPbX?PIsG z2z1GV^@tRZg}b)sg&%$ne*EDgFwegcAw|4cd4;0fxRUf`BcTc-8nnAQDpYa$H#Uv0 zQSLKvhsVnm6*w_};H-%9y`G#Wm%y|6G5MPkj(J58FTah2yQ%U9`w*8wxPBB$!4 zy{$y5>8RGJ_zW9XcyS@g&Xy|KA$K90fT!0&c`P36sk9jzxgV>^f=MdFE7~OA=V=jc zd+hL--OYA1SmOlPT_607G|N1}0V!GW^4CtJTOU-{^9-FSTvfOT95)yP6Zqy5i{huV zQCv>ae@J^sQX6gcr`-R%f=it&tgGnZQFGo-ipDV1H&t*5k^2}R9AFO6r4{|8_U?II zwd5g5x`zFGkAzSH#nXiAld0X)kJ0iUv+W!@cy+HU-1cuIzg*Ot`C>r7u@arJ+?X1| zyXQL)ILt(6^rqNhXk#0g#eXlGzT}`{WNpb-i(;rz4{0@Te3!T&FxI4=d_vv}T>%Xp z>;%xIZm1ysiskUuJw4EU021BgEw+hd!mO%1`7U zw~4Ema;{?LI@SGuHVz~Q+~O`K4!e}WAkXOi z^u22HJ8tCojjS;hB1LAiW%g*_>of8m)j4}7+=VC`^TIWI5tXV^&#s6-;~LsQNXO%a z=0~{0HcjPUH~N=u1K?qJ@zN8W(ST+U!56*h+43*>%ju4MYqz6N+OH2G#Dazb>VFB5kgB|#4Uz8)*I~vjzGfp0B0)PF9t-rDZ zg_EnlWxvrF6$^AaK!hSI(cexRxaiL>#TjQAuv~uq+C2nY3nrM9Z7@E3HWN}=QDR!i z6bz4r^=-W28XIF=PiKIy>*#H!qA`k4Z;gKk-R23U?e&z)5sx!`8#k;;w{gqw2;5{2 zX15EDfQQY=HftT>y}t8fWZ?m676)_swjFE$sAfE=eC|WQ{+vsHdJ6MIDpNRnEVYa_ z+zx_zv|LeuSnu)RJ$n~>xTk{u-xnBtPkLlp12xOu(K~K7XF9pya|FcUBv9NHxmk3i zExd{0#$V%(dR{&279dv~zs+KL8_jQvd|Sq+L|ydGp*5|WVVh5^OWo6ZM3ua zQs@=rIfMS<8}=HaVHqE8F3BNYBKv;ZpSD61r+Xa47q0+N^8WN1WeGtxrM?zlijQCv z+FLBx_8}{{YAm!u5yflOc7V^y|M}P!i?$qXt>G$`3{nbBMa~lg(WP4={HFGW>EQ=F z2>{sUv0!ALUD0J+446HhP3^IeL!BqK=wbwT$zPpn>{SVN$Wcu9PE9d>i4&NgpWVH9NNC$sC?_B z>bTdHlueJV&F#APAtdf)IA4$}4d4d=bF-tjl{Q+&yDI!hSoa5G&(WY~ofZ}*AC~%B zc7ucw!%%iKbEz;*j#Pwx@r=6*PnG74ZmQYNM23GceL=hWil6Kd=5&9WG16ef>Os3r zX%LJaiE$fx`LJPi9cF>n3r+SZ6{1OwOjJb>c^duRNn5QvJ9`HBo&5#&f-WG?>fQG3 z?Jqse6b^Fu%q$E^Rur!h-~>~3Nm%|{&t*@cUfd4l>N(dPFHNL#;Bg`KU;UJY%P%^f z$+&jj=f4Ee9<+A%4D!-r)3})v--b}GGk^^qJL#xT)bG;S4V+JpT+Z&6(vxkoF>>g3 z5T+dkE2~<(;nPi9{Z|zR@?~BH;F&arx@GM1iw0(*BQsIZ%6*t&+7ZoqmdZrd9TvbyB-d|c_N~;Fccl=5z@~!P1WpSuT|;|&pz>v*9^_19Td|XznNs;lCq?i>CWB!bhtZ0le@h~ff>L_ zx$phlsOg#Ri1_y)bZRe48@*$5!%C}kREf6=mB7Aak(c|3X>u6`_1shI3J8pq9d?h5 zpaiM&?K+@Ag`iw!iuOB8uy9WR^340!rB<}X{@$7LC!s6gY-94?Mf7F`2iN*=cJLPT z+5ZQoOFx1Aw%KvbaqrBF*4F!svA^*GFw!Ad@ux?^>I4;p97k~kax#r4^k$?H3JVYB zfGkrJ+(yjNlnmY!82~PTt@_mm5Ht;)aI9!Z&>R*u<@<(ju0hqXU@{AxtSEcIm8f+k zbA@`L+vrm?JsxhFuu`qlM_qj5224d<{pTJ@w%qL4nO7~(tX2OR&IMoPFj1Fc4%jOI zC0#Y4TQx`*h*MJf72#9JHwJBXET$fpI+gMK19?Zat-G_K%rqGi<{&Hh64pq*5N{y& zLT2<>=)?HDXYtG><90Cu018)%;PMc#dS7GObVegVCx)QH%J)dVkGIu^qtI@hM=C!P z(DN|Y<(I`RUpK{=T5fZ~e{=buS#wUIzQ+1O_E|RBp0<_ zFAZSM3ay2PaK5euv5kR;oQHK!T$<#H{cH2wA|JeNMBBT!AWeQ$ptNew8fEGk2VF0%I?oZTv0G?4#e{redG_ZacS+mf%2r zR5N3j(scg;;z8$GA{{)sUs)cYf35x;FS51vawZu~et?`v)HGZ!?eB!c&t zYMby2IiKI_5Ne^H%a|(3w4=2>#)tMnso26}1@oqZXKlKt+KE9;g1dS<=Ow5Y*Lq+4 z8D7Iy9pQBI-g}38a;Id5X>Kz;UMsNtdiaVpoBlNe=(fjRaat^K?@G!LJwnc;NE6jB zC10C>*QyhDg0t&J!VXoB*$GcV{Kr2GSVVNsKLz7S`8pL5q@f&M`^Z%?R2}Z*jqk2% zdBRLWw|H#NQ(BzNKdIQjz0uG4TISW^=byur3C@CHm{IWm09_j# AfB*mh literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/04c577da-ec4e-42e8-8a2e-659b7a2570bd.png b/docs/handson-cnn-tf/img/04c577da-ec4e-42e8-8a2e-659b7a2570bd.png new file mode 100644 index 0000000000000000000000000000000000000000..879687e273b8006fd00621e645e36c9e109051cd GIT binary patch literal 8387 zcmb7qcQhPM^sg>@T`hVdSb~TaQKE*8vRJGhy%R)Ry(fB&-bt3lTD=podWjy#?V*>nt zZDdfo`oB&DtN~GZ{Z8W_`+w7e2M$JO*6M}a5%Np zl@%a&2{kJ*eP+y83s6;r-7{>?3wpvm0S8!UJ0 zL&N2MrG}YP{UH72>e5H_|KDVSjw?ZSF70r|3W1lYUnGt*SCtMTWsxeWBJ12SN2_1SqcCwhwH076 zR7ec>END5(I<0($*p!4rC{E97hTF~EGKyzk(QdQEeHN#e69yw-V%JktGf072#s-$h z6+0tmM*wJWl2apph07XkHPMM{P#z^Nh%Q9!cBVAW0KctC>+}Ooxp2kOB}MG8KwIZT;>Ct6V*7HHj$~y@x3%QU(tO+wNC}P|E z(r%B9$8VT8rI_F?ESM`{X6T0QJbckRe^#6p*ZP8 zJ=>wjNjI4mNPz=$^$OfbZB-#Cm6Qe+ zjD2@+eO}p26^mNh*mg}n`R<&gP@qFFgUFX)@)8Tuo3D0&)2k!m6#2(*e>z!exGP)3 z{a(Q7flv06;{g#er7wL&dWh1DT?JTy!S*7w?2vA$S<_J5#sQKH!pD$;#X||y6wxyg zh+kebEzrZh5_e;R*b>{O#1l1ZL3uVcTdYB9jjBO=KNp5Dh`S|!t1bP?*Ou*tme5n4 z1g9j@dw$&8s#P2eYw~15bvQ9@`UtK5iUd_?3TN(yMzMvfIXqX{7lsg>3w=dw1X(Bm zHpGk9y01fv>!k7QGG6x2wma@Brkp564x75e%f7csMf;Ge_B8zdX(D-_^9_c6eV-k- zeXaSoaYuBRH-;Mcx_f2dqcYmvK0${*e?s?nR&AJQa@!9h?cb#r)fR5Z=tg;&PM76B zFQjuRWBQ7kQEtK0=wlC<|6M0GbsB-#3y{X(28$tHj~?8X-Jdw?aW&o<8dB35YtYz^ zo_7gxS6=;kMtptDtSqE3p3v$NLTs zEd=THH%s$|#oig~aXEQ7Yg&ckY%1@z7iCO3Jg$>P`R=Qz8cj(EITXjLSjabMXcGp7lAd(muRjiP%rb1+m_>*VK>RWaK=|G z=XPD$!MCTxIHC1fR*6MJ+(azSh^52IDNP}HI2-&~G9S@7IK_sHKeN>B^#vmb>so&v zGl_z2p40qM$9xJaxV_~t;m^Dl9Nl0;1>_RGb7FjQ$r)PTVwP9?#b8X55YoO}e^~pC z$1Xa0c-$f+qB8Pfj#=;se{KdXEz~jN$BGcc*nZ&KovzvSt(ZBXi>sxaFAoDlVuIQOloa3Wzu|7=t8egC}KvxySTp%C-il* zzr>3MpOXi}e7m{yqDJjyMdCP&-?Qo&*6@1SEyb#Xz-|9W~5njQc*9Tj-2H^xJ zb1)f&NmwK{b>85jg&09XiXT4U6aeKGGz}DY$mJM}fpaHdpKoSVzaLd*poRqo>ld@- z)0)U~=jFeiwdb118Zj#k0KwMi&UoTq-*T#?*0f}?CTyfWADKIX>mAu`K5#a}-sj;w ze>nq{9kUsTX(T6?GgycwMF;EpSf0QvHtT%OZlHlxqPUM2YA`zYwSKZ$I_#5j0&puv z2Bfx1f9%Jxgb|QgxqTJwMJdHmtzTykw4BfDlk~Jm#C%+SEz8eQ4BHMAP0WJerA1Yo zQAW*^#p{!%)x7^1^%WC$#Af;dotNKXehDp?WRw#$FYF0GM_G3}HIik_2Uy80JDCeV zGcaP&VX`GgV~XSJ$TL=L+N;vjmx;b;j6O&l>sXnWF*vyeq5g?g`hlBZ53g3hm5aG> zVDNjFXULdD{lw6ImP?hTC8Z54w{^xwlKWufjj{Sd^_vGF%Dkwo`G^6aR~9O@Yp;Y; zp3|JlF5MPx>WtMPMXm;ltFUHQZ(_f5ONBB!oAAG%Xp%$)Fm;&QROx0pDGHG?47=$P z@}4A7+%U}JkmB8ibasDbQINClfJnBZc4T?BvvRHijOeKuMKqf~$JG z1AMrNyEMn6dJSYL^S2vlND{cMnOiE7*?Gnye2kOkPC?nGN|793;ZdZpiLLOf?kw+M z_%yc0Efv8mfJthKBA&scV@A+Ruu)H^Hq=#i+;#naiPUxXv@E1}pQOKWSIIqp2v}B3 z96p?(iorLBKd$7@>cN!DVe_CbDand&!C}@J4f5ZQJrRcQ-&jd=S#V5XK<`MDL~S29 zpTV?AEA|f<>|wqLDgO{x{@KstF_!6$__?aCI3DR-Rb!YfIize|6T^ovvL~VEtC;Da z=?Ejjew%cyX+Fz`S2J8yXbgVqr<~4Zt1)Xp^F#@sT$bB2uc|30zl6maIHl!N^THty zN~(s~;XZCZ%B2`mR>W11m8#v@Z{lpc!u|cH426wktQ6F9Qj*$%ns4rT+6+j>c-^%HbmMroOFcC0j%_>&>8S|Hc^$Ur^)6O0VxCqnilJO9R@Q{2tu z6@Fw;<=G9Ssp!qq0|s9)gI3Jhx_oeRmaKt#j;hCEPbQpqO&WR0#Q|C9j@u!&tNHfA z${K(>$aEJV{`k+$)e*Im%vn2ne0NrR2gwRrzNp2{2VqpRwLQ8B@G zRjyT{jLx7Jne~?;C%-E1&Q5NT!mEDK$DRUnbg~8aM{KdofOk>pf_nT$&C%PAzYwPh- zQGuSeHN{Btb?gMHW5d-pi~k)5F!?S(F~29qpYV%M)~)lrW9!Zet~3KO9Gx-$V&U%} z#(VBj)bN9~289|0z1gFsu`Rl9gIduf?1=bCA4CtR?XPhLF}?7Ho5YDY z32emM=kFLSGJ5%Dg>RT6fs{iz1#}^ znW!@x54boxa0M>3e<*U7kNGyhBzkV=y@#K?XlE>fj>_y0l^(D2==_ZuHX!?>zW<~m z&;+x1t?Lv*VJfVm64E;hclUW-{{66y>5EJ{Ab5Rwb*{UhKNM>3y=Temfi?!ta`L*= zX8K5v7_>UEBV4=$I7Cuo+xLwt=h67fhKMfP`Gow$fF~nk-(F~&*ia!FztgP|GUeYS z{C?6I2}+n3hA5$HJc4Zh9n@1HpJVe_TY`HLo9VI7=`lPKn_g+oP{@pUTQ=>yD!;8) zV2Z){-=ZHCA>sU-v-q1I6K|XY0PX$QjQAV>LE1GaPiXY8UWAR?y=C25uB(23tmed~ z9q8npg^2^qBy7flGitIsJeWLJ$AwGB`=b?{2LWXUVy`i0@xY4j&H61hCg}!+0`h&; zPd4d_HqJaFa`}y1DHOj=3hmJ!OD5~g#W8GKQtnG^!?GF>GL^`4rhVgujqTpLaJVO) z&UI|+&!ftY!XQ-78rbNOzbj4dYIp>}41~*PFMoY#%XepqHSd7X@2~qTm_~3tPt9mt zj0aNGp{N*TD9u|fKb(^-8`+a7)UZz;eaP?H*WOPhpr+-Q^s#!@zWxaOXNrWM|4%{S z9uEUhyS0svelPoK`H<6S5ASU&5068pW~r&KMTD=)9!8+F)9$Z0gMjmHZ$OA^p3qP+ zM-3iM!*@bFij)%FGjtBV7eQ&D<*lM+{oSyNBD#km=)3Al5i|2ML5OLMj$c#;LIBcm ze3PQFIyFrLB<=hF`D4e(a?I^U>{q{XYKb`2wKh4oG%->rjje9jGo+qR6&7p|pKUyb zS^RcXHC9wH#vM2HGEG#7e9B4hX<5oF8=c*^1m@~d`2Hc73VM~4A=@(#0ER`2zx8}E zzUmHFn+e(H3&l!22yG|Ju#HpEyaJT@KZVh<`cZUvgpH*}I%nWgr#9MU=p&0u%5l;P zbK5o~O%$OVF(>FqO#DM~@vyCD)=KCvAySB$B!MQPjIRd%?9_Y4IP{pcLC@)0h!T7W zu~1JvzDDzarwGhdAd)JcrB1FC-Z$fDpy&r|F78YD5#wNcg1}R*EZ%TjA1s(jABd`t zx(>YSjt&e-ThO@sE5K&_yY3U$yJk}I&5ykCk14+3O2p7AWilX_Z!;Kx$ZDUdaN?(@ z*6Tp(ic0=z(eekIgX3TW)`1r+ltlRUMZd-thNBM+!lFQGrw1+TVm-^a*~P^hDWvf_ zN*~*+PD>2Ry#_!z)I3?v3yT20iQCKR^2t^cTN7=es0xtLN4M(i9-nvi(KWr7>Qn%U z^qshBhRPa8*?g^1<|TXaC=g%Ps8q4lbTnYBU4OU|Hgo`9o!mRIeZC%M?A9LzQk+tp z1DB9RM9`?*YWc6N5q$U@NctklSC#Xb?^M%&RGO^wIXjaPdQ&=vwZ2 z%{v^4IgchCQ`UA?fioDHlFB95TM@RtvXS`3jI|+`f>ohV~b!%J|XQg~4 z1aeI05rO474FZRrU}A>zkj)pfpRECmbkVN(`@)aGR+Im?lNBOYMz{MN{%Tml_GbFL1;L&(i4m7iw7w*F$Z zoJ`=M7~l?6MGk_ua8arZKlTl&m5>qK#6C5$c_PS=A6l1Aw90zGDXz1Hy@-nKgKk~J zbHN_A@(b%^F|oM zphAJ4LNgZk+jZE8{9^8B2Cav1oHvgH(6mNd6G4EtT}u^Qqo`PXC7&&@x)Z-e#{A-I zjNY1%G^1$_X!_s1>6(unm~>l$wIsF%P+c9ycJ0nqvjEw{tjyp$90;|T*mEfQvmMGN zWr!8g(j!>DlWS!D5@L`sZz35!BX5vG3D`x&YCal-)(qPC?7e<vyjWAp^fMO&^qh>rIT|{@8?*6f2a2dPmqHlvCMy#)cc+F;qWAV z^C7;b$bsC=cR?%U&sEIb{|Cy^LJB(~tL;Id{?W>y3KQx&6<0}{A7ZSo;?36OU0f1U z#r>Cp_#YaT;wd!LHb0TqEC%%R=1XkHN}E~o_cl^FgOunvs85xZ4m@6(3Bk&yGC8X= zP`uHsiIhS%3qj74^vje~U{zLoD=>r3_T)H`a{Rov12xZkt5S|;=hhc}T6F%c(gN6H zbCLfd62yIJ)`I%kpe+kA)jb6N!ZxvG&wquM@8eW$LU>a~HDyJ$O;WNQpt_~+shu^r zkDNMIn!vkntGL^(6kyG0?{?9yApqltY zoF?D*a4K|*j*?XOl~e3aQ=>khHb3`T`)^cYzH$AXZJ%n_KcqhtGW$YQReEFNAGBS_ zJ=GD8j6lV@=!vHA)_e|*{a|jRwaKmVS=!YrE{c_2lWFDA*W!!Iu$Qf)OJAWX7Xe-< z84vLbeBYc{4MWGd`L=ckc*A@{gMX*rAES!}$d?Ed$cXBrI8Q#LpoQgj0b*RML^{&(-~*!!|N8({+*DuJrY3n z%n}+}K00D$hlTGx{b1LOuZHV$tA-3E~vQb1Yni%X_ zRn-Yt66+>;Dzz-Py})c?yUpMP;G$YwRt--6KG zeN3dvh`^Z@5vsUVVHp@>OcHInlahOTkqpThh~^PXvbP@xPe9Ax?;EcBLQh9%*Uyuo z-f!Q0|LO){3R)uE)%;fdNzt|gWdFr$DCdZNI(=|FFS`H*^1shGe)*~dDi&{TBK^l| z$V%|N@sR|j+m&Wr-TpgA|G=QfRD#>g48WICP>B$x2ew+8))}XYcq`2BVjus*WeC5@ zkJlg0xuW#^x=P`9qbWMq2zzK*_^RP!c&IU=FX*4}yn+5Nqi=GXaszI5&d;XJ@(JAJ zJ7GecUy_E}FEREFs<9JPc&nr0SJePYAqw}o-QScwd=`yA9f&Z6`$^!+-a!)ZahXC^j||@sX>y!8^rWMf4Hu#1>uKCmApnT!=@(E{ZnM{^c@TyRsgNdWAuea4iy2q!0QTK+t+`s40o zX5+>ho_)KjI{Xs=GJzsP1^=D-qFqbGT9fF*xb?WLVYPM6SvAiG z*+z{uggJt&I@YfFm*E^h$W;`9Y5-ocBPNj>e-7LOSj zc?~Eq)^BO{NrXAJcy6>49vaqNZO_rI-~>(8nuF>qwsjk%HhRA5*{W=4qwQJnjh2TP z*Y18AmqC0u!ty5)t)XT+=R4{xLo{9>?(Re-z*^Pp$v}}-ctvNrf2TvaOAUoC11ot9 z)$H?)yBBG)4^al5^=Ey@Cmkod9zUCf^I>XR*Gb5=fj8C6b1%Q8?d@6@Rv@KV4LnbB z=c1`M*LYyaE+!{7TH&Y98On!9nNIt$x>LrwMo1ce$Jbc8>mH?T4;Gcl>niW8js1%Q z-v#aFwhqx78QSiR^?UCTo-zY9=n)keNCofvAe1zx1ddmMPvhy`LItb!Yz) zcSM>u$W&i&_qkgxs&G{Tc#X8XD-=B8Bxelraw_D5gn#s+#w{NTy> z!|g(kRk@zk0*0ok+vJU|zxNQ`TmEFF-9kWAJxQmgMIiXEsHp=wS4Uft`nC!sQMJRp z1+Ljsm_gL@AV2=K9)I9D3Y*+50ZQaoM;|x58BUp45~tgrQy16^ z0j`A-C?ei7nz$y>>>`fm08_=6%9HtIMXF&OL-{;gj!2I=OMU$i*B zS(FLCsyGq#o$X=@U`cuJm3Pa4bM%7%Z{yawQE!)431JsD8ce(?#wz#ecw?8YA~*R} z#~^$751ic+R;)tVquYYLewi6W_kkt!aqS)w0vD*P_6_8&-3%$RWVK~e5};ck=?#bRD)y3>~M(%U$V5jaCf4XP$taz0TnUl%v*&ZYPzLz z+E?ii_CdEGE25lRgKB}px!1aKPEwitxKNI%gWgwMd18%w zL4Q_a(>>P@N16*e<+bgin-p{B0KS6H%C6=ATzbG}-)FAd(rbo<8^S$bOWhJBOkeuC z$mE|fsn{ESla;A=@23XV@7a`^zxSBDPQXJ*6dV>Ja!{?(O}j0h5^ZM;OMFp#0Fb8_ z-ON^*M83i#70g?^DF~6+C0;JN;^izW()_hs@_etL*>YB(6e;_wHLfa{Y6p-jKOzbW zq=PDcxSCT$j@xVOpFAh67A@Gva?$oROCXPoAL7=*_+1u`4hxu0szc7DB|@SqQ!-A> zQD}w0MSNHSNX}r#xnA1P9ElJXOuNuy@6%kFuC6WK(Pw{ zs#%fBfJGwQY4jI~Mcyp?@*PWmk4&7MnAd!*3p(;ZsB`N~LD?h1U7GA!;BrrjXX&+K{%G7HYi5T<-J+bbSln!2c@8YSk z!7eCx)$QHx>+0*i^_T>*Lau51B`A{h@7eH?I;kEKEO9D94ZF1zB0jjL! z7Ge65xAxO8-IiVqM`->}v#>FKjya5Z;ASTI(h*3Qze(4IXVIjc>6)irq;p4v5|zP? zY?poKT-E(!x9Q>ChiZC#@!{sE=HDKP2NOAkFU zmXUJoygFAZ?D?~Ji;&_;XjJOm?(101*D6->M}-*lkB__Ed_JgMI8XJt^jGY62OPf1 zg!`d_iMksR$8v3}BvpJKoK6*w(AO2tAc2u2)?A;@83BI{`nN2kO`GMdIIMJW%K_EF zW@2m}{*@&Rg)rA;h5+G7hd&J^&rfc$APtlID^D)uo&btcKebsOu>%l5qry$D{xZB| z$kC>w*`%y67->8;?3Hxc3&Ke^I0v9fo&YpYXI9T;luEy*A#22H50};y-JVuz+;U%F zw8%vPZ!c!`>0^Er%s(mZYC3|o+>r5wI6b}~skxiVIkLDJ2DX$j8H??D9#J>TI4Ixp z-IQiNG*hLS8|8eF$ZdAW_TPIvJ>mZ|Z7Gf1<9?GYfG3W-CH(gfL0v^lxkmAA`2Pay C2Rc3g literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/067ed6db-52ab-4dff-9eac-8bb0f36c174a.jpg b/docs/handson-cnn-tf/img/067ed6db-52ab-4dff-9eac-8bb0f36c174a.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2421d64d2f749dc4c65f47c71908d89fb2be60f7 GIT binary patch literal 40144 zcmb@uc|4Tw`#0S3DG8~BWUFiyiDVz65|XVFvZpZ07GoRCs1zZD?93EG#@b*on1m$D zW#0y4AKTc5Va9e}`aZAU_j}*J`?;Uz^?IIvF4J|L=XssyalDV?cpt}kUWMK_(B?RP z?)ZTN2RL-@-g$W701NuSfx`j+90u=rtnrhS7gX6@B6P%o!UCpRY^7dGdgx(!%8^*{AnX5a6<|Gf4GZNgUwq2bpR&a&480SAU`G{NJF z^QO-T25 zL8a8Zxz^Q(IpZO*#&;BrF~=mq(qA^*;b5y?w(cBJ__n^XH9MzzWKc!af~l!)-KDYJ z^Fq|-e3aPMjgQ(7?npDJY&8LGHi2J#Zewh<+i1&QX#thzWIrGto(vA+#5z^TNWCxo zd7Zve`51{Z+_02QGhKZ=%@ARwv(%Vy^?D_>M@V4j%gvFo+w`VfX-Sm(=HtSdwxxDh ze>5#1CV#GZIHfI*YwM724IN^mq-tdqJE3>>#4-KxWz`@x75A8X$@~$}b~TL)#>7`b zL?-0)G+<&g;3V9xF+vOf*;6`0vzc_}RPStV(B@f=l3(NV9)iqYiY@e4-0_*IW=EHz zCsS7@wNJaJ3QVxEuV-_v|6b9<^N{a+V}0iR^Bu)$7Z}^C9LEKqY@$Y1>Oc8_BXV=K z%+jL#CXO-LRbQah3$7dGdB2_Yj6?d(7!qvIg;t;SVzv#WkA2d#3UJ$%Yh!IM^x*s^ z9SC5ZdfFUndH^?|pr|W_=v! zlQp}rE-E5s@WsC{d02@@xS^+J4HET+%DMi7b=}lt_`U0{ubO3k&4)?#is?5mdnsQW z)#jOv^C1Wj)Zl2Vyw`+aAwQOacWylGKQjnCm@>c@PA3;5>- zUQ{e=K67b1n<@jWQVVOE1LZ(bEkH;#bPqnEMJ}Y`kDP4IxTGk$q)tQK8V|t)4vjH_ zCJ^^8w+Bq?{nTSRcRgS89b>5d?beK0<_@fFpAI4oI`_@tgEj|%VbQG4HN}RhAES7Ep%549&>K`YJcC+ja*t8< zXGh?Voce%{1C1ovh_h7P^0>%#%4AP%E1fwqi4R#jegqj@eH0zq3F#z`zp3ANbBSJ1 zpscHhw|-F4B*qtW&A;(0?>jZ+D?)qO$oEVarstK1_mZ&%wZ<;V_!C&f54}5$bO5^tqd8h=NM#2#6JAF-o=Zm+{{4xfN z(oxH{^x0^U8My_oWyq(v0{m`D2&z$`Z zlj|@tSWq3vgq0dAL0JZSC_iWA<}-q^ro`(yORs2aR?jHQizk3K#jQ>1bSs^fLo4dY z&|m>&_LY{J)A_JJfDKS(>eYS=b#~oc$p(P$!V_;L5@y&sZgD{Btd#%-85AY?toJrG z5(;POtVnx+``?l%pv)7b{fFE-2 zI6KT%*pz+$s>s<8om?roXjG|&l6Ec*7Meo&H$j|^ZZ+51i2smVct_i|j(Qbl9hR{C?Z_Gd?N8em{H3oqCH0a($t*HU35YN36L_xVNbQ!f?^=jL#bB6DQI_q?$Q z$$Le6d`IUaV0}lwB}~5QzGqB;=qAzTnw#bbT0^GmqzOJyZ43x!aIs6#Ira?yfeGh zI_bk8)nNaB*YNL(L1J=rpPl^s0ul{5-~Y|!U$XcskpJsqyU%L=d+Yz+@UI~MOD+Ev zK@iyazqkJX((r#PePvp@O&KQ{wc`Y$HI_4QC%b%eaql}~lmE3~6w-42DH*&SI75*r zTv0rvDntm|Dw<@n`bzsVI%?$>5`7n^2<(_Q6q+^4a~Y&q{|BV}TRNcX{(ouf8~kq+ zt^b0@g(6j;Xv1}hy+df*(E+nB{DU=u!hmpKprnv*aJ4yFa|$Xf@|WO^OfdXp&T&M^ zqIMs1&aenyK!HRsovx(m3%g#xdQ6Kkw{>boN*&>1^}*&(m{Gh^b&lP1&pumqe2?bbiQ=tGtQ=`f40;_a6A}!Zb=(&!{6pXrH6* zv+BZRO6<(0FZ2{TM0Q_ZjUWlJ5f%nCE{iEQAh_8fiV#d*`4MJL8%7ZD@Yp>Fsrv!9 zSTgGtVOx)0ft06XEWd#GUv_?AKBa9=L{{cDV{KI49tDc}+Gs^egS)whc8q0~rA*{$ z_z_rR&t5=BcNW@ClP;;Q{C9?g>7C9Do6c>j%~lhLn5)YWC37?jh?D1 z#EesPn~aV?QL&Jv%cwP*UD@EZpzT%O56g;&{Cm7TP$k!_ZB|G@wcga>j)yC|awvb9 z{(>~2tK2Y~<^9|FD&|)V;M?>kMZ@Pym|u+-ug%3>;vd^!3G$+fs+wF0HuH`o3$yo@ zZkW;69c@CTSGK@jZ`!3)JKy#bq%>}`A0-usXMBBQ9s2Pk_(V$8{7UZM+w+4m`~6#J z%BUcj$4*PQXJ5zP2Cf!va{PRfpJs22N_{@QVHRhcv-!4G#XH)R;r`G)c?F0hpJ(qi zU!NLpZg}v}JsQ(VJcW8ElZdnRMyyP&UE+E=kkGZQcKRteq{Kj9_%&^v2AM6-WX$;s zM}tb~()?Bd%J;6!XwKXacDVb#_DMvVLs0m&pl6xmQv7Mt+CvMhL4qUiS&*tKgx^UN zHqmn1BJpGSP#jcv;>oLfs0E+>>6jO;O9r`nzda(hD@F@=6RC67xzW9$>cW3G@`WaL znwqW5%>V3RPpa>yhW~c|;4jcxYxmQ||A+xA`<=kF@jsmP_LgC z)I9-h92{!jxv%|4_&BPuy&oa}H47TsG-76_f}{G>PORa`5`=s#@T<&nz)6Bmg5ll? zhiJeJ>Kl9kwfK(Gzx4RbmTdKwyB_a?n)Mp?Bmp)73!RKWn=Q~KKr5c1*)G(FUyRyA z@L2Cmvib+`l6zm@FABIBJH^V-Q7Jr=Z%KYD3>qKJRjcOb< zh8Tts?MyThwNCM=_TNu$h4nDTaT&iRcv9Ej)D7W>irdO=P1%HV;rjt3L{=ZVl!-S^d4?c=TZ~~ZeT4QML9&?SkU?(_8y|3M)_I!1*7elT zG>?y(s6^TonPhbId>P%B$;Vyq?&(^~U{c@l#ozI8pNq3)=2Dd%Ffg&Wg~6C%RD005 zEefxun`IAEZ@P&x3r-^TT{{CYK^eXW{GO_NT6~vGxZzZt(Ci_cjz1lk3F6``zrvi< ztc$&3ykd4&&5_Ehd!G889T%!xK#i@?zT{C~d~g{kdk;Uel(=-#XMJc;d6vPV^AeQl z8sjEYpfuvXLdCEjN$~TIZ#J65gVe^OA4fn0Z>~L_`Xzk%uhL1yhaZH)J%eV-McRGJ zhZJeU8I7WUK;$n66m3?JB2HCQ(e>wfd`X$*M8zsQ?J(`ANbHKX--q}_q~s}e;sIo2 z)#7GRj*in(a&<$5@^VV?k&Sz6%MU`#+9}UUdN{CO0HBT5)aHBoGOg;J!^)48bKkS# zExecqBdO`jK#_}QP?b+*yZzt5mbYWp2K<#!BV80%F6}d#Ih>&PXB=6Elw8jL z9sJAZ`+_3Zd+)=JdjRDeILwDlhKvIx_69B3)3-l=qzubXx?nz~#>{|9{;eCaj1L&_ zkNXG;d8ZIvD2Er>&xEU1^9A-Qv4Vlg7n%vxw$7HA=#4Q{_gH^6{2G&X=^T?CT}#8! z0>-_t#j3F!uHCNwy;q|)rbFd5=px{tr_|N)P<&7S?ub-zmLtjMbe^`wiuJvgS@=KT zm}`uR^#S~F%hk@Z@_MH_JAm4_obDJnk_}UY{U9F&*P=NKKU_LA?Kv1egrcW$Qwb^Z z5MTq zAJ%tLj=OAK-`+~1FAc$u{GGr@rn9EP_fdI%vC@It8$-uB2-$#DMDK0cJ)y)UDf+)& zBZV^YJOZN@FZ*yCn$ryGQbInae8uzc{2>vvv-x1{227T!%b>Zu%vbU_ExtIs0=pBXY^o?-}f3uxP zINWH6`fx=5h*@UoNJNm3t*{_SS%mLnkl`hV@|#6ORHIFoKHP{|{Pc15(*1mTjTo8Q zJ&Y<%t0F%kS3T_KJ@I!Y2iFG-I=%nQn&sr*$2w|rq?Bn^@*SI7n*Kc)cIMiPgB!!~ zv*O)l##cO9_xVM@S=9%MgLCk1X>V^={7Ai z&`CMz#1idm-6hWFwPqGDODKaa6ed;IR$JtE*tNP??u%la5;O}p!U_%?mjPIFuvOlQ zxfX)zMWb_VR?6-cy3&tm`KXOM9rg}Yc1+BVxuU8L(E*7+cwr04bQc&LEsjw^e9LpoK8 zi+EX96C9$J##IkktIl+hGzUr_Hbk|#k-q}2BcIg-y4?2p@Hj#87k(=ro#C~Z8d+9jOGeW&we1zw`MQPW{akS*(yuzwwi(nVWP zkod-P43~W;y38D6=UuL@zICfO8IV~d%xC>LX{!!_}6ayV#CF_ zrK2ac)OtgZ&fAj~o!Q(Fd$L1+akHLe9ZU2<)BVgX@Lv zstupt4eT`tB&xxC4_|R(ao}D+`|fVenxP_0xj~riGyu`~`JLn4t-0Y!FMiGJX=%if zo09N?!c_4}>vaZVh#JdO0~-eI&eeIpDl71o`&dulpPm_64F6rKvgIvOk}^%Tt6bV- zBn?r!+?Mv8NX>c$Uu`v>L!)V1@Hu^0g`d#g=A<1{j&f4HQzDGUG!09)eE|^;U9TXS z+OyET{m?E=lnicjwY7fNui=$6rfQIm3UkPaI9cQyZ!_Ms4wmQ8TU{{XddU$7Hy_zd za%2P1EEcJ&ZHF`O^l8q>820O&P9#u}#Y;8n&DU1yCE~yukx!H zQBr6=!6w6g)O~@GmiBnKItI1zHjfuwSObkBsJ(&y4bj5}kEi-cg7-WOy$J(`+01H! zYD{aQ(%=J%LmB}qH5)~--H{?{82r2imUux?%cWggCFOJP9zH~6eogl^jmuEro=zFM zLp6{ha(q?g#voS$m{c=VNa|aVic@yi2Doj!wJ81_1!^|}@qB@wAK(ZA{LknQZOZs@ zX41pLfGGu-a@D}p!k3uN6q@&wk(D&Jl~Svt77}kNcb200P3l{&1E>@ra?mo7oPTyH zh!RV2$BVJDAhouKVA}!%1BaqD^Np&96*QK*hVH^A356dPsxJ0@@p91nPCEAuJB0Ly z@(dirAeXntXt?d;VAp-vFiEO3nwt_yA7ec9;S}8Xb1O6Xn#mf)Nk8IQa&y7u8RGr8{ft z50v#a1(9ks)HX?=wlMqZ0w9Fvhtux%yWP93qO_#DwyV$aB|3kAeiht$n-L6QX7-5 z*7snbxoU)xWY;b}_W7?n7;sB?n&Ye`Xh&6kgwyuU{-;EvrthErHkhITMug}-ZME&p zg0#rqd5%D}^k_AT4EINP80yEdrRhsJlkNcsqkB@XBL zM-JY4^&sVS>=ybHi23~Ww@?kt)|AqD;VBz~=#=PZ!vnVGG_g>B z>5g83$C|ClQVAS^=4cE&=CAWA0Q4VP48Wl!OIoAa1*h-CC9?!kvzmu$ODN__nLV9} z5J0!EDN56ofx|v{4pgIKC=?e^{y`KJ0=kmEC?&&^#qoY=_>ou;eaZ6Ov)roj%?dtq zJK7WdDVQq9)a6ira9xq0G(g+p2YQ>lB_6a^L0SC~x3gv0nD|oRO{A0SV6QViz|_es z{u@+P(CxJAaIxK?HKWz-u`b;9Vx^AKzKJQKL(GS#45F<%b)Q+%Xok+XrslGrq0;!U_NF*Xq*-%l(QA?w zfg<_|&HEkMhhH{yOLgjr3-W#70rW-|%_po%l@1mkw}jL~sCr8w`##$UvoriW&HK{9 z0rkK?G{A${sXCaX4HmzEy3PP!PYR*HiT=0#*{XGroWi1!bu73lR=3jQRxIA6KYSU58teWBsr>1QH4%;i? z`2sX6-JV^v6r&8BDaak3Fr7CB+FAN;JZCv93v4B!>k}JA-|D$K2qNi&vMe=y`ku{4 z_A4z=;d>abQ^C@nuG;kCkJo|9%0JM%(xR13R%MSHsPAQw#*V%USx?cb%mvSir2eSQ zeRioakCRG*-)wZ{Biz3PQ6yk3pJLZ4X$R8ENC^iBOTT;|io@s1zI8geI`;NnAaa1D ztJZhgD*F2maXQucw5o9a>Flsdnn!=aIPdDt&51SNK9d5?x}g9`Fw3bWkwo z%(l`F))e=x$!VihvqU|*b~al**9H{)ZuE%M_&duTKlm?Zdl$nW{ET93Q6ewwfa^~? zzSO_?*|RBs_@A=tFU}#$bib-LKP|nJ$M^g#6D*A(!4!DQ>cd3j8PcZm+@rwuhVlVc z{()P8t+|gC?|$?(aE9u^qHj0O6L#4_Dva zu~Prsg4Z{O&iuFr?Ut^M%{bx|Y4cqaCS zl!iQdfOD*K4fW1$->){JIe+1JHB~RWN_4i77gHflug^v&+Z$`%Rn%C|$U5>6KH{K_ z*)e!Qa(P2fcbEguZtSN!4ZyDT8;k1ajFJgA0xBo-PydyXqw`tE29pi=g|uO+%sl*H ztGCJ5jNcq%^q0GTD+aHj+WHA`tziS(-b0^4iUBDl)77X~kyJio`1z}on51jN+htzA zhZoK8rrA13&@w@Q-BfTkNJ%s~XlhHRGT;k@>-SmF#%VY+bQ3B!=PK$}CNw#Cd*J6E^s zT*_Cfv)+?@uwzzGfpro{%7vv+BN$9GqPRQ)lW$4d%FQb<{w&8cQ?-_o?-4y;(CPUY z3-mVA2QQ~b>$*tp$4Suq?=u$^wQF6hTihmK#IDFw5@yl%USBR&|Hcm_`1-_`<&;0C zk<4V6tryjv>*%x$-5Fd)@FxdrvKNAI^jt zLq(9gPZew6DZdOhhvslQM_o==rQOKv<7~$5TxhDfhzf=hYXkZV2t#`P2~28#>tsYe zVffgZo_rBso1i2!TKe_1;Q+uP-wsB>rBR(&LQoprfr*aW7?S)^ua;9*QjmMq7$et^0*ms@#o4RDwudO|UT>@I~^ z*Qm6N><-H7ajDgS56pm=j%J6;dxmY_llP7WPowuVcq!Z7bt5*nG2~2WV=-Canzp-Q zOfQp4kMDmE<&`TK>HXC2;HE67-lf@alM)B=t65JU_M{EFt)UR!NrgujfyNwQ$<(=T zu@lDRG)Go%jhSMOHeB`DTNi{7biUbpvb1e?3-#dxL=A8}w(!}Zs zbHyh`12&fhkMSMyLJ}G3~6K$H`COpYF4qCOiFb`peH%4MMpuQxN&fO=Kd?ZB7$OqaY=M$UG#K-f@~pI zt_cqHy#<~Ngm&#UNYcNr@39#{OB-tndS?%ug}kg^m?j}3-J=FNtO z(`t2EcU7x7rv%uU+YY`aa`!ytIA!9+C0$YRiY`rwN!Rc3Fs?$J%p40Sz@lgFFnQ6- zFoUz)rc;HqeQtMMY-QVm0v@7LL^$viLWzYeVd6;6N@s*n@y9){{67T{%!yWne7U@LDNSAX<>vmZWY?={5Qk$<}F8ku2 zF1%twO4=0I)@E|nllEBp@XOo!(7QLc7tI%;-?Zal?k#&v@hBfg(QBJi#5MahlgVF? z)~k~|mbZ`lLMt@UT#}Urm{J*4sEGS?l|o}%Ch)7?!3i}42{cK?nc<;Qi}BHS{56hp z*1^MROSrYC;}p3=0J!S|T}XL(C9{Sg{;9&lIRu8NkDEX|j&6%pvf+fH1bNb#i}Ht7 zXeq1sXRRJfGjJ&iP&%r2zt7@X%SG~tUZ}Cw{B2_lwKpP%R5nJajMJEdPdF2m(1DUf z{VUkpx~TO?Xds@sEdvOfijj3|<=(aD0l%safh>X8h?}FC_}E|SFxEFI!t39p*jEfo z>jh-oUU<_*VlSD)9j-J(P_`;j8GJ6D$B;rJxoz43y8-Lu+8)IU^C;I9{9ffSd3R(5 zA0lwQtGdqk5vOy6qAw~4qFpJPkz|-I;_vmikQ;V911~O1vM~H?Uu(R$W;VQDEm}$L zP87O}S^B}q0WgN|qN4PX{UPR#NI(y@Ev;DNv}zk9E!8hW_ zqkS!8*N0Z`PPRT+%aTGkLWk$5>Id;!rp8@1Q{sY~DsNg24zuQIhx}kP=K~%k%k#&>+iu#cjzd!?!544~S#KTBBO^P@r zETm5^RumuRmiiuQ#O|^_P&|aJc*)HB`ZeS5sO1O>=$Mnk@ERQu;9bv|s>s56!mX@N zC1hh)-z?6oLN2|)z1X47mp|_4s(O}VXkru719~otNwe&A1?JGF$OhgR4y@Q!hd-TR zG$yiWnC^)I{mTm{U|WgnjG+7(ODlyPK)8nY;SwSp6KwjBUQtII zcoC<_C}OMJ3wnQJ??%tPIkj5a{4}FQxyimNBvqKeKtHgMyr|^ni%MijJikTmfq9ha zgR+O)7VE#Q2LBo)vdVcP-K(9_$D@ve!hcnE7d@7HEKL+_FhPs3ewM?@zJ;ep4ULRe z=fX?lrrVpcIv+fcu)$W*vgo%KcKLt>RA{=ic(kr6{V z>$WJxsRm}1SaR&Uf#b}t72kkh_uk#y@*c{j0y3Vk_lkn^e@ek;13^*P9@IPfN4d#S zMr%F5r%kXzbHAY11}ZS94m=MuSM|`0UT5Aj-i=dHy}EAJC+un-$BQWtUDP&nz9@U} zDG(+XIoB8my--$6NI?Bwwp?o>bz5CUxJrC~w@virolC4s3DTeJjSL?qXWmGw@-aCh zS9h`HWH2i(ZZm{B8|OP3m!m_xmwN6G}F~ z#Aap&dMZ|@2zkRVifd>F+F)W?+<)y}S>7)5tr;CW z*+cP2D05X~)o6t(v0g_ES%@(84!NK{Z87s&W8#|RQHxn+BtLGom@;%VLqBA>WwGS- ze)_ynqjO=``{J&*M+g+J*9;lC%HP;N3742^MZ7YLqX;5vdSdQu+<$md2(u^MHhs%J z1WHucU+#h%tjT&i01LG!vR_od%1u;V>fxY39?J!)0(xH|doPFEA^@v%FlzX|4uio$ z3mFaVGizEGom7c^5uYD8)ar&$`hI1?@~p7AZ0Dq_Tx$Kd=8rhsRkqn1L_vAJG7pxC zNY5w~CuRGT4GUNla+5;2?zkK+kRrX`^hO$-b<76pvv2;93-)*y$MO<9J=vDobnu#f zfZV%X0z};)?F+b}kiTMS!_`hjaI<Oa~Nik9OV_cecIr#oo*RDSl|#{$k1x zhk#jZniDd5O7Yz;r!PvXtsSJ6ZVxff*etoaW9D5Zw<{j;4$Z=KHeR}>OeIZFju^5@ zew`YS_5qJ`xB zPx@)aw!s8foyCH5k|2=knh|AlqLDV?4rcfi#U{8ZM%U+gN2*d>K#geh_YZte zQzPEPn;5c+?y6k&ZNA9|kF@`U_bi4fG`;pkmEbt`WfMusE4XW;j56@vcJZ692mVxa zzvsgOF&svFm19YK4+&FSvdGl$4%BL7@K68@%-~VEkWhheeM9tHe)+9 z6+BU}#-L8sy+|*V;twP^uiAn}W3^mgYrxctq^q+%lPtdqn0(f4{a|ctRt%-(ElRZ~ z$JNigPSj5<_1?8p+Ar~dsS8^H<$5M?-RHOR&w%4S9h5usc#EUD9_3#JHB@etXv9by z`OXY$yb5tUP)`Tqzbyp1-Pl}6I;g|ysL4q#=W3p*ID;;XF4Yk^uSZ#halq= zd;{)Uv(%sRKU^enTM@g{?V3iX9-cFHvY5lhRsb32h`iDJpwdKkSw#H0L!l$G=Ys#yT zRXnRXn`iR0xGpxBV%C7GJY1uQzb_{Mpf+bH`!Wb`pTSK8Ed6}8e&_?&DjA%;op7C+^eJ}v7$sp}QmB5*xg z@f-)zgz|a%K;8;HBYE6Z z@Ap}9n{QnaZj{5)u1$bn!a%_U8hC_$)(eA)Ho>`$8jU42dY$g5%Bar0`wo^3}SRC2x%6n*f>sXoRw8 zxG65l>t2~&BFncP3S`P}!MP1~|IX^mNqJe%g{_P2(B~eBrph7h7vMmNYXvdP=*f}8 zmUmJ97iGO&f@WXMmp5xK2gK}%gAQzl#y?T<6qE4g+1KV5@)&N@bigB3pkHIcv3|Gg z*bTx^D#x?E6oEyVDOu)eh+$Azx9PgFy_)su&NDWk7rtD4yNae)H`};L+I5@QKDUOL zX^bk>P`m02wMKg-zE{;4uNVlPOyo?sgDKTBTG_h()N5Jpgf?WfBA!$^{msOCxG2rEQzY?TMdl%{m(AW%@79sWv zihnpPr1=9Xr!y1$+RiP7Un-IK{&5yQ+HYvm3HP|UbWD@mp*FS3HQmQr$FpVXQqs{s zw;Zr_cM_bM!oO-hIl?@MHq0fPP)xr766EUNf%O)XHc0iBE>u7hcs2#~3WnDDm<`Fw zyf=Hh?Z|MP05@<4V_ms26ClAO<UdPn^MrSA(6MPba*ZlUSdmILaU zQt7#R*$O&h30dD};8&VnNN+xjPdRHoHQ+atA$OJM+acEVn50Gm+ip%+9~)pT)h9?ySjhw9W3h9DlV9VKTCMXCca3&8|vWBlghW)GTr)k zXzDc0l0_lO1SU_eX<0i{Sq4;mIvQDM$fZhDL(;=KE}-d}^Pp1<8HcGB0b*%J)YS7y z+{hD_;wlfdEry)ForcT6k5M@!EiR?6z`ro7I$$a7>J_SY6TDiJk3R>GNXP;vrV?#b*Y+~z!lfOlq{8Sd zqLxXD;DjB_d^>I~Ru8NuYd<f7AzV^{)_&>vkFQBXQ~s)s0=TyVmu3B4o9baq>HW`@g=H2h!4kAF9` z4xV5G7C$0xpR>e5X?)zA0>?Yee<;WU8Mk* zc~PsGKPt=RQBd|aHvFhIuDT z;83-t0|8krLhGWfr@i{DYd_w3pm;hxi@MQwS1YO>fgk*VE;qoV~ISxO5Ha;M7(-DgXFfQ6c70 zQT$DAPIJ0<3lS}6Ut9NaseR&!N+}3LUW9F3oug%Zc>^UHpebf&TWEQ?T@c>Sl1Z*7 z`!~(5s3Bq~jxrwKoKq$gh6iOazS9{wdQqPw-Ysumo0kK~@$N_eS$ilHtD|~j9$tH5 zvrodK%*}RI)IT*M(ip>1Xa!P~!%Ts;)&T2h^_Gk`dRNl8R6>m;PJdJ}MWFBaU6)^T zZp|haco%%{+z`S1DxmzWh>&JjxgrQ4J*u zeFXW2?_vbSPUv)d(glvzIvKI=DRPn#n64`mq1C@shR|ExeH~*GvXp2## zkxSD@7Ya??)x>kE`Ox!EBdT8VBb=3sc)fQ&!^(;CJ`Bc zcMKMAV z_740)L8*wyA>S|kJ>DwKm*XSf`;c1@u8K(ad&fdr;3|fasCRd1SHw`WyA|K&9u2wp z9rXm0~nXcBb@%vUU})^W3)^du4a7aGe$8PM#B zbw8DY7eAfacHM7&es{gN4=fcsZ8t>H?2wUKsP8s`7qH^7%4UBo@~$+>9d2cLy4I~% zSmn_@>EE^SJ4jY@P#i<})27kbric)7h+-snG_Bi&Ozu-v|4C)GUv{??PRx>1H-=iW z;U-ghtE8k+Ge3@Y%iqY}80YN8=`&9xlG;v8ygOSv= zx?oh_NUaul@%&5pA;_2PiwMB?JL)ldmMQ6l?;-Obrj^MpUP4)C%q2W23@&AoqOXJg zQw$R-61Y_-v7f{Et}CAf#6r2hAGvI#CY)W-CZW?nmagu-xKvM$!mv7yE4QwG@=>SU z`T{BBrD>kMe^=-`Z{eR<92;Ae*PF>7(^4&6^3$XMd^g3?I$*;=HV&^6t8;?5({3CU#f z3P1xlg_{XGzMBgSv@qLT(DFyfX5I>mg{;2|yDa5U+=r^ZBGCT8t z0Qvl1w?0-dY;R=%3$C<-C8o0`6+>~ZCUH9NVHX3F?VGEi0w_41J6~+d&cSIojkE|Mlx~RoW_3a&{nB)KcMsk7K)J@K{z9gc1?Yh#jkHrrBW5 z*mS_?1tHRQLPcHqVQK;a+hO1yv~WH&D#%?WUN-fad%@w`mE)2X^?;`ct5ia`;|5%B zIez6Gt*rDyogq(n4A;}=CR3K@%UXKK)AtPNwX})@T#ccJDRla z!-j7)^!wM$ax@cIPRu<02h6+zN*FRp0$R+}h{K(eGWQc_GwOkbt1Prn^J-pY*-K*L zk>#H=+vKb`Qv8Q3G?{v~>o*eb=_IY=@&Bx;P%KuZ@;V_mDh$+e4yCR6*BY+cDJ`v9 zE;r$NVE)ga+;XrXq0aVZTmapFKps;d=WFjL*WSq|A`BUmxzElHvA)oR$W4_`pC86a zYs12i3@@ad2fD5dx92D9-Q8{hd6mnntozEpbrN+jq3(q3g6oDkZ3L;b?gbNF9*aL( zQay*R+t@eyUwS|Xzn@1(B~Tt^(d~Jh1@Hc_Em{oZ`K?MZ7JxRwT0frhPQ0dx39RpE z2!N9HW}W8l`;HV)vaZKT$H+f)jp40)q0-u0ujHdavDq3+y2%|Wza;OR6CWnKWngMZ z0xR$Tjd#^Pb%|l|?V1os2P`v(nQ}e5I|N9Jw!Ik~$U5 z(C~4+WO@H_Mx6-EAFTnNU2JToi6-ia*LoyHBs5=q%oCu$*Tj&cRO4>Au98p>&&7(y z4NFKsIJHr(W%iSMA@{9gAzkxtX5-~WuP(w3RZsid$ z0}jZ8uyA>musW($yl5*>LYvN%j;4bD?hH&*+U-r z=gXsavqfKiK`_ngy43Qy2nzgp!MXC5z9NR51m6tt&G-wD!$5mC5q0%PZ`Dpl9%kH) zKl-IbqNBhut)_L#w)lMFr*xoHI%y01e*ru^nkMSQy#{q&)RV27JTBUd{?6B0YP^4ALh1B9R!cA#>RF!tl{YJ9b2o831_Ea~PTs?SA0n4+naK_C zJgaUUx$y+e!jh)=4_Il~Xrfu3!-N+<_|(&{+I#3)#TBEva;r{Wa64k=igKGfezF7F$(2w&4Qzg`x z&~C3k3vX^a-8;5?s!4%BLh-pX68~w4g#G#-BwdFiTkYF^yN8yyv=l{aw)UP89n_|! zM$B4C)fOuVttwTk_KdV@)E-e0^Q~EeL)Bh2V=ECP)_45Af8dfA9-r})w#nG#}-=b>w|)6fukV-Sm?mJ(~bK{Aqe$$ z;oK;&53vq(xp55@vwqe$$8?^11SH9U5W_Q&@Uz{$yu}qb+kK^SQb4Ss72Q&p)--tz z5UJS%58=OK+0&Z{K!Bd>LOjt}nH9dQ3#7s{L(eZx+-W2+$=v}GZdqfsjvbwhEHuWj zqxA&$(3h7GeI$8UyE}Gh=UEn)u|t0!JB_!m5U9>-UBS&)&oRRTtdeTH6HubSihnSd(~m$bcoxJ%P^E$}M^z$Lu(6R# zMcv~uoLwr_+5o>t>h#v^uq3f0Ty z04*Qx2#IZf2Fk)n77WqCHVPNo{2Ph@&&4~)2$LMkgsi{Lexa#1#O3cT`swXc9?l^Y z0v6fg>oXoV?bIGW#M0J2ECze_Q%60&1_l|@4yStEZ-ab7HHb;?40BqkDVD5^j`=w| z-@KH5ZM%et73)%%`IQt$&&-sy{yeds%{dpR#ql==s?LGlP->by-^BxfusZkHS=1ww z=_u%Q7kHjOQOug97C|2i;ArMp1xL#0+<718SnQlBYHXVmg=RhFSkKvR2K@#R& zd7wI0b2i{N>5JS-UgJ&2w8)_;3il4`wsHh?+HcIaDD%LW*wGH$m?g3FA{PSJEiRZH zx?CK?f#n&hI5t~&y6l>-Me8qxv?Ue``VwfQcz{1+68VF85n!>fY$Z~xX61ld{I|a8 zu-gAO{VR6Kaez_kCu&f;kF2x z2{*PQmZy|`<6KYsAQtr?`>C103{n#!^`DWEEX^7CYJQSlC#FQ3Afb!`mYk=@z7~Ra z?)*M(mFzh538{f@+^X7iouj&{8~xL+k~Yy=Lccr*ku;rHKOgXM24hQq zXu|pdL3Pl9;Nzu7=*5efmmy8|S!x&sBbOvalLlF<-+wdR_ty+Vbsz~3WBo2vacM7; zo+U-kf-UAtNLQ3=M&Wj8(>nVluPLX);)g=@yEv<%lZ&I_2jBsS&p-YB%IhUMIlo6y ze|&}f_x1NKb%r+JiQc=y*6G8itl)wCaWfIjl67Cqb`DdNem;M=t{Q&J{l{e?v7^a@ z8_OQ^a8I&hX&4XT2VUXk0y-*Wf3b+`0_=;W4Nj%FJfWwnM zV|prJ%or;s-*ZGggXW(boZh~A4ILB#5lH%mbXcpvaT;&kVpmypKIa-AHJ77P(-(TY zWCyL9z4unqBuY(8ueuAz>|mZntaSNWSX}~@qgE8^qd67));Bm)E*MrBWm$iKN-3nt zcZ5TO7xQIE2Q-MqV4U@D1~TNY^Zhr6yOE#~vp2Tsm3qEHC=nP{49*DmWt`8`(bBu4 z_RDavi!9De1sOx0@rO7H{yX~iYT;?x$4T&p8E! zkllvl`;nN;Mo)u!G@%Ey&8EFm3gpGy(FM2A*zFW!$n))R}di})Nq^^l^&R$BiB61ReU zEcS1TF_y5XBrDj#_HDH`qbtd6z^QZCih>$>>C8}6Y`gj>dCzu5Ib7-O#*bOj%=#AD zh*SsR4r&an-e=wY)FiV0BKqrk@thlZ3s(ZjrdZ7j<4|_(9=bHA zQ&W0$p=JNYNK*lj{)4|#^Yf+I%-14vU+;=t?Va|4oQNxq8P35Kh8DvW(8(7|>VY6l zcA)^>Z{n|0eN5>pO!Kf^j+0@W? zF7M|ut{;Bw*W#HgRV^VbQ{~z&s62s6TDP6Q_p6|Ue-gH`^sp%S^WfuZlD9_n!SZ-c z7O5eVEO>HdwWU`7Ad*(RaNoC|F3b8Kz&OL9v6|Kt&!BCo@^o+sS^ufR_K8OY4D0>( zQ}&GZt2@X;;pZOnvj`ReBHcx0`wXIgRNhhAn~fyWVs~L@__Bl0*w>UVz$UG9x{=mf zvr;yDOj|$IQ0qUgc5H!Xakg%ZM0lQ%jFcCRwXiU%G?AhP{`{c@`UWRunp~%hMQ)UZ zD1Qca?`qz5rJ&%62$8d3qTwCC;HHw?T=?AZhw|?a`vxrEO>%$;kc^SHiu$6qx)<3;I;LUQg9{Sl>j(Vf4`^8RbAJQx(27+NJ8!3C)4*Gd+WkE( zo02)c%hQi&OH0r}pqNzH2T3{Ro0>t@+HX4*Yx6jGHZw@d-i?l8yiLk}S5IwqG_=V& zuI1>Pzy9CDX0pvwsc{{t_qZh9wrxn&(QRt;)|z$!+?MSv=f{B(%Wwo?5HaP_vW3h( z0(#^hu3oxN>48Wb=K-IA7AWet1@%NO{;0p`VaL3%Ex=0FrR0Np;|BO zz%b6xl#hIJ>nSM~nvB?ijyU$ju$bPoA2-#-Z;by|$ZxTb=#>a+| zf_6}U8%;}AZh($j2`+Z3OYU5Y}?bZMDDczWIpA(PPy}ti%xkQxw9WH-(s$F(&?1G7#Q>=XwVRpT^Cw%!PcR!+6D}|qpo~hslSs6H^ z>$a&dUnX%Yc_FkCu7b8dv^gv84*0A#ftzkrraPFm~cRhY}qvjOFfX(T|a_U&Pjvjj@_B4Zpl*5hlD@b!5SYUb-Bxu#FfwLrEjzrH=8X5Ep(7HssGuW>teewZ`Z%=1VH4hoiEBU@fXx*T?| zy6)@YEG@XYP6c$kZ6q|zRzMH_KkY_59aKPmy(V}aD+0J$7Y}di%nG0Fxx;Yj z>sv{YOMNLESu#P3@Xpq1Q!Y!o2)0rkP`=fHTTu)|6?oN@$Ra(N^E*yC0 zq+QzFC`-QLHXC~ASuK;{!1_&}+_A|TW z0g*aHFo(w?@^syaG}4H^{m8#c6Tf0-#v?9{#d`2Zlm(h#g|=`CgY64&&H1p1=X&x`+;=WH1oD+W$4gz)+>z_swdkS&;@TI$eh@vFFWvZ8dz8 zSVq_NEy!w_OH}WTlpYgymyU9}O`Ukvt6)ykZBEH_b0Ng+Bo_Y2ICP;!ouYC=fRyIj zv~C|`hxi%SIZ`3=A6+e?m1lN_5g6wTe@-waM>T!eN#j{q)1Gq^=wbG)yA7RP?=Suk z1U_)a|9Afa^V|^q2ADS4C?AZ6Zs{;h9C{=JmC=*FJm_e;6o#ToZS2GPDj~az^v+?l zZi)(dwFQ(|2`6|wad^N6ESE{GzTN|Hn>$ovoI49ANQ37R1G+281O)8+Ok~;ssmEs~ z)M$Hrltu4MhtFmq(SykBV7=&t?Ub)9CL-g-iE)TYXZ;MN?CPkmCcy`fgf62_AsFMV z(V1T6HH4Fsk!T&Ruw=Dtb{}@MK5}_+-kp55C~mR!_jF!tNaCj_y;NRus ztq_xbwj_u`SbG+L*I~JN18f{3S8UgJ+UFti(DA%|sOlMMd?c1dGIL-B8MnM-C8uRQ z`~^9jXUnWA{ape#hg?u^I#{` zGxX3q!GOyRH@vg@zw4clCtihQ>?q9jKWUNwr54R&8Go;c)g0Yh`1u7|)NS?U$33?t zeQcV=4=@-mM{5(@BH-wDD)^kS{WNM%+RSVI<6Rw#4ZWa%d-V8ii^!IBbsk``+5UnM zqDDWbV>`-^-V?dp0ST_#ahp?koiP3!OESv+S^maZ&8%|$yh5-Sn`Pgv(}h_D2k>0r zHLEGf$bWFQntV+atBEqg;<)X?>y#3vuF7-(?I5RA3pK@xrYz76Ao7OrW_Rd%*1fHt z?{!Y^o?0_g6o05(`uQTs25tk)=wWrDqbolCUn!U|OYXYuCrL*7tdfGJ9%c5xF6|)U zt;3VaAIKdDB=UR_XWb_S&#^m7-I4qMgBga3nlO<~7)P7iSd*=!jYIJ)NHZ?k$>vdMX56RKTKTh-TV)ZPI|7@@Qn*Bnwb^8^r*VLH7fE|LwhUZ5xTM3h8eh{-@ zSt|6iOa2t|-8ruAadSF^5NpZG4vcR*?X%A;OPP1Bj@xk{{_BGLHh%TXVso z3%JDS*bd2W#F9)s$GS@S(#yu}Q@=@X-QfWl?6Jv+j`&3rsX#*gx)5#RO;|7ja=uwU5nWmbDRlaSjD}txT<_* z&v9qPZThMQyN1eJkog}*DF)1GHGFSCw7O!$1EsR#YF*|-h z6%Sumrn=A}E%+g^pe7+Fx)D?vdV-BjLx^4;@HJl6z13Z1^J^$v^U2dJu~1U;tgACp z?arpNhDxL&nc_N($Qwb*ujbERQUB0z9^`|ULs3IyL5@5zGt6=zqdo=J9{CN5bx<>A zd4IN~@99+edrGlX&Y$Xi)TO!jCy3)i{Y5s(|9NWc7G&;CnmVg+jmNL^j1b`Rrgp)e z#eA*rq%-lSl3k+H79lq(z&>U2+Io4l^uExq^E$~aR?#K}b6F0KeZBl^CkAu+e$sv#4?G){;j}t$t9RS_sjEturPZx~pgei=Z%8I3 z6ElXILs1}N3D*=X{zB2D&d5oql?TOd=kwWT+~;Wr5d@NlzCwW<+kodr<2pkRyF%k% z-zbE3Jh#x&32c91>syfAr9T?n#PqRFWDTKH!3K~PXJnr5?+BE#B=g9=)c>1)6M@2xVUa^Ib{%27A=D_*B z=_X&dpwiL_G;6gOCU!KVy)7SH7YN%Tuk`O;0e$A^GOqM%93um3U;)X<<+^Dzhp{JZ z!U(}RXt{JIIl}&18Q5{xS&}AR%6CsYh|r{kaUbo*1^nk-$8fxn&g5OvBobG5c?)w@ zmzG)23+9cnM<+-h@Na^;Nz;1PW#OagU8^r`^>+xGW&*K^W2|R zpsM>#X(Kj`6GkGxS|1mvTVQN=Gyis#e&^UIpC@q3pw#iDB#6sp&yCvvL(=z?AGXfU6usZqGq$a;5uth zd%M*mJ15NXW>wtVMlYJMO0?o7!H(AvGL3t=%j7>tl&?+e;ANa8Od1(n#y(k8L z%*hzyvyEfbUf6w;otDP?Ximu33>*xK-Nt%v!m%j^6-7OD%(?1a!>ESY0H@%#5QkXv z;uU9sH>H+g=J#&NRMYCe2c~G&r!Wh#HyyYi0ixAY1FP{J;)$|Bi<{kCt%e%5`NR$6 z;aLjIelKnwlt7rSUS2a>j*OS6tDctFmf@;)8J0d!oRbo&H2#dd{+Xgt8*g%v2h`s7 zDR~j%#$uBn-+Vy5ck(VQt9@uN>)=_8D%Os4Nc0sgDf*mBCh~!B@MJS1!-8@n7Nn zVkjwIi1``X01|_}1-Bz=q_0)yrP%3;aScsRkx=40D3;Q#{rbWB9lj27+G7mCc4j-KDF+$z8{i41s0V#U3!&qQWV31^i zv^hJPf_b+{-#o-HoUp`lTLqc5S}_maj@l-Ut*!@_A$L|0{PM{`*ZL7@$sBFfhbuaa zwj~gjY(Ubuo0pF;6t>#JSOjR|`=sIy<%(pUw94>#dhI0Ax=X9kL5qa%7Z;AkuhPEI zcahKRpiBc|t72n^NSnSYm;9ivSztRI%Tw*sIgy(F+@C*of`KTW>F1J+3wiEQ?rt_KD>v)Z-e)Nz%C zJ*N@P7>DmtmPI}jE=Ep#hmm>pUB*}$IDhX2J53e7OdcVH%)Covp@-W!)N*=z>)CJ$ zL0ZfJYyJ5xiKPJ8{j6nZ)u>E}rx+xY;&Cv8e=1+PjkP9SkYDX(#7U{Rvd zMG-@(p1QM$Gv>Lp2%tz2lA*qgL%jvlE1TE>1RTatd~@X|bMnYBf`T1f)?@baxM4k# zMw^@xyrATJMsgWx>wGvNGAWx&sdBj&u7O{UBtcM#(3FKpqT4&fh~1HkOz*o<1M!&8 zgnyJ?AG-7#+HPICQS%@nn_Y#a=h`&46h~GDtvqMFL!%YseON}{R@v14L-_uVeCo8bonPKvt=JHTvBwL(15e>DYIV%CxXUm#l3= zrO&qi9Xs|N*Ft%49u1rr686KafAFpb?m>uOmfDrZ5>}t@@t;=x}O5pupZhl<7 z{-G+wk!-YP*^v$KVU>{gSjalZ$nTRwFkcN#ktv@^=Wh|j`!Vr3hhT~3DSestu&uBd zbHqkTJUhsDs_3rV5@={YQB?hZ#t)9uz>(r$A#2yLuOD#lz}2GTtNu!zjE9VrTK{tD z&D6-^^^Wo*z#%`2w;%Sdot`sWAe%HClxKD1Vi)JoarZ%wCC!5EG%=Y9G&PKOlr|Mz zKhGJBC8{29pwB|a+Xvf!{>q^5>uKX+Zp-o*t4i0d18 zmM*TrlE$a(tJRkFw{-+{uVJhB@ME}TmrCxKCFAs|VohusiPu&ol?O(B68l|UOEK99 zdnD<~I5C))=nvFRdDndZpd>`GAU->s*i}*Y2{HYpH^|~Q&t-xI<3LIo`)8&ifc}*o zg_U%Q0)IwNPQQYhQwVh<*IYrUFr zb*_j|Arj}H`rn})iL$cgt%MwJ^?6a6^Tkv!APTFH-#f3R6{TYSnPAg8b=n=#Q4BKGey3trz>=lV(0$DrW?*y~V3m^jj?%VP3aXzGF+2>gfE{`#jkLA$IXy z+g4Rj87GDCB1-#C{wt+97c3Qb&GY_fWm|J9Y<@JxO5<$>OMD-p&4{wR3I zSO5LPoQ5rDHrIp<5Y3fKfU^H~1JkO7w1d1>%I_zLZ3Tr3!b={9I(oZ-JfC{W&pHM+ zLDuTzpd7bXHbACiHqi`Ldt1Ny>iIIV<9oC?8&mi40pm=f&n5q5`_Y<=(^NPWl^mGF zo3E-K{o72tt>f_<*{})cN?lo^!z8Y><=eV~k-#t}@~70@tU=OAtZ&8DdCPp1nFFER zf~9UiGm%u46P{4Rj(w5Rq{tT02^EHRE}nVf(v-~Gx>SP5VjB2vTqG02kCwf1`acvw zog^a0Cxu;@%&H2Q{%fv~Fl34$>sF6eLY?M|d9=Jz-wH7hN#|RWv8{4nJZL(yw>!`J za6s+zM^Jlq+BUP%*A0>qJ429{2E%t#ELB|deSs^RrrGFV zK{jB>6uJ!00LU+$wm+r_4SOSBF8maA_E(Z1e>(Ec2UPq5_kP-;;W=o>{P@2FuLVAj zE8v34pKLixd&(O4_D~BdVMqI5w@S9 zaOsq~&Q(!`|Mb?VrVk7QteL^J{0;0ruGXnZdCmAh4BIKD+{SY;qJCDRKH?Dv+ z9aK|#SZw8;F4?>lsN+T^*aU-(P?Zmn#yXOA6}9u4#e=X4O{?4gd(v-exq)Buzh*IC zGz%Oa6|Z&NZIgj3%8g&R_qsZ%(At&-q z8r4`&%l+c>u`)kgE~G!__vQ=_#`a&(bPvC$&o;a6Q}1qewSs2v_eluj<{_eak= z)Jmsck*K$1{ij|ViNh;65wfsByzN>41nn+iJ+^x+=;VDAv|8-)N@Tc&DVyfUfF;cv zaw!${^1({sAm%hzWy90`WZJGnDZ+N@)h%`=Nx%;3!B(UiNnAIc=nGGDOLZ6wiBi8R zh~G&CBU>X&g%nk}8*`qvib=&ChdvJb)}n4ZHk`yxi^dwsviD?SJ)DrEPs z4<>%Re7ZP03SP#GIq~Qx*Bqx?Rwwc%_J(pG=pVn!W-2qUpr4dTkzdMw92!fhmM6?f~g*tbP&>@F-kA$k09-i0@}*ldn2c& zW6t~4TH4+-5EUDQ{GE0_P8;}>o1 zEqeV`7kK;1we;Zt@om7!z9(36D7oIyQMjEA%*e}>w*DryuR;&_Tw1$5q?<_0a28YY z!Y#Du{}cX3Nt#cJyO3Krl1`O4iIFOJwO=uiyQqV7rOS;!UwzEF44_!T0(<$kBs0P#r97>c?#c3Qx&m`QIbs zU~sb?1uvt_>Sx{agW!aB%|+2fyLvAL3}Kou_+fBe*r3Sjj0iHQ&#W%bh^<}Y!Z z!lF_nY-04audurWYI5o@THCL7&Xj1jLo$#MIkPzj;ZL#x%EK>)rc{Tigf4&$%mQ2&H)4i2nUHJsOlb(O@)GX9sw+67hP+Lh5Z%Acd4N}5D{ggpx zJ(O`2o-i6(IAch1Z-gJ4ep7g}@gj6&An)a&Z@kzCHO2+qBnOKnLZ9QM@$!C>2k+}* ziVX#DeCVEEE?MC|KApA_!>|U?AW%)9!h4v6Oqos|ey<~gL0nJD1IUP?KEh(_ z&BgkFq~dR zW?q4^hZat_2;Pc|8s!sHx)*G2;`Ec5)Tbx%nc+q-BRZ>YAC}Mk>b|n*;{wJMdsFNY zAZOaxbG4S`^rL@IFOu^KaZEyao_e(UtT2N=1++UKhz;~1+!%)ktH^F?gkzHHb6-wrW>uXLjOAuwCvd1AGhwEuWAJ# z-`~uq9q+=gLZeh>v&_!aA^Z3((gs@rtV)f;C z()%T({PlcK<|8r*-b3%pd|t=v(fI^u$~Ea_GCy6eXU3qv#Py6&6Aei0lYnDqAcs`? zj|IoZ+fF$#z!kDwje%(}xl?%X|6N zp8jLv&?+;%TzfpM@iozJBICQPB5?w3{d)wXf}cB|aXDiSfzvI9Hhl{;eSdn`xF%)m zluQO8g0Q_JCJY%rR^s%Dmgb=-Ojr5&G90EXWsIF`OT7 zuDl?;)4N{#=f%!Ff(NU?y@iLp_}$r$Q#VeVvld39@CG;qKEW%RI4fL8>9FAtsRyp8 z_fAtbEoZrsz6Oah-`+6!n0kVjXg|}iFm}UNIF}|&#$&jhmQx#K%bG*yyfN=S?U-z$ zSbBCgphaMT26V71Zpb3T`)Yh)nd|RiQNybjctmL3E14IF&S^a%u!>ut#_4^lzln@L z6mFocE|os_zjNF}Ek{WO2TY_DxQSW%XKfNI+4b@%d4TVk$)n6$r{=B7ryUY*Sa&ly zpW;F|=dW$EXpiw(+{xJAiCp-W~8_faK$YLEUZ%Nm9#VX;T-svq0o% z&Sz$ z9_l<4TQuOzOVIqOZhdKaW)wdtsr##u#zfA$q_WOf=^=W7?W6$0eElTq5AxoRFesOWq6 z5W+v~c!yA{j(y;n2f*5?r^8L4W?6(Eg}iyg<6vLkjGwZ#HhN?+SgqD#=%$ib%4jHs zs*+4{ZlPuVymtJ{dFZ=xX1Wy6b0{w7ufzSyyiqypq=$@GuLrdpQ4Kn4B}2112LHPW z-DGZ^=2U1UR9mFelyL%y>$@y(84np&MLyh|e<_wo@=h*^b_up><^Rd=lXS7)pTFdH zwYBF|XrIkj!20Q|OM+?!=K(ft!aVxLY0r@L1#oq*hd`7g_JK)|GigBLh%Wan3YV1& zYbX?W^n-lum&iF`$R(Wc^q9@XR#0?f%y5wdoouXWX+5~B9-ALb>@p3~)(Iv7zAMO6 zUtAW7@GO3Ctjj#$uC!pw7~)Tq*!j(06_U-50yQe&1mXSAuERg?=3Xa&AHmgO`$*JR zoPM&jD4sm-(}+O$?$lVG<50|Ou$n`p99O1^9Yio-%+W&&7N>VMarfj|6=cEj&BSg! z+$}>o$*Dy{6NZ&DdSnbXM4nHOPI~kx8`v>XNvN$h@&qRNa}d%+7(!KTnP@T``Hd2U%c@o?ApO)};7i8<25==rnDx@Rq&t3x-F zDJUtSkBRRs2gd27e77O=Ct|E}2NKQjiOq?t@;n%+?k7WtCgFp51>X^$^P{==5~ap$ z{nOPJQ^oaO>9eSEHn?~{{Ir70RAI@8+CdqeAMny-6IqIc4v#*iq#@_%Mq_O1csfo5 zY}Z%tlLa_(yF>HHPaJJR3`hzfCao8<8xZ+ouu|ZB9qOw&M2K&1{)=nkahe`d`seQ$ zKI{fNnTOdP4y*n9JCnf`RSY_~zer&R|m#SN67T%U*#VeFi7lPaEhOK3MkztEI*3Mr6 zo&tfbfC*n@WGp(e?$Sl+o(Q~e!bp7Z(G9=?oDeet>#p8Uy zyvJ2+abVW z&;BfaQp^O7`M6hwMdW#^dDB-Nk{N$UCfT>F1C_=t&hLIp+r3XU>qoGw02!rA6~xG` zH^3`!v(vV)_qz~>!~ZQF#BU-W(+*5<4i;oa6aqWIjSjI+ltrk{O9O|5{EWSf)| zoJ|QDMP3`d$$VI}!e%RA_Gk3JQrA8C*NnCis0XC~Rr9yVI)6)H*q(Y$C#PG8da7&- zWSDpz3oVm>@bm@wPnk%W&9wcAs1cS#tu?#=vPB@@X%oe<^n;r|+zl~dv#tXjIUUqf z4ES&iwdi$w71@jo%Y*pHWv;kLx-A8t%+XvJNw>Jnwtl)`4sQLX=nU9oP~^QEtGae_ zncqc1$8Q|i`5MTi%+Ss-+^?YB0nOwoz7WY98=U_Bi}oB}2Y?(x@Q{6ik24(JkA)ge zsP)o{spXkPcx}Vz0ll^EB`Yn~ROMh-RR!mjmis}Czg;y&?`!(6rWBt>MS}<91{%$V zt&6ixWgYio8Q98L3IXqiibh#SuZk}3GBxLc@p@LCR~Q%N*pG`nf%=v){nfTL_InHN zugr^kXSe@96NVnS3! z`ijb!Hr5YteX>fR)Ei;Lvw=MPKH+pa0|oSGl67xV?1fwRIEkkJ>9i*t9;O{-bY78G zm>>=o)+~aCKiGVSkZJB4Fl8&UYCCyMDxZOPc}O>$U=zbNe~^j*x8Qwnc9HUEo1gM@ z3?6=zaDc_1H~*y9sgmU;+lBn33609&H)+f1HN|Q}gG>3OlGkL+%dZtdPu6zqx|OQ5 z4-bR&ueazHR5RwjtEE-)2iBc3vtpct;SZ*Iek4qBj=?+u^(du_Ede#_@|ca09Os}*?) zZm{N@;ClT1*r#Ep21ciqbKkj#!kZC7Y{`WB@+`UEA-ZNb;x_Xf2XD(IVXbr6-+h5D zyFok2pm0A3s!-a=6UA5hMfBOmwxNo+UK0Q16__B!=0xbDw02Qarr8$u;01a7ZDRQI zyOTT8_#0jjpCdpL_^+h>vSn$8>52Kp#Byjr9{yO+9~K{cVNZ2vxZ>18=x~N`UGIGB$CG^o;dgjk6Q)bH);_Rh z@z`&ofFYyqk!rQK0R@&HF42eH7Umbz7HQ+iWJg;?)3=ikHcxkg*xUW0P@Or_UGHJp z@Hn+P{US^jxrIzFK`=fhPY0Ume}}FG--HsYGaBXu!(`~kX)bb~dA+ok&y!Fitw2kT zN|uwhyH7Z&$JP=DJz2Jfhm&Hl|D6WV=Jjg|2NMI!wh~ri%`c@6eB*TyY$}E$7PrQt zpAV}gcTuINk2ODXg&Kv?K_-z9ib;c&G}^SC8Q~!WJA_3C~XT= z)-1OI-~-G4Hq4OD&(d_Y$%EWLM(}cMpk3kP!2a4}IT<7czb?A>=jpyM?GC70D~KGS zbouU3i&fCftQ(HTnWb?U^H~m8XenXy7yHc_OTYyTfKl z1!O!97MBt!Xg;b!b;$);hsc|4VF$TpE^r^9-Q~!K4(9?=zRygQLY*U<8ZDq20*iLfE4H#WJEG8X-V%YP1K^z*Gz3CTDbirA=~BGAZQsdLmL zAs_GnBCBvzSxgVo&aa)sE$xux!h&P18|H2p2c@sCD>o(UV0yth#cx$UohdHt%2eJ7rcYw0d$%}y4FVPV9WW51} zBIK)~Rx;eo;fJ(k8DG$pah_J%#`QMfjOGq6#?5Z~yIL(?h5a+Wr0M9SYKvUYdSS%J z;qpj|?%~AOrpc?gAWu;EPr>}wG<_?%$fe{gAeKT>tHtC=wWFM5XPS#6Ww@RhB`xA3 z45cs*6h)z--Ji1J4)X`&*t+Wbc5{BrAA=RqKDWNukUphT($FsaG*CSuH8PQcBRUOp zn3q5~K9Ee-UEh&XI+4Z~SPQlSm1S){^|nNPb?Egqk?eaZ0SMaVow2zCeGD?r)!>8>Y` z3cCh+gk{Jm=K0XIY%PaevX9lbCXN@Qwdrs#vG@IIwOWS15Wi;IY%4sZ6QE)r5N=Re z55|KCqMKVr-1zQSrC9po-4WU#$!OKSPQUkLs5q52e(7)gd(!Z@*@Y}?QGlPJ5|XM% zUXJQ3EqvLI{Emm0mb;Q7-*6gSc(9B#6Qi3t=!P6fC~I*&(Q4T5_zNYWZU@XqYMX$% zJ9Xxs6RxTDJ@ni1F{!WoZ!8T=Zjf1v z5w_&QF5y1@GG@o>w1s+66l~Z=Z%b;kAcEjwCu=TT(<;oLiC$EQi13DDXpV1P*(94| zbn>6F*hmbZNi7@rb2%-cq+z8_P&xG_x)(9Xul>L|%ZMslvh7T4(ON_)4)`-l>EiCn zz|wOcRhwM%g?CdgvZh2ihjiIz^p&?XWL@w-)_L3jbGu(Iy6qefr`X4n)&vi( zwETQhgU|Kr^%?*J{RIVy>U&?~7A_*px!VW!dmewG;TqklQ$?!6omW7Uzl5n-$4l-``CUMy=$JoJmTJv3eLN$n^ZEWDkFWX51o5)ykXo z@rMc;f#r-l#Cv0aksPl$TC| zRm1xy79BZXL7nY>30ne&p7?XNzOdnO2)D#yf7XK=n2Sm+VTz!LvFoL(9*@;QMIFYC z!HGr#G?c&zjzyOGd#8J8+F!3rX9^eBO7^eM`({dF?S6L`lfNTjD!S|OW{;<)S>%?6{elglSIv`fZmWB|2>;?U}CC9lUiz-SsT% zZ_xbFruk==Y?9!kURn7wAq=39khLkAUhQ4PV(vdjxMFUs-*NaGY|Li$_dycsoxe6& zUZlBFIwI>))8niJlgFumiZI* zM|FCHi6QQdY3%;MB2sEF;=JRNujl)60J@g9-($|`uwS6xn_G&3j@R$jmrVB>#FMs{ zkJg>YcZ>tMz(c|d>nCx)__TF0OX)@ zbRdc$GuZ62uW@tOBEt9gv-BxnD+=!U!cneQ!h<&83QJ-ln4ex#GCj7^d;~zTo?W&nM^J`e=G~WGm7M;SzS6D zf@EgwS}n+W9__Z+GBP8YP^fg}?+~t#eG8dy^ef9`A&%4*f8!lU)wcmh3VJ9mhV%+w z{@Jnk+J$qo?V-LK(Jj`H$z-n$kc%x^RN}e5h7(3&-u~Os9`)A=jH%v@1h-FY-B(Qz zYgp`xlV19l(6JiNo|%xwQP(5Tx7_k@+V+wAy3FZ7!L^4Fy4dX>LvM2@|M6qcfREq>fg{oUZG)N(QB^(V!^2Ja38iiy zEBXnuPWaBJR)EJ%{?7Jg*F)z2q}EnOL^5O;M(U#IQTE)g2+nNXucC z$f3z9htV*`nvFIyGaJ_Ta{vDS?Vmj!yLN5Y_4&L$*XQ(pKVLcs(3v$|M4Rv7%7&d9 zbWPyLjhG7{*}Q0efO~a4Nq1p1Zzz4_9iQp@E1XnYUxplWZB>H58xZF$0mU7~kdfo4 zlN1(p1avpqE2Q#>^}kIvwT1M*rs~+1U1PydU8?qFqlQPQYCsWk6?guaVl!VxR}a~C zu}xo&wo_2XLieUQX6vYq{PgL>o3AC+d-Jz^1ngETodwcRZ2UYnV)43eZX)HOTX^E* zQom0Eq1~sEheRTuG&DjJr(J< z7YA96l>pMv>SY*k?iX!}Y1@wBzcxAjO~>tMHaYV^P%t4~X6?Xf0_m4HnC!jXhP3xa zchjDX`MKxk07Dg@O^#wvSg)WU#cs#)I%*{_&n|duxcb<@u{K@+s)gCj?!{UCK{@M9 z=^X+#cf!b|n3LvEm< z$KTGZUz2z_wpa#_q5^7o0*2u)QZBF?;h`1r87qNsl-f_Rh(^BXLMX#y7PDgc5{9{9 zp#I!flL9m(Pjhkr4e^WYo0Kt&`$OLRv#~qe@G9!Z;Bij9kFCX`c56PGG!==1#B|nZf3UdmZ4X++p94!4+%7koq&L2AN?dYE1&nn;#Xzp3oP^mc% zUpl0mkl;-^8XRuxsNN|bNdYASDeS*HMRCHn<-dVXls5qR=#bev_?UzHTqM$+?9(^? zA^i8fdwhYZv|%{n0hwws^W#+bKRsA33(!Q{bLQyqW*M>a28aD{(J?c3idw?|TTX_zlMDAf6o|!~#nYS+P2u8Y_Tl7rL=~OeODfE-5bA zKbo@v#28RwL1j z8?v1SI8l5fzp{uCYC2GkE0Xst%x+Pg{veH*qgo`ES0fkAv#aR8G<9SO&O+pg==i!i zzZfU{4=rQBBE_pynt_bV;?e&^zOM!)8J-FJapMiGm1#FFfbw|!qz!X#a2s#XN3IX}w2}x0Lo$`{FsKE~ zOo8U%YJ$uUKI6SSnjvL;1L#BKeb+?5lz2=+Z3E!kbYYY@1QI@5%bHi@OWwjfOANwq z!97djX7RjC#RCL{$3FE*ukyt91Z%p$c+l?Ue!D($WaUp<^ zDCF6VQ#tkYkK5E4aO6>;QesyP{(HS^0Vn+sB~TZNCDrf7N21G5I%D!vu#!CT9S(hF zt@$3VVv_d4VRqA;2L|*zooce8DcbWIU@oCtERP(#aV#@sSLsvlKZ`7dEp}laRx!IP z4x&}9)cR+ehd};eqtBNWdLn1DJ_`e6*_iP7GHz zhow+pUH2gW=E8T9ImGy-pf+jN;w`dn#-nb(036hu61S_iA^^Yzhg`36XU+mqMu@plHi+3AH!F!~j>$_;9j*}0j8T*MC9u8SVoxlG4W~m$D_n4}<3%&az~R zT{{VgFPvmrI9c8xa`km0K-c6S7Z=KFz7TxK6;_ky51QKVk7l*mMSbY4U?7#+oLiahtduPsUn>mgCY4n3f zMWOM9{EJBkV**!dF!S`~RrX~2&{<#l68;uWBz+;h2sykjp{A7o4F`16@D0LBgvR*FuLV_zvEz z^7Jv=aH`8zlz(c~FBHkx+AjbCA+`An+lbfq+XRhoA39$XbTalR#j1;EG5_u%Q(T_A z5L`)Zwqu&ZaiH*~Fy`+Lk!-9{>?p(z($Q>I#|?cKU5Vk!cs$vhwgciiS@s1XFJZ#2 z9*Rq*olVG<0;9K%B zk$wcOdRgo5J*v8@cLc+_q~pcOe-6nro@g?r5cesBuYAKcY0bV@PiRkr8mhSfSKnm1r-e3} zny~a4U9hF32F~OmVB?(8GJf6ra1Tl1P}`rA>BX$_Db%^s)4 zHvS$TiTkJ_D|o&_xwstz^~sx@Q&(M;0b5{cP#B)T<%#141-5>|58D7T(Kx34<=HH* zIGg|QUlrKMv&0&yDD@7QAz;s?9tyJG-&|6W^f1e;(|x{Mu*+%Q1LPm1^V%Tc03_u2 zL0xtE1_>DBYtmTFjqxE&RK$H#f|YJs2&4cMYPFUbdG}Xn_T(;i@q zRL`Od=1Bro7!?beD2v=RI2lTuNG0kUU0=)uWc1}`;TY2P=^JQF;uiV7fvNSMfdWzxgHdc8VeKG`Pgko(d&QGjy0@46FHW3l#;yXk#GDl zK=Wx+0h*f@*xhPI57*7e{UeKAP9N`|fLe^uRp(8CZh}136jy z$*@njJX4RnnPZ0op4^cF3xIa3Mdw1`UC0_`CunY~)H}1Hhto%smolF%fc&w&1bn$x z4w#V~Yhmrwn9b6f1}ao+fQ4-Q#xreUj$Pii27x}ZdR9>|1D5Q|4)-ztcX-~*tX~yZJ@zJV{c}k@?mpP= zAM=vQ`NTbqzCbo5%T7TL?_96h5yWhfwc+e_ z(}2Wc zf)aV)u+Pm*+G_w#@v$rGR|+(J#}%tpkV4jN0~VIDo;w>Hw*oENh8MMbVYC%b&xn40 zCQMQvZg0rEsri*px}s{w8Jk^nxE8tTS^MP;5)rjD zk+2-=C%FKC2jQ8>a%*Ae7FG-rq^w;`$4Bmqh>P=$b^=&l=ElPI8lui4#>#l&Y6A=(jF* z(uCNy60lQiu@lD-010Su9Rg18>-c^#!4gqkQ|lA)-Euw<8ol%-n&0Wm4eR3rd|OR` zoMkPycM?D5lEK`!7)86#26a>m3;1I;k$2sb0)?500)BcZ${b#M$-!C0c58U5cVK8jByts zi`YgOZrAI`Lwq95?6u>(yF*(5EL82_+@%k}T0MN;_(pmhW+C`jM^gQ;cp%*_Jl5@W zf`RUQOGBX1)aqHxK)SzqIm3^TwO4-ntQl3GXlZ(WRnEqIrk)T2uXGkl%bI3%-Y{sb zuU+L=uVEhMqrBil_P29IyUo6+MNR|5st5ebTkP0Xm2JjbVUb<>3t3H+nm&RavuIf+ zo1IXM`ppuWp3Dm2_IT(+oCA5#8`pd5d-sPSXHjf=^7OLKTA7TFynUi^ka}P&^B+_4 zrK*PWe(#WLY?mAFHW>zU;a~aVm)V{*x3W7d%Q6@cZ*fH5s#Zp@u|BZUALYL?$;1Xv z_AbsF?6<3B?Q^It9wgSM6(fezMJWgFF^`t1>~8}XW9-DKsT?{%XLOi!O9AN|d!L}F zhF;F;Wt3^}RtNs-1)7X>w3ySp#sw_&V*W<%Pphm2hI%#=+rNa@B;i| z%p7sO>Iyb-Z$k@M!)WTOM4Io{cZ>1-IWP6WSDvM8fNrDp*2p^Pa=_hP!sg&gjhVqs z{TMg1>-6`bg&)RSHL~k#EQo%Czb=~}@MQV*h0U{V`j5(LS0ZaK7)P`5{Eo995kZ%! z#+=@lyS%!u7fXOd9!Sq3Yg35k(FL{pd$O`q7Vm^rIjB=tn>L(GN9aIPB)NR19~q_@L@qzZVO? zQ{aLmNfh0YwN8>V>_p-?Yn}_IxpOl zvdgU%I=PyNQy3+$r|WGy0`9bMiNYW`Q%VwbXW^8_NZgsIJ4c+_5V1S6bmxWJX>jy? zR~Bxi!C)O&y7PUg(}AiQw7+zEJm^(s=|-}H9sBpncNvMe&C=zT7*xLtba-X%5MtML z64^0VXJI^DrOnFviOjfX$gS8ti1?*Y4i+m0m%6#K%}&EFMJUAz6uae3qAkZwolGDd zPX$+M_-4H__sg9DvZR3X((66x0GIhCp0irg*vQWBBpP>Ksb3yNt)UED>Xj=!;8MR7 zAgi0%Y_?c5ApTgK#;h34|44>(FV~gdhB5&?8r?2Gmbbn8a?Y=+WnOFa?%{6D1!pH3 zc01+R$R-GOdD|4WwMGx0E9uveI{TY0a84pAqBb|NI^laLR&PhmEA^GByhQT)4o|_- z@jL&gEp>7&=}9%{9wm8}t5QWuv!!mAHJ0Euk`u)2Xll6c-n0-@CKt{T$|Q3ODdV0h z1in6SULu#>l|r_M{P#$+tHzMamq1huDoN%Ma*a1ynL}$4C!Ip{VVzs@$qF*Vie}c8 zPH=W2lLFb85|kM3X#t_Nw&*1?26Q+Xaf6TN>hcG1Y7i8I2|Ha`hAayw z^F`MhOSsSA-pG7%)DLbV$|xc-M+P^MNsF$bOWceiGM9q8zt&l<%`Ug1*1)*@?89?% z&_?>fd5Iu(iO5`a$=1Ab&#FP>gS`Z2TKjz9V;nGfGVjC_O-fWp0 zEx+-=O^hkQU@#Rc60v3OrWT1V!Q(fE_5>1Iz?Qk7_Gg;_E-Sgm2oT!TL*O`q@*b23*P3<535lsUVOnE=jC zOjMiY0-PyxlRD;cQ!yNa8eZHks0B=!+te|;>*U}Q{aQf7t=r{4L-4PZipEhWLg^2t zE-}9>pUKm~Th(`Wr$Zly|6Fo{b^hy*Pds>2k=d9scSin(1udwn<$;gGrz$Ju=Y0Mg zLi~sM2~*}gWDhD71zzQ_Qu4n1a~T}pA?3m%oGEiQBF>?}KD>5*)o-#I??OV{%#^uT zKvMFcg%Xsnm*?a1L}LsceZL4JNX3~l7XX*>5**yPe)=!v1@H3I+#@m_q~a`@J5S1U z02iOlTa%C6eg(T0gdK$?b2h?DHtr{{#fi>!)uQ=g{P-J*I)M;p${f^C>A(@5FWjHc zquW9dq8#(j=h5ipBcJC5$eAT`Dexo4NWdoKYj#>S-3706e@S!U@8{oJG1o5xTvk~! zH-=0!MZsmK=c7wY~{+m)!kGLIDXfv4}$agUb&~myMN)}oInSyIY7Er zBhayZ{(t%8Xw8Yw#RA=f4=3=uR)*r}ixDYd*?J`brf zO3NHbC`_62Kvn;<2HE5I>j&IPS13vQEKsUf>7WX=JT2U&2^G6!ZTOqm;lcN|OR z8PYNbt{hY5rl3_fa^U1;4qG|4%uPV6N`jM@Ic&4amN^@gAW3kxw9H{O6i(mVZ1zEf z^#mE+k=^is;Dq|-xOGcGaPl&TffINOih6MJGB<#VvI1{G0Zb&g`0_G`Rh)(T=2U}| zmpSY~h)8=leT=2RS&6jFLEuE*f&$QzSaR>m%N+FZ(M8XLV}j*N{Ys+g&O=s2s6AXY zxUu}y&@*v0GAD3yf>_s!^h_w!9?mzU7`T|Kus3&$Pmrt3L7BS(TM^%4aU0MS_C#~o zJ2rj&GFOl;?_k?|{^ai$mTvRl_%2Pa30-a#b{VBWIjnYp&!_?HY4EX@Wk=Rng!Lfb;4#g$d2BXD44F z+YqMjDv~+q=zV!Gdst&?pCl|kB9Y9U%v6ocmF)otcjb2!(CljSw}vsGUy5X|?Bzki zJF{a+W={l5adwwTlZGOhE7*&1OMlcW+a9$906ba(V%$*_ zS&1T<1DZ&K`pW%5iwK~Gk0cGsWDaN|4HH@e!IltDoRG`ob#6lDfF{y)y%H5rzA6@vx{NSDQOP=nd%qt!#L%ek1*iNa zsqo3}=}K_i7q*3z{>B=V05UZ%`?5yAs?8GLzm2Zq6q^^j!DX4{g!RzW5Ab`V)VHr# zx69?jYd&FIS`}bcf1%-e+2UFK(PBb4KeVBOg;oW{(GR$h|q0|LXJ$p3Xtk$ol}rJ9P^()}sW->)LPD1Q0hD>lO*v zkwkpA&(v>dznn9a>oz^C+xt~u`$B~LJraok-CtTEL^*5StxN?D7a5*+m+Jw@WF}u3 zeaX-40>S8ZIh%c}fw11q7K_=3FM>0f{NlZ9`j!4GgW$3-@8ZW86pX;|XEY*{;5LR{ znVW5R485E8QbDyF)KgT`l3|p&?s;tUe8Tz^q!zL?$|tg436&(v!;@KXWfP%R{Ao;PeI zHXd?$JRJ4&$<{o!OzE`F9JG*FUMQVLpUFyrQ48QQD)V)R+%-*A*QS?`x+mDTfh{xa zR(HtFTLG7agtnmbTFSkQSk`V$2uc|`>J7P7OW<6+Y!OC3?0YSSWSCzWC9*l7sYzM8uyFa(DYUcOorTMI`%&@ry0LKiXE2}CdV=2(aB1tny{fA@ z?WfEQty6Y8L5Cu);BH0t&_8My5Jb9wi1gm17l}%*p(9;-6A+LNiD&@nBE5#*kq!bvBsA&028f|b z4?RE#C-}VYx&GI6KArRFubdS32Le9DJZ>H$3Ol*e*^>sgoK1dL_`lBJRl|}CLtkt`0ybqDJhL< z^6HHncD5?=uk?K9b~1ZS5URD^6-?(1-c{(N8auax)2fng0 zsj)2y+ca>lK_We&0S7_^Mw{OoOPiaUr?27s|L*sz&FYe28@t!OznTrZpy=5<_tnIM z{3ZLIvTOgiW$;Qy7TW2Kb-4&huAFZRT=kDqx{I&>@N`e%blG>G{R|3As)4Oo3!Ekn z#$NX>yY?s0rWJN>0bU|efdJ+MErU}S@$|nEn%rAH{a45SWf%L)n-?cG7m1QjY49~8 zF7RY!oS43seZ_&eb0%!F;K9xP#@;oaYjJ;hr&!H@nv`B~*Tb-T$+gg_ebrs4|5nJy zv)N&sdzHqmYp(3PAMV(n=U497s`KGw(7~$y!?#V31fl$}8e{S|>ieB|o{tYHzB32e zGYlz}>zo(uWPmEy-pUnwx{VUaO}y4>4KLae#(O^A91>bH=5Fr`HG&ceb2f zlzrW>Xt_0f*YHN>1)lhkUkO|GXpw8>xB`39)=BlU@*3B4^qNG#skhjUHT^Z|ZPK*6Fx*XJ zCg3#dfknI6KSU|JKss_z_hRcOo{tNGc&?A5RTowj7bFA#TY7-^;dPVuBti5&8iWA1 zy+sw2eYdYRp7zr39*y>V23ogaKb8n^t?`dzHAo0LY}*AZjaQA9Ii8fwJM{;1a3sTX zq47^##QC*2;cD-g^U1`jXr!F>HLfZ~_^|XR@hzem&dvMy@`)UV0WOAP`p5n8@)4*{ z3^&^_H{6o3)OG#7Z3w_g6~l$V2uI>%y^sGRf%k{YxloK`4g0``NE{R7+K)Inu#sDi zl|m?vcgw@n$H4cB*Ho?7o-i};8>e^HaNtZgwD&S#X6V}94hLIDM+fWA@*419E$Oey zTy~M&-v5+zLxT|PzGps4^*iAv=0ENaZ!jE4d}g?1t+W{(eVSp6(Kw-E>aB)h-ut9U+hqBq1q*(+m0Yexsyy$zTM}qMD*~@UG^zJ(B`CB4v zc5L#U>-Nnt*KgcFU4yyt&u};X4b~ek|Bs4i*#Bt%hUN`|Yrpw#Vz}|~AK)ARFDm}e zHnyYDfTe4PzVYQ>YahQ{`^f*7!bh~+KMDU~JJH8fcV8Rx+0yhcx|OrD!*%2`OdWJ} zS+#Uz0jBhZzTtSvOKbREm*`FVmn#^8=TKbFHc8ejiX7rsZ8-#j3B zLxBI+YFE>n%RMyR|4O6wo&)xqd!R3{Ndj1jx7RQoG%-7>a~mc~G%`ET)BUIau_Dv- zCiPFnIo1JP0oSP0$Z>Rk!$Y|;l!Fx_F|?f{wvlgU?N=tGBZS${tM z8=fTaVF!e?82GT#{pCOH5}_*VT=qf%|AX)|+Hk%>obA`mYv+DR4?$K2@?3FO3%>f# z7PnBRo04(@8Yh51`q%3%2@&|%CBQI0DDeG%;)>BUh!b=D{hLqz2jfeOvjd`K>BWB? zN~6I8Ty#?1qqu+j{?WCLqKRN;{RTMmy{G?`2Oog>Tmrb8d?)wsB{_1-c3nybn(?K$o%U$aRvNCR;zJITO0Iqh~i&d5VEa!r< z4%rV3{3vk783WL_P0Za@=WS{38S&0gY1Fkccmz&=`nTo5Qr8=taI}Fq>`ib|+D-aZ zi{l4i4VQrUq??dipQgiRH|!_3vMm-m&qw2W9x?2G2f~&I`L3RPzdRwh$SDtn^_ zvZ-@Gpnl`qTaG1`(ajX86BUFi)NQwFwca62qD_88trB?ev^8hQmC1#w=nuvx-7%A- zY?|vCxqJNA_4kvf9>=>;Xw)9P*EXD*-hf8Kyn&b;mt`+9^C*Imd%=dPPm< z8{aWNvuHRsGqT%9rgC~e$iEi3no#69((~RA^1Uc}PE5eHTCLT?59B zwy8h=`73z&$HOOjC67bk$D7__S*_;RgQ;<*4%$2 za`JU|+1t=Olyke%0<-0W*is(Hn5n4v2t0#&F|9B@4U7hkOeXU0jRZ9u|7j(^ibCl9 zM*8<46_rlULy!?pP6+zm?Q^u?1Be0XTJ<^V=mQ$xq0P}Q=CF&;r?UndrAlxDH|7;L zm?g=hgK2(jeZvmbdCTBHWc%Cqe*O!8TE4S9B0#vMhDrR=2Ga663u1!Y$FpaT*d@Z3 zv)(4{rPD5zSx)Y%j|q006`?rF$WO3BNym6d$HeOpV`@exdGq+J z{0AF+@9zgSJ!rP~{4R;1<`c%s%u9>~D?b1PwJ;K_y)cEPu zrKStxHAOo-WGG;q{p4lo(}fxLUOkvnvYy+R=>&t7l7*aK65ZU1s&(f1Q6nE5cJhJh zu95wxA>+*00zl|nnDfV5&Cl_IdRh8+Gy`%ciFJ>3Lhr~eadRx1R--LOT_aC8>`AxnmraBgZ4u!{_VN42_?R{{A; z`%pi~boTDL8pJ|2=e7suP8Uf;rNNy$>MKT04v7Aql3Cw+1&mzu%fQT^x*6G9rdK^; zq`x?pl#upYe@53|sX>qh{t2fGTsKXJ1@*x)&nQQ@?d!VW0x*Rz^9qJBaiY3T@>>+{ z_9QL=Z2aEQTWWk{Ah+B&v+?xo+8?cE1~QxHIzLV=U%gxejgq5C!>pL=_hdyj8Z8F~omnpQD#>cz zI8a|H)N3Hul0 z*W(LAkcCa(4IcR@VfI8#Qgr0SCPc)iytgKkgEz}z%%nf>`Apv9(^T1QYUpGCLf_w79~4y@G1sn)4_h$V}DdiT?geZTr3HUwPV zg|^4#4TcL8am*7T&5Av379L0Ok~Eo!*6r|79O#S9 z&{2Ra7P`iu*_!iH3L^041}~v-QaOy70xeX88%xO`?Qi0)rqyv1cCuSoPaD90DLjCT ztn;W|!H!C0r6^HljoJO#2v$`J*zv5Zh6@)Np{A8T`~_;2)vxN0^}IEcCuz#p80?g; z51URw_nS@U9fn3l@JkDC8wEWBkn>lXOS(C-E%ly-bUw=ZK@y6+>5maPo>&e&cu`xJ z1RbAJ7$gAr(WIvm(lyjEwqb;L)zb31J+w(4m5}^4%7Y7(>(}1vNnVdupjfpE<}q2W zK8NrISDrS=RG@>&_+6pVwZ4U|kn6C&`M46UAsYzg+eZq(0+@WjNtxgPz#kyUL6B zJzRdTLh-$nk~8}}_7ICY#nY`LY(uYzRmsOIu0v8OF-y_G(K2Xly#Zr!;=u`f%=@$l zXNVT+reTrUhUqfI=nQC6F~s7IP{EgB#-Du)4+%=j6knYr1s;EaKav$Y5~cPP9c^gr4SJ$M1gmVc zNgj&IsbP4WW~xIAk}kmsZND>@p+rHsHZ;cqwoDm>K?~bWaG)3OY7hA z*hA7VW~^KRa}nM?Z(_cZ;eeJ(5aewAz2HsXT7oGXhV=n2yKt+gNzD$FJ5z_V8m-&{ zuB*l?ZMvqw3P)X~c!UHUCFs~VDSPEkJu$mSXrXy3TId}FyzjWl5P>dhHH5uFS@aME zg`>d%jfC8D{8-fPL28B56LR~Xz$!`IXro+-^Ki1sxuA;-So`_?iSrH1IGAgi69QqQ zq4XJEX=-DUlAW`3r~Z~_B=$SkU1~d}c)G2vS|}~YTV#mEAb?(s6AO15J^qXJKL3u~ zia;aId^z+O-X~b3I7V3k*9FUdN`e^X4D59 z8JRZ`Wyit;V;l8iNI$p7>>zwlK$-Ws;HhkMq;4;&&ywDTwfGngGxzF~@dZwbo!xN* z6>CfF{N1i6QYK3@F*Ry-bC8ctGdX%;L+6BOc{)ydp99Op#N*)m>3q%GnOKAC{j)&g z&+XZQGN@K1@%we^`1!mow9FYHc=NQ4*4gmn8{wd;7_Mt@J`&0ejSgkK8I( zprV{uGD-VM5|j@u`>=kbs`6w|oPWunG7F(}ZYsK9>+(0|F^PzQkX&Wt#16^~5$+F>k`IR^fH~ zTP<;xMPbly*Fs0x(u=g5ABnJYpFf?^$2-n?7`audhqoyvOue8bU!b_h50x-{R9EGa zC_`oS5Av9xZsiXX5mt(KlnnAF*tLe+zbVD_`14t^tS=8~Eld+=)a`iD*Aom9!u-L! zCwKH!qoSi)^>pDtFmV_QRyEo>jRF*sp^ta;bV1_wfC5#H#&4UlJUWb6bM+TU9O?3H z|LBZw>v_$Uw7KVqlbAH#O*c)9mw`kdP|MRii3!#Cx1jGnD^~dKKTN-kyb6Mc8M}3l zWXnv0zy12~`&&jWwQ6PRV$g4^pz83C7OmFgf*nDZCTAUrwbIdquxhH9w)4*Cs6kqC zP)N`Fm+(EFVjE95<0w+m5Q2O;_AE*IDCr;uyQ8@UV*6aoCn1ElULe{i%fv?ZLo}hrdeN-rWO6m>MXcvQ5_aCg5|9xra zyY-m*H7-IaX5pPjkr0YBZNG;_cW>e=nnxz|HaRHq7oKP+S$Fag0$`osB0AYBgRpvt#43(miH5{NTNQ&1a3;e#m zIS5+fw(KL7Dhd@f-VFK;3Hb`1qdTltg71miR45f1JRTr`_5I(VaWC5y8NZ@+BYfuH z6qz*|e;?Yl$;<$AcI11_h&Jw!qFR7{bu`kgPRLlY(Q)y%m#z^ zas0lug6X>1(nP*4!@}BV@I)`){>w?S6opFd0lWr00KI zLvZu2+$01zE=Mh8JvGUTa~kP=-sHNgFjEw4qKhzZL0vdmhZXblwTe(wBk8Aw^@Nx#gzz3xl|8)|5El~Zu7CxVIot?fCL(`Cf8|K^kw z5*c)i8~)d_ZX{Y*v1-g}l8F$&7Fm#j9-r+-jy92h@CdPj=0^L^orswQs8ZnC-)8Tn zJ;_9NB8O5!FH3QxPw1ZiQiND+2t7$akH26}Lz~ztqW8N7ZQNh*<(P%BViQWG6l#lL z(H5HzlW1vLiTIyd0W8L?-l!qWbI*LW7x9XhYLjWr3~Z6S9GRxwUW7TjUks2}$DbD! zlq}t1f$x=Y`UQj_p97>ef=ORt?!yFzIFN3d!yu=SQ`nUGZ)>P~7?3;fd-S~pEb$?s zn6A5S?1>m?mTq(O%w~V5ocXY=4O2&Zac9Ea`5i*d1O4+5fw?$tQG|fsSI?>*D!7Wr z3M8Q}2WJ%t${Pn{l|{fmBOE24Cs+wFV;fYHnk(RLm;SVw;#WsJkCQ1g6Nq5P0lM|V z$;g7^ts}eVuqIIBSubFl*`lDUw1EhgBsMx=5Btfxo>f0K!l*N)b)^w{cU`tz$NGF) zK5+k4!3m*5r=@7aPBcN>p!V}!B)YEYHR>vp&&yOcfSVjQ9Wviz zpSug2-}aq$+KsaP1TY`1t0S5GNKb}~Q)O)TCc0wWUrT=J**?a>Vb_Vz9TIszJrnb4 z;jj0qyR9ils-w;^NEMe78)x%9W=)lkbvghcO*28ge$Uv3#`Q=$AmK64b>t>~v6}zEKU){uvE9x;h zkOdCd`iZtjm-RhTf#kp@EG7892eYim6R%`iP2(=gG@0u3l!Od(BN-RO=AXzi7w zAZMzjU)&cS^MN3J?xTjTO_WDZ`S{qa#g6QThSr1WcRRc_Krg%0?`StK@cvE!uc_Pb z1$&QCn-`bOKYYx0W7P^*wS0_?L;FOd3BbixL&jWKVRw>u#am+Iw;AKm_W9V0iVv-u zZGTyRngD|ZuBdNm)+fB953w*ww-JugIZ-Zg=_>$FJPA5uB&}Hrr8INsCKn?V+}?5`u$b$ zyLLylH}oM$iuJCs2_p-id*rgE%9wGlFK1!U&+QF;u`c>Mg!Xp?WRD`d9)s5L$%sjI ziacXy;e5Cl$WOK1D4FLYHkDR8;N-sE(!c?bD4NS2&WJ?nMc}e4#GNYEa?UA>55?L5)5H zyt*57A?Q2&w8y)g2m92>`wkrHI(%05U9(YVJ+Y~wM#U&d`r^HN{N$xLJ=H*98(9-U zP5~U2YDuB*k~^EA$ajgy6x6>m^2&60OiKoe97C8@X2vw1D5zJ>Mnkh zuF8|iM~O>(Bm3}&)Q+?GubSWCV!>$GaB@L@q#@uASJ|q~mQiZW)Gz|=lacJPc{YS+ zC!do)uk!309(fAw76U0I30VxbikmRn4DB2B%u!qjUwKODpp>@S?k%A3*^wceQ1_%= z6%-|fLaC%+4H_oEzj4)nX(?WIG3%o3=C6)QPCZVX-mm`VNSmM*mqG~wI?|Sez}EEukK$#z@*y`7>I?tFi5u#y6_8ag_+|6t9+!m zM4^jzJA>hrQz7!etQ!>3S3+t1`S1(CpF<&f-6jdTMb z!rW-Sit1&0$%wZR-ycGNQvB{LNKs3j^bW03*D%ndrQK0dc${K98x0*9RB3@Akv}~n zxhM?EVUMU1s6a6y(%ZA!G#c&=FWY-tzK7?b^Tqzov0!7=)9tFqj6+M&Ektrg_Vlpr zr@M`n!f&TYlhH=Phs>=Qh8Gmn+;bex*`yz`F0eeV2%d2IpA|nyQgu#Cw_Eo^pV?;) zS>t~6RJ9t_Zmfcp#CFOul30Y@#vy3Z7Cvm5>ACOvV&OpGgwjs1BnP1LQ}nu@{>{V7 z`wBE&{ku;HJrZvw8LtAjAb>m#rg7q&`vL<~`*1i~$D%ka_Gd~{ zBa#yKjdm)6Z2*c&E5AACIHdVI>hAvl*@fU!frN6-(k~>*8556HB;dn*QtA+2d&L6H z_1jy0o+OnGV~!hX+CU08V6y>jKd;kp9;2E<l|8o6m(&{!O( zs!=^BUoPtfByhBAk_h}*ZHzlA;NzZyK_m0hmoTuMe~pH2YC@wj#vWU;MZ=deOqn0| z>%$iwL!Qhe)v`#c2e7%JOgx5ezJ&z1X0HlkF1jCy*3vUa{|3j*_UsCI&5{+@FL64h zqQ~o1?8~*~7xF4u|Kh!p0G8=T#j?ghavWKdG4SIsWX;*>mu#Zi@oB(E4tITa#m=_s z#1ePwboQ1H{GYh68#PEmaJKE>TGW|u=&d68a^G3UUa^<9PINB98}t-#M*JbS673;n zl{o>zNIyO3V7QMOM{DusaUR01u;oQ?$DX$_rgrW~)hylNwm#=3^`##k#-0Kki59;1 z%q9l<66VWYtJNzM4OdUG;xBm&HMMuDG6@Tnw&DP zO}O7}&@A^&)KoJ{DgdF1KoNLF6bi~DVkG;2Y-!LpW}xqXN~NN7?YEaINy>ICvU=TM z3%Afow>i55w_mOEr;NHIdS55-Y`}P_+yB_eqjb5}?x2o7%(t%@Gq3!1$!zoUM+?>n zs)ik}kVP}GWGOuh-Z2_n&YxxDkV~(0(H{#fzI-X)YP~K`!mxNxTLzb0wo%dIHt?;52#a7<6;$8 zrrI&46C_v~>?>L~|VPRN_On2_{457uw`Z{KAx z`I=3^gCC0Ia5q7w6Zt+Rvs5VEa}>?fr4<@GjbFULg(nmJzJKyGm9T8}y%4mLO^;P= ztLm!-q!@SyOI}4vq1cz!XaFE+aeOa<4I48u$hGqHT{XHVNTF*yE2$rJ z%R-tHTMBZJhJd?&D@CWWuocBrhV&GyEmqGTG?&B3AN3VIZxAJaaFr;8a#QMrR_y4G zvG1*h2jb%&qFMe-eB7Xt#pjL=N$jQ59UPQtVDh{XE^PS-w^s7grSg4&)^4)NwuDu& zR#h)K$l`C@x!+_W;gz2D{+scGi06E_zj1}4(+?whnzGA>kJ2yho<=>|n6+ibX}kbg z96e)XBXU!~8X-5n0LnDJM~Jm@1lj3`Flv_-HXtxPM?lW3m09vItr>r(a{I@f537C4 z^2ZxIpOAj-L!6w~kbR8}WK02_30rHD^?SU511Q#-LeBu)6u9c#rRu`f1VKKRG#y{N z#g+C4usZU*o*|uuao$o5GaFk4Y{UCz>e6HJLu>?t^P+ov@In;EtG<`1I~Tv3b*6{C z!E{6^Sgwb@zFaCvonXo$Y$YOvBW3g(cc_vGX2&wfq*r%})hUwD_u+a8>EfkwUMLzT z0hR<-jegoeUZWi{+>Z`8bf>1%^?5tjqx2Ek+eR28vMViKZ2UZ?+RDB2>K7HRB$vtW zU9{2oXkkDat5Jf8tP!RWfr%yrYaJOerrK%S(;KE3WmB1FSm!Wd`LZ_~T3@4l3P4Rf zr6svdoWv-aNfFzuUc0Bwp&=HY#yZRP1Tb1uvVj#rfTo!~H+Jbpi{LLwI8s;uyCb+x z?2@Ki$Hg3D7*QObZitV=d~8Z^JqwHjJr5`@7otv|ho!_5envNjN8poSHYFhU6`pM| zm0A^IR5F3O<&L>^G$1Me+^dkSp5`$G8HHA=xy5yIkWj{sJ^1-t4I}5im5rUdWWW21 zYqtea`^7>x{kNL#2NcH&n^(g={;Wyz1^v3>u+r4PgpP$h#&!st& zZoF=OpXrslLoW~r_|g+mEGH$T*7XR)QAi1W2Zi|S!+hV_7Z#KW@|8pj;CD3-#+`zxd!Ax5)f67Vs!pGnu-|8T+z1sfU0m+5ul!a2&a43-@)6 zNitZ$>2B#L`+;_IunLM)S-RA2;LmDmpjX2VcT-ir_ZOG_KXt~O*u~Bn?Hdea*Ox&m zaAgcr<-R{cGJW z$)z}>WM=UBikSv6%7>LoQX90O*%}PgfHOL^O5LR|$km`0U8g0J&&1xq>*DhQP=g8- z>GC>AIMWzEzwvn6%yD9cU(o+}>|=;2dyyMUw_khdk<-pFzWb30n}ZROI-9>=WC+W) z70}<882{GVWf??&aQ2!8R5|cCkkta_gd!ES=kuek4){gTD%NCTtcY<5N8dlY3}li< z@zLPga#!_4)|>6WkFn^pxiAk2j&%@DU_XQ_nBXR?_uF6SuIss`L`Ti|#{?y1_|7Y$ zNJV;3J-b9OL&xvXX8M$!WKZfF2A^?db3Bt|xYxNK1_C>P=Za=7#-Vj3sx+XMrB{C^ zSg_6O-rqVHyn`u~bPZy`mS~h91j(j|rFSHU4)y2=YM=~Fmru(MrM&96SRX#<>&T&2 z8EM!@NOq`Gfi&k{h%mEesNUQc10_b;n7yGGbjQq_p#-|sJP&CYDO^r}0%_~}U)pL0 z-62Miet}=5faR?VUxB8?H=V}E3eTkT&AJN)`1P~4$Ur+rYO>i7v+#Bv^EUCH58;n+ zOhQY@sAtKN27Is9erA2K5H^w$xB)-`eP;!6og+u1ynba&o7w#4V{Ys_q@MU|$a=w`(D!SD{PW#QP1O+djt zREm=qejglPYfzpSq}p6)p9#JQ<5xKd>u^~9tIL8b5%gIjv zQ@Oemn`9uf>G+?yg5*x|uAR;v(a?ryz;Ck%ZmbowJ|A;WUD`>7f3aH>G^hZa;(C`! zh6{A`={<@~LVIElMqWAxlfwbS!|~En3)NXP`up6eNkq;Lufm0tIU_1degJ)@PAK=b z!e4ZVHp(X&Ei-Df;Ns`gvxEWd`h*MI9M~lD2D_XzwC+TqR0tq{!hmo6C?)$Yd#XF506hB3NEaf4D2D<`=tVNYYmx4lIH)OdWI46e&|%zQtm} z{gfV$0KP|f@Ax3Q2KZ@joT~O92)kzI5`9+u`~qV?@#Tt@#&Flax7L&ta_1{jT z==bmNu*erRq&b%OvS)GL^&1nmq?PiQvS6YOuoYp{FF-4Wh$@G9)dv5$gd7uqyOirx z#FwH8nzT2K2_5NS=`f>Q;2@c$Faje9bmtVZ2;j#qB8fKWTPJg-Hfh7jdcS#MJy>|O ziBYlPa9C!Y*fNc2yTX@i>%KFq#Kkmh7p&zK77P?7p~LXK;s$i>K8`tFz!AX;#U?qi z)Fp4clkjbzJ=J>$e# zb`;mInZPZG`@Un+7FFrHnTTeKB7)pQ!cIsgMnVILm*(U^@@-W^vJ+^?S<1QZI|!92V~A=s-dOhxRK4*=$ws zCNMpK@i_cpiNpXSfIe-qC5z`QLq$6w=q)GRXgF}LoADsV$oE~R{Q`s5a73yg0r=t* z-FdLBym?&OO%LOVBy~T}5WomNi?}BPdQ5x|=GLV_>acUbla^FL0dk@%DS!|6Dn+aE z%g^e;EZ@Aw^e9|0nP;>{{aN-@IYhKR0%>j))Rc+jYtnX72y-GZhHERT9YqbZvSo2g zTtg_7$KhR+8=1C(Kt}-qtjjf|R>g0c7b|8x$=9-P=`KuG|1N*{JfhGx00MQw&hcTX zR`ce`;d`oZ`6RUcaK{<7O2D7!33CPM5DUX}Vw)Oequ}l4<#5*5k844Dabh1dXTERi zmxT3iTyPFTW+T=H>HglfE$UsKIr4IZ4}1UOV`+fkmr396)exk)i~R=UHu_WMU@XOc;A;l~ z%-lzj&PeXpnB?{m!1%rsAc(-=b;GABMN!+>N!JIk?_#49=OyKyBP_1Vq_i~58Wpqw z)gmIz(Xh%C!rI9tx=Qs(gdgdndtdxMZ)ri0mKUoTZQcmW+rbYS}%1 zB26?gS8lclA79O{nN>LLAsjf_?M(zO&Bc$jp*rHc|!4iR9d^xL9wA6uS}Mp&VIB3H#0&xu<4u8d@t>k8SNePCX6UC2c)Lh$T( zq6Pu@2Pqt2X*ZebWj%C;KZq&-SbVd!BDhkVW$c1q{kY&RY@L?2e-BPoRnl$@v3QkU z9%*twd`J-K*cp8yYe^3qJXluIjr4r{In@Q*jL-d;ezQ=;AQENX(YMi-`~k+@{{~c2 z{@pqx$}~z2QZiNEqP`!U85n9|(js{k_SXGFA=}~6>Ev#E7d;itS>La0PH7iA)i}I! zA@gXy_{FhC*%9vv%^u*tBY5-xEW}iGbT^5mFQ7#mW#mSEnmj?v=h!`L`C?JW!nuO28)XbQH(pmXiw_g#|!Kg%3aw* z#arbpp(GDNoKwu*8==XI$;Uh;`b{{Mvzdvzd3f_ao99osJYei)zrSiPS6;{TZrOsg ztRxhe3DVNs*K0bk7$Q&M@Ul^K`nH`wjsubYPFPZ+lI?;Bb}BAGOkvLwiDZfTAGyr40Bup-~IDDWtz~Wn7Vr{^4t}wsMC_ADJxWCZ-78xLEALb zn3WO~Hd+c0z8}L69F`?^5Xc*cyD3cQrww{9aD*`JkA7U1pXuHcq&ZX~q7IEO_ZK{P zpV%6a`c3;cl&-Qn_UTvISw}D3y>KfL3Bsm*?n)wU-qD z`@eqpWT*-5V{cL?xYF7%z)uy{4P()fORsbR9+$V(Fk$d7-Tbo3hF$?t1?&$is6kC) zt%hlq3Fr6cbb3$bAK|)oQ->3u_w%_A_m+8(CcCtmmV{(+buTRz$P!>yj78+d zse0`_|NY@-`LY2A21-e2#Oq9tNMuk!+8o>JCjOp{o{RBNRpl1#2{gx2gD2)_C319& z)V-%EOlWn}aQmj0)d~t^V-MHt3;3CB4Cn5DcI%VmTj)Cr_208w`ny^sje^(RlXt{N zo-C7&RuqNQe#W6?EVpDzeZ-t&(Fpt}8T|V;;{{CEl&A`dgMnvy2DK0*#b$`b6Xca{ z42DA$^|CC)qEw?+U+ME?tgft}tx)vZA$h|->Fh&DM2KYES-JERv#+;oBVF3;#!96K zz|v^$%<6<6>^6l@BDnV6^L4XOiHFecOT%@7Rot89OT&d!b7Q6WlDSqKt-3g+-`m;s z850v-DHX)cJV)6>VWu*#N6lj2rl&oNEgp|y!_w~^$sf@Vw^-=(Zz!nRws`Q3!(EzI}zV!Fl)Q+dD!Dt}=DerL4(X4;Lihi;0&upFD!EGFQMDrWW z?8R%Mu-sPl;mJ1)TnqfQW5yHha30OBLFwSWnB z{6(tUsMA!tnv__g=~EZo44zzV{*-w}wIEqVN&${B%gs=M$ny*s?4Zd2QQ1fWZ_VK3) zs`(v0C}2;M;_EmLGM)_G&Q#P6^UB<5|8#sy3U?wtV%<4D(?8xjtoVvxnR7 zJTWG$Qvs@i8kb>j%K1obK}P|_AwyS)jwI$SOMhQ%dLpDtL?FeA?NXwt$h^U0Kn|*A zRB){SwXH!h4=(i;566gvk&>ps0LhpC)n+^1>Szvvx5D1igLf26`; zjwy5N>*ZO8dBz(}F$o4yQVE*^4)O6=MBY%<*RQ(iaR;t(HsG4By*Gs}mJs^g*9Q-M zPdXBzzU4oFlzN{T47b3ukOKY&^t$x4{{~Q9Pv;U3isNr}H+N8Y!l2zVLyM(4b*e6W z$XO`k!~$n5mS8edJ*J_K{ItShCx7PoTlS#|CJ1EHEfwXRzfIh%Dw@j>fq5{u!XDdK zNCaRjQZ#-a@45_IA0~iLSb=d`XpTm4R*mB-9uE647i_P_<@9Y0a=rPn8Kx8uJAJTa z$&1XaBpt2aj(MA&YFa6h6UwuNAs&dA8A+B_fk9R`?E3QXhm1K9bRUXK!Pd`;5CSqT z9F(stH>4S6;d|)8(wIU-;LH&qXojx2KCz(iX9yX<-Y=&|vR8PP>C{s2@sT6* zTEC%k>XuK4<3|3JoKV8MF!TjCmDP^xth6mLbf-#{#zw~J=^<6qAh{AI?C0n7l<&?5 zT|faA-?t?{qbb=O%b~xHx-LW6RRho67rIuZvT`@X#U>Epfr$af!(1pafwumP zhjkr|Tcknz_Gw93NqH+|5_&2ktJ?HrAd^+QIokaqmQ@IoC&Gt@t*sb%`BS*2e~=8M zS+q6y1!k>K;zvC_e^?N|_2~4hK^LPkSC?Mi#6r3mkDrLT2`wShJ#JlFI|(JLG#09y zGAi5y#L=?tFRR3&RYPyOKv{|>3Kb?{kgw)}Qg#G?)*@Y{I5?a{x1OMoPY7r1HM@$Q zN}F>#T>*kdI~kL+k{n&2YSGIYeiQf`N{%@{GRXieLbWf#_B5p#6$AoSGE3l+0x7k3 z9_=flm&Spk>maSvH5UpTlR~;(X)m3sW^~=R9rYgwOzc&r&Elw@r_*f6Fif<3m>iX? zY25PXnM8uur>cJIX?v;R_Ut52RPCL z#U7DQv4F$CIoYiqs3eo*=QBVvzqIwAHplTY7DruUnWKob@|=~4l}ojIpYtk&Pcpb# ztIFF~&tlpw4R3H}j0xL4o@%LqL+KQzx)_Ox1GT((g)0u+Fe`R6v?ijw-$l+!L1#{! zuIp3NSbw|c-98Nx1-5m-TtaPv)Wv=K5JB%_c8DXbEl(_`hbw+AVZl;35x6m2rT6A# zTt2BAe32!53->N~X7c2aJlDo}^7Q!;;)mQJR=C=zZR%7PaDn-S9vF{b6X?~~s)}&=QGt1U4VcyVa@H=9mEC6m+?Da! zP|&$4?TTB_uG=`?NZ%RH$4Dk*q&d`P((@efru-#^AZFf7P1k&s<-sy?Q8RmH15cJX z3hv1k+Ztr(ohv)3Lqr%;0fZ*4 z^s)4bMbL#PKGI%vDdff)e(IOeEqBBEol#d<)HDZYn#9wkPrL&g zlf-34#;TD7YALbmx~GOH7zwJ<$5tlw$1;!p%~NdiKp}avy03`uy>Nd2f&Z_;nYn~8 z3>~#||QW@L+` zfy$C&9{W_lSybO=R{9y1Xii>pN=uBJ@X$556dilF;~;LOu6vp>Mqs$W>$Y^I-tO%X zMC6t1da6-$Fe&$H+fyVDGnUGyrQzbjirK@P&uN8+2B(h0T?}pv`d9{iqv5%y{(aU_ z<-5#*x(2T>Tp);;;R|N`!|>Af-hNlb`~AcWeuJ4^u17c*W~cofsoJXJPUx2pq&)6S zJ!aIPyDqsL&YZnYcx~ktUp!G7D^!1EIGES)nhMn@YR9)aA*SWXDXT5zQ@b+JlIMH> z&hje@`NRhRj;O1?pQiZ|;tYM7D(3@ChEG#Bk=Du>m)U1qFFS{a2W16a&V~0k`a;7@ zF+K)iooYa7vss7d3@R%v5AdJISgzQR6mT?f=D3vH!+MS`Coj0mwxT%~-`kfFfcKXu zHp-8!H$Cr73bH~UIKiEC0t^dZ)4kVOT=|{MjHTw;I7yUbztT4gJyb?)^p1avV8G(0k{5^kAo(+N7yfsb(S>eJ*;W7$jj4LHeu@DqShOdj>&8Ra?evT4}r zUg)F1drE*=`MWudW#|= zDxn~$gs7BAO3ho8kdlTGqmh=9-arWvVWf13bW6uz2vUyj9*piD3>MD@_w&4aUi@GF z_iDd$ow(xcoX_X%cYP1JY>xhmt5{|ib{m&PC2D+{t`=Uv@2fexShC_*lOi!bwuH6& zZ&=&yVlr5wsO(NEwvhk%d$_)R*;rT><0$0gC!Vs-`9iWz+Rv9Bg zHwLVXHh=TAg}_@mS3Xc3LkEO8b7uQ&G#DtqH*I%pSM=Uvt=_BQB1anzu|?nCHEK9? z*WAwCijN6|zrQunXl{=wpH7f&QR`M#@?MJi)vgyD2tqT|-`U&I+85whr{-o`iWy3X zZKUU%7bw#G<&KQjjg>CDyPZGP0@v(HAIKrMVg|oSVJHuHLB~}I73g)M8^yrGgBE1H z5&C1hJyrwhXD+aVF6^?=>)7DUAzX-`44vJaxfsZtENAqSO_y=LNcY>_c<`jxf}-TU zA2r^B`(&xjrDAX2J~}xweS2$k*l(Rut}tmLWk62c0XPWd)UvGve%=js!+)>80o(P$^+->v+e38owFv1flHR`Q#3Vhd#TA=#2%8w=8yPslEb18DmzrQJOk{ z3Ccf9wEFDErnFoRf4_=4J9a9JclT?w1-OEnz#d4r8c?$?wRnlpJ@UxA+)D0?J{N_9 zUGvh(b8ba7k5~{kN!wsa`LHOeCeBif_vvOzE zWT4e~s$&(%Af*TI1M%axHm#iu9z2U%>#ZbDGSvZz@;^8o938-H5#JI%HF7dAJdL`K zNm9|&>xdT^7(SW^N%#A)K?CWAKq6;I>dWneo#fl5DEQu|hzp z9i2V$QFdpW2}MF#K4*T;-mb3Rn0SxhoO6)%73o6c{hgz?LzYg`JPyDwq@UNrEw!A= zA--@G=uEYY#cSZJ3a#>B0}tUZmJ7go1i98*n#;q{3REMRhsr5>T4~fG``VTdsDO!6 z*ylzbstHY7)18%Br60uG>DnT9CHa5_0*U}Xm0P*%U%?T7`hA;J=uCXD#SMuIyu?2U z(P)mboG*--nuZ(RG?QuV!{ufg=^xeXSZ1SlmYGK5-d|(qYbe}t%EvuP1F;GV+OtQ+ z*Z)fP=+@78^c!ZQ2%7&8zE<>be$4BpL&wtMPva<#MfFDRxRXrmYz{cU)$OQDrcokI zbU@5Z!_aQh*qE69yjD71+2|di)6^0Lf-MK!c4-9^{0je6yjQ{z0g|yX85cL>UaJx} zPD)B3PKsMdJ*%0>-3_VWY9SP-mz6~>Pf<kSBC%u*Mruhs zT78{2ZRB?*fbOqKu&5vTG@S3)Eimc`wu9jcNi#TX*>pi^U47Pd-+*zC#tAsc1GQ?m zuX-|%Y%Pn@4gI%dD@L@faKwG)q{MuAXKN&FW50{>tDSVw%5Tj2@;hU24K<#&C!e2p z9g4O(%8MbZ8r6~eJ8^aPcd010b z8@W^muPl0T0e;UW+L$^ZCm#R-6s~T{Cp>Z7Zc@MQ17zSYHY&ifj;Hb(pL=S>e^mF) z!kIPVuP*>OtU=;bMIfGU&(GS_QQ?CDx{ za;wM%mQQ&w&~p!?F=x6WgAZXzQyEj4HI3`RNjtQxp^RBl-0k+pD>Gq5={?R=fqT(^ zE4zz6h@*yQ`?ZiVt}V!|GUqCz11hCkL2G89O`S2r;|EA>)?a++GQ`pSr<1XYqn>8a zZ!{I7-}@=9^2pt?Q~IH{nZv9wDlMfWbR``)CAJ;#sJ65&u9|!Q3R371jlh17u!5I! zfgKH4xBhWEg5nz)>*qnzsI@3F*3VzflusI%Me$~B9xylOWwN$+*no|hHIuFtNp9{r zH}RL6#O=Sl{T{^RuWHETUm)=~-+u{3Ryo;Z`4^?W?YwwR`7zuxkPE+D_Q?HMi`pW~ zaCE=~)hTv_uzP!i@Mu4{S;(^sNgR3}>v5M!{iY`}R{e$G@g>RoqB*IKr3|IXG5lZ! zIap_XF{HejLgD?3)+Z)L$oFFL7D1DLlt+07odrCKJIHivf~f^MvvWkiM^gRc^&@g*UwPDe+2vZ_tQvpAo2w+WJ=(0qNNE@6;l(!gXmf z!j=upu87<2u6=K%_ofGD-hPu`qs?~+P48z*^~h81pSV^S5iNRk0`>4mk>_rD}#}^8a{#Uw&C)JKEgj771|S#a4da zQO#2civO8Vq{t)^+P_!Rl;f-PF;5@REmW3Fku`*=A$?dK*1`#1KZ ztw)Q=n4;@S*zoy3RCIcQ%(@?#FfuEUB*DW`fM1;N*Ls-%9;5s7Ix3Pdvl~@5YmQDY z%P-xpdY->MY@})CHohFfFZT1k_$@~T5g6Wg4OnW{YKl2ymFBF9-)+UerHJw0<#Z=4B*%wt5i}IRO8|l zt);e&9_qn==4CX}LJCFsLJSsojQtORK*=F(d4NgwsVvdv>2Kzt2DW3VfOLh9H-8S^ zU?Uz`k5qQeG%dcYePpJtx>M|0dywSiH2SV0{m}!fQ_Ctpg98z+?l4$T@~c3m2NM}u z6}NYs&6*tko<%&9F5ar8SZ4x6RPwY%HUvv7C|@O+d^1#5AH`PV*xw@oWNOmq2JtI>1h=lu5CM%$_?TF>>K7J4Wki-2%Azh(IjMY<*}oMyi$>7&wZ zZJdKf*8-hP({A*=-gc48>Pc^)Kh~$x7aruwU^KYb7XIaPAHGnO!8IQHsrw}R z1iIrjTUsshRL=!CnJjG2nHK4gsyCYz6NWXIC+KzlBjwyZ-!;hqsODnt4u*5L+<|Hy zBL^Nkv@4A6R@v}iFaH=A;NXI57rJ{d8zex3=6U(HTrG~-?j2N4A5FZf&+?i0>DL^d ztbc7euu0V1`v!LK!4Yew1nuMxPQ_@cAp+eeNusN>T6Q$(mI{Je`BxX&;cXw39KaMY z>0q33N_;+m@K7>*i1u*bt)Z^7Z!qUep^EXTdq_ECMOEo*;o%2XOgbb9p>szrO`riH z2PKPtC$?%X1gf~FmjHcY`GoxQzo2L4GA=;`@-Bf?F4L~EQHDQpm3809WM}Dz1EO-X z>jJJnwU)pXhM9WBYp2dspyb%ty6N_k@J-QLeM2R7!fCyn(yQ&CTT6bhpI zVmb4WZeSSOEbeHbr~E{27-ty3>zi!YKoj(T#mA&M<@LD|{FPBrSos{%8q%(`(?ocg_x+dp4TZivhe z1MCI|j2eAj>TMY}MM4~O`^7ozbfbl;#zk$pej|IiMaY$ZbSA6Ne)0I^)@;;eQ&%oF zR#VPvK0GPG%d>6~s;8CLOt-BMjLS&jPfq_fMN4hBE) zS&mXS8`bY|<~!TrN+;O;R_&7R^;tVZd(jgLqLMFFwUuax|IJqFaCINso~1YoetvDu z_?qWyrH)5uu!5V*a{YQ%)_ECtQ?yAT0G4FUtE7->idxAhn~23LKYBeYtbm8ryt&jOX>Sn2K9ger9H zN9o6EdfUzB@H;SHPO7_#Ki=U{G=-_DEaHi!mx~k)^F>eC!>oijMn^LIbjykik4>fh z*fzrBMJue*bisBEh_{wkM!$9TrEqjrR?aSSemRQ=R}yJ=MuteHCDzkM&N6+bm!_HN zbRs&>j)sh1TVwKF>AE;g$J-QoG)HodZk};^kUdGn1Jl3v)$`biX(%F}&$qK+G{dK20Q z!P@+GZ;PxV{#G73g1~rMQ?u|XDRg}fE4suR8!e|IFHmZOmt*}p3eUBvfGi{WQUgxH zy!M~9c6)T29aM&%%@w<@-L$jJ0qi;7>yCUHt`(tBm$!8ii^<+N5Jet&@biE4j9PPw zcw92PTD062IxgsEMOAS!bo%`oG0`JyuJk59MDz~8KB=a+?^?1XrqN+-Qdc;6eQ5ur z)qn1!Z%P6^TB6!9Y~Hw^tdJeIj;H@k#>m{bL2GYy<<0(%Sn+0w7;UG7cLQc!&jn$G z7$~qC+FSCUlTz%qroC(bkSFVH@4d4_j}O>0DZehKMS9A|G*Put=`t`wtQ-5&fWKa^ zb*1~2u^Oh&$Ek07g~V;B>995Vp1e5mi&|eDLrY6q5B=F{`;cbbB-sR$LV^|Z#vk&K z^{0N1zCUGl!2D5gEM3@K=1lU$2P67OUS%+EFY9ujoh#}cGcqO3kHOH`c-j$uD3^4y znp34Y@M!S;dwmr`dxDf8`6PdO=)ysS=+`*@?F=6^;(K-Vd5HMeDVN2@;0SXj`H&ul z_1O2J=At6G*^ec{r&u&R^rcq?lC83sx)AmiI=@ik2IO`Nj*SurLf=po`s!D}ERy-2 zppz3&=oq_R)Q|nPohieB$}#bg?InW{y1|Ntw38o|QC|w48@t9q_yt3iEAqwoxEytp zr_9_nq`lw#;-wcBO+4A1U0(yshok!sZ~m+;`N#pDk>;7OUh3E$li33X2Ibk~73%R- zsft6ad8ztUJwBrmZK>UYMxD$c%71N<_TvOEo=x5zmwMna~OC#!kSmch`R%T`6-7^M!moz;Z3%+!-bl zj?Hlh!~AGSURfCKRJ$rPs|2TW>b`kgQ6Z&xq*n~6yc+d0bdd2aw|u|xobD8io5D1A zJz_0lAF@_+LJg!3a)UTR(wpb&o z-Pg(2dlTD}Yh%u{eO5#5s3aK|zDx?V7XP-X07x_QuJ#lxWGExV?6k(Yvj%dy1^(Kx zA~^^@c|8fNb@62FQC8wgF9>=FIWG5uXZEP}Hbp58u5y%tx0Z{)$O>#O-YB;I5L|pS zkC&2FSlfiDoKSXjhCN%HI@0Ho%+TfsL;c|or@tm27nvu@OAkSO!IJvZDd5!_!i!t{ zeY6P77O=Vk>@f}{rdEOJMZ0?I^^vZ=#KVletwWc0cnwp^8-my1YEIGj(gb9o;!B&3 z)dnKst@f{;If;FYd|1!soC4jp4Ro?d@xSe{Ep+~pJtGFT6phv@Bu84ervAA`1! zjwQ1(i@V>hc`d(di5k@fy)c>?IN1Mw`iQk;EczP;F(-}B5MBCo>-%wHimC6=NCZrw z-`0{P(@QNzwB~IgQ}nGK*ZTY74599YMHuIXJ;T;3JM#ncfw_Kjb-<82-C}EFRcE-@ z*H4&)>$JUp-f}KA@l4=o&L3Z(s{fJKYbuE!&1$`?O8j%edWN=p$}fiU#lK;c@9oL3 zRP)-?Fzz)n{xQ~-msdi{G%D8IvRNEG``70`dhIqCZNe>j{Z$vK{EOtmbhqx&_Xj>+ za~cE{_pgdC%Cfb#ZZ6De*@{{lCF=G5TPWY(>-v~(8*gGza*Kio>sTRO(K_11wv%D) z7o(>wwxg&+bNy;D&lu(s`ES3VTTrnzWlk?hGp=FtR+?IZ>!gJ5+0vKmPpX<<*Z8~W zWTY;|ZwGj+)rfs$yb+45$!lJfDI{{VSSa zrLHqtI*a$vJKX-Ik$rXQq3-NjPqVb6ZIci)%5dW>| zQfVvNb$b2{35KXtu94Qcuz{s6WrEH*;ODwsKCP=fb(oF8Fmrnj5Gyo0Hm6_PRh@r- ztcBd6L_V$|bd_qwRjh?RnH46A`;~zCAbiC07snQ+*r~OpH{LJN-VH`5YTgnx0X2>* z58-#U^*w8h<^Y=uB>t(tvX+#-z&v*Vq4g2@GeViv{UL8QdZ|yPfOrEuxjM$hOAMs> zUh5diSoDTi{Sx}KY35hOm1!@=U`V1B^XJzoGpP=^QUv$F=NmuwSZ3reSg`}MmObDk z`t*{qnHqy*>*PqUEoxs?c+BFO(w~hkD|8%c@QLF51WQCcsOdG5}=yoFra5kPwlPe{teG z*geNgc#X}jEB&JMKe>kPAPv>`hB4&yZK7mq7pehAV!lXoU>in0Dvlt1?@vSZTOgUo zxgl|}Gc2Ij&dkYM0wlKPCdI7i;w`Tp$A6Yhr4f;hDZBECy)Sb<;gBma32hX{BE&jn z#yN1rh7Z3~uP2##&MwG?VDt0W$=+4@qk%FKCt7d8$z2k~QpL3YcCo0oTMpmfUDu?T z2k~`o)yDnx{)aR@Sj?;Qw<_3;9~yRUe2Te2_}mK;9f5T)G81H^iAU}i09!p8`@y+; z9@0{aEN%;N`6)__|1>e(`BgMhdgOz{FWW%`1XP_klS+4zh&^69Yj=@1(lA>2Be}A> zlyb$&Z97)sC|CZ{A0!;o@X#e0cYM4PlhFO24VuGF2aA3@SZ?Nd_}~cwY{+d6vnBRo zQjG4ZbLSV6xaFCD$pCaxoToZdx_km4iZbl%nb3}}c0a+Kgiqz699Zsk$at~HoO~+@ zK5Wuu&s5syx$mgrdAhwp33*qz3s_Jg+1hBIiw~!x*P32fM#xX{tg05*JJs_%BTD+! zs~a$bcx7jXy|U~ntM2UNQK(^P;cDT`QkQl*uysgvHeg89AxC_YdUR$jjg7Ct98 z(@@RUUYeE=-+tSaTUgkdB!u(u>?5{n<{u0MJ98mN9Rk@#c!^-v#`8j<+22R|1#q4= zfaO@xSz8~8V#+KreZvp@3RDA8>+!+7JBRwx&FQR4PP-7^31pP`2(a0nGpVJpflWQd zkweq%JHvd~+viF2KwGp7Wd*)HE-zhwPKUs2Tdg)qA;ba8OTgQp1k^RfJu29_iF77$ zz0;qmc4#Jv#hg+2-hSa?E$G)Kw)uHpY4z!J6KpyddjXJ^2s;%8(;bmQoys-S4!Q&0 z76sE=&yogWd1KB5hYC577_|}X$aYZwv9CJZ9YfnkqUf%YF;1NvXkVuO1R;&ZkwuAS zqeRX-EcEG~`K+E3iruarIbbnumzktVRAm2>2Q%%2P6V}-wP6U4lme+0CDF1zdR!21 z4QXOra^OT&t}GCXR<8eZc+M)8_|z_nH_XK^-Cg#KB-VIIzw7BNU9&C#8s2%9Olor} zBS?JO0ShaD`{sh_8!*HY|B^YEsh$1my%nRN`xj{Jl8mNsWKS`U{KD+|mM^qp2ZeaK zhLVQX2`UM00-JDd>d284bWrKEdkG*J-09?+K`5p9j1vkh}&uJxP19Ssb?us zc1fPga_WR~{=nXP3-CN@4Z_k9_Unh5#hY*Lq){&M-rv8q)Wf%A?HSiYJ^tu9uJ_Me zum7>&IgEL3&b4MwKDq#|{l_VYC_DaD_bLGJpG+{uVL_mvJ|5G)G5&I@DNDP5{Lc!8 z_JX#|e_5d9xKZ^R9GHSVzv51ha=3XOuB;Y9x2Czy{A~TE)83FoQ@Bbj znyL<>sE!t>MUV*Am&WCGzSYhy>ENL@B=)T|8mg$=ztepUnzufUnUcyU&jNxP9VM< zgkwGL=#DEk;^+40UY`tMtmt=!(cov;J56lcvD#qVF2Y+vh{mYyV!*&?i9$h&% zZrl#0D7BMKP0*Bsk!xLOlEDLeeM-DZ;q=A)ZL_DKhv!&x-GpKx9D-m~H5sv{d{HF- z1@#7kL4FWJdE5;okX_sca794-OuGSZ{hHLOS>}L!SC^;QxN7GNUi?wsVg|B)9vy$j zIc_7LlsFxbrN-rWIDn3@69j((fZ$(ilXk5BC!fTPDQcL0x{{W*vSZGMld%TOJ->7J zm37$Lp6R^7xytGqQ4*M;q^9?=__htdn0F3VGiArW$CoYyVNZmKi8G{?@+@p1 zn3(86{FX8EOYbw}abg#J%M!0^z)#^O3;NUlz%I_dS=-hH9zLV7$o4EvgY7}o9zaY>27RHAb(xO4uSX$7 zPHvI$JaCowtht7`5fE>i#f#z4vF*7X;&7Zp)1d53Xd>-8hi&sE_X=koO_q_wdR4WA|^K@)XS?2#r`cm~HBOk3l>8I#c*v gBM$q&@~ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/0afb24f4-1a7e-4684-8840-d68759f8c533.png b/docs/handson-cnn-tf/img/0afb24f4-1a7e-4684-8840-d68759f8c533.png new file mode 100644 index 0000000000000000000000000000000000000000..8f197dcb288bc6dc8f160803039dbbee866a9b52 GIT binary patch literal 2698 zcmZWrc{tRI8kUa6j4j(tWnTwT$zVjyF}B9?BWuT2mSoMold>e$6o%1ca0qiOLm|5o zV|ON7goH7+3~I(UQLb~J=l*f;egAmB_x+ydeV^~oFU<-t;e(ukaBy(&VXhilb8v71 zNBZq=$B$S&CU56xT(B~?H8Ke@Ka&3sZf$sbLO5}pyqCi^WXT8}38Hn}T9;NL1m>|6Ab^HH9N3bIACo$>s)}u)I_%IZ%^%};d%#$SC}~kTD0Wt220{Y z;b2+7H#A0D0SE!sEPe_ZdsYmQu7)9Vd-n4JS6*jV#~8V0;Un zUF!m3b7zia%&4+_YTn3iBDFSieE#k;dlLP8zdn2~F5}p1Q)gU~_txH*vh#3_$vbuP zR?bO{%pB6w(POCxudWfF61<|B>8E*R5|-)i!Iyocr1bl+DdaP~t8+l^2OyFwet{m~ z2j87fRZ@!N_nfY5%ms;Xo`2D?e@TH6_SvG75rCFO`t14daatLZ|9 zgfn=0BPQg5Jnjy0#lMsrXZ|Dx;PPwlc{pohU{M*m=5D-sTl7tT=sSxTDzqjb^KK2z zDz`{h6klbe_|xASy~@>}7?6bA_BbKgucB|_!{4+e}gxan9I33p!_Y>im(1=-M#h@k6nlyLp!rHL0;n{%~Rpz*0rOpX(X~`*8m!)E z1)|%?ZkzZQ#yKJ$*hmw`30Y6fCe+Lqc%O2?fIOW)()Qbxqw{f=s`DuP`OMPJ?x2gp zr<*}GOhitde|rSC3DS?31ijk#w3y-qt`8NQM&T??gTF4?Fi%hqG?+fmOB<8?CyYIi z;qHg8=K~6(`+5d4aL_`rDzj)$A6aY4<>q^({{g~=7WrLih^Yqz|4xqC`z8K|i~SwXUv zjJcvb1;Zv8IXBPA<|UJth~H!-dOUcCIhEj}n#scFBE`Qe^S_F|%*0p#pTN)0s(dH1 z(;S|~S>uHB3ogu)LzduoCQsu4Vo+0UGBd5SUXfj_2-iai4v>^RopR!=Svt}TB#nUb z`p0AnyAFyBz^R|B?M$9MFDIHakSX+0S~wk-Nkn2@j&#>rFI+)q`_+JAbvH$cC0#ZCUe_$=0=?{Mm`Y0u}!+Zh$yjUcU;9(g)nxlzBQ2 zOt63OhX~cu0NLmU1{Cp@ZsRJWx}_F(V}$lODkDQxEnZq23bm1&$68i?mjswbKa>xQ zh}`E&Dn!ODkBgx7U@P}gkzo%%@EUuR-PW-kTaY|Ou?;CuwBnHTnl5MBtBLCT&6=FR zV+Z@?(rA8I_@k2MB3t@zfJ{_o_ForZGl@0bKFdnky(CCTe~(pM~u*hGY& zwn8LbzB__c>@VnQKLkam^k0%;MNMAn!&D+V-|lWq7#_}r9JJlkJ#bQBKE%+jzi~7)UUZwtRqI&TcYjSoeOV9v3F&9WoE{xXedKN#gYmqr>Bq-BU z`;Mw?uGX^*W8|VG^4-c0>z<|VU~lSyU8G%CZ1Zi#u%Vl$7@tM+*K$5g4-DV(z1LK< zr1ik2xcI!uM9PhZA5yoGI`!m4?BUl?_d6+|GmODk`Ar~Lqs6=@@z$Ny@~gz++1(bO z>Zp-1e_lAAzi8L15d6!ahLoU)Y@Cyk4qE*BLAiwMKnfrYkzWT6_l`F_c(~5?Mg)5j zpA35=-nQhLzujE_b>$>+X0B%w*V5ARGtyKkbVnUP@RKy<5{B8U<%_EPolg2fm37xD zse_9v;uGKd)<%n1vEzKdMp6wX_l11UB!6u8zV}9I*F$m^u3}sE(Qs1u)?gqv>0q#N z&|qO?243-?$5o_O<);YVU!n9qF-CMswZyukvP9oNxgvx@+&UoGOZ+7J66)e#{rnVx z^!Y5PQ}$9lYopjj3tK=wn6c|aNFrB(8vtYA?x0jqdDBVi3DDw5)Lf8XeB0`=)+D3M z?f{tK^SbPF=?h{3>Uo9SIPq{UCxPO!*j$tgDF+d&Fj3} z(nfJaL!HCs&#E>(F?rK7(_cE(0(P;xA)w9WxM1 z&pdADQ9s==L9BUEzeq(B9cd@sy%Sm&2OMM6@&;y3PjzOu+Ea{kgY(1M%1JC=eNg4_ zbY}mp+C8g`d8t58a4@;I|ze z-|;l&ST2k_@n7z&l1rEhFW+|ef=i)Co)A&Yj);(uEftB`x`*2 zLgx1J#gw(IgO@ocYC&ZpsG^UN*mHwZ!{ya3E25fS%(f*N#l0UJS<~mjmcp*SZ^0Ra z2Nq-WGXBhm@2>AG@a>k25e|(O)RM0wT)EVyp4}cuodV`-T)T7I;o5zjV_EIEA8l=rk%DrH2? zZ093tz~JjV$qfM+v%5AgdbzAt5*GZsNdk}|{wcP5S;!&2&2=5W*=-?hHKrqpa;?7W t@-{cCSt$y_kV*^_-$Eh1F8(jN7zuLF7-o9xWW_)4B*q9ZtU}*R{1;%SBR zZvv7`gqF(p2z8yVmfL7~1xAK%MS7J{F{o_jDk^ zc|Z}a+5%`&y_sB7m&yM=zb4de$i{D8JbH7R**MW@bmhn~w02sw@Pga*V9Es1mf^`% zxM&BU!2*B+9NQqN5E?(@b^yAETkn(q(J0w?ESRbItvX@IjOWoPkupjwqgJ^(VClmX zGTRFRu$?H09d749fY*u_#NxEYf}0)yC@YWwd}#w&G- zkU&>jxh*nvOu{reiMFz86QIEr#>zs4PDU-7*y2HKM!K@4O@OiWKIBkPEg7~5Fyt=h z>MYC%vJD>exyC|mVH&iUNjS?e8eE|jV@tVMU>T+-#gL?twu$_UJwM?rlj&)vZA)t{ zw+?Ay=inOL%P=-5SJqyzx|)*xa+!^^G8lW5D zs{tA`^P^BtgH5oEm0z*zY0ztcWk&flp{K#1DV8~2&S_~di=JAmK|i0TeI3~uO%z)} zK22z8u!$f}t+Y9f2Hgf~nX_oHi6AaOgJy2WG^-t8AsYN>rDJmQixDjiHWI|=&|nim zocj5$5Dm_BbD3J#Ad1sqq#b+II(j>&8Z1^$58mg?|x*;FCB zHyNnD%yu_?29NO@-A*vLWf!|iWS)LG{lh6ogRq~ zAo!wBMK>`hSA?~(G_uq{99}9YgE#!*@jkrlH)DI?)lfNgEr*bq1 zCvOIzq7)MIyEg%im41tW>zX2~l9aeo*C0-B&?8Pc8idh(3GDSIN3Jd0-B0yogDA07 zOBuzh!F^tIk7OP&;KG#8PPVDu3;<}PTFT0=H?>W1csz(hNFpQlm=^ul1b6pTOPx~< zf?khIr7PLWQ&~(uA$^iQ&>%9#3iAtMEe!^8CN^dByeWx{8`P(_9LaZ2lgCHdYEU;D z%%XcMAlicv-l)-*vdad$J3+EVaQbY}2EpS?7EP`9UFFSHqU$kscSE(*IkQ1S4jx=4z+Wpnl0e5I#sKY!586#e8BHKiLXxD3ORQL4%I&lNsxP7J%IMm^ZKE5=GGH z{%HSJpegpX(~Um2{ctK@$H#WC7{KmuY=uN@0UFE{=uRc`)8l(;W=4h6IE)bxT2ml)faeAlH zG)T3qaf9E=FF6FQe?r6UL%#4#Eq2P$V47sFbf11p@A?xfBNnK$tmG8sfNzzi!CvpL z$H~3k3x@OM^YRNykh9}QJ+vual%&B#j?eIk&NWdQ3bi25n(p zctJi)QK& zlJlM5rf(JRLQPp^Cay>*3h=pGvc>DM#CQBLjmj(kQ1}t;h1!_1xJ?#WNc^MzIi(qa z?~Ke%V-r+d7SbX5z#)UV`Wgx0l&ja?Fvhn@1M4NmGM30`(Hq{?&^o1NT|Ykr+E+2q z!O4Vvp5~25F(IaQc%If#SCeV(t0KhN)3va~zEKtuYS~|BiU{$SZG4q?TX-s#uXVo2 z;Uda=T?zRXiSIeF)uC7x-amVFi1Cn`_ouc>A{URz8yl$326yr+PkPB-p~DG3dNs-L zeR+R-w1^uF=Rf#6b>dg-z|)5}w|~S-cRJ~$lTJG6q?1lM>7<FFpaD5ImJ2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xx;V<&000bL zNklf$Mb5`#cxa!sCtmSn)nO~1h&N^uv>`gSQ!9RILXkcJqU|?WiU|?YIsbM;- zQ#M%l-}MIG-y3J09I?-%r5Lvq#`zQDyAQ`wQ!K}b^$Fr2^n1`F7^=kr5gbUz_18wM zlOTg4u(IJnEtU<(4d@#;He#IuoCqLNisi10)6OQ5zB z)H8fu@#L$EW#<%LHM7Ex7OPSOE&*3m`Hc?v>S7TJ+G5!^U^;PzA1qcwv(<9p zIMpWWMexPNa_+MZz93G;+QAg&##_q$pYaOngL^1K5;kOZu`AoHgUh{GZXf=|Thm6; zd5Pi6Y4>1qRU+tB`ObY5;4K1#hx@Vx)_NrN_P4-`Z>q(b<%|g*cgHd2@bfAGS3&~{ zT>^g*ZKNzqHgRG#=*3qemfeHx=ajXeRv)?O45u|h((<>KyJqun-bo&P*k%*4c6~@L zW&~d%ABr7y4nGrhTP+KYTglr?qIb^YVePMAk;%_8D~6dd<^pb6EXtVh5f~S71&_28 zBSJ4mzlddl%qrU?ghAqE76#*%`?MPsRwhtd3k%`n$JOrdMZ&mj(E>xr!XWH@y-h#e zb3I3sQ6<)XgTY6EBua&Q~_%th3`k51F4OMX~ON*DPaY z9pVKhR@CLf@dCw^{t*(gQUu9D;<>#14~t@*b?mfMY}o$8fcI9(*NidaBQP$`<<)Je zt%XNGUwSJWU$%+=G^M~SwEblRn@7Ee;v}+NIZX~=Tq4xUMxz1i6xu~c;?*} zNG|-e0n>f5&v^I~OsoZO96G+cI!37*>8-p&@5n`M5W@(Mtc4uD61_DNyhX)gSJW6| z#)mPsSWs`1_kEkvD|g{Fi|PPoCm%^G#M_1)66jXZ3 zj{k-3%Iwu@u+&T~FD%r$~ zMJX_`{t8Dw3y8Dj3%S$acgQU_J&7~3?QX#lO7}R>n^;R#%}6cGd05CyF`wWTi1${x z@`j8rIX+LS6)D^?NxH+h=_pE|l1;o=QJWXb-3as6_Vbig5bI&j#{DI@!WszHO> znOJd?7t2oJD+gK0hCin21<++z5NnR+{SUOz!Di}7=FSOQz3@6HiiPWEc&4UK zoNF+l1tav!GC($0C{f8(YX-meJ}bXMoy zat7Azj0`UqjQ%CZ2QtpO(j0^xZTq0-%$xap!eP;p*Q?B?#>HO}%=uM!`UZ>T41ccR z;s4#@%Y7+1Kh7(}%6$KJFP3!+XW_K-h=K`S4rO0=kXX8PyQiqz3w1-z1KaBlcJNhh z9bR$Hy){c7S;#4`U{J=GPl2&yl21@zfi0EY%nR=h4R@(Jt0J3T;9MD$#q#Lquviva z+4gYNZ?Sa%{)`ltpkaxyVPABHW^V)ck7u-ZuxP$ML@d|WtlKlCsH|?tdEh+b2iv_^ zZBn_#oelVtZ%vVj#Ta8g1;+Bm?#v%2Oe|uY9jI2Ph)p5eI>Cv>DC9E>o3YNlPYd)h zP>W@4+`s<5bjJxg@2b7^I=9RbWBgliaNW)>vJxK7FeFPyM6ACZ_{re_uViDFOjlB| zAmb~4U%D3|LLVsWQ6B!<=#j?6A0+ui9le%P?94;1L;yr2B?F&w<>|DVk2K-4y zFqT$>-k$L*_)xKkOLiJ@Kaf;|*-9zawQyvKSPkreg;XqOOZql&xL90?=XEtjjk!p} z_RlHA60S)(ZE2rXVElTqh)bNU#scS76brUeai|iDoN3OeLaejg^mCb5bCOKcgT+cb z?gCXqy(cX$cK>eS4Giz=Nu^kha7}8FO2sNLe!W=4C65|~?Q|lF6|MG!O0_YXSnjuE z&VC)2#j?9Bx{Iqpct$xFbbcb%Z=PAaZP7|^z1=R@yAGW|)rsX|Ed~0|#U&sq<5%36 zkc)*~;$6DW8c}dlTvH*d7Z#fjv*C65o*d7ABA@bl{o$>o_?pmr5&J{QEk9>|pHO{( zpC7zYD~GGw)prUAb$i?`w*C#K;|?-S%VAJ(Z|;jbXm+SzJREA@@?$p(C*D=6QTFI(TMSpX|BRIv_qn>=-4)-(H)Cb&k&4xWAr}*geMGX6UX2t*4Ppg>i+j>s8!7ClkvHhQnWc zElqJ($+%W5N5>^L{Q76`!AOpA5L_>}LKypqbosVtfZc=cWtv#1VIE+;wtjKCA@TW~Jim zh;?CH^(DkYcTjn$@H8ufkB6%{v!=tb5$n|W+0)BKI?tChFfcGMFfe#;{10Pc?}}k3 R=&Jw#002ovPDHLkV1hNqJ$?WH literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/0d6e23ab-6be1-47e0-9001-cf98da676c4d.png b/docs/handson-cnn-tf/img/0d6e23ab-6be1-47e0-9001-cf98da676c4d.png new file mode 100644 index 0000000000000000000000000000000000000000..531045d526dffb8af04969e1c788ec1da7720c0e GIT binary patch literal 3046 zcmV$%1-{Am%x9QyM{1NXur z4E{@p#QfB-PuybF9v!$$Os&G;s#?Th7O8@?n_Rg(0U`1ryC|v*?Ou^W?j)6NVHL(~&#wto~4wfaB0A(i)w)ls|5DG6xN;$LKq+g6$a3ND{>r`64iv`Gu z)ff_HZcuoTnbjCpj8QuhUeF3+B8)n*cn;SlrU`8?JG(IyHoK>Pwwsp9Da4i@rm^K1 zQc~gF-+)?6qg~UqG_@SVitJ_f8&GSdEi+2f)|Nvk9r2i=){X5LJd!_kAX5<_qT9yrGr4S-;SJ%d%U|mzrJlg;_>GE;`YDVefsNC?e>gt5Sh&E zA^4pCORPWDm);jwbPE{Y6}SHf{1I|iXN0U12{-Ml zi0DBGLXwh!LwS2g`HO^|fQJX3suj0Tp+;U$BgFajRaE^qzqG!(yA*os7Wpt-+(i(b zlv+B49rXs+Oll^Y%Y1zx5HBhRVp&;ter2O&4foY>JVX2g7^pxM#^-dpkomOn=Utvk z|MSQes>+m=^=+UIl*WfBJvc{jISk7t_Y|i5S3Po1k;WYGAcEWqK-Et%dB-S$x?IQ? zH%UBKA`w+uTq>7hpyF0GRAQI`;@)9gHbp~?J^8{-pHMap(WnN!NkvA1==2_`k%kZmN(HtXxMe95!W*?5Y1HU-typUI5Y;z00ER?hYL8oP zN`~G+N6MjSytX!QrAeTF6j=tyJQW!IIH!!?H_Q zFM_V3_>DP4txHNv7vAxaKG0tuXF4B47m^sofbDV+*_n?abd5oF0>;#}7mv{kcy1o(y zR~THZfXvq+f_Xz29APfeA3}jjMg+nr1~pyEgt@hBDAJ(ZgQ;;ygt@hB2U2~)J($7} zYs9I{nC>C&o}N&bB4KVVJH-<-aM)mG91OSzTI9YUx?^S>JYjAv+k-?-xd#q|`1$Su zq@@)lB*sq*B`O&kq$Myc-k%VIN%sKKQcAr5ReO34bVBz4b~mE(BxW#}bPtd>qbIi< zhPeVAnsE^Po zFsz~2ZB44*7)AF33G$l-nINTSnm#YaUEGdTzX@t7dkL)tqvcdHV-_Q0O88K`PJpV{ z2wH1~E66QH{d>RPT->rI0##+K=v7v{UW2OrS+>@06JS-}>yK_x(lpn=kO;mmoydsq zDDo%~#=t9_zGPyllx(D!TpCgJO9B4MFlyETgaTf+S%ZNP=QSY=w0j`x$k;Nu3WEo9 zE{u9=n8+=bMtv1#+yhm3h}TuRty%^Lm}I#<^{vN_@qEBIxb*adSNa8oVcdvtS{Tw^ zU%gfdDaWll!1{LNjAKh+nB(zr+3mP5-=HrxSF&_B?aAC@?xUPQ#+1pGiWUMo^3Y#k zKNIb0IVR@oN3vMRQ1<2r5f07>49_hA&)d2`he8)VSK@RPGl&=+ToJ$GTm0OnDkc3Q znI)jT4GeRM`ShgcPf=2)_Bi-VaY0eXUyJFeJo%*wj$tN|*Vy-l0fn9t&Lco=rDWtq zC8lkgHxfwcS3-%HHeI)ZXRl&HL5WRUhudDyYcb7QqWA)q%rr32xr3GHJ&dLTa(@86 zeLAV5w|Du|oyI^s!JFfyF;w}mMH>Q2ts&_=@Lj#RQExttf_KHPm(mHp{xo{LK`NJm zV{i6Sv-8dE*AJf?+aaDwH@zhdo-n-gT4EJ>L`@-r2@5`#<_fTl$#L70R6Qp=QN8)- z7!5HMIx_jdwDqht6L~ul2xo-S9yPJGtp?s!_8^PFYYF5&r6cbZiI6%nA?@zIYK+V) z#P|-{y-6kVvQI5}#I$!$XunAWBK7{O`(_XG_Aj(=j~{R6E1BH#Q*_*Q7c$h!?DCEY ziw{2@_AOl;wF29}fz8+uZYIMG-x*O6Z^e{@UKv8GilnZ+4$&CYj@} zAI2;U1dNHTPOuq2QQgkGqN$ZTK*Ke+QrJ}Au}%VZLiQ04BfS%x`xC3KQ$#Yz{CQ*^jlsJ)zn()T{Y*x!6HW+5iODCI zC5n{nLcyeccIDGEPD~D^yg}USZy3=NQHRfz=^mM6Hl)8{r*%nOc{~>@ia0 zif_^%2cMZWEoF2)F>BN-Hq>up$e65})KSH*Sx=o())n=#VVo+3QYUwtJt{sRH=ISi zm7>zh-;lW|K8}b@8iY%Zd_Vuhqyq|b7|Up|IfF>ZFu9l6Vau0OIRTsegvCL9iIMLm zR=JYXQ1%cHg9qNb^#04JbKprQC_= z1&HdLvsWV%s#NHy0cMI>sTHEXxc+c=Lo8%y$<{TZOo3p(YwCB`O~`7erAh=5n)!ZQ z%x}(5I}oPaxXR~T9*krLmJ$(WBoDz?3xWb8A4Lgc{=~lT4G_CI8+)lxeqzK$1TrL8 zO@!9B3x3E{Vo~qsof#i~c;TcqUx2w(7HjfTPow>xBvY%MCh6Js@iJGae}Ou&>{Can z#-W~`(E9TBshY19Iy_i) zNkl$KVKJ2%@ z)6Mk<0eP4MWd43=Yd@aA= z`|@}l5(>4*2Fh|t_P-vr^{2K=zi=rb>+OGB>mhGgh_wN~LMa6>M}^C0@jIwqNYHJjz)mW-_{QbKFCIgfGie4xETg)`?dE&}##xU~T6X3DDY zLu)pBm5ITmtJk!r`1DhQ$-a*1MDZXe29tU!G+V~kaZ!7zRtALe4$u-))5rE~A)sYV zu+HrvtN2Y+jO;x?i*KM}WbXsOB7>GlZ>ZGjJ^T5t#ytVH0j2**zhWE95YQ45#x=lV z)1_wunQ(xC(l3DQFPASiFxe2$Qg&6n__mHj3!CL9P^7x<_CUGN>h(>e56T77g+oU5 zjr$7+4EqZQjMqN_4CDTS8iM-^<|s^tiULnYIc{15)>DWU2pEI~6Xt=&6A1GmElBhQ zS|$j6ObgO5ftCcI@4{}O5gTK-nU?r?TGj~s7?%FfkwpxC473q35224m%tu;|&;`>1T`(=s1-21(!L%S3VQ-(IRm!_se-lx zE`uBU%{+jLWLH#akAXys0a{__aMR&$FqFE)n~si}2JPjr+K!|P9ryl6k@>k!m3)OW zx__F@W~)X0+#=erS&>kbstIG*+ych%W~%)S*b&(~t+Ibuek@@2-0jy_KjrJzAMRAb z_IXO!z?@TFMugo6eWVG^;_)gv5K^I@HT^Q*PfGh~1TP_oxxRC)Hhc%*HVn+f}cnTX7Nk6k!(O zZJ@v*rIOy{Gc>|E2w& tHD1nU7puFY{^l{R*E;L0v(Em%{Q-1WB@A$xm^A3)yDFLf^*c_T zj%0o~rSY)q9q0l_ygl7*AL-ZKo+nJrI%m~5lOP>r@Pr90>^sp|#a=}zp?F9`mLjr7 zd!4|71HGfbQXdIu(vYN4Faxp*NuJ7>G*l<4EIu0xg6YLQZ+O7WEQhO-2Kx;EPT&ieU`3cyU@ugCTj)G+u#(97Q)a}08%syuhIv>2BA}wm|01EaFrnzmkrXUz zCWs&7qLna96G9@t7U$%|2YlQ<_Kd%dxo(_Uvo+1ns^{l6W6tyryg{5&Cq~+pmfm}! zuEJ&Cc?M>U1cE1B8urxD@_G|+JP20R?RdQA(}?`MRX*EHKK#9mc1uiYyDiu+&G|uj z$erlTw93-jhKDbQ9i7$Iw#w!5)?S{r$GrDG`RGM|Yed=}6VUyee;Cy!F`fpVO9wO?x@4cS= ze}8*#k{HFNX{xKMtE;ZA;)DLK#@nQ3-x%M-gwmLO zE;(ECyZ=Y2zaT}}L1;|iCq@!eLi4;x)1t_;ir8VG^7{YL>c4)d)nO13Ug1xPfX1MS zELUMx$?QRQt&hVr9~Kvv7UX>Hi?g_(r-}2bb3*(w|KH8oM`8on4NAAF8UwLG#RmP3 zRGi%lSH*KwBx#zV#$6FIAt+%&{FK0(Au%%euZK0M!*hbe*%XN#{%_}OT@6cOlOTwZ z*dW4tOQ3Yk+5M3_orbxQ=A?-8EJ?E>3d1BKMOu&|$%_Q&nr!17h;2|fMUxax7BPGm zCOH%@@-$DAETZS+*V)gl&;L`7`nmAQRK{y+Xuv9F8xtTrvUR$i!)qzC!*CX8b0MTg z3dE%atSj?OFZ2|soYJC5Blu0paBCC^RF-GZ9Z3Qw6F6PK07&3e3ZK$Kr|S92@?u^2 z^Yj0h6{B808PFG04$2e}6uVmrOdXNDD2ioLqsQv*$yxEt^KA z2C529Z#kuTFU<2i3xU|1P+dJ0R4gY*=z@5g<_Eag0C|zd@MoYH(SftcuvqFjK?wrA zki;ZUiqHTtlF=BhOL8^WQD~J1zR^#de)ai(%5fq)a2_apGz#PL9V2#5LBs;dGaZQy z%s4A@9q4fEDOC?a&clDC4vKs@J1w2=c%`1hhw_qR3+g(~ zX#PLywb-jTdpch} z31jV(B78+{cx1-eCI6w4Sdp52C_mv34h*$oQ@t7=#`3@-jT|JP%|k z$)|$M-s=ONea08~4(QpcKDS&4$OMa%&;NJ6Z*EA#5&S5I)a5w0`~f;38Mw2;oUSus z2fpaB{*rxPaD1DGzH$7({&-r0s;8fQT<@*wgMZvCJ4+y zVDrw%>e*Yu3 zeQ&mci)I7gmuzQNETA`R$031j+oShrN00LCXd~VcT*~ zJ;Y1i9#PMJ3ZP!!-j2Wg$r@TB!$&A$`_*50z&kh#=bic!e)j)6-m{zHd%t?M%P(w4 zwyS@vWo7&D@Q&>^CCNNJgX7e1>SuCPGI;MwZc9 z&-GAQ!gQgSne`P7!$=bp5q|}!to$nvc&Ff;g1_Y_R`9>$J-aEsSE^T`{Gx1%AXMMi zuNTd}IB-@Js+#L!OlGT!GAWWI$zjS=k}NG~E{dw!r?j7MDJ@`io)ueBQO9|&h++Ad zrMV_T4`oEi4$2!WJd>0bG=rK4*@U1mB`IKG85JS4bwcSO%MWO(A~}IpibatXX;Lhe z^1%5TU*NC&Jv+`n{iolH%JrchOVv#)PnX}psq!>?VLC^B0DX^DSH+mjRu!SQ9Rj_e zu$3r#SnObD42?X=GD1V3jFE3dNmJ)35St{eEWyr`6KZB(+S@kyl_YN}-9aa6*;`!1 z(07wKPk^4-x;)ut`}~ta#q=6RMHG|$t7 z<||DR#%W3tN{56Xu?I$)#M@l$lVO@9aZWeb;GE*86zx(5&6a{-s`+q}?Xx_iG>JE+ zB1)N4D@&!+X;zR6d6LKy)axZW76B`-IXMm0@1f| zG^E0r>=Q2^P`rL>@jv-qydtqueJlPbP@PojSMhGYoS&3R&erUHy0ayiGzB50Uf@Y4 zd`R*_HceSfcfN^Vnx-?5LEG?U$@FYV@{&}UWo&A89M3mF7qq2uUVH{JXfB%MOQw$# zbgw9KxcJF8VdnNEN$RG>K`{H8FPPA0QrVKTMqPfaPfGu(_oj)>C=YyJ-o0*_BwV(y zI%(FgmtR~r`<&RN%vJ>rqze4UJD_w&(Ic6%YDsE0QcMkJS0=GkTLNy?1ht$5G{sZc z?4aVe@FFRuqHFNIrKnR$MQJ6PvI(<=z{DGfaQ0AwsB0kBE+(UDei7B!$!)jSrgH8~ovQ0=H)-6i4 z+{d$$RaUF8F0h~rp`55#s-m%}!@@dQX`$>AygzC}f}-Af`ub`9$pnAZ`o3xt=j{(rf4q9UU*W@J^RG0O_gmVg5^5zj*!NI>$I4$iCK}@XEbS)D|Tj) z8jXPNXt;vXj^A=ePF0#`1{_BAR(S#_%V^I`DDXAZ?2d3%i?$N%24*rj9#uWZ+;3XJ!t*y1#q0Q~a~z`Wj{*3iwhRc|Dy+IstLr5m33LSit*8Z9njlTg$F+ zTCLzUD9H>b9VBQla*tK;uE&jjHhF~R0vsfNCh_cw03JcB8&P^rCoOcrV- zhyu<&sH*1cQKa#X?gnZUsnAL>iUtnrNn~UzjG+0vEy6!1Q1vL3Z4HSY%FG^(5A9bb zaroSl1IKPLi`R&m0-5E@@f}7@Xr`j!P_a3wvaWepL<|Bew1Frs-&O6vQ*Z)@I^el{ z*WsZdF7%4Svk_(EC>uHD4VhiM#f)yY6U?TLW=qgKFF?y9Tw%M+vUqhs@xY%tC~vu1 zAoIWku4#t;lY@`0N~qJ?fjdKjplJ`8$`u2f$x6?3TD<7M=;uVa|ejvqNPt z4HaPt#2y8!Q80#Ym=meUE58wdH0Y!Y@=h2oX`ZG$y5#uK-aGnI{kv3edA#ve* z2ZtT+3Q&UtPvx^xQ_~t&!e3gIKTsKR}Ji$KV9*o7Tlwy22SLv*n%LEq8DETUTBTU8bq%g_%~_o zGi^kdgDGfaA@FPo3Kaej-uZbmsJGe>4Q-tc0wEm1 zvc`j64I~-Oy)a0|{tO!Ntcn3Y@_Dhk7f3`P2#?g%7~A`^!IQ(k1TDr5B0tGvedWM# zb)I;5$bnYl$Je(q4z3<_yjP(+wRQQw5d8)c+FQtn{hZgKSA%AsS8KZfF*&q zlf}r5L0qDFJ`nwwjJwOg48xXaJD#_u_zC09E~|&vP9*Au(5q6C0&t z1pVkgsahb~QwunI;EzF>K+lGt3!)zk)PV}mYK_VP%L5zTQJ_b3w0?7eGa;d6aALq82t}cUBYo>Rj zP=Q}1LeBzntly68P*J;Z+FEu6HbKD?kaZ9k#r{RpN`D^Rg+>wOGUGbYqIn!`gISRW zAO>w^Ine3CkGD&mY^U3BNrA_gdTUB%y1DYDAe^Zr9up((k_bxTQ1Q|nCP;r}TQCl~ zAqZL{GU%9e!=Pb+`$3x9Q=1Fsw6iyAF#;_^GycGzr5T8ksU?{reDKu~h&)g61j`TB z-e{`$fkjr%+6S>ZjY;G=Z^eN(gWBVCIw}uOWgC&KP&Me%SN&k+fg%LAi)l)HXTE0r z3B1*Xsb?wb1f=H@W=O}A9l33}`e^C2pLJ=yUM$7sia9{-nI6o>V`&w2%~doDK&QZ) zA;u8qm{#GmBn`*t$k}aZpZ1LvYno`~bT$qBAX&qt6qw4uiMOkfA#daD+WXjUNfbIu z-4AAAB!AAfKx{qM$8j{%f!G8Diw(NPBCw|B0H*N3>8;0O5NUD8AX5_jaBd+zJijyW z+rG;Y=3s;g!VJ*H$PQ;nvY@XZ<_?xoJl|Ahs05+cD)GIaI|laN?>*$-p+3Y8P4MA7S5s+{@VuF_q>t(-CRAKm#LGJmKscXhkSNfN)! z*ADA=FU}-=3vX?|%ZLpXtw(VXk?qFcg89!9wn%?A{U%#Bc&edqe|9S21D%y&E4kjA7YHt0s7wFFrVSJ=95DPd?0?Ag;Y zCO~Y(wv@mzRY`}h^>6^34eyo_wQb)wZU4?u5_f zj>m{CfsW|AvW5~gm@i@m8hm9V+_JqmidM`I=)rTUD?9A2ZOK;ERcLFgR`^8rmbre3n&lX-!f1H8^f@4d4WA(`{36*Iw7e z27*NjNMBS~Kv`;wVT59&yNqM#P(@c|P=TxnR5QOD$qpzA{P<-~kb7*$DczHP({E+Z z)`SSCyY(aA!TqOj8$C{=fe+7vo=^+wP+O6zYjr z=q&Z1;uf-|W6nVJbWBi>0?9*%akVP)(OYeotE1W2hgAa79^@|%D_tOIwc@&*wt!lo zGfq9OG||*D8*UF%`3jlThK7g;-_q={9+FtGeN&eLd@@x=FK!&FE5B=-d}r;~PTr%l zy84xBRkPAY){ZHPz*IUk8W<7?>}fh99kkz;JVGf`xP3ftIxfAs+cVzP;)PT#ispTX6d~6#uB(PrnktaCr zaWZ4jAfMrW0uMnxuJ6=KwetlVt{`#Uh_(S#&7qSx|Hqo{yts+hHtuLm0*%%YghA;P z2f=D1mP|roXcmy!69dzR;Z{Bg$jO1NBR`zO18SfB5g|}|-z$4Ia~uG1L?9b9PWG5j z-eg5h-$XaQ=}E{%cpu61WE|us>QBCDUMv+%reb-}8aVIEvQ*X$6-z#>#u(ilNyFI; zW+EGn3KfD#Md!t_b)Fe6YlB9OFVt(mTLlse#rk7-2Kdq~_E|Xs4@>Oa4}9CnLSnkG zD78!E3bY0B2uGv>G7kj_27~4E17*`O646SNpcYTiik{A zjlvRE9O;T_Ap@0_n1YSo5)r*2rXYwG)(U^7Vrx*2c}X-Aoh=g7Xu>=3=tl7+ycpd; z>{{qS^uL(Qq%YOKCx?|S3X(|IvIV~PovOXHu&||D zv^J60U!eK{jiCdfLRJ&=W+B;uJ%P&we3*K4_<{fg^DNWD`hoITRB)stg9B>=J)!IH z#!?{2NH{DDMP&RZ!+n^LcN|%ec(3dx93!Vu;swxO>;VQI)QAOOXaN7n0aOj_SJMK1 z*x?8c64kEgfc2SpN90fmS>hHAq)H^1UUjX61oowpda~%t$R+lXm*7^mP?8#}$Igap zYMz(Sv4&rm?01nn!5K70NEt+SZKXyGFTG>*8RU(-R zG6rK>Nh-_Wb6MDUychBy{@My-eyqpB&y`!TY=>F87+D1p8!wC?cwZbN>^-(04!J7K z8e^Gd382K$iD_$seXOdiwrsb=2+tgx)u)oP6+u)>1dt+5(XYecJfegi9hIRY@V$U8 zF-4Tz(&fT@70g!8;U^cp#j1YhI#SezH5$RHGy3O5=9dw5&duQ zpq2#<)kF~mk168ggNU%Yx~TrYIK=89$|n%)N{k2+I&Vv)N+~0O?$}V~?^h7~;W6d| zT3b$OP-kv2G@~Q#6>Y&1bd04UKudxDAZDQtEflvZ!-p_OpHO=C#3Ql=UaSgh#{8Pl zyFj@Ca}0_ly2TPK>~+Qpr9)Lj1%l%lT(rfUP^{~@pmJw1^#V$u7Y`cATcuz2<{=#Y z%@+kr1kbrIx_VP#cz#rQJ`XUEgKBEo5&I~o-*H>Un;NYqj7m#R9JVY3IcId^#1}SMGNVN6Dfacs7Tc@r>pVoMSlu40<9Dci1e$8Et!#y6N(^spjj~NL@8I=)=N$`|*9#h}NMOB!wW#R5WWHwP+mhmLN%5l(fahwT0PjAPj&Ah~sZf79 ze_^h0<{>|M%h`3RQh&>Q{};~r^6DRFOSB)z=4pl7RM_K}#J0z1|Af_vhcV9UecM(9!G+^ zrH`CzF(gHa(K~W&`RVv_E>TX5U120^3}40UC(*;$xBNRtRhF$3NKBW&H9#hX;Wlbw zuPBLEvtlhs1KZk}xcW5(GF#%>RRcvsgC&gbbhk5N+ohWw)?TpWgoRm$5P~jDPgJ8Z zjfgleN}MNS)$WQRN>HX?6V@zBdqu1Wp*V~q?Ho<)2 zKwbCp@rN^QNrCOT+rTmXm$@EwO9KP?m)nFy@NOmtI)3ylHHs+#l0|InFcFvF@JAtz zG64r$7a9^Omfl|`f#@;1KVD#jZx^@(G#~q@sS<@y ziV|{XPZ-{*BDOP&35|AWg`-)rEp|zi8<~?wnQa6mx<|s?H9L;?tUaT853e2#G#&&oMc71 zO8SWb@3#yNh^;bUI$0{o@-0t{EK^8=Q3=$fuL|*&u85c_Nq3tjVaj4cgvDXFSBz}? z7UhSs7GM>T8;{5Og3qH5p4)yAGS}%xN;lcZuj2K2-_Ggqeb|eK1?Ykw9nO8K)!j3| zeZw!ChA+<@f$lgh<4;|pe5wAbi;sVopnmleh+UolVv9;JD~bJi$g=M&`%SWaoC?q1 zLmEd1Aa+c)F%UbL4%W*WC*fB6_4p138ep8Qf-u-ojjBTfhQ=n(hT(9S7)iXL)j(Dh z9VX1BqSO9zNHY*42@JJl8TYn&_mCeKK zZ1=1E>2il}GNC#R30-9$@9Tg!VBYA>hm$zbTyAD*Ywk%E8rZRkS1&$YeqRgiGf^Z| zf7ip|9E+(QWp+huezJ<`x?L>NU7l`=UAoQRGk!BCh4>i_aX1gNo*T>}-DuUjBFl}F zLGTRJz;nJR=wu88L=j>D-M7WINKlMKG#6_2i1koks*-N3Vw4{wj+4Al47E5EyI9@A zG@9gH+)M&>6bXnCm|TnRG>&Mo%^1=a)EO5zTlwHWr^TAzenzR9N2?;zb|6YdK|ajF zNvBUcliYPDdbs0SwHn8m_os|dPr^V|&H=3@O0wqA<2H{U%|AiB$>&^zV1>aKH@IP*X`2j{% zj?3#(XE>?i45q78wgaVHcjHT03hQKAwo;W7Yr8|K&{q)G5`kTbk#A9fc`hbMz;e}# zbDzsVtw?e{`R3WCNuKSdM7lFQn?EjR7&?vzF`~qASoSO$D8y<>!*ItnM`08;L?9!* zRW@rvDGk53kV_adSfI2hRtX+vi%xv)E)jcMatzng8A$h0{-|EVG|lb3T5o^u5xGARPBaEA^Yx-kIucZG|W&$Eqa5UNc3gIB;@Il!$Jjc!d|{6okx&nzWRj4zMOSj}}M z8gULc37L;>TadrV@oD{8+PkwQOa>ARt*;~+O8aJe@gj;in^>;!lz9D zRheq>g3N(y#0nD4;dX7lT35QqRb&91eKNkON2zh7o%q8j=mpcd79``r2s(I7{iG4BZPcwQH z)@&X{Czd~{1JwZ6Lq$FF6^P2&@K%m`L1l$IE*(lmK|I+z&i);>kZZQPg=K{Pcy z8bEn5TGm8kYXU{M2!|rpPjx0*&t{-n+fr&(tXk%sk?trs#d;{KKj~VV$xc&P)!|j) z@@CdqCshg_svf5THKQ<#qozY63B?0UA9>iPnre(>aVyttTyV8E072C&nTBl zQ`k6<-#8=QnE0CtpOr$}H5#RH+EvQMms&NNeOZfF!EB0Z?g!BzJ)5Zi^; z431ma^lIGcrS_#%;}aJJVabElhW+z($Z2^aJZz}-%vSZ)**)vAr;p;)DM&VI`oQ7&?;$Y?n{1IyA z3;&&#^-rDNx*8pQ&Pr)%FMW5+Uy8ebKH|^`x59wG@#{mPp?Qv;B2iZC_SGQ${Xpy(o%Gpv#XV! zUN%kfl#9U*O%6r%+&WRuju(rxAEsmB4>s{C=aNKZk=V2(C&<__A!_X^qAEo>mSl{7 z4dr55RrPL>E6P?O<)W}OTg8+_N;j$`zF5!A7gpACk|>G2S1&mGY>%p=hffY6sSd44l7#*uX? z7=_(sRD|6Sq!5e|QCzrR!|5uw79h15iDC+3FdKq2>|*eA=tAV|lb%xR2eqlbru+s1&Qq9_E!w%iD7`3p^i-&RD0Kz8!}r^ z3E6VO!58Ss16#lrg1TvVB3)H4Wzs7E@@ z6(n{Bd`h9E2Zbb}mJqr;=($FL*oj^wMqE(6*uouk4LMkR+a_6A9`D^RmWbVsfY|V- zbXg2ly-cg5z;xPO>UEMJgxkIfocdo=oIm4do9_lfKQ>EZ4%DKUbEuAbHhlv6_aZrJHnVM>J zxKWL5p&o=tpu;3dhAIB`@(leIV~vGq?(g#K0OiG$DTZ5BL&Zi{yGmD7ODJxn1LeoM z2#l@411^EP)lkQ$`pMbM3?G~sc{qMhVlhhN056YtkF8>Gc>^n(0e3dFmYf|KYHvH= z=UGnE=#VA}Nw#``Nh}t8MvI6 z;%V9RQ)G*$^`?00v6}GZ0Tjs%nEz;+T;ipZo$#6kt5H);x;yg?MAc#3-N~Fhv+D z%9(JjgL(XPp_FD?wSpswmjTQ!IlDH3pPNg86x$(c&7#FHaWFw@#?n$XQ8YpXJ*uLF z;cjYA8gRBW9!FtiKq=$9RGwc<|G+R@QCP|;TqxmWuSZM93QAP1nFfM>#@PXHV!U8x zH>h#oFXuuZHWeDrY2BYM)c7x>U-1t)3ih;MK%eGHGCl)2UdaZf@^n=GhNCP|Y7^g) zG;{gjEZDRmAKOCj;2Yc~k0p^{iZK zO%(u8sq3%IHS0o+pPQgIPJr)!@QxN|k}e7Rahei6Gq!nGO@>(?v_*KI1EoQ+&%e?%`XNS4 zd3wXHs|zRia)q~GVgA(rO~;9|d9G7@0%t2U+NzmOi})}Eb*D(P?mhvDVQdpvv%&-k z>i|^ji@b<)QU2lZou2RKtT%dAnLJL}FT!K4kt%4`DK|nLK8 z=_;)^)0Pk$&|5;~lCwR*3(rj1wI8wcah$MnLKRm~DfQLUykD*uuG@UXkUqv6h^IG4 zW#)*ssn4IqIK2M-dE%&g9$TuMTYAe`QmISbjI^TfIV&sQX7NC*73lVA1B1C5?5h-h0{K+I(%-q zE$J9uTsdAR{+9v>mpb;*(|^|4XT5aZISNdWN14r*kT%<1BubKGO9+S*G)vM1!PFSy zLz8fyE$&SfgmMS*4{b!6t|~9lN&79$7m9eH$HME96|w5IUad@tRV-FTJ!z<=t}Ilm zhMGf#qf1RxYg4{>$=S8}NjWWRL{<5BDvpeJ7mJPeC0lG7Xqg}i%S?le7apq&kA6zA z%kU8;9`+|^SGEsdSEHNukn^*b>N65sLHFKqIM&EcCP^6Vzl0dVn~>SmPuogQi$q4k z+M2;AU+GukiF0b5vXl|b6RQfxtuhtmE8ocxz^+`F2-SZOtrdP=(8^#%iWtSj5(cW$ z-9}No6}pNE!WWuJ@Fm2D3u_4~mOJAFCR#=Lht&^bu?7L}K_P@B@}p{lfm?x`$~c33 z<;@8$r3lDuAa;>bs>FEvNIV%Xl-i(C+JQh2DQdI?CaEx2Dr zKoh9l7T$mKc=I601ien8N8 zOerpSogNX@Zk&_K5X{WiC9)ZfR7bi0gR@Jx8P88GwL6*=JGb-NSul)fql+^50e(Qv z1|6MJ6;+yAaMXAJu^d=10*$32c0&yt8tSk>2QEh?po>8(l<;iE3{~hbQD^*d9QI+A z&PnYe;iEEGXbDzAhu6_2a)Pd(k-P4v8m3eG@WqqwU8tS*NB=$>ATPMYwn7mDm5Jg2 z(H(>yEK$%0F^~*=`9glg7HDb9~G>Z%SwFv_>xX zM+Xxl41P^?AT|s#;P8mhh=%Y3`V5?))SyO08E2Q`4nsbPk-o$Y<}4*wm9Q3?7@_?~ zt@3o0DMVS$MfAPGn^1=fBj^h;#KK`YI%xU%$*o+%O~lp-fnk=Dt*VlYAYHdHfxE}~QYS`EX`IAyLe*}lE_KG4 zn2AM2b0ZK66ZN5Ysk;ojNLLYba$y-RG3}cYMrE!zB@~&b59BAjg9~D{^hKect#*G^ zwk)NFRadmGc4Vl>JRGNe8fP0e&P4oilhVs`N?h#MNQtS+=;A7J^li=-8E0>GxE0xAW_JR; zyCqwLVB;u>jRZ}@$ODXdvC$FpW}peP%!-H}({hei>l}z>LPQvl=!8IGqa&5&ti<7p z1E7n%ujus_jM^W3oS;ixMLgOAFYJZYS7$cxqiwvhmx=?<7;vI4s1ZC7h!L1;49cPa z=%qFS6DKo;>M@DJ^4>Z;aacn_uVgmIy%(~(8b=}J+_*!5Fv)6q;Qm~Us1>pEr2y=l zkeo)q=7h#{*-aA~#YUX7CNS$QGN#JH>4^GL2Z5*~-c^k1wUelKLk8VplPA(Q6xBMz zWP~yv{eR4jt+Fmy9&OpRCrv%_dQHaKmv(dyC^ZLHoUNW*_qF*{RZ*6LHlpIb+AS08 zp!~6UM92SPNJz+rgBESeVT3wgmmoH+oRELWY?LB-z^&|Yw03#@8Kmt@$&*h87Us{P z@)c_DlHons17f3J496I`TuJNoiMU#ti^^H50ccrR3eu46sXuK55^LKr!v>0{dNm z5|yJ*=7gd?y0WSza_wfUDSNhotDf;nvI<9U%*6(<8cCua#rDbZaLi0lugOoR&N>OI zX2GLPtRaN^NFjE1RLUqO@Iau!VqjUq0hQCbKsc`9U$1Z@=pO`4k_;FS_y~nOCog|Q z#Pe6gUb5w|B`DQ)%sMj{3nEglpX;>O3Dk7_hFtxClPtKS7RtLW|+<5~0d|>AoJ5fDxbp25|Gf4cfMO~V)luNJraioZs8<R5rrGHE) zk^7Y~LMTI`h(|M@b6{=>%{Hac&P*=T0{DZ|#B3x4Hje?6fs#YUN3B?SrQ7-YirBn+U*lFhO>3`}|iT(wEe zec^cL%m?XJK~&W9ndiuoC78Tyl5ozwY&JQ{$JIHziDI*rxGM@)lacj;FBMU^1COsZ zTi(Xpmr}l50M`+Us>fhHkTQ*ru&g&vu<$kNDMASp9G7@xX5W+>uzuCr+=Cy*X^f9C zYLeMV?VJyKh+ztb8EpmcNjltqlibLPEZG!at#p+pMSjQ+hvL&dCw9pbKx}B0B$Ri> zHjYM^uEB2u*ZMOpz>r@)OPh7fcKq>9QmZBbJiH#d@G@2qbiNz9V65PfT{va;uT*`{Myr z1jNR`p4f99-zc+rZc=deq&r@HIzx%@{#)`MZ@$Sk&JHno&No3ErHQe_uq4H2a6#-U zqwso!h-(xGqaa)YEhZ6#@AL?!+}R-LVNLm#I#|6;OQcICuvc$#2`O*(-8YxaMVl351^;NYq`>h9Zk#xEas^BPbarMj z@PWG-O`*gpaCAG6#@qQ?hc6vy3=n_ryJ$g!#`D10jri;!&0X7wBLc)8rJ>zV-XnCY zQy?}C^QCQI^p)KKPGtl6OdDyHLlihWm_0|q0^>HhRDr`>ZgEB=sA;4jC+1F=b`^7I6rrG=@ z;QhnE;dyQ6`;!S=9(?+jx`So{PmGr1)y$EDEkC-Ujl@gfY+VmOZQY59sOz)%)7UQK?J}J2VBH;uRJT@9 zzFNg+Vg!g?=kZ>fo%dq3mgr`KN}u})y*guWLQ-yvVb8#{@T1AQ4Cws4!ckm252VA|biY81PbR~Sp(4BqziZ3Lqj z>W2X|2RQ`I4D3nn_>D4~d15>xrer7CmNP4MFngGy$D)r9d}mU?_yTb_`^Lz;FXzNA z6#~ZD^441i8Kp7FGK0`W-nxDit#qe7kjK-{nbg_QSwZ^+wK3mpng^p;kH!P@V>Ao) z=EBV81Vbog86j+TXCl|*Z9<}P0BVFj+s$6*MVfp%`LCo`d;}Rg4nYvdk@X4_1PRv0-pe}9s1;WxW@zPABFSP%yx`uFuEbL zLHTQ$ER&4GqU_tUfVzbwc#e-@<9%OqB-0vTW`Ywc$`e|Cl^P!8?qKhI2KyKUPxjrS z{lxmRL2~bAD-a|4^s_tgD1A@kw~)5J;%$i^mpfjd;qz>;$2WH zA|T}5Nwk`+=Sb|&u{|foeC@_GnUDcc;q!}tKyardwzduud+V?HeN2YFPbo>lV4fr} zebBWT7}0LN?hHmy&CCH}kLEeuW&@W3x%x4EvIA<^1c|*f{O~1ycbpzgdk5J)WWQnV zIsidPY;S{4kmnKTBxGo8gZbw+2F`{V6zVs$4ooET_1u?19Nv)GTp3RRBk%GHlFwTcb zp2YbO$|U(P!|6PZ*WS*XTN&si>9*Ju*^U%%AAZT#RmztsrLP^3+3#QT!K{djPcDrO zlCOgU`TQnXj_L$dgq*G9(k>uzQgH2@rg6^A<76HZdVr~SN@Hz4aH7e6uFb>WZcK2# z=Ly-8w>Wu)nR`Nj*uiv}%26xsJ6uXZATM|ra6s%7+Z0Dz;OXhAa5h02zpwcrA|Xlf z0b1vjP75U*(jIe2J9n1-hKkQ7N zLVtL##4;tebeTuM^G+`&@c)d~{C z2uv$_C=P$n74IY$jnK^GEL~Ab6Q7EiEn?{o*wEN(~lxdOcqR|GHVf=SORFvd=QAb z3X>_wUl~Wl7_~{KwzS2AARIZW8e%?|8GHrL){Uw>jjR?TyP*AqDkyr;!e`7O;@6Af zF*MT-#t5wzRYAL@jnu>rcy0;`3HL@vtzWODJ%r2N3)W?> zTqxo&OU8Mo){fhP$3JVjppIO^Ka+RW6XW+Bau-?K^mY6PXRZ(OxXAss;Ft7ab>z<1aoNt$;RSthm$Lw0K%l>)fS=i8JsP>c zInYm&c|z$SJ7l99ob3x!MKzgej5%!e`j+8E1JJh{-hRUBQoVXx?%Axq(~o6B=J~D5 z>*e2%TJ?sTH{2|I(30|Y5xSTo{YGK^*o+@lgk{rYTa6a?WHzrY_!*RqIi9%vc4Bmr z$;aX25X)S%+{WcPkEuq3U}fU0)B;r|2tZ>z%cOx&LC5!Q=5oQb7!q77$&xdD1$A>O z<0+8VrXy5YN}v)MCR`87y};Cn=S|GlVG3tCJK#&xkw%h_$q7A{Z{w7bqkao@d$!YZ zWHD$pw8=Lu-@?2`sPcLqX0^CZ1_GxYNroBGEs>C?#L{Y%nL}9i5}{0B zBgf;du>rvsk~&)lOWaW17z$~Uu!&c6NvG7<*(YBc%kF_m1)xK^A{mq3&e%}JtP+u& z4k+YF#+Xc?8sn4NEE`Gvl_Y33-9j@($?Oy|Fv}M2dO9CIIpNeBy~s{_9(-RjC^_FzQjZ$ah_+%RyI+L+>_Zb^R`js@W%*ToO=(g z12SX0heZ#pI+xmEy!ocHO)t%V`cF-vuf%u!t7dO)W-|SZsY&hLdYFu9@iy2`=-`YN zl4NAxd7jRTEK8=x^A~<#b6n7Ontv2|(p#EMPGiNidf7M4(;ntZY-*2Yi)k`R=^-g- z^sQJwUBt-#RvQ0G>33Qr#_s3Ul9_#Ev(3PNAhX$yE;MSpKV0js%U|OdN}28K9j0n8 zg~NE4=5Nb1NtRax?dMduOeH%4rlDw%lEYqCJuR+FMg4vA?tciaRx zJI(Tf7L%RWSVl5q7$8uffOTwRCEhrVi!@J*tO)mwK7FZ&w}D!+!q{9fes`N^Lv>(3 z;_PxaI}3CMTBPfqk~g@GQ>3Zz{Gl}Quk6G4tD7a-yqGMn7-}fRewhob@%bma>0wqB zv#&vH8oMN((M_Qp?CheLo#uKTf|zp{Wkhm*z3tgdWmEv1){?*kT_Iis`l> z#dT*UD&`{?(CC4l&9YeqRQOVbyOi9FScA)Asiayh{ zys0Q+N~NEpN3>1WjaF1?z}A{F=~loA$;7>I`>nvKq&)*NO?OV$5lo z?r()D8*L4^SP%xbbar4mCk>Tp^ITm$rSvn)41=0bX7K~6T2N3CEU!+IhbaW1YE#B! zXt-h$F`1uqeVBqKX@X@+7IcR#m_NUV%52NR!1T5a{W|@jLNi?%+Nnv_i-gMq%}4e* zEeuN49j{en+tD!PpLJ0OG6S^DvaLbL#K;{zJA6ewJ6;9u_E(Y&6Q+bM`XBEFiL!j{>*VxcSMs%%}S!CA{N0%;Ge1nX?wEzM^PdfhPHO!h` zC3ACcROgncX4kz6KFwW3roK!{)=!hM;|M=$);A4jWzOY-?V z?iEo%@`VAj^RJJziP$#UpIx*SFMt}Omixpx4G+Qd(mhhUT0oh zS+N%9xi;stMmGF$Hg~-{0>kjb=z4PPmJLPi5#OkAdGI3#FFtM_vad?O1jWm|(+a#m za(({kx)M~*@L64xmtC9p-AgMqG|YT{tY>SSJHu7Yi1SBi%bl!8oCMc8{v16D*L!L- zX0vw~v1#j&e5IS>mHuoU@4n?RcV{UYq?--@w%B%@c0MQ$Mw@(f;v#-touTgoZukN9 zZwu5hhab z=U0`uv#gU(GGm|8BFf$2;exM*gI~*{vijYV*%(q-k4RLFR2QKh4B;BkD{M9%Ah%}8 z0G$-};whgU2;JrCF282ocQ?K#L)xFgfipe~gNxnCM}Iga`LEGe#~56U^~nc!c>3-v z-Z+xIy6una-gCVJ*9l_&>-qCnvgWx%)6M1|9BF-Z*1rNm9e%d^`B-j?@}0%|D0aWv z@rHAatLJuG+35YH&mUUfon*ng(FL*JUWXs;jr@282?JVRMN+v==lRxoHiRZalomLh z6>~c++H|r>vX4B*?au}{;Yf!IoX&!*K`xO+a&+uvNw%@=bZc9_aLE^~i8Me7jrgzwLG-^2w5 zZCI1-_+e+=b7mih_}%3jIlKMQIv6hD`m@h(63jlXi4b#><*u{l_r^Q4EV=Gem$?1$ z$KKd_CkTnc=RY(37(Jj>2>O)FpX+Z)~=G0sl)j8M9Xqx9Ob z^FB(JcR2ew3p3-8KL2*#h?>#&IQ~dSz&n>z>TjYfGcu9>dZk|^Zj#yUd>kiX9>%-x zVQjE?f>*?T+v_CPGd1okvcndt`N7(JD;48pn=GT>WS$xkz2ly9wJP_?+v=!O#HNc^x^`HZtUi&J`w-i%=E)}Nf+4tiVn zruyf)#%D}MZGXUd)G-#%j8&XSBC7NK7cdXn(>w ztjW*@)eN8-V>jc=YJwjc%@YkthazlZ&69Tgam8gWtoAnSHqPQ{(~i&eG(L!T&to!u z%-JJkR@+uxJ}VX75i|Q`yQZyTOlI?*>i9g%}yJzbEb%kyP>2OP{XCq6NskYpJy8<6n8@-+%%4~iKV@M5QQN!h0`kD8? zcIh_#;)_v22Q+ICBSMKLaDdqSX*F;qvmbT>f5Zuu59ro9AAhlJt)$-V>fEE?b8kX0 zj)5I-@y2m`+&#?9`99Ih{wg=sJ>%Zw`zuKG6&8i|Z0vA3`AxpkJo`B82@t!;K}KG; z-Iiy^ez15q^PwO~OR{EW>$8InpPDcr`?(0J)-lJL`>h2<1$ zYDy{^&jibtPKGK;utig_1W}R^v2#~uhp==+VvqP;EB)B@v(NPKN%+rrxQXZ4^|18h zmOU!jWBH1f%a&|O@|7i75(C@0x6P9w0uTsjN@z8c5QpG-Xm=B=ld;+{(SjQcSQj-{ zBuxbdb9jQzGd-)x3Tul`FM`QZaf_liXz)|Ynq+wrH0jxHzLBKKW}x9_m8m78sq_51 zsbD*%<4CwM=dPZ;2APfFLXMG}`PuI>vz5PXnw)&WZ)vEE`2K1P3tUj&mbsB%*|SYp zuHV_aYYNF>Yxh>$`MO)I((kxSzIsVP#3eA;$)0Vjl5J`fQD$w0E7x1uALH#L>u*zN zMr@kfMo*0}S;2DNDB|4Qn7vh#D~ELR-XYDB&)&+6nmlU)nXnS+XDkkgb$%adV64(G zT_BF|K4-Tus~E~8)Ha#tARW{z0j>cSB}sg*cx4;Lmfa+!G|Y0k9bWk$wLU!jZO?%@ zK7^T&?5Lp(!{|VhZl1k`+0fXCCt?qTWW#C?liooZ?i$@Ny+fQ(svqJ_A#@LoE-fqB z9`byXgoy#wY#M0UEhY&~)LcI#OS5R|ut_$=+hqDa6}s8<(kqol*&+Uv5N`TN&t{7n z{!FVVjd9iVdu3wv`T5FcxDjcR4~s*QM*CR1;-)^K_c;4)DQ5!R8pNme+iIB1@_eWq zx>UPl$?aFM`5FpC;~*rfMq&#G+Rx}@(Ss%hvmU!ucF@unT7 zS-R@xjqE{^w=5p-$J^ANWEXP8mL}0In}6c;eV?s^|Z z3^SUNf>7le%5c*m&c1$A%!8R_^MgdZeg$RF4pwfS`2bB}vMY-4i<%kDX8EpJ_-Dgn zpU&4qBb8_~v8_2&vni_?H&kQUgLqQp{qEO}Y3o;z|Z)+R32`nd{n7e*=7;fIKp$vWLp3DZGRkLwX z%=S{E7&|)b(M_Rba&|fS^>*EyY_iE`n(M{Bk=Sx(Q9_4e)-R$ozj3pjo|Anx*`;|@ z?8OF`Fg1rXdHbZ}Vw)C?^Kd>*2<@*(4{lRjc%LQdZK)p)GTNO-kG$)Fs@VbOWr%4V zojW&fVEx9)0HwUY>=$vC92nHVztRAVL6XZidE2(qte^`+-!MeRc9QF#iLw>Q;rwCChvnFwWNRtRR;o?pf1pYs6*6SCaQBL2pKjyUp2w&)K+e^jDf94g^tFBt@~W zXC=i_9P?&;7F-EPpz|v5aJU>%6kqxoI#rTj386}`G7@1PlknG^MKo2#U~5hVgYo3D&IA z;0mGb*}$zf3?18+ZO~1Apvlb=qYd0E+m;Wvlx*q8Jv@YL`wwJxxm;gi)HztC6H4v$ zeK7vb-y=3|2k7d$x^T+`$84L*PfLQ^ViPad3=0SXmY*2Y6T4_=bjv!pOQZqYyu$X; z@GK*7Q(d?RCvY9U#o-P8#xiU#4vT?WCN^$>DPT(ak;``X@S~v7*2CH{auE<&*@RB* z^r3P`Iz?r;g&TPRF%m_%ZS^A@k~xjSJXzedpsR7Okrkv75) zpbfZH$UQD8Z4f|_Cj3gum1Du%EanENA~TC;Bd(dNE zvEcaoeVWp|zcsQHZex%igE-#PD97+CFhS~f@!4*bccXIto<*5!M6pUOzi@cmeYxN} zvcZwrI(2`IuAvO0_#RVs7W@|7@@RhQ## z%QjyKX4G?B^g*`s&f$I6iIQo4#o58HJm!Mijh_#=1Gn3D4jkcuyW?kA1v+1?{9-)0 z+sDLi#c|TjXEgkVXQpl=XK#%M!=tnQ{isik_e7^ty7+eEg#H8pW!a%XFpYoTHo|~* z%n=$@{!m{JQqDzB{pdNBGY_-0!D?K^ffnqHoN| zDjj`s+4Y&=eN739p`d> z`iehNaaYRhyS5RYYlWI<^KOxWAgv_{&);ygdRnVjXb92)&ZY*5x0LT2*D@Ot&s{Ydn?Ub=oDMq1w! zn4gMmy4-%hQTK9!q*+dih3!A!Y|Ojq+xE;F@w@nWnY9;s`&EB!zmCn-4L!TnGF%MA z;xDGF*+L(TxToj!HAv@~8!zuQf4u01+;i*2P0R0*?r{(msEOwedwicy+9)z zeXRzj`@Cporw7#lhp7*60xtJDTfmK0YG99^S3m0SzRr9#c)=iF_xC}L_*NL&W1lZJ zNuDK`4k$mQn}U)XVx;9hA&}a!7d+d8;~uw`U4bO-sM##MKdv)cwamJP>$;D9^tFk& z1Qxr2+bk*X!yy<7^?{&)Ra3R?Xyh_o`vP%+Vi@DQ-PcB71<8S8F$O)Gex~F*CBIYj zvbXbi+e~bQXL~#tZp1wYPBej{?^5Xu(@<{)!Aq-F;M*>plX&xLgx} z{G^&=D+c%VYqKJ6G=z4=e9gf4ffn;#1 zNFFS#9}K=S24)!{#5s#zX$KDvIdE7k48M#L)`**M{JT|P_#mG}#jIl%UKQXm7BI#a z!XSUaj|XcxWpt}YGCNqhES-Hc;@0EY_I0vZ%(jc=d=W>x8+tZxdu24jm4s29ZA~@J zOLsFf-r=cxt{T%qBdf`v114@gLIi=V;ASB4Lflw}KwePz+ZwpgZg zH_Ypg~2s6%X3cJ$ThK9mKqsjX|wbP zDEEAh1wLVdVbm-}G=7934bgcZ$(m`&Xe9n&BbEfTph>smWlQEjlo-B4P;GcnAK@d2 z13@F`Sv96?J`A#rhC)fRZBuLlAuwczc|Q`jf`|%J@x*~-T4-s!Hou#aq<9)yDG@Rv zisy|)v%6$#=&8BM+11uN{0piG*?hI2ac^%>@dvyWIV^>ijw>&m) z@isi0oF0hOUy+G6E>>w~jLD&w7F65_rw1{m;lUK{liTkW!@RqP89h3f!>rM}F5TR+ zT8}a_jS4LrX6YvPCWY{$ckns7g^`aB@U+{^ddn{?+LDwU-Z$x5E={bBGMmK%Dy6>b zy7fwi{kC|QzcGOaQqaj*C|-Zn&1AG|2=h&T?fn=^$vr93+o+kupbUv(e8m`*;axfO zabx)LvVlqIBgPiRw`A2jC^^Aot<5_xB^uusMYgEtyK%0h+bos(JL!5vn${%Ubu$fb zBM*N>BoGyvLBAZ6Az-O>2O z*-{xbL6Z8}MF<@U&eAlGRC;NF8Q1eYOk}*w(%3(|gWlRUO_6xF>rFMC-^fPF_ zdEA|A7Z4%W=q+fkQ;knvlZCOj3Nt(@CM3C(bs@Co;8u zoErx#D?Z8eEw|4z1;98ZDJ_=viLF;A z=gr$h!07XCaXwd-D86@hR=bIhEOwUt&Zzo~I!bg6B z)O51**-5r3eKbMZy@Q&@8SRsO)(g`{@4ED;8e7c7AuSU9a7e{%qFk3Y$C;YMd1@RE z`6Nt#AfggA&FP07G}%U;foDTS6S`byxqBtz?AciSDTW<5dy+~_D_t46u}bqI$|d~@ z>n9j6E!|TBl0!;YJ#}M_i*>r0aX<<^-3WqYUF#CP z2i2GeWsss2Q*}o)y9H(Nw`m45X_Ow!OW;HAA8N5dWaB^{2GGb2#&(g>vs;p_f16}_;5GSOuPZy*!y{}i`a0Da0pyo z`7AzzBqMVC@}3oxLAH_W9n*dhe>|}1!RiaQD>mraZ4Jdp6s>s9=45@~jJkik4awG? zCDl?b;MqmsR<3ow-28(_xhsQbK;$YNPV*5k1(Rq0%WSKqYnz4Mt!iRBo9-VBhJaH$ z!X{WU5(Gr>XZJyb#Laq2I7DR(b8Fuqe=5)7lp@%HZOJVksKo+2)n5l?3{y8~#*LtE z9coduF85k-f0mrEmf26Xi)I(xnpZ;vnnM*lGTgbR4PWkQ!`6kx{;}cDEkg^GYSfK| z*rN~;JOh@VM~7&%E|vixc+@x0HnUHFR$ove(V zp;MKNuFRSp65e?{-tB#?xb|o@b)MoEV=?7d>t};T+_}S-cW3K|-t{M9F6O)5fZ8-@ zZ|Cdl4u-Zonv(d~y>Hibc`7eD+xaVXsN<2&`hwJxMLcNx)dcxd&*sbUzvXE8L&NdO zyFM*!W>8$Tlb9weN_(|V?#JnjI!X@z&&hu-(wlJ1Qx8@-3!?4mO%A-|KrzG)jl zR93mQ;Ga?3(^~I4W;pg2T(3`(5BIw>$*v#pUApTT?+my-7k|!Uj&hyF#CRt3ee~Ul zFF`tg;9Z~P&%cM8-}_mVyXl_WHc7NchzPf{`|aL$i?wt2`)&I{rrVrL2p3)YAh+}* zb>wCgD`LNFMB;T2o3aS_KNs7+)ani#w)1bE zaKA?L_?gD>%ih26*z){l_*iDYEq_0ypZj$2z98{z!(VeJzv(|B_G2i+{NuYtze%!w z|DeO?&r2x7AtkBoHRDF$i7d-jHGclVbKdXTo&HB+MBs<-EA&d(i`F-JcM0<5FZqg_ z-h%kfka0U7{MU1lKY#Nv-}#7pGXlJ^?*Z8D=Ozd8w z;RG2hrXNGxd9eBFTtf&(^HGwyw+9T5KIKJk`oVSbb$a+!bQg)Uzl_S@a{c|o39^&- zp%EK`7GO%WA%n@hQw9@39rBdIaBSX<N zAvaoF>kk~hBi{=~EpE^PUE6t<8^RX3kCZJ~6aPShT&a$&Q43o8#M=lec0Bn)>k9%8 zT03aev!7wPKJ#Z$7<6KtD)~YG%C(EB>COZxwRm9bRvDFnEnZyi8fV6r!4GadW#v)F z6qLt^3Va1f;2VALca-&VEre*JW;OYtfDGI}Q0L3Y5mk7GpGl?hVVN7a!8W41ENJ%1 zeFqh}*yS`%NILo>G2&@Ywl7(@$Xzg}PPsh09=be#S9@pJi&h0RD3@**gg&aJ4}q0c z$CZEro@){#4~ZE((#IIgg0GgCKf13v9h5%EE8EB`$e<{WR{@N64#x9{Z@p@NrjPj2 zDTpG=_-i{7D424Cam04K8zu<{4I+|{<^)WoWBRu5VWvx2s=h4`FK95jTvz3@n_&wA zsf>%?SnPI60Gnl#yi*1a8MEWaGPB*7wtexu9!z2Iu+D8g8{76TLbG@hMyW*HL~A8F z8b;K|z5U{kAmX-YTees^!YVJ<(Jh6c^i2yljEPlLd`prrK14foFvU-GL^p#DlyEoH2#(@<2sD}%Kf-i3`wmNJkmS+OK7w8ViT%8H_^ilv?T z8#PaSY|wTjQ4v>`qFO5x{x$9cw3NG82G6urTfCd5+{BbiaGTW_Qzxqzz8rW~Z7g>s z`_7&k*L@TcsM+erPv|R4zq#ra!#p7c#+1HlsP>lAJJdFXG|Q|ZXvWICz|F`r`qfX1 zbi5HyUPw=VfI+}Ay=<6+2D$~Ete+=`rbzryjd$0NX^xB4{WS09ID5;DoZSX=z*Bw5 z+0rlr)pKlCFkt*)Y|2*?iMit~Q?iT+0wP1=haep>i~9=Ad!#Vv@Or;IBL=zegOt1;*-Q61Tg;NTWs>XLG){+? z&OA>+PxY)@1ho*Zkzt~cJl__*{Qa_7 zl4jAbqWCoLpji2TV(dFjkODuVEi@+UQUD~79Vx()w=GDt|0eJ9=se(m7~ecUqcn38RxkJ~cO)LV3CmsNlQ zD9X|e9TGRn`?AFHjy2xVmQXpiJORV?H`f7WkX-!3+yB4 zA^EP%{x`>yY1N7SR-<~2EWOmrYM(8zacRpI!RMh5E3<)MK@crw0;3iXOgagYG6HV-AOYW*1p7f%`DX?GK*B7@_DvM)zdcO5C5=pm?Rc${4OF<-p9XFB(KZ%l zIN~voOueoA$F7y&Xm8_gT1owrS!l%H2?9_$aQIv9_uBG)(}LlivLf&eU%}(FwEKGY zzf%2BIJFQC|5`g4)8YdtsoUU8k5 zWqahOujxm(6@9dmA_~@LN>aeZo8d<)=Ho+WcZ-s3I?H;yjRkG)*8pxq=DTD^9U5G9=I~>-rl>aDk2mtq_3S}wf=~trQ-KfFL?-WX zOpTYT_P-DA=RDX72fqJ7=X`IaZ{q%Qe)y#w`r`|r2>(Q_JR-YZ9FtoSgj;XnkPtE> zG-E_rcVj=2#pt4S3Be#lu!A#)$hMR?4gWa z2^*s_^xB&wgcWRqA2z&8YzAc@yAI(9yk~&|-kq;@Itus;bP2!Bqdfk#k8j9ZH;COy z{FTyWF<;*j*=@K>5th|77T}FV$H@AJ-|6yq;}8m3#_J?GB=n;ge_UNY+r?oqu>Zcy zw*5|l_G}wdr}+Chp(Ks3!tevJNqjTj0EpT7fZuRi()sNYZvNVdpP`!3p3i?g1?g<) zx|9F33byCBzAM3(glfgKL03Y z*Tfzp5f%@lpZ$wP4c{NG0?bsiXn(@<(X>#DANVeOz+ZfP7JgWKZbxU>7+p*=!w#^mY5i|@FVN7Q(|UKE!qh#SY_&(9881#fu8rrAgQ zYeaWBDMRq{7v5e5Wr#mWZ$vlr5?<}Hs8h5k)KB}b>)D>r8YXLI&tCk(?4Tbry-|#G zM#;^5;;3t-Uuph2@jkeA@tS^iirIST?A-08cRl$kvNX=;+53hMZb2D_d2&b>>FnkN z$t8OXbBNV^HgonY?O{O3uVj&r8Yf71mJf?0OFvT~zaGWOXJ?6GB>2lR8#sGLaKkZz zbjlo^Ovk;_MmX+4Jg!Rh<7+M5y$VcPUe4lnv9JTT+}>;ex$ZsHuiO~V-v~ET>HJ)s zeW6)9bZ>xM`O;M#NdF1j2+!i<2mZpXL+`lF{%H5!?)_>9W|dpjb@@iT2JTy{c2@DX z)!%!oo}(@KcA&BH9!?od=+^pRREJ_|N@0OSc(VV#o;{eVrYb6ms4OsxS_N8QX(Emg za=z0487}1KQDw~lmK`yGISZ4AAa=I(wM3XR_&NL6;t<&m)wTFWXnasESL&g`)`CB8 z$Y{wR>t$1~3LvQ0uYeG(I~`e|~2l_n+^xCsrAJQj@76KtqLn%a`B_>yg2M3a=6dBj7Dge3Vlp$r4tlhL+! z6ZYWQxZ?$*U%qIK+dNFPpWt>7*_2=9#zte-P}7k-M-shjG=zZLQp&)$e^VQ=C3MT% zm|SCJ36dlWwkc~@mNFBwNZfHWNy0#=w(yHSA{zwD(@f9&xvvP$+h~Y2y&HiQn7L4f z&VqIbN@F4T&c}PfeS~JmFWf@FgcvMih1Gl)iP?=YS;O_SAXvbD8T<$IY?jc(fxnfc zk3(Y}FI6$}ewwSTairc0r7-9&mx3-VMa3qAc-a*~Mbx9vT%8$8Z9#`GqA;2*^)=h{ z)licdO;>uTYmpe5%?@%&GQzPGE73F@ubP`qgSiUB9 zPDRO7ZbBIpDHF(ca*&DFU$LAAiE^-tbE#{Z#^GIw8F+wNH{4?5qWjg&cSTh6b}(QX zfjn>7+cGZZ`P-q{Tki?!BD2y%@?C^qjs6_dDwg|h!P2g7ul=oAen>u@zb~^T|Gii{ zm|G!HXau77FN?g6pq`L<9FLWbeOj~*>6pzrpq z=oNhu%gxiRB)x_EAo+sJ`>SRjqog^>+rTP}{Oty&L6XM5v!I_*=(8J~t<698BjEf- z&Nia2!;Ga)`McVPueDmqz_*dJEm%o|xFR4^ujH8AA0$K(ZpC;qrv=IBHtBxb!#vEh zei47B+QH1uy~GX*Lk#7C!qzlz43RV`8xa?p(8&HEjIwl#CGtxQ!i7Xea2Z39HEJ~G ztbEocsGTIIB!`tei`MmbZ6kIt%v$9HDTvV$CiyPW$@OmVuBdPAn`l2%)59oS&n!(5 zBTZMV$WppWXseeD7pf<|H-ws2x)2HBtzo2rLK6}p952VqW^iUV9>>vY z47Z7HNULr%j`Zbt6=~5Gh*XFoLyZvh{I_i*LYd1B#Rwt*WSBd=hDcZ@Q+)4eBPJ{% zfDtXIgQZ}zS<<$P-a)NamN4jpeG`E)ML4f#q6TdWw^Toti>-wI-hleRy2>R6NE3qBZ)ycg$*1zfCts%H&?mhC%#-Jac2SY$_x74Ukr>jnI! z&6DT&^IX?wKlS&e8Lu>4j(EP>)pE4XoxRkXb80i_kNN_>4r|5Lk-vYGaLYX}KOFaG z?Ww%#{3&MB56k1pOzGBlI1lMwnzlIp@7qQMr{xE3;6dlEF%3t+onjUIIgqg4ZN!b- z%Gg|Hmo2x9okJOpiG1DGt(37`m37X&1!k!0b#Fvvtq~ObX|ogG1am2`zS^)+S<3mp z?}PM(z#mxa5sb*!_KrKeAy}7uU9~^>l}GnbBV6*ekGG-OE!o7eAnv{>IOGB`zz~)&YyIP!@PA($K`{Imc|-Ww zg8PcI8Tt5*xhBrOj~kf}xILd`?cYG`Uku8yO<$RJ{XFSG`}6mF004s=3i;&||;mAHNR6&s6*xw3{0(WBev;*5}J%|q8%1wKc=jj8#4&)#9BfqBBI>pDfTc)Oq$UqL=^wFA{)xf zf8RDDwe)DRqE0Cw)5Gvw;EKP@F{!S%|DU_b*`Zd zEZFsDdq4a%KGISCQ(1ut_=}3g`tRdLe2E)Jvo%7Z)}^l5y3&-~N*1^cT5rWCZmp8> zWwhhc7e6{_a}^+hZ?WC~fysPP^kz@S_Tg%;U1?Z)+nMHb1B!!_~5+A=q{ad3JBlkWPugtsU`| z8hf>%C{Zc=&Cm*?I=M4{dv9mu{;t@9Z<5*EG2PpZ@C5aus|+2%UjtLPmh<;OIO&O5)rc(;yMy>5dp_FAbB23_=>xOn5ocY zRbcc;!NJ&(rjMacEweEIrfE6MWiAVzEMQ90#sHZj)FQ#J$5L@#Z}mXSp^ODE>MBdL zc~uA6yjW^mhi(74fI zc8^A;VBdr?2*x%P#>%q07U>|~>0-1R$21ZyHmXX-7Hc*3#O=D=KtJ+_mQI!e?xiG`pLU*N0Q59wQ z@5=08_BHuLE8}vUB-<#@vwT9XS+`GO!M?L&HY1ri+|f6!A4eI*oCj}Fp7b_n_I=r; zG|CDo9j25{lw)?(|e? z^1e}$q`P-mL&9xR^D+cR8Wwu)$o}76K{^6AIrKg;_RMn7PsohqJ37p-!zlMxv3Ca& z)mzz_ME3@jsQ6f+=It-N&;ueor%}d7JLEmn!jml>j-@fkd0#7?iXR zi3Qcr%+@#4YrmPEZ;WVfWZ!xIX$>2~ZJU!qizl0yuJUxP#20=_NqJi(8nvZIxyAmC z!*{fAf1_1>Wl}30lJt}IlT{Ox;hv+WzZNp@Kqd#9dT&Y}h)t8#VVYlrpi!ET6A3u&=!#Mc-IPCH=g zlcJwy%?T!wJlz(%{xC~2nr^NbSMl|N=1DFbil`toZ_asu7`QQ}R*2Kw8eG($!m|`> z`LFLh@NH)T?Lr6RYOJdYX1fo?~23}y8Ivh{7 zhG+*<5Uw-7u>c*w8>WPSi%XFX?KUl382xoU`$?PCP=*D1_t9PeqUxtLf*CgM9xUMi zZtigSR%PBOEh+9P8)NIT%Enxdyx%In!?Xv^RVn`J;_G(tBdq6cdmU^e@AD1^jcT>r ziyOGEgBw!pzpiJqod+Y_nP)GKrbf4EN6(16>+oe65?Pc`77FzQWpJ-y1a}qx+LFh+ zH%x>4A7&YNke`8h@PpEYf0q>}+uyI_B_?I6| z@EwnHS_8-a+dF&*sD^AYALQ#i?`Q3=^fL|9;Mxb7-*x!%DcN%Gi|zciQ>=?GF_?2#obtfBU%^Rv8rUHK|){kzJ4(R(n-K6Vw{+78vJT(}< zd(djkQ}bWr?7%pTQ?!jN<~{N@&pr?BkNFjAyYJjxVs}2cFE0LwjZy5*KZeG0mc74x zb&LzAE&n(&{HWClvu#W}%I~-LtFN{26B&-C02 z5{x#+L(X=M9@)ilPQHy_G-;N_+xykHd}sCjD1Y_DAjB~8?e}{pA3B$Sq{%Lc$?qF^ zYW^!&Kdm)71SGJ5v)_Aho*(FU%wMMs$9N-m5@cZNm_488?QfU3b9oX!(`D*x+#gY5 z{vewNN0NLKb6NUf%#FMm5w(r)lag<*9_0ISdGc0}K1b-+uep(4%mD~*dETeH|Aal8 z4-WGWkWcpFEzzldh)HIU>*zASM#<8>J;P74Wp0r4`8WTLd1`(o(MLM^;x7;jj}y#b zuVs236XOs^l#WTWHu9hv-fcG{7|w1p%erYy;AwX>)#;CC)k(CCU;jRC#MgK<6Ckqp z^_lb*{F*+~n2xT2A?|$Z-hMo;_Ze?T&;EdK(NVm3CQq+3Zq2QJU=S7$4P!IhAq zTtAKHN3QP#f%$qTvOLfISq$SciU?o9wSO#x{wV3eS(<}e$qn3xP2un7dgG612KNZx z`0=dpBK>u3#5Y;a108oB1c8i+IAKxaHzEjZ*T1p)MU50oIBb>fxMO=xcs9#JtNQoBkbXS9~byPt`B_YuiHjUyTuR%fnzS2 z0g73Q%4DMK2M+;}15@0gFa69?P=1dap9D{2+tE$WVul{vS0k3e0m?cm!+!a`zWnl^ z$u>7(uz;z=wzx_{(+w?6DyzNDn!paYk|o}hZhQ}wzKEtE%IH=%MPVu&b2*?vP_jME zv#Y?jf0MJHG+ZbJGRW+e7 zl;I&~OGOf=VX7X4VWKz3Hh)x&<#*}keo|#qN|Pk{gxe@a66P0yQ6!0~nQDAU!C%+2 zC4PM1`z-JJIJIMs6uUUerE6}A?u5{n%(tbT*>u~ZJ~jI*^sWGQK#9Mn{ncS|f!TN% zh95VQcGF=#-}TjEoxI0Q5#UWpeh`M=^d{T={p>2{7;m$AQ;JQ0PJhJXu#3Fdy$$}p zJsUXN-S@JRhPtjU zSma5>Be*TL2c!OFaU=tG6tKLMRp`lMghv)^p9Om4S-i>WYutgs^W}z%^1GlF9HT;B zN4{iXBzbPcqDbP-3wMOUFE1Lx+HyL3(T=(rR*q}&0q#k;xbPG`ldCGi9Y7*00uYPPrPUg}*YVl@^DfvrEPi%w&|XIODgAb@+W$^sF1W+lbhGFB zYce0rshVfTlp>TNo~`2dj5NoHq-H*XVbI^p~)9A+l_v= zH^spG``U=aJ700;A!l=)?0x<^af$oYz}ZgB-3b&hU%Q(Y<~-o2+gV@;jCDHt;+6OPCAF-Zxa7@zuTYur5Gs=#$5k={SU-q z_5DMVqt$OQ196#d<8~h94Y-jYA$NR;t$dTy&*b?x*P+Wi`<3dSiSrc@?jJ%Kf=-@N zO6VcgX`Ybgo=vg`qUbq)1V8KKNeVa0Xh`zpCzN5j&uO~;`#wl}z)y-1K`{KHy`HYS z%NH+Fqw5EJa;@b(88{wvm+lkjk$mLNUW1SyJ@XFt`UB7LP#bZdqv^W+Iy0B8Za5B` zaU;*Kk0i4CKtXiQ`VpS|FZVG|m()Ycz7 zVVTXXggck%(ASfz$d z11w(0-AY)pZRd6wRCIZe5hH)($NE9VNE~l9MKl6KA4t=m zW=%=Z?z*cjQ?mt)`AyNGCyRoQra#M8PBw5`FqKCpR?8erElvKz{Up3A;xhg^KKn^(K_~k*LKy~%U@MNM$+D<5*wVCn2I7Hf ziMBaq&ncQ3LomSOTwElY!b2#7WSW|#S*B&Hg4rC1Ub^qg#eI;n_Q*%^f+kphir|*1 ze3^g27DQVTy^-wLe_0!u4xWN#J48XT?B+r?%!;hguiR0R+0XAed~GW^Y=!=cOtfyX zO84=Y9C~R%t<70FjaOl~f8Z7q0v+x?T;rzFaV{LDjTY7io*GlKisgOox4RhUf0OQu z-7Hr!@ggdNmSpKV#Z9MwThBJR-r@a#scVb)Zv-EzZZ%yiw2LKgwd>Ag1Pc1tr z{cSh99B_6jX8FPS`+7E}0zbU(a8a|I0d)I}2M(>G{x0MOkZhM(broB}^ z>E`Khbr`3E^W@a_0}KL-rBS5$d=+ntWm4P<6!5^iE(vq;UcOSbF-t)KKPCvB2lDGT@u^+%sBzqn{Ahv1Gi#Ov_&!+p~B+oBIjwA-@u84kP zOzFRD&lZB<;0_r`XE==WG)y{}h~wveSaT@j$(vAy$wANbyy$+5Nn{-8(1^FGc962m zQj|XAY%xib1V*+&(u6ib8BmNosD&Y-?)IrTOcR7(7#ZH?;<+SA&9j{DZ2NEHMnLt` zb0f!0kvQ0B0=HpAa2j-P94XrsUgUEgaJ2|BJx~FajI6-cD`S^3FZ80i?SQimQ z$=KWl7$6mTc`r*aDUTlIP7|h2#IQy8QIjJxeWZ>|@@~cwP^cug$vONCRG{=TS*8Oy z_zy%G9!L7x1=Vi}I)(jW%EC{;0R{&X%CKN&lOhJZU@Nv~2c`uYx;!v_NAhITEPb|T zh$zbx9&)y0+87{hV0)I_tWemNWZtKxIB*`^$Cm6DOq>AEB-`?3)B@Y~fC#o@{&joy z6R7SkH)4n=(}K0g)GOC8S5OAwwiH1ksX$4^M)bmyIS>>Xb>tt}KTOG#gog*B#1+u$ zMY%C3gIT7FyDzgvQ+#k2acW^`hAAdlP|krUCeyQl;Rb&{@A_1ls(RQ(@A?XE<9U+c zydoaQu6_`&jfVycZ_{RH?8~1r{h)`D9n67=`3Ftgkys8v76^{v&skhQ&n{#9HT;x! zGBLH_KyZ9X2;?ag73_w)l@aC|T2hseuqD1-)o5N8G^-eYP=l=bJ|+pYCG)&~OgVxH zJqFI-wr67yMa@zzMG+SaCcv@0n3wTM%XF4#UJ8yMF9NdiRhrB)`(_KxR>7s4p0ATF zyFAzQa}2bK1zK*I#nb(Hx5^R2yKa3^<4=IbylT4?&s`QghHPb9vPOKsa-N=>6DycN z@b@FbV_ZL|^97v;N9tTV3GmG5w$<{upy%Z%P;qBLFR6cs2Lef z$>CR&4ae(?l;?l2!jxkmK7EUmk5tZH=c$=-mp;gN z5NC9){ReO({A7;_ArZ{IGJeJTMu+dCz3b?H{{DkLoqxQ)6oXDD%6`;ee9ox!eXfmY z{NErpEZ5zAnqyeC#k}x$WH!2=?x7JOAPcKOfEG8HtmZy>}UQ z{STlF?mV7koyEI5{&-L6O(?@7ukq^l1DV}P=Xv|{*K7N$lTz{n36YVGUVPbq-RkFQ zEoV>P(6_O8>!=?^=6<(7emPf9_$#;vWnl3}o{RkXH;Bvm=djnNpBN}0~`GWsSqr$l2Y-rsm$!5*;Jh}rdvw+?WN2PlJ9ty+vk~1|IP#nG8?TC7?Nud zIEZ33Ir%!26YugtOTIV5`*Q1rp@&_Ge|9+^oxj1Qy2$gbhfU@=r-k0<(V*3OX%<^d z1%IH9$PZww2y}gEf$)?#|MkZnd!F-KZp-IP7O_(Qi=2%q3ZdUB)28_e)i26{=1f{mACQE^S@xsTutZVoQ<_ zOIs5cxQipv8XM|9LSU5ZI9x`?FX z`~_ME=HQqQa%K9yZ9BGPI)Y<6r^9Ba@z=J`&!4`vZSMsJKXjSTI`2jDJqIs=UX&18 z1f}q!?4$qf_5rswTej2kTApP49!w}##o=~P&be6)``!$&wZ3!R+Pb|Ms2{h2cn7?xgB1Sgu+1{*?e$T{sgPSNln935S3*-!BvDjN-Tb)$%QE%5PzFWS6v2X` znxrb?N;IXF)m6pIs0^0%klIs8n65m ziBN{+qzH>F9@E1+Ez<7!hJ9H`vWLzCJ00f9G8OaXBo`0DzkxCc(yUnBi-{~q=1T&% z*`>>3Gbx1Z%s`I8Q<6hMiq*x=14&VU3m+U%aZn}2aoI0_3>%C4t>7-4ap;nR`g1_vh!|aRpRhnETz+hse1nJyz_zJzXnF(am%Ov8xDLvZFX`*Jc zi&z@6ba)&nz)1UfXWduQT{5IulN(NgY99E`C)>UB05_7p<@4Q}n(q6_kK0Ickrz4L zmpOcoGW)UgVh$ho6!w_^nHLIU4;=hG+fHr&g0&kRz8C5IXMzbq9)|Zg+k9V1hiRVA zz65H&t%u2sZj04H%Fexe1BpC@GD!V`CcRBxnZYWwXofP#_}e1U4_qdBxoVv=mB7!&yi7Y&ThSSOBrF0*YY9>>y{0tfq{BzPXI z8iX0OF(Q@;s(EDk#Exv)!65AwX9v@j-vzndhFhWW0<@8-`osXyD_hnuWY|=4u4Z!3 zI|WC&DYI=;wBh#XmNzl~8frh1YzvxmF6Sl7e&AQfa0x(68KWYYjwCj+C)~@wtM{rV zu$yAu+azyV<_l14U`~N(Y{&Z9!+3aaS+mcwd1&@nu>@V7i69!GEigD6i3%$w`%V}g#MJ%)U_zZ*AZ8gh z#S|~wHGp1LoQp_0PS>BBU3tDb(ByNQd?e|Y;|>nqEHknhF#VqJ_HwDiC5*FKVn+Ps z_|_=sjNCCQD4sShLnub!TDDs<#)o5z+8>8wI)N0J(k*=+WR@lbz|El7c=8DI1UjCF z`QiLyU4dEgcKm4`?1pM4o z!$b~x0CC4ksAHa71xnh?NKXz zNj}D{=wlWa5x=^0#C|>`_7mvp^VejZzH(7#*L<_i$0O5eI=a7=(DiBiFk1{il2_O0 z9Danrc>Cyo&YcS%B#)|JJaR|D$P4x@$17Rb<|M~u`?P}KDdMA%TjkGnOF>eJZgl?u z2l$dd-}iHb|14VR+aR`6F6kvNR}c6u#rHV7eUSEC|0A9UZ%h4)#%*%=1`odH5 z2T+DNXjsYWaOi%wazdLuH8Fi4K-%O{u<{PvCHWwk{yRwHQTnDLzr#gXeXG0HTNDjjja*6b{rP2idmKRv`TCb@rY(_e?;>#da< zS3$*juEdSpe1!Re+jHb&LR=DbASmc)0cDS!9%w=8$t2=Jp4G!KH6ma_V2yx zkB}vK{Hy!>F`;oZw+{Yh4Qrk8s5QGTI!V|3budlLA3xy_d4Lkj97O7299HH!9yp#`#35?8*VfENV5sFwO?Gu8{y;pcb>}C*1R)BR29hGy_kHD z`=Ys^R1AVrfRst8O2#hpQw6@jyWb>%xAyCM;SLY+d%O4;Ug1XgH~wx^hR$be&!7za zFz9~7lTP%>qB2}o@&~C?eobh_g@j4pOHsUhF@d)HvVYsi60ko{6mcF z<1bo#Tt=*PkF0!O&0)^Z(gVuegM8_aWf%EcYnG)6TK!(RUVq=;7ayI;fxiZZjE33m z#78cl?o;|YH+S5ucujYmVz%hJJ3hQ@$K>mwIx^2E`y@-dMf4dZAI-#`?C#UrZ6TE5 zu6Mm%=(zJBEVdt$;r<8KFZoVC=l;15QsXWVqqp&#cMo&Wnv=-}=2n(lj6WqD_;Iuz zZapuZzWAthpn%ck1rN8s*U(b9(!H&0^7l5j|KVf1#{^}SfBiz_vy-Dixu~f)yXI*3 zO!4IZd?mn_@H4*!0)-Kqufi%c#46w)H@@=9yR{qLZJ?DK{DGc*LVUQl2I`+Yoclr%F#x=3cInZiyH^C<}V_R1ulSN2s&rT`xY64bc5?dll*OHHe{( z#!&y9wW#$6eBiPbNlE$5%_JiupHo#W`h z=z}dF$aEVplKRp#40T;sLw#ifn@gT#vppH-b`Q390{3V%+eVDM zNy5!E_onb9nW8LMf~S~hOV$Kiv2oMYg=J8FXpIw1$#hx(`#pqyYDW z@S`sg;RO;}gGF2Lg^Q>R66+7#;2XIAbhnt_jUpiIlNv??j%(}q$zSVn#Fvm^Sb6fy z;oFUrFbZ`cQlqQpiQQ;GF)gxjDf<6v) z#S$ZB98H(gMp}+n_xG-QLIn4^8$bKCD~3}|wW83Bq^0Pe*FR;sWG*7ZYkxWoT4+H9 zvMPZ;z#M1O0H(qyj@As(CI(NRlZ?krr@bN}G|vxtRA|?M0?6IG>q1I0X}F_(t(Ql6 zmUK%f!+2w!a_nMu`iHEoVGzY-A>^xm(an@b+{gn&gk{f)rEs6vX4*$6!zy3C6=HUY z8_{A!bZne|vs+A$f(TXtPf8HT9QV8)J1`Z_cC$|;HZ0eTLrf8*vwATSVrD>Z`Tfe> zX!fNTu{bwftRLpVrU+%A&Tu_MC_`U6%#+pGfY!{%4qtPY#&K_#sJR)x#|QaFpaAKi zcm0lYfgz&OB?&s@&lQoYYhhap4vq40xfwRLn1kMhkF$L1Q zp2W9c)reTPr9jiPyD!r8lU}C+@8|SRWES&nB^`wAc5;yD)BCa?cPUM@LpPVsLTLMg zKZwdONr(Bb&%PFa4^w(jn*#;huSWFd;g@;W1!wBO*^}KbCH{ijkjsqXN_Ug&hIZu^ z`)4xS3M-lIJ2KC;SF_Oq1UV(z3VH(6kKiyYWW@T(8STGCpGA1h7wBD&?b{)2%*oC^ zjEj7BaH!P(9451zK^gLMPuRn73WysS7PQ}6_J!HLo2I#RBPzp#N+!`>xu0O-y`XRU zuCGlGVwx5gI7Z3t?aTwU8&;5yRlg~X=qD2+F39ZZdg@?)ycmQwreGF$|KL#{;b-IT zBp>Q|R;2kgl%cOBm2K}0o`F&)&i5UZ1vb8`m(~kF0O6vls6eZ@ubmBogpT^UH z4agPMc6zMw?s_3T7WS-M#Gc1M>auA(pV6HQq}iVzaAEV}1A(NV8IUZ{Q`(8qophsq zC!=#qgurNM_AvqMKpG?ROG^L*)`Tmff-^t#TqGk_U^*V1@sRu5UIsk7+o$elu==5k z&=gp%U;t7HaN4d*oIBmPZgFpj18^ElXXqd9xu!ea?T&CTPymqY;pZZO^kTK3t5atP zPunxi4UecE{RVw?TN#-AgBu<~v4wos{u1Gu@6UQOAFA!5D+3{xOYVl0><9|tOb2(n zLLE?3`5aO_jow)pcFy6^4qV!L3fHPp=u_ODx#&h=F#;9C=qmSmQRG;gMYIL+7AP7f|shhQO7@< z0KJ}UMyxy-Y+flN!_PE$z-L3#M(BD0Hy4IHx~K7%jsen#L2g-+sLKB7!FzyD~%&j+SuU$qK*X^+y$haFmRrHmA`iz z+6GsT8hh1U6Qwll_!GVb3%jiE%`<%C2w=ZNH7dKYzQu%#w$Xb;o$fH*+53e(xjY3xr0q&&vJoDq-hw z^b5TVe$2fl*h-*wgCar2z_)k~28eb)R!NdqPn{$i?`+RMfh)t0Dt}myldO8_B+27sGYtRP zYk{d#G_7A4l%uG;D2sX3lje*1#eGHm;CAv+q$?2T?yHCEWR=d#;Y7JIaF?{R;n^g~ zFDGs=yXq!ax7Yd0pTy60kdY|aN3+kbI=_u|_Wf5U^Uvvda+fW)0tJNO>p@_Lj}PTT zT9*0ZrSoz7i7Ueaj|ksC4D3g{`~l6BFMs^(rV3j);r~h=M#Xc_)%`}oZ_9jHq_=Ti zy@+g0+6$eYCjO)MQRL6XOPW5UcAowDQ9U6~Z3s6V;h+8OBN+o?&z?FXn!0)R3Z%^6 z?wywoKVO{u?<>0Qm&LdD&gH`Xoj;DUmn~O@ju9XBi29M_Fj7UCW$~}OPh1%e26sVM zhW*y{^CV9vd9q$Eqd#H3!L4O^eqAhFEs_p!Bj0|dc{=_P=dXcCq}9B*%M$?m9&U{D zw};{;8RhZ&F*0(SDOL|@9Rd3rd#2;n*`k%h#+0XB@ zm(I6pn7({3@1AZZ8?FpN=jJG1zt`fa`FNBCS4cPidEkm~`Ta-wZafu( z<@0zWX~<;sR=k`CLCYh`o4r3K<>=gA0>17jz=2(scU8QulIo^BuK>j(ymAtTa!-@* zJH768%xKpQXV1pxxebsV3ien~xfiQZ$GP%%I|(1bXNyn;%Ia)x>+VqBE!LTY+)cydx$brW+jF~cI_ypYlsG)}=m03sv|#u^vyq=g$uGF7 z!L>uGF*=955GE}{d?(!W5%9UdbP(9W)IE{w_tz3k9KOnzEVh#1{B3`Vj<#D2_-tc> z0s0ZByK@Qn6F3C~#WOmXL&D&J{eK2$+9e&=y|!Z(u_(5mxziMqATCg7MUW==-!XO- zq+ng3NCxKdoOnDgAh+F5I()mUSgu8^2LC{r7$J8~L??jmj!cH3B$A)quRPIx?sK=Z zySxS9E>Kj3v4zeDO+yG2eEJFCWGk*8Zic~B3jxA(CuWBj0l*6bfI3`?Z%k>bWAo5`4=mbJ` zTYGul-#b)m4rb7G51wf1;{LK$h+20rJh*|$ouX$*z()uw80_9uw!a#ReIWbyK{}o} zvu3!(4U-d3+r|SPVH6{GsJ-hzM)>|OTn+-{D_q~0zzjAzDuZVzy|AULuyPdkb>#2N zVEp*(0btu1@Ge>M96RxJ%Q|wC$CmSHumgvTmUHKtM%VLcK1g0|61~|;9^cKKrmDfA z4UAm*n)R2X*U@WEr*Hjir}1EV@w!*VIwMvN!%Fx0jgb60dsyBqp_!$fd91aAm_$jO zN8wh)N?1h*&|E>~MeHQM@fti_W^Q<2jotzT_H~*@Nx9BTr?R$fkXdS)!KcB>@5^j$ zj^Fc(0pH<^IS(%5GPU(c*LS_cQ5k0aBFEffN&Y@wjq5Xvf#KFn1w zp`W-iI0p>A7${&bu+4`ePuEqxSebw%)4SHp8UMCEE}u7Y_;PMCj9Bmb$|&B_^^Zv> zeeHI-&%W_|B)Ee?*B@WMaLfh?Fuhn7@A++hw}rZwWxmgJcsaM$*2ntc!_1spI!ZAr z!+bq0b&Gt@I_%2e(qvqw<+?0CrXRcGjT}rcVVV!ikNum89TVe?l&i8_IV&^UFpK4@ zo7b_s={I6nerFcPkv$22ef#rx;Tu_S=h7ju*8QJHVYWBu2HE`|zCiwbEH7{4w^e?* z?GfdS-6U}KxO=>l)qPdn|911?=zW|%WUtk5<*przH6BsUVa#^#Uz6Ka`g@fw=O3fz zoi<1}OZJ1(y~tko+bJEgOdr?jDjTf^tDCp>5@l8EJjl29)SLmaz6S!|_l;uobe{U1 z^d*ni%W}QWpN?|`w2Yh8^)KWP7ndcBHmlavJQ?gDBWd}01}TTYZTZ`{|6yKK^J;xr zjowqb?yXJD4b15sc4e4eRz+E?i>$(Ykh>F19HQAWDbRjjAZR9qhN`%%(y|qT-s<&N z)oOJ$)8hIe&F<3Y&V3dyneU&KFXstJ9r>^CFRNeKpJaF(8L_;F3X^Xl&1TL5*hpg2 zZ9h5SE*agnjMk@zeTz}y>%s=tj>8<>_kb{D>%Zyp5a(UH0UMNlfjI5wF(yZQO~oEPh|DSL=(H zBe@YC8yyu<3l1E34r^EZ8h76VTIQYQP|oE8%g>i4kST_gM?0Vz1AEY~az-(R$^fgv zKRXvl$K0P_0;D1504t7ln3Vf5pls9j8zC;4IaA!#?&{X{8S8Yemq4@)Be}X*f6v0v z%gy{MDxc!ys(Tzaa^_lmr@XU3;be+37};=eaYX0LPq+~tMQz%%rZWy8fHz22LzCif zJ;?+LO$VVJn1dk9wvOrG(5Zjm|H-i)q%VOjk4=eUh0%9SA!Q5k}67*4uA;CXjf&PRV=3dTT2 zkm-hj;Rn745*H>}^!22S!Q@~%NDw4omUW>DZvwS=J2h-@g|V*=q2buuU6cm{;FCk2 z?*lN5c6Lj2HwfLddTM*I`klKZ%NAUNC9@}Vx}7VoQ926PJwpUUGjO+()<@nx0_G5OpdOENr?fd$?JX@u`BC2l6#}A`5 zRntLnU%m4Lw%R^OiPg%Drk=vxqfvY2cKc~u@OUGS3nRIF>J<;Ccn zKiwFQ+*8nRbR#Dyfz|cgnHzuv5kcW>NzC^}MtA_f$`VI-kak1vnW#P}=i^)XE%Kz| zDw31Ra*dbBV9EhcY_#VC_gFJ;ChFt*33Wo84KTuz2n^lyqJ0%QPlhUXv^=O^#hD(@ zQ4yi|M_tREK3#7Xa;MRgXU#hUS#Q>7ARjV9Fe(_u0*wp^V=f(tLJ7mruLR={qr{;; zjtW_9wRv56#F3jQO<_a97q_MC`S5*=(m*7FA&V2d4%wDE(C$gAH^8XZw{P@UHo=c5 zUY?(q1{)L`ED!x{wY}>n0=DUS=Jlps%?*vAGYNtwmANQ=cOx=duq(2difhg>#ycWr z*;Wnz(W1PEKi_67ypwgmky8}c>bm!D*0mM1+Yf^KJYQ@B={npBv@QsVnAY`KIfuC$ zHAar%e%Zm{f`rNS0@ZNf?JD~!P&X+D?VUx0e^(*(^nS}ny6ExS|9-dF{sq$Py6HT) z-rVL5f_s(>ovl6McF;Q#IX&;+P*29?|J!op9f2HAIX)Xz1h;R&e}ZP4XI?RM?-`5q zVl!rESp^1^1Loud zy}(**Hd0qf4CEMb$E9YxHx^*QXV-*JExO`Y7&eRh$+J_>P^bY8|5#wp>r^#-E0>BB z8@5=4P~%4wMv1jQRA3U4M7@@JVgp#4^$djlpc@xWT^{&vhmzrrCEQ#|mMDG9tgSohezUI7{?j|6GV@3snT$ zr#@-KZgf7+dm@T585e0CBIN`k~qTmrYKuHZ~JPWWPbhGgBl5g?5Dg3v* z3{RNiEW@iMP^r|*NWhDJ)W3Ko;0Hf+i^wo@~`<-af399GT9@T4@mD=@nT z2ovxo5_IA#>YzBJSdD*_^}mcg#B4Cnl;g~OAU0=`31<;+H_M1@AYhWW%AEe&w3B^; zhrBv5H*zO%nFAJ~iD=8HBrAw^9K&G6i3E8e5+!e#z&Ls&7MT)f5rDCr`1mJ^aRm7y zEe4m=Q-ZI@JFs-5U4z$;$`-7PjQ5&;xd@7i^J;ih!HxrgXW%ju z2M1xDh>0L!Ksgv}G3>S&Zptn=j5EPQBypVK*ilSzfpcbSi693^I&XuI=7}*oK+Faz z7%>tFm_uv*$X*hDOhSn=+nfSyOu#d0i-~pte=V=eZ(=e2h1(*;c|my?xn>EXGl>zB zB;q8YIa;xdM)ovj{bCO1*Hgl@7nPX1=S9T~#H)HI#cUTa8!$4Ds7+D-6!Z4- z903cs9nVpuLG+tFg?&b2%0(N*;1Tqu7kbxxLIXjkG@161?BeX_bYc->Z8TS3^Chekv)%Ko<|I45Jen*1z;DiMO-E8VvQ6HB(2D%sm{+x2bk;O=s?O7Cm2PC(nK0=!b?Cy~>#DG2^Ap9FK8wok%P(YFa^O@n=H^;e| z<%lc&B+ocz!|8kpWOr`(SpV~E;6^}3s&YAoOIB-~B5@2?0KVE)I!>#+9AK^0D_}Ox z_4qnoI?S%-1b`i}#geUyw8*Ou1UBzVepBVEY)aI6FUX`ImGbAV4=30{+UT8{8)0^q zbImnMpg})|>jC>0fNg@a zKswR46AoWH=a`-2c(73-Fq^<^%7LWPsO#ClUqjoA=z5*4?bSF&V53De%ienSd<=vn zy-cIxVu^4VnH;kbv7ssglMS$C4&-DRt;a=DBufM~OfPEX7wge_&2-*M!kQ=)-}T`f zgW^U`svE%t5)d1gH?*JgiH|fJ7f8fxBqIn&2l^iY`Q~HEGUB1L6Dk`u+KhHR1oC*#F%Z~3E^BXl3CU@8%jkb z#d_#NzZMOsl=~S`kZ7_H3PBTlS`00l?W|$ zozlz@s`PH6KY-zqm`e25)Op+b2BqlY6T2o3QlCp}w30%-fTPs+G1}4x+C+`Cpc2${ zsJl(^Ojl1BI4 zQic((Q)~feBAEu-(tarYZrv-QV>YW%m(b5hHj$$( zdw+TfQt}*Z3)T{cYu=OAG@2>B8*ONE1KJwhH}uo2p8d@{myc;usYxetENE-pZeg}u z4yeLbp`bElZ9-!!mqn@mV|5L3(6wc={h{jdL`P1}XV){VCA3Oay_oU}L6j<=w2V15 zva)(%6Dv`T#&Vq`jX8!-a6nqK0g#mP>S5!087f2#y*1kKq*QTrqRN^EvYG_Rm9DNq z+@>&n$45S%n7SvX*|Wi&t@#CiS{S$YM(T(14AkJ zEKzen&?rt0OxmzPL{eRa0g`vvGUO@UE@^(s8kidJ-6UI1tQt{HuFqarE+%$y9m@@`|Wn|2Z!OZ$f*UU0u0G!#9%P=(`R z=oM!gSg!bn8zkMHTpa{rvf41zBH64qZq#drq-ym_tRP8hGn_`UmBEkgBHL7wZCME+ zC)bTEj`n%$rZ9~tc7w1f z`=Yf;%uh0yFHjsMbjk_)fT+cYUld7khSj!EITEBT&er0$0*r>)jqp_)tu>Ne+skTF zUz?j7?4}J@b$ZOEBaj0qu@z=o zn+WVUL2bEd6B~EQH|redj;ZcUA=k^=xL%8pjS_=4G@I7eT0%7eMOCFJiUh4RWY?s+ z#&E@%@n5H>+4k~=uBI%-_H<1E0R4{xWd@EmM4)vM7lVLyq?FXs!SOFG<*7 zK4&pVdvHeq&6N$CK~b&68e9}>mBMVYVIyQUUMPy7%lHjvUCUE?M{C5@Nj24kgIb^> zC)fHd`tSW-0*_E;WjgOi2|5czQ9=qD74x`=`fL9)=`?)-> zzVTcVf*7&oThF{E!}-Ea@`CG(U})0_wHQp?Wey@G-OxsMl#trSY>i~sltp9mHKMKE zUsDvt)o7%eYOFY`CCF3L?9uRcc*9t~SXQIuIIqwfV6?uZRa#YPnO5VnsHjax>;6Xt zN3yRhkM#9D2=Cb-dbaa8L9^MYNUF<7uWS&phJUDm%-EK*RK5IB1(${z5MAD84S{I9 zxYVTCEkib_kDt@i?2F#x@W!O$1c3cI9=)yeG96`O3?P(`t>UuC;YTq~tBcn>y-b$1 zXHui`&@~{M8}WdoGhADQKp7M-3Hb>pGB~o_qCz zNNRJUTCZ!&m(oeSLhCa_GBO$^*OfetRuEOJT6XGx$L#66pIy_8usqA{jMyxnM{z&P zavJyZQJly2MLx=b-!|h5w5=!0+M!RW1SxBTd-YEW-3rZFoF{qAdeH(+o_R!BzRaLG zN|c8opwZkkYcI>%J8HvcP+>N$)gp~iyuMNw2kePVL1CG96l{xiV8|A^^TqlwT|~zR13sMDn#J z`5T`(UF`>xV@MZhR^$w1?e(V6$dU$%2HhGLr7g@ogj&_E|Zq$B-sFd zOSWx`y{u8Mkmh@%^_a(*Q^3=p$ltXG-+dVbQ<%^xLB9 z7;EF(D{W@$QzfG2f2%?OL*(9d?*zaO9jAw}(J^ed2qup4elRdG22TokR&t+bF%L26 zUWjqq{qPHg$2>MLA?@Be-@A5o zJ2*+FW9YF+R6vtX-KYp8Y?unOP0>MLq@DTOH^zbvLyU_31<(91IQG*+r;o35QBN;h zn(%6A@HBgA^t}&~W;-f;y9kx>mv4;7!BfUN&VR4H%wl)AI~uZh_IXEgBc}DQkHzz8I@%KT>GI}m0^|!Tq;m+! z{4&$2qrC74^^ORp=!h2&k2thkr)PQt%O$X4-&u|sP>hR@#v_47_;U1kEskT>FN@b> z)@|^MF%*qzi02RBxd1RTrNC^=0ATWnGhcl>7#GsqlY!N#|2rZSq@HZ_uimmQXCt;` zU0rj|5kH+8*7YxSY+>~VFf@VF>-RWRW*%bcbl}PTA|Tr#0RFc8qIlq@&@w#uw^VOUIFRON-AsP7u@! z&pbKTC8_diJ!9WyJq$ARP~KPXHV{@mfh={kK4~rWlE?WoS?W?te0M~nj_4aEs8yKl zv@EM%C??KH$FhzZn2le0?BJu`T6%~Ehj(Fijq{E~^ZGW4r`EIeI3F#Z$DEAZ4awl{ z(o85O2<8!7n*nqKi~K6uF|?h!6-#wV{EHL;;KHG7=v{LC*LPREOqK37e zUteCFR&X&n6!Hogmh8~qIuzLs2-j6QPIF~5urkYyyulneUYg#2j0aAC=2Yw7Ybz-7 zhdo1Dg zy2IQxmRpy&Rt+e?kcHJB7tx=w1;BPo_GfMO$7%BBHsfdR>zBE4&fErhGm{jbT?e}R z8aJz+Ktrj9XaBTU4bmJ)rsV7!60=2*KCi6C(iX6W=1n;*=Qjv!YrKA4S{LicTH9u?X|{aQlOgZe2H9}iZ<2w?JAP#HpEgRZR%=C2p!k@+tNy)RUg_{nd*wG z-3pi;Sl%$0%`At^94~P0s~6YuTxZ}O?o_LJeHqeL34JwDnNBU$%P)~@clY$NzJ#;? zRu0k}r?r5ZLuZJGhL*$N!~jId0cJzP6kmUd0SBMdRemEiVthedZ;ffQaJTpbr^c&I zY^$@O>9gSwO0_1At7lc)Xk6iXJ(*lf-6W{q^8n;^%QH=vxn|E9V%j*s>?w%xS`BXV z08YEg=0LmqHFE3EBW;jUHS#6tv4&NBKz~%u`MX-XlJnP|LscPV1WR4>>8p7J$I+`4 zbFe^MvTD5wbdMH}6W(4=X8cl`bqC}Pa*hVibjj3!kC~pKv z%%(k_TF`WfHJtV^8KM&mHh4_4QHt;{YQ;4jjT@AGGV7;N4=MU5xsiX7)c@xefCA5< zIFO1Yo+rf}N-%we0p5QabtAtc_J8HSrXXg2)$;oPM~To{*ZQrDZl^9>f{d65NBh6* zE%t{002ovPDHLkV1h5zxxD}Y literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/10b33794-4d9c-44f6-bc61-d62a58737cd3.png b/docs/handson-cnn-tf/img/10b33794-4d9c-44f6-bc61-d62a58737cd3.png new file mode 100644 index 0000000000000000000000000000000000000000..9bdc6bbf8125abb63167089017406e605da20d95 GIT binary patch literal 1209 zcmV;q1V;ObP)g5i5M_xHJgZW5uGWP1N(3@;WxY^+U4<^sY*52zihzHA-^h0KVcGGb zXtzN%P!fyekn=e6X2xM`kwq3+WRXP{S>%5$Qa!v>=h06i zTj38K%qnaXznkvB{YSyrBuQdA9|=G9mcUH*d!_hxv;HD{e<_{HdHsjL7&Hs!C6$S8 z@XNpCJ!MlSGj3F5++a@kz9p5A3lmaSR7Le&><{_-OOmq}LY{jo=Z)Xz1HQ()E;WsfQ zcpxiXYk*P6fmay8ayL|j|9TV$#p~C)Ka86J3%D840ze;Kli4o`Wgz%gH#QLx(CikV?E9}a2pnrxC@0nANGxlRo>WU&Vj zo)ZJ(!o@5dlIJvJg=WQ1UgSZGZUza!on~l6UK=Ybdfsk;>(-RQbARQCACjR=tH_uD z=8?iPjHQ)SBIVxpUL)pwe%iniN@8Rdm?Sihs@Q9KJz7Oh!N*NxC1yfZe%2VVv*)Tl zZd=n5Q^fm8kDR`mpDORD%&wP8YFLRF)@NnP6J8)alMeS}7Gd;=5x9T|f*eg7b_U~y z2%8hYK1Y+Xx5+U_3@1JX|6Z)xzA8=_a5Ht;8!e#{h%s(rP3Nc!g}9-7cEU(zk<)-c zR`lvRjIHld5_yrZl{AA5rg=q{^t|0Cx!qW{gI0a6_@Chs`F2VgB}ueSEU(|)lcSMq63uxUoM>rFSq zx2v60jw<&4XDY%WZ+`W|SVe=PIXxLG5)(O^6nB$aoFWBPvBBL>7Gb-R?3|(}m4n*R zF(YP5+~zvB7%g(V81zVt*Ctf0X*?W^{0Fm8Zcrg9Dv{*U#;;I6$=js1&N1@|hG3i( zxTz@qv=PZ(#kv~joN>feO^RB6i&q6Ac&p<~j^XEC?g~ArTq?%B)*d}l-;VUg+1X&4 zsUz?$nI4&~edK0bJI3B{Xi}6Nns{kUFAAuSbAG(oIhSEkAFup)r7N_H_6k~gm*GPc zRI#_p@p|ve*uAqjds30%E{j2zazvD*R1$Mh_;YaUQ&P(3?3_g}PXrIiopu8~l5;`# zMfK9{&Q{#F6MLUh#g?FWvP~$`M!npOHwKpnCaWV;5*_FByG>t6Z=rwa8|N?oUX#v~ z0T?u3-bsDxIRD9S#`gRDmqW+;K(*R`jW@IHf56Va=hIxK#eu4(;~86Ikwq3+C~`U7xl=e9Kf4xSBduD-IkUq1^7{jk@*ba)|d`!%PDiK8L-yO{3PK@xV5v#@_x|sXPbiFuf#6DnIbk6! zxpwL&2|+j&)U%O9cp#wFTMi;3G?-VUz3JShI{d=`%iL^L8j)c;UqO>9l`4b@Wzg&e}>S!F1bKU1Ud zr$7#=fe^_#PxD$hd}xzHgK(Aziwh2WmQ5s7;-9U=h9;JSwLJ$23$dvNhIZn1In*gM zQSowE4y37Y;{?=p?gIo96&qtY)Vc8S21_$P#Bv~w?Q-Ua1(ZXTWD^yq!nMf31*kZ0 zHaR%xqyqD1lfxLv0j9zxhZ`gZ$ok15hdn^WMHt$TR_x4&S+~g{0?9;sg{?b~2G5Rj zNmn_rWZodoY;qWZ1dC*5(6K4dPPb&*oDT?si9$J%3TV=-Wq0udZ_2hYL%P_VG z`-#nZDr!<>ZLtBMlrAB_^8nV9+?+DB z_4D3&1_%!Ol98Xw;3Izy5InHlxUd~jeRRta@#XgDKEd5$8f45d2!eE&BibtT&z6+$ z{G{G0UlWKhVn^Z#-AIhlK1_XnB9P`W*Ndz{sLq~f?q*GFd7{UfSP+CFHgz1;<5XO#oXL$|Be;QD13u*uIaJHNk&?ngiR@lVGeI7LaI_j7BA00000NkvXXu0mjf DMjGj# literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/111c47f0-b5d3-4192-a4e8-9f15918348bf.png b/docs/handson-cnn-tf/img/111c47f0-b5d3-4192-a4e8-9f15918348bf.png new file mode 100644 index 0000000000000000000000000000000000000000..6b1157f2f1a9fcf55414faaa675465bd1fd21894 GIT binary patch literal 17691 zcma&N2Q*yW-!>dUbV4vX(Frp_^cG2wXh9-~(OZHrqejFKCB$H&#OS^Ek}!Jo-g~d3 z*TLv~bKlSZd7k%O-&)`L);ViV+xwh7`<#7#*YCQn^Fv!pm4cLs^v<0-6t7;s(7kg9 zA9&}^-D(1S+@69TwiCF;V{MJM%D1<-hetlaP>* zl9G~w>SE=O!qs>E!U@GX!P4cUW|b3JjV8j2D=|ftLmiR zZBl*#p$5Mo05qZ3GkXz1L{raPufb|c>A?h9W|7OvG!&h_{{JJuhLJtQV@Ip0rYdC<`2{(buk(EUkMlo66w(;wnP2=9YUjUV! z(7|$8Erfw-WI`3#)tYNc<7VGz=E?>ke4rb1s6lb?a29bz4bhjB{hrpWo#Mn}G4&n? zqn|3{=R5Lw1-VCt8e8WW{TL79D#JdRzC+gD@&dybhOPGevxJ=ENJ$5-Ddg!{_UpNr zXV_=4E|56yIPttk={KTY`@Uy>&eCW%(kJ*?%=sf}fx-nc&b~CTEStp!R3Gd$y z+=W53zB`jFechT3M3y#vvIRPT$XTaeIvR^q=Hvsj;PdFqXV5O9jLYYp%t?8@6ydlq zfmiPraQSc7*~ssEwdri8`(ZK~)JYC|^kA0IxgqsaOL$D)(qQoCZ8l`#`T`qLIiZ}5 z+k!4q{6KQ4={q%Q@A+2PZq}++OJzr3uzj%lJmqI&Ym+BHx$fBC`NT$HJJ7CEY@{@J zM+AI-a!I!mMSu^UGFbF)yT0QogX>&5J{b2{`J2jsW!xDKd(!(6lki8ipk=AXPPyJe zlhi%^mYd0M^|Lz&3W)SDyOGCa_)Z`tVnuWVQGe#CUI{4qH2K_XGh6#RR(G!h2z$dKFo-#U0_Fw4;+DJ3!Pr!pPj~L#UG)VEuBMtayfheHNif- z&Twn}qR6yAK-qDLp1&{amDkw1|BZ|%duQ#$_Y_}E`tsjf1l_hEvjsJoHFWnGtQk)Z zn$$3APUMgpJLT_Od{SNOknv}nRF~(!+en0MHbfgYfam}kYil~S`NT;ogO`3mNVftR z$$LAyfg@6sA95I9P4Nr`!%x@NzB#U}B)(|JSjeA{roU%^}IXk?9oe$Oak_y@vi6 zGtMG7{rWji>sB@F*Vredr#;zFZoNS+e{j4-v=R{eAs)n&|dYq zr3LPtmeTsapSsES&!9^k^roQPmKdLmAcYR{PdD5}y*^7xKt0JQ*o#WI3b*)qpG?o7-yHfmM_02OdWr5Hg_Z4*EiM zZ97^0qA^e(*4JP?!_hMwuc&wSBgL=ito`6gr-GhRQqJCzW1`7m&{Cm<3A@BDkxOs>UYcP->M{;$T1JwQb^rzp@m4(kP zp14gvF=5dT-1;557G5dg;s7H$4Ke*S);7{D^6KE%1U=X_uaVT${Wu_4-TLMpX9O>BzM72S>Ef0(DzZ zbPXghLhPlEOe92o4L_f?KjtH(O&`7WlE+oa=-CSCScb+clD7sy>hvq6O6?{_B2;cA zGZ#Uw!aQEG`W4Dghw#6X5}OYDXxYvkb>!a$wm8;*e&~pUkP#=JlUK_M66qM z`X!qF8cj_`v0=j>5{Uw7i%2&7*YyroxwEz*U5tRmcYjc&1wR-7nf(Xt@O;NVUt3L@ zL!f`#vN}_Mtb}4fepDNp4ko<#NPyD#3xZ6sb|spnx#h2_JId;SPhTE*@KPSQO^=*6 z87$W(DaPOdfw@gVZZFg}*q9ulP!K!QVq|r}9&{{8^C$Y^dy)H1fa& zT=h(_@#ma*lZ%D`=W$k{#QK0SChEj}tNIRmKqpYtx1Op@D5Vns63n_viTlpWQE|!i^k0b}^rt z5&^o>UL@yfjigEWxWekPu#ct;gHldQ%b2J>x9y+RcuUPXHDYDGdW7OH^q%pX&#aWY zBUU*-%(C}vhZ>RV^-1j`WxbX{4#^Jk{ck4IR{+PYxr*2@=u)^*K}AsLDb@Fxi@k;$ zbHEMTYjkz+CDFZINbm>5uL3H&O!lRzMwz*Za}&%8=WbI(eaD-K)3&zP`>{_^R6xaO zBO4LF<76=af=f<X* z!UYbGmEkb)J*MtC23I${rh&SbjVZcyr;}n|F->j#-&~x**n&P`AQlMLfT=%4z4W00 zuvwk@kE~&b8m0ecRaX$sfz@H&+*sg=-y8+lB*niT%s$;y5Hty&Si*==cshaPfq|0w zBj!5(7LQ+jQ8gl7W=666xGu(AC7^clT}qMe@-=pK?ZU)*ju*f5%e$+M9B*TU{a(kS zPCmbyDNTHzJn-}JDt_(SMz)}zZ1l=$tFC{VWc+nq%H4qlo1+4UB=fOV z!5;r&Ek`X`;l@K57RY(KQPiS$9MARPmYhwkh_yd@4qNQ+878pr;FF?c3o7w2a@O74 z_Au&r=!%+#ZXk`fp55<~#rNu(IoTLp(zPt(S{?(}bo*d9C~Mt#O+X#PGIgyyG1Vet zeIw&+CDpZrw>MxU@%CwS2ChL9e$#|Megcx`(rrV3omNJ}!s_Z9ITq8;C|NyjmE5`> zK|4o;Z!-Ed4XbM@KUddjAg{geu>$vplTNEliz+vP#yV%U9`oThH}izGji&myYK%x@ zv?pH&Pv?x=>ynSi9jL&rs5nU9{39KF6_1_>?^z3ssK?!)!9`u1rETurVDk2ZYH;nZ zCdVOJgWqIHaC!i2`{OiftguqcQ8>Z!mt$87K(zj%B?gc_&CFBtwWqE&Ao`6bt{Fw_ zWR>%>14mWIE*-Glx$VZveSX(p!*Qb}zCGJX9`{h6B_R(fYUG_EVw$Z^H9OFAA`cRD z(jN18qnFplLtq~sa0v=7cR-N6n|E4l?z!6ICGG%)_S7|y$`l$mt1bLJ3E1$%|e+<=trLAuI*?&&lRP8D6K+Hi`gl0{s&}7LLZBYxzNUV` z&>swlFTwB?+_g%+!17r3&je!jSb@8J)~LBuhkcnvK_UO_`T?_FGGOAc=t*?RL*SXO zX{Svk@?%ivp2ih}jGn8`6m!F$Az{^D5E1mu&YK*Iy2z?_XK6#m64j`vo*{OZx`Atv z5=F`8z)MSfFiJ57y@4?AN&quB%5u+8?{ogj~Ywy#<^QO+K$+H?v( z5wn%2jHrl5VQQ5(j$YN5&cS3CmPY%LGIq8BJ@~53_pe(|%2yu#lKD`-%XD3U(>{~dzj+wqzttWX3IZqosof+V~+O6D+IJf%W-0zmWFtG~anf8@ggl?Ix*D@so_#kQ&n_<22d1$TO9jesoEPGRfoh zqns08(--~9#Ee|99r8Y9iZkV7sDjTpb_HXThn*>}f)is| zLruY_8aMq-CMqicMuX%L)5qn22r+8;SoR10(p>ry%icqsQ{-nLFId?ymuv=`p(0G@ z{ng}oY)`VOoTMqQkFA7ads0~~k!%L#a{!0Qde?e~3~F@I<5GWZ#rM@3Z)#7Q|Fn{Q zwi}NM^!B{0pK@z3_j} zhoh_4@sPsTxg?*p1SOmo+rJ;h%t>VxZz*fWbAe(;$vA~kf>^VdYsB5F%d>m~^L z&52Vu$cmFBk5=iNz)@4$>zlK>JA@=cZS5I<)_DKr$H&C7K$+(dgCvnHVc<(aL#)BWBnEgG1o%jSgc>lG_SQUbW?xTL{lSC+0R zG$&qkQ}C|xZ|qz_nGDGBeJMrkz4~P~KtU57NzKQidb8G+SMuF7vARC7qN%j_UU}1* zxW1f`Yh(`pI}%lIM%+^O`u&w`Z#sv?yyPT#-paMK;oWv|N+hSSfDonelQqDBLZsmK z8>CtCC;v&SnPWYy$KW)4#hY7ixyzAJA6B^=(%8JC7gr4v6(Kl{dSpX7b{ZwQ!MBdD z_^$TmP|QYf+uj%hzf~N!}iM9cv9sGtXewpZ4weHQG_1 zfAoTg;qI0@n9*jWo}KI7tI`C6xcZN~fgJU^FYO`ceXGi21zLfkFZqyfe=-bU zX8g}ZIz-rfeq*Cgo|J(6dFtFN*&EFbk~_)-1Z^zq+}#8F?cwBqvR03qUiG;L#{mS% zxozZS&^mio2FFEhh_L!trs76drSYQJL-Kcu{pLxJs^*(VjAJjHCu?r+k%^OYuMJ=5 zG3}P4#R(*n(NfAa?Xjv|^@Nf_Hd2b>}p)%H?~LO)c8mE>-SS-$u&!R9>($TpAJS z)jpYKwI5rvv)5=x?GS`DeJ~B%f4%26aktcI+pFb6SVmw0Gsg8)YIDA(a1LMoX$^dT zho&Mizfa5RH|i7DIvNm1w!yx?2pFflZL>oa&~^))*- zD#{z7PIWBPd_d2}aPmjxY}YuA&3&w9FMuhAOVr`0V|*{$Ut_2hGtOPA&s5uNiYJGmpW<^IgsnfIPN!B}$DGGghm#czD8t?N>D z)>W~)6ML$g?k@+uFzg=q_vXZloNR{s*Ic#vWjE@(e#f$5eJS_YnZpjK?$KjYgNk;7 zw}TY#iAjE$MYFlZ==qSvOO=;#F^8E_CfBi`m~#H$K@n@946X-^AT~$(N=s%a&dw#%!)0{za!M#)M9vn3Z}+EtIEl zvAO4{aP|5ZpG=~smhQ%}^}ZpKdcJGSHY?enUp@`e#$M-OL%lv*4?K7t#iX&lZySCp zAp&+{1Cj)@GgGi$UY_3ymz*g)BB5Mx$x`X_c%lTk>RPQ|VeaQa$Tq36Ik3@5>}=E@ z-%_3_|457?2Cj$o*y^+y{-E}vR^-JoM~%U_nf(Ed`VBA*Fn!UAAOUhVgPK7Wpydu6 z8@vRFuw6q!Al+}%%if%e%yHXUANE}PJV5FJ%IWt{Ls6r@8YqyyPyq)o6b(2TVe0Cl z85}U>?&kqUzd93see88A@@tBQW&ZTmB+pG@p!~RzcF9}5?Nx~S`i823lirbn>eU52 z_blQ}*~gUUQOPUj+HxCahvyd>(}+AXPS^36Bm043nk3zTZXsSHQ0kFdNhHK&vnY~R zASbF%hDQJN18nCq^F1LMC*oI^7bF^?j6;c%HH3=+?PEpe9oD4ge)wjyz3a0Lc76xrRdy zx3k-_ZZ7n8&}C=n+V|r1^}eS;*z%1X9-W8M;`gifZR||=4rYe82P_(0qQ$VhemV$+d)0{6Qb4K-UPP6g5Gs)lsIr6O>u`7uhwGMbQ>?-T z5vHdgY!Op;(((Vygfg6Y$LsA2#CSCqCwR4)6sNo@n5?Mk+#doE|sy54}ie>_V4=d;(lv% z=gvk85K1b|Z#)6lUGP-}|H|>}5eqYIrqFqLZl31)Je;hmA|~Pcv#x?H&GQC3ejFDz z5n}00tB3_(uXeRt8ODrDFQt!u5lO>u&dNWOPeT+}v=s;`2{ob5A?996$VY@g8zqxM zXY4cj0G}wrsh%oA3rzy#IvUyIYmjw#)i?nc<#EJoeDSSgQiHw~q?e?Pt1Ep@X#DuN zS?ww%U}~Z-K+&@s6}vOCJjPpiUmfDv;2GP*^`P>WZl0mE?u_qIGBc8^{CMldy~rFi z(z3jt-mm4yx$^47q2<5K>-J^iy+(tf6a3YwJ^x>q?d-f;)evfF{D^ha{x_@V-A9$U zZpR^N*ne&tO9ZDv%9iOc-Q)rzQoeD+@OI74n--6NUd%}X&Y}^#z2Ik`;?Jl$nDM-V zT|D6fZKFIGtAms*mmKkSO`6wjE;Z!YN`KVKX7hRV+0`mdMDOvuFk1T)?>j;|`*e$# zpI?mXDdwqQAlOhvz|E}FKD}PT%TpwT59m!vgbFPwe|hQmTiy@8_bUf?QgdMfVc?K3 z4>=k9pu;(W#by$zh`L)#0K7=HG1MN#{}UG{>>yJA(z5$ShrGkQ|5a?VCPiTrT$A=P z7H>F$H`i9|jwt-=#Xa)rDNWtK&iu)3`-TqLHr)~8*U4>X&wiVIuQ-;>S+QtW9GU7( z`6JEPnvL&Ycwh0b=(V9rdlrIhn+QzooT(zItgGU*DFjTDFzn4H)jO{4BY2NWYJLoyHY+P@kHztS_-mDuBa0B(rWT#~cc zNC=^nqA5;mLE1%9D_HQZj5&RE;8hxkJ|{rvb9ASC<& zf0ryayF+`XIsC%Otc@@E%|OxKP0|&9n@@JKo_3Wz8d9a7O}$sJ`$plF>vN?5FGwEYs}44NjwHcGEDo`A5b-93h1|RD=~4g0!Q0gvgoc-&!;^g;No*^}+<0&9%sZ$PY(%{tnRt@R9;tz-K>cukg z@o2~nylfH%j;E*!19zfq`70lP)bM|m5AHD{gT?sYD}G;m2vkDAt=|b8&*ZiQ#&cSSW-45&tRdL|Z?oEzGs^#I z+>pYhh|~wLhHuS7d)^#8oNh*4!1+a%b%o}N@aQA-o1Q38IjE=Y4giSEH(wlG&`K(k zvMkSUYim_3MOw9P2aut+_=JI4EBPDO40U1R^1xYL8F2dFrDv(JAND(Bz@#N7mSyRQ z8((zSyeV<4BTUF#_O$Cr2{fDbjp?Tdr0hcuiL}@n;7p{Xt<4n{imM8hLT9*r?YgFY zTXSFrC}JORN2srNKqkNuy^$io@Rm7cU4^D^?99_--PYi2Gg?lDPxwz%o*({ZJS(&G zk2Zol1ip?teSnRtphTL{FUe6OJEB!=uZZgqG0kQCvrEtJF{c_<)us3fB(aZhs2wOw zA_^m&l^e|v>V9S|LIZ_Gi~#OG>iv@$p-r{LiZ+wB_m}#fd{)Hsa7iiu;K|NI^RNXm z{Ks&jniz7gj{ReQx2Niw_uwCd*4-fmy9fKwG@ZML4Qp_2uS87&<~46u4%7y!g~!Y( zkQ7SPoMM+to;;6LS$c^NexBIYFo8vhV^4C75npJDibhPy$_Mp6bgrB!y`P^4SlF1P5`)HYA_C^{GULDbGZX2 zS}UI^zc@pCU@eyxqw`)^<}@oy{&2pmsJ#tB5rp;#O5dH@RpLZ6gKCN$+uEkoeJuOb zAf5`ap+514G&VD@VrJZu0~S;+>zv94F8^Op1uiMvIF~;bBMt+`s4B`F%3#pU> zT#A@TYb3r3VLqcY^7Tr!x2>%Cn7vtfFTAA2C=}Mn-qvG^_2OVvI~~0-sRjXW0#Q31 zOy2TS_y4K$;R-VcF3HUc3Q&*r;rz30qdDE)ad5fF_lMzYTzS}e~TLz#m}3h zZl=`>@%yzX2d<7jm8!4*UB}*#BI8B9t5D3Ik-dM$BW?s@JyMTzg$Yp1f#ZE@ztli&gn`C)4I>Ra0IVQxi!Z;L3Q4M)_=fv#Qu>r|3RXD@H3Gn<<-P< z^mrITJ+4Zcr|}MwL_$qr_VsVABV=e>3S-xrE3B|BD~^4y(I^{q!8Y+KdBXJ8g%oV! zjZ+Jan%f{P9F5ir*7|Oa=Cal*Skd#`1c{xtrSysm`%kZ%K-S`hu`F1ch8D1bove=0yYUPOE2_bbyncwD4Mhw))0Cwu6f5g*3$T91K0_ z5rTOBGWAcwP3g^VoT1f|i8fcuJ8f3%^t=UjTTx>!K}xacm`ls-hA&N6&ZEaTk=Gf9 z`brP(C;ewE;PBr+UE~Kp=z(J`-??7j85#(LM;bM;b7NoOz@PAK;frJ+>DLkKXE;jl zAM8hcXo-`B5B{0YL~tbEKchx@M;UUi42_`h)EWSV>7w5T8hJ1`E;<9RhWW4Sb0oz&I;F%7mJ6g) zHtVBT1zHt>T z2k4CdIB#?KRZW?5rAFA?=4)D6-q+uC9=J5Ql0L|8PlG#c>lLSS^1mRsTJhiH1(&`2 zCwbA@>NwV5WcirvZn#JNB6Xp?woX?6R;oAf5eFN=rnv^|ACfTfE-K8fvxtrtN--yh zYJxE&s6{7lH%~zCV+^gB0$s1g!u*i0D&2DI+UMgQS-V|6WX#A`X3-fwWzH#z zfcSVvyQM0`qpm&q(O=oYzMIq*G^ccU561!!7pXp-0u=e1dJC&r0S|OUk!`(SJeFue z1>YJJqgjjgW5!?PN@?VrwxEyhAUnBlgamEgOvDaeeI=m(ff<={*cwOAYjq@ zAyeU@OhOj5_$4hhjV`I*#=4Q*!+2U7dL6$>NcNl7MNXREMs_9rCLwW>85xXvegkx3 z@KmXH>WWLIV3VDYls8NS9e}rgg3C3ddjcZ4(wnHd2jL`cRv+|y4BrruJYsAFhyPd$ z;176~z1O{g2_p;M;OsPkEJaV~3PUwKF9rbNF+N1Kx=wo!GD zz3#jt9n*2HZIomu_`|3|SZ=ZTV`q0?G$teaY0ic(sUW|(k;yU(fL-P46EQNjWsr%+ zI&bT(Z3wfnvbk`Qavb&JztVcC1iIk-L}y=hr9U2Vy*U9uafcc;a9mIKa&sEPnMi}d zSrkt^Uf`iJFP2k)wqx|GVf@jfoyg+fzIREtGrmRDYpW19RJwiUe13${7Lhlo_rBZ+sHc!4!fr?kmkn?gR=m)t|4REY1tMZhs!nwrCH z&lJFlmBfTxcY#V4@4*)97IlnMMAjZ6uNjcVa{5=q$jPO<6%wK9&FfHMNYz())L(gE zzt+w};HyO$yg;_aWrGmt!wU0x-}*u2Z{AnjW|l#YQrS!HU8qvMRvi}B#qzJjjjg4& zSWA&}dZXBJL>3ed=SdyXsJT}lZuhK9$bnXH>BE8UPLwMGuCg3`9ou8O*n#?4&#u1s zT)37scMkq{u^&o}26bSEFGO`+X1IF>;8=oNFS~I z*hQ37EazeKmR3U{n zA(Js)^@LZkE&V$7t2=>kDwKvTDEu@}hOmZCirkkh3(pk?KaCd)Aaw(As^P~|(=7Y7 z$s`-qjpe9y??sx!HfI8NgVxI*->U)~-_H{PNt4nf1O)Dj+kl@)8|Zf9UrlQ7>=MmI zuq6)83XEQI?d@&IV(OrkVdm2DY<$Dl-x`Fg-4$8`U2K;Zf4{rlRH)y*C?$FrRBt0+ zb5}kjm56#L_ua*r-quX<&5yMXmFL~Hmm9A|yhT3vIs}O-y0fM4ODM;&KajrkyqR0@7RvGOe(5&*-#g;))K z+|K!#lzA<5jxkd(y^5V;h1z|QOsw^(*DJ7lJW^D(dwkW+_Nx9lCclj*9STa_gbuln zmH-KmMv&?=d&^)-_bxkR-OMM`eTf@KWaJvi-RPQ9b!^+?!Wg|@>BGA}JQvfvxg&c* ziG7wgR-05c!#NG~uCfN3>tkLY$cI0VA@z$pjAk1+XmkMI zyTW`iiQ83nD?4<}y4p&bzp1XCEUbK2;6a@2J8>I-`(|h<#fSPy$?f!(JTUQny%w#q zS5B`AK43SIW6dHapWm-K;ogceLGM6<9@3v)(QUXYa_ahbE|DsLlyu>t=EyifxlyiYcBiE0Sq3UU}V6aeAU?4d` z!v_}~T+51SC=^vbWUkgndMI4Qo|qVAJ!)PYkUp21TTcI`?mOC#FdWd$p@_-2DHR3= zl5S-5P9g+ciKesux)Xkb{-7mnL%usxKI}K7ME2QLeez6!cvh(c-S=5=q&47qT_YFA z@Lazw?yk%mJDB>UjgA@-|GkX<(%@3J|Hay%VA=Y^267SFF3i1{m0>Ug_|%>U>ZH+K~$0J&B|Ch@1Jsq4e4I6 z2=CAAys!P?JBY8zs7{6be|&KNlt%pv3t-GJ0d@sshD#Ir+m&dwrnOQG1>WOoy{NW_ zz#6uWn=)Y)l=gKu&fu2p(UOR*3XKcY=X>r&Qe`b(O$y-UGbjW>LwW)y#>;%_>BM8+TT24G#E*W5^*2h(fzHR_;)gc9Ds2Oyu3xCINP@RYd|i?w{={aYn} z(dZNr)HzQ^ATdz|J@Dm|zH`i*AKjEF-k% zMa$;Uc^6;vldE+CRIa4yQ9;xJne>C-YoeaYj=w8ckxX`Je|Ub|eMUKJ<*T`TMY5;H zcXgB}Ybn^xyWw3uTX$YP!0RRe{xJN@?JIfK2Dx|a(?U_AB?Er@#)&`5*@bcN5Dyp? z0{d(oNU$^}r>_Yi1p~`r`+wF?ELW>j$KoM|53awjYQ6^(M+pYJ;nWcQ8gwk;_U>1; zvLFXCYw`R2J>koPvKH%deiGz;l+ZYxt1(_0OMf^kvV|}iE=T8^I)DeX9==Hh;*Vt| z<1efu6*0ZZ1jtg19bz}j&O!6W!MDdsDJ%inHC0;N$645EGC$}8d3k{u#+MwG{yMrE zTQAf*ZxW5n9=${RlYpqj^ByXX2}R&m zS{ia52oV@A&sU=81tGNydBNlCB-tFNF;6LB17cQe!9R0eX+nGWAy>^P*Q;f5fn;(j zKyuIx10+u9E@zVGUK`%U;w<}&D|Xq_dg~2EX%(-`rw!!P8>#X>+;vvhTDlL_0=N6uh~katA%^&v`COA2LXZW_d;h82j`t=|=j@=6~@oPSTZQ zX*vre9bfd?${z9{obNbOKB;q3kG3;6+t{quitlZaGxK#Cga34Cv1VLVTfJKAu$yw) zp*^zXY!t$Q_y0;>;ER|$iZ;pJQ{gI0u?RpTC<^zf;Oc zU^aSnpE5(Zv?cGuLG={_TW)T1m|d?sJ654;o61w$c2gV{bR?6uzxn>d=J}cRuYgx5 z5lxhb?vi`GK$Ug5Rxf>H3&@<#vE?87py9Ab=Al)2A=6^Hng${29sNSK;HBlzVnvuK zuUo3fQ>XxQZz++ylg8y>Y)bZ!4WWcC&&{i***?1qP9pwCv#sl*iQa*Nt zk$V-*FdrTabD>X{nCKpVnwXm8Vg#71@&V`5IA%Wu&!V*_)vFe5Z2XfV^LXo^<(B3fr8l=f0`h06FKk=>t~zhZPYZXOZD>B?^!y6`dELhZ z>OeuxYvkqLlf7ODf!k6+4~c(e;eR-&(N%0u(QSf)>mCB>V}`-jrJpuAAwMR%#j&N(k+l=yhn~;p*B$?9oi-7i zeSnl5$63OEkgB)S>s$gOCzqPLgs(ycH3(!u{2XBv&op0PmpNT-2sK&-;llzYS#dc~ z4Z{R!)`V#FOwm^!{KCrexiZvzs~GS63PptY#L%f3BfVO7h>%-d=IXR3a|oTlY9fbG zw_FqTv@~4-nS{2##0pUZ)E`4AGZ7p8mv;-lP?J>@{K}dzYBQQ8S*Ci>=U_0 zrb0)hK5-eHmHBxC)|DqzH9<*bIt-45Z_EAS?vuZTY1n~;#7#reu_$f0@|snYm8^(U zjEWl23=56eViYs_W|)iYj#LQhP6j85MUc8*1A%ik zeDrUyW%`;(@kp76uSPE(FcC)~`;RMY;vaXSgqA{60!+1CFx+n%Te6NU=LZo@!QbFE zDG|T*_=^8PM#Nq$!2nt<$6cRz4lG|V^&@!VuVdk}OUs*nE~+MM?^(}V{Jv5M%sf|5 zrF|NxP|UU(xYLPHo|f`@h2y|4MY_X7jmxTjNXICX$9 zrQ6I;5PAh!#BiKG+^_9?aS%%8LG`qi`bd7sV)4h{%L7ZienYFzO(%W@Ki9LA@#AFQzKgvt~RKOr;QKVgtUHrtN)O4$>!}alF!6 znUiQ8aV|m~w+;Zmu)4-2H7}Ao5Fb6om;G0(ArYtH3WcX~-n_7g(_;mV5AB^WR z=l(aq|D}2U0}E$UOrJR@@7()6DThfBs%_4WCTqgO*j6ssU_Gx5VrS?9JBx+`C3P~M zZYLhxu}^tDO?<8gUg6$hac{qSn6)*u*`%3#+In#x`rqW?QdJv4$yyWTo?dO2t0iH? zyMGzO7LeY9rOUQbzTA98xp4r?QG(c}H1S(LnR>m=G_t7Q&ut(+BDEkWFG=MA!9%^dE zrh*f7`x%h~em#auoZC3X{=b-ToIdP11nUhcX6Lx5hUhpyI`eN;5CEoRp;LZ!9)Z>c zFf1wm0o9x^jelb+PM7>&J3u`#u#p^i;_je77MA&?{@RrM4-Hx|*c38zlPPMnuWI*X zp}vLBf|uEQhQ8D$L!}nna|5GV1uR-bK4H+OV5?Djj$h)*}Xz@B=gvb$h) zZH-dEQ!*(|V}eC4&DLQFotoFm6P`2;B{|kHXo=nh^PJUVFR>DrlK%XCS|_`PtEwaD zg}37bJ0`V1@}6M;E-;sFzGv9wgG|L1*$wleFn;!90Y(EqZOL9vYD|mRY0V`eY<&c?4StE=LO|cs}+5t4YLrEP{l^GHqy&l@sw;k$zU%yqp}Su_*f6=Pp>oW&NpT((Rd^0&bHW zMtv@hb8O0;|LYLNN!*^Pv>4~ql}j!UulNn`)anY!UTPxdTtpRRowco7lDpK#Z+P>z zgRyHAx!|G&IJ_db!|f<)feFd^3Hh@RHk-E3GV0Pg13e618P0n!Gfo8=@&ezR33lcU zsx`yWQ&S66$bpQQF0Y&RHX(t}Z+026kJjXO$|j!d8Z^J!ORe8-+C-8zBpC+WZzENtS-s>#^k<_xYLWj(4Lr-6$~kV`@8oUgug% zkf);Q9DsoA(dPmu2e&?@!1Bf%cKcnPBpz)^cMT7eS;1Ox9o0VB{MHGl$mCfPC+1yW zpwszeN6SbZwR~R4Ta^V8_iyXoV?+7pl90Gt@z-qbMqOl5)MJC$d3$5k=yGBTu<;ch;My@BK*jbW1e`WHCLekJZ9!D$sY0GP+yy}13IhY= z54G$;I~|;1qW%J;W?m07Ep2g|LhkU><;q0~iu0H29sFE^TMM{z^Te9lU(jB5itWpS zZR&#L!GLPU6H2mT??o4@p3OX@@U5Xeb!TTv{sPv8m{vn)}o zk})oa3dsOlt|+;Z#+!9+)Ymx;!8f+Fj^!+h%}!I5nKqGy6*8aR#yvTa>)CL6PGp#M zB;zCEp79?A3>U;Q=h&-fO_n>X%$=jWtfzZffo?3BpZyVb8VUpTa?-BQ#XV)P1p1dJ!4L{%D;{PsZz;k`K9LejG=zRy_+Y@BZQv33EmXG~xlae8#TS zVy}pStMh{G=oR%AG(rwXxLIR1gRnI3Kw~DO2?ZmerZ4AC@EU)kGSBO@>@MygPdZ*% z|1iC~j06Psw5`2ZL52zDDaLqQm&uVBfd|>uyLTwA46vISUHO%Y*mQ_=k7q2BKM*^9C)aoV@biYSMqKa5%a0KTbHDf>wt6JX*2|Jzu*KU$k)sJtMr-XH&{!{IuZy z2$-##k<=VEYma?-<#%l|CISZDgYGq3|4sQ zLpCj33@nV!>T$nHFZ8OH8Mmv4S()X@Lf zGNkb*e4Jz>IJ{^P6T58+OF*AlyX)BqFop713!* zKprJ8VPjm8lA`9&!?2mXx|goUUW?8yLET0rp~%Pn3Po(o!&!%1*BQc!;`A@c&?gt` z^1V6vsi1vIaL5YkZ0~mRlRo?PFzPFtvFSH?C)=ByPnj!IIPEW!Yul^Bz|!l(JS%{@ zj`6z9Mk2$V)x2Xi3;H834p7l4|3K|MYwLlhlc@tq_){F_g{cu88HOgc=dd_*HisAt zWRsIfD6SQG2|Hobe~C=eex~P$BJMcj-}xD;`5DUs_@#dWp6A_UpIRtZf3(K7(cBQmSX0xqriZVvCJ1?|NV9 zWH!RtM+)6h9(G=%cjjVtKK9n49stLema%8qHa%XbOBWg7ox4-9O_k%j<0y54UCT^Y zO6GS13;>pc@D=Us8IS3U$B#u{`Fxl8d&fLMWSqr#Q0c%|G#6F;3fA#jz_LBib0O&e z*;__&t-eZo2Ycq;=0|~{%sccS@s}7x?LYSR;PMwS%`I=wxR*y4PXBE_qy6IB+}gaH zOXc>{WlZjDyUoY+rFZkQS`@f}pkKX<_!S>9jw9a1<^Y8r=`(w0e z+03^En)5ns_45`pOP#;t{6#-QdjGLMGwd>pfb&g1D?z=7jydL_vAI7%pA9}`9brFN z{7~t=Y;DB;nqNzHy!na0q64l-cu-Vd$0`0-+wGK2^c^3GyfcrECVfnI+ho})&s}`` zanRfRfV;pot9|i0dMLHriyTgiTn|&i}u;|cVeTr>CcEfef99nnR{+s@!YAYz1bk#(QfA@{SS9J^Y=XqU;c3V zD$d(~k95Wh{aGdaX4apq=IPx&tBRU+kA=$Ch3E@R?_P6n&XV~ud8hIZsFwc;Qk%>w zsmIuOeV>4ye53b|q{5%d=ihV|%&d9!hP7_ZcJbn^7hp?23|jl*qpBJA3%GoB4|RX~ zEL7B@u5#v%m>fTox|;%W%gza#*EQ}1t^v+>)iK|-uGnwR_7Joxlv;l!`g@3(?Vw}VeNgJwW>{OOV3yy!K1N1a~G zlsjDi6gK*IolejEnXdZj&*{o8o8#)BwZp)HROs>v;F_u<{hgo@Szv{i1YA>suY(95 zOLURD9amGC@Mw)nR^i8gap#`CulaY0PkiELVbF5do%{dP|I4X5@{aGy3gBrc44$rj JF6*2UngB^qS^fY3 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/11ef12ae-e5d9-458a-a00a-3be49a15fbb1.png b/docs/handson-cnn-tf/img/11ef12ae-e5d9-458a-a00a-3be49a15fbb1.png new file mode 100644 index 0000000000000000000000000000000000000000..b170ac8e174f50f3da58bba523bac2c4416f5e16 GIT binary patch literal 15542 zcmc(`XHZm6&^L;>3%ek&WC4{!&WKptB*kvdw+WF(9v1Oxi+jJn>q}qG3?G?oNI$M0^+YUlV@5Q8PjBESc@c6&O26ka>MMLII&g zjgyH6CdpwtAnL28kZ$N??fgyf{)2uUtjeEDjZMr|u~_em-k_duhNZxA`OT7RqETYj zyL|vG5=1>dH7ODarhs32$+mg!UtRw9RY(+YIwS?bl&x}fu#f*4CIPQzJ$XrWjJ_gJ zwJjCd(Qo&Ne>6qcyT5;Al|7JCkvW%@O6r!a6~mgXl(5Y+8_>4+pglEGlCx^|6A$M3 z(CVsSuDafrQ}EROBKAbyPv>%jb$69%q}I=elE4BLBa;HP*>-g*ML2A)eyExk@z~e8 z6O{KssLfcseZOI$2Ok&zNfS(77|`~cG_a~UEQ=1Bw()$ADchO@FV>8*fE!@{WcyD7 zAtAavv=bvn?ItDM36@q)kXmw{CtR$nQCkaQE1NmrEcd=JdvL4?cSPCpXz!IX2M)u= zxuF5@;3URj7j~+2>J$8%@7mV^fMi9;h@bbj-18`d3qa)HdtymViqB>1KDfY^@87o~ z=h6PKaP4A00m5mI9ATpA6D`$r7xD{0jpBaXqtiK$&5=6lOz2^*;#(yiPoetki@@cs-gR6(T{JYso|>J`gt@|FF8BwYP}Z$@J~HZv>Bt zhc|w(lhJ6}_WF(`RY~;m$tZqTQp8s3-4tB^8+;Vdo6p{zWE&4?bI_+WF;7t{Out@e z*YMe){y{Ug=z8i5 zi=0Hx8LuT9Df_~H`hv4XVVdd2lcD{=1oZ|e^)WTe@zBO3!L_CvTz;D{n~C{%YZX&4 zk{6pa3Yx^@Y$_*Gi=AMH>X%QGJ*;6%KS`S1s>H zr0ZN10x4A)ds0yH#oUy{YG}!#T1o&(o}kf_>cK={1dskw1r)+w0blJxO;-Eqb=ka@ zoj#px$+sHG4~?`-HnpuL0zK2Bzx8$b4}t=~P4}+mJ{c2Zj9{fr@2M|E3GT5lnrg7qHZh2?ZiCMeRvW#{rS@QK$c$yY#D^}Y} z_IX~`7XzonISYpSq5eAeveXSqc{e4<>u5^`~_{eZ0wE&whWYC|ct$*9quvpr?(M29#nYOxM3z z59HlHFPA?DNfj(874B$B{g7bjOf-1$_mEb>=&X2ma%|#v6JLbo$QgK3eDKwduEHXA zTvGg|BopTdON#QFM<}K5470bCDnmWWbH>k<{tYnp<`cqU{};8(|8i&zW(}}eG$=b{ zA0f|4PHO$z+wqvX-0M|)!leD$i{DCR^>W?EOT&&m2bT$(Nx_sd;%`pO`>Fjsj{g2B zO%Q|>=RAGVdkEFElD`E?2|&F*g%WxmXv2@k`RcGgV{%vlj&N6(ll`Biq*X}adFm1^ z?Jo5vhu)Sj-L8`s>PO}@ikVRnd@Oiqk99dYW%B@~K%#eu>DY4GmB9xf%9C1k8P9DF z>wjlBQrbR`0<_Xh3`W!;1CLNFxvd?(%~-LWFbLT9g;6p$Dq^|p-V9UhI0KksMBZ+z z7V4Ydr=_joA}x}3UJ<_DDPwG5xBZse>z05nzcs#m>1mw=420#V#fXJ)BUvrbvpi6V zg&kAYd^C6WizQknI_1_bR@yo$)fd=8c?!SAG#FTt{I)-U6*JtK_JR`ekG-#`lcEx6 zH&0&8`yXrOO5mK9TB!~3;Kqovd)H&D?s^+m~A_9O{w_7=`Xq;)aU`}yiW z4e7JI8}(0Lk0saCdP0$adG_lm0mz{3PU9D`5CjKEWrfS5Nvxbxph{$<0&i+Zi)LXW zI~8U`Ml42il){xXtr%vG3J(3Ip057 z4?0d77|E`R_BW`*OnEy#+?UTD*6d=1lcI(5EsA*`CMgH*tSWI$dqBM1=v5WrSMQ*SW1GWtdQMt3cu{A1!6+AlDC^1c*vgTS^Y8FA>jD z1=ZwvmkR4Kb0*x{>#D(W2J~_(lAxT`48NVfJ~+1uuP%T-{4y^3V9;r1VsOOPSOmn+ zXwlgZ>QO4{r`PF;mMDE6Dv68KH~fI-f#?2)s3_BR4BT*`wzV-AQB6jU)R8H}eiIb_ z4az7(%Tc=_HGeBEM0H1{u&7K_VG`gL(x83CgN4=#!y~)j`jY)Va_qV{#kP+cu^7Nn zVC6TX{AV9X@{Pc7O|$ck$xaZ7ye7A5SvTg~l~+ZON=lVE>?^NVb(Ce7V**0-7ex&l zK2w>nT{sOH-FbJrRSBzH=B7@MoU67_s_Kp@4(p760F^Y+l~r>miM-0?tf8Fec|#I1 zwFed<3V~=9wfw38=dK{EW}hHWMAC`g_CpEisiSuqARJh7jFKsxc#p{Qv7p606NjnR zLLye==2N75S|~k`u5hzn8LQldsBvLaVaaWxIuC+yTGR^g(wqemwz2#xo=@@csFZcE z#tXs0n#;cA84GN9qc>~@nn({5b)O9&4L^5Er&<QTN9fu{6FV1D4j=7^IhwEo#Vivq&3dYFWnXwem|#7qq9nTeKWn zqVrTN&B&lM5r~WM^Kn<0orT6G3lf2~s?=KU(Lh4jxRH(37bWawGOa?b`i?H#<6%_o zj<-WPce;s;F)ZPAfdoly@gfQ|aEoIE*tYJvuwhtrE6%{t?5zclOh5sx7*WF0If+!Ws(6)rXL~c%BG2&t8`{N?rhF~d38gUeK#IS6LE}kDsj;?VIz^j{{mW@asod;O8ng;^VwKP<6x+NJk*j2e=6rH$dOP=D%!xPd zXvE{oC70GazF{Vxd-{J@gstzC_YYORI{!+6^ZNRW0G5yu&0B;Cl z$u)CRy;=6QFn+P4t2-dpu%xVYgC$P)yQ(LxpW%m^XLf#3<=C{)_6^suQrgJ0>hSP8H-WpL+)IH$u;Vm=!%;=TA zX@HIge9vGuc`jntRnPAEh>j8OHlMQd`Lo~G_FMyOmE^zptoJj#e6%=BEv6vS8(Qacy!fG|Hqq zN>6jo6NN%Pya{6*dVn`DZb8>%j_fZI?QzUHW<_07{c~xMHA~{ zM!C>Ne=cBWf{HhIgl+GkX-Si;_};D7FJevomgiD`@^>jU&isoL<1k0Cs?*ZC8~W!r z{(ruz?_xyX!+ufH*Ub8~>of#h4H>nnSR`5&V_fs(wN(1|x;aCzsPYAseVL?SjF~?< zi8yzBf=|XzhF71wdk!_!^o?3>ls{R!SJOIi0d=Jy^enOg-*f3I1ln`k=3nx%J*Rm#X^$L-rrpfgoDj9UY>Zp})7cv4C)7V(dErHvT*^ z;0JZ+ok-x{&Snc&-renROP0nH+Q@o!4Yl7wOr~(v1Nv9Iflq6#9?;-2SBYQ@kJZIp z(3GHtUT5OWSpN;ATxX7h;&wCg^89jf`X#X4`eveV?Tte;kVt#CoXU+1Q8X+uP)QY* z_g(ero7H(9d>p`PW3T1^&!8_RVDLL`&9e5_@=?hnnbxlD?b%+0-Z&T0ZMgul_xGu- z8Ixb6g!l}b$q)H=QqZv9s0s&~viGMj09(4r+!&c>_{GWPMT?Al7!>$%_g+!EFSoR{>*q=C zSK#$|PGg(#a(0)r=r^R)5U^`t8 zt6^YkU;&}0UYvE`Z0@+&EAKj1{a_RC!5lspp!UVI4=L}9`;{u%HYT(MTzu-%n8jR9 z<5FM{N20`rZ^r^HcOTu}a*YM}W1J?c&AwA!@;)2%thw9#W?ASa2KWn3WP0xo1fbae zS_)PBQ?ozf#BfmanOywvax}e7>0nxQ_9q3w1P0)JWoNizG^)nf?gPz#;R91>*tCPXB2O*-!jUfzU-2%~Ht!;${!##L`k zW-S1fkReM1emz5?EoTRjNT!OS=DN@i3Dz(J-%@kZl zAz+J&eIRSD=o$8%mOOWG8IE!wts)}nCLBh#_SJR&s1hNna; z#b6HbY(IPd_ra#==?b}kV}PN0JY(vC+97n4TLl5XS7KZ)9QNV?%;VXPlRhLgqWL19 zL|7c;Wp0^Rq=PkF;fGQ@I;iiJwlAc7Y5!0&kTW z>tGqB8K`X^o|;swNM-PX&(|MVP=JZfteDRql#Ed#%(jgrdI$L#IPob~{6-mKt^veO z;fW(#_bK+`)UjFdZ4QJ{@M@nstq=|=Ej|6??n8p>2|$Y)UIi}FQ8dWyQuUdxCY za}n1mo;rJZ%~ow6!=%%66QXj$`jMnyLlF{Z*y=^ceEibIR`=7HDh{1>qJ}(0rYa2Z ztj>Nad8{+N0)o{lT94OmB=z5^iUF*Z`?U5lPb8;b&l|mWdw*HqaJ7-Eo{r~yeP-!v zOtTPFCa-DaRz%t)u@WkpjFN!e6Ug1kH%Xe7EgntSN`a2qC~>uM?IRgG-E)Gy#A$2Y zQNszBbL?Q1E_e!ak{K7OetZ2aRMZCTLoqx^wE9qk^;w9!k*O~y!rb)lPi5u`yv6wC zy8!i_!)JoO%&NbapV;eMsVs!~$)4Be+3-4dG@ zpi)*+|Fcip+0J`l=7VZ~m~9mVt+Lo*c+o09@K4cPG7(gm8~^AeMXEd%55)r-V&eF3?L1TIgd>bt;|>Z`_YWzt+!6 z60A#|XlY7UWV-QI`kAuLSdA;U%2K>4wwfj^_V!XG4@RPVvG>DMc~X$m`KrMtF$?^A z1qxSMZ8G*z&?pr6V~a%B2#(@O^l}n|r8td3ps=lU6aLJKNX2|Vu7(;`=iYiBCp$%M zL~g6?bv{mYY^T8ycXD+4#tZ}hB?)xnJut+fB05s2oS{GX-aZ6HP2D2^4WA*$y&vsZ zG=Gt(kx}WAe5R%9Ah?<2Du?YHspy+Dp>=MAc{t?kmrS0#(!stTD+b0sMlQeMR{0%A zF}U+h@sb$8G{H_5P+-irE3DCd>T6ly>i6qbIRX-Wv`9xH>`Jpf^zkE%Vb!TC5Ty=d z2=O^u>7mIt@#LmM%!z`nGxbmm!;&TVA3HDl`o~wi2EQ~_Yx{S_JSAUxO)>WwdQn#f zT)sFcYmmUV7Y3uaF^bIWw=BUtM_znJ6A2-NS_}14J_L7v=9yeRJ&1Z8%OP?FL?8J$ zRK~vjRm=1iVa9QSjX?}ND&O7#2VwQK$~I5_{9Fz9<6`Rccd2kja!tFyS97?GH26Pe z@2kcwy}9aC14q15Brz3KM$&G@B#pQZTHLBQ_Bn-}^w~<|-)dd?k}}hEU%ZjVY`T|BdZk?ecYP59~n8*!)orniP zA0h>~Rm0d%Drs_;zlU~(9apPTh zRO-T09~6hy8@zA-NrMyMx=4~I5x(*@%*~DT+QA#NsLP#AB?^EO6B1!gu;RXU2RHsf zx=C~iF#IqRvEq^dKR_oDN3$YA)1eO)I?6}d>Wsu!emriOk*w|K8vIKq&)yT&X03cQ zf;+nYW9zqxIk~Jp?Jm2`P}xt6%&$O%UPTJ`jo$6dgIK${r^koQOi_v_0_0;+QCg&m z(h)Z9FQWIe;6XjLJa{ap(M@HKTZ&Des##gtV~4{Nl=SqmI#vvd6c2_%XNrka)oB(T z(gYw(4qsxkmXhK?-p`+X3PIl~;^@4~t=GEb(9g5kRXu)b_pf-KCib>cBo^~JTv)OW zziOA@f5jf)iXXJ-p zK8R~{T|-jQ>I#xP@uhF%z0a2>nxb3=ZP0|p8ID)R)2Jrv-zAeK@0Gtx^t&G|<e&n1 z;*VdGua?XDq*+OOmpb4rLRWlE-}2LEWL}!paGId2klRdTqeB9&qVU?xZS&+px>}Bc zam*~oxciNSQNkwypK-a0b4fvMhk>Y^le4kz>%s0grJd)?=DJvg#D*%u-212tDSHwZ z1XHpDc&YeqMlC`yvLlw>^u)$~RyF5)c-?5P9uuEN%S8;?!k>5dXnH6Ps}90mb5p=w zQu5xnDumbugrF=7nV)O?up>2NkIjrp3=+Nys;Thu@RK74liSaatj9mV(p+hxtM@)T zxgCMQw?r8(J?O)3CEH}~Yb}nLG*0l$8VO0=IJ%W5&lE`>ey03-l4IiY<9`$U&X1~B zp59F1H2S+YW_|G}sa6}yw@QpG5*xNXc;;L&SL;nv^CkH5a{Wsj>wt`cfV!5BWI9xr(F3G~9x6W=i`?=I5FK0yN45v^ zT-&+zu)5j9x8Z?4O8HQATLD|=fU>ogy~Tznk;Y?gzwVQICzbze4Tse82dV_l<`a{$ z;}=3>K5zW^qf;?yhz&_4B!s_$hRuqNondKWBS|w4SR}4_Jd1DFHkLyr1r1j6BGyZQ zv?h`{Yb@|z&8jXp9z#OaEarl?!~zeldGz8M>EOtsl~7D?2w4Rsu9TPQd9xka}YW#Z*t`rz0$>Oe0aC5UShEv!0l`raP1?$x6^A9(d0;i36)wM zdk1V>1bIrU^yJAH=L5G9gZr{ohM@iYQNb5&m-}w+LW8(Mo;vyrp+eZgzh+X(f+wbr zjJ3&?yRU3G4`nb<5H>!0_S+xf`CRT0j@7 z7z$Mvh_ZJkPE~zhAsUy|KeJJ3v6)Tb$vH#;$ANH<*Fe!(=>8%2ZI#=Wm~>BE2{p@f z=g+H`^@=F-=q7D{yUv7^3*?5&@6~K5GvgrSHUcvwtrAlIJ9NLwWuE_*uV~8AA!3jf zh@-^uz#HN&!2Z7ej_T$|%2+yz1+yTm`@-#_U@v>0BQGSYGFnUntNtwH!)#rkg_-TcLlU&!1yqEIm4SpJ4?K%=Ke$@No0 zO@`Q1nuzBP1F??O3o`nwh>ufb!cx$u0Kk1P7g!7LsGBsxvfV+@EQoq`RGYXS1Itu6 zPn5GK%yC^I0?HJetM(u4x*0tp%rY$i-MG~$&I=fq0s7e#!fM+7Jz@J9dMFMc&DY~< zS?kV>6{4jKuT#2qwPJy;|M=WMboHH>Mj;#y-Kr{EVFX!2zDD_5$YxrN6oe!_>@cZt z73fTG#a{XfmuBx%6GDcXL@ao>s+i97tRuS$OHhN(#od`dW!6}BiqWa&QNDX)v~fm- zlW=!T`(bsnR%ON0!DpHFr`1~CM~E5+bZoPXioFtcCN*9bHF^i<`SdJw{H1z)HWiAP zwqP{)fKx@ZF-f}e0*vzxo%(i2Tr7#IE1uHwr`9&kGg;<6avsRAqUOS@Uh{A_OiI5e zZAZP{ldMsp{k{^c$oR#)@ag4CAe3gu?aEIFf)k^QKE1>YT34_Io1sC}JQ}neblz*s z0~{9rlm*G13UK3z35A6~aVJ@?6ZMDF!6=77>~9UYUw{h-o@|3+_iDG%cA7mv3U3At za(#j`30Pd9>x{(h(RM-bE1$&bP58J-b5-Jn}(*ewGYj125Q2p!8ofvpoIJRgx~0GmdG)Weh`CvlQ^&IS4Z8jhQr zP;!pite{pKn+I|74t%n94B1^ zVC{wlm?J(|+^=rtyH{QGu~9-ooaLfBV6cNi%Dan({ny9WXR{N}&NnGqHSFy==gmVc z$Uw7z!5>tpWtsvl?BjxsPwxO3&S47AKuvx+3nXZk792-BH~P5q!mzr1l?s<-s40CZ z>hK&ET3MApfY~pO8t$SXt8Ly-6+pjbJHhm4TuEflR$o z;-&)aU%2!E!Mgj&N59&)1k+4fEup6r3v)4+%Rz({tASGOlNFp z*o7OXw)p@-O5Et+Rvb4zq(~n7=m;tNvFYJ<8Vi4&M#UQ`>Ymq@t{09dg+oX~7Tlm( z=tZTN!~8yuCHHZ*L>70homMBc*0j_O>%gj2=l0+@7V4g&(Rf$%#VQ8sl`b=0IBp@T zQ^J0fx{@9GhjQ1$0S5<#zo&=dFG=SEBM`!Gq4T#G3Rb%SOe?xL2)ieRN=2Z5 zD(8HHOl~{v>UQwKaJx%k`Z`#0LPF?D*(BM8TzV^A?Fa1TkSk{yUQQik-2} zQ!hqomA{A2{LYqh*WUC=ku)JN5;ik*(1+DiAf)x*%6ov$e1Aw@bHQKcx_5q4C6EQf zF~DsE=tjegeg6$nGB0?`AjmrWgT-dZ8E*JeOdo*aNQ{KO>nu4!c+pT(BM=+y67sbq z>8}A7g720diaNKP!sy(W>zarCc#dH-sjwXs7&2QAV)Y4kPuql&I!90izu55OgmWaI z2`Tt1mTEz74QE+5Eeo)6&5emb= z&zW3jjK4*YGN{LMvv&$!ZaiYl-=JVUZacB>CTZt}J1&N1ddgbK+_V!;f$k?h?j%+{ zCBYNGO!d~b_?X!dRz_{nxJf6DOZDm(5;&VD4XQr}507Cnt&X6@X#wbF>{ny*r-=R1Qy}&0RcskR(y0+zE zCVi_`!#g)nG-*Hqq%v0(I^y+3o{Wv}6@;_lW8TW>@6+40h^I0~ut7?{WFvOC9Iwe} z8H04f>#0*RRGnzs+18e9o5!(5Kp*=r1MC(dItQ5iRQ41C+8SVv&b@-$p}omxl<%eX zgtk>kgi{Zka>b5F$YtH!}s{*uU<+2jVn~`E$5HG_&`E$D#W%+ zfLGKo-DV?6h92U3?D*%Ey~o8_5Mtz)-Tq#=zkfgB4_)Yf((jQpR|Do#1m=R}TDMBt z_oCxK=u=~KDi`MYjl#kQDHLeY^hZ`>Ie220)bqsyLlvTnvHN}jVo&b;QGs1Kva=&c zlw~)xWBHLaKXoe%tx26@g0VGbKc|^^@XJ4G6w>Mo>7v3P0SzU~wZFU9)qe-{Qx&Aa zoVEP#UaQtZxpeYTs2^u&n6#G1s|?PhSN9x+{yh++di0Y!<@1!!CdupYp^6gYRquhJ zj~lWw(acYLXdWg#?jv610Is8K=}Vv37-YE2odvt!*qrt8qgJo8+}+w+lejtEw7p)e zzse0x%3i6A!CL3iJoY@8Rl)3zTF;pzDckzu;^Ncrraa()-GIYsE%bvGq41S2*|7Q@ zCWh#iMQgshGKy|N6%}|kg{yPhp8Iogv3KSOllf+ZGHhyR6;Kh*&M_|6;XYY22v|sm zhLNmq@7$zfmkg+^SEs@~ZAFK`k(xo+0J^2`IolzvN3WSUjj+n&QIc_4pM5@RoKqt8 z9#wO*I80Y3pJgo!$+32s1=jROjy8|sO?ak=`lgQn64bc9f zI7t%oHW7*NXpKyt7ObOmieesBP|M7IylxzFepz1p^2Rhp&5o1{NusR(X>8^lx#xMx zA#;W2G5rag1zp2E?WxKm54;nj!ry@RPA2XOXdk>IKf0q{Ml6Qs`V+eU9BjR~sR@2^ zF5f&hojVhs{ME1Zk6~A$U3J12^w3t7?>- zB!<4>h3+Li#avGCo8+$54faTq6IJ#&F0tHZ1!>NG<(!{?EJD7VN3uq)NOTs5htle+ zV)Nc7UCv*09pNYnIyZ)3_tJSe=Q}i{u^%^x*RoD6f@w-_){L}8>HbtuqOkcH7do%n zqdFeB=ZmkTFycQoH~DgTIc_W)ey5@Yt3*4udvE4;`IS_QJSJv%{Jd{TU3uvn%Xe&j zb@y9#vaIuxFr6-iyZ7?=z9_tIR0bDRu+m&=%3`-MtRteB)U|wz%v6JaE;oF0Qah%P zYW8m7h+n(k;8FwnpK*YXEOjsS-!V%CU+kQ1fBAP_jA{*{gPE#mwR#_{z7|*M8h)bU zFt8Jo-4TfWvt^P{d2?UT z(yiSc8nZLCF=16tIP!gS(f{cIm!{MXmxgFgDJ|iOF2xOQO{rS+%O4AmuZde*$fgc_ zpKHtaoy*~hmDi2g&sEOpc1y8V92-^pDMv*Ec8j0y`I6<5{QR*}3~M=K%aaco_#!jR zcS^l{ezCXxCFJtiCoSlEq!ZG>To)f6YWAw7sQiOAinEM9y5W)T-|3jsA~rK6N?yIw zvrFC~N@$mWi3?7e2AjHQ)i6uT3u%zLHn{p?#r@0s%~aTXZPx}vlEs&8(YX!{#Fw4I zyD)oU_Spx!S1FGZ7o5Y|rrYiHJl!pO;}6??|~ESm3g0H;p27_`}+Ez2bSmZQ?rt?9Zu`k7?~vg3{DnKkE6 zzcali!l;B3pOs>I8c6;>G?cbO7wHoZVOfaX6}g`!KHuvC+iOWx-7|m#7lab03Wb+u zA8nS8<`KGN;x)S{HcTJ3y0txAchzgj{~7&%a6ycMsm|p z;bd3EVbw|Q>40TOb!(%FF?4L?7JTw)g;DdaL$uGx7q~+UdQzpGCegh+=WpGAL}cJ2 zXn%cH-0*&cL{+u}^Ygpu-aQd-yI--_|2MGd^UKcD|E8Mg-H)eu!XimJujMOqH@av( zs8>`Qn!2=LWN&-Tp2>=^_PzKYN{piU#K*{ zvI7A_+;{1WrE*936 z^aQ@yUMoPuzBal?BE&Mxj6QEhbx_88^i=vYw*A6b7HD@ z)iWYbT7Nty?2J$J#c;^-k;w7|VC-u5mv>9RB-jIrC|MLThtm~)0)eaLnpFf;|O)V@_(jwjjPE_ zN~(_KozGq+xo;}ds`tP453}Sge}vR~*pPzkZM%05r^4SED-r&mQ}_SRA9vkjJQNMw zSkNEHp6%<1=C*13=|-Ys8~XT8mq+r3-BzB9#4p7#)(_0GFZ{uYekC2+J%W!s;>LIZ9kWOSg|qgeZMnw88CaOXyl5El0k z9KEXN>$kAg!KzcU8*;w+muobjTY_PkLPp&CeP}ydrz#{zwUT}9qv-*X_^m2B# zLW|j%-X4+M432LjCD!=eYsyjzZ$n1qDPsfXD(g3BNLe_UzpX zSO#sy41?eg3yzt3h1R>=^ov5#FBo|scFD+6nic46mC?^m^;bLZ+ zjipe!Q^1Nj|3%?tMWcf%huIV`DxhjS9o~cuGzp|x*Cen?4=5)B3h>jgPZ8ak*)@wg zSQccv!ezgmc?z!(D3EkRlAHH7eTA`pdCzs;Nwp2}q|u<9Z?f{^RHZ@o^cU~0Hb z*g+Y#Yiz%xb-%z}QVtB~L@XYEwr#hNU|BP@{eq5RS5n1xCDKQ!HX=Z5F0wsYCA#Z` z1$+mDQihd1SH!0EKkg(=xR|_84RqA8;#+t>ixq2oZW&*3Gu?#r&LZI(!&;0e*>?!K zp^4Hxiv%1czZ}?HBBJP3y{-?k?3h)v{G_Cs%|VMPT#{xa?| z=uwo$+$w}aH&n3j_?}>_%Lqk{ZkB!&QBScvgueuxzAW(Eu$f^&*1VhH8rQ{p%V5~? z6<0r2Jdvq=7Lc9!l}Cc0C(XI0^@pwYX-nPJH7sOazd*p?vJUndvK@Wf)xck~tKgGc zPc^x^CMq0#69PPe5u=4|OBeo>ALv~^+!Ze~=pcT(yZPd;J&u9vlwtIWcf1PeDWGfq z1n&o9OlqHzR^^*mdASN+ubsK(^Sa3J8nte`|c>|-ox)4!8tssV){AK}}G?x}d9=pI2aP?!$r~e(upGogZ z-2Q$ax=y=|d3awXP8@ZS2#An7xC@0Hl)@_fy#m8QziS=0!g?O-+6r{mmNvR<`ZGxUGM{_w{xyPk)SyrR838-k{*YIwq8&CxW3oXOlBiE=iq`S10dpRFr?$;YQ9?3fs|z%b_&|6jQYmaNyGe8oM<>nRVg(Sn^v=6|qV z7Td1{tt8)QiO)MlR-E{A8sp4%Py5#h-22|{v8S$Mq%mqT^Ny6|ea=IeRPz_EtI1rf zDw#$B#T|G;S9#g&VF-Uu;2U2mc`@6k$J>c~kdVJscWu(aC5`*wtBf7lWUHq#mI8On z>OR?}1O6GI0kw%uX6m9}oVhWP!=U_C)lvU!m)2_ZAAo}t(KeGWTjf7sy+<~Lj{ z2fmz?&-A?f%>#XyHu^EsuNt3|esvfKrxKH_s1|htHfTm&BGDtXu%VKd=53OdlnPsk zTF+BvU}lsG;rEoCT^iW&0ABQUCH+5Mz}k_OK7BwwMnfK-8{Rc z%=0?nkyW!m7rJufcSRPo;ZJ+*cOy%HbeK`HjaC14eUwX~msGkhPu)`0+11Sv^t}J? zhZ+@mc(w`mGu`#?E&G#jw=H$(gURO8FZ$Tm6Lm}kRaUaLiq^><=0+>@R`sRhHpJ#d zccaL5$?LD-x~Id($OtN7eg;+IS2^P@oOELJGq;ZtXbA?E3ii0;#o9j;3`ALwyGOhv qkd-jewZ+5#7hCiHBgswLf6N!W<=0GvBa(83)moH0_fd|P z%CW5biY2=%q;}oMZ^qr{^ZWku{rYE_otd4Tc|0G_$K&yQd7`6*<=VJ=BO4nVmxj8^ zc{a8+@@#CYlh&{!TZ&}2#2_z6bo6HgR!radUHHFqlSJgSTvK$8t4PPU$(d3`BfW?k?ZvY59n|@wQ6A zQ$c7gd3d*LrBn<}>M5K^i<+G|Ah61e@Gc>U@YuY5C^daB>%wQ(d%0n;Yytm|KVxZR z3eMGK)O&Vj%IhIb!fyvz`3AwqW-MA5QlE+^T^Q?Ss(-0c8*wZcXBXZfeRsE!w^48$ zF&XV8Lz;*_cQnxqw8wpQT-f>DG7>Ij#mj-KU+lQDbTXQ}cF%@;AJtJ3JWX7#JJ2Q)By7tUeL;_vy+8_}70Ay9ve zrk!oKjioP#`{ z14{B5N}xsq|D|3d=#v@6q+Jbm=+?L#7b$cWxf@zwgDEqBOyztI92*VDA>}uZl;7$- z_Fod88inO8T7E&M^Q$RyU>p5KQvF-25irs>52H1~PS2#>`BYz$fIZio}v;jGMsb zpY?d&>36vskApf3UuC3%T~@|y3z#tQmsfFI?==qgGk?>;w~eK=cmpqE-!r_uU zEJYC2)g@EK!Tg^4fwbM*o+7(mgDADaS8jkw$VXEh!75!asr9ZiKjaG(_1mUPj>~-< z9Z^QlF$Brq8Spej~${qB9a4B`=1;Tmzlc4}Y1opQU2n4U zkaIi#zi-vjx3pf3{~tG(&NNqhcO-PV7~TL0dy0R*jN*t)zX!=bW|LyjmP+Dnv+ZcX zgh@4Nz6frrYDTz3rFhl-*xi#5&cJa-H%3$``0WtK0||q5tk;-@`ici8*$SkZHflip zGT(?;57G@oD+Q|`$FtYv9M;y#csi!FXS=oGrV0Z!aAY+n_;az66R;}JSGQ#D3{8Is zIVCGKvU@F5o5%e!wirOaYAXY0ZAkO_G+(iQ^kBx9UoWkAz8ahc4;MZH)-Qerizr3J zbG$-MWAu;*;$OI8`Fd&*%l81?t5<|dGsa^dIRzf31ifTOzRR75`-CuJg|%vMbsWi5 zS~U3%&ttAOp1BKV(vlPU8t$Ft`b)|% zWD{rR?+*9R)UcxM5OJ`i^*46ti7t!{3;rf(JN;Yziee92&f&OO`3~`Scl?ZHIFWnU zHI=vf<4IOc|MG?Y3Q8XB317=Px$dORXXEmC>;XXy%$fx_d?fY{F042_648Q>^=2Zk*R*UA3>py0sQM!Yfp7pj1O%%46tQCq^*Wj!h3Ad zmJ=s;fGThii|Fpt>Y&4c>|k6&ExO>)tnc#yJU? zlg?#NL$u&A>1j(w+1drJ?$v`sJ2#kV7i>Rr^{X4ag=Lt6TewIq)=7;}_IIOB5ON$2 z{%WDrXtD%UrjGTF>G<3&0Zb*kS2$SkZK3Gn1?1U5GQ$N>fT+3-7!banqFlgsW$F1$ z(|wQTkb23Xk4E7i6dW@T2sHt98c=2GimruGc;bf@<_%O&r2MENKG8m(zIs&_7$$c zN5<|&ngYFS|HGNXni!kU(B3cmev7ScaKoh3uzM-?w%=%!D=BaYMGks^6h;JpD93m> zWYqi&xKuj&dj|^)M@xaes)VmkG!(exw+}opIawK?i=lHrWb$wZmT_vpW%oJGo9xgG zN_1$*!PXJ7^n;qZ5;X>X2cw5FY%~5Q(Vt#=?{o^Ba(ZfHU|Mfto-QgabVrLTK1^3e zDd{U+k?(nWa!4ublO0b)=*1ZJoU11F$^^n+*2zsjWP}*0KjLq0@mp$hM>r9!jo z``48dux%kn`=KL{2&s6a3wWgpXV);ZRWQzH1|7i+SSv^sPEN$y-|q}Xpg1KpYOZXv z1Eu=>l<67!WE7pZz#ojl#;u?V1`pWk7UK*N&VL3m8$PwJMbLbdLB6f*Ap(hn040N; z18EX_jodLRaBnTuZbD+ZsG&rz4dZEm*`dG8Jk0J|0gs;#dPVZ>K8xS;XYCxkQxM4d zw9ti|6G&F6o;0tYA`w7{qLKqqn}%OxO?sE9Ux#vL9<-f$S95Fky(~EjV5}dFk z3EQkP9o*uYTlLVENp#a(gnJc}Ht_gvo<`d!ZNOC;Oxtr#9s0i9MhHvg4_z-ksp*3IiBiv?W>%XGC{9h^9_+qK7i39n?axqRM}X zH?N$vnoaxt6Bi+!1=MFQvvVBu{{SOLkz8jz2lksx{Uowr2PbIr?waNdjD>?)v9@ykl;bIHLf4gU zxSWqYFaQ*d6{^$mkOf4iH1Xv$gBSjl|eEnHnw zPaHc-)G(^@8c(4>J5QrvU9gZ;{teSoNP56BSF7upIgkjrNKXPTrR_c-V^EnJRY`+3 z+pT-kvYOm5?^=INgBhBC4{BO<#m0+j>t5^%NVAw;)$!b zKSdz8-iiF4TyXm{2Blv^xaV(6RnVx=97lIoTiTFdulb#d{99e*g5%?9#-T1c{;CMj zky23p=Y{%>9_^og|JEAt=mMK$HnLY5$byuv=DSCP{-=nLcy?8*=oIB2>HDsZdKA(K zmR$z#f=>P!r26;ZA{H0633lFKE($#77$06mF#bU2W28R%M0$%ewXKbwEJ$#>Zts>M z)!EY|?Yz?{ljAV;@=^T~d<&g#8)$KAsy($uyD$7|YPTr`Uu2ysD!u%!KQ(W(yYFm5 z|8|6xO(`bg88u66E)4B0J>hhqIwU|$OdZh?UGJ`R-`1v8FQQ)sR+1{w5dNk4U|wc` zC}l3l--@sAc8jV`kRO@av8N#9wt+<)TW;3!<9#2^&p_#Kq-KVn?hua#YWJBZ0n;DH zx>k8w^3zgjgG#eEm?>mxKa0mN@58+q#Yi2dzLkx{kixWOIT71-5V0(abtVa_t*U`g zWk8SS9*t3EjNkqH9EWi}?J-kkx-Fju2Z1b)iHGj{^JiXV$mUt!9dv1;ttt&#v!G*= zj0zJ;q*sj9su=xPKskGwCw{kcS{0ELQQ1cIKgphruVO<%T6dv5#U+Y6PeB7CVkQ8( zm+JOpr^jbi5V7`^rGjDFzBHDI<&)~3@fJj7VYzXP~b1bV<|XG zXjB>8?cMr(?-9$ossVYVpBNb>`6^HCaPX~Og>+_A2fPM`xvxx(+di^4KB8NfCSSh! z#4IfL>AUskBao{B_$3Ix`vJ<`??{>nKF8s$;5j_@NON@J7%E8gb6ol48}6^WfF~GqEC20n=vD-4|9AF9m^g6loe-Cb2K%<#GCT7ktBJH}3KD;3e z>tMyCZPq^TgHVZ=QSb*A%~b*H=5S1k=jHvUBJ4U%j%PNFzUEwEM-iE9Ewuvce`#Jl zB6t9+;AXgK5r^`KoIXp${#kopZ&_5Jw--^%D|N>FCiTAu9T9Fl*rG8ZUx|Ou4ETvF z9X-kt5_S7~Fpq4K3K`wkUVR4?vu0)sMaG^*bky9_BK4kT5ncI=J~qV>yecWj`L#B) zGuDs+qy?E->=x0%u=W-^c)NA7i!habR6A$AZrrOo3SReujFQ=z4LPixP0s-KZWkvd zH%uR*buZjACyY>}2Mjy`FvpPJ4uIYMgdZPoqWzzQaA@S6G!%D{01t*5N9%P9=n9nWRGU%e28oz#j zMAaCo7#OzOMtA355k`5ovuyt}8@qQ`jTRYSi$yDC$9e?Y*`Bh0WoPV?Zk?JE@h>2K zE@9})@<0#nX%3!Qr->0V+r`S>XK3YDxyYR;F24~;hS#G>u8Zm)&k=~gat?#8#XoT? z`~R%8)H~FJp-frc{?+tzyVuMkpw`f;5Gc55`2JL_$>)MHu}=53#~_hL+Nn;dD@>a0 z^pWfql58$W*pYx09akTGB0ajEhv<{F zxXEH39wK(C`MM33sV@e0E70q$$3~&jD_(kRyoSl)&{T#&(~OXqxX1aB5LBSP0XkYM z4Atw{zZs}tw1oxrSw6D6B^lAyq1f9uIE6K>yHLaUOB*{JwAmb@sY=5w>db7ew4p>Q znc94-k@+Uuar|6+-gl&$Mk-vmdcswi>S0*cWt|VmS*$LKJ@qxy!T`S)GKvg$Hvsdg(*eub!yBM};PVUZ+BtEMAL5h8wB)f}%3`WsHgSFyY(MAQ zhsa!8?WYPKz1SChUOaHsb&r;?5Q@DBz$bczD9{BDV2)XBog-D$1<`G1g2S-WOi{I^ z%uN>z#Gaja>2q*6{GCzLNc{67iwahYm0}6hUz@gqh(A|dfyWnBHN&`mW-Xd0Ovv%H z-uSzaCdt5ndet#TD(_`lDsQb;?NxPojS<8m$wR*$z1747e+&`^`;ILNh&f{&4b-!* zux#^Gs^_|5Q>xu(J06NM*p}XpF#l#S&{`rC;JgET%$iNFRDhaj$kvU$A_UTa(?~Oa z7!cyM+=b#Gp*@5GDb%)|hV-OY)1;a%iCs^(Th%?WirCLF59$5mrJ0(BIiFUud=+_~ zh1p?H2e$|GbPDvG7pdvDZ%tYCi`9&PJn>k`b5n919vh7464ob&htKAwzj0~XV#el3 z*`{7eK>OX)pJ0!Tf+jU9S9;3r?8Fc3ws{2-~hKC=xJ#NIoX)eZj}D)w$s?# zEgrAzx(w{GOS~2Zw0-m#R?9QWqtw4E&D&BQ9mAK)9mk}Ow8RkwNV zgCs5+#Kex!Pi!k(`_K)E&Ib73xW=9};%&W=l{>TbDR4FcdqH^img%`>p0HA~F4N`_ zAMovy*u>>94l%OHE&`!a=o&8#x_1Lq*b7o@8xN0UB<?tIOO=IBdweN1a2=S9{@RBL_8qsrM>f7QA!<>ofL3zv~0Uv;I(dO5; zLgXv2il{Gfj3b3Vff^aUOIONypuNJ`ayX5WeD9tqgddo#O6 zI|e!E_9YJ+>=*ZmgY<&r>fO-BQe;Azu&#NdsYw#ChbOPk>?-o-PR>+bas#~--yL=~ z67q4z#*@s+q=xpA=ANQee!wcbFVw6@S!b7b)Wb~Z+Bs>Jw53doi;H>EU&zZ#j6Zfd z-7mAKsB}T72b(e+?xCvcGpmQ`dFC=4vEKp-M7)*)LXPnbZl|jhsdr-?ThG47PPN@) z21;u{KNfi4S5cV!`3aZJb~C#$W*AJ@)_#fc8zWUG0)dkYU%!=cs{D=kOau_5nOC*@ z--v!YqA!v7FZVgnUmBF51!}xPxT2FlxCb`yz9ZFxL?0zJxOX>Lek4Q{1}0rbCmo0G zZ0fC5-V#SxJipl_P?4$cP4v0kM9JuWJM{Q&-K}dm#1~~>O~n>3VK8*79S<4*c5j7; zs1}$I6v9-gWnXNjdYC_EVh@qF;PlXmWNrFf7qdgLEKUs(>Wk9^U9j86`}{t>M(==h zU%fSgdH_*V}I|V8(JhLKIZ7*>5&4 z=o{0w`MQV+P={w)dQ22qe=E)El&_e|+5QiIsSbzP1g#w*-*)iPgbm6g7^*BKd!AZ+ z78gUt(?YPo1c#`y4!Q&+Ke?;Ys+*97I@+lup9GGQu~hG?VfGe>p_eKcakt1M-uZ0( zeeBzf9V$>88p;nr;c;&_Ugg^~$c<_-M^Ki2sVCvBc$}T>7SO$sdf(F0$4(@M)VLR1 zy%ueNU4J4`cq?A;6BcJ6OMPfCVkozyyQ@aNSI1Dh$z@%7C+>=T|MhW*Iy=$kQ zbNepeAqKAbO~>_T^PP_Lxkp+kaLGQzL8WkVY<0WfT;79qwRg4KCP=?{bMeIKWa=Z? z`S;pd6Jnk$pH)*6FY){cS5wC0t_u`g>xHEx-NtiduE3^1>Fgv<62GV;=y8BXUeK(oLmLN$2cgMhLrLq8j?tBodpNZlN%P)gU9)h(7htonD|Kew9leqc zL&s2WL8367$$5lnwYDEGbup&tcDPcOcT5r=YNh970|9Hg1L}|Za!l$g|~!M8T|hn(yWMV!fDa|og?1K z2|l@UoaNBIt)Wyat(5zN-@~WEE;#|L|PQ zSrV|;VJ-XCqmF}{-R~!E(eB1UH7h?Pu7DW=a0zNio?pzXn?pY}x z0wzMcWzOcL4CwB;6ti$aQ(ADx>)e!qWOr$hVt#HpO0Q;?7k=StWJd*>1(%<7>Y{Fw zucJtx5Ej>yP-<46 zKryRFpM@C|;No|Ick*R;i-(uNTNT2f(u%QAH8aYQ;}35F$)RQgzB#!%-sc|2VNILV zZM2Nfmh0Z*eVzl?(zAAsZn(`)xZ`XE)!hrygFBDa8YQ4oEqok*V#q z;@dW-0Wef_S!G5taII1PbM;h8dfA@+Vp}xNhbtg zKp7b^1!TMLJl}|!D<}d%UyB2eT|3UyClK0nb#no~$k36Ng!GLF_Zd@4THWL<=Ij7Q z=T!23#4D(QVlh$!<-Btld4v@4hMyIg`i)_`vv@!sf$(=|(~wW+skz_21H(MXZY5vW zDlRz)6s~8IeMUFCUjf&xRM5<9CmDBzC{%#H1r+mq=pkv_n2SNVOr441=`?LJ5||=W zAyt=_NY5Jijf=Kf4?fdoXhk_NPpyjH^h&$z71UZ2hV7E^V@Uie{KG&rcMaJjxCOd1 zT#0wr8oGG1*5oFh6>F zO#$%IvxQinmd5Ri10+YtYMkN*SDl^=P53ozsRpLGywzB?#&3Y&eRI@G1g=IPd5wPy z(^_J2TxSL`l~EdvfzI(2{jB?ERAdJ2Wyc|s8wXx&Fsr_OjNa9J9RA}g8ZK|a8Hdht z-T*xvH#%;FVLy*+InIjStXB@j=JbnZ{`iTjY3BMd_2d#`jv{zQABEyQn_g`qAl{wB=nA9!t8_ ziC1oOqv<%#ks(5`{hmauS?VNEK*LP0YqMoUH!g=b&Iud^k^-;Nqksrvl_uvG#D2@K zD2lzhx*}#0U|_YSoOXTYcck&%xsG*Y32`y9n+q|-+W(OEHPm#O#eFx-TaYiO8sL7DWEeTCBT`wIUc z1chifIn5`?Hr@{Tr-sO2m`r^!2Dqc60VFc)6tx01-?+%T7m@|J|FkXld#G(thd1-B z)!>#8fn+0{#Tg(yI+HjFbO;;flon_G+tYXd>5W2G(I6ps%5n%^&2-vCMA+7kj?)~} zgJ&3$NN;z0t+65ppFIsHr$!V?MV*mH;TG z0hN!W;iuvvva*L8e&X=2mi>8Ob~YkYs=)hE$1Jo@TykP&ry1lJZE3_@T1agC;}4-} zcE@0pVRIq0RtvmoaXGZlNGwmFZD4MCUh9pB%zwf6fB0)yo3+#R3P@=;_$Mi}$a0|t z%_W5x)_v(Vt`(Z_5SitMT*md$Fy{VH5E`MM!I_PWf7~sg`@xExxw_t zSeLnhjFjw(kh+sDA&VrLXi)v}aam^5V)_?J$64!SmHn?FOf@t6jxIVzq)?OO3N#}$ zF)YsIIU*tkw)mne80ffG;2fWwaUEVZb6G*Y0VdHW`-rJyDA1N5No~PNuVED;DLyk!!Hqwbo-j4gS^EzTB;tNG=1zDF#OZ~J;}}I z0%ooB5nlczKF?ftR98;+6s)sDBjk|EGcNC!S6ZR{R1#dB0Hi2^Rp|vX9c1MRm+KJa zemo?SRzx}zLt-DLku&Jr6rmB??ei{7bd85L>ty399Q<>29{YZ|$>A>>hiGJ@bh62F zr@#iHa0L>l%h%)oM98ADSk&sRayBEa8ob%tea9lV#tr_KmDMB2i+m7)VCr0@x)!B7 z1q$`;dm|M%kS>5k*29P}x`|*NX}b!w)E*V|H9!0NzYY1{*+@qx8}Et{wjPpyJuJ34 zut^~d8GCmfS++Zppx9Nd$lLIBJfZ}#`wOSd&n?^db1?0h3(Io>XV~OCwSl3<^+Jf~ zbgiwQGCNz29ypa-(eAa#Raz{hGnLrC(uRfoI&LiLO*1@6O&*fRF`Xvv6_j-w4%IcN zFSmFzd)Sv5DsT$%r-w#Ch*C&cJg%s9ly(B4zJiEq0@gt=c6ml<29-ugnWG%XkZ8Yz z1pD{Tb@C`L&gBuA?vpM080}}&!8_$2d?5DRrBy=+I+1Ea@i#oSv3}njP(JJ@4oH0z zgk9i{I_gee$jQ$N=(S!u8|AF`(Rw*RlLX5v@hCd8tyk?Ws4Bdo2E@Gli5p`2V$@Yb zUS|!h!lMAytHdAXs5tr`-sc%mL{B}2Fl4{*WVWkr-KSd?yEhB_u5x%_j zNBG>$9J5K2YP2-1=)EJ6V`xRdw#YMzeJrjp_5TAY)5mBM$O*P;D_-2iYLZ*gNaKMc zd*+ITKuF!rYx}NMSPf+6F7q6M&SYd&9df-qnJxl)RF@q)`it*Z-)g)EXFKL#=hN#* zM%RlhL<#3uLgUBA3;kPltE?q%yBPXsX4NV0R8}Pr((J~SU}HA7xqun>p{QVBezj5S zhYugD=Qbki)=r_T-T1zP0VZ4i_b7VF<)o06-L8OQdH+UL#FDHK&&B4v?oze&%E{c+ zrmj%tLj{!9HhKRNQ+u#N8#-~2*-kTt=F;ct!hh1|?mNaAgGzHtJ=-$Ofk%rRiAa;I zopWp8)bO{S%dTkj(e9tfLbgA0psY!E zA!4ed07jSBHQ4>ziWP9x%-_<))*I?oHy~nGde^o*zy*nj7c*Lf1#p*RYZr*mu6SB6ccz%Spc|`g-KJK9NL0#Q9 zp}Sc$6^O!)qL5*`?`z>aWv1lqS#Uj=Rmd--b8th(+a}5jns5kbJ(WKpz-?%IsYl`1 z#hr6g-tb`d+Cu_;-{XD!V}@Jd89$E<9nd|oIqaJM{G_AmYo~hL!*I!KzpPbL|F*&x zyZNlebl{V-4a};t*706qidXCEMt-wiP4ql3{~y;>|KA>d@Y2B}C!+#S-M$*s-?&YL zMK5gj4CSV~_C0w934Xw+-~1S#6<)lA*!;t}K+j9^kz_v0eXcxULTC~x2k>re<1eTyDbJHWWcilhV=-vN zHOLYBkXnATxar*>{^5yS)h+QmrU|=aFAZWjelsRI=Ur|t(Py$J8H4#O2dc9hxoYn3e=+5LaXlk`te_v) z@v7ptYOS{d_6&FW=oxRY_H_-sk72D-TPB{Ho~v?SMfZXENlh&WFq}bdRM3DWa{)z1 zU&wPKwUcsS;HkseTKpLZRBEt;x-}%9j%{{H)O%th{mT58xmLrrkM}}N<49g+&e8I5 zRe2T}rTBH$#)fqmA8`Te*Eq+~9?k>w-uEiWs<@;}^-q9O0~suZ`Nd5fB0XdFUyzL4 zdJEFI^_V@S-bCd}z;TUjQMA!!Vbfoh-7U3sag`N!&xDeXn+w+VIG)=FzCv%()%O zlZnt1=FYOA^Wv}1?ZO*Oo@VhE{qfsYD}8?d19M2|TRnHzqYDm_LKr)+-;}x@jeT^qGwHy(&dsAO4K(rIaHipaN@L~>GUD6w9I$Ei zqX=GBhUr+flgb^XxBmp_?ce)L1y-OzI!UQS6zLe{}Mwd4qdy)b1~%hZ(p0IVSB5u zr^u6}oYuD$eRuhGtz7YtyA&Jp4=n%wJW1X&%bw1V9Li08brty!7&Z-6EtRCx*B|_U DO&O!d literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/126d2b47-420b-482c-a03f-a43408f3fd04.jpg b/docs/handson-cnn-tf/img/126d2b47-420b-482c-a03f-a43408f3fd04.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2d551e1aaa687364c077b8dd564f9c9c5ad08926 GIT binary patch literal 80479 zcmXtJ{fiFqGt$wRox#^ul@*DBq;d-=C@8L7yGBV#Nkv6PO-)Th zLqkhT3j%>)3-cR9SBQvoHB?QJGaKgy&%XB8L8+zKw3#{J@Y9la4VDUr5S?S(=k&!EtzJ=Rj(vu*+=>Rd7=7P@)8+UFMpflAjTPl?8&TUY{Z|aJZfAIu z&A+Iok`>#D^O-f*0E;XB<_@mU{0BHWyDQ5T4`euylfwTT_jdW;CIm=@qX@H&{v1>8 zo^o&Q3nJTmZYwJN9V4dv-F?Gv953qSIQa~b97l9pg^-st!beSkylyRb%H-*>dnX8mx!AQ}p3P;rr7cpWZAktOYQgnim?U z5iHb=EqK=76G2vr*BM&egTNp=W;`{xC?VxDw0TRidXK%)+2F~NoFthE=B@EVVK|gF% z&P@0Iw!o1t?}YF(e{!A$nN>_a{@2+5PIIK3y`AUg=*8?hGPUI6Q}5r5V6wC_X&g>^ z<)*1eYpC+KYNxJXeWxs9gXZ8JZ7EsRea!d6yK@FT6@137tByS{)+xwWAwo(xMdH?< zg{l4=+E0KbBj$yp&)c&D*>KJ%uhehalgdUK8a^$nu2XXs&(lsDcee%II|Xo zN7e_GqHXej4-U3-{9WGt4L@n39BFW$GkBs1ACUiLt+|=|G>2diQeZ?JL;O=fS9!GQ z!PDgBZm*{e#I6{fG8R7hZLG}0sl>jvW%{it9-0pxSrL3`Q5mXs}FMMk%5L|yB52nQ)d+t50=;-?O=aafOtuLlaRz!hC$0C67XmsmZ(|+9F z;Msc9a`Ud3ki_Qvt9v7L1unczUKX1f_-bgN0tH3j`cc(6G5-un#q0< z@mc<}LRE;ukC0Zw#E6%_-jii?21>+IFg0-8S*-oeVSXNXSD*oYCHnhWRbk)m2i%@I z>s9l(cQQo8BP=^(4cQ9o5hiJn^p}Vom8L~qzZ)jaeb3GMnuzzWFs~?)N&P94KC}N` zCL2k7;u^vweB^Uok*+;R4SJ-}LHmcZ^2{nK-Tsj5jNpIHyHp2hWuSE7sV;0nZx>`S z96ibZY77_Xi}P`Y^{vdoQ8D=`sF+u@GfX~=9+a$}A7;ZI6)S*)s;J7=Y=ktb_e5e(sK+7j06gcaqSzUds^Y>STOE>^&|_f<3VcMzB%F z{5eOwO6kt)Y(JU$8O$Lz!CrjAvSu=xq@$Ur9AH&Im>-q&h5yTd7a_P0c{f{bb*j4D zSGBW=5qm0mTF;U~!e5>G?Ck{frM2AI^8K;%#LwErsskch1zl_-_7>_B+Q#D5E8Kud zEh%<~j*PpAgd*+ls;7={_1W*jzLGxN8Rv`Tw2+yd%H1&Cv7deDt956vav~rby>LhK zpGrgBInFbJ2rAQsDyRF@=X>n6qDPg>A@%J(J0P!I>SoCI9|MDgJL580*=O_mxyFiZfhh zSLK&XHm>=I{Z;)cPyU~0bmQL#=zlFXW7O#(3|r~)YW)$u_q79b)mjTG!W5bJAFb++ zzlKs^XXD<{8s+gme0Qrued_e6@#!L1pQDaYKFJV%F0D zy_vm3`|Z^=mnXt(ci)x|@M!%e3j4i4PlIdmzw%g3LUS_{tfO;4W7;|Xkiv&#X@yjZ zR$u3x+mrJn_qe_*YTt66+2EqfE8WZ(5yZ#|((5X$a=!&jX~eD=eVI$!N$u2C>tnXd z8Odo~P@z7dvGL*HX?)vV(cT+T!n;knrLRBf-cy~#MW;LwmI%$^$w>2e-CW?HFh{Bj z(nncIKI_u2T;*G$YE_C&d3)>9p&`9=q7Wp2YKgumA7vPfsm+*^=&Ba?;r)A+^i<2YH{M21s-TPia?0L-seo7wheo&@ zDV^X|M;Z+`a_CC9i!)eulQWNA(YUwd>}igBS5J92#*029^0|pU=EgXj5a#B7d8C3e z)809-1TR*3Qv>^F0+d}eH=y)}x>(I`YQ;q|ecq&i@j}@IlURA20B0z8=irThT*&R4 z!7co(H4UNYgc7|MGy7|;hk2S#=0q5D`td9;!*=qWc$L9?oVl+Va+1m9-3VO^obJ=k zkNH~$!kCKCw7|a4#ilBb)MeWD-n|kprjNdvDPxk8iCDaEC=%P?+_NhB_TSc{n`CeF z>EKL3p2noTSCX<+2Ai1cEXdKC2@nc8cSQ<}S6E8FDp;rGU}QvbEqh1uuMEh-xVm(M z%J1&tOtcjBi#?U-F$wX!cvUJ@_KvKrR$hiF?IO+!FEf=lM1YnI4NJ}V6S>jxJ(1Po zgKrd$BT)$E$2n5vFOuVm6&!?luIISg1Bi#5SdV!z9ALs%e7n**pCo<_D?K2XH0~ub zWZ~X*7b1aCOUGLT||6^51_}b!E?qNg2z|raXh1IJMM2~XI+3fh%3D=UkNB5g%hO}ayvT1DN6c!wepb>aDg57)a*6e1@@{afs{ci|v?_ghmY~_V^(Cbe1 zZr@-;U~$QDxOL6xd>U!3-WD3SH^4M+;jIu)xl0IR>q~hJ9DS8<((xLl%u|SuHxsJ1 z-=`!yrWWLv8x!9mRf*eQL!x`ije}2))uNPhTz~-o&n$d9AmqXLceX%6LV|zd!Lj72U%=b< zhB5Dau9qXfN94o{b7dk-b`f9yz~$|LY)24OuB5#uMol-i=gTV@eG$n+sFm22OW& z+$oBp|LU5?ndU9{s1UOfJ&zNIz5?geOo-FrTCKuka~)ZiWxYGF$HDA2DeP<5a^t-l zu8cC=yNrcdHPQNzS^bXJGfu#RJ)*zb%nt{SC``Yzt0q#t`zwJ??d-x<(Lv%nNAzoR z)iJ23dQ_MiEb?iqF>UOgl>oeQn&$JS4BV~In zhcO&zT1vheLdKB0?wmNW?mdDP;QkUZ%|H!gr_3y~F&fh`dgVD8-@_wk4`72V=~+Yo zZx*;vJiT71N>f-Z8~#v##jP8=x3e_?#Bu`TQ$h=xH?qLyev5F;h4cx!>)&5g{9p-x zp-fO8?I84lP_J}5-H0bE)vj^P=oakUhk1oDP=x8hqAJ&~+uk$!VF&E#W$+w{wnz z%g;BsV_dvZ6P1t67Bq{`>(~DdpZ4`HIAXD z%%LzWzEW_mnDeU7Ev zU2)(wDZ;C&Zqvss^61u= zs!fYce{2+M(7W4dPjT(X;)E0PFcdLt-G}wKRgLp<$&!hXTPTH4^5=0&38qMmBAnU+ znGBG|-^;F6D87CF)Q8@ARPd0dXLI_<^z}2QH$-*15Vf1MJY-}DcDf3cj$}~_yoHzI z%BsxX&70Jil|LqJJtG;h53|y`CCf14VL&pO(~5P)-(X@_nVJqa0kcSzd(VQd7=dF4 zmnCFu?<{RilGVfa!f&5Zvo;9ClHPl_ZM+=cq1aA}$ftI89Fva}`(7N|jUvc(KQWl_ zZ+EzLvYTdJco2)%P*{xIA3ogO*bK5sb$g=+q%RyLLxP(%tf{sbDdL-~erPyC7YcE& zjU3)z*Mw(#SF~-l=!L3@We&05V)9a_P0jng+-!6Bd{77MWlS!d8S>V^gf&9`M_IY= z=R2z%E?H>-ah?fh*yHJ#@`RsS&&oFX#ok&Xba)g2Lwn`deGRO-0F9_g3f==){3_2AnM)e*3F-6(SN}bCmct@0h7K zUHnD0ar%mq*+%COe|rh|q1B&!h79l($6aD0vvB#MrRu8Xw@T-E1!}@C*qh80lBJK1 z=x+VkPf$nbW;MT^@|iMv;FDndyP0~);7kF?bh~oKEmGw>p)t(Nx>pXbXnT3MsQcSE z20VH#);sr;|NHfatAE~GN#t+yC$F50JZm zldoT>rwEC*kMF3Q26mu^<58+qfal^)BEPG|t(BlGmcYL3&WfE6X12~P%Qu@3ghpNj zJzu{|MvmHj@F7~Cru=K_2SMj&W9Quo9||%bdRKe7n6BtG6(yff3T5@Co|@b}mqPzs z*M4LUz0)Ufbr1l$`_G-PjNOE!&Moyg{CwLthCB z?4dPI?v-T-uod$t%@d29-dGH)2+_cmfvy36_*B-9QJ0BAIKqj~Q{>Ivi6vuC^Q4!} zf1307I2C%XIsx~Up9t0J5OC28Dgbn~unX1zNVW4)o)>42e`GJ>Uw4@5KI zOgEh0(cnhR6?AIuyh~DEjOlv$>ozDM>Vo76V}7cxzd|?QdexKR&mSR=`&)Xh+i*yP z0DrHZ=c1;EmmTZ@uE$piUtQmWt^bfkH&`+Jdvv(da6m^G-~#K31>^VreCPg-w3yf^ zz(1?mU$g(y_r{0#f)y4Y5aaw5Eai>Y;RRwX$+?229a4`KH3qe&C}s#V zC+v1aI}vb4-IcrCNg^(1O3gF2-_!p2BbE^gT-~{VW&onTc0oVu0(FiP2AZR$Mo7|v zNL=r>_9TWoomQ>7n7Ajnel$&_c<@6QzR8Ny``>rzv1y^v_t@FU(Z$4Wh)rG%X8@K4 zF%+6uN_-vN?igX;c)ud64#nmD|H~@zdB+#MV(c!Q(Lm#?aUEBPlg1=Rfv@IDU%OrZ zzh$l_!gw0!L)DO_^fyj+==!xLR(CDY4L0iB^!fdkSEVs2iZBAG1jM8;7Pz|n@2ZTp zkFV9kxF9FTI~wQ}&w-bbLb?Aj*>%TJU`vHc3WKrhzbE0=(qR~h-_S77&q(`sb2LMm zz!eFYm>IV2$sg^2E#ASVqwFe=T>5(H51Wi-M*0)b!yll3U}@GJ7rZXF664A!zT`s>NsP+tDNo6$9w{&~iLN}{3X9Z$qVdK$BYNmRgnas)tkFfuC-o@rMpTydu`63&9UUt;& zE;dB^JY5N)JtQr83?Z_PEf7HLBM*#KY%P- z@@BJ~B1F%9rmOXzo};Wdsu2$(R=szxG4saj zPG}jqs+0K{{y-z2@*@RN-oc3EvoYAZWS&nTT1Nk(4v;g3{qmbK!>8KRgs36w)~{VH zwh=6cH)j_%gtx8zPC+l6v+xOjTGN?r%x`hboM23$)X=~b3N@K<-@9yYg&cjk zd1bP|H-s67h;4ny;EpB^PWJigRedb=DANoxN%BLj(wH6HvQy5XtT_dR98DahQN4CW zAnWz(m7XFvIaQq6{ySv_4D4b$+3L9DdqM*cxn?)lviJ6b zi*PXmjRwQF{>LJ&WYOk_krLyY`;ubdc6h%+x;O(`OZF|?}^Y6mB1 zYb&7%28Q3q1!%K0g=y55sOX-kh3K=1;SF)j@;Ww$3?putlqAgF%nJ3_NO?|fP?7ST zyq#WwP+~Yw*^KnNr1hBlG8pmnL>cIZNG>QbPN*gBrxV&Nx@I9g@X9*{ircn;GY?ub z!;I4XyR%-9=ikuWFJ#gf5#ddbR6zIJ2)$dRnX&**j}Wj3Td7nt(NJ<6+ghL=#_A5h zKUYi2tKkM5<9Y1xJOV(t`9PyO}q?*W7zK4;FIDQ>qw9pWv>)81;Lq*_;Vav*!8#w!CcNpNch<@ z;oDBEW^DaTKvFBK(cmLLgTa#9b??n)qf1jgua{JR5V(IRPMFRlR`PEBtg_XLFocKC zS{nM+X4(X%zxTp;iKQLgz^7S}*D5x=Yga0&NQGmU*xqY6>e_y&fg3pFgQ`^uh>H9- z3K7OmHwmiV6IuvxN?@QQ@h`3v`NX1`D_vt}K0!qDy2N6Qp_^S@eQ)abA@QcN$1|rm zJ%y1xMCv<+04~TqJzljcLi&-4H_1ELk$oP)#-|}Xj%`#pPW)W$AOnq-)x-fBSzrlF z`_2xm9pwOXPYH0sxdVl?ES7A<>h#MlDErCFcuI||@AOs7@j&vTMCy47Nk*zPA&kwCVBQ3xHM7#x(>zKM znc@2o=RUJ;f3!?2=zNaZ3ijt(Di8wvTvg;?E0l<^6f3~9Nn<2q_>PGl5S!-1kBmR5 z6EIcrfe5bdUU&S49j^?CUV9Jb4u=#XQgaX{(^HMrqBO>?hXq}Pg@6oVt-(tpCM7)_ z!q<~AmD@|SMZzr#MX7lAjI^5|s2vpw6_;Mvn52$Yt@uR0G z#HJHy2wA@~o8S@1LCusaJf!K?nmG{A6r7EpUpBFQkcb zhIJc%uHow6^FSJGj<`EW-Jk)*?LRGpybm^Z6(GASzf{)g(WwtraQ6PF;L`Ad+F+SQ zyO@hmEsSx=fa8DuEQ1Z&!CyhETv1ec-b0EUR`f>w%p(?v0*wNQ(ccBgc4`ggZtb&tQNqSnb=~N?gH9I}e=@lWTP>+CTutRZIAW2H$x5)S> z>MKRXcJ`%~azQmc^|190h4rzU^L%I6h*Y3mW_a}J-OFdw8D0BWGBwCTi(PAVo74XK z{7Qpk1gjl>&()v;OTwsG z{_?<5;Fc=dPGMc9GTJDg6>}#3wHzKom~;v}eEKmQu%4JCu&sfvR=ju;V<01kSHbqC^t;9B4T)8sFl$-SXu7?R#7FW^oYpn5yJ>{0Bg@e%`gM9`v)vB! z*AM>z8-){TIT5iMRsxFTw|+7$wO1W6eOzu&(3mzc>z@xMj=ek!^k|va?h4^%k=d{z zYZHYy3s zMM%~L5%UuF{A~Dh#~tXnDXtrode4YQJu+tnd8v}@MqBOBnrdyz#k}ZAtrY?V_d_Nj zQk?`=rJYTqrg}k*-<;d_3}6*a4`t3BH0^==c}zAk=V9)97-T#mlaR00+8yCzF{ciy zgBP_MOek!yHbgVSW})G<)Q1x1cjKS2aOW`rMm(irKK!Lvw2?oBg+Oe&u#WcF?a};` z)5otc;b+x$m5&03$y&@aelB-0%3!=m>qUx*c+#{X%AKv`FE=s-?HHB_hcgc?!;5wj zP>QWbiFEU-DFh>S1vm7UHWl9uJ-O@iD~V)UozopyS?(%>#q@2Yguo?7T3NoS!RRH>_=&_4G=m*#9n)2Pv1Tu1Q_UmMk z5EYvWMEJaGj?FNBviDtM1pmr=@vrm~e(W(I#*5TGa5Re^r?#Fi|230JB-%w9YV+VE z8QtT+v}s$_lQtHLY7`y%Dubz`rc?c8Hp7`~$~Ud%!97Ec?$JAAeCNBG*sYL^h(iFG zL)C|lDZCChe(^LiGJbCO&<#$j_;IE^ejz}Ja6C`=@ir+CNlZR^rK^iKGtC&<{e87E5c~!sQb$ zg7f3m9ebgFE+7cDHxryKd_%)4LPp&nCN@0^aUcp3a{;l{-rVF`>e5vG)Pm>w~QymYBuE>XdHOJhq%{olHt0QDxL*C52iUt>8x?&A`le%H( znWR4ve;c=<@~h|hjS}{oLtl{XXl4g+(vY2Qh5rMo32aIc=+BZ#kiez5dl-%wyGA^& zw%J{YXmHRw+YJJegsC#{=QTS-lFf9SAgg}cw2~u8n$rljlEMmqY~d}@A+o(UR5L3D zO?cpE6!kJ3-7tdfy^&JmCjY96Kf8{g7=0?yE2qV$zX{&br#%;6sZhnE^g4KwsB=># zTFj5&elTxv=h%!xUkBp?IXt!S;<)okUY!n~?2%0pN<~o<8|1`+L?>Gq5JPu{rre6;#`Eg}{Cm(*99Z|au zBN?bO;6~VxuU;vN8|0shwT}_uCJZw%i=o5^;j5F|$-+xUhqyh#0a&!$ZmvJBzH;uR zWyn!M8eYAByibxK_1#}q%4|?vP1s%_%9VUT7)=n#90|WLrF$&GDF<;dX&T;D$&9c0 zp{lvK7(-a`f7#Pptx)|BUJ0z;(eINHsSoV4oKz1NDt=IFR8X{#H`7TvvOyefQKYrM zKYHqDFvbbZ1P++ho?B~)<%_c3feP+du8Y{ptI|#{=2!BlPLYo`r zA%PPrK9Do(E=k2p!SsJ@-Ho`nQzh8@S7NVgsUtu`=42eUD%S6Iaf!5}95sc~9|Tcp-^IcR1lI z0&d08$JlXp7vRBWQQOyCUZCRZ?0JCCJFi8%uLSv6zRj9&{L0dZ78{-Ojr5^=q~&Pd z6YKl*VwxaDT$1f5#ode?ST(b?0Y_nKniawc%*UtJzK zQgk4W#~!*tvhvXl;i|M_*SpHW!d6C4MzI6wGEkElh2d5%JR&>_V|kgT>SuxJ!OY@= z!D$~fts7|T-THS)0fmy0_mzm+v6_{=0rBG2C?S#d3VEZgf~9J6v+lu(A38WnPTbe_ zv>f|I60<6%P{cbW+Z%paXqf?Q>~y@rL?qdn9P)xexzg0$bOI66J3o&l|-6XBm%6;lR z(#8p*D5Zi9tV*LmR0bzs_ei`m(E5_$ujR)_p2FFvBU7x8*u3;c-9n`_K3K>ezz(?9++e#B zjc&NlYPK(cf4VL`BF-x$5U0Q)dsvFqV>L+9C&Qer{KG~y-`VUOKLWet< zj-gQUu!_x0{Dy@xGzlxMfmTw8ZL6|Jr$(WDI9zGgv3}Zz$*)t-DRS%vrNhH%-hUN8 z7@O7Yp3|76U>jMM;6H+Fg`?mHyLLO3<|6h<>F|Z{UtF>=8W+(s6@LZYqZUvaSRIiC zej1yZ#1#_Wqo z1_Uh~?-2f(UOga11iA>lYldT2g*t**{5Qv=g*nyi+Qc!L$n?X4%X7ajj*ITm8KOLYBK;XTt9eU=L?)+eV&oi|!gI1IzPQBYTl( zGq3w&Qj3d8?WlH_by^QLnWx2LR=eoT&FKG-tCFi?ifSa+CrIl~qT_KS!buFkAq@t@ z0HfZ@_e-zBI2&)?x|Th1GUW*3Me}8)ZB_^^-Nl7#gCd}j53)qo)NOUPMo2k}sY4WW zana|7hyI zeq-IbLdkf4y30DYZ{ZTdDY-hGX2BoQWDvNWeap}0jeKWniP-SjL?~LbuknF zX}YVQNIN4u#X^TN&-i816iJ8vv-~bvoX{XkCcZW+txH7l9^FVCSP3i*rVnql z($jXFUk+ZzT`(p>RN6!Uk4Lc2r7?_WSV>*T+Gz*2)tKH$R3;danyjdhji7JeTQ*U| zNuq8-k?9^(Q8Y2($dW^tzBFdE`i$HlCh+}6yj|daJaPkNU5UWIm`g~WqL`*ibHhx&bTk%zqIR>McU9;x2>v)*9)nCSQsAm&A{VD4&6o-yY>!f4U~Py zj3n#rEnbr1fXfE*{@TO`SMKU5-A9{YWe^@k!Z5?tIas9XP0ya zo*;*v`Tc)cCi*Vb+Bi9KdbSR#gMA)?GT<8ZjUkq_QXd<`ygcn%X&BCEadMV8N<)m~ zYZQMUL$DXKRgffVD{B>NI<4*n35Od-uKYP8qgD0e^c3uhoEpe1SB8FPPWd9p^gzL=$Juow%x z2$h|^kgv`~`tP@I{^IK?!fwMZNMC7pR~quTIG3e;_>Pzq)B`@op3!qODl?qR4Ph`C zBp>{2-l~8+Rp!cKlTk|0ejEesaO1ABjs@@uEkO?1@FDD@A7qX53oWi$c8h)XeYTT+ zeDmbGm$e0%a)jqW0||x)z9jtT7iw1)-IF@Ah3^xGD!)@bV5;JUD!eVuoRErQ9vm*b zn}o2eLe@aUbWVfVcX2Z(Tk1j)HpajA)5b})gcc2cDN>jEl;^?~c1E>PN$5#WS{ZNy zc=r{=85pW_oYA=y@L>oE+F-;Y>FI0qZkQ$J1`z&4w((r&{m&(J4_K@p5eX~tsc}*j z`*Tr3rO8)!-6sqFDL;ehO{z&Y-d@}ekSTY$J6zCYbqnqDB+RqLUp4~4iO04*))dqW zu(f31jjn3?vR=4Vp>H`paM7lLhzm)3@m4t0HP%A(6?|&(QM$Ly-AXs42fLAU4WOAZ zIkuthRX;AtUqjvKf9FnhKg3Hna0t6^-LxRCm!j+ZVDE-Q)nbE)51=iMQ74pAF?&N99MLTofedD|Q_wtBR;F4?2VkI3XP}Bt?Vc}|U7@@N{0tJe^+g?3M zJjNZpwqD*d=M&wU8VoS#r+!>K_Vg_$1Q?dY1J1}UIZQqeS5f8rp>LnQ@CRyG3+w%xkYexaBy&iu+kI4Q%$c%59kr>4Br0tm?{T&;f8SkO`W>nHJxWliq|5q?#ZkFI~GswhLZ5X+Z zARebYxLaFz4~_H2B_G(M!9$q)Au*1f1{AoJ_>X3?SaEDkV{Wam>%B*=HmuJFsF%Db zSP_Dsfi0yLPpKBcZZcM0SJAEI%i;t%V?AC@e;vN{+7`^LuM3+pN^Wkk%=zNa`hrl` znxmm<*F3wu&vBS)e=qG{cWTX{HTAV=_8+F)?^C>8ZLChZVfubOp@Hi)r%#0oz%E2Z zJby#?As1bc!olGDh^Y|vQt=Q=y8Q0f9UPpHd)aWdWK=khZUr-Xr4O|Ch^vZrIE3{% zJ8r=FxnpM1=Pr_LDLYt2)J#>okE?G1T84CV{3}A@o=^C9S_fTWKR00dTfT&FptAFY zXOUrm?CAn(kqh^L>gng9JELPFUZnAv_}`|3QcyQzYdRe9$kN@(_d)@KzKuGOFOdqF zh`34t;zwsC_N2GK1F`3=k>Bb!8lHjf>ZR&TMxqH?N4;Pkk}PWMz8;sOt{YVTA5mE2 zH$BD$5&~@pc0vW`r{sSuF5v4btMF*IZ2jb~yvO3F`3{1ErWmQC+P*hn2!CKJVc${d zSHK*arV~KhU`PpSKepC-*}^k_B))imL1I(;iHIMXuYtCmBNs+QATMkN6*p5B+0hn} zS9zzS9|Wo$)?foIO>4Oztxw#CBh4ao_xW8w^^Z~ze@LA^MDv(>iiW(Ej<%FM+##Ug zt6|5n>YXrqbvMTut()%M?;A>9-jek_SOIh+jf63tqe5kd!nm(=aIzuFEIdB^SziQd z6dQ?1Vw0DEjxBzz(uR&<3-%XRr@QD2oU}G=wS<})9Tx3!!TmYe;(;o-WDi8y?jx#;?m@ zxSeZ@Ca()`$Zwp!Ul!q+By&DaaA|MG9K=(;F7EhF!BeOgueXS{i>{j~YtcZ~tfe zm0X4>aw#!hgS-#k=BbvXMl?Ew0IoEJbl{QYnlhmL?{>BB&5zVbOm00^xVV%Apj7lf zn`~a+&!RUN%w9R{->I3x$|~Kwh@P$S{R!fj($@X&a?qUn=uhPzUwrT9i0e1aXZ?Bm z*W2C16)2D2;5F2BegsfFtk!4ugKA$8zIldQ?ep(`U#z4w0T;sF^vQ^5AXFNz80ZTL z^7;2ed;_|H@N%4gr7*~HqALzOP_2boT6 z_ibOVH&w{z&a-zF-4cfF6Tz+iW&*Rah;H7P&3?q|ZMTtK-Qh`H;6?jV@^ zx2F$E^F7aaBm?55p(>>lGp$A++R;Z(Oa2znRl5Cp_R(&s>hWr$3vi__()+U4!#}Sf zAaWfG4!m2Mh%wYnN>h5@?ES^xf@uS${zu&okOo4isCl^mA`RBRs^FIBl3c!CAH%Yn zB=&ZyYekcRHV6EoHDEDRDmf#N_+UJ%;~c2HyRA4w%-4ci>1$91@Ph_+as3QWf!o{Z zVib@K)=3+bEJ)=k!>~2(w*7hlXx)1CeL;kIw-(Kp=p%<4ct-~zP(B2kC0hNR4gL3` zA0ui5-2&usoM0=$2<$?tc}eZcCPQ*YJzRa-d}EK_9?6aj-j9- z?kwqg4}6;lwO6#0IA=SmgY$I#LP*e0iW`n}XvdGnvhX#{6YhXfC)Tg2UBI{b%hY1r z5OH({*yKZcJu3gm^9Ew>YspT2Zp}XH*xp~v!lSC&%i?>45A!JPdntT;`0~q z2+WV-SI8DQ-DE;L(YzIRb!GRwe`Hzq;nmc^)3N?7t-s#i`xj(Lez48>*8MMASTmB( zbV#^uvtYw;+LY3VLVc&-E_p69Pcr&3t?6#wyt>}*>#@@}LQCO@+CQZvqGlSypXl8- zTk00H=V|W++Chz;7x@t53LLuLDpyGq)`pAcy_c5&Xu76F&+ymP4;g?uM3Kj!p zJn7K-ycH}zKeov24upG8ct2iIE6Or5M?Ny?32l^Yt9(lUQL1OBI=Ced#DZ8mBlngt zK;8HD>M!>%Ei)=@h#VX?qLgg-t)Dc@Jpnyfd_kAn%LbCbifi}z9FkLoF8I49S|$sd zE|vKks4w&YKBlJFdHPARU?WCuDB)xa?&Zkb%xYZC)#ijCs5t)u?TJAgl+Y5(|8pPf;bzlN0{WL-2v9;)7JDOZrP_!VwT$srvWy z_Mq0&RZFzYdL|s#5MsGSQfg)_K^hGIa|^90DBlSe00>zlQG?otTz0mvP9fniR#&b} zqO=jy?mJFwailHOM?#4tme5cv&_o^VFwm+Rf{avilp49`PII!L5v)7*7AXXBgk@y z9^HfJsSBt;Yfh_sbDfY9Cr3@}Y?{RUj+}Gl0tFnE$_mFwV~kf%3JA>`{f~ZphEbJu z&3`d^jW**{!8kWH{Zx0mY{uEkJD|gnJ-O+|o8*#46JD}hj~dv$-mlA9he|o&N3Xn( z+ZNrAqS}P@Xbq#o7RJm@6ImB^lyo-w! z8Q}1+-GZ5M57yw#yKZ9{R9(s7H#iEyjm%?~HLN2(qlujly;58${(INbpkn8rG1K)) z1i{o8ENv*>i_l3UsWcgH?!u{fWb6mhC0y%JXu}HGl=NIFV7CMM+yT4;d{(AjTp-45 zc{u1)O`%orn!p$DyDIyGd8v0eG}F{nf`QwS+oaK2o|1{JJC=2IKN{~bkHT5T4qM1UMRyHCckmD|}Z2_;WkGVY5-*WPmaeB&OK{YNRs z79OSLU*gS^ea{C+oIyQuNq?P97@266$*mE(ZyQJQ;rph%1{F4!xd6mh~~uelqrP$_H8wn9bI`LjS?qoG+XS3HLF&cfq;L7t2yGxnPA_MIext0=QHF(8f{fCnQRRa6u5Ad=SQe!@{n0{`S)Hm5 z|AI@@{=Ow1J8wt~4h0(dP9P#*k<(L+{G+T)K5mPm54<`;NAQG-=gA;pJO7>C(^z;SMtN ztQa(jdl9e3We;o`t|g}FsS&tY_Gj!P+0a7TB?1)9M?fizi9k<%Z_K(0YYS1{zG~_m zNmo4x@n}~R8tJ_?oy)mul}V@1R82)9b2gzF1qw_+CN>g!Vx5UC3i=5fTE*dOXyA0UiXvG zx7V-(I?9#9pPp;-B&(#x4Kc@$K+*^-vKtEyF%5qDxGxiK1)}W#zMy%*FxE{8!XhzXt#=VQU9-7v#d%gaBwfumfS7&dsW&bxHyc|G=c z`ETvu26_Ist}Y_9hljP0DD%rQ`;wXZbr;-MseMQ^?FZX(KE7>8=}lCB_;EIfDzr!w zCM+$g8@?(Ci*e`tLRN$IJbXG6&G&++<;i$iOgriJqj59bCt+z?FI)2$F~ql~J+Y;er>Mck^;wPDgP)$>b(NKHMnzZ(jFdjheSc3d&*%h=`;&Z=t3q`ny5ey zH@zqhk-vW_r6nA9o(F!*)gIN_IXtFzy*uQ$={_xnZj&J2{QmNUDLnipn+0HkuPEmF+8}pCf%G5xM4fEgbTf6=+ zcf1k(o68u|%i85J+BdpSG3)n#WLlO&Qs@$lfo=icM>dcVf=`Fsacldk^$ZG&`C zwlbqcYZ2Px`L#kFdz7BIc1jX=e`+jtRNTLX%SHU1Gh*A~SiwbSj%K6>_5ipD;qJ>x z${Auyq-=NQ-)LnnesZaULmQ7jv8?wtaXG<5q{GJlYicemu-np)h@8r5TpJAayRZ6c zZ1rmMA{nNhQDn$1l2IWyODgF32CoJa*{eBywuY_UbGX}Cyeu{Tp8<5Im+;;;!OY%2#jhl_i~t=-N^PQ&BHp6h0W{u zVM7nSNCqUC<6C$M(|cq~hBU91kWbQXfkZ$I^f2dVyLA~90JGg15HzOR)K2Qaub+5j zrZs0bTbWK*F4rC_>eo>Y@M~w{qGlBC1V~4IwYomD#6pycTY-@_#8M*E$(!+HmrP=;( z_Bq70;m+sRfp`r&9M{w>%s|AehMc->oWy2AB^|F_1Pa|v) z_+45wP!M$vK2*Y^_U0+JTslAgF&n^Li<1@m1Y4~ThUhw9sE81UAw*tBcni9tc6p{B zhx)Nt5MKVgtyI~JPQ*Zr78GLL71YG_5@HRoN-f{n_EG0&a6rTI&T=I0%M z(Y#xOVm2ctN@JTa?hh>K5b(M&+zN_OToT*odaR;y0TQ-|L>T6<>P%ndlGiIK34x?#Gbs@5$N{?*Q+8$=+-5f2C+2 zph^|+2M9hhC&}pN9{Xn!N``RnY~XLTI)SExSs*AI7=fLyWF=4_<}jMfM9^mysBl*~ zZGC-WcK>no{hzPw00fYk!Z)1Df$V)bEGi_B59lKj;uWg1o?f)>n;4y^4`cnyUYSVY z6?Ajbo#5$8ISnJ+UzPE+N#r6=!VYX~`JaOt06H-zm0@BPo=xcR+1z-sDI-_q{r2{r znNKoU1xL6HxXQQ$2<=!XL5&B4D^b3ZV682uO8oW!`?$tR3N!a&L}5Eu<%F>RS3k_A z%`F+MdP3HGpZ);Xx-_=FvnbFQ&xej$!gb<=Lhcc%xQ+aQsu9a2Y_b`M1aBk`Vf45P zxg}@gwI`p+OjlzgnT+!9i+1RX&0F?WgD_SjKuHcj z5;%B?8;{$X$c25#zv*Ly1);Drn5J{HN2t(hkCVA zCJUc1QekJl0Fc)|HaRfmKCai!@PO6<+=}&;E>wDq!v(URZ?>Qao<+jw8oZyhDDWX# zXTt^tAlrL>+|11+FbhLvtl>4ErJBWbW&Z$0*BpQG$g>734=mkv}%cU6uZSm}BY^!RtOy=FAa;pzb+^-lGRI`FVulq0 zPsATU%CYlV{l?~OgES46A73HXzDKB(>6dd3a9!is4ZQ%7>4q^kDh+-#Vc~@{FR)PV zWbn3=k?f8G8R0h>>^CO>yD=v$=JLlg^HVV`V~MbEnEy>Ys-p->1}UfY_XhBI zBdvJe2grwMP4V##Ah94tO~TFvjDaegxk6WlUCgddV7VukQ+XeyfQ|lr@@&aQ#vWck z_C{9B5ze8d{wg%kZohiUFTk1XPy5j`|A*gbKR4o>;H9_M*lSYg@?h|cVO-|51nkn# z`Y6QpGZ$@K0lI?;EhmLlZ8Ss`b!lzE&~>f>frIYy+*Baq^ju7n6TD^I>mu&gMZhzs zUo!kP?o)WNZgWEbLKQR@&tn5K({&cYz@P^xLWGZ7n~aFOzFnm zmBIdK^sdksu?LyRhLxP9*i~zVSbvc%8Wm-Axu^|h*ud|~*uaZ}Hz6b29m|`$3SwUa z&7~(?;m}EwG}u#%3GFE6j-;bK-&I z|1OjF*o^|??rOQ)cq8Y28@G^NaZqc8?7H&qunE0R-A@1nzBNp?#HFyia2bC>DFAAQ z#L1M))Ex4GRnEh+CRuz>*yEwT>?OmwS)1p=csN~<@Ye)@cK&VwEIc>#tV=;jkL_js zp8ZT0?&BWxzMUOZ2J_WKUgbzNjTEW%nW60JdxQLeli$IKSF$fGLswF4eZF9YKcXTA zkv32?E%F{|Rw*%Uw1C_e@x5H(D$#xbiM!+)KE z)8(H(4Ll0I{6--BB7$rpb$&%R5STuOd-z78b}4iN>H|0L=E=ct#t1eqVtz-EmB|ZY zEd%T)y>y3wicOZ5hNLtb0I|AnQ0{gh)w`wgOMpgr#jW%Kuk6LFy+)*ghlT0+(}6CZ z2>~JYL%ZBYsBp!IEhxr_j8J!pAvW|Qja$-WgERbJ+zZ+c(fN{L+4dU*8m7!-ssgK# z$HtL@5&P)Pr}uN!FGBcahzJ8(Yl7M2n$mGl;@tr z%g^X}Nvkpn+nurq;`}{7!b)DLtH2tUZ-1qtBt%@+-E{f9&+=ab+Cncb^)MdmtocI$ zU{+L-jkjNBEaH33%Cd{mBXJ*f-+zWcFz%|@Q9p~LSFWk zwJ2%X)AmeI_qo*A-m6SzLFyaz_f#U$(A*MzT>*&Q+(4nA2&3m-8ky%+r`o|F;?s*E zJSqTB|9}mZMEA~(o5h`ZQy0u?U#eof@im9p8O4E{PvjxY%62|=g1Nbvixz*geY<-UF3t%F7_h751 z@&0*E@NX|3UJ%{}zTn(7@mJakCEgo_5tV%4UvM0ULR?2h@n>{;Wg7gK!|#)X9y&~`Bx5a#>Tu`u*LJ*)1A!X(W$8oq0dG5bvbNJxD zW1sgnLk?TO>ak8y!B+p!VTociUIr^P{U`S%;yuMhL&jtT$HnQQ{95e67k4hMPF0Q} z1w*_SDXqOjc^dVpCuwwfUv|#ogAAIY_En{E4fpw)IXu6)Ywx$c=}UDJpK!T>nBpkk zig%nQri1190d-B}Z{hwg^J(*xc*@pxLvp5S}_=3Y1h? zRm%XCsC>#5Zp2hGxSPttEgO^x)DBcA0J`G6Pj$I=@O3088;~Bcfx`{syC88lXtiQO zTR-7?wv`~dxv@V6bj3a%ADax|zL0eQcmb_P+<6zIp-OUiEt1``7P&;w`@ku2AohGg zdm?~0_d{Ai>9g=(gVqM)Zy+K;DQKp9=>uFpb+cX`wB4|S?@A5g!c1R3L!@0`V6_Gd z3z0~&%*(W=&n%_LH$ZorjsE@qkYX$g9MV`ZHacaz`cabgN>zBZT);jZLDq73qQ|6z z9AB9D1R(D%K0El2?Gc;LKR8-Me@4-Y2HibHf=)ppOAqmiEL`aex=;TEA4Kf)1pR3F zitA}`1Y|~Xh3D8i!s%O$cSGWi5~P|@-=3uK z4JZL%O1v|Cv5zIoYrp!}Z?~+!I~@4oo(4wkeS?dIQQ>pu9KapT8DWrjc|?sZ^ihP$ zQlA&-Iui>QmO_NwoWWzIUR<96e&V7io|lJkFgDjQkE5KE*EGIa-?`FEeq!9sOKsX^yFI$GGUIwK@^ctkiNSy zI3bOP-#RbDoYJG1yEne=h}y!E2paD3VsJ?C?q3VY7VNW>d@m2H|^U4z04~AO0Z`zt5-klzY+|dWeZif zi2WF(u)|KE1aBU7wg`<;uAw7W2;jxWgJS4yskjbmX&(E2L+Uqg4l3seVo4^wtk|=a z&RZOS#LKJh<-QGun9YD6ulYfC=(N9WPMDaytL?9<{hy56P8~PyNGqX|a30GS+K%UQ zkS*qFw@%Y-HgSBJa&+7);pj`xFRebyciQZm<*H5_ylTD9R-b;kJ_v}E)pKLYka$gV zL-~7LZsf)B=|>CSzm-7-kmqwcZKhsthoe@U_E_u71*?wYRa)Xrky)_H{ZN(xQkfS* zbaL?z6qHVV^Su+8tm6~MAD$O$^Ijq3zj%8@)(k$8{LaHn!)Vv^a*9{rhm%cGh-vGx z*%1f+2x!zhhAR#|)T$40VmNerdUV$^C-l>?{Kc}%tBE+mBN+qf5ZyS*?=tP={p7W! zu{lz%>74Dy`j@b#2#}~!Q@VB>X$7jYj6O12PUIp89jHP`wcPkjq34ZMq4I9|J1ij^K|`Z>Ttz)ytfB_&QCuwhPVnGs+B_bqn_}0I%fsfkC(>~ zWKii`AW&IqM9=M~{sMOEFPk3;9#>ybd-(?yNbpze-zsG6t)U2gk1IaazTdtCARp}> z{s&^eot3_r2}$*M({@|3_Y1Q5GeEJ7<~@t@R7awE(|Z*hk-Rj*N+> z`jdN&@?T=T204@)0V;+D$n5%Cm6V>oi<(F%HU8*#Es~lx9YsMhWQ%61!Rk80Yx`86 zd=gd61ud+#io|rtjptKmQ8m3xGEy{C-7{#Xj!k?S20ew#IVn?*&j-@G`)Jb2R^) zl^}_=QSk(ZQkK3cD)E)O6yNjyCO`JVVDm_D?iyN3OiK0ueALmDX#3Mn!mvb6L<^ai zoL)5EUSlnH!7h6)gKdg;E$Z>Q8|17(rFVx0ufWQs)AI6zFO8u{obX)l{PwxT3SeSk zFowGjCsC#jA9%4}=+@Q*z-PSGeh_t7^d0&6Z7#7km!Zz+oTvIz-Z|&aLDH(Vv^a7g zIv$N1N6dfGCp}k$2r&(w`Ie$=VgX17oO`Z8+$usGRHe&}N(llLspKwA`X3Ee{~PqV zz&+>t+`)O3R1R*`b9rZ?E_W=*-kUZ{a>)-Ee{;85ZN}&t>Ab>S9^bw8E%Y?$>TZ z@@e~$W131(=HFk{|335=pZ7e}h#yj9tHj^as{BiQ*@7(46d7@CStv>S&o0EB$NfT+ zxu`)m8PvASRp>a5ezsSz%++4ZeP=}aNhX9ikuP^;KdANP!0Yia<^czKY1OA6{{i{X z1$Ffx3XZl2Njh*#bmG)36+C&jk+7y30O`H;gi)hf>c{&FP#1D)r_aB5rc81e&E{KIHTmrr& zkX^w_tYI(=&(7b$&9C%tU?%kJuiv>((ILvBp=WC_;E1ks_i-B=wLp@c9tSCqpZ}e9 z{@#I)$$yV&gcHtm$#}7@WjD9)VnIG5DiY3E%*P&+@|zwU?)UcD%U_;p6YV_CeACAM zxIKgrL&9LWCT?bRP#?ypi%{qgOWGM9eBG@4FrA`K<@*unjsDe{zG+f1+jZYq%-iiQ}#x#JOfwNBgLnjGRuibmr?1yuDquxzfFCx0ZN1vCcJ7(zfBJav< z{Z+YeiRN92GjVd~MLq5Ox@5D)Y%E4U+`N%}o-526G5OZ>WN9UTPxTK^uo`+#6`FQH zsSj-iAlLFI@ki!yZ|k*3FFahzDTtQOT0dpP>pC;V-yB%7=0JX9hN zybN1cz^;pyN-vpbT(so7C}UrUGz>7{6%LMM0K2lh3_p{&1k;u0_>%VRbHec?yOgo#*=sW>F~8<$AQjTf7^zO{2@6=Xq}1MK%GD#=oE0?Qo3$b1>d5DB@Uj|N zr#g_HYW{MNB#7SolL>6|L~{5{mQDESFB$7=&qnV>ET~MG9!o#Vs_|fsG^ITV9O3&l z$20Phu;!g#r+(d#>Ggu#`VD5LkOB+blBIyE2J=S_{QGa0GmmTPUgvjX&68pz^5eii z3WI7bf8ysi9}qkLorB|8`5mPzHO!fE-ZnIePHgeI?Iw( zBK7f_(q`c*yaH>?m|(4pDZSz>ujxfc#@pHk)sryO;M_S#$|N}10UFqJDm?frnbbne zhD8ydbU0%{b@^$>fXoneX1Yd&zCR5Am%QeBm)Fi0a}GC^$EmN8*!H~Up=@|It8=N6&|x{O8xbW9o@`^8eR*AJvPAH} z?|653j&TS-^G|WTfyFG3oK5d4p!^d9EWTPrgplDO(tv8Sn0B7vZ_pK9aLmu^rh$eo z(&F;>nkAZEMfp!X|A`%Oj5UN9qtPO*B| ztdsBKK6sS(;Vwo!Hd+RJy!!$i`ghMIwaG2wax1)ETpKuJ!vE!Ky zd&siALUzO)2ft2A0CEWpfM_W3u{iAMR@5=G&My%x10 z@BWv}Vc)}HH(8eeu^p-Mtz>eX8aLDyzT^ZC$fMx$TDpfFMI{g|G^{e-Wsl zXRXgE#ZbcmH)!quql=mMMyqqC!`6&ttc3ncET8QmkSeVQeQ2F7{8sBa)p+Ir1TvZF z?-^I*1G{w6!9?j|&FDuig;F%1C3|jvxl}L=yH{)8J_( z<$wgSNvA4Km#aT8?;y|WY|*0vBS&EnViljIa5@fk`3dJw1+9k1#uIUyIWe2Ndbus_ zO2qx^kn+OKq$9d5iqN{f{4^?OF#gNVb15+yth*NFi_4J_tjs627h@DNuDEZcmQZrv zd+43{;4Bq-=%%Ub&vFAN{;Ei2q0*~Tb;Ui7rI^qi|445}6)tDD>=#VeIfua>ugiwE zDb*P{?pQ{es4!_)h};u5#va9nO5`IJX{5wl>j>)zxbCEqq}X%-deqRtR0PtyW`_y7 zgje@p-i&=AC51&~rZ0rsH{AO$OY=nO(e~bRW2?%yA1M?YeZ2%?%1JpVtqjC874o_1 za35a`wljy877AGkn0~~1zf}|sER1sH+!2M6J2vW0V^8PzuRvUZ_>EIo`?fulu(?xy zy!lKke=jZ17GM>=MtFjfZkiLk0r5fVNdi*>$Xh#qf^Ebgc!ebbq6xPk9`8| zAX#;cX!`wHR3P@w_}5S+Js=Np{#kGZdn)Z0Nf}!5AVQ-@mD!s@>y6{=$zi_BiI9LJ z{5n_R%@Vbr21b`rZKb5RKwisH&Qex;Y^5EqrS^W3FeKru<10?U8g9h;V?*r~jdn#$ zCTvH#d&R7)P#T-q*5x`{<<;T(b>s6X zi#A?C6)()!HMf~W<#5mS$J@-7-~PiM>XE3Nhud!{;GQ8@rNNi5B?~KuQecso&4dAt z_t#dc+y_RKe~nFyX5^e0A$1Ou+#G3I`TCkpY{fs}FiK9Dwv6g`@40Bs{cdg!8&`2_ae2i)@mgU59y6Z1=s@K8TPu2MwmLO6LXTcWANyQ=1#7x6;( z7}2BF_F+!PZz+zxKwQ&k+mTeD(aYK*KZQDk0JWIcDTlhDw;3JplH`LuZ0bLa;W#%f&6n#m|HReLTb|k* zycImGxRDnd1&cp54&p3Ul;1`m+>XUV*1v8p(jvt(2OJ~jn56;l6Jl}?3e^@6lEQ+h z;FbX;NAv3D4u@C9B3;K`Wb4!4`Rq2`nRvNYVa`-}Uq1_ei&P#%C=_7wk+vAB~dx3}h`I(QlJ8E44_olCW5nMm~f>@?3rsj%YLaSx5g#iQzH!>%0Le+Y1C*w&2cM zy7K!A88 z)qnw3rU4zbl0|?j@5#PPIBwGe5>EweA{jh1Ah*NN<|{6h=LeUTpFeJ89KLXC;6*5n z{+fiSi2rdRo014F;KV~t4DYr4c(=}G>XliPg!LnhG0V&OAKh%otv=^vVQ2q3O?6Fv zu1;#LgLllM@d_nqCWG=n3}E3>xZUX8+|1dq;Bl-kom<79HNhLTn$QI4bFuP)UPEcBXuO@`J@gaAlB!X?`Ah=YW?pBXSdsB=f!|o}c zR$i++GArNgxau7u#2-M~|NXdOWd(z;9^T*n6dRt;B<{7$o|0g!g<|H2pJ(%tarDX%Vj%fQW6MDKfjD(LSZu8heaI!S+rN*f(6Vi1>U)DqZ?V$Lv-qT^2 zB;$hTXN~Vlaaph@ABHVb5M{<>C+?X9tDYsA6WDyq4}WMmtCZ(5$jUI(umy`h zvvu6>vO}w*8J9&lK(|kY$C=4SNMwK-&o;WyiYytgIf^Ui#JG?BD(I}pb!HmTz>mKC zzO_bt_X1Fdgk`7^Pb9JaBLXba)Q)A0$FJJK0x^9Y5g0Z$xfSqd8hHg1<*~Dwz_dV+ z>NEcjoH&DfUBmQ4E5sXYS&|0988iG?Ak+GECbGTaiNR;uyehDJTnF+*<|ph$J%Dw%{o0 zZd14`^@vNLw#@_5G-Ys-+)+^=k8=Uue{|@{pTqFBdx0;21d~0(>Ya~|UhktCp^vZ3 zO1)!*Oc)v=m3&}V1L|oYb}el4BB(HoaC^T4Wg(#2_@giY?K^wh(~i?ID>IdaUIeKr z3@Jv82sth)JJ!j6`P#Gs+vCFbj2?(cV?UeyJmSAL?n=p(*6m>gng>7MB!&X(TD+GlD+aFU8vRW9*(3OR&BjZgyRlcXvtc!sP&Ynk9io^@ zB+%MEA`($tw7DgVZPPk_7g9vVa(AdkJ*(^(pKM<@6J>R8CAHVz`p<5AsB5Lh@5@44 z8s*KCvcK+Pf0?h)>oUgrpRM5>7+*q?Vw*z>SAE*pZa0;YnXQ@8XTl~TxKk0HW+5Jn zOHRjkge&)o778A|Yo=kI`zRnA*CE#P!#E(jVN@LN5`UhGeg)bd($)I@=~A#D{<y0T2{m`Rw?do(kx&HN;;o(n8>UCF`zs)cFv{ETon9pM1kt~ zG*@qU(kFSH8ABT-B|-*gI$*E;b-U-w-D2ifh?WSBQ8cD+G&I0Qw0}oA8MY8_>VFi#zfSp5 zBuDr(C6iFrNkww(|I~`9Rb>bM7t}gffhNPcy?eyiW6-VFcbx72RCaIXlW^%9Bc$Uk zhLPQ@{0JHFUS%nYxZ&gg06*qjpZAjq=KcP$;1#p%X;~W@srsu+zc$qC#oj*-lgEQk zKyce8g1@3zzaq<9?P#NOtJ&UVvg?0q_GDqd?&H}%wxC3_t_Y=)Rl#`UdmrL7-> zSjj_ba+*y37Uu#?NI8ExFJSdrp8Ba1I> zGNHdr#ot>jYM>XLf4F6568<2m)+pas6y3s$W)hJPZUa*;=FxmV8WqIW_SjHZ@eRE2 zC2VL_@6N`L`?}KLk5topUaBE$FZKpxT;O#pi3vHYKd3?9%PcqpO4fcT=LBd;%;?)d zc+`W9G5kRSUNIXF-o=j`b^8kco43QJ*Az;VAl={P^5WddV$ zi-ziP>i(&941#0t4h+1IT(8)y-YiNa4KLgr-PZEhVHW7(I9?`-=sI{eBhESK`Jthcj*&uJ03_{Mmmh_q}jy^3)JW8BQ1eJ(7@%IpisY?gmxG2zcJ{6nOYvGvULRnZQ2y zmK;QL^d1o?XqeQWYf0S2!qC~vgTb`|fvI?~F4GA(*X3+vNc;rd-xm51f0Tz7xt4PE zqY&Ib;WOZw$2p%3HQXBZK$^?2DDJW`>qWEfABULg6(jU;Hrof6;9!=jQR8RHp+t$q zI-?A0cLWybVNx)m`AW}2EJc=*H0vq6RHv5Q)=Z+w$;^0xcc4IES zp~xLfz*XlPRdJnUfB!YhmTuJL3Mu_FQDmK6=;dI$og$$Q)iBl;?${FUlVZ7f%O%^H zNVsgwrRCa(i}o-&4dFwljn&BXH^R1PuW`|WiA4K+huA*_o~4Mt6Q3lz#BmOXuv5Bg z%!?0yd;Wed!%_$TLH}OrJVd+`aIPVWJ3sslJe0T?&a=gxWlKT3f zZsCi}6p4g`uOUt!E_ul4tKGG+ee$v=(?&LJX1x>ncUlt#`>B^=-P-E*>lfRd8)R%@ z>A9JRle~LDKL(UUDMzU%{3GsK%RD5B(!rjJ3o$H|lbQe_Rb2`NDh3gfm4w&>kanET z)0XLovK>{*D5Trn%(NRl?0m(TjZc8c`%vR%Ce; zloGGXPS>6YlxBt@^jNu2!fNxbYD9M*#2_jb(NR*mk+VOhbXzuo`eS=>)#KEX?sngu zHA`87H~B39yNXf&t|<-*D8i2CA}#mEe6T;mB{oVN;Fd@_QsF@K=&q*7q2vK`cxx2o znof6G?b?Je461STObC-(d$1`D5jiW20|)}s`d9>$6vb9y(7co5QP(r)!_JxF5$Wgx z(ywzi!#5#B-#kRf@qjTzm)*w~>Y6| zzn)|5vs*^&bx8Qk>Dw5@=xam{CyotUDcA)p@VPAf#Z+xHKIta1wK%eDhGJ6$<(w-@q!pl_%^ZRSvzG6-5i98bk4=MZsUb9B@__^|lc86tv!t0?`ue9Y}X<*PUL$ZMPJ zW2gg^<@-FMDR%AV@pc7kEhc>JG&YOyGq*9voeh+`I$lP&<#(i#1?)XBsrAR3vK0LN zQ6sNogM#N}zzK=84qs>W1!AtZ3_e1RWM>g*ADzBG3_}sd_VX$cfLbJ|f z^O?v`Zi^{_zKD-+`Q$yHZI~_Od}x0vPf7ddiisT&>&tj`Q*;I6H*>aia>wLbu;7xl zV$Oqqkw*XIF80RYI7N!(TFRIawu9X;d2Dw-DEshQ#^W0ytbvxq!2CxGTh}5>n@qfS zoQ82KF8)7C`OL?@7;{xdpXr<2o?y3Wf95T8!?9aRSMPRM*ThEi+Vyp|2RFs1iq|I( z*a!z&^Mhj9uMv92P@gp;>?3%|o}g1iKIVwx_ES@xGeiMiYveUWv*`Pubv)1~#|m`d8%y;2hj=Gljt;lU6%4KNDQ! zn;bQrZ-cOIw%)x2vfQerjJa$gTshcCk4TZlQ?5Q!{y;pImPE&-^;h@^MGvVVICyNQ z;*O40RrF`x(YqV{v?o9q#0|x}1e16RrETGTV4~hfKP6n25Z5xH&o^l6buIkv^geYw z>+<_{y-N7#^>G}`k@QNInS(q(-fQD+7Eh@EG%WYr3Vz+tupx`pqIrI{5%N^LjAvl$ zw#xF+st>zEMD%f@j{66PCWdt_iFJVc&ke&18#ma6bVACX44FelcTcR8nj6@AOe;d` zEgslnP)k+t@ z*Hxa{QW=7faf-MGiHn~z(cIg)Hgk~0lMUpcY+Syw?e@PIBslj|30w32niU7#4vkGw zROV(4IlgKOYH{MOQs7zmf`=ADUh=C~mmDuX`QL2gM%rBaKUDtSZRI)oZKgtJpBM40 zQrLS83s~F-p*U&qi@WtIciusgs7MYpM|JjXb|gN=B~vs#@;M(~ta|&P%fL;L!*CcR z+f}W*+R&w{?fHpRJ4~;3#N6Lm3h%cm{KUbU>$hYtc#`_Vp4DUhOtkS#<4iTC)%|pH z2La!k32nFcT_eoj9F5<%^GhW~zU5!-)oBI`l$M*#l+SnxEL$Dd6{kJi3fO5Od}Hk) zO}hh3tpUDpla8f=voHCLVnObR8Cz6O1*)Us$?>WIXQmCFr%fq;DRtoQwYBMV8IWm; z3w*ez7WGTNik16?x*jomcweewZ(Wjp;z_H5E3J2&Z$XJEXDNvIxJyRjWPa~aE>YTD=M z3+s=0>M;HeLS^h)2+LiG&EM+=t{WTb?QD0gRQt3~fCCcIhnv{>@ozt?Q^N?+AP&(0rNEG8g$8qVTo<#F>BPY-ELX)JBLvf&;qMSYgaeTwTA z29T#t#325bc}XkvF^GCTkLhH)K7^SF4BaL9gdHrF;}oukobjj%$$Bda)G9mbnV0w| znwAmd%mP%h(a?dVDlI^YowHQsujZwU)|vHP`@w;>?qZo8lyDpdSoKU4?DL)8pL;Lu z4=XJe&HXE4TPa)JnlY0g8WVd(l7iC*=-A4d#o-s3%+OMNKBraM(jy;cUBQ7ia zmD8q^j0Z{I+S^Dol7{1MgJ*r{dgR(zHU1tzdu88F2g~M{)j`s~sMUyDTD)&}pz`$H3q0;$yKXK}o>Mys?nnZI*Uuoy6_2+P{ zLz8Yj@#`j?Lcr}k-}T4oTXuY$wM2E2lYDH` zi`9NgUv8fH8BxBzZ>YUMH%_LzQP&4oWH-{o;KhrFlE=?&(Q?|SNyIjcYdE04%8nNIM-&6bcfWj+(c_nSL zU2mTWp@bGGE0n(c?)x_EsZX{aXBmZQX#%gicp@$ng;>mcDm>tX$E|eANQs#%%QF}s zLI&ZX2Zh285etRdl>hQS$O2wPN-5Yj>TS8Iw)mKq9a~@3^3AXHJKs!Yw<77|l(fOE zU3BW%W;tS`=JNR{d4)tJ~5&oG+{Wy2xtGRaK!>v3$d?1yxGA$Ik zK&Bx;ZZ@u&l|T9IE;}XOc2zhfkAS2Bh1wTN8&=WO@OUM^0}qR(ebW6~v+I9VOGHq< z{OH;igTTz+wzZ=Y6bt7l*IDn-_I+hjtI$>L#(6kDg_*H{%xz~qhMv(em&L#5+u<_S z%F{W<%~?C51TyH@m;zLcF?&f`8H2J1o9z*Vvrg!Ww>h|;lx~*m^#s-CaCLisAcTr?fa29KL$_EzF zh;#ndPidkL5Tp8*Tpi>Yb|nHCnY6kj$#0+{LNdOGvKv=;8J1N=#++rLbkAe)$A1y^ZeQrz7u+cjG=cPnwDB>MUY)X+prCMg}BDTa?4GXgPRnv7Plspsx$MUwJ=#c zUC6N^ZL>4r4>9n%kvlPR?{D{Aq7xkrcsIu;=KD{wry{L?YJHIZH^Vd9 z&W;SWv0Bq_e;u0aip)h3I^w&{)XpJjSndG88P7KSUgKcnlMX}yI@S#zsW>O|Iw4dc zLqMS}Pc^P`(mL*>0GNH15HT=mSnqZl@bdX+Wb(*7U8VgQt9fjEqaAuNB&|8U(!E`0 z;hXcz0FsGZyZChNzp|$rG$Fh2M0*JUT zPa5MZ_zq;iQ?F;kTuTw20?U5gq-7h8E-!d7)LHr1iCB~Zl_8%~MDURU;51~E`qbBA zQ*V6;t@dao0Z+mtovcg z<)3_{#se4N&Fa8Fd02g7=mA88I{jvNgftkK;bc;mKTYF53IM2-Pl<-W!-j;(u;m47 zy}dRu1zQa%rH&}r-48D5)@Gsq1uBeOr=h052GsLS%S7E~PdFCxJp8{aGbUk`QJ~G-TW4%Ovy|` zv1r1#@p$3%I1e@-xG%G4lOP#Z``WUx32^(>D?}7g`-R$!87BoigMj0T2_Wm3^154b zJBh-!N)_|emsE!a;NuB6108HS=vZ441>ehiQxpiejFl&YG*~8&LRh>Ku~=Xyt>CWkR-P5hGe({?<0Q zOHz1+4Hdj@1CmThbHR#(-~$MFz&ifv{Icfr)|uOQQ~+@Q1BA|?!{s{EZ1%`)QSGS; zHRv+jDlO}=K-cAw?UKN^RaE_?hBdqKf((N#^Iy76^peHCqJ9sfV9?|CRE9{y2ps11 zJ@xY(x>(uKAw(<9A7olf0-u>CG;&H~rDa?Y5RDh#Wn`?xGh9iLsV-<)-nI1MHI|o1 z;Z(mrxf6}JM9?TH3>-W;qjiEW3B~V`#RHdXRKS(4ybKGEkzJ%~ zyIh6goffjw&|#bO=+szUN5L$f_hvo+0N9`qBmADhrsVwR?2ckNZ1A&8FI3A?ZjFZI zA+{1wIXB8-ZdUq1lTNc=Xe&VS!hZdp({c;%2FLg7D%rYzE%SywD?Z@-w6Z!ocrU-B zt;>q-yVF38$41gdCTZ~t-F{mPkp7IR6(jrXO| zvEu%i?IY51jGoyZ#C6muf}kcQn-IR}!Nt9l)5FtW^x<*=k6Bvs7yc{&%wPh@fDsDh z$AUA-zu=@<&2#-EY7X8Z0?-|MM362K`8%npBj9V5k4zg?{#E|gR*S#Bh+xBJW%Lwq zvuxSw`b_MK4&v~`lfl$=&G)izX!T-akq!!dE6e~P^mSO~?KzF0Eh8+@!$kcIATuu- z=(8A3yo%Kg_}V$HksY8t3hJvd9Rj+ksDqixJZ2s>`4J;mIg{sZW9-R-Yg4eMF;8pwzm>-lW50P zv!G)@RR);72=r(H`W=z2`)Ran;qetKU4K>@tNs}(`~=-YPr1Cq3H3Oj5ea|`hzxrm zJ{y3X@Fj^jJVbk^50Q0KNtf|CmeWGsN6Sv0^4AfAY*r(d3; zIc)SaJ3EB5TQ5vA{A{3|t;65kMR|=dHBMHYY3rg8GE=#Mvw^ixnp_UpE|*Ne%RhCD zc2K%aswx1}d5UCEuik$X_Ohj$uJp09z=vcw_Rr_aqobT6=XeA#emZjuD)7$e*M->#!cxaKrE0=CxLE!(R!1zat8+Esk!ct1bS$w zBacdiSA)L=?Q7XD3-dagz?Z8!`aQMs>Vl1Es28&5%lh6`>V9+B_z95~=7!<2`MZqT z_gAGptQe^wkKTq`Y<;JBpg3B}Sa`fFfgRX`GyAvmqVd#_=EoC?8@h>Ze9c1O7hf*a z{raQ=sMtzHg3z)}2DCM}2*^a|FYbu||LMJ{+Z`3xxW`#qW=vSy+O_gb-^C`VR7-`1 zy8}T)$BAK|037gnm5S6Cj4vrU9!xlu$ovExoNq7Jl0EfTPu)X|8e^eAQoe5Y{yha! zK_|=`0SR3?IiZ?FviauHyPwkY^u5jdB%!S=mho_%)gdt*;ol?>7c2aAG^m}MqBgxp z&N}{N?{LxM5!v{+uB)(zA0Li}zE;IUTlV-wGk-*+$B^iUH3Uil3xF7Vcz?t*;5LweN5ttlivs(Beom;M7Zl>%m1$qZ z?Dfot*I5>P^BVlys}N!LZ76rlU_St3I~QL8j`CPIQ`2Cmlfl${7^8jyFC?A{i@ea4 zRMKzE1zas+aky{pskI-gVf%mTVMEnL@%G?Z!zMRots~Dgjve~WutCdYpa?6;+ycO6 zxrEF#T5r90$HJ5QdRp&Izaxi&bhDBPtsM?c=I}Ufu3%TLO3@qyoipJuP08%-WjO~| z;C$Px<=+)9;FLA)u~NZL-P-KF&#)4Q0TMMHDG&(-$;ViD<@pO};C;Icw}|$WPIH0d z_KFSL9n~}4 zKv>b}4yBr=cM)B2zzf;mzF%>(7D7#CQ=WBvD1~&nzF$iF z%^@*XS690^4~NYhAil$UgwLn{r7rw{g^OL}iYn~ifp(m}1BdvEqROF;fzxsblk_D;3@dT%QSagkKZ9-Yb(LGCrB053i`h zn4Fu2ny}9(Y$rYk@ur3B?U$6CRFGnrt!Ee0JTwGI6@+u+&>K#&mZ@+ZsZ4b%$&gFW zdG*3w(@V(#4pOpk8;;p-aBYzmQ zxuMIW(^5@&8jKImy%UDO)QsXffJAK3JQrHwP2Rqj?F#IP|RB?;oU$f)#2 z*+1pCWIhPG z3K1TsVRycZt#XEn<53`Wk%WQ2>GJLs5x_vc?!WOnP?q6?XW#50d$B*dMvLVeoSN3IJvRX!|&F8BTjqNKIGNRFn-BU;m!zjcG4KkP%5##>Eh)-(aowns=t( z$IYg(H>AoxXw99vH^-MV3o6IIc-Cg2{HU*BX7bmv+FEzkEzW~&GkEa@lUB8=0q+FZ zwHBU6ZB>UhZl}{pI8`Pvi;s7!U`u1pO#oa9NTrS-*NFneAklseU|oKRI%#S;s|oN$ zn!IuB+#SyZKG0_%l?kH#dj$FH`TPTwD6l2n(9Ow$>t9i39+Q%m=`l%qpHbF3(uZ?0 zxl+s8otv!mjtVQuPeuE1*6&hN-nxef)w#>GuYsFYJA!wzby2@k6mHglj>Y_x@W;X; zXm!h>K59cZ4Fg1cy2hd4OEt_(NnrpOlHr>+IS?qsCy?{T=r3qTD;5<~8wlB(%SEX& zOO3J|fgX#=#pxX=TD;xO383;yQwQRT0v@Hjl)}>MP*n^6qBJx%_Th%<xH1tCnvc%AJZ&-V2>~Y7vh;z1x*!jvGz|*TdOks>rn7-!{Q*KVj4kq`ZZhKeZF%{$!gBgxxw|{9>GYl@>KzJZ=7M9 zWP$16Kd+v$svtFm0&l11cnokFe~mf&{rfwBQb9+#@VzU@acSJV@_GR%)VUJOnT%8lMOFiqWqK_5JUD-#Fe(QcM_j4!&0vczt^R=TYw6DROF`XWyjMM=2e*WvlA__wRVH4=7c4j zss9nsf2C5MzEc0{jU3t02mvZTT7y4u4zi!>ZxnjF4;)`dMDa>jo4_?34 z!P^q|0_?A)>yK|QF|si^lhu-HzH^6S*!ykLRDr28g1%%kO|5T?@Tnvz1)1WG`4RBr zfehf)FeFq9dr}LDJ<5P(1+1`!0L&8i^Idu*1L=_1ewgPJ+pbfhEUIVg8Ir+Q+p9rR zJ=$w|-cEL7Zk)Eesuu>47Y+ef;H-vUkKIq@{S#V&`AzY8%!MHcMK6PYj@5b@_yGkYbTz(qH&363D^i8{Yqo0rn(Qhw-1BOG@G4s<6 z+RIOoPk|QM)V`(cQVNfba4g1s66XOD5O}8G%B&ZX4Us(pI%)5nBUf9y&p_z@rvLGcmq<6jYmo!FC2NQAocM2?h%@=^X?jtSAU#=A%vm2L21U@O z`O=LjmfpUkHdO-lj(Jt$Ia1#Z;TGogy7qQ3j8F+wIex;#O8M~X2fxy|5@;~KS_tGd z>|{n3xY2Ux%oyCHb8q6rPi;_jYJi||(*sRHe{6K-p@Nnwk(KJ!Pu8FPg}Gb1GhY4u7Amj>^O9h(@i81)1*g=E z+qq}(Tff3&d!x8YU^mx)&fas9)eicU?zx(b%OJtQAl+U8d~ya~po$Og=TozKq?5fV zlTSq_Mt&?DbhY|q$rJ{~-Go7BgtHOL3z_R=$!Y$NP0FRVs=3}`o0V42W{6^BhO1*q zg$*0*o7dciTjMQQgYW%!+7=&a)ST-hFionU&3gr`%`^4YHg}?z=9T=-s2))qJn|55 zU$LgL5ko&DhA*Y5Iz=|eZWhepPKL5vIm=$pG|J=MO^s$J=TRrihtA-!Qfi0yb-jd= zp#A&}U6vFJxprKrYiZoBlbQeLZrroi9!U`DYJQnKxIzYrA=Sndi}Rqv=>d{~*J>4d zb&QTPL<9|7B#RU=cW0a$Iy%q_Um0&|o;oTfSju|M;)N;x~0*g2+2% ztVtlVoUxn!Gv7vTohmMwf*FG%spdVfCxL{l6!6&=y^cFoBZbRJY-HJ)l8uGIYNL_IoDI!h`QF>8O{L&)@eFeJ+xqZ?`>-y4A72-pgEIYxf7M7~h_QeV_yO zV_9A)W~Z+e%b`lNjaoOI&KK!4&%a)%^l{TRTw|RlB^?^CxSsuiUMW`m$)p3%b-yWs zS=Q+$kXpa}!NL;dDV68|D>vdcmp`g(7R%{;N{Zu0LuI23=Y5W-Q)bY$GikN#ZBMU9 zvoevF2Gb9aCSy)hIz2ce0eV(Wim5qCx&ADfUpBL~sU#mWNVu!%Mo7&(h(Q1Rx-Jy) z0q68iy+u)9XMB8dKrZ6xIlzAKuZnY-0rm^y9^Ctc_2F!v;^vsejYj)tXD{otuu-Bm zl9H>c^`dmAhwL~l#^@&#*On}bH#%b4;_bBXXOaF(JPc&T-o;g-bq{fl3cMBZ&vht2 zdA?vDm?bbeoR_vJ^nVbwns;L4vQelgy8RfS1AlsrH$Hb!(bhYk+J@}rFlfJ8tl{v< z9GyYi|I!G|2Ab#t*=2xMfBlyS_NomhFGYp>?_a=q+u@4&)Jme2N+67zaHP9}W`lK7$b&kd?$6JF@w9Rb)-v zEuHN^gm==!<9OpV7+bI{Urzku#CTSPZs#7X8R+oSTTgvK(kTz?Uhlh7HGc{;!OKNf z?l=DtLOYB;f9x#Xhl_t2B7mkEAfTD)Tl0^K$;Hw z$shsxd;MghD@XC*WPAznyIBq!5znrb(<&6g2GjA^AVMO(bM*$8suZd!#V{7#%1z^* z(f{GM4W^{}TqJqR-GGhBRq@`I0+o%ug}wQG&W$uND)-qv^c`^4#pC?a1vi$K zsqmztRPh6dI2m#%2Q$Wf5KKI4w$l)8QKwvn>J-F6zRiOAI9g6^qh#G&cC5}I!(M-V zn8XtBF+h#Iz-|vU@DnIfgCsobIfS7%Y}W*HW&v0ZTPqu;rs(p#5i$(%)j*NRYKvc+ z3|(XhGIg1Kq{~&2E}pvSE$eLFjsmL;b4WB4T-0~9FdFUPf0>oSqY&gLyau~xrf_cB z_grXt7pRqfww>;`+j%A6n?~lj4;r3lLR`Qpe!d!6V#f_EbQ^9HIAdi}zJBu>E-&WfI$4>l= zvH|zk%Exq?&<=4-$>aExYG+GI`#OL>mv1di0q3-^1KgiJ;0qR}yK^tqm_&`0^C2L` zz9;~{d32seG)f;BJoiEK*wgV9z5+lAP%=oEJX$}G0bb5Y*Lv#n=fGUbU!Zlx+CW2& zz9j}S;h6%z{j0uYdr0jRZVMD*D#cLaUt(B8NzlVf+(8^mJ$mMqtYkfPh@j5!1LMG+ zuRHI5Pq=Q=0d0fjI=5z5Q;fp@6!UuacVYetdwu2Z!J3itO&pUJ4|bM{ZM@I=U1@Mx zFl<9jMet_}sC9-4Aim?&W@Zx9ebAHDk_$5L`C$U?sb2;lJ2e3bwS4aiQ*5V{90gc?7n#_59Tf$@<_N1drS|n@8+JPy3^{bw?WW0oNkCOno9{`yNZvm7C`T8^|LQ4CE9~S&}fjZuY z{`kWTe3JKsLez()s++Z5Opm-MYO?o<+=3U#twc2G#W=f9Ckn=gH==WwTtPhXx>|^7 zPXEp30ZP3cHtul|y|Yh5SM1MDiYlj6tsm61bP3=R6Nvs5AqP-|Y;$8KqE#qrmkvbn zL+$cw!oPyuUwy5+@DQR?W=(f6I>zsvnF7u5p~QHQi=t`q z@eB(ocn+!bgFq*t4YaI~6r;860W*1g#{M)UmDibFPi zP%K@u4@KYF7zK3b_0yjU2MSj~b!ss~#~mmz}C<;b_PS)RcOXa~J9 zg1w^6y<#dXn|aIj@#aY=u9-`|C~P=_U!oKf;hHqB%|ymkU}63fbI#6;X3^P9s}p4c zz=C>~iEUN8nb}P@34rxObls;%L%ltwqOus1Tk(_VZu9pTzTaduxf=p_Fm+?aRlbDE z8}k0(w&J5yQDpAC`?vN=APl6vIH|m^xOldX(Sm)QvvDn@mq$K1hv^vkqnl__%4RHX ztgPzq`>@d2Rn2$3t#?5ExDkum9Jp(>d&w&l0LESpB>Kc10cN#nl; zunpzmhknRrP(&v{iTpspBGH&AA1=C89u?cMQAs(8csaeRWfZritglHYfn8*oZp%Qr z@PEvUe?}efyXrfD1NMQ|4TESg`Vb8(esSqO8n8ae!7a#0R{ zU>0mH>QZnH*+b9a&i?&Rk3OO)!zxle_cRP^q%em9ylbB=-pc7@ePF!B&F`eVA9+#B zLOHs)Tq21D$lcU3!iI;hSITFi$z|#LeSh^39J#9x8Jzr-PFgef8V;&*R1Jz&2I)9Z zHtbg=+#YI72z|TyPe=Sdg@ie^WAp8dbv&s!$hRB{Esy9&Fh~v8lF4N;o5&Nji^Niq zoy@@F;7e0tSG52&ba{tntSoTsbSuU}PW;5O)nSlZ<95p>N-DTMCTG^Dh_E4_9k-d? z#zQz3FK0bR%gs$kp!Av6Smw~VnS))6UjT4ASL>WryJDN@1L@?m**soj z%x1t5J=L&N;Uw2iiEVvd4o~wEJUx0@etbsVYx3K2E{_!Y;R-%_PSk_J@K9y)W|Nbv>(l3hM_E|&SMwc?949A9CP>1&nptGjCug98= zs!(k8=7&vn-7Nk!uLe$vqWGh;6jxi@nUuDu+-`LN?Ar=U0+E8WDtL+GQ765(UYh9;gBL@plm9?fver9=g$XjyQhS9#Tr~3 z2o_0M<|7h*FQLs4l##E}pt*ckvKb~?Trd>Z8}#2%IOFq3J}vIWuXEYV%KfEp8DFT^ zCptlG!%1 z^o)PYt0T@K`b>|bOsVop_s{#-Ua*+dK|^Xf-dZZDD&+F;pbUNdbM+q|Fcta~G;6dq zrOn0IzC0KOzPAGI{3QV@B-s_9vzOvb5Y1_?;EN3Talvl*Ei0(O3;v~=F&p6#ptB`b zox1(X`kE*CKdJU~2|LkK{i}pOtdNA|T}w$taNtAT?A>p7E>>4o=)~c6Z{FF-B-`2O zZoc1l7MCQx>#%V|@a8+mo3^Av{i0YwtmVCViBJ);DReJMYO0GXQMONr zIGRws^1HK@cvcajzvZ|>mE9g6a_i~+XpKmx1VAhyMFBF@F~RaDiao>jY4@luetTvcX^| z&7b(@7=OltLb@&X-vQ+#ibhNF$9T_`V!Kz`t;MD6mK)M}!^P=O@0S+g`xs!RD?=0C z{?&T^!$(o-miEzHjTIw&S{+@RswNo=`X%~_X1{HHpbD2A-)rf6tI0b2QbXkO zAw`z^E0&%6AoH1*deq-@sM`QS(VsNpq+{}*@#--f&3a~&d#mn)jKUXclM~tW%;^Km z?X37!#&bR)f3Zcxuh0ai>gt@;?oFMSY2-D@Epvw)0F^i=NkS$1^Rk?l8fm(JYzAZk z@N`T92=jQd2u-LxZSI)fy?5?6@!hII3Rw@&%X2|MK4 z#f1t!Z>+Oh{Kv7c^X`KyVjiOLW29O-Nfo{P&6)_kIQ{)8T`twyGu5_9=(ylB@9EK? zxE@5G_o*jieSstmHbD&AMyrdvLDX)e)KmFQA$49Yinm9-wr2NYBv*6&XKL?E^ z)~R%hVec+q{t*CC;jA6J`5n-8Ds~f|<_`BhIm~H~_?IH;J*_j3*Tsf^ehlE!87AJQ zBd@E?B{@7hVxGY%z$P_J?iiH#y^*GOg)v(~N^l16H7)zsCx)!PAWF{vnE}(yV}C|~ zRd=v8yuqqV;bIr}Qz-+e)x)~Hl@`^!tYT9nRCJ25ClF!UMk3^_BV7V!$qa4M(Ss8U z3Dq9yuHQ~kQ6;8OyvROxgvvpP4o0uO=gdCIV1w0b??fSBjWKNZ9gFM_ zr?xt5r1|j#@KDb4k~}61`AEfy3c1w)b*jLD-kNAuq$#gYW=1GZb-F9{`Dpg}MVVOD zF8}>?G`n+sC)@8`oCnQC(Tss%{6B%So)#1#?wX8+jaZ0CRs1_cbj z;N8B1C!_Qd8dhGvnc@4ivb)tqkck4X9sV%_sfUpxgDyIn2=>;+@`0BqJ*&bU!l$)x zA99+%qrXcYz0JGxDj6;%7Fz#4J2qT)tSLpSwgS%#+}|XzzU0u52Ax+XhMy)Z*MG8W z!t9b>d@XEs6AWi>A>E5je$mhApOIz+BCE!6vn;;F zB9jJaK|1^WlW3;v=%9W5nWbXQH$bNT#-#ol)zlofo`-+KNWC5Csq=V;2+*zem(%$B zDwU4*p{;=gzN@*LKEhT7t`kV4<3g;fOF{*VzVQA%CHhN-!ncl!?(^A!CS5=-Y~W(+ zNM^`pOzY(SXQ;Vg;^THjh6rRRgLqZqps{quk3c%3Uo;`br$NjpDIcI4P^t7v4X`z<0n1p4zJNE0j!PCCE_v{ntI^ANnMjJ7 zNp&__&G-V)?fl+kf9g^CC5N*E=63(`Y(e9eVo1P)ZK)^Q$GxxsZ40$SGR%lJSSsy6 z-|XmQrGLR$4CwVIP}-EJcXxk~!gfRU?4o1#PwH?+KMqsvBOJR6m1Y(X3R#5CRG&^B zdoqp}!__Arv`{Y9I4Ja{W}CptXd5-Ucg0;y$GMN6mcR)ar*VGvV-I`-0?j5C=5Ug6 zElCFFGCBeGrAcdk+yU*bm*IKJ9~wZ<#9UiY$;V%C&lXmgA;VD-0dYYM-}F)A`rh}i zYvuwp1JQqgltAz2_|@Z1G@O^NG^g5t!5nLFWi3+jx(8Rls@U3@hc2s(uSv73rzJ@s zCAcE9g&uONz9Bzxnb{G{o(15L!FaDBP}Y9=`5vQ)8x5OiQY#FUU-gq)F;XP0%D2Q+^`sef5&kNeN zv;UzT8uipk@Xm2?`Y?b3m2Kc-;?p5n(PfIvG1()FcB?IeyE=kDFG7ERMXCm@)tyAB1GT;PU*0%VT?YT)Z&S_PBYenx$8A7=ai?`)9;GoPKV!C(|-j zpOHynhG_Tw9xI*@Qr1?1J{LrFztz#^4@qEM{V8AzonP^wDESZ?&oki$FTG=&Mnz@Z z)4G=~Sd*>TlPIPoBac3>dNpqLu+hGuanfb|AFyZ^t70!ChSOg2PJ9dy(2abI&<3X4 z8sfvi1@n?*g1{QHzo%b5DS-`_0{w|qCY#F_zc*b9UkXqH$<7V-Dr(Z z7|lyDRhe0=r+%yc%;`Y!Iv!FFkLU0BWRU!Vj^*<{;~*WO<5$!T82nz*;P43b+@(#I ztjK{}_YQ8|s4D*5`==AQ2NIysQc_jwuUN^eqoNDye~mw|tKrC5g}dx`k;K{%4kL~o z7gfu;VO{!#SD3G|0JwVpH4h4N$uUV@8CD~d-D?w0{-Z4s?XbbASzsRn7c5j1F){F~ zc=0i&Qde7ORm!*OW5~!j+GASF{8NN)MWb1Sf@a#bNIa?PW}W@?kYf){PQK`sK(YUn z$cXloM_>3nu(AVC+a8PTJI{a|@^7j_dumEtvP>=IK3m=08hB{hr8eD;!%rq|e|xHg z*{E?J#`j-EU(s+VCqURsH;J;#IPSkYgRa@`ik6vNOAqyn14t$lpsPYn_o9OS6|>%x zCLn*G_$554i6lsqKiV{GY&1Rj&A>7yFqNoo?N3LGPhXbzev;_I zF zWwWP+y^lAZ>K7yi5#;*u62RY6!l60pqRW2S28xXIs>+5(CtK}_`pv|iH1xuP8RYlO zAD6>*Yy*sa=!}Bf>nLa7#_Rm*KVGfY(9vf(3yETz>{yc@6+sURSatn%s#brQRFSzr zPdhGBWpwK9tV1ReMRWHYbzSK%>H3nF76BoPH@5b*5u25q08C`y?;M}-YLMHfG|u`{ zAEUY^cO0HNb5*gA^4_7w_o#h#iWxo@GR4G5w7P%(Lk$#^rL{TE4#h<| z_N3S#zX8G0H!lDW3=>23w}sLl5}(TKW~LS z)AHFx(ieDhO??50DH*3?9i)%oQN38}5<_Wt`n9etfIwUOlHe}S^1dY--Agl_^UEt< zJ}47CW4h5mCiq#Gt}47qH|uTQeWMG?M~|i&n4J$*I&|*g=KtO}Lxy{!_y!oxkN#Yr zSEWLzC5`(#TKI*V(@=>-ZNGE+#eiOx^W--+I^LVe%^)M$v#~O>`Oqv(Y>I$qw)U48 z;*Yb+c-vm_bM~j*xZvF3J8%8qx7SiJ{Sb*l7jQZO9yMJ!`e&9JEPB&pGmAu{6*v`2 zdAaC<(pS#uXh8K#=@lO{A^WB!93_3twycXXHA+mUFgIg!ei(REwZ^M;&~s7$bm_Ju-7T_?@-gg8110~;bp z8;z(H3i4zeeiZv);UR_}2$f5ih1+PnniqM(U^J-xE|k-h&9;}QK;dKbZp6>q{Q;Q2QxlqpDG2vO?>rBehM=r ze|`Wil8R%zC(CQWjC&DCRTcc)dyL_S@gqK!rXra$MWn}KjY)IU*9KFCrR2ob$A>hX z!??|0s@Ui;UFe^wog=c`4uh9tn#b>i3JA<*CejP;ZN$zjc%K5&-|HmhlxZpsD9S zZG5J=MpY9FY4#|?k2DemWT#L+2J*QgZkKIz_M~gCSMJ$>>1PNGfpo0YNhY!NuJ+TV!kBabOuKt4E6eE1sJkG@`hl;` z++gf-wAX+I1lp%F^?)s&%oi_7n)RfHBcDQNfAI{BG_5SJI8)wPqYhmt7m(~eJ`i~*J;pFj9z|McC-n2>-$F7m?E4mmf&{x+m+aYtD&@UZ`vcZZ{;crUK}S4JaV2PDMvmdSo+vato%vQ(dUU zD(BCiK$_8~o*<{DmsIcY`{5Ku+2)jGQE5wx>M!ufP4} z_v0VkPDST4MLtRUKs2Qh1U$D7HYGH<|76<4|*0DU7+*(Wgqd(l>@A0P?BAnE7VNayvsh zpwDt9%~G(&i%cCmlmlT<6*Zt6$LuOS{(=+w?IasG;2#wbb1a8-a?AJa%~jb0E_+vM z*;0k_1D=oe_1vV9FMWxGF0hQo4F>3_1Q(UD%tcOlvgZk8?1wQ(MD2t3GRWEa8Y#Pm z;g|Uc7_`%1c#Qb~Bd}L8_6YOM(sof&G@$b)exjo~qg!?8p!&+WshAQV3F@)3{}}es zWmKw$ZWE3QnVNT1&t%m!-@#+T*M`h~oe52@R3aJH7gM@%i#}dsm7HR?OOVug?o1wt z%b^D)k|7QQ_IW~H)%{4v2kMaG2bA(c%OLzvC2#QhHlNP0X;1FCBMGK4IIqgeZH{`z z(>$6eKFs%@D37<+PBN7m)!~KxVH4Ec#h2Hw8+DhcA>`%IrMcV))If2KFq`4?(fZ59 zodX}`JwF|?nWt5AVY5+^ScM_>mW0jdZj~rnR`t3wq!!bA{@5H7SwI8u46LF73oO|P zbY5%zyubTm(%~pJrs{779eR0jH~#K)eLC`gPN~M|d%0$IkzaV|9=)?w-QpUA25jcn z4XME8#X%j|@1`$yM(D8R)Le4GZimk4Ch`SM#3RsRp-UiH8Y!rdTx!)8uj0|p&<`=KH;%4njU(d6rO5+7=_9Z8&1bTNRd z2yhb#&_)8UiGdFqP&3EU1!7)#?w?Dcw`CBuxoCrMXqZPt58)~dEU_}YP=~bpRBFSi z={}}5zY|8Lc=w?}|HbNzJHs|6g^&FtJK^X~fs3HvTx@DWFj!tDzc&_|dtPZ-C z6E2%@x4@%lfz$6?6#C{FTqL0~gM<_^4A`?TD&TBwKT735zi3jJY`q$$U5H;#tj#HL ziB4SdV~k#WW0%)NwC6C0gY?Bqnde~cQhNe#FL^1Clbvh=zl_Jdh(x*aTFtCG2mgnb zihH@-=oz!t9)k~`Ez4$jpNc50?20fHjDcdfP*n4_5?o~3y4!%j4%)+t5IrMr7^ z)@4MK*DEGJXX=`yM47FjOMmUXad8~Mzmj?+IrKxp`pkn#n;FZJs4W!af7=Rcu1EKV zL?^Qt=>FvX%;u+|d#&|q#$@sUSTt3Q1TNVhzAoas@!aO;9ESILG@PiqaRPw{eyysU>PsxWjxE|Z8a1J# zzk&t)t!R|0@z2b-^xg~I7U_(!PhHB55j4lD1eZ`7XG;IH`X_=u*OUZ}q|E}O%jX2m z;LvJ5M|)B1i2KHW!1UPSL-S5^&*Gx23hS+Ue?b~^$c&|0@;%`b_AiAq2Qq}j`z=U7 z8}Sk+WojxG!(jupdYXxD^v=?F@WgzG;1)$0TqeDLtn7;2NUUO~oCeMXik!b6wlQLX zFkxDwkbntK)5!&(gL^ZLqg2qs;AwSSDzlOuv2319+BDo0Jig*3?JC`v@5&Tf@eRS4 zDA@5Gq0hC8eD$SwvDRcEdOeHvjkWX*0^*0@x(p1|FdzO;b*)_)UZo`twBey`_1bOm0@+cl@RCshz<2YiQ z#kv0c?`PxevOCk)(m+nefYX)pSKEoqb6f*=$OPqE;El} zUAQ!O%$;(YKT3UmYaZXAq3t(?u8DN!GP{>m^y$-V7{hyTxg+#pwuBDZxN$tL?kN^6 zRX%o8wgzxh3*d<2V%tdQ0KwZ2V;aA>nE$#;Hw5Ms1#&}O35E4PlT^7E02;GcwVBSp zW{|x#7pSZY)TO{xMKN~PHMh)ikHX-5#FeZ6O9e-d!5d>r{*y1!(Ki%MlK3`Q$iVyA zz$x69VPQcpkI)UyD(uqt*Dy$E&W{ZnTJ3cg$V&4Qd`lbfFp$)5Pi8xwKMioDegu8j zXF2X<|3fT+86Aiwbn+;z<-)wk;WX-g$$vjOfEPoAjyfI_kc~l~d!tMI1$BgH;Np0& zf_pL~YwKZ`DzQ0}t$sGD`4D=?qMSErEha3DD)wf<`BHgail48?u#FZ)IE}gAuy}2w zAAo;?G1eo477qVh@p6G`5biX8^q#c%z{e-)t=@=`M8%+E>gxwy<)b#lJ}75N zqsekOFMeNH6+`qbKRm5hBm;~{dsE2SX#V+QiTd%{Lk7pQ#p!B6MCaK%S?*H$As@8Ag427Bu4^1*hO~nD?oa%AS`q)a`@o zreniv@J#uNjbp>NShNp3jfTSt z$>{c+7vw;noVN-f)1&-_G8Q*nm3hNiz(uL`~+ ztM?>^j?+~=<~2(NhOY&D#+*|`?+}g%JhqWmJz22L16T(mb&~%A=c+J=$Q>1zB#8ba zDH(ns-9R7zOj@?}ZNGnaFF-ysy&ABKJe&G!AU`6s;B4I3d73Krv54z~Ml6Z8pvG%P zEvfZ`qn;UYV~5VEPVB>h^j34z#hQ^%^~O|(k}FxX(f&lGeM-{G?KjH?#g0g?8DlqXiKkT4V z*@$~Jz?1MI2CmMbeosH6)$kIPT;zR6+U*6xI`mXjM{n@M@kYj<$fMgl|PR%vqZ6-I`%j#U6lFSbQIMdQ47B-W%eklhh#eN1rEr z;w-OKLZSgzc^f*at=JAq_@=gp@!QGt&6|cv=57f#=SH9NvbB#f5bbtV&3QsQ3w9}; z(HXZ+56Jy+<5Nas#+RVj6FeBJDUwzz)E%<>Lv=lv+?!3 zSGD`S`}OY$LQ+R84dY0H)SHaL=f-88F}iUTyV4d^&&7N%BJOfhY8RHwixRUuEq11|wS`}#}iR08ZQ=Jv$#O!iE8u3(lebLm)&OYQxqJF7@F@Iv&&mAgoV3^DTMq-i`A~)rB{qWE-_^4ZJqVuU z8@5UMRQLT|V5D1pGnXmWf31DBQn#-+o$au~(U7o4tw@bxFq2a4Uo-AtRHJ@pe(iKj zqGX>kq;E7_Y`);>^tqgS=lbaGT}cqdq^-^-&*9_f;y+UKlh=`xD_dB6fHHq9vvu=} zgl##!xUt3LNi_=N#!yJhIBr7i;8n-BSAzsJ<6vJAOkYk>He99g60!Tg{QHdpxFDDE zI>EDie6rS8^I>O3PFl_DGO?KfHs{;a(Z$A5f#ZlT^l#h$&ZNav@@pUdS|45(_!hf71;TPuql&`lSv3e7eg#NY zU==AiwB41{s*n*d1$R3`6$VY~DT-99tqmh|1JyqT`zQs4(KF4tN$2=A2sUxJ#-@%| zb`0Mlf((T}pJXPKLtlWHrxyg;)Qc~R9h_3(%2frJsPgvq-Rngk=o_o}V|l{4C$-{^ zy$8ye<{i?D_$p4cI?_ZF(y8B>z1uB)Q4`+y`MVdWEc{Dji<~VKhi?Sj`#>fef}8lu ze;)18Aq;X_nu%7ZfESS!i0NTUg%Q_BJ8nKQy`j5&qn|x|RV^{b1=n&yuT+k;2AqX=~kYhJVhL=B+|?)fUIrEI9oiOV=IG z=KHnVqAhBaimIBmHK<*)_TB_R)fO>|+N;%~W>xLI5;JCkn6+Aa1hFYKO6;Oa@jl<* z=lwU~ex7^e+~-{9oa=&~M*d4CQyUL8@GNVY40Vc|ew0oZ_$=__WO80BH_`{70HG=c z+JtR2T;wDe<7kQAL6QS}pV>}dZcCE?sxtdUG4DErYg&xBx)7t#c{hc!&7at45km1* zm#yB^wakHBd%d_l2DM2@x7!)EUt#kstp7yW68Pq?-vkk zjxma-0#Mf(!lKVzjr_j>bkutIpuQ38Ez2g?uD1-KgN*d-;m&lGygLq5EC$a$hFpAM z1hK&uZ7vp{jKG1^3A4 z$&7QQ1`=*oC#0j|A6Sil<=PSX$r@{kWpXxoz(V6}lQcv2SnEMyW_LH~l4SZz>LMrw--dv~cl@_`HC8B@Bj0uyHi&@)D|iA(Ta z3FFcsypN0uD{3L1=6z89UcsFH0`@UKavl;AQri8rY%9+^qB4XVeRNoJx?_u+_i(%NqU2b{E zpTw4OE27M5=t{ok-&K(xA)!`7=R={;CG6xbH^sKc+gHi0OApzh;OY>h3K50oz5Ne| zyd0>3@u!CDJhaA=$leTADu1^Kug4?AA)^1qNsGc0T>>k}?seQ(aT)~l_Fudh_wQe(Ye=I6&o&VE-BS6x4^HM8N7<}sHUjd1vEmPQZh}8e5A_-6X8#0SK1_Rs>5Q{`2P^xVJ`?XFY--xu zgzbN$W$CGgaMX;{6`MYsEDFjwhry8#!E5cn;mk65P@J)|~Woq~hv}T<_}k{H@Q|4Cu7^UuMZhjWrl{t~Z4SQg zBa5L$fsSgkYg56U{SqdpV^(I?Phgj2rJ%#Fe9aZKVAm*hw@kx{asYHMl>!3WmYc7! z`g&~B^~V{kAd^L|?0pdwAdo%iTGZ6JY@0w5<1R_7{KZ%*Snw8#wOqFo&Be%(7`BxG zxpG8`jekbnKKxqj15GgVP}gO}aVpP`^Rhw3Oo#4#iNvlL*zKjQ;C+ciCban)?xM?e zF|9Uzw7E#lMp^SRd&tHE?TQ#F30<0bRKP~bZp#f+LekCWZc(Rr(?X_01rukrMNyB+ zdDuVxvRv0V*>6~M()2IR|lpLZ=1Vk;pOV|l}T7`C^(V03f`hS1CAbi?x z*qZbBmGerEQL#Pe_m#YnNl!-u&7jq{+`osrK{rrc@>w2p*)8QyTB*brd`e=;Dc~wp zl;u~6Ldwi{W29*RgjZ$FC^QYX1LaqrT)Qt)w%_!neR~Ghrl{b99DF7{>UhT%lVTq} z@*Ul^(aG^HnsQizac@pm^Wyx{NCKjR4%>E46aV5sg?Win_xhfzjuW2DR|;~}=-yFU zt@$x2N;(1m2<1qb^MW`I(nL}TAB`;;?A5e;2j~AHd(ew^pZ@!-L{2q(Xx-*yE_Pk| z1#&ZW9(Err<7Xaa-RzV-90BwJ{&-ey0=E=djPT|y5=gvTxFa@8v=9o)amo za6;BjY0XRf;k3Ke5GX%}@NmdfBk2;^oUd9lAz?B|9xQ1T*8(Pl!uh1bO1B}*wN;CIkXcG9 z;q7ZXB1hQvNG)Ro_Qvju4|%_>+r}sLbl8JI(=w7{0|9epDu79L(7U%BGz|tM;#@kd21iqq6CSGGVpm&;gI}Dz9(KHrCDC`e=6wJ=q#y?8HQf-oyt+zAkK-0l}+ca)K3?F?|+`uI&s=Hs7(YtnD8<~j0?17)7svDvvSfo(?6BL$I?w*Xw0;L#ZC@=V%TIPs4YtHEF+eyC zc@GK*WQ&-8;I+kbuujg>^z7NGo%@c~ywIaNG#kZJFe05ncf1yPMAvwzewfR0W7c)- zFX~zNQb2F0zd9*fu5UY~m;_KtH%D3MqE_fK52RJit~Z0V2XEe5YC`H?jfsA5Tcn9& z34(`B^RURY-7VSR-r6sd^wr8fe)jjuMjkvYsd74?KW$Z7YVa0gyjFo!m7W$`9nP-fcuVr@VS_NijHgSC&TZZdS3Us-ei&yqiVktp zH$kLhWLQ>kg1d8@pR=)m#@K2P+b3&=-xCAEnLXHo7vmqa^(~e=N#b{4ubN~4CU0+H z)KmrIA!=K|$N9*mhJ4%Q+$VI%RtKIyVW&Un^orP)0y}hfqEHTU;%!Z1*}QCbIdLD{ z2-j3Tnw@UW9u|HJu^_cK5o2s(J1tjOL2L!$NGGa;q>uh2K=}nu#&cW6mQ=J8phaIK2TSzeKQ4_bg(^FUw^j^l#`e8cgrtax5eY8 zoo=C~A#-1oirXGCul;rL^U!WVN+Qx>=C4vO>XF@51_f$KcvZ5L2y4$pA|FVFEkim) zL#yX|;rZv`$5VXFDh6=ce} zGz%7w^hMo8detU z0Ok^XxX*=$*+?ulzNM0Dta&Ws=5nl`zvI2SD1z9B$@K+SyjJp3B`+;{LpzZh`ulQ+ z?HP(OsGDA2Q!36OT%Y%0YZC|Uo0rIwZ9?=ejdRXJ=5Uy~pOr{W^xB*J^+y@&Nw+PB z-sf}Pjhw5vZeY} zKMuCOZ~ZY0<-YoYK#;zT8V+vf&>=TfXet?ZAjnJDqLEkt#az#VAfzZIH&cFYumNEF;CGuMR2|vBm>$i8QE3}&b zMv6oYp%+GKuLpito$q@=M)aNLy6zVv>+Bob(R)!b+{%YDC4QzQCLsgEMp$b5)V6Ms zC$`W8Xs7C+;rD{W0M}7;U@l$uqsSFD2vE=D{zrqW6le}pXSt0usexy=H6uCmQTUIzmO3*KcJ2* zg71mh=k5=;D-nIGLSjhsPrj0oxIuwz+S^~c0PtZ05+k~dTWnc~YL}W=1hL zEo{d5DHBMQoNrCVxyf8WBWBcbGR(Psc_U!)D*f`a-;~??K}((Y19ax`VX(f}_Vu2X zPXT_iAb9#!c7Dpl)IZr=23hC(ho@nPgWJ*r`dz9nBpUiB9YQPamFPi=w?51 zC}Xvg#uUY-e>%*-RF&n)-ZRvlajqIaj~zel9}2?ZhUFuea3s3=G@)US4A-t`D8+3ihW5gUkCoA z%Kpn%44(45d-Oj`7H|I6#?IZJwIpc}ImhB!8*ngO?ap7mPnk0(l?7xwZ@=i=eJ8B& zceL-}tMo3NvW~m#t7f;?(fvhj@Pu6!Ww%WX1`MIyD+O~7wPW+)-Myp)>>CGSq{;ED zlGcd&2mb_^$)1oG7mr6Df$cv{**Smv);i=mCzu99^Du`RxbkFY>e6WQy9HHlzoU>T zp_;DzPSo7fc2DKIj92$Ff!qM=?r%IDyHJY4-dszW0kMnW#czpfzmW@frGuQb2@U0P zKiTjOe|1OW08$g~8H(d$!>(?IlNj)GiU)io>k^?SQ;3_J;@>J+%Nv%3ocRZc9q=z~ zF0mKIv{2Tofqm&FUq@2M z$urioRZt!SW)8#qZ@DZ<2an)HMFO6wo6PZk-_dgGK4lZHsS3YVlpg&dg+49T6jwt^ zMVCrZO%Jh6Y_GaR3uzSOAD_5$-Bo7kk^feS2w^P`19;tP|Bd>qtK34-ilMYAgJ4=s zZi1-$?-E<5nhXX@UgJr!&e-LiW`?@RAgLxr;~vv)CP!2VTc{^_{PVsWUE-lkfx?qK6N)-~gjd#tDU^Nq zqXA-!Cl`1Qwuy;hC~-6_ZdiihNQonb`_%Y_CTm*F6{Se@Ja z^0vC!q_-%+0j#T*8u7n#kth1l<;&j~I8&PP1wrBj*pifwA}H9cA#CZYDsK8TP`jcF z(e_TQRdWvka2jRIoEdaZ=|uAAK2RiEOLw_H5pF~=e-6+?vT4cu_TZP4M$3y*R2M72 z9X4!FoBwtSUq4o%5?v5`hKl_VrHS#evuqXJb%eK0#nG=UUcn4X?-ZIe%Dl16#`lQ~x@A-i6ZRNKzeSR1(g;1}_#8j! z9eX<;&;(nin>ddvOpTqg;aTtc)Ewl&tvZUXJF>};J?46nO$zAcSP5;8i{>spt{5f8 z&_%+l^p`3*XgLHt-TktbPL4b2m%ku=Fj8rc1y1Q+kXv&geUgwq-6#vW#nvA6+IT&d zW*wy}=+LMEYQ0G5(Fb!sur#PMGa2cz2A<00dmkVJaQXdhEEV#Mr+y7MUC5FBcvy%o z?bn4%Pbbw2N`>dPP~q}y{%jGo6NhUs%KRL8k1uG(4oW~CX0T2!G}$#Z`y3XqEpIHF zmxb`y)H;NReJe_FfyR=-_@tO$K@&9P$)!iGw318Ey=1u%7PI0xa$?zQ=`dkiR z``#nQyt+>4wTmw|SzO&-;(5f5e65z+Zum%!+VMSG^{K22)a24!&@aGl$u3WQ2wnQ) zrdZy3WXPhjvDMM(7ZAWII~;`MW%uybp?2DIIe{MsEo!T}+0`l^G=E)D8LpY1>GaK0`p3j}{Hs(@g;HlAO1pu@R zWJFIhSkK&SCN-&`pCDW|H!yRAQ$B9w3E$ZH=W*Y6gGAEel6^;8N}y+(Y`Zetu~Bp< zLyfIcY|vlD)kk!^WOTLQ@+?yUd~pEJ!vnJV`x)oInXQ;7frp#yXTxM`Vy&^o1BPC~ z`M2q}LmkQmDaGEwNR}O@xT|YP*t)Ba6u9oDlbB$fpjqp~@g?V`_`ft0fhPWE?)##+Dz4d_q7rUay47rBR~MfVs?|a9m$SLEmX4HevN_8`cd4gP(qGdoy3j* zS~B-|F}El;oFq0Z&xj60rnt>KOma@0j|g1a??B8}a=w#Hm9?Z2A`haCcaxq{HG!x<1)qm-N2qMaUoOEfd;x*tP<&z zQ5J@x5R@tG|Ft(b8HQon7oH9ITh3(wK%I@h0jSkI5ZUWvvk#m=+KE64=gawK0%Nqf z@y8!8NJhfyy*A>RgKtNjcaTMyccDvrCgD&Y&X(Kxshd9Ey}O!YuyA;!Uom31zLk7*Q%McQeBvp4${ocVo6UnTAOkgMJDgvJ^IjHJP0>+Lk zV;>lb%5bsCJp;=de0K^T`&2tQChOF02nnyJ<RJP6fpvj0;_L4=9xteTWNe$PcioWY?IBN` z^M`hFzC`gHu^PMGrSAV#FuL_dW&BOdPo;nDGN)8o+Baw?jx>Wc(lIOHQO_SMoFB85 zU-Xf_4h34bmC3@Uiklhv#N5oYOJ5Z{7}j2JKF!yg?WSU6ChPT*wyPK4dpm-Oy}Q{d zH3Iz^t~yMKgpW{d+{7rm?>{5&S4yBFcdvX+|6GIFHi8H}K)-(v4asY`CbR)MEu#4T zqe-tv3uI@jnw<{L18)U!ACW3t%?Bz+)HN#R}k{nQ4RAOrGwgc4QDymm3y8%=#el|1xsSdy5I zEp#b$zmv?-AgbNxqFT>d@Z`Fqt$NFSLA|cmGxzYkmQkvH_s+v|H_9=H#~p_sCk?SA z=tiI7t@E3^hlk5y4EHn6I5M=uX%tqMk~lw~T&r#7Fubl(aYw&3ab*o4F{7vI-$_CX-6M_8gvjI`n)d7b`mNJ7(Mo8JV zHNi4xlrGE%PIYY(-RE*XIO-Vws9ijwer}v2Pi9k_IvLLt74^oTwN<9$^%Ow8tCQ!g z%i^*DemVEMYn)AR_5Mv}QwPBYv*G5dzzgA6*Tx%nJ~XyeB@)$v3)ZrkZ& zo98A8&1IPZ6qeS$@#v#z%lYd)m`2oR$Ha~eF@}ZHg3rt?7qz&+^;CN6=|c1mm=!fM zF6mceGR^QBQ#wH3H0*63%X}8gXSn5bOxtL*p?jcc8S+;+$6vEIv+_Wm}B!gAJkIN`UjYKa6;u!0`ZNOE!dh9dEIl9*MsV?f& z?~qQDkRXdnJKoL6Ae`*R$Do(IU{)^EkUk2*O=hb2%1N7TzB}1d_f5C_D;z!AE5-}O z-OO=w9m&|g-`BU3@k+pLOpZ8VAAIJ#t1_VFnmaMAz{L{+=%8;*6KPg#rxK=fa1v?x z_TkVf;YFt;(z>XRwa{-{kF-tvq4WXJwXa_gDMl2$))Mv}yoj@xYF~tgCCdBC43VEt z#-7bWx}VyPLXRIvA3hdoILTG#9~EhKp1VTTDuoT&B_oSu}G?rey$ zIEEWm2{Pef6f)piV}gKGatp6k@Bo`()MwYc;bgp&u!266J`mai6~q}IbB^|})R_p^ zIg8<9F8#Zq)!B?YIcFI&+fRC8f{4A`SeDn*G3SlC=DT<#TEE0c1Q&>aCuEznyS0yL z)=4y*`&I}aEr1rAo?MmuLEAI9=6&6Wt*e}?(=DZSc(O%M$N}+#y-CBq&2?X#pmEdm z%&ae>m5R{*Qfxl{`blp#4%>#HF!xw==|NLvWr)cq$=F|U60Zd{w4gA)Eu}wrUcae? z_%k|Q)I*&c9x70K&4Uv)3Egh9$gjD-`y9iQ*Q%e>P9mtR!?tC>j{IKiOD|_)5I-s{IXTtru*#CZpEu-8#sqquX&F`9BI(9e zdf!M)i%WBGA%NhM2$De^930RW^}_r~qP>;OM~$`473sAl>gOXrZX8;h2UEo`xvG6t z;70A$mHkOY3vW~DY55B)k=3qON-kY;LnppYcxCtc4NE{P^Sp=i$Io|QSU@|axG0O! zZTT@P%AF#^*u}GH=AN*E9fHm@Ozrf*Jq2=jy6Bh^->11%7$D%Vb0w}qdBi1tnP=+jz4>cFiFvK)*(Wy%b@7XX|$~a%qHNU4b$#03xm-J z$*@Zqp2_pP_r(ssr>$m1<_~3zIs3V0l`7CRrw0NWgfu6dDHorp={+k+OJO_G!5Fag zD{Zym*O)hMCQU>4yeZR$`2kL<+4)-;aVe10ovfU{7YD32p__m5_y?I40U>Qzn_&U# zI%*l0?4oUC{@F%E!E55Fv&J`htB_w`Co*|ZGmg=74F&DZq|?%CsxI-#5c6;PP(McI zP)_o9RS$iY$~d?L&0xIikRwSP-=l^f(j(>lSEAQqPrteK!nnImZ;R@^*w*xZ(wbi7 zE1Hq8O`b~)JQ&M4luag_=bvGd+j4)R!AyTIH<|Q&lMOKy7r>v&NN`Fcbva#lWiNk# z*7S$|L7{Q`#zzN99ftUW6v%Npzp7!B@6B`vlp;lnzm*n!5k!hX43bXksWGlJSiBy1 zjYyV8CxFE4mv$kL5<2;+``74D#0lRz<(k1*crN&rt zK32s6+`WDO7WR#}F;J+VSqyX0CvMT3A8>V*DRtz6gMBY^CpK5JPz|1@c@8xl%*N2C zXAT9b4)82HfV)>3r>QpEopdjTdlI%-iz{q-{0A3^JQc0>$j0(IU%uZvijqz(E$)Tblq0w_Wb;Z%B1)pzYBO zZf9|%8dhndG@{GJt7sB3$P>$kp$ferlk!`(OJB3QQK7DpsJbcN( zf;Vb7Vw$(Xnv9tQPHtFk@s{2LroE;#P~%b6`1;M<)Obo53Bx+|)~Uwt;a+3Rlz1ve zeaEkODs+FESsdj?#!@e9Fqh-PmZ3`Oh{9>%~H^$JwJTlktp=qX~uA zh4ZGBIgF!~DPrQ1$>vd_o+X&BSn~=CCqXePW9BCrj4cQHF-WRQlj?d+vlrH8u=1cTOrX4i5XAPws?j8fD3rmrEbFKqPSPhKhXlWr98K=+ z&Wgjc;|DCs3{sD3?(+?DbA&iwiLQ0-Yi@wgZy`t!Q@r3uieJS>MpeDq)a{DpXgN$I zfM0Uh1nIm+6js;s>Pt{6R-Nf?SUkS zW?n~fZRHAY1Ul{)Gz(XF{)`8e#RGnV&NZsQ95teU+=}YJi5+uK6BM+#e&rbnUh&t-=h4oHD&G#F zPqSG$Xh}m+eslP9$36y9eG=1*&{g2T&c;D``-=5$`^5?jIw zU~fu#Wu_L#iksO6_zj^OZvTo~To`J9Ml8JfJk@2s@Q$k>Al;nb^i#`h$jEbH4xgoi zTe-rHqwiLgn@b@`0Ke^727EOCIZEEEMn$Zn`n3d?(MiQ1OAPO|un|<%kpigjlJ80Q z7d@FO0Th^4Ai1C9_sn%mbD^#ivb%6qweKM$_4g$7u6j{*pDJ-lYqrNCo*=3!p~Tw= zR1M^3G9(vdNp8KC9G8H#vhNj_`8+)*gZge2H!i9x$7ht7x1=`IY=C6E7IbPPYOJY4KmQ?UKXu4D*R zU6aP0N4sZju*jfVI8kAe1)Q1{>XM$8UgmWCC`otnX%%5US89!gUS8#Svc#X=$z~P1 zw|b;>V!9SKamkRN*$g{$X!t}d=lOpwd?lw!vG8gC5nfMP!}?mdG}bf+cP^(76`-AT z6o%CgG6Q1Wzr#O37OHC<%UJAoR~93qu2Cj=%tP4w91hoIl>>a>?q_b$kGq`j1&Zaa zoHSXEsIAK<3VX*RG1=Uj>cdk>^$5E8y?1MFhx5*yS{)7dnXB5p%Z7hTF4;zfd$?on zulXJzU3ZV-+i(MxTs*V&lP;NZAvu~{rTJp^i-Qhm)}l&29+WgCmDN5&N-TQGbBoE( zZ|%`Z# zLl9%u0}>Qwc3iP;QE(tdCW{ei1YN$Z$v@9HQivEg#{<-GCWDv*juY=~=~-UzGZQVq zH_?LnrlPTo8sLirH%(iC3bbp~y3{V;PefYTfUrf0ibSJ$!8063lNA0OT8tLwsW_k2 zwKU@kguD4b#Wt9i)M3$oe@F#QP>6c`a@S~|Ob}5J?jErW6cj;lV#3XFz8U#)VLB2z zw&0?Z3I%_4ty79IJwj-=67yJcA4?|aHjX{Y?2&LHZcZcOmX5>az47=XK;-`6;gS7vAloE%ORDMKlyNl{nFk(T>Zh+W)WV=3U zIS`iw+qfvsaS9)rO7oUz%;WbSKPjfG)&NcfnJKj6K|(DbbFtA;(uP?!Hy8M&5RXw& zY~Q1M3w!FHV_#uF5@V}}bYkQ}G}d_(7IYB;cd;R)y5hg-uu{0d$?&tOAn0=8udLLR z^O(K7kg}9Ep+BuPY7{ak7PVrP^MSrfIa>Ra)NwQ3mU47^(I0eiQve-3YcgJ?c#6^~ zWLIWNDIuoe+k|O9mDK%W;^uwHMMr`DsPXfk}jEchT z(4{w6NbK{-)rbG=#ZxB+P~e4lc}M1|&%cB3HaQT&(KJwQBc+GAayc6yjtb~L5nm3{ ztMK~oE^awSXNFp4YhSNELU}n&L?Y6m$2x%Ve~wV$H*@G*dAW1un^(`ExpzzUaBAV# z(vrPu&BG(a?k3ZFzyV-#;E`{SC!nFe+&r{E(5-MH2pe|_zpV+E&0zJ1Y9&LSR`#Mk z`kKHtUwHdJ+_#teat6itUNR@2tV-iuW=&p+BqJbJ2=mkj9;z;$R1(Y?G}FGS?CRvX z_}(+mB-vzL#Pj8+oV1fQ^r_9-iCDfxHU`1Ina+u3Yn%%oy#BlUIOu!S$Y7EONBome zV=$uBlBXb+<7WZ_eO{CD_h)6>Dd~in4)138=7sa#l+44IS0A|E>O%)pQg?Fa}MD{n}u0Yr<&&dR#*@&yo8RKnKCk3>lq#0$>*x1Lc;(F+9Hj2DYI9xLkx*Y zC>c2C=1{(mG{ZC}IXvUWA*aU6KD@9k|7NHghTz)Vu(Q%Felu7Gae@*I$j9nmgwV4Y zc6#T`{PQtt0>U|5+WvckXlWi)kSR1JXNWQOZk?Qr_oP0oSGWN7hkkx2^7ojw;lfd> z47hybi{o3;`c&-nXPGcNl*wzCsPgQx&F=F^jNJB*?h_{}dLFQ8ri#1r1Tug74qmhV> zAg1B=ALJ#o1jY3pC`ZFlwq}Wg``bSHTd|q_{dQNw<5r9T#a;c@;0ad>O ze_7vgUKBL7L;<$w=09_-opzyiW_FZwYRg#tQRm49R|i z%n$AgAZGP6G$#s{`sjw}lnUbCRH6_1$;9`Jmius0y)E|}B?C?-2<9G%7ogXw&t z^cgpSn#vzAun|;|(-7I)osSTFKPjib9F_CXYRwOZYQ7o$JWc2~bq~^=*StP$&{=O; zERR?CsaKT z6gwi}uy`SNEYtC4E+hn7HuY?bQJOM^u~yN|nPv|p-%p$YuQ7$z2~hYzsfy9IEyrWL zsGO%o$P&#o`wKPsdj{C@J2$~u4KY?`6)6{w)BfIvbCUY)hU4a%OB~b*hIqpekr%zD zjI|J@KN=0(XIy-hoRK8!)nPl4w#ExVq(BVRIl-5sGO|w5qA*M(5%|$hTH9ZageDQ|>Lgp$c8D^|O20qsTVSA)LJ~(F`f2kn_{+$sJ76$_u9Tprq$BnnhL}@$=>c2H%hk&pEL-Z)J1cGcVDmR-a}PgjX${Z&=L1%H*7`LzDCr6z z+?kyg>}hd^tW}}9T+QXU7*Ik; z`0T-u>AffY&O$Xd#fwHBJ@vBB`iMh@|04VKsNrHL$FM?EXtkm5dnr`QDcW}a@e&j& z4vO>Bh1HJ4FgYD=q+htqa)|}7)3mV%q|}v74M>)xZn6z5+)Gmym1e|ilD`R7&8s-PnNWUM!BKR4SlNjgoEd*NMQ6iU)y2Ir!jfLvdpGm`U&@~wLMm8z1)dz{>+4GnGMS!g#=1_i(6ro0t@IZ*5ivM_dOVD*Ua&77 zl{3Wr0PxuZbSe+ZFtBI7?heB--8|RfVvZjE&)tw&fw#g+BJ}uyrs(^d9;d?F;pY5X z5I!0Y1Mi~Xcuj&$)(tt7IqdS;FLH+O??c&B>oo_>3=drG-oC@xo-8?pyPiWeG1+6I zr>?z!{&z$3pax}8RX17nYG!76YOI5r2x?O^=CZX`-+ywk?t$SLT+A@VuQGpz8S5QO z7xSu8(TI;*a{w5}7Ua*5;LK?qe7UIgN=`c$u~&zs)<0o-1tw z(osKjsaE-KJ_FG2LO~G1@l6#?;60!;o=Gr@kG+VT>Pacqng{Gs;ix zW)M8@TbWW*a*m@gM^8MVxpCw9l7_N^F$V$zJUJK7xnkqQ+r%luUO(^>w%cPrL!tGP z0v7F9M?@Val&#_dAHB)mX#4Z_P^+sHJYWawjH((sru`55-A+zDF}5o?HaGQIDZm&5 zun7w{H175QT^{ULdGDMRS=5OT%BC&>iMHUDoKu?`b4M z>|1*28I*2E`FtVq2R|HDo@9cV(`xhbfc>F%dRp$;DJ=?fnVVjlsaxK33B~vGZqF(e zqGSl@R0C5|e(<637LE3m;vf7KbvINamrEb|=MnQMNx!b6Pqf3{ee1dTta=RJI8^V6 zo|cNdkypU7qc8?DrzP^lyZ*_Di@FPJk*Uj6hvGjx2)MXg+@Q2wCl?J$I|J^Ea7&!k zn`Bv0dSk9ihuvsp?Ws&q>Ns6GPFMaEVYMNURju;h0s>d;Z06ZJTwVX;_UxVNGmW`a z7sjKqR>Vvq2q5IIn_D29>bi`_^zb}#M)mEyykye3u>zw=P8}+#ufz~iQr9TmOgZ?z z2u5kfg0!#A9(XLs^au?7(CoBdM!nRoYs0Fxm_K|o3yQ@2fGxI_tPfl?%jlRtM@-3c zqo{wC|1}zYk%>AJuWv{lQei8@c(_GnB4O9Uw&1DB-Q{T{8ZfA-nz1RNmZuo#$V6S^ za8tdJMo{mUTrt6-P>Tg5VOA{R?CRg;#r$jfs#r)b-~X~opCO}APt$|1OYba#oTZ;y z7}IcFY0SZROVAI*-l)&aBq5~xmztq;(_H&S_u(1fj;dJn>UVHJ6O|tSUj6j?SYG0F zMAcN|8Lb|7An`znfzjmV{`+>T0|)t|$^LCKU&+Hf>k$9ldF2^NDz zp^gZZY=;yGd)uc+h2STZGdQmXJXL%&*EFOgf^e(lM z73(gC`f=++iO*-;`Ep=l`_`8zBCXC@b1#)yj6m4l^g-VOzLhh@AzbMY-85!A!2Af> z3k_q^M6nDBgi%9ImO>{hHg)Tw>Qp=4%oPU|ywdeYse3zPjcg`ftC!sv6<+(o8 zz2LUSr5C-ttl&x|51%X7T}^^q3O?W4-lP{OBMSN1SCv(a&3<&)dKIMK!OCf7>wxhc zw`ubOH#GBBS&@Vk*Fod_6Y&ixpwIa01bz~r!#yR{Drp5bZD~GWx<-Rz#~V)Gu%)19 zl|jX-S1@aWO?m3QRa+ORnw5`7cu`fJN~XOBB1T3V%>mPScl$fQ4i3B3i&Zi(L)+0SrckuhG5t^|>an=B+DJJu;2!;IRWPKEz185lZ&5$uqKKQU4 zcD)#CgYLM#06HmLd#bmoPD@SoFfO?Bwnrvp%{KbAcmI{wEu#4>P9B@K`rL$t)Mw=D z@i)N%XHy-v2!ca{&uVmTOcP+9!bs*?d{vgAJ_Yp2^TEP}TEO?(N%O`_^b?D9RCRxh z!Zl0apa#JY0oY5tSZwv_v}>`o8ooEGp&h%zEx?W1&lFLZ<@-kpWIM=Vm*QukVqwn! z7?DrrF+Zv*FEu%JAil>}Y+YM_xWF#xnbRdtMt&f;m;~YTuEdA@AL?RnF!14Hz;Hfb z#usgfPQ7|LlfUupWR?bjsSp&yEG@;243s-^{ul86p=G{u^ZB2ZEk;LHSl=n#4a+9; zYUNtiB1DpF5IFxHZ%tc=U0?n&u?z$3-7gqQ71pZ{m0(8=CL#sXepQ+>`!!{1Q_G+( zNU5fsdy2fbtUlvAey6?02VT64drtVYJZNzZ%SZ3&z%D6qb9J~FdP}Km0bE*ITI2r4 zd!X8+GA+&Nw;+A%n#bs0i}Td>_F|7}!QOc-ww&w8+-(*KZooRzCxPgKGFh)puhc$; z?RSKk+QDT#kY}D*H@;D6Kvm%k4`6>fh4exOeurJpyZ*B{w{VgBWqsZ+qbZNblN%nn zh42YmDF8p0i%<|OG6U5{=4(+*(dwUW{Gq$-6#8>;+sxnM-yfE|=1+iw^+tp1*PvV2 z%>%RmFjLOqIyci}ygLh~>3GXVgFyBccMBFF+#7Rcdsrm!)4UdUF8yEl-}V`F@N7R0 zlLQHdk2Ht$6D31tJnj`^NGr`?ix8Jf-{0EQ+vt4sTO~69Qf_-Jvrkaq>ZANXrbT?B zlRDSnF7=vmz+&(*4>%F@+C!7jkZjN}9M4OX3+n1t=}3sWWFdkvaUUPy!yf(Tr43f+ zkHTuR&fp2J%udG;Y-8b$bV$lPTm3*|owZp4jwi^f%Tr>Y{v;fuD zC}2Ewc)uXgCHe*r>Livt5tIyiZ2=$%!14Jj_(b88KQKx$2`(IWOE(E51O5<2zBHE} zboT|2nOUTTO%1<)2>_b}5*ctJJ}GOd2-MRJluao51AlOHnjP3GedyN$zuW5M|BdqB zXRN?ytl(F-|NG|CZ$=^*#bFISRWd&CrXIN_oHRmy=kBxrzGFq*nacSD{e1(0aRgo` z;^1|s1tZ=U=b+LNM{LD>1K8-)eUFA* z38Oe*W5EBNp`3^)xaLfOH!m{flsqy zX#rtjV)7VBm_R-?rQXTKXI_iyLv1>0pA=&N5UsfPdX%n~J{fdi1LWK|5n`8O->9zO z@fG5*XiRxv9_AA_=D#Io&O!TLY*p6=xNgS~iu)`K%`eb>%%6a7@Y=x9tGdrDCnmz# zb;~;N2gr3nby51zEOM%d-YQpvYK*~wnp?br&C$v~H$&zGAcCv-C6WK=AtYe858bhfldlW_#*(O=WI>t63Lqf7w zwwOVdl(94RHMG3X(f57d-{<%7kMVKNoacV-`?{|CdY*GmzQ;h~;BDy+wUFAcd$A<` zmE(`es-I4vtDUJRCwr8}JC_v+ni2X!4|40&@f*HQl|#RsKdjcfbO#t3gGr8=Jv9ou|^KyXmtM>ZUjw|>PjHt>Obkp#{RmZqC_w3JV_Ky zDjA=@jq%nH*>#l$@#3V%4OBMi5(-MN(G}&4E)&gmxB{nya-NgU+gtT+S7?IL`!#vW z92pzVi~7v&bP@ZUP8y}5LXLiVXnCWa?XA^DR>J>`z0JT~%1buXyRx!-c_OtyF6FqC zzxgrxYW4;h8Zd$xL8CV7+7kN9;}ph=3&}i;3bpt9tGf8=^(2e>B>5BnUk;q)=eb>^ zZ>GpjE@F+x`hN>~_pzAZXJyPhq$^H5`U3llhc+rt9_AA!5|$Vq7OGw$@^8EcVRCMu z)Ucv7HuFSM+j|qP6CON7phjuSXZrQFQkK2`0}?eN3FnBi$uvz`?1~~i09bJMy=?Tt zfm1DaEK#Ff_#>DLBsn@A$ zXFwc_UtoVL4e+6E3XxOKPVCs>^>pjMAJj)pd99m@VaU6KwA~KAcqli+G1z27RPf2x zCsQl&v=6_^5yeHr+l`tMYYV}q!D#YuI>A><5r+4zTq*Mr-mn6V6yNLW56?$+P}W{+ zrdfwp=W5fzGrB|$f?EL(suQK+vB7bz-DrVSySonC(F+qs9hdG(JiIUKBY!|6JGvu# zBWxxbeHzuC=A2Rh;40wfiX5#;SMbano7tqblGl%rX)c_NBO#*7Nnd(n@@}5BqW`rz z>%u2{wC24l%RlGXJ!+ai3uuq-)`SD3*qlYsP%qAU>f>xiNX^BM(j9)CCL@@XZZPSd z4%i4k5ATn14Is<^%Abqpmyh*#TMOqQzf65`EPgWO&}P&?U-(o~&8F{DRS>g}aQFwG zbgQ_gX18xS0}syg`S}0j#w$%fd$nXCmds^D%=#S>Y5IPAGE_oZA7JTS2&g#m{V&xG zbuqUmHzvul6Rs;iT@h%6PQ}W?rImbEZ_7z)$sBWMlOA6N%Lxhfvv+>&1FuFEVJd%h zffvQc2-8FPiX0Olka9#2v`}+0K|}J#bpiBm0GYf8KsX~X!FqLrHo-RsZWs*h#v_W) z;5m=P$*f71zS~fhUUWkge|n(-VElVB>CjNKAJ9mNe6I*NO(d#No650MRcy|+E>X&O z+si>4bX)-&E8a6r&E#Rb2laYd!%ci&R;d(BAkuc4W6Bz-`izsHh-{$Hfzzp|FC=4c z6$<5v)D3w3E>k6lUmaK_DIgL;(=QEOR0AVWA`5~9HNG#I6BFhT+ z)_j|7V_B_m((7fEUW|q`oca5%8xusUQh7J;P^^DgO5>dOteqZk!UZlNLqJ!`tRa2W zj2QsCZC=00$j%u>`CBFDK5Wsp2=L&)8QG-Q-50ZQ0~;_uBrIt_EfDFe!g2^BPwlKK zDvDb?j%w2VAmWQQGj68Pb&CRAv9(67|CoM88i(^AWV@P0>I-y-e>np0IQ2n68&EUc z6nV8B0~+r)J%^EoI1wIQ4bX zK`f58#-{bJgpH7 zgh8E%j>le)s$C&Hu2r2y2O{0irbH5eczI7CRL%BY>{G3ILtc9^ z+%*Ht>Bm4^)ey;&XTB_0O-XoX-rjx@%PLZ6&#o;lJ$7UarJ;$ku3)6xN4&a64%h8G zFwgO^U}xj&XQ`qgvn-6(r;UT0sxRrxkq)fz=VYFQ$LDXz-+RY0Qy>_3GV)}6Qfe92 zGS)XB;Z%7n?!_^$I5$}r%_KuP&5#Xn3{0IUjlqO1~bxs7cvMDtB3=+Zui6{~2KEnK6(U)Wuo{5_(>y(P2!*aHL@{7v9TJ!GOa^HdClV zJQ|*hCwCcmfO@_TYT{>}wbMn^Tm&yi5WuK^V?m(b-4__FJ%rp0lWA!xA4+iP?`Wt+%`-?z z28?1YJerUSh*!L&zl;6)P_e0)+yHC#d?-qEs8L1rzSbn26kjU?BX-MPkBxB4#E&gV zp@iOvUwNtI)ad9{#x}9OL;-DyKGcDapy?WzNVGw+;NfhsTsha=dVjx_NjPOJ+jW-U z`H670hA%w(5E-$q;Bj`c%@VO4R~g(WA2S8I1asu6EmA^`OTrsZc6-b68-i!^7f%ou z*%6x?EhW=iB%KniOpR-0f5%8$QN4^eCni@`S^sZ@5ivB9eiI?l+CwIY)!*(qU&|YW zNpoYo3I1bSEpF*ckbk?P)P8hFSm85mHK{jt+tQV&NuREF#z^GvW>f|qR2nN!9BQHd zVM4Cusy|zLydE0S#Zb<1+^cUjMeO7Q=m>zvzU=z7#^I9ApC>Y zI8$WuRh0jUOU2^PCaq?f^%J9`K-&cHkGkSrza{5=k;L>!=jtD(q&^VY*aNr$(7?VU zGkKXzIGpC|wBJ=kXPYvIlELyOXS>SxZiSeS?{SkQbP%#ux{_7hm#AbLr4EO$m*<;$ zrVfOHJgD?!7*vZpcIpjpGRVJw;XkAyy_^(SX^uL0VJuZY^KJdBGl54ypNp&{Y_cMZ zW$!J4jgHDpe#kfhew@N~&job@T1W7vv1k;){45e!d<)X_FGyg*Y4d#(;)lK*l=o-x z{)aY51kp2`8+3S}_q`w@y=aYOb}yE3BciCbVJP(mi+>`jxb6~a?&eT)!-_>$z$ZY6 zS){5(RD@}YGmmNHfO;o#^w&Q{0>U|S>0u)di)^#+V_3;QAqt(^5Bb&_`F++@_GYE_ z)D$`*nvnvac~O!$|1A2aIUfJ|6kqoVmlL33#Ua2(Vj>?In@DpmJqF`<2YoptzM7M5 zynk}njDAdgy9G2i^mChrlAh9D$!nYsI18cBix(B0_foA|}*$|yaV#*{lr3V(U zzFwc(CJ!svS@`qkcF=pL0}#|ug(?g+l@~KRiEL15Ezs35;uEmY5Ytdnf11jh^)DxZ zBcGJjhBPi_EWR9`kh7z#(0x+t!K|T4Tm&|?K8JrPhfoS;ke6Pa=mk)mw}wrRg}Yf? zTIAf**%%C-)!u+2D3s`AnkCASztG+JbXYU@j8xGsdvs?siHj%#Z_{!G3JD}u6#-u< z7vFN@vQ*I%JiP0&(BE>Fd*en`dcXg~Ym}(rG}mKeLu%HC*oO~$__zp*iJUu?VFu#5 zLORdKZ<&F$d{6CT&Ti!1&F*$3-q%6di}I-2O=m`n8f=^j-^eiv8Wa!|E)=~F2QUum z*#=pZD>k4MD;REZX69*y@NpZ<(LY5$GT(X_Big-e&I^-l)F~Oy_f+G)ld<8M0o+H6 za3WJvJ9@xMV24PB8HW`M6xW%%k%3hmO}=QxEH3KaB{QUEds#48Nd>OW|@Ay3snISQLD)VfT>kU+QHrSVIB8$)G{Ff2v8H$K{A<1pp8d$+F9C@8RRX< zuIGWsdfYT(A@_dJE{+TFj=mWQDDlZY)%a$acGP;zG*@8I#ZefDC(LM7pu$SRU#oBN1Jeld zXO5W}`x}HyJG54C?*p%cDA9h)Jn---8Kq%ew5THRz0Utr_$%5O17QP-0k7bXHWvgX z$AM!6YVNzF1ZRpG4)xbA_^DGF5ST!bK4{jV z_28O!s3hwmUyAdFwVewO96*PelxO&$#S}hCvU7TToIPFTImF6 zrS;#n^wE!JOr+ojh1X@ht7SaroA-Lx#`!#u|q|s6DG>jzM9F!hH@(QvYR=kiXsVQe(PE3qeSw^u>#qvzud{ zYfAU_+V3yTly!>8mM)q#YPlTvPoo1O5eY;Nt6Jye+KDsXRbgT?jsMhh{J6zS^H^Tj zlTnNYo10D=M!p8OT$T5FR}+Ixw-KFxj>L;-41M<0*8*-Q7(uolGAC;Ai>2=HT}1JP zmWYc!GoKX9hC<6H#01ZInUrbblEls4>6QfJYmZnA{Vancd~e)5#m@crFleR#I{?uH z-fb5ro&QAS*u0%dIRD=Cm5Gqq;$mISEriLNgn+8lyT3ZSXe6)~8PW;Ps0{JGRJT3S z+tmWgunc3fx18y{;=l(qL)Yf{W@TboaYwiYHSF~|klFjWetr?v6=R%SI`df5{?xqm zt+=Gpx6f5aBg(Y3q{qZT{tW}6=)L9PLb!6LxCmS8@a%a_|SDo$>d5A>A{QLTooVc*G^^Shk6WH z9rOJs;W|`Wm;L>XdF!b8NL#-n`_>FN^;3WXGTC2w0BwQ<_U)rsHqvL&W8MZd8~n&( zz5!{A5o_d>QWAD+R`k6&O3%Z|7YUw-_)j}Z{2*&{rYzLD=xxq@{LdHI{7I#*Rbs+u z1X**Wln~%YbMOP`mrpspKatN$@)tu`UStTeLB4?!5JWC|ZO*2ZhMXm4+s$qO8UpHL zYQ@``ZCQcbPo5kj=YXjNh-ZSq=$UUk)Zda*cHo}bB&38huEg6k`;D zwY;zBauaQKSkdtJXYuqE7^p;`B5a^AIR$dhe#6``06iU$*=ZZ3$IU7N?uD%g<9#Wi zjeJj*48kU{u9sMi8J4-w{vO_sK-y6_ydPEA;L`m?Wq0G7F7a^^_w>F3v_;k*{8ACt zi+kE9xt1ZP>Lf(Xz3BJPAgMfPW}M-;Qj#y6=hpEc=m}GB3_AhQu3%8E4O#Q(TB@KF zku9b(oSbxHBM5Wy^W0~~&7TYvLVceXuMd+!I4z(E;lau!9>bzA#*&@I=Kd`2r6(Ul z6e2v4--xXAc z4^I5WOAI#LzI$nhF9!_sHI$0=&9IvHj=@4^qe}LkE-W$qr=F(e=I(muo9-+GkOwYy zN%8cFhxd7KxE8%~?`M|vEn{{K+ebmrRhoTnsyp+?hc8)kaOR?kWBF1^z;}ia8=q|8 z%ybKb$&UkDy`CUwq}8P~CRuCycXS8HJ5W^)sGVv4L)*=3GG#VTQp`^j zt)OZ@!$U!{3$$0lz{&e?>w-1Q`h&f^Y{MyE%x&0)i@+|BedN|%{-*or!lbrHzUV;~ zy)hT&eU+Tw+`Pg_iBan+XiP+K4i|6Ax$;2kL((fGE1!#7E4R*@)5gC?R_dULuKD4?aX_sfknai{(t;+UCR-7X}JTMHaTVw|LPN-2`0%lxBcj0 ztb%v6kt6FQtFqFNDevCBK?e6%zuoB`|Hg#q{^h>l=M^-uGx7r6V>6b0^afm4r5W8> z9D&0wube?6_m~dj(xax0%;4=V znsz!9#9q+s?EM<(+yf1f&CP}69Bk0;4fo!i>%o@X5^y6F(KNG^y8;U=BiN~JQe??B z?wdO20y@u--tychM@7u`-g-22Jt&kX?qYfwmS+`b!_H#`oR~5va*nDr@m0}TwOe}h zSx;+tqt5xfJ)D?Y_2aWV(%{L*rfa|dtWCPOE2%Zk$_r>I8wg`I+{K~GsL~)hOU`|| zM?YeStY<>A#$!(|LdUOmtZrxa&J0xaqS~q7pC~vkEIWSfpNrr+r z+Bef}@bz2`?n5-;W`F#3!KxpxN=sH>FL0gUYezY%7kc%GoqE-7>n=6RA3x%5fHpR+c8HL@uQs0&rCbCr#0`MMIHn$?@ zTI|5nn!3-T=SlSEU(}paLUC58^Fvl28d$(Q1cPM9jDd7N-p0mql1BVyX^?DhzRpkfy|V8 z|1CKkJ#|~j8jR|&A1 z2?NV{v#5jjqAhK?ES*u9m1D4~%gFTws-@}b_8V~HGWg26WB4DGHHkuRJY+Ee+?t|h zJE#7NdF{luoNEFQ3-k<=Ytwif)_E`*LblKqZ*b1n8dfoBzak_7@WNpDDQ|r(;!YWF zaKKqt4qnaqGCz*IgD_w=QgT+h3VXtwPSZ{3U47o_*>eWa89+|K>z$(7=-_+W8_%xi z3l+|2{N4Dh&{@ms(W$`z@{JGmTt(N!P~YMw;p2!{dTyT)YpUm0ir-pjQrcgJW}pB- zDd4Tw%4|L!N6Jke5fRRHN_TrWSJ1{Uf1_lT@n<|gV`V({ipOPy$D2`JwFEaecR;W% z6F9E;X!FB=g_zi;*);EE&c;L^8nNCcPQ1~1$L{Mgd~am)XCPHeq(yn~5rb=a;{$PN z*r1=E__(_`K1rN+>am)!Eh+a>3^qVj5I^*3p3!KtKIy2e^>UHfHvZtVN| zWmU}=p7kxkWjG#`jEMAW3eVnT#eu8z8H$F7wmLLXwWw*RyRN$+?q|Rx#m$$js}PUW=T`sQMFnJbAD%Cb(Ozx zlO8~50|nU=E=V>u>U>M5ma24s0SypNgQ%UsF1@r?=F`Ug%nvqr+s`gT;rUFv^p9p0 z7Arz?L}iy0Y@N`C&;So);S$J?MU4V6wDI2$P5nu8eekIFSFn%R7I^;=rodUb;$KWy+U%Gw|aD|sj# zUrMvjIHlsDP|N5F=Cgwy=&1Hkp3BNSCRoy+L)vs4*; zl9>8NS!(Igmdov{6OA1nmnRN@U|5(LZz7B(aDPfF3BuRb{F?4zs!p(z$?K@n8iy!i zKA8mqlMCwL-FJ8~j;6ZSB)vvz(iPFTek+MN3FEn^edGxLw)Cr-EEl*Ygl5Ief1|7w zzrW^yaI1!VCZH$pPW6>@6zurfoGM=Y&59O}y38Q#ZxY33gF)+skdt=-MqOXExTh(C zH{ebF_1{X$PiLhABF*ykRnI~p@d`vX>BLqJPFTk0mK;D!&>pTP##WZ>2&YrZZ64k* zaPD+G?)~PfKAmy-!?yG(tF*e%^h^n3oK?P73Wg~Es0s>nCziJ(hoyqnt zo1Gu+cSQLc!S&UF2+2sTy1)38Y?X5J72;%#U{!NZ36{(+IZ^GBm`>-KC^K`7zXt=Rs4A8IaGCV)4w zAFfdc+5nWSka(#%o51i?wwS~m{OV7xrBZtD$Bsy$vGz_3A38a6E6co=m67&0?P;pdQqXKB+bIQz8k7E$5&l}E%&pr z@pjRgoF6y|2FT*olN_MiY-md!@Ea_OOUhp)Zv2AzdR!yL+k6=M{%CFL?KRc+))@-~ zJXj6=k2wZQg%>|;K?-ioe>K0(ZcRAaze9o&+ikW z!vZn+GiQSPDeFf>k$E$HI4ZKqkPgAOdZJb~Bm9HKVMF8aq@%i(=D8IsdP68FI@En& zw!(nree|)sbnlSz`bUpKc0~Mjk>XrW(jX;8iCo#IFlgrCQ=gNow>9DGs+4Z+6;yJ( z;u7b#zLrgL<-6}ATp)z-GNbu~HD>>@572gNcX-L^Z#tQrVP(B5W$IwhVz~`|E2c&Vokr;u1da+& zPCb-0M!dh;6r+>>$DOlY3Q_;$CCDn4@r1zn%dycqxq1RIT+)C?J(bkKYJjisL{p1+ zpC3Hg4Lqs@xH4S*CpE@%KP5WXZH+N!4nBcq6!@Z5ADOBO>MU9B!w-OjuP1OW#L!yR z7(6t9(177=47~~-%H&{t`YeI{03uvW0+|TR)1ONa=YU+b6n6^biDOdif_S~DIT1HN zOtxa!7l^TmSXNGb=j=Q#H#ju4Fz}XF5np6X$7@CKN!za)xEZgbwBBC(<7o*V;0q+B z%r>bGfiC1=zG}|b2*~|~O({u7YCIPYtyqFGl4(@|$3qJZ1(2dtCst@ka}GyY$%=?T zl|yD)CDEN~zGN(2ICij~4K&~|Ls~TfuTy)T0saOw-9S0Z>iN3xe6ch}NO$q?nnrBtCybYnQ?J=v0SfQ+**LS#%P8Ty;Z zeeoMS*^yn%0WSM&fhoF01vyu^mYUFWY5Vf|;<*EeE;BzrVf#lR!5)DJg!rM{^exHp zzg@&1A9-yKFDiU~_%)`aX%7w`g^$c~Rst6mnj2D8r_chm-tOG- z=w2ZffeyE+G38r7TUN3)6jRenv?hKX+*uuC0DB){;AW$n5zkdmC!G!6h?~pgsWDfb zuS(219>DVxiGA|3e4&B&e6mM-eOD;epv1D(+kcw8jrK6O$e6rOp%+HXnMrh6F zA1B29ld*T^#tvALFP0qq$8Yra;ZM}6F4)M}Q%B172xnv=g2n8_2D`zQMBk z>_YlgTpANIPts8_zB;7z1k4at}>Oy($d<1(1_Ca>w zg%!(1j%Kl0`Eo43dCx3ty^K5ISf}mSj8P?VnmxpvJpS>}^CJ+32_b8q9s>=gyoR~>O3}{`8NDr(> z-S*DY%I<6*`pv#r?`06U@NvZ8@cMyYo%OnEqmAm{;k^Q5&RNMP3}e$zqZ{oZ3uM^Z zT0{Set%;hSa!^BD*Ot7#8ELwAGSqF2DUq+HnfAo&?dHZosh=ybvY{346U*(4*Pe{7 zP;Xc5aEQ(nkFQ(stNU!xKYjx|1yEryAhBUEpmbqiR$!n@0Kb3%!9pK`B_S994)A&Z zk4FI30;3Lm1Q`W7X9f^ka5xNfxLqh zewb)w_V2S$?iis;MKt%;8IlOG>M>A?l^@bB=pcQ`{367n=ta|yua1JV6X7DnFa8hC zZWMbImyQP~gh3jpl8HQgLQ6o9_~y2k75DOeFr?G!j?5@ugjB3l`S*?@#V}XL<&pNK zqz8G{sVVaL!BaR*sxK%u1X4k&waQA+Syi6BpVR7yeM6d_I)C4(4K)8{hh-P@bi4pvBQ^#Ac7AFis>#KPO-F>Q8l7j`iG$8eoW= zE@MbP2z%S?rcV48fV^?VS}74Lm|28kiMjcDGW!Zr`YvZj+2yVLjH2NlhYYTh%1~Ph zw$@olmPw+EN!3Br`)0@tg7qm)cJjGSx0K?kjH9SZuV^MKkRZWX^yI>u z62qS-$&N>5PJyJ`mBVv>4Q#eal2g1VCDIYyxixBtYQ0U!Uot zcuZEUQsQOX*S#|)d7+vn|K`RO5u@REo={{*vQe-_T7nmhS=e(~t1Wz{BzQ1FwSs#8 zAK;t*r5K^eL{2YWuRdIB9^vO?s9^#jL(D1H@ zG9D${5_eMsrF9=J+*4ZQ-@l-^Gen)#t{2<5#X_Bq2mYtY2~|fYGPd^ePPfeyrNF zp$7^Aq)231q0hzCcuU7YH~Wr~*5^qIXmDR?I}g(-g|FjbwO*}`{JrNzc97K`pmI0A zd%rh4g$x+1n!eKYgZof4Dw2CUs?iBj}`|X=&U@)4W?PHQD6Y+c_H#5vGjlBDpoh$m|)k}A90L)-UdZw3N>$p7rKPC7c A*#H0l literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/128893a5-b03a-4c11-8743-f4858861f877.png b/docs/handson-cnn-tf/img/128893a5-b03a-4c11-8743-f4858861f877.png new file mode 100644 index 0000000000000000000000000000000000000000..c1f1330d3c16bb45840bda8e7cb202fc03eb1133 GIT binary patch literal 2334 zcmV+(3E}pMP)WoV7qdiz$?tLEFq`YqxEAHa!8K__W*5Q|xG$7yi9 zZUm<+APctLTVYT}?0L4{q*%BISa%&~#d6{1B^ieZK8vM0fHSU`vr)+1!1|$S;Vr-b z@}X%Jm?W`#5+nIlV3b3j`+-56agV;!8nd*H|OyN9O z1V>#&6g*3<0ZZVR z3n>N9?>>s88L$*~ zEC5q67=`xn(?bBpVlW8KjC1~G9!cEfxdaQ!I}9ll$bl){fwRI`J|T%+#<7( z+0B6=?Y}v@sYvPjo552L&Yr}jm_EBLrZ1XBU@8VvQlFfawhElyb6Dl9i-r3JSuiA} zb2emQA$^|@eUc7}vw0pV9gzno0}IZIV*!u{U$0V?24BaaxFHyB0Yfo3nP}o{K+HnK zw;--gZ3e7z*2My00hkge49?19m0sipU`))5Rc4WgH0xRWLz)$Xx=ZQ8zK{r8BVEs8 z{l;Trc^u%7SUzWBKmP5HTL*QQ?CscO_?~BC&!0|XSMSR)l|CwUNTusBy?prg#q0e; zpWi>%Dfs!TzZ{?cyeP#JJC+|$Ux%)A1s*l{GzvEYcvRy1mlqEV$Nmn*<@ucueCY2g z*sc@!e7gkC-Jkmw!y`hcZ~nctC%!}0IJ^!E*3hOWl@u8Wtx?yqE>QlDOi zyAXrHygMF$>A_uA>}4?DCmWe&Z2Y>}jLis+i*D6bS8v9A1*Q{-`gyitXLakW8RXk6_Ki~+b+k*;UsYCSh_ZUO$~WK_u*j;@=Oroy2X>kD9+C?YU(KndA+9-OqmX=Q!`H{?ev3R$9l>IC@>_vvQ}7OKq^z5^ zW>Y=3hBQ394wxFSJM13Y9q0X&Q{6$h|>WqcTM7y(esVZqc;ew8_1tr?o}e z5nuqG;=$=kqINT|c29fk?EnCA238U9b~Dz)8q-cARy#|cz^sgJYh9Tdfgf2LLuMDX z02A)0{VB_hwoWU^IIFI~TJ>WG4`{RvF{V1GkedfUYjza@S=*~(Q`W$j+_oEc{~)D} z&Ee_KB2TQ{+daBbwOs?d3Kr~2)SCuiIJ^vDy*@s330O6qMK^=iDf?s&@0vfr%UKn)Ndt9uG#B+UV0JH*aK?iP$ut(Hfs6 z+K_se2E%sX+F5ng@ncg18)Lx+joAoH-XQ=>H(~d(e))`b?D^VdV0$?=jrBm)t^^#N zalLF+jH=qkSU=!?NMW??rD5000e; zNkl#5>{kr@VP>x=2}rB!&xH(S2ad(ZOnG1S+8a>{Qb$SMMz>3!n}4& zyW%~Y#*kEQUw)ZYwq;#kVExUDf06;<^JMUUPIvf=V}Sqdp>KVaxc^7J{_XR>G=BKk z-7$Zl#+*W)s|Q@iKfqmz!(CPY`gCsK_fe`-Z38VHVzj>x^Eo&A7ex_nEC+f|4^kg^ z8tQ}~gNS>Ap2zOvg|guAE_x&$luG2H_DpWGsii}EKjP4y++pj|i~>iXK~YR$ve5}S zdBTFCLUN>*z2AcTra!`-`!0v-i1UK#1I)MdwKL>ab<~7{(c=x8xPi(jBtehCe6TvB zkWAfSeMN0Whc)o|`MR*o${-}=r_LDQqp+CykhT@EwN?6jXiClEPnPi zm$l0477&9TsLO4A_!2;>!TJFdkN+$y7T@v9I>o5c$%yOLi)0zRI?9|=)>oiXFM@a7 zI%N*b8D%@}ssH(Y2kU2DCA%!{he}7vugXP~7gJYeC(#pGMY;vV0BTE>4%vqU5Zixw z0K12uKa}SyQao)_RXTi1=l-qAZ(P+VQqiDVwJ9Q|L#~!(_e}@FBRJ0Qx@tV1*&A4T z(-Zl*xa+V`wn}9IjUc&BA>|>G;YSo%Cc8|*tmE%#JWbduhbw=}GOa3|WffE2TdA-& zMFV6c6jGkYoWtuT$+omYd%555XU+S|8@0j4)APb7@q53<}hz$kz7 zM9O$RwqUoBo@a<jt^iQKiCDXo((4S03p2 zOsz)q^cXGINB;aFUo5)iP>wdZ-t-MQ52@jm@-#9#6}S=rZ=P<-9+PVe%5bWu1XNLX zr#1*kdtR9LDzukys^}x2&GqbQRSxsHNq@Q`^Hl2S-OsAhVI-6@#B{mfmuyI;166!1 z-De|BtS4nuy383ZTCMgHjW9fIPM!zw%H%KlFi%L>pR#o&RJ(5Q+rU#z9p{c@+nch2$fUB!^P}&Erz}zLgjZPEq$zxvI=gmTMW`p2=-!zU_V)oPw)E7 zYVVaRp}nKoUF6X04RN})pyH|2NG|_$I<*%&y_!@rWSr00dO^-fGrWq=V!vSWXSa!6 z#eSEk41jEGxOis6T?kRo5G!ZDqc|0wBw0Du@4yXZTiErf8dv=Z%>-92Ha4ie=f7oM z-#wu`RF=KKcN~Y|mo+&TlZDFsZYLqYnH-J-(DCj;w>e94VoDp&XFpUoDCD!Frp(^ponKL&V7ABNC3#IGdE$oE zdQj8F-JUJw7rn1W{_ zjzS&L2|j-pibNyrdCTSagYwUex)2QXT4-uMQKf#i5*;b;Z6sU64F|Lo$(p}_F*~<| z1ftu1CdsF=`B9i_`_guzOUj?FfRPC>Oh<1pIVfZAC3ML)ZxAMXi1bQ2Q#%|BhqkuZ zB#e%hfXki-3$u;6qumDv>|(cE%v8DzxZVjsN0M7Dr|Q=d=BH5v`w{O4HIqdVl|NSj zr&@W;9Zb%C%#l2rWhoQFe3+n4ozdXKEPOZ`C#3>qK2qiXnA2Ul&A4{Y0QSfDy=a???qyW{DHB*!GsyU=m zM`!VFrtCePetP1n?Wi7CgL4yeSk-5(b}N!hi^DQ59EW%oo$aYmG3zb;v$2xO)Bp>t z&Mpp_Z5*O8U>W7j6B`OakO9s5iA-B6-{A%)G4GYCj*kNQJ;np3ItkG}2ljTaDI-!D zhkMPmAyo#1$!Lvg2#*qtf*O5E2jzrJbdpJ+eN_+a5rw)?fB#+5-q26LPTeQ`h;YwoRN=F)6y=*!hILVFx zD=Pr+BLBr@<}eub%9q?)CDHtAIw``)b8AI+%(({*jsV!47I@z}vl)H9BVCs-@ zxb$HCsAuKLYbx#80@uuUTs}K;?fN;0(Ln{a`S@JZ(e9sJ8|@)so+M*%u-D#gx2X<{nL2qW-7d%_uK-Xvg|IKx#!1OH4VhBwSvp+h?t3gC5mSdD1kGD< z`HuR&lZN(;74UUWvGS0$KR*h4d~w6rBk6hOpp@}NsCvEYvIC^3vI39a?Am#(=Ehy8 zsW`HMikPE3$I74e8ZQ}t+Z$(Vlz&O+K3XjHvx{+S_ij2n#U?Pd60#Mehq&ZjPnR^q ztLipRXO4RvV+`82cVV{F&E+^3#N|yq-!`9%dc8p{u_no$N}li&YUezfNhl9#<);V0 zyHH)+Y;md@*e6t3^J@tVo9#_uenf8}$#H}sc=?2-XLyx_@|$$2JEwe>xz07iZsL#>3FpG{E2P*k*SK(&mWanZl)4oc+Wa*ajEXSP=Z#zZl3VL4Ay)2_qnZ;U|?-*Y(PSH>J&eY%KIcxZR!v1^MTJKnqXewb)BTb^j@ z|2&T;IgXoX>&4B=qq|L&kWqWJ)JCz9!A!E<1CcP72|YOy9;}bV@lN3jhR5KGl}Z&J z3fW^*Us0Y*cfG}hBS-L*{0y*0#@$3A-?Z3eXvL@dDbItNGkt>obR?&umQD^a9QWZ> zsgOae|Cm^%7|2n8(ZB072&g=Oq~|@KhA7qGSY9=l@gijI48dc4F68|6joUdYXjXY* zHeAm#auwhy8tc$>@`@j02K7ja8%8c&3b7aA5v`vxcgx{(w4c+gdE4%~J#t{R&u`6n z33FSD!;P#W*9BC4CrnVxsbRS?gWL(-*i*NlPW`F_rH1@`@d<%%ieMiT)@}F3Ilv@) zRyUQjOmxWcIo!d~!S&R^oyl`Km2NbJ-CD_Z45zm}8+56d2QmH5AhWBE= z-R)OZSL1Tg7w`g z|H>Y4DK^J4=eo|0pP#o>6WwPz&*m!0?!~)5q&!siy}$`ZXKo?Nwhp2*$JCsr==bYx z`|Rb9=uTj_Sd!}J)5TohJUxZGU->8YXOut8NiX5*#tr!cH}L$Yl!qMZi*wh;mE-TW z%j=)>{MEt;p5Hj9;b#N{{APa$@bc`QN;!YrUs|E*<=Xn9i-x)t{dL;a63iJYSnU@{cQlC9JQT^TCim+{9m1dHI{n zkNitB;>&8DbPN1#j<>-2{v%)C>wA5#@AbXD*Z2Bf-|Kt*Kd%1)xrTrk6u}qm8%>u&N`x6Sv%s9+*_DdzI0i)w%0Y&<*4R0&pcZ;)>vbQ+3v@DGI^_~rkf|+*XIwk zsN9`hCbq1sXDc*7+IgPL?{-nmb8WbJ)kXrOPg|Fh5hqbJ6DO*gTiE$t z(YayUS{yP(vp$xHs3^wETnk_Y{lx*k&qV#{te_wll*<9m>LS@Zy-VR%y>!BvtR-OZ ziGw@g3MMEOl&5$^*{T0ktRazjI^+m#p!KP>Kf?3I6plkz>Szi-BT}DdxFdQXML_a{ z-F^Y_6J@_Ii4}$dch%CAg5zvmxq47)QL=Kn0X5oddovEVv8`8=@HY} zP>~$C7%=l1D*7B>#0rU!Nh2{uA}obt0_=HogYYhs6Y4NX1#$>=+~9~-t2Or`g4GhH z1!4X2%%?DF2`k$`V_z(UTlh$0 zcL&17diV_EiZi;4&vK!-z!QA&k0p61z;=_qOm`8s>V>i+@c=8SK<4fiZh(^qErT1W zp}I}DgexZ;jC@2pgL{yb(vM3;F9y0YKT1tiMF(<3AACfNn12M||3mdMT5!01_0|X! z6k}Dk?W+{mQjo~C08WX@Id@O07{xD9LU2yqN2CvMj_sie(yRQpJ1#|KQJ<5@DiFoR zR#%dbc8mR zT;*NiyVJ2PfI~!AnrDuVkvfZSx^4EK!+Xu-)}T`#l^C5Dvwok-aU2zBdLJ}^NO?TE0lzr}usx6Gy zFeym%>vosTD^_^4gUg5Zp_K`y);|H`Qr|fqHd<1*m|iixLJ2% r{Gu=(OWKOz(XBy}pRS33llAchjD0OvUXfM$S+f#US` zTSlN7erx ztQ=WDg6G|s{`?;lB_7Uocm@s}8I-uA${FdmpR#tfLI zYkena@UMIEyPQb$*vS7-6OH9X!U0+GfMPCukY67#ew}`t2jDATRjheq^sfu172Cnd z?zkv0->46zj*~`;50Y6+By3whmc686>x0VS=L5gAIh8?LoL9PHDwoHjA#sY5dbL`$(9}2L)GQa7-luWd`f2)Y3(v;E z)XZuxCD3b){?va6Af*EN71}7gj&NBV4wu^=WcHsEYw9kPEYkWrcOh=Kc&8R1BQ%CD zkH10IPZoe_9x1^W#0fpH{h({(O4%tzd>ukkK3KMGW>KUVrd!|!bE7VKx9Da4Ifd7Z z?c#-Heh`U$Nm_W44@cQ!8AhzMKvqQB}@Ud-q_5tVVzTIv8 z^^+pGA30k7Zi7aA#}z(FYm8~}(`E9w;)mHTJ_@ptcqjrj2S;|+T*DF+vOAsp(CL+G_vma35$>h-h3i2>;)%!~NQJv9nvYZN7s?k4 z_qk&f-X})vYp@r!9WlSC-gsxW#DcR|n5i@6YCCEm>SU71@nsT`=L;_;1H1aduSoQb zG=4|ob2!DlIxG~B8P}F~oMrC0;2G|h*&?NUna$YYmlL1JKZD(xm?i;+9*obJy>NZj z!ToW^OnbB6!Hyb6{_XfOntn<2Yc!k{K1mqx>s5=wXVQgjd4VD;sqZH`kB8I)MBV(V z``4TYp|oguJyBlEGc9t%SBkd&AN@@fL6897ue$;KN9h{X3E4q}@NdSyr^(cDz>gZv z>>Ru%2YRne7xGzeG1)|uuX-BQK1*Db202d@ zeKIg=AUypOzxukqcSx(OC4!8c<2ZKCd~-p5uP*TgGDAb&379EYzQw`VICalm-1{P# z!-XxKexFsDt4|{oxXaJ>Sspuu;kxIG{zurk<61c)Sdk5^Ou>WEf9b$O`#j-&Db%WN-iSj*mu*Bg!Q5db*!M0&cO9 zQo~$87pldi-nQ*L4mP+%f}VOcLAI)>ji!7^sWOeap1E6CYl6HD;^B{vZEnp}h<<{T z7S4NhXE{V5PmNTs8Xl1znw9`O+3iHk4>W-(1xkW3Z~hj_tP=H#~WZpCr4+ zy(p7!#ds*=!)+oV0pys;(3^tiL8}DM%*wcNepyHx91K?J_TcB@&bi^!!RJSl0%?xtD#x>HeLsmpjL1^l%doU$qSo=n$!T!^3gt1^WqADq`NMnp;!h(NNR zKhbMk-!iS6(KWCy|6vYX-L#xJ^lodoL`_O85}Gdos*C#+Md4D~Vy(wbt#gWdyBrt%f1KokW?$zUv?-{Q+QJTJ3 z&;9wYQ0n08tNhvdE?XlD@6g^GMlH4AyS#!L%glnYnaRLRUnVg0@Cw%ZR$#_s2!|;< zXlUNHUeC4St)`pqTHoT-K!{MWh4PL4agC*Y$lZuV`p#OSd6a=B)G20cY|N^!QC9Pe z{b@Ui8^=+M~b1R1&Zy_?9I{PhB#4tEIywJp7Rso5b{oveYtyl<|}y< zePwWd`~aeBoT8hwIl$*w9A9Etz+vj5kFm({g7uhupWX08h7jw6^0Kkjt~$6; zK1_6mQ+IZBd#xh)`2*L7`&0kV23tW<<)4nO0c%@(JCJDy=r8rEcd-`cEaeW(e z&Z8jn7J#8w-=3V^GdDp9IZm=x2Kk*KqlkXxgV4(&V&5iciRblI&gCg zXt#R>tY3zX-Nh)I)k|D{oICK+Em?}%``KyB=X-age_Tg>2u=5|iXf6hWbecp)0zeA z1nL$P=+3T~rUc)*asRfDds43GW?x8EG2n<)9!#J#_zRMY7k{a61f6W4zqunW-w%)J4$Z*4QQ&w=uU`~ z*frGNAAkBr*zC-1O69`qkSxHt_w**wZG%VwF}qCaqKNoUb!gt9tPn&DS>fSWo~kbs zg}Xx#ze`H@>)#pd)N;whSp>FYy$CW{wT{}6eDgB4f+roS>Gao8&*_&Z2K{>|$+!j2 zM5G8xsmao+QW)+||A(DOKu7MO@<6Z1VDD$|c+sd-7tqjzo6UqFrBNT8oFKICls@Oz z9zj&x-k53VZ9MA?L0En*TPf>I{F8q0hEF5g;%2^`rJb>rl_VYv9_LcJnvQ{b;bd9B zMY75@G#7tji-yB|X<;zN%zGGPd50@X02TVMjQZ%CK>CFDAZd|Op}R~ zK)UPLn%DAqR5H{3*u`Z=_C=rCfC*h%I*w2SB#*V)Bqxw=J}J=hXTZr7-jd3!EdU(U znHeU%@n5Gv8PKomncNNX2D*$j)^h#04#ox^2aBW4r;{=+m6h%Jioks(guxxrxtS68 zQ8X1=_8d6T!(&2v7O#;0Oz~W_Y?sV>Dovp)s$#KF|3&WEwbAd^{&iXtu2QDkoz)+$SiJICgGC>6{v`Fj+cBI=N=Ti?H%zQmPHsG4GhC1=44N<`^hLDbz zy>_F4@$78lUzMu5b=8q<{TtZ$EiPtv%6oAbELS^AV=GqdM z1n?n_{krunOA0ixrs3lNG$KWXWD34zBs_fhnCtIfy10A+ zqLVc(^LXHJvz8`p8%KYDBZqzSlVDA|^m5!~SXy2HXgE~hr)B79EM$87=o zALHlHZNL%~h52fVM@M*+=7X9$jVYZ;Fjh z=sk|Figt+9BV=l%aCOVeUUHjoOzutk+SzI9Nk}pSxpbjX(VG4&VDgg6=cqZiV7BP8 z@1H~1(`yNdO??XcmCeaa3^9$dTj{7?Aw7peIi6pc_$lEKBlI`PsPhY4o;S zos&dj5dC6?qi;5BFTq&$BTD0qd&=zeXP-vH7#86zSLRwj&61r~Yy_o-S`s@U`H_Ub zn8oXCk}5rHv4M=r_E@)ShFWiBOWB?tGOHT zJnf@&87th}np9_&Du_40D0^E_;V%wn={q zFgb8CH=Kgx$i<7yO6>2XJhrIzQGva3yJyN=RV3R>SFKcZASG?@S~=_1X_K`O&qDX< zwbbUkm&Rg>Dk3L_qWTETRlMCz0UWYH@V2nV9^vUWz{8lbp@GgXVe{+BU0)t|e{aRI z1hqMF_d#QdewTe&e{~^~5`o!iKL)*=SBr@oXMl@pJpI%evJ0UG;f4kN z>;!`roZHR84oPwhg?$O0MJaA3NoEfC{I{Jc*;aw{vm}b{@7OT9h>Z9qGN3!xnf%;N zG|4xtu|ef8UMSkrF z(U>;hPDet|cwv+=z^wsZ|tFDMe#j#2G@R^VV+;ylYXT zFbI1*P9433PE0qTzSmL;oY5c@jE=IG3W^oG9kvdYaw$G(Drph2;~;5Fp+~ zdp1GI2GrFsJTOs%PDH?!qV()C5`@V10>5Mccm53fosZdJ=OI`$ZBs37(^V$4aDm@e zt#AhtiLma+X1u^?618K!DL7I4RVhFUtmmvGy^4|;lipLjeM2O&7+$Sc(FsOmFIptX zgSdvDCTvy32f%!DCd1#vQAGLOeXj}GdXvBP^K|(MAvgH3AZxW%RJSp0)6~*L-nh~D zoLz0bbz0y^#{yHS5oYemPPdaRBW5S7K5jr`;wObS2su9+Q<93*%6MU#DK@3ix`Sh3 zI@90kpK+QZnYn*JF9*I=zRG9kHVJXMEtMN?9*!QB+O|Y})PidmfiG^Fd<}1Z$C@U5 zxV}!|c6*~Mlh{$H>rl|897t<-C$iva^!^Y>RP)i4p9v%G>oMTzA~Z{mG_x81ZWUDY zazS92Q-8*&u^wjU=X|*gBcx5+GznyQbu82fHTjyMcu;d~%DttXFlv=;LC_d`cJhsc zo5%TJC*w-Z)+-JbJF^t0gHU%JCeyNn4HtGGm5N-D8b}4msPM2B%X66*1N#Dy6n63o zrH)FAqA|MOOQ?$>Rk7D?V9Y%-5(l28@nZ~- z#1@w=ZY(&9+fjI3HW|g^q@7!2#xQ;}P?38HOALGfGL3rNTWlbD+U5ivhPze7;bHcH z1RWt*Lp8Xk2hp$1%v}Yl7{)A>#h0kK60v>RzY)3CxLtQV6E`U5*soo^_+XdL6=?_> z##V_6)U_LPW@x83L~ln zfy+R{$rno*&x=(bQXqBiPCMudu9(RP&zvu)mhHre7o8LR&PJ?u9#+ z?)m=)_Hg~^@t{|5ztZUMGuM29g%#V@YDIwcYOSIADo6yi#nMZ+uv=Tlea@FGtI%YUy=K<-!ckVExj7rob$O%j>nNiFtR#Id?-2c4XW;h5#i z0kj4Q*|l$uX;lL27dwh9-TwYOxf@p+hd(_#AU8o*aC~}0ulcJ$EbTPH4b?4uj z#-}(lWSmDFbXAP#$9F2#)mYPn`K}0uPw`5La+!#{GA<1Y^w&p)pPo0QGs|NY8R$T7 zdZ&=X!-0&8N=GeUOCs{ET7wT!QS+!xy)&ei)#|Ko$!x)bn>7|S*kGqj_cUfp_P)m_ zzS({FspH<74jmd&3nVt&IgGARukw)tiLcQfVDyC@$!}nB&$@O>67dyuYGIHiwi!t0 zP4kVUmNX9La=@7dwQLdvmw@&q@Ms|r(iwDTbAn})h=I& zA+pruZ1~Mmbikk0af7Z~?j@TCX`5Td@uBa=ui!!Hr+1&_>pdF$zW>F4&itg*aOl}0 zeZ;+vFcUdD5}CDUjvG88;+LT(c(6l|7AT^>qPxF{u0th-_vnsim>Cl|8EvlEQBmg& zj_GmG6FW)Xlw@8hk)<)mvukWgh@vuZLOpZ_LoJ(-2MZqBe;7%RNH4-nSw8=!eaXFS zn!%gbNwXI^+ElZC`Ve2S@1WEkDf)473)l2=t^1)8(pQ6nWzflx88Sb`QJ)LlvJ?#6 zTl*v9@`>DvW4=+Nq2k2>b~5Hog@tEl6*y}EddOsTpOR)(MF8AdUoWszekC2U5u_qV z`JK^78YG=2aFkmR8Qq}D!M))zD>!icoR|tHfTBp7ne2mxlq(UEFm0*8ORE3E_6T z_XhQ#!}=flG@0r#upcxX%@LKZTYd9B@`IM?9bDhH4mUiTw0O{2erj8ANjxCRY?Pbt z?c)_X#>cmugfD9GLODvDt542z~Oej4BfIJ36XYv?w4p z>$6sq5AT)=H9aIY%C9i=JXWXMQl? zXR-MzObFTS5*&`MCZ6=6J18;LYn(FqWRT0inC%%)ma48Ay#MLlYh4G+t`D9@;yD(- zf6UAuZd@?Xf~btFaM(tY!i`U+)Js^AP46QxFEobh`12w;;bss8hd*JE#XE&JKY}VB zRd^q!ebjFmy?NWK1~U zF74Ik&?abK~ATzQUgc|;pcsLfZkY3!QP{r`Fc9!*6<4j;tSG(ntSWD}GxapPWL;cuoSH5-2Dr9`m|=rHXD-o!Hx|(7 z#t;2+E&e#C&+`y?%u?hA4J2o|Vld|B}4TY5XbB;P`%!kws>n_x<4> zl!j&D_cywI54f8w`<$7rv-H8nC4YK64Q_Ls+;i0@IsWk{GGM=R_!S7893G&5@{-<4m=J0AY?<4s zs*UZ{N}(26dPrvSjmqagz9H!hXmRW!XYKK^3@uqsY%`bD4VuOYU$cUrA+o7ZetMkw z!phiT&@j$Zt$dHBs?plCy>CpJYA49wF+AR?aXuGWDx0jVHkuS(7K3!g{Psj959EK* zjYaOJ{HnX-^Z2^ZYh%Uo;TEY39vw3+c#;o^k4+=>c#t8pS&amf>W9ED-{~Iz1n3HX zQE-ksE3@YoIcVJe`9_+kMWjoNP8qSkRPbKw)B1@gKI|K=nsb&yjZ>Xg?c zSVj`VQyHH#349vHgH|s`q;)XIFlX*Dt&OQMl&IqKx%A-1)^zG=Sz>Net!?o*T(W=4 zNXCqKUGBp@touUNJ5g%LQuajzzn>&`F%Cy$Gwz6T_G{K|N!55^y>%k5eNIJa%8D%V zW|ohXocQ#4#kR?8HelJLdIR!%s9hEk6=mr2CH`l*|E#{Y=mz4&qubfln zFB)#o69?9+i62;)&&FJ+nLgPLCp7Dby*Q!TPthbJy}AntyE&W_BBoE%^j|e&J1WOw zA9z=d){Uyd&KMhEv~K~53AmLLqx^9I5}%Ef5kjcqXmjj`__W{0067}WYTCF&JHS4m zR9$Vekrm+EuRsUX!6yJnFqfeO!ezAgRzLSJ0`|k@7=Z#Efa#~71XWlHhyfBCO!lp; zyb$#NEr|br=L8KFSQ7)}o?~*2qX8UQSvh(>a|6Of8`ygWP_0Z5SGmwQI=~U5NXC{N zU`@*PCqx_`N>*~tQ-KeNkyA%19woR2_yeqIYj>C|L^gPAnF0K`3#auFdlhl4s9HDr zJ0jqr<+gTE3>-bYguSCSc;?+K-haydxo#I=xYd*?08rLndNHZ5fbBR-}J194G-nPvUAs>I)A7#zrfe zX0I%%u0x~6vBHl%*+UCqiQQzqi3J*a^*>y8kli=MZQ1&OePUTS8|gPC#^q(-g_uNE zs}=VLiJ%k^R`_JYEF05S?yc`H*G~2ud&_~9R4A&5uLFJ|`QqTcmP`(ZCn%XWsR_y#V*&~6g-30?05r?z|KTUUoUna8hlP~9Uo~Si zeeZ$o*@rI2^{Xs<2|F=+#j&||zq-7^?tM3E)?hSJIJt02dt2=`HX#Qp)s5C3{LIw? zl;1D{nj^FR#NwJQdpXaQlTVKh%f++7A!(7sfRDeqUSpgZsB5})CLk_Tg4Z(!pwC!X z0MmGz-}J4Dzp-)WCoZueYp9}7f%93R%r@R-j>?!_7=*HiZ)2=$oL5I0$4aSz50Jx- zvH{t+btl30ZU7zuyTh&DWMDHYui`%;e@ z5FXQ@Bx=pt{he&LKJ2}aJqjGxOuKN9Ne~rom1w z>+c|z17JT&*SOJZW<&?>pp{&-9<%lA3u=J!9Nf$8&8JnAapMo9u8(BTSkVC%%=nN6 z-yovX9Q2L`yX(|Psei{pa0j548ne!+{)9(^P|edo8FoCBC@v(~#kghUihMb*EJ4XP zruaY5aV?D`XHH;>Pkc>}80f>W4t$Ie07&}j)3LQ+0c!Pey}V*`+JyRP-!K3qo^5*% zR}=6A-7$}_=~%l2K({Sk!Ds>Dyrip{ga^0Q9l=x6Di3S9WtIwav_NcB=EH0QKCD>3 zh4qM$LCt^*p`Q%w>iN4+M_=w6Sm9YdF0Z^>$jU&PE}vO}jv{z~f_@Un$^}n`n0`oZ z(&GhE55XFZN}Qb$Oqq%Ft7_{b#+@MYY?!((DxDP5U)vyZT{|i3=b9JuyvdCI@!D-b z^(J^D9(%qQwz>kKpKEC0?i(?{;g95-UzO8g#iop?)F8`E*K#@q<5U^w!T_xG6G1wU z?uCF4{_1(Or2qizGZDn}BfcLj+ATG#`ien_5b%+IHyRjutNoYcR;se9v0IYBu^uo@ zyjq8LvF!VIo7@-QAV9aIx=-$C<}Tt%VW(**Ukwl=)C1Vwf;A+Q=teB6rh|S z*!yAud)YVd>M`R{h?C;GCVNNtIzGyjy@Pdg&pUH@lv;~pNCyqn$bRxieIFJhE}*yr zmS1Lmn{e@tZP}OgmAQ9H$GK`zUEQIF90nj&z+F*%pa*M~J&$)K{_D#hY^;2-f4`_> z$O*Adph07#T;-{SIr5u!kA`O)p9+kTzuc?I%6^Rs7cQQu&pi&m!~`+Ka%2&eAzu^G zo{%UP`!&drY@-a`;7!p|3%!M d0m&GDaaudV`WrB?KmWJNfs{3s>J+Ts{U5ZLb7uem literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/1a632480-8569-43ce-a34a-1475707ce340.png b/docs/handson-cnn-tf/img/1a632480-8569-43ce-a34a-1475707ce340.png new file mode 100644 index 0000000000000000000000000000000000000000..8120e54d69e21e706977a917be8b489b9bb63e34 GIT binary patch literal 1314 zcmV+-1>O3IP)(S7;{b)t+vWD}<)!kal{DlF;8IHb(Uab9JySCHLucfS{6^$?Fp|?@C{ohJKqM!^V#p(e=t2!ajzWmuhahE* zM5;e>NvBWIA9-sKAcp)xi2m%0ytPQQ>xXngfEe-!`H97lTS%<-^}mxINO}@dCDT>? zWfw-4^@C&f&5txfcHN;iA!KPNDhFc7Aw*k!EyYM=!CW|#Vg!=bT8i8M?}Zq`LN?YC zV-F&qSlVI;31L2xmewLRvX`Ei2auzW*kQGiVF?ba<3()>6vkhgZ9TAlBp-7tM@+6hewNU?sT#!U}gofXn?)gkLn ztGeCW0H@T(qSIEjxfcXX`GHyTh!{uFI_3^D;~_z(&5XD@V^PG7AL+EnfxGMknPuD| z#_6?g-jVB%I>b1Aj&z(_>rlN&oN$FHk6Dh0RM-V<%{L4wc&k4KOgb;yHs=Q`l2#hbO z6Osn75^`xf5lI8YiPtQwh!awn{FS6O3#j7)Ay{G3?30NKu{$VNMYapJrfe7@{Mzja2L|kbi2cox8iIZ4iCv)%MO=pOkfPagGS;8~kz1+qqB?nkuAM_m7W%y%@FS(0>q-Lmhh&*l7Ea zHNKbokT>c*wf6Rn26FZIpn9FYMP66kJi~u_jl8-qM=_qmGyxff3YdYc!L~EkREA95 zFxObPUX74>Q2OYv#n$EBHbIJgQX?fma2M1fD{z*rL&YZ~1=&Zd_z*%i_UOy?#%c<3v_NgtT)Q_P~|vl~{+=i{9=Mt9})pxn>G8~{uDJ#`lZ>{#)q8FAN`!GWPbe>_WmL&b=!4wbF*^3L4>hyd}0+E+wN^* z7o7B3mGuwRV>moDnNO9c*cdU~rC!c@E<)7NiNaaz^``TH*kA0qM* z0X3F6UAN2Xt0iuB_BlB@Cy^v!!h{JECQO(xVZwxcdeb%DP1o-LMxe<2o60|o+8w|s zE8GJKjzS;BRSG@|eH1tfeH2$I_$Y7`e7t`?0-)-}FQJd; zny$Ge)^r~QAB*OoQrnJ%KAvL}!-~qxumm5^(Z;Kmg+Ag?Mv_#PCk8L&Wm-^{P4&_FsQ=Kh=rQ4F>?+G@_p1lj z$03X&*Nbc>9PP@=!C?K^d>pv;0^9uA9W_7Mw<`-7gO7*S$02mTEhvz#-8{7Y>I%&L z$3yc`qim!G*9?5D9@ig_tdGM3jEgxOwa4+3jO(_1gz^E$#k2kJIJUe>kfS3R*{a}U zE1SwkI6i;75RS)p8sHha!bN4h-VYxETpXKw6+X^);FBZ=Qz z;W*xsR9hH%xBiMwaBRoN`9DP**X%fY2ELz`-2%s_7hYOsj*|kd`3S!ia9lLR;yE0l zNk_&@3w<2_&5LI-)L!`L7GZ4i*f|^>OvcDS+cx8xUmRQUad?X3Z&n;J9hb7~2Fo@$ zzVd>j*$W>}+ziHX#E9dBGEsqH8-4s_e4M88IG@Y&#L*~>I68?kDsA-fm0KKJ@o|>o zh+W1mbu?@^DtokR9Y6A;kNx=T6vuB~WY*yby!8nm_w=FOfTO1Jt&ctPaq(=#4}X>8 z=vb~&z|kbBNJvU4>TsNdal0_5`ZzLd1C8a-{>f`1(QPG)? z`(-x5Z3)N}8bwJ{TdMA$<*3xp*!vtGr(~F8?5wN=D8ziU)+)F9_!DjW)W^BGjFOOi zUhc0)r~Vp!9N?^6pYdW@ub)#KF^Q7Q&%89@11jV2JReJ5m~I)yY5e#V z{pllq%+?Cs$W3sB=gkZCJ+kk3emzC6eeiK;cgj=B=GU4VdPQ^H#^REM3vEU2o__=mGJ+B_{n}48Fnz1U z475B$Ap7Ct5T3U@)6@EOfsZpIEd7lzs6`~$mS4=o{9r|~ul4IJf?U)@;eFs(tB;OV z@hd&QM(YN~uIfry2{|*2T_5wAla&RiTnEP^K7vX>*Lg@{GCn>jz5=`FEdt5pM7G7$ca1Ln)IyHsh)xjNG3g4|2!<5LZeHCr?}$8I=!*}EPTvU9)d z@CRGORnv!beSPeNqZS-KiM8&Bk7rm-KUZzgb^(2KI^meVd0BLIz5eU!sYiXErpB4S z{$knrdHnjyd<5e^Ro4y;wSzv|t_xlF%yCUtG+W~69c4yRg}fdg|Jqh^U@NuP$GG&s zI+Kqu3_aIwfulOG?6QgE_4ILIRt)TEeX^=SACt{P*5~nYkB$<_XYjEo$&;9nY&NVw9$J-uotXKjtjQZSZ zgFZTF>3VLc$qM}wo7Uv7_s9wivO;v!Tdy_q(K+#Ku|hKO5q$Ui7}?XnG|Uqe{hcIr z(8n?Q&?o|~omK+k?{*U(ee7lel=L#E(-XH5$ANVsAR3)zv+;4`_au^_WT;5z;8>!M zABocs&3K@C`1`UEM;dP-(p&E(YZD$RBy7OZIbFuE=`5Q~AHVz3&8)6}<|)RJ3{Hqh zyWCr{sJmstaZHwegJcERp@Lb4qZX=#*b$y6qE+bQ7sJ+bIFdpm?5C3dwytMk9Q9-)z+7u97K(6`ropL@+HiN!RT4wi z@NpWyDIa{yQhy0wCRhVU1jlh4!6+CLjW`{cw277C2=>Up)Jk!jnOm6@2SanK?EM|} z*RNhsR?&)xS5EVe__xTInQ)oKkahYvz)xRup^xyeshmmrU4zJ?1sNl%kH|Dl3-b}r zJD&)Sf2e+894Eyc=>k$6jCL807(b0js*QidP{zw+PEuG9(b53&ohT?x?4+^d#@gfg zkm32eR3S&{-3DIqJ<~VkfRFGr<|Nl1w9~HC=?^AhiOqr|B=NWD=bCyN zaGWK9ju+Xo?MAkj@X>o^oX>pcnU6G&Yg0Zxp`9M!fI6^har{njgm@mlC7i_Ic%edK zaU2xZ;s}D>QDQ?rio>s#@99$?bMxzXVn=n6@NvR4zeaRAj$!dg;DanOKQxT;d0}oA zU}@QW@Q`tHLW!A=imd4hk9-^_I8F&4X9Ssm4aX!sq3x4L`^r2;-ecQkHLEMue9wjs zo);eVk>(w3HyLX*0qK&xf$DK|jI`a>hBy?pC>+QLoAPFpk_AfV1qU~b`JQ;gbRPLw zx&YbeuOW1^Wv=ug{oa6MrjWViCA!kZ#>W{cLbqOc)W^2#*V;kf(uZU|*|e@e2zflV zy^wu<2E@&)_rk{u)};`I)K1j#-p`-8L4D7}I#EY}NG+?B8%dJT$Ch=?he=HwJKk0w z0pp=77Z}%0w|<2|O2|wdZ^y@>=7yoGcE!=U1s^kobY7&J@)1abWI2f8T!xl7w(N^z z!ja6fNeVvKsd*bd0!U8^nY#>qV0Cx8Wq;w%myZ2~u|j$;hkBXY=wo_N$l}>ky6|yO zeTc}WRlh4_>vyGT9~daoZTUD2=UMxEqej-@SlxdOjT&Not?WTz?Y|}iA=ojFnoF7L z=8hDAb_X0KXDgSTR;4xU2Vj=(#-PD~F*gVz%ZNtOZTUFO?<6p9+U%wFPJcC`va?QI zuReM27^SarBjcU*GZf0PZ@|al@zy_0M*!8I_u(L;YzrB)wk3z`mr`1(j#{UxZ@|Yd z$6HY~DP%p4zzZ;tLE+1Y8pxqVC$Ax2q1pk*YxA*qq5xdA#S!4J1IW;YcHv7NHGXdL zwBpO`)-c|Hk0(3f&)2-&>AT?L$xit5dK!rHhRf~wWXHq$y;j8e*KG3GbOMmzW4WDf z99h3ppU}s89G|f=vTThe_*m|)(|!8JyJxHJh%{B`V=a#9+7K58kB`wT}YRh_S} z7W!D_e$y20+|0(ci*fY*(~d2Az=hyr{kZ=3HuE!(cxP}h`oysx>LPxu#xWhto85Cd zuuJ0}O%d^9oj#^~oM8NF;zuCn*Npy}@u*_K$8tWx6Bz5~g+d>h^Aw8Ug6<}_gf1-(2iM05nO_S&cEa(E9-8zaJro}= zfTK^hbXEl)JK{(WFYFb@N7P5j^}^5|@qU&3`|AtcZC&6f_}E@0AB~T?;A20;k!4xv zV=v=c)x#b5COP@tFbt*WH4ROO$KvZ85n52ni+Hii5p(+A{F=ijQtSI0Y! zy&!l6Q~8&kdob>uArN$YAVS_jYzB1xVbuAjV|x4z-zEtYCQO(xVZww76LwkqKcMoQ U27$gAuK)l507*qoM6N<$f}vUZ(f|Me literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/1ad5b39a-c730-4006-987b-fc280e34940f.jpg b/docs/handson-cnn-tf/img/1ad5b39a-c730-4006-987b-fc280e34940f.jpg new file mode 100644 index 0000000000000000000000000000000000000000..88070904d72578b61472034d210761bba09cac12 GIT binary patch literal 36507 zcmZsCbzIZm7dL{0Afc4fihxQ=jYdFPP?W9#5(2^qX*Q7V4kZ;7lmSC(%K z-@Z*vO-(~XLrY6*7^TfbM3lg*`9ewGcXrRBUuE|1lzo#|_Ja)9@Y;{gEL|@6FJUed zogb*$D!}+he_O6|J?%Yiv<0+(^>kvq;r?hy?kJ}}$FU~vzL@>r&(Gd<|9>B_98AsA zqDmRzj?3%z3+nIu+W|L^D37Qv)s&Voa{~QMsoft#V6^K70u;p0VQBti`>JuJX{{A9 zM7Jar5SUf`Tsw!~&qwsjciYrxW>t4KZb(Pi(XxSg4}ntB%KGtyQj{-sGf%d!v)g%#vn7 zsfU+*pj$S5Cu3fJ7^%h14T*Q5L8L}A)EWE|xfLp|nInp5_2bJu(-Xh|Uwcj64vcr{ zq$~$pg=&WFf3Z-4$v;0M#&thz{88si#u)&CKFs5eyc)9}iTc;f!W8PW*6gbWP(7!Ny#qNNv z=XwAA_NhGIh2Pe|ciEA`kIA|<0Cafbz;`yNO`w6?>s0{Ae!|wgJ zaV*Hk{?U+h@1M%PfIhmSXQQB`M>MVsl%eBCjHNu)V*lj7=f}0z`uMF9U9}dL)H|I{ zm3sHwP36S{ucy%>mvndVEdRtfdkFc}r{suw=(6PSy!l%@h^e3Yu;fIS0UDvldua8c zs+?7I@bg_7L#5Wn7gf(|?>}eeZoZ2M8D_PkY(A(bXv=ys=YchlDX;==yQ$URVxYpP zzU~#s&?Dcfx4UMVnF{!p3pn=KZ~kayuizT(`}$C6Iiu$A@3W&j&1v@%sy@dA-atG% z5Wd0U^S7t6px73b*7A2Wq5;PqXDL}e__G|Lv>fi;a?5zLPdV{7tOSsHE$AIPd&7=+ za-S%W`-NNFAu~>HQROQ~!HOz&-qVsSwIjloT-#C##^jyaRD6yK5U%`L^C{fw>l3Q7 z5ro$D)Ab+UxB|iV?V}unSidn2XD2%alm9Ldt!A3ZY))D`lb$*XVVj(gIO@M{5UvCk zQgam^DKl+<=sj=q5aZ!`d<89NIXkJ{Rk(G=xQQ6ySh;6WtI<7fa|@LMo{61MQJKff z2piC9>V$b3`O2Yl`{_)vSfewe^~77#^dFIdZVN;;Tx<_xa4Fu; zi8DS`y)+~-nm$c(F5wvT(xcUbP3?Q-AHX7Ceefxyu11e%gd0|X7HmzQSpA5cd7%K^PF1X3m`V|HktOB;W9$lLArd0^p}I>?<)7~iu2=Z$*=IKY~BIkzq6IYD%h?d z1JY7uy2i&GB8Oi^8SbZJxN!Dw8PuxqS`e9aoG6RoZhGXV)B` z&NfcSnCvY~Hb3n|?DDh9racpHx`AP2@PB>COwwZV^5H|?ZJyWp!d1d%Yuq!xr8eF^ z+ZglYP|bOjyS`D@yd9Dg6Xz3l&&&SO+4qm^DfLfsXWkLqP2a||XxAahVfil>O`pRh zyAWaXZ=OHChlD4WY#XT3+_77rsDA2sBkmIP1#C2ktn%ZN{W8-ra-0_#YyqS{v5Flz z_V9&>a#CC!UF2QYeRwWkT_n%*p>gM$e=T+y4w&m~pYw|eUu4nc&%79}kt7DXJ_sp$ zqpWe~!wp>bBMw_f6OCy`yW6|BB=_B5O&r+LP{~#q?bw8t1hFrM{80kNv=*evR~6eP2LlUUF!c% zYQDu}N(yWjF36;N`Pg*^Ub%Q%@$%jhzbIXEh<@l(?10%K6O zL;XCQzrIkVl!gg!&pY~WT+1o4s%rm^%<2R^N;Y*LYM^T3@1P-#K#q`&cW?`gw~#Q! zK<2z8+m)e<+B)6>meB?7k~bhHJUC+SX5&ejs8Ttg7_FRuVNMx^UuFy(-zezc71v5fxv8PT5K;Nulvr7%|6u$`WgGX7_3oY_X^H)1k8q%No>Cj zLwc15R^a!z-%JBbITu(Pp6?6&M2@TuY->QD7HR zH_mQDtDF$cP9Y+AL|Eq7?Kg5~<~>Ay=1~zKIG^H(?BZigcyDxOybgfOfvl_{A>jo& zzlUY8s;lcn-HG&HYBA3)79HyP+eyS@Uw8c#Nn_&SpY{n){79MAqLP)LZ-4ormciPk z*Acv_KYQ@rU%IQeBbPlNX|r{Ux#m}-C4di^65`qV^s=w_OQ0|P_9vL_H?!l`so$@U zLOZ(==^deI!C#Fr&+}^T`v;rmCkWnd8fJblQ4Xy$sSE)dRj{dwvmK{R*hIMr-S}s%XDKHx4ZIs$+cK>uO zH;!`wq;RlK2iYUN9F6RHwW`!(`RE1NS$s(KHObO$|GI21qOxUG6o;s5T6FXLRyB~e zXIv$^o1{IbsxXL`CS8qxw2)`@Ks~gRm7^=9$5dcxDn-4D>meYrr!e zx+$4>mT|D)dJu+019S**oE$|su=;3Xw{cWm zhV|QIe$3H?8LK4k#;!DHg0K4DtkQOSh~?C4LGY$Gzds=Hr&o&!f)aUZN_Kng-U4#zEFnfQkKW>Z} zSVyNe2=&6RPqh9Zd84^HU)H;|sHHcBKUxB^YBZGzBtzoDvtBjvMDJ)3A!&f)bR;P> z_W*A(?8SL}@J73kPSD7?kKb%r7TjTr?FySL3zP=|(tTI<*@`AE!}8;^^l8bjr^@wn zN2dHhQYmRTXZ-=bF?v9XZ$MZ$*=f9Mh3QVi101hVv5GbGt-8=vZG`FVYhqzdzC6BF zd!1P^{XCiKzX)jH_o^jnv=sKwycVb9yJ$ci0~hOESK3_OH8!3F|Fzm$$@bH!^Ve~Z zm~3ESjz3a0P>1=1%jEIz4bz{I<2+{%uVolWEUkb_E(Mq{Cij*29>+!Qz$&RuV+{9h zW6av%`{u2vWczPoMkNbdO|du!o4cPfNr7pkqkrGUxb;2x6nUz$A#e*41Z1-W^cC0od` z4xft6eAKZU)4cJ{f5}2JWNk)aV@XYAfp#rNRvow+mY)a6@_koDd2)9mWCy!a381}$ zIG^7uxO$n|nJsA2d;f3Ev~YeA$|8EPGnulk70ty|S?|B;m-?6`)E6USz}92@F=AS1 zkj;PE`f#a9o;7#DYtF=>++>+r-~4ZC6(JzaK+9zoW#_r4{)!%0!MELAnL4|^0ney% z#pQZ$EoX{?(we!*)@wsRMU(*}K~&wnh-Y(sM9mBe{Ot(-3!K7n@}QbGnJZKZXkv>t+gP&t0?r=Ch;yV zcbK2#{hZ#J&cq0lMvDTk;PXqH^Y7|>jo)JKl{uh{!kPfQ86CvT$IkB#iSJ9%D!jC19T({Euey$Z`y6en97(b$1h7S| zoa{nh871+p%|)y;9`T=Ss$$^CJ;BVJwFz3@1MIMzunw-g&mt+9=t7lveLoD#w35Lk zeD4$&h2m1(@A^rS@r}{F%3yv1IOpUM8Vy%38|*~B`K{YH4IUY!@7uHKd2N*4nN1_` z{qJeWqbDQI8^_MvxV{TAE>!iktSZ%Lv^x2_WNfZ{H{y~ceQ#W>BJ>*iu)6GCUGwzj z%L%!~0fbOAfZh0Ku<$VG4cU-BR;Loydoz!eXjPVj%eR?mi`foz{0LWTX`WM8--)!} z{#p97)DS43k2W+*PaAr+ZOs@M`l#$DIRF)4{i>o$CBizANE_Vzr?UgE%#r8#a{kT6 zq(2sa6udTgvkx!!%xPM^A#gclnmClE_A>yYG}v7!p(zW~&n)@&^Q*v_aY0=(dl@gQ zPSaA`O(jvc0}`d2x;`Jzx#$nKNFl5hurSaIjOu!q%wqPWDb{Xzs50@Rq|D8*7ySH# z+b^4<`+L@M1U}0(=g187)%Q;>P1rd9ga`}<$h&RFVqdEQ=&8sV~14T+A=7EWR>YnWB12WGbYN~xUp8{?o5 zUY@X(hNk}9aoVk88_b@_QiOwhWbiS=f%da#QRk69vN62%N;wff?@DbH*~VD6PE{gf;XPl`Kf}E%`)5Sz#-8|>uT*Bg zMdB{g7rVEb#J^?kU6-&v71{7kVC5e?nxx(Pv8e+5&~DkQ?4247@ViCi<48;)6xFUY zBuMG0+!mOui{%_=Dng{4V!zQzW3x;3+naUcUnXCZM6nVT#?Ye=l&tK5fYMI zM-{ujPqG(V81Mo|_BDR|%D|~5x+kbt((RlxH?rOIoTPH5f5n8#3I#1Nh<>q^c;D({ zcK{T?MuKaYbE^LCOid*}h|u+P?tD}XT(s;&2Yd7eTc#nT+qia!oF)Li)2vK|1~Dsd z-~-b%=GEol*RxFIf6e8>Kt0hiK0A7%9tjBvrQB4OyUhwF7VdkzgL-SP76Rz}7Ulc| z4wD*aP@jw*>X$H8u31ZlZP|qKr_M{8K+A?*$}+V89j z?|X8?A#S;GBn!l!4Ud%tWyN^DsN0P~QZ+IZdaqe--wgvrd=edRrfg=oNrqK*AU!_hIw6*L)9IcdcYY9) zMIH>&MyRQ3BhHzey<9ALP|Tcz)X)%~A*w2dsI4x?+P;I5F%8GLjLWZ$v7FZDiG6qe z1e|>|r$C0wh*^dOP))_Vz8o8Otaa*fIv`|=*{|3i&xN{}h(DG_gEfi!Rc@v4s$S3b zXuQ~b5=oOUeS^}Q0aqIXEi502O=P5IBBn)0S|xpr<&hOGlL}?T-LU7NNhB(1?T>LV zPTw%5tUYH#tEF@3sm_3w`WZRHX%gO;uCiPPOJhBlJXquQt=Ry_nvZVMw{E|95|u_1 zM}DR|YOY`vi=qqAy;vR4>p&#ktE#bSZ$5s1u4|gV3jA!$3^QYN`X$vrb~kpztU4e) z&`h%}@<=WDpf9G1%SCiQc9iI-y{%J)j~d!%8}+tZ6uQi8oQ2UwSO))0s1o@qn!?EF z0Q+3y<#HrzN;D8#qw;2~`r@!9oSyh8-+kth1#g~DBUg-%22Q^Ox@)hB|1RU50sMG> zFNEQ(Q>v)u9nFK-906_`4pCvQ>C9ECT~_{cOp+9*j0QVpFz4Xp(5%|eHEYs|wAy;= zp($rVUD7EWAYIKb$XT&lIuDJp)Et?o;C-{QVOiWzYT&%YN>pYeL!6`~Qm zLGcx~4l%#r-aM9jnxw()Cx-^^ zLYWB90kc6F$d=Z7N@}&ASXc30?MHI_kl&EZ_nBOaJMbSDg<)YaSH)UH*DOmk=cS6m zrrL(O{ySGqn%Pq{JI3#&0v^2_EA@R|&J#iHQJ{JlFZPLtHfk&dqW9eQ5eG5DeTBSd ziKHI1Uyha{ddI$m&WE=T49gR4xk$la%M_PUrm?-~_i@_9;7dgm%`I zdn~-B*ZA@}?S+l&=i2v7yRnQRXH8bi$?d@#=Ek%$K5I<$rJj~k+$9gT8fDfb*~-E} zF3|P`1HYIet>5^95HSJ&$8&XuokTC|C3F#u!uH=H$TcT^Jqonb{NgcEa2x)X!b$JV zC`?_CTxOZtUEyGBJY(_f0j`{@UjJ%f$uz~e9cuae=|{Dj^Anh|SN&`3ywK$bpW$|0 zCh*&&8>Dmt#dDLthyT127`N?W@AB1w) zAPLqY-6K0>9WCX37MErgZ~d2%qN`WM1{MJVn+lcm&YH``RVYdr{34FrV~jVWOt=bNl7@U9bySsX zJfmGYn1&1~)2g?g^MUXhstr1gc~my~pS*k*CwJLo#OQGEaxX)v$`a?6CmG~Adk=PTXf8(M3~qJR-qTW+FaquR;T=LTqPXqg|GQ( z7Y9|ETDqI#o({(B>&+M3Sc82X`7qfa5+8>vfA_6O?(=9&(&uq%-?VV_$}c13WdM_P z#fz4-dWu4~lny{eM%@vkMD)Px{@84$@uIcMH%tt6wDq=&=?&yRxF4?-g?bM^StGOt ze`<~VF8B+p6wcH983_M6H=RIJM3(KAZ5nb+ zJX*u%^lcW+Ol7Kra3w-_hhwv6MC*s>Fgw47K@Yedqtyf_*VH9ui`MeFk(~x52 z>Vij3*Cj@dpxTPE0_C2)f>W6vb6HHZu#z}ebGcrZ-#gfr#8;cDK%<&fXl-`qD^|^VFU!Bm@wB22zrELE-%K2G6la?KGBX=NMw_flALm&UptTYKTIm-%rWVS|q8Q~0S^FV>!MPaRI z8bB`cBlO_$wApf(JjUMj3Z*^J+WlScU19!Aa5zb3mGH6w2J*YGj7chjdSRj$81& zGLT}0N}3g}EegAxZJjqQrI`UTY4!>PDznAhU>16GPd`i^H#9Zog_8v~D9hbsy=NPB zBeFn~dGd(Z_1SygOa_t&HU z5)6CdANzxP?b_QZ^?g=^yPBzlDpza|3v;-@p84o3$TYD9Emh|Zh(bL7~bSAw1^ zOK0@hM1P>hl~Z|ZPq}nOA7&%h4BrC>S0W{7y^81bznL_?VVNmod!I}`u^6lS1P){t znV}WtYzNGDa{cNR5MYH6N8R{*Pw1^ulmOXBvT5RnuSboFQllZ^At0}XGAi$}60y(u zb2}LxBzw+@XB|ZrHTxd?{2Vc4ffFoMl%%J}TJ?9Raw(qyf3UNlG__c#0#jNLd{v;I zzP~8rH;slP0CT@JcUjdwYw#Yg$G=gM)1UFN=+kk!igZU6G3C}g0o?anJX(L_dd)9e z?8DDtF60{$$1b}v=!!}^{O5&kt|2+jDN zitn^PrxN1M`_^ei_p`(O6i-O^pw0z3%}r5Nh%_^}#x0{kuz}96eqstQa*2!&Z1>EP z{)LPOE$gC@*W1WfmN5?RiG!a|3i#NUe7(;k+gp$q_c}+<;6-?`rDbZ}NE(vNFuWOx zed7ji^ldc*J$O2I_3c%k3w`=XVh7+al&d33=Cj_ONz57hTV}D>w4x>gU2aSUB^)Bk zFYhc;;FG>u)Wh7hmm04h1>bD*$Dpt*x<#f(xJb`zE3#RndK#PA(C#snNx9<4< z@u7+aZ%I9fEAX4p%3YS^&3q@*@}Q&w&C04R30t!qH$DU}9BO^?w`);t94&^K3n%fboH`MS{4`7_$!M`*|8`MUwp2w+~CM$&PR27dg6{ z$yX*TX<>iJh%thbuFUS8*XLpEvO*qGThEeXNhumhz5>I9^9UC!mg(RxJG1*NtaFM@ zL#`Cf8O;#${jILh#+(L2(%Kc8NtV{rHn8iFwOG!(TW9M0Q&4h6&oaW%M}*mQhRzb9bQ`>+9`4jnf>S{q{oNcigkz!uv9Yv#Ve?-57-O z#$r{s^)C#h-qW%6I9+EI z%s`(@cl{q?j!}l>kE@%k$J`>!?G$==#Y~OXx$S zBQXlgG>py+YA7uj*Hp)PMNvQ*PSQ~?J|5SWZ0hmR-U;b>_Z4-sizMO{*@T-51B~g* zy%#U54GuK>xLPN)o1K24%HHTDK%W z);|K7w9@`Z^Pnzw!BO5f&mU=C<3OjfR;P_5*ZE~&iDtIN21j~7sZq}6*(QsU;P1p% z^`wvc;I0Zk2VNh?E@a!H&=^z&y0OiNwU>E8sE9i7SGxbN;9r2~M>Z&`OiXORf^84t zs+FB@B~0u7+=e*2 znF{>_7=Bxr4RDm!j^dsVg9~_aFHy4M_nG9Pk=Vg&H#bY7-?im=m~67G7hdLk0lc_< zN3$c0I_q9z73pI5%)%%gV$^}Ee*om{9g&s+x*g!X+E#%kcbmsvv6;-a8Er)b4k7(9 zZ-##MDVYpKz^qZlOO4dCKIo<&jDcb@8jmwr`7w*olbdqCDqwPtsfMq1dqc~W{J;-s zkx5=i95i(&~SyWvZ3M=T){HMGv`?Mv ziZcWNhRjV7RE?5jd*6i!Hc3O6F!uF@#~u!Xt&O9z|77J}`OJX0b>37Vm*1*#9RJBn z=~o-Q(ekssDkT&jc=X$7mzk2m7bnD+!xJs*>)Q4m(J1(Gbt(Mnhe9$r=`?Z2#3;~j zl1?%{C4sG*wZb$q31?OV@tEI;CAZ+FCA37QDKEE0lX@~A^$w8&K`&hCmY zQ10RKC1>6S*mcx}#rRoVX6iR~EnSQIy&rNOt}Whkr6O2Y)~prLILp9ft*#Nt(zZkn zt~`L2?Pt(R+qKm7;e}o4f4Qt$qZ4^kJY^-R96J#%6E@U}(vp%ko)z@jZyo>C4nqe_ z-p^$yj)T`hW9eoBI^{k4L6e3RFon?ShG2vw`i*Rz_W}nEqBzLqvNdRaTOFRO_$lvv zSIFbyg6CqlcAD$}s<&kj%B+j*4OJj5EpwTE+#-08>=OyAB^l#AY^_z6GcJ2|3#e0r z&J#+G+#~At?o?Mu_8sPVRLPzkIT@6Hr&(}pW62RaPiZ-(pil{LuDS4RIyowzxHut4 z-#rDT@4iIF7QT9WRQ8%yHY;(I{On5kY~Pj$b;jn3zW`J(NbWW(W)&Fa515(Vl^O#_ zOVQkD2jGGb_#IRYO{HfGBaNxUBvLnN1h9jJ|A_aUCOckmug2?I3;gbXV?2f3(t9;;}`D5P;wX^*l z0^;pVtjsEr%4ofP%4Z~J``71pDcs5Hj?6~#KEq`|GN%x9;t&2niTl(0L1uTPvO$iM zdu6*&msO?gtjIDt+9M`h7-qu$ZD{RoBhRO*>{ovfA`UwFk$lrW{K4)W-U{4-Cnv@y zzx<>`^RjDajm9*guLe3YUT{<==9mPgH!~u#u13hay>P~}nf0L)c#X5{#edxC$3OJw zt{DCdFsNKBuLY#!f;m{tH|wNlOXr``+@c%P8uiozDe&&gZ|7_b+rw3o^v+gHDGODc-g-I z8=|nJqit|Paa#!WdVl;pmtun5FV8NYHDaA|;rHG1)~4cB6u@ndS$nWz0-PVx`nMUS zesZD0L39tGF8SnR)}s|@vDXEAKo^;ph~Bf}am4kkZbH-U0S~AA?B6Q9<-kf zC3uH+Z0P>!L^`-;rm%{q963|`abDaW`1T0%@GL8fyl}17NG_+QTAF<5F{HZIFH)f( z@_cYvX{^Qnw1r8mP6RV=x#!&3LA8tAc**k5>GoV^O3pxqAJ~b{U?lG$fel1!NC!ng znodFOjTYe9MklNm%pq_@r z*hSp^i4JCPSE%H!^L;GXL6-68^o_S{!`00ChuF+Eqkz2tu3>wTmk;_pn~IiE>K~0y z4nEJW8@Ky}!RkPJF#&mzp4c$oP@*%NYV=s^bONIZ?rh;x-AW)=SPlRFY(k)si9qM( z2{&N&wD3JDXcp~7a@J4|=2fe$8ydPfO^?txW4&?$`szA%Po8?{X-DSc-|R6kH*P!YsY8*@ zAF3rNcpx+kJ;!@Sd=$b--h`_q>~Oz4tWexKi;aXl=3<4yt=?P8Jiq0(#I1ICw5HD#?*ndGj^qN;4ay+4o?FP+NOPgQTO4;!Dz$X_8D9w z>8GlI#Tga%SG)bb**=XZ58C~SWOBiSMt-XZZ$ZIDWwrA4xJL4*g{*YHRaP|bR zaX0XNAM*X3XsxOAXG~K(>~gL6E)K0=n>M8UqhvxJ2c%x zmfHHWmFU6d9geLVC_?fg4}!OKe1EX7zjm*q?gA?Oab>p=t^Ud^iW6eIu;e0sSi!i9 zL)F$6L+EA2EsiRD#sb3eXP(v4glsT(y4W&5G;P_u<$QGHeaUj^pWQbX6C`j|d~L^Y z?G3m7jCKJguol(euXZ+1gIN7TiyktW(fLoOSR-TuvxW3$(ak9k0E6lnAO7@C#Q7D* z)Q+g^N*FZ_g%F@Q^Rm zbAlS?y97eTU|+5acHxl^Cu%L@G%I)e6tCdPT?fwzj8|$K**h+Y%FSRD3Z*w;O(RA> z*{5_{mgw)diX0l*QeKba)xt+&U)nvn4wN~Q{EGmqwj{J)_4}hx8cpm2RJZI0NJ~^!c-O!?r(Y_bF``L^wxI-6&$sOy> z(>w}_DU}u@SbyP5r}cV5|6J_W;y1d?90@95%LFIPJaGHekZio~ra5881n&Ii(23E4Ue(_~e`Bcn7Pw#znb&LC z@^*z#Y$ijPh1%*UJ~O_0Y;8eqTkhZLx#DHgYWbT&V9rEwD80ip{j)hjkBm)`9xwXL zC%3R@#>adZ6!a;`==YyG?2m(zQ;MOJsi*_U-m%&39g{m*2a%KtY96x7zkGCZl>g%a&sZ#dt;xF59PSf83sKo&7_QSDMmeRr^9+)okQ5p zG50~&j&E=Y(U4EG7x+th!LWBH4_Y|;S$#7v5DCsCQct#gF1a#{NYQVesFlgVMM|#< zHS-`|As~7D1&qoUpwgcJNir!QAAUl)9zl^e+p2~zL;X4U4O%ou}B z-az9+cp*3U`9HW>PXwp-G+o*mgqFW)f#mT=NI)X?*#VFHc50zhu6)k=a&bW~Q>GSu z4i}EKrIfzR0F|8iTg2aV`l(hf+CSl}&j^IB;gLEmMr)9WEAHza?F26|Mhje5Bc6LC z6mp9Xy6N+5yW(!I#39>2i4(?JA{bf#&lILI`yWXRZRKUlA&2<6`t@TX47c=12!uzs zZ?U8D`>qjGHnSj5;?Ug7SeP=$MHX)Y{mDa14Fcwo%f` zW|UcbQFOUnaS_Y-a;2-zS3*HUxbq4El)i1SWh$UFGB^e zz9uH)fVF;WgP!V}i>m1h*L24LJf5a_^;TJ-nDzjwlzadYN{;_FW+DW_s9SQZ{b2K{ zFU~pjUX9Ka-`V`X`dLkxg@@?b8wb|)bPK#(9aiG^%6u+uD-XO-gtwxyP zMazvZe(AvM>@EqsJ(hnOz+_@d*MuJY6dOdngDw zj*6>LcLtR@wdT_+L;;ta6^``H(J*;KmIKUu-Auj*ekU8}5 zpEa#}_-Z8Fl5&Y#NQV!1~K1F3In^|gFZc~n~W-)w=N#BM8 zQ=G39eV$+RA7r@GA2$MDvj0J37o(syHz;+*m+PT6dCn50YKyW$Tkz|gyOWT2|IINt ztZ=_*emeQJbs}mbM%B7>qJrfe%0sc^;`Yj!l3bJPg+*_Jqf!gw!J<>Ar%`xp0bxQ2 zx=z0ZFNzQ;FJi%|Ui?J8WYm(_M-I*StPrHX*-31~oySk?AYT?Sp}(rM@36^i#_0b} zM8Bgt^pkSVxpxEvM&X{YQ-tz>s}3Tvi%?H-|CpTP497+?YM* zdyzo)Q=Sapwc2k!iE?#>ckKn3FPo<&Zrx2f0Vg{(Adq?c>7zB62rjp1=Amx&Qa#kN z{7(&wp%`YbMUVz4jO+WT$%rVNT0F&oi)IW)5+1opEZ6@qIq@TKiHaoUn;k(z^jyq8 zp*Pcy`<+{(h2)HG?=%{AIBCfpqZlx*`Z$gR8Q6E=RRSo}^oJK=fr57#gx6$<6+rir zb0Lb;Z)TSmcSt>oHn>AWYaZ|G>Zf-mPB7r3QDP(63&Bp6a4iaKN{#TFwRvNQ`bP{);T(?Kh?!^dr-rswcV!bVoV3APUc0N!X0~KO%1+z= z)P0pEFjx+5%#VSt@^69=6_mOUPct3Y;LZ4eBa1i+mgr=(!DlV{CSNGkr_TlH`^_gqP^dWd%zd4ogtG zJQAXPP|=BCEhK#WAq30WY$HUn1x=kO=%~X<$W0RRj&K=MCye643#EClVZamS%jhj$ zL57!4wE>EyMHYa8&C|%+mDtQ>1nYMc<8qr05Rj?M1}&G+A1oQ5g-Y)sgPdC%pJ3U0 zV=EtA2=*01cl&{VJm>s-pwmDm+O74-35viT^xa5@nl|{g$YI5^3qi``ZiAc;IU5|` z1>YNji7&uOYNOGR(^z?}{#l>5$7WB4p^LUFay|yft3L-zUOjIy>S}8RQTt9kZ&A&U zjGXmRImWrw((6hNc+!qBi9;0>@a1P6K=qbr19DvX1OkSTycK{%{xCgG2W8S@;*aK@ z9wZ$S`0!t0QjNNoOaw9Pu%CXfk8xQl(id$b0ac(@z@R5B;fQq4(9<1-uyj9D#ajFT zFEJxrv*Jyt#o^X@W`&Ob*17BeHsWA;3GjEvL+Lo0xPO}vX5tc=B|NbguoQv zwk)cTKb-3`$7V;=@TAkyN`jgnEV{G=?A!361M9VL9K;b>MW_>TxL#i4(*_hF$h#y0T z-c3$fm;B=irR0^kXZTKYWt(%qN#S4MmX9GY8Xem{F2N@!j=PKOw(BJl$7LNdwY4`9 z{3Kuehhaa)(K1+d;OT-!<1rMnOUH zI7#gmSwO6;8MC9%CMasd+m&NqeA3ET=QrASqG_V=@Y5Z9d90jx8N`kypebS9KXm|; zQ`F(~cwg319wZTi&ntC6*>3@c3QLRX7m9q#g9@K69kUpE&iZsU5z5ND`0^`@sgzc_Zawyj)lZB)ka+E2JZ-wW;Va`Y1uFbM|U5JlQX1CGgVgh6= zVOB9`=kNens9p0$@#B;;&^Hs9X|#>7|16p~3e@&w{Q=yIFo2g)`jUgfVYop|jW>q_ z>S`y4aFlp^I7e7V1n&eW^)K@|io$|<0z*$DK>d}WJ=3S@7#&MEz_jmgjrbJuWkRgH zL@BLyOV^z(bSHucb=nPrQ(PjralEj@XLcNGIMXa=L?r@5L z;Lv>t3AUspD9XncbzHM{Uuuo>TfNRGETW@i!WfbJ(itnbb!t%qJGpprO)=mSvmqcK zIT3d;kpuR;nD_*C?^9IsWc?0gkDLg*z?TDXOl^@q6Nt&3;>&m9@V04KMn{Q(yc~t^ z&L6_T!pjPnbC@`4j`nhFy>5PH)8WLDadj-azcq*`lN^CD%`z8V7K%>=7@(IHt{3Ls z)n-_e4l)hHumr`7Xt6GP8KlS1_xtHmex40)#;hlt_ssUVX;m>ww0p?PJ~4)c9*V!&yg z;2z;PM%2%B*7_SAfsYyrVl=q1W#yEn)KJI??k0}LAy9@zCI>mgK16ov#vF(ez&*q( zbRjy97W9Wt-C=z8A5kAKuXd3((nHPM1I-;xQy-0M#?bV;*?OVIF)2W z@?+$P0%biFnpVKU=ovrtINv~2DOUAF)=!yGD+&i30aJGt7_RV5d2N}<5u7uyHCjvG zNzF5h25MP#F=T~WipsZmi1W6eW8wfAFacmNaM}VZ9eIc85Iq%VCvX$1c@2z?TMxt*i}0pAX?Ur&`)mN;{L`x2s~~9pXfWMvWMFV8k>3bjhGHi4eauq{cpV~U!@lQ z8DnF#&>;1FG_;#{Li*GaD1tfc&d{e2FS!BGU7U8*wT|jtto_>u{x(-D+ZzVxsX7j9y4)#o7SfT7PndmD zJs4D<`*JLcT;gR$qEn#+Eo0Y-0O93bz85XR_a+C`txzG5nli!$2sMS_r{w~pH}aG` zl`lD;+ddV&5Q4Jv4Y5rojixGgd8zzEUX4BQUNOrg*$$Z5cmKY)kFe*IR_;_Hy*XnZ zhhdQJ)}JLQr}xGK!?1NiRHgib&T9RlX4VdgR>8tt&vvXeh-ES{)qxs%+Hxg-n}3fw zo5irXs5aGc5Fw4{*d_ul);kR6(5(Pdq2KDR{N&LC*}>@3Md{ho4T&PYXZmA*D_Fh( z=Vy!vxZ9CVomZ{DetCH05<&?N{*{FK7f=J z*SmwRxH%GUAnt2WxK9x2<~=J#uo=#-R%}bm4nXB`S{L#oB#3lztW3@&5p$4CePWCH zW6^+t($OJKLt$4p@|iqtPtM$KHCcCK|S7k{||$ukY*PvpnX8YdsN6qbto*aqvT(p!x6hw-iL}V z(?*9m5b@%zifw~*yVaNPur9wVk%#L`{A1G>ZAL@Z6LF}Ai)9kHeTJX&a)E+@Q1S2o z@{n-gQ80XRm+F{xvjEJ9ccK8wM;eGh{u@Nj{(*8x4iOTU%;-NH%NPGp#MPSCUrZ4F z8*Bf^HE(Q|7%Mmqqrs?NOx)ok0M@XI!A-&esQn8_T`jERC%6RN_~+k&8TjiKmI`5A zKSB3`t%|I#gb{#Ii%b;x=fgwF??jBUc%_{)y}%bHtVHmgOY+5p zGH%)YB0pi5z>Gk;H)Eu%MvE0B@yl9T^|`pU6gxdZxGD{c($l@n<=;w4=^{?s_5zUWD2f{Ws{8i5cDd-u6~a3s6X(f+esIaWF*<^4`tQB0%$TT|&3P6ph9Jooh()_$ zr@b){^_w>IjY(f*9q4*9W)ZiI{nK}!5PULglK3Xp81Qx`FkojwO0}gEp2D| z##8bJMUKSa3};pLaIb$!?$hzII1tmdC+08<+nM0H(%NiP;rC2vUAiP1Tvmi;bVc+% zXs?rQ-2(ABmSPgRjQTAhAohFfzyE8kw=Jb4A~unZ&2aj6K8&fW-C^AINqLH&N5$yVpWC6GX#b zxP)eH6&_KhFUCehNVckt6^TtoeOE2lfL6O8Vv$R=?K4R~SJH0xTlt=@c(zI;eR)NU ziHE_&+lV|9hfpCIpkP|4YpRjv!fE;(am&DM;x!t;*=VE1`A##4EQ2wHY8J`HASe>Z zC76Z&VMM_3`(@bN>LwJS@cv7ICj)T-6PTibGze|;JWG;75N9gyko2An#sDnq z*FL3@T|Nr?N9cbNe$jIxRkr(#s-Ar@O#Tos7H$^6VKKZRN6EfS<>CKuGxNeDcPX#^ zJeVafVH$8+7K8>NUN^usf_de*gfV`A7@Ia;pc06Xb(>su`J9@6AqMh|@Vks7ImCzZ zBMc6_(bkMEA+1;j{b$57O{g37Zxty`0guxt`nG_(2|+=%#a=codbUI?cWcq7{lcym zn7QYl-sm7gWsMv0Ac}|V(2L#mX(-Ny&cVb50oHbl9b84yH5iDK&xeL6{URAuBObl^ zvOfd!3=8xdP6|*9Yvcf-RWA6+_@qG02!}By?69__?-za(?Y+|CaNdMM>__DfTKixeEq~n^NR|?PJS$uS%l`ttg=vRh7DaG80(#NrEy9V2!f?)NZ92l zr+wli;nPoC<$qf}nlUZWb^S&q6dMMu&rNHDgb(W&OW$*lLSmFhY1-CVEQea?7uc_X zL!Fkma~od^afh2%$o&B`PPQXNiVyFSHL%N^N!y`M=HeCLq?RGHb;C0=uRk6LuIJ^1 zq@M$J88!nH2z&qwyU&EV&)?ktIQbB#{SXDckHTMNMReAOVsLO<)6bZd!6q`rf>r!8 zdm2Z(|4W6zhX;EbTsszzaSNdVS}>Jqs#^ybmh?+(*d6aa$9A$`TS%eAEKzXc;-Ce#E<(1g?F7NN3x0iy< zOoTcHO4`UEqHiIuEO^hmqB7-DVFE)Kg-rY5j_YrJy}o+RrGq&WY7hFpdW9luIq?G6 zed_T~cPCwLp7-gZ70ZluWZD}D4iN=?(x#?U@FlKfwDtMsh4EVNiBp8`b!7(2W^1qB z*nvOIas*dPU7kYwy6&>`TnWw=di!*gv3hXQUYenaga#og=z>RByH6rST19*p*K!=9 z-zJGOjYTIswj<3<3ff#Aq!CLLFqe>VJWale0LT(N0ONl3CkImfNFNWz+&n9ne<>A{IZf%ct=DacOlcE?IB1yR$@`OYle?s_Vz?`M8q)3H^x?Cn{ToJ&!w+TBT~s| zqF;&L4=k?^U*T4*N7DSsv*{i}Wp-=qw~_sg>Pe;<__k@js4V-|u29s4ESgQmF9G`| z(+$ShYjlWlTQrO@nx0=Au!g!@Jn*(rm(Jk(XP^O33<$dTH{}Z31^r{S8Y`2`I5%@O zERl0!p}bPaW2hoYC&`UUDCGGdO@BtSd0GDtMsuHH*P4^o(|HUK1!=_1p%pFu>ax3? zaJ=UxCCCGg#gZF6$>aAIu&w8Q{zDzdl&UZ6q|2Edd9}1v)x!}-`?bqCGED;U3{zGi zFYMA%eK*yb)`)X+&DXmQW7kZRmLqVa(|0>788gB7Yh6E)rsZ0WWa;n z0nxoY=C*j5?koPKPMhQdEL`>uT$}1zupNo04BrJ=rEj5Ev^{dvIP9{6R`$WlHER9Z^E!xIdOsa zm-7owWFUpBd3i=%k3l3~FD~zPvnl5by3aUR238KgI;BrF+?K7AdOqg1{?nT29)>r% z?#!DV&HLEj0Wz>83k*?UXkL;Eh6dE0Ax)zwYtjFJSaW6F4uLa(&467gciQw*w{W06 zxdmgJ_z?sLv!hy{_qT8pVDdJ>D!FiOl+yw2L(ANju(XoigW}PkhE|gU(FTK)ttIp`NB*A3pXsjO>Lg{W zuOf&XH2=;P=f;)=zFGysgXd}gT0OCS@IK!)!=;-g_O4mPI;AppVS-41AINa#b7B@d zH*B5f7dzq&T>2XS;ecDmqF0U1_%5|$(ky=?7~E3akxjB@Kiarn2kz~fv=;d-nGc~! zX&oi^mfv3|^1n@+Wb_9u={og&2Kz7EASRL~_@t-&&*&Q&K3J6!mDR3EydVl>-n~82 z(}2l|hsPhZBW={@%5ijjiFBIXz*BVM9#hMQwN3W{5l z`F~m9Fg~3XBSRZN3_?Bn>ldn(ep1SVWXg)OJ^h3@<`J3s&rgt{v0QMcyL5DNlm(eP zqzV5-IUASApD5a}vNMGR6#m5HQ@m^(xTP8R|Ni05j`-V*9`5nZ4Hq9!KFFEMMM{VG zNZwB8rvk<+XqREjt}-Q8&e*tU^cy^@m7Tv)7rptiONn(gsBO z&bk{rC~dg2GsnyR>G)IuzKv*ii@*MG`U&{w&8UhZ?y}gCSZnTX$gn7erLET9zWlp@ zoXzL8WF#X@ZHNcKrzX0eq2LBO?@>W{WA}x7Z&|<@-^I7m((DJtxGe0-k=a2SdX|pI z@)z>_as#`LwD%~8dSMiHTb#p!Y--H2dKml7d(q=t&dhigQ=+Y z+Yi>PF(BbK;WSbk^N#j1yR+L5o|bGd(OSHU-iF`)67-l8*i`&APFe`|c(d#CyL0qs zQ=LAJK}13F$-8c>qeN8#gbKox3i0eA(9YIi&+Wit55XANc!47bd?!0W69{`8ZD|W% z8@Kz4&BN-m%LDb6`mB-bDKfq)@yq}aknH9WBj1Qh6qk81up3;hOGauL5LXjH`oC&q zLZ36k)*Hy$S_Lkp0Z$P+WJsxvzU4j|bFM!-NX+*@-J>*h&m3#egsMl*Gc^Y|*B{=n z02~Z?e1@p?gIFtd#6)|Rp1tLA-|cmu#QS^Vl&X#Ay1B(doPm3!44v;4n{#|JNOGfQ z->Jq(zhx-fdu=^HLzqW&tk_UTMv_kgVZ{wE`S{uRSkp7niikw0kC&7)3wLgCCS_OZ zLbf&x-znAZg;HlrN1RCaUR0ohj=9(;emu)TNIn^a(g2Gl|CJI|>&?54$W+Xqj1T+} zcV3>5VkQK!6k{@1hmyMjXO1MUCFxcsaqHFe>V~EQ*<>FI&OKv?U$Y2U|69!O?2#1AtnO92nYHmT5FFv^UwX^2#aB+gFkw@HyxCJ9$vhq zM%NDu=O{I*cl9dMyhp|I8^(p-|7r(VRxQSel1h)JJvZ~77d}Ozz=$da&uO*)Rz5v( z;LnGcOWxuk?lHGD8eOSqW3IOfael*aur+u4KAA)bW1kCFYPF^+s$KI=e|SMj6(@d* z?0@&gS$nZ<0-M4UmdntaOBSda^LCdNQjX3J_CW|P)DBm~`T&XpxL-BD>UG&IZu<&m zk4K95B-6qlFPB8(U z3{pn7b30Pm==!?Bl@Ml+0TaSNJsbuWu9i}I&20GoVIZxHv4iCYDyYgvr4X>+=<{~F+ZHX~iUfs@NZ}7Q|6eFT{4#`CErP8R z`g>*gvFk|*M0GuYDraOvns#%+u^xU1PgSQ;WxWJ7NU`(TI1sKH#aykvS{nM9NQ4Xo znMG@MuwTt{Sa?51AdW-gPA6$rGQiBmqh1X_cc7URc?vXcQ0XC3^XZqS2pc>>h2cJY zi(m8~5GWHrQ&c%F{uG1)hVG^b-{uh!z z;Kk?UlR@-e16?S9<}7$cj70m6^)1$}EIM(`;!&r`C~+P8RUaK++B@~M>LOoBZlq4Z zN7CXDVf&En;k#}riBlvVKVt#syzafA`+>yM7v!O&u64zHgIFI;zNkh)HNWt!knr)6 zoqBz=Oms#ka316!B1trMDe=?nj?WL&0}t>sg6I$>Z0tT6Ga%ohRx9ejbs~6r4COZZ|_gd`!z5E{}JKF1dt; z^zg@{TKbG9S#Vgx=72YtE?-H%pmJ)5{;g2z6Bg1)Z(p$$Ugv4Uc^7vot>6r$n#XR) zPQjrWB(hu@x3`|Gzi@EdG~Sw~VJBf9{}Qdz8c;QsAtM?4&OUl4{-Id%YGOY0-us#8 zq-h@z?neu-8Pv@jrBh)Ni7)19BjWT!bx>w)ndXN9x1V^84%lQv{(fephMjVN#;XvU zR3X^$X1RG`MVFE3%VV6gS~9q(nv}%kH@o*IU*6&d9?EmvJ~ z2F1_;-J_mieE!TIX^W>~a6cgSSerk zvTQ6(R9shX2b+L`(-Yt(>{<sbQEc1$`9Y8F=YZaLJ@>;AC0jjaTV;R$i)h32dpizESxf|4%XQP9G5Y2sF@%@ zJWW4DR%P|iAM#!eb$ZS-qxwzU;lQ%s7v75_H!ATIgim42e|AJdDzQg=QJN;TFC&>1 zjj%R5w(bYP>$#vHR$0<<(a&I*CD&B=^WKSe6@H`(X&IBmXT-x12lu zdJ3KQ7r!%~h*7Ez4MO#7B(995i9>8S!;{tuS$`OJ$M2+p6*)QEZg zT;K340vR6a^+Du(8Xx~fwKEjS164o58jUuZ$84vKddUlb7|(OEwa}Qmw2XBrbju?R zHL2C+`;`nLt2wW9fOhSAqBrQT8ZQoPht=Z4iN7(^A_B<~Y#8fr?c=g!S>Z$#k_@Xf zgCAmp>{;u%O$&PDk>{Ng$`dw4-fu3g;*xQV-`*UBp6xPQH=}ex zoyvqr-PJCw-^C~0@54Q!8OaZmvxAv3r<=UdI)OiOL&FM z8GIGj@)3nv^lui&u0}#pH$wZ%IN50qZ=S(ntzYgD9Q>k5uP_hr^yj3`+0>40ET!Lm z`BP608ER&u5bpEI(PYzNQp;p+{D@LPPNxJ=H~Ub9kvUC$U#f2QK7l|?3ep_w;zpNp z;ncMiiMI?m0S?jx04~JV54S#(2qLBdyoS2x9|ybFTvL2FQL3mRVaEi3B_|c5=4Q=e z+*k*saAl&F$NYn75N`Q-+f6?k&d5FU(|tb#D-K50%soU7>D8OLRw-kBjFD*3d`!D2XZC}PV`6WB3KNS-} zd{5!Zz5l_sdc0hmQyliVvbJ0();R!4M;9^@Bbk4G)lIq+Cz&43U~Bz@SD-uuOu}&| zCGP815?D`#9P!hFNKSI0s2wFrbJgjH#RW-zilD5-pEXi%ULw^1T5Klz>INt%P_ulV z6)c38N#DD`fF4PV!UWA9wGUoXDGeAIT7(-bQ#x$XzLy}mh2rrCvk;>eLLL30&D z@o;Jc*PS856lOTU@(RX&z@l@!+llI;^s~*uLLA%2Sg`$T#$Q5t`TaitFqL1rb|mz2 z`(HQeFQTIArikBsscHm1KOOYb&7NtvBEo$PB4*Z@sL<%hN5-{*2zuLh#mN@8VB9anCP%-HaV+4XB>-&C5! zqrJtMNfl5C29F-G;o;Y*-K(TGeYV+ViO>PhEMpsuFylgU%{qY5N6RGlJ(OD51(l+( zeK$`D0o3V^08<XkIjYZ3IY z03uVVP6{{Z=xkVv%uwCP1_QB~o#^B}%uSF&fD}1c#3^1;wNyf`%hdCZr9NHRS^>q1vTFbi*c|m-9Cr3*dAprj^L6O?5`^ zr+jx3l8lR8|7MSj`wPbNMoYBRTZe6CnEHaEz0E8o)xm7>1-g0G`{b~A2$A|hDFxmiQgE9%g zoTT?_KQJ1Wa1>9iErAL-1QM^Kb)5WmY&Ne4g7b!kTQz2I{OQXcf8k7pH_xCiUj+Sa z0QN})Z~qDH^!^x1#LW_V8W*q`t^`Cl%SnEt!}D0g5Y2l;8Rl=N2zYM@U;-x;XLyZ3 z?Pp6%=wAhc|IGG}I!iUS8+vC{r+_iE#c3DRuQpg3>#}u~qsCsJDf}g7I_D?03x2kQ zsl%~}dLdr~x)2T(BK;-~mUdY6gXXU+(S5sCE;RcsB3-B=0<7pBc8`T!3T3dzNda%h zR4)(dB=DRntlHw)?rzinXD5WXCQ~Bb>B#J_E$59rO0W@xx!1|3m{X7S8=Xp5Wr5v4 zqXnnxGqr}yHHGXE;zG#I(eZTomoM4<&%^P#-Md5VQPPsBb!mWKO%4*4w=&v^o1n3} zV$^$v@+W1z!cD0lUUr+aLdF?f?KM55w zvN=Mu>+O}YBuYv^m)dV#$r7)}vZQrhS5K&Xhtgwli~S)ymE`5KJubifxsy%V<8753 zmO7L>77dKGz&sn$+YNc95~5F{x7?bA5?PFGmXh|*yQP$`^s)#vo{f_C>{+EKn~>|nM?A~|ID^+ zK+4H(#rLDVb@5mn!aCjjFInpY$rwWPu{g}@!ZDv+T8ZH*B}BbaeQr@k`sDBGdpW4@ zHA%-1-$-v^uYb8TLLKGti;*8tj&2{#ADT_%H{yu2zgWDZivVS(Vd_Z8s|&kb42T|T zR-kI%;aB0fSO(?{d<*5xRcEM{YTixuxIy;>%Wx_*wuHN4FQ86JRNH6JXAvIsYJjc0 z7771w+3aLg#IwOFivn2oFD%P>Vg%hz9Hqv)=iJ@&#Sz!P7v9oPKI9hsDg?8!mgAsI z(p>NYLoaQ?S4SWdX9~GhOyGfDFqB&%!sRQzc8HW_?)R0pqz-&-9P&bF?*Xr(_g&25 z4qwUrUvLHU$340TeaMH=;5ha6#R_q=Kr6*Jn|Avo9Ow&#r9V4)$U;BkBF zUCJv9CA;-6w6pXDD89NX#DzGqaOYb?3#W+~~`W}H?j1t3_poZq4(!;`*D z-#vQwtLN`m$IzJL^Wf&3iL~{MqrZ=A9S7DVJYPxv+HHPo&h^!;_4Rbq4%ybmrbDMg z{7s{X`nT9xcshWxDRx#fh7^Mp%VYRsbKW54vHkkqKuc2Rhev-IR)EL*+dfzMX@9j= zdQCDAqzfVMWg}h`(dnb|7Bu__45 zXIdVF%o9y|3{)2IPyV6<9DT>hw@B6|{$wRBmWAI+@`RmLT{g?x&o-7>ntI%&tspvQ9CCdRGEKLt4_N_4jb49a zpwjB71!O|_zZCq#(Wa3{&zv??&E_C7tnx7f>|Ag4BmK+Y@;7O|U)E-s93m`PjCe~4 zLo40-R+^8|!gt$Hj)kpRhhs>htKL@9MuU3U4L43c8;O3#(IFw@n2J=Fd-Z?X@TLDB zn6D+{NQCWIW?{JQ?fmin^??q9r$u#W-OI12Ea2|lylhvxAw~`*8t;v--6`b`y*dsL zbxOuwn?7y$mUh2UxaK=B)0lyNi=_TMy}v{!IH!DDtlMnG34 zT1af|*4f+N!Jy9RdF;QBD!l~lLm2VGVG%W6u^&1L)!2aTzO2sc`sAVw^HM`$M)ft% z1Imi7(nvXJ1N;J|b1Bo@Bu|tqV{nAkiI9+=)3tYOkHr6srFPol`FvHxvZUDAiXyFf zyIO+3Xr1w=3XP*z<>iia>=N;OC*2cvp*xEx8^DQuYlO(yc<0F(QcVRa>Z`w4Z@#$c zKH(p@eP8AC0_Y#3f2#ON15@yf3mg77eI;X;;#cw8{@dRuFz(MkGz0=NrsS0VI&8BQ z!hU+bc$V>%))jV4e!(#)o#;%R^jA|d16O{sRKUP}OoraBOzs^ZV0|3zezQt1MY+XO>yf7K{J7 zlctm)Zd+@ky@|QRwPIXdp4rngCZtP s?J?m)H5HuYV`<^Z5RYIscTPL(pV&+0ARt=K72RXUfX?vB{f%Ca`=q?NYd$7dW9=g27i*nxhM zN;F=p&hq%WNU?fXV^5Ys8T?%1c+d4R_V^e}^5j)e=LXi`6iJ%bW~uc#*foVOu{<;6 zvv=q?ZG!l2Og!;@F{fgTd%o4Xu#5qe7Np+^aF?WyH#Lkqs~10M<+rm;fOhTOEdtWC zYR>DKxJVj5=#U|5!j15jO5*f!kg6&KIIDexn-amUu{YACgAtA0>SDRn?CR2gsQ)mV zO1u2Gqmf0acQJz;$N?I-EX2+0Sph#-e+}*Fjx{$Us{%l!YRbOq_&j+nzt5!&S)GY=L3PH|IK~M=Tu0cQ}**&v+>DCAMywq z{|2BzRs^p?iTJ+Vx8twEFK&{#n>hEXAn&vGKKmC?!+&1#nI(@ov1k@U2-9}Pc>jZw zO8+vX|A4ZoB-Vm`aAG1L&yH{q8{V57a}`JZKzyQ@{WtP9S#;;t$u$VJW4MscDg8tb zq|%qGHUZrG?Qb$9$0nt$Qx_u`V}pSC@R&9IESPkmF~lI9hj1GuH}sFKl7|GJ#1R(H zm*1UnvfuyZ9z4(ieU5+pWdIWUmg|ikb3|w^!H-!>&9#KKUB2>dzoKS@%w@HBucLfP zlK7J=Qw!1{%|XYag!T_!Q(n2Ib&a0Ita1L?cEw;t}oZslm)4XVxz*a3&rfv_F^!!JV--2F8jBx{SfMx?} zrD1QOGsjxD@q>Kz;jVPwVvCOPg6%<-#BeGPBZ_Lv!^UUNBTc6;^<(^+H>&{CDwW}xCAG$`F;jWYT|F$w}*zq_T zm1Kw61tt)cGQ*77dE>Bfd~NHtZqtI82k}$ka)Wi zDmPz77*RQ4Ig+TGbj!gS^X|)w4tbwvF_T9B=FNRp`F}#QZ{vrk%Rkp;Guv1~-WEJt zO1_Bv)7p)gy1wRZA?0~l6#*7C80HDc*A0u&E-{P_lQmKKGcM=kd-GnNvFq4Q`&PoC z+R;mn6nU<*U=s>Fm%O{(@Odzdo-`WmBpz;joI8G3Sd$P7jrMUj=klIZUuZCjiIvZw*7sbA@^*@jn&% z=QNtD~H+;GlDKh$7 zsfUHymZc)H!EZ5(dyA=;1^7^(Zzz;%G5*jr$nB~sFdCC4GY{#yBipLLctAGz=YXj^ zGJGyaro1|5M(PA=Ex~@7(o`_B5~7H9cg7m=34#Nbh<)bqK|X!|s$;0S7M>#)hLq<( z>P_}VVOPg1Ke?NN^s$y-=!YK~pW`9Q0MmDVzj!Lr-Bc=z#C{m44drt9Ho_1<8k z_vxyh*v61)p7@RC{=*y&gfjo@aX*lVcF`zeS0$WRH;RUMR#E95YpKK}3;S=oOXcUh zZZT9zWUAde4Ru5!Ru_?7=huJxYTEZ$$jtU_EBeo`TEmigOmmvh%vb6!VQU4VP>^0VKuFK3H1yC(G5t< zeXi41A9HpNH|by}SHVP8{sSvLl}o~KkzeYRdy_7Cpf)sHs!xoh@8jShLcitItC2PTpjsk<^cgs0_=_ZB93t!)^5P6W2*AUx2;23>N9%=8PVLs6)ivO?U9cc*}6+UtNUU6CtSG;}H|7 zhLFpV3|P(%uj6LqSUWp1Sk0*aasPU*G!F6##zLZ1@^-xu6`Nh;(r#Jqr~h&|E8Jqx=@+Kw z$Yj#wZ!eS*Ug62Tzu^F7ov{a<`;RV3!P7`cK}NMCORB39dQT?CrwkKsZ01>wQMx$v zR5AsSR}kyAp0hj*A@6H&GFB1UWxe=Knl~0kxbOx1hMsRV<`B9@=%Ce&=M=4#J#F!& zg+vL{{v9o< zI+A|5mIR>|Tp2}Th!?6|^0BHW>xu%SIDjML)$Zn7v)2)@)!5(+C9Lyx_$}yNe1}P!nt*Aer#DSysxr$D%fzAxZIn^EmHL0jogk9 z{iSm7)+he+2mOr;RW@~3-`7i$InxY*-x=k{AzdlYpIEy|>Q+tRU=5kz9BcY;*SUMm z*a+=&VfeM%_g-E(tUk_Lrd*EoKU`h|M$xefw@Zz{-1(Hl?fu%L`obQUuH6BzYBOPf zC7Y4u+Cj*`0#neI^Ds@P3bb)Y9#eSWR^QHVi(q`CF(hzRVJb8+(<6ZQA*Dq+XHb-Q z_auFh?C_KaA+kiq4$3}Vt#o!e{RBUo5-(*6kF6UyP~>i;G|vk*SiR8x!ie@tiAKoj zpLcHa2ZY)tssEPpgC;c>O(_<}qB?0{abfNVV=ypMB|noNXLrDTt!%eKF*nT%Ysv>f zM!GM|wW@$5{$czc_HZz5Lem_L(VWK_Y&%^}8>%IWQ?a&V4*h)cXKXNpw(!(`j`y?q zhiwB2mM<&6q3WZ6Z|AbPB&f>wGXnGA16AdZ#mogVRmvQtv`z9ve zTtDGLqS)L!Yd-y!dlL5)I>grsINp?^Zy=|Gc9`IZZl&$+z;`vKsEidNJnzT`JZYdO zeJ%BxSmm_d*gnF2ZZvWj?fLOCeeKacQFq7viI&CSEcrElq@b$tC+6(lXZ&dRR-qSw zYFzEbN-*cGYG9zttZ6o7sVRm;F&Irrkbh6>ZJKP#3U$(<7AL5zXhXvBY`T8L%GJgF zUaV>MPqan|7T}n{#1bulKhGK)uUSw4!(pJsSZ4IKVv^a6mF3IA(wB8c%GM{%7kvb= z%Q<5&6j%|{cKs!RwWWW>JoUt%KymjiGCqq zlxCF;PPh<w045C6aG@UFVa6Zwi$R3F*1v*<+NTn!IP#@xBE307G;>_b|&8Er(;6|lqg4~KkA5i3H| zp;bCsuwC!YxjH^RL(5|`B&a|C>Umj-uVfB8GH=Uc90FhtBsf+a5f+L6r=g&Yv1r5d z9m~ZUT_XlXaYZL5h2>KEJ!(`8g>kpM_+-WCc=4TTE(zty-sGgE#4dEbGf>i}P0StnRy%gp^l5TF_w@kD7yCY0|KcF)f`nI0D?-;r{800< zlkIPpMwY(7bf)3k&)C7L< zso_t|)@is^5N2#BSdO~H8Sk&dn#%E^N5TND*v`MrC_)PtP%3exM2^p$r$sl}gn-*5 z`JiuJ@nE*N>-G97o7rW5Ij*g+_`B1bpPGlb@qak`!+59p6OTiFc$s`}7xyu@vAmDb zLuYHeD9kLY-IIi2@-XoR+fAge`nYa!jU>%yBeIiYY>tM77<(r$3KDFl~ z1LUre|Kj!|iSSoHT`!IA>h$ASfGkoN1`CoI#vs&v8F1{k2%AMI$fm}W!lo(A>g7@ee`3&>SjX`Y{7(m0{ z*i0t*CE0Wf zYJ1hb0(~_RRdHwN^P2S@kV?;pzn*6S{D8Z$)A7)Nk<+{%{ARpx<+jtxGSOX7v4xOU zpsBjZn|_dx+!SxF0^aHbICt#gEB`h}lQtRH6`Ga|-!<{VR! zpXc}T@z|guzsMnO{&X_9YjjCgS`?yr$v@-%x!WcK&I>d&+pTodutQjj zwygH=UA`$y#22YXd_?+MM*iFKO=Yf6CWM!cXmXbLWbjZ-EA{hj)kWScFJ`* zyod2p5#*A8&u+I}=d)Qv)Gxu+z_~jNCYlTDNuET5KFAnOk^QPSNELS4uZb4{QL)>@ z_#N$RcRW=)LWg9xeq#6Qi(#Ra$y*l1?PIq=`WG0eNkZ38IN?8K!QL;1_j3pd8K#{v ze}TIU8iDDfwxQM%5O=rrhL$l%{L1pz7rgq1- z!)RJ#tLZBu9a{*Ppp!}0F}<;1pW$d9B?mXTV$aJz_5sQ!wq!>9X4)BQ@9+6U%s%PB z&5V|67I%qfh&I_MI2*nA6@t;2pY%lM#}=h-D&YQeIdJF=cyI3k?vlVxc(vcgbh}2iWEVJ zYSlWg$5cGo_&+_=Qd~?ycq_k;8dbG8;P>1eqB0Yq7V|zC)Tm2e5!otqq|BU2QjqOi z6leX^McFt4uIe>H*aZ%?^zi+uvj z^p%9T_Y>w%E3F^1(hgTT4n_zxhcg2v>XzJLRwVm@&_Jkl%c||#E#^(p!tdO%5O>j_ z<_eUptDL{r7Oz{eBz2{)u=-F~%~P-``FK$YC4>}De^^Q!Rso6jdK+O&uEb;*mr0a~ zD%3s0gFJuj_mg?L9TNbgoYfQ7DgEd!^N6`B4ZCUCN9FR<%^c>(ls_uz-jwRZNe zuwZ>37BwqLjh%UO z&i=hp+FYlNFevzWGMyevIG}y*$0uH-*KvRG-kK}M@bHC%tTU|-o&|BfMgEjj+UL!5 z1D;KrRyjg}2wNN?;8zoOk)Fbj` z#%7Tlhxz@~MPVFZg4$& z|0IXT3y-;UB)b!u!P!!%)8(2QO-ubnq^^dX-Kogg{;=6a}jRGvHH8DxfkqO>ep3UR~p zt8P-*ASd;KE$-~$7N4HA$mUdM84Kb6s%}s!C^nYik}TJ~c3Uy-rlT+y0y@`M_bkyrF;ZD0c{4IZ+Mr7{%CK`&$G5 zZ3u}-{`O$wVeF#MU6~zK{Hy4ybr0G@EVEFGq)(Gmb|=ga8heEHtcL2Y7ti3{XY8zd zH5+mqTKYg`(`$PM*e4bu>ea2I^tau3?W@wHLk%y@YL*7;ID@ZgaV34tA%Usn^PY$P zEumn~x@@AVz8#e~*K>S^79K!EK5d!XH>@^p^x@7;R1sDLNo$Sxvm#@vCOb)jC!5$> z@eXf>soQhXAy^Qg+YN$@XFzS^02-GZPQaKjL#GaUZj%n-$l0gVYPR{Cyzjp(-a zVl`pe=H54v+P20)J7qZiW1s0i~Jj zpP~GoUfgZx8wMJ*$t9qp)9}J}`TVi~1K;^(8j)_vOv8^Ej3-K4>~FySi%reQ@w}y3 zsU`q~S;o;uz|W)QG0#Bs=oR4OC$B-d`u+)3nP9^+r}FCgJy(6eR=9p;NzVAw}4w5p8{~y672AT7s9Du=mv6C(&kJ!);A6~P z-or{9{%C7_lwi7!vHd8&%>~`vzIc=!n>OouKa=GEHOqHT#F3q+mUbb*uJ|xYE@z|c z-Wzan5i@l)lNhv>*XH!v4DoEatyN-qq({&<^7+=6O?d0KwhgAR?r!P!hr8S5>Vpdm zkh$}Yqm|)u!1@R}+S>RhFK3~x##Z~&-ls?Og8;WSpWc8rpRHpQlus34s{>HU6)@qf z=iEb8z&<_Jdb!>5tx>Rv!XBG1an)8#)=Oq1M+Yx_p0+k;dUxuAYVw~o04+r@wx6AS zWVLOSrF~*Ozx@Y#nbb7B*>CQ6kt7bYKc6QiTkcz4NnM)Tf8lw4i zbwPY)W1`MZk^El(n+s(0TN8`iKHH6tE8pDC41C`%9(IJx3NZ*sarSZ0AsXcQ|Wr4}Mh}*uwN>Ut@JiU+=sc zDLb6;?LjY=Xe`91417PEot)gX4pqaYKg7Q6?ZK~;EO_{dW8nMAEIpiC9o1RX*)sOs zu@?eVj%~uLpUp1LuBlpwj3IoxTdRG!*^>9!j7`t+>@C@6+XDF7Te|=sJ+;x=*vEr! zJZk4IkVEXdO_8%AKxN`npVJO9H~C7(pTyZYxo$>48rvTD&Q3mA2~YEk=|H^tbt z*xr0XZQR)oXFJTk%~Dg`XKZV1H^Q!}*aq8bb9UlK-pIJ`#JyU{hLcY@2LhciZDFf{hu|9?s@1Ft)W~ z!n_5>jJ@N8ip9S*55@Nn?m7^Ei`&zz_2}d8IY{xIgRI&YI;Y6kmf4irwVvbk6aSQ; zp}YPop0Y3gv<|7etF%)@MLcJS4+|l6$KW}4^i27Z|J38H;wQxQdk=EyMPD_@))xfz zSNJjcgvzVoGk0T=8BlKle1Uq-gp(imMfdzI#Q9mqY`o__=QMomi*OV&_Qf&Z6?FCY z5E**}F?zgULHZ5vFvxG^AeUYg2HAOhke2;mkgYE>^+I>8VOBcV>d(PnJ2w!~8@`;| zQ@DI*f_IN4WW^nw(w5^_-1BeZ-WHj>Cl=z8vjcHyrM9pWSe7{-!u95@U{4(UgY{jE zEDImcU*MZK|GGeK?=i@w7o|a7J{%-pKS}9iY`3(mx$~Vpu?Rrc_nwnjkxAk3w}go*s>3h?TUMG@6h-2 zJ>iQB-m>8FLYB_B6JPW99VEP{O)pvuawxdFdXTf#g9P5q#QiYiF8qBRQI3$FY3;*n zeg(;5@T)U?@$}+2I|DwFM~;FFya$kA&zd2!+ZQo%r!z!Gf?J$+!vk^c!eg0(2X+Lu zxU=nO7k;LD3vjqNy#6Y1I~+V-(D$8o%z43b-w7wwjVbcS==K11eLgLIx6B=_O= zc|5lf^&Ana97KAi1xm#oAPpPS8oscuW~ar;M=iW|P8&-)2^rsj`Z#ypZ$h>zyM z;<~V0U%S9ht^>LfPpvx>7x2`t@ELFCJCb+BC4krE?>tC&Q97UZ@j*JP2I=I3oFa(f z$6&BdJS%kqJriHk22h(Ir`GUwx-6c-`speUX;(zx=Ho>h-UB?Q86bn9cyKGo0KQ9j zEM~4;&+&R6GZD|-wgt#==<%UEkLExGad!TeDi4D1;vn-EwQ!JDG05p7gJio1%IY9@ z>2}-Z)68|InG@4X&n0}1@wJ@dFiB&&!q>v>fXye|^q<2_oV(Y^{q@*RKIL6$FC86?2kU0~mZ zL0U_LbgXalQ-CjHU*X9Psv&9WnMlb5UxQ!W*dHiNHY-67xZJ)gW;|aQo;$%(!b? z2w!^bwnec+3w{}I6$hys(^UH=r?}*vJoSO;$K(C9!oG>z2qk zM*MVH$-XM`&_SYvr@g*07D9Jvkok+2gG7>Kho~07S_^~ZD+ehz&vJP65fF0gOX0dH z?TaoR;@GgS-f>@7%v^p}#-w~$R%5u}_HaIMoEVV-1O@ABt8K%&dysoY@R{Pf;Oi4z zSu#N-*%uyH@I^PC53@J07_#ruAa~V^Rt6d0Gl1{C)BWyrS!IwgsC9$Hvg=)t<*0wY z*5<5F6Do zOZKJsgER!55~r`9V@rd~U-Wl5$T-978zxR%s~BWLb8K;tEj36Pi2fo*HtL@q=B<<;+l|g)W$^YK+M3KLDm`KCtP^X1gByH3s1ErWLTJ{wdm?& zo~ydZN?8f_yX`h6d-+scoW6<0mIg@`8TpG^l|f$f7=J6bcrnQ2(LtgOGn=9n_!4r! zT>?7ag&7hH)6Q6T_+r|^k;K;Kj?ITMO64#H7ZzEG%T@Ic5E=U-WPu^v{hO;*cu$nI zit_QlL}tj8j?+CxDx3OON&|@u8F8Q$IltbPRUqS1 zKHlwikqZF_*Y+FPw`Hk8G8kdkYL_p{ZAr7OTbZ_iNtVyC;fg_)@V#Ue_#!pafV*Aw zOlHR-b6is~sk5Qe-9l+VH(Jy~(#C89vd#`?6nw%b0GG=A6F6}R7HFvp3#4e#eZLhx zxjle29Ug}}u$%D_{1s=A z%pA)?(d^2N5ar{9BMT!{Sg!kqhVpC|UmFH_L^WoX{53eq@I|eBknn4A^fD62#USJ$ zd3p4v9I&Nc+y#XL-kqyXhEsn|TmIE1@Sw9X;vnATtn7NZ!)>Qbl3~UHuBQX4lkiEY zU@V5^Y9UT|i#f8uogR18<0Wr(ZQJR-X^{BSU8g!o_&v5=86*sta%PtL2^a+FZRR-D3pUYr&e1X;Cw^f-NJ2Z7k zWgF9(exJINu?OypMc$NEJZx2eAYYw%9lOM=_40UOkW7m1d7OivBM4q`NVL#wjtUNDvwtj*4{1A(p`1N zVw)c|JjjPK6+3x8I>_qJo1V2Fm3`U6quf|U&93g3X*G-nYsD|D44gf69Gy9??sIv2 zx`BZ`Un##tRU7-5?%kGMdFzc6(wH%0#*7&=X3Ur|W5$dbGiJ<~F=NJz88c?gm@#AT aX8#W@7~4ACWD=VI0000RMeDYuX9M>sd$NBMOii^2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x6=_C;000|! zNkl_Sq|%i1@Zx>}1YXVNf92QgjqZ)^jqZ)^jqZ)^jqd-P?r*cd(Cdxv zjqX2?E+2;26@B-o(PggOMd+01{yaLn3187WdG%+}?Uh?c_^r5pHqgUgiLSRo?N0w% zz9OAfG26Lkbd6H4NtZCP;>0zrbGuig+bU5;V%7?|KKYv!uSeGi6{VB9JY`j{Nf)!- zY%ArHtL5T#>0-8jd(UB>lbeS>5)l+&g*Hh{GcK6M6(UHxB zsSZT>*668p6nX1!Om{Mgu2}Alg~Kc+((ScaZoZXHcd@u8+Z|F$E+*6E))=#=hl~2t2uY-)x0q!w4W;pX^(>dizL@C5O#)rDJ~Ui~o=BHbLaLVA z%i8E}Z;akdp%W^4`AV8<9L~m0w%wVis(NXQqSB=wszuH z(cP`;+6X5rqpv0;6szNouq8TwRqkkHr_gQ1a%<|M)f)TGpW z*_i;{E}1T~g*Th0GlFbaB}YYWs#H4u(Emc(R}<(E3m>1^ZbC-MVfc7XQ&{YX^ zITgIB+<`6};5~PnWU~sPx+1#eE}1T$tuBd)J^}>;bQDy2m*D3$zUNHFQuiL|m#(7` z-B5a@?^sNr+da}7?<~y@nC=dAB7v?biduDh5lhCP)0?bdy8e(^Qt39mrJ=M|jC9oO z=mfewU93g9rOvpFEVGzeU*!`1mT&1Vck2ms15J3eB0AN8Zb^R=A_~{zVrm9gbSq`V zcBU}bL}x@v-$M63g|4HX#yTgIYc4@2=;dN?k4BnHnk%@KiL3y97G&B&jZoudTTLTI zUndc?fe7C(q!0#~jwVyo+95WsCXXzpJ7$5r;wS+ST_|evt=?8lC&_q~4BW|Cxf0_` zRvL8m^pVBb*2P`v$dxF4Qi%%n9W+m(7{pMa1O~f+y=%yJW0|0=QqSD>h)4ANAc zEO{4N8lir5L04h^fixSW6D`q6q&&ED1>32Ken*Z+d=>7{D9b~wUhduVVOuO)OQ{vc zb23P`Dq%dlKu6v%jqZ#lN&Kp6g44K3B&CxI13g2wx@*ywRA|dU zH_>)yJevSqB@ka)TTJT2iz7QUiWoZH8gAix@E!NGo=f#2fsr~r(Uc;>U;S~f4-&Aqe*7<7PR zOJgcO$#$S4TX?z(iP;27MULy2SiN1-KT;3if^>LxLdN4SVdGWPMi#cKjJF+{Y}hW) zcH|9R|B;fhS`1jAhV6oxn<|*Xl^hrjb!f`G!qFQso_9!hupOeS3q9K@cydmO1VgJ; z*@k-6N3xy3q=1d5(P2!aqcBA?DL7;~#qL5Y513|CFI{4PlR*m_qNDlsohpYthbz?} zCnn7pVRST5chvkJYEBvSBr=0)Tv_gDu1U4UmBBurTuxuooTWgwPcz`wPN17L@YJF> zG!n4BTZC8lDJ+Jz6_^R5iE^9pf_7cW>m8<}2-~u0rqJ!_u29gmuzosBeaAZdbw#1t z)~arxgp8XBuaK?kJ9*djtGd1=Iwcj3YQ1#f z2cQ%em-SWd@3s>3L069g@C4uJo3~US+QC-xSDP%oKfI+prbhp zFZoTg9q1&z1Tw5$xTcLPQ#9xm$k=O|AYp0El|$qi8ItJW(A{yz)lQ+q-aU!wm4YqG zGP3o9=*ZNB*HJF!duqE`Y+0M=EV?tU%hTu@*iQRlr910(3AUr!LUaO=9QZ5!QCfd~7b8?dx!=xq_(ozS8E5fkb5WCVtzVQpfjWe4r!0TY?S?hc34JtcS4|c=(Q(6<>9$F}kd5OJ_OTrPz*oE*e?A z=%|Sj*1A}NL|6#1>;?Bi`s*emYCEhJ3*qS!HfZhX+dxOr#O@GtRfL7sNXM1ojM7b` zEAd1CZr7x2AL|{afhGHcb+M3TV+*aj2I05x5j4}>w+4U{Ih9SjM#hT_w@B|dgDRlHU8l%zi zQg+_uEw#{#cA%kc+djc|8PQ!)x8b|nW}599_B*Z>F2#1pL6jH=12weCzkQ#5cfL!<`!wHl5B)_xneP04e*fuWe*gY9neN^E z^ZfqDi}UpHy`H~6f4E)z{eCLldvd+}V*YS(KZ)+))B6by`)U6D_Sf5=$m$d6ewi1) z65@V>`}Om7{_y$YcFM?}_uYK`!&KY-Fq=Jm&OY3K&L+j|_p@1@9=Siv?$6)-JpTs2 zd&|cE5p);rzv6s&|F-t7w{G{xKjmF2-7xJS=w6BL_2_8YSx))fM)(Z` zL+ZK5-5;W}VzHY>SMvNZZGc~pc}b;%p2S4Dg}ISO0r!! zt|8^k=~7oRojlo|6;2Za9DFNy)B4$SX@`*Qj&$p9vE9?*hb*|Wf-+;rCnmM0OA7VY zjgKnwXHSqP(3t~WFG4%S^A$9d8X=bx==u}7^4n~8^W^b?KG!*m?kEFMhx;GdWI%^|rJt>*OHa4)*T(i?Ac!)e>qgt9(QW0)2HWkEj0v33)Ef z%C=8*TN(5vz=N(ZA9zExiQ3NbpMD=R9w=;5=@lLHC}HZ2iHj?tBQ+ogL}aAu5t=*9fhCkB;C%wR5zcDRBMS zSIQGF+RiGk9s*6bBsvPdV->>j<<^q|HY*%0T0vM;;aC3X0OS4@jp4yUJ zn)>d;A=?H|<)6u_+ORgpmG`@KWZwd+Nj}+jbU(-azZv#XeHgQC5j^)!bOq6AZ#&75 z;fLF&w(HrHNp$9@f0Rk@M>Cv2eR;6*j&G!3+ZET?{wJe!&=-US#Uwgvg^q_sGHl=T zbSwGtIr}~RKSWpE;2!D)m*+U0U2|u_ZnRJJyV6Y^;=dtpT#}i+)Zy`$uRdfR2oLZNm9Y*iqjmU0QyA3OqD>U%Cl0}zN^Bs+6RWC-mn(1orC6Wra*^n{@lTf)O-gi zk+E7Z-Hk7@fewXYfqk@E5M9A^MaXt&?Q-tHaadLPWx`b3<*QN0aR(LPfUjs1~*=8CNQbk7G&y2qFdsGPn-@U zG@+&7VB76zb}ocVrGwH*wPV|HM}YiX2PPF3l>sidY~{grft#VifOM>^+TqA0(e0<$ zuBUule_%R;V|-_z3oI9IC6(C!LO`@^yNq*kU@i+?iLJ6?M_6(y9V_f$XmRe8=wOym zzqUnjMWAZPis;QAr~iUfnn+@8t1$+|amx zMr>zsB)Z#bJxb>kRaiu$sIMt@v_FRiaf~WNXYrsaW0z~V{L@$+=&(09OqWYg6?cU> zysF?N26Pm(S_>RE1c}KS8=*E2=M-736)Y!f5us z(4q~(MpI@bxT+$$T8p6A*Vbw^W6>!JZ;MlFLX2nXb4xRfFdb!73Mi%sUIGgTFcm zRz&1fFd6T04~H|bqdHi|r=5aPkwfu?npJxVOYn(&9eyZBbR4f5A6}v@(hqT&|Hdu~DPUvt($q{roHv`>(f(;naj60JR1p-yuJ&wF%5)zaTgrI@i<$#lr=-`8Y z<>+=&l)-F_GRr5*Eru8ZLUn{Lla-*V$8_{{&;<#u1t4(~of3SAk8=J&_l@YNPKPVm zm#V-CV%B~^WYoo7WUX)oRUXh;)@8wK8A>U5NYjsJ);Z$~zxLjMZWpH88z}lfI;Ze- zF#*qft04taEPDS6+c)FW&hOF6&^=x+uyAr=$XW$YPa!=8h~(PmVciO@Y_21`aRd&jq=af)pd zXd4U;Z+JRQFXOc)sCy|ylx`4Q`RP5#{t(o>i9AAQeI2rKiJFNKt3%y1ex*UN+ex%R zxE+4jcm|n^b&M|GvaSzKkJ2BgwNW}aC>ih0bqGbKyWWN9I0duqFuGo!VXr9Fbg|Ao z@BQ5q9wmq>R%ZDTz^LU@fqya`B3%^E7PDIfHI_x($zj~v$m>of(5x>PI+k6 zg&BtxfCB0&ysdy*EzP(%dxGkk~^XMEAo%SD_H`l>9PgMM<0DXZ2eFvs+|dRobIUlGo3LJIwhD5 zMOKdTIt@#Nl+k@qL`UgsxA*dpx@=;AX7K^{_hVNk!CUAhlB!9!Y!A zJa6?7o#aLkb?h*-%IZWqn#bOaIYpOc^zincmr!su)HgoYvSt>T2V&-Wzss$AJF zi4H$&vmYgqQf$W>Pta7gZmbm%Nqnr-c_}2}7xM6=!|$w!(d}uNU^{LhlWga8jj(2l z6(uwTCM*=*!137I7>*)DQL*6gi_x9QO0wUj+YWMH1y3nhCKNs%Op-0P#}L)RvbI&4 z^|88H0v&#x%&1_X&Iu);eDm6Z| zh|%Rd7w)`rTq2!ULPt?zxkl?^QfVANKHK?`RjNy)vshnTJI&jd2c+eA591(WhlAl0_mSNrS0*8o;V;$X`*qr4x*XU1P;MoMG*%rE3@Ymz7WJFJY zG@cHVBzk+2md(&`pXS&WG)iskZqTMkp6uAsbZsIXYsIY_ra{ zl@?=Fc3sN#mZ@CxTzM)^hrJDI@OWjDMwemxX6ZO^Qv%5geZd(ToVPs2QNn3A7@{2d z9-4NEwu3$v{|u2(ixg+T^%jO}@EuQIl0Y}$oo&~(rAr;z9P(f#$Dc}}%e|Ty#K@2r zb`$6*9Z_5~_<&Tpq4TPANUkZ)koO)8k#{OMm_j$SEk{J#w240~oR1Q2UZO9_6-ri% z#nY>o>D~{&eL>=pQc&r$@sRTBPURfBE_!|6+VN+$uxq335C8uDP2=N@?v3t^?iK0I zce8Am{(ibl> z2mJS!`NK57yO`bXW_f--yZ`Xrl$d>(fBtU1+3en>#_aqeo451dlL36o#&2|QbZ>NT jbZ>NTbZ>Nj#n=A=2dMJ9=RE>j00000NkvXXu0mjf75fL^ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/1bdd4a61-a6cd-4e05-ba1d-da98caa3801c.png b/docs/handson-cnn-tf/img/1bdd4a61-a6cd-4e05-ba1d-da98caa3801c.png new file mode 100644 index 0000000000000000000000000000000000000000..f7a2affb1a220e891db693337a1d1d5ad11add81 GIT binary patch literal 625 zcmV-%0*?KOP)8PP0000mP)t-s|NsB+ z!h@VzRXa3FwD9+DvF}T3uKxed2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xMSc%20005} zNklAd}np;Jh?;zQGD><`e6wRu1$to8Gyt6>QzfWln2`-M^qA9u@ z7e>b8qxdK?LcH0Vz1crE-9MhQU58K+GGBja9*`HLYi3`am48IRMhKqVtdbl;C>5bv z)p7)E*W#o@S)~+baE){2PV=6>4f#Hcf~;0r-#mxmtHo(eA~uKsX9Xk9?Pu|_7ZkZ) z&Wj>a^6dMXf>#>uezp7XHLqp?GtNk$cob~{9S{E5o$OxM2Z?+qNQElNb6!smb zFm^3fUtARR_T1~e9(LZm(;&@hYRpmgS2W5&<&N<{+}H`;3a^SuQ#r~Z6{_RSueAhc z23UEh6ghq09EB%6e6C&7BmrpcN-f%j2V`N4UZ)M0(-W45Z^UA~2(4?NMs$Qo2 zLW=uSs4rfB>TrYB#oIl38FE$oYN>M(nx9@8dR~m2#%Xq^@K!m!M^HKW0gvarC)Z|U zWpcc&)pHu%(kh=x@*C@N!CW-_F@#}Ai>vJKk}NE8FaC@D;s51NdZusf0}y=s00000 LNkvXXu0mjf1J50E literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/1d24b043-c4b8-42f0-8f9c-8f2c7db22ec3.png b/docs/handson-cnn-tf/img/1d24b043-c4b8-42f0-8f9c-8f2c7db22ec3.png new file mode 100644 index 0000000000000000000000000000000000000000..c13f62b0d38e454b26c08ba63e4db3a415769df9 GIT binary patch literal 3846 zcmV+h5BczkP);JFiByVCcjPgm%?~n! z!&)zUAF|H5y8+}*3ni_ym1?XtAba64u&Ha}( zja~I^)w22D+aok#johE8GdeJ`$UozUwm6*FBj?{lC@aZ6LNzCHSYIG3G4d^!R?g@gm8lT+B#)KX?doGEa?acp8{O%oV+dRb1;o{9ycOIccG(xBl0z#dLhJ(~Kaa2>EgGS+bsnLz=?abG(V89s zF)84PN!xYP&uvw3nFaFKL;a$wV|ivQzZm0(x*ZXXIVC5`7qtpOgfw-8F=$|2=jIS0 z7RQG87!^eFsc)H2Re(d~T@-|4{pzb4n)&^zVF=Mm!j?Lt84aGthnBG@8vNDk4#vZnK-Z6TB= z3ju^0r?uu;B9yWdrx60O@+{u~S=)6ZClOj_U4)WZ%(Ljp+;(+0l`gOju!t98On^hl zZ7tWgb>rREr9f~%fP;NKWFv{vt2iG5}|`^Dp^!sA9x5>D{qV-?Mk9fO@Xk>?OJ-Osho(!fyr5LS;BC- zzx6~fndCzf0#3PMs(es>l=o5{ntEVfWIm{eyu$CUi8AA}yc(;^HdMS+4@rc0o+c!j ztQ3yKfmvqCl70^p7?5dvga-DBdPu^;^8#htTCoIJ)Z+z&(v~Zm@+73ZX!!hZbu_a* zVXkdILK9Lt000q^!7T0hPKYg%3#d<95O{KSL+RD}kE)|x;Zw@*`8N49e;iM#4;^>d zmuyI+9%CSs0v9`&fNT;EZkibshvayWy|v*njk_@DYX#%!pET+ZO{~w|EMkl zbL&%;OJp&Uj_U{AxF!xcvqcPqur8Il1PGaKIfU$29#s?`;}pE)HmfqCYPIqy-^7VH zRNBnWAcVBa4<`|-suAqK084}rN<)g~m7KsKDuxh38?ufNa&2g$5CUjMTlDU!LzFSy zW}!leQhqm&bn}%|K4;8XIO~s-%jF;UF%ZJMP3E%GgAFNFfoe?UNlcl8523bnv^hh* zJ)f{4Bi*x3BUA=j6%+Iu$c7P0g?u?xXxL-H#9;ad`-eH>$wNrBE`12;rx9{($cNBd zsY|JvrzK@mp9c`Cm|l+OLx_UhS8PbU#qn}2g^*OI!Ngx3VxUwAL9!D2k(( z;|d{a!ueVX(}@o<7ol;8_cOU1FJ56o${(aR2+(9Lon&qM0(Xm-9;er*b62Bl=7D!B5HucMOWo= z`zzwmd(CkLO4CQRRaF?24=>jsg!ND*MjVo4u^W8>Arb|$gvpDN5;k2hvt}}5=av@@ zP&u@RD{P38hCX9kRhL3%$z2Ij<}qEVRtptkE*owdQwWC8>SY^}6)UqZAp~(6ICR3| zKz6VSs|mPh?wfNw8%o*UD(DeHSTYW>%+=Bh^$@xfk_|QuROb-O0?M|f32Cbn*|r}c zp=^i+Y-oiDO(z{_A|y?Bslv4a-8?kvS{QhTz8-3YjP5Hv1+`vqz8*5Dj%&Yqi4)Fy zXu6gwzFH({08nlT1)w zZX+Xtj14dHWzF)%s{Hp=MhP49(TRGk^x1Z+!3EE3C@*Be^ckKv#Ne_d)S9GHT7Ky) z><(kmO~}hO#Mi5H2sI#A<}(KxWb!zd22a)?M(l%m@B3EU`NZk3u8Bi(QV&rG5!nrr zZ35YXnjXlY7~#DGvQZvqR&w^MrrXZdS8QNdZbLiN+m5-|Aak#vdhmnDkCUF1;>Ow9 z{>u5v^&!@tS!cbR#~Ra1^5D%px(dkhSGRQ!jQZxBID?QbAKxq%BID43ESG@r_l&Fh zu?G1Rz3-^~D5(N=wOtm4yB-)`&HBzLAI-EG)}+uv%|$1-E^SKA%-F<0hwNPC*$nXi)>^Z3iq<|B<7f76Os)#kMN^K>jk?RLaC$29PN+O3fDbxL1QVd zLg?5~6Mi?zAA)n{r=HFg`Gs|1u0(bk+OcweRKgGSuLIM97A@mF9FfyIf{Cvnbj05A zhKGv9ZajhrVWFoVd%1vSVBYcl-B^B+nW|F}GS;*Hp>Revw9RDc9R|2{Oqv;td(B`2VE?sbgk(>n7g7>49$QNs1gjA z9CE)xU}C$Dh5=IclzE1zbBQT&dmA!BzBRf_!9NanU}>2D9zxnFvW?i~gpVb~m?w37 z2%T>bw+EARtOAQjYcLjirMplc)9L;BH{VqTUPp^Oc zBwa6t{w&#}>7U!OO{*WjZ9~4~t@o334?ha%iC>()W}K6ac?rWGk(7wjuDShKhKiNn zQczg17>zrTDBxxu-T37&v_Dx3-PgN3f3-1kV}!tw^{1ssgvyYhCe6DL9@&~NIpSUU z#hJzh?}(bM+Bdfy9e)wWyWC@gDiS<>2eMaWl(^{EiZ)~1qA|FO-Zpp3EwmCTfo7?; zvs*-aQ*2YcbxPaPRb8;S^>6y4@Aj8DYqp(E$=@n!;AvL+MTAtk7OlT6i_s>_+mEfR zl&69XaY;SJ-le6MEq{e@a4~=I=SsOM=+ffWeDp?p$wAv#VM4o0Jkv4&Q@vL@eS5Ok z4BSzAA{hYShV#29#)_@QnCZnntQo$sZe>ENv71%6fdu`1&Ek)^C1iGMMg$aDTBZ*R zaDDbUSkZPHruv$K)@V1siIDdATJJ^cNGILt^q%fRR$!|lwSpbt%wb|+(W0YTbG9oHSTv?1^pRtDqkza84!07hQ_-$Y3NkVes` zR$?6zsYmc*d^wWoz*~1?vyu7Aw7>5K$`rIoC5s#1Zk|-_g-lwiE*p{uO=^zQo2yI# zPyceJ@JnUbL*+sD%s_hL*dY<4f_ijI)GoNcuBWihJrFYy|cYq}^!C-2(oP1O3*;eZy`) z`XX)8bf8V!v{WOZAzE-+fB4@+2!72h0{tae5NnH6)=p+wNtZsR&WbGYA}Fh?(&EV- z8e{=B60k)b(z}jlIO2z!P5-F_f8;6M+Hk%~Wi_+I64p+dQVV)8z6}=@`@U>o!p|D} z8F;?lkCFW^7`!zn-`8CV=InZw^lLV2I`80fe0v?1cV=UX)z4VR|25{Yt-$%e32Emx z$a!m>v`hY;`OCt;EyUYapw0h}(D_kwmHA!#C|#G_50h2n-z+TOVU{7szyJUM07*qo IM6N<$g6!iti2wiq literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/1d80926b-a372-459a-8c13-ab3f74dd6fc5.png b/docs/handson-cnn-tf/img/1d80926b-a372-459a-8c13-ab3f74dd6fc5.png new file mode 100644 index 0000000000000000000000000000000000000000..8facfdfdde4fda38f1b0483bce582d33e9b72fdb GIT binary patch literal 16557 zcmV)^K!CrAP)TwT002NZ zNkl-pI2NbFefq%*ZXnQn{dM|)|0LjlIemS()EMATrxycn;9o5@ zzuK|C8uq`C@%EjvL%$IC5j4M=+x-c^4j3j{6Udj58G9~H$SXi|NYlL+jeJqnbBLv4eS*KWw3C?iR0)$ zIb96(-)4Z8R00?)XXaz#;8nh(uG2 zX5i)u@H(uggcocJ{A+=Rhg9O@7T~D?Wi#-vwtXIW2e?O(u$^!ZfPKV|f_~8lF>ojJ z=?aE_w2|>nP}gE#VIacm&y4BRe0(j#kCgA7S%k)n*J0hJQDiL}dvIPDpA`x}-!J<~ z&EDO|_?Ou}4}9wyjRDF`d4e2_4rq#e3z*jfHnHUX383Tjak!o zv40Ery#+qIV7w@SQr+B=7*Ah1`u73+S(Jd*yXTI1Zu_?Owf zAT_R;Q%egvYkd&KWuUAlm5GV*)qXSZ${KxJ&D_Ll(2F9Nml&)S+xzqW7V!HEOgi>A z#ODAhMSfWTI{7LM`w`y<{HtxB1>U+eqBN@UO#HyIp8ihQM`>)PknO(3=@Gpi7xb;7I-V8ObfdAsw>eLt)QeAm* z^XPy6U0glL0F4Sz?gIXGw$B3Z1TNE^e~Hql*03Xqc~w2iu&k;$-U__F8BJ{+J44OB zA6UcKnK_a^|2zFN?~0lu;C0xj&UI=v*z%=PGcaC8?a!ZD;Jy|3SKGb-yk$IC9*ms$ z$T;#*5aaLU)l}g|;H^yN#-(QSIyJqYtTN%A$(PQvKG_I(x%-!<9=q|Zz>K@`JITfAH=G{)M(LOFRH))|Zy>VKj~w5bo^9SC#S1ZUF!NczzNH z)IPSc8>p#EZ>46u4R|4Ap_Dh6u$w(1Bfg4H{?VUBf42eua@*JDR%X1NS&h!eW(kF7 z!i+b-x0`@>&HR*^fQsV7LODd4jAuYD_oofOw~;d5t|)a_!DJZN-tz39?gjpZw$Dnu zE}t-$0_<4$&YTyrtKP&ht4$I*cQ8I6ug}a-)3>!NhG|fOUHs{H@rD;71bA&bwS`nZlh3%E&4W{a2x*I8 zJxpJA8eC_5OTgzEM7hv-jT&AtUS;4Ojenu-%fO5K0-Yz=t40HqNGj)acxO19(})MNOWMCaAs}vnCr;QyKN%|K?o>JT5fe z32GrDFB@&RU=9;YRB^JmG5+PY&j9cEW@=@^t5?$y<>g_h#zzt(i{gs3W;5{ENT{>H z{pkCt!##RmC34O)l!L|nD)4U8jDo@w+`Ea$7iQS^chcW>E8|~o`!(>x+-lIr)zF#= zw4d($0e512r4qOe_&l?YK`#MBs|elnbv3Lxduvj&*L7=FPj+0pIoO4(2Ce;esd>5W z*9+HH86OzO9h@hDhdUEuLM?;Pc$0AC6ENQ2EHz}jF1x!6nY{2m@bjtloxcXWH(`8{ zO(Hci?gSH~@$dbQ_W}P>+h-yMB=D{gmBF2iWaIT>ubW(aXnZx}$X^35Yrkd)cU&NJ zrNxFdOwINN@U_9DTb=f-2>j9a$znkM3iy}Xehs{17$0a{Os@-#=hZ7|d|Xx4QC|0U z3-E?Dg^gxO8V0c@yM&0XfA8N#6MkL+-Xq4> z|Ge$9jJHk=L_TE6i8&U0MR@vRQXNdtU>oqw5YpCNGn0*Bj5a@=&QG&qJjeLl?uKe& zN5?^79W*lnZ5e;Qlkvv((LVRXw$Cx%=F_Oi+dx@#omUf+#3#q(9^mVG%FQ7qMNO|W zyB5;-b(Qho8;!5CamI`6v=$~-P>+7M6W`s8x3-TS?qjxJ1MiU=@0*?OK%xYZ+4_zz zyc%9WZDl;Z=Su+AA-vNU2XoNJK{{ysCO;mmArQzxV9W`6_3;=ZyvhKH zfN!cMPR&Z^7Vxc1u6YnOgnOo%+v)Z*4_ns^d)}mFRN#5`;$z?8$Ik<=YBmcz81LQ3 zcprbnqBp8Da{2N$m_vjeW;SKJ%+|2k_1cx4~qP8`fo2*TZFeCfH&5*O4Q@|N91w_f%>~2|4!2KLCO3xE6WHj1O^d=^On$BcCKyvQ^_*1DgDhrb%8kJcs*0 zs4+Sm#XNlwU*Rsj@k)nh!S)95QQ6eh@mP_+Xj}uRn87{ZPtv49#-;}uw)gJZ`U7cZ zfX9-V?y&^?dE?d}Yl{nSk`}N&>pXo*=2UzJpYxnnCIR|ek`RXJCgAsKeA681BJis! zz$}eV0e4mea+v5YZj5L|nqZOnE}F2q=juUfnwo}e(v)0A9yW^X^F&CSWik%Jq^gcG zY=7To_X6YT9`wd81Mh9jBy(KBS1uJy2OfwEKg1C)(tx~=X`obJ#aqC8qVWWHPX7}| z$VbB?g(#>Jm;4Dyz^8w6%PR zkLDSVo6H0MzGV9~@a)Hvx9j4~l+TLRxPd$i%XdMZeu|A!gKr|%M1)T=B&E^7OwA@2 zYWgyl@FI==4RbTO1w1jHMkU1K(hlphXT#5vpM(xfzmgEc_J7QfaV=?eh4Cv=lWb-@ zDUAcFyW_7gx!D#%B9Hj z>dAiPq@In#@$71U6Zkj`_i+2l2B9C9AG6m=fPw+a86bymqTZAfgdz&dz!TVel;K1X zaQFEIC3k@BjUpKqglCoXypt{r(>DwY;N$Q%@PqAhz}G8ML)RwYJ+6PUsB@Uu5seql z^B36H;jgjZmn6Ieb)zCAZ9@NaB4$Q1rE*<>*Gfe#Jb5f}pz!PswtQzoC^?Ant-DKS z8Q&m*5SZ{kW(UDD+X@W_i}67D{gq*1C`})DlVG*Kf$?fPO+m97pW`N<7Jz@Bw|%HP zHm_QqL$ujV9+Tel4uC9S6E=0LclPk>~Qru7fh$j%{ z3ii2jiA=a~qC9@h=y|$f!Cs9M_Q$%q1-!9+&W~r{yR2LQe#!PR?(G)<&p}^9YLA%- z#>=*p&yw#Mg~m_mIU!Bi74jsk13o7;gi!tI1jZA-c%ev_yq~=tp@yF*D|!OnrRVFl zXbD1dwgh2PINX0brA6kaGmOWuB}q+$VevqB-_x*8>w9hlXDRDD0PoU0cXY#c|MOnT zz%lF(r}U8jklvbHt?di38n*q@LOg!K_K7d)xc-U5z$Q+Kcpl`&;T+GuJ7!yRX->!HyzFWe0LSCrpBtLlj#QT@M_oZ%17~ho~xH&l$$<5wNdERhqcFEeD zjGuES1D8bR#G#s!hy893-E3orJgBm%3jpu%^GyFv(~$Rb#m@X+;m7}Q%If3qH-Wdd z&#qh}v3=Q{oV9(zco)F)0*0l=*}>^(_uh$DtpP&X9>eYKiRk=bA z8+o8@_(Mxi?Pmhs%?#rMHzKV`{(;_A8#|>*d8r1zFYKa7Hpqk zyzlG!hJXjWgi^~PjtY$QoKHk{EEeg7hSy9#5c%=RX&3JOcE7T6C02^@SkREnCcm{m zd(N5Oe?q8Msc}mp`5O&Gg0rU=C_M1C^gnjp$6*%u(3L$u35AiVyEFWvzr;kOEU)!> z1`Q2c{YC?})gJqmlE3g<+ZBg$!^%}{pWXUX+vkCQe_ybDOpnpljy7Xdd_Hf_jsIbU#UYoU~LXHeem>eCt zby?j6-rByf=i09@{(au|=`!DUVY7IS(0P_~&t%L;vapn$aCpklcRwJyAJe#vLuVEE z23b1H8muO<+Bxwe9<>}uzJl=)fXCd6nFNccoCETI^uPUEk=1j+ClMC%pD;i3!ad+2 zF*mu585Y1dbzbsz7d)DSB$M@j9LbCS{Nrul2is?WSJEtng%@m}z>ZM6+2`|l5!K2D zl;B<=goVHGLWSd4ZoCV_3Ypq%9EZNUqVX|UIUHl^Q%P>ik`cnDD-21q zUJ&a4@s<_YEbyUWd@YM#s3D$P5Y?9P}$T;-Y|Gp~@{cYe!w$B3( z+n0i5@AI}#{dm{)cp=G1I}#{0;S0_#3}W))3Hde-5`Q&T6A^DbTBAyK zWTV35T7ZBMIc$WUEMQ$)v`Rwtd;i<#{Bu7Gd`iPcpWH~(8grv}rZSS&M|l%rb(xnE zTNQoh&D`^MdDEXaFy7ieD>ZEUGUI1$p9&4wVlwz#m*05D;$BuE2b)}d9a<1RLB253 z48Fw9s#ik@(Hrlv%gzXu`g|K(Lc!Do{~M0hD?ohx)|da*&qgO{z#xFs$n!*eK!!Ed zO0;OCX*c4xjK0M0k-5%)$%C1I!F6=f+CH!GuzfKsJa7Ay@jh@i8{597)|kI@?xf2L zd=r-6g-Gy7G3qXM!u?LdoU_13a4!6a8P6HiyyIl>0c#5EC%~g8jEG}VT@2Lh_q)%> zYBnrf`s5980GL~*$gnn{Nrp}36FI!j#-?fa=eM7n&)sd{2irCOs+rtGZRht2e_|Gv zn=IQtj@4jSkCuGyB#p-QoJmM14R=b8=nttU2LU$ z$E;z{xVs=HP!7!OKRVxiJI?y?v~F@gv9qLIQN~%qNW$+pGK{ZwoI;WfFVgw5Ps{lY zJ5VFrIi-K7AhfpE@+5l9=vY47uzl*(Af-TZIifHO#w|a!wE?z6+;P<(>RdU^Af#pM zD)1#1kiH2q`rwN{bSD)1Zl~>uCrili5O@ z$*}!L?>JF$8+dCwBcI7lhO#zmd$!&73GSRp3@?7_aeg>X1 zj*-nVo-`p)jkg_8rM;IlUJ!&Vjj~aB7p;o^Wfu4p>uEpGH)+&kRdAPK^YQbXbZ??p zz1YO~!FKJt#Vwii6|=V2wh3Qx!}bfta{!pPD`P2sl8%#+X>Je;7Yt>a( z48_OqJ%T|SC)YXKH51?3ZoB=BDxBwSzW`qM_EESUmlb#Ui~`e{2?egc{d6srJ9N(hM8^UHM9;C>$ze^DrrX0zxThBcR3GyByXm$%?>;CFetRpBr8m5 z+PEZ}CaS}Rkb$*5GdIz;ho%HVY|n?jEu)7!Yy0H_O1yb#q#B`Ko*sZUg=6GHU)u_! zbqA!TN=0hQTfir>+s~fCP>9+|*DwKyD0&#WH+Cb+zyD5RT+L6eyr;$9((t6@Bh#R! z%MQ6IcFRW3^A7;;Hd~}dZKv0&7|OXXZO;XDDA1_VcHZ_W<9**XTOMg#p@be%pGNA` z0Pw&d&y=sA@+o^Z*yLQ5nxHhuXGQ`=ZpnIE?VgF>AazAuH)4$w&H|rc<;pU^|8nS= zgx_r?cX1FZN_9>*uu(QHZ%WPB_DK_iiS0u#?d*KZ_RE#4;19-ELith}GzCU$xKx2# zGx4u9MB5Y~|H-+LNtSZzsCouc;i|Uj0*c<@<1st3&`1{!>-oK(T{oOhXriTSBMQb6 z*4beT(<6)?z_B|p*`+(8Rv5F?_+hny@nhSihqj^g*!H91F1}Q^YWtM&yfSiaFE}*c zi-){8nq=d6AGk3}qvFW4G6(7@Yy6E&GRYK^-eDJ=e6(DTe37%Z%#?aGDUT*%eK>Bl z0DMz(0-EtSMr1T~Z3K^Pfju-cP{x;=GRda4_r*mo9N6Agr&evhU_1w7u!KT` z!wR%FP2j|vuR>(hQw$3vi2u0!=bVGj)Q3S4hC2EQ{o~hc{m*RKi zAT2Py=I|rO47B~}NCa4KGmNW!5t;JCv>9t)u)5y)`}x7a5KE)0SER^4(?u_(U>i zH0)^`*b41x4V0aU`=;ERS5yjoxgGeC?e-?jc(EOfhwbJz#oOm>&Gt*+11^l?U=0a- z$nD5%^q^#l`=;tO=Dz}YV!hwGw+a))_`opU%7QY!V`|nH&1KB0dztY>>mLJMm}R5p zc<@b?@x3zM@Ugb7+GxqUDL;NJnDYM_G`wQwW|Ofh{j7j1;I>O;|_iJ zV)kx;dv&pVnw1)MhE14EVu{*y1Qzo)UuSI3^CK+-bGFnA9}x2i6J#e9&a+HmSL^y(mn)fa5n4+cT~n%~ox{0G=yt#)YjFw8VC7qV;Sn zJ3R5w+c`#=Sj=fq>r#W5Z>d@9WzwPIXdV9S^GCCZ@l)Fi!y9OqEUHGf!bE}MxQ6cGvLzOpT^33=!*ax?O&jq1!wA~?%uJgt?+$@x}c6~S;!A&?2 zdAAIFng=2SQIngOo&9JGTdNC`aot8ORh@aQK2>q(w*o)1J+qDKCDxy70~oeFSLo|Q zy=wb~)Tm(iu2mcL;k8(iU3Yi*1Yr;4$)SXwc?0;=P&2YEro_w0O*;cJK5x`?6avbU z2=f*>5KB^%AVpG~Z2Kz7{)A~~fcKrVd2$)`V4f#Q!CSQn_>t|}ZB-TL%62Jtqd$(F z?1#+T?p*A4yJmLvFFHrie|Xi>l%xhFIZ}HG(IJhGQ%te@TjiEgVJ#3fBja_`J7+h5 zABxmoHpk;RD^N7^83!XS03VuRIXiINwL@-`b4^L!)TW4;Z+1pm{eh6*2K?0aQOl7_ z+qu9qZ;tfY;HLkmZFHZ~Ccv23s2)yp(3|-a4 zct~%C)Lt?kWzt#*Pv6tMWn%n!vCh@hX|ez}W8m4HY&Z?D5(Uubsq23DBFSdpN496n zwrfc<-Q!Ihn|a$Ws{Xhrad0T@Mz<@^!6$lGQsFJt-+({HX%z&1cw^<7#POJ#7p#G6 zf)0g!mDjl#f2lU7hoV0&0zVx#pE92F3P^>UR9>XKsg4b=r*NJ@)_-gR-r6pV z&u46>5#@IBcx$W{mTkWP-qjjc#&z1G#^GFTMB$|ljjJ#HU?)3KL6F2Zk0T-dmCfinyd61CR=>>? zeunYJ_R&-_+mq>Z;ya|QlW->&Y`?72=5i1dp&a@$nVmtT`0wSZxZG#L<%KK>f1GYO z-O{u+V{T#sGD&4T$H1J3LZkc=P2hV5z9 z94f}0Cfp*~%=jzY^A*OUoke|kLjul%?as{Q$@Z)DApJ5w zj6a7-vK@G~JutT8@h&sI0&B1ZyKMVB-({A?&*B=X@wG7@S6&W;_u=SV>H8w^i5ako z1R`DqG828xZio!%QIo>2A?xSL!zREdv2GL#D78W_9nQE_N))And?gPwgOhh3@QHb^ z8ddq5j9;^T2C>%hMvQlD*F)d4ZJB}*^n03Hlg+@#abW$L#srlzh=3#qmPE*0g$AAh z2XN;Ssi(jv;Yh;F^UMIX$U_R6%hzy+Dueu7nKv zEI%jrF>J@+!7HtyH}eAz_mfmmlg zl2xI0<0AwsW_(}FuIevDXT_Yc>Jz54PvG7{6-!JnHQT z`QgH+G&E*#r)RLE&!eel?C{Y3XJb(5xNB4EVD1imC+D|7pDfD zoGO|3s>c{_rtlk#zhV0&T>C}FtI})x6qJUj*q{pP4ylR9){ny;wb`5Irb?JwO>%Cs z0eFLaQ#M27)^u}6aJXY9m35-7KQBgUR)L?`-mEeHrtQu$2y-B3#r55G;88Zn3$SUkX!|_zL?OQ*WA`ZVYWoV~ zD{1k#X1lXKyH2&nbn6es9TKsA+CRYfCc0p}WUTTIEQ`D-ez!0QE;2s4h+>)2f#R6! z^W+gBK0+Sv00z^g+!Iw400k9`mI;aQAgc53cm zd^~1No#hiv&@`K-#Nv-5t8;yP=766LTTh3TZ26qM%7(XcA7gwxUPAqSEmqTH>$W?$ zDSvULDWbqOV8B^6&i#xR>y7&%c{OO_0csv(1y!dxFQAe;fRA|QvtEttNa?U0FJ)6W zHOJz4#xDYomx`ySHQU!1Zyd(y79i@)Vx3(v2cRe81HfBq*0tR~!{(`ILd8l0#`pID zKZLN%uyrPFYmiQsr=`ps#rpc`2Jp8SpEi=n**^&Ugz@qKuxzc6KxzDV?0(+~d>o9O zGI896s6iAmL>-U^=aGK9ut&56{Kc?Asi_}UzN)mQbj9{n!gGR?DdQfd+@vaFgFDTvSCRM|z$d{Jq5*gAxtdBl z31&@p2k^tNk#40-oZu?cVR_w(G`~lHPlC}7+S=rLl$4;yfY&(Ls2j4U$Xmw8={#<Zv? zfC*p9uw3QOZ5kaXLLMB%7hZhUKL-5R_9ez2X#K%CaBH?Zw?sZL4W8ws7U}|!?0obIuh?p> z_Iwoh@+R=uq}NKo`xq{pU&Ay3^~+3B~S?<2JLAnj4IdxVo*;!v@T;EPS?v zbP+q|IeWt0(gJgi@xkDz*0R?mQ#a3b9nv|N@5pIq8e!WUdR%^yBqju z$jQ?7Sal}x6{(Y~D`xz;J9pJxj4wHoGIXxWbyru0%{d$M?LcHaJ`8*$ZNip;uMf2J zJDjs_&GuW2m-N(0xF$){ko(r`1I}jJKgRgTy4;a;tCGMu2eaxXucT^pVbQ(J_{icO zMKT%}hw!jSLq1BEiuJj5o$&~dN6TJK&29mTjMi+wfxB*OgYs3y&l(MC5>3+HBSgF) z@oT_qrHOdM>{d$jurF!^$qvUH(aOW|T)buHdw}O10}=HGqt{$tUr4waxF3)8G5h>> z=sq3=KIVHcYZj%3{NU{EZQXXq+2F||XcIPZ17&d&1PSmK?2uj)ECdWzflsvImP9CV zN^*^3hcl#5a}x|yZ5)L0$L+u;rc_ZF&%N+)HZ=iG@HEg*)6460bVm?@mQA_ zzsdF+?xb#LJDegJ@;n>Hfn+-Qp-}!I;Q1JKg(%{Z0@**PuwErSAVqjPWFO~6NtgpZ zw#U2cF>{k)&nWRB^ov7Qyj4#C&t<5zP+Metex{pc>$W>vv_?;~Le&D;zuSdw;D=$` zG^@aipkeL0%y{vfx(9)Gt<;#zZAZ>sCUy5|Vh#CF@7R9;cyY=ivo&1?wlQshg8)%} zcHlNyb#*83fxJm(SXbG@YvDSlXL>;8S$%vQc`FG>7O;D<;eDrxa_dEbTW8DTd~PUOiacL5*Uq^8IY%MHLeClfWl2Wd@_ zJPEwnLE}3~oDR-ZTvUHfl4mAY2|~(Qi=Li>=7)Y9?%+>`f%6dXvB^*2)sAE@ z_|jQXj~za8bD#5ljE`N*_)bIKTqat|*cw;+rMkXn1JJbw?KKbffwa)m~x|1R|qXW_cacA6JxZ6Jpyepw5TN9R> za*e$HeE1;7Wb3}iJn*`{v1{UCT$?&|_g%?c$lTl3COi8 zvb4=I#wYg!&pKdgp=`1$`j~J_tOIF$|1|JydpUlUvT+{h+uQM`?amG4h2sP6zO=<6 zPjUxe;c>>t?0`wBu`F!30fXs_aXuG^;vvTK+sRpKx?s{j(9r>>bsXNF23~9*6^(Kb zR9k5y_HoXN7coAVBF{}$iSfzfjF06|^u}g7*4l3bz<(Tz3>8F=FrHHiqG7sVA>d(& z@NdWNMh@8~;N^t(Xk1~K8{50X+j8>WCg43ipMDY)7RIA@3aaSCCxA!LQ>@pLV2Hff zuDuT*0$vYk8_GE??#KiG=tu{i2VQMA<;=NWrf*|`0@r7x#&g<9&ah~F=nC}veUR+; zk2Buo6=kW`^UJDPzN86nhr`>WjMrfq3iXzxjp(_1BRal<@l)HSZi{X2I&x}`$Mr1-po+JbFrICXE^bmIqDt_;J*n{=7}IoZUm7xT2H6gq z-+O=mB;ygab!~OM))b?C!SRTFi|$e20}cd_K+yt29ydGmuVB13tty*K+Yg6Sdc8ac zyhMU!%X{e8fwqUPAMb+XImY7*@DVpl2_azX4;vQ`Gd_^H&mzxjOyH5zuu1m$C5#VD zxY^z$Kw4(nHQQ{z6*3T?QZpqT-#9t3>u^=VGmMucVd;p$hca+m*Q%%yPS0lDdQ{X7j?#pFFkT+pa zr7vK-WZc@FK-mD~rl2IG@iUBa46XW~GfHy}HY8G5+vrJJ!RHoGn zR<6c&R}Qinb$N&FX}rbu_0XhFuv60e5}XI)(`OhjN50r&c!sLNG$!PU@sCN(Fzlpk zuA-|%7Toa_jOUx^uHyJ;zN(4oCR=R3mEOUO_oiKhd|#`f;wM(FL8J!)xI?y}xW*}} z3d5v&P~%HUTX1C~6t+T(Nd+n#nOD7v@sV~k8QWgs;UbN!CUG#+~^cJ>%@p22u@MNVGB zc(vV~+8&lwjHBVU*nTTn*b(Hpq{U_#$n9tWl_t-4H71$K9k-Q^(YAFTFyr5kk1)QJ zQ_6-NdMI&B$m8vblKd5npR?T$%9L+Hu-vx&Mw+%j%%GoCY=rUj=gv(YmztQ9nWCoD zCBBKs1!zT20!_2vdS%`su;jk6?ua#HJnF{ry7rF%Z`Q$6I-=Vdx4sCIS8RkV*dDW-IRO~| z4DcEuP><4F>fE$od{sT;)o8}*n42yi4S;ng82`ruz?(cB;v`AmeRb{@g(p|w&S(JqAIDLWxNzd+Xbv4ympHtjZYqBd>jqAUc8lSCs$g5;4J9$ zkoAA`_h*uo&1hUZtV^yhVxevVjsHJSYW$+@=yXTkOZNH`Q26@jyFLNtV9(@cR zmYQf3JPdUCEjme)E5bqS_w|o6zL7{!VEoCdiV@Qe)8o32y#e?|+aWbuZNH)MexQfz z8mF=yZ^qK{a=&|!@iv~ShsEjwmJd9_c4NvdX6|PE5QU!(o50V*bFJ4g*~IvAdXK^O zDCSDNw0;J7JUZV0Fj`|Ac~|1}4qo3Revt90oQ;z=L$0u|?qt9v)~o_Qvb|}n?N~rnyrv2`5_iM)n~ax2kZGWjad*f?NLE%*>%g1r z#(c~hpS=&nbZLcu;Deg(mKv!p&Igqbc;_HZC4SCx_LIPmY%i_tkTJ3y8w{cJnL0lR zyk_pXBiwC_Og03;_(y?fW^zsnH{mqMqasAMG19zv0Qg8d$aBtup33P;$RK3KM+cmS z(>8DN8)w*5V1^O(wi8tB_TcWBpb?B#o~g1YTMM*0mxO+1!52Ps|=> zO?R)gb;WURz?0Z4Zp?;LIl5mr=JV1-ypxN2%MsCxulL~7&iyvt)S8_rFn$NuuX+ghpc#7b$vkL|wQJH!k&-5z=X-#Uwa~#N z+m{-&;ou~v!IAuSPXe#D~E*UTkq zySvTy#hva+M`!7(YJ}g^LgA#j^daCi*CnrQEkz@5Y=rF!QJU<2;46g$CvM3DHC40~ zG#*jmGpIsGQxi*o_eP?7>_bJ+ZL;L~RGJhcKR(oR9};~~S9ImG__ zAn@a&tt_tx+iC13-fsIsMvW`VK1JR&{=GaJw1GqM-+X7RwGK^@W|HD4k6IBb*)hX8 z5;7Sc4(1^Fa4YcNHKRhaIy0C+#425-rH5LFJ%$efKiFQ|^L*HLByFd6*uF$~IY&`z zaO|;9W89(fv~sP&xdTF0fp=_nZN~KoL*N7FNW`L-s>MZd+-(Hj`OY$)HQun1dvI}z z0Ux>D$*^blA>gg;O_mQuXM7WyVeYVfIWRe{IWxHXb~ljS_>>RO4epehz1xf!Z`7Du zyGMrcG#Rq>U0;0o+koFYk;Ne&&Ycu@zLJGbX~@`hAO7wE;77LWv33LUB$JWYe%xUD ze8Qw_7(ci*W*g9?Gokj6&vA{DX};4f;P)QlOSxtI*my8L5Q++Ga0vNt?Iz%z?@TUy z&Zm`U^^i{r#+RI>R?E=<9kJ25A9%LCHuK2%9909c z(Rc0M!Y(A2rXtEGr+a|+oJn11Jw+(x4%kt|bqRP|i{iI-w*mM)iGUf`)Pq@-k18m= z-hD!{)codqp@d8i(kH-sukD+o-k(=|Ne!*l#*z zG5*S$EIa(@{k#Eq?>oHw_2d*NJtni{R{E&3kJ6(w%M7P@0ZQ#FeBdHBHYnx0< zx(OBT1C@#xsKWsV+&}$%C-7{$P9*k_Lb*$$nKro7CfjFv)tuZ>AAS3wYrM+9(Nq5T zkaTV&PcO-SBk-~3T6Z8PCMkt6doN-ya>Dot^1^x1;zABS@OH%~Wg9P10E<*7A0f8_j#$u#tiUcdsfSs_Jl8vujcjC_U^Xr*TI5QJ9FyR zE9=?Mm&zu>14Ti7Nb(#f>t@loc%!m^mdgjF#@4H;z~m*{FGBHd@agnr4)uZYsxxRC}8%N#o3ivqY6qnp< zBSXe|aw_uB+%LC`&khQF+#cXuHaCF3v>hg9qnlXUIgv_yS-r`!?c?bXO$`I@sNqE_%}Z zkLHT;;v)ih#)2hl^gt~t{2m!))<98Jwg+-?F6ej-{MdF5r{d+zhSzGaT`AA~?Bphk zwqItBjTpZmH^O-KYC>Mj;uEyo4I^v=E_pQ-@37`So)EoN1<1w#)#`!|eWr*ssV0Z+ zTTF_?)eGR6i!|1cAfuV+Mkl%ETcEMX5#!yfMU-{z^-G~9-uOQLRfH4K_GY{Z@TG>tN-{n-Czy{JpP6(C!UqQG!ht6AGtp24Hs>!^w4(8H6k;&$LunFkG|+%z_$#TAfGl`W`!K$q zVZ1J0>*2};8~&ln({A|QrZUFc)4Bgfz{{h`>dCZc{io5W`XYg%q}s!<%_v#y-+x`U zUH#wbPOJXw)p(J{(D*P|gA$4cg;s+(z6PQ6KuN*E-TDBShb<{Q!JykD~`D zpIT*2o@H0Ia{zr{JP5COa>v2=8YhW_mhloZ`P<2DvU$eq^OX6IJL#gWHpk@h#%r75 z`A2gh^XuBHg?Q;?`!9mi+FR(YJT)p+c%9Xt^1{-X!!3G;_u)z|$bd*2JF5d#sn6H&T8}Qry0oeiH zD1SKQ+hy;Fo;iO|{&39s*WO*!=&>!%`J!h;F6a9OACH=Syq$|0J+$%aq-EbMS~vPa z(6f^cE}8)fb@}o%o!=r+?$t@J*WXt3@oD;g&X2YOH8Siq-42(p+}Gy0fze@c{UJIu z^Yy-y`kzw!7yZtxH$?vH)ho|?Q6QSB`n5w|17z_EL=#k!dgJy5;0OWH5)bu5k3p;6 z)|$Tmlp=EQblCKiX&jbE=lTd}L#!k{EpE8`56;82-0dxFG5V}NDv((L&`-7nsMZAs zL@P>Hc^@K)KPn^SC?nFOpEV7+t3}CC`prHH09@&eBccWA-5&Cvkd+Hcjxr*3FWUy5 zF-P6rN~Cqx3ymJ|c#@@M+zXL>oV>IgrP{jggGLw^LQ;-WYIk0?5f@G5=ugRt*!j}t z;*OWeQ7YWz1|EuZvK6|2NbI#_Ils7Gh*Mvnn(S{66r`Kdo8by+#{gTPk?oP)4rD7 zlm8szhy*!0%-@$tl^Zn`ZI=`aMpQsTvlb^SO#pQQaYNC56_vFN(OxD;b`lqhcY(;I z71hRDL{?NsaT2O@db?0oH1Lig%{vRP$%^X8PJ=0WQioW1 z1rmW{08=)tfLw$(6c;$6OpcPQrbZ z$kB?0Lb_Y?`OWAAMCrEXd&)^Jnkb1J-A1K{VOYAVA&Qe-UzV&!@Fws7P(+Cw&E-Qq zgR6G6R;Kv|SRV^1KEdUPQjW%m;@mY6?j#&hwgtISdh(UBi;gZ&at?G7jwoHk_~VCV zM~EW9<BYHWZSxefa z&8T_NSBY)a%~y~jp@_td{)pTjQLJhMAg?0eZx}608~yamcC1$UkGJ&;Sm8psUn|Xy z=xsJvtzTm|z#pH~d)m^>K}2LvKaNi7AeHLO6(&cH7{Wv;DFN$k?jnkXiI zZ88&gJkSo|X-#RAEg%9$Em6makQrNPqhBBut9vx+cpCzlB9_h_8AWwv)z!=I_%urd zUa!2-FDyW2T?PD(H;-blm$OSl9-+JT>S@*W^w?TK-yZp~) zj_5Vjc91*&?GO>XcjT2y7c+N*RhQGwcWU6xsJK)%8o3m>_0Jkz?`GNH1*1|`Zsk6T z>YVF*$8Q7{NI{9Nc81Re^87+B+3elR?*=agf&2Agxkw4p?0136#gm?iI`%W$d#8y+ z?x}jM5G^|d(o(v+ew}U=et{vq`|SYFxCZOBMVTwR7azK}FA>Om?~?xo{qs|OL~;Qv zBSxjLW+8sQK9C4xL>`5=fX3DUcwkg}Mi(6>F-f;((bEH{`?mqnuHVMTo>I2C?u!GB z88Rv@KM{CFE3Q6J!iLX?<}c|*if=z5Z^DehIR|uFk4>l5yF5+rej($^t%OA%F4Mla zrV=rTC_3o?5uN;Y=2;t#dK%MJ{VChmH}vtN`~VmO=lod?Kh&Afx&~zA3C-ibP6P_? zL1I^3$4==bY?9bUE*LgAg|d)wS#ZMQZIESult;t@^~^-x*@;gmxyXb5tVk~l+`{sZ zcXr$pk}aa1#wg$#Afgyq2~MFl8F9h+F6a#(nQK}E>DlguCXb?#_tC6PSpNkrDWV96HYJO76;uiL57mXz~{ zvJ_Ul;S>9=ajW5`O;#cTv9o(ul0PKgu{K&QZS-j?;r&xM)fl;V7qrQLpG;99fo<^K z7I|F5ZISEexWN;0U$We9^_1S&Im49vsA&f+h(q~cU zcBmd=xLlLTQ4-nty|Ryf%ohy;46R?jM2>nixLjj_;;FPA3{JI7HrE;u!Kr4+Pd4>s zS*mSRg#2v~!KvoT<)|-1wAoXTqn-@W=14(~dQSeu*~n20-dd*|!F}Qx$PqH8)hI{% zvy-EhQU<<-+3>A3%8|wKH@fu5kpat5q)(0v*clq-$brt#xj&gT6fMRQrqgPv_oIm%hQ0$j9pv>-C8iGEcaBhvyXr*=l9;_zR8zjmueq*QyD zFZuQ2H*EZG4y?&vh~vD!AG?)?Ez`rhU%$Txf9YH>dbmo2lAj-J4 z(u-(UZvwOgt#}Xbp;n3LS@#P>lbU8u^db`avRG@e1_)&Kr&~RUa%L~8rP0RGi)dGy zlHBMjUlTDDev9QfRE?T15i z&9VWc#+Z%rndsx)boxFMryHGsgmpw1XX!P!3h3U^jEGfcqMvmGs*Y(tp2OHdfb`|t znapN>B=mm#<&4h7*vt3nufNX+&tQWMHrQZ;4K~Si z$v7z>fBwIp*RNk=U|?WkVq#%oVPj+C;Nalm;^N`qk?5yw0{~xt$w`W9d|NommeXET zX#B1k(oq(}nInKJsgB=WQHH9-t$4!p;X}^K%jl=4UM({@_i~MW(7FF?`>MBunOzz5 z;L_dg<^Rj||6?R?B5dOX&p84BpiaU%QMx>;ZT!Q70tm!bIN{v9S8kF80OEs={D{K= z6esxF7yv-%-pY>B1A!T7F%n{vDq{5z3j5MS2mo-6z?)RS0hYsyx8Q`-MHziY0N_mq zgfp94I5#;p<2|-I^7;Oxc4Ufn0&a62&fR|>4nhL}^rbP@_0e^`)9%XLE&Y+E#wFu> ziwW~%S}qFM?;ZTz1497-a-vS?>TYHam%Jv`c&DIWbdU_4I7@{H-crDX@svc6Pruqn z183A4*4(fer~rVbUmf>RkbOT>f2Du%gXl=A?9$dPBmsKFy%~8K-SkCB8--Ti2cO*y zcKK#9383YDS{k>k*X|Y$u&gm%70!H&?r^=f3>-!~-}GJye8f+&e5alx3dk1w_w^b# z9VYLKO2k4fx)2ErSeTWZoCLg75SQV64SXawTEsB^8NBocr7U3^()vYXgzp8Vg@QGL zAqVb|2gw`2znA=UG#{F( zBay+o;4#b}K|_(*=~{K~!u+ z4aw^fc?<|Oh4XyK2w_v3u%U3!o0>KC3r-H^y1%457`*5zVCy>$Vk3Ad6@gv;bWTap zg)0B6U>MZh>*3+=p0?B~x}FgCoJeMCEM-CrvjP;#1aMf zqmn-hbec}JkKWTf3Ou3G3(pe7t$bp$= zDfU>|bPT=MO#tuWcZ2kS1Rf^ew;?;%0Wn1~MKqN!1)_IUwjoPoNdOf~L}avEwGI$x z7_?jkUXY7>t&1s81<~*-dxb}}^$FBoHJlU1NQyHA8qLlV81z@e8hf+HVeW-sX9dTP zv(oVyWdi?$dRih>nOllX{s!Snq@+1y%KTn~19aFtY=7`57-)eW&(&60mv1G<<$&!y zGcPH7jfX)zBz`y4aXRm^+BvA9m+6m*d@~dQO*u*WUK45)7C+A6Zz&&80_lbL4y!^9 zT3FaA(MJahi=I(|Xv+b(8**Q5ziWxahZqbzW@H2%aCji9+cb>O9OAC;>7Q5@6D*KK zH0RIZB<{-!&L(0xM>l77nf`YpV1$vDCl%$&2nD*tKQT{}ArMYgx5_%YOC}^=`yxK)M>iP3Tk3u7 zofeQ$#~zl!IB_InVr19?V|CiVjqi^pnYO=3#pq5ho53qi%c&ela#XFr6HusYo0i(Z z*fP!9L!pGs;!R1k$d(-?SN1fXvU30y%^Nbh+#--~)u}*A%EEihd z%V&@>g==?m())Rc_X9eTd#l2A@t)LI$w!PdG>u}&V0;3>ELXTl2N|EfB6BmI7{h$H z>}cr+G~{v;Xk^HT=n}@^xhnUc@%t_E{D^whBBx>4V*CCo-WNqPkywVM+=4flc3L3E zj_cQrnAMqC(YXJ`o{S@vFj}6F_x>gMCl{YsRG|B21r9R$K^*Ouu1@Er5?OMXVkVUu zTsB6U;F|*lJ$uvDoHZwk35!+}E9x7DxCO&X7pg#b5%lsilEK5tPmD8tny+{*@?Q<# zWeIslZxNIdG9b1kk(n)pZ@J;3pU;83Fi%_?V+i#8k|AziRwPK?ISJ?5!@T4bq)4gD z&RsPgy+vNdaR1d5ZOE}NZLXNqyqtUV5GZ6bb9AfYh*}Fzpl!PSTlBPI?$b*#ve+bp ze--Uh7aPZ-*){m9%lij}bJ%V(Xcrr(3Uf&6%$)e?UO-;vw9iX_gF!C^K=Z*=8K}}< zbY8qEz^U{9qAb0d{d4>xivMy@vh=;%wa#nEq%v$unGW`*`ft`{fICR!2A z36rkw!okdrn=~tfj{A0xnSfp(a*H6I_hZCb%Rw#WO`U&hYN83C2X zY33yV!5TEibw020VvOm9+WXPnM+e_DeW3t30$u|05JfR7WH_Wl;#5_|Mm|r-&@_|X zD~-}^KFa>h#4XPdx2i2`@kQND4rE=Te$6e{7s3jMBoN3^-t+C96Ns16BWdbbub0;* zW!B2g(#K5+-+xgj3B;`{@IG-?!WihnwwGmSCL@=8@M{zVeZF-%6ECU4DsH=cjU=fM ziz;IX`aa75mD!XZD2gRQZ;4WhqEA$&4sl;=*eko)%gBjxWnS+PJq+JNnGjcw!E`jy zARM4p5GE@_+j6N(RXS(IAChrNG*f=D_p?MAP5M8c)Y10E@EiY|%k%|Uee~GdS@OMx z5^0eNC3m z0TOSl!V+lX=|l!(NXmk%Vu$Evr0pR+5)h8z>!rnoqj7*rHj+#UKE+D9B41}gfb)YRH}Px3T5u~kFO<5B;?1~pJlNfT2`cBBJtD) zO8cgaxSx&jkP7}KB|@t^drW)$j6Nzpgik@s+eo`A4HFrVR_^`5{q55lbu9%L-|bK^ z=O0xy{#ugK<^dz@iE`>HiD1Nq$no#qr6Cgt|qa zBeyTqMVH#%+}-LM_k}%a4-UTn<2J->A+ts+^zD->s>Rw54rG}wkC;0dIm43a%qo=? zGQiu0AZva4M7SfLXn411O~i|6r9&3_*cZsMIxLCf=yHrth{s5QV7suD|IX2moQE;{ zix(3B(DU$5jGXU;CU@1s_r~DIrSlse96EJxVX?4 zNOHg4?aMqw;Sz8d+&3KX{BNwQ8!s55j4I7fGCgkJY%!t*0DQJ%lZ{(8_K{Sk;e2$A zPDE}seiZtc2PMhTrgh081Xsa+UA?G)KtLL<|Gq}S)8WIyMTdXS<$o49RQ^KhX~p|& z;jb@v&;NSy?0IAV1wahWYM`P!#6k_@aK-}wUe~*6hmPOeq;;)kY@ELU{J~w^goa?k z2*cx%?pa7;(EAy^r475!Mf?H4Z;&dfE7WPYWuI=iGi2G;5zG>)DI-nB#W5J6?9f(g zlh(L;e<{#%_5xrW*Xw@fS!|UY|BfMG;Li&>0N_u{jorIJ+3Bpior99oT;49EiGKCd z#|=hJU#P=FZP5&I*m(l$WfG4 za-9aIr~ZatCeUq43jdB8A=vw{c{e6zs$2+k}q}g@lsb zPHyfY>f)#3JDH$lC7-(3%{u_eD zF{!`0i<6A*YZOI%lP=f?@7eCVmhS{;sTg)ycisLW{C;n(tlH+xw-xlfWx0ECU$X1h z2}7NL*9pzprtS=bqgA;KUpdgbTqML4e_NTc^B7*J1pMjO=D0QAB{;C3`HVePVBO~P za1(i}%J6g~s4oZr0+q9QBU1RNTfc! zW!zJ1k{)xv`x;U}RmOI*wXPsk=W~!oAZ~boC3^<* zEc_kBcBJFpXl`TN;tvPVwfUmyoz=fxzJR=QoYUy1c+KY)S#1dS1@s=oIw zAC=;poX+zh01e0&Sn)zPY9N@B2)5I4lAY=h`ukgiriwnu`4}7EbJDc3QnY3~q`PU0 z%ZG0p^<0X`*Z-X?8e;tk;9M(L6kdMqm1HVVy8dbJ0r-c=5sz4HavORHWJ3e^4718@ z$Ax>Sy274*I#O40pqH>{h4`a>mWZ}bGp0`ukOu(Wo#;1 z9;iuCp--@Ca-S#^B%>4HqTLS=9~gb9iwU5Ux>9!aEHnt2~j(g-ut76Kwv(=r} zSCJsUy=yMp!+1=K14RDKc&0MxCxx$$!Y98XagO|jy&@nZyMf$R3u{pp=!P`Z{O-NT z2wZ@SiTvj~D&L~EoeSBdfRY8NwbPlui5S|4me+KEsvd{c z-!axbBpCi`8?x5>6h)<_y)un1C@lcdw<`q`*mSJjP1~iGFBIBRwW)VqC(PD2{?uG# zP5o18u5Pf9`2vwxz*xRkrI0BTlq|BcemDJNvuv@z_Py_~wtNw_Rlzbi<}_MME*m?{ zLHLA)W{VB{VVE^N)DG7uN)IHi=>j?4Bi&uYnQ}*!NeN~9quzTEX|-281bPetL=T!5 z{(+K;Yo4!U&mB|Zz4w1?k{^$tplmZ)P@yVw`eL}g))QQ_=#!4!?_88!xZGwfly_T; zVziSTAPB2p{AKG97^O~A0*>4Kd&?4TpT#{b1J?9q9QgX{SK>B=Bn$qR6H{TBtaxQ} zbiDrlV$lih!&lwsq`RWKx~85G)c~q8gQM>`rzspdhApnb9ftL}!+)mR6T@uEQMQPx z6^`B)4eiDstmKmyd(+6I++=8({OaHFykQsuHFm=L<3j9bpAx@jMhPj6IDOXp;v2WY z@bQa0dAFv(1)*?Kl*DhDK@qq(uulP&nL6xPqMV%8@pCzosZDw`g4gJm`BL5%qCnp5TLexb^VvcPd@oBLCEX@wxHE zcd~OShF0R#B8G)?n!km8DrzfJgPIBk`0bWz>Ef38kv*o}= zrz6TcL&2IOU! z6@{iM^4T7KIeDdcm4M4aK~jN{YFybiz2bEfq?0O&QY-++|FZh}_C7@o&n=4O3Od8=|4f8jt-YVfN@f04hbSwQ=Zo8I3* zp1#bLe7-+FaVRz6@u||eVt695Z+dPdk>ozT1fsbwLe%-^RQJn#OX~^rkNw`esdr5A zGpugeB0AcpaW>XybYB@*Gg<#wv_-ClA)sd&efuwlD!OjB82qWQJ6V=l_;|2;<9vGI zlQOB>T33pIFrF?Zv+-w&oY67I%^+yS_Tfymv8dklEc_^)VZ5U*rv63h_LbL3&TC0+RNyec40_#@EC#ig%54 zwMK{tqXW_C=4GPKNmX?0%p1=wXD^$fALYWv}5)cW}3pdt^V8K%_5 zls6vU&5R`Vc^VcKI3g=XO1^y;lP#l5)W0N1e7TZKPm>hNnz?@B!dt z8tVXXr_iP1Nl101>Ah@<2wGGP2|MS?~t)KNJ@jcd4z&eSEffNNRAyVam8y?(p|%P=9x_y-h}g020ai+=Ssyw)yd9 z@)GXDP;uM+JvG?UqL0bAcwWsbAjzKG&)TN51${M9`6{8@M;IHd^5m~*FHF8Xcv|do zwJ8A-_W}YF=iG}T!9QN6I8q2V7SV)1=KZAHr`aA``gEOHkgmFb21FYzAo+<88Qy-B zk;K_A%|`Qy-cm0?GS(G{&^)n_TtzlU>1^p_xF`8=pN2y5-qUr=&X))sf*;wCT8#Td zQq6zHC!cf3$*@7%qYq_(iQ85V&sm{Tu|CE1kQ;B1p`b@YMTDdGRML!v zjJ{87@iXppn-#N>Z}y_J2uH=w%RqibOP{i{zqJ|YZ({?|fc*XekN~>ZZE~_3>|fd{ zwPLj!IPqGLSj1LR^!+=1G1K>%m)`o@&JB5xJZ^`l?wm^(TvwLZYk^(=Nl@k3Wdb;h zuY{qY=V$8vh;*4aNF3y!`@pF?>d zByPYplly57AZ>Lg%P$Q{c{r~qHed}epbPBa)@XenXSNwFyED&sZOETo%O85|2VclNlg0Nu>!1aC>|cd7KBB2 z{cw@eL+2Q%o~8ww_bG&!Wi+S|dOWL)B@-gfiA@cwQ$`BY4Eu$KJMA3E&`d_zhP2G} z>MCkmY+HMSRDZ|0DTZg`Z$oAcA6a?1!8?i4ND0kHcUVZc1j)ShSwuk{Z{G{3nF@Sp zJZRFUa@e0TR`f3rs%?`7lU=%DzZnT2~9v+MBw z=B)qXd}KGtNHR&OJTa)CbZe)~gNo@WKQjVSesrL0H><3>%dCXdHj$8t9VV!A?XXkz zu+OyVkob@-C=(Gb(3D-SP^|Py0K}yO5hgmIhN0ADcGzr7t~+F-xKz0 z$if9=jW~UJ@PMVWJNgrIeF>=HQqF&6P>l3oAL_UBy2Fl@X(-0?O8d7lDTJ|_hOfE} zBu?XA*vK!f)s^k4Z^>NYqfnKbK8R<|F8dB6k-&84&d74zMo(Yj+m z@cv~|*EWPKsNa~tzispAuf@vc!Jp)vw$J^i&YVol?&IVqG&8}1|Lo)acIiXwxA@iq zlpGF}Lz0N{gS{ zb==n6_{4gAgB!pNYj{t}jOta5Gm>L=?qv%F|HWwJEzbOV%oe1#l(a@bTJ$A_NM{QTBYm%Y;5u82L)}eb$ZDonIAPcE`axugwi);Z)S{Rl6vn!LFe#8-8j}a{In+LgCO67)U%W@WkanTCoQH}*ivAZ1)VOKe{kzDf`&2Rhe!17 zXzssk8fTr*zHR2n(2h7IBrh2b609p5Fu!1;00 zIPld@!@KnQD!dKb`ft{gLx_;qP;RG%=ctwR8YA=E$YqBrf+|}Xa|>k*IW}8o#xmG4*;gfjPNL6`4zQR9TKh9l9jCf&|$td-XR2b zq`s13Iy<%gTEew`tacI{@QmAg+5Z*_T_t2>A5EtHG^9`^NAA3p@>SKx?E7^Z{liV} zPW~BF6$OsKE#73d>wq3q2|cq?t?tuU`qsK_8R+vRjiLFWw!q-?n?{N^>_?nvL!hh5 za|gb=;|$*;IWo{dgyA^d_l2GC0Mu1{A|@I8%Y@^$6vW$A0oQcF-Q+>S1%6Z#eIU=^ z)iIp@btcy9&63=I4SeS}kN!o+=WH#FA6t3mz3g2&|I+Puk3O=uY%O@+3;}?UU_oTH z)^|){0AA+^(rZ<4TO7O{)(5)F>8X{Foc#o<{RkM8OfG9grmRu<@VM?Z6H3Grp>Q5i_j@N|qlkgJc{KN#AyYb&-p0 zvGx55zZ%Sq*U2&Uo3{5#50Ns+tDQ=V6#{+!SgRPS?foyQWplFoqu3minxO!`)q3MF zg0ngDX=pgRhu}OJYQ{Fmu#s4D&Y$zktmb7}`Rbi>yWhc>V3U~F`qzi8bf2^70cU?p3>eu-fHH%DxxG5t z5tnYcuSUbV2>j}4Y_gn(o^TmheR|La!Jq*0G)1{9`1TijxAc+XxxXg-Y51;q{e)}N zbaL}f$MBfT>0iLl)U8^^6wBQTDyL!Vvb*L5>3dnvv&10l7YaZAJU0Cbs%iE@7jc44 zZ|_ql_+fTyD{rxEN`@P%=e2Q9uf7n)B`Hsl1KUK{FGLETnYkP-7HDK-vybjvFRx)yM-_V^SHq-Yn2|4A`@@pfGpz`y zPyNQSr{Jyad3NhZ0^97G2U~q<&`gbw4K&V;@WRi|&~xO*2^ZWL?{+$TDwFv0slGytb2D-mphP5&Sd*WPsy3-=!*uB zlz)LBUta2l=+0cR)YFQu3p)fwMkrhQUIMM%s5Dp4#P6M=+TYT z@p-h!9mw8!f-rO-zA^Y(FKzUC)XIb&b4>PJX-%kAo2j`{m30@NuRNK8kLaE$_0{9rl*MoJFcJATlWmpYCqB67KVjM{ne3^h+6dK z89V7Fm14$c1R4z6AaOZw$djo&Z=3bGZuzL?)U-qr=(uM=G;AQ>_O4JzgH2};t!sXNW!61fB&{hnc zPMCt9>P#?~vVTwYPzP-ffn)~PilM1+xng8h8|sr1*%I3ur6tu0o#!a;Z;gEN-P}!Z zF%=?sGFp9C9F=w7J*7&dTW*2v=R9?f2fZ|gX;imOEA8i3rb^?D21ZY$L{Zv6#j{l% zEy_Jh>;ImUmiLX*K$5~JL}|Dbp0^*cqU50(Y144VW#g#(vyut;3b>5L-7X`E`}k@seRX(fdZx?tkO)-3!>t-cFw9nhTp_~j?^p{NV-nQXf>kQbAFXUH1y5!R9$S)!K@$(~kIXO?VGLLe;&$BWU7F_7AY zjYNC1puwQV?*r7cX{z}$`gac@mVLyW_e{?un8eX~7{&VDV zvIKn@gbYuy`CKjbBRSctz(^id;9MFP*zn@Ei~`k7U(Q{IE@%_Yqz+_TCQim+i*bUd zyI>DYVP=mRuZxS?QWthfb6ghP_4zm{!Hj9gS77<7O6fp4dZSHOAYleRe5qASoyFL^ zh5>~pAy01br3=z$CFFoWM$g;#&y8GOIMz0OQ?2ENBGhKj9V4E*y0h@gjM7G%oBTxy20>MtbC zhDJ1p97>KM8N!>u!tM_DX3VL`{otuHb9w6#G+kk>!!!B0Fx2q%J#w+(JeJ7_$j%q9 z{BTh|*BxTEBK@LcoPU+($2npk&2bd_rmphOI|EoUlV`I>5W^knV@T@GW`2GS!*Nfq z{>Zyj?63YXoD*w^#DXVb_Z1V zmZf~=nV|-fPj+{+5`b&y!vVUF)9^yfZ)S}or zYGSH)Qk2;vVq_-*Ba)!0b>SU(Zd-vAf(Z%M_$*7QlknQF$HXZ@38;6d%NEwZ4he?6 z*fO#s=3a_>_^ChpG$3BLFZz2iK_ID>skrzx=P^2bt9iWb(n(D0lmu9-sXG4%?hwB! zSlRuG(s+&VXK$ZwniLjw(lRQdEintO3vOlEd$ste_oEY2R6vCcjMp8FwwBI`_*0Ik z1B$<48pUt==!g@OKRRQ_gNHzaHbVGls|UWbaeC6AXLoC+rkLJKio3D0_`J8-+5Z@4 z;U!y;HbFS0EaJllb;Fhmm*+|PU4ysHuFP^S6Wt#x6^QCDFua(6M=Be$b_$Q(N5|=g zk59V_qUk?c795}HmyxCynE;rP7(BE0D0?+(b1iiz}?N3TZ}7bV3+kCEyo&Od~1U$Z9TxNc}J7y><{wJwO8Ale`B1C>ar ze?M1K0~IPfesS8~nC*N1)qxxT*wYSjeu;4X03?c2F400rP zgqh+OJK?*vKH|{G^V+M@dUgqT5LDKn_6)JHyW5n(XtBvapD{9MJQoELV?qbzZEZZ- zQ?#TuDja_*8WJYuthcM>M@Jue6XX7>(+M#N=A=iL_3$biyY={W`MfiyR=ae||0be) z)aF2XSP8P;#86GGpoc8`Be=NWY(!ce0*58FnKr#>%nLNZde1@s>=_ml*R9J++qg$E ztUS5k9{=%+P4H>6J+JvIHz?@xsU;vBKI z9E?bF)5jpN=}~T5na_G@u4$QdMY3@pnT0YMyqT<9r*)kh1HiuHq^(ykHhv6)u80DH z;_B(*D%oK#Ysdr_Ke#gO7qAA2G52F?aF$EChJeso^AKe!hC`W#W5NmPS(u!O0)-@( z2Tb^BY2a$(AaZ=r>W5Ho+Qim`hdpKZo`IDzSci{=f-+I z^jvIgbaU<6B+-p82yip;vibG~*#1Wm!|1PtdVK=BO!;5h{vUMVR|-{{*RPouCAg#7 zKrvFnjGj_EW3W=ly6L_6$w--}eQ%uB&)-fkeKxE557#H}%_4_DW>X}&w*o>$?N1pg zQtDs%f5ig3D)}7izX&J3F(uKJUm19HAYd?i@hyIgzo8I9BM@1`uTiSA8Qp!`@_@mA z#9}7yg&0Jy{aqy&%7f!E=keWzgq%17@xA^_yQtGP|8SO6l+j&=GWm1Vc&N^T2OgR- zsGIL5)i)5{-uQ64u3htM&0CJuHivkqe(`3dWz7eihVS91K#Y@Ll}Xy>%g}ge=J=Q< z`Af6d=->^Bcv9FMXML}ICt?Gm4t z_$8F5q^4+?4{X+YJ$~IWKRUjA@n@dW=yi~Vbl1;<{01ZHV&RP|-uGjDZaXg$We67W z&wzq306P~r$4 z*sBo#Q@ht0o^Ph!w_HP%0`)*I-*mD|o*~A*)bY_iEmY&iW z4oLQV;ihLbOcy3MOZF)NMD(7qynQG09ZA$nJsEYBc|9Bo|+a3s*gApCF=GuJT9w)CU7|&=L zI+a#p-!``mKW1b1dBHB#PQ`@eb*NW1T^icPV##|@tnh&`4jQ&x$aCX3wf7Y&Z>yI& z7ToC6%r}>_7*6zUuZaHYz8fA3c=padOI_}uxLRhgbFdzl?dx>)`FhSO$-65y_!nm(Z_(4!Vm#ffZalYT9a^zID0)Gd23R@E1nuKc*ADz((3auHJi}=7Y`I6M?F5MOy zI_V1`GCT5Ymo}D`o+V#>Mi+5{D+3KrQyA%%_Xg>i|=S4kU`J(6!<^| z2u$OvryQnijJSgva|Xyt(i>Xz!rq6V+tMKpg5GuOd@R|8hBDgSXKoFA!>`|7!n{|d zGCKMf&`Cb`s`Xoje&+69d-KJK5HIx=68hs_Ht5vO%nx(KqCv|BG{%;*s6)Cf`+i{M z=1!X8cT>h=w6HY8ZbZYOAnR{S9jh^22iMA2CUWVyu`#3To7-vve!b%_+WK6@W!b<& z63z};#eDT%4-a;GW6#FBav7&hm*dNQ)la@q>OJUE;cK&$H-a2+6N z*RBLa#Ydk-(uDZLN1A;FTB;1^h9xj+>?BhiR9aRTk~K=~tJnZ9RW4%?v<;&2 zv2M3DsrTQ~4N03sJ)7SbBm`zA9VoUSy^^nEC9?I~$nYWdI_JqUy*KTv-e~R?MXRe( z&8y4ogOH9UokiI3w&$)GzuOok=cY*AGI*_*STS;er=f_s*qrJe->}C9{Ti=3Hpf z#UM0xgXZ8jESpStSfHo3#6hym?#Xf`yg9|$@1lg7U1xIT+;p$qd*}Q6biByNjxv^e zHA|#Ef#Q9+%20i2-z9w4tUr~Qp9oQpo^p8F+PZcK|XxMI3q`!f`3 zGwY(&{jBRAgPlWHnk2J0poHqun`o`JIY_sG{uD>Ow+fdVlQ|=3d388DA9Xu`f2MYG zqqsRlmKBCFbC)aS(rApvd+>GzykZvicZgNz(_$~*q*LPjbjFEjj>?5#%zI7AL5iid z0{U_jEtfNzdV|%0?fLYgB}x$T5>~XmkD?CWfgMRe^gg_&W2)_gwYo^ha)k|51*_`^ zr#!Y=>`dqlZGgkn#v+Al4hkILOlR<*8g?WvoZyz8oOMc7Fg~SJ-A^~R_d4X0=$)H= zZV&R9OzY-k+l4=>UcYb5cyj!az2ooG_-$rvI+;> zXLV<1q`r6B++!1q&s!4_S=uwI1HEbTx9pfr(;sn8?ObElg&JeTQO~Na>bUKtDwu1h zEj#S>789|$bpL}CnGA!9O{^`wHrRY5EbLY|El>L#CCQcRhckGJ=W58@bPV3KlCK*_a2u0@@;(jrQRMn;?{^y+BPQwZZi7b)`O1ypwZe)Xayc|yA%CLA2EG6mpXRq zug;HC#7eIntS>r7v1Rn%Qws3lvGGU><_~{kxhr=pObD@m#Oh}?fN8{P$%5FuJZwrD zM8bU!18V=7OuK*==nhu@HvBQ_RBTFWF4;iO1_rde$$I>`q;nFBOIf%g@CcJ7wa?L6 zDBO?y6TGM()fy3eoZ!)+zhWrEzj@1BL3Mw9du1rMJIvO6qo-`r*{b-g7AIYi+4JMF zDg^!dw|?rTKP)0`A(Yd>+|N)5@g z>&-|r5#Jiqe?<-=T%N}=xz$d4tO4XskW0C%?X&a)4c~*GiFc7)7LM?pN4CR%{8vd; z0@b`%9M)yow;JA}9Rso32qw-Ox}=#eQW{-lIkPvcA`y;VBGg5~-^!)&hV`D<>ynbZCPmW}9w zjq}xAzGe3Sk^MeRKL% zi^v(?6S~~q!?^ASTr1!N59XDb?sdcL9F=)9`k>%kH;z*4X%iz5@-WFtvft{?Yfl&b zw`RYS!A)(|MVDR7lgUidYIZ_qFtD=_O1m{-gPvaUNUvc;Ql}DCDin(klBMF)$5;RIVuOc1!Nq zP$5cdUfQJP#xp7&v?e=TfLV0qXP(+RUnl)ejwx(GHF53Iw!Mz3W^dNgC0v+OTXhB* z*^C0IA?(V9(;p;LlN^H<_NbQG8}GXM3J>3{OlRN!U9^47M0P?V4^-C_{pAB5#UFW% zj=#}l))qihPSQCgc9&;i$rrD6sIG1I*X0$T4n|bT|HzrQ-!!Rho{SSVvC(C`%w+RfY0Nx)WM;{@Os=2$v9{J@+8dOU} zsyBLCm~Kp0{d9dkPPjxBjpHoxf@Gtge)+2AGGB@3mrMTP{ zjBr|$UvHIn6`_*bK7Ot6KDg}8&z2Q-Ck^@Q=!wdu;mMQeu_VFF^aln?KUYKcnR-p1 ziuY5Vg8GXhIw986N1yGy5E3MH5n3CH4%-1A%+l)mg#^myQM&UB?$hcVE5*BlOIr*@ zGoD}K<#lsxieEZJ?>7)U&Dy95KKJWgBV|RYR}8$1-iN*GHnX&)*hSwDN8UPV;WV06 zcy+b}VgkCuRR^m&&oC+g144A}Oxcz`@70u-84L{XDp-g(9Pyvw1jAWA`@-sm<@`TX zgGORnk#C9BNkE*H{=sn~au2aX(E6MIU6%SuIs(!fp0?` z*qMzRJYJqmJ()q>f-C^E?-MgH3pO^hYYAIV+C%?2ZCw?h^lcH^zEeQU{f>rRSL*Im zMx1#YgA0%K>8`af<$wH{TkWbPqGwoMh>K=U7VD17rYOra#@QsxaQp ztE?K_`c@@OHRj3li+n=g2{*D)Q_t6Jt$hi%8U`sUrD6uE9D^&TL_xAl03-SLQMj3A^OFPzJ_6 z>`bmKO`4sX{o01;p&t`yQLL#Auc;k9c}NMBA_-CyngSoQZcC1@yRGlnZGM`|M*!J{ zT~x~PBsFp+NprG{rtp}Rf>jMc&lrB|V#1B1g%vB3e}HxGgMjQaZ%)y_V8P2~waHih zPbKI52*>mP@kJ0l38Ez=(V~+OElPBE(N2pVf{5Ou6QW1&;q-ReX(#&Wf(TBDBU(a~ zDAD`*uJ`9J`2Kb?JM)~`+1cCKo!9drfNY}T_Vidm9SHHzAJAt#-|%ETwS+IU4xDAs z(k@vHK|MeN(`{Nx{>iZJ^I5yG5Q&b%s?Hacsgm0{q(jilB;|hi&Dk|0?IoW545D?a zzL`wQr+YmL-dwkq^jsv?oV`2)+q2A&q_fX+*N9SE|77k+Rwae1|M<~@tkSzX2*c8@hyHR()fQ{5LQ{>7zfW)IzIG1Qm=zLaDi#Xc5 zE2__e(eG0ae8DP5OLRV_wtIjEFpDvG2%Q(-d zwL@bL6E>&O8mTSOUsKbv!Rd7JiBSYvQ~o2w=*c5E;~$TK_vzGmj8GD%-+J_y)9}}S zI4T|B{y+L~+JAWh;Sw)Tyn`Rm-r{TE=roS-5gc^XpCZmsTF|UT7wT!0#ml%7=h-|9FFoXUr3+)Tsow6IHr8t?jKUFc%-!e;D9jvvNACJ?N{Z zX%>Jr|*%PQ9FF2hN<2 z-E2Q)S7Hhm&n0Ego=V?vS-jeMcDdy@75FJ7I_j}=&)gR#!ft40#FRa$Q6wi%-aX=R zC<%#^+MAboCrEsGS2($#fhDsJReSxAxB)-Y97}gEv2p+CyH`-U#y@I5hkhAN2`q^T zWKvAf^Ks@FYq6P9Eu?4qEpWhzJuX?W+mII4hwY;a#6f@SMEZdrtt2c3C#=Y(e94vC zW`^``2MU#Ep_63RHb{wqV~0_pd98n_MMgg+!9j8(klMkN3RBp&>nSTdcu5DBthG4j ztM?q?atZwqBY0R?)CIhmN%R-mlG!0VWFxySO3k(uB<4m6=ps`-%lkX|b&}L2!v;>=U=JKd<&44sH7 zdJW+hy6md$w?&t2VcV@(i9(Kn|`rbDfK*?dLtyZ_4{$oJ+q4v=h zT-!py>a0QV-cC3lu6X$>@oY@HO3}%Jp9%;M){9Bn=_kGWyyZBuAxs8kmD)ZRE-L1e zJ*A!$7%GfoE;Rpu=lr;$oGYVRya?bw9juIrdSZdWJ@BDg$M_MHtN?(54n~>LhN>L; z;_alFMD3{89+#J-_7RKws6~8~E_t;n0LUS~9IO$f@uLgj-jzje5T!_xE7lL@wk4R8 zXJ<;_aqe~2L$k19)AcMBdoaxFBz0~6!t>OrOKqScdN&RL9!?%4D3!Rg35g+Rzl*aM zBp+6~y^nWiG;P&ZU8CJF=j!K82#zC*nW{xE@7X)dz#^J7jFVJ;{VuT~LPufUVo3#sWGwuzY) zV;DPws2mgQ-mO2l8w3gj-B4#&PT@@(V(QW@zVTE7@6cstd9|?Ob#xtHkAL8`N7u5n zG)|a9?`<9SbWi@|^AMKIx9Bt6Y^Tm-C=;uL`kPns(w%Ij2nfnj4`A=IzSHlgDA1~h z^HaDs+y*_;nNWr>G}}i8W#VF8RqsF5WwE~Q*#mh+|H9i70}BZTtM1+WF(wg0*EZuP zU~!)w5ve!Ga-p}uGUcA)pLE368LyRE!z^j_z$JB_LCJ1gpe~B$I`f{X!)XCTP92%* z;<&nh+On33Tt)26Av{GehSviWbnmk^GNZINcKKz_cX3U(w^%y_xcvtNvDt-=Z)}17 zh&UM~&@e2UXnUsO>mfu$LdOE?0t{vAtXsr}7EmFn|HdFP^;Y?Fp~*=ncS7QKySbFDWI8{U%Zigt3)vEnRauT? zTtgOVuA@T9vzgakemnJ_9gjQdOuBbMce(thEs}^RH#hZBFjA1p|Cr?_*GgYl_v;Q{ z^xoZ0uH2qG?Qk>J;01&fGL3)B6e7BxiFM`oOsTKipFN$-e652QtSx&x>@EMJlR>+f z*&S(&*;2T#=(PXO=x_Mdb1FP9e-hY!cdFDXZtK?E#GJA}n_WEJ_^x#$hSTAGU>nHJ1=?Cb%;`7GK;X7e?pA;0=4SyxYzPV zI9E~DL8Yk|r>Hw3i@Dl*y9lE)o_`JFc5FRth!ft7SNjw1$&PvlpU{tl_b6_Vl!k`v zVXC~S{O!xVa_!oTK{QQj=+Ih@iWFWiFEj4||L6~Cn7^Xat!GTbf{9BO)Q6n1HNBtq zFzWW+Qd_Jj@ek496VDOmew&{V!uXubI3o6>>yp$lv$YH>GRxcy3GnJE4zkE?t%u^| z7tT~1Ohwa%Z&sv`6XiD3l!A78$zRLIHE|Qavh{}lWFJ_1Z_)EhYmPnX_^gv7eUuQ} zq(zo?T9z@bd~qTKE0%qzX*wgqRHa;1**#Rewejvs%TVI*%Blm7Usfa6>z3x(W(rp> zb2GVsJLA~v4}=1Q;=S=nm(tR3y`h>pxWk01CVpHx-^BRuyA{~K1V*yqY9UbL2uge3 zw!f?%jZMPgm+>w1{YmJ^lQ9g-E9(Cmyni+YYQ85*deUyzkXX`^jy)6WNCZfQG;b(278wX)_3SMi5S z(|UJgMsENf_5|Ruo`D@*7Q~B^Z1sDlh%VgP+Z~svNr1*zLd$f9-Dgs{x%lN~-99ZE z_7MEG;Qa5y=YT18eg)C$GhyCAwUS-b(&ZL}zI(Jmrn<=|Bn3zg;S!K)f-n4BYA&sk zk#gQEmWoIYkw^2N_XFD1oRQ<3oFCYYnGY0`&*!0!7n9FOF4`(+taT_k+ho zzs=V#Yj{D|qTTIgG z+@i{PXs~vu_Zrk6F|@H}-R?)oP6%fMBN;X^B`rQS!g5>zL(Mx9J+(Fq=@noFuc=-w!%3va1CI{Dq+J-%5*(V)!FQ(E)zsoxS6=CP%m1z@j3$9;cF9BJK7 zZr^*h<6@;_W#TP7TlH8rAaP%TsJpwuc=T!b?z_zI)3fZ|SPf%(T}1l>?sNmA250$m z_?P49%>gYQzuNz|z>({Pn6H2nAr z;rD&e#Kn9YrNHX6K=Ezk+&3nXuos=SubWq=jOzj zxkZbDSeAwWLXoW~mR+5G#>f0Np(x=j!k96tT;d+};GeBbi$0~_bPhG zM!5BQYtFiTMHZRwy&GIu-Ep3M!I|Fk4W9tZiP|0EU^q~PhAdNyENQuE^-)RmNc<5o z6f0{bQ2*HFMonsi7;y4q?Bpdh>5AbDyMLfm9#~i0hQT~|4Po2UaE4K?(Ww9A1~(6b zpY`-=X_es+I3l-anw8?=tMDy74)sAilTJ~xE*->uUm9uqyN%Cn&C3HYp11i{zNz1D zE*&L+cR_fULGRejEbjM6ZkbF4LOu%k#l+joAcnDAqx8s!9YTEmr+u8p%tiD(W)21l zPII(0oQ)8(6sV_o=$-ceqcR(BbH z5w4=MYIn{S6#7SsRw`nHAOihfZ?Q!WrE`4qK~b*u2_aXY0iVcN8uG3l-`k{*A$QxZ zW+uRp8d=DT_c^1M@B?nrffykH2w$HS6L+{k^)I?Uj&g)FcUh4#avbL45pF~&5t_}r z<@SirL+G^`-(a>{?V)V;nttW>$FnZOG848KOx!EK+&AC8^n>bkV}p{N5D$%Ub_-@_U|okvA3YOE7(-%6Rw{i`Yj`SL3+A{$XzdA7y> zicnWrXPuoA^?ukkLk$R}>|^1%J?gYA-+| z?gPi2p6I<82-H$G#mE#f=b)B_SpL{hN;?i4N(vK6&MR8XWx<@#i}F>x{9sUa%i25C zb^2u+1EQR{Wu>?^wbp}h6y{uAG0tH#dNbtRTW&3!{T;YhsK){A)8Zl@NhOVR2_W}5ZI;?E zAA3fbsTphiq99N(s1_9ILApT{NwWM)lFC)6KoHM_5?K9HBx&)hM&W>ObYRUd;^m05o~5{>$pDsa0})Aa<=NIY_5q@Pc*RsAk=0pw-X@T+gfh#N>S=o_~-S;bDb; z6V!jK3SQBC?aZAXpSf-ELQseEZ|&P88%M9k)u8jIDJf~-&;bw_&OVV0r&-d&f>@@9 zT`Q?Va@6*C7~}gjexKhjP6JO=){M*d*}!_h^kXxgavm@|9Usss+{ChR@^pGXx*ew9 z{E-&yx@LOf+oTIm3;BPihT=zqL{=a^1PJBQzg5&0o5Q)6o;Mvg+4knT1uo{nwNf6Lapv4tiAYZddmA>=(;q;r{Ssm zxuDi0w&(}?TVt#D{_4ocQfi&dG02R$@JZ>vA19`6TbUvc-MKE-J5cZrdvn<#5nL9D zq^+P?ulw!NmtwoVKz=T2{lyk@?*%w~Q3c{)7WMyLGXL(XiTDbMOt|HaikScdZZt z_jH8KwIZEHbWmM_VCv>%@_(}~lvROwAk7G$g|Q>Uspi z!@@qoo@guBmm{^J73|I!(+ zm6!n_xvy{28UP-vr4UOHfVEv3$OqR@x}pE2Ubt*{XZCKRHSZ7t0AWqmVgN^)k@Hgc2WJD0`XYP&u7plpz-~|V0to3gmTAj>x z)(nC7PkOH2LfmI{7byV9y>(;?UHEMa0J1^{U%4+MqCudR;^_)>U0)1DRA~mE&z@e8 pDuEKomVzB3{|`v;|BA}?ToKqrb3b2W-6X%xQB_n|sFHgf{C{CJ#3TR! literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/23f8f2a5-2aef-4ef5-a0ab-b25718aa8330.png b/docs/handson-cnn-tf/img/23f8f2a5-2aef-4ef5-a0ab-b25718aa8330.png new file mode 100644 index 0000000000000000000000000000000000000000..e4219ee94b2a7e7d9d5e5fac64672fd153df1f94 GIT binary patch literal 974 zcmV;<12O!GP)6@0X9BgcvxUMwOF*6LY;5wm7G_;FEWxf4+HSu;%66QjwzIYy zh5<7JB#6xhCvc#diVIJRo8l$*SRI2nWTz)4zp{Nv`7y{OaIZUN*_X!hP+9h?vu>dl!yXk@ zH`xTFOKRDBlD zLo}D++Q|?q%qkSdoi>1W^%OjHJgh+JXyRm&odp>qP&sLZNXXH@%@YFamaTx(!1cOJE)r+mla`|IVB5=E^i+)g`X1? zz!TjO%^wS7g5#x`cv9zFxv~YqkDRqYs5c-PP?$B4QAx@(rmc0E9?D(OQEx$Gs`?j+ z?PMPnhOpx@l0lQZA2(Tp%RufMxyp!M(+c6JC6eV78t!TPNGBW><26JVWdS9Go)js(NyBj z2Fi6Pnp6#DKQf?oQ|lNljY>4+e%bQ-Q$gM~_?E;~d=U+4IYNoGPx=KG8?wMhjw6({ z`5=dxiAHcQ1)D_v>m^bgp-3Jq`a#bXT8GOiF(}b@9a}!AK-XJ79c#Z~*(Yq!_jYJv zUGGcAL%9^*jzfLSdMFtVb#`q6E-1 zblBdf1~w?M$iKywe{faDu0z2bn!E<(OrXM@+AP|RZ6LN;g=eDqE>-)C>~LO0pBJ;_ z3<{26<%oLBH5$Wi5YKfM2VWdjIP5yT)bX+8Gx+?R0000mP)t-s|NsBH zy1t&Co+c?JgLrq=+1yi8QZkc*2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x0HDi}001Ib zNkl^37LBb{K}0)Tp5XpTXt#Oro{qBtQ(Q5 z^!D9^Co_E8-&glN%^9GRbZX;EGLXicLt8lCxN&$&NI4w zg4?wgID%Kh&z$cW8S9fFR>pX8ZHU{+a_e({_b=H+yoED!pkm!TAY)!$cCP%<8W|i` zgiLpJ!N{D`>u-GpWG*tgeKHhW^=*V#9ReAg$Al^Sw?=U-w;cTW!IA0ARyh5{lXuts zD?-L77v_~yGcs4b>&{jGl90Kd-ZC;P;+S#*5%};yxP3A%rWeCoCor#_*?y791>THs zKZkEKN`7aNyM~eF;?^bQNr!~X2lclk5C;5`rXf8=-MA zsk@=L5tHx=91blYV@(1=M)We4KS~6X+N9ejqXVkrh;cg^?H8H2z$jd#XTyXZX=!y< zPI~BzIhoL?!n~-1ML8Mb7M_(i7ZZ%_Bs3?%JeVx@F+4yzCv~4v4zRwP8xMzbv6UU< zLR{vCdCAYwAM?|>{_DND&>KSJzIUGz>Iec8fOB?vzqp^B4=-}Ev;j^yy}K!{=6pN5 z%&+s(SmIILpI_fy{t_L8vzmuJGYbkthXfWSOCS?p1DT<}SRlSnuMSA{3W& zI~$reVC`Led7r}1h+l&YoVKVBdW!Ch49L1!K^MT|UUTw6$XrY&;knU>D^X5>jB%xr zK`gn?CzD@^%u#4LPAPN2hpnN%Z%1on&U>Oq{>;3=3#>~Mwqx-PoVhY?O;Tl{`3ECo z$WD)9(!#JNaJciyq_L*%WHLO5*tSMB#ns8>*<`XPa622q`(D$L4m|K5jErvc9{G}y zVf16%>!jw;kW<5q*3b8+qauooE^a{5!i)OT8D0VnJUT-6X3r8)W8Rvd{+i@3)VIC1 zr7_U%^ktJLUu&lK8?j<8jN)1UdOdUTOOQEha=-l}WAwiFGD4=?dq`H=kTH$=7a?P& z`nGRmOx3IJ)uLM>MG5L|vJ?v1GFi@5SR{*;s0S*o3nRL?F7l)@D`ku;LPjLZv9T;v zu4*IdEQ+EZc-5a%y8<#rFRkzMdO)8x9e2Y)XIL0!Eyl*GNSD%_)m9B;R^4847k0h6 z+e-^ZCY42A*A``7vU@Wq(%Qt6e-JWe1xlpL`+f+^DvI8qP!-jHBSQ`V&fH#zy1q9e zATu9Y(?xfflo=tTf{s56)C{Ip%%@Qo$l%GnbSvHUKx`g7%R|IddlFPhdIK`jm@f#K zfsf3R7&M?n4y1^T2u$hpvxT|l%zW7K7Tr-@5Hg)`U{!9-PN*yU_1lq|PaizKl|FL+ zo7%vzPcJg#UhxzNOZ#B&!7-=C^yfP>wwHJPkdQf7q0#lgjKST~F~rgz*fls~R$|q6 z>#l#*nHAY`kO7(HEg@q~k#VQeA-!d-ibXeFWp6`fbte{UFuLmx9vR!nbkh;iNW;o& zD{MnXZh?WfSiZrn$Eonsp=G#|-X7CK1L~VwrGQ)*jx|jrmCQ%(U+d zXevY6RL_eHDwT{Z9G|iot63##9e9zvt?}9Gn|Jgg-Cjq5AO`) z608=o*NF@}HhWeoLn|DKQ8{z*A*_BVWpT~VyNccqL|OdR)|oMq)~Si zck9@4Yap|{%j#vvs|R5$M&&Fu;RBcEqV5-I_YTM`q!H;bg7?v!xrvK;l_0AA))PL3OJ0nS z2^pDS$$rMFBjYm9>I@7bCwvZX6dM{DLC8ctkZ~R%GoLMqGlhFI=oh2h3dMN%+u|a6 zMZPHV%lkC1mxPSB@;1n5vBs}3PkKxZMqy3Cn@ zc~h*cg=vMR75=`INmhoMtJ+d-O}eoI`t*$ZS#5?>V^F072y7_t$_mFF6~Y6XDjZiS zkm)W2{w%z&!lI5$Rd;#=ODz$brd>R^fm*l1j_SQ(%zorWp3afz|AV$N4}z2xK9kg& zU=E}D;dgmEn_tQY{dI?CbnhOcml_>gDfDlkRz-Rc^HR^!um?QmKYGeNBrGo=GuTMW zZt882Db}Z5c79*)_I(=Rem^1iKDj!XGYLhq8@ZY2&yYl7k3L=nu{cZu0SxXBbaQr7j@m`y;)zR z2pb3y%capBia!?_kz4_pc{yB)#h|N7@W2X6ga)NPL2Ch-ZoUWCYupnf_ zC*vYC?$hs91%Kbx8LbSnh6G=VpzgXUAu|*3BCFic$XHR2<|Kj4AWzrGbVB1|0o8Tj zsi$Ary6y@e4_V04tfEes;Q_GeggK;@wkDy{2yq?A6g~IeTAY(0J?p`m#M1bKt;tmQ zcp;oG@{z(#YD3J7@zO}@j!I)>F||)AONB_CdJtHJks!^24o|INA20o#_2nDnRkSnB zN%yE3egj{uR!@%XER0zjJm$u!o!Y6L+Nr&3=boN0*dZrxP8hVev&$0(JCHeX=ERv3 zXHLi*I%@Y$7@YLXEA`B8Q2Fa9^$W)D_lQk{lLy|>md5+y%vik>Q~M=TXD@Q*y-Yv+ zlIhkL{mgqQvL9xO{(D4yX*kZ_Nl1^4_tpmQq#wUz(ORc|XCdLY$eYaigv|SPz`qEY z_pE_G{QIPRi(hQvu{iVokV({wE&T7{jA!eH-@fnIAE&OKuQkp7yo+7;(uOdadj|c zGTY8_*IgqM#dw(KnSSWlf`7X%9dMmJbEa*Z@L%6_`}gy=fBDBh$yTelsqM#GLcZE7 zGA>Zb?2MqvZ1>|RcjCw2kqc}<6gTrdO(+IyaQN8t*O#0=vL27j1u}qz z{-YZX{GONR^vlj|ct6MYw~)DC?bn)cMuLWcAHv@H`_vH@H7j(3*X3@jBfnPhMy5^ z*Md)+qE~U`*gRgqYQM;|&K(eEvfROqdIe-)O*Vl;&IV?lx&6o^F9T>GXR?>#k@Ggr zxWvnxX#;CQ7|6BDp@TpM0xt$bzYfI?KSP`$XwV0WP3V%#%;9c0uCS@Z5gQ4_*vTRD6a^y__%FYkQnF0BkCR1}W)^Z zBq-9u=$REEvoR#{a_)z(%#fx<4|jnCLzbd1))x+1#G=3cZcScag$&ICHk@%u=29NV ze#Vzdtzb>CFm^Vusm6NO86^_BJ%ICUZ6|FQ17|2*W1;8R8W~U+M2URXc^(BR_QR5( zQHL1T#4ha7*!wxnr%4Kc;enqaOSMH z;Y`N$DZuk_3g$S83L-zEfSqvGL<2(l?{R%bfKmBgk)fGV=ov~_sP4eg0mzVT`{e#; z2r(d3A0a^lcVp{Z+xl|n5His3^RKRcvya*#{~tTxAb9MMUk1wD80D6 zYf}LyeHu9*+TX8}Nb*O_a~1Audx9D<_`A#2RGC039mS!q149 zhU+6E_i^}>Zb!!^av~IZJmgJjs)eQmY2qrWxJ>R)m+-3Anx3E#M#zkp_S5#^?^oyA zU$pz>6Ow&@rBpzc6L7|-vR>ue4+R=@u|X!!8_v)fZP_zEdXyx8{&{4${zLGS+NNBa zp&`#7cmJuYV=R^ta04lO6 z;)z)q^eqAnGU$2}oBH18Q3jXvF>-&NGnsa1j1lMB6sK)+dGvXqZ_p)#EqELIDKa^w zcfOu~=>HSPz1JagxdRz8CwBbAnJ*N-rIs?dB?{?3@?f1VkkXrx(&OSW<-qIMlzkpi zj`4Zq_`RR!40#y+0f{rZNF)>Td*pE9W}G&9M(EljsSG>c(8T&@f1Jt4i%^Fgs&=AF z4hc~7#IGP=DF1hCEs^bt_5^DU>=2LUOdrU%xi2Ckc2prK651@f8JRQ%G&c8ycvG>uA=~Ck z1pG`N=cd9W*S0=E z>uXEW{~|K2-(tk|nT$Q3zpjwOedIJpN`?*Mu$_B8lM2Y>e&c7jtu?UtILa`5O>D{< zcO#k?Rrz+?8JpY;`- zGwg0Y{GVo1v64V0sF=ob3mIAi&~PT7KjBOxNY%?Rq3&f$LQj zVs@l+m_1w5&e%lJn5S_Nr2hI_2w||P*rc%%iylURgnKdGxztN9>|An;E8qXSW#+68TdA5$mSY9Q>0Bs8Tm~xrO=grY(=JxGXu60IABmk`s8XUEg^fxdJFkzpS);sVHYfQO#U)f35rt_^cfWq7b)|IM`kBh+B8V?l zP$6lCeR~p;+@qNK6dBE#VrJa7dXKi;znwEvpHpqg$iTBjwyO=tM-mq(qRh&sG7ZfO z+WX~9`%K((WGdou#-0z>4dWuYX;Sk2BGbB3+N>J!Ii?=TgbJ^^OBg-WnO4rk zK7}Hf4(S8ROgL8{$|Nd)^M#}#m!~z(F=CTdQKb$-LIzqs!1K8o`5a>LM3q#bqxx^; z(DbV2OlOt5>(<*7XY>d`9>DiX3QUon?}?LOGAR{uZW(!$?z>c*ID(!5GHg3e5>QuS zDuLu$`boGx1!#i6Lrn5%VUMjj(`k99w{m7hIf}0W3PF<6SgB_Z5-y%<+;Xl0(^{V+ zaK^+(_Gt1tnXI@j9@G4&Lm4LWH@FyJ6GSwt!9m^G2Quw`hDwSYpyApSP2zyT$Rs%` zu>hv}4=?vb!aF_&XCm^h4)lK$E?GuUxt_FVP)X7C4}1vD(AbMLj`!v zkjeJU3?~LmXZNmIDCdejBh&sitTnkykh`4UlF$M$9F>sO`6InjB6GpwL;4wy-3+G! zlMO-v8jp|XyABoM$^X8*vS?47u_~Hl8|w~{$K|xYQc8EL@@+YFnkrJ7?+2N7&geW~ z(s-IpWA%%)!GSw;*{Z*{PH%s)$=h^E+w``9N4^tJGg{D?A^}gEwGfBk%+z+)Zsrj( zWK$K-Y_D8eQka7_*`BRwM{M$G)_A)sjeWz(s33yzPia{XGbY~;GVOVj>m=o)Dc@jY zQ;`cLnn3Z`yl8Ik9(aca_B^i{to2xF1Bb3CD=Lb6KqjM3+3S@>2jL9zqu|l_1ZsVM zm1oexE4}pAMT9yAXOK5J>u9;@3d2*Dl-<(&t=>e!YnBhknJ9U@NT38~gEcZPB?NJ7 zXPke7I7i`(ZEuW8J?`2hprxlW@$zPZH**i?XVilMHNhIJZ62@SfRluh%$(O4*?Z

~nW z3GFxKeJe;a56BtH=#!v<2LI4_cVfbsE{qA>kd~sLIRx+N`PcoS+{;RaKO**iJ+Ve?)t59a?@6xyRs4xiRoyljSzZ1hMDH z3S*{M{6s+LaGa?ma9<}*F(+=Nu0_yZ14WepKZzyPiDW!Ih6biGueP0Fox-twS7ks; z;}XRy_ISYqRsRmgne8kkpmWAee#=Xe%LyYxqvYDLOpY+G4Qr~r2c<_2Mz203mq$x@ z2pPQyj8@6nhs(9WPq_|~V2DJWp3;mrQ7F98LM}7nyFm2Uf^RwCkhE3nFo; zAgdAuJgC};!IHeviKfc3L)P@RR@LB%nXyswPn>VTZ_X-?%)Wrh?)(n!8Z1;GbpL;IZeJ>S%B zO;m-D$+|}Y&9_V5b3levDVpOz#u-Eo7_^@8KM-f^{^Kkq*f>4?FtYnAT5q&#J@EP? zy?&+i<*v$A{E+|iG`6G^g=n1c>`&y=x*m#8hpYpmAJ5WlfKzHW!^n7jn&YKCe0xS_ z2WMbSYO-Cmht7happ=f~UJ~1sA<(7}-#;X0q$;0nAuGA9k-0+zqh0OJ5v~hC$k1SI z=ahj`!9&%PCj5Q$$j)fD$l+>wv=*go+h12UX2REx(o&{2WH$R=Ajx?t=7ocl6NNW37H*!M(XMPoh?XWk5=0Id%wy` zyV9#D=Ct-`Lt{e5%lQH|hvN)u%lOHzu}AYO@OVJR@oA&$_!!niMX7NsiP!zAz;yC5 zH0S?HWZHJ-?%)h1A#B!b9ZU;U9+SDUlgN|g@dn3;O>k@NoY{Eg7}g!p4*%Cz$bWbZ z`5@+1A|t8puSvcH<~|CXT`4+btG9n_rozWgnV`uG#ZSJ+p@Y`+HRe zRZJHWc$^=owJu*rC!ZFn(X~yEaK#L(qJXHC4xR;%EOb_7iTGPa97{LwCrpq^ZPO~yDmJC@it~jst z_sp4{>t|@6O44HAu%`x^Y8=^ok;oS~^TNe^lOI7w&!F5k^)qBq9| z{N_7)?+_SE<$!>uGaQ=PPL2_q$i5@JQg1@#dg>wXkwy;)o;5PGJj36O3~yFg|Lb3G zKZ57}k*FQT-x_OL#k9vug92g9TPL}Mgx~~?A>}dZGgcL`3m!Dc!0*$Afuz3l5T0Pj zVinQ6w*LY$uXQY~oRJ!tDedCXh9vdIm1gLI^<{#Nq=D&F{bt(K%NqM;Y|zz#uG{lw zZTUil{PDZ~6f)m15Ny0F5)x5NV?@N@1a8L||eQ*%_{Ie(8Wo32N8t90g+L`Tvy zO51nRSQB68g;(%2EPgu}(*>xs26ZtggAtqtw>Ka&YgQx!h?@TgdPQ zGH5n3)+KSNmsrO9l#C9C44t{UZOW_Y0jlt85*z2BRL#->moj1eg>w#-|tmv*YPwypVxyG!|%%YTeE49 zR)sux;EE`IKxFtkCnoC^PSE0U<6>eqr?s8&)#LUYn_91a(Bw@`mo$r;3$!)G5uWo_ z@-r(h=U~X}__C5;_gy^Dz@Ou4U5cg+LsBeqQ#&##xqM9w#v)eb_}mm8OH6>6Up!_9bfD~W=V^JQzuDhA{;Em!V$CE z)g9i+l(k`&^-vCiR1NRO>3c>-q|6yR1!s!99%S~yn$_Jo7%#4HC|lUlT-;`hK`QZl zgwZb2sOYWE?iSCHaS0jm$uMHGzR2rk$Eyo>A;nFR4m#n$ss|}JvjAthz34vt9XR9n zfXs!uj6i-XTozrWQt_!1l>MQh)Jgq<+$42>lnUIG~_8sR>3CQrL9 z$Y^TxQq;<_EdzH8g{BQ zxf^yuBdICej+aI<>!>tVX{Yv$*uZ^bo_a!s-87NubIwrI?xp67Wzuk(8DO*GJZ1g2u4A|fIJYiX((5fK4EL`1~fq=5fC zsKxfQ{|wwf$3z`MO%W09b$fd|H~ZB{?LkM&YXQyGeUc?`p=jQFLEoh-#> zW*YxiR=rxk7aw_hkX~ano})xDoyIB@O$!*E{kr5CIoH7d&|YbXvEbDP2=_-8=Yu7L z6`*8rJ_D2Re3Xp6EA&5mlfBjJcQ7nTGr$=)C~zxrDIF;dHBz|T`5Iv$tWS=WoJwxf zG!Ejp7U>alqw4Z&KKuH9dDw@Z`oZJt)CbbPeSztsKj<&iYp0HPt=`^Ml3|8Yb(JOe zMPjP<;nxdF0HnCq*T=xvwZ{>O$2;mvU5#&Wd+RH_>QYKvP`W5ivCO`}{si#nypar( zwiE6sVh&qBdra*u(fM0N0jSYX$=JovF-;39bJjnCzLv-H`QoH7=+&E^JCA*{=N{XH zzk7ruuh;(WB^Mv5hh&>?xaSTKzT6Y-@99?66aH@gEZCEy;B&20kIC+nhP+hyu`KK-N@}ZEh*wo2ozJFLKUO5vd2u)K45cIuQ)- zQl;D(hJPNmX;%AD4&L4TUh}rLZ$KUlJuz=0grZ)9ad0y0=bd%mX&Ht8!asS=#*v^d zDSX;arv~j-YhkZjkv2P>qu&)ric~mXXAq1JHX7 zjNRNatyG5XsTGidc1Jh)!e#sV5wlN-urT6Z&jgo3f-#WV9PJSj*Ez<4+V?hZVeO>% zNM)it7P9Zw*X&m^-p`!Z>@3UJ`EHAc59&-VJZ?C*Z6kaK;i!+6zkkAVU?4}d()o+W z&t!KbU=gJ8=XGEuwXlU7V{}l$$bQmb%LU$P0;v=y`?G7!1lHpAq^RSr^Ka_V8Rzn! z7*&nmFTc7Um0aJC=1LH188$eo#}hq1RLa*s@QU#K6(!Vok7`a)gJ~FPu9Rv?l`_3N z)T9n$FYSd?i+7p{93EcGz0Zk{Xb{qkXAhUqr>ryT9Ow+o!%*&>Lb%)I?r-L(3R=T?al|$U8&(`()$*GnSAf8`LoZAKWau zs(E7C!-$pE)-N}d-2QOWax-0J(3wcM?05yv0dn+{5P{8zFz4`3pU=PD3(e9)A01UW zKQ;YIP4jAzK>6a|#K}S;F02+2_O7aNJkQ|qPYJKV1;JIYWkr~=T1>q6V!%Dn>D`Es zihbU=+dn-oT=q}*O^w8Ulxi6bZK-@w?GWkPNwj)j+HH9JPefMgm^0@}Jo+L+TS;7m z-Zwj8QI}`dW~WEXTP?HNPnIC=FbUtFDN26Wm(~{dDppL$7*Awwx%|36+3+eh0QF*+ zrKVJ)@9e^T`g4@2b|uWLT8x_*)JkGDCrMU!aUk4l6(7A!&Yn}3I z6z7i1Ee*r;)S9hEW<)O;qs*I3F_4}UFSx#^U0e?c<$>HE~p%*?z`FB|~Z zC;T*gw?XkG<2+x2U!{eN>)TwYOSdo`mPBz8gI@8M1KD!3Y(B(CTz`hYz6RPRJ-+)% zO<(K>Q`^_TyTCTKx6G)3@z)9sQWy>|0JCjbk$6wqFUBbNDi$iEu;f2iV0Xi7nv)v1DD5Z zF>{ZZv8)`*x8#?hU*fsGkgTnm2#-Cl0xLi_#^)CurkVJY1a6LZPY~Y6fG!$72zH@` zYw;s6sCq^ytYXOba&_<7YIH$zz4^L}ZhWpQ;yr;+Sp(lGVDXx_mGJ$Q-`5U7drV2d z+Q$#}ndyPsLz@zfwAgg>G%$W51->F|;Ar$aLoqn9@Ha}64}%`c3fF^|m-dAe-#>#p z9l2zQ{<{A)JjbOgt;dFMAfq*Cd@9I-J&Ov&@v+bFV??tC<>K^n3joynaz64>2d&Jq zibcB}|E0vnvkE+jbSQJ$!cx=VQk^j~*|mDGYnmcae=Fhn#bfQnH7eY->OBxMi={=e z0E_x{i0;DUDE;`&A$@Z>j=eTw^Um&*rHm2ny1Oxbalv8EsLRXl_q~5ni`<|X#o$GE zh!)m!R&U6TPMJS>LP6tL4i9)g2sW7{50$wxNyk5}L zyWO#`KsrppSEZ9iUx?4(wBKlAcTNdi#H{7y{$yrOabiHTf5cDi?RK%c=42BOk<4%Q zm=CO?@6#1j@c2mSf%+-&rx^b3EzHU{?^XH@2F z)y_H)J@~wAI#0LKGL4XDK=%4I>^kQ+$!340mNKCx%*Ekzo>*L>dK2ny5c45?uup^r$gs1zA0Ze~$3 zKW4r3TVt|Z;%L}-iW!#2&M@Cx@vyYh@T|*L`6&~s(Mii^>JgWHg{?5!o#>mRx{K-S z)~O|MlpAUcJKz=v+2``r{kYzJUNJa;U+oS~o?W|^Qa3m*FnU!V*ml(g#5rJnh;n!5 zG-}-P zRKD)D7cKc>L$grZniIjrG3iN~$<`IobyDooJZsCh7b$eZ$NQ%DYXI=yHr$=6G{Xf& z-(WQ1ZD~O{Po=ck2R^GSL9xF*_-j(^dtx+e5L%h$2YEW{3ED|-JVA)nUao(>;%r8g%O@O^MZ0u&V*D7w;$ z_($G|DT$73zpuAn<9@DH4asfGK%|?9{zKLlRe2uOJGfckcz}8bTuysR*?@5YTv?G&>-MISsY-N~nne}26 zsl*Jks|NFrTg{Ti4s&su)Pc7O$&{D&7>ac%tU^cM(+GLPV7vvbPwhFe<_fnIOg7oueNz27xI z4Y-E&hxV%hKpaW{kjy@}0?vm5MDC&k!IY$BWhRG-E(LsXs(F82eT~Xg6h1k%8l2|u zCjl-98gKB3e1cY~znEU%_z|WkT;!vv!KXmiGx+W4XRLG_A!A};_G^hvx{t^RM>vyO z&k{@jzx}Cu!^cvQj?j}x7NC8O)_yG;dZ#7mH2&N9HyJ9(?n0w|Iu0l8gd8B&yo4p` z7J9n^gg+ELiY9b+z9&F6s%;x^M45*Z9V3xnBUcZeEqML;;fp`6l;H%4BGdI@KYvcF zQ)2bsKLKEuYtu!}@0pvJI(WJLV{bn|%dkKOxj2%f!$#%%t#^UNZyT*v8)}@tiZ1^V z_j2iR^FKX@&nDXVQU_Jhbw0NDe2xx^V&eL>pCgC&kz`fQ9vI+)?9$!cdTB{1WpARo zrroS5=J>!iqAojze5o@YMUdX}TWb2qA^b-kR=G#y)wKVDgDif1?GQ**MhZ8n?do|m zZn2gWrzut%M8(x49_YMKb`k)$shk6X#4Qb_FL^G|Z)I=Ym|$s%IM@j>cU>HV(1Sel zY>WDBRfd;|7L1*xRyt-Qf${@fu=>%+3AR4bpc_f82@oiSWm zzOO?v8QeAEK`V?Fe})&|2frBTH~hGgswAClyBNJb17^&t#1Dy#2rnZNKkC1p z?XKDFS-xs;{oD8Uey}xE+C{N^LaHL@_SkD9cOYQ>Z}ZB0=O*q>=}us>XF3MAe2fZa zfwR)bcOJjW`Qtw1W1`r%BwCPU$kJ`A{pvmdAo9pJpW}M3Pa{GW&MFcX)UU`|autv( z)2GLg`#sA+MiA0SzzFD5VI4P*S;8+R$4`x82thK}`%+iOzglDj5Uf*PWUK>9t=W@$ z6Z~xS@mZJ01v2?8phxcs-@-JLF%4mUaMnB;v6q#bPAC}!hg}Q~HTpJ>T#*l&Nix5A z%brRj=I$fXG}3+X^hFvScB{KyY#Si_)T1-!=VfvMaak;(OXfQGc*+}Mj4g)>fVMU; z-jMDkXGJpvD^vVBWE+Qaa?APSwg?9*?qCe2-@jgrvR$wrWdH1_=m1a);bcxSY$YTR zaHz1?9I+#jj9V_aW?%e=_%?+dkEE~_vSy&M-X^H>YHaZsxm?kvMWbBeMuGKh zC5*}Z{B%mp4AFGlxn{uo=ydvb{#WteQIZ-<+xLsXA3mV=X>R!;-Id_^dwNmeNAI~7 zC*zsZk{ACzlKi9P_FtwQ#MqhV4f6`Yz2`{8Gq3I89Rw?kyf?b%mMRM5!z;Ju)0v%H zX82Jb1CGTNJ^GGZszt6ovo;#|D`LH8`~>%4)oelYywNUVpELY!vY$8al_cH=&3e3- zty%u}0AqXxdl& zJ%M&sK11{CC4g5Ptyr^ZB7tc9s}DnvW@9JZ3*7E{$gkg~JwJLLxV)Lt(}$%c0|Gk( zN^o-nq|(Daxo8<~NdES|T8J17{%;R&kPn5W#p4F&Wn(UyRsNF}UK%^&e9ySL&YMx} z>aEu%?F78HCsg`pb@<3;kvJ@ZmX!n{*{xeu*#nLxUN5RcT=UELp~v=mZJ5ZSGUg>x zRyYHmTlk@66rd3ltg;BF#9T_Qy}HRC^%iqyIs&2^q)Qolo7)bTcYJp6231e^#6?;V z{nc@w_7=0P?s}s6bLnFVpG7qycPHfF{%%X)b0x8f;ll zy_f?MmPsH*{Rb8CttC~U`;@plzB2h>1!oyu=zsMaM(+sW5=Z`nJctWM@ai*96(z3O zo;`wmUhap0gBCqgY zbOs>{B|`!s*VUN%3}n`0!A7omRTv{K?DCvs+@Wbvxaj9fFN>&v@yM(6INCqSm5n#T za0}L(vmfat2$>3QPmT;i2ri42V_uenEzrDWt!HnhL3cLKWdrUu+am{>~ z{GTwT<9~Sy!hJzqp2l}-D-nZk1qW`D_AVd*>-oLYMzMgiqzV^li1$O}at@ zT1(tv7WZ?-t$r4(9lnwm`B_s%d?%>YPB|uuItt^AVJKZXhpd?!ZE#%1b1eQj`@5D3 z0@_rLww5p>w7aF0gO6!dUee%sVw3~r0mXw8{H99uuqc`^E{e})inNg5ogZSn%2r`d zNKwVh-|N7C9j3vLCF>U_O`eWn^HYspJpDjy*p%fq1!o-s&KgXRhb)IzRfUG#YtnLB zsnY;_toNRTqX+jO3YS-zrD-K<*E2-w!1yE=-uWq8+2!+QVsoSx{ITD68>`<$XJ6xs#^EX z?i>wAf2RBLQ7PDVq4zXN_0xn$4QLlKi$DgjzfF|v(! zsh)`+b+#>dQzF$tNtHts`XThgtm+2H=%Sno&R_OccnXe=jvh0(FrZK?ZPtVnZGS`{ z+#hkcPhdw~+w)3)jrWb_-s75p!lMHJO9KLU9YZ+#nje`@FhiYsOX($%nvSh%W}Ts)PY2&p@~A}fzak}h61}j<@8t~8fcTunp7FJCzY~(&>?w(sd&eXEkF}R z;|)B1oOs5^Lly=JQ(q(VZUX1%+#E8!xbV8>>BokF8hej;C>dvrl=>uV_D}X;mahGO$;DIuJk=7tTeQR& zfTp1!o@MUK8Q*AhX0-`Tj8&WN3C)vZp2%C-yHE>eJ1k~T^jPm6H%b4g6A`;fIE#fD z&n*M^=Ep_*y>pErEL&xfaCVKQd{(QCl)Xa=oc~*#^R0u=&kk-e4zT`*ViHc$1#s}}gdvJx0FJxTN zhwdq~7O1oXYs<-bE6E!bXyLmf`-O&I?a2oOj59!>2i|u*hI!r3^EBIKk`7FB8>9ri zIrZO=1$$ALjx?9t^_NSv$o1;exWy-puqhW?UFLEzEJ=WR@x_ocqw!dQ2j4O)!;`&$ zm>XLs2`NAqLiV$!!x}O6Hk=#%mPTBw{T`X!%xejz>(RBE3S6AX&F_DvL6B7c)c!LL1aB6RN$8KPGYC*aq6obU6Yr4j_WVN4Zsp zd%6>U{fV(TDVapH?|PdEH-4=1xMXVdChw02AIAcsQNCaydEnx7hUKPL85qY2&x+dr zggwyE0{c1sY@lP^pzc{A~$6S29dypszPu*C+8X& zmVORs&UEN(=T)cc?AgV>DVk_P2Xh(&9zJ)Dmr_?IeN!$%ci`v+I@vpN!Nt$S3=hRP z2~i3OHAl=)_0147T4!_q{k<`P29Xsjvq96q>SfPELi)?cC(1!m8$I+urAn;c#H8IA zw(&payU3FWA8K^v)1>TrWv-eu|2pliwjaD{FcuBpZnQ$+wLS`zs+^K$AWQ25hlg6- zjHHEy{&p{N5&|YY1bBy|I-l{@038ez$IZ#%v>Zfa?%Y#Y-UO17D2V6BYK7GB>@!Z# zYRTIGIx1a|p!a`C=`pA!Zjh?B%}Sj2xD5d0&!pW+Gs;w0eIL_CEXR`w?xRdLGqHv; z@Sg9jE=8GKMj*lzMD%xu50~rUZ@|e*7SJ$Jv+!DuQh$WWwg9sWz{@%|RF*ig*zmr; zqXZWQeJnAtV#Arcob|5`?ZygYc>>Uu5Z+^fQ6wnBlwpD?Fwl>zX?`g`&wC&SWr}JU zW5qFGZf5rKA7yt`)$4!n&_nwwpUfD&d0n9=Jgw-Ry^1r;?s+R017nxzF^Au)Iz*IO z6(MU31|KiImpP`k% zkm*-%EyRaD#-_QE=20qS|Co&j(KlYnju8s6?WC2NmBVK&zws5AI>B@nrGp6_0>PcD)KkR_2?}|Yv@}0>hA~N z@e`t46!4oaAfTE)-1$c7&8-gQyz%5rYIuJ)UdjouMK1X3r6-{7n;*%97@xZABTSa3 zf);g6uP*{QK7{f|?>J~0!ZH~O``?;Q(A7)6sZfC$bzc5f@$e71c^;}=`_beX$%q^= zwC%0hONIj;UvzN}5%VFxuL$uxKVuzu=RR*WQC^ng*M>Qh=lG9U$#yEQMT6^~XbWO0 zA|wdDJ#Itw015pXL)0V(D_>ux4@Ugv>2ar<6liDAn0lj*L%*)@E_K^;VWa0!dI;0u zrNH7@DlADf67j`953zT*^ByW6-CHi*#%GkWY4cZC<&k2xy7N4xD3C8?8H@_M3XM6r z8dl9Y)i0U}zqTFtRZ4$B$Pwj6+%QS)HX$`3_;uX5F7X|}ofhH=Zys><k7XQ-RKp$@?L43=FYM4?0JUx-1M6LVdI2n31QeGGhZWauw! z>`kH#0^`T!fGK!U=pdhR22?WXZ`T-S{4I+pCx$?ke2^*}*Z>-s1`Vd*c!WD_W^}K2L;~LgAcDKHfFVvo}b`he=PB|Lp~2Y{VIHju$FZWzO+E%NMA|H z`7_h#fI5(`vSOCJ()h!=rUuR ze&LDpr}5V4y=fRW1H%e_wqKVNOI8}9QE8fQ!8gujeh)|i z3)hBhBv6kjY%vkV_fL^GZ^#{n{xvN18~)a6BF<}6fVuEf?KF*0dBPFAtH0-{mJc^N zvGxTQ5={@2UekF8eFDM^U`G3`2qfBIHQhUJW9#bb*B$deSAXtAcq`4z7u=-)~7pk;8vUl-L(w3FU zrOt?7vw(_vR_=D zcY(1#=;KPf-%GOe<(48YF7)v|T(W5y{wKWgauZn9$M=Lmob(>p1bv2HZLFn`R>!C)-@Z}`5CJ0s*(V= z?^vHUCEhG~Akl(LWZK5X&1P1nF%HFHMi2sExVWK-BsT=AiXbA5Y{SW1-+@*rb&L#E zdS1gNhk&ch6*4(rT~a>UHE>tz(sUiEAzA~on3ZtB-{H+je_u3ZS`8-?XRu#nIf9`XD0h^I$Wo;S*O`hay&*)fa= zsDSH=7JM4V5<`I59K5=1eN=kuh`RKtflDfQ8MM?09>-~einsU$|8lEPgCU+$B61E- zl=9iRJ8I^L0B$NT#D0MNN6UM3AFSu@b0v-zUDdNyVlFU+97OQ9*<)tHw8` zM=oo1#z=%$Q2|<2{LvX>@gLRZ9g_|?)`pZ1PMZXEe>pI#`u9v)yiqTEP^POj$Ep=g z&PPXTVapPQQbFT2$St;SuXQK)%%BbWB)}&aD!lR|PE+SsaB&5uj+BO?LX zd$f*AtTVD#sOneH9-JbdF~D5IKb6DK0DVj$*j-3?ImwrO#hhZ~>nV-=Eu2$lB2gqJ z)p>w&k)lka8T-PoprjNCcldd}{t5fk`m`>RB8Gs2gKopA;1nj`b|5+Wb9gwj;}0g; zLZb#}^W?F`;Sj64kVBkYb_YFx-1fI?#y#S1lC?~bxGS*uXSWs{jZuA<8 z(n;Vder+K3i0vM2Oc~<0Pipxeh{%v~h_F?CdbtdSd-!kD0I|6 zWx_iiK(d*!#M?KwVXL79;-IeSniNxNc!rFDm<1C}6O6&uBk@fCjQ0Jk_-v-M`jWEa zV;%_f`G@}9tbfLzc)p<73uyU1BM{dYkjVD?4EL#UlA{MyjN-&8nIRU`cY8Ka(a&Lm zL`3NfxCG+mM4>y+J+f(}hQkHGtJm&_qd!V;xijBoQ`S403Dcg+rHz3M>!Scd>JlcW|6` zR5<%8Y7B|7-o<``<-dw;gh^hK3g8eIpD2*#ZToqj@C9!dLEVkwWWRKuW- z@B7yL^@m>{8OIU0=!UQp0<9(C2_i6(#7g+K|UY&4*6LLktY6J$#i-%84|wh!o0?)EaH%%s-#vyT)5 zJ$dYCVSWjF01~1AWaZ1-OtP0wl)5jh%ntc~^VcZluZ#K$B4(gqUsA?W65Z)(!ezZ> z9!mY8!Z`-7#~uGI;lKXJu`bpM#u9UCyj)5y?dT_i{;t|l-4Bs)*g>p5(Tu+`V5ks^ z`dayW%*Fh1LX-7U_)aAWo{0Mg!3(dw7_X9B55I0_!`juI$M4z>rqcr%)!$MO;Us(N z;*LY{^MK1i*w#$nIcd4*ucSQL!4_r)|@+dRi(i}g|VTgrojF+ zSR3qig?5dSV?@i6E7REdNb>H*L047`607|Sc-F2bUy|?{AZSJqDL;>&Vvt#1W5aop z?z&Yy4YKp&07_7hD1H(=?vy}A-mb-S1tqa5r(nSw%`x0MzM{ZX#uWzO%6+NSE_#hp z5NY0HuK~mD^3hm>%`nSIxfgDFEUn`0t z88OR~2TH0!A%3oBrRM-a6Y=~NA`+Qoq9$ZI0ce+OW81&+}=npio zPa?4?iyr=?F+!8y{&~qTo^te~MM7F=EAx|38_6PaE3IJL#E!ymeySigx|gTZ&w%oQEQiCWrW$+$!foJa8v0L-{2&Wuc{p@^3bTXc=`Jwih z%;G6C5fJI(v(26KS%GLS_;)zknm2zm2kqVu{KV z{G{;jtK>(CcEuX?k+g2-)G_*peKxQci;)!AMp*B(J$59>fueEAb_Ys{?oFr_Z=oj^ zX66%KmgyrMP!lO9A=kPCkr0%##yF8rJ;zeMiw>_4fukGX&BOPzu&7Ip=i+e9-3JC^ zq&!De%ty+)0;5eH-0!Idb;YTw^RA`@yj|3zRdvaoK{$9;`6bPvnD4_1 z8VvmBj}eMR0}1BiokD?vIV3h|Ge&0RkLBpLHYGAghrsYI2O{&P8&fkT-SVir8JA_1 zJ=xiWf?|j6hC`zWv<#y_Ky(zY$hTGNGdbVGv-g~qJq6xStuo6R20G#&v4ltUHLh{3 zNc9g1D;>fQg#d0u-1X6{vC7;-u|=YPXPhj1d~R4zo=+Sr7!cbKJiErejFJ@ z)9%6_Q0GDGp1&#r>-?SrIL|5^8Qx42TqME$qXk7?|LZ#o5&zD!7^O@R$s<|tEMeSJ ztBNaT%H*VhT+8e7f!;(}!85;rx5^Ag6WCc%`43OeId>YepC#jDcLe*{<9vseoeaXv zC^`H!cV$!d!ybX~TuWl9MIRZq zln3`eVRIqXM?M=(#J68T722gnoUjysA7=8TrDu_Lc?y74AZ@T+o$WFTeiS|O+M$Ug z)i;l0z0u#6^6RFy&bzjev#Nm*jp&ru%I)5&40T>DA4r?_vpA@5|Ky6{EYP393i6Rs ztVy-JyGL21L`T<@*44)*n$Fkfw|%amBNJ>Y`G?WNeE_PhC&!~=;DOv(zrwU(9|E*`c)RR*^IoX7c~At zHD*`4OYNs7Gmee}i0c z+x%U-4H$7)%cb6mj&6m%rK)-Ul0`1Z|0{=(7?VtxmTn>_8_9L>OhYtXmS>i{33Z=s zfI9AlJI1I)*Mox6$BJV`GdL(T>#MMbYX6_+N!(FZ9RGG)#agX-FR31b!Sr| zwVc;8Y1+RIU6Ixd8m?J=iZAotIq|d9LR!dVr$?8&Jfd0pP3#6LK{&~%AF9i3G{94h zv^^+lN0^RMlDNe8Bu+E|V${HJcl#|e(;6N_g?#aYO$7Macm~zXg#FvOJ@U4#1T4?{ znM-o%o-)9Dow1bjerd{qvpki%QhL@=4$xLIzG=9Rm+3!J`M7#++V+fUHG?a0@zKbV zWQS)~>(KoJD$pNJ+9eWY4uodoKln;yWVP2Pbnz(9QBA-VId+<>``)_&a_}&+XzRhi@Ogsm36 zM|0M`t0cW~uatkl=Hn&{-2S7i=WhX%6_t#KRzyL*S4EfD2}Ov*(89XO<|`)z;%`om zdm1Q&d@v{^@?A{lIVbdR9TfMg{5)o}${U@#{7qc4k-MV}QkD^*P`ixl7@<@Q!jTU< ztbyY0JgoCKzn*c0m{?*uTr@E=|L(N8 zRNtRlAa5bwaflFwPA)KGB|ty+K{#gYsXvzR|BuNuN`U?wms!vnqCM0+;%JAjB-b3w zbx1OWzhAfMJX1B9D`jNV6FAL_E#D2O-k>O+I;M|Iy=nH8hx@>qYZdniR<7|;Uf*zf z=FtvLD>?>3D~YBedu#9o?XF>#(#`*NkW;&C_4TI%a_bmHOB;VT{Vsj`rYZUVM52AQ^pKphprF~s36xn%BE=R-y=fCxPNb>a$=N*fDbT7#%Fck=$odWs~W4RmgFN| zJ0OojnJcszgF+{Zq^@e;i{!VXfJttFikESdBHTJDN)K_-mVSvn|5<(6fn*B z;*^o%^GE+eD)StM&_G1ojiQ=ReuwA~c0dQ!rVHz`V?Q`*h zbcT~^EfH`eF{g|8-)I-HV(H>z?_U@i-|O`4Rv8k-zIwwND!%A&+y%`&Z1j04)2in3 zY-%p~R+;Q`9)^BKb!tiC_4ax-M^}emUl+JQnHn7d8d@zHgIusI1+_6to<464uPna} z-ilRVq3UGIn<~KC4Y+;W^9wf#5a*VAh1p{r+VIUN4UtByR0R7V)V%c#nH6By)D7p6={0I0!9$MPx?ffF=+DCrfXD|_&=#JS-$tMWO zzUV>Tms!*9h2D}=+9(ThGa&c3I+t|D13C?~UnQuSILri8Z0eTvi3P;?NBik}tn(zf z#~WwTV>n2S3tC?j>;MYyxtp37V~CNedAmnsVkkdv zafZ&c!9+vOBkmzq{An4gCA2=JKP!hH7iX%rT56y02pmV4rJgCY89ubG1L+$IcB#cb zCnLflFqbGVQM2WUKPT^7O6dI4!OJ`>>5UJ5mGBGqu>`elr`g&hvyM7v<-g482rhKX zD=-eot3psi*jlU@y;*g1$>)vlzN2Zl2F^~`%h7A~yzC40{S5~NL5aW1eu_T%ImdbQ zgxs@8gBk+{`tfJy z`zSj^5y;kWkx~~e>38?@tEWR)K1zomZp3UjClC)WF)Ap(e#!8~E{>vou}EnTm#`bu z9^I880UPm)HKpJtrH#6{pjK}cBWkd+{{FTH$k1k@07WcvlCzm@leiM^a@K#$`itL~ zQh`9!0+m^Sbn>NK^%5!59v&l%p)`lJkO%Q z%6!ML2ed}FvKB%z^;lQG)qlSc?v^^0^e%IH3GHv-ZCHWI>rjT@OCp$|)5R^Laa4k~ zWo0JDL&b%JQ0-QS%YkqeuVLdW6Z?`ld@Sn8^Tr&=wnTPlZK0@LlY`%QfAfe#1+o6@ zA=+pn8`g5T5$8cgF!RG>J$(3mfrgT*U+#)LL>@?UmHB8mz5n2t$WDu_RPdENcK!P;y5pQZ82GH!E5Wn}E3rN=?^ zNol=0WHrqSy0Q!wxJS|CaC8fo%fn-IhRv&tZ)+YHv0i_xRMX7e|N0`T^5Ushd&-n` zO$G95%9;~Wrx$hF7%R`4NI!trWQrMGV`EA#65xUquc$V6PzcQ`@Yh{TMlY&sOb)o+ zK=LU4(}x^;`Or6HS5<55hh;m_T<%Wd* zl3C6q>l-Q78ihimpDY<7YU-0$FAsiA19iXhtJbY3? zETsy$Enh5+8PmXF)5ug;T(<9aKX27+(8rMeWUyk%Hr}B*CRnKv|ubus`McB zwN@=6fQO{I2MANBvXdcVC9dsl;a1BPlw&bi9f}3$JD95&xzl5{{rJYqhH^ag*Fs6= zy(v4D%pV1HGWC%wYkUO$O!7q`3!hA0{n}k4f7d4kc~3;Fnkc$=mDv_u6}+Y9{shof z7Y?0&&WuCv{1BIC8wy^+0m(cIJ!A>5q!k6FmYjfp!iB$(BELL&a(J`5JKh|fu24P= zmI}tc$7-!=b4V8(2+wY5kMs}jRUCu_dp|4&XF3%bhnAKB#&PUbXPGC1fAaU(KVp;0 zbX|N1pMQvNH2iRCufoOjj+m6W>@>Kj?#_|uF!~$xtab~TMn?B`(g65+F4Vq^d>0oa zw6G|qESsm)IxG(JIkz>(y?{!=rfqqjY8jIx;*Z0QPzLhGT_W#nQ%ga&_5%0t#w{=; zSHnO9?{_h$#v=ut=MyFTJvFRsv46)x>qB{ZYQ~Lg-hh*45**`*+lcQMyp&n70lRGdQw3v@9(Z$uf2rpn8&j3T3X-wvRkXO4XbHK{<703|K=OQLl! zQM!0rJVV36mXtOTvd~Z9zpthA^hsknP6&7?%D2FS@lsnNp<>@O4!!ftK&rKb&Ud}_ z=pcOg=T2IGeA{;+!oAQ$yFQXCKhwC@h%B51xhCXxFiEeEglnDhH zs{2pZWuXj@zE%uFf)idQF?Xa8h9U2;)-#*k^|^XZBiy9IfT5_*!IjoqQnZK*bqS&Z z8NU~}o5Bi84`kuuzvHARsMjOuf|(&hfaY^@z_ng}OImHsIH!lTkqga5I92gS5wCVr z{!|gZfr`t3RJeQ%1gjOvv@=v$YXNCd8S6J`TC_HB`v5%osL?wZonjPIuyT8L&Du0v z?;`A5Vy^1I^?M$_W95wfjxtaq7M&<<@bI~NUsWLly6K&PVbFl+WF)F*tenS@H~Evd z3ElZP1k7>G+y#rL2)~J@E0|m+!dmt883_LzB}21WQ)X+e1k_4kmP-VRNcn1Q+pA_=)e_$njZgp4UbgJq9)mwr z!q4Mek^9)cmd#ASi~3{|)ax(5N}z~(tDhuKFS?L+*54UwMl_< z6tP`(eeyS+k}R(Yj7sP?ewTRI@L(_v;sW41_mK0f9UJ`w9O0@B7i@f0nRd5*(|GSW z?F%$nazhY@wO9Oy4b)y(_B&t%WN-2LOYxzF(!p@34a6~(Ql>@t{{l%Cw&{8i8%*iWW;RfT!JRDkFj_V=R9Mq3^#!D%MM8xr zV{CuGUy~eGiW}NhRhtP8c7qSqipDgEx*`~^rLj6d_q&y6Ck=fz@Q+e`5b8q(+Qtn4 zBA@KXr!9`xVdb9g78M|wul2Q;(IVmbF}UMOX9|Zjv@1g`F^akbD%yvrY6!QZ>YAKW zXWM96No9;2WJ4A8VNfp;XvYSj8tpeB6-_x}ZP3*Dg8A;7vJXO3-hnnZXo6=nRi?pN zlb|DFA|wP&D6>|mYePn)KGCg`^pK*g95HiPLOjgZGFX1Xd&J z>7g)0lROoCaA{%Bqt3?4hHg*;Hu}gl6w0_r8;y7T45tG?z*a95dP?91DN#FtCFd2Z zrFPh18Aox6KC2DgcEB(R5FiJjJsgH8ZWU&D3xBBcXnR&Q|CB>r-t;28E92>f+QHEzwdRM6&fFWvoTzC;1;05v#@Agn-y+(%- z8Kq!w38=vO@Q*mgy`YFwTWh;HxAG`NWf_Ayl$Gfn zi92MJbnPTsy&MKUmt9+h!zeBrH5=&NtXP>fqa+vb8)6uChcGA_#tp8I#G4)KLRgBd zxrIhJixeC3gYd}p2vgiUjnXC7Uc0F$nBDDv!7fxT?dlhHqcFOy(~+`)1`fC6wCeR_ zMr>lPxYL+tUQh`}A8z-U+UUs>qI`w-R1JSBGN99ORqbKJWs+(YibGxX+45=EwjW|Z z$cA2GX+$t|(xAb>zztnST~Br#x1hp>FhY?M@bqWA!y`9~0en=J2DRd-4HqAGT_G40 zJ9MtnFdMopcZ9@4-%Ggrv}>CK-9tPn(6S*+ER8AAjkgfnC0GM%@f|5*Q>-wRt(pRh zJDK1aNpSaj7-S`DL7Q^zw}7(>)(ELkVyk_?hIoh#7YX7JQh*XfqX=Cjqyt+e zoJ-QtVTcX*P{#*Kb5DD_+{zu^YGG4Jjt%rT8!H?95E)ITyo`CTJ_f=w(Cr$#GE~t5 z3{=NKMF65qq^oi&+!rcw&mo#LpaO<&hPQ^sd&0M0k|f{*N^}&s32}0>V+UNrGZ-m^ zw)3s^I6Jy68@QFV(CpTfY?RE(R2pCq75sLp&H%u zO}Z=`8?+ttZhw=9u}&rS5IRCSZMK^nw4CPx(znFumUN)j2+ z7@T@^R+{bVZvuQcMu+ z7@lEE7*5ZFKbS^EPibOja5EcVodKtkcfJuDV!o~8-El+iUJ3SwaN#Ys445Q4VQB0K zeeKxL*#CH|G$I%pcgmHWOTr?}#-T}zd0`;B#zDm3Ae9&efJjd(Suz_cyX6V|B*4hT zoIb)d28jc>O;H?JrA-(nVYb&=rAZmst8y0`8XGrg?PP+=KhsgdfOnAMQRv223rgNi zi@(*hDU@DOArtOw)CQylv%xj)Asd_$qsvNO7ClGo_DYj#Z^Cd9zL>N~ux=AiX$Chp zINxrM8b}BlXNwB$=aYUK=KxUWuxeK*vm0vZH=SZ5cjt6s{S!PT&Y0Q}pV&TX$Zd*k zDiw1Ym|a3b?DUi_)?Uxt!f+Wru*E3Zljxi_crbiPdVFkf3e6owvGW(<6XguFfhE@9 zlHy8}QHr_4h}vUn$^DU5iU|j2=i^;b^wrwy`G`ho8YuVHAUf8T4bD@tY{36bM>-su z=}?owCpIt;3#?~B;6T8DZKoBjFn>)xQE*NM*d*c03SHM3y1wxaZHU)j&kfbEqdWh= zbbCU{YJ-a#EF18Fhw-tYwK*|7DZt&fel*ey*^qJin#??~Au53fq`J)G8CcRJXP3?DZ*HjrXu zxhh0=FGsxaWxSY2%7PL*iN+c;!a!R$X{+rj#v!UE>Yku2*4fcekMq~der$b|2#5kVDS^O+*Pb#4xJ2nI>j^7uB1)kFR zTd|>U9FC$tZ@!=#Q2NEo|1M^G(vMbz6>jibc1^e-HmKlkVW_Do`ZmxL_oxH3fd4+++e8wz^AZA z{azT#w8p)3#=58UdEbkh?<+$)O4#%sC;0HgY=mr}9vQMpmEqc1>87-m!4N}STJG12 zBuCM*a!FRnCD0xaW$appx5N$kz8CjtSGyjcGv3$`+Jd4jFxeQ{fScHA=dR);&)Amb zOKVZs?%fjw4T zOKvsdJVxxsgK_g$$$nCaUeN?spFJh2!=W@#E_Fj2qS8IhVBB!A@3r0TY82z%TVHJO z?Mie&;ON+Zom!fwv>DzX<+7`;;V6o%|IcAy)`!MducmcitjeqV7EDNbN4tUx`L~6)A9qO|7&s z-9*tw*bw(%*leu7+w;n9_H@)cZQu`_t7>x_w_`L)xY^$q-mtSJpo5bMt~Br!C4eMN0+a>d9glxdG(EU!qvh>30WWlAAVATl) z{D+$-V=lj80XhyNx3!J#Ls9hQE4)=^gSSM5Geu)&1I5sy^7*8=x7o)UCp!$(#L~`! zp}4_GLoDfz@9!xIb~6rnN>{HDXv+qhKx()}Nf+9eL&wR6S_-evWw#sGTNR$xT~VEf z%GJyUKD|)bU~SV=+QEi>v0J)lo6oFie79uB2Hza;FiMBDt~zhEweC zr6uK4W11O;U1AltWL)FO%Eu=hXj~1lAwC?2>E0cnP8(d@V4L<>8^#EOZl!aSs$SUO z`WQ=RlO(6QOJakOJhv0SliDV)zdb(RU*F%~O8{dJ8}|4~*}jeGx{Di{CSZdeEgSIc z=gQb!KAl9zo)h51@@9X_29)TS!#7DbNt!2E>+13O`T80#czQxk?1UkH9T~Wrn=!B^ zsqrnW+IO*zEQ-eM{W$p+*ShQ<%UL>a)zCJ>nBxYnHXfPRbh8e`r4;!VZ{fc@nu*M25QzLOTU&+D>-#a*2uU47=Vd$o&=e*1vV{R zKYl|Npg6$4vd@OKD0+`HJnVyE#$7$y?@MPk_*&5DS_0^(XIy_51b4Bojp3>;B7g|N z@BymepGMqAjHo=KiMmFKMilO^Q6TQUM#r0MxOhb#!!^}!vO(*Sv%z$e3CsSlhG=3O zRq)d!%UIroV4I`?t8us`F|M8;K^m(23J?ItHDE)$nPL6>Iuv5(6m77iF{F)&R7!%_Kb|115g<;EvZym+Ck3PH2{)*eND<-Js}w?6o)l7gw?m@ zD{YeR%4mv^4LrWlbp(u!4bti}%fs5ZhKV&+2!*5oA;!|PbClRlAq+?Yh@ycFsMOc@ z9#EfP?bwjNCXs;|B_{-WjSV{78a*O5)TGcNn2F~G1n@l{PpEyHhqZO{+Nk)9Fia{8 zrU8a$#KAmWoBN84(xx_a`y1ldI!d-7V~`EL20Er%bWIA~nIwlpXGtpAl@cPmxRm6; zVd;2&u{BD71D=q@Yycokm?ft@x}FVtvfLl{!BF_#Bpq~#b#r7!sSVc{x!F6t@;9-q z9K_{Bt~JdgXy_?nI{=OIxrd++7ylVZ02+P&$We4C(bP=oVb~Kkq|^QWs_rIbXx$C- z;W;w5V`Re(03M_w*s(zejWVmzv7uGiP#;y{{3#nXP{$W| ztYV6e)P%ak{OCN~gHGXuzy|L)>J_5FZQWo4BIjUOzAm#j(LqD~02{_I9X9Sk(fBxJ+B zhJg7#7<`~Gqz$?l9Sk^xN76hoxh@XI>a_6zw&Zi*sHY5vxnX#XG4{RjJ+3(DFb?NE z5T6)@sB|#wd--X(&nR{Ks|Gx!@v#91Qq@+XF)#oR$GJHEAo^IkAr2uMaJgwvfa%zP zv4M^A;;{EGrjC!;8>LseN{$VoHiVwi2-(0I4RHem!B{bPzP^64I}WW)iaVl6=X-J> zfPJhsm(jHgbHrQ*rBnt1$EW{tP@;RUt90pCeb`eP->?Qz)7+6*UQ-qZZjLAJVZ-i{!(EV7b+gjPol~OY-=#qs zJYV16KjD$x*K2GD5*3jhpTTiM%+n_O-4`a9G3JaCDntAdHY5ie7qG^LAj4XG8YLUR zvS6ndnj>uadV1l?s1oZ|z zJ~rUILd=mqa?9QQJvO;Kt+65Mu>n9JHn5WlbO_UT7KJjjYTv_#of>^%hgtE|&&DHQ z*-(rxnL%uTxZwF7U8H+zy@SXh?vIT(()6`~{86enxKpi6C(m?jK){BGH*$q>!(JF} z_h^G_R}HkG@fp|Vc8o9}8=jF3*zyQc{cN_ffonkwLuuz+nQ*gb+0B*?*$}OHN_+Q2 z-|W){+pfwDV*VTri^Zprvf=(3%@VM|P!PAy1{a%oZEz#22#2s0DYj4yXv2$ONcU~^ zap!;7ige*71dNsqwU8CF;TqzHd-Rmd+G&WB9vg6y2G3gcIjG)x0T4Eb zC|?4@!~WsijX#pLV*|GbPj8e4N+ek z_P_p5yB(#X8D;~ME z^=9uTlYT=$;}U)Nz*u20*SKrV-_t{Ei2P`txNoY;`yh=GyLQ!{w#313y#rxLcek+W z-oO~$%`c%GUp7t{qnnZSq%em17a~+7#^S8NU(Si z2RcD4h?TjS%x_%q73z(78Fn5}yymd(9U!yIW4-kAxH~qu(aPgy!?mjt@LETkFocbH z_HaIbW`<4d@mVruxna^a*|6VZz1eA$HW~sNx8;PA9OHyR&>-AhR*7d#u8q1ad--o; z&t%{VVmC@#hVW6 z-rkH|1-Oab2HMw##%Tk*jg<}7uDcnNLmJ)NX<}SAUVpq^Sq^<~Zz%V#2aY7(k=&aU z-DtfY8(h-687&NC`^$1C3}y|6&B?2Sx)Ke+us3kn;jzXpj~B9`+lDnlHk_|B3}+b5 i*BOR04Cm`Dum2C&J{P~%N7Q}*00007~TKv53n%*TdTakz4{LX zbTtiCLqb9l6BD1GpKWbzDJUqUrKRiZ>lYRl@bK{P@$m@=2mk;8At50U2qYpRA|@v0 zAM;H|Llc@(S5Y(!+P)6ca@bMJ=5w#B@Lw}vYSa3p-4R0{>#{?eS=49~edY;#2?W2q z5c&OZS`783L?in|nenlaqOlz6j|%B;LRtU+qqPa7 z`G3y;Z~S*_Coou;Bp9p9VAEv!&hKk)lr-+fSDo}{tnD`p{SUu0V`Ruu7ybX#{_XDX zkCMiwZjn^xyvtXjp^zS1uf&ZO)?C>esx&zxxWQ{O2n{~OWIYvXdjEFWwl|U=@6f}( zMaMb~f*r^WXrd7Ws;y5QtFK`dx%z6-?SBMevGd6bVu~}xCnOyUcy{k7Hqlh4on9U$ zz86GsV&rq-wShV7cTKWn{6h_$NQP_RLn*%XSS8UR5nAzKl4olR5I>!fpXG2-4vxB{ zDn+9W(FVLRUHCYHCqk)%6y0w>yvr9)LV zS2bgQ#R5kW?3k(i+BV}H1^hBgi+v;zU~Z_|mW6(XCe`k{NhQMrIvMylj2CO%vJc3F zEl#0BxpDC37k?@YEaDf9JU76>?_z^tyvdbO9jfGwOrcK^7B7wwhU7#{4}Xjh&fLD_ zFDN^IDV`CkYefgW?pP?zkC2k{Vg>DU2|=TMyRRyE3{@>NW_KY+Dm~aX-c1;6GG09V z_Q(KV(LVs;;<#JO>=RB${=! zXt)&JHS@ySHJG-rqUcduFD+~rb_+dtYZ*~+yOxVcCDTSjN{J6H$PXhhi7Tnbo3J*) z{buC5Yju~L+ZJ>4BH?ybx#-f{fVVs{{dLPP&uw{VVnGQWysxQeQszeu9POeSz400+ zhjDsamg}XDz{mWn6f+-5I6*BJg}B2}E?nHyBOd~P@g$~I#+liFIS9uOW`a_I{Ueqk449xtJG~vUairJ!)aHEtF zPt^m0aTXBCZbaWduFz4FKW&afv?3r?7q~$dCQWIUPij>Yzgm4G_o#jRmN$`P$0J_P z4a&Nie#p27U=g|5^c8oz@20LcC8VqsJCFp2eD><>%@@5NRx&>wh5hIBP4N&6O93LP zqj0a9j&#dbvh^0)qbJ~q&(GICFMHj3Yw*f8LYNfx!4Ky@zaPo64e9BXVvI-GqL zNG?CN;?1I=>WjT2D#wx`{_SR|?Bu?3Q00U(qHY@7rvC2T8cbzNqHTUR@8dww)?&T&MUtV+?pKq`2|Vta!zS7W1o zQT68Cdd`F+dibx#PVfA#%8Zun7s#>BU6dfrpw*Li8EgxfUTp;{$MIsU%+V`w)WO>B zBLrb#Qm-EbMN3OZjb525)4s7P?OVb%NvaF6%a=~rU+47f@OaffjX*nu zQ_=%<=w|xWxA|8;S`?)r|%4k46)0Tdnk#B-KhCOZ{Jw$XkwC`NVB8=cFZ8VZiLXh$t1L z^I2^6o{pvZ`d9_SH3FYyTCc<&hOHy@DUsyvnuIg*C${v)F;?r}AI5k)tTl@$Mp5ua zLhHFod#PlN#goM-m3~uQRoiq)t~Q@($D)y|w-}#L38O!2(oF(ft5-58J%KGAy56OW zB()L>bT9@hJ(yC1Qei81{#LD)>|{{l_GEWbk*iV`w9rT&acm6NNygiQdiCh#ghH;NbhxBd=H1FUJ z5(00GIdbskJ?N1HoB_*rG(J%xcaORZ!~9-$>1%0M#2Xuq3yDs^xb+=%a>v{d`6w2t zGsXO6KSS;09YxTtHJPbWw4=GLwB-Xj}u;m(Z?ntH2 z7Sg_O+y5H~`b5>QdEecf%_9?54~!#3_#r3n_>-niGD$8 zn*xmI7HTlKJ#`7IoCdJ{%S3s~W;W*+W$||Z-kkorF3CyMtE*mbS|@g~ZNkI2@maAL zpFmwJ@u~2VymAR3GX&P+jkBE|4=~q*Q}ZlbC6K)QSX8TB?7dn)SF2``p4y2wx9?N; zp8fZSZsmAoe$6d+$Mu~GnRtA65ZvzZ{J_%dn}~mRw^`>V^ZLv)c(xoN7?2qnqdcco zso&9O3c4^@mRqc^A^+?FOlK^8BtyOL!@6N!0N&6vMvoH}kUEo-j>{$U}^ zGcZPP!}U#T%z-hXpvbRAYmuB5cSv9dz4J@+$*p97eN!I2BiM+<61Z=epIKVl%zPYM ztp4STzAE2?GDOlZ*zuIgeYvf{tbY8MnoQ+)W4yQmN$(PHz2)!?@*SOdAIk|&3J+cv z${mKhcW7-j+Bw^2TFh~8F*eT6Y$H`veNY)o$u15dF)`g-o1GMF0o05&x=I^3B%wSz z3>~?9%O?B5IsT>RTHLRbsc~-XtE$!*TjwKy=aUvV_p4Q}Y$cnf6$kh~Z-0}7t{IXD zOpW=^Kw7!=RutGnSKKX!v}LG}4OO#Y7N#>XeF`2!TzP%VhlNl7qi!;S75;l(^ zHul+4nGhdq{9ELE765vUGR`{I#{HG1KSbw;s#f+U4II7q5>uQ_^>6{}X2b<;qc-bE z&-W#2_tv?w)_jQ7Jz4ucil}fK53Ju8kxYV&UnTH^l)9-HJiax)G-10O(M`nXdmaKf z)qk?SKhtQaqSg_)#K$|ud3b!9na0q=&Le89580tSYya%NNePnMM6`==`&w3h9dz4ss28hr#Pu z7HXRwv2HLQoIsl>MCziLZ%NbWEql9$w*;J0l@=OXCAma1oJivMabBq)!^1ba~Ux^ zRQeNYHd@TgPucfN3HnXWB|9YiasTEfhdB-2pA$YjLQ5o47xlKO&}FIoNb(i?c(t)m zJk9IQl}%$aE$KIBXs2%{Fb$H6j3+;p9dv2d>>jfDdw4uidRhns=Evq1x^fbh%p<&y zHkcy;w&9O6fJlw@PUE!wxwwAO)8wp^WIVPAqUl7;hIHmGx$}gR2FGuc6wnyX#f|#z z9a$Fa4r1bOIlAJ13@I>{yoi=b4il)Z-aPt2OaQ3&uS)*jECAZ>o-Sl?&Bsim9?}sc zz7UI6)vzI+3eQzG2AdQE>D^QhNPjCRk0LXDuwKv5Jz>FKmIKrCmxU?JV~^3Y*TmtMA86 z6uDkadmq&lr6)6?`QLs_Xe|LSZ)aW^CJc>iwv>?X*&Cqg(H4fuEc_g7`vv+?dy@Ek z`=^HT6g0*#&XuLeeWFD4gDKx$8!4ms;N@l?5+44bko%xqv&EUEFPnLDF?GNG_lnx? z2EFIG=92gnUHrv~@ml@0tRms`Yj1zlfds6qB$mzyzpnKyF0*&w?a0Tts^YBd_nzh% zh<-bbi<@HxPhHbp0mG)_UchV&3_eU2$O(Ct$cllT{A)9RI`?cVJ*T_1@p_P*xm6nP zQu^0|4h>6GGBzrvw$BvplyEHg_-UrCwER(<&{A^h=ig#>D4-}C@}3@hQi7oY=JS&X&u*ToRIU3QP7i%Y>ZW}WEN!M{x&Klh9p|GWCL zNU%sEDhgG~J_#xt#!ak=Q zmeMvOd&~DovP@TYcnng*Li20!3kj5n1P^#*5Mu!E~F z|FtKohX?tqp~1oUP6fvPty}vhA{~yuvooVYv40fEdAU~W55k1Fw8?GSG)Zb}R; z!3bjt@(BbXOro)`Hr+{~MN!+{JY8I0-jB=(cC&m>yohzfJLTlNBE)aGX}x>zcJz8u ziz_3xN&2nsg^YE+y_U;7|9pq6ks@y^4tt(0vN(MwrO1_k1ko4XWUNj(zhKGp`0-M0 z7BTGp)j+pF??k&d=%hMt<&*UAspM0@B*K$VeRNaCBk*bozr@;g3)DaO7ltm#C^PB_hTc;E`{$= zaF=-r)lPKJCXDP;xaHgLf1j|0NUi&u^hdaO z>%%hF0?5b=k|_~u6D^&Z3&MGiTSIf@7PLJTA>*Mz69oM}IOm>NUjUNvRyAcIex+tM zBq=fO8Vbx5CU3!ey2RSs-R+t>Jpw1Oj%Vv@CXaHlzaiY{)LGb|4_k$^BJmdA<#5`l zZkgRc+fB;}#=vnz1EB9=?zNp(46E4ZGfmWP7^j);QeziBLfyc;J(iau^ZiBo$${kh zt@)M7zrn~d`c%$?NLU>}3m3wy<{9WKi*I??>u>z{9EJK9`VVtXkXp|Ll7x9eB@A(4 zFKmppdDLD_k|4;&w5kN>G!gI5r8fL!579P56o>OFSA+IaL5{Ypw?kIBN^gxIsi>}FbpMAmp&SEhF-BY&u(=02AvFiU{rnyJ z!$8SA>%){e*GaFf80c)0mRhP%fD4M$Gt|tZS3-&vbTMRJq$8dJf}Zhu=sk+dSrOY$ zzHYNlQ(AmCE6uD_nMgY4Q}^SEeI=&r+?KD+SK7gaumM(RpuxdSK$;MBmUw+u3~MHD zCX5wP*Ao}??FL6qdnCe__8ck z;#nu#2BQzFABZgzIfO3|k?=j}fGb1W0i$zO3&`L30OO^;(*G^*|05el2 zt;p3XX9&B)x1Xh_n}5G7vSQ%f_w=^IrP%i0F92C%uHU3yxqN2SZNEH^#)BSWK#K%7 z;7GC^ujLpyk+h(J%j^-_8o*_T_EkBN2>pZ6nz!#Ul$&7bU4ckXW9|esq;PCt0-^XL zGq@W$fjw8*NYXg3=NS3ktP865s!Q$_z_Z@HZ*{rik_!|MTYvnp{g)8Dn^!Ty$?Z{H zXxgjDh-s4T^aH~J*kfQbx*vJ6su~@!2j|mhWATm^`gN>?{f=bV(!+4cRZ@5==eSIg ze&jEAWC8bB&@4U_#*Lx+_+E%~g%)ZTFDkGBM_|v1K2V=1IfL8)L2+`4oq=pa?RKTs z|F9)t+F>x>lPWLzJlO9m`;jO-oWN7f;ZzJ;LkHIEvsO>@PO9v@q&$#04aNz^&UHZb zUHLECF#RNd7A{|p%412=}?A%>SOL zLJ&_+;QI|7jEBcKYDaJvp|#ud#89XYja!do{c4W$EA`j&R9q3fcwiXALP{)OMJjj` zXekd{2_R>P&u~XDM%DwfXc6nYt#^cwz()tjv*6Uf*ql}>)A$L}EfB?bF=5_q80z2XP81Q|^5EC5P?Wb+N2V;g4TM4YFow{i~Ov*&0ieF@o9fu>S)4 zS%LbWR(nliDN=aU8*{#}>%HK3dQr#|d?HA!w_N2G>+BvIvUOYC=O~cP8cl!bwd9BG zBEsj^^er1f=^#Z=$Bn1!sTmk?(dO)^&z0>_=ATIZwMl*)(X3bSi>7C)EpLy#xSiMaOBHT5;#zEUl%V#%&%gX`Lh8C3%Gjxt9m)Cmwwc2D9h-i?-071in+g&*(l0m>sA?zfUJ|nW%CK@xxqrk!WGEJiUzzvHZ%szXMFTb`lhzZ4+;| ze0UjFUtvx%;V-2^9smZOT%et`Mg?#JQWuvmMrtMpT)xx7kH1dc%t=KSY(JHL`L-5` z$`22Sf;E?=J)k}0sE^FE_Q;3lMik_8xBy=sF5r|k{yP87WX^_sjA0w(@OURJ-CqFibFQ!Hy&5GJ}gWfqKU!-Dy){-jH_W^vRal--kv#|@sc z#=^&M*TiX&kHi<>SfSMLV~w9V!eh{h-zKK-xlnbiR4ckv#s@w!#sb~c6qLDt9_%ap zvBbSEq*pE1Pc~BnQm1(1c0|@YyLP<_*gLvlUY=QTpW=GmIX{LBoA*4ATr33E_wk!} zGc!Ti2F#uy-Ec$$Yz*<|*UEQcQaa*S%h@)(@9%)hM;*%k3T`6&sVJ$cAc2`VpmL23 zI-;QPQMQRv_@)kk@LInHng|HMBDr+?zsbPB>j z_R>*2M9Tj{?Qa_PRcs`@Bw%}AWDS0bHx{XwnxsBiOk?DGX|%&~15kcQ5%DzCz(?xx z0H%reKNnIPuv5;y)et7n2YAOm6eqEW1-!=}wcjkZ(|v=8H^vA0Ijm`-}>YS`O`zj(+6~&BDON!$1@LBk8T+7A9g3qWfjHaL&K+RLUB%{7>~GnNxB~w7p)`G9(NNxMybjBO1oAXSF;2M zD2yP!NhanBy|b35vz8E5It}j z5v=XX5#4wjD6>UMdr0_@6JJ-iV}X+)$w>(bA12pAwA&32_jZQeU-*d>jl{@EppJ%^ zDz%$|h!?#Y>ljEI&2NFl(&(e?wEFcJQhvoXwJ1UrLG16GalG8iDM zPlJpR{}G`bnrn1h=%7;K1SxmqN^X8vS28O)nafDL@)DP*&S%#)O#ragk$8(YqHI@u z5UsDOa%>N!2W*`fe&%|S(~Pz5MTTbB+JxNO3Y3@m#z$md8Pxyakn%4@dXG+;56M45 z$PghoAR^fgvyp@XydKMi0Jh;#Rfu^BecZ#zKXZ}N<>1eyIe&)nO57;sOoD!Tl~o8K z?G0x=u|LJY!>IZ}4|R){TttW6*$+6$herrp4B%^sv_h|ccqmADQlz~PGwl7SUWNI!ySyyv#&T{nZ1JF$vJ2>X%x|DRQ z>Ch3)iwz+8!J}VdXJTBIN9Ulz%am{({y@@{7?XD|iX|3TgUCV$tsCD5(e)%*=`~yP z#*KFh`VD@74GYHFnRV!n%pLn=4*?yi%AEy8JfaGyH<&y?pM?gaX-hOKyugX-?!#bgeNy-QZALTJ8Unvk%Z>EgY5=gk&hJEznIiM|{-tP5n{lt?2Zz(01;2_^; zKR`f&)SQ6{WGkY)t)mE?g|e{skQIDlNT*dS%6L{Vo~px-()Rh~?JTUrXWGa1i+0~; z3emQ`=g@ZDr``jf_CsG8}>4KOlF$_>F;93x|geieKF&i$!9`qJ~9d^z(3x9{3(BasK)!Pu{ij?AYs zd&mh>**Xp#eS2EzIB6xXT+-M*{;tR_WH5x-AtLMZ;Ct1B3tg)jrwfq_XQ!+MudD{A zz;353T~F}D_JsO}TCy{|qs*3SGV$z%Rk7d6CQUzCn`s8l@zYvk2M z9i$CYXuE3Rky|Jk)VS8-6LR5exB+yc>rK559nK3bH-Z-KUX`Bd7PY^iB zpVD0xrN^4rJ=d7(Is7jp!rdAUO69d(P?wJ}V@m|#7Vlbuh@eObB}HIZ2KIH>vYFOh zyoY!J%jXI_GwG@`dmOjzS|)9Gu;%(Om2iTpb0;Yen}UN2<4*xKK4ay7)rAp(GuP&`3elXA0#8ZLn97q9v+1ui~L8_UzPPqGNBs6MbqfvyOQzl9_d+GF8i?M41w*^e6Q zrUt*ZieVkYd(FbfQ=|RDs%@ZycgfuFqVCJFh^R$;09$9VOb0I@#O_7`B0h;`Qp?0a zSzivsJnk(B#J6;@YRVb26hGe)4pR^VAOYRT-k8>U4wkJ&0#%S$b0TYLHt6%;Blg<+ zrA!3^FXBN@YCq3BzBV<=;O!&Nd&1lNdCLx{$IYo7cy|!Be5KLx5zs?Zy?#)N?^BpD zK_yz!%Xv}$q9^mI_OrYuI)}|S2NY& zfrXajp=iA)!Gk$`%^j+hERYncj*1PPEC7&X#5L+MM;#osF-+{lPf?D4_3|un$>zZjzUGtzXVayRuHO9+VTd&oT6Lj#wY2@ezTj zQ0Wq~pXM2zr@fmgqmcBBzV?e=Pb)*dI5|6>fICfQWCdm2V1k3zY8pin&U!w)4P4(& zl=31-yorJ{RtU~_!I0@N>`W5blousYM|A^J^5jPGL5!OWf}hcw(^SUPPQd<3cpJ=Y zuA19o!Op}cKWud^=AKBE_N(kg#ACnD48MQ2M@fl;zWEzFZg_}`+V@IXO;S&hYRBeo zye;%qc&MvRSUO!iem%t4lJ3&4HePsK`yPWg0_^pqw*w*X3$?STUR;3YN}FwE4Hb1& z&%$HAbM;k^%T8Q&0o$rMDvHk#xQXMhFZ^i51W2l%Mvz@WhCp6{}aB#-g&P3XeZcp)S|824=th zCFfgwzJC$3+ris(Tia5bAv;D7;Mutw&30tfk2ivKuT-4Q^Uc%+9 zQ*CYmaPwa+v2zQm)2ZzWGiSb(@n02#D!R3%6JRZiU|U`a-I(G^he=C#Xb4@;re8hn zyNI1?xmWC@rW}k z^zl~=N9g?jAqAg1P5=vK70TKXs&ZS|7RIumy!;uZbPh7%s_eQ` z##)TcIcyF^a~7_qer%)2@-Lc~4=}Zp|7dL+*l1Ge8_vdNn{e6I`LDV0sxG;j;@_;%+*7pf_1q2qJNgG(&`-)M3R=33m8Fy^YU zHAX+~8(Nt6FH=oN+~^g3SgAi8$9S*%;D+)wE^rR_@eaE8_wNEaTPTDr9{1C4rv4mz zxiQ9vGxK_q^SV~PShiCREVH@=pxdtFW;5SJlZm2d(-H*!i+KS%m*C+}ZAjR;CLcPs z)Td9|=K`?xd2O5pX%@Ojy-aE&fwtbjhKejtaRM*$=Bi`yq&um`MRHi_l&NF+IkgOv z8>=OkJde|k|0SS=-dL;9cgK(wjOXsKbVTO1l8N8{DI!OVZI3-m$wT=JXYlJB^rOC` zUkt|zepPS?bT``imr|!$XS>AkLo;Ja2Pfwk2D>IaRH6g7RqvKNBBv{kWxf|Iz!A?< z($JSrl4FY4O+PU)eW~Q6yfWCJ>OZ1!j$l;;-M9}}hs<_VZNELeyM?dU?0l53O(1!&-7(_>qkFH0PSO`%dfn^TcP z$B`};8(YES)2np97m6r>tRsUWr>Yqw8uXwL!6KQvbO6V;gB;ml|jEsA=&p6guIMa45$Tw~f!5t266&w07graEHAU*r4p zMa;xc`J3#4Z^7$P1%-B7+rVD@;d447Z{=B0-PAG|(OjQHa3)CGp#HD|mAy_g_CR3~ zLz!jAc;W&9JsVd~c*m89FJL@W-~2KU)Cp^Oyqm?U)W|P*c3@~R88mIZ7qcC#V|yuq zlO$S&Jv3zu(Q#?I|6aRVWlmr0Lg`Ep*@p-bFpAkDzIl3C@qPC4QdiUCC-M_)Ht=%z z6&3>z-^=4wA3DIf$YIxQ>P=oqFYhPge%q{+(d^)R(HGsZ2Vk$tQB6wYKx$~1tXLMe zotI67IUuZ%%)~>Ed*L^Wk*4bDUvtU%y4R|-y1XT15T*;6 zFzOKYh>WukIWeC7n)`aF4gseHgn_SS>h7>kej421T>BWEDz?TPB_8N|20Av`SV=*x zh(JetFT1uBEi}GCt`q&AurDRrjyR3*nC+UblV1_n(Igr+p-rU}ay2ID*1+Z}qv$zT zU58rN?&^1e1MnPc^Pb6K-}IAD*R>zbQz8&VI$XcXU%}pIWmKHHd<(68aN!KO6D#Y?Zyu*~%tqD97X>Dz zUH@HPyMw!%?~VR-!URrweNtK42g`C(DY^ZO^|PeH_mvOl$HKo6L3YISIQ-j1Ir`vZF8wf#YaxYn zZ@EM%*h27pM*VS0a6LBAd%(L65&VvbPnZ^r*`?A^BsE|PoV_{*KUlLc=JgG5nMue@ z__80*x^neM(B{6Y_M@Llt>pL5s2uIXgv>Z8Hx!1_gg&_2j(%zMPB+z{A9)DLupA2L z6q}+<=Ep|};LyE1&24{UrnaFBjOoDY*8Hd3A`vW0@a8x*Zzo6Z`A6I-jr{0cq&Vi= zl`;9l7vCG3>?auJoQquh&Os?KJKx00{1}0vVz+i0jE7v-^BKB7xrM~yQ^otz{hc2Q z(_?(2+}fBh#I*Wp!8{A3AE!5w@1O7PAmPtE9677kuDq6?ct0n97OolhzX)cbdgN-A zA_!JTMi)i~n)w>(k?6~#b;}HQ7s_$vv)mzVA52n=+!P*|e(mn<$zJX8xNS(xgNP97 z6^3--l;h*_;zR^+P2{Gq{%*AytT$=eP|<;Wl7L^JyYO=Wk)dLXRda8Fl>+GskLC)c z?$mZ)+~cjcbQZQi;0QO##sCchgMU*uF?Rbx-hdeK9B!)mR8HovVn|KiP1Ni$zXwa4iV9iPdsc~s z@PJpp6VK=lt9z8mM9{LI3Wlqj{$69bHTLNX@97)t>&wv)7#Ivs?qg)4qv%6BM=aUk{r2FNtz}pPJkpU?Qj!zH%G>JcuRl1 zvDwx|=$3(TMdah2X6)qio-vo9mTI(RjxaM>XFhJm|m?b z!8@={v=PgF^xET1BjCtStWx(+IP;Sk@ghn%U`9W`0Ea4>04{za&;t63_euFwB1gwn zIWS{zUglC-jWE{Z-$ zVC9e=qOy_APS5b|z0Op4rz?V#3gRR?0JOWxH4M%>6@O7P!Fxj>n|YB6ECSatC@VCy+*&MP>rah zY!n02DC9m^HamCh)JocS^yCGG`v-?AF_tS^hzGGfr}8jZrBtR1V)@9b@m?!rrfi?} zltEKHDQW7N@QZEoub(;5B%U}jmr`=U{}i}G#vm$_ps;UoN>MEw!@QzbLVko0vZrYs z>Cl0F>wg+uS_Pu)QCEZfB7=}b&I(UC!Tb1{?8G9@{&N0Tl5jQB0H~GM%dK1A=>c zN0FTNW%_9C&o(}v)g!=iot>%$Iq0;M3y8ak_f+fQ9Qc}?X;axR);km#k&l%hmJMMP zdNy|59@2R7Xh}lFV?r~CLe3=78zlivIPme-2}I|jlb=4lV)UQ zM;@3JtQ;I#*e!j;2j13vNZE4Vgqw=VX_0%hISv7MGQ&9(b@Ch|DCEjW7|a)ao~Xy1 zrJCdDkiUzrj8CLCOCRrO;0YG-6qm{FSCZyBV&bsWHGJ_D7MvIxJo1Y~U+#6U9hju& zJ0;`K1P=;Qt~Fruy_AlkLyEL2;`zvpWTtj(Fm1iODT1>{>g8X&?!u2lbzuxxxSwyi zB!Lj7k^*UvGt5S~EAtT$@HHDpS`0XCIN<)eUR6KfTL@rf?p&`C+x)1p_fI%}$YIuv z8DjKk|LewjEP7v{SyMe`;g<$tp4DvM))bH2rA z*fM|?erxZy+Nxg53eCPTdjvH-UpL|$7R+l<2yB3Uozw|YY z{80sZ=@kTF>xdTZXjK1myNHKb4qgxdvOd*+Ez5`e!-tsxbNsScXMVG3EWbKuxK$2u zL_DqH=7X9&(bn{OJU;pAvK`#}?VV|)`;G;txyu&i}W8W?zji7C=R!ne<5@LH_ z=3iGXBmxnLwE{zrV zuoKJh&%b1UV`idNIXj8Dmhn_MGqL`b8@`BD%+iD~eF<%~)6L@w4H?8=xw!lEuK`mN zVjwCboA<1r8fdjNkzf`s8CcJ(<)Zx2ZxvN?^j%sOHeB5L_q=MEG#6w=CKLLT=8y!l z$;^U`&R=>d!+z#)Ok(SuAABQk;u%}K#xUCpc2MRcgEBf{Bg>gL#fde)rh%0dVV*oH z?mEnLNSK=b>4GN%v;Gx-#}H|&n}-sx>zPGM+Wq+gM{2yS7>_F~(>CBW__vR(_Xh0- zqt7!_HY6r-JSlzg#t^inZMh0K>EtE`CBbVABruL1q|mW zCNNJ2PicejhXA8hhQE1H(W!z~;p)hK+OxNG$ol0C{PuI?p`(0AgGR1Q86w-;32ci1 z8X#`gaoW@a9mB|BqCgF?0dk^GW?mzuBg#=cahSQ1Y*E4vE-=Nr&;bfj9T>$y!3}Fa zgyooFTkr=mtC3loLnH0DCdO-O(l%&kG7A*E!EnKz!zH|sOi23ZO5C&(IsTfgQnaIE z{d%DSo*YB%|L)JW;h+|25(u0U2a#0_90HqxQ)j_)MzB;CNu&#G77VZD(K~fY@BJMG zHk+wMc)P;(hbed$9eOiee26eDyacU-)Tg@RkY)c_LmioLb!PY#=;YI};7Yc*Z&FF3 zFmrscFE344Xe3~Q`2qXef6wMkKK|1@1%qvzgPpIt^2nS_6${JIkTTCY+GlIvu3{qp zhguU4qeTbAnO*#&DX^B41k~3|x&Ur=1J5@DcD+DuWNTa@UQuKrqb{)hXAn+N=%ihb z>cap!MYCNLdDjZ-JXbo>N4wX7i-oW#iCr`V&mlOWn zQi6&7e6BJ;VDBbf1Rl->#gY5ldJ>QFh5?~P5nv1+f)vB;?|0xqU`}~M4I}AE-ZHCi zOO7#nP7*?fB>n0E-^xayT6?S9j)F0M){$^Uq~B|ZvP#@AvJ2A7jyS(;nf7+mh$zMt({L(&s%#t|x5!kq!QeWXNR)nr*_aN+~HS^L|UWk8KOLTz9*!^er`PDHGlXkl{NA9?|1M}^_q>pH5W5Tc9G_yy1 za}tuXWrUt_*v~iidW30zj)Wg{s&oAo4e24=zaL8L58pZ6OPw`t}v!&$e|Q- z3dsA;eFlh58P`tfi=L&d&l(~c%kOX%oh_t)8&JqQje zdmH1vp8ZEG8G{GyAEt!mk0-BR$!F&39;+ptJ_wEsnNH)}g-CFOf#X8C)2EqNqLtRj zx@sLnK)SbSwA8@qS{`g@*c47nY;{H%<(ZQS%vKlvY z!IokFwHY7iC~H|n?)kp+%mv0I1`L(qW?4aOT@GBiQzwTA^w-S&hs-^Y5{6EJ=EKaC zY;_+2x0)3Kd7(>Xfz#+B19?B_9%daIb8e~F=64o%c&x~EJEc$-~%CPUH#U!ya50-lb^F8z)ocOO$AyQ%-<<}t#Y*uK+ zN1WU)EyeHPLH{SrH%Q8D!gb8B{PLW^qmgR^y&v>n#s&23ceoi@%R!5p@f_HU1Tub$ zMqkyl0o&H#9~X{yFeVZMM~vTsVSCm7uiDn(hduj87%9Z=U%e8z@D}bYSSuVZ4AgJ> zeQ7R4q z4OO|nTlfazVCuaYW3cyo0t5j3{rxWh{$bg_=uo{4jVdeW{SZvcr<$`Z7el8aVB?pKEFV(Khj$Kz38m% za_*;xK!SjrT)(?6*mc9>I#@h73FG%r$^m7vitnb?NkugB@px>B2uV7WXP%JVXoxuP z156@Ff%vw%!h_m5kC1(rEvN96=l_N$dLU@sL4YZGAL|w}QHsp7y?UPyD&5@k_&0pr zh)(Ds0p%5h#Muhch9<0q&i%;NAh@xFX%GXL-i-IB>S}aWoHy_7?TttVnj)f|*|)4u z;b8O2gPGIpPJKl*+^M0 z-~!yZ?NvD&;@{r4BN#7`|1IRVe;wFNMUOd8!PKA*{PIdD5k6w_BXzLi7Q(c4KD!Np zYhOw|MbfD%NNGLD^ zpCtXZj34P|R(JDYZbI%M(uy!_pRtH?e^c{TsO4q(8N)~%F4&vwv|z|%_6DA?ml}$X z6h6F9dV<&xJ=VtZazsaXHG{iE_aIt-faJQL;PTwJcpy_*Z)oZ^q(Me^a1;=5UE4M7 zVSW|Ae9~TEP6Dx=17T5(Fk6dFN$n_8QfY>B|ZJIEIr8Sg26@KyJgAa1#@umFbo>W3CzI)m92SrIUG2}BVEEwiHAc-m85b;Pe#ULj zb$br?crcXGQ&A4~d7zl8Wf$1w?C)g=ba?grR&O@@<`isOXU373Zdgc{844wc;G6p$FrBzChsS_m)>^@{Q=32_Y;wV_;Cy?0H4gDnClO?Fk@4) z^>w`S^_@Kc)7FPiNhgo~{n0oh?O{Dy5qM10MM$CvQ>d#H8X}$wBA$C3wR12RTE(s2 zt}+X1iJ0copnf$9*&adD*S!x&Wuc*R?-tP?BF592Gw*{4^=ZKZZGQABS;Ja2yDO55 zaMEr_u^^iQnMBcy7%~}(KY?!{CMyhr8MXZ;Lx`;9@S~d0t}E^B0*$QHCJgoC-naH^ znIP@d=YLX6qd@fqKh|lbeB~^>Ic{4Jc{kKX;wiVi%{&WDEjMnc5u;9Qq_EZWo=B5~ z!2qm$9AN%jk9cLlmOZ#t(%(%t1YLQ_aoc-_%&;|ZKqt}Ns-?Z+`0}(%dFV=*{y4ML zkfpW@@-I*}c7!0#Byol?2K<6IBkK-X^9TXYhvT_#>wb@8-Ao&p8()af$J4oZP6^;iPC#0rKbODy?u*9RFQ*Ig0AHim5^(W+F!UphlgA z8?OzXDbXSb<%wH-PqRC$KRuyZ8_u+f!*D}vbm<9M6vi{vV?eq@(-|pmJt`CyK7LhO zn#2h8SS_imKC!Q>Lv==-N9eEq$TQDS)Abt%aIoWm#^nuAg)7!;T<;loiAIdNHF_b| zPjCFizGUC4f!;1vDf7=5q&%4??;_>c>$<1fxCeDn9 zU2Dlx-+*}_epbmaUGY9F?|T=;1eV$oWKR*UZ=|W#n8h`yg)U_=(fL%{v@OP6mxwC8 z=`=e7jl6M^W_SG{{c=p9eK&!d8KM06g2%%B-2C5zJ2%F0!hq_Cq(hnw zYLOvAy&J*a7FwMW~a|v8GNnqliMz=X#c&JVJS#NM8qc!bCzt=U4y*l z!EvSfO1tB~CQDe(21ha_1fL|bDe@t{D)W`pAiuG3%GSy^a4#zd`#XAs94=dpshe}% zQ@fx=8&~>Vb-20Re!{_63(3lBx3?$9HnKZc`qo5AJu}b9KCL`-+raLLCZ8beN5U+Q z8HKp?Sn)!yQv~VWk>tDCyf-BJ!QDI8M<1n?b7_LI=hCH(F?d;Lw>ZLdPzQPs?7PdX zVJ*Jky+4;}lDyNLmBaY;3#xOGliN5%;zn!m)P6`8(YF%f=%zHlN>v`RJ3TJ<62$NE zoIqK-I4j=EB~4l0=QhpQ!WzM-lF6#J6$)|aSmO5V|Mz{@tE9Q z3vbe}HA}%KSjTmPN>G*of+0OeSLGL-TNNn60QL788~i0`#1cCsioVcqX^8 zf$dg0B1j~@wx+F+D-TwB_j;Qa%~$n;?H>Fl61`4I_O2Qa=Da=NC_ptpLgmY>o5#>y zHnT;~cl+5%n@rvz0F<@uPJ3PV2+E+_6SL`hL*LnXQI|D&lsYw_wU;`}Rel3W!sS6R zZD-&oUY>J(`EuEk8xU*1PgAw<@x=Y9`z7n``SW8CFK^Uw#f4S!0S@DFu+k%#r|+D{ z&dZe&E81I=2J6$#nBm#55vmuRlgNL&_0|G!8?RU4>HDFI4Lmr)OOu{nQ0bjt>tV~R zk4@3}KZw~HgyG3Qi17-)kVRYTlKKN zS&ILhn<{=Z5rY*On=WYnZIugJMs+tfj@eY5X8Q%Q&~rLWKb$PTCOug@`6xE!;-?E% z`Ktz3;Kh=;5~2O=A`$BD7ArR-3}dGZ{OBgHkINUQKyQBdt@gtb~0ZcMST z$Y;mY{&f!?^}b{B`^sSd*^e=699efRFhvQ+u?4%Cvv*?$8l9?bdISZ?1Ba!_PZuk? zSx$UbA?+54bwM0Q-Ya*US%?A%z0n_#$1n3H9&zI3TbEMe2%ACTXzaM*rDKu}Z}e@m z)?||ZlbkovAOMTU=*p^%B(cZ>4iffg;ppGjqqZXfbu6%(wE0W&KOjKz!K}&}X|*Es z`gy{0-6f|2Hacx)dQ16Zy-p!>f_o8Z;lFuJH0|M9OM;(2#8E#EHW1!~^YRDufraF^ zy}vU&C*bDB^j^u@xoaiK|J72MPhTqcJi<}C$8DSlCirZ%L~vU>?15Qk{qg(>iv#v7 zv&b5Q<)?q0_SAOj2{bv{2d5FtUv4cHlf%oZZ==5WU4UJW1{urAAw_kp{wU+Wd~f=B zj>(@uU)enU(1F0x?ouXD(zf&+ekq+{v>UYHqx_^V8~6B4<*Kg-CqtZH^RM;^@5QUX zpAH&&4I1O$ej6*$u|iFq@Jea8_`Rk+9KYn|XkbrkcY?v}Of%LhrG=frj23k4H2Az+ zLD&Z6K^s4a4Y~}&`mQa{2ga$#c4`ci=o+%zVSZLDMTr+y*6;kv?j&*$9UpEugF1tk z)Ro5HCaG2pYNaj6hB26jbgEfEIgwU8<<$(_7Zt=s&n+9Czu?2=2c%y{6Gu$k$#$~Z zYBDq9HQH&kzjEWTeCcxTFaz$0E84uKGOaUjlG&C=LZNW2;s1@T^^AY`8w!>fiaIB$9K0L%2@|gLjT&Qf?EAvXB4+ zk`kupz=Ko=tE7|95?`S(oV1+&EQc(YxH4fq^Ei++3BN&z-rhd;4;tl#2y8-^_XR!4#JX#DLA)58C0ygTY3D_S)Qh;yS9Jq=b2Qx687r`kn$L;KNYOD{ygtI?*z!*GVcK-1Ez05 zY*(*sx+5wR5r(SM2jduOCrNmQ#OtxjD`6Pr@Xay~@(=$rxz%ia+ko1id13^;O@J4v z^raNh)D7dcTO)!_@1u<&cesh*WY^=G_xITbjmh6;{%ya#m?ZY$NuPtuZ8DTYP_O?b zfWT+C%HKp6dnHIdT$Br=%)Uu|HY1Lf3U>ykyn`-Foq(zxcqmwA-6V*JN;VQM&m}9_ zx#!ojW$7nfOG`ONr7bF7+Aknpk3qhT-oLFHdhKtY88Y2Zy-U5@nv(SqAE7ta6IwMR zXi-v`9tZ(n6V3nb2VxxJWnXs)SQvsd*(?gVRfWij435Vd12!@jfgcGU|GIaFfQ#vI z4I1Br@GbqvUoD6trTJPpU=;(3?wOH{UuWN&i`xA>bF55+d06OmNBjft9T886nx}(4 za0MsL3R3Y#esL(ZvL6KZa)$kVhHO7rTkl-bm-t+yaq-qid|&t1+h-GodKRt{WT1)& z@8%EzbG zr_VDVn*fNT0EkMkfa!C~Txm(wnWqNF-?JXgO%ST~J(x2|b zW$BM*rJsMwELVCVD9LNwUgD-)E2Hmf3H>mCUUJYO(UDZq^yFMZ*G33Yi5?Ti%BmtD zn`vkDuTb9E+)7`kF{*t*D@YOm{BbWN#)P2&v+T&@Mgz^zlqFU{*2RWxM}N&b1K(wo zZqH_Xa}+;{mT&y=YzGtZ<+btW^vDfjdI2iJ_IG9v@O=`k?_JcP*-wfCW|cJE53weC$;7?X5QZNGB);JyjU%tbd%Xh@SxbtCE>WiBFGfzYl@tajLr@=aEO zQ#6Y;UpPoygZK~Rsfe=miq+)X>~F4Y9Sv4BQa3(;1l^$CXFsS_K(so4Nc*C*@DGah zm!ADHYc5hSZCDAGHGK}JZlZuatHE3EB%!avfoiPEF>cSSN?|qwhL~B?;p6uyZ{!LX z!{&ijD-I+nHySp0kn}rs|?a()7 zekm{CAz~n+NWG_5LjpYm97Y6e;7FsK#6MTeN;>z9zt)Ekj-l@yX~ z0^99S5x;KOIL}(bI?Xc6x^791OrQ$*UD*LH4(a6g*(ciM{8(ymcM5jc*3);)*mx`5 zWC4^RlWSelQ-PS2Ha28dolVBRK_){pwIy$%37=(yPq&`T3Go~}TH#WD|C0h;V*8yB zhS`E-aQd#VENOCE|4a=u0*HA+)+@S6RW31%krq}$p1hl60~`b7ABikHI81y5jM1{K zHkiUG>_xKja^wijo2{odI8~H!Vjl1ensuvNY+hefXM0ab&hXLOqd(9R@<#VD@$?cT zcudsD(eBO_Ro+*o%gJ%J`7DoF)}LV$C#$X^Spo1SZfUy9H>%o2ms%u)nAQ?{PMgZq zr{%%&X`5W2UVYhmCV)lz4@V)ni)2^;1G<$lU+@)qY(qTJI1hfom^2C!GtqFi8hDjz zX9Ua$WypGxInIrTCJBu|>}sBI{UDA`8}NxzXmR2>=QM69corL?^aCwA6CE|9Z@9nN}WL?mstmy+NG@K#yUJWlGt?PX2Q z?_h1TOFvF3xXik{C{$?TOyyxf$B!#zUww|VbB(0sO8unm7gyZJF*#wIU$+n3?X;hq zx~ZS|B_J@L9-vCRxjQO)-xAO)^f$T0K`55V&P&!!4>%5})2?qKAj;qWnC`A|^7C0G zwP})_X+yi67tqqGD1uh`Treg`2Q-Ab{&L2JLPXI0`nlfzE@>1Vp%9CM8_|^&F=)L* z@WubyNiaWP9X*vUAt^rjPc2dvyi&^PB%_?AuHd6g?IsBt9x z-@QHRX1HcnH~R8e#@oxw7S?QP_49H9XckvPu}K;CYUB4al2rSh1?=Rrz1C6gS08vvFKF`ce~}fwI)}0fq4yd8bUk{!pBgZxLvtSAFSrU%&Og z7BkXPJ%^wIHwIFF4_96ZHTk@deJ4J&TfTuxlCUKIOS~yHJUJm;6|$_R@K*Mho-fW1 z92Lk$XW+VL@h-auuggne|E-%Ge~r$LecFVd*8_8!triBEAZn6o)4%dBZOF6yno}{< z@2q~c{1&7YM0z+9pOj68~KV zSzDtris|?nqUHMhB~yGvqkKZC;Z3)~L6KL7my^G)6EPJvqk1N;|0tkplzpvlhaBS} zcQv+U{j;v=*~`hiwu%tqPv$=BxtZZx^dNKN%C}N?*?f=0Y5b3B zsSSyvyT>m#f8?gS)D1qLXR0R&ZcwF@dNroXg%8oP###AhC+s;^c;w~CaEtw(?mN@# zby^bP`lXOBf`kfuRRdaYlFh6`I6juW^GyV`UZhhH9dXN|gI8q~873l1i zV{~qDgQmtrf~;+CH@!8phoa9vG%`Y@a7BjWRZgY8raw*-?O}0$p&IG}w?RpTu_2d6 zZlyW)#ea}g-J|$lF4q~3unF<{x$7>bC&YT)Cfc2)H2vFqa44ifwkg?LfDzBO54MK( zy@0Q}YK4RvF8U`r94}^DdWCh`GcApI-nYLV+#~h;{GJ<0NWjlmaTIcT-z=Dkg~gZXdY!K%6NZ80xyY>G&$tlSsyW!)(dY zeu4gV#uvvDF7hi=9arNPO66cF{KbL|FAZpk*|&w`W;6SIw(4x@hNLn1xqZ|cu@076 zFxtohl^~0D`dTtnB)E(Pr)K4Lh6em0UxGMpr8aYi49c?WaMCY?Ik>jJpr*J-Yfjhf zesQZX7gbn=o$EJ|zyg`ouTsUI@MH&thNS~ErA0NULqlNI%`7=v|WHB_g~zX z1BP)^X4}_&5?*Vp3S1w!4qvKQoBd+x_B+iU$HEVaF1;nkszoAmK<-rBD1_5s;@Y|l zk6=DUKzZ@&oo3%~G#>c+ix=~HlDzi-zlRu( zctgN#Vu~ecf45Z}EGah*>IMNZy#w!xHzM$tZ+V~^ShARe!+g}&nv^+)6ruVeqB3^1}onl>DgLmQ-5|SQ*$2TNncDpWp88+ z(kN^t9ToOD7yws26`>Ot*vT!6QC;7CxGhjmg=z{Loxi6vg6#*CCOifPFgnkX;8d@_ zH$m-m;r`}t_YQumNH7N?+yjY%Mz~y51#zRL&`qGaZExK zz-#4PnSNtRpHPhFMbH3yzC&EX&Ca@*c>0V@xvn05WdMxDt4mX3UYbVr6lF}QQ=MkJ zQf9bi;2NsT7%dI==VHVEfH--}xC1{2`Dy=6J0g*!Dr;-qtz8l(Nk@1VC4A@Dp4(zz zi0h%SEclAwLNu+gmZIpDo}Nx%JS8a8K=)16B~_-3;g1HJe>GCV!`j29RRCd5)4~Pr z9eJ#4oY`2?&NqRNQDn$7{{@K+p%@wW7H?^6@8!qZx(GIzLd%{`6}U!y&_dg&#DY4p1uvbV#l<+1~;>5UMg})r4eU^Q`irMy&ZCf>q%XOMEopDX(_L@0M zFU46@T*wvF|9yL)2{sgck`1bjuN1Siqxxh}qFpidu2`+xl;MvMfCthApdw$0bWObh zBP$KrzP-e#AoWWhoQ(4a@xX?BPTvmzIUsI30Tq+XQtRV+K^p;Si1qc61={^BRMpQsvxjR2 zn0USl5koXdyI1&(7lFIHyvajOEyo=&N~5EhkZ;n#Bd;3Lw80yy4*@swANN(4FfR`f zc?dG3k!w5mr{QUNdf2tibVV8C*nG{jpoqeEKtYw0B zd@`kO4iQ;WgD8-Q=n7uw=^+`$wLO^7s91HIn7J!v+<~VXAbA_nrl~=mcD%27w)sbz z{@~#6BjgLeXF!b{PLSc0VL+k>&Q8VdQ~u+4Ppzb5|93MhX`J*Bmd|D%A`hi5sgvud zC#WBJ-r05dFUJSp15)jaq0*${I_YM;EvgN%w@c3WT!Jw<}#1OL%#U-Qz0-~ibby~ z9sKruJ(Jp*st9ASh8H?>jU9UX(m(mo(M?yUS%L1bFYmEnkZ$g}SCFFi)v@GfTj;;M z)oebmC(Js+j$4KSE3yY`t|H05%P>N)8M2yLkjs-{>hmmFdpf9GwediMMkxbdKgp#7 z_(Pa3ZiMfb(PkzruMU2Z(kt8mNeTjO*RSh3m}r7$vKshLyW3dhCQu>xohtw^hspfu zd+2;Ov57*Hj>6mD7e0zcRO^>f4`S0DeJ{;lXw)qi!1^dZ{PYrA{`s6QM`DLvppUB2 zKDd%!`F#a8sbQPJK~bmK8lD>U3SN-`Dvgr}qVp0Oj+ue>Ph(V+nj93;4}MPKaz#OJ zi-|_fau_Cb3d|Eh6^ltzefuO~wQoMf|Gq5cOQojRp)Du0)$+ytmjq&^3I~Oyt}ulUlsaZA)VgGR+yA_5z0KO9pcuzH_`AskllC-Do6f%k*4!>d)mFM!anL- z>@KW9TskZ8r7ngX81$x3k7dzlFSXeh ziIqp%uWtmRXoDZkJ9(dYWVMX5eICQ4xo{em7Pv4;5}7=kG}zs}iO^Zu_MLu{L;XW; z&5Y&E;NudGM>uKhUq)SH8RSp?d%_qWa-0kVL@<8`Fm5)RBdmiwN9lArH$o&Y4eCl;GdI!J&J3|>&rEn zhbB*<=DRA~wmhG*tyR-&)EsYH_>f-C2E;|x5mnzxO&nq<{lw<9jmjDJ)#4XVJ%X3&!0cCX4{;>Q)8TJjqH;q9#p3c;#y8Zj#PXlG9bg|oxB%{ z1vMYI?EX>&)SLsdL7~Toa?B#TRmuxD9Tf`BRXpDXqM9hpxq=N0wY%LfR)?x1y!$m~ z(vP4og+=uTHsYhQ#RNeeY5dC0uD`v#@5c;$4IH%CW@kLbw~8WajTEpJ*l~pzgshbR zd4%TN9*^0`eZuqEIqzp^;mMZe`@?xLw#CHq{ui60H*EL~+shWpDFcrNO|1lB{`r>A zmVl3%Lq(5DY{&eoZWu^4S$TA1mTQbUzDHb}=}H@I4wv47OmEX1nt#~m)7rueh;v@| zSG&$0nwH0Xweom$31m*6n~RrO4}j!)lO}gf7Shp@(n$QFqzIk9gH$VIQfn;km)5=> zWD|6kF_wJ;PhvL?PJ2S_tiKPuLY}|3TCHLNmDAE0O5%#Ysr{Q^#1$ZD^3mVyE}Kg* zY7CGW(PGEv{9Vd0U)Wshu>fFF0T;HD24+rGYq9rd1~fZ|xo(~bAB37ISQd@fvRP$K z48N_T7O^*$g0qR)?8oi6`1;eIamjZzyGNfzpcMeY+~?YkkY%NUrDeN2J4HojT(PhF zWqb`epdJYtyBV`AZ!He13SPw^*rh~XoSu!%c7GtEG;b^8=U;hq0?R|7lkO(5nc=}s zT3PF(lPIC(ik*D_XEh^>T%?HaeOge|TX$AgUz`hR@$PjQ4d6%Py{t@Um?#qAW>ZzO zCm3YJFew>RVBhebR@n7KksQ`MlV)gMIcri`MNvh_y?gPo98l;L@aD&drP3>*`7|eZ zS~PRRNJ5XFYh?z&ROrb@64u7|ZGesidPvX8i%Z6#DKJ9gWv^CVor1!n#Pdo?*hT3j z7GHyVSBprxj&gZJalQK`O-8k|IH9VdZW!p7-_+Z-wx4G4FVV8Uihm`wB`gZY4C$RBnqO;CgY8E0rXGrwvTeym7K)cW)Cvf zhmO_0W*?6U&4U)0r}$OgXsYGD3(Y^T&3oBiQp2DP4>BW_%#D=#I4!6D?0t}>!lBxR zn-rO@gV#i0u)$&l2;N~_}mIn?3* z^t42lnnJ|(8Ws*9lDMx;3_Z?oA`#`@a*EDT1&N9*E88;W?nJTm{sR`kpf&)hOj-7N zfP6~e!xjk)o`U+;*7HFlJr*DHjmx}a75**EsNMeR@&mNFVsY%Xs!B$PyIm&xj}y4G zEyPnvC!FBTlI(u>#$zYXVyNWO?>UziH_A(LI7ebSl%Ie-H8w*hRQ2)fL8iNkrlc-* z=6@LOBEf2}NB<6VEML8UYp}TSF|CW`JZV&q=U;Y~{h66f^x4qm07I6GdcmyUjIc+0 z{PzY`BV)ot#sZ==nv&T7&aa@WZ&$N$|JcZwaT^{JSW?CYb>3^AVH9G)#c*lB=Mwrjcv350Ji{@L}4ZA}; z57%*dC5?8BWQf*i6KieQ!?jH013w1NP;{1sCC@S(7cm+ix{{drCSQtl$g9@`fFMcISDC#vFS>JIeIz_YjM@Kw&|X{O zWFEhdgkTZ)H;-{r^R_bei$8b=8%agDS30eLCkSEDPB?dgz+ zSu~}k z;+BSecEsR%+;z+BjyLBMt9I2}ZtZIdtQ2bDVsGm&+a)`k8{GSt7*gk~JQCyQuI)!k zTbQndEEV3cZiQ}+3QmIP{C|yM4HR+VdE-)TW-Rjal(eIZR+vnu^ z%EWw7S$Ssu{ey#_v;OyyOS@gdb>wr~FDe@E&8xx;KfPCrYc{$iym-8=Kbl8W>oykZ zt?k~hnw`h-i6>8p(8gUaB^F(#FC^?my@RDdAN{rfsS^g0(9)(!`{v`ebH!q85IY-a z(ERk8)ba7R%w>~Zt?HSU4{x%Pb@1(=mAKO4Xj!2v4IXRnwIbs>bEDOIMIME?>OPuGy(-m4^^rjl7=Ye_p|Ik_7UGldpP-9Ghox zy&RH7uW9)ASB*D!ephC!`v-mP-&n1JO!YLN)|`0RL@ zC5{xo30rPXyda0a{1}@T%4#0GnkXziBqg@!el^PH$X!!p_v1V=bM-A#q~UZ(ZUQ|Lpu+CJRpv@&+5G`qU~lI&8C@bkJn# zC};>IX|=F<&u_q$_Y-@swdhtWprX5N)QPa8W~G%K5_Ti>j?^yC599hQ(!{=^C|VD1 z^bG2)bY_H5^-j<*jPpVr==gnCq#Tmqam+aCN5_8Ga=u-G~mn9k9hrFKf}{XASeXdb~Vtu~lEX zAL!Bb4a`mmYuO2SkS!~vF;rO*V747fv7pHm${n;u^DUym|MEE6YszH*BD}z%L-3KDb-N$Do$ZcKQ^t`Nvj<0CEAHn~Q$%Tc}D-}kj^Rnu0WQ=jD95I!^ zM+YT~O-Kpxt_a<_Vo#i$Bt^6~>b%r5n-B5)cLEGP7eHfqZ&1dY9&9VNZ=fDhvjy@XlFOIIVkz;fbXTRKe$CeZ+PY|!At z(SR#drald-f|Yv7@SaCS#Z zeOA_t;XrbZXz>4hEVDE5H}92<^O!yLthk3dxd^I@szG?*5i85@*X8Bwws<*OrHUDU zC&U-8HY(H2d4}!9#FsCqPq0-Nq`zx7wu;54pH{bEH`aY{2*uubrWxGeI@ven1tUpN z>8yB+b+m6QyH~+pyK^btr4qb@I`CI?4@fs34@&G9l%AQaHINBx`w;5y$7v}W6sglW zPPfvzthGq(=(nPm?VSyPT*$f>BoppT8hf+VJZm=}{pM>GcZz2?Apc<0O===J8YH6E?~ z;otm3!oiCBrmiwrl3;FA$1^Ho8~4NSCRG_9JvA>k(<&jM2@#-%nzE#oXrYP_*CM0G zEgf`-py?7N-2G^-EqCDof!-P`)o!YCKvh9s^IBhR>agFw6O8YrsF~_JoGl^Tx7NC8 z1mS2Iz{-oQ^l}m}Fd@`}KA0T9gT7@x*AF-rAJ%XS!{G}glqwwur=z4+E=Q}X077Sx z-_ZItu2x0=F6SwDrcJ)*L;Q_3*; zn^;R!+Nu<^U1`cT0f&Nn&R9g>*wnKf`pTgSvhKeC3@d!;^$a zP{aj=3Dt`rESk4QUXpKr8>M($#?o7^HdCXdq?M@tk{WdqN(y}zUvO!NppV#++euh5 z|Gf21PB|_LN^+H3EC-AFw1&$5Q=Dw}Yek1&v|@VMAtOuQBcX%Ooe)^&#mJAG$urvb zv4yoTpRQ-_a98XU?OBWO<%$9Ee?x>A^P@l~1sD_h$#PFQHQ2CzJY0DXlCC&!OH_KwDZ)O+N2lW2*C0t_Kq^=l!SV2)$J%Pe`u57Ev|9~pA&>`_ zQy--68S}vv)E=khfw{LI1L}RoXpFm&&gCO8;yQbrlzSAvZDOoPy^{7jXZeA4MT~s$ zh7?uK%S-Ixnnwg2{DF)fg?x!5N)l1k3$i^?N(0b-vzNs2upSh2?49 zgWo$4Fx;-Etp1FsF(`C@u#7^?ww*J)d3iGehrx z#+)~A!u3zIt!19>Jn*A}x8VJFP;AtJPCRIkTx8)fK-L9zOMUNtt7sDyz=kBnNZz(hP$*_ao6G$cZUWm1xm5tMS@F_;_ei8hoFJrPVu6_ z-Gc?){QkSMuXbnh;!du8=ia%`mFIlUSzC&G{YH!j;u9{gM&a+42x3J!`M1GfDzLUx zxLTVZ3j}8ciA8j;%J&PBz5b6RI7DTQF}IEg_YZfkWfGHK>URm2cA%hCAu@#vM7KPKu=fP{Efn2~RS%e>f@YnL=cc%WNQ)4mLml6RRA;fk%l zmGmrC4o+C3AaK}^+`VPg9tr+gH{k)svRBIv_T6MjDEyt#Gp2j+y85di6Zu<%j;!Cl zo3z_g9`o(K`Q<69d~pO($cq*#c(yM0dztp~wq#H+jr_+Hml_Uu4tT$o5&Mx@eo~V< zKd!Cr-o5!8f1(Fn6%RPfupRdTyy!ds3khW2(dj-4nc@jtZmz-3_E0F1yNGn0$Rl#+ zv|M{B(8Tde-ld|Zcy4_up&72)(Cq+~M#t-s^X{gamilWPt~&+%MZpOb>(+ah@WZMr zGfFdr^WGb(-S$vqYiH16uSeY~hMiOBRUI`K(X-j0yp|tWu#6A$<#nL{*jc^5g&xH9 zs{Ke`uat6}QLg8GWb!G~ADDrL!|d1BSaT9YIig{pFF~0Tlcl}NdbM?PLqBQMP_~qH zT3C+HHW{KO7tQOu#MfvS7YYh~_s=r-D(`(D{M0ulMhaop{wIbF2|tb)s`IMqQ84o+ zwQLr`eqDh~UR%dPL$IsO9Un$hjG zr7eP_{h$0=`!(JjFhW|F0`bPM6ZI7eC3oqEl`moBAeukVMK(rUaBsJ*>wO02H?HXi#>j`P!Z5 z7I`;@TmFDsX3N9*@wPYyN=xctQey|T-xI7}T(1tJ2p12;i2Ly#Hu#19o8=Q`xxj6* ze`A~2BWAWA(OUbkSKT`S6pokgI{YPrDAucvhXkHX*Dq)uXB`vXD9a7NvB|o|-)}8u zOZdq&8Meh8W2-@Ju7+`Aa))Kf(37qTjB0RlDq?e&+}gJQ{QtU%5TOk}@ZRM%tO*1t zG{Co)UpxOrmBBBsl;uuH+GLoTW^#GIQif!pEROvC?2Z{ze~L-b39`3@pyK~V>sqV% zA^pmNpsy9$Uoc>2Tl=++AL2uG-exK-Sj__?r+W%oMtzo1c!>#uB(pWQ_#Vp5&MX~( z=m0W#q;~n#@VzF^qeCp^Kx3t`3O3cj>RJ0e#(xF%Vfuz!*38vXTTr)>l3I^#~B$LkdGvNeCX9oYZy& zYsGs2_sr9>p2!>yYo^SWf#A9v{*GoKlvXtd9+d&Q-SMB4TZS2D7@a`dbNns9SuBE< zT!2nXZwe?Ao6wNk`m*~K@Jcos^FZz#zc?ZjDgG2I)JI%s0+q$ONVbQcDDIb7%({~Y zJfSC8R9b=b4B>W{Sb)eB6qvMz{O8J#>9Mv)lhtyBi%)YbpnQyuqrg8TQFhQ4EC}5kN^jG=d z5{YZZ0L_=I=c>~zZDu!`S#s@XJz{%;eP>;f)HKwLnlqVlok)$V*C((^Im|xDqa>^9 z4pc8v`?j`XteSTNF5fvEvk=jg=CzQjEA!n{@&9gga_zY<$8C=v``|SfvDC+ov;oSzNNCY`ABGhbJg?^hn-^X|;!6HgS&97t7YpW-`#Uzxuu4+LETE6ceC`$hCN z0jb=QGhWF|^7Gx&iZzMAIu=;qC>HK06YkY!`GH`f59PVO`+y6xLyW!i$(r(=-GJS6 zHa!~aXS#Qt4+<`9SM7mB$3vrmD{&$+0Y3OWA)uvX-){tSATGD#;OrLEXT2sSu{k@I zlud6ZGRGm$BvFiQnV_7oT{>~F3u z_{Kn7RG+y{jG8fFLhM233R8f}Yfr70Mw!dMNSn4a3VA+)OJQrrf~zo28k(YnDjJMG zPHkxHoch-=9^6F}GZx97kW;%)PZXpL3vY`!$pH@6`pF5DPFpo}d(A+nOwrvxK?56p zlJ}*lg>}+kiX8Nnho^IKRGQ)?l=9OFeL6}R0%=3d&TWzzO_CyVx~pTcxJ)g~}@rV>(KE%bIvG zVQ_Ae|8(aK6x?!yXK+mtnUI9&Z~S6(uasubMbRdxNJ(IVErmH?ywv#&NXio`S^8L9 zzv2;o_i^&$2ip%Q5?H^lOC-qT4yJ#VBY?8Fm_3>|`j^BZi|?0%e0fjNV7h3OgOi_q zxExvL%Q@qW;0KQAxIM;Zr$L@m9WDA{0j-fD+4C)(oqBl(2lSaihE5$1wJoLbDH)^Cs)w zHmMs2v+IvCWos#SV7Uzo-B`C+DQgs;5h(Hwa|Z3zEw0teleo}pnI!STP&Ay>wX?C6eXtn<3s*lTg_Ny?VF2!+bnD(n zG**I1rRxE)gnX@>-VlM$-V(DJ#vUl2Rr2TUwJjUA(^p(T^{R4ah~n7jq3mtU>lC`& zjy#fW-hf7?Uyt)Bvr}hoFOv1qujj3|WJ$XzqR)Q(*7F+akMrwLKqMR1pzdTCavhXo z$ZRZ;%ocGvwSBvfv@Gm|LK;XpvE`nxF#Sy@u?|g2-!?h7f7YjU;jXh4b`*x-O;GA4 zsJTf2qSQmj&H=92B5n6~?|j;yU)+~}x+-4ZdUMj*DS!I2Bqo`E$|p(-Vo97CydOwI zD)a{<92h^Ke7c8{w=yOfN90>GBolo4?FxjVAWEB7z7rq2YC{Y^R4wU?`;sg%R9;>4dHTmSgp{~oFl27CaF*&xqx)m`fb-55%j;5U!ZVwK! zm5NzWY1MxlLSuJvCVBcT%U4_bI4J4{#Tc9l{5d@Ety~LV82RFWRF3;_f&Hmvw&nqR zQhvMh*3SH7V$1Ds<;MIbVPDjYs8s@=09I13G!8HZ%%aLM0)SE0#XTMC<`j=VdC~}x z!(Rzom2b8YN7)^7v`#AtwmU!$U+*=b3q?Ot#6_<>htPBTs~`V|lRe348%d{jGs!eL zzK$9)fc!0Tyt0$B>3+&2lxy+rX1O-!Tu=Cauj%k!TfzG9O8pUL8n@6jFbf-C!H;)E zsHF9abvhyZn5K-zTv4(0UCq*l``{+2 zmb&NuF?;(J^kp@wQ#RPs99jsez}7yvazhS#&G&LKRi)-t(C~a9NTq42%UQ#TkTU>7 zekJ@nr@~MTZ4L6vxJC1?!bCEwoKe+D(?NmZnQsw~S>gtpMB3qVSjwnIX+R^ZaZH9D zElNFzO@>u}lg;%i3#{9WRGe>s=AX~x@79Fp*R3%{h4X}(5YCn6u%9)#Pl5(#4(>lK z*{u&s2*a7h5tb<#k1FeasK$2zG;F`CPO9>;Au)f`pH3<@CH7-Yv<31;LPiApR!|x9 zrsj_9fa=s=*t14+ZdswMGC1H<3>&G5 zpTzL*S@8I6Zrf3pq{i7_Q1ROx(-r8_h#%LmP}LvUVDFkj3ft+?Ui~`rQjwtpvWx`v z-&ZTs&`Zc9ZenQKWK$%-SV<1&G=k~YH;G|PMetanF(|nMm?U9+PcU{OI3yztMuTn=I`2&Ui zhkI4B1KMdK(dBHzKe6C0wItL!)szR>d4KD&(5C%9)41#}<7ajq;-nXMjl5Gb{3cq1 z^{$qUEe978;+rY?vkOB?!=Uh8g?6>dbo}Ijb*V>KH3-bxuUd9Q@jBSvr7L(hqauF5 ziR4Ke;XfJ{K+B8T(+r4w_9+~MtOHWj>apFP&58=Ur=j0!c_EfN4yoivT=ww1)7g8~ z9}3m^NhG96&<-5O8d!h({Zf5s_mo|G(gs81*Ph#gedi4huM?k|V%fhf?j${o-?MOmgi)|Y~M}E-1@b0iijMrU~nO=0soZIn&^`qc$Nz^d$j9Rr8yH>#FiAHB> zz?(Ac=vDbaIHC0P`x-BaHxp=6a4EbL3fi>4IOE$IBm}=ZMCB2VtTW7JIL_~3FRHm6 z+B*UiU-oZPG!LJb+!OQXHS`)ycz)>;Xhz`>3M{>Y;Sl!@JIuxqq&}VK-ZnY=gp;U_ zh#M@nH;4M>Ta=8@;gnjeFYjdBt=zcck_+6W-Zo zmwZ^Z5y`8hP+ADp|5e8;SBSfqkgW5()UDM%cGwb#L8FqP#(F47w6Xj2kva$TWBod1 zBTN2oI>N?6r%H=N$F~(JWcw&mVq?WahLON%aM=@c^E10RcKlw-DiJ=Hc=7VYkJZG{ zTFtQJ9&K(L(C6tAvfF|SK{I>$+*6cShzs!rd%zgD zHk+av=kZkV%1fVuZ*+Rq`qw|?JTn&2g)&xh>EBGM;*R<`ijc5MnhFwC&!m`o<&CxH z%Js6pLA%6gW)-^BL6ED`cYQDIEi;0a`cTpDwvCY3eQxdiGOLa}`JP|-zFb1*HZppM zF?Z38Di3h1#tXDf4Qm3M0F~;^28|1ksGB{u2FYXLdefTNW?+IuKML^5){GHKM zTh4#V-H5KR5;^~o9;)H}43}#0lz5{?2{?l$4w@Ktwooz_Nn#&X=|PXuY;ADY-lgb; zN4I@#r=O1@xYPIR`nBJ^+uVJPb=2-*ZKTFn^gjK;AwJO(M@?IP0m+k>oy(vS7_j9n z5$`aw-I)#Z85Wzg6gt~JOfV038OQnk;^wB77%Fq@@lb?3SK=9)U)yiJmW#TXw7{1Q zQcSqlcSV=Q?$K&tjq=4E1hboPQT-;Wu^_U&sN4Wm_0iZ>dR7ky>y%aYX}O3Bx`fIA z6x2*p2CMi;yyKj;@1km@0JsDqe1Ar?)3W%=6hPnFYX1chAUzkRFvPM*&PexVcedOw zPz!17#t;cJ`uPA6WV5^_CClt0Q#9W>Av2GTeW2Sd#AE2icF}G}bVZkQYN#KtKyG#bEm;I3txEE?}7S5(+2voJKW_&mPG0?L(D9eTy! z)n~j9rnQEA=?UBwCxsb{(R7(l!3T>Sw51rVg-{L=!r`98{ezo!rPMAPm6V){6Kv0k z3!~v_->K2(MxC<%k^d8>D&;3Vk3u?UvSi)s+&Mp5oCp3%GNFaAYXT__z$m+Ehq#4n zL8WOWhod=LQrmpVy~|K+MsAd!el$Mc09q3qP!{E(zm>g$Z`?}!<<*4Ze7zNZ>0y|d zWR@(~l%MY;lA#smS%Pv5rT^pDj^h$bV2L*xRjUGEri^L4c1nN)M>( z38&a@YvfGEa)g*LpSN0~Zw;~{QF{HK{Xh3*5b@ODS+1gpGRE9KWMd@CTqIY=EyKCW-! z(*8L;S$ZxhqEE!k@>Z|OEL9Qt^l+f+!0>FvqFABgou2gtm@SMg9y1xAy%?>e3USa3 z>rL^36PeSEjh!_sSvPuwBL(_iNF#!xeO)qx`vG)!1 zPAAn@^GEoIzzDKod;Ku&+MlCK+#muI%B^TRu(sVUikOH(ahq)d5_0{hC8{456-}ts z)Iti4m?bJ|XTLHImG<{GH>L7>)LOY9ucoOL>m%WR3oFhBo$S=2^&ue1RCY|Bd-6gK z=)wJF$x1W8MxZHed+V^$xB+QxE)s~Lw5*{9ca^CqqKDx|6L_53>>2bChr?g0CwAgJ&7 zE01(foKLKSvnD?{ni_t0xNhG4ekR_zjv8WykBXZoC(fSKCY|WryIH@_;2>Qb60Fj9 zCwZfn09XUW#)Vys)d90g zkpHG5;pakU(emKnzCVl3aa$j>-t{oQ**$2VeL#tPEepbJ>{i>Q+1yphsIFBNicJgW zLe{=1zJPT=k;xRB&>)+_qfq1?BUqz4b3N^k-<`N`pCYtNr-A#(9f+9RBcH z!x-jYqhPR2N1cY0Y~{Sg1-t@#{rya%R@`Z&$xGXbhGi}I!9(7JY`aLjBMNJ!i5(?7tg=Czb~7~eGV zFUBR;L#ni`L&YMPzNuqcnfz%|d?~PkA{50)37JqfRMxTDU}j zfv-Fc9?|#jNqcmWRU4+$Sl{ST{=sk2``}TfTVQR+#XeA?keWqeJ=dab4Dh;QF{L_W zGxKZQ1^XcJ2>L0WNiK6~27UI|cKwWflNfNtH|uOMbn1lRhWdnk%I$WfTw5F!c;62``{SxHLF??g z%ptl_Dd-E*JTvzDto>)es7GSv?c_J@YF3c>jDU7fgv2}Wma|BdsrS5-#AFX>$wr&X z&l1ui*DQh-Z6A_L zoG}x#_`I#$9`*88YkI!4{V7T$b)5{s35z{GvlNPUrW|qPq~Hvf)8h(Eq2{rBVDWhC z!4M|9k8&k0I1QxxX0Z?E9qd6r&7U?DqmiWM|77Ku5EZX~dmzT^;2R(86mP`zJ6$C! zME7`TCUZ2aqIz?WWxj-Z4TX&0d_dwn40w_ms4ZBiE6z;5xyRr3jl>kIOebdkAuwNU zS+){rzIhk#WTC3J3%T%gmu21D5o%>oI0YPJ5jY$t0<-8LFK8coXDdIwxyh)Sqlw+j z7zBrhdX3-_C)3g!Q(Iv0!+xLjJ^P( z_(o>U^3R_#e+E;RS>>F+dZq%fOvals2q-7|QP6KL%lD*OVH@*l9mH zmnP{;4SjA(ww?Ckc;R4Y&UYqP1rEw!LBEJj#nAo_%aq&8*3oRjr40&$ zB;(Mk=>=kk=*3rE_J^d&@xM9db?+E$4@#uetz^b#cTx(@w-BSn$)?h4{(2`Wqy4$| zfIgc(R zWMcQBycF~VFO@|X^m%H-SakcbO}toZldc1j4PENG$ju6xS50vuUwTS-WPg#>sdXGT zlxnfcokCxpyIkUMv~_9G8{vaGHMLb-56XCB1?2G<2)VL4Bvp)0yifE2l%Rq2AqCam(&8RL692TZ|!Ild{;? zwzMS}f*I=}FC;vSb*2NOV1Si;m8W1SzXvYhpImrUCH8>`;Fb&wpn8q*6xq@8*{ptL z_dda2N8UtlH4{DxM^p?qEi#T4h9a64pa5nXuIe@C;-Q@ITZ{(Phxl!ZP7X*aoO{5cpfi&zBBrg=jpvHxoE+6Jg}&}#ZV26NzB}kt;SL`#_~?on0=pe z@+RJmU>(ztjm}QTuIFM!0e$q++z)C3z>Y6f$~TsbUgezwv@oC=Po(LF1*6xHGN&iL zBMqe2Fy5$(&Tu__Zk1>;q1nJWZFJm9>;d(si6hzjANwSDOzO=IA9Wom`jk76Wmf7J|JW_?oIh)p@uYe%} z+o^4@qc^2~RofZ6`4NFWV&so*KfX2+@N3<#%~6?Xxd?P9mNhY+g92V9Si9zJ$-G7p zZ07ZifNj_|`#l9Wi$Ob;L4{r=Jg|@9uRAk%v)Hawb{fWprbw0ldB>d(&3mR+1LK`2mr zGNZ4rnIV|s;X7Qo(0(7hIsxA*A_cFiqcbbMa-g|Yy3%O8!ym|BR~;1UJs!gHME~zd zHH$I$tTmn9R4J-lQA^bXXH)+IW5RH7U)w#(3E{zl2jT1_6v{Hg+jpveX{;PwctHty zi9p>8)N%Y}1+`>&l*vHzI_s=V(q%@Sz+c+9u%-NY*?zT*uq7h48Blj!yHM~i@0cec z&+Q|Y1tyAKWu;rpVuO7ojtDbGO;O6bqR2e^aHW^GX0$iQX3ZK4B%5Zrg+FeiE z({AyVSsrf?!?vlqk!e=rnZ2eL)tb4|v(UhI?-i_RWLtJ5!;bO!k0z~ST5&@(sdNVX zQ+7IJ_2vheN57ylA`40{+mI1i&$PJ z(6KCbW#0V_9WiZZ@x;{9F4nD#!MW(K52UM*a#rINqv7v22(Zh>(u-dwBKy?>oC=nX zgbrenNZL|#2AIp>4|FtcFT=)7rTJF?DWH{1`w}RfPFXfy(z>8wUNqcjJ*>WHkgElA zBtUE{@zxK{bPgZGE8nF$@BVgFwVH*aiW;VMrt{KlBkdTwN$*|!p^{sMya<9<%H>HO z^&a7Dq#|+r!mdslN*y3h>sm2p?HV`iAy9j~8T*?SDqlzjT!^Jr)&!8w);EyeD@dil z{pqbspj(tjIN?H(nwhlQ>qxI+oG^#;pa89oS#|M3I4u^Flhz*zcF<#Ei~xyBPb+0RXGpm3mW0w zicKR-kCnYHKzOI&Md)EEB==;T9p9`o*5;^2IbC^tB#G+OHWcPhFE6}4)PA8`Dpc#- zPXFC7u>{Pge_YhV=vEnL~TdI zKZZu5mfMP!<1V8t&D|d16@y_Z z1~Qeu#$35(Bv`z*_2SCvVDy+<+Ql1M+o}=dJsPkvMr%7w4H9mAQVn zs{K3F%P+l67arlPBxmfqI!iblSA%RAOt=WE*T3=f_G42cN!#QcNq#ApA1hHryx9K z^jG`^BE=kH7;4F}ou%)X%=$4xeq?+MnnH1Q%-gGs^GQXv>Tj_@rzLe(N;EvRS->w6 zUo6d2X5;ow^`-14g>OMvNUFp?P*$sQn(B z*v7}`_^_X2FcPkXp+6-B-u9G|uY_4hp{hTL677LOB>qOd;L!(nOxw}B>r`T} z9VYalJam=u$8m7*=OMC&Mv(tCHYx2Jmuz2-`3ap@$QKGEWUGpmQsG5z(K zVr1IW(cb-)=ooPm8zAE`aL8TdTJI>}?1Ka%(8M)aG(sYt<_ok>T??A1seXsrrD}1; z$x%~or8akMvEJn2!U%GxBY3va8oBw2(TNV>RuLjbm1G(0v_wA<0WDpNwr^g+cC;Ak zx+;g6h1{|y;y?Eey){0Gan^#XV#^8w{+JWAbD70&UQQxEW%HV7)g0RfyympTgT?#4 z0QJlX-NuQ2{hpzG@VlwNLv6e!Mkrg@5x)P5iSa*j(D})aV|bp*_;E}8P`UR5R@K@a z_-g6)Tl#~LvgiZe2fo~`S1|lsx>d<#D?j?+CEJV5x1jCiXQL>f+fyZf{SP$Fpv>?WMQz+2mm5{^M|`1li~fE$_N2PUa}}VQKQMqDW`6a_oa+ zc7%hYH~pab(F_yB2g_%duF5e1Aux-y2mc4JbM*)8q782(bhGCL3=(a%j0#c)pXGnQ z#RN$&7pzk(n{=A#O&5a)!Z5|nM+L$7g_HYhN5%OPVQZf0AzOpeB)99f7Dn%+*6t{s?LBxgk;^aOGNdg~c*VT4`@tk)=n{?{FRr-(e8-G0CH zv~m0r^VqY928*AI71 z9_IWtn`c!*LDr!>9z1US+U<1cWtzwzSA&lIO-C!~sEha?OG`*AmWnSe(J9NxD&Cx& zc_S8G?~;%#n2Y$a^m_~nNLLQF_f)K-w-;d^payP4bY&H~?{oJA-q7;T3;qd(XmT(C zO_oQy_@`fPkJhznT$GyJ$}LQWhImr{XlMTHU#rxD~7o z^OkV@7PXoKlt2|+ma^Od{rcru$1jR_*{u3~<7m?J#baoF%`*t`?f1)p|BG=I6U}De z{mJ>#ne>~(g@jO}8|J@y5M?TfGrYPzfP|Zl@Wx_H{C3vt4oP;yozPUi=kA`B`kA8d z3*JrtD=fB>PHYH@oH`iV2Hg`P{29*U5rLLw%wL4xx9dAZ^h7JcefY65j9dC}YsUWNN0% z&>{n}@wy8u``8RB#3qgIAn{`i0CxMm2)OC_m+%`9A69RHWB#`x@)FH=;;8-J@n z;+r@Aw#7no0)A^63X<&Toq93caxr9Q-iKrB1i>WxI7*#9MgO+qtP_WeBxZuOGP}Vp zxn6x3eD-9br|Bq7c(qyZTAdMh7pKF!^>dphLC+Cy7w_Siy*?EAiEkO-cB%kt;-u3@ z4VfAei3E#aLs`eKl7FlX(<`f5jaO;>l{Is)!UPnl*XHWim5|7HWKlZg$afmAwpsrA z*nsC8$LUQ&$4k&N9J9lNB@#|IjmLX!v0HX9Mw+;L6Es1_+0y=8j(mJTbRiHn`+dNI zKL^aJ3yE?crWb~O$k(tPahg=Dj^-?Xce)n^9j1sl);ZEzUe}S#?a1gciX?zW7(W#n zgUt>|hl{cjr&Nj46LJ(fU!Rq9`IjfDk+T>fe+opWHU*wF#ff0i#LYmLoGtD12_zPc@|XeRDK1B`ripq4#*6s5-@d6eM%YH!#@=)?$qo= z(m9wCRr_r&*(z5AyYtAqmd}2pZ#;G9Cw@p@{l>ukw8VD-2lZfp-yH>F4(+4YG~AFW z;8e|-s&k*ocf6C()SPN4e0@$GABDkFO^(}F^?v9THTiq3TQQ79C|do9#hkJ))J?o2 z^IX~YSi%I~6fWo#X6>3iI_{Kmj=s8&AY2u%tHJ8ru=NmETU}ciVHUgQRg8bSbal+= z@8nqjW~%l*rCtg+=N$pVw;<2u-Fu9H6`lS2_@rQUerxY89Fo$r0;cNHivo^v_r6A; zpI+1Li(UEl1JAelp3*Ki4?P}wL7#H6CHm&E#i?%+-iZG66lpddM-il*+_rlu*{6l|^pWX*+q5x`Jy^VAZtynU=%i(z9r!8Tk91Rht9K1 z`XJa4*ri5240uk_4(MeM{W;tmAoLKd>OVf#xy6jfv&TmdzjjpkYe2vJ*Ww|e;DZxhd*Cg}%WP)R$m^}s!Ol4C z&v_J z!~Gp6YTi|fu#8-5_I>u`S|o7hQlxX975>+2BR98pl4l82*1Ms zC*w_c2CI!!3p7s5$D6Hp3D=HExw#@$RBTx-$ilVIA=PGHl!2bpMFh>Od literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/269bb145-9df7-475f-b3cb-5bdd3993537b.png b/docs/handson-cnn-tf/img/269bb145-9df7-475f-b3cb-5bdd3993537b.png new file mode 100644 index 0000000000000000000000000000000000000000..d4a727c010e1541e4d6567cf22629a705f8569ee GIT binary patch literal 1043 zcmV+u1nm2XP)6lud=}I&Idu`i|_R@ zC*ACCcXoa=!_4%0opjR4LBw#{uj(?KPww-J)fymgCl|@pce@$;+s}nOs2hzlv6x;r zDLlz*NhR8HtHtCSk9BiJ;u;+&M?P`jKe;B;a`}t8c*$T-av(FIv`;KTF?|S5q0+Ci zCBbfvWbt|?T%=yzFMnIzt~Y1O)lu=+`JJMuE62EdRCmJLWE~ zn5an0gcU2+3OW*-zF4wYJ|gLbiiO3^*xqKTW$iDaK%XiGF0q9fHHjb#5u&y_FZZBh zz8;#WBn%Wk1uM@0e5|@7^hpmmT1J>lySS#k_KG9U$4q>n3AGM5@BlL)!OzkvB-q7{ zBf(?vKTy#k2r$8uk2&yw2$sGcmnzuXrL_ca5$~FZ87%Y44DKjcYwHKBa)5AxY0@}+$ z?o_6=B_<`M(~{;+*8R)9KL}E`TozaPcZRoXY9CBX(kEs+s)*CmJCuq?fT=f0K(g9W zTs;T9tswFnKd3vvT#jxdHOkQn&v@MwfCRW z?C(Ld^=UL8e+bR*iRNe@n%#YpcF5A~Y_9E=0lB3(oZ{Z~uR}1EQ8Ykxtd~|OdB6eb zQ2`T^{b!xuk60fG@LM8a+lcj%5UFFqy#ePVMBNlY`-Gg2m^iukfEgp_d<55-eb`Kx zIhRLpojC&SvOF!Oazw_o%_)efE%oFDnR04y#5ox5CM?wUxm*%*ksVAp4UnpM1j|{E zY5P2Inn!3o=D=gn4=k~70_v51$p($Hhi}Q44`OLA#rn^f(lG~Kz-MG=A9Pp~cyffO zQ!dW9gyli4HBL{+7_DlTb6akj`Y@hF&%b4obUAnv7e57{3n~-UjIIK-5lme1SI=B- zxbj(;_m?e46pQ-h;>>CSIA&A)gJTcpwb`qg+~wMKHeo~EUOq5=^rhKltX);+Po5gT z#_H5DK!deqbD^njvfxZFwp$DiV|tp%jx5!2XF4NCf+=4kn6=`{JhmdJFjmu;)|&Wu zmTUa1u&Z_R_k1{?Jg)A*rp@HuPaap-Es6<;9BQ|iYIo8}C!KtX`~y5-TZh`X(qaGr N002ovPDHLkV1hvl+BE@NbUDu)ZC00IC2Tm^Y)4FCWO0suVWdiE4G(hSLI zMg8J}Dr?HfIV+N?^p++eC-Cl)i`NwmrYE zJZaMLj!RqH^7C_O|F7Bq&m+X#YO$A+Im2TF0Kmny119A(FCRMK4ga}(?n`w50No`x zl!*@m@P@tSrMKU$^9zdN5ob4}Ex_##Tf&zVp8SDF7!d z$7uJI?!I1IMBOboq#q3+b+Vx9lpT5K?xLu`bcLim8dC*)qNCDO&HdfVF55)Q*)978 z6F`Q+ONf{nGjjDR(pQY4Y>-C-a1j`JAKW1C8RkXt1+n*#Qhfng8h8M*Fy{e7Z?`RM zW5LIR6tkuwW+Zs#835-~t!}seNMhheAFQi>zhl1lV8Bl<`$Hllm5IP^g<=n8oKV;k z0FEVm8QJ!SY3EeA#@U-1U_w@N>hRn2#@iI>7{u-a_+$#!M{Kj+EQqp;z8@Ne0zUnv zvu|*7BL#PIU?VqB$X{mNfoO_+Qm!=jgi)oz1^wa$z1P^$BYoOa0RSXno&GLpHV{q< zSA2@H&n90~GJ8Yccfq%I_QQ(|Fv{B55s>X~+pqGt&}GO8_+<1W7V>HBKau_^LYfxm&<3(>6JVOlMr1YjDKndKGh(HhcxZt8=0x? zd{KH_B7n#O7v#f&dSWl&x|GC;0emb~v@ z`arKAI?oRN+2iz-qusQ|27I#phJ3c?WQ~KW6t?QuM0`L%E}5Rhi?+Z>3>0rejSR{b z9%(b40dnzF)$_Dh#{SVCoGMmc_>bXvrbYy1R@NZECzb}w2;cC3RJY6fUXPBNK4S^< zjr+&=U}Q3{`oGyCgdVX{+5o`r>BKM7b^yS`VNyr52--mMuf#Ud2~kz-;nT}!8#@gE zAiA9}i(LVqn&3GxqJ{uKziYVP2};x~e-XuaHVF_4CmThc7~oUYHWUo_MCiYisonPB z?Z2`zNjy~%D8U5)fF^{k2_caxfKN}zq$@Z6B>j7`maYV`fG98lTwFwXIj}?0N_t@nh2FISJB;Q0Gwzk4KNWB3IGs)R{&b(&Y~;>7=M(QoSse*|EB|g)jfM4nt`QL+_sMb;nRt9~%at`H;OD4N zXw(V81{z@UC*$OY+vleM01E+0Tq+Rz_ulEhaSS=8#U-Cs=9w(G0{|dJWVlOMw#6{! z8(xTlH2hiv@yCHhJ>@AjsyBqFXxzKftKUt$&lNyo_CnAAnm?B`r5rq0(M$1*I3;!& z%Ot!r@+|>?j&*xQ+%nY@-#j1qsEqZmzU~1%N`amOpfQ~g7qQ6)Iy^m00JsEN7(;_W}{*s~?rMg!a;*PznySJa|XZYYv(UJ2{K-G5k!006x`t9@}Vm?!BofPhg^ zr5uP&JVYE`3;?v|W3hn5Q0?_C43dNifa<{4ly7)ZvvPAFT~ipC)+~Te!9ZeddkkJa z;(xP%9W9Te8i42s$-uw&O-s&hZj0n@#30+PBI=fd)#Uy6fq%usLLGeP4HH$zJbnq} zVg_(&LExTc#;rBQ3v!8ODuniG&XdB;wqQ*)p#Z)eiU3mkr-^@(m9K%!nw%<;Ns^x+ zF*d&i>r_y+>w^Ze6(eec(DWY`D7eT!eM4g_P1N?o0SMC+p2dj%2r9Yj@TzBjM^iTH z^NYkJndzRM`|`@@yMqU#KTK@WLl~QB`dfH-rhs9w=5Ms0f36EY213>T{9SYeidV+s z9Rx973^$z|P&w^%vieSO&CtH_sNo5KP-!6x4UJ|t_ z0xcCeFnQYvhjys4X`<2hwm#$;2H1Z;QBIZMe{B2SoOvuL;Bd6<+N}ZJyG#-Ay_?I} z>f@;Uu1Ym&AADlQ_~3N`e{jxF^cE*IRJm?n_tI-z5qpPN*`f@(e?R$M<@Uxl(f^P^ zU|huci&o6MOb;eK5keO8WpXv+kwwevhn7UFmEOfUrYeZ8G0~5|IgfQqc9(?)9dyV- z^Sw^lAx1I=Bi5k!Z2pKFn}Mx%o9@gNqa=~Ct$@ykSGPf=Yk*N96C8W~-I!PQn> zhl0k(e4!i*hAPzSqW5I0;D&D@eZ7yA2~%UvLD2rXWcm#aD9lPr< z*^q2`B=8r@Yu<6&ZcwcS+{A>f7&sBSoY}uF`jtFY4>9zrh)^y&l<9&O%xJ^ zQ&A*$*;O%=ddm6RD#yRsSf?x=Eq5H_0Ra0i;4drX2Mm#h1&sH&!RlCT_^HQkcl=Fra=v#l#X$#Jx z)0B(4jwuN>jm#H|fd%o2GK+hb(@^Jr7TnOWO zd+Dl0Z`yHf|H3$Sl^hgYdCvO4qA4e8ycV}4g<=W1uW+z)2Kzy?Va~n_yXo&M*2;bs zX_sd(S0&?JU3gRJYVTT$VKg9DK(jO6k*ByVyYVA z@xCLzL;~f1WPURJXTc$obrxNs;*On)i%=)R?uNuv@nDFG;&8bWZ1;N@y?Ou&C&)@; z7-EMT6?czU&FE6qG89Vd)3r9!;xDEI1((-YkJdvxbUWhN90$3c{UigG7?5g8ZcW%s zzvfZjt2?Ux)(jIPdJFGo&P)lnDGmv19ay?)sPW>g=@~X+^cubBHYf5>A^`x zk?iGd#J1x*9)vUhcsweVu5w{HW;y+uLY1A-KdunU+5|~2upC+z*DT_vT58SiGQyw_ zTUxkVmZSeT=f_$;S8;V&N6#j)atA(nI&1Y2FuhD;H&LveldS+`m_#-WWu&n)`G*%m zBe?TfCeNH{N){+$k9Q2Ioc=^D61Nuj?wT{47!_t;Wn`^OLJloHfT@S;yh0wZw06zp z|I@H2Pl8`Wvin9v7*+(;?lZcqgl11WOFQ|nJZf>uG!10CXR44u(|9T4~bNY zg{-=0UwRB9suZxb3r5}|20XI($L3Y8(WazSgn<`)xeyQiju#XIA*N!Q4I&Ftoi$(P zU&I{D4tTSBT#kCbEA6S{l_+NW5g)!QU}rYxu*u1q>x8SbW9$dJvdEqb5|b0eS0&+>fa%XeASJF`KaE& zo61+8KU^5x+AS+vpEUJLh%>N6)_2;RC0|b^G1>VD=)>8X z2VyKl9mc)PV@{ivZU~1Rt;UV3M;>#1BU5T_Q?^D94mf|m6wR?>zwB3;%xi1(eknM= zBjzTgHtzn2OP`VEoG|rq%hYHcE3gbW<$xQ$+;@VZbT}|+tCG=L5HpyVe=PfTYRtwm z?{g8x*%WOKRliKDY;}H=s~W5B*AN3HiS@yb-w(g6o>_~*P+`ogO+U_*^XXvG?BSilrmX1Hu;fHSvBkVsq{#-6b$Cv zZf)es!_u~qef-ZQK(YtABb;q$8WO$D6xBUPw)p}5cf;qx@O|u+ElK&GNFh5~fks#Wp> zMz&Hu+&IIu%({}lC!~#q(docZ^+F~mC#SN7_0?G->C}pHLn6MyR)`}u_8Vu;nOM@o z$S=(%Z|FV$%TsYd{|~U9ws%l?h2>Q>rSH9>rrS43f_bBk4w^ z%ax6CFV`X9vsZ2mNWX-JuVIMwskEwBxzME#Dtdo3m(z5=%Rhs$IF-=I!$p>F#_Pj1 z*n98dtDmIKr3NmXn8f@J-a6fa>y;fS>WW=GyVFsfnrQ@v+*ypzuzJnUQK1oMLk$WE zvB8=>s3>~Q?q+wCQa3@8w}RmRG923`KKZSv-XzK=GD|8zwA3@sXYuyYa}w{&omoL~ ztoNEjCy~3--#puXS_B-|{&e{3W}s2ZkR}frti(b^lU!9#CWx^`G(215w*?rsTNjq^ zgpa&5f9k=F`ISKxdn!y+!QG4C@#kCJW)SvS!oFg&jO<(be5;ttY>SHF^Ih~*ilZ}U zm{{en*jLgZ#i=p{{sw1k@yhvwvMNj}#s6Hc3@21I8Q{vnTvKVTIKMr%FD|l!Brf#B ze44V7jehjbx{}3^kO(wRxrg=*B&vi?j#)k?eTFb+@)xraio!U_l1cdbKU#9ZG*Iw@ z!g+jspPJoV+ugp8s=tW${ZVR=mdXyT8QHDjOrlpMIpUrQ?#?tuZ}v7NZzR2O4|?BcT0< z{(V{<+9XOb+m;!sZ`iNM#-(Cxwy-;-d>*79Fxn%e*)%^GT20j>6zxqwCAsIDjEW}g zDxHvmJ#5xIHnG#3k3W;vim6~4f_7#(6Oo@|ym?fvsI>ORFvLC0rA3XmY5Mn>As08Q z5F%UoRG!)B+^d%7fxV{qbjsMYxF@FW5FkwgoO+Mh_`=er5? zw+{HGZON3~K7GnMx#aEHHY%P(M<6dxS=$UTJdc=Jj|dsk{E)(>SQ=lr7q@a?{Q9r|8EVR=j+Mm(R9un;C+4f(F{hp} zy=Sx|YW+Ceo|FRQzaAzHXs3r!3`)gVZDCJIk&81h++g$&i(~yPRQ{g9Lij zfpL7txu=*Z&E&gv-xm5vA-7S72i-!U`n-_=ye!D8?Y?e?nt9TB+LF(!4f?M)6LV$O zvsljO$xgy?1fM@KrY8MdtaV?y9+Ny%r)H&8h!^&ZA_RZ+OcdNCt&>SDnE&;bl3p7r}zF zI430Ex~Z4J6&z*hQtw?njPH-Hrbi%1WSNopNjBCc${-e^1|KHKv;lMC8WH+k7ylm6Lm63nrH zFzT2zg0plK7nSvq_F+hkO#4T}u^DPzP~7rCD5yRBB#C6`^cTNa!&KSPG?5DYtETux zPO|U|W#BtT()!79k@BM%4TNbGWBi+dgd(V3p;sb2U|^J=id{TuMeRq>Fr~d?j6$Ms zNEUZ6E4!`9@hj&_S#p|-aqWsI#;w_l)6g>>!pAxt1YH%Qw!8bUBI-F{t)kyvZXQ=` zHYXoG@?rwldp>^m-c}9@FH~`NHaM>7DC3PboPV>r`_hNd?`AiAeSKnLV*N`gedgsC zJ)jo3>QZyu^?l=rC?TQ+8uLdoL~!Q&pP-pzloUZ*tyFk|=67E8SA*WKdWDs)TBF`E6cYnsTh{Lay$zWx zc{B`EpKVQ_kaN^pcB&Fcm~2ITW7b^JP2BJvOxJ|*jLS}e-nTT;bPSV5hL8L8AD&@k zzOy>$F2WNy(n_XuURDuE*$V#plfLy}re&;dVDd$Z#`HTxP9>D*jH#~w9m2l7w)9ge zZP!0}9^Y}zVUr0v2H73jrqW^V%&Nhg3|ex@h>uSmDf&cgNG9Z;$fO(DvS?Q7CZ3-g z^#O?mcDw)XC~Cg+p`X2hoS;_PeF4KJnUlM*l+?EaX@NzR(s28_dp5fQTe01(!L#~r z%KuJK({W%W_OJK2q$8_s)NxCz@=-}p4PDxHy``x&ZK!h8DJ0DXLqTVHI&fbq)v>#4 zCk|t{>s3ct*jMhJ?`NBF?eERluIztg+;<1zsInDYt{*Y>g>Vkg46lmj2#1 z1v~CMRbp-?KbA;v_*-8|9wgz?xrm6Nk$0E6UQ;XoJf;e- zOtwPf73V%^?)>#(QojMd^2q{6kAS#6X6kW#TEuBm57zxSaAPkmm#lIjl=0qlI~tT6 zH8|)&TryG?QO!KLFAX1$;rpsd_V<5ch{s!-HKpFYG-1DO$Y1BGysMI$N%~9UchK73 z$=P~`a!Bbu&t{fLu|;OU9De(9V80fENdd^e!#U^{awLlCbHi~%+q!}8%&y~5Y#D)q zZ66ys3~@9Y9(=@81!fn0#}CypLxeZXN@}M28Hu&ekyE9PE(ne8Db2iGs{Ad1Jxa37`a6U&-71|31FxnNF}O5SxGfo7wFfrlw%QoIfs7(cDD zim_%o5LcAAoK=@!bYY})Kvzn)lCdP3p71LJv*x32q9aI=VGW4P}~hJ6sku=L|kv^gpAvLEKsAATyceWK(XI+P9{p4kzi zc?b9R!NPRO@ReaJ~!ug1BTWn^PaPOgZwW^8?55 zi{73fB1MiX;ztS_E<|EGYM$n_{F$X@!`<$2;_~G^>X`P`Cv)})CtsKsI)%Kvnr1FTf)-oiEi3$RkRYi;`ZU(1w}Y!Y7dJky*m<+Luw7xhDqLW}?SDar(dy;NJIS+d z8fA}}0`clDZ}R(~3r5i!NHux5LgJr9YJD5RB@w~rmim7V=QWt}q>^3!0NWLxx^-C%4xWSy{rOc%J7<+S_2KcbX@Ik z%irfalYCetbl{8Hdp1L$l9{qTPjJ$_Y0d}~L5?KVMvtprrUOs5Qvfd(J4_}p_2dn! z^at#@`u(-bGw9r?b6EGJz?zjEHlm=CD~$jwn#doaDby~IL9Jbn=rzje>m=Pd-ZY41 zxn-i>fW1j+K#Hv$4{2iq5Lut`CWHB3uVz;V7kIT1h$nT){}GA!mewh(TzN(lkg}2> zGOMf`70j=oX3P@-Bk~P#uN+7~Pba4E*QJ$)-wtNjM?jcc&tTi|wN+`pIh$0z&-qbe zn>4*%Y+O%CibEX0uqq<7Y2EVLl1eD%WZXMF7=|%CrF=XTm)N$bhs#MHq=?Msl*TWZ z5N*tf#f#ZaNg%H{?xIZ!nNRcl6EpbhgMvs`K@is=kDii~b5nGW2H1F$rDfReuPLac zr>w6IoK$fyN}`>}0EaOXeoRu4&GaH2LcT?z$0c`Gve=c{&@+)v}PVq5Djw zbgHHhIAuO<@jsS5#5L>u4~cXR_uMjLp3lLhPi;rho&1f)0!y|AD(L7XcI}= z&ytsAQ1K5cb+Yh&eyXEM9~)_W%h6V)>2k5Wo*YfT7@30}GtW1QER!_Sa7LSqP6iTH zK6P+-Z7{NrjYvZaemjt19|K9Rt1`_oeh0swoDk~lS{9t*mNTv)seU?g3Mz3rYf@gR zm$NUAu!kugbQ${q`E^v_w+lB_{J;W~lT9>=N=0m$LJjvN;TbiWh`@C%F#E;8#Y1UL^lBqT#g_wW0~{MVBb9(9CO@69V;P@4h-e#c{Rs!PU;+Uj`}a;!o*MTSS2r zbuKR?DZ7|SsQU?qlZhp=5 za4;;EG)ko6+4j~D#)8iT*7PHZWXz-3f*Y7cnMSxJOrl1|&1B@mWCJi%I@wj~&I+KYtBmbbd+h{47;z)6lX+6b!?FFi;0 z*1ln>A7CdA#EV}-;z`SD!xovKlBD45lG7>*KXB%3K&@UWs~M0#k!v=T7dhjBa!*6S zRTxxVdx)*=~PI|`2ulB?-Bb=wN`tjSek;soo6*??u;YuA% zc-cb6Jz;;slv8<3roP}M^f%3A#3MOtF%)|;X`m3=;Zis_V7m(kBcUJJu~HDwtX~3} zU5w4ODbdreHV@K>LIeBlg?)TQOIW|tYtc`TK3CRC6Jw)3LJ18Er11!_cI?p#)fiva zrzojercb*1`T#9mftOlKsXErpsyf+qN^l$oH5R8`IHLuFtL=g23(HgKlGjs5ufLUv!omO?HSs89Lt5vZSZzkG^us#g(6%(3VQQ?gY1Zd4(-z+3=f*c zO5x;Qt!39f*{5G-cBvOxJuep0-#a}paf#wg^>3_khx~9}dpCim49l2=f3KvzRrCi zb-^35q$kaP^Wxdc-T(wwSFjNa^RRsT@Cy)m;e54`!kkp7SIamhbwV5&Afj2ZE}q3T z>|j=jF8rG=zx$x1gC$A!BRyXA^~P11!f6jln}X@@Dekv05i)5MnC4e-=*Ntz87KHyN8aH8ugxts7>ED#xmTs7Rd$6URxpCaKP z=SPl+Lcx7~pJQc=6T;V6K#f0pz{Vydv>#4e#|Yj>9=@ouKg7o^g$9>1NWuNp=Xh_} zOHZVKQmVoSjq11^QXvzg z;^iU^iI9ue{~W1wO2GCXOvtldJ?7nhV)o-Hp_)DSk={@0)_5;L>ww;JOMbEKVEVn_ zBBh2WSX^JPZuhliJ{&k{2%%Uc)u-_k^=fby5x%Js%XjCfp#0b-LJu|fI)Oo_1tliU)mGdA*SR)Z@Pr2K1TUc3jBRaaco&PwnE56H=cGE(|r5JDu3oeH$nSI~Iz@=9UZ^Y8u24sD= z9GPcHTCNDqZ-ndwWWPW){i)P#rBf&d6ZB;qM>DwN>~1=weD9;t1=M#v-&?4v?GI^F7)j(;mp=@@^;4Yrw85qIzq1e25qA7a zD3bKAox5c6wUBgu8H_Xx86ki(h>E6$`Fx!tv7Pq)?hz@~FT_qkt2?3&4jSsfmL)Ft zX8O!)6X>Ud_&fZ3jsjLSSvLL64}rQrG#5~R|5TM*%C6IC*1Y8c%L?3RAo=Gx`pEPb z*5bkGS9_fuS((!!>$(EB1bEHsR&Uow2!aIF@i_b|>C7)|f;#Rh={I^&QngNV?QVKJz*N3t@BVWDZHNjNFx zJDGjGUPxEvUA%B}t?ozb5-5cmla?{ivep0S;Jy}|R8oN9j*sLy`+&jx#aXFiGzRp` zqLDN^wNHK*pZS4%QStm^(Sykzp_$#yIeNWyASmD&1(mLv`8t0-H=cCzpGKF4xn#(N zx9oE%cm=WHt*vxi9_N76&ERlqPS}HiLZH}YC(>9XhbDb_Gk(UsrtN!rPw2eIsDsar zpEp}6!A-Vb7G;q8GF}e)gijcfT_qX4!J5`{spy1ZHOqY z&t>Bmna&F=fCCoO#oll&%v43C?P3{Ni{@q+C`img244S=XOA z^WfxyLmM@e-*Ep^x(&2^W_xI67atBiFag(vkEgZrHpkzVCE5E7w(nJ+Tj8f=XC?nq zeE|Goc_2{bXeH+v^epvK;boibUfVaGV|$D2^UVwFq`jr1I=Y2m8kG5IBaB9#!&xU^ zlevy3I=uslkwqTBXB+W25zjcrxC~U>4w=R+!sot87O-w;iAr!K_WP!lonn! zixFKZFTd(5q-P*b`};;HEN_>;pjWHj;w7j$kM#2Stg6|RX}dL!Y1!rlKW=IT5hD0{ zDIA6)aB1$e5FbaL``8266{oi@g?|VqOyu zx$u*fw+%F|h7|j9ffl4>%x@$3eK70gyg;02`wT>vO!NNj1LSS{Mt|w8Ai)p$rKM3F8`G?BmuPEDs#Wb^3*{4N z&fWg6?pg!kf*B@lL6n{B`l_ues7)&` zkKqj~Ymzzmw9Qm;cce&(r!039l{bqO4M{rC?WM@sR8L*$nf<)BUPOUp1Wuii)49VU zrSfmC(G}-H;6gN!$uAWv0|%y~5y^=HTW&SzH6a4?ZBs-MK~z2&Kfra<(S@^^JMvjP z>zu<2eaIsUERf{qGd;#D3UJcg|7eqd_ncrSHDOA*h=EuWdR0pX&`q4ICU-s#?LBR| zj$%_^@!G|$tETh&Sy+4Mif1c3HLkncvZZW1Tpe0Cp_prCneED$>QM=tx+14zqUEgk z{n%V4P{~fiRjRy_$2laG9!)+uz|*>=F!RV&)SPN{xkB1lJz>W?E#&8Yn;t%Ly1E-K ze34x7F15xiiso^6xJ0`Aua1uH&gG14Dai$~VzCy}!`k{|HzyQGi_>)i9mBcF`CBgU zS&l8*-YuK+*~{lLY(>5NZ2Z0c%owHDPqUDFOP^^SPdkT=eeT*EHFisJW{%#QMVqCW zp=)~I1?1%|u)uS57_8nh`DqoNSNs?+;ltQEfVzm5U0oY=afz$$=jN7n^(6Id{uMX0 zN3|a=t!Fo3?1^4h#F$a=kY2C8=etEd2gz*0ztse9O_hCR4!O-!yMRhuB<}@zqoH%E z(?}}I|90Y7t15l)y#3iQJzhrle%f&N&>sKckcD=H0I*@#}as4{ze7?6k{lk|Bzfex(__1G?C=0|Z=iOT(jTV;rh+`DeK}IU(XXf6H3{Iux(+hOu zM;+E+jFZE*C&VX%r|CL52WrQQm-8+!t>Fh{9ra`nu#g~%S-f3Tj;?}-hW%3dCZ-hZ zD0S4}YldQ0qr^VZkn?~`ER4|o7+v8!gO_?^JM_bQzHk-VsxnFD@DijK)giWL6NzC+ zYO|X@<%BQlYzUPC3#vS|D=3L&PKElP#HGC4F{^va8C_$C-U`D~DwdT~*0zCN9%sYj z4>Ok(x@vH-+L7nv^y>rxP2rKZooL7aEFUS!fZqwrSL+j7 zH$p?g&15}b!5?zEK*u;vP}~=zkZoQukR{7i7q)-aH*~g4?zI+2;!cWl1b6!{pXs(Y z086h-mMxY)d9B>#`OwJh7pG@y)+01`G;gQy!`A%3iEKY|yo1z4Mkv^@PMg{7_%RGC zohh@d4xS_877ngQy}Q+Z*J#MWL8A1X^oH(|JV}ydkw0{AH;UosaUp7mz?{i|XS%vg4p7VngYk47AI=Rq(RIOe?lYUS?C%t}e^ZJjAlf)4R z)g=bIq8${kAPQVJcX0cpa`|m{nT8bn5X8FZgATNeDUkk(gnwRwl5!sZNbpbY6X4Ef z%zO1fIjcCM7-9oqrYTa28lGy0g}$nz02a)X(^bBKA9icxjhsS7U%Q!4ic#AN@+7_U z)H&e5|qDx%0csk-BdE^dI3m!Lud1ljTxp;d{2PC^GMkWf>}Wn72B zCXe?MNnN?Lq0_lkiuUJTB`p#?Q(@gT4$;gN(Cn-id9>8j{1>_S^-T1VM-$uM^v>3{ z<$ZmKC#2#F$1P)?&`JVz+KzowCrrgZ32p~>Wnv(q>2BhSUvY_AMY0BS>GGdzzlS#o z(_4&H+zh(tP`bam)h4~0Nu%k1t(@$LQa~@Jai5im*?xG~ArKx@_mF#eLz14)moCwL zz~NVPrs=`F?u5;%DQFeiz|I~j`T@2pdmh8#`x=Gd30{$EkQ!lSAPt+@SeUrfXt6O~ z@(oc4`M$^Xa6|kLdh-h{O}K~%eW&9b@}8SDX+@!SGcU>+wgZ2j|Hsai0m->q!SQ9? zU8Gdd8Piasd`3?=u!<6YRkx=x_e1;-Dsz?+Xp}0@>%8topKB*@Dt_C~&|SVR9Jrz| zPuxyJjpVpo78MZ@A==%$FV(GVj(jgd)otKWvZ7b8J!I8>I^3Dc`i6)(1a)r+g~DR& zGTlkG47&9B?}zVwYKZG6m}Voc)b-D=#2p>)7q{YGwU(}9M*j+KVJuHZ53Am8r@{1b zqTuAZ__o3IjJPD97t(?P@|n1VeoRo0#$csWidgp7x3RS9j}e!t9KXc^zrR!~txFlb zPdM=T;cfbPB3{y6_=!b-`X_Ya{yhubK;D&li40TJ9kclDyKKJaJyI~+yClj36@wsv z*HWlYiukOe(ZqCrSo<%#_&vuBL7W3xAL^EeaE3xCb@q$A+CwsWZPeC8GK(AOB^MhW z`D)tcFo5`)NlS5~a+AE{;#K{;9>mn1giI8cn)AE;kA@Je9+O+9owoi zq>eN2+kdc^I$6c=lPS?dxtTaQCYr5lxQu)xEd&uOdcNZ)9&O(|%wBjbOOgI3jEcFm z9qr3FZMX>G16S{!No~{?+?Cq1TE)bvV|DYyYG^GiiyozLNb`X^!<= z?N0(%k+ixBVNQN!m43tpkvgJc`1#4a-0OTT#GYft$v#W|?+fT^IC*UFc*)||aQz*p zW97q4Hw-ak&AgtOt7F%}&jrV9U9?6*`xE~nMx{#`(7*I43-{>9Xuz8YA1eCK8faJ& zVr{P2w-mh2!cM)$CoC>rX6-CTJ$yI7o%U{ISDSvumItL?+V*5OO}9cNtzg^hM`FM_ zJl34dunLpum9g3)Hx)?jRytU2uk=0My{d1;;`)1VYpuh?`r##PCBIpiUV4~)(p(F{ zA=4i9JI7#dIFf<->@agUF>88S&IKxVV;NOJ`95~T^!LMeLF&!+ie`g0C3olig;!tP z04rqwm=@=G>+yr#f_c=i<)Z{p%5~u8snN!qb}@`-FJmJ;YD=^uN9dqs0NJH?yHBQz zKoL~_pIH0h{u{}7tfB2vp) z`r_3>i`^QjM4JR`ciRNa^t?$i>1ff|lFR7#6tXN1qorLW*=nca%DI58#QskgA=w0BIfwY*+d` za8eXW@oDCl2PsUnk$zZDY2_N!zn^El(-uPHg$B)09e#fEs*V1bpGA{2&uPQaK=e&L zx_(FY{cq~Mmcv%jN+oy`!NXnF8(c3J4nQmYV>H3T_sen;)VK)2LnZ88#nyJ6iT;=N zU3W85*>`?6Y4~bd+C%quWylqL%2cpZCPYz~u%$24z#sobHNuM`{5Fo{j?UgL5giKI`>v#5E zA^OfH;l^AX1_e~J)&w$0ozuov#@gE^O608vv%{Cj>83kQqJ+le63RYz(rS4&WN$w< z`n)I-_xukLNuE~GlxgRSyDj1I*X*x+odQz!S(6Zf*XWda+ zv)`V;8dN01jAvK)c5>wZNB%t5O;7f zfc7eZJ5quWX~H`CRQh#3=)v&Z@H_4`YFIt;FZnIU>=R|m7kywET0f(o+M@#{6DcyU z@$8ua`5K6WNO|8M1wvFnd$}ai>>C$%vg~iaKUgyDW4)jjJN@k`^ICE(QS0*RM#bW& zoG>)QJ&;r4)fVq9$N%!fr2qXi^L5kd!>gh7sQl82n^GJ6z0Hla?R8}3qUd5~UM7GG z$2df*^yF#+PoV7aO7VQ>wXfvcV{R=+Nuk8c>xFgJb74Se;{rk{YUT08YkyzdAs45j zBc}H~gqHI`&+skVgsMAQhup??00cP`*+XeI5`d#>G;05kxM4hMZ0a*_U($tTzg9DZ z&!D}Ge1Vq{(%t>ChRRP4E@(~4Uh;Bg>ur3|wRk^4vL^fw96->G-!teqVeBQ?{$R>9 zEGr&kklQl3xlc`vbDWu(E8d8vdHleIcn#~m| z|73mkCMqRaD}+$X5QNU6oPg=`byg2!6$MfJ!}M8Lev^>59QCG*o~9#~xHclaOwznV z3Jn_d_44Dy32DW~P*jJLR}17JkD50juh(5%00r>E+nSh8A~_g!yHX%njycjRPeXYLX6eH8;9SG)S6o}M12o)>Q3V8A5h?8GAJph;4cj|)3U*Nl;G z;>>vs6q`U;IuQO()E*@|LMJU}q3#K?wHV{)d@^q8g^Cy=SZfa74Bebf@Vou=2_A;J zzk4$qGI%-y{za7~{MB>K7%)D{2^y}F*ghKb#-JYHDFimpZs(R1 zq<3&YOKoUqI6ahv3g&1gWQY}5D=Nz>AERfM>_^S`X}&J zr_@5IuC^U^)=9FxUX~Q!#i<_-{`&p$`3Nd*FDcf#ur-b-{p z@rYvlPx%JUp_UX8vJD736_%SMXL#38oI~gzjxWg6Q{Ub|(~sJow~4i7Ptdsf-!l2r zp|5;cqM;3stK(2=w_Y;H`AZl`04UKzq{2^6IvtH@-n>J&IQY2;VZI?RaN>~W44he~ zoSs>krP(bqY%ApKIohUkvf_*tyt13t5!F?_*T8|69}~qKy+%qt2PCskHupmKlpTl; zf1JwJA277BtbQU!KTKgu8jaDv(pBFIbZZK)8m`V5sVAnqpud^+y=9oGXrG`C`WkHp zWN)5%2+>NXj ziZqHNp@mJ>FH-o+E;;d{Qj6sT?+yaRYFG!p7!$r=`6%u?s($kpRb6~rea}@ezxeq3 z{C;eAs+5Ok`3f?mnPFqce=dvVh^vg<4?ay2n`BJAx;!6=^>8yfab1=A{TsT}hdt0u z(7JS=dr|OB+RMdtck??`7UD+$P{bc9%8rCI1`+VqL56xJfG+$=&Ww(9m(`}4#7vW| z!Hghr&G*MAX=jo*mL1LZ^||RpbwfvGXE{4%$2HK@JnJLgySD&vG&$3!)?mn-8PMa) z!*MS$%e+3gEqRnkWav9}qgsPk9d{yI1B^0QY<2ZtjpZjJ8T;9&8vc9> zoEuWZj#`Yu_c#%L++aRKp%~=Z-P9h#jF9nhS-ax*21_D5wsYt}8!~chL#KhO>HF}- z`<$Q0GgWM<>du-`=QI2Fj1ci6XjIEIMLNeg&9hIxy~pg!NzXbrxuYi5GjSEt&+U$( zMy*}tFsRR-;WAER*HfV=nts;aRAa=T9*L1ollXUcis-}$jkot@Y#lN_1OOIuIij-Z zHLfRj#AQg~x8*F}I`SV|TgC}MwleC7weVGvg3j1SOHjzT2}Nh>$fMB>`}C7Ie$xQ zKxs>l2K_O2P;jn9qW9}rb`C4JFXDtxYRK%VAs83=e>yqye<;*1juS3vnR}ZVq(zNw zWUIz9_Q(>6k%=fvMV9Cm*D?!QXktjrj3o^XVP@zO$~uOz4o3D8nM=)Bud!sycE^A4 zeSLp_UeD`!ea`!w^E&5wo&$Dh?#Gidtm4j`SegH^>nm%PslQmV(ek-Swn(0DrMlJ? zDTD_@Evz`EZ-Q?)%Crcmi)sR!XGxz~GpAh14sUnz%=i?2CUC@U{+#57fwJ(2l*J`f z8iN!z?Q48qsC38vj1f0OoW2RLpHj?A@)sGqjQ)x0vqHK=oG}C5o@~WR_W>M=h3`Vxdeo;H(nm4O%*bC z*$V_*uTZ)fdv}k9X=hNN0jX zMKZW!EG06yIHJ_?opL@fZYeU$bAHtne`dhhR2uU)j}o1eZmF!ALsINYVx0r_Z~0s_ zP%T_IbqORlEJD`X{#So6>@3EoGPhP()kt$ePEc|QLK)y2_3leH9VEOeVbzWPF?IQw z#op1rT1p=Ifd2z84X&V-$lFuoQfH8MiBxR2`heL(z{<$}cIj)sLTQ<`iu>~%qn(_G zgcivPk6#K5fZSqZen_t@J=>9q-inV#4;c%vJNq%zpPr1$!kE!q3$S(~TdQ$NDnUkV zpmOBMoKQs__u7muDwKG%!cO>I29f`c1sVL!+5|v)ZgZWB)Oy2Ee9fpM9DnMm<767T zd6*{*5m$7b?t8{BXexZNSC|GtEWVe1+SnbVaG_ePSoj0cW<^6lo@H1jg70(0v$r?pWd!e=bW@7I%|b47+i4_ z1_9|ig_-kai*OK->ht?B&zzF{Zr2fh50wwowR#~zC8_D-mBnI%Q~9o0a^!7e4fkB- zPxX5Nh@KI!rUxuS%<9qoE6609$&BvRo-fkAX6p_fsorT{DtHWD|OvJK4*C{A?nyQ*6tDj4h5|LK_a$=Sez*36?xdFTur!u z^~!ch1<%}qJB`s^0uO*EjiVl^$kb2YF;b8WI+rQ2l*OUDqY(az>Nq==`zu~)=W2(H z)XU@Z!@rr21Fv)1rB`5;+Hgdf3N%xoV?mbF;wk-M?4M>Wf-4|zww+?6$b1u$R3Q)YM zvP7kYB>hOg`S?*)O-6cAUPwr;j+(ZTp%vhof2VB$V%HA6o)N$m9shLoqT>Xsqosk;c%L}Sn0d8Uhy6O0a}`?q79p80iTK@cxpw3q?TPne!nA@qeOnzm5K5!@ zrC7YPE7|>1?>q6l1Do9RR>-U#x)_1RN4X2z<*Mw#c2*rMH4Y+Cti?RvbS5V*h$qzK zB>lCT<1CADow9^3Pb9Imt^3gO zYCOSX$cb_-NlnIzvUhnVMDwpd%i`g{xQi0Nt@p>|q72+Y~s9AIP8?QU`w)G2I z{P|F2LK+zmhu?f$(x2zVYPnYH-JBQ%@NJARFo-{(u%=Z=7=|c}3n6vDM%om$YZ$cZ zL9hIi2XjIxR>xxl1is79PzC+ao11@;)jBxoQ%04`8prLoIM(fRJ*TV+^F|~Xi$K!i zf%MaIsOp4@Rg4P3FEhBvRG1BV_s>)6ft?PF8&L|rFpUmZk7u}72tiN{u&PJRju~TT zsgxSa_MCszFj)Ij?D>ZWdC+k|6da&vZzTA0Y55m;e>=<5E-34rHPJLSmYX-@CohlDvu~c&je)-hrX%ZQ)(srMEupbsz8K+# zV2D;~8KE&cl7FudVxs#Aj}BFc5(w*bLX$lax(C_QW&X$QixcW+uos5w)r%W*GentA=IuBaUXYe?4?>7XDWE)INk&)}IyVFw>r6EK8 zvV9~ip{YxC4I?liVJM>s{Rgh5lNrGp%(t?m52FjJj+i5;EU&TVCZN>q%B27?L3VzD74DXWl_Z#dKhW8%T^m`@LZS>cepv(ls!wS+c9db%(9m6tzhlFTGY zii)&02?nsmrd=Bk-?=hG3(Jo3$A9<>rUF}|hB$-cy}rNh0Bozac+Nk+5%QALD~B)F zaC6!KW;Mpjj6SZaEJk6O%Ql%>4}Xy?|LELpa%}wMHULJ+F)e|Dj`WB;azIgUor^Zy z8`@J-Fv~A}gUHz%DwJ?705CwhYjBJ;5)o$$KisP)g$}SSF$|e!Xi8`skyNKKj67GMO;{5YSZTKhLY~$} z-EImztZEDmn;$ONSB6y!b-NjGrz8-{r@TU*mf?17yoR~(ep&TwAOv~LzgY5G8#hON zssHGxEamn2KaQ(vX#e}tv`2bHKkw7}Ru6!tPHxE$U;my2x>diEOnG?J3h(3xf%@oU-w4 z>kc8dt}yeh1qh)$8BqvB48pKh#Dx&{5QNB<3XvGX3=uvMLfnK8twP9^c5{6QOUtUI z3xpk1Pv>SCKLm0JcL;Sm7Des5D0!VN`eq#1VTefV#24I)sS_nt2zx%& z%@EuuX)%>&k7k76yHU~t;oJ}!8yiPTs-`mIJ({traHOOe!o{N*AvjW!m`dKGnIH@u zDXH42y8K_pCcdGoaHXUXLRo!G5LS+qG@43fY{EA-&XhDlP&^v{&cKQB=b&N(v4nHJ>Rl!;%h6DOuer)z66Os zk>NS-Ypba~(iSu0#C7!vy-s3%Z8g=kU4@yFA$rh^(cbFVL<_;}C2x`>h2HTp5UQy@ z&|Q&ryyF+gTXqe6Z7tQuItYN5oB_vA^bl&*N7q##RdR;Ng4SBsQe6iDXd~H3|H4p|ss{4>E zsHT#yK7L*AV<68?Tt3Kst)?NY``SEZm(boB4&i*mG!3C&^R;87ah*c4P@gGkt55A9 z8bZlJbF4n2W-7JSrv?G?k|$+)6GPBepK4=+dC3rxg}U}?t4|dIHs1MwWT9p%^$lTI zDQ3{b6_kY<1ieSASnHwS23uvJ=48$xO-!SN0#3sqCeq&kH#1$t6k7AlU8^Jo;pN^*ZA34}GD>cm>- zDLePtl7))!abpu=t-*;aDhm_>`@WA@YmAbxEKpO)dNkr|F-pR+K!uO3J}LzCy(BCP z1Oi)q)ZS_)y1j2Q2>jSYg%E3&g zN^g~d$IfwCsGOZ*zA~wN>xCTuAH%YssE*+$L%~;yVp*ts2Dr91HdvLE$U+6e5`h3+ z8ZHa;+fnW)vM=~Jj&!_pF$C`V=y!k6OAuTZD1-$tR|mfY5uhDI*Ov+@DUk)jx6DHz zL|(hHKp?Dv#s;ILL>35yB?1B4Rv-&1-wa;|ghEOdvapasz`m)3l3XGS;AbeYkdhKv zP*o>FAgm=9hTXAJbuy^Eiv&rIkw>BY8fk36T_v)hKv*IWz*p1~St$9ogW5YR$3?PG zLfAs>9hP7sStubakoFG!UQ!|prRoGoZ?*Q?mxT-8GN`KnHx_P@1KvEq3lw2kYC*j*eEJJxN zl!cS<*{(0|DqxZcWdZyi6dbcPk_FHECrRvozhiu#Jjkv}bPCZ&{xX#x;2R2M;Tj>7 zg=>UR7OoNM$Z<011VTz)I?g*lpvuCin+KxGLfp+=P-S7|em=KJsIrhcAJul11;5GP zNoh?M-ioxyI+le&M>-vrvM}pNrxgfsM>>6iaQ@GzI|xCCgg7zcP-J5#gg8Oi71`KL z<5Jp!u$u~Tt`WhhUUiagF4-R@2r1)md$Ff z690C66TXx=$B+eHml$rp3ruJqee}^sAAR)EM<0FY;(rGT4~8m^sPF&)002ovPDHLk FV1g2y!@vLl literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/29548f5a-df13-4d4a-a7d5-94861ec81a7a.png b/docs/handson-cnn-tf/img/29548f5a-df13-4d4a-a7d5-94861ec81a7a.png new file mode 100644 index 0000000000000000000000000000000000000000..8f76e2668f7b306b540982adbc75e1c12f620a42 GIT binary patch literal 9355 zcmV;6By`(}P)YUz;0000mP)t-s`1$!1 zA0%#WNEmLkvbVOHD_;VqUFXzW2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x5f4F}001Nw zNklMM6eqi0!(hw~6$*gNn{r?z->>a}JR(ehX zYwQE+akTB3E`RpxU-)X@9)|kknALDTIEs}Xn|u-Nhuw@1j%WQrIp^iz4W@tEoAu@g z^@gm_W_1RvLAz_*X;XfMU_CIoz8$Qa+Zu!QVZGrUwvEX;V^-)K-_{7tN_eKtMGb#U z2@ffayNOwdpoN{8QJS77&6=KLD*$Vqt%Gg(dnOaIzoNMK25<$tXKq6I7O*3eu8>tBFNzHT($VUAO+W;Hrr;1eYfQ_?|M zNtA=9WfcfrW8q#yuL$s$@GkNPI{1WkVPKx`LMDR+k+Qg>1``OCW0nUi!#g!ZT|ulu z&1&Fyd}0A2RY5P%C{?fpvnvFv$c4ht#Fs8$hh%VnT}`wOX%ndF5o1R6W-7Dv+nLpZ zl~s583|M(-t4_0euoz0xqN$YyuvAT92wGPMU^NhmwXSYs7Msni;WOB3ivO7c7MTNN z2Z7aqc4-V8*j)u-m>~>BuUQ@}c;32lh`K(J1Rm*?V;E|$eI>ocExn;pb<{$Arm+`$ z!@L~OWl2&@v+9R7hY7dBttm1Y4gE_2+0%o08f@1V!T=fUq9XlET* zrRACx*1)fJuVg^nt)0d!mPQ$`y%VV}H8ufD4~!7g7J7I5&G19(nv?nG_X3$JPw);zLY|nwUibkJQEoz=Gynt>B=N$PT8oMxR^2Z;4NZ*HQEqH-#Z| z!0?HnjSRxPZLAz=?By^lp;v-WBMJ%yDb~05FKkpASbBq9e6AkIsE)d)=~ag)V#tXA z;VqYz^Mcjc9o*Cd)lRKL)I;PLDPU$mj-6)cTYJM_uIdoBlXQ`s2N+h-3Rp3@&uQH1XaFD9ZmHKtyQA&e`!$*Q!t6^>k?P8L^sxtZm%+h0xO?_6} zhap)1x&l@r@OPjm5W8LC%zoO|f21WBoD0dh61+@$Ll!d2fn{rAR%)vvpVg{DFaKlA z(j$H@1gqI`Rcr)*abW$#5bby%k9%HhINx#pRhDsX7-?3^Ea-F`v%Gt4X*3AKfLxk6 zW}#+5Y)uP8{7CR~e{x{`OgZ!K&6Y>{NPw4kC1&X~fS^MJZI;kV_ooFbd8v!JA%&sL zus3W3hfH^*H%xq1?!Uqp2i8v=QuJ@0FZbMkg@1e(Wx{p*{8FI%K(oRv$HsELZn)Nc z0FGJ*%|eDUEP`5wc^di;W=94!5@t2K&8FBC5QQiGlZn;7dvo0H-B-BzDpeWwhApZF zV6fCmXsqrU8v~zMhci4VXV^RmAF0^v?oan8{ga8+zCAxK0WA6oU&Z&BS?8*^{qwc| ze`1Lye7?RCh73Ov;N`*k*#^uy$y##y3JdYwgT+EX^jWa3mT3B(BF!4dD;F`d?toRr z4x{kpq_dwt2?BHnqVVXy!au%!ZJEWwF^9HsI!X(e>+>A3^gy%HA%gZ**yJ#5+*in7 z?g6Y{z}f$IiN;}1U=?5-UOiYk3{>4}(g-=Ca2kYRTHw-A0JF-V%bOqih4L{tX{jf7zug)w>;O=<4F!p+O+<>mAXV1cgEq>fu%=-@LVvl?5t)DNtUK9EG=<#VD-k~We66tAHI#%vqR(X z$7>sggC4&fuV4e-Xh*EU@I6a)FX%(rgfJxI;G+PJ(!XyQh2Oru zjtKl%x5dVXQ7@QM-O66nQ|Jp|$=*01SgulIIbU2D?f8KFMsnfa7pvDtPR3zF#-R;E zmLkPMO7zs|3x8~)gHIl1aUh3b7#Iia4Y5+Qw=d{jJ zt#8i@sxp*Vaag*F0~rSgmTO4uHk?2V&7_w4{qRdW-7e#QF|d2Etf{f|g%uyexh!R^ zxP+%Vfk!L>N5YQjMl(}O6@wKT2LQ|0kl=1PkyyE1ky>b~cEEicXEAt>>4|X+IQO-_ zGBpkkETfeAs%CF>s7Qz;jyXZojO5Zt+X$sh+sWV;qTy@SI6{%HvRtHK@xV9$SePSH zPy(~2kt5IGt2PF{7E$GDk=b0WO~Y)hVfQq!npK}TLra!n#o_fDSje<9K;afL3&3I? zED%Sb1TaZ$Ra@7ACcxnsdiYJ3j44${U`56O!P*ps3(Cbr#mbe@wnmS!VkTQ<4A5KU z*twNv;$(YMV&vib?l!x!Hx3&z4n0_}qnMcOIa--*3>JyV8l zuLL)0oGGPb8TE#daR9LTGGIATb#k3+e0{reVCAd@tG1b$s9H^%IP+bZ8ixtY8mCsR zjETV_W*K0X1+Z!>t*VTuYcIFfK3R=QS0l6Fi{A4(0xL2OFE8AEyBL(^M0w6LhGA&! z13&~}m; z8TiC>Do2gz0L~3xg@r^4&TM= zRc0Z9MwwMt@Ib6tmN5jYv=)chtP}v2s;oPa34;SZF$k@}E3)jB`^rr4ido`R^1Z3*`if1_WawGcj1Pad@G!2t*;40ZSTtMJwNMk-Op7(Q#35 zakk4Ly&s|zvgq&lFsggyvVCP&>!T>#@zgj>V3rvdvy@pBhMGy}1tDRubptXE2YOeE z&Ws^q&^_iF=g}r$`Ci9I;Y%2lB|&M5O%1NPq2bqe$$qRGLiMjK;5~F;*>^j-9U6yg z%&H;Y&VaZzk!B&;%1ldQ7Qh5xNw5c|_F_W)pg(6$t>Bp*Z zMDd-n9~};%Vs51aSg`gqSO*`bQ1LLsU42;8dW}THXFj@&%IDrB- z=nRFm9FG#<6MZonq{GydQz6-89W%=thx^bta9;*2y`b%=d*mnmUTHN$bkH5(DVvv|7+q*x=7Yt~_45Q8YAS(q~;4~rB2>6rm{uqTf~|H&@$P_hE!@O2uq&Nz5Xb_UFn zN{AjVE~MZ>`??9sa-b9gzX7gB!yVNGV4XJ(ur2NgNNNz8R87-DGtO67;}|&w>Qdlw z_@HG@egSOjokPb#wcGH(IBbT-;Tp5f8TfjrSpvY~=_dN(5(8F&uLnxiU>}qSnHAOj zV&eeJYWnZqja546{r4hKa9f8I9x5!m~m#+)E&mm z!Z2)^CFwsjT%8YN@LJXYSiHs=$1+HFE*J;Ytp2;_H2j)nkc)ULAz$Wz1$wTWOOU(G z!dF5)R0T#}XB>8Y#o>?EI9ve>GeBj|b%(KLxp{;kt2pOf85SL>LS`w&u~Hg=)euyH zad4fVi^3Bp*7@#{#(mmpT*0)rshMBv65!7Qjl?qR2Y@ii4JF_cSO?+45b$Zi0*{5x z3;Y+B0b~f4+;I952NefjVD1|9;)Y*kCt_qJ;A4bS#pB=pr_LH*b8$~EX$ZA54ngGY z9B>7v&!xocG|e&tA^MR@3?t*4a|XyYXh1YSnHUtjlo@un*< z4m6?|iP%(=3Kp~n2VZi*$Q`sV7DQePmYV?es-`gujl&scRVeW1e3ozuk9DoSt_-F@ zNXUYu1B=IC6&+ZyaX9*&?+V$c05Gf%@^j2W>KDC_;E{1au$ry|YpsMacnU9ruP>~&(|wD( z@K!gz-0FE98wVs4zAqVvE6nQQFze)W6-U9^ z)F&_w2v!Hx&P{vsUUPBBMdVSvXLXMdSj&B{=Nko1p*0Q|g`6*aM|qW5uV*}IH5!Px z(+mV&4ooTUkD!4J2V!ZkKv?>L?}S<1xDM}4S8p6(hv^&aroClg@hyhcR^<0>zk#XW z9{emmQp>H#g7IZ?Ra6NLh_>+xMv`?Kv+B{p@|S1W_ni1F(fh34Z`J+0KGwJh6&%%z zW4DNv+yS%tL9oztb?}|!n3X_7kKR1+sG#2^^s|k7By+B+OUW_0iHrk+)mhRj%=)_; z@ARnS8-R7hEn${I$1Z%4CI$<$R>q_UQI@D#c&Jb`d_2yqQ)s$EliD?Sma1M`beMM=J zWbit&2dg*}hH=dKxa5I|operys4I7MQP>Lh1|AVv78{2!>`2q+Fza=645zMvM9*dl zSb{9Olu;DA!9gR8)Rsy%o>@pjRe|ratINzf_0^{PM8rBP(R3=kxxeqg>Rc54C+L1} z9D;<#6YU+CMFH1`Uj){3?6W*lan%9C(1;pIq!3Gi;fK{{EO}vZaCKR;`bcWKN8Ur@ zt%Th8%-ea?Zq{B{ei5m0fS2@V<@gS84zs?G8w7_+$EZtT*kjd~wIqO*3+z2z9hGDY zFd})w)JKjnYc~ScuFV`{}5c5)RuYNqq3+CnBn#xvo4;DeO-|tDimb9G(Ym8YuN_YhJfhbv$2FDO9 z z7K3#>!z>}O?IM8-`J?(FGU4>A)vSxmI!$9%P*vyssTmFL>+Jx=6lNV~`7AHu$Nk~3 z1c5s2cZb9N077}>0N$Rq5UiM460<`>g;1bgPdSGLk0{SGfbPLpQITWn?aYEela5>= zSa-+ee>yRHS7t>%3)r-I1eEb9kIUsFV#Os=45L$=)hyaL(Mz`8fcgo<1n1%qL}(Xk zmn1s2)o;|SQ*S)OlYXc(?1=RAj+zyM1xUfa!{LBW*&iSX;TAM>4}1fn9Yf)dnbnOO z3KDano~g!z9NQ9FQdlyim1*@%_36&-%o+vjE(Gi8BbX%*MRA}FkKX}K5QVTI#g4!+ zB;B(!6%>+57`C1i=|yTq^CW1-NQGz#sxwgKhfHc!8Ef@hHR~rat2jJ9J`%AAtKH-A z_~#*OW0|W7TJRHhMvxqgq&jB_9_#KC%tL_@w=O5QNB zevt6+`Uhy%)6@I+hQ*=S6SsD|5w!M5t>xq6GZE`?z$_q(l8##F%vBq2TMR)zami^F zmVOkkfOVA;`Zr}3Lb2IAc33?|4r__ba$O=~1*nz-fp1F-0{XljBFcGGRXO505yP3^ zTM?u?AE{YS@2^=Ehw_lJ5MYp@g!N4 z1szgmDOW{M;tTbH9xFj63$jD$)XPu)#@P;tmNNSH)GUa@i&(jhst}Kl&XguI|EQuz zj-l>oIwVJP256B zvqn(H_`5pz2&>0SV0Fw&e3m3YT2kR~gxeupNy5YCG!4Ka@&7F~>)*TGRAL<+u~KGH zA*;2Z=o3^2R5ThX(1KYb1sT=f(q}#G<`OH>Ea6ie<*N;pDtam*VwH0Lx*6mA3bTGu zpY^B1?r@j^)^Rz)EETc}3&}3{oXU%SVwXR&(@6fo%=#eBidl6XD@dq^n&klT%n`0= zDiK2L36X6$4+Lk`Z}Bt>taB0lejUx4*c<+7CRhm9fLXmXRWu1ik&}05Vb1L1vvvk- z)0)#Cq*>+1G3z*COEnAmBeuO~5JV|wB~ZQy$}d|AL_dOo+k0!4$cD^%c-XAoMYF!G zhRk}L0@iWh-~-9>cGT%SdI;r8Ht-Lq#hs$L$++*#tTG$Ztc`vbX31>GtmCxp5S@MB za_ZSt-i6BwD-T#u+^XFukgqZ-2voaiCc>|GAjYAoqwBXR+**D+T6gbZ>u4*j+4P+30PgGLq1)&-Vg(E z+u}rnVp~eC$y@NZ&UN51SYv()a7&_S^&*k!F7k#p7k=oKwk95<(p--Ht zS*L_qG)Xc5OOG*Y=TBMILzW*y(i zEcBYf7iS#9RO{uvk5^ssl+T{|$63rQfoJZQa*J0VsPFqI#1nUHAXcc>@%m(Dg|Z%8Fm=UFlF;a!>e3bRfz zvq+)>W`V78r(dpeF0$~%%sV_W6OtUhx^oL5_srtXOT=JpRuNd6A+t!bB4$0_43=ys zUrCx6;%n^`iq6l6zSJGSug`<$F|*vsh4PT*yy^UBTEq7(7j!7)`| zV%ACfOZs@Q=(08KWoY=U%g_K=YPS*Yq}NpkR&QG)u(V8>^=*|f>+ua>8K+Fr*OR%F zZC%;@k&%(_2VyU3mdLuZCol{JT^z9VmrLX)G3UZ!N8!$vE~WDl{gru~Z4JTl{yt=u z)Csd5-_9)IUrU%TyONt8~lKZ32m+%VyDaGUXh}!s`~mlbCyY zMqtHp8G==217?XVX4Xus63s&XJkvzBc38(%YNTvCMHx;6^a^G!X%;wxV%ML?O3~9^ zTg_%{<~7;c3$pp^#z$bSBCw#dOf~C!cO~dQ-3r!_SvXhOdnjLYXj5xZb>?APp=?!j zxv2rOc+V^d7rp}vPFE>JIxRd{^5s-!KZjXe`KxD^NLLABV+)91 z_{q*L*{6fs;hHvCvR+ub{8hj#yjaSn1WUh17zPVN=>dy+c17IO3A27|=v`XN zB4m~bzgj&z2G4|H1j>+8I$3dS&>NmszX(`Ct?*U#QFwD0vXLB+P^=*~Cdl<5GA=1%{VkT?-da&FDK=`i`g}zound7UJI$@TcABdAyq0{lg zedn0v!CL(~%<@+`K(Is>Yt}8)(u2i)+r=lG~IBY`Es3*NtTs{A%)wWT5P zDi_(CHR~L+di7#4W&>9m^oDrJasGon`xRz^;}U#>g#kSTYf|9F-C+dQ_`;Z1zX`e! zwX5cd^OD6rev6sKOT#%WE)f|%rbpM|y~&jJMxCWSXSd9#PAI4cHh;`tfBXWrlk~D( z&YjIdXDpF+FN6yp;`P|HyOrg7gl(+rGpDJ*$1ln{?Q^sX3@WwC2Fs`F?g&zsMn|!g zY8C}5hahLNHYF1j?#=pAA2Ibqe!NUg1`9q*Q<}xOBb=7x>&)s4Vdx(#0n)t0g^5Z6 z_ijx~4QpCtl-YDelc~&l>f&WazR@eh^@HayOQL_kX3%1*mR3Y_OU-Il(z?o~#HD`y zzHA`yK9mWfe4Y7Q$gCVsUM({zVTa&rNR`*DGagf!)z2|l|NJmSn~Iq?G^N1BlqIza z$B*Dw<kP{;o-5noCQ`R>dZW_5?cnX!l=ZXjDF#j^D?i2DcIVk%*#~ZyD$X63pkGP z!fV#u`c5OsfRIv`aJR9x2%dNYv%*CVaZLv5Nbtj~kk8>O`ju-f3-F=CSq=YI>;}yu zC$0FZsci-Atg;H5TQ(22VvDRou&gN|wi;bz`2rssFsoa^y#OfgK;95z6!#7+sU$Aj zx^8%w1Kz+awq^{+87#hEjtw`gwn`gZei^=7jSm`Y;2>NW2@Vui`+*6(BzE1fS`%2e zF$#G+~^|X24;a7 z$t_;jAH0#qMeXW}*;?Tu$hhQyv31?pQW9ji3bCQb>jnh29YQemxFW>jf+UkB-By^s7k~ z$&bMP#u=_RXch`Q-~>#n+}kl#0b6hlQ`pDgyHvFYtE5%v)fyMFsjUYqtMl3|N37?Y zW8aH8kA+Psu(i0~U1biN>CL3~S#75~3`2Is7h5ZP61Ib^)0ow5luOt)zaTll`>gL+ zt+%1n42zF3GJ(3wPO)Ju&QvG&hCv${^m|kDj}R<W#SgQf+CH=ndI;&D{-bXQLz^|H`;*&-wUj>x^DoYQvpV~8clz$@NWphr z80xcyk~XpO-Ruedd9w%=+73PXDBTC+(-Pv5q7E)q(Yo!N;)O8~nY)>fdg{ zH=EzlBw;v^gfrC<&Bnvf)lhrzSeu&lm1NDj`q^}!^*7I}f1Y%%)=pjZkXewztfNnq z_eTZH%5gy~ED+q58@e{JEF9}e;>Nf6Yz=;-;Huehh$8teCNisOi3MO~HCj!Eiw9Gp z7cdLJ0+-;jpIU*5$Ss)C99=>W*8ieAGq{GjRrnI<{IgkMIQ|(Up!y_5kK~3ywe1|G;Cz@M2l zt^zv8l#YG>?IU`uYN^L2hV=D(9dro6h)-9>>b``@%xX8C*A|+G8S;vmY{;yY0|^rz zo#Q2mEzY)&n3bWce?Vgk)T>vJ_|FT&c-qvEY}dmu=myw?k}zw>4X0_=U;c8B|4_3q zuQ3dng?UcQENncGMVSZ64h@0zG+US2o_5iTZLFj%(Z?L(#K(!+wA-e!vd;CpL6yzV+k~J{Tmbn}4Eq^aMbndvJzP62x&0l}gM6lA$PMRBl2L`2=TQ@W5 zYsslFMcW6B-kWJ))wjPx_PKp-pWEm5xqWV*+vhfK`#;w!jE!U}&ujny002ovPDHLk FV1kvA&yxTE literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/2a75b154-8239-4fce-968d-441d25d69a27.png b/docs/handson-cnn-tf/img/2a75b154-8239-4fce-968d-441d25d69a27.png new file mode 100644 index 0000000000000000000000000000000000000000..a34158862020a91f1c4a2057e90d913d472515c0 GIT binary patch literal 19947 zcmce-WmH?u7cY!^v0|kpxKkiVvEc3$r#Qi(NYNmL;vOhkC=LY*#S0XtNYLU=arfZP z&GUc1yldU>Hy?6lowa6W+w9r$JJDJiiZAe}@la4uUMMTcX(JyA$nhx#I`aR-l^`DZ z;MG#ol~;6ALk|D%9}W%dah$v0cw@^^jy_Mypb$u6( z0#$t$g(ts59scUq4%nB^DL3gIdN-v`YIxj>x+@xQ6|8wPsBW*&8j~`cxv>Xhk}|#9 z8UA|W#s3A54XkO}Rmab$5Jv^F>WL!xe?8bM^%W8-q-dY{eJk*1a#d%=XMj35!TB=i z;tnU_1@Y(48@9Hd0@`W3>a@lv-_xreBQA`jGhNcfSBeb)*v<=|s-`>CCr5UNamcD> z6cibmMKsNeZe=gTdc|7a#lWMR2Z=qcF}M)1cRpN5XAtHuWqygEdGSp>|A!w zJT70+@AkiIuUfdRS_l-0*Igse*}h7c@z$P}@|SF1{GbN>^EP#X z1a@Hy3Zp4C7imaE@%XqBJB?G$O;R*mNE&Y23Iqh6l<+fVLiEo?sS8ogKZ&*H zg#s}9&~fztbYWSy5z6~agC@7=_h&A^hOa^r{*^o$JHrNPr7rtv9i#$$Mz&{?L~+^YIpSF*^71n3T~lM=AC7Ue1YQMzJ2pz(FNRY1*o z|G>};&`%u=x(WKP%tk9p7H-QNYSPYk{eTrcEOenUvl?V|*x$>pa?AdCA9)6d32?^W z9Tpg3RTd2d%?AP0rLdCnvWsJMoASm{&}vI(1O3&AY?gJ7mZm(R{i3Unwn0voV49>< zzx_y(1$3PLL(kw}DMhoUz?!`?UIpp2RNQ_H1_SO37_&{!60IlY6g3({ShuV=?9dsS zZXlGaWb5PZ@zsC-Zhu?;2T?owN{*}P63r%j?`u|;EjU@_B*6nJJAO=E@K0X8#r&)H zZ@cD)Ck)o3pwUS)#g~a)0n%olMqAQTg1)|^lc2&z?;pF_TXiuqNzz-c>WRJGRzFsK zk7wvQnQTqe8~JRC(e;ol@(yqxVV&#mb#n)A^^T;Kc=NRJ#T$Q}h-hHJYcBB*YCSyc zJ0=dp{nP`06p$&5;_^iDR66PYZ0X?5>yQMdsuI5p#)vI(N^!xMit_OQy`0RsQC7Z? zcbmQ+xn}nKe{eHw6gIPVp@5rF{eDh(j=r#9Faj11M*@f;(Jr(`cGbyVjcNrlzsn0vW^n10CqYc)J8J2Pu3Z;8gEB+YCU_Q;&qUxyUGKg@0EhAG zyqDu^UZ>@WQE8HHQnHv8f;SpUAs1ywpXh+uLTpufpTbd|wp;G+{rBD3HS<0~hxPYy zDzR4EFjs#z3fJ znE<~65BW;#)8YLW@5Rw{o*?tHdjG(E$UCuv*-M+f?zcP(UNpdszq2=E1@UV!L>~g` zyc_41Om;w!?ZPjZTI<~#C=U4&E?FeWYuoOm%~IX-B`z)* zZH`)fZsC=mN@o%bI2x9FFpv5uj9UI!58Dk=e`|x9KU5zZEApYhTx=BjnLMb!G21-w zAB;`)dI#-?9a zmzWJ-r;Sqk{uzy(&wHPy&KaBfYY43|r?qKF_1>HV_+^%3^jya42d?WMsH+Jm7H-lD z2=77>r3eLHWTFy*X!qVAmjPacB%rT-$nrH{&yzU{u3Qcl_hM*WzW71Zr2mzJjAa< zW*rsszY0iFKC?dP#qUL^|L70u#kHL5o+a9*t_1;eKP2ATolYX# zt$yJ5jPP-K^3IErpH81_!{{n~<9pHUc&s>Jn1dw3R8l)_l8HbTqOn*E>r&!=h}e{U zUst4O0j^?J(9N<_?jZ|})R2z7=n0g&EfH0CHGNZIN`m21UezB(TunnX4#?6kK*t9Y z8L`AFl6f->3070i)d~^}PAlm&*?Y%XB5jG&*>Ub*G9guXC|zfEeNE$5el4zsD@?-H z32|!Qd%HmwhF121@KLJndwKhBU)j_5k$Dhxm>FBp`nlPK$tILN3us?Jo84xVECnEDz|n-v{9BV)TqJ<*1>WeAQ?w z1b3S-*z0+iob<~u7x3FxQia&Wd#oYgzO&`S?K2_ViixNC zx;j&7I^xU47Z0o$Q{n1Gp`|VS_j-)@=7)XASUmij?w^-?87N7>tGD^Y7rGv%*T69) zX(Jsc)KB~VD;09`g^?}@Lknv0(-}+&3GdY!NwQo+K|rbf1#&W>=#|LyDr%W%Ft6_M zvTvWx3-5ojfudS70_hxU;?pfSX7c|rXG<-fp|PyAP5XIllI1p2UuOgtuU%0H_*$wk z5?_t_hB#tSyk}0K~g|_22-85d5c`V5PSYB%*JJwjEZ*g+;Bdy zdLqIK2h%;*8=Q6_F^w`!oN|(&t>o3%g{F-&>>ON6M;`_MW2WKwAB}H-b!vs!q070} zGo;&;b4;2GE`#Mbrw4AXNU?QX#{=nk9ahn(I1HrL#i!L~#f5nY1~UEdabQsKz*xPg z6^wjiFqQ;vS=Whv``xNkAndU0HQ7u|A9NCxWea~x4vU(f~C|F-kh6nwcRs%1d> zMbK-K>_(S%lN1m+)vCJl0enW{Y(d;Uw^HIqmgN2uZmbPQl<0 zpH|dTy#`?x#@*JXGPB~p-nVzhL@e*xhKkF4x*Ro@@^!w}mCOb{{Kv<4Dfsb_T!hxg zUTYN3I}F*V%!A)uJdgWu$cu=^4=gWkz_#wMei%wwNlX)K-K>smC}z3ft<|)9|I1Zw z_~{h~zsm_Mt2wc%WPSan0^zIseNb?|IOA;|{U;+`N#Fr=j}lmO3av1dDtPrNdG>9W zsj>u&Jo&posp_2*=gmCjqc4Fue7R@MD(sJhW(Q?2zw#=G(}i2$YHX!8|xBT|+P^{2)JwdVSR5l-meYaX1dPfEsyozVf%tbOcjQrqz64%PiP7gN zlbgN?!JGq-Qqu{~KL5dE*V)IfAp|WEV2aGXdwvWVOWG6_5w40%y(#OPVBmv8Kg146ny5Yr4jl$N^?@N zr^}Dq6Zb^gOnl(P^cvEGaKnMg9v#nNTg>-f zw`e1|l4o2rZPxirz&e*J(Wk_TBxCs-FO<2_IL&?j}sk6oWxFn}IJZ-+kN z)dYKHd)WqK7 z1ADh7MvI_C&v*sB8#{h|i(?B^3Iq;)`FL$5qJdyhxZUHtUN6m%fiMlX* zZtAKq9P5qWdo=E$$dEa3{W}gYJvkfNc@?eIBSXF|f{Xe$@r~99yUagC$@}WYNqqm- zpQjm=q*d%Z`@Y!HO)mcc`zcpfD}h*hPY85}XQ^g&!=xF6V80r$d%w9cR?&@UaON`o zzOl%;tNv<0Y!y^e~)(oMJ!cU2t~$uL5NXHZ(&7!rpmuwY^M=-q4@ulHR>0Z|krTYhn4e(D(~_Xh@A`NEx&tb}EZJa_JS%ljdB2~je(r>Ut3Srsi&S829%Ffo+fCkc`({lTP0gN! zd^-W*+t(T>cBZEcPmM}Q zb}_W=)xF|a=1D*`G8_QllDnfT6#X*ZZP6}L{p6T{V~|zoJtS-Ym8f6tM9uY&C^9t#QtCDd92Jbs`yXl=*$Y8@kV3^mut5)C|#%AZ!4 zz}TJ;WDlJ-J;w>8U{w}NY7^lZi9dS27Oh;DW(Ym4K!9FvibRgtc%J!LM{lJAmH|&k zF72DVhJ4r-;2A{kR!vBPk%*h|7=qXEBi!e_*&`obL-sL)ZSMKx=!4({_OxgLy7Werpc6VHT15CBcJ}Y~o!dL^1SRmwV-pIrqns=0Gnf z*ERK~2No>f^PipjC1`SOQYAZDNhPcc0X4j zpx);kF0lX$>b*j#PV$1N)ZyK?BEyp|D58J=Hq#pw{`G#3ARTHTi4tI(_hjWXptdR^ z(`r6G8Z4po=iecpGYti$)>2>X9Z-S4d(5^Ox7M;crF^aW$XwH{v|LBl=hO-D&pnid zUekuq5Quqs)@usnBIaI#E=wN|@L=rm4%4@97QMM%n)79Tcae^g^&*Q}Og-1FyX`nF zGNb6IZh!fD1DR!Fj)680c9qoY8(H6ZwYH3fidNmIR}a4q%@3I*<;#&_r|X?|*U#cR zVMDqKDh`pZH;k4A9$I-nu}1)wh}xpzQ-CNz(Cw{x=I& zA`X@W_rCD-$SiG~T$#2Z zeBg&FmW)(Z@vIF`GW_J%5rZzVTQvUpbSIZ2SlNH3VvQ1iyMg>bH?ArvT zB}ASWN>{GbZhAf#t*E5eavF+QL3cda2OypiwVbJ*`#OTxGt3GvexEGq>o8Qu8txL1 zZ_)(b=}`OpJ0Wg6UHnLR-n>g2%nRHLwmO^BfXhJngx++px70AUhrdyF==GXkRoEQn zjN3PG2uwQtmLMPT>Ielq>$&c+gK&zlIXUhqs@StXbNGhVz8l?yKEL8|Od!!G)CIu+ zux{1AQB(Xnmg#vCTiwsJCUYj`q~;7E9&8LJpA-+Al02q5xEE?~Lr)hreD<^d z4b|`5b1nWgTaTbCnj2jHU=Dsf*oa7}9__~KwVJ%UNloyTBrc$r+fa=-PM2ZGMaLz8 z*_?o?@H8W}BXJ;q`6_(O>qL9$U-c)IutCUe5qmb=^SGI)JUhiwdA>sm9Pw{DydOeh zu4oVi|895j4P88t3g2XB&4MmW*zi4mOa%Sj>H;5ldzO&#Gf>CGbYIzF7M(s0PJJ)C zSySz&gm$-Qv&S~=M{Py5mpuh#d6%py=SM%nwctq3ZCz{M0W3VoA$8vVhP9UxCA(3B z7X0q_QeT{oTQ8%tyCFxUybSoQ{GE+2xWVIX4twQd*MYK>=mc6~z~8ltcZ_(7QW`1Q z4eR@N^;32-d>`0nZM3rjEnhiD63eKoq-A%eam=K`l|->ThjPxm$OftPxWA=;u`4@Q z^I{#!Wv6g>UtcekC`mrWDPwSnuS7V)@b8YDghQ4bB`#A?{o<(E2RD{DO?%cIuM8PC zon@#FTx^RsYDK}fF^GM+dCZ|TVEe}sd0?!Ad~EQ=*UI5pxmMbdH?&xJ_kw6>#!SpZ z2^O2t51D9SAU;mHWWG8@aODO`2s;hXKXD?{nhm%oN>o$9D>%WiWaUc2Lnwm2;x$^k zw3s5)z?e&#e`dHw;ZF@Ss%|;{Ic{`LN;1d5_1^IBdm+1Zsuc;CJO*oY1PgqC5)?r)WWL)bG;XUF z=Q{~9MvEH1eWVEwduEDI6*&(m4cLo2oytA))2jMV>!K0(+r#@TiUth-rNdBP;eha& zYzpWV_56!32LJhDGMVkFUb&D@ToQE#r@S0L9vF3LuR#R&1)6xEMl1Bc5#u2|x$iPI9M| z<`)u|8|JqrJ^AozTaLx<(tFAXTP1M89?NLlCv-+zZE?+Fv0A`=iVPN~MF2~}+sP;JZT z8XYMvD|GvmeqxHdumV7@L*XjL^f4Z*Zw$9vg6Z1eZlW>@Dn%6kD;)qKEb2esf0$^^ zeKBYzKA!e*MB~RF-u6Hsqlj`^Q9@5lkfq<@6bT4BBj1d49QIZ5Op+1zuv}6i?G2MZ zKsoJ0>WKlqCAT$GIAR|f_j9APVuS39_RNeh=ieD0stG%+Yl`;oWCXcia{LNdXdPIi ze&3@OMgjS?8Ki)*(O~_%e`MU(Mv_ZqI%zutE4k??E8Cy1l5+-ihaNstoO-u@hsKpc z=8p!Z;R=7i`T`%RUl}rNKz>Fw=JEejk4dvW6*thn%@En?Fe~pqZ4Odul247I_Mti1 zsyBG;GJ{64QR5qDKcDKx970||D&Jl&YUhL}>t~P#&!G|loaqc#`o9jlp#N86^V(J*Rbr%a8glFC06mn_OqJCzt1ELW zPv^$x87_2)la|SyBfU)o>QT^fJ!VQUmjGh}VF7Jklo8FPI9`aAGYE6ho_Xi<8AwlwrueVi+y}06j zi`D-lqo#F|)%ZQl4j9B2X6=U1Kk`-u=VF2CaR>Z<02b*>f63_p@s-ML4A6Fn1;Xg{ z?Z-Rk{jeC?3>D4)j`~^2U6TyNn0{}xFg0tx|08>sh@@l38)MN!hIC%{J7$y#khi0+ zrMGi%Yw!IAwWB#f?)M~_GV2~*+xath6$QXcdL<>|5L!;@6m`JTfO|~^c1C2 zs>>q?oVK%(HY#6!SXDV8u|C)3Ms%MEMuJbF$G>>c1iTD|TSbT|$@!Td&XK(Ov3~Nh z4v(af%QCy}kp;G;f>ktO#54raj9XE^5WF==wO$wjWgn~%ujKlQd3Z@cp6{QegVQN| zxmcuae@XjPZ3txmoH>F5N-?-~fL{A7sGR<^$xm4XFwotBxZy4FCU1C=DJw?m&UGxD zbNNKE&zB3xxG$W)+k|o4z75_kDp2A9z<$QgJZJxb6o!~e1b+m2yfWZpcof0_)=?C> z*Pc;J9XB_Q0lZGcnIdgSW>a{hug{0Ba_;pN#G!GmPhnX9C;_)o6qCNr?`u9Y_YnNL z@XVzWQT(#f032A=^3u7&=mpTCpU-`Zz<{p*LV2l{d1i=lE@LU`9R^3!AEHG>;c}!A z^R_N%$*zO?O|NN+G!5H|ds3q4U`e&#r_A(zQ|FJuXCy@k8%AXdD$%X0Rzy9c)rlgoQ?`MUm@K_r7M9U*oQUU zs1w~LT!IeXPWB{V&dL@00~uDvT_<^|>nzhxrLQXc5)CG8mNqQyXFDqZVrCeD9DoB- z^^>orsJ)xqQT|dtKcEFRYRVZxRU3|&rWz#lr`_La!q>6=gmORWqU4I^{y4bF7#Ww$5moh#L70ocxw1dKrRy) zjZ*$s!4Kxe&mqDb(g~UVbQe{N)q4Nlv|eg^c4RB?>FFgQOhhPGVQLt*D<7SohM40l zSUV72ukE7E^v^rEG3;z!3=x)K>4v>qwPZak_uZ=R3 zuVh-fAcUL_QVMs`0x%n__j}E(XLEl;GiGJ{vb;*-Lz779PpK^NKm`?DWY)4&34XWB z8qq*kP|-$Zekxc!2&ya6k_Rbhye&*z&tX=@}K6+@ic>H(SWt7Xu06YAsx{B(dnaLpkkQ;*}_EC3ujSCUH*G} z9zN(9~L5zyRQ|kax$T$MYcQ((af*Ik*O@1

a=C#HA5+q!VC@f#YVXK4bS-Fw0SRvtJ4R;5NFV zpER(J^ObC_+v+GMcsqn5JNn`+8?*KUdk9!R{w=Pu&Y+IdYFCfjl=-yZ!-Kmg%Lrs5 zz6D9=ZYN|yOL!gXL9`lH$U<6UWpXC)83TqasnSp-ycc|-yCnM(8OHav7StzX_jA@J zV{I~~MQuqR;>jj)TmM)96&*;3DW>F}84Nm>GJlubKd0K$rpj%?S}H0F6_W4{gq}lE z?$vOC$?a*Taqw1(^O%VZ$dWHt-Xkxk{>4WiSF|+wg`^-fPDH}C+gmpco?uMZdJqx_ zlmu~f)cGy4nS!S>;ZH<$M>zpKEE9;iLktQZFfi0)u}AhUY}#A1%y4Q81gqa62cAo% zS#r8f6+_jUMU32(e;S8Pa^E`IXfEt+xeNX>9iI#chnvUBoLAZ& zDr2wyF=AM+FgLo>AA}=~CPNt=Zvy{{Q`CmQuA>li&;0gzL>L~_u+}rtv!YUFh;wGh z?4%Mf;8A?H6MBQ|8bI(FUi8{WY|6(RdGvDn1X5-K1BM|ZUgLk%+<}k;7$&c)MjD)E zFJb(6SbE4mKYJBKH6b}W4=x$jDniq~EW_|5e6q?(&p@*CbuqdK>g@e+?R2a|zuTlv zCcHlZX8G5|3C0c_U!bWkS5b_8AK@*C?96;6zX)r!SQkn{YKzoxK`#xy*+!{;QmkE2 zIP;$wdO_oE+T%WUklx!26nk9sL>EW@rLl2QJT?2lCwtU>z83fLgC9O|>S{cU{xrjL zqq6c^yXH@9aYX{-U;4a`JI6{^nI_UU?R7C^%VeXYqwI!WGydqVh#$;y67Id0W8r<4 z6>=d69j5=%qBDq#s@kGf}xyK|&U92j6icC=>oG0B&A8j6KUw>K^J{C_N*jLS_Yz5J}TNWNFaJSj(t zK!Bosk;c_<*CO9W69kyk2jL-)U+Jx*6oB;yGn+RZK5NgA&3IK=2Ou5d=4+pye@`=5R~kkuQ72YX z_lnt%_e(cwNYEvZqoirT(Sl`x-F0Bt01W08g|wfs=w;{$>BI`i(>yuehXV@|DbGZi zI0$YC`O4@Y;LMOrs@$`mUu>T|VYH=}izcj4i5Hx_1-k9~_n+1hXmE;@-70=X!H z?lb=9N906&-gq%siz*u1e9Nq=c6WFpQ$Hj)UPsat-c9uOFUpGfR<%=HttibR{GI8jG)`%(aLS5vn=` zi@5mZ8~2_%Mp~0Z((muRRZ>dSuBXXoxP9ZCL2gJ>Hb)=42&&fZF0=uvz)KYUuY>3B z=^*1p*$amgFFVzRLyCJ3F$&vgbnAsW%O26DsKFG2D{la6SD8OHYD(J^WS&Vk6gI`& zFQYoXL|i1SUT;F<%%}&=tFc-e*kxhtC$UECNwv9av#TIS(R$(!Xf4P5DH&_;>zQBx zdR6d`eFE5c3*N!L646Bu9L{Uzgua3oOV0Mrb&*ufk$Cw?mvx_*0I=y}T3b_u2~55o z+iViGzse?0Qaf8r-mVcW6wrk_;!0TaFH=f_c%5WLwD~QMa_mj7nStnLdS8B?|2~)RdTJdHLxeYDCBPFpP$`nJ%#`(pu2sg0 zYlLv*ECVj}2Sl*i<4dq*+H?x(-vlj?4E38vz;~;p|BC;*53xJ_y6ncj4UY+mCf1 zY?s`HPGiwj=_QLW9KK%-1lxMctwk((#L8Q2I|k!EWR<;tJt z@y=FOjp8pAhcWB+6GF#EXOcdxr1F3zY~K(Q%WU^rs7C0)_7PMQH&na?^`F{(nOQ%u zOmTjba!3mJ{-c0GR`OfuMTLRbcm!U; zo-W(ij&EF!z{ok3fWr^l0D@u2%;n=w`42Sm=Rd0XRFbk2C@{FUXu=O;5r%9V0$^6i zNFp~UMi}v_mDQbfg8XaRmtI&&NDRWoKtug?6)XUt=N+glgXRs6FuCpBs96L|#od_g zqEUOqAgC0sjOlv8mQA5AmpPMrpjy*JDE;84C!cXC0&6^6?V^1VS zrgK#0%0WpH7MDDz>KO{_9;J?b@H{XD#Zkz@MV(zL3CxH0<+DAQBGuER+H)zybMthL zz&T<82cnYkUYhd%%nV;sZZhwS@$}~^_^}sP`JeeQ1knJ^bG;9kQO8j zJeMxJjrLU=kiElwbkmB&3o8$*UI9cql^|u0L_3t3NJmzLmBVy}Jdw4vblo$@-TrOI z$jq5&!JvDpa~2%G1c04<@ov2cCn)k6P#)Y+?QFI|Q> zr^Hu^&J5mHG2p9g*C8#6HTuBLRgh?Lzn%IkR(pmVfnU=oG;#1jLYl`*h6mLKmVSC{ z3Ro&YupvQHuxY_I&BF83{oKGuT(CmNqv6;qHS1%yJh6rf-ZA48752B&{%gh!KUrbf z3%189pQbW5i@{#GaAejp6J|?i>mgApuo+94=&R&935^4qPi@o~{Vc&@tI@CD^68Wt zt=J?5C;lAK`3HEL_n}s)|CJmyt=Pm4Esl*uiua@RQmyG`oCqmQeyb%LJu?z(Y+Rwz zg)<3)AzHjRgRb{0X-?VV^$&bM6`VcseUUnf3xyHo`27_h;>AGhz-pvFrGmW~q|)?i z3v8#C^E)#%nE_etH&x^_roxf8#e3CxUFc!jnit+J_isc^<~Gp1yK}IJ+N)n+Rml3b z|CI+5u)GOV7l4`;KQiseq;vZwJ7C+3eE};q!g&pilyVQY15sdAcckOcd(4{gk8xw! ziE-N_O#3JnAo-||-Km#h8S~m`{WQa%rXiz2GI+qt`$76AOgRqrE3K9teZFi$PDuod z0URMH;axP!8f7Et;Vr)T{7JghJ__C%lR*Ds2(@HZu@bK|DX|Y?ImnYe!sP3$f5QI9 z_1pQcta0(QS0kvOUB2P(mt4!Y9P7oyKKl-HpJym$MFyLMzxv*k#7qdAw*l7KzpY_( z&qx>z0keQ4W_$-(zCZK?>rIi0${B7zQ0|70?sB!cgqaPmXo){mz8l>p-3!Y-O!~

&7_p&<<4AaJ< z#vyP#xSSWY_xi2xVHKZ&m;eAEWiousUxJte6^;7@9C}9CPFb(M)Pp363Pt>G0YA76 zE#v>{-$5tlmia5NdYWNO=vpQ!!(H3E?I^geeKyg^RWzEY90Jdg4nT48SZ55BvfNAT z%}5BCxgfkCBN!w9k8v(`^jOWhh_DXrSF0nJ>ov+>%S|&AIGYlPzP;ovyulasZ$X`Z zHJ1(Bk?_;&g3+Tt2mmC@01B2h8AWx>W$9-LN|{Ej)5{n#`vShmZpl^#C2S>y9eM)$txfEsjxiPYSt5-nP`Cgzqw}5WnI0 z2OKYFLE&&TDLi_eGr~*fne7_f=~`90G3*E5iyy%Z(MonglnEp-Lk7<~E-lG6#sx1T z>AOTv@Hb2`I3@m87Y*{|n+I=U`3*=2_)0g9b&!e{6$dX61rwPbtvb9RMgk_icOpZ^q2WeBGl^NcVf*JA3y*Kie? z{uZ4$ZIt)PZ%!vfDK`(2B7u8e!7A9@_8Efd8)QFVt5QwtRP+g3F+%bt;Nzri$7oW46 z^lb^ragaJbFD)X+XX}`CCtUhA|8-mYNU_EWII(C2ZU`>wc(ay1Et4owY5jorilks% zjj8UtW?miM8&o!G+Ls6Cz8qr1;g}v$CB9!64DJ%41O<#IWaryy&VRQ3@$28VMUcjp zoUqYTcA7W^D6i(9h#*8*`KP0P8m&4i_@bhIvjsh{8-}R(*AU z8Xw1Y(&WDYBi8w&j`9XDaVDw;rM2FP6=2nlZv%GOEt<8bZ!!#59xHrrR3+Ik-st>q z|9d118wc_pOQAGjYA4~_FQz}&`mQObs>=aMef?suJH7u=!=Aa_)~9_<>_EP$_l2?` z(XQ_FK}|1(RG;8LJa-h%Q>9_ zrQ9QjD=Wx>__K|D0~2h-QBu#;D&U;tYv@zjMtRfONr2(@%Qkn)NVrLJf{4Ke&3DFY zvySTZgKx2;kBwL)^P@|$hgl5qN#gv+^tCRPJUl!n9lBzOYzMyCF1-owri`lbtN)o6MMdJmwK)#09rb ziyg%djzZRov@^DPrgj8g>+9-(FFQ4Dv8NwW7Td+DQi2+Sx#L2{k|@)n*RmzX4m!n2J`}FT%C|nB;Y0(?hz-pMO?t|mn-KLxkw!;38nw_<{Qq6 zdurWaP+h|_c3JtEztC4%)QkLl*6saV#rymLFTG3vc0_s92??SN*(^=;l9U2Vx^h#r z2*Dx#{$jf~Srr>U^AdDA>078_fBPgUABMkaXbZL+#d*L%JH)?D&Qm!Cti?c9g?-#~ zV&*g`OhZ|f=Fj_W=p82PWHMdbzDU4T?|OBL(XD;*EaJ7H;?bLniYYmNDUrYUPb@ME z;dzx6TGieB!6JBJ=;v=OMvtQ8vp`HQl-mTq9brG_7qilzF^xj*U7zhdFEnyBY|oB< zl^h~bV+8&oF+zP1E98UQ;3EEkEJzF+rl;6)k3!-=llkIGH$|;>D30EF zH18BD-7-5U!OCnkB$ve>S29Q^Rv6~>;{b9i)JPK)sfWwn-u)S~W(_wQ*>=oP-otU! zs9fz|EY-*QX*4iu>SCT;Ls+659vD@T;nY4l(bsiB`DTKk(csJh#YjHmdV&y^>PbUV znEC=E_VC!yUgX267qn0Qu3H8*S)OEfO|JAnLe{T;18RPD&eu5N^!+7T*fO!)UQ))$ zWCY$f)oPRM=~Yl<*w$9!`T{tL$E$Zm8&&imKY$dZfZkwd+pmlV;YQea3^eW z)=;fQWXD&@y+WU*`l!}Uw4WSubk5Kd6c(Tte4KBIFa-VNW!`Uk#1VHgtr;_wyJ9|Z za!-=rmz~RG&3nv=`kBGnStJRobD&lDUBq+53Sc9RN+rQ5VFU>nyp_P(tdWUa7#A}w z-f9BSRQ^Q>bgqM(^eX9fU)sxve*DrW&v1X8g8Y&dOQ98dy@2o!x-C?~_9&Cxiz(s>0-E!+{mvC$Fv32l!yKs+{u*Nw#KV*kU>Qe~;!i?j zWuF3P6J1t0=wCEFsSj8r65)TCBu}J*1p!>+Gfy+$$X?M?^M{K*;iygWuBhB_H{!A~ zh$-xtTMB&dlGC@li=@!4ttf*s&EFFdk;NsvHrPuxMsI5rkH-JRE*LvZR5pakiAojSkR}2Ig zJ@sXe_1(q z3GN>&&XE8-P~a#EIh~5S!@OP;NfHY>zckgFpTQzznpX7V4xVH1itUin_{yo@oRA7o zD4EZUo8vM&2S=0^?tbZWXw1x19>?jHbzfkAnpYn$i9gAAfJ3}XsFSFaB&{ZKh&7h~ ztpu$~dIdh;hO*%)(TfW)TSYtPUKRlIZgu~(*l6R^yrpo_()wJO*jnJD1bIEr*afmj&%Yg;rj;1mIEc~C# zISO6dt>E*oN*-*SNUP@cLRih0_b)X1t6*Xd2)VwZgRZ0i7g4kkHdnHzl z8WGfJk(xoYXjOtz617vRRuDB}*0}ET{U5&n!8t#?Kb+@t-p^dx4*-Yq6UCE{PUSED zQPwaQsVK06_}7SZ)(D}!aQB0JLUnSM>ArdAqhny+essrynvx>!av`*`Eumjqn8tJ6 z30?rsm>R{ArM(U2I>^=E?`>(bUXpRX*Jm%;T6FqXQivi1XoQzTy=>jjaqNRbNO(p1 za!~(ZIc^4i+9tz)_Bqfj)zEZ@BYEcs^uSrsnDvJ@Ec?I(LXt?V`S7w?J*2F7u;O$a znHr@wqvr-&{Ho)e=PHWu3(MUpESC~qGTxjv0crk$$r|eZv#m|(HxyC}HOy11HQ~Ua z7A&(Y-4o(i=?tQz5XV#;@n>;8rjKeR<{`O`knXG2Hm2oI^jeG( z8`<`RVm7QSu7Ok|+?>jbzCAxf#>4LSqS0(O)PCzU0p9zDg@8>=4LuTxnZr{GzwR`l z%Cqx7h{CW7x1XgDIp2&oW@K@vQK6X9bTI*4+4gSuqT?O;o2=JE2`M1%Gc<{bz*NBj zP*%|!=>{LriCBfYp3?M4fL~g^1bE zj~SS5gh?t8;Z;&V5bFB!&0=%dGc(_PjU@Sf@8ZXVMy%@QJ%?SR$hm0^@e zCUJ+~`BNY5nO^vh1?8_dL-nRYoNxuDQsW*ax*j2`-^+FU;sNuuAGD8w1waLZkJd)R z4aUDC!o;eQ7qX>PI1C`}T9Q1E{+ifxWaX-=x>0kutzSatA>2`W5GwSCJ(^*cCt3<2 z%j)SNOs7ZKeMISskAl4AL=5#22yI9i30ftT^72X(>IaQV{->)QPW1~ngfE=oZV#m2 zDg!7HMv5tdJc&z6qlZot=Gp9H2K-IP5?yYZ+APnu%dyPhE4S|^;^Of>nT#F926vA* z)lC-kP<$w{c`$89L4m@SUPYPmaWX%NAcZ+i;%KMWr_#Ws|%z_*;mLY%^PPgKFX zvHmYFC|_DqV>eCG+Mb)cus^mPBNhmzA*W>?6SuEs6OU85F(X!^z`N`GZN?Fw5z<#R zOK%m}s$o~`VE%(_Ky<(GtBwui&PQ!^ED+PBrggT~b|d=Q!`D(hJxhDiYtK={_mliW z^R>-4LkZi|&husb7FnG%sLh7?B+Sek(DoUDr$`hXuf|ftWUbJ?5EU5h#NgxwYc7|v z)W8k=XZwKjiz|_{X{Wp;qNcQ@_{C#q#KL*|*Z(OOPz<`{@P=Y6kWy?0kykuSp={60JDWAXD zN?Nx(;4SmOPalZ9&mWHe)ny+Ttm?SdxW>Bm(8la0b5QGeMv5Tm{uigwwY`|XJ%N6* zOoeM#Z*N^08#mj}0_Wh6_>=axaC&Lx28HtTu=`IUG%y|5K~_}cX;c2|aHk~b?BA_N zBj=fbmAdmtalfBA&9+OMO8lL@?OSsk-nQWO0_I%TzC6y3x+r5ld_iWny{A(j99>)e zOO{8^$n{|$nB~bgS3HsY!|UjB6=jyXI!EmZZE0@{IqK8(bL~3%{rAAMRX>Udy6~Xl zo*q;lwDl90?@}3CbFdm4RqIAgnv_W)vgB7Q;_s>}L2(k%u8v!>05p)6hq$%e6{i)2rq+zE{(#VF5~vn~|SXV=bg~|1vhDk8i6S zt6%2IGGRjVryX0KnX#nDjP^t(hs@gi<6LQp6ca;iOE?@O zuO{I4QwGh9PKlr5>_OrtDzUl-x=45X@m4)<8V7+6X33W>|8V~}Ecc|v?&7Elc0H$n z{V{y;bo*fTy^xgMBk6T(xriSQg{WLYbIpZe1kw=-Tm3$U6BZIC7*Nz!HB(q7q7r+OC>SvF4#e67^=ZP+V zn!KHDT(9$vRBswuRSt3nj2Q&EB0>_qC%WtW=4zQuIAZJ{C1Ux>JCBGGHwfvAL^0>V zV<=rzAk^)(OCfQU$(O3yX0!6~noCCb?ij)|rs)M+!pGr#=Be{pciXxrSuNSW)zrF$ zc8RON?7-&`c1ilfux_u{sR&c+_-Om9^u}357@pKpzHk~t=wM`I);GwgT6?!3$84~I zLT3CNN8!N5_2J+3fE4ZMlELP<49npYMr-L{SCH)Mfy4>8tFq?N<+~GKodnuSqS*2o z(@`d>>OES7@SzZrZN?GW%g*k^d;i%?0^1jrHEz;Q14%Hqe9t0yp7*8fo|u54OT)QK ze^#s0yNdOtTyH6MR;!$2@;qd~gyr7Xw3pJ3;(N%-Swa{+z%o0|X3A*gK%II>p+@}` zT_~f8p>*=%xE&9q#N@-A*Om)O9S8gzH@mLC8&ZO@^ztTsu3hC`LayG*!Gu&_9t;Pv zg&M&QP_kjE;T2X~QnEji%E|ebQE)h9ZC(G${Y_RA&_MT{dsecw>v=0N&hnIEhdAfZ zZ5P3hC(|nda7sCqiaxz*xc zxTW5N=1*GZYitLV?`+7Q0gk4|8IV)f1chR{Cwg6*6CYsdOjFfkSW2FdsbrD~O=CpP zp>|1LY?eLvtfu`d6trFKOis48XXWu#Kkd%lEAk_jgv_@g3$ABuL0WOXrGC#58hUQ; z{39Aa71e6HzFAae@k>Z3baK$XsE%=b)cU|a8YA<)WEOw+lIw+X75$-6%H%8KEEp$1 zm9MUG(kdx`YWjkJ*ecVouLbGiNIz5AaDh(s*^#oxsqw4z6|hlW#_u#XRSb<=Waz2X zhXUSEjJ``$%6c%wW1I64gf}hp==!|RE`ewn17*jtk_~kuem`X?+ze)^QxM_KxrvaLyT7c~O~2RzgmoeZ*KQ^0jKs$SDnY?G?-bn$h%{pT+h$!Krk zgC_0qau!wHE-u+#p=N*C*{IKCYwC9p9L?U{P4e|Q**Dt}oz+t1K9*LO6Qwr$o3txg z)+QtDk{PV;o+L9e=EkZ^5Ts2<9JMLdf9;H%!_weAmQ6wMK{D~z03fZgoml0us^Ts# z@);_I7&>XieK!T}TH5?d)lmspPhN2q%roXuUi%%O}(U1`;Oi_X=ky72bIxD&UgkyzQjCL)yKG2Q11QM{i-*Bbg zMoMC!R0WI+%99|s$`ozCZVJ2hIL)BpaGOGcH||6iNe2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xK!7Ie0005s zNkl3>HvFKvbeuVK+x=$benLMxM`hsLZ7od@mq+JmGs zuf}1+&LnU}$ZL|QxH^8Zl7wD0RX{$h^NsdxBB!)ohZZ5O(0K7B*8)TmIqtS_*S-th#YpZGQ zzJ}63lU%Ky)$D&X(q;CfuErJZ1o54$`@y=FO{n2Tggck)DD+4)E zEd}S1%>>O_%<7UR8ntma4LZyIIE41z73Xt7IM*9h2Psm+N?;Y*LXpduQEGN~jW{YQ zxM)?v0dX&izY#&ibRRnk}EUw%G5Bk99( ie)31r!Z&@>*QCFyV_!KJp1smo>)BSt#MOGj$D<~2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xp@yv42_gTyINxX0CIry5DMoYtv$meas^e}u9mv}|D2FO+HMj%th>~T zcqWbW>}MCo?sm6-Hc`OMxUAUDRROEAHV*d9HJDUxpsiKI zz*Upz)*p+Wo=Nn=6*Z*Tk@07$i^mzEsyb7Df~)TMf!&a)EGLO%kA0C0mE)SHuUY1> z@ti~>Ai(9{#P^Gvz^0+c_O&Fme4pXrK}+l;8garj)X#=giyDbnxJv@0RQ0r~Ies&B zNBh(ld=!9Mf=*{1E^a#iD4fAIs(mN@BV>yBr_*3*+*Z=FmgY{%1`@!GHO_ix)6%tJy) zatW)yOYOo(Ku4-Nr%IMYuh&^;opsh(XPtG{S!bPf)>&r?W(@{LK1+waCdnPuv%)0# zVlY%E`C)UKXSqKf^*%QjYq)QpM~5|eGZw17Z{C))I)-&k$HUS7 zd4>+`Y~QvqDXE(}um=*}cytduu#=esdx+Krxua}N9adUFbW9ys9fJ^>Ik4#%1hfww znmMqCVck%d63hKlzsna59*-g|3eH@TGgB@*vKjVdZ+9b>eV$BiPq;@nhl>wY`?|k+ z_o=y2Q$3L(mlYpUng+`o=?iZ3nuc{v9~uXCk}D@-0fccW?2t|=TiQh$%1u9!PR2q3 zgaEyfgEdMBE7!UcOF2vgVznYAtO_lX8zqTegdtdh`#3L+b-8fn#1aIb>J;Dd;CB=7 zM%LrCOqirDBO%&zg6`JfJ^$P8+W=oUM9a)nB1{NJi|zg z17uo=Y6_h9d<8n_Gjd?2T?zBT@*~$hZ5ArhypKYd32U2H6z3GMYsLQq(wtKfAcz#b zic^R?>9lNyLWn>PJGMk$xaI*HsQJDaLLt-IYLW!mM$3v?q2SpfeOXE%X_-Sh@MKlT zLLt~FUn?tue85V+!@;tq64n4voQOK=kPXquYuG~ZS`s%rS}cX?bqb^=o_?&hEDJhv1-MW; z-K2#=z5J?+$*bL#@3F69Q|{{ZE+-=4gl z0&pr7-r}JE`TD9&tQir4q^}^aTR>iS?O+Y1L}!LpbaL{#!rMFe`0(U0u0B3_XzO=U zJwq+8=xn_8;pX4HPu-Srxi|Meu6}#;Ft6N7MYqrqPJ*kkzF)I0e}}4dtg54yS4Spoa!U&#^DVqqm`KhaU}{b+ueOA`Ta|qT z>*Is}EcL(~87e55pqAIZM2h%YU7?$9xp9_^i_J3=m>W^ctB+@>4rhl!Wrs}Tz)H~r zwY*-H-4S~AzsusIvk?5Y1oXj@kvM93jbRbUFx@_RAHNnjBkh9gfj4;hEPhsmr!Fe; zItB)7i}v#R>F~#M-iVZ&e=CxgCmt&#ak5a!L1!C76zg%D$Gpr_n>66JB}NWN`nEV+ zQwn*_d`jHUhZ{HZs?<)4XDU3W7ylMxMG~jNaHTsHcm~RAmLjgO7f)*r@lQc!o&hF_ z@x*D!*oX3M!muT#O;!RHS+lBi`nAn%c~-R*^FER|T_w`CMYLU{0S6o<<@`|FU-610 zFIRZ(GLy%;L*jpo_|qFFniiF0c`eRekR&mb$GSkU2EcpE36WDJzyCl{GlY{w;kMAG z-Of#17Xb9XV|sr+jM&ddeH^Pi)aIw!*sJ~eJ#HmPENpLq4JX8o0@iu&e3uIA2;7R} zxCt>g(3EZM;-YKVko*`tO}FE8(_9UfR#y2 z`6`>W+>}0y^$K0?gYIg9u=ZKhWYv?T|E3d)7`+OyQcn(JSbdgzIQ7Li*3Esg`P3uA zNxCVv@WmeSffPoKcTFYe&z5PSS|1@2gPawUpb7+ ztEJjvH-YO=HLUdVYN>jnoxt-(N?7UTRo#bGU1E;i`kn^wRQ*shkFRRUX%wvbRB6+SO*p#7Cqi3pM9n4?vn)M5Eq)C~O`g=#Cb7 z&1q(Vyn0b(zkv0$F_Nf3dpAj|S8UHpT&1Fr_badi9~0bISm}{hWG|9c-Lr7I;ISGB zDdL(0f|R@>``c;@4PEX`dn^_@1nW$TydwMCYQG}byq2&R^D&#ZZC_rIV?)9!)*-JY z4nY3Eo={6m^?K5~24`7TkJ*fQSbcmk3bJ&ZSYA(uAb3FMtt$h)V|ajQfd=US@aJYKQ04&EUFE`x@#+A3-IM}CEGMtxBgksK+~;A9fJr*! zIEz@5yo%3*v8!*6IV{;n7Ss#@5FvQxFu1F&{^T*5N^rkZ6CoUd9A|+-aFRrFo;nm1 zI!?ufZO%3)8~XhKIO3s??xXUhvBm-=bGchTOUP1(5`L#xn5GSWDIO*C#DCJ@W8r9) z^%F!+!qcOcrD07sbJrOL{M0iy{kC5A-;*BQOv;-9vu{p&h3TNfcc&{iCX@8eM}#fb zqUQZpxc%*Tt#E?V5?ksQ@zSQac?V>`U@qm|zMEzze?Oi%mQKe^tH*1(AvUZTv5onK zqu_u6(GFnb_XNH$_KS!2yrvMdHy#J}cs7cd`MGK?g0N*Umps<2N9WC*k)8wdXErL? zs=~tuIX`}u-IqOYP;sWM77EA%PJrf73mPpghL;K2=tY!1;gZDwcCF!Y&~!l8hh zDdQpvwV|kbVII-+k|s%`ppZ8G-gM&}YCu!kUO3sakfA=G^#30SYMxs|$*YXP4-A1F z_0RV;sJ&j6roVpz-zCh^wA&0}>%m`NN4JlI%EgD#WHP#aLf_O^+#y3}zUrD5Irlk9 z&gybl6+XFjo(GLDhgIo&fJzo7SUIH8BE@x-vUX(rc8=F?bgkCD*|xqQ)Qp_wEfK@& zl34Ath*+A2gG*v{TO#6FOa23plZoF%)z#rfe(P2jIeD$n!uYaS?N&72Hz8az@A}e4 zq-=T@wpPd~G9g^EX}onC&NIF=R=b5zvW*DWJSz`=cHfbxwpRLIvA8@|Uwfy!1|-A9 za!Y4fXJ5W{Eek@RJ6yL0Ks`3)O?SACO~BgM9I&n-iql40`lcw($;Se{F|slPtFJd( zjZ9ITlN0Ou8nDcL|R|JUQhj@AHCrpn;|z=gBU-|2JVsX16v zUC_amju|sebx#X)J$PXfR##Uk5*j70#ju*|ap5YntXWb_8d{E7sc>~*N!e*;(1ZkIU@4{0HFj8!13M-b93zMI zIIwhWvm$ec^*FFo(yrSY3N_VOvdZr8(aou;SP#TW#ZIn)nQ*CnOS&~Nu31wrOzQlV z(1))LhT5|R10$c+S!bPf)>&trb=FyDo&D7IKY$$p{39C0XaE2J07*qoM6N<$g3g+# AZvX%Q literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/2e2654a7-06d4-4019-8fbc-91babc5c5ce4.png b/docs/handson-cnn-tf/img/2e2654a7-06d4-4019-8fbc-91babc5c5ce4.png new file mode 100644 index 0000000000000000000000000000000000000000..98c109da239efb21298277fd664c4a2dae131822 GIT binary patch literal 6392 zcmVsdW&IAH^bd0UFE-jkHlaGVFSi_ z@mHL5CpNa_hodv=2oTz6CgF_*_hkfwpXCR|_nkb3mPQRwapc}-x){#x!V4S`GrNzl zCHEOv(|0>FzJtJ_)YuuzL&g{Y@APjBv85FS0RPlY2AYDGk~l8Im>Ph1XV?rary~Mn zK={Brd+FIr1YqE@y|7M4q#78b<(Q0ET8_IjbZ=3U7E$9410z0jdI@=_|7StKp>CW9 zc9&yvHFM?28D31CD`6|xyp+Mf8r`)BtS4KB#Vx?xcrL>Wn7LxWn$sp*%&v8K5ih|A zTme1{oNlls^f{>2xk65M3-AKdE+aVRC$^kjYtaJsK9K+h$li^^GO%lnX=@IQZ<;wA zNC68Qhi?MhRp+LSyG5C6-KhTRwa5v`c)qahc7wdQfyEIq+JMUkzd7XWmbs%{R@4$= z+%PbT^xXy0!}*ZY%GGsPaib^E=ftE9kmA`UG3WuG4QmJgR?RZ z>Yp*kdTKQXh6mPn6QgA~w||V?D4J@DFs361{?C$jZPy8EC(IsBMzUh3Pm1Frx*JWC zDgyZTSiq3CkGJY_)UNd)8B*5-p$e#og5hqXz~Ty4zhBipD7zV+}rw&i1D^ zor6p_#+hY!5B_QFrjb3y#4!M@U$pKLPcn`X=~Ten#<2ywe#gKSp5*$-IG7Ch+c;Bn z)$7lTmRX&A)sCo4fhH&*x9b>#-KX)9~kk)avZ#*k^ZN~%;5EUYC>f5-d1DD zDH!p!8qIDdU5Vo$A|Azpp5R=uad?KPoguR^!Zw}Ea0wSWKB&b)zM~rk-q~1;!ukcw zGvL1e89s8Bxu@__ra$1}^a}~YIa(elV*ECYo>Xu1FMk&VmF z=Sm?!5S6H&+KJ-lc)s7dDa%y+hSznB|uegqfxdLWgWNn2#Gg~}S$Vq>trw7U=^ zb79LR*6rtRl+V+zq&eMyMdeALMy_*qaNs8-LtG_G#tmZ3Ewv}*F&c(^ec&hIlq6E| zdt%}tV^+ZqiBzEZK|q-*HskY=d=u>>;cW=nExTS0Pgdcp|DKEdOA_Y zpx<4RG5>;+LW5MGJjKTS4(_+*VAFwPol{@It5c5Ga8B~ede(G01jZl7_?sJBEaM-`k+ShV-Z8b=|&UQtzq8YYkN$LwwV~yeRW}JTfbl?zB$*w05U7>=eM$ELLBnF)V?xA zhPa;m1fBMk948z&6tKo+QvZ$n~bH zajiT3_%x|GW19@?ch1*dl@OUBW|O{x_uLZm?erN(UCE_1HPH!Kdvv<=m z)CoN~kDvE#9)of|q4|U<*b8nR1aV{W@oci2wwW~7I%$QNv^)nxZ2s``#k<;-m;UG6*lheO=uta zdwP2-?AmSHW5b_6hj}bEz1=d6!p7~nL;&WuH=)Js77lO;t<7?u$7S32ja&6n;Yol# zsNFTNv#j!YM{JkJVwVtG0`dn3yr+xp5-uUvwxW>iCw-}{`Z)Q{Iec0QFss&;J5sUW zj$TZ^b2GuvawCe+Q*ZH@F1XQ~Y4rVNiG83Q8`qL!u}gokt1PgHkPI(+nF$WLB^6^c z{n5JOF3DgXT!*yjrGFaPqFeOK*;;7G%EpNdq?BVbLknJcgPlX>MJW)eO_At5p@*Qr zED$@70+02Zwy$zkTgO_e2>|?lTe6D zvAB2o0(P$<*KVKGME^U0q*8{j2jKVnKjXi(J zjN%yY&v%FVlenB+T5x4EjRmi$7pvW3cORR^WDVj}cQ`5uE?oHm_&@W~MJcJ*HnXWx z5z_Ck&%?Wj140K2EKDr@&8g4^WM4HFyqMG08%4qe`PNXiIU>JKpM%AD(4Ifkp26aT zG`en&6YDdDJUvTMVT~5+=W@t6<%^VLMwKt2RaeiSsfkEHUdw(DQzFPP0mZ_N+-{~~ zk>qX0s-*8!T|LBfj?(~FO+YWtHW~ta`b#BzWI?$Q^=8IX)h_|4#fta${qvMd=tTgy z?riJqBIdnWqLqcyFVZ&kSdx2k0Z0FARn^RgU-j(y)$0%y25}b9}B^ptbX)SM-b4 zMKbvC+gT(8y^tw&YroO&K9)`z#e8jS>Adz+-MN0`pJF*sd)99qs#O zAO_8Q9oD?AEv|_2jsl##cMiW5kUyTids;Unvu>}|yvlX!lj|0DJ?|aUR(X+o+6wM> zDi3n*iFRrak`fuL7i_`LTr=c;z3aLASR)jscU+1iD<7VJx{ zYiM6#DaJuoW+5&r250);v}sV`e7cs+Ynt=7j@C`fFq=H46Y{)}zPCcRR%jh|+}@|x zEI9?0o38#4cS`Km;_;LZM#QT##JuZewU&*eom{W&6+b?wWln7#Ps#m*YP0VCrJopS z4IB5_Nw!(h-SSpXz_i-XY#w8n-E!v=m23@+D#(AGMzdS_$&h}3t2_y{Czg_DBF2S{ z6M%bpDQ=nNZje(n=)Mm~%pG}LKz=O>Gq_VM;s=V5=(C^Siz~sFkZ1IBDs4HQ^kK|x z+{<7UOV~JJ*Kl7@)nW=}v=J4ENy+1>OvaQ-Y$>iP06+c?Cqx1HIDLqF0Zi<4QNN#a z5IPkwFP3MQ&WG5;Rb!AE>dq+0s_#u6Ifzq{*R&VH4alNi;0;Uy(+B}|9&&8K3 z?-I*}%MwC1t4gntTJv6}w>7g1r-4U(e)_aB-X|mwKToZApMy0#j0X?AUVeDix&rqD zCJ$!ZIRnU;i7yEZI+u=aflTHC9;G=<`UyNvzN8Bh&)?1cr3IMv5vC^f9;%6jmmnSr zFHrtyfFF<^t_6ubAmFXfYom=e+GwMVHd;LL!T$}X#;%@7nH=K*p42y*W{u~#QBRVO zhX?Kl(0(Udg6E z5z|n-OO4Ctk<%)|rs6n0)`{?uf7%HKcSr_~C{LX)jaZMII<3N05SQasU+ltX9oGwD z*|0RD<#DDI547?*HW_WcQ#lAJukmRIj0g(?Yz;_cF(D&}J=mO#y4gYVKfVvU3HT^ofxy-XM~BdVIF zVkxHOXSSLggFs6U$cHh4^yr(me+V?sQe4Z=P1OpLn9`%?aKse3NodnJrvY(-j$o?? z|KK^8@)2y)cT?r)9wLe`L1JVWgg~^W{E!8s9}@(p1fV!#WCP-eV!`7OrX|t%2x|A94XPC? zN9B;H2dW(Xzyg+#%*>hKv58DLXT=LGWEY4v0&jqkb6fBjGZPr3cv-^QBZC~<777lE z4`*m%(?6((kWwyP2R?tMdZdUReUt!)UWN}=heMS^wo2rch8wU3+Q#HLL_SMG7IEDESJk`#y z7i2joFN?A$$NY+Wffs8zJk6N~HY!%*G>=owg=1-SOw$}r%87B1d1@SZS_a44UR?!q z4x^`0mSUHik|4`sm9JZ+FeD#^TMT#rL*y{78}T=Lo~OA;^AG@vQ{==cpy=B;_3&u1 zQeZt?jWI(T-J8e%J;}^Q8*Q}FMjLIk(MB6>w9!TzZM4xw8*TJ&5ZhR=vA9b(A4ls! z95{IjKQ+M@(8st|`Dx-11&2a%IIxoLW?mwO=IE`KrbQYQ_wH6cct z?c3O4DhsINxVC3Gp6PiWK!@`{Uf=-aqq-&@v(&dj;4t%(JdGX8N)yKh&f1*Ek*%7l zN8=UoSj8SN5#+-6Qa?|Dxra1KEiZSx90j=prVb>0U2+^{p%!IG^J1I_9?Rir7>8*L z$8Zk6!;s}@O;XV^$8~>L|HM|Lc`ctk6mG1E$KfbSSEPAPpG?WI6~%axwgGp{o7Myv zx#-bo<%sd4A;w`8HEcozKcN>!EknVdt;o7L<7iD@ddau_D~KVM2vN9V#69;Lco1BA zkHlj&cIeT&dSWX=ta!HLJQR_YfX&}V_-Fs&*PMuj-BJt zN)cm}Vkh-{FY~-d;cWXnM|#P`nr?REEJH8Lcx{@+cT(iK^^Vb{POAQHlH zu^&Ir)|@q|O;|^UA`58{xbaS`bF9x+6<0KGXW`~KzZOueMNZ&&S+>g9O>Nv)R6F`M z;{8l0jcD$9?&>pBKx`qwV@IQz=R5-9)WQ6UB)r))bCYaU2E=Y5OT&% zlq-$sFQC%a>OrczM>HO+Ejy;vCco7=pweULxf z;^PhRnn@zYAjf@LQ4aEOy;y44D_IGX+&&bpYClL9Z_d`;i`DOJ@;u7iM?xHA9(C8; zi`DNFa%{)mda>>+$64yFx)-a*JazTGSUo7xt30oM9c0aj)sC}Zl1oVg*Vp9poKzM@ zq}^vL%0V73c9Z4&?!#@P-g1zI-7n(7qO3=DEHBtd$H8^)5LL8C&4P`F?)#EElG~lN&5Y6>y3{SY&)UP zG`Dkny*v(38aROinG<>tIp$svY%=Tad0elpcz_&4tb??PFM{Cp`aJdFYMW?O^uFCv zbE8crHri;TjW*h7qm4G&=&@-Xd1&C&TO_n{r9<2gl<|Z*Zr!NX5&!rb&q*||9O9x< zlzvfCqFBCN-p*JnZV-s8f)EuqOg%H0B9w^LQ^Jx~%Mib5W{9F9mAd;xs0T!NLx0Hp z%x1W_32Z2C^lG9^+*eq<3~!(qaimzakXqbN7Kfs2Zz6u%Su8HhdVk3Q#D1KcKCu(m zB$1VbZW4LN9QZ~LNKJA=m~ACA^4x?Rd@Z%at$eZPsHUkN6ztlF*osRS6}O@_?=KYx zrnnaIkHimcV6z{_zIq5P%8*K8$G2?7;`ez~vjf#^Ux8EMH*pP)etJl-75Q<(OnBW! z3B{&zpm)#U1K@FL=SrOTp{2ys_hLUJfere|e9O$4ty+<(#3%Jp+Uv^+6PGwiaUL?c5#Y7_`avA_rY# z6q{3+jK%nj5Le)_R1uhj;a?v{vdaf>BeG*(ig%;`Zu);XwA_Sn?_Bl(0000001pf zNkl9HZTB%i<4_)mi!T<;z4(xcSpx%d*_;cJg6=?X}};;cFNEd|CKmC!h8Ac}0}P zUc23X>3^2+BQztDh%C#i+FAA@fCwV;h?ahUFw?6W;O0eHx)_vZCj!a;eylLdYo4>H zZn{?X`2YUL3In%!RhAu{2eSNN&4?er;xRi7D1Q3GH3M&cA*}r`F%~}i(ZYy0FJ_si z-}v#u>|XR54JrsFdFICpBjL2$zwPzoHFG8P{m+}}jpFLQ;Rtu3y{`WO= zqe$TfHR#R4EI+DTns$aXyZy>6!E-}UKbf9YCy{~PXdU zs0H%;eo4)mi(Ne~(zU*6hacr7^bW4R4qYcAN{r<%7cOTOQL)@5;Xzl;WPf1dH@yBM z;?;E%Z=Wl=%i>kjueVsRge%B?YvQ+9Ddrq4@MnAdP-|SwF^q%laci{ei$$V|+akC)&Z$Z-z85dR2 zOR_8v$atx(t@V#3@ApgzyWIwnykO<4wF#usUIEbF64fPXy1w=zLu&2VdW1_J-rd}I z?YRyc!^>ck*-osz_iF2z^YYE@59e;5^SPy-YPwWu2Q}KCYvP0prQ?Rs$G_D-&`+*Z zg=K#{AI|4<*GniNb`3T47!~LHG_wqbP-_4_SaR82G3epg_^RqU?e|SJx>ixb);b1! z%=33<5Cw{_U2K0iuB}2CAR5)o&aZeChlHmcg@IMWVg!kAXz}*@;6hzu3ipy8?5865CMFI=Zyo8^GeTXqtMyZB2QtW}NRulpfYlO;tBe;eIzT^c$dbc-m)?OL;qH z5N|o(Lyq%NRYUD`X-@lPv5Ve(pJvojI|Ehwx8dIX`Tg;DUi+WbW$7+lL;Y#L+*qdh zZq3}N*DThCzQs&SSIF0%>b|aOrS8GCTdKx*FD2y0!uxwQqhN(3c)g z$Eu3ynknUehC^=v(cz_O(Q@;)=I#H%K4-kXs4%tXye`b`iN$q9!*|rCZJ~UdEQ`d@ zk+PiEcWVW9=qWGNe7|38m_!%67M|fk*7%;5?I2OK-kUT{Ws%ov{I{Zyo2$ttTK+c~0t1D^Q~t$>Q5V!l0oc4_`masdsozBFWdx#orCDumlYjIGD4 zUyfat|C)q3mfoTC?y0T&SERZ8j={otcZF2G&|@4V-Mxb_kHb)1nBGg?zB1QwS2Ck>*r@0>}f_x559SyUL6<^8XpPWy*f zMmfvN9ueMvGnUIyeLQ~oHmvl?gn4{KhFD(QQhB8|y%DuMOT7Z5zD>eBoTaaYF#lwG z`GUW^l2ya@V#d?2N~~+_wxfeGd&TvZ%wDFhHE) zmtW=ce`-f~K`-LISXQ|N4Z<>H*}Y9QONZcVJGwCHGVNGXP59z*XK-Y>v~$4j<3e%^ zn#``2r70eljV%93Vb--HnN)vyq-vZNdZ{8@O8a3^Grb+d+(;wa%zMpBT`@u_-cy)m zp!5i zri07BnkWb+&Cf?uBY4)Qr*-cc~4R}fmBIMUZTtLp28fv zVtP&b{jrH^{)v#WO2fpmySXtUcNtuZ;!)7vyRcJP-U@4$UaDI?{e`l8S=CC?vz3y5 zeLVjHGwqDVBV@Dc#|4(%b_~Fv?{Wpz=Sx-L87MnQKIsvBOT`=?)qh1XrS)=o{8bap zZqsLw1KXi}LK@!N0C}tdgq=-xFXp}7rADdMzdt^Hl+f-iq`FLnm45!zd&_tCZTDop zPN$g&Fwjym@7dqbYq+O3_|4~Ly3mj=;xXZo!hBiJ8!O!sN383nakq@BCCT|hTNvC? zSzWAP1JvC`r+J2*5lTOc06m`ChvRz{28#Jbam4Q%j>Tu4<`GI8?l=Hf0#fo_7<}9E zl#Vp!ccYkYqyS;wef#p^Z2k+y{A>Vgc>yIdwsmfMv+NX7^qShgSj1nPtDU^E-1HD8>NR?-!>`O0T!yMUF%J<+NWOdJ7@4K(OwN!S~aQVe$!;@vu*3 z`GJc0__>`wobOdJc~;D(o#@usN$CDg$9!nJ!~Kn{1hjkk`(AvvC+X$z`E(z~3hJU` zwvo!8X=Z=y6)69#1)#gCx=iev`MWD-{+)j9o5SI_f4J8Rv{P;ON8znWMef&!-h1vI zR{5UxYY`eOxQy+wh&k*2`<9hyjW|m1Jj6?GIR`&bz{z266up(>@`zp*iNNW)# zC32%@Fp|NRr>%e33{0MQbXQFG7%Jvgn7j{knUG^Q($i2{IxZJMjtSJ-sk=oxEnS$< zYOO(toDP7heAOlE->zY7a&zW91=TY@?C#sWgTj37R{BaS{lRZqD3K*y_NPM?-IH!K zA30RO9@*Rwu~L6E;oL~^?=ei`$ZhuuPb3+;cln|GO|8^rQU9%7G2W}3_WS!CE!vcz z4lPw7k?xOY`6~6VQiU{KL#clbVTCQ=QZ8Zp&CXlPWrJaEBnt>jR%3o|E!&6lky$3x zp6*OByFEhW!0UHAaNyJJ(bfk}e}p^7q@#`kCR{Ee-@{bU_yG7+nU|%bSJYo>CpAGLAL>ZzEd=!<${=Y7CEFCF&ejJcN zq}yxX)8Wgmt6b&+=N^A0?J3OpzH5f?ml>Ig>AFCa$e#x104WTY?WU;-YJqAhWaSVX zuMz{`@5V?A1E<@rEBc{*>RGcL*Y(4Pj^;u#WG9-T%OKX--5%kVq6VF-H1&^w_<;;m z4@GRLs{;(6Xs85-56f8J>2>Sy(A84q&YJk*+THbh?(W-uVJ+ygt;{li+yY&xmGmxE z9Pt~OXjFt1gh`EgCB}@ed%Bdh68@S39n$kV{CT)PEs~?<${ee$XOTuCK)ba5_4xy_ z_{TP^RN<>K^KZ%hczCablsHSOiEl2DEcUvVWwj(C&+Pmh!VLobA>DTjbvhl9j`~gZ zCjYAhPfYC&0{nbDfBCAwDs@kB_my!rH;ef0l?fja4rwHQ#6%FfYXpMGMoFYFczx*>%FMZ15HU%l#N1S~;ml13st!Zd;I%R81Y3n%kI#;r(%#|Gz09{o~3noLf^OvN8vn9|dSgtGXX#tGS;FuElX}?xB5n_U4Cb3X}&xjf_i@bU*L=+vW znRqppdMRjv+!L*)RKT@5lubh!DC=PkCqZXtn(H-4TlMTneBfmq|?FlE2hnOHRl%a?24lQv5-R zhr+;s5I1~d9$i`QgY7GcFh>gWNB7@eHI>v8YxV5R8!eg~m^SGv;>M9_MPx&55@9HO zmGqOWbm1m+##toGvC>sVi-AbF!E=6AVe)$HKx8J6h1XI*aS0c;?)F%j{yG(c0M7>CX zKq$8hFC>{LbwWi6$mUuwHIoM7`=8mpeK^T#N-TdHvb_6(Hx%WtPvHlJzd;hBUZ(18 zJ`n>&y?O=6`j-_}H5h82>g*T5mk;PHB^oAazI`dkG$oh@^gR;rOUZUqqjGP2m$($= z09)34!!$t%Ag`otMPQly<O*NjFU*iluizJ8h3xJFAzO0gJU4M+BotcomQk zs1v5Bj46DSYxO%ieh{Dq#fWZ(H1EFM;adcrZPH9nT$&0iB!c0L$Py%oUR`T#M4yAO1_haqo^BB0y&% zSW_AMZ({kax-4Z5@PFy|m|q%!Y{(;o=#v`8bxOSr-$hwQDQ~S#CJHR;=5mRC*A)ZM zHxyIyhbh4SW!AGMj{0rNK%^<60SVhS>s2#SQiM3iQZS7uu<5-6W^gH#A#WFS1(lCD~(e3wQ!0Ay4gqxGRjeD$=9AdvovH;^Y`&U3c8E3TWQmhyK` zY7P6cKF`1*hOI&X^@!Y|D;H25MueF)bDnhb?VCwctn_G0*Vs3Vn4dFV;@;yCh_JTm z@2OaeH@7uf<4&u{yA|eX0arL-!OJ(>dWkbQb!vX;U{9STg4Eg+h7i!PP?uZHoPV1P z^~F_FTn|ilv;QLVGRV`=5^NfhsYHH5ni<7mL0bnDey$w%PvZ!tQrN#esZuH^V-)V# zo_k0$S&hDFC<%1~t^_Sh4K{#9wj~8KQkZ1{An!jvNmFM_NzF+W1$SefSq!&SXm##v z*;EyA-x3DKlPqy7kyt6|EX>#Q2RW5;QJTz_A8`ySpwfdVf|NaebI6t~{TG9vB9As* zgf^AzGICMg$kO|!4`<9upVft;0554?80pSwVkyGl2;65BEJVdwg0w`#B`IR1m*WJA zKrE1O(<}YPaGs?3V$yU-0sf9}Cy53Tj!6M)7e06AaW+O=S6L+Z%p6Qe5XWZp&y;fY@6m!_MqU%npyV|E+ucqJec zbc32G+5yseDvYv6k(2;BU2-;>fec6XE0$MYltxIbN7o-~inWA5MyeU0$b^BDRdS*@ zX@fJ4va#_mQwPXCO1-a?YtqPa`}y;yjb?2!y-=X z5J{s2*W}&n!W0wc{P}K^Yjp0$>4W++8zl zUaVsvWNU1qlwn9H3yQ}xBD#^$j$8B8ZIgaCVzz}#!ek2b$9iX)0nVyudzxxRGfyH% z%OEk2vEWe&f25WnKGw9}dY=&_XLY|rVfZKIP$c&DjF zCZprR`~+b>XVXlsOeH$Ej3qTsItqxN;2CxmA?vr%uu_dAzgym^F8SvP#SkBvn03Lz>PqTZ`5F zAmmC>6v_b7;4l1Laa~DRjZ~6OA0o&SElziqXi8!QNXir?YXI2bSDoZHgM$#}c-fXs zIVEG+Xs1T*#yB^fRD?2VW(dO}Dqvm(%c|%zNe(6W;tG-=ji9PX&t<9B(2#qoTs%={ zOGZnQ{L0KYs+oV>TIFa}xpt;_CjrR32ir&!Y8Ap!ma!!;?J{sNht!p6qT1MS(9CR1 zCk*k?gvp$hBEU8FlptgYx9celnkFhs#7fP4s2ZhF1IeDjEE#iQteBgLmGb>REbHaO z`9n|-F#*)-G+UTR{M86zFG|T_yG}uk9Sy{;Q;|)UM{Amj({EXY(JAuyCE^vmAaGi7m~lXd(Fo_l?_L=O`#BPai=8V<=^5)m}-qvO$L>mAshq@NqBtwNM+QgLyqJm zoT?X%T#b5rRlDbj;+1aVZV2;9g;9>OrqQ_Dhol4MYP>3P%W)9rHgHiYB~8COdYdR= z34y?Uo5d2HMujQNdR!ARQP>QGF!4edo9e$FZLI~Ikd`mTU?l+-uxFTzKpl8&OASP$ zDC`873Nuj)aP(T+%pT%GcR|f`WD3LbjfZrtnpEf_^T4K?Dko!Uqs`XI)K<@Wy*MH3 zW!s4xgOcQ1F*zI8oClN7sSj5P(F9kncKE1jTjFis1P|fiVoTJZpHgsSqH#}&!g7N- z(k)XBQ%o%b(lO^{iNRL6<(R4?4t9CIR%R0td_U_tP?8yrj(Ou$4|268j>x}kZYm{n z8-f?BGYDjktibEE6ed}0xh{oi#MXpuQ_z;MO2OCNq#4ZJ3z+|k6_IFcoSpUg_r|v3=TE(xoUgM35`|^Pdd&qbk)%NBH$W(37d}M3lheNeA{s~3OZHlxdjjW9=cZsNYUtq}C@M${WOg5>nzG!4Ex+ykcJqF2( z@pos!JRXg?%FIG_Gvw1*ZBQmezZe0`9i)mqHeIha05K^2G2YDv#v;=o{VQ4<_nE@@ za&o4C3~oQ7{#o=H$|2vbf{(?(+o1qP)#4%Wl)1)92jh-ivvJYIErdF)CxG-%HsW{Fa;}}%nK_KH3%O>PDn5oq? z%{j7fu5sPbCnmPfPlwjx^f_v1i+mVlp>Vr{)_SX&4T_n#QOV7@G&N>nFy+m*=OPI7 zvrA;y2Xw3lx2BsS|CP0#k87C zGard(Aab6%EPHot){_RPV8$ey_EdS&21aFX+dqr;J?eh=h44;D4`8fo1zQ+wVw|IQsL<+bK@k@a#H**_XXS zv%Pa-yyE+Feves`P@M`P8S|gG;;!_JqnMh>-)S$`rtF$)X5(oK*1D-pT*+ks?_cEv ze@S*mA^WM9u~~wRIIUACPRD4w8M=4f5Yo2l0roR+1DV6_s$)VzZrx&6WUN?Apmw~~ zgEnwz44Ej37={b$S@)vwUMx;X4Y%G3N-?}`7OyQ;&rn&-;M z72!1jvL)GId&nuj+=`8TDGZpae6)798UNQN-UzNxH92q^)zY@C`&Y=nNr&~E7DXJ7 z;tHH?_Oi*LhD9t0^BWHS-=5hNo7&qJkuXYZIk_oRs2krjefP+g3*0tts^T0)+02*F z`s(^Ulq&F?%THpLB1e#|6eV}{-UcV0P_ZgWp4n)eHrCjO7JE3Ss6X8R1;l5Hw)8lF zli-($<5`xTn18}1mWaL{bo2m`*0Wb2iWb&?+H(8h|tYBXq(Dfm^M)3D=~nm#tb3apC!X{5Eevr+wQ9ZL>Q zx#)Qubj?^TkbwTQp6|$)cc+ncIzMh8J{Nc*FH6gp8AVSwDfI+W^p;-Mw^rm#)@q4! zHjhX~73;o*He)}>GjBM}ayp`iTOUqmIYb?Nqd9`c$&^En7!}2l+z5_y2hF!mHjtJu z%G_7CQ#Xc#0kjEwoQRj)c5G`qVMi7xRGF+9hk-F5NlK4!VCO8_$yfb<9jC4=;nlF} z3MHEp#n)1DBWNmK$pls8oX%@|-*vJ-y+5A!ze!QeHj&Su6EoHl3ipn&y;)*;9z!{A z_O|mlDIvE6lm#h(RZDPU3d%=;>*Ak|GQYZie>$Jm(?Ry>icaHoG-bo^tjBMQ3B!WE z*?J{Dh&c3OO+?Xb1*t@=f0bkLG?bVDhvr|!F5nzkOhhW4k!VSlLD0F+XpMph1l ztzgz{42ElV8cTotZx+NzOX7!vynm>= zk-<2?VdR*(GzrCekZ&9~d)F9wu2N;zfX=iK43~KnvUp@2%FOU!nhBRKaCOTj4f?rqSFS9kyuf7fDjP!z5%#d$B% z97RW6I}cPW0>gDOmhow`XxnIXrrDJ%90Qukc8P-AO>Zhe{|%Ir0%qKW@MB#$r!LL$ z;cz}2`e*X?Xi~LN9h*_ier6^f7o1MDMdgr6xa(1yxAzgK@PItS!*GQ`8$dBxPRo(&q$VwL7v2FN)Kn9R@_; zO3Ni#Po|*9V~Zxhe56BlM1rw7mpElR%XQ*J6$RClia>_T>DF7;rUh{q@fC^%(6uy8 zYZpgepKFN&L`?pdod+9x*}jRZ80@ZljGS?+Oma$zadXk`tOJ~=DyOyz*79p%ADSXo z^p28hR$n&^WHx3iO?%nc69zUcJP>Pp(~|1(2%v2D6l{cKj+fp3W&{Xh$qgUJUNemm zIRKd#Gjo_QNDKN@0?GR5vy?aEGb9WYJ=qY=l>QtTFzBFJUx%^O2i`0R}r8M(cdso7I_X zjo`8qXVG%c*+A>oOnhgiU>u5az2VW)Tf^qfdLc;-wokLMYQd@^ zcdUz+aXRtjD6MFn<&zO~D~UrwJAVtzS9#W68!H^@nZ$TWEzv*UeH(l_*D(AH6=lBFtThQ}%J1zUV_2rh*7agz{Sbp#<1jj5g(p1Tl@z zhnWUbP&+5@9I|w4?oT6ASG8e!&*FyDd?@H`Vik{lgBb59$DC$(}K*h+6ddcj~ z^5n}opqXRauWo*7XNF44@P*Md$dl*ggVH?p3&)6_UvCe5EDaioQ(XDxF9M8v4R2Q_~>v;}k2sGzq#pmI9RI?!I zn1=Coi;tYAj0y`}l;a5fK~Ldy6^pF(s(5;X@_(+HK&n-exexd9Y$f#>D78?>5*RWl z6z)rNhbFsNwDk`*u(p{OmXOF=is5TX&GrI-H?k&E$3B*BGvSN6l6LYus9&d*K;usn zk1J&Un!^K*bP45>;~cgHIq_MDPDJ?W4x0!Td$NoBj&6Zbnrgt&7AA1gjGeTe&C#}y zw-oin8T(j;JkU^`)*Y)3|FngTmNBt{%~oAml{lHpo{Y5V-{G%p$YL&Wa&X#3{yh|Z zywm0pTzTxq;>0#O9R^g+&SohuQ^FGef}&AEF^UE8lSfHFv>#-eBpYCvH4HC=P66=j5`1 zk`SDk$;y7A$Ja3o&KCu{dF`voUc|CN@-ezFDQcc0)Mg$_HtQYpF(*B<)ykj}6lV;I z@AOJqvIpXnIKcZT-Q+E5(6vTB;VR|mt31X}F-&BIX;zD2H9n(D7k&ld7JC94(2~Md z1Rb|iP|4yJJQPD43?m8aLSj;zR$mX!T6PCtHP&q-dsXHUjPN6#3e`+?)CPv&nRH2} zoOv$S9z^z3HjaA&8x=BPg=;iPAcf4j*yP4C@yOAWBODk!Avds5Qjt$&dJ!Q-l@yg| z&jER?dKeHUF_v?f8X3%$Fztyvx;`4@vWZXa6@fDJ*2i8C86Hbo#vrr3S2unNJ-~>~ z|DdVMPhmZ4bg~hiikmo%%l6QSWDgE>a;ItLR5@4!OPB!pguI}X7zc*ON>I~BFkzXN zK8Cb;$2yc8d-Ff8i{SHF6|WRXb1GA&EkJruB`@(!J-(@)lxLyhg|%r8i>3}*<=8Fs)#Sq7MTfJcLp|(Z7@8Q zwS^f>koodVSQ!G!I$QA~7wy3wUv!_rzBal6kGZ`V{ zDAZnzReD}|=^+w%GGR9V83`Xw1s>$7W`puSgIeJ^j7+*IDk5i%910}o_~P?5M&flY zm`~a1sS3MTwvpug0+Plinpi-967$@yImVudW<2krToEQt#54%ICb$7)k5nd-q$O)U zie)QHW@`|YFjJy@;_;E6LJY4ywIQ0^u}nLcvO1DxEyRmtbR5LmICz_bH^M>nwY`tHHTP^& zAjU@e996LR60kqDDAlQKTVaUG)C6TdDxEkwexh(OIQY%VR!tIyxm!ny&~rzqD~V5h z!M?E8s9d*au?H@RgQCiuXkq0-jNoS($#WvPh6}E!*Fd=CDEg&gOE zdnwAen80wsst?J$yD+kVBBQ9FOP_Vj2l((jg_iS1F=NORCpu2~xN-8!&lw6O8kG~g zHV0q4DYLsc!VObsX3w9}mt*xJZz#4DldoH0#`2mlMfYjVu_Bha(rj9`nd49m!coys{nRyyX=@Js*K%O2{$IPG686fr6Vd!8jjXuUYOxppB+9%l| zzfvR|{hL$6iCWDwmdMUv@#`VX^n`9ZY%v3lJRYtyI;dC76sKsR39_HSoMV>b$DzVp zJQ3N_U{e)LcQHuTYfn4Ue!*^r-Ur^&&*(<&+ihc!;-xt(?ctFzSdUcVAnAz)3k!ii z6By*8NL}TzpTYA7`W|WOU$ULV9Y8?Vqs;8u#gaOS`PEroA$nwo6O|od z$pT%#9>AW&lj4X8e=4R_lIY0Q{;MQ$414q}2ZzO4y)L_QATIz<26zg?6(7- zUv35saSGOo5g^N@F8Jm==Y>oMq-(OI#g}lpCEBPhAd3MXtY6qzvN|xy)ad_l07o<2 zoX*OephF3pF%2;8cK@XXPaj{LYaSz+fIm%4xJ>AB6HW{u(SF3cbq3UU8?tJO# zT{Pucg^62KEG=NvZ3l%d7jmxc-Mmr`$dwXD5*(E{0!G*H>`+upRky`Phg=h%3SwJF zV_aBbc=m3u7E1Dt4e zZKKv0p6o3k8Q(VH>Qb1V-Klt$PJM?25lh}Y4b~Q0t@SLiTq3d@=>;_kn98VpVvcjE z4UB(3qnVxeB6b&JvRmRny3R{<$|=P-2)PTwQrWPl{U6+P(cs|JKUz8%i* z>a;rA1EwGHu6I6}sdl*4;f<@MO4!{dH-MIC1t3aJVwNQ$lf|La*Y)&}lE z7i$f7rD4yPV`2K)XoD?btc&Ce`yn&iZ!PDw8p+9Zo`CH8FMvVdDyR{`=iL5?&3-Y2 zg&e$k?jrdJN*a@(xZtLq!zBOnV1<&0jc48}shkX@etOVcr2I%wRf^a7f{#zqDFr^T zvfaS#Eg}1=$Fp;(<9viB$t#5;0~9Bmi~yWi)(=F?5_MFO?mv^DRE)h;&*KY_+kd2_ zk)>L$@{B;n5fwyYiIO2w%lXxdBwZ3Hgciy^W*AelTe}4rI(I=fP2;euK~g#%8t3Ih z#J?u)k&zfag0j#;5zfNX8v z{P=+*H(@vtw}ktfYKGhK=$5`T;r!a$NHSw)?K_qhD-mHgVDL9K8xR>va&T>kFZvgIlK8%ZvYmS$8Z3-gT%lVi4hSEQEBwwBvqI@MyQOkne zucPo{^wb%iWB?D)^ai@3Mf@^SCpn-JBACn=*GKuBXt)cxme8vOI9$BpiIV+iFbQjV zq7?&aMYj=-;GrnI2PyPDyr6}Euhw?Dd5;}zp@vdXM(F7a_Nfg7xelDBv}u!ZKQ&-K zFa~QqiFhevj$p)MWFQ#QOp5#gq#PEAXw?WpB@9V@%_kwy*@})1NqzixKkeb^YG>Tz zM$&Z}m+$UXDM0|Tr&(DY+Xy--ODo{Kd1PaZ@OI6G4QMW;aPW+7@kyMwJW*z@Pmajz z@P4`6PtG3&Z_qx}*!Ym}59UoVv+6gcq+n!E73wWt%~p7dAc5RGGGw?ERrDK z8^h|AfaLAww|{<=yrgAuA<{QLLDV=F4(0!F8Q-y}5wLZp6qI7Ka(=3f!EQKlw6KXk zdtijmWoh)nokg8nC~A~ZjB!2leY})mO<#pn-h(8}GAeXH6P>$`03f}L%v{ZF;3j>} z-C_V%LRHW%Iu;g6W!Y=+G*>>~3@l?W*B1w9tf(DenA1aPH!tR}}gR@53 zdp(c6Qr>JL2Q6DKB!_vr*$@j96V(#>;EtI`J_(QFx?UHlU1j&%|H+h$T zKlv*7AIFW@Yq&g#%}D_ZmD-|`+r@xbMUB{6{I0cbC`Sh!ScF#N(r1Pyu#;S~UJrXP zr@l-?*zp?b#NJwqk1EZrW8Kj%Jv|PlLjl+O^#t&MD&fEE%OnVvF}RLdoJq{;+lz+O zd6ECA_D>Kr=h4A`W}pA)8f30*3wlgEW%X|2ZFc&w8ko$Go+rQlKfhuDQ9#f%R!z%tL-Qt4E1 z(u#0g@m%-@5`(+2J>W&j`yf?byQd|ycSbk@Y)-{?ER>UPCxZ(P2I;7Kd>U5k!Z)Nb zx%H!D@RItV!lYpAJ;^JF(bm9|1ai_=YnY_W%SC6LbBe!KSlx#9NMR3jcm{JFn5s?+ zv&i9bOdGN|N~Ky#=N8UL4`>_G$vGP6Va0r=nch?NXFvh_in&D}xzDNyL)x!to|3*Z zlD@t~70&7~J!KP58okqhUTvK?Uf7F;1+QFoQ?g^C)bMaFB0Lew?^I7w`$Ami(}=if z5wke1h>9vxWzBP7yc5Tt>Bf z<2uJ-<4`NlrxdUd^Rll#c{L85+kn9aB4%KfkzVh%Pp^FT`=7FFGFy{B*8)Dg&yyxr z$Ur=zdv#nu$zFT(0(`+;kD}b+5EAZZCT}jUSsit3T(lbxt{dgj!mOd4{fDp(yB{~* ziOKkZdL^+ZH%?kjy{E-3^3rpdiUNnvR|eIb82(6uQw=tmYu6hmG*&~XwmvbZ3r#9=!_crM|6 z+DLa+7*pe6#zWO*IZBT3Bfht|DTVTLqG;gCknA4N$yYLc4tjp>`xQDr*HQD;^y}UB zh@w@R^0t@Zzdq|9ad*=BPv2Qg0Hb>195|EMex8r`!X&UXcT30*(1@EdMe^3&Dpo)sQtj_O_ zVJ?5bp5PH-n%(WI=5uE^6%s1mVuV1)mXcc0L!_DT5dh=7lv^+8`TtUAaC(X^@_tOc*LH{n*FpC z!Fo+)>M1CEwLCKHcJPh9snsn5aXrdI$OF1Cjs8eAOn5)5`Z+|bjHnSafiuKXY4~eDVQ_x61B!NAM0bpeZ0>0dm=3nq| zY22y}mSai@(lO;H^6Q%Ybw1+qPt%!?PxIE7kquW%#t*+aflG{&8$Ca@ z1NpZm2NEXtmu5mLXa6?25Q#glOCp*_gHz|NSDFl^7w1ZZ+_FW1q}`N!9+_A;FRuOlyN+H%9* zKKgdwH$EBTU6Y`G<1;@Qg7p8u@k#7f*Hs_p7P^eUgt@7zNsYoHDHk#uxzT|$fZT+7F6bHZng#)J0-Fiw`=?d?bYqh^??R&YR| zcC%^pq!u?4CXMQhF%AY^7`){7$Bos9|F!&-o+DUsus1%LyNy(4>i~bs1 zi6X0kBlct$6%P@Ic~3r{KkeG8fAW{TANxaHvk%)O^nKJTFPRb}uk2P6QKtDh&m0A0 zbp^1CW6W+sX4P<3ON)Q^pH53fb|U06?AI1-%v9I1GlT-CMHN;*Q`rSAy5fY7`9W6o zp#GXC^Hxm3#7v<(B?#vpw*&=;)fmbd!Gir1iz%nLs@>fTgsKmjp#Q=XoOd*6Zad|P zGpP|q`!FvCsqqRah7zTXG{+KSCMc|o`{l2uHGk)eB-|C+ueU#w8ff44QzJWV|n zg<$KZyw*ge_EZ0R65a2;cmt1UrcgNcSgSrww3Xis&Dap)gbD$DeF=WoB^*9>IPVy+ zu`0Fg_L|M|Gf|4KE%mt};m20qQHX!BEd+Q`sLQPFRqLAke(t2>*uj+p`*MQST#Mj9 z_VTP{ttr7J2c_#W0XrE|*sEUSXvEV@pc*H9TmFk55jFzT!g^2um-N6*@_$gdS+k{1 z78j_7g8yn~D9{oanKwaAiQQLv6v6Y_^$MN=>+q6U{HX^WVn{~(a1A6@;VO=wifVZ} z4DN(R{`BpGC~W6zE{+924MOr#*!rO_DQbtX?~_kOp-26%hdkX!CfpuR?=>?`b0L+- zBevE+;)b~p^Gn!~&wTaWQu)>FS+;j1J#P7mlWsWgIDGY{uQ2k~0;v4P3;U#N@iP(X zEj?kmiLJn0wQQ%F$@DY|Q8#cY3r-k-K5BhlDCBqFrW-X!&uDxJ+x8LhU{rQhb~O!0 z>+2ck@4ocUef;U~`g?q^nhE`%L&V`n z(a1t8xL;c$e)=RMCS5*t>a~rEEPyVq8aNU zY>osh`r|{T?d&`c`8fxBA-f%k@zXpjMc;p@+)3zwN4Tp7X6#)k%>;x1a-^()d*9bz z6j^4u)UZ*poceZ(i51yZ2{irw7b0m$!kp*T*+eq_niy7G8Q>&=huS4(C*!4CSHYVx z!%=_-tw^JFhiueSjsw&-zHRQVBIMlYA(CeNmo2%xLxgn>*gn-=Ivgg-wZafW&dqwF zbrAT);OH3%CIDCsl|hxK2l$gQ(6vRQEtYlE$WR_jr_YQo`IP+`kCqp0XWKY}6JUv|S&#f(Vxn|MQ-A zbVPfq;GJ)uVM$ezT`+wAgw@@yh5{RF{Cff7YZD5A(#F(TR*I-c6Z-a6!8WgTu;SLq zJ!E*$o)4FV)s2Nzygj|EB9h#1`kWZJD^2^cv6Tbn`~Csac}{^0)c+CrZH^ zGJX}e-RQ#52ZK=J9yvV=M?FoSJNh$FqH-xWkAr0*O??qOqcpbAeuOmn4!8VjXA$T^ z6_GdG%>g{^PQ>q7>oA!72>&(U*LOT0k>E4a8nF6bdJTzI_-;krdokqqQ1rp3OuHJ9?`kNrB9rsX)}Jl%JlkTg9IS%&}S#1ypul ze4l`}r6Ejwc11^O62+y-Tb;Qf7 z{-8Pl^M7+qDs9yI8fjZX1O-dwC+liu&F(L?-Wb=*P*Z0-C${l(7!B!a+8(Hh*H1`{ zPriG$v;H*0_?bF~T#@ai7&*lLu`ICs_EO&ACZ<*fBX5w&o8qg+OHxWCUCWG}9^y!T z^0{UOTdUe05~dkz-sMV-5&5aukcpta)g{MGd|MDISjM}Y>NfcMe0t8wP|vbV+t$0) zEi2peQ?eJkoL(HdA!Rr!-TOph>7@}YWoqKA=pGHtWns!bBDe0$=A^O?6(?3 z#6aV|tQZjkuP-!d?PQRrRA%cG4VCo<7<~y9w%YqRZPm$f=yGCN5%qfeGnldaBR+tO z;u({K%McnP?SC<#7!w;1`I`%zKk)Bs4)ZfrQxE$y#tunBh+=$J&>6g1s>O)Z!fp#v zuJX%&m<`0p-|`MYsMH_3?#qKjKbhJ8sN%f3gDPPth{+_Hu=cBmx+7Y}dC>x7O`U1Uh(>DF z#YUDDh=|<1tsv}u&-EQ^VbKrz{5>Ajq$&p4Iu&&a<|FJ{-(DyaA(snuM))_;j)M0} z?vK@G!2B8Mo&VKuyG*EEC`=tz8cLeUz86WC^ae1O6>EL3!P*oGPO1p9g zAnmo>2KQ(;5DxuvHo|sw0ewkiC^y#|Z0eys+?0h4jN70Z@{xn&*YSz3k#x`g8Tx>f z%2J`i%&%{6N62#eR_;T<(61axcAMX!hm_3_x&I9|`va8r*2Spx{goAZJS9Jwmj;qs z@@Cr%ebO#8_brz$kV$0XqE?CHJ)UOVLDQo!>Q0N^-B#%831}D%iU`^^Urz~Ed6cBE zQ^Yg-V|j-V<6(C(KMWXYeyxTPcl_Dt;6vf;IiqKAS(Np+{5pLk)Wk?1pkb8 zZB8X?zjIZ6-sxw2tV4pef4P*VCU0S2peb}8l11y7im;REjrbTo`^})tpLZg#kKUbg z<&%{8A6Q4${S-p)CKTpN=;-$|a4-2zsA&2QM|7-G!X;%;rC?5F!qK;Hbdb4pfrq5} z?TYkRr6HOwOW424#njr=Y!BWTqr%y!uFaskLYx7HWzNVTDm%Q!kmb5ddv5Fg+<=2g zYUNmY>S1!{^PNhuQ5fB-DtU7Z<%lKs;7`i{95NAx(``x- zD`l_jBw;Uicc~yN`@x)0*X>TPv=Mswe-9oM1k39%Qf!Ku&8$kSFDPlSz2C!v^@kiVh z!uSFM#mT!{9Q`9)b%^3_l?K_RPPRMxcif_Y8`<4s0?3ij5OfP1`*i5wVV9s-kUbIQ zjze+HP=otfuXr|})_|{5iG7R0GCD|g^-Wdd`bSd|s7OGK>jQh48{fT&D;n-nLxJg0 zinHidnO8;5$<&G{o-F(? z#3~J(p*=9tNr3x}JTT{?E{Je%TLs^;_mF{WH#|fDK*`%<)}?UJa`Z-la3}oD@H)@4 z;9vdFz)`iEqMb@Hi1q%u!$Lqm*IR5e=sxnrR7uOgeA<8?(rNSCm&lx&_poY=fUHKk zNwBW33cGLkU-uB-e8=tlzX1eU=S0}n5Nf!tPWGM-AGn_7zGv=HF{EzBqkgj12!rM& zbWBIqHN5}TEE)2FeyhF&73Bx>p2F+X-hThm+d zxxnF7wN%tQ=A2k{^;nL*Aki8bxAdX{LnSFX8bPD;*;}lW1~*^E;uqvzuk*wPrdsDW z9GGqt4C1P%@sZxugq5Vg+=Swu^Fz7r)=ofRuI$uZ6y)o`4B zhF(s`{6zG&D);%z8Hl5*8TmYHWi1{DxjcH=Cy34{drJZ!7FeXdYQ2;E^d#%;@oN73 zt}#gyZIVRJZBplr(kfYS^oO!lP~WKntm8w?FH+UdnVyl6$j2@Y@x>k`D_35vl2N{F zGUnSoq!pb^yxpB4|TjeGGc_EKq7nxE-j#p((zR=~CnV<5TTK{Y` zt#shNm6)C_$>8qJr~DDC%$7!Jvm{zEGYbR}0x^b7cZ$C0n+#od2AYk>|M$9eZT#2s z!p6;?EnMHDn!I+BXHNW;No${Ys&%a4*NSt;GjqSypmMz_f&&3;Ylz24I4!$4Z|S4k zmP0J*A+8(!GwUp`sKO;wRs^~phGFgcS6m~e|AzB^7Yc=&_#|E#EwLl)-{uGS5D=!wsSGcCi1jIBlYAI|TFx3gb$ zd}H|H?x5&oi7~fmz_gqAmsgDyv`|3o!}pSe=vlOxI;YP3y7@P1GZ6ts#y37>R)@Fd zg}D`$T)&FbO+_nv$gs+7uZrTa-KsUIQD@CLtLM&Ta{Qj zAf0y9{hdJOVaX9yV^)D4tQJo@^4}E1TSh? z9o~wnNNpn>&c97|95MWE#VIP+FQ>pO-dolf39T&*~wwx!<6d^r^h( zj`XO$qiF|WOA*No`6Wx$Ow?xu5(rpk(;%Vcruym&ftsExrPe*2@5nwof#s9XsaLky zFfc^H|L!0fgRtE!Dk<4h)~H?nOMIDgSYIdV5=Y8~Cz1 zRYng}zF@PamVU0z8yGiuHq+E$ZQ2JRUpzoQwH2`n$02HEMPo`N5<41p2@3%JGjxMiv|D(7P^RzbL( z+AHMN#?5;q?aKF&xyv9}@C+$np}#HFRQq>P4y^WmwAXPZVSkUlSiB*aZg`^gD(5}}EGi6dgwiE8eulM`l zXkFEL;oj<4Jx%QdsDiTma<{I2p73~_KQj_kopLa@mQc@mGl=L=?~;wVc9 zTL=GOMd>$tg*oe12e#yFWNbfqP<(|d&)r`?>==OF(8)jmXWvg1G?vtm z>A;)+B<~a>L@N%So6fvhSk?qe<$IN9b+vSXe(1)~#Y>5*;657$eX+CuHqppM5C|g) z)Y!BT{`(T(ZwWk$*#e%QIu)^mG{tB4sXOXn#AVe`#a2#jgIKvcHgABzv8^eUW?3ZH zOUW;o$Z**1G92jET~*+9d;GH13-YQsS;f_DpfU;nh}ByQJHR@D-9E#XRK0bzGKE7G zzNdruS*jEoWE_{TCMrPo-uYQk@&nvRhW#MGI znTRyLFnwQ&rT;>=x(v(BQ1~`UMA+nIQrM*8F%?H}s<3TVhlbXbO3a-|?s*04Uhd;! zp?@8Kr)Jsx3n-6vTZqb3Xr*4(OM?jM*}SK|cfCTt0+Dm6Mb6oTQmC z8pHCt+;8%$={<*LB_v`MO9cSSI%1`VQ`r^rc^`7)H?~zwoN^JTzt&SMjR_#(J0Y3( zKZDfvyS%{gb*h|tc_I)CUK#NC<-8OFNT4S)m`FU$=hV z{wgs(B>;t{_LHhvHs{kcaJGloCev(zFRXP8>BJ87S#i`)Lnlh;Y>;=?^bvGm&c~LUp~WQy#0hHkWf$4imKqu>z7M{{(L(i!4L{z>~nN6fz3+%nbc9Kof=quNwH+&M*Jlv^O@<>zPFj zj1Xy&3%$<~a{LpK1`ueFzyYbFvzit;M9>YHapLe=qi^s*&9(1<5*quA(?IYH`miKj)Db;PQOdw7yk_J_@Ufq}ghZ zJg^u|Qufv)ymxetOa56TsxH@}O;{hv{Q|Y;evB&?43Dh+fBdeAjclOL7ZfD3(`mIISJlVNlE-p+B+w3g zh^A^?atn{4_mw!bcU4y=f`Wd0Z zhvEnG7@#!yhek#OBIpA;NYa>$P2Hp;Hvpij@Weo>3N;BfTuN)?o0K`X9S&vSq>suM zE+hkn(wbBM{SDkxZB5?wbvl44hCb^Li^6X-80zm{??~;ooB#k~fqki_<%ax@=`71kqWqhjmXuc}Xt<5u zsSm%9=NTXUS@{sEaX3-OyZCMu&3N3LwkD{t=%=}Nn-x`qzZ+4ghK)Rvx6uNX`Bmt| znchSS;JtLaF9r<>yv!Z^8`~PtKbwCW!NPLjj&n_<0C1aw7IFO$`M?Caw!xi@A7Zj# z*(%tD|8X^m3tr54_OR<9quxd+pPuteJP?N1T)7dqK`92Y8hHGFFI=ShOPYn?K4p=4 znduLh$a~28P%r5X%~Sc{J7(_m6SiWY6}Iq769S!)eI0+H8*Wk_MH!xO>SA?azIcyd zO{mwv@6^mF?FjLWXJ@fv+$((O+aKRJmE1f8wx-zkyFPX8 z9#%e^wfxXfXFJ+~+YuKGcYL6G>c;tZ1Z@BK^g;1KnQ&9_V1w!IUpJfn9b4L+XA!ig zkTwurYW6MvQ-pQ<&A_!y_f^G5R}VtWw7j0L;K&` z`J3I>gk&0s$bujHI3}S%B#%YzUU|lYv2t>dS0fiimJfdF zYxT9?nvI=+#^d*c;|*{8ir>WE literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/31cf352c-348d-47c5-8e03-5a7b48f04120.png b/docs/handson-cnn-tf/img/31cf352c-348d-47c5-8e03-5a7b48f04120.png new file mode 100644 index 0000000000000000000000000000000000000000..ca5d5ba4c5017ddf054835975ec685f1eb0f6ad2 GIT binary patch literal 15182 zcmdVBWmJ^W`!4)Uzzj7EjpWeX(g;IHNDGqEh;&Fx4UK?+ihziOh@w)`&Cp0oH-nT& zgLEB!|Nl8>yrH4;KPLI40rG}Kid0ss^Q z0H8A{da zh=_@aNk~W#2m~o9>D3$&3joMWYp5t12Fz@SX!_?%)kuV>8z-AmQIC53dMQ>wTJo>* zK+))P^sMve-Dl^%x_w^@&o0!=CD~borF4Ez1##`aMVUYUxAk2Gnfre(P*9-mS^U+_ z^+UB?u6??Tn>I4fWOmObc&!q7ttS+!4o*)3*uyo|fY;bgHb4V6LWW`Y+=rvdYki<7 zg2!^;6sRC0NF7X*{J)yvv7tF%v@8if<_4#tz(^2x96+f85V8WR7Gx<~EB9`;KLwR< zHrX;%&icYoV0m`%Z<+XMH`HIS){H%8o1jPwRTbS1?30goq|#GpCNV{D*gjRE-;f&?*>fxKoXUPEZXwMxTq zz1t226vlpI3a7+D-4kA$Qr(4zL>snV+3 zMzPB1kxH+=kieOpj{Hw<7Ri`Q)897hW$)IlSiw3VkSHs^3+OaIL;EaBRrRA3Szz9W zSMqBfTm2oLtjJuesTXXlaiWAJ>PXO+IE>$9+n+A|QBe+LMXW$njNQHi8o|e{!Yl#++704d9hic4C#9<6n01#C8+{1BziNm#M>WvKb zo3!{j;i`%bIWIk~1{01Lmu$l%mF$!o<4Vm_GP&=lheX9L8Yr+%J53x2Bq9fcs;IET zqIcY1s9$y(rO`6^FB2K+MUoM~F*F@v9EJ?P?uxhA+>GCP6CaGGL4t*ZaOMnamM?-Jt&I$ha+vbLDX+>`qNwz0~wB~0@3V|0chlqcQ!;r=U(lswT+YL?s z%~$H8csi1A9rH8>Q|n}#eIQOvS~1I*Od=ujf>j;QpcRw?xPQba^VEUo>hr&8>H59I zsB+GLeR=*hQ*!j1jWmYpF%(&ueq+qs3ZwRqQfAly8TiMD4$}UZq8TMXFDnhfU!MU05g=pUrshdj}c?pnVX+NLj++nrcg1wx-UkF)g2|)oynxKB!U$#jK~6n13c%AA03NfC?tcnl;(Jxcs@8GoXX0F|WNfcn|-o692oj-gn%lsHtc&Iw8u ztOseLP+|xFV|^G7G*?q5Ii86_Iz@lS2nj9jug2QmapF^o_u(31oNPm&+HRpSD~lR4 zo-eS-k(>95q1Z@}^<_i7Vx89AhkWYNu;HlmH#Ltu|pYND|TeyV$py@ z%bJ#r(o#w0 z^bwA|R`o3E@XQDrfmGyOJfT_SV~W>yl8?(+rdAfYGb7Sn;cKlmd$&M#pQs+3F4zNb zbN7I_9bvgBu-^Z^?9Rd5|35W%Q$NedvQYSxaKBz-{bvGw)3>$0NxQH^85xz|70TF; zDF*?4D_$-=4h`0Od+OOOl%OqWAZ<*bO>a53;8`GbELah_ypByftTJI9Zv4J8P7mX2DXPy^^gT0zMS5Js3QUe5EC8s&dH%NXHG%0kh+ zSZV9Ts<0=jn1_&O7nVYDaRx&3Mzi0mv{5>l(g zzVOE8OF)=p39T;`3ZaMkih)%=F_#`w60Uul(vF+$pHpE zg5))bH|8!_?$r?pVCVEDF1_nq94MHz$5yF=MBOwxM)|?2z3C%9p&$?DTFy_;_ zVlN<>YbJ+bxC*JJ7mz0}yfG4m)%dU;J+x{r>Fw&Jta&O6@v#AmFTJsT-`ytDuH3KR zmq?I4!j@rkC0J47?6N0j4^3XcmDHs8Vkzemme`mtpf7Etv4x1j5!KYZvx~IDcuZYe%7AFJ2kko+3D(g7r`z2 z)Xc#k4fYJHG*j|B@~L^I0IuTOE30Dexn?kIk5p(2aO&C8^vJDBP4UcE)RSg#*3CJkR;9ta+r-PMC7JMkQ;T^HQQa#B>h`nO;Gn zgzVO!p!SoknpL|+I4T&0z!_+4jD}s$&s{dyjOEPV)m2J3{xjDdlc0FM?@Aq zD<~QvoraX+g{96AqA&yNE<(@Wgwkr_Yy)DIRpge;4>IEua9 zo9U_i8OL{#=+U(v20cfL2ejcu?R128VT%%C($<@LSXGRI}elG1#0BA7I_1C zPMjHpMD;~Pk#O|9AwyTJjjo5w1$`c(g}J^2dp+t0@^Fz-)`7-plm0EnIY-)6je_^! zxBHV5Gz{LmzatF>nn||JL0rrfbM6;s|3Zb+DWG<-1nvY1zwOI1CI+@x8BcgvNqDMaju6)5LoEmKX=Y?+M&JvJUUvKD#|I6BvUTMt>9nk&x z>H|-U*v1>|BbK&sa`4Hh5hA;h(bMG--X1wU>z83|v1mvd6Ngz{X6{O8WjwydK~WSn zfUMlSc()JG*UG)=Y^1I?8(0ToFhkXkBmW`2$Il{w<*#rlH-x8v^YE9bvj{%@Cl#4k z(71)Eg?U@5Bm5xmsic1%#w?-tq=K4MD*PpD6T%~QJG+5-elDbR@9{%9T=m)jl z1%E)ZOw&1BOw4Ix^ylqeCP-p~G$~-^o*ODYl|u2`^cQ~(8hBec9`eM=9?F-~dRL6| z)KLu*z5m=hgAt4L+O}-~lV7e?W`T`0 zOlzaL$q$3T^F$2$VSNy_qEe{%61G~J8vh(^0ndUE&?APfL(r=96sY75)i9Jxob{cNK)TQh&>sHCcl&~DSaxw-h6Zl^VXS&v+-D+bafShv)F7JP z{OuqO#v4MbYqoa_Oo|{P{U;pAVXZy9lHdoGe_62HB#(9MhCm2M@0XZp3CrjUr5*zb zXM*D)wan6ZNM_p3R4tddF~KVm+t9hUl}`+{8Yri+s@&qY{V7j_x*q)EdIGcGU`J$p zRPj}<$|^x$G3?=WDWR&;| zaCjcGEW!jHO`j3Z z)%-KHpP2PiC*d!6)fxSex7)U9xFO4R#HXB^_BXJgp>3|Vbx8=?(j@l6R2Z5(fn?Tv zr*epFG|s-4Edplr(EW6qef6|hrg%*(6x_Q))~`-6s}XS`BqDX>AFtTimPRkxgr$0vOa z)AIw;i|aLD>L0slQujpYVfnm(JlS4Dqk(_aPeZyceCa#A3}D55}tP)x!i_6tewG!Q4iJ22}C`SlOV{(+VP--t! zW61GH=(q`oxsjB-hl(dd-i@t~10s7vUiA!Q7gm}ZLtZ5=W#mqVA9O&E{K!@fV~>la zbCWRv9psORH1*8J-b`0kKu&qapyjEBBH^JRT^ZpCxTDQlPT>!R%Dmu;FXSSvmTuPg z?FdbV9Mt`({$8Tf5Jz20YaU~nfmg;W0G$)UI@!-_tjo>qUS2yxZlj`wbE(XmKXbxz zfpkm22FU|4XZ05kJj%9?XU+Wlu;-yugi{n$X?^D6-XL%-v!>CsJwgv&d#HyV8$$5W zmt{p`jF*A7H46iZaNt44-zQ=%RoP{;t#NuhY)U(}`)e=$2o7Z5#{6*x++w{CKXyT% z4?a;*7bv%&>$*O?s$V)1uP{#h*Be<8Q{;|H^A#(?v+M`)e%xPRz(zB1@iuyn@u)y^ zuo?9~t?TrvC53R?%?r?PD>9qXgg$pAYds}N2h4P=r=61+QEJCCCyYCC3}sK>&Cagj z{a!}p*7$RyfQS51Ut-Iz0>fFvdIyP!-Rhq^x|h``p_V7CCE_u8ba_3H@CKI_M!iSl z2Y01V(u822w;y7FyeNHOw7>@?KD>-+*kBMQ#mi^F+BB4rVZXn3cko6d=Z~5rYaVE+ zRP>kTQbdqOwr(4gQtb>Be8x);yT9^jrVnKNCiRcpc@7ptG)g$efOdSK#^0KEcoj-A z&NApB-UFfrI~IVmvLER(=gOlWP4N>809RaO!g;Dar7H6Tk6%Pj93~cCF$inM46PeL zCf~+Fw2W0(V{({LWhC%DS#d5)W^1EqC#d~*`aHbPV{p7Tsg602dY|D#y^sM~*q#Z_ zffF1vXv{CYO%De4#t0h#9Nf_wL}}wAjKSO@BQ^NpNRd01oIPr*l&blV=hto2Hy;v7 z3!V@aE~HK##9@4H&bw|wF=qS`DEmjlUk`@qN+`9$NIZh0R;O9jG2mqCt4mDDXYOCk zpb*kLbn|ncD_|40HUrw&;?sVaRhqHVZE@sFYZ5`~Gw){(4@M(0zUx{bxOYlUywM7; z!Ej*q#qd$cW@#DSDyEZF`!-_98`9b?W@`TSydkGJPw9^h1L%u8tY4z=F#?|M|H_=( z>_|Y-c*ne#Qz68}pQz{Q3@FY1bMr@Cd3uN78-T1#Pho)%8Yl%I_lOAu&F(E4Z^KqF zo!9p#gC~F>Gsg*(2tm-Rj!qEC#Hwy(r_{$?! zl_{ivxv!|9cfb3mb!h{tmt+zZ5~ShQxVLaj(2yBy1rUP$BLid)BvR;_O+^ICZo?mn z6=7&U4nrm6fFcBidLX5(g~09s8rTPkL8|4C(sX`fjFoOf4@@fR6aJZwlBB)37!!s8 z_Y6=2wzy_KGe<%!sVP(tWyoP}D7J}9(#Km}mubXz=#iH_6b0K-1D3=T%zYbr0;F<- z*${;(kOd}C3T4cSun_r*?7uLiEFg_jhfA?@#`$5@k_eb$fR+DLjCU0z<^NH2q9DSz z;|d42*-E_*7(V0F_@RQ3qLM{1s9?{jx>+By!mA*PM_S7!H5QsM3+d zApdLk0CFu49q)W4jY^>r-npU<6TI@k?yR*YkmZ&LmyJzokx3qeUx?m)pK}+CSgE>n zLkY`-#DmT%Xj6ryz)*+27i>7>>>AQiHcFxURT^nejU4IKv&8GzH{U->EvwE;3vJ#* z>b`?m|45vfe~KhoJ$3%3!JyYKNM*rvH>4R>DtN}nD67$9BbuX?Jm3<$_mnKRF&q=x zpSK{Jp4^slwJ#gezK8^SFqSB_-%;qap*&}d^^wnCWi;N8-_>g*`%53H-V+vy3I_SE ziG?CkJ)}OzI#=z`02sp+^x5w3Rcic zsYZj9rC>6>r9V2aE)MTwlRv_zbq7PI=ASH7Snb!+N`2;T&JqG&_iGo%rUx)P6GzqE zWLy@J<+c=Kl&*J9K5j04yVtTZc=e7AW%#fANYP9GL|V>ywwkgu_5PWfQz0aD$Wl5C zA*_yT+C6N2acXvg=d@v#c$BOV8q8y%gfUKAPXyZWWeDaU{~*7jG)E#B?QJJ9n{l1I!Ac=*_kDcj9?dQoy?KyZs2L zRpl&EmnJ0%LJGCig}7ho%$?`W{B*|$%vL*LSq(zDLH9e=7LF_fIZ79j)*?Tfyk5G%WrtBwgy!jy)gcz2BFG>@nZ`SVdg{BEoVm+|r{5wDC z`ax}7@9!cZCPJ%y{q&D%+*_`+7W9+M$`0~(<9Li8`;5>p`b+gBOrA5e-@;IVAhAui z&~4O^lkcCJpEern5Wt?kQuwk>vIfM+)N3^g&rp4SM!;&_BrgNoQyg04;@|y@SFcZK z#fPKpEwmG4s&_^HO{)s`F@vA_-5gPcfX46S5f3&lh3s@~9p;B64Zo*CXmj=qOdimHK?lv`n zgS%5M!EEW5FLzgWM1JSZ>8!=A51pA#2e#{(D(0QeY;i?-kiPuu*U)SY3AKewu@VH^ zS-sb1&xjlb*>GpaTv9FY;q7Kf){-XZg(fKlL%sYfhd}EQ22@+7EG=b?1Inj6;n&xf z;>*o&-CNd)J=~)_OhssY4YJSs{;rbcl|0QGJx}uB2((TgTS(Glf-u(X1pTMWOj91c zH+oP1c(@%cz@?Z7f{pD2gH#kYj%N9Yazbsm!he5c3qeTdhR=Uu_=CEe^Opd1^D-pK zU=*yz4iXvY7uwzMn-4munhZdAH%p41r?~4h<1QK7j@XUeHt@5CauFBLp24N)2!eNq z2wZU9^SX*(=!li>EgTA0s(p@)rO8<|NE|JWxQR45t-=j?C(iTPdmEb?JeC&=Lo zJ)4^}STUJ^c=eTes#nk9aG%&3ZD3<--S)evwZ!1zLmCUMEK2aF4z&}!0~Yh1d>#l9 zLpY-b{2*}X>S|#lY*W0?IcF~Wr=4OfX~NcdrV8`F!!uSat2H0WQOtf=vaBmYwsp#T za;@@%Zw{457k4`oXxn9o&O3S0B{Msm`NnGSJ;Zgrj|1)9){r*}YTC5%I}BX>y=yB! z;RsW9Zhf)-?{4~+kP8KN_W1C_BTG3u#3^;N7O|1UvZtz6shwqPLF6UQq;%RLWw!d` zcype8%;lWMzy}dnFva4&LA?q8NMQNi3}Vpr`0RqQ^V*|++SNhg;tylXtK%a(N4K5y zV7bl!><=ZdRy{YDlb3h*7;vDWSCC;Mn)T3s zz`gf5Sc{lx#>{iV4-*HA%3&h<^R`>y(rx;~&K<$89y`L&Da#5w^XTwpBTcc=go+h& z2|ASdsh#pi{3mQtRh#s0Sofm$U87g%A{}4;&JlQk3T-QhRELXpOL+mTe z8v5bN-xS(p-Lm+*qC&Qn4ZVGA^sVk^@rOD_R0FXTDlGLwe#6sNnOJYk;)9~z=JVZx z(of*EGH1Q@|laEo~c)E)GdvPSy$g!P-PqLr;u7RwV7QcE1mUEgvxts zrZ|Onv)&}r5=NqE%tfT}89Kl57BMuuwXX*Imnf7J`AG07ggjI}D0B+sBM}oi2wk=t zNua>Uk>j0~;(Ev;tL}eGf zE@!55;LxKEhW=~c)j?0@5a@OM5cp(?zrH+?sDMpz#qavW-*`5U^}T;?mOI=#nB{4q`5qX^H4UYnE#0?yc&h+?tR3Nv~YbYrAd#x1F_+Yy}9*|-K*hf3}l z+mh0E{E)IFS3eN+13a;AEkV`!GH7p%`6IGg@p~n!3!TWf9FA4rI9CVaYm}}g>I%%Z z?j{K>xmG*SXWPl-9?GdAv8rxr^j(lj4xjWrHEjw>?U7-|CqoqbqCwFWDsRR#h}2pm zEe519_nyFN^ohE+7v!08w=mmwU%(PGaFb8d6uU1!Cu2fS=b6HPb(o{X4=2h7Xv_pW zGKuMaW*b4$tV>f__EZS^m22b)hh@;gvS*LxCsen9E*!!8tyFLHLjw%-{e|a{rA}e! zJ5>#0pCQ$EEq%;oVXNH+4#=|h&XyKmIpDdP7uJYY<9(;!8}~cE4s+<+8lokbtWZ56 z#oo9&=uGm1r>&_`dY ztosqUS&-A(iaVAD50VSUxVwS>js@#UY_aip~xA4nTTglz4Ntw;47Yr5?b_s z>LP1v8*49g6CX`1V+5Iy$Iil8sFXvK?|+KXAF?uT+>CDAGD-4u-DVEXG77$1R^+}5 z62EG$^AG|(G>Xl>ad*)sEUshNJF!Gy@)mgzaes{(KO>Rt-d&)r5-ORTCd!)M+{b7y zbe898nad)Z5RiYM!KDR2-nU5ThPhq$=IV+nz7)Qnsc(ff@k9pjf$nLdtK|^IjTNpz zZ`>*d2pi#h0&@M(c{jKURHdUKe4auoufxWrTSi<}@KS z5phR-USnWJmBfoq{XMidx~&qe^6_+_3iFLL#hzbgJtu6*|E+)w)SgcWeE#*O6+9Oz zl60%qa80%ChK-J^CJ{8S4A<+51wFW@?4gS7xiiIptDXQ>@V79(0sszQcBxz&NG7uD zpNP$gD|%Y*zm}TRM6ULl{8axk{5CPl=4M`X>!oBhwB?1)d8K%WsKlk@jna@kkDD4< z%Eh;5b9mB>0<}CB#jBX=S?z}CC6il0CkTmyUiN#YxV_IHV{z07)2OKufj(Bz@^m@1 zf8TO#S_}nC!6F&aFe$8s+a^!-*1hp0P{5P0w8g zhVLO+6Iev;oid2vM|nW?;~^f8sorZkxHa2;>hoZbu6D*E#i0~FwlCO-*J|%S($#aV zDXv^6Z)N;#p!6Ntu}fAJbxJhp!o*ZfJ|==I%;o6^`Y6kCY4mus>&TCCnGGUn3FDs? zr|k&s2Ey6jz@x7})JK2Jv@RCS<<`{CnLe4ij~Yl>FPa!^kVj8}9CS>cXdY80|BXvw zd@C}^h%j1vpgG(>@(pDuV=2eG3~I%eSFkkYn|mu+j+)6@K%=aZsYrz%iixtN?tK4E zm6ppjH#uA1S3S|tI=es@$o(#6%6Q=7eO}PzcA!!21FKvYZNq3ScQ;~?EL9(kgq%I$ zS-w3?mwZ`jX^X3?;Xr>xbZ=H{trI*xzMP z?j&`0h9S57ZbFFNLz9I2m*y~7U}>nY%Ujrxvs*t+A=^faIIHoTDy!Pmu*F>UeBAgC zb=LC9qlSY(JJ$Ojbm#sq<2w4+E6K{(2fWJLTiuNBl_qBt?mhncX{LW5J`YMU{J+BkJ};oE_L( znr zT{>@ON=b{))LP{44ot!xG%rwGpL_sEsb~#zXB#_UKc;iuDIyi#zF4&|wOqWi44IG| zKd67GY-{!c`9)kRkWb*y62JG$J6YY9ddtk0A*2JTg_AG+JM%N>36Rv3>vmkPpHg+dpwP_PNIT;M z3&%fGnT8wCKCv5PW}3=Tic*SGN+hG&kwR|()<9dR(L!U{JNo|OCfHO~qeG;%`q{ge z{jYTkELlpILg9>9T9o;d@BQz;Zch@lEg)JTUBqWs{`irCPiz9>W)P2kP#ME!BF&bV zb^QF=H9KV$v$D0JH)cuviCm?Sj|WFP7H4tGvF+;F$$u*1m*aXEr{J}=kvDGN`ndcx zkIunc+vXL)mg7355AWoB`K~XEwX_W$aQOX!$5lNPM!r`>S7F4dKHuJ@ocNRE&WE?; zS_<<&oIHA;a_Z9*iB5iz@&#?#zkgA@Jr1S=3FKs627XdCatSwSUTEUW+3oN$Bcg>P zyZ0$7#3nhx5h+Yd&J^W3!+t-bLfMCfrs1&E`)ZZ-ExR2kpSEtim=5066sG#su!HC9 zaY`fO&bvja<%!TP8PM3H2=9owgL@4V>^+hcW_%|Bk+vOlz1tY0vG_8@e7Q}E7q6(q z?NgK}OZ|7_)vDy&zieZwsh_^>{z@^+fc<=Q?`LwkC7KOgA=00c2-8+0!#xC0ShiK) zaVL*^-2v14cxjVNHqZ0;=bjWfxV(l?8<@|=0;e{1?R|~T>gPY!Q$-~0 zBF&i7k!R0ON`evI4H84JFXXolza1zI6`T^g+Z_*^qAvG={GpV^BCcrs{hLL;@|IGU z&67I4Tip89Utnri)|e!h@|{8Vks+sovz>89eF9JM_9*ygw!Qn+gYK_|p4Ya}z3aO1 ze~y%KF0$BUV4J8%koxc017bz?uKS3gr!Rp{T2}jf@nrq-V)4U289n#f4jX?1x0#k) z!!!hlKZG$vk&x6;Bwd}mMp(VZANCP$?7Oa&R`uCJ)IZ+YsRQ9!oX}< zSfNoK71*?#WX_yx98c$(^@?-ejv%wZs`Va^^3U6>T?yB@cU)|R7{%PO-l#PD;#&o9 zW|JHq*xMzb_-lnKi*{mTglv%M3#lST*L7%^Z; zS8A4MlrkTF&GzvSiIC;9VU`OejKMVgK?HLVZi;0b`Y;k8;6Bl2DU07Hs1vpw@aH&- zXiiTr2>jA;O0*gq9rp^{8z zQ0!rB-h`o!Cu=X)7@^Bm)>i6aPURa)nVR#ZDWmnb{<|HZ$3(QP*cZQx7zUOOiZ=^R zJq1>GN>l(lJiB%>L09mb5kmaWZvyLtb-cKYJtlC5e9*c3gHIc1ihYUlK8N=G6jyrL zvn+9`-!SXaqwFgTO<)n3^X$-b=xc<4$LbZ`LF!jhRsI1X7#3?-lrirmD1rShOr;-D z_FcW!VIfW{wXC1ZWo<;R^TWSf?tbn8(B$A#gJJ?ZuKE7f*-vIRGiWB7gOivEKeBqV+=g$ zCm(CNPI3yS7ZZ?k(K-nJsY|AzDeQjsSMCKy*885pR8{p<1!}>=H?a#sJN^Q+8aStl zcWP6|tq1-(ZOBzdOT0xXY-9@-v7+_Vhdk`oV@9QAw~&GZ+jU0&ju+yi?9X;Dg^Ii(E0y9l+yK;-&_lr_~@6unstWB=n*lj8F1CD&3gqLDG^lv}WAN+b` ziOyo(^G~86HTjm2+rSbrZFW4CsDg^kZ)2tH^ko{_uKs9A%z7p836Fec?5ChZiN1jQ z$J*)r$g^BY(Wj@Oa2(%}WAHG*A2iz@IxIWN4-=>9{31X7#(er9iq) zNQdFM(1R8vVWhnW_z7$9F6Q%+8K$WvA^Hb7h5WxQ<_rQX&AS6FVW)+5@=HNyarX=S zz=>y?1Zm@6A{lUkg9Hb*XdziD*53gVoL`qivAl!C#Fh8p@YN%NFlJ#{pM~=8ypQ$~ z`O+2QLa@saPpz_r!_bS@m&1HT^oG)keF)4w1{F|e93#&1ljwm~uWTOPGnW>9zdrGb z?RPJt=gK9X0HEkRozMeML@iS$PyK=6qXe1Z832|VyUmlirHl@SyIPLYKdz;BacI;@ zR2RT`!D!4T{d_+P^X%@N81K8tEW_D@byL#(=o9~^=DhtIEQ(k+`wf4AD}arqtE`MQ>Jd$yWVP%8zQ zlZVl3hx@nE=m;wXeyyd;t3p!G607AG{_l#9jCiaDuR(M4sb_W4wna3;G+t+y72ibp zf{&Vre+@ZLJeDP<;?c~ZE8B#wK7CJfSZ&OceIl+J#VCAo&i8z^uwqDo{&i0Y*$N=+ zLU^Q>8Ao#-s^VR~kfrabJHjNVXW7;fQo)i==$ zU>Y0AYg2Z^3@lL#g7IS0{ zrWBI#M9BF_UM*+|sBd0?EjT=vTuS(}EOr#v8DeTes@k5GC+n4Zi;kW@bsy0dLsD#Q z-!VQ#>6y`R8ho~HG3>7FZoQwcn;(<_!Ns=`No~$ZHjc~B6iv`=&_A9MS5+zY^n72B zbnLi(@Z4jO)4YJ~f{>nCo*(B2rS_dQ&K_&r!tL;w^9a2ZC(sXCEUK)Iw_g`zph z8FGQguf;+@zWPqzn?|NoI;Q8EyFo@S-~atgz#Opt26+zrVgkDxxsG*y>mBP$(K+t) zJU(QlR499^wgAF5ft`j(frY2}f;2@+Xm0v_Jj##H9O0oI`E79e_j?R(+YX)0%g*AC zzF8HFSeNJ^syd!s(yDBS)jNcYr0}50=U&wWxT+PKsRkp*TP2co(Bb)4^8MTErs=w_ zqPS`>K!!fyWp&ysEjI^Qj~k4)sZh%2P()ASvsdB1k#>`5Bu(bco07q17(e*l){$E= zqtO)K7M4A1$5o)dMqE9tdgJfG$F^sK=Sbk#Di-6a8-g+5Mji{9Ew=EdOd=flp+zGE zW+=~U8d3|6Tk_?{go$}n%Gm`h3j&LhN0@{karv8wbak}ke+sM%^lk~epu;xJubfxB z-s_xGN!E~PPEL7x0UmnfI4%-oe)uP=WhitYB_0-#wpN64=`wz_kn%{i$2s=_|DFZT zYtI=w5kx;E!>+C#kM}+G)3vGT)MquE<;p}8@DsUQTU?M{h}Zlz0|y#u*)sRooI;)C z<}Jq#fQqlT>jqOoyxtEllxZm@Bzwp2A?lgcRsh2=)F*Y^DUR@-A9QFl&*zN9~#q@9q zw_K6<;x%ZUZE;-QIu?a4zC-s5Z>KM*Gju9rWrs>_{t=(557zYtI}yB(5hIt@s#uHt zCEd(-6{y`NcVfZzjCzlF&Xfb5ooaBi-1td+=(ev8kTZYp8NeNHsWrF}Bx^C*!tVJa z>mK(L(+oieA=Ztwk3N4tN;OuAtzkTzs}>n}wq0bCq#zS*4~O>poqU}vwT1;1%G;BV zSBFV7_xC0SGa$`hoeUXJelhM^M6^Y2G;bM3T!rvfn7t(hgeg27T$Td8F=@fydg^wI zz;wf4qt)#0$VCcM2_XlU+njlf!4waJ|BE)8;??GJ%;9g$FJyz{){bFlGCTep)E!4a zsrwd7Ae3k|IU_-B@!eY0C75x{lnw3CCQpQyCreh`qm@j|AUPmFmo0EF$~QbV*I0P? zJA0N84UWjnEq`uR^>4{cbZ9Esc?PLD{Dx4D*L9lS_X9Dzs?V(y)pVTBIy^0mg<7S z301LRzv>J5$V}zZSJSUv8}PU?rVkl;I2b&2B`CR|e7D|oXVi*_7Qe})>}PJasJ!m8 zsh_*_G(yMnlF|i}|4hc?xPq-iNFi~EV9L)sLo}dmYyUbT;VmUyyAYGIZW_--@$b*L zD<7&guQYQF(@XWKC|TjpR1pWgif=x`HM?h(-LryTUh)fGLkD%SVfAEQ{le{fsj-fw zDORT=64a0c5v6N|Iw_-d*Oi-kc3hylfa>P8#g@L{Oym$sXHlV4uA_uQq%=GW)-)-= xe=TLFnGzbkIk~)eYIU0>@c&kxnI437`2GcdQTz7j_6J!&crg5QZ0uoUOLyirR#8wb84m?zL%ZxYC%$vjXz>+bS+D?8nSBv1*yK z)H!j%dVGg~=HWH6&^7j7A#cq^-o*ib$F`XEuzsCC;5Rercp-XHHs7B#m0o-;;(c zs30vo4QbIKuSXV!ZCO^|#gSIZ zb+LA2DVm0|Bc$Ow<#xTs4D+R2E?*KMRBkR^5_Zx`xeR-z#Zm!RP|`Z`dcdT` z^7}I=X{B76)cu`>w7C9MFw#1WA8`lu!FGp9Q*!z@J&pEX|p=wCxo2?OF9_ zjvBF+)}vfG%vY=Hp@w7I$T+;JjTNBn4Tn> zyrR-Ep%}%WPE8MIxIQ_!qKZM)#bdOqD-GuG;3DhUv;450r z>LC;JkM&>IYt}5bK$62h`;0kl`7ho%)(XW9Ix}`LY01GfE6eY+RZnnL8Bh7k481b$ z)`c+(O&k+m)ENlKvCQzC3lQlgYeor5|FEh7YX`w0#~qK}l?J(g=7cW=ef|W`bhFH*KT_j*ES{pN4H^G-K!?1!?Uf|7AR$rtADDPf^D9h zADe%;TmE`tIm5M)Yja|0YB%>2#x9TQnuM@E3`lOAO9c!(Jhu zvZkz{c0(>Ft=$?r`AV8y36u1hG=>Nm0{d%`=I_xAZ7_(!Byk$({PZD$CJTEwHV2KZ zA>)9n!u16=;0o&9D3!QMUIE+?8Wyy}5mdG49P|}j*c|m38)Ih+P`%n2W?HJtS}GjU z$lGB8%zL?{0&7|czGm2KWHmr6)GB!SqBvy^+)vRXl{WzS8Y2WW;RwIUi4ek=0~07x zi#uN|;__AGSSVB?y)7Ox#@3P#04>7K!Wo$0c{ds|`65gy&GMbAJY+K2#rn>rk4p z3lh<#O5?co-`Y17Xt#~pH*b8Xf+Q; zJnT18APa@>*fK`6DU2}~U|&vFSR36(Vv6(jLpQxV#K2y%1&mxn^eECj(rh8UMqEyg z-`10!ab1=vjOf1OTj%u+?1key_FSrrQ`Cr}q#f(M2+$Cc&nyCv>Pq_wGfQb2G{nkd z7KImY5f_D9u5%L!J_^-(l|Z)WX`|z9;6UhpAb@f4yC#4Yd>_HzQe>eg)i2?U9W)B7 zPjdHO^mo_zC~L7tzo?oa^*J75#{fr7rJkjM94b5wXQW&X%$(+kW3ou=%(czQMq$|- z-^_OX_EeE!z>PdJFxBs~R61J4gV{;V?_HE0#8|t?rqdXjEpU{lDR~gM$H=93r*r7v zxgWe}j`Hb;7ijGM*4|2S;_(+I3#>Je=&xB0QPS3`F;7f@M8EbY{Y~_9EvBho*{94n zRss4%jJ3wpft&Sf?;-Aq61$xy+q3w}rLHzuKX>rej^1HTqkIZ~`=8PP0000mP)t-s|NsB+ z!h@VzRXa3FwD9+DvF}T3uKxed2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xMSc%20005} zNklAd}np;Jh?;zQGD><`e6wRu1$to8Gyt6>QzfWln2`-M^qA9u@ z7e>b8qxdK?LcH0Vz1crE-9MhQU58K+GGBja9*`HLYi3`am48IRMhKqVtdbl;C>5bv z)p7)E*W#o@S)~+baE){2PV=6>4f#Hcf~;0r-#mxmtHo(eA~uKsX9Xk9?Pu|_7ZkZ) z&Wj>a^6dMXf>#>uezp7XHLqp?GtNk$cob~{9S{E5o$OxM2Z?+qNQElNb6!smb zFm^3fUtARR_T1~e9(LZm(;&@hYRpmgS2W5&<&N<{+}H`;3a^SuQ#r~Z6{_RSueAhc z23UEh6ghq09EB%6e6C&7BmrpcN-f%j2V`N4UZ)M0(-W45Z^UA~2(4?NMs$Qo2 zLW=uSs4rfB>TrYB#oIl38FE$oYN>M(nx9@8dR~m2#%Xq^@K!m!M^HKW0gvarC)Z|U zWpcc&)pHu%(kh=x@*C@N!CW-_F@#}Ai>vJKk}NE8FaC@D;s51NdZusf0}y=s00000 LNkvXXu0mjf1J50E literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/34c0e8e4-24ad-4c4e-a582-62904b5bc9ae.png b/docs/handson-cnn-tf/img/34c0e8e4-24ad-4c4e-a582-62904b5bc9ae.png new file mode 100644 index 0000000000000000000000000000000000000000..0db74f81d5c84a689c47c63520c94a77a9db45c2 GIT binary patch literal 102073 zcmV((K;XZLP)%V{F zoQO<-Wx3y(mh72+OSV*>EE0i;jE@uN6hl9D-O!zz7=jB`UAOX1sPWd1{ryspV}HHh zpWAWhufuie$MHVi|Nr9cdS6EQ?^1Vd)tu|TtxrSO#yZN&mut|pp}quMjjG1qxITRI ze8)a0io!+D59L2EANc~`Q{a91NUmjY1wZoq$H`ybyTUoVk59Q!;KM?H&hdLn`AS*x zXXGP!w1RJK*Nt7%pHF;RQH&(-R28h%EM435Vw`@tFGDk&#A@R(Ugc$e@^$)OVy~;* zc^ACaw#G|ux;j+yC(1v~P<;x%^92bfGh5~Fxe-|~*uNf+EXrx!jH>Op+hRnfyE)ucr+;k)Zd$FeuCw*=m; z#3t;@LlMxL~MhCnDc$JjRFSZ!UO z&iw$R)iKI75IZ#IUGFQ2krB4>j653p=voMb(VMmG+S|od7ZM+{&rOVkcvFW9FjDPd zNBM78tL-dw;!|?d$otb&nup;BJ>zE6HWKONJ{sgMs=Pcic~TYLLft>Rw@b&fO8%2` zOUyN1$KNl`T{r)JcAJmlTVgKSOAhICGcY2GH`TEblljnu=2G>Hg*bp{Etg$Pu22DM z(SEq5PEWCPETurECe)7^4aJb2*5Z%zoN|SFR#D6a+%4#_HKm`P3N=`N>AI6xs~dtG zu<|IhR$W!%UgP=pw8SSI$DNo<3?=XNrq=VVoKnW& z7yw;$ENCr!U=h*5j71^$l=zn1U~M(T`Uu}TBOXdHsN1mbd$^TkPWqReTK(^qB3yq% z=an018P(i!Zb?!oMiFb(c6c?ldQg2v7=(449$9KN&sf%ao?+hnB3McnQof9^yo;TAW_+ zu3C=TW{_7RFRO0E1Mm0YB$sXZAJ4$ApTl}1@{H>;ND(8)m7G+yR9zDNP;yDQi#ZR( znMFHUxC=#o&vN)8C5P##l8?QH$9(u`2-F{jnS!SC@UM^(OU65w?4Qgv+5bf$CDr{R zX<-*7lW${;JYS>uRzOyGImvw|Mb_B0r$wwZ^qS>e|Jj(fe0nVWTwVri$^V1gh@Bh+ z^48&g4K=Fam=X$aM#C8;UZ$rOzF25vgg<$`_8YsbhRcZtA{&x>=7RFG(Sjl$CfR3p z=|^Uoiv{xfxK-U{^w|CEDwMF zSub1epHiE_TJp+={*QZ!ea%HXIw-zk@}0uv2r@(B5JTiMbJA!*FLJ3#yl1B) zCm55qEYwJ~{>x-Cd(&(=MKMom;K})o{cG{9PJ)~~XQ_szmX}cIS#QPAcc*cbu-=LV zo34Yk^ukKD{NFjw|4WI%_2WMD%X%$;=6b&_pO|S}<(0^bZaRs9;!_>dVMz~TjS8kV zt3YuN`mw)&*w6zw#2sCP>iiEY;CzK*HG@XRQ*rKhQdb!c*xrC2?Wc*{o zQLINB8-X}Ld^*UIUuYSnKNBqGvC{P^rzkdGnUZy<EuutOMH==Q*w4>hAGS7Mb~^@Yg_RirW;5&*t11*sX{!Y?VOp5Szu6W#h{&D zoL)ZojnCw0X`UoyR}~!lh_iL#)mo=SowWHrkME}V?MV-Be9yrU!yGSWP`PSC<{w1OV>m-;gpUp8d6dV zy{k@qAV^64>q7vDlq7w@X-V%RQcRoC)AJUv;icCn4qk`myp!rh4sBGNwGFd0Gpr&z8n70l*{kOx z^9tsLu$d~$KTb%u80drZ_!X2n!4*GYP2Yk*?1HC zcqjL4%0U$)+Lw$gf?I z(nal^tXVw!#NF6-Vy*ae>4wvQfq`TgyrJr5kyvy8;N?!~rR>P`==&(nQ+tfsEN zht=Rv%ZT)LWZ@{OaNkNce3qmbiDA{kw_I(>0Xi5K{h}DAWk@)u)0|IZ{36**n;R3`gs_&gdYgGC=EiE)WUNWwD} zOFv+Ad~Zjc_3y{Nt*dV6(S&D9H!_3sjD=3y?>47*RZ}3BC<~Voy4;yaO?ei>{-MR| zI3hMclr=eYIO0%qufF9o4yxF+LyBpZdO%FkbrScw*tGk$mSakuHk%ibS^E$x`TWx& zrP%#aa~e5FO#Iii7DM<&aw{BM1CB079Ma?oo*vwEi7BkRV@~hGetq8Y5t1@rBM6KKWW-un!l0Z0|i{k0rTxczx zwMgQRQX9)lIf%8+Vy*Ucmo#5;!uue3;?w^gnAty**+_i_oQZay2t{kVh^CDMqBibg z0-^CT`IO0fR#RxvyXXpQ?Kx{MF&VJgmj$wIZ8fdb! zS?*AI`L*KmLhX0;+Mi{s34=*C7qt3i1CcS!1?vPFu8>)STd^8z&th6}f%+9kPt71S z9*JyhiTN31QQl=F6r<-P^;SC$Vy#MC3}X>FY1`NbSPQ9ze4@f6MXiOC?P+OINB`@F zLISs7t*6mu{qiEw86fl(5l~@;W-V03lF^5nSs(CB$ibLJc%R(M4xM!A6U5MM`{+~t zdXZZ5ipeN6?JNxCq3wP@Rhp1$u3>EuvBxOBCEqSpu-t8-?apE^43BZ%A}mVSlL+56 za)$L|ca^$dj^@+-UpUWLu9vQt;}@vbWke_h0uRQjkYnsyV#_@STXGqt1Uv2spkc1< zh>%4G*XP_qQ+xA*jMlUcq1Y*`IBDyx+u3A;VeLd(pG5udR&(s4ju;GE4e<2vZj#59 zEJF?|Icg=B4S+qih}}_KtViiT4%g@Sv^2fcXZL<+uJ?b@V2E+?6C)v#T*CXMJV7I# zu@Iwv6fjkDH0*5^4E9-}`5s)@1j=L}g9>WS;IrXql-UxC>0$7%0D<%fE;(0DMO^E* zvoZa&7Q$(YN_mw3bxH zEk+2K{yaD1MgEJ8_!n~cMxsBWAYflj%mWS1J-nE$fH4aN$)>5k0X=h{!UiZ-U5Uj? zx5Zw_2{t8*cxP=51;=Y$r-9U~wJ_+PGp1gw)wdkjVEi@?l2y0{bJI&D*+#>rv^bw6 z?#s~24JqNGVXLZ#xyFCdb4y-|R9X#?x`=^YeUh^aNftnAXyI1u5ENmvr65MbfGWxr zM)9oGEKy|a92RSdlv8zI*x7|9eK6;mQsa+jRLUa!3R?^Mvqba8LidKD zTK$FAIy%HVBpL9nSU)|>d9`$Xi(INb!CJ%h(%-NDl0`DI_Canou@*Y;CpnVk!0v!` zfPbNv5hG_?bO~{z=vOdJO`vtn6U-~*&l|wvMTO;ZFV@jq3DD_sOFo!=3|&)LLgDFb zVyUT$@KPNp^T8z!o@eIu@{~@)fSbxoRgV}hQDGmYY6MPA0({f;Vxjl=rmlXH7cJ-6 zzhE%LGrn90;7smlj^3Y<5{mUC9lpw;TNTZwYOS`F9K$=->s=4rr?2{fZ8L!4#ahj! zZlpTFi@M*xJz+hsMRdI0@7I61OoPBJdGa+dT;^LHgL^HO8={mfXGR)L^XLi8)L`VE3HK262joL>44q@nMmmFMAXV+?rovvdbGv`xS438K!E2JHF=zN(L zvH$`J+72%D>_f|VZRQ%n#`9>b^)XSrmp+)a!s+7b!>;Ma*0Nbb73xMx<9<0e&3J#m z#{z?Rnia^`e>Laokim}&YAiIdPm<}5&A1?3oB$e%d&v=FFz9sjP0XhjHtMS2`nVeu zyJ_%G#en*4V|@z)BuGG8!|GPL7^FQ#y4Hj&!-u>jnW1d*>wpMFY=&O~G+Ju+ALnM> zx_FRdYrIq~ho}`GyYZ>z-cZw>?(ZwH&msl0S?gcUw}$@yog7(pyT7($6dOf3#6~H) zIxJvgd$p6WQV?h1w4ED{uu|ULYL2_5wH-N^(QDR;4>_yzeg(gy2y-su%wOSK zXgGPD$au}^3+wW-X(gV+e|^GuINm{V@{+&z{lyy5dr9ZJ^V1-wvYceSg!t2ym`SNJ z)vd1oGWOEjOP=~O)-c-B*mjj9^HLsn{r%F{5+7TpR&p#6a3*>Bj|hf&fuUmA)y8^% z(TSCFVQmtoabr##N@t6xX<$6%f6T(czC^3po)E3|MJkKMwBQ9LKPz<}}Tx ziN76OJ{a1XuxvvDb7KO(MV=*&s{TEEi^pTEu!S}*=Y1E)S{u68?3An=J43+0#u{Ib<|7Zs;7(BogQzSJ#ITBP8Zwx zH6dR&h5Tmy+YwBU6oOsbpqu3B+kdcFSlUrI(K>Zd`{S7~-`Gno*w9)i#j7AkYK_CV zxx}vOnijjPuvW7y|AM}SmM41emrBZf>{N?|y8c;$1{xdK8~s7jb?l;@(3&6WebDGY(xH^iJ!#J3w#z1x^yNKetFawGG-tP_K@}Qk5);lf?>`9_=*mmnc<%pY z3^itJEd%P}R$@At7ltRX)<8H)Tf+cOP`)7}=e)X*mqvL_}7+o#NFA)ydGT~wn`Zw|+RwRKel-xJQ z{djh1<@nZV6OsR=6}z-LoUNrN*ar3FGTMgIk>D&LaVV1UzxSz`<&t%Ne2JL1B5q2f zGOijKx>!qj%p-x01i4Pb9Ve_wjygo4wf+@y4f>WfHIc6OqtuT;FZAzsY`%-9ae-A{ zJN9kJO@@?RZpp6Q4bl3BMR`+l8fS}JMaGtGj+bJE*F5e?>P5yS4>>-1Vs$Oyump3O zf4Rk+wv<-_D4jlIB+!Bu2b&gH!yUSMtWV4F)SW+IafbUQ_m0D%e-Uf-ObMTenmH}! zt9aJi3yH^w9Kwb?%v5{OabX4dX zcRn|ALaVj@w;OEWKBV4PqlEQdOd|(Y2W$1U#0ZRtB=Z#y>xW+MQMHy-!hLtYxMM-q zJ26iUBq7!sv~#Ginw%Vj2bb^(NUiX+GKa5}Jfv*~pC>H|m{Yzm=4`&z#7w1!gDn(l zt~!>exGFAlbxr6ba|cPoY1AR>a2=ZG>iWL<*EqL&ZUO0iC4sPMC0*!&0quBrNsIu? zU38}bf#V&PjlIM~*PTPZM5KfOt4OiaL*dzA=24^MQ4?2v)bDbC8WIZ1?9$uFC*4UXQ;{jjpYC==8LMbb&IMy zihp7BBYzVRI-Vt-+E-(pU@G@EgryZou?;NZa3;IYm4sH z-te4bV|8rKQ?v}l+cR*sgHCJN^7JTY7S7}GIx^uM+u-1PIC;@Rw5?N_aQeA1@&|~C@zH@oaA(45Nh4QXNU;IilBN*LD<(qcSLu*~H)y$uX5Z8fR1&GZMy}Ua${gfe+Br>rQF1bp$m;wH+=WHJ+>i2U#vEQQI(+e> zKT_<(TAF(L$t8vX-BHIG$fq8{)A_X2PtTa!#nZiQ!~XmvmH&57=w^Wa>G}_QJ^#bj z0^^aqj-L0_&>49<{Y5bFx-_}G?U z6d%epT#2lw_O$G;Lw8@=_;!gPHa(5?>t{g8F`OL#>-YKZG;@5&R0rg;1K9{jj42gJ z*PZTX$pGPC=wfhajMia?2}Ep0kVVF{kfm3>+;LBcKqF=si5MtsvkR~cPTO{q-%xw9 z*IxLQiU^6lv(50wMdR(bg$pb|XjfIV231JE*an&*VA+B!mkr=|;|0rhwVb+Alt>Jz z_n<2z&E&6^Isb#cwRv9MC^0|>C15j=A`AKKa+X38vpa0pG@v}jvdLJ%(a@KY7cSS} z#~&3It+}?+i&xrFM>19zx#zm4&(-|0$bF{lJE?W#^Lkz|6n02>dcVyE{bp&XRP?BK zW+a#Uz=`wFXe_<>{<-e%V@Ha(_iyiBUR~ez;$cJ2!QS=P4zBTk0An*|-!f;?os#P_ zo2hK4U*l4EEiUdc3!B;Ku{#1(01Gv}}+U*o?=1M|>Y3d!<1I4OLz^<}_HPD*pP z^q12Wvy&c^Aapdw>(Y()mA`d)I55WlIp12q;iPR$AgG_@X^zhw`0Srg!#FgcXsvW* zt#0>S6VS%M8WeUI)LOByAs^%0pMhU%(~$$}47XDFbFV;w(JtlJ$rNj7v;LCh?qLNH zZh=lN6;$b6v<=N#H}$sCI#9af#XWTl2t#4rm$|TopVW#l&?m>f8Q1O-u`Vy;Ts*9Xr+qu%0u#~oL%yC!PEd3VtXO;%8KcE@!nXXpgqPYTpf?@d3V9e0PSNBWPiM9Gc)2&}56~phE*)I?Cd{|6} z#Wv-C-Xk6ef4!%g3|JLZJ3}gAKY~&Wa~S(~Zy3Ki?_JG@Vh#GGyowo~l7o zBZ=se0bk^Rx}27lb5{u&udWxV9ZzDdbUr;&qg{vo`g>-EOZINNc?>}ZaB*A9q180~ z^?Z_i<4r@fOuxwg<0V!D!IQ`aTd`S`K-2n)w3^KFV!7+$t;L;vp7mV!h4l|?w9kjHS zI9S{E&tkTgq|dNeqqBZRDr--t*bP#4d6N0KIN2gkNEl2d+sZpYPDvXQm0C_E+;%eQ zli-DpKzvc8UdW^@PfDvh*>+bpW6f%KJ@=f|Y%UX$R%R`Z*Q<>lac(JPvp5h&adO6@`jtxf93-o~)Nyyc?2$ILRVtF( z-Ex*PGde6GdJIkq@vWm=k6m5qxWX}1IYq;`bqB~Acg~Q3zI>n_e{29IOnlhv_-~pR z_7&UAbFdc1$yyTMHawLIpy4wxB}&-K+(ENX$i$4K2$53v2aVJJMPpBY?zA*PkUzIw5HQEF+>6ZadP#H+3bZ z<4o_&(x&!PQMF`8kk{-}_kf_6I@eht^Y<%~Ju^8ek;X@?RTX)%?_PFtHF5VGd9m5( zr@T*zmWsD}%dMQ+yg@2pePA*VA*#K^d~~flf-~wN?#D$w@eC-`D^4V^CePFDeg}6F zt=0d2-9j$uU-fCoy@QD{2^J(Dgg`-!?OZJu#U{H^Y*w|BsW-~Nz>Xmn?_y}=>z=3- zsevb5C5gr9tX-qDm{4n9LFJpg?&K$Iv~vo2mw(D~1;*&#Q=u4YTGhqEw%H)f-LD7kqWD7hRPvB>eAc%D}kalrK zQTICi`#tw3(QU%h7)T6+brOW*FF@#`1P?w$tV3a|HPS_`SX z)W#PjJ=S~KQD(`kg-dMBLgopCMeD9f&>|VC3UZzCC7%E>?qNl|v;m3BZTj4IvaOUv z+$C?bUK7pW{Cgh)r!4OliiLE_(@mSK?65%*|+X|4m73!lX4 z`jMSqPET;rTHdcC-0%837Rch^lBl;hxf)3-u5|L2z!|`QP=8eQ{>nDSNm3@q)B>3Y zGJR~(07_Z4+=W|bSJ)DEXzV0RS_tbUR_LJ4lyyf4m#(z*V}2-b=V?te64Us@$>q7G zqMNOgE-NskHZbeCRPQO2X9yd6D8wzj)Py616MEJI3dRmRg*C+^n&FIP!qX6+TI^1q zB~JEectcXHBQKdmp62QIwpK4G`ssdu-b+3tznVQwxuu%eU?kZhm*}wz6fu?r7Ncnz ztj@qG#mD4?_Ml0tN%(0aC}2U6TGU!7c{Pr1*B5CyQd0(SY?YW*B~01_*enlIrjXl# ziEzUiASy!-8TqtB>}yQT-ZLs^U@nSlkF-^x+BWS%G>@<3g~nZXdBTt@h_z17PF~&8 z4ew6CT0{LwJa0s6XCaQQm8&3*_dB+qMisk23b=FOzMPfc!6EM|zc z`g4QoW#9JP9~Yzba#w@Ft7}QI{QH@U))Lo##=axm8*Qgia(B=Y$TPm<=@E~C$yTh{ zjlrY@$ZFD(jVQYSC)}NrED0_>j*BRlwl)-u5=#cBo2k~(b;hY>Br|ycY5I@lFZ%2% zj=K_TJc8S_vM$BevsCEJZ`4{Ch8A|B7DbXrw5LQ$zOg%v;AOxaITk4RQGAKD#-;~6 zZ@jScdxyYljrcFsSbYM#vj2St$W*M8BCo^6?=h7_@3}ogt_eKVP?LxlA;^)1Xbv@2 zyf6$-K#~OB+R8Wa)jN|%^Y%SUaa-R9*x^U z!>R`19LGgk7L~8tu;mC3stuHS87^_Fn#_rnUAj6MG7HTkj@R-^qsu5VKi9-y%O*0B zX=cJ%As{MGQyQZ=_KpLYHzYcGBbG;7tZySIPWtv~h?pu=)mYc@X;Fb8+?0JgQ1}G! zq5)H*wjJBwe}6KKjHT+TpB9O9my;Yt?FmS<8t+OO@^tL$<9;N6-t(j&M| zNjw5(_9|$yN0xTIe7a$8YOFS@G8B9!*6<;<4>NON`BL{TX(#8@F!2f@|18Ug@2xHTIt-yzgUWN7s|0O0A} zDnQ~BqQ&G1joQSgEma#Yrsjk-?A0FSMjl-Id?9rMAGcNIYfV%@Xhm!B;F_3GVwPGpRnA5#;Ur}V_MEnnyY*ca_shH2qtulbOi?S=YEifcl3Sx z7Q-2O>uhq*0y#B0wtN0lrV7m{#nh;G8a&lnmD&;3nx}0DC7uyX5K#|D{z8y45X`OS z^1JH=Tae;8T)M2}NIIP{aK+j$pL?r5@+AFxT$|<|60Jmav^8) za)C18yz48`q0Z$m!9*jjqAAQzg$^Ot)*fURXn(!WkiI(48HG!%4HYXe?)` zAT}d z_aYQKwlJIxyxfyio3K{hyhj4kHLOhVvd2J#TDxy6ZH{(rS7EKXLL&n*Nt~Me{?@`1 zmih|mML%LK3ux&MDLXkn#c*;nnQdyRmO&G_=TIx4du!HGM5Uz~x^AzycKV(6nr!`Q zvgJsMs3|q8cB9-%9+Vat3_-){ciVgldbTBs>NI$c;0=PM&(4DcT?rF?FtO3FYl%E? zRx1PhDTVJi0J(+g1$*!Hz@3KEUGnsHrpO_UvSVH;}iAaR1|d)=H*B>hCIty0J*MpxM6K&OY-b1ITByGttKW|GuM zQqf3Nknx5DwRWQ4vIn`CcteX>Ik&7f4s<{F3!0PCy2BB~TMXCAyAjkr6}Q9{^25dx zQ{rXxh??C%dGuO=3@7vlL<-x;vG^h4Dl7nDK++>y&&Om!blE%&9b zZ%)q+zF!TU1jp0ZVnA}))d#k3c=Qkk7L9p{0BRMv2AiK?3z5syot_)1xcXn;#rv%~yB#MXk_SR<`+9#ywgXPPPM%%c-!HfRouo|{ z5Cpf>igb~E9;ba;@Pq(5#6X5VT-NHDG98-U*;U+(I##KL!UPPh(P~uw!DXg!Un)m9 z-=(#*&KBRzkeh_nDA@#YK3gkwa8t(_wo>snC4Q}xs0z)r{WF!tTkvCIP$X`N)+xwO z(2~al5+{IU%Zo&xo=n5PueHR}#bKW4TauDW#(|u5R9ept*q-Om9G~Q<-Q!r@f%86w zw7(lN;5B+1@uk(%Ro|OR(;;^j)_GK#1ba>DfcR*6)?Fw4%C6f7#N#kIZLdC{?jtXsyS1J7FfI-;}S8Dc)-ou zB5GM~$n5ks4%-I&7Gvgo5?OU&%RrM_R}WpRkSr+9B0wHYu=)HB*R-sc_ z?ArLyNhk@eATf)}Zb`)3`TJUt4p{>CZCg62Cj zSZpc~rvGFk5iKlnPxa@gi=<9c2?inT9v8C4X*;*k~+A<7kI<5vT9b;dtJ2Eri z){PaEC3*-l)S#JY(Apm5*yx}=aiz6hz-X>?fZxu!pmqsu=3di;Yr@GW`vnIFQ(DFZcV~|g6 zKU1Bata(A^>1ZTgyhk$w!xE@Vr52O|3GMc9s%sP~If1(CB{Cp}u6YKL@D-|rZF3=CH=2o% z;>C=Dn^7Y+8u|y%A|~lKJh-qZafOr1jRnTHevIHj0~h9U0eEX9>-Kn+11s+2Q-Eo; zguJ46p7?29LQMp?K*GByd5Je347)@xI!7*TnS5c3uA6KSK(*baoI>Gq1#DwTH54i? z-7J~Qb>Vn2A~j$2u}-?#y9At3RgFY8sn(J=IlV_Yqe#FIdf?NB=H6W(o!-J);G~d) zoGXaEc$E~%RWB#Tb>mHlRKKOQNYKBG7eIQ>Cv@O}WkQnC5JJtJrtZ3+j|o&(9gxME zZi%%@a~fYHnp*{Rra49y2l9{W_{COr)u3uyp|@!M$d)_ROA!{!Nwl z&6&2cZ&a$@TNY{7AA*7DS0PGC^INPkJwa?1!{MGWg_9#7hFT!@I*`1K946Jx^&%(3 zMQSmXp18h%Xa1(k{(4i$Jp+Bdaey*p%PotDI};(HgZ@@qQ5%iq;btuxzLFus7%3*D z=66O4&IVG_TnheS{X49TO(FA?u_QcHLmME(TFwHOG>&9A z#OC7g8{*cKB;yWzH?qOgRjj1~>2(E;8Njl}`*RC?4O(n5=m z?Kel(jNAf(W*sMCj%R`>J^^DSKMX{s#0Fj2u^8j!k> zxW!e6)IBOPwq2{B=>-GOgtl(2Ck+=UNhY z+%TgqCxOtesg>vhB2L%k)zWhNF=;ClrXOxG2KhCFJg1#Eofn218d3$Ag3GBMHTQBrtSqvEkNFz z8riADWi+0^_TEFo9z@j3>u1agBG;^8UCQ$dB`QqqT1Tejc`pZMTBzPCyqp6Vl7+jQ^0B7_cFMK zHy{9ZXZqvme!m2&BGX(zTmuIN1`0S+*X~*n{iFVpk57a7ma^|I;}a%M{clPmPd)*7 z6`C(_ue!zf6k(7kQ0yu7&o#xhsyg{r9vta>NC)<1R)2J+|Cm@=wO6QDeA^UE!7-gy zr2+&tr;vO?ilw95bVAl4akdtl{?kLVgV=mu-fSFWnG2lW(1j|^Rn^*kkrUwQAlCXW zbZGU$cY^;CGYO>b@>Q&eLYx7Ap6>UK3zCw3kh%gF5!0?`94E_fC5i_cE_O6V%t@MO zN!L3phI35XNaYMrU451KKx?JJxi?%g3_@MMEG1|f6bhg5iD5~pIumeO+duvxA@t@j z@R?aH!5)RTtZ>?DB!_KRP^{JZmrGx?7I3MhmTE@yZwHueRjPPVrG&pwT{#{45d#PG z3p-F56tAx>b^Unr#!gB9#FDSE>c;(RvDTIMJ9goEw&#DlW9w>kiTE8LWJRS6P!I6c zWW_*-V{A{)(S%H6(jo~lBv4wg>d630K?O)G$!8T+7*nAx|6~e&WdzCuPf|E}Yf4OM z0^+BYFZ6L#IWxHkIJaW3YTDohs)3N|^f?@+=gt*SH zEu_hgCdUr{W4Tr;TLT!Bp%tlGgQeBe&Lr+MIbnU6ghCVNUIKRWUW*RP)10pW?Q{%W zGO5Uv)Wl}kj~8r@18G#*}|lbN?i0NtF-o)D!<9{;2w6N zr_@lN%312U+82q!a23CpXTnQCYchlUB9~l%H7avZo%V>7fF@*Rlc2Zy{oq66snsHiJ-_$=y9jI>_rJ?_N>0w!Z;v?YadJTs0uxmE~j@ zKpfVMNN~_5Y)0r)_s>$!FLD!Zk_)H%@`bT@0#cc*g)i6~aE*7G5PB8J)%>E0VeLpc zUg(!qF85Mbxvl(Zn{&x|gGsSGQn@A>+Q+B0bZi=3hF)babGloxW5o#F2+;k5QUd)d z?$n5Ho#j^PK`7$u$T%ox8VFv9I0p<<4w5Iy0~a|rB%$U~{q?u#Hzh0_)wVD@d2YrN z{rUOz-PDZG>TIs}T2oZ97Wbb*;%G{^Pa9;#P^u6y+OQU8a!KsX>1;7vt@Wz4wusA| z)gNW!Un#}sv_)J_$yx`rcy}?;Z>=QOxM8LuQJSO?WJoPuy8+na1rr1IanW2mogo5O zM`AH5GM$VApf(YhFRbtC4#W7}X(2rzwtxY>M!Af^*XN#bDcz?9!6y)`K(k|{axAi) zWlSwZ$zPxDoo1&?OnJM40I5EfcpzDSdIMwV>Z-{?+Z9pzVa4RCwH$#Hd8KZPZ1Y=z z!AwV9tSp9Bsk!7^IPj)&WsjGHB?($nx{!C2B0x0j@XGz<^l{-{NFmYBczXs?Xn#Bn z`wMriFBmH)YgJXnJ%O&dUtWXE2hk6}-GRNJ_NnbZcXe##+o;xBT3|Cqimr;aFnhbF z_6exA36xLP(l(*Do_R=h6uH1nW+X4KDyz8m3%R_-F0e|0GbmQxBB8bv}b1R0k}d9e4wr)u*NatN0Kv@JI}I>#+s<_V5K@YOn;( zQ)5pH*%p@>lwBQ}Mpt!bM7-y{T$vh3Svj#lz$t;LeH!}D9}1UD)&^#Q9(=#zQUJn_ zOEa$2;}|JRrt@?Mzdab9L-;WUW4Bet5S8Mzy||yL8Du$NO0{iRhtlo5#<(P5w4Ue~eH#lArdLDr@#ur!U_ zA8mDA$>IA2)Nk!h9AC28XgzphstcEpgr+*p-79aq2%e1k*j~t;TbKC3gUu#GTH;dQ zigM1E+t8P?JjvkwCRfBzODTe8fTM#{$K_O^Pf>D~>?}&=9SL{yDYF3aiA&2thAhNu z5(AuHLpdyhYl8S=Bo<&)Z!S(!MhcyZ`H*LDJE#E|y+!x1IYn zS#_3t*iZ(sLlVP-_L-5=xCV%da$PjhMn_hwnWy8tKcHRjXf6CdF$9)rl_VGu0~%(= zJDU2Pc8E1Yu|Ip)DgB4ab5$)^|0187Z{XQCT9LjZx~$f(;zw3O5W!^gd$0z zDvhL1+FERHq!C6UHc5>k?bWV0dUU7ikP*GPGA`3pg^(I4w`#E(7Z(6kK&rn=B>^pn znTg3-Y=0@Ukq z2`ns_FYSp}?z86b3meC<*3dvWn-Vh}d8p(zX{#PJGq@)2XhywhYE>{@8-L1g7mBSb-UC9X~of+!8G^$?uFzCULbY0e?bQ_|!ragG?DxGwqJ9^X2WJ z7${sENCJmt6gp>p^>1i#I0PhHd=>&{M4+)m~L5z)Jx+Jn^cw z8Y+@#U`3}>wX&iA%;oW-3?@B^bOEeJ+JQxNOi8Z;^9<^r-{nB-p}2~8ojOh~bFik? zo3{;pCB*P1?WwyXDjk#7==`HTiRt@z^&xiW6PO zF;sJ@nvQ$DQGtB~Au65q=iTH-x~Upls1&FbOT1hIun$%h#_M&Ej1=sNU2B0Mk?lC6 z&~-`gnPVhp?OQsS^_#SHLByJp7`x5<*C$51Vl9l;IoFDl26L9TJqX(kqwis_juCpE z#kEc?3~pt!nj7t17Za6aS^|o;6cZJCX4Jl}eRz079IUO< zWQSfNWPDos=K%17li<^U(Hmd@GLL*_&Xb{6j-mwtZ|pmCnuaH;M54@-;uw`O<?q++JZn94&^s;<-S=~iN) zWOoVOu6g!OViF`xN-LZvZA&E`sWdpTTS>W%xPD?aqonQVShKCxw8`}p#NdujC$ZcF z6_-Pre|)-&wQvd+djPm0{wLq{M47qIizr;iXVt+_j&UikMu^Qo4Wid#9Nf&3FlvYt z)>_mt}9YT$u4~ARA`lB)W@35=ZS|~WeBZ%Wiw|Rf|a_7AphL*B)C$p)uiUS zwx3d(QGOV}RYPk{mL}@7F$p>uKuZbXgC>YMi5KT-aa0jJt`*DDe3@5_&Y6x9YC{`9%5iu>sfWt7h{#9gHKB(D+7j0 z+xrizS*rh|d0*xw4DMlT!9U2x5tau~Q`f)qK5?m2MO|ZrwMthOTcUVU4evrW1Q}7&HT|uq2Na7PKzj?*^B9LZ1cX(`Wu2E5&x>Rk_6)I;- zK|U$MXS|Dd`S5BFg;u^QT&xP?H389V1e(anyiUL-cbKcA^BaZ}aXrqr;=07nGs|4e z;y5LPDrHn_)MgUUs_58ghh18=N0nbLGWdp@t`$!*!o9>TB@&9Yn8Je`dHl>&cyQG# zW{@3qFuWuB`rrN(NjElCvkcR0v({-d8R0g{`E~%V#py^%0rT-#ciipvby3 z66|)29**U?)aGsV#DG~31Q0n@r%OzX>5gNStg_PH+5TZLHe8m=I#o^*G@6cOrLDA; zC3%-*2}vScLRp!&^h2K;j!7AGO4T(vofKcd0hcxB$=c;ApEc54($z=?H)MR&HYc2> z<@~rhg3}HfRj$jk@)QucAD~<0K%Wz`hi?HgzJj{RNlyR%vk$lyYTTe(NT|%n&Eh(M zWE*jja{$Qkb?|BOh^e(K=-Z}(j$^%@EZY539$b{B)@k6(ansVJMp~XtX6bNOM|Ab7 zqxFoiQkNuiyS#&k-TX)WyUAvfwcn1Ml>(|tjJ_eM;<=oYdT$sL2Jc#}CB~@UyuL>e zfEF8T*~lDYO3u6*Qj}G!paB&HZ%+-eNm%PQSh%A!8;?VDb;qR{pnCxp8p$;vv@$?f zRs0%ar8q>ZCMd(FC0c2ZHPtez3KLXE!M0I@-P6uSDwcn&BVwlu4TTBdqSig8EfdyE zIuUC;VeT+#sI%QI37vO-LXl*95P+>EN*b*@sCH;H0mUk=R}^dY>-Kd~U1+WP_~reG z33BNMuB(ML8?Ll94}2N}Vr%G1&}%3X9RvU0U|>R>#H4WyEC`GOy-RT?Icxjt*bpAl z-cHb=x?ZZzuD9hHJgl|RYL$?ZLKdcttF>vNeL|N8T=Uvp$~p;Y2i7AHHb?DWXv@M1 zvsl;=Sxnmat=c%O_4+VFhQ6faVKG&NpfcyH3S-&}M%0$;J)@4wTe#wy@GT4={po&& zUO~BQ^SmW}TO@5)tb>Zu*4hB6kTqO|}TBtzqMKR~UI`Y7rV9Jq^7;gmu)+ z!4o)LDv`2vNO-t4-pDHLs+aTrFazEq)@qLxdEpf^UCJU4W<>DPa6(4{ZCM5 z&ICzfLfmd*qnv`#3F4vZSo>`wzl!C&6N6nSFxnk=F=48MS&M@;69@>I*flFinu;VR z#q_P{>Z_arb#tt06?JnDHH&yth4dXL^I+|Ixt*65>)JhMh1bt+t%Wk5I`4$bmMhqQs*FnaI1XsuPv4CN|(Wg|p2he=L{tyHmTVI-AeGZwrlZ5MB{4~MI; zCJU^!Xt7``=<-u?y!!;a$%?B>>gK852ePrc zIJJe`mz|{Urz2K{l;FBD3}tE^lGlJi5KN*-3r~yKxn~djGag#khb)8oKs~pDhSPII zx4n*6h)Y2??A7xT$gJjiMuxjLUUio^G{cWtK3QKW&58Yn!lbY&j2$QAWgu9?r(#+p%jLBN8#_kEik*eAx){+o?bSwBhq;U~m-j5-q(c@+r&Lw)2J&USi`7~|8EeS-pJ6v*8jv9?Eh8I@IPmt*;q3)9G5z(k^)WI+8%tZJ0lSE;z}zta z74i&R9k7hhvqKHh1DSD_b1cOHjUYZXl2SpF02ZrwH$gDgf;Yfj%VKzE@1 zuM-tbf;~;z;sr&lWa`*A327;kZZhvAci**j7QpifpzT-q97~CUof4PF|AkFeGxsP% zo}7LWO^ligDwIf%>nmq9T(?FUN_N8tQK9OxqwXfQ20r7tb~vtL zmZS3dw6uME_5Ad1e_a3p5B+z=cCo}M4UMW=grtgUI0&~{i?fY>tEt?&gkXj9W+kiS zC9OjeB9Z)EHFeo7l!FDT){QkiCm_(O+zI;Ee2~^=m3=v`f zo@e}2Tn%cOokz?!(=0C~@P$iDNkHi}WJ|`7<sf(D;RK4sj zgG(}XDLYTw@xN`zFii5jDx{f7sBD%jR|v=(&>vhHjtqzXv!#P0l-)<$*&5Z`=(ZHv zlE_$7ZJoYkkcZ0v0~W~3LW zY~#ida{@iNLeXeGwQ>`F4Vs=)GahD*ueX|DGF^%-i=1*R)Z3)+lwmd)N@UZjsLx4K zGO!()Ta3=azhb|+&Z-UFzy-WmSHbPC&-Dqkc*FSFQVfZxT|<(#p2cwzFJD^8N}-`5 z_s2WH5^55^g%ioT-c^#()_JqgvG2xm*ah`1J&3}KZPOwPF&PTLKSDC>aN(S?M@qw$ll@7MeF0w$o|tfg3*w%#utG)R#u z>h=rRrz)IWb#w0PN;ej45mh0!PFI3lo;C$jap%}KlQuftVTBq72&}C&=zP+qHk-}> zRHQXLvj+<4Db-M3mlhN%XeKKO{9)s<;XuXx+#rla?==`>uOHM=|GSG)2 zH!P(xk(UZg>XHUkCu6N34iIeAD0E;ghiNhfPN_&5Gi~9g(9WQF3yzF2vA`lI9-DgX zu?>zbuCZE9fXxs@tdmg?q|0p=bq(tQ5Xjgz7k;IaNlZab@$NZE!%n|TLev^j)5zZ| z>#ECYYiB?-QSW zF2QuQA=}h8l`W?tbOzA2imE)YR@8|yc%zeVEv6*>Y1tuKxR=g?;?*8jiUdlB-{p)1 zC49Z~7aRa`WLM09$lRB@(1)@t5+GOIL?e{T1E)0wREZ|jLUUoW#^n<4xGulio&lE| z%ETq4fU=N_IHP*c#xgDw*B|DMprlg{j=9L~=OnlWf(%s@qIJt-rS#zyp;DuvFo z-)Qqz#oUq2jU@AE<&J0F6Vmzr39QLI{9t6e@RK3C5U?A#RBV0<+!LtxB&$G%UpF8- zhtyl_G#G}xoT-wUyeAEz4;y+OgE^2njz`A^i96+e1#i+xX$EM=z9-R!^QmcX%4ktR zzJSXlND`-7p)hjsIiG4abDUlw%TTG@ydz;?skG9rhAU@Nb4U}qlxYBhR@>gV4S_=3 zl*J*nJLHK)%^KMz6l>KKK!wZIWbYw2)<{h=MM8gCBTu0uvP^SsM*`+3t-@}?`E(ssr4Rh7}Lt?LQk zi}YMKU>iYsipYQ#Y3SK*gH0NOoV*q@RI%8srRcgH=l7O|JL1+1H0Q0|sat=#epV^T ziMD8Lm7LUSA#FZA#7yv<#Ht5DLj^zqt%bD@-H;^g>65EuP!hpnBTpa3WtbV4iJY03lj+-OaFX`m}%OYTvD)#-+7 z$*~ozl_=YcfX$e8%R~^AqhC1#)PVv^0dKQTp2b>-2Vmn<0XN)UIyG4vO1g%py(kNZ z6a#hMg-yr9#zZEZEdT6dM;u$NXGJjOLUiHDtZWuoggGf2zz93+1MZ<^2qGK}q@uFr5UkMZs@IaEpPMCb?=OKAdx+l z4$ng3kMMqz$txwT0=|%+VgmIKX*L z>Lx}5P&h1c&07(>q+VUsuvXG}H2 z!mCkxI7{SFiC59|y`qu;KxT;z2N04K9fo(~Dr^bt)glQ48l*Wtb$t6(02u9@`v*A+CU$+1cXqq%4M5LUvUHI(K7= zQW2u9Dh)iyg?)dVn6#rC;x@YQP}(y8F@TS=n$U+#uc%K&jZ>u`@DE&8VY{oL)*_ll zZsbby4Pv2?LW7fwTXD;$&-*cr#KZI?OhePKr?t42DW(D2F_Cz-5T6#k3~Z1X6o#9WY2qs#jQ;vYro-KBtNpfW;kJPfFK?52sw3?m%0MxTu7c( z0(tz@6|N;29k7}ECBn(B?G*s(rv;6slUNIV6%Z$a?QMazY-4cU$1s@?_7r@vvbQG{ z8UI2DXv>M_9@SWNX=DXqc>NTAi&JvBNPZtn%=Ao3%lxG>`@^lK4ErtDX0dXp*~p*c zQ|nB6ZKrRitI2|uR=z0=f*FLU5Y48FO4s6%$1CQk%CyiGBVk)Jbd6UX_S;3w>DE-3frRz~GReX6GM^a!d|DQm*4g4_;n5W@P4ue{7L*Vz z?HQz5R|2g^qQK;eB`lfzu9@5XTbe?GbV(0dTCj8LAe-lw@tX&~f}V2c)~E569hLRE zWoO2-!8a>Sl!!iKcWeHawy}ZEzyeptO6!{GNdDO<$VduJ<2x4XA`62N0!I6SmzR9?r#9a+r`EijSQYWT zz|=&g#$`7M3EMQMLu)c?;k-c_DTOMAkuGeyDUKKp)>=Nv;u!IUhC4;D<+R-Mg~o@4 zlC-JE;u#4RZBth|Vc~IQ(xH?z+<`8+=d5?Qe#+4W!V)6irP5x&nmzW~A00&be9IPVQ`hc(zoy#GztH@~P-r7qf{iQZZ0e_z zl|XDnowhJhe1XQP+^BkrwQ%11$+i8v*|lmBpJ@&&<0LBbl8b4LhCC|?*8ELYs>92- zoW;8;Vbp*N-D|mJoBok0Jy?ZWQc8jm`BU12po+YLlzJRg()bQ&#u)ptJA+c{vX?KQ zlN%+m=^}z72)dg7qPQ$w)Yb)(bxFh+{*u_L-_}A~YbA=T&8hW3Yn;2|$s)D{qLvlQUpH%+Jv62ig18xfzvF=>eb_==>gJ> zdf7%M2Lj_}2+UIl!E8`~E`Si$ z*l`cLHr870r1rFK?z>FYtvrQ=x07p|6H?=%EV7i$O6K|EY@4?krPFO-sQ1`lQ1KA) zg_r{C;iiEbJl9a9Fl!DH37bP&l2B{aMjxe}j9}2{&v`hKB_lancOCvE>Y2fu}NSDY` zs+eF>Rkb3f>P}-8_gRNK+l2pIEF?27k_`EO8JeXdYM_HCGgz@%iGowRZj=xaX$KFi zx;svCeE75vs;QON{;6%|tgMY0!#-^j_N~VEN>mpf62)0J`Q3`AfKn>11~TLZ`1lvT z2WNCYxJI{?P|wW&F<_XBx8f} zWfGyA7~p+sxtFQ&?hS0Q(ez%|54OfDUu5*Dvz{iB&Q7Z;x{PR+(;Ld7b+J+BG7bQO zzQtNt$m5c}@$cETLM9QXZyCOzphlv-C`CbH_=)`kJ&S_3U>vtNUFU3rD3O|M(NPs< zw`ePH;dB9D{gYaR&po_LG7A*Na8w!&BTu<0MzomZ7VaQh0{nX$2JW~MfMwJQcEjlk zm*SoZ17M`!7CssZ%U=}7+h&w;5hmFhBj%{rrC@+8DgTw}TBq!sN@+N4SZX$WHGaj) zthDslCo*fx56spm_n-7>1R65=$Oni8l%9`zO%CD}mkp zKD4KS84Jdc5@1_YUK0QAL{N)YaYO?K90zO3iH5GJ0XdCIa@`}QhD_eC)0xDyNgxsx z+B9!$H9c^?Dof1aI5gKdLQwZ)SF7uEKn7G^^5$!UltBVV4Rt z@QMueRY(AlXpIdXSX`rX8-t{g$;ud)vk@kWmX$!Qwr(0yXN~vkCo^*~HS7mvq=tt* zci@X{`}nkgxw7SOziaLbfYowtMI2eXTF34-YH$f}k)*b4A=23jSDDx>++(KkB3EDe zf>ga^(k+y-G(In#@?pjt9ciMGO+OrldEGK7<|@ww6kBRi5Jdt7W<~kn^F~7&X6cTu zSsn?Ia z(wCa*`V11;{u!+VXpWKc-Y2?28}Tdik7Zrqq10MARLhLDeK6c+=wX_6rC}yagO$lc zRcjU>3NFmY4PCr83hg|s{Cwjgo#h@JwIwi}`^LFXVTd;G(t?`LqT9(> zNvOsO0wyKvB&;IK6Y1`-#<+Zvt&}hgD4OS!Jl2!Sq&?SYFhPpG>W6p&pYB--OLXBw z-!H9>%2l+Kg(hFMx1EJ`SmnZIT9R2-%g0gj`tizNoPgG@v>jOwHZ3|=%FX0gmwUBV z+RmFyGQ+YGSSu#CO7O#Ano>;YY}3!+YHn2!(8Cp}=Zi_-;2XQ#E#U@3+4 z!dg|DCnaks5BT`$#JXaw?)rSXa%W{AU>Dg1q_L~64kz&~5KY#c+;rW7bp^*l$JQ-$ zG_NW@KIsRpIn%?TbM8P<{DrUcjMND9FFcGoMKp4#Ihl4rWwy0hMceAJ6IDl0 z)s|TdZEIu0J9vdIX{WH#BfdP$MVZbmKW+B;6?#iD z{@FBfY>!qjdGr4)Kmw@I+h%pk+Bp$k^U82z>dY+}hsQY8`^>dLPq zR9XzIV%Q<|AhjS?K}1C}fyZGg(ruY1%PDiW<)PGh%hXTR%J)h%9rV|s{0_R9Wm!If z_s*)d9*R-yKhavL=L0%GZgxDn)`*14ku_lFQ^pL{Sc~$3dnqrcKN`psbJ5NtF z@ito+G=45^^>UGao^6a}%<=YJA>>h}_hDU3vD7}UZAGpl%LRN|I%1TTf4&D#&tlsO z15H5Sp{Ipn8Mguu8w-mCEFqDL9`F^vJ3H)v?hKif=wx2NEOeB<-KBp7x;%Db*DtxW z>%UUhkb^-tL2Txi+NhoGP$WdI8CcN)K&aus^I0*RICb)^xeP$CDav|$xfIcv#bX82 zDTj5jPP5#$N$6HElqM&!+7cxj0~89R>-~QJ45W9;Dn9D62{(^PYl29N?mKkpvA6}f zg)@nrb-yY}BiYUR&@jk2qYX_4i&g(|c*Z6lELQ$5UGv8dcd}1^;1X}kS@e|WQogN!M>#|&W0CVACHKdj=ua@)vy2R>ul4P)ZdTyg0Oky$} z4=Z7$d*GD`o0;RLtu!SXnO{z@Ug$@!Yec$@_jfQUaBbBUTyw+~og6z)=vzwBe*X+RkMlT4A~t z4|-YVbY)rmx>G&&34LC!Q{So+1w-J%hukSQ`HR-lD_B0vJK2F~;(Y5=%2Qiac5yk} zk1koONY;ur@JDu$u>qBWdTq5UQQn(bicN199>;aN3Xt=VsH_Vl8V$Oxqb*#0Dmg2x z1yk^S>WHGRG4zrd*3EK$y0^RT9Hd^RSbdw&T_N$s{bGRS^PWQaFo#YUUvKat)5pA^X!;nG@S)x+Ruq!v*tim?7rep|5B`8Icf}q&MPTG8o6;5~ev9J8 z)LI(Z>S!yCZl$y{O@WjWdgl|kP#Ly01=)aib8;CTh`KF@2P`*b8InA^)R8AftpWYq z{WG-SHBkX{iaMT9c6bZx)t=i&wa$?0xEmtL=VB@&O`as!I!&UdRUOtX@oMpiol+LU*B~<4HPkly9KthnDekVqsh;Br z>kHf$+e>*|tENC@&8Db})G4v>ZqqGtt9$SaD1Qxzu_lDJ=s=Z`Jhk*XYFA*HFAW$U zNKS%Yq&U|OvP!&}F`D%zaxxi&=~z@D6f47B&CyPk2&OWg#AVc{Rli=S#?U9133gLipkCW18=_Ek;Ot|Z%Oo*G6mm-sBD_xao&r}8%w=P8%v)-f@PLHb> z%@5UD8UrWb*%K5oD6#})>1-M zX8qQtNSt3TYvGahSWT4^!lWByi?YEe);M1986upbVeTHrO4(UCGl9UGx2-8%j~uvV zr>*!;<+}q}xx_&LJwd)Dx%++r9W`Wr>j<_W%ubk+7Fm92Djud;oAen{Z$Bdmsx&hy<^o~`3c%t6KA;-T{qlr)v-85rF^fO=7>%rP@s1IsI_#mlF)OeIAq{y zy*<+TxXMVT;HhPV4Ye{SrVC*eu6~)t;|wKa17j^%3&2MuM@Dr#+RWq=DO!QYX!`*` z>evrZu)AMyD0KB$H)qKZFAgU}8`9`O*Ou64{rHySIxTUlEfwQgK9*PI!+f$>wNH$8 zgW7-ub6{(Kd?{(&#woA*0W68ZRnlD~#9dDZ%Q#zeqB=pX&^GKJV7{>|F7+vLH z#^*SffVHMle5g;lwNlUM6Pak1 z=DB{lL&o#^4(c*s;%Z-w$EK^sOE*T+w_*5DDNCf^EFV0cI@WK}7wjJ*WQJLk+w8e` zOyJ%6j~;etSsZ8W>Z!074=#?`8nmM(^rf1Z2v#y2UwqF`Aq`NJ?%x~5o-MJ5+yYLx z3N6D8TMwEa_+t{Uf4cRl=Y6!r zDo~XuFxO{m9SUX5=W{B{IRiBItp_bwV(AUK;cqug$f3~4=Pk=qo~^7=71AQPRn2bW zQ5OE9k)1l7>nBD$g0ZBaHNxjmWnF-f>3V{lphj7vuhEhrXymT!kuv~~ia()- z+=dQ!yM5qoo7DfZ_nx8BFB|UZL##RKiLR)(tTx_6r$dYA=Q#vP=B4H`YwZrVfGzBV zDx6YkUhF&2&@hNi&TlCph*h$@$K|=Pu6J7DWt@acw4&0oYl5f?{XX%i2WxCAtE8~q zpwhNoOC_2vAIh%mnfqQ+8)vilw8ujXQ99q*oAQuVEkoGbxy1~=iFGs%FN=hd!Ap`+ z>=1b;mq=if(3j4Tlh|5FjJn3!zc$`A{ZkHz%wOn&fn8G@N@aDbhsrBvHW6)Pc92~_ z7+c0iy@daMR%o*119nz`pJ8U$jOPlpPhIRK1my`xh3cJV|;8V9f>6Hp6ib28~dSga7iqGQbhYuWiw^;5}_ud!`ruW&I0ZJ|q-wdjU;_ z&L~|A6YomhcvX%IPPLBb3CTPKag(*2YEbBc`eXx;3OmPfo=Q~`@;yE^vDO~eO6y#vt(91iimx zL-r)H&wA52)`1CT&H(Cpv!JSg>S;rP;X=8Z5>eFf>mHz(DN-*)VMO^cs!)1%kjVmm z)1wGoFJ|yJV9@}}&#Mmdt9G!~A^W_EmIM;(>Utbs!;~nNd6%rMTFVhY}Ip7?o-Hh7o95%gOideBW; z#;E9x?|mzOP|n%8=Evk5AVRmvEXcr~hm)Jmp;`+%b-`xt>Mp?aAuf`x)79pBC1fP4 z8aW|b-Pm35mSvRmtyi_&IFpsw!C49~H;-OXwU&Wqya{q7M7vL{=C;?GNsVleFe?(c zJeD*z6V5%Yoy)^3l8uIHpBYpnlZX|g3gRvS8i zI@Bo|W)_lZ-X<8+W-A}pH8X!tTiVCRZoE54B!r!6^(*BL^u-O<;u@7aBQ{F?EkH(h zLP`K@p{-kIwKR?tt9RmCw3ao8(*$Rpw`ysV^Q#({#y2JxmW+`2CZy@jPI*kMF{m{m z`%RllOjm8IG;Jr%5g7156$l0`m#`ewn`IImsLG^rMy$$RSLZc1@BGn5P3@Pt48cuVl5N% zFlmQk}3-Z?j;tUeLg6@Lp#?SL0ao z2{M&rxQHAyCggSCUnMALWW4(ij>mStvff9pJXMW|{7H<=f(oeCme&QgsLU z`CWJ9ENf!^NSt|W6mo%xAb_7H2t}CmAON`dG z65$eOka`rli1kZaAu^#D2&&d3W5oJ4m%Bf)t07e~1~3C^xw;!-{Uq*&V{7Oxd}=}W zRCNI4U-m2>%;h$^2UA}Do+rPV@!OyD_6@RU?>3cl31JMeCxony5|Lr85_NiwIhS%5 z9w17=5pBsH{G?yaY8xe3a`etBg5i z(3uylRh`4b!a`IxtJo_9Lqd-<1LxLtu%`T{(tzF}WH+{B>-Ul;wh+?m#APqC5NZ_cd8$^RjI1uBfh53f{ckcX6y0K7O2;#>R9*D)>ca9QsF zx)5d_m|VA;#NUc#9wEs3;OcX{*YH|nV~|e+Cs?ayyS>J zOPi3Xm782-{N(CFr8u>wK2{h$bqI!%yp2o$N!9{1jiNL6%T21{cBqg0t5kGwx4OfQ zf~qWO56y)npt?DP^y;relqp$oPWX&D7h=;dySqO|D3cW{U*IIx!bB|06*rQ`{ySh$ z@f#$~35OYvTsm95*Wo9pk*L=t%LrI9F|fp}&mz47U262;c(C4-Qa36d6WJO zD&}GNec_Ga-=`LEUg)yEMy1#^BVFSTS1kvNI2UX+T#*`n67K0bDs12q8i)f_=hxy{ z;K>;3Av#+L#gnNv)_QqJZI>SvH4S;CG7|^pO!1ck$O@tWuE=a=D2-IrxUAX+%u}cD zAP$b}24rev;47`skmE5Ed2z{o>!It!HD$P&Zq0IGAxS52pVNgrM^=G8Yu(zGtM*kg zCS#@T*W|NIXlwt-07dW<(Vx*~U3I;?qTG@b>j_F0WB+MMAsBU^aBiK>jl{vrX^hQq z8tSTFq6wI?cBy^gf31~NOxtXb?lcv-b}kiKoj%-JHk8eH*($d>IeI*$CaYp6)_Q7( z*UupD;6?&U32h9PNb;;)M$&@2NK6Aw)>6(%);?9Bh>*z|Yb_UilKWa4P(|vido^P) zZVhfR7pZrVcKLG{^tzFkMkq)^bUnIGd(t)6IJjl$MjrzVCAsz{?qYTFldsm*Th z7wTz6wK<}^vG(g`Wl`BctjZkzg{l)8V`wzb0#l&sjdVRS_)mfsUhk^LIGh9_M?S*@iuB-fkvHll8`VymFX$tBj3vZ(*Bu&FJ-=2#$T z#niZJV>8wx<|XH5>00?+ZLMqW&b!B6BMKH33aWNSYhhi!L;KkkVA+e8uHK%(rsYLm52uH zy8mJ%Tz-w73yb{&XdaBE1*i&Ytl-8{n3B_E9 zfoiRPEJ?T|uAuQ3@K3aaB~g*o{Zj9`__nQwKRr@ln6aj* zT)Ca-T+^>pa+OZ3l{V&7kAhO`u9SSMZQ3qbs~YNFn{hxo`9hu7j!g9$Gq^|sT;$d8FQ;P}7Z_pO^>zu{w;@rfus?49A z=e3n+|7?N0)6=-HD^9Hmxu7ta3V>FZ=G@fFt7lqEa*ea`A8VA;SX&mR(4-H&Yy4E+ zcxn`?ovXo2clm7W!jVVR{=A)7&KMPaCSO$N(LG7C1s}m>wtoP8+-fVQc*4Y?K_)Tm zz4cf%=!cFPv+6fDMv}uup>2FZ>HEl2Te-hyFRj_Pg}22; zAN)(c>FKe7VcS&YhKp-rm+sfrkfjhljmw+a8Qr6zn3;$AjkS8QRwp)N1`qUi%@lA} z?kFBSvsD04ow+s9dbB_q=9zC{R-4#PQY{8cD-ztq;qyD`6Fe>fk=}-AYaJVMWbQ7Y-Nm{PlQnQZe(AL_IHlg999A}eoaXsgL@`RvGEUd!-DEWS zu82D@KL^e-B?OAKo?kH%HXzgX1qgDq!OdfeZ79qTXM%I1)M!f8n#Y=<(h)N<_k@Hg zl$X*tMirKpVZ_Nf3f1FMHub!wZU96A)qK+A4IJI*+TKcatz=KZNo_R9TSpR1bfUSM zk9ne!%nYOQxys+5OlH1+N6f@_!oVKBqUg~dY^fYNUZ1OY>W2N&ck=7{`*6Luu1&2l zS0oU;`xtY39^jXyCFN=_DIdcvesB~#p(9WD9q}?uWn@BDr-@PFVt64vMWCL56m)w@hP%C=6Rt*gdrAi_=+}W zL!T}B5#Gc`n~z26`9D$z+z zJ+C%0rANX9e5zRs!s8X!@m`Z->x%y=ED8R)kwY*u6v_U_t62+&7<;(`(d6>*EDI!m zxj3GW?EUYQMuf_k8B4yM0+%l){F8y1rlNe<+R_tBp)<_qXX}DUc7Kx#@oq}1%Z6xS z0PB1>y{m#)3lmr{{%Ry_j2RpcHI=%w3GHLER;hiVB1q*-71EvJAYm=-QqxVm!P~8! z=B!Vn@)=&j1%G#Ts za}ZoHZIe19$Sty#wCNnMAy9=z0`j}6hHs4)2|Y98kS_8>O+7O7>y#4R1g&tDUos7^ z*uiL&bite8iZ(dX=9v+x1>2o4nv=q>86!VbraPLtTKD`5E6NI|JFHz)t{fy90Q$fa z>P8zIlGnBs6&Seej{}Qykn7O4l2sFbj7;264Z zfue%Y3=kg?efQI#9fgJ($Ev52*5JH*BvgG_Kb3ii^}wLJlBks{$CI|9ph350F<9D% zoT*B@G?&vmCrQvnbHY}w1!HX)t8G7h*8I>o=)8)jX(v7=tgePPXQiF9iM7Tu+Xm+j z5Cg60cpAl@%JJq|SFw(cDNv7PY?E|iVixmI40;~qAE_D|!TU$ipHEFm-Je*Cm`zIk)RnHU=1 zVHq9VhQ@;9Jut}N#%+evyB+p4leNyOK|$XF3aZ?&4q5Gx8Fis4u0fNN%p&1uGG~x= z)Qcp?XWEJuBMSpUrP|A7C}|d`PC^;GvpXo3E^0j{(J4kBlA3jl#x2Qni~64@YU?hK zzJ*0BNIZtNMjX5}8VJRs`iuA$7p?3L(0oLW}TYeigSvgxj9>+~szeY$p3GJYYJv2vf0Bt~$zjw&F)sAYdsC`7}Gb)4H z$_kb;(6rwTAX;TwFlma#cy292u0a~Xtj|mhii1khGlgxiCdT{B)#{1|wv#e##qg2Q z%#Aq~R+h>`y&8gdmF`TA77NwGKwLr*SNPVb|AUU2@Ed$1_V(+i3%;kOL<+7?-JV~! zd|)82K)wkcq2o#w@hfe@az(~(ovO^`u)b$()$^2jt2g{zlL7VAT2lB`Vyzt(YC2@_ zjD!(djuaN&66-l5>77y+SHV}ipiFBXU}|6PVyZkc&#GVd2Tkz9IIN8GBxx%ubw*+k z%4%J@BnbwA*%=88j9j56vWADZV~Ys}iPpH`+9LnU2NRs>N+;>nPy}EsV}!NX+!zo6 z8(2$HiLM5L6-9`UAl8HxNHQqda@8Ua@SwcZVS@i?Ahe!fnT9CymLF(N1+j^xp%**b zMrG+-F+DI8I*OFQ^Sf-V8nf-b-T2l)Zw;5W6Buy4YBVJ^N)z66#c|@qBrBT)Rl;3y z{WcxX?I*QX;lj#N6O7wHXUTe~DP<7hC8&)x74)HN>LfyA0~F*;mA+ApGg-?{Ef6%A zwRn(?`sXY$lQPEr0Mfzs={?0tJ&#A=0h6_34sqN}= z@>AM-s7*gGq7`3-EDWaWBpdOQq>@1}w=c4KmkD=SqtIu*YoekOFPGQ*0?>REAKne5 zqfz+0M#Gw^Kzh>xEG31kj@7rSJ_ka1yTgITi#5wTxIm971Fh9`{hM8^ zPuA7tx#hK;69ap?llJ><(Pu97(fq7^q>Ajj+}oRqw9@2@L<*F4X0#pUoub@~sZgVx z!sCM#!?wQeoym?Cwh{U6Rx>ll4JIXFu`_FFx?_hIrL{xyucpELWVC{ddKXO6pXgVL zM8h%()wMvo)v{f9rYJz$AOjRrwlG`53OB8Piw`8aK%?VmPx(bG%CCr` zWLe4ZlBx9UYAw$&ZhsWRwARMA#BiNi>jXKVjzbqJO@Nn6F*3T4Q>IKiZ+4Ypt@L0!N>A6&ONskVttEC-Ygv}T_3H}f7I8W= zSMdC!2wPdqn=L=9xSTbhY&h?n4j_Gs?rDqADfW|s%Za-`5t0YP99l%gfEp)P)j&rV z_x=6?>9B^J+I~x)9P>&8-Xa%;M(WXAwez(4)~M$ejx$W1FT8I%tQSdg(lYdkvDmwy zRBWTfX?2TDXC|d}*3v18m(tQNx5JGkjq7-FEnR7AUZr6}AAxG~>1b4|s%fAiB~mt^ zXz$;AK)uyj2Cu!0NLpR(VgWflX9_+(vIFvTQrbI%8Msxw$h365E>N4;PiBZM9tb}? zv7Xj;QvO13kQtwR3tT#gw z8kv@2mO*RrykZpO!Nq)?^%(cJV3<>5~wiq_yJPCAZ!Y4z-8DZWGrnjw<713V-XO!f< zz-ECdVg4f>@F_3sYXZPUladXoIZ1HYj<`Z8TvePTs+GKhDSXXL7p+}BsW+1p=R;E$ zpiJyr>pW3?i&>1g5j;r?z2v^!WSvrcb+@p^KoUe?s<4G7L2;`tq`svo2OAp5^~|?45>{d@OA4*0p(ArNoeU?C+^n_{ zOr?6Td5;z{z=iVVTh{vztYtU1W)}(lRBA4uUt=p*_g`_xSH6#?Qn#zApRSbD$Wi6b zp{T08RPbW0uD0r!H&N~JcrX_HD>=DFK5nv>s(-=Lij;WehJFsmF^R5oeA-hozLE8k0v%gU5Vv%xCM zjf4gPqATBjTD8}XlC zBA}*1DNkmj(kNHZ)2wCmq=;I@mFXx~tfi3UioV4aRZw+d;#MD~s%kC~n?ZO>OmbLV z;4gt=rJm!IT3s_J)#k~>O2h&v{Ep@3J~P#bTps((K=1Ts;wRSR)s(9$X)FiO#6%Bx7irlX_q&!5W5--KeIaZ(+`SQd_YSyK-uRAlO`LY-^#+ zs%fhhhZ(w&Rh5OmqT)diqm-W@DPuiaiq`vPYb`Cb5-LL{ChPQ{mv_<~Q~A$)t59_` zzeB=`Y(t*iC6a#zM*gyq6b;2R&q%(!G*QrN_Ucc%e)JLzH4lPJeqHbwX|kl zeTxmLGkmet!np0nbcX3RZx(BN&{r{S1@|b*iHvYfG0I7!-aM_1Tuw+fyIaf)Y(644 zaGxO1dTx;w1imHDZ-~WAiBTZQyS}T}ddsnsF%!CtTf>FNl4343`>=YU)c)UUAL}XS zF0NanVsiVf0?}r?WsnXEKVusjL?-A?5FJJ&hCExa%+{$CVslv!Egepp_COCNnbF$1 zl4ZybpO!5$gE>4pwQI#d6v{vhx0mWFS&eJ?4N*wREyu92r=ZR+hN?U?V z3utTVXRN@vHi0&_Pd>H@`?lJu;-4fHz_MnrCmrf@Uf4p@>@Xqh)#h7u%qx_t`b23* zDS2zdU9bl)AvKB1d#wVE=^1>V|i)mfTGWf$VC?YH{X3YZ=OZ zwgP!2_T>14Z(JNgOM{@@B18H$yPYgJx~$Wt#BU+#CwuRJC$z^0g}!KTs>_%ZGxd(vfBn1#pctD8p~C6@pRPIed(A* zVeU{DM4EK{c`DUf774lE5&1+*T7ti4R)=<5<~_*K;JM(dJVtTBT*$<}x-h2w$Exn=+U_#n)&ay>5B;My$L(bdN58-fN9<6V; z`QZ(p)^^>73`3i{QwbV`s`jv!dLrqZ3R`G$Uli#mr_} z!8qFRM|YA*qtpuIUaP#ZcNoS*drOLD%N1A2zV5o2<~Mb<+br6#iy_bF0LMD+YQ^VP z1BNzw@2lukZN5dw2DO8X#U|RwUwsQG8YEAeWh@4v zDj`$EY(&kx9mERW*QEa-*G_zE{^=Xs(cjEJ$@To{C;UDC^iyiN+m;t@z#T3??faw6 z#*8AyeCs3zI=!3VWzC3WSDtFj)MY+s8-tN|){23?rG(?k3|4MeIrH3`wlxU55h<(@ zPl3hWg6eE8mHEpxE7aK+t<}6is(#!>RLSy87jd}e+6|!mt+g)`vOGg>Kk4zs$)aS1 zY{Fx9EZ6@;h=%zV`|$&{>bf?vK2S_XM=%E5IU0dL5{~ss!ndW#aLO0xNUwA|NRZ~+ zhqSuNJZ*NkS`r)mgpVKc6JlrP9Xo|(@24bnho0MH)`B-Re-vv~6=Y#sxuv?i=c9NX zR>q}{rc+YmwHr}tp>B+4D!y!a?VPfEBiGgD--_iyp+-rLj6mQLg#iH4o|e+l01aj! z``VXILY2RT>e|W0jfx!1T>cDEanqHL*4Z^|hMZfl)-u|LP)ZFifTl^E#h!7e6nacM zcxuH1aDE8Un+wUz;mq>iBuaU}+mco;tL#-(53Oo{#iM=>>y=gE2*+TcnvPH&7G<(5QcQkFWOu{XLUB*Nb zXA>Oq!LmX}5@(v+YnI_H_0pu>vCX-$)+n`WtaP=1Er?bDLt|R2>KqEM%n8MOCmU~F z4H*jc3%F?=Ja!dW6{BUMXg73!V%9QGd4@M0CPkiP<~}*4ZZ~}@l5pHUlxnS?^vwF^ z_6>=r8L#}hubd&gEM^_8rAf9+)&i%~3A;;2xx*u)w01D$QmR#^1hFc$??l6ak|r?J zZN)3CD0hahaZ3G)5oRvIR*`1qt#<^!xw0%0p^y%_xCY3jL#3fGT?Ico?zQhF9H_Ny zn8Arb@+kk1WJH_&0Btd*dTZC7uGS_r{~DL~RVYzE9;+OGDhQhgc^))aU zu-1of<%xWE`j4Og{_XBhbMe-FYu%4>E7E{Rdh&^tml8l>W37}hhuqySS0N28z_m>9 zT+N(`#9-#0XjYt!Mq!+N+BBYZS8LkxIEocV@4 zdyujizSU`aDRH+}FEqPiN(_NQ=?4Zwh)SEaGRhF=R<=jYsYFM_jxL5()gv8!+RMzP z{yO1u#r6LB`g~vB+?V_F+wk@t#kWrL)AIe7Pv8Fa{tQO!W&Y;d;%|R`cNJ?*U&;@? zk!$((S?=z)ix_H=#~2TDT0fwvkXsdw%B#wKn`k$1?vo!kHNDD2-*$6KL^Er>JkRMJ zjck0+gPA-_b!_p)Av3oi(3iSfZfEqA+EL1pqKplNZK+@g>4~Dz$&wUC!%?cnzU?m2 zG=76AR;NI?QJd6;Jg~@&gg~Oj*9M}|d{Ex)hnQrP5jJ&BQk#ZU+}s9yja@aM1pI{$TkTgkiAtM{i5fBWnAUmp4o-_>tlKi$5c=kGpz`{(<&#eIoS za5uRrzI!Xb@;mXo3nIZCubG+*=x771X%r#QJky@NW}47xntWRNHRsaKuGRq4ROU*L zrzL(oOI*l9Lv=?$tcmLo}8Eczt3!W0i$h~aqinAUQb5nYY0 z?u7`9Jdcbq=`3lmh&Gk1R2CV%-8+87@ALAV<%ICk+Q>IBIyZ!a>m-GDg{wG@N&wrY4#j8J^#E;3+`%%}S^d~3Rb`wRbd{d14M zy5)%#@Lfu&SQw!mvn*&*BU`ZT1{)1i?Pp3m1deidlg_sger+s0XXn!Y$~^aX&CzP~ ziItQ!nw8oxG0W5HnxlAI)>L*4-FNl2gPount8Z)Usu6s&IRD)*ihvNHmhWDb=fIiJVzkl(p66ZpPZcQ2t#b zl4qwW8ikGKUfEg%rnh1)i45pvv`pCY`WAt^3C@vncuntX+vZXn{AtW6!%;&bD&dZN z0BzNxB(4%f`(+nnRl`ZFRe2aB`7NyV=EL`|zyA`}x_vu`Nqp<}y;$q(FQ3HaZuh@D zefZP-m#_c)_0#L+`h4xK;!@qyfWIN9I9&U#U%El8m7=SvWZH2vsS!$6ZQ=_KtHInY zz;nrcTh8~DW4@fsUZn+5m9N&tdkAwG0&7mWjxRM5uFStGl;@1h$VeH@T{~UTlDe`7nW2V3TR|R(!2s;@vO8DG z!-1xLwQc2YEoSt6&S-*_Yb+FpKi^+}Jzobgi&$%BmhoP)jQgLyeDme^*YD+%&tHD| zr|a|l*ZcD2{r=rk{e*L?zu<2uW{Py|U zK2_hvs`>6q2^;n4@@4y0{#m48d!NsLE~v-EIb==t((C|o@WU>P!pw<`W>Vi$9YyMkrT1Di{#a(ixx}-gOuu>(H}GnWh;m?bqr;g%3$; zjG2=Ef`cuouwbiOvRS~!{w&GGU*6E=W_3AQYkyxP5GuqvUNDkBX=yHH5YHh*%7{l@2pvo;d~ML~)NbGN-?s`nSz>#2$G= z!1Z7~Ldy!`?hg%+!V6X)u!g4z=`6e}?aYemMl&6#Bz z%&RQkhKCoHaTKE%3x~6cd1_qjH)R zHU#D43V1?X)Rt*JjkPjrsFY3CFx(7JYy%I_8;(H~Pu}*VHM#1pxH=UOPc53jX$5_o zT4p4cEk^qySS<00zU5$+pwZ}DZ-^)SDLYn1VVJlvyF)lVRue`WJaB8T>}f z6v~i68yZUNWtEslLXeqY0D}>#Jbz5#N!QBTeyz1!0@AaOzk*2DyfC#WYF?pQlZ`Q* zTS(eZ+%m?uDH8Z)>)nMU;=%FC3Jp)RG0ZRyYo;+DibJk==IyaH&#w|cU#qK2556TC z{1j|^m*|kf=xa)sx^^>RHf)udORTi^gqZ+VI-eU?g-v=6a$Q#JAvJaIvaM!}luTB&^BkoN-L8=Bf;17ZQ#~Yt_HpTB|IXWpGS~iHYq}qSYG+$E0sn9ILq;NSrOOzzMnPJX<83+zKd3 z1D;Y>Sv8$6v&OvMmh;vNy}m?kkyzW^^sF__;>@2qII-NLzfvL+7QnV6Ae#1jwQ1ow zXTzTd-wHVquM!Ou&nK?@_oe;E+K^cDE z8fwz;GQeHcs7g(a-{B@I3x>o3pd(^uXv10Ao1*SQ(r|_HDRUTCq4Olx0)dpCTe!}i zut@%isTV}n4WAYrRy9{kG88CUS86SuPIa~xFe$rM8zhRYu3t7VQeVr;xvUQn?da0` zV?Jzcm3(Xa_R~*4t-i(dooIbC7s~Xu=eb3k#e~pgeZr|YDBi|g2(_H6l;yhcS?#5; z29z$JYXi4bYgIXO)S(AH?RA4lPcL?#Zq68Je8yNC9uJ@@w@Qu&C5y1&34^njQSL)f zMWUl)^WE=ao#J3lunUtIQB4IF zm3~is3&HS=^x4_XeV8B21>eHw%C#i^Y4xrBz+%`)Z?@ibMI@Y+mzSDsh=jg$X~&zp z9_(jeU8hLYowh>2Mj+e2+7K+*oS!yAF)K2fzBTI_wB|m9qZJ#zdROG~Kyf&V9jwU7 z>#C3;%JLgwE$&y;;E8~>@aC&+7GTPth0$~H^LX?a631`sSdydwvVW3-srlL7{&b>h0TFb@e>Ac;#jikDwP; zBv5-v=91E>Q`MZ5=pe(MsWqFtp{x~CQBLdry^e$R&`~rY%s^}LgmuN7TUC@&vu!$b zJSMMG;ZPrEDj7zm9dcrcua#8^8ePntXe}OC4fNORZF}6{h*>oy(Qmj1_*12g;HWE; zT&2s_!kz}dhK?@pg&2~!IiIUS5N!D7ob6Lf5-^djTZvi1CdoKxZ`aQczO|lPCAhwb z7jMj3gi9lfw_XO7E)3!yILI)yfP{Uv}66H;I&?OpD%a^i>0KTfCfizcPX~v^( zl^^#l)>{oZ9|#a`US#kW?e#ewFt7l}hyEsM_tZtXjS11H3wp}rjOTIZZB>jrV#&AU z-`gg(SBYSuir{jac?9YqH*-aKUU~Wot&q)H<*e48z#u>nthc0PLQB4$rIbgctPUjW zDF^|Qi_~eNmr#U0?W6}Ie08}Cn^n7_b%Lu_BOY;sYOOX|t6Dqnc><&3Y@Z0gygFQ= z+v{pRO=W}m7Hcl~Bjxd-{1xB2m9GXR+Rk*_Se#&pzIOHLV$e6-lN^^YhYrW0*vDIU zHfu?FYd9ozc(1-?Bpp*}m}#-WEzMRv??$C-+Mj2j)(~+G4M4HoQVFU|Tr#mlx+qV2 z*76J1A}WnklL}RawZz%0167@NKD6kZIVSH-G@zk{Dc~u*lOg5QW1sN!2cbIhmImLi6DO&!=1d_d)?e1ntz+C&TUu+F&1|&e z4E4=L&RmV74Rg4q9KzC#Lpg7%<40?Cnpu=pihyb@tR&Q@_XaV?(FRT+QyD%we>zY7 zxv0t-kuaiZsK#=M8A11pJZFydtwXN2cuPl>5GyKLYqH%xUHHRppyz>Cs(wK7EqPw= z=AEArLZqIk!=b8y9%ZG4LdK&tSjzVukYyZpvFeVurVd?8F0j@v=?{FCrr_!mfu#m8 z|A1AiG=ZqN!^Xu>EC3ChZq+0Jz@`HID`xPorkB<)_I7`|keDSxf@e@DBS%3^%paz%mdbvj`kp6N#G>ude!5*S&|eAcF$ms<2#VXkq+f z(6l-DRx8#Lm*2^SWCq`!b-ygx!6))H!>oFX;zp62q;^A8-y)G=O#L2qQu}tZTnG4X zwS_sUZ>@Z9UWpe{a*;^EaeVO3UsE(O_2W@8HTJ!G6)CcGvRLCess#%HtaYCEun!l;kH$Eq1?Pj+w_+fbtHg1ihD70kDEXjvt5nUKI*diu1^Z@p)ySXoU*)wi%^NB@GwBIOO9{9~cJ%>dM@Md@i?uWo zet4g(C4V28+g5Q~P?>I?_v;qH22Z10LMeG*Agl?j0ZgM&%9(AKaI>Jc^Rh`Kq<~(nrXKi z*JfRC4+XNe?CUi6kBP>KONQE=SLdoMWM=(x)^IL8ijpEt#)FyqGEDT}(6dtG3DvRx z2foGAYAp8v$0=4E3~{8yK`(>1h@D%vT}!%`^X|>*?8LXkT9MYWr&sEh>drew$}7hz z@^OoVxh`?5*-jwu!x1%enUSSW!A|kyj!IWra;b=9tzxa?e1WyXEM8N>dv*F;bqAdm zAJkemNgpF%1dL+hp%$yE%!|h>dMh&hygc_GU+(yuZxI9)xs%KVl(x~--2x#ShIxB6 z<>-lARtiCyW>y%9%TqN3-h+n0Lv9rYKmUqvm9Q2_!w!2nHI=tY_uQK?Ryenmg%erN zn|ZD-_+|91*5TZeOg_ZDX&LxLuN9I?Hfmh1-I=wf+Qzr3ZHC*dZ=t4w{5I2M{e|jg#|Ql5tg=#Zs2VhCkAQ(*yF!SnyOQ8HHC&(J-?)#q3+P-3WR}W&I7K z$>4ICFP$k7;>Zfh+8Pdr!|h?drAht9w|-i!B>`{;Yc&ec=oG(Wy^M>Ar*qB&-$En| z559#3_DB?TrR-+fa8ogC)WnKnBLWB3G9;^wBz$p`Ux^H`q;Ktv3v}YXei^*3!{TMa zw@^^QT4zZvy`kPDgK~-==0q)2$+zU(`g4tLJPWOYNgrF3)_V`;Pk4NGq(6AEt84GO?3ZCi=k@}QCquJCQ4JEI?P#CI&&Dqop1FKy>TLq zZ^^e(YH=el{$scd^{uL{)LNPoj;$P8U4O-V%W!b4<&X9J;ethhWG(Tn!0A}z=2qpC zCWb{q`j)Qbd3Eo}+Hc-eA6Xvv@GUHuFw1acOT%GIK0Kwk#L0!oQWi%!pUT@zEJgrq$nq|mu&{pz+swFX++$V=&j>E_mr{gxj4FAHnYzt2ZUco4W7$4bsN`eiW zAKxZ(1o=-2sFeG$J33>1l5e}gvu^8@>qbn(N3puEx^|H3eNELd_};W>$Z2His)6Au zH1mh=knF%(P3sz33%*4@X3tPnZX+SOgQe!*PPfF<`l#_6VdU(j-a;F~Sx!g>S6WNu z+lcO%bo&zHMlZfKp&_`w9G5Q(SPui3j}Bt~ zD87;?zu04lwpz}PNTrP^6l1C0Vq13wRLcY5^~TL{w819dnq%7WXD=hSp7{2Ln5V-F z2o2x%1NjhpWbj%YxAFo%3`EhKE}2`5;_l*G@{dz%g|3TDXt-(1YPV7b6R$n^L=K=> zcpubSm1a~dAS*)5q}pu@PGjV%mk90vlTwa}JcjC97#9M`Y1ZPsx?N^o-?;&PfWcQe zA7}RRxyUCslvm#hRrW0{u@stNX}k*?R7DDcY-$@6m*oIgP;@Ca6G+x;^2Fjm%<$pE z0Y~)*uxiaZCP2OKr|P(hP-WlBsNHgFt%uEp+$Y@Ixz$Qp<@RIOZ+uIscBFK%YW5P#DYYzW(qeT0JCgUUr8ApdzMQf3Ev7x!Rc#h+D-@=yObx|9Xd0XF=myTPN$)Reu3!UM zgJI}yk+KX0J;N$xHL=Ao%`_w><#R%QcECIc-c*{kDsAPk2hS*&!A}QfONXs%eUp8Q z0JUVT796bDGV4~~s+8*wgCp0%g|zb|z7=4tit9J>^lIHYRo`;c%C~O>^N7ZEp5Wm; z;22ecF~?&L2P`teT`2VjR5p1sRzFa!f_1|au`!p^$Ep(Ivt~j7Xf4H`PEwZB+;x?( zx@>(Z4S?|xIa{bQ0HA+dZMB_8FgU4|s_DL@`(bOX#PjscCWrrtv*X5ms};jHxAZD2q>2qFjwpdHKwATgb+0-$ z3!Uwof8^YfpYS;AZfH;9n`cH-L_&EU?7{oA3S?v~-Y7@Wg3_m&MNu|m#b_#THtTlIz2P6Qt3iqt-`oYa+<#d%N$-HbuH2OiRYGtCiDqWaE2zKX;$At zBM_x}b7X&#DIZq5krR3e0>@_6qR{?@`j#nBrZF+2ajn6hBz^{8g|(vf;1QK>y6)~( z;g_(t0HAd^zUrc!Nm7p~HSbD|xn>#U)KGe`qDE&vO>B-zfMio+!=#nA8OB_rGz~Q! zA|`DV>uIRSg|4V1W8vSgEOW17Oc-F5*pp}d%AVApmp?Cm@YAcZeD$s=$`8xi<>Zg@ z8lRSv3s1}2zuYfx-Y$o?&)@@E4qx8y^XvPYWUEclb$Hd+t<>ePmW27LA5*fS=udjL zSMKoIS84`C-#w&vqF77L*(R+*(^|G;t3`~a)WIv*qMVwPKdJN@t##{y?Xt3cRw(bP zu}l@WA}K=p9dtKl^Q~$AXe7i*q*F~Py50cE%ZHKrjE@mhg6>j))oz9-FNm#6Xp!s^ zbhlDep>`Q7)qc`Z3jY6h20^wls)sH9@TEN`?0JiC{aZQz`JG&#zZP%h2>qMVu)Mk zDk%rF7O!!~XH7h7Ia$|3d%BXrKi&V*e?Kns_4)ez+JAXp{(Sx0b$Plk_xoM^$G;l7 zMf~gg`}Nzm_wVQDuRr{0{_y?${h|DJ{x)0dr^l{tH^@EPOU3D$ZroZ6^DPpl$32&= z<;K6Y80J>AmPEp0Uv`s%|ghTQ|N19_?>4___Q?;=cTF6A#NHCTA8vA;_Qs2^Y zAc$)g-zYy?&`hw%zO{YJpFsu+QU>gAiT@sMY&Zi?c%F(3rDr;*aw6P}No@LDQ?We5 zdQi?kwxBX_O_{x7vRvGN3At4lio;*$zsMz5x~(tcxBpiDWq8;BZY_fCUn$yGVKpXr_?4AiD-M~N3#|1uIAv(9{kwlF|J;0iy~A4N)9Y_t@rUlR{Neoe z`97cCet&viz7{LZr{`~HiHLt(BjNn88(9w^;xDVN-*{F!x74>P`W6}_XLM<^wdQJ; z<0n>%c;Z^J@^X64j!R>t!}O}4Z{TR)tgJEwIju$5ZK=M+cvRv5oLnvO^QPMHn0o>0 zc0&j1ANZDBCh@HsvJs}xcrYZ19SFFw&Sk{Mn!Qg7Y%xYN?Pxf^(L=V0eAZ0}aRXfo zwijE4M}8+R0ZKv(Yu&zAx~(rOvDROj^FrS$-@g9V7l?#^xK!WY=eK|Te!ejh$}9Z- z@Nebx{q)^0ZS@n8)irZMZ9ARmupj;QEHnc`DZKk-f%9?{oqqNxb~k&dB3i?S~v{xt6(X8 zZs`^f5P-D~ufNXRKjGVdJN#L!_1C}s+uy{us_(?8&*QlJ?zCKQZ{L1@_{*7D#^Ent zA5Mq)Z?}*876k(utBzN5L3_GAy-(F~pl`{=1E}46ORTjMcW^p=2;j%n9;{@;uojB< zXe(E^+}uU*F2s#C3k>5h58>vXyr;}IFp7 ze5eQd)`Xb}4xAtSfx=^jYh)Wr&!4811_iLBu#|!Xs+@nm zzs}r0Un0x+i$ucVe*NRy;;E1<0~!45>;3udm-qMA`vNl0*YkCm58oZO=hoJ_{%rO^ zbzCb|2R2QbmcDha^h9F+lC1&U^y*u#JBqb*`GYfZppQ&*3)Vuy4mgCio_s0mpnE^+A ze}0#_kmVV*ufKk2lf(3)tGmAKG_~ksvkoKIEaP11^TrKXd(dx!zE!Ms_)@HOoDOmdKff!)6wmK3p+{$}zXY8MAzOfG`Tzs_TZce)I_2Ww>Kh3UJWry~0 zMZ96X)rhrd4W>N68%5;dAH=uRTDw`Yxu| zV(2#46b@;$b$jrwZ+`e#B$V3_s8j7RwCxHOK4F~<%ZEkU{Hw*Aad^$QKjPd1uJ6NK zm1Zq%H)$jUT!hmL(gxxTN^P?pLeMQu7h*7L!MBQyZz%yH7bjKhRIP20m)Wh6B2tC@=y*;?U^&P!hU)<<`bQN1P^%BsP?oWfV(G=e-6vtO+Q2|UNP z%9O43wfI)D7W++E?;YnBoJ*CwN}cS`TCp_b6YmK|!u?t9yeds2$&pN48-|df!cOft zK$e8QHA%rxKH6&A*1+$TyZFz;;q~C%;TAxdgX)5jP=&EHZqI2%cFW4H3WN79CGgID zVVhW%YS5T5H7%-iP+7`>&ws@r!fx^l-%`mev^SMd4TTB0`gFHs1Ee|dM}Pe2N)RWy z$CAsuO>HD;vpbxIBw2x+P)ilfpo`ldCuA90YoURS{t{JYl*$ta5t?!8Ta}($9|-%l zCFizI)+(kQ*&Ix8&na=We9DWp8uhJXseSiynt%PxuF;24tQ93nV*@!^3n{pc6rK83 zN#D99vTa3JbL!<>T59ww{nJ-=h<&9ELuM9Vh5RMU4dq>`!5t1St)(1s;_1NK=h_(~wC!WbkfRi*FI?T;ASI<^BlYl6s5hmNz`L zYU9zjhy)?>7J~we_0_jRn5x7&rk$s%WobZUwMrv9GEq7-bStV_wOC9|2hGbkxP3X< zT5qua4h`*EDUG61u@bPEb3#4pl!!sM6`9K`!dgA-N1r>qK5PYrel$Uc@Z(pKW^9?2 zS-h-tTdQx86-iE6utUXJN#2rg-PTOwc6+qe3e1rExPx^Mp+&1k?2dF<9#E`Ra>P^l z-I24_2y5+7qfYPUc`w0>zNJ~lqymmAT*K{TMkIbt&#kEEmaeYl^D$d1=)x=O)zUGN z0Lc$)HLY5!oabVCv`_icT#7K9{|w&>t_1qCEOb9YtJvD0OG+M~@I4i2Qxz-)UFpEY zxs^d9O;Fqe49aF@DOa>_#qIB2^PRVzjL_(r|^{gp3zE%Fhx8!8)4zD`TEs45Npp_~I z)rtv>@vtgfNvt-WNA8+>TS4_Y-^v+>?pyh^?frTM`LxL#$w} zfPI1FTLcvz)M)JFv}UTGzWFA%bx{+UwY=$41BWRI_#XzP!Pfpa7kd4y3stxC4Ww6M zEiB1S3J^?vGGloxOiVnGdv{{zXythdsW_3ev6Ng}C2z9W6TJwL@CIvDYOOdYv8aC# z3JvCZLudC5Gl=$(tYs5L?WEBw`DiyA7#P`^isjk5NgCR_Obq2T3jT;^|08pcAHT3X zG0{hHV;a7-J-QCOkx16E8^IY(nj{DmFFNBvp&O zOo4FLy$rGkh17fs9C_t=i4R|dJWu}NG4j!1A&n<_%j%r%g>Ny^6RTAXP2UFbt#WrL z++p70;FVGmy^OPg(`c-pe@f;;)(_ue_b0`v=--ao&kM>@$7x+D)v>BO%EkB9akUmY zDcCAdRu2`&&`79!x!}jZ)!f&c1+}^gW-ZQENP5FD3mKo#^Z(k$`5F` zlER16Lx0x{x|7%Ys)eBtbVW+W#Rz7a$hlm{P@+n!vB>II!Y$CGHAUuxfd&Q z@GahIVy*f#o-4pccIah1Y%Jtn#_S)AWzI$TN&(;E>8yKyHB}Hn!q`cY4aShj)O?TB|g13iwvt3~gN?V4#;V&o2li zZ)>0Mr}@EJKNUt(vuky~swIbRWk?s?{!p=SQ3pX7Wsvkjt%Xr9;bd?M@`5KY5)VLV z&l_ex&9|xt(iYeu9`-G>KeJXOUxuos+}i#5bf~<|w`PL7>Y%75XOZi~uiui!30#<;fXUmq^Xzf?Ace#=?X8)=wYxE&FTNA~=4ifBvyP zND3!;g#6wcs6Hh?VhgU|{x;&-WQi&o-K6g1mVz9ZllAvhCa>gu@dGmkE{!OUor;|( zG7SIMC9EaobD>8F9uS=sMAKcnZ<~V^2z)tVVm_x^7)p%2A`EFQiUJh3f-`3LR{82o zr|QmK%QX{j26>gAr?nIGNpl=!yfC&4a!27L#*<5J!Ik>*U=?2>s)gb_wKxe=4 zWCBkv=T^1#Ek}r>e~|SymG2;Z;({TgT09deT{E6{rGIHpY7bT*ZCDb^<(w( z-|ItFR6io?xrsX;0yniQ-A|j4>P*^_4-Pj6aet<;P%!^5k`~D~U;O-Y@dF#?3YX9$ z-9JdO6t(!4xB0z15(0TKn+|IwzD1zqEp;DIzgN0mM{P=W6@5+=(b9&3a0#Q!h4}yt z!dI8Boh16iu@3uM1zAAVVx3pYhI&1;NRH&9LE9m)qQ-u|Ee zTbE5ptM5Oezd|S;GTX6Kg+*gsM1MwRBIVOU{r`6 z%Ht@$#RYKrE-4PD=#?=DxQ?{O$V`k+6xITgL)luWT3+7#nq|-n%i9sX{0W+ob$i%J zi&(5iWgI6~`gS%P`v0{fqRZZ?Op=C-482)CShV z75?z=-%zCq)&hD6Jlfq^tkqw{TBX->%Pt7Bjrv!uwT@xF`2x!fu-1&(q)ohP&p}1O zw8wLxh8vhv{T`Ei53XF}vs0B4V+rv;yu&*`{4_uP>FIJ|3}`-p7q);;v%?(ZYe z9P;`P5?$rN4^ZInL{!sYfN>zvQYBVK(uoa2N4f_1mK<>Ia7#(#Od|BdhxcNw;uc}8 z+QV96f`d!eI?TH|n7Jl$JsebR0WWj{5p`u`kckNhzfZ!}-#rIel_KVJ)9WifA2fC4 ziAxBI;VUkUJ#$E=z%9jn9V~g(n4%Nzy{-kkGBjJbRuSLQYlk!dZ13o!+ z;#*3Z-KmawvX*A)DmYV;#*;*>O7}zYAha&Lsi+43!{2zTelh)R{vKqh@`5|fC%+Bh zZNUEn&MmYw#99?Q9|zp^rAb%wP=7k2F>6b_s+6JR){bPMIKB_$4CP9I154-Ob^(q@ ztR>lU{pJJG-18)tbkIq^pLZ-C9QTJvYH_o!G}6yH6pa#&+vXiXa}wdd`1_$E-TaoK z-+d9ZFpLMNPT*?_=aIwcXT;iX($)fe>+i5uD+y|J`}deH7xNqX7NXe)JGcJJzV&n0 zlG-o75vqh-P^%7GsKW%T3I`nqx>ZRb(^1Ql|G)P?4%a_i|DQkH`}_IZ>i#W!>;0?y zQ?=Z~eeu2zy~j)qio7??G90$R2sYtT#vEMr^se&kmzXw{-0_Hra(0!Is-F~z;T1aCZI5Gr=%4pgSxuc*UL9{*4h={S>BOup0{nY;QQqf3NL zQ*cLG>o|q1HmQ+tB42PM*E%LM@OqbfF5mneHaMzpRkW6Ojr{8O__EgoPz;5r^G5fM zH!H{gvGJ{G#pZqUs{HAvpMI|D)AD*b(a~SM$G`KJQZ2ReDxVfPUf$l14hrNWW_krh zxGL=ZvCOevHA&ZwKmV;5#co~k{q+6qZ(rgfcOTxr4cF?s{d@S<01q?ZwI=ul2uQpM zWYAie1fc}Ot*hg>0w@{WxjR4;Nzq!GSP?p=u>Cy61NmQ&zP5)C=SrC?xxPfyAY2_B zd;s>#1-^-Ip~R9jhbt}e>|JJBRX(nsou&X6y}Ia1rDPE zXDJ>QoiPL}7RDdm%#|Fln!%SJ$>8Z)vsQ`n#J~BsFTVNWi=SQn*1xr5i@L{t`f@5h zd>4cJ_RDuu_^$ffzm=!rTWt8Dp4CD^b(@UHjlNY!u~u8`u1oR#{QZY-djyE?!)2(R zn(vzLo`5*5-&U2LP_s!fpgrX0*{(gT<*Ki~`l?8g5Q&~nVEp_FyQycqe$J~8K=@!C z5Y8#?QU&D9K{9yBx8x}LD*jj~5wCRH)NvWeW(Hc?+*-(iadBD=I)?FpN-ZeTD-0zun)5SMTfga7<+s}7906CAaZ!@Yk>49! z$l9g{$^%bmc%e}wm#>ZpN1>cwAO~+#ZiDgX zyLQi5wi~Yfcdwy9zWc5Yuix$e#z^?(;mO~hm9PZKl7f@9<8Bg;K#2SR-}+C9hJS;# zp4u9|HC(%U^V~c?bxr%!K8v-8R^WIGE+h9O;Mu+;%{Y;nUwl>nJMVq#6FT#)J-Ul> zUY|jpY%TVUBw+Bq5o-b1Up`ukEQJq{ zj)xxnY@$693IE@p|MNe7e!9Q^vJz{ZhQ94i&)26*^`|eV*Y3M2?BDIbox;WaZFhY- zlz;dm1RCc`tu^Vs4gwlBuK*m1KfnE3Tl`_^e-LZkzH9E^!MDc#euZZF)4lEb`=$9# z6`CgEIFLMG);pUxp7oM`{5t{R>d`N|qoRXp9hy zlmUG+SWR*eF=7P-WORM&;-othjPbKh?Lgm*dUYZVehJ#L+e<#yhZf_*e2b!xsG!8R z{_r2){GaYSwbrF?+t(wl^?Lqt_ie29f82jt?7pABEhXIMn+eVvJI z#vg1D{4+C1c)z^8?z*L=_@SxY6quNK)5Jh4A}T{v!kuAf`1a!uW-WPr&$W7jnj8O~- z1qU{v96jmZ(dx$ZMyz%KBCytdJErWgyx9Fvsovz_R$;r1fPiAw72VQmrQnef9Oc}q z&!qE!nB7f$`gV9De-88E4VbGoEBzbSB48U;C?ny2{QQ69jH;i8r{-Bw`9C}(62e;U zTa-z!&qerl`r9-QQ}OzbQrMTXVqU4ipcy!kc~ZaJvbDb8iDcH=Ki!`nZMeYiCTEVVRUjJx3=Fu}qUob&>D>5HK{tCAtu>MA?3@34 z|Ih#U;rjfizt-2`ZF{}9typW2Pl&aO>wBqFmv9PC_cyQZf1IRVBFvhHNU1ygvnm$B z&kH%Mf55;*{(ONMC2}PC7AC=4a~08phn#hGIgw_})T|#U7Ca{^xWY;!>Xh7Rs>HX@ zhjbOLF?CJ@b5oC@J0Kz<{CzW7Os$cw|CzbZ;{2V$KRqs)>K|1zEgNexYhjK1?{W{&Z1No+P#NEv?#L;#T8kLf z{`}!NG;pByK6Y;ra}HxzaU|t3&+^2x1?D)W?8& zVQ%SviJ&fi9o||7&A#UO2VkLo{^loF$pMMJ6QDW$eW8wE;+u~Ln}=Z}QBkjlRQt}W zmJk45iYt#le6d&jbqDU^~3xhR+UB;KBeDEUT9Qm`9INyYjz9JW*8 z#}Ww-xLSU(`g8E*$NAvd&7cA*eCwy5zWEtTZk;}%nz{>$xh;}Xf;SW*mRgVy@)=y;P(nxq3vg)fU>2bl>8^;znWF*4^=|!1xUuN-9%_ud`@&9Y> zZ5|r8lI~%Nj^eE(;%1AkpxFjVf$aoooUKeo!*;syI9mfv{O`YY>f_!kW4e2O@8fi6 zFduDHs=D=Y>KwJ!Xf$^(5zf>4L3wQf0zhMft;;YzomTboN+w2Fn3hjHe`HP!Q{Nb_$JQuC%yq zOm9!Sb6%gPQwt|*%B{Ldl(8yGb{x)p-0IB###0l0yS#kQTF5U9!nbEM)C8e|x+(eo zxvME4XTnz|BmRmhqY}1Iin5-Y;euqFyz&f}|9gvsY^{b*Ux|b)EYV$?wK8Ud(t2x5 z&$&&^$bVf#!162oYUkh`tky6)j>(ei`suV0WAM? z@wZIFWaAMKiHWKdRxMO_V{V%SaH5puI>F(}tNY+wLu5E@xR61MS*%4z5*g{IbEX4Nwbp%|9n$0oiA@v zPfdchQ^EQL&OI#?7JjM(h>QXI^A&Ii8O}j)GEq%jVezn9-k*zNa0Z@cWIbsfLpY|l z=>Cx*+vYpD`G$+nGsgy{OR3NG1{96^EV13&cVUfsvIUxaHWqqaP-G{aJDGSz^3Fm&8?>5|`y{tqMKCVk#Mc%fRm;S%&Jq)~>!h9ms^3`tVv7Fj80~p-3o6p#;J)<@W9g=20IShcPnu z+XUrF);ehz8Bj3(iz0A+4YI@OzHkWGbbnJFbb_;GDiFa=x$8j{6w7XuNxmfCx>=dE zHp4YtYC6=U=tY;8?f^QxmT8;gMt*u)vTxBn_E0~)qSe37K^%t}<(lc@>7~8iH%mI` zp7)67qexDab%hxvmTM`SPGxWa#(Fnh(04801B>$x@&mNnUtclE!L)Swz=2SGt8QwZ zMN-1S1;B}HW~pzXua^V#fClNLY6wip&OFiyC>-Dx_> zrR^?h6Z2=uIVnMy^#w=Jev)q$ye0;u8hm|PxAf$sz6BItk^XXBaIh>K??&P@TH?G@ zG=7Z}Lr6s7Ta1SsyU1DJ>-)lBexl!%zlDMfXH6iGBwvMJKS9XWZUUNNY@4U>h~SU-J>k zetb=isJ=xRJX8c=EqGYhfF%RIHS+$q)mwOHgthpLXIe;{CY4YyFwUA2csjPYEHZ1Q zwO9*x5Hn*UB4FGo)jn8%!1=UfdIV-Cly%<>**9MB`MN~wU#40>c$RmQBDhoDK>Fo6 zPY`gR>V>(4J3qN(SVD?*C(wW9Xd|K?pmS@&7GBZ~o7HOA4D<%R#XC+|NqBl{h3cQB zOev7Hw^!su&+hs8>gwuw|MZk%>ddeW=?u8$%3aZ+)j>lgdERqtaAFohS(ne&1!^x? zs{q`xWLRcdN)8~J&fdjRkqem^ufoTnN{37jk`s!xYB{zV*EKoDA%$$Hns4DIF2uLg zS`dOIpMa3X$P_%D^OuX`H6`9`t?`u8j2V=b5`tOun?v`Pwi z)w()qnu>nVGMfaQ!RSu5);bewQF2ATm4Gtmgnf&$_H*n8@C%2v+H;PCAaX6M>69m1 zsVCv-yWVl3>ip_;0YrSTkMbwHDA|dDsPKV#8GGCK# zaR@l665*^COc=6NMCo113;#=qHTO!KVwV>f&^YUnB zcMpz6Y_wn|k66!(!U@PO=%%?msmA3!K>6rU0AoRUQO>N&jqL;^JisAq@nBLSAqHRf z%LFclW%~QJ$<;CGA*FwR3vs{83U}7Ekj$ZGI95FwmbBj@QztC0203TpkvhBI_19;?AGMFM^+8Erb z^vHAbEnW!#RtcFpvmj5wa%bNnM%4k|IN(aG=wbmt&&d~sLs;wLf(}; z>~g&5zHuB4>xM~X80*f{5b-U19DEB)nI9VLs-H6(53*h=z{pgK#X@~+?R3TEq-9E2 z=rD;Q8Z&vW1w@0>mq$RTkfA#FMA&;Weq5?WE=A(}j~IH=%1u zF{$9CQg5HFdsZ_%?Ka*=(S4CafaJk1G5hB=^m zSTh?#3MA19gvv(A37M1}KvYpU)a@ubjZP~B)eo0OqcL*BfrXHG1f8SvMB!?n1amsg zQ`AWVR)zAKs|(;+an>7EbJ}Mudz+n727iSs&sY#TNL#9d$+v1MeD2BBN7R74oC*+lqLC1-vpm3ZQxUo+->R9u zHxp`px&S!2G9E=aW;|&Crm19|nmg->G!n3PQy_zPX00;G?&%E1hKs0=ux}*{P~4+B zrgN)Q-x@V1q-D5esUMid!Qw%>G_Fna7vq?*N6r#S*x!*7DBGEj8QyaEiuK(p`Js@sad z{)Z9e83P7&9g6a`?W4Q?WxKupw4t+n)9xreI%z4iJijj76W#VT6({HER5uu3cSE-s z=svIETYdHP#C>l-ODWa3t8z>NOZO}JR)w}@E)!gDt%T35b*|WeNlDh}k^s?H&BD43~j=M^(cAvUzPRsFV{Eib#Z^=>Q!IgY#L;M7~&&W zysDr~2K3>2Dr>a$F9sDEZ^^gNDfSE5phIw+P@-*dk2a7a*Fz3b$)*QuspI;teI%4B zv|zBgAl)<0L6|5F6LZkeFqDV&9w-usZz&p_e;R!IWC`E8UaD`Q^2sodXYK(Or^~#x zk|={8m#L40>mvA8DjjuX8JL*J>UU~DAKv)2y{5aT*L-VY zWH}sO_SG;B%Dr!4g)3z6X-YZaa3>;?66g4KD3{jNrL*ruthM%()V!>h38;pBE2n>? zq+9O8dFaic+lY}C<44z1*#94K+NJa>+V;cxoHD%2shln_b?)3StR64N3-q6UAL-hp zU&sSa?>=3-;#2XF62tUMU6F4+4h>nM?JGe$xhD*m5d$H>N!A)6{0VHgYcDBYBFh|l zCT(wkDXAGjk4)gc!?{(|IY&bIb$AekedzSu*IO*6S+Z}*xQ9{gBb#H%3=3;4R?&U9 zW&#q0$ns)b%BUG=Rh*Z6ZZ*r1dr0)`{rR+Jy+~EJL(|E8i|(uQb+Lz zh0hX+!v*^mMprOm63q-i93;p*_AMDFC(9F^G_bWYmQ^koQM&ZMFvrnx$r?s$9zmm( zdb0sH%V|bw%}qZHH%p0R>ady}`;B{F#3 zv&PIUS!4pPLZ-bwAH`Z9YU#mGmSD4V9dDQD=2yzZgvx|y9W$=R#e67xk?j>3bK~T8 zwy|&V+E9`6ewTiG#$_V!LsZFA$!l>FS(tyR+^4?s2(3-CS(9ca$#_~TFEnPs6-d*ujuEO}O>V|7%cf9)B z0hWB3p7a-+p}}%a@ues}|MK}Gef`hZbe5IdFP}D>n{B_^-hEmwd3Izcs!DzCBZ~a zJY$&DT2h7a3MR58=-Smr0NOx^W>St@cGe=3EW`U2td97IQ$xvOg};B=alN(RIaHOL z$~3ZTL%k)wB@`PcIB|J&#p_$shhOJpTZzuX(W2DF&{D0nzBJ#GMS6hEtsTIVo+o}q z8CBA+;2o`yi8ReM`UE`Y0F1D^Tmziw-012d|F}KBdHnp5PKT52rug!4_((x=(+!)8 z$JJ)l4XYlRdbet-@=N*n377VMfVC(QxVV;kCDjfMekn9F@9Vt7F}CW-m=`#=c*BtQ zp3zxC)`i`5PF1|Hp(h1-o|L}kb)|$JxRLI@4Vmt_LD!ykafBXe!%j&nO?(QgiNKU&U zPfz*GE+Jj`x%l#FyY0Tz+hO=p^q;CvrTf&JexdW}(YcF%eE9Vv{Nbdp$_!xLiwZX$ z1-6XJs%6SzKp-9?Ytcnzl&P#%s3sZTS{W81bM9T(FDf#df}j|sRgfuo4d>R0@HkOE z&>{-LVy*ZV;~+2(8Y|99%Dh~%Z{^;%0B;smYN2uAT~i5!V`QyUv({*lP&CIgrf^M+ zjx+;#y$yPp=ZuaXIiSS1mKj?sV{83$Vv=};W+5hP(`lL(i-)uPEPvfE_}nU%9~vwI z0VtF+VFvyFpSA;KgTGQ~`vprA^*{;T1?$BP16_wNRo_v-`%<^7&0}`=ar$?b{PgRG zf0RY}pObnR|3%3Lw14jkP{h@aQc>num`6Fp$bIPC zpA=FaY3RW9^}ZXGIA#*yX37X<2AdeSF4tpn{c_>Nt#aWZfVEPw*2GXy$%%S)o1p}rGo2Y_fW-@=RJASjrebSVpa(m9!sy<9X^IJe3?Q%b>6$~3apQX(Py z7S~(+sfq9DH99lVBIv$I!7x$O6*pMR(kW+6LS^jllt&arBUE;-?O`n=@a{JCmygxO z@YqxrcaO#AkJ-=kYX0+YN{fH`HNE&J-9I1c|22edFUx8?WjN{x(TME6MPsA);E(w@Gu&XIx6GG`Ohx6i zqu|RMrOZvtzQvVI%O?mAm$;ZoMYlcA^M}PEO{>Lj_sRp23yFjs1Jrs?c$O#y0JuNp zK4Lf#^aekPW6LR@+t2tjZZxft>Af=b~ix|CIVv1!{?4}($k?XQI$i!&{xs*(*Gsh@PEgav&Ra*sqm zl?b!Jl>4>u)1_xDo1{4>6As=9Cu`9mc0$&|%r7e#maka`^CY2^-tBf}bGG2&F_2{8 z+#+j@qs$3-W-l;AiG->C3MKZ`bE}Sd4@fvNMxnzVnG)g8bFKQh0>G#4^R7A>?(+GL zwLG4df8JtXOF1Er-EpI?v$SSy-K1z8w;3rvTz6zF3Ip_?`$Bb0`f)onvc|;%v0TNW zdrEKCBLL=UdslqAOvzf8rw9qfM1PfxPsgOAp|7utl&b4u1z0FX0GQBJN~*)tot$gX zY>v$p$wl?8QMk`o88h=-n)LstOTD5>;)!__;IimbjO<%fnPsvGTj+cSLRl&k&*jEXaNemX4apLZ?R!RSilqQD@1 zQia)O0s2&pLMWqTNr^wg(om$poUj(RTr<&hK>T0@PKs0D0VS(b*3G`Bl#vst))=YF zIpKJ+Oju_!_O1Jt`}?iF7}UKiIgohLDV_De4r%2(PnbrJN=GPlve1p3W$!v1qU~~`YTy$12iH)>Qd7*^R1S=1L($fkA2(BZ z4OxO@xo%xo3CW~Xhz!O{V)AsRepYxOSNfw~sxb-Dne_JN5&ui1@~K~uEqQNjPT+@OI|Yn&_92bd_tJ4ndffQ zU33KnqY-?sD29aDX~qVz>lNH`G;E!F+eKGBBDU|rpBd!O#3`Pp<3$l z!(aj-ZP`+Vwnp2uY=@yL?C9Xjv|M7B3v5_Lc}KoAW|ZK7b_;>2B-f#2g8p<3BP+Uk zXwE-fXG}bTz4m&U%Hp*MA2H0vtR)wyVwN}-DixyFDT^)T{p-^uPcv+LU{vueP*0)k zOW3#cTruC$>R1R)$5VJmD!ub!seM8$*7VYO;`@M)tTj{7YA&R7k@asLwaOq3_APO7 zeVH5yonq#M`RU}2a_1G673fCG;8k%fyxs4}T6~*f69gKUDbjjwg33#7^3x4jtMqa% zt%G9vh-HMb?&-9V#9z29*YrpL5T)-uxl3;@$NZiugLPX0MVG=_+rDk2xLcQXx9M{_ z+%Uh%@QP2Vp61yBm&LeW*8+F;L9P-+ubohWt{sa*py){dbfVh|W<`ad739Metc4DX zbb*pdhh(xbF1}S_Z$6ccVzbr>U6&7Zc8kO6#vr&Hm`x^&I8E!zcp)&?7EGqT#bPC7 zX*xOuD9U_~39Qv^ICb48(_;VT!PXivP-hfP>44V&N(^~!m7KP8qSW2Bi_~}eqNUuy z@ZddOR$Aq}GD5Eyj2+99IxkL|dUcsh_jl;$vVI7Duv^{9C_cj&s@r}kZZ1>ZB(E~E zR=ebmAU9v&>bX_Nnfey{lkibkc|3Zx3GZ9OUJ=ztZB!{-cM8V>4PnRRs& z=`F$Qz!tG!C{nzdGcD1d$?IU`HCD{WgnzpA`igl%&d9^5+Cl^A#R`>08OO@ej z+ZU_H`|b9T?bi(u1xHXhaV+`4;vQw4r)AI90@tX}Yr~tI?0aDe0KVHcuDoFdunW{N z;2>>uL_A7;vQDfz&P?coJGrCWs63vOD=^1ileG%T@394;zLj8)7G%q6t$fPGx8xx7 zpij;Tso-UdS!}I)z>QkTGK6_kQ0$4OJK9t-!5>BKpQA&>b)xweZ?R&jzfzo}P(e^$ zLKW56EXQiWeeb<=i^2S$gSo z1!2}rPbD(g78CiMM_#RoI)yAc$I8RWBw7^GdP?3b3$e9Ep(DKXJC+P8q+i@_noDiVOt~GC+IL#bc9yIehIQm{;pf)-W(p=egH4^II z>r$%6b)weF@P}UT$^O%Jf3w;Dy}Bhc{mq19^#9|{@8l9`#ZctytR8x#r~_5Nr`yK@ zefH+lcDq__+Ww~R9^2t@c>IKs|4om%V%I`b&gpo9DF9ko?kMR@S~Up(I+r>x$R_M% zpnJ#bP-}9ew1fy<<1YGDUt@Knt?O%`UU}CzVct@`X{B?M`^Nj2c;7m*Gs)IsQ#!Y_ zU2WX>Db~=0Wt6MqNfzHE%g98RbzN`l2kA}_Kn1Z=nO?(GOBB6rS%(sr3 z>*kVW9MDoNmtHQ3DOVj6m1fL1;ebC^4HxyTJm)4crq(Bw`b25IHK_2Rn4xlX#x*=L zD~yIe2{N8adWa%jbIU}ng&%9j9Q!V;#q?6>tza+e<&W3>&GxUG{Vm18o7-Em)a~tR z-?cXx2u23yMKbAhdaV1K?bdy6$*CUe4aj)fPq0?I+CH-FD9(|Y{PJ1Qt|hyZhqe$~ z!H3vZN0kjF6Xc%ig$+)zLc|xT0B@+yo{}Y|uo!nM-8UwC%S4BBqeep8G|?>MUEdm6 z{80vj9^R0vLF;i3KGx$ir zN5D30E&n@6f65LwpU`c@7u?HH{9TUYhf*a z@r%c%2gvg?WflDw_xP#3!MO%&bpu)JhTe8P`3}s~L~@N3C92w$9PGH)LDo`MZ3a=p zTGAY!K=@WNhuB!u*B1?T&@zLfP2=KW)VgwXVU;Ug1|Vp3ZoOS`MRhD!#tIxH?3M7A zqVh6p!M6+?!EL0J_qqAtTs!rx(90-TUtS0nutP^tbpi$}$xPHDnTtx?lq?e$~FfzvvGgWLRUa2ej%mFYk)Y^_P!T zS$uB$i#xDTxld%R#~aL|Rz3OFfL3fb^zbe$ymm4L#!QKGz5*5_Q(?UabjjnAl?+Ny zY=}qwvaQOTVrrFclGXP2PnXHr8Q;j60ADlR9$7-0IrK7?;awSU9d)fGtd$7{=cEv4 z#IzrN%!1pP7(%Czt(Dqsp38Db&h-zSTfi-6@wxS(A>XelgXg0Y5)Ql%Szj|2OMNS! z)3Y>;!Y%v_rsr1J`5(o%SOZZvr0GTfO&R;{tmT+X z$W?czzmp|TzPL|A(bQiqF4Oh0;B1gV4!ms$gc?OccX=rO=5N$2J9=zoW-Ux8&lO6_ zAT_iI!7%}T#Y(aauT`P>d&<70U_#tVYzJ?UVxWS5_&5mD28RDJ$;4G^GbG zsEHzB;^B6Z@GA|&RH8nM5e?-T<{zLN!7P_aK+YQtnLRYhJa^>uTXfaPGmEvY&g(qBs{Pd&aF(S z{>ChNnRw?;uCe4+E~Q{}!4 z6@VZW^N=!mS@+EtTmdoQl?8~1_5TyXFwIyfJ&xgtrCV) zB#~&SdRk%`y!S1qzU9tO;9JEc*5c|oO$%$6PRaUEuTFeRZiw-GjHS{(T>9S!d{yHK zR&7`f@=RKTFxU$o?VgQA)^beZ-^JEymDjjiRa93s$nq@I^+O1H{jll1D0C0E({M^< zZeP=zfviv$BU58Y2S-Sr&VXYf7;NZ#?&mov}vSN(1w9>|L`Qb8cd=&AW zB?CuJP}J1R9j6=F8rBjJrikk?c3R}5nYRhP1@u)mtF1?C9F6Q-CoVbYWuSdX2N!bF z^#p4Pe@SvuSljuHZ%t!}geP>ur4dts`PQhgM4a-HO~F(Y0LiKFKRFk=y7d3o7AP{% zYxQ2+xoy?AhM^c3l5+T{y=3>HE;K_1xmk}xZMe%$mKXH=uh5gdaqfoF%P&+slW&nX zJyJ!m{c`$P74?AZpQTQn_DJ#9FPA4xHXV{N_$)&P`$={z5~>;*2tGi9Kq0JdmI9SZ zOK>58Oc*Wx^sUa+B-Vm&aU@)dwM5Y5bl|07XaI4A4v4O^FrCO!XVkT1NdU1{i3P66 zx9;_}o$UicijcYPU7)bXVSi3IAfC%I&6+_FKzp zOk8xRLB`WdtgU)Q99`W=%sOL|_(*u@TlzzmtcN?Df-o55R{UKI(qPT@#HebfxG5{v zDyvj{E6vqffIrc}1^5RdVJYHV;9S*LlttE(WL=n8g#0Lt=LJER8e@e_W(K27u}e-e z$fIB>vek>`96feGnu~$T;P7Z#6_%z0g^ktL%~9W4F%MTGHf(v<75mu@D`25WZih#= zq|kZs8+2&P?U!G+tM<_~)lb{%UQNLW14D+obRYI?2sX~a9Wq|ig&n@vS^tejB z_TpO_yV<9)3zSEhViAP_VIUiM%#g5Xl8)mFKDBN+5aKPR8hntoY^@RQMlZaQ3H`zByhv{@L-1tq3XfzcX_rlvf+Yx9^|Q!ki?aG-&bg~= zou`vrtwje9W`1U^LMn8DZFAFItab9MhY z5HKIBDufUdti^M6#66Jvx^rnCK#7O^3n<+xBCAyLY4feL(vQ8hF1Ejp7Y#Otx#TUx zx2ULJ!=cY7!BvlzC#6gkUP0C=PTUOz$;DSDzQsvZk_&fHDhd3poLn3f>ENQM*dkor zQASb@k#AkI-e|$R3w7PNZbrfIP0Q!KvuztJ=k6cN;mIL$fK~qQ|X#zbxF4_ zgv?9+S9teS#VnZmi}%mE$6PZ(Q8|a3++R!o^p|Vjc;kDzoV5^U))H=8h(=)`jD{hu z9+0G`=ge@J#l)3nt(57R1ecNKx_5j!FhMYEvd#*zmhh7^QG@!H%-b;bso+#B>oh-F zGXXHbm&9`LEM~4@v6Zsgb2Y3<2C_ponnUBfZI*QK4#8N3Sxe3=oJDdZaf%_SgcQr1 zS>PEM5Z0{yNA#Hvi29)+-zw>uLb(drYWGXlt0{5Ahqf?&Iv8FHZmM>7XxM4HNo2h# zx07h`)3x2H8CxrseL`3FfRmC=9w8!=4pYX=57}uo&CV1LP$aXhVXa)}Tg>JICu=x1 z05H!?7?Q!OcdiSymUJ`8X=0@oLavt-iJ z!PUSQ;Pqf8=%Op%f8A*ZL@+ikcg$LHGF-EWkZy_R+{7UF$f9)0tThz}zI7-8kerlG zciprIDzM1Ort>&~akNerqh3n$t>0N0gDI9 z6leQ-)eCx@ZpXDSr4;L83E#TMa(Q@7NK;>^>^nz%%%`#k`9;lZzQXb-sZ}VwB*R{YZa0aW{T^T1%FPQGv9+xwBC}UxGW?mOmf9o{JC->Igymhb*a|M65Ep# z%}`wXyOSkKw?fPe0h*a)_(^x2#SG-U1|{kT6=2du5+j{nZue@q`j22OIii}T8;a|O zwLMQ^t;Ty7&LwXZ@-wm);NJXA=3-7v%cKir#({TJgx!=0U6-mOw5FtRUp|$15zp@V zDzX`1yM;T?$|eUtYt%X`fnP6-MUV0p4t&@1;jZ3UlE;_1)f{UV= zPmUsU5!G!_UXd-GRL}tHmbrMqAhNs%Pnn<%Yyw#>(KAGk;_jEeL)4JaN z9!b7S^j(V#I*%>V+%Ct1LJ1>lbz-fK`$h;|Rdt=@baWMcS8y&UQP5}TY@W8}W2@#* zH=#0C!(o{e*xUhaVI=;2cF%j;1+-Slx7Of4CeONZ&-B=Xgzf5u12G*{z%?=(ZBn*( zjQK8GRzG8^K0UZ7iN+#ODljs=?i|-}Zk_%kG*;1U;$?cYBL*h_8FNFv`N=$fbZjjK zsKHw2Nv(MVYqwBnhGZGD?Z8^gQLP14Z+m)txG!n8MYtH!^OZnPinDsx@u1?Ei zp-rcs#tW;k7M)wmr3ry9>By=a+Xpk8tE*eG+Md79(ZO{N?qKZd*8^*Pg6Kj1oyz(; z8LRVThesBY{d=s8SrR|CTx3b2Ru$_WowVhf!5ApQk|eIOOQsM)qMazxCS_ycgvmZ| zZYZ5)`7~CXL`#7TvgE8B^BHbgB=NB1WV`*<8e_hnDB3(Z`eRhu>>uW+YWeUUH8HG} zl>@_Ju&vntPIt}8>UXS}6t#pwNeCs^sHM@=Ndvx_8_PTlu@AjM3{kKb4r_^_*6dr9 zW>73Sdue4P;GSQunyV|EgKdK;$GWVcwsNA@qUx->YlVkeeG5Qc)_|P1eR*l1_SGo4 zQzyI*f@F6rhTY^opN^ts5{;N75(>)AXZfjdfu-38)bkbz*;;Fg6=p4g$b;8LAcJET z^~%;akIQl1{b%1|0(~@f-1+`>KN+t2_0<6J_b6a5ey78h*%7v^Uo!koch!g0KzGI| zA3&{SdF(V!`$}zX;}U7{Hj--C`DJml@1d9hk_@ueayhLOeG48YtYL3@h7nu@*(@e7v~E!H$jdM6onl=Pc(g0^jQFn%_TCa*6e~rCE!`KaIgI zvKHWOh=j{GzQx@oz6(lZyv(?go#dK90tqiW76sam9&v%T1VwTKczR9+)=l=ys{ZW> zQ}j3{)^}I?hu7DDf;T_AM=#^z4iL3LY=wY$4T$7Gf2F06G-*Slt$oJ9fv`Vl5o#P1 zqsh!4i=X6Iu&7E&ufY(BHq+Tutj}Jqp7+o6LcknKk+9`$BsynV69CvhEYdPr;rQuS zMl3CbHi-f9ap@HXl^9oB&h_Ub&kLRQI@U#ro=RC(7Koz0lPLj2*0O2LX+QaJg{`hJ zJ7GP0TOyI1kbY{K+NKiYNSBG=lt(X~lSM%wo*Sf0^Y5VDL+5}*zgKy{Tx_{}99G@k zNzF7ty-3G2^z}%|Y(Ja5J{GEnrp_#mc*V+iY??9#~75;_2YJ*>Dw63N9RYgtebqCzEdD!&-1+ zCL+KT1RQo636lV|o~7>o=vwEjP|oyJB6_tE1!)U>bCMDKUiQMEQWucv&p~0FF3GL_t&xCLMx( zxp>lq@b6zQl9R80{C)m0Pfq^va}qt$;ZA5wg~n_i@(yh!)+&oAMLdUuc9r;E2ROSN z-8ohi$0ga8enNF7MaG8R8S1FIOgv64|tomi<3LU1gM%c{jBkq`yFY&HRX zb-#pP;{9WPDb}$_hN-eIJKT({cPZ_TxMy5_n!gauwl*#a}`6#bLr4<{CM^V$;b8AgSjpPT+p}mv< zbwG;0`Y4ORSCTMNmT>}pSzgH;`P^d61y8Wn#S|Z2=-Njm^SUU5Qgg+-TalLhIH|J@#W!Z|MJJD+pDXa=TBEx`|V@-xV`?E!&+c~1c61G)Rpe@PnY`ZTwdN! zfun5hT#0D2Io~T7m$O^~S~vx)HNFX;d?yvNdP}!dnOj54hHMm~bKV{EzLiOJP+|8D zTV}cn$t0(v?yjy2n>|{aWt~N=re)~`1?vid@O35yf|p*Bwc5H@D>-i0auJ$Av*Vf$ ziPm>qhuLUkm?aqo0BzejPy;{tW>__Y1&6J;1T`@gUDFTeiM zY@Y6Z7Hi376dWNRMJ8s_-{#)kU%LBgeH>E_+OB2UEfa$T%)bm$qb!*@H!>^CC9GT# zpIeG~T8kh$NM7?KU*@vnCmJREgVvJ4gS{7XlL}~8WRd`Y@VE!Dah>zbRM{hfwUqtH z1rkiM7M)X1yz+>8+4TUY6xHb;WUcm&N!!_8jNuTK%N^UV8|Wo;ioABxEAc?-`+q(>{Pq0TC(1HDJ^y|6OlJDM-?cxTtF_R> z%THXBV0Wm>Q%VrXN^CCf;^)V#g-+kNJXtOI>?+d;5<*KI7)RF}C9dKuv9 zkhO#{H^p@MTUqZU%SZt9Sc-2gCoTpPpsIkwR^MX2mVhi+2ZTRw6FVJJ(78o9MOn!- zoeDb;1SeEGk+pjE0PX&<)e7eOEU9#ViKu zYJ7*?50@60K9jXB$hY?Uzt3;>=Rf`W)Ahyf?&KdIgVq7WA%tg~%IV9?OEML`xhLmx zQ+3R>z$TMVA68422En*!j+DpiDa-oMFWFj2F}D_ci(CF{x@40nu8E*}Ce+sATVu*e zOSv4`T6}JCZozb2vV_Kzl_|ExoK?zlZmG!R3B4?C>{7BJ!C!`f=tNb#+d-G}j~B!# zF7Gi6K?k_*i;Cv~2!(}&wl2(txu4$hf(cO7^aO_d!h+Rx+SL$j0RLMRdR7X6%1oMkM>JE7Kr=r76~2njxa&qQ&L24={dZu>D;2S_^#5JiBs!B zflj@76+>|qp3BH;+45?|mzw!XP=tzVIO<4FN*O1t1<9^+eTfg#!^2Bkzg#(Ym0vxp z6m6Wm<0&HvVR_a|Jj(lfIN0)7AY}c+^XbC?-(tlS>jbUMw{WG)H%&tBFBQlMGsV3j z{^f$Kwrx3%dRa8=NLU64jOVx;J}gyv0KSz990WAkYqnNK)^a(T!PjBcGgAgyFq%5f z-)oLPu#>}pqTu--S%a;`IOuH;vo=!cVm=>XWkkxY6O2vIU(O^#9Y4#V4||mi)YS~5 zw@R5yy^4oauvWzo3~BpikT8Cjo;4>)u3B%S?eFwv^(FbV{qc|_WJp-mwcXKAoofD6g% z2Lfn9>*-)+q@AJHm_Z1Cc*#Uj@gc>KgrnDXIhM`KqFin7>Y*x9{Hxw6Udgwn=a(x? zA(N|f+wu76{31zy`Sl}x@8|UN*Tm`7E-#k`s-FIJc|mV}`#D>#|9k)2&!N=B$l}0S zdGgkek|VOO+`Aofp(pcyt74s?75B@=6j+;iZ`@`K{6({U9g~t~_ zv9M>1n%E64=f9-Vg70*-K`H~OT&H`$8Cz?5-2*n)Jdq>i-6s3_<~;eB{G6vhS3mul zrk@i^5ABR8+{O0tX0!Zwb2j^^ce^KZ-`RC76UXrzn{Fm#G|DZ4^)-qaWjS*=z5%J;=x(*)94{=l7X z;9O0~ouXd%u)h0fWqIrUN5}g^tsG?hv#~qW^GonM_S2qxYyZmK_lM_yPRYggzaP(X z_ANTMhU+B#oWfdqXP02f{Ivb=r%9}}o>s$e)5qn%VbYP+{`9gS%Q&=_YynAyyPO^p zp`P=ZWX`afLaepUaYfm;l4HK58@F6Wfv65LB#4RSGKDS@Hn4LsK&Ofj@M<_rRgm$Icc#R`V~^c2?bO zH`{G1o!-EoO}_PjA^+?C&wq?$oBw<~TPGjWpXK<`t#S1%*4(D0<6n{Ulre`ihK_y`lIf{y|P%fHacM%23qRt7ZLQgJ7h+JcY znzN4j`dqR|Cbux&SVg;5`UEI5G0BD`WL;W<;V1Bo2fOe%QJ1A07qWb?LAj(2*S>oj z816hXBVA#jj;zEb&--oiuytOj# zTj(|md0ftx!!*)JI~BV=dVvwmVBuTfz=k*sz-xI~VKTQAR&DxiL~BA&l&EK5Fl^Uy zOG?qLUMEM8&>~&Ww$hnAO0dFyNW&Q;ph zbC9XVGybmY>)n0<+GXyXAr>O`@iHb?z%y&{zMJJ3>_-8oq{echxXn?L*GLf~Ei?C? z6&WkaD|*c&LIq6;pWQP(^}HXoHJI&~_%;#rDc$8K&ij@- zW-VUAKLP79U5=BU+oDB!(O+kWvy?TR9LNVjq6R>t%Og7$3<@pTx2jUnxW22KF2}_J zS>Gbi&^-bC2uZc4r$ZpwYWros*g2LrOG?Sj1w&p!y@;jEDp(5*3o*Va3+BMDqE`%x-DqQFez^Nbar;-uj=jB zP8L{;!S@+ZRT7S`o)L#`Zv|R>_LLk)X?B}yhzK%I z0lX>98DTnE<8D|)tk!-xw+FEVFtE5Ba*08@vz&LJx|W2!Z$w+Hyx_G|UjbWNg6z|C zGb&0oBrI-*jZ8^8HYr;Rtwb{8W;@7`Qg0>+vV4EF4!W(#F%Svy%enoIIpfmepsh<$ z>qBF!KIySYh@+(f{s=9CimjCtmGJhD*dB^Fd?*rPe4#SxC98)Dvs1-lLIC;{tVT%} zTCBysmB}0tV~s29*CQ#CS8B3P``v+ab&r>89zHmhCM%>}&MZBJ8jGo+WgQNwn1RG_ zis_CHqM)RSNY!d?4}xDoh9CzFTU_1t>|kgsp^q!QTRXOT=FaH*kao2G)7CZY8I7Nx zFcHcCa+ZfDnXJ)&Kw+oW5HztT!wI0I+&B*dv5AywG`xalVrbm zOQ^bA)b;QyD7iW1<1~YdC`svRJ(zGl=<=fG=Z#jzVWU9SMcPiO?FQae^|fp?O%xiZ z;8J}T3a!mX5)3`D=1q)NJB9LKuArjSP9q<);3-0aE$Azz`ekb|2Y!}i-dbqqoF?D$ zt^0}H=z{liO0^c%N+lS}^Lm(VNG2sH7@+k>UJT+yvX;zV1!3?4Y7Uhs}0l>G}Z06F$!7{R?=Z*sR-vpR&B*tfhz0MuSkm z*4m#5Z0_mx6}=xO8yt;qN%q6DQ_pgh9?Re-oZHJ^U@c?@O<_%*vTmXjImQ&`H<)?G@(Zmic01IowU6GQPGG;VKNH#GV(3%VJEhjcFbDr zTa8!?iDzTgQl6G{J2ShypB|@T3>_aeY^|Pe^x8Fkr;}mixcAk!&{AI4;#&`koZ{cz z$v={$-~aXW_Yhm_?=8Q%{kmN_y0L%VC#ba|pJj|PPB9tj0|$oIAnYMS5z+OL?w~ZB z*pw@7^&wh`u{J~SEIqq=;Q|``Ar*S`YL$Kv@7!?8PsYNZl@!uG-&b?-91WgayKZ=F znPEKHk*yy1@j8hv92x6XMn>Ah9ut>TOY^PENB@-5lWMR|j`qlV%X8t0adGS~Ih%j)x=t3T4m$FsBlB>zcvU!MAX+s4*< zeEDm???JKp_jr?UsvXkqipv*f)9W7r{J>><_!{43rV)TFI;{bfWZ0#5#Fu-sC_BO5SOhz`rROn(#WYb3KrAF&-2Z z(!<2!+iI|pPMO52*!O&kvW8#I(TISxQu8g;YaDgX$uR(w1s^mU!U`UkdGsGZUl!&P zFOzeN2OR8M?)-0n@h{RZ>F)VI$>(G->^IMUb;*AFfE$qJwS4(NVvc z8&ZO3!$#Vf!3%kTRXRSqH%SzoPN$erk|glo)8HaXZ!x|?Kb&D z#npDp4AX2aGUEREuifXQEoB0!NDS%Kq5)rOtDx?g0LC%BR@lt3Ld({AtdGY)=|R#v z_9F>_Y_h}7JBnU$8}EjaqKn1URx1v%Qia9MDf+HP(+qkQo7G*;-G&`NPh_8o$}Oq1 zr~qB6mij273fZYGhm6NE_&;0j7Izic5}3TcC`6fKnwI2X%gZI!!2}k+W}zxR^?})Q zwY=Y`FL8fW&Mp3%b3#71sG`38`*Qj?t0j>T`uofL(`>(f) zySz=gHC#nti;7#2$Te6evB&61C%`MRvd#PG`n1 zjgN#!t;KUX2W#OfkhRj~8e#GB61#kB`UIsKlBhUX>#`{5CcnR5)AcFu?{%%+S$QMy z6~1}xd5pnsL~OXNl&oqDdkZ^?nhpcICoTr}14ec!roWHeWaw76p_ z=NXjd*RDJ_%+p(Ioj6{CCTpq0Jp4(lm7@e+mk>-@PE7c~>CXVA;)cX8mO6tU{mDX=_!VePyN7FTl9uRC2jQi6xIla4g_YSKL zj2OK{>s|JgOG_;1vQ*pz67Oo7V6Na>NZkif_FU)~4$gJPP{N&Yw@&tKmHA?gU_zm3B{0dPI1bI;uumV>RCrY zP`#!Z165v-7XmlReoxndm&&GxC8dQZzx+0?@PB5>g;mF+>dP@biCOEE8+{I3=8`bD zatSRoFm5L&m+s(!NdsL&Y=4!#puy_3`k2~CTnv%w^2AY^B5-!LRyHk8_Io%NowJLx zGxQ0MT5GoeEyKQ$9bzfBc*;@9^jAT-+Pmc}Ll?Rmg=J9gR7;`7#j$Lz4&O)2SXS8T zuuDB{Bf*c|Z;0AXzEBkYGm#(%A5OO zts+H(0z+ypXqJYoNV2tS!*s2-%S0K*dOh8LIT7?;C6jimO`Q*lm)Nq;WQX{oANUoW zwr+oxrxXzJ=WKV(T01fr`ycAP(nU*jmdNuQ1QEPu-;(yOQ=SW^Gh7L8xJxQDgC=}jha73J{D zC{{@rXUrDTYwCtMj%j5>No_>+2HMz2cX0NVo7G{^>>_(=+eDvgd26-~#5TBE=c3j* zpGA6WVH5>ak{8k{ipw|>BKN}`z*SrYDr$_N*1(FAQUA5Qyx%@fI4)tR^}V#~uh)Vl zQr;?Qa4_aboUOe)u|Yp&@VC#B6JA~2a%brInabq-QQtx++|%v1NI4CZhPy$U6yy%C z?rVX#bN`6*(pno%vL`H*a@zi3fHX5M*a}@Y&(Bu@MlGg-NmobWr<`M(ZvsZU?%E8< zp{$lYNo`^_)yNPX9Sg z{rdA7u=)GX%!Om?MHPA*8ki&&*0q{UEJ)T;RWW2Eq42C z+NY&JG6EVylTJAvxy{b!mXQ3|Fj72grJW*Pm>W8s4#%rMKHrXJkn?Rv7=;ls-JA4d zc#C?{vOqF^S6hcziBejpJNo-s$nl8<9THZI#+H;I*meje{p?rIpBC(VVzP@@< z-#WW0p8vBVeYO(zUeVl9;uYOFEGTqQ`pM%l|q5?Mh+dU4UH=**Z> z_VycVH(oMP7M8P1KDH=MrbTJct{a>NUGarJ{om=!dfBfx%THvwj}?Ok?4`Iim!|!&>WK zHvJk1?3?AXpqzsWFG@X-rL6DOGzx}g-)iLr(YuhqDU`M;$;aj_8_e2L5{dfG_ z!uUUVN`zBEi!2mZoC4Y+3D2%L+tBM_L|MUDlvKDnl0{SMCL{b2%*K%iFFb$|jpr$` zUv}LrDvFXxgryO4_4F@SokT|C>k^a6jJ;0DVELH6-D~?4tX0bFPG6$n8ho0EhP$+{ z$yztf4OwfN{yTk!7f~eq*Kg!w_xJY&HqGx#QQ%yPXXBP>K-lJ(=}4m^&$m)rtV~Yv z+7>A}7Fj7t&d$!R&d#3SiG-9ECcC6?p($u7tJYYK$rH$@_%%~?uMBi%EK3=huxYA& zsfaGJe#^2I*a-y~I>`2M*qQ7@!(G!6T?UGY89F8p3c!uVGaWM5eBI}iho{vYu#o`5NVIcrYKa0^2t0Pfv z5;n%PUmKZV-QnZY9+<2X)}wB)py>A7CU9J zT&zXj#SNF%=Y(>f9R1A==zPO!i_+ z)}rtExV`+><)`iCFWblB^q*=f7)#DA@HjL@EeA?9G1jFuSO$D6RsF3|vy+E}$}IA# zs{#r9(>swc5t!POUryEGnH0mmZ6fDYt>>0MZ&sRNbdtLZIJBw58lF*7H-`!rjn+eL zIJOvs)`@zP-}2|OjWd+~Xl}w-?AA&4aR(?JD)=UT2(P?{?rZksiW-Ckd}heR)n1Tm z?2m?-x~(uatFPtyEWw4Sd&+B00gL5Q`h_^V%(ooqK z>vd)CVrpYZqFw<*`3*EwnRsi#;W)V3(~u^g~PVTB^FfA#2GtBqxlmL@&$T2R4?8oz=4( z;`l?%U5EUAP`q@|GttzreaEe8uYS_CiZbmHv)U%|>zawLL%&n7NodA!;wy{|W8M0i zNLQSE0no^~1%}u5ns=Qq*Nm}I-=fgBrgX4!aU8@aF+i4|B-U!$YQzi&uCPq7h@56q ztdgL4?~sQ`<8MMhZzZ4xw8LpP*h2paZKw+ zy-H$akKKf!?~EhJ4klSLmeuh$Ns3b72|-tF)iG1vl+M6d_J;2cr;D7ekJFc;e8s^c zkRR%C6UK|$gCgIeAI5&Q)8WT>4f9wTVCL8B~^7D ze5-FU73pp8ZxATk34c>=*WPDqIZT^ViG-YbBjaXG8%s$gc-zc9NH}=zn!2$PR>x2> z0&k9(q@ck zW}Fo}@~S79oLC?C$icNQlCrVw8tLpS;7aw$xbswNhK^gBcY7qo?wOEjkW5ah+iqS^ z%}735Ew1hK^Ry+BOY~Y;wSuHk$w(1p?fU+BV3mW5Cj{`J#>v?!BZ4M6gd6`i)J+aniu(q@fS|Ji!n6O_@-nZaoOPC02<(g)AYn5KxoP5j4KUT|&fNz0JlFd|{ z@m~*P%I8&*o+W3PBOgDvk{t@JJybiD^P;XjD+Hx) z7ktYFBG_7^i>rOV$jnvb%lpgqOspEci}hOSt@V8b>$qojCCW~y)RJ>cd<#Dm8NA7x zD_hh!Vz7lExS(`nvDm$XgHPz|cKdufX?(S%jpNw2sJ3caCpUd9Fx(WfbIB37ucZt@R3^ z&3^w>u>Gwx*2%Ob9f*YB+0-7qYh@o5kqZ=dHKvih@o>&FjX>IIG)~s*`BG81*nkN{J?#alWO zusRv#a~z}#iTq7FeBQY_4{UEE{)HfT;pM|S-Qlt(ZrI2>m?y{gf&v9hV_XR#j7U_n z=fS|Hht>)%;}QZKKH5nvL<&!ayFXah1L~&A#kX4Z zE%~9#)P|A1-ZI}puJNvK?H1x&u$I4>qQYOp20~4TqKXa}P^0l)Fz4>b4_7*T!n(*X zn|Oqc#@?p|nhXX5cE+&~FDK6_@&uY4ZUfy&_9a8tHP}hya;xQx$a$1cV^|-b#LMUl zALT;+f{C6UWp&hvk1@9F62Lu?ah5V6hBHxSanD8akw*>srCiP}@vTxINfZf#Z>eTY zScztn9QQ52p)ikpDoX3NG#+8<{JE>X<)IP`QbO@#tHqL7_iwrmvwXge^1?t5NfzcH zcO>KUP$~8zouG7aJ}SQ41Ng*)xn4T(UGKEDt2q5Slu`oWm-nSlI9WHej;4Cnc&hDk z)Vw!>T6oQdlBO=~b<|ei!YxX(7R&_SQkPCs4=gx2u$BOJlihp1wa4~2W?Sl3)+?+H z|7JO19VOP%5rW8OCkr6&K0-s@*FfI4cr%i}|9C@DS{i=L)el|&hMX%R2en}&ourLo z=K}v!(}Yl{=4#FbT4+wC6M4Tk7Y)1cG${VpOO#jKz|b6inx>=XT9->%9b#)WXq=Q% zc-J`uVXc>;8-F;ezUNzeHWj%S^L8||VVrGW;_`A;EIJlU%PHpzlcmW7S7Orv)54Js z)NJ<8LuXzc>fg6E|9idE#-4|v4~c!(*)ciEZg<|dP#r@iud!Uw z+3uXv5A{Ya-Q~oDHH9jqy=N)z_c{hEp3u+Y3|?|V{@LeDBrd+S_SQN#?@B`FX$JiC zGs%4#9az@Wv?XT%r@qgr7 z6{Q%W`8tn(Z*8`|=RIx!5*_;%pIef|oU@#&CW8xQIb2l9PK`w+*X|wkC#<$uq@|jx z4yTuQE+>$)kafe0M7q6~ysh&frA~MHJBeD|9Ge@B@k5TWlAW!0xshj2_V(=ulwFMU z-ELP~wi4)tLI=K9s|8G`GRte0!EFzS_C^T*T1T=`z@hi~j@Ez1hUw-%9=Gz#+juREyo#SmSa9SG817Wi8OgSOf| z<=wiC6t5H%TjgEo=Dl_+tokTb;pHtQz4l#tT_Bg6VucPC8v?hG ztOM#eQfHE_mA!I=EqSGtBO%WjnlSU0u&Mn;P4DU0y06yj<+^m`GA4#94_1mOOC)PC zBPUx6T|J)@(h0_*XxZGilKnIL79-(f-wK>G$(}yBU+fkj3Uf{1f#kca)ty!-YOea# zz-fL}>AIOToVLc$+4<%|nDlmY>SC*tV!rTUWz;6h7Q{Z;2{xmfGpY$&1{Z0)CHn24 zb-M8Y@E$bUA9u!5;b+KoXa&O8T&sed+9Yg!n{er8wMJKP?cCg%4txut64rX_ zTXF}SCs3~&XN1>DQk*3V^(|%&Iy|y&$$~pfBwwer4D9aKA~dwF*14-qV`3Z7D*@si z5Zkcy(aD0oQcZXLj2_5<)VFfvR~Y|EW}i!Rz}t1WutbB>x-jgGqby{h2x@EdC#&`~l;;k{%TWnD`K-vr;P zQ2lzfc00HBXC|^j=8CH0M16~_1v~B+WG&Z9)6a*)+BR6gI=8_(>Q1jTlES#AV#%=@RY?0Kx{!UkWE{8I;6f!^IO3u$2c_DVr7 z%g3wL`zu}eoM)!#Gyn=Nw~u)x#ouH;DU1%1DR!z=gGM3q8=y_dq#KRT;g!~-k*>eB zmFrf{E%q&5LyNT7#HLOsM#?Zl#wvw)6|%|^4CAoWa#eBf)?%&NSI4CyJ*qtA^~`v= zY}`GubDGdA%IgpuqUSy%A(@?>`hOL=`8Maa(fjqH@Hby>mbnu&a@YIz=|(L`QjzLmkZ zWY+9>x6=v#wzFoH&pfVADZT-VTiA}mJH-|v<*3#w#J9AUA@K?%c!}nOC+3#PQ^8$~ ziSu`gj0=pi7SXU@1L1y8_t&7mu4M16Z)tEoA!wvNkasu{rmpJXTgF}TcGGHj+fMg? z>5iSO&>epNSZ7$wWOHK}h2oVMc$ zP~$sf(W9xcNrzcJ*IUy!9`LO!_N|kqwqAzF8Z%cSf9+2ueUn~2Ars6rsZU~1n&gJ` z{GJMO`&==wQ@ ziIP8w!*x3G7vBmsx4oWP!8aA1uwWdmtq-q%6d$k6>ZLG3o?1_=Ruc)mv&^>xR^a+{ zIhBQ&>%Hcni4wY{_pRE+k&v!zh21TaTKL7RwWzR_uw$Mhv<;&LJ4p&*VeVw?c4OJZ zJuxp&!fiL6J{Yla-w1_H4kG%z^fX&mV2QwwkTGuHc-vX7O=}#F)y4>gT%+=z!8!ai+44iZ$fZ$M1yGc;_M%RB@b)*iCf@==Ewl+y z2p2qwT+frj<$Wbv&5(i@JfS4=bZl{#P<`uz`PO(wH@^_2&=**Byjw`BLGCpsyG)u- z%y_4*3KzT#%2iflfnBn|HlA%o^Zrk5L&e^bH@&jbY|u7C7t_3Jo^Hp|X7lEl3t!F) z{!H|$nMfzvLA_5qhQ?PDjnHDFLPi^@m3zw$AI&y=tz0wPKl@gx8NN}`w!S}A>xzc# z)m+NC1uJ;l++%l(BI7!ajbx)G`h-q4&$*Y;RFcR;IyUERb+OiM<~1}x>o1#_NDet4 zv@8Sla`KSjN%AeB=C7ORHieP1G{G>&N@6Bl(L|U1Mt{X_t}mi8k24lRA#~^V6aWIp zI2qz3#S;g42+a^J0VyXu-xdw{;7g?{t+hagyg0vFU}k3<453(VnmfI~A4DR;fEZGF z>LOD>xV7zXm%RVDoT4lPFq$jdq(^tZ=rWri1Yfj#`O0(7)Eb^l?0Gpf# zUF=k1G^Qii$+-pLzyMM5duFZ@b~mPHU=j^E%R21|ZA_<_^Kfwzwu;ocVQJVm(`WOk zzI`KP(i>nm&L20i(21Ukoe~!I!!;`#(JduAxO!&o5RV zF)BKnsaUBM0}Sbh|F$fa@6R7+eM0iB+HW4puFEy7MgPb(tFRh_Kx{2KrRY1Jo}MUp zCfsgc>_*Rto^aEbo_khg3LHz9?l_qgLN%t5t;(n_##=R(FfcI5kIJ3t$ioxKco+c8 zWoF%2)a!@Vz7#1(?~7i{VzxpY)Q6e$+za_h{wI~pv5J|OWUWyV7raWvcqb=tL)a_x zIiXmW_bL3)-#WrV=}8}6FW2StBM->4uIt98h0*}}m5XHTb>*Pe$_{eEiCe%1Hp`d~ zez%V$2av&|(Xp3tY-sC}yCy=%7czU+cM(23yfgGoZ~{G#dYL@6-OM$jsg>Bppg6j; z+9~4(vGNK}%uZZzk%3B?UhwH^(`ZX3G;JHd#bwrNjU|Ekm|6vx zN86J8s3?Q4rXPK*$+v4Gp>aNgckY_0>BmEBt=l>bs+%Q`9d|pWuwOik;#*|4@mc4= z2J?ZQaGK}KyfD5J)SG50QR$i;EwkjBtK#1DWOO7fcf*{sU;DRFCclY9Pd3U|2;Wj5 z8i&V?SbSsHoUWG!5%V<9kXuajp`va`6QoYl#an!-axt9n5)r$V?ieaNlJw!MM_k=6 zSq10^tyLE$Ei6{M*2R#Dvm$?PdEaVchOI2w&C?5#)kbv!)J$+)n7UP)MKed*IT zMLQ_mB9_hj5J^R-B{s*jeZ$*$b$gd~K&vIssHRZ_2I(;f|E$sMAV5rUw*TeeqmXN2Bz#hNnf&Ubypq>L}02m>aFkk zR$DkX^A}-FE^<4v#Hi-2GvBH*h83bVrX=u{RalValW!%jX03*iG!36fqQGvDS;lz= zr2|C{+A^!y%5WDy=wF+dd9XKX!tS6_?gWg6fB6uu#&iwzV$Vecfeph9vlTZ+nSP7K z2TNfnZDfa2iZot>vwF)Z;d|k<&v2Z>iXJ?`PTB1Af^Y5MTRPQmgu_?_Wde6k+vx3P($VsK-zmYJ?wa;9ea;A8Gjt}t zIwP~&9MD8|U3ZKnR9uexl3~NHvrUGEg)Z~FSf}VSSp=(CE-Qt+wrd5=MWMQc zrJY;%wJ?Ax<$hyC!4`(=T8=dO`szoMjOkwMQN8?WSqq^XU-c}~-}UXPR0Ww>xl^D} z5Bt5Yb8+1@VVZ2dC5fw7|B)UyV>S^T{aAN1_(r&>D6sgWGPQSVm$@LqEP{6ZF^=6< zzO8#tkh&kDiAise0NDoOrUefQOm(df14?*|HqJN{GLs|kjheOo^}BdVd2QUR0E5~q z5y(8sfZwM3;>WGU>WOVFr|B|ba}`XUmIemWi1at%R;O@<7pXlxKCro13v?vknv%(~ z3?~2Jq{%S^5XQnbG0(BIld#!@mAjySAVpF<%ZjWK`BWdqAxi(g5~A?KbL}nhztm=} z2eI|4SJMu{+{Sk%LxnN*M8P5AvY-O-M4ZeCV%QsKU zV!ixvYjwf7&LJqNN_QNgbERH5$t@==LGqxFq6o~*F$+T?bYi|0Xr9%1xFt6@1Uv}P z%K>Fz8$rjs5_tbjYE?hG;%r=wFZ#Liqjlird-}1_Y->we#F7T^iz@f>P<^r&`bx*s+({(Z2Vly1ZFm2^GMMJEVIVj z&iW$SwyM3Bs|*tw$FWQ~h}md!?rKh^mziSPfvE87W)W+IeETK0Yk$~Ur9utZp<%3% zDOO7pfR{(eGD`eca_`LWYi}N`YNy&wYAjCHRi{V8pe`ez!&A^O@BJAfQLj_HmLXK<7|0y)S0L==V*? zBj~Tn0eHkq3`5|}4FV<`f%IzHsrN|e4jbPPxl-%-hGbAtD^c2BOQ))MKMo+XQY#@xEHX;mXDL@n!Fc)*ygZO`fT z{nFxFV<|}2gDu>S}e#i=Xnr zkq<7#hC)3^+(~2@bm_ez-}>nv6bFBWZ~ZcTp$quu>f&Gj{nvK;&l|UOH=oE_HTl+d zwR)r{E*|OSv9)d<$yDHt|L2cRBe{p6LmXx#6z^hlIk8SSx6FEol4LD+x_ z8q>G(+alVRY%GuMi^^R+@w-57Cey5gU4uS!H@vewJ|a$XJ-T3TMei893Ag30QKL@y1$B z%%t6DRa`3-G&j{XcNg1*sz>ubU-qK^Gtqq z0H8M*Via6^#Ts-98)(W-`%VUO_Z=I+AIZj(yBapogtrZw& zxWmlBy_Hlw7^`kA-t|IF0?_yZZv9Y=*(Qvqf%QPM8ev{cx_pWflKy# zYxc#B9BZljvN+`KO4+W9r~MIHL3}ACoGrhlkE6FM|30|`y=@Y_C2Jjg1I76dff#ual_l^IO+I!hLK@jb3VK_2 zcj5WyE9HCX{$Se+vapp~WB@EfhXFD>Y=huQ&tb!9$)z`EnkQBuXI>^_;{0JC!IWn6)7cL=3dn~4(QlxZ+zxO!=MA9pkG-r8HM4jkgTs8tW< zS%RX>P5@CruD|MAGa0)+fHFK@TC#;MP7yEfhszJml$`dR z>+bHm;Vo#ux+I+G@Nuha5v%B+h| zY?S~^@r|_u>?=CvbKcq!Dv1fbP#0(7(RVl9#$6pz=rHpc#n9cUZf$u`6)d&4IBXl3!ME64K#=Iy_uQ1O z6=ty!$S0FkD9|B`mqSKQ@*4Ms?anJ0;!{~1_o~}_#iO{G?wCDVb%NJk=lOBa^`(pngjd-%Zw%UM$+{ zTgnG+wnMYp6koTIYrV`Z_o8HJzuzl(ruX|=^z>ekP;EpZ(1$H`a3)&&kdH}$N7lfS z_WYY)r)(~4C#K%FM)9q&aPK{+9J~`8%nw^@ZKx|m#6;6TH5alRa=9ce*c6%=N+W}F z$HW?k+}>J0YM^28y>~wuG@2jF3j@?lF4%T+v)v5aEojI$eZOfp zH@9DJ`xnYGZvVieC4-60Zujl}wq?tqnmAuy^u{IWyTp(@GtQ!yGn?F)&zju0~lgZK!J{|(-wvX8Cj{9o^1FMi-%#f)g53n>==Wg zx^BD0Vphj<#noo``?mYz@nv}V`Vt=d{lc5-4{|y<*c0>L41M(PpotaGJAH(z7hgwm z-<0wxA;)W#rm05vj6-3XD~Lu$=^+w=TA?c6_P*;NK7)H%r-`K^&60PFMp2E-wPbTu zg{T5C?uj?J$-88aZX}zfB2_L}Ed0n^loO4Xo=3%<&h=a0Me4LFwnBFmfj2u{&zfVM zdJBWLePEDW1&0nRxEHU{$rSi@|M+*yk&ut6RxI=f_mp1R7qV3MmF&m|*lNS8%B`N1 zz0?U^WUOdlrk(c|X~v+96+XE17VWSn+c@oIa9SNuG+_m`Jmy#)AI(kt%jJ?1IJ_-{ zQ4L*;^_$Q*GE`=1_(6+sU?8ZxZTR#`n8gqiFJvSs-%g3`B*=noYak4sXGzmZb9cW6 zv{}tIv^wML_q_!TM_nH_d%~U%A6~1W17GB(!=~NiKncWOUmtJwtM>6LS>-F`e_z|% z7H-zQzYmH{Ds*Fx9 zlmCtmFRVX6*SIW~mt22cUKaee%5zYhaOQ&AV7aV(7$j4rsf@1@&NSeimBdmmoh{X< z3jQ({Ds(Y5ziuWp-C$%Pm=4Jdxm9%FW_1*j9=buoPS?Ldp;>l_Yr5S)n`DCt{$MsRr0j4UGFRMvx<%PV zc5K;jw}134=Z4R9-}a$B+52ijky&v~NRp$re6puW{d?WBVo!xk0~nZyUrKz;iXuUxTfz3hMF!C~<$4zGKmwu_{_lxA6P z77^LCl$EVjOFG1GgjSRZT`S95=w+C1Wkzee)G61p7~S_C3b-$M{aSWHkT+E9T=5{d zlsT~U{vwA%T~#R28LBMG+LtoGDReT!h(aR-kghv>Qs|j-hmCzr07ZeXNAzSY%hE=L zXLR&*BXffpb;-HAs9YiKkjabj?+L>Z5PnH?ZXx6mI) zy_^1wT1#jgnHKSuS=&Z3#wcvD#v03w_=gz*I_l)z{x?TY%*b6B$$AjAWp{(|14f`~$))>Y&LlpVbV4`t ztwvqzR;7Gz-wlGV4?q=%hVOIN>$nBie&71$NgtLbJ<=3ka_!VsgZh>b*wwr#R>e5@ zG3pa$+4|jPMtpQ>)~Kfp8^+1$C8m-5L%j;-x~i_qGU6Jk#9W1EjX}bmak8PQAvR%j zc+eWWUDmJr01q;ngBi(mXA~s9q_LKq8B4dSX3(^-avJ2|c`$;@&)I`^-e1&kk?|fL z_P4KOt=Eyh{&x4ezp$zRH^|HEgw=)|ZMK6=VZ{L9JehncJNK~S^&Dl(U=Lfxh0k+^j*V@^;!Gp%JJdMlC*Hg((e zzB9mau(svvLu2^_FlyF@4!r85%?4Y&o-KVWKXNO9@WpIoHltJ!JzeSS#yO(Slj)lx z$XmDfF)+Y@BgFt7anZr0&>mnAl_66@y1 zD&|p9rdF12ApJ-qb8#x4uGf5+>fx36HIku~X{!F(XcovwOQu|GtX0_Wj#$5q&ok=& zs0c#LqpQa1yuM7xF~}lqyJM@o%u|Z@q9dH^g?H=38hgbIbbeF9V0GF-;k|KV{I^gD zN;{JR^~V-c46Ny>Zxzd_xGsOhx1!ZcwvZS_vyR9{r5st68Oq!XgO`+ZK>Znck&b8) z!dzm+q~UEkF;*wMk9s6=hS8~{i|uu6EZ0+nOl!@Y(7_GL6%qT4z>V6-xn#fK7MaA$ zo7v-gGs(SvExVXiSDsnCi}Q?#L_iKMKAtO{DsDXr zPZSkA>*gl#J@z_5?mTz+pg{9J?2m*}OfH)<{PoFM4_q#D$YDe zGkDGpozF4k@ho%vkR5U{#v~tBKIi#*ovvB`6FvFF)<~qzYJJ8a#u5jRQfm`&`uMSM zh&(Fh)7wPd6Jc03(gx*d4TfFE$JWb_nQHIL=odQY7O$|DZbB+V&7(o);6t?`Sqsz} z5-oXUQsvPZ&0Xoim7e>Nu_{g%b@d~W&@um2Yu&<<@wKIG?Uc@+U%|QLvs!}{MjObv z2D_I~WWc$&yHQY%Ne6p_BL_`ybs(L9bUqOFo=4o{;DJ2h&Qu8SN!J%z<9TnmKyIY>JqB># zDTA5#JSo4?CY-f21jZ+w2R)u#d8H>;bbd)wLoS@!c#pl={nSJhpK!qqF>dW~Rmd#~urqOBh9E>fdSHju-h> zK^B>usjM{?@Ojsoa&x;He*dMf#JQ@lP7k1FaoEzWzj1nrT$u|k3<-78?d5c1o*6oM z!}h9tR|DkKg%ZFCXjf*;NDX}$)WN+ew==50lO$OxE!#urBL)-MnxD`0yJ(QB5NBoX zv~&>G;^bf-j;)vd|75Qh6xFwTb!K#)LY^5ny*A#rKtxj;x^d7vL&ScD;q%A75#Oq^ zcrCFizSn?%^Jv_`5oPC={*N|>H0ZtI^uV$@*;Tn@hLzS`WG-P6OSpxh$%V}8#8{1} zSV?{dGHK&!>H~m1>?In-?GPG2evRICfJ27iBcVUGUibg=BNG&qb#;4>L2V5rJSZE0 z?4Gn8tYsiASvxlR=;8A(LoZ;8#KWXN9CM+%uD>4;ODm9_&Q8QUI{pd|7rh_a^imjW z;ic;jl*kvT1_uS8`*0@935{}>bha+shR&d^0%)qB0C?TU=?3Eq>U@gfCtK~j2Yz0*Qtl_wir9k^YwI{l5rZCU-ac^M6-s>y2-REL8@WGV@LaY-%op|Ft z^>@9Cd-3QzT~!gMxA>ON;`JR#*dx9$cBdrbnigaZnX4BSRYh*e%v_ik!boeQ8F*_a zllF~5U!wQh^cMfRHg5IKwQn0%+HD-{^uQV6>;H6S?LtPvn^41 zqOz8Jj=o0HN^$H4r8BQhWPXl%G-jy=-*PR!-x3bvCqz9uTv(=x$12nwYZH&u|b|phT(s3MoMl9RS z+D?lgWiBS!y_zhr8bJ3$3vV8p+itFefe+wAzH z3AJ$j{mOV|uEtpu;})T@cWM$+DIB1hb)pJC{4cEum4wW&!a`8edX$BQL8l0{_9%a2 zHyF4n+Ve1t=&q0Yhl3|NQTR6dH=HF ztSkzjZAjjcrn2DW#CXXNW{JMv)P~-y@8!meHnz}a@QdzUl4BJj)V$GiKvg)luJ*4B z%ox2c_AJi5(tnGPQoId>FZ5}0u2;-kg@Ud*^sSojJD_nzlm`uLpQ*OJa2Y#4K_=H@ z;r9>;>mNufu8x?C%OXzM{RE{7A5?mFy$OYWh~ni&ayh%$KhZR_mO5O^Hc9$7I#bX-07YHQ&a?4kg;cvV45M%FB5_CkG(P`DOp z?ziURp|~Z5js59Evf4EwT#PEY;~nHqwM;vm;x zSAP5@ZH-)Z`Nf~oAj?!FgC9x>W~Pk<0%u`x-qkj6no-oe<5_*w1Gg6a(EagLyXOMd z+UdgT%(ot1b+rEwc3I!}*iH_v*M|fY;+>hJX=9;V`isxqCaN8JxqFc4-+9?>aH_%k z>GMm&Wz2HI`u$4y@Yq84T#l|XN(IeWnkV|&*q6+u4k+PVC!!cA$weA|OwySSh2hU1#E z3V^yBhB-~7q0$t?8923k+pRlpu0F!?wni9u`+_8cGQkH%6279&)j;>k`QZ*O_R0g| z9cP2DZ~7ca{U7*&q=1D6Y7tpdMM4IBs>BlZ=^V)xCg z>)!m>(IqaVdk#_vdk3=5N=yV^-ly-;@E@5xPslJm5frZ#UWo+-ofU`czBztm#p}C6 zG}C|2T+wQkhu-}06|Fs+ZG}|*VK?`q#a@lIkgR?&>nGB|^-2%Wl}`IQlEv|wT3m&R zwWJ?dn*@XoQN*!CWNS6l7#;Pw_pKisK^~o*R2ukZzExRlEX8g--f~gVb*3G8oi8&D z18;{b6e_VXJpY>A@D0x5-t&9*mi7l_pQGQ|d8}K&8hLoztsj)UzOo-ZaDMT?N7n;C zLAIdxc4jW?Z)iwVYk_EX6cLYRcDk@axT}%YuKJS2ScF$ms(X%&fa|hq8nQ?F97jS; zGuHJxy`>+(g8B_t0nl7YVpxR%io`<85!pH}V#i>moRXn90xT4BCAx4eaj>1qzid3F zB0jVH^wle9b#~Gn(`Zs+$u?kYG=Dab?!&9O(re6U@`^tX53gc0|Jcn^c!`AcyX-}? zvw3?_YdN^eM#M;UkKFcCR1;I-K6 z$`Af!oDx6)3Y9Mu2IC#i~o@bp=ehzQZ@4736$~c}-3Q^GB z;|E_E>i){Wn9!(Tk9(Ls#PdR;fh1$M#~CcXRljwB%B^&kB^s(Gnxn6yu|U|$dRJ@g zUTr610&k)p_N>xQCuwQ;GRp}`5S!|`vSh>NUk16U45U%0%0gvr4A6xp9M4*z4Db55 z)H=!nZcJOfmtt39r|!r~NofBDn0hDFlo|**v11#&au|G|G!bS(gu_z{JdMnQJy1jA z>m0YME5w?Lo34>h!bD72#B&7j-!l1=Ze`R;amBiPEIDbf|E{XvU9v0Rx7G8NIa94w zmrac|%fS2u{atAlO1%}j@gByjoF*)IVe_uU&}gx2+^~AjxBOz);E}jpXM|TqFXLD1 zI^TNltexf8A-uKTT~m0qP{`I4OKGTFD4v7Ul3LY+RT|t<4LLMi*)gH0rz{A}@Jzca z1Ib1-bVa($_N|-Zy}j_aMR8<6KBlhJyATV}ikJNbYweaA6f5oRIz6C@ z=1L?ERzVB03%u*^8_Uy9dlnO^fR#dH=!{Azni&Tkp-zvj+e5VAfxUDg=rv9oIT;bB z;x(fEvr2EawKrDmUhaZ@tJkaDv?_3-pf<_Ob#sG~#ICX4Ls^yeVUE#!@6b}K$Z1uS z+<_|XiL&%(l#?R4vLR&|&^3jY%rRrDkWP}pOd(g#tZuHJ@YYy9+I2xtNhd~aB(W9G z_Lb+%OX+r)^xw*o!pqCo+uMj8=!YlAx|xEdRu^p4&Xmn@dsnBTdMzydb=~S-l1#vR z*$Ps9>Y*cRRnf%#J4xUBnTF6Sz_2QOea=)J6`7;<>W!de=mTYjXAvJ_lJ|aiJKzuNUAHfNSc&xH3Ndh_HF}e8LNk@uGvy^1^_ScV;YQX!XPYB9Y=Iy%M_@ zX7`jWHyaVhb=pNlrlxx-;#@VWR`X|ABiPwt@vY9%(d>ODu&niUdw}b(2BPZ3>TojN z!z;yDkcbym;RE38we0Xus|j{v?^l zUVTe87I;rGwj+BQIG^Ue<+Rq)gDccXf+^IROxb5!zw^}!$+$_OqnA$vrJ zr+D{+Z|W;uSQS(0zN%P*UFlYcPHxS&;`k_EVb+8j?VV?Ee$x-XV2Y1c8oLZ)8+uQa ziL8(+wZ{8aUqMiW?e)X6{g5eAaa>wgHy-XEGgVbpafX5Ru2cGVSK01K6^w;*tJJMx z>kb~wNxaf(KcnX9<_Fzs*sO+F*~wPA6pS$hxiXa~zK!>>Y>)0%S08W1Fl@_P^)2~Y zAr?~34EY%_L$g1IbSbm}7-5$y={^uAD!b ztOLb#?&XmQrg~s#JXO$#EL^<$uMTEu2D6)dPvyIdw6%`(Za0#b%u@a?B=F`}L2^r0 z{crc7m9A!yvxu3VZpAJyx8g(QTVgO6&%O}YY6usjp;5n67}cukE^M@r_|$ze#jdgu zu;<#Bos6JyrQ4yIU*I}~!sS;jzUS%kuX6keQBwxEm9)*0uATL zz_%_QTE7e5==!h5DTpE>qLX2hXP;{Urbv#F0t%AOv z=`b1Mdho3&Z%Z6j;#fk~r3&Dk$|tomb9K6R!gw8N!DqYOE=!`4SX{<@>o)B0&wNX$ zH0;1r*40^=RjZx2;alH`*oF>3C=@bnRamTb+I{M4^a*Q)_I7s%RqwGGa^7 z@%pF{)l4u}*Bg}*!-NLU?B4kUOU^7dm6)p^g5ZU$G8po@*JADVxfZb!*ecm23!_Jq z!^+wiFQMDqPCcY{9-&t0%cQ)ewhqzToNwn9F6Ar#VtGJjdbCm96VIzh||b zyC2$7sG=0n&l|&WB;)$1BPE{r?ENQjba9)BGx)Go>029`!S_~d&5YH@g6uKCtn($6 z7xO+yGJ>pKYfI!F&!$U9x6jQLU+vuj-UXdEst{oLk1}FNdCd4{VSR2HF>3r zPEPXja(t5f5*ogiYcN~kLSyJNA2R!>+hn#J6g`a@GNH`iMFW(&dhiqP>AjMGgEg*FF z*2Zlj5lp|)Bd_gFL|Pi|>-L_Qyk|mddQ?Evb0m~$U;pE<8QWOZIkBfsQ)jFEjM#6C zhm|cg3g#<%TB#(EPwSnZBqw}WR z%7!hh^*X{>87?{{hIVl6_6dCm&w)915tPt43wH?x!dLdK9ek^nuI~E}NeX)=O=I6` zRaj9fL7vCLxPY;_)~t2se$-rLSbEe_SfmqNJZiK(AZsEjM8=?m&Sw~s0|xIZWpWHx zOzgZlIJ0_#o5hNdGsyot;P>8ZDfJO=&@eM~zhd7~gkZL_lk3*+)h!lGs=H$sg7YmF zdTx=i5Cj)6F>v(HoW1Yg<-EnMeG~Vdc;Qtmu1+*3`$jX6o{4td*$iyT)duQKJkUtW(WjzD!tho$)}EeRYjrKp~>4NJHJn& zJPj)GsXS{YlF@Zyt)1Zn>C(S0UVNW|ceoZzfxO%4?s3Ee#V)tQre5;Oo2(7C#OwO4 zxf-+9O45u*ur@8X3R{)#Qo3ng$D=T5){>m?TY&0k9|p@%Z^=%Hwg)RerF`~L(N$Jv zSy~|$lVOP`Ppb^k?kM(ph*#@O>r<&)l^&G7 z=C8eXE~FW#k#D1&)dhJJqM$qyvlVwb;8qj``8(lTe)9O9Z)vA+;FfL^X2+~@$&Am9 zG#KPKd*U5Sqy~`DEN!BX8F6DwZ0|ISjnW4+zVp%eQQirHj%8G5|x&SjJ56e>n%2e(-E-2 zVNm)i^A?`D@}N-8L|R2#7gfj#E7>b4W8bo7Q&o6-`A8T;Jq^lf05s#rFk{&+WsI&K zq6VS{NlP<^!7JBVW(d)(4O?qJg;2Ot&jGW-PF9i0R2&Hxi-=wvAJHjhLDYP!`Q{Rc zrckaG-?FhA|5|D;w4}(l+FE_9`-X2dvv?>;n>v`)$hr-#S;m#+8w`$bG$#+Kq3;C> z`C3)jVdi=9w+$Bf1uRVnFd;nwKhTxWBBe(0>FILA~QkDeL8_Pbf z=S?tr)lN1rlmyVLX~l3gb-CU*bmtP)hT?_Qg0PGqVX(9YP`9spKDSZMT@3|(C4qQykZ-)+J_&vV0 z^E666zvz7TulI*uAMG0V^WDf^ee3pJ>}|Yb>=*48;R`5gCfG}%vuh_%U9Pug!LU3) zPt;rMJ@JkLC4oZV5x6rN^)0rRKeyT+--T4)s>0?7Wrix0VQb-03_ zrZ-MuG?K0`-@@1NO3DGf{|vtCJuFdy5nI&hBQ0>zNE_nigHENcJpXFn_K|+BZL0>( zC;q9u-*J;$fUHHA{c1nczqtLTy+Zf>;PI@!<%j!awC?NYfR+^M8P_!|_TdF1c;4SN z8VLubZfNTto^R=?WOP9hKal59bU;+YrsF=L3{kz+eExf!YAV7Pe0u5^?EL0Hl)_Q9gbh-=ggatd}yt6OpT60ZE-U=Y*MIjanI`in6 zNWH`sz5JHK8*3T*Qz&gCr5=A=l$sPas+`VZNPcQ6uimwdL_(pi;b8ycd*QAOr&Czs zvi%=jsPn5@F__vNa6S3X{8{9FrH_PcEXSq3vQfda8kHwbXy4RTV()dY$4yUwPqRC)$Qo(f1E9&j46+`nH#x~sb$y>dEr^q zDlY)#n6_!-$EuW$Nv%u8M@*PLh%XBbZcE*S1}I{2{UR zjnlm7kl0-A#m+CohVB&z5MYH2hkB_L)Om~)rcz*fr71kqW-xk9BcY#hgODru79(xi zVfEd{?sMFY4*=b=j2jxIkp}tpJ1;aC&3F_HivwRe%!sD)Smqia}md;lO>iuH2-!BJ(N_;*n6A0mA>I9=@o+1%kX8`YmAq}LsLBR zt#Y-oojbYwFo!jq?KH*W0%sYGEQ?#{Y`)#is47d}{er$`fir6A%I~tq=;^Xxy;WBn zN!^{do`p`{JBG2MJAa5Q@Y3*pqPNs6)eAgw^OLK86CxwmTCG-pe0>C$(`&M$w+|0L zu&*kxr+o;Cds`rSu4)x8eusQSN-r4-ZNkNu-Tk;{%~)N3ZgI0_(;i=cJSrPm`Jt6% zgO!IuT~)fp;CwsrPM*qGQ6+rZ!qhZy7AeRzK!0R z>{|e<)jcDt2kjHCWV!r1$CWJ=+j8WLn%`N)Tq-L=gdntx4=b~!Q`Dd@yhh1t~&%5l)50rGgf1=$>1GF_%6l&FfC^xwPT;JkU0L+HT&ND>h**R^jVq0yQljaf0>K(vBbAO)fzF@cC*>2ZylH@JebodHf69ZTkdrn_YdQ1f@$QKVj66C!g>b#tkt(_ z-zj{Qy%Q#&Q8t$76vnybT2E5ZLB;C(>3iktyNE%-ldyWu$RN);hpAbQ{w*i+RVc%B zBAN6em^)a+i)GJXuRt1Z1ajbN53)nrHJ6J*tAJrynTuwAetqKFy$NFvmaW3=A64sLfr? ziEl-L&=a_ap1kLp@$#7l(y&&1>+`{`4Z}-sELf>FItorQ=)XS>#vvH%vwMBd!NAcK zKXzE0u5oS|&lB5A=uK+p$)9RP;Bmau=L5uFnU46}8eF63B-Ls75lgx9xiX&jK#S(W zHmi+L%J76GAf=sqv!-D&SKO5hBncx!n*)2SpsI-5;#HttwSlB5rbW%bfZ{Md3S381 zLg<8*Xfxc+rdK=VWd)4zVet*mLQOpwfTaaNgMDUdF)HF-|p6VEmDZq;bml9%1MyyTBC`1}UMECX)zPO?9}&5MVZ8^CaoL z^sNa6b$%Q7qt&lfr$Y9B-7QuZ0->`k!}oOK>dJQx z`73yf%khLp4?1RxLiU>VF)cK@3U*K<|(zM-NOSEIhA3B2T^7qVs6H;wu` zZ`1`f;7(l1rjZPcQaPv})^d{M@7XXKwtVMiW%JBsDps|IV>eM_@Xf>d`BoQ^8uup4 zX+-;GA<%)m;e1*dyVHuH^f-?Y0f(+Vl-bl6)XAdq=8u==sGSx{>iNG|tE|mbt<+pX zNTVL6dkT$oCI%D9FcrMsL-VnS%;UJmBdfUyRVy0Dq38%LaU2)O=pBBz4X!#cnmj!|Li(pAfm@+%Wt-;&0X7c z?1hvOzVs5=7H?c?7k#k!0Y7^d^7lr4tA4|?-ze`wd!uZ*)>on1xw90wSEETMv^Uy} zZp#N(^Swjs**7!_%`~1vne0rt*qci^g>2*B70^2)=PFz@I=PCpKz${U^Z`U25$%U+ zc@rCGX4X}_S1w!q0-BPc=E`)v_}vwb1)~7?39fOsnt6Qm&5`uX-7?Tji$?gV&~wwbPCPP-5a z4O)0*V!FWW&`nXqs2Ue~^WHg=PI+gHExh+TJpJJ|@_fTfNEcQy*^_Ywb*eosH@zZQ z=$0lg;}h=orMorlgeRX$EOuVd?u}^4B32*_%4s`^gf(ljax8S7NK#D4+XzSkn>Z=t zf@5F}Mq7LuRsw41{iMG~b1Evi>hERn@s_cIF+#%OW1+1ctJ$6l(G&uHQ8w=shjA9n zR#=ZD@ialk|J`|*?VFXK*l=?qF1DMROEX`dL2I*#%+%Kigu|A;s=s}Sc%Ei~aB=wL z;*DBlfL`OnCzj)B_tKt_g?`_CQrZj&ecj5erM!_o(hK$Tmdo}nB7rNe!IbWC1?X(0duiL-CM$A8?SQn_A918n zNQlvL)6@bh`d%ac*^_Nm0UK9wF0XROJ`z>|!RE^;CO~0Y*Rnh!*Q(!&v?DP>PTwE& z3>iZZ0uRR8L`+<(8BgmbE}B;sEXAf2P3XdDarV|)yPzY!i+4;GyO}7ErTF&5LVT-X z-wGV9J}GP(ZAZyLW!9>F`_i?B3m4DY;M{5l?PYXWl+-gfPBW|ba*fJXjH7HF|2@rh zA~gXqz35>?w8?B7Z++0zUqqCxUWnTzK17L9_ z{6Z@F9xoE_4%An78vir~?%tSow?FVL&w{LtrdlK~8sBANYi&YO*oXt!a?^IpX~tl_ z1udaQgpj|J6~;_j}(OLw8&YZ*MgFyiexfLdS0BWUUBw${UllJ~xUmxVBP zt<@~Y*hKVeZ#R;0V)Iw6aDp}UmFjEp^?w-0@ANem?=?Bdw`37POXE5evbAY=*3z50 z(ZVsz23SycU@C@gkbHjCwuVrHZ%LZ*16g4iNo)lUnrN;cms&pE&|V@-m4vcc5311L z_2DrI+lzj0XOJew>VTAbI6TD;n}^m17BV#*a)}qV90)m@_E@ZUw|fO$JiqL+YpcVqSeX^cJnktdb>j4(u1~8 z&bQk7gp8UOX4K6)y~5|WS)z}0RXCn}ksAzQvY$3dsY-VMzu_@S=um~OuHV|9Zy3*W z!c}yP#c~YXt5^+T*rHir{CykT&yvZnAPUHgcMp4YFHD1{-T$Mts$52$pu3pU-32~> zYYPsuG((74b-u&VQglLfVnR-LSBt}ae$;Fi$zVr-S zvzB5kv+I&}MuRE1is8*VLLY4ytIMo(;7S(Y{M{2RY$7X38o82%qZL=sbm^{MT*Jhl zJJ{=WF}=Qy+JyR1A5(<&Q<2z!Smjl%v8xS3UdoC(#NJX$~u^mt}MuRCjbYXh0nD&0o z*A#-J1kgx0JQ`6NUzfZc1X9g+DO~~bEq5go#Ux1{vXQs?`LT;0-)`&5W>B8ACSg+h z|=FGx&Ri@TKwhYbF@5({U(sNA+cF!<7%S z8FVT(EcY^6o^g24rY*(^(PF&))A<2qr=Z+H_F88|cl}$Hjg@Sx2q_*sfPBkcDSCzx zXABs8-6e1G2yeI00ggYt*kx-ji1(g4l66T!2vkjY7|UrFzV&HF?QxKb!~hZKV0*`G ztyWoi`{r0q_$*F!6>ms-$)>AlZ^Ruzb{5g{Q04qSgJ%UT-F$VDGk606Mz}%$Q78L# zz6kR=o#B8pd{^Ha;osY#a;J!DY5Y(^h~gh;nDJp!xEVdhX`eC3njZ9-F&Xy>lVjkK zDD48fpHK_IisLl$CEN#NIni<#x6*u2hFbQ*S`R|76U^n)m?R8!ss|;b89ZKf2&-S; zV3w=`uee7Dy2B-s2p)*H&qZv=xRnuWn*`5H-fYXwaks%BgC{AG#jV-4e!zv!pHhZ{ zw(m4Haz=PX);fRK!C0@E`qqN8!-GfUM-SO6xbZ-#wqRbU-6DI1wVYbZMXaATft&;6 zx{Z*@*qWK8lbsR!F+otvwj2@xI+Or8xnXymMtB@})a5^bnh9dbSy_D*$W zoDs)1UBOv>#8~!`CG|t3Sv(j>YOt`_#jE9Q#QZ7X&|cU0HlhgF>TbdLw1-oT>|re6 z{>{e&XO7vJWf^_X$gY???8p=AN~~1}dB<8fBkQ`J0~-Adi%)51F|wD=peyn`$!i(z z2;rn8U*F3LpCg?NNd~3;j$XvGO4iL{;oM$vM=FNj%)aHSJX2oXInv#jT7qwBYHvQK z^o3oZR5)<4s4?Q%(@d0CXS}f1!)r#@|1}eh)#*DAaj=AJ3y*vl5j`_lOMR;r;o`Y0 zVfek+!=)Xz83g`a2+Fz*`|x}=dEe^n?v*V5JIe1~JKStFtDIuMwLt}oYQ}kIq>`b@ zad_HY&8=mrMjv*FRXZ>Ustz_{wggah2xl~(2Cg5xB!+esd)A1-?{!HAcp&$f=n$HI z^r0kqeA1EC;EM;RUE0(PXySvD8~~XMvQdHp%3p zo>c{CMv0FqBRlqmlHctQlulI~6kQo4gF-$jFzc&0H%YqpmVZL|b-=pN`*lK2NCsuB z36u=|0R?h|>EKcZg6wpzPjqt8Wj}IUy&n%D$U154e8?U$vzFxTIxsQSV+A+$1_)|R zY?gnuyVP^aX&h@IrCVEyKXfWPQx&J1_nfOd*gPpkB15rh2fm>-l$xuE7)|0*IqVuc zcgR+gd}EorQ^m)&_iYaAQ+Xu3r4oTg*Caw_`9`PX%3iBd*PL5)`*B-|!Iak!;gABM zS<7#fh{%N{8nq7@Qpl^Z_?$|M`2*-9Dj88@%#dhv z;8{?jzVf?6zA^7gS02R`Cha#Ky@q{VCh3i_NmdCxhY+9P!<@vh?Yo%F&`<$#ov7Zb z|9@BuKKYtyW-{6+w$|0GpfBX&rPh)FI{c33Q!-b{ErdQq!YeaU zCB<nVGHg_2bKhlw3?u8uW> zU;Un2jO2*gw-J-nw>W9au-JO_HmG@W{vu5OJ%&vh!q27V{(j8$y-4V7Xz8y=f_F+_ z;w{|UhoQ&VcWp$R!E!Y=0TZk`s^kBk)_Sl+a`eLL9_;Cd{)ZJZpGi?oY@Cj26JFDf zGWffkSG8RMdJKj0;S3M_mW}IxzS?(qCD*uehum9{!3sqk7FXh)Q3qFi>-h~fBk9|3 zEqu>7OWHu0DF;_)Zq|B2hVCGYib=x=nIHcLzU3cl-bC96bMgGq>~+x2=z7^W7XRV| zHDK6<(_4M3!88&dE4`|8hJ$OBN6s#I$#WIZg(im)28%&p&`%(x-%Zd+ucW9LUpQ!ZFP`l+?g(Jeb|@sW*a;g z&FqRCotKoef#j9Ds;U5eiqN}(!lVfGu{#`|824ov=p0-aK;!?U4NHveQO*Rv!XbUN z`pp%HhnAXqv_X*-2b;;}_2K@!+G9U|-0k?S=Q+{0<8Dvc`NJZ7*1m?H*)PKP0_h*2`eLLMj@DpSkzn5RPk>nv}d&!}wF(8~P0HeQAA9eKu8 zCYvBK?*Su2<8t^|N(1du`=Q4hjMfyQU!w^Yei^nE$w zX(O1YRkM}nIDXdYRJ^JniAABpT3!=Fb$~pznrCZJcF>B+xI8(YXF-0?Snogsn`23d z@AhgLecUm{TnJfJp8X$LOUFlLn3zc0(BDY@<*>Erk#o(=u;x>E2fm)uH=1VwMUJ$F>BS| zv#g1ms;Z-$ceN}R;FiggB+LE}GI-CDA5%Md`UM}D(O0KPNdM?^nJx3fCLv3#SLnBU zRij2+kPL-Kk}T;>8Lh2W#^~vk$0-PTmJ#vijDuCrEYH_39(pAOvFg6tq}b$(WQWfp zVgF77A9Nw(<+@h!Df2$T0gf%gt9V>Q>v1hyXI4D@OUD17)=J+B3O9-*lnp!!-zd`C zhJ347=f!$Sj{;6M>lKp4T8}*$`ejL-9R5G|BV*M1ZGiUX0C;t;$*Q z?lj|wTD#E}iggIth;-x7ORl^^C|j%lA=lar1~S%u&b+51b3T2j+})}__%feYTVsG; zb_%I9#$)_H#lfVg-VFI`a0#`V#@kAG!&vD8mmY?qE5DxT9g1(EQHWxowq42grl+S< z`hxX33sxG@$85*IU5X9I@ZG);m-g zoH}`mkS6-t)f+kZzI~fI@=EVu{0y9QbEo@%iis3K>A!J=lJvzX0SWF@#Hhw=m|3A6Ygg;gQK9mjUj=kQaP1#^=Bh1w?Rp%SMY^6cGFAc? z%aL(VXr$PPo91F@J?ReFt&&f(V=eP!S%6CgRT!^am0krXcCK>9tyV^>kzpno5BJ$r zS6*AAih-XX#8D~@*<|h8_GmHbcebLHE%4~*Sx_Gfn!2#%E!);10M5QxwbbGmnJ32{ zg&%9=g-;Cf44*P%70N~Utr}74FW_!l&c*4wa|&=tjtqkSr}ts3;^YSVTl&lN-HOVy zf_!g@KZuBAEsQB!l?X4T%@?MS5p`=-1)1?VS-+ag=m)Dga#WgyOt)JW-A1&|Z9tjy zZGE&&INv1kV#a)GHO;&`)rGGW-(n!xra#uhQsj{e?FIg1`pdU%;^|#rt zrp3+MFIM`D&B|-){#aok?ZxIWrItsnti8gVtJGfPhaoYb-%$$U_Sou}VsaZj(j5Q# zI4#v*Q)z9$bI4k*+k%ddGo>xBjo;x*(!?CQbV7}71cVBKIo9bdLuWo>3kp!dBBDRG zL$3_`{tBUI%FEURuixwH4u^@uN@^_`)gPP@v-I5-$A2Ju3DPFr-7#C0^vXKAgS%DuTtrJSSOe#k_9JwlJR@WIj9>Z5i3??N5v?OA%aE-K1^F6mBq1D>ZZjdN85*2%g~NKCX%$W(a0j2AIw^`{n8yv1xK zlw?3QWqB|MCGYU4tulwnp3|Lo9jn`{TAdF&-k+aTo*PspC8Jd>Lt#`tp0W`mK)g5? zh)?h@Cf|xyQ93Bw(wbh>hiC^$9^;if9_xQM5GsKs{dH~J!84NedJr-uuSPCZZ*(-5 zzHK0jtc|9chee_kT(zzIc;7M}zTQyQRGAE5H(ANv65AT5SF4nweoIo@cmbUxjl^

oY7qz4HYfRSV;=28crGrY@BR2 zOJmBQHRI)^`_4(#)><-H^EYdOI!pfbyTVx`*pryVLQ=6@wYPy+X8r)$s>_p@eGV<@KK zz*y|!O&f-dhzxr3ZLW39j9SFWCb?58%s8P`sEy-O4KHEUm(d!e^^HuTp`H`6@u-C`ZhVHPFsPDaNt(E!V%vwh==FBdjYQ1_H z>502pXVCkWom(s;QRpZ-O@g%=a7 z6|)4f>FV|k?^ETcmP!-k3Gux8iNSm0zK0b8+7&KKZ&r6KgYSk}|6-*iPTzK|RYb-x z=%(>^lg%i}FdE3(5YkNFIrRNo{@#^L8-;Ztni2a~?VBm&TfLD@s&gsz?5a_+8tElk zY@f5(vj$$>+Q!*8sWZA6=%!WX>_}kO>Aowj{sAAdv29%W)-I@_tlgwBkwawiy_03- zBb$~r^^wZV5{#%x*c``eL^(iYvJG7r=P8Wkj%O10-Xyb!h|SVC`J1MWk!Dc_AN;rX zoe(bR{WdE=Xq;)Z$MjfwuhiOjWUo+XwDW!OV6D}>KZCZ{pxoiMFX{PqD;uc9YkC3d zEAy7Cm@q)ol;j)6njJ8`BA?!V`6g~-SgWc(ZmiC?vF0aNkg$k-t5tdOAg;_W>ssdd zhdr=a*&&2{oT}G>mEK!xYfPbS94GxssFq<(8~uD+t$aLs#MZ|MH)s2l$^linTI)aK l=!${=hVQl>Tq8U?&h=@o?NXW>@C@3hXsHkXYXz1wZ7#JAn^KG$EP@K04 z(h^!eYnOpay8ELIp4gnn%AJ*0;Id8!Wwp(f(o(xGWo6BOi%YFNLo#2A+hcn_EfpJZ zv4{X9$T3BVFmV)q`fEgqWQiU%1|8u4H80kM_dg%t*b!F7n#U#gF z_;b8?^jRp4yw5(L@Tl6pcTmK3{x^-HRM7U}UdS`8hp%vO zETy3%*bc=AVOU4F1}w7W>ZKM<2GvF8ugw-ZvjDsWwi#M)?)wD!wm)}m4TTR|L}zh_ zxWaC#9^`7z11Wq9$Q&WZ13%&Ekbn`Mt=J`EY%&ZykBQq86f!_jg@cfu&HoKjw>TWa z6np^P3U@emkFMZL)>|e^@NQFd(+S+>w(Xlfxqi*=0zJNuN1hD5V)%z*PkM@dbG8GL zH-}==105%?X%H1@Npo+nF90Wk6vuzMe4E|5Fb0WZR|oqw+GShV7;O!=>Lr}ay7(TH zrs%+NCqG0>{?la!!5&JGDGIMh1rlgn+60n_3m9%63^WIe-UTz9r$rjJJotbc?>(V* z6#m;;WvTwW&VN<=qw_I;>X&PMuJoCZUDJ!3jZgAU`Mu#Ob|x);dgOUuA~T*%b+au< zAPARnoWUa0?P`9sa$b~gS`?*#ly31c>V?#q1`T48T3~T~NmfwuZPpLCXCrlf|MD^z zHWy~sEr3+}#z1aC(SIIx?|>I>4Q1&Q*kZi>`sr=fT-PTkw&HXq*72%dQsSujVjx5~ zYY}iJGYyEJW_ZO4mne89Q8OmJr%&zk>9XfaY~3297@=_%&I`YU|9E~TlsHn^DDb%q zZd9+=a1QvhJ!+t8j>&$!Op*Ay??yndFZ@>9vz(Eu39IzmubllIAGAVT4K#>F~&KO z%8ML%j0x+PxGT08m3O)4L`ikQ`O>>`LZ7%N691rG4&K;7dhC?BVv7I?g5zQb;nR3F zFW>Q>q|6Uu898eGUL*VZ&TfB_c`^*cXW26*-kiONb=;0qU4w!+>;>ZchDtVW`mY3k zi~jW=r6*|i<;Y_fDP*MjT5=dU3w5O`QXqW5j(Fu;{``2oEAoDwCrc4jINMh{^<}a4 zX@rde2K0q-5DX)G$7gG0Kb37o3r z`b~L>`(wc}Y)~tLL^c;N z@3-^q&WSP#m`t3=u*6OCbJie{AjF7L@5~v&>FEWi)|`ZBG4D&|q>0Ho+Xg_v$KCEvQ(SI-ysKkl zogR$;Zj&Ag0_3(lq@fP`*!~nigLSvbqs`WlL5t|$^X5!mi#x+iWq1p^+S`SYS`PBT zz$S5ps)9KYD`y=8;8us*{NGs;@BiA#6;?qaiD9d47@QKe2)QVX7C#|Pbl?WS2;EaF zwj(m2zW51&^Ze ztf~arSw~b*Kw}hf5y5_kC~K^l4NGeH9Ut~G^yyYCco#;cy@)b_?(so2PK$^P5MHck@JJ7E8v z^na_&-lpM1V@ir_c%KG9$q$9T^Nk@8Fvw$^EY}n2>?PmRQPT-f*jcPNPoUbL9k9}o zw|IXlA~+aY7BLY&Y18nDzHs8RXWRAtg5=)TU*S|jJL%X7m~`CNZ@4La@LURgxKMi$ zKQg)c@*4)s$2hJsAm=Q+6eX)g?`-cprBCfw-R=7{+A zr!?RhpJK2zpsOTcYUS~x0QKxmK$XT!GpK5T=OVH{aL4Ans5Mq;LFZ5{=O9)$8Pue* z!GrpatleZlS*q((oJ1>?9N6so^gX+K;=`CPzoF%_72{_(rI(#2Sz6U60i6Y$r^d)k zy^86IABywpbB(!%nyS$N-}=9L;Bk#d(59KyJ4Ugs6eziF;jHtsQDQYsDnKbarRA$& z|8_ba*7HFc=_bm5&IUkiE)&7*8@vVYV*A$0U*B(wb}tpHjk?q;Z2ujEGO_hLC!Ew> z?X33(jn6;xy_=IxI++uJ%@)+Zpz%~-W%=E?$IMLsHF)>)`oeWw#+N0pZFT6{on_Hh z*fEk0;}aRJ1|&*%Ob5Hw1#_m7T*9;MiAyf|C>9Akrzb#v}95^YyfVqBB!h8 z+|6ss2^ z5u%(6r*DykuKMzNYRxDrDn5~gafZcP*&$y>bm{5L`fSIKCblQS_O(6LxFJ30Nfs_6 z70L%sq-X}14}P;)zNzFybDGAi*a#w9XoyW>)9sQkODgM}z z$_qaXq5d_xgg^i6f-amVLqY=#i|UTlcprnACHZLP3TFJ2g z@py0t)w*@eHz2WcZgST=>bePh?^aNcUXf##V-2s9JU|KSO>%NJNF%m89Skt5 zjFrf-sR(?4eAzrKtC#-`tsxkElGuK}!0TV`o%de42WO(m<|~?)<u0e@&Q@hdEIF}$$G5ZQ5hP)Ji2PZa>32k< z>$iQDtKt5i>w7hVG5-AJX21C9O1Mw;9GfHjpW0Z=>kh{$sE0>;x)qv%H0Ihaq!E5U z=_q7>-~BqGX}hrB*@3^wKo&NTwTdNCBp(h1n#z<$d`udiucdhz)-d!g@$%@6)+BPd z?RfD%G}SRwzl{|hnh8s1g4$?g3e7QcQi_O*cb6-!yny`{jW{KF+=8bZ30K92uue7_ zFNj}nRMM3Rg!ZWYP;|M;`RYStna{uUXVG2;3aMuCg*cmO@a;!@1rp~OwQ`@4s9I1& z2}5}eiL2flq(L~$)EoYUO)j}~F(z)hX^3KbksuAmYb7_0YBpfKQUZgJ4DBu6uRYkQ z`-}oJJTDGefynQ&H>~{vVH*WcXPOZ7pI)YEt<&Y=4LFH?ntJvKC7Us7A}>G(gG_#W z{)d`*V8#@1EorePuX^XQlySI-gk- z)^}XAW96c_@6{2RhB7IGv}pXCNYFqB`2W0m3d8Hw8>B;>85mLon7HGg?L1nJzy>vT zeQ@MP5M-)$;%h|MuUGzpu3^3~Df3U&zPBDv169tdc6I*d3?j=~g)OKRlUVWgpzMrn z+F(ka8mMfRG8uLfe4>(fhM2j|IvTe+IJ-?quim?q8VLc;mv z`|&(Pr07r>4I;$|G{(Pj5~-@9zyL+D2<&W~E)zjq`IW8>RjancwaXb&lLhx%`ZQe47-zYRa|E;w9u&mWt zGv!7bU>EwcJhDh1{-@qI#eSoQ`gvHv5uu6(Rvo7CLkbQv;-UKqH$t0ZlJr*iY;tp) zYf}`(gkvbkFf+ib{iZNtdIF&tFx$p!7H9Haz9IVqvkm*Y|kk-9~5VKq9~W{cP$6@^Eik~pol zMd8kNqFk1rTL7|LW_if2&XX#EF`7RR!xazrenHH2m7#;U!-0Enmyu+0v+i>&9^-ba zY#e|L>`>~(!BG74j&k5e6ATLAf5Bp;`Za1JEt$Tc?5_1yUg5p^>vvR=xpLxAM{8m& zI>KWW>^|B^b&##XZ%igLW^Szmd0DHao#L8>Eli%Dt7wY}s%YcY#rv%}N9zM7d8{ZZ z)#ARV6e5hjlrSIz`)W>tuz?*poyZ_3ze5S%c4qO@#9qTG|M6J^1iGiq;?cKa`B$nI zq-05t!RSUrF8%gF10vY;QH7Xlt)2j!C8|qDDXeQyDX--@C!xw&crY5nBA<3BC$T;n z9c|au_wG|bE*pun)dAfWJH>FpT?*#}^a0)BwT_1IkpZv+U^H8l4wBKcz5c>4$POZo zE=RdO!^@zjyD;85;9kW2B?DAKB#h}uUMjVVlJhD};);XO2~DR|q6<@<=&ey`a)_4) z3epFBq0>)39^5E%ybv;Y0cRPT&g37>2L)%Si7>KRmrD>iKnC=kB`|ppwc#LnChoJ3 z&hS9^Y|g94Z9&FVm;s-}lGRn%2uqMKcIxmS#Z|d70dhe~G zbWt4*EdJzVm^{%6MR4kvDOGINRp3}3NZr`88)wEZU6;C?*WM}zBJoV$U_TUyxT%$r z&!?czwp4AF(iKUX%IS8FvC1(VqrVwK>~3N~&#uQY3V}A|4C|ew>nYaSs0^Gy*FtD4 zDR&`m#cG-YgcpyM7(j)xSWX_%9uwXzX$R&|rs$s8N>~o&X76dQ2uocQOFvMW*IWi8 zH7h74?X~8P{-D!QC5vW`$zGY|^)~VqfHYH+J>xtQ>v$&aE+yH=zKnWDn-js03_|Q_ z|Hk6~S3(=u9Jw*X*_M>1lw35s0va+1lR=OgFQv6^Oeo1Ak#Xm%J}z+gx_BY6AtT{A zi&7*~CXNCZ(jD-|5}!U%tqI+>mG_kXd_<_?v5zxkuY%Tr+2(yP>dEa?)sj6k=%8^a zo$kA5zV$U)=#Q{8)=+*LT_Y~z_xp}2Wb3=Xw`GC((V(-I@QP2V9lp+OVlNtImG1** z4*HrY4;K&M5mg-Hp=n!IW9<{u zO|=IqMll@9Oc1piA_!fHQ<60)w|;{HWd)ZB(^OWe+*%)1)WbNr3vgd4=T{|21&`_C)vepgzfZQeIVV31r`@MUD@o=C+6oD} zK@f|%VU8xFpyZM}k*tYe6o-er)34I}G2?v}T^8JVz@)39_?Z` z^*26r7f4Lp%4zbwW0D!ZR7=WWw+#foY}NUpW=Mp}?8!rkIFVJG1oKd-uHSmsSCNtE z#GcgI?#y$Qc8R_dW?veIlQ1;I%}Sj`KnRZ9Vr8*ZyLgi-1->#t>8vf#2(Q+l#5=af zASzpmQbU;CQ&4S3+#(RtK;G2;#m$QkNtT^D?Lt!=S+X8}(e`L=0RMo|7AFN&Lo2mF z-UY>0Z1ysX=KT0MeviH+5Jy@#KX8?$LMg&}E*+yrUWHz|IA|94_I;yLytqxGl*@sG zgC4FYEvvLvMpZklN)K?Ic{oe&C8XZ26hCnE401X+eC^Vce1&(h3*^G%6~Effoqyiw2#boa@mRhHT2Pa5Q?j|4 zk_^j}=v4}LI*|(2l7R`QF9Y=9Ra6b9d2Ajhm6usV_h$?E5j$h*xYK-W-;+w6Vb1fE%V!_$j@@f3$C*6 zo^cgpd#!|6)Jrpb%}kFs0QK|Ij3M$jXt=oaArJu6_|vW>>Qg5zF{PQ%Xy0fXxR%2E zWLr){=>;lg*8oeY*ldiKZPKrWgN`Tov97aVw9pY(t5n7qf2pCF5I2(vAtdXj#n#UE zVHLJQo??zNoE&AZ66qmy4?>M8CZyfEkmN@jLoPe(tKuu^6xX%$5Ie#15iF2n`!Y3{ z!VglHK~(1>>_i`ZW$l;X~YCkQPsyaNR=tJ zF*^OAv&%eZo(he(M^^e6!ByALX!yF-Zrn6h3 zi09*Hu&PJMZg0&KS<3*)i!P*|q?`yf9xrVlhqaM1tEG|VQxnFMEGU;P@N>OooltNS zo~kh>V)Y_(76JAgs7B*I=y#Hb;peo?oI$ zQW-L`iu!jIE)|24KoNoEky>py;Z_yQ2Ds(3SJctr5d66 zn`JkKy6x1!l}!o0ZX(Y>^{xNlMzW0`Y)C~A0p3-V0|on1WBoVA7{<}5e}I2nu-bv? zu0rJjgWe9dAtmZr@`IhC)1b_rRDTA$el;0^17X$@u<354wx*MU3UU_rlg_^7D2Gg@ zq&vn{27KW3-u=t*CPKT_x58WU3=Sc}%=OZlkXnE;P7>aFX|W$HzVvM~gOFD~pYhr$ ziuz}TI@`k+(2*>TGLG@Cfge;EdBMi1tm=>O3o3PP3F=fV$)8{8#*UV&Fl1E}#5mmJ zq_bGA$`$v>-R7A@&Gxj#mwp512%H3^2i#-^b9@I)s2cEQF`?t~%j?Z~G<wq-uQ#BVvCXKi4sFeEA*sU`4el+LJ*(}xb`fhpcFttBkv1s5C1B; zmJ}jLL1z85X&F0))-9ljS5|^SBD(%qQdC9p33%}Q>X3Z@T zk0~@+bC@EtfVqm_v66@4wWVs*7WVKZtAWDhS5rl=l>frP;U0(DmPBfil<+_H!Ip-V z&O4+JkES9T#5k7{um;O-J&A@qTQ0e2hG-F@eVD?ConkEwVO)hUATp(%nrEabB&_2w z7ta+$97w}`Hx6S&Vtc?%wMZwY7czn@Ra>SuSf_d1-8s%WC5!teu)F&-SC;S}yHVUm zw&4GwW%2AaR9wVznNrjvJ#qjKU&Q01p|C=BE}}~mxJ{ys=;y1o(B=i`XzjB1w`imE zEQUyFrf6jQzuLau*^`T_Z7x-&g&YNAZF2p|OA%2Iv*#in1I5WdU>sv3+1^0ro+AQU zzY&|QTScJK%X<~9s`ykkoNc; z4N1>eSA}?qS^XEG{2iZEb0ZNJ!@kVHLvc1FClH=)-+p71etkK7HaZJc1@*|0dy+-o zmd_?uGsu-upIohsNyrOOI59*%$j|Phnbder$NXos#9~Y)qKxZk-7V`cpMak**S0E) zL|b=x&`N|-6EE9x$emg^dx+b&eM(-#uWnOZQryDeU*EH{9M!P~mqHup8Iu_Xn{6Ng z;ZB9}_*CZGFngMBifER6-euwOmijLnwV~vNxZb5<_+>et>ujBJum_{KYfV$nTcy*a+1RPBHzr_A2zi^HUQn9h$oS{uQUXHMt1vIm5v>}Yjs3a4FkC!NMcL5dn@g!6l&>p`;WC6Zdm^0J)wM@6ti z6?_-c#ZXI$1O5&v9iel^1AdlD%lA7m^3>%l0hYny-n+x*YfeYrM}iBtOcF$zsXcc- zdH2?}brxr|{Ja{!l*!|dkBR94GZ9#NtxW(R;Za4^T$XYIx{9ZV)?*j`*0*Jpety;^ z=ufbXZ;y?TalBInd7EHYPJ|i499q{GMuzzz7fzxHHu(LUMN`qd$pNazEP=TwD%+W2pU0W7o7D35%AQr1yw01oiPBUk#b8^vRAwDlZ`;E{xvKP89HHe@Qqo1KrUgaOQw8j1>=^6wNEw7V=rs*+lL)c>bB>iC2VD{t zzI}>Q7UQS#^>%b*yJq~vKEQNYhx@aI-lCzPlH@kA3rIfPKbADL7vn9pcrvpUV152} zaaFAHqw4dvU?ZI1kXRLbbY7KpvVkH*DE|stk#{QP1W+L<1?$X1(r=cBNxaEH#z6XY ztPZ1G#7rsev6+`8@k@6f!O8b{*WJ3+F8-e2b8aldaIy>zIDnyGJ27iI7_8#UL(2BH z*hZp?3}pS4UwvU;&K`d#t_>MvLP{!J_zJXA3Z|^3PN!p(+dY+p=bu2>EtD5JEP(+p z#|+&6!z@zISr{weEoZVprm;B4`jdFyRjX00m4#&8=E6HF$9&%d9Sy+TMh>+q&=ASM z)HM!$A`RR~l=yav{%YH)*jWx^<~+Y=V5pmV$ee+fWD{-5V$)~8?b#ij6}h)XtpC3N z*t*{U%!&%DS0m^+Ls-_l-Z>B4Yy@9nfGW@5Lg(&dY6AtUC5X@!I`3K!==(^fX2%?n zAm_1fCtFI8P7RF@zI0F!+Bzma=QMU&eNRZTIZ|#tj>GRw2&6eN9TdtRl%63)Pre6KU!Re8W1Bz+!bNwA~Qbb zvWo!u$C(BTr0Pz)d(Z#|w(8$6nI z8K^t@KD2?kNfm`Zdgr%dhTz; zS&g)5{K+5&qDHkMjNQ)N{Q9-L18c8aAl8|G{JB~D!lV+GNV2JPSEiTr=yw8~)NhSs zzO6#FHIx6@|J}LrS(XdMSi0EV3C)~nrvdPC6YC!jaj^{a!KXc5B4@i*^~`3d9_*2i z$TvaoyXZ%;zw*Yep6$r4F=|-qM3Ey23E3vm{QPn|Sb!ccC&%8muVU)Jugr?$=0`}D zH$wZd5?y>cuu3}k1pj%ka2cokpTQDmT?pW@FF{hGCguc|g84MA)qzFN!q zg=tFb_>G65EiWgW-xXThxg0?-laZD|NbB~$@XW>;Kcqsp&4mkj;mjoJ@xf7@Fl{Bu z_tuDD+O3{A@0{5GCQCginTWK{CGiPOeF37;0*WF@vpyhdw0rz?!H#e0iL@v!r$5DMrsRyj_HrrNK zMg#(|kf5_=obu^3ut9C>9oVaWVSTo9-Hk8}d9%?x{I$AvANemEkhDiigoI^;rx*?cG!- zagaUrP4BeANsC;Db(^{=#}#>-`7-XfpD;7#kn72DHNk+bgpqU1p0w-P1}0U zVP;ZBz6u8gJFU@Vo2GrW(B{`?&H*yyD?&3yWe#*zh^RtcsA z@>xXfRnGi%$z<+Csce#m^9oP_&v@xM!5b;=#bY>VlFTZq#H%tl|ClmwS(D6lDUE<3 zZKS#OMg7!wrreB(T6ZK5dkXt*CZV?gAM>ZbxPm@yiHM;CVr-m43NJ2FvQz_7CRZ+= z*{TE)fsQ91wp{`RGS>F@DSD^y^#ZQ<+*CN-Z!7&3&wZ=j5|z#L4*oNFY3USrm+H;s zDaqQqeKBvzGegxH5k@vZLjhvB{z08O8$Bj**k2j13sJ-h_hbwur3OVw1q4scbe&S> zohDxg2`4JauvKYRd*Fy-=7**dEGaa#jF!@!v63$;GqNYB6&q^8++=2*HdD+z1>C%x zSv0B%;JA>;cH^#u_VuY6G3PYjh&Nbys@rz72oW9SRqm_!CfBtl6ZMB2?y2lkjN5?` zIph&*cy;vZ;%j=LR+FRA4)U=`oQ`@i8k?h8yaJB@@G=G2JrID)u27kE_?0yVLMXGN z@IEzL!!8v{9(^oebCD^COk1NAiXFc5bPiHU`ST-ok&F@h2fO2%{6Ny~UWrG{Arqk$ z`VeH!jZMoNTf?|vZq`dzu01A}XI z^%iH9X&TkJnPQ)rKT!6l0>}`ch{en)II=e z1bXxQQY5`ggaxqAlSmr7#dMj{*hF|m-{4tVaUjB}6GfXD5hY4E)|jpR={}E=F=#gY z1B_;;q{^1j3SV&G%vtrXC`NEifkLuZy4jZr+4Vf|$O7sGD1o|+*gNU}L6aC|9l#PD zrmDZR@_R}X!0Tur&`m{A+hJ&|0tYXM8gNz8aocl=im^swGT2IaZa6Y&w?C|YVbW0`UF)h&*ywYPaX)F zl3E|54(vL~=@6Li1ZRi${9oDf{}C_$fBfN3d}6g3qn}qnrz*?0`NyIvRwMi9Y1{8^ zEylIIZ_FmVU9-P1OCTB+rnau@5%5?n^?huuWtvrZsHWIQo7G> zFKwrjqiDapKkkPuhp@7(&AJD^Hy{RYY)70g+NHAmsuke$8zK$t=GicFowfBG_~H7L zLV3+6+A99MJkb66R8&B!pFb%&1q{2{-IJtVYEK+$etP>|AiUCc`m^VAKH!GA;B9-A zlR`BiwzGrZWac<_+DUK|*L{Hh!Qph-VCs$Q#^evzz1U-Yj$s!)V`KIYk>9d-P?3+v z7ak3>C@*~&1i_mm1tm~X1TdC5|0P^FA0|FuQ&9+ShzW1Ng*?qFO(hzC|F}=05IyLQ zRKd*0xWim}Ip5bsUEXyQFgErDrVuE?CE4`ku!#|9%m=T0<^&c^FZw6K9x_j);L$6g z%=2RK-9Oy5XZ*_n@vqexH9oJ*4jf%5=lBJ0EN^rD-Dhq-Dj#bBFVhUcIs=~u&d7Sd zovzo?7R?40JM zxZTKKwf>A}OQ7(>7{Tz^?wtNuefyX$UH;4vd+R~6fA{>vV|{aR-#OGt0uB7V{~#a- z;nD}(#$<~={%S-94f(6VSpM<8knr(&^wn1Z=dpBYJ(%7VF(`}a+4cQ(_*SEv135n9 z^S1!84Upu#E$1JM1$v3RVV4}bxO;5(diIhzL_CflJP!Pt+53DDy60PcPYa$9 zdmu+1(o=+VwXr{jyo_}RAorUgIl6R;XghGqJ=xVwk_r-`3_VAsz~SAhP9N+`<3F>)-!3VUGCh0R&49J{>WysH~J+wvEr_Wf{^jupwG!4>uMdN z|N6=G*K4Ey`8dfNeB?QtF~`J{0R1$a{T*c7!R2#_<9V%Qe_r~qirzvvV7Z`#|73w> td$2NKaiRH&1hhHF^8YrmKR2JyOb1lJ(hU88f2}i63NotFHIk;G{{xDhdG`PS literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/3650d030-8116-4a21-a375-705a9246f7b0.png b/docs/handson-cnn-tf/img/3650d030-8116-4a21-a375-705a9246f7b0.png new file mode 100644 index 0000000000000000000000000000000000000000..6e7b941cca94ed5e31f0096b249d64ac74c4c47d GIT binary patch literal 700 zcmV;t0z>_YP)z}K~;>RDcL6+wFj6FF<3`}gf`(MafHJ7Z#u%$dpe z?f32=!~qBVX~=LFwzOV-lwka{gP{#IVLq!2Y=Uxb{a)qZuGHi6RUTK(%3L0+e3V$O zO$xZGU2M0I`(DU(c0=|0n&fA$b2b_by4|jC$DI$lwc2h~gn=x|l)U`RXD9htSgjgQ zx7^2utX#>x$WY^c0JOp7mW#B|HNkZvoGY8g@D%EM*L1@=fXF6VaU0?~#&BQYFJ6O_ zZdKlJxi~6sxO_|q!>;BoLBmbLu@jKf zh_*1*Ns;w|W&=NKj@V+E)fd)iGvqslJo_!n8$atPu*5Vg&z+hbezw9qmi+K5{oG?F ziNh=m84;_>41IKNo81m?j21hG7EG1AGr58zrgMca=qqMtG?_>1h{3mkqnJ!jn8s=; z;Mt#z`%vWss89QV`2FeX-Q-hkp_9#MoD>c0Y9Z&VF zX+W5c`$WK1+`-!;VV@BakBSEk6$63O@?SPeG{oMSGG5Uro i^Hmxr!~qBVBYXe=)foGPl~@=60000wKvzi1{%ZdV^qrDOvz194<@mmt z`r_VhsfiRj(!t@u|BEB*e|O`(ed4GJYJDe6!~WXOFwVtr^3uPTzz97_(Nnb`{L5>H zdp|bA9TV6ZjYaKz04`#9NUZ;aWU?+lnH?RGNMX$7`9T&$dRIxN~|q|F>19q~9d z^tC%0U+N7sc3m)QZ1P&%58&vdCL9UFl=TjkG!S}H`0Pu};mx+$prO%a-D8=9!R|scD1+FZP{;JS$O+N^X;Z{&scgOF;q5&v z!@-YjCzbD_!A}!Sk6JyT;4~=f!Be%2jRu?u?}t>T`?Rre*miA}8abGe-S`%Fkup5HBC9HDi{+?civhylJNdn)6s+5Q%)oA zF|PJeK%m2|fDCGy)tu`sse7C>1QycQZxX|w`nOca6w)ubfd_eCa-u*2jd*I2zV? zzB(n>mF_f&+=W zAay39WKaWG7SMDA%uC`0_@bb;L_HlvT?S*!IKn^y7TUv;%DhbIR#fZqQ;HN&nDMLtyNd9}EVm0nVr> zH?M8`lOPHqng3JT`wphX0U>kSrcEg?sHD~bfl*3)jye8}WuS!AGeTO6WxQ!NuYWj? zxR(|Sh5tag?C4Fh3hon!lCDhk{{eUuVNACK%(%*HG}xIVw4#jWRWzlx;RQD?a`PH+ zmBa{7ky2!WdgPBt_rtK2cO8>uFN`6;LGLN%VTlz^z96+PL0xVantL&{w+;|4NPe z$jvW48T)Bq{S0SBz=>cMafXEn5k^8dd73X!aa~LB+$GI%bI-qk~8;cZBVO%=j+#GwVdB4W)d3B_SBOD|26UxBpX)v z-I6D#d9JgtO)*#5^U}-6B)P~DXJqcc|M}VKA?Zq*v#62nQd-jP*?zNUWioAG;4Om@ za@v?BI=yG|1XFeoKOag4&)q{MZ}}O*3uk}Qw9U3b@p+CHSBh$LbNs?Y#|y@K_-@{) zAK=~<-RCw4K-T113znZ77&v0O_W}zk6(JrZ*yK9Fa5;mbTkhD0s#ZC{9cR9p)L&VF zwF>Y`+$OwAn)590K#l=8$MOU|T#nC2}^p~}f;FYEhoP}~mzYT9* zn?6#BX`hfILNMt|V~#2~YSP~_v%rg4>D45HdL?Ji?)QBMzZ=B+$L-zgpAk?7VY9U+ z=+ILIu|jlR0VXfq;`9dgaQ z1#x@VY5>w0#)BtrN@93Paj4sLa3kk;!_Xfr3Djkrw-gDSIRv_5rqHxtZ3uz7>+kYF zqjboUMCZ&9UlPqkRL?v4qd!?2%k0xKSA-x1zK;}f`ygGcqj)$Vh}^ITJ#zKwqu_T z)3rr4{|aNem5CYY39horBv}6bdwt98tKqnqWw-j|GcY*{uRZsn?~whCTh77Ai^(>j zXp+}ItjBEGW?c$RT?^pV%7`RMCSX3HUqHKx&m`Zv-oRVsX7*?F!K**^wDal?L1(&a zS<}b+w$}~=isrlURcX;aTIi$y#ox=&yx((+dQG=Ovj3F31S?JEm7N! zE)wBu!X65WIgTo#$!)?k*}*Aqh6DC8XariN{RS*X3`K$~0LaNc8Ir-Yt4LaC?H-G4 zix)r2dO&!g>#S4%=l*I~@=r0IDD>U!iS^v)3WiI&`8$`;72<`XTEU1g*1+`TbmM*NdrxF^84z4cg4%wa@5bgze8=wv5)pPE#uy|T;m{1B?(sDtWEZ5d zH}RH<1@MuRqz3UDEQC{);WccEgpl%cNpZBJYc-yAx-{!&$CWdMAR5R~OA5l{q?92A zm0JEJX)?7VFKe`(9 z#wd)psv4K^TZaXK9nFb7{km*VLRF!ceb>r63$$Lryx|PN=zY>qHLdz`Z2wjf^e4oF zH3=zHBZKo-IPN|+@Jl-1-vfcF-Z*~)pz-!5VeT4A9w6malIIufTEwoOgnm0lAB4>* z*Z5k@Z!&fUt^WKxzUIryP~~lpX{2;WfW*c?DG=0~Mt*boeP{H995>qLNi!$n!3|l; z$oOfI; zn2VK;x!ka3iu*z;kR z#}$heig9RQWN94{aVZ$ITY2%TNpohua#4o?rn^o?$62 zSf#x({yFnv0bv9Kp@E7${E_*WWL3dgyhqU6mf$kZq0OZCQuNTZJvV&uE7pSj}suVtr%#}X$`+p1hIgrw1rs`w^w zbp-tIvdUC0R)P9`pORg?S@3o1p)*PLT=VGw?t}oXp_T&3kDmt<=RF@33#PeZ4@;Je z|HAyr8_6|H@xo89zzYkpHvO5%yb9=T$j#RS(H+mkt zO@CqGu;e@%m!WM-rh>3}C%w%GW|GDXW$F%f$mIlHQ#y3&GNXm>j*^(#b2;@Q{Z6b9 zm!tge9zw&31-M1eX9f{RVaZvUQznjfIF8X4WH8x4&grwX;<(5Pw~h`gC+!&d8@XMt zM~!o|K4!E-UYb*?A4`#L_iC8Rsw>34+R_7OA|T>kKE=p+HS2U0#`ZDQL#*yhyJV{H zZ7RDtzD5lA7ad^uAs%94G8iiLF)u31KqHxhFd?@7J$QvUTPBL^BD9}XtLT6dVi+yO z!&t7n4bX#gbZH;B!R#PKQgmo054g(QjC_-4i|(^Z<`Vm1&Gukyy;>f$5{X(|%y90d zo;V^s89)9#VoJ1P=WJ_U0Qab$w{kx@nv6GpXE~xMG!Un_&wE}=iXrgEHzU}=Q zac7@?2i?!xqtq+KLD#Pf)|0)zr&Ke3+#IofwLkWzHbD*64i*W+K%l&CB^F6VJ?+nd z9AVnM%M8tuBSDtHL*doEH}qw(l4;pAYnMddC4?jDgz>g+%0V++Zl6+C(`eYc)ydoS zi#+RpnRTA}61@FVCnzv5+<>E06Z4?wimCEzhB>-s&xt8V3Je?g8WwX=LbVN7++YUss`a10G?=R z?etR6FEQiyvSx}6(qBQWYL+#Ixn{QJA?tgtZDG-5a`lL?|HV=I*S|y_jL^#3roy=Y Pe)>oa9rX&;7h(Sa(h|G_ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/375e4e8f-7e97-4d2a-b8f1-b197a83021a2.jpg b/docs/handson-cnn-tf/img/375e4e8f-7e97-4d2a-b8f1-b197a83021a2.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ad23ec55ce4d1fa2ed8a23de17bcdc4661439599 GIT binary patch literal 16912 zcmV(zK<2-RP)&AzJUH}1cV6W`X#UT40kr0i&tUb``e%SohGTw2^&d-$$dUxK^WrRM zbZ64xD0H5P^n2?HZ1YrW5YW03{&RT45ftc7h^7gV1&!XUfCwF)E$EmpYUSN+XaY}9fD{5e5a5J4@Uy5$E773CVJWL@lPm+In^1d`{Hm2F z%pfqEh~((22A}R2{HrFSWiJ#WV^Z(-m4gA@33M3M0Ja z*=@CMXg%X^udu9 zzXmxEbjZ`Q96QP%+z_>lGfFjXpj=L@tG{D9%c;SznQs6uRXQtIxN z*9j5#?oHJr2)OF+bZ91B4@x7rb-CD7v-m-4dF^UXnTljnG1AZzavxFs3+D7=MpL?_ zHxMCe#~bwB%#o4F!LeLR;R$opfARcwSA7dpqhr_oFFuq-4Ef}uAs?Zhl=G2M1j*<_ zB{{Q6KB8rx=Acr@=~9|hJxWpKIn7d*)3qbIApf8rAk9D}I?Y51jz+15k90&cSJIN- zjBBt7+EhpmbY4b->FA{T^t>b=r5Tf@<=M5@)8F8b{*23_B(^9w zX<3$MQJl%g$A|j;<1dm>A0L_Oe|)U*+qaK@{`T<~(!s|M_%D)9^sgUk`0?>i;8W_4 zkDm(v`1XJQl7&yFe)3;PlMK3FzH59~l`~kaE~E5aKTIFW@{-lc9ZuJi@dcCX>7;It zuP`{CuHO|b>7wBx5ULo&xc;{vnnn0T1kkHXc}|P+G83No{l_043V#2K#7;iR)VCj# zwfgwTH+-u9^V^S~N`D~!_K|3@yCx3{qf_Ef2#g7otV5M zKD>|5dO3fZ5hd<6#1m;FkdotkIhBLkmxlwu!>j7OEEg}J9!XC14prC+(TQFe>(}EH zbgjZ)KMe2n577&m843Asz9={}&Yk@xSj`^FwA_p@NPnC6{;_5e|Jz?E3P8j?eq+hq zCrbSIV?!stA@+Z$Z<*1{tW|!h-~Op+=FM<_{`SvrM6Ta{K#wVrydyji31F2C-TXuW6KNy~@xfHy{kSG3B8{zj-|sgUrS7K+dWV0(b^_I2Z@+wqVVu%+L;uH3IRCe# z+zc+mvRGYoQd&LvkpYR7-$*)r`!S+9=Fxm)$i!hvj0`1yV@jkXfrJu77y9)N`-Frk zfgeC;2j3OjPDF`KdVv+DLK6mO2a&{C9%r7|yU81;xm9|3he^H%`)_ ztS9E_9(B1kZ}?-KSUo}7d&-hZ#F3Fsf03RL&rW#a8yQ-31ibox=Mx-=VoLn}7x6?! zY(gFZQ$nkUjeghVNc6QmcGMYd|)+%~29duNz zb8)3dFoYT*i1wo|JZi)Yl+P{Bqk6M;*THSh$!E-Bly@7+k9Iad6*dK^yAxxCYcB^dC&1- z1EjIvpJuw;uV!lSo|6mxVn<;pL4WRE9#1NNe9nmy>kIRUwVeVJux*}0h`*bmc-jNq zC_l#JPW0h*gbrJw{D7eFD~F!Gt49H(tuK05mUG3@$>5$JKR?tHc?9a)|M@A(A`>&| z8>#31Uk{rPb}If!Jn@wE{~uk7zki&`^%rj~6ukLCmZ5z=2nta&$r>dK@p3sCb%kFo>m%9-#>ZY6&#)W#<2u zgEesMR@A`b1|S`2Mu;@&3HwL!8*42<*W1`UvY|w;rt29}>OX^de~=4=*293-N20GQ zux1w@a120oY#0PP0LBxNIVg~WPg+7ybi*UYS7UwBXpb6%GC;et>Z^z{ss^9ODxt~*oWUg@I+IY%KB)S- zz*qu{3^*18M*WpwiF|$tzO7xaCor*XSD&*od!DFl;KJM&BoB8;&ut1%VK6rp}#E5Y(|kKA|=r z{wpDsGC@N!JtQJzM5Dog9Ns3y! z(5MhV?_3b!^`yAAg2@Uk4Q*%7odg8$sqsVbBrtYz1VH;8-AW>s3D9za;1e?jKl9TX zAEKK10E`8Jz(KWTxCPg34kNV2QQ1P^t8HUzG}#Z0$5%;aG+_$Fkh4@2rNPg9Lj26e zBl$hd8l9(_Q~~>$ay-#$Sgh^)cYAj-2fHml)J$SUg2zbwjtw;VLlgdcANut8 zucD<8;w|8>Fuvw~M%N{)cZF^SUnQ#de0W85cl>UDxE>pK2k_xItx{_H&%DU!p97x3 z-m}tlsadrT$2a;yIt3WB4=eU1Qt^tu(!Wc-Ytu^G+1pe(k!H6u{++Bf`ValhE;>Xw zF^L3s?V`cqYJm;^0Q>iV$(i)umev<72?T0EhvW;`sfx={ku z52x!C+sR?<4l^6jxxsg%P&E$=nst2pT1_O`peFFmv2B%1walkU;<#Z-Br^@4%BG%i z{fO`!H6d;Vc_A7*n2A)#QnmB;kEtvGq1O#N?Hnv=7GeF0Md<$}>W6*A(`7Yl0;Y;+ zpycoI`zk~A#AEty=g6@iFd7o>I_xkM0|mlp%`9i9>*g7}JTVl%E6W9d01TIS*bab`D>~)Fpmp z;fmpLTOQA}3~3dDMDl}QX^V%>|w-*}u-SG`cMqc04_SmqKC>yKOIllKN4Tx@tEjq zs;KA3)>vj5hVQ!Zk%$u5U%j7`ch#FIRj?2&Ii=#c6@B``hG`PDp%GUOvsOk0IyAjM zj9>7Wy}r?Kj_clGa?BoI9&Ci`y4@j8h!ROYKB&jDJ+J=wR;!@? zxxo`K*@AkQKM^I;AqlF9MDAH?9U5n(C2&9m;TGo*e60D0Q%0U@2jaNGCi?Y=Sg`p#*UhU5!EsR&vD9-)o*Qln{-rmh0X#UEKR_#QJq@ zT`hivTyQ^wljdX{vIaJoUi8CkaMn+ohmF3VF5GXs{ZnwJH|QVK{p-zlSguKH5mU~R zgSaXjawltqzX9npOHzAAIxT+eDvR-9)&#Yf1+d75=j8mfKZCJem!vTCA#}7*Iks}3 zlOg09{1oD-eH)t1GC4iWPr{^0z7?K8ro;>A1CNK7g-9o1Vxa_CQun9w`U);3IHBNi zEy$Z7+J+Kf!%?FAmRbL~cPy{Z@IXMZ^Q}E{PA5$9gBag{aLagTlg4lmO8sM=g7SLF+60{n;Yj;{X zSOzKU36@$?qw~m%;uKQ_%FU36+CKuvHBo-B5jx^f4NtJfHiKvB^xWiK7%P@}qW8Tr z9{A|)6*Vt?#a68Fgj^~-L6m@oC!p5YObKL4$WL@1E&mctQmuk?IklAFlk6F2;R!`N z@unWu495~BButN$)kl{C^TZ4B1aZh?cF)r8zTyeeHKfEvBt1?=#Dwr3iM=YGUoH89 z{0Y(65}~I>F*3$HI<`|)U*N}HL8*9A6hf3Y!ZRdZN)g}k^g&S+Gs_cfPF0iuk?fM* zD$?oINGL?1#F~~I(5%oMOCz0R+EFz2p4eL)FT)eVXCeCiD=Uf8N*nt7AFo0^BIA)M zLF`GM9Z4tRiFf_9ewd{frB~z`5NVh!tTEu)LLS(1 zqIW;7omfbrhi4+kpmHJDK=GVIe`RB5&Yx$>LKF+}V|gTh!Ty4p>AqtA)!<2yZ;W<~= zePuh*n6k&UHZzx8@@tk%$S1mc$$6NQ_h2@j7F#lxmao;sk*H$Z2_CjjnT=u5Xe6P| zFCT=^L8~n*2qQE>HM-Px%?H9o%41+4OxCzMmmjM!&tCabb!F+r5LlnXs9FJw54%QvO3nHfGyr;M>z(g({o;CIt|Pnn~! z$!B3NWlci&fWzzYTosYnXfH$hY|uH;XZ9!5aJ8`0kgz35c3BWnwZbW8t%eE(>H@DA z&f?&*i9{V!-MTbq#El$da#Y!2PIFp^BXNf{Ssxq_&-sot<-6(9n^#mxmhh<@(mYRT zMX>{%vV2Wax{%f-T{mKfnnW}?z4V(DDv`(;acGC1C8#2OzfRN9NR4!=2X86K>y$xW za^kTP6_6l#W+{8mkdvHDbVARfF(veD8&uCpvgBz_LlqxeYiMe3l_11?_f?}4?$^kp z%fJNjdmQBvc^lO4w!LJB0N_VBeKZtRn=Ps$7xe4X(OA+BHl$S@x%bd_7i1I`h6?WU z-c`l@8#tlDE1a;l0e#GJBc)@|c9su=HxsYa5*}p(4c$yr_fxf(@qz9~K|5S6;37Cx z1P*Rmp~4b!T6z$wr>7BGX>r)r<8CEYD?sJ37Glc-G*Lvv8g{MGl*+HEL}o?Ht@Uzb zf*cSU8idWuq+QO z`cR`qC{adjE8Qj>eB1(rIavOR#?WYjSWZwYQ7h0EPRVV(EWn0UYbzPOdiE-362Qje zz%4?p;>8yD$12~tLBUZ~;4rB1rMQ@UL?@u;Nmj11F`zZNKsD6(pyT#duNYtG&l;Wl zRB*FYD^XOrClIJ#LHaP3MuK6|O$+8!jhuoo$)ppNM;9mT06R2R%h}Ea0Q!Kg3>u|k z6{-X<V<{a7J|Xr1`kJyE`Dfmi6$KfL+vioC5CH4ByF+!@&LPZAU>=y z#}=HZ!<36EZyBrfNA#%dvM|<=r;i5Ppn>Zup_{c5WWEB1KzA%=jjq%IXg;nxp416a zgun!LrF;xC$0SC-If|X{398}VT6(bG*H$yh<>5Z7Nw#$#pKKKF_x88`o@1ZM8tN2w z^z<268E@Em!YC0+BoxsDbSJ#t8Chikjux;5@G>C5r22H=<)C%M>`5}mn%J^gw(f%2 zgFIL8a~aShk*j_nW=Z+>su&0T)wyv@py5l{GP{tQ$#_GBp4LGXiH=NJ`x@KHN~a+k zq~tHNt6>KAaI9jnRo@$EayU>`EnRHg@s+MA1sDL;FK5ocm!h5?GrnobHGU^-9@enq z;JM-ztfo#L&0IMyHcitKKv{>-o8qLPrzUd}ZX6hJYA?Hpict=Vm{>usVUTp-a3%TJ z)0oY-Ys=!1$#?{+*78(XU*@e}>bLAaf!3j5<{sCiBsw}1`!^pGN^ zXd-}CZ3=XPI@6L$$Z;o=A#u+WM2@1qpGnE7i94Cs-2BN|nY;)SHW5=co>Ij{t{N(5 zfvEk=Kj0Nq?@zi}XB=x-uAB9B$o1H+BMXW@|+aG&o zaZI;dL{MAuI9T(i4rZ7?aW(CklM`N{;yX_xc@zlK0T4VsK~T|jaR}JJEAP8qapHvp zu|1p1K~GOr1W?GdB(sRoQ}uK_OHkclb}TL=DlX{h;Ao=ac1_&SV&hY4`PiVRbgraB zdFSAG%5E4v#id10v0R>T_`*n5os+*@@&!klv*l^YndT?@>$HZ`@{pM>JImu4Z}>$t zitlQCd@=a@WY&b$4^yY7OOK?}YP*_h zd=fpOL`NXk{zVo3XUR-{-G-akgzWLv-f;` z`0i-zwLlmdN93;=T}r|W)hW4VcW+|&-2KV!PVboo*mXn~OE{h!z5UNc6=pF(_1ZU7 z$-5%rsHdz-dLkW#ci;UG2?S(-!1}4uN#j0;M>F)SE9VA|iZhBM&(!_NKHoGrwqSOG z(pA#Q@&p|Tdg|fWP~q4_J;@WQg5K)JWS$9n`qHBtpViZe(bLSz&gD5X7u4t}*-nG+ zz30`#v#YU(d`ZTySaS5c)C`H@sVdy-9hjkIti2cH7k!tHO%u|FW-P;Z^h*IqIWQRU zu(oc8;NFApU2p?N{En6i!B)f-eJ?b)8H~neAtHufC5lU-P9X3sy<^GtvW)d{3O9#UF|&$dQ~495uzgpiZz)mbex?T*eiIeJ zmc6OkJt||h6%dP<$Nf4Go0HLGE1i&~)7eO;5zVbW2y8{`mF!S7exLBf8<|L)RHTf? zCOyH)2a@k3=&2SaE30tT4dYNEok$7$=&2n@UZbb_su}qsy+b_lg12vt{kJr1!?`_* zc>lf}UF2iPmOO)k8e4`;BxWAy4ZJhFfFBvW`&ycr#vvMNc(( zSwjas{ciFqHIVtJ_`|Tmu?>1ktGc3uM6w+8l%ZRuMDIH-hDTEAg{~5ODxP>H!S+ac zLRx*0in@8L=H>(eI+1Klk}JfiM2UwZ zJ-J_%qcTq<;^UClkx3_<{`L4yoO>hD8r3@U9Y)R5n05a(^#jI#nNlK^a<~*b4_34maD~ZgxN;2cCbKWyY#1;ERAg!s~ zwJg7B?7g^FCX6&fI?8Rp?s1J(eozNA4Ncoo$EE_;eZy8^0!9fLq-%ODOq(v3o=6LU zNTieW>vdUo1m{VU9312*g~fKfnv(LAWeq zs2W5Ktu7-NLO$_qGDLKDJphHu-&Ue4CA2}gYwQAB>FXW~RNbCbkF2#~9YiZZL4dyd z@R5V}Rxeu7V-`AQdO~YOG*~0Jn>Z-#cW!~Y`Z18|2u%@t)sY&|HA|sxCR&j|t2zlf z1|mTyd7KJ+?XD&WK{Dl5ta=0ko8SS;&3$l@72984%WIN+l5bHfr%RhnMzS)eem?m7 zWME^B^Y8Q+)(TZ7i322tVzr^C!?@5!koXN~!Ix&%YI0QFZdKFJ*cBeSVOm|6xhvJ$ zbtOb6>%@l70*nweUxFsfrjEs+@;47@dSyf~6o^LD!tsLl>A^+lHCXU`U}&Ff)|ace zs%ERoQBL7xVMLa;M-L%Pj9~->n?l)uA6#ar*P!j?l9~c|?Pye50SPxEMVCDtkuFx1 zgLPNofI{G@|N>hXx7IYuE3R* z!?+d{2!X+q(D}ip7TbA);a5~2taU(QB-2zcbQ=(+2ca=^imJjms|2uEr4mKW>h8}Y zcm3_G4S?K|+3sV4Ug!FhR?IHbuHXT>4f}IDZ;g?cEUISPTz{u)8z#pl5l@FvS)&X! z3?Ga;FSqt&^W zJLj}AK~2V`ZBMk2COiBY@)CYpQFXI`!Ma*{-0fun2D4W3ATVirP%{AixI=SQwF<@4 zUVx#B%)7~rGdWb!LB=G5iXaqFb|FcJ@-&;ICbMGfAZ-tMsOa>hkp2b&^DP%QRBd^%lZ!$m>sf}bU%-z|1)x>PB-lwJguX1h5ieAQ0kkn}HD z&=cj?-HOJP?iMU_ij7=4+^;tDT6*ZP*l%F2hHIeVo5e_v;HwrWUnHU-DHd}zE=bBv z`0+z}AnfUD_|$N>DArKSwHecdUnb`Dn2vBVDNGxBemBj@R>`|%9(O#Zp^2NC38Vk- z_(gLrIHp-1tVw_JRsHR5ff2v1;{VIa6tDE>^WiKhCIx-)HmAQ>6fGulO0*K@yX{u( zw!01N=~TL#8$n83OeEZG_ZdtUau1DTzB3$?j29Ck+GGKJIxl8cZ@${k_);7!#%Go8 zrp69Tifw`Y{eA&?K`$E8^?b@`M0$75Po=q8Og8;uUubzzN~5877gHL-IHPwg3{OlJ z`A8nf!#Ae=c>6S`=VV0k?Vi@kc8|JP>@a;A(V&an6zF+8CjOY+nns>y2|o~NS*_)% z^zJpCD)=MMh6RfG6G?S?ktp5Xd@l=N0gJrIkVPttGejEslvd4tkKGZ$bTQb7aXy^S z2b;l+%aF&MNka-jN|J{&WedrH#aNLMjpdR-1vu`A0a*wsRtlu}lLc4h%uR|U^X7O) zKaf6NSQ)pcXEJC^pG%8our^}0M>9YwmV^{v2s^T9`h1%a%p`4+1$`PD5_&MFq0x)x zthZPR?>7Azj2NjJECy?uVEU9DJ2c}=vzSv4n-Ob24sk6+?9<~XdmepeA4P+q*=KtzVIh#3N?Os&ODBpX})rT`2FS>vl#{@u}fF9Ztpe zp&=~jMd@73ogUxVqZ!w`kuHoK%#+%i(!A5Dofzjd|2!6YPLEy<@=bkNE<~K2*e$~u zYbGLKx+muAt@&ffI7k-OnU;honCuJ1A8G8axf)Ez8*LT$(+07(-jNC&@)Qj=M)CLO znw~vgV+#v!D3Xr1g{ViGpxrp*L7`c@JN_KHurT^SncN2&`#2-HTo|1wZt|Qzk>s*r zfE}$lx^b{UYZ#LB(8)YCAQZ2tbWR`1jJqJ)z?e*|9fQK$@c|MMt^P---q0KWL)f+=Z7=<9eXMB}?Y@d0P^a?#@ zFcU_c4r+-;Ym%9UhBnW0V^q;N2PE4zy!46t#aNt7=*ve?5a-Yw_Gfk#jIBfiW+51F z=@GR4jAo)=dQ|vi=4vrcA$@e7D9zvimbJ<2B6t z8xn&g$z)m4sAy0uD;9jBKeZ7qSzWu4dAHHny$xMgYJXMlRD_yA!mwQkIi8_mj>P+7Ostz|xMbWfT#}vWcZ~2C}S3T@_mBX5{X0+bqOiT!`Dnx>KAB4IyOVL@E38v1t=T6EY^Q z8_`W9)f5SJ8uo&`Z4$?(?v|yUtWu&E*%web&V%`|P`M_xMU08^DJ0Pg>lPInWzOj4 zG&3@ezFLz=H?{!3$b3Yx8Iu-B$zU9i6rgwKJiW8}-9!nUlO>>uBS|;Ni)cyE;vEfG z*^^!H&hLGimsoSrv2kBGxv;zgQUFd}65wRyMLHv0xVkB})c>IOQpa#RXdu);{u z;z{<5kecdI#wNGKb^F|gz8Ln@nlIdH0WPfpFd5OQJ#U?p=O`Cop3kjsPs^B2kQ7L_ zhP8CY&3ffh?(oDfGK(UgjDViSaX|BK`q9*p%CGdc2|t2^=p!y9<*rXsJ4Egc379RP z*p4cG&v_hlDw$ZXhldG*s^;5F+V*ht5M=bE7b1pgy$vaTZJ7ovGsn0&x+pMRC+IJjNaJ%+EX8v^S&bp4B{t- zla1@4Kfzi>BIlr*KCmjZidE3)g%eSWOntr?cl;d2rV78@dSIM^Qvb>gUuAB$D#g@i zkHk;Td*BR45^|cw4nbp)crBSlQ6!R8VdG7^Xz-9B5+jRk*fzv=S$0?hTDxUHU6cqF zwj6`fYK*tOc7h$np6G;7YoHXdflrzQ1c=rOb++AgKybH^58Le5&;mmg*A*%7b;Eia z+^i|!hT!WEFDft8td)}+A1wm;)x`=*b!XH$SU@OL;mdUUFV}Z#A1U-1x{dsF<-Ep{ z0DbnySaFMsF+!7B0(HnaKKd`zlN~Nw0_Jv_xSjr*ZvSLj+RP9D8;pSsZ zqg(czmdE4Tw%R~9`CsZg%wb`+)-seeJx#g3_mw%W|BTY0E#W*=bvNyj&)6-NzuKbw zODiWdgQ4p<3etRG24Pp!?rWPc{|WNfsYiD?!Y|B4>lqlciGzSoOLw$f2XEl9DlhdbBmvb< zB{W(=9(r3GIYV8lKbmwUg!1(Cq8@3D_urQM zSS}A}+Qua>AsQ0o3$>*{yRj;`{SDh>MToh4o&77F%wcSqT@g*6e9e#s-@ipSIH#q<=AU1J!sk?e}&@=)T0s~V2QkybnF3A$80Eta$7>9Eh#@_n`D zyLtW*ju-9<$CQ9WOJJkxk@{5$;JURKQ)-Rgh!*Z3MEL;gdg_ST=<5XxY}I%dOZ1(M zNT*DXsBS_lcsm=SY7(5#Vbk01(rN1c)zq(;+Ebp+o7W{5w5k3{64^=m+`o}F&`dP0 zyWx@}ynSW`!EH>h+1;xt27(ellklzV;9vAC+ALMOhEVkj!*0=x(cQODb#X)}!Bmu^ z(GgeBq2E7eil)t`bSc$R1A&ocOF=E8CLKU%^oMrB|@s?jR&so)I)4? zz>Bgq-YW+ClVWRM>2OZM-50$A9{)_IE>QknMUl8=qXs-*7+anZwhivqLn%eq-2B+|en#adFRQNMy1Dwc(H3GT+Uu+QEv7K? z96!W{ergf=q4F@02H`BnOf+BlLQ7sLZ;O`DK4}X&d$XyGf1K;ge;T~pywLeeoJPxM?m~{qbu-AMg}sqpT#2if8^7Z)MoYLLzNxGSv|}5E@X}wK@Dc!k zcPGSSDWM>0BQ@CVPlNJu?cJ87VJHPVVmWU0bxR(AY~^uMcCP~`f~F5li7Q!B!V~O4 zaF-h1aO1!wzvNFm9FN)kE0BIBt0_5=;(#lcsrH{^@}(m%>Fm~31(%_{e*;9qx^8S8 zTh=}d}lS9B0s!J$1-qzF=r$rPzkS;y$u7vxq9LVpYWYh0taV<3bp7 z3{|8-Y$PDn_CdWpp|SlnVpt+5^jjoW>)DC^S2Z4{Q!#qGs{6b1)gK7I7}mrD zLx3uSiva;Z%)iA}EUU#L5QG`M_|>N%quculW1Sc=a2+s?WTR)%I9jg(m(bnZ5?uSI zc}}zEY-88>g*c7~1=j@edt*lXv9<{YI_8|(c1Wn&Tg^oyg)OOz?G%()GevCLltLt6 zK$YUAlA2)_;+`&zelx3;_NqVLFgIH-;OR(tW<-*sIjUcr!!FKhQP zt;eas&+)Mt(x&sGsWe@o|$ z8dsDoFt-)9Y+@h@R>~GG*PwSM`D^waybBd3+TY#Q=@Fuw9gt;23Fo9?3y5*5l$)u{ zz>cM=TpjsFmZ}S=FdDjTp@9J&3!g%=tx#3iT-wE9oAwIL?e)s%re!!Rw$*B=`)#Lu z)!_KtJdr&GZPQY~=z8gz$A3$YSM!z9x%cL~g5$~Z#NF|Xrnww8aUwJ|hTt?rH>Ian zlxBm{y3SNHRc$*GYim~+F88~{{#oUmxG2q!$r(knjov39AGD05I1nDSU|TUG2v9Bb zy$kpfU92RE*cPG&uvHCZh+l0gRJYF0G@N z=r??5Ql6^q3FL>w?v5kZ-cPG%l$Ct3Eh>#>g%IDb-q|yaoR?bqIhM>u^YofEk+$LP z?0UeoFnF_=Gi>$4THyku{UC5RHVEBls3{0>SR&Xr@D~8}aCN&Z23^hyv_hK|s*SgW zw8An?za0fnY;p$v%gp`5@vM3$k}v&h@zyKfmuvNKnyKOOo%rJVF57bPs()BN9#02# z$DnH6C5c;-sUCL-UOin<4X^JiU7coh_;6awzC6S0g(Ttev{sLYQo3E~^69{@ew;di ztKk`)Nn{pHiUqM6ck%C$1XM6V51lj_|Q(2@#Zr=(cP=Qm7N%vU5tP7 zOv_%svf+twQTNxy40hMWMigsuDlV$OBJuHfxjx?lBytSN~9)xE0!JYPy+SR@rcM*k`@d>Zpak;!GmyVJ(GFD7$t=`m?t&SB2pQ5&o`b=+e#V`$|0dh9kuC3WB{w(1|L< zNrVPHg)489i*@H-VTugw4m~JyOcde2ui5SM-Rm-cxq0T6zATrn8E@)!s&?Cy9k*}l z9?GbkJsz*?8-5>29}(x*nKh8E%4|KTZeJ6#pB+8*AKb{;NGJ0-dT@3_KHQb#DI1(s zN_s+@{vw=Wk{rTV3#v#5-k1iDf!JTB%=pnECteF}4Hc&8V*|R#Zkw=^4QjZW&+aV9 z%~^#U=7v5u?&g_J4kXBKm=dzvE9+LepX{c3w@st5Z{A4Fl$Bz%lt8kJde6N>LF_TU zRQ+OkAlHrE7J*p6^oxZn3w>!6SFcc_1o&1W6f6>x{h~4hu56MWzzg1D7<5Glq&7s& zT8t(RIPNHZ54~ti#1ftEeKO#HqZVhsUy}gyJ2p-z8N+D52}ly=0b7t0(~XS{Re|Rr3tRCa{R8FOr8F@dU0ILEjBWP;MTqlT{A>elZw&7U*Nw?T{z7j0B>@ zNfy1FVa#rBx0%e8kxpVVB~P;dHCUc_OkaqZ?$^36J7WiX0RsrAEuDLH#S^mCZ^@Kk z@pt#V>DOv@?dv6XU{Ozp4i-lvv-Ng?0 zNPP`?hGi|)c1(^R9||XkIEY}7B37)t$FxCDuLeC;X2%a{jGN1s&;&70oYalsiQ7MU zE=fc zU@>}p4(&Uh4MT}5_n$~gqf(daN24ct2i{1Nr}dFe38m6QN=y6pjr<0g`z0san$Eor zPr!9OoZUV5$w;tfF2Y`L+85pfy>~L3DwewUJvnhLUjI}zl98?LuIt90fv3^KIob05 z@TxXGq=rAbp1W>QuSk)FUHK-j<`wdZMQRZ(pUDegT#pk-bRDn zRej9JZ=jE)58sYibCBX2aScz>dVcc4v6N_aYb~8fV{?c1ggf^hPs9^9XCKGu&6hA96<;oY48nb|OZz+C#cdcHI1;SNR7+26;(7Itgts z8EvHQ)qIZh1HYg8iWxdm%iQ1`Mk3efLoD%(kZ$)I;@Jt%MmTCb$8S>Jg$`Cdm!0nC zUI->k5jXS%3^h{#CnBhJY(kf=2IW1VZL~yd$+Zf?MaKS;NXy#p%g_ehT7m@QL668D zLJ;op;S?mHx1}I<+pb+$FsLtc-m951dpK6hGg!75Z=fsmHT(_OUg=UE@%Y z36P9jN~70B(;&AC46MvpCV&dyIfypPhmIQJPvfgDr@8wvgU?u>R5)VY%r#Q;_uE33%La>Tft#4n1w z>Mw(sw8dDuh-zp5U`X%w_j}d6*d0=ZUkiwbF%GwV0JO_cA+|4S%j*G*1??g81C(81 z6u>YC&&%k8@Rt~tk1g~DRSb~CXw0CEJAlWO&^dZ+m;%Fqx|gix>SixFC!&!c$l!oz z_EEDa>e^<2TnEuexr%)^O!j+3#~%v2^O}YQ;0P(`j#;*H=z^>x$Fr${bqEDEx{#Vz zrvacG_#hJALpO8;-ngI>nQlCSRyaG#G8hHQ(b--EyFw_)Nysg#X%p=qR2xaPI2nRC zXSgmgF#No-0r2xsD-ES%(#!m&J-P0;R&RdPq0Gm)(HPtKQvG5LDTZI8oDIiAL*SEm zEqL9?wI*|XSW44eZOnGirk9SyGoZg6o?5HAU51H%JN(ZwOt2g8hfk7HP{&a)0Enza zboT&+Ft6W-Fn#d{%G+Go!Hn7&RMO22Ljg2*a^mh9#=5&6PVhfsf1%sBkwLCrY1`@B7ViKECL2xg8BI zx?CsaWxrWno-U${`zH=k%O+awL?M6ppdx$Zf~P)J3@8Y7SGcLMLosOfNpG*!R>F8_ z;$oO4(_+*x?Ls+#5`7a_* zN6>y|)#pACilAKMq-zwCO;(OHi=&b>c81IoB%L;>nG!-yQ)h?CRd@4lB#Wyh8=)J+ zcMI~`mP~XzW7off2oi*mObSIx)(Tg1q67spu^z=9qKV%52%i=;bS*(X;aoVKi8a4BTJYOg=*bI-EitUWoj@!FQEEuabi-;<8 z&3}w#K6w6J>!JSFBeat(LcWDi3ue1N`` zLMMugs@sc3ze_5r&l3^3Ydh~vp`}~LWWRyQcAx2eMhBarX>ZB>iZk9)#2qJw#U9Xd zsWE01qQBs=qZ1AKjv5A`Zfu9jp)GsSv47D?+WsQE3a*`lUp9IHFK`R3rkE-W=|@W} zWfQYzD@%@f@P0g|LPvx4T}q5#gz;2242(UD08%YW6aDO90rvq2{tsROSENKfCvXbj z3y-q}k1F3b?=;`g%kK_QZjS_!scsox=*6&X=B<1RXeaLJ&z4qk=Oko0UpQezG<+(E z!EZm-xo&-2t;^kQM@(FE21Cp~;wxjzcKSS*AQT&c-Q;+G=zCq&u7@_P>EJ>Br|G)< z%Xu8Oz}YT478|Y)JUax{;X|}Sy%3^g(2+6VJNejj-@sUYUo2Jxk%iN4Vci5?vE{9V z3N@-NWBLs66NQN0azgc)WWo;L>r;M!07^q=*`h~vj8?g|s({=OmdS}hz%cGew_Q=?t$=pZ6^x|(L=b}i zPM#R37FOIUBWuatPD>t~&@zJh!g4}q{-9mO{>iO=3p5OLdYI9St=s{BJDb?7LcBq3 bK#l(o-V%!mpE#dTgdWwD z)YZ8i>8YWi{r`0T*IQ=U{R|A=87vPuQUCxSw!Gh-p@J>%ElP0zAaKLRu5Q$b{=H#%D>`YkB|aqxJT2iy)GW$ zS1C<@xes@MIf8k133;p>2!gCpE%mA1`AYJ?#t;Ky@}1^>l4eT)pnt>ULK^^}T{FUZ z4FJT?mSOXCfdPOv(Ba98JV>p z`rgwvT+O5_zkXjlrI5>EAV-uwR0&qzU zS+gR_2vHjoF0D13e`RSS!+-?HM!wYalCOw_K0m($=hEDEjkZ@9GNEJ0B|3B-9dVwmH~=7o zM5OhzAJ4~GL>r<&-+=-E5W+q5U1KFZS>{3e1!^+uKDnVNuL0Tkvc})6@<}Y> zv5Qh&Ch48Hp+T1ac+RZOAGEr29MLwj;EZPqBUPA!iuoGhTQI}#tZd3He+|WQn z62Mq7NT8-`9uoOcD=pbl>jNtmU{^Vy>(t=9vQwAvW>yXwvIS}Qng1Q|jS2Y=JNZtx zC4O}}ZXzyV45&{+S2^+$8jKvu`ZSL@SUIWHb1Q)C} zKFkxS#)-U9x?j%i1OW81iEBq`4A903thhHuxqb@#r;fjv%Aa)}C;ijlTafFd+3}Gv zJ-|0R+Jw(RrBWxxWc3?Mk3oB>j_Fih$VMoDO9J`Ia;+7XQXrnDub2ixouO?ns{SSn z@Cd)fl|lyG5$39m7AR4A!Z;1aRS=@njk3Ab3o=H4zoPt8P0>RqzQ;v-?~nO@Eh|p$ zf03pU_>APAIZKh;V-;ewvikL5z6A*FEPDFBvl9AV#|w>8n*@A2w%u^;SiiTgl%qHr zvB07jLIbq%lzmCz5V)ShiAzR3ug>8FWE0!+EzKNV&b>Z2ntX}<9SLxm7qJXbW+oXY z)8^vB0gP#UItXabq7xFZ;h8gb{~_=K;4+fy5564O9;11mh6(`eOL0(*Z`06UEfjG)Ob0@Y=j{4O&?U{ z(|j4A!Yt)yqoS820HJzbQl%erTK?q|v{>K%SqNr2#&Xq(^a+(XfL#nBn%yE$9C$xP zF3n9DkC@&B-n6)c>QQlz_xW7rp<4(Az()UyJ#_5d_(huAMA;(Lw;uqoa+HEwT(t>8 z#p%ptXXKv68<7A6t*jz8R@XjaMCIw@Bt2`0S@i9r9+}@mW;CA?J*-Ct?0&MN5}VW> z#aIML=c z@lG&9bTlJmz;)KQ_&sK?%%R$W`$=lj{g25AuZPq4KEZ$YZ<{?wemV?E+^hbck^wv;T$qz&y86jz&9`KI2_l^$K4!v z^Xppe^b1B@*ffeS!Z8jPq&wmlbj(RZ_bx4gC$Npua7~o%($Yc4AG`3VpFbJKMr%hZv^MaJ@t;{CDLKk& zMV;41E*Ucio>AVtLNuwT?=~@_k6BIVc(VmD6`TnG07bpBn8boRfoEAy^H6e{vW9Z4 z+NZw*b8jw*0NJIx>;oeH10s7EOs@c|YEau(#Qwe^jPrfm6_|ikSCb{v=f`_HFOH10 z)c^I6z<(fIIR309|)&Tu48OimhA%9+1#+k{Et*lReUdAlI6#`D5 z^SuW1iTH=>z?gl)O9A?fgAO>3Hk|OAA5TP$kki>!cIVm9Pl0W}%Hlj>rx=fnMnKdu z0l2Xv+2g5QSouIXu}cJ4T;LG+=jGS#GDRJ`Rr7+6xjy$Ng8&j zvnOdUO7w3jH}Qxn#SZ#vO%*|P_(mDb)sc(JP!OzbuQhnXHk!LUBewwq2}qEiwns>_ z0ODIvP$|syNp9^+q_f}1qAeVK#SU`r64dTqp|}6s%^YEveN$qkbI$$M?%jgjFt<2K z^-^RAcyZ)`kwBM~f&7ifE@2h#nu~Y%u8o3-9WuB#xaH@Oo9X9`yjlOFRG7Hmw>`}) ztd|f_V`BK!tz+4H`a!Ly9yeZNF@?g${9v=z#1Tf9AHk?chO2*nrt$?cF*3bMSh)7b3?QS-g)Qy0vB7yq`X-~}>Fac?G;TL9@`t(0IF z?a*LM(2cv#+*p|RtrJ&yMc&zm@)X=?Zddjltq;K?$FA84P$bd;gcv>vtp$1CO@I_6390m%-D&qC>srXT9HJJ&HYrCc$4_nR3)z$1-^81(&A3vF|qP*Tyn8evV zCrrwic}{_dm@LAI4jR50QDknaUj)AWjs`~QmMGVm6tgXwNWIuyTKS_SL6#r= zIFUvw`a4oLOt~3A<>j73@=gvs?CG)~fapS;K=nhcbqT~YZI-aziH4w~Vie8Oxc#cb zL_B+^e7ONz_#8EUyk}m&c=e}a`QgD}+Cyh`I@zJn+q{`_3?Ono`_6c)LJ9oFh4A9b z26&cE=3$R=*_ucl?T6mmarj~?m9{`d!}j8b#rpT|Sr{sJP7fVf^7ekJ`o_7!1(X?p}=lHZc@6Vs>%Kx0Ay!Ur^U^K2~Qf)CIHUueTcz-_H0CwNeZMJ3z}@ zX`OePE!ZMyO}BWVK3Keee*A{I1ZLA&eVVGk(Nz`YtN`8Nt>rxCOg(U3bOpch@&6h= z{UCJ80{;5x^u>2PmJ5&J>FMb$55A6$4gpfhbbY;dYVs0bjut_rs3 zphI*@o$v?)>wP{!B?q=$+|$WoHo-X9u)3>=7qMIj`n-@rHugvK;%pd!%eQ${+Kyc= zb!}&PMVd^|%k`(*G|?9Co#rnbB@}m+ z(mc-#l5au=QGL%}=}b1iy+2?WRM*MnOnvRntWNy`ZyB7Zbc#fAT!R&3DS?)GrgnC4 zx6j4b+?FyZkDB3=znByeEHzht#YR`qu$_L%cQe@PDgMLop7rR746NbKF?;qEALhV5 zrwvQEp(4Cr5X#2v%6&zt%y}Q&ennjRJkajsTNtZfox+>NX%jzB_@k>xkAk)oQc;vm z7{9fNSp9iA`kR;gLD-Fay>1M{g6;hSQCnYU{|4?N596a3Xu(5}N3XFM$eTJ6lvt@ z-vYCq)#(*Gh!f!LqEQ@l(_dYruPp#HqA>e!)s%^NrI@8!ul9y$?_&8a-|1Pj}2E9}%h> zuOy*&*k$+gTVY9vq}0*^#c254d+6;r<_80(Y- zXp4`OTSXKl$_X;1DRUs1{qMERiZ7!C#94r+-#)!EF;dp$gXp1q*yLZYrq5T8@Ut+1jNH8#Of_BErtA1AG>X$?TBXK{eUKt^D$dn%%fL z!{J%%ci zi$f{Yx2snzT6m~;VR|L%L-8fzW17~^3+~qZbMNX4Cqn3EnCtG*^N+< zjN`k8{)*2a<-B98Mh#;LEmluCtdm$0w%=Jy{Y9DgGu62Tr2T^YFw}JPF=w6(cQ9G5 z>Z_~pFTVvLH&aW|k&~aW=uznlDzlstxTaRg0_1xIj;i{^R}G1u2F#}D{DO6ewgxKQBw#Lf_h`R!)Jh|`>y(X8BGSHD1M zkEEU}JE*CK#NzGbraNX;_cIN}HvL5ezQ;1_2a#V0-?nHph(wn_I1Jc)s@W3w6mb^QY|FbUm;LDk@{5)&hNbMp>Pi#>F+Fxu& zkx{L07fxiw&E99> z(`}|CY$P*=bpc<>G$i9*--R!BP0kQBgLtk#ELih}y=Ym-ocaz@mnOMy&gU)RE~JNc zt6+(8b-fC*a3|{G7^*~I=(@Yx+c70x0r~C(^M&PVy*6kQD0l_-QDZ={gj+aL8fs|P zB#GAXW}c!{7)Zw1>|b4k;XG zwo~}|4)RgzIXjV>J6?cQ2HA=(7lH%_{ssPYqd{Gt>tu?rR-W)!9=+Pn+fFZlkbIfY z4N>5*K(6EcexrtEWf?1TJ0UCu`O_f8=Xdjpa85Fj4Xhis^A?fmd@sY%b#V;(AO}R& zM>z~t@U`r&jZV(Db>-ZhOj)$L^Vz^Clu9a$iRKkU%h zci6y}T-t5X$yQ@Q8qh---AOQ`94JKDEGck|z;k`>pXTyKg2M8iTa;iLbt2KZ5RTDa zZ@fJ^TL(89UKT|cqOaO|2k}!QWPuCcG|| z&fOYo(4Ed}nXW993fP)KQUcy)?EkaGaW^U88~s5{;V@8(jVP@<-{W@WGwFolWq#Ps zqgT|YE&&p3C7@*2Pe&9&Pd&Ir*ov8+_@pR8<=VE>b0P0}XD;)YWSFa*U^cPFA4!O! z_9Op3ykg8{J|{(J^`n{8k-iGw@39nfw%}%wD%bBhw9xJ{yqeAUdGh2XmaUISjm!80 zMNP_Kppk$D-r%r9N+b;+s&VfK--b0pTht}e9*u%@N0!MnxuMkV?CoCcl3rBUxwIR) zhZzoe`yK0zIgk|dx)T_2pN6?XtCO{Ni%4`Cgt}GmMYHFqp&@7e7Y)>{KWQuM4CKP< z5>Jz;Taf#RK{bi*nJZo}`#s%pQgOQ;5(%zyIwFf2(7w%@!xsH&`QC8$x{#!uU02y3 zpHh&`AzdixF>g-#Sv@_J>OEr~{D$i9P)3pMiC-noCkE*6DgM@zHdP%~0_oN%yYf!O zk){=oDGXju@PjV8#5E)AgiHNBL2la(_&n=xN(PhZT_wGuhSYi5SLNf zCX9V0mw3-*Njl(KrAgoiEnt!?c*?8e6PA`+U102=#5=@%bvia>DyaeoQ}ZoeY^#+a zh@1Snq!n(Oq(f?i2FmHnuw&7h`&_|k6-jaFOq?(e2DWZKdaf0cxmf3-NTa5fK@RbA z+Z_s3UdT)G(l#>=01;Z9Ud0IJ3w^paVUzEmk+3Sr{$08LTDS&OV{b*XxaHcWu5nA* znU99(iq@UQb86a6q$tsGnWv&#S{Hf7@$|QqX>s0DaA~cW0D+*_XE2*PFMGK=J3n5X zON8PG7eT)_)!Aykuvok!HJ`LZewt>e<>7XZIa4G3=s)zj_pwbHRVKAH22&FmuZZBl z;2#DuKu^(MRw}?1wM`i*xnTxPihgC7=jcT41l%=ROVCCNsDv0e-3xxRm;oYsC@!?a zD~Q9-x+k>A1J7Ec4RW2m&x+Nzs?5w=h#hHWRo7( z?L~#cEm#6avD|s6#p95XJA(j&I!aGxXMV=QqI<9X_o?v+TpQXp{;>$x_P&DXjPUz zhNGuziWKrpVPx&ai?{3LE(ck!J+0cG@#+i{c zyp{g6v79v>kx=bJ^M&xGB(fgGY$!=}c*n!(b=!=)$v!QGHs_M$X z=g7*wF!@dY`yd`^{^R(ESV!T4N$cZhoF8z5zy_L$w>|JCV9AJM5Ps>Ktv*q8iE0Zk zF~1`EGv|M+m3%e=_A0wx^}MY=H`WRpV-^g({_Y(3j)f7y;14{dq+^okyfGF|e<>Wq zww+%4)l7hgFg;$dy6wC(l2!HH_!Rc$Ok`u2ght*4x0mf4!eb;duDXkK?H8Ec25O*S z6uf7^A1z@?YacbQ2)C931`Yy|@6e6tO=^S(C%1-A_ADP(?17mvB=nze;k(SoliKj) z(7XNFxkMgP3N@g4w+hTHckid=w2dZxVf)J(5yccC`~)SFfyx;l@9tgw!vVj>I<%DE zjmKuZtmIu=5G3D#s?1U;ob-^Ky_g0IN3nJ4q*4gc0TCWuC^yfCFt4UNk50$4LaD;0 zoHFzD*SbJ!`bPN2Sj1|oN}VE{V70Igq`f?dzVnETvBEwPjD37PK0=t$y(mSDvAiJ4pjZB%8FbQK0R|Fv=yf z%2=izujJz{abf4hFL3qM;NA%iJ zjAP}#8lGUA4*T+@9p@G@FdIt6w`rJ5feZHr1vubSFQdJTJ-$MopnArVx7Q6@j&3ZW zy>rsHGcmcBz5AvY26(lj1m7?4 zj(7`u@J8E6d%!L}PE+e;wDCIR=aa>UX`ln-<+pm3bg@z_T=Q|WJ)WYRJL%|kF0Ld4)} zk?3Qk1%yiQYiuLY+b7P<9c6>$cj2=Rr$rbpXe}bA?IK`ZOi$SSgt5$!@9xCGUv6$t zW5Q(z#i`U0EoEoA5<|eeHMlMRGD>BHyiwu=A-wkjp)13yB7ydaonoO=jfIB%{Dpk zgPWIxTKiu#vVVlezerC0C4efb!BEBDy~ss9?J|!jq4sL3;f5ET(R)!RocQWLWJc)@ zHmTv$n)q3PEArN0%r%o%C@tU3`G_CC;jV>MproBNv^TfW)OR^KKg-c-tT`?Rf_N57 zj|krzAEX&=$J*bOfV>EDCPFnV9=+nc_K4P46@bXKO&f+Kp36mtS)iMVU@n#$4bes2>{h){OR5HhjToY2Ac3Uf_)C!XjY3h~l`7txMj z1u>6mGFkd?E0#m}Mrl7WdUacsoWQq%fiJ_y4OQ!NArFUn`UKGt=5_r_*5W|q{lHVH ztY*)4NpCZ+HEsnU*-Sr+G;%eG95LvtS%1iZyDU(z0wlnp28&5eOcU*wOR^rJ!Awy4 z%*n6J$cRg>x>XRU?K&$oudO8E#|>3~U?Ls$5W+5GfbS}b;=FHhriMjqehAB&b60crHKkb2(c! zI(&D#qo~h;?rE9MWT|xtfkya~yT#|x=6Y}xY1wyRaUxNEx8h;qDGA?CZ7t;PFXoqF z#sr=cX|#o4ur6pS(52!S#=0M0@nKJvwW*1N<^H5Bk=ZMbDkrrmrboyjjX z38e8`UtiXfWmfI(*#uD)=D9gTNeqg~t=C5%80o-uX#{nRxe$SqIVM+z)@a8;;PAv3%F*Oyyb~>WfBZ{j zJi86xn|C$x-Ukv6@s7UuaxVMkFZ0dOg@N^lfdbY6^Sp>8?5co6Oru6w-bCdX=u8y> z75I`PSd?Kc`GeTbh51w7=gOH+{!?Kfr$J!-1Ysn<$vKX%F&*@`RhFG zOn{!)*#k9vCg`8{dHgptB}+OJ-G=h&yE?62R;Ez8x2$PPK6(BLG(mZ{KH#awl|Iub zA^*ns@oab!HLXqE?boYJN7A1ef4#9XW@vax)1#@J7#DM>3^xOoENk9&Mlc4t*d3n4 z_i$cAdK_BvAOg-W;v8af|B#C1%y6v4l|#HPwWc=f47?~*fLPb!TE~f?eO2=!jL2!! z{Dx9w@YFri99_VVlF>9XMEqSXJ+aT3GCGwSliV=fxMNF8*_b~5IqklOHMVOn7IaQI zF=0C+*vyW&$wqY-111S|)fo%BQJXv|H8TeVYA zbId(~)3vEcQNr!rE+#Rvtw_svIaWA&>$L1Fgb3cIt8dbNUZucKNs-P(4~1owGAzZN z9Z2c0r8kdg@rW^i!CvgG#4H1?2ETh<$C4Om#`vWnx?<3)k&~?zgR2@}MjRw3+G(6)0Et zwpAp(FJWCtbGU(m^zYBmmD%*zpd_2u8kJ$SJnQr(cbq}L5)+Wm zAyGd>&jUG9&Oag!a;C`+T+xa+17b6#;KK6(iYkl)X$kZrp?{ppc$>9@Zpyol=k7aTU=`-@}|d2Qhs zP|H>PS^H|VPXWS2t3a9f29+a|!1k4q=99T&QyL{;=skw2{hyd$U~g)7wWv2hBO?PG zS4PIW9l>nuG;*bW>r$!cG8B-Y7%+k`0?$b?|akU^w*GptMBT3>dEk3 z>J2Gkf=`K{ySBd`Tz=3l*7pw`l}OL{vZ=MsTd@lXef6a`--rm6Y>oy-5*zD2FhKjT z)=)CV)UR^OgD=yX=bXQn(-3X$_Ancn0H29n16L1~DBaskNAY`~TqVvRp{;r`3FGUu zP_0Mb^E)d{i73H&EUL(z-=N(z zJ4!n#w3F>9&EZ%hl4DW5XEIFmRpE*Q4~`7*PV7uq3|W}CndNc&u{VVVgzg8rfFwAy zWJ9QT_9RYOLe0zU#*2FWVagKL_pc<)qEHGz@Lp|1UNfKm<#wl&z8?2I)$80c>ZeEX zqNdy|TJ`traT%sy)0L@~F|CN0*eG}nNc!%~euX%e^AC6&GnP}qLB(faChwL^bo$Fg z&gT^KGL#-v@Dw-vE0+wlr>|=`j0>q-Rl@gPsX{hlg}eJ>`L!ev8BY9By-re+@=?a? zhk!D5q_q8mO4UDt4aa&;%b}ne=&RKv`LyJT?!Hzdl#*M9ATV4J}v7On{XCg-c`}B-mSm2zaZr?Ukk!~XQ$xOHh`0v zm*M#7l0}XO(hf`0l}Y@MAR;s<$*hk3QH}p-PG?eO8)WE|ngeOjjmhjCdiO>INOwQwp@#Nqvx1y@R`@#O?ZAih8C*SL0)160Q8hBB4f@t2Sv7-GZ+`sKhji?6bLvc*~ zzL|#~i$Xml3eWbD-F&Bhc<^rVnQ$93(L$*!A;spO?Z+*spAG4tt`jXCk&92KK)Pm^^ zbXvKlD?jspMOUQ>Dq+nWS;v|$oM*CRM5i@EA$tddI&9P!Zwo*?3+{Nb@}2bHJlT#| z>i2BQk4eed6sny{ehzdUd@52opiw9AZHych(WV3C z(orvQvT$8$rNFFRLf7ukKI9hj&w-P+o-ij&>aWXzIS}>Z9piz$KlzZ&$7%j`Crag> z4ZJLN?Bb{-+l-n*+OTr-MjA3YC{?!i;Y-hH9va?evP61oh5Rnd{R*e?ttYXE<=Ug@ zj8LvgiBZr@%^#hx7GgfAzQ?zi__N9Y5YHSbp}?%1S6mLn>-eNMcCu0i=&Fnv)bz7} zIJTfBF)zm~2;vEc8Ti_Bnwip5?vz1oDt@?a2;%rOq@WkC+#mK_>*q`tEi0Q9C7m5v zgvU?r4gUc*Ut%cjr{JT4KL`C2=A0;Euf6XryY{gbZDP8e9Q`Afu=oLf zZqezu9u5xSW2}e0VU4S4ocexC(JHtt3;tYo7Kcb8)_~!3Zz;)=UxQto%kgC78};j1 zZNO|Ld#}@6x-i9oCWINdg>7ci@s9oo2pOQGrM(wgNPFh%*(0PCeZsnm((R=(-fs&q z-sYrCWbf_P>KgahtYjd}=^1;lb=b^ZR|UM-(a|Kn0eWN+1!gRg&WZfpVo;GN)ov8! z`w&wA2?(z5)0bIN1pak5k!S!hc|u{Px+^DjTW2Y2`}d0>M{G-0A~RQw@n87o1c*E~ z;FV;ynv(}-d((~u{-vd*i2KAm{G?HR#Ms`QyRo3{Zp(>%q2)-tJa*=MMv_UC*9b%E ziVBRKd|+qx&W8ldX(Y`GV{>bVV43;J3Md|rx@`mhdi*18wHO?xFr9c3Klt=$_0gs& zzLtzUfl4h4NY^-7dh6zLZb#R6jh8HBe9=i6`5&Q3yf(f5_fnZGPj;gV&KsQG%ovMw6etnMXPGeK6U7{t=@ z7k}qtRAF;f2`v1+9}`MVk9H`ps&8dm$jK)wOb@o zBaRLOpY}JO?6kk>8BJl^#zuK^#XaZzI3Cynz22=g<$z?KAu@}=$-E5ftWWVQ z-oAd}5+)2vF5uUg?nR1Dh*Qzyj-%1!S`z#44QDamye#}LaFvJj=PjkJQ38R09K_P{ zB40;a5wZN9yfre%C$e_D#eFpSQe7OmT)UJ0L_U8$ow_fqZ(YC1!{k&dnB{(9B zVN?c}(E>UvvF_FVB)pIz>NML1Ug)sd;WHx?R0`ul%NBf@FJ>!=NR7&uw?BUAy2;6G zh>_kN*t*&i@7Ek$WzRBu*I%!~Gbg1au|DI!#oL5)MMiGU{c}3t!Zs6)87Dm0>s{7n zsvv$c8XvLOeP;wIjN2rj6w-`UB}HSZbTFMX?I~NB_x+iQ^U|OKR8e_2ojU2*Q~cFR zbv5Ag9c?W^hFkWvR)*E`mX@}!5J_lbx~K_ev{~T$RJ6&T^T}sLI$#%6re%fH7^8^W zZsAXcPLz4`520U!PoMgWmaHY9PzVFOY4)XoIM`(ljx#ob{aKK!{b)roVH{89Jq805 z7N;&cjG>kBre9%7Ga@@h-PJFZi-ABv*h$jUK&h-OP?3F3N(Cll8kttcm=AePXZ9A$ z_>*5H4a7KqKe!$(%9kF zdtpflj1aehR-H06Don+*JNfIKd681t;pNYg2QE1vdk(iqgf43(+R+~Ca(JUM8%HWu{0CW4q^Fy;a>cRE%ZjG_jtCqbL4jURu_ z&G4l@;}W7J!i~!TKQdog8WOkblbkZ8Mj}FSjA$4EQbHTpmpE0c% zWUMxqbwjL8i`1=WP#jhQVwza3FM_<=*i!WsKEBezlo%w4EP;GCy#9K5T0 zOuO;@k>cd-&M@qPRNQD=k;AM_jTeEHgv@F6=^z8}Cgqo!@B1Oe2Q5rpK}?rM#TV4- ziSLPo)e{^^<%ttwOxn;pn0A1*j3hs0vy0%nc6ct_?~oAp`0=7lc#?QaAZXVd5Ut0` zk%LY!!`r9AvKa3U7D`Fr2Jih>C-uWkYu=#J!JK64r?kqCUmV4GdX7t1OG_XN|MD@L z4KQwl{ZOZ0tGG$xw;Tqj%6afdhQbv1uCuIpG-qpT9s~`ov#_vl?QBa@+Bg=d8E@XMV38<+c%dEs_)r@`8mfB+b6?> zhrf%bpG+Ah%vu%!oaRRqsvCM4FgUBSFY2%r)o&Z(0 z{y4cs7eKUo-!t9D;HUs?<;6{n6h(pV^kIZzw~0im;Hd-%sk0_VGEc}6;pSgzb8x{8ix8NLbP^2&~C_!SL2D~UJ{U$faay) zi?t{a?x&VCN=lhuKD=qweG23Z$5L<$+=Ow=W>VkwLN6E_>c%!ZZJzCrlvL8F)yg*+ zv+`=Cw@r!?s7f{~!|3tmT*dIWZ-yxe4R-mSD*Kk+k<94}V?UnHw)1OB!M}2&{(*iu z;*j#I!HH)_u1!!fFEC6DToL+Dt}bQ4IVlYZgFssIpuwf_?0I-) zIInryqrfpwF33s@v3oRnN14I%SJMktKJ?>d%*yDe2S`@>Hj3>~LaW{HNg?1ul<^Kf zC-mold<)2mUe{UuZ2hvMRfoSu*)@Y@F8hke2`6FvBRyre2X0)SydN!0X*%g4DbGV9 z1wEgQlxFra~pAzZ!YT&?ENDQ)QL>KzWuC*3x=FTO5LyQ zQUT}UGTxDD6?^^KC8=zDAkzY}=Yo{2-CT{2n^u8G`})QlSF16&o)*DZ2`smdA?KQ@ z!azca>ic#UN(12IwIKgOx+8Z0{u?WIc$sky{h6)-Ct?sr*c?Sblc5wOg|BPe4b}D| z160xjeP8$Fw~7Ref1iL{>p!7TcTHtp1%a66qtJgIxw^V@v$so6orKJ}KB{s=C&W03 z70SerM-}Oyjwah>vu=1v1g~P<4p?S_sOJWNXY0>_pko^X29n0&kto*qahqrQn>|fk zL7%7N?bX@khnL;wpYIkpf9677Dgo&z^$Jru`=q~h@T_`D#Bqf*4OrR~SOR)xn*7r29^dEy%G4Mxh=KFOBn56?(t1g> zpGTUGT8wc}npd(WGXOl#uuA$|vM&^cXcd3lE|Y?nTmq_SW) z-{1atpFilcZlOI^NS=i_rhk?X*q{o9@8a{D{0bkuxeidit)=bzA9QZF^U@d@HQ^R@ z0^_?h?vY1_`)tsRm*08pQ>(L3GNmR-&r>3Ll(yp(%v%_j2ooN7$65DH@5|0&Cw;(( zq9ws;d$ymTl5k@UUxVt%hB`#DelIDCHlP7=t50QV_$gWKGnDN6XONhUQrJ_{dqREs zE{A8x<@`y0Ww3Db1}s;PF3KSvud47#%R!kr)UX&I;`JT;q0V}qos*8j-?k%_vR?>@1H=}wj*3W%u{e*(uRH{Ip5MBV^)jh5a9`w83m#Xff5C&#w)|z;NZWI6g32JrS)b#P$#NTG=N!wB z67}8U+eVrP;9kkbB`wlrFs%uVZag@0mo}y}%D&EZ_0fGe-56f^j9EF~(D%7br-?^k zpb^ANP5qZRP>`;5;UR`D4PUaB!CpO;P>&EEB}}eV#&Dk~-B4FmD$=J4yLMMu?3cL?9CX-6aGn09hQAd>M`o`Oq^W&1})zUF`w2NdV zu1>Cms0wWOBnx~GFzF|K5o8rbCkzG8pRI%+}W>2rc52V5x}K=91{lUoEHf0^3{D={wyQi zR?TC4UP)phXBgr`JD`~F-Jj{$96{rC0T~al&n%on;)B*`Wt1V+2?Z-kPN|PF_kk^iO?yk%GqmS6c{0shu z#A^Eb>`G-v{q4oMjEpYI@qH?=B^M#z7fD#x*rLPQV7&=(+WCo(*)~l>6;f`&Rcc$< zIZ$+zL$a`3O#^vd0$WR5?mxtq;GPVomAR;<*M=wW{~i?*f@|M~HPkVOl#Hsub{)@t z{HD0jBwgeA=Ig!45MoUA7pz#%0+sR6=m3$3&cfWyHGhGAwEHYF;2vJAk`tWqxR}lv&*RR=?4n-}AP2UfcZRTy6-AJ+G;35My_0$$}qEn91=)I!T zQyCeReI=X_b;W_Pv>d!0JG%5Y0``qS9bXAQAmBs3k#tF$;NW|?f;{-bbyMGKL>Z|D zV$j6vjPQ1mfkdJ#2J;R?n}L!IQBPQl5S5O$&*>Z!!R&$FdQ= zaJL>$AfE_1-=D)hOuH<3xh96Hyc5$vn z{ZQ`N@4)M&E4otP*IxiYKqz$9-T&hu7Mc%L?eo9e{gr(iXM2Py1mbF(bJuI7x~xwR z&7EobeZySabuX-u5prwt>4iH+I+uyii9xb)>Fr_MJfwgR{U23FVuV!%*s+`2SFa$meSMy`V-9W?8@h0IU-; zzD}6pj1VGde0!TA%X(f4US!h#K8z^+GoGCcvGDJHQMfTU$(N*&_S`N#`@mrQXl_Dn zzHx9s*9cUf2$N=or783`g)PL?-2Mp~HmGhE;N`tXTf+K(OU?e5p1WoRUrs~|3XTB* z-_%Wy?h4ipzH~Xb-quGnEM^QJbk6d)cAX*$!n{y-`c!0c^CFKC_H??GfWKTQhy;W96(gzryFS0C&?ud^xG*v*Z#h9()xnV zlp+Q#7DEOI;YVpC=U$S?YH{QcO!rZ3P+qU?!S`!&<}D>f?PJ*}tb&g#0==7I>OHtElOn6anyQ#os z7>Mbfr4j%zRJ+a{>(&R6Yl}xG87U+r0KWZ+)K`*VJ293CdKZmWHv!-a%DRWQxWTov0-mLDWpB)H+h<#yJm z^{q9h(e%sa3+UcbZ$1FA0V?JXTI$tzzT^#c`@-*%y9+)>j_)xC9_m1&`qH3Q`8Icc z!a9j&59c2pKyZw`6R=_B$f zL^mK@qY_xt?;}DVqltg2Z7ZLgIp>)t_sRh(Qqe^3e?B%Wz4ei+!DH3A^-c4nt)khN zk?whBVZ(80SQr@ef9_I@q1AncnG$m!H4*wA*Tt*o;o$oYXCy$CD5R1ugFP?vhbP9c zG@y?&AqQXi??xeG8%jnv!>C1F65)j$K5KZV+xve!x zj(@0mNu@Ylmnelsr6nkA```XPLeW(aSYRoO8<8h=@)agya*brFgKyvAyos$_A2b&z zil?fP*t6RB#BaieOj!ON(_|r2MgVaWjaQM(c>CS(O(^vZGw!cTTpAg*R6o0_C_J zWX8d?+>-Ecy-LDN&kC_P^;dBXF0pEHB&v(0&AA zsb5gR*hkCF(cW490)09Vg9}b$x?Xq9?U%|xUawv%CjraN?X&ijD z@KVEGagBpVKU|!y*|Rza6bBX$5!uRpE28PSlaBD^4?!Ts6w|6r%}^Sdy#QA=?Qf*7 z1e%yjgSgkGt}pufBXFCE=vzGEuI|O23dRV`8lpi6<{YcSow|DJyzmOa7uSE&J|gME|@hD} zyTR5fJ4~WIInbf)%!)14?d86@Jg_yVn4rz%+1*1>=-yKTn8!H)N{zAtcCX{i8KO^) z^jHb|sUj5BK$uE>OOpVsf7re_vMWS`a2PO`3>`70GP@#o9+|cLJ>X%(_S_AJ1nz* zXv?~?JTxnEWKQt@o{>`&0NWD9e;fpWXcM6d13+7iO@)D!Q{HqL zB}kv4&ql~X>=92R>Br(eB{LYd?I1|u=~{g(wQwyaK|3VxSBK@7K*!NlTl$p2WUsQg zP1Qu=>K=s)*?#-$UOP~Tz13z2Xe+@)d>`7NMC_iCr9jsN9V7m{uknUxD5aR literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/383c173c-2090-4aa3-bb63-86181ec0e729.png b/docs/handson-cnn-tf/img/383c173c-2090-4aa3-bb63-86181ec0e729.png new file mode 100644 index 0000000000000000000000000000000000000000..134b98bcb50dcc5fcd8196b3dfc391221d0bf2de GIT binary patch literal 174 zcmeAS@N?(olHy`uVBq!ia0vp^+(0bI!VDyTp7(wMqznRlLR|m<{|jW+smLsQ_LaeM zg4KlEN6QWVZ%gCg;NaxsTYy=jVSEp7s@}!P3*kF{I*Fa)N@K z1{WKHry08$v%=ALJc2qU2?SZw(^2>AEEssiL)4_=-# zw{gbP57Mq*<)gB)G83TwGcNFh;|IqNjvpL9IDT-v28VUhb$x4@bJLEC!_xE1nw553 z92%Za7$-5r^J>mUJ2DPU*LOh(@TJ6eT{mZ<9T^86N;(oUns1T8Almm5?NA_taOipf z%2%xG0x;^d+gIT@>F)sa9L%W(1Ay;AK)?{G+5ylQ%$kdK(U<}N?n5MN0FJV5l;qsx zn}Sx_SKv759%x=NmvjuF9UDiBWTcX1ag zfDmy3zwj3k`Zo)#>A5gLA7AL-$0Nm&n+QhGH0+LL!zT{q2xQ-b_~ppfL=;F7Y?n!0V3IxJv1sPC&x(gfE3b= zXKr?7JpV@rIOrp!(1Eh&U~IiTlYTg!`Vjky4}1k413B;{IgEW4j?C<0e!yeoMIQ9! zFbEXyh(4wN0@4ddHWtZC0tsfoyx8lIq9&{OGeNFF0uD!m*eb$NC?_ zkM%!;AAf{?Xupwuw2Va=!jJG({3vasARxY?#5(R;oykL5I>Rd>ds9dLD~i#C z#$H**e{FeaBVfrM#N-Me?S%VtPw`}kwo?EGe0%H?tqfuS5xG~kMHQbiI?lQ{zp+jXxD;b4fkPE)RLeMSDj)Ht%ga-svw2>BP#D z>7gP(aOJo@g`+$7h&7kpLYdPpg(VC0k}9IDVegckF4`goO<1x(FR4;#xq0jXuxT|> z$r8a){p@xrS2*)5S+pxb$pS)BWmYD&Z5`mvdwplo3Q88}CspaBHV4C-P~A+YuG4B_ zt06y*M?+$pgW=D>)f+aeJ_TYniyKGF$2M~96aJzBM4Qxe{7u%xjew(-%{3sgVBG|R z7X8Vu(Q%wx)y~rOT|TYJw^(^lh4$V?dlpc2z|D@Yj=|_K!Pi}=%4uDu#nm`%oD@-Y z&{xUxzjb=nY6+A$y?s<^@9nfJeue;Eo7-tStaLP60h!YF>ng3;IenK=aWG7WX_-Ra z(C2>5N6XI;z{!qY!LhDL!+y^jGvv0tfbY{TBf?NO`#tZpaJyMxes-v*{a(PSyN-rq zWOk_Pfggv)$q+CVJA@**8s98}`Ps4f5Dd{=M!_*UJKn@@=VJ&M ziLWABE*$#1jDX`jIy=^a1YCj**zCByP|Guhd=192>=XQ^YWZ52WW_NC7LL)`vFSm> zF$gexDyB5L+(H3{i{|9)zzi{a;4rPzX-oD+NXvf%b`(a_vh;0xw-Z3wsaodfMz8!Iy#QUcGiaHT}QOb|(ss z&1~s7PEQmB$$emVl%Y#`ab0yi2+L8sEe(fOfk9X@A`s2!Pg)DXD)oT@8jO*FeD?pS zdNjBJ1XQJ}1_O)Mb~GhF^d@aNW~hbs%QzNI82kNr3>hL-?|{+r1yrPJzi$IFl2r9q za=rCjv|@w+RjN`IS-)7S7VYQMm7~ZKj&>OP{Z4?qXGi0dAS`3gXN@`Ilvj`Mg-ic#>A1YYJ zfQg{x0TzoJU}<^Ekb&O%5Ps6ygcOOX;Az|T`>6zLGlZSgbjCukKv}Ge8ki@G23f4P zK~hQWTvG@ZD2tVDRB?RfU;Jl)#X21Z$s|49_nFcO%GL^vTi=kEZs;3hOTHecAVW+Q znP87A109sr1JD2GX^*}>7@JSsKwoD(xtlM7!AghEB_5QmF6PIlu|cn`vES(X%_sVP zkb(?_!7S0pQ_yo9M0`&B1Hyt{p9hS?_(Y&ShbYKk7|iw>zp6M=H8@zt=@aY37HRy( zIBhojQ;Ngbz6OTMYOj&6ARv>%J^kvX=%?W@SXCBJMd!q^@39hQFf52kHS%Wr*&F&X z{@zNzu&ngEG*VcO7cwh<@@ibbUd?+Ntj#uybd%uh|Zn=<5 zH4?^sT*^2&E0RG;&8hqlG+0{hj6AN^1C1L;%r)1yzf|-_2K|-2Askl=B3MgwCx%cC zuCvR$zr}F;XDz7V>pU`RVwuve=-(9{pq7sE{J3Q20WSIZ`Km522uzhIJOh= zLw{=cG9C8n^0=iqR_PBOHu`sYadRA+i*ca$^wx&iRbW+7yqe*y<3MX*)kVyIz7>(F z;^uQI?8~q77vT+hBcpWjke6R*$SDrhH8XyYTN^kcST$TutsM}kZ9Wd4hpLMxj^k9$ zO3KD`zM)YfT`{vaBwYv;8uBH_@jy5i`ABI5#N3l0Q9FU86K<ov6SIZj*!NWy=iQ8%nxz>KqA#xEmK*?B180>Of`DL&9JV7 zC6}_jLhACowTeTs1KWwwE5iJcZG^+7@dGgf?WK^5Xo&Jd(~TC}oXYz7Vp)VU>FR-u z6>>#fj02zi5!K1p4|JrG1oyBPC>Y(a21>ymEjA7p!bzELCY>CN`FY_EeyW_RPWG%m4ugDU%z2Q5Xceq<#=1P8WHS{ia&k?4baN$nMSJL9B1H*)ddh9_s@e8{fjGOO}O(W#W@eUpwde zfq$BcQZ97qxq+J=<1R7nQ_y~=7wzf-L zUN>`m$xm;pk9}KmC;l14?=br&^>>$F&lxV293;)B-PUj{U0hF;iPXKbk;R+Jl&mFp zWmV~zxy?%}1^;$Iq9{oM(O30>HE`UJD5jU*9rZ+OAxp9}?!rS_OycQ=j)FOIhoTmEDm*&bx`8XU_;eP$g8x0T5P@W$_ngTGAs&3vI` zt;WNleq*MmH(l)~QbNNx} z$Th33kIawC0m7W?`pEpKwicUF*T=?D?H{;V|DkeKw!E_%t+Dx`epJ6T%-@9{g8h|h z>-b#T+|hB=dm+wbeOF`SXdKjHC{Zi#dn_%$Z~WX?cH0a2ExW6+%K`cpnGB<%hBTPoh#uiK$zzS zXJH&&NlcsVYjFsBdLQciK+ZhpoMR~Z#0%nsjpHWznccnErvowt4ods)(^TGXbGZhs zj*F(L=1@hS#*I%OvcZQVYx!yoRP+?cm^;KQL&0is%Ryt~TQsiaL_&4c7shA{NoimY zHjcZl-^tT=psw?k)zMqDXk)F2r~I)%tpls$xaVDN0Z?K-Agn(B<18enQsdgVnf%h| zzgx}(RPH=L7AzIejWJ-*2Ug4Lt7e_?0b!?C57+inJ=5||%j;XzU=SeYAcK{C@IcvW zNf^CXD}Dj}ZrrbT1RO|72FaG*%&1nn^IluieK{V*$JJA6h-|ezt*|=}xg-6WEm@y@ z>wa(9>KNE}SO4Ai`ULh9H+dhh^4XImU3vQL{dYUd6PV8jUhocYvG2u_u0oc$#E^0w z3t+do?P+*RONlueJKF15I@!U&kPrSr^F z{da5qOG3Ujw^QICOfeef%jBA1rPhBpdlFFf9*2 zTer}0EXIp{YNV*tFi2^s`Rp5I0{}xMAg|a{;4ul}u-Sk2J)3_eIXYnwCXwtoQGB$L z_U~Md;v)GUFT9?}U5FAk$p`qn{ITO3tS1rdO2S>$G92gNCM@J4E9>d$qF=0iD%(B@#+tJ7Si{=0$WBrt&y#vwtB!*2H9O>rmz zNJ9Kl5(S{QFht*1+Vzg@nDBdvcxWF^0bYBv-|IkrsITLPAPxpU)_;mz{hH9>okFgZP^tDu=i|p5I7koShR4{!59ugX z{V=`_h&~mLpwgE!Z1&}>_N^^&I1+%^50iu60!L{ZCEGG`U;%U#*c22{W1kdB3hs}7 zgi_ejj&yDu<-WCY6o*cPJf%qXy86~WZWTu7M&*0(C6G>*g4LGI2aNyH~R0s4^fW^aV*5n z)fRk@^PC@t;5jE%4w(rJ6XIYz_tmW77?cMvX@`2TJOG+t$?W`t32{)Li@a{&pr)g! zFT_ESl(y$ocelA!IGzzVDGt4JVD0^P-+QxT+9x=456o=A(Zvv%D;If6932c%^sfH9 z9eI}Oi*cy>P9)E=J@56K>j{d};#joJu-w^yw>90DujXLlC!Dm*a4kU^R84hVMHHPc zcTHQHQ{vDXGh9ztujlFSLgDmwm7H~dOo?N4tpQP}dHMuMDHxIH`hyq8q=I$E1 zZNjLVsFaH+P}l#>*&txQpHi+g*ELVL8mGI!1~gSlM?6Uqc*g}&E7#@3F)ceTX?fHx zNRs%@QCFmv%c*c))Pt{}a5HJ2jO{G)n9^MF$OPb?4Ei;px#H4Mz+o$H>PxQ&Ptzg5XDnWLrO&7sjze?BYtqMM z2hTjRalDuzeC*)Cv3e;(_}IaNgUJvLUA@O?TG|+s2nMq@D+=HCd2TA3mXjS^IMV0m zcJSgzBNRwAA@H;%@qwntt0;&$z!MdO*su_o?mg$3QCn2j?yI2PUjV7i6)!&;R-g~6T(s0ENT@pL(}QB z>poH?iUUbjsv^{MlwXWuLt4%n5v-Lf91;-2q1xGljHyW^?V+2uW5X2Xde!M?VT3UviR&F_xSb&A$?RPUwUQl!9Xvd3N5@ zVm5v(3LJ`$+d1Iw6msB6a;RighfIFR7)RFALJEUG@s8+IUc(P0S1qB zYTosHh=29_;P~hGyM;59fV4YJ$T^mJ0dupb#fCh&(8>^Lw^Y__|(Uc3s`ctqoS<(!|l4Rh2fPH3*%6Z&S10K4@b#h15AF3m*BfsNGf~ve&MUZI7UA= zxX+1$;h9iXb)k>%mGsBq0iG)4v1!M~K^G3jN;ZUcY#dbKV5|VNb7!UB>d_kqO*mv` z9)LHxSoOt0n^dM~Pz3AVw?SK99JD-{^@OxzrkoMkJ%Lm{<4DtF_-M3eWBii2V7=WX#${Q!S^U=1X#3}lKu73k?v?bwwb53cC zWGUbMrD_lk{4}C|ns-};c|opts7L7#9HfdREDMH!WYlQy`Vgra zh=Y_MXT>N=EI5=3tv(ROKpbg_6ATgv#S5gKwD&&6Rpa6)m#bT|(vFQo)kyK&)-ngs w4j#k^IDU`o2geVN9~?h8esKKY_+Q5H|7LnOsnTV35dZ)H07*qoM6N<$g84^wmjD0& literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/3b7eb077-6c15-4a77-989a-40b12e4b70db.png b/docs/handson-cnn-tf/img/3b7eb077-6c15-4a77-989a-40b12e4b70db.png new file mode 100644 index 0000000000000000000000000000000000000000..a0d975d39387d0e6ca0362c6a0cb196005fd56f2 GIT binary patch literal 13644 zcmb_@cT`hP(5Un#9Yj&2C?Ww-k)rgDASFOcKS6&d$Q~Ggp=thr7FG0=;l`wJy%il6UXY)6+9BFfcMQ zGBGioKYyN?nVE%!g_V`{%ZAv(xpPuuIvT1l@5zlUL%%tN4;v5WmcEHzl{e9LnY}x{ zxc8?SvnhXT-qv?rBt`+Rno$vSnEbr5ot8@ISHF3H0R+QFj5(@$e~>I5qs2z8`v2*t z*cw8Er?9iw%BiP~w?EppI6yR`{_F zQe1=+#YDoHdGQ&EljqG^ykhqvPykA! zn#)KDuwg^U&0q*UOqJaH4?=GK2l)?)4EYb~e}()wLZqe;6~)UM@(ogqujl6o+XcNcM4Fz4+&Jl zl&FCCS|Mn-(Z%q0U+C!rBLA<(WI1x0ftmKt=s|%D&7aMt6}_c&pg=Ty(VbI@l`L)$ zge7aG5hcZ-G+8B8y;kU1t3I+|=W`=sPc-raLm^+2!P?xaPwSG@U~Wcn)Jr*gPbiI< z!P?R_Y)BdU!qCkqc|?UQmZRQyfB|;ok_YoCWP+T~NN{^ZnYp>P>}q8&1E2ckN<0Lx z{bdQ=UmhqliO+p`R}UL_%$IAgPPo7NizP&^9KsZ5B3#`~-Ok7>uFU^JyZMa>oy^gz zTt4O>PX$x;*v9hOc|VAJOQlrAhJ>Tm<)}*4*y))K)^x7=mW9F?xPk{npG{kdCEt^O z2!z+OWX0oXH)eu`*yNn4Jtn}N&o#Z2ngVt@G15%8Z&K!QHba;rpu$jUHIc%7{{fep zREF0Ed8qNLoiJ*-H){g}ye|X*GTtxVQ44K$`Ya8?$E>OVvJeI&u*7M+#Fwx8^`fSL zlmdd8Sl*j+rb5QKLrHw5f_`zx!XDty2AHxiGAG7kSQf$GU0rlbDS~2?z63fy?kJV7 z5J0&Wkw^bJ{CtqV0{(3?@v|y;N>-H@er_rH-J9Ksht!*SywE>V)COb)L$St8Gp*MY z8iTlv_La#xsZ#w6hn!4MfMno73z*NSDd0f~bTvm=Fx@3{2N48K0dh3?0-FDXl1H;N%J>b0l1HYh8uen~%-M>dmc zNIeT5kZY{uu`oW(hIR^`BT>Ut)v@U;`D7>uc^Jbu56hI)n&9w4bRsUc1g*|JCnxm^ z)EIk(Lcg!cjsD2?Qf9y{(mQ_?f>?C}>zR2;WLr^~_8obCl)z2yf;l(v1x+l>U)Kt` zV5;zrr`OOds3zEv9{1Ao-01h}7*R^9sSB(Vg^X@|ycb6cUfcoli&5cgw0z%*Cw>8& zMjgAoBX)VVM^ct2C zERVFRh%+DEW^sE%Xz{9$@NvL6$v)*|-KZ#9g>1)MtA?%vn&~h5ZRGhRxHGTEY-$bg z{Ih5-`-}3}*#>Fw!X>})o{MrWu%yvm@<>W_`>B0b@akP}QD$Y2M53EjVXH!HZhUh2 zRZU1-_DhY%Qbw9NISTx91yBe|Mx+Z@7TL1`u+FrkhmBU~HQT~S_iya=EzbI2T8cr#)`kL^4u0XfrOld3I)y0ag|!`G!oBq-U* z$gmiLe3ZYzgAYi#1B35pN+m!&_BZ6nd5`2<{Q# zL@-bCyf>rXsiygYCa=fdKEN{kR1x-X(tL{=c~CN@jY+FvAm_}$GP?yPpc`f=l5(=HN3J-C^COJy2gaA-Eb+uVvG`=#?{^28Pa78T`XJd%0Z?oW?b{lV_N~E1 ziv3TDQET*YD1sSFbiQDqySAUnd?PiFrR6!+Jf*}~(~Xbw8+4gI)dBPvx-SYZdHbp$ zik#rFm&M1*XwU}vAQAt!evp>9P|(;5>uVk^{S+euHGHh>Y(1b`On;?C&{VYrmgTPe zxPX2{c2dAp^{@S7^z!I4B+!9w9i(k%oFvriu8Hj9h+%#!p=#6q*C8>-rde>RQL>?x zZjN+!8H)m*v9@$raOt`C;?>Q^;Rk)h1^K#kH$|1o5V^jnY9rZ8bXZ;hMiwPPqzCvL zy{Q56@&*dSQy+(mn~;}ba*YxPiCz0ePaX@uz>XexO0G?Ox8F=FyshSxXUceRIg^JK zZA6~)S%pqiU7ul^=*myj_eP!oD8-m*&Vxy(F0|eqbwA!FpEBdKFB6OJ(rSL?sPc1> zr|g5O^d5~YUBV6gHB;3lMpzHip@9`sW6YYI=@a_b2iWv%9n2>FW#uO}`ib8V{&q&9 z{@M*hR_3TQ@arozPBesjq!2PFoh!E?G3-l!%tS_jEY3xm<1C9rOn})7agS*>KIe^v zc$yLJR*)>X%kFT~qZiP|zO>{?Np|*uuuc~AN*>sHjgo9kzH`?m{eJ{Qr-_@E*!JG&R*y?5@Jvr)%krKIJ?3!sa%SL=&W=-i_{plDznMW_6 z6DR{@Y|6nut2l#}ioUa$20_3gP7qrz*~m= zi1%Zv&u25j7`7NKKe?t}3VMYP;+{zAO{#E(@6cR^TUYX`{Et(lf#)Wz@`^d+$;UkF6#2w1Jfs} zH|=bxr`CT3&rrflq%o3EgPTPPiDZ6bYZnHP5h3|7-SV-$C(`nXpjM@tE5#73+zAuS zgat#m!&TmNl|4^r!aw4dM%dwFW^3 zU(mv0R)89&liomE%C5MBA9^q7`SG>Te5C}glr4DDYq(NWs{q$bWA2hm5-b?XJ-HUo z2Wniy7u21b$m{uWpz3BJKwdet__;RFUoQYL^|3{M@xmZ)J8FT9VpagMz*lamcw$ip zs)NV~aU;TcI9a1)EQ%WUn_6AKE);aAoSUKaoDP*J(XF7vkZpp4NrzxIZ#|}ey$%KF z#I8~r(Ws@E6onG7gBBmjflU_65{#wH>n%kY+$msuO=kLb4NEB~4~x0n-g7?qj@XJZ zXx`2U2-t-|Sm0=WE^;f9EJux-exiU_!A>reZUB8sH$j!JEac?kyx!dv*cs3Kk0u8C zl^6K&I1Iv8tqS05!vxu?wJ{oGxRTBvU`$w<9k`_ zlP`wLocD}@dnKRZEc`|3uS8b$nrsV-gvkfS)(4%9$s*d$D z#X*}*-0n+nsccFv3L0T#oAlEmcfHU?+D~*!cTB!BaO9Nci@=0~=Y|h=)lOWX(!RYW zCx7xYNfK2zk7mVtJEn~YlU<;TS)U3a84ODbGk-`D-%CLW&h%nN&c&qcHTL(4HVi?o zn`B6r?o0zWm-n{qB?3riRT+;|VJ*LhucPj!BgrCc8+34TIic6RvdA& z{^RSHU~ZM9ZO`zJVTbE5(MHBA(Z@E@w(lJZas}W^C|x9wRq{3W?ZsEZtf9R!K(IW4 z|5!LCxqW2*z0xSGT!Edl=-9grT5|z7f_Il`SmtTViSrkXLzShlH@-nL-Cx$lsX^C+Ra3hVQna!gu$g9L`X#cdRU7mS;ogzkoqOH7W#Yd> zU@eY9BJiZ6#S{`}R`~<1==&u@v89sjO~qh3>v5dFY|+nA9QN&Xn?26q#7!Seskm4L zF9RqsmUF0$VS&3prT56r0wLwm%)owOPcq~;oahO=$_tt!g_AYSun9w+D%@7tJ>iIF zzLffeq3PcsjGD7feDnt5or!2|t9HdC6Z~4%m@1~>zH>!_bA{xvcrBu~)VTERF*Nq| zTPAnhB+f=1;JsAg?j^_c%ez5h_@gv(k!MXIYU?gyL;T*-;qowRuodjqQP${Hic4%e z*vdrEf4B2WqN{!eQkZBdjVeLkwGIomz}GXkBZWiM9?V!3@3-h&CM{;Sw9RM|GVlIQ z$*}+(o99li5?=j<#mHcUf`S>_`6}{xp(X@kNCGE^UhI{a7(`_1`7I@Rrlv#J-)w)@ z9SAzyBC8*rp&eGjo1Q(fmL04my#1`JXDjdYfSGTAa^c#yl}HO|0mUZo0!e6d8ZY#P ztopYtNyG+o@JfYOA-ej!WQNzi`g1IAQ;-_v$9GoJ0?L_X&ct1FnoSoDpcXMmUmrhZ z9cR&k_B}`nCx{xdF70)j8~%nuOWLse#H*!~ zYqwUC3HLI9X^Z~Pw}66Fo*Q~Cw1CoWc~hN14DM^hpA0((lA-I~2Z?zt{El~Dh%p*3 zxi)H&jgjycRqyWj37K;N@bDV>LR4Gb_PWDj6G>Ad5`sVk`rlfp{wZu&aI|#l5~ZL) zX>}{xKT_6J-ApkPo0h&jMRjn-eBQ#)|Is3qNU0cx#$| z|8NEP+pe2I;54L-dc)n7C*tiBvb|rlUGQd$i~YwB&FhM~JJWZN`+1GN*`AWSeSJAb zH;bf{%X8v`ydR`FXTQmAIjvLgZn;YmJzUTGgqv4PKG$vc6=Qqhm3n{{4Om zcp}J_H6Zp#q6Gce4+%|09y`7!?HZB-1h|w#1p*?34yNdWm3p< zIM-KEX}T^VftiMcQ?~nz@ndc3*-4h7(*vKnYf6c{l#5sD?gq6K8u~=%HD(PH`b%`z z4=+51&pv?#7RN*lbzOsUZ?FchybgSn3+6SRS=xtxoSvm3(^MICIIQ1;`mm~C##!NH z1jF2Py=p1{*Ak9TT`3&)YoWrmM)rgHSp#ki0J$1TC5+L4-kjJsqN|GZfK?04OIDtq zk878K_sp=g=GwIY1|Um4H~T}dnH7&H{+L)57lYb+2-Eaiy8s&8{6+*Z*4Lm9R&QPP z@nis&zW%X#MR^^!Mhj_U$6|MOuf~A*8Om?Oo`TsA>Y6(9TDN!YVJGWYN}6xPN0gYC z(ZM~m0hw29C=hq2Co${ee4M_l$M8;CKZ(Af;Eg%4q+y(wnGx~@|PjXk1{)@c2-(vvQtb5CN#V?x_4=_69=DdKl%_1X>N*k3Av7E{=C4@jv}u z*if5xF&GRt>ucQL3vNNo#2OausLljjC?#$Rq{?4o8~5`^abowhuEe=x)}iRf^cusc zH-`FGyGq23(E=42eH4{LsIHRyjg5^PhKfT!zHq>W>D)yJ(po!wr&2)*b(e_K*=5hQu$<2Hgz)E=Kd}n z%~v>jvnA~W<8w3{l-&>WC*6hq9VuKjVI^tRJOV1r(&V;Ft0ZOXlv@qWioh+;VPXPp zcVZn+bEjN?#G0X19ArxcS>YA+D2GdII2%>=NFc{|A?aBhWV)ItjVpvm%WJ-5fS%Y_09b7zn zl$J&Pdt`uuP@n0{o@3Y`%5UI9FzUDX*3AqU!`Vl!UB}_tsO-5(<4jat$yH~oPboea zg%N9h;8A(DZ8^ap(|xEUou*co5G?fH9wVJYo_L2XZ~IOC#;eu#My@gZ_n14nn8 z`iC1)r>9lSSU7HBpG4kex(EyX2*1(#%Kph5Y@Q`T+&B9^S{T#{l6QbRsJ%$&i)~fn z{87;{e#Dr8>M9knf;pr?TCVTqilj2M&#$7(9Fl_wDaVZ!l_PFomB7}sNt3bSp1mc&wRcDKqvLK67;0)JH6l*rwS8RViJ7!e0OZs)rq>1n=I*_J<^s*LV)-$SjPtHKm zY{Clw7v6P$bPoFU#v*2886?zVC(RPKbE5~_-a%@vE^Rlxm(wIxT3F@L>QzuAjn|b* zB^b79%*p}k-+G?6zObuE{p(#;L)+D(~pu+V;`5V%8Iw`uGR|%R9gz z9h#fQvEF2Yv>SC&acV&iJ~7$b+&)Lx$8vPZ=M}fbI~$-@ZGOu5tz9XeytUU;{KEDC zUCQeSueI10m%Ezsp|pC?!gb3I{v&C*y%=wRagjLhC`*Vyd&=NlTsy-*!^SOT!=&~x zuvLSVh$}naWle?oigE+M)4!4+$Q+W8B}J1#f`G@WeKd;n>0YfhXR&Q+c)1LSr|7I} zL(=@m;?`8i?>fOgnqA)xox_m{Z<{Ren%5`Ugtv<`J4z)h-tH1VS;Ji$Gil?e(?R()z z=1%NjU+{QQe6dR~XwnCwuRUl<-QEA>o>=8~b-)|ur`)WS?E5kF@@6{38O~qw_DZur zuEEB4cg0$TO^-e*-Z-KBgCU;}ZlWvUSh?vk8L!#Osr{bkM|OQx=E%i&+N-NAEODPG z_bwOrq!J=coed35Gm33_kCJKg`ang+r7)u;RJ3k_Vj?5Doet~r4q^)*EWH)UD^~mL zsdi_zL;$9XP-miVf>&H|^ zVMo+F_Qs=OKspP#}jl485cX8Is&5i_?*z5*|CpM}s4fj@_1aD^bc4kv-ovqh6UOi=HRm#Y!I1W>@X@_WFMK;WA#h?d(8ARL3Ao zf0vwDP=eZd z;yurofB#+(u?huo)Cbm~mDOzp50)tS6G4zi?xwlbldCVHQvR}+f?Xd4IYUzEr~wfh z>0GB58Dyq)4*`M=KU?`7R(jAN7XHf({0ZcuD)XNV5;cP%Q0eh94XK;vF;<0WC>r&i zbl<&k^f1$wihMjG4cDF`(i&vF-h2Z>%mZF~r>SBTyBWpSqOEd8ia~QH^mzIDn;u)O4zz>>SLWLc{8)he_#QSbpG`il%gBmomwV6j zclXt3|D9l$G*EvY{Dm0jW`>!)#}Q92f1?TkqY3ZDHV_mJ&s8uqn*920QRRMwpipqR zAPUugPG)_tiTBm20PFhkh2GcS`&?#0eH1AIpCQhcSe35@cvf>?aRIFt5z894 z4bBM1M7EbDiWRFRKT3A~rUxuN%{uS{lw<%B;(1(XV+41%c9Wvkw=u1!WkoqWOWM7o z60UQ%SnK*{hLhP{mqd6r4yzAWU<{%KE4DdeAmc`HnQI9ME8E+%7JY#+ufX*1IA2EH zhmO>}bwutcTgW&Yd|CZ$LU?N0IJ>QqERA3ac-7)HDu3G@@oT2TQ3;rRO;j)}+FQ22 zcAkFBhXs7SCtpb_HM!8nwXCl;J4Ax;7Dyabux~D#U59@oJl^CxQQ1*Z8$LlmwU-q`!&ua(BV0j|f@!lm8?4-Yc+g-X3D`^q- zvWT%Z;dQ35i7f!D6z$@S?BVv)6+;-^UBL^T=H=^kWH5H&(+B2xrp)3i9$=yt-nf_6 zZ~h&8uH3v}(q3d|CMPL)@W&dywi9vq2X->kN~@4K7ufO4_n0iXt}Dn`#aP zog`{K@;zBz?9qd~omSYf`edh5;lJSW?Ta@6J=Q78DH969!;jxCJRiOZH+g_)I~jB5 z?d%v~dedBgGf1i>ilb3)=grlOh}MhWgR-_eYE5%nqng*Sd+ZE|2HgC$A9x(Dw+@^PBMj36~b7gCkR zkVS!U$76=B2B{o2w<>Hv8^+ZTmBsfG9E^`o??G$pF2LwR;c@n9g=hiP^hov{z%@$? z>+?IbR7h{edwka_B%dfUi2d-BO$x&hpyqwz;)gl?DxtW4%zOxr@5R5TCpF80vCZPftl?C8YcIwdgWn@f zglFWjbMHidReVcF0*er@9s^8$I%ESd_>4ObybE+(427 z=j72|X_RjqI4N71XEQC<*emF%|8kh~acZTUlLB_?tfkU0#Ych0qx>-AzQE69vF>Lr zT{w{aj_c^FMq46&H-1>o4|CRt?90Ai?xmREq;7aM@^>=}v;te&+418t1v4;z0YIB? z9fB%GF?FRB^6mg;lza%M*K(2QK;wt8E>kmXRZ@TY#FO|2tB>O^3rYsmkzNbx4GdPZ zY)x{dj7bMq@f0}M*5BV4y)KYm5-hUa>GEfB$qk$0QZKp3qFU$f1B6$qs%OXd-oAR8 z)lh^}XGUm`kd_-?I*t(LQYz@z^Lu7JRGmQY?x@X>17FO~8$5M0f87Bb6RJ5Xu=96k zV|&lDfCp*pKxTRNE0Ae(iuir|j9k+<2xL8s5V+w~S0o}!_A#5z)x*^eoETO+l{v$y&CwQFEH z|FhO^{uK%%<35VPWe0LK--k_Sv{Zss*}o<&b6mZ zc<1x;0tY9~mCu7@9j7(YmaQ8d&o-NKMHFlwO6S+*363o7u3gy$>3YH=?>b5$M=O11 z>Za@uhD;~wbY6UaYk|up_I@OE*m%#>*Qb05)Z(_`>YVf`i?RbG?wxrRaXihsJ?W}l z^=9CruM^_`Xfyqs|=ut#ofT77j5(KDvQnO zccf<6M2^V=lBaYHAsuhck6;&U5-jgXzp85AyYNBl>FKib={6~fM&gp!wC?Qwb_df1 zS6M_rze`Q_ls@wOr!KFRluL*v!b|j?5~Fh+hpJ3>>mS-5ZD;T5N*{Af26i5g-`k9N zNWebS4LX_U=dUZo?#kY2dU<@b+4O$4?*@k~wsu2A{JVc={!QJMEA?2p6nThQSm28C zS^0kd?ObrnOTnw;63*8`JtZ>L78^xGpNOo^&z`l)!RXF1PQSILfWFb?8Hr8bZz<2O znf0eO@mUY^C!Tems-E?p{*F7dKRLGM^B%I!U{No!j=68giaT3vKsh`WbEQVtA)mL+ zwl2@uBk8PUZ)1Drlhx>6G|%@vGiv?o#Q=6|ZVwOp`Xrf%ggtvE)kyj=mz!6KXFYa~ ze4#QeqLWs{=EI01ee(I()#liH`3+GvAb9-{clB(f+l`_mWIe*@KDV9n+fStef2%0Q z&NcLqG!xG)Z_`w_(h)gFUJVSsxl_Yu@9J1*w$jvd=?CnWzY6v&P=);#(NGSqcjU$| zf1jU?cnE1I^Oc-0EO@}#)bOIW4^C|Af7mEg5d)xI{ebKnin7EX5P{L^Opbg z<;f}^mZGE{G|b6nIl%d+bemTcDy_QUFDT_~adM@D**TvT1V-A%uKEG-hCb?(Q_qDq zhS|P$MgQs8dxglWW7+Sgie1|c^-lS%@xUy3TcY3pVSFBne5+6iWbwvKyvxMyq-0op z+&>Y{A>VJ5MRcFxN_F9_N($aq#gaYVi4;&8zCx7y6fPBlNuQ6KLT5YBy(BO#Q4E@` zY=}Q^iPBQ3gRF<-7xrvF##aXt3%A#t2M-UtowM~<>PU7%J=J?FJMMy?V}riSd!U4* zG+GeZP9NpU|2|UZ&VgRJT1rvAHB*-sQ5fa1Je%p71^;F-d!CDVLff^1SLAP>^sH5C z!Sg()w=q*@(4|V|0D-%Hn%|mcyXgJ`qa7u<%Pu3EKS|kVF0Bl_%87RXZ7;53Sv?UT zkQ&6>*-X(`Eg5^M&U!a}5->b!R{Vu;O9HE$zPt1Ex~G6eP5a;tU=J!1gBDq^10AWk zBJWY1LtLWRSNLgZUzJwXeFW&**6QBVw7!3b)zOc-&{&n~o+q6jW-GbT$#4Bjsst#N zluOioX4OwcE0M#H#EA@3+R)x&c$4n$oJR)`>!7?ruA?sIr!Y4tP>U(P|$Rg{c}9dgADnRrQQT3Gbbw z1^JCc%Zfjex2RgOq3;kh_?f(#Rbalen_u#mefY1hL4D7*k?eOC;|4Fgs_Q9#A*ZqI z-~A!k_j4kTe0fVnmC?Fk5+}nsxkPc$q0WH2W$z_2MlP~j|7(5bYwI%={c4>&2luq6 zY4Qx38DNZa$MJnhu{LOIK@|6i{bCDuQDQyG(uI8?QQQsT-Ym{D^<|qNCFI3qjku@u zf&-Sdn=q{eaFx!&-MPyCZ0Eh|zl#LJ4CdU7PFax3M_h~iw<>zFHXc8W+l?l?#gY_# zONhX!6E_Fo@309o0g8{Y@%}xLs}li%5>Gpq8xc=))DGMU6PqbN4#CIVQIEOnWBpA^ zwNDduQ+m$x5*%K7<*`;d8}BE$nlF9od*Hix??!a>xX4`{n49#aZM_lQoYh<2fKBe7 z>p#*#_MAhdv$^@$t8FzeWT-!Q@#d!}y|^IcKwGG^7f@E*91_pbNK))KvDVszpnM1( z(bvafsz@6z4Q#fafP0w~0XEpE!nZ#9N?n0!wfRxU{T556uY)cCt@}^kpQvps*hz9< zib2GVl++K4yi>|>Oglqf5Z2xz@0KyeagOGH{MSA82^m9l9?N!!B+?N*JGla)g{f5* zLnOw}2I_pF&(zIgvS7D$?LiGSn9(m~UoW10U$r)|a;9Hm*)|7WSVs4rM{|lLg)%bB z3T1shQ_3G;M-@5jx*xk@0yO}=(8uF@ps7i%$LFHCP@T+5%&5rHOLpx}9Hl*$5mkXQ z1`PH%SEv?CEWpC19w?>Kdj!puaam-M_QxLF6bfIV3DkNzD7b;_&<$_QBy_)e)p?M9 zyf7+!j9U2TH9x}5uMAuV;DfQUR>_7a@T{Xc{jtmbD6VEQRF1G^O!x-uhkR*tYRf|@ z8F41PVqFIcQo3K0-@~b>b$H=;Uz9$L*YxZAl%Xqa2_fv>+3Viot00X;OZpqE1$lc$ zd`>auba5fTI`C=?e+H06W2SB?0zWT&w7gYMBfY~Uow1gNu^Y@MYNizpLauMCW$&id zz69D6gTLM2rW9shkr%vVK25Wq?E8p;rvzm+#l|)l-hyf#fvtui7tBzC^;t^RXGa@6 zxcKLbHJaRt3X7uZEvjE&v>iQ8aj!HR;i^!Rj7`|7&9<~PFJH&y?;J~Du`|G@t11IG#7vhUUSw)nc1D1YrBX~LT0!)PmT zujZj`=<$QNsPy)vwO2lQ2vzbTCaLVr=N^^+@PG$FD?wvzjhw)JIW~0UrJYB#3`BpD zIw_q>oA~?C@QV~1n=8QDlewrpyJH=62Z)9sey4}gD9=0YSszm~A@Lt?;kZpYvcw>i z+`1ook@d~huM$fW7Jxv{J{YcU<)Hgv7}Aobso`{MFQunjDDG)E;dRN5Ieg6!hNJ)79IH*3i1KOe?wV5*4z1lLq%-`S~p6C}tt*3qQK;N86@vrH|BBy0_r+DuPh zU;iP%^GWgw8j${iyXhnZx8lO_ z21h*tB@2fPD%Jz<1sN$+<-lPLjr7sc+!gJaotqxW?F}n2#j}I^NNH`>JxP$4Dx>TJ zhIuNX-Z&E1Q#!Db*Yn`eD>Ln^M^UJje(KqF<9AL(1-?14h9ZKi+_WZ85a_)H zs8%uVD^h5tk$U%aNt^uL<&M^MIlF0Fc(rcX&fC%ar)yE$8H~ud?%`*urw`@(Y^+n6 zN+)MfaN}qd1jhFKw|_m+5i6XWzfLS;Db^Q-=YuwumJbc z_ZK4%m3^(BN6kGjk-qJ{Av{}IEj}vuNFUu6^%duODLfaBm#lf_e$S3vn>k&%aUvYg@swO?0^lH;(bm^7|kkf7uaUs?(t?8N;!h46HJ zR<{5_3;pHThO=%jX&{5Waus-l>G`_cVm$Y6qig5AdnF=9<#LCEJ5oFioKOPf5Dba9 zghpFPa`WzbCvHVOgoACeXX=e)LIn=0EpA0+kkNnwWsmQ|fE6e+_5=Ca#JDB{y|c8; z-v;uD$NcGy+4HT5xbdWUk*sO2Ay{?( z4m=)9;E7GiWkfBa>r8nXKTBA({B6m30h^Ns?#@a`-}Q6tjGalX5kGqICd}oNHiH-U z&F|5N9Kr%4x25vIkd!(7xun|pEu%GCe2PmMh0NoR8h&lz2H=*-BUN1fBrG|<4S HJr4Ol1#_GD literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/3c40eb89-0f79-41d8-8b51-dcbb7b3bbe2a.png b/docs/handson-cnn-tf/img/3c40eb89-0f79-41d8-8b51-dcbb7b3bbe2a.png new file mode 100644 index 0000000000000000000000000000000000000000..b73d0ac37c5fcb6b1f873c491f5fdef44dc7a6ff GIT binary patch literal 186 zcmeAS@N?(olHy`uVBq!ia0vp@KrG0@3?#o?v|bOS3<7*YT>k^XkA0%qyOxJab22EW zF^DXC_BCzWe+~`~PEJlPE-r3vZXO;UUS3{4K0bba{?8e5sX)E1o-U3d6}OTT4zNo2 z#)vpfo$(P1cEZB@T(Mtm9f;LsBWu2n_%JvV01Srn?ab zzozDuZ-y#8%}oEgXIi4wa&mHVa&mHVa&mG)lGkfrkC#s8&FFFPu$o_inNDwQ<@SEM z+G(iXk)N(krQcFgakNsun7pc^rFu(Y)lz{PzIvlkrz5%FLDkX%($M2Jd@b+a{lk7Z zu3CBlH1t#oVasr6}U;T#z;dG+Z$OE>tA7*Emd{olvTVXZNk zrEjY`ePnZ@=LD6s-BrCl$ngZ0wMJ8mr6oI?B2dz1E1L@OC}EM--(S|x!Ma#DZ|WVs zJA<;cL+t!(XH%Zuoip_UNG$DcbaA-&r>Q)3iy^U;RUDOO6JOcohy`F&b4lOD>1c+C zrR{zGeVR;U(zIZY+BuLVZ(4UnQOVMb{Wchug8G$E8m6VBTwkEgyE$2h-v~$xge5Pv zKqV8!aUZY%3~ie`UD3=70I?L?h9MHoygne75^FM(NMar!mbO87%xnP_ES7-wB{$P+ z`MFI6GinS{JS^=Z)~~n3r{{sC{jN(F7noS0)u%V| zFtJ1{r}rK(u_O%e^9-FV%;o zoPL}_BbHJ+I)w5DSitBoQB*Ba3YeC>Kp&QJW_w5>mQrSqKf`Pgmo24X>pHL$&>LRI zQPhK_jA?FFh^3U7cOmR^OE!gE&x1ZJb-9ygeOSu4$7R)F$zwa;)nTd2KA)ftO9|KG zrLJ0v*g;ZtcF1;(-!Ywfc)lw|GQbpC$ZjBT|=NhV|KzN~ws-;vI#`IK6 zzVuaAda9*N2x&c?c%g-|owbx=DXXWfZ=3|G!BS+&-~%HLsKHWhNrhq~4rswrWJ`tm zMjX(BrFccWMP;E8OS|_GSs*mih$ZVFnU)MJMeAw?Zw_wv8VlR-eIT(ELk2(J-W_R- zo`Izd(o$;8Z$bk=29{DpOZGw9{%c5K$%8~xW=}%9#sycg6e1!jByxeialzFF@c{7! z={ZqUWQL_GmSR9eMO5XNR1VbY3#(X)0AqMcMXY}fOVv)i5btf`o4fwfG4wndjRv>o4ogruaPQ)k8G-}US*@kE ztwhAYEUii1TG~f;ynvSrEWIZzZQ>CiAI0#QIg>V5cZf@xq9iTEi*}46&Zd{9F zbb-q70@1bdYr-wCgsAwreRw+jR|_w1s44qdDgL(K*d)io)Fr+sr$p zrR1eeI$it{t^Pziz>v+mYPz$J4{N8r6m8!5jVv7&)6d5Q?krGfX-0o-cmJf9Kvahi<86v3x`QX-%P}x*+{U^doMsfZC2owcmYy_&-(p*t#n9 zMqkG*CnqN-CnqN-CnqN-CnqN-CnqN-CnqPTSJHpR{?BsDK|-$p0000 z@67-I|MJhhURgS`p`8&65vYw;2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xfiIwx000!Y zNklcW&7KWnRb{dnd7LhI23F&sG^6~fYIROy?!A`&C zJ`b@f2*NRM-t&>1q{^r(|9DZlD(E2UN(WH~QCB*My3#?^LDZEFq7I_2{69bxk}z^T zGPgbECZ0!_7lnkmD?%tCuA$om3+G*ZeHcUlM+A7x0VYC{l>~&$XDdL65;nJNLMi7R zL>~!JlDG&DBay@>MEXQ-NH}azf`?#>i>|&t45B1Kj1U}aMmWU{=4hHeqm-tULXAgh zS6?3n5la%{L?Pz{bQ-*Zmb0u+nr7Nzx(iAUR9(lSkA#R3$3%y=!&dCI)aa~GDMPm`Tz`>6?VKu{<`izWuK`msNtQSYD;m1`k8`sL3vq}%JV zX8DFS5H0pcf8+iqS$ z_vm`B!6H4a2))i0Asz^mUU~vHMydhdo<+yx`+JX0ZTINF`~V~gBgiKqep z&ln;j*PfOkdLtHfw(T(by0vY`4!I!jV~ccbq4**devP{z!=HnvF8@r)us3JXQTf^-LdWf_N}*4g ztJeTgvJF`jGLMOLgcaTr55iZhkTB9+$6fSSl} zw`Wm$N%%TuAUFby+7Og?g0gG4?hTw#o*r|F6W+`D| zSc0f`q4{6igfNyvogQehz^8yCXVV~s$je%3`Xx<^ zmxmQ3FA9o|`j&94*tg>Q8J`N=7J+5M#*ACL&{dwCR>e77Po-j!L*!);!4F(&R~+Ai z&jJLw)5HbWrps$M08cpL>u^dYL9=|`9wNBj;zk5Th`bD&n6L5C8&2#~DII7&zUwsexG{pyx;q(d03c2h^f}E>=RJ{zb69y$G@n zAn}w!1XnxLg?|m#@&pkoRDd4`dT=e6xQjXES7I4w5aC6!4-CJw+*Ls_?!b#8M8Qnl z!>ct7rv8-E;6{YPiFwQcqTHjylT%b~I0>eL20298jWh_*eQhevLc!-Ci$A^7#f4Z- zmw2sf5ciIPpgBa%^5s>csBm2e>TpqjNPZU%!Ovdc)i2O56Fi{7g;=N{+ca4FEfC?@ zIU_43vlxIy2ob0|7u;=a^aUd(G)6h2#bauV1dwNqZ2;~C6?P7{ksjR|Y6v0nH45!9 z(2zbrn|sM3p$1n0Vztx-Lc~*u@S<3A@TGXU;%Bil*XKnwgBRVJ8AO6xGa$|snS_L* zjtvypD>^(mV-W}y-}Xfg(e6g{>QYc5$N{OOW{U>6|ae-Wa)odnJD$tuZM z1a-|7tnwTp`CWhrKE4-=K3pB!_pO2ufoPIii)M%zLIgnB_cCja3N}v?%83KPt9E%g z(rv(uvHWX7Jfb`*{_gccnch;k>$yMmGk0Mk#1lgFmpKnU12>uiJuY}Kbzldt72ipg=Z&OUzN|`+MXq}ul-vdUF4kAD zfI3s*>h1y{QYk;jR!)^O%3Ev^4nBl2#V!R#2%`j(9|>pJ1!R61jWpewu_OWOk(U5i z^pyjX;)OEs>6!)oV7)-6J3Aq@MX2KG8A1fjQGxD7*5bmVW6f zxCvqhG$MLTg_{b5h_2~9a1d+|C_4~DLc~*ubk*7mncE_t<`#LqzY!P%u#P|qfC!oV zANU-qYwd7^2t}uKN)e*`ip}x`xh*>PbBOleP4Dgi7I^hQvIu_50)ERviGvo1Y*2HI zJkIBy2O%tp1p%jvIulLQtt+9URFUt(d}3i$MOC8k%B!EDztnjWs%y#qD7TO>I@Van8K7r*3?J+ zHWew0geR7C9mj_(Ixb(CMg1BUDT+&f?O1e%EP~&%fZqaJq6MM|BA*CcZuZ+n&wyf9 z76TV9LQQw60ZP`T?uIqC=p0NC+9Kev0%Xmc?!7IFm(YOjGF#+GcLA(VW{a)?A`t`? zTSQlZw9G2OaPniEo*O!g8g{WNw(-Z_zya6sVxemyMWdwvqkX| zZ?&wkMK$uBWQ+P7{DK2p1UFdVZ@CckwizOCK4YNX=7f0=#(D@=0*-c)xDFa4?F-Q8 z(ss%o-7uCO9RZIHJ;!yhV^P7Qb2v6nu3e`d9k>h2sr2ZU5~5%9{=lOHUGJkMSVJon z(vzrobT=Gqu5%Mi@c|Isz?B_z4`+gKtLo7~U7_Pw=h5N!rMI1Wbl@%oIyx|Ma4jLa z;nR{wcTB#bM~CW#9P#MrE!-+Vh$M^7`Pz}~93Cx$5pyq$wA5C9Z3O zF-l{*kyVO|6m&$Oi6Vipu@3yK1E>%e&EdCR2dL}eG@WPUN#mj=S^{W{#keS=UW^Fh zNqRLd0%bJkmdz=8a{!Tyi_pD;r%Z4PO#|wjbpJWz8bM68GJ%=d^*{n&92|y8OxhS%6a*6JGI2=*a)15sFqYYmqXIUTh*Neg`h4xtc9 zm`4O>E)I-4o;!0K$Gp^LGL5)8>YAFMgE8{gutj+@t>)3m5j{g9V_5p$9Hq(l@4%wt z@||Fd(mWEiYK+d>S>(wPaqzmCTo41@?F2O)P6Y!NeZiSwtR{EiwOOR=*^rDJ)2!yv zse8q?Q+9gh*GYTy)(|zx*Uq9(#|On*A!4b5qY$&sLrw{c+!@3~o*lWiZJIwWKSwOA z%UzH;!Usd-FCKL@wVi8Qm(#89Q?#UCXJq5A8KK@`)b*%*&$dO#r}U|`xeJ7{h{(hR z0sJ9UU{;-+zT!kth!5dU@^ws*j!9RIx=s6T>u8 zH+z?(rDvYPai{xrS#(Uk6Ks*uknE_oK;+6rWtd=*Orx8FvjBfvgeXZOutpb^$t(4? z=*2T5(&UXaqp&8YyO3dTq$*DaNm(wws=xWnh~x5|!lJW-7q#$g%K*aeQ<Pc~k*?wl ziE`S#@dk0xQTfI-(^IOp=+j;(R?_gP%pFA=z zE4sXAp+KVEi|4w^Z1!Da)hlydGk6Ru4UBZF*wN57*HwLmxvod$t7DN}JEz~+1C;8y zv-Y{JVY7aaUK&gVo%u{dB9B_X_8rskDrjOS{u=+V8>jPYG;2z#X&FRZKqq%8V}17=G9Z`J^s z9jpN~J18$&1E^m)-h1{MKvq&(1E@j1VdZ{{XRHB~G_C=}$SS04H_tV78c4`6eIZH^ zs{8FMs;;C32&F4j?boV$?Ul5&vcz9;HHf3dXkP2<^;gn5lyBIut{94AEE*ooD`^23 zB*kU-miF3(I6jX0F1nvbl#ROb{w0S9LBhxgR}JLgIXn`{A;xgU88Am-)GZnK!4Prj z&=Cn1Fo~xg1LkT0N;q?c#2rK*2~n1^uv?Zc%#~e&DUayf0mWzs(Z@l=Qc$>@WW>lL zlaXtft`mr}R^UL~LG+<4;s^yL3@uSC`+yjZPk;@I!4%11a~!JZ>g&TG>PiPuS2~C~ zh`Q22)RhjRk1OAV=;3=W+aDH=1?eZ7(I}iKn;~v=5WRm9y>C9g@2Y=L3z0JE^#(bN z9YpV0hJX*Bj3xu|ZT)Nbb9gI$j&N(f8Ss&S9r0_(#mJo~x8nBaSUe2jvks#7EZ>15 z>q&2-1`~e`%51aljc`jWg26^C_~dpy)X$f|2P^;e#qT(0bu_aiq&Wxbk+PC$xl zem|~MAo`X=G=5qOZ~_MtuxVXI{W}mnOdj?S{TgiuvS`@rD(WAB=pi0&zyj?c`VEfz zx+lJECO^B1`bQuVzlK6QtRHqP5?p)-r(Sgb{{0_-NR~m(@qX>6UHOL~8qB+(=pTZp z&RZXbovZKgQzPVL>)w3=^*ML>PiPuS2~C~h`Q22)RhjR|G)A- Xnz_g9D4L{W00000NkvXXu0mjf{JHt7 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/3f81672f-26ea-446b-97b4-2b6119614be7.png b/docs/handson-cnn-tf/img/3f81672f-26ea-446b-97b4-2b6119614be7.png new file mode 100644 index 0000000000000000000000000000000000000000..49f4c541f33511b569d58fb12c4807b8529e0fc8 GIT binary patch literal 2058 zcma)-dpOez1IKkL#wNK8d0i3`n_Jm9McxTB9T_pdEsMEynbhWz6Uymi%7(X+$#My~ z#9X!!snD1)ceTl-WRkMuxR!g~p7)>g@B2L8=llKq_5Jsgf<1*+R?<-#!eKGqgDw58%6sZAsY?S6klNsd;9o(&i5FN$i6(UjW6F#V zv*`i)Z`CC4$?{=G*Y?kMW7DUK+FZYp!itJ5!oN_Sw(*DB*#%fS&m zvT_$B6S$m*7)qJ?A~ZLacQz%KyDqXx*#$mzktloH325-}TH7Cy7kw*rWhix=AxOck zpb`E=6;{g1tqmgigcjr?+0Bb=g$Q76z&YLmxSEYHRuYpqK6?w@!8kJz$wm)&!XNpH zx6lJN2PDrr7R%(}i;1K)of?q>v6m3u$-2mQUgyxY4y$PvoIbyhP+j9-0Td57gRda2 z;Sl4bNkVvwxq_i>0TccSb3WOe%}Th94v6C>@Jo95h*8b)28nt#ZjF0dbl^?31lLR! z%Ntf}ifagrr#yhTcQK9O$?|(NN9n$+XIYHDAZ4!)NH;j2DElPJS?^oc)7;M`ABLBv z@BY^inGdhO303XvZrH(aG6J{L_{s(05Mt8E z@V+{D6V=-ffUPelr_ea@?dN3+g5zfrtJa<17^Gz(ghBZJXiI)2Z~Tw2{QN-ns_?^F zZ-t2#%`TWqr>STFtCZvyc^VA=@Jgld9{t$9{+RxR7Owt8S7f8J+jU&@@i#)K0au?* zfI6LX4{P@qEyZ=6+?XipW(g4<4*jYbK?2e4>yP^jlY(HSm$@AAnTJ^>S zyiTn{lA@Ym!Z^aP)+&q>KAn&D7T=uxW@1TR4V zZ0YB3iQ9uS!Vqb=m(dqtWaP6ANHn z=Lg$>&4=DiWzTYsXgYUF4Ul9mr7OjHw7~wH1{g8}9gmy! zc*OT>kp{ljNSA`9FCfqbEOsrBei?qimQa^2S`k(I#1a_)PbReD zk;%RJ*pT83@p4k?&1|X_PUqJ97dT`<1*V4EsYb%MOymOonJpJgS`jod@eDR-NR%A@ z3p<>%3;!xVm#QVXO~14JxQ%z@@7JQINpzEi?XB1#o0VHr49>Y3-lF+=SjWt+dn_PjC1??jjlnmRsm;FrVTIlB#bHd&vR46jXc)Aeu5~g;yy9A!FEr08 z_u@z`eeVlIb!v{J03M}Mzk*PHLol=Pd0&2Oa7_7G!OU8fSAGjWrYz6m-HLMT()N+#Q6V567#*^Qn`2GWb;|xcm?{$-rwQ7yt$quX1;LjHymqXs%d?lH z(=loM&=}|?5SYO45g31+dTt~Def95zSe}eddv!>}cQ6R3 zSGm~z`31KsXKchexfn?OmR%B^!9p!rv|lYQLRhUMr!M~$iaOrVHj9?_*i9DB)t5;! zGfdDPqt+e*pdm4H&?jOtCaGE#eAPjpF)KXDgb^qfgnLsi!$(&Wu6>w_Oes9s{B3Ev zI(F?_e5>=e@%U;)LWYy)^$s=QCM|z6nkueBE;%S1*Ap(Sp>OB~5m$vKjk<*$)7$ox z>BzDw*T!>8T_0#<-t+x2xLx zUA&pIC~|c{+@+-HZ+R&2L`~?C(|F%OZz#AO63;Wxj?JtM{wnIQWnlIHx#nDrPyKZd zv<8b|Gnj2c6Y@iqq3&KK(~MQNjqYCkIAgz{sm`gn=PSX(3|TDIdT3 z=Wvdm=%DRKE|14=Pr11?d43@OW%|-jBa=9&s;hiZ9M3#rR}fzT#uMJ5t89Iqhtr9&MC zS14#`dN^Sx*TOCf>TMJUa>=Nq#58|Xr`e@#JdvtO(yRh^BPUy?>!ksk`h1V*%DDPF=xu9 z3e>=;hH{UzI~a&y^egD%7r1+6u{*un2WeDk=gdQ5K)|j1q*a(rojTfLVl!*_HMD5t z@iZuvyb*sx$FeoO)1M+OhL*|KABw8QE{U$wS-#d~je;0q@t)y6rdsIb%sZbpt-&bT z^%Iexm8&D;DNHUe*eXkByz22K>9?WWgq;Jh_F&2y>~Z)2j0|L2Q>$W$lIMVCl?(Gs z<=fRh29M&*9kIa+4^%P|Wg z-hEb0`WOD#l)L5ImM!`2cx*-3LUD98{UBX2M-aM@-74K(P zOW|h|Ou7_o(9x|E2Rjr%a05B<*E-|XKCwdIe(xtCO|l*$SYuQ1$AZB>R(TJjaJRrd zgka$WI;ep$+DNk{0ycQVK0Wev;j%CDVNa zh|P(7?q|w{wV>EVK1IEsB)xZoB>O4S&&!?!O&{B0pb5V`$7hQPnH)2)+x_L|jJKiF6$wFw>3T1WDX7ixS>}dV=K_d8qbmU!Dj(RNjp*ZAV8k0Fmmj z+qir-;4XCkq}3KIF&Um)Dj0&k?(zk5!*8xsX#4$|C8_NR{Hy!$&;Dp-;7%96P?s@w zetC~arKJy~p4FA}Q~vI}Hsg-tP%AJWPd#L6#w5eVJmZ)%R)`kHBvp8&b*(Ef&)_kw zIzfk!S$^JH;8=js`R!-VP6@5;8=nc7T<4mH?i-_3q?3$ZEDLxn$MLGPKHtIelT>C$;eI+DX<7Bx!rz*-xeZ%XqXPpIX_QJJ{Mbe z-~gFoT7bX_F_}a@V?Rmq#Ij%^3)b3j;^1y!$4^X`0NC$GCaT6?%!*>xuEFv7X9@QR z!4Dz>lC71s3zD%D;yjECkk>KM?+l9!>rv}W*_;xd5(Zcs1OY|eKo(}Ze{;o9l3Vz3 zR4(A8P0w$LbARe|hIgwbw@mZOHJ+FjEp2Px)FK_foh-hb3+woRSH7miZ=mIMYM=or z;ijHtlFiR$S$m#r%v3Q%67u*fd~5&bomp^t{7{mE(O$|jQVI*zI>=Q}BmbKl;cVHU z4vAsCu}!tYhFY&MUpCX+6xH{$DXX}^OypF2%q?%Ew|iRpH9Bu0aB;Rt1}p>Av){Z0 zY@-nO6}ne6dib>~z;zoxlk6%>shcMMxRhB2U;k#6H9?JsO0rmo&+M)2R%QknKHK=T zz9Uwu`D55i)=N8<9r@3IwB($Rdb8t!bk5#wJO6du*-X59K!fd#Kc9o8%$Nk|#j3lZ zM)~mSG7fAg{OkS=ZLkv-z}cj5O(3J}GUv2e^`p&>FeciVZ>OQ`1?MYWspAQ?S+B0e zN8l)Zc)^G19lc0b9hyDg1+f9_?^EC7fFhULFtDo2({Sn7bL)_A!UtO9A za;Rw|al55soTUgE*9so|q5mbab%3thQ4s*f>kv6EQWSQQ8|YjE8RczD^Y2PnYJ*X8 zU`0_-+Vo#lIOKA+@szQ7A;!B6IYg>WoP1n5b7t?hlv_e+$MVghLrUN8xwY#^T#En- zYR$FPT{LP6Q3AG^nhfn~d)yD+k*=S)G44h1@N6!Gde_%AT4C7X>%+o7w=H}%_Xn~D z_%c?V+7^3#`qS|R3%!Mlc3nlw)3>^OZa2$MH(JTQ0Vb0%mEDM}+3J!c2eZMub7Ccf*6jNguRP?5`*iB%e{-W zIaSZGr}#xYD9NGPG@|?G(v<>;^?_@iCi@gA`7;TOb#mNkq@zg>zm+}MHplqRHJi$G z^IQS6*T3;?`;0ua5SWXPI$I4)b+ycOUimPk7@?sWarTc9P8adIT(CQnlvj9rJqb6A z%y9fLauak=G(qY}ZXcEcR@!m5`|cZp>*P}Jn`5u780D&_8e`YwW-7IeS!cW4^v~_U zrOhEfzLyRYIewlW|UpHRJEO9&lb!#;X<1EhU1Ij@Y4vOO17 zA$Bb)-l<}1h0k~#am+BG!BN@$Uk4%G$Q-~I`?vE1jUAc3F1HjFm_XNS0DnEQ=J)KV ze_TEXb3ms}2lVsV&_{q<7>$pC!P4zZmk%tKg21kgq(jA?n3jkay){UXs50cH+eb&m zwU0`#LdTuA0lO6~zn!#_h%#;Pu?E6Teq3-?srEB@vt@b;L6i;W>%;JAmxD}pl4i`< z`>SwzpqSCba4flrMD5e!&x*3h8Y&E6yI-`vdzNvSdNf*CVM-m*Hv_!4b{`Aa^)$LB zEqc8=Gz;oi{Bf6#wZvU;>prbs%YuIgQz+W02gqzdIlt+fx}pq# zTOgO2{wcY-)k*eS`l_~MAS2e%ueIm#dMb1@wy0ECz@Dg;wcITFEc{OyIM9W$(A=<= zY+Z@LuQZTAleeAKlN%w5_yibc&fn1wW$3dXQDx41s0lWM(5Bu;?rx3!!l)EEw~aYt z*u>To;?snm$lVXP4UAk>`b~eHhu@}pg>(WMSv&X}-AqA5W}cMp z9fDXUW-T>q*D?UV>Ct5;Upon{&gVRb0$7xTcJ3+a=C=S0z!BPOqcZ%p8DgP1$GlHH zw^fK@vuuFQRqj!dwEn5_-e!nXb%1-;GRGiQ7S-Fw$$~{=?uy~mgPB&Sy15Ln<<4_e zSKU!AMK=M3VqIaHCifj$z*|6%L*q3tmpj8%)Gs7C7%cjiEK?BlcWCo1P0FRo{;~f( z|A?6JePe=Nz^xTV-A5hB(bH@MD$Op@;-VoDYGYeY^VgUrWpg^eN6 z1jR+()0(hKvUn5qcDBts{O(XPfe2+i3CBH&y_dwk{ufpa4Qsoei_%KrAuU`r6 zDcm|M7{uNu+N{ASA8*XTQ`gR#n-4Ft$Ez6RThB?RkwvEtK?POmj<)MkC1kA>(x0)0 zN|=>}1a^&}13v%bIut&J3xa7)ZO|g`BP-hRWx%jK(C5%HDmu;9hZ~kku78>DvDY8t zfUMci&6-^NEdr_27E6I0l(;$Zc3Cd}k$)_(=xU|-gOty5Z+Gb>3?)q7MT-+bo zK3=@46jEk`5zE8;;anb9>3G)CZFk{2OG!^tN&GJKJLxl=TfXYy=ZFDofuh#!s+&v2 z?*PgXd#~;E{opstnlc=lON~`o5{j4~v20-!Xm19t9{cL45%Q<>(*j@68q8X1pcAVQ z=btEIa_3W;7gM9ULYsBT^nwaF+2H8?Vtk~777jy|fRv3#^_;NQ}m?;Duk zT(#E}Ko`U>yr*rDrCAf0I=%wo+EaV$IX_6~n)Qv=X}%>et5!_6(9D;t8?~H1aW!3U z@gtP{l=N5VXq)@C5XS~dK5U_SXx9UDtcXWG^k}yb;0yD9@b-pG^M%nBpJHMW%p<`9%tqB!^|dV|VW}6Mq)dAhek-x!@qXK@Km{JJ zyCnJijd5Hk07U1%OxbpX}jblS0z^pfu>Z&QuSd;)00f2AcM)tLm`H}|I4 zHuG+#`~=-IVTuz0uNfrl6;e%A)1C{nx{q`dW9G^`nmW(q&suWMsAH1l0LEx0)4<;q z>5DJ4>O{=1DU{#ZbR&rXp^>V+TYLXhACoU%0oD(m{E`DaW4&*8!(KUZ?wB_(PfNq1 zl6Da_+OWUl1-)#R*m|X^S1>L#BHRYV+36%DG;u%BwAyK?|9J`$MnBb`_DD1KBzilOM8Gle`_w4*a(-IpPV?xYtrDieqj#WTnBkuNl}BW@uUa#vl*x z>$8Mt=F)`NtXeyaO!@aoJxSWsURPbP=#FoG5v{#v?Q$}5IIo&*|HZJVCU|dyp{~Gi z#bOgvib^`(K13*E#dh!41^(OJf@yqBlZhvGdVh+M3Sm6{P1k@> zLHMEt3@_WtnMBE=^h2?~rVOk6M^mTw8mtjbf&Tv5ocUZV<%cn)9`EDOMyVo=OWEfP zVfvL6MNKM2ZkJt+CnNbp77?ENm0{e~4yHSHo0DGjuWj>Vw2?`WeK7w6L-bp+S_a113+nMr?X|~em+C&#B1a)wrwfFR(C>x z+HF=U6UTI058_dl3^?njXn_Z-9b-+9GWTcM?P7Oxkn!0=OQ8vXWqh!{*iCq-Z`?B_ zKc$SB&1qvazuhEftAhA=kTiI@OrF@lK%`WeFCC89X&PKihVrlh)qqX|Wg2;OHY&iE zx*@Y=W2z1sqUy^aO&)bUa`D5~J*C5aG~n@=bSZeG$H~G(zajf1fVRDv0Sq`& z^tJJr@Kw!SjBO;AE(U>M6mM{iIp`V(S81@2rI5PXjr_rI1lQMAZiY0r@#5vA_i+eh@ zJT@DF-wmPT=;w{Ff7SsCiNX6O7DJSN_51c(ux$?S7`UdohMGJ~3eqNrhcj$jDP?7k zE}$xh8=lZpH9;INEyv2|X2z0^h_ zRXHp;PEYocx#CB&%%fkdkF9t)$?+w_3!DnbK2Onz)^O)z-_*q6mE5%!sDaZ#?#buC zJL?sRmfhds0{W+ui^!|@W>pEzLOi$BZvLyu6YWCJed-f|8iuhg28+mjwc;PAOYHgE z0DZpQA-<^M_18N(`VcN#i%dL9o-?$_F9b17hg&U`kslsZ&u>KU7k0*{RnNcFGA%uP zeNRWKDYrA@fu<1eL8G%c8c1$O-#_+qF}PG7Z_>8I8}XCozgd3w z9Lw!1D-x!K%mP1hh1Mx&cNXZDi%c&k*wOB8YPh+U?*9(Y776+)7iH>l4F9;r8O1;I z#;8^7{QVysg@hGtluIF54Z8S{=)o09X?zcrv^bRs`6M#oh#+hgk}J7GL1~O@=X-{u z5~zwr5>f@O(BAqJ7wr%+*!c-MiN6+d2~q$?Ws`U7u!K*fu(=zp=qc#K$g)Sf)A)v5 zNc00>CqI-U^2sr-ao8>?Yz+ZV@UXW39(q-vW((Vl7vPX;4zJD5LViLc`xCewJsZd|Ciq zli&{ig8Oq8k6~Mz_ip?mhJpO=G>yPCLfkz@lq_>k1%|J&0FadKn0GluAi`Uky4~^P z({~~ei_6M?mjd;P#E|!P(GhEg51%^6R=N4j8tWMEk`F)#t7&|W+ds9!{}yrQ`%8TY zOzgeg{N+Yuqg*o%{qvl1@i>}kL7bxHlHk`&wme_Hzh<`}@#pL<-ucXahLWgseHJM3 zVWBV42<8ahXt93i;v$IR|l$bg&pN#4a+K7=a0ZSczL16wZ z6eDgTHf5M3I~^^7-Hujsgw!MjF*BbiXOLV*`m1g!JedGA+rOlXOnQolR)_Rolu~z` zhY_2^eyzg=CRu&+rT=^3r6aOes=<>0q&JKl1sdVeXT3nBOcG&d3)3E~J#@R=_Fb$? z%G^;({d&nEtbKQ6KgI8eGT{n(Wa$?>Z6ROl_JhVw9@7RaU4;-it~~z>%G5qZpX@7! z-tmT=)xN`XgFBn&W4OOQSGk~URO zb1K_(c7;o$LQXTz8_Uqyp0IKfqe27PbWUM zn$!$RBZRNJ4nWuU0zB!b71?SqP*wTghbqh;Lko$KlA*zU{L5(o%}LIyrZ=0JIV|1(qHW$XmHEp^81TiI3qMmr2YFpUa(ashrdN0jfY&t1f;-q7t1J5-S~yyDD+hpgzhQwmx`a>D~$>hBOQS z#glkhlR`<#MBume5ZpF=27{=gi8D6Pvvk{#aMR@wuL-h{B~_0`9Dnn+aqHlFamIz& z9tgU6P2@?H3GTiq}$9 zIzXA^XDd}(azhS?G?BGfZjj2Hg0YCksUkc2ACt$qnYf#NDq4y!s^+R z5^~%&7<0-F%z|Opt#?ai)=zvt$nn;p9wJTH;&2G_+_G0e`fcGJ4@;n8G*yE^5*7mi y)Y}Y*K&>C53Vm(=2mk)RsrdiP4tKVltL?#U=3g~A>HJ6WDfG3UYt?GLeD^xio@6~(NC|t)h)q{;-AufpJA6Vmomoa4+f@=ANWD#2R|AZ6G{oijQwa+10Vr# z0?>?L-18>9i4Oi54T{5pp;1 zOHdUAU2rj0u)-}McUBB8%!Th17ovfvf=(_kiV9cU$1t2#QpP_ph~?CFL0-777%k+k zn>&;T7nf9AF%w9j+!dLt@_m?zm`w@ufnR8&k1MxT$?Z z12;G(IfP1Sl2d$3&B7#KaUb6yG>Z_wL=l>ywqg8L$Y(;v`$UT|Ig6k0U-U+@?+M?* zIB|C?>(qQ}MJ<5*9&_M7W`+iLd^XA7VG^0-0DMEuSF;)juAc=={~N&Zzh&ykd`Dtt zj1nU-LbudJHyESq@nm9rt!fi6x|EFp7^Okj4bp(qs*{g^;SP7*Oo5XF4&Rb7FnYUs zxE-zmX9v2B42;o%gl1D`Pf(psQ{a@6wSS66K2CXhuv-oaFuLUUt}y_oRe3TpMk}a( zcsT){ugEr9(OPFbUx{kBnE+>yK5hTljDgW^gZ3@54m=kX_-;H^6z5JoyXNai1CANb zs@OS?fiJvvvN9Y4XWkaQwuaM99g76-L?g!5j=RQM;YI~UuV9_~l;YC}7_DR-xQj;f zKhO|e=;AzKoWUKZXY8^Ngc5|rxr~`vML~naiPZ$GX z`#j6!${B#sPL7@Dp$ZHJC7X!DZ*^dB*s>^30lC+J(E+HHQGT0)w2}#rHe=dwmf{luV)v5FsQK#5r+pEjT+-;$|sqO7{g4r?Na57vttbE zo#Po&*8$tL1{{NtAwyX?A3gwQIX4{4w+HSSKVeP{755tO+*>@#0k6Ef1CDdDZKUf& z2=u_{g)Gm)B(4S=OT+DD@T!af_#^-8Z8hL`eHMz{dH{aG-F$XJRS#@E3Fq?R8t@DL z6bZ+%G2^+1KX61(TLc`qz_|0+1y^In4_K_cnGPJc34*)gE>eIOeUZ9g zg|X$?9k8tfOG8eh8a<2H0>+L44EgEN1pEaLzbF_sofb@r&wlhv}5;5u1?+0eR=2kqxCUZ z&KWGNWUj2}iqTFh64sMQtX&#W8DFpfysj2%S-f`n3GL~o(HOVByyhevfYYL@X)CQP zqG!qYnS2`WKx8$6a=%r#KIyX4PrIm)!PRZHc(G`PBJmoK5ZqLuXro+ThaH_>=|8)Fs$FC1zc`i$}W zl55c}w!S(&!-mc|9x5y?-2;b7@|Jn9c?%;A_&08ttmqQ3x{fK~r|!?YCAPUs>YCU$$n4tU2OkMM18yZKbB(>h>u8%;L!5G57u_vd}ChO~6#$Nga^-tM_l z`3S>ZYrwDa;TU72P3Q-hIPm9^xf%b;zGuH)Uf88X>1Q?~%UN@%mv31<9 z>&f{TWpIFO%;)25zdnzTshPijYmDb(>v(Mb=Z_+OJ;q=E0pJ;?zu;4!yTs67U-8W( zzhKgs#ja5e zB^5Qk8UPBF8Q7lO!5{b&x+qK&;!o1e^Dk}zV zNkl$KVKJ2%@ z)6Mk<0eP4MWd43=Yd@aA= z`|@}l5(>4*2Fh|t_P-vr^{2K=zi=rb>+OGB>mhGgh_wN~LMa6>M}^C0@jIwqNYHJjz)mW-_{QbKFCIgfGie4xETg)`?dE&}##xU~T6X3DDY zLu)pBm5ITmtJk!r`1DhQ$-a*1MDZXe29tU!G+V~kaZ!7zRtALe4$u-))5rE~A)sYV zu+HrvtN2Y+jO;x?i*KM}WbXsOB7>GlZ>ZGjJ^T5t#ytVH0j2**zhWE95YQ45#x=lV z)1_wunQ(xC(l3DQFPASiFxe2$Qg&6n__mHj3!CL9P^7x<_CUGN>h(>e56T77g+oU5 zjr$7+4EqZQjMqN_4CDTS8iM-^<|s^tiULnYIc{15)>DWU2pEI~6Xt=&6A1GmElBhQ zS|$j6ObgO5ftCcI@4{}O5gTK-nU?r?TGj~s7?%FfkwpxC473q35224m%tu;|&;`>1T`(=s1-21(!L%S3VQ-(IRm!_se-lx zE`uBU%{+jLWLH#akAXys0a{__aMR&$FqFE)n~si}2JPjr+K!|P9ryl6k@>k!m3)OW zx__F@W~)X0+#=erS&>kbstIG*+ych%W~%)S*b&(~t+Ibuek@@2-0jy_KjrJzAMRAb z_IXO!z?@TFMugo6eWVG^;_)gv5K^I@HT^Q*PfGh~1TP_oxxRC)Hhc%*HVn+f}cnTX7Nk6k!(O zZJ@v*rIOy{Gc>|E2w& tHD1nU7puFY{^l{R*E;L0v(Em%{Q-1WB@A$xm^AXu0000mP)t-s|Ns91 z0Rhd;%{DeRYHDi3q@<6JkN*M!2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xL8@YT000K> zNkl^5g42D5c@|mD)oyoY}GZm#iOKUf0yY9?hr6%n^=>K1Uc0OkFvD>ZF zF;!5B8Ci}ePhJv&1P}(0CQX{Orwymoh{&Gg|MKFysGs@eAAdI`L_#D)LL@{P6FGnn zPmgN%XvYbW5S^Z==*qZnT;rg}A&eChX>_v=u1j?Mk{MdvF0LxtrT)B$$irJO(a!gN zUB=RdA$TGRK6nc@_#G4N;6^W?g`MABEV9sO7WY7#PAFze-3^%GYuRnUZ0RK{P#2CK zufcqBxr{m{f`E5KJ>sx5zCmOn>Jrfk%$KZ)3VW~7Egds^66MZ#=$tf~MROoBgSjIL zUTw=2O`PEAB_o8S5znI>h@e><=MlQakw{|=a0w+Y4z|uEjmp%E7bHYNBt*X{QGqyz zYEncNMh_DsQp41UMjCa9USXWdJVK~cRJOWzDzeuobd?5Uo9T=?6DzvvunO&jh*UJR zS50Qr4HaF=+iEIA=?rUdKABM`ew`5gwnV21QNK(iv2q!8LL@{&Bt*Y0k)bnFm!2s3 z_JFn%&}cKcQ8z^*-7XZmGTt@|ZI}HVLbYPAuZFAYGkWSbRc1sBSV3FH(cfqrw!tsT znr7Ibwj3N+gBsSkY2?7eO&M<>5D}>Nkq9BcEUsV=OR^c8{D@{){gY^in27dy63w4# zv;JWg>&fL`{lXfn`OZ{p%WNG{ojcR3CBRrW#_Zb?8c{H;G+4@74 z1{3i-+PtatR)eyEema>(cNrS@w$3MgI7@?xfNkBIo?#2DopL?C96l4jPKbm^h$cW3 zo*KDvN*eV-bXG*V!WLujTs#0BS~}zY!OPQOY^q#|imI?-X;p{h1}Vj%)PVoAezk~bobB9>@g($Pa+OaWNUNwke#O^tw+gU8)H~0pyhZV=kS)(gh6;V6tuZnms8u5+ER)Lzi z!m3E$!}A*5nyo&@#<#$6^7LT_urE4owS{HTofVPk)-?6!YIvFGnwJ9=pGb)k9mmO; zh-~1ID4Y*b8g<&%^asC6X?9ifkf)Afr)=?qJzgOg^+);W%or**j)6A|0Gb0N}Oh4r@Fz2Elu zargD}V)wQA=yUdh%I|+Y-L_f#bJ5CQ{wxi5`4$AvzDA0h>-? z42c7gE@^GJuQHP*Q5c$zV`iP{z*yBaP-U)B1L{u)y|%Pdq%`p{bD|d1H3uPTPStMk zf_|QWM*JJ=J9vbPLj=xH7`X`KaE7C~tA6l|S6+>kriI>_7BiC-r~XGnxuH5qk6 zBt$|aL_(Ai(Zjm(>1cGnKJQWKUJfD&(OD4%+-hFb?Kx}-JM>MR0!U@==5>+!%!n2o z*4wj2!QW_CTGnU{SEYlR`gQ3t)2QTy*D;Mc)j`q02PSe5=z!xQ0PkaFL^J+$K%6s? z#+t0(fsO81;M8xwb z=4b0V8g9_Aty_?-+s=}$vx$gpU0y`u*9nmj36T&9kq`-y5DAeG36T&9kq`;d35al7 e4Wvo?_3dva7H6x7a&L_Q0000_-mky#t^B0yP_pTc!sG2du2DH*enT?d`?m@zK%Ii;Ig;D3ptfi<_I9hlhuk zmzR%^kDs6a*s)^*0s;;zk84?21d^{^zH|#UyqstL;KOyn7^j8~?Nb=6n%^kxi9bP5 z>(91DjaR$cNJDmF#DQI40t2Ry^Qj|GGAfHjCU#*VlCE||F72v& z1B+_XYQklz_Hx6AS37uoaE@4VM78^Mmq^;B5#$Xc5~Z>+cjH$FWCl@e>($qD%NK#_ zJ@z{4$QZQg8sXp%vnXu+7MJRTA`qRqB7|r(M{)l@h>VzzH(;XDn0xULxqzeyoTaJ! z_YOua^)3VwV2SFb>~y7u*r07tNC2oX*;hw-4XUi8rI4Zi0Pl_)$q4Lgu4|u^THi@> zvRxz=H}8x$ei!Kw@LA*ng1*?|G>Ww7AJ%*slrN)gAREKOfR6(Z0WVL1eazuO!cXmo zONG0Xu^myAd0_c@oSljG(%~%ogP#NnO-NjGuk>rHa=T2=E4*3weKEP!Rs#sKFTXDw ze$)OfgmJQVPZo33>6>>AG6P?e{yh(dBhXWovThGI zs=MeNWRh4h5_k9OI7S(QA-n0Mq0J4m#H{Tz=kwx1yoA>_QqL=t(jG~-9;ajN845G# zBBMOGI#Ew-Gcwpj8q+U0Qh3I;*X~BQB;IAY4<)m313Bpz>@1zvMS6mW1GIkH1*=>i zz}n19DF~iM`n=Q5vo{|+P4-Bs>n|Uk+gwPk`mR9M({Z`mU=4bdD6^0C%&)vz=y$K2 z+&~lbr2xhDPC0)c=P7qh-D&1$WC0w0HMG^^2n3+!HxU1Y=~PBZ02-@aC;%D zL*}QKLvY?(GD5fsV;}y{atLfT8<^g5YnvzowhlLGs)MbyR4L+g#r0DTSwi51vDTgf zspccc?3Tq(BN<=?EOyMI0)6y+atqWWy{kk#NN6&QB;r|de?$!D_r;7O z`0Z{->iC@3B+j{CbN?KG#GH-rzt>0@{PGP(C{s!+LqFO;w+)#~pk7#2on*9$0?GGx z6S`T%=oXR1$uMI<#s!45G0pVcK8P~cTcP`vqbH@xD7<2U4(5r2m_^U6s_FRn7e9{U zVpfWdLVkqs+-AME`nmq^9I;8#vk5xGM5qum6GQ-MXDPdo2H8a%O=@$|m`^gEnSAQt zvllt{H_o!1Dv#OwIfAK2mSxkai}L7tt+e_1$nR7)b@=%pXfTRETA+OnW9;2bMFcQw*&$AX2o5X zrj&oJb2^ewzn;MlkS2pSC7{!PS9JlMV8uSZk0n8PEZdIxCy**|#lFs-H!*UzyQZ-E zv<#wo#}(J2R~p#L&1@a&im#zgui6Z9#saz)-p*fPasYlLIPeO-T;*{MH23rb%TvjpeEjQm5e;-+P4s zUT1Sw&CW5iFO8PP7wk2Mw_fO~`Cy5f=-n3r)$J4|^P-V2nL0wv9v$bvjwM^CmhwIR zY%(Ws=Rx|WRd|JrymJaHVOBMnR6>7UlF8I~EEMH09xXMQPjV0j%N>sn81a9bfqwg= zom1&$ocg3=A}r6qakzO2qe|ga-cHV-kuY88N=}CBw{prQRDe3TG5xBDl(?r3>#5e(%N?dQT>c( zju}D6V1HbDdj0v~nQaDbqFIroq6|341alf-m8glfo)TVIUDkgamSK| zQ`ln<<=30;0VwS6JlCV$zbB+jembi&)KSF69=s`#-X8=EVY_CCB373Ip?%B+PjoM5 z#o$P~&J*z*`wOujB0qz7VmH~CR!B52qU`It$|T}lHPui2LB_y_d=*#6#(j33jO9k+ z&{+L}kB!_eJLv1Nx3JoP~Gava*4*d)?U%!F{<7b$d5&8+A&m}8kJ8EK(*4RPFLyE=S z?VKe${Z{Xo${uWL@vrgZ%}4Wy5iVD<2q96;KBwQ{Xc4<-fF% zag4pPzMZf=XYzb?e=K?8A(iUu5TiEAcs4p$I+mMUGnuF5m1?oR9i~i&yg)jq=Xsav z%Q`-BoXXz5NDn&#JdYX_{Oo0-TbOTVa119aJSKfCI$P%PWja<%Z`zi7Nb^uew?Prz z1vf!X(ZS_cpL{wWJCAUWc?8M!%dm}ye+)^GcPIxY6;Pqu`bBMU$;}OKj#;vMr7gcs z)fU9oOh$_FuL+^k<@nskg!8Ql--!oNqq!0w-D?*iZdW3Xkw2tD2*6UA)?xQCUY@m? zvlgZWxIc6fU-gZvU4YO3d{BcCOe8%vf#kZrxGun$z<$RYIgFxJgO$As1dJ1?vq+@Xz~{~rg2bg9j- zS204XKG=$e#ruBxcH=QW;*Bg2-^a{vdea{b%ihPoXmM_NxRPQZnH>8d^KYbWbc{!1 zu8n@m+8R8rlzjpgoi`|`8aiK5a|-yyE?%k9|20sY;P7q*q5d|elqL)|p#oI2>>aqp zlu)Xy3;_tYIVyuQme*xs`P9($#Lb)}_F7m>k;-JnU_2U|jmG&k6eQvm0dAoSqD16C z)g@ml2friWnYN-tw|mvs{A(5zlLGpgIwI+^nA!Am|v(NxKk znI~l&Pd}-C7*(jl(J-tuF(%CLso$C6kak!j+I8`?Gmo(5dtck6MOzBtpgBFHC|ZDR z=PVcFJH21oyTTL7tF{i^V6TEopFaZ}oIuAP|iRJjI!HYqP@j3jNU!$GZC=sjt2?@iANf znkOj7+b4{g_g~{uQ;$mVvS=4nMHwI|&hwyZ3hXWgr8=RIh8{n`K+r9BRy17L7+}MD zgr)sa>3n%Z1%&6YbotxwAC>-S_Y5$|D+A<_TOxoWqMfXO5YD-(Tx^1S9;-ibco0xgY`NNQ z^GXjmT+{Pctaq;hsaX~E&mMK}@ zvqN(AtoN*w8}gHUECMVVhN;VsC-vG+E?fIoe@C1Aer8UfmO+6i5&=8!_hjo1;?q$BsIYA;}hdiZ3*gbF~>M&1S-VG%_u@5#8KGZ`k&OpFLzlh9MCL2Oz4nJ?} z*>5a?iup(U)qj?l3zw*SU0Gi@2NrSdKK13=t?zWKg?=DN;uN87)&L82>Y_fRK5lJC zpG&1cf0 J%=lj9e*p0gM<@UQ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/47cbd75c-bae1-4ed3-86b7-ad75747293b1.png b/docs/handson-cnn-tf/img/47cbd75c-bae1-4ed3-86b7-ad75747293b1.png new file mode 100644 index 0000000000000000000000000000000000000000..03c7ad5cd19e8c131e788c9e2d370f6d4f579c2b GIT binary patch literal 3565 zcmVSq3Yg35k(FL{pd$O`q7Vm^rIjB=tn>L(GN9aIPB)NR19~q_@L@qzZVO? zQ{aLmNfh0YwN8>V>_p-?Yn}_IxpOl zvdgU%I=PyNQy3+$r|WGy0`9bMiNYW`Q%VwbXW^8_NZgsIJ4c+_5V1S6bmxWJX>jy? zR~Bxi!C)O&y7PUg(}AiQw7+zEJm^(s=|-}H9sBpncNvMe&C=zT7*xLtba-X%5MtML z64^0VXJI^DrOnFviOjfX$gS8ti1?*Y4i+m0m%6#K%}&EFMJUAz6uae3qAkZwolGDd zPX$+M_-4H__sg9DvZR3X((66x0GIhCp0irg*vQWBBpP>Ksb3yNt)UED>Xj=!;8MR7 zAgi0%Y_?c5ApTgK#;h34|44>(FV~gdhB5&?8r?2Gmbbn8a?Y=+WnOFa?%{6D1!pH3 zc01+R$R-GOdD|4WwMGx0E9uveI{TY0a84pAqBb|NI^laLR&PhmEA^GByhQT)4o|_- z@jL&gEp>7&=}9%{9wm8}t5QWuv!!mAHJ0Euk`u)2Xll6c-n0-@CKt{T$|Q3ODdV0h z1in6SULu#>l|r_M{P#$+tHzMamq1huDoN%Ma*a1ynL}$4C!Ip{VVzs@$qF*Vie}c8 zPH=W2lLFb85|kM3X#t_Nw&*1?26Q+Xaf6TN>hcG1Y7i8I2|Ha`hAayw z^F`MhOSsSA-pG7%)DLbV$|xc-M+P^MNsF$bOWceiGM9q8zt&l<%`Ug1*1)*@?89?% z&_?>fd5Iu(iO5`a$=1Ab&#FP>gS`Z2TKjz9V;nGfGVjC_O-fWp0 zEx+-=O^hkQU@#Rc60v3OrWT1V!Q(fE_5>1Iz?Qk7_Gg;_E-Sgm2oT!TL*O`q@*b23*P3<535lsUVOnE=jC zOjMiY0-PyxlRD;cQ!yNa8eZHks0B=!+te|;>*U}Q{aQf7t=r{4L-4PZipEhWLg^2t zE-}9>pUKm~Th(`Wr$Zly|6Fo{b^hy*Pds>2k=d9scSin(1udwn<$;gGrz$Ju=Y0Mg zLi~sM2~*}gWDhD71zzQ_Qu4n1a~T}pA?3m%oGEiQBF>?}KD>5*)o-#I??OV{%#^uT zKvMFcg%Xsnm*?a1L}LsceZL4JNX3~l7XX*>5**yPe)=!v1@H3I+#@m_q~a`@J5S1U z02iOlTa%C6eg(T0gdK$?b2h?DHtr{{#fi>!)uQ=g{P-J*I)M;p${f^C>A(@5FWjHc zquW9dq8#(j=h5ipBcJC5$eAT`Dexo4NWdoKYj#>S-3706e@S!U@8{oJG1o5xTvk~! zH-=0!MZsmK=c7wY~{+m)!kGLIDXfv4}$agUb&~myMN)}oInSyIY7Er zBhayZ{(t%8Xw8Yw#RA=f4=3=uR)*r}ixDYd*?J`brf zO3NHbC`_62Kvn;<2HE5I>j&IPS13vQEKsUf>7WX=JT2U&2^G6!ZTOqm;lcN|OR z8PYNbt{hY5rl3_fa^U1;4qG|4%uPV6N`jM@Ic&4amN^@gAW3kxw9H{O6i(mVZ1zEf z^#mE+k=^is;Dq|-xOGcGaPl&TffINOih6MJGB<#VvI1{G0Zb&g`0_G`Rh)(T=2U}| zmpSY~h)8=leT=2RS&6jFLEuE*f&$QzSaR>m%N+FZ(M8XLV}j*N{Ys+g&O=s2s6AXY zxUu}y&@*v0GAD3yf>_s!^h_w!9?mzU7`T|Kus3&$Pmrt3L7BS(TM^%4aU0MS_C#~o zJ2rj&GFOl;?_k?|{^ai$mTvRl_%2Pa30-a#b{VBWIjnYp&!_?HY4EX@Wk=Rng!Lfb;4#g$d2BXD44F z+YqMjDv~+q=zV!Gdst&?pCl|kB9Y9U%v6ocmF)otcjb2!(CljSw}vsGUy5X|?Bzki zJF{a+W={l5adwwTlZGOhE7*&1OMlcW+a9$906ba(V%$*_ zS&1T<1DZ&K`pW%5iwK~Gk0cGsWDaN|4HH@e!IltDoRG`ob#6lDfF{y)y%H5rzA6@vx{NSDQOP=nd%qt!#L%ek1*iNa zsqo3}=}K_i7q*3z{>B=V05UZ%`?5yAs?8GLzm2Zq6q^^j!DX4{g!RzW5Ab`V)VHr# zx69?jYd&FIS`}bcf1%-e+2UFK(PBb4KeVBOg;oW{(GR$h|q0|LXJ$p3Xtk$ol}rJ9P^()}sW->)LPD1Q0hD>lO*v zkwkpA&(v>dznn9a>oz^C+xt~u`$B~LJraok-CtTEL^*5StxN?D7a5*+m+Jw@WF}u3 zeaX-40>S8ZIh%c}fw11q7K_=3FM>0f{NlZ9`j!4GgW$3-@8ZW86pX;|XEY*{;5LR{ znVW5R485E8QbDyF)KgT`l3|p&?s;tUe8Tz^q!zL?$|tg436&(v!;@KXWfP%R{Ao;PeI zHXd?$JRJ4&$<{o!OzE`F9JG*FUMQVLpUFyrQ48QQD)V)R+%-*A*QS?`x+mDTfh{xa zR(HtFTLG7agtnmbTFSkQSk`V$2uc|`>J7P7OW<6+Y!OC3?0YSSWSCzWC9*l7sYzM8uyFa(DYUcOorTMI`%&@ry0LKiXE2}CdV=2(aB1tny{fA@ z?WfEQty6Y8L5Cu);BH0t6lud=}I&Idu`i|_R@ zC*ACCcXoa=!_4%0opjR4LBw#{uj(?KPww-J)fymgCl|@pce@$;+s}nOs2hzlv6x;r zDLlz*NhR8HtHtCSk9BiJ;u;+&M?P`jKe;B;a`}t8c*$T-av(FIv`;KTF?|S5q0+Ci zCBbfvWbt|?T%=yzFMnIzt~Y1O)lu=+`JJMuE62EdRCmJLWE~ zn5an0gcU2+3OW*-zF4wYJ|gLbiiO3^*xqKTW$iDaK%XiGF0q9fHHjb#5u&y_FZZBh zz8;#WBn%Wk1uM@0e5|@7^hpmmT1J>lySS#k_KG9U$4q>n3AGM5@BlL)!OzkvB-q7{ zBf(?vKTy#k2r$8uk2&yw2$sGcmnzuXrL_ca5$~FZ87%Y44DKjcYwHKBa)5AxY0@}+$ z?o_6=B_<`M(~{;+*8R)9KL}E`TozaPcZRoXY9CBX(kEs+s)*CmJCuq?fT=f0K(g9W zTs;T9tswFnKd3vvT#jxdHOkQn&v@MwfCRW z?C(Ld^=UL8e+bR*iRNe@n%#YpcF5A~Y_9E=0lB3(oZ{Z~uR}1EQ8Ykxtd~|OdB6eb zQ2`T^{b!xuk60fG@LM8a+lcj%5UFFqy#ePVMBNlY`-Gg2m^iukfEgp_d<55-eb`Kx zIhRLpojC&SvOF!Oazw_o%_)efE%oFDnR04y#5ox5CM?wUxm*%*ksVAp4UnpM1j|{E zY5P2Inn!3o=D=gn4=k~70_v51$p($Hhi}Q44`OLA#rn^f(lG~Kz-MG=A9Pp~cyffO zQ!dW9gyli4HBL{+7_DlTb6akj`Y@hF&%b4obUAnv7e57{3n~-UjIIK-5lme1SI=B- zxbj(;_m?e46pQ-h;>>CSIA&A)gJTcpwb`qg+~wMKHeo~EUOq5=^rhKltX);+Po5gT z#_H5DK!deqbD^njvfxZFwp$DiV|tp%jx5!2XF4NCf+=4kn6=`{JhmdJFjmu;)|&Wu zmTUa1u&Z_R_k1{?Jg)A*rp@HuPaap-Es6<;9BQ|iYIo8}C!KtX`~y5-TZh`X(qaGr N002ovPDHLkV1hvl+BE;O}S7PLnOx@OfZ& z2W=a5kkralwoyNr=|3EEI05b{3fXFNU1C@@8XC^pxmcN4$5-)6lIrBW74sZzEeJJb z7$e?r)Q`{*dfMNBZjF&$vZp00ONcQ{1QS8wZ;JR9Hel+#77r0Af6B*A!C|MKSr+X_ xE6o0;`W7$a}HyHo`002ovPDHLkV1lM{!o>gp literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/4ca076a4-7112-4d07-bdc1-044bf5fc8740.png b/docs/handson-cnn-tf/img/4ca076a4-7112-4d07-bdc1-044bf5fc8740.png new file mode 100644 index 0000000000000000000000000000000000000000..7d560c890bb1edeb6c9f6a1de7a98d01f547af8d GIT binary patch literal 696 zcmV;p0!RIcP)AI{x#svhe$LwDUz*p6IW02nYxX2?+`c3JVJh3=9kn4Gj(s4i66xyU24v0006* zNklH-uh~E_3V-LnL?uA(nYI|z`>H{&&X>|sBIiLEnRp2$CMzkO_fVtcgKFuW6Dda3^{OJ={E2qWXHr~v#Zd%@~pX*2gwX?UqN)YPUdw9j4lrxJ~p6H(GN(aMu#{OkF$ z$X=i%ZUV{Jti4-n!3c*2CdfGM2!e!#u7q*y9*5oDZGQ|g?9<`7=v%X}=;c~3Z^Gr} zsH5@q-urUCkXc*o%84{TD)ZeT>ih|a=Fm3s69GKb>{(1w1E2QttPZIM{oW+C&*$Y4 zSX20vnO8U7z2T3R2fi|y?@nuybN%|&x`{>m`4p^!uI&+v^HhPw#+ECvyG0C@ze>LE ewi{LdLi-07z;}9BG5(4G0000-$uwf7=<*GZHB4Hl5NHoMq|quO%z!oj4j5J%y*DI+fbIWlo(kP`r2h* z3Zbzi2{D$j?~MKR`@QEq=l$p2=ks~)bI-Zw-1B+Pd7@2CP~05C91IK$+y?qcGX@5x z>@z&ceC}*jR1@4e+vH4*v3jScr%S(nWVkrD3|F1<@$vBRq}GQV1_!aRv9YtWb8v8Q za&mHUadC5V0|0&N1}5C{v*(~Y4tdjfRpsr5y#_D?8TXJXJW|uC^a&sD_P>y& z9MD_Z6%c!p_AV=jwiEmfIQ#0kN9k7)ZgVDyg&b@O zR1IxA6Li8!l_BNI{MOaLIACrk8dIld7mTh>vyJ{F`|WT4B<~mW#Xn;-pXs|fir>ee ziAc{?c=w^raVYN9L-EJN1?ojkfzy$BSL37Sy-aIy$k-E?dM8;!(kr?0>J2H1?(HW# z7dqmRVyc!ev=GB2ck6(m+c~=+YYkWf7Yl#3?{lS{*KvTC&7wjPRBa+H~Ug)`_f4;@lJkOk;*w(8gn$1fD2=v(Z7I!E`?y=aV9ljIr6mlh+t30FQX&!;$^rudmLxtQV3sej&z#YL*~`?MARd>qJlZUtBEu z(n`zq-?xBoiQk^6$=+=YZxj5noUaWvtYi$+uV^_dlA3|NOhy$Qf_=-UXjS1K%j~4i z4z)R&G!pa}E{x1!Mp^8MZKUi?!G&4oaJ)mY=KI&pd}$Dk61C)vts{k2MBd{WIDJ7cdv z4I3~@S9OR8bZe65nHDU%b6y=0Ol^<;rxfT>1%(@ibF70$&=lsS#0o`Q;2lj3$^8|% z*JAcbJkiQyuMm*$yc3JT$R_GJ%Nah!Rt|0G0Xf}(2QIu<-W7$+@Zi53oqo9Eq7*hZ z0D_8(e>KG}yoPV{gJ@LtU z+92oI7$g(9))yxNJyNbf)&_ElEAM|Mm`62S>JI$3jWp5>bOdCSlHP5|BZgK=;mdFI z{^-LJH0(gb?z3%pZ1r`{cFc-^3JA4BAb5d>-?lK}vGtdkzhWBRT>+t};?gKTXRYU; z;Q?_F%FlrMgOhwRw5X|ys{b{^E>f&}daljw@l-XK5O|K%*?76X0&tuV^!Zz>XV}yr z=?)&L>(V`ux34F zVtL=T5VQ|va6yprg0-U7$G939AS=G~FTZ4DPZG-fK!Fo0vW!Q{VQ94w?~zA!JzL`w zTJ5Ri!Ex^mXfx#!tL<~R&5Nx7^`%wxZ8#Ps2W+-NKG7Zd>q9%WHaBZl7o# zmMM%oJ=#*R4qsQ0Zqy9f4D&2#oA}CQsFk??sE5+Ti}DxDaTT6sgkNl##p#)8(Q#Ty zYh6bp{Ui+(pYshQllsw^_8j@YS|~+R;Ku8F(#vL?O`vgEfnN!`q@g6_d3qglw+gDB zSke=G?Co3Eb6q0YSV|jiI7e18TmyNy#neCxZAm}(3w#mmJ(NbLB7=kJx8!k4rFTQJ zsHOC18iYOvi`}GUkprt|#F$YMl4HAln5UCbb|5`SAbT^W>H+W#856+OiJ5V@R?pK$ z>3hjK2UFOkL7f+@~TV~{_5{lNM&_c?jA)nrMYP`q`B3S&T zKq;q)8UX&cdPzE9B6of8E-y{)Ml7MBFVJUbZAYg|BI6xlUkCie=5pG}_IFIvzcQoz z>OqA4%_uX$*b$wf)(W4Q%zV4B?ciPm*UJUT{jiP?&DU05arY$@jGk6+^dlgiLW}H)!yxSREkD<188!!HssHx2rv+kKmSB!ZjPqsKcYe z1)cL$+LrxYcU^DAahbtc8?0n2zM?m4@h;z#YRtM!kApsG`T=h!Te^nhE9^f_#)FPm zNMxbO+cX0(ynDxPkY$?YIWt96=wU5RL;M?TW4dLiPm0;VK>WUrEF>`NY!;X3B6uqp|le&6;cCVxI$%~h>7PG3CIssEXp+!;G%>;Q;DXX`2) zrmhu~{Bg@da@9lKkphNTEx`2+y_sk2V37r9vnP`J{=dfk-Bn{$bx|CvEDYty%C6#8 zi~Kg9ThUeJi5qsIo&3Bg46r=+7-Nj(gRL$3DaiLSek94R+^Fw%S2SIa0S8 zD{e~=N8+g0{O;kD9i~jBiHgM2|4Y?d(!T*NXgc!P`fs~^!&Er|-!#ZET=Kz|I~6Tt z!%-34_2*Ly*4^aeSC55!u$A2sZ;%%eLmFN7-I%Bnq8HY{OpesoYzyQI_ABmUG4vu8 z>2q{a5dH%&q3^Des|o=GP%4@3dqxxo2*M*pr@;uw+q%k~BrGkIxZ7(2++g zW1`S&0=f^I?`=7qS?MvO-+ld}wn*his=wi8rqQlGzE)Sx(Y!husAX5dfMrADO21ss zHi`$AFE)W9_BKG}V>SfgW|G?10{>mbOZ4`=|6rS5ch@wAsYgG`*za5IXob$vk;C3B zxkMr#Zg{+WlL9{fNl0{^0*oJvjQ+xIm#0gxq&Shok$l?0CL8LW4h!F0NM>69NY_xC z1%5laVUPK>S7<0cRc`0#$6nN@3=cf*&fFWno770lR8`dr*1}>DlKc>f(Oxp*zMNZ?k zc$t$lt@*-0BV&syIq?CPl*;#uA1el6%SX z!Pr5p5PXpAAZ7Z|#XaIF&n5XFU+n|TNx5O4DF0>W7ZlD%VIq`#kF`U2{I9BIjCQIru=m1tBKLWBONsz!B`hfg2?aHj zib(SnZ?a^PYqDj6{9144D1$C)iO&fw#g3RAFtsmU$t3S^UhTMUlhI*?uaLMZhob7p zzpv-h$1bjZGE`h~yOM$v^lYUlhkb6A8h&(iEjVXp4)zPf`tW+0wDJpbrE!8*N^rTN z_?f!*z4ZF%Vi~)HfSOHwRRQa0QPX|bj8wYQaKWfyPILp3+$xANz&WlF+##;9r5q;N zaN!i5M!2PeTI4(qoJquEe;qssoF&MalFY>e*Sj&AnxIStA0h&Ap<2pWpx>haj#xJN z6pmif_QHmv?@y@tVAXF3s)tg)VNA|jPt<$O6tGPi`vSUC$e;1>CX1O)%tSO`KkbRi z+2o8S^nU`S#P{qwaH){I(Puw*3{Nc($|~4f?#7JP5Y5*gW?1#MzfCpbDXYO_LwQ)F z9Eg^P8~0?lP?nYE@6_X2RQDY zHQ&KRvQjCf35M-wr18@Ai-i%ogu?1(tujTdp;X!=}CWb9* zN~2W1N!!7%?T&s``Af@@4vL(m<*2hx!gZ5jjzi zQfm}roi{e9&TGAJG&|K;?E+p?CZRK5{m+Kphf%yV2{2o2&6?F0XJTVrISB2`7nq;> zvoV!B6i*H{(waucH~OkjbGJWpKG@E`N%iqzpmU*@xcy*FrY-x)TdW6J&t?fA#~Vsr zT1uL-oX-)RXxG(i@KnpqN^mV2H4rX#4^?*lt4-PV(SVDMU4B)hFoqDS`FOAGuf=h;_xUi=%Q zGfPv*+I(1;8_OQ*>BV(dl42g!UZWSZ5OsLf2&9BMe9`vMRhW+1y-T{DqJM!^#BC1& zf_BQ}?F&b#x{`LOkU6u#W{&e&0P8|l)cATiVQ2~le=(eahW-{v zXm+mds4jXRzTy^gB>}0B<8*@ygi6)L@Ptc~OZ%ADW3La)Tc!$non+^NhPXwn;}$yz z|81U)okPx6h?=iq4~sjt+m=SWaNGG+frUc!}@tz zVoT1A7cSuL-svLg)8CUZZjuVp#Ym0>^lSqh@z~pKXDchNKPg==Pf^8BNk76d;?A?? z{IbJrKpLkeqCa>*6K$ALTy!*8z`9WO71t{*O|H%Zz~5jN`v{xb`S>EG^i zTl@0CRy%BM2 zhiP&$JFd6o&swqOI4s4K)nB*QQss{CH;V$;lI{E~+NUx!b*TRiWw(vM?&F94U-fV$ z?#DqQ7DxPvsL-T2bzq`A57^@SfA`-P@jbNg8d?y|a+LlLvx1W0*^KDiGnye=n%5j| zt~EOcRttW1I$+tNtSco|>4r|>*3-MLWNjV$bfjn6sTS35s(hWdiW=Nv4=2|xeF=0U zHu?#@9hEuu-u`+kH+w@2?X}xb#Rx|{s^%p19}3gf|6cyP;IXl9GuV9Dgz2uNqGpgZ z*Ai+{P&24eK>25rEOE->%Kzm#{~PTvS`cFZ`!9IB!JBK^dsd!<`Fn9ZTD378{r!wf zefeFp8q~HAN9u;UyVuuMVsgj!Vr66c1AJez{PEi4PMh96o{oKmPQV0l*GwH;H8lAT ze-I*NA?E)*2)W>U7_^byT;CY}2Y>L!o$LkVCY3&5^jDwR*n574*W#aopa?_XWSW(c jB4Hi~9;taaa>~FjRQo56L)76c24gVLGeLgRu?zhl*Hnpn literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/4ea0bf91-eefc-4fd8-bc77-b9205cc8309e.png b/docs/handson-cnn-tf/img/4ea0bf91-eefc-4fd8-bc77-b9205cc8309e.png new file mode 100644 index 0000000000000000000000000000000000000000..01801801ada97170729ad6c86146c6553089e373 GIT binary patch literal 17464 zcma&Nbx>SE*X|305AG6N2e;rhxWfPg1P>5Mg1ftf00DwK3_cLt-3bH@7TkinyPdr6 zsqa?ZTlZ9*f1X{vyL;EJ>fNjBS?jkWAsULE9j8 zvM+#t7aoWjRGyZW_VxAkUu%DVUrkMIczD>$%d4QE039720|NsH1Y%-hVqsxnV`Jms z;Naro5@;*_n=9L=EGG^1T0AyUm0fCW^jN|xZiw0Zd_3JDX73=ImO=17!w#U9En|L= zr1<*MkdyL3ImMF211wsSNn%)i{kfy_`upZ$1L;VO(fi=q5rEZyB^6~DVD(S9Fq8f( zCL|!tq<_-J0r{_Z7{E9n|074WU<24cS@<{izw-ZmO64j7v9bGIUmWRJ=SxnIAqq|f`Jvjb)nGVv4QWh_#{?YRp<>21JoC#RPvk;$T518o}sV0!`arI!(&YTBH zk#m&G9lt9StkojieHue_caicP^?bVVd=Wc)bL;MLj;z7=(EdhTsyt6_WwmeO6k2$p z_<$I6VfHZ&tS~f~_!zymb%+3>k#f_g-#(J56OK*nvhg9?>H5_akRCX+MiB6VM>+pw z$w$_vi1YBkB@YyzLO@6kUi&sV_*4=yfs`IhllZj1yMB0hB4>jJ=FILHbtVykr1Ou& z|3b`Qx;N5T-<>-_4;U3M z>HQt62gB(8GtM9NO5EacgMePt6@$`aq-_>7@N@PyATe6^GrCQ@YrwdvmRo?N^})qBOP~(t**3g^b>nJQ%LV6h15mnRgAAuWzWKIB1Ubw8 zBSLE_0DX^sbPY8Bdt$uQn~BqH^MQx41<>B}=O7A^d4Pi;}&Hez@- zLik!df-2IB$0_OGH~KQroK8S1qve-9>uSpql$e6xjH(Y$u&!s+zAh8 zP{HnUv`4Q+`o@uM^p8Zo!#{rKXhtNsj9Tu_G_KE~eRdM*{3XG4dy|t0-^Kw9KM_6O zoCfZ8d50$;zjHa84Ah`p-$JQ-I-J8LSN^EY z|DSgC|5boEDno&ukrG{V9pwlZHsRJS42*dBg6}7qsV-dXJbgFa6V|`XmDnQ^7uGww ze+svmcGtQ3F6Dp*r)3QYlxD8RiCdDw?=M=NPKKsfYI&_g-$@RxS% zz7<2%{)Km+Dwgz-K-PBFjNxIw16(sbsi^- z0COe)!HUTyvp*~u#I8jGe@=vl%fnjavK^#iU9zItql0@|)w5!Qhx2@Dg!lB%GCp}$ zHwfFD?9HuDX0Tn0c2>=I-hc`xG`1J7A^qw|)ik9xxUKR#;*ceQ1p{JN(>TbkpYEUfbFjCIy$3e5W<-v?&;T zp?-g9NWpXDimk9v_=yVm$~+nVs#;Rx>hOnx?eY<|)Xi}K!NM-U+V?Gyv>ta0U!e(F zkrRQpB`$V!jF5e!M1Xs6TL5oByW&)v%}D4ydA6mOL5;d~tV zsO@~U5dT{3^w0e|d6&R_$_Moyw=qEpK6}xTi^CW7HH?j^kJ1v(Pk=scU%J^VxMY0j zK;izOgP;XV@E4wGs0QVsKreja*K?$nosV|WB^hVy7c?E=tWftyaHQ;ySUMS{GTa!u zau{MR_S5sYab$VM@wp?rJGEuh1l>*FT`*IE1L%m5 z^;&O;_f(7OCrDrPu$5Ing;sKc$v~`$dcI4wSdJLe)_u12ps8z{)fgzTvm7l(F|PY0 z+avps-Pm1v6cuMx9@R3=-Z{y1qXB#nm*TU!e)l|y^F*9U^IZP(jlS|}PzZHEN8*fGCb5h?w1aEZ^Jm0}SPBTF9RV$Qb9`oR zC1Qaqv-)|PpJKbZB#9A-Z1{eTV4E=hg3z@{w-m7r&Bg#Rae))z+i?!&({v>h@Sr_Z z#(*p~8_#R><$l)?rgm6PHpPrLvG%V|d8)Udqz;M8z$u zm~2+>Hr|~AUvi}U+fqSpE)W&Q2I2s{u2Vn_L^PVBrAx1uGfSPunQH5QoqcAD?VL@tz-VaN!>gT<+;-C;ox zER~1!-P-SaQlD=StzASJ=H^;YHI+(fvNR=ycj zRE|D?C+{qpxuT)x!V?zD?Di?*Q$+<{@Pp={!k;BSi^daZ8fO}vZK4K>+xdwZt%CEf zE#j5{QOBEpY=_(7>p8KJktwO~W3SThrs#x>)Mm5HFB_qLCB#;MGG=sM@$@8=1MkZN zJXx3w_Jj_kPQKgI^pE$qi3*OZJe$723aNpkVuy1S{S;tdSAc72TFBR@}DgFfVH>-<3iHGOapVWG$#y@<4lSpRdY^ zof7=8oyD@sZ-lIBDmGDjxl{!m>#~_;EtE{LCw2^JZ=3kP`UBcgvoPxI4PYS($o2RT z27mcOrLTv45)(WERSp|N0DpsDwF=UNRf+e5(BQ&-Oc-Lln z0-?V&tBWc@->{?(DUaH>9}eCXOnxJTOiEMlO^=a^|2l;vGWTJQ22tooqMp zNpEPAALkt2$Y9J))hj^a#QA>4@xe^DzQ|98xN37k+;(&{SuDR%a%N~AYL4a zaIr1n?vkN@En=j}*CZ&l1yL>Fq_`?ZLMd-xrj4F57+Rd#c zoB(3zAQ9i1;-WxQs0_4moQ99XKaZ}^AMYbRCRfW?SzlQxQC$Zy&4=i;aKOg{IeLU?!?!MXk49v`aO%ST1U5*8ZH+rt#JaE!8n) z?&FQ^D^Xd~bK46&WFNPB7b&5jt>~nE0=QpoCT%1DUB`%qjE|^DikYP(Veqrf92%S~ z{*a|FAo#`}`d+K#>rgp5mjnp20!AP3S3M+y*A^R;n28L_B~`IwNX+C~<^ECFsFV0p zc=LcOahzGILQNbm-oiJxxYoy8W-w#+vL1Ej)+VhwH!H=n34Q~5tMJaGfI4GgfpB`b z_`vOD3XILki||)9n;n6;rOLXaI>xb$l@c*sg`uj~EuSO%z?p!skMY=9HN0uodeSN* zB@&6QDt2>k{y?YT)#BR31gwH&c$9|CP))p35WkAMisx&su<8XzGlgtJRteeWv;j>ts)w={Pl0YIq zw-SavFbYh&Ers^0EypCq=j`*}1gH~pzD3$av1gP}ojRB|F;+L2f`v{Wo?cK(Has%+ z$gJh!ZNTTBOlZkl>ijzsQJ_j1kLaQ{$p|Fh;(dA&b<4!H@^yPqXV8y1w`TtnGL*{l z9rB^h0QKm0rFIj+w)n5O-Czq++mJmmOsh#9%J*%)_Kyl`uo&&WVd%8`6p<&%s{fGWqV$- zkj*sPM`$z-%j=5GLdMLz%`MAE7Co%WoPW<;+& zk&8KVe0Tv=vn9V^od=v zOKkf>)f%@s8Z(h*YnA{@U_@7aCL@K>Yr@i=&*ptS({?=iwYaNtth$m?(Kj$gGU5IW zVMHZ!B7Nz$m5GydcuB3lNPxfp><%4cNzUBUJ%*Ob^O=IqSVX_{$I+_G2*MGLly=PS z8Cv2^x8Vk*;eE~AMI^S_29qJS1#|)SuXum_vuyEJQ=`6bm3^_#WYceF6C=az=i6a9 zA9$N1!b-L|J{kF&wHJDARa?u_&cd?9?Vwfcg=@U9|4WmTgw;80tuV_QL_gb;XnISM z`ZDaJkgV%^w$2WWPa)3OHPADbkCn?K`*edh*sIMsy&wK-U;?jlFIbi-XE~{)D|)d_ z48IjvNJjH~XKJ_#Ke9AaIui9j>5fsx_Q#U7B1S>)HYISGby~9MD@Ib`k#sb;v<2f& z|477{#QD|_TQAi;vuHQSsGhEHzv+Px)xzxPT~wGMon|U%mHwr=VEQA>P7q3 zaqg4I+ZG-X-t7q#?4d7GVX@c?tvh2k>a>Op9ZMl*uNk0;^rV3G`cGPJTbNejIufs? zlFFQBX&jf2DuPO7h@ZcU5CC~|KbXF@M0u&d^%Hhr(WP1xqnfLvx3fBVQ7LCGLajbH z;0}AxNz9j&g#q^Cl(yxuFG@wf=_#V;LRr~9CxH3s(#pP>Z0#|cMSt! zX!#$Do&$H)TMGm`dG5iU19P=W^?#FE7jM>d@u~KX1^?uu)67DPO*FDajs~N^t&P5m| zcH!j+QFwQjoj4YSbBLhp@-&_Xx3C`);lx6}4>weNPDYWmdz+NJc@7@#=;>z`{?>W0cYza3hW8%ZAp>R2*}uVb$= z7RBYy_>HEE2mD#$c~Pq@Z0ywNobod@V-tI4@n~ZH^>kh8?zzm#s1E38*c!P_mOK&c z#CB{v(7~^4f&!Jca$~#m4%8W@!zhud-qh)kc0d886i}v$Q^d;)GvHUwPd*gt2PnNK z>U&VRf5-b{h}OMwYxSQO5Uh19i_;iUZ=Kg=6Y@-Yz)#0HX^j-QOs~DWzXKv`t)@q) zJApYeb<5g#3?yv8a3|32K1Q#aAOjJRbt$kw9ND!}Oun|!GhfA<#|Y z)K4@7ab&Le(wKmkf*3wiiycJ0&BcEirLc7A3Tz z`pb$kw8r~yft8D3*Fr^Jy2peSf$ne5oi)>mYiI7-1RA5+ygf+%&{8tBJ>!IsP@4b| zzdR5}0Z6nUo~Qu#j)@4J;)iZg=|<$MM)n#7g2u4dT8>qc+64`9iHu%m^5uFI0*o9aLU-T8@zqf5^U6)3zad~yly-Uha+ zHOw#nizt=^SJRpeLd0i#U!Mov_Rmu@bhO8sscjwB$+-LNySp`d#w}4H>b{~(wD_e2 zx{Sg0X*BjBnb%4_@U2B(a(@_eEMRxD!1P`>kX+?ZZeSiYnszJouK9%@(0vH$f0 z9P?q~tL&7t{E(zo-8wE4zt#e-mBKA?xbOGa4w5o!-nIP_6~q&je4t-{E#o|BK&_O| zu~oORR%hJUV2e8*6nm)S6R?9UIvM0zlJ<3c-~xf>I_AhknaI`6%X`p`Bj<5vj)JqS zmAf8x2ra-K1`}77SdUv#+0c-tZk9Uf=oO~rGi=8k{rim2a0YWX`zgc?^|SQIXNH(S zEB@h!X5)&yvmB-QIQs@?-Ho+!n-fh#4NU%Gqx;kKxHfz*Bw6o6;Y+6-Dd>X@nqOPR z{OhkFvDuXo7r~FEI0bKS!+`)ga{Hii+7dzUDobre^4%mZ{*; ziJWNbI;en_T2&eUpAr&?P7S&))AE)MkF5U_Z5%1fLx#Dxt6B?G?`$%6gi+=f({5ST zwjzD`K@=f(<#RlwO6L1nX?gdU@J1~LgyFNPf;Cso_a5x@bFSOwtS)Uq#H3Tq*lq~^MxDpI^25QcQw;>m53Cz}%mB4-ZTcmZtj+5W`G zAlsA=EI9crT~&5*Qwxu^uC%gRu6`yJ^J$4wrhu3-r9F~lJGhc$Zp3}YXQwSa^X75mkC(iY)#pwyI#?iv}0 zTv;fo_~(c0H{s^*+SDo@`o-IRv~efB#bZ_=w@hr4-KJ0O>uq*-Jz4S2seapmkgd#W z@3F`RIY`lyWZ3H}J}{xzcOl9KMW%y^V+(uB?nG;Ejb+ifLYbu0@#fDPq{5O7ZCQ||B{>UqJrSMVX-tS+%GitQ< z|7B%i1fdUKrns==)~KSOLws*09u9sc;8v1x7CSSLABDq@giH4xRIT1bT{rT4Bad7Q z=d!O7Km7R5ZR)+?O^rsiZ@w z?|9UwJHX#WuS>&;JVK{#v+WWN}j^R(cG;F=J$jN*%68d630fu=` zpy{zOKjWwbu(y6bp4Dy5k6^Z~`HxN> z5y-?dI=jeG;v;hVOfw}h@#Dx@_FFw7nU@HbG4y)e3dAC6pcf|uFS^%>T8SX%U_sds zGkqwFAurkA2D(f8Q|M>Yz7q6r-j=4F>Kij!K0hrV!nS4}1Jm{HpJbH2@p^Y26sM{o zC(dIj?-%UK>=F}0)qAK$MAsdkvsb+O5Fd`Q;X*Au=}ef+94)OJp!RJA1G2GgO819? z?K#&WMJ9659@~^bSJnOmTf_c&3dq`zL#8UZ&JSal{Z6Ck)|~NEVw0V8&|$Wo&-OTN zXBFL2gjH?n(c}oBmFx2VjN>&l%4q}hZwpR!Y5J^Ms;()m)f7zyJL4~?e1cDK@0ZdK z?xB1q$rMf^C*}l{#x~>n!f!lv6d$pO`qq%hSW`;J<_Z z6;6`>i2m4aJ7?x7l`3V@{^GEpY@;-6V}L75t{CWF_8x>($~HUfZwoFB{G!%UqVd_y z^(T7E!tLzxXBndGngyIts{njQ zLfFB|HSyW!h6^e2_`cP)LlYfE@7Ei;%wwLL(U_AXd$$hTils|tNv!bJQfT1=vzB(Sp^LT9+i%7P%W+F*m0qqP`C#+> zvS@-+k)u$#UxN_tq=|PQlqaw}Cq^^&4Kvj&7%f9WJdk*9J(A_LcIFSBrv9``+EWf_ zE@!E-!JIZt@F`-y$qgIR2vAl)BVaHC%ZnG!^(t1H@hIn08XX~j=ko@rx_0+MV@BT?@fS)2c>&*E!okN7%Onu%d$=)@#xP(&(1qBfKvCD{XFq=xzd?Oeh5!TTE4T()?&iS3 zhxp~cKJ)cr08t}S;;&g~3X`r@9coU?cXOeGPc)t1eq=3Os)*{nXzy-!dG{DalsjWs z7i3`MEy&F1g;>CRzMsE;UV2SkCpL{z;VUX5+Ll8s8EZ59woc|Qh|;u&*60a*P2eM*V(VO{HJp1&;DqtQpPCu{VG04~v*P$FdlO4{ zPTSfK*_iH_8ja5?2FdXj4PjjzE$>RzLgSlBwd+Dw^;RSbf3s$#Q0dx-DjN~)7GPGy z>MI$2tWBj)tQ&Y*j}{MXO^;k`&)kIA4xwJC%10{TGGWX9K7{!0ELP~vc&xEbmrwbS z77rT~wxQv93=q5RC3V`2X;z0i#AM;^7h&4`oSa5~lohtGkg-qwnL8XAoP^ zi&AKE#g{1rO?~K0*_&`F7qQA1+Ej}YR@%4a^B@2V6jd$6-Xilko)JtZZ z8zVt_d?kCe!blJg(2%dTxp|8KOSPdI!JLrmVW^I(fH@ z3oeoAxT0t3gTwhy*k-7GSDh>}o^A}%KV!!n@VpIuRO|0#`%Kry4W;^)R73hW8!NA0 zkaapPi0v^JOi;hz&1&iX&ZXOA0517ld(Gx<*>|_QAqGjQd8axLOvj3=f{ zuKB$zYw0G)rO&rTU2{H^0Rw17;gl~~-_9cNLkL7F7U^Eez!fJqgs8K#f%xo5DfaIyGm2^DrD`>hvd(A8ueM;%T9CT zW9h&2r?9;E?7LquYk}cyg{nGoNTu_(fjr`u34I#1Li*V;bpSabXV?SJc$Yv#StpJo zdXn>-Hq$@%Q>5N>J}jQD)jc7(P?D^S68IqC?$4G z?O@GT>AcQkLtj*vz2miIbS7aqyx-;%sreax(r(e^`A4&QEi>G)#=8FgoZ za?Z4$wFk~8GfK}8dgnk2>T-oOH|z8Lh9O0=scqMi(1`EX9b^gxHe(>!re~~l$WdX; z>i#5z{Hu03>)sX>Z{wV76vb$mQz122ef+C9Hy%cIn*v|RRwXL3d^SW?IYqcNyiP~M zRTCSJeAm_F8kz5QRA*ktC$3R-?56Usx@=V!)THJcMc-iipRRsmA~x1S>07Wmo3~QI zM-BoELg_*ePOZWsfwvWKUS;N)ESF~NHbKXOPU)+&Y8o*Y_*qJM&-1g5-a1x&>f z;J-m*TIxz9MBVWarADJj`tx9XV%scX@jYsgJNC}+EVZmpiByCz}Cv+M(fs0Nhn>-6FWO%MF zE3iJhes&(256iI<*220bi8hKl?&R2eXYg90w`)EtxtK9MXPlo@@~NBZ9U=A}p-&1? z{wd5@4b`EgM>?X^Z0`AWLiryaU&q})Z zWsx|VO@;T12r4JADz=G&`bnJWI&&S1X=ISMs%q}RPC7~{%BBF2$XcAo%FglW zuh2Ju*(f<>Ih7HT%h6~!Vmvd|+c(R#_u%ifdpT)}A=>daeKHNmP=i9YVXXQG(=qBs zF}x3^D{KbEv}J^d=7;35H$iOMqGc74e#>&RT4oIxNzw^b%tovN{+bo*Gf^>YtWpK* z(Dv9n`P1x~8UM_!RwzCVA z%9LntKCYnAKQ_mScy%~?)=+85rows^pe|V{uPBWmm>udORTyE@Sv-!J7Nmr{Zryyi zMgnbOJhXN2cq3)s?gYDd`fvB$4)aeEX3urT*hnLtoDn3KdvpHvO$ISwH!os9QZeTm zzyec26^O}pmSp{H02L|Hje1Vl6z8AFF7G$;dZ#BF4FtMkKkv^>nTDGP{xL!XR`xT3 z!4!s(Hq!YXc!~zFZ~Dzhx8h3{p6hLhY@Z}iVTg0LrK#ZSDTRBn^@o|G`}AbcW`wqp zPZK9>#^Y=pVAWoGyju`*Ja*!x2p)U$=0QP#@Q;E3PN8Hy8njVg!%UOOhLn_<<~VtJ zP6w9cx%X`eiEVkYFxV3r8bQi@o49}YBSxFNbXqX@p|i+b_*5m|!`a-WIXgZ76cf~P z@?(tq%<~L=x;`Xf24;mhZdh_zDC%l9dly` zG5iIfOHyhWTSxAjc@iCdzzf-?E;W2fBZu^up4D_TYB`i9Hc_K}Ov5EVmJTU6C13(| zWf=Z?>pYOryH<%(#;fiAQHkOsnda9+AuktBNTwvEy<9uoc6;pOa6W2+G`ASiO`k%~ zWk8pCsC9+&V$WLm((Sg{^)rU!tHVVVg;|IGtN6oBWPU z_#+)9AKJMxZr^x>O-V$+4i*W6a2dN&Ru4PE!GbdvBE&r5)%r*y`+CNCT+By~N0Z~$ z%`Ye}m$Lh_Pp;oC(&DdsyiWP|d>xu-(4gQ9upD6bZFpj<0Su=N1t`8C0$}S)L{|Ku z;jZ%Xl;9?$5vWZ41@V9ujV%<3Cy%xPA;~ur0K-Y_S^JQNM*K- zP(-qRaTkq9IrB+?7{*H&QyI#~zvut~H(tm`hlwDHR%AGSHxn8#$0X#C5g~z1IA@;OsCk_7VW7JOe~RA@c7EGUNqU$iYl2t8x(`5e{=;e~>b?)A?9+ zrh5R47&^la>z+tefmS}Hdi9g5+P| zks>CG%%=xc{U(eYwlver|2mf{ViXU@8_)`#mV*5OFG<5>@GLc)_hw4vP}cwE;VDD+ zoCt_v!ocGXBLwaN{@FWK5}qUr2sV1VR+FT#3t=`jE&?*eqEI4~_PIIz6+kjtJ0^|X z(!#o;D1xb(pqIhcPvFtk@N>>-A=2vKwo8}Ue7TKiV7I$=Zg-Q^L6!_#5U?9^Lpr1; zJnpRkDl~5@!!=0~mz%@Q**47;3nn7yoThMbUFTG&;34GrN4|z5KDPwXXWgKI5Ps9W zXO`)H!q-lLcaH}F&ng7hO9K!hhlOwv!#$^XSCl0nJ=bJ0^5~T&@CTR{(3F%*h0fTs z>|s4I_%#R`68Pwgg_e@_WCE+YgIxDaxC{Ma^m@khJlJv$_893>D8oJ8+9akHb6!!q zK94BqYVtjvyBOo9Zu;LOwgGIk^Z9V`#98dnxkDXxbl~>?@Y;^uMXmqgwK*XF&JdFS zpo0I%Zj`c!AA8^$!GF*<(=g!LH0YuUcg9Fy#!(~xKfpI8G!y(>4gODrIaom?RwRK- zAPh$r2sa9ry@KU)Fke2}L)TD-qiNsiU0<7=OE-|plfZMt2oM;!Z~oq5LtpKQ>LK_~ zxeZ$WfBd>*hKg8SHa$7DI?&iq6Odm|{|yeX?OZ+$P1x@E2zziSXa~Tl#RC2);EzST z5O!Eb9!Nl(k;5?n+Xk=<49Ulcpx3G9g{Ezq}eYqK32IGpT-bpoi1#% zRPld%QDc?({CNBqTf>*d!%x{yq8IXOA^{E}N$gb;9=*G5!0fUD1|I{U z;nzJ!zRCKYyl@!6!AuoQmA&tzYJ2)%IuE~B!JN?|Tp?{k25sFp4BS2&?gfd8`bU>d zXp$PjLIU4pfHKyv4Uts*m=WP;OPR**yqQm@Z{L?+Y)99)*X zC_^n_FJcu42am55pCtEk31Js|P07#*?k`yMkOD_X1UN13@FJI>PmYLb!&DM?Y{((Jo}?oJB~O1zc3;=-`9f zQZ)I~!R%-QS^UEz!gT6u8SV`3(+>`wEp}v3>ynwxiSMgj(yQyXU1YBo5wOq(>Duqn(aSrV zC&D(?FP!%E=z9BDACUCQFX>`Ov(G*r@BBKvRg`8@5r^w=^UhM z!uMfoT*l|%@Ljv^H-5$f$ioaOxMF*0QdODaSU(|YlDpvTbHc3)dMWh6B zSx(FYI?qGoszd9J?%H!23LA%UAGSRa05}{U?I(o=T~Rs^gCLp4{&^audhYwVM?3#M zIG?qz6?{FWaDQ%a?xB>e1MB6Fm7yTkxc>qk5XL}ZVk>^}wr|2MJ$UVmeO})GQgc!z zMsNRa9s_b2{wN4F!^=%*y40Lv!2zvb1pnp1n%QEHyb^MssF~IWlzC_zkbX}zTU&n5 zqcFZk1AyLH^#F)}CzJ{y68W_4MlU>z5RS(NfjLQu;P+kK{2oHMUJ|%&)$u;oawGXr zM|+qgUD3aM!^9f!wjIwGYvxksYyHiie=iGs)NIjt++$fEILm8Cd!-xgzZic`JRSNp z8zgh#Qbos%OyDuzq0VLuD??SZOOQ$!L=^aiof@bT1Vn@hIWoioDvfWr)s`MUb_)~c zay{`GHzy(?C%s;Fzh2|kSiDK7HO1oT0h^cfBB6}CCq_VYkw~f5FV_&0Q;ju|YH(R0 zoABwUj^OeqBvZWm*0by#&r5EM??UJ^gPJ`@Z@l-hrzxE`uHx4aq=Q%BP`MzKh43oWnQ%kLOq)n9w+I3z%Q=IODrM zpYgts`uYc4)VF&Ca7@-bJ!$fnaEFkv(aQ%ouW+0aWzpaTytcMIAoe*8d>kXXQq{g6Pyvla;_+6*%|IPgZnAdb(V*` zEl^|MDDLwn>eT~+ysC?PCUKJ&TnP&sAU!Suzy|B8-i~!~(sUPnrBy@Esgp#IqKFPAAZnL`WhpA3Fn(u~*m0s5R1u!slRI*i8&rsvk3R>J>@2?)pc zA$9jxqz$+}rQtepChyhDKo)2Ak!hD3m1}PZ%6}WsivHz}N^(E=z_Q5B1orasaN&t{ zlHbAjZ2F>xIb&@vl%x0n$hUY;j8SHDUQ0Jt>u2Ua$Y>^i?0tr6GqKSy4h{@s4;ZzR zvgYiycLT{6M6u}=Cl@LRqA^>K6+(%^N&CtO7N`W9xvby!6`yDZ28%j3wOFik_YaWa z#Z~lN(blcnp|mUPP;6AK{5x(Z43v1M{Od)A3!XSs+^)QTznfsR837M8cl>ruFZP12 zV`Vy8U_xn9BC;iy=^+TjeddJm|ETN-L@4EkGA%xf7Oy(PjW5xeV9>#KRJG?x4Y(#U zcBl?~-IoeW*qkz>_F#RV-v^lGhP@ZyKY!YT;{6^cF@im;s}jM8LXE`ZN_+m9oL~Ev zvc_{(s*mk2Yk`;4K~by_{JvXn4oEyo87{a*i`R&St(cSuyqz1x30YCplJ}Wo5BeAO zEhg%~?l?qaeVeh6BkkYjW7Vn$*ur~{I8e$Sh1mR+YJ@T+s+;K4a9NwDTU4SU`HhEd z0BHD8zB#)>-)$}T?zemH+&>G8OQ1x}D(uPo4ghh;ZI7I!jpWY7T}zkS?vx9Qpp~zm zrii2<;!TPV(Z{;7TB&;8y&HMRMnrjsW@r~VJYHb&!3?Vg0KOhlGTB8vXn1M9>d^O} z-;X{E!uTmaI31MdTJuU*RktgQUp#RcmEan;dL3StaoJV>8b6bR6pq1&0ink5rwi(_o9)iauchajE9&~_twc_Z zVx&u)M|J!n1`ep|X0Ov;!qsVG{I$t=u9Izq62zl;HfJaCz;_a@6l_eyNd1Y_h!@C8 z5M;yZJ#So?V(WQzO)zG>hy!`gcwSYtscZ`tkj!ae50+t61D}DN$yvJvY%sGZ2h9AYL3DlV>FXV7${--I8-1 zbbN7N0{75;uAm(G&yRce=T{bTwB9JMDino#L!B1w7MCFlf;r?BQfrOaGa!dw@#s{o zdYMS_UKnvn=NnF`0Ak`7ks)OP*QZ4<>-vCa$0e|OXR|$$z&pDK33_86135J!P@Es= z>jJtSyMXdlnd`c$bdJwGaXH@!`J1aKPmA(cQ_vi<7&(@k z-f-3MtJ4tte2Z<2K25D5UAwVyWwGU(UG`rn@u43}S zL)uJXJ?itUleIjv!7tLw+2DJcu9nX@P^W4E7_-^R(T>^eR;^KRFOT$CgyV=M|7pE6 z@S~r|E2Uv+b9|l+8{}nT`fPn}xXNVG4hPDUnf=&hU8jLEEc=M%OpmNR3XmtFbq3K_ z_M)s}1rL-lq&lXbu3sINzj*TAKEzfHRt7#7s0IUUFu5lft`(`LDRsZ4!xGnjchS23 zgpvN0&opINTi(8`s=BCXr*OoFH|ifhAc0i5F3^Ks75p&b5Qmw-@{E&+C^*;(X#E@} zlNvcK9SuUdO78*0$#Brluwj(9F4w($P%krw%oqSaq$OCbg#@lrftKe|18%7=XJV@j zdz+Du^mAyS9p7PCK@Zpx6OUqp`4@Tc1Yf_~QVq(B`pXKniPkZs(R}lYo+JA!{tx`) z1qjkdse0<~bk!ZaJp7Pz?*RzLB95k%?2ev%`4ZY`7vdU#00P&V1k4uyiC*cAe!s

ogo2axfS4Ntqsl;zM#}KASLG?Ky+J-J%d1Ak-dH9m2i*8)qd$ zL80@2*-_!1e7dKRzR1F~ULxXEN~V$Y;yVi!|Nbo;I_PgzZY3#CDf+bl0C8JbWVd#B zUPuuxwTdfIrHHyzO~)U6&Sa}mq6`&8U782acO8Z>K_N)DD}o=TpeFTs$vFp!-?s4n zdj>93xu}O~A$%QDDqq60TzRrjURe3h)jIwST0_EGC26Y&M6|`60tLJ~2OM2oO4H{}&Xvjg84f0kUguD%p~Qn^B-0VE{3SIFS5A$_vViSZF}L61U4x@yoc<|VuZXNRWi`$62~0$Pe8&f$A{!76-b zf4h3DNX}EsYf~&l#ZJbAQc2sc7Z#jS^2o13>R;OAQEpXKzQa|e$)q@3tkQ;Pb+~&u zBrbRvFrfuOY`y8OxGPD6ODuXBX9~Vs9>Zza-k7M=(`WOU-5O?99asMFbdb$=o_Hes zN1~eK)cSM=m(MM7qsaZvbTMukq6w^OA@xFnTmFD;?Z!A6=sZi@xV81)_o+B@)`RLq zt#M;cP8w!$9g!XI!@lucMKv7pyZZY&D37%2goItmJDiTMxz&0fvN|RC1AMiEl!45a zQ|h@cyZoGU(A24(Z)BLJo2XBR2*VKra6%KW;tr|4rYi6x1j$A z|E60+el2zWf`ke4U@YJ~goRDB zFp)WSeZnu`xRiB0hsvtkHm43<`gOV^;JM4274iMu$6q{GD$mzzzOlOSmfWo<@m}8K z2Tet;4MlesMTo7of8}>Ui1Ul|`DrHk+?oO|6Wb1UoR+vG_H%~S%N;8ZYnRAP)w*(5 z`tAAE?{79#y;!*Ti}26bo=qVo0v-?9AAQhNd)0rj(qiU|s0G{P10Lom8oEzBeP!E` zypWR3iP!Xx)w2{v%=g@D&LnbpS+&Iqr=nKT1@8K_A0|wetDY0wxaXMd9{()<_s<+k z^&<8sp0Ih6ksuoJqb{d^MR#OTx&HdUw~l*Q`<@r%=cgne zlTw(W@ZW*^pJBvC?@7wP>tvt)i<{dnU91t&!}O(V-rN}tqQDw}Px*ewvVRvOIFq(2 zol-bzQU5+_fz?#aWml(vWL~@?V?)=Szx!Lt&o>rjUR06Wf4Fa1N9XD9Z0qFjS1%}# z47_M3FRa+bUG-A8WAg6*;Sm@~U8x&gMXT~#mN-M(Cv&#CeKt<-XJHWA4wk9Pt0 zK!3QT8}R$V(%mR$R$v@gLBtdY;^YhbMxmd4LBt;Uw@H8Pqvvhio4&*50Pye+22WQ% Jmvv4FO#uF9d6)nI literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/4f52cf0a-7b12-4259-b6bd-5c208e68a6ad.png b/docs/handson-cnn-tf/img/4f52cf0a-7b12-4259-b6bd-5c208e68a6ad.png new file mode 100644 index 0000000000000000000000000000000000000000..0167a0d831f7a4a7e9759f3d9dd9058069f4876d GIT binary patch literal 163 zcmeAS@N?(olHy`uVBq!ia0vp^oIotd!VDz;TFt%+qznRlLR|m<|F6KHJK^@9|FynMB~fIN zQ%zxx$$7@cSo9+AyxY(B_wV=n{PR5beO>o`|Mgtgb3IAtUF>1fD$-(NVlW4Ujk}nb z#JZT+Cb`WL8%(R?rav3)==pOOZ0+x!+Zg}5wr$%cB_$;-EiEG>BP%NlgTdtFoqK4*u8Q6Tpc7=zhCN%~!&OI)P?ua>oOS&BNN_M70YtAgIolf7u zF6cTQDd9UIkQ4kOIrwmK#pNH1KYr{J|L@fQ$vha!i%{9tr8XY9a6(R|tKkthI+y+- zBTlFlAPer5{UQOu9?O9Tpj>sPJeW=RlNpaez&W8>TXN}KCfw!+{VNmx#r(MG1ihj{ z4wf#I*E{PmfnkcC2R;BKzNZTJQ0YY#2cVaj+&m^9&4f3ZAK$%&x}l{vA3MHh?h?*K zPlBp`vk&@A-d1t|F1BmbWxbT`RH*v!t4FlAlP*{CifUK%`{f>$~Jl|tpL(rxX z2BIXMd=6cHsRhAF&Rdt2&?nkG%PMWb|mO%lUf$V4crt+K}CP?zr>< z`6f|P1))7GVv2#}=23Xz8bcJD7|^gLIT8+a9`CcbQxrUga5xm%mL zd-I(30Z1d*(0$zgBtEWU@$$aM^}w*{^nwYX0eI{SiT2I;qXfNo70J#yod(%9H?wMP zLrMyidVn#v#EUkvzm`8`ZwqR&Z+y2&3zcPQizRKf0BlmmYHNx9(b*bMxLjQ+OFmy(P~n1zXtU7;Jd$pM`;6|-r`D#H;kJu=<_Ehtqw8` z=N}~QRZnf$Ec$kKL9cV_h1lD0t09R5>LH-u#tnSU1IJ>G;FC=IKu3DLSI$uF=05{n z$2?UIbuRs*{T=zVTji!o{sE}2k*rFQgbJ)drBIEARXpo*OfFroU7Z!ux`u25vkyTH zIqNx$Pa3d(WEMa;#_$kC8xfQQjo?=V_P01tv(vv3+(W=bC*EbTh~QpOy8`pbDD7wR z>i9ZoenBkIlP(2HAwm zYx+DRCLH7#x`Kfb(L;4+7~k1ur7pvL?rl+Xbtz*PW-Cm)kja3zJD03k0~vRf8&D&o z!4y%=6xQ&{f86=HUu!aSQwHtDK_|R0vxA^xheA#sUsd7o0dh`G!^+Q{UrW`)$t1Jk{3#=mdV)YH@NB`>~GbohAHLae2`jl(+B^=DK2y zA{N%sON*>FwgJXAFJXq{9asASC;FM$=bnn0pE$+Z&;0(Q zB&1*n7CSe?U*bWm%1U2K#>9G>@`emTurhM@ZH|7h3DC2>-Zy8B*Cw--R7XaUlF^y3sz(K`_@fVZ!&iwn zOxk*X&Xl%gsqzSDB;E!LT_tO&HCI=q>8I#Z3?X7b{R^Y50{5X0CAshxe9ORTr`W;n z%c+bH$O39BBdb zWe#Pls85DRZ#~{v)Qo%GaH=&nm0()85?%AEInr1y^g=1%y{Bu8ee4S18T59>#4#V< z;b>5%r_VT0IKdX>ucVPCt9<$ zXOR%pchDNE)av6EJv2@t649N514|Bc-P2e}0y)e9%iAMF#cBw8YjaU!fg~edR3k=sVg1j1+e4|S>p-aON zm=OrAFSU<2Z+^~t{BQIYJ?wS1OJXWVK9=4BCiM~mJPzg9l(>gSc*D5-8w!7hzo9Tq zKw`E~aoQDqoo-IyWTOw??!}9@{_Y4g6qLujREyTI!49xq3Efr<DQ2Kn7wRqjk;Cb-4CGJW~D6x7TJ^@S(6@ESYJscUXWqrr}DTRSo{yV2u z9fOT}Uw-$!=>q)5Q#(v#rG~gFGxV*}!h$;5orp;^Hf#5*O36wY)B066nQpw1Xs&xy zC8{|F$`9u^k}KrY5;0RW;-cW;_epJj#=dxs(@GVSPl7djh~IKWzbiuK{SzIN)5iWz z{y7|EwKE-a@{2*WmFRBpXaWc8VYKw?I>YK(-QE?G-YB`K3Tdl{`rT%1N)j&D>sLqi zQ+5N~dKG+Ny!ho_&B2n_l$2Afps1$CV)Al?^aqRNvwmI`(&q2~c-E!|r2CjeRd7sn zPbKJ)gehH$o(j@x)z9$pVXdN;h4?C&En^AJByHpNBeT5~e2;kH#XQ3U;h*asG^6hb zPL|T#mV#0hduPCTBaI8@#lk0Ky?J#hy7hW@d{O7d+w`c5yELys3R#TPpzLP`1~? zGbrkX%0W8F<##-5_>4f7jKbH>8rW1G1(n%(qw7YgCG{;F0E z?-wB)b?<5F-ig{xMOygusdjoqy=nV#gO#Z{tFZ$dQF$NR1nhmq!CuN14(F2_b^PP? zW;%y<7CT{om&(&Zt5B*%&h$(auW|ZKPfZnPprm}+DVOZ^-6wDOC8(^ggKfh27 z(hFci$xT(U({VL0uwPVY4uwQc(iroNtwmN=O4F7UJM6eZ&=~-Cfi~u^2o(;Om?Emf ztCADScY|BwjGj%OS7Ptg#N6;Y`FWt6>B|0Dnm4GOh%we(G1eNEaq>?sXB+{Q*M*_F zLi{^lB&TF^kuAFDn6yUMq0aPav&=~6Yd;SjOxm&@m< z7v)aaAA7%YcCW002q!d{7 z6!WNHY-|DARoZv)nH8kZLjAQX|4}Am3v-g@1t~xs@y8-bzxaQ?uax(1oRsHEM<3B& ztlf|C9ZynKF&nc%pBl!OOZfSh^nAD?=pH(-o#!j1r)U#HOCTwD6d z%r^ybK(<;@pOX&g%$?Hjr65<^r_cjRJVmILT0p-6hTu{cH-M~T-fijr(yeXF3xZLO zUcVoY){`z=?k{QWVk{%p{u8{W!W6C9!PkrV*oCNfJEyO9^DVTXPW{vV+O`OD)H6(P z0a8+*)FqwDvW1h}ht7QOqrO95#VxEj$-j2OmR4BaV!tKjt5cDljt*X~Z#k&*1nrle z=iK|4*SqDJh7GubYzw?CeN$0tb(UkyxzG|7-en(mGbeUGGp{BjGQbv&pesRYpZt=d zx^a<&pm|O-Ag#4{Clo=CQnmdDn$(7Tn7%o;Ja<+vKXU=Qt;XHpLu!pwuYZ{v_FH~w z+_Z9=OkCN71H){((fQ5tR3s4-Zq{>n(U>;EF4_zMCtZ?^>|P4L%yV9sxfPztXiXgS z%ynxAxgo?MBd~k+z=KU+!;5xM)R~52q&m3!h8Q4+J-0^oZ;|!QByO%k3J;TozRVIGqiAZ$=Jhznh&2h#-`ytq) zjl1PoOc5$w!Z`_2MPTt08;a+fb_!uQ$gfiRd&>yvk?qa9zY{h8=jY)6$?@A0*jwES UH;TOp^8X1&iKduA7cIxCIA2c literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/5043cb38-9cbf-4b58-b8b7-529a4e52031d.png b/docs/handson-cnn-tf/img/5043cb38-9cbf-4b58-b8b7-529a4e52031d.png new file mode 100644 index 0000000000000000000000000000000000000000..e1f723c5b238da2c5019afebf883b652c3c91628 GIT binary patch literal 12020 zcma*Nc{o(>8$bS>*)YaFn6ZwXY=f+cDNB?+TVY6(vj(c2m8042?(X>bxY?PPbqx>bbo%9-)OmOMi_LO&c6JU94m=*u z$;n9|5V*LwxVgD`czDn;%PRn=C0UvtaE$x(E5SN%9^1E<$UD+P&yOzA5_U>B!y1LNRJ5Qdsblp%w zq4%-6L$qK_tJw!lAV!Fq2Jm;KIU|pF&0r6c&z-kFS0se`)tt!59ewm;@aeU&sxUu~ z)jId#9W5f@O{51g#y`x*#;lYi<9>kre7RSDV)nA;((w{+p7~G5xYunpil%CZf=Em@I#B#+BUoIl)%a(@ zr+$Bf+HQF7PL45U_f#k|v~9xN;E!(?%|4jH*)oC4c(~fALZ#syKt`}8|UK4Me!FuKXN%e9GS#Wio z6gY=ICu}w~Rb&!!O9*t)212@Y=93drDw0WPFP( zQi5s{;#aa4{EUfDZ0SE~Mi%wri5Ff5g3q;)j#~B>dJYaUh60QpZE^v zC&%bZkJI8+8k@f_2lNBu0AP9)EY^RHrMH25vrGd#;=l#kHh&6VNmd!F?fjb09k|aFSu$ zMa!>9mc=pEm?GAoVe?I1mBd!|p{ug#G-JZz#DKX=CiRq#V!a!$(Yzj@ycmC{OF&eX zueQQ}oB$18?L=o^{V|Ba&5;>G0&;9L1(YbRFGK6}MdcnpVN*t@BE6Sv zc+y8$nmQwG2Vf499as;|ewm$bUFk@Vbi-+Q{>DSwI6uP5^Ba)syvv`9>1%o*F6E#P zct+j&T6aA-o3Ee*l9um0LsB%jwRll{1|xx6W^TPA!~4F3{%UU#eM;y;aA0PbmKsg6 z@GIW_mwn6dww>U7mH3);7RU9J{VCPV{7abJGfvY|e3P|HAyv{po||tAB70|k=<&Lb z21<*X%9JR230?XbWq(}C^}{7bxiv;x=hSYA4vs%G+Aq2+ymINi*5KZ>RUf5Pa$j+Y zvFi56^eQ#=+ofNFCU6Gr*M@9Ir4iGIdQH0hpduJgPcID^we-qm?0yN8`8n;Mv#Z>F z`{q|2HVisd=(ykQ|MO5EDZ95P221yBXnWX6EH`}Z?j%@yFN@ZeOxb%!?&bGcRHO9s zvV&7Mrf1_v-TS4jq`uPnd3#1BJbtS&GvnFXFYcZN-tlW(Wm@M5+mUF{(ly@&76D~* z^WQ!+^7;AaW^s1V!UdRYaW5DDZlU4!{gE7=Sg@+3_fE3~76r6bAo-^EXFhpzcO*R& zWKA)PQvD|j=>Q{XG{rL$+J%iGz-06V&4-0UfG-j?iq_guSk?V5!rZ!giFP(~@ELZT zMoN##&eb`jZ*=-8bE=ahHuPD-!&PN5nICHRInbNBf1>7}TF0K!<+J%I^+WBWLf%ft z9@y|zyhv|NTy5@HemH$(l{bMQSV28MrQHTgzw)~@>M69w8`Jx>EObh>#y!t2LkVW5 zT^aSnP%GGZSN9xXqHpa%ely?6wb2H)#zT53Nv$;k5~N#--R-*Y%I|sQw)hOuN1_Rx ztglMzXzYVXQP5}M+#?qmD2B-g$iHRrY^M>!Z#lqD!B7N@Phr>ZY$bB;heIV;yMzF@ z8?v*-b(=p|R14|r>5z{%+;jnVLgpV zruCC9nNI0Dz#Q0i?w&_-)vE-Ix8Hg?Y80*0-{``F{T^as5h~0=V zC|b-tPfZ%xGcEUAjT?Ns)@ii!9kaOkG=n3u_gutC7F3|Tb9r=kXKiLhay?A%f$}i0 zn4lNr4i&XTw{Ss*r*wA6kl}>DTJOc@&A}XCcl&w-DsIE}Z#NNvO1YCEkD(pQ0v+JT zK^t1y9#n4JPUh*|evF~%O_CsFCExS<^2IkRRG2;?B#3>1Mlqx@>wgBT-d*Bc<|2c{ zV0Pv)UfR;iRG;aLB@QTcWlVA%GIrVFC|RFSr~`HDt^!C5VaS6o^3^vy?0$V&`7p2u z*{9U>Wcl}hR9R37@=%je9pdP{E|W$xmy|(-Uh%9y05BPqQt_CyeHt`9Uy3{eHcwlF zLJis-u=83F`Quv$GB1im@B4RSCgO=Te-QB9f&c!X;4#e^9)xfosvmUzRzT(eapOTP3|38LbV zDpfM$$*Fpf`Ae`0SfqT|+LKf+G?|iFx}Yp{B^J}bhqllM5-4^oEwJhh(AV(=cnv=-=nC z3>>h!iJ)tG#HKSHM=#2t;(CJl!}j531(BosIVnnj3!Rn4@9Mkbc*0vs8TP#mWKk^Z z@_4#B>mT5?G$~GRU$*5`J^xAy$iT*dsM-4uAT&F6v8E8ql!D8_UO->Dg#&uA|Ez4> zOKv4i>%$Nf^bEW+fbW!pCQ$ubmh|r0vdbRO%1z&g<9*~Sjfo4G1DR}=&;T07NHGun zQ#OIWPVmwNa3n?G!PXF}P+|pm*)A984qWVyPn~Mvrjt-XU0_+zOdO$LTqB?ZY>SWYi>gLnx>KW=uJOZ4l*ZQRT#5dqi}m*oSsJpwnCMcM&r z9KO8#kq^|P^{xoQzPQ=?xZRa@DG(olgE4=R(bU;XoipQ#`T zFMJ_lRwD$gG8mYGU9^J1P${y%<;V~cxxoQBbgT?H!IQ`v! zVzgS|h+*D@28hTv-m%XKXD9R_zltpeRY_sQ0PnEEdq1&-z=C%R%p1}3fu)jE50NenLx5WSViLXCIQB)6Y zv8iM5^8=P(heUrUiF_+}1R(^fZ_-K#A3PmOkoKJ}TwrT3mT4hdm!)49N0NXk6Vch{^E`ct+#PSl&vJsnd# z|Du-!jJszZKH3(*pHN7X*X>QdIxK)}`H=k7;S_*B0*fXh(f@h;`&x zR|#f+D2N{T#nw;)6+BHA_`_M|g?=gL)I$c9$1;t)M+HmrKgXKATnl@nxCX)-i)-jGgv0*xQ13#aJM+Pd5neFi_byEe(0}D6OPt}HCU+2I^vbvQs~Bxz3iM4>Y^?8?)$I z+r(f@;5Chf#(fD^==R)K7ovfmh#~hY3d~kpHH2KKg)g)C%t z`7;OOD-X=m`#gt0@#Oo6r{{nm2<&T=IR>p@C?{ToV!wGt4F21Fde1XYY!y$Fhld+m z$NO8jX+dv|Ou$bv%?9=5V>I~V(p11X`&ZJz8l6c7>z@PX-zWga{B1_jh}e-rp%Lz8 zX?8HoLSz2L{*yVGAGP2j^t$^;Xg~lKMEC8#V4zd21-To)?68Ut(Ve{o%{qRP9>?yu z^CCaNI7C0rF?$V?FHDgTBEo`T@>?=)0%M7x9D=flJBpNL_R3_#F>nsNKdBK=^fa42J3XR&;LDr=${>%U%fas5o+9&E{@DMy z>@uby2O>5CPCToQn&8jR!7^!(Y-pn3k2uRx!ygKbq9Tf5Q-8r*Yt(5VkKL z&3F*+t~ZLW$mHbTj}EezpQ~e|+`aK&`()`>>J#PJ%I0y<(4f31L|9ZT=F)2>^$7xp z)GK?%4IKd<=lbb5EbG%hfBRZimin)Q0sfcM{Ohix8gR&bD=4HQ^h1nu+X1v*)l+FN zc8gC*D1%g-D^=ZgL1as)VLy|k85%!hz$bRqW%b#Cjb_#0;NR-uIC#Siex61ESB25~ zD27tj?>PQ@M0lI1s`BT?;J;_d9`I+L>VJG0`6s)p((F_xv!>$D$L%Y&=-R21ZI+k) z#yisItrzeHJCXvKS0Ec7U>iWX)o+=g?EvN!=?f|km!Vu?P?NHxH7LqkAnmGQk&cRV zc(Enu!54PvcjZ85QE{3spyq$K9*)sw^t;jaO?`C69K8Pq@*`9JleB)# zc|elxyvR1q)w0B~`$J8+W%TII;gbDfEWG0PP;#T-z=Hlzv9&!c9R*hxeocGc{#|!p zhx+7U(1WK7qOF|KiTW&}b`(dl$zpN)dZ;1iU_P$;VNLbY)Geb9G170%cptzhSK@uc zcjzTgV%M2}=L6w=J722n_%(;mXS^t$n3X(icJee`Mgi5*YzG2KjACpxkL*k!#I0~s zxd38_@4R(9qpLi=cGMu3quami8cNL~JMQ2DHcn}%s%`zE|MSO2D_e*e-O=e78%)ai zN)pI}Xzq9LOLptghPp-AhB~&eSJ3^_@B#Kk-=(OHheens2zH~M$NhL1ZfwuVGwui9 zIJeTFLQe|-i=}nr{k`7Kx6+SbAn?G|3j^+?+ciG2E_@$QLn|L2z5s$q3^`byjq-MB zQ~e?rnK20Mt%1&nr*l9gh^~hnx`<-GW>V4G3O?U@r7RQS<8)9;CIJVt^#FqUylsqk zS}6X4J~%whdsZ0n&_ILtM0sQ>_@!KO7z5M->T4)oLk9Tb@)p>;0|#xsfFZ#FMvT2( zDd%AVnJ$k{Z*e-u7kBb@VwWl1W?hq_hQgw=J8Z&wzZSfg&f30A2I)S%o2%x$C01;T z@KrG)(s&CM=F8eWs~WibpWxLP&fh;LdRl3BOY!GNY2F45FOy>z&VD>g*3)WsUF!`r zJuRKXF^ugRMPJ)UMAQfat$+&A%A7#)a^QMreT>-HS2wg(EY_%)Uj`M%Vy)eG!uf|# zzz?9#eA)ZpBq-Z6X?wasIq#`*o@BM@r;DXW9YEf45U=fa)<#WP!=Cl_8duqrxit~7 z;L2kave$O(V*>916%xY**v8%ERYw7A*%)Bl}!wJ+8z{MF9QEMNn6{5@DqUUN9 z^3vJ@T7`0BpB8=zc|Dod@&0ygn1ljU%eoyRL#|MZCSnIUPU{01!1Vd%auX$HC-2CM zIG7C$Aln@g6&D2oaSV#y!)v|2aLJ9;BhG67B>y!+PTX$y4pfdE)hl6?OWEj6V=3+M)sV_ch$ zjEiz*Ue7;v18-k*W`?{(fx1SZOky!)tH_;cOoQ*QNgm)w+ln}lm7sB49T z4@n8xcl2DA+6X!Akhj6^HUF?84$Q!@&PvEwNIaaw z=EK){W&1}^{WGJsqzB4d+e^Y* z+nZ|wckAYJ74J2Dmt6bI25_9o8#nC4A(AOXJpy5|N)pL^DHZvU-c0C~ie!zJ`= zjMeLp*pBX)iLl3So5%~*#oITvk}bG`#KFiev+$&8DsRiy{V%=sNrpPdn7#*gypH0k zp&>`q{@soUAeM?*7fq@r$#)JmKo6zhRkm^kc(S%gFnHzh=qu>6Dy%L2;_=BCzKie?2*Pmj*_^;jfp}5c7;ud?+FR~yjTep}~AixSF5aG>VbKrXc-24A49Fu3I?iS1?hA%=z6p>>>#;#PoYZkMu9M#ULurssBqaZ?@Rb9# z!uRJ&aDhW&;HhHKO2=6ES-%#7U{$E__|9;5Mi-s^$4$7wI+vT@hm}`8e|R>8JhFJv z8CD(2AfkvS3Uv-eW{7C-DoCT`${wCjTD_pU@tIyp4ha+pMm)5g4oo+iAI68prg z*Mz_g%}$wQ8FV|{%5$%7Pf3Bw$@p{jh{GM}Y|AM-pGm-sGbM}L22@2?|i686hZ?UacDWe%Z!_xWJ)4h7w=j=9cx5G%hercWJ zX!=*S>o>ZXc83%fQYK3FzkkE?VQ}<0g)Ph3-+nKF9SfwDGBDxUo${aXFKwl4D-=EbUeSGnA&Q(UpMnJ zA|-F&OAesj=s1K6%S08C8IO}Rtg)lKv{A0F8^;zlvJ(_Ie_j|v-OdGwXc1=v4(vSz zo2FMtN1uYT3+r#g8|3EdcSkG1o6%?;b7m zB0o9VuUqv4_K*MGaF4vtf$;C{G3)EydF+B2kj19O==pV>d-;~4Q*I*~wBwH}2VD$U zYq{8*~^-@dVyg0aa79T#K%oYh!%d z%1Xs4h8W=UektCM$o99!>R^WM!W{`YGq?U8T`d-XQy}6IG$WA6I~EAXiesxcE zx&I9=L>$X|{}txDsd2cP%dG!nHaY9%P`#4KKpZdoEIZ{KB0Y0nI56dswFD(W_zbMd zO2JQQl2}3tEqt=(6bGwvJh_{w5=(~u1sY5q+Wj&E;*)y@oA3RAn1Zg?K@|G5QJzB+RTKGGAa6Otrrb&_erVcpJH!RD(cX(Qv z6*PIOdH>nCzd-NEZ6qQ|iUz2@hsq6T1mQ^c625WYqh+3d)#f8sB@h@8*vgi^|EtJg zr2nV&OBw19kyi{=DV@P{FwR=;B=6V3*pbnogKo_nTpf*LD&z#}zQX~tD>j5AC0$zC^3ReVT!`xcK>&&qe$vYdJ1)E zB<$0*q|-Rc++t3Ea9X)!t8||V53T2ogE84~5b$cY&eRLe449#-qhA-{6u)eILb%Gn z=W->dNeKTZ8uFfg;En^-Yp8-x)2~gLy;o52ejuFG=M2K=;Jy_`uw)pQ2uDLrud#f0 zr5k+Us3H!{6T%3vn=X0!u&V@O7(FIuAW`M$&`@{8YKkyi&p7S_FFTPz)S6jUGF)|! zd97Iu=6)J$Pn&BnhHZuIJlx1|^^Cq@Jy*wrXsAa7DP-%DF!Y0kFs8-qXBE!CSEo_3 zIkJ)VtWtVC3aSu5^Sax!JMip$N4sENPeQZla#Q~hT|Vp;GlsXkokqX@QDT6W=sGlm z>Wkk`3rGwgvB3(G%xpGzV%{_9yzG6>q4ignM3GlN_}?i~zFJ^J0>Hz6QHzI;3)613 zA{Hm~{-)T|7D_n8e4x9(O@|KMWiOjB$nq!JwfF;D2})!!C!>Ia6;soS2jY8ZWG*(T0lMHf4_HxO7K(`EF<07E> zqeauG>cr90)$9d!av$osODdB+HSxU9$|u}F@f)-aWOtzza2HbNfB z^JdDUaII?P?qZ3Tf1+l+#y2mcBGm0^t`@LgUZHAIcq0(N8ITXHB^V^4rTCgH5hPZUvmfAY;Z(>oTe3~;NdS8lL{DBIJWt$DX(t)@k`#gnd1J1aL zdON=NpgNljAU0vz#iOW#4953uKd>7KMY-vl#CxM$DwAKGJdmygA=ei~2co6L>)xI4 z5T>PV&dzEjr#ca{Hm{<18^R&eV(x-58O20l0@DROWXY=-2>!m!626Q|yUSDtYHBn& z)a4H%%+lrt1HBIwRumF~mw$j93*fE8rn(9{UlEm;*k z^kdq^^eAyIi+zK}TGOQJ%R*P-Ax70@RMwemujdoAy+N}fGSO?G4%;YL8-76FPe;x9 z21_vUK_vLp2eGQ&drV`aKAYQ)rTC%wJNB+-&{Tl%5S5k*S8y_>*$!3yK8Q99={(UA zAK_JgEyv?@DN-Dcu}c~Z1S7n#CPDVyyXU?0 z&UxY)+tK0Mgn zvWSGbeUji8i6W-ZzfX#ARZ1iV*~3NoCaQn#@ihr7p{H}F1DsD>oj9x(c)?HH}J-u(Z<^wrlx&v#J$-$b}B(pttg30vjLRo*@pjogo*0n62XzzqY1p{Z>b># z&}!s%`7zPzed@>yQvFa=s@jGkIEF^-(RzHWNCc|UMElUnl;TZ}@46_sRs7(1@{-&VY`}nB?1(1Nlu$BlG_mM( zYO*wbutpm!Npa-xcnP8&%ML88xjzRQiwJNQp@-&chHh8x!Bb}yEY=GdzUIDL=fxq$ zON`J0rr|Ie{tFtepoZQyDcOe#=o@HsH2&FNgm;~4ZO zoGj_dlW*nZ{1`{Cb2jWVb6t&_zY~wLq&gYDey98RlOj;?d7NGwH&{~yWIH(xL*1~} zQj3)42c20$U|$Q^e#Pk0ejM!!d}E?AQLEhVrfc!(^F$z2+Uy^en}>$42wi-eUqGA0 z0AVfwvkB8*fIgpc#WlRn7jx|c^a&qsz{tZ6nM1?R-{wQ7SbhBgZQwqyU|=YhG8cC2MzDDd&w4 zzFJvuh%3w#xyDKL1sD~BfXC7nA8ie%I6cp1kodhOQ9bP!l(pf0_1`@#|Mh@05rna7 z<)WowsAZ94MLNK|C1SpcNT4avGAu(N9zyi+)D~U6>7=qzDbqj4EVqsW%6lQ;D2FN@ z>AwV3vw;yaNd86DVW>JCRekT8aPPNDkS<)wUA|A|xjXtl11z%=%B)!!R>D(Tn=9PA znzk|FH#!QI*hod~>JOWaci@-4X8s2~Kks~RcC~9ZUBc9=hDXx@K3)^PgrlBF)O-W@ zy`8AVX^Hj5TR+R~4!f8_b-E|(p<#a5gh-DGwR^OG+!W2QoMn49=I46zLYm1z8P_ig zsM^}_W?z^T7X_IU=q)=zbs=S^VSD3WU*3KK#oX_M&S)gFj&Cl32>S9nsu@ zJ;PXw(iiQb(u+MJW@lN1?%i`2)rbc^@ZVAXF-2tMi}~h{S5Jn`Ajdado%$0sSdOBa zC=+E4Hh=ZgAx!9vME4l4@tAt7ye2_NNj?*jK7 z@QJ5MxMcN&hAv>Muzn&zaUi8TqYzhg90joETK~f6*l*~h3FaW$e}#{XNp)fx>}VH@ zV@Gi5$)3Uu17LcsveI&o8Pp`{85+C(hq+fgJBI$@I|6~B06+==k{CJ}oA-5W-g!^U zZ-wRQ+*GaP{F!wFBIqXhx~&r}HiWVafD9M&BDh}$3eTOtgEmPM%aZNDtf>a>-W3XhXe++o%O36f zJVK=rI@)0@uHjQ^h>v`_7D)9^d3G+~*ElG#Z}tmTy_||$H2vQlefYC})QWQUMM1sb z6SM!Qc*<$MmbdCBsIdB)zXW#Vb77asVd<=t*irf|tGlHum(fF?EYesft87(W#j6US52*Xjo5NB~x%G zG+-MvtG&Ol$*kqs?cu5Og5|iFHv!=eIKNLioSJY1g+v#OU4c&R0@rku6%pKiwp`Qx z+yWgZ2O3!kqjmqHjr^)-7PjcIuGT5g=@`h59S{KBFRxxq+{hYo7AW+CWkvw_V~=#X zS6cD|#)8OLM63WV{aG4;@g8tu?Bw)DJcW52)fCbO0>B`K&N48L;*Xqs_EyUhn#_m3 zTLY>vc8Ia{G3`PhKhP3EbpO|m)apzi0;aC4n-BOsn)5=DRs~F_)f+l3FRMV*J5VNF z6bzU`$7h7t`j4AoM%d8Z^b@$e05Esx3r@(wdR5xP=B8$^WZNQUsZc(2ZA5Nv)jt75U6yfWR>5ZeCOhzsKk%vqI$u>>~tMGDK$}QWsSstFVJtA zM3-6HCxD#~M&%9N?P2&`y^J2xGu>^4Dkj3}=^ewJWjzgU&H{B9k)Ihx@ZQN_%G}7JCd5R-7Ppo-A)T&wb4PAAex9crqkhb!1S$@b&8pX zjI7m;8h~l90sDJGgB?(S5WA@{XD_FpeRmhZe&wS3i(ODuys8Kcfe^h?|-wN^3)m^CY XO|p%m+FenWj2&2-*_hTHq^JCUmJWf8 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/506c2d82-6a12-490e-8d6f-8e27cfb1581e.png b/docs/handson-cnn-tf/img/506c2d82-6a12-490e-8d6f-8e27cfb1581e.png new file mode 100644 index 0000000000000000000000000000000000000000..f63b2b813dd2235fe7d84100af032eaaf9dc5686 GIT binary patch literal 433 zcmV;i0Z#sjP)o!D_=W42Fff+-F1CH8E_x4(u%tVBucPR+9&a(XN3c)$31Avvz{m{9k_k zQV3Y903gZJ}I7%7T%w=e(sRYY!CABjP#L-I9xS{OxzNv8M2C+ta3Uu?@#>(L?u z5_@rDNm?N?H0Yy}q4&2cD1Vffuv;C2@QBh(3GOsG02dvucQT&B^G@^BJ}4n3=dn z;qDQ9zL&Kd!&i?^s15eAX;4@^LfcdeZX!*sv4TEDeS^ZEoDwB-i5s$CKrKT#ysR8L zK5LKFYR{yQ+cNUPg?3UIn*o5zKbm;p0(Jp=uCGKqDq}eZ*kyZP*8bW%llJP-Qvutp zCzyEdv}cs6Jc8_oy_JYWQNIzeMToIiDYZ?4DpBOk8S5>7JLC zDE$GtZ+l37-MLhb(mg0$w(o~{6*->UnCX5N$j6wHvp^oDd**sxXQF$H#%=Hap!-=M zkJ9~6ly^(_vp^oD`&l55(mglD+2QhSrYt@zU+&;{o}L%KlH=&^D_s~rD^MU zUl%mPZa(-l^h2tFWsiiH#cx5643$v0%itFrKaZh%BzYv`(=;~bnd+21a+uCV|*=ZfCh#<`J5$dwh@S@BDIg2VM+#QPmGSovb(23zG(j{ zn9&Mgsx`0}uL*Kvs=(+z#vmV3Z$yIjsKJ)n5}IL$Wp`;kW)Se`Q9R*ipBn20%8)-Z zHo92vo{Q@#vtLH-F&6wzS3`wBnV}8EvpW%=Ll`s&-BB+5Y}J?{RzQ@SCQAWQ!1&^N z$gCW+J0kG0KDCmk#7(1ijPAZj!~r{JOuy?3KWm{lR@x6@@_U5z?!LI5vyF`DS|t3e z-BYHpmzXf`VQs1q1_Dmu7IdBv#5}r@TsFLKEDh1|KY_dAhTlJb$K%8fJSNeeG%(I` zQ>M7E|sScFJ(^$T2)s(uiS9t`7$T z?)N$-taV(`r=~>qY;mBrc*UqVZ(jqM=u)FLH5E$0-W~`xbIdC1q^XS8I;R7PjK1WS8RiX%d^p1e!go^O zuh5N_mzQsk7$)9(2kA~sl}#nrM~tKpC@XgM?Ob0Rbg-W8(FwPexOn;?q0rrPGU84R zGwlocd)7zXdeEs}&aK>;Y0IwqkpBIh0SzF^5APHEpo>7nQ|KP>*yr1uI>ua$2M()X z5ya!j9`OLLQ*d^L?qEBfJ>r3qAqR(5=nkln+9Mud79^fR_e{S_8=bAr;e4&6&p*ylm8&Q4(XE=JgN4%5B>5&DU2-M?syE!Ika>tSH}@sNG;y4#I5#F2rkNuBxto)hPRgF!&ZAH zAX%A__^tMV)oV5C_eiY8)hcS$_&u~+T~#*TU5|)R>HBJfQR8qjTG_2IJY9zssI?w{ zRn=x;$^OlyFQZ|jZw2iZS2vo62Aa`W?B*8xR&yVhY1Di@cqw(1JS@M+|H9?}eWj`y qEv{aYUMHP&(n%+sbka#DuH-*=VG(tp-dmOc0000an*%)waR>LiPRBH2pT+L}82OczTCf)$|YnKe57x z+kbRq$Hx^U&2fY z8yUU!dqwk^nQFs{`m)V$zSkYsZ8y2ty{+aqNBMDfoj{RUnC7NmEi2yJlqpst{&Ivp$i5Y$?spbrv9g49wxfz+~6<1o4}w1WKq%n<9RRk|8CgDFYhu z(so|5&g?BHMf?;7S?~6S5ZZaBVUYOF4p!J88v=!4MC~Io|4L8|D>Ezh=)R?J)wWwK zGm}zA?dC?ky9}t!Em`iU1(<4EAEwj-47E=Vf!$t!f$vNO&Z?M-=}UlNqjwWlK9fjVkhxg#r`MW+=4FvS>}PEDSS}Q z1QZm7Zvy5Yg4h(k+$>t{`0B<7j!Yl)q3}UDJ5l~6?VzJ zwE=PI{utW#7@t1*>lN_$C9o{cV0!FG(ebj{>@pcGnl%ry}@}Qe)OTSAyt{UgP>VpmSNVj1QC|%+O?14%+6tbF` zLb9ZU(!3Bx_yx5UmZ$EUcB^VdffS00A+!=#Ku@JZIm%3=S1Q@xQ1=A64MYjWhG-|s zsw}NQMXEa$DgYm1)1zvzWn|uE8N&4>ip#(+z{&x9;~_G#q(G60(?=m4N|Iv|R}QCn zt|B8b?Y!2vwyXxSIkt(3j@-2`3%05Sy&wygt45+dwkMr&Z95CP+br<6Q81RqPbTX( zpj9h+dN!l>bZW?GTEv<0@GQ*n*fYkT>qs^fw578IegfmjDT;k>rQj7&;-$h<8EXg` zQH<(zvg=`*k2~tAHgooaMz)6RG*Y^JiRE{%n!G4=O$B&5OjbY7 z-flV+3Y|JNn3nr-awHv9c3P(HnA1rbiv=p)_=gDWQ_FMZNe$p5l$L;>KxKt$UVEC5 zh0#4cBCH_&kFd$k^XkA0%qyOxJab22EW zF^DXC_BCzWe+~`~PEJlPE-r3vZXO;UUS3{4K0bba{?8e5sX)E1o-U3d6}OTT4zNo2 z#)vpgLJU~crcee~KLvV)-HaH9(Tm!*f!yv)k z!%gkphkIY{*4Do4!}g&_pU-$o2Q(c*q=ot|P1_tT7w+h-A7}&sn&khdu zzc=0eH1Gc%e446Y#n-~3s#&Kx*s@_Kp8%?Sty2nh*^h=_=ZiAhLE zNJ&YbJb6M!M)v6WWCQ~vFY}#(EZB45pl#S^VW2@8ip#266tApmX?vOdENW8~fPL^P zVr@08LH#!9)qXer<6j7*gr}@D)Z(SO#|Mw^7WBkgl`C##ZnB(6)CLUn{~vguvUg#N zbbsCS74nNRG8M|N_!#*3$&?^liTo9> z8<5nfyAk3Hm2mFegcT+9y4a@H#oQ|Ofn>WOk6XE&1nusdut9i9QNqoc^_iTc6N9Ymor|=pzT)$$m`IY=1!K$M5B$F)RRTfS^7;`MF#kM8+FyTm zah_d!(l(j9Sbm-}KR#OuX?^=;xFYvt;g)F4Y!mhq@S`jw+j=iG$1FT^kyuP%4*_X* z?hS*TNE%w3+wLvrf5Olk;rs(HL)A10)tpE+4#`Vg7)SsVEHc%CG6Vlv@4#a!5@NRL z#A)b6&HIZ%7I~CS6N7j@#x(u`y)m#oga?LofO4C2OvlFY0sb0Yo4@p~XkY|eUIGZ> z$ng{(+hm(pV>bx@T&vPGDn!cTYe-4uVjv>4EANj;K?h}Yh){;e@!hJ9M1hdzAgIM8y&=wKaF*=DNJ|ay{EC(KT-x;vMh9v);1uFVVbeBqH zzT2X~II?##Zl6`2`q)Stx znUNLq?BVnq*WzzUHo9KcI_mHjLs;|bruu;TFO zv692=D{*OXm0i`Zsg1vCP5lA{_yB zi_-jc#E?IMZ;LFvv1OZsrgWJ53R|=&apU~myC(iAmOagbfkYG${?7=>4pV zTZ(8bn_}8{?a4q7SYiO2O}HE^etkf)%@KM+5L~`9y94WnFkYoC>&Z8IcOTZo-*myh zI8dCXAFVO~rN2|OZ1C|kQc+IT9=rMD0PZGSuDFYjzo)lBz*a^U{D*PAl|x*GjOt;? zGi=K8qXi$09zc8ARVdM=Vq_N6$VEc^ebZ&sFE{@{P}CQPlSUbilic8}ypNE0Iynwf zlWly>ARei!W%Dy#lUmi8bhN04b9U@gqJ6!F>#DX^hT&&=C4P`#8*1h;nu6A>cvHv?BQ%Hf)XCNG&gm!R*~&iIbFVUzEM6Qp@SZ{QmC097 zO!HBTI;V+FWosk|?GUPRD-M+v2MV4OQSQ4nO*}Ga(uo10ZkXNWE!i(^KBfk~;<2>@?WYoKq8~U( zv%E_jHaB3gLmO@R`CcDfE+P#Dag=`KiAJids-zMdzf?rRYNyD9u2-DoGSf{^_F74% zM;D=UWT~}4;4^#PLRUlzJ<^gSy+ZY_|pItG3^pNe<$1#`s`T-y8Xp=L4U1{+p4%|UX z2ApYIWqSkpJH8XHu_Lg@Ct*Ee%v|^0<<3?{ES)7VgsOOZ-G2 z=RQZyQFg3vytfeujd*{(C3cOUn#$nYS>u;(cp*AeyH7=(?KA#1^OA=B+1hPUF7ir0 zh<)kFZxG#H>XUhbzMi->@Xs((ZmBtugDnZ*^2!Fh9-G=L6AArRdt;l@%v)hX#*6Mv zem@WKd%0({0{%ZGwEvp!zCmd}eLYc!tS(31Ilxrtw7fJxU!f-z8ZHfWi+WY?zrM)m zxwetOjGKr&ff}9qyTj2*hv=a$|Lt+!Z>}BW@cBwv%O@)%ehR(*p91iJU*kYOe!4cz z?H@%9JxFZ8ZfA^86OW7e0zS&#xTv%MPRLVoe<{e&0N{P-gLhm0(#V_V@KY%#OKL5r zy2R@+@80&bfKp?dH&YU8DlPbruE^x0x0QM#XJd-!l@KD$lI0-sp(EevO7abr$vT`3 zn3v$2@F9o^+BGFy^X4|cVmEeZBn&3?Au;0h_6Gf6YYZ@U;nN1E}#~j z5&Yd#Yij~TEQNyI{1nP){?(P0lO9WO5L?&rCSM~WcIa(OYipXtABw4ejwlywKm<_1@B0I@<}>n~$?_-2 z+(5zNvc>mZuLOJ)ix@6oPJ#nof>zy?Q~xTwa}F5?5kJEWPHz)>17`<(1mB$CPQBJE z7I31eHE%rV>+~+*Gy2c^5XlBngHKQz0*og{ZK~7cvsasOMhfDRc4X@6^o}&9NlBo_w<&;@yj)+iaza0?{6-e~#LgUMjUObUM@^@AtX$^83Id z3^Wp8!Nu+I6G47VXRdW3by1|D`{y1t{CK0V&{5$z> zsEu*_51O4H0Dm_)XszBB84Y$mCw-wOHNaKF6`iqTC`h3ak3t*n0xH~GKCk98!FkDn zwDzJ)vX!4iuwf*2Dx9boYT(@0;+yBm!jQU7nwjO16%xP);^Kkj-X;l1JPm*sqLKt! z`#A^Q?e?*z?IVWJY~%Vi`Aj;-R}L#xG9}W9U3~vsjIcvbmZ4bv5B6S4i7qQv?wmzm z(0weJC_??6V(1NfuO?==9~V7*K{~NhQ)PRzl90#E=&=?B-oo$k!iL4->bAy7G;P?p!LuW)F@^ZtJYzOjNr6q?N z*jE8zKncu_u@CoV{#{H1RRj{|IUgxmTG4`mz+#*a?Z(N6-PjkgK}jXE+bVay1_(Vy z**Uz7`G|;glDAl5H$Sl@PSw@NdGLxrCrr`j!=ul9D4%gj1=lBo?zYr+1Oz_#=wDW} zRSUBYz7IKCkS&k25(EAE*9%)2%%+5&JhXWb+;v^!@U#W5a;@Y$7v&vxwRXlL z5Z*;tJr48pCR+Y>W`lQ65bVv`4qE)U*soX3H`%i!HYh-&AyB8L;nEuUr@n=MS93<9J9 zUd2`|KP)=-O0QfyA)aO|)p@^hL??>SRYvBNB9nr>#-S=}G5P z61z;F5Zn|864VQdUg0@IU=@Ur#PSVSIFP>M?+mGh4mz~<7^2aW4y6}qd;S~2RmxI-Q%-b77sv44?MShb4 zg`!_}Ykn^BDmIhu`<(iPdPBtvZal6)8*IO|qB|Wgz$g99Z?q@?y#ad%YxkNuwSsEp z@S{UfZC7Hcm%m~_sMc7JRqy10z)rLuTgSH#1F8%em^tr*xP>|#9dU>7L&%~`azK5r zH9jOcf%x2-Ss2^$U%vO42K~WyD0V-|Xc95LvSH~6TOW}hNVz_@!3i?KL`08R{PcqD zpP^>AiLi9K%h#Zf;>fv|m076ZwGrvzyzapHKT5p}L>qU1)>T$hrfcgG)~_7;04|bk zY#mjr2_TfO&2ti!YL~)knF+ldY zY5@JLQn2uA49bO2UwY%n@BfC?h_PwDY6Cz zJgCKL#N2QpBL+GUtB`&I!JXG0z3Uk{*Qk7hD~Gp$K#*0d4dw!!AA0h7l(jl$1>oJg zF-0KkeS0aQe9N|kFU*U{a_OuHC~+v>>$J}$ZX|D3j{mUsTjj3#rrwF~juV6EQ`)B@ zKC}}v$!dGaH_+#7QU8``z6_AN1B~K&hWMDa*p(>neCP}ySU>C|XeBx8kAK{l&b-34 z)47Ztd@^ZRw7VY7eNcLD_$Nx~_0_m7lruG z51j&Q3+IdH=CxDa-Ip{M#AXlu^Yle^egC6g@So+?w`OVwNsgCDn)2~4jXjZj{gBf? z-25Bf9HpoMtS#~fVd8GWcOBiQMfvL@pKi|7r5BEz_NG_K;l1>(SGP@wC1qsm%lSJC z#1HO5f8p3zL)wQ+%Kb0|*FS;aQLpV3*>rlh2M0f}I-?<#(wZ@MR~th|kt$eI)Bn^y zvTeqPn5I*SKY+_L;M1nl!w&&dpbimW0w@9W$li8(wLWBGLVeKjNP_fD|0cMH4KvtL z%}=sXoSFZ`?~yh7i`D*YhphlU=N{Cs4crtEwD!e{3^6;UHVIh&8Z{4nYTxEtS*9QY zG(X&cbg*a0o}_ybEm2ijsI6iis7dQXv?Mgn+|y$9vU}mh{9TX(|1G>T9hW#`2eW|3 za4SeM4;{+ptSiMkhW!`V{-XyW9UQ67Bv?fpHc_c4Yl`!lae`OS1qRfqG_75ZwTJ_X z%o^)IGeg^-27}!7AN<%++N|YyXdVw$AYD}3+|#({QZL|wL>o3 zdTc2*@ZjZTt^kpnWeqAgPhFD~xI&$C_{6G&#dDL?Z4z{Nm;sp5=cW$2x09JAD*uir(|W!BP{6`eZjR*$xYen5_~lW%;2bsV*3 zLEo%E7s*5!VyWQU4qQJTG1o^mKre5lF4_b`EdLT56NQckVQgz zHIwr5=w2D=o9HTvk0T?h55@lW<@R;e*lcPQpS;cNcK|6FhvaTUM{zPDoYT=&?d{6f zF|4BvRA1g&4g0$03E+=-kwK{A%aZ?SlsD*D$pGsgRw(giz1s8l0HPlqE9pwvwi(;t z6jpDy65M$G!P+hs_fX6XZ^#Se+y?AL4};&3P8djVQxUi3#fXRd(YRrr0M=^t=j{A6 zz)QEhdxHRT>Dludh2wb)N=Zbz=Xf zAg4(C>N2Q74IGu{yLdbF+JlB?$n6(s>uf4Nl(gI$&(DMjaK`eJ1fA}VR#^bR>6}}R z1!;gO)e_iRbovGaZd)p=UIRo&#2>;TOPf9$F z5<7r1)bosALJ-Bi-97ru<+wWe?{dK{40oG3BT(P~OJxp{1}P5^1;BTDvVj4v-LLq_6_7)4VP5vWLS?weEN> zrq+FXyWu=O=fZ#5c~@A*6X|{#I&pXrLXx$n3{&LMaEezZW-G+ zfTvbgw8!25#2jBf%2ydrXpE6Na{JQzl_N{Lo?ADtMU#Ze&)LvClVkdP0qw~r>5E6$ zC(E;&urs%Rmaa`6H)F)p)i+B&_&%Y2>nQ41)Xx>SMSFN-|w#Y#XPD za?@O}r|W^A<2MNaW2jd3BSC(GxIR|T4-wX;ylX=QMAh?z!B^qFUi6wHJ)XAP3Nqed z_xqFk_^A9G`s#L5a!lq!w#7?Q)en$^vZHa|3P44w0}E=n`8asgRDHth>X7s#Ss!rM| zf(E&qy2-EHY_?}LYpAW#HM`x1AW(ad!#3|;mQ$KzrFMl%jPrwbWry#Fq;%e7@<{CVyYK~%zm)> z|0D5aV%_A8%GoKM>g817dOcK&Zxp#$a8)JXJX}!$7T%54S7%%iB6XW@NI{(NXj86#Yj;+0rn@^2Qnb zgVf08k@(Gu8Mt9zF-vRy?;$iV$Mx?J0(!S-*+1*9guXcnB)U`0*l^z#y|CV#3LDRttREYMYMsVq_ z7HV3oas-Ubn+yZ){F~M)0hO7`M*3UAE=>TZin~PVo5=t=Tlb zfxkM`_v00W2zZW5LQe{Cl0D6@023~1`+qxRx{1*?_F-Ag@rw%J9w`Zf!8YB`a64MK z9}SiWmBTtZ$;#SI(3M;&{#UCz>Pb@ftyvC@t6QgMzep(&Bk0v0cSkUF+4Sd=v?J#4S4hN_<(h63tBJKdnP%nIo_0SKspBX(fMlsFRj5^!q=+XP;+EyhJ%{cQCL52hqtue9tCr5P1=k)nlcEo!R>{;?+)bZ4nF zf_ZkzeZI3cn>?`&YfFlh{N%xgV)nb!zP&tc9$wX5e60I5dk@){QQ(jn&WRmr^mtb8 ztAVifmj+ti@QfL(z;W(w;tm?GyfCQ84%mQBieOft(*qc+>lC+Q)>Bj;)$qPXlG$!& zOd`#+sP*~1l9N#okp$#sU*zxbA!0!1+4__N8<2Mj^mn@{rq4qzjB)zCLtZr0>m?$x zo9ZTJ0KUhrH_u*wdZzo#_py~6)An7`xIY-G>-+&}3VD*!F{3el_fcMI% z&AtirG%ez|5#2H-{xFS*x4U1;)%M>alreNqRUiv`!+S038$xuao>ZpT(P%KD|0(CM zV>>rJ()P`nYI0&x?1>JqyV+^VStN`GK6Xm`A$xh~W1co^{YJmWVuk2h0ipK>XElYv zzUya>#6Wh)PF{5B#X=k#aP~dljVXvrtBJK1_$fs% ziP+*jU$%j2rw;0L^sH_L1oTy2Y=w20|NaF1g0D8paz=Mv`>jD=FsN0|vgNaiMfUI*1^kQF%}k-KpFa;h zuQr7f%0b?w7NqM)=Mvd>So~>|f1XJo)1;B}pq0{-(XxRAqu z_(-R#m8P1L)N*i6X&}X`Z>+vfdU#HRdH~3@0Tv#dnTjFe$1dDNmTne%178kX@0WZK} z#;T>yYk5A-Q|U>9=jkK}ZTDsQI0XNBo3zV30Po)9fDWb_%Zh)P!+O&|Zu)Qcs_RSEc!?x_E+xi~-SnB)7zNb%5w54Tdvzn|s(b{kEvn}JX*4q0(z3gkGzMVyYyr?5D7O0jp& zq3vGF{ze#)o6L(veAF+2TR>Mh4|{ z)zzweugq)Smd-)*x|n~!yVo_L4m7n{cqMX>gT^2B+=i8@(WyIs-U-#N*f)_E45VUl zi6D7IH9~h&cM|wn_HN|(#TervhCg7b0;#R~DS87vX7kJ)i^k7i04G=Y2tJR+!F1{i zpJ-x8kX+#~l7T&!S60#&(3j!PMe!)r?;(~JVRVSig7WaE!^eDuP?o4Q+1HP$z5%JU zxste=bb?uO+*M1UAJ17wWWp+@lq>~k|1~J7gzmq`ua1STlx=CpZRC^ifgOxP6Y)kO zWQnh$L2aF%j|bpG&X$N^EgMHCPIg+kh~Xeknpo0@Px7u|26XRgGD}J{kNle3LkQS9 zvaOyVRbO=HHXOC722*tQAW0(!EW$|%U&uBA{`79Zo@kG=VMS;3mlc)l59^cW%3Vk$ zm`8LcuyiXdtdl=AH6b~W%X;4RE#3QaE^0_Rlqio-pAYzNxV$dZDcMkcH*xUuV|4G^ zWnXi~Z)C;UA|&We*Lck~IfAoKxu?rZZ=L8PIkCF#iE%^Zrm}?Pm>!EO9FZ?$o%z+Hirnwud~J`-)w{s>95JHD%`MsZ%$Hyi`lfL3g~6yx^va z-!hg0PrM|a=y`{Nm>$MsN326MO+`72-%k;y41#-3>V0U@X;GkaZZWZJcDWZ2k~6f0 zU4K_!=&NWT3)M)O9#^-hyi&Z)&Ii!IPk6RX2%61Khk$MY^icFh{FRrUCNO7ZMJV;P z!L~gi4s@S3gCwDJWsoXh6$8?aq4oRTvo)H6D8sbHWsc82kR|2v000Z4VCV~T#HAOo zwUUIQ*4J;y7*g1@Ar2F6HsTT0MFaNDp|k@NSjN+sGQFN7xrh@_N$KY@;C5&ypr>h~ zeRU++bf8QZn){R*a#}v~a{~NmdH;8%Nn>eECb`_rJhsXiJ|wr@n^&;crog=HPHKNv(O1#r zU^_jT9@cNrd9kxR1b|whNE6&vY;c$ocU@o-$`4l0`nMZIVq?{88jsTw4jSPdc)Eyc zKnd)Un$fwVNYJCzF}pU^oKc`A8+dUAg}c9VexkOX9D*cWrepV-7Zm*f&Z8`+=X~D} zHvl^}&={UQO*UlJ z(v;>Am%>4y*EbxCC=8<2rbl`bxuD5M96Hrkvn8+OscXeZfZWt|V%o#o(>bcrw-Ev7mnxxT$&?@Zn5ejHwhKe&b7i7cQSHm_T8mYY)kjTYN&mLS( zgy4r1&I^9r??A|?b-+Lok{3S?cX~?;g~Hk*U?6#=XTkDk#Z0*bEs z?H?{0e!s?T{r0Nyr%k+PlP`dpW?*3AO2981j_Dor3)TmWqX>7a6jexR z{yRBCOp~se0Tb0(=){{WQ@hV4>E9=<;kwA^eVUR7Dj;+tdwW@T29T(yyr|;nNmnJE z$^s56H|sx94vXSrtG3(544+l|lM^8M+A9VWE|d)&kPn9Ub_;aHEu5jr%pMil-=J>AL*VIGiRN!4ItGV2CY)eC?1 zQ|jgC*Kpb2GqH{?MT^f)gSodfEgEtAMzr_WhSoh5_uGF(aoRh)S4uJb5Nh_&iX}Kb z;^5(h%e5)qfbm0>Ss<6Regj}$jFV3{`rFC)EXRxjzxzp>_S4y5XK5=D5&u$C8w^sj zQr}jr}HvD%8^cZcK|X^C4<`?L}~nU zbLa(5ls+_6`M4KfKr3yGwB`MWYdGfzRYSLY$6j@br6bFP@%cnEBF;~516fjkee`eF zrW2$l!&DOIOav)VGWL1S1p$?X0x&~y1yxZNr1SgVzR1Yh4N}mUrF3i8!E^Ms2J>Hs z)kaY>5?<<^c;b#0KBI1O?RqJks=@HiD4gO(LGfwc5Rcv0E@!O%x*Ffg^q-QOU5uLeYW<+gmbQ&8Xtzvnd z@N>Q*{x%i#PSD?#y0gl_$>4M=z>CMhbYPQ4>+CMQs?>|$&(`x-7=_YrA_-wL#B;)- z-%jF;w`O$dGc*LmDVJpHM5bY+05k)hV!kt|P|xOjt21(deI9&TXGpF(eMuN2M8Lsn zw9aMsj~6Kh>nc1Ld8x05vdfZAvW0qn`Ki8gnJ@V0mB4x^i)dsbtL5**&$;ugi{>7P zE@Z{&tY3!d@)w+DXtMTpbLZ|G{^ZOotox84p9FFV zFpaukEgGya@XNpbb%pui@eA6a@41qqsy=J&y#7WSH%_wz)%~S^2yJzCMQSwpi5ZLT z*3qpZby6%cE2+j_!+_li^6V*}1xk569P1CEMHRp5*=fh@^QQ$a4l}KL^nT2J9qM#f z)#l`xvyXC9Am{rbY+NHLDJhd>oZd)p^68KM!cbhUkt)9pN&P`m;d5$s3SoXYETa47 z)I^-C|NZDK(2=|2cNfUvz&u~wz3vRlZm)Kcj#c&P3tH%_XSFrOc*3}0foTjUv=X?q z?A3nGkS>~$g-!yKPf*;quqrQ zOypbCo=7E14v!KDy(GHH@#K@= z-^r^{HMPpTs_-EH&lc9FyWv#FFsVs5?)=2f)myH#464Z}^R7%a2AUKMUef-jyZ!5m z8RxvBZ+U!ra&-uES&45ZRU^&U-#p6`GMs&b`qC`S_|e`>f>eM@#sl|w8-%5j$UdF; zK*piRPp^XCcfu2~Yi_&i;bNe8v7(vp|>PAv0PX_*^M z_^sK(y6HK6twxokn<}#2xRSybC9K-)7$%ZRWmb*zA$6Psuv1lGVcGx7@E6~4_B+~| zOEqo~jp;?gp4ag&0r-q$J#XaMkhHrzpil%nauv!P*F|Pf}LBgyiP1M^s;rp7i_`gvhNy?1&RtCHwxj%J~cSkC9dz6nQfSe&|@(Cm+ zO}bcW<&v4pjp`NE4!NGEacHEfRXC$LNTOI6s5yiM66*zOX&;NG6(t$knW@4nU!qpr zVaaOvAw6lImt#N%tz5G5qtxzlJ)tDMJqd3W1`;Qw3x20JbA&$k(KihykduIeOai-y zUX+B|a=brC%!tSSKH8rSd%<<pDDj+M*Q z8PmI0pKki!DxN!qPXr??^|##YR^J|wa2*# zn_dx@zTQa4At3|!Hq|^%+PXZ6^qYym*IM6B2^6A$&h41W$ zKOweETHHPR3$xLjoAX~x#b&scoWtRMcKLF>+8IiiANi^FL`CR-Q-I6Wq53mD`?4KL z-2?0bdw6D!xH~w-`OZFzUx7WtCvaJOGrAX-EF?}ZNLeIZU(N}#xEJOP5hs|O?gw+; zEjLlG^U4I)zr4c&oMP1K)=>jv#A`ka=@7$xFNjq$&YzQ&6h zUqRHxlz*8Xnp)&%F4v=UeQR1*`gsni`7`}fLE&S3^SSEpoD5sqOPU!r{xLhGX}xA1 zG0-O6Bw8KX+o^oVrJXj=CXJdJQgrzi zLo<$D>1W}dX3+bOWX3`!?nNra@A>A*IeR%tR4kww6+dj18Pc|)?MYRy9^S1V4L)~< zJW;3Scoz?h20EQeVOVS#+X|eXa)MV$ZBbPUZ6cs^$0a&RQdNp9^f;!I!M+TVk$+ z!tgg<8+{6aP5dnE@0b2s6zr4P^PF^>DNFgU7!bbR%N)*9Z8$7x(F)sE5La1_=8JM+ zj#@dM&K#@fzj|C};p&{(()Dc$=fV$gwsboos)}+^kROIG5x$?aKk3q>C=s$7N>HH< zsCK78qO4VSu=Yns%$Mwil~NydUuf7uU0;nD-E{?_Gb;C2q6&LiMs|mtEUbo5H@JK4b+OO_F#o@c(AeB(tV9tXn@1>Bh+*$}Cp{ zRV0;sM^8pg5q;qLrg>KvLPai1T@}?X8oe3xJpBVp>7*!7l1hf<{ece12ERu1izBJ# z3(bU$S|{Hn#tz%(gT9<6s$%P92HBahZ6<*f^0qr6=(W;cHk8I!E8e=)<^{Qq$f~-h z4G~;o@(HFZ?XGlsB8Xi;^b)o{EZ-3XC^48i=$NkQ5dLBE-Rjfn<9;!J_vYrW>kpjP zk9DorrYD+;6^>5s-m)W}1-;@erc2(00e1zM&*{$BaNGqK!x5E&{8;jH7p3`D~oU(mepsg6h6Zm47 zU|0ac#%BE4tTR|hW5Osn;EW=V`2&gpFLTi$9l6@fC8(Br#-v#~Joyzve)-+)*t`1# z_S_m?(x1*Km5S7(qlhpkG&8DeNY7Dx6F`{^s>k4{Y-_Xp^fSgJ&Ihhh}Wuj;2XOz%W< zx$V`^st&4IfWqc}bp`vSPGD>9wm4)7Sp1fLi>Wof=lvLnlIu}b1plSN4x1n30v);T z#54SLCAf)iW)!0bpZpg1Xg&D4L_HaUxeu-sN?1diJ2Db0R@}TTmK6Io>PhKBu*aW$ zK(%+K@we9{M?)rj5CWWJUYwMd)TCCx0-d-}9cI&g5sa%mM)PxE+M0@?+R(XQ-^2-K zy}7EOnQ5sXbJZZ6L_9d5l3TCf-!{UR-)74bocG9j^A2r6uDr)zmlNRc?D)@q6VcT2 zkgfbpz_WVv5T1rHeXF(=i%GA$VS$X*zkOl7c7qphij>uEgX6WZMyg2Z1mw`0;f}Gn zThtiXA+Z$Y(St!l>oVUX-h3Di&5Ftj-y|09{-N@uQRS7oI{m(>2aXv1c(zO>aE3Y4 zA^jJqyr`V(>xg?RUiT$ShhEmFj8WYZPRKiWl3Et8ERr?1O^uo3pR4GGKoNPMZ`0l$xs)RsfQ11-^;^l$ zPujxqc_y6=WJW$8lYsv`+gVt0-8PlwFHd#B1G1@sied=P2>GyxLM$is7k}G(hq1bd zon_*sxYTr1c?UVN6~64RrvCE-0E&HFPLFVDN_uFL;2O7q61 zG$=n$?yT3f6j0~I!L6C*y|?;vpqhqyY?GlE@Aus-<7Ca*Iq{#w=ju%Yu9SQ~z!{*e z9l}5I#UprBtjcdfw}WWDAml0-6p8eE2U%~65fm1@kSbBL-5V}G@$O3^(0-qwq^gaq z^1qJkYti=m@5Tojk!ac{6^t?Xq46TJe4m2GUF~_0AHQJ;)^uU@<3avBzud^M->?a< zqvFj1)&H!`&xKj;ZU0+PMSEm5nFq@ypvZR^S2&@a>b0rW96f;g38m-RH#&w> zfr6CKYVR^Gk_hyCmW-L@rJHP+SiC3}=(I5p?%c)*&9=_QTS3w6t|O3-|n zx&&cW@w;aNr<|=>kMu|qUufRKirKSOxgryh?p!lfM)x@fW_LaEq?hv(ISlm9s(p1I zi#n%6hU~XJ^qgnHB65ho8)>sK%s(Akdzo8Bd?(Wx%fqPDpE2zW(z)z9o7ri4Kw(2n zH4#>Xz?9FQK6-wS=+?86$h`8`yQg|GTH{CG7aQ`*?BKRIj+1_P_!qZcRimuLwo2u< zYkCp~25+?4DF&Rb$gF-Nm&k73jnEmF;T%liTd2RB6)r;+G5w|pJ@RMUtAKWPG)Bkd z%KxzH`i`l11=DcEh~;tFtEmPJO$(O9guxtQWeJ5{86~p%^CpfaWkDwjt-RS-`(z58 z&hxjC&Kxe?l%iir+(>#4^JIsP?AtJ9%|k1QP-qHhq6dL6`7;j>QW;XxHho#_$ z=bBs^8i_B!w{iXRVvz0i{WhK4vAk-knw{+ZGG(?nY;TT#bHW>|YEhIqK2&!s>}@6= z6^M~pzFf3jGmsziwe(F>*D^pW!TYK5?zZ~xaI!iNy#s)$7m#Cax+%eqjW5|7Fx<<= zps4ia8tlF&dEE?ul!jW+huHfK!`pJW5NzA67tJdInm+y~?)kFl~?j z0A)a$zmbI2Bo9XAkh2x@BixC<-zIZVaeJYOQMswGu z#o&(gFsq>UDwf90@J}LjIp!U-3ZiMu&h)wMUFW^B(zqjH^ z{b5m;CwJzgFu{f&&Mc^2@9Y#+w-t7{oNKpfoVPVBDe~zR4CX$jP18J-di%By2`boO zfT_Rd)hkSZttX}xCOJY|@R`LE-mFrxqdPBG_CCdON<{lLPr~ro$s-M=9q0jX2htT%0SXqK6Ru zB5_8*xLP4LSYdhhJO=gv4KFC%MI`hf(cFwud(h8&s#qLcIfyX+IM+19_YQi6hMI@Y z^1E6zUrjr3MWlNPsfF7KrSgO;1E*&^wXhu85#f1T5z_|z$u)QNr=?$nJ#RM7){|7L z0DY1?Ia@=ED__27p)giS@nlhjafJ)8^jPc0)Rztuhbb&${)-S>a@P7dEg-JcGfRTW zuKl8aKVypM94%%toxmo6{CSmA5Y0nT-QIN!f_7y08nK*aaLR% zpguKU3^#IrunH%|m&rkPyU%mCb$vb$!A7K1@<}hJwy46}>Gfa!OubxLZJ(#b)O9!v48>t-VUB6=^exZ61CBEdP||F0 zMYqtl3AETHX<8j-{($@e7||dCHMD;#*X;I`sd|_7nkN5RGpX7>FKmV=39dBFa6RM8 z_?!Y+B7<|NODvX+M{8KoQ>xJQJe@lG9zmE0R9xwe{s1ABV26s4D&t;mKJSS(7%=o~)dfPFUzO;%K9k zD*Z`n_jDRx)=?9re1Hljw45!T`@rST*)70$N3>jmpE5uXEBf&#(R0Et!h-1%9k8G1d;u`8%$736&)1WfQx!ttdTsun+!5KSXkf# zzo8Qd$#xsWWC9&WPAB33gtt*_(BbJn%Z@1Jv7!icv9qhptax zsO75C6<~V7u&fVQtkei011*u{s3(j2QjwGA;H*S5B{#~kr)o!iFN7acs{aG zU%O`dm*C1c>p`e|hx1TG6K@EU)&MhgXe~nC$ax%_rwxntm2u9+&V^<7&)XNH!eF7B zbKnQu85MqND6JC? z3LNw}H?33ov;kHNb`pyaC23oyQu8IxeWzD{Hu94_4Mre+Ob;>7+(F56jxenk%6cGI zGO%U{vABxRC!z~JHiD8*&b$ERJk7`z;rv&!ZD>M;7cC`{ag^Ju$)XNY7PG)_(9uT} zuIB}1&U_mgKR8pKh9XwX&NWhetUc}yHR5C%3_2VRc0c;@{(P(zuFx?pgb-;l>3~Xe zVyL988mC-RfH}I7c&VbQ%(~(c79RLwXI)La{(1?fprU*;+tudVnrfQch)RotVETmn4&d9#OzloFd<85=I%z_j(6B3=>w2tF#fb__JZiXtz{H8fCBNF! zPOkuN*79yE!^E5`n?`zFFTx6_0qo=^_q+7X3Cq5jV@O~biaO+j8V32`v%&K7+1jU* z5{jbJRWI~_hRM8u+NeJ2 zRB=nNRI$Mv%Ok%8S#lp&6cP5gYMe*n)2|*U57KcrW5S_U6&s04&$8h1Kv}iH6|-^+ zsV7CwOPr5;4=41KyE%BXIW1_K|(G8)+B8OQ2E1`2($fIKlu!w<*Hm`wmXe>fh;*&#KL_1s)hYD}Q{T*3tV!)t?|T$uyvnIOmoBw82fn^8n)# z6kzT#x;d!r&$8xzCk2=zOXln)3&Dga@NiO9QvpMV)c1NoS`~7XJSrm%p#IP=Ld7_> z%MUq+g^daAJwHze+vmadPE{!nlWSvP8dWUWm+f*3n0;%6NfXSOepxHcJ8V$S`MEx# za9XJH653(NP8LC_nT3bjlzVU-M5-wJ>jc;rLosIOCMHJ6GPoOTr-RjCBkW?HQuOd( zn#NP_s3K#+qy-CT8t-{31qJ08==|ZZ!gxLr`BR;Cnw&zYu+gc&6jNlmDNUE0)KRaM zwok$z*Qk2)fIB~C&6o>97Bqbx44$XY`uHMxqYvFRi#1{L*6Jye8y3`Fg0gGWiYHSU zCQB~Kaz3UZt)jw0J8kz`TyCW!z)$5{NW|RxrV`cNgf;mgwZilYmWfcbMNEn&&zr$u zARltZ71kSHz#<dFLD zhKXu`N$(7`t~_tWW^e^=+btznIEJB6#o|hxW@*=JYH;(~Fa^q7g z{sC>-nB~^)cVZ~8xXrW7r3f{YQrkkQhl$Js+mE{lu;p^4azzD2JbC<-Q5HI8nKA#| zQ$Cjj)XLtIIV$u@${x9z!t#+l>cx892w0(3N;$J2EWoCdjV8drz-F2$!sp!HDd!41 z5b^iA=X;=-#*BKrdDnQ{LD$QMumlt)yn1SWn|QV`%PQiyuxxwTzQ~gsj>Wq^`9ay& z-ow;f*qC*jbTjBp6-9k(aOJ@d%f__8K=bW}XiDC+d9TLbDSe2p4~w{stY>hgd5i>Cu*h3&J4$&f=6OP8f(f@Y{6Sx?vA`&z5La%nXtO2G18JqtnIDXdkCzS|@oMfn@V?JA*O1I&$+P`<*h#HO5oUOg z?Q{mjbMG>RD@t~xw*v%<<7?$of#_=FDm~C#8%t8xWZd`vOMoh?OudE6Cvockoz1GHXP9$p1CaeSY4UHqCrW`o>H$=k6^2*`HSYYd5+e%q z@xYt9S0S~sTt2eb6js{wq~!`0iQP>Vs!!JoPm{fE*!*?CVm5$-+vm8rvSt#Cn8BN= zu4dMS8GPlXdYbQ2pmZ!BbXl@R|IdcecWJ)MDy@*{Hz-cunWj%E)o9KV-SWiWbAK(h zJ)~A9Xee^M1XpCjYU=A*#DX!2rR=|0>FJ%ALe@t|kAnxx0JCYbk*>;=j)U(FjHw_G zcHJa}r4~~)(A0P%qlb~d?@o%6b08h@obPv5(8W0_tmlBmCI{X7VqKU( z4S)zfp_Ld zFas8NfPL#nCLcP4>n*OhKmp0(Sd1#lxx|DUUp+uCHDOp26)v+0E-3@$$da`I18i^i z06A!BScf5QhKID9{{MC1O5rk%(Xd~b6A}I%AsQ~&zUu8 z$dg4Z17NvzAnUUrx@Q*^Ottq=k999T{RaVO-^>rS3^2x(R5p(sV)EP{56mV$fP+=e zfBa#a#!x=#deD39wL?n?L@RH|Wrg^>xn8gY$AgMiVJyp80;-8*kq)JxwI=Uw8 zP=fjH@NnzopmjjfuO_hr+UbIJo;c}Po zA}PNFbJ}2vGkb7zWmE&h(s95trlDAaEB>*@o%IUMp&A-q_kX%JuPA`-*az3dL4YbY zR}7xs(M}fIyKPW{A*T&CbUg+B4NOyS&5#(&L%c|>uD~}z_a^K0Itj38k7{_kZ}ES+ z%mU$Y@}{?M029v;LRHV3Z*aFnvcY>r|CswSRUBzj)ZGXv*4c0eUT$pAd|p%ouycLzX%O**1- z>84ja>i*1Oq31#8{70QOiqC>8NKIhRtWkSLD6EsZC#v4HUmvgG%1|#dehF8SByrsG zbg&9r#?GiQa=j_`3mg8L+8vst73D;)Af)x2G~xv_GfAVHxAJf24tDtUO@ZLj$xBzV zs1nSD%48$TJRR$9Fc@%~y4MYrOIU(snY$mzS)?M;?2mJXh+>gpKcHFMMaKWWmMhi3bGLWQ3WIQ=2m5RC zvpXWdiuI<~i7WhJ$U2b4RxEpIgYkGVKlQ62R7Rt^{$k}XcR5_~8L@}3UeQ3&o&Rw+ zu3#y_6W?PrWtzpM?CELcYBk_zbyf|r^J&1{L|6{>pWTUW%Dh$|ywe6eoPvOIM_}nOwn#6mIrv6S$(eN#VMim0 zMIIUxP|jj1B}y}ao!7?iwrv=+V-dh!jd*wmY^AS zT2|E~ZzsfSL+H6g!HIgHp>sDXxPu709M!YNebahzFY4-KOF%xyLi_daqwnTqW9-uQ zQ!R+^-?L9$P;qZ&C$3;>^VgwF^Xc8)7L;MMZ{nj!br}?lD^x5ihZ4xC&@c|nS7qVm zb8`l~SCL_PiMzdQmYuVZn5kDrKvKDK8oyC7nNFwtTfN~Q{!Qz3Kt;*yH4epYF5#KE zJf=Zm@xRxaM_p`Z^0Z8vX`Ql&t*M`4)dM>v{=BmWv(NswhPblkSzXg6vwNx%rwAlxpQ#nL2`PKu z`AZQbONw%l$&Ugq@8EF->HE`3O^2BRral_KSg~OCtK(d2#?NbNd5d0U$P3G{*12L0 zYG)x&#+9~N7PY*ljs3;8^y%^giiH*A_tXkK^H~4ihc0S`KX)I2(b8}Kf4E6rCq zakE&krP>Va#{li!WC?L)$bOgTY*wJdI*iw{^AAlFRWd;^q12zD>(TKeS_b5%;fnl& zTnV6u{#7reR{U~j7&vaB0*o7#`NxT?EJ(nzy}L8?{fYT1CpAk6FkevaoUN0GHj$l5 zT*jH&Hn0|jA>_|-*J1Z+HWM{RCPg7V`3(i84WdxT4M+{@eD*cf1lR*SGS`pFFy#%6 zsc~%Nf7kGlF0xD$qufMJ_!q)zVB6J=6n&r=|nV~WXab>!?BXrqn^T7yLp4JLgAc@Sm zvOfb{F+;revpr_9@1yFpu$mACj|$3%E+>&1R|dicqiqp38^!;#sPg5H?m?HSD!^D9 z*jq@1`CvKXI%Dy0!WFx&!wB0A2GvSeDFl+_R3-W#4i{JUW(^J1X@-AcTe3qA=JA*} z#UP@_nTNm>qJ&Z5W&D&Xg$xW$pSN2+*=yQ_70pL$|9^Ya2rD{TU=Jd{($2QBlC zxUoI~p**MQfVeD!)v}dWPt_AqD+A=G3gHSR%l@yuCBZ(J2Ztl8UP3%l!+e~#Rhv1l zfl{c_Etf)Yh4O?Y4{xU1c97JjITkVQ^Dpbpj|Y#lqF7+9w0W=;i<>J%UW<7t`5&4)C(VMAvXUx9c zK%iVs-=XMXrx;jUIeB}9ZJecf(@*E4SFKQP4hAdA6nXlF*4iMVeBY5PQrq){`)4}`lxC$^<#AttqZaq!nGr625N(xi%~v_e za>h7oB7KHo3?!PbCz~a)!nSM{!jeuvN|I`jgi#rfVSi<4U^1KKHdo~D4iB_fGHxIF zw!QAITRyAk9mA4U2`E!wfaDqow)`Jx)E6Cs__wl!^@CO7Qqa6T7?w26+71sUSD-h1 zexz`0c>ybhrb5gDTlfSR)%GAPL)`?cNBIbNxQBZw!w!cd_it*w!LHg_s17@kh!=7V z;EA)xZrRxgIdDNXSD;z!#Sk6faN8b_arGw3}G%J72` zcK-tO)@_4mhohDMV$WZx!x?5wsT9Q)9=B?z2K@!4%pVF5C_O!hPyPpSg^uuptm0G| zep!F?1;LoIrzRiqSni0zPuQvwy?WAx3NfER33k-C?aL^KxFY?}qi{591D4&cd!0lo z-Ic;s=ot!3s@V?Ra$8ud7+^Xp?`CgB-0)D%nhqD-(6<~UYXV7+vn63O!+;NTx?G-u zdgU@a8YY+-e__?LSQrW|B)Qfw^g~BfnvP_wTxhWTAyg<=fHB{E$ZwMbb32h;m2AmF zD_3<7pZ<0Hr#>gv@*-UiLXr@5|42a@Aff6(wQ^D=*mwwhFq13U3`#a0Qc%u}DK(J9 zhjv{{Rb}QfXPXPf&xiTJxCD`{IbTBXx^gGsFu7+|ga7R>{?tMMCs_%{p=L+w~F&OlU zHI3dB0u&t;qEw(xF~cFR$va&5zbrJqM;ITC5i*_A{|PQyxclV)I7F{pI-ue(nlSMg z&PQirQoh@D7GZ7EQeRt#r_Njv#G8m}V==6&X*4a#Gsi!UyM$$F#wX-SIml!q)2+6!X@>PqW~_pd+TX`OsD@-MF$p zyYt1cmG4?RMu@e_-YdX7k{HZ5y}8M5WPLK(;-itp_W*Ykp{8*Y#v@Pc@iHb~rx@EA ziCKUvgJdg#u@N`{s4(~IiE_mb`_KWD$6$PfapmlO9Z(7ekp*Y%q!-jfg}+X{3t1?* z3=~=d`!T!u_>ufUli+B_Vk>wB9ILuA>ms^yARsz7y|_9G^(Fmy-> zSB3}s&@1b595TFkUI1k5LlTTNK}#i9Lha5vWt_6zBt*GU>M(fnN2hYI!sysRTc<&v zrVgP(kGzt>%GIFn$vVOlPBASGL>E4vy7^eNiu2e(t)!_B6lnYv#lVzbX$uPZ*Dt`j zaOHq{JW=4rxMiYMOs>GQ+*DAQ&P!QGR;a6~UxLXFZm664`^QC`tCIZ~nxC2IIMlnr zow(wAK@P&A(S?s^M{)!r(b9niP90zoubv{r>Svu4E!5 z0q)G~RV?efD-1{dBUqJTv^M|^R(La7Q{F5;07`B*%C8wHe5we$2z6BGAABw)`t-x7 z9Nc9dH@G8L)HF7I{*B&T~Eq|CRoikKqx9Tlp4H`~tVS>f^Q zmsbifA6JNdE!t?gofTn%WmiiuT3dv9w{cDos#YW@Xty`-Wihwv48lI7r`r`iUWdvq z*Yy1N?xt};+f%$q*E_hfeB`KLCn(&U4Z1WfEG_jpEZjdyMa%I_=2%*&Ea%s9#d}*f zMRpY`S;n)b9Zly6D$abG>9n_eO;oC?a;tkbUs5*H3rn!vnm55vVHd!{O=}vE>~?=y zTv=Ynl_6IKZV{GsQ!73BoM>|l?TK;DV1BV)Z(l0F99&tl3Z4`i7AX#gG453TV7kP$ zgr#wvnNiW4k^N~PxRq%I`U1toL{pe zN#?DjP3?CMqOzRNAusoZc5%n9$+A-wp$i`^=^MpVJ9?U}r-S6xQDJRkxH3*P^NY(I zkSldo=62&y@UW=XGQ^dJp{I~pOu6D5^29TSLWiimAShfK&}^m5iwU)iQ=nD!pf}l| zwM(u1@dI30%lqSYm*h#Bxn_KhMs_YTPV)?yGeM^|Wqf21lalRgPRkCkAP+2IbG;W5 zVf-5OsVPtf&Gpe9Fq(~N^^Tkl1_R-(Shs2o4!HuAWKi%4Sls54UW&Ad?a9%!htUYI zqkUY#Rsi4>R`#@G;{jGG2b$gzLM3E`6-?hzw)A>9z?FJOA1*fILe0`7s(vl=59~66 z{eQijD@&S)&EkgQP#0sFdfI9OO{{*&z6rO?E7!r+i%_Yms-PkaF^ScTy(iphVbMQqX?yl* znnR$l^VSTB8S&an{_22ACDZ40oigOqZ(u}_-Fh@A1sK!L^-kLtY3@k*mt>J;i6-kB>pTMi=DVm~W& zo&U@3*jIR+6+MvW<4WCj5bE*HX2gH&5mWi)^4Y7D9h@ihpH!$8 z94e*Aa@S{JT;Wfl{+jMwQDLD4fCrK0XWZ4uDoDrPc9Hgwrk#D4ZFeWNSep7b1r=Uv zDZc;{Y<~?`?9fKVPK*1_M=aQ(mko<(C}cn~7$8cOmGg-1uOHI( zwA%<_q;@dZ93O^9;<`ZLOksU2Ec=Td^mRD5-&T56NHcM$$L22@Tp3w5NSe{OOs|tx z(Ycaaqsa5j9)(Aka@Tflxm;cx2Lq2Wk^y2xIeH$n0*Zqxc|fV~$1I~YlNv7H%Z?HZ z9@!_Rs2h3(C`iwG?s+uOr;>hT4sj*5xT47~AmGv+6(};BEQw<2(f-03ThuNG_$5?f z@_>z023_XUHK-_G7OW_IVsZs6=VUcQg##39qmqlG`QwGLn=HSRR6<}%$&~WaT zn=2qJgB~YKPlF`w*d8zUImFa$2E%?GxUxoO>MLU7Rrxj>nK?O_wa#Q-0iSjOXAy!c z^-giGaz57{l3&}qwubQZa;_{O36>Bej9KT24hl34&F_!j0VKW7T86iT3QQ2E7_LtEdg>xlI)LxTG z7p@E)5)1-`*XY(3}-`8x=WwaJgj$R>WE_& zVLwV}EVV*F8EB)sy-5ab6&Hlc-09r+8nTGhl`FaTq^QQ$L>-x@a10v8a5Y6UNi$sh zj8Rjc!pAfBnh%DZpzzgn1{ST*?7`jDcA&Z9T}Dyb=Mu$@&2tjJmx5X%66?*3<6|9fga2lr_M3uuHO-@8*AAU zSTH3`0j{hFCXel$l@1d^4|=4PwkAWKnXGH>1vHBtD*dnk<5^TLy^2lbRJu4b(>lnS#=z~e;7wWAsYGl4MZOw#LWQfAgE+k# zIwhE*S9sS!Ce4~@1pc-xyU=2_Dv%p__A8cc7cbiJqd4lA8UAq&ibiZTPp;tFCxf`%nE`*I9%uHxe&l9nqS3(=_$Mca}c z2vZWbUO5S_h^B6c>lGCgcW0@fTA`?5I{eFOg@lj$#4}}a>#Z>kaV2FbR4z~iRqW6| zhb89$9I8<0<2W4a@s3oSuB=xyIGMC=}2ASoKDDPf>mq+yWSmzB}6Mn z4f%_?QX|wftEr8L`2^E}VzsS&ZK{@&04hwcz>2=j5w&`pr@{wdZO!FJ9xGI#!9m=R zrCQORtSp$%ni__t>@ZZSWXMAIZhn z;Xo05qW=&%<>Cq<%h1f1VO0pK@8{qO4ui6592Owuluy0dwum(C@sU_inIlVkO7@f9ni7 zQWlMmWD_o-q7TxhZY!-QE|1lgd;%iE?kF(BAS%f)89vcLAOsK=o<%OIfT4n;vEww^ z&i?E+DqkRVpVbZ#*h9&quJHMIzej`usBGBTDL7M+75U4iqdH+ywIU>k0yHwE1c?mN zq0C4-a8P-<6^$AYk7baoR}~dvk4ZxQ3rwUER9PkmI>hLSHwtz7D^K9*+1YN(Vmz68 zcUf2IEzP6CmI>K<<89v0=j%RV>4R06SEt;S&>I!dZhqC!vz#D!G{xrMH$!DN4H_ zSGW;YJKaz;piSr~BzH_}K9Z03xa`n-hlhVLz?PIfK0+(A3}~y{l&fi=eA!2>uiK&7 zRo*2C3sk6oPs91EYCA{@;<9*$>>QZg#%B&#)xhtc>kS;$8gVS!Pm zsGkj8+badoEI3VN8ZzrO5td&&!Ij#5UN}ewL=J3OurJ}mWI8ktt7xSHX9I3Dp4MI| zWt}}mSgfTA4sivT$|lJo>#i_AB_RHNwO-$?iF$dg*3=sxx~yZ-pSP+`bU5BgYIHC< z`Q$ySu@hGK=jG2MO?uT|@%_84?D;fY?ANesCc@Z+jMMVat)<&tuO}1>Yp=j>s(oaT zUS%uWU-{Ka>PWT}(>H0O4IYe^B8;Bi6Sk}wBuf&t z{MJPg7`FScJGl}%Tp#f17}R$p^ z(LomRsgl!@|5G7hrJ&W)9>5-G`Q|9oZY;=-HW&_OqRaroYa{W1O670Prj4&D7!mZ_%I!?BcBNm`>#W_iuJ@HtUjkXaTo|?a= z6IT#|$uhhkR?3N}P5dO8B5rCcAlbs%{pXMfW2H6P9(LdgAxkfGJQYR-%FS7!CP6Ay z?Lv3Xgg`KLfl~M?_JqD~sFF&KuQ_3em0Ycxnht|2>^y}@uqR%^)-V<=w<5}9x%K;Q zA}lvE(?5hkp}C;=`lN>>+#?}r5^&RoDA<>Wi{Vg!)*sk2c3mhIA-Bf~{4+(%PrT|+2ur%3(7|C`s z{`4Y#sD&MEw=!>W>vY0J7{Vz-B%}Y=^24<9Cnb56)j~1L3?Tb+$0xnCqytrU zS*H}o_Cv8p%|vAZw+R5!)s+;jM}U+##bDpSG*kyZ`8N-`u!Aq*vH&bUG~{3zUx$OD zW)3IH6{J#yTE<&8u6#@77#-BsAqVrUnpR4xkZ{5GVNmKcT+z^CLO;QfkM{{_`>NNf z`zBRYAAhvEF-a+GC@W8is|oLbf=SDjGa5ESLXny%FO|dYxI^iZCol zlF`0YR-ad479T{e7r})+WzDA|>YhB!DpfK%k(G0W=4H^Zjdd`5_9>RVbugn(xpkRf zCRcJ`Af+|WzDwD6rB^{&OkwNBQui3A=7S>oJNdi5ObfE#?XO4%>22LFVv^qQA~IL? zRV`1(Spr9euE*7KO((M&jtW>H-k#n=ts^>c#gt%qX7?7eK&RUNyK3mPJ+lk3Hz%?DkloEDUr$ z2jeZ42{xO}>Y2?Iy*jN6DkdhtKo^>pVZ2eAni0w-d=eO_MnssL;+Q(RRS$vVDOE3= zOsZsPaQFPYx_f?nTqWD}@^1ZP9@d}#4^k|(r{edr4|4^X<>3EYe*w61xSA_#R*}*g zVF{e^_h@njr6S?NJn#y&sr)zRiVaEwORL&dPcLs>mnUS1Pqf)=9-kk#ckAsl3p@`E zwX**U7*>Afxm z)|mQ96pP>r+-r;&%Bnh6cc$UW!L-ZKWV3nhJrCB~^?JJ{isi{n0)r;VUsxgS-Z>#9 zNEK6p(N@Sckj0>lXug~}>6M;h6T1geJ(|gpBKWU#ICli`Z!N{behF@?!0P?r!}Ugt z(P@;13q|369&85d=M|xfX@U`D{|D?x=FTeY)8*_FVYzLB<)i%j$kz7h!8j}GrdN>4 z71zsFOKc@aVrk)u18-pRIvc%i+Qy74$kBo%!}3D_TOmNPTv#Mpx>NCWw_f$kUcrCC z?OY)zu%OH!ELn*RVWWxuG0(5e*p;!>4 zRHO{UNJ@QRF9cc4^Bp9nQV>vRXRCpc$9n$1FJNyAS|oUKC;096o)lwxdTDkNomo9A z>8>1jz9#>A*iEl!pm-1ZvEi>`ERV|6{+cEx=7`+sq@Y}Jwc{6o=+SW-{2Gi%&cHJqd&lX{bwfM`G?*Q8V!BQPU*RK`Ms;~?%o|2yZ1-bN!u#c<9 zPJ=0!(m1iV_AW2Pn9eidSuf2@fuXBR)S&h6sYJhGH*)c+`ysb*b8p*&|#Ay!*s4p zipQsM_kto%Pr^erq-2q8O@#m>RFR;d7gL4!_)aThJGfh3k4gq86>;DY24ypypklLK zuAHUj#f^Uo72#xRBB})@m zbe@=CSD_*li!%+E$goaa8Tg8tLtLqMsgY9q#qg3g)ziK+D8llE4CJQ@9ggfAnKjUC zx&`6mp+hUtkSS2PK&jT(fx=HDu{*OcG_`n2{gqxpGlZOd8G6AEDw%y2sn66)##hNN z`ptR|^mI=WG#rmblg76FTnmbK=hHx&LYEn~_I7*&vc<75!CV>Zb$Glav5W^Rk5M?8 zWV@hZF**d85ryS-N`<91?cZ9P&CV0aGA>sq&Z%t^A;n(hoaTwhIJl1`?KS`5^OSfx(<{*OcvIPZ%A|t%U-Lg@ERLw_AjT3gDkZF z;qqEo_!w1R-baWk)50Ub$m7|=y8tM(ld$eb+Fa?Z>J=e&woEX>l>=8F$Lu)Hj)wU1 z_jnDXf|l1WD24wkEjjU4+|)s;6wlk0FX;y7`QBeuUH@r3i56GZRE#36>vno&v{*}POp@zifzIw(NxFAhdgc{i-UL> z-?qEXyGPb!_TiNRjJ3Npe3mELeTDVyyRf>A^Z>T1y)s&?SOYJRU|`?*CyYZSgIPeY zY&;eiv%-!hCf|1;S5h}Blfi#qC%|^>)bVJM<&lzwmYs=WGm9!N#R5pM8aNYc4^n<) z-Ld=d2Sh%4sWMql16;Y}Mk*Mam1XtiQcD6XREqV{4(9u*vM0z~Oed1n{<@#CE_b>Ka$l2<_+4(3NWU~ z#^yL1(Rr5^HPIdn43q;p1Y}qW8OFI?2gbNkEq@#qS75TUVwp~!SN^-O(yqTiz0jNT za#kWc>7ZBw%4)x__l9Djb4VChxL#q!fDDutmgNB=3zPFEC?lXeFB$k7>UUd1q%>A` zofUrcNU-T-5V(t{C9d~=wL-}3Jyi7QjcNG)Jg!CV2Q#mS8|*)m@D?^oLx|_oDFsVSZz@y zOPbka9diU#MR&w-X+?E{iOOhXXCe1!FODC^r26U{qo7Ezk3MBzJcp#{=@@teK4Sy( z4r7cgfLM^v32nRT2CC#6Y+H?_)_+OGQk*rhpWm%<7*BO?%|>N%-0DSAP* zvOJx4wcnoDH8Y-FTp^0ZC=v|;a%N;v6-%{UKd!-=oF0cIVa+d3P4-8gWo=Z(RQ2V^ z(dFfbQDL1EtwX8rrZ>^+c}~2-hG2CLiLgxRGsjxY*%EAEmbrJK3Y})t4ocistHHog zt6m7%lPpgcy;L%VWBm0O%PE(kon4K`5wKo|ePhdvc%We`=HJZOd3TK{?Ov?5mVUGn@$ zuysh|9(&5GGdTXk=89z&H(dE4JXSpA1LBH}is$(ngo8d$Rlo$xQ)Lbe2Ky`_st^*T zqe3?mEGJwcuq4bb-cql}U6n?;0$vu>D>Fyq!5_E4n7d+f<@@*De)6cS&F0y?CgwM` z$gS>w9L^vw30k5hTva^RzeFxMAs?okykJxPpIBt*n-fS^+ZVe==9{u`&7$ z0bXQrqa6PYJGES;nfK$AaV5DU(9jOco>Pfl;VFD#wTa=X$u0uSZyeo;KAD-N?SC#; zm|CfHSWHL?vvAVNVEYc55e-+W)vDM|2Ls=6_Xkf$-40wye^jk-xJ0Y>U(A*Nu4^`y zP~(eb8Gp>A{1S4#qqaXXuF%Oz)z(jy$&I&4u!97nLnV{tkCA01(s1ahSN$uwLIhYv z6M$W)6qDYKrDeOI!ZPj|SMHKxMRk48qg5u}D!~q@{HR*tUFeg$cfys!aCu5}vgi`* zCcClrpc_~6jB#a<3@X~H$D7I?s1kG;UOFsY623sUd({N%WGtcnm3rmBvoZ51l7WjW zH$cKq2d?BhUW7_pysr6j*LM=XDG)ym7kv}GGUx!x$|b|L%e%+NYTXvu>$vQHDk{eV zoxH3IF-@s_1gO$Uf-$ZTwD}MP;zD}LJ12oFqHyLBD8YaE9CNX zxso0#kpv8)(gSxO?*a;IyIN7QuvPTj4FSEno~J^Gsgib6E03&)Hb-P7h1ZHtpe*FP z2Rljc=W^w6kSTPMy&5VvHy@#0=)x2N%MlT-By1i`vF^Rl0%MoM9lRBrD^MD7wdFAI z0+Us1mpv{k=GbGw72OK^xm+2ds!46MQGuz_NrJJeA<7lblr%mNcuSO>MzWfseF zyWWU1DQ9;{pF`5*YBh$K@(eq6p$k=LCnGut2C;Tlb`Q;o z(v&8Mai{^EA7bDtlBpFFl|>1b-`|O88O=yz_SN0?E?LXy1{*}4|1z$uQIqe`!qRM( zQ*LyLx70N|BOqL1C&N}8=b@_w2KH*OxMIig7huZ$W-yTKSgo1?W_RmV!p=&?s8z<5 z{8#xa|AX3eEg{2{$nMAN6R0Rr0u6Pl|>snUO~KleuzI6HW&jS9)3YVhKiVurZ$^E=E~xjP^}RtDsPg zAZr2?R4b@UbqZ@|Zg7QQvRXY3=v>J{w9TWSXfo`l>Xmh3l`>Q)q*c1PkvVHWx8}p& zh+1Kh=NphK9gK%G?5%Xt_DkkEJ&I{e446AQrC~65UehF70ZW=OkEQ-aTuJooY*hmk zF8LMYN-fh}xe+5^zP~8t00lQ9u<)WFSh_4wt`f+l5t28$4 zA`dfXB`Z#4GG7-=Rt$gwQ9vGPKIbD*D%JCpV8YYUMarNsjq_i^m8}hm&@08nC&$Ag zN9}5AJ?0-NDz{gl;)&*`?L4zi5f|pt5@omQt+(sdc1^f4T{E2`QoL}}nN_ime==9* zW(OR}m79+*M1|WfS)HZs64XiQ^C7=OTyfP*w!?M191yR1117@IV7eWwpNsW#_007= zZAH|Qg-WoRW0L;@uFUoR5t1u~Pk?2imObFv5)n>qwcE|@@PkQ9<{NIV1psJFExh?fC)hje=y5=@mapUDm z)*&>R`C8`StaHFvmI(qSlPSy2lWL_ybBYzwCd^c)C={F}+)uH_38fU4rf2ET<;s%| z%9869I$$xtmE3dMMGqn+C@zB*-?-u}-{He%gv@TTsR)3j-R4DbSPG_9(1c4Yfk)3S z5fCDbA(Q`Nu5by~^V`K8JeIss_HK7vrfYQK%8pN^Q#&1E*7s1IiQYl2Yzs~mk-anM zQ9a+A=tV+>?8qR96n(IE*Vc4q7^cv&Sg)RG14n_V<>;>BsJdu{5(;i8pSW zBXFhCnJeVe4)}mVQIp9Z3%H(!cFYpp<$kfhLM-Egb+@*?m3%b%m#P-Dbc4O2>Zt%r z{SCj!etu**lbyIyi;@XG>m%hFg-0c^RvI4mB70f@mc>~d#b;^8VA=1+geeeXkKo#2l zt}9pSoidarZEFSj&NZE2l8{>2P75oGXW}fMCD%S2kH_=zJl>CgxeW$Ah+n<1W@ zlPhg4S%4xJr;uG{cVx`?>E-z~ToElB_&6ypz79=Sm@1gIs-1zm({3azcsL%9^W*u$ ze||Yvfc^ZQe;*mgOgS^;HNw>5w5uCcGEs>8;VP~e{X?&FST<`zt@Pa0jpF*_F$Ly$ z_@#O!fw}U(-%Bg6S9+3X(SeNOlh*dqBR=aQsa2^9H{woN>Q6$?F~ zU&9k0om@d^h>wTkW&G)v+h9P++n1R+ClIqTHAa>Ft{F$bjp9s9i3q3GvB-Jo)L!9A z&HP54EJIBG;bQFMujN|Z6$l=>{oq6e@otR2kSo=r@=4({}bL6=Gw2M2B%uv20i1Y{AJ#YlhuK1)cytOnxa>?syxD zgP~TeZd`0kU>m-pkuRp}srVX?(~hXnAz8f+^?bQJLQ}24M(~fv#C{#;^$`ud2H5s- z;~K*Wj21LH%KbuZFB*0>^Osx07-;;I^86egzT;fkDXP9xffn_xZ|W{*kw8?9wK-vd zWMaRPi;Rap#j>U8tT0z5_8d+Flwt2za)qgtY-pk~0;_mZEP_Pb7|VB=R4QEgcBz`9 z9rf}sCN*e2VAg$xj;Y9a!Jm^XEc@$mSmgx(?lLsR#>?y$~nFz!j;_LfBc4nK?Kf(+%9hjtWfxdv**G9^FoSs3cFz zr`4~FPI9iKmky{fO`9<*tZru9Aw!cfbp|cO7l4ioo7Fh?hm^4>0u~Er$yMa{NBd`S8pG&m@ z--lws9jQ<~ReT<@5>P6bD_X{&iHfX%{gqs)Sm#xu@J7DE0yj)12vs^tsRR=LH z!9e8(6k+^BY?EKZ6*b9)39uB^btgrgBJVO=+y84;)&Sw?5nEOVsFL|knsM_w9#gp6 zYHFTW4&5yiI$LCj9KA118MZbLYDw%DP$-A++}t!+>LOOwF<yE-tIaf(zfu4w_mYd2aG5zD!E)f zvEfLxq3IP|QH<=L%N5pvaLFGoCctpk1(j3`6~r!k*+k|0==&^(nnm^yaanM#B>)&1 z{=vtCp1;w99uccXy#cXYScM(Mgpegk*dYmPn|bKM6{c6TUaLQ!E4;xDix)GaW|wtr z1_5Qsr*Oph%ji2?CQnUcl+!Gxy-TZLe! zZ)LkazZF+#cSx#L*au-YSQ-QcBd;fejdtBoXK3MiQo7KomNeOqVshpwvOEx7vxILy zVTiTB1EdXA*yJ$Q&Pg1*tD_f+4ibzCFv1mHG?S($Cs(?_(g`}7E4=nD;eSQU>jmyG)_k!5JWb=myxi0#cl0(snE8At& zK6oG9TnQ85TCS`sP7}HkK~}C;e0!0y`UG#UuJGwfnrXwK&t!>l-)F8{=xyX#-DTP> zqIoiPEvK?y*hDu1g%DjjD3@{A2;0!f5QXv?QV&jWx}(LKDCC(>T(9uy7ZeoA7!#Ar<<#qBf@w8~Uapka zq7r~<&1pjA*HXg5xgw_CV?dO#VcV&1k8lT6aH?l^{kh-oC0F))mI)woTe>*36vMHw z!K7jb0O4FoySOVxrnQeNA+2G(B7h3h_5_k@y=)?JNM!nOM6g3~`~a2ON-Y(Z;do3` z%lSf~IkW73RXeLb_2Mg;Pd%5KTG#7wv{Piml@KV$V=t`i&2}0#S5#s4 z$`VYTnkMZ8F2oKrQdTLF;nX2{f@d#5u2_-g@p#OoSWV~U=J_}~;*MDvM6u+JwhwaU z5>zb6tg3Qyg>CU`qr#@$h(KH=^1lUF5Mv1yV-yHpzni)Y-)pr!Hslw7$Qdj(Q7rkf z{`1cooE1qE0CHQR^7hFdu6(_lOz!SDS5Oi1R;*%OCs&>qT~PUal>}?*ap+hfohy8L zk)rRpo`FZu+A`&Ou2Ao9EUI|wFqxKy1Q^@z>oFmqP$zspCeR$m&1t7amDv~bsF@mJ zV^IiTp>jU|p$%vn6C=zo!V0@Fhg+{Gs4Nx+c8leYppqgmhpH&d3uv;w}FUO^k*3DpMg)6(Z-3OLsp?tt+vz0-+*Dt|R!z@+~{Z7Oo z$A<$-4~{-C`DjGzW^>a;I$~t1l|8YuFPFdUZBM-cN~kYKm@C4u{47!V*7`D1uP`h6 zSx4ow8x<|Hjd_u&TC>Zweadx8Sb&Knhky^Mh%jUJJIx(Wu``2dlmlnY+_lvu*q;6Q z7p%_RWa(YW75>C;jR?$EiIPdKd}AoI5rM6PENfs}5bsWi)RC*4CQU7MP?ZPVNQ~7O zn3;fj@aC0$|2}iY6SxG^bjoG_2+AnW9N`Ic>i}0)8Y-r%zfdreFXpdox$^7?ZLWcB zL3!I7M+1h|h2oBh-8l7xH(OHemvLZ;d>YsCfO9 zvZOlsCjKJ7UI;<8Qi!qIvR_f?W32xspqTqYxnd{XQBZh)jxMov47a{(-Fkno$P;Bt zK|wJcx_nl`Sp`Vv3M0z-^1mKSYvA}c_~|}+W5$Z!Zp|+7^=FBSVsW+V1SHFUr#Q8S zRuge#M?)0t3kfHy@Y@v$V`1o)D$Y7=N)*Y^q-5V>>FL8(F9TySbJt zpOt5xGeYM;i;5L-SwLi2BYVUTha-B6X+wV0num zvg}K4%X#dAr0tF4nFmah^$R;BHFBgy35i(r7N@BOX;+f&oC;Vftc~h;tE%t)`)0lx_xeE;IZRK4C$2SWZw(Q)3PV5BvVxW z%MnYE%3ks9PYqEXK)S-#UHfAqS){!fY6O?blo7YiUI8gzNB*h;W~((TjKsqec8Fa`_n zq<`b^dveH$ERbS@{YO*vlq|sKX;gl}Fj=qdM$WlE4)!vxJU_dwu>Za+ZEa5;X2`t~ zs>K>TJNo{8tbyi zn4?$V%IAflSG*GJ1aSp>@;oyuH@qHMb*MON8g;t#N{1e6S(223KqwOp6a2=KyBd_~=5}1-)!G>ec+VZ5`h7I(%nCZ?Hs;nDW{?iV2^Qinut5(+Q=j9UQN>HyX zG;ba7B3BwIS|q@{rT+oioWbXG1rJitdf(bix34`RT!1SbXV?(`o{ie-5DIN``>APc zT3}qSJU9kZH+J!0@Vwk^5ss(RL|mW-L9WwNW~>kyW}R-# zyoKKmf3Hhd`vD)c)g2b*1xl_c;;T_Fx4zW8=jGkqvans`QJ5=w988UiZ5t34T6EHv zOtyve3TS_^7<`(*odj4?(bn)?+E?oB$g;v*FdSzC3&@0a}_OehS`K4rq0HIav>R*5(;&pWuDpO*!&=GcY#Co$PAH}+% z4j9%NbL+jj<*0$4S)dDav?uF%wb^W@)1tWXt_kbETaecdrUP<=8(!H(ZZ=S(vU#3v zl*JCDo|_)WA8+WtlgB&y_m2Ut=;6w__H|ly!MWFCFfxw6ut_IlDwMCBE^;)v}p+MQPtj8gs71!s8%4=E15tYal6qmhvKa(r#xZf{Af z-qMaopXuIzE7|T75atWka*EYQ(4UmwMAq?&e0TL+E@(@=h{~JUV6>&-^S9OK=LPxq z8$scD``%#vF_i!b@N$g3Mpy&)<%rT;p9mc7j;rGcN@Z;RhXuY6lA$iHN>$<|XU z5Mn&D4PUS>RG-+?7i{5^=k62UlHnyAIztp<)oV{9&%p5<8aRO%**gw}{p!-!zr7zQm zd_5I0V|rmcqu(ZYkZ*mxC)c9CHERe( zFTFs?J=c5lQG3l%NtKSml|KJ-R*IV@cd{7SD(nY*`_Df;4o04LA}SX2p`%>E<=1pH zOTVUsHltbA2(D2|Fd*OP)Bj`sk){5bQxQjq#ZjTVp0a<*hNt8w>{nU|R?_F3Y9sbK z^7;ys%^a~S=%|zwH2xZ5f!rf@Q+@XK{0_MErKrs5d*L!m`JM2qy_#?T^HCYGhik-j zwyIakMvatmqxd&Q5)LN#G5rC5Xay?tPYxvgvuyETe{yZnuP9Ok>U-S$7Ws*ZN^&pm zMY}0>*;L&7eZv*@OZ-k0<@kGYrTqGJL7udGwp)or1!vh@elV`dRK?W^yVmUMqLE7mm6S>`JY%1t;R^Fn1S(7xjKnt>wUYamD`b}z8Y(j+9`SxfRn6!4}-b7*&!hm}9wMj|9DX)krYP z6|TbO^ry+a(Cw{WNyQV8G+g0#^4oKTe7uZVok-Cu#Kaj<%L+HTo_vF&lJ=Qt#6njI zH-@OO#VntDYE8}fv!5pN`K5oAsIX0@uS+FYm@USvrUm`2PbK$-I94B+4L0KvOxzT; zyU5L?+>gTSjTZd9Mrq3LWWi8Le`Btc%$?vWz0oV9az-ssY8kPFX0i=)Cc%hK7*Ve9 zXP5`k7A$NC*Kmb?E2Gajb&l9e89C`Y&*_Djqr@Z_zbPsV zN77&6_fG!cT}> zz4TQ69{Z1ngEJA~71Kgf`a15%OK(1vabfz>zWhqOA@})_xG5}OhWOR^O=PIKMke3b zBg1}|e6W6X-RqMSz18Z!(sg{A<@Z2kR$lv&-|j>Tzx{Q76RwoAcorG+!QSh+eMBX4 zC9dDn28&#IkEq~lZA*3@W3Kyd?-j7Z)5w)YC4-WHQzCbH0VIZpUFUrhbv{4EoMea#OTGSBpNCXm1A@4{0oxjQxnoni*&*sW##**_=JS!LT(VT{Q$zKrp+kHa5HIuv; z(abrTpE6^A;ap*V8D}`(jc2va=pt{?{~zL#;5|S5I+IcW2eKjl_FPFv_kt_TAWGP|M8Bd&St12h zDFqWlg-M`BuP{piGwIcDxWdI!#SSFzg{m3J{FFXBVU%Z_{d<|$I%~L6qH7W%|BiYk zP38<0s@kbExo78G_e{6k3!7{4mD*qp8Y`u*1fpW{3oIE8*l}cpSZTC;*6oP_`0Baf&s-7Q&?tWxtw#Z%;%#8!-BkY zVWGmfGXLw7hDte~gQ&18<9l(X$dyK~Fzb|~!nxAqdN*7dNrSeLVB7)_-;$^_$y;r1 z-a??lWMRKDCD>w4&|>Gr_dipD{SI8g4Juq}(LWJOFu8A&xR9u!=yPq)&c@lpFHjMA zb%HC@CJ^b23>BIoSqgcDxUtn-n4!1~OL48evA-oV?WTHthf>t$S5Mmk?8#UkJs1SXgaa2m?pHMx+ z@>Wv%(}bYGD=o@7%Qj>F2)DyZuIm?-(B#7!MQ00000NkvXXu0mjfgo1Jm literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/53c19172-7f05-423d-ad0a-ad31b5197e5b.png b/docs/handson-cnn-tf/img/53c19172-7f05-423d-ad0a-ad31b5197e5b.png new file mode 100644 index 0000000000000000000000000000000000000000..cec5526de16ae665f9f4a2aa998bcdabbeb3fb8f GIT binary patch literal 2303 zcmVKCQv}x0(O`GCI?7``i-8%%RgUcWc!_Cc^@@UC8 zLK@qz6UCu^3v*kY91PSg*wMj24a23nSU-nlo2m-cqzGSc>3?k&ihA%o3DPfjwmrD_ z60px|Vtq`Q<}Rh#Bz9LyvaAsk>(30El}z)MidfxvR(GbcA7gz}aav=K-AzSyJkgt; zqSJa__{b0UKT~E}Oa9u8v96Vz)-st|NhVeesueIqQcAe0$q9!^rHP(UtpJ!aC6cQm z!#8UdeYR+D6->k=V27ovpmOR0Wx0x2U7#v=)oV_~Kvsw$Ab!TLpiJjY_z2P;y(w#IB9b&{8ugA&n{(# zp=vdq2bSZBY*MJX77+{37fqKr7Rq2Xz;I35O&fJw_#ZG_E#=l=eJ~=`qZ|*6NJq6a zOkgi{RZLB9aQUND+rJB@rc@0p)J23-lcSoF;HaiVNhq}Z8tDZ#97{PDhSP9YITwc0 zu&dnSs|g7s1M9vuV%Pnq0|}!aNHf#J?dD6(hbmGIvF&u!tVBrs#^{HDvk52M%|+l~ zJbMko*V)b2UN)`h^q~iO+tKaj7k9!*^xfny9(73>aAPtF@Enlvikpg>*;@>-gvtxM|0tF0b(s^}&!tZmiuAC1aCP#`ZQ=ruO`>2xxgoIdsP zUzHM0X4t?gNi!3a5}r82IN-nL$!Dj26RedMP`cm%&BedwgUnLFiHA+FR?77bM20kw zrxNrEy344-6TJVtx=^+?Bq9QAn9`A&qKelvD)+t36ssT3x>c2c{ir-lKzi+0p;t(b zN%hub`1O8kPX!wcY`fZJ2Lz1qVJJ*5CZ`H={=OzAr1U|>wub@6xGP7m)5@Kl|GlD{ z)}hxS2Moeqcpu7VG?3S|=rvPLm^MocL3$0vmAc2NWeC2yt|`5OsSDxW;rF7~Y_|lS z7O|LK7xm~hyOaPCRuR2!YSL@AK@SgBA-%3@(re~1c(A@3y=G++9<1+1uUT~9>92wG zYBi+S4C@FDRw2D!)uh*Ku<&3N((8FmdX?!et3t2YVBx_E(yK47)VcJE53877do}4* zrmcaDUYCOY-?=cuw}4&)v6OJRS=JZpu8%ceM6ZA9(yNTdL`JVuKD~03y@zday%D_z zJR~wf@UfH=K!fjyRS%zDX%L{7~(<_mr*DE2Lp^^TL=+)=W znqNUS9ZhQ6#owdXwIGL&gc-gj;=oJQ-fSB>fQSdLy{tX0x* zqdf$&oF-4NjCD?nTd;L2q~QSchR}91?nufASL3nRXt|*d25Rc8xYoP!h6}@E!mlN$^GFG z9;_yGkmk5pM3^AG0$%FiJG0_ISl!~rMu!#BK0I}Fk?0%|Rv*xmMoCw*(l8y5Dck`- zbyD30_8U8;ddXu|xO1?~z&Ne>w%s*T4AU`SF0<0~#R%9w!V_kB>to4w;S{UEN=*@8 zt=O6?KzP8608JaOgtZT;$hF7lX;81gb$Z)ip9Sld`y0&VxVSm&?@ugwOkJgi3hOcZ zq^eiKnx9DDYYy+fZG=2jETKP|UJC&m&&#i!B+FjPh?~Pn#@(4hdz}8@cU(|&dfnPd zVX{|)9Y=JTjmhL%iR5tPcM5iJ8KU&y9eRx(E_KA@T8N9COB{i#z>~GtG~{ni?C2em z<2l;5(iKj{EVqxlb-^HY-Sjl;TQ5$lOD12fcE;=FW-<%#zHP8{bHHXcxtwSBn$R5m z@{QeFr`Jlbj;SMjv7!aFAuq}f&d^4jYb7wgL(%}C{@nY&Yj)$|xhN<@8oT(QX4UI; z(U<8f*FJOG&H37^Rd|Es>Z^?qYQFY5*nQgUR-b®k}!4gvX;kIMC32c_jJE;~{iMk~CPusNvoz|QZQrdBTJ*v$v&kh(PP^{z>^E6n z^4s--yKCQv}se+ Z{sXS7Pq(eP-dz9y002ovPDHLkV1n07Zm|FW literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/54a6c0be-d7b4-4bc7-a075-16da0f29d2f0.png b/docs/handson-cnn-tf/img/54a6c0be-d7b4-4bc7-a075-16da0f29d2f0.png new file mode 100644 index 0000000000000000000000000000000000000000..25c6e3ea15840b8aabfa384c212850c2c1c2c88e GIT binary patch literal 5107 zcma)=cT`i)w#Ng~s~S24Fm#Y2RY1CwC?EtuK&nEN9$G>NDFK550hNvokP;CC2oew^ zpp;OQ8c2{RQUpR1QR<7o``*3lt@qEHwdR~z`|SDb@7XhF%~|`dovkG|hX@A%0N{pL zU4#Mvj0gaLA&%(;-BQoKa*lpev$MWxZV9)h5C3mtV`F1yXXoJH;N;}w;^N}w=H}ty z;pOEObj$w^000vp7fr54O|Q8R+$^>L>M(>lm9kD&+CHyMHj8i+m2(@H<+%2J^I^DH z-@*Q4nH*=YTS&x4GOkd!sV)=ijY!CjcXxyTe_GP1%I3rt(Zp%%(#QNNABSMHedLn7A92xbC;z&IMXfUZOm;yq-p15ZXE|Xc_9yxbTn&xAQ|yusd?@+@3pQ=? z@@ubxwZEL4QUJ;YOdN_@1`$@z+X6&sjTt2NrSJ5pxpZ8TxY__;8ed?`Zi z9Qij=v%r^7TBiRWQS!?E$9mzIr$YA((+;`EM$dp+jA<*)op@%cf>t&AV#N%F5@P(uE&=G zzak9lI~R_S?P~?rC+cRoGRPC!hp+LHOSwOZ&|V$kqnnSSwhR5=_t5Gx$AoA{&7@7~ zKiS!R67^vMFn-j2z^3fOnQVuztS!~OW2pTVmv1~Nq=^gB>3C;yDu)d5U14N!(v+QH zr@eV)7-LuA{2tfnybP@i+XdfsSf)s!zNv;?!+fvzx->7?d_X{3uP{YvMAL%rTfAJa z13L)O#zE1lN3n5-tJf_+O|j++Rh#Vk4CC&;>x)6?KyCjN&r`600Oe!dhr|F^Y7b51 z@e`^C0-taCsBEH7qkw&wLaAmEp|R#rw2BVCJkbA4cJ!J1=@}jU^STS`S!=6w0-DQ> zD&E^)`>s@ga+uOZ;-*RxKj40x=HS)mlA|fAkFZ-+z+E#nvHfAr7!wp;Zg{vmYD5p) zD@lk4vogIBfVCVY+WBO4o%Ly1G>(Cqm2*=ZeV$O?4S%ADCFPjSH73(zgfa4%z5Km> zc))nkRcsSZC#hZk)#S1XDH~(7i2^zKGj;fABZ|wLl4^kXFAM;iL0kPOeKlj-`3jI(HoF)K`LD^*umi zr&~U`G5=X;`TXP8VIiSm!K&~}u;K8-T(jLB0d%Y3n&HXZNoUu+t+u>;2j@fs`${b< zJ~T0Z5R>SKWlN0yWt((vWq0FUC~7($9zz_R2-^!UD=G&m0G}-?@u97Mwq)tXP)KO_ zhv$#pOd1#u=PB^He5S}rlM*67q*>}iWlcu$mK%6dK83bYY#n7c4lsImyiURk2W^jc zss#ksncp6uFJ$`kVN49~7u77zeUG?yfiJ^<{7+9~)D>csd9l4JwW(<@_7p|uF!^Hk zzvJSWJ~Ld4%%6-umj>2n+`y~{_FsxU7ovq~05vvhkj*0G()kOKHPbf<`l~6Y)cHkJ z*p79*5L*B=mZjQ1(8K)=!cv?wEV}aT^HSH`=Y^Z5eoLx7WXhVuj@xI);mEQK1S%Hg z!OX0La~)L`g#j=Yp z&%Zg@5q!$YN9$_m#aM6LqXfPJEd=9@wjKsW_4j*QO`ND94P?0n*`cwCMM?cmUb^Jg z{H-9WJ=gB&9fe{0=hu%0nO9cknGIRhmaX?eJ@6~yH^!fN#oHLqL$uECufi@?UsfkO z9MAyw!1`xQcX|89-o`4H>KfjXlhmBzu5j`xmIcSL>N&*sT^MLPyhz^p8Krsu~uK?qtTHh6F z*RF7ksa}3~=A6LpHnBK}OBtpK_1S$j7;_$_4%FO+&k$^8$dtm++_TC7970ARa0cc33Cu4zSx>b3 zpH03j7>%>!P>$?RpOv)Javob07N!BCXPktR&YQE0;v<%JZr(L16{Xme^^X@UWMoQA zW?*kRvqF7)kH#ujuoAay#}kN1A`4Sp>C2$SN3K&_ox(zkF9g)iuY7((gs9Ot4_ z)c$aLkm&Ihk>bVd>x)KbICazt8g$gj;n5@oqC+|O#IpO$#P&q9#B~qnl}(dxQ!K|3 z8bg`7M@rx`o!xNOe%i*iyTo5b+Q_?UZt<9e!K+Myp64S0-*w6ad~Q^whp3&4V_)hw zZtvvW$-fdha-$t4WQnESUVq;S&wgsD$n*SSSrgkijP}u+M~IHn=2sIN zJT@|QuJcE)AJ<*E6qZH9pFijprKKZrDNpud={i5-e|^@!bI;=uFw(xk?VDLNv+uh+ zAnd_TMxww6mqtX#^NllbaPf=A#iiM<_ zfpccxs}(!32l0G>{JBTldVD%G6e@5TI)aLozb?75f3&kxtokD@&8jokPYNy6w6 zb}t=^!B-vhd!%nM37L5xPX^zzDAusI?W6)ycVgnDx(_?*jvY^3SzX>8nGcLb8rz_f ze+;Xnlh$|U&OfM_^m8d7gA#5%6ajgm@3<_z35ra+8IpmLy+si4tb&-hwF6)M(W>?5 z(p%Fo<{}&b0(FbZ%Rjg>XXxIJ1DDl3M@posm!X-RzWX?I)apM?w4DJ()+uM#?)|(* z4Aqq%FZP4VC9**=e#;cxwqn+rO0cv-RgDbo0uKh?QetCOFU=g#BG-zW*|GPLZ09T* z{JHg0|0AQ4H$v{9P%G3=6Kgq52K9fl&GBt5>Jp(5)396Xm#meeTGjgLd0>6Ej^n|MTmDeywcb2q33ap2K-Iy^zn$$&DwM| zvO&;~`2&&aUcN;;Vk#K~hern<>N7BEYq1|npHY#MKCUxEM?beqxR6Q}UkTqmQR7dH z1ICFPD@yNV{#F`iU$C#O_T)5+C!HY~X~utx{$}H!1n_Hlu}6+ydfJ;c{3SX0rjeoN zfT8R)yJEjv^H@z)_~<;}3_Y|)Jk80@@n!~+C2N0fs_9Ti!^L-qZ)m)2yQD%-a7I9_ z2Es7}-#zvA`Y$^lOCLPr@hB}^cVN$CIwLXPX{B!9idJqQiAHm9&pX11?B=)RF`R|Bf+ZC_kor=PkXM=l)Rp)OeV3neyG50dYi2FNx}@U#O(z0l91U2|{Xx=Mcy zuF|6UiTYOpUxH%fG&}co(97>#b5FYlEdW>4@KyL|$u|>24+;PcXKXtIAeU}9YA9os z)Ste)@l+#nnexn|S!iy={-3WQJ48E)e*ARuRU!waLvpw+A<(d5a3Orf+xN&o*DiN@UMX?mR?CPCP}L=1K+TqsOFW>i5=Gm2jB^C`=n zFf62!T8ql3w8%GC(AfUZG|%dd$H>#6`>#IPSvfXGOuyvXM_WheYX>1K#;K}<>*#B_ ze0UT-(i|cGx^NzVwu7FXCH_9`Bm;TP({Q4M^SXH27H)f5uQuV5pnt%IAhTlbjd3_{ zrZ*2Zwm}84zF3-y$bWO;x?uC;O4JvCE65UGOlD$C*R7|;Wc@ky+u{D#yga_)8fx&Q zh#2^)bWa`CFbUiM;`obc)<2K)&K(34`Iz+zxZ z78y()uEH&bUo|MeP~l7>Oo%Xy#jH0&2n2o z-&!RK}}G(mk{`#MgffEO7f-^#^~#SuuPA-9`rk zcg9SlWg?#yXPZLFl1JZi_yiA{URzySO6t%SfE1oTQ-n=_P=2=Lq|Jm>KITD*_akel zI%``WgDFC?(32~s{pks5-`OOR@(T;mvea^>p896C<3?%U2^odWD;=&rw{^ToNhFzD zsEbf2%Ej%hp0w{1^Fp5Pax>@!l#7GT+(oDmY*|_c;Z-qcEG-j|_aMW2qM#g`Dp3zK z1}g-%e3J^s(CZy~5cVm!Tpph`SwY%2=Cp{CE$7|xdaA9Q0?(?baAx`M3$JWs73dc^ z1t5a4S2~RwsR!{Ul-ff7nT8kbBg-n#Yb%g`kSHzQibIqZk=upRFQqerg?5VQ+-2!B z??->#b?)!wwx#}kQLr|-??2WU>e+v0sa=+%lSUx_V%P%yGGBa_4A!GI7us&VfBXfTELFN@DwS=_zHy<5hVO&7I6 zFZuv4&?PcumjXmaa8%o2_YZ0_ndS5xWzv^Kj1$EXW<9a~cJ=)KZVAi3jgZd*8d*d3 RoBr1AAm+9g>rB0p{|jJb!cPDI literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/54b2d5db-424c-4399-b2d3-081897501f57.png b/docs/handson-cnn-tf/img/54b2d5db-424c-4399-b2d3-081897501f57.png new file mode 100644 index 0000000000000000000000000000000000000000..58ebda4fc79cdbb18c9bc7c9bf92e81192fb4914 GIT binary patch literal 4665 zcmZ{oWmFRm*u^)xMo3RWT2hpOfTT>iI|Yd`8U&FLM0z0I6GpFq^1hh2LSLP|M-vq|DSTBWdi>#QC&^L z7b>2b|L}hg2?+@)DJdBl896yQ1qB5N1fry*q@to?w9Hrs0BC-yK@|=CX7{YL0%sc; z;y><)hwFM|L0CQ1GA%uv)OW-`YfmRjluf<+bFfI@Dq1fWzs6-p_}MY1Y1ARw?KCIh zLN>W5mfQu4GOK~1k>dXcY}lEs@}V^RSC57%A0quHxU(Ku392TivFbr$@6{f0e}Bjq z^z4f&t|cCJ98I8g8St%$)u4qXm7D8JY-@|vE|yZ@B_{6|@xh++PCctJN~v)(DbhYN0L^$`0C?aB6+y%xPr)56J#e`kG17{S|F1Z0O8hnGc)D6#sQdEULZ zd5_~)swtJqbznv}D$hDNZ3gGyf#a@(hT!DgiC+9X_>pm$`JgDJ**-yExd}t6@gMN? zS`Nb;!fofok#gCD?*}Jo+W|6c?+@1YwwDb^LU_k#wGp6H37;wJp-V=8sT&U2&u??s zk2i;Bg1?pPzolJ8ibuhQ5{@Qvy8$BhuY-3)w>4DL#HaL!9Sy$-b$v1f~WpF5VD z<-cF>9RDfjKbUP>_?Uuo3zIa*9qc@s;cLH&vBGGs{{6-CJvjngcCyTDf+N(@h6Sfk zeNxRcjZY)5vs*bry7=|2Q@hSbiDk1H6JmHxKP^ICI4R$+p8 z-m|wc9IK8|r*QUyEmzq>JE8k3_`!`s0_U=~vLcTj!^eAHH3g)q628}g1epz6xG9f) znp}#8VH|T`^oY>%OVg51*|AKm9BYEh!sK2cq;|&e7?#fz-f5U)?HeqsSKb;&@ga3x zC3$!fSK!2EH9*4Y(8tcmnH0PDYNslMX|}2#lPT7oNrJ3gPxFCk^d z^+n#wnTQ90Z9>{HKKVc#zB|76oHjKZrS^DHR3EK+LPe>$3=9{$;ZAxe;c1qljLzF#^T@HG$NBKE+H?K)nkH(W$Njm%Y zSOQOgIE|;e4HbF`ssy8;$~@jy(g`J2?MJdgf&!|*@VkM?LqNjZx$_4D!CGm=AHOWuHwb4ATd9HyvT0?8OK#TV`;B^wJjTvf3XV@)nU_k z4}PpFzgbOKu~zF;LA~af4;yty9!&-nvzbyvaT~CFlvH#U@{xwabDW3ErJlbivnimi zC@ZxJ@~$VvX7{32WB1jQY8Wwybxtwp@3dK<+XPto?Tr@od>^ zJTeA_88H)VOT?t!Sdr`UF7H{L&PSWk$8<;_L)oU@P_^Alszm@Lf;yGEBllPEpm!Dg(7bUEplqgctf$J zCtq5DD#1z(o?8;u)2a$$1{vaVHp8r0u#O{bmG@(EZ9UC%PP_Ol$fO@A1fUR;GCkk@ zY+>tR;Irvxvv`g~1MQ&5-YBIBlXP(lhRP6GQtqC_kT#{sr$-CWn6$kw!Vql#wF2C) zn#d>Efa1~cqIxsSSpt8Y@6Vc&=eYHzx_OVE%<3ys7m6}7b zJ53x2ohMx4Pj$URd^%viXl|seKCZevIek2z;Y=EROyn{GphQEBupJ}rB>CTH`PvKJ z>(7=swE#nVC2KXJ7KCxRn%$w1d@c%eJ&w#c2Bysf!Zw+?s(QVJ`$P|~CIE0;Om#25 z7l;0Wc?@H&d~CbT_z*C?dNYm*`7fNB6daF2DApK@_@u!tb>*`vsHpJz2wf{^+xg%U z&egbk^`?V_)iZ7jg9jwY#X&#so5FNk=3h%z;l-+$N_)_ic*GVxF^N_~t=n8}zk+!p ztZDI*AI<@hrG}ge<4d!%@8=H@St$6k(KWaYxrMd}P3kN(UZmz7RS4d{lmw8%jYZ8) z?Cz*@kFVu)LNE&I<6L0_nlUnM!qIYDyvRRlvPF@()JOtiu*oGfj9mAv!CH^kRo@HL zyI$6dbah&^2DPjHBZ%-aKEgSgYJ1$HW-6vrLEn^%8WR8S+8F}-K!wKRb}^L*D~jQH zkbB0ALB)`|gP0u3c+DB{!AmSO43I7sA)y9Q_{)bG0z$Sz6QR!10v_zTc}dziX?X|% zc`D7%QFIk1rfHw;B*+1fuvyw!buiM59^N%b%20a(esiU=Y(pAI;< zXSoLL61z_PMen#@2b$~~)fUt(?w&11JncADGO)r@lR&t?d@M5QUydTd=~HpmOw939 zlwsHG(HX-!Iek=3c6m_JbOm!awmo(C$D&HQt!Q^R9>l01vaZwH@jY^lf&{Isng|oZ z`dHY<-VU}MQsyDD0t74`^A1+#-HaEK)*I815<|%rfe<+Y@Ceap$KD4;%+KBXYh9%E zrZ~&IC8asLF=a_ft7J34D=Z1C~Zz5TMC8UH2*}hZs*T-@}ExEL#QIlVSuOhN7i>^ExV;RqgL9%;7KXCm2^l zd$c=AI^%5KR_D{ScOICZ0JvYDm%G~bb9P8oSAMgy0@uq{(vZkNcaU2?AumL)z*KC3 z7UCU(V#XkPE!iQ81*O|z#qIF>U5o44f&*Zx-WiuF5ioXQ7QHKg?B!pBXF{^=HA<(keuHi2&$7$^o_8pY&r0U5KFVw zZW#l5B-@Q7S@#d%N)SHh(W#sc7IQA&6RvEAg|LI!DbcDgu&yUWA+r1xvicd~Yb<%o z9)~QQ(5;hoXl$s`1j7)RjA-o-ZitWt zthQb%;sS1WiS=tZhS+__2a*EYcC?{waZniQ$_aWMF#L79HJ#mzbE0(qEJFi&Xl zcWxJZD<~z{Q$HIjxm_|RM}8r3xYez!LD#3H4THpt6=`u%{TgN07E^`~~ixAC@T{#@ljrMMf*8WfNvPOo^2LvYE?i<&r2-rxZv6YWC(h4>J-V~k1r z$T$kS^HJX!_do}JUUe=UKSfJ(-IXjJlJdl&$D#?f&Kc4`3%IILl(Ff&^3VtoO!z7r z`AGe5u-9N=Pbe=#1~@qrfR=kyyUs~wgk{lYqT^j?WxS-ArSuP)>^|a~XQ*PIV3f*8 zs3H+&f3E?6@Y4ZT)BK2auPj;KkGsj9UlJEsQ*#U;Z*8j9{k`<)z4`h`L~)ey@>>!K zx3DWi$S$y#v$n7VpdiMd+GGc}?4PKmfakAA+h0ksCVl1LNM4blgDHfJ#MG5o{aGML z=Vt(^!0xzIQ0n814Rr#7;S}phl~@$n)$XN-Wfm8Ou~t;?tD{O?>T~Xmrr44g9U79~ zOWlvDDeZ1`3Bbqw;V=L(UX;e?XP-x=3Z)J{@ga&3!(-rRzdv^SJL~(}jJzgzsg%l~ z^XD6I8m`==qqDO!Pt%u=8dw$vM%L0^e}r#Dv+s4^S)`8?Up!~BpwQCI-i-|DTX6)A z(+E!v3Qd!33`6XXR(gu8lVIAlc=WCQ@A@S7ZkD5*!Ae zym~{GNNbL?pB4~h9X&%|{-s`>G58yJa_B_HAQ%sv7%fumf2pnEjqg_au7xnBcKkO( z&~oXWuAG7g2yTWfkW3&O3TTjgG6bsKeeja6q4b!9>s8Hx>SC(o0N0Xn8-F#gPT$MU zre=Sp7~ct~`7`zV-{qE=y{YL&N3O;q13Q0`z?sUIoQ4#7^u$V!2^wr~-<;aFC*ao$ zCq27{DR>{nN%TXGHYsNqj5jx=yI?F=?-XEn_S|<%8q};K_UK`1IJ|G;HsLRt(y9IL z#KNskRLkrfzYVd$aM?=wD%+CAZtH4nfO{2O0qadWugr0{MjoeqG|8wKUC&Bl3#8QbwJ2+IQN5 zEKLXx=`UEMom#J?=M6SXW)Bw1UD7lRr{X+2{o8_h%%3hkD&ImMu)%{8!uc_fzby0DdOh?0i`k=C?IA7+$=Zxwi<#EninU0#G;^&B$+wBp; z;xQt!6C-$T_*%2i=X)ZfimAJk|W7yfy%6C?=x zG~dl&gQ*gQEN?fB5lv3PGVJ=f@T4^iP~Il4_)C+Yi@NM&}Z zd}LZ%c2)Jh&%wgF*xZ*g5jRX=V!WHQ$x{>Zl$c#|9n-=_QQ(2t`e>ujQ}-KEOPDEO z{)<{N!L-SkXBSZ#iH{q`CK3dDMdCKfEauA4KUJd`wz2LvC|j)=uhHyRm0zZ2d!$-qq4-DM*6<3~1MPJM1%mC~DpLPYi bbpBrS#3hl}>?QQS_DAi7HnifoP3Zpsohs9I literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/54cb6769-dfa9-4ed2-8a98-04904ad5ed2e.png b/docs/handson-cnn-tf/img/54cb6769-dfa9-4ed2-8a98-04904ad5ed2e.png new file mode 100644 index 0000000000000000000000000000000000000000..d4a727c010e1541e4d6567cf22629a705f8569ee GIT binary patch literal 1043 zcmV+u1nm2XP)6lud=}I&Idu`i|_R@ zC*ACCcXoa=!_4%0opjR4LBw#{uj(?KPww-J)fymgCl|@pce@$;+s}nOs2hzlv6x;r zDLlz*NhR8HtHtCSk9BiJ;u;+&M?P`jKe;B;a`}t8c*$T-av(FIv`;KTF?|S5q0+Ci zCBbfvWbt|?T%=yzFMnIzt~Y1O)lu=+`JJMuE62EdRCmJLWE~ zn5an0gcU2+3OW*-zF4wYJ|gLbiiO3^*xqKTW$iDaK%XiGF0q9fHHjb#5u&y_FZZBh zz8;#WBn%Wk1uM@0e5|@7^hpmmT1J>lySS#k_KG9U$4q>n3AGM5@BlL)!OzkvB-q7{ zBf(?vKTy#k2r$8uk2&yw2$sGcmnzuXrL_ca5$~FZ87%Y44DKjcYwHKBa)5AxY0@}+$ z?o_6=B_<`M(~{;+*8R)9KL}E`TozaPcZRoXY9CBX(kEs+s)*CmJCuq?fT=f0K(g9W zTs;T9tswFnKd3vvT#jxdHOkQn&v@MwfCRW z?C(Ld^=UL8e+bR*iRNe@n%#YpcF5A~Y_9E=0lB3(oZ{Z~uR}1EQ8Ykxtd~|OdB6eb zQ2`T^{b!xuk60fG@LM8a+lcj%5UFFqy#ePVMBNlY`-Gg2m^iukfEgp_d<55-eb`Kx zIhRLpojC&SvOF!Oazw_o%_)efE%oFDnR04y#5ox5CM?wUxm*%*ksVAp4UnpM1j|{E zY5P2Inn!3o=D=gn4=k~70_v51$p($Hhi}Q44`OLA#rn^f(lG~Kz-MG=A9Pp~cyffO zQ!dW9gyli4HBL{+7_DlTb6akj`Y@hF&%b4obUAnv7e57{3n~-UjIIK-5lme1SI=B- zxbj(;_m?e46pQ-h;>>CSIA&A)gJTcpwb`qg+~wMKHeo~EUOq5=^rhKltX);+Po5gT z#_H5DK!deqbD^njvfxZFwp$DiV|tp%jx5!2XF4NCf+=4kn6=`{JhmdJFjmu;)|&Wu zmTUa1u&Z_R_k1{?Jg)A*rp@HuPaap-Es6<;9BQ|iYIo8}C!KtX`~y5-TZh`X(qaGr N002ovPDHLkV1hvl+BEd}>m*waGe)XGNgjQc=lA{op1+=d&dhz!xvn#>`}I2Kdf(Scxo&O7#V*Ruz`(#| ze%08Pfq^NEfq}8*81vCgU2#YK(TB?QYxX9G+wTt#4|nk+q}B0L{5(1FVf`3{t)BgvzrL32jwIDi6Un2;XiId zDT}tv;vn-TIx-F=%ITsm9UTAo=YbtLL$xqD)lbm#<_SLP+m)9a)jybP1s}r;4sJYU zEH{ECa}&!X!Ny4duXwr9UqeZ7ixg6EzhXA7r1r4>$Iok9VT_&!O^&S&_pCXM9chgj zWiIs$GUemLSdeS(PyTYn3xoBZyhdE>91#e2icT)bB92W=QgB18592=WPGNE2!P^7n zfnUdcR9^c))tXj-pAvPALO(BkyDDy97q9Si!U#DguNSV6g%~PzBt4*}OWcgU3=uD= z#H%9}v+<(hMvQ{+Dp2x}LgTQalFAs{-dUryrr1l&&`E>J@%?tVn=p1GyW6n6lq1nP zqcpK7Pyi^u^Z5>?u^;#tlNfA^g+p`iG67d;Fy+tS&b4PEb+v)T&-nFG+-Fn&ct?0E z!qaJ8DwV^4)u*F!NpGZUt%rEBoA9k@u!_XNP*1}ihV*tHLxN~y`PN^xA%Eb{XEyS* zZSP6;cU?|3mj#e&tlb3Qft@}en+;WS9avd!k| zottu*C_MsWV16oX_p&-QX@=_+$?t*VIeFy$7rk66WYLWwr4i_lh`?GSfk1X?Vh2)nN1bVu+EhI z8z-;3-`L9m-#K_jYQm{NcR{Va)oVh+8zjp4a=3Gp%q@@b8vyNbLn(vLs}d6`sAgZU zSu^}tHonA#+7ut$c1__%itMeExRFvj)XF(QwSM|9?c8baa5ta8_=~&3-<~}h z`OS0&kU7W`zMW@SK1t`2AWx?|B?7ZYogJf6oP>8;WfeJj0d#%{klyv)??&f4F&Fd*b*25v=8*IeXV_Faz##_$RR9hd7OS5E#^m zYXE-W8XkH<`CF|sr#DkFUz|Z0qq3#o4<0~*^Tovw*HGE#eh-4CS_8BRkwz%pq!Rji zqpr7H5xLn9k)w(`Xhpa6!XpuyzG6ngQkEIPX{1VHIqwnBld07`N2{O7S-LM~R$=H$ zlQ73HirPlploq`Cf#n((HoNRm?XK}gmY!yJ-Zv>P(Wq?|#nC94i9-DSXyAvM( zngT?_T-|%Y=g&USOJHjJ>M$^1DrZ2oHFk2f(vodkM!!R-$hMDDHkzvivBF>vAh>3R zGp`XvOz|Am)c~`3w8!E=a_3d=&W|qn5ASHv;&C15#Y>EkzRqBF*WKBSQ<&s?Wg4r% z((-x;@w*~M(H55%Yv*HP`DR`5NqbB`-VOPnbRv-DTZk06BodP0IPRf8z$qGZB3d19 zYrpvGliL?ErAWibHFFtO zseOa|G82U4M^KNyWgnjvn)@_+jtZlydBF}>%M|T?^aTX+bbbB4UH=*gf%=qj#b&9( zIqpYiE5Yx_y=84kd)~r5MBg|37<}yyO?YaMktzqt>Wr?!;j9oU`(e)ot;;OnqS;f} z+r?#yZNB}Qj&~v4znWgwt#I6Xvf8aq+K-NFCEYqhh&ed>0nNM>>bG!n<2@XLNe$X- zxsAIz&_j7q;dZgu)$zeDSmqe?yNHn{aPTg`0JSJ?#dp98oGo=bO zqJ-m4r5AF#=8#ZQ)Mbcv!%6B=F+T&=8%Mwsoe#F^Kf~4VS-TmHJPx4=t44^Ax9K6o z+AOjM&eaomiG31$(5fh^pnZ<&yB`hmlm2*e6WbkW;tpJKaA#J0vpE1?{DXyFidW|x2{Md<%0J2`Z?4a|&_;$*R7@qi>c~jR$ll%F1@gNC}n#s`p z4E}DjX&EEoh;g4g>OtViYgWe7qel^Zd4K&MS`5rX{1L6?YvUI2?8_WptnesBS~I16 zwD-%-i`;TezUyh9q0#4j&x|H$U(KSmG#`e1#ADE1Va2|b|{GOpLAVZ#% z=Oee0EtUAlbn;se2br#;Dal2i)Imw{937=(w+8ztk(^>BNe3XXpN+d)*2Lh$os!!N z&4&dcOJab^=-?ty;WhQ^ngx{e1Pu~6G5=ro-|JI&y zQsQ6ugZ@9ETz_Zc760F)`4@`+X8Jd@y? zRycwu{aX_{&9O4p(p4L4F>oDuHMUeh%9%flH~Xn?{ACR{iCNNvxXHTf-G;*6#U&c? zjO7BZnko}7!Ho=yeKKWEz2sNWp;5$;XZ1xOm;SOWDe+$_a+fbVo576eH%oF#^F;s1 zh>v6ENPo?G5eiZS|LsI69b-9#z$|33$s_cSjR9A)e~CEprw<@2W4xQ0>BLDcALy{= zGI&>t*X^mw(Odo-qTPYS$zkWU;fgGx%$@4z567D-jo` z6qY=kl0-po;f<^J7rWyxBo13iM62FjIoVJ9286yYRZAtW6CvA6^j+ln(w_3q=4O~V z0dlA1=I8Y{{jT}W4anqKzja9VG>S-OaWh~Xxqfs)T(FOghR{`TmPfmxri*OuD`SC^ zIAy?I@y*qKW6a!R{9M)DcgOlcBIHn)!qhB}{B(44>vh)O6AoH-+UMbe0M#V)nQhK- zGCi4G+XGIqTEN|T%1)k4CgVt*1gjX*{*61am1NG3Bbx62a7U6!3wr@w>D=wr zQvZXSGo*zW`g_2&wRe+#)mhGrx?{Y{N?66G1;>+SSpAO>G&e`_Z*>l?JEG3N?&0o0 zx6u{(Ac$GJdwLFY1oH{7yhnRCDFpsz&m|g_HLWW`{s!+VDOPSTpDTy?5eIp3ot@kp zioCW<_uk$(-QUm_L2j9$i{4P70~2Z2-V-m4zAPe(h<_N<3M?X3gq{CvX!e$XQCB9m4RWUnYhm8o} zXYRCM&4K1&)ktby=(r>Mz5P@~w`sUp%?vxRYzo!AHx+V-t*jc$5YH@2h<_m*|1%Z+ zV}_DPcG0gU%1?pQ{K!{1%+g(Bz-dI)!R9yxMc5@MR6k+*=;kMPumC_XbbM6UsqBGM zi}SlLALf&}hf?4O+cf_VPWBEG3K2Ky{Btnxuu7N_4HhTJfW5lRM;h~if{|YflN-}# z=SAMD3%Rd9%?FEulXjj=7p7hu!94Q1dozoFIL)gyxaMxU2V=_bAk=M$6`Nh^zAXZ(r`YmOU8vWgX-b^7_aD z7CHwgKKO_kw~u;d9rc&>km0un)%u)bD<03P3gMmhS&Bz)Y#X zOs}Y0yZ^DDk2JF<=6o0$lDJ>GTxq=mvp4~KQA-Rqozt`l+Orh>$4Kyo zG^zM0-xdaPL=*Z3RgT%EyuLt=W1c~ z;?IXMhlLk_h<&eE)Gz}UmLRS%8(Dcrcp-=3SKD7W>ZWg}AH;p%?&8~dJ1gXFg2dNH z-u`eITm^$v!QLD@x-8YF&So@;=7~e+Ii5_!dj>NGF~~e_{vQ#U;n43oGTSM^fk{YD zzP4d0rF(*MZ4~Kpj#sbgUQNHAuEj?Q9Lns<8qRdGEyC1QojOuE+4Zskn3pzqAQ4XH zZ95<;r)b_m_Wb(6EcAT8u^&yq!c}}Uk)+gBu^So zIE7r%r+l(}@9ggYMlBEK-7!nvRyn)E3$>MaXRYcwfVjqIm+CQ+IkhmKx-7{@LKQc^;xl(_3>Q;iBi-)$5dk|Tq!fbcJ-1jg* zu|XgVOwlsNZ!t7z`EsL*+G zKz4w9?h@^V&1m9PXhP`yw+(mqC((~>f_7< zvhFLstPqDUFI1p`9>)kym6@uA76B0!FMb`%(@Oumua)LOCwjmI>-kBE; zG}Sj?5`vjpj1oxFq}a|~Fb>c72U5x0|KD=@*I@rQ^gsB9O*3-z`JUfZupxyd1K(_u zUBl0UmzwNjUe2hMv%Afo(8#k(mfJRh&UI#b*ELPNR8@sKirde8N|Sz=9E>Az)y5B% z_l^XGltSf(Jn;HNVJmQnbKv!2|`Lpl54wT zL8DWxZWT;_6AhNvyEYWwb#*BTXhVh_%?i1jKLP2PIvKZD!x|ys1qK`}L~)-)l++O~ z^FyHP*^QFeJ?DZSTX%4K3E8puMA~gXYqKwb_hq5oqdB+3UzsK=5M;#1gjphR)20Eo#*2dhmx7`K%wQPI_G~{7K=czZC-$wNE-j!;7#_KMK?Ix34S?08I#$hw0GFCSrPUMD@pI4&CDZR&}bQ zD*qJyF9qR@kcl8^ z&jd0vWBiI>s{h%fxPI<(fZ&JJiTMTyE6}xoMz&bjAm0YJL`qQS049ZCox=Kshq|vc zG2SmO|19iGk=dR;dKOaJg@2b@+9mA z`n}_tu8CK$#82#NEyK*r%>GO#TWi`0SAbvbv6k&425&4Ok#uo$6#y=4IT@nf202)vKldUu?ft2xELA`TC6&Ii>{DSINY~p6} z3ET=$6vwjID&kewZqT(tidLwrwuec zUrQ+S6p(skT5tQd>T2?=9jmO(3VLTcCD}>DP)-Ji-*thVCOov0rjhk;ncN$%^amVj?$}A67O%|H*OX_(sssRC0SmcUU#8r#_#MIlYlEjU z0}aM7x$L^;OQ3Z5E#!e6S)hz1r}&)BINKhw7_GU;ocUlEQw7uGA-7keEnt)I>5GE@ zT`t+u8uidU9%y{CIhkJG+tIg{jb+|smFCxT0>HJpMnVck?Fz literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/55a0bddf-7126-4132-b169-819ad4a62bdd.png b/docs/handson-cnn-tf/img/55a0bddf-7126-4132-b169-819ad4a62bdd.png new file mode 100644 index 0000000000000000000000000000000000000000..a9119ad6180dfd8c3c530af56c3f0afb4946939f GIT binary patch literal 320 zcmV-G0l)r04!2kXa5^;gd{}gh;2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x*8di@0002X zNklU27U0tZCsO0422nYxX2?+`c3JVJh3=9kn4Gj(s4i66xSKz!>000FH zNklYv;k*c51RVNnNtV!)0%0in_mlyX6Nm6OtGf zGfb%~fmn}@`>6ZqNC3u+88c?g*ah3edDGpC3bvRf&iHHhn9kPqAMEB^**0eK>e%$1 zjNoRLw2wdK%b_CxOU^C{5htwj*L9Y(nJ~A%)E)NAYZp^`eE!s%+u@E=;PiO^UkhI6 z2z!zXs|lNDV6D62aQ2ZzpMV5ow<4#51i~`qcOJ9pwUH@PE|ry)5b$r zEh zYPh6!R0C4RmxPEXCHKaD%Oy<8>xL8Mo>PnC^g5PT?CD$5Lh>XViL-Y^uKsj-&5vlx zGZm`!hld@Gz@7m^0ZMfq%T9GcxA;m^{#+0BjI!)@&m_^{tPEgV{uW3$uGv`a9Bu%1 z;O-;u2`Dxwqlq!RdtP&Bv)v3Z#VxBj?QuGBuOSsV*g|Nlcu{Z};AQQMkp8+?xp|Trzz;b>JAk+E22Z_5L3JHqcT8_Ex{xS>_m_w6g zb)5=P+7oXAaa08RVlMI`uzgP?U7_2;*I*Qp>UDib;Nvo20z_1C%cp^nBg!~pB8m0a zWBdWUB3a?<=K=iF5TVitGZGDUQftalc@iYJKfBuv)aQWVki4n_+$@y42~-$SQsgP+ zgmO!eq*HI=sKi;VRCQK?N*+Nl;ds@HG2;+7<{-*tZiO!9#jQxJDHH@xs;8q9Ex@fF zHxYPc0R3Yu>MHiUtu;oDEJUn?@o}Xf)`;Q63mFma<{mOuktIq?#opyoh+;cR0<>cIs1YK z9mUK9$%vNomcBnfoksE+5~bprEWs6xxr2~cDstsk6%>vU3ZB)o`qHbwCYDeIf-~(k z!ARZIyulCrJI?8Y>zXnNVQ0^A74N`rj-;))#z*ECEhHyp$*3v%5uB7IwXm(Z1XmJi zLqN)V!eEI<1kn=>gil*I2p{!2#6!qT*hDGkV&yqGr5)81ek}F<&`mgOy!=Or3e<-y z7HUVDU0!nuY0A?Jr;(+DAz|~ryvLQq&Bk{zRy_bFqNUIomFXK&H3ikXObTvevLN3I zfo=r<4psmu;ZkvX(w9w~$r5B#h4!p0`{&Q-64u+U5&A(;>)`I0^yN+ovS@Y8oCZ_V<= zds))niNLW<*crcDH~^Z|gFSKdj-p7opBI6)-@7=?;VgSos{Q-XA?P zNklwcY=gZuo!p|(1-FN*>$|^yCkw{lo7&E>c1qm7x_Uq%>^*$%XJ5;+EppQ;ABWXq#(YqO46>z26?=mo?fVuW7hBl76b ziuDU~+lAI@n_tw9^&2|9)Q$Q%Yy4?TFsyZn);|NFUvr@pYvUEyfB##NoF$WM*?iX8 zDfV!Go$ZsxZ$xejvu&MX{q4@N33E2E`K+~5BYqX*hjN*~Qm1bjk8*7&&d_$BwbM){ ziLETuES#iU&sfmjP#n8HYpoILr82`rlY)cA`f<-v9BYcrgBum)UycEXts`cB+h0EN%!fKaYG4DqqWxv!sZTDR=T1a2JWRewv zftFeAvRmn;gef7}@^XEoxd=xj*OwH?68mmgB#Zi)il_O~UzO-qOdR2O>|0`QQGbd_ z%k_?S6733?&sXk$}X}Lbsp3KJL&Fh)& zT*KNK>8vpJ2C5>jv|OKR2UsW`kC83K>59qdamv&SX}P}8zE3q0*ZmK)(=Kc0i*Z6k zr;3znX}R7lv>!ktlLHMR0+7&j9Vh4(6Op4PFk*ywC_@NWp=wHc6GKZCSLnjRvjQM*XxIuSgtSg z8@pw^GsJ!+#Go2FD=XJ~g?8amLas0Uw}9z{xuVR`RhC-H%Jr^(;WCsNj{_^>bj5@U zO<&o(E-Tju`i09#=9r$qia4Dy(K@KIH7aSjKGq*oCFJ^Y4w_iNbizauO{R)&NXzw+ zcK+;19ZuyGwi2f+CXnOR75z%f^{Mtsc1LPFdWEgT>52&o(3F*)$;7&E&%Cx&AkIFIYq@rm>z#Mc z`9E*ilh82&yx%qFBjw;7>fK*0k$o=8StYT&+z_4*PfJ%*Wf`2TT<>z&h8MwYd5^|1 zFRMFJ2Yb2xeZt!uA0a}I!?_e_+`v0hMk+t<@&>&aUYq#Har66_06ButJ}^RPdKS-!FujRIjaivU&r2U*^?iD zyP&xFs;{mPOjfS%vjxJ9H=nNF)1^b3Mk3dLCq-Rhy^`ylWP^_J{RSSzcNRx`*?Y2$ zk{-2g9bywzR1|GEAM>J|RbbvW!0u@3hb=C)4S#~*IOULWMY4soTt8rAHr)-~M=~Ti z7< zPqRI*LUlpTDrxT#<<5p(L?CnH)f}ihm_}NzkC+iBDt&QC3KU{f^FaE9HLUyR&aulw znAf=nl!Vn=2?<|aymm8DcfLd;8R3GQRX{2-w4G5gOh7nr>dVxXp2^GgDeIX|H8>qI zlt)-SLHVF{&EQZhqhk)ssJJ<*OUe2;-d@OAXG&0I(?Gf?XPet229Kb4f~S7YNiXV3 z&*ZD?GnUfRue!t`XRHiExmz3cyYBylaCrx&NX|ZJxO)N=5!229Z=+un=4*E@%2@@W zKEbB64aH%kdF%o-g@-#zABMv$1dA$Iy5w&VjAkd1)={2HPP9*e_M#As`c>JM(Gf^9 zvXMi4Jemg5MLDY`)GvsT2sVo?)MVe zYgvxG(j~#Q3O0$54Oe$>|CYCJf=YukJKM%k|3Y={3z%r;%rsAxlqDcE0h+qf zGkLk*VXY8``vEv0P*26ExF+f|GSu%LF^5O)c>BO9GRw@^T&o;VFDC_v8n)oW;JnVZ z%rdg)eCFaCs{l>mWlYj?z02yxY>kFOc2-t?MV%y^b}fLvq0+<-H z)CjOqN`iB9S5Y31vh(@*MC?Fd6 zu-;TAx!z$&k>icd2T!`r%B>gd*F!F|JhQXy%Vp;@wO-W7T2-(n(>jXgX;Y6>B~7goE<)y@9lU6Hd6aKK1p_#otqa#jt>hN6MMrvxhRM3X+de!!sr z`*n4SpE_Wup45C*Bbiqf?l=K^)}gu9=1S=qLSYd8)ZhU3GjcZvGLtV4|rV4)y3yutjUoK>RWEC6afV*dJA>cdmh4CzA1 z7)Je(pQglk29^}PT3I-77*4=O{iK(!S1I!aHR-JTT61G#fWvbR_yP;i6qcUV zxN4Sxdj9}yvbTV&%&VnE0Mb?;PJv3)Cv$Yx8FRVT#=DtO)Ejix%XII|N&%fP<&>vD z1!yYo6_&qhHiVOp{vO8;2}tOS$~syE-2EWx%R+@{!k8oguC@85sab|&&e>PGbx;q| z2@?*phU6NBrDyVTJqz`2j*^cFKP&6iDM)~%tr(t}@Og+*f}!%QxFxHd`knotUH$g~ z#l+(=YoGv4=~c(lay<+6?Cb={%Dg&R8FY4i$d2_h_HY5X*0CU^j3yPcHF8T&qWXkeNDOOrx_=NkvlKsP~~?h`3V@ zmAk4eJrl|Gu{`Rj1!gEK8`K%EU|s;vix}!DY6WpE2cL0`9R{w`*(m?=ZP=4Wy;BGD z`B6uK(3E+X@*0waEO+NHI_%9?)MpC1w%c#O9SLuE4i}IRySVEJo0QJa&J&{eU4CV0wK_ zPBJjp8j|3f8k2DJI;$P^8K~y*CoGpP(-wHogPSqs`UM~LG-FJG zHYN)S2_`^q!dWw@p90Ko#HW4>j3iCfzI1j{k*x{FG2`>o5jllT$)Pc-*EyhEzl7(7 z2{Q`@&d&9SZ%GU-Qkig8H|kxcT+d_bSOJ>S(ldcv?@;CPGx^Be2bvn!$w)Fr#S%2= zQPfi+hzBN96LL5ik?T!3s~h!x!6+@sMbI1}U$Iv0(2V)7OKH?oicJjB@;b|FK+t0e zmzb&wo;^i+9?&NeN$^Is=UkrI+18*wC>UIIC5n0z1WXEPJzuVmv481vuh#)jsUz8E z9pTbr?J0rg3-kndYPk6ztsIl1e6t*TkFb}+ zMLmtt6soSTvApI0K`&$-mxUe#NewrMYej3SVB)=ASiB~&T<%AEg5I>9A8T+!?lQ6M^XV-dd}s!oox;32L*$xPJ~JD z@bII`^MJT=y^Hsn&qKX0la&Q^I?DkTsS*|+OA#PYj4`BX5jpEbazIde&gHqCZ5Qex zu3GhO_{4lS(?i%-sWourdg3?=mp5fo2+Ka^&>!W8ZvU}Auq$o`Lj+c7fe*1 zb9r`W+lBfiKr$*P(gl`4`*fox)NM^(p_M;=bhw$9PdMI^{E^jq0lt6t@ zuR@weeZpGBMhB!rz2gixI{onf_g5SHWBVK1AFjp*P_NrrBWtr$y4`bvz(I~KD{!%O zfvmiw=J*zm7rQXdkLAhr9u-RxPSF!}6-59Mlwl*(JKSUbS2ch{=7+|r>y0>Tqz-3F z4}_%%7W)D;Ug?>;ds_qKrG*FF4A=)?v)(|T%9~RTy^=wFRF8)yEP&&wPpn*hR zlMw?6!>Apo*Wj#?noD}*?%N#|oJk_@2};k(^RdvKSJ459j70&STu%=$o=!}mzE7dv zt654xbxz1E(?cs$JgTX54or?eW7YLWoHeqmWJ&{XN~A5|a2W|o&ywnP?c=W;D^hpY z0?oj1%J@bfI(Cj7WMc3((IIc9-nHxQrpF^qLqVd4IJ-pO@r1!48RO4Xb-fv9jqD(t z(Ar^zB`#;*{$0$i37Aw^L8}+`D0zfpJx{I&=uFJH^>jd@p56%s@V9M@{?3zyh9o_F zVX6cZ^c~Mg4oO_!Ii*IwnIoW#IBR6LI2Ljr5oXQXUstBFywbDB@>?QY&6p!UPe8&2 zk0T#glH#RN0ZElo3iTP)SG!f0oYev3C99k(ng^(75pKDAqJC_LU z8M|~BOYlPACPZumdkJv1l%b1DOgO6@^<)K?kDj&3Q}%WRXx!4X^6j8%1{Rz9@SP`& z@cjzPeq9bk9q7(f?1_)`fDO4Tj2`ZS%h_^x!keEF{?UH9c z9ZT?t;Sm?#iHAhw6OGCBW}MZI`t1ysqvLkr9Gji2_ylmyD?O`@A3)y;E`k6pjToS- zN(+ZT@Lk9eRIgaYI7(drvQ;tFls)_7)fLPXAj4*i1RKg(K8~=5I8-By$@ONO)sK2i znAouAm*Wy7|7`b7!nWp>o(1LCqDaRju7sus3A`b%0(}nk(3&?@FA#5@T%5dwKvz}e zBr`T0%(1lpBL_MQd{#gXyh>3y&ZfAoiM_)sK2iOL^R~or6RebIVj*!P)qO zoSI8;kkSmJ`bzTSTV`!j#K|ih%)6)y0?8ANAWuE{;7pLT0R#yXV3aY)Nxo?|*9r6B0@|bTSC_*ZbQn z824L_c@*crht67+zx{Ol*J+Q%a8{f+xI`ZP!W(fj!j&f!HpmBFN`H?zxn7C0ulRdg zKD7Y#!QqjcCe5qCKCNaq(FhevR;bKEB%i1Pc7JvE_UC?I(5Jhr%I@xdBAbP#5X)jy zN*9SyJB*_rd|>YJ=9MqIhcEcR6{&r~+g-SPQ;qCt58apLMfCR=l`g2 zu-|~boY~S6oRJ_ik7aJiM3Y%U;zCA%+=W9UaKyfF8S1B9i~cBq93DF8Jv>_a1tWn# zzH+|LG}dEot4CDy`}*KrXVqxievp?R&?&J&xn6~{-X)-Z3%O4>+a^^#wZ+mK@0Dnh z4P-9SLQ7?EiOWMqz~IE|wOsDL_T5gd)y??+T{Sj#AABx9_{hu!ilpGi!CzzVmbZjk z1%xqU(y!je@jAWl;8Zc|8HRlWXS15Oh?qcq?+>y`Q6Y2Fu_Lo(EJFGpm$=Z{ulU4M zEj)fubP{5d&vA40YRv5KRm@4wJ{-Dk#BVkEW^NM#Ht(wM`O2RljaWlxows-2IRCxr zwE^{e*ndX^Oqs2}nZ!JdraHL9g`UdcKTF&*^a8uUBf!oN0^@EKh8SDed)~X`pJAVu z#aHiYHI!5c5Gedk^3O<*-)}zn^3RYlRg6rcUbC}iP~Ut1Gs%A;&-LDJ{$EDfok(Ox z3pDPdndn%F-oT%3u75rk&)<$u@-`pj|9%zZB0SHW&Aa;NwQ#IAxwFWmTyMhJ^pe`^ ziw8MYDT6OqhAIw^ik04zB87TM6=d2B1^K0bK!vjxh5BClNem#Q|8a>cQgOjaaE|xY zcouRSdSz6uH{k4LpN;h#aoi5l|MrZ;sV z$&jx;YdK%$cCxcwLp_@6;71H(YVtMb3=2A0L(UX5)bfx@(zx|#P~mLHP>)p%U}eFM zs(dX|dO=V*R2$~UaYI!D*)@>1Ucpr1Y}Zkb#6v|>cc?s_b((VNsNq07CPSXd(o22L zc97vLQHF!WLq%*nXr>YZ<~F5FNkh_gOooEiC$mbN?O-+w$NEeaR2}8%Y*Tfqu}1}R z5zM&lJ*>jn4l0*(FH5~*oub($Q{b#ynB6CQmI?5w zYTEpGbXcmA#zkt&E}Je41&w>Kx)i`IE+Eu5b=G^hx-PdX{<^vucLnv2`^~{=F*@AE z_LtHuEl^ABn=TB6jR&E(lRn=khtqu8Y>k}l7iMo%R>d8%Y~cWnFZUQKPr7hq>|Y88%AnZ1x1ZG z$2hdk8aUfo)b~D=v~72%cy%&|;#=bTD$mhK8;+n@MV7JKt$!&jw}G?H)y>24FCQMR zZaS0DI&YtgFV&#}-tF(?%U9J8P#7Z`FAQZDk%L;hd{anq!sfc=+;)gH4HhV)IE@#E z9=o;PVy(r@GEqfwf~Ju=yPz{YtX;N+swhs=26V4Vd(Cz0VSp1 z`TgGix4v(E?|Sb#Yu$79^E`W>d+xpa#tzfcP$na0BF4hPB2!gS(80pOE5gFUd5DLL zu}D|7Tw`|6wbWsX%FgPT?*H8G-MdFbL_|zXOhQ6JN=iybMn+CfPC-FIZhpy$!q^@*#9q)g}{a-CM6bliKf8P{3227$A0`l(WJGby$#$FrD)o|Ut zdBe&5vwA2i@X@xW8}|_#Rzcn@Rkbi6qGD`FK8K{Q=Y2KAwitsI`|056=8ubp!{pwc zOmsOl#v*b^R0aoJfPU7cQZyg@5VRGi@+YAkzi z|8-p^c*M}he>#)aU{A6cbHofU2MBGLabi35GqLugw70m8GP zHo+rdsg)jl=Jq0v@G<^OKYVqCUgb>NCM3~Jx z>Y*Ic3Q@erWMjPN^G$rKw5euO0}0uJ+BmV_t;ySuQH0SS<+S_0H0}-4OtUH8?d@^I ze`FR3}s{CsE%^oUi{)jJGazmR@lr*t>N`q(P z%`-(*zJN1BLL4L1yelbyKm9SXT3gO?`SJEd0>K_p`Zx8|O@d2F3fIlo6M3Ls(Z-j> z`%+TLpK#MIc86(xi0XF_7O%4{-)DC>PQXv>%^Ee;WX>y?zk#pz@)(SQh>|+hL}fxq zN_nB$J)MwS!AdG}uuA5xo&%h9A5@y~mr1GDI%8H33NJx&{`Wu@xQgw~lA9rfqUBk924w!} z$g=pTQN(*#hB&)FhR>Goj>5=&z(!|j`l{0Rp;AWM?zZ4isX{!W$t}B(B63;aynz`h z4BeCu=dt-gYFqI!AEnE>Mr&NB>23HTU~NM8pBNb z)%dqpBC&b$K-zjeLR>@ji(mdQth~b~r9_~c!U#MHvH@QmQk{((&l^qK?$#x@oiA5H z3faBy-=iMSA{A2i8-@wLGmlW$v6MiKMFUffj%4rwB@KNd)g-Zl?+GU)Q*v^E7z4Yw zu?KjLldEq~%rQ8q=;*ncK2h5`5$|n;eCp>SmmcH?^Mk8LYlzARB=7;_^X_Qyl`luS zm*gc&O9Yt=07;qjVDejc^Hg@(-!R^tEQ+pC>coDxYcbvL-&I7SC<|c0KNn#^@N+;| zP;5-IA(jEKFb$3~OoKH{^YI_-|G+lHSpULsoPS{q_AiW){;U26`;P)Mh8G|m6IZxU zPU3JoVGsrni6z4qbpJe}9wPgz=uyz_)k zKWPUQi3XP5h92}g?s4x zf3!!2s&z|#2HQbJi~P~OEQrLe9M@(K|x8?r5!BGX@ZOMml$tN(Ahw3GK;)vQ5vI87zGsQKV=+>QxG@K z70NY+n}0?9<{i8gH>92|1l4(0ydD{W4}+l`Q`Ub)D1z8%<4@>pc6DV$FsTlBqWZ!g z3St%C(!g*yp}LLI)T{IuVF5Dh3olo{f}LChL>GM-dH2c<6G$0|JWWFoo7{m6sSOK2 z1}f(t-J;mrq~ImKew^Z0H=X({9YuIwQTvNB6y?@Fkizhph~-It%xnXT6uzQ@Mo&Nl zHTZCc3VRS*{1gm|j#-*H@HR0HLZkH)Mjkmc&@ePR+H&?@I^ z$wLSEVajI}7_wF>u}+p#5>#zMB%0d>T5PPk2-4(RlK&yqbUGBaDhVQ*4ztb?%C+)7 z$aU*q^JIC1?!6!zGK^K6khhZ?j0|EX=dtnYK@!9kG{^yYlhz(|w3uVgMSgl5Q9?LX zBLt_alg`Jir4U@L90h|MabgZPADI$jNceAgf4N4@XTl=^!d=Hgex^r*l7)%#reC^wzkC=pB`(#EVZ+40NBE>~?L$OG*? z!5pb#UFJ@T*@)s(#$gtPGStVjoaNCc-~Jo>VwjDM#_&mPC_hhH%S7C-lg6D5th~X< zO#KLc6YL3oln_7YCdlZ#BwZ$(w8rwRl*aW6JZ1d$fQ*iIIjZ=0P{t<~pZO2YEbjk{ zGJi#3E&k&{>BoPBP8Jx`(6>CC`OaI6nik{vd_9!S1k1^!N*Y%*{~vNs7ly1(fq?|| zv$5y-F|kBlefI=)=$FFb$~j_tg1!g-lXRt_B$0MyU(>6k*-q)Vxb1ubJOJK-eaH4C zNy@x#XOdjTJ;5K#J(pKH+Db)B-z$329SlxSAZC7>kZacZB{j(e)uE+&hw4o8R>k3u zr)jt0QwO?HZjPB^#7hgWVklxH?=} z#{=2g=JD|=K5CS7_r?X_;^5N!^5enDKLUfLvJtl7C-#fftyH72 z!AFB^RdsR_4ES=9YqR(!sLRNV;Y5SYii&oH&CX=&E<9fhpbiiH$DS4uXdlsG96_9 zag&Vcg%g5f+f!-~(>19sbw<2HZRlXxk%rXe$_Fg&ZNn7^1TuTXrfbMFQax0Ds2VZq z|5||Y#gR`iU7F69H`#xva?pzGcFmTm1872ML?*64NvfEYYv4v*)~d?DKa4ov(~t(1 zm$sav868rzBMZzDQ{PR-%>O|?zi>~Vh!Gx`q*;)v8>m{&7mUEILq>2;#Z3J9)qN3XFj{US9R)PTn$B)-!2mb|RK0x^A{3Q!t-M1~#BAEqN zmKL>8&9WI_B}|T4y+ymlcBKc2Ojh+M0Dou95MSiqqk4Zb&u-=OV3D))j$@nWgS7}3 zw{>WLHAORqMzp_|;-8(OF91F-YNJ?ullQ{z}HE1I#}3ObU7eNeoh`mQc2BbZ@)#qFMoZmEi)&|#m65C3kc12tJCiZ z_8FXn1(-RsdmPOGu5$GLq@u=)S{;7MUwpGq96ugQBGdAY_(+ch_N85MT+5#fiW+yb zqq4#$t2~-jx~m&KYHxnP`dvd~1T;W-kwJEPq9^79^gVr6^U@_ivh}Yloiq=zxh$9Y z=^I{cJ?AXzj90Qsp9f5eOavj8>laj4%6x7D`$(3(1rAgR*=l~>mgS)p5tMnO?Fj$f zmOzq>ITI5*N7=gJ*km8)h{^b|VNEq%k<>;{Z>ZE;!l7de>(n=R!N{&R;&uAxD0`<6 z?~qa5YNnVOfRlT*UJJ+oigH!p~x^*mG>Oa z2cDZlOVZ_{ZV8hvZl~*JZ}8c*ndB4GO0`P6^BXtBoX7rZhfKSJHQJPLS3fqf_qC(e z_6g!e8Q7j!2*((dWGSoX8pn6OCeK32UE3(6zty$cz zqj&v*8ye}zl_SyG)%|#ba$2;I3e?OLfM3l`z{B==pex*RS&eIQ4S!58+g~EYgaG0@wT}ly6dzRj>oHe*hApy~43fjAEAaFtyzuSYqskDr{*i z?^wFME1w~PTlBD47j0v%Xy2|j9JwgGC#uL-Hc*4=TgHo~7}Ie;Kq|qnN1ksHZ6%P@ ze~=}YvkGA*QhVfPWfw|G4__TrvFfoKOXDml>V*_mWh-)7O$zD7QFN*N9$dYE`9tFc-lwnCEGVzFkz_mJ#0ZRLdTGoR1Y@|M7C=dVYAYv-aD-O}7TZ zLLdR6eL<_NzXpT&&CPqwHHAjhx{gOiI#bSI)wTH@c(lA~Zg|njV{^B6a8@9|sdYI^ zx%S1g1{Mvv{BdlA3Z0od{=G5qf@g(Cf@y!PIHwl^0Y;l#PU3w;wwzBISK~{z#3UmE?r|Ov+RrW4eI* z(T=jH*B_b4Am_A{J)C^mo`J}Kv++aPrga5ISiBa z&WplZiYJaXn$ME5R(J4B)9B+(NxuBqpMUD*K|S*2q&h>Lb4kblij4!M5Zx|vnkjk; z!t(jbW!+#qrF~MPbMkivSa3XQ1y8;;I7>u;yoj!J4x#v&`^N+8U*8@~7HZ7qqLDo& zv;I$&zSmaqIcMr7!V3?|1^O?dY>sinqVfpNjnfUxV0`YLv<{jey2&f@UX^L?9Yf1; zlarC{rmU=J#gbqL@?h|#?%0)BH5{Q6t+d3Z;kiA3#|P8tQ?YSwdZ;#1XcnrcDEk1^ zoi%F4K@)!Mz2;M{EUO`C+5Za07mr)5!>@<@fD?)e1#~O`>x|E?M_3d9 z9K<^gfgRy14rtCAg3^I3fstqvR#}Im!LPXv=v$8$$>4z*;H@|`U5*pKy&&p#dVHA{ z{EJCl;O8_@PRY*&rBn9{jto)?un&BUIVWMo8B&GXOW?!5(fk(G^c94aS+s^}27+uQ zurMhOLCZSa`{ZKZ5JJN#gq1LZsTnHRsR3T@%AW5d*kA zyQI*SE{W9&?ULh6e-DhqwsHh~M7B|hAm2AW;jJxCL|d@q!La;So1WE&5bjI$$sP^g z=?YyQy;JLj*R40$s^|zK2e#1fPKKw{*)6qRElwt>xyTx8m4X~Tz@Tb=ZK@Z|vq|;D zUF+)ufcOnJwfXrrTJST>j4ikN%rEe5iAS@VMDAN-H_F1X!jF>SueK+IG|<&Tj=YM8 z$1?{ABsTpGE|i}Nd@PZ)>X-7YnU6k`R1>T8sXI`&BzB)pOi~jo{Wp_2JIoOKOV~rE zWNo#vaK{ z0yHnnk&?K%0~bmoz&z``@Ot=-#<>b9%{forE;YitQ8T|#NzT$A(GX=B8Dsc7Q>q3U z_S!?|Gz^f+z|(t~d|jRT%t<^1E}GWDi&*S2^nUQRI|}H$l8MMrDNnfib2AoA)f-k^)h1^-RR>;t z%GBB*Mqp^l)1kJ=>JMeU&FN~$PBIF3Rl4w$sag1nh|TzA>JdT8`@kl)%ypr0ju<9n z{d+JCtV&SLP59K=mG*Lb!L(ND^=0pqrsRUx1rEs#w`nScIJ$LFz)Hb=iF`bBuKslE z7e>&VK6ekZ2Y|5@yRb-l$AVZcLhs^3>1Yqqta0euK%|U%!&j06^4Sg1*C-!xvJEzg zDu;GOu0bkcnZhVwWYj$}j!yg(J(`vy6p$i#GZ)6B;vwqNrAh=m&Et}^Jga9@!%0Wi2>O;mYxTmI{i` zQ@+q^sROOT;T|nNW?YU^{qIA_yY8pw1t{RhZ(GLqIr$(LaHHcYcQ%XOcJP9HMGt>l zdL)6k3bsFMoHOh{P~pQUV$<7& zP(>HFA5{11>!x(hE&?gedFQ5v6#38pM{UL-uc6{EEy#{9u5E*h5P zsNZ*`U76c<6*%6h9NT9VjHsn5LGp(fW)$H_Xt5=Yu}QJCRpw4pgFz5YA_Wo`vS8TI zm&_N!Jma4~Z1^R4jN#1<{<4-y}Vk<(ys13wTN6O6ugGK|4mT)kkDu z?A%wIWD0$vSb;*CE3tWp2om!ak>R~09t2LsboZH}vsO;blMw|ZlQeL|ZYkD`;QSZ( ziX@-!lA3X4+{aC1^HWnzTl^m~D7o-OV&ZAwove?VSBCfZ-;+4Dnj;b3ZFvW%-)M*A z^|OHuk0!o`mxrF#4UyJ8+rooctTjbK2&AI;&a|^P+ZmwBfC{WcEF#}@j^lXE08~TO zgx&j~v}y$8*=3;l+4$qq8|sML$93%pG*UtKFU3Q}SS4(qcVx;YX{lMfH z+Sy^2d6M5--`H=~cY}UXn3-{7vs*VJs97D<3e>7NHCvp6Hi+T{=UJ>ZyJ5vE3M}`d zl&+i(B9K~2Y_$LQ5;^bIZBz;;KN@tdm7+DSo>8?Ar=ViDYP`1AR2_NynZ`&8e_C)p zLv4}zERjantl~Z4Lp70DuQJl=eIx}K*A>>-qGM-bNWk~f-?6Lol&_~wV-kiS$!y&- zqdiKy^nai6B8iqfq>Mgc*KMS4eSy?&7v4LLaG4K!OQ>N}LIejpLoUb3h#wY7CoB=b zc9;nDr!rByFi2j)d4SyA3OqEd{P)~bKI2ublUX4}CALcw502t1jV7aYvE}+2JFn=# zGdtxc`6FMXt$y?`E=epbar4^w5pY4t_+B-(=K8|~m>5s|cpS?_#kSni(hU3$5}Frg z%!5f}nF>HXUhtFO3gkmu%h;(KP7e$-*5cDbY1LSbHQSmSg7iR(?&XQ_dU-WwJ(Rzh3RB!TTiaeYCeaTV)cV_$oAD=ka zFpN!MB7igTNt-+1UonS1@}XR)UiEEypM?X*nHYcge+vTtsS*5tC4_IESY?5a+&A48 zF1S$a==fQ5_9ZbC+vKVE7Rk$8L^YqIOQ>M%H@XBpu_aK)O3krquSeW`$By-PpL&G@VJfe?kLsJHD z&=^_LyskbB9IKH79F*Mcq!9a8B+yTzC-bdFHKHcr_|UqxeILwCF--F`TtMu&wtMTA z)rPo{fiA@-HV3r)8i(^0r3~<`&EtX`jx)dQy0D5V(DV$DLh#k9H=Elq6~>HLRv2R8 zc0dm38(FYZI5`wsL@`?q`1pXW9V8CHXAk_>);@?S%>0HU%t4nE0(^iCaV5udOUdL2 zPs|!H;(?mS$q?uZ70z?adJz?FSIkvlW~BL4QKT#?|Grp9k@WNPPhKojdqB5X|AsWmB$1<@mELkvF}kWK*JvOw^mO?X3cs6H%O ziW&ZnBc7*Zu=e_RdPo-Gx>{g4+Q0RphA#?_=f3XUZc$(i_WxRP|6hRRp*!5#H$&p8 RqtgFsRTVW9%H>Qy{}(%7?4tkx literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/57103ce4-379c-47c9-914b-ab5c12c4b9f6.png b/docs/handson-cnn-tf/img/57103ce4-379c-47c9-914b-ab5c12c4b9f6.png new file mode 100644 index 0000000000000000000000000000000000000000..409843440d62fc6d553d3bd4f766f2dbad4d06dc GIT binary patch literal 7421 zcmYLuby(By_ctX1QX@x<*k}X+iNOG+Hd~oQ zB_JTB&-{L#>-zok?)%*L`H@}o;LBvSwH zX4a#UbdC~2cWq}e)gc;cOS1U#TJKoFZoOKvrYer7(Dsq}`1Bl$^nQ8}NgfJI2@GLb zZtQ6Ph>NvpIx2c8;d@4gN+P*dBVSDijJJ9gQASiZ)2XFOFf8RRnDc;tr%o7J!6X3i zd^TN5NOC;(HyFMv|EE|PI@O^;(8hzZ_USIjP zt?k3_=m$Z+MyIy=Q_bXljeI|dj0)%dnGw)6Py$F5g#Ez+wa&5qd>_V`;nv>@>nn4B zA;9t#TsXQlp6ODVFcUN+sb}EdTdArd6~VtpF~pyn1NQ9J%kn97 zfgy#RF+AVPw`#jJIcQiQi70F=wY&AsudMDk3cK|aaZR_bfvirvJUiqLL0j6IW;3}o z4v)VydpfKOpJ&JRXu74IrAr#wG)SgGcN|j9h7G<{fcSOT=k(AOzcYnT!=b8O7^fSy zA+_>Yd;lZF*8i(f(!`p5kHF$wT;jhc*7jm{>naxMLQnBcz>DgTFFgZp*;6?ehL)W# zF3)W$S6#mZ?X}@=wq~9r*{ug$A7xZbB%P1-df2TiFCXXCpLp2u)#p%e7kJ);JaC12 zrX^H*-GGb@PLwv{bG3BnE(5>ltwP>ft$ReU!mU|d`8?+_w>^m=@kxBjzPPewB*8)M zwX_i&BoI>{aSxvQzA0d~`A;Cav|Qj2d&?mEpVQpyUf?5qFlvsHnDk`NDL%-4R;A}k zskFSJ9X|;y@#E(pF`7+a!Sd+s!6j-ieQ~JQOi4{Ehd~tBE1e=Hs|~089mR(~?_RUm zl(O?6ORMnKBstcwu8*Ho$Ucx?k(tv|jq|R+uFToV;(3pY%iKr<`O-00?xTymV|ZqeL^w1Z`cJx3XBj{dXP@Hcnw_wd_Bby@g@O~-jly3YoM-_yKVbiHok~nVqIjDN?TkT#!(p)8-UdN^6q%DNL&4t=KGR7oDIN2#4g_083 zO3wN$QpNy}5P@5-O4`3*dn>OMMImWnXpa(0ltd)ymX^*xG?3$<|D4BX`4&xf(6(z9&v20ub}? zYGP)Ukp2W0;)3oVVMZjHryI2LF)!jiZU^$<9L;!s@FPot5Y zxIXU-(r0N~Aw0$McI^2oU00+@)SF{Qmd8ZxaCUO7h>8V@W(KnOy8ZsG+~^?Ku%Xp> z&T4jSoEs3l;%Ne5y#vx7Kf6Eh$Rfp{`ng_G`N#Zqw|zOBB*uOBy@_ZIz$#h+h7K1~ zuLHWr*M9Y}eEEn2%aN(s-DLGi1D?@m!Lw)T*WRdsV1VyKaf5l>#3@yDybntj5`Yw8 zKW!qS4Y7fI=h+2ltf^cqUcz4A#zY@={L~~z;8TpIYq=xJhA9!-gFFzyMOO7*kEX@Z zN^|KV_-@MUKK>wgRLThF;>G#+h}|!gcE4NhtxjT1?ZYU%r;8bc<(dlE98(<2xbRYa zgb2tP9Z2)u&~(LlGgJZ?xRd0Z71Ox2a!+up?EQ$r)UB&T23H0h(siSaK9`BC0r}VS zXMi>K(vs-AeEnAOlvv9sCE}EF{xbZhy7_p{Dd8;rc04iOO~~=>{iqGdMPdyEdM28@ zYyUhRX#F~!puk@;>+Vv+n)D18x3)wcYpR=O$Ap;$hK&@0w17>bqY0zrBbphe#!nl8 zV+N7;OL_v{a3sQDSg#|QAkd{0Z}pywKkc)63E-g!_7PYWMK+K~SJi{${xnzkR;aeP z>MJ=VB@t;S?=-_6#kH>AQ;TUgoXOhLu7Nf`GgCGODS`9Bl)=tBofP0w|EIU=@`m%K zi#i* zkvdP%)<%KqlWE?!z&`EdhVu~_IZl_6ao0x%zw8}TcPU(f)A*|PJ9L*Dod%zaZ(C$~ zu8H|OJnW}fz*3_%V{rKL5U0x9{N85TDJ!QMeUHbdOD(U6|0HLCtUPHi@uUml4f~YW z*=n-Z?0v6YFe61!rvAvHEDdCxIGtA!M@w@hAia{<$ahFbg7f^QE$WC*NBo6&{L6Vg zw+mwzUiAFt>~A#FLCY-kZ?zA1wvFFFpN<#pu-;TDx9mZ$ovqMgLzWN2{f}1qaHB{{ zh^?x`Rj=4sXB?3}Sqgnzc&5e1IjbkEIJtGACrv?Gr*Cm=l4Em(9{!pjhg4=cw+3(U z^P4sLbJ1;!hc~^tDbd8)*vH4p zpOJ`RObYHM`pX|dVNTA3#Pr@B)z;o`^8w*B55fCqoO8RwjN%ys8n1>oSZ80R!R_?o z_ZI;&_WE8N!5QoM8j^9?i5f_08|DMiF&mID-fE{0$1!I>TYuZC7aYuC%U5=xuAJ&H z;wKyeBVN?0lr$~L)~OoZ7#~%nccR%NL;o7k=S~=jO_JE`)GVlR`!atb85MumGB!ZL zuId(3{gnkfAA~%YR(xu$lf2;(Cq?+!#_HI;ltG~UOJ|TAlk?;&R?(K(B&)eOik3LW zxnErcO6E+pq9Y9U95+tMSRdN{Y^lZS`Hemt43VhOxKS`AF)0WO7n1Pf-|YHt!T|aA zVhn?WOFT9jsTQ`fT=w7Euvw4A{KV-}jASYXyu~9bD&@J(j3p-ppGGcy+lXC|n0&Kq zA$Q6lk-B+bOMk%p6G6q=c0A3*D-_EQs_UFwEZ)WYj5OW!HP=6r0WBC#BC+)X`szNE z@KNEMeYY;TKqniuNSbkzU$RZ|Pdt`Gznv(oaj}X(Z1v$gHSONbWRU`i9d~_Nzz+IZ(vKeZW{&HufZ^K=^uC29 zf{QTix{_QX=iXKwH(Lb|m^;C3{cFz75C4Dil}VaGf24D7lgD-;?l-IvHJG8&342&U zRZcd!Qa%yTCWuRjpM|8*=Q%YtfjuH$cX%60g#AfL+|%$J8rT9kv4_>6>DS@+MZWrMfe$UM=pj*giHLobPQdAN!5 z-x1$_oH^CyGuWE|9>r92Gn(gNs287u7FsX=$xL=9wJT83?5rKjE7`=5ERGw*wcU)@ z?>DPc2u|`~V2avy2a^!DS|vmVR82Zh7h7 z(16`0IV{US(K*Fdpt~Q8h5`HTh<<#kT0Sh_kfrkd`>W>m*F=7WHzmQYJ3UHalIjV% zEH0|PzoZc-MWy0o7orWu`Bj_TgRf?7Z-nV(crc|DPs~%ZuV36I8mEf~a z>-}*A>ypbjACt?Wp9@PLt|WpJ(LW`vI5A;zQKsq^q)4mVzAFy++fy=`=J`n#j;lQ6 zwrX%t8`$k0kX`^x7OzH4s{}}2t4Su;m=o;0(kJ`QTV?DVLj?aidOcxCLcL+O;&(-2YH#?2@ywdXE9^ zddo%$^a`4zwsfnS`htBGELg>(le;MC< zmqq|YOzQr4PEl$nk^uBS43)hdvJfF&uNhQ9yrWP2+3FyO7k)vPlVL3I^>cylC(n(p=oa5+J~n%xc- zTm<~#T!SLfz_%H8=v?jm;Y$>hZI>d2ui{zX$@jX)bl0Oe?cU*0?Hqke$ZWmc3Afej z)$kFfh2U+E{Il%|NL~)mGvD%3%AXE zH{ZaC33pvn9D0?$@GxF@cJ-Enc4@_%JIb9sjcYZ#$}V|S=Ne}#?E!xYrUQ=FVzAd8 z4JV;W$i)ZF?QL!Cqm_hk_zf^r`(yd8O*bg7k-TsF*@sG`{VxSHAj$1hkP|Wt=m_RO zyKlKmzX&9I>55pe{JdbLemGqcxH1s{lSQRDNG`@$n2?QD6T z+j@4fO?upCiz7l7;%_ukRas=LNkoM-6hEd>?_|(&({Je=&V88Rpj#qx7d*{oW4wg* zu%)WZ{u#vF2C})U5s327@W|;US^9Cdv?G)_vk^q*xqE%ww)ci$)BuDa&L?pFbFQ^1 z$d@EVi1cS+Z#gvsI^1LMZViAx^g-U1?`(GR?_}H?(g=3*1DIAIO8WN?0hurx`!3h# zwWEY^nK=h&tWGB4BLN~W!^n~aschA~?G$mF(yc9im<5}Pdur{W(oMcRMKn6==Ss)y zK1pX=&7j}=HyyrF)*MbIErMRhXb7F=sUTZ%frQ;8U|-5Omt~MY18R#CtxAZZ_2|8A z(HCM?y;hsaQ)mF6WucO-7|f`ffJbI}-pj=-kDKMt_;Gsy~tg-5K1 zb7!5^WA)&-s;incU&yP#qJV&;+9FBneLW1y@9QMJc zW}4;uI&!7G6?~``eQ0iun&tabQ5UCb5W@MNqU#JZKc=Tucj~fM=YM4FfMR(*3`ltdh%<$1 z814FGwjPxyKfNN}(+v1|=Y~AUhX1_azUA7zX3yA*W!j%ut$*H9zQxVa#uc;t=k`$X zw~RSJbM>n*y#b7-#otQrpw`w-wl*b?{2;}=Kf8k>glgk@+yQ3jmaIV zm}byf+jy(|_-jc^f|aQd?vTssL4RT8D*>2lbH2=<{`4r?SHJ#2{E@;}=QEj-Q<_dm zxUp&gn12*{lrdH}2nKz%$VY@L;aqEYB1f5B8Uh1cUc=MQ-z_LBL zY6Q;S;cz-1q(lrc$C~@9SY|jdGv#k2n39Ah^U{@VKOLKP5M{EkSyO8E?DwYi_&0O+ zW-MCQbcB#OJbdG@&$(#N2T#kpDC2)|!}Gj#f$8$gq0Pw5C;|@&7KUD>o0>aBG91Ye zwB|qE;^rSl2nB#i-zhxtjHkdq6r24Yik;b_;PP(*YT3f2d|v69?PCyeF@Z3JxZ)nM zO78~{Eq)SR)3ReI@92+zKIF|If3h*&M*!JNUVKa13pL5anyrS70F>wMk9N3BvXDH_Nek`bP_@O;L6PuRIqHan{JD{`fS-T+P>z)}zTvzn3t$^!5imXRd^8 zV7!5>(pacaJ0)Z&Ro}k23GysBjpnOiymUq;$(kz@zb|8k;YR}tvlzaV#4|1{n|>a+ z00HLYz?-$eR~pExr3CT=({LJ72~jEVx`!?@5|t6i6v%jSd{LqA!Jq#UFK(|$juu+y^qD}@tQT|CK*(`12}Mt5aK4^? zEcH6BkxL=>{dfD`(1!Q-Esww75!>}&k$1linbjgBEIR|Qj7=Liw*G%M_-`Zb^vR?` zkc$o4YL4Ba-BOm&#!rmT&VlExEd3?PjrxX7=ZXv6h*pI<0tMRHYLC@%6x4bO`e)8L znbNDEbM}_67^$DQzBoUZV6QZguuy!TGuO;&%-eURJ#kM)&n!*e13L$#m1Udwyk8eV z6R`)))xo18OG^-YWL%dR+?Pm8WmAO}*NS~txMP9HrNF7!pS4i+%TPk@0U(omNtzso zMrv_FuA(-#6!sccAjuLP7Asv;s%SI!;L?mes>r*}FZs~R>~Pig80D*XAyhP21|*5D ze+k#y7>Y$KI)PmKD=c6Bj#ya=Ek8jhHDnX|-uGJt^F(l8vAM{|a<@q&wHTi4xJDQV zX}uATTeJD|P#7CFqGU(57gwVQ9+&cd#h5u#0U}QI*u!3BUK#@w-h)K4+w>;dLy$$ zEEgOj@|+IxW7RZNOg^V;640BIGS7JOqcmc*;%wcmltK1+FLCT0#U@tPu@tuN{14}K zb~@N@n9x`q1+Fl7BnI3K!x1@Y6Y5HFwc6~C8<@gRq^mONnOGHoys5mgMbd19sJKWC zwV7y(3JoY>!z^%!P`SE|`^3gR5~yA?LbQ}pt2N%0Vu#&w=Hr(BbR3ZzEBN=tBQ{r< zu|v>z6GAoXWhHj&0pHk_hyZX1lp#37K&*Ciriy<;R&XcdQsk*QwAKtBM_u_z8+h)M zn|@p|wAU05rQcN>pGmnMztZ5bbKn)T_#GYiLW5tVuh{WO=8S1>-eV-VmS{u`SGI!8 zxg*O&g}fCCdgmEPNuWtR7i@!mA%S@4#_GZFoQpGpDF>i>;{z2UDrzb~SL3!{eXCk6 znM(X}YJg^V7@ys`v!5B-&%+cZWvn3ee2W4GLfwo+eZSunWarZr*7JH*<{-@J?xirU z>HR!wNNinu%zX40>f}Lkd0<#{O*DUYqV=G)d3SN{-5Q?l&)fW?7v14WBi`N&Tz?s8 zg$7h|z(O_O8|R!R$qv5k*jriOQITghnX88o{4T$CaVAUMD1?L#QScJngY&`bUaRr=|CY&O;(H2w2os{6_)Ad{vA} z@sBUA(1~|OpvCZwaf$8kPom=rpVW{`|J5NY%RY)$cDob&IBSHeTU~0beiKyIh#!TD zE|HVPtRE58LDGN|UHs+%`D~Abk*+0QK#p8dVVpqp(^E<9c6@Aqdm7q#ZG~!$d1SJ2 zz9IX%a`RVkDt!B0tD!j^Q$4pu*MQz-c4o(tNAHX?)1{fSg(Mw++Wbn{J03$C*s5-v zm_hASNSgb0LFM_GJ4Xav=0Klj(9(**=eN68LitY%j{RmcN2^;ttJUYdc5v&IReSjt zySPY4l9Hy_@9Y2^8m{+Z2ae59;+qU zS18&bpxElL5G4a~G?Cu4b<)#vmr^%0Evfmv!Y@DR0i-Wi)7gtzxfCZPM~MZK@c z=oAWLJ_;I{WC_%dbQ23 z$wxwuL-CD@X0FT)*&sK#DlnvP@X>GhvzIN6J1he=F_JYAfS;Qohq@x--2-m+9~zd; z7{h72VPMSk4#H`I8+!=fDJik{HtymV>=me8uhCD|(U;Vz<@qq&J;Jx5s zbFg)y^Hl~orw19ItXNs_ox?Q!13lLmMPBc)eL6TDVFxh`Bnuy5v?rrKx&o8gsiTu) z86Zta*_wPbmYn;o1j%dE-oS4cGrp9o&dxJMI1dgPnHb_>>sTKVdIOE#WEHMEj|`I` zhm5UKo)0YAtur?cYTvf*?~|eAmmAhB5bxCNlok^Jo0Xz=k`_`L;sCFr0M!<{h!2`J w4Zlv9 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/57205127-d998-4078-94a4-6b5ad5f34fd3.png b/docs/handson-cnn-tf/img/57205127-d998-4078-94a4-6b5ad5f34fd3.png new file mode 100644 index 0000000000000000000000000000000000000000..d80e359816b48b8cba8b99fb9ba4cb45c5639929 GIT binary patch literal 447 zcmV;w0YLtVP)g3@?GbD0TInBeo2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xvwNE-0003> zNklYU|kofyO1MNv*?$bR0 zAe8wUQkuR7i~Ok6ENJ=$tmZsdYlRDdI{y!b;twPr60rz8BMsel6Q|M?z@W9xi`y9w ztuYS3XvAC>_Y203h+BxPB@^xs>za86k?Tblz8}b7T@4fiKpi^sc?cFAK>$&~rYGBO zLyJTJAl@M>P~|dO$!h^NA0Ud;I7rl(K-7G1j())OrWH%=D)<^1P#bay=n6mHm)v4Z z8k$j+zLp_(Z3@>HL@H#k?_Qor0My@#fX=f8OJ&1{6^yRZnAR>TDLwvdI zVD9PRxWK-iA&dQOfv|vZp&8TIOITVm{u(v0>{bwb-KNQxZ!2&Fn_%BWsFs=z)#N7= pSKwR^svL4!q2_;)pUS~>?ib}6TCTygGW!4k002ovPDHLkV1hemwJQJs literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/580f5aaf-7c8b-432c-977a-4b6f774462b4.png b/docs/handson-cnn-tf/img/580f5aaf-7c8b-432c-977a-4b6f774462b4.png new file mode 100644 index 0000000000000000000000000000000000000000..d0b13f8ef89f98e17fbd3bdf9e75a181bdb1f846 GIT binary patch literal 158 zcmeAS@N?(olHy`uVBq!ia0vp^Y(Ol?!VDyN3=c#ADT4r?5ZC|z|Ic{*e}RuQKLdk; zP>e$L$?x0J{{O$k!NI}F$;rjV#m&vl!^6YN%ge{d$Is9IJoV}Upk7T+7srr_TgeFr z*n%1&rZy_xyfLNm?!?AM-WFyFi7tnTn2C)iT^J%w8Hy^H-+0Oftp{pi@O1TaS?83{ F1OT}$E$aXP literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/5a3e2008-78d9-46de-b9a2-52e4d5d540d2.png b/docs/handson-cnn-tf/img/5a3e2008-78d9-46de-b9a2-52e4d5d540d2.png new file mode 100644 index 0000000000000000000000000000000000000000..c8993e00928b8f890d97c77c486288b4adce1c6f GIT binary patch literal 13041 zcmch-cQjnx`v-bRCx}i&iAZcp9M+4U2qsv=8(_ZSZV00MbADRlt2p926mowsjcOZ10p zx3Mp7RV58+*>_6V$Vr)OF_AMftnG2BiY;<$!=1L1s%$FEPO% zD!cpf0ASBUl)Lm}IroV&p65>(E>P70NsfYdB+UjY*Z<3RzJcqrd>AlYStMb!aT>k{dST*Mj&qi>vAbEO+`O8HGC-nz$!@bxayL&Hn#Q-5TGTv%vb}0 zj!isht;7Lbk<2H)^WApoSvpLi^i2IUwb14Qot3~gW`F{=*nO2Z!SG6(<| zM=og*1ztfnRZ=xAq#9AglIgg>qo=6(d^)D!|B7c}VlwwV@c@ZnAAe*?-W&rI2ly28 z_pe6ue~lN)T40d>T6{7$nDNqMPba!*{;B;cO6UKTR{Ov7(v`{v72`kogciTJX#W!= zY3z@1jeLYA0|M@Uy!fF50{|u7!^j~}bKRFiG{%i04OFxqK?0G6C zb6WM!Pjcq|$lma^*Ei0{s%VL$|4+wY!@2qH|Cyb|4Apt^KT(-AEph*6hP^+V$ba6r zUD?nQ_kV7bPDd-*!TkQYH>g&35RS)%2B$Ph^ZlI_}R6w6kF82dv%iOx1LO zpATdpR{>yiy*LEfCNB=4^2Mqv(pn0|M@UHN3;-%oEq7->KCtrcR9j$m2Y$*Mp9bx2 zKMuBlB?jN{1}*wAnyIEP5-UJhgk(O268#Kw@;=`rU~Hcz3oUQGh1G{mHeN4oRu$Z# zk1!ZIpQ!f7V}#=T(Xj8K@00*{K!jhNYp%@K+*pzVHotb_iC5O4vsbW>Lq-<9y#=WB z=VHGqvya>N%0L#a&?$}fr*O%ucH~F96Pc9)L7nQv3jT-q4|M_HPx{L<&&1*`9w(v$q#MR09n_FafdwTVBH#{G% zA*gOW*{s$JQyHy(2pBOgG%s5Puv;4x8vJuaGF)A&`#OHI*wz=@4cswKhR)nS#r)>= zzAdUvU^{?YT)II4(n&D=U11DMpTWck=M7MRxKX-4t}SA;r0R#Q&J$e3<6Z$LOLfH~ zC7ZhAgrt`AY@hvkWhI|b2bS+V^3Zv24^hzXo#rCMS#F7A6{XJ4;WDMyvSCC9R-flP z^)@UltS?pZbo;rm&r5Ya_<^H=-VcRr&Q!Qxt@5v~R0Y9dQ;+w)TZt4g+DPfy^D<+F zMBG0iQU123=0P&NMI>}yw)-f_f!f}L*Nw~e|DC9w|8>X-{#^8 z4-b#U-esURxwc0)-&W^^2dQN|>)?sC2s`-l%4tDfC|KcYirQzW-n?lh9>1?U|KNh- ziW0oi^@!aQF~)`^VH3DR)6Euu>|GMtI@(g^(P+>woq&~rCd6c_mnEaZ>L=G{c%M2k zcx&;RIwT1j4zd}+g0)2~?dd!?k#gxX@>WcBXacxO{s+d8vCenhEr_Vt_qJ+|hZX)o|zQfTsS6`jTAE6hZeOkq* z`)YrZ9zJ6=uNB%@d-+Mh;2@E|)wIOH5M6#Ez*-^mO0vxIeCA2?!SS)}ZrtDb*?7Jh zguGy|s?`;FD{H zv*F;D(~soJ&7D18Q8H580jg3biPi6jUaSXIT1hKV+|6t20z15S5_JSpUG%{B)Vgiw zDku_tq&;Bn39aux2o+NZ%%j%G0*>o%O{SnAzZlp(`}M{bGXGNJPfK?kGGu4PppFU! zkUTwp^NAt>wUv7OmyCEqHggp=oM%*#1yeTBe^g^63C;c73BVo8(^ppRs7Hys2|xJt zeEsCyK7Q666AAsp{*u71hh8~pe$O#*zk8Dy)z*+7_UNLkl`Nl^O#G5aAcBI@A5FquGFs6K^PCx4i|&nu z{Cc+JF7$e5K%zHE;-RN|<#Vsmi!XhyQfbr6VqKKe(rwL^18+LD!?izurt2Wj|ZWqh8X zs|fLk7GGd+_+4-g51i!sebIj7x9mL9vkRy4^(DTH`WIIhGpq7vAiBm6R*49++8zxw zN@(*y%qDz10}^PJYrc0_0s4%IH~Tg@bZza2j?cEe=X)i0I$CO@?xH|P#vZo^dvcsY z6{B+%f;CK}*_yhMW$d-V!0t?76gWo+USZUk=Ms-tPNzAK^GSIe zYAgtk@a%y_4RS6y(Q$F`|KVsr)?~{{t(85nu~%?`u*{ui)^aO)DkyzdVxjL>f&U%O zwrxEmk^5EJh(>&P2^>sS^D@qhX7tXv{)H-_qVYWJqSLWECvd$`&f2rBez2W!Zo z?+Ys9lUwbdgOrEnpgLv0!diW_?-+hnn1d%l=Cfoc^kjGw|Bz*RrH(v>w-wNeYJ2t= zD{&Bq+pV#vO^w(~{i*~_aN}V=YQ{@imjuKUdKv{eLKP``Z^riA+mG_{YC&9Rki0=m zg;t+dx--?Nf(Clwf{LO>wCNEMl zM=$ZWTJ;<+kDdxp(SHrH@u=i6xZ{>>Qsgo)E->G`a$Waa-2hG3Fin=pJAqUbn&09d z(r~pq^$AzLHonw}z)@hwz!ASIv@z?ZXBI65De;z9?Q)ol*nxX3haS~KJ9S!jTwiy; z8Nlj7JO$?VQRbUh5C;E%x4n}H@{FLkWzLRyrB^Z;pES5X)^Bl{GpXg1(1x7Ir<7Ez z@)b{c%#;`P%>mr;v`^%I&UE~*)63?$x~&&D?W*i(_4t2^DAG2%BqHM3<|lP>Ug+!Tjy;UH%gm)$ z-zROW;cPoG&3lmkUBRPf%dcxl&3+kGyYTJ`P^M~BchQCN_lO^cn*Wq3?BMq`G8~x5 zO)G=UE7*sBHCK%~W>U%CVRvb)DB|SsR(shtnqRwOw^yVPkVl=F~UAXuZ!UAKg(&DZ3s6 zBSH;>A*Rf%B2%VinCSR7$Ac10r-ri&vmA^LU8_n81ph=++(er;dh5(mY&b;2^DtPG zMbV=2I0!{nXhP}#W6Vqhrh}B(gVj`h;dleUCHy*5rLmJd1gd?A!Fk7zZ-i zcTIw`XIKXN?$r}?z3w5goIJMFpFd3_%L;IhK}*T}5uEwp9Fv)+_IBYFH{O3kMqF1X z+OcT`JM6y&FMxk*vgAl# zu6(e$jvsauMZa^SrD=s`UREul$tnw#hryZ71!osCX2qKa)#wPl>ZC;e>#^K(bpwnq zaiQqdYsyrT2X;^1uY9$!VItC=C?`gPz#X}VF^G%ORC&y6y*PCh0Sd%!ylr&-y4J)mFdYZF=aXh5q4|@imp5&dInk+wClw&zcrct z(!6F5=0M#e+Cn9u(?_*txi%TQH1Egw(_w9%67hYCk=z$E!@_ zD7V3ojjsft7PlZ{EBd_Z?!5L2JEKjd^6S}UH=4YIY{_C3WJ%3pnt;$vHKC9`;~u#Ur6Tf-;}yZ)wXfm!TV zc*}_o$HE+811nSUzBICf?;G_#+ry3vH>Tpp{qQm`3n(jVLFSoVNBLEKRUpcK@JC)r zYSY6<%9w|0xV^c_B=!ozx99}=|3-GY^`SiM!ZBpESLsvQ&~BlAl2{z`(CO^HB|mUS zw>yG%{LwMhR$?Dtu)}4+m+`qXs;Kq6=Hd5#cpbSC>FOzd3fOsO(piF<9Br@QC!LQx zy`N+bGwXzeB2Uk4ug;4o6c|oQxM)0Sw@hoB4TcMFM8#j*deicY%x>QbjB<6{;4W;nJ(Z0qBcjgu=YYx`+n z#D@2t@LcuBds52Qrw>}Lp4WV~E_6VcmYTa2X)k`KDeiOg7B|ShbB{G^(W`2I|WC{pWP)Yl&w)b@`dU&y2Wp6P5cysL|LBj|IV7s zrRwS7eK_H4DBjUOnC}1nV1v~01Ad(?DF^)N37ur2xlZfeyAQe?$gHr>RZ(H49{7I8 z6FZ^imNyQd*2Yd&xnvq>Q@AEo(Mq~scwC8pV>E|f6!w zIEk3o9UPd4C~hZT#8|!aRhZ4)TLE?ckUGz;2zL#to*9Jlj6A$TwyjS&O;l;hic6zu zw^g+7nQ&^jDTP5kzJT(qu}pi6b-_aH>XYEH26HZC>n?HLjDrj28&>*>shk!t3h@TV z9U1=SVf-a7hWZsgH)En^NW%RPIG58DsnJ{J2!$fL&FiQW6=JFZlO21N6bF zRv}1L3uBy-=zR*3*%9O#%&nU_WGZBZomKxuoxiXb+_WAzdaS?Xq4W{nmV}^UQfzU3 z;8y}gtkC&|Ye!sof;*VKqk4O*K#;-Q`-7rP%smwMiiLBt{O}CZO>A@)E#zu?+V(!^ zQk=jd8{z{eI%3l9*@^tD0x^m?E*_JIer!m5@ub$2ee=iu3J4XFu&A-C2q9dNNI;5e z^e+1K)Id-|;1y3Zd(oO)v+kZcuR~4Lda4_@&unZJb_Jp?Hmz^}hkGI@=5GXiz_&Z+ zYqfYzV#g(!0zcb;-6VwOZm9kJHz()cZ^f9yz;PEKx6Mhplk?HiF^iIW1aJ@G6PBc` zb2wtOq6}^Vdw3t2d%BNqPs}UZWmNLWfUozCHJ=Dfpu@lNh=3&_Iqu|O?Q|0X*Y)6C z#piuYEHp7e)tuXi_hd}S8qkJnd9tI?Y*Jdyxtu@UCGKsgcIu*XXYQxjq`m}%T~7M_ ziL>VAz=>m5buRpK5X78VP{q})d`r;i~vjzQUJCXGX&5-)f%XEHt_F>Ln!7MGzQx-Xk1gj_6 zmXwLKERHxU2iD3mrj)4;!{te1xbY#^jdb7~O-K$q>7O205tdx5<_mVXz^Wi$?rfLp zTo>4G=|k+Ee-_iwTDiSi`?abSy8jd2g7F*OtC2?bRY8+j+CB0=D)UI$;c2In^lwv` z!>0UB0=Od1K#B^gc4cZ2s-GNG(i|zGxk`{{=6bGu z{=0EHRW2dF&TFt!i56!bf-J?a-*_s1iTsIDvF^{uX%ud^LuS#* z5T`dTgtTfasFIqDv4mf9(%o1 zXC1z5B~ot)Tk0YRB}Z3bt|tD`0;UwA%!B`X-pnlZb)vFUK6R5rRO%}Z%au{xKC^}K z_j>jHw7pRq6#aebCJy$u#dFSjotHtYw-1@o{#U&)Tb*2Zh52NB8TXx;fGhK-tMAYt zk?6ZDW9LVMLqsmGNnl4zi` zK;~Pmy4Z(Z%jBE&2%^bggRpPy#E-&^iy$|>MrU5VzX9&ZmP@yBG3maDda1Kf0X}O! z*t$@av3+AdG*2(?!<;%Y$sBdPTW z(I49?9<1OlklH}Z5$d3IH8GcbWJDuukuzA5EXnii!TF1w-Ba~1P$zcrB4iKYbey0J zr`VqUH-p|Pwc$>v)8=cY>93(BGUtml+D98LS)7)U#l`0RGoy;-sTZ*kkW8I|gYdtV z!qa8tezUnz<~36T~xu9tzjS9i(CaVP>iy}9XgwW!=KGUeoJtCt73jh@2>4-yh0Z_yiojNYbqun zg#mA}9aReXPSqofv2sNb1YSY>Whj`3^IhaELa9G3FviN(i__W6w=&`MD0#lB;> z)=GmnJrvr!%^$pN5agdg<&@dzGReTHDxd*w`f2OA&i{ zel)9}Z;N5RVxvwA6Y|n+3cp@D-WpplXXV2^g_%*r zt%}nuE3evxPcH1QyLN_jR3m)Y2hKiytpw9@d?n7;xyP8=#!JKz5{;3r64rPZ z9cQylb9~+FH_}_}!@rbke-X*Gjh9*u$jQA_ncE-d!;Q?7oFD>T%T!g-`1cM z>b|%Njl0itu{hbZ+8APb)!9$W0a9Pi_5MB`Z`)are9>j`4wurhOHV%Do|$Oc**~@7 z%@4eSm2Ogz1JB{v++QlZNW@9p!@*UsJn|wmk^A9s3n#8haxz=w(kXl`^tNds^J5V$ z_0?YGlZU&AzG9zOip?AcJ$LOf?w4oDnvLE~ezZh?kIo!m@9k-?=a0^g7Whw&-SwXc z?-thLO!?P=epEFt-0A4tnVp>tSqR@o6|c6G?cfNob2ncc&vb^0Yb(3^*d<84M*b*J zYu2!ZMIL$ScX!Q+MMv;W4>qLf#(u9W8gbT>VQ8-wp89Oo6P(o~I1)37mW8J}QtgPl zuOG+NXzC5n#Qnou19Gf6p(Zok> z;V-WDQ8ecRmu&hX@~ln5$LHQHe;xlUa*L#8+LJPgNv6P`GUz(3!{#-)_1Sv_DC^A-FZxV1M#kgW)&T#kE`qVTFHAm=4iRm6MXMWQx9y@oE~0tPX#aEE-jzo z!;qt3`<+-=vE_Wv8nd-N)aSc!Pq?rk9|zl)JLQ*I=X+{0^sc=T-W_2&v53h~rk1S4 z)>9Y0y%)m$HZeHe1MRbwi7gQjaYPCttHj)m$~Q>tf!{am0ql3h4%x#uRLrS%MOGA(VVNTgYq{e;c z5B^OuDW_Fda&$W4=Wm;lDax|(8^gmZ5{0%u_N^Xk@rIGV;aa*kAU`79_Ep4=nd5YB zO>EWRnr(IcbcSf+L}T}|(tlXA?S8J;ZE!tZES9Bo+#;6c7vV?HykwFJyvIGTSVZiM zSZo4S;l1k=i@CJ!+}rJw6wa|#ifY%2yY3|z6y~Wmeocbio($9uuA7* zD~?UKK^9f?k$>#l@|*OEKP=W_t+PNks@~u{T79B|(4o1^IHvrW%`<5C54PBu%h!6g zi47s$3ueAMuFtS>_2tjA>g74Ud1F~U{a#^Cd&)LaXj@KxDuu}E+j*NE^hFiRymc_UOem)8*;&e}i2o0ka}N%$23c*-aG|LoqzZw6 zh&+d2j#7OBP5-frw0px(a5RyE%$6Nm&g#Rj3Bmo%ypz5d80J&W92=X2 zszP1wV($Ri2wOD9YD(wFi2WF|h^%LSYosqiPi)wihTLRgwdB%G6d{yPs@>PI4j8t2 zg2HRQ?`OWo5g+;}^j%*@3D~O#wjHKrs&Ia#`u5M3p_J9amml9y3yBZhxCSR|YYt-C zM*kj@RvN()M=vGButo-RgzMZxMyG!#k41FN4IJq>4X%iID$;@6C)g_ttbtPL zPd!B@7>g4$uv*wX{ak;(xa=<4XG6d7tI`F1wVwM{{d1Hb$?1-(fG>qC7U}^VN!Qli z+`S7!yF19~vSBZDiztVao4^%0UE}3Nr;PN;WENR>uOEA5UAb0+BGeh_Y+|(}(oK3H zlrv{bSfx-(XxZ)R)VrTb(k){TQ2AMP%%o#1Lqntl*L=otCS-O3{PG+O&@YYOQYnaM zZRgNM`=;%-r(TJGp8*x*IYljF?^5KdNA=8~h1J(W&r1d}cU^iI)R{tJJfyRpa}Cn) z75C*?CsWya$Iba#TpqCaNq&7Jjf@`U&%;HNK{v?*tjAj1g|N5ngK48@yVv8t$%!i3 zzC`|kD+zmKGWKRI$;ywoCn36K2bB4kcOX#x-paLJy$b)*tfm%uM z6u#t}5JVEAo&nR_5b1@PIjlVn4ZF;9>op3b^0&O@6P_hg3=;8kb8M*;Wr?lTc0MH6 ze=V6eD{j6^gx+OoIu|zuG zGd;k6#jdms)@66&3X;Ej8Kz)_57hu`2_+Y?SkFdbZd;@3O9K~wu?p8dWTif2v$Yhp zDYNM^*U`+@h^@kYj@=KwURlBhFGhYiEcs!914^U0X>1KL>)&%^6DG#k^c6vsxEB2=!c{>amNL?*mPpTtQ(ax#v*F z`(WQ?*z8Sx?QFVd%gzj{l4H8c;i$b3D<<}3pJf`yZQraOh31Tu?>nqe;^_gmzq{j> z^N=QErA_y%P^>5^p1Igdk&7Q_xUHLYDXVp3H>}2t3X3Or2s|@qED-AI*_=^MCwcg? z68_SG8c@w>E+$Qkt(wK|RwYOqh13eLI0uO@=E}^g3AyS5p5fx7eUOP-Y}r)cTWtdn zo3%(cY&(ABz=H_zwH_a)sHR%`;qJ^w-=LiWkTr;TttzFCNri26Y+@v}M;| z!5Zv$&19YQ@jQc{qvLms_|6gk3h^&UnWE|}&v=w@v)KQW{2;ZW7>4y=4B}xDo4s&k z$&EVHaj}71SW~)SKNc)%Zb*ALtp|J=z>Eo&( zU%$Epp85w& zjiM+AAi?C&@x9F5<6S)wAi;c$N!SOwgvw&!RaoSw*F|U2rx;AFIK+e}AzML7Gz@G$w7EfaOsbA9(?A@RGvxZ}2^NZz8x|DLb_;=-fCsC4s z2aEh^J`UUlW$uMN#mUmzED>qn<&VH4%Q^;=Za6S8Lzb;S&JAAS4e$&WwPc8yHakA8cS6 z!OU=tA;2f!f3Lm&a%CWr58U+F#=JMLQ_#QHBw3h5GSSbMPCn>NXe5uu_AM-3+^#k(7-^(qSnBKqj5Ypi77d=d3CH8rPJ+oe$~j z-=9W5`FdtDJwCRUSiK&w3QiKdg=+h3{6dbjo+##>DmYiuk#J#l9m!V0$lM zCFKR1Ja{-yzvj%83h`5j{VA{18uC|SI2dDLr@Yw0)m&PC0RfDvhSr`&(97LRt=Ke$ zUA)w=E=Yk=u7-9;bo}fNgyROt*!}L_puC9Bn94m2^WENVdezz_SMqi>cEd9AFgoJc zO8(u*Bf$6mNxh?U9oLlK?_X=uMB*L2yaj#>(TV*Q+m^?j2R3*eOwVR+2S9E^BkW?s z3&(}0$ONEwDc#(;?0Q~Poc+2+fpS&ba(`igU!sw&4k=COv~MQ#d?(!D{$~8xGx|{m zv77~1EA+wr@K&4*0{4{g^`yAKGSwR-vxXksT=f8siY>e)3e{Rp>5>deJAN z+s~qb0Lh}4kNPu(N+cv`;q$sUmbhuN0lT3yg7bTBjFgi5^9ACf>a zz_pzV-bRDWeFvrDs@Fqdx2Nf-KLCIcB#&dzh|9O#Za?}gS@Ib_oRyoouILfaFZi7~ zZ4i^TV<1vd2q$^x!<2OHw4!f?9omKnUqI!}8Zeo*Zzl*|-%0gW&)C)?7e~HVoU`Ba z#?5#vJ_tR9+S~W!I&Q;0*DCOTO&8I?uZ`-=a-BvzgF4+>pU2J^qS9Ly1w@%5?ZRiE z1d{}NTiMmWVlV1mhWhV!?fU0+-41Y0o9TTg^^p!2+`$eHcF6r!7PXu>NdyQ|8HQ>t)<7V91 zC7;6o8sFjN>+Nxoj5_ifo2J-FzMI``96m@dZclN2ww#X^!nWjwF?G)QMCr!A2@k3k z)J2uD!-L4UfP-Kr=!5CyaKl{LfRe(ba|UVrpQ6USurzl8+l%*#$A7iP26l=_|DoPE*yX)_j7 z9X4kXW~em?CWbtnA8=vltM&37r$zR+`P^*TR)*MAI)BYUKi!!84kl-zFu4(*;lwt@ zsUfh(5gL*hR?QQmf@4I-dC+!SiQFFFxLKMI5~Y7h#ew)*S*-t-Or}2v zU5f>)Hx@9tUfU(Ts|NuG3{O3Ic7k;Bh9r}(FOYwu9eT_$^u84>B!$}dfaF|wtiE_k zymjHQOtRy$gPeMDKAi|Lnj`%sma_5nk;s9PGl#KXvJjivKHf?Y<$?P(9ns@}uSTp6 zUHHe}J{qLrjt#=mPUUq34|-nUaC+?(%>0VtuCL#-{U;6Q&E0iX;+^XK(^sSgb-UurYz>52669?d(O(svr5hS=G!eiw3 UE-Tr~x>?G|ORGqgNE!wHKQ5zh`Tzg` literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/5a4de500-3124-48fe-95cc-3334edf40879.png b/docs/handson-cnn-tf/img/5a4de500-3124-48fe-95cc-3334edf40879.png new file mode 100644 index 0000000000000000000000000000000000000000..8445b1dcd1a1a754b74123913056b3f46db64298 GIT binary patch literal 7447 zcma)hX*^VK_`Y5Ctw?r5B_j$m*~y-z?8cHXLl|UDLiRmo7$YW>kX?@KTNK8gb&NIp zHd3-A(SLk@pWmzho8NhH&ht6Xd7kUK?)$o*b3W%ucwnr{!gz&|f`WoYUr)=Ff`S%K zZm-c$lh1FK(TC)V%mYJnZQUn^T)1$7fq{XMk&%gsiJ6(1g@uKcm6eT+jmIu? zm4bplUtdeZJZO3+XV78h4p)zJ^N>OWd!+;kLimXJ^XID<&cph#A8nJtkQn>Fll$|e zsT7?n{jxyINXX$2<%|5fziRh!JO&k5S=XW03Vv$?S^vkzy{S!$Zbj?@X*k7iYDl@i zTQq4zepgr9r~7JPbBWNfK$%i=YP;1viVy^*pR=M+ZF$jV)~~gK4n>OJP#i?RUI%Fz^hWWo*0*&!08_ z8F4fk*q#sVefW2CtM0k*nxP2a(EjtWpxKXYTP?n5(>!YxI9bwmS=a<$q5%!i{9>MI z?Fbmrr=8hr0wt<3i{NH^W(A>xTU%G!ab45+J&Xs`N&s!=QhC{jhPK04U_faJMZ5sa zzxRn@eIy8tkw2(?zS;NwT>uqUZ~T2@sXJBx)P4-f_@(GR5nKNBk8WYnL3m;5{F($+ zS@)9Hb>ko7R}u~%J1JfQmXs+mPC>|t81iFpm!5MguTHzMNHq}Stag=tYUOKYKhlUG zwN3vH$2-KkhI+xRB9`Xfvpq_wFuY^%uyXDT72Dcl`aQBuLOTO7ga!UjXE)WO z6e{_jI*>7N55$T!bCuWy>bm~p{8M~K^y!Cpw z!{Ln&X#v@S_=W2o&!q4!F2n`1P&kMcdaUgIz!7ySusIBX13n2_R9dBw+R~mxv6H+H zh5)rnvrUzHyit-R3;yi))Tl1@249!lH9VR{+nZOtM%7Atk`@l@s}+RR#PAa-aM%O!3A)1;(l6~%<)Tz@Dz4k55V@`C0v7d@npwL}h=nJ} zDgd6yZ5P`}d0F6Lk%*}fj2n7fz392w;5TquN(S%s;k5K%&RS;nzkSR3-GPLS?) zIW8PbZ~xHK`-bHhz>mI;Som-eCNvYg(O=49q>g=OXIq7t$VI>+b?z;SYuCkjs$dGq zD`9!h&pq{aONp|V;Qn+SA{4BB$dALSWQGpX3HPrRWv+?zo6;AMX^ZkXE(j$$by!n;03HFcy z_>CfWf(y$b0Dls-8>>koxbEOl}xpBQswNodbPn7&F zOb{4U0B@Qgi!r^<2Oo1;tgg_`UNHnvItHJ|W!v1!t1=MvDYi1t4iF z$VZR3xX33xzdmanBAJThn+cx6@}welu}GfYe9TU~<-0jBiW#r(=rQgdU!r|~W_*gR~qMxD9MVMQbUc7y(P z1e7nwA&*5is)@_np{mkYy1T(T^C=cVF4z28=bEU)o)wvaxMO5)wv(-to{ zFWDudP7Up4j?AySIXY5k(1lyrS^-$BuM|f4h2-_hrR=%S0)?G%;Ln0X`E84bVVi3sqCbFt_BHvg3pMtQi&jk&hl*h2^M#+#qJ_ola+sz}hqr3ch7;A8n5 z{x-%#yVuWK?XQS+eu5s3xes*COkn&n$-9ro_2dwbWo#EsYeiK2ry&jCh0=a|E^0E! zOMOnv{o_%pKi|N;K{=FE1~$|K4DA0GPb#QD+ilr$Uf3VSH&0l$cUyNLCIEUG_Np;hYu|+mIeD}wp3#AE(Y!1BNPpOK$so*XBG2qZf%W))nr;hw> zclT9G_!UZF_~s~J2{Le~WQk6FhMDK$xBiVEQn(4<1dY`FSdJ?RWa(ISIBXM*1_vv_ z5jK>7 zq$t)$-CB3UZectuB;p~zQ94(4!&sbWJr4Fj?Qs0sVME7Ei{_pF(M*qwl%v{NI0e}Z zp2efdKlaqp$15q}Ki`j+Oz?ywr6+52@17HgxZyP6mrhA$Y2vV&AhD0S8reQzu()Bi zHSPwxK-A+R(!P~>Q&lRtte^trRVPPDsq11^bb74Z0=;mOYN2rsmKHTJPV4)nZwN5+ zg=*_TyH@|ht@ns4B{GALjsYx~0=D1Ar*dFwNe%Qj&59Z4GDSvf{`|(}9cs-D+w-k> zf0ugb=m2r7N&)kas#la^5-F2pp5JhR{mFcj!9h%GhNp^rArti1M{)YSnf;g!lH>-jgT`Z%q3-kK5FPx1Hc488lip zlS_iszR=ncuPZ*+nD2>_{ju}5FTZoOy~4+mswwRoi0ZP3D=ZjlWKyX97FWzgCw}g> z(sgPXDall=E`01%C^Y!O0YVB8@2|C@;n3YGVtv~AMhw_74S?=utCP`GpVh})CQ{6N zdx`fUCLtSrcM`I%)?#Aj3^T?nd<>9%>DL|tkE-`2XqMF?OME@= znDrY5e4#8t^qxaYS9B40j=*(&v8eaBqCM7^1hH6j?1 z@YoXS%KE8?k5tc08u1Lr3@hkjDq{WCNM0sk4G?j0X&Pis<0*{d9{ zHC(9#$FrIklojHa=KML|{h4OpJ&~Bhgs96@&R&Ai!9p4jRdw9D>;6P_s3a$zDEy|y zU!15yk5WR7w7KmoS$c}C#BZ5GJ~g@7w4S^rzjo_AqHb;Nuxr)OzTTCLE&klOY)(s5 ztppKG;UlZl1AJ!sL0j*7Iq7iQ(zgt!XzR9}m3|lMJGulKkd}2zZ3D zca&bP^+wNeX z!FLBT|2sa2hZThA_*j0!QHI*ML-;PYRpraN^^NE)>x&~u%Jmab3$fCvbPo|WgRlCc zCn#<5l+}czDjUqDg*c(h9UDtrdcz&r$--s${r^KU6Jk4xWqn6I}I<+o>JG=BM(Q zD=NQR1^l%*<>+!R-OBT_YW&hH#`tMp`iTq&{j^aG?1uX4-2+#cU1OlpR{QZx)`kI0 zW`SqLN>n34Cm??GrD1|$b`p}WY!91GDg_Ckv@M`>@xQ#olDGRuauCDSdyY8ZL3jQu z=Gxm*N)+#GCL-Q^5|qWU{hf5b3E)ec)WY)egx{)lYVm(VJJ3Qe9bMd5u9G3;BG3V! z(g`MKee9W+C7AXmhNX8S>-jL(VwfCH?5>8@a>7W&TGy^DR_jx8sto(-o`Im# zAF*wov(IVaCdboyn}euJ)z|O!MY`%AE0Dg^E;EYaRA+XR{ykB= z$-{72^N^H!N)=4BpzlS@7EFm<5l1Y7+Pit-(7|ic?7&pUB66Ygb~`pz`*;wwTKzb> zH|XfCuFODXI!k%%gn!oJ zFEQlPU`EF7?|-ub@O`ig5!FFW4GmO1`F~yTqhn4crjXVzG_N`{H{S@AbIJglHTzQZ z>kG>O?_C!-br+Elio!jVQ*+6eK#cu(L}j#?4tL6`7lwO3xxw{;a%DZv)LBGDM^#-r zft)lY667B{qY@yFFZy*amiRq$ukdp=I<&wi-Tc#A(G(iP2;B7M{&uLsYlE6a0+Rx8 zrI{29oJTnQnB7a%&c5-4_jTNQT5+(mgPNCa8*zvWc@UDkI6nnZ+Aan)LjlxbS3l+ zW!%*#!d;$G|Jyv+6ymr*1dXozA|%lL*Xd+}!5C2u@jX#^9(skk(;=2r=_LH&sKNzQ z<`-BY#@EQZ${Og>h*n|iEcXqUda*eG#Lw0AeaWZ1A$KGOm9uzl4c3PIE1jP|^OWa@ z<$z+v*LA-YAVojYm7-OD#|+3Bq?Ql8EvEdN?I|SxF}L7$TEND3u^2$y3hWMhnw?TU zNvwV1A$xNP-`xq6tSag4zoLfaXqt#uUpMaiep4n>m*t7DXqIpoL)#HTpW`tjk26;BQY%19_N|{G{HtT!UDj{@Tv#o2%iHI$=!iqIk7?ubDns zo8zPhar1{-weA@Gl1G^`K;`mp;y5@NA8ci%_9D<~t>VlhKyl8p=U2=3?y$3#W~$NR zRc{8QXSeupdR@>ro~Q!8`+s-mHv{Sm$^Rgm=2NumXEw{bMP#{M)m|_fFesvn3uNi8 zA)a!v>?ge+ZNV@SCo`2l^sCuoMamq5T?vsyJt4kes!t~9 zaXSy1nA`7PzT~vDljc;(Bl&p~Nmtu-Dh*ZC4KfQOY`Z+F#9 ztHt~$rUUDZ9DAnjd^05G+nm0wP?M{D7OUm6-S5w~%h!`^b2O^ihfq@V-jzB{OIba-8g%Qcy@s3G1HV2! z87#cH6<581SuF9zW8;7LP_bqzUu)W>)D$a~m7=QNNM7U?0A?^}xXKr7G_P+-G#~%w zi1PFD|Mx?fTV4c_$_ev?GSr|WEYqx@BO0d~(_{HE+!GJm`2j;O&Ni1BD7#MqwZ2Ns zW`;+H^>{Q!MF)N`Cq_!XbrnHKy%OLe`t@ONO!dZB@=q2Wc<5;XrdYOHeJ^D9#@1#_ zMSB{PlZmto>Lx4ko@ApiAMdO9JEQmWE5!^Cxcnon$K%fjz5i3m0|(7?7l3tb0*hZ5 zX@G-=OiTjtmcHqa#?(L@J>B0oFU4DFOk8j>0hu0NKu<^!iWbDBU0&+L61jL{rUGuv z-oME$k9n)A3YRQwW&_Y~$vO`&26TR^8Wr?mPs&CEy79=u2$n>uq1PCe%c><-tJ$Yc zVE1C;(r;9S+y{E1o}X#m@DKfr?`Pz&fDozd#NxE=BqBbG7rOHuXCr47S$;Vw+r93N zD!govHpb}RfIjh{Ii-p#c-`uW5oRHv7dj3N@yAk6{gko8Kjg4CtF>7OX9gd-dOS)n`~FKpP6Z3 zcc*3mEImORPVk^1N^h#?ClSzg`;!PVQp2l|LvQAPi zhm3ddb7bIjM4@3N++X_H@t)jax7rvn zj1k#Y(i$5IkjQdzCW%4Y(ulwN?Xj=!b1MJoEklPSzv0xl~J&`l&Myu=0nqm*d&F^K!xEX@jI-5xVcZd+VYAb<@_nmllQ zeS#9e;;RC?)l>Qc(x1k6K}%F-x$+65%=P4nB;>YtHs584Lto|Jy>St-gn#C#V4eE| zc@u-yb7A=r$mtLXgVy*xs4e`~R)Y_Ls|M;NHfrtvO{deHDF>IBy8Gp2^hDjio|w8EcaZZaw#I^ntS-z zAxh*>lij#;qnMbO?76ch zwqjxuH1w&mb`APU>{s81=;@G+#YIyDLH@AjdxuBM8rm+Nak7hREqr9R)EU2i{rU|X zHf-FuQCeDBMn*#U?>?J?sL}utJOuBbA`XP?YAc%P%VYidgVMc z%5&f0GYpB-(&Wy!IBp27Ltbb^)R|tvb9FPh2a%6w>Gw9TeI+~auNQS*9ET)tVQOt@+$fGZ{(5R780JrscYTvFDJgM zmv*+k=$ecgp(*NYSW%h2_qJ;Iow|CU@$&-%lab$CSMfiQ6Y4KZV!MYu%~zUSNb< z2ChlDV^bq-{o*`>#8EV#AyO%uK<;2-CthH!arq-PTc1BOzJo;x)L2c6mYbcy_o1uH-FK4J=SX~bu^aK|M z9~$fi6OWt$O%tZT3IDn19TX0f#0duC`ENh(c)oHh#b1ks>AWevifzIl3?SnO4e|ad}?D*l1`%OT-ues-);SL#5!{N z|FR&XhWB{s-rT#?o?7{x|K~BFm#?otpB(y@v4v4ii1u)I2`L9pNVXFn3G97kV) ze9E4_ZpPntrPzP4qe5JqerrjYOrMe$rqz&yr1DX`LvmPH%LuURD4Z%>c!y!?+K4~c6l;yyHeQ`%9IxiwYlqtQ%5 zy8PqNgz`_B)-fUK3=8QjC2D$UraSaNUx2G|neNIW|84@@L%BNEi}H3JGX`rtg;PnT zT91Xqug=alt|C%uXUi&CtU7~*XigL`G zuD5N-8J)EwpBFBgbCGY{D|Z`>vMSg0{#}Z6ObCc!-MV1r7(K!YOYL`~WLIr$ zeZDk4o8trdtS{Lg=)U>PXuBFXUWfIarX=0dVV|8^czG|_FoQHFeJ88%(Tjr@?#6!d zHoJ8ur?5aLW^d^@tDs4}>q4m^#{|Nf?tWbrzE-qfCx*~(Gd6nh<%Qy=Ws}U3boO$C z+uUBb*19`_-)=`BUkboSm1>xO?K?UaDe^s~aHg{(s`2jtjb9qVaoFo4$)nr3*O5Wg z3P`YZf@TPjw{r>;KGKc}>OyI@RUc`+<9D+P)fm2UQCwNm4BU>W{bQEoTZpgSIQX!q zuM_L8jZGL!Khg`GSx8k}8V4wl@GuL=Muu7NJ<6fGhV+A7)(tGLuQ-q?Fm|{dPaOC( z;hRtLI07yyg4~^DKX5}IlW6A1e1B$}#ldL@E;$SL%aAJ~CdJ%9O@XuUlB;x3K(5sN z8c}(Q7OTaNy@qUeL{ekz!w7fzh39aGw=sXf)xAlNl-!`pCQ4NJKp3JfY&%O_q?_ij z%xm~r^x>kd6akXL@ExhV03xE%#zJop!G6IrlIZ_BeeStD4k`ZFF-6@$+OXr_=Zit- zxk~2^MmVm{UPsOviO-nF);TcE#s5AZEmwVuqVn$fktU2!P9bC}bmA(7(Tc9_A-gs% zHUZQLQ2Q0*5EB$VhkOl}G#ej0S~;rl??F-DQ7zW91*uj|QL}Y7FrHc2jH!Y~-4~5} zkTyZ!Sa2T;w6S4k!>6yDqdm>?HXsxF_{NRH^Vk^bL5(}F15|?*Flmi53;AZGOX6hn z*n5#EweH~4SDk(LWi)t}^GKp~ z>Jga4nqJwC%WY}#$zBPgL8Oa;wDA_}qF+;muZaa^PQe!P^IyGO_ArOTA6v%?gg2lC zVq`2(N~;+jY#;5GA==R0aJj7I(di2BsecvVc<=0iMA72n?r5J*?_9x8o~P%cKN-Js zM~oG>5wRrZ1y(xnHTY}zS;!-M`lMY3iryC3=ioHy3`)?aQ9*9$fG=u@5LUK6SIli8-j4WM@(7olEL75;G-XE3$U%v-1o3m^Z_1)ZpYyv@vdlOr{Q+fJ@$QeChd9SNn4cA&x z3y1GtAa3oGmJk{@>@gT9>wRq@NN?BvdVJ8p&B>xjT9w6tJiNfuwCs<{ z8*BQjT%}sl7>Im-0Sf4(#G3FXRA zRNoEdyPRCj^c{q(_P$EfVIz~?;N|AaR}L5(eBc`0PP0&{eDbK%+a%s4pMRwJdz22# zb2vyJDnB2MER~;pU85fkj6k1a0onHVfKz5}^v3xRhVv;+z1Tk-MxOzbS-rbU z@UvjlC*`yJtJth^cjaGr*#9YkJF9>_wn8clNXLOc1+RIgH=Lpwo8JfM9@ID9xR}_0 z?N@VQ{C-(%_TWtHGauRGeOM>Sq#ZKH3Qm0R+~uE*ybq~&y#G~aM$v!wPkiD>TI!8w zrx#{lojM^tv)v_Ls(ZXMex%Z|oNKvTp_Z@u&uPAU~xC0&d0}6lx(Uh|tmx0>^ZI46~p9_(bB6R!KNXwzU_OYUjVy1Xf zY=3(|40K``wrE_*g5JCD8|Fr-wJ&Pz z%!RMv{K(hbmiu(Q0|w`a+m`7&o8C4g(|#}b91#weG{~ymE@bTxyr3M+mK2tk2wiet zG|T?nH0iXtbd6cd*S#K+;^*{l{g$%AzwEIg#xj;0gi^-$(u_9wEeVV${)5nap;gN{ zXWcUmtQ6&ksRi}Iwn8Y(-i(Zg(5BS>u+%vPrGPL^|Rp7*TZ9u0yB8Rpjlf3)352uIfQWmo7>G z`;>uwmyx$2uBt|Qw6vLS2S?w6eGX4|!JqVDn;h8CArc>P+ro8FXcjinpbw>+Q1;m& zDxcd_x29g$=SZB{#*_}gFB(@0shTGw4Z?mb9Zg6}8q&7jteI7L^8=~O4 z-0-jJd~ytZoQchIT>4_fPJRQ#6NHIbY2ZU9oIbKr zOVVBKYcPEba?WE73#plmrITrCKCX@k0GOKZ^z$k{-1hS;YQxjuMB5XJSXyvIo~DMOzr_ozGDUJvCGnZWjCM zo|j)|;{3y`I?@F=%G2`lzbazHZP@(xwrLv+d=6C({C!;acYlwlVRKv=F77Btov+0J zA3*1M3?6Cso`f)(f#TiY6St}9g_T7Kl;WLfbxe%6n$uIrMw_r1>{SF4n-}kRm(_Q; zQ$m(X$C8vXrX%<9hbDa)VEG^a(7p?W=16K0?aKUfHq+tVMdCoMn!YI&&yA@NTxCcN z+9qIS{8;&m!OsdS2LjPuV}}JV3p(wVE`x==qT#`|0U0*ccaii{_ys$>17S3G|9+Qb zrKpVV$KWSIDuxNFaV2RAh$M*eAc#J|AhP}M!;;{4kk}7&623w1Wo;NXwVR23s!itC zk3xyLfY4XerK$gG1F$a^h{*vIszP8figf|->}vg;Gb0rVi1GzQWy}oE z8n9$1$744Y0v^(-4ca~OP?`g>Sx;%ZZY;KW!T*tHO}oy`?O1v(%a4hD!g6F{|GVlS z7;yNwiLd-$k{sjJ{(Hfn+n_J#n~kj~WG7JY5`56EvWfpe0W(!GopZU>acDIC`l}RU z36RQh&SVMiw?428&4`%lBn-ELl_*551-0EnX1&3sS|?b0+s~x?GuQ&bdf4V9GTBFX z#63L!yOkf{?r~;6n4X$agrj{{gg+$%947Xxx9jb*R4#AN7EJa>|Au4j`RSVCz&<7@ z;9ir)^laP{%*wH;D5MX2Z>RbUva|5&yDf(-#HH9YU!)J6X%9Kb{u_YtK6@NXU*wc~O0b6})XDY?DZ@pT*|A8g*(CItF37C=_&f!DH(Ytq;K4>h5Qv%ga|gD>=HC z8_qwW2Xl-KMQdi5ZMNiBM8Z`CDM-16L=gpN`|ZB?tr%9VQm5!ei=lW*CZZz@gicEX zdwH0n!F^u8@bf$P`X7+Q9_C!Wu_^NT2CUUnaq-F%!oNv?Z`ljmsuUm5I5&i_{t75a z5-qPKk7AAkGOIHn31W|}+7wE-m2?h{AA;;gXNMaTGg1*Ql={9Z#CCt6!_X+I@e@7z z(C8<~|Ewrj7C3$!Nh}1O{YW_-O4xN3vB?pWfWr4Mu{MCuHZY5cy`H^>f^y-3XbpoX z2ibQ6dg-t@lvcTVs6Y?bp=HtvYXj;Jk-RmtE$ABck$PVfMo)8komQ#gNi$s^dG@NFbJCCNV&zNSf z1NtX@0a3lul$5uYyC!)*fo-xm6aySjN9-MtYx}tLO+Ua8Ar@7v^vIBG~!mN<6Zzf(f43eg_A`7nnkqG^)X{Rm&1nBT~ez`QUKSb$0*NY zoB#8$gD&yPP+~J^_LCqpbR7+o*}a5@f>GT)Z0BYm<^!;K;hpAnIViCSL+vA!hFHPQ zA8>p$?*wWDJ=-V}7meGYv1|8w>Bb5>At}3uP>XGILd1a6qIxwBi7~FnmioVJIgPR< z4Tl5~C+Mg#PGeo+5~nFCzHyk4+S&Hr%iY5)B1`TbE?fpcE-o_&i|2&S24`w@67ZEaSqo%ZbqHqvz2NT|!1??FL5JUt}o7aL7`^ z@1hhNt*zCcT;rMk<+ub%FvCO?Jn0m!gCE!H>xtvxwvtVuA;9*+?B1u|ZKo7bK!}0| zWAB$A(re4zwIGxaqXkTPAM-!Yn?HVTf6NBT@+9@QP-?7i^u+n~Hm-?zK+%LRzwq(v z0{+cC(a+nLILXe)+sZ1^zOiMi9o-K^5gNhrUk({>&&fhu+D+1EwaX%*)E42kUC-#9 zM^KsUQtH+1Oj<-GGPiPM`Jkv`y=eUY|0v`NDhxGrtJLd-HYlCiPr=fDXaK5%Y|3bC zsT4xNQBl6wC#FQe2UVBk6Il$)h2Qo83^u<*@J9N}dsqCS|Ceirp zEcUKzc}b)gl>P;k$@53*u}hP5xmoOkThulm@-`^FSSaPKAMrG61hcYOzre#7J4gIA z8BJqT!~avsZ<}T{mO1_bqBS?ALm>b6u;MKC{3N}ZCkeXeqX|U3sxr&%a-S$EEUM3^}m??M=+n78%XRycB2(UM`L#f;TzvEf3;m7$>lk5 zUbnbVMhff{Q5KS{Od8bs+EO7{!yn$Aef%RVHrJ3k~h{GSo)D6!CDJC z!^yMEgL%|!NvJ{y)xx#Ha?1-*v=QH6VsJD`da{q=vL02GR@~H4W}Bk|0EO^nDTDw- zmXB&mkU(BE&Ozy8+zO%5Vgc21>v~dd_&RiK-_aUbX8kwQ`QE5yk1WSQp|;JXKeA33 zHP}`~+}J3`cHRPhd+^Wp(q~^BEAH4^#aHr`6l%4_IvGCh%!0h~) z1jW(Pchq4IG=twRULJ^7jeqs-dRn6S^1Jz)*inoIzfe0%!)PUn_$J!#7?l1R`T=!K zy*coXCAVlC0>vS1T7+gk>4x@NettO7<@?L2@jccKQ&RF!24WupMJ!O!k+A)TQIL#+ z58E&!754uHQ2d>F6g@3KC=>xn1E*or|HiVH5+84Dl$WF|0sdU9-dc8q9LSo4Fb5p# zzedUkY9FGR1KnD_1RROxjt7b_wmigyN>g%Mz&WtU)50&L_(n+HeyHL$a+Rr>b?Ood z+KNSEd%DKrbu4V73!YpdQ6c;hc@3sC&_9Zg$NskCg%I8%Xr}-F`-x__RZWWpV$tvh zGX?UC8F1b=fjImG@;XPMPXcFC{2nqUi>78rF(Dj6=Ac!tJb$tc*$h8oyXepF-=u#u z(SV zmQ%p@#g*wG`T+q$fGvg$+GNDo={<6w0Syohqho>+{zv4Bq8QxqFBxg&QaWu|5`NrQQ8A zFPTkGpmR#yTPIIA#lWvd z@H+xM(y|SQw~dsn&wHgl_xH^@_h0*aOjj<>BjS7g+iI7twe_O+D8)5o~4D}Ed{Rdf=aJOl8wr~PkhG!7*+z~aViRq4vpmv0R;W}Rj|ZWOw~h!}Opc)-C1Uc>5e3az48 z%HSwB0<&%fVV#5))UM}sjJjv7p#d@R;@k>?On@Vm_`VfP034nUzYIat+jpsrbR-;g{F3^QF%8EMb0W~jZiEK~@e?oM}bv5}@uI#3`WGnE( z1d@CovEcaJWBr`c?O`4Umt98xB?}9mZ_*=%tze>?JTx2G@~P`&wrDkt+{Pkn6&@qP g^&k8LdH7|34`G~HSMITuHvj+t07*qoM6N<$f^6;ZW&i*H literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/5b81db0b-6e3e-43c1-a9b2-38a8aea6eb73.png b/docs/handson-cnn-tf/img/5b81db0b-6e3e-43c1-a9b2-38a8aea6eb73.png new file mode 100644 index 0000000000000000000000000000000000000000..d607b3c89a7bf5f8f34d10c5908fbd60a02f8378 GIT binary patch literal 110164 zcmV)YK&-!sP))ggA!S81q=I6-#LZt}TS=9d2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x+Z;yw00961 zNklJfjtUmGWV6cR(x5B?9oRTKrk0q=$X(R=Zoc>Cv%lXOoCPZ8eie{7sca1<0Ms{(HH-hyuw z9TFTv5pMqT5L5(WihtfXIqjYlPmVqe%+3L1bc80Ih6nx+U%D?7re?^=W@f+}C^!RgWgb<`~sQAAWF?#-Bs4$)sdQ|;0#>wVkchorP@K`Y& z9xVVF7#smg2uwN-ARi}xdVbF+(KnK-Q~W?YDfq%7ju0+HSV8~mHAWau`WR9uE)Z7W zKmW9NvN`VN{nMEO1!KbCsRMs8E-*W>9Y+e|iDNwZ^Y$H290rtPC6BCJp&W;$-P@}XGa7@-7(Dj~{!>61Cf>Ioc+f5tdj1BWsbf6_TDcQ6Vx zI-I_s!k9kn<7xD9()RCp@F*zvh2n{TLjTq{D=t3!7spAzit>|{;7P=n0BZQy7zk7% zJc;0>m&m98d|Q5U@Q*RP+HCy4_2KYiOXHdG1mVP47o9ScvMPgug$}}u$CG-!KKAd6 zCdG=+bISbWqDMzk$QNFLrImioJLD%tj3;vXFhL@CLa#BMrJ^TfvOWDiy_{qJjCkS! zrDZ$;nDBoXJshVeF*EBr;ZhvrvFoqzdEhMGEEE~~Z#gC8RUvottIiz)0jgFC&QB5o zmMOP^jvYo6PES^x$gY$V>RETFR&hEDg5H?ks`cY@eb!s5r-}Yi(rE$D1;u&!UC2Igealj;VeaDly}0D zP|);zNjMscC>_0DO!k*=7w^Q!_L@!yZdN0u*DwJWUX_m9; z8*WEm@gSZc3metJj$;Jh%aP)^k&Jlqt9driU@*?1g zTPP5T5)0| z{{C*9z4re4P-!Th6yKJ63SklB$uH8MNH$$aE1RpI=;#?FK?(VZc6_2nkTfC+sek?f z>tZ~RAY7WVscZkYuG2W#?Xbafa@}=#Qizg{`pB5;0-k(&-!@>+MGk>86BeAx_ScS- zq;f89oIHR0MdwZtVudSOz0yUfcNkB4i4qAGVd08chrra(>K_PCuHBl(2TD^nW$oWe z4<4#_tWA?v>zqqy*}&XGU3~b}`H7tQ5v!o-3Y|Heuk?3{nv{a+L-h2&98cmFQLo80 z9UuKFYVL%BM-Cn;co~QywzJ}iM2RCx%_`Ft<+RlJaqjSb zJX=y5i=wB{R^TgYrDdtv7lCX0#dwn5x#&(-p>Y$GCp||A;R)uoqGt4V`g6pSZKp$rk8h_0F< zOY+&b<4KZ4uIt}y3}YOtHurIm8~=BT4<0;s&XR#Jidb&#BtsguL%|!6`aaZ#UmYAl z5gUn3n2eRQ?=6D$BDuoJ!SgL~QUoSOGvc1v54_HOdh&3^Lv*b0vMgL;B|Zg|Hk$7f z$|lJt*SDkQd*VseR8`fDqmPm?J$Nuq{!^rDCN%v*8f%%JbrdGfZui}^9e(Y>vs8O% zY|wQHf|ULn?y*P?p10>GQZp4=FGWOPv092xddW)qMSF+x7STW!7Yh74d2C&;>vFv= zOaH3zF9}FWe{1UBCTdFKqom1w7?{eKG09|4#M?{ys!~TA^d~MbZ5SqY|FE0iYtAds zX@!PNu?hvorEK6HC%cd;y%|rK`|Sg=aQfLRo`~XA@kD|{YT+Tl6NQvsvy*;N>0iVN z@)rJO*-Uj^*8U&7@aRHOBZtHH!&xHBL+&_Mjv{SJXX?I%4DhMr?pQ+wK;d( z@9NF)YZH`W0r_0<2zk=0-l%``QPyA8v%MN8MG_y{Q3|IJ6TN*>?DQ;3QvIU@N}(F2 zrT$(T;@9IOrY8ho!07^Ku2z#2drIF9^n0{l_9X@6au zTpBz9~O3zD)7KVw_KEqa*Imq>qIWug*xcP~AhC z0&8uU3`7kroIC6Jz4WnZx37pmL0a+sTLW%UO?^wf(=YqhqAK9jTF^vZv-X5v5RwdG z!Z=X-ap(B%_?pL)HUvpkwE;`~M>1s8eZ)-F*tQLX$i^qU^Xm~Q@j~Zdf|OzI4M*`t)1v}%1dx0RKUY9L?eRn*q1aC@AZr8fEg9yNgOB@ zBrKY}go?G?Y!FInij>WUd%ZQCQ4M}sNr2P79w=B~;dzGNIXcD|PaGpiP_ao?Ya;~{ zwg)ZX$-i}<-Zw^~B!%^|j3>Wldh{)LA~kT4P&s`RBgxoKsEmst@UJ{#OpMA<$Q)R# zl_fRj?Uu0*i%}!P=a5x=*fe=VfZ-F9CasgXcE(^iGzSkaP&Z-VOq2f#$bs>TH*Fo) zO`AHQ@ESxMNQC5sD*aD1CG`&EC(_y>c@kH_prJ~V;Xb1#K94kD`v${*5__R@>BZGq{qky4k zsqjN3Ui0P_FdQ}rFA_C%TOOL4!^Q(dD}^>3O6yWE2m=E^q=b4$Z)H~j(yq9fuOls^93CwOv#1VzWqS$gl{z;U6&;|uJ+w8!rGT~gR0 z;V-o65hmj;fO01{d=sAZi$LMO*?~hz~{ql(3-$mHbLwdACXONU6wI} z5)K~nwV)g}IbqnWz(!3T#uL*`&GGTw4V8*mpjwEsy8ni+ya<4A;bRM(f#*h`2o-r4 zP+NJLwH9#>%jzUeV^cg~rIJ1iuEmLe9{cM92adl=_^QH)fm>suYwF=(UCvi;5;}Kg z`%G?*26QG+Jhjclbrrrc_>Dbi(9PosWXzj@Cp)N#MWPgW5hM%M+ zLrTP^PLOx?CvxSEImFB8pX>f*W$}!Vn{mXb`#AAn5{C-C^6x^F@iB8eKg8iu&oq8P z=h!h5aBAZgfyMscmRt!sJbC;X_w#sQJb3{@fi!q@2t6<;LGA|mNoJ1Odi|&VyTC~w zjpDsJ=Jgt$4ERP| z^AXb~cv4(2bAA6Bo>W-tz%|UMwS#%Ai=XeU&Dt#UVbc8X?SA;C8-&dMsoNO{x5{Q5 zhCte69HDhH`Y@_S%unFp$a3r7zb=o8C%X!A`p8b4$+ofFFw?)hmPiP7J4Ox6Mjed%vBOOcljWL96g;o2q+L58O2G)Jgtut zBvhIb@I+fi{UAAQPymLXGzOdf9}H5j@d- z?x9qTf7%02QdO*ZNvj_Klp5kB;E9v8)rvJ+;Oylb zjHz-%?F0B>d>RdEUEyO%YHzz(H68mGs0#`*C^=4|_un&(eXEtyHD;t(UCB=pvw*&c zg!z4NvPiTdbae-o!>D*MZSsV9;?!~LYQ1yccgtTh3Ke?g=v61-1OF_6w0Lnl>u_SLb?DHHE%VY#8IdXats|QI*2j8oLA0+c}QiBYI@Z{-e zIV_yGDGAkPBhroCEu7goA7TCX%S|GK-ZvH0uj7dxW<{`mi$rUB=BQ#x(Ia{*u8cJ= zxlo$)Q7b5%Jz>E8cAUVoI?v#mjSwIZC_A?k65SBMLp)KO_#bD#zs8yXGwVZUhrG#Y z+p93p;|X%QaK>p|K(HA9Z6*&|q>Sw-OyCD_K-bQ-o;$V^w?`+V#421;aa$N3H9k&0 zt-kN=4to+b2v^b=eP8GU_A3?jN0Qf|uM9P@$a7Z-wHA8}Cnb&?LCaB{i<0L;?|UVW zwUQmc88A9%437Q~fIml=u_N*ef+cGhPxhFWY~^+tGfz)X+kwk^IC%Csqf=!w2oTJf zeOw+5o^u>03~WA1oG-50Je)hmDiteTo~%Qd@Mpq@{*!YG$(40lY~mK5NKZVY!oN>eD|^9l;QBnr0J?^ zgl9Q$_a?_Ufp76SI%v*5CLSKPTli&?c!`K)$WP$lqD%y{5=evquO?qk;b8~YT5??D zDxaX_f+uG-JW+28wQFN@zxboS4W1Nl&t#Ti67tl5Cxtp6sEv3pO17v!&`0^JdTm`^ zbG1NOL`YQGEU1?^@F!4uAV1&Wg>)cLswz%k9Z8iSj@oK$+AW+rtK!S)bcP#h3OHW; zb@4d!)OAmKDsfx`o@gFIy&S_T2Ad(CkZOM4ah~KaG>R@2Pkai6@nGV)z)r_BBx-2- z3r@xXux*T-e&+E6=XMcKBuX?L0X#Vk7&H%0FAt0}^A--`tql8NoP?U2@FXJ(Kb$r! z8z_+-2vvMtEO^46_AZVRmkjRcTbOr$?>G?$gV!5=S3XY(c*T>bZzN2H;7SmktX67E z-%E+GsBW)W;0)=!c@$3(+us*=O@=8>BCZ6AQ^*+LobiG3(LusVjUWHtrraXST6}rA z?BGz|vUsOIoG`K9ClgtYNgBX1$dap!wUs1Q$&D|R8=B4_JTd519yNza7VC6-WYpk6 z3zTfV{*UiUv%Lv!iqwuRDV&Q~e^Q9ImwJvCt5^#qUP+2N7t(-$6Gc?yB*W&BHDn*8 z*NQN&M7_DzG;3@MOX~7Jkd!(~UT}@_syb1O%*cHg)(Umaj>9`wVKUCSM0U z>3DRMgT-`VS~Rr@1>i9||E2%-!^)i$ACfwvh|DRp-YH_CH0KQ~6*semnviWPF<^1D>ox4%=TSjxN>IX+<17iTl9GE}8~6o((XR0jg;mhlFJwLf*&156(}D zV)uL7o*Z`|Qwr9OE|R0zbQ1ywyD#qF zSaXHu_G(iaIU8w_7Vz0(Je3ORygl|`YHNwLxu#j%rp)Y4lm=SPQFLM_Fxu1Zf{ z#mg10AFqZKiIsJYND=*66Fu{ZDa8wsA)fR%@np5ThbI-|NfpP*NHfhGC-mL0VLUc% zrg#Dejgh_|>)K?`3Y!;bwt^7zdHr1lC~xlrg~$F*EB0@EV@rx%2gU z`~V*dG9|rNu&?0E8NHND!pHi9$LA+`CU^q#fYC-#8#W=RDGEF0Fxlq5hoJ47A|$yc z>KY+s1w(z5p9IgFfEEEy)KoZ?!Y&KpRez-o%rh7QS|V@hSE>KOwduxwfhSOMSXVVd zw*k6T6d^dxgZ*OoaL#<}t^DN1c@*-KEa*?<{(+pq)}IXnJU&beo;z#q7t{7)^#;`w z$3^-Ar(>nA``*HWZ%`jB`#snA6JgnUU6kCf)RZI;?M2W~_gAu#VgWLJ@J*7?h$#Bv zawX>KO2;z92?@+#YBN*8QaE=|lfpWsrb0X^iu3c^;{?75GxD7?m5D_RM7a5|WCKTx z5{Jry7RH6vGtZ5JJ)ezt13DKGCaO44`|{n7jFVtW5+*w1eWfChmU@SxB(WR_jbR-N zl_8w~G%1oSVq{qKhx;PxG;q)qY5(y`)fNJsW%hs|O0QL#D&V;Qc?EtD>K%;28*#F_ z6(<7<6QImCi#!$w4=YKYQOx8(Z{Ux^G3HM|+7!G&gV5f_dL=c>0X!-D)sM_%Q#>hj zv4R?>B>mz@$QUF7ixO6i1Xov(<4QkpNTveA9tR<5bXY8mINlM4W243YgEN7Tpd^ol zr@ZZ$Hr;T3@-2AM6MsTWm5fR7L{2smKblEG$O0dmPi$-P@`P(JC?*V%ua@NnPQ)nA zae{)i^6obfpu7$!eHcnkjg**IQ9O|aeav@7+x{YVxL(WSsH$CR1Qvk8uG9J@X~8Sj z7+2l37cB>Psz%&Kl_`Qm^$sx{SzX=7liTOcKI+zy?3o1sj4Erf(t&w*Uj+dl8}gHv z9LpUI6yB<0wY-V-z-&8Hs}BI;5S8J-nIoHk105%X;Eq;NV=Q>1GmgOy;s!Atjg z^~IGruEdnQ7ai21$SE$9tBCh8T{@m?X+yn>pY@o>LRVSpo%tK%WFVCslJC~0j4XV^ ztRW{9^zOp3^xWgg2gy%nhvM3JLexex=`m-|rsn2dSC0Nt(X|%1#Zvx8C64M(1PUTG zNWhAyeJm7NA6e5EiIHDC?3HFHtKvd%ceNf?>`KYOAdeN#c=2N89zWy^G^v+0e_}kj z5-0uLIB`UaQ2&VTGG2$G;wU*SO`ZYagl<_Dk!M+bn27(xK|H_B_X?7sHBVJbYy{LpXv&VWy^u$L`5K0 z)YM#v#;%I4X*nKF+iyH~BEmlD1avlS3}Bo%nnZ`ST#P52l{lw56x#(~dmS`ZPjk2X z{te?-r6)p^>zd%G2Bot@@{>s4nw%w?%=UdBeM%fYkvCh|)O0yx9$#^di)$j^D2`Kw z4Mavp$I9hpl;FV&vG1~voRTtqy&y< zHAI4M-H(hDoxG8;m?B=@qeA+{oR`)+iJBzTwCZ@2dRXwGwt$`_H@T2C7E8JJ#gSAL zt5v$G7RfJ+5fqtOlU}$`op^-FEnW8F^sRX;mBklvV!1c%BxtfgwBb15%zUg>`x8sO zohUk-IOW8voPJ=O==elfWv}^35%~N#KPkc>d1%xWt7HvRvTHbOE{#Z)Re+SG8us33 zK)(w98LH|J3hoF`fP1ZwP)qOx4j+1hUynzY348;d^pc-k!xL#VVzfkUM-b#URUQ14 zu;e8Q#gMqb##k%foPT7 z^Y4WIps#KJEV@TBws3+f+TL+jMg-vl-&d&g7Lk22SHq(>i8*K=_>+ahS|pTSMdKGC zMz~E_1eImNysVNOR@B%xBoMtiO6tJ-H6vMkh7;F@jsj6+*l-FtijyPfC#M^Da=wKp zsDh921cSke%*8^WIBEo1!^)+09pMQWmK(}Q#N3|!*^=GH+)cK2`p!b7`)%S?AGKwr zw-P>~Py2uiW-V&-MSa25!lgu)iiI#qK1)mNyE8^<9lz3za>;t3kjIj$8An8;gk*^) zmEy?_`9Se>n`fiTs3#451L8U`$;Dh5-@tJJz<=UY*47%BWVidFyOrP zW1E1f(^1@tll){A@I=o6vJ26k9_Og3>s}Fza|->kBJ4yjV%h7BVYFfucLhbtD|}cVu;X!CeqpC zB2wII((*&`MA3hh^yrfDz$^7mlzN8n!lNok4B|tFnV5L@8~gY~xlHlO&fNautQ2j( zb|7Osv0=fU@>M8xcFe2Wi~QuejC%Fc(~Wb7>zxjGRjpSdN;YE;eelJv!LH5uG&T=- z0%j+UvskMGT^-w0+vpCZ=ksImBzj~Mo}&+!F!cd{N$H@kb09w z?PNK+bfNn#(Q6oJ*TlM)<+PXPbD{!<#8k~2~YGs^!38rpsZ!+HRUK?Dalmlw$c_*%+aL%9hQMuCS)(tln^c^v%e5e z_HGf2or~-4E@*Sn!^z}es08DH2dQ@qH<>#Q80{TjSPfIS_;Y9TBhWCA>Y0)~rl=WtV*yDPKLF z^!M@PMjlIgHk-tW)HYl!<1iwLs(qk<-X1PB;mJ&AA67gfVPge~$lJu%T$-8F4-mBV zGO@KGN zHFczDgMczWLikvy4_`DSzBJt|!ly=fQWTMYA8MFZv8hS8juA~7-D@9uc(NYojl#P~ z7*i+}9Gcaac`RP48(m#$yfhw9io1C7awk8jF3ug*DG}AjAqsfXSTLSkOT9DaG#rY< zUP!qSme`OBN1iztNcs13-nv&3>m|DMolu5MSC99>|3slk`4IWUq~jM2S1ckyy;Hu$ zTu{}Nv5284l7*`BnTjVFyI#fl0~f`DCrx)dk6qn6cLoBEPMKa{)T|~b@gawfaLq`| z-!`m2F(xo4taG%&odkPOnd8Co><7fjDpsIIUTIgIiUOW!Wm2qk$u=n^m0k4G*ymr zd+rw>jU$IXreqD*#iF1L42r(-0|c@O*L@*gEn<3vkpuISq0qI+h1RA?c^utQI%d;f z@FAfxe{+F$X%kum-JEbjeV9Y%j+{u}JM|{g!5YMqd-=(&b7!?(D4t@v0}d0NXO>8* zXdLi>cyfMmM&g4wdpugA^rQ=u(JWDM-`An-74jrV3X0+y)0ObCD_P(eZM05u+9*ai z>%18T{kLFWA7)tl>$~7qJTv0oxaL>Tb=%lb!2eJA*wsBe`QuGIq5fWX?`EZWY(@(M zXVo0?6GRY16Iske{0ZsXfI+d#?FjX6E__rIR^lcW2TvdNs`aZFPo6bO;*ptRl}vUP z3H$PGS;*~lDjNDIF67s0ps->*x!_6gwwGI{QKR|Emm7F;vkuyuD+HUh_8Q7yYE+jE z)WyP|AYVez=HfQ7OGndHwd5nG`RxTLvP4PzN|J_6=%Ms#a3XjT?Sy5kts)#i32$E% zt5@4LZ%w0O^8VVqY3$boc(Rx{C&f@4HTylfe|D}Rx&7*veZ|c_a>qg>yC7o4kqub< z05{-jQDPo@U_7y|V_AV%Ds@K2&>al~s@$I5ZGQVWkq!20DjqGQ*NiZ#jN|;IkHjEx zb5AMQzJKFVsBeRl{xUoguM~~#B90Sl5_gNJSj zQ4|8pj1JbBz+$Bq3r;0gG>UBrp17{J~>;!m*qN6X(R z6ES#KI_lNg;JwA^>~AhCkn5}c{Y$~SDA4*CPo7sdjG)84#Xc(En6AF^6ZieS_=rXR zQJjD&)>Zkc0s!O5!^^kf3ECBq7JG5-Bw9%MSO;rdB0PCHA1#`NTCyu}l9?Ea4qk{J z(i2B`@^3#NkL~sBh{h|@iyU}&*2e}xicW{BC_uz3Dkiv2oBYx!S>1I3EP{f&H}0)? zVkRC#zlkT0x6U1;OF+=*;y9u9fV=p1K0Kix_#xm4+U~PmlH(b|FrGnVty9l1Y8e0a z0+c@TCy8@d%}x49(u(;A<|m8%vWU9?J!_i-_20iwk|LSM!UO#psL-2>Jl3W8NqkX_ zkv#U6ozl%X*^8a0r47SMu%Ry2CAE+xw@@6*IIyk&mAXX28cJr#=S1XePF5PT`>=oe zw|3r=vZ0VwHmgL_8YX$9?u7`@KH#!~2}|sYz^X*^p6@5C>Mtvu3rh^dlP-*dJ9iIH z&_0&xo#$_hlb`k%WJ!=K8J$Ouz8&nLgRxQaD>yo19jjvvY1&u?85KI>anI(mzp?X{ zv}UwER=N7_Eyhq_r#I@B39MV0*t9(T-uC{G6BG#1bb7rH1$&qQ<6y!uiR! z;>m!zg6lL}m}e&Y8l%N=-@g+u7))tm#blGp+FitwIt5_i$ z=(SZ8Bmqy7@tR~pyjQQCB3?N6o`g@L@*WZ^>jYd(@Tf8F%B76*2f!1&|65}^j}JHS z1bw>4{#J`88blVbtGql?SSetjM)id3Kqzsk(KGcc%v8hjelc2Q9tQ0IT7Df9M;Dc z)kSpfgykAV+zb}6kc!KSca7~t01+<(yGU5l1h!hZ79>|Pu%e?paPIuJ!h(J^MB6BeMX1ECcv?CS zX}xm^CsLDWBkg@lSY(yp#(pj#nJK8IVp-oU?9e_d<^}@!h(Lmz%Ffo zi&ZR3?uA0Tjwk(UX$vhi@^{F+`&H2Ur?C-|6s&hLu28d#$BdJ%F8YX*osyCK|TkQ4jREax~OJbB6?A3;Hrqd|0@H+MSmrNoKYZ$YGe{SD!yNLFNB z9z3gb;dwZBhU>wRoKNpt4kvID?7U)e)#WYbLRlh9*$U;f5I5bPH<;_XjBm!1c(T~B zX|&27QJ}=?OOoLmoGo4-4m0(OX@=EeDudOvQI(Pl#*Z>iN+QYME>6VNBsE04@Ru*b z?6*YCD|pgt8d1C#Uw=i0QiS!lS9K`Lv*E<3lXK<$@6}VsyYIQ;bBI-93D(OhhZQ45w@kG$@hWtb{D}C`j4xXq$UR_mG zhdSA$oj)2okFK3HLTA06pWMU~&V;EiK+Tz(tSlhQ(KKZX z3%iWN#tb@>n%_)V(68Q7shc+A_7K9VcCVfWkL89)!C)6d5?@*Y`$m0TeVlXi=tZn05*6G}+Rqt}d zlRy84*-6Ykq$kf1ZCy*z;dMOeSH-IMuBT-m4KlB;Y#F?RCpV@?eR|9Iknjd?!V?|^ zvIG`^II)_$;{PaKz&|!a8MWdG{3w{6pb7gT#}C78Ji%dL!+1h$ zEF1TcJsXYu5$O1k96=tt-pD*4#)%~_zm9ZqM5-|>%gcEp2Yl1~77i$VFoTVboUng9 zEQJ+|o7fHdP5DXCR~O$2R@lO#NUhzLcoHwhxQ{1IC3e(jcpl&_4hK1RdjXj+HX7lH z0*Ye2KzJQYh6 zNg`9&n0+tajwjmiDZbCiBgPv2s=rnl-_K9nZ9HMya*rl24`;ZYPBW^qb`LL)j{+o- zW$J#P=+}6m0ns!hmW9_u+92M5oGlCI&Y8x+uw6|24uXs0=CENooZJk#XC56@V?G7WwEGdbLg3al`*`-c0$R9 zV~4gkef|wrzXkUYoF^8ADWq<+J$SKbI(SllOMVhWMc;?H?<3>%EB&bz=O?TIu}j^f z>vWq1KG79V{utR&!`GK*($1VPaXkJpzM)2dAx3uLtCHdJah4svAfs?1xlFF;|aJuZXQmoXTwaE zCl)!4g=lf%*kRUQEX=?ADoIT)Bl1KtlY%NfOi_x(5~cV{;g|dSn=k73(4X}3OBBnk z$QN}nHiC#<`xKF@t@6d<&k?@!}Lucu$5S?;B)7$Wt+6V$y~ zI=4EKKa!l<@+M>J5(34#-@qw{CPn#~I26&jGe~^I2a+B-#kcf}zguf3T6`_~-c^#J ztX{(t*h9;3QbqQ$vL5h{!FKu)!bI={*77`Gi<7N%oVo6`otRORD4JGaI}Q~1Su)rn zxmj;8P|l#YrxqX?Q~p-;S8UFNX`bxM0)G#!yv@uWG# zNx%9Lx70$k*M;pj1LgL)qktlN`^4^1@Z?eP3MTRq;0Pi0y=-lhbs3K@&(Dv6K6wU4P4MLE_|CxoUDx0Ypm^ z#x|pIz?thES_j5jdkh*YKd*I~&{C$O!h-MUY|+QQ@-oq&C(S_lNl*F7LM7Wr4dZXf zPu?F+`q&UTXiqL2LV3PXX?hpjLG4u;imu=J<4Hs08DYi$<^1;Xx}B1WsBbf~PHzAk z6K#>)JYbkSak~&t8k!oltU{qpE2^Uox_fKE*`ohmhr5W5uhLS8BS_&7i!?U%0{=mH z5~94nf+t~PP#-(=M<)y^VJ$zqvGTw!56#zfA&-sLVmworJZl~FeBCBTq)2aLWSz$o z%wq{pX6gZv;@;9gAPpOvaNbC@BP)1z+4pz0klAv{Sc$6#@$%`C<7< z7>X}~s32W1xC%D1vLqv0+T>gei5tNapPxKpMa-l&^@o&%gj_0Hp!dPnfY(Yi1x zhzT4zX*jxs$cK@$vVn7_<$f_`Cz!*+UrQ<$K%Tf178x~_#gLzTH(^1quVP6lNluhJ zK}Pm+;46d*;>i!mPgX^|nMM2*qU9>9bm`m*@B|`-GS=9*&&SO|SCDhPL*rc7!C^d+ zb7y$I#h@-Aq_!;6MqybRRts9H|-vg zk7Yc0Oz^}XKdT$(4&w<=n%lkL2@i}K*~8;_3KTIX%PQJlJhPBG#0e3yWHj6nL(7vq z>><`XQ;)7I7DWio^MRc+vo)6E6fjwJ{Co`76+yX>h5>0!d zYa7`eC_Uq3E&6vA78J>>|0?26s4DJ>Vv7@$K|OQ=XZ~aGM8i}aeF}A|UB&z5VocE$ zUK!@GRqWciuo-STv_C1LF=7gm7*7_ZF}$C~i!oHNBgm??u=v0lHsnD@mh2vJ5?$~F z`$M!Tj_e9(Q7!KU6Ck3DmYv%itn~Wcjs@KKjddCW9z0a=^uur=T@Q0SKP*4#Q{ht) zc4ufmJ2`Ub+;J}H3|DF@PUzyC0!sC}ke@s%#TM}7%jqJGWjtAWzM+ytRMpt$@vyMP zLkII_(?FaAJn2ZFgt;#b1aifLswLS9XxYk-C2hO!fG0()W78E|NyVdqLQyg-?L;CT z^oQ^#eR|TUr$yh(UfMo5Z}hq?$mqH>8@BL-{3I@bsx9WFMN;ojg{-#sOQtR0$z9!J z*xH6u7a8#<>m%XG3`{=u?+g=dl-jbiK&=qODd*GoIC4}CqK<2QB2g+(c!Ju3 zA-w}o+^C7PTAi1?0N#sSe5^ic>D!V|)o z$6+Zfz&OFQghg!j4ddt_u>^Pf^}N%5G575xx{f;>Xj=4&#;JiN=XrxR=ukzhJ{yMYiS75thK~ zfG6q6Lv?Y-!+#`k6%$gmq2{bM?4PrUC&1fNenKng=ts0Xpn;+SBO~)pr1n;={oa2C zPao#UdsX!$vkc+P;b!0Ih;jW7!INTHvvFO&y0Mc|>a!#jaglu*mLbs^N&kZF z9(NabG9-9%EkCg=Vj~i@Q_BKoQIH#99V88U5uQZ(i7Y53R~<*rqR7oUN^hLyp>!6= zzPC`RxF~cYE6u18&k(|swTvf2+70}{{heO&*~o14+8U@JQt4AG9Fa~Na?X=(K3>&a z*6*D0Yyq}jFh%i%;pHMfA>tq7!4aOYX35IDC@S*lTf!VV;mMKD9r|1~cf(I4RUEOh zozQFS=SP3OhoDW@YK4{M7efp^Q}#5-Q&8)ekDs7{>wi$3^pXF09~$0Q@I=#X+DjWX ziY?QoT_8=Ystl@%?N81x!TLm)d%_dpPac=HTbA*J{3*z9m^cxc?=qZqkn2U3=YS_% z?>t#iTGLrbnBvG~iPb2b2&%1YS#j^~fUNHr@zn_!CN71=yttYE?wkB^i8-M{N|Q3>zWQd5wK?WMKDFMEcR zBANI4VfhK8NKq)A%u1!ZKZ)TH8g}Z$r*;?C*%P-yHhyByhBVtXJb7U}dAzVcxlOU5 zB$f^Yqta zGQLB2@(RJm9ywgrR28U4Jf5(gts~OKYH3W0rH(2dJj?j>5#z`AU%}JsAKk}xb+(`I zq@aHVak8A&MkUV=?iWY9weKNGAXJhql4{%Mbo&lH=n0-ky|cuV^UFn9EOYZO?$HmpK@~>L)+&_1&uLl&`zFYEaIQ9pS@f?zrUh#yqOG|q; zoabT}PqM-h)VdJP`j3r1CUFzO{Ck}Tq=Uy&PSa6AEfN%?rLZm^#evfL9nT#t4SMN@ zTp6F!DKCbTUMe2y^$?=0!dB8>8z;pt|2lEn>ihmpu_h&i%sqs4C$xdh1TPfJc!F{y zs()!}^ilKM3&B0biIX8dvc(aiR|p!mKk1kVF&X72hs`+4zER7WEUxsj)C{z;;mcSZ zCsf2DXNz~klV~BA{JXH_?Nxu0JOo7_>f2i^oh80Sc-|*Y`Ut1{h&?G%qk=&Wo*@><@)1PJ6fSx=h5Y4l60N$u zlnoSbIIU#m!F3|`TAZkRo(;|chQ}TPMeE+GymBHyv< zm9`RN)tgmK9^uIubkw{b&~lH#iNFA(nH;V;MtFS&3EJLGSP)f{y!tcQI4?t9e7H!g z^per`f+vym{#W#O`rE)!yz%ShH&9vIt9ZhycVr_hhX(VVHnfp(9eMz0K$pLaCyzsl zCq7QFR*q>l$xkfKkPG$7og8+pceE!%Xj%B4Sp#@-C`Yb~xyHdJ52Yv4C!!xZG>u8? z#6w^8y8QdQg^6@nrGr|e>uUNz4B4VImas%HrRalVmg?zWjwkB%wklGKzdo@?zgNZZ zcJ((J=NlI~#e^r)^`qtx!iqeV}$mnWjxEHsQiy&IUQN=d{NgfcSbH_$20wF*7+q-pk zRGP#IZMtYj$ob(SKZ)|$UUUYs7vY!UNxBlb51OJ>vv&JT>Ujz>K0>+ zy6jyW#(fbl?&?=zUM{jdk%msxFy_jbMQ#JrD2OS)5>NVYhR6$P3ly(>9e=hC>b$8g z#?f!fi;`$fMm!rXB>uEyq>KRXDj`Vq9YvD-u*u8<01-nOQ7*7Hp%PB9PI#x`F zv9w0wAK7}!V`UdyH@#P!gglQrXUktj9-E+Cd^+^NCdcDR zex&@w%AsSKkVV`hSJ{pnLp#cIojCe^59ci%B9G>8RawIGqSVGokDWg59;>;Z|MyGr zq)*O~e$kukS66G}*tu3Lg}(t$9JgItR(s&~kufa8QsF2FqpZ!eOc z;IxG!_i4PqVcCLR97^bITvce#W+gu{EI7ajG4k^|?H6PG;8dWsG85R@>HVB?WMo^{ zF2;s3gY^A|$VzE(3k2;@sM-B5#uIhikwc`9GSt=0P?1^2XzK6H`3W`FtaZ_Xauf1d zTE9c9Z+MGageQ+fgeUVe#mCFb;|t&ZPIy8|kj@A@IX%>@&9V?0+CUjd=g4+zm%p&T zz2&k@l$j)rp&W$_b2_JtY}e7fzL%p?pRSk=EgcaO^kRrJ+&pulgGUB5`r+5&N%B^q zJ<5J{gkX&xH|4J+IId0-P;PzsjW2ghNaKu7&Y-c23fzH+^TM+FOu z!nd-bOQWa1A)B}^^KmjBB0QOe@$1-~O&0h_d&iPiiFPHh^r=I~g7*+U7V*(jgd<0I zd!bO+(tfyoliIkT{ABnQbunLd*|M$-nkoh20_YM}*nn{L4R|6Ir=C1E&T1J?I6vv5 zI6(sCK=A-^^3!FQ;QNcjl?|Wo(pe<=0)qf|X;4ND{K;nBb~0bg!C{F*u~8-~tK?{j zp%ou=M5%Xc822*6Py`$JJ{}bfB)y0V?uCl#P<~mQ6vgUld$-rsr+PR=QI*;q)7e=R zZ(hVfZb^J|tSXCp$Yj=Luj9!J$HVqUoNTZ0vGF{!PJ3G3*1`6%XwSCky2#(2vlAv{ zX^zA4OrT{|n`4VMS_=1m!p9=ozE)i94IhFowvb%)cA$u|ZS|}2*nU~6^s7+#2wJSJ z22`)Tzi(JmX=FubVAjGK`-oiWG(V9z@#XN#nd9N_H{yiroj3XSk*gXetZ2`+UeA{F z_D3T=Oi>HlNw1kahtXh(mch~DQu}VgM;Wn|=V+gJ-NjY0@F#cCWRRxu8~KxEu31D> zy(p$MjglO&5L28gWILMA;9a%63c*aU^e>~V&}rAm@$qf_ov6-n(R2pe zF)9t_gg?ckpDh*&O->p2Ss^<))rBR@a2GQ?<`e;2zo?&1LKio3}Y8PFPUQ zzBv|`d(ly29q&PgH{Z=sDU3U$>!4{PNcGB6+>dS z(vb^+kA$jXJQ<0%f1)iK0xCQV&6+kf-$FM(uCIxbeIG}qA~em!y>B6QTw=*9phDz* zuRPoBnxk07CZr*cRfS2^=2^vW$;KD{@rzaL6&s&FZ`Mghfx)GOy|nS;b;dECJPyz2 z88{LQl>SzI(`X;kKP z*~0%#LptZ6CM|reX&V?;!mCVfRxGMCZ3eZxnsq}gmslk8;M4SnbvFC9P#8x z`N@d12z*k;0%|KGq*@YNa;GNVmlpaUo^0Ri*y+Puf4|s{alaD2md%osmd~C3Mj8_7 zU;93(X?lHkUtAMB3Z4{-C!wkj?tS01WnE|tVM?yqf|9r(ge7Cce!9h9`{c4R9?f1kA?XiZaCpwAX2!Z$7Tg2^^avD(9*;j zG>o6$DUA&R>PT}E@T0hpvAq&1ML2iv5Mm+A(2E-gk&7?tSGp6Z5a%1^d}N430A=-N zNdeczvQCtXAanjqq3E$=l6J9uKVdO73yUyMB4)?mked*mbh^pWsKN($=dkpbKAjkkV@C;hFK(kd2P3OuYdpT0_e#FRW663D3&coX$>`i3|W ze$8-~#mOT3Fd7I~Fr)F}%b$zKFMgWO)Bxl-nKl7W?(R~d#$LxZ7Z!Oov{O1BJMI@_ zEOlligL5N!3{7Y7oB*{2t*UR`I||y=+)h@84^rxUbC5(;Pr#ERm4Zmo!X!MCHUa@M z!q>k-*scQM7UXMzJ}JIw>!8W0WoyNZNUtGZM$3NDJF!!`cVqhP;pIeKWB3A{LT4p` zy*gPeyWqe~X_qmc?0EmqI8s|7&#fJeAkR2y%e$TJMjB_7!3_Umw|gI|H*f|?zp2{H{;9hc-(dV&wK+0wMf^z+s3loPuey5OkkiX>8E+-L+mGs3A-*|Gf<;f?7vDCVY|j4nayrdVCx31{ z9OwD`be{d&u=W1*;Q#pl!=Ll~#J}I&SwrRgZSLP5=h(kpWTg0yZ`rG4`+r=j#p4`cG`!G>>OCC22uZifsC3Nq^$?4?7 zEg)pg&RXB)=RNy7dwxNYr^-B|+w+y1e8_)c^p3|%xA!>SlDWC(^aJ<4j$-gxzCQk? z_*arKEB**CqrP!}CjRB{p{LjUl3qiMoaK|QJu3Ha4**DXIq^c`b;fHCFC{Sj`yOU` z3%~Ixd{2yI_+)+!A3Woi;vKvo%kuI)L$@jQDhAWIue@2ohWX^&HbY=CU%ilVD;Q#H*|7JM(g@N)qo_z10 zd-2v8FaAlR;3YafmVpw7#_9i$fgf@EjpF1KmKlrS#mwz$8I7^cDEMIo*`lRoEq(ba^O=!;H7OG0RT+x3nlGa!2 zOZ^@FWuzK=ewpPv(L17VtZ{%h|MuqmUuUgX^hXLmXZV5T^}P5!kQMSj`SbU@y-2-% z<$Ccyxv1A3Bc>XjwHAlJ>8H|H4ln$X=hrLy$Cv+t{>gv&+lv(R(KnD+TAlMQP+<** ztG}p0reuacGhRSowBYag1hfYH!PhXj1%q6HXAzpS)*Ep?eoX$n&+RcH zCNBO)*W_`C9(~{_o&(SJJiPbq5g$Cd{gQi+HyR zwPin`y?wXqjz^$gyUy(_1cvP(Ot5FL8)qP8yQB4=;_r2uQFse>N|dm4$I*Y}ICt|1 zU(t2`%^k;^zmMaNepr7`{*#VT^!dAaCY8w0Cx3znfcGk;yUP<9()YXF;bVmt?qj~S zXXaRj%P!RPz=1!WNjwHx!_9M1Tr{6_<946!-@eb=OCU_s+~xB;;+s?3ww-H@8OJ=! z&798wCWnJIgD*5mzmj&eogmx{kms9_5lkO z;i@gI2n%9Gn+Q;fFe=;^7vhuRags2Bi?v;;K}wOTX;l?RC3m<=adV1bc%oIaMVr=8sni20aGsy}u^yIU&sH@5-PBuOQNLPTa zNgXLnu(jREK>Fy+(b?Rw+--;M!!(KR!^uR#f_@d6y>FXtN(MuRu-L7atp*A~zofeY z;f8oZ2KeFL2L6t;+=)fFh#_dLB9>olX)Pl=j0(eULgCo@Kw876;mWQC={feHE%>Uo z4Pv75|KLxTL4aiVZ1+*)By9Xet!oFfBzA9|* zNO3}TNj^L?w%sZ_NBYBax@uVU=@z7BrnpAKdX!$k%w{1B>FhEZGG?Uq3&`g{4wPR`IEelSSjp~ZP z7AT}svOJ>>+lz54?Z)xBb0iOzj$GJikq^1;xI7vj<-so}H*$RZw?YSRqT!oFPIw_Q zEn+pYI`vU**Q;TlZeJR1nd1zvIHB;lQw)opq_XnqV$nh{BUO)zXdQzu8DK1%uL9&J zJ|8#^!Oo{peT%LtE_f#CHH1xllz1^ZhD#SVUi<%!abSGiMNxB}hcC&Q)RC)q+m z-|#ZCVJ%7L!b(Csoj6}Zjw!s)7UVTrKAP^`IDfTuEhz#$&jGSHU*p6 zE;k*-`)+mAt7Eey(#JBM+<9qrf=Nj=+Zk!69Cp(7S)Q@%`@PzRIff7Y3XUQ}RV zu}Q$)I6IV?bG=w%IW9xwAy9hRJ$sp>$h>(16!Gpr%}@FvSw}hC43TK2Pey}9DC_^b zpUMqlNHiL=o)&?k;2~y$oTnldyGImP<3Gi}S#L2O9(exiX z`k_B#Z1ZR%&o+NtWP~RMjX_}^kOoI-P96VsIw;n$_M04wc~LDXw$V|k7eUyn*FErI z)=9;Mg<7!5kc?K2yx>6h&8nt8GL4M}0(Io87vH|wIoH4oZw1rc-x-UW%m9ZQ~d4Q2@9JIMa}Uk zs)PIwwL8v4(UC~D8wpR;-$u3?La?KOw&Yba2B#bDk1Wqp&c>L)i{Z z8jC{*Sls`)kBlHBU6sQn+JX_yLi9QT5id*OEP_rG-L=Dj(g&bmr@lc~To=8LaTJlA zft)*oEcz;+!Du=B`T9}o~z?k^A!n=1_H;ZPsuukp^g$TqfDJb7DP>|TkJta&|9 z0(aueF#(ywvC|BQp5hXdGUa6!w=vHeaHLqbo#pvr_U0mc0$P0_rID3s4#QS$>{(4S z>HdC7P29rkLi7AStUfEE&qvM6Al8uh7>kEQ5(3GWkd6J7(VT`kGB&>h|<5wE9ZKC0z4a(#YoTM zg{|;=*LA&azAau_wVmdSQ%f6e`$Qo^-k;8c7k;H-f3}@L_Z+f2V0RtIE|gWop2(;= z`-DQY_@8y))Pt#|WY1Z6cOhp}uOr{Rng{oiorrH%iYNh3ib6bM*)d7&d;=w-$&TO& zFF98JL|&v7vIdR1d8(-=@@t1Rr?F*ILyY)~C07cZ0yf)WVd5tYom!>zZ$Eb^J)m|GK22o?4)zCi4&UPpj z4r8L&$iA57M|oeJ<7k2NYpZk`KQh8F^?lf8j}vBcBzk&;t5Tq<5AKG zo|q1G3;&5$j(lR#q71HeDl18fWwSxqBFLMe$k{?Cas^YOktXrdTJ`Y~>WCMUzJ7n( zqC$=BX~}g=&LoHurLu+c_7Z?G&CBObnxFLSJ1a%8%!ckKrt0xUQ->#V-AK(-Zca;EvR<<+hkluk~!8Uk$bD>kLB1(Q0rw`F`1I-lf z&j|LzpnF7%KB+3io;6<8qo+!*ynR$xN6mm<8%S~rDaTTTQ>Ta2WJZ=m4jq3HvL?%O zlV`OYJ#g;$Om<1?YT@^W-g#7y60*zkny?z7)5H@9{MJ#J_!|TX9!L^2O%;wOy=4L$ zyf53?J6oGfg?5h<;YrSZ1(d~FHgVH6fBn*s4DG$gf;rpA<>V~1GlVSm&# z%~a*SY6LE$nH#a*1pa;LTvHR8>yR zpsJBip`yt$Bb)g4@otNYIDwoQez_{-C%9Z$c8n2!B7Vbc3#tyGM4<@LhH;V-)BQ?8 zy9ffL)nx&zQi5n}%2h+yV!@vZ5vB*v!d^$KU)8e}LgyE0tQ2Wcyr@{+9!ZDb-?zKKA^d79C2RrIM$UTE_$q#pxa%ZU*8~ zV_dEBHFSm5Nl1qI<7UqiO8Ury{H`xS(GNq?`{x>56XZbcsnCfs6y;9@PliRH3=x<} zIId!c&($8$gz==T;i!Sz$E>MZlT|tAdYGe>{^*IxKZ)qqxRYWxPv*KM+ZDPEg+x(P znZIOIJzR!zC;zIVHnWjL_|iX;)><1`$YZQn8^aaO*`DoVCwPLg0!tg!X@3toDrJT^ z6mooIS%GD{9BOR(1MENgqzlYGRKXjfzZxmMI7`bJG4wYqKMRQx^;3+VoouS8kP;;_ z5uUKxiCfQcD?03{9EwE4%RTP_OC1grIq3b(!jm}9e3(p>q8zZ(6Xz&J^z+{LFNZ#_ zxfdA=u(5Fk8~$S#w7aA-naNDr$%$!tZu7F4ANCzBog7uu5}x?5nW^3(3a#Ukr(-`^ zs^G0KvAhQgGg(6w58%nMSL-a6JoaI?Ua+GoibZJ=2$5G!PKszZq;7^&`;T6~4QP*| zFpz$69}&HMn)mR6(pVK4<;uPyMy1aoqSxTe&wZR=203E7$Rvu#6raovt083Un$zEf zlX)2@SMek>*SI+SAEJ!4$EY$?4#GsrVJLN^lmPLNf13Ja){G7B3Rokj5AwEQ z6;(Upmvb*rpj+48%uk}I$*ys>ZW#z{&qv~qg$jw8d(yBuS?fb6VZ_FdUHm}KhH)|q zA3LH38%r_dbtzM|Q0{Ps((y7<%2BLXKiUpg@C4#fHq;1N-S+`cR@!`#AkocS#c&^1 zinwV~sC{E!2%hw-3)9)62)csEC{nd?vP`fTH1nkea~hNb5+{d)96C@CBc|jT6{L_H z5{oVp1OGBDkG0&neFHgBKAY4${BC{{N6C$limGgL#Z-&+u_!~MV~ouEgzY0q6x%&k zJL1{SEKy=Y7871$y2$vJiXdacMoAIMqM$7?vJ%l+FZv~2-lnApJ(0!Bs2D6kJY86VbfqQ;x{qT*L~~wv+n0<6J(B1=@9AZ^VgACESK>c zt)wWJ^lpoYiCOild*n&6$H}fX*Gq{le}2N-M2omMl!)QK6DOJJY;r=eTe;(P7SWcb zrAa94$}o=c1ZHzc&(_JpI7Sw+u7*GX@?He@boNLC8GjdwlYX(jt=HTnrN49*C*aBJ zqg(|aJZXNy62q`ox>zNGY2{-TPXxs{BjMg)U~83BfuE_H>-9nTHBL>4jW9MRrpsaJ z>EUGLj^F`jNw-m3a^W3#_0X9^ev(}E)E?9>?DlZTrWtyLatVr5MeOOUia8roMm)%@%kX@q{1H`X2xk;X`Bq0T2OGF{4 zW!es@Wa*AG^-mZhbKA~zclJ`J#NiP1&P2Ow%Po9`Pne=Of%Hi>9Jp&~PO<}+Eym+@ z=v7`3&vuk^XCyCb+>ODS0!wXU(iJGt#_JV2n$Ex^3WZAgj8U3E{hZ_7p%N%befq}5 z2HG1cbXcetIqI@qtVxjMCralPqK4}OF~fjU3}MQw_;QHVYt(;b>cqduNpMk(lV}-K z_*B|NXw2uPl5>aVymq9*#xEoapPEjNailV`6j?UjTJq3#uyS9kuoXsgevAhX`_h#UFS|_WFd7W{`4P$HAK%Z!u zWK~m`!!C3^TC#^&!M^B+H?CdM1)_3@1p%v!J*@i0h9nLY(Z>#&6^WiD5QO@8+qq-{GNy8djY-52uFyFQX5p zmr~PNY3I@2fzAf9)p8l*uB9?v7p)DWr5Q@*Q=nv$#~O?CJHVe{DQ0=87tL}IgdibX ziHe$;dmA)w{@nTda%E^RfL_HXLReQV^H{}=9`Uka9JS|q6|ky-c)yfBa+FBDBS|X{ zp9-xf>`hTD@MHintcJ;&dOF%5fn*l0BDL2n2!}9Ig2Z5rBR$+njJ>w6gbCfosiXm7 zJ$JAQjtDluuujrf!t)!FYwrGB3X)XK5(JRU*i$w^v>D1-kw^hNsij{`bEBwxBhG|I z{V)p9o4`2T?I995B-$MB9`yJ0x8w=aN9VB|3flN9RIsLD^R~^9p$Dilhq8w{Y`lrS zQC#nEjPTr#3LvG9Vi9);l>M&WtRpljF*&KKW|_kpqPO9yMl#3)2TGwEdT!^i4g4AB zwq7s#GL=d21f$d@?Acx7q*L#K%gUDv)vk-b9|sYQ_E5pyWyGJ9%AXuNR#TCn&5_)` z($aZ{wd#^UugooC>cUo0zF^SEfp29*;BUytpjf3Cn}*2_5);Z#d<`y| zGPBqO$_h3J$4<#J+Nbr_4zmsGkc}?9)zM;7DRi9?axAEfng$<((U-Mn*0Wj8YdYfD zI&KA`35v9gU9??AAt!M_xwd~PnltaC68No1QmDsKyw+0?n#nM_Ai=upyR{?kt ziLZC&+$W2)t%f(&yJbQF-`pllYv*ovgl>)jMXf&C-xqCE2^%KyYe0vEfnNfD!g$gl z-C`&!ff>_|oN`zpL)HhKwvP3WIG`-nx<*bYiL9Uxmpz{Ldu@Lx8&iblS`bhM8NV_$ z!y-SC$x}XG`p9Xk5LP&Z$qxB7u5{$cVGkQC+1z+B{cIq3U+AEWF7z<)h)gVP_g&(&3}vFFx%XMLnBg%L3jg zMJcS4!pX{ZDIGRuez&=@f~QCp|Mkgnp!>PL$(Svf{p-U7kSuXb**tFW3D3sKYGk7l zWN#5yJ5UC@4)t(}Cr(*q@uO~7_X8ON$y1%lSe#nc5rKao51s1@>SE`US05p{uXZw@ zr(EwBJLMquA~et0 z(VH;!N3B2J1`J_RiRgqpYeF|Je*R~iLST8UVib=nUvJG7|Aa<;I0u~jETv8LC-%z1 zQ5qdLLdeqYtyh%@H^?{X?8;WqU}b@XD`mSLA`Rh*Gqk4(sTxD=Vt^gXB5%T<~w}6K6y-oCeB77VKPl`bn&c50NRHKtCt|daJEZ7s73Q|1b^hk%93%SQ3?l<`i z7Rh>=HK*1eOWIjzN)~FASBmH~iWeHxqY(~Ba=xxsSJfw!!;T(OM$Tm4q(4cTz_K4s z*2yluKD&)4o#pk&=y%f*zv2kJ_IRkEzlA?eM|`^Y&&jziruBg`5Qv}EbwuEEvzXDu z$c%<%@tjY={&aU&SFu`1WMdIXn7p{NC@FHVDAK`T;bn`Y+!0na8!% zF8@pV zaYuUH^7o1VNrETp&ct}4mC!JJ-mtblQm+O7 zD>l;;LYAcMhNowMK!MgzDJcpD+`PS2>f|0w;6Pc0j&YiBR> z6Q<)ZCE+k33B#VG2E4tPY;tlR6UfIt(Y9mDt8yLN`8hQ_h+2W-mLsbBY%LArE2mDO z7OiS_(o1I2hq;=&Yu5sKsxw?er={}F2C?6;tyD)GheE_%oSwd^A zRdr3wtz}`gvBJzT1=o=67EpjR4|o*q5&eJ!JKQhUpTvn#s3D#f)Uo~t%IZa&EQ+3( z#gEJZ`k3juQyYu>0AF3P=we%xVwFy$2DLp!m+~h?h#-kL5t?Wv^ks(RWK*t#kiZxo zp+cfw%N#w3l1?2cnEWYKvS7=0=R>-|P(i((l+M<_yR^DPf*+ZD9H7uPVnbIYIC&;2m=>u6w zWg*pD#EBcHDHJ^(pz1}S6qKCg{>bqM&otusGfis->aaE#KM9&JL!X)lA6me zHSu~9^l`7JNGl=vl)$E_jI~(gu^J71*k3$|c^BhI9}SH%L5l+zIMPR9Qfdl|2?+dY z$ip>e*(^p(V_ZXJat79SB$+Kkb)4oXiY5~S3S=lVB>|V0QjH#i0w4(tdl5tKB4dqO zeaR%44Pur+0B=>z273DnZMQa^8E5vRCXHjq6U2^4wob;3JLv<4!BNLQxyvVXwn(V8 zn~2i)%Oj!>YWU*r36!*H!r<5CtYNHuiu@jREHtR`d(Bk7Oq=p>P)h<^oe~E+s=5_T`hEyYtDo$3r)D4lA7_Q zc#;$uA;P<}$bI6)l?d9P&$Su0*BRy=b^fKOvQz_W!0Pk+x5 zMx7|qNEx_~T*wfgn#K-ca-)yUV|8y$kyh*t0tUGrho#`8MQqE;OUGyqmb3ox;^%>9yZ_!a%|)XD?3i&#OLC|TJch2 zj}+I5M)4*??_%h&mr-M-IY=@&bZ6v`HEdfBnkB*$E{rfkv20n6G(PnK$>1-T78q>< z;(#$&4d23$kjaV+f3bf@{I>e#0`gc;RKyeMf-NLa?ypQP7tvmo=UC~Kj1e&>3j-Lm zcPWgzK+VH4I3iHHgyX%5 zE<}7_kV-OlFVte&ig~$? zGQ-b?C)jooAjK*+!3(F3dRnChZ6aLlmHUd8Ck5VAW(Gy@)c0XrbV!dKW`2dY*BmGw z7ZeBV8GLYpX1YWQM4r}}4svH0IW8k6-z{c1gH#L_7?CB`T5}YBgkV?)%A0nk^cBea zhK{;6ii}FMbN5<(8mYEh%=@9dns#3#KV5w8gv7=sZlQE~P(mtJ4CQFL-2>@Q$j6@M zyy#Rh9km0+dB^a#4(_0s0AZ$+C=2dQ=11aqIe}z6Fid?#4O|sl_k%VNHH21C*j>8s z-~q+FeV?=uqahJ^`wLHe9@te2!$gvjOjL(PhyJPLafawvefDDol=(*}&#D{%W#Va4 zQYj$Ew39kGgJ8)s4=7pL%w4zN4|HmEiCC_?$HO|aoXv6WntZLZmuePwSwxWo1#1n+ zkT0Wp2PB!~&-TP@Jn`~sac^+e+y%EBni}MeH2eIKgzExM`XWwP5;OBvk%-eYPvJtB z*$!RHrW&FMUZjO1_K_EfY@hf&4*kNkqVI#r#TT*)-iQ{qf-r&Pgw;V+JW!{Pt_!k9 zZVLk10L-AD5&W&`=|~Lk+*7GD&WtCyJ080|Ld4*)f08k>m{ng8j9*Q7(7 zRbkNFRJ?zUj7J>O;>a9WKCQ!oC1ZG!6xH};S!yyn_eBTM;Zu{`!XC%1ziA=2-|r0y z1r~K}b{kLPtki`GjKvXURl&Q`17n3?JogXixmG+fkGO)aMT;I)R!+Tuhu z5h~$ONLb7pkZ3;i|4=_nS=gsC#)hHBxhE z-Bl3z(#Ol+=$I-NQ#)Ef^^)mOy;G+nH#n)$@%{{@PMql4Sk`9fkto&E zLj1QFRDPP~tu_OT(C+Dz(c|ILx{bFt6$?r(G=xwRa4kP6dYKNDeO^P7oD3^|xf*t4 zSwcq6FjK^59iLpVxaBY*j-ve+7IjKw2{u2Dt2BUe-H~&%eZ9dP&Q2UP(`H*>J&S4_8Z$22w>OYh7iU zYD5h1VIz1#6g?>sEZrGfqR^hEj>a?$+1nG%hUeLiX@WlCV?{>oFU2^0jTjVhqh9F@ z*flfAp}4a7WKb;}v;4(!x+~eSgP#}aV^d#paCj;}zP8p4dL?ikK84L8xv0cSky8`H zYi5#mi&Loq+HV?1niPx5*#?Uqu)LU#03(vG`qv&r_Ig3`EYHW|F%SDjt7=&RJH{(` z#ygU)V)WSHB7HyQr86a@ywM<_+OsWG)eyIBPPSYA*kC;2Sz@)VS08hZ73$>(pop#w z-e_Q7_WG;jApI&{>;?+Id@C`s3XXQcT(!UD2bp*~O8^A%nYc$6#T7siiCoaf_6vnA z8Jw(x<7XK;^g^*iAySFJF*@s=^h3K#p9!Ys@Q!r$cOSA6GQj-o}P z$rt%jY0HsEppG(@xsPt;Oy3@+bB;~It9*~p%o+gtjU2htF{+|-(S zaqQ?o8P~j&pXk_Va?ks@q?)yqDDl@9lMzy@k)*^w5oAMbwRnzOe$cI&8_}ofNO%{O zG?1z?ir@nco>tT7Z*A*SnPcua5u(PCyF;VIas3dlU(Ts zQq_YE1h%7w$szWmHdYB)yaz{qZPGU;9ST)ZXc%fWf6n6hoj%&BA`OksZo{^{FjmT? z$|@P}Sqfb*4-^^tlzz=(TT^^U6>%Rhi8$nF_LCT@@j7VCHL_?5yrQ-q@v)Xt+J^cs z84H*~=|ij1qAWD3dVQ2oj3DqgIo!-RR;?Ku4<-h}B^Nxwm#@oXFO%s-UTQUHD8VM% zPZGCUmDgI{yd-54`;p`QW^CgJdF=7b{0UKVme;DVUok4$#B58;CaTrhupn#e_1C1t ziSpTj9A2p=nd#!M6>K1y=BjWh7F4be2TxA^Y(%}p}j zvND7ZgG;cnl!SCv7rpVS1(v+AdA%e=nc#`e7tc;j$*pWaX2qK0QwRsWq*v4_*M@Um zU*m?be;z60wx34~(rvs!tyeF#WVG*UTGA(+?P6P79388Rkc#mnXlnJ-zYtS@NOBVy z+*+2PG=-3?yK?Cmx~=#S@V`EmG8!TnCZmspwuR8he6);t4i-E9HqEURMQ;(rX0Oh7 zEos@P=#Aeb1Yxs3s4wYD=znV=Xp~T z$;LL+``x@PWCP=V%D@q^-3E*a6pENgC&PT{E`kfE&x;n##hw=3+7;y|!v%c;8>@qQ zjXHmzOL7(4RV0QZR09%Oicl@KhI*Os@mCx{-b~7w2Erj5VT>K4gl}!z#6uiwo6mmlBg0Qqn$Pz>^|W(~=VJP*}f- z{eu^Sq45P;P+c9%!Me~oNfOpAXOx_I`0$vr%11^^XHCm7lCImjK!C95I{mS33S!;$ zIY1q2kBgwI2{5~F>3}f*j6ZjL?wpUK2p`EAhxSQgzUn#|A0^F!EcoIuvN`1^y(A`k ztZ#Ts&*KRmySA6~M2+o260(ZyORmJo>UIHi{nKQ-Xsov%5n>GHtnfxsQk$BrydeyCrbdrI@ z8}bu(VHdeLB)f}LW}&E#EmE*iRdK!J#Q#K>08!?F!^RveV*JP{ZfyKWNwF@>Ks@;= z&$lvE+wXHwj8@|@DtC(5Q4J00?^niYhxfH`5v>}huB>N^Hq*ijG_4oKi7#|Y^cpY? z5%uyIQv*%qTaop%%PM;AQ{B6jx)-Yq2ri$Rj%|}S7$B4X=R;+pMO(MF_ce0;vM7yq zk?2t_x=THXyHG;A+u4dUIstrziX%@Hm&OTh8=a`X;~xdYlc${APOQ{LqHn{D*3$NK z8Xw~|*Tl)9m}R~GyE@MI{k}6>84h3VK~-E;xs@fJq5W5+C~|{0N&kOgaB|~I`Gg62 zw%EN(G}EG9Q+^Eu0a-|6m55^Qv12WcWvME&XWNK6b6EpN&EzYlQ5W{LvWhKTElmG! z)_nSuvUxTZ&RyC)Ix_E!-2QG2VpLI_2qog~P_~`^ws<6Adfq61(h;6;x0rMV*e7P$ zqh&Qh7m0LLBDTo!XC z#6x1V8AF|9)$WasB_2!95Kma&IOGV=TalMYoU}dXu#3f8i`+s)@iAURmTJq@Z~c%& zP@J8}*`xabna1^z{Dlr2nhr%YDJ!`$B3q+H&gNpvjn!Trwez+FB2AO$xG2g0fjqUE zG76N701<1hpFQemoPZe*&kEUuhczxqU|mqcEYz~(Td*)hvWq<2UYXgrazt6(`o~+Y z!N$*!-{X<4IT0`&jfAqTZD+*!U?FKE^4?`Fj_>f&@HvP2rW!aL20oNOGI0`lT&%9= zrs6X%6I~KBGKmqXDh~rm>2!V0Z|_H({swkPeE4O`>tlopTIxsyfZadk1~?82;{wHL$a(x~IT);jDNkBg}k8hQHzpF1)S z$f7KEq~_Kl)@J;V0!2$6Qn$govT42fBs;u@nFPgOrR?1)p5V@iw0)xkHGyc=DRJEn zsZC=gS+SVgu~E-Gvo@FRTCu$4 zz+I3f)bO**R7Pnwm?z-;WHdG-{mD!c1KGw&H;>kDy zHs&8iFtDSg?#JK_+!yIA@B&A4^-A^A(tLnh4FU7l%@4WY9)&@`!qiR3_u?-e4vi1XFKXlP$!8AeJ|QRiYE}I zc8=%JQR)WKm*o&AoVWhO-|HyNxjmgb+sIO>Po`|b3sy?^YDpr)#(m_{CeWknbPDwx z55@z-km{&;V+y#|9}Z!;L0v{m!a0BRVX`L$A}EXKsM%7O;3ESeGBp*jW#a@CYr|zt z8Y879C;SmEgZ(#z@Tj4>$tg~znwFPe)G{vWKr_0NfjM^-y08b1m$${cFXGec+PtVW z7d$>mTC7+XKpQY8J0T614#hGc|ZGR<@WLH#L!#Z9n-;KX0a^ zc4a4Eu*z+;?|D(`_QMeI>_wsGjA9`z>l2Dz<*|Y%GHl$dS#Y2D?jX%>D!}DwlYG8NjO|dp79ru-<;;C6cT^ zp><6pS#kkXC~@t`K1W2uK0hgYSvU>#4LGR=JQ*`c_xh-l!)lPQKUkDUy1FUgiG)Jm zC;OVh9tAPeV#l2#T~)j|clJ2#9rT9f^)>!9$pKCx1`S6jIZQm9aDQeI zBT>Jm#Sc*eav*-B#FrjV8o(3(o%r0z;FBiIPwuvGoa_N*rAYVY4T3jzt(c`2pSs5Y zlR#|09GAG|TI|_;nL~KeaZ_0|12m|@DYG;(Ne@fSWL^Ygk+07AGD#>b^AeL!@n6x^pGF6?C81K+dpnhZv{+GIq`~ z%%O}q0(-X&8LQ7w=eEVh_aqS#WviUImNbhiaZ>UJd)T3W4L;W`#Q@wiJOI87+SOTV%Lh}b1&HBcs$8i&-UbW(}r#`<{+i*8P@6^ zW6Q}b>qDnQICuJD2ebWI{c)vu0^HNrgn|vlZm*Mm;ppi#c~$#@A@W8MC!NU9dPvHg z)M-cYgj;_+se_jW%-5j%q>nD`s2HoJ1VZUTfk>-?zzgnbq;f3E&At z2NX2$MqQWGa0ETEKk`0~?sF~m4>FP0g^om?a6z1rb5A@i)LrfRx+R|2`*@NWbsXm;q$~JO@zv@$ zMRAfwnLwbhzoTKP8}$P74Dm!(c>T4)QgbV&X?x(G=C4Com>1Yo&Pn2JOiN$3)C;m- zF6${0|MP3ck%A|?dA(d%U1BN)jum6z<}(PCrph}5(zDqYHXcdFIm>UBz2i7>oa7-+ zX7n3|Z_-wH&L9evz|K1))<#@NQ<4e=NSEfipGCAzg$5L5N~o%CEXH6G-_it!Sa`Y4 zO0$l$6({O~<+)>d=eh9}JpIlPrtC*O@&vjlw&=idYMSJ9*M=2=B&R7KV!Ov;U!m3R zR=R!r83mx-(|)-FqX?U6>-6G<_}Ja7OJjo=7JYDV z??qEN+K@8B&`n;oCf{YbKWZjSS^eL2og6j1S~7_fgA=s)nPr6oW6%=t5$1ygP9UtX zzzQF}(&lc2c+Fr@BTbhjC2*onf{`o66W-*M1zOg=ktylKF2$v(Oj0(X-6Kf{jL9Sc z1J>QLzddhKVezALI*^W=(m9=F^8{Y8LX2#k*vIa3Xiqe%Slf^Dahwlpa1J^?!EL|X z=yqZ47!0WU3pd&RwIy-O8wSb@I@p66obWasHI+8iM;W|;x}(ZasyL0LJ1Y}jq(M6n z?)5@Q*qoWOBjE{rMl;LWN!XlDcv50-+CO|B;7dK8`23`V7^T2#GAs<#&o#+oW%UBp zW}S)o`z~o5CJrab2=b*Oi4KU)=qMW{?Tk#$GtyF zU^-FKl953aC)nVDXJyM%UjE!cZ>bX4tzFlZYUd*2k_8_@o?tkW{cT5mHxw;4IRSQj*p($8D`m1wc~f?ATBt!Ma9EP{@Aj z8q4Uhg#!+t1nu&3)Sa&zTIlQXW%NIjLNS0% z-Q|ui-LXRM7E%&bnI5eWzqB846yJI(ZcL{LC<}~v%~MCp0xOecu4xiH@h4cGk$equ zmM>_cdp=8m9N_N(e1!hSU-8FJtJMSWwcBLiB{eRO%iy;lN}%K*Kl!qWXU)ZZEhC|$ zl{I-_@|kD3wLH#u(dmT%m?i)N$VKbMUt)h}mh%!{3eNqtyeJ-RcHTo74 z7SaBQrojcl@HI=~#Bw!bFC1cxqcw2c=jpBrdYAHE#}YK%1{NG1g)^Zfc;8vcS+ZJ{ zyPc)}4*Py`78|y`IUeiibZZ=CEu9f@3iJX09G^RYCr6zPh4sAi!^3HoNYRLqIQfHr zWB%%2&nMjG`|!{`J)!=GX0*BI8! zmo>h6X+2n&V+LG^#}hyZ#uEd00_OI<1om;#z)KL>=Zq&<@A$8EC^+$t@@K#u$O7Pi zTE|yCa!|ACAwrcz@biqD$kl~Ac4~cLV%4UzF}JUK6B7E~;k=o|Ne-bw`dBt7XStGW z@99{u!d}J1r%*QQurLOSVe)uFWv|a%_oD;8M27>v9FGqVXDOLNppOp=5pv9U!?l{MzN0aJ9ix&?#VbvnXs^@!5O65eY~)f-L%pzqds zCi#iv9xA3Jzhl(0S@zo?btEyg!1Rv?*b^_e9hAY-S6%+LJ3Tx-os)}yoR7z+SB++&814?1^ziBw~2u|^)=#{>-dfgZ`9#fMZCJS#U^F<#i^P)~&b}Tpd;+(Alrk%tP zx$q}1qXZkLDDi$5S`ldFKysa83aY?!pT9>>|J`vM^WSk6TloCs>G!*b<2gET!nxy5 zncWk7;K>8fPsc5+2j87`C(Lx|vo=0%=mjP>Z5naMCm%RlKBUrPhv$$1Pv-R|Z2Lni zM{%m?c(e(!1|X?7rfL;W8cApHNp;L@jZzhlCmrEQ19(y$8BZ*n=QZQW{<}{_9QODJnbum zH*LA*@gAA)if@_W#UCJ{Vn6Cx?f|ibPcn`-BYBA!+_Omnn;C#~U#}cr$FRkUO}dZg zhust3&gT7Zlhf#~63{yO+DiXseR=1RawTk^XlFQaQwBWAbssuex)H^~DNZK-S`>A>fgNSB#GybF z-k&@2^xxn$&39YQVpshVMLb- zXG&@C@BGSb7=nxa{tQn8Rl~{};>e*wJsnz@FWLBOK$EcRxo!EZK&4`15l=AE5Kn5_ zF6u$!_!)RhFjuO{2CznTV-1$DP3!Rl^Vph_T*MQfxDcL{a7Cz6&snm@^E+|2k+D0v zWxs3kjnl>H88e_ME$g~aV_U}-fmRGHsOjruX2Thqx?02c97m3m4IIqsr^LG2PMX3Q ze{TsC+KRxt8i2$F^Uygt30=1r({aI1O6lT^`3 zp8I41P$7c>E?@7|rGb2enDq$>)XX6&_%pk*9d7NS_18dz_(P@yT%m74xaD8^d-9d{ zgnVqn^*H1wWn}}Ne5PhoMUDC{SqEi>HNoM$kEWp`34NC=cXYFF5U{ZZk_HWBl9(A2 zCoTn;vEVlqJb{mi{=`YOW4gf5=p-UXEFU`^dlpbgBA)2=_r=W<8?r%uvhx@90dD^K z`lIJ~)~NZLEPD2FasH}t@+7m$a2ECQIah8z9roGq+&y(q@$IaJI52>5*Z`h{HEyL$ zaV=b=S!uB`fF~Io9lkuSAs9f5gfxl6IKjyA(1B+OBzmn68f^06!YV#@pgIPjL6)`f zJZgx#hf}HY^$wjo9l(0-;iXntfq0o&_4f*$ovI3S8;WE(GGsmb9W{zuws4ZI)~rZl zQ#Dyun;EqA=ln$VY?S+Utdes&@gXI4$7|Y2F>C2eM|#Cn5GN9dFX};4weFe%^5Hz1xahe?M*3K1@!3 z4)rj!{({{aX~E&)&zYUax_F#GFzvxO_|e|4$KsHS2D)j3s;5{K120Wn?jCD$eS33&JZX?ra-qOK~aijlT7^c`) zRZBQGE+T6bJ36tmP}VWyalj4ykMfhJE?U>Zb&b_w4jvfdQFhC1XFPc<)H|E*X}9yo z!VI~@={V0@-2l3~JaJ~9s{a0Tq*)G%3F6tlB6{=?Twmb>fGVdM?qRn(J0D~|%zUQe zVF|G5d_G?}(dPM?J#va2?jSh%x>&*lPn|~39NwSk+|E!dZ{6k~Up2r^(jOIpXF1#oN>$bA{C zX0CE*ysyxHgSyS7V8i$lQhJo{nF+KvWPf6G-{`S(+GMso?iDI5B1}lMiKh-pp=jtB z@{=?0XFlEZ(c%x7x&10GjssrT6I8#a%eoljgFR*( zJ-i(Kt%Ldo!^atov6WO+ctfoyy;Cv|GuZe^%z?~faQ`5uT=g&SPt2e{mSyM`xUj!$?Tflnm7 z1sF9ixR*Amg&!bfp5`Y`gB~8Xyz~GTn`5Ayg{TIBzJO%lP;qpYe$&|A_>UXO0s@I6$dW(syUCXfj@y*V?1e^F~j|F z>J=!;dQ;sM3pf|%Z{kUxZ&AxGKDcEarK9|$7Cgy!T<@?WOXs*1Y-}{UENN_~eS*k< z%jYK^N1{tP&7VXIyHDv%>qsVVBO_mK(Ma-1NK#deE-{sIP6$BAIWUz8f8Y5r}G(R}V8 zxHycH5^+WH6Y?U!{3K(Pp?)#w+5A@lp5XsRpP$sY_c-J041akW0)=yS^{VTBMlE38 zDx7}BsEZvu(49?Yp<$sN#K~zkk)In6U~ob00yo1ZvXp8`9*cD`;01=j*;gEg_LFQk zc#K-biyQDKKBqZDZ+WM9G9TkO`9u5#<9YY+d;bMb5IR7qFmt=CgOHD%MdElqzidR7 zRH;iN*&vd~2b+9goM1HhLWJzm_;niabe!CzlU9%wrwIQAT*efRHV>-n%$=xe_&0Covr>det}MiAnK9=L$1v znj@ZwKO4{J1j9fZ27**1=cI8-@>pc@Djz2&IvY+tK|l`UlPIRY9J}M0&I6!b{h71i z?S1O&1LpKq@{@-LP#Az;#KSU9;d|Ggnmc^2miwADJDUgpEZ z_QAB34J%_2I_9y0;O89A9c%$%oYX!)nX=X&6wr{tIDtdMSw44SJTYUomb$nh+4R`7 zRWsqRyWmNK%a4q&iw(RJy3}0nG>O1IlXWdYnDhp-Hk*oLt+-d;#S^#06U(+@f+wKC zGduO8<~2^V?wY(}tpp0sd$Fv5m5(Gvq5LGKx@wp=ra0M2_PK*2r{f&LA0$Y_Dt{84 zJ4fjB_)C6*y7(t5ZXiRwTN$5D#}m|APmtaY!xvg>&UkX3DLLU$b6iGU(MEH$_y~Hn zjloZZ^~2SU^AprhWBH5cPTg=GYovg(-Dk>Ape8T`hb0*6Tm}dS@bolR!z+hI0s)h8+!A zI-kSy-9YFBJQ@9^Mm+gU*=Pxjm()A3!#KthsdrH32o5M2!ApZ}WNPqW*Vx(|hrIk# zmGTpKXE6I^sWiFv*e+H!UZ6|GzYoPpb$P<@gjfnSmUSpx;s!jS5p{gLbY|XPY2r^v znq+0IsMFa|EPABB!((Wj+7`e&{ka1N4wf8GJD^C*@~dpS!1LhgbgeCeeL$e%KM@K0 zha=WI(A}9yk8xMJIe&z(BTPa21VIUE?|ZPIWmC=Fvgczm7Qe1wM)3diGBuz*zvwm-Mh_xT0$B- zsSkK%9M{O2$YLHV)CPsay8KFe9s5T-6n0M#E|}$_!r&C;C;sifa~}HuUFHG$gGGmg z{q6iDP`p6e_&*FY52uGYNY^k-{Fz!dw1&boS^DTLhqfxnW8pl8@)MuOV!Vt@?^Hn}&EENmDABN|NL>9` z6Y!);5G1>5CVRCAO2UPAAZD7!{)`03i|q4aiLA6eTx?F;iGd0qc(RDw2a1oAqht<{ zIP823{+l>L`>Xo2tW|s|JU^Vezd?QiS*_N^C@9!50rzDNcyc~t0`&CIL6X9J8Xh?p z!7{C5IH@P#V`sKY!bOiXe}NmUm!n%H;t4i;%8!(vKxqPfz`TO|q=n2D>S8;ULbG|G zk^H1t^K3dKBq*jQI|J-3rbAqoB2&U0i#W}Jx+9hA=KwkSuFql7V-q>O7kcOc!Q z)5YV-pV*S%5d~+v?g^6D^F@BL`@N5%9p@(=J3vw3GnSs$hF?E-cBo-F?=UzeW_*T% z)a{N6V$M#=b^~epT*dSn7M-|K_F}@X!ZQKm2jT<-tuP%3;u63Ul)U*kL7kHH0pUM9 z=Edg@i4jQE)-aPI@+HVm5IY>j37k9dO0J+vk;vRBAx;uQVfNIq-NH;ZBr?@yb1;k7 zlXWiM6w`Hy%%6VfqT4T*>X6^gZyoJEc#u6}%l*pi$r^lv=C{u`TV zePK924wf$IEj|^qo9(a%9?idk&N86W@dA&o@+r_2#LPB$){}hg1iu{iZ7iDQdd_`j7beSmapL~UR&C-dmD$Z8y#exvthVIig$9Tg0 z2``&trIOXn>QV}c+bDekE!Qv*Cy-0(Me`5TpV&g+OVTL@9_;vZ777J~M)yegGo&Ow zuIP;6KO|4O8fRxLb;1A!WQ`?c=@TwYX|NmLi8pMX$E6NVXq6*Oc(q8N`8aV<&$I@d zY#MkVKjX9oaQMd5jq+@WC-oZE^sF1^Fe5y{d5l_`hB!Fnizkc|7&G=i%bN1oCN`I@ z?pg?6rDa_w^I?{_QnO5D(j~W@i?v!&@Wpm-&VLmpDpHuqkw1bnyUM;*IL3Uii z_kuVfa)W5soqve_%zP{`Wb^T|N`a%}L9&`7XyHx|^TVCi4al4TFLqsY+B{&aMR8NE z$p`1a8ppbx8BZ#5sNgGt-qTYQCir+Xh$k&DV|4BS2vkrjugeVM#7x-U^ED2osFcTg zJOS-1$Z7#k;M{3R&z5CXhW-}F&#e_tDnsIHFnI(S3gpjKoS!UwPpYN)V;0JuEW74; z-)V_WMp$TjzCe&LqU=;|pX^i+``BX#`{_<$9?*8Ylu|px+-d0OsVIYitUp1Er7WlX z1d>X4zC(Jl-teZRb704SV!dA5`YXM|vWDsXBR7ec8ER76oOeEKD5+(Zx0~m6@FYNH zt7!==!Ag;mSiHg@K_Q(ZkAv2<_^oU+u^6Xw2g{Qj^OFkWq@fve%W+a`y;Fn431~NX zKc72roa9KyqC^Ri2zx&M4*UZL`E6NIR)axIt08$N!m#;d6c{RCOUV3WZb#RsyHsG} zI7#IxPJ8K7U^}KeWQ%N6?|el2SJksQ)iqitcEa>iQ@Pef^}Ul-JX9CQH#mtmY~cyV z4d@eLx(h?bN5RQM!_CqbqU{VlKL4p$7`-h&L6H=>C2fMAZzFM%ZoEL>b~QhOL}JaR z6IH_!le$qnnMRNj7@+6Nieze4jvLX)kO_((!V~yBk0%w@J7|4^ctWR8NkV^U5krH? z<2Um8AC378;w73Kvb;d);-ta2S!`?S)IS?PHB*J;ErKoVE9O14$y`Tg!YV(SG4#J; z&UQ-vM`Hej_q)79fdvDm4crv3#Kk*MuU{30Wy%@o(gj6E6 z)Wy7|7V{J5>zy2})qs!14I2;*mDI&(l*D*K1PYuxts&ECJOz=?_aFle9CkmUxePe( z8j)kVXt7^B_ZMoRaPBM(Q$+py%EAK{Jf_p4VtXRvsmSwaej<7{_M?{RQ=w37{BwkA z$nl4GE$!@~qLZ8fpGv&Z0=WDu=m9E{6DdnD;ea&efgiLrB9r&dP0gegaf23nWNlPY@4u9D2Mz|Pi`Tvi@|7KIRYVzm4x`AV zS<0xwEs@JzqlY0Iv7!D1w}~_~m%(~}gQX3)ZgHH{n4e_T1pq`08)g_fh>=Ck)r_C;Zf16f8`nU{M6~_Bsm)*BYed z>mKps@%Rw6?^5iTl&amGkg1I`RH$!G3k6#{&B@r|j5*EI6Qn0-gR|CYb3leN#0gHF z5N>B+(B})6DY79zJSoXiui+7$fF~KAC-8vaxr3-+#t)junr@d7murY;6V*Mqn;1-K zc)E=71a@fKqxp>XeLzmtFz3@GI|(nDQ{cX7S26k5^SCJWBUH+iv476pHjle<=aH;H z8U>Zwv-#&mW{!bB5s!k1cp=MOXVM_ybcntw*2OVv59UGS2mFOji5=Cpm~oO?~sff_n<)CGszDEPq7vn-(!h8vzVK70;gdKmpW*DOw~S)wTU zNdx_29R4K@TZ#Q0{}`5>$Ku?a^oD4%uTeWKUsE}Xp0cL0xTO5Vnj?y?VH0*%QqdkY z_wF(5hGNAnL?v;dggI_iy+NjAFVk7Ft#Bl_r^6X*oIK-_3f@*~EBx@8;ju=nS=Ywcc(O(7&o7unT&-CA1&3ZQpGtW3 z=hHmj6eA&`_yej#Edd73k!KK}D20tTm#`!?YqZ{>!!$Qzmqo-0_2(e4(HsjblxS4F z)OrVbdvt)z&~*){dLKI_(`=b_ImJnyah$-bmhhx$oSVdPCB_pwerB1HuXj-M6e~>Z zwVL-1-A1$)1&qBM?6Rq~Z1=i6mQE5G^TK!0zESiA<-O`^#DY_cwv#muKa40E38acO5$bBTmSG$m}2-H^8r+Zyz?hGw2m4LpdK}KbvyKO}O}U zXg8F{jw4-$tQlv?VQVtDM?3+UV(amrwr9W;1>yWcMjgeT)Tk)Na;QAZ625|zuaAvw3BrKrl_tC9W7;&IV1SA0EAvWO~K_|B@^qq`wX zxYSrj99_4M8eu+;sqJM|AKNiXbm~|f@9>F+zM?y&h9%{(Vc-f4h1Sn2*ms~6@r;Fv z+~BY|-=fiuELk~I0}&Hp02?AxZWhFH^LH~&?cCCM9pecf)&418WtHTxFcs<#n5kj8 zh);b-luYB87xe)lKdH#uNmH@)M0N2IkB^5PA~WC#Ecd!5EF!ftBh1sSiO|Hi!lTWJPbeJK0Wr(< zFrgJ)01EyCmR$<*+`)l|tkE#xIB6zOsQF8~o`4s_Cw{|tf_hfe6)>LUe57S+X#y0y ziSUFMr8HwT0k@JhAIFL~zl!4o>K!wV*at*B`MgGK;*2mE;nHQ>*+MK3mVDXH#6$HL zO&=PcV2Uj|nzVU-A-CrP17!ud=pL0dbN8`=uSumqDtc!Kw8*pt5s?ZaZD89J$ z#mNrUee18d^lgT@^WCMSfT=Xl9vw+3PaVIgnK&P=vu|g}PLAkU0I>;&*7b!q{<-c! zh2lhp>wO9_O-k3-z@lzQze+U{xs)TtZgIdy@dOGbtZ^XUt>BvHXa@-d+;LiikQQf8 z<=pW}5J(8d@*@s@;MP&%Q4Cs-`UGX-{3I&{Pi(3zTRi1;gv(`-^M!R88=@HXkygi( zD+HV6m8C)Sc%j$lIb$G+$zdBAUfGAv{XH&cFsL#f9_7Nvr5?Ck`hfqbNxNjiTvO1&XAS*YmWvN5JY#FSGfItMosSVX}Y}}sSN!c>~lEP z!(ws*bXZHCIEW_@L^Xm%iE+}P{Tkv4EL{0Ou~BCDDHX9I)kmD~@`(&O>DDAPX*0l+ z2FE-=2G>Xp=JR4|Tsu;~5uSu|hb8Q>#p@!$s1Q$NW+S9BF`jVA(sjl~B;3L^vQrvQ z+RG@=x6HAkjH}Xmhvr7lj^-nteA#f);ll+I z)$U=da~TWHZHfvT)JH$?tSRLusO3)^iIW^nhdXh?ML*g)Ru=4y(95I-dkQ>wnx9FI z$XkpVPs%djNu~7;=+LP3N9PE`1L)X5g-{7(RvKJT~eqzp_K)#^8@ejnq3Bg5x>XpNI**)WJb<$!x80 z!Gs7w2eP=MaIQyR7UK$$|5%}S>?M3a35;ZZ=fh<;43BiwYzL9je$}^*5y|_o+YSST z4a#LX-tLFVx}31TGqY_Ky)wB;$#Zi-I<2Sglny z^tu*b+_O3n9$K|4xv622bx>AjP%Gt`@Xk3u$&74=*TB<#+m02zHfB!5^bhls89Oa- z8m73&X$u>~&#RS~rX+{XS9<^X_@7TF^kPD-wGj5N z;0ZsHBR+>w8iEdP``iE@8;4)MgHy+ua+Nv1L?I#?=y^wFS^TuWxxmiu?^%@sRkzn0~7 zwmgNxBDanOe+}E87}c|hL8;Cd^Js|limk}*14~O713pC2Wvyu?(VxJM8aR3;UVXj_ zqSn)u5n~Pl|0ZNH_|{K2f11$wJaWuICUN2mpL=-H#&O~!+I%P{9;6{WDeIP!Pk$l7 zK45}`1Vu%RCqBh6vAP<3yeOm}r-C2V;@+ zu{#)3(1Of$38FYv$u1g!mfiA$5bc1yk_H5At3PU=Z-)m>@Wz7Xun&ai701cn_^RV9 z58Qw*sn?sJc;olWx8eW(G`EMlc%u3fP;ur>`+;QgpkITc*Izln6U0D_Ag)coMT_vH ztSA}rmkja~9x88ecAWb=IW1noa|dm%YZ9oTR)78TDAWnj_82ESpI78$r-bKDCZ-!C zbryd|+C+!d4E*1Ju%aKasxFQDmZLa}TE;nhkJhClidL@>s~Wb_miWDnajPs$n>um4 zu7Z}ps~@kX-@9fzLnJ=n%91Q@`qm%Yp^z`6q1hKAi{jIR}Z6e@&BJZ~*OS z@VE`OZ$8lc`}gpV=P}qP{f_}nP*+%ASkg0CHpY%ee=TX80u-xjT!g+BJb|PGil3U! z9mW&LS*INF1iUQd@pB~bmrQcm zK(|>f-nd4_bLV*Ek-rJx#N)}P8&PnI<<&2xdUehWhx=t%tl7;&TnCUNlN z_y2JQ?e)`BkJfI(eixZW^DfX5m+{fIPr{S)JXSflb~ZWU$pk@y!!(K~*#0YdZV#=G z=-ep@PasYJPx30@NkuS`<6;8<9yHkEJ#Hj!f_MF#^PNi5$zXnx)3gudu?^=ZRahX4 zK7AMp=uHVD^I&-HD!Bp9TvJ7BI@_t(>_S~~qlxTdwjJ=Kit`gk{`TitcPg{&4v9SV zf9R}yUzNvdEPcS|{YlE=8V~->yj|^q5bff0F4+dvyShEhBMIt}ME zD(W+nuLWE=9v#P{1J)ljYqV!8nP-CrFxn)+=ao%}6VxP)AnL|bDs!lhWjujvc^oxq zsIu;}3HafUzD&XfZb3;`z}Vn2eBIqb+dDZ=#KN73k|%6o5lLH+ zbsI^Kf_VWuF1hAF{T-gkU^z$W~?TXN5B)b00!Jc0Qs5p@Ic-} zQ?MjDw&rsOE~}h7j(WraPfBVSL;mUk=p)*e)A#ln2>uj4cPpnRz!cfA_=g{bEH(2d z@_qvkS9eS<=`K`1M7^SnI-EOjg=n`VI}noszjM(z#>M`FRKi9}QQ}X*{aaa+);l@- zvxS8l(kZeRFcp^ah~tuhN6F_W{)qr8>D`0|G4MF|SDasuJ{RE%$Y&@87~|}B>`;Jl z;v;5iAzFNXLax*^%=*DB@)M2=k`&uV(ieZyMYWE&&GV)k!jm=YW1n}>O@Tw=!zOQi zBC;mWBM7RtK^FnSlS-fY7$*>NdG5iZ#3P?Z`Jht_oQPrP=?XHmhVv6#WL=Y>1T>Qw zu($M6$+?qZy@RPVf{1Oj-kBC{EimrxC~{H-8}ch1w*#qN*r{8G&nrN)E9ci$8$aiC zALK=?B>8Wp^$y<4%=%cPwid?Oh#yfzaV}CVsd)jc%UJuQfd!5Y_EH?RLUoL{}+m~9-OLIf2gBnju|by5Tyqhq*1-IL*m3=CVOZc zkZCmu*C1Xt4fX?}L=I1U;$uIfFK|{V&-SySoCF}G$+?pQysCOjE= z7Ne9r7VfGsJ4uKQ^>;Fo-yIJ1q28M+S;@q?{Y7Ro6Mhr+uZx20U;9mW?dvx?^s)2AS&PS$&uuorCJVf3 zG!2GXEP2?Fwx|}~-oIh;wo%?btGJBGYozx9EhEu@s1e0=7c1v< zTayo_M#j8agbBox^ONpAcB$`B$DJL~9PngMm=1*eq(d$Y`Y^Z#9Egn3Bn()&mY~`F z9xG`7+dV-o3{imopLn+T6R2(5fE#FC@P{3oNj?q!LsL_)roj>`T<(dV8Fk zsd!5!=DBd)K5RZ$lfOi5Mf^$4^WkJGUQ4c7a=ioFFh&riV15F%OQm>%YjtYOM6u_C z>vt4SGKLGVkgS7FsTMqerahpLL)&2*2Q-W%K0u<4L+~cdnN`)L3UayET2w~jU&4s8 zAWmEs1&Zy0-AW2QYWG;e;Us>KHV`CXbeKKNP3-(A(1j{UXY$;iJKEm;PjT%A`T0$% z6ngj=G-$L1G+RNwIfy51gd3Qo{2@AbzK{$E|IO+$D>5`4mw4DiHX zWik&yJRxYI^*C7Xz`5DMxdZLp3i1<>e|A!FllPvXmQ7|k2|)-WJSm~xK|Go8+-brX zI@ZNzM`nSbx955XzL5d^m=Qt{PiA=Ea}Hnh^BJ&)@ENj|Dzp9Ngm5#}-io^XEh8SwDO-*hQ$?Gc(gCsfSXz1zt4{$23Umrg7B&zv z4PTKbOU?C8mxk zFQFR#BzUsJJzvKsw9MIsdM6_4Fv=opHJ}!9DFA3!EafL>QkuYFa%eNCi+#1S#w-@~ zY&gNZY(?XttHSVK{_mn0VlU~$*X zx(zxd>=y^^kxTuDqL)rs6BadqO)ljpD39g+ls;HKcHLiJjgvo7ocs;rQD1I@F&#Y!Kw+O?El2PJ>ZDT@!=YAM|oK>SmN^>trlD4*?_yJWhYIFCynrI zgeMIO=Q%%d!k<*QyPzWOzk!Kz%wvU*ExFzSxbQ`h;z>igZOTt9$ss|qN_Ya(V-bCT zX)NX@h$j_72#KdV1OnQA!21sfT{1S>s#H9?l$f|>LKBVe(5@C<4QDEJ{9zkE3{u(W zRR!O7Eta_5*SSbMXL-e!VMNKm?vVub-I*LBpke$cw{_!GzltYtrT-lh(th<*^Y55) z_=v%~!S&gn*ZySsn=}c*r_JZUTd=SH(`B3>s{t5}yV}Z};$*`kzKuDc^QXU>uqzhx z?VlT2QczOQ1{DG8pF65|eg-_@`~(;_eCBu9D`H6rtUK2HM8MB(F*OQ zh6TAb7t!|!QBi)9_$lesaBS8VwT*f3*hXVtE<=FdfVy-u^S)c0a_F`@9{)$)jVz0< zKHa|!cv7QnC`<_B-Rt@t$WO-4bncj1eXAKy@Z2#C zn&?+(c>;I>d<^hxI8MLbM1&OL2~L8$a7i*Ffg)2H6>qwB(i%d1;L3)MDUj_)u70w1 zm~{9HKUr)P!4FJFdhk=)E#1Fdyhn;V*5Z3^)T@B`*r<}B%*Q_=!3RQi;_=NVjZ+!N z3nPMumH)B+x7F(Zwhe@cfA9YgDYkqja3%O@{;i+jbN?rVO(5D(CuGDnDPt#P(iNO% zGOqFY$%kr&GY9bm3AVaw*>Zvw{;@ok@C4J2EXQI5<76b+t3}@}nhnH0V99ppYq5{T z4cI{GL%kz-qK`#2Rd$4N(FPvG52egyw2;Q~FEj^KnGch>sbG_=6#0^hm1ULYxEUGE zV%TU4=t{r1OJl`R_EXj}UR>pgBorO1n2(L{ zq+;8W31^DSx@?;dybqM^7_&G(sc{t~=COz;6(lz;Y7{D@UWkVUaT_lBpItzWTon>DhkrpZag4Yy(~5YV{@DF~5IJc(UdlPyZvtCu4zh<;T1O&J^pN z|2oKS!0rH3pwI`*pr%>VWuwWkb%ZB%4S13P$mAJ{rYl_g*3v`eaX0-k))f}sW%<%7=e0QGc$B_GiYEMZEMZr$Q%|9-#UZnxbY-duu> z;E6nY&{%~_g%}rA+S25)p)h9udqfslg+*p~ zwGL5jps*-8Ohm6YY;j|X50e2`cG2x~Q_*WMx1q@K_p=Gf#~QQT6&+HDCx4=^Tx7BE zaF4kE5BCG_yIp=d@wtOP%<UBx`Kx^y+)|kh-hV$4g zhk7UDMxw99@v}l6%eqHMPsWC3*PCQG-hb5Mno&?wBA!rw0%MSyP2|uas8Ysp!kY~t zOejWts8FPA>8;4`hUF>1*aP5EPkCYCR$bCCben3%6O?Bj)vv%NI+dV3an>fr1xDBt z{0fZ|;6zJNgRIMpPGwwo0}msR8oJni`xwQ^|83ge`B(o6+bSA3jede%uqRU zbPUm}|DXd)?URJCC-<`|YxCUhc66xz*I_Ly+G?McPGIm0jyRya^C?qC`*8$MDDT#~ zIETqTh!cnFcP4ZkFucrx2X*9ezYS?Te5Ayh`VghG^HCHBl6EDb!g0TwgcPgL)c9iPH zv&DgvbuNTR*9`-Dk+V>N1SlEaS1qd=B~aESR~|f$g4xt@2)D=mu!ktm@Cnu^J<%My zT|2cCSnKR|yGgEH({?0sZ0NMv_&PPf3H5a8x#1s(JfmxqA0ObCo7Oeq$ykqMj0Iv? z$WMUI(0Ye-N5teSo{SmxcMwm|1EH>vdS$mE^fH0`CBhRj$N{LzF$rNjX*7@Z`3bmq z;gT@i%3-kfAw3&9M@@&2(c&*{JI%dv_@al0hdqdhyJ?z^oe$;NzttXh4MYo|%K*Tw z_(HA1g&;PF_bb}EQAPHWcwN|L7!)_TJ&B)EbY#T@3Yk6)tN1o_Dx_}37KWZnj3;%O z)9#>(_aj0t-BO4^tYMCVM&K1@`_qUB(x9=Le{()=NdT+0lDyHbpg)(i1Yi#zUn@fi z3W>to_Py45*-L5;1xQjCe6~PmaPy{6Y<9mvZ zww?D7EMM?NTQ*;J{#}GCTV`OLi?okiyy}V{T5sl-X4DwaRPVqwtXlO`a+G;gRy}j% z;OhF-@>cBW*a17Ga+1=f)O>dBi-HO%B{&+J2v42{i4#o4GecYB8))R>{eZ%~{XOcQ zhF!C~{l}^%Hv%;(@HI;{O4W&O{FrCLE_;lV^FiVyuMMehTC9p;5W1x*r6e0*u^}Kl zfeV`}o)`-08a+#x!>`HYg7E~bWiiUwnJH`WU4kca`gx4PbEm{S)&UjkQOe(e&r4wu zG^%9b1PY)6>IHn-?%<%AJ0B*kf3az|^Jeq$0h&TP|JHHmPc1Nd_TcMr1py@)1auc# zd~1SPMs(~{)S$vR$?;T}0-gjjf=~kkuXY(F7%5m8LmumY(JA9cSnE{N(UxEl;585@ zAXVJ_t@tvZFis|BK>g3<@x+651~KBJWuCgH;n`=ryLK5T|MC-_P99f9Y!5cAxqR6A zni!qtF>!1mkDb@t3NFXm!o35OqMiU#iKgcKgd!y1i4QigoM?$ZfqExvA-O|G`%3bY z3Pjb0ue|cHlj2F9g?=#=J*EE*FUXE=8Z;t6#2nyi!AEZP{_(3wXS3>n*x^!-Mh->Er= zjqs%DaLp*^Cl%TPX2#bqQ0qQH{;^|FA&5r*L5~qr<&s@&Yf3i!kVT42jZ&OoU^VQg)CDh`Sw zg4dU@6}nSJJJkFmh-jC|WE-|0juIzG!fy9EnF5}g6P894#%7kKx>Q>_kr|m(7EwY zLbQm#xX0se=RAO*SRCn^s6FjMOT?XbS2AtinY{HsNfW?0;uccL<4e}i03%u^MBbpT}6<_e>IC}y)wy{1i z4n9@glwbY%J^P3`v`_!-u|)HeXOA=USBRPp`iDr0D1^13bQWbR@s?i*&tM~T; ziI3+!^uS3U4nO#m5oYARz-y1g_WAj77~F^mh~Y%aUI>>agE-kSoK&d3Y6x3L+#-z9 zGe}c6FHwHtBiX@00_P5i*=m@`T8jjwp;4Mr@)I~gU`HIqi7D~pSno`9?vy1vomj(} zX|Rt45w4j^&FeHV69=V>_ttS5D zWx^3g9am>+EucxqR{FYzLq1Y`_LmB$vC%{(^m#tAzK$Rdc@#@=@`(tt?VjW{L?%~Y zRYi}O&*godx_|Ts&)_N^hQnCmv4gA%`3Y1pxepV_fr!)tu6~@VnoI5SzNsH$W zNv9iFMN8*SEue#6SD~E}pcV45Sw-z0-azc){G`hC++jQ^nes7XRvM$STed&Oxt$I# zL(OcWr|7#`(g8}U<`V|#UV_L5-0RmRT5<&Z{7QTuZM z$v`&02frn*bk=j{W9Otk&v+lE{Rz*VPlzX*zwfCTE*BqQ!Vr7Xv|oppE#e7)W0TQ1 zHqG7QqUw;xW+P-LIY_XuY-p(gIF%bfjG1JQ90HE;qyapk{A68?j3-f;)VL1aVMgi$ zaIDG2zJx9_T+vQuZg5=3G*O(OD{)DpTaTa1%8`vE*a{k&- zqnJn1>jw7HzN}fNR6(2|3{*T$y!Lsl2ohzCNARShRR$Ff2}6D&S3BSdUOy;-{JG

%B#19#7Hu(zR+Y$ZmpUreSptN+trgvQH&v0`vC8Y@4>?|!0lhw>AM695oA zlK|TCCL42K`Zzgk9w1J>_(SFdk zYGRl%v3}O_*)wud6!9lM(eJ|886P~|PpEzC1yA6tk^$M=AeJz5-)_Oh4f7MOb;RP3 zGW7}x-3f(r^FlKgw4-f7Zop1TnDyd1^oID83Ut&RWxqI`1rRjtV13MMRbWR5Y-oO9Sn+Ru<}ks`vYXb2bvFTwz_|l>;)4Z}RzMd@VF5}G z(-Q#B*PTCwzMkPI`Y-q_FnddedTi?TM(nH+k6~#SZ*b8Mk5-OWtPpUC5HyOJa!pnk zI`zKbc`*7c-h`WlbEkwO*f7T?Kico&I9X$Vhd0LL)H*ic_yD=ZyzQQzIX|JD_Z6Lz z6`nkX;^e7Dxzl_G=kW^hq!B#HF+XW>rXstni?b}JJQnZ-JuVs)qe*^};rd8CtQk+%w1*bA zG&Q-~aT-ekT!Xz)B&)zq1z?}@6L1S{S3mxJ@Cj{~uBN?a#}u|9<3*`?%nP~(G!N+G1P)8~tjz={ zigZzS9DwrT!@m>TMh*?p4ji3~X6G?8n&0hd+5%~mvi~cjG>E9AEimv1w$Om_dF-%% zdfE@eXY%`?15?W<#uG?nTMS`c*Pe|HE9bGB%Xq>$YHL6})$(HU@&IPAl%JFpFGGpX z9fW{!tbDKfbNgrJqBU>5%GkQ6UGxnbcgad#uGd*kv~Dv$OAJd zM_3tNQdLa7tDXPfarPBIfXduqCF75khZ^w2pF&R)WGsp&v@g%&$qoRgiV8)uGz$f8q0lN}w$q5{|6e;J86i03JVejk8$z-KWUj2$&=W zl#I7xR@*pEHodEO9|U~s9D1y|KL=ZA2+rI6)62u-PykF|11OUs8)sjw#)&WUJBnrK zPv`K|T#I_F6g)xt0r3RG(SOxcvPp{avFk7z;C~HTON+7r#uLzqP>camma?V^LKw$7 z(FVmNcrwCZ=vasR1X($JLLkp3c!GJX{|yQb6ejK6D8&xAEfp(YE?;zq4|)F>DTp zjE|GgA}gW%gn70~bV?DPkOzVf;imK@zz5REk=_8?SpJ51(kPywJk}HtCPJbB*H)7> zU34)OWGkm#xmo-2rQAF~9t(`y5&Jtto%jQ&p4u%y$v~O|IFle)f^4;7S~ile#p-(^ zz)@#L`3Wu>k^IE}pzwHfgh!TWSQAw>|EhtqlH}EcvA?fR{J|{Z*(g)1OcfO0CQtDM zdpFp)p!L1*2<8@rNh9Eizj-{t_~XnYQ}Pz#IhHjTJZ!0 zg%O^htfk?tw8gOXkpe+7ki>|&DA6Od&Qhm9Mie8ng7fGdnoJqv_m}E z9JuWRgxh(Z8BbUqTM;d*!#sA0Cx+(s@p=Jo<$q1ym*KBQ4HtoQlyvPat?8f&xsXlE z|H3A})M-4B#2EyK(I`)?coM0^w|g85j?Nu&ox>v!*7`ORxYAS*CtDaq^?2gOjH@sn zsKrMV@x+(S2aj9$Q+9YjH85-gcv6?NwnOV3y#5|fAlN`S{ek=g>h*{dStV&(#UFGn zc;d^UR`4Vv>rudy4s}YPZ^6~->qUNoctSIZN0WbGbmMFWodEpZIa14@-X11D4DzuU zDMYmS+nT*7WnK;d28R6sJ^Z;dF`k@SQ04nl2WsZy|M5o>(6RF#7hVCw4+qe(qaBo2 zPns%?6VZ3zc=69Py-Y{=vBPtR23h^RLDHcW@QQ}79OpeSUXT?>UueBFU=c zCt0-3VY~01=K7gX&=oz8OYA5Rp0Mt5jbhq7qfJeSCmFe3lfNi!Q0Xv6C{{W=b?RUO2n`;O zCpFp_VC94Si9di2IEM`M+k;PNPr&3KiL}Lf2+Cp};$(`1IDBjF;0ccxbK%;aR3BSY zdmDrW2oba!0n(9w#TOZ|CXlN@%JNs_-8?q@3-NI#=nB@bhtY_qKks(8TQCRiwyOg6 zxpgZya(0TFfT7WR zD7hvUJYkO`tam!hPcZt>?=g28D}X1&_)8w!xO%hR%+TfeZyzV8iQ-^$^vBVB_Mveu zJ)Znmd%(`l2{~DqWq*LEk~$cTtCu3##fl%n6O5BT5w%ZvGJ%su%{!CnX!$Dvkb{u$ zmq9bx4zm%9=MvDR{sG|xB?=RalW_hSyu7NQELN}u+l3?-?DE=-y}*5}v_71MVi3xf zP8}YPg_M~Tl$&7(1uTXMrb?iQtw|S+M&_mDCt`W^C%C{LKzZ#i&4&iZM{o}{^pH!X zaS=}(K`(7RCp^j6+{AreO9k9Wy#shs(p+;%dM(I9j7#br?2F@00~^&ls$XMiY(}iN$?~i z5f~VwulY1Gs86ano258u7*9~A#H)OeOltFS_Almn#MKgOaV~CnMYn%;5T5v=r$!P5 zxU^#f^^OmivpTTaR%9(b7Tnp>a|`aKf6V3g8D);%Fcp<0RvGXqu8AttAgJo-uZ#WG*=#Ey2E| znJp-Q_ZS)^O87*5B>sGhin=fT-e-bnJ=u}*Tuo&yt(JvW+$qXW{AKiUGC`c+)DGau zI%7OxS8$K+IT)ZH!2lg3;8oy%rylYVL#L0! zGwHAX*TXEuN5JF@z~50K8{^5*QTwRMqWDF$7)27J@l6XJMO6>F`)qD->9DS2{hc%= z;S|aZD;gk9U~q);6H0AxV;2X?dJg#su8I8r66K1kim=~tW4ld1qVsDS;cQP3=VPNADJtH#I(qH@qp47GCNk)k) z38vS))1FTSp57sQd%}|nn?4XH8Smo3I8i*Q5KqWCqC_(;oL+)$5I&wif;$TTD(gn` zlM3BLQC{F2@vRxIAcQIh+r_&bjm6fuexw9<449)wb167?=1qCvjlBm9a~sxllHqx6J*m=N&o zCpvB{1`+;uh3HvBqX?htV`Onr&Y1gD85gzKspi53B_wFr(}<873Lmi8LpaH+acm)( zZCfqVfc2vv3i0I=m*xc;FmQJVK>|$|$(zDQOdH_|Tw1^rq+V;XwOjX`7vV` zfo#}RNPr`D<&D?_FEzwp81-vvvwfzny+J62L~ z>IGRO;R(JK@TAfFr1`*jQZt?)AG_xKqzUy7J#qX`2>FTAwJLxopG$SBz-2rg}{6U_p5-N|cP+c459^)0MX}Xi=dlfQ+G&hLG^Yp`g5>8IOO#qo(4JBOwx| zC6R!M;sk7`eZXOymK9 zJoNYn$+&ZX`!x2n@tb~KNC=?^tazgJ4tnm@ke}39`+*vDj3>m$(q>xDBP2h;uxZ(X z+G7Z5I}uOTRfH#N7JlN!+clfiK`VOHtOfI1;^#3x5x)W_`3W#XaDJ#nw);!Drl>=k z7H#lM^HG4Lz#!?1RXSuvv4XIIj6JFfwz0b8T7Hs6Q{`mYT+;RYNc@P-7h7^{sfa!) zEETmCRW_OVcONIT`}&YBnhZE?kb5NR9|yntgYsj4jy#> zhvmfij60^m=ojwajG6x?d2Ytsd|kmlFNzan?XkZg&0a9mqN}ZVf~yGp1^Sqg{sb(g z2v2Hqy06!gpP=<4)jPzDwGBL_Kp&eEFlc^)HaS_t{0WqMXvWQML9l71$`EY`=wdv9 zV^X#dBJT@v0$o52mEkX>wW8#@Lhx$yhK(GG)hjoc^?#TVPxk&8Is*IJT`VbH5Nzsw zffH?9?;Htacr}{8hORF8DUWz!rN+kjPFq|Rsd9d3VVWn;IV7iv;5lrK($(< zw=x{dka55k!)KSv{0=-b*aG2Suwc&Kks%e>HiGC;p)} zoRr`JhF#JsaI>UKA^bwMVB5|U(xmf5tIlyMAxDQH*r+k0v$@Z2eFXV9$vzJI34dT* zVFn!ph!7}A*CaN>3r2XdDJdhFJ~lN(Hm)#~dWVzDHBWXT%?1}Rr~g7-jI~Hc-5aQP z%;!=BYFIy2w4GDk$G9J#8)Wr_=7r~|Ay)&mk3^d!?gL_7$9OW3IoStg>~*%vqG{Ri z)<}U+dE7y(a5_4amDzcfzF~As4 z$grC7SWAo0%77;&K?IyPRgS+C{o=Sn8`tXD;2kT=5FkH+ql@&@;Ib0sCx|C_@IW8z z0}w$%Jhm7s$K5oIBZ;ixlV6V%G@OA+FWespF1XdTwX_R-F}To!<@TFt^vF0KU*y~Y zut60yk|TV19Wk-Y+lP%%zhglPoIA!`;7QZ`Y(+**(jpeG1wjfPak7A_si(G`nuCAs zAJTaJ*%AKgh8|$F^W49I$@CvuXtF|I%ZXzL9viKCJ4t@hU}Qj?pdcRCT-PLhBOd|W z6-rwS;KahUku_JOYuwD3p;diJ`dA(ZBRnY^>crE=LDDKhe&X`1;vER2eamp%0heM^ zoIrtr=MJjK2fX-#C(vyu4ZEY$2pbDGN{_wsNKK&qMa^@GDNpmf#r96sg_XDN8ox&U zWQ>$tdA0^>id@beG(M`Z=VZAq#z=7v>rtPj{DhrvU*^MGRHWv_MgZjeHB0fNaspL&I8JyKZ3FcV_1$6Uk9ZTTcOdP-V-41{ zlq2H_d-i}w9GpBDCsY^1)S<&ELds)NeZqhC2MCb7iJh9+o%g^_z4-Wy6fpZc0aFaS zZik&z8TY$bbG>lMK}%}3dxXcxX9U>afj!rlQSzqT6{}5X^9CF-h#wZtBOernb6oDg zIB!XOtjQ8Q@o~a>f`)-3<33Ntvk64lVQNh5| z)v|J>Lj4If3?c2RY3&;g7B`g6;znaJ4OC7JQw=J6Q1(=UD1^QX3^{HYPf)FdaZ(x% z=aQQX@C?L929me~eCeS%)Q7`_^0R!zRx{qu!jQyavrS~^RV-7=mZrl%q~kPhEww9v z3h^g+C^aNNM0M;>R_+v{0FJ`X7!O2-_R^KBfUskpKgJW`*eaR$;}RM96EwA<03m54 zn29&7|CQGsN=gckd1_{lEr)~u;A-{9W}ZIDUfNH14*8$q3m9MGsyZje06?3!BtQvx zQU*NXa|f9<|9-lVhyW$oFu_M4PE3p^7UygvKcV>@x_Bnz&7q`FBB2siK24=~BEIGD zJkfdwCdT}uzAlLy@NvS4ETYQ(P?PW}1{7l17Ppp6|A2dHn|9-$Vvxm*Fvi}AuQRhI zor()%-;->KC*=Jw&9Q~_=0*7vCq`;;j{F2g5>~X8>K-eM6K<~jD~|C&9@}8Q*o=vu z&9YsoY!xGEeItia#v2|C@wH70c9@4lxhVl!HUuN{Av$+98;>UwzTfAu{}Z=?{lQ`n zkXFJo-9UsHL`i)GPfCmvRGpS&tVEgvI(HOL{L^L<%X>6tBwqnMu$oSGa8Z2JdhU=1 z4%fxNs^C12%&=npf{kDBwFf-;88|}nsYX266Q1BdI(JONIXH>p>h*>;)$V9=;~0g@ zM1389bdzxA0B(m6Lmr>UUE!#phE2^p!?rR&hH zUho9tq-+VXq~4*;lO`jiFcm%XtA_k@*Ekj?T}Or=+=z<(9h)(4@78OHlOsL*K~J&A zs-J}xrMjY)>$ZF1*^Mo3+UsD@boa2^9aE6;_);HgzWEt&rWuH%6?`Jc!jcC?j&3dp)-JShX7;MQ5V z+~M5ed1780ThmmsNFM=DT*iU}5UA9=_6?7s>Jm?|0U?WurQYEYHa@)Q5Cc~oRAozk z;`3N4iz!YpH9=eVpLqBwF}tkSM>$EN8+L`Bo}O?t*<;Mbg7Fr7Fmbb&y;z2RB~C;Q z6ypgxB7**e2dxMmEbDzSr{w`D>8}*9~8o4&yDV8R{ zNV!~4=Adwr&wLPX3tIUl=lzP3!UF(0XL$y~nVL1vWBwB!OW5q~Sgw zIi8|>e(+eCxeJ-B$CHWe5orY*Ek7(j(x+U#b@;_HCkA1& z6Py_}15w+8%bN`c5o*3-JlS;TfG2be0F+~!FAFoG%)xg)D?$DP^G56!uh&1b-ab$9 z1j%~fY+U}0Koy+hS6=dlyCcMwm?hKwH@X51Q?@*O{@P>JV78R%OjsV7!;hJu&4c+r;e%94Er6G;PMw9<0PXy z2Ry+;N-jLy3(aN3k8Vlh^$jcSAvV!21al0TqlQ+kwJ%!1h;zV{wHPRw$ zN{c}>^g~RK^gS*fxPdfVFx+wEmIuqo!v4Uh(23=-;Mka@cv8|_#`&l_GAL`nnueD| zu{Qz4(7zYFfrHmhW=*@+c|fzklg5yI3kD6RYMgTLi0}^%m<0N#=117}XkaK1O8aI6 zMj+2y;9Ex&$R3YpAyHZ`%_oKuF3neaIN*85az>9U;7O|v_{7If$j7c}zj4NRLgFOK zLd$wB<5VSf2Rk&f;d*CX5}q`qR^@&%VpLTrf0EHs1#UBv=L&!&Z~4Kz87DAdUWxpl z8shC?eGAB(>-nM6V`X2LoM8JGPV(4tyN@;m5U9Yb0&d$L|6dfKLn&CgMCv6rRm6!d z<~xy@SZ?(aM--r=$}leOzl0VHA}SElpHN5up8S99{mXyz=5jR(;@d#j(@!T>dg=yt;3&>9sm?2U$X7&{&ncrx>4cvwXCV|DSir%g=Q)lO1n-zlE(H+dcA61`unDC>Bl zuc0-usJeh1JpxaTeU#}Up1@8{4=|U9Cs0zJ$V%bQvEyWCNrNpVaFT4+uDnnTXIWoK z({ZVWRjKK-RqEs|3n8^Y2aGG90>|A?|B<-ps3BM2G$5ke>b$m-G*e2f&O#;FJJE#Q z&bVB_lM3jP?Z9TI8|0zDdKm!aq&B7#F*bflSr|JIWi6x@*Q34 z6>Q-XbzoR7!LriY`bKO}DxT;RhvEsX2>s)vEatvbJlUWAW;3ibmCi4M0?YzMisM0V z*uDx3k*h{I2aihP5<_|7C;7qY7zIDO6_2{odC~N?ENdD0ZaJIDSyzV77Q(j97s*tU zz^#uS%_Ca-3V*WO{hQ6Cr#E=wf)za2jY0{xeIh;qo?sp^>{=|SK8s?%3)oBAqzVa+Jz)T705l=dA+J#8J>7v zToO?rseoX9$I7f7V+#5U@?uq&LU-+GI+feDnbhSUSxZ$rNtpq-og}%rE%7_G z>Wni2`J2Z|6sk;3%Tn>=@r1gGl~MMuz>^319mSJJwG{V3f+?r&7^(D5NcQZfdM6*t zDtfw#v=AI=d~)_iZssQNy?GuhwrLwrM|?G zrZ!z+m!Sem$$c3rVs3cCfKuxz5Pr10)ivCh8e!dNn>tOYR-Qqvnxo8jYHI@qO+pr8 zNnrCV;)zZl`#c~S)FcG2?Syy&bHiTRej;D(czQeAU!Z_Sx$u9EcGhBd3v88TW0Iii`LJRJIBMOi(;QP%C(%#Fwwt z_YeP!UjPAIz@Q5M{*Xr5qneF*b(m@=h9|LpLPDFl82N*9P5O;O$$}?!;i@Tg5>}6; z8)|~tNn4xnDIDita#Qw798YvEBW&Z?3J97TDCiiD#wY4`YU>v}o|IT-Hcgtibj!xL z1y4e0c7jWw!7BP3ZNc4c59rt{-w}M-C&nonp5U8f7iCrArl#%ow{?- z`JLfO>NV1e6%?1R_^NKEjSILLzE;LVQDO6MYy$WePvkvyeXT02$(UBU#!v9%{8cXO zFK{l&*_JtBdgm;0>~3ch90@7@|GUDTNdcKN(rX;8e|v1=q8yTZwP}&*YUW_gK;Ot< zcv5irxvrQqWrAG!1Xc&DZS5OXs*C(vdB7&~>%+JFo@>wt^?q{vv>)tIU*hp<^r^`y7}6S=ouM(%|QU%brPe zd+a0403Pa5BNS!n+_2Yf7w=TQC2)%;I^Rs5lH!SLw3@ThSg{S?>{#mJv3|nz!nubz1!QyEn^F|?f_d(xedUA{#+`O?@xVB?C84Nj*bb(h6e_9( zGFn|2NZ7n+N`ka!)fyZ*O)a-THm@B|sAgn%(mI~V0T4Smc9*FGpgeWKVWvu>_z@Yh za`L~?5gyPoxt-V;EkjmhxUuu+~tIoE+I7;nA zUcC2(|CZf)@3^Qpj_u36FFk#NtI7nJl9 z4+L{LLwhyZJ%P9Ozk|*I>9lru_>bVIQDEG?wdtLfNlu~rgX4l+$@;H9Yik(wh%pKq z!MPM1#mnRR9Zi&Y<%7>s7@pwwjTf(*4>D?&aBFR13#)ZqlMfJC-CoDejpbIT`nVE> zvo_h_3Efsw&eQ3*>o}Y9_#?*LCT=3FcCqpDWrHUpI7_qR$%BsWuSOp7QEQYgjg__4 zJ7Uti0zNAsY21dc&2TwW^J;%_>iR}Ze{4|a8wR9aZnGp=FvVmlzQNl_@8Ajh%HPzw z6~#2f(4tEs8J6mb1}gx@zGOBw@>6g_?EdZDrJd_;V&x9#;(lrLSA0p zUKCI8;Vbt>=FX4AdcdGOC6zWStjXl|O{j=Zg?J-TqW5 zai6|2?p%4yb%V}sCHJU!^5x0!-s1C&ijIF_(qM zCkvj`5l?F7%mfn6f#pnptGZZ-Ja6#?3!_y+hj>CcYAPfxctX;X<;6Q?1!%&hcv5kb z0)M`aPj-@0Os5~i;m{%9fjvCw!qwV40%C?;s-?6rQccv27bP?WVT zEaj?abtqX}!owP=F;S~@lLWQeRkn@8nzqUBsDA8NsbD!lr_#A4N)`CtuAt^oc{UVj zb+t~zRX2Eo{YtuYtEL{z@3xa~KEAgVd*ohTws@S@zQz*>+`qgG*Xs!vj2dpq-Sn*hewfjpWB;i7WapG4EIj71E4X z;u8-3SB5O+c&Zz93!PLl8NbrBFkFwCl?&g*Vk=R?%^FEEXf{9jn&$cWObb2V;z_fc z`)Mqwb^kkWPrqO%>UT2wOsieMp^SNaDf7$qjs0QbiRC*!c||-?Bl0*_DcDU5JmDpu zEO=r|Q&49sYOV3&P?J5GXg|>KB)2)T^jvwJ&6)u4=P72J@MIYLc09=v;>of8!g?$- zT2xn0ZJf$LQ|!q42=PSh13l8|a?t+Q$?QZz6Q#6?k<5-K|2wNN&b&1H-XNi;U8yy61O`F!8#SJe$tIpH;3fj`Oihkc)0J?RgKPr5oci6(0o zvxKJltv1V6euw%=?UEH=>)5T&^$K6dCw?{!Pv|K!U8~b-e}}m9Me<_Zo1Vw`)$v4m zxx^Dqi(`CZc%t&LY}*TrAh}RH$yoB-pN``fQrZ+x#KmB3yea9R$qv6mJZa{Gwnz`% zMf+V5PYPub+f754IKj1AY++Vmc(P37B~`n~Ju>%4z+(Ip+s{_1q%Q>g^pC^G`-{I( z3Y)2&C+T{XJ=PLThyCHdWGB9h;bT0ZYT2rLl^0e&@#GNk$)M-0u=qq-@v0mO&KZLf zmGdnOPw=qBlT_D;iVL-IU-{!CQ|WvBT^j3bN^sO{iDf>nQAsrg3UMiVAf9lFgZ@}$ z^HHOQoxJY5(6D@>dJI66Q;bk5#wTdz{D^d?yQrNUy6gND@dPGRu1SxtD>K>DOR_kn znRUiK(zaZv+7P#mVl5fmtL8gXruz0#($_c&*(PS)-pFzPOP)hP;Jn-IHg=Mj4gkIyjyva!OE$&v%X?{!b(-rVvmj2?RCi5 zCg%#qCseK>8NRmtYm9euub-fSoO={Zi1e{huKmN9SC`Z#wN;pgG=+n!8$5yPSBy`f z`RDP8N*`O8QGtiUwO$!V#<1wA{i=9Uf8q2^WRjdte_Q&yYA5PkTL!Q)<~t8Ps%(ct56<+y>#oyN z6fgQwoNWVb(V4p_XWn&+``ngN8!90;i(H13^XO`X_C&D4^TctYC#$c^9YK zMd)ljgfQfJcJ8%v(6{IFDE}yY&?RT6NX_8?p-r!+2V-)o6`~u(RcVuG%nMCtaJlKN zs{Z}q5u-u>5l>*8d9oR9!7^LR%yJh`cCGs%qu*h^qbdR#pEx;M{m!U(Vs-Yy@|}n$ zY1V$NDdXvWClp^)3kkJ;7QeU#-Rdk#$X36DlyR4=@Wj*vRnVWq9EK;blUC!CAM3`Z z`54D?l6*Wn8o*8rPXtIh%tlU^=VL#u@uUvpe3r1~+FzzghbK?1YXM}f6;av8(ZR3w zc1x2oQG-u*aus=F`-_7vK<|uk5~8&*VP+GFp*A>lXl&CI7 zWXob82k;IK{pCsR#MOX}>TDd8yQ&4P3CMaJyTX$(*dhm|ps?##>11%~&B1orzGcnA zio?3?ZYO^-waIy`rtFMqwZ1!IvFZV>s=OKlx6nrsn@aJ-*ER;fnr4ad>dY zV=KiKObYco+#lPjyuDXH;6N5ULBDti>o`{9liK{wXwy8_w^NrScGB$_vkIPY9eTtQ zm`-L|pGsIvbX{#_%2oAiFl;1f+u1ny|UU4hy7wFJw~*56UG%_CWnK` z9hyQ!#tp6}3vj!iX(jiVI-XQJ{ox$(1ZrZs4F~eLNw!(sQ>9AlT>UJlqQ9U>n6h0T za8#!Aq<8{j$@(+g|CjVz-DXqoh$od^PK}{R>;!8XGuD;ek%ZKJ&7w6^+sIxK<5*~R zw5``qR4ycUe(dn_cD)XI?HB8Ohy5Lsd#q!8!V4Y{nDt+^Mw@ktC+2tX9GUY^RCX)X z%qF-(Q*QYd*fx>}#;MQ3ms_Tq@4yAOt;Hvu;tA}efvN?$(oU=Y8rFD%0Oda=jzvEF zB9`#H-*=Zao&-))V*cp@`mD=hvOljx$JGAg+OC)#dz;55?+Wb~pV=8{ceW3my<@tb z)Pl(%sje+UPAZehvV}siUU5#&a|S7-U3(7G`Fw8A*sUsQs(fl^d33o_zl@G2XB^!o z;Z(~CPgY4!y2^a2&HaU`9eJlXSbV}|nHk$Fg>eqcWk2pnJW*S~0-oCOguJ&}<=Grh zTt!Xnqz7ieN2;Aj3_(Y?UWWkf#2T*kp0)GFzOJe=v!v{>WGihhFa(p`V0o$QjGiMdkV$o@fXvFB+Z^O>MRrV$G()p^(Kk_m0t zW^6|J1_Wp<%bX~_ower~vgYHrmKRsV@)Va-4h;swAn<(3zHk z_1G%$l#YaLjbkFg8-FK2*4VIJLv=*bG#XF?kWc^NghD<~EdbZ35aqX?*gt z*vZ@BaJ^oxm*?lx^>x9MD|Tl{aPo`|i-*H2q2{=^5w0m7F2Vw=M#Uol6JNTeU^)62 z`Z$ga1~t|1Tqi*U0fgPI37E;lS!@D7jSYsc&ONhU+*B%hH-|v=w0;aDC_vOel7wBL zWbWZSdoUv;-9`}hq$M(G(0J2Ck@UMBNZL+sq>Q4JhYRdQ9OaVZX?Fd)hOcxJdprQ@T4(3 znRjijAdzDfKnz3vq)|e)?&xgDXT#B*<{_6*c~C(XOi;^*5ri|qSt(Z&##rk{j@g)8 z-%h9N{PK#0yvyzN&6+jTDc7I?| z3k5}?VV0vXsO$+A3*ioa10nY^lw}=CoZlfBM_NaKCEt;kyz8?`0;1Vh%EIr&y0GC1 z^&ImNb^=q17Yi0%WT!BuC*vB{& z$n2mQHd0j_)Q=L!{snKPRLOaK#;Oaw<@g?|(K+7gMGjTM2;hzQzPVkm*B80Xda__f z*Yf7Ko=>kQ`S2`;CU?DT?>ap{^8~*L0O5wYKCvx)6jQs%qw7n0d3)K&91LnFb|)Vc zzlzs#xxO6)%&zmj8(!^U`xE@ttb#T;0(gjn`~-NY?@oUHLe=b>#~S8eyj^epU{GC; zc~CtV*a;50K$!Sp-dD)o1I|!sWUg}7#kBI{oB|mzyd0-YegQw6c|x)Ki07@;lbPeZ z$zSBQgM!yc!55L^+bcH_m|f39u3ruItu9T{H3e53O8%20e3fr;5P@;>#TDPUBY&-u&sojv}l$A+c7Z2$Ud|GlVly4oXM`GhZgIr_}F3a)tS>(#G_ z7kyRubVa-I=C!^2`uB_@OPk|m1>1X(|7d%B$uP+`GprY!5}5D&ofw3^Ui`T}f<6eo z#%Z#T*Q?*B&xG&bt*-WbcuXMf^=fy&>Fd!8hrhl2{ma|ta{l05UhjPM_V=`t-+#OQ zmQ(ZTTl*d6Ea&v^{(k&1^}M|NuIuYJ*y`^+6ur#?{@VMFK=GVSyIaD^}lvbU)EK^ z@4hR);|(?5VP5JMHi{s({5tT4V&czyVfb$Tt{kqYhvDnNA4>mBK9yFK99S8{i)N{h zg&C`&u)4zX%ysw~wHGa*ppJ5lzoED5udP|Vx09uiv##iPna6(h=lSO0QKWr4y*@ub z^O&sflAk?aKPXh>stvs#L0Vrf(##$HZdmR{2ISA#XIsG62VQx-$6 zPZqpxkFG?Ac7peG274{~#3h8cX1<&u9~ul=@`dJgsiF|_2``Kl>LTa9an%68Ytt-mvqzfXPpH?fHkhBA(`SOBKU*ng3CMTz~pb@d_s-{dp5 zec;dyd~3N`5#MYHJE>uGupl&qwEZ!cg&u>FJ(R1N$%|FM`MmN2JX}%mRJ#qzf3%bG zJaxMngog82ly-k!F1-Iipv`1LLpmJjLaLb;Zwz!}Ig$aEjwQuoLt#F2`s6 zk9YMmn(t`ub=Kll@$P8{En~USTDoq>hH^LU>;k|M@}3?+O4m~aHi^+M4D9A|>$G-= zv8+e#L(7<}`>?Q^68rN^a?Viml9#u~<5l9?)bjz&AJ|D4Kr+nraOYyx@-&#E9!Xl_ zqBopsDh`K6(N7L)Q#N53Ij1%F0zM4m(@u(Wa-Ld7oedGZ;3Ym5hO# zaY}sw#L|MO2j1!n-_ zigF5QC&n1me(`lagA%!`T-M?Y?mOvrYI@BwK0(ss8KftW48ok&x{A?P?A16zq=|qf zqN{}2FAi!a)Wp`Y1r@3R1Lb_~dzDaZKxr$`e^&Dh_)Jm{Y$S@>6ly2w4lCL*K%d$U z^dZle!9=-aufP+MR-Fw;F#%)Hj>>a|orFP!iouwLw5`%CcgaZBS{90P;M7e>`jk`a zfqJkliB8lt;PM4|i-S&DkJw)q@}|I*QqV4FTx0kGHi29cU)r_yr(2 zVJ~Vu$YdMjnoyCvm@OA0IkzWL_t)iCW4Jy zVb8ECU-I15W+#-4(9^~--fxK~x;VMmrDq=FX2nlB%dubSktsb%iPlZj=A?iCb!>8z zWCY0cAgf8TFR1rb$QFO~qPAasqXAQ*vF#WWuiEFIlEM zO!BBfbu<=Z;&a8A3o%j(*a}LOv+W2)p+iFU*3xip$=5Buv`LF!EUGC z47ZprGY;nLb|S|;JCbgH3=?>4Y6tSE+t`UXN$3^Z?PPR&Bgl3*ox1!SV+2Xu%qNDE zErXS5szN)amWd*rxB~@0FC`ln! zvIuMCvdYznYmPL3>dk~ynMVa!`Xh$tpzCOKS)1&tZIz;(fZ7E3@EppIjSE78(vL_| zi*$S73HT>?akUY#b6u8Ud&_mDBy?qLG9CLdibN-Xi%RjNBA)Ehs!?f1!;>6%qGQ#; z*LfAXP(l3|^kbdy2*+s*+wcW5wgo1Evevf7Wv$@}uJm1Ic#=1Qh0W~a9BF2F5+*Z( zy#UNWGr#WFc-r7e51QEV_#Exz(I<;5B{~LMYJ<%m$s%Ww#fgg4_bcY#s#aT2$0K&4 zOC)t5BIs_gluM=0qgW6AyS)W0F>fmB-EkD52sYcR@*pG)6(l0kPO$A96L>n7uwurZ zTiv4}Q30svXPp3vRN0*~>{avA%*64;g*Z%-mm9Vh!ENBlb)=^$Y!egxj;`>lH+WLl z5l<4^M=i(aoKm_kWolGq+(RTwovC93Es{Rt@6aCjp7{J$Yr1`@k>hn- z&jz)sXeY{0^~JFS(#rOst5!kKjbCOg>Sh2PoX^0H% zU^WLqxT|s5LyH_<4759Z-du?q*YQ z_I_YzCCf#cvf~LOnP9qGy1$t7I2MgmTv^T`&Twl9g1^h`@vpjV*R%f}ZmH%woJ-T8 z06$6Z@Z{w>D}vM(pBSDH?nWS-%a#*#H~`9JH;gAFpv5{bjFE9_1x^TOS>cVk%_eoH zqaTG%c<^Ol>oCWIbl|wwi4!p$#S?_DDs5e35JvHY@+7-To_4qI`@+`{q$(1cnOuRy zE{B7f$$}>;Yaz+hJ3KiWhUkvK_P#D?<#rM_cwz%GiNzt#{ zQTws!&i__BN!;(?;((MN0!CkQ7L`xMPBh=)IzUx?wVjc*ejYh$qw4`3Pdq-+`J6NK zj1rEXTi^u0qq+vQtyO^{PU?$xbWao$EKKIw<1TB63-}#I!jkWF38UaDBs+;uP8y%s z8G&cQ43y3Kb>sttku_7_^Kk zt>bo5VE4Iv-=>Tt1C+5x9oaEOBbB<)4aho-qa(1Dt}#}6^%9?8#f52&nobU4TH=X( zi#RqlL7kL%@M1y1~xXQlZ zRA8O^x>3!GbKRbyc7k&*c=Bzl3T2q%+7VAMMyfd;#9vdMWp4O3odR29OzE!}pFm-o zGw!-#u85Os^j!2ix^9&5u;9tlllmPu6yQlyYtT#yIEzn+Cz$!WU;~)>9Ub5KmqPA9 z{Y@+gTLTw7Np%*G$}-(%t{5jL^UXV*V$C_68P;L)8G9z$$?7M_fm_dn&6P=>n)-6t zxI3;&lC9wDe=nY7HsGq8&~85MgU+D>Pg0c@ zwjnggvtcG!x4Ut^SZu5Iwdf{yz2wEI7Egl8LuzSA@FZom33J(6KS`3W@H-Eu)OR>y zcV%yO&!Ozf<&+*D{v)4t(Pno!9507%mGAtB-7J)$-d~dTa2-IO*MO=$O^U z;*v$4?QHj0JvOsH#7crQ18!7rH9xk6a2z4y%;DJt3o73`Ynec0|8p-MuO9VWv=dty znQ8$!_&lnwMc3p>*D<(Ag8xu|&qta=y5Nak2&}VdfL?FoSm4P^ss1R&Ck%IW)~5+J zy=QW5jwjq?$e^_+o|rrv&RE4+PhFitgfTqP#a*@HiS0o+pS1?WGC>_nh)JuJ{{>Gl z&j`QsP0IBUI!oMtHHcJoX3dKsc<~>YHJAMNa3E;x*K!2~9Fp9DOz2{Mhr42dB3>-% z+V!KbD}3>M8;U1MtFK7$1oEzkKNmZ(RgpLjHSq*nWeQt|F6NV~E{_~6 zePYgy-qhI&DDD`ZK#m7~=cxM*G>+}YI_hmu2_R&SC*!=sL?5?AUJhG4=_U(s_wJI8 zQ5Mw3&bRB{xPo*mrxfK13SS54depiP!xr4@HhbMTScTMOP&8MjicY0_6}ZG9D28*> z0Hfr3DYL1BH|q8b>^awrRI-{9TbRWaSv^axsqKx{dX|p+>&>^ZdA41)J!4t$MmT<7XxZ^mohQGX2O?KrbpBl4T6f~mbszC$*5*^O!jrsibZr9NR7vY0o)m^BOMJo;%le6;LB$mb`0ZRP z1i+IR&$50pvfvkrMqaR%*y?3XAeIm(f8mP*PSqNI08b82kH>b|b25&*rEIOc7Bia3 z!*No+2$rFv=eJ+m3F6zh>nq~PX68Ivi%3w@Mzr%_Hj%{ih^R+KVL%-NoqE6IlD=JlupfrJE3o}oK z{P_7gKJmpK|4gfrC;O|5$Pw7)H^mbZ8ZK<~Bj&*-QnH*XI>#?E@wHM?74>)ypDct?#30jmVY&g~>M3BR4z z<-tKvts+W{a8Ej3`Ho)btR?G4TOKv#By!y{qj;j#C0j89JfZFg10(2JxC%+LJCC7h zre0^=v#&~KP#qGs7gaRHYgAm|nJ;$2rBZ4Zssdc(ZYPhtWM3klEha*{}h!be@~>pRqlCyN3~QLs=UPi;JtgJgGI`sq1eQPjr>B#wHA0D)y*bOJOCX=Vt4qjS6uUcITJ`o5r!a*Iuo<&=84r z`@+_ttJbKk8-&Rws7=UYeMuOf2#7(aEqRqVmfdvIZ`F6+Xq^jbUDjzF+iT*h+Y(N? zG1BbhaanGxcoXe}0cLhnu3%&EU74+2G^4R<8N?0apUkMAFm@8R(x6N$h$|P6_7Nqc?|H#3FD+*Wu31pNNt;cuB7AwFT9yPf=t_W_}QqQdujeznfl_*(Sbqgyg&3KrsZQIX=w zU)a)F;fZq?YL8FMPE@~mwW~w@j^0?IsnqLB*sAf#7hMisa1D*%iNq%+!>D?Orhb`x zb>YOlE{y!4oNZUvKDGfLRJrvjO8uI-aLscpe`R+Ye>WW;F^jmm_)BK1L~WlJ_-t1B zTWeuy580Z6`emwRlXMZ@0d{L%%w6=k6(F^q!9ym`zJrNOT1&p!>;8(jdw|tUAf}#S zD``}lm(-n0Yqc{Ch2I5F7{+qnsTfOb8>UMX&z>IsPYR_$On`hz6hzP3CuW#pj2XQ4 zT>YGW+95vK?R+;<=JAR0Vwe{vmL92QWsPOo8lMzJTq4dsqvDB5UFW&2Ymyg(_yiZw z7sNd@9L6Wa6CP~E6Ys^_dMk1B|3q2P#~+aIAYS!V*AY*+FfwjRkGoD{ttv~_mGx{J z&UV~+rAs*@p19v>EZ^b&;X3XyDttAN7tgei=1uQNRB$}0wV$sGrY$En52SX20R8oy zq}1(A^`W4nJdP$`1eq%GV6+d1ipM67%_y}0zaAcbu&4pot^_H00kuiu2`L1E8YB62 zT0aTKu3))SH-T{}F$-qie@+|06IN+hXG`5q3SIR?(~-aQ`ibgI>e4lGG&gu+y0yd; z5`7Ei#rgyI9pVW~VJ#D3=6Brcq=!CKf*!;Z=<^5&Unco)YbOFVE3c&H;&_rqJh3G_ z*^PXx2Pgsw(N0u$u`<2KSq14-x~#CO##U0Ce9(TklK`u!#sJ?zr;T_*Nk@mte)`KAPvj{66INXURsLCb`{A@TShLZKS*-9x z`+&-0($|~U>UV63hBD6-PtJxXRdRMbsTRMZ7nJWA%-IAsJh5UxVR(`-j;$>x)JPb1 zuB1QK?OFc^(kJ^zT=`r_s#GB3nr4Y^(W)woPljSVW6gDsMb{U{lLy6<^O>z5*7J|t zHu|_Ku(=%dyM2LfCmHV!wN)zJ4toJS7IF-2C#a(6i<+sd%j1l z^5nc)HyUMR#ViK;X2laES;)1MSN9NE=Z!7;p3LGCZqfsuKn{*Za)3DeJ3Q$jxOq8p zibr?B#TwiD0^1!r8=g}yB(UDiPgy+{X|a~Bi#qOEj3%N9S{+7rKvq970)Ozl*y9uJ znpm4ZXK+r4;6CnW%$@D=E?zIs`^$3&iFPsl?l#0d9(u8hYONt#+~A3XF8_-wNh?Wk z2p6dBc2BIHK!fqSw-@LPE250K;T~%z>US)T&8^NB98W6SSO7e!z9enV?4x$SQ!IN1 z6;Fcqw{it6TQ^HuV-ZZ4)ceI}_0HPg(Po?B$-C_pDYgk}Y`DUcrlH@Npg6t3lcAh< z#FHaCga@Zl->sEw+kqq$WGY7=g5yb|1=*eA38JAyS3fJ17$h(2uk!8L8e@D?8^_dQ z{92p%3~oA3NDu2@dF zQd?Zy{wQI|)5AaKO?R^Rg!L1i+uZS_$YUH^)J9QaT3qaK{*&Y!i)y+Our0zpzr!vy zJ3*JcR=;imq6}*xEiX=my*RUcT{MN428giFQJi zkxZ~y@Wge(*LY%{8eeh*xPt;EZ^z5?QLFC#7vHt!`g!2kdBwW*6pr3ro>Bh zT=$E`^ob`)D|Q0k-}G~+O92-_r&hlDF4j+Sj_uSQpD5*i)QnlVk0Ij8&Xc(Ymp%uRy1cUw#z(%P(1lY z;*;?_%{vTcLIw7x6`nLrKTW+HPQ{bGZNXWwrnBUe6|UJLHcmTfN!n;#-yVA;$6DEW zmOR>q2ix|L7qQom3!_O3$CF%VQ;Y{>YZNs#R_Yk|G;(|86yxdn`6OS7X&f(VEe0d> zLwh$J-u8#-s`H1~l&-@)f+xiaPb8owo*+K?hUFWar+6+##;>oCqF;_87^V;t;lmPBKTc)vJZA0%8U%b=B=(W37 zz{fJ>FdMBv!R&1D$(gN9GD&P7A_ouBaJ&4bHU_|gCk#%kSmM@Ev%p2fIm9~jxraO&eaZPx9l9}J}LQ}*O7G3FgI84UrpTB4m zV~r>1A<-=djZZY+sq^IYbZWibPlivsY5${s!h(o6*rqvmC}ejR#H_CyJi(e*^aAnU z<&}71-Nn?GTi;oevGGZ5GB#Rj+j+qy@=wyV_M)~qST683JV8WKTU#6|<+PJRH(1mf z78+%pm##S=oR@jtADPdK2}q(NZ~{Cz0zsY++uQSA{t4{7y8ZNM{3y@Im!VWO`^C## zhUPmJ@?ss!$ZHg5jraIMo>IgU<>MDVvR<%QpNH7&uD?Zmg0Tqe7qh#J7CiAyIVhuSyil5cv3#e-hGK}= zvj?J}vBW2m7b8O9z6=d<)p2E=*6zVkVaFo;L!MNBgVG0s=!48x~H{X z@$8v*jKPd0;)xcp3{UE)2Oc|uc{%12vm61F)2mp?@nnh%@IE(qB0&mlN8miGKl zdYs1=47izc=JP zxKHj8Bax4nxl#Q0^tcv0S;r@mv(iq)TK=Q9A-14RK-vk!jaGPKd70v-EV3)4qlUDuCDlgVp-r9^tywot(hG`2e;ns#HR?h!|v0^wp6ghz>k8#T* zILBEV7mus^A)Y|4phT0s)2#TQpka7YW9J*lkjEqM-P;OitIJnPPV4T~VHpK+Yhbc$ z8};X}W~;|qzEkKVo5kolZ63n1z%Q=OR6MC`UysD=G}P8puOq_%;v=lHi9b2gR3wf? zHY|}W9FY1SGn8k=6Zu+Ai3qH6 z_(aW^mo@CB#1?ROgy3ck)VX}2yNv6`$3&n@#O9B z+>c{n>CSm=C$-`Uuw9_!@q4Z%{eQi;llcw%MrkL+li+jeYA2(5BgGSZZlF_9C6PU9ec|dKl=0#j93CtB2_SNttH9To!-jTI8Lr)UN zuJ8o;pr$k%JjrQ5oz*K3DwET-cWWi>EuLgqTwlDgkjc%uHRz&-?5s`=846N&`$bf%~L|ZIISa|7!Qzh z)?PI+$5Yro$1R@d6<)HXwb#2A5A%+|rn(?ocLbm3cEa*7UX$w;a7DKb;%L94u*s{{QdRZIb-l(D zZJN{`yw+wWnpMnz6P{Bmny{3nnawMU^+)E%msf2bACBEodxLw8U!D)cOf69#jJw4X zQZ%|F8**YH@&=GI)+;=DS;r@)rR1cuu=IC0oK{z~lhkX!H~CI%4RTyK*UV+9pTuF5 zm^3?{gkXrqBZ)2}=K&d)$dekLJbt5fwys^T0FH4cWVaMFO2n~jgB`ZxfRsN$)B+EW z_(aEx-B7X*5@L8dt=Ov*TKo>>+%V?l`_R+Wn(YkIa?5up6t%A1^OA^oVqQFFSiiy( z8wiKnpO)I1>b$h=t2#O@uQq_?ND(s4kpD3-h!lt+tC)_8Iz+ko|Ncpk%(>@xzJ zCOXDVp_x>^mR9RG>B5gqbb2Y`iRL@&?ZFn76uytwdDLY1DV|vQ#la=d<+`R8s4_P7 z%)=V+`SQk8hvuOXElMhT7WJ7G(Q1yzYcmuzmwlc&Zu~BeRqiOy#nV4?f@`6?M?7IF zZ2gzK@DZDmQ(3m=I@hhaw3Fy}7@x=?y@^k3>_@({pu^)6n?qL?q{$XIKQPxF>H@_i zYZp12^zvFL&jvd&I$QT{oju`2<=J2-sIzI+e#v*97QaI-B=KbbDW0^Ogt%LHN>m+E zJfY)}fX(8QL|Npubt04_UU+}UH%!;HiQTE4kY3HpRPm%<@I;eiaXVw7c=GIy=h+NH z4Cc+-!*o3{Q$DJt5P(jv{XB^EW)?HYd?(lW9mHN?& zQr;up2i=g>9Xn|wp0s@C z)Q+NDF+Sg;`X{?IRXj1bV>5CgvQBKjbZwAQtn(eqGb5f@mxpeL=L3F6+r$iI&C$GB zAbZh(L~Z22-`JbIKumWo3r#9?{&$ThtkCRiYC07E`XipZS<4JNo)m^BT33&C`!V8) zmJI8Jc;fN9;H`j1EqRIINlsA;tL##Lz&s4|9Ulyl(}=E+9~h>HY)I=tEUIkBGzTN? zxSk}1I>Sz$PMj0ZKDg}N@ASYEO^k2xWnMP zZStzmiQ@@%J<&Mnjw=)A~up z`hCO`j&f6Fn^U}<@k3(1BY4t`nir$;dW$CrW2xgO>CUUl6}0WU=}?{NQis%L8ppPH zR#xu)>aV)2Z5O|TdTbSZoFaHVHusslBId<9D@%f)*V&5N0>h;&p@s2g@YUoP5!Iyl z@J#5?!1aQZN7A1?>S`By8m;LctM$C$y8NuWgoI0VJPr* zJ2|z3;z_&a+k>a1y{W?Zi>gc?KExA}h4eTvKB-r9dk;{W!B?CxJ^`UXIc)ojIU!I^ z4n!F(z&*39Zz0Ow;*{$!u9B`Qzr_=rZt-wBzHBP`(eF^-eq{D#acpkkl-1cHo{$bu zB#I}gmYzwB&2u@j5l;%rg6iOU<#{pdY&N%q=y;dr#R^ZffgEd30)dI;#qHhrWXVS; zuh+%`nBvLTeAMvdKxKl}SjIzNg1^+MnYa?|eq=anjACyPe3 zP58QmC;QjqWoYWrCqP1|-`j~wC`AtXG74VI(2t!ppI82g7X|gtOqJRimty8SByd`( zLE+@w3!a3`^PQR^Nv2hiGaaN}l%j8}pX^f2ceEm-jlo>G*FnWmc1E)|Jdx{oP&=tU z=9!Uh4{P{=^^;k3{ID`(V<$ZeaNT|-r_`DP=p6y2F1xD?>M}W1RK(~b|0D+Nanr^7 ze8*ds=y&RcM=ghPiDQ#9&uwAESgQbpWvvQ! zkt`(Z!X*B4k5g=Bu}~Tth1!rG|K-N-=;($C$@x(>YtZxC4cg@oH<{7 zd0opXnVq!n?Ia_Wnv8mnVN}B-*4bVtAZ3+JDtR<mUq!klq+j(PVZsoI+C%B-LoAPof2y^c^(5{TP3CA z80vSjWQu;Lifp3pmMo%U84o|8HGz68`hA!Ep}VmYjauUNog2TirBUm=Xxnb&*+N+G z1f5CTYx*bWDtK?*hx%=Tsa}{{3!a1`U*$U%8wP6JsZnt1|6?qjCPW5`+yq*8CJHUN;PFUQANuX$v za=e_Jt5AK(68fDro+POTr#1%XsjmggW)L~~`Gu?USlPhTr*f;-pyfdMlPtz3X)LdC zXuNG#npl>0d z$?Dv9Eg7HOW&l~rw_{`CS1egtjZ*=<`%`ZB^|qIr8%zjVKN+I)+&PuZ;*%oACt5or zo)iivBq;50BC|D~NRVsSL+yBy8=er8mO5Ld_M+E~>9eiy1VugK3C>2g&3976lZ*kU z&xf0x43v9Ru_5t1m;Dw`kO;{SX)7lmFZMFXZQ#?I9JT2+XD;Ix>#?TK>-7`z%v^7x|TRds%*glm1zx-)-^6C9Oc7|fRPK~{9Z?g@%`f@N88ZL4VV70%a zm5yD)_(XLj!7E7APU;0usx-H1o$JL$3F>;)2W%8iY#~&!)K3=Q4E}Vk{hhPo$?Bp{ zX(!n_klm|1(hnuM(j0SQX0zDI59Q>lvI@&fJr+f_rF`Em1$*GhCR|?O38`#4AGqL& z3-5WplSfS>tzxaw#kFLr;HZj!U;Z)hq+{AMVIL*yCuN}{v18aRWf*m0wc&~JAc|zC z%l?$7$Xz=tJE53#;&@_Py;Qcjc0abM+iUpB3ZzyVRDs!Ql28VyH7>XMiEqhq^-czt z@igj~*MrIxIG!A~vKC@OkUzN`Rjc~pMiz8QfPEO%@FW6^$s;K2Wl>?LiS^hzws(qR znYk|_6SRojVFqEA?-=Jo$0etK6g-jR`2XnpU8DN}y^WdfDssX-QptD0*^jp03EBYg zJ8CGQN!qWp6RWc^j@_lpRDtWU>E}3&s&Q=P+r_NBR1~%2iQeG7iYFRjWM{@F?P4cdXLCdGKFAH86!ofZZ(_^2%0Zal(Mk0sK2baQ8~Glq zv^CodjUUzTV7;@-f6^R|w|H_fiA2Mb$78!9u%TXm@8GdcOKa3Mdb?#q6!oW@rGBE5 zPVTlN%t5j;s2%^)UQu>cV9q>c@XJnB1`77C5RbIC|*s8#nwqs1NUgmMMdt$dA|O_oK! zLpFPwPQCjR#uO}RjG|Bkc{G060HkCnC(2?;0c%KxDuS#O>)ByHMgRUGS_*; zXq{3od^AC67+ODpxE1rAhqg+$G^MS`xW%#1Bp_%Q&E&KhFXn8q{HK!{w|KHDmBa^b zxA>f)y;J*Gh9QdgcT!u#SzG1AXHZlg*xA#jW5Du=YBbw=XTy^z=A`JvMiJ6N&E$El zTA{S1)Bf~)f({qQ1-_~(=!=KMm_;y2@`+MWEXJSSVu9) zk7Yxd^jY+l7WU#Oax`>@wr z2ljUos~>_3OFYTEUu<|1T%pjeJHr(#b_aDT%6VJXNLuAu{krB^N%fU>FUFA*PY?_2 zSM9*IUEv92av*MBhnXB$roWd&()qs+o0SHMb+gfzQ3 z;z`tn2ws#`qfphhP)9jB`daSfqspE;cjm=|woT@>o#5J^I~7e*?%IJQ*@JjkgAket zEaXVe+hK3?N4TBWQ$NhVh$o}V3>%&dsLz&)mdKEi5|87VLCV-*|3VYSbo6qNWgyz$ zsWb?yn&j+w5+|4N9YPPz-j772N2C@VRoTYBvKt+b@jLBuer4JXwj0b}M^KdD`i z-iBPXVXh+xD;jmZ!V@-eY9GU_^UU!CMf=sMm3Py0z>N#(^aq{eGIl+A1=cV=D18QO8a$cEe~F2Yh7`AZ6|56=*hYYT*_$!#gmdxP9;Cji*;eEwOKu` zv%PkaO;G61RA`lyTHT=K`?CyBa~k;OfCh-V{%i z&-8qH-UhPFLT>DYZ3bM?7*eH`ko)o-r|hTmG@Y?>fsrhPl1O&j*#jM|Y zovn2pV(SBjSU~Y-uiv*LZR@qkrN&h=d9Za91y;d(d;&Xp;t3TySyxA+ourw?C%NIt z9+|Onk$h})m^+B%K;xb7WWz3Oq>Bz8Xy)9WYDA6 za63~cXFIq;aA5(-LO+R$4hx?MKhVk+`hsJ(LoC)#xTmhlN{ zH;iLn-oDGZo>L5Ens>mI(dx2My}1)5 z9!o1-dqYm@-cJ=r3a$pO#_cUAWQ7!{igBzhE{M%v4rUh%o>)rk(tWktNxkB*0Z)Fm zF!tqg`FVvW`3s2lz!S2RRDw-K{ScZEPbkLatjK50b`FvnX~MJEi9B_AzJn(W1sa94 zQh%LzQi1^q$1}~nI9fH1(HBlx^rdgu<&2|xea*deaVWZ5>FRwh)MX`O8dD?Bl}ybYejFjmE-6n*PBzq6W}%8_dve&9*U^Xb$NYdk5D z7wdaCp00CQGvMKe_wk9hV>wD-_1JOHd`J8rsws$4 z=zqje#x*1M;9-7GIavko(C&p@rb${#iSjpK-#}oONV>apx5#F6G_c8BdTnSde z6i;-qX%+pFYba~QaZGbvxWV1oD$wrxR2Doj1zB@SrdOcq8fGV`(C6_Lqr}E{;_d0_i7QAR)_8KU;P$wx$C`}F2An=BqhNTaa(ZmRlD(P^?Iacu z)WO!qqtSyCStq)dSGk?V3QuBp>#vsYFpS;iJ924@jdUE<(aF$Dbg;)0%4^Ri@ArDS z=zS)-gp~Qqy6WS6V8@+qe@tsF92QG0bTxWRFZcrp^H+l%$v?mR#^ZG6LY%TTLOxL1V@Wh9q zl!B$j5(f?)?9bQn$vPQCUW{`z#gJuO@MP{Th*DicxRZR9I}x6rok6`{RPVLOcGMa5 z{pmQDGtEGvx0&^m_xXw!IkLzihi~XH{a`mhZX6+{Xd`+GTOos>QKYC}Q2Yjsyu6c`;cro14?5 zd5KR}6(*~N7V}NbNzbVyw9ZX zo_cCXvPKC&f}|Bc50oyE%m) z&QNI2P;Rsq2|BrKEFXEqJFdhWc6Z+F&i#+GupsZG+C*H+CmHHTdLf9iL_ zlJDr6WKBOqFgxjt`Pgc~BTm-*COp~RPTkEq^cx+?tvWiFL&Z22yLbSph9_^vk98gY z-0N(PCt8H9jZz)^fFI$>a2HRaS==|5VIIvB9S+kA>_*LpAT*nuyv*bMdaRMaYsHho z2(ah_UWcKyGCnK?zUM{!4&oH3qSsa;LZ`FJT0z#T;kJN^yDQZws&geU;~r>7$cdr` zV`{>=i>$?p|5%&SwYE@wg#sI`*gwzXXYt85$vxr_inK~(-9P?bJIUT}w$7}?hDnTc zA#VduupV*Lh5~6yi0+La8$txmBF;b+O0chOyIZX?s5<)?@x)1wD?G{T_js~6@Ig)B zzOl?SkZ~?P-2%QeKPJc8cVYi+tDJfIE&p5QeO%&<9cG!#woSFw!xFakZY;4$>Ghmcydg) zx_vj5u>CK_v3GCZ_`DbjX!plN7c-G`2V-C9BF{!}_5FYvan-S9tj< z9_6--L~D>-d;KIJ-_iI)wU>Y==&fXT#%uKKo<25|&+ufSpL93nwRaF>d%w~+4p?ah zhQ)8R6JJnm;`Ff|Tlnr2mAec2c8fKh+~hkqp$7zAj;afKe8*^n%X@oy!?J=m{=2>q zPlkJTQY)V1_u`YKxuSlDF;vr_5qOpOq?kt~pp_P+G!o7pPcV=IwbO1*f4JJU=|Y=K zFbCdiYA0)&QkHE9Y#Oa(x83Bkw>PWQ_y3$n&x>7iAYT?hTIHay zyfM^~4EsxXVkf%1UL`2y_Q?Hd|2+SsRW(v*v{HXOMmn$xZC@@O>_*Ln<9xs!iHtoy z`G|kw^h@WMvly?8v&@P6i-r}MG(_Cr$Gz?5lV7C_dD#D z+=1*YA&lg&wm%PLX@cZEOOi7U(Fv$FYb{5{pmFPQD?veJh)0B3zZ)$?x$y zr?_09YuA%w-OZM3VwadnN|8^qlT>c6 z!PHYa9fzMzd)q1cD*y4{{`K|ry4()a^Rv#SgC}`l@8@DF zMrGu+q+69*uH-FzY_v0q+bTXW!j&~PY37CZH;j0n$DJC!FXI+Ze(;VyF5L2`3uTg2 zpY1g7_pps;>@42%!>cYdj`jP~&;M^)(KF3ye_~UaZH%>@+{Y6eePDdzhNAI_GVErR z?J4(26UR*UUDM@d1PyB zi*dzf@w0NCya46nf`#MB+V9-pN#b~-BvrOLKF)c5IX-Dkg6&S5$77dtjVBY-zPOm( zbS=j7MkUb+kgl<1nT|!X)P&!}Co4P|RV;&{5iOkUxJj?X7jV^6F8 zW?$N(9vIQ{vssV)|MLx=+>cLc)?>dqWu^hI;B9anx4EE!SbY|Yflzfj^xQom4(L2) zed=cyY)W)pq&3*v+zVW@4@{r>S zPacl%1sa;*^(%?()oOMVG-jh*gNSK%o!ckoow$^o^f?LiLr6LD0^W1peGr$2AsMv5E44aMmt~*bCaQ;$LiR)>I7h)1= zDkh;-H*5mh1<8dFxa`QGlz1g<6Q3qMZ?Hvvuu7n{o+1D?jT#bKd}2YurU*tcS+J|O z*72)t<>_?1jZ@tKvpaY~9eA(Dj%!dV_V8(wUkP&3Mc!^vrX%$b`o(0{cvCm&?cJC(d{JvEIxs$e9JnU>G_nL zFLs10pp##!V=QxDn+s#<$+YhK-Fa?Q5fDaJ*~UAGXwQwWoJ&BBw+#xjrvegBCmJU)Krj2>@fL3LPJ zb(HSlNkzj@c{T(lcq>J)_(VqqiVdM7_X+f(HX$OqoEtpZ=*52lN2p%w)|3#$Vf}=Z zf&=I!5V+@e&x?MN@*XMn=p_98;rSE=hY!Q5koysyXwAyw6P$`h`LV%X4-Lhl*@2b( zVVFiqi2G6JOwmf7=iN?;2LO;dFrsY|L5PNQHpI0^o5dN>AB{n<1BVkfgUD7sA^oYW znOK2kc}A9bF}8@7dbZ-p--q-2-|s)^?tFgx+ehP}tkd4cC*ozYHgy?> ziVOb$1{*x_!9MHnEDJKoWj6{2HC7~=l0YwcQwcxt?>kAG zF-U-sosO#|U-v4ov_ELx4EJ<7zV;CVK8a5Xi%;6P|Fs1F1fa6}fW^)p(?0123K`9 z^*JPft?=X~C^R#n^dr0Q5l?VJJU+R>lXV=+MjTitz!PlPc~hZSpU=?k8BBp8?Z;t_ zL)^0h@Of61w#)GDoZh*fm4-&2-iCnc&Y1LQ-?Zia?0 z*-X1xP7Fwr^R7B$rb9i-xJwfCJxq{M!5=A@!O(UG^I^`+&6hig7LhYmtjx(Dw(VJs z>D(;A49T?FJ3CoNnc2>X8uCJRy|Se>u>IUf9v@E|c{UR$hY8+=7{FP&j3w#l7b4g1 z3{UEX_o&K+^|Hsf*3t9@P#jO{ZJkZ=q}*txO&#lO&nEI{3r0D8VO7}3i#e(XlB-I$D!#)ra`KT zv6GNRf|v7IJW(~K8n+<61!7n!1=Ke|8r1Jcl=FAcI!};L<9e0XLIg-v9-iq;K9b*G;@ z{h2A6Ki_Off7Lw+VsED(9jZRS6D18Xj`du$bp6Q~5)hwYpkZft z!h#(p0NY6og>x~e_Nq-Mf+w5KE!L?7{a>=J-P{agY@asUvn7|oc~*mYy3;RS(O}y< z)95SIl1r>g!$zKs%FDI+oiW_liK-%+jnp<;TolpoP@k>Xgub2^Z+|wFKXK#;matbI zqnZgfAiNz87gY1q&A*X8>vJC>nC2=Sn9;{FnAFk z$#N+tpkP(D8|$GIzg3IrgaUa`!{UBBi9?!`nYssP6*p<39tLTUBs>j*TGZkQD!UyE z4+=UdyNYSG6Q7gq1oHbf(Ex`rabla9lgF((XJ_0?*i2Q4naoPm5yOOgEN>%tg_v>P zF}qw4=J>bPi}p(=;6pkTw-@^uItfjfA(wLxJNbD_7+;U?PnHF*tGSG! zywU2MNt7W=`k8W{&xmPXX*asX_<7+wI!EcC`H`)hB%GX1KmQV*)U_NRHdbw$VafPp z^rDDkcd47J#H6{yMm`$LnYr_>fk=jgwq90i zP$I$4Xg=UI!Of&Q7?tErVowtS6vQ^Lund~{taGouS(UOVc3H2k_`Ea%kgKoFdrpo*D375C+$fF(eLa8UJ zl;iq{wtbblpjPMK*vTG4R^tXxUXJQ_UNJ8U8{vKotjf^&9L0@j8wX3EHSIxueCUS~ zRsJ96&*Brl=I>E|{Qlw5<5=u3p1s0)9%~DpFd^8`QVJaUW*qTFj`*Z*09wr^G;$G)?XV`OXOdIbh*+BF5!ilGeeP`B1qqw(q=nNXi1~a zThTElkKH1<=xe;vM7cs?6oZzRO8Y3MAJH0Z2BmP7KlL@i#zWoZN*%@qTkF^pZsTBk z@*$pN@QlG%k>#v1YPY8*o)q=6fzt{$%4@E5?#D;uR1n>#0YYb*q2kc&W(rSqV<#4gBrz05?rtGBh5r-j=3-$aI!z1j#gRyFg}qN zDh|2REw!E(15YX{vY`+%Mt3;FH~=GvQHnAUMY>U}M$Uq`BE~LAoCSGC_J+z{T$lKv zNhg6MJ>8AC8K-(21xgyoA<*@t;Ht2EPtv5Ako>&L&RP+X1R0eUdLM4&lQ@mz-ai!Pjta;Mr6rAa8B z6wyuw*DO%RW1$Obi`W5FJfZGZans&`{>lFFI83ka0Yyi+e&P14ajps)0BYX&|6zDR zU5xTV$@<);nC_RqvJ_42UnTP^Qd)VBC@6{tDCckCt-GSdJV>zLqc82q&h}e-@vx?DOvk@&DQDCypmddPY+#or6OP z>T7aX$3X)sTx}|M?Z-7)I3a-85}%OzLTAmqxb(Cbm)C+PteRL+)q8{b-VgU*AJItWk6=D;hk3?Yh{NgOk?p__;}ceM z9v&9AL;i`@PsY?5p$RyUo)z2BvHVI2k2@eVnHz~k#?tU4A0|naYsK*%k>n(CuQ($K zSI`z}0{cQ}4DBRd5i2>1k%VfLj3}*UENnlI@Gwn!X2(aqo_AV7NznEItfVC4KBi=v zbPGkKYyA}OHf6RkR;LKpUzPYzu=E`u0jC;@~jSo}hKM(FM+7Df7TakDUKrF4qRI zfsjQ^LJs~H#J0ebQVgpm(nuyf<2qro+%RO3e+_ApL>EbuE6Qj{S}W;sC85jiD~!X7 z{!Eb*(s1E>d@JoHria zKngP*8%O877er>er-!G9WB)0hpcg2P=Nq4sV7~J*YrDTvJ$_IEB=juf-!$gdG0rph zHH;-lBp_jnKuMW1-zmSyl_ZJK2xCE6RPdx>8CT*JK_7{I#Z*QtHBrVbP{l`>lUc9? zCEK*Ah#)YNq|eUhY|0G9$c2>$m|e zp|MN|0c?Y+{u%xTJwi4Kecxje#eh3aiWN~*JU;)$8~i5|qf)(ocQ)0v&k854i^<}G z^6kZt1;sFa;q{Yitj9t%q_%Z5zOUFsP^^?++g@naPqr@`xV3+JdXxnA^5X(1j8Eow zR`RL=i7vf9GJbtkA;^PnG*(H2%XNm$pfURR*!>co6a^X_|KVf64flB&*Nj;YO9B!* zu)siGTR9__$kkL1VkkV@4FvoqGFaa$aZaHZ30In3>RqZAm15|JRrd$M4VH zH2N4%mSR3HrRaAUg6qbeHJ;$eHO{5h@nWtMjZ1j)+I0O2^E(?uDaeiJo0jhwyne3^eWPKnBPSiD#?tD2tJPA;#9Kr|j2|eRqNih#gJr==NV{e}o zEi(HW=Eqb<(FzJP&UzFh*%@OA+XfLFc48+1L5k!%4e(?{jxn=>F$^fa$Kt-@c+|G#5^^5`w=%@%ykO_&M=t!5wC#g^JVB)u0?4$^> z%URr%CGM}mt0o;g-41+Y@1j~Yr%GjC>L|~~y;QZ~N$Ii{631GN)$l|kSI&lO}t|M}pzBH-5)ZC+NX)A!JxWTu)5T`G;I%eA>P_5DJ2^do4e{g4Dw3t%V>xd^6tMyw)S)0KCHvSSe1&$b z;)%9@U|v1?<#cG>C-Xa`JxC1mJsl4(JMd#)&XpwtN(%9dD&T#ZQwX4AzX|~qwfI8Sy+f@3!_~frA9hQb3)M=i!c2bw~ z^@WJCH5W9DRaDsef?%(y`pMCv6Zx&v!y^PejwfpLecUh3#q9vnzOktp#}l2`OH(VN zXo|d($e|X;G1rJ@HCYfmDXgP5gpu58hPHwyh4>xx+r%yq+_K~*E~tS^Lfsstl`Bf= zh;b3dz*>5$FilpA+X1F1cPv(-E$tETaz=G0`6g5g55!hHx(;L1;EFR>vBMX-s{!qoCqY}k0z#jTxm zoZ5Oi{WxE@c(N(}%r9y)ls35uTP_#kiBhdK*#VhC!dT2{jGxy}{td$o;&^PW)G&Kq z991Ydl0_0)wri-C)5z~}@))KvjcPF}hS7M<>Oc*^J}^irMkGOWK0|@}3bUXfCezE8 zf+6Kl(`TVw1|qKbFevnN)cx8uI}qehUr>UazOZw$k}KcD4okIk(FTS@F-Eddk5*FE zg|dOwbkR@<)w*(LMc(!4!g?C&{lQZ9;X43U~mH&Yf?{8OHPVWZucJSH>Vps`c;m`IgpnMXaJUsjj zwLW(|CFgexr&D4H$8E5B2%#g?s1Riangyd2)I=0oU@Lvj>IjwHXp~|GKIZ32ZO_4jx2_>*`61P5%%1vk{B+X)H@~~$LWCuDT;K>II3$mzxr2Uz! zjXGLBHB@cI!PcQnx@0!hO+Ks-w>6qX=Zj4LSbNntw7SZuUhu^FJGyaKNhr!r%B_X0 zRXEn|xA6(_TyHM6wITV5eo36j58YnMp2?B$D%lvmWboP z;Q{+vK%^;)W-?NUx*)_Sw3fa>*JWlGMt(l#;*TH;G3%B~K$%=Uq^~H4MeroOV<)W8 zR!Ujg_J1~mT5S~;Q>j*VlBUTgbra_=IcT*3CB3)}oimWCCTF^!KEBgfZ%t?F=c)~dLfQfTCt52t8$3@9H8yb6^3Qr$((>eY>y{alGr$|ra-ot3#4lg}H zXF{&?fa1yVB>zs`9Xu(WhKE9OV{;kI12_*jI}#__H>PAzRaKkqC6lg#s3kth-S40{ z0>nVGO{_@bj6;9uj;xQMQrCE|lob@0eOyHNR!gwkwG>~~T8A82F8xlsshg|`ZSQ44SM*qv zuT$m9YkcB(!v2oyC)(t_8j9_(vX#HN)=xHgG7(RH0yR?t*;7CNY-M}m2}H{wZTjp< zjw#z?7#*oG#zi>}i0`boe7(+xm;FibL>{o0sAqrr@m{`DMpdQS__0O_S;Z$RSD~Q^ zH{PYj22I#x!6qU`3%#5(^+Dj!!cK}{4g4BdAff1GnmdhGP{*3arW_{ZJCgbYb_*LV z$FclY(ta8^C^0PwQzQ+~kuZ%I7_#<~*vl?C-aB~|v`Ev1hz~o_R9WwLc{T17_58@C z2y|`RZG6%uAKFP;t^7{KE6UWLw(&_ho7knx6_9n}x(v1HgPRClv2E}CRr%5a3y%;R ze4c$ctK^<0RgFbq{&IQg4=-L$LA4D-=Uf8!e8SKUM$myW^hshSPXZ;~Mf}h4vAY|e z43SA4bbiNLmoeXoR3*z4h$y~CghhhPX7$@0_|zre8Y?CewGv;3MzAAjH;C)`rtben zL1fmteZi6(_=o5oqVp^vEQ+<363v6v=H`GJFei(H#>q{E*|Pg~Vt5kLi!&DxT16O76?>dTcYh*qN&5+D#=bOv|w5G8OVy zHg-~y2m8~J+sPiD9($v;4WssVbP8~P(<8)zx=@thm9y!<6Rcjb-CsS@?5ERl-uK

ZG6H59+nx0 zP}dPbRQ}Og_tcSnAD@(aoe0=VH1P!A1D-4^c5;$A7$dmJ@>h2yELgP|46>p@BAuTQswBtmgBn|B3Mi55y#5Ya=T+)>(%MG9bqgo^tiaZ_8yWMoQYLjB z_P)VqpxyxGU{NYq1k}amoh^&a!`4Lon_d^oiO0xFSjU`+Q7HXGR z76oqQfRYPbjr>_qg7#c$?FD#(;jL!s8_A20w;N(@kTbilfb){#(I5sGgrGj1^9Y)D5o5tpMm>X(vY$=080g zFITpA5T7(J$}a()`~>GA*CI-1`11eif1(`Dt1fGLHdX;@C$A^f;hy*M52cw;>L*sF zRy}H6q+3|NqkzH+O6C0$`1RC6Sv~G{nc9WPGuE~el?KVIVJ5|daY3Brf#s7DK?Vve zGxp&eSS6Y%1;c8mg+dS95SiBMh_^#^!TS~=G2 zz)t=@J>u4r)l~L2wIONo@uKqnPp2Ms0_XIf z_vo>jt)RxzJL2kWRosKDpny$mt zMQOZSN~qaJx1>@$S?v2pYI^fnp`e(c{!XQ zPzP0i32b}Hll|ov@Wk{Atj$r*ST}0QH5C(MB*ZK%fP_Q9g&RiT!jCSlxIXHT3E4@& zG7?WD0cwo4JdJQi2senj}qN%5p_3TVTPTK$zIY6k0RE|b5d zH|fmnq8#G~M2o>sZc?Kay4<6zW$y%(vUaniiB=b7x6T^PX)O63Pb@xRezf3;u2MY7p4lgIhhm!MPm1Y2p} z=HaD#J)yKqLpkoBVJ64=vwkrPKo*~{FE+efS9nsTR<`HczbS8?;gn)k!dkSIt*(gv z9UEE1I3)8$Hav}`-|&5nF?MC#8Z)jLQMYeUU>gvhFzYGQbZQ-d*I-5Ng+M{NTF-=m ztaNR#w`bk@G?~)T+B-{9-Ywc`KQ7B^riJKj!4r1Y6NL!NcW&Yn)w+)YkG8^VQB%fUz~c3vML&wT_~(jF=;WFN?cDwYLrnMpPU&B zEv?86wllM)KhBY!4ZSy$R{<{t&Pv=;V9Te}d`N$_0iLY)S7giNXlmhh_dZ6|{X8Vj zXY28;c9F)YHkQ#Q_X{Txmbh)S_A#%NK|g`xU3?N#pGdJQY{ttI=Gy8fxABSE3B>or zPSpE!l9krPllib$F8%&=ePY7%uNbD6hxqAVX6^~R_y%;bmFu;9IqtC<GQVC>LBlqkuTO|xbAgEmeDU;uPF&}u<$BY#7-npvf@!=0n7Dc9;c;j_ z#uJopzOuj5N9k6@lQEXw-5R&5c-&Scvr$L@CDqb*c&P&2xcUiaH# z{H79rlgq4RhO>8mC)>0GHOH2NvET{oC$-_pa2HRkfU?Gu+V($uXeU3E6Ph+h6Kpy4 z{m`75F&_3RIek1`e>x(N6(iZ7>byJ+owa*(!!d{_^Du#LgwCH>%ahv4Nz%tp^pwQf zB&Ds$yQvSX(w5boNk`~ zB4Dfo{X*tA@G*q|M&Qf`f?HPM0+?@NOPD?!pes1cTGwx4oec$Hp5Gg3k}kCh8+iuV z#yU3W(o#_PPQ@f^KMRr#Pq-n&c?FTq=6F(X(qiWj)Okb{mEF{>-XG;Ve}$eB2#zP! z4g;V_dV5hG^)uFBLan_2NdlDbPLD&mmoI*jFqTWveZ@6svcr6NLnZbE(4noMc4AZV zAH*jOq6d#p)Ha~XuJMW2V;P$0dIKmG+4ZAbNTfS78Tubjdn(71M6)D0VMmMlTE!Le z(`wH4h}D?10EU497)5RIN^ed`QlJ{~3FBB~%%E0E#+)46+w#WtRJPg^ z+rYc(ed}v6ZtSFWqRY5AlReqE1DE8OdIm zE24?Be`QPf^jwPLnItAH_oqR=7LTDKk8%79waq;!Y%q`~Np`?d>U~kz{rIGiwDs62 zo|t^>Cf`wFY-ltAcFlOw!j!qhW}7wzX(&rABWvwfH7v9fc-E637b#Plx+&1qaVue4 z2mwea(QuEmWMo;Fr1Iy3s#7#zQI;!kSe;dFQ{tJ;wl%aCR{g=Q*;@lMPEz)Iq9cj)TieA z$DWc#a@c-)`151GVc$`P9&g|y6!}Npt$p~Ep+anoFXLy_MFqlnt zn(Soi`n4sRYG_{>k_3%xJtAx)o)Gw1NY~-<)UVf_ zH22u%QZ}UMf`KA=aT{4NkvkL#t@bS00v^k{HZJW+K0udjTamdh@~BUxGC9yciDRRH z+Yj(0F8kxASKFgf+jOyYdurpK+{t$a+ewknFq0zy1!c(tojC?KTWthva{SXw=&og)P|DSc=s@5YL=&INLoy>gCR42@V)P&-Kw%c=Z{@gBz; zRXF3W71rO0V#1W)BB`H}vKuEN%``f?Y#x4|;wPBt%Q$Bxg(kt*cnmD2|kOw{Zf9k(3?K$@03hT*ZB_O*q5@1hLUJi*8In+ zMz0$pD=i=}v`tCK=jBaNp{(N`q1I9bGbJSwZTBB_pu|Dc4Z0~ks%p_nSY(kH1{2Li zS<_b32hFqC32o1WN)|qvkLqzqU|p|uAjz`ZMWWqDc#>_`wq)_CJnctsLxt5K&qgkn z8iev=^E>g0VuP2mv{z~doa@H>@^f6zXHsskixB+k+j z7_=fe?$lH|-z{!{QmtD3EN?JiY1s<;G8e@lDKIJcoChnBJF|v@`U-m5WZsMIeNCy< z=5xiF)12e5{cNZ&;^Z!5R+GQUg`oec9~rWi1s z*9*jkuPd_TJv^DU06M}ddsE~H^-TTPLg}(}Er|n)gL$PD6Q`gm=PgaV=2p41gkIq7 zQWv*EsnyXL{-$PLj8t06#9~-9DD}R?5@xgm8xU?iim{~m1#){I&|??BlX_Wp&3)Z2 zb;@jS%JNdPs0Y|az2PM8s

L}CqV~~N#OZcG!fo)E@+ z2Qac6=q%2Qw2~GCC(&hgu#w0RffMv9?c=cJcNHP5g8oR7FhTTSTh47p46rZ;C^9}|)Gwfx@7cy0W0G0~FGl|QHvJcGTs~DeKq#w6bV6(bce!?qxZW3jV{;6W>BAsNO2!Z7&W)l1 z7oX@5&H-N7WxUUnjmf?VUD?=C4#BqT6iv7cbrxI-dsM3_$%(l0ykI+9H}>f&Bq!ZpM|Q9Jw}S`~b1Cb(`&)mMqnM|t09cY_IJ#wK8A0~a7at`4 zy(=%VtFvVxYdxv~>SPi%nM6E61*~8l(iqG&kjb#xd!^#s6y=Kleh$}hlYnBos3~B= zzFc6|ZtRqMuR=@TK@~QjF;p#JTGhNIAtD3nU}5L8$Yyt(rT(*#?}@&})qa}k{DaDl zENa`cxh6o5N7TJ})^wZ6jtoot;8pbxrSa-g2=!l*$pw6DC4alBq(>T1I}K9HHMBE7PKrCeo|1h73Vk2TojApL+Uq3MVqr_7tz6& zNRF%)N`Y;Gn^n};6aQlP{0ytVB&Ls(4adUElE5O1KAa~TVZ=zwwhYx^`zom3OOhB9 zi&&2=?8zn+_6|%Za~_uM=Tnxd^_!~J-=8OC>Z)UB9ipYPcM^b?1D=OpWu>@|_^!Mv z3Yc9r9@2<+54~9YtA8AO>_u!#4=-=t>MB2!DGwmzz_9O?1E(NCa3%(9s%PS;;^dR~C0%`O@+= ze(7JMe=&w{E_6t!UeoBI64k1Br{`y0BF^7+6z(MDC@JYMu2IiY2M(-d`zTAq+L$49 zL?ug^)!x6NuEt<&yTr=*DPQ9_Wzfnb|}~O#i@chf+9S%9(|; z$4m?%XYf9is^p#^CB6YU#RL_RBAF(8*^Cos>>naDNEi*&uKB^auo=P6eK&gAP^NPq7fw+K6-Q>(#h^zHlEkd>s@V2u%-N zg;DrCN&2fGFIzZ2c;P=zb;QQ*z|k0p4XJ8|oH$;J)>bpO6+gkTByl>+f&v#&$pY?5 z--NL@A2LF!>LK$+4g3HY11j^$~$pTrgE6c$_~!U@)!!&A(pw zMj!tkp9a_(MGY~;N``KtEap*isaW6?QYoG-$+fft5#LqRME%z-7mM*hkS3 zB2qTIxRxj!+n~$2hr3tNPTSPm=O#PA#?#-XpMcCZyLUYiO8BIf+H>EbPa^~=jb>to zUI$O(jEu>9;4IQ%{iHwU8|VmaR(9bbv1{u2GIw$XpaWy5iP}$A>ozw|v{< zKo8f6%=@Z)(Vw2~mNo(>6nZ!>YwDUN%*uw;%i}_HG6Ff8FXKWW?ZZaQfohrvyrv^O z15P{5zhW(@R8dSFF7W9JE@Vx)n*Yu^k`F)dn)Xqmbb3&86XilZg^s!<3`nE(BS+|D zwD7^}Z#cG0hBgS^-U_Wor9#|byEgJIp9hD(z67JzO2rWzRsVkH*ZhoX*b>Us#PZ=( zgPJPCfv`yoI1DA>VYeDwEzFi2iSvj`Qn0)1E@fxVkhAymZ`8fS~n^jS$ zIT;|1eMwXMj-S=@L&Tf+%UDXY4afD1PdR&GSnAfvV-Y+!xdD`}afh~v!k8YpdD5Yb zKQIWd_}opiNSS4Psgvo*!~I-1&BA!#wP8L(D>6iGzWE3e$2az z^lagO!jhCkn?05i85XB*ZdD8Jx*I5bs#D+EQjFzCO|vWS?|;*)AY5!bbD{*KyEIXI z%3@)Tr^4%=H(b4fYyCDD;6l$TrUVDcYuzJ8x($W~54U3v%amb2TjA2jK&)7d*1Z>? zEPhvx5Wp777$4z(dZHkgYGxn3sOJ3g#Zbci9`W0bLv|>(v?WXgFG%dmjqVYN1g)=r z);O^@pOm!yLA<{OHLTQ7=fPgDoV3lqZ(5(cPAiMArm^U#1N!o67A#*Ht5`9@}ktZ6+Te&cm(AR|6o(E#x>|l5Ga|la{gC%lcd|MNQc*y z|CQ{5tVqdQRDRrC0<%xu84XKurM zV&TafuhT^KY&H3RC{TeJs0;}3sH5oDMgY+!Z(lL1P@&cdMm3pK)SrB*4IHRH-N99p z0xUd~RrFj_i!XdiHiP7^$Y?tUqEITqEnp?^1Mq3|?)!Ka1vxS7W=l6TOYO(wR`?;q zn8ZJ8M>xviyG7h@J2Vyg)-AfH$BbKE13%{*yy4jgei-^^562rppTGq3jv zMk@GBoJ8qmUf%%a+bqO!n{dkKL{fg4!kX0JPu~bBTnFPZq`ECh9G=~33>!xRouW)f zg`iK^x0x@=V*tsLVt}7VZFz&+DZKh*|rVXV7xMv6MFPo{FX6%Ro4)aWblmJF^IB= zEkgarAwbZ`t@ z8}qF-PV;^5p6ze_xD>wY!oahQWkvHS(^)mM$??@F}+!M>LXiN30T>RPx5ywyOZzKt5% zY1(T9CqMym(TYvc=g zD5v|qDp^*s{A9(`;g+vj{!!^CTP;}ozO^2I4iJqzT;MMX9Zd3elek!am7rJg z^kW%s8-{Rd*M2QA0?j_E?E5=n1cM{oYT^#@4RAP7`4;kIj#+{O#fC_eb*-9Z2y;M@ zDpm)q2Jh_7z00gzorGn^ukD9FO~3h;E0<^M2EMg43+o#0+x-rQ)Ynm=k;+??qbce5 zyh3Neqc536Q>vB?6Gl*y0r*pak$8|HfFjw|lT>N@?HfG{tdVx~zpv^4O&rG&&OWtK Tom*Xu|7~fh>8T==ZKM7NU6Jht literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/6d49a152-47c2-4061-b439-058cf72e0f0e.png b/docs/handson-cnn-tf/img/6d49a152-47c2-4061-b439-058cf72e0f0e.png new file mode 100644 index 0000000000000000000000000000000000000000..f0c4f799c5c5ebcfea78a771fcadbfbbfb053f2c GIT binary patch literal 453 zcmV;$0XqJPP)k{l5QUGTC@Zu>_VbahPOesVM0X1pbxmp|S<}V-`+X3V#qja&y=TaK zPrfapo|M|b81H|*ab(C<;GA*z+^ZI_k_v7sHee0lYF(f(u8jb=b)7G;eR|ZGbqTj> zV4jg?xBSF=vm)c*;?}G1eeP=+)2b|-_RHDSld%U+yFp}syP&9|Ztv+4gu`qsweDmO zSAhL|bA1c8YBCFV_Z615femvC({?#SP=BXCvPhUFT({Lz7Ion;E7fh7GV{KUt)Mf$5W%Ou{ z;KN&v+!YR^bE*KR$4im`Fd+gtG?~{FW8u;bI;akm$4yGH$Y-ZR;Bq7m1qx2F(|-tBFLc#5`|Ox2Z;HKk{bB~OjAuHQLjw?00000NkvXXu0mjf`q#dr literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/6db1bd89-3d34-4435-980d-ef49716d192f.png b/docs/handson-cnn-tf/img/6db1bd89-3d34-4435-980d-ef49716d192f.png new file mode 100644 index 0000000000000000000000000000000000000000..83e083b55bfc1ab010600ca432c3305e1fb2579c GIT binary patch literal 5138 zcma)AXIN89x86wzy#$mFvPG~^l#cWuAW;DY0RbU^6s2Ph#n24Gfrv+mg&K+iQU#<4 z2nIyzks?TwCMrctfE=j;2JVi>^Ih+K?tQ-R&)&25tXZ?(cg?(Op1FC>!jy+oj1vF= zo>LfOD*!-%006gRK|p`5*kv0*FQs#4)+W2VyFER9NF>tG&`?5RH#<8Uhr>lj@3OPA zb8v8Qa&mHUadC5V^YHNS^78WW@x^TEO##53%u~jO*4M@sGn;=Ks~3v*I6P6h-@Jim z`JIn<+>`s7-R`tkeYLW^vB5gWR2duD?&9~VpBuhY$#}UzuBlxVEIyts%eeDY>-7Fu z)Cu-~_t1YDc6D=Vr<0-HlJwf>#E6{(?TbEo%fVEhP|fbnc(}_O_^so*GjMbGIVtn8xAmub>d_9dV)}7a?jFUemDl?dHE2WML^0mZqoTrS-=_L+=SOvL5;`s%V`7;;QV*Ou-!2y4i1ZhhOnaa{X#i-rz{)F0nPD?vGNY(Bd4_Z z5@c!NuvYkKqwuS5s@{i5ij9{n4qc~UKaU1FR$DxaVtp&0T;m;QJiBm8lX4(Mw##wo z)LoY=nGZ%npBJ6oWqI4Lt$JqocdyLx;SzyPT?d0dYS3F>Z;1*BR&@k9tXtG=09J~J z!^k30{U4>!*oFPGTQ>0i*)m30oG#)^$DF#tg>b}?&+Q?66&H4>cs@L`H88bY!}Wp& zHM3tToET~70Oyb%P$06eWuZAk_xd~8+QEt(hvmV^cXl2t#jicmjxP6er96`(uLW@! zKVBKi53Ob+-MXSD>bF7~JShAI-zg8aKS`n=6*UKomLJqI9r(QmRG=cB6K87*o4PQ&M;rkF7ud(D-a{J?C*v%7H2L4QW16 z@>E?2y!*j zC*E%X7!7r6LUh{OD-sq0o<+fD{&*sUj)lJ1s~iA+&u4(unW~F~jGK^8=5)cD>!Rr1 zOKxnKNa49U!(_u625y#N6qY4Co zg^VN_l{9~qM#pYqAIc7Wp$q=Bc9 z-Ityz_>9_5N7Z@t9k-xm6b{AW3CmLiq2zEtzH8JFou|J2^vu)AgSKeifE%awz&np1 z@MVTcu)O>p?_AcQzp>}T9^TMpH*WTl=S*RC&AAJ(yea^)5UTilhtg#ky_wGIG zkM~Nd8Ks8qm&+=6*`6ojSOJBJ2Dkx5QbCviW?HtPAXg~=g1`boQAdDNTqsv2awg1w z2olDyllYdHNSRRR$iIpD5DvrXE;2+Qd0`s<|E_*c3#G$qVRi zPY2rqMPI`8X7&%gNkRKYOA-c`DLuIwyBc+cb8SMHgvC;ys&v!R0JA0P8aIakL4uD+ z)$^pPlW;x;+c_@kzP36h&8P3TaTm>olTZ3RWVJoEjH=4!y8sl?pdaS)rL~$`)+Wsf zIe4JxGt;Cf*_O}JNF0_`7&z(Z^^@%BaSz*mo|h>2j87ZyMzqO<2Cp;fNj zA{_Rqd1DK>XI(%6zJ3VT%UEYsR&C9uuLX{gu}Az7%bv^-LnVukphI9Be;VoMGgCV? zuI9bRUv>>D$56g2-8ueFEJXILO*|jT3CGw13=*sLfYucH8ve61T9>)nS19@cvPdEu zd3M^?DwrQ(%uD)w@f0(FFyh$kmJXh%Id$gJ;cn(*nDA>}+^(|MZ;UvYeourG zt^%Il@T&S|`?kf4mBcq6t{1Tnj>=}{R_M>^xg(AQwGAjM>z}lO32L?W`y7YY$r4P0 z77Ym!xwJj&l-s%Mv)TxvDHC+`urgYA>wUf@t=*6lb%88c!Z94Noz)I)Vjb zJ~jT%gJM^zpt9hC>QH}3*@`SdmZXW%hDVNLbIAlto<;26m%nyfb$bl!Z68hz%$#p4wjO#&J;;@?X9NPg zr{%9UDJZ(-8v+Bac_#LKntaMnuZWFHK*}2lhJ#b(xG41o+|Z z=leX$a#5gqWPmt2N@0Z`?Y)J~wjAG!RHaxwE-j<`xy9KvF+G)-gL{$V;>5%pm+K7* zxg4rcVOh?Ow~HBa;~V9fnNv!uPdm`B(gcUr5{;qI1>pNQZn`>6b$OL5{Y2M+5P;7h z{@%X7)PZ@uDK66Vm!5Jy0Fr}W>cRiP(+{kr(5dPD2AlgQwua1;x~KMPp! z=ncTnD#JoN90}D|&;a&#N8Uk_IDz=q05XR|bpcKq=o5EFBOu-`!;Djxeh$ye|LMrO z*!$d(q(qoB3}X{>8Yu?)Z%xRN%z5O7JmTu$9OEpNrFWF*fH9op#~_J-ceb``?rRWM z%K>S4XFltY5`tJLs$vP;WsxDW8Icpu#du!_O9vlPy>kB${lqep&(M|OPVU-NV*|0JO7d9olgBlFJatJqE;adGSx%uBy-V5^pZWQ`EZvJd z?<_#TKy_0P%>s-;;|deZNfav^B$$SRR%Ij8M1pb;eb)N9>*QR1(d-Yn;;l4-_92sz%k z%XH{=%9P|7_Grpo&KxOvdk*$4ud1!zYdI;@X;q>99@LvJeEmSGGq)TYh^w6Z!J{;rO&- zCwjT}xFR7HDSuVOmo5cBHd-sAzIMvcGr1qCn9T@HD2! zxmAh=@$)j48qYmjl#RiA?*4wW1)SSRshB3jz=_j@cqB;@@&1M8N;^w3ED@l(B{47x*aSL_$CWj5PQ0H*SY+4;b!lkX2D-_i7Me2 zz2@F($i0aOk>U{rLw4AT^zz0ghc^|vxO0wo;Uoh4%clvqqC$D?eDvgU=NJlH|9uyf znT*S3dp|#Aqx+k3-+G9fQ%Ds!1dAS%p-^~DAAlS@`IiwIBbYJQ& z)wJtbeT}>bnwL|?Qn*4c%JMg(1DzeSnfR8g{dw1sq!xJpdcLvKgsgT^*72ts^G}K| za)ccqNL-8KHk-*c^uM&PWNBVSPU@7spr#u33J<9zfV%$v3D&piNb|z}mZWA?kys>( z@`9!FDk0UJVgOyF|kxf#Q)Bn?w2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x_Lwgf00072 zNkljlz$+qzW zA6BGMC@=k6uHt+uA5DwcWB~^lG-?4YwQc-@k4pj5$Vj4aJK2V3kTk5<$LJoiTFv8V zn>N4d(TCVgnA!$Iuu=Pa-oc@&9Brhk>{gFH zzUZidC~-Ca5>gE|$0uw__4X>-0m#@6C(}B$gX)1!#IuKqh0b9-*_sk<_2}ch6B!~8 z&f0+pYEkP8(I_MLOaSk|Ti-*wP{*)i ztV7)*x9}7e@N6W*zyp_E~C6_2{$V*9birIG@fB zTW|&A?_9!sfg5R5Ut7u#8t$r+y_No-i;Gv;dW?DmNIJfvM<1GogL>Lf%XIz)sb2~z zTPguZcoZYdA@b&Bs`s79e{+mi!*{?4XfoiA${rL}-aa$-^zkm|rET@tF-wk}?1`vV zcj!KP`oaq$w7U*86??CV-FaCjaZ_M8&A!<2=&u9Af7t%x=hyL*OZ92r6L+wnUe|KM w*ONaM@j2o@K-NQM_*LSOT9hSAmVYFF0P==t+4y!R-T(jq07*qoM6N<$f@#=R00000 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/6fcfed2a-e8e5-4678-8b77-f062f301eb31.png b/docs/handson-cnn-tf/img/6fcfed2a-e8e5-4678-8b77-f062f301eb31.png new file mode 100644 index 0000000000000000000000000000000000000000..eccf3348248b214c45b4ffbe572d2b80682c0c8b GIT binary patch literal 56736 zcma&NWl$VW@GT0#b#Z5LClEBqE|B1m;1=9TfCPtyMFRw9A;C3xf@^Sh5AN=;zye`e z{Qmy$%d2Ay829YpXxIcrKO=vginW$hK5F@s-mEShK4PThK7#9#Q1OJ ztl{nF|Atpu@AMSarFl`P>mV*-VLmApM(2|_ zyK1*!t+6(3jNIsy5Zq*D{l!(JXOC4olER_(Le&|5wOT?0a5CyWwm9fV&=EQrVSv7g zm7@cD>E_X3Rzyz0gVo=}x@?Sk={AMRt%wjb^VQgp|IfDneg1zo`~N-W|6rzp2{56U z`;F8iav9xlYQ6(!SJnD?KujsEva>(lW8^)K8(eI$ADr~AnF(^{?_)B1!(2H39+WVVBM;Pp^ygSGv#->;klX?1l+;O#sI=S#q zemoexitvZt|t3&Ir4z?Fk`6e}@D2?r%0mEEDjTCY}QqX|=OL}Vuh_U<0i=~B!41D}>y4EETa|EkH$2cQT%{`d=Qdd) zAl8iQa9e;t?$4n)$=+VFAaalZ{vUyh^GQYRhi1;yt{vyB721DQlT(XYh{)DwON%yW z*dT5D70TQ^pt$k=!MQx1ug%f$;njn52hM+}C0zBtrpOh%o1U3WZGZO9=5`XO{3;Rh z@CJqP`fX5_TbD>1_X9}AsZJ+{(3wd#W)j$OwXGR8C<(%8ad7g7St*;JHOVc$$8d&e z;&$kb&^6Tt37;Jw74&Ck`}U=-~bO5Onj)He>xVE?b)F6JHg+o7)(A|MpW zq|q`%M(r0{Ru^dOumZ0R$Bw{B)Tb_=soS1VgEI1>3Bxrh3&We-D&09#v%gPAc-^@# z0IM=6GSc>fy|NBA-}gS(sM}y4{{Tg5~#6n0M*=)<9Lg^&LdDpbDM|AiR9JL za0c1Symbr^2Wstv})T zA%i$Uhf*RJrpewQdwHQA3~Lt$|Cb7o1X{$apiUN0&zHj@3g*8*Vi|&py@R}a)<&xe zpzR+iph?8pIedY)VS>_PB>Fr>e!Pqf(}g6to#tS77{# zU$FL+4fJssDXZ{j_mx?g@?+C!rxfTT*OBSPy;srF4y(C49dK9%bpHe1D+Bo(za`4b zM-xcT-}weSKZti|(uBP1XDnf#uyn*&GCqzYh+M5SAiYank#V0?^rjgR&0pf%bzF`RChhaxZ~+ zL~bvTI>o1a)6I^X%4e?iF$-K7t+9LDjsluNlALjskWG;Pry>LG z%?qi`FWngKLI3FC>Ec^z#Aw1NrB`fq$%V(88`HC$-wL|Q|`c~wTb#o;rO`9||| z?#}1ydmESz>s2CHf_m))+9n8*`#ha~`QxLL)Gp!bI}LWPu7;O(cvJNK_YKD#kxkpNd-{0*t|H8etP{Q& z84ISn$%O;Be}KlpiQ2?Mrb6XJcReCW;{Kf_PUgJ+OJvvV6_$)bP6oxYDFw1_);8`| z$YIBaqOYVi?dka&B827tKegyj(c@ZkGaN94VsWC>aJ?Qd;A zBD=r?^6pd{u_BeD$5~ae;A+m`4sg#->}0B{*a!Cxnb-|(caEu#s3DaKdZ_?Os3}Ew zk)u$^pf7~Pua${}f6GPSc8lqXt2eZ+owNAU2DK(HVKp3}qm_i$(O`r+?+Xyu7ywM!TRIoCuEm^j9gRMMlm@^G!GH ztT?atV>o{X)!VA|op*OzCpX=?4?1`8C+du(`(6{|ZL^*{jZadaB~BQ|fOq{lAW1bV zzi#~7_17^9SWxdWjH~}fPwv5DCK+V3#qTVZaDt|#1~Eg*!jCTCDOicQso^+*i1Zg8q?|PS&ibv^@4Kp8eZ1-b$zNX8J+cBCe@rEUI32{d6w1hfqgc zr^;CL{#VidZ#eM(MqdAKsq_D9RzBEO;JeM6SsU1g58Hkg^Fp0tj?TC*`7N;8_uifK z$`@}^aZ{NX8BZADJVyXFEvivJQ0XXU|Jd;1_+we}PO1)~r_ZZwDd9{%0$aqwU$%@= zTtI7Id>A15Csf{O1?yy&aleymC5AVX8R#zD@qMJ9mfZwE!u*qE z$}cVuaa+o>m*X4((E7`5>SL)V*7oBT>e}l^&V9725U{zG-9NXf+68}5KysQ30w#GY zJfVLXIijzxtIzk;c6U}GUl*-{hCs93rgZSH3wM&c`8?>~}W6EIA z^4dMf)m4XJP5(#l%5YWjB%~^ziYJU^!}LPLg(Ryp7ItRiRBD9 zI2H2=$B3(b#nBS>AI+bn1CsmKZGi`Rt1sRC4l9T(N=2a(1Imge#l{tfHZnZu^gyN; zu$PGa*AHxmnJBm7Q<7mGfnM~?=hv(42#maVPoCBr#2pF4C7853rHg;c&w2T^oZvMP`~qk=CtS%N(ZveYtKKD{FJbME z1-#Y7`iBk=QKGSo(i)J6I$-O;_<#*d``kazDiaKTYR2FzJ_g_5|T^K-dR%{&d) zmIJ17wFkV(8&VQ3|(Vcy1#%KD#nGU4xHyhS512nl0Y4cmyRHLlal?Tb(XrkSPhlmu8~Kc0az z=on{ym>|L@gRs3qYtLR5m(W(yO){j}4myL%CyLLo#c$MIRE(auO`jv~7x@Xy)fs;Y zB9v!3(6J#8b}4~Q0)z}kql4Jz?}yoI9V!r8M`49oF)m-vx4<j7s6gdg|N;=3i0%Bafl>I z;xC1;>RW_7(;q?{NLvsxShqWNbIFPWLNV3!SD?Hmk$!WU&~|4@744~O#|CmS$9v$! zg*e{BR5D{*m#kH`0*Y4hOJnxo(TK3!N5YDQlEsPGuq_SOLqF-WNRi1LR#6zKcjNmy znz_UiiMYzpd1e9aXo(S!XE?h3Ylc_MFC_R8J{(iD9SdcU4(nKguR_>@*7bGO3TT=D zv*kMyJSdt>d@+*ei9k$HOi}YflnT(Y&)H4iMYQ_nFolsOpv^|?g_IhEO%(Ovgf+zW zaA4B2sjAh7yn8&)-aiBziIT3yVHo3CZ8e8(UhW%T_;_7YVT)HZ)ym*D#jiEY_Bf)Z105S@@X-+teRwxGsjdU8((a z$(l1opcId>_QRmhdRkK78vcu4H{E+qz%F{uFwj|dtb6hcZ?;HquiPgBt{PKMiMBKW zcgo(ps6G4BlR1hgFd4^IA}g!5a$@DN93w~eKD0n~2#DpYF%vDf*@{Rp5(u1cLUH&n zn`cpQ^>wejt}%aK6M;{)IU!2^LQa65Qx>^{gM{=qL^8!H6>O|mwAe&+q_V)(&^u^i;6}G07C{2`I)H6)MSZntrR~{7ck0RD3G_E;M^rhe>-6-W0 zqJ{n>3gS9+J)I31zIX#?xd$B1^IY-z9WWrTg(A%Db|VfGhR~*xF{qr>XX8`v6~?T`^wl1k%)&-}Vog!e-7g9N1;w1g z>h(fr35(x$ygND{nXmdN(tW*N-ULnA0cLuEhmxn>a{}8KW!>yxtMAeiE3oPakuS40 zi%q;bD#lZ^vG9+`_39ZY8l`p$}EL z^!@cBrbLo}Zjc5&Jh=~|CQa!%$R;>8STq{;C0uW&(O1)+dz0-Z^D-#sI?LsbgS`Ce zUGh|%bIyI_vQ0YaS!G7B3w~?+fY(jt!rJL)18q(|naw*Xs-*RB{Z1!HEawTE6Ceol zFe?T8^B4Q3jsAGa4A0zVr4GB^S3}Pa#-kxcIlpu+K&y zZr{sawurB_c)t{Cjj~1C|;}VvIu2d~>jSz_~JkP9dwS+Tu5@P!@pNs~_uWU4S z3eMFYzlc0+YH#yw{MTvXZP^dW-n-Q`iz*#4W&=xein{g*P~8z4R|7q!H`Cj7hh zE9<)fF(KDa(h?BTI zc4j#fonVmj^PFy>f>V1VwYunlmagqr4t+@1x#e+iY$%p3?ve_U_W` zD2d9iookJo$~22|!N&y$Qaq6S6AR^L=J`)`IrHb~hr z`;iC54MG%Kq+LSj10Eq@1APe-8ID^U&lCjdP_Rjjsmpri=Q7O*m->LJuI@+6<#Ko% znu;C;$+@cEV(eWD0#_MIJJ#24D~yE<9w6suYC0piHoFRXj%Xu&S0V>Q*en$E`_<6A z0rF-+3IU+I&LA#iSLqAi&tF`EzC9ygxvOy`^PjKdmv-K`_BBY*f&@5!Z2qe~Q$jj0EhWRd%P;H>LM5_qHBh2vmZyRTSHnt4)?8FBusx0uVo^o7Q;mMp$$P1{@d8pNB^@ z5a{y1dLD&qKU-V{g)kyM#P&p=_r46?x%=LQo~Nva#!s~=hxQ56Tn>pFWUht=aQs3h zMe;_Dxd({*^2Qx05hQkIBnprZZ(w;9iZw?3sZa>PVtW%6(uhB4&N9d%e`WLQU=2_|GQL`A6j8fg`{|mT z`SR$Jydw%bj&F`db%3&b)QBAO=}y`XM#?D;tV5<@eQ5sC)vL*QcsAMfwIp7;6m7|h zonz9`YHBU(%wpw4Y?JbnW8c8&X_NjsJ1EZ=R zrc6^hRd>5_NQ{hX+(slUX@|-)!i*I9&)ATHl3N2CCYyr^z$He5rtOJaGMKrjSQu$+ zlfO|QCm6O7&DZQHA!R8*Fi3EE-5$+o*5gP@i%Q$Julbl`>>vJz7qh5d7V>AtG zK;bzl5`Z$o@zms=IAw{; z8VG*;eG!7tcE?eOj;oE)0IC$Ve0guab)&M;%WoKbS{-02BqB5UXOabDkji4l@Qi!N z^UM{Mr{M1x%c7c68Ov+dEq5Du|G1*r)jPPoQnKwJ@tx_S^F>xXTB3_)u(I#M>YF4- ztJEK#RW+a#=v28^rv7ZGz(UhSQ2W~ zHP%4o-&*_*Wt4Qn7}rPx9akbBYKJ(q$;ic>R=TSvqVb#ps3}@$`Mw;C4z&~}bLM*+ z$&*#N^qEr8RiNN#?stuQM?OMao2a-^!S`iOv+&3(cMNPQiX*y8{^p(9%1e11KOsY?bWQT>VW_6YWU^&idl%iqci?gf#O zI-7p*Pne#9DVCr>B4tXBNVyIpQ zf)e*vvw|}_vif|n$xjMoFgcOkxL6Q;?^A1MSa8-qJK_`XxAd(m)Q#`+6$nMwfhF#oejrnPERdc*yKR-@wff z@Y78g&D4$6%ZON2S()J`GOx6Lva{c+d)#{g1eBpP7iR1ff6ZS$^5utG8xG;hF*bGq zWsmNESCp0Va!AR;x6;7uLMWLfo5$D&|1YQd6F>!~AH%q8hB1)-yOfi>WA{315BlDG z6t${r^tpD7^Jdz6e#~gpaTt|U)yr^(D~Sb$C7Wja)kZX=E2pmcN0;1&h&IvuL0sX~ z<4Ye5DB@kpH@)T)H-70##ovv#mjyuYlXrY7rXaENE#~2fjzLd+_yxT?v{AOX>l<6+ z5Ys<(G(b#4i{TWJo2_ZcMmJWg?8_4DKGVQwPf&+LZMDSyl5(68 z+L_)DC;cOu4q=BO7-Ah?zCMjEiTpxNpC>_MMq+vBD2M#0;%WX~kgkmDjqe2RmxYwh zuend68@)R*G%D89*8lMw)@mbMsd*=HiNzZl7A;IEst0!giM~FZ6g|q1raT)vWa#b$ zK|i}NH4AF0dVu@mVA%EDQu66b4b6sK=zLH_sR)EQcF@(%;FQL9FujkQ0y zsE$mFZ44epCiy?>(3Ejb0T(>bS2XgR0MIbQNi5HU^~`*t+;BaQ2UQ3;RWH|h;t|AwIp00d!L7`-UQp&d?)oB(a=(Hj z$x?mnAk^j4%;auW72`_`2j{ zWWI^*i(IOr?+B;R4_F3Ph+OBl%Dl(lBh&W2@Yzt@v&eCa4B($dgNJZ|jduh5v5uF{B1x?b&ZXzBHf+Y}qXb8q@I0pt(GJ6eX+jAGfF0=Xepo zEIf9~ML;a!^SCc&sO9Jt^}6Tf$sfccQVM?Y0zz{WX5E)^bK#DZ%X`1`i^ZCPJM5s# zO&!qg?%z)(92K{mygS+SuO97kd?!Jn{w;SA)l%q-4`O&3gH)^m=q8d)q_GBfUPSqA zqPsfp@I`p3$g9cq1S?fHtEYxtLHPooJ0dH3`T`;lTnfUizSTHUX$*(!f;v@6_RG*eF0@-LB)p$kiV{UEIDNl*7XF@Yn_{@WErk#ivgCBwtH?2u1(^O z2&F~^+JrZb`Vsu0J4Own$vIP11aKBv**YayHI9O{nH-L1(R-F=<(j43u`R0`Cp`1G zp%og%I<-rtwEJL}errhYHRiXewK#l7 z2{z3}f7du)f6jxk`6Np7wY@0-glWuPugG?^B=Y-tdebtxrF~b0ziI4PbS^J&stvD{ zjQEJfRG67usNc0nHWFo8h}gnBHXw?(K_0TU^V4Ue zGOXIRQeP-QumCs=J=ykdCv$^9lA>CYxoi#4EpSWr==~qEC&QXjuL(}m#0Fe}h>*9Y z6Hb5MhhhMeqUFl#_EX=PFWlIgcB7@w6_|kTj&_bvsJ~IBMaC@0ey>(#96q@x{h8%K zI9)CsV^W-FMi_o5d1b&e7k!IYK+YomJt5h4{^(|_{z2Ows zd)V#R27u-2{gVQ!r(Hkme#F_uUad?hT1JZ;TVE|H*hSIfyPiNmV)+T943lj#QLY0<+e|O&BeVH5_ zoU!{Y+nD=~|K~Q1^}7Nk&sT9j@6Fs~TV{Gq-i!acebRsJ)^^*Jhkqm7kdQXEl~EYi#e;@oXxZqVkQv z;?9aPUYsT;z(@mT9B5^+3oTTW(zr+;0=hr!;YZkn;S(k2*zo&)KX!vp^%1J@aDw7O zS$9UL$eJh{mEWSZ(f&yt^6&h+C_YuInm-+h_dv`l4I0)@E*6uXrI{$TIi_2Hx~48|mDy~3d`Rq0Uo2#(H!y(jL71nbZ&xVoFxL%u`1#qoQ7=Kqy!B6!uQ zA4d_yE@j=J)u53SE#u6`{j)I-CS4a{*AivzV(@Q~Rfa_OokF$hLb^_l?#32klU$|$ zOw7<+`(A2FFb@6B7nMWACKeSv?uM*BgreFHmJ`%d5=shH%tL7Syx4@R*Sv=l>k)&W z^|E|uq1;in^cIeNgSq`cw75bm^zY1R{2QLlHdpMP<@16L0Av&a-aQRCa{5xP3)0ra zyx_2dT~_L3qJM){SnidVZ`vKcPbmERdq9s}yZfdGGIEJ%W<3byCfeDXUjI1I>THyc zebWwSIV11Q_>sM;@Yc#UIzl?q6z}KKXw4L@&y25g7x;~NC821&%9en2XuYoQHx~iP~OG08$NX`ohF_yfNp3vWFZcTALb_6D0iF#1U6e9KrGT`Wk@v(({k zq+`_hOIlK|vx!adv0v#(R;k06gh_?I0SNw*1`GpV29U^5K+}u>Jn7z{iyFHn{tuj? zIA?*|Qg6a>mgET)2C%ToNSU(O`bD)6V5!U!+HZqwh7*=E`|hp%tFQfe72T`(wVz^| zo3=Q)*oB$+nQ zx6=<^wBi5Lk5@Hm{M*UouGi+zMBm@<-ZJm_vD}0iM~X#%68ko6H*TU@;Xd;u?iq+N z$GcPAhb!vZ!BtsXi>MoRL?r_b?9-^l3uyh;OJY9&)W|Wrzi-f+b}>}OO*O!N+V#)J z@Cv1q-CP)r7(w!o8jtuX)Kq%TYoG>G{Kdv<)7>H;>HHXlkFz<|ido0s8?8!2s^CVa zKjHIr1!AeHDTDLjc@S2`EP20k4?Aamnk`c?iArpc24a=iDcik!JTBZ6}%M_}v6hNKAEdtGwzL zdv!#A<#^PF_430^iKZi=*_c1SUR*L{505*>%TNKkc!mr4i??LYp;{{q!_Z|CxN)~N zRX$&0Qb1iDkyO~-dULT;$AKQi&`@>O`t2G|zEE#?r&`D$)YsbcYX2l+8N3sdHw2)VeV2r2<9kl-}TWU%=bYnngj} zPaXt{(Yf#R4El%GRR$}lzQ!loCwf^l0;`qhF2Fri_ro_)w?7tlhCWHLNaWD8m0p$m zIu=%My$m?J3mp5g29AZn4JwCflJ%NL*KqZ_*z2%#s|j*@{qiuR)pqvX6mdsx5KR}3 zKA^szuPtI;m9h(^gWtJ_FzDjAbeuwi>$bW?xHfh!g+V9>=eLD{Yue`OwSQ$IJpJp% zaJkR(mUgC#CMal09vo_vpTkYFzk_m=m_8$2e;c2#Y}LcJdWV_&e>|M^a1|u{!g25eD`{$>N7%`v!6S)-e z;bG6{Nd%{0XOV=!goMuh@YQ%J)u*(S0x#K_GEK@h%=9)r37j&L@r`G%Y)s0f? zqCfn3E%5mXEZk#=(;+z?glB%c0Fmp`?R;>LnwSMIIA3>RwUrsPE_$9U-7q7oX`yMe zQY`KJ8g+x#0WTm76fPhwg08pTzkJQa-L8hnBhGgbBO8Khql@+5yxuxD|IU{IXk^(q9LUlMl)*#eOmTP_MoOsLK2(q zC#vFt6jmPJJ$12K>n!Yu;WKlLL&V(S7>wxz4C)+fZuN z7?7#cQ#qHx3U;k}WCJ#lAplZ`8}XqAmCM5tkdmqe$ve|45>jjok;z}g!Ug^DDsf^1 z;;SP+ghqc(>HzuipwKW+b^a!Im5!*#{)pZ>^riW+D35=(<(in?96Wo$J}lRi*xf9_ zN1OSpkqJWzoX96}D;*whCV1m33)?#rQvOG@*sD_Ws^|=BCE&xAW;dWo?3Xw;OJh-3 zSK$mA@wuigfXc~XOJOh9Ln}WO>~C+TxUd=!o!4pT0HD0}MFVb>T}LhKtW2Ezky8SN zZVlW6+4y-B<2lrDVM~RK^!`siQ8>G zz_xoJGMHB>MmWE_ep$`Ts$98vznB$?B~Y8eS5vK|-2D$Ys|1=i#lA)as_`!(x z)-c~4pALc;9Sx&644mQ%+#aHGIj2Ii6{$I3*UrSC+@z zWCssa$rOd;I5Jklk#AjNsnjCg$nSAOMPDMhn>LeP(q>rhJuQ<7R?tPQiP9_#B<*l;mUZ|X~By7N~j3T(rL2Y>E0}o zlKeDZ7ESLFmS8|V%{qNKI_OLTj}&~@xA5D#D3Voowf2vs=z6`YjNn^}`rLjvbRB6ggjEV|`GXsospj<1mfq^cJPJbVRj-xEHv#R+W79H*SR z#JbX6lvgcRxv7dJ^aLYI2`wE-j2GzGW7_?PBwCrg-f_Duu7N_j0|(fky( zs-?S*VfQ}koFx2svxjM1E?7rw=TXs|$uTp771hdWFwQ^%V?2gvWag`H$37z)pO4nlG{&v|lTjYqly%7>cN@Q*DYCF**d( zI+Eq2;WCp1_)@G*pWsX0l{pOm(`^Njd>~*=95dfQ!}yYxVKnB)eBZli$cEdyUP3KKXpb3Fsr@lDw;;};z`DdBZ|W&7oFW8T1y+LdvScG$E= zW8>;dz3b2Fr$1KY_2)t1@3^{vtkU0=fAt{C?5T3P$G)8!exdaNV3Hw0CRKdaFi_qS zCt$fVkWAXs9P^^+!2HVGSvNvQ5UO?gW6`GdpJ`_r59)pOf(?5w0o8x#cQ^N3|7teq zHwY8dPfTMqq}qL_r$chAVIBuAwLzeT1TNEQCWgMmM5bjg-+u&hblWY%S@KLFZ0TSc zraB5NENM(a4;Z(QdQ+@*nXe_l)d8IaK|*Lb9C9c;DICdJlRU@ z%bjjEtG@uZD%usyiZ8P1k94iKA*9|S&6?Q^5KZX4P&e!sxGjEr`RlJ3j=Ip9kKt)? z(!%PIk^UO{4aUj#R*1HGV)rA#lKiK41LHUMK>l6D&`3*LRdxVd1^s4Py=}$(=Z3Q2 zq)D0iG81iTol~tIU@oEbYleSa&HMi$G`4V5(!B4WUW$7AEl5cU_T7Hy{=+V4@ZeC+z3)th#g_JTo?H{b!)`fXD=i#;ktY8D_ zg%FPK&DvRJb;_iQ8JnSa69OrxRkf={1n`iHal9wmW>__82jM`nGBUE5rB1owq&h;2 zG5*tHh}dvKUY957rd1Nqj5M?JqO;URDhWNDbXL_f4W%*z+6(Y<(k7n!;ZmO+4xd_N zcU5>Rr}nGwWGJ~#RyVnCjjuN1Hi(XKW14#ZwPSdyFxs9y&bA-d0Zjiiw;Py_9-PRR z)DTj)$0k?mnHCHN>3H%NUw7XGcb8z26voGb|LL`Q;*6p@sT@SVOA`thmmVC!&)-d5 zwr^H~Ey?eZ6V~8t+hA!QD6uxlyvcJMiq<+D(2P**7+er64J1qeHrrNuwQTPXd#U|? zOGijV*Seu_TvM$$z!(63V<<_?lUVQTgO>keb5`YBQH4ncVRh*MmD)t>IFPJa7<+G9 zc;jJikp@rT_5AG5j&RR7b<6^{U<^ zWy(WX5%Q80FE&9`37vQ}aVnD}Kz_r&VO2voMD`BCntl;RSScLk=o-^+J!cuwQpXwS z#QA*)ej$<>s%*G%atpMG?~?y9_&#hT-h5{%D%<166Ul80!r{GVJY>zg^&iKa9y5nZJ00mSzq`$}wORXX z2Jb^ zyQMGgOj~qjfk%`@$9X+t#b39Vb$6GSgb$VnDmX99zAXCAx-@7(%>GKHge9xW?k!H- ztt&-Z^cTrB&?Z#j!mKUMXSG-8CNKgym*ph9+{3)ZJTLmfm%w6>Kq4(CCxV9J6X%;G zf`(}DbQVToW*5*6@(;gJR@X6uyEne$n*&o!1-=!GgM>+;62XOODXNP<;AZTR!-JPf z(^Wh^$#-P<8y#pRGWEQhDDjU!4aYA4z?+blLB`E{q+ys5>sMIPj}tZil@KNxhrifc zGOcb8LnBIy`IsLM>kJ$(_w96uhm$hb8vgBqJ>$tbdpn+tfQf(yr61_mF(dy_u=>_H zS1R$jiYA-meXC*^ufPfrlfZSQ=bNe!uZPp}2H)i6FmpGI$ z71HyLE&~{$+fV8w>?bl3vt#(xO`m4)^)svUhRIyw?kj>&ORXLCUGy$sGC>CpLt(VM zAwyI_k6Go|nEH*C4h59yutYvy29Cu!vm6Pa`bExqG@4P@f&5;(KNIED5W@yln99LS z(#}A1hi0idhLqUXdqZ!NwkXCkK1f&)fGk*V0Zl9itPBMbsl!ypGsAVcF%!3KTcdRTrmk{_ z+rq{)d~Kga3t{w*+HwT$I7*{pQB9t7MXCeILgDfFacSTl!H82qt9ygt!vuZG9JKdl zHgh`B+CR>>c$|m_rWtZ$4k{^mEfu8Arv~dC2XN1_ZN)|}Xh2+iC0#=Z&)c$~f5lem zl~J?oEsBHJuZ)vy^AI%#%Te7A?u3BmTRAL^xX&HMxDyqv?eP;hROX%b^QJomL@;o# zHMy#-{69DA6Gt;ycvfR9A8_7!y4(+#e`LVtI?=7}%?iaL25Nd0OOBdq+>wf9r;suo zRaj=JWK5~^G$6l}yjPVUvgUA!<0@Cdt@%V3jsy!tza74$l6dp!&0geabpY;5NQqu6 zNG3!SXJKS*1pa1VE(DAhZ#F*l;}VT(U8%?^(1+-Kll2LH{crU&y12x$dSAMfA$bX? z=@qNSVHU28b0&C|+bc~_>IayHehZddt*qDg?Veu|plf+UXG@a~7AQMDqg*ODlvl1n zH|lF3O~VZk!0Zc2)LKA${O>p{$2jrg-X##-eb`G(_$}ppJH;w5UhwpPqJ!BGZyMVZ7OYCsV z=5nLfS9YIWqmA}z-_-uo|F3SZ{NBf3F(`FB;kn(??~uDt#vm5l_dCd%LU&FzufZVz z6F^C9{TAgbbzdkKnR=A%w2(5nz0w}pPl)Do;{_Vh`%hXuzUi!I3; zOLqjsXgc-f+$w3YC{bBrAK7?VpB(pq6TuK%Hb%i%rTn-vE^^IqT8*=XXttkyK+bHz zSx;e}C^<$Yy(W|KfaDBpvo>6_w%j$_=zYrmO09>sZu0*mrzL-S-_MiVP%FE2V-)}G ze?KRqkKYy%N#<-)7U}s)dGJR$C4jlz6%UKwsudE$Q?j{yf7Sb*7ZYuTvMq#29}7V= zWC1~G$ZMwlj>-5*hJw=Xd)}=>@6^@diJnnP#vcteg^XahAKau!N49y=`QlA!nE@sK zfF?Ba{~jeVW6AdhXNp@C=r3SmqxA8i3kfpQUsaP-dOjC?%%dC1*t0mo(CX9s=pyG=>K#jdA~(p3{wH3s@7zgBF#SMpu>dpAG*M| z639q#p`{2AW-Gejs@1%SGvBYZG6bFX%PPsg`>%29q=ntOv+|Ak9-a_Ej<97h{ji9# z;>$1ZSIOWvZlPu@(qzucNoCCuim|6uW*ec;p@LuKB)NN~Gg#DaUCr;x>>z0hOafvv0~f#nGxIz3)QnF79ycTKM02ld(tUdI3Y|^If|vXt ziW2>Qv}^&JSbk#!v_6ZW`Lf|}JcEny8=$XNi!aT;;q-(wc~I25FWuJePRVB&sHGw1 zlg(Q{_Y#E$o_%-IKl(P0Una`aSZ(7)k&3NX-;)`x4NoLvf!qi~-$Cw$*Lgt&PNH`Z z-u%)T6#$Vg@n^R*CCqZBy$~LjNM35{#gK3!&-ucpJzV?c0~5E=I)g@bA8lv6aCeRefqAdSbLz6 zr{fiy6@bvC=FOZ6Uhwyb5ufw4`=(1walomNg)njm1iO#rBPS**1b+>%t5131pK6%z zq8cuxRyX)eRdb(W<9WNfzn>C#wzt>d^GYDYNv-r`ppz0L@udOw0oHC$dMDaex##FH z{g=`+2~CF1xyH9?Kbqiy{f}I#+pBVBc1QiKezBz5VS>t7zNW+qg*H~GRtR_62al@b zUe*wopIKQJm!oxs{+%bC;mTzqQ zYmV);9#iKP=GAs_Lr%?@@@`Vm1q`)+s5nTr7PfubKD}|9vxi!s(_zW~Nu!y9l^q=Q zSO=rRR=9ilS1{V4`uNL%0&q;`bp5!{~I3wOBr@WjG3|M%-OwLn^ES+zuo`2_b%;8FFnhrhkOgyiX6xbyCAZ}mj_H-*QVVX+rb zX#aczg^9s8KP5g^O)MP#QDbSw{l3Rl{_cG|r1#%(zJuZ#cVJs_&ci0x+)$X8qcn75 zMSNg+A|9`%J#XG|brnyotnht7`(zGT5)1`lqmj276s8sYxQMYcc^InLV35jTJdBSzN{**Vn<+3~y-scQO^ z^OW|$4|fo{I;C~hsJi;EUz?ur)&0K5H#q>_J1x@yw!73J7NTrf2!Vf*?=!lK0`bvM z=tr8*U9zoYI0pRGDZvBMEGV~&U1QkCtr7y=6L!%#dU!Sr0#UjM*>b>~jU{C#ll()U zypPd(DU%00mF9b{x{_O0!K3E=lj;L{PE$bT3MwiAA72kYG`NlSknDZz;fOtA(G?f; z!&j7sPiA9{WG3e#4#1I8WGc1J*`p$K1X$c%hZX*c7ozbbOGzNeAj4S%_=pPl_E)x9o#`#-MJLAdJD1v5Dr7eE1 zA*kCz268reAD2(mCqhKQGGx@~+yf5^T}_uMZ7v1;fFuMTZh?aX2rAhmSMs`_vI?{2lL zv4L>R9ThgB!>H|Qcq9)6;9&}!0gV;-cyV(TF~_muPce`Tgm`rP<|R=f?H)sKSa7_P zoQ9W@#55E!z-x=(rZD!@YxYR&$Hm9?VdJWB(K(OoLAETkd$eZyER-~RN})&gh}Kn= zu?ILE@=>rl8{&_*hR0&Fmtd7xRvU?8iE$O+aZ2aIw-vR%mj21UM|eSlV{1sFk1A|k z>L8L3KEGvHk&=2FsKJ)LBI?dndwQVb!5-AK?JfHr<7QfI=XlMHOVyi79+WLaPt$gc zE5#m*1xRmsYh2uZtdn#MZX=DR;`FxIgU!aOE04&#r^*-9gM);@oVah>?553XM^01C zO4i69ibCu|@aUw?V`lKvL}oQ-gA4Mmk0{aZvPKup9-IQXgM~pxz(?@Sz`J}yc#QTp z(f1JdgOeW7;`--lLszaNIQOG`1bY;kJ+Q#QBZD})YtcI4YF(%ET(-!KGOlivtSqz` z;LWSObI+(De1K@Pb;~KmdoX9R+Jf`Z%tWZ6M590VJh)}zqEod;C5e?UWc!q+sG{~l ze&lj$T`$4i;wR%sSE9*9P#HBfVxuJX@N62+u&Q^C4f88v4-7rXSZNhwxQ{(dWRKV~ zPFKR&M3220DVQv@SmG$MhopIo$(m{T!t&@$VkWENLQ?l;X+e;h=j30CTkTcSgFa{= zbhUpi*8|7W*hlyt{NCZoz+UrkW>YBBx^%p3s|5i+(w%XF4!FORkh4~;t|B;yJq#s2 zz`dQ%=FA?eRV}i$W7PhTCi5QG+!i?lsO{Ud{i?hD?0ZLRY%Jy!C*}UaY4@$&vtd{w zhk$I0BZ(%+vd=LrT|)-v>!IPX&c0<9KENIl*HsnmlpPJe$4E_t8m-rvTw<&?A(35f z5@yf5#U4t0CaX1lL-ttQ?6XcNaX~h^DQb7pn)YRnU}@X=c#u7)Ar8)V$&pxtG0rRs zTIgaZ#U5N5CHF7KtajNE!%!A>MxbC62n3RMTS5tWRS|nMs|J%FIK0;D-Vbwc-eZZy zhfpOifn;EhriJd5*VOP>!1fvIXhro54y|H?IgNwD@-Z|GtJN;-9=lhXiLeKhk4e`> zEN;J-JvcGAk+iueoDh4AvYOqL?-=PsdghuttYNNn5A%;NSXJkg0F8fJ_85&e8}=|Z z5e)32E2C=%dGptEJ%aP$9}~G!MpAG!w@Q&inowgsMt`S^LPx6qVA|OA&NL_M9W)rg zPavPLSxsm28L~&94@oWngpyorZ{$iDSN}D2tgJ&h6|^#%XolbSmLWQ93~pD{3P11S zqo$pgH13AkqYT(y?N%gAG>cPoO4+=&4ex_TJ8d4><8C%m5)Ap=0yWT?B-&Gm9lkqb zkLt(a`{7HY<&3zD<_%r*Nowp+l_Z;p4i57|=xYCJu19b_zCFhGFo`{qj2hvCaB;_S z`tC@hOK;g(SKdmgv?FuiyfHAYcF{iZen#fIn&MRUNK71O4~=fm?cu!r-W+^ZkrJN_ z?0()HnW|gTR3KCwGM>O4oR2wez6N-Fm0`VQV~aLG?t@2c7mSGy;!9IaI^KA~#zHp@ zQji4CKUJMFna^`zQC{m&L&++(l z##P^#wg>Yb`qUi0xoN=1Dz$=pRvsZ0xIWv;x+CmSDMD8owPhMhQxbciG8MkISkJiI zkZA01soBJf@uZFx*Le*-Wzf^^qjd7b+u2Ru|@$D$=YZ_R!6=-+S-@RRHj$ z#%}@-=eYlgeGLg-Nij)MWH=>z^tc{}Uk_%@RcGO^1CmEoHOYLhNFcna)DM9Z8@{i$>HJgSzsEEPMuf889k%R5C*drxAFzs>IOhz)x zJPpC&|BXgz#5r^ea`ALzk1F-ja@o;$2qBCqzlq@woC5YX@Gz691grL0J8dl471v8yAJj@<38vu$U;r0zK=1OdT8NY`q=w9P09I#&Yp!sE0XPztR(@NY5jVtlZ znLVUje8uch9y?(ddCNvXN??!5;b0Ok+vgT2Q}jAcneU<4!#J)+Y{{RZvOEVC(DyKf zTQWR$I}{wH&3_U0D9f&ObuW8xL)27Pm4r*^uF1|t!@1=?Qz*HSURs7mieoh=WRJcT2NzmRn1U9d&NmeEQWC+ zxcETiDzS$_adv-X)U?EPA@6}agYaO%II0&rFnctQV~^x#EF^RlU2|%6sr*7Y7|{)h zB_**i(KW~(6{j=U_lWEvC*zJdBVq)(@h#W`Cd4IAJkiHS`y*_5?M^6_*yovla}P$Y zTvVt5#SysktMv@T*~=)-PR7+yeDuPD+6Z=?&=1v%l;YnadsI%^Br4EoC}~1KoIzeU z_pwLZzOjKlW-wk8(XF@NC+yJm>s6H6#Ws&!GOoBv7uiE9c1|vxX*5KggRRt1oD@wXolKL{{5#bbs$H$LU zbLD*sT;-M} zKK3Bd5P-&HI$16=p{vPA4WeCS`d0B@Y|mM+?}a_cHIJn|$;7yOGkDPP`uGuq;BX%) zVil=kubdE$W1W^gzV@<*d#Kkuym(s{&I{~;A~mzwWW}?Us@PwCpS)KF4{GU%(}?D* zF}Pz5D|G?a%pSpTVD{L~o7O~UxsBa1c;NP_c%%r%RXEkFXX5v ze}cMuu;vPrMp)@>58o}$GoQie8yXD-_$b`{2P}gJk2$40t>|$oN%k?*M@@p}DEIHU z+9ywuXv?_tM~y2n4xu;+XUH`H-Rl)?UuIZ6+PJdNBMu%IRwK?uK~zRI<1naNN=m}l zM&M~yV^&H`oByh;m$G>f9#sEKsycbzgZpSEqfyT&!BOsfkVb?@--D-hVZ&sS@lh7| z9S*$ll^W4oy$*Yn7$o8vS$NQn=|jR-`y{ZN(&l^W_?W$7&iqH?9+rV~b5F6rF9+-_ z19U9W$&E!N#y#HmpdLIFUZZO83XT~Cfl9VdqUTW~drbU_*kd>CjF1wL^qjDgx}D}I zH-cl2*K5#r#Qo1!u`bmZNsgMLT75RHj2FLCMq`Q4ei?z{_@vmj;dbVfJX+ajOGOOI6AMs6FvI z@W|{MXnfPRacC`I)j>7pt zZQXUi$BMUasXhLY>=B*}av#>Gvskcd>7qtPCO-B(0()@UJmpBx_lTQ+(75t6SB0x= zm#hS5Qr*^_nU?82^Glpabb0_GmyxA``EP$NNj!9W7e0eeKohC-9| zB8vBPQiCkczC3(6{QBBlUllQOh3sLBmr8_d#U9~_-EmkCE~x9*Q!2^rnp%91mdg>7 z9UEnK?M{^z>Glfl-W7NK7?PRpsOcPK54m`8 z*I-*^lcx#Slr$)t8C)LQnE24H`2k9I(O0>8Fmk14o54)oCAlAoJtnDuovbREm!^VQ z%P({c;k9D^CidX+$})>vg|h)Iw6~6@Zc#Vk>%gOZWtTTe;Yt#Nssu|5?$+h&vBw{O z{0^&?j>zDFw+D#BP5~dmt}yuiR4aIYDiPHyQr(7q*fnR{%9Hs{YVF=DpBp2eGU*1g z78b-x#z|*4IvxL5$pxJIK0Lj$#O+UsBm%k%Vvpry7PrrCi7F6#03Kh^_n@v=uFD7r zQP>7>*Nt?_Q$xwF?ulGYRziKb>l1jo1CLVmldM+LeEOy(5r#ODc9G8$9PuaFhWQ0W z_N3%j5qm)1qvLvzZ*=KoI->(QhF9tq{Md4c#rN3ffY>LyYA=!9o7aQKABSH6kKaEv zI+`v#rcF7=x%0ptn5v$@0b8sa2=C$ni;3x8e6-ku0#|5WsmP(O4jtEuJ(lEqfX;c@ z3d7Iv0u~a`c_y3S;pQb+hmP0-w!d6KU^Hz%!sA{KO0h@Waz#?}zSZl&quHS(#+i{@ zR$brxD_K`G_FNUUpse0~@Mx;=;ybNXVn!3y=mFF*(mk|HDa%-L_uWMHVCMn@SI~8- zkH_8J^))KRQc&RTBJDd*B7k z+@kz?$Rr({& zF^IMKoM8(xYYxGzCI&=pc?h9rBTwv9xwMj#`aP8z@RCV$? z@c5rUe*OAQ#uWnO6J)$Df8X6@FTlkV4_H-W1QhZf4J6eXzg#XBi_r{o&~R~AQ8fdl zo*rfoz(hm(CKNQRve*?#z?Iw(zL(;Bppe=RF{AP=Npfvxl#wqI%cVF=NhBIDP`* zr|quJObnc6N%$yJSFBNSNMsM#zT5qC7o2kkwcvq0mX!Dy!TwjlODEQmQfgukcTdd~ zmSuXf3sC?kvBwTAt8ttn2&i4yrCZKWMl?E3HCF8YNZFh4{5qTOGp;<$3kg5ZlA4bb zbfmVx1q`0`PF3!5C~L9Ql|(MJ&&Gn>mg^DO!xDR(CUW&C_V_+mnT@1swaEyCDdknz z<6pmzF8vDp_mo54!K#7W!Qnd$OmnMh)xZnBo&--9XP(9T7i|^W%Cq&b2M>q}hjU4( z*<_#8lsl*;x#8T%(FmM6^WW7xqrgMk>C`3l4S|Q_*urk^@D_yG=U66IBDaWd5?@M$61>)j`|)kZ@{4+*RYBb__)}chQS}{7K8(~#LQZ$i(|{iR>?M~rd%5tPTCab>!5MP z@J9A4aIX0Z+5=Z>U=N7xRzx~#`{sx!1N$Dp9?>s%qCV;=QMlvYI<6xIn{*N!C%0_U zbXxA(hR6_?$@(p0dmA>t_2G}M??KoIF9XO%EDD-|;}SYjzw8p(W28+h8f2i({`Vi@ z=X}*C;%io|%aNW1@r(OeJF?+<8X9}Q@bw&8#`*#T? zC~jJ}T=TlI2Eaolvs1F801MLqk!fTP%G~V0H%Imew#R7VXR!UiA2UyR^W=Oub1!?q zlc|_J*fM0s@>pn6Gxy2%!>?V2hwobK(LldPQ&B|KduEUDL$-ce^{@vjy~7|Nc)S~p z*t)U=4@q$#4v?)ZSCgob220&6`XylDy4_dZv~psA4`GkuRFSJk!J|@*9h=;u+9!!! zEV?=gIyS53|LJG``*HA)f-1KKycG_c5(t26ef z9BR3ebakqF^OX*biVE!nerrq}tYV{L*bQ8}@L@b)0Vat(()MYrGSpl_oWBXkfbGw? zpVWy?ZycC(Pu}A@O(yZ|dpMp@2znG;RZ^ysF#PqNb_15-EJdzxukbBXCOL?q1AEL} zrz_7xplU+s@ZQ={8ew2^q8QN-_EgIbCKeFP=wnU|KMwaV^gZst`C#^FPLcO`96TKN z%IPr42TnisqTY-)&V4mk z1t}g&O#?B9B{jK<<;|(EuSq5Im0vatkJKU<_BG`r27Hl@7+k^;9vH=h?Gt+}A->yq z2!96mgATfNB8N)we<1JSW%{(^b{B(%0Qv4kM+SJuGC+F^#%xFtHXWWCkvFcoC}@y5inEeE}c3 zz6S+-rfgPOuDBy1*P_pM~}hi|t;cD~wfqiy8_ z(K+A89>KC=_6Qfo2yCmZN8<{ZA_aCwOJR>iOO9b=4o_O&aZuDX)@vFbC;C>t$M;r+ z?xtgA#a^jqe-h(L!Q+qLzaPmS7nm!@^A+AU_v!GR24IA90GAgmEVuR6apD&gJXljo zTUV{X6&^2eZMj{K!~|$aA!GyTh;beajP9mc^7Q6r7Og99_{v3~MFS1~9pEhNL4#Fc z`{8{C4YY8StJ!2yab*eJ-j>E0z-WeJ>GR}!P%_Z*z#ksfaLc0?Fmk0N+m{4xp%2-8 zV2`9=8^dj28TPs6-Ynciausg5m|)c|%@djE_Kw98pYnv&sMn(;3Agz2G<;km``u!$ z@^#sx+oZ>VtNl&hTP{v|(q`D5f<5*##UA&gqlZ1X#MaqQ2NGPEI7oazQ|buLSHoR3 z2oOGBnQNZ2N9@D_lTSs@63$v5xZ8OT%J(}~b&usZ5Ms-@kMiMI(aGF5i{@2010Ht0 zb=zHJJ`mWR2S>fj9v0Z6TH?^TiCr$1;XObr_O{7Ottxb`CRs%Z%}pCU4Ibos+~KVP z@OVq#`s)emN0DpkhxB03-0?k5E93WeE~dG+ORi#Z68M-9rnQM*V6eq7)wc_aFH#srFP<|9jL-tuQ*rDc5SPc z@4;Rz`mM>RWH#gX;km^{YlGaYiNe zU%^HTl(yZ@)AVaMt>%F}s?R zn*`H)iAgA$isTKkN7uFe*fp*=-<%C(a<`6W;%Ebf*`tBN;c+U}ok5Q*CJd&*n2OeW z17%j#u1da#W%l66)q?KANw}-Qc>?nYV#lVU#s*}M{<8eY9$X63Wb<+g>bZ|K?Q!=N zao;X|cC}i$=Js$`(dJWJ0gbKQyy`Kos72q5AVg-D7UR4VXWd<0E|dWKVugW4s58-$ zaEqfVnGdkXU3CeWQaAw3tFgzIKK6*NMyrq{7Va{8oWi);uU7TA#8}?1-%o@Go*KM< zv5(YJVQZlFCV01So8c@qm^zPQYV@(YuVNQxn$x_?EC`G_ld4LI4-V|IYD3jXK|9!2 zZVHlD7zs_09}Hn_cRLU|P3(bHUU<**41(ZjEFe@&>_yS4Gfxp~d&KilzDMIED6MN} zX!lWysE!(|7;SRg+977)?#rPBN=+q}kn+NA({Qn+99{ucL>7qP* zr;C-Y6EIMgBq9o*g%M_^sC?Hr$$QN~T-RYSd(%=lF~S~AnX0ZDsva*Jw^Ju<1~3Tc zj4t4m^uV}SU5B4l+OUxbtqQUi;G?>wLxaGp*M01o#v-e0b81y~3(kj0O!tQ;Q z*n?CU3EO3(!M%c$4N4&4`VX7c8Jp=8f^bb&sl*U{z%2QRnT#lO1v9QDy2pI!sc2!8 zrv>RB%cnUXP!o2?67JCIfa<5O0FRzsRX3S0o>Z?kDrL^YX-^fp8kb*x|M4JsblIbz zyr~7dn@YY>i!7Y4ignbem-P&?dqo9ROa4Bk5^9$q$Gm07kc?K8Q^ONR=d0Gq1Vjf^ z5^sq;GIWId*sGF6g9E87bxTcXa5E)=mps#|B6kTB+y>kqe-Atg7km#V;?1qXcjCUZ z*HQ-cVL42l1>?T_Q8D%9oAnV98hf}RL=1Bn5(SS+w+Ed0oY9(Ti4 zyQ8Otu6}6tfS^OTu}=Bhth&n{n0la+u<#!w%_(a$p~gUQFT&;I;M|Ooz||;v z>C2}%A9u(e*UTQ(EBGGxg!?j*)6_95)68Srd0vZk8ukGC2zz@3INCK=mgfqyhK+ID zJr-WCrHo|^SES{ELzp&fpRe5az}UT5@BPBm68)*uFv~HWu-VLue4BM-S~-o5tz^(+ zQHjjIVD>Nto-g4HgDrs$mo?I*t zbKSK)#vZ(u#2#TE>hMEl6%5o4XJ)%ykJ6A2X&Ve*eg=DZ@jdS9lVr{Hz%kTl{@w$R z`Ci4SQv51w736>KPBVLRwF-OtpWn}957sC^5gQo?u=LBA^sT(Bteh`3afWb}=RF*C z&pKcA%wuwFsze;<#>nbBZMEjVqf?-}LGWdD8rDw3siNhUX52NuBtg8tY zT_ue-z`_z#7VyygZ>myMa=X>nr{JRz>k3`XQ?bWYrdJDE!(DW^h=siBY9CXC$>M5G zq~rtr&exAX$6bd#3K`u2k*kKsWdt5s#sQA#P-8ux%_2YOtham*?xe-wRmY4m9Oz;F z|9HS^xPYW@H?9p78dun9^!Yv?lEmdwdDL2bbY@ z;32}ns4*R#b1VY@k*>1wvkKCwu=y{4v@zlC=@#@7oF;TQK*zS3sn8VEC1g^br0QzDhL)V?u!lM^ zsJhS5Ce#9@#y{)`X)Fn~>*HdmASoB}fm_-WI=a%M(&LFTYIVGU8=Ptv{x!#3bs9=< z?>k|o6sHTI9d-*^Zi`>yjoeVlqQ^=Ay?xsnYryRB<$!yqsUW%IWVq)MTRzIDl!%FR z>~*B#c{HwoJ=i|%kVg+Z3QZow9+TND%`YF}pheH*akGzB*Fr?E!pBwPpTZvW96Yjz zbEjtyghwBF%=d~u)cDPIBP~iXoI*tuoO2M*Z*HH+9+q8OJT6~wCI#R5hAQ2`c&C;l zTSa)-B&^?c&7;NdI`^-Yu2ha)#hz3;VB?zVKPK?!lFNADb7zeWuyI1;&X945P#qQl{;n8YO#J0#EO{K>|<-DHZarHsq0G}g zjXlyRKnZ8~c)lDbzUlfsHb&;qGOk=gN3IW8h*CbQI&r&s(=a;5q$srY2_1#I*(Ok= zJtgA`PrIRu9NEKLQ4_*OFU#G(jRLE^pFOx4s*P^hz060{h9S`h)QJ)Ce8It7F2&up zt4tBDjRnOBmrtwMh0{{$nH2GS3436dl!AvjF2!K@6vrcgn@DlO9d~;YS;1Rg8gJ__r~{w>aKH!vz8%E6g?@*b2l&+Elfxr~qV zr<*oD#xw{X9jCw^SPXU)+r87FlyxNV=05n5?7ug zr>;`2HrOfl*!Y`Nv(&M!TueOE;O5TEt_G{G$dg64h&nmMwQaM9-hPC~cgJH%VEYvf z-US~$NuFER9pl`}d(h~Mj=WvP@{TF6t2Pgx0)3W1Azuz~gT$oyw1e%=p`zLtDpU*X zF~c5?SdUnNmr&d&_E^N3wDOo`Q~D>s<6p=g*KfrhFuGt|&Tn$9>1_VyURPX+?=f!H zCtl0@46K|zv~d#I14@hdB*F^^)`~^r3QnWp1C}hUPQ`Adk2XH6i{?8T?lK^)&Lp2I z%&cvtk=)(G9z61pZL1kiLI;Ff3Tpu@u;Se`sY=8c+nvUl`aL9Z)4~T!Yd5lUL3cTB z?H-aQUjln@sbqxqz3hP*P?oWPauQ|_ZU&rG&7DiO)y-%Wg-RA_s#@T)rxcbzFd7HI zz%6urYIwAppne2Ty-9K;8>J(<$qcHEc0=Z;hsSb#4}at}S4OgEP)e7LE2Xh9IA<5m z7fK(xSR`V#ThZw?XTz#$^G6c5MDwJMqdaoWC$7X|vyRUddg!Lb9z68aR9w!H;K2z` z2;_I=h0 zb<>h;5A0E%5*z!6_#rm~mqAw7JsQ zrEI8gnO8W6gs1eC(Z;HCaLYgv8l&U5RSWu}?0v?SaqLuZO&REbs~+?4$;+_mX)>-x zsUmR{XK${W@+s``2fY52_b5)Kk|$B5z!E&=cIY1`I z_@gg!1tkTuAO8^Js+O689PlOmXDa0*4Qlu!tar^&{k*f%9&U6#ZqzRb93}9Z-!0>LrM;W$ii3n)+z;qhr+psVk z&I}GVf@|4Qe{#Y448@^S_f0KP&gb-Dc;;QhvprZzG`s>G(b-sU;&E<)+d=KCZTlW* z8^ZQitL7go<$FkZE|Q-I2ElMO1#2DET^j5Rk)5f@v_1~z%PUKGDjZKw={QQviYg1N;>}eBYY3b0v=$S{6h^JCbyIfuL`4;6z??+ zoiB$q8GO2sJ&X=r5qq!*r)vd&WOz)JVjuUsD{&N#w|v0d?ihPGsDb}S_%Fi4JINRV zJV?qP$PfBz3-V#83O?;R26l-(sM95nEySdzuBoj1j#N4RdZ=q*F`$m!?q2qYX497E z!8H?_a|7HVzhB$zslhhQ!C9=APb%6yU`Zm6WH~8&n5Nt1@qI3_TvfNe+26!0h&bq* zSj$U!kLESdv05K-KeE|^4kNUDzP=>(ptx*I7&fQ|?ID2bkpif(tw5ihDt1lQ@PXcW zln>2)bI0fqEl%`3%FY2BlLt(lA8zip)A`o4*@HXCLB0VNj=%ZZ&`>?vk)x8}@V~3# z3<@g^5(_pB8lyaPHm-v2fl*zCww{S@ixiixO3~YOW%C z+|YBpbuJ2rZnj(8g;RH4+ILnMHWDhZ{a_+-8`N0IR< zC&t%wRN%F~$=PGX0wpA($UeyOi5-J?cj%eh6W3gw^;GJ9Pr<2u^w4=?vvhoHvb-Qk zmCWX^!5*7%k-CT314E-`66gcir=@m8KA?r`9e$=Cy< zMbwSzSxL?0qj9Qq!pQYN&Gw!}a<(3^ga(SbfSXv72;T2%1>Es(WRKMkiU?4Jl|h{@ zo+4VscvvC&afT?w=F_1ZRUCtPWo@>5>K7EtusK2=2oKhR49}4T;qK}8P|WbZXpV8= zNK*3HPBVB=zI>6CcG=YW#}oU_xhL|(>`|5d?6J`YKMzywbtU31(n?dl3OcaD#66t% zAmiP`>4K3h@Yn1|#m5@IR$&&KO?uXhHq`iO@n{)TBiE5Da?Kr|uynu--oGqX!ecy2 za&5~#_ajcZtebX8II{;eI91SM_>UF#mHntzw0j#Re!w*^E`Cx+G>@nQEdHKEbP;at2>J8^7NaN z!Q(>@JX}J-<|g%ea1Ycbnp1hH;;xy^UI!oRSykQ79$whP13vzZ>@k^CQV(KT1O&yR zN`{9|2aMXIjlqFqt}`8~YUyysg2l)lSW^wN`s!YMa25nn((c(tcu*T~@V@`C3by3R z(}-S4n8Y3?nGHz8LcB9li40OCRy5@FTywGtx$es5yN@;PkvxvD2RtVlT;`R&{QM#I zc+}cQb#`ex=kmnmQ`JgD=jx=9tIz+hrwK|t^8HQ!Xb&Y&l0MiquLO=jAG7KK_Q2#A zWR`N2XBWh}QpS5vU{w1b zJQ`2A9r1)+7{dx?0o(ruw+WhGQf71!+(pPuQ=C$wvQO^5)4~+anR_*I*{cp^g`{m3@PRvSw_#G)x@c~oK z7g*Q?Mc`Vv0NI0#EBZODz%ECBqFf@Kp(8Ih^q}J?*tvj%(i&u36|CDbu|SNP@gXGka`uQ* z)1)4eCEJ%DpBUODrLYsH1^YJP+Vhz+G2Ok6W{DF5#?}1Q(6Qh5z$1%Xaa9srzmwT4 zxKH74DL0byh0z*J9aP-y~q*d1{Y)loEKl7YFyzRb7J=B+l134>`}xgH3)7xIYXRa@M^9H z>NAx0XU!!t)qGv9kUdaVH$NG0*h#QP4w#{Sa>qRtSYPCG6P7}_3??$ho{lar}aI0Hu3%6$-CHR*$?H4>~sHo z^P0W~w4c`GF%FT{75b1$4onr2(tI+p43}NvFi!D3zOj}>EI799 zewB*lNho%O#$T^%PJ`AczToe#x%#iC!b8nX8%fR_`Q+mh^Ma21J^X3laemymQZt`o znj^{gZ1U;ml3#yC&nFb6VDncK32=e&UHK< zR?e;y8HqEe8xX+$lTwWD=a_n2469$s`Rd_4QHqNL|`c@`~)C=_4I?ENkb{cQ}!m z4;Y-iFJBJmv?{4){%R!$%w+Xg`2ASxO6VBh&mVQ_RLxJ=g<$AtCGdggu=Fo21!weWQuge~5tPwdLxspCXm>Ce*K0rkSV~-)rY^hcj(&#EY%2nY$=M?_g`_7&I1%g5DBnks-MYuRB6v{ZBXzMb zERPqoKb1XF@JiTZ@eJPsDfaq=?9ua^zEp8$V4Rz#RdqLc1Z%^@^2+eoZ&omY^oYi8 z!I2-D7#Zxt_0H$EJLHNhXGvS9s_Bf%`Lc|T1757T@8LN0PVT!+2aL$0il!CKLcWhZ zl8{saNG0g5u-RkwqtTHoRcXsyfIUXY9;pxBD11bC;P7ezHfsPy1JkY0gWrJg4+t|nqosis=|=TnUEJCWvv9B8W{2M9jp8bWrQTZoH7it*(L2+!c4*&QxxV~<58A3;ggSJ5vw zO8$Y$WH?944YgdeTlTZZSo31)g6tYsPiBwQB)HE1ej0lm?pVKt(>brk9^b!DV_0{S zafEmxn|%JJRA231862AxC~Nln9(cZHevL^r=rx~6WG6KO+2pD_p7A0sHsPLU#k2H~$vnY8eAl9CFekY+08sXUwGn z#jK@bS36&rs4-Egp5*E&>_+__R8U!F#-M_S!hIZxEs2Qh~<=!?KkmEZ8h!lmD(syJv~i zgpb%QD4}c+3^CTw;6+~vK$?`c5scKwd=CsP)a~8-=HHDC#KSqPVh>U} zze@(R6Poy%=RK^jMKm2>ZYwT-=np8LHEnqW2=L? zqgawST0E^L@efu>1opVQ_OHhtU#iU0$jBp??zzb)e{9xof)7_6VGkHpwpfgiJq}!N z=_%V2>ZEw91&6_lPE#iJ5Ad`kFisIxhJcE8D@Vx?`c#2_Cb5 zPe!9;Tv0K73m{&Y1+5HIZuAnzBgUsK<~;x%-*_CaQ@a;&iLj`6?7WD<#!?0i> zHmDl7fC(K-(i@-PPxLPHJyJtz$3E$F)sAEElt=qT_J9qJNMdCb*@NlB(A+^3eB^Oa zE>*Ov@^(w?5&k-S4^LoXIjgw@CgCKGm#VESEZwm8Q67T_f31#02+Bn-H?AgGV3)>6 z0Zg6<4^&Acb>He0*~2BTd=t^J$%I3r29}6l(Ld&IgALO5$-P1^l5Q|2k$exQGu~Kk zz#a%T4ziO?5`;n?6-KU%WX9p8UXnePfW$2%GW0dSf2H62cy5sUCdBrFkZ?jb{N5GT zjR|`oDWC$DO!kQ%;FR`Qwwp@V#kl(N<=|o{R~&aKW5k$rXY=i%F^og!?4d%}y#)eK zhsVtXC91`~ilYpk&K~>@<1>6M_V_+kz2%!$d^ev?yGbRx`?rc*vHLM=nY|bIvOr!4 zT-zn6FT2Pd5b=ZaMYCV=Ps)h9CT7YoK|;O<4+TK!XR%$xw)e3{++*Bp-n0{gdEsu| z>EEWtyQH#K*ZKB;G=UqNNvgS`z*~6hZDbErT(AlrmD9aZBZLR$J(iBWC-nfHT_DxQ z8rw~F;>)&iMTPG=eO|vjEx2}b z6@6*9exrpG)|wX7rQ~DPEGLOQDsC`EeMw5L!AHmtCYvJw_b>V$tQci^G&dhG<>Qj` zk@9NY6IR#R5o?9AFpHS*5#fRKv6}ol_#X)#9>;_lgomN`-->&V?NCA=k>DWj0kMaV ztR3x^dKRY4YR9Bz)80K5CLW7ijj1Xt)yAB{xVrI^sBpDbZu%41<~nCkeobbA@(2+!sQX zZkKfv-4??C7N4W%fVJ48)RnqP^-ABs3=gVUDJGN2X!38rgvqoiW(HARLlEb<6-!*1 zw7XP$$;Op>4VL<;NIkr7+SqP#dkHpKW`SMqiB$I0%i*!B+#>7sApiV{-Ga;>JejJh zUW+}PHmR~?`CfdCy%yKqr{eeB`YqS01rNi8QGU6Y_`?_7Ob3}YoN|Lk3HQq3J!}e7 zB`XYkb1Q1?R*%wKrrTEz7}3YHb-tQb-BR5$ukdot2u9dL;>*kB#DllG^r;gbGLlFg zG`AgPd+51D*NNdt)t&iBHQe|;nNe||k!BVkDDgH*IVsocp59c{v#WFtZ zq(3q3arhCNDqk^j1@%_Zq|)?}>+7m)NPdZAabnNYFxmf<=Kq?)oVZzdI zGQbZK3AyJ+jTsKFDSER;55Jj2P%PUA4Da6#d$fd{H8?QtL-(&57r?%U;o$9R`Hz3B zmdlaq_dpcKs$B{l$SltIXQhgJ(f6>x9_bZOzL=25ya3)nA;0Ok9(hqo8EdZUG4~S2 zA^`Q1h+;p|; zvPa2PyV>qR25wv{ze8dWCxb^d8L8pTQk7^APmWxPpg?sx_W0hex6-nRo7TrX?}PPx zQpA@Y*X-YrJvQr{Jt%kPMzh(ZYM>fV`Ks_=I`%X`Jc<`YfkDU$9?~dI8z-k_Jw+e^ zl#KU>*h6#^$&6>WgXOA~Uwgr^WILJtd$|JlW4*3Y2QQHa^}-?vGHn1p5LfIQ6?93A z#P_ITyq7(94q9=!S<@HT)kafYi-;(9o0nyp)7j4-&w)plAL<$CYK}OiBCVbLSXI>$ za~G>7>Z()Tqd*4)bDOk(8)YVJ(kse*kIIS2aO?@@r~(Gvd~5ejyDD+a?7?lqb)BX> z&->+suZky2m290|XzCy*#2udQdtl;&x`a=~9)JANs<+xp5LY(@#wzx%`db=v@V4;C zeGiUW1bEE+%zY2+(MUC%M{E;9vc8BEJGggs8tsBDgTkzv2Qv94d#C$dlVA3nEjaf39tvoXIOy1QauS~!i)9+GjUE@u&%xp z(F}{8Y?aI`ypH8WRV)-$wX^2+xE;G1vk-_rU?3JR&F50(6%03DEdz^yamDzcElbT6 z&Du0vKS7jXIcUI*TvV|e*rTb^0E0?NM=&mY7v1fm#PBbafn$}#I?deL=HAmw;9|bAt;XZhHI$sm$Df;f+ zw*v=X$#^nkw_7@8)Uj`H)VLf!aziRT-vfu=R9t-#GYjf~>9pXy?VFdXPAM+(%Vprq z+%=Lwzld`;umz=nkufU~;4)-QNtL7wD>3YxBal&|MART7dr0;YoNy8fPHD`DjVkRP zr|fF;N?dautwsYz-rgc6G9@_#VSGqE>dIo!l9F0FE zd;I>L=)=ubf9$?han;rg-Kh8#eRkLUY4A9YEgC2Q^6}vC%_j+V&h(*YYogqUi~4Ca ze-tjCVO)9TW6yS{u7t%C8@hnYy7z=# zsJI%{*kay;=RZjrpGw*d*@sv&mQ*8>k`MbHAQ&uNTewAk<`^A%5qR}zVmdX{0EI2_F?Q4$LpyK#gi=R(+ahhZR9ZoN0@Zl1SG!c|+g z2$qaUqpDI-Nt#!#rgI3;HIy9{@v6ub@197GEk)&N zfWatvkXl(+dEQ)xr$y4ipW(LE-1kW_JO>^$++4StH&2F#jJ-Q?ZSoF)@&Q zlB|-vxK`@X!t8q$`4v8SpgQTW8Nc!#Y-B?{!;>0tr z#5~CYJstxAKAI=m_o&BOwm_Lx-p|3{@zY?RfXr1lMZ{pb4o+hQfyb5S2zS40aCHUf~m$Wl@FYTJ^pv0DiXtA%csKwib^mc zblT}qpQ0pA*)v9PqpL`w)4pj5h{_}9v)6Jy`UvC*d%*b$=nw_LXowV1zQ5oqJ|p+9 z9-t#Fu4-G&FWyH(Kd zQDN9kk2AE{9l!z&2GK3rz(z%`Fu_lZ=W$*`n?2aE+NH<>gG04*@mzD7_eppP%(n%0 zK9%o*T33=5#H{(#ZL1&G6z6kyufZOmOn=kKi*Ho@dQ5Qa)o7d)-NmYs-O1396UB@^ zxoJ=Q=wlB{)|K=LX5(ay$wYL(d+9GAm3(T5hP>n6Zs*#Ze zk^A@y5?ZKq2M}paVqD#97mFx84W9Y(>G1fYY3^=ev1-go zeGgc3rQMT^tAvH5!LZML_GDafC-{l2sM&1Q1DVyXmp$-&eLW=Y1Z`Gf4mz;|x#S>T z0!}(at`s_Gb|4)nZanop{ec}h1{s8-%Syy6r>nO@%Y-iAUgIiko|Q^6aMSn-qhT)g z7oyv+h{P!7J;)wP$&Xf%E;P$S--jZV?g*c+2YGZw(;fn*0UF^2-c>!u)qgz;9^!V8 zi~bCF#8QB3bOOhxWRIHQk#{%cNtqlUwc9Wo|BD1LYaOxrKpaHusUy;)eWnB~vdmG+a3lZQMl+Eo(lWZm#Y&MYZtdXWlAa>=T^uyUj=6*udf-us z=A@d5+ru8ufyd2+hnjOy`!nG2uOK`~yLPuHS7d zZWVnG{Clq1qs*G3beSto7eT9Sivt#>zQZ2aXd>*9Z{D%?mLA869Uq44-Vq;IR08Z# z5%XacC7V}1-#ix|C+kY2x)Qn*d&EQ%M6TR4>~ec5_Lyh|pY>vOcpiHs3wL~K-=oZi zKq>|vd=`R+-l zkzqo%m67gREY>fItmcYX%_j$>jgN@-N*jl{_wf}jW>V{x%~#WV*yB0A2aTs4MYWP= zz~e`$dkRkPd(6ol*X4(*+DcXNW~J@9jkSIS<7&0KB*p3Q&dk;v8{4dBO&@z0Ol4p- z9v*w;iyI#2O(Vb=9wJ)8Dr{NBE}$$CZL<5f zRP0e|^U70bHJ&i@6wy28a~`*$wZCrUwy)sZV4RzjPqI7WqWfo7M7 zc5|2rx@$G%>i@yXt5|5RLgBnE1g@}y>;$s~nLQRsdwRXDp3fdqd4Fp55EE+OTW`3J zc2pexu~Flr_A;V+(}};n-1Sh?Hp3mZ0uu{nK;WoNdzhF!$WQq=%^4 zBf1{s+|m*0hOVk!rK|QBvKj+Oq%71Vk%zE>ZKcs|6MJO4FQR;Q95k&cg_I;>mps73 zB6}ngs^YefZ1?k+&#W>zhAiz5?9sR=SxkD}Ti$&0a+So$9?~cn{(J^J{>4L9xB~Q4 z?2(MCteHdWO)G-fca%zWQ~G|t*GiwKS4b#~80Au$)Ga8D z9Tn$2uqQCatxTcm1E8&n@?D&{YgWqliQ!Cex)>QYHKK>Cv&Ps%%>G@4H)2RBj0w zd1bt#-Tft!ht-7`>VR4G2^zTMiWYlBs;FXtQY$UkDkn+FwbuJn2&>C>7W(%2%l2y!L!O#>JPosj;e0_x0-_^Vzo+L zH%|GK^St#c_*2S!n?fu;c-|%}Bas<6MMQ{8?NikHX!_WLmDss9rs-d;hR0IGRageD zL4c?UxZveDZ zu9X(-npQ211?u-`7?Ir8z9k(xcY@i1)NP*HY1hwX51uUl1l#Ii_K5KK@0K`^R@u$` z4V77sfD%ycPhV29qU>=OAHQ4UZ@Af%uHWF6IxXRU~4n z!#U+(Jis38-nOSK)r~q~l6tY4JxDa(@CaJSdq@hiU9QXZ?6iFu3~FN)vStr-IjZKE zvQ?iK(jEXuqc@TK3W)|roS%q2U=};K(n92F@f`Nxe#Y{ok*f%g8$CZzEBEX*5;mC@ zwL%b;!oS9-w8?BTahF|m-2GpRJ+S16(o=8$hHUx_{D`xbrZknO%*MNY2ZUZacFF$*y3qE#VoS z$HVL)YN0*m_1llA{WV~ z-j&|{@4As)(p!OkkGOm7IGqw6+rqHlF?s=el*}GDLi9xJ@jDq;+Rtv+v+vs@qV~E0 zJ!$&${Q*{BC1}A0`qwmq9a2|U!?v_K!vVUL3h&ZfZnY1!kywd0|JQTuN9VAL+jzPJ(gc$J31 zNsn=r`5uNeK`oU}QRK?t%p2Q#zR1L((ac=XhVdlj(<_m-{Hxs#ML z{HfqU_2{I?#m%%7bu)$O2RM%gmGN-8s}PJUK*w!L`zPO{pFOI!k{wMe(Bp4t_fjc# z3?BY@u7?xPeDr+wV7Uv@bUZP8lq!+2$t!m^x{EMU#pWhWS>xWqo159I0c80AdpI=H z0UQ{NI{YB-!XCp1=h3+yBaV(qk*hQlT%9oNCw&Bapn*a~SGqo<2KLx)d)UKK(*_63 zyqk>H3(AB<8PR?d(J_c~_E<1`WZ3rigsoa%62VhQAjIKm2oFa1^tA9OMsctp&TM`j zdq}Zcb28uKQ(}*O28zAX4BhP8+Uy&hMo$bfTc5VxO8v0O<-P220V6#4df-Bp5Iv8>Hvj-j^D#A5Y1?*vX&KS-wD0&gX1cA!y zXz45V5Og$3Vp<^J=bZ!A8Q{#&$cBuC3mCI>j;g{{V3$T6S{gJ$?17}=I5U{k>TD)Q zL@L=Z7%J6gabOp+<`wli5_!bkcahyQ$si60Rq$w}q&+-)>_j7yxPgAB-nQ%(a9TP&oOorOw1 zK94=rIx%}FB&2v%Hn)7=Y7fk+c=w4t_9yi@9?2daGaNkUsj9GB5Oe4v7n)S4ZEl@7 zng0YylEfZd4$HN=_Y{!yn^tnV+Nx1<0SEJ>(d>bdT68^VtO(Rx5x6yT(B$?OxG|M) ziy~Dg$C@jjDM!S)B<xDM0o;J-4cUQNDOG^4NEK2D_2nd^(hLaKJJ07`Z|;7#BOGtZg@+i}ent z79OoDc1=`b@Y)0K_0EY^I`qM_2DN5MLs>>4559meprQrQEmJ^)@4*A0Y{nL;%EX99 zHcr9fq@azy2Tq6bDiB@K?wg*(rt5dv(Uw>6fS$(yZQ8s&nQ^r(3TcDlvfbyjdmMhS zl<_IqLk?Q0B}h_L;%2X^5H}qSMe@nxBX_&iDSVF&%f3C0JuHqar|UPoyqq;R*-To| z^(a~z?9d2kX~?_Ll2VR_@m0}i=lXWvW1dvKHB99=mu09aHr%Abb}1^sj5&bY80dS& znk$QKPkFm}E|ln5Jy%G@SnYfGY#xc{fj!$E_8|6~cLq6Y-vez!(ePn8_>-_lA!ZfM zO$)ZwbI|dJAmfz%9-k6C_ANQ~B-69e5vm&{%)ZeTSfD|@Kapd;d9v>z=gUx=AJ<%& zScjzA&6B6gBDyG%Mh{CmSBxE(sxo*EZPjO7IdMvQW^p#zv=2a+NXKU-iPYDGp>CBOr^0-5 zimZ8f<=3g29dcaH@yvhxK&93w^mr0@2z$&kLP#7T4S~_{+U)n;R$2)I&*@yh6d`@& zv0mQK9>^OM`7x%!tT}kAP?i)swz-O2H-ET_6{cfW&{*Yr;uCI=% zZmY^5Iyxt;6tQ*e*a9{H_Q2}hR>aK~MVwjy86FZ4$&)&PJsjy=5&5xURgsEl<66`a zflq%p(q?cH;FY{b%-irpbrkjOz{5TR9?|u{s`k<7>{+&zh%ivk`DtDA`CK=WZ?qq- zlYe_{Qswz|_+YnswYY8%JbriB11D7C`8uGI4_&`%vWG-@H9<63vqT7L_nP}S2fSi2 zP8vts={EOXW!*e~6vxVFQ&`#tF|Puy1+#}kmH-P8(K>=|L2CF&Q8#V~u~FbrxT9#n zL$cMiDd}S&|BQjBpfvy-sHul3&`J#&vpjO=#7ekT+=o!PKV5wXb5AxhCsL)WzgN=Ge(zKavUV{1}H38g-s z#U4?@r#!vyQ3^cf^X}A5EzzJPuyn4F;k4UB;$!ndfb1Vzbd^09gXM@A9}RCdsU%|e zM`4wBZn0^|CF4pa5VqmL(>+)Tj%P$U9_E_EV_qf4Bt?QiZ`#G$_Hp+Dc2sp+oN?a6 zVhab^dks#9k`Zref*^Hq<&&jdyQYk@=3fq;1=t&sR`)W4DasDigM9m(jPYafFKI=Q> zNyrF~6ur&lNj9o2M82}`ZHJw0UIiXGd!UXLDwPv^cG`G7_9t5dN{ z!n8DBFt&fF#tEOpqvAXX8#AbMkiS*P9$e4`f8hx$QC`K7W-fj^vWF$%+?4Rc(p{yV zjoYzp<0|Go9FNwdC+TGjgT}|)Rm%B@T;pi2q6BtpRWv4>hsc0EL9aRF%opqAoj;R3 z4o#L7ddY~2v zthBIEx;&ax(K=z#aoa%$hqW9_|0BmZDNb_P3>l{@VJlIV3gm$Zq1xTf1&mQNtQk3z z$bx0113b;BlIRc^P*0TvuWUqvrMPpqA2RwLfQ~9*TT+NRy2k(VX`T<2b&cD?(}g#}K+7c3s_8g_1d z)*`iax~zl-X^1EyR0Bd`yDGfm3)qO%ZBvaVcV(G&I0UF z@bqe~nZZ)8ibq`etctg4GIZk)jR_OgEf_<)#&U=}{O{%Lu`NbwcmaO+Jofm}a4RkK z)1ENzaW@x!n5&vxtvjuvSD8LsR#Vc0g57G>a5DYm@MyCK#;J%se$jL&OS%ju&P`$+ ztSFpFmU%MX4~KTi1~o*f`xo5`J<43TMAbG`tl;3N^tEg$`mjVJ#df9F+!-2fgPD4$ zxuWSFjx0t!;2;e%M-8iv>!I0$^EMTZa`If=t0TEvmsgQd2!eSM`vo)C9Oy&TB_Wz{ z_F{NAlP1!VO5&nYYg{Efj#f{(9%77)jG)E)-{@D`_*dmg7Ojt zkIM(y12YN1pMa^@o@EkEN75i=1~Gdb4p@r(9uj#Vd&IG1d zwWO%!0yga1@CmyxWYSv>ra3>M=}<%*Ht+HfoUp8E2Oi;wSsU3y#=FB$r2z_<`=~Uy zo$Q{XbeQp}SkNb9k1@8(i$bG4fpO(Vs@jTx@;vr9@aR+e@02Bpck^}}SC{N=_Sr;_ zeWwLo$Yb9D!X7;H{VRp8?y^gZ<#BL$jQe#EakPRW^!kLwqFw8FBy-Vak0ggqS1=7? zMQ_CUT#x||*jzd1#2p^(mX6vkT)=7K0H3guW$3IFiV%Bn1&L85$B8|np7#Ch0kD8k zncxYzD1223AOfr8zEs0iRTa(q=wT0))$A!Md1B;h>nv+ebHUZK+2apRnwKYMkK4c= z`^&@p9C7mS~#@h-DZ;=d@7;@t!v6+DkRp9g@>M?rdUm^5d2V0jpM zJn%EZy&{94ifkBSk>Ej@KBt3nvEKvdd(iW9xO;>(=4?1=S;cBGdzI>_?kMO{rTtXO_>msc#(RQIsdO2b70xnrb8ce!MvxjvZp%O8!q*u_%9Ovkw2lfbGx&-zhZ^PrP z9jb{5JVF&R6vskN%-BOjrkgBlE)xx?+XF}VKoaSt?6C#W2~~{2$2CoIMPSmB69*habWo$}6{eB6##| zy%_J|-A)?2Nd^Q7q?)=d9y82>P*adZcebdLm102<4RTJYgydN&=$b%Vhe}H{JXpHa zVL|&Uim$gjfRk~B=Rb}db;k79wckD}XKL|V(pL*;|-42Bz zI0iS3t1>T*TsgPkLUyjW3M?{uENa5-hUP>5XNp{MCkd4EdI9xh`Kr>+5-YKtm~ zJOGZy$znv8hEZ2O#^aFsRCJez0|`3Ds$zFs$BIghL%)zcg6FYVDDt2WpA8QL209-GdBnY*gCo94rn|dWvelbc(UFj=%i*cV=D+T3vv7@4u7)Zty->z04Xt7IFGK`1NE*_LsVJDnqAC%AUr%)-b*}-=X>zb^7i&k z#vW1uP^7lo5eOSFfZ-tylKQ6Df0O)sIANAIQZi|X;k_h9p?geM#)C%lk7 zY%v+dN_KWVMx*BIGx6~+n#_*Y)#-hYn|ylOO>5Ssq(4-_NmjJ@%IN6$=2<%wOeBNz z1)-pTj>8vU$xO<&!d1+%@%eJG+o))<2cL4XPS|+&WS&TR4ewu+A7Moks-bm8BD>uR zAaFjmtgfD9;Mg(8z^+WDboMMO5UsN8> zl_p%nG$+?1PGG|JJ1650%BZTw1cLnUIralbQB)F91eKd?J@k7}y?ZC`QKWVcDlBKi z&?q6F1^ko)SXUMA-t+8c@SN~T_*8uFVp9lZb+}ZXSAa)K-PEimK{_ts=e!Uei*+`* z09}vgvxgpTe!^b!m^Dw7u)paH*;M{Wo=PXgyf!#G&c|H`9(-b|a564^oJZLmuw-@Y z$3=M9q*P*~cA}G-3@7bSQ?lMGY!HmrJ9gsvhHJ+$MBtMioE$FBn^!K)VXkERa^TUk zhl*X!tDAliRK5u;lZO(zf?g4S`6W;&tgm;sx0jcfUw{3&q>nByzl8t7pI_k5%iFMi zefjm}YxwWWudlzpd@Z;*-u<#hnV3k-W zDSQCG8rVbTSRH`}S%6mPP^%;cc(}vK7LGX=wR!9}r@;{Rg$nK4$!MhCUhWtiHP_GH z>W|a0$8EH&?#f(`Cm$(zqXk7b8HK2EQK$7h_K)z*bCpCaZ{_P3luBr{m`w6GqH(UQ z6Y@O{spN{QF+8${+d4AUDGAa5Hnux*&>e+!s}v7%6rlAVZKyyD9)%ZOi4utt zOZGIG)~4y_{Sv5Hp`4`*6?=R+Aw0@Ds&zry#*2c-0p`)iUoV2k4=@lZEM21zDmN*=kUbC`y4Z?stQYtm zLLcQx*yHE#)N8(%s*z2rlq9u0ZEmtrQTr&^usIL)Z0a%(y=qSr3 zp0MP56l(inQxv%}G~lgI098n?=Xt^RR+k?Gg?>c;;?s9nKZ92h{{4ym_5Jqyk@YPs z`S^giqDkkpeN6h(EJmn(egQmOk<>{zuFDGT%}b!nf!&w0$8{u+-)X9Oa=Uv5r$vGG zO{W@h{ra9q$GXY~7+5{FoO;bUe|5~bD!3U$9XpO(ak;KI&y|`-p6s6~$Auu+!yT(s zjL!Yoj=lHjec-$$%zQwyg=ADX?}7Xl$4G|{fB~d2&q^$}E7aagE5sgpT`FCzG=;!o zxneBH=Lkd`F72-Y^mm+YD4PIzFJlkE$BWsc)G?s{P7^ox z%7)ta=0En?pL>j2y#YG*E#Ev-Dxn!M8GE2=8qI;~1g*4iiTW3#!|-S*y?lbml<|R8 zSg5#;@myk$3Zu1{)0pZ>gi@AB>_I0iUcjX#U6S|CM6ty1=5v0gSW zvjk7X9(sypnN9Uj;_JCyVm|XcA!+{>+|ds0-n9l8DE6?-9+)On*Kdy%pVw>%d$@jh z#B^9V_tPmP_mDlnJ8x232w6?lR8N*lqt3xjkrM`9HxDo{Q6?0A%?MNyZ451#WDR!t zua`a8XO94(skrj`G|~kE1pt^CVQ^4mab!&_QT)QY&wO+CiJlFQtt*H;MiCa2GY|i7 z4ll>Yi`nCU^g)~FBcJqa=B$on-)=ZRQpo-~^s!nVXAf&*q&C@B)Yz8#1B)J8U4Mov zb`3|3Oc75Mc^x*!UK?T&IA6QQHEdhSy~;SO4Ff=X#ZG8N+mMl z+1|$%eZB{dAysq8q2?tSS7Dnn!i{XJ3j084_e7nQ6G=!{#h%BSIw~CfDAb|rjvSjl z4jnEVd6VV}25f(QS)8pojn0)iX=T$^9oehO5=o?QvJvO|l=ygjJ;^hgqc%rFR~^?p z!UL=;WDPmzCLS(xpY<*U?UwT)5E_;-QGEZJB_FHlRFV`l@|B{#j+7l7*M?wW$=q>` zH3KBPdoI6#OWK!p(g$Kdq1|!xRN!%B23*J9!kR02;+BeQt5~Tn!_T(Z!9qp-(nHG< z@chI)%g1rzKPCMud>9aR4?G@~Hm{)115$#Eg>VLY9_!Kag((~C89XU_G)atIgctUC z6_(ba-fQ8K{i98*6>2BVW}9d0j4m^Hw5CH9eEpgjx#H7J$M8|tZ;D)5viX&-n%}=$ z`u~(lVOc_oEfz_@Oe-!FcdD=iZ(x*!=Q->o!58cne!*iI&bIGCRZ--8px%jVqnq+KeoIk6OLf~kZ4j&dc77sBJvo~iO;_Gsq$P(eKrsx8K_Z>eB~ zf8BrK$KWC#ZRaM{b3<3zc=MLVZn}P<<_gtl4PU=mTJRC@51=NAgd85c9y5`h4jGHeTnZsF<(n>{kUtiv%c$hx65LUazK0z!&97(M% zRFo{%%fk!Vqi#;j9`jrqF_!77#zEz>t5);n#`UY4?fNwbZ+E) zVdM%bU}dC-O~^O`4=VgSsIitD^`eUy0iy3;Fi$K^UY=r%$EP!<>O%lFB9;Sl2638m zi2-1=@~Iu_f`SJo`R1gujt#;xbNx7bkQ!FRKO~3>M`LZJX(W7Nt5QK*anYx+d!ESS z9m9;DVO7mNcC(0p6nCq57o%W(@F?6pHkEJ()5m(WST3|u_x2hu|l z5)Q7pr6jzeiUETqWvOCCHV^*+LMmTr*Tb;oRZ*`%oz{0Y;1Vxx*o5zvbb{mba5&A7w&x+IVu$g&PO+kPq5S+xV ztVsbt63L^Iu}1LGC_~Kj!^5~^Gd7u9!(MJNGO=LyO=@?+&}zQEJaW~XmOVD9h-9P9 zs?A(LTAL9CTK(yRaOY z_EeF793IB-^z-C;LFt%C!oFZ3Mm8`UW zc)-)&_PHES&*&;c1k+l;(Hr_gG`q3IC)NkaoSBkHXZ3B3DHe3bO3E zOYfJH-$P;P;GR#zB}HL48m>;KcFVS*Blak{s#3FuvB%&+zq5sot&=(0d}kqNe}Q;r z*lvFRZs~+=D>wD=N;NnIjqyXF zD^eMy3AJ#-8XA7gJj4a<5!{5Fa8|Gf(1=)sEAC^DIM5l8Nh*mHvjR@CoceGS#1rm_ zf$7R`)8^$q5$VO~V*_052u72M(MnL{Lkrm#vEM z0=m`ik!^@;wnQGmeiV@(4(&?%2N78H94zwS$7DzTHwQ&`4=A%W%V1ZnIAOu~_|Znj z*B^(k+N&rjiH|?JmI1ZnC#=V^$0oCx_HF&cOtXEXGa{`7pS%419DIbAXEuAdxMX>> zV)p{im*4|!D{yP6V%Ot*F?WyefpR&-9?TminkRJsx^(|aMb(rJ)f827Di>`luGF$p z)9#o(>SUk93)pbhoJN{QlOH6g7u@TFLMf>h(e`(B*_ipX6J`$z_p+WtvO�syNVAR^$C$dHwEVdkKUAOc3Dysn+0tQ zA_;q_O4+dE$!N_g5{P$W%~5!e3FcDT6Xtu6E(Ha)Dae2nBicq0+~{QZDOI=A_Bq?* zNL<*FbrtNvnk%lP8q?XH$knq~7H$f#NdLfYtVgX!8&yxvd+cvo{eXSxbHyT}(!PH= zc>sU>A1I-@O+$=uq1zrQ1_;Y;|U5gzOO@;i=}= z@*^xip(4wlJ61>CQdPi|?wIiBM0AX3Oo^kOK^PSm0~FSt4j$!WgR!SvkAp`wZ_gx9 zLp!nrVU#OL!QOiZoIQGlm*>_^CX@S`YFGDl3(ED2%Aj8lf8f|=;Q_DIaC(iag3Nb- zhm1$315Sw(eg7KMuF$|(*$&SU@e4Tv6)P-aX**uPSXCkyuvk|-9ZJ}P@nP3%%lfAV z&betR?B?(=SywIST)|KCTqa-8#B_``@o)}ZSQ7r*A%;m|5;dT=D?=2-~?0{INXZc5K%Bwr$l?Dv@FcXm$I- z>_Gzzvg_BlKKrDg>-Xa~WpCM{a=rJjEu@}=4;Xs4QuOY&RLcTCa!JYz%pZ=dt0v~C z;{|-d)7t1<;=I81Vu?-z7bl#i6K0&cHWY-oKvwYZVHAv_a=cBO2Ha-;AZC zd4Yvf4W2I^?Z-t}g~UjM&q~nPa*hC7@7#3jB74XMjQvQyqUsE9T*{gonQLCe3PL=y z)Hyc-89}aU#lqGFXP2Q7l|HYO%~k)z$XKy19gcE`4~hO3ZRG) zF&~?PQyknE(9Gm#aje^agmLwMB}ugJV6`Y@(;AGUWvDSpxH%;}e&0f^+GIBA%X&1& zC8*Cy^hvJYFNg01`>T@WWBGQ~SgU6O7)lF%Jlx{I94b*MoZP=yV`Am!Ta$Ypjzhb# zI>Yc-v{)G1kOz&k8 z3J95W(b0lOyWfLCOnCSGI*>8M?R9Z}C19j0d1Vki7}q^;Gn18Y7SRUgQ1JdOvio#}}~W3%Df9i7sW#ZI9M3T8jlfWs;tN7lvku zTBXjAcSfaUSU!lW$fjPVW1(k-UWm6+8}Rpq$F(|WD0Ad0vTmyFe%D`-thxx367}Yk z3Ysir|0CD~jhcA4p#^z5r`1NrUgt)r z0!!Fq>3*MZ0f7X7OjLn<8+~nfu;eC$Yz~J{N*U3Zf(L`6u#{;Bb&(SgIe|S2fr=xG z3d=N%RL}DL%TeBKYMe-?ZOc_9$ur+M9;ZgGdqpP`#MZ@IAHVX&6V@Hc%&_?wMLqz{LwLBrw{oWGfhX|>IR)P+>i#)?Z+@sfYx z$OHU=XkPtCut)c7Vk`M%K8kRPMF7@^|_Mk_(2cyoG_2ujCluAERPKM?Kc$i{)2PU_qX~BPR+GQ0Ts{N{r>yZ zi=7a+>~A0Wzg9CX>F40(|LgGW=cO%v{wzL)L-NVq{`^#Y`c(Y<6b{R$!rp#L3+G$> z{0Sfa{&hI~#4LlQ9K5=JO}c-r4vcOUaq!>Zp`;^7f@{8s6Vu=VuJ8h;CU!1p=Xi0n z^(-|VQg;$3%S}ty5rcIY(zS+>#c_pXOd1}PBg1mU9Gp5ueJakNOh=iDgh;zYgDQ8q#lTtVc?&NqFoAl+ReLmN_()i#uZ+xa%OPRKd4W}1#*B`xWds6M0khv!6hxPS>Ba>H}#+p&El z3O*S;)BtK5#X{qJUHnE$w_~vk<^n0lG8OwtIptGVWyGOAqIM66#`!6QcClcYa-#&> zv;TDV;AqyaVXbjsl7I{P7#7F+Z-2k_Y8ABO^-D9#tvx~wkHH7M_j16vP$M?6Z?kAs zXPMR)V~=fh?*&|nG@<3PD#v-3$Q7o|9mFjbtuIE0;S7Izw4)@B)StU4t4lc7l}zMl zwNd5l)F;f(Y>GSQZbK4vv;%ucvX1nK!+o;F?$L0iUxQ!LG}i#1w+BZbJmU5H35HaB z`}yrBOsn`<{QP#$`r{+5U*Z1;aOo}G-E6nBFB1ESC`y{lbvRp7-%>D6Duw$!tO$z~PJTDX45!HY z^WrBQr%NG&Pu#a{e!`b8-E9#b^Xc-^{VafRFl?oIS6lb*wq>4VwHYp{$H^4Xs*3J8 z96o&kI~(njl44;paiQP>7#5vkgUX0SMTM65Ws5C^L>>ebf`?<#$b!QJQChyk9@`Y% zjm3&o+~ScvNT0~?C{iQUj||tpEj-HS`vR$*{QC0p_wV-s4|dIMx_(W%ezkV9;q!&l zq^KfSjeTWQTT!=d(O@OGmS6>nJ4F&G#i3}?;x46Vfk1HA1}I)2SaF96?gR=&3Pmaq z2wG?f#e%=|dw0BF_ucpMCu3xsb@twCpL52XIdiT>xx{A&l((zt%{{PnH5M)#kIGOj zb9h|fU=}(!EN~Qx_h#t_lF=tAq}TX<{OG;c0J&WY_6F|Dq(FWBXX~E}@i$DBDI!S0 zsSpQB?e@>Saig-;cmpo1!u#p$W9d}0C9b*&O< zl3X$KMoWyP;lg$8F{v-r4bc_ZON?RHiEYEtJTgg@qvUp<*kZ~i1sr$g+o$`Qd{316 zZe1`2i%pwCa^-KE#oed)R_mUe3!i;4BpHn&s=9QPY-b)g z{Fddu${>-k>En)^`6@Q+m7fGI-{iZ5zIu_PLjs_|dKR4Uw9_P<0~+6Cn^*zIu&9mclnbvyYv+mr^B^Lc34?}S=%%rOT$<$%UQh3nBguSmmm-Rn&GMt3KTrjI zs{xAw0vUUYJ9{6-cqQ9Dt9l7an_}`z&*{OQod%MjvEBtP??UO68jR=L z{qn;cz7Sb4IOH3~bYy3h%+grD8nQ0CArY%FFDsb%`j&5nL?bDLj5R_HPV3P6$&qa8 zouhvlx9gGiwu2qKj|66}vp`ea^z!;k)Vi#22j52E%$Uz>0cF*Mr;4A?M1v3#i^G>@ zy>n064Co2m_STt}a-{Wn4%Ocs(ts(<%F_!(Sry8Jf6F3~C>fzSNA!)bmc_`Sxtmj| zRqo{~349pzz5dC=oBIoP7|+;|EuDhZ{_ymvZ;TPEfz^GiFoRi{@z#__#?+E7rbVIh z?)7S1_i-@i{selu?_t95Aevlfh}>`mL%$NZV*g zw^bk0L);rfU`!I*yEq^GbAF;a{E$wNg}cFp@1g5h1?6m{p!|YDk(A!HfA$-bkUQaaw;EgT(($1OJ zDsQj_dLd@igM>a4g0+iBIRQ?wDa`st1UHnwB~3OZ)Tco@q>l?6VZEAX29FL z328Hj_epE2e`H38vUs*+nN_ru@dZYfDt;By{Ee54`4vlRb&;szahK#lUIo8IZc_TQ z_U0D}?I_zgNO$V74qG`_MCH5Bhhm9#q;VaxI|7d0s^erak2E<I1&nVn#tAn?MG<|w#G}YGk>}lS^cp6gatNk$E)c+$7KkRve#aAdT4g1M z)AE0ChnhD|X4B9uGdPo#))jSH@u!u&WR!i)T|@KTgFUtF@$R0bWxHR3>`fKxVi+m7 zyAGXTQnY-161Ey-2;4uc&hA;r>DhXDt&U@_t4RyABZ8bPPjwy5id&2t1Tf8>MTh3B zFVgGyTd#B^WM$2ExG2fy0`>Beh<@M86sYKrDX_bXq^amFLWWdkbd^*+Pt7`*QABB^f{ zrS+XhYW#6pYjV?N{Id$Bh}XoumxYNLr&74`)4Gl+ zK#X|FMzp`8D^=cY`jjUY^C|M1$E;kB*;#WN&0dmk zk(wQfG?kvhS9VO3ewa;Q6kyEgV3#+^I3+gLP|Qj4l&d2QA53)FWFMGv!I}X7dQ4g< z|8(L$>`E{#rsi-cQ%Tvj4*8dMJ;>=aIvy= z4$ppCDd~tg%8-E_=P553_!#0~_aRmfT0lK6c$siklKJc;bhDU9#rcg! z)2|jF@ob>+^X=6ySKIwDUih*{YFFu;2I@-XPcZ!n#1pS=%PN(jg)`?L^-HfWyoW(U z7Zc5ZCBw($csz_xSjDyDGWdz$6$Ef<4PBG zXmw5~A%Qcd&Q*NdWB>^S)85em6N7riJDkW1OG#sE!gmg+1iqGgLwValb}*ZF~w` z^Yv1#7?k5Jti!`464r(^@m}E`;8t(!FBaetE?Yu}Mk1SU-tW&&70?=$`DWvH-6tMm1nDA6n+RVAOLmOk@t{l4I8l?g0$E6x}YCzwWMg8#Q1q|g&e*~)Jh1Em5 z$};Wm?)_da9}Wjf)Cj3Hq%&}Vr=DtY6|Q7SE1?%^{xgL^0);!X&jgyI$@1~OO^1=~ zJ6LIZGUJox6l&cRBg-we;xO#SUq1)5&JWC zR5F3+OZK0>1JO%jzTq8=-S>)$guv$oo#b##5dm25DDdxd)0e0yDqpw* z9Jh0|2R%2KkV}2qNyGe&Li)#O@AfagmTB-|2tp8bB#T#6c80<8Jo+@O?)CY5F~qIDzv zw6Z%rN_7{Cvz>RT!9Cx>_D!f7l)Z)NCN*ZKXRt9j2oK00*~pwQLO$cOllyBPN5X+|-L zYspaFtM8T6j*QDk9m(nt2w@l;OO;h3unUO$Fg9Pc0uksu%n)J`r&Zd@)Nz{yjSVYdsC~@xhn^-zFD>h_({CrypGl)x5dXcL9DY zzNYXd?Dc78&kM(E;~LvkE()4LqQ6{+?!8Y$aN`#BF~DCN|N$dG$2WJ#|5j+pJLb{BjRDu zv{-u0o<0Ru?4#DQJDo^)S$Y?KBt3{$7`9)vmol7g7u(k@M>RM=az@kif^IX#{OIPm1CQT*;B10VnV z9tCIxgffV(N-DwzgFKIqs(rBEvO`FE((V-w3r->OAoIfH2Y5X*EFi256|5wnY?+`p ze`ovGP**$v@$Q)yqZXDFJo7uH z?Td}1@NjD=2jjdjG~I$apjPs<1ehE|2_*F0or(PDP-i*VO$|c4?xAzE82psXfomlF%6QXD zEaxbB;WTq#nxXBU83xJw`#1u!@jknZost!02 zV>KL8+6aM(b)kRakS3C_FdHA8F}0X)a`$}~eT5cF|y8xNY=!iCTsmmGab32zgkGwkL9H!9j~t^lO* zx+g$58{o}W&U3Hq=Z&lUr5UZV;$xdRFNSYLa7q_qN{Q1ko0uRXpp1}6^_IZ)Fw@Tl zZt&oo&}bNjq&?d3i~&6A?PPt@iY!M(0bQSF@~YrxTb&GWW1lI0v}_{5J!dopApIbW zJmOt}XJgsKEb0CyGac)IkYDPa0Tb&uu@7a+gHtLfT?7$yEbpgpEK-gRJ7evy49ba4 z2&iNPnPEROI!LI{C!hPHGM3P@quF^;bRF_3uO5B>81l91kqL*v63cSA9TZiQ(+%)s zlGJ%8uTM(vCo+vzp$Icc<`g>#^ee(=cCqo_ctcfW1G_wb0IN1X=hq3;KcbsPv)V6% zTKtIU*fC)12k2z0R1j1wfP>}1a~oczt?6S(vc^Enq*7IJQFu+PyoD@}1&uC&%Kc ze<2&~HQDNhLqtGN$cuUA#0O&rN>Bqzd={^oNPvO`OpI~-sf2;bgfXG;I^%|LPCPC} z3amQOkt*bV4&3_fO>CPu!=2)b1p((gIYhGHoLLKbi;|RM%{&<>=c`puSF$xdF;a)z zM(^fPEhbf){FjKrUAVatZQnt_`kuZ$Jo7J>9fSvzA(+;cdP)bzZdd!gUW`G0P4LxT z31fg}QG0QbXPz`NDC*DI|p+D*8old3W)+B|Crc9F5J zx7s@?ZD%BKKBAASRh{PSFgwE$i%i3bFAVtyQ8}d6jzql)!~}4B_>sA#DP7z-En@TO zyor(|{Eh~~OauFL8aqC;G1yYT*NXs|zl$zuQHFFe z7i+fopq1V(*uK4oY|V?4?SAx-kLE2I2AXiTG$c7OacFxFq$^oC+czBYi1I>dU4)sU z=>MSL|4*>|@34R1xo7+2QPHB>bu8kf0`L!(ciGBJ5qFksU4=HDFKK(f_~n?&ts`Ft zX2l`!zS&OghCFb;aDs*`#^Z(~j4UAjRpg6*)J45c>MN{BbxA#)l}q&(_jtb<=Dvzv3#iqY!M#vT73Ib;(A&NC(q3~K7u?7z6Gj9SPRB3d zi92%o^^QezW1#Jg!4xWpkp@EK-wLmJawk!BNZ(;EIHB~EC4kcfoy>I(;;FkCbab1l zk&E(H#4(J6yP#A;zdnT{NF=+@zIa61vdaBxE%VE^C;0!kN8k7tSL!$%7WZ`)A(PIJ zT~;AxO82}3m_|zDxX8)FSb(202N^P z-dDtNp1tdSoIrFtb8ROE5ErN>fLKzgq+Z{_I83To0#0#!iyCD7#_dl`!Vu4X28!Cs zPxAfA$Z|jK+zP_Xa?2Q!>N1@AvwZ3W|GuFlcxw7n8!ETl=n_=`-1BZTUML(bd50`^ z*)LVhKL;^xtrJiH+5RniQ9xFI%Ku5QgIhEJxLcO-Mh=#BZz~##k-HCYf3=s+aBpGN z#Ug1TneVW)s#+CT-?Os?vDLScMbSARqVu`KA61}rKN+~Q!ld9L*Did=QkYU+4lX-L8TdWrkd zxb}z$4|R=0Q0hqX{wT%uKRO-Et|r7st#2v*sC3G+YZd)iRgVf{b*cDoeB3n~Q5&$Z zG9T_1WO{l&^IWn1_WtU%d*f-!8zKNMu}vFYO2VJd{Tjc{cpn-?f#1vLzqFgN*s$ZnUteXmhRv_T55W#jgRf3 F{}oTO<9|I%pYXxKTUnl{VTEBBTwG-)iKu&Oz1N9mnM zYKcl}rqBv|!TAw2wRRMN(d%Gt%~Y>8mO^!tF@XVVjg?v$UClcOfuw!;H? zBQ1e;$8Q1J$MaSNm4#tY*lWLMJ3Cd1xT3NJbsf`xdAmb*+r!F0eBGfPTDL}q#u0mg z_tv3qpYTlAG>w5DptYRA>g=qiVfjgY|sYA6Q z6Qnxt+H50}BQ&~2?R4=BX_0lxGO=U#=?czF#gbzaTq!(!{x#(9%qYWq2R#ScMw7I^ z3n&zdTOrNTbr9)UCq|*2MOgezRDGs#c#x=f%X6Kew`;(1LdcjWr9+E;(#9m`;O|o0 zX-`vR?Ba8umci}wuEvgcNx}!`8PksM9zEukNc%kT5KTaZwlV2f>@n?XmRX0p{OA(V z!c*MG*Vc0g=U8CdJCT-|>JK|33vMf%*PEP5tx`q=&Cm7#Acsl9f$AkZroE7Y?xZ#e zpBW9S(jj7#uht{K4y5PEB`v5NdNA>%u!A@NyFbxl6CmCK%xb& z&M_cyk8>cdT8P6yuXp~^AV?Msyt8<+8|O|jzVMx2x8(8Z_k5PH6V8h^XE}%Vsw^f{ ztIN^FLUKGdm)ZCYB~`WXD+LY%8*5ofY}n8@zIQI_oV9ZX&uOwZFWCCq;)oxtfYTf! z&2;@!ESEsN+_mA2EKb?;>Wx42CTXS76cw{uw@%IeNi#eKCr?Q~Lq3HL@IS)t7q?@< z!MDBY1)HZC?qpUmI#Sy75Z_f(52^*| zjG6HHLf&#$>-#BThTx;&^mu?viYj+SzmR()i=xe-Q)>r7k?$;72#boyM+WVEJ!QP5 z+3{C|^^1decw&(lr&c0U@ScG3gmrnw+_av9Kt zZbie~qTfhAj58Y@1)JbyP~=)UROgk8vCn&CVZ!2qN0np_9G49WPA)isUmCe?U3K~T z8Uki-qh0A~&hEQJ#|4YlV@HjP)pm&5RZ)cii0`VyhI!*FDLzuOXb!Am7g4j(QuO1#TtKVnT5$-;Q)QC8}>5LUkHvo`k&<8uA z*dl4>Z1mX%HK>;)CyKC1dVkVw!UjdM1PSqEt&yS4^bkZgo}*L+0a$~x5%0&}kg2d=;5 zFnprtGJz}z$7lx14BM_|>_*@Ny-;lb%vl)pEB2z};cn4sfGrc3od_DPKa=-%3rLSZ z$j`6_bq4k;kh?VW%iS&)kK$t+X>%BB3;j?@OlsTIi9;DPbcS!sU$z$eCr|169BPWb#K+Qv9BLxBNh>DYWI+@7JANY+(%v;O#}j7OGGReFICnw54elt zbz5epHHq(uD#wo!`d1*xrLZ_xGv0|KwM#+iGpWp!d5%-hi)DRwl*^I|K9bTvX569+ zdYkKutC|N~#V6BDTI9F%#*33Si(XVK<454rT!%*a=Ksm4|$k4=ds+tJqhaZ-> z7r7pcR5yP5xur)fgPDGE??B2e8vaMOVmGEMp+K)R=RXkLB^ju5sYI*aP9UG`osd!* z(F#`)Ldb(3=KaTQ`hG+LP4h;(SME2@uSc*vN`lv~kGZb5ZjvwS*1zhtvNASe$)~;q ze`?)_;twBOP~Ci##ttv`cwMfiZ1D%|%Fx51!S#HhOV334{1E@N_3g z%AApX&Vy}}gCJ^SFtHWTGI8KM+te-UDcGXMM1s9`bZ!tsK<<_<2Vo#ePp z(TC^2sW#5;DH?tvQKz2v_~nzo>Bwya>}z_jIb`dIcE2Iyc;W4{Q(UrrkWjU9)dL={O%;9Mh6<3G*{hH!HlNObhuT_V=HWhA->^ZddCpp=<9%ZqDs$;1PrtaN;E_U-){Wmc-!C z(?QDGjCHp=1&}g@^&7!K!YJK4AKYAl;qL&l{cowW3yF1I?|Y*vBu0uyM|zL1F4g6w zVrHb(MSfIu1#2j+g+)a$!7~!qPrI}!#Ln~e*N+3ZHEmYO$AUuHyl)n_eu^%As95Er z;as-nTPa_-as&B`-I^S5<_HllgGp1=xhZO{M4x=5m8ixh{Q&3Ptxye+lld*P2t429 zv?}k?qWsNJsS-c{Q`vCuuM58$uhe<5(^T3JW@=~d2J(PtPJCH(`;0sHe$Ok{V?fop z!0zY!DP+BZ4xO@qWi@WLwR5nh@>uhpP7PBZMi^^=K|I-*EDv^HI2p~yad%cadXzG=iMOvx9uSKww%19Wf~6T zY_!heU_Uo2Z`NYw6gmB*+9h98iACf@*CzxruLKP5Og3Bke~xy=F`y#hy;=f7w7sf( zoIf^_W9A4HgJ3%3{4(X6gr%gH%?&uN4gpFCSXu6VL$N^8sYCq8p>V+>o73Fdl>93# z&_k;3E4Bu`Ffge40s+smpF#idnqh_rD2xJkeu-Ni71oR=kVU7XQu9&{rWGxuAU>(~ zzt=Xk-#wK8@#5=+RLo)Our3gncF;XXnM|;`5LFVO%$3o^YTyq~&55tLU^S24J}g~v z{YffDUO!rh-1;Z`@`fq1-To(|F84K~EhDTZh5%G9|BN(?3m|Ddzn_bUVD+A%P9Q^h zS!{|}vhTAp0wHTM ~IeD@AFx^4UBnCCAM0mSxon=3n3+!h?4q$(o|Q#mghXQOmy)M$GW z#4@AgkdQH5{mSExK1;ji69!QjYCFZ3=~JbSC~oF!6(h70kQ@AW>_Z_jMoI!9?U`p{ zx5Zg|4RDN#Z6%=o9S@C!BV6I zj8M%2p?KlCE4Qch^AHg4jt^h8135>%tw(d%TUAGrk4Q4G8)(d{8$XP#puS2~r;1Fu zAm)o34GBb)E1;1O-J!50l#4{T|9FIN)C!yA?JY2FIr5yBe7gFTYhyH`crSd z%w?bqdGxo{q?z#`LA9MPuQIOx#oCs?xu=%h-)p+KN6fI#Bw-Ix_$3~UYp5E(U^-=> zdwG>OSl^zw_)ldn9xt0^I3xDi}Mgw*=NVoHM9rz?BD$B=f+i+zQ4x@y@L}o zCmUtfzwMF7;sAj@c)#9=0-Lo!lOfUe8;iJ7i#Z~+6DY1Gtbt%}g6yn)f**j&-hWMVJig%oALa_T zOTD0cAU-NS5{(anuMp=aDDV?sl-?f!qq|$c9Q8;&iGLI570HQDgo4Iwh=NX$%cNj; zLbWCIj4NVj#UQ^D6@>IKp1Q<@KoOsAyCZh3huwh z*5o$KQQn_wY{F{Ep%tNiyPENy$5A09E$C9s(_w^%6K15Kkn*IR@*It>>av?L$HjqK z&ykroWr8x1RF-p>#2_lLe;;&g9s-k-E~shA1%FN1kfL@?7$h5Cn5%tbre-j^w zG4Vo|PQnSuSHk${kSG8M6m+~?K{4F;_yGi7eRpC@q5_8My%AwX(Rp!#qHk@(R^8%@ zfAq=GF|bc}&`ZDK7aB9h9S94v2)TwO0>i>SC!wg?5HMQTAgj;$dx;BidiAU;_)A!H zp@%*-r07rX<7{ca9@uXY7I?rn1Q>s$W=;qb>d_b6LYae5L>ITvBj))m0_}gVa}0!G z9H*YiyPl|E3v|l~SQIMhkfqGo-F`DggEe-aCSTZ10{V z(r2EV;dpzFfmsEOoAAC<5kb4-Kvs~Wdls~Xflph!hS09!qkgt)syO>HF~CjCN*{ii~m z{QIe*M+?{SLL;BYHNOU3{w*<8M0aevfmX{AW(*B$Sk^z3O}M=XRLYTC_%SH z19Bt}lZ$AfkHnC_wNWcs@P*vxG8@%-XmB-lFKvm4lNIavDvAz z(rF}wBgixOK<$QP6#qqH2!nq6^N|Ufd7eQw^qO517CT728*2OLzZg09OF9Bs4e%kL z#=DbH4hp;o50q_1OwbX|OPrUBFUFAMasn@Sijvho+vo4yrzU4D8aiw=?&7?7(W_1L zDj3$`<*G0YQoW#Kr-dp2LGCV2{j_N{LeUq+hTHO=ehFzn0ukC335J0OsUtci2}zDd z;Sm(*Lpkaa<70S)OGa!P_|Ok$slrUsHcN>O2F^pq9?wIHs_u~}O2Mwcbr?$gh~(I2 zdTQM79&?cJI_+)ra@A8=CZENaCt)TsUZ0}oArYPa(Es(k$d3Ko@%D?=D(2FU>$Ur$ z`4<#)&qsig=NlrE>;WV^ROI>N%hBva89KW|QqS&dtD8YBkIUo_a}W_QB9l0vDO5YC zDpc|4DutsE%L=WKIcl-1`y>`xM+YoB+7F(f6Imp}{Tq|+EO^ec7e+aQ-apFq!3=lcsxf4=7&WHh5la#G-PCURlXdW22BnO+teuC|0s zFjPYo`e%M5&v_yE`U;b)G)5fWo~>}fk#a7YbUTFG(62A80S~yceZr;8k-*X`HE5B+xr-M))s+9 zGwn|}^_+ftlJVga5P*U#K9bj{<&&Cw3zuRIIC~iTB$rYbPIZVatojZM`a3u*+bF*Q(&&7>Fbga*q; zH^iKsojk@(H2bOEU@AE>2n62W=s9sFJtWm~B%;eN1t*5k_Dj5>Qax6ttx=Z* z8leiI7qslSwQs3E{wNatmy6eT2|$F|YQ|U6A2Ex+jxA}TkDF-;|AqC&b@v_sBOWNK zCWy0sre~FoQVqwrb6zD`kv!^?X-!5WQYLmJ^h9pewiL8bfFu4>%TIO^YTD@BNr0D_ zz|W#5d^}weRxP~eHD&p}SL|_eI;e&y^k z{O-~vlnsp=F*rqnO9^>n-2D5b5l+R`qD-Ky5{_}pwn^PdMI_ff$7VR1QYrKed>wVw zLJHj_Za$VY#w9LIYb@4qK1umFuI~mO2`Fow1f?g&N8?9_>ZCFNSj2e-(k=(ggB1o_O1X%e2AX-$}`@P z$1x5Ed!fsk!{dl`&kUly3)RbN}{k@K1QQrY4CzVX6+mQd8^9^d->?^K~gwdRqbayGSc3jEc7 zXWm=1nH|3CH~$L<+%egUyl<(INT{t6y!BGmSdvy=xzU(*2-MQzsb6{JjpLN(vg+Ld-7>aYszq|7L~p>+&gFy zGN%2(dL8BQl6pyl$F#?W6^`uG3qL6$7LPyTxw9k1zkJA$t7iIbm>*xaT&atDh`qs3 zzjeG=wtnLjnE#b+aMY3o{7)VV(=}j(H}E4x+^gCoy99qmnc|mNY)%Xs+b7(PjA@IK zdGJ126ENJMM5i~Z0D)6OJTnY7k6q@@j+c&HbA%gturCJXY;!^)rQg0EUf$m9>vXgq zzFWjHGQ@YCCL;eiU9P&Fgv1zp_^JML&jX#L7Wqn|>!flBKf9$XF9%<@MdegD1qGPk zYd*~Sk~KK$)!Eu%zFD2NF4gwcT4&WvG^glPvOUYIc60D&@DBk7VLHEOajkhl=!2UR z_v}d%;^CKaWF(O5h}Um?N^xg=1L94y3vhB63;l{n(h$tPzPBRZnviIQy@RV_0g9V3E6Tjw31Q59TkZJ(Eqe)2zdEtbW1af(K zLmyI0nfZX16(4%WGB+%R(Rc3}#SD(qG`z0heIFGT$h2VZb4U>Fsgb2oyt|!WIpQYl zCrNEJeUehwPc}yo*6u%aJ~|%fN;LFngRMrH(D2m$#)5&7jxcln4kOxkg5o0TUd8#s6@QK7dD+Q!hcbRUU%9=L4?cdt!G>gDf z-qiYOS}u7oPTPIHE+bM8)Qale>gt+mu6iG`tlNc=tZ(Drx9EYB8KLRd|IsG?Qqx%v z7VZ2)CXWTYc^-Y;KxrTRwZaYl@JF5fpJ`_i&f)Juw{bs3-}D*v4t-5)`Xcp-ffpL> zruZx?xMW;TGzENBTE{Y%;{@yLM|#H3k6on-5zm|u&Kwlsu*gAc@^F3A6W#O@CW`XF zGq_-O21t&9*Yd=nYa%toMt}aNJ>jQ)e{_&|RV(9pTJp`td=iURI-0s&<9OmhUe zzIvG-#OwO}HjUczC>FhPnTiDwo#k(sjf(t59H>SV8uxQap|DERpVA=#_?-uiqK*uZ zT>g0rkuI;0Cd5&ot=cm+2N`ylgQ(R>M`_KvFnt`62Jhm%>5}$vyM7oy~MtYOMF}VlkuY_-*rAdSuDCjv#ZC|O*hli)h2OL<7JqiDGzM)x=hc0 ze>N~Ab*9=M=EW0`w8(q#S7MNcA0kx4Pu|#&V(W9(C@8s^nH?fZl|_(M-89{p)05Mt zbJscE7;n5*`@A+Kz3ViS!;xF!A3NPM?@lcvY%AdB2o1hn%k+@1!kJHJq>nxB{J@@v|28+-GP_pLJ}*Ni=1U` zy-s;Kqbap1!uediOvZG`%*{ScM;+Z|8t)BP-M42?AcWTt-$KT1l4?0vDTg-!=GX|> zu;=*uK>Xo@+`+5y4|z|mt5j<-cDlKR5$?PXR{lof!_W=y;7weI>ewJ%=SC8?6cYQC@Zvy(6auGMsBLmdo( zcG8T_c1|VH1P&g~c1cPkPCGTl0@29Bo_A8U+@OHTPdWnRv3H$XXW+%%dVN}KtBHbBq@#K zcpQ6?biflqIH!XkcKh)k93e2o85EB1X))WXXm=Rj0d$#7Y*U!UG(>g|N3uwcxd7|44twf}n3z51Wy)Xa3BVCWADeak zyq%I!q?#Du9w5wWRJ)p76ZvLcf5Oo1h@hx)$F~5!ldu7wwSYH{d=22J(v~wkn4PB* z4PRwFo?e)_DS7omVbRk^3s6ic5qVX8#Y9ai0F74+mq%aw%>%76L&9?B!a2u$!CH|{ zw~|s7rSl?TKU{!B7J$b3bM7Qk#MPv^y;OL)BQK_tTojeyEqqUdog@z-GYEa3=Prjq^X&cXPqg-HRZ?PlVjLVC(wAyVZ*Xw% zt8j4er15a?MrsJWa_;_~YroP{R{X5<%tz9w)c*YZR0zZ$?x6427Kv`nfAHV|5fKqF zG4aEP4@pQ!NJ&Y_$jHda$+Kb|z*^z-{j1*a?SIeukD+)X z%qZ|*%l-GPe-Hh8x&NN^@1cJ$_y6$YKP>zo*ZyPZ-xmI5^wz6y-ZW$2*!Xp?97END z{;s_%%3%?Sh$*#3u?Nvx5MuJafLuU>sG`jc*|95?=*b7b?4kvU(-;Z z`PLr2J1rNneRe{PELyQil7f_4I6HWzhK?~vm zM(IytW@cIK!KGTM5ADLwBjjua1ow6XN6a34D))kIUhL=7gBFJ}V7H`KzIf-FW_A5Y zv4A+{SFZo;n=9M;&}Fm+2h;+`#wIvhFywYYT08_IKy#yzZ635z%WEDuy-1LC!bFFu zS5>qaIfzD;wr6C%6!ZbC)zL5|x^yKdi*<%w4~>xi6H(3k7a4eaNI~b|H<>LXf(yXu zc|RKyRDO_0LwU@MmMc+s8;kgrNkZ^tP&lOF2!^c~X(BcHFw1vcd(uZn4rZoVDYRCo zDyvl)5|wfm_StaFJeb86q}Uo)0I?`pBw|ATMo7FU5Rr`Iq!7{<@63 zc?XI&69);IZZrWQ=@j-QEeQAUL7;eC2BoP{5q6u$Ni2j>%2ON8JlOo+?&p` zkSF*f+^I$0mW$_A9}4ka&&QUm4UU8NVtHW(e%(M^M>~K0w_yGrh`$e7jF%B0us?Xe zDs8k?^zeiKo_Oi8MT^~6UeoM6ESVVm?&J+6%@HkKr}@=(9FCfyQMIx`sPLj~Ik!i* zoTil285z5WIYbUGK)6Ro+`p_Wj>96i|4=4s`n5~t3(Bef?-dXW*fe>*%F&?4a@hU> zh8>GIg$9xN1Q1Dw1Tl0UorU`=*9QG@FIi8b%uPLaY#X^1Yq1GP`_xN>S%}+)v6@9fP71Qyw7UH?9T?Nu zvR#>x3x&+yu5Yw6X=?s+dt{U_-}^aMlYn8)>VYU!H7yw?!YqRJDla`Z#^9G+;FV{- zPE0HrQc^wa8J@jQFncQGl6S`)w<GKkDZp2`&)m!k=Y7U=U+KIDfq9)Sh05a^R92W=cU&$Oqh;eJBEn}AT)ft z&iIt67b59iEpvSM-GHhdJtPZbSXfLYdPr5(+dHGy&HF9wETJSQ7moOV$SGM^(?JI{ z$k)zp?~qo_HB?)c9j;2;{P?kU_y8kcA%6FAip>u{6S|5DJ*>i)KcyNayij>@S`Z^C z`pPlF9X(M|Zl**&2&|e5Y%XQ%Blvc!vR&^mB_=7sN0?*^du&HLMqv!mD>H76#E^K4ldCPGv_ zA?HYeIWzNZefu4FFfs3i^5Gf^pq{`m47rH)ds#5H84uY=08pa#JG;(8q%~+^O$sps zEUk-pF}O}4wfas?p85Hk%Fx5fMl;f|y*3^Sp-%0O z54K%A3rd)RW&$lY+C=bVrc?!f9R2I63mhiPjj`Wg<;|dVX1&P~yWEfxofW;^xm);B zf@v|v`gEuINe_#hkYE8S|MIV12~B`F|LMylgvCK!@Lk0F`ogyfRYmljLTHKWEIZC} zZ+~)bsQ5EltukLfvy)dM<^ZnHomO|35tbgWUf{%zp#$|Afi^6F2xTqyLj1|FUq$ApXO(|I29jwrV7zr}ubT z^X@v3Tbd&2Ja)N5Y^Ex)Nv>yz8?5AJ#!4MgGF4TlJHq+ehrZg?d~!3DC^?wI#+890 zDt^$`ZK1(bpwlpZ@Vs!hba0=)_oO6?^MLB7I0Qxxtn`(78;iM zt@tA1`19a^t@y}Md->a~ppQ%qF6j|2Bi>7!3v(4A*^|%|IY?B{)VEDn*;(AP8_y=6 zTjYs{s#f21IP>^e%tNg;}gmsk5MwjF$ z;N3H3U#^0xKXtdINrUCvsU??v<;l1A%-`OEpFi7t@ZQH&+@-6PrFCNYItJBl*S1kK zYocRBxG?>@Nrz5a+m7^>x-UL6?BRQ_(M&0SEN^qL_xpt1K*aX-=Tb*$D#^52nNcHy zI$x#8NV9WXoSA89ES5x0W3h*M zLBm@QC&q3xz5;i(Di8#*Ow49Df3fkhdk?0>$S;G%sxEv@^s`)0Yv$sFXmfVqz;;Wm zw&}*RV#HIH6=$~(?qZvSH~3q)jZF;*D4sW-Luo6^cWyUr8?HE9vcm$ydl*DVc0QG> z{pOAIaQX1lCAU8}_$h;*vZEj3ScbhTEu_lii=XaW%UOfF?qnt^X3@9Rf$mKgBn_kc z3djl05r5lLj+MK0K2=ud6}m&|sBO-?#EAkI=O7zzRE7#ar@s3BO0WP6ssEiCVeund zjG@$|`SGqbd)5ZghtWOe^yy$i8`lrYO7W=V$?`uRmJ))fM|r%5MaLuk75q)u-!2F9 zyZqVv@VtBv_c~AE!TW%bmT#f=uG4xX*ir*WYbVoR6PgA^cf93`Q^DDk)rsl4eH8Xx zuCP0mA2%ZrtjJK~(K$VD_I5MBmD|6M2dw+m^ie&c3!*zo{%$AeXjYXLmw;W(b75K3 z@#2KKr@(zty1pVH5&7BNl-2hW^f>G{m4bJnUQvpjaQF5?EG7y~Z4v>B$J96Do-rVu z!cUDCxWJ2wrF+!9jsss`?6$onbyFaF3SOZ^hkRc8?GLJIUz?Hn(B&j~zec2nt)^47 zyN5w-N^LLGUTz;lAjD=DI-ZdMhrt_(!d0wlfgX<^^;1;sfMn%KZ(j!dUdoVBy9q?A zuwgvOa?0V&D33rL(C=kIZ5yd$4YZ5XP;+$Z*wy=T!#}pV=o@wPE`?g+^#SyNCX;_J z;zf%hWOXYz*7Jo>PZYH2Om?xcDyoy;f|h9?5`!Tlo@{IZiCRY{q-zmdQXGfa>sUZ} zjDoz;AKH)y=k&fFM3BNJ30(FN^^d^`i z{Q_hC2WTh>gn&jU2`iB5zCmkm*2sX1OlOJ)l)8#@v@sUrMU50QopWndaVYG8v}Gi6 z;%xtYdBK9-4zj=J+t2dUj-7{2$yw2@`qF}t(;rk)#k0!zr74}t^lKc6^M%x|73f>( zF4=w+-E;q03kIYF-oR)|YO1*l(THrZyI57f3`efd0uW`qoVegq6DAhiDbsJOaJtvE zZP2fSYbQmnSc`a}A}%&s^h4+CUh%r{_nl!&I2Gc zTDWd+?ajL2y%+1KbkS$=3oIxfAMSq_D?y;trvLe7NYDg{oqz8W*E(RvRNuum+=hRV z)y*RzG!&FO_TYKmJ&p<`+k5Y$kkw4m89`82nL#E?`11ROcyOj$_$L;#WWbCq_6b9E7wcLg`HZsdI7k-+(7k=fnw!>ttK!p8 zyMG*`=@5j~p>M zrX7YbbL-RZClKwVZsNC!oP}R+L&mY|QiN8Ex&je$2Zr z{_lgdDlT{=9sJ=RCIdzsl=97bdh zUUkIt)KKHi5K1>0SXr(T!N0j}1?puJVi$w~#etvQOn-4z;#f>MzHV+vj4aeD2V~lF z7q7M5zR9j2C$bsjEs>4E+=!+pUdO?Tri<78>3ZpCK-D`><|fpBmY=qEpP(|}W*Wk8 z8n&I$T;99ovkXXRcjwyLa+0&&IeUv2J04DcQqpXHC*|sRgi1*d#99LI1&}Vud!(#2 z?x8sU`Eeit*|3zw(CIR%snUmYvgL{*t=#dA!HBysxwfQS5)5)QY)ontcSTzFi`4V) zB@MC~L&^A4Rk&?}`NJ5hk2>bMb*QSw+t7%k;m{;+_Rz#;3j=-TYsR6+Ja3DEIG9dD ztJ>g6HP~uH)E8BrecV(;0_MIxA9wCh!}O!b)D#Zxo+(25A}n09PB+teHQiEn3^ef| z{C-PIH0HDbzc@e1JTEA~K!ad5=hGzAfkpo8K7~HdrM~FE$G_bNHC+SL$lyrWaeCEg z=@2kuf&FpFu^7-qeSys#QIj$knK{jJ8HqK3eXQ@p!Pxa8^JzV(kc>kpH={+~HxzD8 zS-+yuh zuQKP0{vqM*?l+lIwbV%EzFwGTigNKV&GN~^^~{brCyE!2=-n_ksKTkR&Doo-mAu5T z(B?nGF6TixAlBsU<5^+FLG3TWvqvjqKwfM#Xpn8Gge{XlK*B%?_I;33h9aKFk~`1I z_puPexT-iQm*eUd=J#s58O&B2lt*UDNOuHjpzPCeUV$?bS#Hw#C)S%k%_V}R#|qk! zUrDZTKK9Bl`DXn4h%}1tl|mHEx43x;+vqkV^h@Jz+djh1;d7U8SgARV8>1WP&%`bV zN%A-)mqC_%+Gu#-5b};PSc44v9syMQxZZ`q>fcVXgTqdY7oNYjiz2WqpI^y%+3N5@ zv3$)R&k6A{(=f?<|ax&Zo)S>Zv=2;H`vgV35Pqo7$;KaNoY@oeL)t_ z-+MRtoR!ttp44&0g}^;ntYR)T z7$K0CmB4fC$SQi#M4GMhq{{v+qdEbY{|piy_4nag;(Pg89m+!Pm*)!9E7l>pf^#R0 zJECA@Kfo}~y|70me=taTdeItGMtOd{7S}Ev%kkrVu&@fq*uW>0CmIvJB=4K?r{!^Udak~# zhp@cx@9!CHNWkO7Vf~)e(Hb2pM`>34l*cyqgdaUlZ5Q!87?6Z63u8I19~9!OPFY?? z2nLV+d6s@6Un9e>IR+$h<+hOCie!AM$LSOP?oYi=XGywg0?AY|?vlUUK86A_b z^Gv*NZPLh>7=2CCAu?c7i~{4l=x^s!Q-exS-h0chJ)LQh;4kwYv3lGAjuach)XrZN z=3mF21Qk`$$p0{B*ULH2o*)q-sea*9V{L=Y7KDD5cc~v8unVL{CZVV65vd#N{MzNcY8I+5u$fIQ-AbjYnT#QBd#V`yOFIu&b2y0 z>+*TT2*Gvl83!xNkx{HgJ_H=|M!D;Rt45r1U0q&~Zz));#o(8TwZh#;4H zax{oijgV%4J05rE0Y+MP#p-k|$2wSrZz`$;ERFo-|4I9FC5d@g{!n*chRynwb1SHV z>3$>Zvqi(=v(x}BVT)f}$$HKs86tK3eV{jXPUt^BRT)oGSv=^JXlqzORSx;vBkT^d zB+`%likFiVBOsw~bIL4^ZoyoB9;@)~&adlz|KI=K|F6AyHpKRd|L=P$b3P4nh{{D)p zBT1>A8)49Hn-v>d7v$=DG`E{353G4ZNi*-)#AA-uFSsSCV^R0ePxUNRfY3*Yd=+Bu z4mJv>qtj}Fwyi1H-;yD;8_F{DiNGICN@sD&dh^8cem|Yj5h=wJnS{qdDqM@XB^E_6 z)1uZO6(@x>uY4u>crb|$2si>Ctf6pF7}xK^@?yutIxI{#0hOi2N;_;Tn+4O8OjGac zG%o!akeYhOic(2Z&!rtCmDsp{GC*zF$uRK>REdAlkI8cSd1f2Oe@7LhQdMPjLnw$e znxPCx)zK|9@>-AdXxq4~rsk%EF*Vw#kJs9e8i(=9KCb+5<*AkxD732T?~Tr>T_=ML z%jK+DWKz6dHo(C^_7Ceyx&>qUmP-0oiC=aKd#drd5g=LhUa${@qYENnr?H_OmXm2M zicgbjI_zdW^!1W$Py>iR9rdXYrXJm)Qt)~Z2_FPLj>|a(HkEhcsJYtuo6UPiWB6%* zP^hp~W<~fle65?-0L~u0;N=2hpDkUvy#C3{DX&07-7*&~SQvwEi6D7(7E4{Doluno9gKbIycTjoQQwO@&x@7dW; zI%^{x(cWoM9ErNLtEMT}=f{#cFQ!z9Y!g%FV=QwDjU& zpF7&3A%mSJ1{_!?o(N}0!r~r(-zt#+=L!r#y6$0Dzqgz}oCAsm&U}|c?)n2*M z04k!x9FaPZB${5qLFwDQ0EgB4!&Lazmbl8+EKpnrwV@WZVaPWO7s*lrn4X6$VS{Iu8ZCN}!;E|2X7Gb_Fj_ZlRu z;xr(gp^OtaD68w`x>SPS_ZP$yj3}k{kgGS_D;e4FvK0AP8v2bjek=FAS8l6#{*#ZV$TQYn#$o^4fS zIoC&`=dzlBq$Go{L;g!Ev^(37&|>eQkB{Q6HW&TJOkBA^hs}h=={!3uJ@`8)eH!n( zYJx$$T2(m{bKq>aUi0z%M{*elb}qtk?z0rHZ~&Q~_1uFK7N9X@1VmMSVpiLl4P~%_@?^2e9!)=wJX#C_ieG$x3e;*7_L&JEKAVD&OWDM5%%%-?_y|X5&zyC@l zZcLe;UoD!0sgc;N@NI4?6rxUW^E%P|tAaXp442L2yi<<9O9YVWPnU{Z5>^Rtbky zNZ=+s^Na15%`99l0gADXI5R*vj*bdCcg*m{bTBa|+KEad38xeDSUX)?AEf2Z*M>Cd zsI=fML88rVyH)kk+$;`Fp7x+gvs}skBfKh7Dw~1{9nqEE-M?hK)gH%2Gi}J+QoxK< zal|+uTTS=CF70Ng_F3beq7~>^JEt{5B!kdV>EVd_jjue;U2ZfEM-%U? zD|oWE%0Z68^KA_yByV=dw(di^jmjkBwv!mtyje69wm-w?>Hz$(T!{`%+d z43@vmdY}g~Li;oOU4pHmBEBFcHL@1*e(#AHma zG!w<~8o|s7o|He8p7yIqg7X{8c@F_R3HIb|eM1d@qs$2$ScC|1wdtti3YibL)hzNs zlsyRzbm(#u{>u?u_hN2orz^{^JIX*neo`#&_1l9(?93l}SI1h8qn zD9o3V>w6*m+6%#)dTl(8J%D&Es7N=pibgVv?2Sz{bA0;BaN(uq3^@L^JU$RKR;^k} z^+><+IxPVMvq{W}suD|u8Dyq6)R2vAHowp0X_`HHkMY|6e&lvbX%8~=u74x&`p10K zxP97)+}}V1U7mSvy2&1-hAw?7fVvll^$rZ2 zc?veJ+*v{Ez-R-KGK5V|CJ8D!)qdf=JtNWiNuQJdx~35TmHE=Ooy-D#+zSb2UCOcG zpT|fBaO0%F`SU5FbOlEs7!|g|ZYdQVA)-2>)ojH_cL9Cf7sP~o>Rpuo`NtE0qnX5L z-H!9U5bNeA8xMl6)GE%;oiJM6LCM4jBQCqaG^Ep%D0PaL-Z=9g25Uc)PhUdw`SY9+#i$Ks8X63z| zGwL`}J`tsxTNgk0b5ZP$dTptU$=OgNaVz$=-x9W_5#aO5ITfrtWIK(GVTY^<05kZF zOy)WD=6bf}!IMUOdVdoU$Al{en&lq+W{lwFc954^rGdAaf^h8p!NG>N~Ork*xHns7^8-|6bh5KO_Gg8g5H9@n)eHBI4LJ?XigW8=2%% zVkftTdFw*VTnX9^XXqi`IG6{Y)`pv-Y7ll)jv_yfVzQZj$zn>D%lEUBe>G*9iP0k& zD;QZMr-bxQ!r+WTea|PKdpIq2cTrAW`v6>;!~dQI4rV;sMA3CaBz62N+p3#wo*F+> zk;;Z_U&55FRrDA-KB}y=w0udhd77Po@wi`Y$vU_w^|zCtHMY_#FS~~Mt*yXom^xig zTH^Hs%%1&X*wqzG@hVNQ{2Ubx+GskF(59H!qvEKFhC(pO5YiX_L>x?}P+%c1Hav87l zsAyML{Y6?iN+q}4*Bdr>;A@KR-X_yj(@m&W7X6|2l49JQ{P%-;m1O%VqSKY9$G+PU z@`7kma!1K|^y#OZ6Ve%764_A$SjUkcNq(e(g%BmZsV3v6T42 zqv>1sbh{Q@`zrKcp0v(x>Qx4nnpaTD_n@Tv6L(++G%;UACBIZ`4tMNloq^GiAROjDY>5#y`#IaS@SKrCe1 z+3uPQI9A>B(F5EY*=yg}k1K4(wGl(gj#C@-)o;AJFB_w#r4Q4kIRSjA+Y%0vzBme4+l z5Suk2ZD!V2t5eTR1VGP!Yp~Oo2Fmh8?5RyD7yGKXm6g5cU`nuKjvqdt+{$V~y>EB3 zD0AoRu`>^kJDQ0Xle&ml3XGpp`Q><04-%SaO!wa_q)L1A5#BO3@9(L5<20S*Zc-7t z5PE7-Y?qOL0>ld8@$YF$m}K&|R8=`56JmmDEOz@UFWK%xij(mE3|{-1jtEq_+HQ{B zbt{}WqbHPkGVPDg@SR(oNHXoR-`QVaoo8h2O(uh0(uP*-+kDfHwgSyd(jsS;^2J!A z0iMesb8&|qxZ&|(7gn4{Omm+nKBygTlC2+wd3$1CO(wW*(anjT9(9>fL&pnv9thF3 zuILd@K8sW+K9RrQAm8G;vNheFCvR1&hb$Hm>fSC#Qg|=@wx7&l#hlLXL=U^TLPs3= zf8dINVhpQtrsE_JEfJB6)r^v5opZeq;%PD*J98TyWK=bM<#nQb|L^D4TL;?-Ssnnt z3rrMD33j^sM`?8(mFhu8@eNV7hx4tjc8QJU;&Qx0#h*X0)@KtUJ75L)W==Snq~@Zc zEVnk3n$5(MUnWXUZ=cG$d>A*Xf26g^yLsyQ6vbgCJ`#h zaUTZrF;cF0U3bDspUy<^+N923>gV<-5pW4@Jdde;uyy@lJW%@LBb@&P;;JLm$Z%0Z zoFwuXoEC&(PRi|{5(kg2sV2>-40vC~(|18!@rT01P&!CU(yd1s&YoP+ZVT#?Eh7($ zj~#q1II{Tf?rWBrriE}={LUiw&*4FBOBrLdEYqjsRMQ=w**gCzSG=#^nF26U>95_- zy#DZb?Ue7fkkGAaqRYZ^1yN7_zD~UK8qA@C+SaY!*(K;)$M&#>cQ)#|Gh{d`p z86_*w&a+aJQXq7=_w?>3NhhemH>V)E{nC;F8TMPt{&cuUBqP$@m%Zx`TQ%xV<=8ub z45_^3mOIyQ%DZ^@)MkgDPOsE8$0Z=RbFhYq_VIG#fW!ougYaH0$YUwG-TZRtkIURQ z=GS-l!e#nSJHI_$l4wXcx!i5(3cT}IQvxcoFtEePI;~=mEU}7pe$~T{t=-^eU$3g_ z9o7gKUrYZ16$5waV zSN^aEyIy)JEh7*sg;PT-P-?Y_EpAv{k(1XzBMkU%v#*zxo-yt&pEt`WCpDik^`oMz z`_)gsC-IZ^0QI*rb6V@!>=?2kZOoC}n&iE3%8-jXJg_V!VX4fEyrjiB6md2*2hk z2LPUX&UEizwA3cW*3$b&!skwx(tPOiTbE5R>foOzpIXNAeE0@_aztU_&aAoecdA0P z?-Xozoy?KnE)0gJCC5l-EdeTJAX*X>bT`ZJi5=mLoaBJb^1KExG6^9z&iM^k>XCZyD zCSe~S_hA5nluV~6@%@C9K`m}C1n|_aMp~vXGhgz&LLL1lCu>`L4bFdWx)&k}ZXq!r z;3ZlGKUr0FE`VR-VFsTUefBKfwS!R6>q}10;4u8%_17)U`eclq^PMf)@e>p!T_i0X`lD@dr%Ef>wc78V`y ztz8vIoMo++8Oa@I4%Lc1PtM;&M7l#&4Q8G+lQ?@31m{3P1Mvzb*9}` zRa(l07s8Vez{y^;H+j3@Zugau`HX}b+3v9i zjJ~JNXr=?m&ki{3Ewstxl~5mF>@gpf16=15cEZ7ba5K04hz1(T;NpCZwjc9herA0T z#<@^-_$E~xYyz}xJNg7?qzS9m>C982>XWBZGdFr#l0=wm_15a@ka7ePj{!Ws7mCv0 z?3)`2-(L4jd}cG;LU_#s=F=-ZXLHH>#jn|C{$bW>P4ZPT)JJ-kRy~<~|If*YEO-l7 zq#v2xyY9to8NFxk_@{?K_iuB`yfF)}B=?>b$hx6v2_ss^a+U;a7N8RTw0FsEM#qe_ zy*CyHN6^I$v6y_@>h@$50S`QRg2+^n00fxW*9v^F;j1Q1OV(hu|0fSqdV&pJ7;S>9_q$rbr^1Rkne~SLYPSCBS(#ajWZ6XCqy*Acd3YjHE>Jg4duxok3{>v7TK}WBY_>jjZHEPJ!Li;PPq6y>3{|DW&ZX>pmPUdF*88WgReNcqDdO!39CC>)N>A+sDFBvf zKg|jYP%um~-Qet47`N8Ehx{X0FJ>V#*np5ut-qJeh3mc#I8#eS((|xw zfT&QqfZ4sddfBLCgyf1^RuAp5xxMM`+V7+3-ZouO0KtnkN3Yg#YNSP`7Lyv{)xc*wk$|-Mzp=0R^9Luy{Pd}M7J^Lv&m_H zi1{obyA43q>P9N=$3CL-YLztx0}`AR=WrtTif?-4 zi!Z`y5?WRPTgeRf2mJ2E;cTUvjCr;2VC0n3!8Y0PJO8@E^<4`AKuHDUGRwwDm%M@E z^3-U|m8E{DuC&>Yqy$!w8t6ne)?%fY##P>DvkNduuM3tWrIYrjZIeYbJ zy||NwQ(*3BP>uK-P2im)yMBMWhf4yDh6J+rhj$gxD2MVh1bt!+`o*gk$2*q=eU4^$ z(*eN&&ZoecI^u)Jtt4}Fz>GkKl8h1yKtk11Z@!^&e!hCB!@|OFU~mdNkmRz2Oi%f? zvPaPIK@Ei@Qn9WD45E}`i4+|*g+kUYDR*9{?zA`qh8P!3wM~fiZl5fh_8LrtlBGN= z_-1uF3ZLVRC172IVExas+%ruJDN@3k(7W5lKkj0;Yd|= zYmDB#ey&xN{hx7`b7=lQJ`I5hb>PlQr}L}Mweuunjc zjd`h3ZEccPzx1cU3voBCzMu|de&&wmxxag-HncKGFDX9xqFq?%u0M}3t%|5LDIiU= zWc14uGH18R;&)rDz>Exv=0~5_AMIJ6UQc@^9gMSuy?N;%5?!_ws0ScY?vHwYfw44` z`oZS$liQ1gGE}m_5>YqemNfH4oBuAUD{e@YSC`7w`6hELX42OTdn9;u zP{tHIZvSq3^JtQ}FmQivKGsi-^?*O(xg z!_>UxH-ST&KsTw@7FKfCmk62maV*O1gLIMWG}7*V6#X#|$xBU%>oXc(moY}I-mmc> zgJkYGs56#Ov~+XbuT6S)9O-*XpmkG6Xwe*yEx5ZkVsK!X#mD}r7jSkJ^4!uV*p(^5 zx0;ar?3=Im&d!j3>#h3WO~*v2zmgZM?x)Mve9xi%kb{d=E$JH3Nd)s{S$t1-n|7Y= z%6VUM)&o9}6(Y+8+S=k|0iYvi&7c@c5w-O;t=m<>r#iW&QssLkrye!$NnkYY<)-Ll z5{>a^w69F_dDQvn*H2qLNaD|%6t9Ed?u1Ts?*~>2n7bmzGaOv+_fFs&QHI`V`&@g{ zusR-hH*K;SEEtYINxNE$2tFA__Ff#G_wF4-T}wBKs#`VCyUB6BZ0)67EUvrQyX9S_;(YRZ_Iqdn& zkuG1SuZ^IecAWbRoL4cmSfK6L`>yaSZjVV^2*gp>?kCZ$ z-ExJ{TUKCGv{UPRf_}u;WlE(sJOyL8sp}r+2Qi@37$>*ks%#QBW=%1n&B0%|Aa5Y zf_+COrRGDi3VH`Zj4w`@vjt_hVUpaKI9Sytk2xa4v9>S%qu>pqZ~nojXKqg^Qd`g8 zTwhV5Xs>}Uj|+6A69`IrMKiKijw3zja4)~C4?3qb)A!|*vrR)A~s zxS5p(fADOX^!`kmO?wTE$)pa=%x()rW5P+0uN>g8b=T;8VH0KT%?HewGt8BxQa&me z_xzqZQejzt-o~$?h1Izqy|yH~!+i4s9kgz=J0xb&{NMrp;=OFS-o7Bi>mJ|?v5?#X zyRgdDI>6(o)_;j`Tq+RS8-%(${LQIG%vPtv^P9+V{g>K~xn4Q*C!OcU-;Y_G;Q`c8 zp*HQ1s>{-9fmkav7ty zVoYcSv++Xs#_bD&;uro}?}i0I)WHi6N&Un^qp>S0HA#Y(wrfcjM|+v_2hoQw6B&7* z$=w#g`FCKbvyYMY7F|>kU7OwpKlC5WBq@jpA>ueyxqjOX%r`H+TB9gW*NsIATb-^q zj>4VC9`4J2tX4?9UdFBT_`ET=+M(_<7fwTTCd=MKE<<4Ru$oU0VC3<<{C<_r$BPbG zdv`SW-C?Hr&rXw*IY+;qd2*45fhfGBQ+$=OADq#Nh!g}R^7hHl%`;PL#lFj&t}xX8 z69x)rt5IMTW5gq*n1AV6LUir?43vwX^~>#HAq$k9QzRZ^&P@w;oW?e~+f+?LJ$*m? zaP~_0%r@VLk4mvse!f*vWd<25K7fQvto3-HQ{)kq5Bp#bnS~#?F!mpva`A}4==rX{ zxba3DzB`8G*ON(?a(w6%o8kD}^n1vEJzDDKtBm_ zO}oxDaNKE3N3E)87q*F6LQOrW*b^qr-_!51X?5J~*DiGuhE-0tK?bPmwIvVUilR^arFfxUXX+#}DCSDT%3Y0Jr`O!S3CxV&60B0+bt^04U7zz`Q{lX!VK-mmnRcSBL>e^lZeJ|}0G8n4XWr3QMRny-(%M|XN z2)fsl4BLcok(AYiXki=Xqw;;1`-NP!DFl2(3}5j^OsgS)GcCP)cL{3jK)G)U?CY}` zZjG9ZUb-TeNyfe7Cr(7t@u@V2z0-heOJOan@?C#={=`tsPfB{{J>ryc=V0xpJ~sCR z0jw7QEB^`TNiFrYFvM|7tzB=M;-HCm*>@jV?z><4I0s}x zcwRU;uZ|)uZeO2l8(Y=vO0LbFFtPdU5;nFMk!F&#u%H;VZl-# zj;Xw7!Dea6 z7576>xe6s}|GcHt0MDkikU3BneY(In{yHkI`J8J+aAP<4N=HTw)b>CYJgvLW*cUWQ z8Exe)<=C%8w1Ru>G+?H1ucW5KKgVUhkG+2)h~VQOTSRZ~pPy%bouD3r2V|2?Sz8r_ z4sS83UM z)(HK{2L-G@e4gc;?MTxVC&72D{H4MJF$cA=z8?D@8DI747(S+G3YHS!yq&MKd??EZ zDK=S1|A_NaQdA?8DfS<2d*7kza60tpEkdsrq`^@xD7F)9VIO?hb zj+k`lqUm8%I_UINs`gn3AyTbs2z!0>~UHe`>43d zlQA%eTjg%c%%RkJHmeiRBiPsGHwQv6Q%+&~IeNFlR;Ej=I1f%}TjgWkbKK}zD&pvr zU5+LAoxPA!iu-~TLurl107|ztaQGVnnJ-y9p5n55|(U#1j!|K55cvx%R&ueSlHDzo*}At6b1r}Ee4ET;E2y@K?+0j>m> z%Gd1tX`qjM%FJ=CJNg;=S@`6v72U3vzkT>oXTvhWgrtbaI8!5??#_H8t|kko_gyXg z8F^eZt%ah$SE_5)g`HH{etig~eRtuEAnG0_?$xe*3~E*5mbxz;rAWTj=teyllCugUJ6 z>-VJT@Rg5ZE-g`Wb6_eh%AQFV(Jf!1R=~5abB|Wc6`77ZclH4zAk@3%*u~y{;2ci6 zWNiZq9pAM4>9EH?^DI^6)lM&2z0ZtGvOl&fqwpD@?m2N|$o1F7 zOMIsKOD8;Ou2$!ne!(_+-QMN7ktCtjX}+rN%Hl|C&PkQ?!Pv|=Cc*8TV>Sk?awU`^ zk}Rm~5Xy8TcsRRSmvbI0TP3(WaM*N^yf?OT_(&eojR{}%whKtaC&^y80rw;dsy-_09j3o<$KzDOE< zvDM2rBKsX@i>mb_irrT~NbBcE#a}dzUF6FB_!Yb8IdBoABW%AgvJi4)$E>gfK$F2v z81RWFn^W>7SvSB~3@`AT{hl^v$d&lwPnQjM7A_pKrcY)d-Q#c_ZR;+ z+=}S#>nB7gnn;Zezo>f2qc*&4-5rAL#^;1o&c3k1gLj~XAxKHJdo7K~<8Rb!M3M$j zf2{e{*zBW_y?yEJwO*KmE_=^#;-%2L`kW$Dt4)>Yaj))j@$TNH^K$Mwn5Bh zo~>&FZdnL`iipjK<|i+wB}3yfY=%E{wD;S%!xZw;@F0T9wyWAB+o;5#4KbVNx%x*j zn*+C%5y#%AoSaL94eUdGpSsvMW1TJaR5`f2mu zrZKzqF`FmeIA+ThD?j4}4Wi8cw^DBm3)j_j1b^Tqstv`3A6?XmKG{7l%*oINR!U;yVXl;Wqv4<2>j=zN^_0-1j>dhi{P z{o=XE4gL5Ev_k}C7E1^QFA$3G!j6kNXDMmr%jIQ!o$sio#s-*bB!>3QAThgIQuh%4 zBieQBuS2MIb<|C9|29-*>AE^zfGv7d*}$tfe0u!e&m+i#jx4p2+Kku;&w{Ee{Dz

_@th_%;_WGkp0W$mXh~Q+rok-s$W^W``qmuV+(?(J-Q&J$j;BoOx2iqNB@0da5uH4O`HhzOSVa5?{dXFy~ zTYbP_{O^R(KL^?TFk8#`#squBvwdx()uJC{T?6LCr20HYw#Mv14O=fF772BB&KGK4 zi8V%ctMegWiP@MBxF~IA#QY-#;N#aegbunJ@oS%z9wry%@XE^im}G26?sho~aoN|Rrm zTE{e7g0`4)KSs8Dr{6vnu~JI+G5*5bmNV|lDmOWzO!&4BG_SuuQ==K=4`w4n*PTz- z>s7+3JD*O?sk=W`jr-Z^z@t``u1Mta?jMhYZPZ=Ywd);ggx=d~OS+`$FL7vhUEHd? zVA18ky&}8Qwm!vGsZ!V8`m9wm1r|ibyM86#-1r1C42^Lkt-VnWsGATAeV)MT7vaB; zeilJ-^o4x>E?|t|3HfC4R z#K7BUh4azudKI578O`Ya*f^|4nf9B=2(yv8j_Td+M8t)~Fz6bvlU@v>TF7wQ zs5ByGhEZumg7QXs>wf-VGYq~o5*7U}-cS)S+nqX>hkB@=pN`%}f9lN_^yQsL)Y}K; z5N#z^745||&-~}G{*D}lH;X8ftla7B2vLE>RMaceb9JBRDzkLO7Rq$22L-xj2&+gzaitKMcnmA@# zHgWH-c!RH8&;DE4h}x@F#yj*p4#MKRAO^5sy|I=?q&DJizOYe`(ml`5*iKzT=n_WF zVGz}-Hn)w)h%Szb1>(K~8DjQD$jIe}W;en3qJ4~Pf!>!#sQVhSA9%68dla*cCpHfU z2O{F5r^y3kE3|)m`Nus*$@mxWj8+xMXSSQ1w&q;i~$GQGzB`sFMM?-)r37WRP@1eTuEK)pJC0N&eTjxmquU zj|Y?MXEFPaAA|SC{-#@Z%~v1(`gMD4lA1oe!CxEM-w%FJcvn*`lRXbxNo+9iHRo#Z|@TE1LF7dpky*Z`m$z1DxG%0-1 zJ+V}!*THp}Om2B1S{mnl;2RpVbyTChS0l!odXR{IUu6F^j=wOnt@kbXYSj+`OxXya z4P$t+*&v=xv+ELtq-5Vo$^UPn(LV`UwVkJ)Oatued4qa#w{!}s^2 z;$IL%#W#1){Cd3;4tf{ne$;|&J8VLZP%EAz7wz02gVfE{n|swr@Kc_U{cXrL;f?)c zWeKCcs$Si}(6bLx%TaBFV|GgdC^Ckp3LqEMJRn2Pr`4C5)pv|~Y$Gt@Vjab7+DK#T zrMC!y?T)%=yn%zr zptRLHE{#NSd*dgqrFg7}y%k82~fkp)at z7wBO%Ib3ZNLoG83(Ir`Rk_?2}s*zNj6=FB_43fg&5+XN<9A58`3K-+%*cvs6=jSP# zi1~cN9ZNQ>6mqPVl-o&MLF5VB)lY{WZT zfGsgQl(Spm9<6t))O)D!ZB?{1qKj7gX}8#OWLJK_hQ@3}+yG%K@39h!uh)OA0vm5X z%lHi(9^o7o=VtDG?nd?O+Alf<&vt;YQSK=BZRFVq;qft>uQhe0W)|dFK{0++2ac1sderALAHnP7xWr;~@o^cvs#+`=%xK+# z(rg`|j>yQvu>+kstN%uq;UCn}{pGKSY^jL(7>$^%OIsvx`APwYce;pI_NGle66kve zYC=)vg;xGPe5ZyqQE`6AzEPwSB3X&cCRMOu0$=9>4L?rTls3~e! zVwlM>+xnPo#E{dD{|xc@mXpzEl2%sx`j|cH%^S5#iRJ3*G^Lv*RLbhTM#M_Q8w~S2 zy)TVCq}jF9v;Q_^cl8fBe)~(tY!t*y?K>C7uPNYn-@nOL{ceoJV_!}-I`PUzGogwh zg*oeM$s^gTY?U;j-z_F2?hWoFW`EX-wGa@QAD5slcsC|&{P0$>9-(9kPtdL;ylX{- zYa@Hv;t-ygE@qHRkQVzw%#IATZ;|c3a~{O$VZ3%X9$Xie9K;}T%-;AEG^+XOJ^7`C zYJ=JK6VHAgvq4UU8q>SXr2`oiU`Tsr;rC42xISn#5=&6E;3~!( zw{q_7>nLVdK4v%Lx(ZLq+}mn~q90hv5RHmyZ(a3J!e;t=rQaxIBm6fLvL7RRZ)Ibn z_@etuG}nAJ?h2G-*AiC*f^kwEb)N-zLS+muFOQmbaoG>?XCHJUSO9%YKRmEGL1N(Yj^o9?2xWkw>AhZ5EnMlEgY_cct&eipNtb(mT^a^!%-D6_Ij z&O^v}`@N|0#aucRtc9qE7DKX4joE(8feUioC}#7t7`N9QvX>OIKYOQ0MXJ&6jDFYp zc+Q~ZiZin!rpG(!GJ5Ll6Xtk0$Y}M)=x~Kr{*2#uY9was)-e-ec0{&K9oYnKbU}yc zw!ZR0%>ky_R|U93E8p~%$U98U0S0svfHTgB@)J~ck8Hh zBY7>GiiB!NgOI}@Z@cxEZ_P)Aao3SYlrBf=_#OW*_>G|IX9I&b0c*0M%+|W9OmSW5 z^0HAibE)6b7LP=4r8zPu#Lxal6=LI$vOG1!Y&kcLt;TFyhIG|ZOT6IvuszA^o-}4} zWMEy~Ss%}>_mPDfl;7VG+3)J{S1OL$bibo)`U@iaon@tPZEBBkUeba*(T387(XCnn ze&4KyyoeX=%DPf+cJrIhAh4l%sL`E}MC`ZIm~Fk^2s$;EYiP9=6U}`yNS;P;Z7@+1 ztQ+vSUt@%0YqijS%Z%>Y230{M63ILp;zHh@}J2KkTj=A5M-U{`I zVz&1I->`Aq5LHi@pBTS%q}2tU-x1m4p)ea+zgJ&(3H(dOY*_+oWO=m4Y>`%=pBDk! zSlO#6b!y!pBki0}2L=!n@Ip z(h6ukAC*^$&^2lqjq8O*YdI<{P#zzv2cpIBTtnPjtJ#4GT^_{j+C!d;B*SJivf5-* zg_g|vRC?Wq-Z~A6N%49U*ZS^?etyw}`}aF$kYlr^jiUK|^~?BENx9$naca7P0gzUG9Z1?SkCO|HKZ!tUC7%FRQ>q-h@ zvJgz0IUw4yMqRmptc|wHx=}(js-`j;YXfzS2LepjL|&|@sE}li-suxPiSux-D;q~@ zs}~g$;&Sba9l9k-h8T=rq;4Y`;-7gHdZhZ)wVX04b(mPzY9xVFp53Wh(fXy3o|v0@ z@D8wnlMKAaAnePFY4(Ez^744Px7Ot;-wkkY$9}(`jVw*z7Nh+$gZB5~*-IPtD}}{) z+V3zXR3WU^9eg2K8_>R3>@W1ftF5?R6XbCXNB+E9yZSkxS{9F(YXPwW1B~%pR_n zU{)zKTlk^?P)seNtt z0%qBQ&UN2W6)b4<)g0Xfg{KWAxly@7o0P$1M=Hc^-2|S^SAx3d-Ho&h1~I!*_My3< zRBZy0wvS@Ajr0PwFYm}8#7KQ^VyTy|?KKbl8~nA!2Cw*lY%UVHKgf=xgV45ya4jk2 z;CJD9pD3{a)s;2l4rH%1`(F6*o$y93XmMEnVq{MED@&yR+A3C+*ZY#NpBzxtsg?`; z45G@eE2Xh@D7D#YbZcKMHogWC)Ya6fshc`XtblEF5}quI!nJPj9ffR1X0F0iizP)?N?KOUu0LhPhG$M#K`t*AK(9pMElQ~gR~mvB*V0^c>n(D zUssw~impzt<~K7701B?DHaJ#RSbGr1?A{vbd$Qii*FrqQwoyao=IKaYtQOj;#pUil z*L}Qub}%tkz13|B$tN`oqV~~#4?Rm|R82_2t$$(c{pk@Ll}7q#zX*REZ9C}iX|}A3 z|8B_sG_sDQjWYITRqw~YOJsYMUNmj!M^IGaBp3L~-mI&Z$Q}J6F8#G;osqsH+E0zC znb=8(xiZJ>jz$;HJqfhyIA%+^BY>7mFZ?if31kdw6Q5sxAVMj(31jiMG<$E=Mu&}% zYpK%vzQ2#zQmts)dOVw9Y7gxTFR;|K(r@ZR8O85s8)DbLHsekW z83WpHSwj8SMz-|wJZbfXG=X#gvWXFWzapbH_V##aeyKf^wxNv$v3ArNS_pk^uXwCx z=yaTbiG{aPuwH8m+;YidOh(jrL30A@CmVIXmx;fLJxuOLJgr%BVoAa;F6f7TjP*`v zb;WwImhj!wH?9=*nMV?M(lKO|p;FymbP1Ej>^OVWb&_3N75T2nzPyZLHukXpy(3$z z#3}&|%?@F-cMSH{BiqB@MAc&xHAcLauny8^;Gz$m8fohAWR?5=j6!0_;(%n2Aw~lD97_}cXMS|7*2Z5r z8mIv8K_16Kqcsv=k27YkKbK6h!MvCsCkNB5N$htfUv1cFBW4pLu{g^RpF`lTy->UI z&(Z1?BrqTAZHztJG8Gp>0*MY~AfII7Co^RuRNAkWh}nA+`Kn0O4@^be`)YgV+u$xh zY_KXT{IDKPmvHvAtf%gE5@CdFu5CY#EZ-5?0lVx{%o*fI-+RCOJt12!&r2vhF=0}( zpn0i<2wUq`@f-GGZ;6Q?krWbg6G@|vpyZMivpcWP=78Sta#3pB(Db@hi!xJb`_c1$ z9cGu}h*m`6O-wp{S;bU|e~s@hDpblKy1nrLuNPYHF=Al94}*}#6CPWsa}&kW%7$@_ zP}}yKEp-K(Z1!PfUt+WDn2fZ31@NtK#Qva|4WIzoK2(4C`$G0rNbHiZK!7%ThN$&& z58iV?r7YUl(KQiFA%bsiyMA)1w^h#t!t%N{K>`bC8x?+=sD&S_f1=Wex1->E!e@|`g4~3d?cg0e z+G2DIwqJCYre7w!@r!A^wlx&}dI{P6pBJ;=b3@%|Igmg8T_O9u=>4Uqx3|$Wq{hKL z_a+`31a?*m<5>EbJYp)lSn(k$LZJx&!a`N7Y)oyKX7Yo#wH>QQqCWd5MFq&D8W^^d z8tueb>z({~?rjHAb3X{#^d9_(nEi#_v<-j$kw1L?`-<7MQQB(m6r$D-+1To~avk~Z zlSv&X?M76B<3_gxe?I}hC1Jp&?rY`Qw$jN-i1s^SK)uyAj6hc{`|6O5Dyi4Oh!C{Z zZqjNhF*-j~+hU^8H$S#BE@yj*IqrDtJ2io4TZVSe1HAtJDSt502yi_NvQh9wR>xm- zTVaUQ@wNlF@Qi78*fPBTK{4BY49I>b>(M{`y&=06Ujj2K@QuVGV2wAR?ye0Mf=A)Q zs*+0Lx!*N*I~3q3ys!ksY#SQYP(bs>7dl0jb<J0&2MnSjHa{k2^U4Hu;g%Nok209~NVz@mmhP=eBhpP-c_3RVVgeD|K z#x9gl-~m;~)3_$~o{D0&OiUUU5nUmk^#d!W@{(C2^TXO7@{OTr{Ge9OVyiGC=Ff?U zGpWWl{M>|jH!W|d?;Fk$GA`lSv#1jwZ0gg?Mu1oULc$9|^@T>Q>bu%DFFY1JduVS$ z%x>>WBR%Tm;&mfp_h%f&Hqb)4*Mo>D-54)&cT*)d4U))!?ht5t z-N>m4loWNT9Phmze|I>3es+?Bfg;}0zfrrt`m%wh}qUVW{)QjjPb*o!A>IBy^n+f@h!}# ziR4Ru#_vh+puJtyBqPod8?oU6RJSjJ?7E{37jNBT{UYJRj0=D?;TdfM_wd%ec`jyq z)ky2vh|yr(j@pplKW1+#bE3mmrxRaSu*~sK9EJQ|$e!)%9rb6HwpQ|L%{Y1+?1y6` zId&9i`$4t})pv3Yo~^v;;l!#EP0~z5#dFU_*q4~v>m;c)CM@x_m7iPmYSV~YgiJxk zZ5~YhnmBTMlfbYh&3f0^M?1*$f zyj+3_e6*p4iXyiOWQf`BUHSeo`|*19&EJ>S?<&PQj@5B9qrNuoIFKhEWp;HFmqUn) zu&4jHGpXt4xM#UECW@`z2NQ3wuV=$JgbN_&b60z4TWz%j&S3qJnDLBhEYG@O_P$H` zM^+AR)ony=DV98Z5Mnk^{z;-UVmhwj9K{Lc@4QRINC3EbiGl4RBiFdcML+dq?Q2s% zxE%h7nEm!4vfurE>9eou2vtWZ8Iadp;q^?&+k3Ti(fF%6i>D3R8PKir9Yp zI^ty)=1=&%LSYPV+n#C-=UQc_H&tz|Z%F-)9SB9RX#YDav!ATY!~9UF(=X$Cw($_y zu*(pT?cn?i22FVk+?bnT9jlb}sE1jv6X|GOmWrO5Xu~E*w)jmNsjM!Aw#c+Q^2vQ&+wtnfV9f+v^nJJU zJ_d&4Ykj@KI~7Irjt9$bvOaay(IEyKugCu0tE1FW6OW2Z*xtu%QBv{lx68|WhW;-v z?+~*cEb!Hfj_ljY^BAdZZz5zzh9j|q6d4uYb|BjytQ(0k$c?PU`#YN!>#e%yEJw~A zac5@fW0i+9Ic7Z8v4#N{5klz*)<~VLzBDFm^Qcs~=iYFfQ2VNO$z*NCIr0y#&H3Ax zvYNXEePPCcPBvI^+Xpebzc`+azxndg6VJ96lmQ9ZRa8?9&~}U@;v%Gvdf7zItCt%I z>(~-rG5$kzBN4KtLbCZYy>!0E?D{DEGC`JYjn1xDI>z2a5uzl>*t5Wj!vEs*U( zMB@N0FwiYfmI>dte`l@?;-5_o?^>k& z^zV|3#G?JQ_FLS+cTo==4Mek`@nLuDM^s{I!VU%bHI3PLp}YMyb67>UMQq>~%ukMh|@ z2Z7t+D>3_rBl~S-E^rh5nQ7#yUx+fdnvIfndH9&r%+$&e7h|S?T`2*c-L& zvv;S0t^91KHR#m1Ki83w8dX2$*%!p@Dprb_uzzw}OVr+QX?qYkpkGuiG5cvm`98>w z>LHgKo(_cCL$%#y_SUZ}2T*g;Nq3fg;w71^Y+sZs80QD*~s@b*` zof?YSBB5P;BS+RR7a|>8s<@iJUh;HJc7-!Z zjoA**4UkO*zgoLCH?`0})g2?*NS_^Y)o(lFjfqef$x~{%wqG{n6#`3)w@g z)}QU7riub{KWavXv~m_uO%{%3UvF!wiEmMpUMy_2u#4^QMc5C-SHh}YM0WR1OU(W% zaTZi+_!Y3~$0dK99w?!5$GF^u7+ygS9ecg{&ZaX64&L zCUog_DyPk>h(vGYyXMs*g0vBQTYYUvqq!nqxLqsrpuv! z<#l+C%9#h>(W-okaUP^c!#eF35te{)<9l%e+5ad-)U#u#|Kyz^-^U|r$zpn%@2mGa zs5D*fw-+t-g5HmX)g_GHABwK`i|<^5lT~J}fN#j>igJg5e-iWM(ksYOw-Jgr>KmGV#`yh>@5FC4mO#GP2@q@1Q z9k9ijidC%lMG@h~I)ihNpuE%V>eUkG+n(-vvD6>07TfLigE{Ppf^T>G?RLL4%U7=) zTUyks$}X47UA;Gp-Hu@FIM(5yysX|GT#~$!NubJ94@cWYDNrM3yIZuXaU%IDr82*O zb4#Yu$Plo%xUi9ugkv@eBPs?I0zT9aD}EEQpCh~avkr61lb82qR4fp|AY@Xp5hRw$K!o>oJ&!dC6{eYDjhGvW}lZ_6nBjpc#w$edh=-hS8~x`oRCx29g5 zb`H?_!9`(5CLE4eGm6eG4!g)a>rR~mulvuTw_6dYk5K(IVf>ze=GcmHM97^Vhep@| z*-yH21WMi|P;BGr-&#^n_v{JT)`pjuqpSn`i(2j*5h!r4<=SGVXlw-DElB7EBV*2(OqOQ?G^Xj6cTP|YnFp`wRN@mw(f;E*XkcT{Za(55wXk$foLzBOup9*BnHzPvJ|YQ z>qFD9bC!RV&J67h!<(&1HZM0bB9YW@irL?c?8URTo*3?qB6D4htIJfPxK$Jh8v!5Q z`tG$0vN!joBZ#*#TguGMYPoc%JTxni&1`dojYgrgJb-ipy#aiHq?syA+Nxx~&m5@xd>3zK_{1QZ^phTWgn& zKOZR05>LKf9kFn@J-d(Yn=S)%X&-*lxd=S#C`WW(x=(AI1Lp|M#_dR!gq3d`&JRPh z5;N-a{ zpovlY5?%h_IQo_=>@l((r{iUe!W@}8$Jk- zPYrUpwF{8$qYH>v$6ik~Xz3?>E0wl3QOs7!3Z;HKYU$4$6`&|=*4Na&n!lRQU%hhR zoqw1W$=)G)bxiWDV;;$To+itD`RY|Z-|kPRBB$uSoTu(*d(an$`P1=4A=?of7q%M* zZTEloF#BDRa$2;A;RD{=6)W?MIBm$KF~F0K##UQ^+RKI82W zWs0WuG+Vq|@F|H2x_BUg*fvi|dOkwP-rL$Q6%!e8KOy@W8>#OaCw?vwRgA@Av7@fZ z+_6&k$qI$y)!{&WXF3pp9Yb{xaG>DJH(~g+YKXTIUQRMF+MPR1mmK=L+EMJCdowi& z^+u8OR$qI18e{+~akD?SX9tp|J00m9qSA*8!|B4s?EJ&>RhrK7B%N=Ui3{Cx$245X z&K=U7i)T|?xQ;g9lXz{Z0(-BgY}9Ycc@S9k8yvS z`#apJw0A+3%$R8}RNZxas=FuEoJL~^H%!>pzCojdq;brqe+Pl~O>G-0sTb+kpfqBp znEmZBduJEKCgv{g?iev#YSeCfV+ zv3QLJp9{>VE?E7oR^6g)uIZtCq`sH5xgzj*XmKnq4<8+w3TMUKnNW-W|wJ z?rFJe#rkkq6?yK$^FB=+!AR3|zDOOKXX)OdI-RHP+bL1&-7-0q0Ch3TcV&rd2%T{2 z)6PA+vwK=yQ65jt`g)j^^w*r+b%m}m4%6rEeC?Yn&P-xeb>rfDcYuDJuP@i3Tlm7~ zo&TZOGz75-fjR7TL}i=CX5@Qu!@&CCb{e%&Y5Z6k^?m(D{;^{Aih6YJs_#&DAnC-3 z+srG3GK$7@U3P%2A)}zm!HKWY6q{QDTGvo}?+k|OuII#@Pwu`>E+)FuWL7u3-RzZ1 z^k!69b7#hi7U3S;DYb|AdtXNd7uZ;maUk|Y&LFTjgX?y*GQfrJGjU)?*qdWgx+v{H zoVfoSikEX@BkuFW1??nRFagbtyXOJ{|jXKXRwTY*xBDe!E zFrUnlWH)msz^*KkvdA-s^P+TN`9x|b7pGV5C$sEOB-t)6GIt{Hiek4b9p;mDb3L{0 zq$UPV=kHajBrcdYXByPJN_)nAH9(qgcHZFr!So$tyB)z@(n%f&Ywud^JjZ|WG+QhK z$Nql(6tkbOks3N67kSPnwu7qaJ161Lb+dx^>VG*Dru*eACw&|#iwMZ8*<`aOjc|W(tAtnR~}*ZM9jh zAnZ6_U9i4_#9!U>9B?kK8;4fFm;TN31OXc{J4^Vh1V@$-5h)VFy90feCE0pimc_}% zeD{-GlB^t>i=^0dKJ07v3$xksJW$_nX_m9)tacn`wf=RM9S^H? zw!Sv2BzGvGjyJVKh`w}OGrn-0m}s|SKRZ7w&MspOY9@#Men$el4i#sL_Kq8@kj>H2 z9STr9PN!nMA1J7I#+iwrY)2qdd zn8e|HwXa^iBE`N-`j*S3`<=vHt$&@({?*0a-EO;|@Aikph3n*SdgB;CK1&+MZC&o> zAVb7ft0uUlpQW`&c^NfD#!{(@T(>*NR<=}zaL^%gdn8TMxSGJUSe% zQ;yVSF$c7fIOfDd=m+$@gd+DU!B4U>MI5KEW{#2X6L-ByvvraD^lL(ob!tGruO!rV zG^*)3q9!hQJLb*nwO!DDwfq;V|26LPH#IN9xrMa<*m`#2$Os#LwlbeyYie2DW7~Hi z)%a``?rcK#;|y|t*ttZG*u}NmI%e_V!+zh?`HosGr#(sF+(Dd!>VJAwY61Nq={p(F7UZP2lJz=`X4cwcM*>YEFuCl%PolZ zp2h&&Rl_cqYf9lx2=+UaYz}KGEjqTeK9pHPP<98>$TXk3Bz2yqIi--8A_w2a4xJWoF6T{aSi><4B9+8rjPIiIf;$9o2FNc!-PL zr$?U*H&Rb_3&)tP19#I=TY7sqxoB+WE=W7hk$>3k-G94X?x2524#Y~`1>CV`cO9Sa z7mlzVKDd~j(09{xMs;Nu!&6En9T?TGjzc$f{ggBhS~Od@OSwbEetDqw47DYeO(WVQ zM}1Zlk7p}XYaCrDxiI2__7p4>iOVTn*gkjHE9(yWu7e!mqst%m6^%jE)d<@5 z9^c$=tOqXo4bgBqcWjJ~ghtrDH-(o5=7j8LF}tP;wgb0A_TJ7uxR|}G*Sk7(AU^FD zE)4H>#{JAuY4?*4hhu6NuVy`teIR7tzTu{%2QaVRo(rQhw4w3P&{%%Rc? zFo=y%F|E52Up<4QT-o4kxpXI%-EJ#)71^~7!F#rL5&r5<3J6qJ-O5qmb-6wrDHu~j zW-d`1_3K1Fqad6Yj;a9DClB8;u zQ6cnzi0x>Sd(u?7kt>aHSvCYRl{wLcrKvGtQJc!%EIGa{YmhrUHtdB2vTs z2m-}EJMPl;sUVy=_HjJUhz4YZi`E1Q2WqO6P|eW2>sK^#uBduDl(<}MI1Sw2;h6m) zT{=2pT@p)$6{;vU2MXyBaI8<=k)$6xm;4p5i`lvuiawme{-f%;Z0nm3N0bYgKujd%2L z8+QtyR$G#~eyFQzy#IaFW8p;)MxZ$;8)1IYtGm68s@tYkxBX}1LHt;o}x-v($&TN5p)y? z^vN5(v$CXI^W<1ob~vn7EB6<)G?+jQN!I$gWNrq1&E64m_cEEK-Le2=6titq(h%t% zsR%*>+4Cv`_a85I6KBlGBu>tW-Y+|lPk)<`{SevtexIYQPUBIh*)pMG2{B~CuS*3X zVRkXs<%QJqI5cZVJ~E2P477~u!mDhTIAH7!R0v6^wm=Xg2J51yV-Kqpw&+Ur>xL6Hi%`kWj7(s_kyWB^38NR10)jFCiQEvs=+iFyED{(&ZH^mr-^^ zq$u^hUXQFBna!lVLQ8er>*SEmWA$cx->PZj`Ub3Kjl}HMdy_{i>}zjrNp2B)CD-kk zvQIJlNj-aqSy&1<4tg$=Om{mfbP&%jcJ8vA{hF+)JGZ0eT#>EI=2)y&r3+xI3fu)fSn>X#sJL+IT&!-~c`(b}jj5LHKzr&Eym=0l z%Q@JD``LO$*9qip?*6k=LA8w{MQd>62&U5Ohpw2woaXDI5bl2^x<@Q5^v|+inJZc}CK}Cp_n9bIn zwQRDgWK~LZJ6=dp$EA@N-@M% z(P`q%S&^2z#KlzimE)l9r!H@Fmw&1rJHQ`-q=YW#RAL5cb-*u6(g~7!qdZbO(4owI z7ew5Vd5+oKI&pVixF@hWBEXYI&%t!b#(_Z@4WsmNdb2Xdp7q@fwMA&tYLD((? z?s!~6u2Awh&M@~Z)&&*4k(c6};hOlWbb)@KFO%dze570*Ng7y_j?vK(1k+v9P-^=b zrV)#!A&CJg0bR_d(zbcfU=Jcd?{o`1Lk~C-mb6^M4#;j|dw#jCosj*co?W8%K;;Wk zQy)*Nj#{rs4tFX}$Mx#Otl*gZ6}7X?-CfW_P+d(M>&WR6>g_F|qP zgeM6?EG3Ba_*C>jPUs~i^h{Y(0%TJM(mf!M%`segOP=Smas?4=lI*jUJ0~6Iav8_r zFgrA@d$kIV*&TT{e8!ZWsb1|dHgP)rOSNd&<~|a$+Pl>!R@e#Ujg<(bc+o`NL;l3K zsBYH~c5yp%LiS^=-8lX(T)Pw>N#o?^y%x8 z3L$d|av5aMIaeI0*p^5~n-oayANn0?`z3DxtpfLvq}-^<31}tNk=^YIMDvnQ5-?{f zKySImmrJzf!!caQaqLhZin6+c>wn!sXCH?YjJfY&H0gc zbOFdwF3I`a*_BWboQ_SyG27(>O-C`?9P0h{!`A$JbGpz9;^o=$NU4p7Yof3nG=Xfm zZ+vNlIJb-07-;tklmn!-Al}Mipb6QJ*$72w0&_z--YWZvDj3JpukvOe9p6a!vQD`n zmGe>}wA*|^RC*zCIbrBgIXFj9&&xMCmHntR;X-yX2ZshT$yuY6=R#^zSxSIr3YDHY zTswwZ)HPvJsQ7TAOxN~0|D3f08IA+rfC5T5id$pzEP$;?SWwq6^ z8P&BTnIHTC>nN?HEwiZT(Ws*}Joqah)*Cj;L;@Q(u%ao!P*3j!_0`kab1DSlW&KawMS=Q#`g z5lcv;ce$h<3F1o9f%{|9ua18z8&7Rh_7RHfAg*WIwL@tyeByxzrz5 zGb%fi4S~EqF*vC54e9bhNtASg|1-XHo zND`QHO3DK3lIkRM8PNhqc0>@(P@>MWRD!q*?WF@Y8ZO+XB(luULDhYj`Az0ha7<93 zM8?X)HYu8s855rzXX-qW6RAk}LP1xE6!AMbaLg`fvJEl&eA?~Z(eyhwXgX*g8$$L{ z1x-?_Ho;uj5S7-Rq6Hfn{2+osquoVut5jWU-HnEBj{j3_GA^27RuZ5(C0=9C~QQq%W4k3 zQXGi@xzMZE3YId^7ID zFtX>V0uyAI;w2Z2Q$LtU(XW6m2?7iu!a#S*^)~IfP;(r}mhUOgDA4XEWYZWy!BI0Q zsC0;S&zuCUsa7}U$+{#33jpCj9>4NG3cTnXf+ykkpbwF`UqyBaJz#;#w+`YE;pW0* z2I7GdA_mP8nnauL^=#bjb`rB`Hv%Dh?fCZkP&+igqR#D-pxxE%;JE}Rl}=DldI$SC z*ZSxRFqiSkbiPl~*k3Nt??KG|P&fv@qnN#2t!N~Abt0b$3masD_8yK~^-YO{Mu&)w zs5?XKjqT?UdP4Tl*41raz2V-Z#_WlWJVth!rMVybM*RS#Fue2Jkr9SMdjC=`-l&wZ z_5!s81bXQXa)BZhh5tP9wP^4Jl&gWU4639+w1MoL2`%opaL5)tZ01{@Cmzj3-G-hH z^^P#_CAulls6t}4JYjk`@DsWS6&$dU=@K2G1N9Q>qPh&3PU(U>Vp%=gxGQam+3cO;exhu1o9L2QxD%r;*KG{5{Pwo<*R_h=oL3W!c>gvbi+U4%Ein z6Z`18d#?vG)kdBoTN->UpW_e;>{6wKax?Y}bHVY1zTli;&3Pi#(5QBji!?)JMJYZ* z)(6rmxnTxY0-l}$lTxvh+DICPV|WfA`{|fS4x0dS(t3gZn#fTh#tc-=&OlmH&I8?3 zcPyE!DtsbQa?F7miE<$Y9GnRFD-+3n3!L24;K}6%9Pz#D!zer0Cd>KZfF9&AJFM2& z=ro(r#He-9rg4kawwjUg-@;+J2@8CQdV7w-W`7-EYNm`psj z0us~)^IVV(L=(LxC>NZ=QM@ndd&HC_pwH0&2eUxFDP8*n8dVDG1&d$lM9ryl&k7N~ z5W%Zqjz6>H=R24BB@-3*C;Jt;>}8sUVo8Lv>DeEoixXG6;YR25P~Kp79f z%YmXJhGlu+1U>8wv737yMG00BHNSJPnmK3-0=2I;Xx0dxP|7so+;?gq)JxcsFXvl` z4wd1Hr&R!2C6fv%>4|h3+=J)_*UyQdqpzPz63hkiPzI4+C`v2PaSOV0mtNq}N_pm) zC;+9vonYn?d9S?diaS5a``>`IXi6@60-=1RjliG-TyWn9!^CuZvBuqBY{V13=K=53Oz)4y! z)G#D9=TxSaL>g@oA@ zR|-sD0)IJ9A8oi~C|Tl^p~7A%iJ~@2Gig31kd!Am6LXOy(ka5j4}5pjwBafs%SO0h zM8qUn2pb`x!4h4YS#oHOR4JkVT-4s~%xS-%VT9{xuU@xH%s!G`4m$uwL3@ZQBw{5@ zc0cilJXrREe4y0Bz4fd-hS3KU5bHIdD zHD$I9s~Y$*$zZJ`yT2l#gf;|C$nBg<&O9(fM0#DY#Dp6uQbuQ0M@9n=?5-+d6)qyo zd`cI8i#ZF%GvHG?=5+rhOQv$3o}r2%wcg7_CJuaGCt=a~Jog@fOoDNf_XNk8~JLG3NhxhEJw$l839C3kOI21vE-Ivp605#rcM!!6=RYh6FQ@E zDkKfuZltDb&bojcE&N2=Ia-;~^gu-0?pAN+5u=g|&32C(_X2Ecw{#(!mH?MKQUuO^ zy6$&ov8_+TwSzYrS%q(vXppOjjlDx!!gf4VL!F#ni+&Ax)E%NmjmQ5Kv!C&7(&*83 zc71d}`85-b9ks3#su;sai6T{*pff@+n~P?S1R1Y?m5#d{sDR90m%jA}?y)`<41bW_ zqCAx}`&Az4j5$)s+qyJXhP@Kdl>$wDil`K!3l;+ML-AC30et(4${gwt(aat>O+|VP zk%;t)I5y{5c3k`O23;oN8HJQca89IhiD0fnpA>>@QF(7AW|LDDA$vv(7iQ(EEAj(I zOUtICJ!ZCAu4#3Ni`gG&cLY~Rti3fP?tAbNo=C^0cMP{zV=l6~kJ=N@ep1h#bBQ@; z;n9)Dv$$NBIXFsj7;#hz3;fnfwVQFCM;T%F=b|K!DUa)<0=F$bbRQQr{Y z3(_-l<*x`G#gb+I1?fuW@}B4Zt>?58*%$!0rb1yRJQ^bkR9Q~e&^zJ6P8}mAI_Qei zSp=shj;aX8o^i8+8a2RF<$m-Rq;tt8Q37GLH41+vYyL=%g8sXU_jK0=K<=j@Qtq`wUXcmh<_C{f-=H56kT2fK8bs*=m`^zFN{=p8C}idlF<~ zhGxY^K9*P&$!k!(vlPh4iuTboPpjG!vY+s5q*Ivt;(9SjG9YFuQU|D?xP6^yA5yy6 zG}sRCb4W%i#q7R<%(hz$wJ$pqNkkxpffyso zCy_=C17db?Yz>3K5zXF>Xvu`^=g3A=yX4vNwFp>CuBwp&Da~_k;Zb*l<)kzxlQ3X2 zo>%7ra>^1=HavJuENa$W|2ZU=FK0^RF`a!Bs2Q@)m_KsNJ+e zT<*x=HAt;VJVXAEe#mr+{?MG;{kimlf`^nAexO#w%n)-b&NoF~PL24v(ClQcY-Hy$ z$n|N}6th!#>dIY1hKbwxez&*Fj{~i|CW~?)yNc$1+ctLmKIxM$v_%9lA@`lu2spWJ#Lf<8)1Hh+DN{f&B~@ZuCU5| zO@`lxQ~k;=m$T)oW;izI%h1_v(~X?^WZMke=+qjt>u9*3k-d+4%;Ge1irHU7b`Bo` zYFLwIl_yJF#6&N;j>hQ=$-@B9{M%txOK;cvZSZHX^xvB=h z5#7#!Y%+D_vU;iRks0qb2q4R)N=_|1Y2~HtjTHJ!G`4C=cX`WKqGMVpa6ZdRY?q=C;=Kfu!d40aFX1U`d z4%sXC+@DT+UQ8c3Y;)SE?q^*1bN@WxA3J1^yU`@%gzU%eXEakn(GLQNv}8QOUy1rR zgc`P0r$)z5N6F|idHai86w&CtJKD?_Y}W7d?js#nLFFaYt|TZ<$pt|Ue;?K-P!s;1 zkn2K5eN<1C^0*j#^U2_VyGrCb1f1xy4(i~5B;lEnH}d*~oR~<8&?_jOkdmU3t_0hg z_juWAo_i&E3S>iDuHAL|J@g<`mnav>;Xr#H5{K@l+|>ybQ7(o2*P)xuRt+ta>U39e z!1f?}mAqGL&mQrRWH*H5uJ=-?rEHDuWY&E`_LG>MgIJ?fjM;K-CPUnplF@;_#qfWm z8yBk1&U0b85PCW=0-WF;e7M-jY?v!6CF=(hExTbDkxU|iY?MjXOs-jc1y4T6pHgN8 zoX2q%$}{pbW^-f<2lj)=Qg**7Q5Q@}0YHR*eWHY6&4j(+`g^XX#Bw(C>{_m4!{Lyb z_muxwF8a7H8QGxsoIz%#%NPr|HYBrx7|Ciy?%~~RziWomZs*tpEj`{X79{=))@W_p zj#p0iO1d4Rjz-p-&{{u--6#{XpXx@kLYr=!O|kF;K#(B<31%e%Vv$RYAkyOV{CWl! z0WBYUpn_JEyq%7w7kM^ImS>>wfLL2GvP%y7C68#iI7>+z_1B9zTf8So1sRLn6UWS0 z;>QL^4Mm{Kr0Oo@n_N_m5K&PAz*=1Vm$FunJ3tzgv+NiEk;7O=+RAvZ>Ll|xpw z;5km(VX`|ANuOnhg!HUUQ?E{^UA=4uS_!+FZJS|pt+$r95LP$(Y#p)TNrcgw1fksr zf%f3v!GACtNDiHV7#v)^Fw_BZ{{j$toE5;U#heO&ClP_?G9-rl&qdp0p1q+b%F9WG>nGeMJweYh*U_{Tg^hwQDcW8~ zbukm3Q)W^@%w@!p*Lo!WPr={62!ci_X>xL@8eNImS-DF251@OR{vjjw_fkaB z9GJLHraJq=YW+mBCg@736AfCL2V_U!rZmwZTarz#r=$t1VoS~TVEDjWV>ny`!pugF zM_%_0)v}Mf-QFdW ztNDS_NL$s5@j|@e2HLF(|7HQ$8p6*T5Ru_>*-SC}No|BGVQe!}C~uH5U@j>l(aVfk zbfI%!39J2bnNZ-UHz!?5GMDKycDR|VT^_s+Aka&N?udh>!yZ@tjwm#)d5jF5ZAu-b zvMs*x$y(Zog|{n9;7b`Q-mC{_6gq;81`AntYe7=otfX6?@(7rmqcGy(DIus}a^Yrj zIh!*tpKoayHdp=d#QueJFBnC6$J=lcEOrzFmhc&mrHudx;V=E z9I}rEFBoMqKr0u?Z?F87xG$>B2>g7mU=5DoIt&(y^`+=A1RYyZ)v>s)Z>|h_?Q5s2$+O79vXm6-? z-^Y`^o!3LP1MvKh8Lz(|&(2TGgb`zp9A8Vd#F6L)LVG;HMwsVY7W3q%LiY&pmLoun zY8hFX%)>eusj;xlFA5#rTSa)t^OhBOTD^d}lFz@GJX>}Gaf`|pBJ#79_%YEOKXJ_0VNyNr6 zMQc0F27x{Me<#u zNr^kqt_%N#82jbnuoP2j1#EptE5>d<;3Z-=!7H^Bti6G5gc1 zer1B4GP37kGZ#-HN;x`6pGq#S6hIlg!%pg$fPyqRlTq+XArW+(f+Dl@&}m2w$lh{c zaZRPa(+Rd`rwk3xlue7pkcvYs$7>=;f^6pA*veNXg~~|KT+Kja)?(uTnJc&OJ+hTi z6)fOl_Z&WN^<+V|i>i*dNM@51NF`s94;o&zZQPd6+3?UMlgpeo)gKN`?E?7RoUh%f zCYzn>b+uR+vDj`ODX>kwTt@O$rP)NZ-T$ZV`g1mdm5Vuho#t3_K<2${36^*!%{7pm z*M?$H9J4niw+k~)>Cp0lSI7w^5^O*%xm=#)aw2eloX;k(m?PJ-D?A=iVv5-=)I;iB z6uI~EroQ|U>T8ngiJJ}^X_jj0j+G=RlVpYTIU#$c`#OsL5R9ng%?hdBJLpF-m%Se9 zMGL7|Mi-APna4g@iTCwG`H()BTA@OFKi|@f&F+xwl2a9J8vLvq?Hc*K0ozJFMy!2jb3MCumiVAG7nR2(G1vw?i%dZ+V=5nPJ=o4i!P z8VH^Ae~QLwCZ%#RvYJabUK;4&D>=r4aVqgrCmz+66%QafBKyndqV2|{g_uyJQn@Ee zrN5wC_bC66svq_WFED#QQc}6Jk_X>+5Ci6`WOvvl2eP!B<>xNh)vIoY4SNo=G;U^= z%stH5!jJ8QckV{ZnmHwWarc|b%ZsqAwW zPXu*qC5N<9uiCtUqg?-rU3sGK%Vd*+jL2|HyzsMyS;kdA%)B7iqg`hu3#w)Nlc;8M zB1)M!b*FGLDHz5%GZ991$<2K^6?y1Eyv&%Lm$HTd#6QC-9c)N-XTgc9s3#aaY+TzkTGJH_mmr_S)4Dxutaq|LhQoRqUk7#o?*wfTtsw!9&x#H8RH zWxP~o12G{9nv9*k>``4rD+SPNfu}2VMcg;uB-*Jtme||@HgbZXnlz_rCMB61%b744 z$=shxk!x~l6~ov>X3H|J?4-P>IxAp)m54TmU53+8r%w`=2eOU}yKcl^mWF;Qk(Sb9 z7`RMP77{iB$@#0`l1v+={Cs;}VsF!qM|5_MoGi2ETI9$5cJXR?*fq?QPy6kbM%pQE z-?g}jK**Smoib7mq5ev-R+cM;8v&jm; zSL`L5>zFVM4#}t0okKfT*v^;Be3u{gv-N3rIPR^rdq={t@}3IY)iS|!un{chcE-)T&9Wgi48;tx*L&RHi8b zU^C(z(+{Z{?zpRpOdTgV`?m?|xvUJb$*ZFQcU(ROhS-v_Zho*1|=C+>An&!G9x7KdIta=$-18&DV55zSJ zwVhP=I~C$WGE1f8bi_7E$L&_de&^Ws`nX$=J*!J2SNrAq4Bx*krpRu{NZ8D7%n}Rt z_In7T9L>JA-F2#sJdN4(x@%0u+;~d*A=#2n+iy>&Hz<{{O*X0=#k$a1M|9h4Jf!g$W0qwy2nHdTdH~30G)Q`8TrV)@DACj-i9}uVACcBxvB zu+QBAWEUk%``EYD#d^rAq!olF%WDqZ@DDEF303f79Pn>n-{JmG%B2}Bzf0IMO}2D! zQHK@anS4=#-D?|@E1Pqva!apD6x@r&$gwg)IoJHvb<^FBX3O^OKdj5nXO4d4Sy$|K z*(~23npL`A?)ENd@0QE;syUy#{bFl&n6&|$#-;-T_CDIoPRS%l%b@$1mgct!*-z&n z*@pqUMPV@_Q{?Uq`iZl-UsG+eQ*F!PPF+bblS_3niN!9XBO8%I%L%*|I^oqfS*9ik zDd&8|RS3bX&qm%El1vof2-7*+4AX`sHhOSu{0%}e4IGPCFeHAM+d)EzbEL?%sFM}a zDFWdjZ6IgIg&4X@vMaf+U;UbCluosfy||6pxqiM?{tYF;f=>agL?GG8a+WO91(~#_ z$!@osC#w^wwLcKV>)E-Zoxd)PM1iD22^&QbmuP}^?=@U6u||?^V`Tols(zV}{Y=FQ zmmD4vBQinVZA3EKNOO9BI{ij1LD>)enkA;}mnT5PM9vW%MfOqR`Y#4n;HQoWajB`O zmx3TWQ;#UPGGv8Hr5M;0tux^tiLRrh$n7rfuh~%tTgSu)P`2fzm>re@36`y}SFs5G zXuK!qQb;J*aIjBRHliXC&3F8hCk{G4s8=6n>Rj-7Z^XP!~M;iZCGS%^IkJR4O%VI!Ex+3N1d?e+r}%+Gf&V{!c2#q4yqqqS`-GLKKl z<8t+{!-^N9cDowFKkHb^l1zyCaGy)aMoD`@_O~Hh3d3^Q4tXCMbt#a2B^^gbE;=ZS zk$D28m7<2C^2Jg7M7%p|QSu%EK^=peHbv$_wX>ieDKY>5G-a!qwG+x?~YWhdbMW#*kh6ca%<&<*Cs#^K~~fGY9R{ z>9D94rsldf{a4*?gPh#~yPA0R6J(>9#||85SaYk8J#HKe1LdFwfsL?eKb0zj7%8xn8!{tICer7O><{ashGiL#q2Rg>D|?yw=RDXb$Yzq1 zLPCP34KrP-_2|RWKmzy9*Q#s;sb+hVg5^8B3sa@zWem@hNX2n~M{&_lTPF zOe72a@?g&}x zD|x9GTSv{YN0r(+Q2b?SE~8#YQ2`dBVg<5!6+tHH<%tc^Xpja2VI;W9OYPjyeWmR4 zAk)dL;HK(%!W!<38ApaZL8i%2_o4o#$N+f3O~J;Nx`bMM8!!o$cu|;)9x$@A)ca=( zvYA%PM)}1ehxHD}?){!hB#vtzR_Tm1Qpx`HsysOQ1;f_va3FmYsaj86x+ED1i%7hU z)Y9)G?3P|^OQ%(v+n9Qu}0;fdh9Lux{Wk0Ts zEToL0>_v0R{hq{Bhr_CvW#syoFLM;RiE6LQ)yh4k74>Y~C*AqfG%H>YY?izgfxP8M zyYz0LJt6xUvRO^fe*Q!gj$jpl8Rk%^&fp+M!8L>OZGGY@g)F*t_#m!=*?^2GOdLbQHIa8-fB$}CY0^OI2Y-)k>`VSfwa2E?8+g%DynB0X2F+wrvs0hvF3En-KuADBt z>aY}`7d&^#Qp4kEy_O-BLkR=rIebwUER}%|T&_blstC*HerQ*Ote6ok3m>y(4pLF> zev1~}c#q3HWuY_o8m@Ocf_A=7Y4I<)|Ltb0&ix7Xf!N4_f;Tx_Htdb2xQ>@Et!P=h z9YcHK+0SYtyj+M@8lb&_Y6u~lKGN_DUF4+~NCbe!UQVpyqXBR>?>nB#OgwBd^lErX zX|B^aq?0%8ooJc0eBhG3~n4 zRSce-7iHuJdt9wM-fUDKz)0rRV&Q_D?bBf%=hG9qn4HPS?3fXL0 z#HJ3s*~y!*W^yG!AWc}GO^Q5_cH9Gr4xt_i5y}qIV2Y&*X`*&Z zOe>K+Yq86c8Q&-?ckb!CsD0|hiG=prWRU+|SC|Y1&BhMv$VzA7z6aP(G5hy>kUD!l zR}Hm;;hHRi$(a}Ori?8;z$Z9D7rHn=c8;zKMfMzvk4iRy7i4oZol9MDu1-(f$d<{2 zMCE`qYeS+DCMDGUFK7un%+r`aqlHiU#Gj5*pF~B6t~MC>0-Zv$hs@NZ>P^2^`gR zS~4q>*(}Y;lVtDiVs|(u%cME1X`c->ZFWgrHsnNd-R;SU#6cS|TSvy4DQ5po$Sy=B zgstKL5?6=8N+{~V{x=b1C!**OQD@FQa<-p@yEU7D$eL;KVaiCfS9*6fwjI`ms-+^E zd_}l)lCQPl?aq*O$(w3q91`MLum{+asBBM~r(9NN%N=4WR19QfyGIPbu1s?hF2XTe zHiwBrENw}n<`tIr$h>|I(W7iODFoRffC4X;vp5&O5_Zvq*XN!_6)4+Y(J*9+^5Bx_ z$ZkiynuE(CXUp00rxm%RQOv%cx_U1$o2q^~PvfwS?@jgW-$yq2jUZ+pOW7Hg9p7Lp z-dd0i5u7;l5o=wu+!;9Fwzg=nCFqJzudG#MWRn0S%b4?GJsnro*rHwa+3atOv#Q|7 z;IUld+$cikvh+@-3o$0mXPa?Sq58LfYX*+WPTvkZX>%C0&xuYRRirGz< zW{!1VuLHDywn9qa$%vG*>APl%+20bgx%4Z@rn=Z0tPK@pYh#diE@cFwBZ73A%6ex~ z{1vh`F%|t0R~E1gT07&c@y^(y7X{%2Ey?VdDzatKbtVX1b5n&#zq^u@oVoeoFn7b( zNAMCXo`I^GuM1)bgo#GsSojm;{+%&&J}p2-$ZZmNz+5Vy*l)&eS>A4$*T?f15O;|x z9;8Wl@}Sbe^;}%pxc0q(_2&}(oO#wcay?7ZT@b_W6O>3!j*cAGU0$#1pN7-5YtC2S zTgM2b6&oG-<`lDkKV~1S)UP#%>* zg%9Y?vCx@Y<0V(%!~r$ud=1-Tc$=|#)a$!HX%8D=djrEla6Vcc?*-&Qxr_UbBasT6LWQCh>(pl zBhyu{i63K6@&&uku8#+9j4i1%xtMRshs06ua^{#wSGee%G}mG1X7%a10;85mNTwrA z&6PknxK1(q>oL2`I5tu{jtnK&$D;s)k88lorK<- zL_RxE2XyBM_MU&so%D`rm&tbLKI{&My+iiQA=@R8yXI<98L{Jyrxe5yvqQh;G9mkM z)sL7nPz(TY54=AYb?b9r5c_if{-{2a?u*$YIj2uYENIf_mr zW8e`N4N?i}nqE<3k7{K$t(a%Kunp2AgP%DTnB=n3axTagH)8G4hnSt}wC`4=3D^!y z+u!{PdS)dHsHKV>k6@CF8@`Y<}pdsMw4q3d_`bm_QEd~;Ve&bNgnz_ z6&z*gn4a32c?dz9r)T_tF35x+n>{KM_VUZaPBh|B;Mqm0ej{_;RwgVv7}*BjKCwkB;QhlCM;o*10YULjV^GG!#Q}o_~~C8QN9{!P8L&Y-wYX@?~PiIePI_ z{pEGI?!L}1gzOx}jTc7tZ<-EhlU&L$q!+;kYAVmAsRt2pYjh`5h`(Lz%rkC7rAaIR zHD&=5RIuzM3A-N)H6&aYe$6^YGqBi0tc37D>Ni3GS+!9q1hjdi8reerDt-+ptn6T8 zLbr#zrHj?`xdS%MCLCz|_dHzd&S6}Dy{wma{v!&o(< ziGu*(n_}%gKbATxz;3Ffouc|APojnJnDBm(1iPYm{vpF4etr|PExI&xyP2otLT3EPYL%$?bec_%bS zc5r!Qa~ZmIH(Rla)zA788EIO?Y!DLvw@h=8PiiB2?Ut44g$&6$eoPS?(j}Jq>&QSM za4t1P6b&Cwk;zsXIMQTmYJOv^GLcELAnMSf0o8aJ*$LjFe?$GmeeN!@C4u@{P~biW zyEK$QlJeJ_ou<_BMpxX4Y0n&nXbBR_^%0CI${-CgNIdQbtYa_5IY^ueGu8{FVy&XW zK{4au^}lzz5q)&;u|1#13*C7)S&D)_nl&;`Mkm5-fRb4_%`)fM3Wu*(%g<8nEkv{gRo7B-tl-80n!owXCE@ukf&akcot#0bxp%zRVMn9n5muDyOTcUdYYryg~?~X6B!tb_JZ>$V8 zq6E8o#xWb+9vF3|Y^cdWIvDSG?wzaEp%h4Fj=C)Kd^U5>lj_;Dg{)rfc%(+!>U*?l zS{d_2$zHzIJ~mg`ob({q=OW`Zeu<;p|M@@M-^Y8xii@M%M-qU@p58>L5qGb3PkQ-l#+yiB z8(ZpbJPeEB_hwvEaQ`RgrB|;Ov<~oe=3^Kzm9L9hc`8DL0MczOl#=k4rhx1e&hTX^ z);n+kOkxLz5h+P{K^d1!_B7MJ%;z*|Gb<@ruV}hvwv*C`_Gr{jn`Byp9{-8GKY}maOD8N)qI`MV_GXeOmK~OUbUm zvY1!4Q`nWGem5D)EErX2KTK5Jg0&yK->ywDmp1XDn^ zyWuNoPMgXlWIL#wNTG2g)xU%GuQ|`_=Pbk}Wb;xST_m4MdYZxuPLb_k`brdCsoxkG zjnvG;sLfUqN=UaQ-Nojyd9riAN4~?@uD6`g8Zu57mkjR4{jX)-y_aUq6tlmYLDHob zu28UCr@8NfB}RPJBaHj-!DgQU_(Are>~)5&EEN2+FHjO-NEL<+P@BybiUWte?tWk8l1 z)ehRI$Jz!Yu|LqBnCwYt~Xqn^Lt;R*u`TC0Wo{3jr>l`Cdg9UrB)=Q z4p}K&gSA8_xHA<}#wbh0x|;Gi9u3nQbk%8magDkO$7)^QTk;H;=jsKA?E(*%gnf`D zY9rKS|KINa8+tCNX#ekwefUbQJg4mGjfErLV`R<^cu7pT|5%FOD|?8{=hC0HoR>L9 zd+Js$S=*6y7OW@5{@t z>C!#n6`j8SHlHt(pDxriqiJ@UgIpbJ8eK=a$d1{{M)m@3AF}Nfv!5XQzbFD>+7R24 zAmC&LCy-rmJU$j^LKJCPsQIL9^ewoG!o8TIENv`V@2Yl8WCK{rt^6AX)W$wK0>JB|>(%*MNL3@3d1SPk^dR=^?k#7HtD`)MZ1-x=-t|=NO;SHfxd>r9 zt^)oOS>U=KuG9QCAUl7J_u@ZitIi##?sTQv2<3^2>O)(1J=1I$phcDWDQ3SsofgZE zRH>uk0%(YQuMfgYVH(guBq)Lc-Ut^!NKuM{Em472 z+2-MXhyr`^6E$gE%*OTMw+qVdZ`kr76;A{ibjj4x8oI)y^t)F{VJ`05jy~lMxwLDs zje2?Rt9IyVY?fvaUDW>9K`D&-4@#l0NTf?iry+~j6YVd-x2FWp#^A(U)+6M3a+^SE zGl*dPE1`bSiy44n>iOEQ1rkMS;3=(ch z7|G4EOwD%Dc*A^3k@AXywalUg$^ohM{C8t3(LHM_wxpOW^D%W(=ny zX@;Q>+l^Y0h4%PrMJ#*i{`=Rf)Dts!`gm`L0`$f&xTGwE3`wNB4lkdD>}(Jl9_jOY zj-4p7Q^#H;BX*xAZ;(UG=MLcS=l{>k%e#d5NPX_kj(E&q4;A)6wz6pq&cb0fXo}fi z)A}iYNYzOgzE1pB`W58NiVF=%X;3RWWK+;afempk$6CnXmR<4&QW=VeKMsaiU{&JI zCq?$DWbIRgY|P{QD{@F!3c9b}(4}5>KFx(^qu-tY^z`6{aeGd@Ri&&yC4M^Pj{vG1TGD5-2Zr5o^`8h!<3=N^*r#Al9q!a|V+Q)*hi zwx7B8@AC4$morDa|6{v!FrV!ja*L`v_n{^u9me)jJviedD6|z!xl;=DR%oFBn$aiFeoP;5l@hT(I@-1>$1e4K&AUi?4KC#s$>e+Dd z<4#RL_8GD$6tpqLK;e{kNAucUF1YJdz;;^+&qc{u#ID(@>%#zK#I-4A_mF51&u)fe zrk9;j%x0fAKBsdyu%Hp?_1P)h&$dFp_35PSizQw5Ed_G496!FiI4HhxzqZK!`Q_gn zvh%`yV>#bDe6MB=k?NI0@yO%6`KNq}2W(SYzhn=O}=K%R%wS~{;~ zp&p!g6>{Ddg`G|8nU5BF(2e9Av$X}!_7gm$uU1hx?_|&CuV4Q2pIwNi*UlKg!Ze`VNcMem`xqXrEy$D2gRrmxTOC^6BJX-euiwe%OernQC#a@uUVHm z=ZPojk4PD}NP}3EdzG?wL$bsZt?S~ANQ`W_OK;`eL5F7z`y1$xsEsMk@aXsu8(AMo zOkGet8}(i^YmTgz&7rzdC#O;dz!T}QBafS_oHSwe=J)p+3 z76rf>=4vH8=rKHoih7pNWr-K9-FDY?L9n12nRY%}Murcsf6akx8kl@}NiQ$|HcQ;! zH=A|tEbi-WRo7kDG}zt|tj`?pZjnGDijPbgrkMRSW=j`+j(s&$RLj-{rW)a^nb7!hcEl(xy%F#|gD4{B zn4Pm|nTi{5-a}oR<8~qL4XB(kGgV}xl|w@B3?_j`^xsdX^?H4jn61z0-*AHclZ)9& zcF|N4ycavKp(Es&En7L*G#mZyJPpXk*6H;Shd8n9;LzuJHbv~~k?M+&z$EO^z(y?i z<4g7z#A4x67MMu}335h%p`%M#!DE@RKs%3hBQza0pZ_yukgrLc`@c)aMv}dYy8m@* z+@JZbaWtf9hI3y>LO%)HeGPlo{mnj)iH$r#Hv4SQ029<4F73+slA0I1BM&wn)Ko;u z&jmnl^~-&k44ZaKDN-kx2+p*!qIw}mw6P)>%|Y@H(PGI7G5huD7$Ms|u0yt?t}+Mt zYmxCdfvil@-KvZBuzsES!kn8Wea(Nt%4)O`4V&>#g$oCRX`j0T9X*74sO$3(6JZDS&uz2{My zC2-yPji)1APi*9wB8v6Qw2TE;VbZ&0JhltNuM(41ob}D;uTxeDl`!6u-ns|@*CGYv zGD;>g55gR0kf%3!Sjr1zLkLJ%A!PqMk!(RWL?VRjtl$yf|IDe8h{iSJi@}4Apf^h8 z3{v1jSumDJo&vJ#7}@-lF2lW&yX=~`EEH^2m}=S3y*zN1U!!3vy;XPRP-LgbAh%f< z)WEQB>g#zv8D)U9(Ks_~&Qk(izH z#21sHv&J|x1~#woYR^3F36im1^O`<7hmdGwJSEIKdh#^}mP<{J3*Ec!VEiwfBNvH0 zXWsjvp2I$k%Mkr14D} zLHExSvY*wnN!H9eL38mO5F@-&<_2_nreMh%FC&%NNP)N*1f%Cjo_fau$R-<1ARBJi zB`0G!sLMTG6tVzh(xO)&AxO7Y_%Jzas#95jzYdMfG20NJU(@*`#wVR2U=>8H%| zwE&s$A76J5i9%M}YT^Qg47R=mj(GV9Yx}|E(Min#!1zW7);@U zeUbA}WqD*Ls`3c)FvLLzN}i=80|S~;BbvlBw$wa=CTWd*AovQ(Qg2zqwGnp{cRIa3 zacMAHNq?icp3bNGwq{lz_*U*&aHWS_wRxmht>`lzIZnl5ND4`F?m@b1k&E=@XUuUj z=bnqPV3~{+esFk&<=elKZX_wgdvGO$6VV>7-Ov!W_rA3*-5QraTCkBYv`(XMfcb>% z#~EY^-xykuk<;1oLCR(E|P{>fKn*ElL(G{h(G*WE$%EZMB`8my0NlGDwzs z)74#^c#v#r)o)9{I%a6#msss6Cc`Nf#&AB!$Yy8Oxl|#1&IV)`AQf~@CgPDIO}ydk z{*JN!6VTqFl#eS84dv5$Lv1K=zOBsg~kS(mgua{i&W3Js19jWOOvmC7!6PQoPexmgw*)fay zbAQFuosBXmkaM8QX$)K~DN9y}a?g=LL`DYKMF*pjBIA--A;><#LlRT(8EgA-N2jAA zJ0r&v>>W52((8ev6u0x)V-HF~w(1kb2u6RH(^7?^3^Sd`53;6i+v{+qr^KVgqtb#2 zI8!jPWe*dPX!`xvM_LZG{tqzxRF;zEEGr8GHZs>Mrf~_Xe*1Yq z_SFHqMblLd>OHa&ThqwC7h_fvS*FOB6SAM^v*-Cwjuc~6dCu;@d@<$iHKcqK;Steq zQhGqCTEZ!ZV_hl}hwg_kXqV9$*?!6sCtNg3u~d4leosWD9kZ30n(RbzHsf}WxB(XI zY06t3=h&7|iseGCqmXd*rRFywTh>Y*d z`}~ZU4Jniui?E;H)ny09n32PbqpVsgRhWlbLhPF!)XGt{H`+h<_*lsAY{%cbxj%Xwj^-${7rb$J&2yU2 zm@*>r#SPJ>0XfLO9q@8RHWEeAjL;ub_$nY8l&oSE;ml|BAXC4Hhv`3Bk{Y!0B4-&{ z!7;n!EvznLuh(aX>5hpFJTr@r->6>OK5v+hI^$do&g9@)gW z)`aZUaV;7G7p^bEW;4i&18&pod~4m*VUY)gYmMI%vLEy8B$X?>BxF!q%r(I;gfcVZ zr4}Hn7X>!RWSmy5c~Fw7fobHp!)!e%pz-{(4yHlt0xRJ;RLeCc(~zB?MoJQj!n6sy zL=OmB144E#*4yF`#cqcpZsiTayv+lr_P?;|4`Qf1h-{&JowG$7x>oMh{U?v?tUQ!E z>ZqgW2bS${?f!r6jM>vtUv1QI_0NpvAK?i!@$9c78)mm#uEpjsI7$(8Wl84L+EOucsGr&S!YDbi-V zq=8F{aHYhIexCEiNIdQ(o!|jW?bOgYkJ)tqI8ztoTqc2qiJ%>eKB-6cukMK+$nLEn zY7Jm-HU#XUuTjfx$eKZnvuSo>R2eaWj7-RW?8-0?)`~ppnDOMbj21vAgw4Kw3uz+z z&PhZ~R_9qEEoH3xC0N~LY(|KzLcCbLzc-f*OHRsR@{r`>^oLbtoP`|MtJ!?E zI=PtbpiS|b{$rZGgC=_)mK|W@XuCJR>zARf|nrcB2d~d7q=HBR-ko}O2U|q_V;# z;rNlA3ifHpsVP^U-tcmzl!aB$jjT`qG0%(FJUCGBlE?&C0v7K7JFUV#(%wi=iR6gk zn1Z*YX&%kpqew1sqh6 z{qi&fcO$7mehU7bnU;O%Oi8N0$}u7PD>1u*pBR&Cc51}3Pb!A2vAE{sCwW!fmxw

9KXk9PwVj$f# zR{b)v3oaa&Z+P1mRjqaVyYBa6Rqg^C@+#Vpw+agb>QXn1P)J^{b+v28`Df0xORR!G z-H-otT+b$C|HY9F>an1CaA~-4M_cAdkR7pvE9A+TUx3>=I*5<6*6Ktf6aV2 zgNpU_`ADGWQCg6DtUD9mDH_uf5vdHT!CxdJQ)4WQhoDL3AVGLixS;`-7~kalal2hm zL%jAOdrjS@BA2CMCoDBtV+&>}tJ~@9;MOWckC`Y`iz#OR<$I8@49jVm7FTX{>mlv# zShF^Xrn-*Y%R_&T>SVwJsUx7xt_ev7-=L zpZ<$}+^iBBD0HwsxW~+rS#oeNT9vEgYBtMuJ3{tumhNY?By_ji&$yJHmxlvlHWhZz za%9n90e8$Ib!3Fu$efVv>4>S11z(qV^zEo__9vA8WX8a6$`-+j)Q2Wy|J8etym)I} z=&Tc@`!E8|Scs3yG#iVEmHV8%vUU9c>ydTkNAUpJ6&l2{tkZp1?qvZB>RQA`Oe0?` zy$^x^Ise`+%)2hB(7Oyb=9{Kmd&{Vw$acvxgkEYfn>ND`vQOOdsB2#Dchqt=`%B0S zTY_0{&3aMvL$o|VB`#ph@nB$s>GmofK&kPk_?$WRzn{^?q(nP!BHI)eG znV0120+~n1_85eRhV`o|YL@xfD)J`_b6xOkv{p7);MdTvFxESy8{T7}vodo`>lAbG zm-ICaY*}AadAWE^)(b0(huJ}nxLzMmej!g5c9|4Ba&Z)EWG4NYL;&X5oM9HPbO-Sp zE?4tT){!Mcl8NLtGG}#X&goa0FAm3sD%$;dsC8h5r`l?s4zu46*>&qb?d$pyLS0?| zc7N;l(JkmJo!s2ib$j{Bqx5xi`(yV2ZTv-Z`9U$8+vh~6xr%@diY(C%ZtnD^7KvKA zqvGcXDp}v9Ilt48~?)zye8`O>x}MeS9oDysmohSJ&SqlhkEYt#;0PYm={WANG1=~(p{I8f+>t! zGDdLDUhs$(bh@Q}CUU`O=k)w~b^o2u!{$0%E}P9|XolWz>vhlbTwDGu-e(!~tbYXA z?*kHWHwv~dkN1Oo8M&Ic8}TRaK`IINf{?Ui!dUmPqW0<`>lFqz5Qp{c~=H;)1 zY_jsnX1OeK&)~sUWMw#!3;cJKDhb=E&;~$qj)H4LBD3p`(;sD8jE2-+mz=?dF(0pn z$}@7Q%wz|<*ZQgL*_J!;;8M1LOOJR8nO#kw!k2SxP^E}5V9$n7LI3= z6MljoIuog5k%VPvcr^+kU#J2W*n^#+@+o>KT(bn(bTdJ=3++_v1hT^tCiX<0!&k~d z97`y}EIToh({;FllblKIcVS-A)eG8!Mx+g*5fgI}kU3dJ{6~=e-Xp<%W`<7jXWbXq zdz5@p`$Xuj`|*$6tV0I_Q$IHuuhxmq?p)kWf;j_Y6NJc)qnHWz)d9}hQUozMq&;r`Q+ErSPZTx@u48gHF;7a)gh6nZdj zg9gk`CmPa~AWc<5cy_b0iVRW+%WKRKiTKOGoJ0iBjnG{>VEzjsoBNhftuV5YMdlva ze$j~MDClO<>32RA^XBYe%@KPe(~uTo)%sBHvBXk5MyhIA)e8XI{=u0V2WLfsMB^`l zwNFe{e!e*mKF7$mpBUMK%$MqkwV>r_9sigg#(|kJ|BEoA-+oBUK4H?l$hlWXEFzf) z2VwWK6D(HAUGiA+j4HBB@-IkmxksafoWlU`Lb@w3eE)YUlD+y<*$6uVb1Hje-zP3* z!ZdmBP0W*ESz#*9U0kcFuBj{Y`<1J@i#fUGYhB# zvc>;wD_bqGf*5_SBW(n7bmT$@+7KY{zRBei?BC#^ z&PGaVzLCffFzst3Z{jp7MOlLAUBLH_ko|$UZer^{=dczsMapI|$>?Y`vOdX(sR{Z9 z^=uZPupBpIjbd4>RTsjdC(*PXA(%??(i_jB8S74DW+Qls{)3%>j_@g5ljMMAC<)o= zh?d9|QLQXh<4V1tIhL+EMzSGjGugg!t!TBggk<6&D-yoUmdiObfCBBm71@qO{H)0K zr~=GFW;iC89z1z%!vOHa8hoiOItbltR$?_N|1C!}NW2IGRDkMqccKjroe<(Ege zxw)UA-Ku$}?BZLOl0ni7M6>H3xG(P>V@B|ObQC}G2_|^)O(o}w0YKqEu}Ef zEwK>tWhh7yv*{cVH@yg%$cTJP#+Zk6#nkbBnQ;&2ww5hzNcbx7>LC5U^7#Uc8|no&J_1E7x(`yd63Pnz)Kjs01X_)GZy4`L%y!{)1F!rP{$ z2tx0+d*jvx`%9KQ0>y3{;+{lPHLMn-(HlsSu$^}vknJ$U@!4*vWo|HBFlS1X-Ei5XFPN$$V5NiIAR`x+Z0Y3&6lBXkIh*CPloT`WwKz1x`SU|$f374({`M$le+tplM`wbUhuGVgIorz!*>Bya zK(>$YPmt~JI=%v2BGg--LH_bXkbNxKfdMlxYc1NMOj~9mR;KFL+Qp$9tC=Zi&)HRp z7k0qa4>H#x<0%`&^H<>6?kgbFQPK734H;6o|L;~bZ#h2@E>_Sd8OK{r)Zs$2xCE3pIZbd-`HST_da1lg2AQV()nipe4J&{TIGYyRLj@h{UlDXMW9I`VRpy3Y`@OXDR@ATl{ zjS+h$&ph&@N71+pg({OS9yNYJwM(D>zA#koJ(rReyvp!%)9%Y!AW*V z4kzl|P{d}4Q`D}Oox^goa?hkG%R{$ru2;HMGYnrIBKsX<^lkNf-Svo#d@BVfh3t8z9yL=~-r@U!CWC2ute|TJT}Y_@%ocyr z=Z8AgBljm>8ZA;o-Ue#-4m!NblG;aDfu6`3Y*<|tX@$)OG^G0)qdioAC(R2v&z4xv z3iT3lNNhkLZ8+2I(~?C&Tmx&A9xWey<%Ho)QiBdvCxBhkgwDEmJHM8yyJ>a zF3VjsrVR-FzCK^;Q+H_2-SN)M<(mxBx^MX4dROfT$i~$`kX`vA;%~lh9-2pALALy=yH>Z?AJknR_LX#dx9*ju zS3RfCIL%oEm$3yO6=n&y?jLuXEiE|Q;;q82L)>zK3D&Jzqi*rr74I-~zfjT7xAfb* zCXs$|!K1e{sy0um2e@j`UcQ{Z{>HHvIe)0+ALu7}l-zUY| zr$9}M+YM0Kqato!Om^dJXYQ5rJmw^s@vTd4FGTrZ(2#5Q-yJI#L2k=InBFs7Sf zQU#@zh1R%y!Gu7A`h#S5_yxKbzQKYkVB0w(D|G1M^|y&mpQKu^SZIxy$_aRIs)8)I z9l7Ol1D;q^ZbO>88+WpWJdsH5k$C4a-87wv`&oKhQb}cFHcB&i zdW!`-xaRcw((74iktv*7cs&*xT7cC_wuhq1G7>*cyN1UgbqG<9Ul+0; z6`MoIk0MR={K2ABvZW&BN6rROY7X=o0-l;|VagIk z=|WJtUEJ(s58E8J`knuuy}xN}Da!we=h&AdZ(BVY-7qW+jv!b!!vBf8 zy40}#Xg8Bs*&*dlWDhx_VI^Vd~8Co{LU;LpVkI#pL~w_Mo)_wtG;;%Dpw^Cf3+r1&D~LGi`n%t>v(+ zEVZ;fAug!9_0Qtj&v3nO4veVpUpzt1UslZXVL!pMe|(8IGRbO=Tlue2**nzhm=x8O zLNzfkLYvp#oqJ^_9e{fsLQTyR$s|ce2|CY!^_%&gS!F{(DDRMv%xX^@PZ!1x;gUfn zy-W&)7&m%uG%e?p+wox}(@r~nJWFoxJP$yjgn#fC6eP}au7}ZF;mCzwni#BILAf~B=@;4}R4=;%~b6WS( zLa2GhCQ-|dl1xY4-a>NL*JXSMBi&Qp70JOqj)S&7{U~6l!;wmw@vxcS8ue?CIwUQ?28@Zu# z2Tp!=c}N9}uC{uRRujmxMlQ)QQ;z+Wf!Ob7u6%1v--uw^###iz(Z(q-3d<^|+8tkLRC7NHrpz#3P2Qvmht?gDE*#*eyc@;W{x6<=($N zF-U*^8EE9w%0~H35cDTawD#=ro*!izd3rqR!r%Ur{On10`MjQgmCC;M5;K;{rjjv; zVoh;lCA@(#F~~rvWA?gClset9bCNy*|1Ax)yvtsZp0MltZa_1CqHv%*^!Xs}Pb5L2 z)Rjk(G);L#GI3RH{(S`OF#|v%v?7+RB!>Mx1=ml;)EFrk68n;rp7oojjZ@> zWNCxiGMGE3(~kktwoVvKd3T|VU?TN$l)yzb=;k4pS)L$gVAKRt3|p`|l2(&qm_j{* zSO*SZuwPE~Tir)`{n<5|oA^)g58&{ID?UAI_SBjM-DJxMxIF<_f4lnI)qjs?f7l-V zdD7G@uTE{(k57<4TzyV0R#~pk7B%k**X7Qz7#J*(W4o;t-;Ok-iFE7>U+4 z@eeh%+RGz~B3<3wRGd^so7WcEyndpZh<|u_INlypQS^+RM3S=H@j7?Pq{!7Nyl-@I zItNnkQ+Hy|xcJ-W#5RZR`nN~r_hY39{_UTs>^e>?PAr6;=^*W#dxV2b6+i!VPLPdF zoXYad>0B|7fj;qpS?OdZCxt+Y|3~A3G3nR9m1aTlB`4j6S=s1PXEp<~bjqLEJuRdRZ_c4-D=K6_ zO(lwhOVOAarlc<;Z4k=!qZludsmojaR{9%r)Uz;ljRO+dhKgG9APaw}K@FAeD&^bF zG`ApJEml1+WuDH+upJwAwrELVl@01ylY1>;UngX*d=x837sY4o0`uKJTJ*%4#BC5^&`DEKoiR=dvuHCtp6T}Fn|-1TR>x3D`LyNJEyta{U4vVsm!+vitRC+|SBCZR$g_vfn*>te^1jyB8neOH_6=^8vhX4+=U6+C=~? zmb4N70O(+b_torkV0Tbz?J}}K$~h^dnwdcKf|Xq+8fj|Q4U_jUW-v22BN3R{sjTcp zW1z6&tue4CDj|ff4?NAGwj?~T(Hp}AZ5Pg@wG^hHi=wev!WK+cVL?A#I>f1Cq9H_X z)`X6jrIS{Y@Jl0w^l>=)2DlaAglsF+@ObKs_}xEK+4iUJu8#KQi>sF_`}>b7``zM{s$9X@rTT>W(W{c?R?*cZ zhqo+ws~u;SDI7yMZrkO+e4a?#du4&dBV|4>gD`3s0zy)^>kfuc++d>WE~gsj>k>k! zkjVtk)b>5qYJ0SYjFgY5^=pr-osQ0$8n`j{2XJJv&%xBhIY!8Wgt8 z1Fw5)J=?CWAQ4!j(6Q-0@408?1ZAN6;deyt6#_{=H_qv3xr}So>tdBXPzbLl?IGUJ zLPnZdsxj+LR=6M^Klr1>P3y_FZg)o~NPpD4qyFS8RfPnISg#0s6qyN}?AhP{b5$|l z9gA}2Pxsq@zM|$&>(74nZvDe&zkdJpk|5{{^=u}0+J=pd+3{Tsy8BB62)()x5Q-6z z^%eLD1bk_=t-`jb8~U=wH=3Tazo?rUq*r%i0>wx(4J;dljr6WYUTf4qjl%?$j+5Qs zCN26Dt}qIPlL*sGEf$s5z)J{|@65)5NkX126-sBl>}n?k1Rpt2F=rj?8^I4+9_dtE z2O}zE+Jc?_hS+Zy0D%0s1b3`MxSXBDw>417<^JL9pzCT0K|04NQI!6J=-cf81SGV_c{l|r)sKf*fn%R4gb>cWM@q;-bj?&hy#}j z9StZ3+o+FXdg14@BOI(gv^7D+%`|revSU00C(Q`Q30CAYu5NI!k78wu9!6IzKY#*KN9d(Sgp}EWeMhEWCbQ;lE%eZ#M#4zKc8(lQqLh03-Smoi1 zMij@9m0cro%tA6sa&8@xyGM*8$Z_IO&?)weNCozS@`$=o)-GCbFp`Q~s=3(#8sVqy z2&avvLdBTOIh)6FiK()^2H#m_iey{1;zknW#fq;uACkI3DYv#Kl2L&^b@Rs9P+G5e z`H(n%gJB9EUoYAHIkD9G;HJ+&K&+XR#7?o|e%oJHEmJ=Gq2@(Mb z99A8(8 z#L*&y=ql%f*}UQ};az2pB3!+nt?Mi=Pr*<_XM`$EWQ z-g&|rcr?3=fD6IHLs!=hvJAqaD=Fp0RckVW(*qOvSlJ3Tui^&v}`+%EQunQdeBi<-&kMEJ2l6Gr@pXxIt%H4mi(!BMuO_#vHiEJ>^UvKz@zBIUA0#(kT2(W1J_cS>=Ga#Tp^0A&B}(`DK!h0kBUzv z8wFfHT1CFK6J+MvUF8G1(Z#d7f^M$h`>peB*&B`-XQ@86t%PWf&pF;3V zX`)!o@=W%IH3A^9v-B>*6bu9DWYCrb<7n6gX~ev!P~)|-wRebvMj+$ppoy4kF0J6<{En;bSVk7>D%4F$ zHayq5qnpaiMiZghdZb>fNlOzaU!cb$JifU7JB9guxLsfT3jh0`|9+L7?cCON;{F)y zTiNub6?<#N#tsFm!uX@vG&WkObLo~<*@Qoo=25CcQZAf58(QX-Nd%w^?qEAC^jO(W z*tPb8lBZcXC9?Zgwq4KKhobB|QcbdE4x3rsF|(*PR{lb_ z!BJZwMo$GgF5^3pg~%t?F_Vus9jk1ikQ_ib4f84z`%lU?tZl_M^v4StGGv$vBr`yN zxRrQ=4`Z}(s6u|2{BaYt0bAG0i#>aHzrDKpW6#+;5mR|8VuP9yiZbFK!0AhzIf@R=&&{0!!m z-1u<{xNL$U>RFPsT9LTD$dH&?v=nl+&>qb1_h4N{Q{QP+h0i?!ZS$HOA+LET-v?6> zor$@T6n9l*8LmTdtksv&$cXP7Nul^QI?Yfx}C7Rh5|tytHcRSq&PF= zA|)wLqPBl*%oG4nQ-kx}S)H@Bz90}@j)iP1*TYCW`@J2-080e&2TNs-WN8dtK0px3 z#45PjQq{mX=^&YT5VaD;i1UdT4bWKyQ-(_E-RiLAoeEpHi7zBGoyyP zGZRQtt}`xZ0+DZvpXB_?sl^K-`gE#!l$fOu4Oj5RX|2R>ptXv`cI0g3JqU$SSvTR#KN4uR|+*1zfG{-vf7MHfgC z1=0q4wqx6Cf~H80Aw*BSm_NpxgMgR0rp7AOlqn%FlTPtvl{xQ-9p@2{z>wpM0joiij%Z7F+*DP15eKK*w>efZc1|*nK%RXLf;Am=@QJ!2@((w*k z5^|qNy-L{v*7^7jn71NLf-PpWslnH$T;r%?(w2z($fylhQu3p%ilT=4rZT4p1gd)+ z;7HrTD-0wCMYQKBBBZjvxwOjpOIG%CPn=1-AX47r*Hzhi#mGu#?J|^{!mY$Rxh8PY zh(fYT(UuMWJTqL40CF%*c^Emsw#x9WJsZo+WL1f`e;gkXEHTf?un}gcX5rO1ZHCdd zj^&}xNA+ieAC*PJWOY%(YtOF5$-ghxhxQy4--s8INf4)b1R~;zElvhKCU@?blZL%y zG*1dNViHv-wxu}E*At{MUKKkJFB72bXwInYWWukb9HvN*hGv?Qs=xiTm9K3*DC>+c zi7lPbe7v#1fmIFV2mOKtcl}(4v#Nhwoytf5ci*lLs%#Q}OZg2cNHO08GW3OBZ;&_P&5p0yD7>2 z#B-fbx`-{syF64pyXJi`b|Y1uzqWva_Auy_(vZIiF^Wq1FTc#766!3~rc5lIE+_7Y zMCY^NOqFdic^(E$c>uFGK4c&-aY)tMDasH+kzfm30-M_LDFg?kTBSHm_|ypkkCC);hq{H zuk@SK-ou$4nB%gLw`3BnIcMV>#KOK|3bqqM!u?D4sQtd2bOMF%q+j7kI9_@<=tPNy z87VzT9l*uD|ZT#wS4*CJ?h_Ueqzc8HbcaKgV!LZ$ZGc zSrdmqO*}%@*^H6Y$NKFAC+QlTbaT+44m`h%(wZ-m%R3Qc#+B z1QusXNhE;rWXEE8IiTDo1K9>nKJd1}aLpwEj3;zjW@=Q!j?SB2GLy~5$8gx7OACCI zgd?b?(TiFC&g*)uYf9sh=k1r9MZP^gLCzQ7esk>AaN2(1-?p;5Tq8aS1VnQ)GljaP z_X0`dlmQ|{=}MPQ0bsnrX4Z4&_35YhJ8@cME5}cvLhdR<>28yqmx@;`Jz#l=4lm z%C0e|!K^u1m4PQ!OxeWP50G+usBHewl1~PA*{IIXvl3FZ1E9yG*V7kAn>ET^IWM}b zlJ_Pt=0+*D-@kulr%C8NXdlVdT`gEV7vnZ4y-puZhFQ<%7}|VJIvQlL94b%(ylv*rBO-+XfrNNOtlmma22Fn zJ&#mr(0}{YvM3zUc9}!KI<%+RX^OVs7-P*>wMYmYT`ggvWIb`Wm*K zR0)l*(o9~#2K%^!F}-d*9QL(9B|zVODQpDC#G{@)XI%C6>a@lCzk6kSTjNTZIOyK1 zZHU^qfLt`Mq%JptWJhjD*kdRH^FLs+$DY%lETvaw^T&bC#mUJtJ{ z?XM=pUu;tY`-G#)Mpb`O+24OfmF;aS7R9^o)T4=EP{ccAdhODsEXipP{i!40lcuXi zuu#nHNYFzH?>`gE8#k)#rR^TsjTH^7_oQMYz`o8Q*r7U?Yiu%DaAt!wy|M@7<&!$K z{hS}Tg^|nfYK8HZ>=#r{kh8ip;~ZSQ34nQMsNTsOX@aq5;-?8rI5b==;7fKnsA(}6`hS(-VMu2DZ93?OWrF=ETL z)5twVZWG2n`BIg=eLipexV-wbvcLVBD!Xd+(2hGw#nCiTK|!|C?Agp4$8Ot%u;ef6 zerpxWW-s3a7;xANIEvacl_Nvzb3e+i16LPjVbwHhDVa_Yl9^#`+x1E+VUWV-n#ZlP^uG1Oi`= zkYeP?Q#i?yMOK3We)83AHY9yNJ`;+v)o+8vMxV>sJJjDoMm2SlPfPtxt=_6OFpnSn@$56BS$3kW5@&lV7K@8EIN8dt1+# zfBTv$TO(f(MSCz7h)CN=8^DYR1XzX%GN4w~$-SNZ*Mzyj=5gaw|C!iG1)JBB@CI?W zX&PufJJ&gzOOaslPL_&6Uth-#YpD5D*&eJFnsqzt*=s{DSy^OUNMqv~GnSMrf;?4M za|LXAB`z*tf<_OJS+HDfQh~QP5y`}HU5=Ib;>_434*fEb5*aaz;+^R8GwW#4X_|~9 zYvGAa;u|~Oa(J#zQU?bK+x#Z68-#{yO#iZ#y`B2=)zyTJd|x*?UsYur(mIJ%a}-=lkRdjMiNrn9dvdMHj>x`X$d~e6WO~NR zX7O^hX_+vQw-nrNk`0@A;%8?uO<@5}CTX%`pEJQreY#YQkwN8DN(A*9MIMm570nSX zD_o3s6p=SrWa`;?vOd z6ug(l%`;`LVIxDX+I23(I~ECrFnUks$~=ggd7Y~s)!B&|LKd7%Bh8MA(J;oolEFdE zJdhiBtmY3?rvz=&O_fE1RBGJB66K(*btLrq^s5OxU2xu4E{Qp|IuN2sQb!N1t_+sj zmv!_W%D^y=beq6EEKq4INk8EeXW#a@1*`oqiGA3+SY0clQuY)v7=yMvu|kDv=D$j1 zD_>oeZG@5eV*OQBc9JGc$9H-fsA!XRe$v07ZF^4}7@8)*1P5dJpq&nVEKO37E8{7T ze^#2uDF5s=KiA20yL{?pkf`SB+A165Q5+X7_emD>Vl3If(D17Ru|}D2ll=_*#3`r7 z(!208xM~k8@eid4x+W=a$9*GXSR82#+{Ul!u^kqB5W^q4^#R|;NlyaTX z@y3pm8D?{vbY@WaH)e?G+_A$jT~EATGMpz}(m9i3R<-aWC|@t-CRP)*U!iAjD-3cq zRrVDPRp+b4hp*}cnX;mM2Al;&wctrmw^B(QoyB_uj>u-9Ey6OLKZ1>uQ;ZDzT&Kz| zjhy`KJ9_g@J$>+DRAtW}g!<9x46M;)*OaCo@=aa!o$4sR!t<45JE=w0*H3e{f(^g} zFeD?`MzY~LC8^qEKvrGKd^1IFN(9GYnR8aqLPG3!jX&&e&o#g<24 z(h-e~m?qVxf940zJBGxZJkCU&YKY=gxh9Yh?t+feVW&v4U*`m=LiuJ2NT;XByRWLU z1Ggdx%a6gFo^a@^&;yDIXm^r^G&~_g!g*>zs59T*6-gOtHmCl=ihw= zsGk$8l_s_yH^UT)m}Rw@++e+KXf#?fdSxE!K3ZQWoiDu_yeb>5eDcqZiVGbyi(6%1 zS!KiQ9jp04qp*4)eIG$;DerbEMaDSNqN;p|!Pf-(4zg#jB!vNtK~UMKAddfqH`^d2@(&HhRwwS9?aIw64wixSnV@X8%Yc4EM6GxQNJOG?Y@Q!`5 z4-xTka)<@fsm3w2R7)_Ln7mw=`GFj$Z~ANX?8TBjX0^Dt8|#$K{`FM0Ru_8VLk;WT zo6pwQX)0!Tp6z0)xnmV|PzET18i0?)?gdLaRd(nuFRI=p(!SN`Bb|wAu6A;)%t{3Y zMh=r;-Q2a24v{|CC?asR2eG(lY2Z97TRpp{mxBS4WL9arE%tS;KZ_h1Xfei!b1wr~ z1)O%d&f-x&t*!C#y~w=_l!G}-^8lI`E%htm&)Mk`H zRGbZK)mdf7GdaT_o`jo1Q8SOAB9|&W)qsVWJLKHaWYgAF^6GIy^Vxct4ah@gsvc3v zdNwVD&Etkg%|T}H zjm%%J?A2Gr&o0F|DZ>)!4$kFnYRpPK3Kh^pKn(A#N~n+l8d*|S*|=**TFA>~*duFt z>e)xg7#;d-iu<$N&$Nl*v5hkKEXODE_iV*36SkJ6>e z2(=i#a`n=VY*wu$VkIaEz^u-}#wJXXJu0(^pQ@=Eki?p)}7;Q^LOLpmV+)pnn|Hn*P9BfsXd#*93A{fK8RW7*;wXOs){YoiB(IZ z0DtfNQD7dW?^SCYGEM>!U%kRK{w@-?Z&_DnHlJcc+?sZ6t- z>?#8}eFW?oUOGdDLnY0#XZQBE9rFy5 z#A4~FviX>yk_#zLpgIlY>GGV_v*l>7v;?xnaoa&LrE{)`UIS9pU*ZLF$4AsyH=f+8j?=b=qdtpu#_f}$oS@T* zhx}BFN1*5Mrgxz0`m8(7)s?JqEU0g}+7GfcuX|4g5TuYS#3(gFCIrRXt9u%Z1h8WjD=AR`; zKME^cb!DhN5ER3ZvP4l$YTUD7!zn=(>n0_&rsI=jvoOnuB)@nQC?ww;d6k%k{W-ew zYjORKD%*PX{I`=qei>(Yi-H>m(VuwGubQYbpmcTF?p;mx1(7(}pa=by@HGB2*2z=4 z9r)QmDjZIbs}-A-+Mq~UqhN9`c1{8Dk)5T}rT@6CZAJ4=X9WD}yYsm2^IBQ>U} z0Uk(DT|W~mJKII$q}^g3j&c-GKT&g6BYz13kK(b?0+w(|6i`C@szlZN_|OO&k!-)p z*_}YXcu1N&oDWH9GRqQc5sjOAcHdg;NA+{H)V^a@V6~Ayjz|6C*vJb#+mh9P{JNZU zu8%4^SOt3yi11jH57(Xs%&48^?`@8H zb~e4d9HNrVt?m%)m8GgVWU_Xl!|9i9d(1CG&rTM0V?PupdyXt3mYQ_N_<$)j=J{kR zZjcBSm!@ABbii~~r%O&^x)DCLb}%{ zcpl*L_fKnci zoOi3rX1!%nT}RO~3>^8fR<>qols^#`QlAoo?<7yr%H(K%qMCRB5F>uJA|e$wNisLk zlQP>dAN3Hl&1oBz?d#FN84aCtNUiIRLw-oMnPgH!jqbA(r1Zc^8SWP3lvR}o;BBX< zFy*B;W;&cLU69aBdyG$uO@Jcz2d=6GG{jid#D|aeH>hmorT>=sl3xTHsa+dAQJNV- zSEiaW?_d(Ly_RFfP-+huM#eMY0);p*pfkCjkz7@C*V*(syQ{OZ9}(lmIr}}-#DkHl zFg274x+KshsRGatoA`qcheU8N^9yUF~ehl82QQi}>@WJN!WD)B) zZIRejfp2x6qHOw~fAqh_j4(fukN)qCjSS;ZlM{nDZb~qKOiB*%7(elrUrwTF=Ph1V z`~`&3n4A?WJ17iFH)LgFz^IHU&BPs*l8n47gZBJs+@rE1yKkWD3HW}2cJr)qtw#q2 zzjL94$zsUVtZ3#ab+)ee1$>WSa(Z>tQBz1tortvJa0N;&5lf?cl3mP6BQ`mQRoNA% zi*^{r^u@za;oC^VMZTVp?EpvnG@Ty-Wz6^>Gr%Fls?9F$;~Jf&>B#+PB!%}V${pZl z6F%a0zvk4Op0lgGOVF)&)|B-ITlpntnbqnh6$mI@J8RDovcUsUTQ=%&f>m~Q=EX|v zg904h3PA7fHdniw_1Q|92RQ42og%Q!R*lFNQw}`0+$h+$XBHuYksg*ksOP~vv)OFEY|pwO0d?d#&(s2{ZZvcqpA{v#`p1i;LLJnb;?1t)F6w-BAuU+M&vQm7r4ep$|X&u ztpuj>fM+&m3+NV$RrK!t_3diasj$;z`P1sLq4RsC5MxVtlB=>}f%WGwy z;%B=_t*e`AHGk@I6rv{BRtf+N;Bn$ZI0SlN-s%rXJjy8wDNfn)VkgyjJj9*2o| z)NOWc%fc>m_BbV-4yno>OWpBdX_{>$+njFiI>oPp+Ckx(P`}lB63$l~UaB`zy-?gF zf{@G^mHo$gJ#;U)2M>H83dDgM$}L@S}S`-(@paY zq#@=gV`nZZLv`3T-w7SlBiVh^iqrUrK*E)OO5j^P|FyDDxiYA*MKw8Yoc3%S2G-Bv7z$cCqf{s5x{}-jpY{swc?KP!Zh4gV7W57niP6WhWY*0VHQ= z8ZFVXxVj_n0G-@v;lORN8<9L%IU~T{j2d$3Ae$+Z06qGAurVZ6q6Z(`#+1O5s$_SB z3Mo5Qv{K9lu$VFv9&3KGLTMVyNWtMU*~$G^*g^hhRd%Q@I31@;Taz<6m%P3(GAbH_ zq6|dgx?V=fQaGsWz_4_Zx$^{$Q~Ud8X84x(*L0BDE0)2Q7QVdm@BDIk#-`nekZM+# zb5hV(p9a(eoqtCj;@-6D$*m{LbI_;iX`*e4ROk|yWmD;(Ma%Ro8O9AoZ zj>a~L=#FwfrAreJ)x@4v*X5EG4pAhimYOwO@H>5XR(Eg+OS2Fvk0DJC1DR~0jR9( z<;C4-uD`fpkUL~O8`)?>bu6>E-I_GnJviD&2L-~2n#hZzyS*)xk!`LXPMaM1or&7+U zY;M%ORW?r`Q65rK$S{7!yQ+zon%yi^yu=2|Ee-l~Z%j(FWzg5cB{cBc8eLEV9QADf zTG^*7yOK%~hm}P&1p&DVs^Vm1L$?4#U#LbiZLJe;zI1*>*R#cUL+yHx6V>d=dbXtn zV<<3F%iBeJc6Y~dr2Ljz@Lp;q>xSIoM7}c_s~mpKcOS#yL)&ilu>Mb?};36JDp0)0GWoDYKCXX`#*S zYGAnpNxV1fcu!plW(PH-Gcd3R=_?(rUWQk^_=^15CL4&lJ zIH5MCLTj8cv#ZH(q{!c_PjJz-BC(Rm&Vk081Vb zuI*y|!>(HYRtXP#_AN#t<(YOe{WaV?V~LKXOs4q=ElU^-9coCh?p4`D2H8TJ%!GKmAHOMp{g{F%MuNw!(7g18Kf4aJFBbb1%96{YXF-vLU3WtvTC?`5KFsc z&nC)@IZXVt>O%fn*`I9JCxAh}N{ceOP;*omjbhQJq0TOYu;hV_m1$g6^pO}a&HI2k zR(7iFrEqL>e;{g&+PJtlJ5$SUr_u)0qOl}Y2t?l8Fm=dp7wh##m90$-<>@Qs)bQ{n zW06U}t`TXlbVeC4&5V)VnTj`)G(IYF&sD!OElB8gqGMn+K#k@%A|%JhU`Qd8bp?HR zd+}_$tI%s2660GY4$WPj2WJ+a!H=ojy#B2B27NH&X4K#V*Rw=kBS9RBiU{ajSUXxruLdld$ zOukP%)JhO6p?kDLB%M0BjeYPYC9jnoxSIEh7|wD9krxjiB+)Y>83R|V%{quVN~t+h zo2r98!j`IMV+e+J<7;~(!UwB;Z>2wbt?Uy$8}xiq;KC7An|7yFbU+iC$h^_c)PaL? z$HrhD?#}WILE-drHXFEuq-artU9mDhXgt# z?%uBN_xt^BsJ=fuyEU4#eGsx{4rbBUlUt{2R-_i$+%&4}F7ZY}uGW~aw<5M@^Y^9W za+M^5Mu#_wiVV-5(e{TiesF|pbBU}s-B~K z^p@mdLDr1cld~U_a%wEdYh|BgvC;?_?Rip@TslTH%Z{CnVca6PI>7QPIxzRAs9U_P zGp?=&_AK;BRyKG=tn9n7vpis#jd&~U#qvFWv$~j?_CjERr7)Rm*vK#uw(JcnJJTz& zF6ma45vBRaZZr+erho*3a5XU1Mu@YyUU#{xvo?njo>RT6r%Lg*VepV^x*$aucty-* zSVXFnC+(v%c9nCk%Ev5`JMjiVt5;m3L&_GoH^GZs&>$W}d;J4_TY?W)H4R5vg;zZL zM9&7{e;l4wHc-9l%wfbhub?4srU;;b@J`Cib9N*Q8NB7=4j?r==WL|i2+uZUVWWd; zstvk*qn`b~U%Z)`Hu-N+&U~W!5puyZxn2LT-*2}&QU-~0U=}jo2#tI=cW3h(<}Oo0 z1>+D(RpTwgB-zDDfRHX#QYq68%50*#u?F9X%ffArDmyU?oqi7z410_41qZzGVGvSM z50j&`6%NTY68OZLT3N~NlkL>O)^e)skICHbmBsqGo;@h*;IJBJHaU4lW{=~lL$oYG z#0E9HX)oVtZg4Ol2+tl%OGWMemAhn~An&Dc;LZVfUoGrKdsC;9e!@pMu(*8Suj-K7 zxU-ApJqmlfrD@ab`TAKo8{ zZv3Y*1^-)VYQD-j8_qRJQPkDRpb66S2BRefWnt<5Y{bxZkJ?%$jP)Q)z1$S)9f9&7#)32&gqQhhda#!WU)gD5J>yYCa!nrCvc4_3Yal zOgq8o*xp-Zqu~!7o;vqBIv*0N6rse`h@B+$ki|B2)4>w`HL$YbriI6G;%DQWO;#2B zDBv$x4JyoPZJ<$0NQP`npCofN2HNmObQDZeckM^!e$C4t?XTjb^B>l;2Z+0CT@#zi z)ww1li$KTS5N$>wGTH3W>b`qW5W-MBls1%AqOxfe$-=&`$`)33J5_cWLNtw(c07&R zvq35YDG&npG?<0_qW@uATJ{xsc2IN&ov%#?DI{8L)mI{2Hwhy3*UFADEKXOYewtuy zH8HyjKUU@dfiWt`N^=}!J5kQctyMP7)p-6KNS~_LIj}$=NYII5DuU-zwvhU|7JxPA z^Wd6XgU7W0kIA1X?Y{o^wX#q4>`J%S|7Zj}1Os{X)(#4cv0|74@55vTV#h*A4Qun4 zlMc6%D!Ty;kf6!c9a{FHUy2d+{1+YnSZQOURL2K(Jz@Y(iCMpDRxOy@MIUnd4g%Kco0Wlhe1~vMiNg-dih*C5TJ5d z_NY^DLmR-HGVOHKAv=pxFbP?W|D!oqworIsrnpQoh?wKWzuq;XF$2u)jzu$Pp0vExj-96s5N| zGfN*R)f&sZQa(!GUf-|R?{DZs_8>FlnmK9Tg!CsDDjJWW%8ap9*%nY@S83o$p?ouL z`XWhH-YM5H%dtX;I@1oUvdz~oNPK~{0AIa<8-KE%!$CZze39hN z`O`9V!PH{(4+2z9=!Xk@^LNN{y-F5Q!#Kz0U}T|K%*pgA`svgt4+fzs&Tv6rgFmcU z6DeoqzxM2tyb-_|tn7~aZ#JN+WlT)dk|(q?i6383DqdapP>wu+nG@sR!6UgE!ZvcJqqX06(F*>KBg zI2=;^i0R0Cf%zbGH8b}SXQyHlIU{IEV%{o`w~#GpZagg8o?c%8F9vxCGEgPe-af|fdy zm$S_IcM_Y*34?tmid12_v|YK8`=vkdS&+v!$j4wJHUG;B&AT4p2iw9cHpUg0_>!1|**Zi=Bas zcGIp;#9bXbFu_B>0cpm-7J&mJ9y+R3qhe_SK!;Y0*dGHPK~#5+*Fno4f7H%>tSJcY zRW0_}o-NZyjoJKz4I){FPK1?_f2fFLg{&l5`g8loo<-U`xzBiG(dZI$YVfwC%7}vf zBuo2QWgE%w{l(dvH)qZLQ>oi!-Ljw21r=9a>NY!6H3t!vHg7CE+?MO_X*FFv=CR3Z zl0!tUA!u&m(59$mjXS5ia*#`um#0XU`!Kn-nBj+9_3R|FT9&)~vngy23h?%f%#PD+ zZepbrAsa0}yxcF73CXO$KSlFmVDA8uEwW*GVJR}GsrN)vrc!^c?9*I7Wo(Q}KQI#W zAw=D1pIqqCBU(w$-iDJYowi}J9Cvu5t_Z7ao3q#52p1CyU5=)aw(>?WX5ZZ2+~2L& zx9g?(>-7B%tp0#SjJv0&HH@4wW~;D=0M#zC_=f4eAXt*7nKfftUK6s5W!forN<{Fa zqqN9gLpJ%z5^-qN0y~ zuCA+=N&=HdN)yT#qq12K^7ZRRvl$+TV`!wUC&)KvXTD4%>-7a%Heiqye)FCj>U1`4 z?(f&^*?hG7H8QNdu!`~E#p){m5MZ>0W=k7pA-KUpY?Og#?md;&Uuj^n1dayR2VnGi zRd`@zfUs3|sAdadCQi2XSzfM5z7qV_Q)~#s$dW&5_oiA8^c_eaqbj=!!1+dsgI|xL=A=`;sGWEtLKoj2 z@78N+m!AE8`R4ZamcZWXVom6}e8x@YKrr5~*P29rczTkMfi5ILskybXEz$ruO_p`d zV4;khq_t1Sr4l(B7KE#6ro=KV4%~YrEwX#p+*|rTI)akOE zLKV%JYrLnT@^s(Ma#o5>Yhjxt8>!Cfh*|F3rGCHT*lRs|sHzy>A5SB72YJSxeZkSC zly<3b%+BSXq1w5-zkeE^hzS0$-S2E$f4Bh6mB9k2t^GFAMWm=igP`Q4b3)~ff-5Zm zfv)(DBId05f&K`MX+!PmmnvRbv8IvBFhL{1=Qxpw!6%Ip&8ut~sX#C{@trJ3sixH^ zRPx9m9>*DP)_`Jg^NB&b{$MTwCbxO5>{C6vvqn0MQ=2vdJ&5{(po1)p@b+gNy>KeR z3!7vns+%xJP(ZsKn>s4HJbdz#YrAayQv27Jc96Gc@%@`OZ`N-S*MyEul?)DzXJ>EU zj$>|*nQqxGU>}Y!L1c~MAOk?*5-4F6`In}Hk6KjZX`HahtDjTmUhQBG7 z+7zgK#+^wly$#;4nwnER8#$EX;2?_zG`&=(D+9;iZ)vYp#Q zOe1`&b%IP4E%1x~_2B)miD;PwNf(FRB~kG)D0JcD%nI$Ibr3YO&mG z5tMLuJ_?+a0^+P{YM9$DD-_!P0_>O}4@MRw<$TZ$ouS3>VPKt*&sweko+?31jrG3d z%!>umPg)<6B15^D5}2rd2?8i_$4cB4F&4hD9zae_MW?5;pN-jMJsrh0IWBYLB`@C` zWw1(|9M8ut)oVoU|MdiUb;@r9nwo*~R=jj}rlMv^{85o02=+-}m>G>^b=;|qn;R1u zu=f6vpA8m;KdV)zOpVLMU;e)MWFB!B@z%Y6f4g2keRwLzMD*;{OBqF51QuS>4Bxsjt`>w>bqb3G;ww8u$hrZyZbxTD$NQHOLVUp>y6apUQO>Z&T zqngYiqWzV{dZMynMb?>emp&Y#T6o2mhEzQrc^A&EdjIjHW#mAU3=%iwQHMZ+_}TFI zu%2B{Xyax7_~FxOcaDWuv*#Oaqw%BX$Mrrq}IGLKvjntZgF2~~L@ zXoPFgF`3Mk!g@Mhh7pTu$|1ek{@{uY1Nr4rK3+z}RP%4xgk|5EOJ&pVTBJQ4AQzC! z$oNMOXLk}(JuI4u7l^YS&W)`cs)Y5G+h48;raDuy7s%eFMkY9MTv_kDlQN&l$bqkw zeH!)aCTl;t1KVadk@jw`=&bCCVhVyak&N&8ws1sd!QjtXX|mldAhm1S&!R2H{Qu|Im$B?Q}!ln z1mQ@nAt6wdD3Q#F&PkwIh%t_hB+MDLL#H%uUl?D^{5~jSh8&ps!FV;Z#g|7^BfBugR)b*|5%ht?bV@ z>11PyaLO>SNtKOzYQytTmyTd=MKfg!fgBIndijtD(*0Q;QG+V`4o-YHkfp`{Dp%C% z(6Tj+yt%nuxs@-K&6IY~us8et2NI-yC>4Hov$|N{-QTUxE}HeY8#}Y3;V>ND%Kc0u zZ>mvAjU_xA9^8#^cW6+5G=M?2dRPiM|2s6X3)5PVup5U@dLi`y0O}} z?fUY~g)3vWN6-Gid87>7`^^Y&N3V;VeKBNWctK zYcS=%vlbs88V$*cGEJlxj+(J)jckPt_?1Uce<1kL_t<+QDcYXjp7CpCUwzJHI5WGG zN?LNUp%M$m5oWeTHB+bo?9u#fa@~&!M-ZB;oPiE%F@}BAX+$a0mpwx>_dBvz`_^Q= z?)}a3BHpgyNBQBy8guprxHWb)%loI>#o1e~{chH8-Kx2;>B(u$qMp54D<@!bj9?`O zg%f*`_36gS3_hlYV!hgEy9)M`K))bI3c8Wl*_ucusd;>fDxNK>UgUvL7*RK5Be7F? z%*T}1LWVwxu_$sg^HTfsK!ZG3Ty>_5^O7uiV@@@bM^7RfEeR@NtkkPxLYIMr8=}mcO!C;V@lN~P0 z_m?+Oa7G8l{2?*0g(Y(c?-FBzD2ERU9I>@ds#uOUk1BJRhpGMR4)R20S4~JYK+4sU z33fPsQYV@BK5gxyz^ga~-_}S(+M6ji%qp8?SXTC}OmRz{E$zMdKV)aWH_B>!AD3ru z{KbNmT}pdD|FAD7#&w;@%h+Q0;LUB{!*VZ}rm?)++|;aYB@U<(d(8+*nnWmf8RNk~ zrjep`?ozxqfYEAfU~g3{2XG@yXr-E^)FnKak9xLVo@$UCn2tK_66KzsxCu?Nx=)G% zar6(2VQ8$03|tB605417DMLio@LJ<1rMjCdF(u5e+w~KbZ4Lng*%HAhK|1Bb@YGMj zyg2<1Od+PiB@y|DiOS!Jq{Ml>x}TNTUfE)_J}Pfa``*6yyrtX78{@RzmgD2?YIT7V zB=EiM)gA_Z>*w?-{P+DuyXZr<02r9{ShmKWrY|jg1^!g2XpG|f&5lBv z=W^ipt1_1KfkotId~g%<{y=+J+XE_>!T;_Fl`7lx6QPOOd=Zb{5ZdJ*$5>3lCLUl~n6NJOrDfX`=5 zfQ367nzWC{5=jvn+{B@>F)_Z**{3SoR&BX@m@7XHIwz)tC3jGA=y%>%rWu-KekL;}=i2i_WtS17tv;2dVV{*hy&+!&K2TSC4BD&bmEHHti;Ii$ zH8WZ=X@k*u_3Rbh3!p8JKgYtC8B56>NX`s|bJ)7!; z(sa*9VJZMdaW2&k(wk}*a}Q6>&Nxl7KvY(ZVji5dUq|d!>X-+KjYjT9?M1Rnt$K=> zWYSMMn#P1Rcrve*eIgH19{p-(uwZ~BePp7?IEwK$O(XSXCbgdgX)yn2(z54pa(yuXfzhB-0?gQ;G&W@tEnW6MiS&$X^LlsAreIQw-eZ zYC`?MhUzD!?-HZ-`{kR9wviMr-&ME!L>%8LJL{+{n44@qWgc8AlRy_Zqugua-vrpn zCL)_4jV4t}HPzKLg$GNJ8H}K476I1W0c1DzXlc87Z~T@&Ol8l3D(FM!u>YpA#U~ae zWY7XbmO8v`8WC8WdHK!JBEyUsJn<-+Gc=J7>P&Cap{o@(lFV-e{$&7)&+1$8k#NmVVQ_9w##yE`^G>)UgBTqB+j`wsT(Tgqrhg#|NJW3+=A>s1|>1FaH@ z868z4rlLFqI}5MIbztjEiyotTQX9bP5p@XS<$hg)NSCGw*^B1~MATcZy2R1)JCmtJ zu14AvBqufcrg92RWu^$AAYOSsn3ep27*VBszqJ}KMNoeE$qM58mv@lkFi}3_Js@jd z;0>Hwy$Hkpp!le6BXZ>Ox+mhsjWC$qUYwvV)yj53s9&{2O?KhUS0rbfMzK}Q=kZk>zE1?Fp>b-1)Q!~KEg?A27+-~1Dm{SOfkl*6KXV#Ak~?^IB0 zh$2u%a~k2F1av!XUwEt6oqxBJP4@XTjRf~b+x40U^LT)>kGxp1wJFC(_3-7m-t4#g z7hCpXNoV-0{f;~(w#BMQgCMLMo$dIYja5t^@e=oj06d%AL=EZ5=tbPT(r?OgdFixM zlli!`p@l=LS)|sp8w*jgzRd=lx~%n$GgHju!%$fWm^!@7a(JpF)Lyf+Eiyj38YmVG zVnuFMGR46$!PWg?u#wWJYh|xg+4T(e?Fl^F?w9n0k+VO#kampzAZ?NZF8gDBQR$BB zz%YdDXfwl6lsw4a{0Yy$w-rLuLu z;q1W0wYYw3S+S+Mv6gA_z|q>fLF@COGa_K%%!>#zuKv7cbMBfF0}9~Z7cA5|(>A-K ze3-6(HFrHy3>+;qiW_^gn|IX0U|z!-e5|2jydHV_tNw$MNK2N4Ta5@WUbvqWn~WMv zP0gfk%pVFk`X8mTznLlK=91z-tih1UJ z-RB#5;E$v5T}_q!jaBv&O{W)&Q`>bi`dE!Am?ouiL7L~4%{q`^gyHB)6j!({N}hNM ziQQ9W^9?g^Yx6M~uZ{>&a2v6yztkcMPwYpvR9~Jgy&xPdjhb>BbKSC2Q%A~+F zHJwRuwHT)&#`fYY5m{}^evlz&x%vQwL4gQbr-P$DdERsO#q~hjkRVGeN28!VrfLTq zfg6in~Hvku-V4{GQG9BfiB&2=aHVEymH9B^yCmX3U#lHSXl?^+%Cuk zk6vEreCaVopu7l9c74vq^xl?T%@U*JSFFeti$G^GZOKU zn7CU5xy@XR0Nk>&!6;JC4o)hvzZ`*n60h4da&b`#d!gXdcCq|qzW$-iCoBDCTW0VN zxWjil#2%Gv%+z9ow3yi_jDrH+v#SY>6q4cDcFCBzs$W*NtB@fXDIV+@r8y+WSBG;~ zvY-XJ+e7R%R0WOT6?svG!5jaNXsEoKrDMSLj~g3y@1;1;>HWt|Fu!)7QY{2QDnTBu zlV37aleQGXrH9kNAEdJ1ExxtNo-dZ)94dQNhLKZqw%+w{uu{(;jXYEhDM@ppvN`i!+_TZK&6T02yk?rL`;XS@q-(2b z-|y#h94_CZErU=V{KcWN$85B_tZJ18#pWxK2WY}c5;O;k@W2^61#@VvOm5U*u&aSA zl~`3pu4apIhMrDzW?6={K=;7I<&YKj!Ftv$BQbwHz;~bGHF9yCiKuh6PpbyrqwLe- z^wcO6Bb?I6jqndr**`8Gt+Kya{OwTLa||OdSGJ<*Qgt!w7^5_8AW3@|_&1r*7$c%F zzqEQM!w{9$#iLTp-$IcIY*Q(gc>FZt?{ z%-5=wlMc?_rs<;li1JgxU6CN3PTn+ez9jumBrDzz2sRl<+XYt{gN#r-lI~% z$tFQ65B0i7G6T(A8?-#$RpowWin6Y5kNz%JYJ2e1S)MHH<$bB^t9fbFYgYE0V@Ypf z;_^T1*LpC>p>ui+&jq%}$vpS1s^U z%?w(bDqD+hQ+0V`K*dlKaRRCCg91Is6yr?BnM5z3w~?NnR-JATRGNY7MIeAj zmr;u$5C;Ajm5p)QD!bJ9p|bUNCwjIPWsN(e$5C0}w8v%65w|bN2+ujyHGw^w00_l>xcm$|cGufDQbwlVq9v z7B_c1HbO#g3qyH!r}})|P zq~`ai?8G_yrUpGdPIGqqY#8~>$Gr#xNbfE4^>Q=ce^53wkOZQ~XH!lM+_neHXElU6 z*9EvYrif$8G=tJ`yvxHOw$hYo zXu-qf+CbM16{_aQH1KD&S4GRmE}f5ri=u?K&U$v#_+|U%*j}0gAP`n(OQSftz{1_{=!6w4LJ*TNU;i zEBE>C_J=L3qb{<{6+9~2t{ynhK+YR!=N*;KI+@Z?_YHuZpa@+0WE?BI2^+`cfuE}! z&dh>3hWK1oEBw+1yqzG)tD&GD^%sndfJdoXn&fr2BPBMO4<-+lUK{y|t|0BZrl4>z zCQ5Q>)q6k^T6M-i(#{{Evdctze-A#a==?l>R#zx zBT+C=+tN+WD0rqkK1EmYGN~_AAlm|r24kiM_LWB0{ zp8eha!+Kq=RbU~*x}GKX`^}y-)*7A8ViSwilG9nx{54PjOlLgqzAXYqQcc&K6MQq5 zAc}H*W4?Q)+X^*0kCjc-Ig0AUvw$i)Rqc_|lkop)?+iKx*LOx130CkLkVbIX2d)~a z=9R&vxkB(X>50J*v!-g#D+a+-mkM$xbn{29>~Bt2_O33AN%w1PzO$8GHZ|-+P5z0s zLm~1Y{*Th5voFIokdac;|AW@9rGJma$#J{x>Cwc7dP9Z#v|GR0J#ZHJOkpo*zKV~7 zfPJmMC||$bGn9e5x-w_i+;xHLSiE>+D;hCCbq=!x_C4~r*o(`LJ!6Ll?|Hxw0i}!P z3C#|{lHZ4N4@*;m5?vWC<=omF)R3@eg)o#?P^S%IYG%pkdvMk12JuztI5)XRT#BKR z$s6%zPr`>ExPJ$s!5gxuCBAfNfAGrQo~mr_b`6qNhJl-TX~Tk`*!>Q7bM$O;;7#Pd zmkDn>FMlYN4WFVi>z2yCPN@tdT`BbPV5AJ;O3>F&> zS=#e|xN|a{a0~I4dB9~0rwuc2f-r&$K3k46u9b`n@X5g@$6S@YIo#AxkKlEnhF(Z2 zbRPSpGQiwBV`a-t@_ew$<_fZ-p(Hca#nYqCCf7Tj9i-8-g}WNJXn6NvZ3eTj2Vo-=}cTeEVe7} zK54E4aVN4OG_u0$xqLx+VbR@7v;5yQQ~RG+|EE;;gY|4qIIa1l0?`cVlVuuJ)K4sH4ijG9>dg#CO0k?s0dQI&LL<4^Y{pbs8a$a1 zUxweGcXD;Fek^o&l_zkN%PS9%E&hmbZVNY-?+S^N+!7{V@$Y(0%o7x-txycqtdk+h z%Enk|8SVH!c=o`=rJrWxSh+l^BZ~hcWgbk*g9`S6*?M)Nvgh;}pL}qu4uR;ej3>tp zw|Seflu+cj@&INt`KoB${75aXu}<8C+TLA zOa|&@aG}c0>yoy9O2ivQ`q#pIviv1BvS^|a5n|#&TO9O+WE`R_(KP;9_6-&c*_mlM zgQ&sbNjw1l;yL(j3T?>=Z(pe9~1sqNvHo(WtS#_?WFXo9N9stRB;_y5a8iEvAYw(&tAyM2+e{O7tL*FD)0ypQ zJ}vI5FsM^?DRBMG@_sun=hJeCEdRlliA!sYBWG6F)!CkF#3*imuDnyP{L%ncj6`Ji z-yvHlb=KMn*c$LeKQjWi99pXrHgz-3QuAbfY0yifWlV6cM)W#T#6&wVN;`I-oltTd zM~S8nO3}ufL8r=SgaD2+p{B{>YWRI9=J-NkMSJ#ZU|cmC7sD)9qAj zx^mwJLQ<^)NPzMRbSbav|0^Y0&irK<`Tv~z%hfdxl!*l9o^Qn&Qw#zlyNorm9n(#7 z;`m7C5N>MDe%OD&2OM>75f8Z$W;jP_U+sJ_;JJx!tHL)Jd5!rN%v-@n~T4RFh7F(U}2cl*X3It;bxyQNSn$ zA4qlWYPc)an@PS8A-%4-zY4CEJ2bH9Zj%#qsdKA48%x^B)wK@N`&#|;7nS*eXZ;h?q`i5RK9Lu z8Yz1#vP9@t=KKrB~3Z&$t%5J#&z91{3!r8lYb9dRkJZ5X@ zLIZ~Nhac8ItPxnV-S17o=`J4x5u4)#Z z$w5f_1aF`YiK^uqQn#V)GpA}JR`EW9iR6#%5mg;^UUaN9qa2sqBzX+3GKjE{0mgN% zqdnfMbM-#Gci@X8*pfCN`~974sJ%S-KI+-aWnkd7Q9#Bsmmk{Gg>7@Se*fWM4ur40 zn$LIR4mt$p3t+p{Svs{sT9x6IEMA0jG>s8JGv7m7KMXQYpt7Y?FIPYmPJL7;q$;_k z{krXcWH?XiX%odZ%yLjOzXjl$oG}7VkXncf7WXELrlV$(C2?22J(iB0X7fnXzjD%! zoTd1nv9ix3sX-Ta=8=}@cJ!JpcB--!2^6cbR`qJu(k2Qm5%*00+?C>BCIBkC6x{y+ z!$3U00Trml>swBe&Hp+)IWeMeND^HMV#0J@d$zml#>>nkg55{~Zg^@mc%+vC#S zKi%)k%)J|U$|~==B{1D33#_A7Im@V!!YmfUxY_Tn2S>t_v{#)DavW%L_b}O4n%OcV zi0kSK@CaBWvS;TBQdy}qePuC6?ZOE~2gUR#fc?sY$iAr3Tt)YMQ^*hO8Z7fW)F3)4l)+B5j)TO#KMTS!nnAL>-2U&gPle{(W z=1uI_EU8NxTdZbUc-6H!kTHI>T*CkGztHEx^BnPWC8;rVQ47}W$Y zZ(l3>geyahjCFC!Mh4~wI&e9ESyBtn>ks;bAfkn9z8j$`v9e1Wq$q(I1(}8kqX}a~t_uS6_*ZgF9qRcOHfjjw=O9o!kEj5wHh#rl|&h8UNs(F(A8_2$Ej&Va)X1Bep{Es za=RnK4frh8?Ez_PECo#zy@hOj{;aasPotW)d?15gF6I0{i@xf!mMth-R+NdjayRaV#APZO*f zi{u7i97qn7c_pRe!FZ5Vd74`eLT*^uj7}qVjsb#n+K}ox#%vbYw$CRA;ZoHK43X;^ zJdt&^h#5f79=e=d9=sGS`*aF%&Q8yj3esW zGKad_KdsmIo6R2E8eKf<*=D1PbW29g2)U3hjFmkD!;70soe9;2rLsxY8(ZmsK_T4K zWLfRmF%STsRW|w8+Ch0T`-1gjnInp}R9=E}4(w&tV2DCZv!}ZVH=wfHw$ytt$1wm_ zv5joJG?3Wd2p}Z^p4ZAgiTX_hW8b2OtzlP$JCJ9 zl@3iW*5tGDUkNJ?)wDriA;kwt7M9}}L>3P!WfR39e_@yE;vQT7^4KFbw`5>jWru2B zE-;;eBRX!DyTR);auOSvf>6k^Y|OJCoChh_bKOQu;%AF^cc|?AUsH`Up5ia)*>ck1 zn!8ot-4sy-5RHH2G;qt@msMa0od;wAk0lpNxqwyb^bk5Za#3BpW**O!K2HxiE zIz}hhaSmfAD`JM!XxNaJ5mywx0V}&3vP^qy;K8nT@67H$@?RR&{o)56Bnm2m}v`Nbxqh_^GnfRM~&$A_6@-v$A`hwHQdy zlkbccvn`KyQ@&H%+}+)@ZF74P&;HwX_jG@cxSCSfpp3A(!Oea`VVBAtIW_oN*@5nS zGI8Tn!WBBhrD^$&3)I2phEbBfnG!A0V@aRG4;IWCp2taP=_rz*V#{Ea}4g1~wZeQwsm(E~rGgY?im#QNW zYE>mOa1qH_0n=?30!4sz9*OG*aHP z2iw|cG99RGqB|lziGm4FbEv*ZPH$i`!_#2y{+P4LM`@M2j=ZlXo^SU%tSv%UhUd4X zV_%$o)Uy#yy{3WRdz}|cJ#QcPN0>Hb?Dwc5OaHOb5uePl(#p7_9Zva4;Cnq7 z7nci3+U!IekVP$Wv2IsOpHy%z<^VEDlA#`2`2}uY@U@7S83(Gx;7&&CrYw9>hsBPO z!J!^QmC$E4D4giY#u^S2`k2k@kEit%6-7cNjiP+z$IX1pG;uPq^nB%wob1_BIi(5t zq9lZSE)nWOsFrpdU`0#=Z<)?T3{4TbMm~PF!M0op9V*+SEN+Q+R8D3&_YHRutF!&n z#quJ)|Hw{wSxHly`FvuEJnlJHYc9E(KQaB|cEx!INQ61V-)KeCF{WT-Mm9$fTI&I? zh!D_5*)27^L+R$O$Zc;t_+d=XxEr!;M^zpN)Cj(aO zbeQc%uFg9>6cfvg`b~c{Gj~qZo(@d*9mh(0p=%qAVH6YM)wGT8{aV>4Dmzm3GHveA z)RHKdCQ236S*J2KLT#-joKhTTY3VfK#T^~wIpG5%{YGLLOQoq13AQWzEzk^AcAlPA8to{|wcpQ9Is#O7*O7CQX$i}dV^;Nw zLWrv$`mj9AN_XzeSf?CXBD04_ZgQ}5mpFp^doe^h=8&bz08|XqYh|CBv(4#~Me9^5jn%6uRlRjnA!;1#kr z$o{e+(Mg&_qhWjTvx6yzOVu0r0!a-*e?o29V=~<%lQ!}EI)Nduys$+gmplV6LE|TO zV_@y`iiiq!L9s#dlreYhpp`|i_{F5Cy-67E zE%1$Z(yWLsrg=dAXF5pAPZ;vH8{Ey^wp8}T^6bsMjTZgn(eT$#3;P-^dy8!icIxxp zZoDOJ1J8h@x1sjzPT?Jl=gZV44x^!W+N#|3V@6F|2iVP{05+I7YhpeD*g8~Kl0c&q zGp-j#Q!_eWPmouq_}ONt6&nu10s{c3va)4B&ag2u%V-@1IXG9Am_$QJwX$)br+pY? zVcDs&8}l1klcU^#5;cGD2%#uFyS-iiMKRUL60@G&KTnItQXL(8v)^p+gkgX)K6$zw zkkyYNdP4n@Tn@@p85F)-N@P%)I>c|HOoxHz=BgCJV+DonmVcB%kAk!#yS)e_!PtAA z`WcdR7maXIy-Zo*WK4Z`XxTMR$wmnaz;QNbj9h4uN1`-6SV4^<-U@vdUejRM7!bszkM@ zY`X4Jd2o}c<3nZd9xmFp{Q9B2xG29~ub#POFBTus*S3$q{5Jdjh@Oqx1NGcR;Y9~Kt^ByjhP2yIk{3VVs zLz207=E5}8t)%}WrBnaQ*vJu&4A8K%gB}QU9-|>BltC(4o(w(dnnHJhi72<+Ad!wd zZrGc5408D^kwI>1-jn6uHXA5v%HNff$>K~4q_ICTY!N+)c zQT}>}?xyKsF@{k$l^{2cmtoLwz&zlu(~xc^8}g(ebhTA1nK5@n4k=z#-ph zrKyld^J2Y`Er^}dxJnG8SRk5OoY_VyV#yLX+DPBNDDPh_)cHUpv?4$QoQ};DSEFx`|4C`9?#rzfQoP)624^Qy)3_d`ND)`p>dluy8ZE(UHbKIGkPv32OA?|wBTkcsHSW& zSqmURuxd<|pFKsN zGLs-!%x}%$#g5-mnl|IzO$j8t$RfqlNpYwgPjHLj&XlQooj8FuR4dBT8Pcl%_i)&J zt?UzN9uSF%Awo4DI!Tb19QL}PS{Q4{%$I5~QDx<5VeCvN%Y!`TfRwDVVK+=ojRx93 zZGrlMOLaeu98+b35K<=Z^4}khTlRhgW%ZU{FqG#D7edbe+QhNQb%MkxkV~e-6C45r z06Zj5eNZ%wGRi5*G$}HtoWSZn0|P1H;!<*@!+H54@3NQOY)$gRA9*OvWa^o*+;4Y+nXWc%Ey; z#*@9>jgt%qeDxv`wJ%O+S+rMN?nRkyzL~qXjxjNodEg`SAXm^U^sz${$9U7WZS$8; zD;qp09x4C2ow(Rrlyzy_B>v4GJm5*sP&qv-UU6qKbBIXRAd@Kz5mpX)GhYpO7)s53J<)V=$S7B$ zhKGkhOHiTo7fobPMxG=Pot#dHZBLtk=vG1&#(i{x;;y=P0CMj}+Zn6w9rQ|vS>K=190>VhAKzN}UA z31bQLeprn#NHTJ>sF$IuQ~&j~b?j?awwF;5Q9rqkdqu8$iA8y6wFD+>=)}^ydZYx` zohq6v&nImvxi*;bSSbakrCATOk#{l%0`^K>emMxdR`$utCjXa-T+BHTQG!*DJ+HTr zyqWXWh|!MaB$mJ|stUVt)Xz3XI=Kv!`@CEt|4tIK^X=93ZfKj*v|}}a`S6@9GXIfO z*7>z6eFMegW~cJHejq8y0&^mdY-tKpMP=tmu%ZIXqL-ElYjE_ds;L?R&BO?WRfwO= z^R#&Bvgo2NOaYeH*0Rg5rN~*?a#dxB7)_XimV-=(Xv~62=5k!O;Ccj+n=dkl41lYw zcvN=B$|jti2g!Lt7zW|fpxlepBpO~MdL&`v9I4R5^oc1o z7}X6ExWzEht<~uHK?Y-TG!>BqJ)67xR*a~ozl@;zUF}O{_vQaCHZSyShWtrQ1CNpI zeut0!<0A`feo1q|P?g*aDS%o`m5nwSnB8$mn(hpiOuQ5@qec^|#3&yoT!(-HYswvt zjvWqun7pRK#*}TpqL{96*zK6_L57uQn785Kjn24Ph~300b7YxV-&nCRU2l+AP)$(_3dkApQvmg&oXY7JD0#Qc#d=%EFPhvBIAr{9!zQS z;sH`oVrCrtvQ+&ZomFxBad7z1p+y*#Tai+SW z>}&%Z=rRIV2_x*l-{G}qpQ>y~AW~by6 zi1Q=5zciAtx~v(#-e1uDtfy{eUwZHMpCLmJwUR8D(8(h!^#iis= z2~a*v{1b_iB@ofA=vCo+syCa2{l{orN|FN02bQ^Nr-gO zuc+Ti)KBugk?utUUsc`<0d8-0*8^ZvBCC#?RrF}Agn23=wMQg4nwiu75idI9&aG$n z#v56dx_;B1Q_J{wj@j7UY(DMT?-U|-1yH06B+#vI<)AY!a|}sT^$vWXUf8EeYs#b}mbmNMtWOZm*?^C=_g!Xtx4x zQED5@#rggL-L~{>MPJ2MN0FlD*Sj4zf0T!9=7LFRtIDcWnvqz`KEAaKU)`%g zup3e!0idcToX8dm!Sm)mNy!j2TceYmJ4t=?^~2Gkdsa1d7`b}9zP`R1FCp2y=0&fC zY?PLVa(|w!`OMHY9F6^QvZJNWA_H;O*l}!5B5;vD3?F%VzR<-IC{5;p6kU9vXqC^e zW@o>iAWu~GOd>G?R!mw)&v11E;vrU)gnICb+|K+4>wt5Q-90KeyOn4vmeJl3!5bK zGzQwfSqedwu}dq@U1T@PBc%0&YwXl}r;{*X%%W)X`hY|OU)GzspYN|WkK5}@lICSZKijZp|K-{FvHW?y+m$(c`?%lOL9)~~%ELvAXqH`D z-x6vtJo|3YOdSrfyeSynPMArqj={(|0)id5%BG@>Q&q5;Ea%O~m3@6}|3%NHfO)IM z4Z&$|q^L-SA7umC2v2kw0q)%mQk!Z0<=uEWg9h0XA7OyojE|P(1l0s(>L{5ZmN$h4 zbfTkFf!=G+KE+}s2w+|raxJCfjBry=@+!}TOsU}OY%6x1-PM3Bf-@%htP|oz&puD3 z@|I#NbuM<>`Qvs&P}<3^r_7O?hofm^XX(^G?9j7!<-a4wZQvtY-nhX$j8!k;Nv>|( z%~@6W;+_IF;#eW!Ol-39j+l6gO$hEbfskdQn%r4sGd@q(_x7X8zOMCs4bmUy?5(j# zvSME?83AUmNo2hmWy*61_CMrnn}!kg4}qWTuo;p?JY`8D??lTPv7goH$_U&s7Bp4OE_sSpwwYDyvR1z6hnC*r{D zwX$EV?193+h7(+sRwreA4svzm%@M8`v|=TQ=FEaMh*jeCE+H~u#+|W9@(cy&(6cou z44bhO_I`i08%t#~0#$UYE>T9a1^BUt5hN=69Nijz)OfGqpIzo`MZH*#TnmPk;J+CB zg((k$W?hoADY>dvWYHA7lKV)ND{Irt*mKZK5~J%3sM}ms0@Tr}hQCNlkDlH0P6L1> z)0sj0D|QI%et43MUAFK+435~F%|{f&NO@2=Ec_ReX!g5tShtI1Y25eJxZZ`(b$9pp%Kdi#Ab~LvwuU`B zW-tRvC)2lB-zD4acamJuF-)e}K;F%yNsakX*#M#0Anga@Ms+hWpgu0`M>cITqOA4- zYFj{T<0rqBTwh5Z`+~(G8%5lf@}2qyz#K^226NZc^j|G4S?ln@RX~N2bCizy>N0$4 z2U!{w+D(2?h;sL!7n^1>4O}xa?fM=fS(kznoXyuE)h+iFbWds}%!)nZn|n7o>8#ID zpI29a0?Fq{q}Lb-;e3;e!cjvRCYN@z0Ei7=5Bl{jTfA#`Hn6Tlp0JS z=AzSvY;*Qd+i|eU66o8N(Y&JoNaSa+PIW}X>ZYS}S#U`bi*jq~#_iSka?cj#H?n7U zBPSF#?O3(aVu|2Z;gym{vO5QCFrehC&uu*RjkJ_=G(96c$$_M+Qk^(c7Hd|t8wWr$ zdsS(AaFJ@3vIsOQe7Fjo7=tWb#p=T z^vxYO$FRX6N)8T6D}4(S%Jh^L| zw5O1y#!ijc&JUvY(TSYWMw|rOR>%m1_KNULkp0`iRYMr>omkB?ZYkwd)yaeoHB+%A zy;kf84XL9<_zkn2pLNZv>@1YNs{rjxv4V zt+LISSqKR-)p`LVkn(_R9c8ICuzT|nJ5Gg8vIJ6ARoN7M#!$n~7)$Z$5p}Y%<)V=2 z+EVf8QiKDKE?6-$D^9^K)qS7b1$frT0T73pa#ZYR-d*++PC`u$-WCa7ZroXT+|%#Z zOvlROT)@r-J$u=0uke5Sr}C#8+L19nak$^?%jHmJnC%V|Op6Q`lA@h9^pQtCV?^C) zjc#L3;FZTyEj7H146{f@dgWLsuX!j$Yl^rm{=^;3$3u7?XJb=&tx3DGS!QtX z&b0HaN_M8_F>6&PNZA9xF1zVr-^#lkeRO0Kk4r*aKYS_V3RGD5$?7Nx+IdC&K2zB> ztDv%(vn3yMCtP=F_KJ#4Uv82QOfEtUS?mb?Q6T~VWm*l=ixoB{Z$KQm#qS_#d=N>N z-b^>n-N@hIPp~$_1|2ScXU%O>4ueDKw?hZlGv*y!>#<=UBG**@@%EyW>YYXH1qmNO zffmA+l<6$v_eixB??v=J)ApU$axy1jp3#~M|HIV_mHk+mBhPzwscg74q^YoZ8}LT! zP!58*6NxR^_dF;_P&Qs-Na`+KQn;A}(;`PDCvWaZ@(5q#5IVD)^3vbGVk4(2JNcSP zL_0jZ4IQ$>=>$DKU}7DIOD)$)MI$q~8qVRK*wIQG+d(91H8rA)J4kjK?jV=56k(#a z8@gKAJ@9YOv1Rey2BfF$mRhl!Tjysigtu?YggxJ5u-(otv2cu?Ip&oIA@bLpmD@_) zL5dV-&?AxGQyX+{Oe^ai|&DD{h_h`-@4GSs1JL=hGAQA9q zODn7FBvTzs(ts5!qM@a&46b`%Hd{CD9^^7=?g0b07?6O35x4Uo)*NoJngLMdAu0DD_SN* zVYZk^=@dqaKi)1H!oS~awd9-sebJwhSCSJ9&N}pKQnb;tBi7FylP+uz*_PYL(_5QH zk{P^Lr)(LexEap}&J50MyN7|{vN6*S{Ft4*OfZzg0OI<^Y2=X={y0AC*(1-82WSLt z+RUrx`IW+f!N?@#MI`2V*(lX5&_+0PrLtod6rPmE1a$kL5mq!fuD?;NLHZswuc+VY z%2w1&JRhWs;o<^}C>p1aNh{tI*%@KxXqjl3ln=GCdHC(P*qn{hQd)E#2$%Ga3WRu=rtn(XCv(>$FMV4JkeV|n z-XmzkUYf}z<#`ylF`abqh)?kA(1E`(X{>3OC^t;3?7x=B^-c`a8((!JhWz^G%-#65 zr3vf%$Ri|s_Wd5Qb9c%c-ITK<3%fkmUa>jyA0wZt2P*6;KYNV;u&9L#<>Y;hE~kH6 zQ|%_I9d>!*h#^Bqh5etCnNt}bHdinAZ2PNEdiFSoafr-jqJ;@(sHtU9#;I7A8~qSWNZl>4_3u&`7>mQS1umLc z#;j}}XvR*5Q*A9Nqp?*E{bpZJkf$o!j_-2Np`$w@nX$iUCO0sZeoAEOd-l@Mv3l&( zm4Xc+PFqRV94ouLWj8!PuD$3=FwFJX(#VShhe9RJybrX2y8dzT7x<$I*n{&9kB{5= z)xb)XQ>IPCRmfg-kY}2PqDeM6h08Y9xVE{Z#3w}~KY*E~>JCql4mY-?Wbe-VZv?i`)jDqGtFWg^g*;lWi$F4D_M z_f{~-@T!A6iH(d0$n}zMG>z908;<)jyr}v5NoUYtOKmRDIa!W*L!FB}E*;f{Eho;_ zP(Ld>u^sMYIYUDQ&v~NnX$cP;9KEvi?Ekvj50!%br~MA18qlR4%ICIyuR+H9nY-bL z5pfk*W#8Ds(c1)HD(HMr4>YQ+iCuL6Rv`ukN;2J0lTJm-h zU3Xo!ypPw)ezCHz6{Mo*Sr#z~XEeO!vIOp1gC$b1`_ZO`S|zsez$2SCX;z@E9(NHT zQQ?b*g%jj*S?c=6Y}YmWmZmLBw4R0SWBi3uV_`s!1)7;+guIYPL2HC&&En&WP zL9>ylX+utswu4lFnBb#=k4{uZKalJ zvP2HgMaZv}eYB~8kzJzSzJh=dNJC@^y!c>wiUWB$mra~yS=7W}DPwdN;8g4sHeNNX zneJ!sOc1H#4vI5a*l7(%EesIpmUwmxYm)x2n?2_2U1@nw%KIi& zKx&lngbZ3(u`+a^2fSgq7-iNd^GK=ea)q6ROYUKAHoG0ItGC-xRt}8_MU=^+$jcjl zIZY!@3PM&dOawP(GN3yvWfF*>?0Izl%z6oPeh(fuQdjw1+k^5 zM|-X8Q#~6)^)MQBlC%X$#*%J*@Z=hm1&$kG)DbI**&y3zdfOzi`_;3lmF1j`R8V0f zZrVOez1TGG9VTb(AQy;SF8>#xFJ%5A=jqvIzu8^SujW_#hqkh1aS`;KHbk&4!|mCm zJYW(H3b-K$K%=fITaF+~*nw79ev>#NQ{RAF{z&L}6ae|cIHJ@8{AOrB>e-v!LqpF` zfY1z7O%(P=@>VqaU|fc&H~kfOFbCu)RW-nqVC&Uj!8O>8X~|$23ED#@ZpY-y(7n#t zFIP5@Tvj$lYZx5i)Ph77dRNxi!m+b(!@-HBZ~Wn=nJjdSxqmp`y&FNuVR zn88jB1h3_9TF%)m+cB2%eIM`6m{l9kDO*Qjmth3|>doDl=g-)*QSMJ7T`i|gI&Fi4 z_V~`0k<@bu8=0tp(z@f2fde4f<)swIJxY82Qe|J)%7*x-c~;r`fmpT~^m5o-xmW{s5WOa;* zds`}dQ7V~(h2@}m#dF@_U*0h7;zhEBjGX`+gs8LkP*xa zGU1^_oHrWD554$wWlWYs=Jn@Fd;aF5p1t1zy?~s6S?W$BLt|GyZy5LwMhJxbI>&p3 zE#8?Z#>A+g${qlIa2vo4kB4g&FK3(?#3rYa@@r+E!bZ5!>ew%sn>CJ7c?_fZzc4;L zOi9n&akwdpg@jg0sj=JvkwLD*0N85JZf@x&S>9t!$TlvQ@@>e%*QSOoyp;BvRv94f z3>3m{57GM7c0WF7?}Bg9wEd#(HPKW($(zQcS7N)eU3F z=3#{woTSFrJPq|a>7v@2JcouR0Vf}sWckA`$Gha4;y8q;I+O3cN?%5xH zzY}CYb|OJi8Fk>$g7HKv$w4B>tpAuljTd=@^MbN5=;4rN3A=8&cu6hh-NCUk^2lcf z!!4EPj)1lWoeK2u3=qX~13<=RzI}u(>wK4VS%h59pFQG!`<_S6qz1j>I06!hT)!I~ zy}S}+Xe=y>b{T)+_%kw49vfA};2E7o0f7lDEJElnmbS|H)5_lLlAd4(TUQ3{W%d^ zNN<@i&4qgQt-}g6(Lpnb6smwGj-`!NHg%G;dz;l5z!5%D<$8tOv&_g!rrC}!uOUxV zcDb$e!kjO8)w59fsFxDd!D($w7DX6L$E5Zy04f9vX2)ollbdW(M6vX8=mwJ4&_IzW?;E7LWF@{Mi29JsS-~y}7g#dB!9X-RgR|+{)vtm~>Hwm-8)-a@);_a&AbQ8ZOD7s?Z^v86Khx*4E1#(6UB} zgo3R6Jfku&HhDfQZ#lSR30&~HWO)L)Abb z2c{v&eZ8#FLJE^20(VJbr}&l}0!ur&)TPDcBW0Q}QZuisFlgIOjeJZNAddUy&#vqr zpO?epZ>nr{^7+Z8y~4lGpEYd_BJXrD{KNu(_luhL7wOq-!*X$PlChVmdr-2vr5D)@ z?#$?7mM9LV^=e12XfBY=GXO5;GR1vkm90@>d5a^Xn5R9vHmh@CJ$s?QY~Fj>ln}sZ z&&k-H&v(?hmrl(=y^%qV;dE(VGE#duYS|-C&Y?65^LmFTaCsJu>t)r7`&}g0%!yX1kwgxg-5?c> zaW2^>M6d1Wtv$&4LAmkx!6=3M`P0a|#qziu-Yxd3Wh=>VKB<+d(|`QW*Ve#)znapiK=mZN_j5rufQ2afwCoH|W_5R`$AP z_)c4z-b$0TX(vei1J9kp!^>xP)J9(KhK6t;=a5!FN@E?nabvmC8V7^ZEFhrd=+<<^Fn9j0{(pqvzN`J&cxFyu2P7 z-&V~%EiU-1Qe`w{^=zW3gxG0`ToY0(#)EHAR~v|e*vXOl*_B-?bbnk9KP~61#dr3X z^JnwMaS?rcRN%*drE0HV_wK}%@f%_zc2;M=3i7E3v(rZZDBYW9#7@arn52a;*zGl{ zvMnkgG7nhlUwN^rXP?or@&<7@7%_NiByx>1$9acZbF zc(@5htd*G#4S+(hXog0n0nN`v{mKFOZ_lui#kZ>L`Re;RVw^a3es4p`G;Lh3w${79 zJCymUE91AT?8KK>M$IN%*9-#MTOOtJ=yc|=FqH0mEE|SP92%% zu{1UlTtYxbt=YSTzl7n1a%1kI$^yS5q0DIv_)>-4EpDEl_7Ppb0ZrZe|29M8Z> z0vBA~eJle?$;>o@yN-s}LZYchw9RHe9U-@SkN`ifiEC4knzCVf@GOF)$2+qKP=rl_UYcQggDl&e8I3f-#GZ<~-u}#4WKk;d zZ%2QAoIjr*PE>aN>u)}tHdxHxEIxl_{C3j_8NWhGnR8lBi33`N^meFhIF%>A!dWRADwhCR4jFZL?O1WB7Z9C(ys;j^<<5-vIFF{(f6%KexWDAlf$HHQ**TKu7V03CEZD%z7U*ABvj&;{0~V`~ z)0F{!4tM{JWM;fbVyDZ)OcZ%2IKlN>eW&-^y77yZ{rxjM`=`a#KUvw!&s6qzFw@=E zljiT;vjtKqf)@RDHW@u~@0h51;(&9z9#`UvzT>(}vVwS%L~$ z9rL*c@oI6-gbF7cz|ws>yu=d`3bckyVRm^u!$xAwU6<>ZGk9dta;hday{KnRtYh?h z%;deLF~V=V;YENk++c9pIdFg|m0c5cZG&_->K3iWtaKJ%+u+1qhyB~CI(u7J@#V$AEnp)HyL;D)?Nhpd$i8G** z!5-20PV^(9;D;S!`eKY&4L$8;4=RexiV0{R ze%{7^_saIFY%+*DR&OVM9~*TiK~0DL7svp_Z96GxR{t#r!@*4L$ZvyjXe=kUTG>ss z{U8hb!U@1@v}$_y#3KEa>Z=Q-Bj6@$gszrhGyR4h>^8G4Gn#_@bI25HC~;dEekWmLMPEYtx1$0 zjA@RfKM~;_BlOt$8<{ZjUSx)KFY-p-v8J_b`3V)aKKi(Sfj1(&?x>bOSj&An{>trf zU;d;g|M<~f@^?o4oLuKGuhb?Emy9fwMl4e9A=wHy zH9)9*yV5kG`A|D?(wbUhj@VYwEhMlZf&#Il4v<{a^tRd&))%J`qm~Ch8b6?C0~X^g z-|*uoUt(xCP0rp=hV-<&k&$K7$i>~#LE7HN5mac#D){+skAFLW0SG9343;bJ!`pnz&$)|1JE5D@{JVjE%5J z=Zh8I?jOH15>x$He%iCIaV1QZeO+G4#RTpheVnfBckA^>`}m)J2`B1HY}bvXpm79o zz3AHP*60{DCd>uabEo}=VZpPk$a}}bWz*AIzVv?2jd9bkvO^e>%8o!D#)pMUk{fl5 zCDD2|t9^l*!W83o%!nU z&d-aFE|Aqwf*TMlgD}8nYuXq`y8ZN)eYoGwWrw_bqnT6XymetAea!^{@_sE>$K_WWN~KG2&{S<68M~U=}}e*&KQV+CakpiBOKWDAy-Nl z-Rf~rZCJDWskBXqfM>Jc>{ZzNy;XM2C&-?VWK+Xxu=MJxbeJ*j5G*}V*@$mQGhun_ zut#TMs6-$+as(PAVwTeCeyFZ!BPm^EV1iciVgUicc(?p!c?$IVsAm%;d|ug$$Iq=G zU##rq_V_P;XGYY{&qjgQ{BP;lohX*6svH|`9qZyOiR=#$&GSaj`7v-rk&N8Z6H4*? znKMRdUD83CSs9wNBS)L^uqfc0vvtG$qB1~Gvw}u;UI;fe!Srf~n!9Dp(9jmbHZ^OW z2o+l=p%|)FmXC`6(xF#-^zy_xhBy+B*ys5q7vUozi=Lf>vEPYgVsG7V?%Oa|#HMn&X%}^vAXQK(NTymF(N5wyQZWk&}0GOrwcWEiII zp<88B4aLyX0_ki?+jbf(a4)9FIKTlOt6*9XG_yZ*v*>3@ELJ}mDiGIbd+8X?#8L7l+v^`n?9oZb0_5^8f_gnpq)MAtS&d}I)R3@{oF>dxCDOfgoF!gLf zDbG%j^VQ2Iz|Wi@uaEeD-~19}XLdLm}J1c~&;uy%y}4i=O6ywq4r}=-7rI zdQI0gSAh=iJP16k%o=|4G`uw)2jmf68UVS-$^wBddWp&jCC@1#PU@m$KcIX}@_w`IV_lIAq%cj(!x<<-ZP&Gq}gR@uiB$l{kU{k}}k z9$D6jie0n9g`=W{Z#naNkp(#roL#DC(@lD%)17GzXs*{c^(YyYz_f6eRDdap9qE&Vm!81KNVthRauNNwC*Y}w{vLMzhpO7MagsI1ow8*N zm2&yB?aXKEm2~BvZ+vY>qG2~CszD|y0XN(4l!wtUvieh{hCDQnK95Dav z{bt+^;pS}Q7=nw`M6tq0aGB+LPpEUV=8z@=V4F*KCWz`DNayfrb0+Zo)i3R zkW#l-KYb_A@AG)}k4OLb@!at-o;|M<$4lGypC%>bFKgLfq_R7!Z2V`Ui)8vXVuqzD zs9=+f^eju^V)l7Z?lO*HrTS&4A#*W7gW9h5UKCUKoAIsch%`I8pTWF6YEwgMX3K`T zAm^?(qTi(vpyC1Z<6+imoaI1rX4uH4RLYZ6_+Nr0GJB`I;KenyKoRctg6=&6f|PPC z{}Wn8L`A}EJ}&M3v!1=LoDoztE{Ujwf@+5>t|4h89G1QO5Ftd?nfoBgNhU-Hp%ykx z_C>dKj1Qt)5yl(~K|milQP~7WzFA(Wd%jrNwP*kIFI4vDxPEmz^UIWCUusj6YtI&| zIn;9sJX$<${G8lB!EJR4`0%o(G_c!IM>&YpkMTBPM464`jr0fJNE@3PholN(<2A!d z^l2g>(yo_3wyf;=R@_jn6H&~4w0I7%Q(1m{AUBelh8}4H z4o9YuNRaZKy_O?*Cb;30UTs7z#yXD2O`BfF`;U6IFz-tYFg^FHlc?A?7P0QCKD}I5 z+LD(_J?HMcUT8|BuC7o@F$Etcd7hBT>jr#Np6(^VO9g_YlRC&B31)w@Fwk#%^zq4@ z{lQKti{<_O)raNtv*O2JS&RR$W1O%4_Pl2=e#v6}%ki_ZJ?`W~DsNE6OH8OV4vsVk zuzeVl!6nBB zw)4wY$4-_CBT`!{R__fi@lD0E%c=I}42A8fiJ&ACt*wjIr*<2~f^;<~g#fCtA z0^>wY*HS(QF{e5}iWAZ*DuEOGyu&q4Zl;qiA(~%9Xp6h!a5n>oOLwL5b*}v4YcZoNeg-~|cw0W+$@Vsrq0=uFl z?*+xOjYmu0!SIus(kkf3QX;hYGJ^)bfc`uy*`ZA8+Y|5gkED+L_?gPSeyOro2S1(1 zmmm0V2OMP1bM@kIa1^Zl_-|3!qlIglTsk&kfPa#V7Wj4tdU1GaS47CczTJ7j4heTo zC|kS<4Q=~9W6#!Ek-$ZHOR(lnqH^@K!4V*`s6Gpp0kZI5E9+>qA8DHnwM|sPu$?98 zit9P+!g}_FzhGT)ZQ7YrY$NiKm#Hb~peA6Jn>HCyg38O!A(mljz_{2ViAbnl*6{A5 z%C0^8ZEHf#@;}ANSA>L5npX~8DuF-A0XxvVrDH60XR#i3hjBINm%AG~GJ;S}F(i&V zC}^eWHK!{3-NHKXcmHC~{$^6>E>3*Wk#_x>Mg8M6uP?96wc+aD;RKn5Sl4w-ISqmY z?`unx)0ubD8!8+U;*+2aGEe`QtF)FaLxK|Yua^{ z1Zk@0xFO&q{`fe)DV6<3TRn0_%+IWe!8rJsUCd?p)~ZU0p!7-Mb47hL+>QXO?+n1^ zG?Eqb9IN*pr~S6C+;W;Q*J--+*UhIrd-p_VAK0N_P>KR37xl-Bjd={$k$RByj$C0) z{3(gdz{cf6@b=j2zkjAZK_Q zEm-b4c88c?nkf@h*6GG#ZJRoEzb}>T(X$_S^BqNDrDZ#FIdM03&t^WU#hA;LVSQt4 z5_nyrvVn&XeWR%dHhe%9I{q;QenNL?(ns+8%Dupfl#n(fgG=p=JNE2>mP577r=C6B zE~*m>sV&enbD=cD3AxcOHyI-kbksx_v~H?w;?EnNM<*8xZ@E1EWH+ zPLq83PHERQBK&yT59bA_nK1(Kks0| z$D6-nhCH7PuST)Kne7O3)>6Yef%ew6QQ3w&375HfL5`KB zN}yebYdhx#sk7|_$unrx)L=WQI=^$}PqQ-CJ^~vle|e+C5Zs+_&cdBjW!p&$m1!*2 z8-Q$jdN>`-P}y3P7+72dR{*jBR95;bph(8dn9wqo|GdX(pf5eL3@sa!a~AbW3Nci6 ze?N|Iy=)21BM7w!#&uf{r0!7Ic%cuQvC;elft0egohMQmiDt_{ZW26d4aqbty3J-z zQDnTIsO%pX2d>kDGQ{7w7w$lFLqqWcP-?K;E4CzUy)fvn4JX6pfjSQ!Z z19BWNiX`vrAYPh$-;l%!x`Z+tOZmP*wpjUdD?D2vd3Mo=5=Fq!oBJ6?RKj?RMJRLi z;!nGBINDrYKkzBYtBkpK<=68hhinV?h=%&D^mGHZ=HMKP&DAivgE{CVir7j|^jj$3 z$?(8~g-HSIoRPC+<{i7uW-|tQQZ{PaPpFOc+x2w*jWU9I)1t8tdYBoLm6*pgbmLfO zZ8`KY+5n_PYRXdSz}-WjDVj-!YF>#KK`J(Mu~iJpZuX ze)?Cx&@%gr_iR%-B`HfJE|Gn0G+|(LwH7S@jawRM*o}Dy-SxANmh?aMY`iV&<$*UM zVQ#K(Jm0&ivROCf%WmKtbv|w$=jGL6RCW?5!b=Uj&(u(C=`jnJyY`uB*Kd@wDl%VC zqsufGrfrm+lEI82a-8gfj=ThP-)gII1LY3zj3}M=tc(r&@s7ca^qe0zPq@?E+%!}H z;nQfz#^VCiGY_NnmlH^btubqAA~avooh4^cot< zmsjIgsO;bU;|uXdl$*?V7K4I(FJ|g%AzKEG7Y##u1JCfFXyGq**leqf7@8%~-7u5hIISR8 z7V!jekNkd2;2mkdesEJa&TXx1m&D}_dlHuw&u zt-MzD%RSo&+0mIxM#hQI*B~KEe1m$3>cAg}nRFBG8%?!!J)s?82X6#cuD()dBnitDHes`S1-JJDr`(55FzXTdM*wR&}O4h z94l=sA#qIf21OaVs!Tt!-gOt`79nw^t^gbS1bjpasA=f{1w(wT?9Ws-_bn5iEvX9c z;Ivi3`yZ6>!lgFg1{k7Att33e+*gSNN;Hnx_SO`Qw~MK=V|KA-LYDgI{8ZTsq1j!M zGbzkV-Ew9xzGjm8YvCEYMe$yNdqjnCL z(x>YzNon$7ORkou#Wa8qG6bgyyxfPgQopRu|!f>K~UJFS4x- z*v?$+4l$3qKPqO~7U|gSTpkSA%aBS(4fSl2OoUt9!qz6mNf(2mf~=0ZgJcu;QXz85 z-92tL^UdRaOlAtgqU-yM0UXx8p*n>jWnOdkQhnNMI%Qg_;-V;9mblDef#PDFuq|ZU zI;EzoT9OUxR?#87$I|`mtd8MR&lWFm(VHQ-tb63IRt?>hmzU(E2_*gUXsM+DWSvg@ zw3QbIBbJLz9bo{YWtNrfP6HD(|DRLY$F$YYetgwEJ6~d{p=O3s00pm8!lsF1-S}XY zjd$sMpjQqurd0#p$*qg*3?D7kGtn8o$I(wSFs$L7Rkl{n$eLEjj<+N`93F6(NV?Z( zpV{y>Ko*FDQ7n;$1U zUfs(-SSzx6vgN*Kz$FDLluH)EQ-+bBRoUPCQ7Rh%k|WDA3D_{oa1shwMm#SoYSeKz zaI4+g!liBGg~z)j#}PHIOX?djXJ3kkw`wY5zTT(3iL|U~H*L8N%o$#RzB5G8?Z(Y` zsk;GTL2SjDr3BPifsc*5Z7qQ*nJ^uDcgAPP^*+gN%=*(5V4q@O(qaYIS%gURQCLz{P?=(Y#>ea?PI(wOBFIwMG~svaY$`s@65@iIhJfC zB6$(!E*6&CNYp|WYx!H9AeTH>`Zy{4P@1F(<|#E#=GwA}M{&!CW*jdYf!UhT&j)WX zLF#xGn=*XYQNX-~6wz<2lN(!*C6K@y)jX;!0Xef3plXHWLlI{~J5k1k=wa1p=CMs3 zMzD#GUX|?|cerw6G@EP8Ox~^*pxyb>_stvo6s`faP2Nsj~u`^3u(Zg zYR}fO?r?%kgcw6I-bml18bo7;spSZXFr#5wTwu(;IH#I~9%8{qrS#efQo9&>Sh9JF z@(i2@0(Ws*b-KytLfR^1j%Xwn!Z7m{d!Ni~!@ZT)|HcQ5D zIqWgbcF60m0Regll9DNtEj?Z@Y>IU&BeK~vuH&VD@EXUuQ6BS0PT;SV{W6~2aWtmO zZURm$zz?H0Dw>K@RyJE6nsJ#+v-v)1lr@~gd8Ts;u8tVe-)J(8W8DwdfwGn9DuNQr z8`dSQJ6Is4Xs}-IX+&1u$5PooC{)_MPe1EQuL_qvIQXb+D#^~|{BRR>?uA>y13@${ z4Hf9skaz2}T?A_nJ_v*DR3#wd|9KYv$qn$RDW}3r5qjW^T*w zb{4+D9Xj?~H4YLLKO5>)O}dD2+>I-2sZscR1cl&=#3_`HL*+lr{b^>em3?X&IWYQs zBc)gZ2Xt^zIuDp0$VyBd)^Xr7L%l=u5X)Oc9&Wd#scGVjNgM0cO+7kt??`r31{OZ` z>{c6Co5MR`OZ@j;f)YBETXaRy)NM-Ms??r>XKqP9%ze zch#&aYfg^xAXjTEiY&O2Y<--?*t@B~Y$`P*K!6~BpfrsTxHYsjdZAUHu3{gCk6=`) zi>5=*ZleJ*)v{hcMuqm|@dsaT++kW7Z;A@9Xk;(AkZx%_;&K61O``azJnuFHw`-ow z`6cg&`4?37yMvcDy@h`rdeiSz*_1_d8BLc`bV-2I@C|16QW734{gT~bQ|-*nv~<9A zptM4s^03s)#?KDs1#(yCmQoF|#k-QA$i8gclzAYJB_{{%*nITi*t274@eL+zxEA9O z%BHNIz2x++)wwh(`~_tUa=B*PyuRH zBB#SIsKI9$(?3;^@A~uf?60V@opm~#`_M#y9@ErTf;|Mt4iuK!LYRDak5~h5Vwz%?5aHQ_7(%s_Uze8XEzIYZ(w%Yn!O-}U;@P~!o00&L&{glmH4Ozu*#JO=oxHV%(bRan0yk)RaCxLTl)srHR$c!T=Hb zER5w^2L(xp$^RyS*RouNafn6RP^j*sJ6r)rYF~-jaq@uT9TcyuTJL^-&z?VHVORLN zDi416$}2l2ak3Nf1PDlY($T)m8E?K*;YLBVnz@;F%B@Kw3iG6Nv36rgr+sg@h4a2S z9LbaoNd>T|`?MPdde}x*wm@ahxdat!YA=>KSj4qNi20m+bJVk=Dx3Lq)KwAv!Rf5+ zgSRO`YQk7GhiIUsfV(6R(RywY6oM+|p0S@8FLeH^>m}yN_l^IE$lK5}nR~1%9cr7) z>0hgei3=p$DRCS}mHX!pRExaTjxvnKr#~N@XlwcB_v~+uEBjro?4KYNg35FIRaf>u zl+8s!DK;nI!;$?CcB}5y@Bm}3q2^KF*sczBRl4WkO-~T0w~}?RHwxc--sHJO>2K+w z>g}DaQd}I)%t^;r9w78$jV=6eZIme@)_#uONEaDhLexT}$w^03QV_#0$fYo6+buRt zm+JnLRtJ%5K08K~G7Jy82gOEOFIz<_3(dg4hEw%Iu)CP6CJ_+W?&}nxA-y&Ziwku2 z>AD^pvCR^F6|p{=3{+nDSTHD(3_tA9k|X)bxnD46ua>Lj(J=Cp#YajAw)$mms=t3_ zi{wA=2~Q|{x>A4ax^%6_-_{wGsT zTCe`)PEWscWtWo7w4N+;h4d$!udAECMaD*1p6RSf_>WctcHEKs>SR%3`!-Z|>Dft~ zj?%Mx8i*d@VfLP@vOyXl88qAy2j|{z%8BIJs|?D35gP+4y&==(kLJpt3yuL9POh-z zI<>-(YhJHlh#*$&tQ#v^APl00Sz%ejtQPi-KiU{sTD;7%Te(v-b!8*gpqmUjn*&N7 zC+j~!O4=3#Zc`&))}xO!!RxW|E8!54z{<^91D(k5{ii;DTwWb2yOi}$rgnduqu)5RQcHc{9)v%vP)%rRN1SqyRvtU>{X?O?UJp> z5J@zc)7%l4SiVY1&2{;qF>{3aj!ne=LUoR!oWx(GXVL|^{bKFh(!R{-z4qE z1BEQ|FJo6DKfE~$#RGsC8QK7qW>4d}RFhS+1*u|f`S|mPkwax8&E}^g!@gsO)vvL# zxBFeb$yCSSwtbc)A(YvzqH0j9z1SAz^}pkLa#Kp~BEB!Lb}u`Emf5>RG0^YYO4VQd z708(kE4j9@5AmNEqh5Xe=skkBTfun@sD^K(gyH4;Ac>$nHoigmemAb3vv`VYFKpsz zFNE6QPA+W~ZY)s6#Iv*VH@M&1XptF9?CfSw%T%s-a43xUZW0LbNpste-{YFOxw-SE z7UL_^O7T@U@lJ@G4%yD~gt5Yzm1A&oR=)ni?pBQ_@E#QmKaDCFbre}*K87I?FQ0ig z8%6AW`_|o+$?4|i#{cZfMlDR0jX=nXjR?s8>1#&)=1+IGx9;ZF-PVPg{i5IWVofjF z#iBpRw2!#SFMYI&XP>GM_U!*gzQHS@{qG*R{rLOTUpZ&L@HCFJ0)73N^eZ6;_1S*O z%M6rQk)CLV9WVO6J$#?{_!=q4S_x|^L7PWRdjb3YBAV`I!7Iq$(EYx>U0qzz{_nQc zm$PFq8wFTtBDlG`J3E8DS|od{Uq1faVdU{p+1K)#v?&CC z`QZzA1^<4P{j_Qqzs1LL{jBPKoe$30zw-BJzsRRNyPo^cH;PXlS4DsHUHYF{fUM)y z6wR@nDjSZK+o#``IPwcCd;YZejXwUFp8ZR&p5T6%gX*OdiEc(vj6wb97euBRJOb-Yh}-Wq21)a!!+{Rv;VL?TV-sO{f*_z=$}4( z{XKiP{^YFpb@%Ll{px9-kG!pnaemfEe{#~cV`vqaF0cVhdFDNS zq()lf|NZlaky_dM#VQ+x{q$Lz;jaK2*>7%WzbpGlEsfoQ_a4Ox;ycsmeeZh#yiHqq zJH2Q?bZ_jB-b{-x2l}@>?%Bt+MAn79qYaKmdYDCjWO>k-D}wLMhol#LA*y$8U*C#1 zvM|rGUgRqB277raAbz2hDBW~1Exp8O7uh~@NAMF9M1HKs0I(NAR1s}z7X9&;Rv}H_ zA2Ig&>W~w|6!O>&AzN?(UDv!&?Dm+pI=!}JWP#0q#Uo&pRvQCg+4<-C`n@wk-*Mo& zDqEy&Oe9}3*Kdv}XXX@w9|=JBA(&IBL#iBt+R{YzF=yaWiRP2Jj#g?6TO!w#3{Y$w zY?YXdJ8gzEweN6CeF$CZ-GPuylnX$0l=`(4=}ZJvJjo^+lSQ%xEs3fQ^1vaLfY2!5 zDAlv1on_rvM>BL%gn5()5cx4Fxk;}ZooOfA=d@|#-o`3Pm-|W-*+kpVRzif{f`+x_ zA_;38#@)v3otfHEO=_|4AHe$aE}D*m&tgV*zwt(Lo51yIHrI^p&mTstvcIVaw*I?3 z6!_P?gB%>m>|sExbJxL5ceh8WBgJ_ze?{!ixEV*o*-+L#D8vm?vLrJk@a8MYgh@xN z?DD%?Y1bErF0`;cB=xLjGwdvriwfCR;@}REavpn+FkY70kLPd#b2m3Foq?l*9ubsR zcaSU`XN(UJj-YSvNj^me4Vc}L1b>xp%vH87f};F&f_UBBTfyE}EX2rouavm^ak@TZ zsLUBtelgXQVri1M?EV)E&)4K(om5ehCb@ViuWlQ?T80@v`>pU_E=)ODWdKQv?fZrNl`sMlp@N3_N>wk0|UE zyXeVENMa>}$l1Uw6)9*qG z0@Coo>*?!yeUklg9A!TovX>E!bh_wh<8YVnz^0(aivij)=P*wbbL^AHQu*{M@$98( zBcG9ke^#|uuw;UJF>V$!vrBJe=uTp%&XgN5hfcDKHsz54x zWM|6W4%HEaNbu(Uay57-gjPu91+32(g@geS_s}~*s$4ddE}jyGZ@TQ;hOD9_A@U&)7^&}KjWT<*j)ky8{$atYjgLto6jiU&~(w_R|sMr4%P+v9nFawOU`VW8~9-WHRNgg|d$!XmHo?vL;f zOSYy0m^#NZjy_;knOjEkGyNDX_rtNpBL+huR((Ss26#E+-u%cyt412)YvIYGbZEX49HWejrJS!M)LXb|3QO zM@lz>EKO|xo;_QGw1!ktU?Vzjpm9~1lhK=5*$5mZybu^Y>?nf_XSHW{)TFb*ko!Tz zLBUH5-5b2lymF0K=#&6`qRuuJGxaOcVcs*Jd%`@)dQILy%|+?@;enuk4@aQGY(3qP z6trMJoVl9ufQrgi4iKh2$Z2$b()Fgx&M~(3BrthCyLAP>c;AY4A>1_~Z zt9L)4ZCA|+3<`20e7+5}qBlSRGL~`c?^fP&!J_Z7l?!KYh>~;^5(sR`jsO7e+=cbeN)$S*(HXOyW1Ql=> zX{ZJ=uj^!vy`203N*i8?W2S&=UIt!?xj04=OX1bj>PDk);>(=lw9N@=l9_RalGAm} z?DWp8jTw%YloK&b(cp?Q9TmD1LST}a`Dt=2FQ-Y}UIq03A|2$3%Kph1Bdf1`Q?qAD z4~PQCL4`mFVOGimJEm`x+a?iZ2+MG+3thF3lG)rO>0^vy%gl||j#z+c4QswZi4e9e z^?a+si_GMrc3nC#juCwy-~PD_+7J|b1#>XNF$3BNI6kGDm~Y(B?Z@)G?@N8_;#r5| zo*fZB#>I)nU8469JoECl!7R%?<)YfA>b_BvdP)fg&O)q9sb!SQQG528<4;k(E(|_^ zq5!jp>cwJu%ZT7>x&Jh@h_zR5xRmV~zD4A#-RXRzK|i9v1MfWes>JsO12$%{%Q!MP zF#iJW`pcCKSHF8E6o3C!SN5Ez5x$@uPT(UG+Th5_hCnHIEQj@|6yH&T_Dtt%c2kSP zYLDy-qSwrA$-GU)MsE6>+qUhIseaL1Tr@W~t}%IB7kv*GUS?CfTJzq=pr#;5gI-htit)ZO2#&0+0^qHZ&3g=;pNbvD;ZOSG&} zQ7Y64a^~Extm+tN%7>)Zlc+{!Sl%qT3pMp=ajNV-Ch!C=SF>a?NQ^v+S;gEHG-79t zdK!)xS+DDcVZYjt@e_eA!oJTl;5EpTnC}qNP0NoZ_3F>vL7uMcDW2)OtFOAUuXnpT zxOH7u#iJNY5CT(PI5Z8UX~1Wv+yWoar~_U8N)>bu%>g**C#y&4r>4Le(-=A@}~=aZgYEE>iw=< z92e^!_T^*!cK^ffe!p9<@7Fihvom9D(KvBv^fN6uw5pW52rRqVr^)AV3P2K%BnvI! zU~MUVnxH+$;l!_y9SI(dbGCQ1nQCT(7q&=vp8?$piN#5w6k&B%=(I9Wdnk7mY3YMm z#p9G1$pEl`UM`Sgb=%H7ygTNml%I{W*_W?uW3m38h5d!nsmnY<wDx5pu)G)xxbuu}g27fmBCf6Sl$ z6a2GrNI6%_&S=Rnb_tsDsHg_i#6u8UioDc~=!YU?8k~?Mns1J*ahdH99 zAQ1U@6Sy&ge}sTNw$s4W8d2s*_w%Z3WcUqQvqTx}g-de?awM-9MJXAO;p?Wx$z{Bp zAO-eJA!22i@bWrF{B9&41p{7rAuk*4K^q#|MoVMD?(+fB#fhOE70kCaf(Qk;2hg5j zz-$5o==0yV2LGKaJNa_~P38EdskFQUmjSoXh|F>h*Dz}C*hpyL&k!+~>3}TPpm)>f z;KBJtwRx=G>5IN!t$(YJ5llH?!$3B|T@q4P+G#1KD1aIf9`Y2-W_evL*vmDo6KtY~ zNJt$js*gnRqh=h;XYh|LuLGx%F2UQrlyN9(Q*^> zBN>OTv6W#NF;v9cixZHwaz{HA1k%-!{jx4uV4oFqK8)h}WnK>eGaU1LlqrLPMQRcw z9k_gP)r^XM&az{hLL@XJc{{#z+Bn*bJq>%Yu4vizN#|ulf3577Pmm+1$QVgLAs%s# zM?(nm78dNBwdckHhs(zSN1R0V+JnrXqpWlz)6jd7LrjLkspL27+4tNv`3eC)Slp3T zNRJOj$5P$i=)T?mm3+U zkyxfZ`r6ulpqcjglOwJ1N{k3N3II7gvni&X6v_w_FO!G3^jg`c@N5#E$K3#nEjS`} zTrY~pnrQVNWSzv2F)qjcQQn1FvSK;7hoZfCIbbg)ZyEmax0^;VdM0pR+o)w>BVMX& zrjTbctVMkCg6|?zDuY?{H9Ty($=sV6nTwv6GFUa`rI_W({j9+V$A=}m=7Cv`IC(U2 z97Gv=hXIb`Wfl|Q|r=XrEr0xhh+Le(&{}`HD`mXC{zPi`CZaVejrmESJZ1|pFBZk@mN6&5nq@q zcEBK{_9MeSMhnfw3%?^|ELx`4Gmu|f$|t1-FKO3*{g2i9E{N1+B2BWQaPE>mf%9{v z$xar+R@s?!JV?ocRi8ZIdy%L52tEi`lT7F?Hvs%#<#(V=i}j1P3^AH$tTQI5I(m%9 zFlllV8+wz*vuv}$LT0)RQsYC$gkhB*Kf&L20(#p zQtg(EzB);mMWwUho7o>_642@inKE^Baf&xxP{C}3Kc${X9#M{shGz#Y0XoV67}uxI z2{Z?W87!lcx`*g32!;R13kd|q5%jJU23{CtAP2p~apASlErx-S7QfDf8yrO;Ma>O) zCa;x!63@09DFp>dn==J)MskKm#)h7cK1lsKUO#w<5S-jo6=HkPoxfDsfU*yrm58)( zYar1Tzea5upv_O2KHtjr#WuaFpTY;gS(l5yi0)~r>QE;eh|PIIxVAIvd9D>pWn(#M zX-Ozx;e{a2igar%8Nz^kB=+oH%9uF4liyb&B?^a!$u=P zW{K@hhv|}0cCFYVJxc+;qka3SUkwU&fu#&S7WT_h6>SDMsB`-lE^10Kb4{~C1ePsu z)~xti|BJO<61L^JGe#ozOqukGkt@3_&Z;-wHqmA&Ha)o{j43JS&WB)Z60}{$n9yp1 zD&=f((b5B<#_^nQ5bq-`u8Yo?-&v4hw#Y{&A5)@JBOy&m)-fD~8QGzW=6ZXy6O9*<+Ze5{C&*K%A7$&3_CoxZjD9V_7dlI(oJGMuDCf;JM%fO9b2)`O zVlIsJeS6V#3Z=ZlS(4+)Vxj8fo>3Fag4B{Fs(-zzht6m9TN}T1bo|>&&74<4ji#mx zM}9EssiSf{RTWoMI;$WG{-euL(n+jvTGc1WAQ*#{S6MS1gcH^d-ikNE9bs}(<6uT( z=T2Z>p8;=T7l!;&>d>Z!bdz^pz6zi!ZW7w}2F8^*FChn4@(OIP%=dm#WB(jQeZP#w z`ky^#m&)E~)P}wwk-IwKAx?Q7F>?$gn|0hH9`f7^9&06ctp!d@;gg z(znb0_7-$jTUOr2vo|o6V!Gb##oM=yyE%(z7tM{oD1UC^ZH#Z<<{PLfZ_D#IYc9@i zFD}++cXv0p%>^YbUL=b|c|o>}Q6Bn&s}aMTDQY?iY94b78oPpIvh+T~z%!=BFff}; zv#wl(k}6x->FJDD4H6C#+cOX2lv4`BE=AmB?Z`nvP(Cq-dc3ljWw52MMkx>}^i#eV zuTxj$rmbl_Vxz8IZnlrFmHnAHn~p`qMZE5Q8c@lF$BwO;;h)d3qfFg?khmmHZcT?A zQdpVWJn1y3*l3AEW^Bn9g0%>a{_e~*w~RKBE5k+h3*!u4aD<4$(1uH$;k>&eBqjtp zHEqaen2CuJ$I$fFH9e)~rE3!Y!!rdOO>VVHU49H?`}z3btm37inI#J@=IS~M)@Ej@ z@Vv$tB%X6Ncy}P>(J_Jusa9HGTcP2%Vws7hEJ}R?=b_TmL5vWy}7$1 z{t%I=XHA;8NOYFqiaSeG>?tjvY^;zx!I;;4=0V}QWHCa5Yd;MeC8m`r2%V3K%P|{t zp{Gv5EQD-!!yt!@%nyqIa$M?*R>;{1&x)TZNU%~Ss~NzenIsJUusCRN+%0#Itia{h zo_)e2%7b=2k`D|qIDrvru7gAy|9|%WrA?CKxblZRT&UF6BPSZO^>jTI+Rk51vbP?M@1}pbRcecNnlwu9(i{Q>| z?pMIt>TR<~>Rdv>J8>YIuL4WL#^eHK0+;(xMQ`kRrCAN3j=Or&)VADTO@VECq`t^* z*E}BnQa_MZ?GRVCrYXNx_77L~x^62{NX!mI88Nw?7~CQacLcX-JAK^N!%H6#8s{k%!6}n%b+rO7pPh7;^4X3LzsDt%vB}13q+sJm8h)|F zc9n|)p>#^KYJ>x20fGL48muAIVPDaO2T`#F!L=MyiP^x+@y+XrY zT|RxSsY&GCHSi;wqbeF(>rPRqy%^Zdg?H+#Nl_^%P?==CoOKRYzj6=Z+S2ck=_cm* zf<@I26>QEGvc^gl{G+@JNuuA<{LLuag<*6 zcHJ~zUJ$4s=1ilJ7ojA30W(ayVWCapz+5s)B?LeXo98v{3J%2m$A;lBufsHz^hGbH z>ypauuS9*FAYVAMVO`rjQS{=Bu^c#Xf4}6En2;Rw+jd@iCC(QoqjD0aVVTG`Jy!aQ zexV0-jx<_tM)bbA+bwvfRZ2Up?Slk{RH|E6FSJwmPm4|HLXXPc9U$oMz5Yyh*s7cN zJV+E%KaX07X<@(62E+z%;DX`UG%;E>Q?AFvfekx!-cH3PJEOF|S#HPeH0+k|7V`R{ z8EnL-&AYQ=^-!tdK$2l2tKoBuyND&~pUnk4#xT%0e$gt)xk53MTm$pT-kxC(AT9tN zCOO_I7(TC+{ZeI%cfF!g?{CCWw`qUPMSEys{z((IuI6HjE+prur@DJH#w@?P>d1(u z?8sQDfz5h5!7!NPgMeH>IFQ52m7xy1JtW#i86sfs=*niz?P1LHPur;v`5u*Gi|q;0 z-629kMar$EMOyD}m_y@{0;o8&FP5%anAmJ(n@>lWOyDn>`k!lw$!;PrH8OnF31MTA zLt4PCN$`Y6l!XZPqv3wy7y!T_)295EIHV_xqqd@CE}2|4T+5$Fr0$J%K5Rr z;@L0Z*-yP}5B=>tsblO%+RUy|_F`}_#My}*LY02Kzw=j3T5OYRT$1^;HymDW*bB7= z1%Dg^2L?lMsD*InUa@TGXtU+4w4e&dm&s~w(1PMKn;u!mT4meOzvyWYQNm{B-pUNsBro^veN*Py`-L>@xC73T%RxH zME`kxepV$t>$}9IH6cbfQf+c=`0tr*gw17ZH(P5ca}Y4#h=lo#Bt^Rw+zj_51hqQ; zlcq>JyA|6OK7^D(S|g5h`}aXh-R(B<_cLtNPw3#$X6Q_Kb6UDS>~_Z_sCe(2Q6h{s zguSAJ^TJ(PV)EW$W4%`POWjE0aISaCH5=*;&7-Gk_KEdOK``9i{0}z)oZ( zmXU`K0oAcd%eyf;{*X88r17`!`WvQq#IdXHwGR+iu(73N+ilTAZ+t4^SWvtIwQ^Yto( zUq9-7*nH^O*Cn%E0^`=r!vv`>+CqpHN$dRhdA4I9{SnDMEd{cz78w{@WCi^Rz$0WV z7<|xTb%591L{@A;d1P#oh-<@L;dX;b4F%4tgd7&xpI zk2%?);b>%)&0vNx(xpDK58+yex!B36NlQS{)HJZifHrmvs$8-gWdFba`S$;eW4s}~ zwqgY8CzuQN?J#ik)4KGI0Ea+$zf^xN0r}Vd(|_m%{M&dK`k$#a0wYdA7%zu5U@KX{ zE95?zoc5%#ZJtB(9V&dT{cWuP$Z2O|%>C!?Rfy*-uGTU#DYJEqY?QJWr^9ViA5D%y z$CB3*kh{hRq4$GRPj2#awbH$^7e)?Ys+G70og%U)$94hNwE)orue#}eTga1N)nYH6 z+3eJtPAT*z>40(s8RXm!ab_DC!_PqT%i&Z86oSOPfIlRnByDI4z~S?&4WD-m`-)NB z$1ti)zh{K4{ol{3SPJ&i|LRUu?)WtNR0x)GZ$9HnL<7~qbqxBaIX}!5P6V-Ez-Vf zjkWt?wAwdG8Fug4Qg`ZAGC4(Eo&8WY1YyEU)PWqrTd~^cRlJ&lvI$Bq7hgp5fsemd z_KRn>%wZIe2W^C%S+d*eOt;OlS!^j9MG~@lWq&soiEe?8?MiIGKEExpob&CJsT9v_I!5FMqk1#RbXL%HD*``7g;vx zDN!rD+8tQ#$Ww_45(v6tFszBs!~zYNv7BcU^?4;L*H)8OWeIu``D|ojhm2)E5}Apt zVenjygzNMfLd4Eb85p?+&R5j$h0KE*qk3Q<*>Os^8QFGZwicm*Gi%{q57qpPBXo)0 zXe#_obPih|G0jZ|j=x|$3{YIP?CAA7{>|HWL-|@A#s82S`9uG&q5ty#jJ<&0?V&en zo?Y2Om3zsz;h@Q}mv?=%^N8#eE##*1| zu;CGJ)76_)bLWxxCJM9HJ)9x`nQ0#Xohv)l$hQ~;jI9ox3xj8p59ZZNYU8uSZY4Ab zs^b1m@?@;NXVhYi_w?pE4E#1Z>M+RL`me9w{(oa{JpQ4-c`j2~HmjcdDEVE{8DyG; zcOHNL_MHm3_ena;2c7F{|0`*xve&;zB=-07v^#1&63$a3NSBUFffZVP4%DuD@o5*Ks6|PKv7e`*#{4dwum2{r9!#Lwbw-u0LV0UjF9o|Kd9<4u7$qQ*pYP*q(qC z{$|a-Q+;mrcnd2z_A)+Y*5YC-)?Hq>Wzip-l!j=SVM zc!5L7w-mN|$(|e%e&<8$=W?&?dY~2WAM$S21A%CJYk#ZCh5)_&KA-Q*Co!2X7|bWA zSqpBmHB79dwNRd(W{Cu+QKz?m-3 z@GHT_aF9*Rx>c4nLHS9&BaCpaNPHfbBPUP#f=66@W;;=-+#>e+@BjAgg}NQa-hTYA z{$F1`JiPB^JNzAIcCYN;#U~K0sK4=4c5`Kat@B##IkC)ZoqIncv&R_^N5w7J_>ARD zw&L6!^hjloWY4X;6-~fEK*+W_0QD0%p>+){dJac8&lHfq$8bL*e4xfQJO|&`N+7|F zE1x!4HoKi#aXe&fLJ730?YppkpxtXZ1bb4TO~DQ1&@Q_+bChD(L+dLx^23$A^Da@L zZY^TC#91Y{Dr=mH?S{S2a4`@~Tg^f`G-C=8v=Z3v5aBhZlDG%)22TI={o4VBBC%K( z%TxaG?c4uvaEJZ3LQS+=ArMKuL$7T8uYO{6mG6q$^DL5E8;;DIcPYNLfnIk1hE^N7Reh$cp(p z>l)1B41$;+$9?K-MDFC7GrOb+7+2Z1F+!e`UC)D1f9ti=eqKxP<&x<2n{D6QzX9SO z31}NswY{zV`(D{g0ELM|_3yl0?|rp}*^g)s-#zhz$u^Xl)%~br*$eS|vUrDG9V=-b&pztYwz#&Pl?6U6xBT}2Ns+$D&*izf` ztksQF=kn@~;U+lr&hz_V>M3Z}E z1JG)VcoBRZm&M%(jM%K8j4Y6kj+k%w`&*wa>@ThK;J(w1O6&2N+ze~$ zp)EFk-)!ouT_;LZHc=b8sL;jqZdu)l+^JU+IF!mbJIMMJV$5O`(`gZ4s86;?5c$82#+d;1R6 zl`8XB`qG!_H#&$0yDiyy+?r)|h~pKWU&7ArEGygT4$hdgM7IYtWAaFgB#KYQ6Fyd}l| z=gG#tHj%BJwfWcHGMSOB<6Jg>&Liv}eV|s$8R?q7MCD0qj+^ECSXGN<-gIHodWgq6E*iM*OlFGh;e@UPUp2yzggS%ciWcf z!39cGlfBUwo+fKrYHTGf)r72i+yV{R&=PHJu-~NP6^Wl>i6gfP!gM#7RWQc#&GjQR zHF~JZ5D!u;!v(?%-8Z()Vg=7@q)9p4%xHgvYSO2hvvOn?lTF##m!6LH2z%l*PI3(3 zeUZgzpW>(Yua*6Rrsl$l+na-%Pi1p9=&ry@W?&LF6eOs;bDL^pbXj4r_n?EbaEFi@ z6!r~vHCIp~2uM+z{0};avdDhFlnm>C&@=bSrU39^!^V-yR&P4jVb+daHC>ZW?zeB@ z_V;cW&I@8fiGRXF+d>FN0h2GVR}m3JF(zxkL5Mp={#z@nKodBe6)i{Z!Qo^U0$7rN z%U$Pjbt}}eieB(3hB}dB5Q|U!C@o%A?+Z!}`G&*VA^X*NHI-o_0)#PO^$N=OPH_*Y6&*Sk^9PtKawTJ71rlOx0Lj**f0-{`=mR|Bb5ux02xetxoUUyLJNZ z@J(R0#T&(m@KYF_9hx2s;ny_Wd0&+mSxji5nnCn0eib%bjzkhc{~)hKhDGQ_+MUVv z?Rp6tRVrIg?hLUVs>xvbWU`xkO-7ucN9k69q;lfEliuy1p8}^$1Zb$8qHT|ypad2= zOS{_aA^Pf{{qmXJYp^$XM{ekvB&#l@*SGL63Z}D8k$o(;tv?1Ds_f%V)SQ+QzK_X3 zgvIFYLg8vJ>QI0Cwt6T0{qys?C;scX|JS>${z3@IKP1hFIH2A>sk+Qe}y1SG;EAjEh(rbt}YhE_QvB>Y$kEUw0b9aSz@8T00`1d8db5J(2FUQQXo6A6EIx1 zeep%7)Zkc3Ve@8O^7g!H!>PEM|0fx~|2-zi)zPI=EWwEwJwVcuF5|fGd3#+R+8R5T z?8sRNYi6r@v0|gAA-f-Ja_A^_gs$#Q;I>xrMs`Wf+h2XgV^Pn%(^;OWY<5GJzuW&f z|D88Azv^%DTZM`$rfQeEX(DU72=Y@bg18p#rE z_jgWC$m`unI@Adgyxefh0o;9i^&5E+8)5ufXFFKrcAD3`$JIm}hBoQFA`U*Xi%w$| z&K%9QlP1`$Ek`(-{{0Y+@e4Jm%2lDV|K{!g8OyD*Z|}@Iq`drGab|1&zuZRuH2Z)5 zHMP~h`48YJ|A2~Znu-q266;2?Iq+p#4`Mjs^)Lr{+>tAbFF-qDl|X4n|R(;+bw6*Mo^=zcru5!>ivSoLKi!# z10c3`Yh){YnyvMR;9^_W6e1xrqU@?#Vpz5mGl%|W=dOBrQ*YS`KC>|z?0*rP0LSYf zMd;t?1$kR9YD4S{5l^+)zv@!1Pur>gB0)=hbs2tXf}EMSwiC<52Fp2Fi(;jSE?OXQYBaplXL#(M95e6wnUae5EcQ}oqk))TJB`plLS7zO)^K*_o zB^A3Q>_?lxjfZXjx#9s0O^ul{$FQ)1g4JKKygMp{jwaoxG@l`VD|B0m&K_=S*^wwt z8K8A|X!CX%j@y&m7uS6Kl~aXgp2OEO`-L+bEJ5dK0#9YfF4{z6al_y*5Zi7soXxUC zgUU=u%iw5$G5jH=ad+l~4X<;=bPl)qtC#IN-1gWTkF)dVR1@kxo;Re#?fYLL;})Qy zr;Bs2SN=wpwh#=VI=x`ty0X7DJz1=|5mwnE>hIp7`_nS*k|HzoJt{@Mus+ND_V>0sQ8Y$> zx=82PTyWRj1x0S(vSxq>8j_zpHYd%Lu|&s&D?65}=Do-yulR4FdmP*bgZ{0Yn~+N& z%!G@(5*Qgh`^$7@68^HXd1zWQeOfkC1UA+hYgqsMd))d>6zcI(-Q6XGOwOs1%L(nC ziD!jWcH{^`anAQ@yX&kIU{f&MtCP;#ms0bpy>j|la{{E&@lYs&aR|a{fzYW}S68wp zuR;4dZxu}L%#bo=%3~0)oG>t$t99Kv(iYrF#{bzHi7?0;1P)H%XF9@LXnA^Dq8VvULk&*tQyAGJ#Z%Xt;SQ0POt*~W6&eX= zc37YF(Zv*rK9a4c6kH8CSGVj2LrNTL#%Mi@7iV6}JKO`0sOiBr4MNFr8Sc-O-aac^ z=HK>)MPrj@tKJBh&$3$TB?az^bKbH2oghMsjKh?P778YZ&9NP|AxF+K`ci0ap!?rm zW7}O@RCWQmF9x7_86qoP0<$1|@dGWv^~)GMK*Mgf^1-NV2BJ$+`a7#V?_8+oY z8+xvAi$<<8Fjh&0MOeYHzI|6)_}E+YQt_iPFG&_Zb?{j@*UI18)28s~R9oFVc^>*# zatHxNvlNrfDzm-uv+>074c(R_NFJ7AE%a<&uW|kw?Va7BT+L~CP?tS@&Ur-8<`;5y zK=tkls-L{ls5=;Bwz*<&!>)R_bSa@hW`qBV`n^=yn&kjrHM|@){J%DeBIxhBmnq*P zW-`fd8oc>&JjC)wlUACby2>k$VC5x~%1A^cLZ@|D04~z_KcA*(VRU%;%r0ymF8yP4 z;eLNHHlPxQ%(31O$S8QxJxYH5eVV1sYEV7BvTL#YWB&&?is{x?;LTo?6>c*-NVB7} zb4zSsmcnWl*BqX{*;YbCp?U_4(96+oty*BRi5W`u0(5ZW(XXn0J&6jod{#g6A6DTk z3kOTBc3?$|!_ssOKW^PHgPl?O9kxRFRy(qJr~jH$^COilYp)gCIM`*qq!PZm(x+xm zYFY{(w_b!4#VJ@%H~_~mv@=O$6myBp2@&RpW!xov^GQCy!>;yaY=TncGkX5+QXINr)hTvJ*{S0LR1gjjWd|!l;MW^hUV)?9SoG?V&SGRnxKJ;wy$BOM@f^)uc$O|pX6j@4hB-w5cFA&crE5(O7MPF7rjd3gQ|#eju(;t)tZ)*7Zy zR>TO!v#(!~<3izb3Ihh4N!BnpZs`^n=mt!W+6nkiui-M`^Op5DiClG5SuDpgjFLny zF{BnOGYiN|@=Bq;dPKd1`jJ9g8z$7733G?dd^h`)u9cuSo0cc~g*v&2`rB|=!!V$E zc`a^_jTp=wUG_J&7sG7s8t7l-$#^Jr-s9Jd8k*I!5Gse}VO^FfO<&cNWQdae~>MlV>w}amckH?$vK2JLwMNu40g{}t*Lp~V+dLp zfke(@vMU-P9--tn3sQ(VFcJ0z5v_QnTuS7SVv(uJ#@$B(gn7wm;!are5Z~ve|~FBkNdt?&j;k1Fu@`9N9MgrxO}j!(}+=SIL?%-52PG zOm|G7z!-M*gMKAoP;>VK#yX2-$0olwUfmkf--A44@wz0E30C0s89{QtDoM)`;_kv;pfEw(I zd2n&&u0UJi8_t9Z%?CXnp9!Vuxu7d%Bz3c3q`H)=vsLCHBKBp8Z0f zom=QY*uAYn_b@e8q@7TSH9OZ=JA+F^g3dTQ<$=*Xdv%t>mn(y_w386;G3_aHmJS!U z!?q!1-3p~Jq6Jfzz^#(7}oWlp-78%&psaJ_w}rA zZ>D8}Yg+ksYn^&!SEu)~Q1u3Q2rxvvR@>?{ty!y$x67S&0SpKqMabsWHyR^A>$S39 za6fBd5k@K-%aB-0j?}Xky&$@Z9GeNSHml)Kop6ZNkvKnEM=UtofyNFheHIk1iei0h zB+!(>e5B?+do;vlI+17`GA20LEHFpU8<|FsO%rmN!S>a;MGK6RF#Ha2_SabK>#rUA zIEO4T%@=C{sKjYv#GS&U(g#;J2I$16`VcB z8vHWsO;M0K#yui_zrV5~CWi<#uoP^F?>#8ry|<^b`Eza#TQKZ|Z2iXC3_eG4&oS(Y zh2|9J8Apg!HQ?wDBPu%uwNan$L-4|jHV@VISALZG8~6BH*)MsqRx#;dBIVioy>K4M z9F_{cN_Yq8sNAr)ur4aFVhj#E`)jHJ`7Kr27XH9)|D%)1y}}5qFgEO3J&;a417b8` z0;l5|RJ&$_q~59UZ6qnEk{6O56cvYS8)=7gh;LDcIG(pXVf_mVc|ZLx%zNs$MC0J} zv&1twO@nz7VpP?GThkuFSoa2cn2uZI)VM_noN;g}yZKIY*hkgzi*k2_lDf76uZ(_Jo}{yGNer0=wahHgCbP4N*Qt|=gUrE z8**^#y>hti|Eze#Ce4J9yzX&Yj8FItr_UQ^5a(XFgSmdtoU4m($Fb#PJwV*poMM)| zYG1>3EZcxhV`Mo0RIgM}Ca)nkr12TXP^yQtEbT7#B{=8wRVge_TehkFG6sU^Tx^kW zZ5+Aol^xVahpUzd1ZlA?|LjYGeN^=dvDw9Y6>aShOs(xS2vrzUQFng!jN z6%W6XXW!rvZsY`J9eF#S6O=ncn}hGcEXelUY^dF#NovK>%HkP&>r2|R1-$fT{M(bC z&0(can8uyNQM@h3_W;V?EvD;DWyG~v!)cPGProPx)mIcB%$KqyyCfSf#ZyqFO|L6@1IZ{*Y+0D);`)IL}aB@q%H?1sa|NVap`#a zLx3`T)+A1!!?_wdGi*dsw5dEE6P(oDs9oQ<&TPrXM-t^l3t0?%Fq0DV*g^>uHoyk5 z4Ui-=KG1oMgF$~|e&9*fDhzP#0(O}oQ#PCFFJm~D7g!-lKf*&FKM0~UP|6#_RMfxZ zHoW@!y^M{tb*s*5p8KgS4s=ue<^`;PMpspX;1wHUc&{WZC(G8cW_M7QX=r99QMHcT zDmn7lX-Q?&i%}B3H`Odw7=?s-;Zv~c8_4-aimGr21^CUzNg}2zbSO2jj1r;iy4I_- zkPcKVs;rVt^XuPNzVL4q=rE0T4c?8|0qj@V%vUVmhMNPYJQ%cfwcBB&Q-jWbMmt7F z!lLno@gW=96#K`xOPuzu$1tPdz<7Tbwgn#8F>y@$gd=f6udSn;^6YiSc7zSR!3VSVs}^o{ zF|{$?;C>vPNycP1o5fmUp|0mgtULhrJpvx6ErWZl=5Nt6_PRqgTluv>1v?@+N>_449^F>RJif;kVjRh{~idFh?!#fzK4WKLh z!a&|5P2cnW;IU|T-nI}@N(ZU>CZrXM!Uo>wP=^&>p@=Pw$OesUbRGJ8E_S;Nj{%_* zs@cNn+CEfxN1Yr3X(_^JNwm&_2W%_O{fp@!SVCQsJqMGgr<>ExCo{7({rb_3q1vUZ zW~BV8Jb0ZM%rIRkIouK9vX49M8yessOP;&_Qr@Mt?m`=5JA;{Jc|MI^mbLbHAKBTw zfIJ_nY=++ax`TW<>D2gCFRXch_z4!wkfusHkvo7t8q040v!mD(tW>IXHIlZh#<%gC zvH?fIpbP(hNZat5^&aZY)e}H_Pd73SM{gRXjMt==!)DjE8wT=L9ik#i4N$VQFrE9^ zE-dD#TVd4Y4u^K>m8~43b$lq^cUXX{;4VVNw)|CDjis>jGy0L^c+IDR#j(~vXxq&L z@v741WN`f$HXtULL6eOz0uj;5sWF=Dvyv_Q7e(tRe(znnd!uJFM$~;bpMvl@>vsjT zKI#R(V>M7(IAFE;`fgS4QeRyeUSve|)8XQayUna)Hc0=~t_z|>3I1CV4x|JiM_Jd z?1&A+9W$K$fVSCeBKhfu_IoD`T)a%#gGIwUxCLQUt$vsV)e<(5R(ZBU^1!ACH>Jl) z>U_042M=vekObn*>zKV$#EME_(?;3?m7QYG8Tb&mXO6w3a?;sekwkf6 zcdx(%W*&wIa$&q&oROE;Q5d_0SUFOC8#Mlg%8P_4UoyzlQRWv zTLeEFG*D;%F#@|$)@&T($uAOfMW8hL+9s_kZAH2UH=o(Fy?d}2ks?AdF6u^R>T(^A zV&V1A5iV4Xm7@yDL@ZgE=!mZrF5$h}NKw2_533H;wz5{z7Ja0b-U*g%_P7cJ1LQ0^ zuRuMjiwV*})tR}{M{e+8zo=}3iZk0wKv3oWR6+4W@{RyZ2=&qxi+iJ{bL_xjsLyuP(zsg8E@f3L*HEw-7CX1m@Vf*JLBy{W6y@L0x1&SAn%m z@bTQqwj0S7Q8fU+@IeP_f7w-z2A<_t0Bg>D_K|I}z1T2gu#M#AU~*4qT`CAnPX1YNMG%PJ!kvtS5dq%) z$elt{Q&lf~Wz#`GiC43f@#}M6jzS4Dt0Q!LFvDQ~2oy zA5f7;>UM1Qio=~tKh+7Nf<$FcnQbyBBtpY1Zq&xIvytei4z`&zf(c4*fe)ZI87|As zamnf*!i+*Z2ui3WQ)W{yI`nqkaL&f}Ea;7;!aNq8+Dbc^ujU*nHCnCJA!3?;renl%UZnlj* z<|D6_{qmW8(EML!&gqrNmQvg9`nlmZ9DM@P*gEvX+6!PGhPqSx<+uiP+${24B3$|) zHwPU^h<~|{p#sVD&s>sLkKs3>j=mWb2?rmyCpDX#jfKe^h)MA+E?+>W(wMmPbu$4} z_jTHpn~f_VQrMk9CTkvNf^cv(>cTx~rooN0L~yU>QRAs?sPv<>VJNgx9V+M&8lWNc0gymZnG!^t{(nz;TOJ4Nf6P?CV@>WAuXy%LXSN(4 z9SfnwgzXwpF=6x>xow-kYm@E7AdY-3Efxu##t#1I9Uhhafaqf$j>2`_+vvzu7T07t zrv=&@0vA>Gab|K{fdND_Q*BzY%(-^5VX1^{_xnVqB1xNK)0D5GJj0s^m{j=P^R`yG% zUp-LR?pPhospCM#2(x)cf^~(hRbS596&js_``Mhbtot39(CAg51gOTao8ldRfMQb3 zhj37$=C;AE46{9~OYz{Q!)=9|s_Z8>(FrROwHm8;Iv^UW;q3lxgzuUdb_LW@g~S@u zzG~wxUyqEb(efY{5*#O-I7X0fLyp2*9Ui<7HuI%4~0Z`e^ zc>s6d$Spi}Egv_)jmMIRaPvO$k6w72BC2p340b+SeI;?J%53YK{*K5j%=9=+$^^CP z#Q&hm-s;W%2`HU9hlj1o9wKb60#vB7g*7-o3{)c|-#5-GOK?)fQ0)edd)$E;tiK1Z zPguq;R?p}ZZ=cuQ`%ss|V~5K?fMirQI-g$K?;Us`*n|}%V}d>pHr?}{-QG_J-GNs* z;QGE1hkJ;~GPiX?h)^yWCbxHx2ru`8ZwM^dWWl4i;{J7le6h0o>mRt9D&&2{dt$$k zgFR%0iv~tU^cf{zIq~B6o^>9acmdQEUX4OP2HV|1sjlASAWMbY53QRwFXP;C)V5F3 z2aNU_VcD}ySQC4haR<*-fN8T9*H-K`_#oIW7&X@HAW~6_>?361BDFeM8<<92w=f$O zw)|2t69v0WT1ah&B85qYDrwM-r~0d?kWM&vjV?4fo=q7Ld;)^@vk zx3;U-E?mwVMkef#VqzI6?XXP=_sh*KImEsGbH@&nueylG9fEQmSK{5-*`5aP!Xd7s=pPSHK|3ql zHndVTmO~BF_4??|e*YfcJ7Th^=UE6$R%H{+0BK=-?XzF1?49Rq`!aDwIKUxrI68w4 zvsoK1mm@5xO~{Ay=~W(hSJ}g>wM|!39P~K@fvT!Ia+v@D2QqBe8oqw1+6$fpt;#7m zujb`d*{MPH)4*sZqWRwV+sG!p#^Q6d(UdB?&|bJOlAY*}YY6Toa>>>xJWRU)*K_eP z_9Np_MKnZ@Q<$g+dtTEayBo>Y3q?3)v1q*)>{0V(V!>o`JLWB@7w4yo!injlhG6j3 z-6XR&B6mb)V^RVE@XfA=HX#;csIYp_74=%#KU~?&Tp3+sMK9AEf$Qo3Sum*U7R^N7 zGgIud>vndvq3J0!g($^s6$Ywj0~okHx=WLrku)ubi{ow}Sm5hd&9~UkY#xJMQB#NA z495$+Oy5dH@Hmjc;l~PpvH46n)1t+6N4)k5IMs zzes=5Sn06tTRHv~KViCn%s^y=Bi@G5Vw24G;GDWU#fl_;r*`5Y!tC_TzbB2Ch%kN^ zRu?;{MaQzc5nV(B%bie!g_>BSC?fyCFUYKwp<0aoFEN=aZM&_#Ey@Wzek14cf<9W^ z+nohB#jjf#LeRPPXW(9k_p9>YN4gO;h7my6U&%bA$S(!F+Mb@C9DvchT&egRt!6t3 zmK*Hac>0{{8S&$m3<}p?&EH(a1O-+01epf8_Vv@qo0_eyrzxy~wYo-*Kl<+D!~36!2hbmc#SSGk z+8hnQdyx;LzVPJAcB-SuyeL8U=LX#)l6$x_9?N0j=tP$0Vi>0Q5`4c5F8xJ#T1E5I z*QcGK6)(vFYKWI5hUkaQ{HZcJKfZP&FKO3RnA!2<_M?WFn(bEEN660+w2BWpLj!uAUKyAYN(%r{xK-e(v}F&FpE{@-OCsObUKW+y4;Yp zkp8ufJDs}dzvc6@tznT0n(e4;VBwkQ(_$f;ExuO*iL?3=Z$cjdCB}1myvG*-*VrZg z`WZ2)W&U|*Zgvjs8PDJbcv ziEay{&>>=c>F>NMZo6jNdxUA?Y7Kk!WJn9MrpQDZ-6^Z%AsS1C$C>R#sA&7}_D!g0 zRzPqjZd7(^&c!p3utuT{eFu6*5andc0y*Z1N?i**x#QA?WyzzBEotB7xCZ@pEQgCU z^>0eLLlmqPWeIw2!7jy&Fn9>_%9#y*h&6UgpYtCjl-Fg}FCpVJp_%8=TiKfOh38NIPup z99E*NY3wVyI>?;hE!+O4n@8SgO$|A6712%jN3FGl%c;Q%o!KS>iHV$?befu*1&ml_ zx3S8lL0xA9^_5!`u(E?W8V=JlQZzd;*sqWFx_`JT5oB^i5m6jgAfv(l71vm!>-f(7 z$QBA%xJqnN}5M?JD>) zRKatfFt*F&C!j)c8OF!cLNmYnsUjtxVcF*UDNsKVzlPWcwK!>mB#s>-j^LJMsAF1& zJ0@>ycQ-^02xttJ24`E}Wkunx?NFJi`n5S~rT_a>=to38ey!{u-a*oa4(5t%;#NL# zgqZ@&a&q57Hc#=EcB4|SWG)?f6wK?un;n*a|47dCu!(LIE^0#FVea(i-U2Vy|IIAu z_+Yk>)o*g83JO`mwR)*(kUVcQAsYpR8wLpuQN-6!*|xGAoSd!|r@2PzVj`^(6sNG9 zJSRtQw{&OxiK3Yj^Skc3JprQi^)msA4-F>jkLD(&p+AHoKS=M^tGW zfTN4)QCmjJ>CO(zE<{&j+Fw+4!!nl5s7zQ z?|Rt?<{f}_;-Ymi3H!+rdz@ph?36?PQ9|kH@Qi+>NS+GEJ~RcFa!Y6I@0H&DmZP$P zGm3E9Ig$CB+t^cYg#3K6j= zLVcTKf!>hM%RRH4&zUtLrq{&9oTrE51;1p=xRN2G21RV0!A1^HZ^hh$9J^-#M+6Qe z#A!6%Zxac8VvR%d_)BY{N9*C(A`aZ63X6CAQbcgLuE{r7zUT1*UJ;ovU0=`amnu7S zN}O5!jlFN@JAh)H-%n3Z7adBb;b(Xd;SyX1B-q2zZ8=Iuj#{000E6m1bf!nx4UK2B zab833)ChoS;l=tM%f2pmYHJV zV!u}i+3uInO7Z93aEEjIV@i*L@)#~4XSCBq@6{`N>gR6pe3(qmZkG%{J8w2@tDYGx zUEuWZKk;~IhCwwELoV;_G?F*HR_m!~(4G4gIhlEGgQ>5?V=2X=O|1E4kyW5a;a`ZB zzs*mo?EG5UFIKixkW6$ZD_jyR&0b@xO^4@t=lBA#=Z*rvWLcIukJnt8ey#tRG}c^ z0t<8iDr6`9&HkLx6=TcFw+boaVm(Fr+Ihge_Rf!v;@<8>eym<4MXH*>%;R<c4%xDE{GjYi9TdbN~RM#7RU!RIio&QkqA#OnOhEhAr~M+FBc7k?M*=87IiK z&58rAH2HAn(^$@qN>ZD4r5i~^X?lyL4eheTlClWDJY2NB;#SbNjrFS=w#*{HE|x@y zAY`XwA>67MIXvqe*F~l`yO|f~!vtODZmG&tRV{>UTm8r5Twg!O7LK`Yv ziHMnjf1gf@JWbJfi+z{c9$~BQGGF8rO%SvzyO*vhc&>xt`F&y#D!OGH$ zP;phuj4D1~JfCK+YJ4`aFP>{a3OR}$fEzh6hCPv=kphz$Xm4h2`xS!8`R+~=v08tn707#txM)VLj6u#GoaZQx92Pby(!R9Dtn^Z38(9rM6nkPR;JiOL zkVAJasmdRxLj<_(e&0dq(bd`#62Q~1u3H5g32R~7nn5$A*Pcc!L7a^vdzNY%BQ!Gr zmh}WN@?m*cWU;ov^%E{)JBWg-R8FR<*h;?IE?@MmJ}PK4{M`Tl(`#k_aAiZcoUdCL zG01lyr_e=K%#>JUV9~I~S;(6ydS?w~*x;yCOyHT{)aD)o1kVnqU@o6T4D%qEV06O|* z`Gb%{E$fFqJI;1J!L?X!I{mK}8v~}BoBHH6BO8(un4o@Lyf3i{j{1rITnVEYELgFa4ukI+$2~tQb8>@OJmMJT#myNrhSwyGh(`FPtf0kb|v-%pbANTCYldxOcf>maF zp7}Dy12LL1l5A#qOhZT|$QbF*2N;cPbLhCS7;s5z63(x@kryY(#_mFWhc+Y*_)!)$ zi-cU=Xsa*5#o$<{Qp3E=OPSq>am_|WhMb#T&e5?I!9K_#~jEc8X-TcWu zVmaXpBAQdUvTv2Qag8}m3ud2ay@YEB1#ChCbqSHdVDOok>Skh#cK_pn+TutT5kwH9 z1u!;Us3#jF+rF^keCe+`?;Jdy{;YNX_Wb>GRJQi8!?26wkbc^?vmh|jOm1%ghJeVd z%6Z6_!GWyuozm@8Z40N@^e*)O;{3{TqK_5*o=~=1jOoqZi|mG9EBl4Y)`6&VX(lf$ zNZMgn;~SaQwq*;#!s-c5rxqW3%j{5tn{3@YK&0%pId4dDgmj4k;Ct|4A06$@`~b4!m{ibC z4hB%C{+DL>gEqS)Ce6?1VmoJJ=v$2_GSVs97XDYSjHs8-?8Kg{p>86NVi@`xss1yV zz;la`S%p};pg7N)!DJFa$L2n93L`tt{@NmN0LdYfq-byOH|(IQxACxjxK*}#pkB)d z4U)B(-pSDoiN)kN%0^VGK+e4#u?RC9nu>$IuttbD4}9iRNUXH4S-0=>ZIwFD*=E9O zvYm-p0G&W$zm2R+keOi5cwr(nV@=!T{IOT|gEel0WxcrcI71MhVaC~6trnWNQ#>a? zdg+uLPc~XP+$$TO2Lwo%#@d1e@xx&w9!2MM&N~y`TlOn^qSwlPL3yCP^xOyS3m~%% zb;Z<_rFyD7%WCQ@=+w60E$axh1=HG`p|Cqb(O;Ly(oN3#7>BT)gnLK;kF#^M{p`=q zc0sgjiqjUF7mQ2<3%arZo|{vvbCCZDJ=?ZV<^(w5lmnY1HiuP61KniJ!*+4l2ZPD% z7S9FjePhg7t^Uu>YBgv%gf{r(P@jDh#tdL1xcRlRU*e4ncREF{a$yk4n;op)MDT%W zjl(da8yhl0wD8y-=(X%8#fJ{geX|!}bv;;=O>w2eir9wmI`4Fto~m__=ynGJz_ybG z$0JTYiW%w6H}MPDlpM)Fm5;iuA+}SjMT^sqB6f~@-<3^p6YD>L;I;N|MR8NTYR?sf zJ0mRbk2w${O^XY(?aKQHTXM=-wx!4Zyn9mz+K%0@GGw=7@Ao%l3UN@2<0)wu z9@o9vW(rdcI3(@uR~KCcQX!6NXD)kaxycr)m;fVnhPGYpE{8});R@_+hgChh^E&R2 zZ8opb$}?vzz>ppv7JM_+)jZB}I3ejYW{a}dxA{*HVhyqMPfj#ge1rV$iYNlf0e9jW z(SXfx3{2j^nXnGy_9mY597@ZJ!?e?uheI>J;e2kw^Jp5S$x>6F1hG>ES7)tX7K?rT_p!3{0RBz-_lp~*`u$dAvQ&7Am-pbrsCmo+ocD$j3vK-2u9l+yi}%B`yPkb65ZSI zIiF3JP}yHqi-Lz&<-yAnq(=S=Z@{eFM@v^M+HS!R9c>sBV60smwR3T6jWNw}*we+6 z_vcX&_F*F5LMvfySuzyt8aJ+nMYw)y6gC^^tomzI_6nq7TNwd_gKZsvDOPVpr~*4R z4K_OA*%~7ZjLIG(EN>$`q#Y=REHo$JHTBHg)P9!dVX;4L8=+vjVa= zGom!^=}gXef5YwF>>*_KxX)tiHWEOQE4vh{7}nW--Rk-8^|HNDdJXG>{b%4)yGxJF zYWiH+uXy%L6Qr-h*%OSY{w&8-U?d*~1tWQM(FjxHSR7-}S>Tey{7A3`+S+V~_~U>} z?}&q|&g3HRSIC&9?nGvs;e{4#qHNDp_BiVzxs-k1hT&4JdgsefEx^4 zz8ljna(X?pf4H)rS0h?_ZA;LJM)rPYahX*D8uaX*#|)!_8s9N-)v$~N@M1|%!& z^W2tboGT7@XYiZ-A+*`qD!2@RTiHec9%|-m4Lq`cX{V>Ah<~r=m>gh1qVQ#D896s* zS}AGL_MXU)qTMj=Xa3mn;t9mdQ2i)va9a~?6f9ud6vjtieDz(%xI^}vfn}Vmw>|SCdW;Lx0d@)1=}a@$__JNk z*r}*5f(yHbrkH;nYC)fg`cV(*p#fu?6d<9RW8;Ttr3AOgoGVn8!di=M^R+&Et?U=N zk?YlO11xXB4h4O-mpW%ps|uku%5v=cdDlc9nsk_8I-&y(2b%Bn*vQD8#37mU^*Hmemb)t9h2F(qtPT z$Q%?)9`>Io-9o;YTh|=>7vjgf)zku0jWud9UnmVP%$<;6?r-ue3(YB8bU%cDZEH7r zpdMzB9fd2Py6?@|=>1NR2yMazSABG4t1HQ{A%xPrR`yHUbtUF<A2$wTn}- zBUH{xPCM#RjNU5Fwzt20^HBnPeSx zH8G3T7?}+Qk0i0jvGcJZ@(2-w|o7tcfN;@Ep=Zv(lg+G>I25rggyb4Ma&i&admhcGl2&bbRO$B zGyC!~iB$-DtCPY?dh_RugY@_atb$d)+1x%>c;41mFV>gOZ2C^J@X`U_gABJnY-18^ zQ9H~j)++LolEh$(H<0}eJ|?T#`wU6B>wi*2Z={_@y{NKraAZFNje}xyn#T+;)5()G z*Q+vkgB~GCf{w=Q3xxBO^Oe(&%@FRTZAOi(Zzp>iNMSoN7}vmM)70^7v3j-o+#*{l zdPqU5+k;o#WK{1=f_pNe&$> z-p0W!<0-EV%_L!ycg(#RS$cVVg%7p8%xDJ+K1cz+kg=d3-5OSwU)f0~&gP2QsbGtF z9U%U!j>#c*Rrj_6M>cS81l}ehW!#|JjH?ej!H{Tg0= zx^kpC8yiwYMg08g>N7b~bG4rUykDe|&>FcZ(`!!6i#y2GA?LHhO%a&rXhA0>2c6z4 z7~5;BExo)>9$ncwsR<1rs9A%gOb8}hsdGQmyc}w%M`&gpL}mjLjd>Vw^? zezM3*XqE{ivktv3?A;DgUxfO&us3IE^8hqcppw5;!-Pzq8d)KlY0Gj^+>^D9Sa;WY zd#JTCqrZQCmaG)_v{QLJIjPS}d0i+BqJ4}wy;k;*Rrc(@cEdNc;*P^f*8elYam}bh zo?vq?y|TwO=xqb=)wGyg+z&k^gbd!RUG~b}C>peXIzffiH9`S&EV5lkKiI1Ry`?BC zRCcy28$EG=k*Meol)k%THjbI7bUb1UojA{oGX;hrEK)_8LT003P9dx2q3nr_G*svV zY|l`K-Q)_BpjpSJ6J(kz`$1LClV~3zUY;SX#dbcd8AIw++KGX=zXXkYOlq3A zl31}zvGe@2J*}{wM#<_c3VDzruPB`-F*;uRwX%P>vNP)s+l?7e9i(R8oSh2~)t+aE z2*S-F56g;+tImb#|EGg}>AkHSJXSRvqEYn9MshpOPbW}V9i0sQVqxpP#X*>zN06L* zTcA~7uV)=)?YPe1%B14jr}Tt2XWmZ0gTO4UjUc>Oufc$8ks{!(H0_N^A-;&%cib9A z2PiGz@C&3^@Sa>fiaI(ndub|3y{z)J&aCrAXZHNGBByAm(V*{&1=V(f8FCo8P8F;y zoW-G*O)p?RQP~=M*Jj%_(NmsvU^jByG1qDQfCv*BFy+`guB<#A)C4B|;%ZR&&q5(oCt4r=Hm69C{j zz46J1aHl5)tF5$vJfBrZVf=Lj!@C^!k3BzyX4I-HPBQD~DtoyyD*@%FeSnYBfGQ95=Q2g`ps>7J4T)rjOr~WF; z`Zi#h^wxgEK4S)jd9CahG&OQecOfiG%uT2PVfAgKpEvue?qQ3vr5S_U=i3|6loE^z z4yOvw^_h(iW(^L1jtG{lH_dXf((d{*@Bs#fEPR|0sqG!OU$sZ0PH-?Z+Gb)VRfjEX z)n$XH!f2t72=v_ta*fC^-4!~jO>i!7VDZ0qHxk}8uv+xVdw~zKm4yqy3f6=_Odh~Q zqq03-8uq~63Zgr7tA+$aP$lJhwyVj}S$z*nDdGA9!Y)4y{d8w!IM}b62B^OMx@w=g zs~+^npYGck(#rPg5%p4^eM#F|pd&~y>nu_3UFbHL(Gi`D{lOCW0kE`A%O#dG-YZz6 zs%2(1=cEPUIkK@I$j;y-6b|^A3}2GcGYf4jDk+V5^}dk=B2$bq_N;bz9~~Hw zNzoO_w79afyIQ-lmM}&}2RA_rKkA24%E*j4)AAnO{WQW|Q9pD3YCPvPd|wGfE2x6# zcaiZ7u52hM4jGI@1Q=$fnaIve&%%9ryi4T`CigOf(4$7H6m%NN(zAPylpkeA**g%S zQI7UwZ(|2f%`x*#CRVyTa6PkKN=DwVjNy8;#2eY#X_~LR7 zHgurFak!{jWkC&w#jw&2r!o6yE|G_hd1SSMg21|UYd23OcUalLW^c8cHA8q+vRGn2 zz6NEr*2(EQh=lC78b2ropn0}rKk0!p2%U;hpM2WUr71+w)o3ANv9q4ht4(_z`(Uys z%U2LtW@BO7icLM6-}_qGFLfhN*KL4+oNR$%v!$DV0in{l-6(J{Sc}8c7qLVZmXKWL z!*D*Iv1*9uPIn^%2Tu*}bSfKLhXEw4*Ugzt4S|uc0~eKfh9hpUgXF$ud(CR`&BsW}z@sld3DUcrs~chuY_0`6tKGxEV=<^a7J|Z0%*P z8n+Az7b7xBduy`}$L+-Wr11Gh{gQ->>9A7SU$MFvOQ>Z@2e1k;w(x!@`x|^D_*56V zVCuCu=L_o??i)uf*szLp89fBsTm`fd-*IGyI02jS85U^OjG~t@5+7%s@l1Gm&w{k; z51Pbu>JKyXD#lj0vgDzJEs!ctNWSF~_NH=cy)5NsS|XK$MA3jmyu8@KvEkICof#+n zgF;Hz3KJfprcyOrJn1Xi?DcgA`4Tn)L+2js_+ne1YwnIJcH4V!Pgyk$aBiPrICV0Qz{w7enJXS}mad9dSz zjZ)bYvEISG6Bg@*KAb?OP`kz{;wur2h(QCBwvwg7q%l zwR_kDFnYp5QI>&rr3*fo2`l}JyjJ!LXZA))t}eV>~c8qam zYly?tJJRpg9JZ?9>=n&qvvp`m7PpPu&56m0Ng z-Oq*Ztu5S|zPx-Xpw_?gvwvgzFU>)@#}V}D@V zV3;8N501U9nbKE9ksE3-PW_bpnwga2ymF|9f0gK zfA=R?*~$ZGUoDHTOPnShs$y`KU}%#rBukw{=~EdX$sNmfvYk@x3jFWK+|PdT z@Z)9wPW<6tfByr&h;n)H!+)vg`j7rpAN}wje)q44XOF^H*+XLu8afdDVr7XYQNdF7 zc5`_U7BNXERlE%J?Dznht%H*!Q}LSmADS*yottWol|mDm#O8SE2t`Qt8+qSi)nk64 z7Dg05-W_NbA%x)D-6FhqEcT<8C-+HlUTow?eS>sP^aJz*cF+j$tAX}*AgEYm|NcQ9OS z8;L&?{k12r*$0dN;k2@mDG-DxqL|MZtZkvG36pMr1D3$zGq?ei^%fQJt?q4zrA`T{ zLH@}7TdfDj&}7?&Ewx&lAfbUy2xrloXndwlWf~vwSkHD+Rvt zbgQzH`<9l82V#RIHlBIlf|89RQ{_&?=*?O<< zh8#-i6lM%;6Wc88bim&u){-jzNi@vmnCvQJsBer##^A`Ifyyq3zOxukT*1(s2QstN z<$#$8m2P|DOJsW~b(uD}#Im}I$hSJOIh+~XDd~XkC$0F(r~YkzthSuTrg~x)=>M9B zg_L-SzHRPHBKv?|A{-bT0h!Dm(BH}+JAfiXv321XUM2ifGuVjJOZgONlKTDf{PrD7 z0>)U4HUf9>`^OMaVWI!MP^fSBH zXZ+9i`@i@9;avXpiy!_A*U`h556%~d{ZFK_2a|_4wi#lpRV-aHglYj+N2oZnX>tA5 z@9%TJ=uM@EHiArDm94z2s#aK)y(BVY7`hZ!7RvAH1YUj4wS_?5JILbv1mC;%lec+? zHgtmOh7@yGEB0B9?OiX6M;9Quh4- zFriP23>uesETH7=&6(YAkt#INOO(_eTkl0S1=c?~V?kR{G0dxvX*|miUO1F#u%86$ zAc#8r^F+kjb!CXvV-1J?21u10L%!Kpe{!Gwi|8hPr=pBv?FaE*p%1@#@x#CIU;4$D z?Z{8AvY{|=Vr86;YCAg_Z-p_WiynDMi=q@7@z9Su(Xv@Xi_=Qri)d_|qF9nV(63_Q zsB9rlzpTg`nbe^*aTVgI=3y*FTxi*8S&_M*+**8Oe0dX8?(c-%3tK=-4)4{Nv$d8o zc_fwh;JaLh`)%weae}3`9eb~SK)fer^yPsTTo1||UivIgfXfqpK!U!+e zD(duvJxBi?*e|OZVP<<&izwE%&ITJ9o5CBN2F=knSd>V*t-XEK=k#JBoqD979Yc^t z$}TcOW$$HETB+cKE@dI0uQ-RU7qAzO(kA2Vm|Z zc=5sb)efgbh5s}wTO?8OED;E#ameIU+pne9>dDc~w6`0*C%FYfNKmB3c4Y^x4HP0- z2xYGV5%LNIdQ~>y;bDt~OSKR8UfDy0;8-p%3K7vD5RjBdZkHbzC;o!&PH$m2Be028 zmZsI-EBMwHrhFv44n1*Bk>O*bfo>MHY^LM6Tj$P?$_@uZlmuWm00E=Z-?cQ!RQ&UE zFYA8rs@1;eIU$%tN4*QNe>>2=k1O%mA!EzYtu&UbdNP_baArfx)r-GhzY{drgsh}1s zk!N5%B1XDxAmC%9vfHq?-|8eB9z6QFIzlc@W-^5WUvzVIq<8a0U-+VwGT-sr8b!O# zcEcaSQyBeDv;N&~sc}~8;*k}se(&Iy%OE`arC1YTXgy}?ni%_SJ7El~r&9vcwg2qB zLBEXp{>S4baSZoa+<`!?+NLx7O4PMHqHV)@L{oT}6go4q#g3qkKVI2?(6{-+f92iB zFN*o|Fa9ac<$r#$vTq&B=cc@W+;4wkXSSSM*j9_{kCkL9=R2kEvg;Tzle6;ipf*}W zB>`5)P>ER+zL@=I7wFIq4z6Xgn~c9&0INyr+MVePEhzA^(nAhoC$e;siypn z2RPDhDP6SWEcVGMtxkD2#KPGx-mBdlvaMCOOTzCL>v=&7V9mCBw?#ktn4L^KU&$(fYiTv`{S_oZ@vUfeiI-1a+`iD=wJN1%6@+S zDX~}^{jM(M3=Cm12JM7abn|JUdY5H6t^-!5M-%IU1h=P)jmt5-&b$R~W?R$<`+`;v zDHAuEx>vTKl&``+TajIRs=#p6n!IeLNfCu`ix=4~Fqbh1h8bD1ckh5=xTqk9$!j=Z z_LFlxC#zJ%F+z7!>itZ%lRj4+dywFZ&F{oxM0pVIV6yI5finMy-$#^;y81 zm0(My&xAh?2Awj&1cfRWiJ|#ob@bvY!sR0@yn14WE27DgH^?~%cEUQ^2<^u!`**+o zz8}92|4C*4<9{skZ~p1!%KqJcK7Rp@{OaMizxsFE`M+{y!+fH5%d+fvs`3IILA~&n z>6QE-7Uo0mHnvkCgdA2XE5QOq&Ul7H;8wdl<9_X%U5tuxImj+5!|G78Y3c`=D;t%4 zbSU-~A-z?e*4Z5pcQQ_sa8sE7D7{JI0AV|aW^s*4`oZ#uKDo~BR8qayA_?@H^%5&2 z_d7c6z3ptD6LByEDej>(A+EEz9XjL}#pQ6*WV;vYiM><2%ypBg&b9wfqX&T+Lw1Pu zooe&t`hHyJfPlO~N|sf8edX{-er%_6qW+gN;HUa+SfR=46~?w(hDpeYw*8BqaO!D`M33W5?2cvN zhNt!=q8-zNQFycZs<=x67B@(`>MDAhEcfCw(9ETOsGy>e)0Z)w6w3i{TGiYLoyK^% zf5uNiNpHrtt(njB1&Fp1Ep@a|>F&oX`|~RD7Y|?j^Ur^Tk$nHByvIeZQe1-!nsXxJiBGd61>Yp4%k<9(fuJ zQQ2d}J?l)(1Pi1}y#OQ|VlPgA)U6{GP(h&p>jI$SEQ^m%x32+q9^XdYcRqmFRy{}= zSMH{8wnFBWhvTZ?z3k3fBg;%5QbEJfJ6zPg&)S!N9gPalA()WnL|JIcm}-!1r6{kf zm?pdCk;Hm^w^E2G;OgKXeg4tP{!KvB|Gu*S@jt90|M(Z*{QB(=SN1=B0T=#pWk=CJ z{ABuUc*OlZ{eVYKf5k5jYU9`>(te$mtfM3(vb*$p#8Om%nHt94&la4F`ss4q*X+#> zG1w{O3MmQYDyBFVr{!R=vdgy=cUhtZz|;{;kN t+eNp74w#KudO~Yv}sJ{aDf0l_7QJ*uOH&vKl_3@FQ%0YUlz1C^6qc=Zs5 zy(p*#B!g;R(e98@XnWT4ZH0uW_d5^lv-Y$&VtL5|4FV^PM_FrM>}^xJyE|(Ldi|9TgX8 z=jOHj=$ZY`pDX*NfBpy*yzR|@`y(sNA3n49?fh?kDt&e$>U$fehxZqJ@WL5Ap`ih# zSVuAAfIddM-)sy6l4#mZJV7_aP?^CJ8zYS zyM!%J|B{#F6e?>ELocJT(P9>^A%vH@n~8$rUTEg?=?Cu(`Mvb@+jkgh4Xl8StRhoa z+MR3*HH=%2(QKtm63|Wx&z@(u3kiR~LQ=&^O1brWCnK;Fj{cu>{oegpW&h$!#@;XE zIR4$k+aIm$|JY~0`{uX*VdMVSo*)kcZcADjD27m{k~`jr|LK$C+Ij^a+s@(MU3L0z zK8Pk--7pm1<;*7jX|wS`KT3b!|7*3^6Wz7*#s&ut!^pXJ$U#nu@U1v_gkrXL9g_5GxQQ$&wL7LPBpm zq*tkh*C0A!{MR2S$HrtdHPTo0FKp-5+ExYI@<|%Z?ZFP#Iz}z?8lx$|z)9K&tjmf! zt1^CgBQ{B|uQwuEH8z9YSPgWPSS3b9dh;(p=PUPW0Eh(lU7f%UVITM zrS~0_(ggo6)j#jd{>7J-xF6ZS+A~^} zic5QZnz!74E}iRGOz3t}eQC*Pp21*qRWlNk@3BM}STorL6E|ss#}IO%-px)h*p3^S z@cqGQ>Z#62=}`I;^<_uX)g9ET1`rPtnkfB+RW$9@a?e(7!@3UrI^Zp3hw}fdvj5XF z`;R8R9W(jE!;ex0fA<4;_77u-f89-u-&)OH^8X+e+H2;~&Z~kG#MVyszm_~bd3>BO zs~r9N*`aX3bt1r8ljQ+N|J57EHD*!w7jhKF(ZrQq9lzB(0#b~OXY34?0-)!4tg`nn zqO8a>3g0OPJ@UvMX#OFcNw#c{qI>C}?cM1?*E$1m*6f%t?G=VRjNu(G0S#mi;e<+k z_fk-gc}lTxm%?q%_F{dn+YOrU+)Q)XSQvt6V9#733iRhD(-`GwO`2)5u++o9rIMnV z4e+t-T)lMNCw3k{4ItU}FK`C)f1$E{X8-crFaG)G+m`0nU#@I^y;t~$Z{K|Qc6#{r zxBt>V{L2sgmp|UF|KrPL|5vW;XI-9t^UfqCt5MM5IXlOIz(-CBVOS8ibtX>0BK^po z!l!SPXZv6zB-tBReRMU4uB~xu57zz~lZ!0eOlAM?_0+o)_=Kax+^BAA^={E_)Anu8 zF~ANMtEXLjfRAv^5tgGvRg3RODF@>?6+OdA11jf!B;Td`PvHR!Fz;STo~zYxMP*tW z$F%P~oiIHPdN9${U~|3FJ*X+t*f2LY6pV_*;!wGd+lee>*8B=_-Q7dh*opCy^cxX9 zWD_!eq2a3Ujo>_`2jrphZs>my)(NHJl;#l zC@~DKM;5<3mOClr9A3TCI7CwmaO8oM#o*+d?Zo6raV3xeV(&sb2(G=dMsE!EefI2~ z3Ce?lE7@Taq9wBQd{Nb-L%cwwrIKxVx@wC^0uTGC8B*nCb%;32w9H z+j6*G96cgS2wa24!?UiO)i;K$gC^TRC1{6Abb#%3!fzY(J?`7W5-q)!@}d1#`|Ka8 z>~Fp-h~MqB>$g8r*}wU+vVW+Ge=2>pD!Wb#%MD$gMY$YHUX#7DCkF!z#gSbRGuA*S z#KnAng1kR?p(5b-$vhpktUB|LT3>{#7YK*i9)orGNO7;KNPaEiMz5wlunr4Xh*yyN z>_X*012hFAI3IC047wuLI;y&NwBm9MXCAS$xv^Rc;-x~s>bY08{_5ks7*K3`oX>naP{CIM*g(jWUdaeb=eS1gG7 zA)kt-hncm1IXX0-!1gyFxJU(x_sm@V2HJtdB3l8D$CE2uy^mmT)ax#Z zd5wLFJjjys@>r8&k2BkBEMZdJl0r)zInND$3Vj8MRKaTH`5J9LF_t;3g@R*~qOys+ z#E8VyybB`7XDHefaW8S%Z` zikZ2<$3DE4_Wggc&;9{|_Lp1scMt#JZ~fn>#rFUF$>7<)x1%JM0{PMU0KLoy4khxY zOKqp);G-E=(edj#?8Evr*>1#U&;%7A2CywUiaiYRB7;{G67kk~(_i;G1m4J^+$S(I z`$zRJQo}YqgpU^VjEC>6nu;c**!bEs?7{6)FN=G%ShvUnHQ|zaBHkS!HYV6}2YOiz zlj=GSCrczSY8$i7yi0T=#~Ha?MWUt+BRj~!yy|4ap9rVQmPsmYa;AM|_iO7uU7v;z zBl;eCH2OKKA|u$IU2xOzsl%nsb_*TM2J_37g0Zuh#3N17pK)gY@c8&&sO%eUipdlo zw7oI;!;kJe|NmLp#r8`p*>4eCYyWkaLnhv(d?PDik`2?ky7yLTkGvq z`)qh)r(nqryu7wdvp9iA6R|l~;S;EqW+j1dl+Sw~4|HtG>{1}e{Xoo`1(kMm(DNjk zbr@x3*j0inN{KZXxZfm=5kK&r0^W(iYm~fj$8CKb)ma<+qH#U>JG#l&} zZW0io{>BVW<*CH|RrXSO{gd(Rf8UGz_P<=&f8@&GN8%4V;pC^n8~MFjK+399sn!P`w`$I+cC&Tw|y3 zdHa*k>^|H)U;PgjI-h^>pH=odYC87vuIyjAq<=bGzb6=%qBd+OQC4_R-tvkr8VS8- zYYz|ZF{Wd)p_H0~wPr!uihj(Beaw!f%c^V%xKLN&k1_Ppxma}r{YneF)2*^O4V@fJ zJV$YpVcFFJp*hi#*KQa5UL}xRrAuhlb;_fB8P} z(wL~zFX7#e&zWzO(dImo?O;>vs2YKB+kc_5fAxP=*$@AP%6|97-;BzB_wXNGEdQ#gpNzW* zrBh>lY?r~Uttfu;NfD8bCMVKfO?5?Ug(LK1liej-^-P-XuzXz+_R*i?uOS86r4hcU z%9ZYbcrWv)MmmnkXSQGqt!;{F82xL)qb}|;?5>(BW|&geP7mYWB<=2GWS%zBM74+k zh!$hE+3VLByDiLg{BBRridD>xbX6D~T1Emy@~u`AH}DZ3$M*m@_+~Z3*`v4X zML>^pL(CdMGouSpm5t}{;kRO>K4Ph=ACz5ciFA|nXwL^=|4pvkAGc4=8cceH3a?tp z!Nb&l9K*op`#-hM{xi<(xBvFpn{ppLF&_Tu=pdg`I6JR&d=T%o04%c@*OOjS!xv$q zU2N#38(S@7-q)3z*R-Tk0{S$7tGkbyK2{$EnBRhIN zvftl*Z|tL^EycsQOWJnop=d*6L^e=~<&^FQEIYgzf|a6QCI^>th|Yl^!_U)qVfw$Q zPIHz?ir`QQJn2gKyD~{OBTAuZ4VjtQ!02<;i!_{_|3Rj=1)EU|ffDpb`pm0kjd460?1qi0_&HQC*>Hqehci(>e_h0zkr*HpKZt;JK${rn& z(%VS^BCc%dp41f(iM4%Ry#;MYByNphltUx_PP&>b;o->pubVbg*>L@u(?P`u-OS$e z$*x@nU^v=!X0cgxJRH>q^CZTQs@(!Z+?wZ;PI)sb{73evB=U4^F`HqJJf4Z!yFuyt zBDRj`C+MSy(lrww(}=@{K0xAz=vG;OTR9FhVGc_MMv>-)7D~+y2fnZ+{7YD{>Y&y- zQpBb(dr$NA*&f4AwURRsG+c8U)RGAGK!?-Vv@`Y4dFx@r1H8m7h4NY4FEuQGoyz`y z`_Es*KRXa7mcmW(x?+G3dDvfX;RqL00EU~iI2+(3uS&IkeiD7BK)_Sdz)_14vE*f3 zA}gk<TeWKr<%>_n~R1!2q(d=(2FM)ZVKJhWc=g3ns1ULu+$1nlA>+l;z|hYTZJYc!iLS}7mHlF67YnK+2N8+Xfrw#Os%1!ZMjZuH?F6MR8sqc+ zx<~yFLI^XS7_2-->{q;U~fsfO)Zf(Y~?@+@RVn=NYDPU%enk8H1Zb zWj_>*9>%C_r&0PNjX|S)$x;K4csL=#skGr{cuQ8sh)ZY(8n8&(7%itUf3JouS^s{~!KA;1QyF-{QN0?bhDQ#|hFx_25-K?dx)>5d&7 zHUuf#X?|lYFTzu>vGw%QFx<44kxs`14btHee1;5R*5kYVKEZR<4OAi!sbwPm?B~`T zE27H2j4?rKog&p2Vj@U-@KN<`PI$Lfgf>CT9!ATKq4e5iM^19{)?aUJ%LMhQV2^TT zuy*rcZz0s04sqz`$z`{#%&+OxFK%k8>6xUZ=onG@7rxGBjrO-_0>m5a*xoC>z=trM zGFON9I$unm>x3~9_bNe>o?d(k&yIwwcQe6_b>89pS{dxRm^WAT1XeV2E`%P zb0v>L2v4$FV7*ZGL;0|&>iSL4-w{mo#=JY7y0Uxe;p?X}d%k|hK4Oe77iYFRYYapH zIB+~GUh9U&Sdpvzo!Q6hvE`R04((L z-eacOiKlu~aH`k&fAWKlap9j>*}wSk&420tefx8*?A_Rr^_X{s;d~bsGVT~PferZK zR@@F`Xoi_1-z|)CJ2n%Ed#6R;B{JKdm5!Vv(LLf$7t4+=7ouIBHQqurHG>h+y`$>a)$wtMIE#% z9bn(4gSbniQk&ADdRqx1V1hiFUE0tY6O7O<^ci&bZ;0d-y@2nrttT9XOiG>hsBfn^ zJhppIayf}O$R-r?vKSJlyOMckGR&52M~D;ApV*E3;o-md&(F280Xq;w>TuGmRArvH z^Pi3=6~meIKvbKJ(kHX(I5p*dHZ2cRLJ}DI^yVBH1PFw5qS}VCTz6fc4$uBneDImA z%D#|Ft!1aq;DtADa5JN`Jf9|sPpk)T^K-3iEqF^f z!#e=6DzgYYjirpdRAc*iAe1pD9F&$4GvJ6aRpvI8y_m5L!&AYmb~ss|imGNaNgYu2 zX98eVPop(4n${63^9sbv@*g!mn{!OoY-aIszq}dGRm*y7;tyA?lltMTrZz%HHM-%jVAur7k+5YE1UOLPXDb17aC?m* z$t;SV1wl&fH?MT=iv(l{lq^K?;vsnI=0GkL8?PH7(tdGEm|6UCJ1g^=1?=Gu-tO(o;uA zjz`?n_6>bDC@7H|Hf`_Uf{<_R2PKJ?bxN|yRJNR^TD+f0=NR_*sFM1J+}*2vdL#3F z7__#f9m@gJ;rm2$U09GJi*JOFyiSlWR5rQfoQ@gmJsr)i8Ye26$I&cHv6#^yvnmZ( zf`ks$&`R|P*>>=Tc8vg`KwiHO`YXdw!jDY*KAqW%b3Zh+y0YJs^0JQbi;m_;^piE6 zY$K)ZBw+chI_FB62s&6`cslY0kDfwh`{7_XXbz2<3i|wM@pARe_+GO?|Ll+V!kV9+ zWR*H^-!bH^q@X3>3NSzVYwJ0&-|Wvg*vM*B`6%F2&<&e&EVU&*-WWk`5*{IB&FaMz z$mW9GvGeDXo-wb4`J~WzGkEvPGGPdR+!S&KK6`$x>=!1;$pYQuX(T`i%I`2nfEW0w zoOFPrWl`5c4x9ZZjn+dla^_30juwl&a95pBXvxKdte35SOq|(tlS0{&D;tLoH5-ni zndI5@DBBVAKEviQjKfu}Jv&8xfBnP9!xJ%i5$JTV(E(dfefW1HRW8iO^pVLFezhps z_6W4lA`D!JuWOG`vxw3Vnh{pN{LNuJTvGpg>a)#hYc)BLnupP&ELf#s>Uu}quHxc}1JnOrJK;Iv(PP7d1Tb#sV`YA#vX{rz4ppooX_u5p zDSga1Zck_$byJ=9m^-g$iktoZ4Ln|duVom~A3A{_+at-5_@PzbY`Q>oVMxF+TDqPw zcZG#Glt1&#{^h4H2zu|fTe$Sor|b7W>uzL>U0zB%on6;`WWf;4t0VNDr%}dJbrN2hpWkULe?l3N zBl1fP!)Z@>vSB*A$+CS%6&z0qGgVVPBhC?zFm0Rk6dVNg*<6G@)Fv&#<9xkhee-;U z5(1VHIqJ<}@*ep1%AQ@>51g)pPjy5acIG5cRZphl3ZQlq8_y43?)q!`9=_S(S(WWa zR2{iq;%W@sd4RZHIU!hHR*KK8Vz2ZY7Q4^(XIJ*`{#fR_hv#XEcqwl0=TX^%^H{LW zDY5!p-Iol6ABbBaB{)VLsD5`Fy~8@`T1Rf0XlHeReSLBlbJ+UJzl0v73C>=Xnz)ME zmI1B2H_s-7BHlS(2ASdE?|a?BsV60nIvbn4&Z&fT-rDx{dLj3$Umo1q;Ml~EEV$Z4 zUUl!AlmI3xy}{ueZkv@(%;`GBCMFGi9!wuO$FWOJwgEOey^dPC?0vRG=ve0P0AU{G z%Jv$Oa7gVQY09J#Q%d$Qe25YI5&__@zYhNkVvB(dQ zrqZ8R+3)^H26Kb2e<1YZXU7{ELiT79#o)*}Cz9%az`UA_Mw^%J7DgJZ4ow~atx#ln z1Rn;rI^$ut^@62D>iU4PRd1orw(0>g&TNQyn!3=B5Bc*|`25cH_0Ie%tc!SzR7ww# zF_u@xSVtbE4`Tj}-X$4fKMQFQ?ena-MJX0>&1)j6s`TZit%y-vNUB5PKj}9&rsizL z0e;qFJ|I|tH-cyY)zO~$tCtI_{5(_GDA(*yj1i`o>38FD?nm+7e#(wgQkRN1zAwEIvo zgqj`emIrqyRWu09m7=mwK_mjQMvRN_Rgkq77n6HyQMh;STymvV(bcBb;0-WXX&Ia? zrVtk!BDC{|KS~qViB|n?+D8}{Dss~wCiA9>F?hmCg@8D_Kj-07-oNVi&-L-~<~6M86e$=nkalEPof>IYm|c~L*csozbokWrpVtll?$_UZ zDG#$H{9897@BV6s_Fp8YhIO4yKs}N7PB|i$q%ug4Pyux)XWNdLtuai?t=3Hy&SXix zuhWCt?4t{aOy*Ib4`+b9rRJp>i*0@2mv7g*m30e?$6g?tyX8T_EUw-^Flq=n}L^b;U zpPtnNspuqe#BU_yjKk-h-9KFfxj##*dD_gg_0wIU!Mn(b$loTy$RHjUUzp5)cMP;X;JdlhFeqJh- z4WVw8di?tD@(Q0X;4UTd6xY4GMnO5n5~etnSI7&SoaGUMXxUDaLh|mt**1RRgj^hw zi#0^$E|c)fAc$XO|K+)CPuxNcQ&yV;`*hXKqwo40Oi4|4hUbOc_lZ%rQaW7wm56w5 z9pcFD*8qL?v~VKjb4>2D3+~2k%>Pa%`fj^R-cbNa zqLSZTeIAzB-gA{4R(SpCd?$K&mJt6a^~r+!sXoV>bubojQ+8?{rQ`k1+z=_jWCXr$ zPai+s%}?ztV?#TmItds(y8h+wdWfdi;q51glTrtRq{yVw&+-LGbR2rIZ`*k^54IoK zb$rubYI9huHZV(DvGwR7z($7gE;)BnveLO%_86O>{+oYRW%o+{T-n65`#=79A0&Ui zm3^8VVJc?MKoZ_g^OLHysWBZQ9@^aq=!r^vI*U^yYlq*W24 zMZbijA9N;bVT6Ma&cfUCI=GFN{OtMZ6FaV>VH&%Js;isD%K>rZ=MzIj%UH&ek{w9( z*x#2^xxfFjx{+QGpDVlnmn-`ZyA#?sKi|s!)k$`%p&8jrdIvNHZp2dVwC}+8dhlLB z;RTD>QUknyI2vg`JQuFovB*A6XZD`?YtKLZ4Lur+Nj`}O@NAv*IM)ct{$tXX)}KJa z*>;#duM3qFa+-lugb^8A@+Ps>)n*~sF!ajygD8Jr9$Ia1Y?j7Ade{bRFCDIX=&i}q z$ET-$zJ}40(2B$6fHBRLcC74IQ#&a%X4?}|)nV1SMzr*WH5bW&y7nHg+ogZKPXmia zo!_1rWa$Tn4bLeleOlfZSR3|-@SM(;(wptThAZ%EJb$~WXHO#dVov=w`h*)h4(a=Zv+ zkXiQF42WOlp_aEb%`97UW`}j;X-`!dNusH~&mvt&oAiXvi{KWJQ ztGFqI@yGzAW8mYT)s3i-Znwk9)?w00o z+6!zR^WiXRXpjYMhk>-3&mxdP>xo|4Z|Y%dhPZ8f#{cpTB`) zfxE^nbHE@P8hCv=bNYfTQmw+(UZ~PVHQS0^nx*g}MwM!MjPVRIp88)nuE~UIWVYHs zK0nE61P1Bo$Ta3yFm7}Gv{lu1Q=kqmoWx9Jbz7JI?0x3~&B|l#$HVp7JNL7?8U-Xg ziHL<~gHj&!q(V8LBT865P523)`{%sFk&Z&Q77A3#4+@6E5R@M3Y`85FrPapt^UOqOs-Y1xCWF+?sW0k8 z*A%*#y|N#qJsZJN-rRjTL;joCL+Ug$pvbPqfr;uZjfq(Wwd8w+h^p@as`SuDWRe84 zK^9N$NHPo~4Qd30^$$AGPRDj8DJ9|hWP6-}OgzWi6?&%X9c1kzg(!yu0^e#H033yy z`oVs^fSDw$a<=>V>FN1ntB<`Y+2&r^*Nyc%5*?+&uO_V%qT|Z;VEWk4@Hc6=lc&9A zWWAh^GjWiAmcsW}>N@ty#v{#@9YFTa8qa<*^%|{)jNTtWcqe7jHC#d!wYg^8shuNs z0vIXux3XM?TLCCGI~Yj8&9dRMOjjJ#er7M{J2{kEo&$bx>*$S*EJv|>G&D`);}=|< zcmHa()Y!<4F6maxE^I5xCJPIymUKcmRx|Si0yex)brS0tl##tKzJB{0h~b8Neeo__ zdN!|P+eC0xIB8f9-f}J zdmzK-NY>lX5~%B6rzN7X`=>adJ{~QZVDruo+XrQ(OKb!G*2D1URW`Q4$}9L{MG|NC7yXl>r>OBf$%jQaCzTD6$?Giq1O zTf$pJ`SWH%b~(fJrku4vlgl)1=&(}>1ND1Q(~=J?afZjw?a1>dH`OWJX2$R!8Fn-} zh|VS1^-hZOlYJ$Ja)Iv$qNxM{#5D!y$EFl7g1dxE#Cj;;iEIbUUg%HP>s3UM^!E#enc0ay#BCom#Mmy9GtnB6L_Y_9iO6{F{6MucmS7c`x97~~Ru^E_+l&!}vQdarDX`VV{5>BGafKX2a1@2#fFdte4G>vVTY z{ZeJKe-yeQtEJxTemCJple~are49;gR&%Y&T2qfb`kuEcisW{2RPU)T3takPU+aO_vu7~+dCvDxGC>Aq>qJByLTbuhc{cb1gEjtY3=dc&i&&a|8&&P z9<6(2QyWp)q5u6^bN$pgGa?E&4Vy4UlNV{Y?ep0G^o(Xoy+rT$CYjrv`$3k?WEEdi z`cwfGkm2QaJ)owk4q?)Jvb=$s?|8Xp`ggFpzXBOH7b^*LSazS!ch72uus4acbuU*m z989;S+sZ1wm=@$0?Sill#N0+}Np_nm8{Okh_!AD8D}oudTbPq=VRwW7+0$mCo?W*Q z&5M9nBU`D4@&MJBvhaFkpLXA>86`r0Hr}o9v6)-n%=P1S`v_q+^l8Kk+v#<_+NM5h zx;$9=s7Gj!v{HA?RkQ(p!E% ze_k`PSN4u%e?iawd9zsiyR~Bdg4xn=gNC#AD!3AfQ=0D5hh8DqFp|lHPjh4*%z8@b zw}9mPXN5NMzLan=qiFIxM7}k99(W^M5s4V!{=Gb^vcLcS?b8#%*|M5Ww>8oN z5;la_=8mH;{=>YknH^-qF+?2`ZXheJP_*CK@eXqnr8|YXE8`1-sV}_=>T`2N&{RZB zrFt4MV1w&-K)Xg|oBNn{Q4pb*@V}45`1YS&`iAFcSW-#WD^DwtQ;2CKZ2DTK{7!R4m$>M}@{spnbKo zzt|8y^4G#f$Xk?^9V97h^OlaVq;-O~`(}9-7>FJO@$$Z*8xfwLoB-D!q7V@ENHi30QN z{HOD?BN4%s{VSi(JD$z2e)sTm#EKzLCxciM@rkmPhJzo2f{qFhsB9Os3 zzvQ#foiDd-XRl+lVE}>E?mEo@!6td31x_~76Ef(MbD~V%V0knBZGnd1Alx9es@Dx# zABXx70hekVm^bx2>T-)*b%%1;Lb*`v(tly)U4zH?@%nu)?N4gj#G2jQ{)E#!FeI<7 zI_!hb8yy21p~K4i_>kw1E%hV+oRIS`N%NPB%4wcVd^ycN&3L1o3=x2Iq`Ks#+!V}3fA-e zEnfR?u5yND;G z%{i1l&iyK;I5iu;_mh9VzI*CV>jVj4)1fUvnoXzh$?>V7Rixz(>ZOiqUWVlj6!?aT zgd{e-`O~ZLCjIH!^}T%mW4FC`A@6=5B=YA|*_ssXU~tz*w*{L>7@^Gu+SjvCRBky-XDV^XKs6&O9zeWW7^OU4X~;n#{0Q?p|(`YtKG2B%ZA=7DlG9MzD% zli{g&Qv0^@VHt=uSeBg=g`;n{W3&9p-lVEE9$7LLn@sbEdMeKN_smb4B%G;k;hWG1 zIpA!Pb;H%yOVvg#1n#ykkcL&tr2bEo;S zpV?=5vW>XQ+fU7VTe9KkuhxR}IeEHc7NQlVKdLiFH?5M=c*wz$^-BtW1f;lET zE>y<)(}b}z)fPN&yi)sTB;W#0pHQ|TKA>G#{Ct@%lj6*7(N|E}+x6+`sei49utQ03 zUHkR0ETP|>NZws*?Z^P zR1g``K(ZAM)v}1;uBH9}on@4K&h1eOO%P1(hCf-m{);bMDgXJGU;N@9e|f9tU;Laa zJKGMg#Mxt(UqfV0a11OTQF{&|6^XJ*Mwk+ZYC81>WVIL5NNg9-HE~|CkH9&V^1|Aq zSGH{c_vLyCe)j*4c2&tZUbCO?zM5RLlV?ZW3-hLZ#H$3&__KFktvs zQokS`#oW68)VAj}k|fgbm#^&4_591f(g^vNsqAcJxO|Kr1uE!;Y!3HWbvo_RFS8tI znF9nL(rF^cG1}ko7gZaXe9^K$Hd0N>5zM+l7{+uvvt8NvO?oQqg+0Exi<(=?E`6Eg z9f%b+AG?fu(&=czAFy@~-`GC()(pKIw|Oc%TbkS)qSPA*ajZbpRh!UUhw&i1dA2(2 zqR!s=)EV&ETka-93iC!p7HB88;9w_ytZlPgqq4aQh0uur^}Kz1m&Utv=5P=dDzz)I zsD@oo?7#+Kr%rpdywQX4sPgW&*(dV(`XhGMZgTwar&jiE#`^Hkd!+pr-{=>={O?iO zR^Y9EJFvDsN@_@|;U>!%{IOdLzyBdBdnN=_3=#OM3(St{@Z`ziwHuC)tAT2?Ii@PZ zh}~li)HCD7ni`?I<8pLUGGPaQJJ{WSV6VEk&z3~Ku$a^^l{NXY#q@Tv62PDt5WjU% zO^+u4=Z3rhr6JTk8%L^n&=t_nYIz|80^+O(0w}k9<aPC?cTm(a zIqnh#*|B(h^XJZZ-~9UD5w^dm=bv{slHl;CFzz2otkId(1R-3d3c+z*;j~FU?<&E~ zE_1#1_K|6{9;WV)vjXEzp~F6`gw+W-QQ%%3Lm1;@dn(lwjLLY*LHwZ%F(fKYfyZTu z=6bR;*A0oEfoYkR!^sOANiIRUA^j2YM2Qdmhqx3p=+%0|N{lEgCeY_tHVT!1Ex4xL z#D;z=QQ3Z21v%T-?=nU}WuKJ$8H!goQ6+_)uIe1O<31qV^~(OYZ@>NY^sOZxphaO| zoJ7)bA_E~zm{b9%IPo~&-Sq?de12RRfbKJ?Y;66@U%s+G3l4twSK31UMYiiAb7opLDCe$CTnkZ#T98A^?>#*o56hW~geQvZtdIA0uWQ$)0xvc|skE zmCNoA|8W;6BxyOqP zve7W&^X^Bn4}our1B7J^UL7foWez;+ez4YXxaOzB_CX9jebXO*@95PbQg%}kLNoyT zIFVuSLoENQ>-O>K@!OBjpTra71B{$+cFfmv5S87ZANgvIG(qz^PQK7mKeyB4nh7%F zdl-ffcYpcHe!H*L-~F|gkbj|cY6RFO1If8x>>lQVS;FhxK4R;jh#McsuFbT47x4i*f*39PuB==ZA&R}AQL0Y? zkBkv(8q1qwsCR1$F(#yD;?P^fr{>jhj#>v^SIJle6|0v3#dI(O`iVwV6qtzucFFfD z*|Zbm%Ik^B{`zTHY&;~B=7bix&w4tOX)fTfhamZIU9Zu ziR3PmA!tgklA#*~fMY!&a36%R^P_W$;kCK>K{luDE* zSjjkV*tSQ)w$?_=|9T9!B5-4gcgr#WO=;LI*oYH-}@Bg1} zalL0)e)IpLvc>fKi2K<;|I8~J4-PHF)NT{`!kdhHl5B(V{S=}2k;+CCCQBD0XVggE z$z6<{G2}N6S$&A!DeiYC#}u%^&=3rcWEt#9v+SdyhszQ&b*&K9e`rm!(3wyDzkFib zaofHH7`3t1#xiGstmvrf*7m4#nrUVAN<4NEJlrd2t#`_0UlHZv7le{_V`NOGH$|Wa zezWvE;>oD8-&fS{eD7!Fke&N!yhwTx6Qmm^E~EVT`0?9szx|h|kN>iLe2h<{&1sJ0 zNxs!}2(^SuUn+V^{CuCr^I1q%Keo5?U4NnP0bl-KRQ4^N>90f^`HS$gZSc;n4IZa; zAvw(|5jChH=^ubeX2Ve|XvT4tf_pXowv;=$?-UqAm3MuTUxqgj{Uj@L_D#i5$INcg zZ(S|pk!{}l&v|1)K2n7b+OOpjr425kZH@ZuhY`4ODBI~_45%>ZRSc*iYq6)9A$>US zvI46qG@!-U<_jl9B=jZL)>xM6Y1)+Hh_J~@4z^62Zq3{%+X!(%qU4K2! z>HK(FL@K$`z)b&7CdjuK2K0aa>Fv+CvcZ?s-8mJpHjt)1{1X|(1|1|8y#SZC9Kj&E zs@ud4^;y1$o;_H4gAQ&9V3 z+>du67}k7}iE4K8w6n60DJpwe@E8vIYC7LBOsmk(!P9~T*qfwY_n+?XAHV(f)i72IVI&L=-Y1$MyxGHDP@Pgy;hEaX0<2XYIp4@FuFlNO#(JFD;7n%}h zvM?1Tt3OLK3Ncw4SNp|^&1w}F`dT#i$q~Do^Lm}GX1a(x;}H^RZBio&b_^$^s+E)LP`qePq%}<}UPoLIrKYiMsK7Ra=cp`*N4oKmWWUbV``pw|J%3!{r>sOY-;43V-dHk_jiuY23C+$v4|?n%h%v? z3nr-JaU`?uL5^qMuB-Z%;~Mlk(~;mU7u*C29FP7cnhpm&x@_z`-n%GLS%(Mnq#9Dm ziKhKwD&95r>YX0+J3{&dATHtWM+_ORnx-~8$y9xHYTCjdZFR%4Z+m|7kEtJ?ZFVeJ z-L@o?nfh&y@hZ4nMRUs`ATfI~21yjyr*`BBmbmQ8844%U_b$O|g?yXhXHfgFMQrpcY!a^M zYUKfFcGb#bbRatL&CF@vzds`B`jKsq$S`3gc9iwX!1D}2@xe`%1Hbx1`e=t&65Yjf zpGdo|sQK^i@3(*Z)Vq-{p^k5=Jdb5b0;xtzvzb4C zc&+Rg&g_-2SsS#R#Isws=74F)Yv}VKIwL=hD;$i4*_T)2ru}P*^dS$@lfAK#L%Q3lrr<=we$iX?CLZ6tt`K`bw_V|r@dgXWrOvZ7QQ3nH(9}?`Xkb^CEro_Ab0& zqMhtgsB=_Zewa5s=$q5xbP8Urkn=RYSF5D9c}v=^n}ObcODWv_@14Kh&fi|2&X3=I zda6^wl&b782`ul8Ph#XECgn(eVC%0?sppK#&jnwgi}G7n5g(T2wX$E*uGa)xP1QV= z-uD5ka$;}mZlwXaPl^-$FPwRZtV7tB!pp^a>-|HDB z&uCN1DJOc(H%A?9u-TnT4+(*9u*drtHsPGvw_BtHGhlHNm_3~yOl0go)EoCukLQoi zPv3s}`1|cF>j*2&fZ7R~Z95Mfi3U9)Ve*QSAeLc!(hT2J+2i=A*5&og{t?tq;peJ~ zfs3@+8K#+mjRQ>ok9lsEJ+8CK*-d0Xn$$XeHF>#`Wsa-LZV|gT1-X?^cmn%?GGc+R zSbn{AQ6`6+bozBIcT0XXl`cbZ!_rR@{)9eV&`i%TPTxfM5-q&adfxx49m}vC@V13ez1czTX=k z%&_i{~?(67(WS4>CF4mE+Vu-O@#X*=UXsg6(i*ko+>tEbrv@QDX* z?bR(@B{9#uR`v^dko_t&$w#A!T=)`nKb>zvg>^`;n>Sv`Z+W3pRs(wyn7gtM$K<(} zxe{iZN1HK}1SE6m4cf8ZU2?DxEi{DtnayB5Tu$D^FEKR65Ec3G%dV+0A3I3@qXRU^ z3C>V4W=*@f#R4&}PF`^6o|w-8aQ2`1d4-*d1B0yD+rF4WjV=QzGIbi-_NwUiW`4Gp zsy06>PWPOWyFs6)XF!mm1u>S(~HEX^;6F4Kfwvv_-ZnDj1wSd4m5-S^Yf2)+0v^E-* z!De$nzK&y+^H9mo)Ue!N8%#)$cb;In3?eXHDePzBu*JQq`?^saF_ulWnZII(2pMb+ zcw6LI*sJOE_y(@9r(P@jrOGznI#gD(*-ko}R2AOK0S9gly|v*abkBl95T*mCoUHmw z=n=VtkLa72AKgVdsx0j~a*dw76iE+wzd6IE1=){`aSm@0LM=ugSz35>bew7_Mnf3! zbelW7dQ8SdOu?4im{`Xud3ZBq-^=34RfJoU(ioD78}R+qgRRQ0%fqDD2CsR*Pp3otD-3 zwYVANc+sXf1v_a-Us-`$_LdWr0>Xr~=&^nto%piZwYUYFIh4E0jn!X+>ueIq6o>?o zN7gKe#tb?F1Fk8z)P8>bxsY!k%)>20&3oO(briG18fc35kM0FzMoC_z_wuYZ9sDW- zLw(o62E%DHg>}4V&;jeg#c4YI%w}@XDE#KwXUI?ehdtoMs`AXkZZjJLx79WTJyrTF ztyGhW+bbQ|1L=&9K>PGs*+0UF>IErqxAZHTgAcV>Hs?kIpup&Uk^96g*!zL?ivE`> zDYG&lDcI=YLLxL^yi0Dk(-=-59CxKe6r48Y!fVO!T}0~_*Tcl7DZmevwqUbV%$^KH|?G%-8SXje1L?m2!Rvjo#p&COHY^|E^e=q!meI#pxz9S(kzra;+eqz;Ki&vc3 z`^nfrt@veRC#w+vUq5|5piw{!^*|eFk$kn{Y?rX(NN(n|JoFpv+jV>T_HJ2@bo|3n z{;ddyYuI3oCbct$0(5KG<<-;G*=NU$`EUW!>W|@TW&bdqJ+F-D+|U9IPT{QziFv&w zV`%~zh|eP0YCr1O!mk`S!b^bA`dhhD&wctk-gzg-0ew^uE^N6W@_{+fw03u8bM)bd zqmS}#k3&ow8k+OMpw$P;lRJ`vQ3%A_YMdKIXW>w*4os~67xjD5Xy=_dhBSz0gygN^ z37=xXa4R;O{7U1X`OP@_3I%-{A9rVXbvzi33{FTQtExt5#2_Dh`i3{GE{9Ye?`CbK zb}Lv@T0$;C$DJa?8v>dqWR~g#{o+2XMXml)|C9UIZshHYzJ4$%8uPpuZ3JK?g9R&Y zPk0MU;9GF4V?1ki3)NGgJ!50j(GUJfG8l+L%kl=dzs15tx@;k{_G+iyCa--wsM6z&2Xn&JAgDK%W%i8m$36+Sao(IG>SPXQ z0b&8Q=^|COF}B*}K)sp&YQ!emc125+PqnyK(qobS}HMFoCHZ;WScy+gbFTG=n{ zATa<9!7Hcm6H|M*Kd-_A(-GUIpz8>Uf}4h5L6``cg^>iRy~M+)C7-}RHw~zEl-Nt} zNWFwjbd#ytaWLvPSD)rL!o8urhX?l~gSG40Ro|jc)#b{bgtlBMJMFp=w+``Qps|PU ziT_6$T4WK!IntcW|K~uzUN=08=cny5SorQq|m_X|vJfI5{0?vFB)?`QT0DcqzP?LW+$JdIwD>8IBH*tX#)+;!TW?)ihZbJO}y z(I2^?w=>(*lbti~`!hE`4)^!pzgG4SpV=TIG!pi4mJ@@zkrw_Uy4z(-df2j&1`~?i zco+qi9}{NgvVekj?`~s(<~c?Wnj&j#^D)^p*UfUogEn`xn~Zjer3Ox5C9k-C593X! z{!kqMKHh@DV)x@p=in8nfp;YeEbNj+)@8|8#f;Ilk-2qboucX3hJO9bzM4*j7l~~w zSyA=2{C;@zMi)U=_UIjgd*ytAzG0)o(_LjzFBDz<#vo`&GU47}sYQDfv%LS`8)#!; z-tGPW4o{6Y%UCsjvlFZa(yN`@Zaz*)clfuo`Sr~HVMY|GCvA@y)H|&Zi{o{yT?3k(Qx!6qbvodkVaekP@8f;8b5rk(4;xGO{=#(9 zl|K7|0G+Fmh(ax%;lkG<%=)@Q0bB+4Ic_?~+HG*S=ZyTS_l1N^lZ-pCeGdDC1KmkO z+$bLsM{LY165J0`f#V1r9M;c#)d!?w{mjn8V$6C8?%fc`;O@st*r^p=N(r7V@KraW zLsrj4ZzXgokwrS%$ak$!&uK@V*)_?DOr1KGKgC{6G+uXUeACW(dusRU!)J8KkDD6w z6tWn^H{x$ki)V&9EJyArJ;7FD^ll24@@^(qW!cuJ z>Hal!ll7WpIyz%gPEZ>{t9~tms=g;x}rrOmR)7P9ErRin0V9f`t{}g>icO$E?XUq_Ga`U1drMnw@1A~Iv~+u z%-g5lvVFsME%M1=>{%eF?gu%@>S>UF_wqFqkbdtGY;uy0LZj|-{4Tr+M`9$$=~(x+ zYIhi7CF~=mzq zjuL2=r94%(DS|8Z1oJEP=uZj*KK}&5;k&F(4LqkbL52yom222^aJs;4i+a3AV&Els7IW| zNu0*XzG&oB0s17zb^Cbt@u0!d{XPSM#*iYT5;cX~Nsq6U{jxK>9Y^Hfu6NR5aag+$ z(OlzFJjsDnyplvr2B2{^H3IX+{-QsOGlH#T9Js>P*8ycVsl3t#&Tnv)>Jg~TlK8$i z7&q5Fvl?y*K9nW}Lb4LR7zS%5kp@*(%~5e0RK@WZvYm%Z##z`SJe7rgH7>w)x9T&7 z?Tf!T9}vbJTpDrE#d2(6;weR|RS6V#U_hZ;^W?Q92` zAnq&A`2vo1(&kGu(^j(_nvz*@+C(Eoba6sh+w%y_7!v8V?)rj4?y26jO_jY^d9w|l zZM9K9YP$h8V)59R4TvLGn7(LRAW~n+3mpu>@RiWbYhdjSFv*Jv0bzl-x0lS!6zu2? zRJPI!rD)al^7QJAo2)k?t^e`$`n2NfC))`&GCOrlFJd7k69Dtj+*kA;R8ap3l@Rdc z$sB?uJPy&YLDl`Dw6*NX+knI!dlF2S3$dyibKx+)R`yHTVuRUk{hhP+al4|M*)EyL zdfkCy#jQ9|!wS->?W8Uw8CuRYxE)lshb09kAn+a0Cla?YEM+|NP* zKF9kESyh`5#mdN~Cp2NB1l?n``4|!gK`XtsRT2ko7GXT6GOuB9qp&DN?5woVcDowX zMQduq4OKF%3OO`cCGj|K-;I(S_J{OnORRCbK8fPZ7DuiK8>k=d`FdKX3Y~RT+@Hc~3xS(y0F$`NY&MK`bR(1-T^d7x9&T{_E=yK7dtIf_>$`qWD)F_A{ zr}a2wOhmW~?Srmpz4K-L3MU=0Kg4R2P-O;UmX@MOy3 zELW%F3@kER%}EgMNr#(#Aqm)x;TR6IxqcTG-Q*@{y}q&EQSp!LPP08FRbu@>e>xqv zx!KoG&5O1)dfFc=x^)STDnwXv#q{TTWYnnjPd60YcceBm{TyOI3mxLxgLAbeT}aly!=%Dex+`u?9tKo5JIeqYHVRU0sJRo zzr3Uz2C~S9YVgd5wq`skQ8B{_FEb>+tTapTYl!=saFJ>&D3Aw6**@6?Z-ny4eFyJEng?egI1pi4F!?e$H|_|LwCvzPt7vV*Rs73ynczr-8SmS!qumg*h9NWt3Q zn~y|;>3phUm<@C*LhU%Sv&gErhRXY_4@j0n1y5v%5DR%~ufs$CPa1OD59=*_D3*I= zxzurH^Lzdkow2OnrUCZyQ?8*wbvPOS`;vfho+7XK;1{e7X);+%V z*)N{i*?Jm$*;Bi;3*zghVDK3&6_gN2Ih&PX966)75OD24L`L%LrtnB56PUV?A8UXB zwx21S+~nU`tGzKnK5#k%HQQGt`J6viKOazI_33#yhV15tlNWG(pc_5~?E+-6502MW z`W_;|vMR2Uk>-P2`1F&vA2xrpxr#;V7WdNBA4xAJ)Cr-mn+3ZOK4|B}u6>2EB5Qms z&78bYxDR)Y#E1sk4z+2RLT7LzcUghs5LsOnSqkO;C~mywoc_!X7_zOTvggb2>g)GH zWxv~GSz31@u!hNtsqVmBo8!oJ^XZD#rdS8}T|Hw61&Qip+$)V?=%f>TD$a`$Nls_> zWaVPQu+sS)u^ZPp^wmT39bQ)iG+?ryW$W3PiK=>nr=7wDkc%Y60#6|eK_wxUbUj{I z=+64lNZcl(W^=&f%2IE&^Frv5)4ALaphJWAmuN%Pm-X*il~sj;N;k=RNe`r#G~$A9 z_wDiHMv7)}MVHYj4kPx=!mt%WoiF;SYznv+b_$CjyMPx0LIfYJ0<0V%65nI8N)z)2 zeUGna_DgtnQ!L6XS_lI0{?==f1H_bB zaVlGgbPYyPub^Wi(tOwnp{+lR)e9BPndq*r__k`D!~O?Ta5k9Ru$g=)$JgGDiAP?@ zlV5q#=ec?dS|BT3FQa`VGq(2+#hFig`fzCuq^xo)6yjIX!^55g$n#s0b6I1#zUNws zd@wi1!xK%6VNZ%g1r0&iCR)X{$z_!B}rVCE*=;xI-_ERJ<2`wM2-(6Bx3Vejy=)l8Dj6Zz% ze0L9{Yax3>USxRT#F(X3~6|h!ADOQ{SQ# z=ckKFMN$>4Fske`f+vVwSp^7#dF(NGh3488t6aU)^tH$(du7Y5O5L>%_Tyllpmpmg zY9b(SF@swNI|hAWNw1@Q^^U(_MuXl*5{Do=_rKiW+{*e&xoA4V6)+ae4dlJsJPe0E zW?t~IL|$Q4WNYW-@xw+YXIC}?{s39--~;M0pSOJ9?m;~8xSGuc)0COf8x3({kD<;F zIvNxLwNeJ+^>|c$=4{rQD*Hgc!zI<`ORBHf$O~t-$#vrO(=1vqNO0Vf267#BBH+1# z`rX@Gau8UCFIe5$zscpJA5gU*A&U8l9LZHKCU=j@;p9#UH8JTvVs~PB_uwo%em)q6HWa%v#lEY@y_n3 zdcd9n>e)$9%JKW$PD5W`y*d*n)nCFRk!cPi9AKDVhWQoGeyPvadn{NPvr5Uh=NUQ5 zEDlC;OyXtNF<}w|kz3@TRjsjLRBN?4T6%hxHtr%)NsGT32gn2&dBjvZsB50>7ik_TF?wk2 zRIpK)cGPcKcx$CP(FPL)Tn$iow;C#WuqB|S4P|%YWe+-xWzTF?)1f*>t#Xox2iqD! zm!~XhR6n}4bQwr*oW|YiL+kfD{7->APLkqcip9-ElinMR;c#79ojyE@=ZI&Zp6Czb z(KbC|6^?i549UFViuFN)2njOPuIRd(i1Bt(@kHK9@!eL&AtHr^vqm=-AwHRy6~#+I zCQh$A$QS$U5F_b^T{kT$szu}@QDUdW#A8Iy>VW6PU76`t;;uhT5;4DsXw`GwCF( zTwiB4^P%Vlni%<7JM0CYR^5;jeixA&i-8yw_pW!=fZ3mRIg#HZROq(hcjlGtT5(%8 zaXU#7>e0c-LI%U+d!Jv4O+qdTCtl}Adt5mPZDw}O?0=`eVm1DWEo1BJ{*QMiCSAQH zl72v7>jcqP+0s%3o2cMiN!Nof;(TTRd*h9eb5=5pgz)ZPO6IZqm;W(4E*?`_k_ri!M{4*(Utjujp z;gY^-&G+zA>x70=1V}pm!O)S`I-$;GVz5!D5PB`@L0qtm0ZiyMancq;W>N<%_jcGq|>)l1}l9Eqk_)M&*uUXZzA0h1*&*t!`)PSyP1`dO(0JIs?a_QcWxIke-Xkb^(^mDD; ztSjcy*N7{Mw?UlfYX80Cf7bz6Xx1pT+JN+OK1x}KuP^gQ>06;iZlYuR^LFR;P)|C}hfGQsCof7C?pkH`$1!ZcfhOlesQm3hH{>vY!b-(gU3BlK6%Fs^dO+(t+Px{9aC6D8F5D&d*OFc zeK@4?SP@!ji%f; z&AY+Em{a`wQQrh!kQrg@xdt&~1lYfGt;9xjbREc1+Smf70*ih>efMWjsx6t0?5yqp z%u;P)Y8-A_de9fPE2Z!wQ-V#d<%w#kTW_7G?l;s*pwuvl`oy5p4Bz=jmbY=88 zYhJ?DX6U+pq+b#?U=vDWEQ^}IQ%h*Cs%qI$?hh^S%^nEgH+!unH|Ju>>!ysu)u)l)K%{oZa zK%9v?qA9wGRHme2X{GplO&<+u2{7vF-0p)>tBA=iN56_YIMaF6(Cb)nI5odA?UN)g zXM2eizP){%!@FDAM@}E;t@P$6U4v5)zd_oYo`$%wF`l5mpKJx4v>Ye}=PVReZ2{k= zamtdU4N%(sPzf8$D}h~&SL_gQ)K2!IqpzphJ>pE$!6_oFDHiMt+T@kXTS4pWQtN%d{}z z+`Y~-u=wT1=DufiR5;?ir}wZD09$Wrl_euRl;tOxpza_11jjqXPRxLnxPt~RtMg5@ zH@iM*;_W5gKKd`Hu#u2fX>C}w_h}Tih4H~ofM|rbwp7kSasCedmO#Pg6g_Ng7GxvWpF8!c(09 z!-A&$ZHu@3DA1KSe75c(PT4v^lS^+HXKVlx%8o@A)oBgrx zpUkG@ZC22_?+m7=4IvWYRk)1lnu`wlPYgx})giMg(Y;XRxRKyDg#h}_t3gZ@g_Ke(=thLq`k*~&!{evl+c()89;6WeAnD(QcQcPyVhtyYr+Ep zJ@XVtDE7b*!Uwb$w7Zr3Dg$BD`(9EQ7mqk|B`1#|v`j<+&ytne-!8*~E1-vXP{m+; zqi$_D$O>RurJI8&{HjvUM9e!-*z8(Q(6Y3=4MhU;3TI_u*=-(FE0~k|ydn%wsPNq{ z&U&Rkb9vTEU%+-VYi*=APJ+pC+oI&vX}alm-h1-K1g}Jgu{<}9q6)D@^)1UF3KR>E zpMBhDT|(6?^Ps?Mj_%^_mh(g_d%KsF_TSIWjU_7QadicaYv_G;jofPXGam!H?AG65QJ(~Soy5&T1_-*vVq^mwhN%~%ffUN#W z;v!rGfu}}5LgcHq6fHnlVJ|6V-Uy==(-#F{%9{e;l;bm7xZlj@Ut(+~Spg97;M2AM zdT7VF{zQnN-ElBooJ1lFuzA(1zH@b{qM~Vh?nxz+_<4Fx?V)pvb9pIuYSu$!uKHI+ zU;g9CRYb!+g?Pq%c3295@x{ONNa(=0IqAP|IB(NB0++LODCIr2CB-$C#A_+oM;A~w z9}0uCBz+*N*H2F6d1rX?U!`n9x7>bM;ROlJ^O*cr&m*7-5l)l=zmN|svaUm%jYt^( ze6U($7jJ%G{0H?%M+c(Po!Ej2fYSR5IRb%PJzaBUjSbZOpgN9$4-8!OU$juOw*EJ1 z5FHchWm`tyW;>+2Yde`?9wGQ=ZyZH-N7UT~|B@q&@OZ6yWX&+u@qk*fg6CzXNP&vL z-+i{B$FlP|3zhj+ z8$~8mn6jZQD&54;==yIOhuGps0^WiM;>sw)Y9;|vQ~-`)u}O^2qn4tsQcNY}Fw9Js z1`tLa0oi~eBwHla$!}X78-otSgt1d2@m~i0`$hdHFrd>pdcV3=U_A4Q52`qQT=!qk zt>z+*p|hyHheAIsOMB$aWAqyVFhZ#N!d)?km|k`Jv!xMM>0DE?G>hUHY&~w~#dMp~ z26KoP0#_L5;Lao;ITO`K|PrL31qHftPT;l1~ z)ZSmvS03B2R=A(5G*J)M{wE@d2|zz~)9YXc?!1|~HhV^6nQ@R+Ft?(QP6mGBSpsgrEG6_lYIU7KbmJdUS4Rw(R8>u`s=QIS8R@b(kIU}$a^6xN ziRYHWlKgJbP|TkX&y_>L)_a9FUfQFH;!1EEjf-+=G{4WY4_%ti5*99pZY-yd&3>Zl z&S2(!N^vv(%Ezxfl-H8i(6W3gbWGT3>|1_ym5Gp8=BU^u2s%r{>%ZsZ z5uvqHZ)v@h|H}fmC=8_3$Fa$g)D=&@UDvgE?eKJZoam!JK>G173zHgP-zGGs3Kh+e zBP8eMbuoiTo-;et%(er63f`cL7Fxo&`3TpXMR^r(jChW`D!+XLegF2bz}|?0jmO=~ zAVu|t*Y{aNE!Z&oJjx@i4fqGgo_r^@{$i)xjqhIF5d`cW(zRz^y-DS3nqAWWkWoGo zLEG|cdIA%WyJx<`m@JokQq$LgBz5b4>a#hpCAj|{`FqmvGV35 z`fyC8E^If_D;JM%@vsGYV1yvOiOH_a1vDA}pU-CitKBry2R{9&1{K6jSr*LPU5?&9 zHyRNtC-c#_&Q`}ps;4P0o^JVVG}%ygUp~_xYSAK8SDI@uIwv9fW0W=0x=v{YDOY>Z zmHTSJ80&;UM~F$TOcY+u+WK;cizQ}|tg(}_`Az80!&@XxF*d0tIoIHhF4bkhog6vA z3q9jGor@~aT&A-`S3g0`K=y0=R%V?mm*@>4?$VbXv@vJf3U}SPrcE;>LPD9T=H|29prmFeODM|QA?`m4F z;U1a7P9Coc&on#byCs@2f!?H1Z=h)DM)Po^{B*x;_ihC<{MUHb9&Zp17x@QeRzY&J z?yN@D)D9S*2HbB+jS!c>JO1`10ZjA@PAbuEMhEB#MCfvwHy9@9s)L$$VtK+a_(uBsz6@A+i zvmb*letCV6{4mYyA-Z$+Xg2x}f~QNT`L+2J-a~f7#gl$I$X?_q5A9qYo3WkCp3OjU zCwiMn7ZeNgHQDsIB7zx#SoEjtm8S3JCMi3(3*%J@+dSGf2@iWp?-50zrr$cAGclQs z$3%=4w38cP9}8ojlAf4X`v;O$%@&&=1g}*aMq=(;4F3e)n&CgEtPg8WnF%S!&&hFl zg%GkSH3-Mw&MLEp++)Cfg^!NQBt7h8uW;KIo0Y4giGY#8FJ@a#v2txRM%IYi5 zg7gL(t{aymg;n_uDrcPy$VhOVsIV|riY8^RChV>rjge}-(duFs-jGR+dDcTESw$Wh zL0XA~_(|@F0%EL0zu~ep&|PUF#nI`*>@t;bLnNjKr4|_ek#&i+)GYA(za45$pj%R8 ze(k52zy2-)fr02YdT#a%Er&ynfn)9bE-Y?Je~7QIZ*$raHO362i0@2qOhuBejC40flk_j|DCpp!3f7&zZaD*uGU zl&xE9%ES)TE%eutqLy-_=iMIO!h0L?WTsqC3jC;}>OFgwKO^y(+gy!vui;Ttx?5(2 zK?-uX?l-ZK{S|K2k~251{zAIYwTwUE2_wUg_!-`$mCGL|l0#lzfeuPiwSO?m)Y=yI zS1J}0&Vn%k3}(x_j2ijIUg~ZEzE=nf!N0Id*}t~9=s-C{(90_EK_5GK#46*tJXwno*5Y1Pp4w9wQMps&36u1 z%rNO~_EL#Y1JMo+^+Bz}-OaxXh=lC7ZJpt;eL~f#aDR`Ia|dga^H)eI|8;!TDd?1O zAb;LgSsfruB4!kX{s-hz1G)Fn22MWJgCFza<#D0Bj2ApGr&_f8&PFT)4nn6>NQzcY z{J?`}+A4%t_sA(L2pjP2H#9_uz7A= ziC~a=f$vJlmjV`o->t7X5WjO^s% zzw{Lw;Oouw9p}n&Q`M>FoAgOG*Y-@7%DvJ_OAKpcaS-^VTUNE%u395p)Fxl^lyAc0 z^e@-`$9N2Ks;cw7>ecyS7PjMTw>l+SlrNu=&M#?^TGU(^f8q!%K%x%$QRt2Ze0uaK zKW~ig6)u^26!`qxsKFU`rrl-CWSk9#J_ivBY+?SEtzrztpX;e=$EM+5_k9n9Rp6vliYIC|y@C%FI?e^INIsM+JzG zyb=APhs)zFmMKU9xP&BeW>?`_R+=djg(kgj7u0F85|u)9TiPLl!FOlNjQ zVL6dijv6t$!_Jmf<8e$3ZMQjvVonIQSsZRR{e$IpiVU=*IVGKe30(|ys<=Qe%QP=J zE-a9T#sVYMNm~vkyJg0D7Bt$jpqso4gSB^ar#6|k5ofUPcmCeLmScMjpRmx@Eu2;y zSPcVuy^j04Lrg!ks!5tlz0~bAZn@v2yIE?itId)=8Z_Z(@is|Zp`VJ)Se(0|tKleT zJfV^F-bdHB=4I;+WZ6d=pG@B3A0*VTN3Q}iqs0yp_R<-%1c4sWcXKB8A5CatqZ?@Z z(DQA!ZF2?-_r8;-wZw=ACc^}UdX_s!U<5;9{ZGfi93G|rvLfx3NDv7F$t>~zm!rxd zYI`;>&}s;L_{$mfHLEo{W2<0*9KmD={Pe#FY#+~4^S*u{S>b;Y>VXkmCj5;~0mV0v z%*OYBy7)0q1jY>{0}SsUACLTB^q<%LXDku~6WVLC%-%~Z?NSZcp(gnij)9Gv`HQ&6KMWsMymJz8u44k z=qt08HTXaY*T41>;T+x?=O35GQ^W2E@rwa=ueK-n|NQB}gvQ^c3V$gO5RuaDA$q11 z&0NFo0HKZTFS_2h`Rul@IXgKrBlS2{afHU5`Qq7lp%F6^dS)Qt-;*zu#PR-M|9S+w zEls?%RTg7yC47O=aePcCH)o(dI_5E-Gpap4>+u^l$e~h>2Lt%L>Id2@WI(%ymygn0 zDHLJ)uf$O9u$EJZ#Q)R>mKxUor4RrAIRDi>&A$LS6$(Iw1TgiO3IP)(S7;{b)t+vWD}<)!kal{DlF;8IHb(Uab9JySCHLucfS{6^$?Fp|?@C{ohJKqM!^V#p(e=t2!ajzWmuhahE* zM5;e>NvBWIA9-sKAcp)xi2m%0ytPQQ>xXngfEe-!`H97lTS%<-^}mxINO}@dCDT>? zWfw-4^@C&f&5txfcHN;iA!KPNDhFc7Aw*k!EyYM=!CW|#Vg!=bT8i8M?}Zq`LN?YC zV-F&qSlVI;31L2xmewLRvX`Ei2auzW*kQGiVF?ba<3()>6vkhgZ9TAlBp-7tM@+6hewNU?sT#!U}gofXn?)gkLn ztGeCW0H@T(qSIEjxfcXX`GHyTh!{uFI_3^D;~_z(&5XD@V^PG7AL+EnfxGMknPuD| z#_6?g-jVB%I>b1Aj&z(_>rlN&oN$FHk6Dh0RM-V<%{L4wc&k4KOgb;yHs=Q`l2#hbO z6Osn75^`xf5lI8YiPtQwh!awn{FS6O3#j7)Ay{G3?30NKu{$VNMYapJrfe7@{Mzja2L|kbi2cox8iIZ4iCv)%MO=pOkfPagGS;8~kz1+qqB?nkuAM_m7W%y%@FS(0>q-Lmhh&*l7Ea zHNKbokT>c*wf6Rn26FZIpn9FYMP66kJi~u_jl8-qM=_qmGyxff3YdYc!L~EkREA95 zFxObPUX74>Q2OYv#n$EBHbIJgQX?fma2M1fD{z*rL&YZ~1=&Zd_z*%i_UOy?#%c<3v_NgtT)Q_P~|vl~{+=i{9=Mt9})pxn>G8~{uDJ#`lZ>{#)q8FAN`!GWPbe>_WmL&b=!4wbF*^3L4>hyd}0+E+wN^* z7o7B3mGuwRV>moDnNOEa#VVHH8|T&bfV5w_aBRVyC~3l z9>{2=Hd+|wJo@pp@9*`yFQm-EDzt(E&yIExj^HMdzO&;$vt1;qB=B{Z zH^_x1`D}PQuu%}x?R(mbogonzmbiqZmwyhJEysV9eu{3xUXS@5leYSmpH zX@h#|{3Y!1UsZup5ine|{x*g&z?Ft z2*#{CS{lKwkg!T5gK6y=sBoZ#1Q97db+^T$H)O|)v%R=yxse?nM%bFw?%EIoHq-AW;ddt_Dy1H8thpqP*jQSi9n3o6TKb5Xv#}Uwe=iJkrth_feK*_mAq)h* z424XtpPxqz9Y-(`xJ(W7WH;=BADFPbJ~4j^?|t%X^|&H3QlYr#Ny6$ChUK`|`h-qx zov%iZoy-5V4fJT>uHxbfjrBIm5+^iBXm-Ecd{p@7TDb@yaDoU%^potb*NXMj5Pz+W>u^_8FKU(NJ zAyF`}P9@<>Y)~W}s`Zz^3Q;F*!2#B`BC}54e=j0O3EwL8?73o*G0$Z+uHGHS`GE4S z*S)Pdw2UGNp!oQc2qF%z$Y?V~39qZ=9Xnn+t>A6jtWy=DmiDFO#GoYG!eCDRR zGTztX)q}pHC=6WME}d=keLo%i!n1z&94;zl|8nY{`r=CBomER?#iCZ(GvhP?uAz!~ z9K$$2z_)u!eC_7aMa7|9InIZ+*A_P+t&Tr0p-U;}GSFQ4=VLIM*kj!1 z!Z4caxvj$GbsF3Sx9$gULYi*5x6Jd?d$_r7u2Kyf`|CxdmyJ1Y2CluT-tdL1Kk5hA z!3zX&qP;_|({(H3oLZM;DI4Dqwf2b^VFrnmKqU!iQ{7jRG=zDEGdcP`VptTe7$gaV?<6#eF9?kxwEjh2d($CJ=!vbf^N#YUjRY}NGqO4D4i{45g%Ak%5R+B|%2|_EgYsufbxG#=N4a7n5Ij91~kjr9O~4{H;GnECzUEF#I1j!MA>P3B26R0zmxW3<-#vPeycB-?5yVx zfApieIJK|Sg%@C!$lzn0zs5ya^#BxNrnzF5R|D3B@h5+;NFFkWx*CY~wd*xVG_Z5qHZR770Wc-?A zBFtV---C#cN6mOdg=)9Oq3^2B+%hk(g)Wq0gtTc;f~1H`Be=qq7d`y)LzG%aZ9gGV z!Wkx7B**koRz6V0nQ|=Wn+uXA)Jss~g*nvG@~|8;eTQ6}f`6x2U(mM}S*gt!5MyXM z#N(Gz&M%t|TDaz_fOq`tv@%16oz2dQ?#v0eNB3^e9n!97bs-3e;&=z35Hw40n#Zx=b~^o@GK9CYH&OlakAp5=g>Yt))lh=S=0FU@>JCc*ziya1 zPtUcMoxbF~?B4R)op18jrbV+sWLN4v4<{Z3IVPot`GdO;-gB8It$ZTXp!~&uBSb%9 z?jBS2`(?p|AaM(vt0qU3g5W6fn;}#`H6|&OOom82xME%|8}RgUKt`m>&}d3N9vu=m z$W5tx=OMd&zBA9W&j6!SwKlugE`UC=!f$EC2pWd;C{&rKxd|r?{67WtP{(7b9m1HP+ z7-@~_Uy_i7PH;v$u&i0E_D)X#-1c2(_E7hkm-!KoaL!K< zF(N9~a-zM+SZkz_JhRXZ*%Y_I$HA+j49ujM=}OOL30J*fnR@rLNilKK$Pt8&W1XEj zGRTiw7Z}Vz3lS|Q6fM;BHiC}d9}iSL%5@1=JbF$JX=0f2<7(|8-XpK1-hqn@UnwJMQoK&hiS<1C zFw3`vpe9z6@t#}R#3f?dg*DC9Hs_{`6=0?`uJa?$l4-sn6H>{Ju_9?0o6b zuK7I>6-wN82>%}In;{9_{s(1*hvsrI4zctV&vwq(@Ld(!pOx7`m9Gv7L z#;5XfIUd9z(j^GZzB|c0_iI4upS6blL zksY`Kv&II*K*&o&U00xXz%!_pBwV8W4M8heytLuVfTkxc%<9_e(fgf3U1y#siqiJ4 z^?9>V>k%dy_v2&N?r_;w#ibY_Xw48>V-Lb31@$zzdNI`5`4#tMoxJfZA0#(_IM7>6 zpzt0eMAf~j6z<-dsCFGXwI|zo#Cj%PE#)kS)Iu>5Hm5;c)kc}qJXuu-p z2oMkUKn^qSM<7fGP^Rw6dC3~}!cQBg1%Q@i8MpT9Jie@H3z}MATAGzMvod|O?Gmz8 zJlNj$XNM@Do%lBsn&0iSHhd}3wBb6UC=-#=0BQGO=p--hMC(xzUwcf9E52q&iQ0W} zZJpSguhlTWo}YLOCO)uK(|d4e>!&lHY!aLiN%3YzztE^-+F2{PZfHaKjXqRPrQ>6E z$nhtGrPY9+1B8yU7)t8HhM-gH?YN>Xj|=yx-!=Zc4K=kXRJTfTD66C^M>RU+w5NH# z^2EA)^nQR;KVe&48B(p<`Stxlj0)d*qpKx8e)FyzjSRbo)vT&rZ`yPgoZ=9VM;qU@ zvY|$Sf%qK9dB_rcQ&$37#GVQ9fF3}acm=Y{FUIc zuFjNCDyvIwE*i$Twp^dNxd~YaBv}JdwmhNt69iH;rw@XLTf?9YaFlN`NbvL)pmu^1 zD^U+@Dr0>duIgMx2~17wZ)b4bQ4NmkeJu$7!lJmJ0ZO-^KWFA+ulEsnBs^DWR^3v@ z?qUCMn+pH3mA}*Rn;1kT?cZoM3+7TI%4wF>gaO(OXl8 zVrFo&qE|K8yL%Vm{Vw9ifX)p*mr?E9&UyPGwxg`ePD=0|&ibn-*v&2e*i!ny==c*K zgun5%v9AV1)NYzh6Yt^6*6Rb(D7+&W{b8Y^lLV!o{o%INjbGHL_MK)mDl10)y_u&T z_DR3@9-4j{nzVwZ^IC{yQrzA4SHfq={qU5tyf^X8HaL2k3q>&}aQT{KpY?zDLifub zMsSDso41Qe>5b;!Induj&8sxGYo+S0(5$^~CExZp#2e4xHO$)Y(g-PjP2NugX=sK~ zH#S@u=o#SKKVz(XR6oGIM`7j-l3_0p&VSAYwKK}G zr;7V{^?M=q$TMNlpZj%}lR^+atIwSqKVQsALuBaRG%f#*x{8u2e16nQ7J0w%zBlB6QAauD63P*DK8PS`<0R#VvqaDJLmrd zY)Bj_uhF}m1ri>ITaT0@*fQC|WW60W>Oj9&)AQe4xS1qlY6SOk?WqgdmXwm(n?s_7 zE@|M-f*vK@k6JCds$^8SJIvTL92{`-yN&@%(p}4?TY!yZ->t?7-T4zhIPq%+p#xx1wVP27A0AoJ3dcDT5 zPpaUxLb76)3gih5G@X;uCp?~wA}`9L(Ebd}bkBGpf6BTr;bnye4liv1HTmkNroWS& z$EcxMZL34>t3BV9j?qW2$Eusph9+&q{scw-n|mTRY-YRWq-mbdZZ3Al1+QbVvT>=W z+RD-dOA*T~nXPZ9n(_Y?#UC0M?Bf#ag?vL zKZ0O6S8ABKH}FP-M!=o>`Uxuo$*DqMIk_2t9I7rCbOZU{sQdBV{Tb}dvHwA+y16+^ zD5S~J>Hk<{u;0GzMUCzLzwrN}b2l)e@y7B$^f|^PQun0I=iFm>7!E$M)6R_8a{0s^ zd&|RW*sniX_^N8lVX5pzOj)+oh#yQLz!k@+(XP!V{n!_0lCXY(AS|@`!B?)gN`p^> zlsqFs?EkK~6ncH?X{=aA6?a9mh>}AAE8Wocf70O3BOqQ+KQ(?Mi_{`DV)>@_rv>jR@Zax3X2 z5iSs48k7*$Ul$(Xy7!3^!q2YmwD*Y=(pi0$+`1kP2bMoBAyttuiJSKaK>)a`>rZzT z5E8kf_uTe~030uaJ+mF+A0MDqJuS5~30HKar{wtD9)f5w*UiY1fMo*qQb&<>(wG1N ztTd{zM96L{7eEqDNa9-CCCy;j^+S^j1}rustl3fI4$6=y#B=@Ofh72=c{C7(J^b{D z!TiM|A0(F6#SQYNr?fhnY$EBDf=gKVDJ?A)%>XFnlwTH72S6V+v&OYLu>k)qJ2BcR zJV@>zeFKt#zQIIi)SAMT9lO3@030z=K;4z}CVy^8s!|T@Dm^N;Mtkoh%e{jxFvRk| z5*qj4lYLNBgfJw_^gupL410T{<995eeQ$tPqqgK>PH_4Ns&f5@ioqVIeO1DsPSyh# zhns79KJqYJX*7UYQVc}5Itf65?pC%^m;+wy{!oV*J(}hMRQ~+&jMR*-E-1i%uLMZ@Q&5*Bx^xqa^_D zXoPq?Ho0E|po?;qhITZr`}9aSP-}etC&9_X`HyUTe{F4-Nnp}qRqVcG=;s1ryW1busm)-}Q|jKszvpPw^g#%Z6yR^=`O$lv?RwGdoprc%tRv^pXT9 ziW<9`3hH`>l~-QeSXXv$M4UOopi-&0DY&P@ob7V$9_0vtkC0CHBnhdjQ-x@h2I{Wn zDwp{bK20ZY#5K#&zoTv!HrSsDFtdng%aE8}9ApC3Q$2;smS;?3$t%N&NOS!gd_ zJ!jwsFcHo+2T-$vpqMynFC-H}ZyftI7Emn!Gw<{?pOG0HD^{|(9ru$(gaOCu_D5EO z={ApCxUz)SR-P2}P4l|h{bS}7yOZnBw7teZx1dWF`>CKzz84`blxmmd^H-Q=)^GPm zMo^oCP?L#iL&|{;DNcV0j}n|{p()*M#Y$*j$f#VpiqX`IfByYu z#Gs&^J=T0QgtB2uEA}HNefc^eSAnq)i@->DAtfOs8Khi>-^E|{U^$CgnkOIHtl)@= zT&_4(NQEW~wZq=7dr*#n?5}ES>`kF9*G*n6z?FV4Ec~wZ_e@ZzIhcDm#ElY}(f_4T zI3m@q=*5bPZAi5rCZ9)dJ+6(f7;Wb90f#DtWM_IRfbK0m+=!i*E(Z0BE@VyhuI5Nk z_5zK3bAIrJefbvfG?qH>=dYyl1H^+BZNicz0gu7q+{N}99M_>OO z?_!I#k}DRZHigqN%HMiBzZwrZI!ktHBi5iRoA$3AmNoy0-6#N5&*WU&LpU_dr83G4 z{PsX)AzV#Zh+g(K|08!q^CSZ@N14-xF&SNOC)@2QBXJwZ!>B#{p-eZd5h3n?Qz=uS z-kCgNguFy_yzPmz*0c^;L9D-jI_8v3?u8;=OCkwMOwoj%r z*!+r#{<12)vQZEC=i;-X=YVfSAI*QM0eEh3A3}^c1X`VrtRHRG5u2#$K)h2J-*vFQ z^1ArN@pN&@yxKI_4H4=_?L(W+NW8_V`GA#qXS4|sIt^G)etV>hX!l-mI57Q$-#gop zmY{lq{hnnH>MBAu z+{VfkXEt}Z5xUW)Gr+`vY#Z2Vyv^Zfmx>LumF$4XVbQrDweS^9K#ous6Yhs`@%?Z3 zn?wfHX{7-TwseQ_9L?Ae^Cylt&btW0X{_#F8KCXT-1GkLhSRW=Yk@z*+yFl~5DB|o z)Na7vE;o;OSLNyVqh=5<&4>D`du9I5o$2Dti?8e5yj^f$VU4g2b&gz7aOhkGGdJoS zUQo=#;vU4Hyf^b#f$({Gl^bBamX&C)uyCqP7gv~Pr_hK9jZs5w>5a96P)}!k2y?#^ z$m|H?ua%*?6*U6t;%@>D;M_kfQFd*F^DfERPRL*VeYCb4|m*9r!#;>xY9v9dntTR9iH}3`n z2x1A%1@ZN~^Wwt#`#_F#SN@~-?uTs7m@FjO67A(P-^YVGF;t1hjyJ!KB-$DV>J6&)G5-TyPTmgy literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/75567914-f4cf-459e-9955-ab4c20c97299.png b/docs/handson-cnn-tf/img/75567914-f4cf-459e-9955-ab4c20c97299.png new file mode 100644 index 0000000000000000000000000000000000000000..7e582793a643609352b4d7082c3fef9d198a8b86 GIT binary patch literal 2539 zcmV|oRkEJp>cQEXt6x>QW@}=&4z*ye0Zj7uw6iVq?#Quz@32N6Ge5+Gh7ZFi|-rRldcft6D@qcp;!bB7@=pSJNi=KcAIt#p!% z5;q=21*P{6iN5=ulDi)%L;Mw=wv#XM>ieA|31T~fJI}Y0m2W#M2NEbQkm)}YVCuO0 z7URFjx}r}@f_M}&{U)RI3jeoaL>z(nXH+2$@c^oXJ}nVq#_dh&ubffXf!ML#ZNK{R}KPtt%^(EihdG~RhF6;x$!D0!qrtlXw4h%*1S>jEh@ejvLL3>P3O^# zjFP{psCjhbh)Kbsn=esx+qJ9K?Ziz>l%<(_e@kX}lT;s%ogMv5$7d2FUZwHS6d!D` z!3G=be`&KBQ4aBBR@?bmQ*ITXn&PyxIO{&|vfH_Jx!JogPn+T&ExudDR=cT{Y|^09 zgLHc6aO`pe;*OWl2aZ3KW6~dDHzhPJNDS-*Vy{mDjw8bdJvKs@B&P2wfY=W85Hx%U z!1cg%p&&UU@7%LX0U#M`;a}(miJayEG$HQG(S&qq|ivO-Ee!i&2@wc4X zX8V$5s;DC0vxkT6%S%SzfIO<$>-|qB+wEqPzhMs#o9(!xZ{P0FKlR=FpUuXvYMy0f z84`PQbF5xEKnU151pyfr&02z0O1baef07ar85RpkE~VUahQ*GIP(X%72YRpOQtp{!ltx^0 zJpH|Kkjr-QlKO1&vp!owWu_3qI>Uk&dv~vi%7RO|=L`!h3=tU?#KW4+RLcEkSUil! zA~N2ziNRtUN?DoSzr~~RCYKnowp--ADeH}fr;NRSE(;jt%4AqdSwO3)EIZ<|ll|ph znVe9G_@Zgt%bs^DW#MdoDTA1k>@;;x`b=So7;0HapN-}5&4KItk3xLv=-A|udwj|J z86E4ye8N4il7-WRWJh*Ya9N1~gB@Q|zkVyF;vSty_iDhsD+CHImk1Xt)>ER+TJV6x~XQwS*$Iv1-#%<7)- zOd(AZ8gn9aE>^a5n$A-nSuF5OB6Kd6RUxKzua8V2L}oJ=OV$bk<9Mc!&&5j9NbFoJ zYYnw5ddU=mNyN^@vg%n5`L7-_g)T)bcrMmORk*%a;Vz9OwJnTX?}aad3xduJwnDpR8b3=o>!7Aw~luZ zmr9mx%ybt-HBMHhhjRHjuB#qDkB$2(g_t$rB%hUD3AsFvk}UaJg+0WSWXV-gRlVvw zBw6lQQ45*Wosp&N>p}JqBgwKOE`>~*9^YR=@)b0H?24M%bPzG*w}Ns)phv>j@{%sZ zqh`{@iTPuFt%+F6`)aL1wtrqTqx#hRF$h`9s~<(&%&0y!e++IfYk7I^w4HaWXH=ic zu^mHeE$_LgwY=5Dg_g%Ae-yEn7b%85*791fIId?@pO`<^V+#6x`D5(>VlL#}Y-}av z)AGl5n#MiE<4(lY;s8lkZFV6p7Y9g+mUAQ9_8L!_IEFV7YkAXHRs*qaZSty1 zB2%oOLMCse3a<0li}^mE<3ork)$xfZ%>*rt&80w zBs)BZ#p0{*C8~MYJ0*vcbPV!R9v!2Qk06FmMBKTD-f_f~aknb07u68MMYH*kBKu;|J#v;xaZK1YElX(- zYsX>*E3(~i#3455mr3=K+iWMaC}vTJU6Qbep7)JqyWv#31h4 zV_JH|wN0nv54QL1fHdnSrJLi~QI6kxxxNs0=iT(TjT)C;WjQr5R;DYg7Inl}sCs06y>ktpD@Fk<#8>0t=Zh&U*nnU3*f zmtWg0pjVDfAKDzJj7<2U?{GX{l%m(dHpiv2ONt$ilYVsUH54Nfo9oy!A|6B1G-WGb zn2z;u?vffYI#)U_o!Q&RlPev2Yf-Tx^vIY#Bz8Mi0F1HvulYg4pO;}F)aj@Mb*Hg{ z20Ioj{3&&w(^yed&Mt9vhn~!@?P{^WcpTL6xEuj8(-dP@6_2kB-z=+5XoOWfPB0$x zPZ~e)c{?6+XCsa5kY2Hh$H8##8|-w`XHtG?_dkW5^b+qv7@YtB002ovPDHLkV1n&y BxI=+bic1L;4-mAt6nBDKao1AZEd+Om;toXu1&VtpPzu52 z<^P`ZU42*Y?_z&@G4ssKv$K2l%uXa&MGhB>5(^Ct4Ojk?j5-<`I{axq{PM-qc*{Rl z@br5NR)T=!oRprX|NjR705CBzv9PePv9WP*aBy*P@$m5Q@$t#@Q+LqN=%Mm5QV`Fj zBZCQ}2CO!`fY}Ke#o?MvczjSH-Ky)hWf=)4 zEsnZikiU^bY*>cGQa&hfl)W9EExN{_Z4)v{;*5t6P0>8e{XHfSeNo?l{cjwhEOlfQUZRS-`uA7e!ZjVj@A$ETR{~&E?Et;h zj2)|qb|Es347lR2H(jm*_w)^?q7`hDK-ZM=T1jgB=jkWjq*D5Ofm(Mtg={*?N3U)d zf5FCIPHy2STy{hlHc9QQI3ESM_Y8>^vQDVbh8So%8ltyU;uJ_DhFaz;3S{luhhsq#jMk7rxBb{rdl9s4drw<*JIFqWXYh7Xn%f@f19c~|vu7~=1 zjB6fGug`KX$F9LR-GTJRQ)c-R&zSqJd|s6w+g)HxL~3z& zIMcEyCBK`?>tEa4q{e`m`sDKuhTBBBo0u23VY@F}gx;0yYPT=_*ry`q*<{^MI_$i< zr8Fpir!}4p%34>ZHz*;-^Gn|f`ssAWUT`Coxo~AXZj1p-wb8g03bctegrmP@1FkA) z9T4r@)TYCB+c0eWq4;;G$R-ObnS_64AI4vp)Gmy4%t~!Mv1`41`3T$%s8C~hL7foi z$~zul!AEU)wB+ipwm*gN!f1AQ*z1cgQJ5!;2L-IGtw~JHc6Hk_U0ge!I669mN zAmU_MF)-xkvvWOe{imi*To32led=kG%bP>7p{omT&$iTv&39HTGv2YjJ6JgA0!5#l zgyOe!4&Pk`(3nlA|MLv6yFI5!TgN^aG`Dr5qF*6O!-!`^M|~pwU2*|j^^!gxf`0hE zir0Js#`M7RCd-M3E|4pVjNoZ-&gI|uh!`_i!QNdPH|a(tg_gTK+u(Dw+EksWMA9p+ z$!WH7Z}5p63gsvZ%Vt*7e>;92N2nmiApEAf z`oj?&&!;}%jqLj zgW(3m z+C09kiWOsx7%_KANB2#uT(kfv&0KWYz?u&Cv5q0KR>_|r;o;6Blbg|4+ZQjt&<NO%T6hFu}GEj7YG`W@Dx zlcW=64;f|cWs%73vkz}F0Vn)as-6nrMtPWm)4pFP1x9P}iiLJ?Annk%x#6>bX~yS> zhy1w@(Z5QebN+1`k)<>K?Y$N0b-0_)-aX6LON-AVEReri-7-=Cs`jORiFAN=k8x8eoxzPeli(D6b8-u>jsaRM+AhIXuf2HADW2UIDsL{R%P)i zA5m_sF!%J*Xq;Bzd%@&h%gfAS1`Y7hI=UV5NsQs68ciXr39oFFJyn&$1$yJJpYA6) zqC#ZvG0#EuU27VoW`KW|_->OxSsF}3GZ#&*w3bSzT}s2F(zcslgG(e;gUc!VpN#I@ z;Ng=HjN=1LcuZWi6hKbmQ}Fw45c&bTN{arIb{rDtOe(fA{JISy8o$G%tOgMok?L%q zI+Y<%Ihgz)2$Z7P3sfUg%!K7}i-(#Idy+#nBtRXFmF4?7yH%1ENj zOqi@x!|)~ur3g%{q6*rWch5#9cx5ub4PWM5)vPi$>e5FjRdwO<3!eBA+6&a$7^^S? zf{=(83;!CTGScFKlwQeNewaltaaIGz@CE;oYwY@NWc0WlV(Zz^u6fX~#<~`VH(NaD ziK6&b>S<;s{25Jea2qgFjcK}z!RGihVPd@+N1)ZxDyt{vLx_-a@6|Jqh(XrZf z_=UgTkLfi=mqxC?5Y`(ifke1{T*KZdIGZn5f2%t3nmn`cHR51`+PVO4=0M_JQHYIq z9&JFZO8mn4lb^aJJUWq54n=M%E(EtV?P8-vC>jUt{X4h4U0;ol6Z*zZSk@2Q8(OdY z$6Uis?0a#+EE2PN#0C}@dR1IJ4a+HEU{^dSFFN!R^sp>lON=lZKV?jnOcoy#gOe?w z)RlZk`gXBN{9?Uk7dR^Z%ISj&Ft!%j{-J!0c5k)YC`nKL{+$Q#OeN+Ee_|k@fS12r zD=GLl6!|TJg&Oiv89AbM-`lp@6mow%^5D4Lmk`ow1+>#~(Xdpcg*Zty()oiXz4p+ryPrOREM0gP`3zm0oD7G* zsC)F1v}(%)nB}{<$9!{g1ICW^U`hMmas7qfi@u$-n^XzOaaWQkmT{r1X{6C~ zBwlSzsbYb5-&kMt{l^U3bmueUUzT=cN9oZ>`xMX!p7!_as%BM~Jy7{@FUf@qLkwE1 zoH4Q$@)T7QTc`HMab+d6yLvu;M;_3tXyt(;e%lBZ^Hwk%|MVG(8k#h^>u@+3^|%S` zc)=^MM~?CRw7GH67?5JorQ9$6+0O-zHcp>t%^9}M<~Xw#_wHWUdu092`~LN+)$9RD z)Rr>&uHVN%f|+Tu-^=6%xV)gU1)s~cm6yV&4huCq^xg|uX5{1us@>!wqf~QoRZmF{ znszXwWhPvj5rnGR#1oz3DLX8lYgQwg$Ga%5*B*X;z56<0nv5Dma1yM3>?o`pfcbc} za;%Iwl*;pQ@{d3aa_uQ2zy|6Ix6J*N>7LeXVdtW}w$DJ#NivA1n6++K3s|m3@kJbO zjLhXONBTfIRdLROlPutShFiDE8>*_Nqm`GkI-0T!cw{{dSU$`4I{3H>yt(c1Fjw9= zN0KQVSyWZh`v_#}97%4|2mrJKY`X2Al7M?eS{w?ws z5AkSlqjO*tPn)g7`)~W3{Yy;5?-M54G>8yt&SbyCpUE(P>g|gA`5JEd=1j^?9p1I7 zRUQWWl7nqNrgHKuSsgu>{CAqWM-;F!6sYsCG|qLS8z@! zfMov`czh$im9$bgeTbv@S@Z{jrfZiJP1mg=I3f(y`V!gWQj~d$I*m=43m~);CG0+r zsOVKo3|JtR6Vn;RjDGL#;qJ|Sd-A%bJ!OR>QC>~XaF=e5Y}Yy{_ODKt_GHhRm%6k- z0^vhKetUr&lVU!8%4H)F>8?INvQByBnajA~x9FdvB1{tE+tBCww>5u#mi zrCVb8{{H^pU@?J{c@d;Wv&}p*QqV{D^8H#GWN!1B+xKhX&_*5~K{HweJrRU9D+S0e zI^}F9F}9kE&94k?#T6F|-Gy=+Ni8k+$Oc5Q*rw+)*x>s90- z!2%Kf1a!-oVKyAyZ|uHiGx%Qqjg_zAW*q(ygkvPxsI+j#t90Pj~a@Ucn_4dLffOA|qb0CQk3r0#`Cw*MeF#2ub`nuBFzUrOenMe3RiG!}` zUc0$^I+M+mGzfPI?;^`(Ft;edNRkghTK0%Bf_MawEU`l3FFJF^1clCJ%-AV-@K=%9 zqQT1wum@c48+3@7E{Doa`@^9KxSOzZmxw&lKDD#n{M28a6hV~F)oVfX8nJTscj(&j z3O|)s8Po^^p|{qMO)Nw+)~4b*qO?{mHu8mYML1-dLx1bWbH=JMfwsB(PXa=O@SM&J zE|_VeqOJFw)z`mU$V1wLdqk{iyq0zC#!0I0p1G-P4VP->U3=H|E5@udyc0P|h2?u= zf|^6inreh<;nck!E-mS9Y;NlPXtGoTL&wL&3c-HQ$A&bhbrX{^D44O9(_3Mr={!6@ zFS>c8B$3axQ;la*xC|S_$22KDd)eowPmB9Chy2A`*WJ_4yzjdqQUYB9q_6Cve4ZsL zM2i(y(7S@ORm%y|dE#xpUC(3t&_l~%vZ{ZVqCnOQmCecyCykthq(MS`wH`Q)4)U2 zMt%R3ucyu@(M#O_twnFdjE@Wz?%ie8mH z8_Nx~7e=jWOE;?j1?B6xyrU>evVOQ)f7I-{{VDZPr{yd!IjwW zD)V}*^|OCL`V%sZX@ofvJ!Jg7r~6u@fSQZlSty-96Qmsd3BkfEzyGXCLBDdFH$B9L zuCgGZo$)^hL_%*He1s@-Qgn48Q&L}u)a(m2Hmz70szPiU*P|sHWvVU!D=LxYev@K& z$!dO>``$tTAsnU#9t7Ur-wIK9f!=WTgj{oLjME*ks(fQIkO+HQ6|0~QEFnaV346XC*A;zT z=F_zq>Mmn(yyXyP;-p#(j?Q7(v$wpfyvUSVcH$!pVOU`dld}cHK4S)h1z25 zJsL2xKwsI=di2$!@j$j19MeEGTE8;HW?+4+0M3~roTnw(SlQwr-9%97w(5cc@~ukB2U|ozmHVy=xVwTr{hvk)at#5KLP!+S<{o$Xx0G+>~`twq2kj9ZxKCpU1j!sy* z{8v$CMlXd8Tpk`)5P|^;VIes4vU^BfwF^DW4@!)v4zclcp?4VnV^ub+l6R9ElZ@t0 zF+Dde*fBbakWpfxE(!@u{*_V<5S->K&>J7jwZMm%Hhv{5`Pf;>v((T z6#`yKO(qxG(%ZIqj_3sfpH-zrpOYDES?t*Oemt*#VJR=2JH$7AG?wojS?De8V290^ zbe!lSa6;qy48hQY{NQWv9QjpgDra4yK-rilt$X*9cVmGtQ6Aaz7ld@DIq@x6#XCs* zLT{L0hW)+SgVFg@S#<^gX=i=fdw%i(;|z6n-s`@q3Kj0OOk3RAE9V>wPYb~Hn#nz{ zF)aJ}%V9iSy{c7*FMf6;+;v-7)kSn-(V5J8?h+HQoQ>uCmZDVT^S^i>+{)#uWYvxUBx9U`BGh(-;Sn#j^{Qmq5M*E)Qhdq|0^LyO0*lL8Q@rD_8>QXD z(F4(t6?tR2)(Tc(*<69$uFFkpR*X6tT4d2SUwfpIOW}MUC9ADTv$;E}O0%06E7S7e znD4SZSMkFio(Lpw6q2d$^C2CukLjInJot0V4#Nhs?)bh|yngIcHKC#!pc5rtmtPpH zW>~eF2aOEPi(j0-bp0s7P5kPeJy2zkm!C6o=kPrLZA_D$4?u{YBwx8M4b$*DkYaRb zt#H`WNHV82`bcSiQ1c0(g7mLzsC7E2+@h2v%TE`batef^+ZAc@jG+zPrE`GcQn+|% zEE1EFWxZ|H+v2{81i`XcdxrL}W$@Q?T)sQ3lbg}h;2PW80U>Y6aDln4*#q9Jm{x7> zgv+1v`6gdNd{h zZFC|oe*%~#TZ6|u+YWE%Yj|Xh`8Yu8Z{eJ3C|W~HQc2bcvOw7-?X2>@h3v$n-6fWy zr@@TViFa!Fk=yRmiPG=HuKm`3heM=gM2Pj{(;`gOibFLlPgruKWz0`k84$JkSziMoK_384*+r?;b!txVxg{bi`N=r+9BOTdS z2xddy(K;@R5NAq?s@hPwH2{nn*(D=PySSGMQTyXFc?TTs_!FCGNmfLv!w5$0LYQIo z?qz$xrPi;)m6b2?=pn>9iR_fLDlW(xkL~1R20xSJPUa;a)1P$XqzD;alBjDZ9%$x0 z)H{IG&XG0nhnoZoNB&(t%crR2K%vBoa z27b_MJovoSGI3d)IU(_lh?K$&P`?wxghyu+5Pb^VIWD^=k^j=WWrrh^EUn^(J&fSq zdOv6>0I6J-O99K{=56J zH?Ao6vkGomzn>2K-YdcOldCNHM{Fu-nIEv8hf(+1S!oG(kw#y?ZS_9+b`(CA z%9M5eTSH1nuvWzdtu-SU$sz#32KJTye!FhS&dO%23~{pBncLW{?!sF5LT2VtIUXa8 z!qKK<+bv9H@4_@=sEi@xCG7|m9I-rT8CXJOQ5Bd8Kr9Q}=dwv@wz{n(%JFS75|kUp zJ+rnfOu(zt{u702ur3)jWxia+i(#L7n#xlZzt6+xv6%N3t{oEF{y4*k)qo=CYqg_Y zuf^TtJ*s ztEmeiHM4a(Wgg(%#X=1uUcxWAhbn3;38858?ijxV9`8FkDcBkoWyQUNHwWTU1MF>= z9(t~ScFDtXwy3Zd=ecdOy#THi)CzopbxRyZ8MN;a2b= zW*4}6rd_PP#XIvl-&GJmrtMf}!7rfjOEEK837f%4Rj90&+2PSJNkw#~D1vyUtxcK= z3-R=Z6TETlx69+7ZNS)fc2Y4>l(Rlo9;{_n$e3`h1PhNlj#((KosmuoOeH)N!n~H@ zS$wU$h`@npOB*U%0D>qfkEocwx@GksK5q{_>f;P{m}I~zZ9TaLVtTH-R7q6J_m;tUqFw?3q!%aBO~P{!-PfayF9Ie5k@$?Q`mD zS+)el3N8NBHB*E1572yXz0yn@mI^ER0nYj$ko_`KfLx!Um21Yx-9Kn$b{m*x;h;qL zhVGXDht6Eng+?y&(70d!Wt|W<<>H9DDwkfLs%(KU?7)?O<;2z~G`<=OA=0{JHeC_A z!Wf$wA$;Kig*da@NH=Pqd?&GWgc{F{6p$_>s+x3e^#l{i^mO-T=PC(~c5J#gvEY~p zfp9YXwseH;ptIeayG!Fl2IhI_`*O@z_D1c(6@ZZp@JgkJy)CWzA*vN|yM!>%nlk0| zn6af#TOC0dYF^ecL*!65COOBIdAB#ek)8T9Bv%91l!o{CdM{_BP*eai4^^%<&E|;= zFwI;?{vmMt>IulFb%_Tui5<1L3w#j0X!weK)!sqU&TfVXwy8c|R&RSHsnhb;BT=0yI%RL4Ezv0O!}ihuhM=m@ry@=Su%u6rOtcct94ARBBQ1?`!GfI<_o| z^*%Q}66SAgP+nd~5u*2M(ce%0jSpn`+F<`#8^sRsg53QLs9ibQ@OX zkx;0e`m)Ys!D6WuotzA-ueq~b(3`hlX}p&a8g@hZGe5Juv&KEUq8yqKoY5CZHY=GE zXgvM33bi~35^44yx-oa{9;+IS;NHS8m9K6#%vL&lBl2ZO%l7x=ck4ZIGE0^zgt)G` zK*dUJli+WnR6OU7Ow0CeY!A({TY3$n{KyR1)Qi8t7RK*S|u6i+;CXc)Rd2>-?g``JMIra&DH#XKsmeq3v-ks z=+soh+CQ-}uLv74VYh!n{vP)D>rbd}g7N2G(kN0n`tK1~uCXm|vb#rIB0Py59s8eK zls{MS*83uGP6W!cPB1EeQCGJ-+f3}_&zHEdMpsU*&F@p=syNT!O_BM&h;`qE8faMj zT-wPYspIiM$#(T8Tq^cBH|}vwsp8Y|7mz(5 zD5S*mu+9_CU=}#eEnxGveGnmG#w*;U+eQqGy&67}I3+kd6zCqYt&~F1OglQ*@{VND zR8^~V!&+_S$a&ggN6p=LXr{#!;3`Mmnaj7gCq{FmeTijx=>xxw(S!1kapbhNce8P+ zy?S_=24n66p3~NEu{>#rePd2HKh6%A2H9XCp^6A5*+0XKg%IXLf$LbUVv7cwlSFTX zru!B{G}+Paq4$8MyUgte^aO>At^G-|dj+qM;?_d9j$eoX;%n5&P*1IpeGfKx4fPk^ zfNz2u-bq?I8te|$55BPXM5r76pSwN&Uw;Tq_C4*gq+Jbmhq&Q??JDvh6`3k&V|QVs|KjVY1-Tc$6&-YK}Bz4)}E05iRcU5Mj$ai@3z7r#D^6 z;$k;Ze1BW5us2v}E&n+?(DJ(DWi|8yn(tn|=5_aFt0Xc8XvCwJERR@$H%oze#;46M z$$^%ivA@S@=JMY_PuLD1A1eRKwd1}1QCp^26DPFEEOtdp;iai(;kcWQTXU(8KnCH} zw69o9UL{882Sm#itL=H!M9OGOp}jjyr1$Uh>l_Pr^bOQ~9y-}c&=nDnNu=x(kXv(i zqUjZ!@0Q(ljL<|_Z6Q6F;@=UX-e+np@iiQ}K1>%NYXmR{ugQ^P+eoFXPU+tO_b1i} z-*uL}2QnS4xf@sPGb21#Rn#jr{~Mp4AzQiRfVxl0CidSd-E-rl6IkE*jUeTJYz#@8 zz!KI2P?!HrQ9nGf(2ON!88oTv@N<}}l%dI*8A2|hEbI-y$ zQr2hxmy|>X`n0#;FvP6dKl0D5k!od!ZYzjEAu@mf{S!|^GSnOB)U!nPzZCf*=*g+D zzT23_e=E4q7M9%a+t1We0!HJJX4+XJFQ2(JH}`~JX%R2%xh|R55Y)LBd}SJK6daA! z;Ogpuea2Up&;G*%b-%a-OR#`U+n1T?dGl}9dkUSWRW4<9|Ckc>-Y~RA1~MZ89WUkn z&2mw!=v7IBZZrRS`j2nBNu+6+SM0*S8F(^f@7qyxe}%@g{E~X|lGn^=RVWsMD89`5 zi_^!qZh=Fws%c$ZTnw9T&Hsey;&bFwW;gSMnL5Bs3o8FqsOLMr-Kn67gDwSlkqYyN=TH{Ls`Cy4ix zVljgMTG?wxG~Lk}oY?_oBL7`Elflu+N~+P1XM~(s?qzIJP2oRBcQ_~3Yse9 z%9dX!;7B<$l>Sf3cxc0`U+QPN&qn5FM@V?D_HR@iB!PA78>F-ZyWwR2weMY}vR5V`I}Bf)ZiKxX0*RDvXged;|LM!l7#z?_y>W3``GyY7`Bcno zD`t`aplhcJ4v_H^xviY9d_x2?sQGmIKU0!bNY60!KN2EV&Icr2Bz}f<+6w>6-Ve!W zMTCtJr{mO5Cn3UN`a&Q?J8s-{hiW9grID9TxL+xlVc}b97>*%$@U%TZ~1Do2PY5UQDQgW^O z|M3%wMuvCsGEns*^#~w;H_mG<_^S3I;)EadhwC^_=U>|kfXCmE=8w>m)U)^hVB}K; zn?7MjXtzuw{}~S}f|a)Q&k=X~J~K|R&OoGz0bqtt8ElH71pdJDfy3lYuKvKHk&r1s zX?V;UU^TldjlPydxhwy#kI?Z-h*$sw*nfROpLu{5yj?5?^uIpV>MM=OW zdo`#h0fP8nU+Rzl7G912UmwN)7XJUn6dv}^nAI0J!J7<>z8LoX9_*5{0A}U>~M#|nwn|T zoZi>T(%dxKA60my;a@k9Y19NZ+g=rEClb??Tzq~a^0kJ}3Z_4V+n^{ccz>50u4CCR zBK+C*8a=sAGo{T#xJIo_)uA3X&%a;9Lt`G_5*NSquz}C@eaqFD_=l#n1=qW7Hk6Is zAAb-Fp*vxnA{qP^ONHl-KP%_)@PUi{r*->&HDaG@^r2Al3cAcUo;UCs-sVhioZqi6 zOnFmQ?1>6qCtB)74q;@s+XR0&0SFa7(qQccT^rYHgc=jCWXQS~1|R;Uu@k}j#ARn5 z_==r-|w#&}T zl7^N)Hg7Xtf0Karol-Ah!`N7T<`+)0wP>qkIFnlD39 z-STiMfTZ|4{14nV2TtW~xbW9RUvR9uO{vX|{wCZ%8}jVxeMxF6JKdlLc1WlSSbe-) z-YNrIKtZhO{9_v=%LtSCp4 zJ=zFC%CAt=h{5CSu)9V%y4c;!_y?OwQI>7=c=VwC+)@J%fl@OUCsvW776Ue;zX;iM zLVoj@)2;E8aaF54=1(gW}S*S8FLNjt2EK9__p^<`7YlQ`9r$ z>*vBLa`Y5T&Fe-~e)Ax3!^I=vqJMnZf^;kJ0+8=|P9$+wO0N|ZkxB>l2XhAe7G?2K zMa@~FrMo>JRPJ(CkU!eu3ZMY&tFmsBO|taJ`(6dz7!-E%(*r8kJK|JdAHFCiaWMRi zm!OHVCpb-f4BrSKSXeBG?lkER`q?1wfQ|pP5bI(e+!U7b>($1BpSmZ$sD-7t0j*w; z2fAq&_B_CvMlUVxM3T4so>a}`gzJ2bjxD$04MpQRYal>GB z$*g9YMZHr$ukIH1>nDsx6&Xp8A`0Sh z>Hg|misgd&4W`f*S1Ze#e%1|=W;GnJRBjf)N9 z8OBCW!JRw8#9?#Ya4IihyZYF@ZgdP@SP1C{?)$wd)Hw?WPT3Qkqqd!g?GC}EGL~&i zP4B^dAQHmR1#2JvoLuQP7hy#s%bTLAP?AX1&zdn4+Vh5Cq0=&`k7}c_TBGX$t5NIr z85tR^NO?5_z{;#eMR6OUF;PVU-y=z~@NR`tet1>a%VMK5>O5`E&uObOx~;Pn^3p8B z#gr#2eIlk8B-Qa^S^E7X$*8rLWf!ps-p?;T$o1x*eIcm%n6J>WnV9`?z34I5#lFcB zQr;}ot=E;zGzlV3PVCqG*`P@MO$>fVGrwgV&CjpIMZj8AZIo%^`%g#f`dr`MEqR<{ zzpdfb?vYVpH>8Kkg^AK5D(Q^LiM_g_7y#zFR6A-fF14vc+Kx2VHg`K6iC^Xq^^qwE`df{Q84JZ$5&gO$}#!z_Fbh{!x0QQp1O8 zZ98~fypwRd1d2(psAuqaJJ(?txm~9=(~$q}8a<`2WM%XMWm9ctR8grASyOFt$e+{N9GrwuF91f-F0lI2AH!qm!NA}P7R z6bAnt(ms$HVJMvrvz^Ev7HX%=j1tM$3JM*+e{pRHnCJ;v>k=%0w8r%YrE&dLUO!jv zrBy;0k|C+CJXKb-2tg`rfG-}maJPQTuJOHQAWLDFy$6`;mwRH#a+rnRpv*pL^{ z+g63}Gh5%98;L>gbxF5&SRs3n<-J`oCksCj6?CZrMd>$o@MC&x!Z1sDd!s$>K30nY zoE9ZI9pNp%3KdBV2K0i2T&;iVdQE~%hSUoVrpi(6EAeIc3XR{N4_7O*#9AXVwj^}q zJ2cDsN@fxUOe}z zBFN4QTt(lfvX~NvdM=9uNNXDtsr=$d%O{a9R(iq#Ox4=238l!u2yg0;S{bE;&+}KN z`KI=POPBPB{R^aG4yP8@I%H3dhLS8q!GN|n8tLrn!OOnoB#-?rKb6FLqgIa;)*^}| ztns^^=L3|Kg{(UptxXNOpAY9XZeWU-s!R%(X9#A@lp59!i>o3d$C)6i^P`CthW1Of z!uIvxtnIy?<7b-6%I+=T-#LsQUOAdQqth9ewr-3fAFkH$DP8DQl~U{lZCWE@A&udZ zx5A0cmtF2XX$RCa>qLb%gy`zmet!F`{)&;PqC4eif{nL9vQGX|3xn-INQPzA#Q!>y0v0n?49B zZ5k*!BG;dLj>>J`Acrg0LDw8;NzGEY98~z+8=BlUm?`ySwVvj#i%*ZP#GP~Ry9D6z{L-^y$PN#DZ}qD@^WiFO=l(^ z&G*)E;4S^Iei68@K5(STq-U;X_v@w}U`T;9?}{9as5- zKL&3m*PKkE8Q_H*F7>bGoa}lFDjQuZE!XAoEd=DWj08^yJe$|1^Be9Kq95<|1$PNQ z8=cjzYRHQ!axF~Bw{lwGfBCA)|8q(>tGJwjtzyh`DX=1a0MllE192g|r`wTHwoW8!gXD^)O zG}0#Yhb66k?$M8Xr+5ADiVPo@5qP%VZJm~VvraFPgpJRli-1}F`FehjD7o}veCo`y z)aL^(Q=puq%|*A%X{EPdx52n)$XwfkT*%!f`(%$}<)ZrsoYp%Q0;CVf%4^P)veq+7)$m!%`G$6_sx zj`#Dn8c)>kg#6T0!Ejf9Sl}Da_RXVoscEOsYaS?GXHGP@D%qEx=3j8h21NjYZ{r>MDc9j^W|3+UO2B14TU%!VLwpK`+nsoyhrHLKANms8l;*8lah}^jU+} zAUc}WIM`G^R2}Nj8^No9TG7rEt&d{QxZmC{qjD-+z)_7b)qaRzHSDG&z2#`_B@u3l zU8WB)KOU9h@zkV$pvaTgC7wEl)=h?q@E4T<0939`36U6ZHee~iHP);mQaE+xp|p>% zZ3QAMxtrYaf`x2qeqWKj8k4XseLzgJQ&*21N@-XgCGjgW$Y9ikg2GAJ zTi%7p5;$8ORV2 zr56%1o;BaRF889i?s1z-dm85=$sAUZD(Vi~+q||5EvsM+l9*-j%EVyXpL{N=QAG{_ zWSDQ^BHw?jFgHcFtgRdPxKNDUv$Y-4@NaFXk4)b15si$9>YVIsJmN0ecN`VP?-ZXr zyg)>1OkC>U4XggNaMvu6ngGJlSTlZEb~$~q+*&>LrT{4ujG?e)jkME$p=;+nq^TKph}?^VM4H-w=) zZG8_AN+t;v;?zIAdt=2|Jf(3}@1NE4PcX#(>@{KCa($6ixe~Qsv%7BQ&uM?^Y~

KOO^ZZ_BN4898q-u8zON)D z?^U?_gQb%t-;t~i2#hqhdcK;r&4Qn#CGaBXuMPSSAI~8NKl|=`@}Pu-pU2b@lM_n> zXGtWeE^ZCmWYJH~&5o&bd@cf;ICx+5RZ+(JnRZR9Hbwu`bPQ89ERZU{7S3h930bL_|Mp#1)wrg722 zD-aw_o(wspkr_WNvPXm9&?1GmFKm0VR?e)_of3HD7Cn=UE{qJsVroCTp2U^Z2xhOn z{g|u;?C)xWqJ*=a_VSWR73boSI7o~fqx?E^+ZRD>+2=;sLA&h)GXi5npabbp>DzZg z%dv0hs5|78Cv~^!#GJ9mL)KH^@t~SNMVsPqw2fu@_XXLvFCf2nZ8}_2g}=a{SnU(0 z6pqhcTCb-ZnCOGGjXKm)DZe8(M`17g)FV5RJwvI6WG9iv@WMeD%`6QmO$$@GzNTeh zzvIxy`*WgtLS-rRqf$3e@z6@^E@A0QG0m6M_NVTOjKS^F)}L2ZkkH<(!w)p`Gk=M| zz6ZL|kkSF#%gY*9cRHaB9n{Wmd+cWHMRXU9q|$Jw>5H?&pFv@NAbHi4K2qz62;}sZ zlpLuHAzeR1cO!7|h!^a1?2Wn*aDTyL=1~Gr+n3I5*Vtkiw!%34Cycact<67g&wpHa z%20TOUcXe1@uu!0HH|@{G+s@Ymn@_TQ6*(Va@v=;lOe?%93GlNnx2Kp(B0=Qh11uR z`CiEkOCG|Kx2T+~I9?c0(2U2NI?kQ+jfS1S=L{Url=Sjpo!+iRP8KB7^9EYJf58vR z=`CbK+f5td@|!TUX~ut7F`a^2%?up#W2lOneSu1(RP~{(zNJywqPtbUpNqa7 z>39m7o(V4TZcK(6Q}!a8ba0uKIl`$Vb|fe)b#=|>j980_Yk59P7J>#B$w!@JpBrz) zL4KhiwzV=Ml=Y~|Dr${(GEb>_m=Ll?Ug!(+}EyNhb#N@J1xHM<;&m2 z#Wz`MPSl!Xs01Hzwd6q?IPCxAZX4B80K=8t}-o1wPnCo+@{vL&L8OY|H$! z+Ryd51c07xeyJmQ98;5d5uSo+!TXlAn~0AYBQI-mY@rC-b4oU?T!JOqU%Y(05x% z+p{nfI;FASU%WH63uv{`)lHD*Tpsn5F<>009o|{r-;FL6Q%EDggr#4JViWd)MkUX=vErl zf{fX-*OG*xIv09sC?O8`_u(3t4b2-HKpC-+MANkqm!AD|u#Xl^)UMgo82wpq%Cq0X zQH#}uE10D!XRLoAHWSwyC0u7YeQ{T3Bk~%J-Y6C$X#m)0Uqy;Fekwq$=lQuqOvzAkGP%b_H}&M) zVN|yfm8oCl*!6^=3Xx*MIE=Lx+w-Kn$^UVa5r4bHMpP(BLos<)H~}{I(pn~eze{&P zlo+LJ!#|L0eNDFqnW8$625hV+ic?1j3PO$aB|(N@tZHCu1esmlhBgTbxG>^~dd~NX zUw?~>?oJOV*sdF=ozf|)G)5asgc6E}eVVFp%nIlg20R-Zxjw@h$N=m!S^g=m5+ZzM zrsBf%L_#wp&YazA^UH&Y&hXTa6Wnl)vX=EA6cGyh{K1n~)4Y>Gv;zg&%n1FAKZBB} zL>)!u`pSb9b8BFAq!US)os6(+!u#-vN7e{9j@-2|rVl9)=}MO)9=D6E#Km)Ygcmty zD~-i;Y=BMJ5rH=NM2x#;K{Cq{bbr+ncaz(r3-Ghif86N0`{E!0Sj>waq`(kT?ZYvr z^_fatpH7M^GhpD32R4F5MQD(W61cSN2)k6{?n(2;WfF9_l>wxUm5^ClQl1|!p#vq8 zH|$auNe?)#`BDQes%mWwV*E+(5yHRFbgbu{=F*1F7%M_Q<)!)FT44FhQlpGVx}NCq z6}WyfU~1Y==vANdZ5XeD916ZsFDIK$iTy}u`uz^NRtx2PV4A8dP^f~%7~1zBL0bDu z+vup0qf{WzYY_BFU_+#*Yf*4EVr%5UTAs?3EYx{q=im0tkxf5rE+zlxddTYXX2PF@l`( zMcpg**2Y}eM_dpMExw}knKK#Npv9eqt9$be1$k1#?mF9XTY^VDC;rVrq1#mP%dxP` zy5*Gw2wNSO+((Qe&x@lIR`c!4mv-&_LWs3ySNZiuRzR9?Xu@Fad1YKU>lMDp;a4aj zV-cr0ehx8fe0gg``ghJYRy3#=?BO7K|0J+iI9-^2ZWbt1nYWVgdYWW;(d02@XUVk8 zg@4*u#bG5Wp+RhZf2{6aGkFeHb}^sbD;+w%@T0r++M}`gvNPn`+w!)Rcplgr{cz}% znj^f)CwncsV;Tqtt8ldWbW6IW_KYN~lDE-neTLJ}=nBdO7f~RqJ0uIKje~44J?z^z zm~amut(mGT@pGdn+QyY9I=4vs;SQWSI@e_eE{UVQ?N4^jhP47E_2C`tb}JL()C**O2i^i@FAC3E!5ay zTMmH1=PwLh;^taKQGKwiKy)3Oi_ga)l z>HG3LWmX{6!TdRR)H6CJ+y1nC%;(M!;!imlSt#A=I}cpRAxe)l1`%;r@>jVr5^Xj!OjdXOKDi9*)r@6gnA-)E@yM{)R% z%nnZ-!_fo#)Zeh$vkz|D8vpUOvFtRttjpUj0B{B=%L7Y1MlFTE(=1BqQWSy;ql9|X zB^gEXc&oO&%xK<3Lr-X_ouk*0dN{x#u(Srh)8JE0fS6Zi|4@=oSs9R21A`i0;a0R| z#yJ?5`@xkliC?AyTjrG(E1!)#MPx#V-R{dBg6D5^rogee8Qz?wh}> zr>j?5^Fi|if0^1kDgUerGd-~e_ta@{Rg?19IKll_*X?+N0*_9y3rzt?saofAdymUB z61ZA7wGBxxNFzo|j|Gtje}J#GZ(mzMcoi}xjo`3qk5)mz<2I76IkKT!#&*p0Q0|;) zvCvo@pC5#w%BX6yyyKR+W9IYB=hz#>dyVM*Xmrm$!#py%+&{|TsZ{4Bhw?0Aqi4kZocvAV!7FJ z{psF^JR=h>?V>fYLej<4_4UhNgR~pAb(UpIeTUCyk+8C#WC@U(M}&cA=#&!~~V;d!T8}~k-cNeG4%?R5z^BCjjs5-2^*^HNGnyMR5hqhrT)- zJrIps^f|hnbhn&IHRkPdwpWoVSWJ1)aV&3>>P>cZQ{(a&4F0v;4tdSJp%YoM+sn(IVxq)T~7t>oUJ+?zL#TCuKeEnHZ?>W5pd;~ zlgJky;w*?M*LxA6WvC=JnfwK0{hV~!sl)xc2djk24^cwO_`#UdGcA>A=c=1eCVOD& z9fMt1?MI?jK24{|e|&i>#un(loD5mH!&tfvv{?|IrpCtNcW-@8+)z}r)*VfP#Lca2 z?d_=#o1fL&@mS6>-kI&IdjRCQm5?nDk0}8zT{_a6cJ(*Oi9ghRV4`|vGU&O`d23!Y zpm0ZMbm~~F-MQ}D8P{=*bLI51gO-bW610+nYNgITWJYBopgXu1qNa#AfiKzW!IgLU z+3ABZv{(BLwHgUJZ+0Dwg_vn+xX>Df6tW|*Nv6Aq(N*n!HgaMLavoOL6U7aXYuU$) zG8_hn(K4eQ6YX?Mv&phr!j?0!BOv+V-I=xam(Sol10oMAr?3N}(?AeRc1#E0>Rs5> zNoGNmxTCP!ewx0s&ex1~Tf+4V*b%u&rj<*=SZxPN22SB`FOpx~NeNk2eZkNineb;Y zzYoM#?lFrs$KM7??V8@Z0~oY$_ItClHP6P{;(=fNb*Ax7wI59qJP@zM7KHWS=;X|o z-{jaq)?NxUdIC61ZvBzCs;pgk?jLuowfvMg0(Hd;l@g^g$==fH^S&4oiKK zA{9#iHgM{D<=Xx0g8dc+64{z+U^G{wt^D(L~FJ$C92@)T($vf8a<{84WmkE zLsWyZ3~*3sfXo~c=cYm{=^$_Dh;Qnb=TzrdO(XO4pRWi=2!2h{%Et_t=A5QDH_ZpL zjH|UIm#`r?*9ZIeg8(c@ehWnIE#XlBtN5t?G3f>H1NVhrK#==|Il%Ur0;g_ z_&H-*95--^$pBB|x@&JdhSb7%8`rHv#x}m!djll_CRs|vWA&Ei5Biat%f{PAPVWkm zAx^tuP4aygowt{zB=~~Aodn)L%k*E4ilBoMqqyx&~Bu8CN zTcxZB|96!R;!h>Wi66AO@jCcc2#zWxL)S>Q2L@Q1wc#+Y3Z`k1_)_UJ|MLPvuo$}a zuDoUIgYVa6zVk~}ELBx;6)>r|!|bb}sYN@fU94qYfKno$y9xUx-GsmISH-`z#-DnO zkbKAD752%>WaTu_hBnd+)&f(c<=O>q!0v&GCE$=%6jxH`6 z?fi}H-EGr{hLDA+%x)49c1#Cy>=-PD^M*rQ_4S7m5>INPWc5%ZoeI;cuYoJzP5%VY zT}peLwzu$)K7=5Ub>gx<)Af|QNjyQLCs#4fS@O=d6KB!D-dIbaH(le}#VS4>g^>E3 z8~uKO!*CCoo($2jJOleI5k;!N(Jh28ADawY5tIgPPe~GNDkkjyX89=~8cstc9{hG#9j6Kp@Z4EY?Cbk9Et7FnS|Y)|gT!&irXrmv{L zVXQ*V1FF5w&f(B(t2B9(6^X`{)8GJ6KCemj`Fam1zm}}_r8Dky`>o*Xf~kEjlAFIh z5@BZ-!bEwzqe`dQ>9=%X{OVT0qoR&g+B>W+@vSlU4fCvYXJ1Q!H*}Jj5sJT0>AP9x zE=F4?WwI-jrGc`S;Up-Bu@M9>1QCW(klb8Q1fW%SDqnutm;PcgL&8}(94s|T)1Y<1 zP3u%8;5=9+O6$aVxbHmmJ;bD&F%eQyc;A#f7KlladJkF2q9PD)-dbv6ve)_t>6620 z^m6h9uB7C3diV>D7C!zG3jkZN5pP6e;ur^sCJ7^dfmbt&(gaHx#6re8j-h8Xj09QL zz~+gi>yvp#Z!=U=@7g)U{7N@rh|AFzT_!lw$CFhQ4>=eAumc?xIG|$K932&AqXdF>1l!YEu|G@$a42yCZ(Jq+xEkOM9+YImtSBly{Wbb ziFM)o+7I_=FajQ77IGrgFWA>D{N&%@7r#LLX-!Nyt2>hs3*?Gj(A5E-b6dWFtVun_ zYNO_4fGn4BT~hv7?4WOJ+y8;twz#ev}oQ=8e4< zo4zN^W`u^L6gcwjUH^*aPAI2sfh0pKr3WG9N>Se!frqR8!B}k%k*PwyB$HpWh4xRX zT|`GzP93CTaB2cDvw@Q|cjDj0P-O$5Uu`rGzMfDD-Jim=`?LV&AyDGAKZ66Qs<`VzDgQ zzQ!rmdeQvK&9Qni?fv`MqF1L~NM;tHbQ&d{>Hhj*z^|FPmihe=Ev(FebAZl9JW(t_ z)rh}%#mf)S#kXE}F%qwwj;G3TkTNPVNXJZHZd34CoJp*$z(Ccx68T0(vo5U}rnFs6 z**Jwq3?C$1fB*TUspg)tsX3oQ$~S=`Vj81i#Tl3w91S5YEr3?4fgb}&(($9@7Uz+! z`nh?|xKqWvJf4N_0GS$2!y@PjwE%Zo(NlRi?2sHxaI^hW!4RuYYg6LVIc;^+!ye1c z09#H`Q}}I_qU2+;O%M2dqVp#KR}wCQq!E{?^gF=$+enf5zQ50$ad2N|1#qF8`5u{7 z(>EmSPU<62kY-1e*p~?TJeoOMaai`_&%WVHbeR~+ijG6XJ`_QFcn^pQe}?V}MF{Kc z=Dngg{o*`k*8K7MkeH!;AM&*SSzxXx+bL?GB+8cNuQRoE?@dOFcJVA6K7t8E+`y6J z;srH0yd4QShLqw;4z8oD?x2yz3ajr_(cn5FqrngXX&cs0Z2Xd^G;aKm`oa5a>-I+>V^$b~L6z|Gs-!prtpBKL;rkoy}N@kAtuBPenTl zOKlFxT9ZcNv#zE#f_mdT=cfn$GR z*t^?6T4g6Tf`_td7SV7@{1w^T98ek!mQp^_hNW6kKz&t?`rwOrG2v3)HpY~&ryVfj zZ@}(RpK4?Xv%DeLk+b*!t8LD5z;B;1`y|X%F-#f8ZfW`k4rJ#LsR-5Q;A45x8E$j1 zkx!9V6EtGXd4TC_R(?&4kVE?7w`;;`hbM|T5Vt)nrrVHP8O_h${8o^XuKkJYt&n-y zhXqA&7-KIPb^c_#R*w^nnc}B-C~c(ZwZLh80^ggYVN5q?6N@+<`qOCB>g(K!%u{YVh-N%) zE`p|pVu9KR!}30ie)t{t18n^BNu&pt>A|NlmwJ)aJV~`Ta3Igr*v@|hhq2^I6Jap} zBTHxy4Xg8!%N(ZEHO*kxMOwtp0ScUrfG4_46iyw5sip*FZ+fjH)T4LhYH6R^O3J^5 zRxZIlZwL1Lh*6zaHge$WPs=1|bqpHm@O}sparXMdj#N66p zatYpIH*mT|T#gKvF9u%fKTvn-pPaIlbze1VXKp~)N44_^XeX>U`*>Dm=RBr3)bKvh z@GtO9o_23_vCHpT+l-wRXo`{rp@be7iZKxSp_GKz95sArt!!q<0|n-Xy@Bf5?YBfd z$bFIX9in#yi*KD)mcMffqG6?<)3;CcJx>O^h}RX}5XpH!CEG{IK1NP1B~kZ_aj~pH zG}z}9f8dYgRxA|0oM&s6jDVbCOViHy4|KC7)6N*k zyp*Q3@Jqkd!dIqWjM9nKud70uGOBOk$I6$4eX%|giDQ%PXc3g)K+-T57Dzdsbrgx+ zB(T=5gup!Vixm;_a1N;t5)e%T#1mp!1EG~Q!dqA)#r2D-D2@}`p!}v&CMSHDmiP(#$7jE!JIJCv&pakJRF5+x?OI5iS=9gX1DISpHS>|-OKZjC+fBy zuXIbM5-&*U$_gq&B5#V-U@^Io_R3iT9CGF+pP=#3-V&q%H=?$=jt{H}hzmH{@}%*G zWW~!of=+=Y^x`L-072x3^0{4|4aE=IN*?!w{31}Xbp~rtByfU?Np}TKER%(e5Bwh( z9V>EDP*goF8Pla9!+ROFS5^*ECuQ3N}3Ctk0rFf50 zy=*uo_OaGn82$iz6TC?~$l};?L3Ziq;V=r+LSBiLE2lztbxbWEbbtD!`t;UiQ~0jE z9u5;21Xs+O=|fJpj|bi7Pdxyty_0P6t@oQN9l0gGaE%4#e{Y53uC`_2m*k2(;SufA zTGce9>bIf#U|wbLu~7iaBg9!^it8*Wt0Q1fEwH$WW0xS)jj;;j5U5HL>xk=OhGbF? zmu~#=S_GLdZZSNSUT4qfP)|cZJgnbyqY}aThcUt5Zg6R`zKx=F^#_8&@)bd4Tn`o#?3uNv=9$GvMzVOd1D4~91H?Bm;fzx+M z%93dmf$P^z=w;&h$E0Mamyuo}{4rMsoL_`h*eca2McXsDtZt&L&+vl6Yces!JgubB zokdBgCmv#U;Yk?&P&!c=)s`cnt7!t}5r`U;_VY0tff=lW$M@8NW`e_71`o^GcN6;B z_5D+va+KTr0y(5#7c>En0wSHFAW!v58`sfKk+A#g0lX>Y&{2GoP1;&fuOUpzof zm@VbT=jRg9*v=rbgcnO*b!>Me6h0)IGPwk+;yJur^?-`)K4o^~r-~1QUw! zcljfeik`D!`|U~drDwL8I%>0xo7-&tUiq$}-NGuWZR$H3GEZP?Nxeu`H$)da9i$AD zZG`)eF;z-hthk$(0XH1Ao`EwcL4!}R+D0(uedhQkSU)&mZereuBn8;Q}A(YVKgQz0=y+=fmf! z``m`Gh?lG-CHFSbo1GF1506+KZ7!0=a)UM*yI=F*n|1kKu#>r@5s(!axxf9A%+qVS zTik>6BQ!S-lHasFITM`pOVDC{E9CL(9Wg4=cQ|=R|1i+ymR!`CYjN_EC2W7MZ&TBq z=6aFiHGk{jagjq0WZebv{t;U^T=~-mW~6B}ckC;9UkOe6_M}0vy8UX0=*i z9=M~`=d`1#Vvui0!10vCKE_9|67e2Z@;cz~GA?fG<(@*?(xTP$QOk zaMzP213D@dmYU(J0qUAchV8aqw*8VWH z$CY&KgFcTm)fGOg;)~gDe7i*mhs8VZM5^k@)VGfzn=~d8(msOdvCY%@nysfajWj?- zqhJHG2v^SYf+U7hrzYGH>@zjsV%ZU%jUz!L<<9C}+<`5t-#LHev2GP!3R}}-3aNb` z7XR3vEOU`K9uisIbwca&1ARf2U`M4z)#Ak0P@QteUM3A6<(@eGKuO?(oY;aQ^jv-3X*7E4 z2IS~;$V~?VHZq!gH}v@KB9LWYur*#>2zOJ?ER&X34_P2hVhc4fi98@pEtbAoid=q4Sk#659P@j262&IQ$u62|hp>$Bf8Bfm?ap9O!#<(EE8N-2r!5ViW@eHb91jx>mn z{U6*(PBgmc6J;hR`_jMVmvcnBF$Eqh6>m1KRvgL}ODjnqa`A93v1ba>MuElRDO()+ zkbiQbL*8kyCzPRv^>Fbzc0>OB{T7bWKQ#Pnv+R-r-<+g6n!S3-RZ)}3g*fri{xMq! z>bPFK`5NT^5cP+J1<|#-9KR{DP;P}O>Qv}I7jv9Yce}Z_6y3~`c=NaM4YLb0@>tMD zQGUeIzN%E6^!>#38wVEO7f-e1r5wq97R(RJe~KN*c~rc=>4tcvgT)l|#GdZfb^+Gx z^Xf-N84rT8`4Q?*-io};VQ4`7N-@H9v9%}7atwGQ*|eDb)x!uSG!W>!ess6Ze#s(K zfXslG_6E*O|88$G1Qzr%|Aaf4X|kqa?OXy?EoQ-gL0~ozXy3=>Z)r9K{h9mWVSd4N zC&L5D*?gL#YJuxAj}ckan0(4@OdxG$fKpmo&C6&>eQ2txlRKL0F@orj)Gi)!%DfRU z^i;DENqUj^y>iR_vALNE_?&&0jmS5?nXqe+{ElNj;T}{MW>rKz=F$8#lU;=<&5~ zjW~~Ff^{7^gfat{q$VWo%W_3;E>m~U6MAqYF2BwbCooG}nK?E)ftP8@Bh;MfLb-~F zgY7>euFmevIU(y4ajpy3!+9J5!+#p92%Jth5i{+0y@eB%TVp;d`ee#m790gal|0@l zLhoz8jxkj5l#RKF`g=FhooQs5T}oB!w|bxV|K9X4dQbe`YBe?&dZKsl;yv%Sqt$Ex{MR(PuZ1J#J9{VBm!?E!KbQ62 zr}`NcV4emmBeuHJjdMh?-XZsUzcTjhOU!B4D|7q^3AENla_9~@_AgQ3BbT5KZl2Qswx3CKeEJ(vr(uj0Ov!o!f zbV#!-Aq`7+2?)|D-S7?{zkkHbFYL_Rx%b?2&)hucc?`+LcFh(Jms(dMB#4})tfL}r zLTeFSuy{X4)i7<;~Eo1C~Pgve3FcR+{hdJmI?VY>6Cre#q z#;>2?m-0}$llDtDKjsdPb(&)|EAktm(!glWrHZoXts=1(+1_}}BvM_F?T(bM%P3mK zOuH|Jm#fhl@9BVPnWtHKHq?zm*E}X}Bb?9NUj%57diJ4iU(SIplg&jN0f^lYR=2I2 zH_8Z+XQ&MZmi0-&NePZBuaJMsfe|wrN|;x;a@fNQEkGg9gE-#7vIC$9T&wzr)%AvD zqQ`&3xk7l*C!XamKhE^Y`qnn^+Rr_^xSYMwsrHd({w zs(RMypP8H(%zMseLtawHcfjCt+u7*_eVvttXT)-1^TflRt7*c{9kYinKq&5TU5l!* zLn*2KoOQ(+-08Y{#daSu*S;84G*$EwTwAebdx&~3hK@DFdQFG79eHOe*3K*I#6yNN z-n%wx3M#O?XCbeWjd@9K>Fod6k{7**)P$J&YwLfGf}FgHxrcg#RA()!Bute3BIL9< zr1?{1BJ3M-PDiJbZh5l6`s=D`@Ilp?l4NAES~kN>`bB3{vLGt_!@W#MaUpwYHZ%~{Hx8`KNXy5G)M9pI166H|FC#e7CsDDVN^wZBc#;yoxNR|7M;&aBt6)y-b=T0% zF>l;GjaO}QuzxHPBBt{5$9A!|)A8|)>ujvKCq*p8dCK9MnQVyHnAmQZ=1BkRXQIRw zjZrgofrqd%xWAqSmN|+@6QTgKRqnD17J+Gjty!w%qqy~B*Pg4`@35S$_{Pblgc*5~ z&me-s?d3RQqIrGXxeZw)YALjz4xY4a7hG+P#zJ01VKX9{qhce&I>&JgqjiA!^s7gF zytJrX)N5rPsL3@(8t_Z*k(xZN3|#OmO*1Tq*ejT#b%s(zVDG@Lvd7lQsV6Mz&hkHo z-ui2a0NK!Z&yM%Cy^2au1810M>|=)uiVacHZmbOWv$Y^nmc)&KV6uac&G~%dpKx6 zjU2S<0h0+N;U0x^??o9TL*Fb0jx?1WQdR`NBQaYU&&%qy4=p&SdsL{1JBabKO*Kp{ z;`1K=^{r@f4CZ#(-^;V@YnWoY4u)TLZD$xR=e^kL_~C{qE^#)rbH_BCXoHJtPnLD6 z&0MNCUfU%esD{iYKYq#*+C#ec_l&kNJmm7Npt_8Ny4EvW3qI3Im+EBOn2IZKzm#m4 zp<8?H3*@p@XCB6}a$VD`+C>BmuA+Tez8%d|Ko}Y;bz9c@Z>jSVvvL;~^Q$D$-R}U3 z0awzw%oecVXC5pn@6r-2`QaCOLeD1sK`%?AkIdwtbJVKtTjDs%HIQ{9?_63WE;zk+ zJO!FCWX)xHD9yPf_+{S0;~o2#9vV5XPjxYrbImXIwx-)g1GfmquPsqCSUaJ&zXqS> zIozA>3=YUMu-Tjbz{Te;x=9$-2(2e4N=m5MwD%C08OP93;POh5wj6X>9Xehokipis zM1tX{gMkZqH7PFzCA3L@sK)%!?(cP~+wdV8m)dVotfgXg7!25gVse|%Kv0(0?buB+ zI*SCrY}}Qn)YTrx1wWA69xeFY^sUfX?col-|9T;I6iwhb!i!yhei- zkCSMW8#l)!{!?1-vIXFQ=@s>;4BNv8xVpCcy1ynX_+&Hh=kgnv&x*0KXoxH>myT$& zAmzG<$Z?jmQZK)k#huudXS1;AOpS%q zBJxw;pxe{?Ae=vuqYLcdNo>d_$7u~Q+Nuk-S_oAmU zV>ybkm*@o2!Xc5N$n@z@sdhMSDcZr)Gj1-k5o&nN;#O&Ld-P~*2XqgN{gY&$@Ws&XC%3+ql&{qclsDL5~`opM!hCH3pe2Ig|#g{+E}vS#l()Z2(k3{-@%{l!103!IBXbBT8U^UYs}bfhrJB zZftDGEG<`*E@V+GLZOgdGkLHTf5Sy?c%~86Zm+|VEXr7DfkCgV8Xv&mfx3cqA1@9y zrA1G2xJ&{28HJM66M^1C_h*Dk+?lm^r9R}13!mOcu%DhZX-@=V%+;iZ^4}_+NY4>s z+bZ-E9rHqbjN13C6N?x!TP)2g2EzGE3cP;2q=ZE$;E&%%`|+{Qi}I%xd;lcQHe>ZB z(@WjoUsMMKrtsb|OGv;$LU>(Of7pq6G)jDjBt=eu=O3dK4&COXhQ4hrF%}Q*oRAq3Nb&2W%ky1&78D3#OebE$FBKIu+Dd8|%?{VCATn z6iS7J(D03Q+&8};OlxlHp)GNF9l79S0&Rw`-+g1gQ&#T#S?3Cm!2c{&BUC^8PwkaRT zd{H%w++x81XgF{zvtbL@xz}K;T?M>vbmd;TAwMq2sM~gLEysRrF%UXcxf^jI6?b0E zSUZ_dlacFt-sQ*%IPZfGt4mi<9BfI>z>Ln=kG+m;Z zDap-MGcU7N;J~rakWE%yBGrnUel%kz3(tJxcl{vVm?t%AWkp?Wu!18IeKCI2 zd;1PCqS)YcYhHStmOJQ0CK^Vb517WrKVE#jEFT`IxV+fiP=y{uLMF2nYjJu5wuKgsAZ)y zX*UT;XGeu1v042FYRk>sLsFa&EAzlX+2gqsIGn6}>6$FFeHx3h3;USzwp>0%mRcs= ztKE?b!EPMjMlIBap7lhtYy~l2^yzw=XRfNXN#zbtO|%KUe3n|#hH#m>>$*eRXQ~+! z7px|2vZ4HVK}JwqC6x*ZBMjSBdXByd>PE@Flp=GTexr{*m=Y_${iqXVZK!J%!PvEt zW{gfnGG8b^kEVH)kpCC6HAXe0H|P35q^z!@=+RTdz{TmYjq{%;Pvjb&VY9+M@Mh{f zqDS&!!LnX_(~oN7N^63?NtOcST7A~;fD&tA+}_vx@QyPI{1#JFkU%)23HcSBWvc&=h% zon8V-Haq$8VKzsdzKS{3TFZt~B?Rzw%fD4`LZ5xrP8HGYY{ZE?a#eB8fRE4Y9jbTi zZ%&e+E8^}nIxEndt?#4qA6G(7Mqkw|NTSEPgg8b@UK|<5Fil0_D@`EO^kfF1Kzf~B(&v`FINvdmN zg1&@B|FPz$Q%1ur$uf`a<2A0=LZS_rOD$o@zTyh&Qm*^IWz-%DFq`>*A?bm0j z!t$gIrGHUR0k_hwuo$)7zE6uoRsK9J1Y6=83EdPt^ExycA;`a}Hm0(|d)n$&{9RVo z%1p$mss}notp{In_VmHXU#Cs6q^gCArg4fDB^95JEaJI&NMM!kvNGXgYEQGV%$%OL zxR1u<%po#24*H%-$K6+3z#{WybFVU|36H)mUt5C_d_fy1Ddt`WD&S+c5ss}1OuorS zF@v%5lft7c7~YafTS%V^ZOSI6qoiKkfy=WL|BS6wRFuon5_HqXmV; z$usk)InlEr2SNKJv|#GgtKCa?C}mXIAy)z&vO z)b7wD2{FwKSyX&@EpHbV64w_d4dUqYg;Z@^oZFg^Wr}*x76Qw5@oE3?*F@evWsM%s*L>?Cr!{>`ZzE7|Hbd-y|$Q4p; z`1;A|#cRe@;bT6xg%}#?LH|`*2E6VW(b$>ouStGr(i^Dp8Cb)#SXeY?vZ zlSwF^vM%ZR4U&$%nYxzjwJ@lW*`TXV;kJci$#+AMzv@fFd0dC_A+WAn;L*G1w^=7I)54I$d; z6H9J6vac7nzUb8Z?PyNkMSZ#}kw96iAJVTg^(hYj*zUnLag6rYo=8uuSD3a=9@o}d z^*HZnhN8le!zeb(u!(o(m&%Q(q-2*W0Cp%?$lwi%9eMgvd(`2zBER>L)9<|BL9l*Uvl)u5(OV-^3<3YVyo`=RKE+Bf#c#_l+-(@=N%B8PJ5jp)!0}*lbzvDKANlv`zy8$v zb%A^}W(W%RGA(Jo2a`ok)lyZbc5fdiv1Mvh*K7_=5o{dguKF((FBpqqlb+K8t7J+V zy}k?%5hHEHTAKE8V;<3P7!<)kO=<&V&S+llYXmR5TNxiwnSbyU=(Pu(0|;$;YT_=J zlXlBcw}?1JiBnUIKjv)BNdHKBd@XiIq(C>(D&mbd$MhLTT-RWkFEaP6m7pY~I5ty& zrZv8-R#@c09E%}47g;7)mRgT&f>V4 zZr$`b$Gb1tqd-)^{NMLIg;H>Ys9}7+y((06da8W{f`_oGWagMz+j}tdc6g+g=2W_b-=bBmYI^>aybi} zI)1O(MlNRI*|*3@z(dnCv*OmVl8_g6YOqUowE_o*LIKqV!N-C8GRbi6^Zvf^nJpA* zi>~uzXMFs0cWC#!CfEWUrxHWM|jJIQ0p|utX3We3t z;fa^uM!zot!MFvAUzg(oa)%^cJFV&ljQJtqK4UEA+Yxp>!yYdd;-+m>psgVRfK(ND+BjEYK9=XI*=`FG=SMiZ|*kWk&v=jYA$N5qn3i*hh?mAj98tf!qPrDLvV)9sgg^Y@ZA_tH-to!Xna}jNA8&YT>O)0l~Ri|>M%ajsTyB(zfN04bl;Mm{zDEwUCNZIJ_WFa{8i&tW#1#uRVulf zj~)GCV?6s34*RbDCW)oOKju{KQZ)#A=$pSrFbBk|Z1ylIwp`g(iv(;x#KdEppP{Zwnq#?OIeGj?Yj> z)LSB9G~E0QuVivw*@n;)lG*1p5t2CJDz*=re~_tfP3%i1i{0CX{t+wXzs)iEYve(3 zOiy(lFpW*35t7+rmZs3d8vkxAym$oYJyaXcpi7`rz(<<;vYlmJ!KdcA!nW3QL{83+ zvfT2qBCW(AVzo4SLT)(ic0Cb3)zU(^)0-81w_v@v;NMx_$5WSsWOMV4)SKxH7{)P% z4laSVzaNa!u$cwFYPuTe)lJHgb~n42`EAjAH!yAK>K`a=51` z4bHRtdA!P83&E+Esi)rMBliA`Q;E)#=g%o6S~?^k&}uX_S$J^xC}Y4#;L^ojMI*rq z#?N4q#?MLq9Z$;ACcPLpXx@Z*^uYLhZUcxg1*)8c{7aqj4EY|la<|fiD=98`0AGFv zEA#QQYPkq^&6fwy%n@mOw3#cZ9{EoW$BPvG0&@F-I`7+gc^-ZSdJZ6Mu1AO|oFQH} zM^NX>l4Wi?n`P`)dAM(adQlmq;j^@+1A-p-tbOhXPS>o<9g8Tx{BQwQ_TvS&4I2hfM(D3eXlNsI0BWK{t+K^$3G)_yktk1hufB$!6 z&8X$k6$PQIc~zT~!9tXQzK86%A4iR_o;%I#@X`nehT?7ceQ8U!@YghO8{lkSI+4g? zjuHTb#-lR*h@y9saMu@o*-k}5F}d*SKHh`2uHgBz`HitkJotc(XeBeT{rPhnC?v)(Th4?Ndva==}g1};Q9%Z zfx+waN%3(EFr@~rea50Sobw)v@2y(a|I5R=t(V)L274H<`XBauy1x(_Sd_du<@$$E z9~hi!sATR-@V_|i}%%aCnl5UjyKf;Xr)o<~_r7hOrl3#%Le}12*$a@C3 zq)}D;BjC7Xprq(K{Ko?DgzitXg~E5}j^Y0vmP=7C{zJ?srY=#%3;&mN&{_u^^Bpf&&HZ~Vl>u7SD z4{wm$)CeR5ji8P7y@qH&_+c`DGeF;HENl;O68rY6556_?IJV~aaV;4r_vh?m(_efb zayg@fl!THT7RNtbx?zv$=C(87PPT($jaN#WF=Hts%pldat;tCzk@cBdjtOe!zzIam zqnAagU8@F$fjU%{vkM%s3)xMYEbuKK^}@t$3LH=nA_C4h-eJbdI!T+my< z-LkTnml8~97NZ6NS(N6f-vxy%4k=w)-jNOeFXh1v7eUCPx>$EvvGW!3clFG`GEm1G z?g1YLw5Cc+&G6Eme5+6tAZGq9(gKTv1467d%*v+h-}}yaBfMT1jTXl($UZa$EID1~VTYS1f^+oi^&R4-smu4rF}ADBJ|5_-jz9E(=3Y)vlVicw*kc>w44X$f4)#hf+TqZVqsHnW5YvF?9s-&AK#*_ zH%ng3%|TSJnJ;1l9iQFsC6sJnY(Cn9RJ$esaYTa4zB+im13%Ve(qF2Ix7mK_$jNgY zrEe|MbE`rDY_7(8V|@ryIRK%E2dT2tVD%FF%EQ5PcY8iUZhK3M_|j{^dSsBJud=3A z1U&<9we{kwOLch3D;Wi7Y**{e&FdB(j99R10jlJXr5@RI7Jmgj4|53j*RR5r&&+(! z-#3X$mawV(waseCri+)laB}pjPFU+JbcoMG9T?8fGW-D=P*ONjO3| z8+fl-Ro`6MH~@~e;nUZxGe!Nk9A9%6&BVb^z2f=pJC3Vz!nPS(CF)_AklZ&Dy(@ovpM15M9C=D?dz(}oe~R$mgE zbi7J9;Et8F-cT`c8;$6nc6QyB%K2VmYqNKD?JeWgJS(({f5oRRDIE_~*lxp9x{n#; zL;MF2nmuTBljvx?b7pO(Y6aJD$4ao}K0|reeu3Nc z%M*An62P7K4B6;#S;3s`*ih&iu&TAck3Z=$$AS2R@}cod-EAvq84^iDAaY%DNeHwm z1T>7BmaK#{VhwQ|Ia;VR2tXO=s;TosAUuwabq$j6tHo1#?cBkg-4#>F*@3 z(40Zrb7}Z>hM>rF;v|)r3PG~2(0gP$jnF;cu^-0WzQ8dg;}JQ>UCB2@O@{grO9t7{ ze2>!pf{}d**;r+p^`R9lag%1hXX&7HCP08G6E}k7{^nhpHyG$t@jd*|*!dE1B_`)* z$aGHK;dGXEMWa3S`qd%#-PZlO5me^LmRDMd_ev^`BzqVT96})eQFY{*)#;NhG^8(^ zUzxn>RVPd@frbAT(|g;q`lpXSOMfU^RBsy;385R&HEAttfV=i|mU0yKgUTrN(lNqoj2F|Yxj z+sqEn@dHj_O)eAD92r)9rw{6Op$q^p2NKdxjabXhhn)%BF;et@tcFlW8U*eS=N!65 z%%>kd0;oRVycwHA*?cAnYF{+A&W|o6Qa;+CA( zDt4K(qQjYPv>63YP+mRv_y3dU`o;In=<-r{xy*%}H(%vbkJRKlj?74IZpOZdTet{1||P#`<3L4V5^aCc^C~I#PxDQ^6>9XwQ^X1J|GpgSv29${M#Zt zY1*t2rS#amJKi+qDUNDdFT2cRR|-TLo%k=*#av6voQSyRSuEy7aR`*g`bE4lo?oxf zIk~}uBpTUF`7sI!0ua_{#NfmPtZED=CL5N+mZ7e!-9ZWyHdSnDl>(vy_}cNhc{Ps& zXSM@H?kD1IaHWoyoKjtOwJq~ahZPRzQrq9u&R560Z@KtW(wZ~6AUO9_$oaN{o>3g> zN(X4f3^OTZBXk40G&v)!3lBJ#_8jpZPATJCM6$|99mhxZzEWBu$#`h_k&0_zs<~Kb4 z>$H(UHeNZ85j4{rhiQPSfhW)PA9SLy;?Mi0lByCk02ejT$EoDPH++VjHa*464nom^ zmuF02Qq_^7zd5id&-G|YTo)$}Xh8RZRceXuMABXvNR_U<8_ZwL3r4?96y**Gw;$kT zBB=>ML#_-!lsVr-CI@%7N}KE@3RQsIb4yfdT&!&uGEh-xY`5XaiAMx5={=uCv;TjBGBQ(mHjl!TOv)B;JA@Qpe-+)1g2#@xP`tS&(51^2!&ahXJlTH5qeH(73dc&gv@G zXp@Kj7=!S3sZEBMC;bGV^a?5S2ZEkx%g2p_Nz6B{IVOHEK6;QtBr|fm!0^3h>{GVr zT8d-GD`XvKD3S!kOsVjNDW&1Z;kWhPA3%g3g@#WbjAmoz zaK>m;>Cb^s9$uE?j~9Ep?Ati;jEc#@C>H6zmv^vPJPFWI7Hm zo#en=bsU4IJ^BFB0OjDoFh$qK{`DlQ6uJz^$J~;1e-6N?v)O+y8NUSh-6;5)hfRqs zZbd4z;+#N|p!wSh6f7Etco}`W-ycH{bT;)T3T}Z=6bdm}JT6-cf`T-*ZS3Hi(x}?0 zUP%i1)^<}`Ir8>#b6{SQ+hs0DkB1{+h&;W!AgS#vH8|2Mdo~p%>=h$g_N!06uq@A& zfc6=`&cG}3r3_XWm{R-g9jcN_(}!2kSsN3 zmzROJRmFod25x1befgqY*RiO~gdx|H2TR*dv0iVP%~n~Qf4_?Ta2rJLU-mVu#;h^< z&vZcemc--JJ-L-~3+5y?_W%5XsEqRXkdl z`Yz}_3%x&|<*)Zl`~DZOny%rx!yXFX z?@5dbDZz^UDWYYA0L1IRzz;@l$}|jEaV|fZnN54BlBux$vC29AB8nky08h&ER}A^{ zB2J_cWlWs{=HQ~j`;9t%(X>jPC#ci-X?#_Z#GzH}52GBwDMoEy56TlIHwxitt+v|>j=S-OkNy<|1}IBH{ZySiTXO0 zt?aE9yLgs{L_B^v9&l`UM(XIhwd}7oGwOygiW76Zu*2*+$LlHz=?Wx#@tcZSOx9!yEkV5w5H@jGJcz@CO>F*_98{CC@89as@5+Bvvuwg1-Vl1Wk{zU5f;FuLLHKg`i7TkpZ zVV28i{i_aN@ox_&?;h9O5L(8XR`D~@g`R=}`?e#al9L`r1JOcN7x%Kkc-q^Rnq6B? z@lNiZPAvrlJ|0)qyl;qE5jamokL1QjX6v850WTq8Wa1vH-t%@tAE}4mKQ-q6c?(pw zIauQ4lQi=e$P`%_e1ECc1L$B@1<3Tmm0X1hK&D_`NN{_4Y1SG!`{0x7_uLz3PfGi<2Sm(PaGih>pw`k0phTGh90 z-TJKL%CMyOlU|xdN-i=Qdpc?CDgcIvW^?o@#>z;T-1oHO~PcyufdjaxM zt3f;A*6~r}rd7)mTobR%zq(z1xU>S$*geR&7zEhrEK2vwI3U1`S%~;xDD6uwesXbD zE82t+*ff(A>EgziAY+BLTP6=DF|Rehpf_@(TfX10Z4M{{5rpBKbcA&1-1>O=g8aGb zfnPWG#ew^-l%Z)S^PykI`OK>pee8kTADMyexx!O~+FC}`0`BYVYNW%^4Tq#plVXeh zmGJ~+d3jOiEzFf3OE0qfq26QQ(NrMi4fX<_eU-*Eep8;(&Q zss#XikW3j?Ru{CaApf*_@(}@WdketuisnqIeHp?cdD`WXyBkgJ4D9EnD?ORJ?|Xd* z=q<{!Vs+Qme`HkOW5v7nAU_T2zxxMxae!r(2RY|^jV)k&PJaIm9({i5YMBOyp>o#& z{!MB272P^|th8`uO4khiYZWBv=U9fO&i|eXeAwz{KzDD3+ZX?6-pxdqb2nv-{`~iz z04Y~|5lVG7*uDyQ#t>?+tZ;O4{qH?0Qrs_8nCl*8SW;{hMCH5@vKZ9=zel`)b5b2c zT)f@-(6Vo`s-|79{DL0!^bQ~?D2#F7#m4)A>oGjgkZjba^&x;oO@$2|FfT7@1ou~c$q4s+q8R&jlG2P$k zzs|HKXPkeeJ$FY?qwngvm)h)vF6xM(o{*0ju0KfondffWU$4nxXR6!j2NN<@z+K6S z(W9*c4gjr5DO(RET5-4om5}7L+t2EaC(DB*{~bDtmXE7cV85Q!M?HrPodFpP;9nF~ zxMDRS$_RITx-_IKvO=)(`M+j~|BVl?LF!DdqYU@LsxzN89PF*6Bf&@(&bw9VTQ>&7 z?6$Ufwsf`*>to%7cfB3x+B)@~>mTY?t$pp3V~^;50+isBr`vKdC$gWjhwQ1%t_0?Y z8X=m1J|qK$;@PaV2{IMk4B2kJBv5429|T(Hp@ilQ+vV?pJH$DRH8;GGk!{FdG%7bK t2qJF!IO!KRzZdVYB;EY~fA@E=d)*fG{#zM?nc0nO^0LY@#ZvEm{|^gMGNS+h literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/7766947c-888c-43ea-b00e-9c23280dee08.png b/docs/handson-cnn-tf/img/7766947c-888c-43ea-b00e-9c23280dee08.png new file mode 100644 index 0000000000000000000000000000000000000000..3aa24e59f46e35b21cca8363b7a26feeca21890b GIT binary patch literal 299 zcmV+`0o4A9P)pEC-!^1%3aa(K=nZZq-5gznD+&0RAzA zJJmy0__MZZ`B-n`s>%CTFSA(axAg$$$YJ zYE9F$#}=2xvi7t@^G3s6$U^|bQ>)>~hd=1lHgEwPtVi_9kSD|ND!Dy*vq>t5xB7IU x+^V`kq9F#UCT*u*%TPXL?Ve8AZr#tn@CI3{9S5p5Ow9lQ002ovPDHLkV1iL+e5U{a literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/7999da7f-1eb2-4a09-b5bc-5671ec7fa796.png b/docs/handson-cnn-tf/img/7999da7f-1eb2-4a09-b5bc-5671ec7fa796.png new file mode 100644 index 0000000000000000000000000000000000000000..995794276e6469705aa3a25eeafb4bcc0a81d344 GIT binary patch literal 1542 zcmV+h2Ko7kP)C(~^qvZL zZX+!Gh>fR<%g`08X)9cjJ4wQZQX|9wpA^Ao1B{G6Vl&L^3x9}9P?r@1n{^mUe0#%> zSa%@fZ&^Aby%^jQ^#@;>#3yshn3f_g5_d-_Rz6R+Y8+!e#!E1LQ^JN@S!+B;f1--{c_@Y>K5X#5$|Uqikpf8FT9$bc=w@z z<3+$eE8HAxH#j`wZv^gm(;O+?8{y|vr@JM((+gBCx z_#z7O(#uvL&sOAv%0VN3zDP;~5w;;_D(Df9(LJar51(m7Kz~a?_-BBQM1l&OC^V*! z%o=?9=SPku%YGXwVk~~>Bk9yC*>jLAIjgWs&mC5fPB~oqPoz_;L=aNh#r(|kX zBI!ZFp9`l<9hwG?_x#58&*3r`i?H4O3HY(s;8a*Yzu(>zzCqF&H(d5ctro&FomTt= z*nXaYUVC`=5dMMn*q&Aw$UTMx{+`{CM|~k~Z$Z*`D83_R!H;w_5{bfO58=<58JtJ+ zj-0)-1PZVY6HA0n#$aCp0~`tP)x+4S<`%`ao$xUS-EO zyIuCvZnyh)I$Z~ZUt2dSoKXDvJE!2P+eijqq|fx_!|j*Xf{XCS?MW)OyhO@;v zva5eO;KPA4=r7-e%J_S^u|Tzgm=05}-6(Q8zLPABm4?>T3ipUBaC1I>M8h}uNrU$6 z+velTw$6jDS&#PIPoP?84=zo&XAez82l(9c0k9q&|Lpky^-DlOdKEk*;%JDKWP%0W zu~gzT?d;1zgX*mwmD)h@2+wYBIeZH9(p9_s)Z_f1ba{8MUk?h!O}7xT#? z$51!D2#jwb&>zA#H0f!!B#-W^e|F31SDHPl)q?M8hSz|_(bNs^4BnolTYX0G|mh$ojjf8ZX-&gSZBihrA2r54i zUW+8qkPYFrY`68rB(2WNff{I{KfJPm|B#s=%&zKF^C#{{dc(tl{$tK#i*nfaRR_MH zf4p-WBY%^i%r&CI!xMH~{>4q3@7ZN=M1St`N~_neYA$*8H_mh< sU>M>|*TFJ)#6iE<#V&TSi*>O705(|S&yH^#D*ylh07*qoM6N<$f>$&4*Z=?k literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/79c3facc-6820-4331-81de-13ffd441a44e.png b/docs/handson-cnn-tf/img/79c3facc-6820-4331-81de-13ffd441a44e.png new file mode 100644 index 0000000000000000000000000000000000000000..a48219090507c3e9cb8b5343ab7936016b56f50f GIT binary patch literal 548 zcmeAS@N?(olHy`uVBq!ia0vp^HbA_Jg&9aPzcrKxQU(D&A+GKPK0qcW;Nalklq$Uzb6 z6}(p_tiEs{ZmEdP^WX2yeXm%p-+g&PgwxA&7u}Dhm!(~gJ-#vV@v4Hu2D5c`T|fLm zaklR<&rS9&jOX|C_D_F3BS_|LCX0x+S9pW!(QGf)J=NYH89wwS@qZBRm)HEp_HO&wrDwrt=eIn!Wy)@G-A)i$D0m$+lKvGb7f*!#gg^PCo`?}*4sYVYFleK zXQk}tTg7qF8*iNpz14L6Tjkq_l}9%`?tZA0Yi|05LB#nZ_pN(xx6HL)4OI8}^Oog% z$_{)x(3SsJevA2@ZuG!2d^8u^vgQoE2?qw@Zo|vYh zZP%CMQ_%8XPGow-#z5=k$MsK}{$3y~Hh0$N+xqflQNCL?zB2K)y?6Q7wV2z^@wfMv z`|fo2Ex+%5RzCdhU;W5cbL&Mm?>!p(?8Kc1ZEnJos(*Yaoiu+A+w!nT@nxTzB9+3= jvlcHBVEY#GH2%2yG&7fFvpN(`fg;+|)z4*}Q$iB}ExPgD literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/7b0edf3c-b27d-4d1a-952d-ad10176656fd.png b/docs/handson-cnn-tf/img/7b0edf3c-b27d-4d1a-952d-ad10176656fd.png new file mode 100644 index 0000000000000000000000000000000000000000..1819c207cc9747d004634ed35b70c7d8f3627a8c GIT binary patch literal 145355 zcmdqIWl&r}7od&1Yl0>uI0OqexRV485Hz^E4el-p5`r^mf(}k_cOBe<2bqDvU1yf} zt?#Sd+JF0Vx9V2iKDTe3(_L++pFSO{p{7KLM}vogf8ncczh$5?{+`g#+Jl3GgNuuchlhuck552AKuAbP zL_|bPOgu@^SB!#+g7QILM%(A_Vc-Xg6~zVa?;;CAIIsNT^PMan4lE4*V&O`=7}{y9 zXR#N2N zhgOKmJv--pXMLuYS9BQ_(W9%)Kr%nY1ANwp^(&8a5juIaZ3F0KEiPNV5kXsEZ)DI2LV9I;g2QT@%0yQ zU3%E#MYL2n5FuR9ha4`EhHm-o)v7h*Q6^Tb1P+2d(%zlT*Eif_Fn08*@1NE^y$VQs z>TZjZeENFzH#{Nmgua981OO&K5>UDb?v6&XNo{32+!orZ`|37SIwu1mjk`m*A|@0j z?M8u@1t~U~#>k8@vA8u>zm^vIVc`0a0fKE_b<(TpSWF?2+8YBT@c6#GM#4DYTrx{4 zU^oxBbu>>c{cr&yrXLd_u29U)xR1V=KS1A;tC$}(uD{|rX8C0mCUConeQV%DDEX8c zI7Ey`?*q>=5%M;x+J15TKVjqK)pxSVe4EMN@27$Xey8NJP8Fli5v@~8ZX zYYaXNAD`?~KmFFTHqjZdVL|V+xA}eYdOA9qF&FAkeH)?vg$Kyo#>HTe)F8SPTXSi3C64s6(^&gpd|j$@ERO8yF$G$d;XF5 z7Un&%Qo+56&f#cNQL!d!gvayc(*yJL1YQt2c3nCN>p#owr4SQ%C9IIG&JA8A)WSai?9c(NMS=dQ59)vH3Wm5t(q8 z$G1mU1&P?~18l#O4Mh8Wq2XvjJ3C_W)s&Kme|~b`rch1X_E^&Q-}V1Vwu{obCH4+THvG=L7cFPpJWa#}q$_6_8*Tpfmd2QU^=nF7b8)+IFSKm>eR2RXe^@ zSfSF<3&rBNn$F#H)@ks~*Sop!BJZM}4l*Q@&TBRRj0OhP4pl z+bS_XpHrg3k{ zzR5;wx?}Ag%$FlX&_H>oFZ-E*%UDyj>ZEIDhkq>d@~LlQfk*il&o&!N&rl_{4_~?~ zJ^0OycanM@NIpMsajpm;XmtyJIvW!RVWWT>H!Qy*;eh+P$% z@-IXecKM zuAzGLkgsy;Z4GjvF!@#wQK~lTPV{61=(+BmkglCZGbZV-dwGDyIT7L(3k7J$Ylnk~ zPGYHXWAQ(G!OgvUakH)?!2v5r@G0y`30Ql_c^($VOvUfElV{yia>)FtP#e34vlAnh zTb8o{TeqyvyF`Ih90FNvDUJvx*Eg=>wvk8Px@NQSMFCL*`%V3TuGy~Yy6TeUSqH>+ z3nUs+WNzW;E!T3*02(ev;(^lT4+-coX5t1vQAiYyn5Xgx$$|8hwPq$jxgC8=V=b4_(7ZV$s-;Wu#R}74QaYPOaMA;W(4{n6A){Q+lADld*C(C7_ zy9eoAFFiZiI-Ac7((BP^xUXX&Sos&dK{t6dQPM_wn`IBAzs=(O zu_?s4VypCmW)?;3H!j|!i7_@~W0!xm0#OHRE%+J) zoP{w6c7#v2(1s-Z&ZaT5&KnE$rH>-YKT)En2R&@~esXEQ$ISEUM9SP;k_UT!km~eJ z0F&2^CPy6V%!1W^N-hr-G^aFIjaj`r6N3kG;jNR`_Ncuz+rq`h{=7y_xs@o=c6Zwp z4x#R+26h zk%vg@i5->)!#c?9KYaX#*1IbyL5PE$mHbnS?ckzYPsmjLt31K$8C&FU|gj1RRyd1J8kFuTr&f-xa zcmG5w*Y1`WTdKOGZ71befp~kk%;8})SO_Z@l6RxhB_2Wd2{7TA^61r~=Gj?ZVmQ6A zm6@w*+^60}O&=rR#`xI{k0%^@#sqdhv6W+!0 z(34XYxeI@O8idzPVSQ^Z*-+Pj03rL)T=;F&O<{IxipbvVo4dt;Vkvd@qgsE`(hQRT zk-IY^OvKmfgL(HI2*qI{gSbiEtv3MqdSTjE05IUEjrN1_cky=KSr?Gu)))hhtriJs z(;+8t+eG`5JPy58flPE2kKMP_K{7j(I*FZ=i@u%~ZAjezAe@|}1*mtqZ+J$@Z-AZS zvk~YXUqBe3$u5=jt6)H<$W^;7O_%r0q;==lE7lEHqGm*!3=~}KyTZC2-`h|6&Azbp zCaE)PL0V$*_TLVZOcE?)W#X{-WddzNA|W!d6rdg?vL&ABJ<~?=;j~oZGUKrg7l4GH zDZnx=8Z&*{t^rebD_(ck#LJFd5?A$oel#?e$!p8~fZ)noS>fs}QC8Mdlg=a{A`3cD zUW*JiD~U4l01Z7ICbl+IOF3t+RYs~cIF*hzR;8b^Cwkjl(J?@kd|15o%10!H}M%M!~4H3ix`6-U5-x@qo4#{@3%`rkh;YTksf?~L&@ zsECwQlQShAz^@bMdFr2_)?H0gWiIhF-xJcW*Qku4)w;WV*v9+Lul>=fW~(nIn-Be$ zC4*|ay#cI))FzL=y(#kGD`P|V_Fh8O)eDR^6<_NgSl<;Jb9>hW9qL?I12M1v-D0{R zDYxuz@7|aYv|V(?(9pI=Gj^V4RU&ua#4woEkQN(Z1EgK5MBbnc=aig`@X~*yq!qD2lYr>tozm^G*Xg8yBq{7~Y0uGok=a zAGc`~X;X9NgTMQ~)&882*^nq34O662+WJkL$fL8AR7Xn$@2*9(LtJHM@HHq6hW}zS zIN$~c>?k~stU%<**#LDAvjkrqYXo)m<2%Ym&Q>hg8uD>KGLgBZPb$Cfm|hxN{Q8YQ z@qpT3pGi@er!&v#JwEPFrx4^_Py9x{=>%9{d&0lVwK*V2^{Dm)x;X6F3I{b&=RD1~ zLMC}SZ|g2Pq@fUhT;Y%A^ge$#f=n$7ZV)^>+rAcgJ2;KBB%a+2)F~V3!LeW}DiV1U zzb2DNu-seA6N!GnA_l!*!|7J|WW8`i{zG^0Ba3{RU@$v7Wl$`e)V5^FZ2+}#CIx?z|+ZZT67}qPhi$o0EY)4dpiAH zCZSP<(e?9OtwCp~{9NO}FDC->^Z}5kgK7;{p8@!nPMOS*0uKa_x@yQ&kA+$2RIQI_ z)8xOG8}*Rvy#wdLJb~0D#Ln%%PX+bo6_|8Z=%FHlp@EGXqoXf=QN^d%6JHlUo_j|? zDk#_Anw*nA>4reYh^srBg(?T^WJz3N8m8R9@6&?L%1%15J-<` zZyixE#1k=o`wySkVsDq%GXl8&rETKayncH?3Cd{l=&Tjm)b0c&cHHc6gn1zFrhFf^ zX49dGtHygjZGHkVNN_;Zi`QQ+uhY{%=VeMPRG1X8kKHBqQ=8oXHZzI79tv8tpkEV? zdJDW58#A#6dR-)^&e|9*$zD@)6n3^C;vUaJBSjvsC|rOZ^w{_uMS?<-0e51JDKV9h z1NieKl=)n7-1uCE{k9IeG2rEFsP;MnasB4kA8&x?sqa-hI2c)x!{Y=$by60y(i23X zzySBfjJ^O&AF$F+2X=eSbltx58o-QpZ0$y_KI^?;2dC@im@Dywhm;^shPU6`efx(eev7aA>y0m=G4yxp`{mliJ(~$F$QP-<{R)>L zyk`pK97Yr{L7*L0Y8DO}y#5d}84D@F&9m`?d^wR>tx#`Mn4$Hd;oBrx=<)8V*F~?U zGAa0V~u;kLhQYA$jLCHvrG7}3jRmqq6*YnWB0U%R*-F|PTd7D zlZIGM}ruZpGr`abgxcA2bTjl*YEAgYlw%V9BWO+~WbMDCD_l1T%3X{4w*UtZ! z{~sB#GIeL>NAUlv4Ti~AB+iEOg7(Fq+6~rJiF==oTW`m8op1gdk z4po&g9lUU!d*w%Tl4CLsz4#0W`yW-dHrjq-a6>o-Vpa zTBZP_cCuH9nQ07A2=L3~nck`60(=FZ1>}^2@|Fy9h#5&7yy2Z(F9TbhfX&QSh@^ZX z`Vd(y=&!K(hl}9nEagkmi${H>PGBgqRjB=kKwjD^He_{xV zmL%`iu6{icXi(8b%nEe%&pbIJQZy5|e!`cK$SYqW*7|D5dq)KDyfgmh1%;BJ)RiFFSm3D$xu&s<;BQjbaZR!CTf* z5x!pR=WdR~fiKl(R|_YO0^*Z^hb<;-7hJM?Ej3g6>uAQj2Pmzt2e)d_dGNZGqAUl<}3gBsVqseAANmWz0y{lu;cJXEl73&)l~tNm_T-r zAOE%D>t8kO?pyQ^2V23({VvHGTNofD;etN5Faz9Ch>BDaY7|9sPzyQdx1^VHAiWf6 zO}=Cvjo{Bv&Q$>xqWU&!s%fhJ z1jzhB=zLbWB)xA~XZ=m|cw$_8$WaOkw>!${*Bq){v|mQ?=yJZQ@22&PNy>O}Tf&>C z9ZO!ICm;Z%Rx#%pDpPlip=tsfU&WmxfXCF?({p<>tgqjZKR%?5X=Uun&!OOcoTYmt zf%B%lAMiEr;BbGP8S<8lf2MTIzbhcMhKL%gJ%jr*WJ{SpovDX}jg&AloV52B8vuwF z6g}wH2ir1AEY#(?ooHy}ml=}U(D@^wV=;N)TVU(U7u>$&o@&bX0{op$tGX%#h$ALI zAZDE`MnIv<;)NS~&Bvr9&YCthxIs#R%YRaj2LbYb|A``^`BwCY#@iB6j9l=f2q?~= zXJR|8P;dw^`e{y-;c3XVlIc9|0Am@KM-r}0h}h2^L_6rhFLoF1GU54JB|wt3W)`iZY)C^U*3exJ)h!e~uRnb3 zc=rhZgWT|?6dIYln|*^2{LRJfyNvp_bw;2LB5kMycar^bbSf3)KSX^=Je@%-pE0<>_0u8WQ*Lwc_1}g0^E=id zXw7g%FMLPlnT)Eo{|S~=E6BzgJdwxBEua#Hg;dyM#P!@~eI^11!Nv^K72r?g{FrKk zJS+=$_nm5A-+a!9J}~|vuX6Q0pWNl?pJ&OdK&dZzSTG~&dP(<3fJ{Jv}?vt*Aa}s`5n?v1d@6tn1yuE=_X1m-hHsGrQ8V?n0d;$?unA6 z`7zTztoY9B6^Cj&kv`O2UTO+=X-3E66BAwRd|M9r2l+{-VWan$cUuWhKFgwb6{yR# zn-EOLykA8r&;HIH2dnw2{YY40gsH+OEAA~8MxuqVd_qC&&r5@kB{=T%qiAQLWADd7 zdQho+vpzM=uf(p?T7@kvvA%noBP~SI(N-6k6wAE{wk&?>;_2;B%O`2R)q2timE*E% zrG633(wqh3vK_!o9pRj~Mb8`7cjMw@Dc^Ht$(VNX3dn$iH4~-niUVl@=bEqvdE_PF zCCH5BADY}YDrblqSq)^@N9?k043MWS$6JJNx(CN;uS02i%^ZV&@xzwwkYliCHs!BK z?8-ErAxj+fcpsZS^s}#*eRLxU4ZC7y^p%ruj}=;!`m`L8q{iGF>H0H1f4@-H#r%@6 zw^U|IJ4e7b4@ryfCWOuGAR%4(Y;x}<<>_h`{<26Qw5_Ax#WzjLZD~`(j2lm0w8OC{?t25XqK(r0f0^0bFI2rfElV_pBX7`N^4>(gAUDqK2Ov=$lL?hGdt*6I zu+#o7wuo2V&k02HX?pp`zK|}@^S(=%E7#NeP&SzUT}P=$aPfmzp{6cMRDu_vCH{>Q zUG>=e93U`amK(}5t&Xn&0r;cERePN@g?{|kT8cu|1CtBwUXYr`gv5p ziQ9h&@fX4x$F0k>mDEHlSMU1RCl8=^8>Rw$we0+5U0N)dk31}qcyra-DID4@G#1_y z#x|Ca`ebDGcY@(Id@g*+%z!DZP~Cfj;~yTQO-uri1?H)T9cOU4QC^0$?6gzN-(E!h zH~Iuq9K*mCDY+?#_W@pwNK8}M3`hK7{Nu|psqC;&l8XB`p!@Y3caP2oN7WNvnNt3AfPP1b) zPTFHzr$leq7bo1fdrzl9V8F!7{de_*pp9AHQ21F^q{>(*4X5|tb}1Lt)cs6lyj#+o zQ!)%kj-0dH>U(QUyeWe?i+-j*3n29{H3=e+WsjMmL5q63S0KoO2~A;c zVE0{>^GaqoVQoSpJ!#Eu);dXoJmO!p{dDQ+u4@5+w(8@9%W)2IcKy>-oXk&ePdDtZ zu53SkF$tbQ)|;+i)?$?+l&935bOaYF9kBOC*-7MeL?M`F7D!IF-pa6Rd@n=$q{%sg zRJ=`1f!CGgS=hezR9bm@2@K}7ocPrEpm?T)EO4If?EgWvQz`yZJc*G*fc-A(V3#BF7^=kIZ1M9Ha_wTeG(3*?izDg|jV5D|5t;XJp{;9>AF)PrPm~*IPgz-*hZZ$t+&Sh*qQYz!no>p z)U3GsNXYjAk)B`K6hr|_r~L`{4U|Et(z_(>1U;e->a3RZD60BQ?*E$m#lIRCv*+U^ zYp3yL1>(s3=8&{_ula9#oor`GnV9Ss<$(977{Zbr!RyNK?3AM%`Rwk$CR|BQS)>l{VaVLNuC58&?$50iu)H9P=3Zq z$&9ApY(%rfoBfwG>)8M-JgR12yr@4dK_}ydC#pUV>mQD{R zda8P$z2hJ25`sqm`dYd-z<0-y0Dg#?)&UJsnOo;UlZ3Minadp40J+`LwCE%m*oChn;LO=~vZ%_TD zd~~48idt0)rg`SL>hu+$7-aoD9o|efFpH(Vl7ul(^cCN(g+tQ6a=Js_#mHVa6(e3l z;0vpr)%`1X1{Y+M6`HbJz@h6uiw)f5?C6xbbMMXDlAYo2raJfJqVgY3|CY0?3VtRo zdB>&xdhW9iTd0@p!ZQ2&V|A2ChcN)-u~ds2dKFbfwtIxd(*9?_F9UDdmz1_*z($Qu zav(u*;nbX*g{-f-%baSvay{3Hb0MHWzyLN?viO2>4kOj>dWt(I+HfeH+kIh`riH#e z;Y&rE)DaW6P}8!9B|Sc6gsMs^n$M>ibaNF2*@F}rx!T239K)BLI!t<{Z6BRT!gXiUv+-tHxn)59+F>IySPb6 zZq_pto;m`*nnr@Uh{5L0OJuEpr{V|T)~zt3cz7@wn#(RJ9kP?=ch z5P<&BwIc+;hcNgvp4S^oBx1YsHJEjXDj6yw0p2;>13(TW#Hb4IMqhr(r|bo+E++?K zcV-vtNf{+sw+QkO;yNyQKC0_rVw+Qs;oEGW0f+-b9ot^aummjSn9JgacKHB^dv!KZH%$O9tSm$Nxs|Qclz%qDD633h>V`$&At4T zTBOX02}p7+^!dBOlGP%p+gVZ2b^eOR8Wb9PWE?1*s5DX zi~>F%8hcn??gxZY(TnA?vjZ1YP(8dLYemV=?PfJU<;&_^fhh+H8L7HC+k-Jzc~t)F zaWv!!afUbx@~$<*XZs{aB;5;Oek-cciB5yQx+KNC$BF}rD6n|l$g%B_4i`6@BlN_j z0(iH!8(g>Afx7V*bCx}Sy%VD6gY+zvLIDymP7pBd5|Ak))D2i((zs#Uh_zPTt1vv; zFa60)T~<;-#%7Wn?@aplgF*{*U|3Mu_~kjP9CWw)rup@FJM+1(F<8r-7#o<*te|Q2 z&8mujcR22HoTaK9gSW6P89%;I<^?L{8l3EFy|DvR>I`bWIW|>|j_kKIE;@KdKhtO( zq@@ND89#ZP2$xC)^0QM;88>BO=eTAY7B>bSw7x@k-P+69zCx?+O}j(+_p-ng$1DU` zSUcTXVAfXXFu3q>a{h>js`t=Xh;-TlrMPV3RynPaDbp9nJ zNl>sCSZ)CJ`3GH0!OWbZJ@bK^V?b(g7dIPcSvjF=LY0*LRT?HQ%^p+s%eB7^F)iN! z3d3$}?Ph<3dVlr`S<+{CS5*9(1l+J{mli0NpsuJi#aagnh9=VKkHU8km+jU@#<`8~ zztCG^SGdYOpZ-trG`vWv{Db%Gw`}Z$s967v@&AR&F<>j3RiTT`PEG418hFUJ;Cn`> zSD=XA;oOo{aIy7F623OEYh#4Cvw5pik?0Q0ad10fVA#bn$9#&<>0P^8YRjnYR~vee zHTHSmkEeb}BeO*mY@iZ((%>%kQVZv39F2LU)&evO`sLV2h3;8p2qu-U((XP`Uj(~W z0DLFFw-hjYVNwJmhxUcC&5$PR`By+co#gmq5qb**=cK_{PAS4hLCFXTFJ_`QetPRhWJ573$KKCA$NSgD6PODirqZzR9m8%fD66fh*1eSa@IV!Sgo6U(`S>4RS= z5|*%&@4NZyvyZT7SL)hlWhJ{=S!HZIED9pBdY!lKa>(ALS8#30+cFSLlpf0w1yl!$ zO{GXHeWMvXY7OE#@llT+6wKs|0yUn$85?3o(R@`u(mJ}&%07=qN+i0~ywgQ#64p*a z{BixCs{LGVW@|%}kiN&gG1hDWPUT{GMuVobbC&Ez~*kqq;Ru%qBi>8Y76_4IR z0WVS6>jE#STD7h2x~|_qvEu9GF=Xzp`GOvsdu(dT z|7PP~z4I-2&3dPujpkATH1=tdSpK$jjTgniLQQGwxl@O{$6FF3^RqHbxiq-^Jz2@j zu?u~hyiC`vX1?^DoHhg3z@B++OBZzWn{K?@+wYT8LDj0Xwyy>> zsxJERYqef33BTUqPeM&y>wLx`e_ol=m(~b!f5L@%v9FJ44pFkYQ#Nv4cKx<4qlJlr znPCYb*Re|0&4EMZB{gc(pprCkDQeO086FLX=;f(sLx4DO1}$4dw*vdGYlZ~XZ(N9a z%TSddcf#xp)Q0gO6FJzU7|v=gDV*z+LnufT;AL9C`8Qe(PInPEbmiB<)das1k3tH= zc07GYUbqX7{A0Yfd2#!}S;8=ENS9Zc9G9s|f#B-!nY9z?mbmq)amvyi$M_8=?`NB5Gd6<1o?tLj0tz9yKzl=_E^jK>b>wA!7`}fepme`z?)c5Q_G8+s-lbz?Ba+8}SM8{t zq$We&6oZEwwdeAA)mLY$T{i5w5BPKccGT{hptbpGwQP=2`l}hzL;1`u9}wmA^zEr( zP4{BB?pz9{@zXUu@~iVV@Iz^pM>rG>Uo~*3&h6PR5BgKr@ji-Q(q3F+<0t zNR3vw(os&}VM#ZF(n1^LM@M3O;d$XxKq;mfTnBb>|4&!tpkvB)9@f}Zr zdkO0slsXVG6~v71+pOMt@3I|Os z+B5#S+5s0LF44w|S|Hi;C&C*CKLT(7B9jaNe)lBvznFqW&G3-Oh ztDzV1@e_Mgk|dY1pyr}AIlFFCcJnQVkLn-*qE@lj=aCEgO#?4?pD;Vr%|Svh9JYlGS)Eg0 z6%$|kshX=|!}3oznMnm{X8t{5PSD1~6L z4imUu{7d?A9g#Hj%fXEHn_=5NwGi4oFH32yJq3xa8jj3*h7+ZVM;rGgYLyh;C{O9X|cH8HOWLf+OQTi>@d;Ep4B{GdeR*-`FXcP*%1&RIXCU zUdY57K|yo$zta9W7oG0+zXV^8Uman5U z59q!(yXre!5qxk72)YXbUKu?AP|{|!RGv}&^d7!>$*KVS(wf-WWy?%gsL%kF!5oAM z_{hq?&|M@QwIX&XlvSu>{$pyAeiW!isX^|kEPA9j6u+b$Os=plEh>(q^Y?~n$U1lRNM$jd zxGe6^lig{?5k=`ehwZuq!rEujVD;qxGTutZyK21XtcB$F0k%SKvcD#N-@^f|1JzXN z?Ovp&Hfzr7XtCfx@f6o$fD75I3Xa!~Zp?-K4w(rtqpjiN%R;+EQqJZ-1*hz5;n@lb zYbrzaf-yuWtOrL!3>F}-9eRZ|+d7K^EuV)Vye5u_o}S2tLR$)jsuSE`ec0pNPWi-H z(4^~}G97$SA3AYxqknlcm$^}m#h;fxNd&M#{BbPXn%Pig1HV!Jys%6t$GSmSLz+rV zR3`XAsoRh$3r~OvYy?JIXpw3GI3-6<#kNblhDfyZ0TMi$1^Uin!PP%hlqulGR@fjwiF#>zckY3sqvdI5z@zZ`zU%RR{@0M(|kNte7#3YL`Hy^J9vpiQHx;qxlbn6sAyho5vU5z5&I?|fe5 z)2^W(AhmnU6m$U^vi9Y8Na2;_IhfPO&3g)Dj(J*6edl|fdZ64YG96M5SUNj?NNu59 zx=UHOz1ABl!$EvPV@e`_gVhd*-xR$ZeCvNN(3kN$pWh<*3*N)Ap zwX>v=;^@>_SnU{ct;X+BUUaS5a0~nZp}j>VF$*F5iXH8<4Z^k0*F3i#uDOv zt}`>iCi!?oe;8?AnWb63iKw_VE1=UIs68ZGi~Jo*&eW8L38*`l$ij5~{8?vA0&nzO zKUZvlw3@wYpv)|RI%ova+g<+V9&cg#TyJZ|(KY}p@ND6gprT;KMaWnx>6SKF2M zOG8T_>%aZ>R4bQ6>dPVqp6lm8{j!m0FGtMcF0}*UAMhMALV^MhfAF#|nV`fY2^FE_ z%;LI)80@E+fmS&kb`@}@_9|bX7l6mUK>5lm1{l(+Y#Wy_XbJ-bB1 z`=>p94|D~6su}Yo+16Jy?;bC7X7vKVL5>%BRc!OVx2MiJCIuNqq?v*^oQ7Ppm067J zrv8fr5IW#@Dk9>x4uvv-r5c5yq_fj8+;mHdzyI2qw8HL10sk}>t!4Pp28lgQx~JrP zLaruof4@6Ps3&4~H}LDSqQ@X0lCn^mPnnSN{l_4OH&Yh#y%N6*Q#eQqX+pcXwuaJ&k67@hQx#G zKkr-D{uQJ&EqH3@XsRIg4MInDm5l!Fi_RV`_NP)fscMnAPn@6kx?ji|< zm%1AL(`cuf&-fN#L;jO`$h`bb$}dbr1oeyR4ukbr@q~b-+-yPAUBI}2vvBGVfC%tP zh}MRFiLCF$MgN5XMZQD0gKaP|w`Sb1Ua_@?%=aY~iyq9>yMLH=K*uVrNUg$~=X0rw zFG@rtqVJvQC)}%hi{H3B@iA1_v245i+h=9bLWq1~`4Qf&0{s9cUm`vwQ8R|w617jt zDha*VtGH0VW9)u^CCK}6#o!~yfx5P^k3VpY3aWd}xe>5=a$&l4Zd!oG!!0MezikaGJTzMRKpP{{1BY*j=bM{W@$F*|pX6UNaiS?w=;yz3=l#Fa#;hSv9#~678 z-!MQk1D*0Yz#U8xqDGoVPes=1Ns3?PE&}VvDt+tweLs(f5|!;^K^oT84KnbO`h-sg-uDh z>LlJ@gF;HKw{**?DFpcw6tV(i2?VrF#Y7Pz=_R^L95m#+E$BbUPV3MqNp=v37cSUg6*a(bL~r&>4z4vScNI0S=j4_2 zl?<~LVAuJC>Yz|8SPW`3X8i9Yhw!Jqu`M~L0WCRp!<{NsO$S4&ae zo=?o1RtZqlSn*p)c67cmcx9@TBLu$$q9nzt2=IDN)qm73jbZfps&B)sMa+sm{0jg~ zDhmLZQe{eL*cEwX;(bZL8r0&_7!gm;ktWXyRE?~hFU%S*zVoxjT{19+h6aMJJuIft zr~E@oE6Z9;K~hGj=U=)Soz_0LU(ezxMCGk-jd@p08`)$4`HjZJ^aLN$V@g8bL2ABYbCK}?BO)CM@o3e_*e{Uw;m>**6m9)R)lnFTki z)X?HCc~$i)Hp`^NVMU0nJANlzow3#ll@bJhtNw^?M$g5gxv>0}Ro)IU$tzxyvOksJ z1I4Nt_B%7!v69rUs?^dI7@qqEz;h29cKMcYO!jgFXgQ;3?be%9q5&rtEW zN5i=&RPEbjZ+W_TBp8tVyYPvU`D5kWpJ00pPAk;+;=0F;5aU)yg%53vtufTkidq)c`llJ zRCZlc>Z^02-zR^CvLY(_WJjLy+(wj!JU9ivJ&WZw)oyb+DyE~k1R+>U?_EpitM5r} zh)`2q=~p((dwX(cv)G71mzT^g&G^eiH4t7$rb-b8#th$E9L%~r5{Y^N+R=_bwssK7 zcYJzncf0KAdpA?B%iuRb1PE{)1o!Gcoj!%p%OroCd z(eh)PF~Vw7j(oPwa9!)+tQC?kCCs6yqfyJ+uuKU zN85<&+HsJ>gu?c;h~&|yQ01i`iaW_TtA!UuYauH);%gVzaUrM0vCuO=hQwM(3_Y(T z+K?fCnu9SSM6fQ}#G05&Xd^g7VNpuv21*?$HGD(X9Y^9lK(1kkh(ybi0|)me9&M|FS@&})irZS2I73ucr{$`E-ARPDtH$)qG=d#b#m7tt?L0w#Rf6J<-;k3HLvJ9 z(mu#uNT9&>sO6_ti0jiAy|sPBC*CRIf3>9-{IB7Qe&ewXwY{JJjBf z*(^JTXt!VO$yxSW7|W#0-C!}BkJjZT!A!?(RzpdJ zUSCj#VO7lC-6aw)a^VL0>zGDXYB)wv3PnMr66zCd)Vys9aa)DUwFW6m&B~c7#`=E*iAoy+{X}xn=uT@R>C( zp_LX7uZgLNJ`z&p^h6ro$kyANvjd2vC~3I~4+PO3{0{)uKq#^PyX6f9gepxS}F z4!I9H7&7b3pA4O!1v(ka2|{y%;S*rXryxywoSs?@s3f5420evikYg1#_NFNc&)=p? zI{1x`nAE>gJ>g;Xsm(t(?VAt!!&FW1fl2B}uG2bA4$DEa zlb~}pyRl*0iz}QRIJ57;;(&c$R6YR>(RDU^{;cDBsIx+oW2=O+`-QMhc}bPDLDm6; zXyvV-xJ`4Ndp3E(^huCIks1?R!jlg8L+y_%%dcV`n01@^6*e*_2;A7h(}k8F)#+G5 z6zHzA+^zO6qZ3{?_EWAz!}jYz)(M8+GIgpu2|AC66$sQU+d$BUQJiI>mv5e+ z;EZO^{y?s?V3!Rt3n0TMrW?J^A-7Lsu)WC+vX0iKTUHh1oxYBGwkzuZU}6ps69N}Z zy1_b8m+M?U5jtxc*ojzApsX{?y6iG`0z+!o2J*C{x%NA<0Z(18FxC$DMq4k}@uNCk z!lnf_es`@M8T_Q?r&YDO!YIyWh3_F=1ISP~_i%mQtSl3qfAVHbo75sEDvl_p!|8`i zDb~JmJlFX!d-oB7v&iD*C3Sa5xc2bj?ETwc?q+|Xb2exfK#56`kQ_%CgINc2o!0Zq zm0ZV%6jj<<*1YYHC;?L0O9ghhv5gcBXmT9uTpkq>bbmmqW1>=Bo9V#L@n9_|z4;BG zOxrxJ*)yt@7F*7-5}UA&3JG%Y8SKVQ1&!qhbdZ>?E!8xLjGNW!s?DL51A$vX6}ETw z0m$>p`%a%%h%|VK`OY}&6yCl?&UVPn{%C~_C7`daXP@6gljrW;wFuYVu2y#syT1~0 z4yp+lG7I*#m0ZULY`uy%pGlK2YqWK9cVU>l9&fm~Wj`dg-jBC! zNB8rv%wfpz-IXume7vQX#cg}c_^k~pZ1N3`--yql5Iy_6LM6w$)rU;-{j>Vh?Cq!7 zUyXGViI$FSOS7y~z+-4xr|7Ycy?l^$+P&1J0YpV>uQ05z;b=iT+{-ky)~%-hX{{SV z=irp+Auh6%_3z9{30O28jnYm(1puXkE_ z+r9>zK1K>-?b~bo+@C&p#Bs9mNHE>)&F>s%oxj!j&QRHzJEJ%d5SuaVaE0yhV&9F} z+B;~tnBQ6sZ)Y+kg2cN2YbehJFr#4xsbjM)wEaCw` zNkY~H%sR_2%5|Dn12#6Fj%G?a8oJFq?wJki*aj2`vY1-eqz{#MWr0mG*4hbJC%{D8 z$#sIn=>$i2W}U9SCY;do0=&?rx6KFJxY-1quuMQJ2omxGFmAXF+bfHN%Efe9{|32^ zedI50r551jIyP)UNVRNCAgqIZ9mFA28l=antYd=3qCDJy4cc-g8n*SlA}s$<|v9>SseI&8Ow6A<`i{b?*s(<(5sVgTd5x3fPVXY}mpP<8*R( z!i(96Ajd3NJp&asdK=4X?TywtVJ%^s8x@UaJwbuwLGq!z!!X?eQtgq7ReRP40J%UH#b{B?^>unKhMlX| z`Qr}x*NiS-;EC@{gCg=?Jb&Mg}p?Vuir?DT3B26^;NMmB1 zh*h42pr_zm2m3ubsY9;|>x{IGpfF+7vVe3yu}P72R!x0$N_6y8xJ{I)hWrVLbuz!m z7D?vQB_7#Z6$KVL-jtk9@bD~YXD5MlHrwJ*HF?*`bwc-P=}qcd>UPjrJsJZKn`pCv zTsGo6(&nAgfSXpG0=B2B33|=>OY-9s)+zqD9q8+Du2X2bQxxzLuC8L=C5_9GZERHU zTcjnI37B=v7X@seW`Pj}Ww~5mi=32NLDLW6vg4z00qb;HGCe_B_dK4unySe2;nbZ= z&K*#&i;dVW&U{0Kfl+WaMksPwpvac*-CuozPRKfgn{6*I2Y_T*2de~U=-%O%r%B}* zJzl75ZYvnVfbGb2e&5jnE#eBHBe~8OlnG$!;L?|W(u_5!3TCrjMPL?G*+R{9hj=`< z0^NZiAyDh5DuouPi~IyNK{q2R{KED~KS%eUcGk{iV%n4WzFAsFcSw`p&RfJ=Fbxfq z*e1M$tm6#;cvtb|C1K+J-o8daim^<93k}+~+Z09Cxph`j9JgWlAPm?{KXD03D7Ksd zdNvE4=8J_mxJ@)v;tK1Ca=@SA5jnxgB(~Gz7vywji5wfJGb-#A!Cr;4m#78_=m3h= z;$TQ0!CZ&R1g0a*PSj*HmJzo&ko?qD3anFk0h@Vh!1g{1+BzWklk0?% zX3lm;CtRp75Mry@K3RL%sNd~};7-XHu?LBPWU)mCtn5|Wn0S0VJF|=k^Rw$6J z%^ODLWg)PY*HzfQAlHcl=pcNg(k2rKN;I7M9267e-MWGAuInzw))(y`>4^5#1P24Q zFk^~5Kj_TOLPR-_4@KcR6y~D-76x8B+P12CPz?DKc$g1OtkcbPc;!vZR<=|l)_y3- zLy0AD(LrWer|raRIInZ|7;L60$a2~~bvUlW5gYOgxD!y1R0c-jH=s=iZ0}K(m1Ui4 z4cMMqWc%6eb#wA*4cy$!XjhRl3tZjBJSuQ{_iNT!XqMXs3v&3rJvy&*oOKRPX*Y$s9?P8Ooa0R$n_3Wj)zyqJ70eK(uAF2F;4OM7?mhyMsR#U8Twt9SjFq=l(<`&UGe;iS&P& z7>&FsgdshfpWAq{fo>8MI7k(RC_YvGthR(-!#e!QEv@--7yMqp(JiGjyl2kDRD!t3 zo4|1b9B71!*=RvKtvP5boC*kDPI&3|brM!jqtKHUhoXe-QW%L7``@r7nt{n@(e}Kg zqE7h$NC)~l(ZB+0j?x5ADA7qS391OJ6wN=Gb#^#y_hi=LS+}giJZ@st!;S|bUuY9~ zNx0iQnrFIZv=jdn9S^Ct9dK3)S?4Hp_ttdM6%^QXbuY=i3vc5!6Dhx(pmTznVBw6RvHFG7lg1>R z29wWrz`-yN7a-7>HL}jV;s$!HV+H2>dr<_zF!%giTcSH29(wAm+g;Gsk=H`x_$q># z)C^pKAa`;#uSl&|Cs(a}^-a;8*coxn?d3Yrpo~;24R3!f06MSt`^THrk2$l>xbVT1 z*dkw%lMSeFys-vuj!J%$OZ|ZE0~1~X zm!4X|TXA^r8l(5@-EP3v!$D_xqMv+suiKp;sAZh#FzdK@O~eG8>G=LPf*rR~)NAL+ z^4+Y1l|qZuEtjs^LqeQWa~)=#PiWrpA-8YTdG3tlyK5c8$TN?ETqo;DybI}xx?HDa zNsbf>iivf)tfLzVNjZHeE{aQKomNb5g3VNa+;+S^Y_fx1QunASy*wtwxnJxrEki+> zqAE*2U^C_mSf{xg_y=cRYcwJsYI13FRf3tD|780)Akst*c>cTUS+Y-BdTPGo`-i1f76&)TUi3 z&?f0FBA`I(auICdEqbiO+BSz9Rue#l4ZriHuI-U!)x%r@1-}|LRaH(oZ5E3YoJTs# zsoD-`6g%F~XvSrNZq}1~%XhdrBBC(ylBL|cXQ@%}J)Fx{#evR_&pOc&#|@8lz-L-m z$6FCJR4q{SyCQmzbhrbhc}~FvY1SBc_B<0_0_enKP2ie0P&76~L8>v}K#E$T#ZI@o zhZVN&cHWlQ$g)mCtRtgtob(T_+M$RI{rajeHXqWdGPBMNGWaP}S6VOtL)B7%Fb z#>N^3f)2Az`33Vj-ZoJM&Wz!stm7;}XF7M_mLNKJX-ROnl_P)aHY#trjqlWa^KRRN z7B+Jgh8%WiB*5PS4W}Vovj!16QHMcLQ7S?GR8L&>g zPcf&m&g%aLGo2acHz)#)W)iGLTB;`Ws91ns=vbSCKtqFLEgLbll6)8b!jA*2qZxcY z=n+C&K7K4-YnkBJ+`h5SgKhQU6j89bjsr{`IEcFDSDw^Ua~rbZnONsA>-Yg1m``6C zoY&-;>&peY=K^%#(ai>TzxP=O1P3h!a(lH&Oq_;V`l4pxlhJ}UzcK6Z2J6i+wA>Ht zKX1bvN4yM$bx1)y3mkDmHv%Rfb!v~~CZ6dwst`CtGlkBM3F{PxSf?*68#P$N;`IKU zoTYQ$Az@&Xz2DV|*qR{g0mpYdC|o^_{R$@5IiauPVJ9JzkC?Rtmvp%kbfDI}>v9g| zIsxnKdDsn$)AwTo14g%lD57Y6Rn=J5(7uj&T8Tg=tY3%nPg;23St-*z#9dbJS61S%S|oO z4(lA59V6FH@|U83&63ExzvuvSogQ?Gf^waq(CV@?#qG^kCkuuSTNCU=H2Ngy)HHRF z`RX;sO~m7GnK$X?3qqZAKs!9%5LuKf>-0k(r@xUFBX{D*p~F(SuZD*M46x-F0 zOo5`X3zq&2?y}DVQ~79QrH-f577>AGA3w29Cty2zHy7XBlqzhQh0efwoha`GY%MN2 z$h<`dr-+^*{SnsLeetN9w$h$vk@zTjM^7 zVnnTty*}_x<^-lZC8<^VKbu3GVNo*prDD03BtWr3=?ir=A$06Zzs#(oPHQ z$j7osH(P7)mPs@uK*@N{g>jS(l7b8v6pn9%b&9^RK;|lJ(j>}s#o}$k>jnbc>`6V-1#8&){R}d`*$wYWEV`@%HMFF&C&cFU<@9P)Lmo9d{GgF>7a_LBeo>#xQa79ek~y6>gZ$a7>J z8m2bPIESaHHz)gzqkOGb$XoAAtgxwS#Xi zv(D~ISSMxZc!`Y|wns9x!>l7}oY0?u5*=O>%9}%TnKkHLd2Ofx)61=JQ`chwTSPxv ziV_lh4KD2g=tRIe1RG7eBHaZN1=||KjlrC*MSapN!se*_GrYdeLDqS=d)jLEk#qh5 zcKQC$xkM2;AD$s}V)AK+bx>G=HtI8-5CjxF+7XXbMIT*xOHARY^y40D~9D{N9bSJv?>(ZM=8DQ`p_lhDwjpjE4Ec24xw z1f#4IS;l$w^%wUm4AyS0!}orV(D~PMWF1~NfU-|?cS>Zs4O%%d8mzwK&c;VXrb~b$aryKa zM@L#C)e(6`ygsqDt(t$bBY`V=jIz$FJJ}ifRp%`xG;cd;&BMoMuO=Y6F>JFz-Tj2H zL*@lsVT;JU<8goc_^9ZizK%uFqf_BX)wS4PULJNJM7yfXg*PNxB?bbvE%$ZeOEp(5MBs5O@fc=91~tRqP6qO@4O zetdj9U%k)0{%NK`vs0_Nxd}HdKGbf_20Y@~lfZK(I5u?f60W4L&vojC5}see_de5h z(sv_!s}~%;sXv;1hh-gnv>!Wt9e@y2*!~gk{PPGfA~k_?vc{><%W$H)m+094($Y9r zkMil6jt=ZZ;x;WK2aa_ZN`X!LEY#vKU?hjg{q2WQ$McDmH|ls!XMF#sR@m62CzBt{ zp;$D;ZfH%gs#>*+(%M=sxN(!A{z8VxIW6>m|2*u5${2!2_t`PM4qHt9+>qKJIlld!tc|mDd zNX~NIh}E&sRi}}TFG=Qf2U#{g+)#AZ(Y38VI*}h|ofp4+eLqy7a~CvQJL~zL59{#m zcPy=uXRc1~m~b6I{2GxHvd$y1j%AnGyMaIsg*zVW#OAQ^4tu}Zhz+2#Tnp=X;hH&} zb!1?Ni)@)+VRH&<-w`L&vGGkmih_;lnSaA3Su_VWg-*7yHG$NoTXAJ7hWa|fi~NI~ z9d8#Vnf5`QSlUZ?^4ygMGA9USnH#ZEuhNlqdQ*kBnOBy*u_o^zbiTe2_P`bB8(&a> zU7h#OlyzcSE=~5*FldnQ@DBNY8r;GQChqZqR0AG#9wlP47vccxz!qMpusP_^Sm^!1 zsEcOoz)R}Nv5r`=ot*8!hMm`$ufoaP%mKWRIfE|g%mVjWy4J)rYILKZV;#1U+83_Q z<_u?wFyK?xiDr>#f^yHtDhgyfxm%{|vyLL!UxDiFY;;1O0}~Cczpqr*?BrZ%lf8_G zpcB47sw^Y9+YTUIy>a1o#3O~34FDYW3b+SwsYvDaz zjEL4`yuX`ZYk(tSNu(UU09BgP>4{3fw$CF^+|82?;u_*i18`uVYAc&QAhr6VAKts8lQCtGxzG#K9Ko<{s($~;FYHfo*83RWm^nY*kt^HY~jQ;#Ia81 zu5*!a_oFSE#T)jNSFlC-=m@H}{;KuJQpT*|&!Ox0{98ch{{?{?pJHpV^Xs$h>qz+u z*S(`42UrJ%1bF*TC|*lw3vU*b2_8L&%pQAlJP@!c>)a3ak4BnG6({{CuBpb0%Tan6B88N+0o&#?$8cF#|4#{ zj;Q7`j+SYr6?rv-%#XJsY3q2-Qr>uIB>kZ*JK{;;kGo1iy>$`Wp@8intSFzrFz#F* zgARQ6kIxV~u{kiWxu6A703c+Yq7$&)3i;S~53tUjSf^_wdLLq^7qG#8ow9abQftkO z%+o|{*LQ9hlnZQbFIDF5@=<7u<2#;5xr|f$^P5rEhDn5LlHz!3f>zXQZK&+ah;{Z^ z=9HIjeb(bq}7xRBd6 ztTRs*B&-V{V~z)G|8AY72VSA9m}dJm@n9P}t|`(JlV#ydwaUEOT=JZ~77EmeEl}iS zj&-oJLmu*~p_XDq#Ofafb59t`{ZQFjl65y!G3<5Q=rPhMa)~cl$tuV>0G&6h-*3M5 zQak`1`>qeq5jsh%hde-&WN^~j(C+ul+XbSvY1qOW4YN*^pR!&j2)5!Fp<{EMjVh<( zMC)_OX#;P>I<)QGD^Ii3lU>>~H{sUhoXm5Wjq+^lhFy3Kk-`U#iV4CcZ;YNuSm#z7 zOw2kwXdOjv$S#U{vjV!cYvbDODjldy^r4#jF-rX!_lStN>IKVBsGVRroupz}k&ucPhK>^VXwk>wyU z6a;WW$MDW~vNVKtDD+1!=|SwW4wTpqu+G4gsJiI-z0pe_Ix&<9>X_$sBzlaG*4X+3 zJE9Joby&x(bQ@aw?u`H3XxPC5l}2p5)YcWJb2t0e7R88in$<#4*I2-9GmN|yrdod! zY)84j{KsF^kn4=WxSe&cLsfVThIp3v#Cj;!A0%bFJE zCaNYl>#z=nZ1BwOMp)+`A#@Tp$)({oWBOqiPKhGx&;$_MQ72C`0F6;Nn9aQUm3R{9 zOj|UzAVg+fGFJ_b2FubSobK~Z>r|8uJ9;+|>r7U0wa(E0v3+Iqxnj~gc>xnVDYnD-G7 z`6T#R1FR!`oiWyd_ZOEP*6}&VnN45zpi>F!cw6H`pWjo~gm6u5#wwi14d`^{LIpA6&{OywodP4aR(2w~nd_pT>*PFwHwzuFgC(Z9wn1}m@q%A$3#2#dGM(jKscvKw zN#TvU`90D8XN_D$waxFJ2%UkJsHzBtx~tzm!!ki9_(`NpfTr!9l{&Bv4owICxNPe| zWr9K00S6r&upSr-O_HG!TUr8iR_nPpB|5-Q=Afnxp%eKt2NCP2GjIL7zZS%wH&9;> zotepoHx-HnP8&FS1mkW+?zTerHEc5$sq!Y%j;D?HpXvdm-mJ6L?3yhy8PW< z^>MkfxlY2~1PA5~%t7h&E$0!LzdvG zfhmsUI^;|cdG?9k_(0|i*;yH_tdr@$K@|C{le-ndBEZgu7E(RowByh@TY>2yLTAKx z`fPs^uA)J20uJVWc$UiP6V=ETIw=1Pc7Z^|c8d^+h66TS>UMCp&D#l2i{LHAS=NDl zi1Ecv^q<@h^{MCB_5;g0uOly5%iPX)Um)GlfBH7fS{xpm)hV=d*m?`o`^T}4=G@9U zIW5udDS#qxu{*2ShzOZ^++t8EOy|z#H;SA(CsP}bLw33O2}|e)FQK<6YX%#(==ZUP z=`W|1*cuvN_+?-kD0_yilQ@^@Bjls&b$YV}x1SENPVvOaX#3j`>r`uxbykSl7e8-HgREy4~{1&}a}kz&d;W zHpyW(HebArtg}kuU^P|JFBBw)Dr_*YqaKDbr=!IIRejDv#c{3`;>e3}vauN#Sw+?A zPB)3z3Tci?B$pSRQPI8hb)uOYwDWi5~R zr1SeB>-2)Qq9{DTb0BVEc`;to<=mh8#UDmmM z^w?#Tb%bT&W4ce7!G=EVs%e^J?e%qF0mC9O-BqOHYVm9Wji;TCUU zpl3LJFn#8zj2GIr+STDofwMBx#!lh0j(tqSU5wtMwk-5flkqlZf$au&oYXFJi$*gq z*E#fW@Jz0}EyJfkhl&IQoiS=S*@f`M>MkP7>9<_7j<5zdWFG$CXB`RHjBJ-?-L&N3 zJVA=KIhgfpu5&Al15q11;OpVV) z8Vb#P8BULIyuna!jZ+qw1@?u;vh1)G?07BF!mm-w)R;HNEV&N-ZZnT_@~#v|wk|}O zBabKxnza7xbjE+!%0Tvx4lf4j&8|wjH97@4It_h3J{NGhlly0Z$@j7r#J&eryw5UV zqZSS+26#Ehf_$YgwE)(^9fe>yjW^jr)`6vNgRBF6ou{m(LgVWgeRG9%HoAJjbo@XL zLI+r0IDbym*A--eMpfFOI#)ehD{Q6u?3o=7t;RYSzkn!U|9jeYUzdiL;(jlSN4r_GDi(-Z+$v*&%zj=N1?l7gCZojiXPv_y$_fL#Vz2cGQx zlh*Jek))98RF&j93E_q343ZODJ266s3)7+j9VZ=O9ha7m`__8SYa%pmgDSxg=eS)6 zLOXliU>!D`y{?@mSVp9mP%5n-2G0@&4gbtqbIPM=z(hzr4M(m^rhT z{oCJX(fJ*qXLhr@du0Ljv^$2wik+20a$ZimYR_s8c#JHlzh>vgy# zTEQvo z^AY7bzR`fUi`ret&Vz7BzUh_3vQVTdftL&&9lR0bVvgu^3+}V&5jsKq{OSG7;^pCY zo2`79y|7pRSwp4e`r{Lg*Ux@`_NoV;f1Ru3+>i!yq3TiR#X5rS3TJu~X=s8BLQ`lA6{AtwVtaI~t2bJjh4xt0VnuQM5rY(G) zCZ>6~d;YAGn1$O##dhh*h?)Q%z;}b&b_a8y!>lvLK~P^~)>-S6s5U^8P(_d&o;qlW zYh>N~Ogo^_fMZ$YZ&TMw!N`5O@HXqTx`v9oph!F7P(Ux7L5{O--&0@5*9|E3X@y)? zf#!q09MPc~M&>J5qh4Uw_C#uKG)QJ-orP!=ozR%Mg+L3K1_YacpjQorUiS5yr+^_^ z&i*%8C%g!8lUtv4aDjCm^-Mk?V4ICr*rMWTtiy)a*b-&d*~L2CvoN}ZK??YaP#}$lIwQ`<-+Yb2P?jRnpnIVI9v8XD=B~NIp95#;oIyJY>o+j&oei zLif?1bTnSe)q^n`SV*PCa@Af7+C1+p((@d>-kV>b68#de^6>i^C~CgHrrLC!J#9VP zvnL(Qb)=5whR?#49rU)A37*6{@bsOu_$ss}5Z2);fxjv~NrEouArI;bHta;v% zCy(6CV@7Vm#mz8hqSik&o0Z8sl;53F6FRSCMbGEvJj0PtJ>K|SK`8-%8LELtAx~2f@4WDNJ zBdlWrO-tg}d=qY`P_C2Z!3HW=C<^}(>kL>0)mu#Wp}SnMEB zKWK|1tRptLL7kxIL(q%abhAw~I>f?2DSXz^8PPqkju*7K4T)MP*z=TV(ErTcY-jjO z@IYJil)(W7e>7U}Xq_HG3gm8MuV_c9>UZpFf^yp1Ul2MLMX#W|eE!4i?MIZaJ*i}t zJ$vMEu0t!|lb$rpu#y0Wtz%wb{cip=)+z1}jzxEMXlMpkG3(6H|MNHJBbBgD$OUcY z;F^$6k&_b8YyK2-SY6Z3qh`w4fQF^@_RolNTDKecqG{~yF#kAFj<`=3V(YQzim|Mb z(p9>=D^#>Mx+d}Tp_@#%BV>7RpJSm8?Oe0qYJ%7zsAGMu;pA~4%?DITzx{m%)iuBh z1Z@y|+4sKsF#AiLv$3wE(t#280GI3Zc7)tQ(|&|?z;gQNSg5x<&X5}%K&LcLIn50n zL(013Bw-H>?64U@G@JR=X*Uk)g=^}2ljWXfIvN#B=S~o<)1l$48*z@bc=ld4MBhMI z$6xx%8BOk-3H@!M`Jp8_qv-LzO*SUO(XmtxAS2xMBXg$oFdlE~Sen^qFD*!JK4P`t z%?C_#AnAYk`(Fz>-yN?NCnU)+@oU`up7mMh7F(b1hAV8@kyWBY>kxU-LAjXgj*wV1 zI-#84pqC*I?C_H=R)w?3AB^!dVwzz1J{VEdzt~j5*^2rzq#PHqdF3_7I=*=>u?}CX zUVx+xCHckFVI(@i#Iu|0WclDa>>@x9*AsQSf~(r+vPR`N>%d&jYHzceyLS+s-F!T& z?l9xGKtf#o)mdk3gY|;ubvpYHd4Y8l4X)R*cdq=z`D$UEBwpZp9e|EoO%)S*YGf9j9RnFG9zVnqZC@lGZNb zIN+M`d1LW6Fc-n?f@kv6t=8jsV6 zAiP#VX(v-N>0XWOv=Vim4KzcGo|%XG&fyq$G*fFwWu33Q)SiF2`O8>`>(B9l=`qT6 zqETz<-YU`C{p}r?PhCE-s{`HywA5`OxlY1C7|r?F1Z)=6j! zuLf)hWjP7=Lle$@60Nk2;OFOhbuEKAt`My-a?Z@2jZ7r9+3`u^LZ)+c@ow8qb^tB= zz48qs$xC+%Pfd`kGLs1}5|emutU#9;j4z-*Ks=||d1OvNffU0L8<*B(q2w2z=r2}a zo1FzWZd~4$bjL7d)7tBH-(?*{%KjG2U-NhKU3k{p@>3p|f1ZjRgicip>+A?7u~f^M zc{FHC4$Qg@&*$iV4exd@t$XRBWW$%HD=qV49R|1_on4<Rfgu&@w#a=1Au?z9!MxW`Dha&0C~{PM=0gUAR`% zEhz-c>8Qgx6&)LxML(&XW23KpnhoYUu^ZqXDCb#zsW8`B66Q{Wh1V;Nsk zOVnT9wquC2(JcRI)jf6d33r6t4;m2A(u1K{J*7B|o&DZx?@0SpSSMJiE5B366yZtLf#N`_ zBMqs-;~tp@;-UbrEYX7GY&xg*bugU(!;i$(fRmx6Zfk*#WtTsC$N@;@(f)~L0%Dzd zRafQ0h?>9|j<9mbp~j4MMPm;-nP*HG`qMIoM1{kYx=i~NAJ4+U-$$6#Bh=cSd52VG(S(-M)C8y^ zFvej=bDaxUgWhc$$2uW&8a#J_`R9rCg4oDXw}f_yqB|*%yHOd?u;Zd%C@{mbZkv#D+SYJ=O{^b}P6$>U5xcPfg%e(=u;j;AlN9 zJ23h^{2_1Zp>WDicI(w50ckKJHB6nb@>Df}b4r(7XYE*LS2YzN1n=#iEnHlv23}BA zb(fD7rxRb9bJ>Ls?0&E6-x4;HBIs(h5A+5xGSA`ZR+@E-y1O<)p|Wp;qpYJdnPau- zf@j=ZxaRq;6*TBZp;{~P8kX6dH5+`Ry~jE_DKwtZLxQPvxU82;52S4HnLxcln5 zpIO9fB&RdXI<&=YG2G7aE_P-ewOf1Kr3f605_^H>pS?g0SjQq~d6z}rQa5L1X!@Pk z`|c{yx>~ZDU>y^5ydBmC3k5<&V-<&LwQ7fe!%D}%2tbBIqsVXCMm*4x z;0dxEz49s7QRwV;6@_K1CMVV*y0O@SW1&+b>kQ;FNn*^wDbW-Hw%@p~voW&2I;J*g zyl@2#bI_b%^(pdwn?>0v=CW$%ti2t#a$`Vx?1CYxlDSr>?gf#`bix0T!-uer?+99i ztfTemCyPAu5qqd&q-Z_pgq0!I!44x`jEP@sTO@&9;3c&n%&j0Nt!g~0 zD}qj#>=5ht>vb+w9KA@q@lGm%--j(xgbtfY&5iou#QxNeS%|yuA?T<$OvD1dvve?L zkV%C=GmYrbm05Jxf=E0@Wi?K7SOwb4bs*yiD{L-Wd?IkNkv?) z+al=Ykxg`SB-aVXLh*`>$q_Wz#{sNkpCx9U$K7@djZe!wbqNaT&t5}kMY+yzchP`b zyYc4g%%GZ}#6<_qZ^nrGCy$154@$Z`3GL<`TNMJcZnv62$e5U~xzWwkx*w!_Ax5Ky zpFZmd={TLVR0lXrYe|_Stx*oy-gQ~0>v5AGO!kAZ=~M7ic=2X21U^PiFTIH-1oa-0 z?-tr#VZ&T<$z}dY5?vcj3#{$+MHRN)Zd(ECRCQIYO1LgRGjf_0#&F6y|G4ju&jYB9qr6K4p|a}&7H#e5d`pQJ(ek`BdYJ<4+(ho zW32PEXf5(p(nEdGVqjafqAv>jt^>%4rm*dBaXJai2$I;F5G7X+Do%?GpVXgN09)^n zbpS`MK8>t%e3fV-_`G+&h7H)#dQ~^cf+TXASYpP+kIiCU5i+VMxWK6cUGuD0mhKmH zpwfjpQQ){Vl<%nZji2P`QV?>&q1>jWB!^J67a6E4v2}BuZU^)U6FFJPKJ8${#!du< z-w(~)V1k%9PN;Y?bP`WRmPqKPl>)=XX|Fv-(GFY?AlR_i!F;}CQCmX+8!b9GKEmx0 z5TG_qQ(~P3SJ)Dnz1BvkmfI3mf)3RSVAjozC;Jy= z>4|@6shbK}a5uVpc$tf^3`<-z-_3!I)HnA8IZm8VkIAHE3U%&;HEbJ0n1N9|77%cu zz$CoMQAO1k?%QoPICU_L0N$M8cBAQ-v);jvITv~pZiTcvnRoa|vQu!hCNZ2ifIJT7 zI-?f7ZZxeuXyOr+pbJl)(-wh%)w3;B0UfgrN!WCaB)3PWpv{Y7-|ft1eQ_~|@v?br zHgM(Hzc%&~+-&BaU+u!oFVRfOo8e%Qr1a-!y!4eTw{Shd=k4z|fnp#zxcVJ-V40Yp zGdH~HU~Q6({WT$Cv%l5F#YGIIY7=kPv3>m_N!H0`4ez%fcIU!uVZ%=TC!8Ypr`sqH z+wV0#Qwf0r##Pr?)rK+OyQi>DJN&k1;eLWbROEB*=u9a&pAd2~-ZsZVwh1{Na`MNu zjk0z-yt}V$)&ke+1-zKgH@kH(xrX!8)E1}PZK0hv+L2idUSs>m3qEFJ*0Dt>y>78- z|DMCe4luRn{`TU2vxc*sFCkX~>cVp|x91|Zztq}(g8kGr{BHIWH};M72L1{2i#dGO zX0yAn|H1$E)p@mA3LAu{@VDfOG^T57qfBYESQZ_C&E#g6{Kd+jf?tCrjCZobutQ^bm5 z31RNua<7Gxs`lILZsqVV%YW_p9dhV>@>ZZt=mvx9C6o z3*JTV;19T;CzFEvKj(~m>&M{VBCo+e^f7q%;Atn~QPwGTgJ-$jeai#a{f4o#_TCGZ zy2osDdFOKE`z-NK@EKeDZ%MCB=TAQE1Q|X1XY!o%!7?G?zju%_?cWo0#!vn@T_@9- zSm#Ruwh21Zc?xu<_Ra*I>3kvUOyGI;0o#=8d~u?(d;FSW&!d(Ku`Vd}Li}$E*qjXK zi=p#)`oYq-s|0KhKc!3f1bdpB?e0-bqp6kU@D?WT4y*m8x@h+;7$7mOR zLy3j{z5kypk5h%*ee7tj2N^dbfXzyS+W$VZbiVd>+G#c#SWY>3Vsw zhS%+X@Mk{X!C&+FcD;q4m#(hs%KfnUaz0;g*Y*Q*_(Pww)W3K1OWN1qUGQfO|Jm2; z)$RWI9&U+#^Y2=Lg0QyFSpD>_Q9&E(a&D8h{#?b>5_Qli9@lg=E|=wUc`;wcTl~LV zmg{voFY(Hr$J_N1hCxHCsA{V|}cmvM47G$6qxR@u&dQB)qeL=iI+@a_onP0^4 z-no6J{WiBeieKo;&o;2`J5>bJ>i)yPGV1H0)3zdLZVOSGIgw^NCe|GN7wmTxXlG#@ zq^VVhG$23V&S~eyfD{SfHRJx{Dwf&8b&a zwH6S`%&v$-!JD9CM1Vgip{*ndEu~H_d7~-J)TQYhtU(&X-UM@;tls#-=$N&sqyfD^ zPhHwDx=1z&jg@W|bCgbh1Hqc?cV~4TOZFLnt(xZU+nxe+I-;ERCf8b;L6>N_PS1AYA?V;)81Iewyy7^nOt%o)4Pa2uwhn$+ zY6G^fMNX>(z@kql{mff+z$x19gmn>mg6_ScIDr`|r)9SlE#7JA`c^OXmSxVxaRA9c zHovPVK@J88VDn|4j^(Wk=BYhFduVLVh6@uYP8>S$v4YSsxT7Pc0RR|CyYWOa4H?w=RKyFg5$bE356 zEgl}&`D)~_+gi9WR78`lKu9bMy^U_Iuhn$oOXuoN0h&>_YeAFZZBS17kr@P;Ub!2N>7270bRoa+~Hyw;RtugtKe|y{; zcY`s}FI@znF;h$bIk33cDad_jj;$55!eY;I=wMT#3+?Qod7Xl&rR6A&lAfaQhSXYJ z7vHvn<^=dTmf;`C8Lz=G8j1x?HNS1y3WqJSiz6EpCs3RyotCJ{2U;+dR6_960HIuS=B z1O<=m6qM_0~}>n#RC7>DD5r+?h08mSwpm?s+r-rFaXIHtYHR9`R&Bv`y{j$l}lY(edh- z<2fVdJm{Nip<@=jU&oAC?Zp@ZYyhb5gqVZY}I={7ng`elOT%1r@%eA^zjAEzt0J0Zu z@s?GGN46yTxsH^~Wqm@Sb+y4Dco0uj{|OEoIr6R zbPV`L#m6t~R6_t81eBcEK*_qC&;N+GF>nqbDBVyC6bK05Q<2}m=^H}8_9iYlU|Z`3 z>#ntxpXyMJn~bbYf3Mp>JET3nN<&OAw32r4aOF%`NB15I6u5xahF?Ls4ueMA-Es~H ziE9ekT*?_sF~FMq`eRKM>Du2nq1Y)3@5{#eTCgExN_I{z6HsY5Hm+bWl$6KaS~Nc^ zSd6a9)CO70GF_L;-)?Q<6R+i*Cj+cw%$Q;40<8%o*HQP+j+wlGOs%9AWLD7oy>Y|N zpk-!p0`0WwRM_z<437JdpVK(xXj$9Km&6PN)dY+bZP&JJa9g;bO*l!qNyTtk8lRKK zU#-Va(R?o{lj{c;gCLsL=$y_vvVbZv^eRM55Tj9TO-ebE6{f@CCLjmgSQ`XPEtYtUo#meX zMTLfHo=leE*unt;b!p|<8xEXPB1c>7R-CY=01I&VYNfS-@DP$3+(=b7t4>_kl#38K ziCYZn+l}(->=naSo^jDNQ zV&lnI{(eJ`dqa5+-rUlX+M_E;LvLl5TkFwm&wY2idsD>m1f8*#C}au=DKm+0ur-PW zU?U3ZvMfzWCrvB+U)&`jpO3JRJ=8bCT?#SvLjAfJ?m4spTS{eu#Uf-Kx2ihfod}&p z)+Xs}4Z*2{Q`9zvUrcb?w0+*$JEhj_v_8i#3Wz$i7%Ki!sO8{66>qJudEiljoHkXN zaRSHN+-+_H#V6jcD&EavS-Z5)R>|0*hQe>R%xGK;cby$?spxpT7Cpx6|C{h~Oidsu zIn{|tpd9N2f&pa#y;?$1I!ysaDcVo)i`xG^<$D1Q%gp+DWBN zEFv7E)qAR%ufo{yZ9YTk^Q@! z*L$t7b$hJd8!j!8m@W4U%v>PAeon)xPk6{#0%EzRQZ?@Uwk=cwp8MvlPD(JI=;c&7+Q0{R)iOEKVI`?DM9WL2mn0RVT*QGp_cHfkPRG#6xdqtTYJ6HJgBgF;PK0B zdtQXanGzNMf~9R#AmI9EgNaT_eFb~tfbbeK&YG~(G9H7#we`o`W`oWhmf66oeqVNdk+nBjRVSSoVetIIF-PS1oRi*p?76#HP8Tka~#{iW(6xzrEKJ~+vBdgy6A zAMD&0CCEC^Rx$Lsk@S)(0(@hGxEo59FmNkHxA?ZzGF_`RcwaU>;&_9cQ%<=~7dkNG zO#20}v_?hgB#uYch9o|8$_|i*k6Gx(>QNQJy@rVhKPY{})F`dK>TD9>)xlULkVs9s zI-&thMy3veqFT@(H}N9bTQ|Z$Z>hXh5LZdio#L7!;zMKCF1l-DsU& z?!JPvxM><{88AXpOms?oUQC)mAYDtDt-Nh@_CQO3t%sa!SmwDm^D5q!Q?3&VabQy# zfoI|CaZEzhU+C*}u6HhwVFeB@-ozU;9RZFnKueB^O)YKx3}piQi5K&*ufs|F zUdeV67OAJ5rk7Z|3E^jJFf(gwTlz zCcr&3Z;9PSYVR2O2%;n5dp*s38ePKXW(VRV9LkPy+y~2OK_%K8U>)2TYRSw-?W^Aw z+}GJ8-9a6KP)t2h!#z=+(m7DK>QF|fWw$Obr`AG2k^7?l9>>Z3 z-W${ATt|LJuf*Nm9YXJrY8_ALG!2jF0OO>T=-8Wzn-;-RL9N(vqVT*8O+!Z7I#66& z#_2kqa-9xzVqzUi=8=B5H_99oAD)p<>WtOxx3j zrQ}vSJ*}7Pbf*%!wBx2ybJ2hz|Lk`unnqP5A}oPpIM+0;WJ8@%>BC`JLTJ|ijkA2X zr;``!dAXg(<9kknmt=BG`$MUszPY`>n}JK=cRr{1^_(4$l!VE_)Ln0Q}9kN#Gg6?py7Y?&WPOyj2uI zQzzpJTelawj@JOnDc2e4>)`cGc?{20o5ej}^sz|Jbgi|axD8%o;=v-FF~c;}O_dH5 zr%A#_tP>|ZB{~dDm=2AlK5f*QAn`3gY|`}a_TYj}&%{Y0ui(BfW6?T3-L`7cfgko* zr*O?9$3ktVFIwapdm-z%fNeD2@x~hpDdW*NbpyIJDFei1g*`TCy+MNjG$1Lwv#NZr z6*3Yjitg|NE{E-`-Fo?mi300fwMR#&-Mma!+w9HX@K*Oi_UP_;x2_K7 z9Gw5rCAfuv6toJCbq*d6JwlT?25X2Ik>6mm4Rr)qBPi3vl!Tos_OY{UWl}qcF{7ag z(WuzX<8*5?9s7MI)(JIigI8tGHx08J3e=>|982t`up+|3d7nk%=S(Lf2Z{uV!QJnc zb&_N*eH}AWpF^F4q&kU{5*Q~ZI0PN9RqC}<{IZ&o4ecY9LL2TD-OJv0@qCgxo40hm zaB`PiTBS-Lj&+Ko$SDF{jt$mQbnw6mLCv#Lu?A{d?@ZBFA{8NMgV5m`U6BWi;G_PI z>Zo{(V{n;>E%D4J)(N1)Hd53X#X+-Vu$z;}oJ}HcCO8XC;T^pzp?ZU`PU6DAg*l9y z`%C9g06fR6!;Uy3W>Q#C)A}^`L`?@_!PG&QZVJvlM4y}wBZkKaCykSa1tCU5U7s2P=C!Lm|O71 zx?8O(tAm^Nbv*VO^gQUyHNf{usXidWHR$I!)ke zYfuqvxAD51r<0l>%yr;Kh0Ra1NStscrtplt43D^Qu(%pXM;b!p2aO*_N|P8aIV#G5 zfURQa2^oD*LWad#54baE+23 z8987vL8v9@O&w6vRQ;se@xIOg>vRil`^QRcqZ&$c%8sVcV2%_2Mh29r;!G`ailS@6 z7IlCV75DMn25R$kZPBwf7ZY?k&|%hzx#fwP0C3VwT=Zv$Rj z4vC-x&ks`qbm|6F)V}%WVE9O#Al9(OGIJ{KI0-`MaD`1$=3&b;haF@b;Tp_!sCYow zDMZY#bt^U>^qZw3EY-sIfO0yB(*h=RpLoBmbnS%rsmP5kgb)O7kfvy7bVbe)^V@d7 zZn_h#J*E~i<<|Z^x8Hw0Ib`ninP3Fs`nprH+!Ca?1U>$ye7<;f{+E7(p^g)SE9sHO_Cv46M&1zcTxI?ByTUS@x@4fN2 zLV6@^P>C+WS-L`In;jZx(?M}SPSATVyoUa`b>(E8Dd#zcL{i??3O6iLmBGAqd>d5P z2Ku4-V?0mGw2Z5Go7PR0&L`-EeI1%=ri+eD&@ees6L%IB;PRV9M$8r@H$cUKN!a=} zj!&Q=u@!J8?Y;pNz9&t~bA(QkkR#5<`}(e&EynDKSSL>6A=l|2k4}jeJ=Xv=BOuc# zs!mH?jWZtFWl*SwO|8~FZK*nr`i46S(tveNEwJr(6(gs15&??X3{|8PZpFzu7HnPP z)U}75 zSv+YxXAoWX$3b5Qpkvq(CviIwdi)c+DQlitkWD+B>%i1Oc7S&Zm&v#Nu8xS;ShvQb zp`7s)d-Y!PS%(Kq+cp?%5H+VS<=m6|=dgNhxIn-S9dV7~sZa^mC|MQtlnLbQWfi-0 zr|!pW$~p+3tT1aVZO_wqy-w?@Tu&9Y<7xukec-bWra{`?iIYUFbbMi3f@434Hg}$Q z0DSfa$*f}*YZ{~Xz^&&x(93o5gLH!-O z5V7UZ3x&NFAS6h)X!1HKrw3VQc$omt9`H~?%#s(832ADL{HGFy|lX8>Lh^9g%&j6#-6vVU)zg{ zjZK}IVLBU2#h=jI-{$2yryfaj&?J%y1mJt4?HqaF9qXWuIw1iy*-&yho9c46y)uCX z4{j07ZMZhCVpwm1UkmQY6YF$Yht<-_QPcK>z{7QH!^6#l617&t5&~2bC^LyMZHkYU ziPdUhh#p3gzt+iZvguU1wC~AN2CWQ< zs{iy}EjV&#nCtc=^yeH1n{&Uq3nGbXZ4%EwfPN^l2Lj_%ksrqKO{trRs@UqcCVK z=+&q@(7`EqWF7m)d>gXPK(>Rscx7Gz)CGp5Y|=5USJ#Z2%wZ<#WItrg-YKwYaax8A zc-}xLsL=Ind*2UQc3HX9#~DTki{Uue={XV%MQ)T@5po(Gz$r^KCr-WjTyNGeAv4uD z;SZw0ou)fjqi+4hI$9;LoP&$Y<28zSQc8HHp@V*|lh9rp%wuA=%FPYfm?NpZ)E5%6 z*u{A`MxZfnO5tSIDHF>&t1I|+-Qsk&;~C469kD0q`c7Nu{F}p(yi+X5!W9T@P$=;8 z_FTquxJW=c92e9%2`KyDaN1_eP=HfRo4JHmT$_r+RuV%iD0 zKh~;a%75-@wwit559s2$tWyH(0Cak}PCPJsAQ2nKjlrC#fmt^XGnp)E9#{ubv)6FVyvz;2j5pzOh1Dk;;9MTX5aDiSO>^))6_f`;(J4wPHR-EY^o|i z?9BImflVrGg_&EVEax#;60FPRva|u4{qOaJmu{{T#%oMLoYAm6+K9z70R!*t2l_bF z1Y*J=fx_ZG5H*hkY^ZA}aYx9N{r=R~xmb)wY=*JJcJCClB~DGSfQ7!O|HK$Ab4gCt z!;TD$4vD9^(8jZ(tz#X3_hESb%Sc-5u}&MfSQG0M0})$3v^in_2b-#jZ4}hj5)^-s z_Ep>1eV>&Cy(TNvaLLAgJ z$H*y^)03P{s%I3!B|Ke*d_v0*7#HTWsqc}bcOHbVvOyp|m7K*1L1@tM4q3t6>38RTp{N(aLFsjq3_p3^prI2} zagFnw)FKC+CXMcMacAKVi^9!_+t-GyP%6JOs=Sk7vXg<)XKa(4HC71Vk9|F+(!vCt zQ`7{a8z9XMd$cVQFXlqM0VP9bAp_QWJ=0g3aRl9uu?{XILDm7kgSk}Ll-Z2wLnvX# zX)$hhtsMhvLOw-AI*}kIIwWTcZ}~1B^CuC=i>+Wij=yWCGtcQssoU;W#5~wwy)XP_ zZr#zL9aBzSaaB4d&hcu`1FRETvT4kgGIna&yo0=B9~Elo%$JCkIgm{mZ*9c3r8Q&| zbo#kYGLS@cw-8VsLi!u_5EQ$Qg$hQ4woqcc+~#n%=>A@<2@GxFUBMP!Le4fZLtaw8 zA);7M(?VV!uW`KcT&KhC`S{8Z`D>tL;J9Y5e+{mCce~Zusj3L;5c@n(6Y!P=l^XbK zLNv`mOLjm`>d%DILKly1Nlvg>grx!{Bd;?mi$=+YErWq-C}CUdtg)lBoI{O(mnBWm z384cBSS)rppd^*9XE9jUN6ADhllP`-B+w%l89 zRTTd0-JXNB+T$D$5ex=t>`CB_bcnY-#{db*d4+cxUd0F4vA~J;NH)uIK3@WCVkl4R zg1%~!e|A`h9%!Oi(%) zt{1*N;X>lf#MLjHi(#T05m#5A`Z3yp`gHCVv-vx$_d|69iySRpyEduF+Wd7`x+27% z`=q{(GrG}j)!vG#N7WFJ{05b1Ugk2G-)NBL+=_fnM~n*-YwV2T*yyqaW-e^Bw%$Tr z4cG?wCzcVP)ZS62HM||xA>)lC=4Bx!W>+Yk!C}LXL8?FsRLk2l~{jvi`>sOO~7>PSh z(RSUSv{tR!QmwYNezxQFb#!@-Cq=Lnl$SZNNK8Ao+A9f)29K*PF_0 z$Yxdb-Ue*Nx>|!v?iwo6Hejo4$OaoN7xy?*zQ3FB;#b&=B$P&G+i8JytQLd|BfwIf z%TbZF?|-QMp(Iv60lpU|LxpO1T35(AhIffxXxnCBR5Vd}j%aY0d+5g?be01YlO5hJ zD#GW$UcK$OYxL>}+T__6Ixs3kR`_l>Tya3w377DS?V+SUdkNQSm3&rl913t`97Hxn z;ItyOwM`#7iJ33#g-U0&Z?1+Iv#dj_uM^`fL`)<{>i*Eg zXvE=Gm%V9I3me^(;oVYr}c8aUzHS?JF7M28Oa zGCoB~U^G;jkh62Lk}Dr}wGY0@vW@vp-=JN?B#5NEHrRejx#1#3k+RA8fl0iF1y z0IpRtsGg6lQ_Of&Y;T%eE65j=ftZ^vf zHoZ!wjf+cxBuR4Y!?)S&`$u;lP0$GgHlC}A2P?+pl0l0`)$+sW9FJiFO58*>?o~94 zQ+HP151}?Kfpva^Km+?a>sW}cS7h^OhxT8)YAiy^RIo-~e5VKIt4(~F9ohQU1`9yF zBC}s|&O_;eM>>VBv1!|GS5%bK`$EUz#Ka9i=89{se;H7X;cgnLaS|4)1<-LX*`pGT zbTOQW#a{}XcjIJp-v`a5zo&A7&VZWWnAfydU#3mg%rRUT=BXaHA9rCEUzP>o{V)Xu zzzR20A?s{ob9mq`>5`X@>==NKz3xW09a!jWhAeVCApq+N0&#%uvuX0kyGKl90(APm?7!e3ws=E#h-@w%Z}D>Iq|VXBdwIHnzn3NB>}Z%nLXe;;NYv40!h z7Giw!cGum(PqNUl*WU5~bYAx}onYOW^XLc{vKM)0FMEHXl)pAkYjs`L(fE!E+2Rpe zsBW#|nNS?KDU(#aqk>(>MutMXdkChh03l3q0_dbEtpHzKEbfQnGqoM3Z7>t-bXg~a z4v!j&1nOh}Xz!C|%=UxNz9??gM}*&P}T#V4r$Z!akn2W z3oOj#p%np&Ihbw+y&jv`U^So}vevEcFe_(%W=^t3>Vf@*A+8ED14M zk~W^`ryIP}RoGLqBbaN*3I+ ze)qp`to3y1^gzJ&ItfzOT=DD`3R+)@Q)tE>$Sb|l13ORE&1xDt zIH4tKbn7lz&A7ePxcH3>);L<=PnDgX=F}SZAw)r-VR$puZ}#WRDc6a);W;>P;FSnG zO*Q{sFg52x=P|9^n+3XyrE$`8mMV0;b6~7Xu~#eGKG-X_l@b8ajaJ;)%A*Ld*ctwG z6}H@8sAGT4#&HfsYbMc+A8-@HFpQ}MV`(1QpdBxrgi=7$I(wx@49JFTt@XgK zGC^lh!!}@1u;AHuZsV{;TkILLBeF0IixqPxm>v$YPNKsOX^ee3%(XCJTZ>=sVrb`K z5Wq3#EOb3XS~tG4@;?^wWxzTZ(6@o^)2ps|22hf}%a&@cIMWi*!d2T`1+L9K)@g&* z4$oyvg^h4b0mkCfdK^$26JLD#lmHd`?wZoPL~seq5@2%Qd(eL0+dMp$?Hi& zz?fd{r0pefAhEwy8Sd993>2daWgW@{+FoUv`jUm$A1%aMm(!M3IE8CzuEFE?OjT5n zb1c_qoz}ChMvUs}sY+aHAYe;W?>QWznT2c=TNr*C?t>6b6Ps>kQ>L``t&|N4h?Ny9 zLwU>%?q?HpI=K#Rv6X^M?~WeMW-{rJoLVLkV%>Kjoo#}deqo}!<&Oz*@U~e|g$;f! z+F;E?4vDK0n2y_lDnR4T@K9`Tmi|J-d%uq(tRv7VB&-T;2ix3rECm9xcDGf9r!Z6N z6`>1VBgzwVkhyO3WnV{K6AWifGa{U*8%w_ z&+BZc!t~eG5PVA54rX5blO|)#uzk z;Kb5o8438f_i|8Uq^b#IbJ>m25PPw=8`hPby#m?_Uk4&Wqa1_|SsZe4d}5s;)}dP# z8xe4=(`OxR?vVG*lPl29f7f2smkSqS7_~77)C4ZqAs@C~q7$j1$xCN)$G3x*d7`)s zphLg>CF{xxgSl~9dhMK6x;2u`hy}X`o7~^y;l*D(QytDD6gq%|+eZA!o_*NYA*Vw0 z3aIM_FWHogJ}F+qNxm3}g_<%!on(LC%WRC{xJ)K_)>1(8A~Y#I)9^vcR_+E_r!FA? zK<0yL^#q+xu0uhTcG{$vMu`m9YrIuQD%UV_HJ@BcGu_=*>d%(=)jV8aO#xes%IWpm zDG?HF;UxV8ED1#hhI1W-&YtcG>MpWIW+M)boJ9 zsAU~o>V{dCn-VpuiPq+gZ^I@f1h)&3V#XlX;R)lUW!kx~FilQ!w~wvhB6RM!qUeeM z4y?^BMnYid{RofBKaIb@vFvHPcOXOpxpBS({Ib>0LHIr}X(LTlaY9;*>S!Wj*wISJJR?)R5rMSwmD0z51Oz)L_- z+RbZL%02jsMJqrDLqt$t*thKW0@jg$4Lo!v==943$LBUp;;E}qj3b*u)oXeoqi#cH zZRQCf9W}I}BZqkpvyO2s9c}Rh9a7U3gtCGw%ym5V0IHeyxGJ-{)G0To@03jD=;dDw zShXKs=gwFOS%(+sK!KoYxFC!Lf+XhkMo91X99%DYsf{sEQ6?|yl5-rc22@_z84qsQ z;R(75LqjrSgD*mBDTCra04_i$o^qYRfK3aY$$`o01%FD+-5lo=%0*|xT}vJvUFaq% zTwVoVa#C7^Ov77v;j`!LIi18(De#m&$)Ky0M>~m0eopJF5IPnsiF9iA)Z=J#Z> z{s+mXyWF5>4LZh4x@%<5#pzqF6YRN0AkiAObi!?*iIkY*1o`IPOKrfV1F@5qI8G{E zPIbK{p25mp6C-r+e_$EX{9q+Ku`F$0u@B_WwS5iRI}PqDHEGpM(CJm!WIl&=gXZvv zHHgC!3f~sIgwM#)8WLJ9#`m+4d|K564MvAtVKYwDzyvg~p~|%e6IJ6t zjn&o9Oo_>IQaIK@F@d+2z3`ivBRu2GKKF&Q!J(ZyV?gtEj_zeYsZ&lvzOn|&0oFm} z#AO*QZDU7>*dgZ3?Ul!Yto9loRZiuWVmdJ${KJvsBu*fU;{TJ3UutF5A0(f zy3|4kK(nf-K0dKdUroR>1)>iy#viwq?E?n|ZVUA@HnJd&+<198d%|YAf#GND6&Rcz z2Y-4gy#?MSy5nM=M~&h@?l*Rf>Flot^`{S=92d*SmB%^|dcKwlw2IgKV2jqTxvd7l zTKI5lh`0Sf%|LyI(sl8BuO)g*$YJxFy21(<0HJat({2YfTiy`afbzl>0!UI*h3d_Q zwX_ZOIKk@E(nw4zbv2rF>l7Q z0J6@#w0YDsst7iE7TzKdx0b5)mWw*~HD(llGq2iDd+*h~R(oL`jNCRAa}G6GU{R<* zCkfrtw5P`9vyvk^QbshLh7ChTp;N7D`~8V^>}RuoZbf@V?T=kRt|P2t5nNhQO7V9| zC*^b(Ix!99aCl`zut9npXYZ}OpVLRBxp|{T1s$_}k`d7Ley_StXh@U{9gAp$&YC^g zy>-4agU}t|2|GS$Vd$~WJ;rP4YcJQazr<^FUC(uB%|&a$GEp|mRnplP1Ld~XE$&6u zQAjQx7EZGh++-#nzn2Re=D?iUzO~UQpE|g zPR*=Sk-mmCZ1!vL&BQ||n10-KtI6aOGNYem{2{iOTM6z+L!F`A*CqPMq?~-IhdrlZ^;FHQ zLqnmw21NTZ3-lj)$nB#WgA5eV_6aL0wV6R+2=gYVgacf0KYo zw}p;@#Y7f57Fkq9h$rQAzpq2-jiKrpz9g^wgx`wAT1p~0s!S)o1DJCzJg~40Be_`J zawsxn2;7TZi~V6dD{_Sw3iowPASd8jL8q~kcmg&xFgPdY&y1WuY04ng8G}cQn@x;+ zoOidkxBExNkgkyK6bYD1CtFTd;(-7xS+yvdwRKStO z3wahw@{(fL^%yZ$hx2GaG}sr4p}tlcVI4~&Qj9J!xGO0pq*rRrbzrNC{ZjkLrK=jd zL%3Xrh-!k)fSSNbGFgvHW-4k30 zm=~ZGZrz*K2b6XA%|drz6LwHJy@hMMrZk0@8I+pm;N6Qx0I9Gd%c!6v;I(SdAv6V& zfK{xPL@fB~3ZO%*lVHGx&>_~TuxlD)8Jl=VSf{bM4zLb{X)(MgrwZGtY631`86FLZ z9qY(2f|?U?X)fV4RPhsCKRYw@Sl*Ls0mtc-b&{}pMvb1%JG^*v5+M-JC#VQRD%M!L)aZ=Wx3Y)d7fZxFjGS!&kh* z8?w$L+pS>_rlyh5Qf5HBM<-6%!ZWSB2;oB*wHskqwIyR$dz| zKPM-b^% zP_^m#({MO|D^`j8+3rJvv|0*ikk+3AbqI8z;9$QFQm7JGhyGD3%K0k}2YuGTG68TE zL&rX=Da31->!cHOx@7_rJ5TO-w0pw~4-!o6jbuJNr?5~}o7T8}>>OpHODB_06gr99 zCCUp;eJKHsg{v}0tfRV7;UY~}ydWe()&W6_v&6A!`et`=Vc}uV#=g4SAz0zB`EI#g zGl;kxg_MMrG3zx^((blHM+6c2AHy|oU$3m~l>m=e2ar=!o)21>xa4TfZ39&SXF_k* z9ls5T$AGO-z1gIY;ej*{wQGPi8_YET9V|OnR3^YWgu&nrrg0ED;2i?csjJ@*IyUAr z2p#*Kl8JSOSjXS}PMbxg2ryVg)38T7j*XZ7Brjq>ghMFo;A*eLZ;pVi~p-IsOtRtu) zumSB{ndIk&12Ov;omZH~z}SN2=M~hWq0&}i+G1G;1P7(hI{dGKZ%^$VVjYtJbO_B8 z>-6QHc%}&Yy zIt}GU2w<2=v!8*KW%Icw36a4#U^hNg5 zp;~~fV{Z`P$5U0mPIw6eHens(%}^))s<6@|7UbS25E~XUOsbe#JHYIJ3x1aW&pZnehjN6-v zrl~m-p$Y-tdwdUj`=HQA;5FRc-hd(i=Q=Gvlm-MeP(rX@M@2D!PJ;B&*u>x9%M{84 zu#>8mY%0a7=xk{cSyStPzg0+yp=qH~d~H}D4u3BomGrI>(ME+MuP zMiL1$0NCGauz%bV>v)`lDrGOvk)3^}uxe&Z8xEWSOJYnC zY_H-%Te6_H*c<&=3EFt`o5=`v=v!A6uM!19lzAQHEh7%QR8-(~@v3e!9kUM$o$K2T zr~bD)o6yYTTQw?tv?OD(uq^R*k8_on@K^?-qQP!Muvo(%z*4#0LIw_5MZAPWXHJD| zNSfel`UhEOJFn(Ya#-FL&i-RvH59MOG6OeF?eZKJs9|@8Qp*%b1g(B-_7BdW7JI)f zlAnpSniN?F=j0#+O8^6)O2dR7poXH(YDKwDB8aOo#zWRg@zF~gur7A2GeKvhuR~o> zrxZv8JLMwS8ljuMSbsn(c#&eGzZh z+wFE;qCZo)l-tdELA3_>GUPHs;BIs4Htepe>e~MEwrqY=a_SC=J@1vkLM5)sDN!Jx ztke8vVzR-4V9U}7>|KQ^9Lq;GU^8gAfZfg*0ySum3hNMbkb9`NT34kjd?0knm^xzB zZ!raIC9=*Gu#Kw;!i6|quH&UXIy1^L8d(ufRWzzEEKcl;nnfp^i+$)^A+5-~j*mGu zNsPtBO@swWFJAKkw%A_eHZL(2L9ca-j-S0r*%#Dd}_OP{PJ4 zwy|+qvNjeH^LR&}iz&~JLOJ*k(HG+j`U}z|W1)Ac>Ns4W1G!F3iqDut|8Xdir6K{F za7wO&Da_9(EdyVun%-_wUemi+;D%5{1m-$68T!p;eaviP5ykX|9-tWfL1YFMwvuuk zc!{hN)ArJdb-JuGewmZ_!+8@>hNA)l>Wn7j+3uWlV%a}=zaVBf1|;WaK+Bb5&-{~E z=fWvRW4ClZ<_dM@Zsm)}Ta*@Mzk7el#PIsV0 zfOUd&U0QO1yoi$jIUxgT1s50aUAZ1Gmjl?@!uPi+5_|<#9OkcEURM2B+bjP1dbiVM z2Bkk0>Ul;Qbf@9wO+u`bBpc~_GV53ozidA*ExGpz%^S+U z(ppMv$W$1x;m@`&DPRLg5$jCQ>GgGvjpSgtjFg{bt#5dNGS<>yClBvY=BhUDtT3{f zG>H#Z6{Pxx!XF&*BIxLp=*A8Hu)zoI$3W?v8|3K>B+xfbS67&XP`}fLPHA;3$SE+4 zvH*!~4l^(3IB5y0Hn{H1?t;Rt4TW15AUfC(??4>@>u43tbI!Rua529i*m2T>uV7i5 z(X_qg9V7cc&@=#8hw_|Ms&XFN;{&pQ*=BOHrGSme1d|jPM^Bk`s(^K{N&q-Y&cU!F zULcavl6s#tu@2Ro(@t?3S;t`Y+6HWuuui&~0=8apT4&p2BZxULPhbq^K?n~H-;8b> z#c%@`k=~QpjUgy4=p_xqjeCcBxelO`?AkFJGu=8jFPQO63gRS~cEfj_uc{al7o2PX zA}Gt(JlJM~CV_|KFq+tx+a>tQthrNTL9vFy!39DADT%v0L^eyyU1^FQ&Th>FX$Tt`dV~f)v^|nD}t61EqM6bwCh^ z9hx%bfUR2buSvg0nlkGoF_q&y)d2iI3G50HZX1pHim3y`L7=BNhj5@@3GeiV1Xn7 zPy?vSTV9^izKhE(B_$Rf26K9|LE@N0+=d{6dNYJ*7DFWp+Njk7sSAGkhMPNcsvXb| z+EQKH-mZbm=xgl%Hn7`~Yt*Ab`OR{W@HhBg$eS2r(UjQP?-`9SjR#Kl>}%6J_T%@GC|@5 zI5aUTL!xRTb*y~m_Pddgjcq>eac++1w`25^_LCojyUEDY?b071_E?9N)9aq!v|;~o zyuMtxX8ipJ6vv%It^*l8U*Yo@yrXC-+dII}{< z5T4fBI)z+^a5pF5anfUxofs-`%eY)qnzW~e4vraAtL<*PMJF4$KohqrSN@eTPVTVm z2Cm;^L7mPGLZ>9w!D}7m1MoWZbzuArYu!HUtQz$sta0?9B-SY_(HD8F!>R&eop@@A z4)%2thYoMuH@8A%nJW>*F{fz`(ZrZNrV${T{$X6v+q{k};c3)Mk=Q_#Qc9V?u$o}I zX1l^}q-TPrXm{*@M4~nx!c-nAXGjrM$y-8-;!!daz())+HQ<&Ms#BcnUl0~9DAytE z%{Kry3y7_a(rk(ZRcZT@LA2v?8kVx9;&4GJ6@2kN-|shgi-&p5-Es%_dX4dPbvw@^ z#VK>JvW|&Kr-s*dgGH696xKlq66;V$)CFvYrPU=49yFNikR2|KT5wAg)=^@C=4YrQ zfE^nSC&1+0l%O$C17&Fql+!>pjXF(14nU{mG66gYSkVUI60=Ult)7GewvuueC{7b}DjevExvzsd zYa$_HomzH*q{w?eV~doE3&=Y5hBgIkoxYABBJtE}Mlv62)FAPYn=Wp%^xbkgRAdfp zeovUt)T1Eb5xGm(*fFx`;5T$bAm}7gB=G*0X;HWS+;m((6WYRCN(lgR5gV^nua$M? zSP-Bwf*9L67^}JI14&*WRe`jHDhJptU86qD#&vU>CCx8LbFgz?gk2#>rND+~OLaQ{ zzCc00`$e~pG4c%>qBYyyuF{!MUa#vx2U?qMnhi(Oj9+29LVxL6S%)M#3sdoaL;L_f znhE=O#sHcW12$e30(v-N9qKCq9v4)~ChbCn@3Xg&2|9yn0=>F*A&6|I#7iCMfR?sV z?6ok7w}xCM-4?tZ@ie;}vQx**=TfT#ICW65n!pkhZLpSg7^XX0U}Bke^V~&a&#o;2 z=)g^%+WR(7x6onM*+cgeuJWDDNn(pCNbD)_qIS(ivLPA41+ojYeIWaXa+*zF?8}(D zo>(|Am>wk?`-eg{(1^}izypN?%&5v3XQ^ql4T{rS;vAY+r%@-vccuV2wHAp}VjYs9 z*|!_XbvRu~78GD{!e0sNG&BMW&_UZZN?>TzA?3mwuuh4r1Nt}!51W#xD4r^82h{|I z)z68ulU8rfn5qb@>vYSk$m@teM96~rTr#pPv?nM4xZe9dW2Dzw;Skv4gA5bYq+`%GM*UYw1)J1V#F4Un4m!nCCobM z6tMMJ=Roz$aALx%LR3buNI2JVr8!z6N~=aV1mu1w1!|}1+bATgcpoBS1;d{W6(HOs zwa7uGGwMsHjpv<{Aano+DXP7wlJuT8Q0+01A<6UtrJLN~!61!*9rg{^&UP1>3Z zX$4*EHe5Z}NqYynLEPYhIZgY;>oO+&&cz&hNGX}E338Bibazo;90fyXsc+-CBGy6Z zl#X?v2<=#h$^@nsN5hz*(*T(__)kIBA-icbN+dlsvJSx{rGRaPNe_;?#WZ!WdOhK# z(-Kv0&d~vDvD`4S>&+iih{@!GYiFD!(c9F2Au;KJWa!ehVW2vi3UuNHwL~d)TO^(R zBJ9P3yhHC}ZGl<%xz2LqB_SJo!~MW3+V{vImN;;$#+;g%lF{=PQ#aja12tM8V59ym zcRUj=WK()XMTQHP??5%%hG}Iv$FHD!yX-Om5dp}ImZcWgN)I~N`K)yu)c!BqcHl~v zz7EE3P3!`;x&+xQA^;P7`vG27B&>rKHkhtMH^*v4tV5d)n02VQ07YuhUDLW=fX>7^ zVZg@o(VnQ_lzC2nhKCwL#6yW%QySTI$wj$Dt9TyKh0z=(P_onwD{)l5^1RrSg){Gv zAEpK*60$iV4zkY0oKqdR?>F@|t;V$h8;n=e7#dyZb0nHIib7!?$9`e5;g}BNt{n(I z0Z2=n@>!P46kw5Z(*{)5yJT%ME0j({VFGh0ATfLcJf+#f14w7Ngr*fY0}|E@s)sZe z*BUY=T=9Gjyx+p(-sL(Fu-z+kVuB9sriS623j9Ektx70$Lxe`$LunIj46V5EhM2?F zP(#2Y)``2&IjcTStdsE7W_IU-9B%xfVbi3bm#(F_}oQXxHJ?BrDbHD z3Ll)92l-@SI2M{E$w7r^QzmHsluB{B5(~o0W1R-OplByROF!`9hde1hr_TnDcFb%j zrmLy^Ua9{ZL#IY#1L^Bv2PlBf>TeI7GugXqlEC2D7?nzQ){c*q%(xndF_hRFf)ZN# ztj2Illge@=Ke+6D8w^MgI+Qx0xMgj4>|1i0#Bb~vGFRZ~ZsMF+jS`_u0Ex>M3dE2Y z)b+nqPP0#5$bo=;AgbJ9EgV1Fu9ipBBrH z!&|1bf*=7KRjz3Pg4nk$`rTAWjd-jJIuZ8uxwJ%$H;KcRA>{cUCo(cB#@4(ngviN$ zuQ@B3F$r1Qi{+Z9%^p#`xt&9%Q(`f}f)qnEW}%H6Y(pTC(txsR)K{)4;jvJW4-p-a*7=4OiqgYB`vC&>>!6=B1Z-Ehfd@VXs{`;z6YGc!N4lSeS*Hx#0EO^yv8ph+2br7~mz&4LJ zknG^KZ7-756>n{O+-QMp$72B{47a86HfBYeMbUziB=}sGORq^&v)=Af)Z*AH5^{ai zkOH{~B`riSjTqWi$T*E#+LqGJI=siw=FdcyPM18QgYljHm1~4fieiPz%XP#lhgqk_ zx#@&*9ZMuqBWs9tO4?n7sG?D~l$M25Ja^6Tg!>&<-bDUck`L$vox#2i=lHbV9gA%o zexYnrifJ6lQ45sPa<>`&Xnld~Z`pNfk(j~RI%OTe1^0CpiSFPv{whR~$8mQ@c7zb8 zEwCnmeVsX^{)h&clDVQ42K)7Vy%AiXTpB!a=2$F%NKrS#%3YxbKi$dr0 z2SlV>C>p?I+Z+-lJ#+BTLCkVdnx?67aUsvZqE;g|I%ohNi)Br2jk`d>g@D|l1Ukw( z=xWQk&I(z_eu#oGZixcb0dyL0jiVkYL8pXWyUwA}ndyS|4_ODyq*ys^zkY(wsG0z~ z`v?|XwM!}+F>N=*IvTstYS_dq{6ZTS&yvH=1PM*9bzDBM(2Us8RiX)DXXCs-5{}Ne z^~pR5YEvE?<@xJ{xLTo_0H@4gSZ9t`4ef3#wsFZO9v5?GTX;b-8my+xQ>eHtq2+1u zFfY|-3SoA^;_3^TC#4~UEle`7^#>3bmK?U=#*X0O;0w*3(C=sC>Vd4NC|!wwvZGbS zU*n*oti#i7pdhgMNdpVm45|s3j>trcpaUQPuz>D{^Q2Xy#yw@qB5C`?Lhe(R_HhQS z=>Y3Yxz30;fy8iL2S-$(MwL2TU+{fG6A>WjCZ&^1K8%Ad-t{=wN!W9G8*_q_I6Jq6 zY@X*TK_bJ~8nQ8TRyNmhsm=!Kw+-)}TBB?;MRf{D3#pLp3I~+yc*ZycwF>Y2yg-L5S|AqKxqyuZ1)*|c;M+@qfEPyrRm7DCoqH)0 zq^V;aP{x($H$Xikf)3DJgZ>=|Xyh402HY9znoJB*pLO8wiE;zz1_=|zsn0r7g^kRl zj@#NMoUKseLX~Ke5hQBbCalB0?F%OtO^*ElBipXf{ZkfL!xK;0Ham&3hoLt}O~p0! z^+39mG65OqtZcxR5Ixx38+zlcgvuTcqZ|nr_ zcFP14bY#Ff;WG3I{=5 z4rU%(aw~vxgV_j@;PWu);V(*e;)Pg3gNFx7!Q^0#Q5OVkwdal-YyFTHLm+bQv9ipI z4RIrGjRJrsO-sJM)37*Qa)k{8I=s-i!d6ySct1NQ>8Rxqoc@NED2PDmGsVGBS;ydj zn}G>9s7(i~Gxc@C3R{wBycNfR&F6@RKte0rcm|j~*r+te+omL@l3{BRG$uT9lPtpJ zYhLh%cTx7uh3`#j0$Bsc;xsY$6}rNHkBq$~37ZsP=>P+^3ucM+ddtv(i0zRt?HF>M z^-erF@Bl2t!7L>wp$@|d=1;#>i}2{v09CW$XoTO2a^AiEr14uUJn z(V<|WCLamQ&yYsg^22S@kyWDdF33nluxM|3($|R>&Q#jO?D?s#h4>v=Lga=wXS;~e*?DZV3U3+wC8)p32WE9qsqDF$-Pb=P+OPMrM?cZ4$kXPz*geq&XntPpcC^V zX>+-tXp8)y*!qTs(bVz--*;%5jT_?&&mV`D=yH2V)BTvXzY}fTFC;sG+hR)4fsb7* zd4n~jIWY?o_=OQGHls~aYz^V$DCJuau;JE%csJk7DbrrTm}uSxi$I{Dwq09>*rKlu z43?ry8m1MJ&CXACG}~E%8}*iT(s0(wVw(%5(}fNTH_0hYmc1J`%t&|!%O4A6UqezFm}6NHZyObU()9;)=^H9N zc#ElUK{E$zz+vM4DZ!&LZtE#|O)u1Bis34P0(3}#fUU&d48%usg3cw{f3C6CjMHoj zr+p?ZC~R_zu|q>H?KthZPJmtJ2&FltMr)_7hF0lvzC`g`Nf<&LrNJ7hm=gyQc{=d#s~nf{JU-+!94!HG_HtU>)3x0DYZU&;?s}P`XCT z=6P*4JYV3ao1(3U6s*m}Iz0`Wu*2m-Y{JEPnrGW25z;XOtM}-GifR~C)|4Cf`S-KNfO1TQt^Vu@feI2I@qeAwK%ko<`xHbVBJ*8 zE}k;ewqPS1-WP(|3y{$q{5xQX)WQOBL8b#Z%0_;>+$I(KPYbpb>u;&Qf{kWl*u}$0 zz{b;1F|50x&&R8sE!Uw`(9~!*g>BT7l+%k;p>u_|5P(jNu7zlgke13iP#DL6tzo-% zVjcKanCl?OI1)@~hPyoRj_c<3|f4(KGlW1DQZ;q2z{ zoB|ZRcyJEW7H%CSm)>G3>e?xEc4A@38H_Pv14^?wYSA2gf4=R)_Oo zdm&FslOWCTrql#GTkz0hvmbD?YQ#RhV%Fg$(rHXiBld11tdpjdK!>z9DD=dV0v5}l zIL*+3yoOna7FZ*6!14sEbNB@*jqAh|uz~YC)~1swU^}QLkX3EGRtHg{OAgHd>m)2H zAnh1g7WSoPgTWk`hmgDBrT?R)I8C@D5oN5}PhDnU*c>GG1aMTHju$M6Kp!(GP7_I3 zR-ns%^;(u8lJ=Q}p*zr|(N0?YYmRfFZ1ZuU{+&B-x~JT-s7zOl($~WQEme#EU?u#!5yiwSwOQ)+uA2(TQo}4h|1+nZQ1z=TH#0@fK>KIoBcK zKw2U+Aiab|)&Ng~YeTVoP;!|d7S;(XY*VhYI4Xgr4Lrg2DuPa;>#Pk+V-i;`VCT71YjtX{=*KGVlMx1Lfq#>bjjT;dktC%zT z3vOP{#VeYHHCxb1$IEh_%B}-&?zmVa3MD5RkY-Q{9tB%_Q7);ola3>&p@3~GGNvS^ zdKw6C8eRx*Se{97UPT%N*f4#m(1|N$9qP`IAXH`!63B6CNNOyf)%JsRQ!?uSOboM5 z%DGNLd$Lix#;k)Tyo;&A)?*#g$tK5lKi=4h$`X$Z4Uy+r85yCo>4=VHb& zm+mNG$>}#CBr9p>2M1`D#x|fm*vvOJJ>n5m?2hh8KngX3t$kTls{^dF6y-Fz7RGhT z^)zK27=Y%04OdbV^#rVwp5r8-p$vv9Y)wf@94zu6_!bZfViBR{A-7VXqpDI0*hv0~ z&`D5tJrb}@xlU(+HI>#5@enoj$y1FCrzzKQLp0pHG+vIwg6xFXj8X$V=~)xNw=2mv zx510ako#vWL)EfLGVvvPz^@wlVW&zLO-V(!tP zNMOglhQuuwIuZ(wpYzJbbtR~==VDn+vI3PQ>@eej3LK8Ljj|3HRV(Y*U%!@7XJwtA zMcItd!DR@5{g_!NmRW*@sHGb;Paxkkq$7e3v^7B-ipuGdhO{jd8}zJBDbGQ@=mIwG z!ZQhFw*+<9$U5=FIwP#(9UYEOy7Se&PAHeiFqT^IEL$Re1KLPU+{QRVGtuaR=qEXT ze3+KHz}h4<(Za(J3mwGa&2EeumQFIJNyoMzU6IXo8n>!oO^g2sI!idw^gAD59WU2G)~S$nc)z=SNY9(fRoIYq62w>xj6%g}+Ahjvf~3njSlFA& z1Y@k@8?y)7D%k(_sI-k-*%OVO60g0(Tj9CBKnWBFemxDFY~j74uVlOSn0JN7EKG3q za`yGm&JHg@U>zIeI@pxK>FSDeoqq##w&30=!W&V7Ubx)FCP?hY3=^anw{7Ohoc4xV zOjJAH00(oOWeO`pV>FSjAhix{9DfEm5KM*3!Nk-$4|;!MEka0r`QE5!He1^M;3$7 z`((2nGVfS#*rtG2D(ut^irFp%lD%MM=m0=o0dz2GYIx^O!_cWHn5wXdj4jcCb!rT( zxHt_cKq6vSHOzHN4A?4K!%NUXk2VO{I9NmBjn6uj1Z-3$K>6p7Q?3&VarpLaoKj$T zLlRRGZ5&9FQ*lI6Ypz6VK|$2jy-92%t3;7XbTt)LOgY)2VK;Uqh`A?9rXLB5KNC_@ zLX^>L6cDu3#zJSmr?$=<`<*yI3Mv{{@IEIA+g!c~)1-~db=Iit1Q3>U8LOV-LQ&3k zw7Ij>aIJA$;BmnLVdyHwf84g@z0}A$mKtk@jriLTI3Ko{EIbyvMu+;bSk@)!^g`BYC9=<&7FhGL zf%yeFYuNwIW&XI6Wrs9uu!D)vIpsN^MvG&vujx)UtY63Lwan}6O4t*Uk}eK3X{t-W z$+yjBy<*ZSc@;akI{G*I_?U z3iFbLi_2RGcR0lqGF-qm2u=HWU|Im%!wt2AYNrhFhYSRC`W_12#jZl=L@I zQlb+&CPZ)PIruIqJx~YEv3d= z;$F_w)2@;E3~4%f^9L;t+U@r6t3%yOSf|phg(U}U!a5wV)d>e|Tw&wlG_`U{TF1(0 z!0AwcPAt$_Rl+*3qL>0Z>H|XpL;;)q!RTO^BnT%e6Vy|MEjR@hRD+BC-WW4lG+4x3 zmgWtJelT|*tn?k6X1nZni_pI+F^+Z0Sa!~`U;BDZ%1&JPo5&hoDszk5FRx~BLq^O@ z5U}yc^L(wWbMb%qV>t)U&KTOAYlGnyB`u^en2VemvX*qag&vSa(6)ln1ezyR!yNgN zV2X6N+-hnA_=`R7j0$VkC8-H+?-#f;2Szr9bpT=KRpqfxrNl+7bHAvhC0c7=hpTE> zVS}RC3W$ROHd^Wins8(tgq4lqXdfaAtKHTMn2lbm`MJX04h zWEF2B*pW>;nCr|JaC@M(4o<<;&0^m^&dD80nAJ{8;xAj3(q zr<0;%E^kG=z={EORLStu6$MH$!X@ZbG?HU4RnoR@VlwJ9O_Cz3q$&4zWOqkdr(7mL z=!~!qw8R=^9rhofIZ(`XaJT?40g??c?SSbXiUUiEIZ@Y^5C)NT4CXon$bfa;tg^p5 zbY8ie8r*ZRw{9=PO$R`fee*hy!RlMw-&YlUjIM8E;>CfnIe(QXmf%R`wMmQ^$#Y7D zomfNi&xH=wQM!}Fx&fYY9kdygwhpfFOcqiCz`w+50Oka6l4i+Tv<)UfXa+@M12l&M ztpF+v(3@b+g=k*<21)|**L4d%ehWfitb{=n$I9t7ZIMnDI#(qy4yy@R2+D}#DQkEL zYp<^(tV1DPf;kLUxncJxE(^7fim*;46*fymEM}#(2;`xIKGr16fd>|U2qrt{PQ&)N ztFLE&d+4OwYFPybW8VX-cV(jiZPIbkU62PQ$)&ePBp6y4R4iQDL-8M*TKq=#%R0R; zjh#dUpDdlznYV-sZ@T3TX(xple7s*%jjO?cjcl1Af5H7X?3m*MF4$8A9#WXJlo->Y zIcU6zw;Rolc4GEPrMe{qJQPx)^4|$Rv38~VLS-taBsIaBvJekCyxCCvY?~^$y>(az z!YySTtgXeUJF9p#Rf4Po<2E3mwgKTvSjR$a#TB-c<3W&JmkVBh6+^&gXikXOOIhc9 zwfb>_PFg{sbqjyCOF)tR8#axJ^~9(}fx1p9K<-V54zJ|RhPxgIIgcv;+e3MX0=D0< zi9>3F4S68&;x?U|z*qUc`a1(+vzS;Ov&~)2)(4hc`S4PvEKR}vTCna>)T!*1kvW!^*HVoHr zKS9YAwuEyXd=wpYsJ3Pj3fQoU20|QUotRppRVu8LN|~UN!X5mUNh+%t(bmH(YMm0T z9qYW?wX+F2DFTQ8ve;Pyb}AT5se*XR999%ijmxjMU7F5%#Y8B{Qpmm0MOQ#j2n`aQ z$;#%ETyg1QTr6U@%S}tsvCET)cX;xJRXNxUI)}av3p5P|Y%p~Imqve%rs47zT-_E& zJK5xholX*hZlNFzTMf`jdIzd6`5QZ_K}dxe5cPF%7y!bf zp9ffnM;hvLaja3+VK1q;tV%jkOd`~%$)tFPH1PL$p^WdSqqt2RnEGXQQwT|IUqO>D~ z1`U>MoJ#>2D{d0bXku>zJXfVnP$n?QI&<`@v55-Vp;c(iY^np3G!0K_!T^pN35_=w zXaI@}b^$M2SSz}=e?irN+B&2l-E4w6owW3p>$0br_H}M*+NW08fK6JQ=WJD|Mo(au zMrs0Lol6HDKVYLSXd-0-ni9o;ZIMug4P@Ao>mciBU7AYNlD8xKGyF&N}k9oCr+ zv(8d!2UrK02VRt(vaMSX@Z55b?A!GQw7u%vJsG%Bg9jWhvCtgz(lUb1Lfk)TUPnx+ zXeu<3SICeJ6?9lNFzT9%L!##}76YoXbdIYr$cNT`^FQMB0CqY!LX`@j2NsRuq8)a< zfj>~!PHnD3NluBTIdPy~g9V@D@yYR8?6FS80-1^ewlriN83?GULO@xFV;wZ#^7=X{ zYHtWSByNj2V53}zz7w(z{33OXSzyWPPxx|}94*n3pk%kVlKiSB*6BiLzFZ<~+}}&d zP`gEG6RvUdmhL3%2zrc;;stAcydj<#LH(2|l1PB}9m?`Jrk&WZ zNw%ox7&`#Q^VOB6Adu>y8LdsEF7HoIM(@@C7)ouMk)cU3M`B(6R;4+ z%XLtJP>QE0=@UwNe%ak^QCDR3mZWtvu}+{SfQH2m@MB|mW}Ph_d}561r$;rR;akQm z7AI@lT);+`KVJ#7N;HN~V9#l`f-_nqaLeR$)|y5|6Sn>2sZ|S|YuRS7W(!VxO(AsR zii`qJ1P>-k4Vps1%nt>17z4#LzP-_zx7|eu%ZAJcOP2|fnqV!^A(^vb=wQI+a-EW$ z42g9>#pAP1>Wb57TtF^1#5xrwF4Pi@Q+DiKp<@&a4LGnv+DU2Oa0yCud>UfMI`GM> ziFJCcQ>GBBEtf9Wq4>??8D7RVpc{xow;Tr~wspEc0Yvwl{d0||BIuyJdQLuUNy2JR z>Wb2?Y%&L-l64|L;#vXudSI@D906-{U~NE+tn=^1rQza|sxq77&;d)1nysGvcnsbx zdKqd5g+&P7dQc@8Zl$1u!7*6Uu+f^eD*Y|KG9-y}tn+isISAPblx$<@vySB|Vjb#_ zrsUWum9qsGr@@g9$KWa{6Qn>SB@Z2xY6PEJPKsgD4R8l$?-hAiL%=q%PB+&f$rSj* z65|l_Ks!w*)f_rZH_eZY-zPO44V?5znT;+FuHWIRXiXJ12*G&2PE1ZZ>_ngm4~A?B zt}0VID>3`eu#DIQLZ8%sPKJd zC3S)n7ur&NucEDPTi)VXB|l%u%65egl(kFUe}kj|DED(6R!*lZqbA!y8tY-!fyNe? z4N&}7TlQ0Vn`qeRpAV#k?I&I#N~}Zb1PItB)(N3gTAbh&Wp8Xth|-so^K8rBg)I_M zXm_e?z_?L4Z)U;trhhoeNxaQcL`nC1u`t9di=jh5jkmg?Jq68?7_Lg2h4{HGWDooz z78~7#j*FiAya8)G(Q@VrWMed^g1ebv4zfxN=sO*TDiR+stzguIp&CxhHBU&Cpf16v z*X7itCRh^dP`s3wtC+NI03B9}V)3|6vBKuF4nT*{f(xwCPYo9wLV1OA9V$wrX-AA2 zwv<_i+z0>-JnBY?5mYybbqv`XB+NQwpHnwe8#IItJ{RbU++ceUs;<-(jSoavN#cY9 zyg7s?>=z3!&TXTp{(iCWSchtIbDh`GWh1x|%ehO5g*(-tNv&I|PqedY_jXfEfW~*zzC0aJfI{%-&ziDzDNs>j;etAXCto^zt zYMUopq+^Xi47m0e4)!`_fZAigBDW`leaXN7+*HjR4w4a-ea_6tlPg44#V3QoAYoAZ zP*Z&^sAEzcIUN&osns8*mha2>JeUg;p`QRlYoR~I$jx;59LGo)<-2{Z2N zn0P1&)>6h6NozAcP}(%*Ky|$1*U*7U4gSh0Umm@|~y1k+fz1lPCv;iG7By1xi4yYr}o~(6nl8=7%Lj*oBbOKt< zXil4*yV)LiG^bH;0d*ogb|HzFn6skG7sz;c!+tfveb9uheWK1Sb9&A3%>f3azTexO9dak?cb*BgL!ty5Xi|y`h!se9|YLf1yzo1T6APM*?VUtkMeI2D$TQ%b- zz+?Kj6tPyHH&sSpAW6c8vmBfE3>-lnWtAzhETAiHG4q1AXE9wsK8Ix=*6)m=HJKZR zUue)J<&;L_XXJ~9vV5{3+f<0!uMsKA{HEw zILApk%N{9L#G+kz#)qBm5!hjUf=HD{iNMB)H~^H8L+9Uh!P+HD*wld_GGXJd8Y=wRhBzl^c; zX!QgeM`vY=g3kGpBPV~}obwaA{FHKa$uHlo&96{S;dZ!K=d5SfZCcX4%Gk{N-B$x4 zIw{cVHx&bGSZ4ULCEDuz1|(`4o$B%dIXdbcqU8?vt6RA6j!7r-YFxw65vk28sO2FL zZr)#BG;}b}fEqQWXd!}*n%gxexy7lYJ4lR`^Z+kGThNJNQtuT0`Fb;dMT2cfny`g` z2kMMJO6WvIov0NG+o6Iwm4P)oY_F_?q{G%F`s<8ifSd<^bC{ULO=P9XpMjOQ6l`B7 zK?yXcW^7J}QtLp(%1zINZ5ui{;}XFO5xZ3WM=5(^XVNutHtza-CN5_gPvp=E&CmRT zHf?^ocdz-W??muvm-9IZo?W%Z_CP4t-E1ioT$5KVl+eK`&AEmrx^9&RLX$)hLntR)=gZ}Iy&$K<0fwi= z5DRXWD7!O@lXwuusMxs~{cnfbBi4F)IH3{Jsr?v^KU6E1eyw*BI9fUa^o9ajh zy+QuIN3Fwz4MC`WAkb?AmjJ9#t9H=e9@7?eWbOSKI-Aguk_F3+oe&&@Ceso-5<1QV z)t1>W5;d3n?d1~o>3B|ubnJ6YbZk@Hi)6;zuFZF2z2@^TF$&a_lro~eMQX#);hC)t z*53MQD(tCzQLj+b(&<3QJ6&5kauPaN0fT7<(SW;d?Ph;Q;`Dkx9vgT1emMeDw9yff ztSMt#vdm4RxeBJyKlGPzS;V=1vghHw3PXk{>WqPG?fpDTEFmnJzO?7AIf7Xse^B z!+U+A&V$g&N!EqB$z3O$U=GvpqOVHS`K$4mU*G*TN6r3{Z_}Ui?SvN=cZYO{ix3ia z`K4M|_4v-5MgN2#+ESZ}E{ZK`R#XTrJkA2=Ivuq}b%I0cn(lnC7`RzSFtAl|~Knod+0&i1aUZSEd9VnY1ydeQ2>d3c8b*(OK0^8SP{XQ6*Kv5?u z>ad|4jj1z$@h1rznQf7%lONV#5{AhJM+sFKF)G9->U&CAFUU85|{z%C$AhoQq- zCq6rD4?<_zb$$NF@LA+TN!;Z01qru<@!sV%Uuy+e-Xuhv#7}ck)NvVg_VUd`{$_sW zuLq$U_I@51gXBAF~oXFtF=YD@W$@KKxhBdT+Pyik$p>z4Fpo3vf z_+d*-MP@*hpy4Gt$|;_K$6Kvq9k#$)Ck90w(}p(GNl4fXb)wcf`6^IQhsL6=(>8$y zRI*y@0gbtlFdl}etQuX8yJJ+~Dsq$SX9INANhL}@0 z8~{BTbq<0$DV_Rs*k2`AI|*+zS3`&9DzEqnbhWmokNO+!oN96IyiP;|?3tw2L40uq zIVzN_LQx7{EhDNeTmm}JtELCr1R6Tn)?xqS26enjH(viuLhJPXAM)!@e|7E-cVKfZ zF(kx;Yp!+dZ;C;qilvbB8qZ&Crh^&|nwqM`Dab14>M+S4#|>|E*jVcff-jK3A?hHF zV!~!hIqa}ax^!R(8v#U|+eb`uhe#(Kbn>y+7Ku8MYywd|Y`LcsZNULB3Rkxkb;1*M z9)?awsF6NFPS|!k5a(xxj$BH2atZ7Yd=r_NDeCNjI_Z4a@86F3vo{H;oYL+0`4+C* zUAtmo4vSQv&S5S>pT#PE^^DivnlcKkL!jbPC3M_9>XdbF4d;wH z`3Apz|Az$FZ`a$sHj!gsm&J4lE8BD*0h0D6*A@ z1F{12*WfUhSnCMqf-*Z#`sZDT4N#LKr^^5&$dlh5Fv_FBS3(mlqs}W(2erYqZwGSNb2XAF|g zCZP&I>dDZW*-jlgv5Z@=>(;fkEEZ5lm%EGp*^OTj>*y#r6n28sG;|N2CehfGemIO6aVpV+k9Y$f$z48g)vWfP~StIXy6R zq*vfc=#;c|)a?RE?6`h_P#SVCk3hJ1g!V`5i#}_GgcWhASkjaQ60JH@3aDh4p zt!V%~Q4+Sa);jXd{Mq46K6{hSL37TpnwR)#I%fh=?nWoH=;P2!lzg;S$p`98g;Tz4 ziK-JwF^=Z~0{hi%nd#`Zj#*jLO0=w(jgqlRhb@QBncDExCdF^puM%6k96I?{yQ`}S z;5OO`$b|fLIUe)#_R~E$^6eyaE?9>PJZ-%SG)2+V9-WpfNjPi=)g}Pypqv`gHgsG~ z#Hm6DsKbPfgc&eC^2uVJ#*f{8Qg(S0wM$c#To*!IgodTr8SYhzN>ksJJs=^&va(6f*Eo3WTv z-w9c(5ot@*;pkrraexC_x{hK}(cBklc39|Y+%Hh8`qr0~1KmCl$B`9vN`p=41aHNl zyZEC5b%yaja_Hn6p8o1@;sN2qk;re?K7-Eb{bA@hhR*eMV1o_)ay6e8J@sK!r{4;7 zFb?V@VUys}S|>nzo#G-q;cczx2Mw&P)`_LoA)BC8s?BKqYN*$Jg-aqPM5%-h+XOaq zb%AP%3S5Ov06n)S>fDA-2^`SS1a-u&cEAq52*Pv%IB&BRHopnFKAAG96J9P z)P~#9aZ6gm(t4H!G~28r>ZDTZpiMB{v|&0n$C5Yu(d(;=mVDyoGK~0 zE$Rf0So5QZhB_RzQnxa22?5#!^{Sg(yPl|X*J10V$mxs*Ee*F>^!2Gw?1KN96jb)| z(P`ER&oO^?XkHH-km7s!OZ#;C8RP!9IpfbsX6?)QV@?j{m$IPR&M+kd9ZX>9W;juLMnVABg<(`8jT^6#Ugh$4cgSOeEun9@JX@~va1!i{m-YjXId~`g7gX4JePY>Pp!D~w`sg5Ij zbl4Vd;uKX;-?qhD6f!yH2CT-sXcO>rY%ef9OtxeLznQKobWk|$UIx+2DX2rbQwzh5#RJ(r+orxzh{{x`_qZy)3GSm^~G=1BBg7Z2bkMV$eeDa>?SG!g4Tnro4KI_1X7svC&|Y!mPqUQy>s z#JNMAMVo62y42^sKL?2%JyGF-6oEQ33m!q894+~?!_iO&p>sNf{r;2z2eE}32wdSZ z5A`=HyyvZRi0)UXVkPRL);eqi=;_(1`=L&FsFDLk9n?M6CXhE$m9xi{Pk)OXsp8%$ zu?3n5cfXy1I`7{P(wxT3rqcS=atB)nad+Jvi8>DtabT$ zM7cquF7#SL0hNBc0(IVB&?dN^>yEOGZP1~P@we;c(qFFc?FXR))VUsV=$IaGt9wg< zVuUO%D%1&vI-0O$sE}s5p$_~&9XZ;HI(4lRmGbGJ*#XLCPyrnqiTc*OdB@VcE2tAp zgN@E$PEFzrb%LVKGjwj7(^}+^NU${R>_p;YRKSm&NU2C;fT+`hSC9@f0tx66^H&Z) zo%~rwqy!%I5eq$J$1p82Qh}}O_-c8(#Ezj3zfB#sxn9>5Nj~IPZbLh>A{8 z)!n1dt-;YMHx47wsA~&4p~e5Z^B~$L8Fi%5_I}>XOT)T|orGv3sI$Aa{w`{KL7nUC zG(?>~*`iWJ-wSz_z|X!~braNaYr^*R7Ik8&b#g>Whb=O605N3FK(hlrpqj8*Xz5&s z!z~RRsJnN*BF52_Di+jnE9$sst@9vsxSn!l^z=PE1SjzWAVpnN#Ph2yu@EhO;%|W% zbjYET(Ipo*f6q}9F0a5E0U}|F9{2mSbZyPT@g3JfDdfHq+jKmNi6|Fcuqx21`e&p) zuPuDHCXM4wSBg3Zx^-O=!<^se1pN(Xw2-LHL7Jgc4=Uw@-QS2hIdl|tD6!C%y&Y#f zwcYh{UQVZ%pIdqnEmB2(o~Sco^;r$Iv0tj1oZyFxzZ^nmEU2@F4p2wg1gv$q$Qetm z(<%?mY3OjJbSxv$2$2Kjc#_x#TX?R}v5a!csSDUph-rg5pt1@2kWC;RwrA*UL+6UF zw9Z9y@Hn~nl2?UUgnu2ta(Nsm5AfqSA8wHi>T}@L>ALp{OGly8&&2kkmqs=7yB)#dgmY zbws6&{5j)_)}a#(b>KYmY)*fKIyru1zcW`ouaLeNicCsIodKEITJQ+!#Ce}XBj~tP zay4nSq4GI2Klka-%Pfd)x!tP6W<9M|TVNdMv}MF1rL=hn%9w+-4i`wBcGVa?UZvJr z6FjMar&K^+K8JL=#}wT1QbQU))=wPPj)MP4l!f2h?Hc6x881gq;7Zb&N3} zp@YrzR0gFG9a7YB=7(s_Y3@b{+9>KI+F1GY?6BR{I%ft>h8-Z!t19+6`m!dV&R*Ej zjTJm6F|lH;6Am&PjS@P0A>$l@IzS}1PqDAs&nk6m(;2WpJ5q7XiH9P68alEVMz_sb zVhpJ`OCwdL;({A3d9i8A$!d}LXi@BFIn##Hn+EgPXmgsC<PQ4_+XUD( zVD^*q$kTaQh&r{Q(Au1qO}FbMXKYa^s;$$8p75ouGp)7GAG%MF6Sj8KoE95hUr;BO zy&6Fs*$UOVo^66o(m^3h+k$m*=}lJas9<%X_dG&pt#vjDn_SeQ)jEmy>W62-cGF># zLC#KC@>CVr?OMuYntES|t$cFOra&x|0uT&@Dt+X-4yZYY-z1P0+2A=I(qVt&7-F`h z9w)8PKB?GdsyHMDuc+h9U#F8?J=w00mFH@STHkyOE2X+2>1!^m|lxX$hubc2QP>9Y za5%kYRFcnTC4c(j7`hE5Shu%@P1cesPd`L_75h2|WZjbQ6f3vVv15|PE`e9E9Lh|g z|7-~xG+wkdoiX)I1>rDDr66gy`>qGFt(WsQ36shoaM>*6&}pvU-``&#vE`MFU`u^D zP~U}+FzkM&xL!24nF+ZL5XR(5-J*_5IR6LXnvsYzK?^h#b3|Qq8=@v`kqSC^1sN_t zoi1s}aYbTevm?-)XBeq&0_`C|9p;Z9RM)5zbgq+VkecD=i8?o^!{*WARlN3moz)Ym zTt{1ZrRN%TFx=r+4*cYZvFJX{r#U~*eMozMOo#cc-Duz3&O$emQz+$yUCc!njS!q& zWTARJlUu(^RB@uyD(+~D4P#NS2G&Nzk&s+X|eH@#4B1dychw*Q%5lcm*Jhn}gR@U}V%#a3#i z9h$#G7mL*o(L3GO;bxp^umAx707*naRBPJlU`NHKDZWeUw9`oq>~+}H^H_}>H8fmZ z>%5ibG^-U=Cfy-(eSep*=#1Lt%VY;6967_f7MgR{;y|p^Dk4wYy@QajdkJr=S24B# zoWjRIi^GCCkzSr{cnfYC&fEDF(_p3g2nkSW=1OZ?V+Sj{q!VmHXRmoXovd0c ziSC7C5avt1+U+y^?1f@&sN>x#^Jx@LDh#w470@Q&4}@WrZufmPjkP)jqRo-1eN_66Q~pBW{c@-70C&Dx#P;Hbo0oN9!2M_QHxfqtrT;FP%hNO@Y4Imu@R@0vdHd7yYJ*uxYWq zAEXpNeLwpWIV~?k0yfb^RtZx53NZMJ8zw~9Sn84Ds&(_7}b-y zLY=RQIum9%qpe+YrUX&YThw{e2t~ps9Fu40Y*0r6=S(Vrz>l!k40Iq!90YZS)PQpp z;dgT>o&YcO1vs59IetKB`w4Y6+1n99TUV5tDoZ%i=&&^c7B#9uozK~?Rp^A{8agu5 z)`UuI+$@f~b_F4+X0V^9knSr{Ex!w^@Z?(q>T?oElL;*8)D z2}-qZnQV@uqRtdaC6uXiAB^DO}BKo-BdpmpAC z8r1Y82k!gJ_xI~ndJWnokVgsIC#ljcbnjCIrF9E+n{#=0gErgv(NY>` zY#Ub~)lQo-C33=M4es@C=R$?66EE5#r1dnJEc+m#!|8uM@7-#IRN4f=S%PXTE&+XyaVY@+{E2#v^0#$O= zP;~Z1S})htCkdJlqNWa@tGMCJ336=7pKW||-YizH85-JHXLVG7Y6h9pqh7&-X%omu zj=7n$PP8i^RE9_F59{(yrwJQ*Hf>nlZ}PA3#?QI0X*Q)!T$OK=!eVlVxnV;;)IZf4 zu}2zoK<2YyE;(jaQ(%^YXLy4;8E7Rm2UH?V*hUSrVbFvvrcH-Uz;Gzd>9nGb+Uo?Z zg%CPq^$sJS;mC)cXiU$-C;@eXn1nbbEwuRhvrX_gbd>&y7&=p}KdIvx%#3{B%Zczf zR=#}y^5x4WcCN=$6NSr`WaZ%DI`ys!qn03qh8kK|(X2#^A>x6iG!3Pk;o zZLK4TmZ+1C+F=8B1ojk)qiNcr&QMT??K|?>lwX4y5xWopO7(0JKn&ZHS~NP<3W;=0 z5t()pv6-+L>Vzli+=k9-p1I43+nMEJ3{{J%yQyuyf5U%YaD4mr-9G$crB6=WW~k%* zRy5k(XWs9-V*MUh?{~MVe;#>`MiX^cuqr$>ZxX$jh*E0`{WkGK9Ibe-45JV_cMURs z8%kB^GMjK(mA(U+bHQWs}cn1kRk=82?-lAwFk{-bo!Cc%I8*-_x zbzZ4H>YlaE$Ed@S=bY3_Ok0&s#RL{jK{R&0Fz% z}%nr!<{FXkgj8|o9pL>I%A|#y)4~7 z_jNu%9Yl{crPuK?tZZS;D`)Q6A}Ghqm%rq&$#3%i8bvGkTrYEoJ3}2iFFS2WwY!Z1g(il&87U%AW`nL*IkCXNC@;nV; z9l6Unx!;S~!9M>BVFvK<$Z?ZDUFP1oMIvio8FOP%DF!350aAwH_eZEROmdbpO{2dQ z2%C)B6?K3r()zQx4&11uG_6o4Rke=J8zh1xX%oW|N*$=zPbAk!g>wt)3>fr0+XSDZ zj)u;tp<|naNr_*YZ9`xx!w{{~t>np3^cM}K{0{u%qg#wXX(wn$@c?g~Wq&JAAkuk* z&0d`PAs+1{j?q=qoYoZ@wT*VxF%f&;aVV(MreQV44X(TIuld5pX>Zoo#67fGH9ON@ zq#2qR4=C;>igMV*eU7P&J-t}EHS)giD~>o$(@1$cKt~3_eT6zXSmLXUGD$Mi?Sf)~ zIHuzGJCrs-R5=1e9mo+BBN7TrWA`B9sldxAVJW_LlCYuHiOP42=wP;*ut_)2v%^L~ zob*iCZbRo(7dzMUpr~U5IQ6@!O=c5aS?zpXNSa*pIZ53lpL@ApJ2kQPz7VLHNnyWj z$HJv82Job`Fkxeo64jcjtIYzssyp3wH6e!tZJn_~kDzW7tf*5PYybHX3VRGfXpW2L z!a_R4J=jRn3*Ki8kPwoxC%;|hV_)mcDVty_4(>U2h&q!#+c|UubtFn`2^x_B&x4W6 z0np!o?5{$F>{Poqh7NJbLvva=(&(W{7AH>yLx(oyU=wH`&W5h0>ye`h`5;1POuFRv zM4ekU!RbN5)~+*b$-bdt>5$J05aiP(R&k`IaekhA-TFZv`{n!l%NdI`w!>-Xbn9x= zp$Bg@jrTmm2kLLAm#892Wbvd%yf*AqkwNB1P8Wp0Wu}!VGq5m}S|@HoN0H_Msit@& zfC?ZxOZh|BqS(RgS`sGRW(!eby{!-!OXJ9XHbG;J|dnx_*fC}B5qA;h&VpryrtjzZ*vS9rGHC|Qg`W>+q3E!wZM8MKe1K`w zv>s!ls8eJ=yUOaRtB_~y5-9K>7hDrI-&#zfeYY_!={}@^wu(BKsB@~5BjOMne?09n z>NL_C*ax|I6quI3KVMRWYwqijXiy|k)JfwsRvos{P$vgfu+kFLOfj;y5swma>d+Ba zk2Q2gP1uxX9e_GYS&g)jAW2ct7^oAdlF#u?BGFwgglJAriR(JgHo;x!q+WYvL>*m5 zR(S_XuB5R)Uq3j`m;Q1-i9v!Mh$0-~Fw*^kR=elIfbhHkURCJ)=vUN%0_a-h_#&aZ z=4x6psXAJ#F1(&$w6Y1Nv#kVr4wP-f6l>Jc=5*=u5p~S_ zQ&8vM4RwZr9kytqgr(Mzx*zl$QrYD4K~^V4MM=w61qOE-3+28@nXNYylxLjzi+>W4)kkYrIj$H zuNFG+sFE;{vptlF!6tO1->{;NC2Yzj;GRt+>cAQ(ai>JS7)qN!Q*1*Wy7~s7PKzR| zd!o)G)XAZq)3v2RR$y@pQvx!iF$g1#v{rwzbt!V63&*#Cq0ack->% z1pDj&v^1w9g@7F2(`6)AIU?>lQf#4!?V$0HpdD)nsIOKUam(cR`_yHUdBL(RZeDcH{u+ zO2c;}1>kf)N6+!y#_Ax3Qs|Tg>xLA{+BmmsyV_lf8Q(fC#e7wE4kqr$wMvS(P1rF1 zt)$khZJpjkI@Igj)z__S37)wH15~M>`91&5N@>eAPZRbl>d3kgTnY;6z+rA2v9FV~ zIW4Fo1Laze5WzZwU$spZBEQ@=bn}S|{4VjfTiyHhIXffS2hoeHI6f zlr(fA&0uukR7TFw&ru={cI=&gNe23n2ern$YW0;4X#6)epM)!51h0eHoiN;bQbsJlbjWf1i&8v!lJKF>* zrnI)aC1K-8D6R6dG(IO$D1Ri>8I?~6z7mv{&Vp1XIfDw0CkK&2>V?{ov8@t#x-FRE*?pwRJ}dl_f&V-WHB(54qJexyLT8N~-$fdNBVl_HLCo&h^}TiE z*f#h$biTjrG~4$p??u&~TqR#d`m?8$MyYkU#aOmPeMMj6<-ZW7+d6n^r4S%kGy>gF z&vkrjU$hfGCh`V4`b`%>Tr%1a;W*RN1L!$hfWMwZeKl2kVx>54v_Q=_guxWGPK5|}Q+p|@f z_Oy}mPKP<-veT)cdW>&t=#Zz=*uIX5(>j%*U2O%bxv1Oh?R22uMbmh?MIE6zw03cJ z*dk8YEryaJ6E^dkaoWQ6W>ZzMc8XDAfT*tSkKxRZ>-@JxYa6R>XtoW8I)}j$HlR)@ zLixf16$PwF?X^ON)>?;42X3u(BFKhl6RfC%8i#WoRji(vv5iqT+s35p*s94x)IpSy z{wa<^?Gtq#qs~btFxs46vl1zi;a8q7KSZ5>fRIUN_}DZdzH5^@zqRhc`}-P2FK6Av zIX~PE^&EtH8*9dD(@oMfF$FFAI;*s^SJm7y$b@;QTgjldYNH0$>ZMR^iIV=g%NeC@ z_Ng$T*gsLTFwnJ1PWLyR5fgP_KT~zegWI5vd>Tz2dZ^eGPA8h9Q3?j2&i<~}!G4?R z5E$wtvpWg}b&94w6E@J_Fgaao9b}da9bv!9NHh|4Ml4>)qt=9NrGKKs=3OYEBVehu z&NFmw+XSae5BUM-6>PXhd^LmPv3|ra18K6x=E}fx{aBbL}4xrpb?9?dgsL~2c zB*;FM(2-(g!q~qR7)jJAc(oyrXzgQc6{%GiYSb~$H>JYi-l8_AJ4jFIzRrp|&xCCg zI$CtUR2WD|M8-iv zhs9T114e3{sJ;i5u9?{zoe+{^#*04mP$g_!Zv&A)T#g6sRII2o7SvJ7O`(56*kdd; zXkeSb={^oh9?x>#C1X*Sp?0gG(_s;t=^mWCM`aUyHR|11k3`!Qb*N&Q6V7MCb{9Hn zf7-QvIT3Y8NX9N#D7u-y3F^EH>ZH9WwC9&-c5_0)#@_VLiF+m^rI1qkjiEz558H<+ zHoA|=Y)sgaEpmF>5^ITk*Zy>Mo7V0Q2G-CecQ>fx-@p9j%L{!rf`thpNv{1v zv6@Nxe$@kwE4eK&=%RMpkg#zZ^rqIKM+l1lu^9b~1$B}pY*MeF6Skrb>z0uu_OzYr zq#zT|$k1`HW}~o_hK|RY5=EoKV6_fb9!52V)8$j0phjg*%d+mK*6E(8^8xD2{(Rm^ z=&)p23h5(Io&u=zg3xIiw%^1gJx1GhG2Z!%FFFb{V8URuRI z*$m*P2(v%|YPBGw2A8!cr`nk+7JnV!-#|a$y4FdY>x^mb(P^ziMQDql!eNtk8i>(a z>)6`c>!78Uw>AN|Y;03ZpnoRYB`9oymBXeoY<1}5XFk_DPt>^yox}cgevNdN0n_H? z<=O@sS2A}`zeyWSP-jeyya;>g%Jtz6b*ke(Q0vgGqr0u1YQL(I8n%iWYG6&&sr+@? zT0d$-!dZ8KDoT!1XDU_O^*3w+=fvJewX=dzA?2FjI-K7Wxn_)L--IE95~0P88M(5Y zO{)EePQujcwr&%sB^!!4cF4t}^!*w|qc zlOCycR0VNDUQkd+6&Hf~CbXb`im~;NRLymAt@uQpyU@ue#_4*OQ>CmUWODQ%%c)cMCm{}8)e#(yR1Kta9ThK`Y*yK~oWq%}BH2(^`HgL(VGyBl4C z%~H*_>Zt{;UyG^R>P$t{k^2_Gz7fL_=lDj%Vqt`n=p-07%>hOdQO5;S-&93)M~5d! za4OxV3LVxY;}7BBU{OkA2cs6l-aV(G9!@ers(KgEJN9<|Q1!?r#CrP=SrrW~RI?;vr$$V4VE zlc$#%Q0M#0|C3L;V>ch-oHFPvVZWk|gidTiJY*0{>9F5x!q#@ayGI?9$3Yh7i|%Gi zVHR46Dw}3Sozf3(@9Q3~#QvL(LGgYEL7<-NNauMu9_Nu+lv9;|*m1$Agap3iN*$zJ zH$@%pvqp-zLyJ0a_qr_l3+k+5QcmrtBn%uiJ*>lqFQcOIO53#VHc@w5thR<#cD z(4+~QBZ(&>bksIZW}D(~6_h*qjii zf2$;Ia?*BfnE`Xo&Ne{~og}N)VQ%&=qt2n(qK>S2HTx9ylCyAHdM@?9_c!a9ZAKmF z;#7VCRD3alCPIXv<8Nf2ZW%eI?ooZxwi-H=K4@PnF)5&qG}7n60tYH&iEhs>aA7jg zY{tb+!WQ(S1X&Ncjj$?lrQupS=QiWE!zQ;6RFifXtW2`0IUJa=VeguuGdw~aHm8X? zLzS?J#p>v|5RHM-$k4Gig*>y9wF#25HbJUUCupq`sEDZWpCUPIVFdj6?wPRNg$_`s zMNYQPG66f1p0n$^qK?!!ZtudeKc8K*MV-{-@8qxwha5tzbsmgD+v4z16x56s+Txn6 z&1sU>7LG*youWEL5ZhW@z3tjc`9NkniaI8aQ?m*3S5GH6&q1jMSsSP_P|B2AhbC`2 zD;0_ww<@ilMiLG>(!tcG5I@oQn&VV;5?!EZ32L2@jdJL4C421^+mRA6VH2%d_Oy;$1wAqXrw+BW306ZyQNDED6{wS7jvJJ0nLv(< zYMYLRwJuI-3p+TY+lX2L8fwAmq`%~BG*7!}6Bt!&bl^?HfL&}t4v7MvS}qN#p6dw5 zO!Yb|)LE@W1r`)_KtKiR1T#oj6E@rt(y(D9mx0#T{L^(56+*PBRWRmsg*s0T+a2oU z(0N7ZRJ%6s*G?s(gFub0!QBkFMZ?H@AUiz3_yjhu#M5Nr%QYzh1a zq=Hq{1G3U3bg&Mef3+rT+Pc1vpVCr`EBLI@lV9)7w-tR^^~vOu=6t!fXcORytu7qO zeH=xyJ~^uV$3T*rt5Ao|z{t{^24B#5s7ct2Q}suy;-{hxx9&uP_jvdtjoMf6$+D-A zen2&csDrkcp^p4?Yp6rGLFh!I1Tc&!kXicb4C)CVo^GbLiUgO&`?}?@7MlBmLI#B+?(!mTE^GSRr>c8_e zfHo6@DFxF2j^gEs@q;#_Gm?$b)xeXEOlu<`OGyODtU@c)!Cj8j_0)uI0O}}nn(}PE zNPetoa!jtN^dL2KcD2fsxf z{oq;a+@j8WI7;Zey>E8bgc-RmsO(tl{4u8am}95u-Env7+uyXOkaM$Fkk}hZ=OF5l z0qIK)9sh8k(`{{cD(^FAwNB(XCSbw(kb?P3Q7oXlQGAlBr<6HC+XU>ejS?|bRKzdt zMKD3M;d}Wg7ZLH5DVxR*nfOwBgB*}-E*iOzY^Xz?rzSaavOAR+RQ)>mrv^gV zTI;Y)AnZ>?9kvPFYSI_zFMYZC-*PLBwkK>IcZDdswS zwl=6kTM@x;nF1N=#3$-}iaKu)ym?W`kyUDyy_ZaRhp@__6P-yIo-b!boszJLM0q*3 zsMEEz?NcGOwfEWtE^cZaZiyalEuZd9q-aRB`GUiOs}LHx1=UhqnpWzrB}Z$Yg9oN> zZy^~KKtl%!8`{r=6Yk{DImO|+tiXf58U{J)v0L!~1X=1ffvqA)3=AqwP@&Ecb*vf` zb%0PMVH=oO1|7j@0tn$Kt91k+k#?d@5I4>jYKaaU`GGDN|G*`xyBIxZ7GM z|DI>)+@j90X$*Blq&c(@37YP@^53)EazjNBjYX{6M# zuOPP0^_*(0X zTI(FJdS6x&7ggPgp&XuwA{z6OlvvRs5SJ8y+>li&FWDIKi>@4~e$3p#@GJ);d=IfK70Ower^E)A^O|8Ml1{=58oZDoR^b^&KChB z*&oel)A!49IT3ZPMV)3_-PbB=+_eGf&`Ok{13??#c@xeBY0T#MYpg)U+TV4pMGqmU zl~stL#N6Uo>xedq_kBC(6ZI`boo%>M>x2q*_%vY063`PlbdQcX8aQilO{U127J6ku z6TB30;7N>J_Z-RpBy;+J+w!Wf3%a<20fGcX9qBNr53e?-2@`K?b2{o=hs|lQ4k83^ zN1zTQ+JrJaiECUU>UcvPN*F5YAan+Xj+9Ew+@5mncc^o0PVd(_H6rE7n0di}7jxAM zVMU#NbLx+hv7JtrOMhBX=Z};QQtMnU%ki8e2j9AIJ5*)b+YdCJJ*`BXZC7ISV$LHo zLZ@*y{EWI>g8^lV6>kUXAT1lB5D!e15TUaO zw|&CMQwXata&we!msPj1NEk{vm!RxXY8_oVNXUG(O+eU#8F0iFtfG!+rZR@aAMeSW zzNvMN8FkQRT1rv<0;<$64>q4V;`c$kko&o9TziQl?h z&LZrYPt;T2t;?HkYk_MniP*AKsh9~2s~kT}*yd&SWn%$f4{Q?$U2ra|2W%t<+u54u z)>bxMnuY5ieuYRWTX8MSziwXwz~Mwi8*Si~*itb?oe)YBTH;3s{~YP8@x$|8`p=^; zqS~#p-V}94Iyvl#Is;unl3R)AqFPg-j-2m-9=;Mfeb>VxC*;3DP{*^wrb{|YFlQ@t zdZvVx9aY+qHbEG1*C{_ehnnxMp_7`1I|y$}(|kqf9Q#J1_w?=CGh!;#*&nZ$qr8YB z5_P#;Pr3FHxv0b8xKFd_C+}&7a2aIyt;Z>c$mzj}$V9xiH&u}sR z$X`i(5BDjtpE`iuD*xpVA9xEDsWeezpJLPJbh4Abwv<2;C6g-0qt@9Emaxq$$4p`? zO+Qi*uu<~^Ipe1>KZl7+=soHfzsv(LTjFx=i&H|3`RX9zhxxhUuh>i3bif^nJJ9h+ zYpuOpCJ*vi#zA={@fYK%=LhmUro-v|88BPa`7b>3%Ykxb&v$=*?2mus_5Bvef{U{KR^HLU-h4J$1`;PJC85_<9Rwfk7wxo z?;J1x|MbG_Wm1QcsLmqx)%Vs>h>a@__alqL(WZW!|H<@Q089e*b-s(Ph5#KMpeV z*F{)n91x@MJkxESz{d5NhhoFK-9DvYR^SpXdgnGL^CFA3}};KR{-m zBiIke{YcJ4!V~fPUZ=bN+|cLrzn-yEvk6X@i=Au2GCBOQ|9wn)W?{sBJb{UG9QM_z zd^#S@3QjmW^|y}ttyx$r;JF<2)WXF4c&w=fVAeFv-pxmzgp`~<=&g@DJ>XnrDxqMN^W!5Dl4AJwR0Qd9X`_-iEM`3I($F9&!Az{NPO7A_?R4a&7Rs2zDBijt9jkphdDC;#nXowx<3)Fu@=xyO?sQ*3b`FxR zk+-lV#9A}#K9&5*eVt>1UlCAeh-*Ac7Ke4wG(l-MuAbK10Z%Z<5h)Z|ybzmeP`PD& zZKNQTdcQ|#=MIxG=SD7z%8uN;xq8fr!X92j$M;=}r)$oyhJ@U6>0lE&%klmF%zb-= zPT$kH^4K~m_lshgh~>Qh9Gxuc047cuU3L~a-*V_Ux5#p6MxBdT^)htUm7L9nXXo4l z2Q1x`q2x4l3vyJEK6z{@XJcZa#WzY7YAT(YV2(F9mt5maEx;TFr-6x@88Z|wnkdq` zD(jah;f}3nK}a+Ckj+1*x2Aw$NGkI_5IhumWQBSdovRkC^;1qHc*A>Zs2y6{k=WLEl4_cC`@F&}kXha5Qld zr~_fRD0Wn`V-xwvz2hA@XMguZmv}R*t}8XTAj1=q5Gosrc#h=3LM3YINXNV2SH) zTOB!2MuP|o7Bfc;oyZeENJHT;uPTQWr=|+L`Y5^w+H5PvtvfWPkG4rtcu|%WGRUkm zA*8H_ZXRQ)RlVI-6@(ayUQXJcfGUTR&rU-fO7Y4%4KMeo*0)=t+9q(ZKp~T~K;K>q z9imQAwuklr)Ye)oMgwX)_jOdU1fY&=b(`}cwRNIAIH0L)gAOH+6&)9eL_r<7b%)R~ z)OjXscc^p9s8dd9Su%Vbb)}H$8dW{s-z9W*yVG?&)>=nUr@KX+zfxgMJk`$I6zv9e zU;%G_8w?%wCDbj^xFUwVSyfZ7KohoH2IZPkP$$DqzQsvVXR9-P zYf0r)lO0tI*QJZmL4>ibW1C=x)P#YFSwyYHQ{0N>)HgI8%{$Z?x9tN;cn-;|bC5j- z8u27P9O7Ne7+tF~Esl~33=Gx-N9eRwn?Ur}M#+?haja_{8S0c;XV8QVHaLR9Kh%&% z#1A*91BDSUx*Uk^QsA|1>8(3z6F``qMmj(pxj(CQM$Ki1g0w)LQA!-3&IoAjoOs3l z_KcSYsMD%_y1(|+))-PbJ1E2Uz5UVmmoua0N_BTl*d%mjX)s@RNa+l9K0QpZ6Ml)3 z)4-*}5;m1lqx$Ee3XxU1gUTK_$?-O>4K}!y1qTkG(0g8D8$VG=N#giS7OGNOH=&K>HU zYkiuGI=ph)$>L~q@ckd7&(Trr-4%62As49Ab<47oxXMW#6xv>>wQ(cW{y2>C*~q5W zjnM%$rz=E>swSnP)M&90qLA@9x(^_jqBac&EsulAZ;o}xfN9$p40WRSQu=7J#+0UX z1RmHe5Z|l^R>~+a1k^rQQAb1PhmC!z4jbk{Kjcv)=5FIxWRU@e9!@*T`Trjh3-E*t z+MFIr!sfKY)(y-YN3;$Sg>!Q}QI}A3KLKiyjfFDAh0G7sP30cgSYzm*W|C3zvrX{0 z*3m(RTLLaQ_QH!;CKERC#uKSEk-33i@AuN2ChDBeCy_S1=4uB8P*=MkdRpoFkK(A+ zjAN+%5LNwizj3Cj6bpk^G}>GXRg9@Fl(X7nqLgM`>x}EChB|;P9UPzz z9Oxwkkgx@MXlI}t$XlSgk2&cKD)Kp@Uok4`Bx@58b*Nxkn$s{;P{$NW*q))Y4V_&^ zo#HSnK13OH;vA+_vJ@?A4kA+sX;1A1NWx~4(~XBj)AfA0Nc-BF)2)S$h^6hi%KY?o&o>q~)th5tFT|pfg_V?X#KJ@??Z4=~#?N#)q`(3VeP9o&aT1O?P zOFxS30gB}!5Zb%A$uBY_r=!M7OGCs)?nAOVs_o|UG2htYP)<#H%d1{n!OS=z~m0sd=1W1ZZ#7n7QxoK z8i{JHGq6pN6m^u&1JoH|RXD1+p%{G(NZ11BFftO2G;#~*P==1E14VXC*w6+evL@MJyGXouEWrQ`lcLRPS`-+wTvW$6?JB!PA}bn^R+TM zNEvnH%emG;()Jx~0`E&d4dwNEwo?(*3LW~5wlL-xiaR@!v?J#_gp`dHsdpcZbeKhj zdag5;4z=b(rD1KeQh<(Fi_*v%kpoHG=*6iKGVLrLqN}gexl~7u=BR+U@@P^{*fc%$ zovTcD)PxsgvTd!SH$jm;5_KjtrzgE*MV+>T_9*6`D)^aT{sYwMn2f3-`=Ex1L!zqu zgjz?YJBm7k4Pt4u71!o;r>GFyve?U>9QPf!P@Zme|}JLk*p zXdO1O*ZBeWkTW9ZbiOL;bale!{Z1OY_{gK?@oI7avjZ!)G;};gLYc5djgnSto;!;W z4WYUUN@V0{zj#nLGilCRzJ?QY!UbPPG6O5?oUo$IQ6ii8J86{AP1F^ETv({+dF))( zD^S!?E0nff6$~|W#=65s9ru{3@D4_Zo$opl4KR{{xIH?V#s-VK_p2mk z|3=DyBxbu^ciGiO2eIk;?z~)g=pgJAb?OFyC?mI&hsF%aLPy4!9-8YS6P+)DC3HYo z<6P%~4ew3-_!}bxZCY1tf^}9|GB)LD>iI79yP%F(Pv?_;O=KdA9I{}$GC!LnzXIxvbgweh=@_jJqR~=`0Cnon;a}ve!&c@x zk}V4Aq_x&r*#rR`2{fkxiQ@Rh4x6CPQ?C6Ubp#(aUIc3KWi2EzI*_X7H8v!9=GZ}x zdJUaddREE2G-J+*37+UpucmFSxfFVuuxaREy5psGf#rCWuyN3Yge~4AZ2s0zv}X5s zidZM=QJ0SKWDV)j=%15C(qL-QtgHji(3DEIt-mTSB04xmE9wNIP6d30&0YjnAe@HOeYk%dHWov35W7c$r3RA`Gj(wqjA zjaKW#y4D%A!!`g$b*|Imz9e)!uBXq0?H+ZIK>6Y)&15au$Ztnqc&y?;f&JX&|1Z0h zO>js{)9rT4RUpU8pz~*A97Gbr2M0@hNw(<`Leyz%)G6SF7-}^HU8yHHVr@ME3DyPW zG&UKSF<@`p+@zadD%#z1tZBcJo1k3!LA^X%Xfb+pz23gs|p3hH!tNQ@A1-LOij zqmd{d`06JLPc0YkP{%gijKelobkM=7T8kjyB=jR){#Pbu@J7J{1d_0KU2@ zsLR5LIPR%BPQGrHgw1nCot~Z4lWH?O~w97Hr@o;WABF&N1gGTJXp|fVOlZs=P5tS{RZ&s;<@0DYXvi z-CEEgY}s#IYn_mE7=f8n4nfu49E4Ygi>-fRs zHq>3XfH_9-jZPLin0RQyh7Oyk)a1lRx*W&d_2c7mzFc5vr_qy?Uv0|>bexk(y>7Y< zQ(Qf>0*ZgM-B9aD;5f{64oB7d&{3;xN9bH6m4%^ZOJzTJ<=AoTBCQc<`V+^#FgLUa5 z7u5ii!4U;A)?9V*4V(i9Pw3KN1KEFMdzdJM78vF_W9)aAt1TkE<9N|S64RGDf-)E# zdsxXk8sUamVn?2~9Q~|x1~Tz@jc9|~gUTiXXfSZl9jHw(taF_aG>#FurNoQv4-9mr z%5_Kt>TvKMT8R_!T}Adr?{}{xX~`Ec$gvKaq0Xcjyy>t_dQHNGM48iakrR}PvT*cl zPJe`c3`6u6~GLr2qqP?4r&Z_T0J48+zr(#9!eTm;igzMt>w%?gFUP|PotubuIosbnkqH^QbmoJ zLY7|03oRnw#bFiy6oE1T^{qUXQ0Ua2VC^Jy5*?~X#!g$L3BW?7P)K)P=KMKinwUSO zx1mBE3AFr#k7!QELAS5Rf;!GnCl%DugiRaDAge`o<=E3E>P%x{?v>rqkQ8+!dZ!;= zH9&wmqAuc)OFuho+v9&U@20=ORkyMW)4|DBF63|${r*=tA}>N>%aN1cfKBkOp(C|I zFJJ_6D6nXyXrd2o{Ao|_rfanmP>p=#m9)^oD5q_dh=V=Lv7nA#i!Fge;xt5NEXpdI zz%>b0>kLyF=8&8`u&pUx?x?g+w55p(l8TM$?OvBb zR$obLD_>%IIXwqsP7l^$8=z-k>=5;mCe0(EFcU)lr{2T%fYVAvIt zQX2qsQ7#ol1o{Z4;fHIPumN>syd(?U`Jy&FL+2)RUcPg8t3n;E?IQ^>S3@1~sO}gy z`TzGXR_o-@0Uq_elmz)7+XSX*0kVK*Z}^PbHsC;evv_v8msL=Q-DvLXICNo=vq;6W z4l(7l3be-!N$JE09WcL*HeIO;4rK;v9k!Ss^~+spbGn`$mOSrQ3m$=ukIl9d=+IrmiUQ_31OI3?mko6gj4omkC`uI{3+lA5 z#ztU4HlpnV)G_7};!5Js73=K*6JX3=(P2yUn3smZCa-G0=kv0hNHlmk?{50gR1HAFW(z#tkf(4p5jt8t6e14y zEH#sf$)@Y<_!4^PEX`PPTEr7|P)Qi-j1n#*(jm=U{DL5no?3r*?7%u&E@yPy3Iri~ z`tzY?6L9&Uo!DWM%rk1Ksi?io7UxsKL4nq1YVH`-wmI+*MHH9y^Dw9#aY5zaJG=dVMK zDaqG%=ZmZy^jA~$*xcdyt{c5}*jgh|B6M2&datO{I#=(=Xu`%siJ@atN|L+e^owLZ zYppXD)M0y?eXU_^a*-y38$lfi{^V5c)MuChRgar}M@1c2*XRFw2m_suBK;U*HP#7l zj;YpI*E-Ohj)lFMzu`|;X&nq?6JXRdGGSw_BLax|hAsjk!n(NaK@Xs6T|~mB9JY~y zaE3a(yg+jlbDa=)-5}~nh8VDhQ)IR{6L!+VMjJ*xmzM>TStyD=i8zlEwzeiFL!f4J z%3H!FAm8xF!Q)o(&zB+05Agu{M2uf^D>w>ju1}Mj$L-jNtAp|S|bGk_0c0J`lS#tDTF3U;& zVJO-k<rY5@$~iN-=NlM{NmbKuEp*0Uf2YG9VBtam(Q5{ zDC&6Re`}Ar-Ar=s`8e{M*(UH5m~z%()6mhS8=Zhh&TbJvj#o?FcBYICmuk4%Jel74 z#9~}wXN=8mcNXErlf1cHpf`V7a;7HOg4oGvXinJ{i7$bkvrI-MyIYpoDHSx@?u%3> zG7bgmfFi@Ewe+Up5#mTWQq%##VPu;C9fKep42d1EG1)sVs3RRPYlMTyov_3i+2WH9 zTNsGMgyEr}4gx}wRQwi>@CK_Mi8{gZU7(I{yH}u&mxOJ4cGx~h*h=h_txl_T6m|Y* z4xK%=L^&2+G-3NDWst01=PJl@9F##UXu8fg1rkUt8*S|)8YniJgVs8&w&W;bsHiib zkl?ArCbaBD^8)O+Woj+d5Ai? ze^$mjfE?~~x}d1@KjlT388wS_*c5e=o5`KNSX8mr;ch`&_Grj>7V;({#jk`M86t&X z9X98c`_-5tPEgdD#v9bplgLnqg3&^y3~62CDyRd_nx|4R>U5p`eaQsu$ErPElt7-3NO6$kDK>2rb_c*AgUbmV%i!!&sw^Egf*` z>WDfB9pAlzWuU0@44rN0T&{5QXjMz5bk=mE6U}MRYyM|`0UEcght)b?fI5h$o%9Ko zOK+h=)M-g!1B(Enwh#h5vsK+%uBN55qE4qMXmcGp)Brt#4tF?+h`OcksA)qXXbyeC zDwJf+X_@8d1X8HY<6HjxgaSukhg7vQGcyU8qgFeYU5=bxe&6S-gJf-|9T}! zVo;g_$OIvn7=w`-&mkV% zT#Y>5zkUCr9kv9c17R5KdeO^y7h>CP(>!xruvQ&eq7fsBw+S7kjdUccw`;V+wt5Aa z&}~xG0mT!<6mHCL#xt^WZ6i@bogpz_8&NOI)j6N3`-@FLB^k?Da=u*j|Fbj)PDjbq z&Js+dQ|Fku@MuePXqVs(6i`|kGoB+&^P)7jCF<)D*xxBup3|nafv^FquRyMcP_VcQKuCmi|wfjoc z!9Y}Q%ryWNu%(~?HZfHg7PNm%%bhMgW8o{=@|pgWq7G*{qn?M@H5QhrNdaGwvz@FT z!2i*;&eww@qA7*K(L&1xNGcgt4; zM4f&lcH^{7F#YhxVT<0sD(b{oQ0G-ON@~=J1$9Ofrov*YqK@Tryx0g+a3Gt&VG~<7 zsh*+pICQE(3uRn-P$H7bDgGAM_wsdhC0;2RId)2XN1wDk+!Il(7M8Qo3QCe$TN>83!D>1 zx|aew`6|$#FGqR5oV9x(iQHL1=hBC`cGv=Iog6g-SJ{}%wFPxFpw`eC#Y;4S%nZ~S zDT0W`v^-37m3SjOIw4elgKB>Y6ADSk+nHW zUq`Hg$W;oclW+PAo!ij)>qlCgUK2KqME@}g#6LuxpR#Vngzb8gEzujJg9o!vweldb z7^u^sPhhGZHkECx)=5ev8Aq#O#z$HV2&{DB4={%Xn27&^-2lQzMt*|)8slcCuXwn+zL0fKW=s^&TX zCSC`SM0T>_CSAxDq4P}GZbIk!{{1XT)W<>syMj9V6?LT6p$yv>K^<-*EawV!UOrf* z-rbBuJ!No1$1N0Wx@r2@xpiO1y3Et6PwNWm1X!<92~VkI4wj<^@980F?3)q5*oK zCj^f6)pE$>6iwdbf<|Zr{b{$HPs{NNtJK|!KbP}$If7?Og^*;ZGwB+rv@yyW2iMN> z5w@r!u5SE$fI8sVDVqQni-J1%`_0r%*OfM?Ljlhg9X3*91$V)mcB{0ah=R(4hCJgm zt+F1P1;blNGQ}}=+;B^hwZr=Q89H~U)7HASci^+*3g|ze>*ZI}`Cg-r>v{;WT_OI7 zgw42W{zfAA{DDf2DE&FL5-s#k+t=Yf1V;$$6-1Uf+=7FZDA@$7KJH+( z4w*QTukCZ_{Duwz+RZ3$cG4I)$v||sFo5LCx^&%NP|g9KF4rT932^&qpeU$=9)Uy? z;wG*ZQ07bW5Os!vI_PC=QHLdo5P9ep37KPuPPB#&SC-_H*CLNqC2T9|Ok84cLFMJK zLZ?m&H1fq_+=yBSYfo>&GL@S?L+1u{UJP|s*=ByKnUtb=6qVMM1R((BN87P zIwoGT?y`N%$3cb|SnHUFTBrUxH2&kM6Ma@y-WCwClMxyHAgeM2wAr5k(mgJA_Boy{k4-o6W1znkzXbICT>gc|+ z);ijl9)K6RAu*XmsnqMy)^()A_G+O+K3~we4g*2t3I?E#D{~!5cqNeFdQhQ`+0O@R z(#w?z37haoThKqBsB?=t-#4hk{bXMVH2G`0_bY3id}e6m2#t7Gp-zMt^-lJ6a!#{b zQ3n#aJ6Pzp)Q2JzIe#mXgU*|3Nf{sL4t0i9YznYv2BjLH4owVAcbql{f;t1{qT^^o zMS-1x-QR&cmuYG?ed#lLgp#Tqmvcs)|#rP`lBRl1FV97w4|DH7K-wwv#W=w4JzskR0L96wvw<3 z$$@PGLeQu_R>=xQp~fldw4xRvD{tztJ_O_Q1y zEorYlgy)UVnEtM<)5ez;cl+|Xe=Rj5N(j~&-?9MlRGbPRw%Dsbzn8$w6x zoE3FsWNJQ!t9crY2ny3siaJz`8uYq75OqLrMk1fT&|DOCwCTJ`9*5h7Td1U&HYDIIJ%<6b}pzxkzDkmDS1osfGhs(?Tx8h z@k7*k&+2qQIi_UWo{_*3NxwnpgyOmuwx~0r!)BaMPIYAenf*0E9r$Spn2@oS1E=2| z&yu#~j7_FG72xb}yBugc@OBO=(PStrbFT2_4&UGm1P|Cxt)2nMUaoU^;<50e@yJZGsWn0q7Ml zUmKCIT_ydpT&xFQEhlL}ofD&}2AwnZ6G)<-Hx{A}cUaob)2OEG#bGq1syUsAI*g3b zj3`Ga18h-eHCB*>EpWp?3R4XoTZxVEm130qfTgN*F-F!pqt!Yx^C4)fZZR_}L6PRDrx9Lb`kT$SHzwf1$z8sr3y zL$Q_$p~4DvO6aV1@fJFmG=K!46iKiKVzp$gTW%}rI8F&EfQAb@@Bp96zk`h@f4{En zwNtKaq<<#0&T`JEa~2FbYrH7vaI*(Jw&PKE4g#g%AnReZ%w(&g$=C!N)IsDNl})ES z??GjLK|F9Ok!@CVq{Kv(--$uC4W^Ncq4;A*MIGD;E*|V_!{dse28k<>Xt^^~)@}#< zA)*-{p_DU<8ln)vlSjgqo}u$7VIvE(Z68c7Td$JS|0Y$cZ;-2%TIUMc+(W9E(Tq^1uc`LdWJh`BJc_ zh9Q_`BUJ`RhB_Feg=0o$^+f+GQ1^mvi3YewiuoEFj3U}PTK)xk2A0*LH7A)4E9wku zb9$oaH0f+!gm46PJcu~5X!X=4c!)YbIYepOwtdVdpz6&S_xr}9y>{C5-3hDJYOgb6 zg=eQ}jnz8-m%I+leh2bVpntlRZf&R&zv7H49JZn~8%)8FWsWN!@vExzDYeeXEltSP zjP$8xqj)@N;G95KJAwQyL>x5N&Q+48dpg+fK{#Dc{UNe34A_afq^7}xC^5nv_Yz`B z*z(sAImH}XQ?n7gYYL`KiaNSmo>2!08@Gc(zTkbG28NDMo^t@bwdP(h{%|TLtsS;; ztWgJ^3=`Mh!~lT`LafLlQO8RuC8*>56LlV=&QHjs=_;_lamVevs;_^A=>&4M4w6wt z5Jybi9AihE-_@Y^%y8J5lgI61^^SvY_K@QOMz$x!D{6QQtL$3~)Qbs$hl zKIqsEoc7W60^NauZLHBv)CrW(Da|!3=a3bB7HtBne|A>fpsU8cQtZTCFSEj))j9=k zbasQRNd9kB@jb0ByvW#$q8f%DD!+gcE@~kxY4ROp1_Urr!cde=GOF|@!ZihT(2L|A zEXX+sJ4x6^wWptOC!B)eo8yXWZlDkX>>9w(2I`1D?^B2EG3uZ>(2_BI6FMe{lS3yo zO^<|4XafrrKAErunz}7gBb-Eh`ny?)YUxBz(LV#8QtQxL2QyTnj>@o&gR%+6;+zX2 z4leoZ-H# zl_tt-Y^W1sDtKf38F!NOqAc)` zQH_bA6B9MCk+4bFQ7}k=MFd6h2sCs85;i)YCN@n}t{ok=aWcap=d9Lg5xq~RgWJ#n z?Nb#woi&ULU=-cl6lRWfc6|@j`SSe>Jwig9Q3Rb}>9#Y}DQj$N!X_U*#2;aQL|i2$ zbXt+xMX6LeY}yDKSJWBx+FRCiD%6=O4jZnwxNh?l#=H@&X{$Q+>=2xK5dh7}=usAT zPW=fJUip(`?6ae6&bd@R#H4FqT6~jM6NQMwE5R`8>ZrA(C%F7bN_l|#r%Gc-6R>8N z4O)YWI;hhGM5#nE7W=|mIVsP)klJFVC1tCn2ptR+r{M;5tfiKUV6JNE0(G=%R}mN{Oq1@R zNilI?9fI@u2QWn7raxgVbh#WMV|cO}2!+j=HO@{*JCd17808x15Yw8orJ77&{*F+= z84Kuer$EHm1$6dNA3kisbiGJJM<_Z&)D>(|A<^b^Ol#9?o^J9779RCT!5P#aFj#?M5Y74XhP) zgiS5AwOGH`F1$O$hE8zkUG3|>nqm{R#T0eSSyv?t4{}b~;_+x(!h>dLWelqDqXtiO zsH4a`Y8|LJPbvw`)#_5uOFvo!JVY{T*NX$y8B!kL73E;jISylm-2nrh>!}}A9dIz1 z(S(f(8X7JIbmHtv;2-3#W0QftY(@B8f;_U;iF(Np$!ekwi?|r_Yh|HhQl}1W0+R^_ z9Tkh@iGEZA3Eil5q$i-RDI>PdgSe4|kq$uvOiE#^BO*rd?R|#M-CSoYIc*Cz&<4n# zX`4WsNzsBj9$4#) z6yGbg4%4(Us*e@wXqOxa7ZO*O9Y^y^wpxU^72Kf4J6_u6^(;63q4Q+cn>1#HYJ*ma;oLn zoOUFg0d+=29bHZ`)S=1_QAhgGM4fRU>I^^~g3YLE@x`}ZrRoN3A4uqMOEiD?89KM9 z^P#mgq|;3NbBb2!K>Yu#eu!Vb<{ny9B%u=r?%bhGpqp;s7=TSMn*D)U6KkVp7*^B~>n;!5 zkY}xP6FMUP=|A)Gfc*O-bYm>io%CXwfL3l!%5)ai-E8 zvE!;uz{_KCav#>cwza{AC>nGR&cOtZx@eOM<|>;&^EC^d-<3rmGtnG9XPNDwp1CS% zz(8lG3kN&fJPoJW0w%J&_M}tCa2A?`gq;H^zja&`qO?{rjvu;_$n8Y; zS5W7Nch6eqlMb6R+nWcWL!*N+5?an=N1s*v^V|1tIdo=S;t{Dbv)6gxo$#UeI|ImZ zBw9kJb9{DbfK3bvhaut-U+3J3Ym(o6s4L(7xIAr@j|KT+vqm z)#h^5UckC%u+l&w*O=cO(jQZOjAI=-(h*QR8rA&+3UKr6r1gII!~P5|C@|=w$}$d# zZt;okjaBGK_dVyjUz3E+>uCKkMI8odV&7#PgQ5;v0MH!*djS>BWUddIxMAx7z{6T+ z63rIWI?vF#M;%?)QOUyg=4_`7+uue&%Z~ic%D`Gs#{rL)OQ%Z*8alpht2^_biF`19 zQ}Iu~I#HJ`QC_p(7-*r_%< zk~MHXk)j#ws5!jcQi`4FPY?VybgA_U5FJ1V{yNGV!onPgt6-Dqb}74L5Iz+f`GM;? zL>lE`#Je0$R>8(-Fb|6SjBOI&YlnFsjaMPNQ0?+5&#{PAGOh zbxPN+rfzG(MyCVJXE3cG$ymiO*CQ(Gj5?VgF#XU|4>32f2gb?%Fe;UxbdvY|McQkk z;vunfuJ_rtn1c_o3MVUYyG1Oj(&0}dhon$#Q>gp8n~zM`MyPC{)KObs8l~!*62?Ht z*l6P3D(Z;H(&(`D0_0BUPLMD=j@wyz@<|4?LGOi{{4I;t<7TpdW%{BTO)w+SZ#opS6! zy*WYa=D4fmKdnJ!6;Kv2s zI2zQhK@{CaqK?jW2B6OCNM#_|<86Zm1v`=h72#^snMM-Z%&^Gr9`Qr|4~Wv7>kMP- zv`z2~orkD%{eGrcu4mQWQ5re}1#6u%J8T_G8c4Deb-sN0YXXsgfrH?o3>!zSYVI!h z)t0U^ewFhIZkC;`YVCxj{4<6+foaz;-PSr~MiQ&f2bKAE$yN-eaYdbk*7P4WP4o91 z2BQ6G$w+eS4Q0+HM=SAiJYnx`2X!`hA6%EP|Fh5;)u?1BZVPC$v-RGHH5_ypQJ=wB zF_1{4Y-VEaREG{wM+h>5p$-`aR_iF=lU(trD?fvplqeP3yuOG!$ks;m6gY}y!X^vd zuEnM2*AubJS3;-AtWhvt9@OvP zh0ktw3;pS!+7^R(2F0>b!KtX!I-}E(XaMSrH>iUSn?@R}t|nD|)NP1qR8iklLTA)z z*`P`vuAq*Ggm!-aiahR#I(MOidi~{0VFKZ4nh-S3cSW6C>%g`xgUeaWXyImnTIa8c z>(yj`Y6szV_f-9=OTs1`A7pH;IiD5O`S;aKo3+k?0^$=xfLG9ASm`g2`Q!-}bl-BM zDkzEL+mGo0t>L68LY3LHDtrnwN9ff02g*`K6;W_$qZkdTmIj%cVej@m_pf)#f! zCXF6#NRC?eaHj!IKLb4HU?D0xZ1M}7dqsopi8}T17M%39@v zY=Y?KqZmpeW@Pi(fkcFUGq);&Hamn~o^%-%ENSU{De4Hn#!!d-=283FWwV@@5cK5} zogv1w=4y#t&=C@*KplsD9r4%;&sygZ>ikt!WBm2nx{ufd44o8Jy5ovo+V|oS^4HXN zN+Xc=^tIUQw2xE>&Ue=DG)F{n6K>fArcI!&GP16?a@(JpsL_VxCtC~GNF=d2$kO_dQc0Q##1X-#SvORC`JwD5=!2u zq7I5gFw)p;7$)nm8HF`OLQ%918xywt(@)gdpiZu0u;aF4`F=nAS3#VNI^?ivD*&t2 zFBy6=>coDxVAgZK%D;j-Y!P(b1LNvPBT-r12kI23G*2Bi?0up*D7DTwPW4zv**HU) ziDIEEa2#KW1vHX*$gWOvy1ZJ#CYNXyI|vThHdrodFM4H5+Qf2?5X})ahK5L&^c_pGWfYoDg%w%ow}Vm~T>=Q7692$5hnOg;=E=dCKDAtIiTOeSQ!b zqml}^ivtP{MLY(o^eFU9+=PnZtD#OSp(Cxf*C*;cMjh1YAv(@OH`WBL%CLRAo-Rd4 z3R#(Kx=EYh%eQmv79h?Q(X*nC*OCb=1#LsO{=@xhQ!r%0M%^h59nlk`jJdU_>gF^} zFku%%)M4t6L8_%mlcCNy{>X1KRMfUDQI=Yb*mBpGUUg$vA zanTiv?qL;zb1Ji~YP>oSBCU2*5~vCmM8>gp^Ubj|vX4==M8}Z~>hwgNd(<%p7~Q48 z8UWmey9WvQ0I$OP;IdZY0;IYpS-Du+~SZ6VG}x3 zE8x660(Hn{Nvgb8w+W*0m5b&_Vx>KBCRjvhny(WEqGL0!6gHGW4P`yl{o``253v$O zPfbv#&#}`R>Ii2qUsUFF7=^idyd3A@QJ26pr`Z-9Ce`tkbadiMX8uNwon!ACHlL}v zP*fQQU3oS@jx3B44W`D@YE~03v)^K8LTeo=0zvFk$Q4vBEY>~aV6cr!O29_!7a@>? zTIV?uy+Iub9SEb7cjL8<%#9s6&$UhPMUHRMi$;<2BB+Ce?aP4^3StICf6fCgF$N}m+nbVI^hxP^~faA3nQwS0}%sdnih>X4$bK^?OprBEF@Ygk!uU#I83&LhT(E43s^=- zCV(IL9|;@2CRikx#Ii_go!zE`=5-&4s3Yj6Jp-^n4Rv?|zI9HG1Q|MDPU{SjJj%gp zogr=5H^cgY!?Z{JK*mClmaFgUXZ+?h&b0eRrD*X9obzc7M3Q7~nWJP^l41#ilPtD< zKR<303`SlnrVNx1I7)|Y)U9!dkH~MC+qqq4=e9#$@tq>-xZ)}wFf9%mKD=P?$&30N z+BkWjx(T&N!Ge|LAOy47W2chzO^}I)k%BCG%e+nE>WMnHsPpmqCW?_OOC4lu-&pf# z>;QG}DI(}Ef64#-AX5sg(;K#X&>o_>fj$ni_Drg-~`>b4JjN z^iMM@T<7|}5wEY?;E94dY7+;~2v_$E)L~S^2vhj`oWqS`RMEi2{kt?xAGHYxnvqh44sthp{p)Pt!ya}9v)<1lGUPUx8YFa*b_bkE zPQv1CZMv=FWMB?;LX@jiC`$07j>%MWEnhTcA*N>;bvz`7>7baN!nqGRY+8zZ7CPTh z;(XCEN3o}>b@cdRAarl9^8up`L^;*fb(*lbwfG|HkjIHMZA{8+9M_sS+$3!50S9(p zYt)HH2z#WeeoxKmC`{<%$HzWxnt2bRV?68uH~Z#c88xWH4ClByaY7q?fBfT+W?dau zc~i0d$kEeEjinC0s&UHDDWwj&FX%&Bq4B^! zQrXxh5a-Az>O2k|jw(^bJ6+`5hR)R{JKqU5D0k$Ypboli-);}2f$kBDVE3`sN2pwQ z8O=7=32dhh>`WQz6jRYH^%GPbXfTVa2Z|L#i66^Uybff?dEYcSYJ@kCYyE{P?VS2v zP|%RmdLKze7)l#^IR+Ry4?7U!sEqb8`<~PD$FZ4d>u| zSONzfeR+pzwmoSp>fojzRgl^fw!U|%A_5Y8lvN5-9zmVXb7mUS*C*ZxdUBi*ebf=ORuxR z4eHoQ9A_y!xZykuD5Mr>6z0e|9hzzidg5C(q0&!e$?dpCQd2%?w8OSPJVqTz5`e#2 zh~DA_ntmshF2zQbvPL#QBtRC)+fY@h$Y~Cfg{Tv3n&6}|^6XI?;&^)(9F#&5GdI{- z2g_}5pE5Ha9iZgRP9@s}XkR~3=W*z?hB~xEMA-OUYp+1}{{A?4NHEaGb$ux6n8@1N zWGie>xm5ZaE&(pDhC0GNDE>MJ4!GA^N7skz>*wZN5Y<<9r*BYa3=`CIbt{r~pb{Vw z9pN{8Rwx9BmrRuB|VOGpEdHVdPFdMdi;zR z(*w1b<1uq>Ens-BjivzHM!-T6a;An?E>Zh!TzPx-8 zB2{ng`+Xo?H%O!2I>pLb+Y)}Yn3udF#j>u0SGRNY*FmYHBT;5-gC%S+-i<_c>x3ho zf;x%9f~CaAUC2Uc&z%C}N0-P!EOGb1zI2ssYF0j{QUS@o-OQeMOdq1oK-u_YZuPXS z$6v=jf)E3^qNb8@tcyg0PPFi)Uy+{>Zoh&$pqp`IAkwQeRt>hcw5Wq}-M9!84YX*4 ztxXFJu<9ZtBhwan^7KTVk2-8y+g+aLJ6!m?538IygfJKVi_#2A=-lpCx9c0qwgYy~ ztuhOs-sh~=36_P(x%CJ3RdmY{`zQ1)Po=|lbAYIWt0_g#)K`sePuQ1KX3So8q?KZ` zQ>DUl`6p|m(8IazRCxNTE~0RHyI!mkx?EowI%E1+!VvT!)k{NMM|H5~9-0JC6HxI` zMSvOUeikmBgHnFmv_`Vf4z&!gY`|k20)S2#@5BwcAnDS!CV7GD+IH(u*ger^u(n+U z)Om8)9*55TA<*z{Ma*Bm<>2_sH_Svoiy+QMe@XCgC-0gbm4D2XPaFJylP}HbQAl$Vx z7p}2its;%P6aC%fpG4V#?rr1nA;X6w(NSTCO9gOsJIsOdXTp(j9FLBvppHyTy_EMt zUxR{y(FW9Vcum$APwm=l)0?hu4Q~n$E^KC~)U2dt@7nY?)OoJD-6m`=k9@1k^yNxp zDy?E9NBdHu?n@zr-qt!YE&bDOv^gQFG=X#`NdF9cWrYfm3hGRzF@Tj%_$+Iz*m$vu zASr~Ph%qu*D&`&P)nS8{aW8HlvNJ93GX(Xbv?kjG`K^d{TrSF(zVM^nu@;^_8wMRA zZ99A>nma00Kx!N)+@@kp1v3!*S!0~jq=;CB&QfBibF*;V8n1|gw5n7+XuomEql8b~ z5Jp2CQZf`0K?tKnIaL#j`t4N!i)*OQ(78dKm)1KI%Dq!3cqOUIiv_$2td#|XDvTbq z4PLrpLghaRAoLJAw5m;VdbEouQYy=7s4oD1X437jcvtI;b#oe-`>1K2c_EU0txh=k zhT^(=q2D{?Kab}HRy$&^Bg<`~FqK2=)bHe@-BC2%CDx8`O)OC~OwD1eC3YTd9+U!2 z&;<%>K%ImJ$wW_rL?tKGI^bZ=Vw%Gr$)SVK`i_e|P16M<;ZVXYS+xUEFkh!^R{r=p zhG5SUGHa#Xr!v)0H%tdjxcm;)WL}r>v_bs))|yMuc)JpXiyOh9F&PI z)y}CL{h7jqvW+8~I6crtqUc0_-rW&zNj$i~#!eEt!xT?HQ~Eeto3v?0GNiE zR}(7#r@rq3JfWDnIgWbptBE=^xfs=Ea8PHryAGQfjmk`1qiVDr(Scp8METr74GV|J z<(rHpXS54o{w{&jLvT%^1W(cz zzSN_iC~38{g>mp8$u|_SYxCgoe zxSaZ)Jp)njxa6vbm?KhCvfg%F7ARC-7D}}p`yrjK*F*Xf6+>$iP}N3jox>q=R1=c+ z8ImMvx^kWNL8Ar%1=Lxfd?R1#g=^D`6o?3d$hu$^IhL8hq_i$`+Pdm#H!T8^+1u9Z z*IOMAC3-Oa{TVN}sKW_#NALH|^=2Oqa`3|Uwp0}5u@+3?CVP&e5<)N6&KG(18eGa} zj$9k_6m@b!QLSC07w6jVTI(dzS!ijvqRtvWgD&B#GgXABVA7u%X-W0gUqiKSjdDEF zwXGa%QJ>C`T+89pi?gVdLb>b#?#Krhp@yD|zx81f`r9RaVi2N_dEy>4+kX)qwtZ0T zHK}q&NRY(&piTuN61Jwa2@2}W2aTWnqU8JP`hF3MMZ!qk43OtFmOY-f3aYvbr$lV^ zSCSVAmg2aWqUVOL&C_4!9(CH*`Z8VR<0(i$!hH^&ecb;x%Us}Kt(PMhViN^uN50Uw z>iHU2YTsQ?za77NgScYHOHRCbghUnm)DD}X4$ds26l}{IGqtvrE;WOvoPo|IlRsU5 z4#R#Pv{#L>Xrn@F{Fk#c$WDu7#|}cDm!tFq1bFiMj5B!Nh@QYWHIH}W!@^Z_~scpHwoKa&F*UJ0XuT+TyiMw(?PYtj+fAIp%M$0 zd&$E?F*zUOM}t-ds4}TZ)RvqMfvUQ>x=}Bvv)`aja^~!|t#xjs2`1BMQ<-I@k;UEh z{pDwBcEQBgKr3i=Xg!~hp!NNEkpO`dP7ei~K1a_{Y8(lkT;`krLE4y>l zlkT)7lNg7($W9w~VCel2mTeswYmV30@=G?PQutlA}emJtcU5)=K0VI7@ppL&d7U*-%<(mEO z;&d??$J>Xa9KY(bA$D2|9j9vTV=&aoXSSgZCo^$|;mcH!q(k*~9M@W>Fo9LUFu#qv z-OKl@F#U(Jf+o2g%yMA(E^UFMBxul;K2b~R*ype9WV7dlQBHq0dr^4u?2dozg#vdz zUFVNsXHY*X-4W&HfsRB|ttudF2UKZ{9k;1?mBH2J4#Dv`SO_Vfv@YL?io5ap`+~ohg!Bp^*g_!`*{;dr#Zi3`y4ds zu+P`C)47S^5ObDrm~%Pga<=^oU1{wkuv?%B+o-%?FyLA1grKB;dQFY08dh@%M%y(g znVZ!*HrGl1no;NbC7$}P=I)6R>DwYHnjp#rW{-Ui80kRwIgTVa#9Q>Zqf$FM(u?J4 zIeW{ol`WHr&V$3LS1nJy z*P&K{>0irrKVQ%GyE$V|JnX}v*@yY?)~##Oo%g>m+VQrp1GRSi?qnUdXsFW!q%(#v z+ijC!D57O6>P#vnC0zoD`&{SdG*2s|Am2|f#Z5jgqEDC)Sq8o2$RX$``vNZAM<@*51;i3*fXPtmQF>{VN)t|v=ceN5*M;h@qkNFQ<~GEPS~&?7hAj- z_^!*BF<-K{=mSE_&_~SUO3oJT-3Eqyff|fjWjPsj|esgt)Lynwy$ni7hQ0iWGRebm z>mI7h21=byRfmlLBc;yu`^(GArP&?T(v8|=xlWVvMS_E6uz+>n8oF?6y1fl8Qvk{qcB4eer^lxI=HabI^@E&R^)hac{ZJF{~ynI*@li1 zaA3XLIZv6+GEW=Q2bp^ujO2?#=*;&yc=Eq}cw1J~0X3?#*l8cpOj|Bkt6Dp4M2mS7 zJ8Y^uKEh9QxLL5TP=~b+fr#62iaKw*9SyhVWu?azvxq4*u>8Xl4_?Xc1Pkc$9p&kTc_BSaYqG`%#;;$qM< z%tmW_YdIWc)EuOfuou+XYi9uo9cQUYC_5g)qB({lo8nw^+q45(r@E4~mR*@|Pt@6l z&RL9gTB43h;y7bsl+~xvuHIwqz`0V8(L<=u;(fx?`AJU510i`0&gKY^$0|c(hulRT6=WL)G2aY)H%r zUi4rq)LEsHb9}JY2^8a)L?XNm1)y+l*)OTFVF9 zbwht(Gzr5c$IdcKH7N+&8o?lT5+%f>*4l3D&I#V^2|#bhoJdRe8oz?$)8wqqD(vbt zS=+>qf3^wkQHPcwt?$^1l=Ydi*{(b7)%6`J#j5WzZrLU@ti(!Mq`HKs*A=-6mAVHE ze6%}2K{4!Cf7K4#7Ih9BCPMR;7Jf(-PE2Sm*HC zudx%%Mt7)}o}-gISkC!Y0>bRol+1A7fU6m9&xGxxxekDUBmSZZp&I&OHHdaM(|e?Bs@7Cra+7;tyj!%SQ2XdG zRDg-7qs{4pI>U-Ofw~;9q!!s%h!m#Plu5;tllokwbVtM)e(Y$dCH7kLu^*Vpsc@i_ zI}l-iEs?@kYE?0^A^xlV%MlTQ1C?t5D7 zuq(a#cr4ui5Lw;Em*%wAI(YL+)Y)q*4mUa={#YvIAK2$|6e->wt+!nFSi9{ecy9XB z&(OI;o!jlrwh~zp{-7{L)L~sH8{xLb7|ju^I#1jOy1BF;A*I063O>VJWSRoh`4K5P zjSPp?0OH8(Yjw*yq3>1?c2-+J%iO>jFk32-uF0o(&e>irjq0k8=G&2G1WYd)g|<()MM&JEHsCcbDvT_Q7RzEqcmMYn^}=xf{y9 z&aBE8L>=29;Cg{wlP&W~n^EaB6x4|_5ItSruP-m}FY|KX4v#8x%Gq^nU~Xe_xsth6 z%>gc0pKLL1fgNJL`SH}VaR-a8Pg-oL&M$*%Wy@a&aWuIk#WLRK!dg%UR9(+?nJdM9<#Z)bQgigTo9Mp6kvstmr+ zBJC38IOp_k7G|5wSrI$u>-mu#V&Q*kNXH^P%`H)$pB#x6r5b1!YcXiHZiDbV>)xU* zP(?i2J||mN>m)-chtkF!gumN`Ifn=`x;M9W@AgdLx)y3vIe3~?W2Y>%K5Lyvq0?dv zsv7~N7s*%6KOnei3a6X9_T1(#wDneqxsg(6rF*y>dP_AmE74Zhb&O3=P-ib>0-S~8 zHgwiyel925{@XAb>cs2&UtX5eWtYnxsdi@N#^9z$)G$cNZdwB;(_|MXx1;XExEUnT zV~(5)-6t;e>H<9M8dYR z2_WYY%beXL4DT{F2x#g^)KEvx-?!8ImrJu;bGeg`7uTef#FqBE&G5!NLT^>5rLV?= z$z5oUjWq2t=v+?Uue<9b0w{G2N%8U9f;0~NV%)mt zs@o0fv>Fn+c;@kf6?HV#Yrov2o#;|=NzX09PZ<5NMMv1*vVUEjYixiHBUkMyT6%|S&#fjY{xp}HCc z)*v|z@!aCTYXP)d%q65h2|pnxYyIwBs-3UX2eFgr4y0Y_L=M}5O9!x^E_!KJovXQb zyPE09Ca9~g7=GKP>1CRkQ%kANj|b-dpfQ)&kY2DZzu@_1+9qfuj0Cyo18wWr z?aoLftWkMXVlnqbo!jQLqw@g$-f14)l8;j&N0!ywc4H=HvJdt8bXN}oe6b^~z>4Z2 z$|^9c`HlwGTW2a2z1?e{fVGZ#E>lk}-dOKy@`Xk3Vj5-5>2Z2HUtcb#1+$%Z%ytG+ z*oZodMoljNnU&2AnQe;-xvx=lW)z*UoPc|~O2hj7%k};8(3%Q=SJFnf>e6BZH>m|m zu-;|m28t)SU7t;jp?2Ls9B)D=cCTnb$cf%}{gQLFp#5h~M}Nw$=^N5Bqn+F0 zVGr0pkbGMqs?{RuUBOh)gU6x)YAPyeY42&4H!NAZV4KDdq z)>4t%iT|$fcMkjRRdP(XJUeU;Q0IXjw4Tu|HU?J=V%qJid8seoWKQQl*O~^OO{EQ~ zj^ow)J%kcEo!2dWMIAQE2Kb(FVQAb&j?L;vV-ukG*^s<{LosqaL0LXy&!vA|Q3o=) zBzOM(C)x_*>HXTs;Pm(T?-z4&Bj(65_O9=n(A4*Jsz(w*T<+cX~wqp0M)F% z?CZ!3vZjzljgs~zbo5KcKkwT*cw$DK!#Q0M9hI)BJ1Xt5+j zD<64R)jA@$j})h96DS#NRJnE=e-101P7p`W&LP3}oiaLhHvgVaZOPfbeUs23?39za zDJ1F3-!I|{dTieR^5rTY{{7O>T$FBAw&ixrNOhv}sf5n_+mi49@ZuHTeAYu2@s&f=yT856s(Qp&qzJTFuKj7jS{FQlk#JI!aG$ zpdYsHC=GT9AqS)O47z8nvk9G-JEVA+Xszuryj5E^&+aMxrJR*Y9Xabr-){7#cMnMg zG!|W5c-zht46Vba1Zd=HLxnnnZicFHfwtMSUodRX;~%H@cZnX+_I+Csa9C9hZVVogdRtdIUKR-$h7Dd=+z8ejrYebSZFJ z%|t2dv8P;nEMuJw2mzx-`4mQybW&U92JcPCoY%Phh6J;PYO%Y2`g6GpAquOA!i z5E_k2fOWU3)+q}!u~vA}$ya;7J!6~C_UZ|e_maPbl{C6a7-{1GjcVbjf#T}Wp&LM} zHa~^KL3VmZYfd|4Z*wn-doj+>(76d69a6eZ_tMHM)vk@U$4(!cZnS_Fm)bc3()7-k zZx;<+a1**3*;Q?|VBDgPF0NXwGo=T$4$7UY29Jc!U;YJ6 z+r69}I@pm`+Uxs2pIZ!G!Zq5fqbLY&;0TV=gYTmIb&<=v^ri8969g$$LW8{ZU5ut^!~RYzyGIYE{i|>`BsH*B1=pJno33yV5Gb35TQ-3iKLLnzt$%!w zIE@XO%$Ub~`Tl)5iV}SWo&E7lcj{{n9qAJ^-+xZOeg9+n@qYMCX`#mpQRjSVQ~nq$ zIxp8RFV`G8`Ju^Zhh8dIj-ro;K{*rSq=^Tdjxfq?z#VdnD*C~ujA?4Vfy<^Jeip_Bj+RycVJkZS!ns{gCaHDx-WAk291L}uC+a*xo%?gWwd&p`p{+8eL9WK<9yTm3 zu7z}P`^8=~`q&k9R81|D3gRGck%_ISqt4SwQ72gwtvKosbuipX6TkMbU>{RlwBnIQ zK`-svraAU>au-W?_rET~Uc_}z*D${SEz-mqzB)N>PWcQ=$K&by`?nX#+1_73j63J+ z^gMhPI<7nKilsV@KMyt%)gD`1eFt<#hD`PYnTH8 z!5#O)8Woj~;PNA4i#pdjB4&W*bgp%t%;}rZajyMvj-xv^TD3^o-!hS_a=4Cc9c`ht z?sM}R{chJ^1vH== zC9BgS-l1y+hyVC;!Io++0e<`bk3B~@8FQq!mg}8kh|BW+{fY*GK+Z`VLWZ&VL=Q(I zHeZ#XEEH%cs){%VcH5Np8H!0a(lU&X$^F8WF z{a*DK3{=7`huz!-NxAjYEv$^ZHy?m5)? zyj)0AJ6#Wd|MulO$e!2hw}1KC&eNyXRKe|b zAas*TpmQB`*iv{Pg(g>}wkEZOl9QDeY^S-fZ;OgiS2{Zyfkxrz^+~>M9Bg7|jIHlw zWkGi9sN|Mp@ka_m_y2vy%LaA)ivR5+-LwzJIM%OjZH-hqWu6Og?FuHYdx&Uv-tXkm z(@N9@w;|#j4`Cz^j9Z;>#TnPB4$GTiMV+J{4Uc6wSrWzNl$Dir+ z?Ju;k|MunQC}wWUQOE`oJ!k1G92>URF4E?{_99LikMpOdZsIoOudl^53;R0ku%&7w z8q1O>J7-)TwBFmzZ1e#mL#-w16mNb0d$M*`vW_U_?A3Toy^;29iVmwvGBy>CPqMkr zb0qp0b?C%fO-qpi0chn$>=tnGa1rONEo+CZC2*AkO6z?C=@lNa%~e zR!C~d3$=DGSZlvJ-YBNGYVloWJ<(OGx@+dg9FM|tvR4xmei4LO^x zE7Zg{NJ-}GZGlLrf1=J7bxP>8Yl`L(M5IHPxH2-%ry-qq-d=_N2$LFsG?P`eBz~T2(P5MUgwzVW?Ok=Ire# zdE3#MO@hFQcvBH|L`Z6m$DfTr&MsHoNW>s)@G0hu0k$e`9#lDd(f3CWH zf;t8U;Nxg#ZABfD5o!Fp0ny)op;rx3dP$!0hI{5}eS+G9pSZ5-S z0Dx2GH@bRI-Vt>;*Lf@yu%8cP2RGtta7fKnx&%3IlSP~p%-x~(DY0}EKeyA7nZKwS zX4E-eLN0b(qLp@YJW8ykKdE!Xp?7p{7&l_SWKLVpjp78=4&iDi?&@8_TaJORq#&e< z+}UuhToXw@C_lj)EPihLuzIcRAJeT7JWfd0=l5s0)Tnc<3m5g2R{1Y7aa#3eliVAT z)0v`s>wk5lK!eT~rD^hS%KDF>j;K&s=tvR*^$u-Lk0oClAuBbOktm5caD5(hduQNW zXLyJ@;-%9=4J!YCmR-+`8P{Cuz}+x^emsM4lM}bg4y^-;n}w)zl)*>-e4^Iwz7eN_ zT`rK?@Og`1it`}$x^7@|oK6R+MxA6D&!Oz)+@el3nzrqB*A^|6?v|sgIRmv*oW5Yj zb!)YZZRM$ss+IsY-v)IKMITx2{JAB%Ij$c8MrRAvt1=XI+B#p}fko5$&s0P28P+5m7wdk08b&f+N2r$33DX>5f0DQX8)ma?@S8;O!m zU2CKJR{6KZYPtrWcGYR?s;{aOVx>WI=u(l5nl!nUn- zK5c$^=T{b}DID7LbKQ+A`E~ott8JX8I?h|MX&N?uh>n@rzEbrtZ!{f$(kP3LPvc;= zS)hoj=Ep-{!eoBBVtFVufs1V7^rF2kp1XoNbmW!3!2&0E38Q|_d7e0SpH2c;)Mz`) zuyi-4KM9;1^7)J$2!yDwSnMS3@lnpO^wvts=KW(9D4UYXuyr*w>9<@x&USUxNy#JJf`H$Ii31*8EBe(H80F?S!)ho96Y{ zuV!?-@yqa+87JKmB@4%DoirBan!*fM4NS_zEE7NI5g!3HH2pYBA#)af8tiiV1qdU^ z1JpS!R^#Nz35UbJp_4Ur3i2)Tj~>G?{AuhA&8q=nAnXKF#L1}|MRHuK9XU3g=vy{h zXG*Or>KIds+$k-S>UmG;xaC^M`-*xNp)vSeEpsaWlvS z7JpzO6=)Rs@i?Y{YSl)^fSGo^!YDrk$-{XxFdVaA@&< zt|Kz-> zYptW!pM$Nst*B##4|;OC42S)lTeAUUv1w5+KOJM^IPIKm7TD0ufVLn4K8;?81#}vE z9V}Y@$h*T0=uot$3LF+{&4S79Kvg!vj-rlo3!ovOsQM(f%Sdr2Hu3gV+XO1^WjJs~@ymS79RiLkt z_R`o*<3$l$bh`Jpq4yMNf)I@Tsitm*I(yC6&|@2_T1SPW#u79%SD(z~bgVjT;{#Q+ znwS&BVWZ?JhXxk4(uW2Qe-3LexmjSmBRE7So_w>z_(1<=D~2PbTBPJpsdgk*N{0;^ z_r)c`=Fpsd1=E~JU1F~Zo3TPy;bO^c zUFhJ6b!)9cC_x5LG(gRP=g;&B$cN@uo0dXsippXe{SwR&ehoY|&n%{Hn2`?fTU(ja z#Yl=7+o%#apcIe=3LOyMf{^m?T>j8=4YtC?N%$t+C(ozYSLJNaMJ%b!_k3yGk;c=e`~UR5r|u=QW(#5k9ZpP1xYTU44l+8HRQQyKzBEac0(oe_EdbYYOH zL{(T(=UMAK>acm&RxLG>ogr<5#uv2Is~)w!3jXscjxHb|=cX2p?UIn0!&gontjRNx zX04gJ<(HpYQp#ad2{zS}8hLULgW5HbdBdp=QD+2Cba)Ip+s{9RjB(IKp-DM%=I*<$ z;fziCq_Jih8wOELt6nD~^s`kFC*LO=Y$(~Tr4D4h{ic%NfX#MR$_|c_G@z{C8oRwn zfV3NO{C&%=sEvA)tICCsN`ceFH$7{e`{r~h_WcS#DhNdaPTN+}9%~-{YZXz;*=gIB z>0E8JqjrlTf#VEyykv05zNUJvGpPbw@v0e3$3ycsrQ-mcrlFkR!!7I#kaimG%b*W8 z)rP8Wd9VO<{{uG#58X`rHt9@sP_H0*iK=vNpx5z+GE)Z$*E==})SDrx6_c)8EneF8 zrbXxZvU!~f6hPWaAGGH4YI3CMi8>$6b-ns$P;hDdFA)kTJbF5Z0AB2u2BfpT%eI8fC zJ!655^gDoiTLP;crQ^ioLH@W9sq8^l$>NIVKziyPkZx{_CaUnN6o|H1Rd(Mhg(DqJ z`+_pBR zr)wgh(zbOLtw%T566rwT|h3Dy4w@8%W=1Z_NrFfheYMcIMvZ zRO9Cf*su+zJ=xgPxYuRWVJ_~a>0$eBWM288LE#sL9ZlJk!xnWQDjn)7Qr0e5xY1$r zRqw#NS{l@ZAwl{mWP^48+I04u^@FN7tAee~VdZc8;ZM}rgih;!Nf>vF7u;ZTrc@1Y zLybRqUlcpEx$|crBoUcbqXV=I0wV-$0u(tGIcAWi#m-Q)KQ(q}Iy%^<+hC4XA7oME zC(VJIVg^H6(0qof2k;vz^Zcqom`58Lf&|&^u!9?Zz`DdjIO?F$33262%f>Lc) z8IxAY+=r9`371qt2QAuwhMA(yTHag6Hfgl1lGE!fl(h~yY{>P}1Jp5BxN-PTEM}@T z?qL`nrFxC{Ez+S*EPuEqYHCt6*;(ri6>a!PnxN#*n}n@(6$insi>9U3=C@g&ubVlm z(%0H+SXZ^5p;I6KLf&#~Dz|485 zlRSA$G7?SELMLde(cKgrU^L&0=K?s0`t90x^Yv0lr&(PV{Ivd3bGOz2_odt=OBAn9(&fa24*g6@B z;uI(93`Mzlw81Ev1C^g!>AJDRPaKIRPF{vTDe6~;++i>uxZxMOW)H(jTkC61!_cbf))w%)uZ90oLw-eJ34 z-6q=1l%AopL7h(JY&aHW;nG#E6#7g9K%Ddc1Upo<3Cvi&G!Znnqq3;V>9kP(uU&W* zD2^67S~v{1iw79$thLWb@~0L(13f&`uO(#zDR7ztCiEP}LhPAJJeajY8pjVp$HWqh zic`am?~;ZNFARwUwy??*xJL-{h(Wy?jGEME8NRiT61?q5s9Rfk&ie;1t=|II6LoG; zM>juI!p7{`YSh7a2T0%YCfv{cMKXbo+}fJw#{F#8O8K4w-QRwu-7lspo;OU5_f*dA12YABm!M z)~-*SHzOP_C7NwJvM?2#QfHCRtVnBqC^5*mrF#EuG(W^itK7sZHc)3&0kuKtl)7nM z_6~G9I+@}$!%NE$f&)z5PIH+4TaIC>yck*Ul%_#y`ZVcWR8dE=HNZ}+H>_Pvj%l}a zg4K5Kp`syqH*Na>zS=brBTKREbktCcj#QYx)H?D=;7jogomj-MA*SBQN zt*+10v*%`DK{3l`=xl49KM|TPBpbGwRTsB4zAd{44w0ZjAYJ>XL!up01E)(SD5ab_ z6O1ZGme?CBbDe2Jz#KRTO_sIUG!%j!nTyvrX`@ zO`xR+g5v!7GJ!Ha+ai_QvcEvZTy7&mM~6G4?dO}-Iz~Xwo+>L*N%v8)4EvRcGqRE& zx&N|~2%tdC(&ip@s>EqLUU%33me85B%u&o4H#Jd?`eqi7pfcByO*a=3+^J*$TJo&6 z{Xp5{QDn8P-_U5PS_S!-zv(-8-D|V8Y?BCs0ZeHTRWF-=wh8V-r?TFa+^X&VR3^98 zpK5LCkVU_C6ug=3sN>jO^X7aTLN3}^XEOQN!c^g0=Z5}YjH)>nEys#Fw|dtH`MsGvn#v`u^}=LyR8LIJ=pN4x3zU z-L_86MXMc2M<<9$8TYfI-S~F9l?Gb%ClKUUp4uw=S$q@P?gI$Z-O*y_Tft7Jy9aV% z%(3$fo%;B{2n%Z~ddF2MGNe{^d*?r04Q*-d#ul7Y%7BR-s*Pw{mKkn?NcXF4Bq}d- zh|rEn$8G2gHYG9H+_5;i4IJnsBbbf1VD zahcJa{vGYZQRHxvqY_)(a@3fW1@q{Q_l3_LEvFhPxY~H<-d|C-d1#Gf0-`t599!M$ zo~ZMnP2k&#FenLI*`{u97el&QNa9f**O}0iihEFH$NRDtY9$b*^lUVT1#73?@5nS_ zjXFcsFSD^cM=h#P09q!5q(+)oJs7y;(0PBq9{x*0CmyfIeyEiWEP)(HrLK-O0jLp6 zkx@}cVh66g@YsnPolg*CCA1TGZF-ZGP2ReS}nPTPQtknYYzQ)){HE zdorhQQRliHe+k*#bKn9h(}uFUg45RX=mV*#vfI{H`ceq2w&I8Kw2%sUZ4=04ctxF? zoJZN4qzMkT5yl(cO!MISB0#_`w= z+Iok~50bT56+C6(%xP;z2(rp^d)Rfm-yQWf7iw==ZT5|#2ujt%)>4Hn56A|3&(OJ@ z>+H}!DXPS}`NVXgLLGm;8!`AlUN+5Nu7vT z8`QyW4v7TQ-CUGTT7PPx3bNVJ>tG(Y_ zTjSWBbya;0oz`zRL5%s~t38581kv-_*IosYDbm)KS1F$YZ6HnNN2?Z1VMU!gLBP>a z2h#1iXh>z>IvIK3Ug{<;r}v-3C$kv!==tYE=l5lHu`;I`jnHjWHjSON2uqEKhL)*S z;+`9!$HiK=u-X*G3Lw1N9~}39)ZGgowwsVx7@mo%R9hs6vM~PJ#FCSNNe!+*+HnssW;^wc}Hni6W7?MV)D^uIr-(3|y_5vyEvS zA9Bm!_qnOfZ@JSzohou}V#u;R zRSdO6uP}RjrLU_>t?kWX>B>9c>uMAqZjn4gr#}9Na|?@|ZrA4zFxWZow$amRsp4+h zpPezOP4v^R$BlyZ`4ftQyx5|-{B?EV#azcw=kUh^rm~WzN7ZEGDGHgWVf+Z$9YvBS9zs+aH~WuS_fR65q{mrJG>SE6;D zmMJM4*#YMX#_#NGt8`_)RcttIH9SLSgF0@`u>(>@2A`|0LZ5T=oImGn>NV)^SnsRL$9^m|mjmZI5Y_=7Cn7vPC}KioHd^3DWOr|4<)iYa{qP1FMwHg~ zMUJ<$ey~{e44qrl@v}R1=iV*no`T1?S>Re|= zy&JX*r%7GrM_rLiwkB6Zcq1V7cP_pmbRq_y;lX*X9355osG12@8ivQQ(|+dS>sRl^ zRvUV&7+V<&DF@L%L+7T}Nxpy0fYY~bw=CEe$&tfSXMLtsl6W;scK#!Vs4puyw19_1 zjxQC{h6?IyRgXXe>xjySYyv}_iW@-dDJ@jSRRn;A4rM(s_VItpk^TiMwrSm`MjJ!L z6H~eq(izQVyUdGdqCHw5a&sFpaYoD;nbF8UsRc&|y)wWZCd0|s@yUFEyd@Tui< zD>udST{fpyAuBJZUEQlH{L1$uvkI+sJR>J2c)TAqbo9I&rnSSSsT%eSicmY6ZX$$u zYKK3EnEx}e+|T;kqjd+Es+nWsDpUZ7G)x6&l~lGHje<=)a3HE=wzvtApu^JoNH=hE zKj(pcbtTG1?JvJxF8w-K>YnPKw;i^|?OoIFu9t2JG3Omi2PL6RYt*-@V7#hHw6!3= z|4c2XaMzUMQG3msCs`_Uo!FM8gEH3{w&$y&j&cabVuLtw+f9I^(?#)L8N> zRj~Qb=vQ02oJ*|AvonpwGW!|Lvkv**DE=tm*2G8M=->*v)Y8=3+ay&HWpKrt8?_(G zV9PO=ELN1vgyP1u$&&&@LT{qDT$4mpl?=WbCxHCAt^K0u?fDw4{0 zRJo!??d;mG@fQT(2|rBOBo-}nMpnrY252zbtWn2gb0_nw9@kcZmi1Du`|HP*&X|5h zwp|V7)4eYu6+?%6gVNz%7Ew`09^*V0;8~X<_SHxf#JpGp3J4nEaRNpstGn;Tsz8bl zyKJ|ko%T_9;hGt%wFOlSeWK15b^OvezaU+^p8H&{`&}yoQP)fOv^N^lmEZBXt00N$ zxZGlMVHDgk+g%3&cC}f3Hq@!NL}f`-ImPP>Z$?s-A%)?%#KP_!HmI z>6b0terch4Z00*19@>}`mfgw+)%~~0)IW!WmId-Q?M;`?b5hT$2R&!-K-(KqPOxcD z3ZD&n5SPBLqCP?L?Jeqf zGTG3KlNk;7+#GFRJvE9pHBcMZxWs<7QkG)^4F^sKk82$^cnd2Tkz*a`f%!v=+=W!F;Vkw1BgbY4hHrm`@^c5b7w^kRc{$f388r~^jFoP=T^N&5 zq_j7n#z$@=Dndy(+y@=&5r+@ zo#}Kd2yc9DUD`3S-3E0=(*+J33L${T)z_ekmv{pqAAc4$30!dQ&sf&+=DvOPgUW-a zhv`$o@HTXoB}a}l2KsJ!jm<6>Jv|5f{?xZ``J?=K(fsJ~U5TRI4Ktdnj7-=DMID`g zQp8;oIAez9vtr)~x=9q}m&#`Mk&f0I=Jbud$D~>_%9S3|P;{m-E!mx0YB&wQ&@HoQ zIbAQ8BabE@`+fc|=C||V&s*2`+jZ(WM-v9+fvSkYs9`gjEbwJ!i_prlO-IM{`mZqt63!b5~37w;Bc9(W15p3NgKL z_c7{BDx5o+34Ai!9R$!DL5Esx!CPN)gbJQS2R$ZzyE9){2F z?=RowKZ&3hJ>(1dvo)H&{(2=emZ@l3H+Ryw{s90g=;rQEXM-KoJU7d1A1!)576uI; z7cTYBRvat5MC&N2y}MVhJQ4Q{otu$pbW0z6j*(enDCcf2mpi?z@AN+Ba=qWRI|-ef zp=E5!H^P;P(P4XVbqJ-5Irple&?HJfI;RpJF3pQy@{1y0ke9ZEPEr4qRm#Vx1J9{4 z2TjF76s5U83+N2$tTx_&L`sMKBlbW>og6jqh?MWu@m_uY^2a|R|7i{hBv2Ri1neHH zx+7>#H zb4l7oF8PNHf*d*)Mz3j+6tSnyhevCHZ33P*A*5-DAJ#e?oM@L|Gz~U+$Mzb7>Z3LR zSTB!I=etDC`ky9mn!)`Op)+hutkf)SSk-+Y8#hpM`Y?>mb!LNlRM@FcU;p3?j~~X4 zRz2+p*yFZ7J>_1*`i1+N%3kGX=xl495QCWX<>Dgt=$~c8InTKOI%hPPrTg|X`u@D@ zmeYC3U(8hy;M{|%)0xu_1E9@lF~a#0aAOPBzRLla-@d-Bz3JrV;1_Jf<@m{u!JjmA zq{kNOeVyA{XS_k3RVy$@+x7fv?P~_tFbu!qL`A5P*x`TQziX{yL6pDx&n0Xm-ca;v z!q~I;A~LFnL9_|-mm@j_^2bH)TGvXS8yhzZr1VkN7SifF`e4AxQK|pHF^&S0ck`ff zfqaI}CSeO1BldlM#$~)CrA*)SS1CglN#A_G+by}w>7n}3Wu%zV@l0-+7rKRbO18p* zR9dAPIucn?HzEFbGe+&eHc1-V;$qyF-_C`h(QT$)qLIB9Iu!vH@(w%Tl zpZm7;ONI-#$o88IO}n}24zu`K$aA?s@37N#kB$llK}efPR!zB|?Q?b1N*6ERJTYO* zSd#-Ue=Yw)iATTmk{<5*Vf6@!=^^T{aW<)obwQoUgmY2paBfl&b$$(XP}#7t2Gp^J zo1xD2Vd#w1AbrqaQv)EAGlWTS$=On|dla-u$IENtTr{m@q)*Onje_t9c6|G14Tbie zoPF1y4yzA+_e7n?BhkiRu4kFbH5pRo#$AxN370yD(cGOc5;-#xv}KVtftP*6dCoYI zDivw~LpM$M;Z&DFu@X2A6u_R|@`O7(PlU9TGGKXCxLCn$Bwdc9(cdyv5 zwzDO$ImD=3gMcM<}I>jFmc}pN47lp08OzE_R1H8)rm9 zO;N)cr?>0%m0w+bbbpCcF#V3++6!anow4)2MVhsHaNSMEyWM<0+^m-tfsbeCY&vX>zz6y=DWkc>PCjvkmgA)2i8(ZKxa2qx%0Z40 zAy{X8YMOT5w@uqL5>Pq2^We7SXmUiIKHou3#g@=CzH#zPq?(%Bxs`OVU8K~JUz5=+ z!;?@>yK}}fsfNhIs&&{NP-%*m^QbCP5G1&sUq@YD)~V^Q#?B9A4rreC-LkX_b-urR z{pZO9L#l#@N`}K|JwintJj{4n5>&S#HNoi4j079b&0zrqrth!0P-`R-_kBP|4cc)BxRdp z1{6H!i$qGU{i731%F*K&>0;-CD0p|6b7>@b++GTwzRUOJyC(mPZ~7nzcgQu+E~8v8 zErwoDN5!P_W7>a^u&H4+w{+O{9pdhK8I1O6>!XHEzfkMw=<~hm5ERsrK>GF2G1Mvj z=_+{C4Tv|RtcPT5slT+0n#hIGJ9X(I5Uo|u4eF?9XugYhKkQk7B;Ibk#Wi?73LgWh zXXtF2)BP@_co0XYoQCCsM~DU8=_(66r%R5A7EqH55us4a2g{tAxNqFSwJ8Ts{;0{= zBX2ulzRgX@Ioq;G#vvSqW)70ziBOV9r!ALKy{LyYxyWhrO?vN=e7#$CU#BDqo16tP zz|A13+|nI~vuK(zH~=j^S2`4GV&iQn)=+;QJLB~Qt$-K8&bxAOUTRX#KN~t`)>sEl z*%SrzK-NR2Pr_Pt20OzPZ;O~sZ<<8(unB|wJWFdK$EN!;y3S{6hMye&_cLC$&1pBp z00F%PE-zksUAv4p=X?&&?Q#{Uxn8f!3{|MJ%ypU!^kbZJq#WflvEi9zO5<`oWH1W3 zijn)u30;1v=9Dj?(k;sclmOS911ASr(?<{fkDq7xo%xqahm9L_vaYjs*rq%F=VW0q zOe^p6%1Xz2Ys0A8XTQ{Ai}|8(K7-}CA+fD&w)cN7VH+q;T1Sp;Axwoiq?>L~|M~4Y zvr|CW3GpE#O`B}1Q(L>`dBz8sp4UlP`m7%vKWK^DV@Tl{I=3TH3KZp}N>2BfldPjC z<8%TCaVI?jnZD#2zTL|rO9l!_?T$HgTFJI8I3eXZ%Hx z8)^>9>DAzo?&Q#D;`YHW@0Jc_v281DFcuayb4=7aqiQO|)0tXyqjCzYVh{JeIV;?> z{*EI0@ysT;^nt*~%HjFscqVL{HbI)8l)le(3qq%DbD7hG929fkxZgO<@%f*Sb%Y4g z_&Md1>uVBXK_gs*#)T%QX*n3$rVaU(&$m3JAs*bk&!96OhPOGN8q#~fPHKMBphw+n zPUrERzRmIFTUE0}MUaMv)>M@a=%jowY42WpbOgj1Cz&B(8pnTLjD6tcBqaz6sslkj zv3`B|nqBd#GrdXNhGa?#YdV@AYI9uz#;cLw^WheCJ&5r&tL6ib>R-&x!e_eGQc68T zXM;Kk)Bl_$_pOAE$5=-^I`;X5j-UZ#q;O$bUNa)ii|}=FlD336A0n#%oT4Qm!Uaj! zmLLg75~+b4H7=vrlD`!D3@ClRI|&j&n)VR=;+H1>f_4u39s|;R62&(Y^d~Llj>9%p zJ~ffAH!*j}T&v!0*{dR1w!+;;hxVyZ@1Q9LJapH&jZQiK| ztJ!^SzSTZxFxMZ4So>Gsi0Xt-0_Yh!_3{7Fi(w8OXOx1tJJ0zd+lzL%zxL8P3nJDQ zolG%hv*)nnXvw$S2NBPdxREz=OkSjDQZDl4L^(7WpK_X(Pa*$03QA>U6V#e>nG~9K zk8Ov1-%SR!?mWAa;OD#JReRWffI8gnH#Lv^)eJg6^-?~pRk_Yf|C=L6`_026IVzj& zB;X}bXQ161_gh^;zs;~O#Yf4NSCdgjh~I47wDkRa#AGX5ZV=Py?jfrEd|3Jnog36) zIUaC2H#yacx%6n8AgLBQVj)8jye>uc12Y-aGU32!kg!J5UNkA?1v$V1v|$b?4BwRV zy9r;&wUNuHBt5$P;>=PtIcewxY0C*YCk~S8K|RSS>P)w&V>)cgSyOqL0n^Yh6qz*R z`TshJ?LQTC^tWoxc&p_$k+hoM?pO05Ak^uK2K4|s&M>HCHA!dpm548TY5vZ*Mu(}(mq!`LZSi$<;W5B@%*M07f%VL-k~S3%aM|!EPouEm@6Hrcyhuv zhd8`p`9Vx(Aa0&iZfV-ajy0zzjUK@kpR4$!yd2Bciq!M;-=44ygIZ%h0v+n;O1<+t z*#t$U`t5Xi%}-#WZOFhNlHf^O5qIxvqr>!1b(q_Y0o6w;I~&`pXXrd^6AWrDD1^>K z3Uh`Vfr>@;q7wYxnilY~Z)XuZoP(YK5-ec*O3?5t^AhI6JVbWwn!Ny%gw8l+m>Hu? zQQIiw9huuSZJVPq2arrsWpDc+XcbAriALkUo$F`?&Mh|Vy5aL&>0HB5r)#73hRY1) zzcF7k3fsCRn(jMoa-+SnjDVw(VD{IAI;ctQc=TgI^x~}(D^KxTqMHA(f#$+vgVK-N z0x~FihR(;RLp4n~(;LaEgj1W(@tlxJ#=93rzvwF_wgsBUKnRNu667u}1ur}P)SpJj zusIbnM1|-@5R2@J9%A_ttv(&L_Z_AvJ!sCsqLr!8y zCsZ(I{M`tSxPe$1NDop+sD+Rs%nnTwEMP!c0$>RFnbWKGatT@Kq-b*C z11Z=TC_f!^d*h&!rk$ztpKxo0Ss1{MA6OXju@=w8@l=?5PCymhFS4RfMPG+}nC#H^ ztOUUEX7Ecz)3iu%805QU-qh0}TP@T{j5-~a*fXM<(^O=EJRmUH0?Zl*tq)__V=~@Q zyp;}I+9N;H3>iHO zI%t*&uip1vOxDp)msO@Xqzi~Erar9qVA4n6V+=0txVXDGgt(0>E&!Dw)6fOF`j@a{ z2htQ^QxBXecLAkzgRI(8P8|y46Mu6JorF~$*;!3tAs;r*iVx(8IO?>#nCn~J3Wn~|ijz#dZ zQo5XoQ&gQ;PUpV#_3;xEmf9svdOm$vu;k)kx-_nLOFt)59WpkAmEMUU`UXd;M~>s- z-+kQh2_^_+ft9UCpl^FM(#f`r02kia-FP@uBJMrt&>`)_HnRr!cZTur4`7xO(+QSV(ltA4Rk4RCT9*t zDM?f4(1sryDBDd>BrBRW%z_eS=lSM~mLx70luL~zit=McFNz$=YkytT>@a{sjsj`I z733$|{J_*H`8sq&Un~tVht?hLzdM1n#^7jM2wC}<6YV;YgNxq*TI2yO-;vGNp$LKa z3OQ?m3(Gelo-s?y6TqtrA2QgcQ$ZLA>2)BofXB!PMf20n{jXn_#}~(r3fZa%8~9_8 zG*`|dhJuJcHiHKlf)15kltzUFn73Wqp(Rf}<5Q|m1phRLhtAg_@1&h|QytIKw}bn^ zA-KCc9NgU{xVziI-6dFXIk>xPaCdiiICw(P@XgKdc?-{9TeUScwOiZMJKfWtz7hb+ z5xR7iRS5Frl4uu{lgbt9eQr>Dw~pY)qc9=D+Dz3p1kP0fR&YiO7ya(fwc(Yj7hq8- zAV7qHm<_KmAXy&X4{J&uU)_ z7%OBp#atz=O69vaH-X2v_urTGv!O}ew6nmNW4U}!X&&E)5eL!fx1VaOB8mMD8N{P7 z&6euGwXy>yBOC!u4;6;Hb-TF6NKQZ8^KsiDn_}qNw1Dq=BZH^thuQqEzA(1l!*hhl zrNxkt$>>Xdk~b)Hn!?Tw$vhk_%rO!*N5)F7KU6VzhA$H3iIEjB|7?cYYm_mPMFVQ% zD1*j}5!JFG@I}an>2%!S^Ux`CHUeaI zWKi2WJ5;}Ssx2ckK1eG=Z%1y`-W#D0k?_?QWwb>Hg6(-jfjilFViIuxu`F2veS3QT z{kuVlVH|?&Ta;U5c%5S@xLOkSjUNM}t!nyXrHzcNWCERZh8MZe$4j4Yzz)AVE5LnE4%x1%(8Z>KW@?SG5#At8;Skeg z8S$o#o>noN_w2BL^lV+4G0;QVt&X(sMWGonJQ-w*}%4H>>8m=$CgayY>IEAi^&); z#3PdYoM7&hbnAd`I^nb9aqJ@+L&HWD|=fv)VwH1^CYx{ z0fzL940{;*f6-2TU31c+ID6AMm0G4WTV*_op70iYO;y5Q47u@6oZ`qE2X!idMM?@8 ziu6r+H;u@gGn+^^(}Q9m+kXT#Ku04Lsjjv;Xck>tM`|i|N|%ZM6) zB;VD&4~VAeV6f-@XR9?u{(i4z)*_)sGbR@)_;*V& zcvj%(ip|l;i-z@8f zD0BZ7f*xP~PuWe><)m{QED)n2Tk{V`A>1iQ9$^~BCa$@KAg_)@p%C6<7PFeG>=F0g zZ$T~&8Kv})OkE>L)ty_( zp2QAaZa~XU{^5(Y6%|H_W2OU`!jxXq;M}tfq)R)(J^YW%)h_}Y&flxNvkR!jDAzal z@$pP13d#N*Q!JT)4Kst;r$VR9F?1FayNjejXK+*He!-);jZ6Tm;r4gt5DFX1Qbw*g zDekZ$u||uot}2(x^1LS;L1AET6R@D-L_04;l|}aGt{u9CRZ$F&le$*UtP5dvahOK; z-Pc!B=*)F&T&)Dy#gKB4_sZEC$zQmv1n3-76U9hTulc-8mYS?gPMP)<8dLwYCmiy5C=@#s< z`%^D782?crLr~x?8L;MA!ZfV`7&H>Y9NK!9Q1{te5v=ohd0={aHYvElq(N)svIihT zt*XUgy&8+I4Q9Ja1~F*_qX+UgdGO9%*Tq>5yuU>abbt7&PLI{&%X^Yyxk>_L zgyN$iLsnY~P143JS>QiY+{G!Il@#%I@{~yMBHd7uwjoIu6bFE_0l0~PusKh0Q>j_c zA)P?}<=oVYVGs(@Yk6@cR10hpg5@3bv6Y9UDw__*JnM(?ztmWl-<^mSXR@{uRrXko zef-;$lWp8k)l_Dj8m^avFy{La(vT>Lsp#*1R_O2 zoj{<@29FU=yq3OuLQL%#EAvb-`xunNkjfxx&AIw5X+;h%e@Rf;UQEjbG}-Yb6rx8A z;UB6?fubvKbaM0PLTg$99}kGJu$B#@1H=?On#?1q=8JQtj3cryA`3YDV~dk7sm`0v zd0g_i#ns!lsR>41LVAW%6y0xy>=#p|a=55i$1n?suHNpevDHtd@zNa;chH=tD0SpI z8r^2?nmY9?C6JNUL&G{HCcg3k$2ao4L@yNyGoJHKU1n;V1!;^%NZL9`0vN42uZe`U z1Xjz}p|a>VwMcOs38HAA(aBXVL#&eHE)5FnO|h)6Yuz3ZQ?0D-f2)m@{~?hEsj7t?%%NAJwi~B#K`Ks5 zn=NJJPChI9rQYVG!-8NbOO6xEviHb;-%)q6A`!5&K9gAtnTW0Z8A!G+ZBZSYZ!3wU z!b(4Wtd$qKL-l>$><9OEz60@U!?KNUW<`l7*0mz8mCTWsTMUl&1Eu^$Rybyo<$vjq zA5fduu?V+^WPX>ZoQO3U9}>J^EMj9V#}XrVDVMEt(5%LKHB|)Q<<7K!w|djnwYjlk zk{ifofGd;-MNEXyDo{W|1Y*yKs^(Ty-59DJ<-H8Ie#xZ3(t%}d`zA}|ErdH}?=X}l z398CX+t78guTDIN6a!>eU0riju10TAM$@$(ni8|wq*qhM`{75a)`n-k4||lA1%`>t z;{a}_+0ZXm4C3%%6SoABLrIyTn0obqc+p2T9G3*@Q9}nJ8Io~@|KSJC4ahu@y#ljt zoCukU;=LrpS$Gf&hZCC01ulJZRA(@eEoihfR=JJj#5VjFx1&bQMAkHa(!t$VG1q z)nv9K4|lmYjZlsTov9p#FjuF_zQ%5cEt)P(rb-5stMoz^E*r%E{H@3Xh607YjP;QH z<@0WRQ!;BmM_88{41l>ceYMn}eDuG_urmh0&Y28_CQsnNh@u&C97P_Us>$cFof5rHooD%QycwilbtS`4Rr8j{klr z+qq0NIXg{XGm^Z@JTziI*rTQR=b>?`Y+0Vs|B|J2J7*YuS%?>!@4JQrp$t%(9+T`@T$ACBQKJ_aU6Lqf+2 z=Hma zVrxi-zN@qBl$2gZHZq8(QK6hkKn%|R(V=`OS~61nlLt^vFRh7M(4zsO ze=Mi#d7U^)Oa{jTv=oJ-!m3DoK=@VYrzCk*-`h*RDZHa=$YVat0e#i6xi6N|+7}QG zu3%pYe8pwbq9l(w43Wgu0N813p!?bfEDw4C7C~8-jOjG~aaEY-V$C^oaYfdmRq{#H z%3hi4+@psmcfn7#B4P`-=C9uHi=|Qh8%`^fva9#Na-gVfCX_3Jl`KE-;xdAh!E7r# z?BA|IjRd`U3RzjiObeIla^;h*08mb*8 zsiH3jaB9%g{BMuQwm%QwXn)oh$Zm+0Xec}<#$88jefOE`@DI3?z*s^%%hbiS@QKB=GCJAsE)mlqmC9Fh7Utt8!#T{}xHsamwdisqAENau~ zNDB|e#ht7ai7{`wG}@D;vt_>WR#Hu{Q)8AJ47b8RaAzASsG>IGe2A^ZCyneN^BnIw zD#NvR7%ANTrJS79mfdg&N9n2(jW`Y&?f;Sn-)ckHCDJJngkVoTpbOg{ZkQy;a*n{M zTlf_lGt~X;LXoA4aIO1s;xG4Qsagm*%_8hnaRZDqe$*eih-7L_W(kB~t?KYtNxO_$ zJSl=IRZ_lX6n>{)Uje`77pI*MHmLOi6gUR%3$5(|8gvetn6<8RBc&+4yV?eyoMN{}5P_4_wgx--edh@L?n? z>kj7!L7S(VCj^GEUS2CJil!ftB}yvC@&sQ!5=9?-aiywIyAz*2g40nA_}CXtgYkj$ zpDS~vdljW)f1l#nL6T_$S~;f-hU5j_1ZGidj2YEWVvZ@wA7uCJ)ijAtT6ukawC46`ax zRW<9)-oz)3Epg9<_ezmJqZ#G|Gin=W=|c__@j>fMxdLM4_7T?p55Q9t@Z^GcSB;u! z6UAnMC1sL)gV+9c>-(KSzXprjsbC-5z1(}A%sqq+z-62t9} z)Xaj2055|aM$DIT?PGP%Dp&u7f1#pM)gdZ64dtc4Ql(B#DOmaCT2@&?%Qy02WDF9m z>f^VxggB|+90wT^&;mjy$1tV9WC^s`>LA8HENEJfY+<5!am8{gR&bTLyp0`Vv_#_`o&``!is?R;txEuqAAm_-f4d% z2EQd#wi9hE+a3Y4oFcoVI`6)1zo&i^>{L?}{GtO6YoPjm7P9koA7qb+S!oYvPU#`B zB}BqYoFFcUk1Xh0dFHJ9-G|OC8nrKrmjUO=SsIE|$2|c3@C$=rKYMLC=O%fQX-IK+ zDm}dYA-6AolDa2Cx%WefVM-dqe+;PpU6gTpMIx-9n_#xqiE%Z~tT&32^SH?pju~VG#BAQY)Y&+>7GAYG2I%pA!KQDWoZzwuNHI>_bv zGZ^kge*}kMIXH--<&ER{Mb6Ms1-`P3rN?t%LUgYAwkn@__@MnJJ_GkDz z)FCq-BK*MaatJR>mZkYy70`uEr$~hJNY0XDI+vKZBYd*cbov83RWau-m*_2f_bj3o z2wJ&>t!8gU?~$C!dvS?_D>kH4&)xq!J?(t6na9Bbf>`ldbUBCjqk;nz^Oyvv`qi6| z3yh(nzbjxU?19G!@Ep<=htT)p zKzg>6oV!5|aVk+caSr-Rw3Y~RQK(TFTA}5*>YZ04X7Oeyq+LV=t{CF8VhxG#Bth*^ z35{jqOZ3>xv_1g$*eA-EP*vSN4(H2hSnBLSrWzP$POeW*+}wx*?jRIi!suK@g~aFR zC${t(5+jrjLq?UuuR@unjDNRAzTA$Fs#!KIQ}(4KLg}hWjZKg=E!j5$@c?Gji)rUr z^dMOul4s3zB!=Z1-2m%Mb3#aj$|{LQB*vc+`)tJooh?y4h4umsQ#QHPKF3*Q+_xeH ze}z@3u`g}|y4zx=gwoNdsAP#|Bia%QskexK9t9=5UFV|VydTR3isS~-uqfde7eiOn zTFdi7(!MYQ7evVTtV+yI7rfvK5wT!f_&KWJcW@sp({f`Z{0B5KfVK$Tz$IU3n8iO< z0m_JTTJ`r*?hQmAW^oDk53Rcc6|L|DRbMtS3!w6zkYx{xbUhD7Tn1^$s@vot1Dj*@ z=wx^!OdQ_Oe+g>|1i%Pj^2sOa5l=PF+BReJMAbZ;I8!(bZ0I8~S5Cp8@58X8AQIrI zeAb+++F_s`DC~GH_*ob8`;&6~{G4#q2m2tme4hK6O4d74GWG;k3}-;H zQ*}7DB{cg_t&B&YCdnibd9o69Atpxb{C`Wm3Z4@${uPl4WT+dP1f%urGVz8X;Bl zxfefyTe}ixJn|xOtI(A_fV4s%?pRyV{zhl1wUPNbXeAk>6guA z*3u~BQr(L~W2fUHY~u(ke2t}Uzq@k!8t`5JZH4DVQV?_vmAAd5j+tDr#VSK3K-&*1 ziaWw-V4LBqg<6yt`?&;i>eoPg-2j-x96)KE`2PgQl)L_1QTXwO1VbIdfdT5(rfkwaPPu=}5DWvgwi5mfyxauDx09uXEqVo#Y&=r7DQr9Bz|LB1hw)Y34BGCEiY-NkG0B0Y##k zve^J z1@3h5X66RT4iiKlu$$1hc}VtOKf%DanV6{IAAKehC0n;mj?ockR|Ee2VvUzN*W#yhzRdJ3yB>v0FvS;PbMuEh8HT!{xkOvlGU^E zCq>%fiQglpT`mA-;9~xTX<{2^8X`w&6WQ+q(Zp~9>DhbckjwMpXC(kJ zyLYVWf^c8-q);u#TAXN62~cXWGK6#$1>hKze1ze-Dt=~LjJ+(st%;CL6$_OMDqOS; zD7Q^~{i+)72opy=z%}r2FAfs3CdS29OwSY@tr$ccD+``!@tQauH>&ip4mGr=c^$w+ zcMDMo5~T1~izfA&LhKMJ`_b1)8c)Gf2F$vE?;m{i8hA&;Pp+*yDlu{m0Y z+o>8~rFjo(tbAxf!A|zs&-;=ljhFRn@e=2*7bEC}$x=C1Rs3RJxK{iK^+He(z(0H) z&i=wWTX*x4j;-(?eN}khoDAoAW=R;VI(347oJtQlAqK@oGFpT+M)JToSZIU>-`>Jh zhn60S9gy)9sQWW?z%W9FXrUri0WGB}SB}?^GHirE_kOTUGZ{Y`atAvh`1noCLQRTN zX?-lfd1G3(L9vNX11!MG{`%s6;cs>|Ia+KJO7luqdMt(vATDu7Qi%O$;+6L=uU3~4 zCnJu+89o4X+myjbeLTQ?)WaAnm*vxFg~z%1NGL?H3iZvmBt?^DaRA;x98^fzd1ox< zrefA(VWf@E!u#*NH)}&fxAUoqlbd-9MG@`Ej1;C~1i?F&N92=qF=80{qMMraomBMK zKCk5<7;SEWAnf1a^B}DzN$YbmFn4EJ{4B-|z9L?!e^?cB49Wf0bD$7wBwBAv`q0fb zvp*TT6c2DRm!?$#!z$P%K~h~F9_cx-5LPkyM@|2e{JZd_TbL6IAujCI4g;Hx<0{07 zUz&unL;mcP|3q^#j(>snK`<*jB^Qb?gn6iPsL2QBwy44bpNjAKtCPnrxo9I?F-zm* zeB=f=rOgyzTRani$4o&&xsiA>bC#|44K)-Gr!hB1pcXpHea@glmZW z8+bN5YPMm=7j78&7p0pM!gGkS+vizC89><$Uz9msk}@=j6yrb4B&mx+vWR{`O$H7I zow-m@AOaT#Iphlj)<1_s?ndE`FaVjelAQctxm|T)PoCldCqHHq*;FR%hxkVA@sCP* zRXXiHKpaj6t8^w>CUW7SM?k~i4pz`~()erx3fb~^SeM%eZXNumRT-^#K(m9n+dEDo zeb}g`IHqgM!AA&oBFvU>#O#<5PXVkoBZ;ig@c6f~0k|72TyU1h1_Z6$9|H@2PGgyq zbtG&2_iCe>=a)@Fk-Q)es72_%;oG4*;dlJO(ICwBp{?ZpO@uI>@Ro6?FIg~{op+ob z`c>Eq_Pi#hlz2{Kuh^Y~u9t58`@G4#ki$tXUD~UE`K8&GbpW%N}6fgA}gBHUv*l zxP^)>qZxQS`nWd9y$>tQuYxy~c zkqAI3Id{;1^kBTPg(0VW`3;r=f~*hqX>R%pQ__{pd~ zqo8Fw6-JgkfA|6O9eF&O9b`;azNjBGe4STpnaM{Xg?0zo+ zqRST0BuLZf*!V&Ec%}1VorLcFIYjkpO#Pp8;IE(naD}AF%!=7p{9lJ~n&*53!}1BS zM>8M&+p8Qix1~`8zfHTQXWmJive$d7UB%H)^$X1yln}b-Ni@&VtZXbF>;L=Z+~ENK z!=lysUkF49ZW!o)^Je<5PL9Mk+#{*#w}Gqm#_Ig+C*G#*uqj^4))}tU1fxo^mCDxsB1QrOO zpm<1(`d-83(DeZk+SP5cO*9wC7@tl?nYk{|^09-+@s2uj1GR``zLAB^OuUBEVu$c% zTlC=St4u>Rdo=pv6c_n|v-2FhV)@*i*!AkhN=;esut|_A3UQr{noWCa&B&cmc1v&1 z2ct`fUt2V!;QArHYFQ9#IW$W@3)nwy>d#*_*QZj^GQ5x<=n4@M=}afxNZj|`>DYcc z`4pYUbj5>e#wBaw&7l!4S}rTFX^2Y@{*TQ)h6b zBh7e1)o<2&$JM5u;csSOf%r@pRdDTgq;zJGhLomOSHNzH*>YJfFhhm0uWZP28^`># zyq$mx^dIGF6K~7ax@}0CPxnW7wZ-LdN3e!gYWcHuTczRoQC2+{b`PA><*i$=ew+bK z*9-OM!#ocNF%8rNUx2jF9|-<)A%TCDID`88kOd5v@J z<{#&Za9#rc#sM-$_gbB^#U*3RhJVfS3vICI(@_%iqXo@47bTT|cX?}eZ-s0~-Ky8y z5=U+py_onop8zC(CQPpYPnwlcBpjfiR7ecR31fsD$pgoj#~(FcR69%umX%hvSmr;~ zAo$#_oq~JF(u0S#O*(Z7!~(ynrES}~kB4IWO`|Z_d%mMb26$}{L&{vuo27lP`J`cg z@~5i;?w|Fy&*d1=$Ez@N+eWOjN#8!aWQk}-!^No7f40W}_rxba57Bk+76na+E({GL zXv$VP-J%O6czL~FX@rwSecn6559CabX|Md&Kf8Js{cnhip<^!RWM0 zby4}HO0Y=$PknyM+3p0fo5{KIvl;?U_Poj6!xe#5r)DkCwk_nTb?HXp#Am-VIt|cb z3g#(e3t;*FJMh=WZ1u|@<0Rk(%-Fl*5tdGIHn(ym?XJyhSO$*r=00S>F_#fJl_g;! z-+AQJVj_Sa^CTxQ)n9St(cvx+U_&4$ z@l9x0K)rtDoRv${q%(~)YK z3xuTJSb%g7(a+5jF$xs@mw=oacU2hnTV17#-7RC?=!^P}Ypd~I^V?OKMDnh(20Jz= zATLh?bes)?Zl|{>Py)!^FMrLcrEzUz+k;r{vXg;%^O2}qgh>d{;J-$4*N!l6{U&`Q zA&6e8(r*erH02w9FkYz|?8?hJM(PV@(=FUE0M(vY#otvV8Kj2JLe`*q(&Wvf%~4|y zH*+5|hB#b7CHtse3=LoR(IJEr7X_;~+81}k0Yj2gPLhp~Z(aOr>Nc_+D4}62yLh#B zMh4i6yL7$VUWb$Kc=hFWWBE85m|JM!l?H_>-nnA9X9W^!H_|JYctTi9v8(slD@~^r z&Pz(d{!pO4YgO=Re5Hp?Yvy|n>uV#Ul#-u$VGMys8xCnK(>KkNPa6qf%FNj|;|cU? z0f(dCa!iPh4>dNF%+))0RQCixx>>Fl_b}(aX8Lu+WAE=x!scUjjhD;i;Q7`>_4jP= z)5N{u!aLX8Z<5N82&z0fN*1e-5jFRX0P?EP&t}-~@O|n8`iJrI%*Y+tD-z@GZWc?* zfn&({%NHV@bNSM<*YA;UDh(oq2y;T%JF|awwhch~vCmj%S<@tk7Bx9_^iiuF#S(sv z+kAh{%+L5-{#!WGR5((y@oG0-)>0u}*r6nfx5DPt(3bI_Ydg_cuk zfwZPhLMMy5T2BGA5=d*Av*q?w?Me3{^5YnrO!wnDcJh{6MaEzA{A$66!mIY@MQB*g zODeIX@CKn5)h*2|t$<-4DfLflJ3{u%KS^Yt&@TuM7nYZ2kBRzrw{u6*%tRJ4isIbY z>g~u5=AD*j@sAbl>z*HL_ck=p$=CPF8BywSPI{x0rdoapB;`R^_L}tS2&gQAv1_I? z_A7eh9;l`5*rFuXE7{T>j|tYp($#(p+6Xi1D0ftbqeXbq1(Sla<`2YQ?ahQ#i|}g- z%-pS_9=JW9%jO`XiUT({$IV8{g^XxSUnQR={p@P__P?)56$E{Yz8Pn<>a65&At9_` z?yK!i2=o{0xT&7khCJb4v@>-F_UX~fDth%aXpRSnbBd<}xkir*toX(VZx0o4d)a&L zqioRRo*nKrvBpxNL5_{?-|qXU8KKe0q$z8^V6%o`&*>DE&Z+%fim$@7_9?4LM8gl? zhuw*?x89{%J)ruz2EQ~HWeOEbCmCSLgH@0J*LwV2gD$C6F7r_7y?bAg#>uk(tgIMQIRmH&6u|DN4WDyYgITfQV|{ z7M%nvCY+yTmDBFMV3U~E)29y@Ak;t*`(HHUl#c0iXw4;uLX~phT%QG-d^5WmG!c_) zgSL{P~xsa+Ow2o&3=TMEqXF!@;NqoP}DDnfy zxt$5zv=uA>-iwsp{*{Wcvk7WyNXNM*m7K17s9<|zYeufg3+j1<+Ma8qu;)ah`+Ax_ zb_lA2Jf7w@d1ahR`L4#cp>rUC3jVXD19^G%j7{d^ZfGqG<$uH29-5&HA}B3JJ6qLR z#ts{YK^R+3rv+F+Y9W>3ld$H=B2K9`*Nu&ZZSmJ(;%=1?#AvDloyZ;uy)UIi=G+b| zp?uAv8TIKJBtA?B2s80&lbF_CWDx#!6jN zW(h)wHnH<|AhhG7pM%NMSLM#nlDQ?#+_j1J^xHW8aVWjmQ}aPu=K8q_6Z$UzPME^g@AxJx)5{pJUFssUQkUwL*ZdCd@_lK~y%k z?4THsm)$qd*v^OnDO>}5R5*VB4B2|>kV2kFhwR72)BaiE0F)*ANFM1%A^+e?ZE3|ZsO4eHv);05Oa05xF|MQlI2;_uUtj=52L~>7 zy;UtUVG44G1?&f=%f8{^|E1vuYt?Pq#mzI8D=x+?k0s->fL1wLltOPUjr+xGg_}va zu9~Tp>S}((3`~tKYX?S{*`1u)zdfixu5Y~>y4flgoRl4J%sb*&1~a35v1k5c3AHyA zh)jX+HRMsZ(N+Z0^o?G%IIRo<<`dV9`8SJz?}Uyoq?0{^;28vt$)#lcV~yV+S}Bsa ze0oS_B{{N6aP2GbEVYwJ9mS}ZohW!}toW|QKma$^+B zd13@xo9K-5qtqgM&M$vAzbN_+jrdi?|S$(N6E zzOjV{U@z^kd$}>{+3mIM_aP_ORZp-i98)!wqt-jGsF7ciGYXwcSKYRbMMu2m7pFO5 z0^UdGU0eQTkkcXN0R6^_->>2iE{MC^LbT7Jep12Z9RNPr(H(s)f2@IUHIx_B($R*0 zEfJ=ZQ=I5(x}^-c0eG9gV-d7% zvt`QhfV`0nm7`>zCpIkJW*47PDV9<@z_w*MrPOP8=rs@)2 zWwz%#uLcM!#G&rJ8n84;NO)f77F4dh)@#K8&C5IIZ!55(cJ8ouI#eiYFhjU!$FvaX zji4;9WY%&VDZ;c~ndp~bfSa@*%1*IaBp91wTmqajz53UX2sDpF=Iqd@R$+R;0SP_m zK9Q!Owl@WMOH=_LD5|M6vy%g9$2y}|PEYg4APfAP$_-Pq$kQ-uq}3%Xz)E|Iq}9dB znmO|(x$&d;3Z(X|)ZbJraUGZ|lO35)an&%Pk)IG-vbuFn8m&h2XH23N7lWP;E7jFO zYAAo(ozP#F%C$NTgXx<7mV2?rXX}@ta0Wj~j25HEIYIOiJu6<67cR{S*$ACwgIM8; z({Wri)i4d1OAcSt-D$OjXea~(J?S{o>^{k|FF?iJ_16w55lA7IrwzFWr{ zy}u|fh~E9Z;U4s#>MPK;@nav#47xkhhDKq>Z$qVrgP~PxrOe;yT8ZpNo5oRF?_i?{ zcvHGa_;c&>%CefuTD!(f1>=9OvsS6HxV~Aj?bT-B?&{Skl ztYY$ynsZeT3(jrw42TkqN9AaKF@d-pAwu}Ku9pmSk-$SY!5xq&uOUdp6FuEp%!(no z(@Wr_L2~!@W$)<960;qY3gd7Eb@}N~oXXT~mMyjR?6(#D1t}f{bv z!ZV{65=Z7hbS;U}D>Wx_epD~33VnL|$3sqkY+E=_>Sf8%k{6ZZt&2Lp{r7hb1Rm?K z*QldFUnz6_w3k$i9)PEEk{4XX^JTl9k^gSTwmWho$4`k>yID($@9l%lL00RUWtPu!anUwJ3@+L{ZxY&-xO!)ue(*ak7m0i;tZ$Xd%cY@)Ln|rr2eI zu!lLLfH4#PP;rrXRcRh^?5)OYI2fKpR2A+|8un4SJeJgO4h2$r7-Ml=R%}SSaq-Ta zox!%aXgyP{IA#$KD+U~X#aeqU1b$TiQJlU~acpqj*+-($W8D64fBOvt=C|M&TZg1o zh(^ht26|ayU$5Tel-`+ls5{PDnaTQ?8QJheQYZ?(D$UgEuj~8@@C&=L6+|<%N#OOR zBhp6L(_1#7;rxphXG^=+T(3bt(r7!+=gOpKjn7j#C+g36&S0>L>D{~OxMtM2=QniO z%#NhIc7`xSZfp;O35vcYfDc6KVZE@i`aOM#m6%x4 zgf++z)jU3B`iZ7nQ3>m#TcB-^jXBqGv=gcAmyytK2B^?0 zKd&Yuk1ZRudL1XswlzU2sqBBtWl=3q+mV`X3KQG0_X!}Fyd15^u0N|IknXD(A7c^O z{}agz6F|J4*^AUWD#>X0Q5pZUVAMILSYb~Ui#oTr(!wis^bAT4q+TKT;5?)M}b@VB3Oug+B%>BUt@iHD}HVhlsok=9@CqQz{bM-YipkYPp@ z7q%bIKRSb&FGrn<4EE%vO{DrT`Bnb=l?W=$DPF9kZO=uCn?+Vt4ih2Sd*WTqulfN7 zLXNH|y9AB`u#%iTuU z)Ri~w-{{|Ym^3O1ENuv&4f=U_f^chAh`4&3v!%J?WPZfy{{7T}g_-ZF{aM}eq&p-u zMb0(qt`rB6KIOHiMoBWjbAB7$5z;Z7v>M*l@8I!Q)BG6Dc;@EIJ%WKSj14A}Aq6Fq z_VNjv%!I9($Jv;&mK*=(njIZp63HG)%*9^zz4lv^ISpTR^mAUV?a&X+B-O4k(U%-( zk9}pWY{bxaFjq`(YX+Ic!l(bPJ0slbvX(#owO;~+Xze$?`cZa^aLn=5r>Iy@|J>#w z(!A&cxHWn4w>0p z|Nby4*1@{v-*nl3Uog10rYU@qfapy#I3E1O6Ln^~dOT^%RLuv`DCK0Y@1sT(fpL%D zb@YSieWqWDx6}=Eke6LJfa?Kg?$imTw8I*EImmu%PZ8Ecm(IB3s=^>Ke%iW{)ulcj zst4LO-gEs9P=21%<&)-OSMsjT@fRIrg;PoUeHcXH^menFB_!nACpkvP(!DGf;gjc+|#|0x@O{lD)7~(OiOAoSDT3&e-UT|0nt`uSy*g zI{U)hjuX5J!c%2KMb^fw&?PKa=bW@|&smBtoo1!-j@uDX>i?i_!>Cnl!5T3yg}bq^n7#kT^HzjX>^?JX#e8@p9j%c_ho1L9mPVNR>EO< zcg0OUX2;N0C~F=-aURYV&CRG~e{wPyIMT;Hk-liyH4M=m)hzs5@xY58CbUD$v) z`BklGV2_jR?{bb>s{0S`0PgBSaZT*St&1dl<&p-$f(sl+qdRGm-1dUD1}O`YERJ8! zS3(q;6@A;M1d_3JoDtV2^`6EyE2j4@G9X$<52Rt{m<`3bHpS~)_!_zWvoyGg_)GQR zi&7Y_-46Xf1{yZUe=^HmO3PnrJM!LF`*`QJOlv~_Kzq22>+b6W;&MLy$?+$h3 zQ=?y9R88z4atN3x%Hoyb1b&Uu=T)w)Ua75x82_Tnsid;Ch<`HUspQzfr6QdJ) zwC`c*d{bM$spZw+XRVI%-8OBLItF65S3b0@G^IXP7w@mWU&R+}B0Llibu~nb|0YNY zM*a{i;S&($EVlA@|IbM=*`m`}e?MaLi5eDJhu8Y|pM+b>1EP2GXPFbAdxne0oy(jv zL`$~7s;>OTIqZ1Kd1r_vUD+{-sY4y*?L!%Cwqe^i8Xp^I5uWJaPUV)ebK96wV1o zun*5x`LG$y=jDGADU?wCI~O2AN9I$P2_RW6{k$7HWV`56Fzl8j0mv_DG_+tep8MN? z{Ug(5Oy8Pi4PS=pM1s-f?y7nthtfUwukQ%nb{k;0`p75Cj#07YCwH@UUC9oE{kTo2 z>TSKUeXpXwG9}_PdBrtvSA^(DuO@RqFs`@q^ZKntmE9xm=bdSGACBj^?Hr-Mg`T!y zE+nhU{hNAD{-)b~vwxuCf*?2Y;4>e)OVlTpUDjXRf(I0;nLS&-X^4vXmA$--OWcUJ#&r;GC-o{0q7EMK#$Xdh`Emr!3KId( zj;3v!Q5_prV_w>xcj?3&dl){zc>r5!ud36^TYOxVv=Uf})0o(sZMILc#69g($2zlB zsSPGMr@1WHS?j-T0H$kYN>*tC2ML#Rh`OD2a8B7h9%QWe94jIZcx0fi{v}7xKTio) z^;TvbO|5J?;O)DhIwAYi2FvLijDE}Yy*p3f*9F0ks`wdne=IEAJf^?x`(Tx3{~Th% zvA|FQdxx&dmd`PH_VfpUiJpk|$M12Ci#n6yKhHbZ-}6=`yPZt>=g`=4O(3|Hsb7^y zbim%_!18y-=WVQloxr7C=kS1u6|+@emuk%o!MA`sUPZcFn0;=do9Kc-&?Km+}^0zHa-P3{JLG& zGhidTD6{k{pR19mW7=4Mg$iRdwO7um`=RZ2daoLq!5K`t=hTM(4&=+$m-Y92M;l%9 zeIQY&vx5A*{lC(_`mYHu`dg(Xr5rIrQbM{$gMf5*JEcouG$Kfdj!>i-h~x&NOFBpQ zMoRYp=~BRFpYQ8={($f6*>AhMabCOUzV3OS^SpeKG3KrjKW9I4)0@|+~htb#ZKg3dut!IY( z@A047w@h7Jo%${098MfGm;g@;z260SQyOoZ+QKpd<{uqB5R&b_xtR{6qWmcwqaNg3v{%2w-$M6$uHLKN)uHNike(GcAaB?)jO=!J$<_BNs0oQ^?1YMhQX)>*3iD48 zg8%(483eLRt;>5zde@6chRBYS)tAaQ-4-FhZAZPSI9~@ZaY!Af`h6 z(4XEcM5t|a?=lm9`l+&<`~>o6$U~Y$_I? zKcmNYtnY>yDjtYQ>Qp@b7CE(>u)eczUD9zg?MX*l6<@qkG#hcegjf$p2hTtQ;(j;G zD_@Aufj)ZwBO6JBRJ-b5erx}z=!tUI+f=P^g8J7lC|wMdfS=_^T`I=!%^&V(Jv#;BLHW1|s0a%->|HEFw6M~%m zb44ENj#-#mW9)x_zjiltb{yuGvjZ@2L+(dh^z5+SDquw3bg-7o^p72|&M-j$l#&!HnL#}-heDu%v8QHXD{hW#E z&LVEvou|JWmpcFJJA;!;NUa=najvX?qavBudP9Ruu$y*CK9E2S^{vmbC#H=jkh~VccgO4EGJ6>Ii+t*T?V;ojLPh< zipbkSocOUO>Q;9KFjrab-zdDo}7ot*xWhR8eCD@_Fc& zg`pId4Mk6HAsa3IymIOp)QdF>jY8T@Qh5mIs`XOKS4j!$+UOXOC8uTTiW<+H3hRm( z1fC0KMY64zXG(REP!3a4@lr7wzvF%C75>g9Ubv_Bge7Xs({2wT)@(!;^~f#dUfW$K`{ip^pVi2VSH!Pc-ln`Hsg6#e-RVCCXeKtm*YGa z`82n)FCzaE8_IcxFuq2JOI&C)(yj%T1LkRU3=sKP#$i;UL+af_ad7dRi?_H&)bg8F z@9%86{jFUe6(fDp!xoz)=gkol4WbXIZxhtLP0u0=##VCl&p8Duqv59_uXy0!W-BGa znPVr2No(RqnDQmqy=~wLXOpgX<*ZjuFA~dZ9t%)FRqWD(>NrXaC3md2KG2k$Zdhs{ z`Prol)%me4{`pMDv^-WoYMNzJYirFZ#b_?$Z4SbRgJNzC(kbD_cDsNb7&iU5J-901nxHl$o_<4AVCTCKnkPZvtlKo|HC98|Ld4uI5I@*MyB{ zbEn8O+k5Z>z&xm#LK!+w!T$~ozf|yNotQV-BF*}j_+t}+#8o{l5a*)fxGS>X$=AQS zLEe;|B!o+&|=ITKS4J_i`|mDgkV@FlP%`HZ#& zqxI_6xT7TN^hQ9HV71XFq>|(>n`Ud?8N|t)R?DK7=C}jDD|DXAQ<*7{wvC?vd~>Z7 zVSd~fTZaG-Tw5a&PC~QHW#TL7Bt00S7ae}qAm3nCm_3UVaJ!mtJ{T|QKbJnaIN&|O zI_Pw^3UP=Bz&T8c36`y2P%#ALYg147I^;M!e&^jQ=dp}eh849fRfbd-)0RvDJ;kb8 zS~c=g<$q{sl+ z^gQWlGkz=bZnh&E@9)T%rvRP%K`jj!*=|L*JRUcS&5=IJpXhELr-ZSQ*Ns|QqmDB2T+H6RX2wO4tgyf?vS zEt+vu8AeoDN@8UOjzXG2wDPGW4e);ZxOg%|r>3WNU*DYQy>+OrX>-zLaqc6afpZ{);pe$h&o`nhj+~V(?m!&Q>rS*;I3WqI8Usqz_dQO$L@WdZKKsuQLAFvVH zTtF2}m3&wd-3&w^Q#~)~42-ELzS)qKpc|bA*Gg58IHuA$W8qFYX zf<3$R@@w?Y4_J|lJN0<*ke9SQx8&42zk;J*@-N(&C=~Ym8pO;ND5V^UST&mOibPCV zXBx(1bzB@)Y3S7#A4&4pnvbTrwPcW!o=X34PTV~5vl~N|ELs~+vKNddo3|%-D1M(9 zYGrJV%}@56b9MeA@0x0BYD%>3+L0h|mu4GDLSbLQbtuQuc*yp`r&T-FOoAdt>)(yy z&AZHB*)RzY()#3y^|?P;lKHF{y%lLUv(498Pl(J+eakEk2X(vx7(FWHc7S%Tq^3{s z1etG~o~Vv@tbD?*Xq9l85Si<;XPCk%jy)mT%kE<*PAzYe*ybK_3bS+-;GGK&BPzfM zr7>e_haB%k4_;{M3To(X`dfQq?D%C*Qil~|;IL9v&IpV0gDFk6p;>oc%&KDh#OekE z`swc(5rZwZ8Dd}8`A7;nj51HDkR2JAfuVV2tWo31x1kcGv*(pl3!h#90m;VeFL3kH zs!!I7E3>@AWBPlej#5%PIyx1X!qa1J*f|Sq6n5!AA=6dv*KEQJ4ikF&;jvv?R;*2E zd$lM_M>Q`Jt9^nZu*AVZ^~*9GCJ0B*O@yoRKB}V_}u% z+D;G?(E5SR^tm1TlQQSi+FGyEU`eb_qFc8gaBv>f7+n*T1wUnCTx8qnoyYetp?_r- zx2zWSw3H(CdwWa@!j#(Y=}#-Wmr%{GU8F8owVw>>1 zQwD=y<@*c~yX$W7{_=94<;f{?=JT1*(*;QQdLovnr{fHCsTq=!@?{ z-;&gv_OAEmGVZk&1{ud!n*RFX`MXB^hrcOa8M@|+THvSdG%qt^v*K$XZ{D*1WE4{X z`hDmtNESYWN{S7{8m#h)7lJl1x1O?v) z3MS_KaM!=mpW{D+yzxkO3exK;m)OFVU+60D|^hWD(DP z`?eO*U6qR-+qhWlDlvw&>eV8F?I9YXB{{mf-Jfv2(5aOdhc<)3G-d$__66kVyio2b@Tr| z#yj2E_L~&5Z@&I~yLlUg4K2Z~ZiEqGT(M2Z$$qn=5~)u)+W#f2$229d=(G6*E>bZ$?RLdeiNL@AI2( zagvFa*0MT46zh8#Q7d!P*RD4H4R;RQRq~R-oBnm>q<`C)sE&z70_);JbIALk&vxStPb6B_Zf>Q)-gT`lGEjTITnl%CmQfGmcJLK2HSst@X=ro zJ%Zo!ks!CRZV%1G^Tc!zv_ayX7dg%NWXY8E8W=UhpFX^th_#rBAsR2iJ14G0mXa99 z9@lppzEw2`nr^;ig4{)6Yro;ruW1nA{l&?<@I!te6egso-Tf#ORnN@Gv zJ3-*N@M)4Sc&T}wM~AB8Q8djRnxR6BnH2;}aEC%K3>BpGd%-+iyza~iwa5FO@R}2y zSxQgFgE@jsc05ETE4rrucJk{W(eZu{cPq`B=rPlB zU7{WA5dpL_!TDk?U+4KpY{9=2XL%pOk$2UT<)N%2-I?SfDC?I=mNJN)0!ikPk!H6& zZf{)G8O)NcHAC(rR#)rC-pb$>ru5|VSl3c{%OfIGpcFbzLGP)LtkubXU#?z+7|+^( z|5vnol&`SGNl1qSGleYkX%>#V{{ghb@*2cIrp~}^{{E$KPOR@cQUDZ>&Uu}r_vgA) zWT!M4<>y%Mxz2VnLa_bBPmz6&^)ExkB7oRV7N)I9y-2QhIx>_pf+nO$DqY9|0)Tc` zuF+rs(Cv;-_O?Ew_q?Bh!?#Qs1Y|3A6jn2ek{jyfj!i4BPG7Y=l9LACrNG6Oh+D32 zD24v?pdDN2xMSplJ+Z&;s+MXqaC#u>Th1;wf_4<90B)&PNL}xsgZd{wTH&_X8lE5% zc79gZP&DewW3qpU^J%eK4lJdEnDPUL5Zw+~W-_60wF?L!oCGqw?BRtlZ*js3FQF$G zvgH*%{o7PLtaNt!*TRi03m4NYOa$xxr*=^(wBzFY!`Qjg)-|y-a&%Su?G}s8pi)F< z8^yY=X>k^(Z?qQ&WODD*?rR>+Yh<+70x-*Kz;;^l@_S+{1rbRD)`O9{cL+H#KsZ=@ZK2b z(ag~rcmJUmVhOp5MyA;>d4Er^4eyKnY7A*g+#lZa{z^{}7Y0NzIi_q_Q!s)D!z!ky zndo1`V?g9V52ao|m=PPE7JI=zW1+#|e(>7qfhca;$GrU{s`au&m4b}GNIPBoS|XZGfrqEluMl~d)jtlXLy!kpM+hqm*FC}$OYnnW?t zo*v=Qc?*r{x^%2_j*O%?bm@x({F4gH%Of}VRAp8ke|v6UVvG#lhbmiVKC2mjme>7W z=fc#(6srw%_5A{qzLeN9t&1PyWmLhFpBm)0=}WRXi{od?-kn(dc{SdPm$E|g#Cf;6 zm6m%FD?&ZhB-|IATrtFGUBO=dy<`fpIO3q4QKOo@7i$FKlfJCIikMGuX15Iis~(S# zk=A-16eKt(v3Ja9{TNXdo!5gEy9e$zcmA|L?K56^a#-~j8WFh`Sw!AWXvg}nvG{{^ zcM}~&&~hnUb5VEg0KJPb>ihbjy6X^NTfaBR@t)90@GqbDT$c!2l z9BX*t&^D_M^iY{f=upU|K6b?;m{G$93g_gum;|m(BdM}4Cew|m8pRhRF{}n?OH9l@ zXP(FPD;qEJv}WRWT=rj?vpF`H$Zt#Wa9j)?Rej?{caPx-J*>EB6#Ufk*xOJ}39|3r zeV)^D>aH9Kr(*t_wfejMoDZFWVf3s1^g^F+6XHTP@m-Zd^a1`_D1h8hwZ;Q{u zeii;Qyva6CdICbJB|;#)kf>4A8+GivGU+&U6>Pjuq0n(-^-!b-IL5OTDw(-FM;dre z%PO`{TLBx3S%ZOMQ5Je+k3W{O?Ce6@Weupf^S@$0=Iu_rC31TAiFLT?>CE)wXaris z)F}IBM#x^?ONK{-&(h;+uwjIIG^d*JidoY0d`WW3omO;PH&bCP=R8Ps3cBio#E9sJ z3vZYHn+Jyv@803xL>07N(eH9Ok-5m(?qz7E_kh6{G-psRk6yD$fU4t7UBm-fc-FH6 ztIuw!=v2kw5?@YBVWyn1l))D&be5HfdAaSy<7*p&ZcfOb==w)Qf4fypiB#~a9?}h0 zo7card~!I-@_cCcNIle^@gPuSC*eJ4%Sm!x?g3EV9 z0IN9dmn@dy@}JfmXBZqmPg$Mjr||ltjWw$B<*hy%y6hyHh$>nzD3Rw0H& zU7uEU$syx~)Fv+XH9`Vt+i1)<#tH9Y-IJ!2l{Y3#5;iX2<{h)HY?XVhTVGylZES7DJ#oi1q=Q!ab)S*Cr1FNp7p zo6^}SfS626rV_gE-Pvx(z(hCNw6L^4NH&T>1(VE;idlcZKe`@R9Dsve(S|v*I_39V z5vs;R*VWH~om_5ZS6UBbo7cXalL*v%qfSkV-wBH4k3Mfk$cvw8{6iY`HRalOwKr#X z@r71KgVc&Ojf#Q$?~^%Sxzm$NcH78Cq`%nbMB&B$(TplWZ0&8(L{|OosLQ|_fERq? z$}OPnAiWiNV@TQj#Y8-Bw;UKD?h5QIjLnPY{Ax>QlYnyyrvX<<6i9)P>XRC>=|E1dDpE~2VRE=NdExgXj*4dvk zrBAFH0#lgKOC1loXrg#k1xG3w-TvWtcwfo))u-CIc&@Q>KYI;bVm~B{W4>M}uo@eh z!`5lodt6l>k6~GxN;$zX!b*}rYsYGKy+kS|6y76LZvGA9rAdpiwq8H%HzV1I` z+Ua&6Vn@Jp@@u!=uNC$4M_Kj9z%66CCmu=}#T;(b0x#HKn_2n<_uvGN#8)f*9MfZm z088vUJT=yUzWKGR-ta9khg-_o+1*kJnVCXHxU_2_uc>=px-lvnk`zV$<)pV|Gpq|= z|IOFK*(&PZZ7689Kd`Y&F(W}Eekv3=_%FkD;xE1>sKlry_hfF-+6*=p`Ob0HYVnoy zoYadWPksok=CH7Z^iPF>z=-Q__z{Q>LRW#p5YD@K`>p4hB_(E5CBf06OTr2UI35-! znvvz@+WVCVBU){MFE6KxS`w^gK}GU@pvDh*f3g{ssDr&E6Qal3j@y)_qt0a1{cjd5 z754RR>ar5ro*m3oC5s6-d&=gV{Co64H+9L_Hpn|(N5I5)Der#yPIj&#A0B0_7pO8> zdLqE!>?@P^y_-k1!re@rqqI8ZvZClHN21V4-`V-KOP+~yAA#}%vdvUhHpK#p&UeN* zC8Fj8%mm^6eRX)5Ss$3(Z*utQG7feaa(7dhz)=LPM}h`nW*3U)G|=6(2FGU75K!w zYu)bp;u*GtLvzy1Ca=Uyw~Dfck;?q#lS52}*G|=*8_j;_m6y%NZqN(SD5i&9oH_4n zEg}spkQ@=Sew{P-KU1Dfo6K~neM57! z#*4Sba9i7Mc+iWHxoXf$^5u=i&yjT+K21hn(WB%V-6nL4`y=XBDHy4jO6p*LWYwI> zuqMhrF-H<+t#LgYJ}*OPmT7bD2Iqh%Z$5hUx4cvxY-&u)F;8=AhH)>hayO=R`^p7u1R6lX>67eECa56HdmQnn8q=H63!9Mob zOgS>NO;Nk1XKbnK7hTr$CZdH>F<;M6_fG&pu153BNGjoATGb%=R}I!$o-zIFhZFsZTf|71zo{hdoG$sT7`5tgI?+(H7#*cmMzaYoe$$CA_AoQrfIF}`^BpY z)U!`oYC3$m$iP7y4j?GwexSn|AXnoTdEOWSn#R3SEZb@bvlJp20%II+NH8+8A?Q0< z*`16J`|UN8RW9=bpZ1o2MMQU^9dFb+W3xdQ-bH$IY#umR5KaVHVr(hLK>|6_G7wqO zXiW#sng=^{pdCZacr_M6E%tj;Mpdl8$t2<=9D7(7QYZnJacPJ=rCGPJ?|w5k;~45M z7c~9b4Zlcerx3ZEMGl!&Cym&&4p45{l6#Fq6|-KXCUozSzM%er=YRlUKijEj(D4Sg z4J|l0nb87yd}R6`n2FfzeGmYv6p1R}ZP;nA#J6UFXg}Xo&w8*-jA%x$5TDeQ zJ4zJ?iTNCB5Uz_|fhLiXxAI;1UqSQ+M7aQlXG!{UbJDGK>+wViG#`!`#;w0rfD3Rz zi7Fi;Pu-e#jLutE`zUGoYG}%(O9IlmTW)#pJw74ses3R;HYqDK)35c8xpqnC*UF?1@h#kC^f6R7`!>s#*1Id1Y{DyQvQ#05%8 z^4HaM)F~(@UPXOHu5Gjbe73G%LsA#+0u{kcR$c3f93kU6w4Gj zzlu4s300^h$Q1if*{_X932kTIewCJ9B||t`mT**7X$(Nqufy7mT9!MBY2Ecd*dJdN5zwY61%)eUhxIpmO4d&MNH}#{?>HPy5w5&)NsE z*g{T7iD_ixzl8W-39p2)=j_*t*#jD_uibT6ngM3EA~9y>C@f=akv!K-%KSntufr( z(&%Re-j{W4XWm>MLjSBYHKSrhqh+ZF`v2TdAk?lmU#5PDGPWhq3Vs9~8GQxW(+0e; zjfHp5M)tCCVrwAD@R?z!lf zSAK&v?VRfe~yO73QER`$zp|dhBRaHH%HHRBFS!)SiH_hw>qvC@P zWshPAhpE;H9m;^rS-9sgWN{*#0v!~qhH&WP%{?lJQ@#ykW39LV_cH85#boo`=3d9p zi>Lg5K|KS%Um*9GC&+RBw=h$p*<(nH_#Y{5-h}UCQ}F<6()Crw2Q#wbTfyNN<jo5SVGt=9=RjHG2>)vK&I1~n70K16#;OHPnx*0BnCj)9EZW|+Vv*z6EAgO zsn{xe*K84}BjJL)sC-p@y%@jdob@XWK(!%6jggixYecnru4FM&4RcIj{hp{bFmC8p zUa&F+xu-26Xnw)#o{9fBMqaJtNZ1)Hq#o3}MS1%`W6{i6V+P zDZKxsb$G^=%Utd`z&Z?uOxp)2I06Jnb+mjsUt1P~l7&(2vyQ(=VtF4a}ish}-AZ?5+qzmqjtIVi3TB zsdFK+V@?6h3`O^Igd_NY96T@e^CnvMbuMq=N?>@a?@>t zVHJub5nPjo{uPMkoftzIh^R};uI0&~Lntna+%3HNN(jYc3gkUS2is9+$b3$IuZj=V zC#;iY9Mo1!2I;>s(%}T?Jl54=+%K5r2pqnrYp@*df0R( zoGroOSaSl^{nN5NuLfF~ATX2giLLwYZxq{kW#Gb9b@dPOVAujCEc;xyX1yGDWZEeW zo;95FF=fAwp11TD^9{S^ZOa+)8k187p5}CUuQ`7I66BO^pEE(Z_E}?j>q_d{gm4{* zN0IN=KByjw0O&^N3>b8Oa;KLu9Wa_U5OYSvWCBrvk|Zv6|LD8$4Y2pz8;gTvqzKo; z9`J>hC)laAe+12m=p%7Av}(71_m_}YoTq^bAJ`ZbpeeF{2Z&FWkFMYtI)mc0Mq}a$ z%d`KMQ)O{GV*HcR@0~*n6eduXpim;1J^{p&U+ylZN)iRSz0KA~QHQMar| zDiGC-OOvxQkXNA&gv>_B1+H7E&2|XTC_dt7GFO49eZaD*#d4tn`{>Eqf|h2viw z|KS@JpoSU94u@P={pF@RxG z*t`N5g6E1p6u+8u5{f-$r)rrD<2^RstTaq7Qxt&fsgoMPD!|IW=AMjR?xnAqer{z( zX}rI-Dqdi7)qxQ6%z69x=|zBO)pizNU~APQ8%v36h~%2_C?ORtw#6fb{(wV}US(~$ z-L9E@|1S^tA_4bDs&}2q#k7!*R*UYMK-m~E?{(`R6n3;Mjuerpks}T*s%5G0ORa|L zWTtM4nsW?>>O>~(=z}^C%*~?E%Ph%hAxhX}`=xUl$Z*wQ+9EzG6B~bAJ`vJe-B8L& ze0txTtNSTS>ylQeRB=K|kDlmY0x|~w0hzGDR;^-h8J6=mC$keclyP?Px#HPMoa9!= zvur~>;CW>MMbvVo4Mhxz(KYQkPH&T+GfPId!k8@K`Kzm-l6LZ|5~=^c3|If339|n0 eaA@oCzxyTA<_G=4B^mc{A5AsA=jAF6k^cvZ>R6Nj literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/7c57ffe8-af41-47a0-b295-5aeb633e866f.png b/docs/handson-cnn-tf/img/7c57ffe8-af41-47a0-b295-5aeb633e866f.png new file mode 100644 index 0000000000000000000000000000000000000000..0cb57841acc50b26be3bd05fea6eb6f86b4a2eb2 GIT binary patch literal 6210 zcmZu$c{J2-)JLfqV;K9En6VROY!Tr*gOPnnB>E`^*-Ew$(b%^c+nBMAU3N3}sHkjX zD@#boQbcx@!t4F_J?~%lKF_)5-h0mdJfC}>d*jSa4WKN7EDQ_`P(uvbl7WFqmw|!N z`s|t0o6)I#xl?h)+}K+09D4-V>6V)qZYf zdXA(wq4f02+RDSLHkI{M_(qR3nVLcEb6Wv zmt2+yGZsh!wL9I{40Gb4gNC}3$*(=EMHf8t#3|yK*|9-)T`ueS$cCyCsKv?(-^Cgz zC2@T4sSnEF#I{*XoKfDfrYy@WutbT81?>0{$DO>CUi3^}E@M59bxo_G!Xh)Llm98kindIVhQ8fo^+?HS!HlY{}g3l*a zAHnR3u4cY+ZT)InwQ!x8<>v%P${V&#%c!hx0AlbH5(^e4&uRT4PA@qon{=r`$G!jj>jj%Jf3+ zzQ7sr5@_dhXrky8poiLQ_b4sXUYm^b27S$AKA6 zg4=IOdlWAvtEbgCR}JuFdc#CuVZ3|ikJRO~2ft-i@dk-I~KGifjNJfKXFeGcKKqS&V9*r9Vx=X>U_uI569v#-qqGSX_;53G2xUC3al zGl9vTc+49kws^;z zbws@YMwZl_FxVhG<=l9;@Vq^5oR{RiZRw`SxG_eby+w8OS;F%HW;2l??4+?Kzx71MA9E|6N zMJYa;d^Zw8G(Z26A1;&q@$^-OZdB-BVg0Zpv%Tb%2C==A!$V^?No6iFco2sLlqjT; zC-*vppx~g#)WW;1pFIcOd!cSRhH6MHnv=0VXfk}85Z<6l39Dp8>7vfzk^ZhP2;}w9R6s_Wh`X1$Ezw0cT;$uf-#m^{?qt+^U@zCp5;Au zLur(~`oAQmbc=1}i-0MBPcXNrFlMWMpIFGR{v_w8+!s7Y?rdBQ%;e!ksxVw#Nesmf zQ)MbI+b%ag%xlkuL=NjQKjxH;aabtYd|4?YmTIMz{Ic^etUZ4Fhe_StlDwM*>gYO2 zF@LOQD2?B>ZHiN_@H6PO<3|=gI2bmZeVy;ehj{~u=zmBkltRCEL21VB`02?40>k|M zmRo?dI(%;+5iHCVocb~TPE+=Y1h~(A=z@Y{ey7K*6{?QUP3DXOPn4V}ePH+{_q87e z+EA0a^4T){t4AH#4b0&K=uD$D1*PQBG5K2t@Z>N0=m0Cb2fnj6vW1H|f`IQc+YAPG z0rs-we)^@{T<|zqSXs-ie-{Y`hHn6`60^*6&BI=%$B1)@;)Y9of99=MxGK*K->-(- z#;2&L)-3QIb5KsQXz*guvGD!XZe}1Lc;xE#zX;IA(x|q}TL{V>#RpKPY)gadj-R5( zxYyWlS4Hr!r#sLU)T^I9y3$K-I)L-HxL~zwKV>hY*SQcEpoVTDn^t0hP9QreZt`%& z_~DhW+pSN57g6J-V0B5&OV>S`rxD!HQ3We~iWHaH6PhXLuPTUxYkbqzEE@mL!kz2Q z`cN<+4?b!__oA;TalvMIya%I=$4;Ptz;-nU5=Qst=m$c=dUdW8VFd%dF2&mIjh$nC z9VWf&^&WZV4Lw+T(Wa;)LdW@9dQ>KOznNix;yDR-P8k{Qd_(t@-fdaVX$u!`5b9?W z1`a^`s*IJC^&(X7+qDW+ugQyV=ve7%YnI}9ZNFE-e-ye(H}Lm+(`r5M3f1xTUulO@ z^4`$zNmnLuk4?0&Sy_~nZPYmWy2_+S?f29^S)F_S4?7)r=kSfGwAdgamlYLzDev!L z%;W-!0CF>ocDffizMg zt^F6S1tEKtkK!)Df^7xlGv#~FQS$Tpe6<?iql4Kq<|?Mr zfxQHSM@~kv9`!diCU6%d`SQDOJ-Gu;?a6R{H;=<)Z*SXkaRTBlH#Tf~idzvvU!rfD zJo^)Qgfel>81f2XAH>zDeY21PVuZohwI~y5Sphhked-i5Z`6WuZwvS) z4sqh~n^HHx&PYk?%MDr*i(QM)h z9N%1F_qR`+ufMDm9vk=wuvl&DJV&WZU|#689B8y^ofzfcqCO{Pt3_)2nU&c`d;5)Cfr z2vg@9oARwn?{A})oSDUVY^|ked@Uf=HZ_M}Md%J%1Pi%Y()OqfSu`iT^z;K%E@!$+W90JW%m8pxFSS3yh4~d@*y&|?5D^n!Vs?i zYw3&D25G@}?o`lSO8Pm`qsLjymf~B&A~WXKAc(d18yL^nylUP#t{ctYkDuc;^>hnd z;75Kr8hryziPr7+c{7bWBV0wyJ~ynEuBdYYfo1KE=Jh;Ltlwe7X*zW!vF~nFEpJ2X zds|@Eo}!=MXj`hADPK;p1NA>C66v`_`_cGIp(8{b=LlW@v5+%`7Sb7A4ovB0cjC%^ z9OCM5H}~;d#c4eCN}bm`L#~n}#wayMt&)xC!wm@oGqy*bPP#aU&3xhWl&ICm+_Y|f zU6X6MiCyd)rb1VmS{pi znt%P3#uQ=`v-?l1YHH%BB38G}s!wb-afizBp;7cGSC5SYG zY`5huj@t>X*!1;oi{A_6tEc=v7ege&Dq+|>{5`>(uc-jba)}k-^yBK6?>NlNLdY&| zPu7vKI&riNXH9!jEB)S{eU4qHoJb$KXJ*VD1m-Xy>8(Ft8!O7b4+FA1q7*Xd59DtRy77|S z-g|I#H8zEw2Z}?KD>*FHRlZ2ZZ|AkY&*wU{xyDjvv}tgQ#PLcWqnGUtI@q!}Jn(^{ z%G>E{N2ozsEkAgnW4K8j&i&|LHwd0lx>q>mkYrv&uc4u0BdFo0jq&O~%pqm&9B8%A zc;C$*FhPo~khgDvIPgCt>^IQmRC?G%h*L);?Xo?dLb)i4F0A|mNCENlk^X7=x!k#G zswyp%=P95+M77vPd$Z2Do7mfNT?WiSD{boOIrV%{g5p6uwmN4zD*F0@B!k|aQWj@X zpqTn>y7$rtwvr7IQSl7Z7{u88U3-Z+K9|x=%kb+QJ68p04grSP{rZ~CU}9EkfHEeT zU$15P;G!^C#`&Pf{#&8%gSG27^M8G`kw3?#k5PorhXexQtE`><=hsmNY`63Sg0&TT zt74!>H)|QN$_BXNt;l_-0R~QOZvJMP{Js4)wozksJpvK%$2CT*7~~M%c~oov{qXqx z(4Vn}$jXkyTa_Q$$>Hpnas{O-^8}md-#s&PDzTk$uyck^X|7Ty`p^<3cnLkI(q?kO zrVI)3K#Dm4{0Dwvp1lG#$2!PLN9|0zzZVG4Dw`jcyIM(EY;c)#A!pRS9Ssczb;Si% zK5xt>+p>_NWb#W(d~gIlK99y5?3VXm;LOJR6>!=dsMk;Ec@jVN+#F!#&P zpFT(184)QWOsyV;YC*m_vCk-pSlrkISs{^?Ws28N5*#T^8^mOr7MZhsO*)BDyJ#N0La6r%Zric5L*p=P~Vbj)6p zkzh)6ur+cK&rLQWpOs|n_>QRk6_)Wd7B$HgJJY7~^ zPKyZ((NfNmWWB$|+n;r=%jziJP~-rDk?q%?y;4fjo;&{9AK15WA8G6p%?zA#)?XW4 zFJ}stifWcDmZEy>ItOgyL($a5;rCs-?OmR*H92bT4?>RVwMSxC@-9B!=s{uXxAr$o z!g+qAgll((Y5#d6LJY&1B;pb7p&oE5NEo`m?sCp>;fsmW^(R7W5>(_$xG|zi)3!JH ztHySj*>~R=UGpah> zp!-Wo8*U4FDYHar3*)gt2`3N zvmUznXikzlj`zUh9wgO%WACkqurYm^;}M}h`GW94x272Qujg@^>=&rM40A8&mpC2> z3?AQ<*qAKYN%XDQ6r9)p=iAeqO6Z^76>sDE4Pe9(dh+++PJqnMR;Zkk2d;~4bp1B98OP&x*4x`>?G^YLp zF9V=e8h+m@+wk91i4m8|P(+M(P1fKvH==4kBF5~nPLrXb4{%#`qx2C|k!JB?&wK8A zO4XsES#DV3X&q^*##BkAcHCNHVtaq$bSlXKIDINd)s#%3emW9fWLP9jvXjIO_R(#W zsm5-RNUBM><3PBqr>+Nk<7R*}HXE-?au2Sn;1IOMp7GFc9w zz{eW9&1<;7+4H-%6=HT;x3NXBKNm33CNo%s~5zdl(8x{+pau%^z{ zE7|<;BINzkII}qXmjG1oXw^VmEthEVc&pQ%TXY47M$K{-fvJ<3Zumd|p}^+Tmc_<- zy^8LQ`d*$HC#}uMJL%jM^3lXOKo0oV8{O{{5olr+BGeW^_eP&u{K6G_Kj+)TV}D3(OCoQUq4?`EJU_>mE)S!e>CCC>_*;5)H1V_I&qk=(UzwQx zr8yHvcCdnY%5ccFPE8N@ z{u6OzQLl-%^#Laa&|QvCP!2i=u!8g~T?Ee5Gqd|uHoE>RBM6w>v3ZXaDEn;9iFmT_ zo7o2Y>MH`;mKbg-$q#@atXJp1rITpPf;vmn*vNN?gts=Q^Q5ylf078}#q>CxD)a(N zooGD){l;*%z$;+D&E{1)!k4>dI`7((>M4&JUy>GS{7BA)({jd!c$2j7uITi9xpm%a z8Y2DS1p_MTx|Uu1ueJEQ@%|wuc1hR?kpEAcv22QJ4t*<4B12`fnDQutN6s~J?jOD^xjX-*vr$u@OIy}4V2UywSTP^eG40?Bos)Eln;@eOXIbq550~Y0xI7iB4;X z+&Jc(Vv|wI?htwE%nORnWFjEs?hxKay=+)0)TzhJ`$Q(3{EOjEra9n>Y5;^cWkjab^w)eQ7;tnm&m zaaTP{lLyJBDNWqSh&YM+7`YA}RcVWXY^_+Een#l2Ysq{UuH2Mwjx{W6vZKR>V7D2P zSwZU{`6!G2DnQp6c7}F~So#w# ziLnZMj=YcO`Ka<>0-_q!5&iv%NwOD+(xU~>A<8C9ErI;kHVc@Uw3BvIVYeIN&Hr7< z3}|=?vK4imV9Ivw6hlwaUJKEF(+n2{daB|Nd|4(0nQ#8P9Qz5F=XB4s+9tmq@V%F5 zwsfgRM|`V)*XFRK7OwP^Js@gueltc8Vz2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xilpR^000gB zNklZi(Twu7yEy;!JBPg{rz~jw&t&|;OU38{$RKs?y_-PxE~6a zdYwPgu09ejFfRDo=mP;;dWB#7(qzSK znL}cA?b;TBIhMR@SoMj1A$-^toXZOAniNcIZ!^-q$eAS8N93*utUp?gK8A~xoGb<= z>6+amK4p77LsDQr>QD8Lg9zO)kQ5lA1{(y2hasHEnm&Fa$CFj`tMM_SeJy!>kaLYj z%rj6PA^@bS!SV-F#EWBzYfIZBjF=^D8l`Lw^$60(Hfw2-9Y*X985M8k2Zmn924m@g zVKNW(Ms{GhTv1jxI{?FG_X|&MVAy(WFp(P=zJiw1&5pqEJ&$D|AFd@FV@v2`0WGPU zVbb723am|}21e)vOS_t(%CAx|k>vljmov0zF*m5uWfgEe2Q`wVn?Z`2?89;zQ z0aH30G9q<0nSBN=D%7p#F#_{DT*GQ^Us+zNlp_{5Lv~3Fx`VfA*R;>7QI6DN z^9Vtv&SL+=4aWjP2G(l$u8%%5Sm0%QQI%JA&7Iz}lRPIt-Kv)*pbu-cZo0H}?3-i#N2v?~o=n2v$bOm|G4uGopu`cx#`~Thm>zTh zjFKx3cIF)c8e-#p#1D*ZeQ7(p*WMsuceS?hPFQXY?j^nBdJIG%@|D%i2=x^n*tQEN zqgK#q9J%_*=4OOIU??Yz9@L&kYEKLEKNdIJiU8}RjHY&}4j~c~N6I^bcOt-;>IrTe zF^4Ej9C;4dvIzV??j$S{JHZMfj?|}3=rYwH28W}!VI=A-!VsxeVMmaZ&=P>%cL9t@ zokdwa)jGNvDGU&RVfpeZD{RVvxC9_m&M7|u0S zXvRMqRHA|sX@xivxmhnD){F#TwZdf(WpE&xpAZHl$A9cjh$)UE*|d4>8N>|@gCiAp z;5z9REnyUJ0d5UhP9m?KD_ud$QY~PI7I76cnAcKeFkG&amWrOtMeIPwZxK)os4#PA zsa6j{uQ{-F3M?NA8zb72^e>WAi5r1cuENYAr&_Pksxxg4EOx30&QNiZ5AJ0r-Ry~N zJ&%w3DM>&Xn9=+C0x>gT<~*X_9@3+6>t#!tCgzt8WGyBijWm)noq6cO0;l<+0Rb8|yK$2T{dQ5uMZ%*?rheDs`#;)oc#~?8Rc~ zQiT~Xu~X)p4O7$(?(sxm$yt1NFrF57TzDb&+>cSK)Cu;>p|2b~ zO8=mfPB8nX1jDXGdH8{X5BGDfX(AF5tC4m~$(-sPgdzSiu_eK{iwP3Izr}ztZv267 z_7!^PuY5?U)%`ILXQ{eiuxHw;)d<_r8<%Ok#dkCpLbzDS&fj+gZdK)kQmcE=`ta%3 zFF{~*vhx#>#ZsjQx5^sOhKt$E;{aA51ycwt)y%18)pHYsveaOAhy2rr(IUn*Vn;=Jnnbo1gE6nPq?ea$dkb_@86Tfo&38mfAK!XVmS3Q z>;T|^wOq3}X`fy62nazT=p9c=6io2Y4oTDL9nZEDOzfByQHARrPa}~RN0#-HsGD}p z1FWm#r$R>=%M?Y{D`Rw>c5v5Y0P9vWhp?lWaH&2y9=RF7 z>WVdBU8@}7_n>1g)o@*K1P=M8dLXX>>spse!LkN4cmwBPL2CwJT-T)lTe{r?!|^;~ zE|m^lN;3dsXQ2ItuTJ86t(V6E&N~*IgIXWS++H?f+~W5Sa{{n;zx6bLS+T71->%@i z6)^$58G!v$88l3VMAS?2vIhF;ceZE2sdMf+!Q#@+{~(l|-Lt_38pP(a*5VEuUE}jr zPZw6=&h1R~?gtXzf0Afd9~76wH=iW3xVtY0PhXEo?_eYr_pQXZNGxud9gM`{mipFe z1Qxf{cj+RrxTU^*A)$9K_nq+YyDhrZ_b$Zmk4b)iF8q$B+;>#N??FFH?O=G;fb6$Z z!|^^H!}F>}JRb1=>&6~m=!+ze>HJ;AyAiDthIhG!QGc%_ceEbcRG2J|_BAsMFU zSgY^?LveyFP6unKWY!|E!r7K7;$_}uKvN~N7Dw!Ownd!9UHF4U$!vEHz>a5I#97?M z{z0l_b_T!(P}!xjN5U-b^3-msWY!ii9R{x{sZf-~T{eo6nRdFV=!`Ntr67yD+BP97 znW+pS2)WoB?iy&2>9o~MH#K`o$`v^SK2hfYFaXQN-kM3d#b;Zl>C6#hao58vPNpR} zLS@qjEEjuItfq7JF=fUGvAE;eRn8`HN@hwjlD1<}f#riGBIQ;d`N zC{o~*%ramWoYO`;7JJid(-V<$D^Gln*7G0&oBxc@l+R}QP=u*(SCq`OM{^Z@j_qwI zF)bB)Q;kg`<)(^jco0hHEn66@%owDSS+sJ)c+T1$Em)`0Vd_}*V*RY*6%#jJ7I!xF zqR$`P-rnBjfiL^Bl9HM7Z4dW<*n#QrS{by~Rp(`KC-z&1>5MV+JUIKaijrBP!4v`O z8B}1J8Bgd$@hrb$J%}+TV7v+}sgHSPEO+(t@{;4pr({{lEDave4Ff7L1$ydNJJG09 z#RY&$?ok{gpRI{g(Urm~nWZBZQdMtKu{U+@2XV#;UJh5RQGDcAIZ~AJ=N^^JfPzpm zQ&#lEBNls8P1CDLxq(K3Q9zffvJ6p`%-GW0Xbmb$xdGcFUsAG(DTx(R#RO95Hk&%} zw5>?FZE9)eV8&A}3TnR{KHge2Q8GIWSy1=!@`!1_er<2KaxPJ|zPvTiM9GXi$-Uy* zshYEEd#;?y`lkW53}OPO`h9dVV9k`w=)gcKCg$A7C8TOiPX?@+k{KOXwqDz}w`-QA zLk^394fgx}UzT!JHemU~KpUO*!y74?u>%V&1||1)fi+Pwqt$)mLOa5Gmr1ke{1aB* zi6J#nGCOPIRx*>t_?6700miFjCW-MYnO*E+7rWTSE_ShtUF>2PyBNX#2O`)hB8!ef Q>i_@%07*qoM6N<$f(Jy6qqDg%z0zsjCxd z-!$W8m`cJx&PLJZ8Wrv%LhOd9M{Zw@QXNHVsum_dJ9q9uFIr3EeCXeclCVp>`Nl2bE2GQ2N zSH>^M0ZqNWm>w*2H)~X+BmZ!HZVIuZIx;QTP(08?GkV$!GaDYLGixdxv7G;ilB*&Q z6wb7HHx0txlLva%mYt0&QZg#!oatC9*tRQc_f~9roJ7%O<5MT(c8_ZgC~YD2*<_P> zwS=r8m1}q0c2&;F!M>}+oiRe?guX@zF$L?HOkw+j{msU`<#JW!nHV_Oo{u%_wNq}k zWJiPj8=>T=eOQg$(8|BTP+9qnG9S;r$taXn$i_lasb$jl&D$Y|mo|?^2@?ea{lP=F z^MU@bL&}b@Z{*)6&Q^C^jl^Cc?4@I#AoddS7h>OCA;zb0}jb>NC-nJ4~Cp@$N`6JaYzI~YL8VR41w&@KuQb}=vUIQ<6@6N zR&b5I7&WDSIfk|vT4N9rz}A<$0u+CZLvq|NDGc!iY_R|x;riVgFePZQ81MW9_e+ZI zmMPOUfY(t|;}Wm&5wGzc_Aw}aI&tYm@T|a;oZ(8&@jbc5m5lM#n&53bL6+iw$TGEC zPPmdsyuo(3_!H({2t&Z77sCaU5X_X_zX!0dV0MwZfK+P3fO&b|*GClL`QA0IagBGz YKWskvcFv-9Qvd(}07*qoM6N<$g5^PZBLDyZ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/80d84de5-af55-48ee-ae2c-f58fb0a73be6.png b/docs/handson-cnn-tf/img/80d84de5-af55-48ee-ae2c-f58fb0a73be6.png new file mode 100644 index 0000000000000000000000000000000000000000..2d911b7a760ae6ac5ad2140fae5194afd797770b GIT binary patch literal 617 zcmV-v0+#)WP) zNklC)sZbHa8YnEKiQ1@OJ_H33icatCRq3rjsq{I`op4pbb!Y))0 zqlYE?=~;FF{x35=+w?GM>~5g)e}Rd1kQ0oy@K-l(p%Xc=P>w*x_L4S+V|mfqq54mX zg3Cs)Li91z#ap;g(G#cO(k6T?fGA%CQwleI^yg$k^`D}$R!B>mt+W;jDh?ACuOd{o z$nt{nW*}0+A9DYI%AA-=r2~q^Y@wjSvrbInA)h1_l35S1F1+~Dx5M<68Wyeal9-XZ z!~#Kl|B2%#@SX~muuKw_iGuZLsXI7477BI3*G^9lR9UD1HU@|4abThibRhOxsH~Hf ziYPPi_9RC2LHApG{h10LCtpxKazYC~QDvQM56BFBC@O3|9=GvN9T4>>Z>D~61AYN- zsjQPsg*v&426SgIC6>*{%Hr|ra<9kk(&Yn>N1NnD=eCUn<2}$uk-MaUw^WuAc#=`R z%F9gIs0FuE_0dzE$%iTW*_@7VG#*^MOy_ianYHamrvBrpXrQE$QO>Og2`MZ3fWya* zv;w{QwQh}DPcQ?II-JwV-#u|pyg%;lWej_s_DT8qy)Q_EM&sunMO-T^Zx5AI+Vhh^ zePTCWzXOl400000NkvXXu0mjf DPXQcu literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/811ffc49-acd0-4f5c-a4e4-eab74c6e581c.png b/docs/handson-cnn-tf/img/811ffc49-acd0-4f5c-a4e4-eab74c6e581c.png new file mode 100644 index 0000000000000000000000000000000000000000..8120e54d69e21e706977a917be8b489b9bb63e34 GIT binary patch literal 1314 zcmV+-1>O3IP)(S7;{b)t+vWD}<)!kal{DlF;8IHb(Uab9JySCHLucfS{6^$?Fp|?@C{ohJKqM!^V#p(e=t2!ajzWmuhahE* zM5;e>NvBWIA9-sKAcp)xi2m%0ytPQQ>xXngfEe-!`H97lTS%<-^}mxINO}@dCDT>? zWfw-4^@C&f&5txfcHN;iA!KPNDhFc7Aw*k!EyYM=!CW|#Vg!=bT8i8M?}Zq`LN?YC zV-F&qSlVI;31L2xmewLRvX`Ei2auzW*kQGiVF?ba<3()>6vkhgZ9TAlBp-7tM@+6hewNU?sT#!U}gofXn?)gkLn ztGeCW0H@T(qSIEjxfcXX`GHyTh!{uFI_3^D;~_z(&5XD@V^PG7AL+EnfxGMknPuD| z#_6?g-jVB%I>b1Aj&z(_>rlN&oN$FHk6Dh0RM-V<%{L4wc&k4KOgb;yHs=Q`l2#hbO z6Osn75^`xf5lI8YiPtQwh!awn{FS6O3#j7)Ay{G3?30NKu{$VNMYapJrfe7@{Mzja2L|kbi2cox8iIZ4iCv)%MO=pOkfPagGS;8~kz1+qqB?nkuAM_m7W%y%@FS(0>q-Lmhh&*l7Ea zHNKbokT>c*wf6Rn26FZIpn9FYMP66kJi~u_jl8-qM=_qmGyxff3YdYc!L~EkREA95 zFxObPUX74>Q2OYv#n$EBHbIJgQX?fma2M1fD{z*rL&YZ~1=&Zd_z*%i_UOy?#%c<3v_NgtT)Q_P~|vl~{+=i{9=Mt9})pxn>G8~{uDJ#`lZ>{#)q8FAN`!GWPbe>_WmL&b=!4wbF*^3L4>hyd}0+E+wN^* z7o7B3mGuwRV>moDnNOzopr0Dw9$aR2}S literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/820eae1c-4566-4245-83a6-ed72af7690fd.png b/docs/handson-cnn-tf/img/820eae1c-4566-4245-83a6-ed72af7690fd.png new file mode 100644 index 0000000000000000000000000000000000000000..4287e03bc09b50106365747b2443628dd6051752 GIT binary patch literal 2150 zcmV-s2$}bZP)!#L+Nf+Xt;sfy6InazVQmQE?~f)Fq2N_f5L;ex zxGPN#%H_Sf@1s7@v<@9Qbm-8bLx&C>I-mx*n~m>U$ErW|;}1law{2o&T*nmARf}l3 zaR&dGZK37I3|_o;@N(lE!d4Lb85i(h3uyHynbqTTMSuRKKCfhOZLchoSTp*Y@}4+M zh@6vMa2_PY{%wi5sNjiVA2Aimy!!Pz6 zY$p8(id7r$pe`@S4O2%9Rae8vghf(WMKoeqAx4TT z;t4ps(gF6W`0$!=qFSi-@G1&A@s-XIljv2D4UM>| zs$|Wa$UKx)kXT)zCyszups>*U<-B4Ad8PLb1SulmjGkBAPF}hUucgAgOu^Vwuu`Ep zAk=oEg=PE>Txi{m?=1Z32G~w>`3cAD>ErXaOSDQklCf7Y;rJbhRzr~4-%S%fld)HU zSD!`)unTA0G(YFQkl_{bgp!>zqnIPmP?|MPON!BS{5pe=KqK+Y{ zBvSTbc{z0HR1Y)^iY``KrigjjIeYBYy$5EG!x+JQppX{~-KZVa;I+JkF4-MTuXZmqY_vugc5F5OE=1J-Md7aRe=iMy)RAhZCj_ePumv z4at02Sk}LZm#n>qMlX@1(BXrDh=`zr_`+E>|YnH@b3 zxovhhZSYZ;n8%l!x0jyz*#!fzi(~3mm#Zt&(Q>_d^jJ9z!8E<; zsdgil>PH>&C@Wv#tiiw6^wNkyMP5Zge+KRUu7y9O4OIhjTYP0k3CXhal&@13U}UrFcE?lrq$ihOa{- zz!nrS6CUH7VNR=rufbhicvT8ZTkze4_sw(t@O4^$qDW@=roJZP$IQb{ zD*Sz0(EKoYqjFNa`Z{VJR%RoRTfU#Dm`0t#52Hf$b<{kpj3X|}d4=4lXVz{W9yJdu z6Guknt+X}oqWpTx3jg*GuX7NV7Cr8t0av6{YaZU$rxke>0+@i;Qj%A-=Ha+D&Z~4r zpZU3?&8u$KQps?$ott<5(DNjDouS%(~ZsxO?; zZ8Czrg0?KhDB0AN=<)2r{S*JVCaUgD`qVIbhaSh1Z zMyR1_l5%mV`VehSC&klxOAaxkx!`^~FS)4L1p6+`3kQAQiw6s#+e@x2jSOzGRl0|W z7adG#g+1^~9)7A5Z_^diTEca{W%Br=gqU$ts@XqzO%+VE(w7B9pBwv0|E4@8GI9;T z7ayI>XWMPt>E(Fp#}Y?yvW>FvHjwWzH;_y*_bMJLSrLqE1L@&lhF^Jm%a7C*KgMMb zq0H|S*L=sk^eqTvmb`G~?Ob}_R|Ck+w8^{~#+r?%)9LOIkp*q@ z_?2Zc?&AaG%g>EqX+G1Z0yAEDm4yiLF_uXT{^Kz zXJA!MHL`U|(%wiXmX&`&E*)Sm<6Fy`-L&Wp)bq*{Wolp$)Hpv<1>|=sMCYxbr4e>1 zKxAtz0m-gIdGWN?fLx@3jPrKhzFyE7KGR>IUebm-8bLx&C>I&|pJ cp~IiR|MN?{m+xff1poj507*qoM6N<$g7(ZbxZZrZ)<%_|NXf)fIJSZc1~x` zEWAe{3E`Lg?lS;fV^IDp0U^52A1)Ucdo@UbA zNvQXkj0)9;96ee zQ%q2u-y!)M0WF-p;H6AnWv{h8!6XGyq0B@HfQ=vk_zycSH6#;hrn{Vp-`>w{S2?_} zeSgGkuw{Q9D3%=?15z&AnkQ}Y?1kVwuU$|#z$O}wIl+vzye}|eI-DH zq6Q|`PcrTUKV_3ffbacJ4r1f{v1CH7kTCJAwblICwgjSOAg?JC4|5%D(-+Vf(Z?JYbH^?X^2UA6r$XlZ{L=`@0_NHhPn^Pq7j0sycWeQ+q;FosA zCLz7I*Vwi}W1Yk%8A#Q;Cg`*#c~?NJh>4PTnO@^vQ(=RHP?=3I zPDaq*iyoDMo}6e=K3s1JM2nv*xoZMl?$MKwQWr(Mp<)&)MSN=8vKYxl#z_WJiFh`q z)RjhjBqP30im67tznzA?up8N{CHv9e_mh5atcFigz#D=<1cBHHf*b5a`K(^#y-7^) zck_@M7}0{Njw4HXr7{XuqcHYZXg??ACMik_S@l3bR>W~;Yxa-@!U7m)BCm{vlGwPz zNvtnRmD&$lptOZ%9zmK2V${VGVKM7gHrRX-P-XPWm9Zo@t;ct=%TCYnyO_Enw> z=ebo!Rm_2N+^RO39koz@g3OauAMS{>r^Q!fSj{YhShZUd`+ZUKaU&8c4H?EWMXHlvA$Ioib2Kl?e;S>#3^ z_b~zY4npBy|JgKzb8JE?SuMX!2aC6<`0Nrlyl{G_Ed0ckKkxzg3i{@}nb%xnT;Tur z7c*jVEJ(`3SIY{%{pF8mvgsdiE^X3w;UX8g$VL8b`32>Q*VoXe@5ulF002ovPDHLk FV1h5KT@?TT literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/85cb6c18-9cbc-44ff-9db6-c7d90d3c7cf0.png b/docs/handson-cnn-tf/img/85cb6c18-9cbc-44ff-9db6-c7d90d3c7cf0.png new file mode 100644 index 0000000000000000000000000000000000000000..4383b886d95a3a497c7603af437d1bfa9444cbcc GIT binary patch literal 4344 zcmVguLIMY-GE?sm7k-R*97yW8FFcDK%%x{dy89=>wnsgK)=?Qyc6JA>z4 z`2GF@j>)dAVhga~`4PlEsEhXOptKa5iAw3881_Eu@A$B}tv=qL_7*W8SCldH@<}_f zpZJ%-l)*>STMy)q>EEKzp7O6N2K+pWY(h^FZ)jU+KSr_r*tQ^bB${HqU=|&VqlUaa z!pfN8s=BUIZ4m=igPj^I;ZT6k4^7NzHmK<{KSe~COw`++zg3%*%R z2tD35j~XreQz|8QS!rU#GU)MGNFPQzW}_H52>s@60I%2~={FEtU5p=EAN=8x`8K!IlomS(~VXLk3&LuwjrM%BWBtwhhImSc~lc zIMNpiGD7U$lM<;-^u}XT;RadJsZumx71;er1RL?FXfn2eMY2{rnbKGigMf#0En@rO zF@oKv+i;U(o9AnutUYNVHe@xC$shRe%_~(n9NQ*ma)zzroDEQ!30HXDhTiSr=Lw8r z4Ia0tlT(+?!bUy~?`=rs^Qr}^G=1Sud11%me%#2J=X~!Oc^km{Md*q^fSNpTm-G?V zf+&oX-ig4 zhwdV8gDae$dbzy}P=c?T@Y#6rzmzU=7+#R(;WLBkh zMeRhDw(bP>I$4uLo>Zm2D>H=6$!p`RU7dqaGKD}GdM4|)WTSdiI@!?Ou& zLtcQdh>Z@|p0OV4A1934L*7DDXtt4$4gD(po%|)&Rr`(1^|!fkQYQED(O=s$inl#) zWgo+})uvK=61zCIjpNw;r-E%$*>iP0?3YbAZu;Yj;LLvq_pRPv_IIgUfL^SlaSh66HgZzZ8R!U8$U25QNgdpm^WT!1p|V1YRw>5 z#D>||-|o+VVpH#)>-y%X+QYzGO&}cy&U>yG2YZNJH3-tpDf9iiKO6gcu(%#J z8I1@T`XZwhs4cTF9e(6P_nZs<%=Vmjy)jts5JLY{w*W32{Wm`p1aPxYxO{t_N&ww zHxCwL1NWY;gB|9xP;II)Wb-3xpE$<~3zu2`jQa}MQ5T0yp0X2GPFKel)KCr(j$Z6i zA2#Aushm1yU>{Mt_YP5hWT9cF^s>W$Jc-^?p+4-Gi}M*tqSf{YHmy2}mQT2Y@0924 ziy8*g=rta-VWUkXpTWN^$8}sAp7@7rkz(xr-V0_&{>pss?Xw+Xyx&~`Tex_18Ij!{ z;6;2=GchiX?GswgQU1@w4r*Q4!o_hELZb%H@)bUw(#o=$u)~R0^zif6EY_q2ZHQUx zWck>RZCegJ-7xlH;`L3-#YUHP6V`*Ro$DkKBY%C{v(U1+F85Tf*q|&ONwpfvdgGyz?LqK%fv?E{g7@I zTRSt07h~JPZgl`7=eu}=%N0?TV%#n4OI*CU*pS7Yvxe*hHag|VF`vpj8JyU?V(iq! z>s)L#IH8-N?@#Dcka0uK80Qk$Q351r)h)naE&yv}s;Q<^y7 zD!schZF8UP$TeW5|ow7`LllW+=neQ+j5a-n~L>QI+Bn zuswIL!)F8ZeGrK%8 zcCQXwyEvbP*!}_rAhc8ZQ#DU*xO*Qou4J4p%GkX!Y_hp<$Ub1RcASZ#E}$Mqs zb#9~Ww4wKB>|Pmm87?lcSvw9pr!mOCd(~jV({=iMXV&gjVVC0K0-N`xuwf{F@b4-T#Ln2g8th9aUJ2|iw1N{@0-h;a-cLej z7Mk@kurqeA23xyu;+4XtmG(QDLA{;VVGQYdsxC5$w5;7L!9M?VKz3|HhZ5Qjrj$wD z=FdV_)7~s&qL#ILCD>y5tSs!_6z%o?VleT1oO^54{;s#5j`1Kp>&)7{3hay4O0&w9 zc`zIA;q4xJ!7}$pgT3Otvx+5Y8M{}2Eviyf9`-lvgr1&?u+Kl^bul)=C(Tc*z$Tlr z^4a&X2ampT9c(lzk@~yXtM}=ZuuG~+&%+)Ei|b&cQYK#Kr!?g%*ripa&B89%#hZd% zURBy8Y*fNpX#=sv=>XI%?9yGl5!k5AsYz4>s9ok6uUm|5b}=Tr6$XDHQ<~OV7mukeZ=EmH zZf#X6u{ksr?+qbhyWBHgw~2i)dH}fE8qa5_t=LX-D#Bu$Umbvzj;Kw9+815p)kthm zyVY4dSM3&8r3GrE)=s<%)oycDn#9)RyxVnJ@8W>Xabb~#k7dK3W%ZTbzS=`y*TtQd z?Vs%)vf1QPs6E#WUpF}RM|&q;;dI;OYJ0|;r@!&o{@L;@u4oX^ptiO$%vW)zW&5Yo z>U>5RwYvn?)d!K-**E%XjepA(au(Yw!}0Vb&u)&{-YgDL&5gl&x}h7U7`NLiHnBLf zWec@+-}sQlXP zaeLXuQbp!6%c3&Nnw(u5NfxzLXlF3Gq9n*C)#hL zZnaTzu3rR6(YU=-W3{lBz&V;jAGCG1ayQ7s%C3v4J?G#_SQ`cjqHCcja3$$+E7R^(&{SDOsoAdu@Ubzvj*&nzC=>KCpgsvXNp zbYM}n+3;;K*VmZZb;Y*!$CPi%UI{jeQKLBalCb*>GY5x9eN~#q)W+h>BmJU%l{xn# znoMP8YGsfPV60xDAEs$i{-IkVw)rh5N8cLmv^)nFYO}jaQ);1hZP+MPsa=51I6hSEB?!Hw5BM~#dSm-L*vY=Z2$AAnVB` zhl5$C8^)*_UFjS_1p$~U-cTT+7925wd@P_<2q&O8f_ zIjy6iS&|uWr?Iu@yyM6m<>)u6Rh!Dp%0rDu-e?oEl%msz?E}g+y0D_e+q14AHi;x z)Ddh*X?yzhQ&KZu4%Y#kQ1wr?v_1Ftkv7?;NqxZn(*N}#xT)O#y1W6BPpc0rAddSf zvB{4>rnJz(8`XY+1U4;KezR0=|N58p_;Lzyg_aqj|KcaFIi~h-*wENUsWy6iB(^oFHiUR%uiQ#<7cP|0Om3OWh`9|_ z`@0#?bzM91(b@~v(%A9l%WhyNI|t2fU~6{FEYbz)ROevJ@1$^$`&xa2S0C^qcj!c@ mE7Z!}?sm7k-R*8yvHt@Z)qdgI$U2+=0000NH&0@>NwK_CzZ2L~T2;|Bo10Yez-A%mwj zb4?AtnQ+IjKwrt_D^1dcSTqO=4}o8*d;7IjyBoScVzxLxzw~t7!Y)7^zw>_Iw$elS z#wq2llhdpdTDkwf0eUoic*y3(_+jXvOMzcxxI{v^0o_zblTpF7FX3u(ZSJmk1!hjo zj|xu7NCW#u1x-HO9FNdR^U*y$F7vP8Y&;tz*Fyj%AA)z-(G(*4LrZZS!&z7LW@)yy zxO8czP|VwJ15YmF3Y;xcq|n_}9lWC9uY@(AbY6t60B!y`d?621Y5n2cX1!IQ=y5BN z(B+F6ELoN0G7^A;KfxhQ?dC{h29s#VPTJAh$+-_z1gaxVPhs)D!-LAEM6u~xNs4}% z#+?{ZgEt3l*x$__eN=^%(4*gkC6Nu(!-JD|Ek-dnleei?7*xd4R;Uj=50esRScUH? zwGRnFN-iM686NB)H{vEk3Pz=mqx03t`?dOe`vvzbrI|UH_1xilcu|DaTxI+%)MvF( z98z3Ii?2n&wD|ZfkJ@N-y>vJ(k6Bl=yYaK}2?PH9`s8P@GGeOT*=7o%j5H)D#GYY7k3!@YmCV(}QH*|`QDZnbtT0g^wqujd83D6BaT z!C*D)9JV)DKL|*~jEZe$Z4_IR+{G!lX8qvJ^gQn4h*;#;EVxD^PuIFME+{ri+4z1v z&s2wzObm#gqSuo4M*q~tbw!t;sRl&{o8t?*b!)3VRFPflZgWrc_2Lh^4zI_Wzt$kLbyrPU4@^feLX9Yo=vJE}ek@lpaVkO!30dsR$?a zkrABTk+VGl&NTP7$z;e9UvOsN1=fez+Zy8w_6QqB&8ZUq1iqwl#(|?VqA?R{lk&HY zcWVfJCg;SZGm@CYD$`zjOAd5hXiV(y{y?(xy)-S}eOLJ7ViKbqvt48lpRz-_>SVnt z)C4GPQ0w%(a#!c_#ZtRT7ve5KUdHFSpO-;l4*^EL*(dljSwpJ0Aq4?98+-be#BUwV zBlquRBb5Ara@O4nazWSGpTwS#{cv8Hu`l!fmDA-ch}(z=i(-IMgD!B|#?V zlkIx1p8pdY^p6)|d~I`Zd_1$fF$+tK7dunLL#hO!#l`gR#MEuH=Jw*#koBnbWCYL_ zr+f#uXzcW021yt}5$_g2vtr`UT#*Vs|_u0mlDL6_)EvJq?LLH1PqeH)50$hkG zpYpz(4^PPXKQ-d<#2;fRv5WAlzwo9iIv zz{XNJIKwSbv#I;$W9@AXM4%-9CVGtND^GSG0ccy(8UU$DJB|%e=`!($zwrX+%R`I2 z5MK?NxsxCcWzq>P4m-1Y?Rj{Jfj_*#Yp-gF>xWAW24wnv*%Tw#emII zsIej~3;ZN}l`B7iO+_eE_z||t?#jP7ih=46bYmWsbqN84(M6B*gE+d#}+KK(V zUxSh7DKxaE^00Iwi!_9Zazo;>{#B7L@en5x=@(;nJi%L8w$AOs-LUy2nrgT;*Hkfc zQmQ_z1#8E!YA#N0@Wt%BN>g4%*1U4ffc_GG=T+3q4@IC$79VtKb5)a>Ar?z?goH{%ADGOuRHJs}6=g62>!gkj7HfC0>VaZ&8TF-1P#LHzT>x%2$b0`28 zF!c`~Z2xBJzcy>t;W2t#9{M!BO~bPF6V38{s~UFgK9&%r~9Lst-a%F}N z-y%s>n*uq~FG}sJ##ePo9N~PW?rMWOU^DcN^85OvfS^B0aNO{}Fl_zD=$;6ah$&FS zFM?y>XU0KyQ=@Mb9}^WB#vzv>H*0eT@uhv%36N}&#>{1 zHK68myaUp6`QTh)E%P_-$i8#8dmxu>vm)Y8cLOtBa>s+;)3-6bZ;6CNtxaub$k*KB zw!I12$moo@%iSNumYc-6=Ic~f{MZEzZRgK_}BI-JiXVn(@Rp4wYDe@HEmfdB_E^uqyBMv?tM~HTPY~}j! z%aLMgr~vSuMsirh`^C%QUz`JtDbu3&tApx~9`@~FqTIxC`L5fXTm{K;F(wLm?U;EN z3d4bu-W@)^6WM!N(;}1K6%L+eh|<5zw4q)m^VSsR&{shBi~#De{yJy z$$`sH$C(t>Q$ve(Jvmjd-~Mnn4yy>&`BB|Z0OIN}R#et6XzX?_<#hj8W0x^{wQj&sDvIkXnxE^ zM(v`x0}=z{c)-(QFJ-8cPZY#1g=(IW+yF{Vjrlg$72!;r)s^{%F;`xbKg-p77qab| z(ID4@#u&B+f1H_Ne3r~@B#gA=4|^!y{~8&XBWgNYIX}#*nKjFqmq=|=^_AMpfm90} z85(1Dolae3Vl`vMr;!rFkCi*^s4m2Xddv9liTS!H^jGZ;u>#TRdzhG$UPb^qr-TX1 zQ>#n2!YHs-Mqb%%$L}7hQDaU!uZJQ zlzx1cq-npy%HgxO4}TD+Q9YpL{kFpQa=#@p7jy3hTEV*)Rkblc6!#smgpih&RyTzc zm2)-}M$Mir*Cx66AooudN9#ZWRth25C&yTtrtJ_1D;>H@iM7~9my;J?Tq`>NIZIw& zxV&7m!+es?n2quU=E;{vcP9rpAp_;h$n%s|0IW3D;DiqDECt{BJfJ$~2@r{>O>`S= zZa2Ld5zCF`V@&Zl0S5<&RhsHMu7X$`6At*)-(ZimV5HVSHd7P1NsCfp@*O$~49QiG zG>w3#S66IngwZTXubEGTg!yvHgYP+Cu-+-y@_DC4o@x9Bori?x=B z(`cVAYFhWMfPkHLM&ZG^QVeW&Cl&nWUMUI}|oxQqcSkAILhPt5_dHR2R&VXK?U zKRLVzD{<@WRn>L%F~n}67MnhsKw!nBTKX6+oLX(jKD`r^FmP{ z-#~1L(o9=&Sn`zg+0tF&?!$zz7k#l?l8xh7$xv$vl^%&S8!S1C-*NwHp$BS7Mb$k* zVdx5`886FEtS;AoeTI1baX!hx%Uf+EAqO-*^XvnvKku}ml>^lN?`wIL3aP51jsZED z_qBg+{)Sd{>P_b^FNe9b0<532Jk!)`kOVRY4w#}}sRX3XuWBp{9i_h|p3W!&rLDg_ zvw&xfrA~Z3`pLSz9r*FXVJT^ES2%e=aakytwi^EY@L3D_qm+q>LGeEFGT-k6QGfin z|I2+pL(LaYYBi*yt e{zo>rCnGpGmXng+V4nZ)$3_@g7{1fLkNqD}@q@?! literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/87ce965a-0788-4e9a-8c10-e9a1e533ad28.png b/docs/handson-cnn-tf/img/87ce965a-0788-4e9a-8c10-e9a1e533ad28.png new file mode 100644 index 0000000000000000000000000000000000000000..aa135fb994e07a117d32c18e0532e2055b4f9ac1 GIT binary patch literal 14179 zcmV-pH=M|cP)XGVN=Zof_xEOGWVfA=2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x6^Y=|001`b zNkl0`&~Cm8pMF?|xl>z~r4ZnhyLb7hSAkFlAV z;bIaLNu|=|ljPzy2r3yQK*KljApT$aMXMV*G3M z{_oT;_&e9*-z!J>E9nByuOAt{-}~qF9{vy5RSe%TVd{j__^VbGJza@-+<*5CfnPP@ zjqWkJs|LZZ82HWAIN}$+Ts~L(7kjyEj+YO5;vV4(Ud$1O)_xkg0ITY9+5fKAkMs+V z)-K;Ji_i7x2==8s!qdC8FF5Rv%eUHou0GfMqgj>fkJ4KF_4OzcM53!IaX1wxcs*8| z7xQGFHkSDHdR(+avL z$NM%O`fhbP*ptCy|Ndf_UrxWyi+0%#_H)@D16|?w{DM)PTaQn6U6Qh2KG#^=^~Ty7 zJM7{33GeuF#v0b;VxO}7m;A!?6=Mw95D1UN!aBp{UZ6V@?cA@b7x}C124LtLKrUu} zBhLLSy%+7TtVdM+D$<)R@ z%lz#2dusouaV`AHy8M^?`(LoDe@qwtj@tV;?dOd8H5L2Qxc1+cB4%<#at^-x^{ZZ? z{dqiuzo1?aqnbaG+n=GdI?1-c$56hpo*L#6;2uVrz^j7V9b3|@;69KDd{YbW*|g8}E?lej@> zY_=UbC9zkwp{XJVg7A9u0uw>vTppnA`|c%)4A(oz0=q@Oxgtn>`GhNE%`qx|&sSoa z$4r!~aku9;LoXOgN~~Ja0YhKJxy8`5d%0qSnQqDRb!#4XK%91KTRv-|RXC^q{5wYW z95O$e1$`OX%kyi2wz5TODqQUr8*8eKdtSK@eQqwzo}Z$7x~Kq)P35jT(@{O_Oi@Cy zDcp6KA?pf-26DeX@mCXNF^*Z!ZL?dp=5Tsx+EqKWcxYNX49&^n@L_6titgzLxc`f$ zZ8nEyXAaGZ zgGJ+nh=)sa8r;)Wdu$(?p(&elQ#tzF3&ZxYY3aJPYToaP+;J3Z=kX)2+2<`j@0LwX z{2I=F}{?AGZsqiwpN&Je=M8cThd==w0qQnN$2uMgiyQ z9SIAGU;J5)Urs)&oukV!=hW<1%rAU)FFStiS1s}NaI(#dyT7#XxO;L;eAt1z{x&xA zH&-T1v#SvD7Cwpv&uFr<}MReitW)2_CyCe1F=-Txi^R}t`m)1OQ4!nw^dgYg;_4q+gi7uyKr0VXy=gY!f*d5LT z)73Yx=6<5a)^#>N;rX>08j{~gj%>f=lB3H#*_z|I+0z20^(b*8v?!)Hg?}-E{D~wX*eaN;NBA?+yvy1)Kkv=uYW^`Xw3KJh-T!p=k>I2i*D|3`dK{y zvgpG5_px@C#SiyYC-mJKK;VxH6_6~yB%d>bjet9~J!2Pz)IVWZ_Dj9J|53^TCO<{S z|7T(}N&P?dzaXUaZwG~Q`A`V!(f(MBBU3T*bN-~F0rro`GO_5I;3pCf`)+A!!Vc13 z@S|PZD_ElVA%CB&$F%%#PaZAhtoborU}oe9f3*2P6u^(U6)gp(`3cN21a~dZncW_3 zA{G4J+C&2*yP8&(G0B-)d!JRc3HoI0xZsbR9k{(e;z?A0Li$T5}46@h>17!iTp2?BSzf^^uM2Is>-S?8GeB? zn@w?ru3+ym?kC@dDB-A%ub*WZ`B7F?LHLiNz%f~b4dLX~{1%z?E5Nl+``SOvl7=cq zB8s_1vMlU`U8Hy<g#2@W|m*?F4x_IjKohuPY@jn0u(6vVHBK{a-?;235jyZmH9 zPH_tAH>3SV6cW6Y_%cH2*D4V=;aAMq=XiijnZF-`@Sj|X6p1+fcu_Htq2kO` z#AA-Z)Gx$w79G9}A48!6lFhJSt0i`#stPZ((%UTty)kJeW1h#`Q&zA2$}WAmdqUV* zScq&=Me(bk<+2Fba45yRjK}=KX*~_U6p2go}Raf<8&{VPSN$~4ceQu)b7KNTdx zsGgSlpV92z>*iPi$B+xfx?WXcDde6xmhnw5O%yC{h$+8tTup;}kuc!-Wr;^3#7ZqI z^Glh=sL4Y0&(T?q6+Z~f`>S`Ch4ViGQ}TEaEFN={IW+(B`vo{mAsDkw3E%HmKE32S|#VE21aY7mo;dpDg zu_C8tjGR@=L{vo)Xkx*7!ooIGSx^2*@vqbszO?~ix>6(-va=9ewqvUHqF$wvPA_J` z93=73D4B!F+QeI>{z+w;)l0tkf1NO`R9D|?J2~;f2C&3mR`{+SsNr#^1Xe)VzM|bn#X11J`JCmSVOPMd48>$Hp_k? z<6XSms=9VGbzP!ntn^|iMB6IeiHN3P#KN)*`UUc7RBL@~wtk6)kDsM$6m-yXRDLm8 zj$d`u{=|9(J5dn7aLliW2Z*0W^&Y0nvPk9Q(T4w^pbAegMD<6b&LERj6VEF7CW2%K zk*$Q^xA`SfEzIe{%)fUZK=nl77n-Uv^g`>jxnP&h(&8!U)7`$GGZMsnu@NtcERti! zuf*ni&yZg&eK9QLnlSgjQ2FHqNp!8Lv~HJ&rakTt%^T5y&&}>-x41M-yHUC_(h!2# z>WHAuQI-&4lL$f7{9bIj+qq4RWcHmbu zvW_m@e>!GY7Y&6PeebGzPnt+$_d5o-qx?kFucp~QJGu_^sP%LazZyd%wGZ@C76 zZDb}YuU$3Evi1yPUU}88RKLW2*~GF!re6W{$^2^GNRE%^&dJcpu^~A!zkul4t=jJB zXn&fnM>eaaQpTj!{6Gm~i=VAYw)&jQi_VUn>uVw|IAMw2J7d<6xQt2o^})`vqbuq? z_+8)F(rXv%J*$4OVSXc0M_L5Seh!Z4%Jd#pzese0qiZbm~LpmNHBIFK5p2sAv(C2P}Kb`qSba{U5KormOD-E5HLPwDzORrX* z1^r4aermtit_F^c?5gV9idUnf%gOM3O!x)DFGrWV&?o##yd9(NP3`#=tb{kLoD&c= zE4=4V$&)1EWRrY!whzIA=pw!H`b7vPr(?n|cNI<4uQWahUJi3gHg0|7oqVfKYcytz zK>(H|`-hpm4;Dz-!*tmL^UJMAHd&D_$E(SDWcRBmqL*5$r5HJ_lKhe+r)Zd_TM@I= zT#_#&Ux&G{5;?Md(f#R3pAcQPN%d=#n~mlx2sGFTb-)VW;#P$m1@j9Sm65NmEKAX$|UM2LZV62O+pBxMzi&p!Bne?zdL2AO1G`J z&vf^KFsv*mjIgK-Jq`|I!m;4x)Fc0%)vJuEU#e%Qst>3r>Ij|-^=%CS#bc5GT;cLL zmJp*Ow~bnpN5J%~D6cjDX__P?0<7m(=~GbNrO0q;e}dDTxI$7N!awb%i2SN$6((f)Y+YF3E(IL7MnfBSv#D|35>*8redtJCf+i2UMo%j`;@iP!Er54 z>KtPvMVjlvtiJ-HlBL#5qwF#fq~_?dWQ7+b^2UuLKj&8A2fq|*u=gW=RoVK?Y<_Ta zczqIGvL10{?{N(8!#pW~dA%`7Lqqbuk+E0B@+&h*8OE$(=@m>J9fVnbHG_O)coLjp z&^V2k$g!SFpCo#3CC}rX>Jp`kKrsQ3;yQ4QXuAo%cel8O@s+y%*n6f$;hOQIm zp0g*t@=nDj#Vx}gkFPaQf&qPHoQqo{{MU-o6Y~kgyzpShwJv0SsWdy!FRy8JNb`me zmX*u~egR|!-QX9>!q4dX5^gfSRbg3*%gO@uswS1=Q9A(ptwNU|%SHWQ>fbl9?rMVt z)&~m5uzERMN8Q#c<(%X&C0b)s#@4@>6!n1f=BXT~cz{ffSR5~BW0Ξ&>*tyPVw@ z9*^(z8kqI*(z#!{yqxK&T^uj(U?nvpBC34OB&JwrfE)le6dUrgRnqqhn*R#vlTQlL zC^iC0?p$1aHb}k+UO3ld?LeV<3mgOQsU~YVZkFm*q^c7qcm~ITg%6Je;gIM^Uhh!4 z9(~RxyLXZJE7QesTMP2C1j5a3Q3aijgeAAmx(oBKf^G3JvQkPO`^Zb|hvAo`|`(EhU z80vm$PMT2>e#zxMDb+*My6Cd%=q*`ojB5aK6NFj(xL{BC#%sD1+eI5r9zUjf&vcQ_ zJG%Btm+(vC@AsxD?MicsP4g<1m?TpQQqGTdnP0TO)ErX}4 zRk|{M8M*BEwIO~fU2jngF*Q@_W|J2`Wnxc&E^urYHI6 z=53^3q;D-J>BNw#eidr()yy(orKVaLL8V%pntCqdC}KtdI}+wH;7HeBiK*Tv{CZ+K z0$pw+ygX?p@hF72%X@VDBfW()!5`umO7g_QsKF)r5Xrqd^J3u$a8zh|q)hCpID1PO zy#&Y0-hHhvXFzvvH^zwFavQaKO)hWfWllZ0pQ3Ht@^qw%N@PK^iwsl3%~46uD0-|R z$&rk{#A$^SDz8UKdozr9G*WzHlLSp)51biO$3`wM+rH-doBBD#FDO#xcpPCgwnTa~ z7AVWLWPTMDXLT(3UoFa4jTgKd95jJJM6?Ijl3lgj! z+{Me0k$srbb<;r=_hK{lS4H1bf0g5{suORDLl_FdB3X;N@6dOy@B;2o+^#TT6CA*^|vhT|bCLxiB`{#E@%UWlqcua^b3xHnl zqR$4HLZUNhI@4g+b?rYI6diQXiP@E^Hx*Tjk|Dr$W^NSBs6Wgq@;V>)mX!=(=NDU;SYH(%b|Tllrz@Hp4JDPa)mQCz_8l=^rgFg`6q5=!M4H;^0fn z&x{Vvy%rS;D|SLELF0Thh8?;c83MSHu$S^%VkdY>Dag{XOHw*zRrvKN1tbVMPcfmu#{H5c&nrNRVFJ(2-qN-9%2mL}Wpy`?nIxqH%DJY@^ zN$^a9Hgm4}z&@451y`atp9F*ya?eV(#TDJrlYnmL$swjy%j^tBUI!^VS&$eVStrl41g zd|j0wbM&JVRI3ukm&AUkvXv9os zwtE!M+JlK)U|G7a$~}&C1Su;hzt~0;z%e`Q)nD1M##*Wm5+7@dioz0TabAhS(2-X+-u3 zOxFy*F2kO)04K5&&8r6!EkusYFR8rfYNT9w=spnzOE9feuo7=IMA~JU+IvXs*SYVE zWx99~B>Lr^E!;{rZausfW=&&RlwXq7+)?mb`(lSw6KVwwNlL_qVs0Q!_(K^9pK{6e zA>FAd`$imPx|Sim+VlghNB6;d96lWnUk_(|B)THM4r(WADhO%OiuuJDAs_qXmA}H{ z%e}w~tq$RIJ(jW|Qy44ut4!^eSP*^kmhfw%TYgR!`TDW-1QWtaDM*TTIS&nOx~I?J zeQl&Gv-k3BCv<@aHAQ~W5+ys)t8R6^O5`EOYzN9QaMXL(;x_8SP3;8l+e@WuAz?qI z1KsOuiL3b;0g0T2AlU60WPjxKxN*U6_elH-x!8?m-S>6C0uX%$M37wo z_SwiUW|u9pzNQ%Qdxy(-EMpQ^>odg`X@`Q99H5mV$S%|x*%-MKWDKJ?m zq4lV}k-^!?@%KN*=4f`OQH7^HrxSj4;*zm3=V&dFW75;=lb+?cUo=4{{0KV4MYf%{ zSY+BAMLp43`nELbU#p_CC>wgoh$e`(Ycj9no6YXoJB_od7d7X^0Y^JP@OVC&Pf*Z{aR0Zp{Xguxj3JG~S+b>yKJ)9*6Viz= zhA2pyrA(^GHo7_1PWoZS-7WUe60&^n=^780!t53Fa-?0*>cJzS2sRzRmr7F7IfcDC zU(QBk5dB>n2y`WlV>cnmT;vnHsJ%Kp$C?;pc!_5G!Ym$g-xkN?#;(twfXCzBJq~mo zFZ+>!&tYLv!N_=#_hoO+zw?O*;Z-R~_3SUt{Z&cWw9F_?oU}ki+E6#k+@VS4nzafF zwv#spHHGw?)xjM(@)Pp7gVG@sKhR>d30;z50y_^w&I|?R?l|pjZw}JUgP+JR$o9uD z`~O)w=Jrb_=aka5g-nJxh9~<>d0}h-`QH#^>3s>QhMK(0GS>Si7u-mv3El6l>KA2@ zb}--Mo{p12T97>Ele8N>c50TcGA}bob~X1Wq7`3C;QIR9yb?`b?_bSI<0%=FMppdZs5Z3U^E8=&?*N z@e9K+y#wWY9miV8_=SOA!PsHmun%G9_8WC#Jna<6SB1EY-w)~?g8!9i+yPSh-waKp z>r_HQ7tT7`5W~AF0wl;7@Z^ioew)g%EYe+u{)ilJFq#v%YNSVQD|ETQei!LVtEVtO zpQZ4EL&`1LksKkN3IOBiNCinEbUu}%if@!m z$>x(Kvwm#)9OnHAi^mJYm)t`hDSW(i{NU;G3G=adzD(I;MYa+YN!LnOU-g|%LsBS3 zbXU>umoSMt62B+KK#Nbu55mZuT)$vKs0fmv0GvdMbV<#_J79_brE9lLYw2L`!ROrC ztkZTCftgi|59E@b+x=>lW5;zPu_2iQW;4IXCVkSFPh`CrZ9{s5QXWEr--+117g97J zj**geEY}3qkq);J07@=^yk2W3ja75Zx&{0ww258np#?)IdY?25ijoAnydT1*~JDHMstxsp_PJmZ@ zE@tbj8b4^R&?r_jq$ErTa}=P+x9uzEx?yJ1=0!IC3j*78Xd#hQ_nId!6LaP9p_Ho# z2&`g$-?sS}nEZorG@EtaK%{c?xv--4x)p*9#=`|aGNMN#L?)Y8i<9)x1VaZi*`SF( zq1mmpDU3qzgj-gUI@H(@#TejVY5WM&&%#NrE1P+R)A@axI;7-7X=5+9l!r2x*)X^Q z(h~(B$sUgSPVkl;{pQ()Oj*IrbA_+RW}!3X0@9N-e1$LBPy9LR;}1_#zL;fTGyOsx zg_w~oJ4%_9{)@~##L3|cS{$9#`_uu4FTCY&;*s0oF|~C16QsTfTN;oJMdE&1IJ#Lx=!+T?+ z)T&Fn%=+2VBc}>&sLgz39St-c>sy4973Sx$g3nJVU6Nl3kRX&bYW%ASUEnb+7+^n~ z6jZy#PBKf5;k^JeVJ>KPt{R;q6*Xy4JOBz{h|+kQfEYr7Ve9;ADiSci2v+pr zf|U=74$!gk&G_Cq2F~f~3)XseJab_;MP0_UXkzabB;In_mi+ujh6L>dF{Gn@s9x*> z@<;La*N$J(J+pb1H`4VJHF%X8YKJ3ivMHM5<;ZxL)BvaJ5g0q(f@+U6p7H!6(mAPY zbLSP)#daceS8R1;3pHKrF-&xeu|_g$cTT-%=jz@ebYPGCLVS?ki5;bVm9G7PKtlBF ztZiwHlVf{4U*1V@2Y%fx0jhO3Z-j}Vd{*e>n+!Xi5hGV9o!rOyoG3`5i^}MZEhk6G z`;$O6HVd8#vlO7jyK?k($=!!rvtob_1?oE)`N4Gg;3%mm6tl}w8nf!qel)T7z;rDM z@-j4Uyap7q@xk3zC|z`3(r-f7$qL|v@{8?CIx9la&+`ZEb@h_sXxDWJFpVG4^Gk=p zY#%h!x>A%Hod`yBZEeCYYOLdAzgv)$2zqE;Uhvz!+&j4ulM#k1B9+6aQlh{dEap_~;X*Sckz znZZdNIqE&F$LjE5J--Ab^dQ|~8|9a`U&yc`l|C&MKUXJ77xJ7(Utpi-SIIc2GA!HJ z2PS^%gHA%Cgo)?ZK=$=b0hdPk#UCH-7yku}9+J5_20|~g4akz2&OY8&$@}7N?{_-# zY4*I6Xz$y=ufZGoMsiPENcg3j>YnXB{p42RD20c5m5k20wH%3LMZYG^t`?oiXhS!nni%i*_ivCxT+pzBD3f)v?WJBN12vF zgcuS8Bg7C2PzZv5AD=*YCo32uk;|e`s7Em)MO3mXp1aWTL^pe_F8Z(BLc2mKNhhD2 z7_m#+JPICKQ7Q`|^`pOg>;vAYL$V;%!?J#q~5;2f%glyhyi9&WE=Juvp&X1Lny;dJV+y}#j!`v-ie4H80LIh;)Tc?kVi z(ntlJp);AAj!D7+=9xA=D0y_GR4D3D-<(9zSrcSBk6f!tGI56^aGLOw*A*u7s_Iwnz>8oJFv*&h)3X$kBXoF_Cb!##a|LG4qrfjU3}%I##N56Gfx!MTUpe1gUdUKf z9XJHcuq$)6@aEausf_c~M&34~nM$zp-~gY+WifVTXb48k^S+p8d@+&K^@GJTtW%!q zqAixaaUD?y*JoI@ncJ!YE@6`8mYXIop_Co2*#OkVxZ+QfUEgR_O)I#@wpX)2Bm! zEzIpOU~g+Z%;WrG<)rBFHesMPRgHu{pcRE*Fe{Q^T>)>d$FbFiXhs&@jWYz%vaba? zqBtHE&eK~k;*c>t19EOFo>*1PpmQ+U9_p^Vdb%OeBn{p?c(hFLVLT-^pFd$|lJ|4h z@S1ax-WNTWX|-ZD(s*yYbO%Oz%O50%YG0rUDW42@m zs>Rjr-} zicZ(1?zVMb*-FRFmpY6i#}I(dqpvdjA*)!56U{w@99D%Biwa+C?T%lStz=NSuMk1r zgI&mYu)3U{Jr~y_j0O~rFbK(N9Zz*jK}`^wMci`4!jB9riy6|@MpRR>(B})``r4Z1 z2#zV6E>5P)cU{eqRdh0iuACf8FZ`OS6OIq)xVjZUR?W;V)tx1Nh3rYJ*=ifIj(Mv# zGdpLN$Al5ID|1JKj|?_D5edd7&+B*J6}a$ikQ8@lpNXH#SM{@E6iXLyX)x;$%-T`B z9!)ri(2;3s8>$5{6N;3{P8lpJ5k*$>z*M=GQ}R2XYMcxCTCT`kh%Vc|45H z2neS~aZ*5fo}7YRanX`|VIF~v{ne|QH+A1c1$t^oGlhgFk^1;3*+Il@P!{?##9vL{NK^{@1$RljF9HF$WI92#4IbX9I7M{nzQ=$G4fcsSMj^?I{(Yq_>PE~`zw!NdFV-7czqZR-v6tF3$5 zy_+7_?}_iqV(d$$OPb3IJw{EXC<=B}jK=$4@>edltL9^9S2X9&K70(jXBz5uem%Sp zxcrkqqq~8+%3Jrg-DA@??L*%*tM+Zk@S3pbJzXJ>AE)Cpf{x`_enFQPz;buE?2gT$ zs&|L|!|BpIcf0n%(N$k|yT{9}HHY=~dB1uaUfwP(zwPk!`<`w|=;*3FU6L$m6q!+F;{Z+7kD`E79I?w&9084t_1$J6RGEZbc> z!20$1`TX|me&{8^15@V9eRjbEY7)gy*wqocx_9`BU%J|tyOonx^W2=bM3;M1?heCe z(;P0_!*FhQ=CGrQ6sKXeYn#XB{B|I^URn}yf~H6J;eL{pO^@-AwJ2KO*Bf)Se;_|M zaM3}(>3iE3@9T28@B6jw`opQOi}QPb*weh)_w_rtD+_mV;oerStM@e?%j4d=??`D= zqDzajqqECI=|$`DD}F)r-l^ZmO8E#lT0gYXdf@b(2c40fkSY57He@RTp^=BI3em-b z6y$u?Y$SjxJvkHa*V$zx|8-BI{+@PVMg;-Sq3%kp)rx}E8N2GbXEDM(>+w(8q&?&e z$o2xOJ^O;vQJW0=jW(j|ZY6s%`-Oi(7Uydzx+iq4?1i~|B`e*x~)T$7m~uge6*kL(gLx;+SQ^D93~8}TB5*+t(uI?CmT`Y-R? zHxQs<%a7nsJnrdt0QQgF2VgK0epDKi)r_gXEk={}KQeg>>^UJ!HP3g8?edKi9k6&? zxOY697KkOSxYZl*Bd1nR8_v$)u&Un(2Z|tmOeF&rp~y_CUyd7tchDsP&Bg67+spHC zIt-`f>%;KgHg1bq(&pHG4qNII8=UE_TenBP4!fu3y}dNM)v?{JoXs5`+=W$pa6d5g zJC3rANiA64dk3e#v1L#FXe2YfzdXB*@Nio14#)GhUAKeV{)Xe*x_w`?2im2Mba}Pg z4KKq-^RgQrkGtW}6J5RAD|atL-yV)zilh}SUZ(7-nX+mFHyhZpxWm!)cGzAHu-iSH zsQ0QpwaeG%!{%~XzS&{Be0#XGm*H}LdvJ8QN5k80bvisAUk`@`)AjmrI9-P0_G#e6 zmY?8OMs|s*?<+Jnd)TshX=WI9m)+%1Y=_~r-WuC%hJO2eXm`W%ZF$)(n&GoOA1-}6 z>{na&=-}vjWx5Ec=ICmN=aXaZwrC21Ao~%4?AF&&jNVbb&#qd0I)7gF=NJ1~A5Lz; z;Q%k)$4hzHAD17+4^@l!EUVb_%|62I_eSMz=rqr`dsa%V@bZp;WE+kIgB5OkEzf zm&w%HulbckSv)^c(mjJ9Tx zBY78fT#a2a86($(*3XSKNtp$4EtOkvQDU#(_-tfDO?oOjVRtx#rLP-J#d>U3n zMha%Uih&#p!dU}kN-8oG%r9`{*<^Eco`hJ5>m0*iSMAj!kzs~itoEw(Tt)<)wXZOP zHN|La+97G&zFU@wkJGc`1vg}v@(X4w*f^JF1}Vg$CxUgJ?@;J7xTaLxx|8JTf*Lbv z9eAT!nwx#+knP)P)5f^}1vAQ6W)>oo*kM8RYUVz4!6`yYR64pS!Aq#Q+PkW1Q{k!% z5zQzco#S#~PNM9`L!?GA4`Lt;n|%f{mCjJG-Y+SFb=!8$jeR6WMEpXGXtHyp?6^V; zlgT=z9RD0NizzW8K0VQaEknuBJfe#>a0YR!o!CHJb>_=>dj`ca1LNQos}*Q3IlmO; z#t#>?5m|Cr-L<9jncZ_|&P4GyUwAk(c{w{b$pI&e(fA!vwrWmE7?G>Uh&ITA3>X>q z1-G%1Hzo=uyt=tR!XzJUzsO2kosr9v*RA62f)NWh=GR*Cfs_+)9COMhMpX{%glm+c z_a~x6!ZsXVu*ruRL~HK55tJSmTv%|-<38z5O&H$y8~*c8@ts@J>UFC@ji{guK9}1m z%S$T83fA39aG11D=kizH{_~IIukZVknalp{Cz)+oco2Iye6O^;H`dIr!dB`JvJ+O` z*%J7lf5b1i>kIBwFK6Q`I%GiHLXbXbXVRQ$z4teK7w;>_CV*NhzvkmYku^hfS<20^ zOIDCG$R)nMgs-q_KcdUWFevB?qlOE^t}U;l+lVL!*75m?SoFMcyI_rts`(<+{ytq| zC?sX$T~5##$RI{D=9Z$PivTCQZ;BwP1_Qq$N7-n=<9_7WZ149-4p`_Vy4G|k5f2_B z%ir-R@_=o;k1n|HOLKzZoMrI)FUK9=aY|PBMgD^eY>8v!>T|`)hqHI_3$ixjn_t2k zt6UKoqPo*YdqGLZ7CqYvw<~hk#CdY6S%u?Z|6MsMzu3p|Ye2N0BDUa5vqNFoJ9QQe zVBx33mY!GeFY6bdvZD@-e(7RlvNR~7jk_$^i|Awahx9TR>Xw%7C?eVuXc z0ZRK1FgP7l^Tn5dB>WKFGg9f(6ppgXi|(+aG%=3(b$I)!UDcTulDf2E-UdpFLTv?# z-ZQ_X#O{lHK6!cA(SaPB<>j;9oAu>P{95+)(02WPRIkPHe7)%d@bh^Eu`4T4h`_)o zO{552z8>TUmHR(}`1R1x;dR3+egAND4Rpflj-`7|j#p9dqSprZF?YQ)D8YR?96K8h-yXexr;u>Gr=|SCD>M8csgoE%d@)QsXMJ1 z3W{t!zdAX^qn6%A`cuSyHLp(LUwJ7upL9obJv5u?{x}8pj}ii!2j_&QZjgQlGTtjB z)1UFH6O014^a^2zU0owMQt+^4!3_hELv$^O+GHP^&s@T&`$i>Zy&xfY_raf55;-I8K>-P&o4P@ zB&IHft|7{CI5{pW`9xmwrs? zYVpbGeTy%9YWv<0UCSWGalPXP;+J?7(mP_XyhkBnBl@jU`Nec~{;-&sND{iZ?fdnC zm*#2Fyb)c`aTf@B9}O$`t;g#XCdDdHy;q11$RrNG5rFi$$Trk_x=5n_@MK_nPiZka zo%EGXDfytL@Yc}<(M+UyOuR9fhUF|>aFPWOkwLZtY3f|fM9l{VbPB-VX!?_QDYjtI z@7<$C|85EzQEwI-lb}ZPbDL*H=$ob4d~r=f5kg**QIpZ3xlBr+$d2&f z?pr<+MSRDJod^ptotWso9XaL-P~8c?A$nm3haZeMj5R~zYO(gz#jQz+;D24aZAZAF zxfCyk;v-jQsq<6ZLIL-pp8zW`CgYkU@KjQ!BwtR`@CJva-u^^h)n}kb0^*lW2e| zb#nv?0DdzBNXk~cYa^Rg@m0xMylYT)cUCT`BV#&-cH$#)f=Pvh%0Ven8T8qdgkK7t zWs~aYDnrQmJ$~WsXqzjIMoU)S%ZaH7kepajVdK(E&8DKFa@8iuK*M+Chyf0O(}og( z09fUh)cL$4t?rJ(D0sGr;2ViHl4GY`zUCVo^K!(Qi5p3qkc@>8WwIhrpI;JWfC(ix zqDw3PR1bCHEc5&`epM5l!~0G42YiNUwz`F_a^M)Yp>VsrWhSR4R<%OCjr{-&k zYtdJ?ZRD4NUf6+lYOnhD9kV*MUobc6LWgyuEK6}FFj@%Il_-f{;g<|&uF7@)4xyxd zdnW=vO<_JSm(B0M(wi#=bLhyM0A_-akq#)2$gi&E^QB7-NW6)FyVv9B*qYI*M4wx= zp*X~m2AF_EOKae4?lr;0%{eAGYUUQe3cgiWD3UqPe(sUC94Zz4D5(PSTh?B`3g^C; t@C|n`q3iFw{r8{$_m|T3-@o(r{{d=96Yn8nB+LK+002ovPDHLkV1gc@{EPqq literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/889e9ca5-5aec-4f15-ba71-5835459a79dc.png b/docs/handson-cnn-tf/img/889e9ca5-5aec-4f15-ba71-5835459a79dc.png new file mode 100644 index 0000000000000000000000000000000000000000..50c8cd0348e08f287b79f222dcc028e97444a141 GIT binary patch literal 16738 zcmZ|1cU%*}*FLHuQlu!o_W%K;cj+|=C6G`AL^=r4dq+S(Kw1bLsi7k%D7{D%2pvQ^ zNbkM(8^7=8{gwCL`&V{nXLojIo|$vb^PEYfmZmBpJ`MhZ2M-9rASKv?2RIxL9y|m+ z#=?}~TI{!Ae)zT2b(A-^Hy0P@@9*!;VFraoMU%M>x_;HsJx92>xOjMY`1trwpFSlZ zARr_pBqAarCMJ#=Frj|%KyDYTB(LK=y&C`x%0O4WU~>Cqx)V_JzMY=C_SDo)RpupQ z&JZ#5d1P&o;Q3|1oqk#AC98qw4qGx3mFz$*k2S9RrDE$zY4ht`txOUa)FVfW6G)C9 zhJfX2!MMoq0R;+&vv($;gobIfh}CftQa}lzLSCaKKUge7-{fhj_4WWzbbhWvOM+!+m=ZIIb;N&Up77c zZBJto$(T?9B|6#;e)CeTv(nKDhd2p>p|?eaYJJiul*82eT^}7_)HpkZr$rf!kPXpC zxc&m{DpbZU4Y6A>F!k&VhwXfn%LNYM$h1vh4?2+W4%$+>E7*`rW|G~o_ydTiCn;7p zo%FOv+EY(K5J~ygUwIjJo2Z&Tbf2J*jB;7cu3w5Pg=|XxhbE|rr0|wJdC&tO+-Ch= zz$CPt2k6ZM*=~q^iL#H-T#E8dKL#{Jb(P+zqcYR@R^=emqo{CvkIPPQgUG0chp@Mk4j4-(SP&vOM#d|X~q7j$D|CF z5e2SEB(kRMd>)=2Tk@6`$ZOH)NVrRqj5WZOSzDYMFZD(^(@F{=0yIvQq`;!seu}E z!SVqJ-K))BAQGs1^AOd~m+Dg|GLk6hJp1$KX89}tAVm|9_S9?=ew1a6YvK}GK%HmO z!ZBJe5~~YO4@QcM<5aL4#d{)yF5o}U1-zfJw!?+>kD zPyY5Hk*jt;wk|Wja2_E=_6&lvtbb4sgf2Xrhzcyh zE3Jr5W3~FG3?chE6ZhalVWLQvD9{fIj(FahewMH3O2%%LgVMS2L7~JGt~>{$9TEi@ zeO=lkPD+Y0^$jjN;f{$B8yxSld?9=AQJFo*0y6I3aIU-8Fm%U5CCEe(k~v#CYjjRt zo#rdRZ@Nf5`viz>lim67%;H->HbPIMeIm~t$~chXH3Pd=(R8 zTlxUq8){T1t59xg)2f-)Y!QJP<@nOn#Llm<9CC&mysK+uqD;YTk^LoA6*gT;w|Scj zUDua33rPSv!g>R~WO=Lj!#{agr$c+koU_^c(nUIKNo*5t=yT30lCzBHHXG1CU+Mp} zpL{ZiSXg))&f&`*0Ga;I1*{S-xRhO5zPO~{R5qL%_yW983*mSlE(4JDo*2`ZCz0?{ zUF7h+8V!Ao-{qu%b_eXk+jS4IzAjf+zN*ihC3o3}Ti<-25%%vYg;ER+C*^uW;)j}* zrdpw!e-5fEby}z$BT-B%{#2#Srkdz{9PHXh0k#2Wx`#ILM|e^Derbm|-KN$HC&6hl z=0#et76!`oM6>Dr5QiireixLjz#-6?pzuPp0CNghH41?SZf;*cZ!vemEIHuILZVfE z(USmaw0>s`1k%N*1_@KhMd@&oK`;m45-rZaPsr1!*H(OlNlODnezh4auJeS~WMdA> z*LfdcXC*w!RukjiEzPN3m3oggj|stVW}DOYvfQsd&O)TR@;JSY_9(1gwYU>THLG5? z6+OcliB>)oIyR%ML{k~c3M5U?H}RBieMv``PT(Q+{9bsRr=He+vAOiS}#?{J)7WLWL0IMTI*cukjmGRo#*V4e|BLBSN zFI*{sbWI54WgqGT@^nmBHVnDQ0NZ2m_YGvRI=D?oQ#hR?EoVO5z~|61+e=p`Nk75K@~8`8v5IiLp?R8ulD*P1A_F%(Mz5T=Q<+Jt%@=QGNg3TM9hCu`SQguS| zmGPS=eAha;i{mERCNdqvfrnw=AF9QcvFiE=@A@mVctl$AeUQr`F?m@bmZm_@re#?r zNIQ6D5Vl8%^*V@n{e9S9bBQrfgTd3wY4hIFg3q=o_Vp;51G|svfNH?HbE$H+B^ST4 z0DXg|Ys;tAtT_S>?i?VZyIW0@ywyr6B}ExM391oR)-(RjPgYb?p4TyoU1I&KB&W;o zd9GhHi&@uriE-7`yjdj$3)@jTS=z3aZDx24YkV~VR*?i&4iUf4tm zsFw{I8I5f`V_?DPjNf4TF?+auyakVkS3kln&8;EFKqSBN_YsR`;T%O(68gzb`)KK_ z$-?3&{B(`>xULYe0q$~vIJt77VptTr{Rlq??Y1J(%}Drn^>?^(e;^Mb^uHf=@(jI* zlq+Iprjf#e7JMT{@aGI>a;5P6Z%YP^Ik6P3aGuW)yJ zNjuITbAO8ukl#u51ia!u9n+~Qp1#Yz()M==sn3jIVQEMY!55dv0LGDA_C8({ zTgS|zIzckkaE8D&_oP?uE)FP0E+@rlmeUHjokcFF=S5ajC3EagoTr^MyKiYu3SRsX zSKMS}2AX&xZkyQ08_U8G)crATin(hmz+7q3&ks;5$C0ze^WK7^V!c?<-f=o*7FK47 z8j)4aO<}-R(dZq^wnGKju%;?AEJUtLbufzA?}vSjJuCkV_I3#5*w%Zy;}MOQU5;WO zcE0gfteI_<@&@1B?m?90vU$p6K@wpV6+7pw)0BT5Rs=isI+xi1)9T-_MORDiSix;y znCHsUcIUP1cjouX?PWg{AiNAGi|h*V6ky!n;sx zWWVWtOehHa+w5gJgDd&et?Z@Qs45!ExI4hHUFE$ z>jcO17nnZsflX3RA)iEq#$$D~D(+q$uNST>ntWpM+ZQLWKqhxNcQO8O_z;S~=){Rc z^r@gseAQpwyZ}eqI^JTP{)We0vs16IpGBXv`{U=>I{wW!;!sLzRKten2~n;*tmEop z`Ld?NEb}Tpj`Hyf&)qHKS&v#Rw%$2@;DxK3uJhL{WI)W6_cr$Us~up<(+%XCh`rKW zHanFC0FV6jKuUrJ&VLQYsdtqmsD7UiR`V5`gM@zHQy;FL`8u7ii4a%F_F`#$&kiP% zZ-+ah-N55Lp>@Lz4t+Wx8e&n!8jZ`Nz8h)<{xiOwj3 zzd$GXg;fcKr&usix-y8mBr_o0*1t}g4s6gIu6LH(`q}umI2P%D_1zWqK~Cp3;!O&_jvjpZ z5d(|V%_w;$T^Rf+KYnEjt>fzh6JEAf+CGDddMrLh9$ zYsq2wDVZQ8Djg3sxMiw6rzTthBB&6rRAC(=Otlwd%o&%Fk0fS7eZU=5c{MPs{Bx?G z9!Po0^E`r(<~`Dpaw=F+`lN|r#_0r@OE(;#>yjw~u-X%E&_GL&o~kdo)4eouxn@RX z5@!j%&x-0^W0knK&p`5wC{v3=!Sr!m6u=SJ0UTIWk-uqeCkj z#i+oM=|Vs-SL)zzxa6(ga<82dZ6nI^dWF;42)?}q1oqV&`)kq>Ds=AT{3jX1Sy5SG6RGx^a+yRQ=8l@qf zA1Pi;M;4Jq^R$?%n|H&Xln>?*n+$Cbw22Q_uL7rF+Cbb+d0?Leoi}fQJt$2ADuHBk zLqyBxj^oLs~rGsNl`|yUWC*Ps^Hrmd*zYcyN@?7ONw&d$!`%BTamdctP`U3P7 z;otc-M2HF#c%PTUKk_WT!na-lf_x^9wvsDDS*;ACWF-6nC8m<3u&T&!MRc0s4?J;A z#>(W`97#NdlU^8!A~CpeJHeV8MoBEx92DBHQ$giHKco&=k8!T2ygc z0?ZT72d8R+P(^q&Wc%t7@RBaaz_@%9CcJUuHmexa&%)z45}&D46%Cml>w5f6brIT2`+dLx!JZ*K?fv3)18zpuve*4$cIi^KGPlM2tJFPYzCQ>=2f;&USJ)(H|;X+!=!oEa^DMoFc^Z zQgImVM#)tIuk8`YMdwzMw?25;s{^coYoH1>$mXD>E|UAz>2myc|r$wpAn2RaEY)aT)-r zs%tkMF#jwkMa9qUM75FTRYm!$?n*C{7H1;_7vXY&|J;VWRhK{n7dXeuy#I3r0`6F# z+emn;?ifjxHHA(VF?{p-IT3yz`Dgj?6n$ffW`KFw<6cG|cX80gU8iK_l?>n)8jcbh z>Yu)=^oB@y{~|SVP1$+wI8v_hDprivdmM0Nb@ZHjj+2au1O9k4*cOj@N0 zvkQbhK3JMv81gFUI;}76SBiS({mZuCAiNNpuOoSk_;56HbGAii&ot{rRk5mgKpS2i66y(?v3B9q5KbtiSU!^L()g=awCpF_L)JIOg4lL+oNeu-PCS`Kye z*V{-`<`0GRpxbh+)~CQAb2kCRk>|B-`a&qOt4zehZxn^JL`T{N&XW%9m!4%KihaDP zCI}+@iU@{fLya~=9&acfyv{4QGb=KN&9@q6 zex1?2-3u~0oO_1Bsb8}j3(W5?Nr~nRd?Ca53 z-C4-=)3WjtglFaIV#(s#mzpcLXeYqys!EpQolDqw9Kv-AXmEQrrBZgWp(?Na3oK;h zwCzTxDw0Y~ekid4}63O%x5v$PEL>kIxplHYfv3sS9Kw06F1 zI^i@Zi@)kAm_!4D31QTS+Z5hPL2EG1LwUeq^2%?-W4$Uygjqs7BC%v>It&RGClYj< zszQ1#^hq`;0uIoLt-_3M96NbKr)2Sub@+_J5mvSa)(BJX;A83n@PVh_$Zz+mm=e3D zBc|~Iwiq(C_#%;3klRqDz=f`1gXgZ$?d>Tv<^C3WzIZQke*gDH=yedoo$c2(ll#gJ z(dUHwwqGAVv_+b{FL9HcqS?=MX8%$F6$ET9uIbzlQ9ews88&8()(2Y8RjD%!P=f8v z_ojW-IcpGN%w!xI5Y7AQ#c~bB=zVSytmcdYXOCJ|JV?XEx%O z#94nJD<)@pG z4U(y>9;Bnx%h+FVbYRDDcP?#{fc|-wU^8@I=<3or`;PR65N3UkI%iBL9%%hD`KzMxRX=wx zzAnxYgR34uo_VU0riHE8d(AZ<=2m6U=b8FedvDo=h)p0ET?6V`C5amG_`6*yzI#AU z5kI0F7tSL~C)=wwdt~UcL1Vm9ODzrHka;=^fni%B9(1dNBfSpL+wT(R7`DmP}USx{RP|3vAphyuzTp*q+7 zg#)6#$V`yFIqT-$UspgI>LETN{a}0@%FE}C@Z(5 zS0hC4xp6;+zj%JYXGbR2Idng_dVase>9O+;uR zsi|Jlr!E){R*TBS%^dCnkhuZ-$cog_A&J0xOI5^bgo&}orY0RwA_1!1b=V0<%Mshq zqq$QCEa^>RQAiR>?+Ll88gP1ci0xJ?mrqq^m3T9_TIGTVPCP`2_BS}I(dYz* zmy^2-szOS5qe77^jGwoHj}^>3jHP6Fe4&?%*+D&ucW(E&ZYcY=yX!%Cz;7|t>#oUk z^AiaqA`gKjCUK-#SXVW(1@V2$(h#t>Xq+jQ0#r(Rd{v?nq*`-H zj*YW@#xZj)(oJwR;7^5n2F9<&1KRk3(!Pk_lB}1e?=o9`<0gD#QRY(Bj4Ge&L8~7r z9B#2Sz2nFdydOr9!U|b|1xPkZwOUZ5r=k?#_s{2Ta%cg6a=SN33u9l{^jBJN8WCy* zX%z)$FL?DpP|ujTkJyV$LiV@bMbu3W^cqQLUXPNb8SrM^;GHHPAg#O|@*j|~VZxku&-@^Rdml2@6U&Wh2|C1KM`f)&9v^fR zi&g9bc37~a9b{H~+y8=k(+VCjuhL;jF9E9~g>{P44&|U>hYW*NVZjV!Ubdh4pM45u zSP5%4)zB^sPt;uv@?&`7CiDG%`VfinzfQ5FLA+~Ed`UEq0Ws9I+_hR*FdLUx9?BM9 zc|Do(^r>G@y>r&v#=EQ>SYVJnE=el?ay8CB5Omd$-A&P4kw0g*5es4!=W{Ic3lbX< zgsteAH>8(2N#F5L7zawp(CF0-y1=QO%;^`QIy=HB`n>bSb4|W32@ns*KnEegU}SQ?|oN&Y5$hlrmNJqq8y@3byE@$1*_&2HVhp= zvI&nJJ)oz;Z+5BrY7WzMj5Kw9mRz}F#FAv`$yNHh;AfGH#rcG+#@W#A!o61?{OCmj zZ;^x4){mO|>w?ODdTnIK+7zoFr1+uY%Q}D{!HLez!2=H6K^uRy58F#sqR%OXz(@~O z6dg&_7jY|tQZZ#s|C7^a;yX-Dv?iHS&(4qGCby3~ce4gkHE|2X6p_eofhX2E>H^1a zP@N84iLFg^{A_b4m-2uD#F6+f(qz|GZW)@YzUtfWH{lE!bdeMyhGh>_<0X>=H# z{6C(^KSunYC-Tn$`42VzU!KVSsD#F1ZLE`-c#6`3Wj(84y*K2G$I$Hg7i;cxmAuHV zto8exvfn3KQL;#6*NVeJ^u+MrJU?tB-ldF;3&|lpqeR@>i5V8t&&w)@HV9YiX)ovE z3CdruO;&n+xm9g%f01s|iABjGkY{Sk?08&QGvwB~054}JAV>etT){Rr$D-~67 zg{Tk!hhf>88e7n|b#yro#He0}K^j;x+=Z1QXBgcsEVUVLdBw@qN4nLYo~PbdJK&O^ z^5)Pe@hGA0>+2t9WnHu4YVZLxxnR{1M@@fnjYe{K&0uL-eHF2_!%T=+$lG(gq)cYp zl1saWEF>NV>K;``nMDT@-Ik1q=wvr@^0fu_uO=EG4kf+m+W!AMoHkMLMTcOmhNt7q zCx2#bGXce|aj9tUhDY-XnqQMxejK~?2Ws`B6y@fHtw#K#fy6^Zw^&2R(vP` zwLI9BaAY5|LbZw+|Ur2BBH zsC-MhKz$#sRtPeH>i`pun9tC@XV}*PZm}7!!6g@@pfsdd;b~~z(eYGB#{>kF#`Aam zYuFc!)J=%2(qrz$?J z|N2tvrUu1E19*Dv@q_A#Z)Q>E3kT|zNkMLXjVjcaCPGxx&U6f?wd_Rx?!57&d~UUzktZIZNrZfCbf= zDNLVdlvVvCDA$J!nubi>({_w}26Rzl6Y3MpoF(aXBd)UIc1zL~OwjZ(m{RV!Y;jO- zTKY-3up3ge44LQej(OwT<)n_Lzi8Xhr59a$Lqj(HCv{|~GI!7=|6&;&$#h2EWyxz3 zWt-u}UhrRK2C4d8;j;xwi^u1He?|W-jsL#_fd98EIkri==kNwH z5&1VSVV>Z%oDQNkS@9s#GeQw$dwETXky8Hl?fQ2sn-%0!6U4`yp?@baHRc7NQ8flz zeLuAKDMR0E`jb}Tf-W6JsT6SbEKwRTx~8UD)xwYstGB-jqDSw*IsHAo^3$&$m=?CB zt>WEU{yYYnGz*r;-)9zGFM@e@^+_kYNqjQzjo&0E%sFpO78p2}Xr%oyAm^2XG^V+Q zcpN30CGsFd5Y<9JS-W=kFvQU*O1*zQlVeT3>bP5(AruLOE-0!|Yge&4;lkFQ-=+~( zNwAVOvZ0JuMD341N?XaH`V-7QZx}k4x~mH-pzOyWFXVGkH|+ewq$cZ^Q(G41>Pe>T z+1)DE`0^p^G@&J_-KZCw_%DP)hh`noKSfiA9xGPqPu@+kcuB62n8Ct#6a|7F(t|-$ zKp>`n^#5YjqobkE5{gD33|!!H0@$?UydOG3+!VHEQ)mg@1mUF{r*?;-%qU>tsr1Bj zx-c#zaseyrFGnMb%5%R*A1Z;$`S$=fJHQf9C~JPbFOPG~EscW|rF79C7yq*Rv5yj( zoA$#XoWi6*z+WR0nHFA&=}+zivyklXpLom6W2jTN-L{ith);fJt%ARM=h#>%hz-M2 zV^~*7dQ-NKE#baY8zm%|26ybWkW#M5_eiP@+bFv?n{siOC7WyHRgKyfcj2Fd7td!G zH@s!|j$eH%>Q~JA(I=CvQwY{zMG*|x1v>zeFs4ngZKz4DluQgJc$@@^BrGx3JLdCM zQ_4m8J8@j!uqg^|+RL2A`pT>OIFZ051!2>u11VI*mok_Y%CL-#mR^zXx}{M%3^2iZUz&iTftnRd+ECY`d5Ei#HKpDL={TZA8$-k(aMSfP&Q$`(0R);pT*)nMn**v*f3C4$u`aavGR zKS6a44xIo)o2+5H`~&Yid4(LuyNtcmP)hF6^+)X#)#qddMT=z$;HkJRWHnbT2kJvn zzr&~|C@q5?#(uI40>6}1guFv%Aq8!BcG`5n-V>%Ojp+(DW2V+?-y!`LNi!JF8Piz_ zC$xIDN(pvJ!l6Yg-xw)d)~c~1D#Jl(;;?DaOHLHe+x1(Nf3XS_h|2Ujyxci-(IBdN zdt~qwiU+e6NK(Uq0stUB;UVnG6MQ4o@t(*JedPbkjiV2j_|9r=K?z-8OAk!>=$(dK zs}IiVwx($*)EA6)JM1#5!D~qARR5aTp?_5!i~%2tjqO)mZ-UR7a}4Yc*k zm_fAb*8|!E&^W9p|GVTKi!f#e{P*%`F8cy#Z%5rho)Y9K>_`s!rn>->;{icaE*tU# zq=#yXkCO2QMvBT2f08{wD9jYv0Sd9N<_oM?Ot3GOjJin~pz{CC=jcqOOtct(QBgqO ztNtR{^CM0SlJ^xLX)mW7uT}mF#S|@f{Qtfa8nm}Mf;0MW!u-pTz)Tnzm*z+0v5dn|U$6YXhE^MY?xeLGMct2I z28B?9FUQu3GClrHFINcq_VU%3Q-SU6;U!Q=)z>nba3DY?p9K*{p?pcpM_#2v)xTo( zvR5xn;Xug{i5jr)RkO-Ui^5kEdVimK$hRI6xrszZjd1{`yu;ZB$kXhV|FrNzX!VW@ zY&RMU2(8{vaV^*cqVs5_3t}AJ`wxhW;KO~uXVz1A*(WI~qWIP(k_H)iSt+{A)k8I1 zS0u-O&EFtnc6TJSQ>L*SzsWy><(Zni0+)z;K&KMGGnIwaVueCpQbty~sX=4y8ahA$po3}OrzYdKdd6AvYoJoc&@xFrnqk^wI`5=q_p0Yd*q1>Al3B^9 zCu7=GOx+g+x6k+!5?eP{!ccaVSZT8#JWK0M6DKfi)8j zixaIiYm0`dN7cG_<(I%-qebr<(wgd6?-!1QpPpvCX5Ti4g6SX(vznLc$^5jDtgANa zo4Vh9c8yo7yOWnp9yipkz-*y1D<%&QlOe;J+1mW}ZE!%rQpy36(BltH^l%c^&u7QI zA;_~_f_8kNXsNLx|Kl5^vYG(rP)C?UH4#DST(K6oAKdUgIZZ>ZXeGf5P2t0-rhxuV z^z3u83lQ1S>y}noYzE`4gBrYqu|H(&58s7mn1e8w@b`k+GAte2hXJ|d(LPYf6>II~ zBjAFREFghZRcuISQZyec)dP@U3GPF=XSrJMVba$&N6IOEm>Zu0ORle#{kK_)7-k7}d`AX8TbD``x;0xn?e9FXvUr4Vk_}j$Sub)&p{gdI z5ao9Fj6Kq&``Qk7)uLfd4UlsZJbT`9v=@u?VQLZaS^4NbzxdU;#e;W|yJuruoBtF^ z)4~-<4K<)KUl^52rQK4PPh$3igkEx82WQn>*dD`4Br5FX3Le?B!k*Y-?z&ynqRIrO zN?)uUYC7gbB+~&|&*HL+u@}E(JWlLpWzlpQLJ@sH{x0e_U^+ue4(DHlNdXubHk=~+ z>rB7_5Q4H-^#DYx99nD$8aYEE%K3+>%=kbK+LteAyX*71lUw>|jH)Zih(-L{su2s| z95`m#(N}A*nF3rZZhVslCcP8?-$L`xS~rCtgYP!t?lL>$d@;dehklsCA<3hE z@nqKjj4jcuOE(iF6HwjO(oLIZ0mQ)DXiPxZsdI0aAL-;+k)Pj3+d8EaTXv$qc`mGT z-H|R+6L8HJf8=xe=5^v76mor62HspylIacFsX5p!bk!+ng|rssPBTuNB<#)vDL}I8 zCjHPo=hq$`e9oQ&`tQ$VsB-}8_i&fm$8j2+FS;`||A4oEx zkm;#tmVIH!b@&P(>y5VDvd_fb$cz&^Tgmw}b+k$EIRqv1qM!q=5Ic$R_j}cArK$L1 z$gW{_r-z_YlR`To!p6p(<%|$Yy<1LwjeK4aERa!>T*4e#!rR+^TnX*b^*xlZj3({b zwll}PyxQ6d_AT|OpZo0DY|&XpXDoPj)HwKS$VpqeH$Kwez~$+NPT-@nT_64O?UF`DDL^epH5X4ls{IFUFP{8fH8&AVvlM*N4Bc4; zvV412ZASu6sB00KIH_HeJw%GprP9p}sM-M8m~z_%!`%y%K_PNz`whQW(`>Z~{1xo!bC0q9^;)lVsN7Z*iTz?Ar4P=uPDXl}_p=`i9Fb%mHdTDo8Sr0{% zySV8Zr|W{VNCx^vcsS&W0e)BAmnTlKvGWWFao|n*^Nbt!Sl5OScXnv|o>4!Om>hHZb8mecpd5CVos9vc%cEZFW zr5B)EEwK_w32a?I^?nDvtAGoxg&sKjJ5nK_1XtWJF_9i2-au?J@pA9qT(9p|CqQlP z6JT#DUkT8F6iB-ep9fyFJOlJWl8 z5g*F&NG93dzq^G4M=G`BKt^3jyPA#Fb!Z6#LYLoqWfzJGh;WEa2#9cN ziQw^N9U-IvE%w9jouLtZCzrj|A|E`UNiV&>ygqK^7o;H5QCS$k~_7L`^cbKa)2ngiLazfKPIsTcxi11 zYr_skzQZ%Q-F~aKng2Ipf=`5Lqng$K78mCGvBHdUQdIlP{x#0{MwxH`9%ImRlWVf} ztG{{P=y+*B`vhS`CH$HJYY~ep^BQ^QSnIk3yzS#U(;%lk*-i0`F&?aFV!C7;YK+Z) z0j2H=&=<-2bWdkaP15tIY+R~SP%|VrOKtDB1!tJ_YRtM-xM7>Ov$!JVwQ1i4<8{St zEK5SHq~yc_lK(ULZ5NfX5Mv4cwzul$w;-w8bUyya)$H{>6&3_1KY718NxdfBl{_f|N7QSk~z$gCt);72+NI{RG`(vfvs^VKT zl`?;SO?v=ci8D`xTerkX_I_vFkWbhx?yYQRWC=@j24Nk*H70}Tw~mV7_wcnFmbFrK z?!frgT);=6a$G_so6V)+a#nw_cU#uxAoCa_mTy4DJcj~C?N+j|R4adQ__OqvlOmlR zFP@Vz==hNh1j5I{2bLJ(WR)mx(XSjMGyKZW&}~PHgaJiYb8!OcFR!u>sVnlpLf7(`+c%p50de^z3qRThqdt=aB=~DN zn9S6*;^U0$Rj0=;w_$-BmrCE8T?S%LsPOn|{gADoRiBNU*H|=va+~IFllJXpF73u9 zJtwxl5=8dw`X>`h*HeycU-Vts_p<#aDZ7R9A)M~La~=1f&@h)6kaKshj4-XF+@T*I zv9%_*VC%WmZ2|Q%u$vkiQlygxkbPH_@G9e$8}DR^WVaFqPi6qVIGL@1_|E#_PM@ zNCh2iw73Psb)lKtf0*ZF@_hr{4Txw|^Huk`g|dE}BM+088CtGzTk2_7=72QSRgVoO|-D5-p#&K^6?l~5otU_uhfzk}V1UTdS zI-l=`Ga~b~hcthXMmyusYzKW^{c?wtEv~jHxE|H_DDF`jHxl_+m}2fVN6gzudTJgc zx&1EqXb>)WKPmQmZ(FPF4ndGWplUFddNG%>JbCJv7aTomaKLd&tGZD{_slOkuh(lK z$-8y6Wqs+KLV8{*){ngURRw#(iGWfE=~)9TV%*6|IAD0BjDJs~-ied_+wO1?UGhyR z4{@_fP|o%`Lw*hQ7p?I(ZAy66S{8C7+>w>|L!S~rZGacTo0}<93fp6 zR5YblhtDoY7@*Y30sD8&DLB;|yP#C+u8y~0vKS5R1)QjS?>_idzy?X{c~#~g#->>% zr`V(bz^~*=My-T0vaXq|qxV-Hp)c=HKjPR~RJ3IWMGckqy(26x56zPE+n5T8N+`K# z3O@Z($>%sy8b8!DE{aK%eUrv$$dG9z{89G%VoO;VCNIgpasM0hr`qW*QhDK$IW<7d zBBREed!PE7^_A$X??E^e-sXyTv1B7cg379f46PS4u9r^yMfxTkjE1pUt({|CW;r%R zM0XWm?udw<;o%brXe#_K^jDEq;Lt1o<|AZh6&+vcnZRAl4QAoDz_o$k8T@JnT66zAjLwg^4 z`Cup(g5J;ib-;=8&yapS#?Wo|Qf8+@{7_|w5Oouevk(S_pcfEG#?jipp@<`6&}P9x z*m8pFJ3~LQ{e@`8ZuV7LrMW9{BH+Sr;cOsqArjekep6a>qanSTu_Fh*v_LiSTl=&` zAYa;@z44KVRYUjO_MRNht1)(;BU!flV0+h?n_WDbC#sIZ4t~6aenJ}5bDMGKT=-Kh zo_{=lcd1Y1m{u;1>|L)Njayp3PO=~C~@ZQ%8R+XPwhb}2n7o9gyvb@;= zT@peDKN)zd?!Z+l5$2~}?E zK!>z1d&l>`ITZj=M}>{e1`D%A*+Y(Z>`p!-t7g$GlxwALqkq)%Y2B^e&4DC@P+eX9 znfuIEb?hESskN-DeFwl{X?CDAixnXw=o8B1f^1J>@BSc8W_Y>#*#zHbt)b|KTNhy{ zUcnOUYu3QLgI>Ols3OA!1@q)sq=y_2+atv4SoHmC=DW*8QODfK2A={hpDSp@iqDIk7V+hr8hPz6ty)B?9ChYNMeIuqquC?eV+Qm~<`OBs?oMKypp)_$x@|AFetJKd1#6#( znDmNOZvQ<;9I?@Z`jFUEe)Y?uwHOMJwZ7PjE;`}s?;rxsQISnkD&F&D5t=a0bVO9T zHq5v@#v$NIXZA06p^pCaNWn9>F$*SIM5+7Do=6cQj+RE9+_vUzxZX~kzeqsz2c!fQR%e51YMAu^ZX zWThEOuoGL<`62=Ja>oCc+z_=&@W!jt%OTfu4Do*(fMTl!1yo;*rf#bVe!eQG?_^JG zq)S11&$q4TP6VfnIFfCsXJ!t$fFoVPRq<0dT}cs5=QwT$X&s)Ns*RRhq1 zHSga2NqHw2V;3jS4}`;E!%-19_7M>{Tc+02Y(2zx2XYODPn5nMeG46;V_=|?0_=JH zCK)fxR^+N#1(Hfh#eZoTm6=e^n9J^ckuZKeM`B>MF+L-9b%k^rGK>DA%4Q||kvb-y zJvO;w?9chEFAbf9zXu#~p1Td#=3tbTh!Y#GzHe8(Bc+Y>g)yjo8!`+yJf^|g(qG$G zL9g$_18ue@F~)@s7|A{-+&%hMP)Bf0+>$K^qW3BEL2C zvd<53bjjfxC;{_L)XZO3QO#>JXc&>7a3g)fcs>5*a5Hb@$9b)O{-MPVjNy1O*dzMFawvl-`TEIMUS}pbuUS=6U%s$PHdLnPG-5*5ev#l{#BX_H2rxV{?OtSDf_G? zi~a25`Hm4w>ubsQx1ZF{S*MM~V-7^pFZzsa^T&M7bjO0}Vv$45P;j)*0ex%RH{LMz zL0_AuUIJH*%u}MsYBKyTTe*LB{QpZw-d9Gy`bXtqHnoyrm{YRgaT*Nn#jx*RKEMFlv>ib@dk(^xW4n(Z>f)mZaPd$ao4<5~U z)3uit>2MOMLc}|Sg=t+QW06@-pXzN4Ly!cgm_4GwpiTDo_=J;Uh@)r$?R_916{E$H z;T$0!c9-;~L=}7M`_@>(o|O3TXP~~tI6?m1!wd#yjmjjyfmNV~Z)V;j6I4;3L4TEs&dKO2uSI7t^2eptQbajF3lH zjKNh$ykJZvpZSe(=R^lomV32Mg&qSvPS_FR`e}GJGN|w!2K5jB+j;$u7yCcZe|U{J cy2mm|`)(Z2pL2@&(}V|LWlg0D1=EoK2LaiJRR910 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/88cbda34-8fc1-42a5-8ad4-77f52816a8ea.png b/docs/handson-cnn-tf/img/88cbda34-8fc1-42a5-8ad4-77f52816a8ea.png new file mode 100644 index 0000000000000000000000000000000000000000..920abadf0d0b9a00d6955996a128f303364671db GIT binary patch literal 1355 zcmYLJdof`N!gc-vC06@|_-F^cA zHI3B>)KFiYz{*@YSBtIBo_+2uLp9_1c`KhEtgNi40e~Zp)_!awjVlB}5DJCDU@$lw zjzA!gNTiOAj;^k5&xN8n0MHnuxl#6=diLpgcT~A2O6yg~+tKu&?mYDz)r>PWleOGx zzTh9DQXB9i+r=+S=(Y`ZsS#TfFHS9=s<*9Dly`_y@5yRNw=kLz(Ckm(Te3}>6b5kS z77p_xRhk+o@+w~x`4oa$#2sj({pGa$5f&z|FdUq6l|3Z1>Gp;6J5|dQTG}Gl?}2kH zBJ>XSY|hM5W-^?(HFKj`>3ukr<|5mSa#bUPAcYr-!b}4H|UFMUwMehYUbt@gr3DwrONNaM8@P*6bD`M{~P;gHTT;S!|s zR~GL~?iEVOEvUA&w|@g{*%=Kva?=Gb{`4* z5mertQD#9KUF=5G{W=d-jaGZx0V91jY z_;BhCBmB-u^~ZLUSTilHlyXD7#EWE3K#zwod82tK&d%*5$27gyTM7-P>b3sUj;~!y z5kJBFU_t>akL1Xt>smzH;+{)dHw;Mb-Q61O&?GV{$U1CItsE1nPQHv~b6zBy`&E}W z2BE3k%E6Nz1ir@;M9i?>;vIQJLTXa5*M>&ROYaKaPuliO3Q+9#L%wzthEe+I_4bQV zIWLQ3`(EU&D5)Fkp;8=(wb&MzXfyB#e&NxK= zV2P&pJKN0G)Jx8_Th@)m?Y$oE-ERG5oyWt<;!zJ?Q2vePW~Rl`j)Wmml}&BNF0Qla zfQj)LZg;q^Qm#*QlmBcY+dcj4mk$$-aw1Pv;KmH*SE|)SHqSrNA)$|vUzw=71cu^s zcWXc3BsmF{T}i{o!3l}hbrY*gd+xMj3@ZLEG@hyBY+$AY>+%E7nAy;3Z5m2%V$xFZ z*dU$T5hox+rLJM=^!fdxR+cBkmX>~x1bs*QJK|XQxKQNjLZj9^97)3NQt_5diIzVW l9LoTy@U{N~++>iyVzRMHRpzv`b@e*}GeI_e+1e*n3ELzDmj literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/88fb04f4-1cdb-45d7-8ecb-5b38bc80215e.png b/docs/handson-cnn-tf/img/88fb04f4-1cdb-45d7-8ecb-5b38bc80215e.png new file mode 100644 index 0000000000000000000000000000000000000000..b081c36b9d6ba321743c13b1432fb6110cbf9212 GIT binary patch literal 1362 zcmV-Y1+DstP)I-R6RYE=rtQ%p)H-dYzKt6<3$=CHN_`Wd zhV5ctuC`8Fsgt;AKj_9>ZJoAOU$`u`b=q2uZW<5Yd}dpxZPd+&|Hr^wZJD-FyDYYK z+E(qb*w$%VwZmdtr|qcS727&(NA0fI)@i$HXT`Qo+f_R&wsl%X?W)+;X%)4rVq2$G z)mFtWdO}_UwRu`qZBuL|HDxmMf)UN(AAHfU3`q{C&C~YO=EDzpKksKA(*dV>_(qvW zeYX7BG(Ds?PTNzP43u6K{%KW8>ao38de@F<~0vImeF85II7nFw;IkNS#b_|3%oF+Vdkyp^;xUo zd_98mwV;7l%oahHYBpknwfg=X)&6(aMwOnS`rEcpk8M=s{8Xcs%h`_oYcPWmq!l|50m}&SJ7@od9CrzL;bfr*yhXjyKKLfNmsM;P=7Rg zgAVtuEmZsSvrzxja5p4O+o-1FPTkFry4K3o2)Cjccdw1} zaw$HZSWU7BtK~8KC=QD6aDt`+;Vfx>_jF$_#ltmH??vB52y_nz(54^NtRvLwnzP%i z;ES=&uldrSU@=bA^1lt#e$AaK;c5s$MeuD#-W5~{vUDZudo|{0@r<6Q$#ksAC&&Cb zdL}X<8uJY0X6o{tjWiAq7Q}NhRy3)rj&)MNA|1jyV;EJI}1vacLIIG z0*qjWBoK^9HR}j<9>I&#ixekt)=1G}RqF_+DlvEmc3&>V!>jQf5sf&J5p>TWNr~c> zRY{{W9~P4*6)Bk4i_KN>#jW0~es_|=q*fBjBcOYj*F^U|Wii#W#@EKl z_KdP!>-F!^d%xy=vECfpReRs>sp7qq?eVF178GT{>($Hme>xI{rbmpaGuMf4cUE)R)oEsmD|WFSQ?DuufZl{yP3Sbs%SflrKjW+fuz5 z{^|Bqzbdw+dNX_{YTLApdOdtMYRk0ka|N+WwPo5?y&AqFwO!iIGaRu?wO!hdx*WbM zwN={g^D?nZwN=`#dO3V&YMZpmvq`Z_wM|+@T@2ry+9Iv`99Zm9ZIM=0!|)xd&C~Xt zxr<$@&C~YOmyt`gaoYa#jj>C$aoWE6()1IbX2rJq#AnM|r|#69x>I-RPJKf4zt;P)r+bf_u+m+%=9kK2C$wws)6|fnB8JdAcg>l2&-h1TvFc9fX-1G{?1lx_tI6TmzNeII@^5=OFrJR^f z_~0~N#$-mC1`%w--F8LHkSIi_d>tp5iPz2e@ejp6Z#LI$$k-!xuu;krW}X&1FSH{H z`L74Aj!==Y2WYBjRcogymaS3MDwd-K(*1;qq(p92?(DG8;9pO1qqha20fuW#sR<7il-4){tgOS{PHDpgMk+O8J$@;v%^4( zr~DYB0tYbA!pIfWmV%gzffg2{C|C;jdKhRS*LGl_#ZhJRws1D3E{9T2Gv!%AqOu9boSLQD${trP?hLR#o(r9glX(SpnNm0BqnAd0lm z(nF+LNziMy_w zc@bY{H+?M-Pmj63-^avW*RYX&IG~uYeq(#X?3zD8>zsB?iXa?zqi;lBUQzR9{`7}} z_`#lmv){vOr8Ityf0&vN%VH09M zm#UBc6~x}Jg%YQw_<6L^k$cO{+w{|`Sk9M>n%+x3ZHh9#vC{xTgZUMq0*{ zX{AIUeihFezaPYuO=U8zROw8RMnOoc;sF5qCkjrelTe}Br2NRRlX#_*>B-Jb- zP@Y|a22ie9g0IGuYnBk`V!5na)GT2jgjBNxpAd4*5(0U$RI`LZC@#}1q0lDFG)o8w zA=NCQc)RN&-m|Oj?}X%y$Lju07ziQj?}X$n;EQ-4`y$?qzla_M7tt+3xo-z#Q|+Jv z+Ejbl;LCM_u0n83(0#630)i(5=>ea@K0&BCDF z=Zp#4rAoOEVAg$Z)Nq%o!!YbV3qrXgW7d6c7d8yy(0$Hl6-27NG0)xS47*`>+Iz$z zxk0FQDP_CQH5#DO?sI>A)%`?1IHld^>}I=49=p%kq3KtJA#u<;cc1$pjiNYqpWC^8 zX|@wUJ9VG4-I{c&UtjHjH%|TiDYm}inwlk`rl(l~YI>R_pr)r;f@)ftC8(yQS%S-o z{L&-xF@n(1ECF^Xbz|d}dmI(-+5f`hi?!2?NB%N ZSDgwC7=U-4B_jX;002ovPDHLkV1oX`X{Z1I literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/8a083f5a-2925-4206-abc5-7cdfc4a3ba0b.png b/docs/handson-cnn-tf/img/8a083f5a-2925-4206-abc5-7cdfc4a3ba0b.png new file mode 100644 index 0000000000000000000000000000000000000000..02cd6c171bba8207de22ea54896400b3342d0494 GIT binary patch literal 5913 zcma)Ac{r5s*H=QMQ6Ui(X>5fo&ma`Cl_5)ueILeZRlo?|R?sdf)54=8rkgxzByh=RW7$=bYyWzhS6*m_vYriHYg3 zzTQ<6CMFhuiD{qH0cMCZbJ%|p`jfq3V5Th>RIsVDgWjEaSJtHGy$kXxQ z!GrAV>>L~%hYlU$i2$KbHw^o{LvAjB3 z1vlOLk#7A}y@XHImt!GS0!_x<%n#hTZBlvVH`y;DQbX0~oILTlxdpw~q|#~jI+I2d zfsbe30YLa5TGNg@qyhdnd4%`^BA+24E<~OwWrxW9;NPT%9XCWma;5D5Ci5G?H^~!?a>qG}wgqNdv{8wOgu;6i68YBMUqw zZfm*7$C==gE757~Q{R_x)^S*GkA(c{NA6=;SEbimhI~b)n1~VC+ur6Oc(F3`cAA*_ zJ;^m=w2mD&8Wx9?*~V5+FAASL2lm=8^MP~5+-dGA^9U}Zf}dMNH2F=bOv_X`4_>!f zoLKn9N6W?3>N9!4Q(Faao}ODBd57x^rmnTU>&CwBAgHw@zjnzX2$Kvue7OgUMSP+~ zVhP*%&xxvu#tuu??`kRICPHl#-;|r)3I;%Y(N|)}#UeV!3R5I3RGWmS>pYqR$Vl_~ zp9CK>2|7pn;X)NZL}6Zs$#U3Sg@Pk^te{@jTGzYzqS8QbcWN9~s$eF<$VzAn=_AI% z%YL)0x!4rxzQt;~<4+yGX1>yUg%szB zLQm=3C`VRV#jKW~Fdo?op@LrKE_5BOjXtwTpjGhvb9#f>6;!GisiN<=^szQ<$h`RU zYl{KCi(-&9kJEqinALTO#4Pu3ChuLHekrFF86fG2{ z5L{ivva5y7%?!ZE$E&N3y7fy1pL>P4$ufL(^mB1mnlvghLfT_ADz_P>3B7r|lM@6wQ#qJbB!TMp$Ocil_Qwl7H!B_wgiD+Ec<+x61yUl z1PSJy4Oc8?pN}Mcr6J`q%YTG^+E9!?W^AfHIBG#ZuVs-=L42Sa&b^+>b>h7dx!Hu$ z-%GKV|Le=RA?{cDo$;b0QI& zUHhf&cXUn79qK)Z*-j=wJmvtXQoxz$bBKGzwCB3x z{V0{Q4_h;0+=Bh3S%<6>WTaJ)Y zh02n>O096_ZK5B^UG8qPFOZhH8SDk+6p`)~_f8KL^qO;CIZpUDo`vi9?Ailj+%!qB zkQ_0yD>>I3J>Y>-xZ@-k+CI|*y%*l3>BxD$ zJ(}xIcO#&s!{!iL!#eCIi_wb4=8>&cfLh&G_!o@kUjB~x+wkbThP8gcnh;m_&Ev-- z44J^ZBNBT(5x*dAm}r=)ZUD5q2;%fN?wDT-YeNO;dXrJX*D^YY_FfNpa(hyhMx8O4 za9BD1&D?qL>L>b*5B2&!LIdbqB@SM*pJ1&KBb>}dXqc-r6+%Y4z$`YUtN<{#8~@&Z zg^w{+pk~nV-vH!fy}ths^ern^{tb)U8aHg4?Y&w*qSr8 zJbW;T;O*HeDzr>b{Eei(GLcR4`W0>4z0eTQ;#gDN;i{@u?)Z_}S-wQKcNjhN;LHgu zS;3u;<+9I{=(Y~`XSzR1OHUb<6e8UL8cuNTTLUWleDkx%$3MmwlQ|c+O4dNlp=V|S z;}!(_>Wa!*SW3I>O*O9ka*x9pJk}sLoG>RM zo^u1tmqzbB4K__;{ha55omH|HeH0)tcr;$s@jChkAXFytHj7_qL)*gENFROk(+*s? zo+Dr#6g#E!q{;~GKl!d=bTu`wY(iphc(Ys?jDi(Ka~e8q2Jg;u437qvBHZgXs$ECl zOHNnA&^dysxDt}LS<#ZVl~5nmw$U$;*KzT{-MoLb+W)od{<~5C-LwDIsQ;fm`+w~I z)BOL_@dG|oy3EQvJpeSqi3dQa$%a5+5`fQ138={zClcjO&O-iaD?sh=$D?iKdMI_Z2vCz1yP> zo)^S0hz{sPiG2LI8QsGZICly{YEyCUr_=UDHcJ&#>9zs#0WizGUrXY)hVT@9!qiLR zde9sP1oBriivK`-golb^f9+Ei2t-hxEZ$#yVvV)FO5w7{-Mz3D%2}6i@(Uqi;Hz(r zZ#TDP?_2yB^D={=Dx-ib?(t^npq?lap@_!GP#1sIB9#iZxavtC!s?^^K zP-n1a;@fay;0=y^H(!L-8&ThjqdX=9`TA_29aY}G+VxB4FK~XSsMV0*O(8rc8q`9nAUgJ{DvWLCM*>6UJC=SyVP`I!z>{bSo__|&jIpt$;J4E?n{=xZ1-NBG2KhU z9Nc9E?Qn)RYjFnVueCe}JdVFa+P_b|K+s)sqSD3BL5h8nig!@j_J%$K9x3d40q$G_ zNw>|pMWAe^iB`^@A27D2f*bkO@2Uu}b@lox+7-KgdEl^um)Lf(Se>>Q_xO;pN_c`& zbt|gb1t3e#0g+Vu{UEaoPALl6C8-;*bHRADF4%Y@`I%?$!&73!)N5e+=^m>$3*N%M z=__YRoQ}|WJsjoLLBT$>boy6R-9hM*)JTk}Yv$ODUm2;J8_p#P>S162TMtU=*iRjG zKREc8921lShJfSnXO|v3oFwFknhST;yJrZIfk)Yl?BoSr4<7)vT&Pa8^RahyQ!a<% zt<*Taa6&hOOL1Z>hq#K}pSk7(C%P;+VX%Q+~|YLr8>Urn~pBG1~63UYj`|N6^V z<>SQQg+_`Qv2Y=7-9QLc#AD(>;@Q%f?yU(rkYCI5%4>=la$(yYd?W&-av?&^ery8) z=omGx;u@&7P!&Q&IirPf{%v;7pG^kn7d z*UFrj^e*_2cWJvSh0vlI3aRJ#GMuZ(X$`!R_Ekl&`@Cov{&(2{;d*wUBsXTE{N(lFeTr9rteDUy z6f4AhY%lL^qF1$Qm4J-xQd_ z1Su4Kjhi-EQ67u@(1v|e#fV!dno@B$Vr;Zz?1Y};+-k;KEn22DF%=HRMn-!fLQQMn zZcy4%3xShu$ot&M^kv0HiXJgF8#*_m`d2`?>Dt`cv^F^8q2fcHB{x;K*imn}W570I z<dTbTSOc?ZbwtP|ZdvY;P3fOtf>`b)GzhvYH?0oIn=Hyh|C_vKVWpRDL+O z!VBevP6f*Yzs~IL*J9&7NsgP0MuK>wit_6`bIjeD{}De&C{#t?Im=hK@SEIIpZ|%t z>_BA*!5%E@2IFe$Z^*O7Ar8NUglf+z-PWiro8kvR{Jyg)Y*4WzMf>6S5QfpxrR^~J z*|*~_7`hCEweLIVSwSiv&wDd!y^uuq$l-n&8j_BBI52xJWd(AAynVnYqy>NW^kLb^$olM-uW}6NgIZ^fY zm_cq7#xr4&c9L%!)y%w{CYXz&S_YVVEWLSW=hcBW;n1&G(-bj(=ZFyr=yj(aA0Thj zra$hYKBzWOnn~xMPq^ywkrqpkQ58)jGQjHcD#quo(+#OOEg<=BauUE}Wphucxsi5p#>;{&GO|_A^L1n!yT#GostGRWqpM3|v{K|i)kFHi1$WVp(u&<&_y>%YdsZS0VENSu z7B0vam)lTz#!@MhH||sp>*LSl#-Qkgm8H`N+M(-gx+ZKwh zvDvmD&Tg6LfUL*UbqsuB zxMZoysxP^1;k!@^l!mGl*Pkl2aJ?O0F}ujVyj6W}4a$#G3LfNr6T5ghXmFt12wn9q zRW@sc_V<=EHohPWDuN|P=!_BJE2AC%&1Bpn#M5n!Am>pOyO~ZOOn_V+QL1u}j^* zQ5aXHc484>Qz~)F9nZ7{2H|LaWS{x`D(eab>N9*1y66W-y|NpC@0$cQ9}VsEzTzH` z`FR8${g|NBO7Sfra%QK3McQ&QLC2?0cbx!x=WERh-rL4@B-#t`H~H zl2z?7h*fF=-j#+NNMSowreEaG0>SuBjKJb4eD%ahxAhmurHtRht*Dr2M^6gXiKR%Q|q~S{F>n`T(L4$ zzWrK9cPV41i-mFdc~%~xsV~>}hd7BGgLB{4q3-}C ztZDv@ST~kFvw-2@)DvKp)$7HmPaD5N@SZp-@Lb^{ATj(lY30#2`Z)ZcbY669MEUvKsi`tnxrxn2wjZUAOm*EC&cz90C zI_48hgtH(z6?wmtd$dAq^=#(G?eg}bD>?5fBn@Nq1?0g@Ll5cwN0%$P=6&jP;*lP$ z$$IgMhe{DPz~Q(?;3AU#Q{M6^m$3rEaEE}Tf6?SU+UrLm44lXfC~mU}U6AztrfUs` zriW%v2h_M|e;F@# zX<@MK@DliEYMzLif@?WCAzkt5sT2hykUvFr%aP|oroh2d#q@~KLN)vTNz1EKretUj zyd6tYLVx(m`Xn&okG3(TuB?Fd@7b>9{JqD6`m&IVkUdCSz&+DwI_i%?wGk!G#~J=# z;nS9Z9V`KN`xHpo5|?b;yC*aBF;1o{4e7ePvk+Qm44YA)L;qzAypzMtlN&kQX7 zz+y!<-cC*=Le?<&kOYm3;81wQdZW@GfcRE>saSgKkv{;;Nmh2L;m=Pqlwq7O2-pXM zyYp=(v_Bw5A=l*VL7POuqR6K0J2W!G0oYL`bWc$R8)J)UWT?fO?1L-kC)vPLD*V5Z zw%gb+UdC(CUkKrKL@)UT{uNG_Ch5Q#1k&xv8 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/8a6bd68f-88df-4180-a3fd-18487b4701a5.png b/docs/handson-cnn-tf/img/8a6bd68f-88df-4180-a3fd-18487b4701a5.png new file mode 100644 index 0000000000000000000000000000000000000000..4ce6e6a1bda7097573defad1bdb1d662375dbe12 GIT binary patch literal 7178 zcmZ|UbyO5i|1WU5Q@Tr1N~EMD#ji*U2+~MO$1bsStAI#1NC^lmpe(Skw1{-cBC&KX z>{7c+U!Uhb&+p!I&$)lhXXecOH)qb7dA%pu$Uv8xf}H{n50CnvXWAxsc=+dk8x0ZR z-xU2_L-ok6oXvF9u8t-2av#Xsf5<;lp%$jQkmC@3f?DXFNa zsHv%GXlQ6@X{~~!L-6o8vi{N5cp3cX&_+L}pp&L*XnbX9bD3p3)02Vqlh?hWA}`^` z_h09_2h2Ou-`-|z((*c}{V9NDjF$!oRoYXf3FHaQY}KJ`y?Uv_y{n)=HI|G6ZWBpa3)7Xc6j<2dRoRZ7$mWF z=u7~@k_0p1pKShKM)nG3lJ)pB31~4v^ruol(U zYwobeds2yAQwWA3V4i-dCxyx9O$gB87}DdDEtEG{+@#)R&Vt{2>6c}t}MlaYsWAuGFIhA1d#_Mz!8Pkj!!!9evqV-5kdGO^<5UYi-HvoyDq5f3F1N z3+d1_;poNdI<$+CF46bq1ttI{Tu!p4Uc9ypg3X}z&{39;qA{5 zBg~s<4Q6xL7`A4KD=!)X8kt$6>A+4q_CpUon7o{VZC>%JQdkl{J*a%Ws{Bp;Xn0IS z;uU}rY0z@Wc;As!+yLS}-qh{7AU(1rgik(vlzs@|<*>{ar*0823%*YfgzXkeZ#;p1 zGJE`h7?Ph_jfEo~ua$f<&(M<+Tqf!82AeH@#FmtweR$Jbcc~NkPUgDt0D2WDMv*Mr;-C0j^F(#c{EV z8Uj0eu|}OO4q!ETO45uE(I3_mxQC4ADEUsm*}JT3Jh3$2fxDNI2->Z!>C}gj zDZh`y5&#}??vr5#HBD5Kj-t9*`$trmtF_333*Y6#nOe6gwH{Nbmfi2DFzl%F;> zOPHz?qv~uE)7MAR>BfvXz87WdbLMt}Zg4zD6l~3Y;uSUW{Q#T^r#1fIwEN8WOVg^~ zH5sjVXJdOp%CRi~{c6&a!6B+a;F{y<8I3o3U`Gx>`I2ijMCOmmRK5i4_3+0nEs~Q@!t!&<4e@=F=IEX5sHAHrLx0276hKC@9ODsy)QI6Bc!OwkAp2|m)-qc-js6SC; zw2bo^Ddda6&`@E@dpMAY=3tg0UCZKi!-Q% zf@jEMRl)FN)Y%(mlEYhXVvxdzN!xGW2bubQ@48Bp_8x#0aJP$a<4!E!V4pZZBFc{x z@bS828BTs5!D0*TZj`OS4IzIxLTW!Hnz02r&>~yPS#YrZfpIO~V-I9OLH~%Po zfb1`Pr_?YljrA+CGj|4P#k3q^i(1A%q-v*2F>_560X+vz?V_a6MI2lH(};^e`2u#B z4<~?RY^rA*8{O_?<~syDd*JB${#&rRM(ncblVLPFGCIsuHBS^Q`rOY0p&In&>bjyE za@N^`qP7`|vA7DVwRZ?QijUT%Pi6sYDUdMQkCeUhEk9RzNyB=6ihV+jQB?6P)yqu( zk!th6F6CIl2=(kM#|wkQ`7Dwmr5MBN)$hRxd zW*d+F&yw3=knsz~yR9bZM|D+uW?Ca1d;$aNK0k0Nix;m#xKPDMQl5Q0Y{6A<%*cA( z$FrBsD7EayL*Pwl^QsX#+P1OZ!V7n*#@Iw`htbJ-#=1D9g?7bL-Xt_j89{mx6AWT5a+1?t|ONJq2?< zMazr8=~Q6^ms(9%ll|!m#Om^XWD)AXV%!rwFaLn$zc*XB@BTZNgRIl9{RbPj$%baE zb&@s?PK~d#xj{c;+sjLnR8n3zCl03etIOKND_+M^a&&M;8kAj_u@-j~iYsZJDu#AF z=r1wMT6$Z^6@;30@9m5}jTPwHj% zlvCW)w&Kp|&xGxv^OMVyDeUI9J-_0f6HZ`tO#ts%Ih(Xl1W`?;FLld^*oG28@IcJ% zJ|i^6$Dy-G!7)ezxncmPTeHbj@1|qfQPzQwFiKmux7uCmAzEScRHjvk4Tpi{%~*{Y+-t#|;6;=7}xB z=b5h>#;~i8VW(&ZZ22TZ6^-(HY}Jk&4)*zR|48Eka$UKOqa+Ajq;qQuLa@PhCY%)B zoqohCG~1LDXgpui=JK0|OLcpvZpOl#s%`3}mhb>l=YNHBMd)0#@NzrKOv0@e?c23bsUk|_VGd8fFf z0UvhM%TK=#8+j%R4j4G%KT1jdEo*NtBw!fmn3!mF6~UrGsqx;9U1b5N_H;-;btGUS z$W|u-MWf82du)vMGou4Ui2GIlXy2Me`-;1) z+StZwKSw0RewHY|^)!1+3()`(MYk*n;*Rwq4^7=AfBU9f-QKHZy9^!Ar1g^H+-C$S z#))}&j?`QUS@gK!KR48=Hf)#l?A>Dbus(>H*YnnVyD9ZL{iKz2^oCv@V0zhMBQLgl z$EDR9>W{m>j-dCG8h_!QD6b?DJO+=P*~*T_VrNdU9h+9c|9vCQl$2Jp2&M~+DG|&` zEqRfwh6XQo$eb42svQfB<1!FZ8ACP2cG-PUD}zWc-q@M%_x@mQx|$&G>WX~#7_Z0D z)anE7trqp-5s(OYkLu?v7fAXBH+>lr!`T^VrB>oL!(*VTwds;Q>EHBJ{4{2SmtIAC zfE>0E-95+?N}bg-MxjxMk7`d&ZpLmEYhk%r0P8g}m4=O1ZSYJTz+la7siqk#bRn@V z>PTpG&xss1q-;`HU52J&9?1Hn{IJ^DUnTT)S&kXgb}dC+;o(RuFOoGP>8Y8!6Pt>- z{Wa&}u`FeHVHn#2t*E0NGq-bWSL@9Sz4qz=< z`=qvKgc?}~*;aN;Y>3!A{qiF-81C`7Gv z7G6Y{Zl|q0z#S3LyzQT}+qqhF%=y^@_0QZSxx%X2-?@W1VDoQ(J|sX4aI>_jMCai; z_fYib!2F!R8`UpY%24J!;g#C`sy-b;+L-7cPd1zH49g%ssixOne*G_5Ffn{z6_aj1qea z%*d}`FpP-hkuy^|7w#W5PS&ldP;^QDGc78nYG!n4`>&Lv&{Nf&XCi0~} zYB+Emm+H*w=!(Kq?h!)vIWY)Q0a~4{$byxYLS_6E*&OWz0Jk*Y0)3U&p=vtFJ#80; z;twW#83XH{NSaHUGZ0Iq{}nCTrV62ch>v+KSiM5Zmvz6!+@k`iL0-i}5|+Qjj?9(4 zrzC%+2%pQ2wOsr>5&+Gf#D-w}z=(j++oB3cE=l;oy^RQ>Po~92GQczc&NpPX;}tv? z|Mwow$bDK=3@^$pjNsqS9yb5>r3o-WG{ z3yH_}LUZhAHT!4{b)}Om7P^K$z4VUnvn<$TCRBPw^4!NAe&82=uU(aadn=7${vuh5 zmpdm^_ktZd+KhZuIvjn+_VnQ@UF82OMp~J0BH}eyS72EcXB+%6{P+^wBK9W-#8aWm zSJ&g#6)4~*Msepm#GV~a3aDOSZto^!uJg(dK%y30a<}e1-{F>}TJoc8PIn%jmU&%$ zGt!uWYW{_KZoc)Eamhoec*QAlCyK0+>wCU+aLq~&1rA1xB;M_Zr4f36bb)Dzq1>vN{ESbN0`K;EOdA~8@Rt`=$B;6PcQ z$Y6}VHNAy7%}-1nxE6!Emt?IIkpl z%ml!ymAx-u8f?R`$9c5>EHyGg=Yn{PXrMXXrgYA`2bAAAD)C3Wjpz9=a%Z7qz=r1Z z?XV85`j1CX`*xLvfNYbgdv(`;ysXE7UK_s8w~L)ETeQk=enohy&xactPbZ`7_cXfx zvG{nYEZ8Aeu#r*x#I}4gF^%3kqe!99urQl0u1I*b-pwm*COs)!x$svFCq3p(AA|Ir zX?uK_ZxF@0!I!#Hvq@M=E2@Q7R=t*b@ipoP7G>IBlBULbmf-*XeOkiuVfU}@2-$Sh ze=?{8PWTT}r;K)tUWZKOemGYK3zxZCT{y?roqq}O-M@u6t%pAK_ic<2858f3CR9yI z^|!spltLO78u<(Zdd_dAnlm*^7Z2W41c~wr4xQ7b%G_*i9_6?eOZt?o1w0=M;a=N5 z{Z+vvQ=oL(jG6Ur^d9HTe`M!vG!dceKF*2pw%4ypD%)c>Aal&w7%J+)^ zJn>>7?z~{F;jar*sA&(4V&>V*qDXFw8E zVar%KQ=Dv^02{vKp9J%E+0P(OuGM9|8H6+IN*sSGxcS5gjn-w{&V(4z#>&0bF@@2! zjeUJgAzdx@UAri~K6&|B?7MrOCPk+W!M5985heh}OziCM) zHbPPFelCnG_Uq^(i*t00MVcQ9FgEB=L1A`UwEw;vvVH65kUI+O-;f4F1r`IHheKTS zk(*65$MKJ4w!m8LLKqhmC_>8Hxw-s@KJulKw?j@`kpU|*de8t=E!-lF{sU4VfN?xc z8zcuT;a;JNmIiE%2F{q^GgjM?Oi*H-^)9K0ezpAu1V1gf;2I~9#SV=Dg!3VqTnM@U zjY6RN{<@$0i$D&jzHjee7J9Q|h?Fb485-A>1+iVdox=w#O=;^|*F*?8jQ(2Du2SsH z+5t|7J%S%cqO1i<$6@ z)a}+h?eYa7NE1+H)e)gqQuhF(Q&w1@Iz{5!9Al=-q$bJzpO}k(B7GJVT@iNm2h+7* zZGiF~R_+G_VO^2qtZ!$dG@|iI@PKganJ9QKYM>^I# z4{h8*T-`pIS`oXcf3{U7^jc~3rD)9$7I2I1&P4xP3bim05?woGSY63BV2!9yI1fsz z;#zEv3*B@ena>~~DjZ0hSgo-AmW~&2^ZgY?2)f&Gn4sm-x7T@%@^L{g!%x`ND_AQ6 z{pK|EASRNDihFh5vcI4)*!Q-RHmIKV)y7-E)sL|asm>R>3g#uVy*C*jY6bob!5)dM zH1t&KqYZ7gc6iuJ-pF=oBLUch^L7O<*O$(jzUKq`z+Y&~UW?6-w+!i9h*$BeZ?crrqVX@qvbg;gpN5~^1 z?a&>=e<&-H#g%G=+@BIiHp7v!$Ok^YEo?4qP*SnA{2LSGPaSoFB-bafWxb_t>OY1H zyn{VPT4Gjg8n}KxY0ItV<`a*j(}#3EsNQndn=)cbbgb*-IySVTkMwQYno5W)jr)%c zJ2=u0qlZ;m49j6MYm3OwqadF%S z&_{+mO2tzL#Vq5^!Shh-K|<{5B|47gd{lpO*4HVsoMo4i@Leu8PJaq%a9PYvfxQVg zTyYQWEGyF1(xT$E@IF3OTMs3w5oC=kA`pt#FBD8mGpg@a8f>_Lq)M+G$*r47AQ{7F zqrp%&)?~w+i6=T!_4ve8HY8dw>pvCUpdGpX%sp%{tDnL}DZ#la_h9JLLG4=lgnolu zgC^)gLS*V4qY%GKIlcJTzJB+C8_81Jp*~6{!++tB#gMwc2yASw9!}6S;wYzyJP^W= zAYu)WOOAJjad3B+CN@7Q!_VVz#6R+qs{A^Py)$sj*YorMX;Wto=*GW&XbDTCh4RFc z$5|o2zO5o&p-zWvU>U!Zlst$VQYbA4Hm2RP+u*QF6?bLnU zp_9+SYlEc%tSkTEB!^NMICF2*sz|T&{L;DRfM2{+M2@n4ll@dSx0UiGpngZ98fCP- zuvM=-IP}o#!RMv|Yl)l6xgd_F|HzPJ)ofsmrZ1H_jL-e)z1t%S4wHHK8qw?q|52ul znG-E*?(omM+2rL#5Cn5W^P9HBj_P zO7j}n747AHQD!j_Mt-*`I&`?1HoqTxBdogGGGZA1EX*AJZdjitQJDS?FkrL3wLY4%JNdMlxG^tc zW(&6BlN1@9-90aOr5^g9jP`~vG$rdB^n-daX&16No1dV6B))1MwWCmGA306Gf-#wHUnYh#H6PZvM+@ z9X0+iDOydZ5)0>nI)889T1PH&s{CZ^AkZ?p0>Ra#Dt-5?mksA?%S5@v+4prKp?5(@ z7>TOu-rzS@le)Pv^x=Mt)ZM+kD%?vJy*ciC$8Un7fNFyRcK3&b5D$;u!F3p}pc_!} zWR#X2S_q-RJB~}exmh0W1X`q)8Zsd2P+>i{ErZyQafS7+U!Ap@xSa;7-lX_B(Z6Zj z$I_kHHC9*S2IW_mZ$Z^QyML1ys_h0mErlmr&{mXZETSrC5PfGW(*)Ew;>hW$^(jh(*3E5kXG+3V#S|NY#<`$xw>yFt@F=6?YSnQZj{ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/8adf7c5a-5001-4ad1-9cf6-f9e470d6a2b7.png b/docs/handson-cnn-tf/img/8adf7c5a-5001-4ad1-9cf6-f9e470d6a2b7.png new file mode 100644 index 0000000000000000000000000000000000000000..b51f77d7551c5e3ca3cbe5d7f2d319db4aff2b7b GIT binary patch literal 1201 zcmV;i1Wx;jP)tQ34Og1h&#O&ixK5(!!6U-_PYt}wD|Yc)nTU%f@;f1ZrAs&aOa)`j+^fCHebQ^8hY5v{x@-6 zEx*#?ygJOXzGb+b2G+@T<-GA%7n%KXQJ`=*&@XpW|E-_lE-5ZlY^ke{Xjc_FkvSMK z2Yuy>C50rpvp0{Fo2P;4sP`jrBc5V67Qo?v+F&~pw}H4m2)7Ow0xvwCp*D)PTrWnr z6OCFp ze3-hq><2i>0{8@;TLHB$ryU4k54tC4Ejxkkar%}pVyBdby%P=$G>n}mnSa5e1 z$?6zq%cVuKbBwcP#oU|XY*9ZN(yHR2!_cKH;Be-L!NK8-t#;b7A<+zo!jD===b%c1 zJDbgCu3K4d#UxkKAm(>@b2hoxDtt+Ucr2U1X!5|l%c3SF_c48IH?&~JWph@yXiD3U zow{SCb-g$ZV)zyoleVRx&o)~wJ1aq%#Pw!g)8bA`$!omefj&=xODsKo{Tkw0L%Usu zt-|~E*$H_AQWdlFKUdip_Id3TX$?Ebx|q3{RZs2M^z`Low$spuY6I%!Lnu5pjVKhs zqGnz~`Vu-U#X9;xVAKxwNHf$YvfClebB_e3Pn3?82cP6_j=MCYkN1!sneIrHX7sV9 zhtXG@h{TY-0=EV9jWzpJ`OoMpaH_QTbhxOMa(1pSHb!SJ=&ORXPyu{s!1_?WkRKLAim;9p zH4o2+seW*fPF8M0#KllEQAzR4HX8jnz#fLW!B&1fkqk%A*;d`N!`0DPH}~c8bNjMb zyxbk;v59u>Q;nzT7mHTK1Wfw`R@Ocdn!qZx&#n))+h+!=*1qZmT(ov5tXBKPLlMcZ z+H1RI?Wl{h`OA7Sb1bcSnp+d?*luRF=4(fjvE9Tv+FK~ov0YDJ&;qyQmrzIgj`SVr z`>*slA4^}-Vma{+`Zg_ay?4;JYJnTHq|a|j-$fdIvf7yII@ZyS*1-M&_7`U_IfVHr P00000NkvXXu0mjfC^SQE literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/8b38461a-1ec6-4f8f-a0d2-0977201c727c.png b/docs/handson-cnn-tf/img/8b38461a-1ec6-4f8f-a0d2-0977201c727c.png new file mode 100644 index 0000000000000000000000000000000000000000..d4a727c010e1541e4d6567cf22629a705f8569ee GIT binary patch literal 1043 zcmV+u1nm2XP)6lud=}I&Idu`i|_R@ zC*ACCcXoa=!_4%0opjR4LBw#{uj(?KPww-J)fymgCl|@pce@$;+s}nOs2hzlv6x;r zDLlz*NhR8HtHtCSk9BiJ;u;+&M?P`jKe;B;a`}t8c*$T-av(FIv`;KTF?|S5q0+Ci zCBbfvWbt|?T%=yzFMnIzt~Y1O)lu=+`JJMuE62EdRCmJLWE~ zn5an0gcU2+3OW*-zF4wYJ|gLbiiO3^*xqKTW$iDaK%XiGF0q9fHHjb#5u&y_FZZBh zz8;#WBn%Wk1uM@0e5|@7^hpmmT1J>lySS#k_KG9U$4q>n3AGM5@BlL)!OzkvB-q7{ zBf(?vKTy#k2r$8uk2&yw2$sGcmnzuXrL_ca5$~FZ87%Y44DKjcYwHKBa)5AxY0@}+$ z?o_6=B_<`M(~{;+*8R)9KL}E`TozaPcZRoXY9CBX(kEs+s)*CmJCuq?fT=f0K(g9W zTs;T9tswFnKd3vvT#jxdHOkQn&v@MwfCRW z?C(Ld^=UL8e+bR*iRNe@n%#YpcF5A~Y_9E=0lB3(oZ{Z~uR}1EQ8Ykxtd~|OdB6eb zQ2`T^{b!xuk60fG@LM8a+lcj%5UFFqy#ePVMBNlY`-Gg2m^iukfEgp_d<55-eb`Kx zIhRLpojC&SvOF!Oazw_o%_)efE%oFDnR04y#5ox5CM?wUxm*%*ksVAp4UnpM1j|{E zY5P2Inn!3o=D=gn4=k~70_v51$p($Hhi}Q44`OLA#rn^f(lG~Kz-MG=A9Pp~cyffO zQ!dW9gyli4HBL{+7_DlTb6akj`Y@hF&%b4obUAnv7e57{3n~-UjIIK-5lme1SI=B- zxbj(;_m?e46pQ-h;>>CSIA&A)gJTcpwb`qg+~wMKHeo~EUOq5=^rhKltX);+Po5gT z#_H5DK!deqbD^njvfxZFwp$DiV|tp%jx5!2XF4NCf+=4kn6=`{JhmdJFjmu;)|&Wu zmTUa1u&Z_R_k1{?Jg)A*rp@HuPaap-Es6<;9BQ|iYIo8}C!KtX`~y5-TZh`X(qaGr N002ovPDHLkV1hvl+BEz8*zaqi_uwcbkNt>2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xZdagQ<(nXGh*HM@~!jkWHLi>_60)D{gl0C9t;jI-U=kLGWZhusDS2YIw zg+yyKkCK~&<3m-QQ`K!Vo4wX+z1C~J)@!}iYrWQMz1C~J*0V4FnXo456JZsb?0K+m zcj@zBeg6>I(_npn-+es~*7t>2J`Gk$?fQAJPM=zUb@J3AtP`geV|{=B*gOx`_jhr6 z9;}ku>}jw{YSZVzI#FtAtg?Kilf)`MDXFrR+th&%q9E)>_!-i>)YL+(<5SD{tWtC_R>^oaGFHZB5m-m|GZHJQ zu9{j4>!`}0VqihrZAq<-b<81xj#q|SX1=%}T59go_&4v-F(CUz`pLCqql zmArDnycxH?+SC>?uw$q_jfquK8=0jbqO9Ub)Ec_A5M*wV)GoxpqHAd^qV}WuilkPE z-JpKP_5%|FV7O+OdUz z7dZg61=jtJbFk!9RNoYaj4TJix@V}}xq=zg7Ssxt4VDcuiSo9HVD>6 z8IXT9qqg!c^nTMv5Bp64g|(vA)U91a)&YuI`K#TF?nUgWRiLz_7g7s6AyI3|g|hGS=82b zfTDK6H8{nk*&SS$^O;%_h|*3&DsUL%K+S~8iplqa<6gw8E4n3vsYLPaf^Al2&|e!!r% zyvzlo7ys=BY=#;fUYQiHTXsZW*DQ+K#ctCLvpE1ecPNwXvmmUdzAh+>(^Z0nFxdpF zObY9^)v+E*MwYW4z{adH?X2+zfQ5C-a^>Pr*P5Wq*o9Ljddjt>JRvT@oyDtKUkI#E zQ!6m9TSTo@?qHqhFb1F|Xf?|tnpl2BZ+jO|CpyInHK73OC!YjX?pTkcmhxFOwcTQc znxK6`E~q&nJED&$&a3%M$5=5~6~Gp?yK*~bf6K9+@{nrB0~x3Z+JPC$AY4biKLpoO zZVO)j%(?|@%sZ5y`6RH)*xZtykRODIuCXFbD8T}1p~mj4z0hJt#8TVC`TE!fI}0LW z@7Ru7T?d%^7J9iCASJ%?#Fp}eM%3Ta$skd$l|rYKpyL{)U7A1h9=Zt-vqfezHjPS#0PUCjceJy?Lx>I|Nok6Kb$tnvmsFQ)_t_NNs;u4NYjko^oE9?4vRZBqM!cH8i3A zQo3-KTIyI&O>Li8S+HtTggxrLW$#<)6|12M4fa&cXBbboW$#<)6)SFPAlP_DQ@a;@ zx89G&vYOC<4UwOLeqhfILi**^(uAfsguu@rtXsk=mO0ilRy62BVDlM4t*!&?h`wj6 zxT!&4Gn?Al6Vl?=H&#;+ zlMq8-wKM@FTv|`=VI824^$dd52AkWdmwZxlLU?jRv;oIO;thR!b8AL=Yi?<0QmzSZ65@7Wgrbvsr^;wKM^O1%<-i zZ(4M`zjco$FktEZra^gigGK*FZRHKiE1?M>t?>R>vV9-JXE_F47%WOYb3QXXR$CKb z!9rk-`OFAdZB2j$3)f&w?Fd+HO@M)6{3D=t3|_B*HE6%UV?85a^;1_E7+~ij8WSra zU=XZfAHBFf2{8s%LK7fZqptaB;b%tTmC^(V*8JDF@H1m!wfh8oBF&oF1<`m|2~B_q z%^-Qpd?7}|N@#)$to-^i9@Z;h&BCU>{v8b~p$RBZzpnrIsG5Ml#@F8n{P(h9HNgos zzXE37=ff?$D`3OxWf}Z%CIz`iYN;1@fu%048H7ln!Pj_T^A<5)V@->ey+3NH7=&Q0 zriU*FL0ZMafC7fzYR5d(TxI?3@pCJ}Tfx53#PwORobM_GYbDg2%&=gPXU2Tp3YIF& zvk>2#wi-?o5J39}D1A2Wqf1VMX#)P{SBoh3jCz)DMgkkRDR$=j)z62+km~6MYyJuq zpm{HkWFcunV8bhKMo22wawtu>0u~EyD297*XLz+lzU>uSWf|L z89TY_UiF{l%<7PprqZWtD71QAsV9)qEyzV?1 zH)V5x4aFa^^xHRte})B%=vNvmlZi~sKVGks4z9BBU@xgE1}CcI`J$%|+*xMLjeF!2 zbUR30rN@1QXx1;-n67VC{P{~Neu51>?DRUaigBy&S75`nvy6BdJ@E27dZN@c$=~$oeC=jF!&ab}&?^sVtXWQD=X|CMYQ1(~LqeLd=wpqwsqMmr&)b2eOz#^^ zCR1a3kp*^}C^nsdwNEgIkCF5mtoHSX9SQDR)(Y%A3$5PIU&C)@d@_YyJpwInSJLKZ z;sxWNMCdt_sY=VoU3l0IY(SB7_N&}l8g(k86y@3?bI@DkNx8HG1WaMf7X_gGGV2&>_OQS`pN$D|IWA zQ3oD8|KVK+tFe;Q#zef9>!ngGGqZkR$y6=lKbrt?2Lxj-%FA%GwHfQbuQ>NBfDw+Hqz)DZJroa}W3)=0NXa}1VvWJ~TTF&pYikxARH7gM-lG?R=!7pcY z{sIS^nOGIsm;0<@$YDLN0*=}h^e)!b;;#dPL;b6F&Sydv>nfnCfua`8-mLTBsWU=L zD}LX6CT6j&0{M=U%pzKva#C>IvXAwXJ7kR1gi;HF6-BKq64=jt!THSGg%wW0?(trf zCR8;mP&SLeDn<8X4Z#XCkdcM;r_QYh_dy6vs5LfN+0;s`vEgU(Ywcj!rhCbwJ4|-L zYy3b^cmV<{_A||&2Oqa&JBlY&JDe zV}q4JZH-k1b86*iD7OD&s9lp9d-IvloaI&G)bDtVa?A2FRrQltzrX*{)c*0#UCd`f z9%~6U5Cm4_XUg_x|NZ@aq?O4_NDa7^+L*^$f?buO3u3?+A}BE^c$MoPiHfNMUV1-R z(-W3pLqTALLj;+m71r->lG=0D#Woleuuvo<*g|wItbkhY6pBNMRZ>fn*ulOy&;-RR zmVgSZEMGQOK&>yt=XbrV;~mRxhMf?s_F2fmhIO6V5Lg>(n;1~*h^h6;xgDc!w=|En zCX~5_9Bjp`yoL?s6@yKs1>bP(Qp;=e)ZQ{gs5GIf1EC<8m1xLrO#2xbum27Z>=7zc zb6o0TgAGqN&1Z76W zW(D*NL1>t}Z-QD|V}G)T<_BN)?5&|zf^9q@MQtL=LVz<&`x#;@7mV!h*vgenjWv5~ zV1-Z%0zvV**I{6SRn!tg<7O)lZ{_~B)C7A@*iaiHEwF|N3hQBC2(3{Lw4cfNVW-go zx685lnV7xR)MAYd1%-95qt?hU&MM9~r9R{0+HOAcMppYWnWPrrI<+RS9yPU*iB-@; zj6Y<=wmWM5#*|N8vy3+$QCnhFpBfZd<=`ly!|oQZ+KO6_Q>FszIc9=cV?9b<4<)rI z!z8Z<)6W1MTHZ8%hsA`UcCF$yTyu3of57NrUsH=RO!8`oF4EY$y`sk|lgzDf&D4p4 z*W;mNc8}eGjDi1Heg$grd4m813&Kj6asBqp({ zWU|0&Y71T!rAJMyjM~3-hE=?B)cTU1+1<@!zM6MP<6@%E9*qX>!E;q)JZ1(>T*!j0oE#(rxbva#0l8DszHf|JR+ zWh7pSt}%Bpz$WFkh^QmB0D7!Gv5~-9&1X!FHIu3O%4<)pIU~Z&K~f*&9l%cjvA}{c7gN<JU| z30J^i(>;xE75gmbIieCD#z-UY99U4j$X{)D1bghR=!?s5MK zl3MqT*~Tfxc{^&U+1t8m4iem|CDEY{0FYbaFBP=HsZ8c!=T;9@$|+;JE*-3aRZ<&O zB}@LVPA!Vs4-s=GJF{-B;zm2z#A<<)sFnj*vvz-NUSn?9>2H4TK9iCQ3ap|wAzI*q z+OlRroAnSt=OB(Ivq-%!V@wrC8@Ey$czF0t<0EnRKa~igd$$KIdVk#0YL4-h1GY| zgLd;7YlyHZ>HtlxR0hfp)YKjkR-+wsA3C|5?x9w1d~kyhK`K^x0Y(hqor5d>wcTyo z2CT{t2;^kM>DrjGBsFLKCC)`s68+FiCo_L z$ON3v$avkXn$24SYqD8-jDwA24A^-dEL$a0E?Pfw(Ql|#_4Uk+=)>ZT3>az!^@5d6 z^p^%bM!4MYc*uG_6Q~&2tY~UOePoWIcIT{F<{?p|F8tgix^d0xYIP>|n>1EU&xNA) zC>+8i>%fxFr(1oP_A{j)I8$?ESskhu^a*PBBIR~CJ@w8x3VwdG3sdiSRvsWH zk8EC3_6Y&9+wzuIw?}VT($CcX^-S$I!8g)R4wNTko)Ez89Qfr6-|^_xq}i}P+avlA zi;qEVrCTe;6Vf`W@7|r?^O)Fq;|b5!h(0uLTTlL?7;x5s4fABQN6u3QYYJ@PXX-it zF0DP*CF83-k^S5Ywh`UL*l!9GJDHQurVhl8GUT6^4o`Cb`On(VB-m!139JpZm{)&& zLo<63_dnLSrZzE57{If^yfxLv%}O6T=U9%*~1is^4nF^8zo^YzH5IkU;5Yk`>lihL#KI z37d@iS@NBB-oeu^v{g(@KS1wQ0PbB=H($)b~87`eX zioKZ6B$jufniD_f9=G9Te&Qauc63*+qBgL6md`~E9n9;*6cFz=R9lP{nKjIv7RNtSW0?6BgX<~sCWNK7e1ZL zB`x`vGns15IKbq*Gby5Z=o#+jP|pEDb4KOZ5IIcf#pX+zUW>~IGCVC5g2Kpc^- zA^KOI;ONczS@%4)*_>zLPCJ|Rw&=0dkF!X6Mp~jxnSLIs?w~dozpf1xf62cMx#;sV zVu-yemCVf8%1ixg5B>j{;@}e-qUCFxFXH zI6v6{xF9W8hSTAaK0lOj3$g@@CD z@$sk5k?_yYP{~x)Bj4!OGg4#y+tj(2Vr4hZa6U6{G}fLim?rPN4Uz zu_V@*ap6SNoQ!Z8Sht*wvwt@06b3uE#yTpx)yMjye(>RpKbW7Xa~aDkxjFRW&gh-t zxeO}Qvr(vJAGeX+n3h9OOYbKz55d*Vqo0fwy%|Yt>O7;jnoVaZjeX>d-k_`4Gs>8R z3{RtCvmTt_>Q(|VF4$WJm2(k~9ik~IQ`8421S?KxPxrSSHb&-pZd4R-fBWtk;BiP5wCj>$FzD?8oZZ$ftE3 zKGUien=<*x8f&{3=8RrCwL0Kv2i1J$5>W-q-Q2PU$Nq%tfG4u&$tHY8?`Pu3VcRv#o>50NOTc&1U zHQg{s(!uwP9w`H2{XBt?JW$P6%wO;GBUhB19>$Q4c{|`6_*)Uea Rz?A?1002ovPDHLkV1mJ*i~9fo literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/8cc4d625-1193-4cd4-a91f-55adc41c642a.png b/docs/handson-cnn-tf/img/8cc4d625-1193-4cd4-a91f-55adc41c642a.png new file mode 100644 index 0000000000000000000000000000000000000000..7ce4d6ccca78bda9890d0dbd37f20d8c65dd229d GIT binary patch literal 1918 zcmV-^2Z8vBP)V!Yp2V6oxAb!DN0s~_Gl##J#2rANJ(vMoED z$5Ia14dbmE%7ZbJ9rHrUX)2BRp)&W4TWT>Xa(N!hQZ|1TQg&#`+-HPj9>nvKG9M`0 zv}EoxLNX6xv!u*N%CuzeGeR;CVpdY-BV}4L17$igcVkvk<`ZR7G6Q8gGK0${Wj;|R zB{NbcBQsJiC-WI)N-`s5GBS6Oa4DJ3C{vPIP^Ka?x?E1?bIOEd7L=*TEGUsmy!8`G98)slxfJ^%_*0V`I0gjnfH`w$h>#Cgv^(e z$;f=5OhV=Z<@;s6qD)2R17#92cMo*$midY@6`7BeDad?q`F@$NDHDCv$(Y%zerJT-iVk{$ zb3C$Y_~(ntINvFte9DsW5oGCL-;mCNck`P9c9^sFc_K zhY?CrF20w2mZTO!miEY+-j#)KD7y?#(+iiOGRvxUf~{Mz%g7m}g&@*d$hchCmyvQb z5-vk8{E_#@$oVL!gEk6w7~g-_jz=NL10 z3|ZP!^jR_s$vMWwe0hd1?&tI6A0sHyoz&dQ=gT9=!o;juG7HK1vi^SzdCDuEI$Z4Y zo!#X5`C6$x+2JkKQa1SpCK9ojP6TYS6$cYIoIUSf*hQHVE_P%n51n<(j$or{TlUgf z3-YNmwD6W{DI0MThbAJ8SZD-^_&g0~RvbQ$a#5zS5x|aQ$JnjxWy@Xw=QOf+k-cs% z(q;-i+q==ca0JN;jfD;<<3JyiKv%$Y`$Qia$yrp8wAu~42 z+%U8y$(R8GS!_~C$N2QsuOJijX)}|f9NEw@peNhT5VqIYqd{lBNkzA=l(G?kFIzSS zgJXDh#%3T~hM(uTT$BmgM-od>Zl!{AB%lIgM>J^sX{A+D4jI%F8X^0Z!4uU8U<+KH zJ(Y4%CfLv9W^%xGWiOm`>4=`O%lopEt}ax*raXAWxkU!HJ99fTg9LZ1U<}!EOoLm0_c7g zw87wc=gAdiN_dPrWX}2gPUxJ^@A~{@eg3khtSRfym1vg=UDWl$pfZ4Rb}5^$Hoc$XuGTPmJG0Jx8&WbWqO9Tz zrC#e;Q~+gptNga#2Y$`MWv_}bu?%e^7=LfrNa)))=6*{f{iSz4&_hb&$stMdKt&#I@K`y=KU zktp!O<)&oEP?06dFD|n5f^JsX@B2Y6H|zWP@($%Wy{_YYdF@r}a+7hKDqm-TN%V^I z|1D)bG-XX$Q`SRM)|B`IXT3_ za^n6e(D6?DeQV%&QMR{nFzsq6|K8tsbaccA=G|ZX229gmz9hKcbmidS;N;}w;^I1e z`ZPB;Hy8}&;o;%sgK6p^m zFq4qrH`lMVuE9T*zIv`H_Q}yuw%5n{8Yudqhh=f`CAKdwbaijKxpWUE5OkFXa-*^$6Bb;f(_sNypg zbO0u=^7!dN{E4mDuM+fmcF|4wlTm7B2?N`$cc1G%j)3RANP1-12NB0OfBm?d1k?W` zVB)&LFZoL9cit@~|3Oblx}#{PN<^H{q4D>}U$S-C*km(M|$gLMP(L7Q`&it)xD%%Ahjh;SUJ zbp*W=tlB6RTOC>`z7Uo?^jhf*K1wB=;rgK`KKwj8uWNp)6c0>qjUz@!V#6e@m=rk! zx$AF-pUGnB5ECtMJc<3NA0rUDBw?)gI_+yy815nd#ECO-W7*Kei{UH-XQgull;=vlepyJkq*SaQ(ao zV6#D z>Cw%tx}c)V_V1O^ROk4GHtQ-U=oIU07r)-b86iWjgZp2wtvbPwu7T?eQX<@FL&E!dq8>9Ln@#&zVl`|2{Scz6YI6?>d zj#V>_uk1M9BZ6U@Bi&@^E{AO_$Cs7vcg!=~;Qe(+{0KLkX)spZH_qxK30YI>qm;fvl&^0ag!sm+PKgp4P8^<# zht#!9Dg-yW@|IR0c-ytYZ;D|q!91)IwzCdygD{GemUahvDEDggA^pGT&rb$-q(8J= z8Hq2jYWmR`BKFNG5@pdeai1XBu-kwZB^da=2kLGk*6VN5dB^Rq6LK9E(@p7a8ZQMA z>&hv>VWd@))2*YJ^t^gL!p!4{Dlp81{uU5?c?}owKAoBKWto#;aGlU5t=nHQ9A98c zcfv`w_!<`FhJ=SYN>Ma`^y@Mak-&U8G6yAuNd&BO!eebPTkxLq*iwLMZ;W#_?@9c% zV~Cl96Rk;{uoR#t2&W-QxsMx;JC3$1PDnL(F~;cOuVU)Vgb;<#PE@A(#)Wqp$9Q!zFPTRptEIAMd&H?gxrjA8z2?uAI&UdZazX{)Zm&)K&ri)gTZ}- zSQ0fK0RP3m{$luF7K+j41b{25(wG>AOsZ&j;>-N7Iz5D@VK{}EVFd2+GO*oCp3kv% z5o0ju=3ERe_Auw5=!J*obSA#q(LfO{bMkV6nJ1=R$Vn0F0}x{6>_N% zdMn*rzFL0wK~$agU$)ah*Gv6hMOwEyc^WIK;;8SK8ELfbPR>ne8o;m@ax}OPlYe#>2`g}?uvn=d^ny=qMzxDOZ9+8dGTIOy`9vM>))U>AM7O?hhlTK=X zV!Pbwd$nFlb>|}^17k~NPjsZ!Re)gy#r&*<9JO46Su2P^AdTKw@h*3GP+l0TmHM2 zn;_$?p%N*XHiK6N5lS3o#y2IoN8fx9v#jJ9@#*~DrZGGj@#WsD*^1ns`Enh75^1kr1PIyQhNX`thfr`0qeiYSSL(Ykw#(~%^y`(b zb#WoRosBmu{io?p!KRf%nxqFsKW z0D9w3HpHa#w2W0}rh4&vet2pYoSqeftpO z)O2$~qlKytx~GY3{6GZ}r6bce4Q!l^U>tM65B#WJ?t8C}}(GNURBmknZ4%>$*^MHZ+4^$jm z?OiowAsn=K$lTwr7lmRMXm0-c&Alaao6gp3gZ`Dn??Zm9k)F+Mx=EBPDa z^*On$6?1AK$Vo5P?|rLVOg6kFfoz&M48196hi_s*3K!349b7yg#A0T=D=c{pKj*Go zW+0cwcE;_Gvs16*S^{s9{s*oy&eG~lxWhDEa|K!tA2aTTrDj%?dKkn=Ma%TF->UhP zy-;Frt_!k++%D-D!;l~G9V~vI9^wsLlnJ|=8TDbz#$hTU35&Mf5qiv)-#^-ScHmOv zaz*Ekepjhr+FI6=us%Z;3a{N+rnlN*!SL~Ti4xIy+l7H1Xv^TB6WETsZ9$KL*XBb= zyMa4KTU+3}{jFL&_UI}wf^#aa=I4$R_d@R%Zg zC97=3O{|0dci0<=wabzlMxPg8e8tmpc*ndUQ@-Gm(Pxj(VU=$`rUa||z|SqRYq-H5ZLrOrEZWlda_&4t&$%}w&+|~U zS#Mb4#R|I55G5v>h%R^$Y0@M*e!$7d^UIsP>L#I5vDuQIdurp)(!giTRQ~H;nf+Y$ zL#5Kw(_Qq2qNMRJkt2}-V^M5-pYp1^jsLuFDH%$8)hYaWBCvVZcK=HKyK|_PeX?mY z$yG>Zz9C#JZXnz@x@tbE?tP4zU5kzwP=+q7WDQ|{_CO;)>UvN*a%s;zun8ahs z@vn%*KaXMeeaapVqR$Z>X8BL<>SfdrG|Q19Kw1>rNMVqzUVhp(5gsmqt?^1?V)#>ptavp zw9)EQsGxOGNs?7o`hN_;<)_db3%@3s=$*10i=vVjkvG{8O2}MG=u#fK{(OG@lt(_0 z`2i&j`o!iusSdiBO&u^Qn%-ES-xe%<2F)}()Z$y8u4^sBY~Z#PVMlPN1f?lE@k)dHfUs+iP+oQ#&-laY?bv%!1_O3%A7ljMGj{M-7FiU=YNqncML| zfp^&(OK6W_vYGqWbd()i*#&IXw>pK&DB<&z;;FJSVDJ9*8RaTzgbyJKZ$*0OtZs^d zdZxTV-0@`8DkBTeQ=U1I6etKbkEek4u*r=a?G_i*r)Z-N3zEAp+y&DeBIVeCRW`?f zn@q8U8;U9O7L#GNfaq}vzE+=ugEOgnqaI+w)}y&HACbhX2+cl2x`m4#NX3%gp$1>J za0w>_X5suXSSX>Q(5EL;uN>zeGVK8+1d*BJx_rl$6R6wbAkH#T-wcE7EET6XBQ(X) zHkROtvk)hKlP@Ps;>Q&Tg$%(VL_lEVSUmpfShL6bsj@oHh>MILGCqPOU+GY!WSpfr zrk)i#Ve?qv0!pH1t)nUZ_)DhwQ_Nc@vLFDf7>TR!p6Cth!X_|T`wkX`F)5~(HfK7zS)?w)KAyf+IDc`|wgv?QW&8xf=JuWW2&{aT;2#J~ zb7ohhTbVQgHNJdc zL!hKauSMW;=<)0D{sn5$HK8z2rX3d!VNJ zAgY@bsr}VW@GT;3Y-;^_jx8!Z3g<~N!PKwo-E94`Q>D~zSc^zY(=FdA@RK{7`bD=A zNwmS#%c=J0ce$#7l7>VQam*9b!c48c*KAHCjrt4OqE}cjxL8zXl*Jp#^l#fJI`ud7 z3l382TfoW(Bj%2!R^a6Hn8jij?&O~%5&^>>OPzCbb3?Ha9FM+`we_;~Bni&;MzV`! z0QNU8{-@3b3o|mv%bIcdp|W_Tj>Kc zmw%AF1syislke^TgWH}TmbX~pS|BYjSUp?2BuYVPenmv1%;}$MedkFh%)KUU%N=ep z`G8@xuL5?)MAfsRiY$)_BD|H@5-#c#?9HZjjCuqSQiiKF95D=TlNjKAk4JDajm?^* z&wnEZcua)fkBR?;xQr$l)0a~m@)WT34ZDetD-R=wki0dEPR(AzQ>DThxEk2 zOq<$tL3;}Jyfrn<2hAg?+Fsp|$`ck4rs+hbDoxx{Vu}cCxSZuPWLYiX;cd4 zn)?2A=`M(HOc@K!v!UX1>e-op+TT9}s$YW&p$y=(tLxohr_ApR0k$_5fx5NB32ukK zUNnru=eFGIfuU02SFP@+TqVEF;YvwX}>7E>Sd6**ZR{oK)T7^IJ+pkZS`NhX49&%PwR_o zT#QL#6TV$y(nUVh*c!y~b)bY2^2Ck}#vES`y(ucb;b#`ZLn@xppMFRC;j}lTB;hTk zj*{FD)A1-L&VE}~1ri&0uc@WWHq@()l!qrHDSf48^<{#ZKOfQJHlb#E0sD{a zO5+O$JL@~>{&3?LuB;EsT(K#l86U^Jc&W+~9T>bL`Vws4jJL5e>f5S<+~gi-%90udG#77-B<6%`c|6B8E~mynQ< zl#~oshUM{k>e*OYoD2W7INsy9r$I*OO9T?1+NQxYF*0WEwqEk@vT5;8vXXNvJ}x&l zUrAo$1}Pu&Pk-{KdT z&#cbCezjn$?U&BW0fkHo)DH$%=* zjB|CejOPeAgIazXb@*>Q#sOmt{_^O!-{yZ*vq*{M{~W*qdG_yXg$M%In@$1*9uxIv zAqdLCpr(<9X4`HFqy7T;il+Naa}_*#oFBy0gva9w{?`7@7<-8A_WHlwMHC$<+{m69 zER!2Zs=LZgPtSOsK405(4)iFnf`RN5#rRzH9AdApfrkP9-VFo!YV0m7!ll~AtXDoG z_hK#(nWC7Mdw-AYEq7CVjfM1V2aa-*Py|Q=B@PC1`uwzKhKT&8C=9LOjI2IC;VN$Z zlv|un+6Yw(FNm*1!FvxjV|L{onrILQp7Lg526St`GxS{2DpJDNYqH6_qbrE508;95 zffv|v71|M#_3;Le)y(2siVdc7+lr6AvsH#G6!hJ4FHcB*(K$u@h*K!4kfkAqwRJ}J zA4sdGbq9SPR*0(~m=D-s69w;c7ard*o<$1k*Xk%w?1Vkt(vlVUrM1HcEbXqffwxq} zw)LxUH2DbrF3LNxh~dsyboh6>jU(GNzI>d#4S8i6Dl+SeiCl-lQPW5)sC{*b83$Z= zQyAXd(OCV0atwtoEU?Di6f!A)7VuG>btF8<@V1X(B#n~L<&J3XP>OtGUdm%+@$S;a z!(uK#$&E>)v{9FqLs9iDlh|W{r3hrC!1YwC-WCHS%n^a_`)rLc3Ro#%QZ1&+E-!=# zA#GDtgrNf~22YS?P~RyhqH)4n7VRpuS!v8qQ$T+@04bgK{oq@zb#Nx$xKH1Vb6`KFUkT@*U#EEFNsnx>?yp7UglL?G#OpwxMuL5dzq~Rgs`PUqk21+a z!|*cM~i=KMxsbI~Y>$t39Z>j} z^#GHPAe~;3t(Ta=T7Tb>l>1Qa>X*g{VY_t^rSN;uY>D1Zvt@5*T|ec$#I|L()36V) z`u)*6Grrbc%Seo5%w+!vge`Wof6R(2ItV7OsNFniMY849%3P@ts3Cqnx{l;z$Nbk{L0v0~dr+*avvpdSUU_yg9^2o{$?53o^Z z*{wFz4IWFHv6pDM8@gRMQlM(YuJKj{MPnypUBSF+ENekZ))?($*mDwsyhq4{OWbZP9~cy#g-Br?%@j ze{CO{hitB)PW~7wS2elX;(>3;&y7l; zAt@P+o#BkjvAxOEc?Bz15 z(%_}So4tXY^-*ECN|9OOVqFrzY$}~JQyjF(+`=Au6n(e39EQ1CFu2a%SjmY6aDy&-cNV< zcowLcSHerWjir9ni_3snosf!;5NdL;@%*G$G;-A3)Km#>eBc5nFj8r8p?!Vl2|=ii zEd=4(oq%+?P~^<%YuX=Qe?ZW0MhauJ3Gs4o$6i-vL^G((?GP!<=JdH;(1z8Xq})U1 z;TfLTENJu8#S!h>iXn^te2Y&1A=kURxxIB)94Sdf6Eua9ZwT)RN!oqxkvHbl@4KyH z!WOo{r+17$9GVLhCnDc3HL0`C>mZ7~B~&r$g71N}Wwk`o_#;Ek6kLz;4(>ayS9RWA zh8*V6D2o{MEm->z)1w76U!vnoLhbo-dw_ zIwR~wSNj5e^4rqAWK`cKbx9m;(nYx2wW*s&mwq0Y?TMWyM?$&{UDmpCu7$lhlUB8E zDRL(9&^I!pi}0l2+Q3RouP#%KFekT-u0dR}A~uOxJf%CodA-hAF^Kp$cYU?NcN4lI zm(gcv;+5E*)6aee7K#vVQF8~HJED0?|0Hbcbccc>{;Io3_Z=U(+>fNRNB`hF zMfhGwLE*)N%+srr$v2~JfW-ki#E*ByVj&+ci*aVVO1awZ^@1f>-~zVupS-b6yBue*CHv*;P5MWHQ!_(v3K#XR0Ytz5n{H{#%%uAmVaI=0H8rTk7=2BE^c# zUs?KR@`7N}rvNw2q=bE)2IWh#FM%vCCFRw9sU+LTxl z`n4bm@Kv=5j>SJeX8Oq^+NFX+ouXx4>iGiN@7aI%c`)U7-D$+H@cEMdKhqMzqHSIi z>*57Zja6ZbM*b-ccYRL_-ws4MptL>Z45}>Mf{}?KG3G=2XK9#|Pg1U$$7jt2eHKOS zuY&GAJ#OU8`~+$C)Z3Mo(s4Q+K6`a;{J=9A#G}1jG+L06SE=`K_&HwQzFB(gJ7q4L zYGjw)dlm_N(a_Of4w-GEq3W-GjwyMJX~)wV-0Z@nBrA5NT`%cQp?y6v+m3UgUMlNo;i3$SVE866 zw2K5YsRdXOwH1Fa(5-|-81W#tw1vq-kn(YI_#ItpBYj(S=ZFuMFoSF*ZD;d z0__n0APi8Fa;{R+)QIC)N08kI5t<>aV)Hm&Q8h`uK=mvhSkP>d|A?mnEKzPV8C1+!V4&YW*TB4m_beLXQ0Au8dDEaEWeCiu#F{{vf_5ojCn5UR&fZ(282=T$& z@8<%inN%YXK-QIw2Yo){tzi4IKr?$^o>OBqHju?WmFvW(7CG#_Bmk!EM-eO4-p5dNuik?$|pw1jO(G`@62_huJw#+`(5ag!exn(saAPAY z^@Mq#Txca$xX0L_whV0KZK8Mw&}@pIkOiWL$@iAzh{Hq-M!AuvHW~|iO3zIk6N&po zWg@nleC|SQ2}`*Gu0dUK?No`H1H+sc-b}i+|Fdswc$k89ZB`B^YxVmIl=g_+-QKya zTIK$PHh|8ex7cmK-oLae!a+}%xVSz_MmKFMdh!fm_)ij4Ke_`W>o^oS?^|R*L=2<~ zMXo;D6W%}GySq69hvt+j0uf;-YR`Yvl{cGD{vf=(1 zMgy@uyh1l*a~TYqL}l;~0yGdoKmF5p{ms8_V2b^kCm|smzK~9_e?mf)gW5xhf26#R^!uMZL!1VT2M5WaFYMbk@nZdT zcxxJ7A^7_*DN5J>+zH3dP2dqjgK-qn8HmAXH}W(_cla?1!CP+!&B zrvAF)TVRknJz>GWnte}B z=ykWQGG0=1*^N%52tI72JFH$E$a6M3UANnD)SYG(#o?pL^Y-$B-!%%kS4fEv z*Vuztie++Fu}*za>${o1M6k+hXty<|6&SMlM?c_jud_i3{RK;1brTqxx{($ACrI(os&NY0x3@J) z349O9smVt^NC%fR)>-nSeNUtSIsqnZ{sT|h>BIX69<})-cXRFky{LHrf1J}2))-3l9fyoAR>JwpVex&Nq)fdKEo?Y8ua(^hJ|?oA}Oc zeOl#ua{+^xhtGe4J{R7N4_D-a?MRNQOJk_*YqTHVW6T^^Tfrqw>oOi*PF!wH%_RCr_Izo@y7+w}N$Uvq zP!f;P81x`9SkWssXC{>o3#qBop#l{4*S!hJsB5^7V1b^SP*CfB4YUs@|Xrk2twgLo$!15x5T<6z6?C)b1&t&fSwYYJZz zC}6zBHZlwI=s)+gG&2?tAU7)e_=R$qh-Y%7`+!xy-M&~)*csmOj2L^=B&C_Q_$W#v z*<1jFU^#VM8Hj*djm!nZZq*AtJcqTYdvdA!1rYtA(kE>MOUBR-Stg%6Ny#(*1(tCF(UHY=UM`?av zn7@y!l3YoVbFbVlQEAF@{3Ae@=pt`3{1txK0%_fD)|<9w3lgOzNZd{z-M_pTX$%W< zIh<*h?nE-!0Ze4Wvov(eYS$RCN2~}@DlT)&W;Mvq6cvWU|RUe4*q6;`uW=g{z_^rvs{t>HcLl6G3W z=`2v9if+&iG1I9LO0haRm|Gf3vCJQxV=yY?cx~_5$AkCQr_AL^;_kWa&zV1ry-4h? zLM@z(6JI%?-7;xCV$)=cD(~#?vQaq2;NIdlpiihYRa^xiKr8K@8W0c}x-ykq`z9wC zo)u-KV&-TLPra-$D9H$ztd65ZxSaaw!mISfU847A-oBRHs{xpGB^(RnSI_H%xv=YCT_ux0)ApVTM@Bd>S0O7&RCXRl3@z^rF$HFIb; zpfwGHD6ts3zq&6@JSr2lrFj6rqD>q`cFe=fSmfE$k$@ua_RkMi6GoyCuz2)COliFW zkj3BIJSud1i}jkX^OeU^q7syTuG~nk+x_&T2SfY&Z(^+I^<$A_H;D+yvUvLGo%h3I zbllF95cesmCd4w-e$()t$^?tutd3Hu!l)K~ee`s)s=dC=5!1@m`NlQ=c+Mh0j1jTi zE*rFt-)8{&M7qI*3a1@6G6${v4|%?;TA*B^3*HS$TK zmD_To7@Ev4{5Y1x45aSw`z0_)!kM!LL&gQFvKjT0)UOV}uGZcHqtwP>pTM4v z{nN`cFIJZRbNPR?iAD`>*DI~Xyf9}hq(0&;1L48+R?9Tz@^)%G`0;-jy@QWcW?CRE zjnZ~~bFud04t`c**9Ni;CovpU!Nd)aTZ(;@Dlju-I~n}*Iv-B|f2L1=A^!ct1Txk% z;KRWoSq1~?R~SaFu>+jbYfQyNw8 zn*P)wT?)$h3350Ui_-s2{Gc9?MgF(a15lTjeaQyNBp){4u$e7Vr2Grh$zWLCRGa%T zmBZbA{HAEQp6oXBNF(pn+kQ!mTD)Z~@%nR!z}@BTuA%1XN0zz515+u7@OlFcw2kBx zrMCE}4TEF&HQ%kZj;Tn8&hJRPsXs-Y=>v_+`{%eHIX@0$azMGr9a6VeD>)IZ@v93j zIbbN~t88V65!6Q@0zgk!kdBIM*DGV$3!7x0h(mhz=A=`rwn0beYn4fIe#+pbV7l#i zzkPA8HSRflzvlz4V=?t<5HJy@GLNsR=i7nSeeD_jAi4~#(MWhPn33PVPk(X0NQPWwRF+%nzI zO>R=q@{RR-9J(`x@>xt-k|;4|^)`^jW_Xq8mu|nW;;AQwY{mX|1IybY%=k%Fh!Y&2 zb-7046tKa?v)VyYb8gpIWMy;6wl%;b2e)4c)WI69qfYhVcGs^uPN@hiH5g{Z>xg5Y zdwC7My&*uj;E-un`}9N58*>Jlqgrtg70qnNS08~WT2)})nv|h2o7oEam-b!1FQSjA zXsbu-pFc($9fT|8e6%BSAcCpdA_q&ymHQRE2Fx?TLs&_4h-*4~`dp{5 zlE34*kd{AF7CnQwOLud{< z@Ufn)GsU~X1*Bd)T$6u5M%LiSJbp@-1SW9Ld17~bRi}Ay%?+uFd>)h+6_80J5$o8w zfkSY+fM^Ak-%AOYlAk%Z`$a!!pg+ezp!c5qS-X$h&p5Dt1vmP{pZ4JYM}5n;CB9V( zVbCmXL6}Sd&jj`yK&Z__l54BPE$5hF&e%v_rk|Nt%3B1BwdtG}CDnBP=g}zeB zoB&Lnfb<6&*Ob56p3WNm3@eLxp$K%v%Qe$gJW$9G;1F4Vqu9K)WhFqz;a_gandnIEEcdHRS z_-f?^!lP&KkEvmAv3q-e@bIs8<$>$h$6u`ICRCBg=^KJU<~;T_1=BPz!x^lxE4xc= z!SQF9&Ea1YrAvRJ`8F1hEsj$OB~Z^94$>*%n$LK#7_Vo4vUDZ=YrCdVI`5p|FTx;; zTqh#(jZR2w@iDI5IR4X|w`+53RE0^EnEN-h1_>#6(#KbTQgy+CG2KiG_@c!?vjQUq z^u9R9Xk~!~@?44UVdVuxT*Ygfbt)JX(~?9>T#x`&rg)ZFA>etzZURtqbkf~q@8-Z( zyy_l?f^>^>Tyh-(2CoO@i$05S8Ki>EmAw9Q!9dA{t7 z{ML2GRo;Z0vY0CttS?V*SGnJ8T+4_II$V|YlAISv5+t%8f*Kdk^f9t`c~YR#&bx)c zB!OI}exX>6a3e{^Is^XI9ckQu#ymZ^a1{YKH2XY-iO6WF20;ftm2>Rp&1x1 zE2Etonj_lJcVMD1WE-}C+LAeZA?G9QN%#9Gq$JD9CiiPc0TdGC+eOpq>q=dNm-Z+} z4yz;cfi)ETI+#4OcV%{9WG6cQx_peK3PbFZtv&RNwm5wyj%j^+D+jUESS3=txP)-Z z{X*O1IhFVg?O?uiO-kPu1)0dr-lx6zPKY_{{a~;wQ$p}Je*MV}tw|}?kKufN`WV0t zRpja?$!;J`NwS=QIFoJYi|odbU_pkLes=w|ShtkeTJ-xYblz}ni|qWC2@1h-nj4=u ze8h2%@FYBx5|J^Mipg4UJjYCtEpFlJZaaz@zc|Z#>6&-Il!VVN5=?4s-p?H$ zGU(~f1NYzNk&BDD;A@X7_L4}(5&TIs>v<_VH$>=Q4%)LBSNZizc}uv$bO_(V8v0Ovt~RU-zw3Xjbi1 z^PVkpl8srQYy#3uCGJXG*d&H+Lg0Kalf05t+gxXF_|M4U|M_K0(@~wlDuETijs=^G zm8_L3xG?JV5SAtywd{C03s+_Jo62|Ee7|^(cK|Sc>wb7ixt5jjo`Wpt^X!O=*T2*u zOGzkNH)}>p4?oi{6Ar;^F_^;CpUJIUsQZvI9rLb6aBVs!54BHzD!>8pf2LjHNoM~D z$}+!7*rsG3n>PNWbuIyM)HOgxwu+(Ro?6XDo5~@ zcn_z3;Lk?@%Mu2KQ%A;&?FRYb-jeP^o~xuRRnmtHF?^rQ>6S64mLX%K9$e2l9AZmC zU-zrVueK#&|9D>se&VSZ?bx_Ul1EKdnVp|>1uGIec4N64M|le=@Ykg$r)}4I3s1;< zkK~Zx=7Z=QRM3=x0{#!R<=PRJMMZy}oM2z?HfB{ET7`sfWPAFPjWNLB5CYn>L(2E` zB=9>KAE|%BM6c+TEbX#jrg}DjukbUagWuTa89eH*m?Wr z+1t@zMPxH-=Y?y;@z8P<80*<=L{Hgip_Q@dBg+yQ1^MCr zX8-?wz+rvW->mwhI8QKyra+)1Yuz0+j8pG`y$fN~?hMPjTWS+#Nruev_UnlDG7q^K)(C4CL>i#&xkFs72|P5W;C~2k95*I-^Es3EdrhZ2o*7ruV$>=P0IWn?`hM5FV~vI#YVFyz&FW8 zjzj^d@N9bUTtYaL?7wGb+yNf>`HmTxA_srQVd}f<=pB(Zn+*x;p0?~UG1oN|{5i>7 zN{%+;3QTC7)3w%+M*|mH%rs#;7CSnbZ0#a&Mnx??9N@?hd?{>lKxC8U5Wkw}_C7AZ zjPFg``eCnlqCM{`p%<1#d7+NLd6ES1uH#Bvq|U~ez@GOnmTV4{-ydl5Cm84a;Qni6 zrz*V{n_-zDT5Ke~OoV3IAdxqw$@8DyS{rwp+Bn)PFqw4-dDKF1yuvjw1sLDfefGX* zVV)Ygx;~KPT-FhU&J)p46P&hxd_-zt{AVRO;gWGJhoe{Rgm8Tq2LoI-8 z+1kFb3Gp)cHIEYms?z&CSwwasNhq-j_$f3@feP8$MrBmgcDz=6ZtoOd>tc>~7l=MD z-5nApl#17voSM9u z8Bm=zj2;#mcw`x|vab@e+&Cp0+s{PfE@@7>YwORsZZ3<;`f*moAYpS9=Y?iz1Ms+; zFT_Y4Gr-W1gOf4+_6p(E>hs*KIRE;c=w=*-J`_}J(%ma|M%yGhB__E?swE-(Mh3pZ=dhHs+fmeUo)O!@#p_t}XZGew~} z$qAli#5@3Ic`87rWHH~kGg$4Y*Y`ATx8=AVsXums*51u7d`h91SyLJa2$oZBxiLue zMTCrQkD}$;S-++Bk#L7PgOh$epKX+yACBp3dLL zJIYOMKuaOw?B~vWmniQ`$*T)(Wx47o)@|(>o5bqcbZ6$|oe_Dji?2Qr02SWzim8kt z)iO;xJ?G_Ts+=V5fR}7il~RdGJo_(+fK3OntdFY(D2Dp0lbd6iQ{*>_Ejxz4B$Xa( VEzHnAAOHO|RaMjiHOgB@|361gfw}+y literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/9289b8b0-dd5e-414d-92ed-6d86b641fdbe.png b/docs/handson-cnn-tf/img/9289b8b0-dd5e-414d-92ed-6d86b641fdbe.png new file mode 100644 index 0000000000000000000000000000000000000000..b4c5601030feab4cae6d85b5d581146b249c7ef5 GIT binary patch literal 25315 zcmdRV^;2Cz(K~@7r{}4znVxfIo^v`*O+^+Ji4X|_0s>WDPD%p;0(Jxf0@4r$`k&=Nyyy8}!>*>J zCH?yLy0X2)$15V@T$?<89k0kcnr-~NUW|Z%fQX2QgoK2QjEsVUf{KcYhK7cYjy^Vw zgAV~=?kq1QuI0OR(WjWc-Pz0n8xMx^+AhS~rbO-yMKJv!@0x#91ZDDq%uG+|(^KOVrO-u+zz@R;S> zI7-!Q@VRc3v*!M;4?u5vt!PnQJ8byPxXuRW=07BQ8^k-XG5A(&X1r7v`V_4{KS1|>7cs=%fecP+dDPlNExZGK{@FbbaS+)h{PK`wP@3hVz7m8*d(hj5b#kb^ zU#W)%=Fz?}IeF+7fMcR4dp9G$tl%KJaGe)>l8%0bm*{m$+ZR~Y6(~czehlUz7qQdV z`IzlEKUK+h(KoaaQOYJVmV3<@(yxUJ7={6Ub&?M_&*578^B7QSeG6zv_Av9VE*dBj z66;^@nFOfng@X$*Koly^R1}x+{yb!$9#YV`bv3pL&%O!Tx%CmvrCX0*7pvNz<8Nr1 z_-)6y0)I1qkOv1qVXw_`jh|m#Io*oP5(2Ig6Zx6sb70;%hVJBQ8c{WO#fhCA3avYB zB7G-#2@KvT0HW}*<9n~HN@tVhd)>F1y)k2j-P;ukU|Qwjnyx>=}oA5_%+f}nk`9&~^adA++Xbf?#A7Fr{kaaO%0Qmd| z0u+E7(|a%Moc`Y7F<$?=S$(>4|0S_IWW-1mQoMKEPPD?u7lnS%S^rOD8w}d#XN;v; zIi#ZGx^YLVfYIZ_tbOeIyllz>y2<+!v9U;-K?7iWj1Sz~!<{m#J?jV12s8@mwpyU; z#McPi4HO|YPZ)o!fZRSAOF3kHI4~4lpY4E9`#e`S7(Bt`QAr`m^tRHGXWOSqIiGkkXZt zta33G`t$dQb?z&=+x|YgdDFN$=&7Fg^>RNIbY2lKQv5AAVHu-UN2_W435_D0*yOtR zA_;_$JYQ07EBw?D37LRJHsF_;w=tmF!V6r#A1@~9HM%{ZNIrj&#E(9@ee{O{%F0-g z+$-E~yKFOQ2uT=nF^XUQHBZn4?w?Bpu73=uXFUDO6ii@Bj~T-H@h~d#%iFK7HbfMA zmns)0eq2D-=&kv;gF4pb3)m~nlphE}#F5|5XDSc8e($}ax%oxAzvRYObmBtF5*dT&>%W5|eRsus6;1gs zLB#if6yTBD=?6|MyhY=?#h||Kn0OA1i@k4I2wlV0FtSD+Nw_HBa&J@+O?^eCZdalF zny+86g&?-aW$$h18lQ30rz0`B%v-<&)T=D=P5g!nw?ZMoYX&osEUZ9o{sj{77~irx zN_wZ!i)zk3BelBm=Mi(}gkF|XjqS6oPe>NLApTa80}W>1;nUsj+@oxs-v)4lL#ioJ z(xkf*-0j%4oaMmm(!uiGqzGie`_h!+;p^q-tN<>ShOd*> z?ARM$IBCL@7+O0sz9!;`7aeaxBymZeq*qZ7uXR~?2;R-(d$rDqR@CtPDA5atioVJ) zX!Of$nCU#WaeO15{g|0-P2hxDZtM?4CB@yFK<~wEe!8#sx^>`v<&q3kmodG9Al?cl z8|_VU9XIjPT&&sq$esOI0hpv=e0L7~$fB%)1fA$vyiH%C81coJv}_iUfLgeqjM$#3 zw28}~G^^L&m`p_ZfHpQT6~i%$*(u@?)T1tCYFV{nZ?fWn!7`?n(qDs;{n7M3=ITbdV`J0G_6hkp&I%0mN=NY zp0z~2^-enm*8`k_iu&hE`Cq<;pSC*(&K0(SvA+YE?xT=^pWgsJ|00t#HkhDs+n~E1 zW2roc0{?So1lm}`)JMp3T5gY%G#tJKs?)qPxdQ zliIJ@BnFbDkX4d)G;XFAI9T-3WICVK^tXm(zCO4ujTkGA?H6F+@BhBKiqUesitnly z6t-;k{Hy%7s1Uf`fmT`=?_EZA>&N{L?dw#+Riaco;`xkS=#5B}wJ{yvEp7BJ?~VF8 z`OzZ9+;8{qY0{7$Cr}+Rp6h5pN)asIlSC%z*n3fPXEhVnP`A6@L|{xo#a>LEd(reD z*)Nj0cxF~=2@kHkPR0eMF#3o|?l7f$1W&6xLhSW;PDk&Ox%PHCxE)v3*Z00Qo^t#2bVBgO6ppR#R+(*=y z5eV?=?X5HCTH!!QQVy!1^R?TdAF4xTb~Y>^WZ9YvV59$$rH4ncm6?GYqRMkzqg&Hv z&${?-5JU3r5MW~X*Vmrfc~<%UX(#39V7_av0&Bg-VUm;a7QC1hGD0-jNG+MqOJ=gV zpd(xh5wDWZ7#TFMh%^0Qyoa!LL=BPMiDmyzz*+!^?zZZc3AKz>t(yL_Z&f%i$?cR3JX@;xh1T%P za~_VESB9%psq{lO26as+8-g{`be}F-bpJG!G06(Zi=u8`-Rcf z?yS&|me(aM6M5%WeV-=+Q09#z@pq$TYmXj{_5Qr;gw5kZB3aCnMW&;h0Y069kdCrY zq)XYPfJ@IyyV>C9=ci5be#d#M%lC!(aiak?kzdT?egscZ3+0t)4ozdr9Kf7)=Q!+t zdFWAg*iHK9U>xM$K~7qO9$cR{hkJD+x)xNhX#g14BKS!~w>JCevaOqUSp)^v-4;f6 z8(@`8MrI@Lbk>>Q_8{l&CgTF6?17FYlbSH)n5F;1K0UPVRhVax{7c8xI?U3vDP15` zs9Up!Q8OCo_N`wsrj5HKhSY)Lh<{G;@9pE25eZ{_+bHH)Qr>KIaE*m7(@>_JOMxmz zxvvl&`zFW;G1cpKVYNNJ{b``N-M3~XjhwU=9ln%#t>X0%fL`^5RHr~~W*gKUYPu@) zhVkgoX7sL+Q z?kX8mcO~U?XOFwKOyCoa>$DH%2MSjWQ)q*eK*h%CpqfxqBBTa$=2ap`Frf!P^iq>x za}GD9u=0`3XA*Z{r+E|+`05VDVDcdn8-w^$rnFOlH0I#zu>R>%Vf=DUq4(Bw0AC&z zswT!^6_vSLS6*WL=aR)O3wDt4Jq_b_JwnKdR$G_yptgX!72x3GJWRbRMRY^$i_5DL zu!`}v*OyU(9tj~@lQP%yQiddfgp~8rdeC}X9{fb#fy8Sm)rOZreL(zJ{Eu4k) zv>F`)A*}jO^OMHKr|w->-2FReiX9bOKM{Fc7OYa@a3j1PeHv*<^!X$Z?aLa#pYQ+3Rr0klXdP? ze)dtc`L_WATul)6`-RN!9SKmBi=q3E5-GaN{cnW;gvANh;gjy z6aw?tuqRa%FvGu*jDS!1hW~>2ACw{9x4&mAW=yY?U0|26b~o4&-l{D;#S7A)guHqpKQP*(9*4Xo^+aXSClHf}i){n}D5 z_K%$TkG$E$@JFw?J%k)&?fQ)WOqEgijCp8y{u<3@{QP~d!O?{FBgXmAsR0c3SIu4j zn_`F6bI%jdX?7Uovx9_zPw1+d8n-Y#_y&)*+}O*e`6;REy?xQq3FdfsGZNKkVV}75 zc^Mp18;XjD&pxlSQXVdlnONl*`g%HTK*Z=X|GIGd_>M1g9<;6l^SlrSt206ZHx8oZ z((tygU5|z#Kyd!x(*vELWR40P)T6tKip8Q|yX!zUCl--WkZn4%>=GbTvrZr zR$5uN>W%s8UGtEVkCJa9#FeK;L9_oN-UK1Uf`%TuykMGjp3~(Bdr<}PUwCHKx<(Yl zb)Cz1PN3fa4`|u)BVP{~zS;JFp^Z3aiFsZd8#XYSQ!_L74=-_F-jk4 zK;Fh?6I3Q1DURQ}EW7V$Qzgdt&E<_l1ua=;y6!heXElF-6-&2QC%U*EIe%EWnBDa? z`T;T=tpb8B^AfItWn=(9DvXM2FIJ{RZV;aatV|E?nc_T#RAWY>p8vTvCA15i^8ukZ z{C=d|H6OJ${^YfBG*ZXV-l7ym?TZ(vrDf}wyht&7w*M;G;EbN*RcvaPi7*(!KlIJC z1+oU!V-!Cq2T8+K@vLgkC?5=I8HK*(aVdEma%wF*SwnZQDguZ_@M7+c^H}5cY+v1Z zz3gloP_6N$Oux>RjR3u-vB69cs-|Y^m{=p=0j)f-S zL`;I4X(a^UPBun$~EXHc57?i8)3&x5Uy z+?%+WU#!c}&%uu@X)4VD=Sg=cU|}{4^0-t1qU1#&lWTlrF{{ishH-pP5Z2Nl2(IsWd=!c5`PF6FJMkInkYhLIWY0h*YE&d)mjK%Lm3{9? zPm|;F4!M92Wda=PitAT>6zdij2YL?Dm`XEcRW~av9yT8Dv!AWooY=o2x4#J9EyrZ4 z-w?0EGAhxTociddn3a@pasl~dw&5aBcD7}4{aOy>96?Eh?WmdG@CqxwNVBf~`ZsBr zbQ*3IsyTRH(*#{zVKzdNlL3Tvuc(rvZd?R7zefUfi-*Fx+NYpCaW{8L^{rf_H}qyf zzdA>RXOk!8N*zbO3>jI<@3({xE4oO}R*@%R{2+1-h$5Hk~@ zED6mK@To$lbCDShg|ZhqbA$lruV2(Q_XYwFxz+;pi{shPzao-9!cf)?=Or$12wF5{ z?hufF$(-6?ACUkB8y>mI{Z^m$MgEQqP~3jYIpb!#<5InePyzX+oR4!WzWb6V#wY(U z^n-CFbMpVp-kZ9TbgD`PKpUbi?sJNLtGwFb)~fnaK#t~&6u{V)B1CzrVQ3;+KZ%bsj*nAGhu83zpQ4HAdx`Tu z_{(L_t~?nVDmhb3!KgBL2r4ueeTLlt>ezwS`?XKky7Q6ldLJ+{>HY`Vx&fut&ds%` z(tbPDIwc`^myZj(&YI-*b)V`wowm^S9C3TfDM!>!@MXy$Gl8z^FZNK^z0fb8g-?1P zz8G~#LM~;1%i}6Iwahm_mk+!z3^ZXE%fH+t$UMW8vC_YWDfkAo;O}fm1Ut5*qB0HO z_WC6wEfv$c!PB~OW@L=TJ?^?O^`Y|IS1 zH)tuh(GH!;&XTPC0LQbw*tky^;5!Fa5iWmm*s;n5N)MOS$0imMl?oN>q8OpTxeM&> zK+{}@VgFdEc+tdvY;-iu7AT?wsy9!FnAXo_V@Xa<_MQh(6avvuU^9%v%5@`+YocVf9=P%t$`b- zzr=25d54Av8fP?;l7Arr6S81b3=^$iuw=GSyl|te0dcR}lFU1?+=x-D$woh&Hn!eNWJ z-JIR*GlLLBcOrN`uQ$?fZ0ot1a>7#FajeHuvO>4YMB1Ye}YyyIZ&Dn`hF6(X(ZJql|<-0>0>MSIz`E z<}qBTo(G_fzxYBZzue?pIM*f5--~zsqFc@Q;h<+v5E~B zCxUE28zI}e3%NX!D@K#K;UlYCO`VFZy$&^fgU70_k(@_lLWoqA9!;`2DEOt&I#hGi z4n4W%!}9@=o9513A}1gr_c;E;X%W3egcrF)@AKqKZ+W7NLrokyr~4HnyOG+(?g&;k zC~&#`Y^eEtO#A({a1qAY)NQe|Z6x0WhmLI)ng|^ALj6M?<7+JFaEUmEJN56HO;+{a zfqXf%<{0ei;v`YSVTGj0@aJJ;E$=>Z#Gq>s#7f-3*iIKB<;Kq*ub>ZnnQKb~$qXx3 zI2yOj5WN^O)ibKzojtuo%VhP*i~hu{qX#zr&ZApi7W4hK+c^?+3+`l>=`!PhH8l<= z!||!$#M$lxdl<(t1{p3y2Vle!6+)@iqN=~I#%YKg+OFrh8+626aY6bkV5vtdCPP=2 zAEpmDcIx)lB~V`F({}&acM1c|cUdl$$v~{0Jm>!4aUc>qWCWwFN&;Jv#oR|ZUol(HA8cp> z0Jn9|u25j4cLx$KrDh+!Md}EXUo6#rD>UyTmv823c8qP9vBY<36!MAqD+n$B2n%f8 z(5K4J;zgVcy~s&_VUjuc!o+&MX+OOe96_^S7FbTATjD~Lv=>W_Q|x22z7!`Kk7*y5 zU0;V{fgt`b+Bb&3LjACv2T(eq%a?*xgyAb0xVF{0Fstiwv#%e;<4wY`O)h+)DmNBj zb<#q?o)a;-J6m>KZiX-p|oZM{4#U3gq2Y0!l9vyfP}3BIm8G>NbqH(U{5NMw%d z;-}q;#}TDE3L@1gJiW9&G+uL(OArfw?hU-u?9t|}e}41|UdEB*>(XF*1m4vWf!=6h ziyHr&(v*dnp0y%BGo^(8(HD#wJj;bOc`EzFJ{)TB=Yc}Sgn zvo786y51n)RgV-~Hr4%rU4s7EEfin%JFOE*tU6bW5RTFz(ih~|eG*~rcM5En=q1N5 zfir`JlN@DR`QHD_=|j%9WDnDfBn3uTK>u&E)=dJ_Cs|?dhQXrO)?^)2lkfxyQ=U&vwJ9E#8iyeM zpLta@y@&4Cw~A#?VN7tI*37khT7#TgzQGhhg6QD;2kd*#+xOSFas~*7$G8W<3Y8k` zxRT+~&X6N}#gmQ`GCj+)jJKLw@!uuTs&8@0HGS-BN}~;DvcAYo$QW zW|Os^IXT2m-)C3C0!vFjEbds=jP5ds7@3cobS_;KMC+3XU6R2Eo23oNQ%lI2N$JS+ zI`}2#)|lWee$S_5cy42RZY|1gDnZ;|Sq`5l`3gH3t7BSSxAo~(RD5WZ$X?{p0&elq zB}-Qnl|i9sAmi<5J>!e+WLH6iRcjbR57mOejieQPd_{lHukYEVR2HexgFiA)B-zl1 z=F|_fpy`KV^QUOQ9fyLImxm|hgpvr%5^vZ};F9NlT_{9b!1$};ub3Z%w%z&T4+khN znwu$IrGH~Np1-z{oFz(ac1-XphBY7l0>Sn7H_Koq3scWNaHKpyWO&H@nTt>YOXNm- z?KvmM4Djx)`1#iSvAMc*gzk7b>wO$R+MJv1@PBOF6%t5Bvg!KG-kmobs#QWqnE(Zx zPf~ncT@HuVri9QoR}}4SN+&9GH|1p9ovppFCQtq4J+ZjZqajW2PVQ?{|J1`P>q6Y`Y&aG7FZ$*Plx~Dn6cu(QCQ5eLO)} zsD;bK`AdkOx!?C0RNXhy?T_@}a|-}IlI*6NN% zj8*BNJt_MppYG0bgt?7XWf^Mz;V@~qZ=&*Pg7~m{sCUSi1C~2wsUIZ@B7rLmRSql| zZiy(~#gkfFUUs80b|f+T<@uvQ_rFhBMlH@ib=D2k@AIRYKw7}mQO2<~Nnc^O{&V3R z*EA+dZ;w*b7cssJAqN)?95B8$6 zW5t&R&GR`#9O?bscm&whAQP4&`@T@$!!UcuUy&Ys>2g?*3?50HOCM!)}6&{;2fz%Rx&>h0W+6sl^@A>T*aE#4cAv#=GE~pgq{MXQ8MIeciuCQm9uE_WJ0W< zUv{n|b$ah*FmMcDJt#T6?d z{vccYBFN;qF&GxkClm2RD!1_sp`|@FVsft3N~Li@xFAU4xSB%zcIbP07I&8X`IuE2 zx0;LTV7+}J{qXcX@f4~pe~m^Vx#RRvcjxH9x-t3rzOxt9bT{l zKZaSi5ay~^_wrL>h>~hDH8yJz*qB82OQqJ8UHp0S&53@K4Sl`27u8{!+ftgvieHS7 z?;x=x8yVd*O18a=NLomR-B8S4*)uK=?=$SYvk#_ROq`K8(o)7)FJe1;%Uqhq(C@;R z&c`F7c`*r!m>z2{v^?%ll42k`%J_cOR?SjG7@din5&BEciW=O|At1@&r|Lm;JR~b% zvUyll#yD*LT2ego8k?E==Bt>o1i|gL1512HPwpVUVr0H*L!ELB^|#vOr$^q=ObMjz z-=z*d40E&hlnwg!IF%r~`7b}9F39rTQpwY@1u$ohrwXrN~r6^Qg~ej1hQH?er00|EB4aH@9wKhHxvmTnGT|w zWGr92&WCQNhU_1GxWnt<%Ygu8ztnTUD_E_Ske0nNd*lnvr4{?vs?Fw0Y4|W51P^t^s_*@G z5ev2NAwRf}d0rDp>CF)wGRwond?51*lcq0%uzNe3FE9M_sM!b#s%DSLZ`0_rz1f7m zGh(}avGn(gd=e4gF)HkA#m;Zsf?@nCGZZm$|c9bk&x>q^~N>k$))+#N=8iz7zCjlNE_ogQ5I1v<~N7N2-at(fm zCX6C~AmZPiwL})O5DiUV?NrP5;+PYWSrAV^v6A)aN7$AJh|g56!EjGehlr;xn@5p9 zTR%vdN*HEvtQiaQYs;w>Zc!RarK&S$$bV0@z|^gB-+_c#YQ^i4vGi1z2KXf-)JTOh zeL=~0;IvDs*>e#BN`j7Qs6{?((viIBA625X#Yj9V@`KM))faNa-!;Xg^*gbmavQQI z?NwrK-F_XP>Cj=QV}m2XcbpOG-;^*6o9Nu7%1N`-#f#?v6U4@1Soo>vaf71z8n97H zP$bdatYeu3a5~tD7a$#2?J`LkiJ0V7(vxb*AN4qve+Lye2)#bO%I%>1dh(l?#2S+N z1)?CzBjL6M>3(D3{9^$v$~1&IBw*_BTvIFnnZ_7H#MdZ9+BY4$ObsU<8dyR;DaOSf z6OIB&L9I5eM(~h6s!GeDOQK*mn+~N49$>Y`>nGI#z+T1jxS4D z>LG){|Kl3KOx1Apm7e=DqnRePJOg9tJBJ(*5Ar$zd_M)cCPb$GSRvejnJkPAAo?_) zRRuOn34{#8v-o4mFZ{5M|4_aKI-S!%SdG2UR=VczlgI>?`@$j(a6kEr0eQRAgd-*( z%+T&l%sSX@XEaIZkNgCo_c2}7O=N|cm{X^5S}2009b0`v&##$xU)wI@W>0b(kndHc_oE;j^kJidT*w__~Z&kFxUZ6IcmbzJ35stJDomQ{Hm0y z9+*3c6JhY06~*5MLS<+nGZE$Rpmm9fT&bXQ+SPSXIvP17`xsaf++T67E$ZtNREPV} zrEin$%uaZU<)0Qq32KTn*VcXo=t0eLj7i{fVKNa}Rjf~_hL!IS?^7}%ONYs+L@ON{ zj?|XJ#e1WxFIY~bDOk!-3shpmnv_u$peP_yw)lwYDeOdlg(j!d_ZLAR@35In^d#tq z7*T`FbCI_B1(58&>EK^Xjp{Ao(vq`HOJ%n<05(S(!Ukp@C#saog~}6RAqCW#AK5

~FgIDJ=2VicvD#DZ}+^AIH*9inF*i`0{hDq4-KDJ)8)FmAK(7{;?@M4=**vKX|4 zT9S^;Nv*}O?=a7ucp3epYJdS@O4kVOwzM$mX{ww|SsVJ(y$E)(lJDe4TDmK2cKC)Q zl&o4B#%3%8PJpR9`xk@BRN)n>V+^=5&w=*ia$VTWu|)f`P;*JHM5J!RziV#O#+Id! zs%l%7LL01}tt_8=yti6gf|I&Rt5^JGX~`1FDK=2JYxpw? zsKpMYlPG0-J^J)Wwei&RViCHiIVp}7!xU&BqsZJnE7E~2i8!TQQW+bt6u_a@xP z4arftM+xW2Fr^Nu)IwV8jOJ_PK{cYWeiZdrK+-MTkh8XPV8w}#+&VV!7{BD!G8~4{ zE-E@Kfae>ARE+@AR3dDCYWXb%KUY+8672-0j@&hURHwKngpWnsBD%l?jC(|wS=jjm z?Nl+1Mn1HvvQJm9Gix zj2g|QTY*u>10@n)2w}U*3N_6O3!+YKMPf2NlB3t1yhJ=CpdjhouV81s#mrcQE%|)M zkRH|$AA1UGOv|YZpLtEI+`a~~5Zt!m6Gu)~YX3Mhs%=|5Givo!)U%d2HN}37NxhJS z%#=pcGsqcZ84bJg9VLfu3(#EUq_%TK;6tExV@=S8lLLeF(Gi}|CtLcrnenoK^;pU#yy8tba%Qu86@E^n5 z3*LcTdx8>`ehgXbZi%r2l#daLLBOBS zV;v`G+7edGd&vNW@qE?wtv+GtnwiH{h0I}83viQ!W82r1hDa$1{oL%ixr1uI6P5{G zCQbX@tMAvI&0MB>#3Q=W<%w|5 z7_)Sko2do@#&}wR6q3SYcd<&%wr88s2Zb|WHgx9WUt z70=@Tg+*KN`(%=k+uJl^1okh6#z#&4T_U9^^FCz^S*tr|0V~iR`x|6dTzFabl=`u3 zeU+BeII_Yuln#LaW2L*@*3TP@#0)cQ+#f=4cq|09GPpeD^;Ck4=x7uj7Z?Ryx423& zdiw43!!D*WdaG%Q-291CojyiS2MLLvSDYZQgiks(Vy=G8oM<1JcOP7L z)al3~7NON0Ox|e7Z{4aJjBh)D!JwYFl_&1-n=&?STnbD<^{=desrfe)^Q?$Osx~fk zFd=Td@N{a@$0F8D{r3dQluW`FiLkh{C?UIOiKB?2y%v@}+bEb;L8UX(R09@W7|1py zKzc-eAsi0Y5^ZYi&)AD7g@IyiUM&Q204=2emobeH-O4Mu9}uBjY&g&e6Nf|0)zrh+ zK3trpF#hK2vmr4C$=adgit|^U?c3rM0ugZsc(f{VCf5|ivJkYiYB8f&T?Epdcv$AJ_p7}Oq4MT0QRL=YKI zI(y_x-7w#g4CmX|B@bS*jf7B2wjtJXANBuN)oy+Os69^z& ztp})w?Fc=Hk#Pu4T|4l2fobRMr1Ql_t5$#7iX#7=kvky%jiaMZ!@yz-3m+Wr*rob5X~4wHioeToC3Mxc@uH+%wNT z^Bk`q(4f%qh3Q4uxvz9m{wnTjCA-UMH)Px4;qAnJ4JQ`w|2z3yChr&Nb(;Tt;Q)M| z3zMTgK~wZUPg0k~3>9 z4(E{~4~k0@phd5fdC&G;C#@jjZPT%!*J(g!JPYyp(cvt`UfQ9F7uH&DcnRjoXh=S~ zkN6uWJP7p#cfSAdHf-(^CAQ(=EcwFH@#(m~+sgw76m!jzlHK_Cj{(4?C~x8SAMC^6 zYm@I(qwm5PdCI;whOtFDF(Ex3M+P6N;rB>X?5qvY|7dA8{yX7B7hhQ126%A&CjZ;} zAgk?naUsSqO&FsFs}U+bIi+cJ6O*f(>1mYM&;Hw4*o=1mnM=46F(HX4T|wvP62lh;fYF|hxUX7Y<#`nn_jOesp{GKJ#B^tM5jZKk4!}a zjR!^cq#ixfsvh)lKWZpP`NlXkMJ_C%o$t~VTk+t4%)t2pIKG>&;(d;&?=@TYO`q4^ z109~dA*+{xufE%AcAq>Fy|P0Lf`~0mIy`I^=tmygs-HuAG5?vE^*Vze!t_94sm4EL zcbl(ltJTnV{sz*B=PG8n14?H%le6JZUplSXI#pQ3QbA@-Z6VH;$xGlFLG0q)R(-2Jc!!2;PWK7-#scyt|33PR@m8-V3;bzbjo ztsFihpjoBiz=12w-p%@$3$(Wx;*-}PBFJo} z#`@L_3AnC$OWq$Gk5*q)m?dFIc=WZ5Uk2HY6G&oMm{DN9G45vf$|2I#1#mex3iZXh zXs8kSw^W#Sq#)yoR&it4SeLJ}Fa|=`sQ=0;NtPEco6{RZi$%!b;YadR#utXXACCd( zvlWL|xn5~xx^Q5AwUa8WH<$)0O)iPv`g4Zp_<>JY8?jyi*mKb;E85ZXGXOf~bL27w z>Ap?dfRzw&c#0R|)L+g`+xE07g33wHdK|crxQ&+4-zLr z-^?9q=D4A{jv(|t=)Z!o>t~dY_Ota5h@d9D1S`$&27#^G$_z^ltiSCQgTvlY88 zym`~4E|NRaF|=pP2w<<~QQ03<+d40g)9vY?MSEm+eNp9apcs{SA0`GBb7xFkGbh3R zu#hLeM-{;S*dg8Al##~U)0x|O{|~ZXM~B3{&x1!lJIGW%zN$m=8P~iXe+d7aZgB)- z>wOW4f|z=2AoGt^{NULyyE4~B(?rd*N8ii3a|#+~deYAwMQbJ! z@Ca`3#tS&@!NF*DHsxKz4(Q{Z-IB@m9J(AUd(RsV7$CzawSZoGGU)i3 z?V_-_-TgCYp7JTcSpSnZd*5QhKb|F6{%4_~|G%4PBIt6J+_-J%08#i(S5eshd=uq< z*jg}l+At zj*@@e6lj*ffqR<+shG zyc0D05v%iB9b=X``xI(iG4t73IVsIo5$*DTvVTYt{V^!G_n?pEGcTKp_~;$<0iPT_ zMVZfP&-b(DcWLW^%;{BrXi-Nn{92Ju*F_ucWj{KMPssX72uiNY_XAhmqRiQvM=LBQ^RA>yr>MkDx*ric@>jGi@5COPXAQ z?Le3Bp=9JhGj^>77OvmfegHH$?Pp`O%1=?Wg+SDp+d?1wS1z9&yggbtS1@q*H7scR z>cl~SvszJ(+)xVU@HIX9daI0LZ#)bmvTwwx`AU)QQe_UXQ>#|k0uGP3(Kp9WLH~Zv zGh~X{pTd$nNj6k5_B}@Y;ZHAwBqwtY|Of|_(?!kdd}(F-A9{q2dR}fDy#HS zyyWYh-uX8IDb;ZPnq+V2&-~x*OAh<6ny^QYX92T?bfPPudN`4sWTcfo1TG=}71=KE zE3ekUoGA(BqtAnr&!2!$A9Nm2O1v}Wa$t)T_=#=~&)iP_XqeWleJgaYEt;v1ME9{H z5Pq)+_DBRFGvJPZd9g1+q}U{5BAn1y_R}TU^8yO_pfpc$3i`1l>qZti*N`-4Z+GB#IT?b3`ip_i?t!=dZ7uaiDug zZB{>>Qz(4!UJbssnC_Ul@@310j#U;1IQR*unewN~_HEwioZIIE%oErEqrOGsQ0yky z?wX!q3&2_s@$vr(vmi|0YO^Kp!21IWU*k?IgMrSyhtU9|B?xYrdA7hd;*82N=)f{f zd(Y}vYN+5V8!Gp55;&47cf7{Jcpm__mfkqHIA|>T^V_w0#ZV!d{Pus;XN5U8LZ9#4 z^BW7AM40`b1Ip9cU+Doi{T+I5WO0Ayj=LMU3Afw}>T}%}QpK~iJu=_z?IWv{QGp@! zGgZhL-ol-R%DXjr(=b3cZx8_P45Q=hCi~YwV%shVZpvWkn}#&q=skhb$8YjM8I_(b zrpjbKqq2w-0PfPiN3_Y|1ZoARz7MkK=HmX~ym8l2pZU(1?C@J!;UmdOtvhsY9N{z# z6`X5vP<^vNOEU*#Zj-)X$aLXiw*)9heU~DdNvs0n z<=?JJq&DYBA}ts$fLC~Re77d2$Y;d4V|ibHaKX5vP{;Fwn}Sh!o4Dr44T7!j-zcuh z7!?`YTwtgy3jT2N59Th>yBQU@3A>q$3NG)@%zP76Ar+jvn^n4*)DwGkTLG8}Om~gK zdj)=Q*qOe7svvVbQ%MtRVWy&9%&3gKH(q(d3`T`mS#EiMW?Cv^gOaOobMg+L)7^M? z62jH&1hmv1I5O|A4{v0Q3IdOAzMG)}%vFQ;Xp&jK@Ct?s%?%4zm+Uk06 zXELKQF4AR;3K1j@E=GM*||4}Fj~$E2*3Z81F6Icqp3qIU;OnMikqDB zOdWtrw=L47^ZXNLMBeVCzUcNLn0}L>_m@V)WMuu-DLkap%NZ49Lj0B6M9!#ii*P<~ zhzl7NOg8lrLuE0&+1uH8Yd&$>gm>?-)KG!h1SOd=q~PuYctHIFx_i<19gJH)`u(c6 zqm(!&u9*qZ0U`6J?!JT>Uxuru3Xv0Cn1$?;0hjacuh|*&ex;;=s{tI^9R9ExrbMn4 zx#`U=)2`r!poV8_Muk0}|4+YzV-yYjmU8W?1jyH8LH_@L_?|K7zGg)E3&6d z@i&FIhnv1CGfYI@05=$JSl8%egeqT1XIzTlNa~O(__jQBHP_uFrtB<-3-566Zf^g; zsT(74kOy~&abk_n(ErH7KmFb7gPWAbLn^=wG8J#B&T5zK3SLFV;NZkn3VO}lGRyv& z1-FbS$E5n;%G__z?!m1b70kc=HS>l%@ZYGKoPa>Ie}UJAfw>8I;~L$9hKZtx<&e=d*W#YN?9q5EY z{9ZVEBmVC1@1NXi-^qGvcaZ+TxJ5k55&st9Umst-x@zmVi9|SF5nKp=z3lzRw~yf; zt4;c%|07I-v3mui>2QOId;Hi*x`+>dSLL6Z#$4yAQZj*ydeDO8MwAj>{2W#7KK^iN z(EU4hz+fZUGD5z=g$3|ebzO&vua16zAM4+?@gL5IoU@s~s^fEg$O~!U7Uab@blG`8 zr%$Y!^xgI#CMKhbab0g69P4`L&dqV3Q>&Clj&J9e?_Qcg@;wf&eLjlk4o)7E$8Bi; zQv0s>f4PLATqiURYMZ*|A5?8K0W(5Lj6a|2dLKTv-CzdOrJ<8BvTDe~ zGFNIb_w)1^pL_9-S|@x|$M8o02^i`Z1wRNZf`XI{x*DbQJ#0fe?QiuVV6*wQ4MXh5 zSot9qO9PA*A4p#Rw^R7q@p((|bw1>+rCcOtz4d6#>Uy9=fd6G!psU?^7aEPt;s|kc zx7nBK`1{sXd-w1JCnvxGB68V1FTGtQ)&sZI{a+sHLv`|RL!K+%VfeZF7$AB%3`+yh zf;j6>kBUok4EMFM2`{w(CB&iExs1c=AXJ?m4*%`G23Y%*9_7Dln_&`=kwu_r^-S=m zABgtz?tgiN`4L+`k;#o95frG{18pr*pp>G^?!JWB&R=lw;x4Xy-+aVov?;KxOzn+FkkkJ@0Q}431dS8Mq4gm)1&Scny_lqF8Qg4I;&#)}uhJob&eZBiDj$~}; z1(R4h>Ap+F<3Ln@PycrQy>5CT9_K1PH?G(7p{o5qUjA%0$J%3}tsA-sO)>7*`)X&a zXrzOj{!b7 z#>ZJi3i0!w@&1SXiB19#9R(yVJJ#+qcX`HpUq0+QWxh@V!9O&N->7JSvRz1YC1q4b z5sShS(z`FyyRG*D;`{hoVSrw+7XWMw& zLRdkU=2Mu$z5loNkn@@cY@7~;eZxzdkGl~spH6t$MT?+^_;FvIa5P)cU14INhqwn; zyASh#iXjGG_&&W|^(DzAWQH;ErK4-m?pOVDsiUrW=%547e}0O?nIP^Z#D3l2WgDcP zAdOi>BEI&^hc8JwM2LIM>A$;&pr) zN4#Ntfd}tYMOlLp;=ctibI!r)lkHI>)1P4(3n!O;M-;19L z|I8Dv_k$DA&5(j-F#j=>{pdMF@w2a&ou>FpkNYwknRP)X?UOR$^P zL5gkHQTuXi|{aSx)qIVNKT`vjE{4V|r1isj?_bL4Xfe*)n>!o;53RNH}f-N2) z?*F#hU-p}a-7Si_+CFMV1x)@ZtOsw9gasDbU=XLir@Iy<3i2y1`1Vt~*Fk^fN~X8- zhR~jE&k%8yq*P8Hyi*#Vi~Jp=5?d!Lx=F*?*1@}|nrMGjVKg|vI5d1aUXOJUKOeUN zKW%_`dx$RaNQnbs2Zj+`g@skcL5mQ7*hTv)O#-SgI`a)dkmW$#+xSLN@Fj&1W(3+u zwpCj)ohbJZ5c=AUv^;3sC`Ca0rgLCa>gE(Q{rm)iv!4_Xdh@YbM;04l- z5QXD0iTwk^Qrc8sFe#*Ug81hM@pTf>D2X8&4_Sq;K7{5rX(&E$lch5)qjwg<& z+9ogBJvMYr5Z5+Mn0ITv9I3b6t3-&uBq{E7G^+du5hGn4UOGFi4wh1SR+@xNA{%nE z+%5&2zE|xo5#o?UU@s!7EzOZ~oblr6jQmhMP#GDV{Tn6bUs12c^>pf)956URI)flB z6(YqWc9X5s2`%qxer{Z}lOx3als)WwvKJudSR{d_f)@m0z+vS_a8-vpz6gkaKJgqJ zu%3pUjS_@t(mhr>03!9W;@fRDn}@9^_`$3R|AqEbu-{IP{JCJo2)jT)WTnD#i&DI^ z#S=}5d0FRQd$W0LHi=S?5clTIDd~iSF0lun*)FTY$vb2*KK-~2vEt2#(K16be+*n%dpLU!#{XmRqwD8-Up1Q#2caiNY27uj z+HNj;{cGa&0&##m#DmcvqZaM+%gcuz;)ly#l8r#oj>KyAoqPFOHJ=_EZMh@xqXW|0 z1vhm+P7m_(J=hr#{(T>}<8x7(_5Bak(f1s_Zc=pd_;K@Xw`w-+Zryx3?_u+yp;8lM zW!j)3Fv=`9_6}p;=k>>zc315^_JZHE z{}7F4m(8ZqE;)CA&%b*mxeA)H*Fo#R>2CeHSvMb!^}hnd-KBX5JZ+3N6P*WQ1~6#K z2A!H1M)y!gB^uJ{|6av@9w1&dNOBV?qswR8cQokeCIrrRqA)3_yf{p67pYfgP0(ma z1@9nyH9i+8L`T{yb)pLGV?Q{7d^oJ0{cqO)6+Y^E=XllvvJ9W-MkR;`D`Q`6k0G!c z$nm<~D!A}Gs?fV+=o}I`zl(aRp9E$WjDtqSxB?vUN&Zf+evX5%cdIA=G9TT*izC~| zL;XI%pz+DeIGaFhnJPpCst{4|5Pyt~p7@!*jwP!OdqsKdXEanm5SwD>Q+I_}!We!> zPT7FA5LgB!${^0ItV6jhjRxehMV1hVECegrL7q*V!*Y| zqKv8{m!J*=;eu>kLarM;Pf{iMb8>SC(Bfz@Srtvd3ZN+`0a3f0jzC;3JLIx+-1>t>M%h;cvC-LO>;%r{I3oE+1ubgX4nz8v$uWbGfu)0TDw+0tpj&QX2%a#I zuAjd*$Yc$2OL;^#=$cDptU+T3os6uY-qoP8L59g+$<2$HGL0fi%DhVv&7AUrn zqxu>+z6k|P@}`40f}q6N8B4S#?zoe>hd5WSXw|YpK&MJ`qV{iTQl2b6&- zxh9btdf*i01A|&aFtr|EIo%v=oUyeSMKU}H=%JIMvvW5O_EuF!=vOJ{lf}eAMs4|H zfQmM>lo|?47>y{Lu}xAAG&&**unAH3NcP!)odzd^fI>-Vb!_`WOxuAr$k?!Qw@RJP%Tl+2uy{h40CN|) z?TesILa@qUIis=?E$pKMQ3wWFfo^UwsbOy319P#&ITENNmU4xGs#Zr-tP`3-$QriZ zP-+_|%n?-X3R)OuHaf8dxOt?JF`yw$5uCx(gIIoN zbn18^;88wVZa@b?^(31`%3QWY3iF4F$%VYA404kNSkMRI`sQ_XB3p^D0v&e=nnwVZ z{3Ny{(d`MynST}8$naBK93XINLl)=CX|`8?)e@NM{>+!)n2Z+ypt)bZahHwuv#2C@RYFe0en7GgiHpa2}vj`Y}uLWuz%; zkwI4{&@+hCISMj*h9Ip$JDmwsVK`+jqeY)^@o$vsXVAu*_6j<-n0QqzP~j7hjsVyj ztkKFF7|asnXH_7Nu!Hb!#P%?4(-QmNw0Th1vav!3^5|+%5hSJ`=&2e&-%I-;I16QgoSA&JhHqjI}w0qC>k3%K@gS9BsL%~)dvnb0f_O`??X`5x*fTf zE|JYw(8=J8O3pA8F(Y*JOfr)W&J{8;l)E+H(n-_YCK%=NQQ0&=lj=EpuE++NvX8`G za{M4i$JQE(gJB#uBT&{^L|#x-oVI~-H6W`LXh}y9>IroG1CqQ#+%>^e{<9~psd6mt+~hFfxP%#YH}jdNt9 zpxhYd*jlt=a`ad-&V!W#yf+I*HVZlF{8=~kx~&&?JwbnV6IsZ8HhSsL~S~LxG*xafaU;z zQ6Sdv8SPM-iu5yTR+Jnh#y@CU20_Q~)$TP0H*`jxr5qM?SFCi<HbH%g+9TDY)f6?U1Q7|}KZ-9~E136z99A9^+0{^DXgpf1eZOaz< zkP-1NO8{{Zj7;34GmKT>K{Dhn;=m_^E+{Ei6iIsr1!^KFa?SyZ3X|ijKvqEp9V7ya zfgEZwS{9+mCPV8Xpr#t+kO^W^iSeu1v(gb5={7WtCCE9uN|o|--c(?_%t|FV=JE0+LZyM@Z-RFQNRYT($m zg4cSDAv(*>ar{^WphTLe|A;CggCg}YN3fx!pc&qDkzjC=N>IBEt+1zzEr7N})6gQQ zC@;ygqaKHf*bSmNxQna-`qcX$NYRk#kk0^G)Fm zk{d(ku4rLn{h$$L)@~6?Q((r(*iq!s476pSg|N0yg{}WcBsYuwdz_KERD(YDLmSUwOO|a7cqd z2N!ziG`iUSMZ_w5t znzpXWc4EmfD3lkHdQ_lkEYb^F%h>T4h>VlcnL>~W9Y(?_BiIDRMqiO7T_Pt$A-6_^ z06{f+q83ihOmW8fG9x9SZIH2?QYIxt$S}Niv=8vDH9EP7>I85yCIpt@&12`vUI2>* zm6AmVe03;-t~JyV8?-}n$Y0ITpfrx_|JIgf<>KpDxwZ;X?&xKlIIDOKwnNBP8yd;k zXoa2lcZ@xUwB&-3+(J)bwIqi=MiLE$FLu@nTLrF-FPBZCG&oo!HsAUv=|)1&gNU30 z(~xFdU%46V?hI^5^|1apD;8!Kdo7LdEXdMajxt70pSEYIVbj_KOErmY+`2eAvdv#0 ze<8akUkR1L38Kmj-{8Q+I29WRh9QflN;BMLy=?~#AwiH z5Lsw4e$1rL>=1IG^f_38D{G&JvCUhDX-#6?2-u@ER7A|opoDVXJnB7ZhX18v$mBE} zFlS8c-(-9DOnZiKo2WDZ=+~65kNjy)=dPIg(g}9O`gf7kgQmoz2Yylgh`A>UMGItu zqa=%rIYs3Y@X{?PHnX4xG+j9$`BoHfi@G{vcXXpnj?jz*Sb=nuA!@X8@sQ=fpp1nM z;zejxFg#}!fHk?coH6J$Sh`t3X9a!`G^1kR54wp%M{9}bkh_q#&R_~b5%bOtONf#; zy5tBafv(l5av)tq2iE>U8OlP-*0SsassBfg83fa=V&uSH8;z|((wV2!lCcS%l9ppR zeQp9ee$G7Rm@OTGBvBMJ85!C&5i1}$nvT^jWTylPPl}nFAoflOPE+JH5Xow7H?qS# zib6*#UO}}XI4d2A*4|NC3!Jq7tTb%QSSmD)9fc9;t}q7qsGm+}kxn!^5pjVV8z9W$ zCsGI@+XrXUd?@ORi>v@)2cYsr$4!sIGnWKLCb`<_1a&k98&t;)$c^esWB_OuLWS~( z_7UZfT&`w-d_mx94tPkH3N4iw##jY3Rt`1I(XjKm1BM3KYy@YK=0z$Erb!}d(;zt_ z9E`GHkX_|!FM-^zDq`zS6>OA#zhm`*(aEG2q$-=$?6SMy zm1=Rw45$PD45Wj(8ncXwE;oXju+V%HagTu4NoW2D89^|*0NG6+rbVOTKPZlP;i*B2 zkwRUv%sI#gjq{eu^@1pPo8ML1ePHiUZTesU0>#N1OblvT2AyLEX@D*=LA(o<*M@?L z$tEA?JVR8c@+dJ5pd3hAMo2~zD6Cl=NCbY^{W3NQ+^GO{Yj7V zy>&K*%6CO=daC$^vX%K#Lfi5-VjDy@%A7!SW^4~tB#LIa$m&wc_CQ4+fJ*1q?INeU zOg2ZN8;yzts4N8MXkxo`t$DS4R5N63T|rCE+=}s-mI_J>jhH3K5{l4@iqNS+r>hvM zu|T_&3OI2*Y*u~Htte>i#B^3ZvM3NLLlj7J<1=-6=sDJ?9BHQ!BlG)Ed+<5h1YPzY zl>JMDK62RsDn2HCRdTQtcmC1X3x?nGZdRAuKS0wNdMn!n|suCL-o#F{a+|ojWKts+X zfEr|eu9swYfK?U5d?^nW31f#g$sNnoG$!nlcr7&D>M^U^ z&`*|6QOYH|^UdWvrYnVdG7a-eTUzoG|1WD}83Ec{htci{I>RC~Jpmn5b-CfdoE>m= z8Z!Iga&L@Qg<6#wgx4~zuFe$XThBiZCcdg*g7L~ZBF>EY_7B*Ut6abGh5r{xl7+0000h!BbZ!s?rCS(6Qo6ak z=X|*D``&xbJzwsp{j7=gJbUf^|E>QoR+N^83JD_TP(AKK$`lm6y@G}&Fy8YS(Z1|G~fvDylw^`*aY=TNyYp1et2RfvF22s zDW$ZJt@&tid-+}`8MM}`QPVQrH&iClZbp6{G5sVR8ERIo$4wj4XYrpdJ8I}x&nx3! zOQhB;a(&GxQ4*L1Hj2PDoGVD#$vce`eV)63TK_d`sxT{Q z-raDSZq!$%u$-6xRX)!r82QE(=cut0lwSUi@_n8EA}Q*%DSnk! z8k9EyBV7BXdw)sXsZnAaxXr>H=Yj@*^BK#B7J~;oQkzMYjT(80g$Fc6V_`+$a!suwZ-@}&*+6EkdApHJ<@S_RlR(=aVXM$~9+^CDN@<4*ELWndk7Fs+ z!k+l<3oZU23Hez$`9h{;T%^nB5U;KycS1vdB+C9!VR}YxQuJ9BS{$j=v7gPQ#`-RI z-51?T6xSzSL0<0tKIdqoxC)PwQ@3NNwbdSYFT8G$GLu zsTi4kGQ$_-xaf;&`v?oI;gRVD;C_If3gZZMOHD&Z@NRya9c{o+^10Sic(D=*${wbC z?*utZ7TI0_q=4H4K81?cmcLEBiRDf%&Z%g3UM-SIRylp3x`vP`7!!pDjwC;OnA#4s z)GTmEuEA@E74Hu>iEmKSx^|x~;JH4!t@Jm~Z<-tMK^E-t@e zuXa7*)@8BxmrW;pQRu2r(bnn_?tvynyLkJCwcQc1@08egLZ@6>X^A)Or$5T|x0YKE z4QCtL)@}m+MB!c5;^q`Ij~6`==K!j-3v-{GYprdz#;_55I~Os(ay6>8RN%*Ja^Lmo zG%0-OU8h^TI{sGcc$0DZephLW2ciY9CutaEtRHKfK9~H}y^DR_{{2F|-U%u;g&}da zoBeaK8-grQ@@tEG%pD8y3Vk4ZqaYbt3Qay0E3hM*wlLZFIQ`d{%SwJnWee+)g~Znw z%k5E7*^2vbj_Ux*h~~UGO*Xi@h35`Za%Mc6=<#pDszxi_c8_wm(toj~Z);TaramD6 zV>wwxo0WFNVvj3jQHs3z`zwnNWVj8qMtfyex3|D%4bdZ9IPQQ+pO|n4JtNkyiXTaO z-cQj$#3_ByNv+Dcf8e?;hXTS;a_h!#y z>)q_Tr$1_W&dSC)3pSD$g-spiO_mP-vhJeozB)6t4B0l8qhkhcXWs4wDzxRWPVrgq z6uCN9wBghhS-vG;`ehD@qNhNfDqWwx?#H*1!8n|9^Q7tJCK z(;Txq0)qQY|8lj-9fTR4IP0ug#@ga(X$LABzJX+XHt}6Suh7 z2UDl(eoc4tGd}Eq4;AS-Eh{JdYAhkjjV)>Xm%h~TSS(Qkdgif-N^|D%?A>cp_LDlj zI|0C}k!_LXf)Z#d8;p(LJ978sy&XSmi*(&)mE<%z#YJ|s9+fbil|1rcH*`|eC*Zde zu*pguVfQxmKIB&VjY3*Fg$%2Gv;WBREP-&gR}VE_^KT!4rUpuEsPt_v=>xf8(xW*F z7@`?Vu20=W=n#H*VY>p?FV>fCDL2AsoDOr_-{161{yHKL_u~esm#FMuCeP`t;}LRP35Z6{0zP7M zjf)$xZpM=LA@xEAI86(fB0(v0tULOi+%5yDCh^04t;8gfL>G@CHUmVG%A)MC_KyVu z^f30n>gosU(;i}Sx>yn5jh7$J&?Y;ZYqzy#Ij-?+?+)oWR;r7~kRn40QSURPk|}PF z5Kb=yMRQer-)%KT-Q|G~NJ$fm{UFVjBK(ClUfpJ%*cG%g?wbmnM(hS87j3b>B|2FBA*>7p|LQDHC>L}V_G9jW^~;Ey zzt(mCWu!mNC+-?(u&^Z<=|Nh)dEYHPG$MNmTa)bKtX95#=D6`x`k zeQM%$q7S}i1N0h*b&vxWrhjN0SPFLOGo~hVEkFdveO3Oj5V_#+W_QDWC{KaYI#UB% zh|+j3?izP8(j%}6gaY4t7Zcl1JGKl?wZlI^hEuFb>%PZd=@6)zgiAym>;L)^*WI(* z72Nsbhk?2_mv2R@$Lzu=P^4nGXF9ty_^_1Y2jL$))BCTGSm25fYj5tORm zeSyL^D%O*aqNIgsa7vckrZ#Y;HW~Bt&`!C9x1xS-w-trpMxb72ru>Q3vwjn&6~6s6 zSIEOL?I1B)^l%TC5%!$o59i)F{~Qhv>6GmC$6Snv3Ee_J1AZ232Ao{8C;C(fW`M9G zfY^~?FC}uf%$ZL2-IiiP6Xk0FNS^~LR8ZHH>5oS22FEZr43_I?Qz9$+mQhi}Fm~&-6#z1Cy_7YMkhBz!j z8X~2h^8j_u!GeDNb`B;KvWA& zkD>%&L#PWLCiFuf<<5c%$n^h$w)@~SybXpNMM(1a0htEJj<=j_@qiy?+!$)~#iSUcs)z8dd{qtAb(doCgV zMzsNqhSaj-;@nMCqCdQ94%3Go?PXkJ0s*FbnUXUxsk+ZbX#xnyTkBdJGnDj0`*=H@ zT`yARRnlM184xslWsZ^ z$ePe=4i9XE;ft76i7Z{C2^-q84x0>aqdU(C*H^9Pu!j4U*4@9RUPk9yIYRN_-$N^Z zVIYh+nHnenGw2hg(+}@y`raR^$8zl&(-TK&nRraTG>|(08unw@4}JvR+a>Tg`~f5Q z^J3M)e*J9?+t%tYGw6sCmHG=S{vHCFWf2jFG`qhRdLute_W}G&G{!61)l-@qn4O<_ z+{2TQCs{_kCNnO@f)Cy5xVaroHn+<%ch_U7Wbo@wm6iE{3;wA4GoM>E)PfA5XWbZ{ zLd(V!VMHIF=LGY(BINZa=%RPs68B&|l;6_gy(P#RcjW(*x|PRueHext(R%<3Kj8WJ zjR`Kl3Xn z5cp7(s_&V7P_WwG%X$plX4j4=YJT}3{upQJxz-v9$3?kqreC!fxE0w(&0RHEz(>s3 zJHHu_LPs3WoXiVCC^v9sn0{7ow>BH9)!aR^SnxVoAadMI&&_Cd(%j2N!A<;vyx!Zo z_z(y_2vtoe_cxA8v3+zgk7Y!N@zzot`OLpQAv!N%O~2cY)b3HFfS2mjO{3kn0bA4f z`z6Ai;59Z+R7LCD8ukwJ_)N0-yqcl^7u)b``G8ROY5_FrBpq*3U!2CkP)>k*@a^e zyZHI>xWiDgRM>UUa9_d%Jotn^nSNi?vAxo0R<@pRru?iAmriI_=Nh6CCDo92@dz@` z;!saE%A$L{F!uIaPtw_YP%jwnVB9>f*w!0uTY83Q!di5xMeVw$A?jqy&R`X>$w$n9 z?`Dtg^6}F8 zAcM#VmQ`T(MVc8YqHKE**V@VLs&NayCoJw~nJ2oPKR&witpB(Cv8kdWhh;4O!{&eJsevzv@ZnV}nXtXady!UAX0$1(KS&58LL}pmfJMmp%e^a$zaGwIe$w_K=tzLSq_Z29|t4H{T#MZZ+zT*`TM&sx-b4f-qtO8HSS$u5S~*@tgr zKE%09C0BDZUl77rUi5o6@M|bKS;W}Rc`zGWGUeNAf`u_y?kQfN+6~q&5=~=sE9Nf^ z%8yO22oC1oZ*`QxXCU3UuoIAYxSr6yn|1JmoS8?FKjHbp4w||`fd?)?0!YTg9Q=h1C!~&^b;omGG zGW|eQs81@^R7XheH;{z;>Xccg_tcQw<%KMM-VzQnH&PfcU)HCJ`^oxX_1clU;^CY1h-PQ>X{{h4no zt)3O^dZ*=)-#uE>4r_lwHYnJw<+T4Nc1iY9`g2|t?rsNlvmO)cVYYRjjpzAUJG%Nv z{!OQ%xRQdRRF(JjHR%tWd?aRPPz8-g{`8A<%8yu-H5{6dc=z*~DQo5MDgMG(ga!H_ z^oZ7BW|0ywoc0rlX>gnlbv^y6e-UFnZkE_w^gScv>-L{GcdechLRh%iCe0i_E$#l4 z>Gci>hU#mH`BG)lNzwl*pUD`&Kw$sYHc;)PuU&azk|1FHF7=2|Ym}qOm5Qf+Z=(CX zSeBM(7uXD2h7$1sVY*p~6(0ic8KXCmR7bqe(Mbla7UBu)DrMz3;0{lQedAqj*r zMqt+p*H^+aNP_@TH3bIk!TLe$p7@9rUjYxa;uaoSwZjc<4_p3$W! z5Ytk~3~OJk@A4Pemj+_`38q4iPM!m5%9p)bv<6{%?mJoylkE!y#FOpWTr!*$SH=qZ zA*ifx(W;eaW&YDs$vv#Q0GQ=x?JODe#yF^&^kY4b@Ia^h&ErA$dz?Nz{2dl)T=> zPMeP#cmT4IofZsa3Dh5U9_KRiF&H(%17_864yQnebe#E<`QHJp+ET2Da4kaPOTpaZ zgtDYIyfvr4N$DagFzILT4byAsDxSbRiM1>R5z`aMFDdY&0Xo(UbnbcpqFr#m|DA;@egEFTrbgeoilTGPyp#xm3}TmI-xz>kS`MeuGCE(fXo^@FU+o(}>|wl)3-c zr!}7@DUf8G<)qjYopwH7mcNvf3-!?KnLbb)y?pImaSbX0$?KTz)xpqHYxt;A!*6w@ zN;#A7T2kQ4<+G6zzr`&X#2VlmHXbe%&-s?S`qw0;Zx=7_O;xR+_ZN}Y9gbHDX_V)wg|<_xdN^>#6>Z{At>?nLhID z@X0FAu>2*x2f?ygW15JUTvvGa{wSgonWl$+Jnxx8FQ3N z6LwHe`BZ+^_OoTg%x@Ww1g<e6+@^aD$E^?f%ra-+iiZLjvsZdHQEo^;RlYufEln3=XJt7IL(U5(gkQK5(Lz9)npeij(h@))J*rRt~G>i^lzGn1-6VDX@qmKk+& z>RkU!KCnWGC~X33w#&?&S)P;aiCm_JaA`1C?m21!)C-Mx5UkG%%c$cIm7*ZISS1_! zL93RM6kW7z0J)ju1~kIiRobSa5XCesLyoYG#e&DLvkSLeP9=Xgw#?#YGhks@^FaAI z8ef_b^%Dm+wHN4#*_F=05nI>J`Bn+dg;fBZ17=(b*<`!G77RC&cMbgoz()^S>FveD z4M1w|inD5SSTC5k0NtQ8}2rJQs7h$|^nMpueoQZx*ToYdAN{%DtsRis4#k zWA6_f#9G3wzYC@~p)Mg+{|`svzt;J~NGd6_M(^OQ-(}7J_iw9BsGk)fzMIBL;9SACLno63)&}OUYMK&P2^eee}6E2}QBu!V1L+1-m9Vaz0gt*80Afq{a{O_b1{#&MJziB2??1X*A=`` zI+?psNmKN{<_@1%u}3Njm!6#>1~!H87EENS&y(_(Cc`Q(dg|hL!dLv$Z!m!+gbC*C9Y;cn zJn+b)y~f`NFG6ddjhO<=bTM4HH?@lxH#^wUi-f{bUQFQD9^p*G_~k*yUD%W5@L%_q z_12xfb4<k!#LY0vEqlMiInx^4AV9(kCXC9(e2b`+Gf1o^Fm=-)h}goeb1T z{BmhLs zs_q;IQ}Du(CW5|mI7=Jg)FFRa%0_Tp(I=|^Oe-{em01<@U#RO@94s6^fX98|zJ^K5yRiK6QGZ6&OfFeLm^BXWNuW0Sn@uAW@`1MS~fRI zSBtyjpUZ$(?jL*Po8qekF=bU0TUyU|N3+$_vb;jk?x1pj&T7+Y) z?*TV!yQw!}-H2o!i|kD}H?bn$}| zgmBTC(W-Ixx!G zf8M}$n!$4Tr#_M6bggRntIhKjQ2=G}#p)k{+jvNfO&3RPPC+aS(6CT_Dmp%sG0RuLwRmJa7DVhxX+todf;_6n4x8v6x z8Ays7PDCylg(G0r-?f8mu7DP>0JIP3g&~(RgPRMa5kiFgjO7K~r4wm2^t> z`>hglzE(f-@)i9K(zD>^ZU>ZtLkkQh@plcQBrZis|0rA9;jSqu5~cWiu6K=RG{ZCI zDA$RK;+{sU9r03Q{zH+_7>wmjSjQ(pQnnW2HnqUlG|YaS&m z(?Ft6zt*EM&lEb#=Ok+z;k3P936jhqV=qzr$%{Z%=YBrvJQ-L_p;X9qDQ&eI! z4Sy5tvLpYb=yjDRZkXkV@os1AF)b7{kO_l$TAipTT_{a`G}Qa#WqN8+6m<0&vLD?m zkbtHHRDS4oI7)ZXej#fj-{yEd<04(`$Z z7IyL5u@T9J3KtRVy8%XNP3YWf51*TV)1Lle;AcCv;~;}D5s4ig%Fik!UHe)MV| z6C*x40<=~XaQ$%$rCtKYL& zD>t90&Z;t~-R3uDL;MBJ{*pmOpaH@85`JnR;0hBSKcDmMBb~7~*Oa@1HCS0oh9p$L zui~9`YuF)u51Ha6Z3u-#7)<(=7&&NH3m2}T?L>wyyggHL@Cb}zSt!h!U80AQzO>gQ z;m?2V-a`~~^yKIzMvxNyuOM3Qsa99lYB`Hxw$QJ|B7R_pnrrn>KXnqNOe{LcJNdrT zGbkb-{pqS0Bd91>XbvkBD-jZwyz&qpHRNP{^A(CrD>!4*g29I7>bYqZwey^2K}x2P_)f6{a+cObe&K_Su5P zix656;+W&eG2k}T;vJqWtCL%2Qb#W_$_H91*vso9R@P?^c#57!gas+ggRuU7tBSUq zlwQUqX+K;|*7D#6@+soo;5?D~(-r(TTbRUI-H=>1fYOk8|I4?tV6KQGW$zm1K0xJq z56j@i+nuUm3X)2Mv)p$5%5Az(u)!RI;O8I$Tef7k(7x=jdRjj9cZ0=28U}$R_+lpNo_TGmbJ}7mCTIjvN zU|b8DC2A&g*MRiwKJqvVDpWAijCwwxkZ#sN9%xVfeKndKk){Gup(GD^?;Y2rqGwj% zimw~rBygvQsn_DpvvHa`ue1!tlm1@HrAS{$5Sjb#)bt0Ba6gGQINP&0^=hy1< z>)UvWTD9fZPj5DRr~;X>foh^`A@zubD~}yY4VqD(2W)}CNrH}k5@ETk$d^771_XYq$QuLDyER zP3Q0PspMbK*~|RwDedT7USS0hvhNX|%rYmm;`{Ew_(h+Mb^R`Xx-1!UOU(C?ZT+RQ zZK9rV38W-w71$|~SZir#u&*T9F5SePe}=XC4zE<3QUasZ8!SzF@r!%0&biJ=A_6@h z@G?R}V`4x0<#myJjbOO>vT0~`KWaqWr$fMVrSm_hxBfF%s$k{Z{9`<{DcCPwaM9>l zbU*O0X)1Q$9H@5uqqk%p$FY8M7GVX%Tgn99j|@5ah~BRXp8eXHQP1hvd-wE1%iE9u z=L|9rG}+TxCNMqyBPd=!#pi?tpTO~FJ0G@!hv02bpliA7>}K$QK%j+*cIl|I*Hne( z690bMC!)r4GS1|00A}>vqraUpMul9KSJTo?&(IVGIrgQyRa_l1Hkp=ZP{4O&xI3dx z$s6o&qDs2&FZq1$q1}A-YsEir1a-q=8ClR}MT_fP*Nl)loB`)hNFtKVffyNz$@kCe zx;~GqG7v)Rn7?shkd?2!vI*RI^SqK{qY?V3&9WwWa!AfTX`+U!qr)Hr;KYl>af(C7 zVMgF4IhroUt;v! zpP}ZJ&1~{=cAI1YwZc;a4cD@bFyuUx_zNrHWhr)XM2u^lX^9&mNE8=YSmbGEJWG!m z%lmvUI8YB4J_;rKMED^SyGUKs@J$5!v!|-6!>F5m?2WlX;&WyvhbNt4JRoycdqB}0tZ!7&uDPK zQh;nJ%BXa8wN{1R&O5QKx#r3F0}Pui8bwh65rW=#v=)yoM~35O#eCtU{Hr=%1_|#8 z_#XaFhMpwB?u}c*0UzcQVyq}`S&t>B{{C4pfT2vsb&#=Z@&P>pVo#gApp-zcA(NnD zFFq&Hw>>;I33Ft5b;`TP?&CVw`|HXkbk=Y8YEiL}`Oix27)T1MLal(GDt!va)V#=jYX?r+W2w}hfU;2O-nild4{P^@VQEj?3#mO_v>>6{LUG$x>G_Y zJT1C)cu69m3YCZjKha>BaKHZ)ES>qR^+>aF&9lE~O|h1lU*dDCU!8xqK45swj(as6 zXPoZ78-TuOG+jMt3|u3Uymw%|IJY}L+F4?2zY%A+XJ)Hk*v{GTO1 z6(gQ9lvKR1koAwk!e2y8fzK~6W}W>qIqW6Y0NKTo?bLZ<%0ydaO#qG?;3Ffk^&LLb zv4%?hTtQKAVtVkjUHkXpthqk{!1eWGU{DQFTQT1CV+>?<47MVDYY~GME!Nr4vA%NQ z(*c;qMO$@F(wu0Gj5g(|=ZpD(B75l5^=by~~XQpBR(D zHX~B}(y2010B@7) zCokL2t&KCMd}kSdpYIZb`%6Lj$?7R8Gcst7XUIvElgzIA>4uq889SWUk{tj|t#QiF zdg*NMcx@Z|3=d5h`aJES5dEPf6oyv`)5a|-{39vgQp9MiMA9ZaF)bIbqodgu)KsY; zE7ti)I$g%UUQ>({!qI6b^9VpibHuxF6zm3h@>Y+X_18i+C6Ec{E^(+VJvc6ud6yx; zrraO4MsIk3obC7KQN815OT|^p$pUQTDh(EKr}3A$^OU)Sj8{oSm2V!~QF!R-#;V1! zkfU#g#Ye6D2W^+tv8M0>Lyr&{AYi2*7OxIvWqmbmN5IMNscqm*}EQxZLsj`v@c4h$4Ml%Cd6<|p}Susnbm~J@Vj&#;w z%4m=PshC0#21=3?y3S}UrUX9&b&(r;ht`O~$<4s;WYf!B_rZvYI7&cTx+|H&yz3zs zEH9=T)>8E!21zW9+z!B4_Rt~`Rh%gimVXpcs6Uu%IqK58Y;!}Gl8|?N2VwO~{{iI_ zW8l8_gxZ5KiNj(og8mWN7igjukXlb!almS%P(4j8QnWJsLGo0ZEqR2u6wJ87U`)@r zCh6TV4fg!M)z8O!`{R*N^i--b_$>)YsJDb zDg0F#bd<3z#t%P37T#=0PtzAHcy*q>k?9t3W)(M`l}3dqK=8&9`0oA?2tl~R-^dtUpiqaU z9p%)j=Uq**GtRrnqTo%~%NOfxn`?ae)>zD7agb9$JV6}kZ!8xy9(reJB*ry&A%Nr@ zBAo4ab!^uBwR*Y>0! zn}@pc_64okM~zZ`4fvp2Q7SEh|Lt{uwE!Cfiw9bT%G4V7-Xf`9-}f^l;>}ZLfU5bR z(U4H!MydAwlAGAT}wI@5JR40_iwurH`|-ka#}Bl;6a7OwUTnSx?xA= zzUa?>Fe83{#6aDA8c1!4J0@OeCbn?PXy8Wkb{^)2lJ*`Oyf#07n981EHjE!?A?0*X zhLhY9MnD7#2u2a(7%SkU<(+fb!%diN;G_k*GA4gHIFR+oXAB~Asn^v4X|*!)vym;R zaxp~`u=sDQo*hl-$=Ag+L+%x}y%>EriD$@ZXfz>|<>1vmO}^jObURyU+8-9JeIqe! zEEy%7ae-G?w6XW~>aJ^`9(=zLD3+Em^Qv8BV&4bL2E!XsrS3`M7D9tbWX|e`tgu*nhpn$Aq=^dO%p5fkV$ZUv{RqK23XRLReC@wD6+e{2NNY zj@(G-?cOl~qGD3atdFLk?eJ0BK4&nshFkqXc8%Xf0Kydwt&MZp>q8J9tlB7pJKbzy z`}9|}GQXfU`& z&+iG$K%37w0z)>y10I)>whshG{_pyb|N5P{e)IE~Q;ohZM{+oI?HTFnDb@+-c z<9~vIU%%df7U@l=w+z{XR##Um$hOX0Jp$=?=Y5&>5-pQm(Sk9%s~jI8@j1amjv(?A zlTXmA+@la!KxK51JudS5-ye|st2%0TVo3>!P*-wl0kVK?Jr|7(g!1L0YGw4puH+*D zjCIG9v%O6CFwN4Nn(sKgVjKwzC~@sfa{Asj$h`fI@ws91o4ePTi#hfutf{V1kR7H4 z3A!V)ZC|K*)E4DN5|`;RpRZXG8}cEFLXNH=v8HqN<~?@Cx$`TC{$eBm9Ka_) zRqtTx6m1LM+*E)>xVqCI%~`C-yz}O@5&Ej6&?UD}7ham)hochdE*J=mPu2;HFS?qr zED`>EMHS>r^lj`jEAw|8(>fhY_{lw!a+FnbbW4M}eYEIZD;O^?J^Fl+`q`S%7A=ow ztn0svz)LV%==2-e4(A-i1s~y!jj*2|e4S9^*aLk@dF}cJYn(FtL6PUgXJb;NU&E0i zgt8HmJ}GD;g32q>Tdo6!`iyv0%Nsz))2=YsLrd_Ym#vDgMCjAV3jM>%HQ-q4m<8om zo4l*ZpPN=Bm&qJWZnZU4K>0lrVQH{lNwbYOdhlHos$IcW-UfA?Jldsaa(xFv#$r{K z4>ki$Z#x{!C6YK2Dsd{9yelZq~h#QYf zfj8ep+=!DT36TVweL!4=DwLcuvBV0@AB{__eX_vBU6REg`Fa~?W{uPz*oSZYA63m& zu((IkJI~Bbde%o%aLT7*A9B#b9D8v~w>#S|>PJ{@EX}7Tk<`B?iv4i)?t@I8BLc_~ z^`?i`U?4-^&C7fi8t~>Jeejg^HUjcsfgiH!k$shvoC}Wg%r%l3<1HC-9RB_!_m(XD z$hKZGw5B}%M?vOvi4~sTwbvU1S^9ew8m)K_x|I1q5>d?+&8y(U*$ZZ1RrY*oij;^Z zs^{Mbo&tST+L*3=(Z6aJiv>TFu!xAtbb<=G84^<2Jv30k=E z@)6o^UxouH1CjpoX2+r#4D1=ydvc|L>q;{$zw{M!*t@H6ulwkeu@dOkDm6hDWsr6% z=U9-8s!0~|p+b9n6{*47|Bw3-dp&`z70*DCp6tqxyi_q%7x5|NWGs0`)Uca@Gv8z#TL=dBxGMhfaaFZ5Os%)C! zeKew#+PF{r%-0jg9rn}T)62;xTsE}r2%V9S`iTn`?G_~MG?5Scmi5-3Jb$g|W&Od^&abKSVp5$8 z6#8lyxbYufB{zP^i~IX6iX!hflj=o0&`i`lUd*|<3Lth^frWb!)F$dK>|i5vj1K#>R#JJG6pdP6Z zP|pcQ_&E+L7DL$z)84b{Q*r|dCM=xC=rPa|#SL`xKstl!6SS1!wA}?pSFi(M>x>=A z>b3*K9z_sAU3Y-6maQ^>k*$U!!ZQE8b}kutnySfp)Z9Dc^fG^~gBFazM(C1NdBH?E zYEHxz{h(jqX``}B%+qo__u9Q#&164mMbj4$BHskTqDc`dY|%4T!5IC4<_30HvC0>r zu0hMtsburt(tt9A6e?|1ulYdj7PhWwggY*0IN7pL{QIvevUU(tFZxeW6$I17k3(LY zV_^ytD=Jtnj3)n2ts`xfY#L7ekeShY)T7G!b~taYvG*UtA7cjqGy;a<3dbpPg^PbB zT(t=8^uj!amz`ncXf?V$?+j{TdkA|Or*pP@8^2l z-7mV_;~`QS3dF^tzelZGYCzWNkuXEUh7qeZv*FD77yXZN^mD$(Fu_uOgBw}7HuZ}f zESVk{hbuDSS&{#7OPcu9^Sql0DX9I;Qg7DZBmaa-Wn1c* zx_8A1Z;{YDeQS3JWB$N>sSl*uHDP)Fh>PsG*_qZYc?Z3ktLP`}(JD4>#>#ecJ}{m!Mhb^ zt7@-nUduI|H;1Zi)WT;KftG)SGPZSJB97FqTz{7JuB%eS#W7?Rc1={R%Oh%nNvO0Y zhU)FjhYS9=MA4^M>I?Y^1iB)VkM8&)ICJa~mdC8hYAXFe?s}S*%jZ^wvO|##IBkJu zaK*<7LyPurqb6!1o^Fcil+Q)RSxGiVK5CkIqOCx(&VJ zUE`J^D4pO94}bY%YrQFg!kb@(Sv$Kdc{D9JAOeI#sNY*mEt5H>ksm1AbDsc2Wb*AJ zoSL6z8PrNzq9*chwH^a$n?K7xEFjzYf`C`(tYAhFaDrL1*hu77t5!v*8rHAjd@hkB zLMp#Mf(3PdNO&SC**LpqEx-t4NzA&m)JuAxSo2xC!sX-*K+YBOF!>-$s)78EiE0$F z)=pDR6!QBMzh2PCQpIIl`$YGV4|h!;2w#^Obr!v<`I`AT-um$UH!omS!2GYdNo}a9)+y-w21RgJ`Hh*Wmh?1 zSYz7tQolE6Tr-*ntDs(I7v*!c*6{q+PjKyh$Xvl0cO1i)G4H(t&`yx}WPLuOg%9Vo zb21~9HzZ;HH~)q#zU$vZJB~!&ayRFiO{G?kTqggwxMW4rr&^ls7suha9tQJ`eLF;Y z$NW~e?|I5F5YzWc*uKBGH=Sg?yYN1r7S=D3LWo>^f7;C^>mNL>YogKkzSwe_oqn&M z`C#zg{i&SGoieoWf{Dbq^H`rw%{rExn#RRY*{-znMU9;n%qFPoRUB|nbKiVTci8;F zWP#{BO-k2|`Kw(UBy(usDIpj`i+fv-^}E3?qe{t9M#l{zRS`;FPso>)tFJx=O5XXIqdagMtvH^Ru8H8#;?QM-_~4c0c=?&Nm7{k7ySn zyRNG1rJ)^0_2Vwf3lT=e`-Tk4o!Y&+$B%%OfAl0*(p6%i=t&no|kor{<@q zqW&h5ytaLYH4xhSc9S-amT`@(LhtwS58aXeIG0~n`45r4Jl?@?E*0lG>I>JA7&RoH zON@3bzq6ZX9#J5hrv`lB|6bm5M1r+)+&*;uSL*h^8daQEtS$a+n#uh8A5E%f(zGW; z?8CX;fclY0qF-HYt&sB#8+vW{s%7F0KCuz6$%C2lVy^YmB890PTfb?~3n8ul zk(#w!c}UGl4DKbtSd1)(i7N%2?#0!z_8-4G(^~R>eKB(92Z5WRCeGiM`jI(!;mYp# z&c64qlq_<~Cc1r6DYjhT#oR>dGcN6I^jy)s#%AhxjJQd`;j|H2P76ndXjkyofQG}Wsro_#g`>aS{|#u-MmdF?x34~H7A0wGW?CO?YArq)G%R_qRfgP zQde$nV^%aH=;QP|0xgqoOtH!SoAC6p^+L*V%EWqzMC7vzMi8l7|3jY>PN}k1M9y{# zqEv2}MA_1z@;p4r(NKD$*ew+_lm%nd1-|NT z=hFL3$}Wn9TBCgEgh~j|??S~w7lwogvRMY`eCY%<7&>&Eo4b7wYZHO(Km8R(fPKy? zaw)dXcM`B#2LmmIF}zHcQ6M3qfKNypX6h)(glTN=1|7G1E{Uhq4>RNCFu&W{L$j-|A=_|n-3xHW5?lGRlci+3!|rE&9KE*C{YQb^ zT!;Wmw^G`F3VO%6=Hy4Oy6%JGq^tU0o`n%=cKmrofdG`2TA4^tV+0M}m{zNoVz=cL z2tdB2uePd^uVs0b639W+`JZNbLXIHE9%08CO+yL&MjjiVGE#Z}D>Mq>Z89Od?DK1h zoNaKC;3N*n)5(<;ku`FClydfV`L@pE#6v-KlYFnaZ=C!Dsj)T2tV#~EI84fEROHFH z?-;kcbGx{!zmRxs89VO*r?)TV`O2}KI_F9%#%$QH6y^86r;}Z!v)RX{{Rim9aE*V| zrtdeki8ii?9;h2hcYLnPDpk&@a(Nen3jF@MGxsC)FZR`FTDSYA?&(Z}AGIULrk$v> z_|imACj<8sge~%o_77XJ!Jx8OeO^nO(_VCnUT0iSCFJnRn~R&KUDuuR1{N_F*4MKf z-qjta3cFu_=<~>ec!qufB#;PWlh4U~GjXT<5&cnPfQwr^F_=#R6KJc?#?Ku-b3}NT0Cg7T z^8X-iHu&TC3*-in3tH}9C0mk`+Xft&#MGXj5A1-Ta6=@uw1PSSgfDDdwW0l~ayYDQ zc8N7^qxAsY>u}IihWj6e%LVLy@kxuL>8QK?U z9C~P_=&lM{v0V%D$k-xPK*=v8_l^PyK|q|7?wF7wl$7zHroTnVG{48u>ULc@SB!U8 zg#!PvWyRm4-`P~b)zyar}OqMt2ew?f{uA39w;dCQdiS_JDxi;$UBR4+hT`y zC6x141zdoo(-mb9$!gXiw45Nhk9 zaE{ehm^kPGOC^7nGP7N|2HnapoI;;8t9~Zzc2-#J!wYb~9=#o}V90-nK{!eja)~NH zO80_&W?K#1k|nO*@zzAPj6ud$+@5S}>hys>;MjBrUAy0rnZ;(QIA?N(GnE)8427 zM7*^IJ$4Z9Pe@X}qavJ`Y@=C$Z2hV^nR0tw&efnCf1tN%Q7o6zLwO*;xosD); zQ!vn4?z4oVrjqTp))5f%4LdUm2w_3Fef^xy#3a+rUtG0W!1xRLC;+%acQJ);xbr=@ z7!w$Hy_q5lZnUy?J8@&mocB_OipFa%z~}c28Ez@7%P=v!t%`wdGm|5VnC{8V0nsNf zZO~w@zt}V6Hn^`rNmh+nerw<-d#q@?CI;Psj7G)_x)_W+id}7o#6GX2IBKf?)q14N zu6X2gciIY6{b(i>(=dqFfW9=CU8QlqeoGYei$6pFS4>4NO>=TF;dkTZpN$@0IRC{{k9p)VO!R)(-`zAy;H@U?A%EUy0gCENU=E=o%MdDVU~?u{w=1iLK_EA2QZ_||Yd0?w^0jTX)}vt`-8 z&oOhlUYAf^o}eote-&cr#V`Nu^`gfd zqmlLhR$u&!pXwW~opecVUm`lqR}RIa_(584j&URmlHzO>V%lsE?3$ALfIo16wgDy{ z!!CG!W9Nhtg)FM3LN}j#U6ErS`%SBp`QZ6!d2>9XYt<7GFXLEhpgMyE zJo);k(}HOexi6NMh4USOqh=;rx}umR>weSrw2K9c;%Rhk@a)KCIR1TC$@)b*0q3@M zeui2T)JMxxSN@hr>#`NUkq5rw}c|OJP-4D_;@c( zS=aMSyVi)954BYe^E8`L-5ksn{(7bF42XI|LBC*%VY9dEJM4GO1c~0X2jK;4s!Z*J znmoa{d5do`R+u(oIF|7iSc4F${P`(4RH%pyINi*1EA#J7D^vT2vEL;LI7oL&pUE@d zt=2{~d%n`d)MxyR$EX120suys#FbwIdZj1di!qpq;SEDKhide?3mb15Q452|4lwLC zyBg1k9f0e2Q)EA}l%})7>myl;(+A6PYJHL{+9tH|EsC=-gdiCKcBX?&s!g48r2K}a zj|9}C^*GtbPZwT`mpI!U`gsKYWg;ppAG911${hL$83($%<)nG0`1LCF#rGn literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/944095bc-4bde-4e04-86e3-1ccc3e0b1c04.png b/docs/handson-cnn-tf/img/944095bc-4bde-4e04-86e3-1ccc3e0b1c04.png new file mode 100644 index 0000000000000000000000000000000000000000..11fc9d91aefcc3dc3542a2175c3ef7bf5823a31a GIT binary patch literal 41413 zcmb4K^-~@afff;KjHmlcPE?4 z>`o?|UZm*ngCIDxau-6T2!F<(%V1R<6;>T%v*5*fJQv(tb5;8I}3JMA;Dk>Tp8ag^U1_lNuCg$#8lsyzwk*d6u zxTe?Ig`s{}~Ixxk%dp$RQ`e()J`=jSi0X2AdW>sHh zE#E*e*l~Th%4elxdcygIk!SYO>MSEYolR4f1E!>GwYwGB5&7{v*vX`Gy|o zx{g~WK(h0X-xh>EO6^do>+kgwtap0x8qgR2``ysUuz?(dF~OwGLd%a=iTt?!o@Ok>TNv5SuQB6&DB@a z`bpcEw+X2=X)Y67Z|B{2A#CxEH!S#6SQ!wr)Y&xeuS-!fHzdC*CNjDw^ow3X@d{=dqv_!D`{kI$A>emK1WKrVzfra8)im8hsV`txqM3$6k5eb6TVD9NbR z-K#irms+3}4m70bsh_xev2Y7NSanjbH6%H30?urd5&6S^ zsa$5Z)Ui70JNe@lX$st?;Ya#^)UVUX{+J9I3$Zzt5O9g&J*KGiKR7JtSZxxZUe;Oq zUDX6?ACsu+%l~7J2gszj}{2_E56trP4A7iju3U?Ud@W z|F`nQB7}t%pAC>rR=)W^1|s&nOk&A7-v0=wRcIJ!{J{0*T4sjceM?k9d&WeDFDeYPDbGmg&&MkWam zw}6kAKl^vE7?Ihu67Jd(ExOzN-T(WK-LNCBc#>@2BJWnmswmRkd)?b=#R+@iCKq`Q zpbr7OgS=EC6Dou$aS}*-3r)gwH+VwD52{|X58MwBu1(y3#-36}b-KI6b?7 zKmYOvGdMIG7V{7&?u8R)8IJs8TXL>(94OaZ?+gEa~48q$G_)_Ub|3MT0=ui++J!$omI17fLz>C|SjE@819U z^MX!Y-qVN}?sYBd!p_+HUOF8_@zaFYn=`e%ga93tuOB|yf$oLe8~$HFjHuTw+o3aX zz|@+buGourt$IwBs<|foBM*h08QBngBUUl>F{nS~)Jj8BqR8y;GS9~y#v*>Q-|q*G zpdpueXDaCJaM{A=eb6OMl4p|xY8oAN8o)KI2ZI$P0Z9@Kr`)~I7*Nc|>)(k;C;CDW zzrUiW?DzH?oimDsL+|7Fo!>ytrtg>)2fwOz6UXPK5}c_yelZ1i>dRRcKxGA(1%8IV zQHU>GiTY!JPEk=GcD~Nb(SNt(KvEZ^e973Gmi&eS>8SJ8y+Ga<=5%RzeF8ClQa9bj zza5=&L1{SkE41WLGTJ^NRaON<$0z~XmFHZWRZ}{G;tLk>I+hQOO&$+B`bH2nD5Fnu zj78pFir&zAx%nT8e%cwAlnYD@QI*r%ac(N_5XTqD5$dA;ec=`ob*NuA>Un-K3ynT@ z-+ur4c|R4o9q@A3w-{J9ksw)vECNGy6{1eg!Jq4)H9S+VlE4q&EPghutZ4pA$Ms29 zzzZJom_9U^*0qz0h`XoIa_a5awI7|^`<6tNCb_|MUNyT|krW*hp*aaW&EfZ0XFF?1 zM2Db7oe;*9I~{-076@fw>9nIeb?!@u7OzfAhHy7v5r+V}=B>Awc~Kc8vg1sF1{W*+ z1NX8B3nZ00Hk$Vgp~xEW$xWnJbKj+kX4fW?v6`zbdT@+Sp>GEZAC#6C-yHf&h2qrq zL{jqU`tEuP0^mnrHEx1(yIF%P3evE{c1lJJH`i^|D1J%i4z0Jfe@XS{hK zGZ~-j%^Jx7?%S|ChAMtj$hv!#=*ji4$3{nF|I^)AD6*9$Z%hsaP!|R?ouFRmKJw1Y zvFV2&2Luv0{v5@%!1O0Ak%wOJ+~E6&|10Tt3Tlt@St{W;LT&0)<>+s(u(2F*+4LKl zY~|sM*&;#A^xg9}XRlw3Wc;lOpDm)szAGTO#B0pbrkd6lL~iX4cR7x;P;E>6kKZGB z$(5c}?t6d~`};3*s26Ef+~<;~!M-N3F54>P4#io=0B>873A5^AEWOy12fGH#;h%Hj z)jXdu$vbaepcjWWbEKC-)djj~pj?;k#1o^weNjrc>g`)IZN!w$!|8SawvBevdY|nr zTQ1C_nh+Km@Kdpbc51SO{^j8I?;(|bZPjIG1-#;7EVrO7-7L%(KEw6uz*lK0qj@T- z>Olh4O7-`l$WavTe_IaWe(u32|jSIl3djNXsBQv2?f z=ZeD6(Kw4p2^~QU@4JDDAma zTg+X?;9Tru9~0prcafM^x7z`x)16K<5RrSds0ns<_q!XbdWl+-ciuTX_=mM^t09A6 zyT&kS7=G(H`&5?M!G0>d1Tt>scn_A9S0H4=}P;q!TluZ9{wnYt3&juOXq19796IIqI+7kU#2+5*I%XXjo{M#04 z0a_!i3m7#;u2)o&J(P%hN8IU;ge^lgqfU^&1vvH1e3bHm;0LL6r7hWIrTR z_e1io(vzhfN?Rl1DBoLa4_Wp-9ohhY=ajqHhn#wB~&C zj>*YUYb*Z@A7s;Tsy+LA7n^LL{q%A`5u!e6ne`Pn+S~AY**a3>UT1ln>f{!E>1ON9 zfeu>pAh6(DmO@k9DR)+wo?1Zew{0B|o5{-|N1`}`$Thq~3 zk{#+3_|MJqz*nV_dBZ-p|6Gc8x=X!c^1P>UNV;>Rz+CsfO+v(6O=rI{96G|P;z=Vy zcW&xwEspmnj$qSX86L{q>o<~zR-T6FR&YUjE$Pr^|)@t>AdhTkCx#=z%s z|0bk(42SN-H4UNNE`SWP*6BXUUxCi&*{(}?fMmuDHG zzsc3d6y|S|zniVarKQrL;9BkDjm}v~E$N(E=_9OJUS@u$0N)afL~kv2;)17oy+gfmqttYwc`uG?d}HFnK&8V`~s= z>#NQ$5BIG9q-`x&)=hRYuevIjz`OQHmZHly2j#?DRuaS5kF^MCA z=@jbjB86^Ly>kU;TMPZsw+7~?KlZ5^d(a(g+D@OgEGy8{T)ch*=?7B_lHCKR)O|vc z+eYN=1$FQ1*b*MgoMmqXO()H@ND%F>d9RxV1zHqJb;PK%kCuH7n+Vxq zK0MEk*~>_ATgqIkin_EzZ_w2d>&hrOmQ)ymrm6>tDA~JI`8)Q{_NkslluRRB;04^` zDq(>nOE*Xu0ZW`QOhQdo1JJUyPwe!KgyO9v9BB)1*_DtjfEYsiYE)9$tYmJXtNEZMe^7Jjjzxi!OihBk>Sm1VnQjjjXw7Xa_aO<@1P{_+I zf+7s5n>(}fb?7M>-DY3|d*tJCsHNP8v#`x{&VMz|-FM0oaKBkK^4Zo#uE1#sU|8=4 zUukg^I)8HOWe$^JF{JNI=-xRJNT$M%O*M7uDchZEy7Qb{QSc~HI;X&F&beQN>9Z_{!TW5t_|J~uJv=& z4y^3Z!x^T$aaic>iq#5NON8AB(Nx?#q^=Skm>e{(RzQXa`p*ZYz|jX*5TmR=+G-4Y za7UtgL8YD;1{J$?`^}1Z1fQLvCk7?~K)10h(7Rp2s4W=AN>A}y9_djZ^!f($*WM9{ zjaT=cq2=nZ2a{;)qNt<`;oima#9#D{DaB=6xsovSp(n2Xj zQnCNSKS8VNymmBj-Tsi%;xI!kB1D9UsH-YH2uvn9(#Ii!@BbYoSVJ~dh~W1foJ!uo z+}8sHD+30M7@6tj_{f9q0H}lPVae~QiwrVdD4quRa;_r)Ou-8>;_OnUlli8M4k7-GY4>veLErb1_D0H zqI?p<4D(mApF=|yKV~T#{wN8XzpnFli)OvZ3X+)O#T*nk*RNawEWSM4ZAt{nX6NQt za=LN!LK+v{m_9>U2TcLLb-!17tc+bNVM61;otqlqZ4jHbAgN}THDfDM;%^;Ot$&tH z2pMm6eXBEuwLbM$Kw!uA`OSKXEc&~cS1iwZF1^KX?%T`d@#99LZd?4P_@kHsJ@NM$ zNhQ?SQNeryxwM9oyo$;BxJ}bL)CIfo;&_TJYpV6_jMo)<{Sjbs)daeZd~DX`Q^dpY zZ+HNqJehZ5aH;HH(c}E3OK1{uxu z%kS#4WK5w&5*~|OUd`PSxGQ7;n%atSNrdVE&o(WeShu3MxhA@|mKxhAo1x&Puh{;# z%~~JB2(yHwRmr6QxkmUMDNbdN_hS2@@KVc`CDWD)l>Eb3JwV(7$+gTyV&=!=?m#U? z_jCH&QV(4g`>R1m?H9!n^~mFOo!$313#~{9%%$P+sz{(!_z#!719~MTkghAg8ygkp$#F(+XD@mODhA8`Ds?0|H&`4NG7Reu8j~zm}`r^1n_Vh1bTzkQtq=3XQ7(UboxXTc1|3Jq8t#(a}L z2hyWtlWa}}4&`vGBqG<2=@~@lC-rE4G_ECAd#8_{yBg9odC;5mSXGK0Mq;{@UerF? zZzM9wtA#5(X?C39*yKg`Xgxf;WiD=@r1dgnXM^R(W|clTv!W@FuqkP>7$%T791A zcM}n6!5(uuRgIp#u~!C{n%mwb2qz446BTI%c!OXp1z^L7xcau0|A3LFHvJlpW}i9c z?lKgf=5mZRomL$ftzv{~kh>T?V(&KWK9aSW>*?H?K4BBL`gi7p0_SZJoX`Nd1+v&= z&8B@4U6*9dDyJ<3l!u!0n54lF#XM$gX@`mxzXaY?bI4NqWEcXjAPs>5in|7bn)HgF z8kxEkhC-``W>)rWwP}moOc&$)I;!NVLl$ErZy=PZf?s>U%YA~`H|KzS6!zx+uV332 zQ*GG-b>yp|g3FJ+VbB~EHf6v37ZI9&Ibi}>uzCH?Whs#;Uid7z(WsC}<+x#9wXC${ zp-IM1ui)v*zoy~+1C%7CBO(*n^CBOf6%}sR_&IHp|M`6edX79Gvw6mNS4_BaSq~XK zl*7NHv=Y*GQe4wq)cbM3KN6i$Ug5p629)fj@rBG%ppfKO5x=@beRD&%a+Tzh!tRjv zxh$Js4X4e=PSpgB_p*F+d{TVQ@F^hPtcM^oEpqiuD$Rt+(6CsH2_Q(Klq&qv+Rha( zk8CZ13iOx3y*;$C-HKLScn4Q9R+Q-&Q>98hQ!kIw*e`r-HZvx|3Gq57I1|^qGm|%{ zE`-5-*T-DA$&h9c$JrN@#$j5xK>ki2rSLe%YlJZ zs1nUbLc5duus@X9*w&K^aJxjK*SIW-wlO^vi3QYW;h1n>V(?o)O-yRDtVF5ob$g{l>p|Dqel|Luk^8y#h-kar9by%fN z?Fm9_`v`fypm*-&lzFpUq5&@cqJ*Q-#L<@`4HC51ad+qBbK&I}jGWWeQ^bnQb-KD_ z=PJh3n>N=3pg~OKH!LO|&ka4rl!P^(^1+LcmUrcXPf|<7xd% zw+F@cfUG%WQs+j$qEO3B5RvNX4+JaV2Zd{i08ALgmXbjD;q126ylg0{#^JgxuDB_IVbbm{WdWlZQ4uAX>EzDW|b+%Nn6hbq2guq z523LexmMT)x~F;n#ZGi@E9$hjj?hY7awf^hDzwu?1PS=RXder*4vuG?{939G#x*%g z`pj9ZfLMb__GH)c%uL1WhL|x9@o89+T4j4cNO4o)e?EQwy>8+Zkz=D_?;QGu>#oYm zqKPUjSP)U^d!Z$GmtAJ+xv(Y3l@N?4Mz&4{Ei(K9=QJk_pr69i6f*U5NyraDs;MG| z`dFosPW9$o@#_aV9#`!!C9a7N_m^KXftil9o?F_zIBAgFik4f_f#Uxp+Ke646`-WL zldSI6uTubRhw#Uqljzq)NgzfMgsekE4HsB3(@Ej{AKwncqWi%hbq%3phmO zqWnA6`%wQwWAUx>af&|d${rR)*{ik%E7~IfY4$u;D;2o#esrM`!UpvcwtN58>_cB7bW|BPwA9a^MchptXyiTzET(yDILQDI* zL89XMJ)iV=h2NJ2(x^AkXnpQtI!`ca4B*F$$I(kKzqL_qFA%ROuh`kVjYWNL%A*GH zF}eEA!caLHTjI~n9i8RLam_490fvuJprGd^75eazukT89Hs&6cqx6j;03No=R^r2` z3#1cb(>{n{0e%ezV-61~qIOrOrs}NlAB@0qMBQ&}69We=)fYQoSAl52?jB%AA9pJW z9H)USMwuKL_=Bf%Ro|8OGm-Swe6l>0nh(z-ldcK&E1;nVRVjKe(G)Zu_!@mE=qGsw ze)xeer8RqJgpIGmnVKUzYUly6S$!MCawGDLH~VmP4b*uQrDxcGlI(CrfqOixwA~6& ztT@3yYu$X=fpvn%6(>RejxMPY6|iangE-Jn3Ea`j0t37X^uZ*UXVYu!bgD}5xmwDNJL|=}$h2PZYPUNSrJ4TS->E9atjUuq z|MN6>^X{oK2>DG~KEss<6QpHttjy+V2KjZ6d==_1%54;9TQ-Ei;BXS}=a=%usF*&M z+cGB(EoDK{)}Yl|_`0rKC+&_!+rMBQ7j#o3Bm9~U5mqIAhv}^nIPKD5opztRd*Vi( z6<@cWLtFEi)-C6LW_STzx)?rwr7xaPDoMluoZ@5ZUp`cGq^iDUW%CK$!<-ZrmDFdb zk6Csw)*>bE{V?~>EtnJCnhBEwCTmN5IpC;a z9w|DQ;Uy7&3E{`w3LAQAbPz)~G8Z;ErlKEmgd%wlFIuBpZoR`VgJpq`QJk_+^W9_K ztQ-`|-fxHA50lKDac zH&ATSScyfwz&f9U*#kctkir}M6hV1HG8gGm7E;*>&lMaFwy-AF5U7^yn*DWL4EIP% zciqi{qoFD;`_x+OZ{+u@rtXdvDB3;MM76?aA6>K+4$eTZZ0DU0<8n9|%9eBQ_CwL4 z1mx!L%~dAhg|4Oc)_(m;ww*^mUcJ6c^dsSvv-3GAVCPGowcwb~(R9sxAf8p(@g+_nTH72kw#ITLnWHDpVzb1IM)W_8L74p z$hN)^d-5pu<%^PNs&Ns64JT)>Md6zaQhNamGtCQ=<+>yX}-_3fMGmYJ5U!o#qjw+MM1{yF7^A-d-uHT zxTdKWGuK?whJ9vHm-D`kGWp38rd!T(p|J5OPiA6-p1y?Ltz_|PeE3)Ka=gUg$Lq#n zWG;uv$^C5%;2BSa_j)F$gE`K#n6|s++K40=*^Jw8uuXX%-b~&cb?GYi*DQ#ViFNmj8|k{GvjPkXEPBaM$kU3HGT6lV0X~>$Mnl{)OPGJDwv#X znpB$PCI!A{r^&Tp;4ie&V;XG8I|vDUxet;#!c4stn49EtOz!J2Ov+5EkQtj}E{8Qd zz}y~vz(iB}_~^kra$Cx>IWrsq{>TGQ42oQS!D-{QD&irwH!WZAdPUTbDp_@e4Vv^1 zeal)!p8LE(^5hpZ?Q+9C3IHi+^dJIPJVFb#tir&*dV$TxG9>0##t#Bq=sLGAxFZ(h z_jB^q>zD|l2JSYp@TjSd+iqGpxhq8_-$^5xwGOURVN*dx6DRJQ1N||rHnV5ZiI{6H`-iGga!7-b%%*LZ>Ra%dw76Mxnvfmo6iZG0ZqgU-l? zA`;lQ(30W zVt1LZwXd1Ko~3V_X>HWD#Chvm?7YA48FTNo6iA;y$hNjiLg31atoHVoUP_0gYmL2q z-%nJzEN-tRbTNqE#NZ%1EaR8FXXhhS_%F_lx5186g~HR_-=$ncxNBJo(xcWmAlS>@ z76O*~JW`EI8S$d5kkCW>9V7jElX-sC7>lW^fuX6}@6*A>oLei;C6vLeCT znr~a+42Bpj)2Iz;!+upe!&tQ2L7@^VgQReXM~x2d&LpvLhSE6~nP6P5k+3*bkOAj; z_;bNwbYeFC5vn@gn-&#v#j~I%&*`LU!zb_dj3%yhJUnldAW1}$_%4mCXwFn85TGb- zGXlIJ`#sRJZ6{XvKYm@6PJ5Aw2rdmz1+^M|-fo}QaxH4Yr>*@UNaqXvm~O8`l%Z!| zsCL)140MYkHm`@iQiR+SY_}TOA2Lu?h^1s7js8`pT_u8XQb=HXHKV@A+rZfsdCj$e zpmo^II}E^cgL|6+Dq#*~BhN=w-BQm(GkF^@y)QCMOfk5K0005j^3tljy))>jdlxNu zDxr$b8?~JRi7H$I_mr_8wwYo4RS3{T)>K!@RtWjqTaA#qBB4mJc; zMVMm3Y4EVqRhS0^V$i@w<9)@l-%Bh67Yn<#xI-hH1IDUKy}q_P;g{2?926O%ws;;+ zQE5%5J?tELKlF2Re&DYmUkk8fSBbNyLg6~h2q6F)=@1VnzWR#%SJ5JBEW*&fOxw3^ z>RM~bz_rVKwQD{l&UvMg1m`|gTw;~<@Rc}ZLoH&0@6$IFMxzXj4yREHCAYQyvFit( zEuhu2{2`}!6fa_-Xm-P{Ei!U0_8>MHN$_NeOg_(<^`G(OCsfiJ)kPi^5VBKxmDVckGjzPh%kY$H+I*Q_5uXrCBUrGR{*}NMv-oq(y64J>O8~NKZ6FE6NI=3{Hi2c_v{G zI0*_KyIO!NuhtCk$T8uwC?rRx4rU-80YW$wlwG6p_AClpM1z8XH@(pUDMU{E{i=Vu zYN-zt2I;Lzis6U<6Q0wiDHSIWW1g(%gT?{w5?QJP;v|Sap-;Gerd6myt6-7m>M^=} zrYkQJ4*1Hife)Ayx>Sw6n2}?=rWAe8c8Z_;*95*@S z&oaHYo4vJs`{;v%jQu-|x(E&#;x0y6p3?G71MVtRs%*cBj^3)ya!vdA(~WzxTG4bs zT*7(!f(e(Jr2sS+4-QVnlv@qQ!o95#CRbh?pA$nC14Z>JFG=wiPW4@$%FcIM!K|BJ zI8tbBGkfl}!uU#J+AFn+>`ngZL=JDE<==G*L@Iv_gw`4m$`)sC7C(!S0aSC5?5Qbs zC@pN2ZI$bM)T&QEDt=*|cTUtX8FqygMqPgW><{f(B#T9He?T-(CL=)P#Pzz(=1s+P z4Ro9V`tvSKJiisM0|K?P#N|7mHs%5;VWx`f{&K z)@oasU7U&kK-P8W&t%K;gh+#3)@IXrrxnjYDKVC0z;X>TW#<7*G4?6xecA4jZ$`~rs~8Y(2X2%1hGZawNy zGFw_)9Tf2^bw)(^k!vcIUJ=A$%*4f-eRm&p%U_-eZ$_NN(Sad2wv$afbs8If3a$R` zxpvHX0pk-=}2MuWIk3{}?Its}omRTu3sD>FKRT_X<~7Uv<^Rt;ds3807> z}46#x-G0FXnz7Prnc@(W%9_^XUXSB_p^M#N9_x7!kVrBP9U0F8v#MJ}J2!fH| z<4ku;g@}e!3aldOruzdmR&n_&^HJPX@pJRYBbI)$%>xwoe&7PX|66I~?Mq#JnF0m@ zQm3TSMxq|$yHL5PM#EfEqJjy4RN$K5ecvVFm)6zK(lQy0ke?!SbWUt#a@T39PgqqO zIPgO)PKWvh4QjS4{^fE(Gy=*pIrIa)cwe$??BKM|7h_`-8_%Y&NNbs@RgW7qnkHkZ zM>eRf7Q$nSm43~~t3O*Hp1Lj^2b@>IU@CJgTQ6y z84RWrr`wPw0TQQXT6r2gg2k z=Q!M==sg|`{Ax4-Ah+nq04MIFBgs$TvLuJvjS(S=dbP)&>L!?l*Utcxyy4*N?q{u~ z+pTJXm=y^iKF`qoBopIDypHPCpl#G)Unn6;ExZ@9P{rREIwh_$WTR52e5Mi zOjl`#qgBU@50tky!lK<$D=&q64&dVoN_e9jx9W$LU_|IpU5BH zqU`m%&4?}pZz1ibqXQwYRh*qj_)$f$<{tP9_&?DxTavUJoEBsyXjgu%dEYb<4y7TR zd-0}Hvs<5i7^mTEJTkU5TZthR$JiNWSuaAC?md*>vq-nVNa3mfJ%@L(;6Y6x=oaUO z!X#{{+avhqwh?L$8uFdaoAoqaTTZ6k)}LNXHf__PaK+yqUULMaqbCNW79%s3@t)nc z!%Ru#IQq6zWU-!09csl$^nJ)+8-8tAD?HFb~343U%#xFysCA z_fS%geJ~1oZd=o*00EG{2w`9NH6&={88I7qjMVI4HX6J24*`J0%#Hp6GwA((Yt`LJ z$co~+rZ+&BBe+npcH8WDzGelTx{8U34@z^Qw8F}8;F5x&f$X@U5p76mdtPTXd^O0x z!ML@52-~?(W@?F$gVFFvcHp&L99~gwZ`Ow4Xsu1rGnHLHE0U`ABaM)@6!HvODy)s{ z%D)EEbQ$pPUapV|<7)ogE3%=2<(!Xq33?f%JDCGo- z`5A|{e>{|PtoLwLjJ7R(s3uESfvXo;3}Y*^1>qqK2{T75d3N}Ho4+mz?I#q zmyPn&ZtJPOtXyzAtnMRAzgbC^4MwFD54%O-A$0cfIxJUkc8d{T?>;V%ldo(}G+i7^ z)w<}qcM6L2Wa(gmPZ1o4skbkV)j9K?#9h|U3T%}8QZAS+FwEheM%g9F4JhXOpCCH9| zy1993&;3N0Krn(?VaTW{`Pq}9MtsN0U2P4pi2ZCI__QxFQtme2xYtj~7mr1SUH z=${$;=S`}QIf6CyEjBPc25yIms~t%8#`Fmd+PIVPjI~j7t6p6~07AD$z93|wrTOh& zYd8DkW56-FoUw{Sc}p0$5fU9Lz$P?DKKPJ>>#@Oev%V;3-1h??&@C5Qix@e#DG1o-5DTru8MdLB*Kl9tD}E{tbGtTfUljU~GphcC#_NgHDskHCvra;z z`h2!6AO7m~1ceTXrxU!r^@hJ`GSy@4QjKcaB@0$-dv(p#bnf!yT1eqq5FyYg(f~mm zhJZVPL?gg;qkllvI(j{L8G*fT=QO!Ii`k4ZeZ%#%$F8du3m#rrW#eO1?f&W}niS{3 zEK)&GA(~=#UiMV3(NNyWSqtc+I>2xzf!zBBN!th*5Z5{e;Sj5nfxaRvRANBpooh}f z(FGd}nDU)3wIoSW8YgP9BX~_{XvjGV5AH^kTL-Wne+a`kBj!YhL}R6z15CLbcw@3N zTT5{*RTh>n(&keuE-q6ab^mHp!j`VuhW}#x! zDUbQ&;kVwhQ}aKd7ZxRTVzZZsb!B&+L}B&vDJe9FK-O<3G}ua9>x;5HxI5*P}818`OHE)ZFUqA{9WuX z8d8N#Rd6&3v!U(Q%_3B)NV4}JN>Rz7vgZU6o2a9{4*F-coFi1}(PW4BD*?m5g8n@8 zTod?ax6PY7^_XhK2Sx)y_Tc?$>gw})QYasK&P}XtK%mpXP3BkP1*eJA*ilGS&MHF-Q#H(@lIOh2kaoJE6*BC z&+E+dfSxD@Jb0i2OviTF{?{XjOM?Zo|QeT={eWy)(-@ zmHXVI6MA+fI0(SbHR}W#M`{eAt4Yw|VyAf7teAJ)4f;gjXwlvtNzv}RI+L|e z?O%ytpNxO@wBOnZ zaao|~t@_TUxJx>2`&CMJZwwj`sebEAQyIWYFA26xoytrLP*6}78n`DR?^HSk70=A& zL903PR%R<}HZGv)XKPCo(GEd16hD=2Nzz_zz<&WYYRapIo8io%c-5Q)FB$(3g~^JW zOgm7)dMKL28+m>2D9L6h=UlKv;%eK-$)x=kY>oY8tZEu)Tud@9Hp;^k1y~i|DbeU0 zjDcUQ{Yy31l3M3YNchrAZA$14ORmX>l?^x>EwuSV@yD}Rw@16BUf}wS7yoOy(qi+p zDn9$uF~zIp=zZwckw=m7g@ibD+jK5gD_TTy3RQs5sar_XI>d^hts{7P&tM_)js64C zx=|Gow%g`sQo6`b_>>gRDp#pJZ|l^eYgXX$Gx6}(68332ThxX zF?dn#51N2MhpehO`+J3;^_QOL+B@$389&wrFk%d;)Yv7S8;QL9C_-sY2zZV5)Yui) zV*Ct+!X1)QaU_4f98eb_i$MVqnRcrjOO~#U!m>Z2M;v-~Ll|w+%Ln2{+!C z+r>zHD5S;x}(H zF7$|Oo<=Xi5^3wACi2#Aq`C1j2g(20G3Ka+R(Oo4Q-=lmkiUjZ7cBE=c*RbP0+mLdpeYXXfhVA$BE$7^C_Tt^s z@2vevwfkzmX79W!JFSo{#a2T@su}`ai&xB#m!V|XVt;X*%=a?-dlA{p|XOGeL?Er?|K^y}e*oz7;qPIpk*KoSF)>qp;68uvQU@8AFxA zPPi_#LWh1lVWx<7Q=`&Xq>t-n-NNE6q z0L>s5(cN62v7rzKG6YC>#>LBHx;BL)Wp<*((xAb&YC|@1RZ^rYI<&8+9wD!sN_L)g zOX#bbck^U!Ea)(svU22a;e6r#CC8p~fy{$a{@x#vfUG@7%i`ZC*16HiR+V1R*Vs`$ zO!qESL7f#9iWGrM-id`HN~dz%N?9=zQ5xJnUH>x5YN9Qn>qNc*?6dZ|Oa}@J#efEn z`Ct4WF71eiuwe3g>RD@H#h&wu-S_Dl$W}>x{;9 zF8?FvsN|AeV~nX*zaLD+j&9Wu?@9fVdzz4a^1y$dpUYD$G&4wEoYexb_AR_0*@5d> zvUhR&QL-6QdCyqL`R@;_n+QGh(lbnLV()~hG&ib!`r1#1MA+Q;)QMyer~d|j)zTk> zj2l#^MX&kDs1;ZvZ3-Z$*rjCI?#)EL_ij@`PgOrrrSC61HJDBTh%uVTVFpc`h3%Ji zGR%n)jKnqfSvDU$ddhZ;w^!oT1it=l74duX=d2W1{whQEwPGU@Oo^1c)ahML*a!5= zu_5B3!nscU5-;ySZK%rkJfzdvK_w+wr$p}=a+vj>>UX^1D#Q|BZq>YO92fnVRdEz3 z08??{>F8gXTW&wOx2K-ZyoDu1>MSwG#d44k!Zxc@yV8mUYX z&WTVcaQ%x8V_H-e8lS0ff&Uj6x|qVs=5~{Ay1oUNHZ^8~d;~&F`4DCzKaE!N*7G(n z4PvHr0GJT7XBADb)Gy1_&!~#$E<6Qpo-?FzzaTM))P(#OEL24)8{%vvce0>a86|1i9&AXfcOzDgK!lTH|%c4WO$<%!)3jewy!V3Mqq}x2k>E!Z7 zfs!P)3^-rLa$gIBD%$33oZe&z22=AgRr4Zh-XLZI_XQ42TVfwo)#~so21I*Dt9d9_ zK~Xz#8HrzdG`KWB#1-7=Dd9$-7AjcEg9!e@&G%|#h@{pG+I_*8KxH5cC^-t#y($00 zgNgd4YhZfZzZ9Eo{+E(b6pKft`mXVj`#wjxR*pn8+4me7(Dk&F=<`2NdJ{+MvhpVK zzFt`gi2#q8n~Z1LaBp5b-T?v3gnJZ7sC}%!G^}=Gq8W7qz=U#QUuu3mscn?3q;o1p zVgTG&mMP{lGg6XvKzf|MTL^$BH8R9G8|hT$l2)nmo8dA4l!CZm^5HQ6}X8LZKt&-(i)!_-Ry8Zn3&ihaER1F&}n`j zHBV|U>agGp*#hA-z$xs^+t$-a;55a>>_07_YG_BI$g2s>xrU%PWw0SqTg7e zE><%zc?PP=UdsI5$8!*!_ZywHv&0kfiFL2i2c_^0L z?ZjUJeZUs=8{WF&I-W!6c9IWZv^DJu zzM_IXt_~x#Jf-gHAYZOHr3;)p#!)8@3Oz3agUd~KP=KqvT{*y}yONq9k5vZ~BcwI? z#>U;acL9@XGZ8r5U(G|NDipPY3|U(}caa|Ww+nHQ{2dWSlaR8?p)QXSWEuAIC<39R znt#SFMgeZTqVX;hKSr!bHDG#2%4||ql`NmeXnFD>+1Oy_(%v;3s{LWXyb@JQu|G7$ zFulmqDLEQLv6yi0IvP&EOo_@&Ko>48iBOA|dcfol0Mo-wY^LrE2-hUWFq)LI`Lh?A z);ilI0Y93HxDVXeLAczdoh6^aUGmtiBoh>KW{R_MMwLAH<>hpFtO&Du@dE}-dsW&P z!SwrIYQwLiB0esLC?`T&6+)#Hdoo|eiw67l>Ur`7q42^@g&mtNbr~8M!yhddYgh7JobUIybU^DgQ=1tVu%EbGDaWA`rd%^WDVXL;N|_3>@Q7}{6l8A1^JWrf0>Te&0n2t-E7=i!oL3!B<+6G_KJub- zE-F!AS7u9x2l^0Gyn&7?Le24*@@Fi|*R)w~o5COZ0AX~c5cZpMJA z*P90~mE?phiJk6LO=J0v?|tCR_8wF4=^Y3Zb)i?3RkuRkG)Sx~MW3$%?L`tz&pnpn zHi!N$5p|IBkLL}tUG(MY%+vy=QW@xeG$gs9er={$v5RTI#t_uCUAKE&vjPy0^GzlP zRghVH*YJLX@j?!@^N5-9gRexPGt=Yh%vPj< zX|~HW5ngLgfy<&VmCeX}fPgYJ8>x`xnzIyg!(IMA$Mr8eR(jiX{UDsC*XViFX3E=a zCKqiprC2Z}A}w!t;rSp31b-@Eqilqt&w}akrYaV%Ea{+m zeRJOGNBFnV9*9Jg1;z6;pupjGQMoC@<0Y}qOi-lWw3%Xewa`7E;nQ%ZDcw~5gy481 zxC)vkS7-Zvb<^P}eEz#VYLSxdq`7|LaVpV*aGG8fYI5swCIw7`n8`P5uRTxn4&`=g7r84_F0YxAgyre)hWANm z`x@wvBpyeq;+T7I#n22FkRuZxXy3X4!!5_Cc{gLGp4>d8E%^~WI@V(u-lAs;+kMvE z&7X7c+hnIJ1Dz_Bmh2tNdkY$4%%ysOK0tao!sAq2#3Lifq^u(-9DX4t25;Urt~FMP zhT-1Ev%mXG(}hcq3*q{`7oVU;Yu@Z@Qq9P?ZMX1qaT>DIa!hualZ_ z&}k~G#3XdXm?s?Y$bW+N+|QVu&Di0xA`e7w2OpiH+?3Vui$L&P2NU>Q3mr^TnKLHs z5Y<5*V?`FnV!DQtk@G}rGVigi_I18$SUEnQ1 z5GXZ|LI4k@tWxoWW;NqZh^2DEdNd+$H5K&l@Gj#AS>YSA>9VQMw3eHN z2ZK8fz)6mkJ`;5mbA3Wz3E3+nRxUkG(jCscE(MTMI zp5@KX>lDLWCG-;dXbGnyfhHzjaMxgbcXA4*o7hY#o|$eGXX;h+3db1=riRU1@V)gM z);+Z}y0VQ8_nTS@_aM;!gz_gtY#59P+_F4YP2XlLd7XMq6tWzb`JB1+hAK}i&Qzgk z>pRWNdZzmxhHUff7)tlTg?S662QwBQSGD)Ntc(r~CuMt>F}GeQJPFZ3(epy=E|2!+ zZMWN7*i4w*JUY!&{<0OMEsqCN+%unPrjQI;&C468i22WE^Fzuk6VISlyM~50hCEPO ze6(P9D3OSpy~Bbjc2)r$aUmTIU~?R3(Ybt&={U(6>&&#}aoh5*%~@93W`bDj(wlu& zthF)Q#nK};;Re6glAiFO>D_bVBt>X6>#?9?$ztoke5{>2FUO#|+XcH5jf?xb%;e{T z!4&MzFZ(ljb9!<8<$SyyTL;d&I9Lbuk0^1HXZDe~_pwFd+rVPIlm>?oM&&Xdt!*3+2Y zVDoX#BVXK-ZQ{Q(+h8yiguY?QcnW~TCp0pVR*$p~bLT}X6z9&h`|X{!o6}g=xIYj~ ztNlJcj|WpcU~(Ydo0rt>oEcY|!pRy$KFcODh{t-j>Ic)PJQ|-|GrLCGN#PT^7j7H{ znj#8=YTzo()V?7j8&*x+RjS2kAE_Zs{v&c-A82EFX97E%;-1_}bi;GfZG<1?K^F0;J&NyqoS6 zM<@LaOYY&odKQ}6YNS>mbO;HVmWTJpjdnoP!F1k_x0zN+lH49l3&?!aUM%u~rWq*Y z;B=bqT8QqPW_vgX_nfo|vgv`d+C1AS3L*CK${O9lfV?M{_;=20IH zB!B(I7;D8kx`u1>wS4r@VDc5$3~wbdUtEzCM}rFx%1vC>$r^B7XeuZSXwJuU=(QmJ~k(99Gx8JAk}(_B#`N31E+@(m--07atJIPW#?ne;hA$5roz zzHL_RQjr^U8J`p9g!KNe;KOGZPIOw+PI96XbcSY=!6Kysp=%c*L-jVyG}xOL6Et1J zOn5a9Ym`q}vY49D5cA*(wVhaG@Nz{@>WR3A3YbcCm-b}2YX}M2Zl`MDJ#x4>y)I9N z9uN-_SAhUiQa71g7-gC72QZWJf#tl4#rR#FQCA)`Y;rFA*@94akF4hlY#5BDXPnek zbvj=4sCoG<)I4~b;WpFx3T7G>VB)O0e8w3Wqyk52+jlap5mQhWlw!8;(7ffIt6CWk9_l?It60XdkE zKU=J;505LJD1y{uX1=j6JKprH!2 zKBRFnKZwqhB^dj`wZ|?gq`FS&*2AJR4r{@y3!Sq|#JjMWM)w1WRA(M1C29iv#l3sc zMu15=PbwfWRG`6>SKd5nGlf@(D6V{K zYE?r&n*g72Msi1MpwqfDZ}Xkz7vBaFOiU1HK%$=mA7|Phs?2ZE7&gwX5K(MbAlX%n z3T%uFd|Y8ox>hjt&AqLd>1s7^I5Vx+17ccDX2N3$n>7|oDaVIGf~04x7DIMFBc=EX zQ(3gZo)>(#T%X)QtOu@emwNrdYzM=Qz>C#vHa?h|0)0F*3)-e4$n;JD69CDNPxbqZ z&wvPAp_k5|_|-)_){T}wGsPAiU=mHK5z8}zY1KKeq zO!RB$-Nt<~rK*OIqUT1*ulrQw%4Q0i z$>rC9shgJOdebeqtGm%)$`ZtUrk6eWKfz4C=dK4d`KmEfc32P4@&+~T=hvN<70`AC zJBJPZNthFEdbmP{#ytEnI|kB8=nW_i3^Tp1H=ynN6YdhfqJIIoF`mv$@82p7RbJ>f z6AGluQ}fr*l45+;_(axBh}^u%dVU!F=ocz1Gw|wMGI3j)dh8WyULP&hz;u4upO2%# zlwhE!Gn40DWiz?Z@ejRlBW36(5Vdu1+H`R8f>B!re}+49{NrUPc`x1~OH5N)gEJoK zA0e-trfbasog8SSlH+J(j;p{!ZE~PmWLutqk(M;4XR>aZH+i*x2qFQ2#jVGXfB4Jj zq(XYS3pTa=AmU6l*El%*F41@g#Jk?3sWH>}ydTd@F^ZXVn`yJ&3?P?=%`^l{xa-Q* zltfrFYbNgtCUmJNoi2zPI9`UzNp=_BxSsWc2+=?7t_~VCK_8-m%jMBQCe9c29uRMp z#{I-b%JwG_XKH|!wdKO@OGyRP-9bH*MxyXR1|013ZjLq6gn1G^A z!MIXTTXta{`SFPWWz(AS$dcwklB6OuD?4*?R~`|J!H}TswP4!E=PQ^g%Q6fzofT$s zuVN-=P>>3B&qON&v6+t^>m@)1DDxOOzd9t91yHK5qFJ0K1ndaudhiHp+F&pOu@W7G|?nrAAWXh+l7l#!!$Q1 z<5LmEnn-0kQ7@)G%p);*W;-mH#wZ?jn~9)lyv>xwG0FkKnF+$m1Mq(aAj#iV^o|E@ z2MP*sQd^3oMJ?g3j~%a% z(P|B8se9>+&&?a5=AEx&CZq#`$-8u!V!=c-yc>WCA+@ENAx#2SKMPFdIRV3(OCy7( z-|j~Kp8cSEPR->^^q_eYOPHo|bhKu{D1qQ*N;kggu8=|h?1~x&J!s3ldHzXBCwi1| zrlhVlS6w(u^krqC@tppBA>>zKz|yv zuPW&Tq!}bi$INjRn3%-S;4KPTo`I_%<)H#DN*IQmHgnbD2g{p1d3cSv|q_Py5Xfh@y zPr+15FuC|NZ17aqzyz0mjRMnPo5@j_39ytFTbRZ+^yBvGd0E31A-WsRjv-v33wxW? zppY0_k2c4V%M>M;*05CWA4&re^8ulL(Gw2{mN%b+d_^wN+)y0&U8c`xDo+$lm)dS> z$%3fs8Ypi-)H3jvCMIv-ylrGqt)oBu@RS)D^TmXUmYDCCEBepOc6k3tG8RlKGr8EX zkCB-WF;vByH^63E>&&zq$xM9-)mpnbC2iEr*YiV?a~C-gThQ^VW*oFM#jaPGi=kw! zb$xPFG$X_<6pCsB$YXX2?f;)KK+bkoI3Soz)jbfuE8aYys)vArsTNYwXOdw&5b7*n zr-*3e%`QD^_jK_fJwL>WRc@~sO`>Q!^8*7w5`T) z>eaFBYO97|3d=yM%jukZ+lg*2{pd^(;f$eC?UCnaahM7-Y+};)U|-8y>dZ;#x<4(aCK=emq*U_ejvr#!~8_ zKtZK&0)m=Vvgf~|oF3YU)k>ByPv#7LQ0)ys*00p%YVl`K|cruB6;)7r(@OlN5`y>`&H=X7er_Lw9S z_$pboxCpP(d^q*RE7YM^T1+-QKvLd9af=}Wt`aJ=!_hq8kS>`(mPXy!HQfctyJl`4 zwV6&;N7qtw+|_*n7!@f{{5_Cun6JIkKnk5*o>iSaWScDA02oNs(o z8gt!d+PFg!bm}$}O3f2ClaKPGyPMN?6X#-V=a_;k2dOtS#t|o)bBU{@eBvGWpf4!h zzJ@ai&e<;KijEY6y;g7aGzooi$-4H_o?%lKUAdwn2!7bpT;Uu->P*|mtdb%O{f&>_ zpSLbPN0mk7Rjqjotofz<;)DT|z8}rcV+~)X{xPnbn<)Rtr~;cg@PuYFVbwg7&4gC- zQkF1*i1E(11Wl0imo0AsrmkCGH>g0)Rd=&w4u*{Hw67JFc8&#CryNT-%u4D4OH|FH zR|P4RXQKmHR@4TV(vn@)_T{Q_ris>TTq=Bz>OXwtS0qO9)Ni+GEJU|6N)|O0uvaNp zzg@83O5YE@I*H&9=n8^oOt^$4*8P^w;yWc5{RceypoG$|*0>h>j*Qe!?tHX+yb~LeP4S&zd(SE4v zl6$76d6jD%y7()lT+naWAK?nqnvz}E_U=>}W>UL5WQ#nhf=iR>^5wwB?#PEt8gGAN z{{uK61T&>%4fsKszfFNb`3Cia6*HkKHe47Z5a&sraL^`KGE=Lkz;G)vm*Bg;n-?K?M9E;ZXdX7{G<+uR;-S|IDNFQJ#(TFHG6SX^*zI1 z`=G)k``D8sr=rPHOhohQM}+WqjuS|VH!med6VhDLn8}CWD}+$d%*1;@pd1kM4cJUc zCYUL?nweUntCuH}oh(Jv+*?f6kP$W&anV$vls*w!HuZ;`F%!*SKsp;W7xd&vuk36^ z?-4DDI9#Ek@O##nX`98XI4;yNGqI`;m+2Z~eL8KvbCx+ze|6DlNL!*WeIi~=&Wi^I zm$i}b3DT=^g{lk=2w^j&W0@&k<}WYXmn~k+<7594gqpVnHIHEFcFg2V4V^I_jq)mx zA->5A0BcUH?*q4BCsmKQ-Z^~|FA|)yg12y8X#Te@XQMt^le{IZ{$=%m@N8ai%}wAB zQ}0gn?j_!Cf7Yh0&+=ZKxqCxYs0Dm)rcVp$rwJXb-%admpd@9m<0+Rq;1mG&Q};+G z&M0Pbb(<*#X4<0FytDM?VQLB8(*|7Qf|;`GZ6?R52EtZfF^7pt>H5i7`Nb@77KPMh z1PuCp!2+rRobF1rw<>f=*&)*(54E>s31~UDx@jc_?rBIuB%~?QLx)2U=_B%@d;*JzAzLPY)BG|MirK`;#`(YEb$J!_2N4J(=O0jdcgf z1#Ts|7&GPmy#^+w0Y!Aoke<;tpiS0HzFc^YmO=~|w_75( zrj)w^ZxR)=a-p$TVp6(qtL16lJiN{1)|d$#5Zl4tJgm(G%v5>v@*6M{w2jZIqdK=X z7nDLYTwnNsM4~S?_|`nERv<2TAt5v2EEU#loHl1;!)-tmT7>GbBf|M2>ip_%ShGnlyPvAI`{W3KjNt5Hgp_#q(PbFq-D+TZ zSUx@YiI)5t?L^=VxU$UvnXhmJ>n>uxF_S7Fm!M?=yZ3SR7}I!1OD^K6blPT(BU&Nd zMZ>|gub2r5CP;Kpym`zuenK;osI(p4{kZaFG z?0Z7{j^t7JTrOjtDp76U8JxE09a}dq%oRLS-(ZKi9@Ip6v@}F1d>dVc0Wq}N6pZxg zJF@i}n50nwT-j=XJU+E3c{TJE1>YE&r1ex;mbhF~kL^U|F7;2eT?tD-@3p!r+i3gby$ywtTdB-}Kwx`YSdMSG@EISrrYLz6Bk+UA_H-2QDrk_sKH^xfH^%RVr-|+s+flH zfwY+jmU`5@^Es}nfb)c`R|b>EY;AH@vH{3EI7Ixi&K4{i4s&;fK0;4x$D%=D%fU8X zi}U5tXfI6IyO1lGFBD(l*fNZ`$xO|)5>7|vd~2-_a!tYUrl4SLm0}(rWB!*aWe?@q zne8fNlkXHv0TLG2^w8kyjs(r_G)p8i5iJTa(h~9!&Ty-v(O}y1+&tQ4s1r=*y~<20 zaOu4+mcT4oGgkvI3M9w$ZXvJ9ik>=7t6E5hExVN z{ggWFh50pB=`Whh)L4%hSB1Ezq}^JdH_`OijPTJGFmxXmLeMbI#^svQHl7tdPM4`r z0TS6QgAhUJl{CmC9D`%aFgye^g}m3e^e_Y+ zF4LNq^kVoR)Yzj^fLVN$?@9;T`2>D4uJZ2u<4T}0bcCLlHQlYPKGW{7IhvU=jG6}p z5f21G8G{3{V}^rC_8Rwlym|YN%}k*q^N=s%lE$qZUqWL^ zfSWAY95J`Gxi(z6m^XbO&l6TY<*^Zbz@nb$`f`F)*FybT#y)OU!P+59+_YG$LcxSP z3Qo%ZNp+cNUkm&*3oY-#U-P+X&@Xl^IHojML1~+Iny<%$iP%hg&P*9X&D#oQ5^COH zW;$0rAo?n82{CClQ@>a;|keJ7r@d3e|+ zW%~}|^jtP{ZI-SnP%jD%j?!v%W{Q?in+LU$oh*-o$yXJvb`i47czApp`NnA8C3LjL zUzE7#2ecQ(Bd<(^cD!coZRtTxcXEKBVLPTRgj(*dunH<>LOCEHx#t{{d(D_B%f>k% za6KSkjKD`_CeM)ttRC0C!J4gnRp}JnBb4eRj?7k-Oy_l6#!dGixcTbfBpy?`SmWke zbB2M7X0U61@jbLu$x@{gCG7zL9%yOvcYl89(n9@Jev44ZWcdVlWl(!2KqtQ!#ESJQ zgKTybDgb#dUop!XjA(S-KVH*9qsq-Ayp$nqrW2@ngd;{X6IJu%6pR3VKRYI9VYwyi z0eUn8vg163Vs(grL3YL-UFC7B#cXSOO}U)RWRAZ}^@Pd01-ABu=SK_EH|AfPAEx7F zA+hkOOMFh~^0ZJq5aY@)K)F)E^qo&My(HV5GsR?L?UBn}WyAMLI2R7CRVsL*ZGZLf zPjbi%N_z-dnHMX$2rCs}A$$quVcw=rvD1}v9hmkNGxZDp?S{I>1v4erFq7oNs>J~1 zN#S^3$~0OCG376>4kq5Ww5$%gT(YwuMr$i`I~Ag?xjH6H_g(4ER5V z3IOlRwxLC#X`<=DUtjfE&V!jrca4wn<|*@;R*=KG0Yak8#KDy0Fm7fkvz(~8^a5qn zuL>sKw=}5qrwJr>@|#M(o+jw7)E>N21Tpw~BmmCw?jyoXbmAoK_LZnCF{+0_=+u~L zbs{FyU&MC$OUgTsf(h(C8IQT98WFBOAE2o9w1f%r*oO|NKU3D9P?rSTT&Cwu4`v@p zqZ9n)IxLN_nShxpZ{DallgdosLnHt_Da=IJE)nhVI5Pp7Ubd&x>oOC&nKUU*BxKY1 z==}DVM3ROPS}?}|PLVsrrSJqi+M^9YH(1OUViUA%Dbh-KH{L)Z&486kLZT zs^*<5k6EV-A=myaUrBK^MkMJoZ3%>v7>a4PFx<9M^PnNcQaaEXGo8q~DOk2(nzd{5 zf;|$a8gWab7;!}mGkE#!TDvuT8XK zVB*viLa%WiVv^zJYkaH|A)z!n&DRB%TPKgXqOpOHN<<0Mn(292yIK2?u2^cOdv0+y zj$7zL)Y#!MM7(^j*Y5^6K~GEIWpOrQ+j4oPmZ^nn)hUI#fA7Z!u0ek8f0?u4@l*3vbuCO`6HP~|{Pe`K1vjou?wkYb%RIU=* z$Ul|6^AebXA?P)!eVDPT^lGQ7)y#2SVz+fxE@WqZKB}iGVTb(i>7mPnd`N&8h?Vp1 z`YWZ>GlA2r8%*(8WhTNFH({nYW6b2P*Be0EC4niHIy2=rXQsgAb-0TqOA*|I#@m@qvDv=d#ulHyh+gA> zrEX^0@8f+1CW!isVkTlU?X|j!y3NGG5=-uZNTFORp*GX)n90>MbRL!_v5*MEDXSb! zspF`(|M6+ILJs_KCX;PYdv6BL(FVLndo9QUp=_n7N+ZfJ=!ewPiRg^mh?QWRn8~zB zD)(_!?KOH8LPBZ#Nw`3Ac1CuD6iFVaD?EO6N6}+H1V0(soXWsbZ!jxb$wr zOkgv?QLUw#m*u|D@~9sIiq-QQGE-wF>fA6Sm5DP5Ns8e|pxEskt*ct}Zixm{qNGp? zxeMezwg)Su;by|~0Avfq7do1UV~`1U(3wg2!+(o^6g`rO$+S_@R|hpoZMREB8n0^F z%+O%c66)!b2q6zAv(kdu_Xg8h+Dtt?Af|+v;u|oNW;0Pg293}{BHliuty>8d)m{M6 zFnYE(!qTq!rN(DrcN~<2=|NZpFy>sl{cf6Kt&@rGsiY$OaSnPiq`?suL$cH3PN=1s zBHf3x1%*a;qAM|(9+WCY5x5=S-<-~gE*9#JOAQ*!OvkzdRt)z6mZmd4oht(418t^# zDJh`aX1W72N%rxVikYMqs#EH^?T0p%tu?D}nAoMK6I`SgQ8@bTSH~>$fvFBuIONP} z*XZ4sms5vr4;72#Ap?P%>5dpN@0PjkTFx8dyqUfSHWbiZAE>J-}2Nv$E<# z$(X{#Y-{OSibZT)xq{epQeQZgWKudU5!P)2(uC|wYgv8fK>INQpi&|>&JAW_P_AJKn909AnA#MG`q$%1$jOdhywV|2y@GgVTB{lw_d~Gaw&uB{0z?E< zMVq-%vTpsttLDMqV#gWD78j?RnYP4adRT3=Th0Tw9p3$I!iDdt4Zwx;t;dyP2c5$) zds$57&Qc-8bZ7prlKJs3uL7pCHlGQ2ib*7xdbRN_eRG%4AKsi19;h>ruTsZd#ORFg;W@^+bXb?tC*&^Pn~# zb1%k1+bL*xEH^KZcQLR0%YzduVyDk$N;c_92NMt6wmKxGP?(?7)zRoNomaWS(tEPP zCq&JTSykuHin|U)#Zv)O2wuel0cxI-0RcDn-KnY#BTLR1lbtGQa!)ZHO#2rDGo{pM zdIg&)Y}ZZmhNGBY64CTTRNji)Pwu=MpuKrYGm%U6I|_q&T(3x-raO~{1V27GR7L_N zDS594$ASxunYIQn1&`iF2NNghwu~YzU*{n$45}*Zu`p@GzNTwDmrTG%Bq}FD2Ao9N zVABJWhp*y+s7(%xiSG7}5)v>I2NMgSrcxcF=28KbP3v1R6StX`4Q3*0-u|Xw>Z<;q zJ?Xx(YS`@MD9_5Pjs}8NvmG8xtizq6&%njMG~L)`fbc)^F&MOw3Xht?BPW|h&2Nof zULP}^3y9w8VB#vKnMZ1wq;9e@{LZjqQU1uZKrcjZE0FtRPzkA0vNP>$8NHeZLYW*W zMkejILMkyZB`mAeSD1;QsW`oCw_}*;Y_geN&zslT$0^c$WtH7A;b##$qPG;)VAydwa54v2`C zck{bU+aD~~jx*>wYM!tzFtIMlu~Bbs3aQIee_VoWrq+6pHr?MjL#&)we0qXi`Zn-` zqO~nmHPWul0B570cDCBMf|(M=OzVy7ZoyfQ@mf8FMe=KyiMfTE$k7+BRB`y~(a9=1 zgQ`piso7ImS0O49-Zt`nk3*bg>@tZ0j069=8enbh=u!JdNc|1Mcn_*yAw$vw^G_K& zbg6lll>tm#alT+95YbV$BiSvl{E?!qGQOdTIMwKh?kk*nF-wP8{I`{Sb*v~fT{O>1&$)tMfDpXshVUADxSy(gZINK z_eFJ?xK<;}Zj`rZZ``Vb2hr(oZALUrUrW->8lu4hQS`H(>1;UG{wd}tH+4L9p+=iLdJyR8LEDEI8iWF zv|Q%%%qkm<&uB_pJP`Fhepi>RpEYKZRtjW@pD(m^t9I|{3-;gwq>OCMyU4^3a!O>JDX3_E_zZKw>d#SceS3)Psglw(eV%9~SD$u3}!Ua^rV$Tv( zPcJ>|!y=W8ce}x~dGJq-V_|{Y4DIMqK1Luw$TxIS9-LwR69yYGw>IUjQU0zx21xb1 z3&KHiZ9^5^W|HiaHvIuI!Ta4+zj4iNrVceP^_K~%CFaewJP9{Al1P);0k_bj<*^Fv z>>OuE-#qRF;e8y1=8-8nNQ8a-$vWY8i2X372lm&AFiXlMX00`IvQy2Y1Dl#=XVN77 zu7=%}ChIOVKb}ZSRhbgUr(B^Z-1IoDWQ(j43``yfQ;O!)zY@gckC zdN6Ik>Hd+J32{E9^hCINzCuZlW1dngm!Ey9>Tf6!s;U=C5{>MYy+Aq}>9|P_uB-wY zmBdpqw>()r_pg6;s!i9On@9iKETp7#s>O)ABM?%To*(pK(5`?GWLyx1(zt0 zJa+T2@2X2~K73HfO7bh?`Za5LxazJIQ<*IuR{k(%B`r8FB;^n=Eo#hkYD>^-7Eqk;@=XO1 zOGtEm4Q2uu--Vel3YlzZr}uw|HjapVHg3dLTGe#m(-GG;pi5 z>YE*K2T@ka7kT`8t~h=`H2?JQ50@2Wu$EsEYiV8PwLjtbS!dlgQ-hg6%{yNSCbs)< zSlS>@9;>CU`CFBzk1(0|i$IxQ*IWm(2g`*2uPT=v;>=_E9kG5Zw3fm?=)FEt^$E#O z*Ybv{0Z_9eOG`+eGdwei#%BG@L8zv)5Tam5!SpAdnfL=58miQoitgeiXo_?B zrT!FK;eAuYM@+4i$uQq*^*c*0i{P*xS8@P*Q8^G*nHP4*ziY;D?q8bBL=zqiHdA^l zFu5CdGdF?huFQl=qo%?=R8JDl>Crz*hX`!~vQr!n7?56Se|Pgz`IUU|dOyVp0DG4P zb{Ovr36kDfuP5*kfw_2lghSfusPuw*bI zRQj@g^_vT%Cxide=^;?xvGOWj1iB%kH+g=3i)JSN%e~E}$DhaVr#_w*0=JTU6XbTx z57m*l%;T=9%q3d3uyjQghKJ#$=2d+M8^q`!N$TBNZkv9TecXKD{+W0Vx!lCsVI} zFhqp%1D_wFLuHjESmtCmq72tj!&C>rvgf9b;RAr_Pc$P_Dw<}8%0NMU zjv3ohDUfEuEABZ1^gQ)9P3hD)$!z6PcMdHT4@BPsj&1ks5;UzJw6>2XFhN1YD>2jk zz;r=lZg#As*qjBI0ArEu;dNR;!0w{pJ6gYlxb-~ z>`=q1?v~tSIXkjfU)<3vztEBA$-C!CnwcF4n4SY9GYS33GkWk;j#8t~N^6RlysfBY zb?Pjr<{?NNXcBMUtuX3d!!lHVd=}9>R{0x2l5W`vZ?;OCCAeo7a@Vd=(IyLk?tt_}oEpk`lwxXP-7xAen4h~Wy3k{#Ebyu}J zKg-oKPG(1nCi#VBrH1z2NRH&4t7;VyemUh}iu&J&&kc zgqd>R@3ondTY?GD1k6-V3%o0skmAN&Ok?&^)-xrpu4k17!&+=%^%30_8!Oj@S4+%x z3#{j!&M^#X4k!L@GCh|)XbJ$Toa4zde);#D`ahbONt8n1G9Z*CQ;X&SlPS3RE?RKU zJ&5^Qi5TcVop(s7dgOJf{507Hj}{Atil#k5BW2VSQ|=n?WTw==Ju`ibh34+XgcS$z z8K+7|Hld_Xj?=|rfHyU7s+(MqX^DFtV;}j>;r-1VEA*MHgO>@wfkf z24)hBFc?f#y=u8;8FJXum><|vi>4K!f!Err_#5G%dA_T7En!1N(__VSKHp)?Js8)s z(k0f5`+#wcfBs;?Iy^m^DakiniELbX`X{&0(x%7{NZ=b*Y>se1S z;>;wj;RrCvWQc?U3F$N?(t|n>s=^|+F?GIa^X<&MhLpL;U8U1F>ANqbAe$}Nw@cj9 zUE`>B4PaV9;=|VmrfkW(wJOGhD2(B9Ge6Yten$>UcrZA(D*;ShS+f!w1|wIl3>umW zH=1NmObV_9Xo;6$ls`WILH_uj{v&NNQ#_uTAaile7#MynQm9{?@=~Loz;ult&742? zoBHoejBR(S7avxh zQ+XH~yPf+xqz4IRwi|RGIVdTtK5X**cOZ-=s^oq9Ob|u5N%2YuW-6{=CYf54&kyLX z-k}p0j$YXs8;PSdspp1v(TU^wJJmeq8H*B4;c?<%TZoOHg$T(#CN*!BeU)HJwdv~@ z)h6L?9(TEJyq(+Tc&gw0N!xj2K34##A5nCmQnQQ&wl|c z{lO8GH<)R04Ks;k2$*7kHBBe$Y*A}fIdM$>3j=P9!yk)E*JesDd(c>N(+uV;BA;)> zNMH%3joZRZUyz!Io(iE?WoN43=jzlX-Zi(orG;rju&PD6)lXg)Sev()`i7I{M$>#T zt(XSViB`-)$|)x?cKY^@XQiI~AI1GQnwcOZcZ5(+iI!QjBjFKU0A@d3v&6HhG)FFUM)G~K6l z-I!%}>Oc`EL zVKB{2>PUmuqT_Uh1ydXurDh-)s*pDc!1V75Scx&wAM8JWJpZNWd5oFl2OJG1nhY@y z7HBYKS;He&wAeImva0$Rw+~Wu7m3Q!Q+ae;qRk*mjP&!2pWC@%Hq*XoGi6^Rn5v;< z&5SWPoA3zqVz^Xg9Zip`wZVbVR5^*dv&3rY@p9L3`g4Av;3m<$ygz^Z6YQq%LA#T9 zQc5!zGYJTcXC{aCSt&E@?2UQ4Xt=#g#d@oGI8uKPcyeEoWwAEfU@&g}sIp3>RB$x; zA=>FZ-krC$%%p)yv3XTnmfbdbSfM#yk!W*U-DuTf+BS}Ax{9!1x|o}Rh}_&HlsAbb zxvu{H89aKR-+lWBx17GMj3&lR((JziOhC=^CH5A&%U#1M$;S1VU(W|k=WWC1Lpqq$ zbCeW^xUvRW2bl7*!x}@A(RY3WaVE09XfWY3Ak-*EST{!#R)lvnr_DU1*-@$^%Xe*< zHUvJ=%v3HqKi-6o42=bt{`@gug&5piqU=;P0b|T`ajs`3dS{~)4W@=`hL7tRcf7G| zb|@3;La96Ql;T;izNm+W;!7F^HK+(A7Dl5t4x&sj2H5@>ctU7T};irfE{~ldB8SK@+>}e zDC5SVm1t)2WV}=+3 z89Jo95$PB@RboiVAqEES-1{@``Eb6R_g#CxU-om(TIX4d6-$*Ze|2egOA;-V2oEyLK;>s>@rrsSF|N48245P|Pu$T91Qqf5)u`Dz$`eJ^ zdbpSgytZs+agzd824+82L;O_S&+#XyaL*-s#BKbsIt>N-x zeZ`z~nh82fnGy2GUpId77b4m(?hkBh2m zT6TY&WAoZ;lQJsX$sgx{Q0vlT;m@~UB*g8v{M^?O)9(Hi>0vKggTJm3NrXEcYb{ta zeIJCJAp@9o8_0kVr6+LF(dm10`IW0S51oa@_e!gMQ%-0ZFzQwAaUp{!7aHCS)6%E)r zc2Gz?$K2dv1Jb#le(;UMG9_BxvLgA2SYLQ8wTEk>^{s-pnE;KCxkm8sQUZkQT$sg% zP7;C71i_?E_v6>Yhxqf2A50x~A2j0I$lsifVtmS@KjT%F=t*uf+<&@bq0?HQZ}(3p z3=+$#X;UbMpjC`TGy}mTip>W5(7M)udxswH!Y%SBMt!Av2Y2=_sY4&qiWnI{eE~}S zcuKhMNsBc^i3>|@Sw!FWoL6p--xNA&szKCxmxILwe-I975vF>QZ74qPwvx(SlCP~O zz03qz_ngQ5lhL5hL298%v;h zh3q7}vUo2$nMD4?<8g7!ho?65Jz;OmS<W^&O2A zFfC4OcM4g&dgPYFzk4uun@bNp=*#>{^YL4)R_`-tim_k^oaiNjDU9Dw;h2>izhlSd zh_DpOS80?)UIkGq-knPDNR1KoccBZKo#y$ICj&V|7w3unTm1@Q-1KIxGLDLdR|u|b zjHGZpZWAcw(tE`nv@1GZ_=p%s)5I;Rs;LpwYT>X~-4aIC>)f4;x^uLWy3E;h%!9lm zcoWhnO03B6?3Qx6DigKmn$JZ;woQ#a1_9gj_jyF_uy>VtrRd3d5vtBvTGIv)m5cVL z6J)7LU%dutU)yJDDn6%z-&2zWFpR>I?zL^`-N( zW6CdMBGd=;zCxgHi-fE2oTnElzpOFs(TdA&ct)jpXd59{{ z>^VSLcHYMtXZD=reqE{Lwq>K)E}tQ=XApMr5c z+mqREJ}HP{{2po>w1_sW3sAk!NXRB-pgO9me$Mx;?4yQIJk(-2z(K5v-p%RKKkaQb zb5bInc5!38^A10DA-#+#ukljil=Du^nSDoL`Dtl25tXL7zM~Q8Ye%nx+>EFy6brOM zk(x6uPgV9Kckp^gK34S{^?YYAP`hn8OrL(-=dYCQ;E2YX`#^WrVZ8hh57~w9?o;&%YV|DKkaCB488F@D zp+MA)DkW)#GseGxvtM~hZAxC1VY2t2gy`eg;9ZI2k(0F{EH_-@4PSexLjf1n5kBnI z`$0k#fG|;iQ@v2pIMB)MsMdYe_GJbCZ11P>j^T`=%GUl3`J(JMHitlex&lVg06_{$ z6W<0V?e%Gb@re_Uqxo#wvxYv1AoSQLz# z+>2w9+fECbP}jg7jY~QNIG<2LY~g#l`S>HO+0b@tO}VcpluB8e`M|hFe?LouB+3l0 zh&zK0ZI@dwLv3NV{GxP?+nUCFbX|U}xBpjR`dMCR>`E4?H;0bZ*<~&0n~4~BY3*wJ zd5tlvl|BS9%zwr&_E+0H_-bX?QBPWJIV=OZab$qoQ&kfWb&_2Ntrx{WtJ+)LU+MfV*2m;a zvQ!#QlslGECQw6#t+JDEpq%DO^f`Z< z-I<#CZIPV2GeM?i#1U-JXbL(0zlFuc~SOBlj&sl>IkT^Av zvpLhekKRM&3Yd-6DLry*jbC<;euB40=a6c>z!#ehDyRIe{3hPAlyo2GX&-fej1gMSkt|j7X z?Lj3@{Zlvk))$I>{yPc@)gh3!@v-bL`X!t=f9HjJf6>Mf>pZnTW&EV+Q#Vo|Ql_PT z_$ag)xE3YsKPUUxb=14%ng+?5R^p^c!rzOo7NyltUif%&&ZW;_HptXkD+Z}Di3%@) z50%!l^k^FPQa}>|pUkPi9&Y)CSTsOg!ZkiBIf#`#)D98Jel);iG;{>nn((2Bgh2jg zA9;wAnUDdw#`tezvB-rIeow^5)FdM|bwW9mv?Xhv%Rl>-@S+qhFhxo~XPb^IiCaC? z_lQGb0Q4(2$nKp{Sv+(b&T6n8y(e}n9%j7(V3m1%fAH_|;SqSDU3DVwcqZkJXY9f! z%tRK}izg}ztTBZ8%&)RIox0>PZ)x=j?cEJq z7@E7w)thre&wC4r5K4sH)9tNm1c zqG&wwae!u{g3O06F})=-jzuk#*6WBNeuBSm3z!k2Qmkyt7r|XMgXeQobc5?j#-Bcx zIH}rS!Z&|3E%eBtS}k=mhGBRa|Hz2=Ck!*{4I??+kpLQ%0G__SU92pADDcH*th9S% zrKr1AbdAR((N4c@X^tk!y30E`*wN#Gen?k8v0~aI{>|@$>%}7SlV&C+jp_mBm~1rg zZ6DveyX$LX4Muk>_|0a1%iR*N#+(*Hlnqv;*e7^^RQpqEvi9j}AiSVz5RZ{8*q_!n zp_x3Mgq^``^L%IM1ED5P+L(O2uYZys^Leu>wCP4@$IDHx`pba6`ZpPjtAL2czq(K` zNnER=pp0OVMBg^l;`yzwHlueUWq;A%@Mf~#dB4^$*#g$;53^=+N(;z5Il!_>LqrZ$Fe9%{+&KrT9-c(`MLff6{69D z!*|qhik!dr&Qm_y_se2Sk#g!;GZ=LRfe|!{ z{A2(;wP38_o7y}YV2as!VU|iKsBV}Xh#G0J^gCc5|54Wfl3pBJlSuw&vuVQON0=zxrUJjbr{FG#XPE_dDqKme``5{ zSBg(HJ>QP1f1f;q%9iFf`UWwPn;o=T`{T01_nx_#XCj`Oo@;25&noPw@mCLaUE6@Big@3`lYo{MA21&EDth^ed1Hb}-O2_>%6AW_t#jwu}QGn+(#Dg=`CH zx_W!kRrYRkm-{;ijkM2@xbr){&CCivsa}HZz-%u|U1fi8+ta^BQ;!=$Y<`&=_{8-u z@E`r?(MUeb@PiSo3Ch0*J@fE@aozZ$z*yBkPuwfn@GkdwO+bC3 zLJ~Z;fyV6NZlXOz4>_~$z8CF>c5QY1G>*3Y486O?$Gfw&&s=cLjZ{+3YHFqe>%14| z-Z-lt9`R1y8d^h7?Gx~B*ts#EsHVC6Gj_NP0?0kVaChgS?f#-(ZJB=#K75T+zryCq zbvH3F;~n9EXbO6BZaLvZb*lBF+_xpZCQ&TD77fac%0u!m1yvzu5-ndpi+OV}PeW-l z59!{i{~#`~{Uj7$5h${w9{0spv$prAOstATmu3E!ySa0AFqi(ZLFlxVeQ3;w#y9Wx zYU;4K>HEgY2Pa;S$0{i+KRNT7@4L{Y%hEUZ?3#Vv)FgdbvebH3cRJ%99(vf{vMve?p2Y(7M=f(;axN`cJ9>g<@0wD#R(6LbFdTio0nr^si_?h~*(gLzTc zt?Dva8PPWufNJ09ZG5#bIKV4^7LyGC+^66F8mz{~4k(n{A^x(#C28<=1+r;m-8*Y4 zua4Nxfu0BNDMB(`E>|r|$Ut!EQ2uo24il~k+8%X#d3w#Ke|m?OE)GM-a|TZ1olN`@ zA)+#5dMz*+@gRu!Bwj&JM%`%PWY^;H3dBxM;cXc*|Z*5Ic(Qq2dR3>QG;j-)&JMt1$ZxL#Y6~3jjalAxkHKxI76uh ze-PCBX`kYLvGt?XOF@a#;R)b-WeG+RB z*bg@Y%(r)`_C=Cg#lyf<(~hr@4uafT)^tE2a-u5VSDC|^iN`-vLKZX2FB41P%oSaI zyz4pUpsu9BrNNW z?>_i^LJC~RU3oXfMpu1uEsPRoFAzUn2ZY=cB`n@u-TK{abbZ?iK3$V>F)Il*byUEN zuH@V0@zzPOD>a;7(lGTISdtk89Lc<8b<$v)j&cCaHW`-6lruwu(v<42BZ8s5fGd{XA0Vjk5t=jz=|>MG%_I1nhV&=Q&} zF{qB?{xUUcZF;nQ@a4o=7s8BmDWq&Paz%h_TNteP^RP?`@p{^i<^`UC`vCpK$8TOU z%LnE0{JlxT7#`){<)?kqYOic@q5OAOXP-I!`yJ5x*XuBV4_Kj*wZHzd80TwqexkTK z$?D97F8%KiqvzE!Ono3tHqZTBTr7k+{5d_dyMDM#^46~8SXi^3Y-d@;iB<;0qmff3 zZK{%DU-P_0zA~Oyd{uLVYK6M@&K^9`*Y+Xp%!I1m7K08-ehXWLO>V|VK}rmdu9pEY zfIqmmbb>Qptgr;}0m-neqBQ5$nqOn1`p{-3!6x9PVqL@ED8CKDnOEjX$}d%O-@nA2 zxVjAOxi7~f02qUNh2(}+Ndne_^1Jf=8xx$RTdipe6tW#{j2(e&!s4Ie+zB?9dFlQ6 zsTL9Ojg=KD&Gg2 zh%PI)Ci{OC9nZat+Y*g{ew#KBe60Pn+_peAt^lb8gS4J%MKN(9gcbBZ@9bQ;Aw^a- z5fK}ZpKU+i%hhYDDeSUV8|`qJqdQY}Y9a#Q_A0=2?%Yl}D{ybKOVTPTtQ$P|F116W zYYsgqM7qTlW(wd+M483DQw?G~>-@vR(D;&zTZfT+E3r1WTm=Xd#3nthppI1mfXD=< zR>E(Vm%WZA$7RPlRPn2>B|={=p{~pLV#)wHLw=8Y2=&8|n_CRP9R?r*E37zqx8qDw zy$x=cUZr=8HonKxjA8p6l0<=Rd=l4oQ>Kh)50UjRZ#*|4wl2VQ$>D(&4xA-74{S=E zE=!2#oD_C`OW34$ml&1!YL_Fe!lpz6XL&|=o~HttdX1}$SYx^}0dk?tqcdIA9|5oZ z?Kt&Qf9pzBOn7}>$ZRRkohD)ta{Rs?Yufowb&JnmUF_R=&eh4iEG%_Nds!ysJ%S&z~(%3Lsa z)+?132H5^$*)I*KBR#~+Is~_fROQAd(O;@m4 z*-kng(!h_Ead0^L*yXuoDVjz9ZVn%L8aLn@L6XT9Xk=H0`xbOqC${!StXfw?`i;ce;*?6&+Rq$K{nKA-S!T4Tn5 z%z_&;hyPgbpifK*)`rdifV-OuFEG5S9+sb>@q2V!`qiOPs0A#okGt1Gy`gsSg)EK~ zD*1YFl0o7{Vh+&>8)ZpZpvA`09z=KU*TuaN2Ou zL^4DwrTHw}TWjf+Kawt>PzLn9adqoI+UHF))TRNO_831qwd*)GiZq8>b5EnWIFjZ1y8TaaxD7x{+B1j_8rsQs&MfatyfXB|0^;GyOT0|LisjQ#l9`OeQiCcb%?|rT|0pfjD)5%)d#ON zk;%-s=s;8I zD=3Q$Ev{I(FqMovqmU#xbhcryP-+0}6n)gGSH-LM#nAmB`AKA6lX^_eHN+Uq=$=?wI6u?l0-m9iB z>CJ(+l6UG5VsiNBfsxti?RV-PX=05dEcd_1W%k0uy4bM8SWV1tZ?AScpd)~A5@5yl z-$dlm{o}7O?x|SJ8pqMs&bNebuT$W7hGEyq#oH$b?bTTj7g@x9EZh8za8G|BknC+} z2?#x$MQrXESnsiG+))_XRpPXT6~@xosYb?bHp)@ki_DL!i;=-V( zWvjtnUtoVOGTJEvHtab^CW5#z15U1m_cw9>4Ow4I;tPPNJkknA#uHM_9()|VfHh56 ziin_8p=PGwcuOqXR|xkDwE&^**={L9ZzlftFp&1Z11`U!_YB~7P5I;dC#-$?*P`kq z2-JoUD88-LIb+jst@O)>fSS`!X0$ka?{4tC`pI zSU34QajnejJCU5mko|O@(3^LpYhAt2!CguNU$hRuiV64=MJ=34q{?|LHFara(6pYWd>N8VxMW==fC{hA*;zL)OXR& z@J9Vvtbo_~l|$P>?K@*P6CSD@e!h%@T4zQmWy8nrjw_mXzKdeMvfp2dc!d}*u~+#n z`iw~xzXNEU7QreH!3%ct>BDOyBX H0Tl5cM#=JX literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/9452b952-9a71-4f6f-91da-14e8b8bd8ab3.png b/docs/handson-cnn-tf/img/9452b952-9a71-4f6f-91da-14e8b8bd8ab3.png new file mode 100644 index 0000000000000000000000000000000000000000..13ecf0e0131114115bd49afbcf4e6e9b364e0963 GIT binary patch literal 439 zcmV;o0Z9IdP)0)sAqOIB%)TpFF}fiZKxdM5 zTYCxxdk0{E8+t<8^SHBpVz++W3qWB`KWHa4EloU>(j;bDj>iLI0>k>b*p+CZ#SBw= h1}-_l34QNBvVS7&Vo|a@P)Gm(002ovPDHLkV1jngVsf zxu?|6&@U`Ce|>VMrJI$Kj9FAx2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xpu2KG0003& zNklvCylwgq$7X)3?jaez{A`#7 zf(zd4Lelz`@3hu%R9xaYEgj!x5W-rnfEOFxIRmGnH5C&pSdLn3yC&occ&L!q)mU1A zsoDjf85*Fa2ctI*1o`9BY#t$GX#ypo4qf+!R+c7c6jOVx-@$U@6M>X1!4CxqZW)xH zGRU0R(_fTwHv&~)Q{ke!Yg2l#L?C*fj^e7yX>Z`|c6Py@SGb_zmp2;GbZral!Nuv9 z;B>50A@HepRt!hJCd7HEU`yfvKV|U4hixjj3@$GHcYzJu(DgosWX6UO+#?K>@FC43 z4GFk|ndg5{bT$TK%!i9pM_Z(#*<|Ql92OHZC=N3$bBMvr(Mr~~9Kq!3&C*j7LAMzF g7)gSOqZ4$Ee-92+?8CKp#{bdt-F z9-hkj>U=ztqa9SppRdg5P|D5NHiD}g>{1>^w-M)8HrR>efTG7M8|+fn46VfSss{VT zH}^c9x4o1JA3y&7r2hNq>Ep+h&o$+m2@@~G*)JB@*TKg*2cDa=H8h-f9oN>AU&uS2 zn-_9yuJhV-dbrgu9mRybFD|~nh}9o*ht+R9(90$q#KrI|etQ4uZ0`N7fo+Z}V#J_= zA;%lTA?@`qVob0l7a^nH48P`taPIRmM&K2f%+HQilaM81L-32cc+pzDAUZfB+q|&g z^Tn(_vi6eZ;5FloW8UUo!`hSx3z!F|x}b~aWH8H^bLZkxiAw8dk_gQ?lk!jk`%;NY z*joKe`{tIt!`GLwI&H1~N|R_ic1XF9+>FS?Rk5=5DX`B@7T-wH^&KZ&Z)jo7tPO*n zy9!CXc%0)%*J~O8toSiyiD-S-^_45OUM^ZFup@5Xjoml4noQT(1PNr-wfSv5oKDv{ zJD9b$Zo3etU2Cq;A`N09C&(Xz4l5Fh76`a9cQRcE{9vZRnIO1Q$(1pX>3Tj%`Y1bF zDHaK?AS2UtHc7!pbkRkih*)xE3}m_%lL(}&vo-WTM#?70sdOF72_XFFY8H1RUuG)X zQRzCBlav4=Ej!zLM~KJW$aEdaNoHu$9!mXzopW_OnXZc|i0gR&uYCuszKswd({(mc z-9vWN5c^_?PY96dTF7Z;UX^xzVaq23sB|66iHg^mCb4&(4qC9?ltkAdo5r(~%yY1M zvh0Mf%0{K@Ku%QRDtd142#|np(tt|Wk({VvA1U35r`ZKtN=&Bf0vm^4Z}R&uz7{^! zZy+bSBS|VY=|QLK3<;{=+D3k{dh}N9rU#&bP?=9fsfkZ|(CJ#h(H{b(9U<$r?o@jK zqjocb0O6A!bh^&rdsedk{QEm=m>SppS-;U17{bGhAVBz}2VGsmm>0-;*)BOW9ypU~ zlxE<>X|A-436P9W=~C%Bks#2BqqUX!1)=>U2PetZ*uerj=OYm+U56m%r6<43j1Wll zK$f6WRf-QF0)%r8Vu-rl1G&|v%dyrb#@!iXy#U;8Ir9n-#yJQwT?Zi2=iC0_H^wg% zD>KmQQvD$;Kp5vB$aFo2>PP7rr!(Ulb3Kla6nO_&z3}H>eA0tX*9F9H<=L{zXs9$` zQb1N~O@p~Mqx7KDbqRe<)QVMm6DMJh*PY_4YTR;S=`pAn?)+NPg@>7Y2?Hi$$m&S@ zA(U(vjMaE@F&wfwI2)3fp<=-#+=PlOkN^>kb!qb4bp?1{dG4~*2;0PhNvOygXxU5z z=dDXFtI2cM0&s~gtRusLQwt_T;K5VPYCwQ6N{<0^*MQY=_q?T%aN6J%BU1CA4a8zn z=`mobS?h9*wMi`~XfTdsBEcG32VM7o@3GnzAgoKYJ#?L{p!~^AflHjOXH^a70xSKo>glA1 zkFKjd+3L#SrPdF`mS(jjKvLEnP&i%3l5TZw{=b8+XHaZf(*vdenX@jF!09?vV#yQN z7CXD>I)U_qWwj|lGS>BdI9*4I?|ZDa^3l)%lPQEqmer;J;glXex-J#p_b^u^@nZPt zvkfuZH3SIn&I=D+iyF=vU9h z0SkRP0fOczf!wZ}n=MroT=uB797fln`5<#-4_o52dPgfCK^=M)AgJ^Zja{YkWc|v3 z$PHR3U0bK?MF`v{*6JeL>KJ}@ckrAA2qrz!w$ZtAuYNnl+`Z%prR&@brT{q=%Wd^D z5zN{rUAi!?_DPSUR8T7~RTs>G+iHxi?O;lggvPcyx4vEAInLVI=+YC``Qg-STjj>v z9@iY!VRUV+|7|^EhoRY>NoCI@aeZ=(mGk2}TzZ`JOr~eA=dV9H#~Pt)$5PoCtFW0? z+ZECng(N4%90dp_JsyvNQT1c3u53=6RwHy>Ih-IzTum6x6j*6XfK)>OCTRr-Dm}8= ze6m!1kPM&(fUX~0-GS`;Xq(!b3F!{1w>siu2Z)k&h)IuQaYkLQukMm+{;{Fc^)btH zS++t@cxUvGzM3*WpwjOd;E@F;J(A;WCnB}V56!PWKgI9Qhk`dB)L+^U>ZPYXy{8w-XILJg^GvAq0Oi^YKphSH z`=0MV_{$fU3pmsDmPb|C);H2=(++>;exvUJe?y>nc1FT(Yx&y~bl}_310?$?{j(n0 z{!yK-=Nwc0p$}S;A8+#d{`>xe|9-m3@4s97(P#zt$kOvvnmp8@r(}8=%M@o`m00Xn z|CtSd@R?5670bFMG0FL6BTr3Jk9#n7OXtr_&o{x5KqHTURP{!vd1JzJyvv-nlziAV z_6SH7zyd94PI;Dfq*EOAm5y9~p#qq$VucnuQ|%*H5)SKG{H_^~Mhw50{Rgv5Dp?sj;&@kX zduZZM#}}}))3MFpf8iE}jDel8jLC0#|FXpJ`1gOamp=F?A!aJhB%gkg_dlH4d`meb z^c6177Ba!rybPN2HLvBxUe5Ij6lXg}FTdnVL+7?6_As(o@y=R}^?xoSMYv0;qD%k) N002ovPDHLkV1ia=Py_$~ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/957dd494-38eb-4b48-9961-30a36494c0dd.png b/docs/handson-cnn-tf/img/957dd494-38eb-4b48-9961-30a36494c0dd.png new file mode 100644 index 0000000000000000000000000000000000000000..e829291c6151a2522f70417c3ae1ae3361f66751 GIT binary patch literal 21457 zcmcF}XCT|(_rDHRqZCE0YAI^(8KbSDcI^_QYSoC?Gx$`C+O;>eYuAjK)ZVMMAVp#m zVnob;`hEI){Lho*ec$(}7WVvt${1!x?`7K@HBJ9RXlDXg+o(W$%5tbBVTBW3CwQ&GiP+o#%J&KY#gQ z8R?O`(P-57FhPo&dm}4a<^S^i|2guZe~}F$2Tw0xBO>}?oR$K&Y7eg>BKl9^a1@t^ zBqACI>|Y9$Gx`&BbRM#GwsVyEMThw+NX3VU=%wZ3i|gg}n|&3yRnQ&6qw5v8sN-OnE99SRoI3^`bBkIzT<2qj-3)uWO^Hzr++FE_EL^1$Jo4=!EpY>X-V*c0tbn?KL~Ew^baeH`UN&^WOO*kz*>{{5y&v*+P$BBFQU7hkkK{oS%U zo+U=}xKaBO#(1&z0R@+{zi&&i*0%j1oh9&m@eMy3hp)wVrn!59wFQkU>urK>{{H*G^n@-Jj66kq-(NVh6$&_7vsa8noaEny?+ zv^=PhJy%09b^6KjBO)Rj{^gT!#0Va}9ygX*K9Mtt%)?JHFm(;4f`cDi-6Q(%QE_%c zFFf-s5$>55F}u)FWc(C)?HC3nCL$8?VYa?-EEOLpTTfRie z5D`6G*bUaWe$p&-s)x*nqVbf?!ORN_m^H3t%XzEvVqZ(bl$uhq)(r08*~X33uld1F zb!r_w83>Jp0-)qr@+lXZ7#FsY(DmS&|goxV}wH`c+{fPS` zBWv-PeAy*aG&W)U@;X-P9uZMZ<(0hCMRBdSX87QWLl)`KIHk2-&Ot8`(T6Ybbn27b z1#K8pMG=bRjPs94aWZ{?J4FBK`nswC>m~hMK0$*%e8NZ5@ZI~ULvUMzK}>WtYfmsU zG*~TTh(eSUeQ_5jyN;?^Ce(P#fMlo(?6Bc*7l1j$oUU|W+i-3uLgnt_{dfNcg)%1JB>f+ zR1p5RS1$U`=M%yjQp%y6X?^T$(1dkZspWWMD4H3-Bd(DCA!1EFaQ>_+e9xr zeVJ)~CK&FBeqE@yf)EnPYZk^Pg9zs%Uu_@iT=AUDq`>T^JU^=Djiu^a2zVyx;VSvg_>H{~H5AEzcP-K79=Aj};Pye*N=*6kBCd02x2`#)Wb9 zqM7*~1_M_fC1^wVB-7p4Gc#lK{spCnApEb^Eg~YdNAD}caL?QRByeu!9u^ZkcNKiD zy?W9%RP0;fh)kgo5h0|)r@_w3Sx9=PJ48p!L_}C&+FOd-wXB5q6XpONUkxIn-!uo% zcnI8co-BO+w#MhQ$ArzL_ylbjCono+1c&S}5s3W0rc}Dm25=7P6>Q7DILINGUmM&nD+Uzo+jPQ==Jze0QY@9MY_ih%hh95qg5{diG3Vl`Kcd zErmitE}wdNab_8Nh$w;}Wb%amIrz8twb6^Vv!B0cYyXu&5u|13Pl4#jY9mCj22B5g ziCS<-jiw)`<`XkWda7lOo9QRNpsd77SP&R&YH~;P5r$knI$`ot|5E#RQhk^JT_=pq z1Gen&hJ#?T&V((wn${R*agXg7W`)&zw}_rL*6GY)W%jCc^EB-d61@YQL_}|z`1y=6 zXDGd~i2cUD=Y&LhKOC)Y;mMz1?d|D<0(95{2)^E=mh+y=uY|qXCOlB+FMz=Behi%o z$TNHXlSmg#tMv%5NKh@EXNq1NAohHe^a7^TL8w`CofTTs4VdQ@d~aJ(4@gK-iHLsL z4!Ej*GQZHKu$zMtuMzh0LMw~f@~EZJO~S~16wKC3C?wr?E$nW9Dspix&Qobtb~i`5 zd;~ktybi9tiPAfsZo81+Z08h4s%&39s3s&hmBT%WYgrM;JKQ}Ru?yB_du(Rc_Yt0u zW;i^!3BK~w)b_GOW|@(QDEhVPz)|l_`!!=A+OmXly~wiPG0d2dhM6U;kafR0`)9il z6Pwo{D5V|4Hoh*7=6g|rmsVLUJ6DsSEiY3s0P{yA1%H;xm zg2n=`pF4sUcP(?elnIXa|L;?I=vt?!EJWZKch(w=KTKS^xV{-@AOIB(GsWBg!w#M6 ziQuDcNbD#fZ7dJq07%P`aUjuu=Z|qx&y0{FuOgc*IkGSHSq#k0?)NK4fY63BsTWO6m0hRSuR8$3G#QLFn(UYUn?bDCU zp1P4F+Z>rgn=*}pT{X1)G~LYemcJq1C*@i}P5)74qR*R=mz&KdY8z^x@DA4~0fE!3g>>pmO(C$`>X!O>iM zUs78lH*4#Pjx?Tv(0~DeR_d%seDji|phO1!eb!ypdx75QRicbjS8;ZJCMcrQX_N&1 zAS7PWzCf#okt19v0fXGd%HBh@l6MJY|199xuBfI-cJ@q7Q<~D7dFKFgTK4DgPb`1? zXiI2oAf&j8a--maEq&WQ4?RDxhe1-*g+x(ZtnFGnpf<6ExvB8~5+yldlsv{$-f zztIuolkM1lZhHKg@5&*^SGV~1Z9q`q=Jdq~6voL$j9rR{RBs7sPDr#TVl+?b{OzV} zRw2$oN8M-QMnRk@W@@(rqw3jPljwfv3m(2i!h1&EE5TYB7d-|wrC-k;hl>bkGBv)# zFDJ_5*QNSY9b>B4vHLz$lqSK{aZ)4wJ`e`CCYR@H!`}u|Uc-P5Fn#RaYgm9|pyEW7 zC<@Tfgded<4QQ(?nlOC+aH*kU*`M8qAuc`sG~G-JW}hRb0~-lX^LxcXcH`FfVmC?- zf1Uf9Z}`q~p2-=F*eGpc-ow)LIw0%9I7rH&Ji}hO$>|RXo2;8n#eKnMCdNX>ACuv{ zD=i`=#zTEriQSq_tC@hbBjC{w;ppx>v19%o)P+~@sn>>OzIhYtv@a^a1Raw0%1VN< zo&h2ohsYo3#&1q?I;TsR#+ZLBnh*ne#O>=Uy@yHcUQdcC$^iTK#x;k3$$CAgioa&1 z*mT&U-v*#sKY9Fl_x|fB5L`HK*qyvaZ#o_|k?`K(Sks_J8~3vb(t2B-_|qI}&c;5d2u9#!4RIYH1R~OANOtfuT+vWTafISr-Qhg!lmbmj<~1? z@@YkD1ti>GB>4q0?J%9#%d~>x##S?#Lz$`i*_91|n@m(bWR>~&QNH&N06%i%-kuwV zD$`Q=t06eSAyw_IfD%l=5huutGd z#(L)tITHOkSag8qRrC)C(6AT3PqFL}TJtlyRi=MFd*y*j-B-k=1^rjaM}ts5KS+=- zpl!J>L)#CslJhMF|F>_|L)kuQu;!0a#51Jqblyj70z zZ@-uI<#jKPdfBp~qD}i%>r0kM6d)FKAQQ#$C z=)Zaki|LpFif+6XN|}xHq9c=QezGj064>{(7b74M^}OsYEOF^-^7nD;1j0q!LTSM@ z)I|4^Ryq@#gA4DJQ^a`!j2aUBXUZ}VC z-|FQ?UjN=F153JHW3dTiRDV9Lww*3e)abZ+paW9)kX+~(QDPJz?eNQSN=D;<#g2;r z3G-*OIA33!iW&JEX3eHnYm+28z0He8X6%r+P62dj%0jtCO#3sgI6eyJCk-)^q=s7UN9eZ z7>jJOq&$(1_Dw6p3VaM~RjSm3lgd5(^_adbC9^yh^X7;^kW=26|MrdJg|9?ZVSJ`Yjv2#eCn&_@U1fP6*!b|q-edh|T}~p>$cSf+ zpp7Nd?a3_j0^Uk&R-{{DuK*%%E ze6*5^ZP`iBWUXb)zi6+p>+&L_T$aeSa6w|P0@_WL#SzuKNPU+LwZI*K^y9}LM`InL z!tQLEeSDl#@v|l{ox+9NHX@9fzp3So(DKjZLFhy!Ok(+JWYJsShi>a-)wK*v2yvc5 z?UzsGI;JW(-%vTRo1EXQa;=^>FIkwK#Kn@>2fYXEd6I!mFx-DSCdjOvRoxhhZ6zNU zN3IKviQXpJ0V0`s5Rnb4*+dyQa;;?BAIVtxvE#(&_{eHAeQ?|h;NOdT^RgQ$OZayg* z+fJ93_*siX=K&^SGMj3-?OgXPsbCZcLN7<6iT^{18LYvIYhOG|+R~a~W}WvV%f4lhr~1r;I9=fx4GsT9&T=j#amJ5p z0YY-{3J?pTXtmm)=W|}@14rGgj_iK+;hKA?Mvc6wV2`vs?#R1)UP;o5hgaC~Ows~i zMI^B`L53M&jX-9^%U^)Jo(0|q`b>P@8Vf&;Ir!Hl<3he|3npl9@nHw6QrDV5_5m%D zY;&3m=x#qj{LEF>&>z#Lst(UEKR&z{gdQFFX`#?S(kwJ#s&CtXHT9FbR)pfT`CaY7 zne&49GzhS(!n9#B;>ZjO67DTFcQ;x1YPz*!iaZxKN9G+~`8}6CYN$=NI6~8Xq?LS8 z@wpkM&sWVStj%Dn2n?#`35N)UrAs0M$1TFk->Sp1FU9l$M+;hTRM~1#VR>X~muH}5 zN!do!bL9+MX0XmOx)fs+GDKwj%?ufhIk9j&)h1TphFjjA9nSd)*~v~71ASxF&Wb|^ zTulz8V*ch{r;7BiQTKfZ$DQk$?;uzUcL3tBl4$sps63XWLU&!f5`}-5^?2d88PY{I z1JiQdmCmWM)@0@>Lx{6an*)N}qpH~UYhh-(ew=ijV_d}N-`~NhwHZ!>P?7%06xS+6 z8X;J5g+P=&>h-dVACKG-Lzn3F+X53CYVRm$noILdloCvJ;?!ThexSZ9;)oeF+rQfW6DuC6lu94XMw@@A$S{h|*3>m(1(`6MdA;P1<_af5lZ zX?W9>x6O&tkzdgW7Nfs+UFz&^@hf<5%!70KN{_B-i^k_u!g*_oL%o#xo`-HfW~~(69-j?dVQ_2;VFL@I53Sn z)x{3rJWcuVknBzTuCeOyK20O6awXer-}bm>IjP}D!w)p7R=i~?QqG6`qLpcU(u+4T zj(?5k8rl21xhFHZ4=z;m6(=l8y?*K;crq*=yf=~YStaqZP9ytqfAJ3n^|^EJdyO7Y zu`j1BRpO@jI_p=Pm4Z)^HT@4pSqAU!v3mU>o7^8Kv3!BFnx8T8uiuNuUVYMckSmlh z89Q$bOZRYCNOuS_p8Ys}bfrP>rcg$@zy78YZ2f7&Zr<2#LBfjzsVPFb7Et$o%xMVs zj$nYMJuWj?D^NKSePKDyx8i%%jz3~>ob}D`i>#EHzwK~R0S@>fwYQnhXmg!Z70J{b zHATEp`4bWsPTyb$8yih%evAASbQU|6ZyT%bF@XCpx$YzDmZJeHSasZxlCpAh?Zl3M z@oPRrx~Lq}?YK9X&Ok+`Cb;z9WVLaQa&(3Eg)H#!B8RNjqx(%pkHq`x2ZRD-juJIs zCsxanxfQ|L+@q~abkzd!;I2_c!|5+<Da+opvMuU~`ugF$@bBTxUx zL8!#IwU}S#4M#D*e1aId6b7M^1i=spm&X^Glt%G1_*gS`YWSvB*U>j=KXXh?*ry;q>iA+};NFj%~6|x3Nhm@RL z*!QYaw(M9|EMwBCjHb^|e<9Z)V5b!QP&v8Ay8(LdU?X|^h|I;;TT=`pa?Xmk&^s^_yuNf^@DJU(!qMeC)sZ#W_~jjtVom0zsKJC9qa8d=(xza__- zPn^%(bK-rAnUB_8KR1z027`Z)20w7g`=np>`>Ok21WvAtaahE6<7bT23BJU-ulIyS zW!5n|LP$F4E*jA(;#s=))`XXQMk9-?A14V4`dzotl)c6fe|@HEZX(aD)Bp5 zyy@#JKpBPP3p@&B;(kSlyRe*}3DU@E-u#@C_OFoHdZ!07-3*>eq=V2e)| z5Z8pr!rIO6b>me~7r!Gu{@&?_4sDbKG|A4vIp16d-CU|TOvB+Va&4Ry)dA;>XI9R7 zX$Y5BnHrj~20dI1{+ww#$VsbF0x&ZV_{riFrVndaDIW0&L}<;Hzoo^>$7)5&VnIjs z+=HB^oKabaU$W0iDT0H?2edM@=|$LJlwSTrK_C`vmKI8G|~)D39{m9y92Ft z17DXG>0z+ucR+z_Vqk^!n5B(m%&n4+u`79`);=DG$A6rwWX!tvy8!Su&3CF^V_C-YRi_W2~m1SLIk zd#qBiAUgO%KyZCHxSm6!tfJCm22nXVx(P(B+1q~3+vnU(D6*^}!EXbB@)J<3d5_bO1#FXIs+iH{L zK2Vj6&35^D7A@{vQdyja&vLOzOFX#On*8RI2%ggN-9&wWKbt_`*znc0CTB#y(@v8& zP(s8b-WW!bEeR)}pcp)i4O-w)odHSB_6~K~uYQI6n#x(Z9_6cA&gb`<))O0CTG?g& z*T^?Iw`8>38%WCaFcH(q8qyfkVig+c@3^I91uUrOUD)vl6{G=S;RH?mBdeSPiR(R? z{Fwm>u*HH(K1$?+8?8rz%0D)Aen`f@{<*KkBK+z4XY*=PrRLjbcuDfU6lma>U^T# z`ulsF@4#)RKx(OluVGr9KkYk&fhjd};xK8!OPdj(Ynav01M=E|PE#*fyAI*LgPkAm zxvxTKv8)5h4s=wGjgVBvWP0jP8xJ?yd>q3l7aY>3`~TbBS+Kp;ZnVqu3@_-pw|!V< zYhTo3u%kr}oi0Th0sHUt3Lw8|XBu<4<(%d~T&|5JpCLcjeYl$7siB<5f*6LNukN{+ zbd%Q+3^hC8w^mq^pnH?%KOgx;>n-eredO0F!;n&1K^RSnNpVLU9 zfv^#)@SI(jRR{-Xc~!IE9)AMHZ-NXbGkJM{+jOMVi(=7nIk&OawS*z-Ygy?NFm4@n zApT;o1ITZb49=T*r3K6-xD;QZ-|@;f$oSv}?7IzWFiikE5v*W>QIi@nxFDp%?LgJ@ zD=UREUZh12ES1=T7~m3MQ+F9>B``YW8|uACYTdg-<5151yzCNNdEv;)^*qui*z4(v z0LF2(ZFb2-fRIL4*PEu`CZ)O#p1b%#%lKSX6TE`@Seb0BetWVT?{lQZbsb}bqX47% z-!fDg=vO6Z02=9Vbdk!yHf9r%m0?T5Y|Ji!z9{|hD9FAaNBs<`PA5OHb+}b{dE5H4 zZHp8(FlpmFof`9fLM_r}FFH{mx98xM^lj37jXYY@AiU8*?>(h$(p;v9BRfR-H%DwG z!yr@}?kpv7B4OFHSj%}rGjcqDe*d)7(y1qlCIQSB%*DBns$8j0&0dI{i!5zyNkE*d z^cU&Af`QO~)*qA#hOwUH{NzE#5u5fiC5wHO8&)M-(bKUm1VH$ImF&epbfQ{&Y}zEW zN|mAwfUEvo;N_HBQ; zS3zRK)$k3moE5lZ5JZklyVOA&+V+sOb};sK3$SXmH9b)c7<1V;llZq0g`k(V*$O?$ zhW%2`>&6$ib6+KZP00tgQ0vX@*EQf5&Q3BpqPsurJ2QqP_kA1=9IMd)FQ%VjyN_l_ zSBig(=o`!GkIzJW6O2W~V`@Ttbk!PRK6Sf4GO$-!H<85!i!nR-e|bBrI(2)G6=KEt zE3;&ZlHvXZ$q8jNr~n~*F}Uj66GDT1xGKPW_evjRF6>R5(=W$L?%+7>k8}*pkuzhJ zreT!@r2pGA!#tb)~ zz#V(G5(+h7)Y$fuerV!_cYWQYgMSfwZZh3pku6P_CE~o?6gZuL89%%JX|vGAt!v-F z$`6?1!;gB1kI0~a@er}Za=4$SR$cO$5h+%FP2_kuYgXxuFP20uTz!R zye4CNF`A$C#oVr$QLSg8$rM%vgQ~Er}b2^75KYW|Wls zlj|nuAZeC$5uJ;91 zqY)_47nESGIYq;Q3-?urELli(i%>03w?F?9$7K@o6|a1v1)wY0?m!@1$=B? zC`*DMl~aC}uY!(f(`TT0Dyx@XQ3}4(C`36sG7CRQe?w8KaL7jq6R}JP*B9gwMI*|% zkvc3ox_@3(h|kC(#k8{-#EOn`>}^c7U>BFR{IlC9>qyPp1u4U$L+w*Vq# zEpIk2)lwxqD;B!Z6?^a(P;pxVK+u61o4HG^J>KCn@+dwo_gfW%jWEUOSy@!Q=O`|| zD_b1@=3uFIaDRHGg24{!{Fv9+a@g_@(GeE-FU-8AwGc}>1{uQ zOKbT2F-$KrILQ6HbU3U6lixU#^rM&1KY2QC*fwm#GksocajC0HR4TgDLUT! z3oi~tV)vhY=Rv}E27FA^Z-<|ZxU)uu>cOwurlT>fpBp6wkx{;3KYgv0=8FDQfZdN4 zCqh%}sbCXr*%m`ScZ?m|0p)Ld`e}g~#@ddkfw;Cl#G4${6~bZu^6xL036AYkzV)A< z=QKL@bYYppjgkV$Joy&(#`or>rbjbUjDF)wl>$aiCP(clVB_|~{*q=LtU}pJI9PT+ zlTi5S#A$aLPOclR@i1-D^hoH4Mk8zzeQTy}G)EmQa9K2q1@S!|7;LCcIMfcv_EN)$ zMUW!%LrMuRKK>f|#zHd`ujoeMQ>uT9 zfHM52L!hEjx=xvi1IvsZcKRoTdCFFjtaxO|JEuFGhn4M{ zfN5lq?#OwSXih3`MO}jty1D-I!epyp6a}aY+#_IsTcQRDkX=w-@!qU`$As;-9RH;L zSehy+v~<3#fZA}$9r{$dX$7z1wS)0YOU|QDH%*uCZ#6>@6ep7qi93<+n|~;S8l+Fd zw3fxICtgeHR->SvI{=#Rv5`H0l;DTfGSd|pUe!YY>nZEVXvun?Y9PK*9i3Se)DkkV z6p{ONex~HIB-e`zNiSgYPjD!#eLc$gNYk@~bx2POA5^rxsTK{*dw8q!F`tegXGHp%&-Gr!*1v-> z(s5>)>0BY%;%nLL?B@SBg6|2NkWX1f-x^4ZXTCKUlJFfw15#^ChY?7mw6B;N^>5>FSHk>K8%m0KgQ%}psl$m_qU~2 zdvbnE1JATgeqhJ98`%vO_J6ocwWCj-Cooi%BdotrcFQLRQcr3RoZLBx`%?xd6qs^K zyl4pu2VYdzG3C9w(17{Vidu2z%`$Nqh~RB?Jho<_RlQ-0AindWcd*Lg^Y-s^08P9k zK2Szee}=O+(hA%c!Sw5+twl_|*ZdQCOYNi-j9NN_O{X4Q^J^cxim$&2ojE@vU$Z4u zi7fOwgoSODmXO4x0CQy{Sro}{aBL@l{72~rmWgD#F6>B`Q-r#Mr&s&fIy2BdeRLI4VMS8|0o&p@8n%2|A5S z1eMUAcW-d42^{9tK-fTGr!`7#EuUUVx3}Hjzmvp|G=+x3)aLQa3*e7&x8)1sGKMcw z<_N%lgk(|+wEEuR5z}EP!Na_vt)(CC9I%NXX6yMY)OrA3zOQqa>)lV1@8W|5Sp(}T zF8I-kKQAh zO`KJ{67A=vc;efD*YsHPcgt+5%3A|1ct>P-@gq$zUx)i6UgJmoj(3jzJJkyw)Bd?R zcePwsDf#@S<0*2VKfNwc4YG2Q7j$o_Z8b5m;D4biC~tm(6|>6G8!eg@Y~EQc8kn5P zz?%Dbt`9+nU~j%9OM(mU{ZzShdiWJ*d9JIdUzIp#?VfGQw+y;M-+-828U;0L2+-B+ zm}Q)RJk2)&HBy9x#FKz=HkfMi!wWKvf3=*mK^qB8#(n%c^LeQVhZ5Xtw;J{4yDC2U z;9+$z_uPWde)l!D(rr+x%SI=x*Zk=-(+yJ7CtW(C^f7DDP>4`7wsONj%BpB2fXCe8 zAy-F;v}8-MGZ{c&!){^cqeZCIw_M2wPgy>3>3((Fq01bc9;u?er`ejF#L9_o?Pq># zbH*%#3sNis0%GXDj)r_&@{AL)Z%uT`X3&&L?5k=tWqke`3rdnlf+XFMO$WwcgwKqd9D19z0N93`VI{oJbl$I!Pj`uqK*kHvq_i~si> zBU1XL#SHJlHyuA@J2z@n^A=VRaSS&i$newi&lCCe`If|MO+J=)-r;VSD65HtiNJe# zQyt%^&=-X_SWt>zm`TFhP(9|nxlh^QNAC58K_t_Jzh`579d9!&3ss*#L)MdzaRiOC z8{bl2Onjjse-&R}4%~kX)8}#gm3^5Iqb7U~D?eb_O8*rSK!LX?>`QtgxwI=9HN%cV*xlWKZ}VMQSW)~5z7bej z#><7Y1=$Qpd9m+>-pCoffsrFj^Klv1W9BlBOBk!Z^AmLfD9 z!@r=6Crn~fFH;~+mD_fLvz03FN2wM5simF=KnpTiAS~vx4{BoS`x>uZTu-mP(C@-y z76}~_v+9Q`H^XqNui9rfVXdrqixd_uzxfVTVy#VGTvK-HE!+BOngFeC-maXg!;%3i>K@Ib2qgrDDG{~{4N9XGan29S8-WW9q zO&8MeHYGQqRLFFP@Ac@+O*A5&3TB44xw=>*=4wckRerLEn%A7QC6et;(~LF;1(bZAo!$yD^(V zeA>@M@J~|vC)4JiISdJ6|6^PV|B8ktpU~{%{35UYKNd3)+Dx5hD&faCO;L?M(-%`~ z3ijcPlP~P`Oty?GYwD*)Gj_56<6Kz*X>HzrlkXXy?UmE?rcc=$(Z4m$p>o%eG05&C zNHfeJwwl@dTW^8kns>fN4+_ZVM)|3N^4XJNN*vxlld`9?@d+9#(NlcCzoktW#%U)~ ziwf9f@b@&s+RP1QJ5%V(MCgey?w$VOOYe~WBf*%>IdZ<-@EX~z@AENdy&sy~npH?H zvl(Q!p~kxlKwwifT?I|ZG7OgQ4{ znfB^K6;F?XiWAL+X|GttQnESegp>S)<#k}V!uG5J7uC1G389NyBn+jk;+KcyifCN`;r|e-HfEt^#qqiwK5|GNvhbs2&lnB zkAn-DCnuM@_iU9?O%S;d)P=TP<<0a0NNFI{1u9tt=&8(1HZHfpJ%T^>hKI~89)z)Q zP5h^!B0D20uvJkPS(CdaoIChOOPMTCiuLN_IdQ$+8mb?fgCLW4d*Nbn5tXxF5iG+x zTe;L2Jq>Wx*NRARfk)}Bt)ts#d*ee1muWc93uysYNZ8ovVg@g2(m@7fE>Z}-TA2|T zYo~p1ZPO1mZ*-NOuLTP=Qw=3xQr{Q9$I5G5o#}T-y(Ju@l#N6GU@OrsU!u==r(c%a zPe?rLK+I-k#ny$kMTwfZuSis3Ztpy;rLj9y5~jHKMWZ~+8xk0T-Am>dotW1+qoh?X z3@#~tZE(vT_=PrRY()?oZ~y8in|x9-cv8p%@sJaKga(c!V>YNSAlq6CO?E}H0e)D4 zD(P0kO`ro_@~D6=BoB9Tb@iF{RBz6F=Lk_A)n@*o&l|XTdF2{#B3Vnxesgs_a;?0~ zLy`(zcIMGme+T2XwfE3HSUNvD_^ayp5GJg!Zd=&BJ6wMv<0MkSZrRZSabq~#jq!*j z84@eXcc{Y8-x;hgS$kn$_j}=-+J4Kl726IBg(VY$-XcgaP4V!)1PeA{+GLbsYuu&o zr^W}b+PYlq^J-^pXi@_QFVcVhzhaBLvDls?gZpGdPCII+>2WF*8P8;*fL9xX$(X** zTs8Xs%ip8hSgpdRjL{PgA}Q`N*mmns*mMe5%7=)l)b8HErO%t8VD!j$%D|5f&DWYc z_{PWGKhM9@ODviuV6c%tP<&=J8oye|vdplJUe-3lP!6!szA4SSY_pAldV}rP$pdW4 ziDvkq1=IJMI~OlbmVtyrCw1K~ssKSGzVt579=QN$QcL0zzDTt*?huAO6>W27FtLIlnPdDZjb{Cu2M?z18yn#{}%yXk+6TIV7 zSK+Sj80FIMpp9|raEK0Hzf{SIxpm1vX{I?<>}kH`DcI%7`||Ft5iJ@VXc@W7W)|e0 zuq?qQX^G$LKjhpPfLeH()F_!O1Vclvtqd&5nbDSVOB~nE7|2C>H7?G~x`_CTfdQ-% zTOxww+Gg!(sC=BcHmW0tUubFPe4fq@*`ZqjNI{hTvbmKfSl6xK4{Ti1N3lEZSS-$zL|+X7IVK)f%J!;fNP*RfQP*}# zqSM-QYy#{^&^Zjz{xq+f=R{8LZfXj+3#)(iZ%x zJlu0(Y4A?T-(cv(g4UU;O!FXhNoNlX9r=%%hwT1%d)JLaJF)WdKFdFgmy8^%QoIk| z2%{<_@OIOiLfLnxSZ0&mdH;ZxhT7or+E%r1QaP>gql$78jNX2==u8w{G^e_ed|hva zCw_V0H4@EY2FZ^V6cWlZLIG2YwbZ8uf68&n$f;TY@0I={+&HYC{V;Q&zlBPmmp1B| z@vGpib6@eJX6AERkx3Ja&C1$gx-Ihobo~u0$&a65E|r!xQj$Ul9FO$n4tIK^>z^XS z#K&Idhc2KmbcNpcnqT7}MslVL!f!*-0lL4&yHn>9#Imkq)J$5+k4)@^xJoLI3mEM! zt=%l$Hg61^eXBz)!K3!Va%oJ2CWiQhZX7YTQi2`nxLM3TyI6N_mvNE6L^vVjkGFE+ z^hW5t+HeR;9qUwVe+2eN{9^(f^Eq&oWG!g>KwqIAsj`r5=n@R#OP*;xh+4gtJ`Kz` zh|g?-2)QGE4OeNEzF_CxC|gavjhD=90;y6j8LVXl*p(Nj&(GCEfVIv;-7aW71$zcbiNX(XH0h^ zgk1kPAT`8Gn*s)>k_FBp2WUM?9q>8*=bYZ#cGf4OF!yPffVx9n4>7m|o|0R@I!tBy zLylM`+4&rYO!HJrWO>ZO`TGSUJ)_vcWYtdwkwa1(?!wzPy|!Hz`AI{Xhyg^Dg!db{ zi(O%mn>IKL&?}k2+F1a{f&s@RB1;2mx0c+D zX_H$k3;C>!B(I5mXbF-x?YbidyzORDT$Teyc@y`eLU@qTx_rEZ=FE9c85bA0B_2E( zUsuTc0XoeTryB1#l9`F8d$ihmz%8swv1VHRlm5gf>{_Qw(d&`bUum(!9<5GN{%!}eOuK=KV5z&rxo zvx)KcdYG^~!7%QzfG+_F01J+OIVS~B)v^pf66 z_2rI5;SJo&nyfSW4GCsJx)5IRcP z6Q!E9JS`~$uN+ejQ>u~SdbaW|1frT+Fg%&dD36x#^4=-q&A@+*4`T(ytq?#eaiqFJCMH-LgJo%o(HhpMNR0j+p5;QM)LMUSw7b` zIvwQ;Rbg!UOi}wabi)U{jLUqdQyM~lWUlXvr95aYAFp^1v(JLjQi4)+$6kd&!iCry z%Nmm2w00|*iQPSCel{F8m5?njVe*i#^K|)liwnu4b0b4opI#%!@=Q`gfc{x`tV)RP z!C7EAs*@rgF^G$VY*1J`27E2{@|I0P%wUu|u?7ka+K;}2vzr{p)j>?h$BH)hSZg|b zQ)$SKR)Q3dBO%Srflpmd$nF9f_1EYiUO~W(>mDagJyt`$8kK>L`|nPIn&3Zhq4jPUE>tC-4_-$n%dmoQ^sj~(&Qe>!^*yYIan zQ*OmLdSOhs;pDqMrqcdQkyuE+C0{NLJlrQwdfi?w(}|p!0`kxEO4Cp-q56GLU1$Ej z0bZ}PalZ_H&t7GgLn+<5oY{MJhPpDZ*c2vz+V%VRzQ>;gdOB@NX}p9nPiWO)bsaf) z0JJ>dMgZQT|68H>Yp4BeWMVYF-z9*|Mf_%Qa~QnDQE#X5aTQmOrC3mVdYwuBr-Zd3 z7hbto+`!dk$*T&3a(|0KDCoEN8huy)ALO#0U&=o2wSvkQS@2}s%k7w z=Jfr%lKfj{J>uu_TS8{WQ4ehLV=QaAWo2;V_<~p^)CnNdqx-o@^cBtyqP^ zFVoxSFOB>KMjlnL4vCBt*vc#?{#JN@((6SN9Td(essa1FpHZQ`P zD-{b1cZ!V;#gwcy{0Cz>H){JS(Ev3zhDpqqHAo4nkP zA(zV5eyM#pFMxUb^v} z=;1T<1uMDT0l1fDJEBI-PLfxKv5}`Irre%#h<@wMnOLBfzmyrLcOw2ky7BV=$qcKL zpF)a#WG=a1h5bkV96~8I@FfW+IO|awp(OXP^3mIZD%4}5$9=w}mSA##{Wi+$mA0Vu z@|Xc~XHWlnwc|C9&K?mri=MUJC&cK+=he84*(4`kPDDO1Dk*|kmn5lNRg}LFQugio z@~p?RvaW~Wx3aRazyE~buzh@e60aBg)34ir8Up?43-L{&OF+K9QtMIT=!9`9ldD00>Za+9uIQ8L= z_dahzeobLF@iJotd)2$?`oPPM_E(9|>bLU-GPZD6h=^Z>sG${*iq;$95DOz&(Kzgj+uCX-R%B_4d?>(C5Rp}f!$!CB_{Pt$hIFh|oyYcosV zbi$Nk%it8lSYSPhY`T4lChH#Fvp(QG6HMgz{qxOda1u^@wzf3Am6daUf~5LnY{DBU zuJ=^6bB?63Pnb=wn>?NEk(%9?5s|%?;GaI2g?dHC*%*3l#f)BM)oRo6!=eVf*HrzJ zRz1A$Qm1?ZY$txiWK-*DnXEv1t=kA&&$g^gZ47;bZ4_8-$#Y~hPKa$FgnHHod* zEQQkQ_s+IE4S35UV|(`&%{eo~O>oz=uG$*)_InRZcuSKKwJdS=E1rC$?eboPiEVbe zsk6@Ip}Mh+*?T4PbrwVU-|v2$DxPY)B#iylo9adhT%Fkd&Zs%z-R3P+!8QDK*5|=u zNPwT($gjWVe$|X^tjecU=TpZA&1=#_>&ON8aV;$Q<#bx8xiooBMR)&4-cNRy*td2! z2D@(x=*qQ)t0H5mR_-S0zDY=- zds>=ZOokLg0C#~t;?isjvCaDY_nFAntkAl}AsRDWW^3}DFd&@LegY?hBf7%}7@tA& z2aT3k-+Jp^R1k z@H`>lOB|Kz|42e$a8FF2en^ohH$PugZBw?e`_9*$`J~sJ%sDwVtiw|ky>a>Hy~b_! zkX?^@6PKrFW_OuEjrJ1#*iL3-&k8^M`{`f1wvl}$c{uG^@%6Nuz#7bs(eSBa7_eXIp4k%Z3>Jx&^bTh-b>#-j(J~eko zmk<&Sio>6YTkY`Tc_p)yH(IA8)$QX%Ar1f9yiC68`nA_Ca}TXkdK= zzy!#>b5&%}Jpc8bg@TYHeg3BY7E4gj-|zBD+TTp6(LuCGR7qtoVw4uLJ8KNoJ|ILq zh$Vu0eGP7&o9I;nA%Kg4`ZM#Gaaf9dSlIm7u`Rsxu#`X`xK(r@?#sUSDrlOi6}H}V zM)T1R*%dP%J9tSKk*~i2UAIl!g|jb#(fwau!J|uai(cioR0dyWGPJNl?ZYmfY8?BN zwj2!6B4^;t8a3=T&AOV4In2#33Vs@zWDTSq>1p~A_XSILI}oGh+q=bo*kMjzlBC>Q z9zyMGxsHF6i;qSusAd!X?;Wcw)JY%8R~>s;eM14R$P2O;_8F-QI>^bX%#N17!>)#w zT;nsN!YVi+X`j12+|s_cGra>aKHJYWuO~irTtBsnwIwhN^!`3ryeQofG}m54-68|gRy^r|l`B~kb z>0O8u3HOGkqR7+2hadR1K<;?GPlNgm+ZT5HS+67t_a!eX!8uVU7$pW;`mKfx^_EKy zW%r6dXqc5v?K^X*L|tzYgM#@j1(O!5nKl&9>(=;fHwy+WNJ4VE$iIpQ3Pz6I{*qtvHcU74RVxGWXbo{uM6GU$q>I zIL+DylLCa5ty5AQc27OeDcSAcrI^pNg8MjPuMx!@8wkBKRW^H3d|*{QnYoL3Io_9? z_vWnqnD)X&2wM1Iy)eCrV?1DURun)l_{SL2LeSM}-d~<>){4V^%>lH)Pw0n;vGWAq z*$WB<{k!9&o@PY4HEA0B;cy0$whSGZv*)JTfHUJxoi73SsiLgn?wXmgDMjl$8)TUq zt~NhqylMw_=f3V;m2l`UnK1l;CQa|STJS=am9z~t%$jyf-!7Qj2vt%VV;>tji}$5E z7odP+^=Zi(z|AAcpBJbIRf>WFR%u$Zpo z{_cS>%olXpY5$@HI4YKvOChBl#r7LoG#6wRs74K6YwjOP4A1Z_!**A}bBpG*D>PNt zP&URFajGv3@2Wc=k;h*>QR&%_1i?PCx3muzJt+N~L8mQQgy>YzI*@VyCBVG2OXfw$ z*q^y$5pQ67W2NhbJ~#uOfU!5*3`$pY`_nkJUT1>8?*?W@lk3P&Ev7^JNW0%ze8hJH zHL$Apmu;JaS z)rqF5bt_tsN-FK|3c1!S_XOytkR4}qc?c%jZdL(c;WJA8jd-B3xS(h-*eGMUN{#s6 zRyfOrQQ8+_y;b<_J*s^J-H8#w_o)L_8Yl;)iCt@$0#COz{)-=10hmCqNF8g{5U@km z+rSN*No{7zJ((RgSC{jXE#(@mWVCrJSudvug*P}}tJS)lB*zX-s%Bk!R3S`3R{lOJ zi;oFA8Q&T4*h8&q49@fIIoLLMw75t~H<1O+YK)3!*qxcI(ilN74Iit^EF|CfP9tY= zlJK-TPPhTy)%3)HOip#Xfepm1w>M}gnx|Ah|Qs;Qxd&U!rYE4F#*h|j`fkocWp~#OfYU}VdT6ga^+DJ(z z=kLcyvwGwDjk;_SFeB^#DN$-V@K@5u8zQYQNy%@-?E&~{Hn6z# z&MnVrUAa+i9grxS?KB#jm>5-PwE3feWTxG91!_;yeX7cL9Fzz9@k5xs=9P|`ty)#~ zNGJ>S#I*!#;(17Q0Jsx*+s(x8i@OOdJ>P&P-?-g{onPuXML^h|0mOxr(va9(legb$@i?Ssp+my{~3b9dKjhd z>XK<-~1Y7wZAEh+Iraw<0P@;tphG+ zkSZFlS$w2}ydMCD*@aOTILK*RXV)tM9|_{G)C>Wrqa|ShLr0K{4Q^;2d%M<2gBuv; zUml|c4*IwxxS4?jp`ft)Q={iB93<1jn~8T|Az~*$qEKbAkb%zI5hprWZA`A91rDFf zYXfwY#sx-Z59bB{xGX^bT4E1bR&mKTi8?`6;rn(|!~G>e>Z_F`6940dJ!%LlBfTzK4kX+&F|EcmFNrcllW^r^k4 v+iz9YGypb7R>;)D!)c{`p#1;ka@-7(!fYzEeX|1-0^n(PkecPUEJObX2*-`O literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/9848c713-134c-4eb9-9f35-3d3076854a6d.png b/docs/handson-cnn-tf/img/9848c713-134c-4eb9-9f35-3d3076854a6d.png new file mode 100644 index 0000000000000000000000000000000000000000..926d4d9116f5e60f76bdab7ae486b51fe2e0d3c0 GIT binary patch literal 2966 zcmV;H3u*L;P)@?w8HSMQamL>fAjVw~4P2lhV z;@AwtY72NgynA;z9Hr4{7{eIGForRVVGLs!!x)BkOeT}gb9j@~ftNzu z_YK@jg%GRmPcL?P&&a1g78NrG$i+WBn|ysRS7(kMHcl*hMSdq7kfqwWZSN-E=Wgcd zOgfVh9~OLaFi~-s=&@&$JK<+2`Zap&j-FYsOn1pnU-T(2&nDkFnyl>6=w9hY5*udd z$>`4_EOMvR>&NJ&TO})cGy2h|+@*NW$%~WV0OcC{-0>dn`SbLniCpqB=_wi&&ew5o z3qlIq?rrH*tZ4sqYoH@tR?NsV$I5c1%dQWyxZc^a2T6|vM?xLWEn(KY)ax8!lr%0W4=i!&Y<^#ywct@5P5SWXozXHe!P3c+4LtG0E^BP|O?h#oFPVva>J(ZkIj3nfc_ zIX}sOQ(3Gk$ ze|@-m_t9Lz;B3+R{KxYL9>zL3$B}!VD$WY=1;<{P#k=rLy~gg^(UhZKPjeoo{T(Hl znSsv6A-c0tv*>ownDa2cgV2955%k*^OVm$$Igug<3Ha+P;4t*aKnQMME%EHu-XCKB zr%Y(?ErFxZeO!E}ttIl>!ZS%AfQACfyc1f!!HK26&X?hE)78m<+{p|@{J zEQnszb5`CM9zR!#*2g2Z<+TW`(T7%%^aQym% zEwUvrRZ9Xn;NThZjG<%`1I0R7>lrOfjwBBm5=1j0;Z!Q8Wrl8dMk3dHcmdEdkj~a* z`q-3yl(2yEk^smHnaP`U*;^owY2bPnPxK-d%B9LX8*SGPi@H?ND>cZqAtu(-s!%vh zD$}s~c{ZK=6WO&$EB&ELsFG#^^E#c_bn{PuE_&p#YNqJ4$fk{a)s-w-N%yt?Rtg1k z0~sYl0j1}G9=Og`e4Rh|N)v=K>jW6`7(o7rJ^WHfND1vqiRkzk@(e((2}YrYmm%Tm znIsVT5J|l?f_w=f-)KBoX2evo9T9}wM}TXH?rHujRcFj6eR!1Q1hdXG*AZQVJS5cB zlMyL~kQWegI#c%Oh!qnw4`jO&xG28ec9h2 z7R7+m;!-1j)M!AiPBUMigpday@{K+6LXyX}nUqVA=SZ^DDP5$Im((0GImeL4AaYt3 zDdZuwZzng~$#yA6jx$sIflFdk<*6@3VBM!1gV^3 z$TM!_9=UC?lu4OO*i6F9;^YUXp z&we4kFJS1b?DZv^LMq-B#!JwlywNoD^~n z)^eu~K;%f~vd3fzM#%a|ENq(l}f=kq1rErfIrR> zkxEd?JU!FIivr9$6kfW&#y&SCN|(Zr>J{bv4c{qMsSj{8K~ttOLP$Q^1&IKAQ9 z#ADOnyGm&xsHJCH!FUe@=@1Y9U54%zuA0?fK8{D;<$L7Z!tp-4dXU#3(s zeQKp&neI}d2U$#@I~`RPrW6mxud{t+y_uC;6Ub6_S+tU`P+vkTxMi`jo}q05{rejc zw=4$2hL4f{3M#PjA9D!xKddg65I3&KyAw zS|3_?Di^7~s43Z!0=(bm`{}cK>IJFUt-pI~0iL=`Hlq84pG8XKK72D@uo0b_IZ-0d z;QkYzjp(Jm0^UX*!u?@vKV?aKP^m&58?ft-6IfHW;;N?i&<6C1a+ zd$}a;;9Yf}x|Brj(dZ4^%Ec1mK*~}8Ab)MPVe`M*Sr~kbnzHC(jD1ngi$}Y~yC54| zw{uJvdM8uax#z;DKkO{7i~h(WedVUn%mKE})WK-eBUw(-|HS7P7w53g9sOn3BUw%& zvi~}tU)|iioqsiKY^%ndbGm4Ms+njG|2{Td=gB!)R@!<=N8r`ox(r782|qXiUP-#U z+$GfW)suJoelaxPQPSO2M(=?9Gkhaym%X;+rK?o;XbA0Bl-|B>ntjM^*K&0Q5P@1X zdHb!=s&MtuUJP7i03{s3y~)jdK7TWx-(1_SeN5@y_^97Qf7olMa^s^Jf7?vk=q?Nu z_G|LW=q}=D(XYuXqa*JhKr+>%$t!v3E{qX(FM%T2?VjtVy_>u`O?5p<2ZkB8y9{sT zKv{Nq-^hbzBX|eS-H&=76VvW;X+WQhhB1s`3}YC>7{)M$@js9M0HO$H#OKjYC;$Ke M07*qoM6N<$f~|w0S^xk5 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/98d6f30f-1c72-4cec-92cf-f6ccd95c271d.png b/docs/handson-cnn-tf/img/98d6f30f-1c72-4cec-92cf-f6ccd95c271d.png new file mode 100644 index 0000000000000000000000000000000000000000..20311be9252caaee2f0429fc5967967ed9a509f3 GIT binary patch literal 156 zcmeAS@N?(olHy`uVBq!ia0vp^tUxTt!VDyzvsFg}DT4r?5ZC|z{~Iu8>#hD84pSYee~!No~nw1&Z9@5kB=THX($do2o?bto*muj#5C{Yt8ygCR;^5%m;^N}r;o;-s z6A%zMnR$JC^vD{esv!HyYjOWhBdzeov=n|)YqbY-sG_}8j_xosRqIuJo-SO5*CoDY z$9UkO(R{XMcUOio0lToUFo=z+z0zOSuXo?W?)B>s8$t*WfSiy@R~z^U2Nu2%a@>AQ zOC5AoyHPkOXLtG}LCnn!(r=xtLelVqx|EYJ9S#Gq*Kweh=^#j@_wi8EhXN+%x=$^=Ck4B(EkX~q>h?BI)P1b_O?!O^l zM?s2g0OGI$)Y}C10%k{`N(~E~oRAZ4DGE$g@#pMH97-IHhlLKRBC&h5(G=TH*NY!r zGNmc7f!J{SvBtf5_G?%iSPJ288$vh=FEOOBK`kS1LF-*zG+kfMb=OSjFmy5imNchM zqkv^e-nn9!)#pQaz%CgZn;C~E94HsKH=^ew#Nk--Y+v$6Ve3%|IF1u4OF@D(${zjo zHkV9wM>9!CQw51FA1U`c5jFMCHckj%m1`Udfv9Pk!jRZo!60JEGhS|pymx;P2LupK z=1%ma&sx%zwnJsg*CbB@`J4gv-`@PcPpi@%!NXGyCpm_62wjL_h~2jIWC%V3GrW(nV__B244ANlX8R6h!jU; z76d2=kyO@8F)#dx>oF2nB*_^hs<{=%D&UR3D_#=%k>sMMCH>RQ57l7oQrM+p!eqdU z+Wd+fb}b{)drh8%KU|eMNYL^pF%jHrXd)tr6Zld-2GAfHz5W_sO}s%aQHTq{%bqS=+7UuHSmiy)-ILoss!e|Bz!zK9sHW@>|cY)oUykD@M6;RV`fu&dQKQ6-DlUY5|%`&=DmuG+M5+Ru$qcn}VJS$My^f+CWb zl7{ai;2~)04Y39qI~6+>iaYz5>q`_14yRxc0)Lqy2nvH2C9vnC1Qijb*tqOE$iqaI zG%Kl%6BcG1znp;g`TR?G>n#7?i>b&HEGwWDh*~2yI5JfW4|BZPU}KIUy>An*cveeL zmiaFfzANS?0*TcVEJV*(kggrG`Kb2_+xg(!zj>75mHH9Dp3MRQ|FXa8u}f4W6l_`U zBytA_E@0c#NEA>Wl5Ho;keeT4K@ss<9@+cI_8A;MJIqv}D*_DhR|4B7iztzlU&k5D}>T8kOSJs$htmiB#+9& zZD8!{g&ZG06>=1M@loRCB(lCW!u<*Zkr*_2Np{mlX~m&m-8cifKf!?neh|f0*?fV8 zk@=A5PIFNQ-8om~`8?Z1>|WHr(9bU@1dtb1Da^1@HWww#!J;r%APa&cT1lM#uP`&X z;k|QH`Ty!ng$-dLNJAOI-7F4?SOi-~A*q144p0y~8^p`-pKL#c8sW?FfN8jF3`aG*x&)r)Y6fznnSMh9VQZ`waol z*K0m+V*!0}3%k)HpqDykrbVox!9vnhW|4jp`$_dT1eUItmI#8|gP*txL)*iTO@tC$ zHz`gEUuH*g4^?Oi*;m@9_LlcDcAFB!kZdkrV2R>+mSf9;YJ;!5%z> zZy}e&+8pC(8kiC(2Y)&u6Wq*jgpR1yGiD`BM`Qzv=13Qr_nu(N`QRtS%W)`-rb6U` zpO9mU*~UMJMo&?2a%HGGMKzeNr3qGy0uoErx^)+$Le_i`(In|`Qvyjg0(FXJu#*Nt z2N4uW*Xm9YOOlQ#20KYaFoW3Aw~>soIhcm836@2mjJA9qe&@-9;}B6`{e@jtq+%nr zB?~&9LLIJ%G+-0(`iXz&_8SuBg=l(G&E%5Rh-P5Ij8TNzun}jCzZHpKbNgKlkvISO zbqiSnI3;7iNa`jsjaz`}!Mf}`;Dq2R4>NZ%xY{V<fd(u0AIb9=neyOr;BpJV1zLDJd@;@=(#USD4)vU}a1>6!Ow$P`^}w*Y9L_w-4@ zO(Nwu?xj2Szdsn{PCsTbHANcezg8FqMC(|2Zm?t8lt>*77mmGWJBWs;Q$zqN!(8m? z42is|j_>ckjJ@#NQE;pAV&CSIUUt4(IKF5X=RU5k=}5w;Y%PQxEBQJy z@FO72CpyqLjBxc5T&NCYGhM-|Y_6xKyEL;updj(Oy))yiUl+n~FPQ_F`o`iEwZ7dl zyX-8~Uh=2s$v>DE4q>{BH-UrEA$Mh>Hu76w;f0=+g#PxKcG1f4Q!$m5mel+wsXtto? zV(aZ|crQi)wYGxIvm$lv`4L={jpz1uk>6S;$l2T&u+wzVO*_dY-~iDm`XEEp7l!jjlc@s@VgX2;+FxTMRM1y5dTJX1J^{eA=; z<{8_>MKCzwe+Tg+*qqa$ejPcWi4oOlsUx2>CfZQ1GEulCge=HlF(0n_qW$#_tlDw>GKQXVq-tWgzMO|sr7uXe=NQ^95ID7 zw|n|CgtR>evSm|W4+IL51Jan&fcT!q5OZk=X2Th)&IUh{Qo4iimx@8e7_Lx{I&NXb zn{dN1dLsf*^Bar52!;VSS|o;N!6qYM46J(c8#$wH>aU1VGH@Eu6TJKXP}2fd&6hz2 zj5I#6KSDK;QewK)N*>MaMB!o}8wXu$W+b&PO*&ki;5NVa%^~K<1?!`a8AvV#MK9m( z=T{m~UGB)NO+jg*p5I4823&6K-4(+of%gqwd%Jv=z0Eb(DaY%05A+|8nd`m~fU0$v z)4sy6BIRz4)bTq<;ypaCPJKTtJyg}ZADi4c(;phakT;J$%t^xgk*hVyDBi=V@1uHO zX-CZZ!GxD!!d3&iInv9Uep0WFJXAP_)>b39keAE z{AVZy0UNaL^@eDa?GDjgr=7!U6q9nUPm{UO3186(SG1Mk$N;>)pOLBG?bCk1aah_; z^xXmZ!~50~(#|V9=q;&YK>&^STQO;mqm-DUPj^PQg`Z7Uf%mUE6T`QW$~f42qNg%0 z*iM%Xm#cm2XX8D=yDwRT39fC+^N5_|mJh#q^&w3xQXZ+@S{scw`K~t`c)jw!&;#|G zt-1*A9h-DY`af(xb9cQGfJkv2UEFBRexHGKaJ-e!PYbZW?|8S!s670qfn?*+EfHR`)cs9uunlBYqzTbwJR76wbtn;Z7V-2rTgJup)mwUpSI-_M zcmlp(33=~-LkZc5MNl((rmcUW>9H!!b<{&P1$^r+Y1x@7D#^X_KCU_4oM5Q71MzL3 zHXd`;HkX{d(mtcazKy!+NX0kcJaYCQ*!*E!ZDEgmVk2u_DUl4M3-;A2a|h{v7~Y6# zzVzD>BSl(pLS4x)5}D*3CPG}6M8q)3IF&||bFP)E550}=+7MjvW;raMH#hiM$8=Ow z($~RMOSk!Uqi*@(%JXaZB5fY}$CL%@*((Kf1Md0+76C80oZw$@J+XPy`tRb!?QtC> zJufMqzB<+pck>WVQHj~5*;S-4;GxBD{fB6+K4PR|6ZdHe3ZJkwkbuTTECL4(J@#K# z&)z^RrSq~&5gCeWs3_~m%y4K{s-lS5^_JI0igk5VabhJQ`oMc; zuocl%Wz_(ZGUj6C#mh?N9!CZA2Tm6XC}R+09i_|(CzjZKbgqS}e~IR@J=0S%rN+LM zf5_DACq>e7c34NWhzV}Sw{@C; zZ{-FuvYfa%GT|JxEIBM`x4p1lI?(->+(9Ef1cURRDz4hab9JCJe^>mtlC^|~%W|1H z_N_5qF@u)<-P;0G)E5fEn~Oj);wuVL`hh0doXkRReq_Et&g@2 zkWwBVVlmg2{@wLb&60xN#`sbFt%?ksd~!Qy9EtVNaO=dw8{%_0!x6H6=0yqCm+w7E zAw-T>q0m8KMfAISwI4W@Z`Uy$mB)w5Z?RMQv^u}PlQujo#d5mN3M#`e#`bLG-_KJD z?AvxfR#xPL+COo5$xC*&B0L48APxQ4?~*`QkssYv0%4q@z9g66y`uMC{Wd4D4Q^9t zrQ%3h{^21)oG0P4av9Oj>@|?9@EWtiqTOpkO*P8UKZ0o!qCeD>;FuW3m=FMW2=$i zJ>)k+1q9O(ob=L&HJj0SK8Q|cZe-X0N&C6u^y~A=)8tc4<0s0{4%+eP>(TwwF;=@> z-dNkL_Lv=|bHMc|?laa$7r9|9D z?Ms8N!8+)=1Nob#OT1X?wRe<%tO%k5H*>JIan2DIZ9g2~+GY;l>WAr9`N_JRT?1KK zDmVXK79Yv&)Wz1Qq=2i<8Qro%wJa8J(_EH-0s6v9skCNmuZ{eFd-A?vIF=bX$cW$Z z(=jtUIP-11EFY2Obz}TC7s{1VkGoKA#TC7JvL{Qfe`h9*a$qezrnb<%f(9m+Y>?wr zxXJ@2FRz`>5WqUGTP7=Vb#ZYHdJ zjaqks7nPYqR>2DyQ)@O^3v~w?(K9!V&i%BcHv?**`vUX9U4ee`d*|}j9n!ekC7$J@ z+6i9q7?fGP9HM<_^(X?eJkC(PGC89yWmBi++}XL8#ixE=wzDgx?~V*Kv2k2`4`V+( zx0f_&&Y(@>?HZZQ+nm6CQBpTy%yrbjRd%kwU-S-Nyvg8m7WrMpg{IJ>>DQYL$5CNd z&Nb;Uq%TvgwO-1tUYV$#-`!W1t%mByrXJh3xOJlvW}pU}%!Betzu9JM|__z3a?3RL7p zKh#ArexM}d&Sn#wV+34~f@f*X^3poF-filPC=DlZNy5tqkQgvEQ_+$^Yw)Yve&$sQ z;G2;|>LW!7<9wim@nD9x^mi_+``vmrGF)lIwf%w z?$_0mcw#KAiJsh_5s9|ZAa`laEZnozpXHv-kx~@HPXc**-|W0ohMKw;m@yxnkXC5h z&EU>8a)j)*noApKN0dui*0H!yy?C2Soirf(B*=)Qv3nEJu{cRe-4tVB_qBgScDax$ zAyzN>yrqFM^fTW2BA1IJ%)sg|(!QqlJV+x(?ua4L%7jQ17r=7#y*_WN7q4jl0By$9 zL4h=oXxmYR&UiKZY1>@Psm@I35_=W&_GkceUuj3ALaQhxpxJE)2DAi~qAp)3t1Y3p zuHkaT>3xwMiDmaf?!QwW6VE$>ci#ie|NgnIiug(f&i$iHD{4qIzaWRk9I#Gkm3S}! zDg2aP82QjNoSHMk{R(*BNn|0YjO>&&V|Gcn%16nw)%GoRw^acQXw3pY7eh)4ACi&g zQbe(rq|DW5W*2YuYSCqjJ+=xPWl4ra1d-)MA{|2P_1Jw zeD^#$QbPZ#$y>Lk@*G;QRCRqXnU$zh011(tAQ%XC6XI&q0Mc=I#oTGxy0Ju{fqk z=BJjiXvt9VeXXK;$Rx9!H0A=$gJdsB8+3((oAi=K>y!*#XA%rfWyuU!0jm+ADomuH zT(%0)c#hxsFYA3WNwl>uT{9K0qUC{X>EaP;4O+rP>FwtCR>vs!vcJsH(;2&pvbo)b zH`thw*$|KI%m*i_k_9a_b?j-MrL)C*@HqlE=z#OU|6Nvi5f%1jY6akU9ZuM%cnxv) zVNpm_)b`srrBOf>$>cC3;^LDc%lPBK!L7etlW%qKgV}Z>P@ObC54Omc8D4Hx;ExNr zTZ?%`PqQMUMdO?$96=Nn(Q3KFCVeRpfN=Ujqu zQa6V7rnmyk;0L>lP^fBu=U)stqiVsJh ztHx4@(<7Na#dXS_EWN?wZh6KN?@uUUHJxJZ;e?MBm( zf+;0({~ofu;c0!BVVq@RZ0hC?JaFz$>)YP3_}dgfTy*-REE3gOG@#k2?AsaEUVE3e zlkmsG4AZFR!U1S2d&AGD$Np6Wa52B>d3}+w^8GPR;XK~Yh+2Y6xf+C@L-z3tY(Gyr z06hgwdjRyou!BxDtVtpOF9;=NJl$Xjxj`-3b!@Xf@IZQE1A|$P9y)%BBgYF->(AvD zwZDO>O^B-IB;CSP(3m?o%|>`|(U0kXq!=YU5Yf1a(Pb%Q4=)FG-W`WJn3IPgRgnaR z8*8q0!Q|wQoSU7SAV*^eMhCVoed@8isP9z~y3=T$`ekvoy_v>*B+9k>Gqy-&Qyn~J zAY_RYjN1|W>7qfH9?1bnbN_ak*1LPJV=yH5Pryq2op}%~8OLVA8@XMd_vf1sNpqE3 z{T--Rh)JK-@wxSJe$AW*iHmXv@B%65eMdRAs)CUSG;=f&-Rx!PI2CQkTx!bRd*FSr z!|i~Mn<>wIs0lJp=I2?<4DDLn_0;RC>RnoTRirPbkDwU7Ntjih3VMXImSxT42v;Zt zaBE_2tWLsgu_lx_H?r|af(y{gs=EGQoUpt>SQFJpXP^P~+nYNa{Mcg|9UWGQ@p(Ao z*HXN>p?-S}0p`Zi2cr61ORAXjPat06=C`{aalci_E>nozD=)y9Tn1dO>b{GZe06hV|XI7208F$o=o8Ar>`GI^9&A z0_5uyB5VaemVP@l_4wSo7RrO?z;aymXP{5c8$A%!W)GYtrZko0e+Tqf<1&h%lY_C( zaMo?i7E{#&_=i6qe8vqICNlKK6T;uv#=v06ZO3P;p<+}{kMvtt5b>8o>DM5>-pBJ1)#@RL4$Tw-)U!3{A+<^Wi?|CCY!GZ zp)oyF*JLMJ%8XQyTV>@1bNA<8qOd9-9UDRXmh=5SlLZZweduu#gVMaGF+4tLDLugl zJXmu!^OaYTUTVw89Rkl2tyA-x^bmhVS<{~ayLJo1)kkV>k4P@R=?{$<_(uWhoN2$O z2>!raZ>l0TO;;!(k{VO@kWnnW)u+KIbMiA<ni4~nRS9@z$K)|X>~=SJ z6(o}+jl&lTkSLfWx3hVNRHcGi`WVIE%7^op2no$ZW_1?{kgaRtaA0j4H?Q2oI&jM@ zRG|7NmcdXLSJX{q_CQ2&tq3v2;VHjuk>$KW(tV4bx%)NSkxKn8q{qt<+tj2W{fe9o zzFTeZJgb7ER}ayLUQO+S2e%pvB9G5~UAmY%z~5*3T^?`r#8EA}%Omhz|2}C}c}J^l zW9KG{Oe$s#_GNYncO+b_Ql-iS)J!UV>m8TkEbi#|Rejlq-j%{Xr!SO;;C|b}%cJ)d zcRD-Q2EJSheRRzP->nTVd~>WHR*KqIrUs-5|0_e~*G>Z1hiYra!bQOWmc@*h2y#D6U zf<-363yh5K`Rq<&rHV*yS_p-7v^TT(0v>NM{S>2?%#+_*9Ft`CweY6bL3gIJg|Bx2 z&Giu3LKzlOsC%dC(e9G%O$SDz`ID0zI;+(kTOBmnw`fN#19Vu#q4pK;fFT4Y+bi1W zn>3_@y=Xc$#D=K`|5GfmInP62kQF3NFtTA~?u~XhP5bwmOc3Mv{Vr$Dmd0?@HPw}m z;(6J?ls88*pLt;WX+#A%-n}a1=B0Pv4w>61&`kP3NWr7&gAHi#--SPS-Ix4e_SA&+ z$Z2HEPY1oiOzKKFvyRg4Aj}(&Kki$p13Ep8+Ra7zvIk@^)#_GzP6NA^l+k}fNLuaY zpT1m86?FY%)n&^Z$8_{m8)6g0FNb#FH~5HpYiOh2q>JFjS4H0FBT{g>hfN{rVunE*NM4U7#ZiUTPO!exawSTJr_e1b73dh;b8d37N39Wy&QX4RW zcwhrsR6N3XB0g;^k{Hm5a-MYPoot^6bz^!7dvsM3`9%ZrX!+(LS0zL7VlOZ~0`570 z*1RipAs1WE7X^@0P6-p{Ag0?&U9>#5WETXP(M)KU9l2p=fcB8GaWvHVUh1;*#;A`~ zaZFY7sU)bm2%;wT8J-z2p&HS5h_bXPGGaL5=y~;qEV=9=`k8k{&l@J6-Vfe+cb&Ep zwS;fyH`Hm`FV$(BH%AN~F;YDzNg%c`iNsjb*VR#y|b#svbF&6^E@z(z_K5pGZJ$gdEc&0Atc-A zuWDz2Fw3wjlz&_CLQ@qn^X9y+YW37N2Nkb^J~7vG29#~j?H!2@1@&$VbQBfB?8cQE ziaux|)Ud|2Cu5p{(k%da6C)&0zd*==R)SK7f2B}$;f+3_sFyyixEjFP(?~DJ?APUI zA6&^p`_$#3$utqUq`gOvsZ^xl1UZ6!Cnjzy-0Pxo^|5E5Qm!L;cLdmkCH{y`5plD}EwFbAe=g($;m7IK0v31> zbsZLgy9D)+$S)Q00vxpmJU7Nfmp{1J1zsJ0o1;QjM&jxn`4n?Cik}r8`d=dkW3U?7-*|b%0IbWueW-q6d;eAXM(K1@6%hR#NE&+hi(t-G zN|)3yMVG%UvE)oI+&LKaU|5l$9Sqnt`ees&bcoRFcm)*^`@d)mJGdzPL!n z2#>Hf*vM}SR}p|o^K>za@sWbzVmSDo5p?-WSRZ-jppY?o3dXtR!@hm<<+ofFtW^gw zSMfmX@b0Lfa<@kayPX(cE%b7Dva)tUFvs#5J z357^^D=fF`1Z(J_sgMt!$tZF5KGn&hhn^t6j1W^45gPhN{hd)>!at?0I9-E|mR@@b!ALI52ypQvJJ|9|_vjM0nP$%H3)glY}P+YSs8ut}?t8ak#Ws4G1K{kbo@*_uH zld#o3;+n=uZ~2NQto|XBjQSMhSGtp|H3p;XXs?sRDdc#ktMjNV%8XF4oo>wOvK~Rg zq(FSj$$7iBT7*p(0oXnNRkOwIlJc_rg+Nq&_I3ZjCSv+o+{^Qi96(^a7i@EX7wg+# z0lvib_@=JjUxy0{zK`Uu8vl|!`mXrU74413jiW3Yp-U$>H5U#CQVaHyUTX3d{0gRQ zQ39FcuLocfPPjP^wUS9${FF6UMl8Nvt8+|AI%%MVM(XPod>3~b+SPhh6qqE>H5J78 zO6K3f_C!^q^|hr;lVmiael4U})eGatJdHpn1^TIgJZL@?!P>aXbkO5Qq>~t@Wnhyj z#!D3~C#i4Q*g!nrzexC251^>Y*w-ek3xkn$je5mUwf8j7 z5xcE?iVTZo&xt5{+(#E|l9RsPI!2a!7MM{(ff`0=8asT5a~s}@f8eESb;_nAOPz+s z;IHe(u1gSy^w+whkVy4^rpZS(tN9su%B%2g~rM*cvBHhqB(mMK) z!a)ApDa_09Qk&4LCzC98gW;f0rsIeHjbgDlv^(xLSknK9OM<+2VOUb7Z&P$4Iaf3~ zT1z~%@W_(*cZ~N`)a$9!GLX`P2T?0yZb2ce37*NXaWrpAfQ$Wlyvac*N8?Ery#b_S zkj&VRkPCa?y{g{RO=;_D12tp0N)`IK=MDe;<7n}jU{dY*w$+Pr%SJx$wof_kx=rJbc&LLXg`^n0ICs4 zdi*#;ea>^9QRq)IH+dYe=FW<5+FTI&{CJ6?kflY(PjR6ZM%)m>fRD(A}}*B?^#SvbWveuJ26w^%)D*ZM<6W`GLHyu*SaL0aAT6H zG(|G+T}D}5Br^C`^FJmmaO9O+>7*0-r#)|k=luQmrT{`y)?S);^?k7%H6`np5AulB zNAG^5W$)|a44-6x?6oaP)s_<0lVIQC)F5$3p4ugpHW=PPIYG^*Inf34&7$!4myb7K z^!MR6mW^P#&+ASB2lp#1X_m0`@Fi@?Rapcs@+K2yj65}K7>f;8>qDMNE@N%U`H7B6 zaJmfqsheEu!|rHG$uc7{G>Ui~iu$X*Q)1uuRs(5tTe&%J*M|jedJg|x_$vwE8Aq4Z zVVa3@u*Z9{4@u{*kTq3AOEi+JYnr|aZru;IZ@KanFn-CZM&KH+4H;l0SQftCOK|-w zyR2Ui=gArVPP3ye*Cro}f++<@slE|xt&!+-xR_o7jQOy={LEqOGX9i4on#&YAYg&k zNwIoie5SBXe%J$PBB!4!V(*;DhBz0sd@`ygP~PRBoKwS_aeC&5sD)94w%V=86r)}< z;zuYrSSu%zVf=wQxUrz@Oh7Nmd&VKGqz~Q#rzedQ8m-MnjsuGaNa4U>%@mw9Et*z) znwjzsa90GGQ^Pw#S(2JeIyU_yF?>t=k`n?&tQ{(Axrn48_KGF zY>*lbdrKhcw~KOyp%<62~ts=Vt*hGZ|Q@ViGI12us%}7=B5qWG~Ki z@bpmMD1x1%CuEu#Z)))~>NG6=uPG3}tyn&~NCcWS;!ItE>KF`)3n(?^I}w?_aDX|HQl%GCsUs-{<{w7c=fi-84zuhMzDnmP~boKU7m(! zKu0$Udo2OcQDn#w5#a1q#md1!=m60rXf_$?|M9+Ba#)T&FzWXq_#%U5Rdq6n-Zc5D zcCuSG`(FoOu22?N>wqtj2l6i`p9+g$JvZvcn|AA;mnAjel<1<{AH~SLKK&r1i_G8< z*PyVRCKG8*0ndV|_TO3W?S6JJ(&Vni`W34)G%nV>9s-Tal^iimh!n+H&)6h&@CGc(+Ht_+5)bzFZdoc1a^-g!pue<53(;Q_XSj|lsH5F-1Mn?ILU6;EIQ zlL^)B;2_e>DT@8dc?MR_~Uh`-u zkr-pR#N)~jVmy0lNC{KZpIn8Hf%hSs*%e(}6}3ODnMup2gDe3F-3vLnT`v0QvkxpsG%8ZTbevJBDZ&v60ltS~|I{1!XAds^;)zr_X}Lg9 z_17i5K$DXExE`<+-Ua2)s*p(N==#^`tKh}sQ5S$cDD2ux1;MFSy|Wq2dQGWBksrW0 zYm=D@OadMZ?A0rHLq%+FiKgi%lMZ!n$ewUg>hwk)JPG z<(HS=uDvNQz>30(HYYPXc6g5upg*fz!~{tRwc4;GhR!Wa z@HwDT^ya1-sEeBoJ|BIe&IvEofoP#~v6mH7lA7%m!i!M8B`1ah&D$zwpHNL4z-db% z?uZgrNN&9c6c>;97yB2~^b2I~N;^r;t@V(JfQu+pa{uju$m+(tcs*>O<1!O)$}T3J z1hgI9e9sWRG|z>kCYeX}Y@dj8)i(V@HFRP7`MlIz(yI;DMu;u8#R&fmLdB74#u=t{ zyh8kO`uh`@lXqA_b~Do^jTq|(CE!=R#L+gG1zfcw_Fvci$FNhLn0=UiLe8TJ>j#I5Qm)R)`*roZ~7R3@0}hW7shk?XOL$^fS%%Hfw2j9 z1NAn@3U_-^?m1t`2})lPEoTH74CNrgEo05#K6!<|QzhtyHalZ6nf%rnN)ZLP@I+mF z|0TgtJM1PSDOy27L6)L42uXD2a5p~cu2!pp%vMV@RLCB!7;lw|(zex2uoj;9>r zkOD{21?REoy1WEDR*py%66(|h3arpC!R+r&66%h-HjAEE0rQ9mRn)tBR-m?{g`5eWb2D2Kb&rU;+uy_ z39(;^+UR+xF73)%2N@p=-eWJ+9!a87_#j2v;%ze z=mnji76qe!(;gQ=i~}2iLrCbKeT{|&!po1?o7T3{N+!nAp8#3U(f6hF<4TBG>1tG5 z`N!5+)NdpnLv7AkS`c|&Bntd{%gZPn$OaO@pf@(z@v(nwhP!)%MN#bpib!QlB$>W# z;NQQ3({pLj=pPbPlHf`si&mpyg!`1HtmHv$OMz>H1N&vvnZP3Hg&Jj7cz3%Uw;BPpnjFWgCSs^JMLWRSg?O_u&6go87iql%yXSpyz-vpqW1S6 zpQ_);ST+|;wsZ}HxRfa9>TRg8M(`&o>*~Oxw54ufx^Q?3cy7Kqp7W7+u6O7*kXbsuLfehJCOMI>mv&e~UZZ0W~?k zFRG(2E)EZoJ_tHeL;Oz2-7Z7zrn@>;d6)MtxWned zR(JxyjUT>7L_2uYJ)3H5jfk8!*DM0leIw98O0hU)Dr#31Uv7#+9O~ZcC}_|BjNAV7 z?YV+$?iIN|dzQ&d+Uw-xLZ|a3V)`!`P zWVcb0aHtC>oDY8a4uZSZ-TLX}I?HQCGV|mvveVgr=l@F4u|PV4DJ*OLO3KPOJy#8k zd9dXB;Bn^~xc$SC9DG5oZGE1;oFQ20)Y7xr|ad;5UryHOFWdiUVLb*TnLCyGwV*+Zv79JYrX z9$7SyGF#{6ZoB^F2|CJUTvkIoArm#FUtfVCJFOQZE!Ly;satYtiF$DfM!jA= zKbKpGyCVS%Ov%zbE5+>k$i=F)*c$!@=S*v?r=>R^RVYHTIw;xK_Rob6;tI!S59~z> z471Ibhj)*>%&tDVVLJLsl3ug5l3k2?j@}Eyjv06lt7$YP{H0NG&sqet;=QmuD;pU&#oMu}r#R=z3RR4eshyU~k|e9}Puo+Uw^0-2(#Re`Ae0rK18ZPX=J>wVTG0 zacuj$PpGLvwaRhcQmD{{%b8`+93ne^S$wo-hZ~|LRl%}|!I}{^{bxown8!xxez_q0 z8#OvlvFs58_9^^km@=5LItb;F-ESmK0`PoIk0A$@v5K2|dKcQW#!zrqgv}F2A7T*- zzzNJee!~E4&K@)W)3=TS@MP62QzuU6vPrB%e6c0J5T?IfCPJERA8ZzHc4GCF6v7x# ziw*Aphq+M{w9gUdvjb4)aMUb3(VL5AhM=f3^p6a5jW<}D75Oyzs^vo)Kr?CASm&om z1u=g3H=fKhRrEdPb<&%Fj4Hx(jh35vEXXJqU{zn-1{?{pyZ!p-oy~NpBs{_~!$*gZ z!frYsM>?Wi8$bZf`Fe(<$hc$N&H{h4ooeWpC0ZM231>R`L9l+Uk8pv_e6m(Wz_xe^ z?C9YMu4!0Kaj0fZptJ!=Pc?Cq5`y7;?+qZ$Q%^f$eHN3c@CG)Q6WXfI7h=!?6$Y4i zE)nS%Z_52?7a)gs3Ihl@WBSFZznif^pME)Qe2H+*!lt9me(CLL56tbtjX=46vux~= zI)&ttHqU8P^B7Gy}l2zS`Iu6_nAbXB6>q>_F z?;h%}&rI{HN#+YhYlpNWK5WU=vUk3F1I+klGn_sQ=Brah(Bxd*U`rZvJG_qoNZ>a# z-+fg;OS8;lY@)v+WA4AUXR7G5d_dLU=V}Gjla}94pY)inUIaffptG?Gw8<^g!;mFPC_zu!rPi&#DOoOEJed&t9d6Y6rOIHS8hUEeiXS-%oFfaPlSA_i zHy2VskyjcoUuV;Ws?^6yH*tW**jmk{9`b&#k!3J6b z+yro6PADjS85wyDU4H)DrLdzs^Nab{uURPL>^WExsLmS*Pwf7`sy#x8KsU|4YC_gVZ4{Wn!)9YF@K2+})_|Ayq!24fX+ z9JA;s+q6=I7}{t8pIJ5*pxTEbW3*>48y2pQyRm9cg_fU2$Oj(N|4&=z9o1COu6qfg zg_1z1(vcE+M5=-a1nEi>kdA`%-kTVa-g^h>RX}_dyTRq6{nb+)w}hxMA$V)CYlnRjB~Qc#Yz;iJw|*K^5qNw&Y`?lqsq0&_=szL_y*BT9Tr`pEss(2H zmJ;!WcuQLiBY4E?@I^%uiXuW zCV&sIA8{NQLtt{_zi`i6+AsC7I0`+hkoHPSt054R@xZxE)qVKQqH3>vxLH$4`J2Ta z4UscyqMe{gVa3@y0Z{QHyvKRWc$MKeJA*+p$rB3=22yVMAF|(t)XB9{fS^Fztt~bG zjShT%Lll5RK!zI-m`&N__x*GV=cg3`g&xmobTg(rT9$-6lKMQ0T+avlgu8lj`A#NE z8e;gMr{4EF(TL~~dN?<8YLP2|5qQn;$dYZu2Z*%a7BBP~;S^Ont7C4*OKt;4pDpbI z_0+b{T0%)Xk8Au}7pXR`bQ^oNUu?$mF-=_PMs`^?I?m|pbl$ZMJ<_;>_^z;|s zXKVq-M?UY7n>49<{7iiMI|p#?-;k;n~)7{YN1smUzKH$|zWnXlKpf5ouNk#vyaVdqOni)xG4Q z2o(?B^;(>R%GR(*#SoU*#xH7vogGw7#(iclnZ*~3na}x{Xyei0Kjx!T_4br{j#ON% z^x$*}ql8z@4Z#PNPWX5_{zO?XKoN}X5Wtt!ueRCij0RJ8P#E^ftROnDnl2gQle@|s`)8a$Yun!oMH%0KS02u>L0B-K>;~>ckz+#;b?i{fJ_n%N21mKOym|hgVuc9mqWRyP?BK9LU z+vACzF8s5G-h;Gt9|@B%3>)u~Cj?oQ`!Z7Kr3Y6twBjvmDdOEg@;a#Wl=g`u&*Ly< z&ex{{4?_q9IwLD19K=c2oTDLiy&jo8%G}fnd8q`GTq;SY@pXfK?OZ!?)I;(F&W#dr zNwC&F$oESSFAdb9>-%AviD)AXTFU4Nq9O1-G36nyUL zJqi)ml6uMoqEU3NFE;M=Q364EB7eLTO{XC;wL9mwW_bJfgLF@h4C3)$T~lrsnNNsI9e2T8(JmJejv-`$5PbxLY!^OkH-8hx9O`ZaT^tmz5K|vqv3C8!XiX)YN7A5U3oLQqXa2erDQlCw zs#Lj!1Y{p?{;HBK`_Y^o$D34(j#JT`U;@*X8(QvFKiS(qfhk`Gvz=dP8N+U?09_-w zOYov~1x}k4ff+aLN%`Q;Ab86m@-xmxa_MmHa3Cmsj{d0{*KYX>`lh?N}{h|8Ah??G@mZPD6yt-klW=Up9{}>Q>=0HpZNod@;v#x5~n2 ze)zgH1#t@f^2Js@ekQ1yFD4PGr5SlE??#5#UpiaHzvFN%o)Pr!K^mR4+*alPNqJRq4OwHV_p#VVv7^MQ74v!=ud~^&b&5=nq;^3iG0BKT8mAZlVO$5?@d=_j7+KLLOs<111bYVFrb!cK zCJVSwZu(C>BF=H&7ODs-X$!f%wKWyd_6<*5;n&|J8Asx{; z1kZg~) zeIuo<6SptIye#!*;WTA3ncvpe+)opqlA$8j}WLJeWliD}Z-28qf4@1g0bCC$* zA@}F?6PTz24hdmk2o&H))d|DAmbR-Qe^OYh6^;F-Ns(un%~&V8b(!TZZr8CjBotCO zH0)VARwiY3ydg}Xw;)3Jt$qH^D_?PBx5CEowio@*noHxasqQFh@+L<6mW)BG%5jGl zg5Wt<6|vSO4V=4lV9@C2_Q)^t8z7glT0#by^daXeMzilPm|A4St=acuoipaQp4;Dd zV#Ry&e9Jlw=yrlkJVmZFRpjLKK2uZCt!59?OBBiE^(D=nuJWHed6<;^P#PVPO=QisKjJ)%xthM7$+#ZK~2@rJM+xH{>b0%dl;ODa{++JXPztY{Lk^I*>QLw%`X#0?(GoZlkf%y>ocM5LoLniQW3;fl zoI>GmGM}S!-LDrzC}zUps`tk>Xzfks1c~@MHPlPKSOU>Yq({nQ+1{A}3poN{$c!oI z_Y1_etE79bvu|8gk1hAtdkcGuA-#GxAA zjaNONgb|3xIRlz!@z8Q%5Hbz3`_U#JIIessnyB}K;M9N7eQ&e~Q(>g`*&Pr&+4;jI zNu9Tv#yRNO(Vt2?qQTi;+9^sg>Y_ot`7(l zEHu1r?nQN5Eq8Sk=h1X7xZ(ZD+>tC?&qT1tN(lrZxz{HV?!V4Zg!!U(Sb|_vAWv0b z?N5=*TRPa>nT>()q25u9Toc@`tSoqYwgXrB)?d(va0tYx_P!*S5g}rtac2Ki={F>x zy>;?xP-$TMuowb)c>bix4&V39&H80t7No-Xr|>kl!=%>p!T|WiuBHRc#mkO~u*gD? z^m&fJG~{ZmnQ}&@N7C;XeU?oLu?C*iyil&cch8|#(5p_Jv@g3lM1MX}iOUh(S38u9 zTTKG5tA9Eq`tg8Hbc`vA59fxtR5U2T444<$QaE33})*8*RY( z^?huox_Y6|Tj%1TxdWE-EAyFmyZ65LxS+0#GQ&F+lWRC5E8Y&@QM*}isOCpHIjP@LPr2?<`7QI&dkqs3`FB*R2;L3(e z$fu0A&ipuXX@OA_d-yj@B?Xxs`3c`?60cI3@(uY+$G=!ZN8fZG(-9D`_qItBJw_db zoX1_+6Y^EgH!UODSrIByJeg->kZ{}En(=;F^3DwVoXo85GhnzJ-rF!dpyf&Z7=%b9 z=r`eE+h4B+Vv6Z{w!X9kh{ zC?M}K?QEJGKLH}llVSM!1Ukoz-fOr$O?Ex?pp=){)WZ?Jq0ZIkwbYwC(Xq{c@pA_{ zDdR*2xpK$@ojs-DF1HUpf0ncxOtWR1M5<9wZxn|!gbDAt>N=D5J6jOZK(G9iCz1?} zyXGfbR!0xx$s49)ePgNr?@|k1n4W4D|7bMX5&8usTQ5={!^(WVvHl7SZ2QBTvNigevCU0`QRw5h}si|X4p z{Z4^wP7`aYnWImS{8y`bL(q^pgX&?2`58ZVTKi19#r60+A$oo=JkoVY^L-j{bXKsv z@qX}Y!?#&yz1}SbITBy#&wEl%%oKC6_t=R@2vQ`FsVWcjP|STwci-1K@i8eJ`n?Cg zF^<+r8_uZxuhR%^kAd#P=pGdRn>KNSq8qjMhp&?0*gOw2HI(1x+8eq!3H zcvygWMgF(n4~0Epc~<Y+~>GN2a!I4Ss!6#tpg z4Y=>!lzPjDk+Z{*_uXacta=o*>HSS?Q0K4hI7fGTYz`+2LAnV;IXn<&$1;#y?#Zr> z=EL|-HOGYfU%}%fJ!|(VX5wrf4Lo%6pBLpC~y)tMj4tp=8uTR2S-oAYS`Nlv7$3~@PHwJ zgvn((sR3siejzYD-CH2?R}}y!GDz1F!yR8{ZqqeHA;1pWT0?9~`AvjUzl&evO76#U z3IQ>Wlxqf-R3H6EtHnwdf`UjTeP#`2uTIhh1HwTVG?f^w1Y;c$;1W!M;#A9gf4cnz z_Xtj8R{)AwP5jl)kjD_adatnl9nX*0&%yEcgVLI`zfQ`$$;2?)&*a?gUQq+%C;Hutg20(T(ze-v677$f>rtHYa zTkJ6DQrE&{$X{Uow4%7}tHX)M1GE8jSykKgxK!%XIU1S%Sznl)cw)YFos_l#wAf{6 z@SK#dty>Qeo|H5!1DkBMv7Js0UX#Odjjvw^lsLM|2OneJ;s#e>CP6gTfF&ZWxu@Pt z#QQfN83~+jx)8$$k*7S?8JX1c5|fByrD_@iLx15Cz$I8V{;e(o8t2Zs%-lyQq}d&l zhRS1$2m&S#0q~N?cm>7}3-L>cng!ZiV91S2>CE9IhRRF*{&j}mR2FxnHg-*OV670% zyC2J@Jm3EN-*hnfs#ngu@^VV}G%%O9+EVY{MXf0?hiHkA1#|dc*BE7*A7ZJ_@rnF0 z;B=CPkm@32W;_8W@qH4|tVPc13lc-LV-2c1cA;*5K0Fer5i5q&c@`i7Gq`r=K`y=N zumcDvfC}Oq;drSp<>ZyX%)z~1k3g!K#}Y8rfu>NwzdNb33T+)Vu)oLu-RCMthM#*Y z90Qz|$@k$mc-Mh*_b$~8nS(P-tia(U>t!f!6z<~3Kw8QcK;$k4;A09Q7nlOfbe@ga zMQzV#HLjb$$GH2@%2)zUsAQ}sDWrn7;vz!VS{`4X6@LXS*JqM@L2rx(Zr%R}#mbgT zC9Vyrs3dDuz$c$MXTBK)*nHqj(zr&}hMnI25L{g>`O8oPRwQ81awrJ}a&L2a_tgZr z?@qE*s^InG8w_G$FDv$E(*2(XPdErMdp&6=ZM8V@U{4?aB|9EY(k)LFtY8MuL-SU< zMiev+iTP(iRLkQX@qza{y~3CNGMhO_YvGKW*A3*$+CLu7s2F)r5EfZd4kc{S5H*{b z-?C=waciA=N&83I`d+|MgZ&Q#&3nFH3jpn?#w338J>9>qVj*!!)hhzrkr5!abW3W0 zF0CH=>V*Yzw!9wN;c?E5q^R-iUk~&z0tGC(G`F15@eJ<`fLY|V(#FQ*@*=64L>aUE zf2LEOzut$a!s&``_1#266CiD@7$8y`2dW4x0JH}`JIMaPIF%Pl%~+Ldzo5M8Qyr`v zC)BqZwu%l3nE+&TJH);eP{7!WZ&Nqe88amTC&>eda{wd2wY%BKtIgeJ@OLci zJQEM5_Y(jEC5ywe?_b)>J+r;aH}qEF0u$KtF`3dmJ?a!4U_nm&lk!dQDku5$A`&%O`sOYPe~GbaK5d?Ap? ziuP%_=D&NkgFzn=|C-Yd7X?)l05?nuq4i-n$7k%VUU0MIIR2jA6yw5DEY&OZwU<2j zz~V2Ivo0Wj?=|^!EL1h(p(B0?hItLSn@=JSw0P^6?Y}p7hEH>v*8$D>HOZeF$RXM> z7LdROH!B_^S7j5AXzKlx_2cein5Sgi%l8Bz8qo`7c=EciAli90G(kOQWo;Nq60!5` z=b8f7bEZ_j-cK++Un~_-$9ucFjGb@Z32-{Vn|WK}ZMur=LlcDJ{N((R)_rAJDcN&Y zQ$hqFn00H|efa=hQ?Ww)Kg%S3v!$j=aAm z3Vj;985M2u{l{hXC*m{;yh8Y)IPJf8yHUde@@wa$ zf|IHYxw>wdP(wA2fK4S*P3+PV&}kv*|J<~u507szH}D`0{#t4Y#oX_3d5{*u+VD1q zF=}3ayb1n5o?q10d~Pokx7L&q@Mac$G-H!P-N{ji%86s--Z5nCI(b&UNM^uSb#zZh z*DYnlH6@6kF1>yws^|+*A6kud|0zSN6vw;f6j6Lc8-wGs8lxPn_Me0i-Dt#ENMQFQIA zqpAxrg^pb`ER|E}n9v|xLv;2H>*}60+u4jYP8%C9#Rbb!`rne5p;j(3pa+d~&s2yt zC|w66K~pt8L05etV-%W}sXgLv%SKMFw`$K0Rd>-c{E9Lb(c70c#h6bX>71@!FkR#1 z;<+HkWM3(;kvHepPI!?78lTe`dJmAH5$dGNAg|-JmX*tQ zRR{IP3EjXVmg6{hy)RO&5U#j79@ghFXLN1D1DgF@kU7YJpADL;WK^-$lOUEit%{w? z8uI0eFZGbD-8HpTay3@1DD4<2I-H2OR-)6bUw+3abm=ptiJl;hW=Fr4GCn8}G!A|& zf|iji{*997H~#i)xGRbiIY-^El&umz{I_fWS&chq8h0;VcRcVp-UfBSD@}`8%3mmlZD}jw+WPbt&sPhc&ph3cM?0rHG`&!_y&BV zuLf39!q}WP_YL8+iL^O=mL3b;vgasl7C8rS1xN*9B!ur;Fmr>hmucOAQtyv>)vh*$ zS5Y@y(~OIRkWUJqmxvE4KDM;YYILea3^LJz60$joS)~su-Xp(IrZ=-o9up4^POyha zD)iWGX8}15#Wo1tRqrB7T0#aut6>i65&KArZjHb-;YODZMMTSDoiQ?*1^L?gv=(dL z#xAvJ%waeefh7egIQX+^T-!Io%opG{2PE^jd&m8icD#g~0lKMRxj>Dz-jL z86^GcvXNn-U6`ku9mxgq{E%UHxGV|`T_1H!gXenFe(*Et4b{!*FP1(v6-;Z5|D*zK zQ#SqaOBN*@daq8rCLELBRs(bKTmQ!Srw$b8^n+5bkGw2#@gce}<_>7~5g}jay~aW$ z3cFBUih*$_#JAe8t_pVc-#_`)=GF7$}~9%zbXH*|dXRK`$9 z&Y=ZQRg7J}gXyWSG9=YfK&pD76pis9^L04Eh$m$>sACgcS!dkgGp$3&U+bv;gi{P) zW`mFw@oU%i{`&Kb4_-M{_d4eO(V4@!^K@JvJ!71Yd86E&0Tw3N<$xqK%2rsBw{ zW)42dEj811#6idC{j-}=B_aZ8C4((b-!2Y|tbFV7>v~-FeR^#J0ei&*|F7Jh`o6RZ z*Qe!=9@sXEl^ftrQ}NeK07w$a{kKrRxBG~a!q4^tZqL9)h!1GTyFUo`jM>Ym!~t?B z33%*?&Hg|I!^pP(48iRA`k~z&Zaeb6rBByaCl;(b=MA8(r{|oyg3lIeX~?~9S)!jO z95=k}Af;>GJ=52PQ}*5d^^bqK;--}6eVxBy4`J*J=0e*JB-XZxKn*u*Jk*y=L3Dbt&OzlJjHiiLHIj-( zXptqCqx@f)(_%+1wQY=|G#MF|Hb-ztrM&Fki5MMm-i(yzucQkfWuqK}Qw#&*wWZS+ z3_B8D*#owoL(-y4|81^`jB+mTGJBmE&N9y$k0zVvHQNXWZ?4mIjZEsJ@(8jM@*tR^ z>4nUpEVBr`GIJPcc<}N8^qJzYBazUdQnPh4O{4`a|}LQ}&au z^;{R<{U|McV_scYMH|^u_no|u`duiReg`!6aVyid6rMU)C7@^H>Yn@dkt_XP{}zo7 zvzm!hhNz=AMdO9c%;{GHhen&R`9mcS>9gqB`SpzjAIe54G4iIMusft3pJW)8(g`Ca zDh1t~h~zk`*Fxzt23ZVg(1j6$n^=lq73^#UnM@Nv>Z?o2$w0#QlG+{{MiG|2K2L z`w3(*_W(yZpf>T6aGlMtROn>OcMJ zLWMR|GCvT71mfE(`PGD0bI_C%kX>sXQak?ns9>;*dP?Kp1L;dBbt2z~Wt z!-Y>5$nFN$Qt90YP7bt&V*=zDfK3Aod0b)m!uJ)BhG_5X0w4|sQ>8Xf{_WV8bmbV7 zfsyE%T6@4H5{da$N)R6?jUK%{$T6h|Y<7z!Y;_)z&-#e5}e>O7hQ8m9nPq{|}f7&HDfV literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/996c3a5a-a193-414b-b66b-fadb01b58569.png b/docs/handson-cnn-tf/img/996c3a5a-a193-414b-b66b-fadb01b58569.png new file mode 100644 index 0000000000000000000000000000000000000000..6753664b4faa70a16f69a05cbb833fcf2ffb13f3 GIT binary patch literal 6406 zcmV+h8TsakP)v?B+7&MFb+;$d|RfsYx80{CZv;CYj75dL^XEDcW z%L!G)7|{zGq4xrIRuX|NA_8x{_oSY^$MkM$ruPDNR+Lv&_(J4W?Ulgl(>ucSZfm3W z5_VR$hV#|ZPD)`7=v`xa2Q@e!7qPQ+=1b@fWU&VHZZN&~r!jFEJL`>I+1RLKz4JIZ zmEH^4S-g4`ef{uV@OM7Fi)!><$j;)q5cu`sOAb3@Oz*NZy%(~xvT-TIx5B6kB)v&M zZwV=RF*}QQi`CbHSbcgAnBK$Sq>gkxX_y{3d#O0qfL^3EiqLy8JBu3*gMKzF*SW@F zr679G`DRf1=?8}SCGoVFCN=fZ(@dC zwVlZB3Bmf=>@04X5#H=a^MntlDg}T_;V=OAAKGUR!DR86(hRCw16HyS>_gZKqJd&4 zx-?+Ni$<|JtARBcWi5fdR1elzNN5wd^G!z*<+Ea~Ku>pXwhE_n!m12=C zOP6o)AX4kVI&u(H=(GAEIaUJI)-Mk=Nj@iI9j)OKL+u1mHMmWnPJhB&eWDw+6R-k| z6G=wgfp`8m>6`sy0(A&}0IfuJuZlIoDFJ7Lpw5zz@Sfz=pD?A+aucj~C*Z`^ud5)a ziCR*+R(wCf(+|M9Ap-K9RUYS81Z>fhcJ|!lXyBhPDW<(v!-{ck2h^XoTzzhE>@4Lc z&`RF#qF9yDyt5@sxkvPeN?Vp@PrQ2d;Rirf^paSWeF`VKT{xtzgTBjgA+*;YfYm0^ zDLGgfIKu*e>dG8%>4j3Eml1|xYtzL6AM2QfQwr>J&4>aL$Idznt$8zmM8feysZ|Ci zN~iBZB$qR?gckc}s9N)90Jrq}7dXgi6E72#a+9nmOauSld--z1QOWs+ z7L#bIT#;FQ+jDv8)X!aR>8o#u)@TM$K}aJ&BYs)7k_uoY7k6n!`HOGJ{*D4LXiM>A z(U4z$vh}$4%1oz0ky^e>He`QCX$(P)4d|(${M?IW5t&Xym0zJpHbZL^+FRWOs*Q0T z*fC#w5@V$++2Gx!<4iO5cetQ^@-`gBP-VE~=eE93?xy_2RmCtfY>-v&XeX0J_I%#? zEL7d5u|CpBgYH`)c{E~wlaezYtIBe`;~FSDHG{A|m|4+WEq63QDy;R@F zGh27wvi)_#t4^s!dac(}WL^{Yx6XOV3+PsMFq2+cml32>0;|$KP31K}E3dKv%ZRRr z`ErmKG@^8xVBMXl-8J`o^{SGDQ&g#b3YA-uP9v<*)JJuVSHJzucOg_F%A}G{$|)t& zX|T{V($gmtWcAzM+y(9EswovuC7(90It{UIYN*HRr&Zt>dNkui@*$_@(u<=XpMxUx z)GE9FrQaeSc%AxPl6NM)lMlD5l?e@3G-B&Uzm6Uyue4>OySEpfHn6+3Z_1oW~ zIU6mz>N!k4J4SUHtNd{B<*6lh{j`c^;-)OsGDFG7pPFOMDf>mLkM(3ftbY4jIKSFw z#(b1~oF03%3-F6ny!i5T-=u!~TR3aJX5U({hYRLfm+)q(W(_81{q{F^K|7@oGnhK8 z%14cEmR83CV!d`+xeM9_*F1dQGAbVszgeyWYZLajXx)=x5H3Pqi_aDXrH;U$>~Hls=`9V0 zrX{O7ji=^_Z?;pmTN-Q0BQOY`6c9zF(%{J%n#rtAqau}*I4RpLg|*}n7=-Uk`FFO} z9If*gZn>*Ir4$ZMJ_8QcvPWR-Ihm)im1`)SGK*Kd76hyqx|N*sA+eS|0wcD+?K*0_ ze3j;>Q?JMNMaYCfgx_&e`G5p#`6Dp4>_J^cH5O25K{{m?ud1uQ@`{n9@&R#nD1QV- zn9?$DE58e=fJ%$fslqBkH*G;J5?4O{B0WW_bOgqhO@4V#F<+%6>6BHxdQajCa~32Y zjMdXC9f1+>`JAVua$BxSqta>CLu|bc^9sx$`5>(DF1|kUT!>s7^cjUD2KOb``sb>& zl-ZjpUfX1R;PK-pAK*aP3n%KSb0J1~7uo7LJw|seIau>lT1MBUJj68__C>A%N$$7|0!1I8`*R!Dqf|jOZGtVpc~_D^})@==R%C8 zN9OHjjxwkZS!Aab;xNX`xG`dt_QOqrbG7DUZb}jd!qAtPtbq?Q8NZsgrvIae*K%mfOSq1Y>pl%ka;Ih|jUL z!DM`YIP5oz1-=`LMF`tU`Y(hp96QE-NY*l=>)9EO)p8|HZ|A8r?=2@4YsuH|NK(P% z{;*%8%kC^T=$hlZ?!{x3J{N)-s~9%AK?&^5;V?u$8Js}VZ-*&zYGFD7>`{GM5UykS z#hg2hez!~)sfvzB1&EuC4{?bgraPnJtkIB5Zmwz#awG5r_lx}o4e~pdUcj$8$8c!2 zg2L{v#D>aOX^L>ikUvck7pZtCI+z5%pK?xNeYoqX5I!Xf;5-;z(IGzo^I83i!AU`m z5kcjuH0InXN&X8eQgJ`s_z*YSPbfTBS8-M-O?j}|fng4RtO5fV%5jFqh3E7TRJF^7 z%KctVWXa)vx}SH#p&0ekj_BSzbX+VxfLTcc1BBG%L|{! zDe6t+=92>_of0VnWroB3+)XJL{_-2(t%7P7xYZ8#+oAr;$*by7>q^@{V??ovbcuaz z8O&r8#Rziq$uN^nQE1o)DPx0EM(|GcopwESN#$MfZ1F{8<4Q+1%6zrt=dP9u#>YR= zePj)YNb)MsiWTWJN~gS(5t(2*;|w`J@$(RmI6G@7Jl~Rc4RF_@+^|YWV}MUpU@U8Fw_i zG-~t7ki15YcyUt-F~0Z}r5fJYj#SxW%fok^<`@#&6k(Z(`A9q)x9>BP8Mece(al@{MbMoFp@^o6-Nj?vRssb*47 zYK2sq77(knxg{eCO^WkOhc>N!^3~P4v8bR*^NHOFG>F#exb(*;r!Ri4dAnFam4=9A zxKpuE0?y(o6#-5TN%ij*E2`3V3{Nm3b%ul>8H1iVYeX(eYH^je)-vKoj_e~}2omf5 zTJGr~sfjIs#Z($DQq%cN5ACC`j9ysRu=lBf{knxzT2Q3Y#L8jBvNDCK()p337Hdm} zc+%70BZUYSHJt6x2&n~HqVf}La<Ug+_@RFN7Ht22BVKkoW~PhHu0 zsbip54Dlor_E922P&N&_@rhb#f9dWUWfw$j+hLumrI=B0YPnZPDnsSZ=1zwVMeWoQ zK`%opqezv22RSvP7i+Flh`A7{*&F)bN z2>t2_N4W^8*&-FsBg)}VDPn^XHCBj~6V7Fxt*~R3t~wEl3A&f5qTIM9Qqw6z33F;f zF+prxqDBg_;^7V#c@9e2Sq|+ZJ(XkQkR+vkTvhtgr{)0hE1ONK+Q{6Wff;vMyrChUU*zSK4se&CD+6!I5)8+$BY}z#o|6Sp_nH^yZW)s|l34%Mn8WpJ-`-pMZNh3d8JsEe$7m0g< z@_9++@5l&Gp2@7~k(nWh&aq!~{aPmBG)F3TEksbHCi92_QZoxXXkwinGvRQigc~E3 zyTTCBLc6Xd}l60mX zl=6vPSVU>YT^6Y~3Dt^w)F>KFQ*FhYRF(^cB#PK@xgiSEi8$abc5U<|G-5|a+?nk; zcd3`ot#osVMf}G-mA8c1XcB6)ULS8$h&+6}Zx(MI%I=z#3x^~Iu}D%qlbJi4+?#tA z6Y=T(Hid^{$SUwR*y6oJDbOiWrv;U5NNnE?eOBI47LAe`ja7e}LbT6@s22&)i^ayF znJ%%`EJ)F7YwLFe&L)y(Nu{6ZcNCadV0=F^W6+rCahc_>zFh;B+B?*_TZ5V;X@Dh6ll_y!~3Y+utp`1t5Mu$A4e*z zSH+|jS^hf7Fm3r;#`ORcbzF_|)a*lM#V&-9)N;#T1Ezyx9w0Pcf_g^LW7UmBar2}W z-Zv{3DN%D9X7$NWD*kabaSaPP&68Sq->lAe%}U(Y9fWuOu@y*#$}W-W+GjvoaNn$4 zv_uuO@w$Upbpxs3A6FBvoH@^l$Hn%|>g7TbE7Lf4pOQ8=!V%&hR}-o3bDaWQWJiWv zrbK1k&*<1Y7)ccWxSII9CFML&i|okIPYOw352M8gc$9x;RQK6d{^sww*NXjX?e|F=|*~r-vwLsDRqZ@A~PEUs?)ehd`XT<)Pla)bw(whXgvr? z#eK0WXc}V>9wZr;s8_1!a|1BBBV#C;?b5#36+jK)kUKJ_vU!C?cVStmAf#F(4dE>f z(S+3~ceaz=i1OV)y1_>5$N+nb7W}uyY6!2@l~mPY6|lD!f$@%vfl7(sn`>cS^^W#; zCwh+6;WnX?YANc#&$kJc)W8u`{YIe{U%P*+_390W;EW4#<8diyFSiP{$}_L7T^dHs zzFDLdo_Te>t?VWs*WF4z^XkfTYl&xGT|L&~&%C<+R`i)yzwNjE zw%_*Kep{J#pUyX#cg*mACZ~VXmn3~EJ^vem$5bbuPBjgwQgAPjrjPKO@oIMB6hHNu z{Gbowclbfz|FYuPO1-UOLnVaS3ci6TC$bwcaOvEK{A~gNenOYJ^ncOCr@$ZaBwO-9 z`(5izQmwuzjXcZ07^fbnE3Nm~{gAx>>HvO&H%t!x^dap1k<^~uwH{GTg`gtV zJ#G)~_atCGO6m*_wy>vK+P(kGV+>V;->L;(HQ3YkM+_CTgZmIbRn6(q`*tRVWK6$( zs7m`$-%0&h8~vgk-uD_huz5c+)#GB;Roi{t{&FVp-ta#im}8@F*%R~8uuUJTWC^~| z!Le;}xC z+<_<3hhoSBL)zhy>qB)+0;&rTRP~#H>OfunHd+uG|7wJa$EteJr9ZX>3q_n$vjztNw8u4EhN<-ZuJf?oLx9J&Mdp(%NHhJueV zL_G_dU3_2X(88m@hA6_-19hdkebmPw8X&L@0#+gXo_FUKimMLnVW?=}wDB=p{J4a! zR)db!|3+7)z=do35g3g(4|+$Gx@~w2;xQT#Fy#pT19XzEr^m9Jm3#;Jef{KDxh-Nm zyN}t*JdMU;1htg-I4w$j?t2NWqM}YrP3o-0ppL9_usnax7}d-AIvcV Uk>Af~2LJ#707*qoM6N<$g6sEVumAu6 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/9b300c7e-a825-46fe-aebc-12d8367fdeef.jpg b/docs/handson-cnn-tf/img/9b300c7e-a825-46fe-aebc-12d8367fdeef.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ccd3ffd72a3326ef6f4acacc68b52d66c7acf656 GIT binary patch literal 13945 zcmc(GS6CBK*RG0ybP)lO5;`JXq(cB{(nXqp5a}JHiwvM3y@PZi(u+bA=_M$=_uhgK zdIa7~ z_-!JB#51EAN%#?cp<|@>@87?lU2DH*paD_Y*X8BvCc5P0nm3ZihCDunyUV-Z$2GQZ5><#bmubdSTi-|P4P)2QywI7Y@fQHK}2 zk#^ko^rW&)$q~4^i5Cp^Iuy4|8-5sdOnVCOsvIyCsPsaz`_j{|?ZQ@qz-j1uYt-BK z`xmMr-u5M($6o2SX$Kpdy10PWX_8{dhBr>DV6 zux`8%@4+)h2n9yLiW?{I{qH?%_tsKfG;ZZWVUj*&H18WH)YUXYN=={++E;e6cZ(r!1O$TOTL^veAai{ElVU%4Fs}La0C8BqHdYmZWAH&R} z*1C<2YUwd!GcCy)O-SSjYLrnwfso}5f0SpvcFn&I$8qsVvlTko$6(2k0aKTt56li|6f4K0zNKZ+NEufsz>jKzx7xuF|Y(p(=sVr%#EZ|l%+(1l_r`$0eV znoAW)l3_;-sn!LZJ9el?ibuDoVw`6|p7U4?6fdd(^4fpP5*z5t1A#xW7{_7^8lyVfeC7)C{102C~Pb%(n1w$?zz~>HBiS zuig&a#^{Q0Wyf9^G&;ogUNU*D#p#PjT~9Cs6_R3zLk>l=Qp!3Nv0D9^V9XKd%K`}KVR{D?b|YcI>OC(CUwOT zC@Tp-`_sg)QaLXCzjHyZ8EUNi!^v;e3bA(iN?UC|y00#*?RxBr{R=2Z?B&UvkJglF z8(9MPCokracXC#*id4av%{~kE2CiV7aGXTnIj^r0;+MflwWbI17VZ@jA01uLVF11p zg@o8q%Ll7Mk2mbNaE%SCZ;=<;62Bf(5+L=k`-O4d6ZFP^?y7LVx-8jD-id7>H=;;c z(r0yt3o}Uf>l-y21qHbnhys|TwYHvj#49|Jr_+KPTg7nBir&57-3yM^(LtNym-eq6 z{!BPxkVx7qV%JLY*F%}@5%l_S&D8WZ#>nuEYPOO|Ddx}IW5WdWiig|s@~-iuCPjer zazlJ^To~vMk4RD^mKZ~r&XuLSP)0V<@a<_egnXxijzgpJ!dhU($&U zV&~dB4qx%YPx|}09#(KeE9}J}c)|kV?;%uAZX}AU|CZ<}uXC}ankGxuYr}^ly=!HE zrI}3fb@>srS>lUv8c4HPZRSJ!lB<%wXI&5 z*V~@9sAFWdYgf$0B{;buPXq~Q_Uez~iV+lDEj8;p*6HPIDSi3{n|e9kvTgGzycYM&awD^?fk}=L^r>{$M&EgB$i5IOO8%v&&nB2~_mPQ_yI*4m)=P(ZXCjE*e^c*Mif;@20P7XjH} zchfhNtUAu#aG00SBu*Oi-|9|@C&Z7#vAOq4-238)YPow{;>p9RcgD45b^P}^Hj++F;A5~%;NgI<&OO|@+x;5X zZN`Rfw}6}{p{bdAuKnjW(+gDQFKk_Z%3ye6f}VW&&Yr5mjV_r)|jl z1bWz}PC$d;*XlT&$2fm%z8fu61F@1Z?K|0!Or!ne3*AG117e5Hl##%0zDk;VV^sqx zJv3X|Ud0tZ%<4@C{F}09{+)4{kLoahLOxn>#*qy_O>0_4@#xOKwPVJQ;)K-IF#;U3 zXF&`Pq$L1X zZJELX{t@*4k#B=wif%PwmC(|w;~9c4ET*1=*BR@$BX}YeFHN$s^%b|*ibd1A*&fA( zH{i5B7iVa+(=ygr*30mZi_5yV=h%Q5v%#-RUdXV9UkbhL#AqUx1MvCeohf+7&yNOG z=CwZ8X7o}y)>K9$JY_9avD!-O0{R_YF>PO}Kt*({Vr{`kEpo%DT?r$X4rxzM4s{%) zQ_s__I(Lh`Qh;JW2^#bI*L&v?f3iFI2WB7seQ7Dax$VnP3-K4u1A5S@5ViE$U62+0Mg1XY^8S<cC3Nd}>8EvU_<2{+#+Ud&bf%B8;nYrm6}tkr8s`}#X6!yhtA5Jl1d zKO;i&BgYNq!7!%yn{&?@s@_ok?h%tR?_{r)YBV&?VN?^nbD$ycN$dp^Ms1u$z2K^f z-1h4eq@2>&taa_Gp7BGB+T9aBTF_F3mJ0X|zB!&@sp7E;oTxFCdQI+kUgbm*!P5D^ zmLCOnxWSEv)3_9>+ri7~6o*EB9FW`9#fJVQ%Ft(uH9h}`Oea?MI`S%okrw)e5;~}Q z!fqi991&s{*&UT9LaFv`Tvq9QsVLIor?JpDWlv!O*2JLp!--Bh$cyC}*zs0%ar&%Z z#`seBSAE?+DgCZ3`9E)J?;=?CJW0NJPS4-A$*Q-K^1XxmLiT;fFzcv;y_ODi+A1w; z)$!`J5Uv&Gb!~ZXSIGG{>CXIgEDFtyKRj2GA-#jD>^{es-dFfSf@{c3-n9xCVr-{? z%dn~gN^k)_(7oX6q|Qc5c7$KtsDRkWa29-MSHU}TGs}%<({*zS5BQF z#_^Y;GFl{h+(i(hn@IX%My(rorK@T!mNLb4y}pq)Mpclc%fj^;Gj^5xhK7UcmXju! zu`9p~8Ke~bb%^I{?keo{NsL)E^)Iq#SdnMla+gIG4= z3^X=q{$r;tZfdTR==Boqtwk5tr0sJzzLkrbh>VFpFaH~vXfllrTwGA#Fr}%Ep9C5u zip&y3%Cq@B%+;siybQv0NI9Yz^ydobV_ed%MKE}!+Z<7ah|(SnDif|p#`WDi9)eUt!3 zRWMD;MrVML4_o4a9$0onzP7pOHn*bh_|7}kM|xkS=EoinJx3CuEsZ*8xj3slZ?%w( z2s%*nm%DjoF{VDan|u60L3BD>C zi0B7d1YxR_%rl}rf66nsyMMo4NJTMqImTcaa&70SDO&o^Z>;^|+@yP+G%)%cU&n*! zM6(v#%j0-$b_{T4I&l8zQ2-<4T~Wn2l+na891gL-=q7>Kg*y8ihMvi<tcHpk7Hu%+m+f!V={kT>4X-+YG#D;8-qCJYalj};nbR>JhI9@3rF@q%;?bF{!Pcn@b^pf1|F zs-HBir8E_mM(}XsA}Akf!G-mts4ghIS_!&iSBF^734_F7N6_a6rf)rOnT7LM{_0#)eo{;+NhDVP$tNj&v~h<4!Km{iF9 z>3o2o@dycxr8!qr0%vRfZeUP)@uS4{QZt-->wwy5d-2~j!<&Y6wwpLDzYLYU*%BHT zm*Ao@7S@qP*3ud8;|mK_#P#_(Y1gdK^4;b)bcTu4NaoU+uxXPI%ZWj^*Idtt~zU&B50etz=%em!!Av#2|7?kfegul03=qXH{t?GZ=I(8BaIg?>)erknl-F!6o zjP;9Uf}(up^MLV0fCT%$3MIsfWcEPVu2s$BcW96{K~`v`SGI5}=cVvV_JWGMnrImox` z`b7&6^#FA9k0)ltK&S6t@m1bMGn8&&9_+FBVt!E zDAhxQZ%(F(^L(U(I=GE^yLMbG$D5hgB?a=Sl}+(%Oh2IvR;>T%*_h?|c=_>&kX;28 zPMro%Q2mJKqKCRKFed_|7%(yMA0g&$sofI~K8$YUi1Y^lb7y(7Mi?j*3}C*i7#Ttu|@Vv zV>pj#qV+TOXPjbL#PrVNr9LFx4z`VjG2=)Er02RG4!!-7w$FRvS5$eT+7{lU8_<&C znH6u_Ye(wS;>goNd@A(q%3_8$hTuSmc5nJmWri$T;^{`GM}W{iYpt;RR~GT*19iCa zrnJ9vFb?!;G(f$iM40k*=JdJz?!JcxhDx;8E3L_5@2r}N4_zaV0${f&Z{cFcM}HQ#*?YMZ z`TPA+Ufa_GA1EUdZCOuTocZAPr5&Xa!X?C^MIP(h1daVBGhFRq$cf_Hmg&MygC(k$ zg7B9pcH1rj=YkK1voazN_RS4s6S0{0HSac_w5No(I85;;RwE}7j}9U|<60VA_}k>d zusIef>XET9aa`+1*EK0gXV3c>HH`1G*3u~}OyFC}3~S^%l9v~Of7VCJN6VxP4>^RX2oXz%12e8L0(d_xOvtj@W{`~5tC-36(1Lv8iV0wR6F`lI+apT#48Q8)#%Va?)=fJ1tb@?>0LcGba#(20fXz8-0 zWHZI2%5DbYHs8(wn)jPIeiS5aUduVGA8eIV`*E8EBSZ7>N;q`pc$n?%AohD>P}ML~ z**y70UvX8MV~YOP07D4Jv2LBjp+GcD5bk$OTUKlKr@5wc_!&k9@6ElyRdfSBuvy1? zj@{gn?e6sxbefL!Wg^2j#4oX81PL})$N76iR?CW?Hn0Ph9t?M)_NKkJe?+Ow$T{u9 z8@E#Q5!}60vv*n-9y|3G9QD*%wypbC3{06W*4-#$)&6B(oTmX!NMlhuG0rU>PiTcL zb*mS6e!d0EOfM|vjiu>R)`3-t(UY7lmVUj zbkULMmY7Pr1+73wyFmw{5vyN(^9s2@Vvh$r!dBX9L#!ZWc$bt5QS55_dQU%35NGKw z0ziUDC{>`@ZM(gSp0kC(I)M3`Y`VCK#uv@b=?}}7*!HFMf<=0%arorXz&WQ5|8=v`c6Rvt_Lk4?rsDhr7w}p@T`^07 zqXH^Hf$V)_R+14uQDW6~K}WOoaL!#HpG*_QDqATe6|qw{Ywnd31;5#^5i7JOxn`jy zS)0IyIpu_kD{S8gcoOjQ8+1*SE?6ZM)`QAOWQiR*X};=<>W777a9Q$qUtdG=OeJal ztHx+X{s@k{Y1IJ2eIccq&Txy_uJ$k+96cN;o6SO8P44^gC?k%&F8%ed`lMtYg_7d# z8T8wX<2OQPxxxDZH11t|l=#H;pyhnzWU}{t2Fj&7rp6_VOIguy4qLFfBSRUBgl<+s zh3GjisG`1H4Mh5s7LO5P<7JDIeS~|Shts!(a~u}@6#Kn*#sl>}AscxglK%RQ&6JcN zj<@D>Q8u7K_n!Hj8;W@*p7g8DZvD`ejWs6%Zr#tPEtAuK?iMzCpbMVfZu#q^&UV#q zYAw5V|NNfiH!SzIg=FgJC*LAPobOjudQk1Ruq2}Of7P#mCnpjqp0>BK__R@(N_7Oy zzw%wbU#R`~y;rN$g5WT?-`2~)3Cg2WK4{0M%)GrX`KPUm8=>BhF8^|=7KOnJ`ZdM^ zwguruOsj@UU{m9%Uc*BNebBOzZHMV$irLQL7_w;lV$v&eeg5tdKRfiv2^zhuSMxI4 zbD~x1oAKZgl51PeU*@!%ouCEft(v57!M&ZUp1%Tu@XVbV6Eq@(Ij9VqPgKq>v*^mS z>)gb#puXC8X&b7%7I1rqPH|4GT(?x8AUVCAj&g|4AjhQ0^jwd2=zd?mT;K->5G=+O z$=uc8moX=PTlV#Sx%|EJ_3G;=Z_%cjOn8-Pq-IfsDZtYtBeXqO^yvib&1ZNHnTi#RkzDDU*D@Mjh@A9Q zX1+}>P?2izUhJ6(NkYbBOv;y{_I08Cx#jutwx4~y9q`Cf=abkv&7zW6;L~O9ioQLj z`gu`*W+kj1lw;5z`4W?&6%^W=dq6711X$JDs5sumy*y>z`{9^%HkFbjyRzbW*s~-l zNQ^G<^!`=Qt{#)r9lX|El3NrAHs!}T4NS{@SzcWAwf#iu9%teZGpc#yFaKR_O8oJt zu^u=TeHIcf)z0wQjBUJZy)ex{43vJ&J3TK}At-W;Vo{%9i_=Sep~j4RJNHwD&B2tN zuyD(^2aDY@1KMseANYyU&=xgWVN%qFgVU%5mW0tQ7UNEdI$*XCwF~k5!8V=%eu}iZ z)TAmmBLi14mf(hMm2E!_KIp3uE-e~F(w!8g4NIS)%um6=k)fU%*`8r{sV|1^gFQq=F5+QxqGj7k}tgUOeg zPLZ$?0|n0=R6E5pLrvJ>>g@u8+B@tZ?S_$xb9;qR4;>9?l%B7=7jG|VC_A_SL9a{V z%mL|u9}=H-;O!?()7BnDzE5489NOq$ipF)V1%YCL7`!ZL$VOx%Nv6dQj1y(sRoAmi z3Z$!Vi=e{d*KmIfk6ADJ$d?zZqXDX58QWEkCzie z-rMc|#?iNBRMuFuU2!uQR-+M_uqn5Wi0=vgv6%FEEWHv4H9`GEs=$v`^C*52#G|8Zr$~Ed7e9U~@PuJ+2P}kR1)$l<^MBo4!dHW`m^_2G1U06FCHF7pY$k*AKEc{$f+OU2ZyOK$6y%nH;RE6S_`-GsngM2{}J32O#> zV-5xvf(8eO&u4evjdFrUWgC(Z#^aNtBpBl_hZY4UJQNq#0e{!z;>>Tt>c1vox0~D< z(=b~74I-q#KiYZX5O!k(z4VGt-&RJcZ}_h`p{drvS9UK1;LItLR9@8=>ST|!WrgLp zq@w_joy?{DxLe_!-JgP=ppBm_v&WsT?6RQji%>cketM{nj5U;d^P;RK=WDX#ZHd#2 zL3M;oGg{lDz5)Au;KGZxlb-{^vlb*kE}YEW%9sQvB&}e8rqan%@)G1+?=MU*S98V! z5u=6^k6SVm2|i^@2ePqxIub^J@zKG%CgLaPgQ$wr zlrWkzh1^FNN0r13vU%aFDS|6`w`mM^;5!9(H$yD=U?2{waP{{sUYv7Lw*yY`wzVTm z|Hs>WeX;8_dltC^R@Ym9V${Oj1)oL$b7(f*#`8Mzj#pNhc7BhaOOXljeqZ^ zrla+32MnCPKETHiXR}2`e^iG|cR02l57I$@@1>RiLj7f8y0d#i57st}&-h4h(w{9_EJ8aCuG z8v}oW^RUZfx7fFuG~6k=2}K3GKtu&1(>g@&;44s#GOwv|*D3WJ_RRjBIhO11!{AYP ze7;kSErAw13Vs3Ax~&O)*yRCIuSN z5(T3n(^)EvZl%JPAI|p>Mr*#EkCH1;%8-%q)E6FOOJPlozrT(?5n#F34!MK#aFH8r z$MN*h=a4S%^-Fi@N#WjZB%a$EVR*m|dcmzLctO9w`T$Lz7+?cfKNt>O2bmf?FqtkB zTz_}hp*hSjA8tF5+V5v*=7BWw6IJ)98SZo4#o>m-$)?S9uYfc@(sL^D39)BvR z;^F?tLApDpvG57ZCfIdPYK9?4du<()(C{=jd8njq!;rN^lg4=G&?w7&%*0(MoTvy! zkBc2FeQh>kFhA!Nf_OT*;G&&}4a1uh-v+F2ru?fMm9|@@5T~b(gPS1N0Vj5kL<4n8 z=+);l6ALXdh}isTu6YW>EaPVrvkF=$-%W^er1wdJI(Vc=t5BvSHxT5eE5mD#_R=OR z4@#?qVGpF>F&`hI-MLqfnWr1Z4L>-kz*CpHsEsSIy!E9l^0?UajQu$x2q&1$|MH0d zPaT8lE%*<1a9~H!gBYMhcWv$P*k$p-T#mQSZWm)Lk?h|@$&k2ls|YOHCkZgMzp`#e z%fl#u4aU`wjumAOiXQ#tn-R_kDVV^_G=4}5sI^D)m)AXa0Sa_tcus=jRp8#!s;|_% zv^7Qbl<)*bR?bnTcuj!(P`5FGUC zK+tOBUL7}-p?xt7peL36gnc`J_E5l`sbQ`J7;~b5%5J{1X8S44ZjG0T27RX0kAn)$ zwVV3(&+j9q23{gmIpHq_zJ4vj`d@XQvs=kSyjzr!G}{4--N2>d9>uqz*o)G6v)!~9 zRC^7!u%MgIOx65Z-WLE)LP)6Z@hwY#qa&;f74kX}tL1W`{|Nq^?baCsv}>=P4+<+d zsT5okA`ZODJ=3LO*lel(4E(Jw5HfyYXm=)?nGLyaX4+iXfVB&n87RpZ1Bq_C$~4Hi z8mMxJZw7YF7C9?#@>6H3!Y@iAfsF`axd;MBnCmCgMC`X_2yt_6s4ehywN>LvZ5ehc=UOo0wp45( zeuOECw$F4yiQ6<|v0d$9XnVDA1h7Oxr76|dV0U5Tmu3LL^dBdzmDYW=3W8&XsSX}Y zJM7tI_&%CsJ8KF3&I_^DG#2~1IPJ!94<)uM0C%=Dtu+c(HbVJnj!7}+1M{U`v!1>c zNaM=)Uip5?klgekPmD?NN4ro9#3?`{vHUTt*ie0H)mOrfMX2bP&Evl`X9f#W{T%d= ze3jNKzU8J|30E@ufbGSpIyH)0UcF)LwS&(e=lc0pWx1C>8KdD+9c_0d#j}{6z zwgyC8xC2)HFYzGQ8agRz@p~y5(8?&*k znK+cro`tP&9ISxJ&MWw);$FckATn*V{wwSm975M+`uKRlT~^ccCBwM5>Up541@IL+xvc>As z*px3!D^L38flgU_>?4BNAmw&4gxaUWE3ps5zzm@go;lr&7rI_?Cb+o_}cqB?&5IfZ%?QjuF$3>$Fqm08_bvc523oM z36_(wH1zsjC(es`BPTC!?WXpH8z)dKKxMN>8zu7P=cN# z%3HzPzg%@8d&mCA;NkQ0^N_1gD401qBIGKuK#P=$@O_4%p1$d0efenhljGvYaH#oF zgpeLHD%bO9jUv}ShLj;WX|a2AR|RU^5?}%Hfh-hl&LUYZ;5ZUKaG<2M;ZQHCY~N>f zjM$!q9z8wmHFa>$w8^su>Cc?|>y;81ZW{+1MwzF3eYS-+e@$A{!||@@R&XK(QbbN# znk?!1w=n7UrWSBl;~p{EXp}}spWQ2j$jfmuQ3(&ztiu6?U;Idc1`2Xt;$XVmE>jLj z0)lEFDju;%hTH9D^vnJ$8Ug%yvG&U)vFI5*M+>qsl^LX9)!;M4r}&`fKBmrXA;6wV z!x->xw~$%8hA3ENLakgAaW1BHz=LP-AN!FK!CyxiswyjEN1a9BFOp_Ax@R~03f82! z64ngW!KN0?a&?cEt9pQmudw)LB^@|~XR96XEkB5_@sd)?g7m9`t`LR~*)$c_+a3F5KJM7?@3S8Fm!m3l%=-XS`* zz*;l9bQm96t_$QV$jyC1rWLbXrl@oj$$TzmPPY=Oz!yfE6c-%A8-x28sZ;mOja_L| z^~1pJwUs;*#BlGpr(P7543ajPl`cJE0^kWgaGZ;f4Mua!^tGJGm(>?^Xyc3Hhz_^H zc_XPP`A`KY0`r!dun8FKZeT2g-Q8@9k@PCR1*wCO7(&Kqfg(R%di?Tb08v#{&H?|4 zW*472WaW$5QkfY&wvzPjUtiAs>bCLsPbjWD)a4W>7T)&d`w3O60zoPGn(IN&4l32% z-+XfG@S=q21go_Gy3?kdi%*M&+i59DUr`!Mu+{b;lZoXWBFL2t3oC}I`>#GCk+=Yb z4=H8@80hhKNG>uItko>C9I^wGJ(BRh4dRdwdacI2FC^M*w0WO#3%&c$wFzXpKc}$js<7qKk>jp z5wLH%J+u--@8W$|JQDC>9MoMkWdr*I-F*J7(vzpe!yKXMvdfZuUQcVCXHq;*Q2p`8 zR0nF(4JY+dlBooiE5p+JJob-<`ccsiGNF`TYNPicXC(m~ml>Djp>L9!@R1vFk-zIi+Vxrv5;3PW0@nzB;KbA<%$n}Q)9eb zvn`EseRUBD^bonzt4eBYPB{GQyM=d;j++M@=MLCGQtgse=glIJ%~(`v1isb@#<4B% zST7P@g#SKD@IQ8?+KuhyhFXZgRf83&giYJd`mTb$--K*S`IhrVWSsADBUB6kuY-fN z!t^Gj_Dd_7%Ub6o9aJQNP(J*stOB3+ONB`{?FG-0N;x@*;wBpPDHYGSgci6$&e_kK z;fPOQDy!Lh7+s3Bpo$5_?^D)GYd>I=oRCuZQ=HiF+$tWJt{IG+_rlFX=AVvz?J?eW)$tV|J}E#-~#8 z@-Fl0wxl==aj?agJr6|L_6hQ~(;;nTH`XHQPSto25Iff36Bl@nl~9I^ihW#9wrY^T zm0wC}vm0wSnrk`VN6L|D?DyDcjRwBf?n-lA9* z9p%d+G7gBm-LmI|GNAg6yMHKHM$>;K5jE1W*beI3(&=|4n|_^tMw4FAv;tgsX5j`ShxVbeG4>S%Y=sTZPM zW%%Y5+eb4lWxz~L+yE^W6lY8)h8h2du}{^f!+z%gwH!b9K!2$4?+}rVZf`&wZr*RV z?XZ@B1HA}?`0jJHntSHXe^`9il|6-LozQXU9Dau<_SppQY5x z0)YV9?Uc61_N#=1=~b<5F|8z#kNu;79+O8Ceu<6x~=vI>(&E&jcG zlANyr;@iv^+-y)Ae}_bcvHR&%i<;9bbha*-39seTVr}oOGRg2zt}hcI(2MM}Piyeq zdWj)vJxOR3FMR0_15>v4bic)qySLKY5`Mq5t zs5^4c1ifTx}T~<^v7ObnSjS z8(7{ZT#z38Pg^w=fyr+ugr5v?RBK3oEFKY-VbleClB}gkuROl!AV1&s6G#w2*8E!j z8=OP6#`VjsFiiUe|IyC$O35tl1JGfiS_rQ^JMsTSjIrdv-8*GfpJ7WzJ?zh{5c$6I ztP&EW1mC+4DTEgliwrv4J-CUhHUcW}su=B%!hg4Kup=aTfWQ%LWG~ECubp)_l$g-; z#RIBe&06?4gFOnx1w8)2+?>zAE7ToRGe@11x&B`u!M?doO}RG zMZo(&__Ok|D0<%L4>TeMYdTLgI)0;RYAQ*v}-)#Y7hLwOyu7;z1M5`nwP!@3{;m~5`D|}Hc zx;YuxVrgHm-RyP)XRhA&5P>m{^$e`WS0@8$&!PD0mq6O~+kAYr*rMgGA#_I!F*NMH zd2yZhuj^W*W@EDE&7Kp}^gPpUOOGrxVD1ZqZA=ZGy*G64cxPfnm66jT?cWB2we{0Q zl7FbXb#*FbacDzm5&YZte%07S#8GL+fU6m0!s5fUW)Z?G1!R}1(EI&C6$c`I){;6 z-JLE^BFDXb?o?n9WWG@^_zoTM`>^j{{`Khc zc_*X+W0J7I&7I~d;leX%#cixS&5-`kbgIY%XS)u=;Ks9Z3c*-a#`9MX0|Gpchj>+t zvuT9tw)#opqHQM4>2k%R0w)(bkw1IYX`W9ZODGECbnaw@?_}!7mE96t$lbO_4%G3W|Ugwj6rB+vCYZBs4AuT22?GJmG6~yvxX(L5L z!?Z$!`_Nce@Ri(F42-pHCR>nmw>V^QW9i%76EKXqW?hee^3T`5dFXCQywD73F6;M z|7%WZ1O6{INeJ=;PoD>R?4Sq9G?d@<2nPRm=jxA2HCo){q~G^D53-i(qx*!_eIAhi zC^%pUwmvHGd=SHsA$@04==b~Fxa4*D!hi=cl50g$JNK_53SMjl*gg&a=wusBc|XqR z_x-v1!GUiD8frC8V(8z6eSG0BMc_UC(JhAec)}}wGOBiff0#rPeHJnzF~VCmrpw(Y z1^?cwOeo~|;NeQQ&kMGGU=&O93{D-w_?XCL+2f_n8T*d=-+%%(*jW7|p<{(Gta&ue zGqB%g;iM3SE$@p%*A4%)J4~wOYbMve^UEyZ*oVU^WyO-B5%|yKFuAgSGD%JpYpyjK zC;3Kdw(QWbg+DP9qh3~E4`pCD{i7Xy4~5ZY`a8>q=Q1OCME~i|3f&2v+hO|vkl)&F zN)w*CftHx3C}6W*Iawsa@Zb5$^bf8C9JC5sTy4v+CF@sFkf5iTE!1U8{2bUp(VnXV zzX@M-hHhd$VtWMXen0qt?TO9!2(ZJ^FC`uj{kMi<|64LbB`GQUNJ$9i|4(D?bm1TA ZVOih8n3_2q;lE@zG}ZJ}tDn6I`#<7HEpz|? literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/9b567add-923e-49f9-a994-3c69e7f8372c.png b/docs/handson-cnn-tf/img/9b567add-923e-49f9-a994-3c69e7f8372c.png new file mode 100644 index 0000000000000000000000000000000000000000..ed00c797a597fdf01d8799e72b33fb9976d2af7c GIT binary patch literal 13016 zcmb7rXH-)`w5~|+MT&IkHB{-M(gmb9AxKABVkm+jNR{5C_aXvH2~9`{gf2BSK`;;u zy(ys+P};+L*Lv&Tb?^J}R(@nMGyB`$`R1(5IeYJkH#XFvreLGEb?X+j?h{SZTek>d zw{8(!5)t0?EPTHN+@vGvhk-rGy!e{?UDWH=!11>As52)1sth%8T|(nw?m*fhI;E7SU)4OBov z1$R$umdYjB!|I)Upr&n;#bmnKU$Jv&R{@@4$7@Os=Zmmryi?-5=Uo^r8V}PniGVc9fn9Az${%uqlObyG3g~3U#I`Io zOn^dJ3j`NjAq1Qhb%JymT?{@$raD{X&@`RXLSZWNl=SZ(p^Jrw{`?_A+g<)lz;jI( zKO%z(QZ%XV#f)bsg1fT|BVumLo%jPA{OK{#?M!H8$!Q0vw{y%od5XKlmmBlIZ_j=l zT|{hx4d`6v!l7Vrbcg?dozy-vFbW!hei^^%p1R<$lmbe|#U4vU_6)&bB)}#uG#ibB z*WG+L8*mJm4BY^W@je{8Y5vC#=z!&srE^VCP2&vm=7aXcdV=I2afMs2(&Gg_+RkBV$01L-ZZnhmj|D#^f$g zsVHD~)}&*ZGdD8^bA&$#c>SyxKD@z3A8!_@FOPH~Q9fw=Q|Zj&fKh^QLsCblkUuMu zpyz_Whc-#)khm#~!6pv7WD%U;e;D-p!bL^|Aw$~Cq(=QRS+$`#gV1?XssP^3-WkZY zkKdZfFH9pCSp{PnT2LE05%Az}K=>O?$wueBW7#16lT$qGLdJ;h3Pw9O|&U zDwaV=FtBXyAoybwQcI3F&Txwlzbf3_qCkS_X!1~70)!{L8M*%Y)I=HvSc7VuuLr3( z(2-_D(a1SPW%gnwpkK2y4JmJDUI8NY+*6fId%!%9P3S64`to@(T-CMZl| z-H(MaVy6Bf4g?>+$vJ#sL_^_RikOqZrb`~%3t$vR_L1TdPn{O#~4{2-+9ml-&!HB@$+ZZ60^;TlbyMAvxg;n8PYQ zN60Bj#^5mE-H}UE1bSXg33O_3{oc(DzXi}#>(jI{Tn4K&_J23=0GZs`E9f~fO!cTy ze>CU82}`k;@c&l9c>m7TTx{34y_`Z8JQlYG7O@}ck8wIu&SVSTC}o5d;T?hUNL5xg z-bi>v&Kd1}4Qr&ThXAacAJ(I~B~Y0iawl>@gHQT4ObrR(#LC3i(l|F|73C<;xnsvY zj9L@aXj_95(-uz#4zdd^dgY6CGC1(O1!Wni%8+4R5O;*7A_)o&;((xH;f3qNe@tVw zVI4m~SedzsdctmXED5*|kDSURm(g#&oEP?jd;;_!Y<>wJ3MH*+HiED)8cg~!*rd&k z2@?pRI4pVyBgRmqmON#6&Dk~419R=?ckRRQ_FrXR7&ZHaB76#B zz;pXBUI_J%RC#$qcg&PKYt={U-fTQJOhW`O&vnp6;O_P@;I6G(O@pdPLEC3{2p@>R z=ICnOqwVg?LPM-KNGt|!u>*j(=M4CUUEjK=fY6DhvI_8PfHGq(mjRH^Z#As?kzHXy zdE>uI#>AEnGRAuFw%S^c*&tdPMLv(WQK-vHRf9W32yIbR;6*_c&UV1|>^?RjW`4EG zXlxslaBXBSW5R51iBv*cI*JJ($5sKXlJ&wJM@WI8S4vE#M2F_do!RsUuFk*Vlt86Z z=TDAeNM^SO(YIbN1DLsT)~5;#Is{gwHU2DLVU2YD5Ey4y*XvL8U(umQ$RK7x?Aq*K z4=M@#!K7dPfA;g<4uTOCYQzy|y{-O!Vj2%f^YP8|73V`5tb-YK=j#;SvRP-l%KCt4 zn%JXu2r^iQ^zqj-D3l+`$X-%e9N!0o5)#Y=^X6dT2=o%8V%DE%IHqNgRMN6Egt;1^mSOInIwe3A&TcglMWwI&;y#h zq`z+vh1xXu^J6)s4_#2`5)?cSOZtX6Zu?WP*7>s{VGFR<Kwv@^CJo{#tD0yn|H2Gx%n z$3m~g4b7b}yja6-gKWl|y8(9O>D{ST@@;VL+o@~;_1HC6^(xpaJEGw-S^#V;nham7 zWFnqf%gq1MkM1*kI_|R8DjO6$MT1S>TYUOMIqe^Y<;*>Mt?jepVRi)9cwDAz|dEa#(uPFQie$l|&s0I`!3RYCO49b2phTvLx349<>Uq;sz()qEm9N_3J}Hfl0hRzn z!ml<+(t9z-muCyiR7Awb5++tFPhCL5@1wvff#=cq2S2zkjE6AHRLq5r7tSnRX4c9G z&d@`aNehWAxlNfY_!up-1MHiAZRqzjY4gYP$Vp&L}g4cll%p{{mhKMC_kj5qbNkq#lT@~ z1>C1Q_`@S{l{1UUq&r~GvceVnu*)FMQF4!N5lBF z0@r{2YhdU2s@(z*Uze^flMHwh9G=19`VVOKYR=p#!64lR@j=qJlCGr?p0aI2lLfEV zQ--h?P``e+qJW;Ju#1c)j|Ou+ZCFLYb#c4V17n96h(5f93Mj0glVGMetm2ARDeq(IlMu%aBm zUn$}H=)0t5<{Ry_E9ce!j`h(dwf z33U_+ZDe&1{_yu(RAtb>p!2 zoLJbKOP657p4kzqh^9b&Pg-x;DQ1~IjOCtHxWC=CZ61%YAjHU1f}KZA5WH?c>vdEN zmTzS*W~cgoH0v#RlCt!o0uUI8u}TDZ5WtEgk3D#P*iYy=%sz1?-M4`EpPg_IHvV30E(bOZW(S(|uD zP-$a-woaCem&N)MicTNK{EfVqUIb?RP|v@a z*31gj!3!Iw-1&7;em&#tJz?q9ZufJ!s+R8a3{v%XvN(drSRSJLoKFqmL8*ZizHwR< zv`Trjq^TIxp;!W668`Ze{Fxmrtp?;lqb(0%x2G^HOk zBsPdITkfA4y4V|f&vAQwA4a2t5C-%7Fc@!yv-qlhuRdJYX=sRFFe!b2jr<6zehE>7 zrJa8xJVDQoIq9c7-Rf@AxEU%Iew{h|o47&tr^`AzJ@ExguS(gm;f+`?Q!PqNB=mr# zL$(l+0ywp#Z=j*bbaC0AK4T^AhC6)d#O+FT0?L|4{K|Zf1 zryhisM}!Ns`c6i<#y$>0TBx3sndQP91g*>HM+RVX{kn67W#3qaZ`K#`&BW3g5oneP zbMPJ#e*zYR$&VXw=|YJ`m!K=W3p?|5KTOg!wX%|Nt=8Dk9=nI1e4kg@VylZjJ_u^R z74XJf(#*uw$PE-ABzwqO7Ba_2OpLV1^A}HpE!BOmrNPR#cQcL~WVdsuJ8Elt%t{N7 z${*Gb?~E#;<=dB{SLb8CuhUTk)yVuF64YgCr}0(syV>*ua+EQ!p+=B`(xZ%DhUQ9U zS{da|vHBbDU&up%#^L8$yDn9{*lNGZk#Yc4d`&Ln0c^P}O=ws*p8<)xFkf?eb>Z8b z^;<8E11p~ZRef)LVx9nxfsRl;&(sCpP5)y02MP9N_${sId#F(wf~_8T>W^|^UvD?P z(M{=3Vc}KN=x#aJ@D^8*G-NO|A6NJSuiPn+WmEB z%o@L?Ez0gchMZpLg+8@+N;iMHZ>@?B$S?frx!9h4JZu_`w2&Ev+h@b3E)zi@-Hi6$ zVk%qxU%kT>fnKTW6M3QqFe$WcRer+_H8CYZ{hDqAi4|z%PQNvxnfSWemOb-hMnR#u z-<6lk5Vwf1EfGm!m3_L3SyeMJeO_XioFiuGT~$X|21Hbwg2HWMo-3=cLpTezMfBs0 zVKVyp9aypf@?J0_ow1au@epu(F3~ijT$zBfqx^T3rBkqW)gPUJW~&&ui?~v-w4@p^ zJliq&X>i>rX>o?!%a;mn4J4UYCO4+Yt^BneE%;Y{k#~5S$61RxevLSVSeyfYM`bAy zL^_z~+fueJP|E#4e}CN?j8-f{WmeN`Ah8BrK(Gi1>Z+aTb5{<5|KP@0hy4oJ z)(AnQU(zTP5bxo>)GvL&IpNF(hmC8aS`x4^>ZKH)mrXZgfoW!&+QmHpL*To~6!Tn+ zZPCK_$8@Y8{emiQbgFxhNSBfhSWFDShdGvaxcD=|M@plpFQBA|Xg@Vu|?^AbnC)3LbBAcG_GWL5cJKyf721cW9a4GiHB_z5Am09kcF(8hXrzsQ2lWY^F;F zYJZlC)I73Ch`8lB8SWkdRAarS>H$_h%UDn+Z1RrDl3>mffOWz(X_?DR83oimrEaE^ zJgJ!YF}4bJCSM=6(oZh1eQ}3YXMpOs473V#uSosLyuDT_8VMp!e3iWcxNA$EQHl3s z>E5U<>Yr><67+ZSYW0UazN@@-Dmo&II?N95c?;RGlG6PJ@M;{=SMxh+0E=$NdCk@M z{A0(~rGk5c_nl@ItL=Zcx@Xe}7T-QYD40qsAow8ynra9!U8tyw0Qn#NJs@Lths2;w{-jhz5|7)WZ~^js2_%wNgz>zXYMkw3$a+Gn0l*-MD@^=f}< zX`M)KY!vZ2Ef%~uR>(`p|eqFlPl21Yyjy!ekBDT=aLDbfD+|VU$c2e;hE7 zfa_MQc6f{0S;4*%9r6#aNo%wc=&#d`~HKl`}dxyDuR@E9Wh@C7l zGOfA?bBL5HJjwJO08tX)ge{KBau$eSLMNnZcvT7U8LwQp%f;K|8G0Gd_J+bUk*F5M zAd56TiMwGChrdCuOF{dv+mK;pJtgPGIyxIMF?ZAQ^uz{>FTccxLp@v7lhflJX97`~ zzB6Z%s^Bz~O=WtAb_4G7UGiTKG`y}|9fSXRm5*oLgu1dj6>AMKGiRS}*^CO*c!D0n zV7GM;?8cex-;Z{~3a&Y;{VGIv?vd*uRvz1Xf`5cQY%WbVunTe#VmR{|)Wq1+{9X*w+oa;a~+hYz@p_I`O2CJ`SdhWFNJ>E@ITxa zSQ!6q=KfObAUpH4(sG)aYTn~vb4*mRc@$djC+#+)ZS1};Y&F8t(DPzE+}5CDf?^CT zaPwZ{0r3>TJk#b`UEKmOrt~v9dZku9h)NVNXf$bhPTPD~zjmihrlUVv-47TKFU|b4 z?rSDS>5$_DU>7w0oUZR6=94=Sgj4p0hOo+=aH!k;pk~a+c-}m=D+s%$VJiV`6{XRg zwNn|Q1I)5!Q&hW{bU`<&2;*{QDRzXng~66>6nwH#f4ver8=y65)1Ok&%ekBQ`e%lR z_hROK`rhWly||goD^3v(ma0+UhQV9Fw_2-az_1NjeAXLN0nb%VBb#^aHd8LC9eXDC zUXh^jw)Pczbwfa7aXJzvmFs%XcDng?hFUp6^1&unkgNDLo$5O{my|Xlg6!So0`}2! z;R4lW5{R_I`t)x-4@weTEm3o>p5?Y~Rm+1mfMGy8 z*;pi)8kXeganKI>j@83fL-9u}YPBVBajFr%-J1EjlyKO)Q_Mln89Ledyx8-*!iGHb zTelTa4z_Dyx^RXle;E+aaWA%&UrD#xEWafQ=1Ev;imsC@`cjKvil8H8Ssymj!~8-5 z?!ELS*rBL(?Yi+RgHD%Gvx^_hZ#kyQwM{iB?L}yLdH{>yOT&_WaRr}o)!jA^5qff9 zT~<&LuYIGfM!O0$qKnLS^Lv;^t44U0$)in>)+ZvYrr{^DH^`7AO1YUdMT=X#9F zrbZ`|*_l5fw?niZiA75Cu|TEZzYm$?*^#@Lq|iHT=I^qVOiw0Z$9BA54MssWsD<(Q za9lo;>8%RA=#DzaDnb!yLTZ)rz-=^h=~T19kYAlUjv2|H)-$2&CV)Gbw803mEXf_&hb2p9 z+jokWHI?8nsjk~Fw4YB&oLpU*OFQCC5bAG$V$OVL>yb9>OGpr+t4p$j;J9u=6qU^E zgnA+W$15UOFYLNOz7VdP`cW3&?b+LHO}i& z|IzId+?GYXV>MDiPKM=N;;ra;(hyQk^iKzJU0=w8l;y+Qe1NB=-OMSc+maJ!cPYO= z=gi5n+@ZWJOAT9V$V`6Qhv#laK`PaRtzxeJo4>?nJy!uh<@gAo}u3vp;g3_&reQ=%4_aukiMMu~%3p^lRaK-e%qG1ey>`_1o zI{rluM1_G(B!JM$I47Uhp7IT@Rv?~I3CXnNbT9Dv#q(O2Ji8;V4ei^3WZc?FV~Kr; zgaw-V2D0n?dGW#SYDIw*V9f#)Up{bpwS9?#Q_bcB%Ag!rHcLjb4Kw)psL+f1w{d@w z{mtxWC`E?Dm1(-gZLv@B;y#U0pP0W{GC-^c?U;iy-YN0ZPFo}L7vvoix7rHZttNPo zlj!sFO_ukY!6ga4+xW?wxmwGPbqaIjHT@mYm`TDwS{MmWt6~RSGjPt6No?w|d?gLm z36s~ygB)fGZeFYW<=6(InLl+zDN9BDC@^5{tS2B5Q1!~t&K?9}>l>{oA&1KzFQT)B z&7DhA+}5+Z+=XDJxj1@_*YR01Q?gEv|O?&#NZGJl!xS)UcNd&58=% z$y$8Dq`fq21oOUalq+KI?(*O8ZuLRC`?@wBXeU_!fz;#CexE|YVCWmHZ_#=RF;YEu zNh~R_JnYTB+Ne?FUH337)Qs)Gb>Go93G1vmSVCVjWJyBd>xYze!N(eIIS`t}uvbQ(szU!m}g?%l= zMW)YdMzlZtw9#yV8W$N?vV4w@ZSZxl?RV(AB1JrQheyMbVt~`BJf(Aj?mlywfM0`H zd9}oLdax0&XclTvsm104rpCp}J=T0g`2Q?c_@Ctql}}$%uh_Gn6J82GEaW&zmUw#~ z|K_hrh~gak-SgvFMdgK&;mEe2nmPKBq6#4ia%c8N6Wo_2&RM$Hq(x; zW(TJ9Xe^du==Xe7{T+6u0S6ot9~wKm06cWzlwq)n?66d;JRF(9_ zGMXFb!~S0d9RE|3|L>lMF}82z9$xn;T^+SP6gv3PW~c zr=uK}ZBy}s#TYb7(J<0psjKt-7xz7x>$H^tZPq4WP|M!24vH8ar2ojlPA_Wq)A4Hx z*rgL_q6YfSNEr7;+x4#n(0|0_5L}czpw{A5WTF?G)tJ?K)T6Y}?VyU? zctDD0ge-hy_1(v+6hr z)bCs`3VcKi^js#EE%|mJwK}(A@T!w->~Qv(jYU4?Cz+DSrxuwB09f&8c^)t<9F=(o z^^7K2A~>YPZ5D_P2-75uBVKI!BLt)Glzs3)DmKtd=!+vdP36m1XE}PsuyD?dx5RY` zf`Kk^P>!WV4j{fJ#U}(Hp-irFSLI&li&t*5Z0M$+sw&gm%VPm7JGV}W&rX6ez5<#y z0yOVxXHb1sHyvp-;Ri|GF&-YHG z^bS+jwgS#CPMxmu9&r^^)TJfzNTuOMA)!kR3;SW z#@-zNV0l9tv+`Ae7=}a~0Aj{m(Nhsd+&w=D9{QGCU!@f#$ypV~IHOvwxjI}+781TV zeH5%bkqz-J)4d=DUNhW-t>m_jwlzsA-r^i4`fHoP^QtV$3Rz^982)CBbZKh8fMEB! zFA#+_AaR<=<^29kWAYoaU{AWN595^rK#!46E}4W7kGCYMwoTMNlqGWa`C2c0A&L|} z%}|T(g@|9tMsd}x>vPJ~kQ%ruv?u;LhEc|GHx|6R8YxITFF%WN@neN;c+)mAod+({ z_c;n--0(3)m8douox2T1#$L4kv?^lqqIYldQpS!Ag7GZh-uQ^Ojm{r(2Hn)ML6YWt zWd=xdmT+GS$GRQ%3B5^cIrr)ALgw0uU^{k(kpzAc_^nsWO7r1>`wM$MwDet(v3DEZ zt$xL~v{QxkXYsdxj*HkQHl)8wvd)mZba5O1EBNf`*MJ=CSf^QCpoGxItN1Y{_+7cz zB{i}GJ&tj>u;t+f#DPaTn(G^iZ|mx!7X6uAIAOoMOm{_~H=8q2;z+_9@WO&NSKqIX z>Tx=Jl>g)_!9}M1dHO+ihsr0T!XPTlm!StZZxvR@cAe`fqaolG6A42A@3IR8Ho;yR zw3>Juc6QsI?h&Eap_>6n+Oe+@H`(*Lk|r#8uC8kVnsTRh7Lsk1g*^q4 zO&tBzA?C9WoJ5;qFN`+pj%s=B=OH)9Z>zZobpOyJeh>j znsT0kf={9@7H_@J@Wze`7%Gzj4$L3QQC2_q>CRLso^hx`gvS`|DwAS@M9*P+JnoyTR3JBBXlL#~ z$<=a}_l>&ROMG0AtT8|l@_M`Dk5JkZx(U{PjwkEjNh5ws<4u|1 zV7iTo0DJKiK+`+179Bnqyxmc%&o?D?xqe?dF43uz9tSv5>@8vC6|EZw_J(lXyl0H5 zBpsO|5pD;7x_$Y1FS@Evw!c3}4Qyu`XQ8NXoUA@^GzLL!3X}A1 z2)^`*hU@Hq{6qvfa6#Mput|URHZ&kxpvjvGWu#5>M{h#h=ppv~k84k)A%9#0ek72d zq4l?F$v|3cyu-k!M5|*i=cX)yJ2v~4?-q#Wwq!Hto!jrQ*P^lNsh5n00VOiDimz0@ zYVpj+8mlini32>Bd>!#=iJWpLjcL|P~>fo`yt!-#XgmHX+4ILiPr1o3bPj9Yo+`9zIyh>b3gLJCX5F1QAT%Y z$Q@I!``(0$Jh;-=a1r0@%}5Z8mYjUEG126FAyc%l{3(Rh`49tpMwQ|bEYmkCe{Ijv z)2tLvyFYsMB#Eh8rPsHcR6F;`o@Nf7t?_h(ujo171LiA7`yPnD_zrsE7c&z(py zdJ)3aG_5%nU9iSSn(Ztwz_nknxRP;r!|yC{zbYnY`@S-LMW4lt%3<+AgG$xu?8LYD zs_OYX;@=`&@O%lg`?;EXm#KeabD3xisdky_HLMVX;2SWO8M$N z#OF_aySZdE1QyF~|4zY%b+@IH2yN2T#GLQxh%G*VKwg4YaBP{p zgm~^9WJh-uK#_YZhsSd+;pjo`$Sr{u z7YXIq>}qt=eCxe!A;R~wWvC7Hw+VVEu69MHy|f?cOU=Mqxx`0H{z2s`jQ(EQ&k_d3 zmb?@CAHd*&F!!nyIwWh40cKnVo7Y5 z)cWwe+ft;}+5h7=QuFT)|AZCqrxaVVbM_KUz4LInaNn#vbJPP=aS*_S@$$}`@Ob7P zI~WADUWvL3w1hKftwhTnS~Vo6%7V`6VK>_E6^hmb74%|gRH5)3AEOW*M`NA7{otFm|c{_jm>J_P{*0J%@Jp`$<(sllLD4bll8 zs#jvOVx`ZD`zUaVGB+#qHypaXzw#)dt>rVLk#|arG@Z6a_7Xs4e3ktw{XZZK8rFWM z28vPKJf>TSx~9?A8?-YK=bm{7ec-J3an6f9BkX)eK%&8`OV3Q=JHFhj#!(!8Sbeas zsGk;>la#JBhVh&_*xp-`s!hH_?8m!##`$})K^`Y9s`9(Z<&I=?-(p-k?2Pb1d@A`6 zdsV^PSVPxk+TK-F?(uteGI|?dm6|h2P7Bh6t8P$WLx;{49H@(ohMlCW z>Hg>dM_u4CL2~g)=zi0ln|JyNv>{P&Zu*lU#b;;<4{@=*g5VNpz6D-8u?Un*3MnU8}5ZLdhs&*E2 zATP0FX0!6Cf&e>k;@6h`vaf;Z{Ibz$)VoG2YDRM$eb^0Z>!UkGP%S=ByyW_0+Gk^v z2w2=ped_J+XCgfum?)Rlb?P&JXV=i7*y%%2pqm|O+@nQV6Me5nreNl!5Li@$Q~Cij zrJzB{Avic-|EJIuO{d?4zG(kdo{dcc6ustTxK~Wuo1i-mEEIoQGMAnAL#2N4VEb!` zhB^S+ZwWfyEFeKpi3ut}#+KfIg{0l{(<0C!Xx{W-iMPa1xXM`*Ap7q%-cF zrYnwSkyI*llQt=ELi0cDNd^y+LIlz|hcZ() z*1JyS=#`FMx^(g^-vkMq*`u>`6E3fwNxwjTbb5A2#BK^34`yo7oBiJoef+lw!NcYY aTBu_5d`j6?;>}T&Te@0?nsw?9k^cvt0Px`e literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/9c808ac0-8f30-47c7-88cb-d2af50925ed8.png b/docs/handson-cnn-tf/img/9c808ac0-8f30-47c7-88cb-d2af50925ed8.png new file mode 100644 index 0000000000000000000000000000000000000000..bedf86c1071f220c438ae5adc6049ff188aff989 GIT binary patch literal 379 zcmV->0fhdEP)1XYWdUfm3=$cHApPY3|S@+$$iz&p2sI`vI)v#Ce+8 zwI@Wxb}nz8NvCe;+13#td@!>&q`}sf@9+Y%F(DW|7Ds5HW?#S)K%HZQJ=y@EMc;hJ zP1zf%xi*Hc_cm@yxac7YMI74r%&sV$lQK2;bvCCegmkN8#E@+^1T7>5B#`NwMO2GI z%2jsL3I78YEP#5NrjyPV^byS6-T;+0g|PeC%M8q!u2W27z5q3?#yoTv;BY+Y2ILvB3$L^(y zf`+uLy~5-0|0X;IvUCReT_pH#{f($;SG5vR2w%IHkciwu&NgoLkdf6km@0-!+LIG@>?JV5r-1s$H z0$+jAoJr0`2>q%;0G&3(j|2U0hR}!AQ?Ff4YqSEvRXN{QJ)z8zryU)hzl9(i6J&al z_Dtf-#Uj0Lo;3dQ%<}m(%ZPqH-uBY7ye)ygi6F!^n5JqJIRw!nv>0xPwzhYE-IR8J zk^JxJCl_?^v67NwWLC>ii%fPx3ny*>`bpsc3r>3=r~X!lmlaF?LwVQj%<75ht7I?v zpRmiK3*2inD~w*DRR@GnErE<%3?Sy1tNM1Mlmw^apxb(tGpNh1wASGb6X3ydakRedIZ z2!~@Hl+ZjlBK)uTjHSDctV7pkrrD#VnSQ>({~HQOXx&!D!0h#peJZ*4OS`grtC(B< z9oCqPoC2+!Bxlp<47bdTpIhAK%pIS6Lx1<4|NM#Z@+=KCLZh|X#k-uFkMM`cNXpd6 zMs@gaqbpD(Ufv*G?Ezin#QXOSZ?nuW-=$P=C*Fh#{kDoc`cp~>z2SB~>VD|#QSL2i zAn+t_5!e#f74|1)qUYfy=k*l(2)`BA`Pf?_)co-cgAkVYY@8sM^VaK8oH}ZoKZhBd z7#6Ywc~WwFasO6-h{hn5BTEMG9g_z)8JR*a@BbMR$AZ?|vzgVtK3XSU0{VXOzu zH%wNwQR}QQeDE>jf_A*6Fh>}Os^Q+eU5qmAUK3+uJSxC1(CMMgYrS=3SIq8DhNRUW zm7LJ?z7Hy=AIBuC@GWKcASYvGU8_}P6}RJdRMKLn1*eqvSTbkB9Tk+~dttNhYhc`+m^{qovj zgeHb!ZpEd?BHB%!t}Vq;T=QLVatQ7&#@TqQoz7UDxDjXGbaAm2T`ZOQV0(X(>~d-D zHr_{AYj9jIbr!*gyC`ez0)yCI6fF;rc;>NQ-@qieEKAswrBy1UT?CAR*S~x(O9{SD z5F{wJcF*D8oz7lIVLd;4HhDjV1v30S;#Z&0#srcFEX0rqFX;~#<%>Y8NM7~s4C7I4 zzI9$8P&@L|;o7GVX5HUk%pl+!jtz(U?FvIeTyYf|x%#r_x;++^eiy-`dpW45h6=n` zb;(G+a)l$Jduea=ylI7GLm1a-TQ^ZZ<+q$ugN6}CqeO5mYdFWLK2(>?}S>#!pFeY~?iq zDGeuAO}oMLaB>;qT+NVqN)LKB%z^B#c>;~i&SfIMn?8mw>6q^tgJoepOpebpPS1MX zm7LR$37JEY%8<~=cLS1N&@qL1h17nc@QH5^KgsH9u`G%mH!F5?1XH%CLsHqWkJIx3 zIhH5)3t1~I4?`6nLMi%eVq+n~@a}yV8{>u+KEdxZJhceHt=8}_UT!Dp>uJs*xO$if zLESmST1BYYiphI~|MSlId%D_c#?bus`_o5!^?9F|sd^m{uayS?7@Pza;S_x&y053F z_u$wp_vN=1P|z)90fO*)aDJ@Rjo;;EzIKepTVG-zY(2Z{yMR-k|Au$r8Q-HlA+&*j z#Du7w(i&dSvM2wgZ!;B_4A6XzAnTJgC{+Z8rI`IomO<-9?!Nv))n*V3o)vkNRsUCUb?*!Q;Y9qJHZ zvf%35G4QcZcAB|r9lb<8-24O%-HbsNn$d2Bt>c(+xdEyvl#O{lQWbV76EMj4Y38n? zU7|Np-`s$;&&Mf_=dFIQR2W_Pa&qedFEIxZ(XWY(20eO^5bR9D`k&uw(W&suC_w+{ z(90b^>y-_}jr43m76or?xa{*%p4nyiA1twQVhO(+l(U#&$o011x?W-nW0)r@7ta+Y zdIA4IWO!^~{TBF4W&^os51f?pd8WLFRp~mC5 zPtli>C_2Dzv-2LBgyn;G--Pjpj+nl1qdx1?N6o2rq7aZ~4DlsaWMka2~6>h^&kj;tSG2%Z(y)u~h196>(NI-D$KlmEzp=&g=W)uY4-AY4l3omql zj~&4p=}%EA=CPD__pYaxm!c|%A;U<&wP#(GTrB@nao_bMi*@x0Pw@%-MUJ=={Z888gJaW_T5 zJg`;v-Rm(Yysj&BJkoxRE7F53V0j&vDz&BGDhRiNx<1%D*Th=e87$FkzLr5|o6}w~ zNc|jN=TM@UiyBg97@?ICM!;|>U#q1qVC?)QC-|LNeX2~MkJ3(7fN;p&^$T+UFhu8_ z{o8E+rH%Af)eKOTK{6sk0z4&~e~MBLg6XE5!-w8M$F7fVGW*`$rM(mMZ&V&LwKEL< zw1-9FQRY;RPJ4D!Ae<;CVW=>x-N%|buPQ$KE}=WS&|iriA&h$}?(Z&*>aU<;i8c2TlC5KHa{JsAMl*&SB`(CL;LhEw=a$3xWcgXI zp!KOFx)9-CK(4))$s+?@Uk_WQH^Jmhv6G6~ybuCwDumuvj4`%T3WOqU$sEujC02pG zsQ+p*6mVt*eTAPzfv6)F4}VcXj<4&VUG+=j?1i!nx(3R;6is*XFE<%z$b^v=V2Hx2 zelErr4M1=ZFFyZ{%^c?PSh+Toi2~irFJBmG%@m+ukE7n5@v&A?+jEdaws*G?DOW-cvEi)^Dceg}$jCvD=B0Lsv zKUxqadTc$ls96KRCNXS$bs zaR?u&MAF-bPp0T2@_L1~Ida@TM@L;8>brjTH@NYfl4jb_;p1-NwtFx(jd0mucuJu2 zPT<~L6e*4@y?mp_X?&_yt6@KhDM7G`(rVqf53BIx&A4wKcz3Gc=3Rt?D)PhY#;y`0 z?66A`<9M^qqIEGjJXN7RE^TYC1TyCBIn-iyL@_#>bF#I zXp9WZJ@kyGhEdY`(p6oLj5q|jwE1y>8!k&ehh%LI%Dev-479G#vt`X{qj3hpO}who z1GTI9{*;Llitf{gPI1aeIV2ROV-)Gl%c0|=nYCz+U6|8{hRjuUNg^Ze)l0U0KB?2A za_prwMh@+^a+gYve&HE(CDnE?^$-o&V>YM=VxI|P?nIARF<5~mg-{=6(gmwy!b)hG z+cP+B9TYz=r^HpFXx~Z`jhmN>>ZxHOke{?)k;Z7Gf3@z*%oi*Unr3$P)0y`~;gysn z)0c_2t8m51>p!KC_*$yl@(tBndvlfIAlZjwh)S>>a_EIw+>ww|mhHv##z~^1PvYr( z%Uf@=w5o}ymNZAQsAi!;LWI7&Q9PmWh*{4onDi4uKhT-K8`0B#dyqoU#*?VMudpeX zwP^({QzOB8_IP#kg`xtaPkfbq4)=WhmMZF8^T>~WHhf8I+nBI)-;}Yrp5tsM*h!`!UaD}c^mI;Ec?Ngphvy2tK&o4 z6gMaP`HV<+h|#yv7*AIyB95&yTZZrP=}yHM0f!eqX?kKP2ULlwGKapxCan=UTteUb z*xw_wJeeS8&L;!;8`8;b1Y(*~0?|H9d&&R%hEALaNLm*||GIs4`e`hrM~eE(ZGunV z>>W9V<_@=gF^~rRyYg(17G}xKB0-o@=71jzha7(G>?2b4O*<3f3joYRDAmAz2D=F@ z15msw^7V-Pikk#uIz;PB%=|EvxwX%$QB^HAIA_(tB+^oS^ay}e=Um8G27B@4* zXE7D{gYhd7I=OlA7_4+Z2*H^GMdTkXSVEBwGBJ^O)+2iDgp%B^in!0o`!eHgPT}3m z^_%g_Z=k=EULE3@62g0kNa0Tq(CKI5vSczu+Mv1YysjEDd-?`xc=2lCU;k)~#(O)( z)NMS13Pc2H$B&;psdDL$#@g?4rf-jX3d5Ly*4xKam~r#4qZ~_3eM%slJs1WV7@c{_ zkf>?-d^%2n@w4dZ9xA)~-O{E^S-%Gy|B4|gE%%)Y zPSi?ZW}LkumOEY=FS_WYo7`fqTcZLB?<*e}@%xZ3Y9CzUF5i8_}tDqT!NOxK&c63}3aqD*UR{ z&F}y}H8h6dTn)5e%8}qb+V9FoS}`f+A?tC7?(9)5`JyN5pi{%=y=MI`QjoiaXHfv& zYlD(6KgGXe1IUka3|j}g1oIwRLN*E-bjF^GE%mKrRRpdvUed}{8B2fctflKcOKtdV@mxA&1ZfqdlBUj?n z+14?Ke>5^t-$M&s|GC-cgaZk@r9lCP$9Vb3gb4gw1jLoSQLTtwn9cS}uU)piRe&^I za`4gjuH3!ArJ+aHA!JJD`1bfM11Qla%xT~n862FvrX>sUmxmw%GbCTsJ==fbyPaw& z=MY)UT#XBy$YrC64CgvvXlyr1!>PZQ)y0)5K=fgiaHE!{tD{Rl083;1+o_n5p(NuW z!xh#QJ2vvCFYL6gzLp;p?$#A%BZ??vWur+0tOLi8*|5vT07YF|3syHv77!QI5RbV| z;YqCML@yi@LCPq1&$##!)%mJ`a>w9X>TB+>TdcCl9wNQA-9iQg{KlOL)f*mk#i`Nk z%mE?Nd`aC;xm71cx{+C!6Cwzf!E&Cv^|lp3{Q16WDgs3(vRmwJw=X5_5q`^qg4gQO zS*kAWvLQYcuZDY1h$iME>de*tRFN@{OYvyGljKKR-BZ3fIWG?Y8 z{8^KyP0U$xMfFCis45_7f%)TQIv{r=Nf4!p`ZGMDQSvDY!R^ly^8o&3f?c5f!!Tl2KJ_D^?OqHZHGEvA&=}q0@Z9LaVe8W&096!L8e>5`xgjmJ-AM*#?1TXqfp+JmitG@UR zffjF;@*e|+Y5*v8ky+xi=h#!P61$MJ-2~>){|=vpMHBlm3gGN>`A*U1fm_7Jmj*T9 z>`8ERIJ@>+?{LfGU{gtLX%t?g4TSegx>t9(0*?S2!-PE>$zK@DjIU_@)!zwnTzT;mp1vh|F=7ZeBu_Mk@GzsXaQ zsN^9~P2KryHljL29P#|JDr=SkByTS`<1Rv(C}8^qNv}DIGFE0hBWpJ7je*RVDx*>p z6fr>;796sadNqTKvWGeJR|AtOsj$$@Og1u=@~YjA8U7rnG1s)psX6LaQj~qj4SS(~ z09Q@LD6%pPknmttuC1AN*B+P=uVAUm-`+Hc36lR8*cHd!X7v>?WF=E+*AkhuZIzNE z>nnCa#P(WvQR+{J^Sh7;0Nq)h#`bgBO*JW?kLS@yUg%JG+nikfCxgHM*2gq@c3Ksq zPBw9hB?(&$Rx-v=0?&-0A&5;iZg`h5u2pkMRVbRbyzbn&8BiBzBR{ZNY{ZP)NN-Pp zLpTFF`{&qU)HLHS_eb5D=#`vXMzcu_HZDKC0PniNM23=`c6KG_peBlSe+3!&zR z$}$ARg$$q7#BIqY`1`N)N73@3DkaCx4Je^wTojk@$TY%ZkW*ck?rRMb-u1wPyGGR+&&C%_F6}bGseZq~Q3Ub1u4C z9G!))l(H7mzU5EVrxL)*y8#J{3HPMYf@ZisN{T~A<{sVYV#}pAz1~!;egy{sf8_}7 zRCTAvM>Xm?=?oX9@i=gqJ#S_N>A><%?fx;b1ob;`%yhmK<)@zy%-5h$KvjAgMh>bA zJbD@`|1G;(=rlNDm`~DaWy0GEa|uPUs0s{AA=bzM9*YjNy$!i!qw$rkZ|hYwP}UaC zIFPJQZDLhP>z3}OI-!X!NzE-mM@|mY(Mxs|>@yHEg{d0ddyI3#D_LDYy9_}(`1z`> z|6NG|s`6gggFE|dD8$FP%qULx0&bGPM<`&EbWKGVn&+U!ej?LG#GtK>@Amx0(XN%F z*|m?h|BWJ0mEHFF1rKo>7f=$u`&Z;%d#qm%|0KxzyQB8Z&g)oU;plRH7Uz^_if0m! zlN2Tfh^0h!h^l^4mp z)nxW60=~JbzWJoXtO#MJBjSif(DH7n8xRu>2HOr2!Fp!mIT|2Ff%ze{8fF}>!H{jv za%dmW6`h(*kSgLq9m4>2pqf%Ur*tC|TvtVVWqDY4&!U&JysK8@Qc}pNM+gpNe-E$Z zzbI;4Ww=KwLeQK2L6gPRAw6^BEH$BxB-Hk7^kr}RdYUtSz5nS4Yrk;hN0ceBgub)I z6R|z+5~)Q@6qsQY{)+9@#{<(5B{Qnq=?h9Y`EYD*j|=%7Qr(ZU^~+wxRnTGy{166C zMzGsx@_HO}13{ong<5$f1v3CoM#PH&;ITXIVn6W^ukRW%sB?!)5`v{q_rw5dPcwD| z9={5%!dHzkfvw6E-4xJ$TCNk2WWtS=y z(JT{PafH8xSPEKRrvX|lt!U+a7)6@%Dhyz@y@>TNfG17@DgWBOYCfPC>-R`H&*%Xj z6DYMYf>W)-5U|Lx=E}=W!B%nMuy=?bh`(EV7Fo3ckfItlP_Xd&@>lQPTq=F1^t5XM zK(C;zq(rPwutj=~e}(jlI7Ydh$RG>8V;WVbIT=fRuA9ner((y4JHm zC7r@0EqCPu+u0I1z5`~~oYeVAG7u|6hpe9?`w!XsAD<-t(lXEMRLWG;% zGD{eoGQp^IMJfmdS+vCeZndQ}_SxJ1g`Ta7zT6U2IQ z8-odhP59OusaA!xzX7SetD(Dv`d-rM3XV!DpGZkIo)9Uw05Mc>9+*lu>GuP!P?5gw zZ)4J5?~OSJGS;e_+YEOz4rCI50+CCd$Yg`6nGLLWQUita1FPkFsUG`M)6(d*SEb{u zz1#71T6~=)07F0sFaI^7*2>rz(G8}RNv{0hPnW@M?fbrKJx&SYuQjxxCa!Yaxu|jw zNk(zIQQvtQe0a>`hRPCME{e6n3Tl@|1fCkI)vr14r=!t^raPTgo=0J=*Uha$5=S}jBZZT%M4{W= z;4~~@I=Og&h7e3R>u{-D%1$lvjLv3LFRXOW*Q7&AEfFiHN&OXJ&jP@+?eA@v3Q$I& zrWU@%F~&?4#1JJ;gK--z7wWzYM1Lww=K7%wR2&5-H2 zKGPOg*h^ZFx^3y4@*(u=HzJcanJ>7o=gu*9Vphq*hBOlr#ATo!J7&3$wXQyRONL5w zWQW6(IuM8QNn!%rFdoPwt@0^m@;Bh-Z;fSNp}y;F>3Jo9OX695oHbO%F!qMQfj{O2tocHH)F56k^V6MdH3i0>R7jdT`WgJp z*1rey?kt=&EcLQZvAuV6tzX+#J$HP*npN<_IPM0S|9g4#vY?HZk8x07NG+xJ$^D;( z(>DQ$ERS)Wng)3TA1Tk*d4lr3M{dz>Y#-GwrOcteE|1N2amBW4N#f!JZ~L!)mA zz|)IS#sqA!yN&ym-SfiJ7bYzRhD!=Y&2)00Vv1y3Lr2byk^<%{sjeTg?H!FxWD2(= zL`V6MMzy{p=6ux5Q!z0^Qyl z!F^74_r{GK1^aiwB5F03I1}YNU`NlK>-6Y7!gE&6qc=`uoY{B_>efYD1;Y;}SbgOje8>N^R z&y5>T9AIR)y|5dyL9^5^!jSUd`k1Kw^g|0t>cuB!k9%eV-col zn|34sT{a`hs;FVSr0Mv2o#ZB77Q~Gqr7k=6iR_{q8-W}3{G(#!K&v7rO?Kd;M#gNP zILb7=N@H}`XIqskuw@$!%H(>PxyHZ}NhAfHIp4b1WL=siJ#jF{rHR-#-}vkxmK==X zsp;^n1Ml_8v;y9r^Q|xOK9`bTNz$|%&}Sqe4k3aqBQE{-zn^R{MHf-@TNh<|Eodzc zj!lubbwI9;C_t#BzZo^QOkFGAUwamAGkDdkKutUOn;JjkttOF}eMxXW=L*j;yLf4V z{_*~#7eGZz^$xCXoBn0CXhE*MLJdGq@F zf0yjAG3aQU?~9-47r5JwS1HsLHuRg{vUbRgaNso1gn(dY@{mx^&dMgs zCZ>OVj7PFk`OLHFmz+qI9}6iBBFoci@RzTbres(D-A=0jOY-qnKG3^huFRQBXy_%ZzxM3OFTECP&+LrHKRaI9XF)}uC=9nRRhN}h7b;h@(!kktt7q|2a)TL1(^K+gDX(JcK*YPJasWgvO+so$V?$wO3L8E8-LE9SQ#=oMBq!O{_wOQ(Ub4zVsedv5Nh~1z~u({TZo^-O#cup^v^ZtR`o?Ju1SFJghZ-? z6x3kKDb+qh$}x<(>Zmo}=FX;)p1!wC((>1)GPx^J-kS4|E22R?;f2z8#$2;if8Upg zb*)w1r*a|R1S}gyK?}hPx13TtgE+g~h!LxE8KQF+Iba*>u*z0oFaU!U?t?Hg;5KwV z6L|K$AM3FG0vS$(trGnY)$2&bJsh-}ebn_jQfQHNitY+fLBrlncg;^-vf84+_*JR= zbzUapqDwD0_WjQMRqaCrk14xCrC|#g&Z!n5mBboU2%dPIi@O~ zA+!j;)d-iW<-s2CJ5x-9Aii4NZY?ZiLSm1O+<)E&M%QEQ=HDed_Pz@wl}NmH89DjB z5wYCJf=sZEZXYU)WArZ0dcPRt{<8nMi|CHa{HhvVv|-qnKTPe@#GN)p2cg(%_A5AW zJDqiF2O-s$t6F&cD3058E(H{tkk;pqOOSU#t8ibMy50#i`W$FuEbiujL8#D7(OW;T$zYT@Q2f9dPa1IGl*m^seI6cH3*{sQr=}Uh^J)Z>nmb2YdnF$ yNOOy=izehyg@dVrVSt1AJPr-x{|7mE{(XRv?v=|`Cj$TdzKD=kf|W~t@c%zpl6f!y literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/9ea2becf-9055-4ac0-af74-61edb68ed2d2.png b/docs/handson-cnn-tf/img/9ea2becf-9055-4ac0-af74-61edb68ed2d2.png new file mode 100644 index 0000000000000000000000000000000000000000..c6674f70070c7c91fc018430327a1e9198f99b71 GIT binary patch literal 2646 zcmV-c3aRypP) zy;bT;RZ<8+(=+|`*N;&ejaq7{rIuQ1spWquM!P!^WZX^!xr4u9E?#_V=cED!y$F?` zW9Wt^|CR-KaW>pa5JiLI4d_M%@^fDHi-b3X!UrsmS1>A+g{+~UdxKMSu?hvP=ui#w zI(!x@_<6K~W{HB)N;J7&a9P?g&hbt%9OgcBaWxcP5%>A`-1W7cyZCyQ`>>&Xyn-

WW?oC0^a7*w-Q`)VjqQ2MS96wG4X1I)grycowy zA4HVYunQ1A7d~d+7I@21at?1N3yx=r4lCv-PtYD*Rji6`7s|azB zPdXSea3CE%Eo=jXRfISwLX9v52apa<8rSB)T~5UcVq5JT3;BM$?wEaD7@3a7>9xJT zf^KZ@KI|ni1kJU;Ag*AngPo$#O7{J=U9Eym439Adt?kdTKtdC*hb9$t;B9F z7{XinU=VeKW@7IUyxgfg5;GW-J!mJ~Dz~Fe`&B6~ka3 zfk6vf;T_VM0HIL;gCPQgeT@pVjPFbK2_{z6J`GU4Oun95*qfX3)2z~oP8nNwd< zyz`P}2@Gb@{43G5;+)e!LxzD=X5_q=^OEXe&_rMmAoFP6n-UsZAq?)Xpag?F?bir{ z*~pJw0)ss5H>=M%&(Q%PL_sL;-Fb-u81%5oh+VE?m%$)M`<21q6Yf6Z_Ut1y>n-gM zHNqfR-UVThqy5TSBqKbTT9v}!ZYM`it|}Ou&vkX8)Jst)@?DD`?EChoY z?S~Qd80p}t2i!=sP?jCxAEguq=jAZi;O0j4!C(tU8KnHzKVsx^n~K{9!(a$o1R;Da zY#g!_M&9mTHrx7T_z0@V5)TL8RgP?Or>I1BAR9dUySSW&!(a=U9mKjIZd6c-_ae*V1H@j+LZkgQ znXpoMbRQr7*^cpdC)Zc-K@Folxl1))+)vuDm+TLNEy)H6YCHL|ZGi}ZN5rfVxMusq zpeOlM^2)z?oGTC^Fa~9iy0yvjFpS~1vzcqDwMzASMA!?M1{pwvWXsKd2einiZ{jfSNtLes4902q`;DqDHzXbq*4LA$2$jitC5MoX`m+9IUp9jE#eP+Wp;=kpF=n<}yh&+4R`J=2=wSu=|?0Y7nUz$bplTEMq zq?3Nxktu$5?R|JZr(!@OD4lLPu>{;Pb&@LbEZ~x&ig}uH`GcH_{{E9}rwnx^rMJ_Q zg`9@8YzX8;>p3L_p`pr!P1lVJ&eD_dlBoJ#{ZRr|4hED==u_W?;N>*QfJ(OtGJ$3E`=rj3sZwVQAU@KWY3HIf?Q#M;gU8Ov@qV{p>~QR&svuOxqN*J#6LJC z>A5p~wYi;wYv^?(scYNX^vjm`3koCzN*@N2zIj@sMUgO=d4|wuML<8s6-55oq{H_; zu%_>mS>Y{NkgCzWh|CHntVQrv)1{OX2U1gnjoMNv0Egn_P}irGvomHod)(&6?X$Ev zL#OiQ?}nT%?}je~>ss(*9motTG~nX&PfDdCE7;$DM*9?7Q!M?i?;D63@55+uim3+f z5J}u`|Bbz`ce3SgzcF-K&o0N9`F4$pZ>Qje@tE|(!;ixM`oJg9Nw&)&oo->+ji1VM z7LegNkO9YxK+Y*D7$#-abCUg?M)t(xbE@r=^f0Xfbd} ziZ-7lx8PG&DSU!Os$3?QH#u|_>`?a+s(~(_x>NR%fM}pg z#iZ^dRLNlNBNftW+CE~{K5~5Ona)I+6N>T9%Y4Km=_{O%xYVZTg@kDn^9WjyOPEY* z2PMRWsYx>R46`5XzkWEUG z!(z{bGxy$IG0{{R34*L3!0000mP)t-s_xJbu z{r&6j?$O-ZV{>ndo0uvrDzUx02nYxX2?+`c3JVJh3=9kn4Gj(s4i66x7H=T%00438 zNkl-k{r3hC_UEc{p36($q zN)(4*-_S+k$BbGEm4u^Aa{hY;|Cv{pTiz+Bo){pHB^n2AG5jt6P>nn#Uk?aM>F@db z$LMt9k1N}VO7Kyl`CEQLf?5Xq%|rj6`04HI`c_g)zjvPklhHR4@;ANyVScjAbCqtq zq7Bz5Ezy29IF=PMl zQLjr!-I8wZo;rtjhPa}g-Sy3AS<#TbmzTd^e-oW>p6mN12hrC~>c&hq z$AU{V`rNrdBZ9Ve@KbTZSa#7AIZ6VHofJXa56nZ&C8zrLto|MRM7bP{WnFbOXElnnwP(r~#hEnsJwf>Hm5B$_i zk8{|z(tg%XyQevom*YgXv#xAqnRe62Z=}(ZJ843Wr=@^hFz=+%To1x6KSgtvg_%Dv z%`LkemvRv8e)}o@7P%)_8ig6!d?$FB(L}QFkTEw6Xn%R!bq<4>dz$xje?IWjLxxg~ zyT^IpMsVt7l$cS{(!QGKu_Gbxi z%y@Gwmx5%HW~x2yWa(5MH5?SwnTQN_QDA4Bm_BCN#GJB3w5P%>fpU$BBzRE%p4GpB zPD&obF!Bk}?!@Na*2I`p@|MZ7&#vN>Z*YVCxK@a%Hgx91@HYFp|e zquoDinVl~C-}c_$A@?}#OiqCYbGkXEz)YM;<&q&{w&RAx=y;DF&*Z}{Y)xSeO(Z=%<;~Ba>Q}_Gc@u2(u{mdK8yUnPR zG?QNB%P64r#PeI*<`{NJS^^Pi+8gO(@A%C7hrmfjzNmJgz> z8)kDpfPL2>%6v)QJCxYXVez5GZXJd68z26DUHM5NgD4DONUbE7gek(gWRfal0$<~e}ohQ z#U5CE+z@F5h2I#LN-7GRLpT`h%*J^MI%i?}D42ZKS<8uyQ89|=z$r>7!RhPVmISK& zwcnp{Y6-~kzu%!mGYeGS?)EkHWv`xj-6o`bLTUetk$Mn_MI` z@(wYmjYuWhs)=QG?k#U|j9(Z$y>tz^66Td*ei&8Mh7bk$A`%4@H5l816K)isihp5c zlretHeS(oIt%iS$z5F-nNR`Lp1U>v6_Noelg;e*fkitk4k_;3O@A!l_wuEa&HIWi5 z4Wf^lYEWJpX{#|RMR5}hHVEx>Er&6gNRdS_|83PdZKXVAK07Tn?_@K~laX#V)17Py zzh8WM%DQ0e?=5%XhnzRZ@Jz{XB3U{CY3ln4u3~2by2PEsL}j3XBv%xzIm{FjIs=C2 z`)~k^KLIv|G*XNdM(2?MfFIG;104k)OCnD`7=Kg>XF{8E1A{DeKkS-La_TmcX64vqWaMZPkY3bd zK`-F6a{wBl25HQ-VoN430WpCWIEn?z3pn$o>)RddC=kYUddQkWx)W`@fRNGX$s5cA z%9=B(fXc@}ioRc)-Oqpsz<+KcvMv`#U!5}A-!{kX8A}8TP&4YnzroJy&w}4>iBk2L zQWKAp zs@*6Env;{y+=*}}G*cRk#beOlvM4b1+5JS)%*aS(I)fod-v@QJl&Jh*9ZcM$*WaaS zWYBJD&-a;Xp5}URn8*yoTr)ZC(Cly`lR24}`ts=i_Ul@?2O7J*pKG+pTf647=yy4< z&p1nf3Hp1m$vvO(=8RA`0o#3aQjH1lPc|3ierBABJCSHRM54BH6AjY}5)#gKCi>_l zAkpYa!wsIfl!@phUeuUp{UF>Qk)de+G)Y7|oylcqBGO*E??jOXV?;H_I%|$aMnF^Y z-*FPFpUCKVN~~Nt`R$oC;#xb=9Ltj$ga_CnNiGLK&iYh3X%_MN)DWHSG_6mCOxio# zdwF9y*uf>_MC&ur-;w5{fQjZO#WPBQT!b_yr2R~@=F{P164BbDJ$Uqbz0Rv+IzO-WT}7W-Io3caf-sMq?2mxWCjLyKfthVrolk7js&)(lAeri z&rE`XkvGFF2gMIucLEDg(#8zm3h5cnJ^?SnmQ#ZFfIw`9NsQAmkr< zk-i`wd*k{2Mg6et!<@n80Mna4( zaOC2jPD|os%dU_I=_DFBMRVQA4m&oYssaDA%Mup;NHa3>xjZeYhHWqD%rglbNsp(c zG^a~IJ6qZSn}dv&r>=XNOAY_TVA-YYAXy{ZkwJE#gpV|QDD>$RaB?vsI~}-lg7G^( z|B5^x`)b**PA5iDRbU+_2c1oEV%-Y$>(k z3`R!>$oKr_rFYP}dnqBmaH!r#4<4-?+UQzC|AP>GDKz7fSSvwFi9U6TAt|7W2E&4C zgA*?m!T1%-GuK!#c{n zRf+?BU}q+Ak-!J?8$_ZX9;d%BKUtrIU56TDyFdu^f%h0rr&Z!Oi#9MX7{Qcs(Al=q z5Iuby)0lzfm;wHQH!~@q!hzM$-T*cOQo<1l ztOTFJPxxztSior@&!_^Lp!*!?hnrLltb)aez(#nv5=Lks4=x8wZQOyOzn5a{7>leZ z+)&|~!Qcijl@I+Pj{0Tg9)2;YY|xJzqZP~(R?EQLVm%?IN5C{<1`!rj+tRgbh!!Uk zz2!E@t2D|&#<6rBrkPd6ZdjfOgClDKp@p(TSW69qP|C)Cg)PoDHsp&+20y_t35r7; zhLty~i1X@25?|2CTITW><|o1ibBU7AoHE6%a%N1|13Sf3&I$a*1PQRN;XP`Q<`%_W zeM{5;bBr+b#4QPwG3u>UDuD}VMYX<5+* zgSq8WqL~4#%4C|uF^nz3I;rR3o>+?$7Q}Fe(h|d462&b+B}vmf2dqC64^LK!{*rX!su89umWJDA zoQI%is2e7WT|3;7dKUUJ1%8Uc8SRG?I4RtTemJWq;Z{0p&ii4Yjz`Rkje`2jP3mEo zP*ZI?&x>5Qo*JuK9Iovq=Av}i-S^;bVWUVKGxz*kecf%*S z$h$l}=bd#t=Ivr4Xov_TAZO!zCF3=z7g6rRm6Dm(jMrZzb@#ufe~*!4UQF6~oHW8b zQc4hKon~WqIMucFaZE=Ecf-q?o-PYL3P%RsOzP|7gw$7(by8oRqc~`-kMq{d-FV03 zK&*ZMW;w6p>BCcVbGOc8-^#sS&L7r`DUa7_tw=XA&T?YboIFHn7pq1ZdA_e~HmZmF zLbuk7&os`{QIW1moE2JyrK+o~7b`wk%i6kF9KtYsW~XpR8yl+b*T1A=qD$CfvPjO! zASdm$L3_tIpO@tag*EfQ#Y3q;hKa-+}Co%<@?5?@I-~5tv@`;IO z=gA@ubJJRD%;5;64KVZ5V}V67+3>tmV7+6zdxBZwuW)6Cnn z#_oo+#-{XdOB7tSKOUYMn}^wEh-M`{7dsM%;flvX)n3@TmWT0P=0dmf8Am4+FlfTB z`Lx4gsup3m7O~bq(GZM`c*;Y&K>+0ihro`gJ%*niZ7mNwPKlf2wvYU(blUeTwtFjhzkf z(-rOw^wX~Oa))%9Z-zUopW>A$!f*x_2&uogNT;X^{KVa~@R6SsbD~?7#}Eh#bei*6 zljerU_jwrlG-USk^RBT1e&RqUW?7z9$CWcz-z!y^4M*m+}pG#9U$IVfk_C)F{29T1pIW5 z{Pa-Lsh0zDfDIWMkeYIRzXC&$<>=BKPLFAnFy3B(}aTKOAWm;nnqLG%6CBGg&8Gg>=Nh{AHRtNp0EkAiLtTodp_qdlBHxEJ` z^%gst2Bf+6_U$p-@Ww_`@7&WVSX%w0KdC4Ejj1PwII(r^s`Iw?xxG1}enJ~tkaPFE zJ5NT>I+Xg;i&@LOH&7z(>A?Yv3lLr%&`-?GEkl{%?)?0)8qIaA1o9Ir_5(%ZgTkF` zYjfVnUhaJYIz55Cr!Kv8$~!AcepUU%=%5H!UR(f&06!_%nY{EnFa0+Ee)HiGpcy%wdaA`@?`8L4QsCq)g8XSkF^R1~z&jyAFecy)M(DOM1P4njXlf zo-tJRlxCh{z6vB+Xyx^KzQ>H|&w508K|q)n@a7tQNJ2S=`PAtKj`kdl9tKCKfO-MZ z9>+wdfbw1-r92qf^Cen{theW+nrP-w(xXmKs~)VKF7e=ObWrsO?93_kx&c4*dZvqG z1G9QCt^j)wzr?RdC-iq4!x&TOowK$Y)|yF*Zct@xFiL`4QFy>s;0V+(SlTgsW`G{q!xyI8<)#vPZ(GLWho-u zO(@N=0!|X9Rpk?BOmeR*(9jtF#i$0xp=jw~hh<`f3qxJd(?qp(t=o7C@FLT|rwESq zOU5?*vUn3Fnd7RoHB3kfDlJ5d5?Ga60`I|MHe3M9SPwZya)B~LqTiKa!IUkD#!69H z7J7imhY?vSVLAs{md!PKyg7`=kU@YF@G+h%Djx*5LEkdGOr^o%Ij%~7p|%A)mZ%O4 zmEl5SLQ4h90>dQ?>$f--paQvmNjhO#BL3N<9LxC-6!16&aP6x8N3APW+lNsP46h?=9Y;u2wZHe~gdgibs)VtH^-o5c3kq zsBH#|K@K7aR-iE6g!=2IA&|`~X-eUIJJAZmw_Mr)t*}9T+_`egd%|LJ!?~apZNkhq za+d#9nGrWS5&C7e6?aU4O1%S`pi3}Ag`up%xxiYq;}Qc(Hu0O5ktHU~DZ%w@s}pH} zQA7L;qqP<0xgKm3<8JH8fa$s=Y-){IPT4-q)XU3`8~{hP_mBzm!70vPpZyDV%iwUMB~GjtIVeG zz#7jKg-}m>(3f{rP!eH5)q=Q)}=aCSoZw-0GZ&KB@Y%NVOd7=K~*8_ejQdra`NDqX}*8 z5Kt^5^+|aUNn+eFbCx>e&Wy`Ux2FOvbTgWu3#2(a-S4E=->H-0I>mj~lIV6e{aQW! zTgz;^UrT+}%lfl2p)1qW0cF$4(plq?CF%(Bie-W(r2Wj6QuMtU0+BMsmfVf96wxoA zfx4tQ=1bY0GB<>S$WOBIOq*kw(E3cXL=1N5Ho|f7M(zEi?VqyLmkDftmSA6c6SyM! z3oan_Y6bnO{Pg}Mh)Kh6iN8vjao(6|ecHEY^_?@(-f>Pn3>@kfycOhBpPdkZintRF zW?;|Hg7y?kJu#_8v;x+gj7E0$D5AzqoeBKMn{#2MrG#;xfr0p-HyL-!~oSCum% zKm+^17K9sV?LbfUySy zg}XfZ-}V8$W>eCCE1d|ar*gG6C)ff&%4n4O{cd~OJ{-5?eu@W{9E+nT{oYujPp3U4 zPBgl}KhQ4eMYos7DM(G?B)y9rYIMBlzOGMcf9X3{@N68{ir4$;@;*5w(oGJk4mTei z=lTGp0+md638zZVuFfKCip&iWKY&jQh zHisK>amup&NjtOO{o1}oCp$5+Oxlr{4370M+`xTaEJjg7$i3k(7=+;<_c zqLFaWR(9C>8*U-stPB;HT1&C`iBc(5bsJOGn86*mmbUVWqOU@uua#1+zGE2N>IeV5 zau3Uq>{MVhkWz(V2yPwPCEy!pl1ogZW6ahcqO%n!AZ(T~1|rbWEwI`R{qJRD0z*uS zQHiAitn|H-YsWT(_LGR*hs~#eHkcHRrEOCDu+!*YNhfu+vzT=rp`X;ECL?J$7F$^U zLTE&0Kb9E$!O#`6kZsB$!GbA{j$2vf<@2)63FC}XR~_`Yw!U`s&1w9#Y*R@EvKyAY zk>A_g@AK0Y1BF&r6>MmbA21SO*SM|1DXS1Ml2HbUFc<|S#n4_^oI`~LXe%)=6#}(s z8$;p@1ID&GrX)N%aBu6*T44vrO4h!jW4U=y+(HO$tm*(aek>L&xIRZ|TwfaC1`ii`1ota1i2@vxkW(-yAFn7SaZ$jqQLqNTQLu>IYT^dJ=}tw zVgp$qNU^vZns(9&rt*=CS7gMt+J)G$>3yvBraHtT^q5 zKItDfLLJxI3qzt?mvBd8N!y`M2bV~-FOd(dly%ZP(yY{Tq`nOO#+YR7FbS>RI?q0h z$uZaT*bhyz7*i*n2oZyxNkc63G<=ZlZ8G3++Ip60#AwzJy(E0*&G=dH(At0uK3KWo zgw?|&GU6Q2ez`StEoYmJ>>CcxH@m;MZ7~gJv_(TdJ&KLqKJD%xE3&`uNPXvm@}L21atz9 zp<=j?cc1cj%Htv&74e!cLLhH0tY)j{@rI`xS+nB~r}E!Or%&s(wIAZ5$Ze7s%(SHE z9Y60Lp0H9vYG=cTFT4v%g0TKp_9yL0YvLu12}@OHVoLM?xb$IlzpAfPUi%zAOmV|I z%vN;xV6oJm!v8$cyT^Z}9iihA#Q{rZ?Sc9W$7*$Y?mj$$ zyh>_opw)0nNMpm%-jn_3&ZIRqVPj)}PAh|3CxnwA53h8(o8mTUSgh!|C=#*I1n9JI ziaeju7|gjvF)h0bm~v}9EIw1<=n3!~+=s^ZaOMv66B>(1Ckdtm^3#)UjrDi@fc#f* zG=1cUt>-H%_tK(>EI&0$yPPh%cTZ>7)(of4npbo}elq>3rBmdsypVN(pA>o_U^`kH zH#YT^%waxTk4S)r=Nu>w`_@I5xf{MPYfNp9F`?|?MZESTQhc}vvFOA83Y1r8!(-qn z*ht5vA8I(QZ#Z0E8v~vA-Q$~yza@Ek=dj?{zdsqlzN8a=%i%08zl13L=Blv) zL;Jj?3-vI57_QVZax(8+a2i8w(2 zFM0Sp+#vo4$URVRxMaS~EAJXom5Q@$MfEdb_I*Gnlk4GQ`KGi7Bm-+JF7heb5zV4l z)r$fQwJB#Lq~sWfv;Gw56oxal2t(zBk*14hyGd?6H8%_{t^JY1x`){rPCsoN7(y%p z>a0Qf^^0PMy66-Be4S(?z%F0i7g(pJV4?6B#U+@W#TI?@_!RIjY@yx*)hWIq+JGSM zbiPW`S?bg2v>TB|0KY4C*&irEP13WkMwd&_>6&e8elTQo=o!&D zFdF*`4d{-~_PjGYIJ;h>i-j?bF1v`%sY^yevOOJfemOAhp1S6A;Pe$+nVYtj2R^#M zndl^9BPA~fuHB2xkfMXb-dmoQZg6P$GGyc{x%ZWn_{Ho9X5kR|dl`ZS66h5`kEulO zCw9`nQj6LcOQt2(S+vGja|0VyhOY0NUW+J5={Uy#A;zPy3K~O(Hln4l+7pJwVkUu3 zh?|Il+hKTvyh>vr3&a#*kia(DSe?&Z>6}79p`w!m^Tv+i>IS z!e>{htC_~aC&Vd3=eeK~h6%uYVF-&!4K>o)ej|a5US;3U&rscuzh0?kuV0i|U#jH+ zYU|KSzbMA3un^PEG{R9~85z1zfdImyW7-I=M!l^SZ--%+NDF?5q_$C9+ZhV2aEXBn z`dXi1_g~8PMwCbqtQjfY_zf5)!kZw_8$1lcWfA@-GLFB70)9?0*!}o0R%GJrY7HU{ z5fU+g#4SjovLJV*bJe=Z5xnwsnRcOBad7m zj-V~RBiK4giJz5DnB9ON4U)l6iOC9zl(SW~(1Ne7WXVJ27RA>8Sw5lHuExM5*muL~ zE>tV{nWCtqq@^p?CEjQv%Z_^}<8B}w5` z-x00tPf{NLq1>~13$XstaUc_g9sr;Vh_9R?a1Nrs0+FbYmXUBHslk>Q?g)4DrNCf3 z2ql!H3r6i{I?g0bX~QnN}c%9hL|oeD?Lj6d^LTdYDR5`^-80S?MGV zY>ixxI_JHwyuFZJ%sdJR@$x`BK>%}Yxb(d;F+yRE#I-QF( zcjMyuTohwB-pEgX=;7{MY7PIjOC*cjEi_hoQ>ct z|49l)KcdsA7wruz}XMa z^_O$H2?@fT$E_7TFBel*B+LKg#}_vr<)pFV`aD0~p557;pJj02Z4lVm}DPCDU3^WJ$noC=PxYQ$Z0l9ODB-g!rJ5E7q0%eyDG zZmwx;(d1z_GsZ11AMUtptc1wl;$u)l{{gus)Sab>Kr|>_IYYBr9vhaUSI|BECAi<{R9q0tGBhV#IW6;hZ1g9|H zlGpyA!4fo;-oN|8>sa{$;57(4>mx5i*%P8LO>V*TllA}?0r90*c_ zaWNUmDvlg>NMYy`Ct{U}t&mPn!|DC!GtddQ&>%W}Rusi&Tse17&gQOwBaMxq{bIte zS(nXXE$-p0UF{DJMnmoCT*Nu>lSQSsbfUv&9^O5I)CD@hV)}XguzBzRbOIXMKIjy9M}d-q~Vn07>q?{paYX){cC18l^P>exY4Pv1dFrNp10#afPup1S}$}g zTaR&;9f0$se#jB*rrb7x>LKKEL4HzY>N#jWq?6^R(dUKD=Zw#fBtK<)e4_t6H8yvf zY-#lqI~KmMjX8i$`NIFSKAm*!Gw>`7abCg=AI7-LkVvP1SUNqe1i+0B6t(0#Al<@--z}X! ztrwrq6+fw1#r`=tVl0`W+;j6&sNDRbkIUF6!>39Gxw(v&DJ&-pLEk+Bb0wm--g9oK zicf{=oF}{RKjSsWBpj4|KkYtuSS+S;QEYj=c&US>tsA-KaB#=_#kLP(j>CuEMugf1 zwqcKh*{%xHW*aNY7)*2n><6#}r(j3>9gur!k;i@-U?@Z~)Ebh3)|K+Wi$o(r|w^Vl9I&_{d)!@fv}_*lj!&)7Bmm>!gL8;$S?+l&LHfu zCD9#&W+IXgCx=@2LIFfZ?;3oDXoxW9pbK!~Q4^(>LC{rL-VnB&7);>^K2|RU82UL7 zSCJyMFj|P?Yn#Pn0RwSv^j-5?e=t(Pzm+Yd?5`S4eoiXv#Z#7Ldwv_w`tz_Em9p*nn6w@HDorDW zB`-EXMDC*2($f@?8fQopVKb0y6{A6<#-F1PQTOi}_`BkSekY{&(NLqy*V-rj?4F-?5j`9K1G;N@e|jP{$2b;{~Gb% z=0$u(t+zd${_0FC`f4BX|H*Rv)#cvD6T;uUf16*TjNL+g<6?ADh_9wreT#d)o_z7q z>FnnrRQK=Xp1<_6INTpG4Oh2Bl^+R0&^L&WZ%JZdwSP^y$G>+1|s3-baCe(Bc= zKa=6`zm+olIK&=BFRz0seo;jBf_}r|M>Z;`-cg zZ%%*U9Q8xg`8Tn_-%KYA;xa|b$Q-k^Er{-l;FSU^W;6nj5)AuZI}6!T3i|3ovqx{e z0y#RanFR{tHri`3`Irs)U8#rXTBOXI&zzU=|2CjlZdlP@QAP_bj6`{tH!|5))V(@5 zYzr&IC*$-LOR(JcBE+fwGDOHIwdizZ{P`!K6O+o8dKq3;>v4mz8=PcqT`{G9paOTT z7>dyfVAT4xsXf1(L&`Lk(qd7d?Kh-K;91*)=;{Z@@GaIy*#pvsX<=0eRxKJ?o@3XK zAXgeHL9cFfDiD9sB0Tb|+d^aNfNeHu6G5^0TZxNGN^lE-)$rvSEDLpPb(@e>A{GC; z2=yVIFqwcMe_&0TRFVm7^2vq4oDjrU!`dT`%>Z%2ZILbZzm?n;N0-q8oRF%x&{B&D zjl~@pGS{{YRM-p^poyyHU1Q!Q!{!=HAQUa7qQoq{(h_m}c!iZ(g_IfPxr92{7ZtgOuAr0m65wvsDP{BNccr`X!lilLrC zs62j}3z&77c9=QmvLy(IXj2lHh2+B`7!X{0VWpN$lW=VtyeiO*fPGjrNSTYN;Fzu~ z_(35O3(%`63=%o0V_6+Ba;jAodmW@$~u1?Ijn zvuFs|oY$@g%&V0QA)PHB0@q<(D23H1nZ_?c<~*f@>z4t5%(M+2|)SavewkX7nF1YS;_ll?=I2a2|1y5?c4W=GeNQV z(B>HeXPHbgiM@Ok!aM_I@I1Jo!IDI7(I*h~o?zjlK<472?}K0t?A$kWo7htsokvZIgo!zj(R&1Kf5qijnrrvvH)F{lpeQMR)v2wt}29qsH!%ge09 z0M51=&axF2@N?ftvK=0@R^Mo_6mTO$Ps@WGWWIZfmb!CNWTfRmjNmH7Me?$lywFa! zb6N^>T59J2W5SoFyUagm6Zokhl~DYsr!C=dOR)@+lB)_7(|x!omLTe%hYO zrPVZPtl&ixHGY|rbedv`l#zOc#1LC?u0a-;i8ig z1HXk$k;WiRb!RS)x_z0GBhue*&+g~$vsaj+IpI`JlbYk>$ zkLrmr(#2sJ>VFUku3TG!xpcQrv5Z;8dli%LrLEC*iy9kkqelQvIP|pDofk^J8 zwDnEG>0sBG_3>=HM zCa@(H43Pn0GVER@N#AF1`7?GJAa(>+F zqfhHI${J&laAz)Lb~x@tCPhC39fFoIELVwhnr7J^w@{5SY^GrCay02q^W(JT!-VX; ziEVD&7;_10e|pTad41+g?A{1SEiw>vFvJ|k1Y>i?5`FS!r_KzK2##Is+BUP+94;AP zigE}%fJ?}YvMgA#)(%AUjP|>dvqYE{P#HehVQB+CuWm%bO-O&A@BuJdIYjeWCbR)8 zq)({f1~afJ{s;ao{@qX1Ux2|B_Rbv>G_FDX zfQ{9+2T?XkasSwaW!{)&^*uiJQNt{daNY2XyU9i=<# zm}`b}ka8zIh_dbpjTF2q4l$M)Saex{{x|sP!;L2G-hAMrQ(*vxwj6Xz$qhq*1p*gG zAklDP>>7_G%@T3UBAsSwAo{6oo6PSM5Wrc2B|)^ErTYwQ3V80lOw$=Cyc5O8f`@z7 zo$$Gtg-Zj^>(jpN&-_2LCHOaweN0Kk{zvwnxdPv^o?>2LD02cTyn|ppLlpH4?FB{{ zH;}B?6SfbKGztM!lpF=9f;J}T zGT9~E8yR#jDLx96A;t{$Jx-kiSg_hK-V21$3?4oRWMBe#ZzOe${HvxJ{~r*ttXfhZ zStIoO{6v)|H(yMNu4SRRxb2r_%bm-fT+}uVvc3Wv5CBVD$_nw^x(U#qUiL7t0D6jE zgBVP5gt9`QA}n;0HrBzgkckU~;<3eSh+Ao$23lf&B0O0l3Y)6Fgs|{(w9J!0ixI&s zi3`FR9mUGJT&)*emgQ0QGVIpDx$bLp`JppVqDvUP%{C-L5xdxy9uiIe=W%TMXCKn< zW~K2DKI(pCTMA|I4jHpy2+nR-lwjbTX+%u3&9<--lu_#%w*c@|mFQyDIfkBBi4 zWvYx+aT_Zu10C2IjFtA5HEm9|D+{+SC);$TY)J;90M}9(7%Agw=*KT_N|Ef9-7V1a zv2hxtsAd)Rr@~rFLv#x)b3|8rX!Cq;B zi$vW>q!`n$1VeCLMr{oBc2L86RWGbwAW=Kj4BZ}Rl(0wgnWojgiMC>*UDN+n1A+fJzT&kGDJX{v1xMW6+uB`PXk7p`QIp^Q^-k`c_<2%)x8xeQ3zsYLE) zCBC^`ECMTvv5hGLd5YuHYz}6g_vp!%q?gIu@=HJBh}k&GR>D+t^SGW&t_DzU3H`!^y^)KU75u15C1f z7Fta$#b_hS7f}ATgR7kztE9M%oH9|EMc3#L4kig>H0Kb{azSLD2Hlh%M*g~192<=ZP>{?fd)U6P7^SvxXS81s-1*ZJ z7WGS5yj+i94Y(^bvJhhv7_kSkq&7xDfg0_VKj=9(EKO`-zI`3T`AyHNW4P6=!l&57 zPnj)4A%s>VhK z&fH7j9@iHFSCA2BdpJn#4Mzvqyj;4Z(>aLJmILlGCR8kc3%aXF}FUjh=0_U`CHojqLc zUiSI`+dDGaOZ-;wNFV@1BD_nN^3Fw%;^mHA_Qc(jhU#2=ekm>i%$la~+&ILm8FBWF z^dfWBPq42{Z;aBOcoEW{>i9-Tg9nMTRB!rGbU!fO5!bC%OnJ=$vlVN)C^qG;tJ(m! z-~$%{bSO0fqo+Mm;!_$7}wnC<-6Wq~z=?7|{EiBB)|yj$3_i|u{!h#x-R=h%Alsz`wf%8PFL2lUf%d!6pq z#0welCiZQ*FnQlouvQzJ0Xs6p z%`#nXu^&D)H|K3_(_Xm;Cuc=aP#gl`m>*t-8|kfS?WGt_&)bnE3&k7V+KZb5gSB2P z1{GcScTbG~-VL8Yd*mF3i2cRv{EQ|e!!2?Gd!M60AX&1LK}&50B0D zd0Jn0*79I-6Ym%PV!wDo4DQ;hwc#w6_p7-7G~9Yho_xZF&$hve#mP50CvGwCc|m=3 z4@2<6^mzQd*qvv?r%x~5uDY%nr>jl&>Jmc{Bywja@B`uzB&fPU1ZWsQ;47V0wVV%_Ws}iv(FRp%pp;^ENjqi++-XTA%^`@FZ24X$5rJgxWcNmrfk% zG~DTjXGFQPbRy?sZ2fY*(Wpz&H3VOgz|C;W1_GuSlZQV*Wvh@Cc>$BWfaM7$0bEk{ zJuCYNKDIz0(%8zVO>G5FU3($OC8YKQ(*e8+YYHAUM8vh>6qfBHj*nR6(s+?Vct!*c zZiFGR@KbkB0!S*YHxR)y$=!13+r_YPpQ?1x&_Y_d< zK8bx6?Ki`|E%2D~zKA#V7hvggG2x-Qdx~{^1>^ak3kswY0(0(QS{cwuVh1a_=&UFn zB-r|;HiorE^ZH8ULS6Gj&t0yZ2sS3XbQhT8titXA2Auao1^;2GO1pzAYy--j*2X^Q3srgotp z9*y08!G?&LRBPLg3%IM-EBCf{Q)Xct!Nz0p0Zfl`F553Oz6a%|b9vt9uz1h~IebRU zzTDLR0Dj`5cxR4X1v>`?{De8UFljlWm`ODpyFe!i7RxD@g#bFy`bs&Amxsxvhy66& zT%UJm3>7bcQL*pe@c7wTqjt%GGm)R3RNi>uxlIqGmE5C1CyVW6V`pGf@G>vU>L-q8 z5Zh_jc50`@<=q!Wl8k=s=l1VPv4^8&L-_=<#`G>?^5&Go{st=x6( zvsH*P*t%tJTE3t`*mqm$>Bg-H;l66mDppvxDahnyVr69_Gs=#rmeFmTXw@$huN zA+W;hf5f#X1`owfz5&TDq-(zf(n;X@1UY@bxra$cbTdEp&(rhn?hjYg5j2?NSH@m_ zyWt}+3)s>Mp%(uWKf{l>1Uarf($;5pU0+e)u2Y%74*aCi-qX&KTSn;51I^l{Dbbm9 zA_^0RDuSpo#AD!KLcP=X_zCA=5f;>^t6H%DD=sa% zIehV9UOb^#tmp9>$E|;kYmdhWxO%WPqy?A5mr$&LeO{b(9r%*?X!kF`8es?)TwcJp zi}&?){OA-g2e@G`!eU>~(=k6s+Xj3ydSC4DhFcLw-Oge?Yrs4p)GFvV-!_T?Zec8g zGn=`vp4B+Zx^(zb?Vr*KC>CELPYDF&gy;3(AYn`WJ$|Byg`4{4A|8|46j*yKb(%k4 zi!gvpT7m63QO-mt7HarC_fzd9cVQ08I!akWkKOw`-C@5^nMRXFUgU#mRGaqm37GMZ z#EX*&X@?U@Q_y8`JR|34(!hgGJb~eIzg^7aQP-wq_=FY^bJNH-D4VVx#xjpN+(?iRwuaO=hlZ#QQ%NpK0vEYKDxxf zHpa8i(}o@>fmd)_Iy0ctcm3u3T`M*8Zqmx$*QA6u#Am+w8B1RsxqGbQEVdTPeh(q4phD?= zvr!P0zyMm8o%%tjo^0YRPkiy#r&gjoX!{Ck;r7-gNE7=^;+XX6I8@mCp1K!0r+I>AU3Mj8dln~YaT+$mX%`Gm-Bzi@;L`+o-#FUYESi}bX<=^$gmUchA^^e7`qCC1@2M(lxyn4#6gBaMi$ z#a6J^Bt{g3!EykGEsGdsZ&?A>rj0wj^3NB^2A=78lzp}Cxz>N00aSY3U-9S|B|na$ zjfnxebV#bIVvm+#-HP8{Wfxbf%<)xK@<-{PQ?ws^SMFi_wrr7FHifg8x!64p3(w%%ek zDz2=f9o^V?z-k*-MQN{TQxb*5>!f2dzG@MbB3Iq;r|2tS4`)9h_b7c|oXjh~&JX4p zDN=bIgf7d;(5|Y)5O(s@ZwtO-8k7`pV{l%B4;DmWV_q%AtH&}dV8;Hek4VOy_1ZTeH+1# zeQ-L#n*WdZ?2UBgo@_ZlnlF#2fAtX{rD5dJ}%gGuHwLQ^vEQ9mh~I2Lo(`WS1G|Dh6ti-J z&P8KmVXI+rHCDhk_b&o1L>A{-Eeapk0Sg7MYzNqBfFazhV9?9OD`gdmFSo>?i7IKO z-sO?}0GYUa*N4~Uf_#@w@8LLM!Cq^8s|QlInqQ0>%i9VN*n3u$89}%4#5-DkwY>O*uR>H;`(cJ(i*I$U-5{1qW*g9gU5%(kXmf$w;go=df z%`)cfD}G`hGMo4d3{`0=@naczthAj_?7x~9n7Br7a#P<}6NN{)@sV$GUvT2NG~dk& z8x(WCNFy#`J6Fb=qL}tWpB{@Gwu$+KAHzNB0a_+^OAa4A*5f=ugIcwg@fP-wxYd4Y zKf4nKTUdG@&q`e!MzDW%Cav(4aFz=(oi+maArN6C^_5_wn#s_;TZP6 zMMU6C1^ZA%$}V|jPJ}V3!tUkdX3^2t-%Hu1=o@QKeK51^2TcS1XL-qQOcpdHrs^hFFA!KIif7K9B8wffXQi2C**(akTBk>v01y;R)6p+dS0r;zgz_j;<$m$}>I8LnCW1TB&=)dp9 z|2%J545#Pm-3#pPZRS;dBMX9^GEqKZ&#U?htT&<5y^U!gY{LR9Ir>#4C}IdvNwQ92ceJE|WZ8>``Hb=KG=ifx20H*~ONpzfxVlUV1l3RH~x>+UnQ zwj(y4w-(kBhT)J`k?$lJ;P}fmFh5CK4f4IXdp$0uXTSb(pC7D1{`3d7xI1^zSIDt9 zXCudwT4f;~wCyso@R_WQ5pjYjj3pFV`bSJ3fS)=W^mW$P%Z265;d(C~o`6mVpi^xn zh_jK5FS=-M5Rw*a7bv=m6Ic*A1uY5sslHO!^HIs1)AM>KWP4?^GVQaO{!EzKXY#AR zKFBX8akO|o`}Zs7SlHsnPcJ+Ke%fie2&e*nV#neU(|EAe`pj-J7KSpg8U*fyflh9b z=i`{P9v_~X8|+zFFN&~>YXCHjvUD0*I&to;fz%6M;U2k`pVmOP^R8a31<$buRQ-iv zuOjQ5Uvu7xa}0;THjbAGrY1DTw8s43M<-%1PPo|Je0x_drbHVX z%xKUjaaoGKFa$eeSzGVniK|?qQ}NE~r^d$i!Mkq6&r{4dK|0}t8=#A_a*tso++8=3 zp9pLO2q?6(Uwh$=mBd5@kbBtR_`E9}vKA$R^8Q3=_VBNy6U$Bfd>#+SPS+zb_62`<*3SOk&O5!~3oUkRecHEqG?B1c{52tW& zHS7VMfF{CS6O?-tE|(9Ft#vauh3=`?hy@UCeEtk%A=1Xjb0J3x!}Oo2t|zu1Axnb* zMe$#^2UKZR{mgQ2f&D(qG_5jMDJ}{P|DJ(Pj6Y0KiainAD+{qqFe!Ej_Qc(o(?%`~ z{N!-y>=T^T#3Zp{vDPr2U*??U-A++hxu=-zj9LU35Tg$(3U+(RlVS**Qxq?4 zI0*a%cEg&{bCGMz&d~qa*xCs%4@09cz2M)+Pt;p>{88t?UCfKL`I++(xhzjz+EKzZ z&~x~gg>Ca6ki!Ng`<}vgpEs~A>M@!5oteL4ic2z-#D$#?ue2unR-z+Tyhh^N6+a!Bi zwq!#>cm;BXEezweJ2`Pd3At?%J#+90dH$F$~eIRNZO&5mw^EV_NDPB z-}L7|3_n(;Q(!d-7RE`W)f*=!R@+^l@aLpcRi1}4n1*3Gvz0G6*BCIgb!=rUiC{Tx z`8|c=>NOyK4GO+ls!9yNici#=jkc<2!00#h{IyVz8jOpl#)m*Z3m3i>LS(1d?NIAc{ zqQ7c{flgM8TapU2&DPFZd`gVtvR78B*h$-(C7W%8iV(+FW$eBLJJi?dHuUNr)AH4R zgWZ_Y=*dT>A{cDM@(sn`R!|`mQYwE^I#t#xtz@|p2w=(hn{cM0Z|Zf$)wt#4eP#jz z%#t_D7w1t5LSAEEh{bBdySM0YkG<&NTkG-zusIOZ$i1q_Yty5EXaj|pbjdZZ;>RfDST)@#qF{!}`w#P7*ch!p=i!HFCVbxs8 zP~U~c<9(5H2i+N1D^R5eU}cAYE{aDiWuc1&Ua}IcBHk^!cTWVyg?}@v2>S&lKR-Oh zMZDsz7mhv&iI=0L-Gmzs9~+xyUW^G_mj-7G4&LDn7jO_cZV2PTm!Me9hJFsLedBsj z)@<7_o$(S)aw&ewKF1u3uj2GG8&3Jd`uM^}Ytbw&xjyycZZGfYMn0O?*2fJfdP#e+ zC(o0`w0$^_&3WE!tavOQ^2_$TTudKU10Qpp`bFh`@^X(j=YzILvy1g9C@wLHFU9_h zb!sqfeLdLN9M$-65sTnq8ZS0$@$kf*{;Egea!bT>GJI@q9-bQTSll}P;PBvZp5CpG ztHyd{aef($+hymeWamj&_E)~l4+l-oTdX(Nm@TDEd%}7AllJ>WI<3y57p#MRc&e{( z!8$ovbZPI5B?+?iS@7Bl&U29$o~=#i!4Aj})u^bv+C% zrW0dpF!3>5sK5eQOvU|5oP(U7cUYPM8i?OL(H!*>jbW#=(05N^?J4BLsb;l51mii! zdUmm3z_yD*cQztca7W_ydYp9nj}L!Xce~YF4PeL}#|ZtylTe^gO^#^7u==p3+ghyV zI0Lr!f7*W3K&Q?NmiECSUvX#68yj-op<|ZjoIX4;m^E)B%T+5_5f`g_tP&gU;8Gd# zyDbcJ&LHCMp1=};%WR$aIiFE0_iB$w zCrN6bITnOsCB2ICVngmWa5J*-F;6LkEJVTjy`bDQkj*f3ZT56=R=h2(hoBHy9a zp}4VoF;GxZm;JPK!cbntPXzf1=tPhPOtAvW z@>5wsTKj`(vgXJPG|sX;9p&K~$;-vTxUo5R zhrmxyA*L5uxrZi$7@??w4R5~KH8woPLTIaDFd^ga1xuK~_9nK-INrgf0*j1cVWEdG z*RUpp>i7cjk4zZAQ^iXBwEF4g+%GiH=X_Bwoq8Wa|{if#Bt3dE2vWwA`vVp;5l zQ4Ds(WddVI2xdjH6PR>x5ak|ieFh!3J}9{sOf9B*xXH$~Rc+OT$HF=_>u_BxYq?g#=j45usyyZjO8 zQPsH?;kXtSyJlQ$tzF(K7Ptu*lNJcyPk3VS%y@{FrY-YTEi4^#Hsa@Sn190$drbuX zW?y0Y>XW;bAJJD=_s5I$t=r*^bDe*YZC(0?UcIt;U>}$3 z0#y^2pPu9wJ}+V)?KSf8dQ;JU1omFvN)kBjPk)j`zV4sS@5k$n4YDjdh_6ohA{GAo z^y6ROuo{=XDOUV)R8}#XgXr^Io3H9$aERFleYUWp+iRtmAxu|@nLle>U>@=7C6$=tw{hPs^Dm7u%WqiaqV)%LOgO}zk+0~4eQaPCU7`k3$(X>} z67`eX5%h;dpC)DX?bmDeheYVNj#Kr)xE9Cq12*Lt(n2pose)cLC(1qcbvra}F=wx1 z+43$lVnhG!pO47k#Z2QkC4RLc+Ge9r`-H(vpmS zR7#5-;V3b;x+8@}M^!(!pHn~mSl159zpN}`U)yzm!cS#i(A%#cf>CqvrBTK!g4%Fx zRZFJcqFr+S)i^d3iTJ_l3XyHQzltO>|bZ|3mUzjJ1IWk zKK-r@>-(jlsQzG;Nn1RvZZ}d`8O48&e&yZoe5S}R_o6>wi~e+U;^g=1XQ0#X*Ka!g ze*LD?Z#w;c{if6J*Ka!gs&vxVlf@e=>9GdKP^<3VtQ_on7UdhzJ#b|EAL~@A>Yp zz_vowv-7VXlYjZuKWc+`yAEAy(>wH%Dh(>&erwsXCIFr(< z&zFs*&{rOO;}HI6A-x^*Eshvv{GZ|{ZWle`zw)xJ(pOW-zg(~1d^QAiqx?;J{u`7i z`Yj|$>(G7UAN^96&@ZThg+Jt*aU>zX7e}k`5^4Ep`u#UmUl16GWBYCKce40h^!aZJ zXLY~v@MUqJ1=IUN-H`8b&j&BYD!fKQzEmdso6Gf!0MwV~T_2&sar_=I9?UiWP6qik z0x1=Fmw7}L`^v41Whu9iz5YmHl0U~L{lBCWR-}QBhDVixeMOhA=0tu+J75D(re9BB zZ?x_=B!n&VRUhh*>wL+o)Joi@iGE8*VpiIBEFE#3S7Dn#zE_@K)`ZgA_kTyG_fhS? z$&N5gef8J4EHJ2c*eEcDF{Q2_;T!u0-{6_}p-YtdXc+w5%eIEmfZeX|bnS)qKQ=O7 zUqK9vKYBM~hxY{4*SXbhQ0fwS*_&@Aa(JgL`*!R?H!prUCMC}H-CY}9RP+MCt&i?L>ZQ~_jbmj;8Gs2Q_L&}ss7erqr)K8T~v9%5T+hc z)Diey(SC)$LNnNDAvk8=!b4KT#=NHdlibQ~a|45Bh^_&$4hCIHzSf(&&`i}fI%zalqjXlX5PX0iYCMpb3kp`_rE}A{WOfKRdug)M%(&Scd4zj#bLWul@qJ;Sf<^5TUY?SJ1;K?cq5JS9I@!s}IyXB-yaQzKFHg*k zE^~3rPTfmF8cB5AbHNvqaES_ye3$pE-$e z=T=(5d#PKy=6KK#itFFbLvu`Z=J)-h z-+aXP?O8M7JR>XvLD$}ceV6)DxD&YHvc2U;3Zu8SQru5@Ye&6AWc+?YHH@eK7KZvz zKb_jsz^W&-1A@k+zio~i6KU8WivlN+Zg@G32fNPPoU(+qXWENSN6QRAwxGYfL|%9> zKwDrYpp!ZVtP>ryRe6a7h5**-@0ejAc;V0KR7zszgT`aydR{1SAcQKC9?{V z;6T@sVPY7FzPTBMGj9USRE_~3oI-o6#>5DHDZ_k;Zc>*gP`%a6usx>>B z4$vupiI%0k*BJv~jUbRQF?;v=vr4#6`Xi0&!EuETC zx~0c--khE~(+)fu$D({Uow;Ea37Tr&hDT$QYKNP`_$;ZM@q=jB-T{B4S-GhO>(d{E z(X1Y2zP(9%$7Kf3IcfDK@WH%3b0=<^MO3B{?6V^fn?NFv%j_T9KlPleXP_4_?|@rZ z&!eNB@(w*eU_E8LLjcya$DD(wV7mqE0taAg8+ah`oKcS%d_RH@4E$3);HitUMuO+{ zBs&BFW4*oZF{fMZ1OnrBO@P~DLx5L%z**euQ3PaTh}zdhw(51c>=~`(wRzJCX1fPF zQKwwOa33k*Y7o0p!}DrsfdYG7fe!-e2YwHtp|^A|X{mUZy9aG$sN3@d zn72MWzvON&;0_pbJlE zKgwvt(qWawp*{3V7zEh4x+6+rlve}}{z9swq_R`2(?ORG3vJXJcZ4zB%JG385twRG zg=-NqOf=>aq058~&z3k#1BQ4Kn!Mt@2_|eQHg=a1qKr5Q1n3hS^eT3Sdqri0g9^Jv z-Fl5lZrdA`J$j@7F{Z880&aomWlAApCog;6NxaxL^usPBcoheA$S&Bz-f3;j+3viBniyT=cGKQ-caS{DMF=$7sI%>yI?Vztnf`W#dl!k z!KC7<2Vqu*TZ{tw83dK!*Dx>z(qY#^3x`v6{!)@L)rb@k=ADloTT&^(uFWsBCATQA z(j0Z5;I!(~q)7>~#WfQa0S0?maZ)`9g^e24RcW7V_K*1^*ljx5TL-Ip^RA+geE06l zSMW+Y)4g8J$Qz1Y30D5^G2`EO6=#9pN)bTlNUab9MBBD%RnISNgYefK%N3$bVWTme zc3uW2BzAFQMlkCv)UOEyFzezql#iYLY(%>ZPaqfwqLAS)+`_6dhOT;x^U132akc>_ zJP$U!qS*HNP0N{of}hwonajCO?bQqWjWgw!gnoNr@bzuV&)nMw%+|jkK%(U)kUHG9 zA~e@nei@TP8Yxz0*T||r6C%%+9WP6AO4|vIk`irEy@^M#TgXwWx8ZzC3N$tmUa^c$ z=`w?&D#*T-rP`K_6p=PLFccUOg2;c4PR^B`ym#UW<`*VV8c)5QWbf@n--rVSLV23H zDm_`9`2{Pzd39e8VWkA;w>wDXH`7Cg&HvxK_KnOYoACPKL;&T<}V1$ZlcH* zwn?lNqVkrjWAhrsEv^fSNAX*Lm!p)#d+D;LC9Vi#Q&td_P*>sIYc2(YldVktyYj-m zr=Psh`@mB9W`v)_>)Uj{;fa!az(VYr&dPMc$?JukVr>0K-n$!odH2qy(r~dVk%th0 zw1WnkS9=JE^+q zv0Kg=C#Awdc0@bELV!#B9V5u>8fYr&slbBXIc^$H`24j8Tzuo}Dw(SXfC9wh{(3zCPR!422^047> zi4egN<^#kWmedZDuCl=Dz)1BMGzUQkS;%u6XQI@r`Ud|(uiyh3bq<%F86C_hP7dC| zIlxBf;*UlLYjls|<-T*?97^7~0KHCo)9Ec?zjF%IXbJn&^~JC=Zg}mivx-yT-z6|3 z;I`iAf~<7#j>&;tSHb8q+MDbE+&I`77)C5cTP-hp)mS8Z3ctuT96)K)StMQ3xM(jqE4()Y2H;X(x#8F|rNo=tSbhsM6bn@Wh z9=zOXuYlJIWt_n~Iw6hs>O48l`pIC@o_G;3oOj!E#luyOTCGv^a%J_?6p4Y`gjMp4V2Ljk|BGd3_~CtRALLap*m)8k^>ZbrIwWJGcGvbXuEUJU?&D zVq$=w*7&m*&ti-Odi2~?ruDfr4+_vK?tRU?d_$+7d`N>)c=Kx66 zpY+FGgmm)iuP3lY>oHUy9i5GiO*iiHgMtx_pK^J)E(eHnJRB z@FC>i)LjccoO*e4jcN_)gjkmR*QOK9R*a%;F*7AUjXfvcTRJJTfJZkb8wwUjeJ-67`e1nS-dG0_3M|YuulCQ61>SN;;LkqDAc`^cpK9D6maz zY%jH15x;Q6$=pc6*4QQtZSnI?fb`9qMZA`lPC%39hSM`jM#Kw)YZZTZ`qlYqxaoTF za(OU|Spakbei{QmSvnz8Y?W67mQfnGM*1dq@5aOD_6m;4+6pEO^Rj2RHAf&64*Um!m%cJ&vD{IrpXTDnjcM;`fUe(BX-WKO}j zq_G%2yBkW+VE+*JxZ-F>h~e~?mwPa$@qBdf&XZm{KU%qG;{C#AK&Z2i`iU`TiPPz- z*dIO)pX;mkh6lA5w*b3bqJk;qUT0n!hNavCI`x2`CY_``0m@lIp2|mvYva%~R;06$ zz)uTJ7rTe2m_EE9o+$`9N!B3uY=-c8ClUSh?x~prKVcWc^VHc;MC^qvuCw{K=%?WZ zL{t$^%sEdwAYhQ6yh`rDr_l@~9SS|B&Uv^W=7o>^E!8Jb#kQjwzMN!pW|klFPj^naaKhBB9C|HF#dx)tY>&5h5Urx z0_?z7FVamdk8|G4m;9U;Q+GpXJr6gHeDQ*?l~za5UzbicLO!usbo-zaCSICF<~UO< z4br`J{Iuh-Qy*iN3z&5AS~cRt^q)Hu*)Aq*u}+OjbD-wb48m~29$rfQ)7cPn48!Ms zFqpNXC@{xl=>^Bgu%fj0()M%KF7maPnA8j7cz0YR;y%vC)QKmsb4_Hzk6n(AAk0BH z<}~;XV7I`XHLF}s42(xEi8kn* z!~XB+U_f__pru!w35gzQZhN3$dMkz)gtW~#D8+^}*m{6tuN5CRY`-#{st|=&Mwwo{ z;#C0eZ3M#x6FnP`3as0q3{#a}TW_K~&!#C?`U#zVL0}!ct+7NeEk-z$@y2glu;jK@ zWZ4Y`NCxz=teiqET7z%Aery!zV}tD?OgGNfW9UawY$g`Y-jm@=jm8+}N(47?SQ1iw5g=yWYtYg1+q*C$+AWoOf>RWx z9G4X@RX;tfTe%ipR?%`vjU;8y4Gj8}v0O_lTb?R@b-&Sn!|TVM{+DkeTsQ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a0d5631a-32bc-4136-ac2a-a12452ce341c.png b/docs/handson-cnn-tf/img/a0d5631a-32bc-4136-ac2a-a12452ce341c.png new file mode 100644 index 0000000000000000000000000000000000000000..ca68cb964ae49dfbf094e9ba1415d77fd3bcc46a GIT binary patch literal 3025 zcmV;?3oi7DP)S+@uX3}kTVa4B`&8y_3X?g{h z^Sd9Qo1^6L{3LkU5Wt05|8%%aRzqH4)wN9=d3W(YdaFu;OYv}P_Skb)!?jJQk54hg zX+r>`Pw68aX22lzm2vWq!5+8}00Wq$zM>_jH~!?f%%Q?+DJ~uAocz{I{pd&WY753PzC^fiL__bi$tV0&DJ+h=1B@@N6qg=0aoLF*N`jd2 z`EZ#Ayh-up!Zb}hT+qF;ilu7J8CyLxgSuM&&^|Sj+6NEWSVgTa+d~Mc3LUAT*1_45#=w0i*A~6R7x8{7d`n5 zaaSwILjS{@*75&!p92HV>+p0X(+76CIlmqyW@L;2i;2_dpHAT&sw0J<;+$H8ysO} z$0Dl``k)FCL?0pQ;RR z1JK^MV0s+eTjaJ1_GcD*pdR~_(^St?A+==}^(;s;L~Z7WE&0J3OxU^*mTu_+CN2F8 zLcDnM-V3~2x2ZYUnC9hYfjE~qI;G`cH_k$9Z^DIU?fKk3Fu_l7;gr(wd0QSkE*Fj< zjP#!L%85U*)H5be$(x{wG^H5{!ioz|ZGdLU57ywqrpMAPRRqFT1@vtuf{lA$<5)b7 z+Bl9sHBZ|b%{V4ui@99n8La*$T&QD98pGO~aEY>+X_Vm1d{y`kC4zhwd!;$0B0xdcv*ZWC6+|&kLleUzgl7vbXcHB1=k5SFW}mcF`Ex^eyt&ONQ9wSHmsT-% zGxrqQY%nYFvd4&r(%AoU(maWA8A*HjEpb9WXn@m9?FCPHbQ)57nPmo8x(bAr`~bpc zCL}%{{zq@18L47(OuAaY{d2Ddx~JLn2%RCU_@Blolar6v_9Ah4i@gvo()EqE*~=)6 zFF3f^pU5Eec$Mkm+4!0WkiMPz5dwjbIIjGN%nE&uVhXmSMDDeD?~#JZX$P0bAt<)y zF1@bD8kQ9N_@GPB=at*fQfx~*5SAfqey+SJnaS z6>ylb2noAzNq8RL0T;w1H2uABNq8RL0hfgbbBZtLrli*Gz~u$cU)aTQ(TXX<^N@0JTrQ6OqRjS0 zGrwm!6YjgRSHBI~4`3C^BIS2m*pbtC`?Wrk!&Xv>zo*#6*Nd@PuO#G}#P!<(7 zBU(q_CL}o39r4S|R~zrag=SE-1HC%Hg9}cuHJwirxWLR!$55nbOP&I{Pd(;#G?hBl)=0|&$I_ec!A19Qpq}`p59*Bzxv?R_ zOm&URb=;ZJYrQ2i*~#aElfC)?XqllrP~t{ju2FZjEFFb z<41Mps4{6$G1_S%KJS7BpRx|xk&e0AGft~DD6ki;cNKM}_F8W#o!QCr$Z4(#9N1rU z7_yCt9GgyrD*A@-C6kQxr3K}kL&u}5nH|wO94fwQbnCX`LO6R-z&$YR63t?%{5lFS zeT^tDa-evS$AzDIQD?TXH;lxzIuW(Ekms?XxwaSVZ-k59fYe^NBxpzi%(5q|e7Rss zHC8PUo}_i?czFx16pS`D1{b`{dY8R0AKF@L0^DT=jo`BZEAE|pc|X#6qctwCSb^*< z#f1GdA+%)bf8=0vhSB&`DxmHeQNh&Y(mT4U9rn;ohnGeFZ*MW3jBH&8yrvnaX>WSoJW)xSrqYD}Qab-Y^D9V+ zONmQ~%loAt{C&+YAk*RCuWOc4N-3q3@}cCYgy56mqIx43*FeEVZ0P0RHU6dAV0!X( zTb!1c=C;LKrdmb2Qcn7tJLz)Ljed2fBZ(6#e&vo$CESJi_;GQe@_{yja~~hv&cAEi zRy{n&kBQ6*&{*Y(zR{{TQ>|JUpf`1I1G%0ne|3j7Wc8@SD-iya+Lzq=u(;4Rxu=hK z-vi#ZbMG1-(Ho9)Tlxf&(fYXd zLhq(8=ju2B{n?J*HC}IzKWG3W_Zr=&JB{{)H*ra;Roph<_e;ntYh0St26qvcXP^Ht zZRV4`G(RpbR6gjomlJ>+)y}_b>?*(?T(^c@p29fTic4CpQo-2%11E%w>N9_Otpy{O zp?$T~+5&2RX!;)(7nR=Uee6B<=ocJZCF=)c(=^nd)=iz1B-xP5^Aez#T9v6*jm;{@ zD8p{3jhmZ1Ew|hlhrD?f-2F3w4u-7mUc}uek2P^^dma5W`*8b1!-NKkBduN_gFn#RY3`K zm)3lH0KLp>7>EnmF{^8X%$goH#yM8w3zBqSuHq@-kIWaQ-J6ciM6Ho2%rk2sli z)KyG^SB`AQBUj|-G~3gbo^CZ(NWwaFbkaInAEwVrgv-m>N;_WV+mp!6{Z(xVD!MTX zOeo!nj>G3s@b9x^5m?SML9;rGCdc7V|4)Ro!^bo)2`y=Q?9su@J^4!2-G{yr-Z0&{ z6HUh9mvio`1`#knXl2V>#DJ`RgVbGXX8zlsYzwZ>1ZzJ(g~LB)zK=XSBHE?)ss^2; zw00Yo=Q-V>Lee+CkHJOj4@InHdL!)?%J8!{w%0+@ay-YScHl<8#Bu6rq3qSHJl_<%}t&D83KKxz;BReV0#{g7lxu zv>fx(B>qE1uB5Bs2ZAiBH;!@^h6MYY`89v1K@an`WW;J%=(p`CqAAxwL9uqqmmbje z-qr%?ie(uR@c8wvq;zV)sSe=fLK~DG9HUG*6DhiA=G&m^zo81!YF8-%KvqF<1p&#^ zMaqb8J&tHw$|i-90h?R`QYMYoJRErTXxUCd`kthl^7kW%Nt~NXalEx~2`6yY!Z#4a zi>aZ++PpoVlY--Z(>CBT;J%m&97cM~#RY)0x+?cTm;JQhP##OW1fNkiw6J@asX0h$Lv1q&+&Ha4k&YH2y{jW25UkeE^RGtO5vHO=P~|8&EW01hpsM$=!ZXl3}f zZ4kp2qF6J?>Kz3%^iH-oI^1)RSs-N2^u9tHt9Cx`3#Zzlx&QjSUPE9%pA!Hj3zAW}`c1H7 z*FB$~ndx`HS-Oi`lXdn5n>;&o31o2iNEY@OyQp%qA;x})UxTd&z8=E?w9OyX5B>!I zTv1=u%abAk7eu52&{xrW^Lw`}YuO2bP9?c@gSN_qq0rkhS!)uk3xNh(!1AJlkd7#j zpn}VNJ5}pbpz1VgwV+1W%F{i7-KPQ}AJ{YM+HErPdxowt3ofu36zyd^lsSG3VHoyOum-1H`msha`e8yo`hau@Gh{ z`YjU;HWn)|w#~_w)tRTTN1ma+Oj{R`C;sJ zF)w!98h!V7<&CCVgQ9D<+j8b4EKk>my%Cdx}qx@>sA0*u-#=18|8CE;6R24}lyUq~6KdjY=GlG?#57No4 z-rf7vT5NUhIocmlD{8fU2*9?sm&Kh5T^DNw-Bn6JB-qk8>s&+93o?zSPmJ9eSRJii zOknkg(_`1uAvXONNKEk$s{XAm>4o1v_M`iTimUaeIAgSgF)!Tdr%TDe$$cavp6IqG zPdj;HTzP++33$Q1$>frX9TbzK(K^8qgC$kWr&{7U86F4RQi{IcJpPx<7VLk3Ev6f< zb3LV50lyaPc-!#4hGk=`LKOk9rdhKD zwp$g*wO{t;6{NeEcRLqE0XA~c=i6Asy#3NMJXtCms4|`VUBuvjkM;UN4HnuX-x%$`bGjVvHhpgMQ))MA{?Yu@2O(5~*^JL(vyx@FnyB8kTj4iAeU6*??V zVi6FC9?Oz?Fsn0Xw_4%MHN^^D^ZUG|QWaEMce(?@DTfSs6#t#v7ePluCm6PQ34w`@ zdKIwT#f-`Z7nxa4bfCzS6GUVZmr?11d_4Rb*{luHr2XAuOw_K96toJG;yJTg>r>yjRP!$bo+qr!)@v>!f)n(Qf z^A4lKy1vVwP4$HsjzUFZ3K9p*_of?W7t7Y9emB@|(Zmtl+;qTk&lVB8iYV6A+cDV| zq&4GSv+w0MP!rR5y`6z;EzzD&`1_eJA-s>^Ddt}cWWCW2tm+B6)}r5%2rnFZSaD{1 zf_*j?^vkMym#Rk|9-<#4y0LSf+`A!pQ~fl=*+$lgZ1>GPB4GQufCO3$B4dA_1f(hn zGj>0qEFC?Od?r@4X<*`HaHXdif~@vZQ$;szWRFMSE#DYlqjPTylewKAQKq!SM^f`8!@C%{Dlk3d!;-xJqCG$Ytwq3Nsx;{X!SSp{VTd$$f_Pe z3I=BrxzfTp&}>)|6Y|YuLlo$0rr%fG%#@T*@RD)Cm`=rqr1C1QU{&~&Ecb`k@TWfa z5rGb4kqh@-CMsTB*n!*3`z__96YK9!4BZZ3N9V~ATLjbo>OI&U8N}!;qOes582A_~ zZJ!@$i^VR7ij5VX@^h0$_%x*4ab#05ki*a0iyVm6CPu3%&s61O+t>34DJAuDS?+$Q z?UJ_F79CSXBp|fb^v=JYB0~k5rd_wQP7pFn;h=t{0DzDG_kuPVV+XU-FsV4Z=I*P8 zxmeyk9u|})9MHCG>UJQkjp)F>n z=^h&b2ziA4ll9#fEgX-9PgV%vCTEi-&@^1LL-y#{rOlT}hJUS|REpzC;@t*?p+sI^ zT|2xkAcrsX(};Yq;v|-}3;||V-uZo5o)(g??d-T#o&MR$@MQD^&$rHL~yp~JKZ-vB?04a#?LCj`RrdyjGT71bK8wC`2f5RgOcdehrm31K^ zcC0EH#hAbbaj{~A$%Gz+!RqLm)^i*@u(xzGJ+o#jF4hp$q#WW|(h-hYYE-+!2iFc1 zVW2J6P+};JzdZm8ZKoJlCJx6exsn>0tJCYaH~_iS$T})r*=G6~?rQgA7@xg~jXAUM zoG_&^d837dO(aP(5h}`7hVHyhNvx5t^}KO8-Fb!iDcJjK-&d|NyG&eFP_<&Z z$6LG}Wzda)7de*Wcr~duHiqK2ddV-MP@}M}cgQ3OlW!6=@zQwo!YL;12M*7Sv-G{` zBt3oNvxKUc$)Qo&U2DDHo8NJNp(g^yzh1fgT0epN(;D<^J;O>Z4Mq9{H23sKM}je= zbav50Lluo`MhTN^{z^6@BvBAJ8FT0hihd=!xkTrEPSTjt6V0I^()64R>@8vw%Z7El zT}~0J`DN&S!2Yu-(l5lDgE>4@W{&GuYl6l!^>>$UUWWHAdjZOBE5=cLo-ycK{0x(z@kg=3TmlkYo)0={S3AJ zF2u?!eTJY!1}KGYI>PCi(3$*i;upiN>WVstN-1oYBt28qWI=1g$n=<`Xf)djW#a$1 zBsU@B4k2S95Cgz#)c%_HoD^)}Z5R4WuT*lxZC$GZ#v2DENWN!azJuqxzu}r&ODYc9 zus|oi%r1uvC_KluM|xw33-eVQ3JU6?J}a}9AO{h)+3gQW_ObkRJ=j{*Ctsv`?OC60 z!yeK<<|-H!?tm0P#XAD5;nq>tHXUUcUfNgb^pm%~#;7Yk4 zYk9GL4>x_OR>10L{whd_EWtrziHFJ2YsOU~)3BSXD~uv89(whkgd*%n1hG>X>K zlV7zu>zUSho_K%u3fK`nyf8EUUwTa|#A#mA5tR~eCnOXrIKlk{PDuxb$*cNw{pqL4 zw)^jNiZG5&&Bw#)3-y;*X#Ln&d;$p*bfSLCxvnq?kP!SzU@KSIR)hFIe+2F`l)+%hZUWH};)URINLw5<^QYsJ z%qJohVw%wa7%b?X!D{keFZ{A%<^;L;G3!zVH7yklT@m@)PK;F)!`_|+7@`kYh`?#O znwj<&|Fs#Fw*$z)?{q`X8r^iovG&q@%V|X)_2-@m%20xB+qg^reN`4^Q$1P;41!_&Y%?9PY#>A(r#NOwA@#u z8m~t$0h)UN);!%^3h=$8)c@|qEgR0!cCL-|*YSeejftC}zlEHNcmb8Ksxz3J6wn}i za5z4CSRJiDKD;T_R;omWEmgY`Y@*I3b$R4FnGv9A$$qdaV;=s zn9g`T0G(1%Lhy6ufLLDk>v$E}M}RBGaQO(m!_+UT@fu^=Db165hw~l#kFp>-$}NqZ2-;_8VHPEYoUtYj!andN?cF zOUx(pHfa`pIk#wR`rwn;Ay_k;&2G@g{*RaZ(b<_F0It>#VWt)JVCpU|3AYZvQ&81R zM^;uDP%Vh{#kvssDnns|qwV9y7b_rpp zPUeSc&`~$%^+U*l$2QFG#LBk{NtSrPuruSQOisbS9v}!d6-j!ZNVyB`xobU_MZ9X@ z3K`2iTc_dVp?-S)knrF%ZEHGpY^J?C<8{@eUFvCzi=1ncI~DxvPDxQa(E*9C_?Yh^ zR=_T!(E=}i-+_&BOLi;E{bey&)7HGVyV$nXPe=*D{cke=qcNuL^XwvqeUT#vEjVRw z47%LPF3-N)NhQ*LAGMykj$*4{)zPT}?SA;xFcFrs!6x%BdexJI2v}AM=zaaM(>e_Y z4k&>w#WqtT?i?TsN1-b)0zubmzpjv1n4bCVx3FF65*dM8_fv;|s~26~>y!vzOEkl? zb9zs1N2g@pT=@zZovI24mvb*<=ES`NaG3pP_(=&fU$pJ#symTDwtX+xYr%~f+KtYh zMD4@F_opaUnUfWof^+T?SCjc|&&lGW#j?5!j@EN}*?1~d)!|$p1I5&;QcZZ9ZVY@xz zFDcmIR<#iwrKDfKkRG_qjep;cyPuM9et8{OktZZUZ9owR*n2u9>|1n-WEVFk9FSov z_v-5`Q7fIIWMeX^zWixlr*`ErW@aJ) z4;0zR2>bf!X@neW^h?u&IiTY;jJ|t<6*dbiBhwExmC+j=ujI|6?5EZ-#~8<$22$WA z8dz$+sR8VTjpn!Nu*5;p-kSCbD^y^=ws&0H>&XVPFOi(>=Y&FBD~m6K`&-+W;ELFo z!j71*@~$$!4!hqH_e=I@uiw{6Y!v&sQS-U~e&oulQ5eY9q=>a%<`fzP3O||F9&7rB zewwPJTl3PECTq7pXu%$Rn$x!1XXty;6c7hM7+MCFS|;?IFBT2bYLe`$@GP&Z`FcK= z=lBMCGf5thB(Y|bfNY0$q*XdjmhAfRKK-cpS_rPlmM#aW&_u2tvlV440{=jl?89{^{Sc>drAO$Qg(b_NiyCi#FFit5ArP!BK ztBp4)=dHWkv_PM+SepoQg*)(yb=XnCgiH5tR(|6e3(@7vFoDTM+Y*Xr`#Y_J<-;-y zdV0Q%lGBRwNW}qg^>!-MaR5~_)UPbYkCJ=0XASf$T$$|5O!LfO;JnR**oA3-##e=YSi^do=jq-Z~4?bObk9^2?y zq594dfyvz3p=%Mc+tJAB(jz$eRFJ3mC{yXATX!>O7<5a=Pe{HBvq;yCTPs`ta& zv_f_o?LUW_@4ojX+<5fQOgWN=HL!c?xSsE7%47K3JI$haKt3!hJF+Y+SE{UR$~%4# z5qc{IF)^O`C$L$y@{Rgr{$FkZj7Yci*q3{ujCS|mWu#B!66m9sE;7ac%n7VX>)Wic zH>Y`Qt(z)*Q*%D<%-V?ivAmd$X8)N@h>}^V0Sma%{|MLjdR}Da?UIRCw9{j1A=n8+ zM76%zp+0YRV^pfhrf*1z5LOfCyrI0@x4n2kq_3oX(pB2ceuXPV@H5lDMuIc#y$`4S&nzYFyxQ?>Wi}H319V zc3&}nP>ZxiHO8x@)iR&A^KLA1DmMg|!y5et#SK1y{!_GJDINs|Gjr|*uY$uY(Ua=b ztkzZLQ{FEU3o?}Mu82KFb-MVTxv^obT$P1zLp_8vE5A#)p6S0OgXF20hlj3xw#~nL>`C3Iu>=UJQEiF<|1=SY1@vx>>Hq5^dgWzhBumErTLosb?F?I)v2tf+N zImz-4>rC6WBakFho)>ml5adxMKytL{BIhL~SUOO0snt*eRW9{bAmecRrM zwdp1EzlsE~=BmM27#&AmZ1-9dCwjr5onPHM6zZ@q#*A&K9UuKTyH6sg^1>#EWkDhZ zE7rueX)`zpopGPs?s;O~|5jwZX}!8c=~9oZznSu@(Sx4XX5HE*6MMc)vrB@&=)O$Q zVFY>X(lwUHy9@Akn)i;R$l_n;j<0dfqW6#~5#u$TfKxB0$UAlPD= z+D=_j^}pO7Rd&=RP`plPJVD*tuvkJ>W_T4IF#4=qhxhTZRty2E<+CdWjm;7197>f? z2s16S|0x2K*y5KX%U!YVZ2pij;ngX99`Z#q7#wECv0yFBr^AF0jptfVpEm`2be;tY zAUhH`NZyw^=MJ{uRqgILa(vqZ^nHER=&k3mil=)j&qD>#m&u!JM)i61fz0bM7k(P8by&u5^P-L z#k3EP{pN>MrJ?U)+H&6{;cx0(e%vU~PI8(DbXwZ3${xPI-L51vCbG!yxG;;?hs7+~ z!U#VanS@~}Y4epHDU1`+7_5D66S|=eBg3J9IHd4TEr3r?bQOnJoCyqI>WfFJJ~6>1 zhXX!@@e$-v$@ck8!slH0FEHsrJDP@0GM9LhTpXY#=^s(%Xp%aTjW=r6zI_2Zo(XEcG*w#OuJlPKGgV= z$mX&Y*LtyOD%GR`;6Cl~U;6PFhNbS+$?Vua%uhoz{;?H3&JKEqiV{9|u1Hc7{XOx0 zp=Q0$BD8NC<HYfa4=kw&!H=8T8m})ljcc<lx={P4YD)#a`s<*3(HU{={S7 zi@1hP&dJ(TO-l#nD4Q{~;55XtZ%Zt4k?;xeu@aKdYQD#wxG2wjo2EeKdLFx8p3$^9 zBP4J2cKERz5^G?z^^S$T-I;AifbPjSvYnP@h}!x+H961iPObOwy7VSw%++&E@{hgG zn*lYg94}7;s!m?AK2Q`Ca+WR80>jss-L#^|zUkiGWOvK){N*~Ie3ZBTMyjMi4*mTK zK{4+Xiz{hfAJ@qn?Kj#^`+iKein{Mr7eKh4yUBEuj9w1SBGsmg7f-Rvrc;m2QQFNG zXYfOe#$>~yyoC7@MLScY*qPkdte}LQpO`R0=)z1vcv+X>Z{tdAj+~d`1&X+1yXkr9IPW%Hqlsc!=ZRG-kU**mUbtxSO%^>TgYDu(y-4xjCR zz(}pxY-Dd-o!@ANkixb3RQUeJYSx}b$6z|*6_f_ESg~|2M$qkCB&dTgD2v!r_$orB z?3~TI!N(g9zkGV8R8q6^DHS?@=zgco)4ZE`z?inWHl zO8v5((u{!nFt)Hs7$ZF9{f^??;ZUR`jI<2^G*T6iSPY8>=SL(W>_7GI9Llm_GCbc<0a%p`HX0su?+1iRkjFf8_}R1ugf; zAGwlZuP%9=GP`;H+6)dW+~K#TEB%||ForQLFBI_5sPguevU7NQ%f>*e{3TlCt0?E& zf1F*AD;4(o&+Kj}u&BXi_m%_Z`aY_;hL0FT{(m*3{7)Op`;31Cmv`M+kIS>I|EH@) NN5eq9Ue!MO{{V4r?eG8q literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a38d1883-1a58-4a94-9a77-67facda77864.png b/docs/handson-cnn-tf/img/a38d1883-1a58-4a94-9a77-67facda77864.png new file mode 100644 index 0000000000000000000000000000000000000000..5c724b1ff7cb8c57b9293c688a9247cd9b526a98 GIT binary patch literal 3793 zcmb7Hc|4SD_n(C^#t_Pqw#lOi*&-pC$;iHrXzU3g9v`A2J6YNc5m`(2-Pngwd8Cns zXEc_qy^MW(LW!}w_t0C<@AvyWpWo;G=en&I-@bhdhOHMtARZfCEXMrKz`}5s*GnCdwl6IY#VzMYEXvMG zS6P|~uHg%N?w)vD-*sHC%&jnKlWBc9^xb04nGA(`yU)ym{3o#@>GXGW*~72&_%6ba zNAmuE!;H!UMXKbAe7Bq1PDtTL=@)oNIHRWXgLcO7OeyoqT)GPvATF`GJsK4TU z)!RMwghY%2?~N7A0v9vCL;Pd1Rs&OrX-)P^Hg$ZZ7k5@MrfmM$%6jiWH9l{mY#Qy0 z7e*$1Dko(=LJl|=!bCe4@;!U=hM(}X1~!+|73wU_5^3(xeY5MPhiBo}h!lNPqQ$ojdo0 zUnDNhI#!kReH?K?%0s`C*guUX$?d_(V!qO|aufv( zj|^;d>Haz%Q>MXfl(&_lyFG*broD@REW*LgJu zoZ*X;@EayR>lpGhoU*BEMr77N<&EnM-cm&#z(KTcUD;+2!Ug%jj-;X>#|w|Zd{Cm1 zL5P5tD<7Jo5js>xd57aZ8zqe!i*K?djN>g5v%VTMJe#6r)v1SziO&(Hn{Yxa=T&Dp zb9$Wxyo@boLnGPbGe&zu4=*```T28pa8OZXPU;lR2je1w1|1ItLExyr4ZLU&nC-_9 z#a>Se_Vy1Bu4v$3Ky(K#h4=@$T5WB246bi{1rtUxXZqfCtwu+eYk2u4PffvQ25}dY zC$?~(*^5E*mB^`#2gowCMKxokNr}9xw!f@Whck(nE%$kiur)PaKG98DC)P_;z^J~QM3CpDt@6jGZBJi zqkP{e(v5gnS)M9G(P0)9hSxVsnj(1lP-DtBud^#eQHKtO*$l@umZu6+zB7wXg&Aa* zr}9wF{eGSbb5aQE5ku$EEe$~oXS1N5Y0RZt<8EW9m%|@2PEul&Z;HeD4XevVPEmZB zMW*2f4dt^9J>Lv#N{we8nW-*}KS~^3WLd!w8XIvO>UA&i^nOh;3gCDaXx}4C8EEDV z!3EZuHEuVSOwFua-U^>jl8UJ)@Ni=rK0{$s)`4-*YKe~ z;CQX8#R|zai=HM~11^iXXd=w%S-A%dZ!OmxhwCaT7hxde$vvHThI;x&fL%}z>ROCh zah^jawEb4&{pMNChQWn^4Chll2W-{X5YMjJE4@~2CAVX6nVTi@jDY*fnHNjwenjb| zhx)<2(l;`LE{~#qm(>@K?<~?(@z26_IY&6%A=nvhDWq{Hn1&iK+dlTAr;D*+e_HB7 zVyBD6fJrRmMR@`nKlOG5R+Q2oqIT0A)m1fuis$gzx%Wbom(qi@b5J@-xGu9#7iGC- zUw@u0EQOZdkaU838~;bb;inCcw1+37076}hM5<_g4S> zQmSHxgT?kb>0mdD2?LbChQOku-|U~j?`5%W18`}AOd3e=`e#GIv=foPxTjKeXQ5$bDk8hZK+SbcTPsK0o3S`*T-b1qp zZ>0jeFq^I9TRe(U^&;lc@;Swrx4mPs*Hc8yH9CnYUtw0!zDfnbHqo08@LnlN0oD<- zJ$f1Vr3scs@<4}Uf&hp?##PlwZ~;!Uti8AEbW4ZMy|9WJ3FJ?5cHK)j!3_{7&08z@ z16E=w2$%g$;6E&M1N{7;aLt(?)*`0=<8z6n@GcueCPI7IJq=0hE!=*4f8G7r?xH;` z9>rH>hyP(v5^P!MG!l-|&``Rq2?8^03F215Kw&z_4Zls#4g2#oP_!s_(Dg@v`n8mi zI;zDBYvI-es+SWMHDt!YMmQOr?T~vqo*=kLZ<-bpri^O6@y+$M6plsV;l4~S1<{*R$l&7hjpXCj; z%y)(uA-ksn8wfl}zBOHm1KTQ0lt^{gejnyUI)%6ttP&)|K8GHVitKB@XB&-Os9uwc z`b+Y8g_K{0G_J}lZkdz;)M8}LX~g6=qNt~GHHedId9u(yBVCbqK#1kzKDcZLWUmYp zVnhGxw);_)5AM@}#7Gc~5215Hu_W`kY6uoVQ8io|SphLxP^z(`U*+;Ag$iUi6O?7Y zfw4R>0}y~74SkD6B2gL?4@n?-fZ}V+@&V<9tiuhBU~Io08G@zjZILsy(7;~DM_0(P zu@Pt`^tpk}!Vxv4CH3Dta(O5xFcvbLC^K|I$OR>o&`~;guSrC@Er|(6Qe{Pk`WDzQ^RN%{eycrq^RVl;wTP!#L@ZRp?I8>{(U{MGG1;7Fhs zvi!OPUKU#5f}?!#HULC{lMn*^A59W~{I8xliCo4qSycb@9nixPDNwij;cwkie@`^} z$nx0Mw1PAuq}S&M(YXSoU<%n>(z19rw;B)=lCiGn@Q7-5+r;9-*&h!RUITDBOO>1w zrHB9rLYYKL>6GKn2t<^DzzZ#wsGu&k5pKEOM$J6Vb~t7Lq<5m8fMraIpAKD5E((q> zoNF~CW;dldpQ!ed09N;BS17&laF#>2gg5!Q13_Wf@}{z~Z7-C2PW@f{M}B^;fKa3{ z+t2-fBmjq1uPCu>-T*VYSClett#{?D8U_2?Wf5IF}MC zpkmUj_z&8<0fqt<5rXX&Aj%A#0>>*vrM%dZi*lkr-*Am8#Pm>!J|gGlRe}1~Q~J*_ zhhc>&Pbb-Tjr%bGf%&`03g&<5_y1Ku(66z=9r(~3?UU=9Di|8c?)D(OFbIE$Kr#Y$ zcefz>jgb!leI13x{zr$sOe-eZw&NBj=x@)*E!I8Px5=9np}FzsI1p+XG|^JO-1l81 zkeIZN^#PCg!6JuAy-yI)am1&i0)4T|Ju17$y}L&=1=B40!&xW6;G(kXs*>;D5vFxg z%U{gNq19S%vd85k*$gZX7$lSKFIx#I>V5`Zj#Zn-pAF%=NU0ByQ>)HV-qublD?c}0 zc{x49ySg#%bI_{zDUPlMI^(EC@#)HU z?tQVrqx~;dtA(!LUiEnbpgIggvl^kaXfg9js*C#o-yig=mKM#nE`gpcH9x6>$bqGYqVvzCS8kqot?|5V2jz1 zrMA)U$H;OSoozdnTWHeDrBOU}P8Uj#mvth{wmLw$k#rq7qz zbZkdu-m8|54S8ulT}39;GqoQWdhBGY=Y+N%T1wM#s*qyiJs7d!Vu~f*SEe;TS8s_J zDw{8*eCQ-9q-yFU`&ALkrPh%#>GG{)Lg$>{9VZC__bVys1w^dRfF@m_n>hz<_qUAc klXd-N!|pARz%{Xx+4lSbuPP=NxTAt}wT!T37ahX?4KAXFpa1{> literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a500985f-bedd-457d-82bc-f0dec7d4ebb3.png b/docs/handson-cnn-tf/img/a500985f-bedd-457d-82bc-f0dec7d4ebb3.png new file mode 100644 index 0000000000000000000000000000000000000000..83446a6e71fadf14487b70ccbafa720a66d07a76 GIT binary patch literal 29249 zcmb??S5#9^)GtLux}Zo08(o4lK|=W}3W{_D6bvmOy+Z0Ly+Kq68@2{qEC zN$4O=;1C2P0R!a5?_29W--nx*Gc(zH_MTa1W|!YSZ;T9d*qHg5X=rHJ9zS|uLPJ9j z(9oQ>JV#F*seSRspZd6Mr1$h8g+d_^2p9~eZ?1C}UtV5b9G@7Xsi}G4!UZNKCT3=4 z78Vv(R#rAPHg3{t2B9 z9l7gQHE;I9*`i8xGkE%aP5ApI25#=k{~{CRvI2}NnUD8GG8`^mq@(};_`|p<@g(0% zullMUuCI1RBlPeHZN|h7Nv{I(+Ce7Vg?}|V4VQ(I17y96MT!oeF8%GE`4f^DAI%iX z&w%-IFUB|oTnLu4;=pR`{iyBbTq{$ty74vXb*rMTYyi%MZaS`>Z`inloE_fuR7Tb6 z>Cr;bd(1-zE0$#&hmnanQCGy1pP@m3W?m6r7SE=0{m~}qGH*%xB+{!EFALDk=){Fs zFQ8s{ezE;v>;n{<6xit~)HO;fdD>_^t^D?|>%1uU($HA%4cIxi$xXvEK{(Qnrq;|IP>=UG(LEE<;N6b9U0HrmAr|pbsFF7 zK|GeXQdIx!!++?G+fBtt9k zpMQAjH-&O!=67S9kOCm;)s4E8R^BRAI$z5tWIsKdC@^!E) zxC7ec^^PU85|R_}#P#lj_B)78xs(Et3G2B{1o0fF)0>}iaLtf=$9O*RsL&;v1;ib{ zECkVARXcj@?%wxv`kT(b0@@z03}Dg_vyczj4G(M<${y*f=F7NQBi%P`k$nvx8lAZB zoyNS&y)Unkj|jRz7DFsqvtFx!9aeZjyctvbBlCW>T~$9v_x&jC5-F+LdbY7 zr)^S1>m5qBi15wW`RJ!-O-+QY8{zQVv_OI4p+fkNbAUX58AO-9F1$H*1*aQ|$*OiJpW*4 zY0g>z89=dutiigB_C1WlVZHMDuzKG4hO*Y5$@g|-D`)C+u1)Z@K~vye{ zT1#sD z=kYT7@T)}m{xrja3aRhq_McYKB}<}`?E2+I@$mlUJ{tVALQvFk_*EJ?Ed$l_~nrK?cII47uCQ7T(kJVc|S|(caNH7V@>OrzsZT(XaCZ_+vr$ z!k~lrO32fDBc0D$W#V)bQqo&$Ijd!iR)}MtWA-Wi20NxE8#Z^Vxis^X}oK zn=HP8`)7Xs*ag0+ve}ZwXrmmUE*moys7dhy5)o*gWXRoX8a7vAr}$o3lbk!GO`1yu z9yrI02@zYy*oVG3Kaz}ctBaNpZ~_uB+*>16IBSiIlKC3^ke$CJ^3}2x2oK|F*NNxx zUfT%=rhn7RA&V}DyEUN&&Pwb1ZWzmhyRh-i1^bP=kWnaO{L@w${(Wf7n^M$@c@cDE zfEk7?pNCe*pGv#;`w{hBtRH|Kqu|9#UhnoNowMUuV%_)TUVMzfW$;AfXy%XdW-0~J z%Viajjvff254LSb(Jg1iG%tT$7=@gUdv3VF5wwG;+Sj>cGjH(Q9CH$kWWPRHq5C^s z2ppEn4>U@;g{{h)irH zB1;`YKRGYPD>5$}dZ9%gjn3CQ| zSUi(}$`(cjaNoTd{3WC9B1u>3{NXeQ<| z$T|15>-EadWolxJ{j0E_$f^|+V5U)Gz1EH~{{-RzT z?4}U)a)_X^;}G&ii9H5ujej#QTevJ&?*}mCe`S3Co3>r}nVgs%;qPK zSYBCp_PGj=L4N40OMZd94Ti^+gs1e|uOEDNz9sr=zGIkJ&ufWgBdfzc#BQ}e9kUiJ_ZUGH2F7DUc2-Pa3Ko_m8PS@)#cxi$hoROWd_ApmggVYfGlOZ9P17qO=d)FGk&~hQ(8r zK}a6dNxBqh>E*<@&ES{W z`o+vW)1eoYc>paL^T8rfY)mRmw{mLS`tReav2A6<>5mc0oj+rt?9FzHVTS^V1vQN4 z^J+!nx6d~ac2NTAMu_v}0>3iw;S)w_sF^}PqR$;C-m1k@_A`Nr2|LC*O+jzy_w4rG zvvCDRkpJ0RzV@MCCpLRsri|%IM~R!gveyrMx|1tUop>IY*>R>IqhUA108KVIl*4FT z_rgSY)+iI8spfaNG>es3QA9V7(aEEiRtyg(oT#XKbLp<>KZE`)G{}iG-zzvvk3C%B z_g=brdFI-?@LRCx@NM>hy5CS)n@7C^7T3ONes0MeOS9oP+#CEI2cj28=c-)-A05Tr zQ1UquPSQyz5W6sW^COuiY=GYvENvrYesepLusCdt*AAat$9wG40bUaNA-< zDew7+@ZuR=8e@|VNIO!<##Y&q=IqVwORu|_7~movEb4=s21`mG$d5Fcj#lo=ceH*i zB;yYS2v?67|GJ2-XmPO+Na;PdUKlf?HB%jxvl6dmEe#KgyI=jbX=3RrYSzS)={Gid zkXy~-EJ7aq^qZF{uVe@lnt#OzNl?H%KK=RN6_`Vqgeve;&2*q7A}RV#lgMz7tEHy2 zJL30mr>yyB=>bL}LA-Af5B3zf{!Z?garsV((6N2;XNw?5?(;7f+a+tDthMhF0os_pmPhyGNFDEao_?d z^W!dXOtpp5fVafIBguLl40~L^_eK2oRXmm5)Ok=M=P#EnYm~xzl1ZJuqW2p$6q6z{ z!o@zE8_0F}EGd-SJu0hznYWxQNQ8aH7s&*|d0$7oIO{Xky}j!*lcYjYH2F{JXv2qA z+dbc*ZTcIJG^dslafFSv^zxOZBbyd|Xt}~r(eRNUXGe+{4aC0-XsGTEu zljUa?nI6*_&L7W~7c{#D@D_yH>JKQD^f?6J--w1u$X1xMo$#*ulkVFgTzb_tgHf)x zTx(jSEV&t?FwC#DM5h%>m_#+$x=@RTr@5c+OHpngSc-mnQ{nNf9i$j0{2}1cn#lTo z?5M%b1Ib3h&y4DCe;?kd){>%pPpVIZUDwe$&O=V&(rhA4X~^Sq1IZKvm-qvWTJWDk z%)o@)Q*T3>EEs~1yk}fOSlwWnJSRI#+?Dq!TgrcEhj8rt|lCzf(SK0{x~y zgGe<}GcS23@PmtaCq`6ycFqyQGbKzzl-LZ(E#Ku(tw61PIR|YLyox>3u9cRno;eP7 zb_&l+yVU!U|B@tY)V?g!C%zFmuNH{_V#aK}3obpFp2)*t#!7oOiO@PuE>XWHMF)s1 z36H;BcZ0tIpG>A}yrEn^U&0yLb8*SWvV+$m`AKBu1yp!HyN6`^{onn}y^OznY65*T zU(o}yzDD8jt(Nu0lxK$`D2fD@lKa44q#$#GQ?HSth^6pqPk`S!o4;2+LeY>pgj$I! z^k=$KrD6xd|LthP{%A@eijI$T$CSP4>L|HnL&4C?BFL(4ucdSN@ReT(&ASVnr-pH28cV&%~KQhh`fZhd2S- zBK3b;K7h)$Q$C%=K4nMYeE;Z)o7XP-*Eq7`!+n0AH<%+QXvU0X34d#_uo!Aac}4WieusD+Pxjk>IJUC>P@e`eFh^k$H9?9h}ywE z)Cdu;MOL{6tgm{wG6FSFFR|!Q+o&1S+|fg>PV2gRJM#8$8bmyLkx|Ea*8)#f;vq0& z3Mk!gU7u%WM>$<4D?FUCIL%^o&CuUD%r`HD8e!aBH~6r06QHb_hd&!=>ozWsQ-k$( zR0~qMFq;@c~jM%`?{H zs^S15c|LqKchKvD=LiR}0@-SiC4`RFhb5u(&VGN} z3;^?{j1}PeY;jNSdd_#h)ZbmkRx+CA8rai3Fl7-~!A3yK%A89};>(LVnrbj@? zG7~#QquTXKVo^e&!S-Bll|zmpT$Q96p-FJ+#MKkmgLX%X?v^;+_<^bk4Drkvg9UoN29m)2!H7hmO_ zs}2xuaoXg^o_(C7Z?i@gkeBqgQ)r3buDlSRARU&h;H!9tY}-oJz@HQr2{1*>-`Fj`s0r%~K0Is``5kJnR{v!Y{^M{iVacV6F zr+9iMsURtv257Gs8oXAOug%sTd!^msAcO%ZA6$KJ;<%Qie8>RE{w3wVyr~p>Mzj;a z3L9^Q?%Yn#etmOsNC>6#zWG;?3D?b{cI7I1fb-MBeuA`UU&}zSnwCfb^|Ui<&5}vEwUYIn;FuF^12!e!gh~k=&K~Nka~j zx+!t^R?8+(%cr>gF(D$)Sh*|CsroY|+4-QvK^UdLxL7Z;x+{(txHq;Kr3C}7XXStj zj^KO!B;Y$DcIzgtT5ess%Q}{=KeSin?W(MAh5*=bJ>3JkInz4}783pzsze9$nZP|T z9-ou(h=S7LkC@t%^S~PuuUY9LkH#>AsWFpx9+||k^T1=1hFM~&9Z9;eBs=-^%d^;N z27t*m)CDwq=SD&73qoS|*QC3)hM*j%aDF7*V)NTtatR9Z_dL*NtXvZ72HN3}k@42d zaN-lQHH>dYJMckf_0ytAenE(46Iuja*u-s%byt_n0k};v*PF)(r5!rrk=xDmp}Gu@ zsXL}uesG98&fXS?P={@$cYOR?;emh2Uw+UZ%8Z9ADPyLEho-#+ZtZY zvoa`!k)f4Q>V|7cpQegZIlx{oEWd+DI#ECSM7(DLy?k?CTaphp`q3GbRG#;v5yY%Al}Aqul!m?Z z46bd`n)ghkL9~GK5yxgy+lQuAcGd3Q`*N7Tg^!uN=q8#=ep_@zmD;15=9l$oFdh{V z>Y&O`r80kgB(gzlSmA~Q!vIzB+_5p(MO&nD!4vfWhsGz)74b5f!`ikRhdGkBot;u_gJ^JN`(DlWce4(b zuVyCGAad=!io?~y;Tv;XKSlC~f^hkg=oOx4 zwp!d)JR}-21Wo#aYKY+pQPTh=B!&jBaZ*$OI+(v_MPD>N#w~t*C9U_^O~0k#z3nqo zmI!s|J0Tre1z8(&rVt1tu)*F803Kg6tU-~U=oH&K1;!Qcg{SF>Hx9L55{WtpOWTwF zgZ(lMDR|rmn5d~eG7J&u4r%*b_7^{JplYjW;gvK9czn8R;cj55{B8lq?#gk~-}NQ2 zUf@l$LR%^r`R4<1JGwe6uQiE_MGwcfjP=+&Q9JttGxG(exeycNGf8%ZD|O6m1-Qfy zNA~qQ?yBG~5{UQEk#sx@r{Q-x+;HHs2BS5~EM!mXD5gE#5HL@Vb^R#rPmj}><2Kp6 zF-Pusoc;vRh0QqHJpL7(fy6beav|!w&pIzaM$!NLL=YGupu{969s#M2PCh=8lS-sT zXjC+OV-l*6FNf2TyGUu=Xz9^wPX+db@=xp<_g24pAR#SN*e`EQ#-Eg? zs2aW#CP3odC{*o2 zaLy`g5cQeZYU6~&|ASQCya5*@YBFVFE@Mv#%(0;%Iej@mmTK{$|I-o&#iBn0;}Scy z;gGFhGGJGuI&_3~3%>3v+ei_MJeAF$H|Y)g2t8o$uPB1JpEO;Qs`gV*aTB`=dnxBH zHa}x=-QEdrsO8y`lDykA)=rHoe2pcQ@!U?i7l;)p*c^jiT&;V4P>|eKvOdOl%5V~5 zIK)EyIR4}uCjURS(niY7s8cVC9yPuWF|u}8W=v?ez%75d=CZ3yDDlfPLEgxAR~ymTP|#TJWA`x0HN4OD zwH%~6vHx^?@e}GGH@Voa;ub!w8@0U$rGVw?3@xPiyPqLGi6CU<0Cf8{?7i!hYzdp+ z!u>2sAY3-3^Na*vyN+6kcP>=(2y!b7c^#_D)6SP3UOGc5A={Ln+H73J$E9GIRWk(nFLdwNp-$W+?mL+L6qSH(J4iYA8I49#^v~?jttK0tIGGm^=m!#+ub? zlwbBJ?S5LtZzt>oS>Kt(I~k%aS}(Z5Rp2*1tIIgo9@jczM0$u949;kY?d?icUdN|h z>-507?kq}ZdI}?mU}US@?&Ku=JnDN771z7BsCUwnBqF*-;iQl_R-o(w6o7$3I+5D-o4^lV7u^w%wJIh+k){ z$@_mfCkQGl7lAP4(8I*juNH?q+psT`@o9xI${;aUv5<1RJ6uTQ%|~JyRNz!N%4&7v z*L-R<7M)Tw<8*=B5I@cLHZIk(@e(?;emq^tFvQ9UdAq5WQ9ALiCN0r&=bpRf{6^NB zZ)h*%&Gw%yTCe~w&6|EP@9%D=|9bhz1qnRy7lQ1B8*|Q52C^u}vzJ1qwJN)A7*Cw- zj*ec=dlTFqaS5;fRkNG;4jI~w;vsg9!%LmhTmZGa6+Dk+%E8N!^Sfn3ey%2wjl z`U3sHVI#n*MVfHy$@3|J5SNkUt-Y1I4-^#Rg=Z<-Z}1w>!)aPF~wP9edDjWKw-?y)-(`p6<{B^N6evoX2f|Ts!j) znfGw?m+JjH=Z;TXY*nDg=RhU)mUfaSLo!v(rU^ixzibj;1^VFnF^DEZ`Mv z6iPPUxd*hAA=of0R6})`t+{2p-w(qkOcdOeG!$554&0e?4W<#$kWOVj}GF=`Z^gE%;|aer-(^(iZVQ zvGC5}3n}3*jnS0WTPWWmCcKiyO+PGXi7Lt*2GebU zgO!MCL^t7dTtkCPGDXB95B(h@|BfFl5-c8a^_33~bl-BmXyHgjY{Y_|i-FLma3o5^W*o@HnX{rO$-c#3a3Y}0mDOtmx%C6v9m>}fLZr3Y#eTg&* zq9-}ZQaz?vR|3|#IBGqe#vk&$(;bR4kl*HKegCZRR{0a_`S7ekfg}Ht*ao8?&PD44 zPMI59V~J3mm)ChT&2t~qk+Y2qNEu+RhG^BkQv)#@t4m*XY9|${oM;i(IGZ@Qo(B*$ zJ+J!~G)svzni%?W;500L2zOaq7d=-#z#sqTPxo%#z`<$u@y!70!Y(vSsq~%x=sO6L zzOOBWtSG)KHR|yLeZWwXgElpEezQsW%;kMRcnaJ)*x&e-e{e-tvl*R^mQ_^kq!jBz3?KPGXHm%?nS5Qy|;@awp)yalfGln4b1LD}ei>h7EEJQMz zi4lZ3!KCi815u{Zy#)n_fab4xHIGy>zeNcZ#ydW%+OYb>^SsLXJ?3vgCVF=M;G(w0 zH;A!ghw$i_Pc5v9MCo?wxSQVb>|5w}8sMJke&CJ2S8wHr!%lhsuKC44l=+)_hg;Qb zdK_5sQ7;`=*@rdn5Y||Ho)!dkCf`^*r(SEFFDovay*X2D4xQaXwek}Vq9J`NGJQ4L z)%*=9uAf}8;L6&t!f#TCQj`p=Bmf7mtC<5h5B}> z>y7a&D*DFH|06~pxHK{+5R~y<+8<&~RDwh^8a}q~?Vr`jP2m}V(3I(1qogqz{`W!i z2NLZeHH|WaW0Tab!?!P;xchmu5QHeq_27;`?;2Ei>)BoxkJdAfBfbMfGul?x%Z7I$a)DstQ&#JgR_TB}5ih`>UgIe<3s zJxLv@0^(lff{5uGtcdA%7cjoq{DURXdFKRWNeIKStIi|&x@|__E(akb0%pWIw7M;2 zqv00&G80F<0h4{*y0B9={=%+-9e*G^#{%mZtT z+!QfS-NwyDCA<8lA%4$=VLBIzJJEG|k>eU=wtKSoRYlU23^nyzTTQz}%w>dY@Qgb? z7Lt0lfs7Q0I1fsaFb>|}|2AhkWr+6^o=ZUTly%uveq86l1a#)_E>)}ee14M218jV! z>Yl8RI|;Qgvqni%FX$G(_FokyL@wwQ{Xa%N(p8wnOTe54u^Dv;0G37UiEGcm-*~=9Bt`=51w1wt+>XD){5H@bq(-u*lXdIB+!6mvOAm zzJAgxc5YH&?cGg$6$=o=LCAph8W;!ZfB$}i?JmkD7S?67)*WVqIG25l9o9mO!~gs= zwV<0Rey177j|JHyeiKsf;)ab#?0cCi8dr@fVtzZM4ombz zL9a^R6AOP@w8xDMj%26MGyOb?SRB#xaYL6O;iJ9iUAn2Q!ef0LOtP~ zwTOUd17fxra>WXISdg7=gF8L!7$sne1>JzrGpjJMsLW>4!H!K-$0IwQGffhjZ>vZ< zy2qumqoN{H7zaFbo$znR`d$m2cXCYJxxEMyh2bKX`I+)s*bJv z^-^Q3H2HchUGd@>3wHmhN4&G8Al6~se*#5&*!9h*6jP!RkTyMGONnCt{Rklw)!SI% zQALNkw+nQDiJjA+wE9y!5i=}^1r|~gdQojnBvr_EL=NWuA`s#Ele6VNHf+8X5R*{Q zO*;|DhCiqzCIlu=?;1P58`F2OD7t~ow*V}j3nB^UcJ_pKE*l{{(Hzxb-T+ib_&m_m zlPrS+79Ipg3QbUF30zXKJP;d;n(<2#%1K^9EmaGNlpO_~81D#R^R)oxC;}c}!9*&i zd7aTp8s%*L88F=xL~R)D4EE%x#dJX&6yHv_^lzD+a~*MXcXAaW6RcSp{|XA&^5}H< zXg?C82RijiY4MI-)=ycInW<0D%PTGZYA9H%TqHji(YyCUy? z_@Zv5%~54og%!L|82WCL-|OXTsQByDAH|0k1A3QMQ|c<9ZgN&VYQr@L91jaAzxBdu z+JV2?mCGB=%9($D5ktUqbUqWH zYmX1eZBl}Bl8-6G44G32tFY?h6Kik#h)_7cL=D-oqkPEh&)9FxIFB$}KVnH1W2dt$( zmsg;;8=d@+ADeYpgtxv67n85&DF87Z*NT#@U)I4NPMU98eJq!vdRY=>KLiefnwI72 z5P?=NM({lMckq?UFR4i}SFh)>o4=o1;N*6{8l}T77>Wn1uMeyU;jEuY=kRR_qT%0- z7yuEhK^YEZ@kaTjO_*^_so8}94y0P&>S=;#Vp~@fLiAR>pSVrIlo{~8FBU2rOyEP< zf&G|lDKy08Hf39UA1R~MtZZW}$$XL6xBN~#D9 z94OYm0|_Cb$K~MrX4;u|q!YuPN{4zaPk(cXJ&X1iP&BGjzh-7s+^% zAi}9z{j?e-IZR6iqYoN~&!&ia3oOa4ZIc(^1Zw=G5OkL2T*&JAF~+2@dP+2bPV_`d zBIS;%|2>?;16cH!jFge#G>>wzl5My+FQ3QlO| zvC~`d7j&-Ze>vZFF#sbm%He9`GUIMsJXGo`V$n2rjF6=vy4w{5v3u2C%~#kF+9tj+ zK%Ct$)ZSE#yBja4!h{L!kaU&BSA*=Z3plN#nmrI0@!#V&9E^ncg5#b+r| z8+EGO>Q5hMbFNq=S(M-7veT#Y%Fcy@H;D1$e%URq7JBU=aaVNjPH0sBebxK%EuxuO z)Hb|e`J8O5?{B-rWR6*XHY|vVSS<@jJB*$~l`IQ2Zd zMFLAgHryb>%c0d@^JCU7MfHpV zIxmL@9u&%?GK{Rur-b;Z-WP~C&9l~^ZL-k2mlG7En0d~%XDNN7{D}3|EsaMJn4o8) zSiyodc9~Sk6bzK~^T*#pf#z@5$^UhV_J8pnznEv3*6sZB?~fwr?)g=AyeUrI8Z2Yh zy?e2HZQ&fSSsTwM?N1JYmc1G(demS`PgLX&t5QQeJ7DlrlH*gz%w)G6Y1`CZRcuiu zI$2Y}RC=JQj5laAS#QCNK_+z?CwyvM^OBxhFfQDm$I{!X!&{$-(g`!1Wa7an^oCXj zpzCxZ)DifiSa=WTRNIU>WhP&kn;AbI*UG)u6D44e@eY#KaSL+j?#Y%W0Uj}$rq0(c_azjDl&jKGJv|IN5vjlutw+4r8oSB5_Yjw*&Wr5+w zF=b1hoV)g_rSo)$@xq(&dSTVyISnZi)1z|e&1j;Fh zx(%R0R(wG$9MWv|s2F?pHGaINxx&>Cn;!~{bb)O~S5F}CXo!hWo(6dB#KxRXY5AHAY8NILVA z)<_7Bgme>?_Gu8k6T&TPQwoT@H{PvrU$aR7uf3YG%uf{Dm$dAS#sB~pcB<| z@M%*AAV*X$&aHKVULg>5 z(Od>n!1cz4rnzg41JQY{7_-@D_q{V%zz6&Fn=?k8eKA6EBD>Wk7w1H~K)NdH8+IY) zQUI`%MHu^97@filW+8YWrt7aYK8eX=gcHy7B$ih@s|D6|ZK;Y}g2kkH$CfQ$ZF~|9 zNgQdeXA{kRia$R3%v%$=1mcEiXh{DACyw+-LzbB!v(zCT*n%cFfQ`2xjTJN8a*}#C zSYp|st1Wt1Y7wyTW2ao7nJaXb5lQ<{rrmw0WleIMnP<0}79({Je2RU)S5WFEoohtDLwX_K? ziQVNy#jkS zN2tf)!EC~FLHBVJ3m1aeY)2%CvdxN2bxt6bKOmP0wPvk&L`$)V%CVZgxYPnqEAflR zi21loHji>(!W&DGNr4ZWD*SY(#6ax{g%N#Q8nlf8qKYKa6T90pYB(FJ(l`93-@UUHS4-RPebkurqXT z2js9H)SFyxId|2ae@6zlki`PrsxQzDG(vz_8t)RHR(ZgqXTUj9xMBHY2J?G6$6v2M zM}J#5{kW*KmF1v$DA@c*aRl;P;3%Gy1lgiurc=8U?S6@0w0Qg6_ib^J2;BDTy=y|Q6q z=R+IX5#JCjtEw*As854U8ukR1 z!ZDQFrrhMfeL&Qg>dkWP*xXMJ+L@^idv%pcW4Ahk^JA=;75`YGux#%Yy+)Iy0P7V( zdZBE}Tcdz+4tnBKJ7wJc`FZN_JTv6m&yZz>E`tBAy;mN(V2}YQsAYG#_(ehF3-L0S}W$F(uZ^r5CSl^F6=xG5x6EUV!TL3F+@_~Y@D;5X}-b|UF?vH$RJEmA@!|iu8qSNi}}|ODE`UzSaVC}NKisR-0>B| z>50k0t-W?Oye9PPz<;-uZG?l$Osx)v;fR}K$L18<+;+RfuF0^FcReG?KiCd+4zinjy5z>M5E3Xwgvn$3L6ZobV9& zML&Q!ph1JE%1{@cNY1v~@O8kSR=#+^75=WT;iQ7#Bj&X@v|3)7t|Qo1Llhzxxn|ip zg$tmW=S~KaQooyu`aP;KZ?Mdg~VG8cc}5 zfBhPf`31*~YcK{-)ccF%W#1{##SA90k0h1j5{%WN{>f{hu2<)|>~U9YGcJ;|ROb$j zg#p^F2natA9HBbc{q2?dBO%nlt5&X0>{|QpZQDPwKiZZXfTTS zEGMsqp|rpR@2uKe_=m#nTruGAO132#2G|(^*mRXV0iUOy{f*YKC)Z$Up^TTjeQkMG z_9`cRK4>!nCbk!Eq_3zz`@%1t_`3u zrWIAaW&Tg#FwXTE|1MP$GiKOnVTQmJ(()9ag>)J$G`0i*b2yRMUohxJsPa??HP??&Pm`2W)5R`2Vm0&%P!xiPewfrzD7Il*r zpoi1q#}h-dqw!feHnhacP}#=CH@1}bGXtfU<(2@0-1_Ac*rW zX;vDWKXcl}6ay2cdO7iEL#|E@Z>rP1(2@Pv-gTFnlS6UPAc8smqeVr{6z$!_oc+Ge zc{9}@A8L`y$?Pff&*$QRpH730BBm(&!geG-aMdCPKS<5`n7BLPs}dOTcmETyYq(3w zNyhY>m1yR0U?S8fUE6t+S45n*X<>1G?K_Pvo!0qN$;itz_3kAD*7YxGGr z6C6uIR3P;N}kzc&`6wftaikyx+@9o#W9*Ayy2_@lP^4B__;?z z^g5%@4cs6*;rG~g67;456|@Aw)NhDDRdHns=fx@JbzWpsWYAx~q$}8kyY>_=ywjpi z9fBjyO>j2rgYK_M1%zW4D!fUc6E%goW%nDM@keax}|AHX)^&Q>;MOo zzw{sJDmP{H!RO9*wP{ug9pjDd81ai0Fk%*Tam?1;3%%=^tF|anx%l~XrQ^AQx*&Lg zWR?t>p3u2o4-W;l&e0M{74x_=rMtn$wz>^#O^E+?G=B3@grY>rS!Z9lUqN2*2du0H z;q0D;MCQB*mqE)PaH>0)l;mH-KaW1&2)v zAdcNfhNCgieLSDr|IKUVxQZ_*?}^#xdHQl8Umsk3`)+^I%gqwJc zv@j9&Do^i22FMLB(qL5IsBQutp>0L9`bVg@f{$A4g0)4yj$L|3h_R2;IKB+^5)TOK z_GiM6W1?(4O?b3qsHXsq$~4*ru+$*s58=amESK1sych(V|5M#vd}VFTx<%|1|K!cL z(_sz7Ha^>x~2x20+p#KC0(@y4d`B6G7I~V7QyFA}C&~-pS zK$tT%I^ct?MF_pZJjEZOsgN%&g5la0_1ZYqVmZ9DtF^<fubkYr5)4`aa{(RM$8?>-)g?oifOM;D2C}U)7O#_ViHT z8NxnYQ+op%PPE77vjNSQY7S`-=TRKFja3YIQ)KJb?^)g+XMm(cEvH9I>*ZRu^v>z< zph^YE*eqvDU{0KRY2&$ZKYl8kdN!4cASPYJA|UWysy(6BD%o%NG6Isl)iykRxBs^3eLP-|oDc zL6>}7Dxo8Owq10Y`Mv?sv@7`H7oly0>5Pv}&}RVnI@;`Bw@TO5@Y>IWd?J>}660a$ z=Ts;rFO~2C2)wAD|;X-D(!=}Le$S-RFlbZ5N zHE^u8XzC05@G@!%hNBua`})7;iV-zZpEiB}#-i%;+x;LrqiG9E{hNMseJPIZmj-|O z&mb<(KJ?1-DMdF2_lC_>s@jHY!t%C*IyApX=^I%)3#AWE;^O*~G|gBlTDM{x_dC*c zaczf;CnfemUn&vgYgy8%gO3{?C~N5=9Be+iVb83ATz|*GCi&cxoN4XK1H(4yXRjN> zIA^zKsYUu@ooKJU>c-kzju5ZZjWti5L*4EDkk_it=kSXO^Ksua<)8Zjc`@dWbnu?q zwo8pq$?k$BMDt>s&AlPCP-y@eZh5P9@gGEDIX#$}QUhnYUL4>ughF=oweyj^;U~`u zTcc)_RI6Xdxq&I=AFu(2jGKW3s0CNgO+mz+m zTvBcfVh9iW-vStsH~57^bmgUUc+-os(;LYb$$Kpq%32k|p@bqGrKy03v=6uVRMesNkU1wMl*hl&P@^=H^w$Gyyso6(kLmpE4|fW zbbwxsI>LryZot$LN1|u!9KL2%dLM(PPkm+)e!oof%f{Zz{sN@L-wLb0J2NuEL`w^V~ zA;EZ`K`)xk@S?x9kQjgOC$8JA%wKOf=C?Yz96i4#Y6N0(Y)iV&ollIPFzSi+G4jZ& z{7{MU(jdh+NHV4nRJGfd94!qMYm!}RghdM1!Go~qrG)Uwq(Uk?qZu_Kn zP;ocB6yN;WF>^%AEM^h{kth-Tu2akutpMVnhve~s4~zV1ych5ccwMf_T@jtK zo9n1ue$TTje)aHFz})Z~OHNGYBw(aQ#ni8#oIu$h+J%nXfDZT;CbUtS0%d|SH2ui| zIc4N&ozvF9XklTE#{#pr8iH~0aNB52o7NTL#f0a_IhHV~x}Y7x<20Yt#Jkvlevn7k%yPvfq5GpXc&B9ye2XSU4JKt7PuR+#K-1F^#w0b(j8vyx^B*OS&BcH9 zZY;cq{DG;N(}sCJ5&%<2u^11NtA09)U4YMElR>q@=X_L}b!R_f^p2x_Js@6o$G44c-Rb|?l&h{>Au;tLyK@;d34Y9XAZg1MSV+pDOMOwMHG zGiDyy7>|aW9`*{=_*zb;6QXGrX%vLn>k@Sz+tE})HMk4NLh0lNre z6n~6fMS((r-dT+W6KN&y?DsJ+RlyB>L(ig|c4yvcyG1+uQOCL@G8HfC*3Rw|G>9k+ z#?agOH*-VKJ(VWR1sPW*_a^{uVPS&^M2z`h4$Ru-ZO9_qA0{UF*=e>RA8$n6L!gXX zn6braAqTGa^J5HN@N?2zMv0!iOURS1tsebOfnFPo8|tzT*yXqU;TxwXAGwk+nP;jx zvGhgVFgSyD`aR$8^QZ)FP5DtgU4cjYrr$oEfU|GB0o%*lp8J-@IJ79abReh{<# zCJb_tQetGwsrbv?K+_ooBugk#X8ernn!14zjb1P*Xp0cy$OcQIse{d-KZ`-ss=+Pa za|WL2g+ol}D}T;noueUsTs3PHFqpF*5$xS@U3!HH59=enV6GY_>TG=LdwXKM@v#84 z6sw}7DhG#J>wSykzgDZ`x({3^(1FLA;?=`hhYG6>B^`PnjkRPgA3~s*pyMgip99Y8 zDF45|Sfuf93Pj!{3LV`NIgG8w8K!dORQNWZK;Yl<{z$ zH~r4QNAMj!>R=Y`OUvopb6;8a^hocuqnFr@F8d#;>f4zxE@zqeuIGmFLD{Qq(z=8Q zw73}Zb#zm1x(v!y^0l&JGW%H1WuC}cftBU>s56f^zSC}h>AXwxiNdClyEAIV%szlE zpftJFvz~C!Wq+T!(fu@H!`8^YUJqN<#33J>YE)tzoNe!ue%m}a{kKgXgtYB$?C0V8 z2-R2HVx0J=sXVqu3%3yROfa&$O-!M$y<;h;+pm^IYzzEh8&^cyoZu7iD`tEdm)8_! z$19x!!l?*8*1+wQyyMll&@%?amUOmWJZd7k?Ex;M9lUPkj)dz!-baiyR3hHHXMHNzZ>FL0;{I(>MvwtXwo7 zVS3!;9M9SD3Mb*0f5r0~AE4z;T6hb9QV6kIwtMVy3+pZkR3%CF{a^dkGP*~5D=g!I zpT_*6b{C&rqYv!pWiqmVw%YO=IYb`-&?guh z!eP1)6o{??vbUJ-CXdY)|1 zq2&I)(lbYSr6^+>F4YBM|K{Y~y(rnc_%wI*!SKrB4k}T~K&w-)sj40@0;pjj;Zo5S zsy}S$2uxOupB-PD2#_pksbhjy>)RISt~ZoNA+N2`z-^WuFEufA4vEa*ZLK-50(A{f znpy@ugrQ?9_G->OX4}0}J~i*>5Oj#q*A3U1^fHSYg{!|`H__yiVWF}muXnxiKl~-( z>kK=;2mVX6qo^W?vJNoZWgfZ!{YwQpQY`*+Iz-6#<6khpJCEow6H%_Er5fT2Z`rOm zubf-HBW#5~=!?!!J{dg_{-JH~S06IeetRzGP*w^(=gJ?1xvWcjp>~}Wj<`+@;uM(I zn{;4IhoNfM{GSS=8BRb%yPCMAgEs7&{|){bNFZWw=tIv#HOuv z>bD4H6(v%>qjJ(ZsC8DtG#}mWCH$si1HSE(#dX^&n~;UKuYU@vV8+7{Cpr#q0-kA6 z5VCleW7cP&s-2CG* zzFY#+k>~{ve+x&uc{|LtLvLe%+__>r+PX_H zyS|WmKydgHQg3uW@i(LTsHW)OXX0Z|-;8kJ#5fj0mOL%Os(eXGNzcHSG9TSCW-BXH4svW9m@c3Fu6j%dJRgCIlvGvp zWekq@GIPwPO{Zv@1>tt=$;E-Zy(S)U;nVPqrG#!PX~f^=wZg)Vn~<<^iwU+f*gd2mGBs+PD>cMUoU?` zzb6Msa3nD^Me7w-are#cU2ZG5PAkF8^m^}=*LHbt=BQgOm@MG2T-|vW8;I0o72Gx4 z5M_Qc8N~8r=O&a7@VCQH?9SWdGcGv}<-f!Igf5q|n0b)${mpA^iWi)@8#2B=}n^N+PE?1A)3i84S%-xzuggb!N3)^Kk3W z7;56_(l1ITPjtG7bT+yupXZ3R=1VT7PsVGbD^mh!RXWjr70>3y>gEEMd4m`c3G1+@ za+#GU`{q8{w$;~C$Ls2-phlrp~(PQ`?Cwv&?#c2+qi@OZeGg%OM?r zzb3_K--lwOGuRIQKQhy!**M0z!0RD{A@6;wE#fRT2vP7Z1E#0o6|QFBwam4G-Rie9 z_k>Zif6VTU7Bv8gpWsYI9#jGMU(*wzq!zd?zGWrMeW%`3XPhv7O z(W({Dz1CT??nNb^H!`~=8+1|or5Vz%%&B*{)3QKDnP?sogDh%@Qi1 zf@!E@%q9rjUefun7+*b^e2qPcKQh)_6dHSTsE(Q28u%7r(EtKCw=~Kz_^*m7%M1l; ze%kA4h{uogYdS)3eY#Zr^<`?M-g5=#>CA)~_G) zCutepj=@VgM+uX8hjY zz98Iqa#oZ+Pgwv6ce=rs^wdW%sgtjOzVGd*>68xcVXa{W8$2qjsTIxadHm$WYc>kU zo*mG7xh_BMFkj)|pKdG4O4LY#Pu$^cm|hAl;6HI^`odJFI&u+Q_)dy$7~HZ)7jz4m z90`J14oJ_Fu18?6#IMs04VO(b2Lf-Pg=u^laR;ZY;wTeb|K6V9It%jKr#Y$X&d<+M zns+2_5R~mlI^zO@*M@x+>|{P(^3~X_)Gf4$1}%LF=`t*LlssBcI19B|BO7j$siRAR>586`~D{Af^&eqqz495k)Q9DUPAZWVQbwH zDigujPr1Pd;=p+Iz0QK>AC$EzQ$3PqpR49KG@LhRk>2e9yD(h1a{A#=VY}m*Xgu3N z1ougF(pJFaYXH;8oJIzWW?WdvFIIuKIv~Dh@A(B1?a<)Ih=ku)EFeRebTB%Z^B*lC zO6~K@w6S|Qr_sbwJ`&$d?qeNKi6?^n_t}X86Oi2pwybPvSoypqENof?7BAIpWtsKl zn2)J*So>`8H!SUJ=q^}hi&E>2*j8$QUDT~MiAZqGJ^*k({*LY++!hdV%lD*JP)#{md``Fv*JX(~l8Hz8tJzs zM^w8Mj-NNgHP5Wx1r-kIqWBItK7x(bK%nsaknJllX8km8IOQKuY!r!U^Rfb zz|YeTn4yUP=<|TayN3F4^sCT?rq0FWyT~d<#mI~%{ks^$3E=9piXh*Tv>Sgde!Fp^ zn~^g~3I#ajqVeRL1aJG4#|}tjg>&76#mb@#w~O?=%32LLSWkkwu#G#!heUVH5-L2XL@1;YU=d^ zBEZ)JBmF=CA(Uakd<*cI0p|Qu@p^P6X$KgEW*B~c69l^z3Ja>-BX+%o*Pnk*hTvhC zMV=ryGKmK`p;>=!BiY*Hf!!F8Ib;YVzZG+PJl~DSg=pHqPC2{{%rAtEBzm6Fod{F6 zVq#97NKEJ#`3GXa#r#C15juty)aVV*Lp_r8<^XhxOS_PbIypLDb4N28duSmANEmks zA4t($UWac6YzhZ(kV<%g$N}FYC@VmJbmN--`=^ma zW8YW;zKK|Ec1yrKk+KO;CeaJ_|DY1kZ)tu`=>7C$i9`VVV4lQvc9+JYvxkV&W$)*C znftvZ+#|Ew=)yJe7tL*S(J(2heF~JU{ddmUDcVz->I`%I)YejT1dkh8T(zJ! zufr>Lr`Z)CRaXA{bi4Q@x)291u=Kb4Dn4_x)O2S*pQt|jl_Y)x{x(~{-!qI0hWORh!O1iLAyt~C}I9h zLYp?me~1<5L>O*;h5RVdf*#_CALET}>Z@es!m?tl_O4ab8emxbEwob(7g>AGv@q+xx^XD@aAK;+1jH7IpV90pV#ht#2jNCQPHzD)i}>p@hWg z3p3HyUqK7P@``wGlN%b0$hXDzEsG1ZfnCo?=GG5Ng?-s!T#5*Sj%GX@lOEhl+U?dJ zF9<|N!M2vb+lxJmYnd5kcGg&Nj1COf^}~5!d}Hw5 zwTs7hyiA|Owe45EaS@o;a95XJ5;22m`-kzs@G?*6(pH4*^Ix=5b8}I zv;(QP_wjs!c>Gc`pHA;{D2gWM3*P7+5-z@AVcsfEJ0Sp!~@`ETXxnR;+2X5>j5QExdyXe<50b{eKuGBF+WozYJ59}w?J}>q{QkqQ z{WkduBK#Si8H;R56~~Vo`VJv-S03mB9qE)lXeMy-1RqYvTloM3r5>3s3N8b;n8-{+ zW2;r(B%Gs{(rL9M#rk+y#z4SRxzyvm@2n5OBBB~SXABmM0n)J|~{{nBDG>M;!ZQVt;wPSX~#$*x*2_4g=0+AOuIs3O=^kKJI7=9~zTd zZS)#wT~SVh<4Fk>HsHZ^Hk8OYSZm9LafKK1HQy^%tfZ8uHikR^b1eNL7=)*pu0HKW zQ}qAThW)IQf9rZttXg^L+nCrXoYG*{?txMCjy!o>N7xFfvfvOsBH`m3*2wi|`q4%S z(wQX--E;0}D}FczS(kfb$@eRY z$JyLU+2TK*ArXYDv|#HhTeP=|f8D6#;|MrG`{5hz;D#pAvWU9^E@=MwYyw9VGIw?l z=JJ$#TWutG_qDU(WY^?il;~_JV?Vq5ATe;mvmA>z&BjYRoaebRP2G6U+_l(j02m~T9+bF%IOHrn(xm3@QULDLLY*or1jSBUw!YE^*HOLWiy(eNg4kVal-q=Iu7oh{ATR0ss}(4`vGg( z7|J#}&_H$K7bLH~DI4d81T_i3g>_auzpdmmV1^1^+CO;WW1p=_59Rg&1?`f@rNw=m z?-&cupiQm!7kzIgAc&d1t+^X^`vzc5%tHm0{us}ZoFAZU?7C&Li^x@KyMYxAZ3FKVQYxR0gH1C)ro?L=L8hfr#(Y-*zmn27!}lVd`goz4YldA#K$ z#>*Bhh~&iAx(l1#(U@Q;8(>r~+7pWgJMMw@5p+Xd4ZC$^%XP%@GhOUwb;Fal>5)4U ze3$&Qn;S0isvWcww8x_;L=&VdAkb@Ru~hvgsS1_$EMob6=b&&rYyQHpe__QsBBrVDal+ z^YJ_W5w^sUe(}Z1PDccDf2?Vu7;MR4c*jaI*)$rM2^8}q#Mg8AG4~OLdRUb_Dov{2 zt6VxeG{$Xa7S|JDv!f)n06M9F8J)i{k4-WK>=6$rpGRgCQNfJ5p%uPY=l)X5>lO_C z_be0EH!0&Cp;#vl`Rzl^OkoKlyliG4lYRXY+`dVHwVL<&#$@w1@>1ObQjnZg!rPwI zg7M$yD*O#bdJHAUWhLNQ(?7|Acc7|Fb7$ea~!NG!dClrT}=#m;+U|K;tcm~IS6`E!IK6CoF9QWLCTk#Z^QYt zfhmpuEp&A`^!o8}|2Tx#L_lV+GUciF4hu}5t6DmQ;BTvr{d!^{(%KpC(@(SC4`jwH zzH>D<2-CE1Q@Z;4Upj~wG@I?xVvL@c9FuVuwnO~2x}KRG?V`t97+RnQ*oiQy>N`Op zY~&L(n$;1P$r(?bPX%@(W|f@{vn6H3(P_W<1Cu&Gr+sTkvx{rG_!TS(-*u2pG<&GP z`a+T(ZLoK|98U!KRVkIw1G+aqW^Q=OVQ4C_(*EH;Xt%IWkYq!cjS1Fd?Oa&>IYQHN zKXU-UNDj@J{G^v|(}yBu(U%{E5OaXzsRPHKPU2gNElS&oC5;NXoTp-~uBX z#mo;4_%IaN6E3V}zFTY68Ipg#Dq=UJxhq!AFRPXR`L6ZN8u{fLy0Ae{I!za=`XQRF zp|duftrC!37I86Qmp)?edF7D1w2xLxKJufqgJ!t7CGoq>4W+)l?J%W@mF61WAtJ+g zJ(;1uCSnUxr{xzWc~#d!lt;&O^Q(ewXkN&}@oGDv%gxFKn*$#ACtF|T%UDjI;GV$ZlEdC^qk4x z0bZ23hgD)j`3aC2!-hn7f;#9Xsfl)_)v7mxOv&q!ylxzZvgRe;T4^3!I>);WhC7~U zH8xe(Q>I(D2L&GKv4rKP<~|N1$O&zzu1`m=3@^U1l)rhB zSwQso6QX+ARb1R<&YsB62w|u>F5!&Na*14c6Qb9OaAJ^bcD8FSw}mfR=18shpQKwD zYR+LIb?dR4qqS?F>G~m3=+-PLQdtFCgjE>)Nf6m)aDLimzA@aS`4-0rwHB@OGsveCImz_yS`@3@r${?Yf2d=`G^PCTk{J`x(w{D?QEl5#<_EZq!|xsVFm&C1T-#O2 z8j={6!3KSb_pg`zS;<6O>clwb1K78;?pUBtbQc2$`(O`X9r;usHvha1Ss%maeq_{6 ze1xaz&CEYTnAf^u+>=3ms`icvWwMOYAFxj zFYTUuYy^n3*r-<-6JNDNp;XhVz0r`6xghQsa4pfT52w}wLriQ&zj-sB;=Rt_P%+7K z``M3whNxjPH*UgYB=cF_?GQH^lHXz&=kema{CP~E$YkofzZPG?IYXB--(6@H@=Q{b zgu-%cV0^UYHuvw$C&p&&q<<7QpUJUaEBv|&3H!I1bH2~?!v-EEdDfi;$y>O-o)K4n zAL>w;r2&j@q3A;=P$YV!`g8YRvFMTNtmXmp?GCW0vg8;{MZsMM_qzZDczAVGFgq21 z?-%6~`8A}3Efgj;XqFI5n?HI&hjPU zxV@k*t|A}u&8?#cF6uw3Z`(&9&sOPSMFlRBqhZRLqB-NH=)!>l%&+&(pJs4XPEy43 zhgU}#tF&k@sQWmCU&`tQcQ4q2XfeS*cnb9}>QZ^WZB~K}2J-{T9_mqTd_MgRy5iEX z=o2_qMBZQB;%x?8hY4*sM~J`FF{rfV=3=;#Jn^w6mG@e|(>M8B991o_332hUa)-b* zRkBXn?8Tw6`0J!*vrRRcrT)Vw&#t8Xi(BOC#N?ymYB?hOQzL@az+G-xmDj~M7sa{` zu%KBSWxylLHL1=N&V|zTN{BLnjc@_G9B_zp&0PG6PtzBk&V`}H4i`RN#JFdf!Gk9= zCkC8``_aY^Fa97hPo7OI-IkZ?Iya;-{kFNb#0@ioA60?$PA``z<*CUl?$Hry!%|Kn9fc{EYU1h=s~9t*(eQks<67%e$rT;LUnMTA10ryE z0W+u-CyRZA=-pYIfC$b((`Z-g3nNc2i0YTlpp==VP}!yz$_ay`v9apx2d&$(?<;90 z%u0`D@gF2>=TzoQ#3qFc3!H-g>lenheU3XXsu@3tF3R_F2m`Oq6FIQQtHs@lT)>pxV961H?NyQDi#mH7R$|BYH)9hRr zHowxjx_Q_uj!W;H4Wq{2R>SxxBk)7AAi)y-A_E7(Fu4C|W02F?Dsbt7YQknR>2Ny!v?CBA|#|BJu^Z3_GEE46| z_EqNj=~6yyoIztRrx=Xm1#=(8`!mdah5d>*$a^fPzq`B~Y_=thA3$3b|NSu-wU(_5 zdc42_puSK4!yh&^s7fdSn=FBvn1q4PVhE1z1T_ecsl+wGOzW9;eCx{mAi*~Z5z4so ziH?rzDgAq@Oi@|;Tvarbtzf~94pjQywdt8h@)=vdfIu=yG0(k2tJguYe_rnLGB3jT zFN}-3Sb{#$?)T(gWTl)vJf`I#c(eyM4$^*=Npj)1zv}0fZ`hCwTtdM2v-b&Ua0kj9 z|MUI;{wp!FYRx6I=dPBUfYPza_cOE@^_*OY8=r3JR@+s(N; zwxE{bzAfM#89@CCjJ3J)gpWuBa&2@qx@X&$rE$LktJ<_W)bQEmHJdHTGgUAI2GG3% zGugB*G{1{$_qyprV5|_TnE6QbGvMix^~XwwtV&NDlykk%$dUF6d}Jldrd~gfGNb7c z!O-x}bp}ZV6Eb`3}p%xF>8ayS^u4!9#>WEL22gA0d>``KWKj|VpE$Y}lFN8Y_ z(V`FH?L1o(<)_YM>*j2?ePKk1EoE#_`!CyZ_z^5HGNX&um~RTP^52Fs_Oqz%H+dc> z<-$HkFz89_9``)q8Ts2ob@pk*Ock+q3woV1;9SsWp{@h9g`%jFxAy!?bj35?Y;yO3 z@w54D8N*-J0Z7cPO_Jk69CMsbXJ=r=kxlkO%{$FH*7CP)ldF1?FTg&GEY&^fa~7t* zBwX%)Pv)N7Ke}QOWu^VS@z~AYy&80;8G?VuTOH6Yl%Ei#CdJ!BgU-K)9R1k!FpZ(g zcUlFp^pg~wU$$s%#%1!pl9lWMdEecp%+LR-#;Iv;7Wd&_MUvefvr+i$Xu3V5LT_{} zwum#+ezyzDHj=Iko3I(&$o5aX3!)lTGioD(strIzc!5P4Sf0*x{O3#_R>dYDRq*1H z4E_JC88Wj8$lOMEJgLk9g)~8aRkcu)zmzL27kO~=Y|y=J3I2NtZ50g5gxg(9GlQ2{AmzyCHu=j=C3c}tUq@qih-pFtY=idP@2pqP`ceUh537P` zV_rb|fn276cXeI0STPopbpak|L$8ranA2RoL_-~9tcoq3Xu{3>BO6u!|9yEuBqSJf z-MX-sGc;t!tnY{ojFu4ZN1u)Ro_}j4QK5S#e5Y3)U#&90Wm1LP!JsdiDX zTJtyTe8|gL(3bW2GwUE;j^IyOGFvpRa#+j#o`jaw=kC_yY%@IXiQjs&xI61PPd@1$ z-k>p+8+wMQRT{i0oMqY7cj~J(&eppz{$Mt(&m8{3UB~-uN`nl!8N0k)F!fnmVM3Dr zL(@H;L#QR1$K8voTkZztaMFzmNv+B>LBo9;s*6n020|C~YDa$k2auVGqySmLvxEzo zeUwj9yF~)4B~NXp(r#7QR^VKW4RU%P_hvTTZ%8*)9;N#XhsbPxxq2+XN%TDZC~rB==5D9EO*d-oX8X)W3Z*Q_ zw8?5wpMmr%aSQ{WGnHeC238RGzJdE;WA~MEy}PKs9JNqj(%7mZ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a6a25c2f-05f4-4396-8db5-9a2fe9c555dd.png b/docs/handson-cnn-tf/img/a6a25c2f-05f4-4396-8db5-9a2fe9c555dd.png new file mode 100644 index 0000000000000000000000000000000000000000..db23286493bf7a43415885027b8df970a4662c03 GIT binary patch literal 6927 zcmaJ`c{o(>+ZV}}oopdQmhAf&%9d<1Wkw=v7+bQ>|uCc8w)u3nP>)V_(MJ zB3Xx|#+I?YN8j&zUBB!1Uf27_IdjgL`+3fJp7UAm=RVJGK#Z6f`5CFGsF;nf8(2_L zQ5ORn!)Y4e%6&=eG~h?!h8f&&X60aasP~xMe|&u0^J!99St;sy>QDogo}Qk8fq{{c zk%@`v?Af!-%*-q-EUc`oGWvPbR8;&JV*_1y(9F7>dEoa(j>Yr$Y9s>a*9Ki)$Q~LH z(mC0t^%`7#j0NJnS2}uTABod==$PH@5$78%c2Rn-V2cd1q~PVodAS!xOWEl zEkq#CVc*jjfkO@)JcihoOsr%RsjAA|i-dk1Y~f{?;<*cY_(&q4O~7#gl0tOcoUYJ< zG~_P@`!vNt;kd`5CNa9utKzAS6AVEd3PRG<`VzEbadCJqi?J|vu~n{b2(OZy%+40x z_xQW7X9jsOLlLM`0TbLW#GTGMu(ozd`SD+UHYWBcPs1|lq2gMl!@!Xs0_uyRuynep z59-VcU*-B`RrU4MQor!UU;a_r8r)b$@m4<{{*vMP1*F1iCtDxhFYvO~sYr*COvcGmxb*-^|o*TOH0oDEG_q~p9vVp5>SQZ=_GH0sq@balCWUVkKLXEy& zaEL2^807Yzq|CDd8psn>%#p!T-!7X0SMBTP@qU*IJ=J6X(9Z`y{xatb&ID(joQ0~5 z?XqrY{?0XJnGK zvvF1_n-4BLj3w>{m1$TG*!xkqwl1$A1)(AcYF>jOP;-KE?6h5SC#)$ECyv5EN56i1 z^0zI1UB8=An5F1hS;6HsXUi-rka>pp6-YZ@D%){sW{vCxEBf5XtyhxC3bnz@2;Z)qm8!oBb;Dk7=v1K|x(pd8J zJ@qK$7d^6Kgj1J*pAS{l2N<`r zs}I#NGyHQ*vFIa+^8VdyJ?OTQ(5Za0i40)=#nhq+5{|>fhinRUr9&6bUb}1jgZujy z-)W805GzpFeMxNM*vcI_6u(;`OHhy_-b`FRhdgJ2vmUc0!Tn|!GJbQ3>az+_8bOxA z6V|d7Nb2qub|rEpWaDYJEUJuhSP#ix-~axSf#L8dVp2Ynmvsjh+{Z&>Um4C zN4#1IIJM-YNLY`(6Wb)~SeY*eeqrnkd1PfwIKt)|D>C-*TU`q9|Dy|sx&@x;@t?b3 z0)*}lQd_Osyd~md+jO9BAB@F_N3CCixwyZlX^2Bg*>D}C*$*V5SsSmM$*k%%$|7H3 zO=7ZD_Ja-P-d`U|5FceCl{zkrvy)?q(fPVf!V~5QIeCfOR$)&yQ^gjzar$Cd{^vNa zSLt-8A%Y@R8mi4ttR!mZwF)Ktt{Bkc5|bxEs`w|KJeCf!2=lv7^I%2<8Hn38t6yIY zaN4yJewH~fD}wOK)}~C%E8^U;dHV~9_XXiZTp?NzyJVOPfC9Jlj(A`U?y7N&+=y|K9!7@b7N$qvD4J7Xm$yC5 zD*C1fxUCnKB>;(OjfuV>*gJAL`1!R{7|3qt1z}O4BGwP?5=QKgjHA+#t7n1*p#dmH zD|Wf;1^ENnAo@3yL)-e(j4TR;PH8MK)5BJ=g{1EuT~a(wly-+_G55NNt^-dq^#?da z>_2zHm3WoCuyJQ!Di> z;W1+Y30@%}XT=(A?U1=?cbNphzzJ*bO5?Ph@o}*k-yMr9O!Wh8&tJ36Fr$la{+pN$yXaH#lX@PKb) zbJnqVw&6*rZz!InxSTin_)HP%$nxr)`i{@W4aKN%8Nx;Y5zL2R4iBc?2+$vCLnwEE z6>SeaIIMzw8ja9dAYEX{8C68fqMk~}L4p3d%@^hAsFhphqHZydYkXGegIn6JggzXW zr%`SKzvJbKKMXS>Ea-ob|7!t&?)z%4L$~9cY?|+X%sZf)<3>krzo9sYqK`u-BEI`p(Ykj z^r*UJAshIL0c9fQCjRC%aSCh0Z!<8&Q6o*3S*^RiSzAKfGF=^0@nT4XG*v?cL}x+< z4cjJoKaF^Z=DekxW`FM`Txxii1Q)Q5CWh7N%s$;L=&I}LzJ;8je^;^AoqKWYr&xW_ zbwQ;=mzuS2fG zupy5}R~5+JB=_F@=}QH($q$f>!mP1#(C?R%8Ljk~(t3-Q>%v{qKd#bVfyX5k!NL|sLClYdmvqh+$uDeO&Q$+F8jHpl z+P^n~vG>}5LMS(68)87?`f`OZZYWM^zE0k)erEd5eMgSGZN#{`GN~swRJSvZCMFp zof*T@$s+4`DxUY7gh;4qySx25Gn7KN&TTKCIZ~>lv|l5nV&;>i#fn)Tj_j((I=X{U ztGZqqTY2IygNL_LOt<&7gj9TfSa0U-X+ae1=M%y16vEk&$R*9Kyx+ZG_iV5`_XQ$2 zc4=Q__7e65gfDoQ5P5C?re^kog!lbmcf_4K-u+jLDQFa{%@;E{i5p>QhlisCv!Q4U z^*@T21tWz|#;r`=fzv>M>6@LC^<8yQ3N z+35hR>O7u4@VI!curF}WC;0Cqs}>@6InGHRD@Wp`hNP%#Sa5CfigHf*{(;tbb6)@0 z2s7Yyy?_|w@Sqk3`L^el>gbs5!YpAmB<2Wz&pe&A>RIM%2UH$_L?uuQ`?C7o?c4VD z$DsF8u@GX9E1u#=^@7e5p^u{w7Lk;FkS4U_Q_`9PN8N#1X-2*Po3i+)xC(VGP)iUNdc-NBqQl*Ir>$x^)hC4$>nWBoN@C@!m%EVp*5zDt#p)Kw z+U$kto-ADU*Jv@MKE;%@WkeBc`7=UMZ9A&asON|JbPQbFJ7<5KQ;unh2Oew@IYW7= zX2^AfM@vE~cJ^o6vy4rPIA#j?>okAt)~9#~8E%GQHd2A9Eh1Ls5npLx`F}EstZ<#O z_L?1|f9(xd6)W-ii-Y=|-7N1&auwPZ!*oa%aDCLKq9i74qWbM$8SRjg!=+Uvk+&_M z_OBdCB3-WS{>~Ru#?NvIqDR6;RtQC~QIgeUDch&8qS-5)H)WY+SH`T2$!exIOgo9_ zOqvD`qiH zc`qvcUVe#fqfL;)L+0iMU=HA7YEPO*d)^Y{V-JU!iBblj$1%B;Hg)@y?nrCnAV+gL@xZ#bY$q&kgxJH`PEv>HA{!#zDODSRvkN+ zYhQCb-~Xdp;;b_%LBsuB7WS^rQbVNMv0Vo$>e|nmq$=`6yT4On#i%LCETerFbhUu%4{lY{4FoRhmRm0AmN#wZ`2`B8Q~@!|6Ol{1 zwY+QXk++!AQwCe;DyV>$Bhf6Ra(^IlVhZ&nxDxCx@mHamH}l4&f$ek1a3dgaR)BvG50o*Fs8#%FZJxd|1A?#Qv53+W^Adx(dW0%F3-fAmkOgOtx%c(kY}b59k$-+YZ{;vW(T9D3ph*X%;^mjBV(e zMu4%XtMyVUq4sTdf!0W$qDqL?oiI2R$aR?9>^vcGZ}%pW)o1Qu(8gO0Y{hpe@Xt;i z(wG^pWmy(mbB8^!leeoZ5*wb2v^lWfEC?V%{rmhBx4((smkI2?)mzW@je6+jPZo0* ztZG{JdF8AjH+x^T%HWh|w%40+@oMmMS}&jXgvedwbir;D1uGv6sndq$ZQk<~$@!V1 zR3;}0UmXtztLh?Rnij7Xhg-}uT4pd&x~(zzVA&-0(@VuYRe6&P8uNGn-(4K@s~LX@TB_- z`?v%}GW5W)%9pz;1Nyji5oxu3z2IIr?jH*^#?=k_bV;onSrcU4PT!i|dxg5iuC$L| z&f@nEFw?+EPYHCC7o6Kc%TY5m+si%YVte^nql& zN15^zJItdQ6RO!(b}lDxSKkpa=pwyWC1+rbs_pAWNf%~Mg>Y?_5HTCIX@_$vLnmj4 zM4ODe^SeQq4XWa8*t%u^ZuoIBP1*#sewwDbscy!i?ea6Zqdlqj~l&8&vP z%v04z_4lrC2-j8(-LqrtnRF{5I`3|yE0kVTC547{d5Sm)?@bTy)c)MYAHQ|J8zfmU?56xZL|J&DA)tD5( z+$vbD>6BU-hJ8#uK8#2v*zE5Ek20t1%oGq}@$8-UUo#U@1StF?Wg%U;*{HqzhY-UM zNt**H&-x_*0heqz|K+2Xoh*`79#9Dzfe9Q zZRIBVUeIvnOpk2C%S+vT=gvs0W3aZ@0l>j$>Qx@& zCElVupY;Fo?-Rd^vAf0u`ZDlqf^DwG?)GFUgVM)7*-I^w^D3P~<4sv}6^e_{GKAa2 z&^NWeMES=34av%EjJw14bxh_)?U%mg3k|lX0KYVU;NMrFVNUsT81Ah8@ly>V;XUQg z*lG0KVtU-W3w_N9=TLm=+`yyno(8ot=jZ^Hxu9J4* zp{+VLR{%T%kl2DFO%|>r z^Yy}|{?;jyG6BU;AB?Y{2i9Bxy(8vL3)ZRt%)nQTB>pC!MKC)o09_zNJ1`LOqo_vN zc{};P?cg7Tz62|)p@5h>0BTzSxc*;6dZ0kt#<&&GqM;@LR;IN&1>CG+rQ-*Gd%SVx z&#WA0m9F*^qC6XlfB8&PyVRnTRr~^^+I0DnUu@!`S+;0Kb29f5@^^{DQk275dmh-? z*XG}aD{0q|m{*tJIidF0^KN``uNV(glPP32ei(Bt09M#H2{y{iI?2Pw;w=tMGnqNE zTt7V}fy=-^+KsS!vzPST=4_Sl6Ckz!c;-y@x%bnPr8+f(;8n$F*n5+4BZ=6-I`muN^$wV2?VIUaa&>3A6VSJ4868i|@gJRAbX z7WGAMisRxIP;KkZoy46QAs!#=fr2>6X|KoW-%p|_BoXY}jswN{Exn68N$bzev9Z7E zD?E2HpK?x{39i;@)C_`-9|z4mfpUpH31W1})1IE^Qp{1CtK}52&rgk@&-gjsZx0^V zje2o+Yu{sHWmLRyOW1Mp~N9!B2g z-q{`rZEN4t0g}Q)zzsYO(~y*E$XXN#Ab=B=H(VGH}2t6 zIBF+iuv4cc#|7<~1Zpf_)02x@Aw81~8_UN{10K*0<0-)acCNUS@TQH6FGW8usQm0a z^6jUyD4f0IF#F)~1xhq=5+6&e{jE-pX$9zh5A=oKObScg^YM2~%P6?_&r!)V1pMsn zEG#?x6%4Z>Jm%rnkQ8#i1Dr%8j+QzULx2<{j28QqL9@?eA6E>sFNQpPwOKN6zq|}V z&8TH(<)l{)CBrT{IE<*K5y{)e%8-=MFvCeGv~QA!*Z*W>vwLnYR~%A_)D04xIE<`@ zONSIfDsy#CLnCZLo(Y!Em-fi_Vq(PWxiw`;AM@H+bWxR^V{+^h+f0~pch=1Udu1l4 z&A?z2zvQ+Ox`8xe>aRSsZ-^BiF7UqQ$-)$>dy-X##QsJSCog63+#LauZ8ohO3BAiU z)7M=0{VLUzu$`~~7iaAK9~%x&2MoMJ`?3!YYe1H27+(_dj@j#g*ht%0;>#-eG;_mc zQE#Z61R=X!)eDN@N$On}o#`zQe_F%--p7=*qS%JmcoXXF@C~I-aMiTiqi_|Xt2Vr6 zKSkyN?Pa}Xmfgw@az{GF4tgJ4%u4-?5q~rRZD4kqNa^b$)>my{iB{(!>V+6Kuc~ir zoz9s0t0mU8=)-GDZL|`iUl&vu9*QpIu+gj$tbg~d!d0pFLEdp}HjV`G<@&c#-ypc*ZdqDk@HrMp+W&aW8uB3SnF9sjkoL&^%Yw(VVbSXK)_2y5-&6#Wa zs?FTx9F@p2wFAUw0k43vxcCpGnaN8PyZaGBE$wX=$IfCtc7~F5;h#oNik|Gd-z13qy5=I)O^DTO1LuV;j!=F>9q4ypgB eZSyQ|9Xrdi$z3fwEew3&qB1sw7*y&xKKUQ`lhbzq literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a6b0764f-f0af-4fd1-bbc3-00fd2958c7fc.png b/docs/handson-cnn-tf/img/a6b0764f-f0af-4fd1-bbc3-00fd2958c7fc.png new file mode 100644 index 0000000000000000000000000000000000000000..cfed0a8c90ff125c8b86fabb9a8e7e5d57fff493 GIT binary patch literal 9942 zcmb7q2|Sc--}W_&u`>~}#FZsc*|KE6lq@A8Le_)|5h8mtmToB;*-PA6vz9$;i=`nd zvL}i`WEZmboulP`zxR8e?|q)%Z+^_2=XsrTUjO629mh2{Pw8tjGw?7#5X7vjqiF;| zSOkL5HCPN7*=^V(4E{--(lb8xIC-)K6vneGD`9D^E-9QkdBUyo}Qk8 zfq{{ck%@_knVFe|g@u)s^~jCzeGs(woUW#Zu}}Z>$JZ8nhY1_!^~y(>t%JL!DZ$me9F zsD+(d29!};U0todB&5ATLDWh9?z<$np6;0TNei72{y8tZ_$n$0?s^^F>;eFE5_w!ZBZ2BG|Xfs!B4*WXSc6(8DDQn^v$3DxsJzR`TX?}n}*`EMGD<` zy8W*QKNTTIsHbX**@TLv1#~Rk@`Xr$D?H_5w66jOc;{0ru+D3^E)h{1%|oicR<&C# z6C?cHRFt1=48G*yy#3I!f{w$GNTEUp`lYq=_??1>tZ+Z!iCvc+Y(6{InSDf*2A+9z z!g`nx+CQ&JA1S(yEncyl*$3VH8d*w^%{jH>&{WJfLhMdrtnvEOjJbQ02FvvJK0`K; z&ZRB_pOMYqn-$D(6#;L~Y_ITi>SG2S<*|(&C#KjVVOP->=l;ASJPEr*&3YRRjE?@i zk%J7vg$hQPVb^AxJHR&GYLOEmc_>U z+or$f*Lns&=N&F%lYT3O_l>ct;Q8+hd`70NEWa~IHknEfpY#l{dguec|8K`O`CdJ^K@;UPN-((KRcL?D?8a9y!< ziUL=I?;wVb5K0`lE$N@c#q+TT4MPje;qO&hx+NM4U#;v$(-8tN9*6nr?x~fPVT{Um z(K(j|KCA^5rt9<1DA zAwXn3c!t36HfRNGWxtnHZlJ)i_ZIait&kCGMDO$}goaB9PyEyRp}bvCQc3HkcRUzU zCrFt$upqLiOE+1Tr*Sf3Y-}5~v23KfcGcK zB9gU_crO;ew;n^&Q{$G$Kpr*B{?&gzp|p2UhgD~6bJD}?x~!URAiJtzY}oLf+(m8D zsh?Zgcrq@RY3cdY#E!%M z$1`r{k3()_;5{%mGGoS{|ofSO5p#k(a0! z^{AE^hS*S=LDk>0u&^J&vNqz!z?wWpj49kn5=x`d8Jl<^#PfK^L7I-)fGr$U>;nJg z5vem`)E$qG9w)0p?Wj=I=9Qt0*s@H-$7BQ7L?qV+Y8PoGrJp_1YPfH| z^VDo>I}Go)6gAN+HF(VL(L_|a+9`hUubVc#@5MV=a_Zm4&_~=| z-)WJjIskI}MU_5Ld?oQ+;KLz4Ne4J;Wr^38qvTs;v1?r7fX68G&ZCnRM`n6xt$@WJ%5RD~rQpFJ zmbBmQr~m>9d$4r)2MGe;$R@2bYA8AazC|4(_oFXOS%C=E#7r!n1d|uxsr4=#aF|zo zl&?X+SxDSMI?otjNQPF2n;Ntj%3{=Es2vI|3-~|`;JkyvGb1d2Jub)e^z@@app3Vk9=1L@t zxN!s9^Yq(|h`v@B3o9KG&qA^0Bt?**3Oy~QfvQJ!f1sofg57Z{DE zJWEf6GF6Zi<8ZjP5_$Qvrk*?_?ZGIc(5I;blCx+IM-_W^&oUF{^N*Y^UFKgvy9)J$ z7r!a~u-Z7^LG$v)(yP`>n<-3~iCZcAS|k*6-~7(tE(2Oo{50+F&1b1DK_@rK|1o7f zizwT$qpxn`^@gI()1O_L`~9)zFAMEkZSzJrJ3qft{k&aOzT5>nzCKgrCv3RG{12J- z5;QICtb@boTWrw)*Cf6&0bHm|BE&ZD{-fT!QPIzz8pwSsAyZKaq9ELhF8@c>o4S}H z3AwAjCQ3o=^cn55z08#Il`oiZdAR;upDR2wu{8}LrKrBk=4!#=@1H5-@R6SQYU04? zC8MKU;9^nIFn#-H;Eg(1yl=1v_xnPSLpHF(bG9_~g?mq52B(`vij`6L@ft?prx^0H z4N59F=pn*@9;cKXm^K&Efil8&U=hJFn2pZ=z;zAf0eI zwV4e1Hn=H!M!IMCPW3hO?5-~XYzFc`dOa1tbu0vg!T3!Xm zVOEQ5V7zuj!lwaW?27O#1wu(Xj@2!FM$vr?>P*e^#u(>al=XJ# z7c{S$bHsGs!*;YVyzvW3E8>&Mkv0rQ?-aUyqd$3rkG!@BB9pMTWNi9 zUUp3 zbY`r4b%K8&fCi>H2Gex)l>R+;@1CxFncx8vFkgvNOMZ7A#pKe^RZps}bz`J`LG>5*N#O#{Rd<*M2A=Wn zz80<#2D&AwK1F;gP~AgqcDc?pY+C!~E#99FInAOr~ zQEgF!kHj7R&btTQYG2KU)cAIOX@0ho){%I{{cqQIB9fke2n1w!AcXq^?`u8{1`7@D zz-4a%_273OwcWm%C5R*pN6`qbSoOb3zmV33`F$F+rhA@hxk5a*IX_?Q?)|MA;XK8T zd+ibQ;`)7apy}o5^n`1t&qvoZ$3dK=L8}+gzIrGNDFU}j*cAagE z9sSE~Dw-2oknvsKNjShor|LsVZg)aOn|u~qEQLsETq;{^NNMbg8tXEd#AB;-kDRZg z;5QRNpn+2&JP8?(+aJ=$`JVn7!U#S5Fn$7!KN~aK_|z`m?~5e1p)&_X7KhwhM5p3F zfk;bBeI2A+=>Lt|09f3EyJT^G^P)hlyNW4rAI*W={4QZ9milWX$J`_4fJVSslpZ2PDtI)3L6iR2L{cY z?6p?5@>NK!>q~hIq?}(RfL7+2LcA~0ci&<<7bD?`(2vFF`bEOFasueG6e)4g%yFvg ztJhmJ+;=%GGUoqg*{#}Z2!rIv>}Ug&^oM3GF1eocsqv!e;Mo0YuK+_UYFnED{rd&p z3uXejmK}C}=b4F5il>xe$?69-yCqM;E~k{$T_3FGK=fN(H)&!j&iQCLI1PUF^MV{Mxo@N$V_f?}gjktgtF9ats#fQj-v? z$y$p!*^eEXaT^Qrs*xq~wYXWK!`0wi2Psnyvcr|W>b@ost@k2YW!SDN1mUhW1%7 zkr`ZL%R*k7EgZ1OBIY-qsg@y`d~|YieQnqvn!Pe_}|1@j?-=64U=ZlY)DmVwKd z8@ebkKHO2T3y`vU3Pp@_TkQfu6eH&51W1vc@*xKIKA!HEV$L|oQf3H@Llw;cFr8ZF z0o<*igJ#xQsq(sZK>x9<_%~;^aL=*pLAT{te{T~b-(rv)LEULi>+yKx%mo=0T@j^# z8o%s6UU9PjQIHu|59lg(yidE4ysIl$3_9mOUiZi0_FlGZyt6*y2Y^VLFMTwY2~qqv z`Xu#hSMyA9o+y}iWa6|&@`c@qETqVHYQ4)ERv7X1TrTtSqKB1QY}J?y0{w}dO-OIo zD@6(EjM3`Kf+2oMP&nRrW*Jdm;2 z7s|d8>CHSaZM!7W!xn>9>{!4O-CzJeq$1SY5i(R^BN%Ij5^nBm&CL5jSoKr z+))B(;WzQDfX@zCunLzP z1)<*#xSMng8We_<1GF6sDQDarc<6WyNZQwL;(ljH4Jx1JC+S(ozqAK(OktzIwb?Xn zt+%1KvA=~8UQ!^<&sEobmy^@=x@7SZEXItJglDaPTJNz;q0jS1{2JnaC0wY+F-k>M zYpN+{e>dN!#`8Pf(@<-AgeNJ_-$Pwx1aWQT=!te{_a1+%@rw%tqTB~L2w+ie-ma3x zaW9L;fq-cls$#O*=ZFE~3P0Xk7u?qO;hq1Yt@|I_J+c7W!(xaQ58cFitXN<72ju7` zdO?RWvrXRJ9k^SY)d6lVFUv0!w|r&7G2I@#u)2 zj4#wqlQCh=9J=vShN&W$+29saccI;m1FXsE(+C45t)CIpd%Hkxz18RW%|}Zhz`tB1 zL%5UA_hG<^p_h3SmrP89DRww-x#;oSJs#cVg0@k&I~8al^7x_XR#bHA6?q4%XYHRj z=zllZt7|@bP}HFTRi&aFsU$+v%)i#w>|nd7X$Wxvu*!- z2zfq2w27GCChT?o^@6U`iNxtT2=p7>J-Qs}e|b`jUp+5 zMNy#4+(dg^37XRfI2j_zejllJw;q!z$;QFus6GEe_#(-nI(oO4;yeroL5$tRbxdy2 z0$-M$Oqup1Jzj5y>?aVJY*X#{gctUk;)IKsh3~ajgENu6jpre(gVY6-d-;>rE}Xsb z=v<={oEkc$qrtyk5jvhjTmrTIZEeAGcI=gQfKM`!`ZDym`H>t%5B zo(KRb^ntH8M(kFc*`hl5Bz*oFx1L>1grK()ai?lE@vsL&n4tF>q1PIBXn%#qnh99b zuq=}}UGuax!#LgLAa$nXshB=FAhLJ~W#=DPfA9MVc>`vUA(9ZvN4V`|E+%|0oDh$R zUOX)w!Ni17+*y*+nwPlsZQ~CmZVUL#&M#>NzxW7$OwfBJg^zt<`AESCD>#c2V<|jo zVDvguH{t3Z6?BeB&6Z?;GOn8<;ZAnno-R^bD3l^Mhf<9Y0E-)82x&LJR~XZBv8MLz80NR&yclKxWD0GP z#vFootkRz>d757~Dr%m-ULg3piL}7$04!+j(~l&%{?(sy4t72*D)(JhmW3?dqpRw? zB=aiLREA0O4DO(Kx9-8*c=?0kvGQ^;Q;g)MDD<}8MfXw7w2!!&Z9Nzvq*Sc*b?_hM zLJ~giAa&kf=op+u6{sVcllyBUQ239pErGxoI@c)nKg8E+&;Zc!J+>cHvFXqwQo**^ z|E@rj;;=8z0@T_Oo?7d-)O2$oq;g0J#0>S_YB0bN$dAjr9Hdb8EWjVJq)No{HYk7< ztixCG#^K0upzAR-Ov)runBKDD0O;W#9i%2c-<SvAZI*#}W& zP)2f_eV7F}W0D+TB)hag=?l0|1bk%h^ezpaw4p>xrRg_+=*Spj>YPtbp&f;fQW*1+ zPEh?bU)NIJAIWHn7avEZAkqD5$I zTlD^;TyWttw=d%%HIJMsifEV9-4t?=0&mJA9;&0TLUaURWKsr_{JFgkqH4d`zM-KN zYF95QJ*Ln6zdh>_?!^5x^>}U%)iu)yd@~g+`vF2bkX|JI#Wye}*kXI;6nJVg25A78 zk{E^Ap%-)@>BblvsLecalEaT-!ruhqoyH45iF)v06-bymKbjrkYuS{)!yo9wt|m+^3?eHnS|ruO&w-@+Q7WRvm{`vRNUi;lBb=_3 z!#p;^md;Gq$0WR;D5a==+3h}!$G$TslT6*`2LB(;X?4EOu)v8^XH^|Asb6|j9bq3w z(XDOGNn(cA)MNJ;f6O^}I~!u?e?GwblMR7Xzw~BQ^2%p!oCnPEh3?)|%YT87#2j~| z3cwEV%VFJjOE)(~H}}G#uos&hPX`ugPHBY07nauW067MoXwMXC5kq@iTk2J&zDo|- zr2-VR|Nm1Q(kWhQoG2o_i(i_%0CI;ukd-f=!m%TQuWjohevFdAR#fD4spSi0zeTql zW!LUjxm^dN?bWPD%&TA9DlK_}$jTTh;->Qts+oj-VwLfdz!&?XlfGd_Cb3w@T$&Z6 z*Ip}7dUUTEqPBZMN7zbwOD@18H5Jli$LHno$?)I4K9yKSRU8Bmne@rMeWp%sXu5|j z=XQ~wwQpP%Qs`>~x3tP)Z;5+f*+7@ZOx_ZJ1k+a0aHzjgJtB{W#~XN#zCA#SPu!4N z9dr6a`KLZG&hCeR6j(~Yet4cF>fx7NXAZO4HQY6j@fghgL*LiYcUMnAKvB$@4yjpf zptwDcxFIQR$@eJll&IVMm^+v3~NK=A!Z76UFP;Us?Dch(nk8!|qt5 z4z$N7NyE&(U2(F!i{rn=%Q}Ko994_RpcM|k#f5697sur#(!s+5S=vC)qStA!*B2+W zqK4IG)UHwklkjf3OOZ;U(b7InkR3f~#IH6;aY@K@gK}J*bj>}{X~SLU*JJqhF`zKh z({V-LUu#!i71~6C_#DoU{g-K*g^^5lR&Bwk?4Z&;*Nr;@Kcx$3H@{JF)%^KH)t|AV zPbWy_fB7YaS^6B;r2(VMF;eOY0q@Sb}x-3(ezh2)QyOh)qJu@$TeqF z%nX`s_A$CN8S85uwz=eqPw96{G4&VS?Xk6%O*rtbJ6d6N=Fzv)r)38gb`H5a$iXiH zU)>i!xUN1!cjrqEEb>@FTBK6u{5UJh{i)vv-a5}lZ8_OtYtOC0aZxAp5+~K!eV9Hv z{r9H04nxIP2cwOS1tg3==K9jnMQdd7sbb=mM9ZTZtzsY!l%2U(A*9=I`m@2s7+`_!A7YMI3>#` zyCj`Byi?DC;Ye9cXhn`kyh-1JeP#e()ZVimf^k2vY4S^+zWRZs=iW+2Ai+keVFxqw zKL(tn*YP~DL+8wd$PYf(*r3fF_^_fZ?%ST5Z6*slTJK+@_-iyY2O|qX=U#A|s6Xz% zqU~;GgfZ%^-1Lj^ZY?ACEygOlSA9IjqJF+|H<`}gr4)1r4K_l+Y^y39JJUb_7h%Rt92ljelDf#^cE;J92XX!0(fb`^oshMSn_b3QnT|;UvtlfJBJN+EL@fJqYmJa# zUFGRJ))y<^y<^D8@eA{{=x2U-b%YNW<)q;pGn|zU;5_%KGWp4t#KCFb#cYwI1$KZ5# zvFvYZq>zM`nS3D|FYSp;(?F4~aTt|3<@6E1P-$4MxMt?Zlo3?v0_(MoIy6)akaj;V zjWEQq9T1M4k)t~+A9po3XiEILXW2Rz`nXlsTaLDdlTWl(_}*iwcRfVb_F@%2FSlIctsGy27;qj5MGY8JD6EAmPENB&z?t06>72Z@h rnOR#jo9%t2yI1sg4zpVtxvt~W@in&B7z=)=2I(Ht*DO3@8~lF&b^hf` literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a70666c6-6cd7-4919-8f13-5e4a4ea873b5.png b/docs/handson-cnn-tf/img/a70666c6-6cd7-4919-8f13-5e4a4ea873b5.png new file mode 100644 index 0000000000000000000000000000000000000000..68f4d3636a8f96a184ba6b61412580aee85850b9 GIT binary patch literal 2681 zcmZWrdpMI18y-2E!&-P9V+<8~UlXZTmJMq{q7d24D1QA|5gmm!8*hY~5k(?8(1|2J z4QsQEl0#AYv>1s_qFSeq?~m{LuIqdLc%J*Yujje1>$$GykDD9d=dGhS%w9v)r{2oi_F% z!TBbgY@K|!e}*&^7-=skmacjbhaagdmfTvlBJh$=K8BS2A3)%IZb9ez|8DwIpYoOI z{#^X{$AgwIk>$my?8yTpmz1*9gg@gcgCSxNTvg3^@!oD$H8`HON#3};P2k`YHiB{G zrQh7!U@?1=PQ?I5=QyY4v`zEXtM44^DRC1;8~y%zs9;qTWrIA_i{iCSPg-i%epnjW zNFSW1zmGEKmx%?_9C6FsTKR^-bXxX}>s#i9!99OvwdB&aJ(|QAMxz|ZUwZb$&lMI* z6_S*R;nDC1&1OW%X-H|H$KUdzO?O_A_|yI4XmR;klCLJFv58~hSSim6Ramvspl>=M zhE5xZNN#-M+#cZzKunsrdmYyJ=OyC!#fV0?E7E)(Pe%qA?(bs%P-1Xg9Jsu+b4Mks3n6~6_jdwnwM+ImAM}(`~&BF z)T^trQwfH>F_kz2^NAA?32)4b4C(T?+LJMg9v z=FpmfH&aU!LDAW!mGiHFa|{(g#D?mW&t)#A2X3M$W2MQ4D44=h7xnYVu`|feponIi zkIdwTXw%?I+}g1Zr{0Em*>*e!MZMVaoX+coJv*rND)S;f59JI8vl;|3G}xL+o<0RR zSVsfi%byKm%jv!}{F+_q-4B5r1`GLS1qPr`ml0e=NsiVGz*O|yeZW)reBE0IZcZL# z-qi^r3BtZn93(1f(kf2ac@x&}i0)7hg%g4d-5t9csn*cf`{L2WM*wtywcFM?s8im1>ndp&SUQfWfMJYnJ5TM8& zkwCATa4GF2W?h7`;w&_A35PBkE!!fV@|$F?>iIlxFDpcfLe^zk+_&4aD87p|gr(Bq zDx5tF8vecoe?ffDi64=XaS9p{VoyR>7S8iTecE&IFh!G}be(vYF^JV~1FV@6nr|}Lc!uGDDqgu+ zg$@g`Sx|R{^z>JbYh`4kIUey@28tf!d76zw=Ef^D-=kkzDvq2A&Hh~ahuWbL z5(9JXf0D{gpRW8e9_hP4s5vGqAuja&!UjB-_KipA+BFwUc3!+{j*RSRL{_xyy99Y% z-8uwpzsIATXZTrVJW+NW1FMvvO&+D{r(sf9G1_|J*;_#upc5 zcDL2LaMZ(m+Du+nUEs)aKYFx=tI_`+?Yok3JA@n>e}3&8uQckTox$KzAQQ0d+IdO+ z!abrdi4=4vug(UPtIaZv_Y{j!k(BJt)q8ILZF2(R({wMtPbk(Ne$jcv0`t4qRUqTW z@88nF3X@yPO!poPFl=p$^k4PdG)xwDz8@s;P)1Pd_Z_uDx3sk7Uw(whWK`*C=UB?) z*KWk4zc&KqrCK>_|Lh+)l&lySSo#*ZAB-WCyxN^0zmvnaEY-?RrKK6oFC%PF6D@Pe zu*btgw{yOox`a5*!Mm5x_rJ#rbWrXT#fREs>g+`8 zS!oK@0)NnOBe-fR?_U8-iK6{TyTP=3)jSlH>#!2NBiE`iELQk0v}F{FYi}+twUiY0 zCDqg(fA`(x>Mvrsd4L$I7#K~@4cVIYvp^xaaOczGSOR7g`(bA8o?&ENU0qCKYb$?W zD`VTq2w{oc#S3$@KROjN%fEL#K&p*~$TN={hW=bl{2zbzU!#_fQC;<0HMiF0*>t=5 Q$wl`_CixNTHd8bH4FD$1D*ylh literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a71cc7eb-9f5c-4bbc-b4f2-9bb2631bd7c8.jpg b/docs/handson-cnn-tf/img/a71cc7eb-9f5c-4bbc-b4f2-9bb2631bd7c8.jpg new file mode 100644 index 0000000000000000000000000000000000000000..4238befbfcdaf84e6c45bb563624f8fcb2f7753a GIT binary patch literal 27858 zcmV(;K-<5GP))OnXVc&;yS(TYk z2;dx}q|tI&(D1L!{E*Foq7 z@yBmUatE>k`Rckr-${NCJ_JU-e19h|+FzHY?b>-9$Ln0z&Sj*=W%B<^*X=>_Wm=BQ zh8}s({l07KF;0@9j}v(yp;^ANUvgP!y)fN43ny?UDg`S!naE&)b98D_MYShe>LS{Kg7zpKCJ7d zcFXi@E)Sl`!|-;Zj2s4`mfr-)L5}AIe>G|WH;Ng0_MsX;wJ018#Apd0F ze#3iSJWFu+O&7FTM=4pQTDcr_`9UbI!K^E2E`_xYj24>nEE8^mUZHzg_8XFg$!?D2 zB0(zosRx|>;g|(K<+6}`Oorr|B*&wO1eks9ue^(%%Maa7xe30CXauQ~OGx1$b1Bz& zL3=$6$9n8R@z{r;ILpXixr0--?=BSOE_c(G%h@HLLt&B}tml;cP7eRE`x%!{SCQju z9OHtAM)7$FAtfu9TP1e~dLhu=JY|h%vR=VP*>$~+OCl5><2W4WtaF`E46Px|PDKsu z@gz#~W_EF%DFoO{F}B%ypIys$^eav#RS*^^B5D?|x-vvPTt z&U0Gh)8qb_l&*6^v#W~KRifpD_KCVVyJY*zhRZof4!0NRWQuIaK5|)XML4Hp5ml8? z9g7HG2kN;{PU?8rkW88b5eG38>6{D`6x~KAliy$E_$z*RI7UJxC@w30LC>a%>-OC~ zb8`RMmE>;ey0j1;4XRl6_MND~)_cElc@XnhM`<<7dq(^zNQAt+mj@U^Pckl;5ZI~O z7v7~+{Mf2>ff4i+??jckI_`&lOcF785abkZ4Vuf+)gm|Y6ggE!vyqFos+7%Y!Dz|I z<-d3DxO@^dkwkS_r73`{W`zWD<&3jS=K>`_e)g2DPCE;lKw-{85_5IE9N)JeMWTu82a> z&3z1oAsPeZgL;tc^#uuQyWp!!%P+l{VC63*THm?NmqXMkX z>*V;@Epqv`B#WMwV+&21Pau|F1P;7^$K}(wT*nD#7e%0v)`WNNBytgj!w-_Yb*PkN z@pir(vIc%jLs@Rra2uC#dm~3(5!qJ=lIN+uUXL!H?zr5}BJ-&{n<^}E84fTBC$-3# z8CTEc;n>f(*K#T$bOco!-Jvj&$BvE5H_wfX?7qs8#OFsSkVehk%H_6A@jhWy3dtgD zV6X^9A^#+`s76uRlUwrZaYOPX5>!@XSqwH)B4EAc#0NP_euy_EAXzR6PNgToBFW0; zUT$NNTsI_pp%Ri)G5^E)H5CgO+(bja=~D4-h6oBG)$0)!@`c-7%=5Iw*C}_oxJ92l z$-9z zE{j}HrO8?I3v7;xF)2j8t1%SEvRyVB1NPjd_TqS@^`w5-mUcuw(p8 z3`KJ|;YQBO&q*$DhEW>#Wd>rKm0}1+B_G>E+B}m(XbXsj*sI0WOX4OtpI$J69J;Wi z428z!4X-ETh?nK#?6N>aUoKw{#S~INR~Iti0w1hqZ6VB>rS4$9Cg*?3DYSpJPC85oyO$E9>nEp$DuU*D5xTw1w; zk$5rH&$!&V=RsZ?R|OP9*{DZnE|T~Vu-8#WP0Q0zX%?Epag0SjO`}}5t9Z>T$sL?& zqgdRtVHFM#f23#LG~}|V8}Y3m7D};*GR{&ly_8^z1V7HTMu#TNpd0j=X#ZIxwI~G5#@d3f5bcyTED{@(H&Hp6LAY9 z4%+>|A4N%(a*!o%w%WbHn2d9Y;Nj*UxEu({Q3b6cY!)`euU!z_E?^*LMwE#dK2=(M zOnD0<(Qwz~C=qli4vL%d{oY?cxZlti1(|#>ifQ~}tQ_n!dg*FPgacyS9ekn!hvN0iflgE&Igikmq-;`##UBmH3ZeQ0a$?|tCovq3&4`unFzEoey zy~^%L7Q!CH>z&g%dxqm8q{ts#*#yBRyiW^p4WTX~H4O1USF{L|{s<2bB-e{LZ*z$Ndz!46w`eL^vx(Oe^BxkO;1! zj_HYws0V2(;X(;l*1mceDe*n$TJ&-+zV4Lg;qkK9vk?^+1W=7dMeQ=+zx}G2!w@7R zZ(^n-g0aTCMwK^J${LUi8M`ByQ8J0d^@AgUM36*F%^jC(9-D|q2(MlpH2Ez}_$*N| zo_ZXnwo~sL36ajJ+EQy`oTFIxQ86`4*%`?dVlH`csy{+kTs{Rp`tX?T?zzk~6$6bN zp3ljAALJ;4twIqy53!JwV+K*&=N=T}7D?zY!Zg(&*>Z#qhDc4xhHa~c?rZVANnQl#sag^YehL1l|x~AQzj20&*G9eV>Kpfm8#DN`ixn1`)sq$RBlw+r{GZK73 zr#=Q9z9NoFya%)gNSu&5y<9RSSw1es4a)HRa-wCLIyHwl%$Fe83Pu3mMcmGDndbs7 z(E!J(M3PVhaw8ZLt_!=O62B|e(Z@ZdjT6Gt+*RTTAPr)El<>LLK%9AlqRJd1NKqGm z$xqfoGm>J)R6 zSw1v{i?1P4_cg3CrUV^QH$w7mD;R;}JFkIy@z{?z6dN z!Vfs1FLG*M<9m`N3W3HEHj7-8RR&jCB>A7y>dAQrKp2dx!lMpF9YS3Q(Q-m1mE4;O zMv&)u7X&Kj4NffhGQ4IjqPytu?Mq)ELAKHx&V26CYjSIb#+=_{q=)f?K&$>h^A=TFLF!7 zScKvcMDa;TO3TVkmmd;ZACIB9@d&UBDrCr<9Jc0Q#It;)yHdqQGJJMXwGsuj^E8H{ zGRq<<+q!JU2(F3O2jQ|fPT~N#PDzmmi^Cbk9dRPXCd|1=^c;JVy~>xnmm;a#e3jT! zY)^qS8yq!=qe#zmJxYi>ijVK`4}}lLC!+1sOjBQVX(`_H=Np%K+<7jhK(2;d-ntO8 zAP>1A85EW&Y(WNhr-howo0qI;iCDS1bz@Y=NB558lI~wADjOb7IA|^J+zX@1O0?8< zN#q}SMTG-!QDJTqs6T_Qqv7$FxWy zTnmJj;;f32A1fB7+T7(5l7z=7PReFue>BDxqb+0)n({nolDUuIFS;dLP+A-3NdzTT zKT)oD4JTuDTZJ=a7La7x)|L+w3B}>eR509NdD=RXSgPCl(+;sU)kVtuWFkr)+6`ZM z9Zl&tN8^0i*8T8&)H5QtB$)}!fmth2IZV-K;Brfn zA>!%;h$Abpi%_Du|MK?f4?<^_BHJm)39&BdDazZTaATvGB^*nFU9{3U-KCi%Y0M=yW{L+SQ)6sMK3GZaw8^ISQL_zaHTR4AfsYljiAnMp zGIPz8&hOEqyKLeDv7vCqAn|hUA=4;Ug8=a^?DPF4U&bpWBN54_G)L+h_`nrE9+mJ6 z_lGysCgtoP%LgXePlua;2n~;$;18}?>z<2{A$}i|c5*q9pFRlFL@=JiDV;XYDOVgBO=f*F?7nOr$Z}i8Qw$8O3&x9J7&tsTrmm zNV{CW8_5s!ixK*13vFvw z;oFeCWf~Qz4@92LAh{DaXn!Wj9ldA^zah=Ny(z0-E?7~Dx)Xj( zF}vrN=4MJzu|-*qR#MDg`K8w$0Om8~Qxn&M%gb_=KQAnE$wgC+sfxs@fgWY4R=|hU>E%FEPl`CFdI1O9%6!uTN^%hbUYZ$OSF(rX|bM%o=^u=caK z_^oTn{{Z`tERUn18gOwO0<>D*^pW_C~L zQ$sPb+xU@My0Hbqq&%~ZHh^oVzi+EpTVrE zuUf_fW#IQKjNmWMK1n63V%fV&@jjgiw3rKFd93)3t1!93v^S?3mVpWGvn>>aq zivEPFN8hOMsbFD)Gm`tTj_%wd*R4GTcI{4m5w6M4N2If^Yk$e3(-&vR{+n}Rw+5H} z2T1Ok_DQVY3~8pb+_U{}fE|V-RrDKKmQx~^#mlFY$g_s4SVdYAeS|F4cO-Y6mHr@m zz4~0{N6BX}qG^6V`R1-8?jPc6kS;z+Rg}KvL!!t1=d)VBX6MU;ycb&R(j;0KJ|`Pl z7CA+&5(OQmY$*?L7Aqq@Lh`{)+j>Qy9Y|^=wJ}3nKvbylPBY{}NIng3Z=f=Kb@we0GrP3djtm`6m$lO3X6(Syq*IPMoH zjOGtCmYwbXF{SD3e`%TC^l0{ctNXRM`xJ~hE!{kqC6o>N0{SoCHYAHOL46H6P;?w9 zM*0_@nyUZuT73y$+B(~9xvZ7Hk_o0jJPym}4>-;Qt!lgff%mMLd?6Wc+cB93TL{k% zrz##-_WONtd)h> zs+WzwEMyI8`&cg#?^U8IG|%+nJZUXZIDeIU{?s&gei3BZm26Tg)d^N}Bp$|+OE~_= zNqf<7|B%$q*ihYR)=ZNzm1{+Xt|T{skHv+tgSE4rD$&XD%Qh-ORKXfBgEC%}99_Ps z1&Z&55WaGS2*%U9{)5(f>2S!!5J%<&i@r;e=>n2{+n;DT$8rZMPC>^6u}X8+7VgJN zau=i{6G`%Ba~+~NQv?>CPV&@jNv3q8la~bt`j~J$&|8<%!xi`1k>uu{9pmW#79s&B8%Po`?0| z8ognidJ&#^$Rkli(>W+GY5@Si5QYEQFCA8mPbuv zB{@Vd39AASK6ux(LN6$8W$)X6puNF5XQ88h!Bp$R{m)^QWokL(j#-J3_eBmGN>`lG zeC?A9oF?T^k(Mx|q_kWF)y=GU_NbZ5k?7tdBMC+PhGW6n4Te z%M&u!hiDR&NaizQA$d!2vp%a%Mc@L%#44lz&JJ1atVN6BL1me3gO-Y|Quv6%6DsvZ zJn9pB@jLODg%rA3eXotOOnp4QBUxx>qG&WOGxWtf^AYe@kIn8qi{)!VHX(DJHFKF@ zB;Nwx?kFTnM06EZbzDjdOsWwv8XOI|2WcVx-NH5_klb|pMP3$e*bK!l&-wDMjR$g3 zjp4|Yr~1?MP}dAe|L!5}YliJ*A&r`ej%`@SZ)?|}=;dWt_{G{l3TaDWR3H=Rw3W|8 zs$OKBTyA#Dg`IExuv#}9P13w?q7(lBDd1={E{BCrj944M%g-nd5((tsvorSq$wCKQ z65o1c|2Q6xO7R6RMf_CSn2kArg=RMogOJRzhFsX3TKDS^(;*hVy=NJ`pYXADbyeL_ zTrhXd`||WNl0PL4^GvvUGvyB-kR0CD_y2EDJA>j&ryiUrm`uA*P;|=>zYTB4c&=+Z(A z$@+l%WtsAva)HA@VgNpuqk}os;<8ipYo!+R)gNJK^GWVK!q9IG(v+SXJE+pWm zZxzR@dWAz}VQcmif`y=C$ASrqEB35abv>WfhW))mDGeldoxi0V4N8%N!S9L@6d%t& zPH);H@~~Jlw@+>3g1j~#8bZHBY-^~rPNW^aE3bdTWNQdMb{tAd+2@1$1lmN!lC8)1 zNqFqYjwqSSVwLk{>@rwbM!kdBFjf``Jt2( zd{~l6QF^v$Dr2KTIxfjozi?zIs|O=mV!=LiWupYzM;}i)KpMTF+g+&Rx8?DBN#0qv zcCZ|uS`JfDM(2`+GkELMjmvqySCTtMQAh}|Wrr=>#$_S*?d^ON^FWgGFrG!Fkj)T` zFe!hcVA%wNq=@ghX7{<3r`|Dn9i{1(<9B#e$gl}hM561oTtt))Yb5;1EqgB+XyWJ? zQqsnQerOO3ksiV1BW@#p2!lzQLeQpG@#ua^GP{s&otdGLY)t+j8R*>mv|KMOLw$|+ z;Ylv&L_V+W@2H}AE<5BEVR_*C(Gw%dbtM!JLi3y4N;v8d%Q&NSRr-d`Dt%9KmrKAZ zPJs*9Ri%bZyBsOg^qyDWenUJ+hDGCaV9FA_Xa|tI;qpGecrKIVPUkhzdXlmCwXVnI zcoofjOsfgy(;!b0u^>go9>f$j@*T--etr@!ZTEl|u=9Iu&7{vDOb)uWao<|5IT|MH z`_}RDL6PEKX!bxRK=8`lV_hW;WWVQ)DE2T z79or0)LsulG8*4Hod))E4Cn_2#W;Y@bGKXmwOgBrh2*2QI)cq&fJLKS&l{2h;YXgC zEKk~n#MuzG)iX8$hsH4pli}J+h@N2#W*-X6StdeB2NIXvDhB~t7f%Nc3A2e0CaSY0 zU-iYQ-Pg%MXZ_3Qr^Y1o0=3nuETds6#|aP1t!s&2`Le%s?77oO)ff%-)pebhGoNV; ziylANbSVqpaOUEWoX))cKmxCd&%@!VTQKFxTg?AZr1em`Tl1*6EVt>Mj!qm2!uU0= z0d!9Hb33`I7qnBI&$Cd34vJ{(O9&&3%rla+n*_4>YEzyJ37Xzm)qRN9F}?HhF#hU#?jno=N%#e&B_ye#9R<&g7b6pNeG;{8n11j5BJ-u*|Krzu~; zq~-udk|fnU8=qUzt(i?I>ga#`m%J)Qy$@;1pxfId@=Ee@!3%?oH-P`%S&&cqqVJvw zD1Ov6N4k)djKUe&;3?n#nq;Qqz~peI#X&K0j9JkF$x#tC&5C;@4l?*!V2gp4b$#3BDPAAKeG;5UD;LdN`kes#CgtYz15E(3ds45KA zHNRFEos%c6*@~p|?_tk*3SrgXZs`@wGh+Za;w(qc@l>?v|KscvsmqTaLbBW}y=(0J z4+5P?3hpH1ZRN7g6d!z+@L&Nk)6K!JWqI$|UURS~#jH;lp>wwBzP?7*?nJ5Jpjpf_ z)Q-I-XnsHY4}61?`?1*DLfr?%xd?X6ol5~N=ee9s>;O7=O{uLweH6JVYnoqcxjaW% z^KgS15O<<3;o5yIqmDD6K>)|l2U4UN(k!GsE6E4yWg%xW8Sw3=+HZWDz5H|&3`{#9 zHa^_aR~*gn<1ncC=b0s+W>Aj%*n&<4m!K_&=y~rW8S%fGgSJf?APg;^X354>5RvCTXZTl(8PSfe#NrmnnF$DvSvhA;hIY4L6;r=Owobqneg|ok#R}n0sw!&f{#J6fHy%nuW!w%B-rWL*ZL?P~ITu zdt4q7;Q&_H_1Tkv&zs&9Ilx7q5jg#Rm&(fvf0QJ&$4ub3$(B^g|XO#Xt;3IcLs z(dT3w!xWg%jGTc92FHxfn-fGK4b96!^69*yv{;76a*2@UN+*9-CU3b6>&Nom!Ly7* zolKyW|LOWY$JVJwT>~a7cmqi8nj6W7!-mV?2Iemy7~8Ll^|)(Z4jp^+yixRO)>!Yx zWhS7|Gw4w!tZxflfL(V(MtaBPD)dc@XF?W1H>2l?wR?Lx5M)kU{Yhz-Ahc1E*Gghz z;}Rj8{*!65NcHhIvfn0%cjFf^R`|D#geei z^RUr!^8OfjH(9oWed|`isI(ziUZWwmm*$nrbirv$6cp#g22Gm+l{>J`cz>v15eVR* zCg@<77Zb#qK{BVPtz(MLMyYKH}noe<|L9KKY!S0$hXy!P?!m#g6uUL zbj{kXT!!m!Dg$kMC*KB(#A?I=F51i>c<&UY7zaP8Oc-3)8NMZYe*EW%V8kZocSa|i znr?sC%5p~eW6`M6<}oy_b4qZY|`_g#q4SDofpK3qRT4LX_rIU6e5+$XC3o7;Mv9}l6v6n%=I`E~teb>2?ofLz0c~|l#N7k~XWpWibRzfyu9MzB zl1n_+2x!yW9ZD8y@tjxRF%zFU$*&U*Zubg zl2J!5DWttm)vBke!KRT6&4)HHf(V$Z@QOK(=BivT><1lZ!Nyh}P=O(P>eE=xsw5vs zj=JUp$&h7&H^q9!)-dBXT24s*irK}Eut8+kN#(<6mis?-!R}|Kq+tuHLTDT|F4YN= zk@>;YfGw|wci?#mx}&n62!_s+>R64Icf$nYp{J-~er!T42x zonb05^pH}PlQ=_|UFIyB=?edTxBGWW#&EfwUOtlCuuh8({E!J1G*A|`(4dX`%4JOR zihTwTks8gau&zEuSOUqf&@x|3 zbtbEh%E@Mi>LM45n>@+E@}1YOzy!n%Ua2?940VDb zEPr+VI^ckIUxD;R(!IjNJX70#>0dA-6#)7NZ+8@FfMm$`uS>m@BF^6o2&vBw-uj`k zRBF2fCxorr%Hxf8Ml!mONOHe+)2KQuON&)~W+vPbte~wi7SLmSlW<)@n>)nh?S<%2|IJRpSaDL|Q?#suMk1W7bXHUIi-cSg zq#1Ngl!4n7e~g}$kX(dOSI7+%lEu4=!pt4|Vu-=zLtl*tP9B#^GP!(Oa9!I}g6eGd z9Hk|>Tox}FQ58p%iMIWPT>j?}6;aCgda%B8G;_;eogf_>jq#yU(#qWylEDpEXv4jZ zG$IswY(?RNWIO}1=Dlym2lV5Wwc*3<`n{#7@3mr^pUdtV&QUdDj47PDufY8*YorlS z-W8JDI0F0_N3Y;=4IHNwOHIWj>U{cTav6PQU-5YI-gHq0OWDGDJ-RRG2>P8|j*r7I zTBHViO-`~#v8B>W`Omk!dIAE0JbqLbBML7)lv(6zOchF~(=^`42)r&DE-*l8<`ysq_f#2&vqe zfW5uNIED$^Ra3wO%fCPykc-i@6pSV)c>V)@fRi7;9tK1l7-dU-PV$cPBvl5IA^6^p zKj{=kU%X=IqHO+YTHoOkXD*cyrY^S7&auoIW~B}fDq~pB=^?yJ%*f>LOobD#_n%}uzu`^yG$+Nz2qdv zvHW@A0U?P*lWB3#^pB!)4;soqF#7n^gXGxCPIgJ;;#ows=IKsHA-Sb;hc>p@qSB5R z>&d_nM9?iJ7=hT0xd^u@U?kb({>g<2i(mA61<%@&Jk#|%`QcplJCS5eiL=w3FG>EY&4R^> z2I`|PHp7Qsho3 z9Zv-JwY%~tx;7k_r(YIIFm4MQbUOE%Lq4BO#f5PsmrtksN2(I$RKa55+WG$W5grsI zi+itHPN@trh!ztBfn0W-*z3LZ7PY12x6n)zhRjC5WQ%iDN59N2qn#Ec%V$%^sVFN# zV65qVqzg4CaONLk1IxRKGQkFf$$9RyM-S*DI^e~rZc7fZxAd}X&{Q>tsSY~oyOcvw zV%Xr>Ee2nJKN6!d$NE%_+_O`N+-Y*$LP*%?jw5$A3x z%MlWaKoeiN43bA1`c!06orkUBD4G5fmobjV-~f*|oK}SaE}y8rBub4<0Ui_!0(a$X zWlL5o*KFUE)~;6 zn1L>gc*SL4K07|?euBs{sv@%n2B$h8qH4maPGqe2 z=q%ijto`!xvI9}fIf0oJ|B1_Zn+y|`DaLUN4IhbO0NrGUDJm4|o8TB6c8~qG1xx(X zCz_T$`{WFKECkTW4StcLjDENMia^PtqqfUyI)Zu;;|$}kNk*LZYCwuCk2 zi`>19EGxjtiBkz@H7U%8RrBRP^qe68MlPS`sxmec-Z+N#1(l~bT+<_`eyv~e`Z4Fs zMDHZ@o>h7L^5eqCG5bO%dnqsn#c3vaz5 zmM+8aW9Y|Tvryi5VqO(;K^vmj@FL06h1sPpC8i^RYAPLvF^U~;-%T)3+YLQf4AIx90dn+!CoLy>o*)29`yKE}5{v;SzZKImJxr zwc|P>n!ng`iiIy#TJ9`1VHTSI5?hUA-8fyE|46c^Qk@P2ERv^KZdsH9IC+5e^H|QO z;kJ@RjURM135O)NR&}R(BhDvWIGsi(;8>C6r0(RvJIDEybi}`15Lg{4I@8e(T|R`aU+Q}3RIO&=n`6o<5$E=%&Zgn`;FYDTQ;QR=kni{FG#7jDYG<)bR>I5Ca$PAslH?r(^?|t$i_Zd^&rxt^d8`elHPY zY)i5YhVMh{kPIQoWvelE0aKT733`H=GdY*c&R162?jy;K_I;wdNMOJfH6ap`ljWH7 zeNq;QXFYhqw}k$99!1aGHHiU zK!x^R%c1+VGn8O)NDQHu?rp~XO3666JTyUO=7CdEJ;JR!E_dC&X*|egQDtpe5nhN) zhMH3@YwWif#idDzH@W3>o^ykI?A-Jr1FFr|En!B0|UYn4~5gT&{5;l6|pv6;H!w-$MxNm$BtMSo<+3$@tzttQtr({J3Sm z+;N#bED9l~Cajv$5kpz*8|_?P=1)Jdf6f>GI3Z{;MA%EvumHfWCOoI2Z&5Nr+y3(T z7G@uW%gtI`Y_;@~R*Gg!r(8(hQ!VdJ$=wR%ioI?bpV{T(lAz>`UVVUrK7HtG*U@-J zK0RS*VntT#U0YQB9L?hd4F9#h1$(9sxQ5wK9p5p5Zq19l%!I{2;Rzs$LUInL$eWTo z5WLveOBlRh=q$5sYvL8=AGjPSXoIR=0M8&x)W;EJIUQ$l1hHXh?~`%NO7Rb2Klm$$f zwbt_3VrDo@=CMR=Vy(lNDGYrMkXf|D6Hv76u!*?q)SeJU1wdvQ_M$C&&t)FH$A}p= z1}s+|YYVgp^9Pa}Sie>mCxpcJ;iiK^;_FAo-(f$;#^%G_I+52}Ewyr4NWQg$6HC~s zQB_GUL2`x#Xctd%rT7hSCturodT8J96JS9#Dri_?Vi=<_!rd7ee4 zre@dP9{_weo1%%+slFfK94 zr#%<^K`_Wa0P+%Rti;NTun?nlxefb3X*NIQG86`PqQstLn1K55zd>E*Q(iAnY*p5@ z#b&3-tB6@jTz@8!PUolXV1w!m{{1=0#ZR=pr)`#`^5=kO#4-~ARh&&p+u3!ur z`t6`usf*y_7HW^*R!824E7a zhU2q8)TWxj<@+`S`WYIhvg^(Sfd)`W_Jf8%Sy(jtQf6%)9}mavd@Hw&?tV(LjUo38 zB`RQrMpq#jGnsk53^TBFBGPOrv=_4(`FPN5DKy4?hJ;w0G$bsm61cq6C4UV_#@t*J zw9E44sI{&n#AwiQ(}saDtmbE2#$CbX1F{o<>zI+MKA)ZfAy>@j^|~0Yd4}{(NPzHl z;G|ttTAtp6&VUgSA==Q@5a?JM*gUmQJKayvVnp${Tv-E+LkZfh3V#r+LieeP0(}mUy#Ky)%yt>@;R28mxiK?-Gd%75R>{V+_s=IQ z9e^G@0Hg4G{PC6r!IIZNdAOb!6&k*Z4mSUJ7bGl8()@(YzNM();#S5P0rt54dxr`I z*}MR*1CEuL03rE&I$mx=+5zX6n_uO*<{~jSk?HXB5vg3ESV(?*yQGG{Q27;xf8N%w z;K19T_*+IY#_Z_+bCJ$2AC@2g-Z`7x?DFNxiInScl$#C+?MJ`sm-f1CyI-~pR5cLJ zHMtrm*ONT#L+(iOkL%xCowF|pV-{|?tmCOc@Gj?IGmTDje)<)F=769$6~R(!famnwKLgQf{~zsUM^ zw^c^wxIJJx>E8e{<@9&c60XCw4R_%ZR-mB=qR8|dCzqqf*t7i7iH3kC36M2)UCo4$ zOu})%pG62Np%`5#gdzjDiQ%_Z3M1)7jrYh8(d&4Xdf~QtRh0WO$uIE=Vc-9~yZ3f< z^EiC$%*&C(k6>QCsyDp^C%nIXjxhG1`zq0hh@cnQ?$9T^A|Wvd{0Z|dVQztWK%4|o zMV~iAC+Mpfi^A^)w;<`(o%?TY%iV%~D&`Ym7mesvh@Ryuoi{s#kH>iiyO(jfE_iR| z!3T`ZS)pfL))X0Ff&(rCn(Ml3a@MeCWun7o{WFH6{gU5M3v<_FlB~mQ|JrRwQ*|>_ zv996pOo8DQ!%+U%w68A-z?hQ}#@!-Z;Yq|E1%900Zq`REsI-o2YqJaXwC|Bjz+}4K zh4OZMOdeogffZ-1i(_0HcTfM?t&<6=z|+b@*;J*6lW5bWPM2w(ery_$$E%WhU6b@E z484Mtgp=$;-4!Mg8T}L2<`{&Z6iQg37PQSiNUOtUV9>7s9CWwtnf4f4# zAp$d`+Wa1*#bMJ2f~D95Besf)@AlA5u;&4SaWn7=&CS|qZ1V=>a$DEAT(*_uemu?# z_N!gF!R@32DJU48DynBTt$Ccar-0CwWg1P^*J~iArS0wMJpR)u@Kzq^-WXSsEXL0KEmty=6DzM+`Ih1uWrOebgk7N=9=y*$_3V_P&x}g=5pr zCv7b_gAiAD22e#r3Z0U?h>KRCRm%4m+A?gGO+m62FGEwzj~&ywH{iao z@X*rEr&T|nEzfuyd~3`)J>$DBb) z)M|L(RbPsOl*Xa9VBx*WP8DbDq1h;J1WAMrb@ zFTipt+f-zEiBJ)e&?eE=Wu;txLrx`+*J3(1j&pjBoqdn3%5q=n;ysdF=>A(14MTP( z;E;|vU@M9lB~*vV)|2m-TAO__@JW)_ye>D^*;tEL8KDZZcn0ZY*Y7m#nPOY>g1Ysa zT$W2;ik*AL1ycVw319qvWX*)%BtxBEC0QO8GI11LuhRxG$XnYL^>Mg1L}YoDi>}e( zT&*ivhK=ux6=n|RR=F%6lop%4$o<+o3AuX|&*z!DtrhPw&TIv3Kdeyw2KWgd%48W* zeDtDW^|Qm;mbO-t(RuaTE#(*xLs{3!-!g2tfa+*?Q*zXvrQ1x0-K>KS&^$`$|17NU ztxI84ytUra;qgi{%m3;y2cJdj03YqD>D-ue?8A-C$8~?oX-l#~U!qily3!DPStiMH z0%EyH@{$2klDmVc0OD{}N@yT?A!ZSFy>UBFIAjVF8

S*PRNoX_H?<@>Sw`wWNtQ z^&kAGn69VgAPx8|f)T9Aa|#AqzI2x{FE@pmfuHCJlKhDE6rtAlupD)W?I=}!ASVQ| zd1a|eJ{t{Fg((c>vfq^9XSKT^jz{^r9^=)`KG?n+8!))8veEyxb?;lv75B=I*bB3B zTqNtS-$c_u6wr{Hv(;EyUyG0&wD{{@-%bT%#mrDKrvqZ1zhe7Rr7{x zpe=M;x#%pkhxm?Y~iUE^|S1vFAzc)94zhzZH_n8esT9_gZ+dqk8IGx}rb&MZ%g# z(}kCLN|FIan2zD-bDQ!{}zRox1qnnCOhxwk$u=s9mYzx9z&G_}*V@GEGR1 zY^Az)md(ZR+58}_X&-R`sK~%!ov+n=JmGr{+{HrblRmId(il}BrmFC$nSFQtoPn7V zPp;GqiITj>qH`0BEazZ%WNRwfo(Z?w6$fzH1cLw~4%WU!&SJgR1$}Vpzjg0x>J&wC z)IE|BN2L4f$kFvhD{TjTfWLmbFD@}X)G8XURgmD-l=#h5PM?+Jw$e?EoU-Kst}Id0 z^~d6BbjQahtE0+w0Spjett4{58U?rJ8$v7Sw?2>2bm$5I(M82I;^5mTTuZo>uSS#Z zxHA1-Fo0^&X>?f>L>t380qkBvLdCe8L6(8_q3hLk7j#B%ySxrZbTZJd!Z1$Or7sN+ z&%dwog3V9CdjC2sqIH>e6=6>Vn&Xl_;f!}W>c(2%O8l>PlbyPmMt8t+i8f|#L9$42 zN-ngMMvh38sqdL56+fXXWL0ioAoB%*X+74G|jJMR`>jk3nS1C zNpAz2ZsgB1wS{j@)wOC_`;{pqfD(pfSrFp3D#irqi(_wznZv){nWzS`Y0H- zxUMCCOYV%vSpws`G?LE|R+xu`fnXKvc?ch^uqe(4dj3}~XRiB-x$>&)l*X^Pd_o+z z#BFQfDlf4qKy*4sdgw8TtwZw{>d?D3zaCZYyAm5-^iET^ zoxZiuOTUxL7)UwYlgt7fGKmEJ_U%ZnETUB~{-GpSMXv}GKdG4ftUvlmXeiYow z62SLq$=&9bNP=K=fX^Vwq3-R)DLAf9HyjW#*?BU%wuJQ)&96IS;6g2!zQX|Rt@MM6 z;2oE_!>R+eeC8@$r>1~5oRMH1iCms5udxwva@sxQ60^=d^I7x&`;^TTe~WyBp6>09 z`mZ~CjVc=QPGuEUexOPS$MPbU zl>R}Gq-XC%Qu`I!p zLg!9Pq!Hy6!Oqp=K7FVcR0*@~*t1rss)X~?&PAnyv3zl@FW8uYFxa@Kufs-e-tt0Jidj9x90@HctR( z52jGRCYne!MX`l+Q?%5dk&L~WH4+P>29bdYRWXLesT z>dHR$P9rD0Une!74#QNVUsypD+p`jfoiw7kvxQ{x*%VpPTRH$E%;TbiZqT>e0j7K?l0EwfejF8 zjk-h6wA^ioY6DjM&R?d*Q{NBHiibK>HS-P8a_5q0rb0pR5J4-pX-C%y z47GGjii~&DwD8k)X}lRHK>O%IXoQ-(oNYfYPkBaZO636`Y)z%?Q%5v8J!)gG&!4t7EV&hcA+sQY2CbJ&2zoH2`jMHugN$x2(-S*Hzlp5%3eRNGt}mN|1B zXlYDvimi)d=_&8R}aa2%%ytAD0;_bRHqMvG;7Lm(S{E_(5an zUUoW)E2aTpX`nj2yPFd!bsV5fwIf))INgD2GqzAaDWC+BNJ3Pxu$8)>{kW=Tc1!$r z*W(&!CgnCGQI;E;yVkh;S6xSQs)}UY8N_FT;9C)Mv#L$Uacqiqlv&i+j2!Fzr z$lmCCM$t-g)~*$)9dN!TgOgLtXJeS`ReV#14bu4PK*J;BU(}?#FE2ZuN#4jXq_3%8Z^p0mcMpRMQ z*Ex>IBk%#f^lY@aku0qI^KLm>p!=*S&jb>3c#pO<^XIvI3X_@}OSM(L(dphs&0lV9 zWB+#t{!wsaA+VL*3x!CNjNQ7#G)=h%n@$G0bjNuq=k!ZoMRD(4=QFTewj{5x2Izj$ zk%AVy&axF8bQO$|Tyxq)-v#WIx3=MD10nx*zonqE1Un9~ZP&?w8=y(WmQ94}af0Rq zMuFnzay77Z-u@-GIQ{e8_1o)Fx4wNpC1!KWg~6E@j2>y(5{Uh__p0&RujB!rtrO^; ztO7~ET7Lop^6$DZW$p5%bzvt+Ptpkw6944QFe)ytze zia5uPJF}EnsK&IACJn8``k{oxIElGMTmbH$Jk$7*CH`K$H%{oi|tBg7nl7ExQu zJo>s22)dPyA@W|=II3Bcwx%=GPCfbVo@C6ab{S;=bE7DfC|rD_z^tC+b9kkXfpA}M zDHFQZME%u@hR631M@Y>v24Di)cj@@4d@&(ONe$%2Yd9wH=*yn~_=;DO-^p@-hJ0r^ zLxdvSB4GVLqMtmM!?B<1bfj0Aa;;9B)Ml^UbIfq(PL_8MM8`3I*06t_?&A*hkwlj1 z_hPI*K~?v7G=NCp{Do#qA|dPD_1j@aR5NfTAu(x@Gn>IPALA5{y{MsRR^OeOYA#l| z>E-w~$F>SH{kc%_IT%lOw@FHD$E%VWTo!L79+QF*yg^Xkz|jz4{`p}@i`KbZ^#v8R zK@OBgGQbt5y4Dnpri;dLhA~W`R05PZZHob%jKW%cUHps(q}>LwJcTVnb|dxhv6y&ip}QY&{{+^7tJ3TSaM+%`{^B$ zRLO)byoeOO1o}sswcVTe{k5i#T#KcKAy+YITjq`A*Y_mTWoE@t*K4u{*R9i(o%`$? z?ZD+~a%rt;DtOm(!Znoc*}5Gc-y=yuBvM~5f{JT`)t11(=$0Y4EV;r?Dt!FGP+E;- zmp;8401LXz&*w6wqiW2*@ed!G_hL%GpzBNX-vJUpyS^I?Y9GC0ur)TgnpvAgARQMR$$f&F~5LN@@&>g|m4$uQI;+ z6^M$^BT==P5(T$iNe0I8(|eLX?OmH!==`Fa(stWXnLm8bC@@LInisx|#M%Aq^$(r98ip|xTOvGLBpOEPn3g`{$eSd&9?kAi2{#q~(Vk z$JBy*l6jBA8QZ5*3&Yht6KZNjGaFvZ^4;WNpj(*JY7><=H@yrKa+_5ZKSL*spy5uD zC;9*2kU!moKaP(!VI{v=hhW1yAyT`}qM%QA55=*RE=# z;)+aVF>z|afRjxZupa&D_ULm-&(7n3>PTX@D0LYVS(k%1+7-bO? z@#0L9n-80Cv&?lj7H3&@BN=)k=Y}tpa&|SaIti#kbowvHL!XuJV6_Nc1{8oLuT_}y zRg}B$HOqU% z4)wevI{0t-6{A7#hQR}jXJbfG?h`s1T{ihfwmpGY|FG%>vAB!6;^h5&)m4s4 z^8Ms*FlM*369k}rfp=hTkubT-_Bbvv4jd>a(c`!r6HRn|+h27w@12rk9bh;v;xP!( zxmz;q=WIHIioJ39bUY^B17Y}=$*1N%<9;}bgZXY&`O|gM776>IAio6bieeENthDC0 z0-bJWj$skTRXI^kFMAygYMn*3Ex%0izm=jC2)r zr%SZ22P@OP)_`BXCwX8EwJdEVba1`gUG ze)9~7W}f7~s(HGaJcrRm38W2+8J?;F3@N@b)g%-q8Zr&QFlb_{c9AGG0odO z?R?Cnb!FyefU_3&wxj|@(iBak3{f)cuwT+lA`DR%1kduR7vU9<4@Qi;KltGuB4^CS zV!dG%*OPY7od31X??IdWC-)u0IyH32JdBs_Z*CDpecCSY!Unre(XZHl(ge?U_4Fq!_9&uhv#&~r%{`of zX8!Cm=yq#dJZopUeWj?^j5shF#&Ju03o!4$-6#$< z8Qm%LF&cZGg7$hxvWQpvoRnN|A9&!k6}6$I?rUufWe0&^<=;kZdWGVT6;>{);!~!} z;pK%-H|SURE|lU2)I@M=)Ef!768-y)%cn?-7VJIcOxi%7>2B#Gx<^rqZq#Y_MFrHf z48lQ&C-h#@g+;QgVuL;B@(ia=0S^b(u({%5^7!xka$)6xszkuF(vd{@0m-2g!thD|9@o_b9Li4XE9l z9QF1j2icUHp@O;YxEy}Rd#C^+zh71^|K*`%GWLb(Xf}74{@5&ieCY_5sqv!iX9nJr zrMt080hY$tOp*)2+Q!<_9uEdz>oFQ%IGQdzdRn>cAi<3V7wgV#!#CRJk1NU3DvxQZ z9~5&1U)SaLTt+yHl_Y$6E%la_-GIz66fEMXbeUzSKw36#x6Tj%9Bz0-dndA4H;}rC zVi7=*%Dq#OP=pou^5f)5K4yVQB0`cvXZFMRBgxDsVet#z0@*stO{kUyfKE$riiRW; zu0T<#;$CO9{5)^ZQ5v-4u{`s%!g@JvMa(>WB|#JdUx~}bBTEqH`iKGVC;tIxtV1K= zqwbjV89d#q4f_kN(FE%(X`>{Ix7yJ9y=4^3P6s2R=!Pi}m5q^nQYF_pO(OB~Io~GK z>%1hUn5@8}*RSv`sTg)z5e^MlK)x9!kyTxv{OuzsU8}B8=Rr4BngI+c9tgSotutI{ zcB&S)0XMWicUvw~2ePMsXL4_^=D=Hzs<{M)b7zDXxoe`K41`Fdl`%(QsYRabvr}KZBPp!mroaKBzL#luhZ@! zP@%6|x5#O~3Qel>qmsR9u^tFF7B+U?ldC)$eOM^8ZDhAQqzsluvZ6)hSj;Y}KT`ne znbWO4kx54^Fp@JGg{E`2!ACnfN(Wm%g7qR2WR zeQQI(sV)4!*1mf`Ym?3$$BDW0Y1GMe_DWJk!RH6d|AwghnO*YGqY`M(R zv%@U1E`jv}sZ_WzzzI9H@nkEPTa6aN8@gsennn3zYrzYloiZi)!KDQ8;}lO6js;5m zOgIKyX%3QGdUCIXb?yAtup!){P27?EqV2{)a=-!3RKX2Yn0pEaR&8wr0}Y5(xVEKK zYoAx3CVRSh*ybg7HeEvOq@^b&7W|$q>z)ZZ$><9hasK zylGqKaXMnd7olKSUfM{;HcJ~Bs0yNs5QNM<$H5k17vzCGsC zjbvBR{Y1Zj)5LiZt&8d+`+Z>~Yw19h9BN4({v!#;1f7&7&WaA#1cU#epE6KYxwbK!?M7OtK zuTL?~MO3qIzynN!J7lpi0?=ycCof9X$x7g>WrR?%pF(Tz{>y|U-T~B zrpCQp>D6P+EDdiYKPlX)-49M*q%+N}N82FD!zJ(#v603jYJl-Wa)`-hNA_c-W%<%T z+*Y}uEGw7MODGO-rd)m@in7AE8X)nCtAlPlBe`8kUUxwEiB89++QQjc4uT~Am2D89 zm1jNCLJZ&}-jd9=+El$vW@sYs$nmfl7*(8Td)je@Fz5cGaD6v+8q@ah{+VEWeOgKG zOg=gNpq(t8zkYBuL}T>5_FHfRkO%b`Y|#x=%^k_wlb117y&CM*{`93Ys3XJ~6$2PM z3QH9g2H-<~Lq5;0pE;kj$f-qUhSbRLEL#hk!fuk>*dB3(3RzQLO7r&mrEK2HD9gTo z)A-yIB^* zv#^~gTTK3KxXhjv2Bev@jz|K7vU{EzQLFHk!m%NlY%N!_=bJM{saFam8l*RpwKtnB z@CEmTIQD$CEO`ej$(oNaH1n!jH?VN)Zx!E@%!WK01$R1lM2(LDQNXgtuc|bZ-u zBbyIPwHICchU6)t7oBUZpEia6!g?Yh^wByBmuZ&!p%ju|wVcKKk0y+?(uM6)$>i(V`aK)h2-It@l^mJMNbPJ&qKW=Kxnv=Wel35 z7c#TtLepxOkVb;VtE&c68^UEYH?}rBuW$xhIzoww9YM@Ug2}gJZSb`UxhS`$WQY}E zzmsw~Kp&Wp{H@bPCzU4LRfb^6zy~ZH-e?SMyV4)Ob(JUwFy?}lYhlDeL6v1OhtKL> zMLu)qv`<~5ut$LAkIBkqKnGSn{Zw!cR6D4wrY3)C9)?F|kJ@!|La}cYh$VA(B>$a1 z*=E_MOk#(I97rK@9ElMG$%T?!IYpvY?V&>it*J;P^h;5$0FZfF$9$YFxB#8ckc(E0 zU(4A8{9N-lA-OSU#Qa;Eh!H&>VAOlqy7(Hb-^%=m)R>CdaZemNKl`4MH%aE)qz7*# zrc7Gdh_ptUWz*&;8-CxAT>0M3LR~{f+&o(%RFKO^W41a|S!$yWF^wa1mfewj;g7a! z=@KTtt*}lTSgYK^ zk#QNZV~Dp1ErLTXnn877=x0UNxEwnso;=Qa$G%#{)5J=2biD=6GJQIk|F`qsS(9-Z z1xG2zKMT7W#?oS~L*+Nb%i^9xES8X-oC%Ma6Q3o^J)@Rk%%CU=?-L0S$! z2{#!!nJ_Kl8}|jQ^Pjtd35>`#17K>9XIX03wSJC5`_Mfo8YYn9nF96b2RsvS!5I2>uy(S-~h*hg+{6XjU0Xoqt5w=$*)wKg`5sDX$+eMakiTwzD&i zoH->p87rWrl)%M%Y zD@%rQ5%G(8mX5&LOv$8E$2z_WMjjucwG&bV1ha0Nl_;VxM3=nm{tFpc<}egHjU~{K zV?~-$M0@gKLo%;53!aVQw5K+otiX!axTpSdXn?GW9pell$_^SPql%z!#gQe+SBxK4 z>omCNOLC5;lNn7QzzWGH4dg6V9@aIE7^y52OYq=n{*ILO?v|+LdY!MKpM^$Uoxr@# zyZH7rW={Fh01RT-3&WKs9idoMFs_7Z6U(>slA4j?8&8m=_=;qdBL=l!{}A@t~m%Z7}=5OP>kt$Cevj1|b`hwE_e zOB$qUPD_s{bq>+G!Qc<4z#4H{a1@@W-}_O3GvNoj*miWFcN9*}mq ztz3>Y3}%#%?Sf%t0isy?db#9mbT^VuJ>zk%TVxTaLSJcQ*})e7K8Y+xnKiH)vL-Je z@{<;Za#gc3`uhs5vmtuJ+VU$ZBu9%tS>X*SU)D3}NTEXXdAPZ9PjD-i@0+Grv!E(#&a63>- z3?Aof50&WUjN`dGk9Je~k+!eZiYP)7C>YbSlH3;aC{avZhXg0C=mC=z$cSN}dV-ck z5lt~L)h`NHa8`YY!qy9zEX$EEO|Y5c6WIn4I^aT*!;<}NAQ=XR+diBQD&rC&(${us zY@<1zmV84p#44SOTLHGzY*bMgGEkr-Q)fhL0#gAkb?F;d$lpL|zr)#_o3)V>Z7Dkf z9+sL3mzbl7QtdiG*n(a}ng>^}U2?kMrYpR8;A*rY@&!?yLN5~LTF`q= zkC%B^9cs_7%XK*BIN~QORnAkFj)kwito63SFtJ-S2$1A{1qN9?BPR6wdv_Vj^4i$+iO=}xVjWpR$coW4jZr>xqRhzMX>_Msxh|tr&5vVz-9hzkpOIrcrGrr zFq;c|O6P3BPQLaQeVxY%b4*&ugYyF`S(0WE4ODbHBl)E09O@*nND|#hzT$n=hE1FQ*Oo(^I}36!P6+S~e*)(@b6lYW<*#ZTWo2eE+>|N9Dn8jH9=U9g*TDvK zO`N%}^43;JVuy*Y+1$~^<(@1Xn=dWxN}vpKIju*EM*iom^E(|ifJt?&7PCr`twjnp zB+E5PHzI7t2PAJ1ww_wfEN+&#X+L0C8oX9fJQ6~L!3*kt=(hK>U@50yh|)$-9`WV! z9Q(T77IN9FYFi{8P`c6yP_4$KWV76VBROB@vbd89RT`FEHs|xZj`ZAIBI`z1&kSiT z0H&pxF6@)PY_t8eESbR*_#t;4e1bCp*lbS7JXs$cG+pf%S1@uQ01pDG=Wpb4Wg6om z*JM_m5wju8cpdpliLImO*hI5>_&&9sQoSK^1}>@+Ri4AdBfu4lc6K5x#1_Z zT9s2&MJ(2a?PKXgyIzpookTI~A}z7lkQsu90}mm`Fd|elNnUStH4cmf6y@IFCB?^h zVhdgP@(IMebq#K|R!O*pK|7q}hw3d{+!Hoyw;O|v!Y82K6$KI*@DdQL?9SgI?m*-8 zq;z7`z0(Dt!ty6*kh~NwAAiUVecCK&OpC!cLt3K@5}IWMeI_WMO+mR{Qw z;=zjfSTuQ1oO31xGG-~8RV`;+QeL<}eSW>&iF`09B5pF_cC*Em#-2 z-)2W#72kFWp=qsPzgondfNsn_ftak(`N35;$0o{Ug%a&L?em0@BeWL#c59YhtYAr3 zAha?;#}*Qy^3t`J%tPm}z0P{eJBR$YYUb%~2&{!*8I+X zhh=OVERZ(g=3~%&&_D`u;JO=195b*~pt@gxl^NUXr&Yb8fhD0EA66#n%@kg2lSOU%)b z3m^~9o(SijTx8!!L$sDM*NxUMb}lKq0zF29PVJj!`XtVAfr2{kWG1noPIE#E7-Z1AU5rxR|q#dC75YhJQ0kfy3s^jD4 z@gEi&E!tn26>_ZugcK4lXm%_rYeA4F{1d=T#8>9zV4yRa_~*8(DRpgLHoJD~9m=E3 zvvx!=3ly>aQvCM6{EX12H(P|4V~Mv@|Ebd6kSZRwBnJxdi-!DeMd;W4kXl(mvDCJk zbV73F>KtvWXd36-1-qVC=nCY!yY+ zM$yGTBN>yk-kfx-b!g)TaJE@6=7`gi2u7FD@;Nhz7#?bxRm-sjdd`~NZMQVA0D@1~ zVRCtbL`o5<#MPm2j{>LATy{*$kvrXdA&RYA?*${nXjKPs&isd>{m5B9mIz*%U)fx` zX;Sn$8}qdK<^~kKb@kK*`&-n&t9v~qV#-k`jkKm5g;$W=P%`))s(bU}=@hLck|?3U zyC+$+(M3Ech=#eKws0afdy?6J1=mHFZ9ZLEjiU4^Y(8>>SlZ@p3tFJab-$lc{~Nbg8l%Nl!e!)8a27Z#{N%t1)D-u58yFBkj9X;2dFJNoWP27@no zJ6$g8Xm(>GMu3YincQl1T~f0X{w-5xUs|fSOx_*F{}w1i&u)J>o%%Vg)+Lb%R-}IO zgK4+d?+@JMiJd#Ph)d$9W%o`nn(nep-3Gr$XN;I4Op8Z9TM5BIhG@z%1FZm<0yCxS zpsxRQv)1<8;7U}9XaqPnx+u9x>6^~52D^=y^5dkrt}t4e{6Us4&G*YRW#R>II@>sZ z1I2;KHD8$*lASGnS1xBPf3Jb`?j{Yl5|`+T*J z_1hiEPJ~z-xyAW*1jP_+ftpuh2O9>vI-TQe{(tD|^lvaXQxgCH002ovPDHLkV1m|^ BJhuP< literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a768718b-3d2d-4584-825b-4b7007032c3b.png b/docs/handson-cnn-tf/img/a768718b-3d2d-4584-825b-4b7007032c3b.png new file mode 100644 index 0000000000000000000000000000000000000000..30bd0f0e2569a0562dde79263393997087d085ec GIT binary patch literal 2214 zcmV;X2wC@uP)a5r0>Nv0Kb8Tb({S7ukVx*Bk zqRH|ebIOa1G#btPG#Z3u_0mf(z4X#cFTM2AOE10j@`uG91mb@W#0_~%@Mp&!s7Cm8 zlYO1ugWuSX%iD3bz5R!K_Vd%R;qIjkm7i|1-SnOtVR4fWEg9i8JIY-}yYri@kR9mq zX-rz~%&q-!>}dP5GLc_ogzYzMgiqurDgA~0P-^z}D66&oH*LtSOtl`8o}TIde0BuH zE;d!~y8PewjFs(*_83)K_GUW!bnJ2nyE?+P@WD`^+-p{qOQD@}`O8S@m>+^0VJ$#G;f@)BH+62i?MrFHLpj;2 zmqFg{um)WhEdgtjiMG=DBJbYZYeR=Pjc|DyVO@0`D(gbi!nJon@z-TgUBa|XC+PKsd5`x=y_z z&l08Q(aAwoW+@*mmtqWep<*__k4ta?ebNAW5!nZc(zjqgw=A()l5zu$u?>SnVhGGo zDt*w*?@G^PH|~7^=f#;NU*R1G`U`F`av5`*b}WvQn&Or7WjE!SB~bdn1@OLNHXa8f zW?u|iR5~n;V513`kg7Q$zd)sdk1|R>3tM*jaX5oY&uS>Wp}A0mr9dIJ1f|k}b{qyk z=~SGYq(~f6zk)m52u*Eclih_0Cl}4W5`ohBgIhS;IjZ!mO{JM|^3Xh2q_j`};UdAt zD4hmkrS;syq3OGWo`WKR(v&)Mw%qY%gl5i(Ngz^q(5QJ9<;_s(kg767Pd72<9cD_$ zbgT^$=w+bo#hZ9(PkycA48w6`!s&<}W)sXiY*9l@?MGBQScpA|1M*#_y6_;Djj-c{ zD^gl8+c{=W-aCAgG6Ky!C~a4wogUhYC0-;>U8y~Jzj3i8Xh=LCT`@<10Gs|2UuqY% zr)P2=_vmc#$%g{J$t``TK6tR|EKwCW6J1MBs`ljj8Hs%M^>#T^spg>e97#$*YFXSa zfj#GFU8LgdwhdLAG*B(Z;-_9DatZqk1y^863wpR}jk|1IX9}>29hTf^%+?+orPCZ! zcNWIfR8lt)TP?z7>t{v>7jE(?%7A^-+2UQ|z|pAa2~~6COvP2x?y_;cw;rZzspjc+ z*(k9Vm*-=72}=jlv0+tA4X#AaR2Hdzf}wA|4K|P=P0Ow)$O~V|pV`$aF9r8|8R)Fs*=x8q)_99xFqoQKqWkp@C^t zm*$vOMfwo+&ro$xHiicZE>)zDnq#^xc;J{;r3vape}#4Vr6o*ngQjVM2BzDB2M#Vp znqZ@c*GrN z({?cpiRMMyJ3~y5K*LD)G=MS{R#jpUKpL2aJc@NUbQD|w4s2;y7t;V9IZX66bPQY& z4n71$b4){c*e11gA-G_H!h<+yj%f%Fk0*>B7-1SB;0%_jn`hGwfX5JqvA-C9t#hdp z1s9~s2E?33HVvr)yF6`}djm{EcqAaQG%yWA7k0U>dp#1xbfSQVM$rR=F6@%rMpR#q z#Fz?Q))&13ZH8$Wpf2b#l;3Wxkxl!+F&*fn&5IroqC?K8DW`wrCu{Fr;WxooX7oROYu0x{CK7IiKRw=Ce^^TAG(1`e~{Y%gd zdhuSu!ZH#cpCZ98*ju{$I(y3;CHU3jLKM$78s?saT1n*tod98_YD@GaFpp#(==dn{ zWL-MaPobDw+-Z$-i*VcA$UcSgQAD`1VI!$Ay+)Q6x{xpRu?UUwNJ3gi{`J-|;?qQ- zv@hE=*O??M57CiB*^%i%zEPhqr^_H#rFpTW@>+ggxLYCB>2GM=8atfYr_Z|JXQ41$ zQ)Ozp#nO}FL(Z?l8sYh3`V;AMF@45I{QS6F{!s1GiZa66*!S`g{@tCh9yA_9>gGboHoz4$&>8{10pLK8(A9m5DlMcGHn|08o z*ID-{eJoLT?IiAW(L16xu2z4*IlOc1h}*dE`w?MyZFSJ4JD2~59o)k6w>+IQ^jo@g oX?0KntCwDS>7|!mdii7WABe{0?LTa-9smFU07*qoM6N<$f+X=LaR2}S literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a792bf21-afb7-4617-90ee-9eaf988cddd9.png b/docs/handson-cnn-tf/img/a792bf21-afb7-4617-90ee-9eaf988cddd9.png new file mode 100644 index 0000000000000000000000000000000000000000..c599aa8739c26728ff2c0cff13049d73b5386458 GIT binary patch literal 47024 zcmW(+bwHDU6BkjD7U>X_6c8rTIfD=>rI8rj-T8oYBOo9-=`QIUjkI(#Nk$NN(M_MXvl-Uh~$idpEak-M+po zJb$mMt?=*PKa&XL5i8SBTjS6aQa|bApRc-i@BF)e|2{D>F$oC?DJdx#85ub_IRym; zB_-wMv0%)tTP@Pc@~^agSB|^Jd=B1zzY^ehrJ0Nq$`JIgt- z=@CM(Gpn@3?Q67Ih(By72AOe0P!isYhsd)bhzN&x4D-Hrc<361fEk|4`8|fY%>P3Y z%TeLKIE+i}spP9Q z5SX5B^5cJ-RB>p#_gl{vqzRK+KM4Fp&@bn%)4ZbGqwl0!Cui2f@DNrHZC%de0ULx9 z5JvV&Lj5D*TW?q2l^tqL>y5~Fj>dR%E>#BF>H z1YKmk|D9X#QNtuJ2X;(cufgzqyuUBgrDn9QXJT`Skc@$~Zw^Bxe6%6(?Kf$Bt!P2^ z_=|>5LgySMkLXnJN(2_as<1Ty@p>npb69h>rt~im#)E|E^q}!p5ACDI`O)7Q{GL0? z_MrVQj18IW?lXgeot`y63_T~>Ih^*X))1vJMP_z93V0?F{JeXp2iH-z>eIIJm&M=z zgzAQ+E1vPc^#R*}-!)}qLMPt^)=F7}pZ>QN|HtoPV1RQaU&%TgtA&@3CCWCjz3AH(B|p}WVx^inkZ*m$rh5q^a={EJ@I~1E@x}hweaK|T z-F(8*&sW4dD$(%N-=ylsOBP~kkwOvS&oO$+~Mj6Hhh@ z!JFM3rLf1H?#8w#)}k$>WK4)PUF$f$wxmi={bxy0|F$I;wx$+n7~R#=x@RW)Nsbr2 z&Hho{B$op#i5IbUUdKwA_2uVLXc)CYA~T!oKEaSIWk9r*CSvfe0KKJ=1>b{!Pi}k7 zrN;Dn)QB+_lNVhh7W<@qKKFMLou=mRyr_N1k)bVQ1En~_?}lX1@1`DY?PxQnIF~AI zc)39u53&nTua{dlb(I?NY3D*bH^n|0-i(n9KAcU+aF!JboL08cIqr z^l^83t^rm_s{aSd|8_pWSQREoTyLUw$8mqesP8_& zgu9jYzgq3g0i%eL!ui4bI{1xv7N=IpWF%o{2lTdrWDKZX%(Z0j)`K=v6 zV_0gx#dl_*U+NW*9-{AfC;zZGHP(>j=T$QiDL8J^LFmnD`v0}YY`;q<@cMX8crFox zk3`OQF4;-!b@*c`*`obN z8INRoT47rZLY@nBwfA?wmH7{8n(h${;mC(y7N2ilsZ6oH92fu679vdfyoMozQ+eim z-afLV&2loyhs;$XE(>~}oZ)M?MDHYFd}aJgnVF*syN^;6%Q#{UapN@rIr>QtCB{tv zW>}obFlq^!KQqvsj1%(+TpK}>sIx9gGxwd2(8I_UsN(Hd_1#JTel$x@*7xi+UgbUPLbXV!30q}DbJ6>_@YxU2j^ zG_-qvn%q!{)=Lb@!jYAiIYlT~+(LVcIruqur7rhM{<3zomYK0M()|!815Z)9LLEF( z{*(Y_&{BMA7<(;$uH|R4{YC9}>O@M=Ey9IG6kI9f|G!p-%&6NvjeDZ2Hf`8$@B9rT zWvY958AUAi*HqPGdFIvUl2`F_h>@)(7v^OI`B(i%&BPJXc(YSmCCgQ&Ab(%4TY7z4 zvPgzk*_5nSQQzjRLlRlUqN{HQyOQO>c@ZVP-iKO8-Sp16UJn5tef8&^Z9-MD@HCpN zZP6W?0G1R|m-)K&2~4hQAf-CC7r{E@BzL-5O10z`8}!_#{kw?P4?v$b*g4H}v>PnyK8y|9PjENxv1eZ6Cz5yX?dT(0jxQ~5h(Iq=Oi2b!dSfG~0iG#JQ*UXkDI6!ARDhtMBMaBJ2Ar2i z=}(CpC5)2sTCw+}VkLS`J17GCc$9-qac!5}Y}_V>?i#%`u{c{d-$w8)y3A~v!SKcm z7b&`KQP!cs^2_qWJTjxDKe~r-^`8lKI`mJ;2XIZrh)f6k4DHZz|Ew)J8$T zNIZPhQ$?9)lW5+gyAWNR#lO!TY|%Y;B-RD1`ghXxQ7P<|1$7ouW!;5$0A2MA{c2^* zhXz(E^q6NfeaCF6UdaGry%k)7^2b(GBqI&KA`O@4K+fp|c-w+@%0Ip3xn`!NF0GE5 z_AR<3*!a{}&l6687FFZgu?b9}^$dpye*+k+ew>P^Ua}bda`CK}P&gZ6v+Q8@bxBR= znk&o6il6Esf^GfavCRF1rn>fMB~5ZEl;ny?P$@d5+K4gUnLMaQj2#~kp?e?D?T*-n zOFnZXa`Nc)U7Km@`uxxQ(V&ay$<3e?z=KjbL^zo91MeOG1SBk^KM$l{CUMp(UAcM? ztYNpySh(OAHEvO~ZS#7q(&3sEcWWo_sm@~y}bLlFQeO5q&Ah}r}TSVtOr00VsaLwz~_tW z>f4~ok+s$z>4Z<5=f(A?uTd63bD5UkBTy72o5LJXHEKp=SXG0IRX`rLN)!IP_o-2S z9HC7&qpE&oLp|sGI4z8b3YK=`R9djIEK*DWev7%Yno9D@U%)^;Ua-W+V3$NPdzf5WpTFZWJwg78#r5axEQ<@@s5wM4zY&6$lEVb##h1 zZNAQ7q;ipr;%-*Mc*A?HJgLORryMRmR9noBm6mH<>Tl$e0=@(0`-2FP8?^|h4vsq+ z)Xuk_cZVHInv{)CUog+UZMo1aj8<2sVl>*=$y?M6Cqjg|ro6^sJF|0+!QBS}49+L7!{6lQ=wn(KL z_Wf>zL`ZRvW{2U&4_H1+*oNY?+1f7#4)CL@pXm zxY|X8?QS~EQ2%GMD0`Yb+!m=pmPCrbaUvIq&>>{MH;;8)qwp*RBhJ24*J-LEBiCsmtj z)?-9F{_^Ii0T~zi9bCb)oxwaebydPP&=tpfn{20YDR0qnL{geJ%wa{+N%$gKQ2k0& zX+w)f!5VwPUk_hq0AL^jn2W69*e#0DIFIl^vCa;mu9B^yG%4Hq#7&gHjQI(ly%fc^ zO=lEK(lFSyuXG-L2itS$@tGUdI{et|q$W{t@LB|$Qr_~#KOpe%b4(V|7h_$V># z`U<^K4tZ$~qQhjZ)f~{S3}Byuje#i z$4Bka{UlsD!GKKjiD#wTM_>UlVR}mrE4^Chz~q9BB?kfrmz-|FPGwdqD<1p3oeD|% z?P0PW0vAaQ=$kM#{0V;S{XAH6S1X`^;)9kv+Q)Mc#ZI)2_xgy;)j@47L26bnnZT{szmOEIVXE=7UwFGpOp+Zfx! z39!~1TSc#b`sMJi$8VR8(>P;zr7k&?p&@V|);7aOhlV2J^~@D=LA&!ASQ)Gs37}KF zlR@6~c5aNPxAqRUd-6UgL*@4kXK9)XtzfOd>1yM!wi|OhA=$S0W(?DYwtn=~@T;k% z5V)ObNx_4+f%-#2E+4#ewa9l)Z$YxZC1ZjdoFh`Ic71c>>gARy-yqK3WYSy#ZP(Pf|Y%iv+YDaSVe{r2BYX+=kM%ZH#+=4wku5?p|2g?d21y@A@ZY7 z?9c+8h-~^ZxN^JouP~?#p(a>{coWsMf4<}Ld&N7*t7+bro&|Hf!;=t8#Se7(8W)wLBENFX*5~j zc3ngTvgD*WQha8LhOW2*Pywt$;JK7{9!-}%!t5k)fEJeG_LTKjBbxF;kHa92NZjot z)x0`lPwd52R(t$;ruHR^LoM;}`l;P+=&nG@0Dlx`$8D`CExTs=^SCqKaZ1_id^ofC zW=7k#9wY%CSQzQfdJ9%->7U0b{!>RSr&`J5XwV~JDSXr=Nu}*~J`V?Jl7fjgcIA`t z+iQpzhAtg7QjENTEd8z@`8@f*=ZZIE;*JVsealf?r5Od-IP+KN3MhnKn#Pv#zPLG;bll- z^m;NnS3BsfG4uep2%$0zRd%%k_BY@(FwCW zlef_8%lFl8$b`iW&Od`v<^4cZ=VM$O=xUbQPgY%DQju}L}bNby_BHJlA>y9`fG#3%>I^=sBNVaj?cR{5%%B1Sh5JQv!l5A9TYKKLt z3tNUjp&h@1o0Tw~BV^*wPi=m02Jh1ZA`$JXpMCeZnA}hhTRF5&=d%GCY(XW$uytFU z2;13N&1(~|dm0gcanC1o?r<-)OOWvQhSKYVs&Q_-s}M`T&-&@gFalDWd)D7*bg?r( z?e6vezBl)g$-?GE@HW{ZoFp$$+pT@k%C})d&*h>8>(eSf?=*~fa|4jet?#sUN5qj8 zIv^|8o!>v%+$#?H6Y(`^*%GtA^^N~>>STvYZ~oL%hy|w?JzX%$gRj}FZ-L)$#R-Ka zic=E6)DZ893xiduQ5L*k%g#deAODljd3^Hb+4g|igLFNjqV8mP#ue+PJTSFJ*g5&H z0SteF-nP2>!~W|ukKxm$%Wl@qCVhTgDI1_sh#uU28ukji8}*{}>=jmMbMJ{b_0&}~ z*18X>p=YFK8;mgzv<5Y3*m(6#)-l3TQ9gC<9uPL$wZYvR$xS`WPh6r}BiFl`LT3TJ zY?)sTAA#+id2=NQu|~y*ob~$-fZ#((ch|IQNlv$&h0=`WmgjhDk|4h?gi+F;aLXSI zt{h~qc(8rrq40N^`Sg-j=0SUu2;mz2Kk494tO}=V8a(lSul_ESLeK1H z)g-9wHKqP}HGf7l$nx12P+`?A4(KH+p!`4qvV1dx0C1iu{+I%k%&OMw^;Z@^-_&+9 zq|t)cr&(q5Sz@-lg`N!X$PNBIlC*!K5|+okGwXegt$BD)uM(bGiHQh-X2ZQT7h6xw zM5`ZMdtNiswbsYT(gT$!F~%Oy!#AW8Azk*AoAN{7BEE}MpXQqhSQ;pBK(GjFmW|dV zHMEX-al=pB2c7S+e7a5objUc1{F%(|b0RNqwa}Dir8&yGFZ;`qR2<( z_eOhKN5}`a0l_?I?^{GARW`%dJig%mDVEiRb5-%_+qq%0N_1G=Pae016CoOjW3MqgjEq)uIt$+YJ31zQ9r7-ib* zY8HDfd5cy;U%CDVc*-`ZoJxQ4w&`>qmBFwmM%0+_PLIMo&Z{cSN0}kJ%$3j`zF9Bas{)rtsPq zHvqd@h}PCp68>-HO=+!9t9Ewb1Qp>`Y1AJ~NWsQ{wxM5-2*m*3ERFHeMe4+eHd+A%hLu+97b5 zA7kH#aqqCP!px8)#uNA7rd<)oiwid_{&9CHz5ol)dvUf*7{3 zJBOrBLVx=RO8P_#o9{8^-u*J5W_5*=$L@FMO6-*!aX_;$3i@BUN?&x`1?a_UWXS)v zG|EClD+k6fJ%O4CD;al5+g!{7ua*t7x_=Djuk7~dBK`bxz#3i)^E_sKJn!A3Q&Tw< z36TncRPXb&GZBN`b@op}GP4}eR)IU8o-UlGfwM%|22lVzKUMkT`e|n zsOk>QpvH)F_MFA9!wUGz%P$exmy(~^#j;I<+8L7Gg!{AUBWwjMt50jX_8lL8C!pn@Q+bj{xf8RaHC5^Kt2f0z z;3oH~-p{+lDPD^@Y3L!D?oX@M%NeKWMjmOMTGWuz!c6sX)vI+mrSW2Y*c+o-Y;$ZJ-C^=n?D2lGN0?HYMnb%q;V${tz?~zcGcC$4pgsRH zWz>_}Ftfg}l3T&Wr~7DvZ){Tv?>^re{`ZSL zf~4UaR9i(E7dq)(70hY(q41O0E_(3nO>)Mf@k%g~%nekz?qM&7uQs@h%91rgA-U@y zpug0|J?iQ9^MV){Pr3xvxg{mn^(vglCQSOp4*fnlSF!XbGMf=W+9KWy`hp19M2nID zDvw}g{UAFrTL#2UZYA3pDZg0%ze^*S*O}KNKp*!#*8q1QtqU`gVR0OG)vtE{XWW`L zYrHce@Ok^#DX~*-%%8E}Wm7B0HTOl9*R?Hh-ZuhcXBes-$(aXL+`a5qwh>x^lsY;l z5jnc+id+_3I>@ZCrtU@)Q3#*?R2fOJF(0>flVSahNm=_g=>t=5y0KWsk@Q&N}L;elt!#BrT(vTUnnCK;|qyMfr@&`cs7U6 zn!L#xiIB0y!ukluH4!ZAg~wT(8{~`l1nLdi>4k`xJT9FHNQh+v2#Wm3U|e~R`JbUD zCeX$yqKqQ|^vh226ub6ZlDp6FK?cO9d6OT zk(8OtwQrA>RMLXVi(65+&_upO2uC?QWkbQ7)&CEFE^&TF znV>4V$)O_f#!@zv?Fu((zni+DR)BFvcAPmT^%Ke@ywbCne>W1I^ExIic@O-vsk~Y5 zeHq)?OAflmG7;=;TG)mWODpy@?#_!b*^+;f>)+oDdp9Kzd8dCWXA9+47W>gGbUyGQCgeJdSXb){D0Xr4ni&7kE|UvhjGw?pqLtIP ze=u7gm7yoF$o?3pcn^rrNRGfWX=I?|{>Zf>->lo}QV3*j`P=YE5xHwJ`&W#9E8ubq%Vyc#> z_WsY}5A=>6@?1(oX)eb`rH4VV6UQWKBVZEBU#0sY*L~oAWF-Zxi@Ku zObwkoQ0aQuUwQ{pg^t)Z=H#a0%*GI_iZZ~=4KEIS9;QsbQ^2{tR3zzof9L_ki@+%r zz|aGQ!_AxAI8`L>MI1JmanWVY+i0y7{<*`K>$i)e=06Fy)PUXVX3R-!lO#>>u|t=L z{UlGvLx0+jna{^QYczgDQuj%WdjwR)>(rnICbz&Z({h`11{2HwCMN_GL^{zSQ@s8eEFyur09Tc;z0L=(WOPQbv-QDT0ich zQiQ$c_%(bsnL!Rl3hvKsMaS?B)h^vX@R4Jkc$Bz{>B1=+#yb}t-yE-~|$TT$?VRpi}^yreL~sTAAa@hY9~7zk_~8 z2En$=FurMH6YkNdn* zUwI z1RF|)?Q1X3wmvr>aN*uU)jq-UQ3GoIfw23K!f5ExOYvtV4H$wLk;=x`iqm z8R1vK=UT~rf919HsA)w>ilSlL;uU!Ji5TU*%eZZ#@=-5|NT_QI zU(4Oqyjg_99J}M7w@UmJ`3IP-)|DhQZ3LyoQ`2(FdDb?~0o_aNU7uP|zyrqDda$~l z;p9^)Sj72s`>fY@I+N_tZQy!K1pAQyHXaUbJ)6Mi0tElWfp|2u3@8qT9OnbMTuy@^ z-J24c)vyqVz~cbn+Lz`mMYoz`p)NAfzFgZv5)|~ zzu0^6M z_}1eyTI}smxMDBp0I6~xkSI9F2lW5Fucns^n2RTTofsocw+p@TD;{ z!0GcEYHJ94R505Q)%N@~JoZ^lL!_$9gzMvUJ5IXm%5OAP7}eT_M%IM(;?Y1~OqA^# z?skTf*)QcNzxp8sVyoAW8}d_dpoYIfMc&G8`x znC^PbBnJLl7wr{%pt|k3sD@4X?LYty?0ABDo468;Ayi@lP>lXZ1d$1=u+Dt{jxwbU38N^ad9f8nMM_zpmePhF^}y3G*z*^$ZW*` zZhXhlwqh1FoL}zXwPTi1lzX_y2ptLDDA{Ql%%7T=M{{k*M9C~SjkLYR2QFgR%Qe(& z;%fJLDdv~B#HvU8apg5o-Hz*Y{Q#y0jxg>ZY*BZ`_WbNvbTgnuwn^^+2R$RyohrjW z66K`B=~e$yjX%M!T#HYK=aOXG6j0$FDLFnXc0RPQzC!T@0?$N%=jb(=a$K5T`g!>UidoimU@qx*pgVS9gyOj4l%yqRs?T%7 z#RG~q4sIT<^a&dq6X4$TIiofp!Y;)(fdI|&qk%Nj>cmb)@SW^XwwwA`=Gj3$6ad<`rXX_gN< zgq^SB^R>3l+Q?xd4+0*Lo$ZA}8On3nTD^7L>p$e6G{q}0$F6MoffX3!RhBO%-Z*zS zCMt___p_!-%>IoRHxhtJ^Qf1ugGy_u{gJB{!UBic;uPn#l(oj`qyXoa{H=@`@w7kf zzpbV0(++T@rfAx>@5qpeaivGBbIMySssptf_T3OSyK~tWh>~(P=gA&_8Tne5d)UZ% zP+#eT4hYFS%5Yv`Hfa09*N!qM@7}qIiokzY2lV&Xt;*m}_Q#CZ5SmoQ$4@9)mTBFys3A+CWPV?S&TV<7%kIWuN^ zPw*4TQD*Q%WqC;sYpkzos>plWci6Zd^*MPiTrJHq6{3Gpl>WXTEq3XS?eDO^^|5GC zod`r+niJ|FZFx=Ish*3tEMQ2p_V%KRJ{%wLozahy8vCgvT{$=P7z1Pm>LcN=`ap+4 z;BffIA(zd@0Dap7pW6SjCr_u})YSqrc*4-pIAKa69cghI*~PnfMe^E%k`^X@UGHY9 zZ@SO^%B7hVp(fuZO@PmjfybGuYVHm0%t_{-dtnQEueQcxA>X!rNSNnQS}U*W;(G4#Fws3; zez)QKu zVOnX2=Y5+u3a>nq4t#LStgyUkL6F22OPti7r@fsNuZt|DDR*qlZ0^IVJvrF=PSv`? z!iyPU?hLR(DzN8_Hw^x-{P;$P4qG&eJZJyB;;^8I-ThG-4>=zaVff1-k+m39l@!9D(n7Y)0)wP zM-j!#a>sz0^OE)XOIP0|PZXrly6#+$VoTfzZd~EMzUM`<2%k=^7o7~`WdzrcHg%q7 z@Kh#zIX6&9E1$G65>!LeuD-FcX1&pJ%k_$y1I@ET-QFjlfoBdxmGEXzQ#eBUy|Nf* z?&U2MV>LHcaDNwqhvPFbL_0mpdGCsaS-cYKuBq0Ufi`iVyra~5z{S(B_lZ~qqlYjh zmL!(VIk4bs|_Oe&QOsUGSGq{}v~s7+u+5e%$jmd3jcedO zOf~0|kKczN7%NPi9QJYGv|i-o1~0w&6BX>TLQu?!DBsY>@Yew0M*S1?y0OO}0)dq6 zyGemgTqk)eGh~RTfX2qbUOXf$R!5vL!D@tv-8yb-{JllQY8efJln}=;nks6zL$@PL z5{@3y{Qy&aA?HVGU=Yg27C&U;L30ooIZQ^&q&jUE<&kn!{DVixK3V$@+w+Y;-(NbG zpQU5Q0$*IJ)YBUyquw1XPQ6EzJ)Hbnu5+m}L&_`Cs?IW}fy9OLc`Eq%+)(g#lZ9#-*SF|>%c0f|6n^%KSViLw?@$bH>PN_% zo+OssI1X}HDFOB#Mk*V5Q$FyM2pK1WEjkAju?0`CyB|S&V#f>OeWylmAury^zJxtR zi*jQZ2Bn87)51vqeKP>HF6Ea2ma8~30}`}CP?(T1?s*7U7oP!NgF-P*FQ&=5N~xr_ zc`D!|%UXu9jB3RWrn66?v`H2Dm>hd+YlWQ-k&m~OEPj~>`7FDC2?(&l2qbi;McD_& z4!UUr;G-h(WNGgsix+v9q1PXfl|SsxzqhbZ0ZX1T zXGxh>UEiXZzMIrxlrJ8U&ZCR)(Lk*g4Saq53Wpx1ThGRjD<^+dn+v{M9SNU(!1aMT zKC{*$z;`Hytx)smlBs=@=i+G}`Yt!t*UPRuTm3z{s1(9Q%%w za|CSAABc74k{mnY&oXbU217`pwM)8tOK_ja%uIJ9?QH z!rAteDC)|5vTNm%7Op1!I-h15L}Bi8w@(~Q^6$lt&Fi}ZTBkQ&&QwAaSS!`0fAS&} z#s$!qcDE-FY^09!iijt#Eg`q~_lDUy+r9oR{n*1vVSl)-MmkOvbtQ*`^E4ZB>pDGl zE}zQFY0abhxe$*6VdgEV^GPo8cYLDYsnme1%z<#Es)8_JF;vV0B;6}fqpRluG;RYb z-<77H(mKZ+d|`o&hd_onpo&;?RxeKWza^bS#IVt)y*gICwHsrP60dlr4C)S1xc40( z6BVf!+l%+n6QbCF@MOw78S!etbt4 zFE93n2RrvZa=dY?M$>TsM7O2)5n)&l5uTK4?#r4?o7U3Jifz#=b3zLVPrguqAYWIF z;8QvaX)s*l82PzKL96A^lA{cskEWl<>izJ}+jy6-#uh?6h~~UMzi&fNob1E=(YE=iZM6=-OJ{deLH0{Uwo4b{5jeq33rc%uJhj;kd|HshJL z{WD@j{FdGrB%!Ov6JnfI&b96xJh#HX>Ex5&9Z>dh@ksskcM~S2%|*`EKcti63Fx%p z9|A~iZP@E-_k_{%-H~E3>#pdbJ#3x9_XE2=YZL9wAn@xc#Q{q2yCu|NPCq%ut%w17 z)I-&q1Rv76&GrZQy?Il91CYTG6qKuZk%*nRPCc+fPM;9goDiriKPe-IEj=#3hZRdi zUtWsRVz-HMAKisT2bGORyN9|bv{t5_8<@~@kMJ__}TaYJy1Ri{I=|VnIJ^5!vkgV*cvOIAw3hZyv!!w z5nsw)h=d;54*iH{I&$vY-oU=8Hb^rTi%5hF#3rP~;NRQ`e6pLs!ai0{YEc*yEr{?L zM5)AjEO2*p>S)M_G)9s+6^As>8x%+DlXcy>4Tv^hd_|71VVE_9tQ3~yvG&B^zqGW2 zjQmD+x!gyE(9-TR%w!*q1AzuaCZ!N2>)3u-O$Qej6hwkz*K{(*V*B zOcw0rKiVhS4J9enx1|~|qQ)a0W^02om8q<|FqcX5rH}6#{g~PyLthWh@&+l?&ojl# z{xiJ+Qm$8?CQn@lEJvAOTxz({$(%FyNt!tR6N(YIw0QO)aVK`^P)Kv;oj9x5(D z5-L&i@yh4kR+z$Tf$bKWLXqtOnTrC>OV!>aG$5^jdkSQqO(K}*1kVWAQ!A*BSu+#-om_CeS;u%`V``u(B0Zexg^kS3ett-bSy-5N@8CeMty*xx1 zmf|xq<;H*Qyi9kRu|UM@AAIGc0uKtm0WzLA0L;*p@Oz-K7eOkxMdq-%Kxhrp*3*rCBOHmWp(Juq5U0{u!#(~S2z%bj1lHU;uPTR>&jj(HW$|#varj{REa#PeI*yDT z=nrYr_TQR*z&iSQ!uAjC@5m55k*&I|AKjQ#1)#ZZFegd}qsqs$ujAPgG-wPs%OK;d z9bZZw*VMmv7O+I;7nq~}?yIn=w8@n*Q)UJOHA)HM3eQ`F3e4N=sc=I=jXi3F(@cw%P*RV zRjd2Tef_)n4O;YJxhl>QpR>h|Jums^f?xrIAhzBl>0hCk5$lb|&k77(L?J<;^`B%J zcxBbvE08W+b0)C)d5vb42BP$%CrnT?e2o0ChT`ak$|%fDJ*$9MRss1?rLYAFWhpI$ zAE?K8hr<@p~HH1K6*?T0ZB)}P>BcLV;rGn~<74Tf#BYU=o`#JBmvvF3f zBuD6f9>*+M)bySX^PH}vL6kBJI=h!LC{A{rn|pQ+(s2eJ=q>@{l)FwTx3O~ zyZhGYX{5;#P02aH4ls0`ICpa$w46!HhjEm)GTk{j7CgDh?;H&;gG*9(?|wDRY{y)R zPqzK#O?~%1vMS?c+2uoz%Sx9JX!&qIE^**4IA94NK`rQZawh5cjvU6bJY6++!c8R$7Z6P+H;|kEO`G<{;C`}(r?1RH^E&hQAl^+S z8JOCK&WD#O!p_F^`3%N0NewAmi*pCvZ10X|=0P>_vaDJ5ym^;JF zvicGa6!#K;eXnv&S^;@p0aTpw1i9i_bZI9yOlCdVNVmES z*!}RbdPgL(Zf3fe_cHoF4h#q^J}7;Qa2*wGTmDQeFRE(URO-B<06fKjzd$T1PrSiaiN4Ves<!ba%k+ z^ePm=5AWUJ(P&kW$&#D#2HYj6F0ilj8R5g4p-|{kyE*qSFv&!Cp#hH1ZMzTLcQrU% z=dB}Sr+bBe6!H{re@P?QG{ffQAPo6>-;x4}ElVH$0>rRIX>8Q^me?d2xC&r_1y4`C z>IaEwOUr9@nqfQVlYV1UrJy9hnxcY-JNEs_YdnsjnoBBa_=vD5;%hRw1uI7@d~zL9 zh*T0ezvnGj@V5*q)&F@*C=tS_5NTRemep0!p?DloWlad+h8mAO7mJ#keJ6o)jfh6(> zLxas9dz4q|RR@cRduHURWgKt`5hmzv#Rl1}!%0z#Sm%kdjdvSrI>c7bE#VpmMsygo zEd1_&1w?vddgw!m4~T})3;SUg+bJ7QaP$u9aqgVKR|H3k5u->={=+n)>)Y}{Lw>_) zz?@)WHCi_2Ad0zNTgR~nl;~HUo<;kt7u_X(R~MGl3;I*-o|f`5SdswjrDv;zh{I2e zD+sW3A@EzkIujW2IxGuQOd+M~lH?-c@p;*)IJ+-lTaRse`E*z@hLZ`IZS(hT338Bk z$Y%a)NA`u6+>Ib7USs^|^G}tKxblGt!*|}_zKb_pgNneuUvR;E zG~2bO{mG4}o5h-M*&Vox^OdeO19(?f*FP9+XMVX9>0;4QE8$pTp-t0k$U9%bHv!E# zW~HMu_1gywH+0E7Lbu`D z&|Z2an|*ma3b$mh8>=?ZRkI)~w@R)HEBJyCu7HeG8oAtoCtFu{8Mb8inc&9Bhs^We zQLbOketX5FJ3>jDppoDE)!&g2(ZHwnL4I4Dn*TsN5h72zB52195dQC9!Q1rsy*a!k*h$H@GE#q%>cSopggA6*E5d83CO#Gfd*pcFTTW`G zB61V?8UJ{%t6i2pKlWf%3ItE1E$=>N2<;_{OxI<|ed_92PoN2G@?7zoH?M8xrhor*`Y>4KjrqdVdEf#PU*^0ppP zVK)R!!FBWb`<66g=6R1##t_m1#eE#7g`j4K;-LqB&(sADkzM*#jk5w;_j7{6(^!5j zY@a&mo%omq{;hzMxTH%zb??hJpXfU!e#2%mLWP_pjTlnU=_j2CfBCYViid7ZD5(C!nDyjQcM0R6qq1H#z6e5CG}(*5 zK_|hgq~vr*J=6A;)?FfL*X&7Hb2g@H899ar@3OZ5j{ds2{(@w0 z=L-s@nb+d_2y-DHW`K~c#F*ib{eI+}Mo*H-LSzM$fE6Ek@(8LQgkhYDpMKlD5zy(V zm0{(&%qEtE*0=R1GYJRE(s{UV;OT@5FpKI(PkEcvY%&gI6L!R>jOa<=DRbXmX%R!J zzAn9gcla*%1rhe5Sa6fQGTc>8$sb}hCwUVGXrjgcw%!X+;DS4U#y4G zkO{EmpAcAOOiIian7Vc}@#(^}nGB@Q@$w(os?48qj(&*8kH7H~Hc5Y~Wd8qAbe`dG zJ#8HRryx-xdM6wY-bT<2V~GxI$6{TtwrW{Q|sG>((wG&S9G;Y^im#C=IcPm6DtbUig2V0r!|(EFdk z(NOuURZPUlW=z-S^O>lPEgpamnUnN)N#IM^JFJ zgk|Le?OS%@uwY(*3xewo4uZPW_qI^}>v+j|f?ql!ffrvEc;enn34$%^k-C3}2y7^} z6L;Tui8!5F)`rkUV&?l5g>jrYR@ri$XzDL=b*9YDkbXU{y9d+;G%L*t1Fc**MtZE%g zDo^z(y96q+)j!9!^z>j+y4SYfR}P=;DeA&{Y^kFIwBstqx6e>cDdlj}pZ&v>{scI8 z5~wDuuN>e-%xYN`s6-00*$tq@*3V0~-bI>|gW#-VWPixi-#J6E6r_w}(g((V+t;m%1M$0GB@T==n{I_*b|fbK*9wJ;BBBvQq&{ zud*#Kx%P!uBUzZIzuE^RMn}Ex=fk(%|7L3f!_QWxgSTi(){p0s6pr!|#(p2&s1LhP-HwE*2Wxl3Lr|&33TP*GHip3gp0-mJnq<5<))fF{< z$>>|;MeYY$Zyft*$VUX2`(mz>h~pmwCgs*4X4Nrra-kg!|3U7<20oG3uFtYPrIUM| zq)WQm=-R|NS2tD;5Cf;qFa02nR;AeFf;oK_ctO0xsXRJEx9;aUoi-*T3T|SUr(zR+ z$GKSP0X?KSuK%e*Pflh zGk2P4VIDO$Hx~#xb{zKPyex?W__Xp?lylhZ-8^}{e09TmEJn1K{kP(-`^mqv;H{CP z;1sZl(q3bn{`DB zpe2FbPJvr((}I~PF;RtCVq^PZ&y{dBYuQDB9WCy5 zAzY!i3f2JEohx@B`m0n~?us|@z8I3L6|>k%KspNQNdSl*H~#?P?I2Nls-wKvr*%~1u6dDa zr0nsCa20}INi=IV#DLRerSv&!(&E0_`&bQ$qj4L>CilnpiO_CFWovhFKXFyT6p&Y2 zhRtHl)qEwHykaTIey}9TQ5~db)_3=h($0Hn?r+|;sv`Rt)t}K(jN40D^hSTiVOujQ z3|faS60`3WJNk)TY6%B_T>C{KSf&>z)i}^+v-BsB3^LF}yB8QsUh-CWvC0OjbdXDJ zj)>1nx=WM3ET#G@jX6WwgjFm|^G)aIRYCU`SSRnc$U0fyIBK)|rjsHwh%V#9`CA1i z@j`&Fu~_Ty^BJcAZb&up+A)39kxz`y2#@6+e1&tJYA7E-%1F{F3b@D|X-f>D?=7A) ziLl}FD|9@e)-V@PiHg0*Ggt*%A5!1^Az;DO+s{P;NT>uNqc0U%u@^tRAEKpCS#LY+ zJ~_+jAOLFdNSl-j3K?Rcty?JhTl_=7Hw0P*e3&;X>t7?2@Y|aaV99h~62jgj5MP~TPlg$FRrEXI+zI2WP1|nB}FsR23 zpOTy}xH&3^c4M&9jXfH~(@Hw%q-nvv1Df3MzaVNke!ZyQ=hAtev@gd3%Zq^bt+hen zMkxrd&g9YbH+m4`!FFwQv{6L9*6rSR*!FS?AT!7V%V~*a__*%}5^2)ggFZC%VB4z! zLByT4ue#GAtopF(Ib8ETfOLB+1b`>|g0gRP90`=8vY(PecD&KvBkY>Wl4tUG{R6;S4uST(!5 zStC{gl?j4IOrzvK+HU&8!Z=F=hy+%d5aB6vPe19xG{ZyuSQb0A@XVCCe`1%PyXiuZ zXnNk4XqCw>S7umn?|EMAyoV=i4E8?1KBXCoo3RU(pz$h3!`Sv)+SHbuAU*7D=a@P^ zfB*FKr>EyO(zW@=5!K=ydi6IOSKxOUZ0^xmKDRXA&Z)X+eSqs_uj*IFJ7ROl2*fdN zZ;5DOsS2yb!0BWRO*X6HASwST`)kTC<7kPN0|7<30``-~?~b1$y`CBgnkTL&72ZkE zC>ijBBLd&ZF;T!=?X+PLsWJAZR9AljkbW@L8sjPhh-cv)rPw*RrFoZ2e61Nkd$I5h zGnrkHd29Q`1QDLcfrLLT+|8E< z)7OA%E#hg@`whfIjoGJQ;i79`|AfLvh8m~Ou0N6>&KlzT)xFejEd+WVm{*?a?jbOP z?0_nm*nL-EWg7BP_UskVnyMnU4VVthjCYBJ&Jm$`?f}Vib&EmJH;_GR$8L>McUq~{ z^Ct&VtC1XcfNI^{{gEg(Z5U5wjEQrsFnoyGhdXvzJ>?a2GktoC3#sJLzB*Pi&pKhr zR<`EqP%vfYrmD(sz26>DQLfHJzQJzV!<2ZLQ=V$2=fFg+SFqOjydw9-iYHj9j=Ee+ z?EHv(v>hXXIbnr)--Ea>>GMi`HJJTrXz*F>ouva7P5Ye~C=gL5{^qEB%k zAz&`)>2OFMoH-JoJW!TUPEuoQ|e)E%y4LegE@}Y7Nr#WiTq-#dP!A z;B(a(?opptw{#U|R2_-iUnXk|KcoPgYvBw2upir0 zeYfhrUSSH0vkGcA5jD@tpg~jdDCV>I(am6FQ?H}aV=9}S6!yb^FCj&@r$ZibOb%64 zyC1=^)KyK5SA+;UX9*zh;005&Jw_9JKbmjP2>vpWNIwMon9U5ZIG9`R$M)C5{1p}) zz^&EoK(@f5x;2CQ%a3$%JZv~u2H1!Hz!UHiZY~1;5^6&NNb7F4^az5~E~^!s+@}45 z9X>S(giBnm!X-jkeZG7L9doEwp2$fiks3UCsHA9IvSlvdC5yXq;5}j}s7lpGD&k_E zB1qXp~ts*BF}bOU9}-LxR3H-@;)VkdsZHY{;-R%S+0JP4-X;V zJv;>#{9WZvbQeFFtg7}9M+{TrCBH%wL-48e4Cv@P6u&gPToTH=)dGq`pbQK)_mrmM zn}t)RI4kC@p7k=`#hKmw-ty(=jYg-jf{2Vj)Ciitv)74N$L%q-$v1RfMPvjzO&DjG zMRx}n(dKUqE0S;|DFzkz z&gQz^v@DzJJCb?(eBaNQ-}>y{wWWH7G$_eQ{ox#&ARp{D@3phfu0I-I2DR3Oq_j+- za7Kp#6-!q<>t9aL*_Y-_bNRp;Tis~L3&vrqMFci@@9E)w*%ty+bkV7^>t2-T+5&;k zIQoNUj?dQn^;dA@4PmD}gtRzMkR*u8GVgDtkgJpIA;*LGEJG(Pj*$h{(nDSX)g)h| zQ~y(SQ(TNntwiqp9DgTN70wE?m5gKKp-b8amt<7<(_%%O3K&iTXN3_oagvks+ z-db)2kAFtrEokY*rR~g5%VYMvys=dmZ09r={W(9mH%Z4syZLRiXNo-2+wd`(XX*sN zZn0wl5+*>o1G2sIC&6z)whuLG<=0)=8UNoN9>isg$6#$~T1JZtM zT%$tURLp%#E+8w32)}$3f#gD@o-i1?MpXh}6K;T+FASXrSt0!UM+%6gj2ZU9i7~@I z)uKz$N+g_X&<(o0OAJ#y*>zW&5=egC(ZYX&r=YKxe9LtY9%?+E)*zl2@1Gj;sCWZl zt<~_8>eb3KWwAc%fvnnQ#MlZxY^Y)a7o_!O2&we^7wO_*z*TVIZ}XpiXKC)+4`>%^>}EP;68uE#!iT&)wAW3 zVsvxj3c-m3q9(HCW~;vkW|*_`<_Isw4yZqTZsNnOFC8;Zx>;s;@Y?`(NcC$7IV&Zl zVs2S2c#tJxL_qhmF|m}3)!VeBA2rx!5R%SZk@P;%0cjKIcYV-^zw79iYN@XOkb$P6kJ1rMG-1TVUJhkVviUdI+JiRE(D~>qJ|U6g-oKobbOt z;{p7^BcDZDc2*ENEyv%-eC?m!^>5MdCJr&1GvlMSgM6fZOn+JOPIJaq7;mszqc(vc zc8vsmtj}#A!L<|xC!YUx`~~(^j9P51v55;OH;VPsw%8%WS?E7LNf3Mh3gbcwd8s*~ z2dvGj{RY}r^RkraXb2%}DuT_jNVLwN(?x*z@90KMaq)8;>GXr1$uKsG{bG{?kF{!L z+EOU$A;4Tv!cIQzhPPn+s@ zU2Gl{uQhskCV}#Y=|-I#oe>wT%2H>4)q8$*g=#@OC{n+WVu74a@!4=I-L$!cqAIHmvTC=*%D#DWQZYGtshfC7gB;0B-#t4;|I#baz z0S}mE$-0O_Ubw^KM?VnF1;Jrh#+%@e`YK1FltA~{Pcq2Nf3Ld)yF|c5ge`5HT5tS| zwW_QQFL3fOjq-;_(&1}XTx(1(tUynu^MM9PcVr0bd17h#R$3y?$i9*H+D-8|4vZU-9#2j z6Izg*6+PGF7;U-S48EdSdf8WR7G;Gu-LHGznrwJyf>G#I|8iC|^Y;6pqGd#(==%9N z+yll6*}ozi)}(JByDMEPKydQvZ7b*NJtUV*9l4@FtO)ZJ!!VL-P9ph}^^jbf?Y%di z$3?5#blzPaY6O@)e*RIPf(FA99tOxrecERX2NSt*wN~Pj#cjWtzw9GN59B}d&2)Pc zGarHf`Z7{iHSeNFnn7_XHG1-cTKNeTDa(Y~WL8;QhEmB1gJ4--1RQ=-F5TyH;!|+h zF3wbTIfz}uyUHFLRjm$8 z>E~u2nMoV`%q->cyx0+G+lOcaU6>lNf^O+1_R-9s^Tzu$-QKG8gqT3>#X!>n#*^Bv zEai|&E~lg!1^gRh@6VXM73YLpLQCWDJe4!N<1MN>^l#PA&z!iffP#XqIrvQ-+u2f$ zffHO%zEz%Lk&!Vor@Z1nHd8d!Ii6mI2cYRkfr8e&??X2V*vGptIXBJa^Bzo+h3@v5 z7AS-xm9f(<%rKif06EgU^q$h0t$t8YRyHsuTN*a5TE5EV-Ts>69$@4pdj-+rF!I7M zCD5OZ2}ZPu8hK$e`;UBUN}=I!Rs`1t5Nm{&LzGL$QNCUMkwnh_nBT(BLUoKej?r1C z*B|yqAA;`PXtLH3E7Vpc!*n#EygHGomeLx!u%?Z$ju7b7-M* za&;26w|hP>_803e2z;l9DQvq^;<|I<-`|X{+*ZVQuf@NIUK|%b!y}A+>vM)1H9;*h z;NHaJ!evf46()&Av;B2`@Sh{X-o0so-53p-{Mc~TPFJB1L4w2wOI`|R_)G1$to8%( z{$26{GT60`%3x7SeVJB_28y;9<-sxXkaO}O+N4xzwm6?ZnQH76^uF;6xzvvco%yzc zv$9fP`?}@~nQFV_xt&9L?OJ7skMha|+|Rq~Yd0V7pnba|Elp(;1_x}D&hZ$YBWr~m!w9@fARN)Wx`*4~SqD18@)q&qt=PYE@C2rz@;j*97wLZYJ?fj_F`qG^`}iYI}llm?I4{7WD6Q89cuga|L9ALa73837j^QSEx`xxoaRe z1WuTm_AZTX6D&k-Ja#Fyk_Et4>6eFlI-z0jHy;F%H4`0aFROH=y>0x;xm}Sh;e|}4 z+q1&!KJit?UlO~SVXFhO4klhr;qIVyH%BDvB2V2&N8GC;ddhyzw05~ zI+o40uV|_Q3jrBFbxSBSL^whT(iw%LuRz0zCp?ml7PA>xE3nC@{Z$EZV5f<{T@)Z^ z>54zZ^ea)odRk+$GA^~0gr$!CejaX7M`HB|;Z;6{EoJ3+%GZkUqpi7IqZ>-Q6vq9OVy>R~OyL~B$&mGzG(JTz0VC9jZT~+u z<2J>mqzjuxY;_fM(Pz*Ho|xs4SM+FT{@@W?^yh56TDeC(EFxS zD5^7-Ir+r_>@ccRgYQCO!&iBpS1w5DtdPSwvJtanbioY%J2Z4A3{MU4n|6M#@4Ye?Ap z30{-)ol#J#-r!$F&U!`u_P5Px;vAfgUzR=SfLiYF@zEPBYm;QG9X7;neO0MWddlIs z?t?$&=v;J@mOP#(dd8$<<>rVGq)9Q-Kmv6Y>92Mdvq&3?yvm_ltP&UrS`BYyNRkgO^oNyFQ^uz^nz8%f zqMRLGUJXH+p`uhDqTii%MzUoJyOc$mo~eC$U{KIN;^D#caDMr}1QO3Hv~@>o1p zybp=i6w}JU@nsMy8&do1U(Fx&j07yNL+b64C)pX5U0*d^*t-dX^^bxecyaLNULe`g zevu7ZJR1sKwx!Wq{R*@i-~Y;QJ*LGDA{+f@r(E>*k3Cuz`64QW1;fx(C)Z*w_y!j4 zKfeg;gkHb+3T+czOLagtno;0_81!MEhR*PO*ht#V$A}KNRv#*d(ou;7xT)Pm^GY89 zZ>%E?Oe#!T3KBBkG;OMMsCzvQ?>cPA4W&y5lPxW_4RXrq{K{r(&3MRQRxtu_OCkld zilECO;+&-^iUcEm6e}|$E%v`T*~Qtj zS?~U$TdrkS*jm-L#ed~Et5U<){9Y+V+BjEni>4H0F{0bO$#fb%?-c?@AG)eU*jT1f z>ShIZVPt8)TLs?>eDNw1aFskZ%I(zTrWAW38W8_l0{Us*>z3=_(cdx59i zf0*iIE%PY)`HSMN8{Aet5U-MEO50K{(srDLZ?3elbtqLoEl=(H3NOA_A%kvBNPNoH zj(YUkw83>}^A#*1@7qkX4ovUDQs&sMr%Duc#qz+GpY@bZRW%68y-`ko6#d09-m2Xl zOJlJUia391f6ahS3aViN624~Dq0U3d>pid@NF_B5i|6#rABE|a%_=*w74axyVCP@; zs=>R?F?+uhG2HlBPR3;#dXLoeiGb+drsT85_9$q18N5k)Yd47O-A?FnI7<4Sm>(N) z6whPRMEZOgZ(Rh(C@Oulk^+^5U<#{c&cI|IT2MtHtgN_d4b z0-t-pT#lP<)p&%7ClBC3`=U?i!;>*TA;xgG$(8n2n?ubR)s+STBSFNcFMT&eTtB~L z4$Z43BJ*IMHK&t%<}{P_!f_%&%ssHoP55Wo2m8hsO6MUM z^zT<}>E%E$oADH#!@^rIJG&i7h=x603lHJ-JNYFK;sJM0mFh}T%9EzY3YWn|C&JA? zV!%sm$#{0>h3*4fh(A${X6?(~`0tcS#A2z+HLa$egA7+wl)%7+&N-fyPn}U&`A9`b zZjiL!fb+On;Q_8$Vmp!!a9=MjT;9GMD7qdu$Jyd1Dk?!+ghemfk7=>(1y=j<{eIR4 z5GZY2#*p*NFCJPr$flQ0c^#514fPK5H+uOQ=bY82<&VFONCj%(kgACe=pWSNT43t^ z$du|R_&*7NOAz<#sZ^N3<=-J5IzxUjnicR%gKqg2t^)j|DjUgYq zvDWu;VBi-Cz=|}8z(yu$guqGUBpc)iu90-K-aS9pQo-Nc;nA_N){0b{KK#Ban%<^xD0UuCkaY#!B8*z_EWjxCe|r3-HV2y!;H?MbgHN0U zgS+H0WPv>WS2%|=M}7(1m!%jv+dfAUnWe4;`})hPr~_^vbUDEwh0u{iH44_K7Xg9B zyz^T4+llUAXxf4gSX_$U{KdI$z;xs$`y6Ug&f7M(MMNZ`5&E6zM1j=324bTaEq3#J zZ$&))k%Nj{+4`Rp_-K#N2Uc)A-7oYYED-IXdx7jtmfo#j+U@`83(JxBPWY`0*hz$F7M@eEk zDWG3wuRz$jwZ9wBPUWQZQC@2O{9_k+1^Uxo5cJ3V5$~NgrWPgS`OjqYW78BZ&6+n< zdIib%KO1iV`m4Xc>;@ilJuyXW2K-(P$3N8irr+w8k^g1k=^NZ@xZsu^%pI4~f-1Tl zQ)@PQ0EXT0fjBL;`i{~K#k63Q?0*ff<<6I#?j6WPAh#zUDfY$h&)idryh!tRn~BZ_ z`OpU|Smhx`gqM4li*t`)x4LVRzm4D1y=}hYBrY|mS1>1bm+M6)ZL>j9=qFOxsTkF= zH=^s|MGPb7HdSbyRMw?ZjR8m2mIYOqSedYsd|9EX3usomSCV{r7+VaOaXe?p0@%jD z6oFkon157vb-gbCq{FI}o#XcdMNF-~t?GqB^b;KRK+b{L%xJ0R-_c$Narm4~=DhB0 zRBN8Xm*QAQ zurPSQoMu1OoU>_37-v*E>gKNk=B&LBhMe3vOWflSxQOxkw&_XG>l5pT#AoqKMRxkx zw}rhOolk(Ab{^xjLaB@g@yVxO_?TK^)qt3WUyXj->xL%`1JRsziw##LjgQ+CD!vRgv(x=JIimM#^FPtTxKxXbX=QFBX3o`fnER2 zZDKq70Woqqfe6}M!?L!xpO@9@*?c*kTGo`;-LtOMde=&{F`Ve=CuJ9-@z9FTY?t{G z7jpaLMRN}&&R(>I;H)1uC-pLGhA{p%llk|1b?_KAQxWfHz$$U>PP1e+`7Vd)g+65c$|;>~Fc61L zE&cxwFAj|NyQn~q?~QM3%E3$vfZ|~Rn26)wV#b?s*51w=wJt%4bk$eJzP`%xubvqnSr{+>_zEQw zR{0D22HJ9t-I{r$>T@!=kMcV59riax7#E|!6dN`kvgSg)1$|jyEv$=U-Nvz&ai)*8 z1l+zg>=|y!4GymYx#Js(Y+U?PWzxE zh!f-c;LY?{1QgPE5h(KyO+Dyb5?XIiUa>!|7vaY6)c zIQ%8Zn0OpQH z(^nHf2lA9G9r-Yd1Rv(X{_0`LxTqQU6?MK;lK5`P3QJ5!n9J-NTx1 z{+mL%+8rM<$(4aiwZTE1w8Nw!Lx!l>x~%)CN%>o(614nC20c!+CBIg8mGn7GX)Q>- z(TiErM{n9CbEAxH;H@u3t=W=J2cj>2dGD;< zx7z_jZ3Jo582hLqztmXBL>Ci%HrRF$8t zJte4~TuxUAWK{fe4_nOBFH9tepU~EW1fx<5xse2Ic3dUU*BX268W8kL#zSp{&ME$k z+u2QTV-KTo!v8@NKlcSgahI3=qK0hEWV!RY@Fu|*IPYHPmsX~Ep0WupzZOFOUS z^H%Dnh1bC~W5fZNj3n=e?TDk^@hf2DgXO%uhlLNps}8nO((|@GKf(EPktr{O@8RpI z?%;2^O*+#qMrj;b%~8Hp8iN@YaQ)hjQ|nw;^8 z1-j8RloPU_;7t#Wh*)6x2Cz2Uq|qY>DsVU@Sv9)opuH*bwMIDIj%^w<5IcfZ&WY){ z{o=pfBLykbXIR-CG~4Wd;ST$~it3qWCseLx`vob(EOCjdLGs4MGnFxLw4qD=1Es#i zC1+^YgX662e%-*^soCv6eV^acRi$|Sv+9#(V#Wro3Yo>9nOW*dBQLjo# z0Y7)W`_xpGlU8Qx#&HcaGhP1Ek5o&=twAn-zaAaR7DbGkz0geYUPmgSF6)DB5)Uus zFYvJ`vsXr?B0+FD*>-mq=UMf~E;4sjiE#E)Ohit9zX>>kb(x+qkK|ShQX(ocxy9RTqy~ti_9Sc z)tEnay;(VrHp~Qb^v=D#zX`_9UQA63&S&m1ucf~AkVDw!_uu)_%5yCZ4pQssJHVSEZtNaL?XH>U4QUBatEi}_GRRV7iA}M92 zdFPz05Q}zGsm95;>{#(y{;n!D?V!UK3)qS$y4{6>si>M%VUGN9< zbr6~Sp(^B3fb9_fK_&7hPX`n(J@v~uGMMZwew^Aa=Z)OelNBY8-spfKy{|Cjm$)Al}dqQUpCwk#o< zYPAb*_`N*!-g#~DK2}-eLt)4XpuHh-qkPoE5?5?wa^IkEm8*|0;@VFDps0cByDZi;|lcz2}c=2p1$;Hlz*OwgimGU9SsecklqhF z1?$O6Y(@$ZFYmR>5VZ9qfSFjx$B6`ivU{9m!axSIP5Wz)p36yk1wm~%wW}R?=&ufj zuy6qD;ZLcJ*HmMDp`v>PoIm$5<#hEOz7Br`yNm?ORBcXq6UGcH&#h>G`@E5MDcXSv zq;@XA$L5x4J#_o@T@qT5%7SyI{= zvwWpOo)gD5;$t)&ZF+`hw-QBSGezSxH%|KFAHdj$&o3K%^AJV%-Zi~EHQ!C5)EL2j zv91lFldCCv?Xaaed#z&%VZ+^S+gcc{8E;ukM@P%DXN7`M1!m<}lu5E9J|*J$?H^A* z?0?cdTRc?p9l36UR+ByXYK>#R^#PO%;qkBKTCLx>$#DY-46quMC&hhiLU}4HWcQ!Z zf?VDBS2pOMXJ(;6zk21hV3ag72524B(OpO)re-0e^m5{Ff)tRr8uC~V;=1$c&$)xY zt0V!glB!}nr$qZw5WFV0bSl;@lU^GLC)rVfxFm^vd&DQ+GnQ7VRPwz z$@`zlbAJrTvSQ=EIN0Le{vYU8AKW${rM%Y)SKkYIy+Jj-~Zp?rEUvo|0 z##K&a0PiJu+mEvAuIu9YP|z)0#8CYk6Cz*P<46-vQf9H2eA$Qw?vnTnrU%U2FOa0@ zf5k_iGnSlWrf@#gklBMEzu}83zS;P}Uvt?#$g2dm!c6O|9hSJb*$Y6I_%+7FGIO~~ z5wnMmt{W%uDH*N5IuJi|tA@d&@F62#_loF`6jChM9=vhc3oiurzDKxL0VcYS!r!L_ zLDlG-!{Iql)d8z-Xtxvm^Wgm>h`Hx@rSHVw4tOH`Gh?gnBbL5?r^UlqkGmP-tZ$A; zh{-pPK37Zi_)KBlV>e>VrT#y(0}kuJq{|8?Lw#l1B&ivvg7mv5t&3Up%AdZM8*dw+%#f?wLGkeiZ3C=nGKh?w48fZH(tJ&fX zjDSlEKs@}E^$S`r6`$go90ohN?;ODCc%pOKn3wq)j zA^ps=qxRoj9UA^WLb^$=sxM)qTJJ|we~%xLd>&C{%lK@yEqK8^6G$1ExLo?Z-N5w*VpgYHX30|eeo|Vc{mF|^r6m6$j|JW5RxBJl5S`QL+sw)$uh*k@xA8nC zU|3<6Xa9n$(9iR-VQlh7j8Z)G4|-7r*)PD8JacQvM;H-a8! zu5RHO%l;jevnxHDiYhUtIuFgM<$&AL$>l(L!rP<06@!&8jq2ix#(4~%R6--5l2-kp z7XJz}oSiLk?^1h>PQVsj?n&;FQ=hpeWDL{#YJY1W={)wvEN=AZZ|qo)p~S^2(w{pC z8f`fOU6u!^aD|`o3;5fpl~g~@v;~JKFFep%r$K0|Mih56)Z6agx9Gr*GxZG~90`4b zdtL|xZ(Y$8l)TC0^yc=AWr+VsD2L6tdJmS> z6Gv*hmDGqvhR&#*#z14aBW>skxE2xZnjrl22w}j#`AlAm@KlKBUF5pB&AKrQ*|JmQ zi#fr3p%3cZDU+mgIkJZ|aE<3JTa*0RxzGE{M6~}U&;p1(&v^Ucf9O14uh2a%E>Cfa za=9>Q25$c8m+f375`~V`Tp%4$--+e4%gCK7R6n4-n0hEB<@*k3=KOOpL@NbsxDc@k zJB3^1XEhvr;>GDA{y98^3;r(6ih{m~U=x=c!O9BZfT}lWs*k^mq5uDISFpJ-=u#Cf z1YrPPo|2BX40z2w+eB@3p&)_kXC&guq2ou~o%sDyR%TL_E01ZjlcK`YkO#XU@F$mA{k3fEPbNMZaHhrn$<7-e zvI9f?H}s;G!nbZkIzwC**YrU{{Qs;*#$yaG4TfWoyKVR3-u-Bjsprbk>{Ng${!UU+=7v=iF@ISpVvfm-OhJn*-<5KHD z%53*)!u)CpPAyJYMc9(qU^E}T&wGotrXa|hb`M)TewKX@n^zCwOZ) znQ!4mTJAG7Bf)rbRWgW2#rk2o?UO6~zk3>HXgos-Oie^Cnp<>{f4H?qwtww&j2~B zjN;$HdVZA0AC2L-dz?7!QXs$cMd>)YyqW`Hb5GjSpyp+J$a!&nnB=yIYiIm<#6$ko zG7dp%SgxThHd&{z*533=l4$ux3@cg8cJhVql??Z0%lBYviFlaFue9TFY*!sx^ZtsZ z82zIUd++pMrBh<87WQ-}Ou)3ly=*j;Z^X0EDyy}C&`isnw9+M@Vr4!n| z?L7(L#H@7yjLU$0n)(((TMFzmJno6_+y7h^pZFq;jyrNZ9wFDz8DaPX6-JtqUIrEa z{8CqM-qVJQ+A^$Omp*;}d3yqmNMSg4x8J2ea;xh*DO;ji()L0&FzuZg&d}`=UnKO) zTS%|jnd}zx$OZ5WDpk85X@`%&PXkfHZ@I_Np~?9;mt_tm$i7u6=2L|{?~*sd0AaF>{*6V`)0fc^QjFW(d~qw`T-_vX>Z{` zJW{Zs90<(Qt~mww8w41{7ZFOpkbHu|w-j(m?4?bF4U=fJLLUq|r;M ztU!>bg!ex90%af0sV;XnavvGDpaQ{1ZXp(fY45b;(YKuiDQ5c0#@THS46p(wKn?#+ zUD|N3xAm9G+Y?6`xZs9G1KNW#E2fp{zn@`j?>Dxd-NxW~D9!w+JE$mNzt8dGiIvnC z%XZ9<%h0YLmldzavJ7@2rhjVGFI~Sfx_ok57;-&-c%`6^z$&|GN8zwS|*7LO^;?4ZRR!Z_26{)EQOJDp|5BIAG zyqV9O|CJ@&lH84sW*eFeff`L7-XoTg=zg?nki$nk3~m!?*6uhx#r+~gc!t0HW%xoa z<5}q+Fxnj)3gNL2PDIK2?hbvwMtX2f1W#LC@h$tjIe$W&+8f$#!QG?Qa)XhlHERZh zTmL;YfaoSVWNvMnV@{kcYF=V9Nkjk^ajhN6tXuUP9k&IuLZO=Xz(Rv_HT#+OH+0Wa zO37!=2cPo)&|cP((&Dh)94As<67rQ%L2TE33RbQ@qAAH+*|TpsvYOhvPc)}Egi?)^ z6Io*Yq*Q(nitappWmiE~6qlPvIrF__~?LUXUmqjm81JG!H9_Bh*J^wFa>)8gD7PcpOf!4uVO z&o#<4@EA_T0HcZ4dI6!d^d(Tl%ZmW1%m-J~g!jc7XGQ%a2Cu2teKb^D&aEF|yt8eL zRpmmsRS+6IB)fivSiqLHPW1~V6KB(3XsNT)S1bdX_dS|JmbDza#xqNc%PqLS`WdH! zyfQ*lsS1SI561@z!BN5hA%<6#3P|%5-m{_#gS>t9Pz!GX-gtF69ur8e3v!oR(YunPOu0PUa@no?_7Ax{n0?2Xke2Gl70`6yl6wgxyHh+_HA(yH zaQCBv_>&ie)Cj5!#j22uZa46vuoE}JbsI+duiw_rHPifHiEH80f>d&AG$v)`Dwa?;!Mx394R6#Na9{O z7$*R+lxb`=sJB9J*e&}(g72h0fdueIBhpNrQ_w?(|ZtV6N9l!`g9OL z;%Ii!>7imV7Se4_krTC)O(JkEtA?ZAb7U3%_kdDPm#9)=TV*DC&LWj{58W3(06uWp zYVSkTrTJDO$;D~csVKQ$QQX_$>N)pMt=bPP>FjMQ`^OfR8xj^8!-5Y%ojUIw^8giz zFv%T2H-fe}b0PjPwNTd&X3fBKWHLw`wIwv08$FE8j3LCl`>`&Ayh@W9unHKBzFS|U z?*}=|%!|(UqIbc08eUW5G+(+i0&}T!u}*{Vz) z|6gri9uHOc_Dw=%ne3!YND>*@_X$a|D^$vqB@`n2c4Ud{A=zS(LW)q9WR6{uC2Nuf zBReyLF^d`Aqu=v9@Bi=fdFQYBoX^ZT_kC^mb>HW@zF!WnJ7;V(h6wi5*#+*uKh<7Q z0S(=AZr`czE+^i$?HLmV6{NdULP)Y{eYa22i)ARRT7$Z!2n}BwP~ih^p$y330O$)- z`K?xrdA5w?U6qRy{c986BM|Pt&}fy4@;&lquqkp|hsAj#(Q4V0nm#=Tfn)Q!Xb)~P zy(^BcC&o8}*Q`PAuM34id1X*5VYKNA4_)=O(_C%c%(%!|uQUr2!}BZFeaA;r@4OEv zIc4ILhDSTNIZa%&Q2#;D5;?lvg7EKjcgyxR+qU?@n&X!>_Kd{KL;tC@Ws4k&Hr`@b zZW1Aa9HQ|Xw!flnun4<6k0@FiYv$&+qh8DPhr@`zSCNvy$WaI*Zve54>Ca3;m#e(r zGg@{u<<9#cJv^}Ni?J9KgF1=ZLM{-c&0Aoln9FKab4w)e6M#b3_?7wqNp|{`^5a;3 z`a4zz|LesphZ7fJ^2=%ioK_}B)HfLBdGLnncjaB^1gwq2^{83oX3 zoquy5phaHCUDo@#?qh&5ak}vu(^Rg3&Kjl6&G6pzRQ3H6P}8=v_m)QLix5rGD3>Q& zE>SwGdBCU=48h_$=Is-^ge=vz?3DB{%4b1JaOBJ=S3B+DSb*>VET***mu zY3rJl<;eGP{SQQp;qB8pn_H|#U>V;qWbH|PjKv-V+dolQ(MfPU>5k^+&n}Z&$u5%i zP7_bcHL#hsuRyK`TPHK-9%)K97-*Yl<_Ue#4UYfw9k!u3d6!<|c>S(b`aTx4l-0Lc zWziOVJ2CM{)~BNTSx-^Z%F%vaa(=CdGcQl;W?P9zbl*VulM^kmI@)5YAM_S0@5nRY&CZZN`ca2TIA)Xia%mDd>@<0 z(%MG<_iw>45GLYL9n&3{WhA>I!#9ejIE3^oJVs9!o=APT{uUz7d!LQZDs6ZZP&1#n z?&cw}#pmS~&AoOJ#=8ToaQq5JAzjU`sq!p&o4qwCuK%G^yyNbxEx6Z)m+Nw8 zr4+eD?+g{Pzc868g%|UMc7)_R%!?OooG?QizMixW%$+xw1l0Y2p)PX+%u8BlYsGu3uy z*EOBa`AVU z?}&qhYxi>fmDGjfMWu_L?Y15U2W#%fKe~&BG4`TV_p*sO#KFXo>vbw0ZNG*=Rq70b z<-O)Iju!PQ_45yEE;6i05>UI4k9@jw{qW5d8v&VqhTFI% zqN=Z83Ll5M|FWny7nSZha_hd-tk59KjXiz`C;k3~eoK$2fX6I!-9t!P@WW^zjbp}m zu6uYdQxPaiLG@7uj!-XJA)h2*ze$CtBeynxo$mKoore1@larwLw3KqzH&!_19>HN5 zqUPqExbNMuD&Q$=aMlGpV)e-HG%ju+@99$CI4&-+NPv|BK*;O*zX>v&sN!GDF^WU4 z6f<(Gj$yq0*>-APjCpTKm>(CGPVr2Hi>6#>1ZXuk#TV6QRqLcRjjP^qtP_*CFL>+Y z)Zh}i@k~eCU6@>8Ww3FKrt&U(isIGs*J}YBl<<>)be)$akEvq%ucs)w+jTb`0HH7W zgwb;tl$JgmY`p#8=CYe-EB;3;ybD6)ExR!Pm##QAG4vR1vFOWW0~Z}z^{O1N*c8ds zYS)T50GtY)F50>4`<_;gfg5YGVDV0Ddj&!(7_K$|R|tgTdK?%O&ZXf@%3-w`f(vNw zR{qKvSq5mHxqi1j0A2jz`P8h+w!a`z$+$)cumIRzrxyJxho3$CgE4f3jctIs+JWD@ zoeW{ft7wR`QNk5~p4@u955nlT5I5zNHKSvc95wH64L)H8pN~-GmT!|Wz{k)j%5w?y zo5YPn;oR4=#n{=;h2*U!P6gLH2;}L1Xb;XTSU2ijqTCK>O8h~N9_;N-zGVse>Q^+Z z+u&*y-(s)WfTL1HuS>=gXq~6&t7F->&hE0BnPwE-bdj z4qqV-9wYjyin4#p4f^>((AsBB;Tmu8&%=L*vT2N3KJWoS_DBY;FV%Z?Mv@phi=_mA zlKlYmEKA#H4tvT}UPG*`Q(ezmLsTPX-mHM$Le=fX%rz<8W_4PKcD6R+7WH5`3Pb&2 z^~G8OO{}@~mXcq2UNo*PZ@tK(mm>g!edCtqUt^CX9=J4RbX0stBpz$CER-9DRL7Ik zq9<=A`hV7^%xLz1;z3SOoCoF--`Xpk07gQu5oFCM6P}ufP2T}ceK%9XbT@X7RQpd9 z_Zrw#ZuT9RAs4?z|8i*UcpAFs>-})*_Qi8*r(e1yZ`f(^M9khch2GRu$CEG9E3Lu7 z5!~I3NFr4P!u7P_^S|WK+~Y#3h}BW!{^60od+|hAzkhI=0pf+oapH=zif68bv07eX zX41g*bMI7@>ZDqi$u)}}E0;DIAG>N!1Hb#a^emxDix(ELf$D9U{nuR%K~VacPDBX3 zQ>ok~S7td5V5jRcgL4+A?0XvBGLj7z4Z9(FnTGTbs|G{eHDJip77YLO=8Sjzt%BCC zrOcpeuzVWLGoWH_K;KOB!7)~({b%EOs!vGm(niRck}tu=1-`eO3o^Z+qPoY6I}vs> zfsMkW5A6%DxZVi^_yO5Uz&%PZI1c;AWm0DWBBM#W;v?m++zvU-_a1Vv@!uNTX>Ha{TcKu*Rbi!RuDMN!+Wg*=eIQ6P@1mczeehOBZg;PQV9lCN|Mr!Jit>7 z2`c7hh4@d^nE-e^>f3miZ{)F`o|^GiVc@qCz@vOq3TsB<%YS0rn_mokX-!K&UtMG_ zhbMe=>NT+jvu}&o-;Eu`-nJPlhigitTse39(l6QUXtDl#xRa&*s_)EB`{cc-YsyqE z8RMud4yKN8SgZ=j8rFod5gFHT8C&GZ!emh4z%^Y*Z>I;<4yAVsRud(zh9Uptj;%KK zL51!v?&JBF{V`A*L~5EeP;;1)zS_>JS^2CSgDO|Pe4b*OfAPyX?_%4u!u*}Iu9|y; zw+zsdj~f%p*8Zk5-uzh|t590;lD&sx_^<+JCRhD>0%GTf=0rInpToKk#{F)SRfd0c z?`v#Xr%9IA(3U9g?Xpf`rI%itZ9iI+dJ~_yPLWEdy_c_WZpM6k|7Femb3if5X@$1_ z=B*G_cdhb>^k_L(*Naz7q1nljslHs{bz}V&4Qlkw-W*k7Nt+T@S|#M$g;e19=Q1{H z-CGRXCHaZ^;0g*LjPzKLS~ zXo2D&>U!COv)@AWF69bR-x1=yZ!maMuvaX>QBB4~aB9Tav;pC9z6yT&P$X+v8Or+I z@MlaJL@BEKetc`$HFx>Tg-$ECD^#conIohjCs|Ur*lAJeqmW7ajZXuH!{gMB%$Yp} z{>$6j4EcpbGe)5`-H0m%n+xGgIF;WVGfC3&5iv8uyjiRZO(3(MB0)G54IO&!{)ANu zYtUr#1)tu;mwwyADzNMeM^b&J>JA}C(odY53RnDnee9mj&AzUvRF9X|Mm(Q#Kb#@5 z%S=xf8ncJI-PYG>N)t- z#C7(0Ng3AZsx{qlXQMwuz#4Q;<*O&}=+QlB&MKlB;R|xYShydb)k@;~c$zqUEF^QK zB6)zB{)g##Y8&F!a+Y>htCZf_06ApL6AZ1^JuBWVW@kt~L4w6Q-hG}S ziT3-dCNxirq=hR3b05Sshth>>94x~OtdS}3z4jzi!h&z{TR2*;72o5|8i0YPm?*4R=*a~VeJoq@q;fNta9T1(Ki)I_n zF^qzJI&BE3=97n~monc39_aZ+$tlC2kpM3ng3|xNh~mzkat27<9-T_toM*VJON!5^ zo%K=@S{PUtKfO8_LB6fSs@8?)U8GcR1m^Kxpt{l18Qh)oKaQmh?5KQX&nf}f=$e<8 zz1&OmD$7u&G;_OkO5Zh7FIj!X1yKQaf5vNfi&5~Mw*DpLU4LG(95m+fewl4Y*N>q) zd#yQ$2R=?DTZ+K4&m;ye@UsA}lHD(tj$AH;)!&tB7rI`^{UUP& z^w4ftf>d#XTp^WM5r{9|HXUyllXb8HPGS_}#0y7fe54k-BSkXiR&%S}y4&yB%|<^e zWx`48YH54bPqvr*?6u@!Dta;6mpqVvb0I_Rc_I^-dQ2$=RSHmn2tAjNyK>xa$9?v= zJyd4jle;12mFjp+J(2NFs7LLCNH%ST$#ltaQKsTVIaUgPy30O&?pp^h@%#W)+2mT@ zyVOeYLlv9%65mcUYHmjo`4Gn@VKXH^O&r5HJ--EA5wIq@=94wusd&3c4ql6Zo8EJD>(r^A_>oky@_xI2yqGTw_O$ZaK%7PY!+S z>-4(z%4nsuOCP4NMdr$3jE8&|uI?BR&3p1Kyhp_$KX2?P^`ak=`}@!Lu688Rqt1y6 z+bi4rN47GQdD>+feHI4l57YaS1}^kcOGE+hpLiUb(xzKcE7W<~z6DsKJmQTU>4Zv>ao9mKKAF?%5${n-Q}#IN z2&OsJ1N*7yVW?~)F%@^db*7db%G~o!u zu4cGW{6EJ%$|Y7`GkC2uN?x&(w6{|7m#KK&=jWWb&07EAV%#o-%J8?{x)tHC-0DEcG~NN)I?g||bxpK~ zK$t($7adF+14#Jn#HO0*z*Y?Q#&aW@bbIVXb_3(c_(1OFVcammkrhp!VH=~Rg{9_c>)s4%tBH4>KZ5HPTJr!+t4{SAaj93lQRD)gf zVi;k^KRV<_qVp#cyZlF)$T>ckPv^IZgk|a66i$$IKkH=^={5u;wk2hAMd?m-z#U3@ z0m8l7TvZgRg0iXRVq|B>S=31-%VwXJz4pwarHbd0NRq#z;=2Kw>fcZ<*zjKHm7)fCx@t|aWUrUyJA7vLj}&D8jdW?Igz4d?d}dDY8;usF#T&W z2>T_t!5S=O{x4!8;4#sJXrG1v7`LEyA#M^ftHvR>YkKGJC3=5r!hG13Wut8dKmF2j z@z!3_*?a*+!5^MOO`Grg+O8F^D>rVKt#3WxALR9%{Q(iE^kkB)3i3=cmK|MZll-bTm=ey==%w9m({X=p|bhi_;sgKbjRw%r{QpLxO3r) z@6M28S<_m>jO*iQfv?Xc-m2SFTwKhl$#jh#Z5H1mP7zF=(%vU1t)$5805(^-{#l}L zxD2ng$<2=_?1NDq=h^#$&89Ymp9L6myhE_Fz?3c-%Ptb%V`sViqB}T7sB$# zkPzY5cb!S2-4|?x$yf3r#{kv>R0oW)kuX5XT~>}!O?x1|PGzv&sN=AX%Rj07Ysz*^ zJ^`*#W%3e)y2#oCUN8lf0uKUQSf)JJh9XDs!DGeY#)ga_&HjzFho527WQ$V~$AFp2 zc6{+$ti7|6u4ncWNE{~gf)B*_ih9QZ&s&Upr|H>1@m8f3Nz_xgm&k$Q)x}#rBu4@+ zm-7YJ0DoIabnjDKH^Pkxl)69T(E{rXvmw2rWZsk9oO62KMrn&)9MsoN*L(}qEM4|n zFwDMl91M`F1%;G+W;>vztLWNqM^=bQ6R>Gd9_U~N&3FCi=9lTpBuSmrBfX(YfzME_ z_vz4?nm&*5-AENj&z=@XP2T4vBDC&HZ5DYgkhwCq2`EGOht`;nk=Me1MtE<`u1>Z_%2TMfsRyVp&Pj@1l6 z6rF>qh05`HE{70S$E4-|%8EYydxvDAmAX=M6~f}1)K9`9rwEgYrPXHujT#*l5(oPT zLizCR1Cd#HbwNH%z>TJRd=OANkb*B^N$pT+B#x>7=qzE_4O_7b(tmpt;UK5x+Hvf zZwv1x4DO}1wr)v5z_urr>suVqI(DDr*@-)K6qoTCwbrl`(yCiuWI4Yi8e+OAulxF+ zlcESarLsV;?d-w4f`vpqhttLRaM@oQ;?@%Z({=*!C+8qk>_ZDIZ z&OKvq`Z`|H=Jj!US%`;zIodo19$Z~kvTSE_0FbglhG7&I%AS|R;AQxUvL?Bk!QZ2b zXsgB&nZ1!876MN+){jF6*C2Iyu&1SJqV<`IXkE{)MFPBOnEPkW)3LJfVv7g;99m>3x4Se!!PL4dOUXcF>TE*&-~-BVk|ii z4imlhDr>8oAuV|~RPO8)SxZc9>$?CAX@2xdqGHGU)r{W8LkH;zPI|dFjM|rt?qg9k zC%>G!69PP-hh^k%R1kd!O~Bq`Q3BIaZe7m#?z{IhP>7TfYH{K7ME!}~ND~3I2!@|R9bNvx2RpBY9dWwt3829- zBMHkpQ2@#m8nV&Fe6;6LPrky>CYR4F%bTsPv3&R>ekQ@FBOGzw8ypvZ(q? zEWMjrsfQ_z-8ye%^DHj7KC|KX?y(Xt-|WA>^zKUf9{Fp8M@y=g_OrLY%q;qIUQDR0 z?RffF45alx|A{wIx*mlUMS`q_@BQ&#RHPfXte)r@;cZ48-U$Qe6uv4UO}j~kP_O>h6lk9|jT?pGvfMs7ST<%ij1ugRjixGp zO%b5?3ptH(bi!V`G ztK)O<@epyTLSBP@>9f<11b~T&xt$xb`K^y1!tywX1+swF=-r9;%Q&n>TG@K|X>7Ert%=wjm#|u7eLKH#N=#M|Isft;i__P;z0uXwISG%^v$(GcU#uq&j z1pV~-=LgH)rvyerZe${%wk0`93BYc~E?WZK>DDjJDO{lFlyMBqXYbDECJ!!LE?w3R zmbVJ&xuiLlKxXV3ci@j<5x;Xr5N}PO=XLPXe zx&;0HSzx>j9R`8qV*|>DL?As$N}pcam<;xQGHP?x$OCn4K`9wHbpmMg{va?jZcS{u z#PFjZ^^GG(UU4O#_x2g9@fbuztoSVaqo%b$-nQuz80N`2<*$qAxgVW++%CT?c zEdztBx1?Ms;-EUm08%62gLc0g1{FTxLX)|QMP7^8$ zC;);>4)ewRgu`KBwGLbft7)6%3|qe#gl%Di_`Kr<01G9 zs=RPa&iuDN_ROFRECu_0kpZe z&xM+A-<(Gm~~+PIfSGfe=l7pxNexgkNK&)nD$wPOrGVRG>)% zXv&C%PqAb0F)LcuV5pjI6><`{`Xl&nX`^-!|AKd*23iZog$vxhNaubGFT;9DL7j-R zWAQI5Ro7uY_E!7}!>)-N7^@ z#V;fL8Q&pd)t}0J^B8>3^iKGE1I;5<(hkEVbx(5mG&n@6mC9$e%5hPdCf`^NB>zXw zYqu$vt_VsF@BSM5ZcA#~V_qibw3}td9w_m;6O2=odsvHFriHuE??8|1hAiSG6L+&u z4|{3f!yQJ#fZZi(BWb%%RyT+x7v5#f@H{2>LyRijM4+~4Msu&nYuZge*&Fbns$f;+Y+L+sO`!fx(?m&1WC00!SRA>BU7D%XL&EbC{RC9py|QCP+oi35@F*-Q zLI()^H>;B^<0Vf&o%P^23R>8JiwNCaJPRT5G>+^)@^IC|BH%>J_)Al~gN~KFKnGrl zxD%L)Mx2zV=p3b=PNJ<$tMNDbP1cG=&A#>gY^#d&h3?X6aTEl1Y1l~|Ikkrp4k1a| zLsC(HDdh0luIN>l^)p76BuoX?OYXe)%|6CPJo7+EE|ZR{rn< z`npyOz*QIJ_nze5g(p{x;46N|XGB7VK;S&y-}FLwBww|Uf@XSV(E&5)ZdSf>W%T?e z)@ZxkoL5#Ni6IG;UJ*IBbAlrQ9?H490^Tq!g*BhC2epf>yANDSn>pgQF$1~HV1-NPYq&$1?Am5-Q2dAy}LcCt7gk~MG*|V;ylIO zf?9RqRV9F0@bcis1YJCLPWR9Il&*Do*Jl`z8Q425N6#x0j;wxnIc6SyO?EF5Ex_oE z*y$|>Or=Et+Eq+m+!+ozWy_;|sxsXDJWq_7_!F zv2?6h=-!VKfL;Y_&i-a`H)$6uWQUZLRzhEoBetG9p4{vTQS|B>MFu^QQ@j!se-NE4 z-osKXzg&uB-5V7SrCMXqBK*j}UV__E5b+c%siL5zEOy2WroBZ4Zw+Nj3lkc?m(i9i zsJ$Ks*imvD?pl*LmeiRumIr3Zp9naugRtXZcfq#^Ut`%P%2`+eh*hW*`4`kXX-R!D zY5|3V&<`pjck&`B;pee0SNWW%tuZkFX-F)&}6P26!@E=89-2oG%ZHN0SO z6s&p!>>VAxs!YGkeJt`r#5%ZtQ&->{*%C?e82BFX%FNirU5~zg9ND+x7|L;v{&a%+ zP(+yv)FbVn?C8r?u~_|L*Yo0?Cc3bLuA7+CKmdt@fQndP&Q7%jH%!7elp@tHq9b%b z+i64`e_s=s(NR)cb{uLayHsSvGcu4TCUL#VIUO5Yt27WMU)CMGuuO)DPi`jwVcCB&L6Vz$H6iSb#bbEtY;t(lAji48MrdyN#4WN ziqtr8T2NJ&r8m?@JtvvNQQc$?+A!PRe6Y&_-m}0WIfA46(UXW3qLXwcbl4eN8U`nE zP$mjiZ$^nPQdvh*Uw$>H_(DsZjN4ly8FwO1vOg0G#XoCG1UC&Xt}3KgLh=ujBpKjW z(j6*8QHG(7&L5tE2Y@;H$|I_lR&*&`J)N-Aj6D88*L&-swgqV%m45ENj`!Ak3ADnU zGcExULd#)_`LqWzV)dB>$%XNq(p@_pFOz|;z0t|y2nHD(^08l&!MZ>RH0P&o1JrJ$ z1fl7=uR}W?uJ7`Ky0ok&+O$7pPmtl?_88LRM|^qp`l&~ACsYopf~cN@i8GA zn@^vu*cq=uEejwz%5g%M{nNa2UZ_92-ewqV@8%7s87 zpl~M)iG>lOnJElK5(|!xjq>l}V>~+x+cepInY~Mz6Uy?S-2{GN2l_7)i3OT3Zifmy zhNgtiDu)ZB6iOLVmU7s z+3WTAM_^s`R!Dkjde0qp>%prN$r-HR7qy!`d=KN``_GDlC$?*EqGzpg2_{1NU!TW5 z^m+@;GU?$H6#U3J7UoO(uVPVu;!G#_9=_cdFGUOk?@SdxrI7jP$yFjB-@RYEMf(D! zRKR_vhjh7r@zz(pHeI4v;Zv8LFBKfx-xLCrw66=C2K;x*o(f91aFmnEaouR)BN9Pc z`@-+4Z$X@@>8^tdUf&i>di^3sUxi+9rkpuqk#k>>7FgKBZ5^ln0+D2kY#F%=8fpqI zbo1Zt{N!^NART+#Aa%|49XNJb#=CM@k!-gnkkFjjlAv-;MPNV?c+Ct>vk;@dN+;oC zuza-|<@Mz69_Fz>j{?-VvVApTKI5~t-0yMlfSF0C`B=DfbIaqI_kcUxXNK~LkHE6; z5-@syR-Pd9(qBv{hM3u7)T%UJLe90 zZ~f+pmBB5f#1fhqk&=+nV$B%Zsgp-2pXl+BRXje=1?Jq^yeZ$R6@&d=db7EL7D+se zv!4$s`O*N{l& zb^&k__B5>RvCkf*6&gX+`p(p&>8pI=f&9>pyM-c0;tM#^n>Tfu2`T&-EeV8=4%q** ze-q5PKLNIq>%j_&&r8D(MhljmN{<+S8Rpreh z*>%qmSdsM)}McO$0GjAi~id~Aw`x!R>~=i9U!yN?=S(N=|6wQ{JXd> z31$k^HVjRkh49}V3jG)JiFQsttGDXM$$ils03-cV7MouFCrn_}fhGVea%0n(1S4dK4-Kei2eW zjDEy1a<_T^nZ(g>koBrgEvbiK4@INLKE5Q}MxDY%ESu!U#cC*`FXfbiJ}(rxlvn zIf7Oml=%5wn!V27O4SF9_O8@An;$n;H1b(`rM&Qmt=W2Cn#55eU*K`!lr6Q>j#_#P z{dD64Kyzc`9mU|+Ylore)w=^krV}Mrm2b&WT;}RCzE0gBY!BkqKIlO95f)5Z32)|m zMf?uDT#9_o!Jfj99g;4#ZhO%l92gz04~YOJ2L74QN_;890~u5Z3t!y5Q%$5(OyMfP zQECj4MC2%W{(u7zk^~}SP;rYEciZxWd-em(5C-iQL3@k3^NZ3naX5Him=_oaFs*^S zTOOv2{sRELV|@UqTRmNW7>cIj-Kny+Zmm%7pWt$QYu?X-{hNCdoJ1iq93+Hu=-Bpe zSrEde8kx&qXM70d|xir=dPVZkQ*f`a&7LE&Yo5Gy4fj7n$K`*qApS31`2u4<$Ws95 zedGTf3E|&GXrX6=7USW6u>?9i_^&XrpO`?4E=w1Ald&JN{wt_JYddriTIdy^FoOP1 zra;$q{+`-he^Om6b>EX->b5r)s1MwdC!IK&-?U$6b9)Ad2 zjsEBMuZdbiP#7jqQi!2@7f4Wa3bUclkI#}Xy=gcC-jx)A0vu|TtmW8!?w5JT!#_Fs z@c4gsdk2VJBQ5tjAC8X_STD7Ll$`dE;h3@NO1+V{<;otVK;vMs&iR`>(50SFZnc#J+W7ZH z@Bv@%B6xa%^QzD4-WMBUC?A2NTo@yH?iJF?H5gZ09dVSPG9z^4-kE*5yaPtqII~Y2 z+b+qh%FdLe`jFcV;_qr7vU>3>VM4T6c+WClDp669b(f>se?fHJ@0%#hSH4mz{{UpS z<6RaXbPgXD*(Gr`-AO8Wreo3du>WYtn)A^;%RH&Vh;{`d#!B-sg4U6%9>ip3C{4t0 z0aCA`aM6SeUdK6|Si3F$n8BBedG3O=otN(Jh`NVI0P#SEqAKeuls2_t(2vo}Nj_Og zo%bYqxJtebmHO4#itSK1(68r|68Xk|H$n);>C#WH?&p$X80;B9AKu7+bG#!8hBM<1$`Er7dDX18=1%iQt)z&Z%_(}vE2f(O3t$j&*(*JZ3 zLKiSIO|v^QEz-f?j;}EqXM`MkM#GVH1JF{4%cB7LV;nqf=U|`9ii99ewQ_ z65!fTKHTYFz0`Gyg&x`LIsy=yrK_hG6?A6i3bT%JNPXiO$N{Jq*>@r4T!Ee?>QM{s zG{`PRK;6RPlEi8h)vJB`%)Of#9yJE3s32vj{E0B6&el+zf#l4SJ6Kqk&^9CF?TGWz z$!F>6(x$UI00h{%;T@zWdD=!+!|<2y%ux;*qXx<;7~e z6z5RB5&6-3Kh(qqlj0grAVZ8rp}ZW5a$kLJhBesep6Mkn{r&pd4Z3GTZ;8^kK+-*ZiNv;s5tW0K)_r)|T(h?~U${+lJVb0RXHt-p@8{ShG)fuu%HB!5Nf%hA_N;K#bIIN k6jr#?^8fH90wnIS1n|lQE?4}qV}d@$hUOP5_3uReA7)1y^8f$< literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a7f7c3ff-5d04-4af7-9f6c-33f23f3424e5.png b/docs/handson-cnn-tf/img/a7f7c3ff-5d04-4af7-9f6c-33f23f3424e5.png new file mode 100644 index 0000000000000000000000000000000000000000..4120b0e93211d9a17c34924910816c65d99ab02c GIT binary patch literal 207 zcmeAS@N?(olHy`uVBq!ia0vp^0zfRt!VDzU8V$b#DT4r?5ZC|z|8X;@h$nBE`Q&e{ zvgH4Fi=WMQ-lCQ z%v`Lk3OxeN0;~qg7aC*_c_bw?8gxkr@j95SUaa8K5Gt{vC3Z$*qwfsg8I4zGGOm~; zdLp18#X}^iz$78KpiSbGUIv5dU6w_Y6+3)6^2`~$CUXRSOJ@59w1vUb)z4*}Q$iB} Dz^XnX literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a96483b7-4839-448c-b67c-09b8c05d871c.png b/docs/handson-cnn-tf/img/a96483b7-4839-448c-b67c-09b8c05d871c.png new file mode 100644 index 0000000000000000000000000000000000000000..e9528dfb1d3bdf5de873671ce00c6597ff62fcab GIT binary patch literal 30302 zcmc$FRa~1-&~7LmtVIe%OQC47;x5JA-HW@s1`5TR7PsK8#T^=?I23mX?hxGJf_a^Ue-`U-nXLp{Nl|-p3%isV>fdBviM^08!9RR=s0RXQAP>>NN(Nn(sh#z)U zMNKIg7e&PD|NUTKU|?cm0)ap*EG%qnY#baMTwGi{JUn80u@_%>y|G(r2Z?BY$wd;@P83*dH3F8#^uD*!O@>O}g) z@{FwM6##Qy83Pj?AWH}*#-!S`0=!@CZg=SsT*d)}$T~HiSaS5Q0K~Ya*aMz+PiW

hgHxl4`&(QRh)uE`0iwfZN_iX;H(D&~E?_c{L8*f;798Ds<&uXx9 zZY=x90z`bydbee6ZHNO9YX(&_A5c4C0>pAa^lct{bx2}-LDEoe2Tdfv7DF>8D!Ld~ z-3X%+10O)_y>?MFE~0=>TDl<@1_1oxE4BLqMS4BvH`cwABu;t_MFPA!n@Wk6KopMe z_T=|==S2(nO&|ffKZjo&OA=#s>;Ytdq_|R&1KuN3>_U-#MrC+G00`)@+o{O`X+Hap zv;e^Cs0e&2K<4su3&i1N(_Z8~&)K~w03bNKa-4E0`n>hRAr^%Ppd5+xOs433hCCK0 zG|^K;4gvrb0fAlD@5_VZUoNr6dcQCW0LbTm1y$ei-k;j8OIg&7*be~!IZ8or_f2DC znIT91yM)rWjZh?5)K7@Za3mkyGusWSlMcuE?&fAfLc;L(goI5TJTSw5j)xSS-I`*V z`F@MHBd)3uI!bKf=K7{BB_<{&&YxfSDYO_RA|~q%+-3lz#+TW$ie}=Gm+Pbp-5?~z z{qq`C$a>m2Urp@}l(nXnU7@{g+>Mn8_@i3$70HBLAcJ9nrM~i=5qEm38MlHgAE1Y3 z@DCo|S6=rnFM40+4UeSvw=*Y}f<|Z|p>Mto$Q+X2oCqE8&&6yKfvR>`bg5~{LyR_< zCi^{q*gxsNoY}54UGqK=`CT>{y$=8B@;l+}wZI+Nb9m5Q)kcU{Q1DQ#9LDGT>d!yj zE+aFDk4%8^OTSi4DcxQLxKbI~^kor=B=cJ(T^e^M!OUii^j}%@ZGTr0wVgjr~((y%*Q+<{2)bLJCGE9 zAN;4$tLm*XIv-;IHpcMaq5I@avJytU)708wcE-~!jtM?E%)2}!v2O+b!+zhCO>q2Jq6Ep^nAO3c>l=9D5Fr|ndkSP(9Zxg$a`JX%`C6y$uC{H z{cC7%OU^=b*Atg|Vjtys1e(}mQXR)%(;~Bfl697JbNl-g|K5Wlsf|`9J`?(GGc6R_ zH;{0yKPFjXynFmrpypWUovje`3$p3^pR1$?JF)(YfvbnVqJ0O2c9DfR*)K^JMx;va z8}leV3bW8^STtqQutLPmeqr+u6txyLm6jYrN{hcN7R0>p1pmbb%(yboo`1d|%CMO+ z^6*e2gqWFXGTuUY#BWn;?pYzm zEm_}n=n=!Ib%f#gVS2xDz;YE0A@6W*gR1C(WU6YT1f^KLA&_85f9j2%S_b^{Gxg04)Wk8)|7kH{y2FDg)4#WTl7k(H zjpsJs0&!0ztm5@3fDu9HeCjX(Vcqn9m+RtO>DibU|Ec9W^wF&leiUKnV|rUxR~q2! ziz<4^?#7lh{i!|=nOz9gB#T6{-iAHta6R5e7CR`+cR2EbN>DzsdA^1M4~AKf8R zD?_HmFb$b@79%2RAO4+ZGp6Bz(DKvc;-ZlnbX=glga{wyHx}(^&P)8u)ed{V8tWepPhr+CNanef|cuhkCnA8joR8wkU{Oh8{RT*e2am$)k-rW$hrqQ_XJx;yp4 zfea6FA(6R8F(58lL|dt8<+IvOI(B!K;3w=5=&!MaX4QTVxeO2936st~0%YVK74O`{ z2^aO^L6yri06W*`m7N%sXd6D;gt02-Yh?ED_jlj&MGqv2?vx3p{~?i3TFrKRnw~GC zahTLoGYfPDqobjb)5?%mb$?*>PM^n>umD6vX1KFq5e)@wZ^EnslBnR#f8YZubhyNu z&upb0e8RLE zmyu9X2L^?c3Xpsf?FlkwSM7_{m6FNF1hoC6zI+TaJ*P9eCDr4bPh#+0IK7gr*3c6! z63Wpb49PtgKH8<|Yk1RF92?9J7Cs4=i7=}E0@ntSE;S;Ah}+-pEFY|i zuz>SW8r#$7+~s|Na#KNQs{re z0Lr^q&hTAIw$OIDl%vUYv3DeVXF;mf68rH=wh>Mq0JI-#ZK|YOZobQ+WXkaGe}3Dwe|+%um7zSvS8nmbziaU1B&t&;UrH z3<@(f8@VD$zw9mp00BM-Q3MAtNM_@Zkc#4+Dg;|!QABHdq&uu~#ulUfVUG{(Y1;0> zzSnjs-grgMz(+zt=L)^jSm`{yTyY-!b+yQtj^9fg|oA_DpR?zPB_^UHFccDJK9B`5g%^564{A z)v}dFgIsZB>LNCpwAj(nNsCT>?No1%A`c)UOj*;#4jwM7YS+ah-13$t*M-WcE}2F#d$3z9CxHy65AQ z4>09R?Y(1=9&Z!Zg3xhlwg5<8i`1C!TpGxhFBa5IMB_$8C@ud?zcN%fXBJRuUqxp^ z2JE@YsXJa7Zj=k)ib&Crk&p_w_O%Mn#T%Y`5t>^7(E1b_pG@}I=00}z6?DavEf%=D zPNHJt#MLL}--O+iCK#_QLEj*V7F*Gr33gMFpntpsU4zwxuCvqFHmu&*pA7c7O^Lsu z2thJ?)3A7WCnVQL2LYoXVgCr3p5!>>mu?(@(CMV6qWt;!PcE+5Yi(D~&|LHrJ_@^- zVZ83mGL!z9pW9TAtr8$2Tpa(GxwIJhzIH0G8nk#89a4w!JkMZN%>o@Ts(6-}-^Ov9R?{1^`(66)tfS%ln7&TG5Y6CMl8HYx8QwS~b z{aY|LcC>}G{H>q8dh(PtFzCi7!0ny04;w2O45p%_qBMRU_jOAv$wg)-ujq9kwuL>_ zjT0{W1@Lt$W)4pDot^D(ZtlnU^Sj0$8Y;s_{^aO-rwd6R-ieUqTz^d5`J2e(6G@Nu z$5dBmYPCvuXd`>ex${P#X}a2*t(>3o9m(61#mo(sotSxGYSFUhh zp>L0Sm*W;5H=RF!dB^G;8sE3E0_IaLeK_%MEivg|tXGTszWhO&$1#@LHC&EE5)5?y z#{b&ow?Xgd%G!m(-52MS{F$WYXXxfDQ`uWJf(!`p*z@1ybkF-I+aJ5A5fMo!y`pvY zcWcj8{d^U*)iI(z`T%S!UXiC#>yPc@PBlGcw2ylppkmaB$j*I%mn6IG$RM`CNBoP; ze(;uxiJ}k#0PTB<2P9Z2=|ZDRy~UMnZf=h3=5we|SgyGPUQn>on6BZ7s}2D0!G#Ao zwPNef>;bP65YYYmb6@^p|K_F!2?;>#HQr5Wd5b@v$a9zn@&D`EUH%-k39+W46?MS^ zyf-&q6Q;~IbTSFRMr>L56fZS+3wUR_G6UY{e#2CC0feY8JG2uJk^??)>Z5l3?RW+7 zkP|C~(Ul#Us+{c;E}wVLxi7N-#Jrn5fKGzzeJI{o@6oG!zd$GeIp(-d0ws0G3_dG5 z`x7ad>t09zLJhd>Ljt0FbXDTsttj#TjT2r(@!7LGm{PRKOl#mt2-3c_ivX+>8Z4E|E;xr5XS*%H!3V z$c34%A<|GlVy`qVE+89}AB_vxQ-S^pL;jNs+p|ChFr5RVNt9A08tGCee3e3c4*)jl(@m9f4Ly1KF=ES=fu^629C zDRXBJzWv$hr9g*z`?E;N&oFSs1sp@1bsn#3&I>|v-IGo{{MKpy2KmhGU>8R75O7Ai z-v{gdyg!n``gOKX%j1oKfQ<&hIC+z4NwX2jbw;QU|CKwOIA^WrTv?jl{y`D*iwPpv z#Hz5XDeZZ40#$WQ#26(ybCchKDSVR8-4pKGlsL3-d~s~Wu1*+kKK=WZ8l89;hx8>P z`W@4obmooiL{*m~x0tHWD>wHKZF);_uGvk@;-3i(Bi5i46eo2W)Lc5f!_??&!m*uS zKPbh$Zy`fH%~=g)YIT`)=6U|U#I7juQNmrSot!Y>27WIRXkGG#wyh1HmIgg#!^`Cn z7dZAm-Q>X9Qb9KX3Rh0E*GN)XGf3y20RHA!Lh`S95t(_HRR5`x0~2iR>=!l;)pK~; zQLz2^2uGDs{@I?_8JoYy#K89D86u6#n!5G=-z&M>_h)z54?k;zgx`gygn>>ifU6h6 zSH5i>orY_|BAJG>OZo{VL`oG6Jv?2@tHP8fS%Sjog9FgQ0+?)fBt=M#vqjom6PPVx z<$az~ZVRa~F0ixwV^JMtwK#Euj>8JY+$VUH1HqEZlaD&f=6M_1uP_DmkUnzWuLB}K z{Er4#zQmbP{bS7!>Oj~{uK~|8>SQM{xVT!+WRabfva9s<-nbTin)mYwvt2cRMdT+k#aK zFylcNMes58o?$gBqhS2F&dvwU(&+cbkK<}m)3!lv9^E~|qMpF#^ZfDywr_GX0iDMXN!@{2^zHE*@&e~8$_5yR5|%m4dk%x%BP>*S8Ra@K=- z9`EAYIZ{7F_m{+aM#}0_f2l)uhI-Cug`$Q3JQkz&53RnMjUii+2eJgqp?vPG}4T!E(e5|gxqz|9myF<-r4(9yGoP^6kiSU{$Xe+WS*AF2sTfv1{Suv>x=ychZWz?_kkxOt z0rq&d+hv)CyG;Xwv?z#sUp##8#hBL8YbFeZvJwxqYd{%JeU2fZrfL?cn1$rT@U~yx ze#?Hv;J7|AC|&ZXB;&zcyy7PVE&OsFbK&cOYH{{$KMEdOgr2S470`2pVUcQsj?eUVmKuz|}MZcjKD)W7mpfq<~91kVJp= z_*8$+@B8z`xO_f9ki{v9UM91~Vt;b9?lF+yP_X`}Zi>t+85K{GS=$p~v2Unk(JIf* zqnxyHZ9cuPwkDkSn}NTH8?CBKIvE7V9t$%J!>Waz2z%q0FlZv1~!|7#S`4x24V9({hbVI{p11KZFzYvKU0PyvYjpZ`n1?Nm0VzK+hv` z({BBb1?R+EGe$?*hCtH9pMlk;oK7cS^$U9k*htebQH${wPO!Z7ZSb9TvcpWMisiX# zxSk-Fw&n&3!8@JRzSd@2SM!Wnj5YFf>k?4gVa?(Du65#MtpyBRm(y>X@&Z=zO2K$G zSxo_K{f_f}7R&=N6*};kmev-dc98AZoo*pnVTv8Zhnv7t@m{kG@?9vlY`3ATG?sOu zw{hS3V!Zxi`uyKX{@^0*SgDHk&?NJ^+u0wvuuq<4kMSHRV5*=y-}1GOG(LYTiGRcn zmZ8o`Uo0bhRTG$1b)l#1c|3Uv|9msWCeUoSWDu{UDF5yS1-P1=o?-P1R68xC%ss1E}pN~O6~Yxc$OQ={Wiplg-pC7%%pY-FwozW z2z$w4=WL?x`fZV(s!Ty^kFVt5Znzh_M8u-N^K-Sztu0CWlcqRyAFhCu$=bNY$v~?V zkuwF%8M-cLSN5I46e+G-eeNLt2C4?SZm(rtFznc6NI9egTAeudqoCfzti3`l4p1!Y zbN_gK1@D!uqEk+?H6O$))+M%LnCOjX*k)@=6G?G2HH3tb_2K;|Z2Xcu#gcoVA8W@_ zUn{4mXFRp4Tk-kc(?NIoo$V8pcKLJ+F+u@6z7v_4E|=dL{x@m($qfHIj12u3mmpF8+yc~ zCY8k?(SarNUN$UyCcC?o-!A0B>`I3M#V7Gxtb5&QPE!Z196n3gILYJC7D>Dkt9~7~ zMHry(743B}-R?HIY2B5P11l`8RCVG09gXZXT9m21I0Bt^dv4^d>66^DBw5x{FLubk zdxsHTL(_+X1guI1fiF~~|Jgf=>sixMaLR2UldhauqTx>)S82uPSOzngvFA2;+P#H# zjMmoRazaRL=hOlA^pMz_E-ll`mZT z^*)o_((pPLdd4EH0p1$dQ#vbG)Io7eq7Dx9F5)5>C0+1j9`6X9U$YP-aY&R8kM;CF z`17XzHrV;JM34t4W``96PdJ!;WK+U4j>7WAWXJ1`V@4u}gKJ-uI5;MM+L@yrpHvzW zxch3SsuaTrSW&waQ`w13#LjG|tWj{SY6m3`#OfP7RKM-Ck{VYTLk+fIAIkQqJ#jnd zeTqr7Btm~nK_m26N>&%&uk>cw#)%mZW6dcPF_!NYkOwH2!<1HPjF<3CS679fTUh#$ z@m{dMLe@k?p6}E;A2-($RWkgtwB{H+Qkkp?|`_a#FQ z8s|lZwbSG4Mr`uJSouBb9L?O3HP}_{_a1Xu165^V6H79hUC8-Q|B-M3u58Bj?E`l> zM;nND8y4^YE8ltV__4bk2U`9GXrh9fF#N*BW_Q6^*~4#N(@8d$yqp$Bdi-2DJy>QK zSsHj9=%U8oJXgf(@H8a-Mds$)u(}cSIN|7XbL!S9@{C4iBZiL$CVjZxt*5W=z0A{I zG)G4wPh}JjR|=V|O?&q6_6RhCFf*T6*v1W__D7N8jUK(;>7`#**Qafw$3x#ngF}sz z1b&aF-{LXb#cD(ah3TnEWG;K^N)CV53#^lh2YVstCR{S+_26xT8b-JX@k^-_O;_}x zX;vGaW*f71%qInnO?EweS;He^7E`9H)F=hAbOe*@5@zlQ-DdtS8Ygvgxxau7@A#y7 ztvtKkj<$)8+^h)W9+#kg%)uDI@zDwp@cpKMb z)z|#jIOsa^=z~TZ)tCUAQPAJN!iycRQ=TL4?6_)Cw<8;964CN7S-2E!zqq&1EDDbe z6gbgkD8V; zPH_L+#QG}6$#%Si%vo_LRi`S7f{IE*CvPihg6aoYuZ}F^XW{mmSNEM$EgdReNj9Gv zk_Jw@T7bu(_r{E~Gfm)^pnC46g5c&SXBMCB5KEn(ej~jBu52F9@;GcdH@D1$LSAeI zH(^w<1E)rQNu$G<{LOl?m_FA~ql4BV-s0JIqdxk&=MVnHP47~^5C<+zze^LhWp`6? zD}7V$zH{2Qr<(64dYkYXwW(ygMB+~m+~__G7tQ)Z2FI@BHMk^Qbr#?#@$FwRq5&j?8{5Uxl=_dRM5QZZz2tg_AE%~3W29nFh#VQ7{ns|_3z?#++s@849QuN!ibD9m5Z z452cn6cx$Jv?eZ?+n7!f_aA>H1(M=)Jj*>n+y&~KwpBvLq9t*2=`y67Y|?hbX9^eB zKF8F$j6ZPCM9-cSnK;GSIcBQKkfMhj4hPR0KD%X5Oq`6Uu5p6Ba?#jp{w`e@ddZLH z50ST9(2xU9)R|JUT7qMy;+{I!=*Sxv^A&2}2GuW|$>KT(Ebpi~&f+UMF018#@9ebD zQD(M%8KC$+I~MDIH%E&#wF_Hy zc8I6(F0*j!7AN(i?u7_1z;DKmC2rqA?#&JW9<9K8>W^NX!sDLS6?|oK~jHmv7g9HXQogDxU3L zYGxjhM`x8noRZMiuuZYoMpCqJXCjX+>Q8@TPt#Dz2XdiK_=9@LJ)P11u-gGo^%%ga&)KXxPi241TsxzQ zETf5%NdvnaEGnWjlx?3?0Wa20Ud_xwyS(X*jN&$)Yqz0^IS2+jZu!!FKrbGloBBN7 zhAF;8oIsZ3NE;{m_T}wnar3Wn`;;toZC0Tq{eB13La8J41h6a9ulm5WdJbm&K>1DZWOKxxaTm8iC#78R{cr6U zc`n6@yVk#b*rzSh(69|;%W>$wK5bPa@3G0b-(7+6{!hZ-*L3NUXO8NB?}v{F%30(f zV;m|q8YJDKx?TN>glBF^yf%h~FzJbmEzOoK{UZJ~+oWN|zO}z16MY43U|yx2Cxx0F zONmtcz)62|P(!nA%P|?_v$=#ut3F5idDT*pU>PK41`u5^3OnbsD?nqQ6#xL{q zpi!Pf!&m3$olvtlk@g|?tE`o04UhG;pVEKgxne}vJ#A6e>! zrI(V1N**Zi_*UjKuZN`8@VsH3kE~W zY-pr4w&`)i^tYS{zcI0CI{c2zhy8w21JANz!C@u%@5C4WyQs zh%wUKUCQb#{J!}8Ds3MlGHm6&+Lw~9({^Ne>a20AA#aZ={lM2!SvZ+GbrtNN7UMbG zLSau&HY1&|#5Jm*;d02A4P^5!3H)YK8oUySPQ=278sQ zQ|a3eDx6L43W$N>zq4tp_uvUI!N-4b)Z^cG()1 z--PjUXnB=gj^M|FrDHG9e*c^D_mXN3tw5y0znDmH)XW=I3r)Ser*5@b!#)l1jDb&rTlNhzkexIK3fe0O*5lSPL^hJ2@2p`*kJ{7PiM zWshoNTzD^$PWg8+=0x2>Z|d(>=wN#rZdrLs^f*4AU0nQWLmc}I$#<(#0lk?OO1kg# zNFu}%^Scb%aU;iqwpiKR=-%m;-eg;>WYIi!(k)9e&tB6cA@zC_+8R7$Pv+uMl;XqF zsx50jMN$6F_x~-hOyY7OjIlb~%e~_J?W63*nj0r9#>KSlZrcrA#9giE`jAC%7NfaT zF$}dY+oSuYkjw6@(8uW8=jlKD2zarFm?$1}oP9N6i=qeQ;VRVT{|Gfr`Q|i!F(Q_m%(XW1$c3tC`hK-T5qXQ_D{Wh zq)2HaCoqA9u6%MSD3@g->SWe>(*BU2D05>vRE|^GK;t?yUdjFBk7a4c{S}o@;2H{q zc1nt$%3Wu-%!(Ame*Nnsx=PummeGn1|0x$6#)u!k<=Q88J0Hh+bdwpqd6S?ET$1?t zA5>$h=1Or(k6RIOF6C9OIiPon70DH1!3@Uk^?x;J7>g}pfhRnNvx!A=N;-`~3JIXP zV?6sSeVgxO{yCV;PCkMHI$CL=Hqj{f$L{cve{_?rqZl60J6$=FhdO}{(@|)L)ylc8 zaauX!()0QRZ9I~~OR34rS7#C@bh>gLxn>P+y*)U4=a9)v&&@pHasi)*Si`_4EpV7d z-`*{)T-nF|MSuL}(J~2$C^26kL z_Z-ofQCFkR)j4Aa>1ur$lUSyBMuq9X&ERKeh!XT_$4Mk?j7A_@x^@_D5^VM9rg2x(QQ!F4e^bBE$v6)_Oje{S{U!~wqv+G z8Pn3*X)miy(DDzjj6UIR-7QtTIC1LZLCJWlk>X+$WVYqBaJMc_mZauXYj-m~6aTZc zma%zCSIv`=Gd(T-B)SYN@|4QrSWuP3vSxO8R%pIK7$B(QiEb(JE7ax*Z1cj&g=*3; z{^4S$qu{gi%$Vw8eTOct0)3!S&^qF5BS-@$K`UVr9DelYtC~yO*@Xt%XC*l@4x4P( zKk7dw%6o#DUj!*S<-ua8YYQ!9+o3kXMB#onZlW`SlY@z2hjCa*jbf=DJtd8~>r+{g z=elHEH@}pR$*=v4KRU8kLoN_QWPc#RW5U1sCxw?QG$3B1EKdmjtDTgKV z8T6wtHFwpyYYq1+-rvOv`}1D}@_jR)8Npk2~21eOAQ!HPAgKQ0JOAp zzHjRTM@04YvwpOAQUspxvIHM|*1~6Jp4AXD5|@?7u*Uuob(>cC_@!}L4ZZ>?FB=i7 zH||)zF9aSi`V6Q`;ia29FYK&n(JlBGAtAu<49ea0zqxt~3Lh*x%XK#E`WL_lac5{= zx_rGyoK~3^r>gTBpP-EgivD7h@QjE=CLMzONKm9|ZNd{g~sK#%KNJGyQS& z%Jz(>1Uhm>lr2h{-M7@Oe~Ks^M(efsQf`5FY#dKURx{?UYb1yrz@MbNy{6Tn5IVA4 z6N^R=4Z$8WMpTr_;#yFiwf@V-!=uV>D`#~tV{=Q-=w9JhI$h!o=1yX6?6^40k6{9nm_0Xuu#wfse`CaY6oOq6O>rJ$o+el>>&>smk& zdsXX%&hM0DW%`v=elgr-9Pb>y`3K7li|jmi+in|1_r$E7{EF&JdudDiJ^e?Kt#eko zjIe!B`snSOABC%~@V8ox^I7^g)=L&F9#~(~=Q<+}6TWM@eD&TfJGt?l(fy;-R3@7Q zIhiH#^lUFPzRaN(cXV8}tGv~V5%~32v-u-2hhjDR@q*K?p*-E}`0?S_;sa~^+L7>W zn070Qog)In3U*=qdruRS;t7^iNY(hf{@Hi zL(0Z0RJ+vFg(vt%T*$B*TyKTdBMIb>!?V%&Q!K{p#6;$99^}=~WDF7?=zm>`UB3a9lHpTCD5M}EocI`?Q?;h!~erK zxc4owKRT9gxTYJY4=fCL4y>hcop{O7vm1Q7Tiwttmw8$?V_DGO&*&n@d*2UliCx>) zmhFF2Cls3BJFLH^(PZ#Rh(mF7=+$PeyjZMfBz54~NC_6-e7W`B#_DHle%+!Moon~=kO5uL(W2bf8tK%bmOlXc^@kW%3c;?)hN{N~M`hfWCbZFx$Gqvlm3>}2Py3o$dcdSOK0WO8(ojq5uZY*d zwo|Rbind+e@V#n;QFR@W)@6j+&N1yj3?jh;yLx>RkqmU|SdFeXIk0GD?WC52&FH~{ zHaNM^&<(3fFu$2D-v_aL7y>xuSB^6dlJ=G~q)YhkQN(*c6Ip|^|B(k2BPRIfe7_`) z2w(Iz%>I{=VP+QJm9(y!RQ3%0Jfb627V|3uqThjy@$c5(`bnO0MMSCfN(@J_8ba%C z&K;(;p=1sP5R`*53RR$fC0m@5C8o2*g`{N5XQKaY++xPZV(;{q9WblXeYHv3rR(_t zq>W!vdd(wJt#!<6%8Z|)!R7X*qY}hyXO4azG}D>{U$LOT09NG{lN~kWyD||9l{CF+ zO1j|CBuj(U>t}KDkkt%-blc$JvmT+-hK3pMQp?N4)qpAdS{UX!s6GOnm@l1bD_H_6 zOn#IP_47G%IWrCW73!`<&ak?AEF`@PPW?kwBJI)z(st{UDpCv&g%a2!maNUgFl_RWTh2Dhb}Ee!z&Pabpf zwC%Bj#gGp54qx%BE8Be4uZQrgRm~)$OWul(fI|p`;2f z+3FAT;xQL_Hp5>y7Y-2m2;CLwWoqu2Lbyvu_|r7005)x>l5{C($?nP_EzUS}ImT%= zaxJKhE?D~_`K@~c0mZ`^UJNp$4#p@tK6sgKRwXc>L{@eUoDv^4C7o00NQ;3Ucrb8i zRS-ERr;@6Rx^~=BhKQhAQ1VP+X#L^U0#>A<>}SDf*24Yt4}w}o8L5cVAA>dr8f_V# z4X?>TYF((ef7QXNvNlBt=z$yfyj+JO59ZiC$1$rBrMsqmxsfZ)<7Dy)Ol;%i`JiJI zrfe<>1)kjKKO9IB5HjR@pKK>qdZHC6zC>BaYMZuRZENZ);%?EtDS2_Yy9lSA*TW`=n{Tc}E0( zNkD;}o9mt>^NN54?JwwAI8AHE6>kgSU>umfn3O zMHa$3VI5DZevu+zCymzS{l9q%kBrKNnT!kClQU1g*OlL*Shmtr&G~Pc1<2m*q|wNX zh`Gt5rmTn~u;4um;utuWk9lnwOjnM}hfc3EaoALxDc-cOXrvYR@#Jj5Ex zrR$nTP?(C4AcJtK-Y(}JbjQQB~d?DEBZF)q*cWwG+Tt(Lt8gJ!?+e97A#MFQuavz=C7Ex3jBBm*)PMz3!u&m7IbuKL#IDWMCbsl9fd#dq zkHgwLcs@tOacR3+R2xqKI}hEplHNVcm!>R4z59r>KErU?gprLK4EzeMu?bqgp@e$i{Mh&G$O zF`V49LHT)q9~sMkyVppgp1DOqChoHzLgQJHX1&9Clo77F_ElWWMbN9-@*V!bvDZY8 zMGwOG0;s&bMu~X|S|1TgFQPXc5*kY4+Y5G3)N!ClC5f6ST1u>=7apH6e%5Pf6O*Vk zzFZVY`p&?sO8sdw+KmM`e(J$xAh&1eQT!kxC4fqN`}w1kvFdDY%2FYdKp_a+GW%6U z;e+sQ4;4n{RVmE>23M@X4X%$$tQyhiCq&D@Fm%P3y#1dtk$T_fyy=zmK^Y&WwmZlk zniaGz^^Yg+Mwj-^xbB!ah}fHaRph<0k2^b%RVxEs+E}p(UvJw9U(=JC=NU$tKjEoD z>yU?A14LZs_B7m&xAdmV)~XTs6u|r-*Cdbr_(5Rt6~*r$1427XOcxL`7l&g_{r7e&{b+Pnzvr{R@~Zfi?akfIRSAyQcU};4qT@3GWxWww7U@+0;E)6M`Pq~?qJkd60Wc1X1?9) z_}#K6hf(xrq@=2S`FR@_Y&+Wa_|1eZsE*}BDF5xd%0B#+m^+t6T1^UuTg`9U33*Y2 z@(Qu*niE%Eo=o6z`}yM===h$S3zN0&nU7W|@VO%_5N>KeseHpDlMCBf*~fG3`loJ2 z)y~P*6#M|wL~0#;#}$~|h$m9SozAg#pHd3*qGz#SQ93ftLMAgLdPZk7+L^q(*R zqcHJ-<1W`?g7}=9PPY9+?h?Z4NcfML1 zJH3pBQT?k5^-mIU5k$S=zvnGb@nB5V1!IjL=TQfVJ;1!m@hjbU@*2uA?uWqEgoQA@ zt`g5R#K9xT8l1+(^AUGt_&5$kR*Cpm$kJZ&0p4=n=Q?#zBlxg}3;~n-#CAs0G&g^d2m1(f z6Bg?D2)W_4j|OM8eS8WP-rkCZHZvli#?^DWQj)z(1RX9Mo0dP&XbUqmuilL8;C3vp zwr40h+ppTK{M2#OE*PDPq<>hkKqU|)D>XI8@TPkbPz9ds zG=@RO+En~h;g_j{>QShSQTIwGGKm4?#y4#}69@47s))3X-DG4Zjf=#|UZ1g8c7ND;`?P z0vUX$6720>VWuHGZ!B!i4!mHM7gMdDpq$Qm6TeqtS9ZC_^9nmD|VX_{NZS|e_ z{TlTKD3x?lH)Tv{c<7z35cxmsa0OhQY=0@c3LSmxA3!?y3|@^2H9(wXRHY3$d#fQ5 zk`-v6)EXq`rVCYFPeON6_?DxXd#FkyN)=vizT73eF`d@DfUx`DX>)&E%3+R)d5RnS zet^%$deu5Q&^$7T;6029z7M%{QGUqUiN`rC5V3E#h9;;4nD|!KUzwS-IKnRnwxbWA z?zA?us)Wmz^1R{pRR>oqXZwybft=1%Kd6EkeuWtbgZ+(=lz|Y!U1AU_CRxaf+nWq+qr~c z8Q}1#Rk2(M$RtUy^p!ft>HYQD`ngenJ*Dy(n@W`ObP(0rYVh~2Lj#AY>fI#%=DXvq z$Gr_aMs^>e&Hxtp>woey*WPj6rS7uECqzX-U13J6OG zNJw`|NvD7;T~dN5Al*yjk`mG&-CfcRF4EmCEZwkl!}q@4f5PX7?@#;Kd*|LcGjs0D zIWy-xpQc)F`o!7M+Bt7D+TS%^Nw1`Za}c*@NflTe7w#LaBW=?(Dhr$0&rZlHTiQH> zx0SFoPJA@aq_VZD)9_>wgxGy9>XuzT)b}S`YahiJmrt@*4`o_t?}{%M=5VN398nbt zHyJZmv8U4VX9tTp7$yb9+vh}5H+NF3p6A=jAy14=Sb5vAdaVR-l#ErF64TZL$l$+i>`8f9!{`ZGp3w{_Q3IaC&jT=nq%#B0%A2wJqC)POlZXs-#@bMI~FKDOyxGgwH&UNTam47mHDy(z`VcuEHn@t4+iB>yGkn4ajiGbj-c)|P=Y6Gj zq}0wmjL3QZfI1mx{?*1z0~XL!#5eP7OzTJNoP;r)wlSA2ooD&=*4!FEa5sqalr*n* zy4%~bP~=t57V8w#va3kiOmC4D->51ig&3FE**g=D4DNrL-6>btewTZmZSM-bQ9WW1 zjz}U;d(Mm0LMc!BXd7GhGF|a`gwRf~%R2~Iei7~O)}eP-A=u04f{3bLnww9cU9wW~ z5A-6ME$p(O|C2}EzFm8j=`_sZ-!h5Lkt5~(eM5WXhgW{HGI%v@S1QqFWlXkZ`#6)7 zE}<+lVMfNLmD|a(SYd+^Vj0UvPH%xfS+&K7)_WcQ@iQn8W~Aaj1oxg%@p7CIZBbj zP4{LnTDlnucB)L+X5~JtWaX^a*h1_{f9}`juP{rIYoYe{S#aKdf-i+hGaNO&{B?q@ zNaCg=no3RH#%V38%umxAXN#tOml4 zWQ%MKeFCV^UB2HZ{GQ0P@9nz&bZK%LP!i4Ue${j~*!^Mgn3z{FI<&Ctvg_ zxdtURjk!uoT|OL2=NO}7<|_tF-{SYU1M!El-!8tc%qmrKC2@8%xYw(Xy0xCcl`9$) zouh@WeCV;7wPfvjIrI58U&oQO5{W^F9`j3+ltc!2Da%juVk^|b9%H_R)-Na|^b{Zk;>mGx z8;fN}wl~`Uu>T5;jsPj9IN2T&&(lk%5I=Sh6gB=Nz?K4xlmbWlW+Q}4Xtc7c``ALC zqrC?uL8hAXs$sNF1l6shzZ@d1Y36T8n9R)~5BBFO`$| zEa&CgfdP8orrglXiPXF^VZC<-IBg1u#Hqm0>T&OPy`26Ivf62PU3yapG4`2OmrwAIuy_9@yN&OR87)TG1C>=;);!UUle+Ba_MT>y__IX#vL=<-6joQu zDl0vF@$y?9=E|4w9#*oL^iy@$Ip%kP8I0rg9ys(^hJY7boGq|HlEUNRV&iYNR*7c8cI(}8?nm6iDV2+bgt6u6d}ORCvRU)5+U?3;1D?ol7|2;3T0Ys( z17*u%0ADJStQ3#ZswVmaYLc&GwREKLSYRS8q7q~Zq-9ml zV#5fn0JSWHiPtaL+7{u*E;X8T`&0_o7QzA5#ceZQqa=s4+~FE1y*Sd(K}KA6)f~zS zF8_GPq(GbU>f+zm6y?Yz?M|xB5nF~j!Mwh5bH|(>s8N#AD;$>zJmZP5!?+VVl~3no zQi$_z{Gl?RXEg`-Ru~`eQsRC`+Ymr?zbu#3kEUKFSn%;@yTqDQvR*0QuRm)|%_0G3 zZ9x{9D}J4Y{DN+WpH(~H(|~8538?;pTX~+DqEg|p#oN{6Mn8yI#scElqKTAzqLba+ ztB*simn6NcoQdk}>J_fCODDxytHG?5%Ee^n)aS2`Cc+TpKsI=C0#h+h z&u4s6N6{IEGZ-V5BtF@{S#EqHJgtH7@ff4qEP_i$?wT)o9j`|xXB9W^8(07CBvRF{ z48%Ukco&Vz?tUolV^QH?T-f-RJ5)XijcVP4lr4bkm2lb|%6N!cCS46;14wQ@wF#e_ zb5H$_=2PSh*jZ-9c}9=jQ1G#9JQ1%NPOcoh+B(j#nz_lFp77@UuhMJU&~YPs8=s( z3^wLgztmZjj>$$==l5xCXx9m2&ae{Q9c`MwB=Ry!@=uX9XMK;j-0ec{#Cke#;$a+| zKy*+<`aXznOXXzbSe8Gy1}XM$J)l_%&Tpaen{wkut)wD}BvHHXrf@jkg7K0wP?yf} zfqmC!6?o8D2tA7_?QxJg!M2eM_;9G1uz>kNwNnn`ze8l#WXl~Q+pfe2Ga>^ZAirRU zla}Sm`&=|W2YGvLirP1&d+4CqL_)4*ms&m_$$VadGMczm-@v{con47V!`)-$?aCcK z^5`s6x`uv*a%ms~Vp-Q}c^j9K%BJo}olSXHqG$Z*R4b`bJDgkx3`e5HB285FE=7xO7k-r^RY1uA9u%)pt;m}=o z)cR@ULT;tzlk%vDaObKBU(z4HU$*9`)0yKwOs3`)P)(KeAxen66mpOrIyh}^|IHAK zlt_2fc%dKv%bWHW)4AOblD3TEtjN#B^8a%6lRI&u)H$CXl~T2NP>JwY8ZepkW%MQ7 z{bazCjzg*Be4p*z=0$XqL_AsQmRoPO7>3pf$?9I`vw%qok%k+{e880$`(JAazgA%u zkC^2QaQ42u5g)SkEe&$J8IJj`F)ir*Be2kWAL4!O?N;x*`e^(RFOb)QQZ(>xS44bH zd8{~YYIWu2_@^Z45oeEsR$yh8;-XplMccl$vHytJgDaWHtJDLx&3BEGmVasE5X`OR zt;4gsA%l5a`YSA*FNrV6#MSClJ5QlN3Ya3CpWXfVcHbxTp)N5k`-PV%`~1K2H9Sf2 zW_5&U6Zxk$&eF=|9JIOKUf~hr2dmIPd2?Dxc?IIz4|N$4R04B~Ud_@%4M3~j7;(7w z<8_g|PR8?{{5@Js(Q@`PtvFH}1(m;q{8&&V+Ty$U*c-{gp!wjJ-M!Oyo9Q{nJWm^s zLpf?o;xiP2+^w;UVE#&*Ggd#iL8aCTl=XUGbMSzZxr4KV;`Ojg6Z!#EUd&_KMc&B@vqD&ze?YE}f5Vbzc%&(KjS^gr zEZN1kpkHh$zI5Au{b=#YgBG zDt7_V0}6I2zrQgy4JHr!2X~D4>(dYf(5SgkwkZ3I3I8Eybt4~4U~L(rAsts7G;HIk zKSnP;j=61vEXJHh`6G^?qjMokQ~cp9IORHRb7t?fYVj}DlUELki;7j=IN8h2>!-FV z;9ohRzC^fVM|O&6;dY!V=zQK$iRC|bS9vF^rD;FD@WzA|XEr1o$Cl72IGuR!z5I-$ z9sgL$vUNuV(o^Wr0f_@`Q_hbg?WK5d%CZ{A&h=KsOUv$OYGD0LD^UCL^vZdg|K$3r zZTQkzgHcNsAs?{G){1f+yZt6$D$s5i*Bu9GAU@K z2&rTHzR*MBUjjrEh4-Y+_gZJF*$&G+l+;IaXjk#zKv6|WWf)RZyd>+hE;pP^V4ZJ^ zYd&;XcZa5W=AYpHm1n7i?^GW%rUeg@F*>4ZlX54+5F;0V<%)??xwu~Ok2gm!qKb>vG^xUbOHBJl)AC?eMn;wSmTmm!|fmXT445-k?&-QOdH;qynyy z*sk4|e&mL~aCNE#p(AQsbX`9(w5Hx*g()e7LS$(VLjE&vOC}=g&{1_tP+5MQm`Yf- z@ACHI@c2sP@*;Du`Mgw=CQ&yBS$Cyfcjm1-pQ%4~w08b+M`Dm;M%7KJ)(8<{svY-E z=!p1|-9I&5yG2^yQosx6r$gj=o`?7CRg@dUUb~QxxGHk>8^nNw3d?c#&4Yozooh_l$dW^XKAi>n z-50egCRUmr%Gj#0&f_lP#?PVEg^uNe|Jq9An&7t`FXm>2$FgkwbDJzr`k&t;opk7r^6MnVGJNxAD3=AQWqqC9Q^=MPv)@YLW>5WH5&huUlQ? z%jr+X|9;1Z>M6%DSysIjmW|i2m%b{SWiY+@lycu15ssl;_U1Cj@GrAhsZ=|qLfrED zom_Xzy%!&Tif?xXzM{7Q&QB754d#aYIQWd_7%zL?6JPy(ty%=x5r6Z=H@2>54NP^w zEa?|%HzHbuw7s;owk;Q*UD>uh;rdWul0G2ehD`?Sjbw(Z1m=3iJUicVSMW(u>dOcl zPq-$pXKN7oZ(O7Y{|mG|4t@DiBgv+8`gQ5Cu!3fez>w3+_O4*yV<|wcYAA?05OWd; zOd76IyOT~Nv%uRtHQa|dXCjZGCnv`vk%@Vi8yClP+FcXk^~S55p*N)hqKO${M5zY) zvXwFQuB=J|qUhO#7>PZ6+=mXCI7at>0^8{nlz=6-{Me(fPFvND6Ips@@%!k!jR!fNh;85ZaPuRz+5}=*wuueMo!@xxcn5nqVT{ zc;7mhA!}vKdPVMidPKWGGua{}g3&D+V>gg*!>)xoST4*&y4)g@oYJ10hRNRPAA!H+ zOQ!lSxLhia6KBK;fhX!}KL{OgP^x?|e_%Nr^c8gwR<}PsC+6g78bSA|l(yd7yloQI zs>l%tE6ztMl-+Efsl;S#IW4`fBO!@&!`sUH_vu~L0|~fBw;i&ZA}yTQQAw6pQ?F}7 zM7I-6vcJJs{yL??h^CHvtsuvXNR;=rnx@Z+%=m@(pPu(Mvx2S3fqH@%Z*YXhU)6XM ztIr#UQgy)b5(dXYfeO*alJ| z-S9k$o$<8dkyzQTwbQ0RYULVor>J=DG0h+DniuZrEXX@n#d{o_g>2g{{JfpFXev+&wrBKFjqiX4hXVk6HM>|ils;pnVnQo310wOI|29%?j; z1rzEV#5!xwiziOn-BLu`QnMF2V7DFc`uLJlzD4L1uA%ys%4^DAd>O|lo8|SzXFRE; zDRJ8|D|rU%*EQl z!9gUaaT@?&^H21FGAYv6=;6)H(L!@i&mh4y@xaC^q2-+J@dFHY)_jGRk`cW>kkIBQ zk8ojjp{llVW-XvHT6+;<=t9&Y2ByLm;A1^;qYAPvRBN;p+TmgjvrSEfj%99)q$(zD znjSxV=n!>#2jqe#j>!Yt5nV?nC3Cs^)~ zt{godHJKPv-~$Ty;R!qiA&Cn#n3sVh&85KuD&j#$X$&tYz1eOO`(Fio6=tX96FR!* zg~@}@ll=8ziQHieul8HW@@UbuF%$W)hU|9O*4>5LTsdlqyr#}RWqf*NgED)b62ph3 zY-h+5xl}xf2BkguvzJA{rb(xlR$_8)Klr~^TM6#+m^-O zj;J6OkL$oXKhs96c9W*m-P$D{mH3H6f_q&t%>B3E$hBinwtH=rJ=#Nm9vlvH{Ewx* z>@mhkMn6YHrnFICK9jy(|7&cRqr{D=aCCpVK;NE_>Pj-PQtmj{x``YE!@_Ep8Q$uD zu&2UE#?OG06XaFPo|FV7lK+AW{7ebM1+{;Va86Xw#*Tv(%+zIV%R!sN{0zr@ob2DL z--hFH$WphbnzgXxzy|=2<)ZWZ8zWno&{gp@_otEK__*-AU+^oo5sS+wFg?zvB&avP zd@d1dT$j&FGJNJ}mZBY{=b-%kal^!Y6=X)XemHHpu$IriuwQGuI{pdtki!~QE9(7j zaO83!6SaNJFaO{~?AYC143D{w4br*DY-wb5S+%VpUF_r%kIfc`Su5!xp{lW}K7!#watSMl3rXSSRv1>=Wr;4YA3SUz^&Fc=|t-G(P%!ql+MJ4 z(NjySwMssD9zxIsO;0MXzuCj@hE16GNO{!l_0qC!o7Z*J3oHye)=C}qL|I|$K3vx! z^Bb85Dh+aFbxq^^{!w&kItTnS02C9jveX~-72PD0Yqrkk7Igs2AN0KGATs`Rshuup zy~VPX6~@=_@(2A!PR9!IaS%oMqu}RW0s7i{x=<0jOJ;3HTil9MiXga7H#2dIMh0_3 zE_AH3qcGN3;eeyBWJ&N|{s?F3<~6S80OZqgPH{K*QYP*yDBWKk zZ|!-4RHDjH*+*3c|54LtIlkpF!m_QZGVue4hKQMVyjE-HVSIUgIwqKz6z<=zKT{ zLX<7UC37}EprL2}Y3cGN@RG0p*yos_wG@U}plgq5F~G-RJ}xRn&Nwe&Ys>HKbuBXr z`Hz+-|E+6DMCH~r(>Y+&Gr!le2gQBmC1BoFu$ueEQsB}0W3cFTwY8|zax?Pl@>BwWSR%+<5|`6H>#tAv$X3w$rCCVH{jFn5>eTdrB;vb$ zxtV6gkn*8Y>(e~v(0LOjX?a{+iNJ@~!p|ALDO%b!;^;H9s~bIETKZq<+(95Nq3(lE zUQM&E5mRwLCMMW3J)o!M^9>Y%4R7o7F7o{i;dCPmWjU5apjC7CMh&wjFYQtQ>s%cT zPdhmJ<|`oxqS7IdUt`^j{PNzMENMb9^$h?|g&RPd0RzDHfS&n}Gu=xNjh#|P{}8@V5Rl-~kyU=&#L zSE>FLMz)q34DHzqhJ(gJ??^^FOaW~1Pm1^$xKh>7lf%GaC+wqO^HWDvdup;V|IyH= za*gM7O&VwVh(8zsOn|`K?<8UNI6=yZcl{TRPg+0_ir>_A8k54zWTbg4VK#1!?>LPD zLDGJ3^ih6E{C8MokY5@P7XRUq0RrSY6KL~)xni%;h|64lvwI4_)%_yC;GVKNMbMJ+ z$6pt%0H9+Mf_1-lYp*2;p#4NlAcHD*eKXft)K~rJb zq2@KGY;U!X6`8Iid&lc7t1KA0oB*z-E7mu=Mjt_;QZDP_Gou%rU`%kw3RS?@CDByP za;uNu*X-OHeMH(sN*i&|TtooibvEpdB$>bYFB@=M7E>RM+*R#IlVSMtPB#x1RN_8f zG@tUVt_Ko<1$bhOgoA_ADk4ny0eZ6{o}1|4t=tlN#?$82*yio!1#1iiP|XKUy9e-9 zGX?s4`T-DkK8)6t)jGs)##n`=-&A!$2Yj#il~3M%IdhDZYBeB)?yN~5Bx9ZV$=+{j z&aR?Rqn5`n&iX3GR=0$L_XaFHiCUD|X6oG($cOfN7C3=kD0>-X#?O3?QiZ;q7Vwz)js0| zNM8lVBMZ#DxCwaWN1k}Q*%ANa|AsylH#e5y`o+32<`Els9SLIkMSb@={C_%(p-9)R zT^Nu>3kFNjz1FO-{BJ_}Z*Y5X#K{SflS;M-My1 z6R!`CFM1NsX=2Y`#fk%!YDPgr*XzSDzPsfYpTo%0?0@|16|;RE`V7?|F*np zq3eTe4Nc_U4{RYpZ358!`>iAbBd9h$9wu0sKKUVbIWue^>I)_%pjHHFniVOr#{bjN z-aaZ%6`y7cx0k1`e-$w^KCz>X20QaFq`zAypn_1Gv8P20jNpL{Hl%=QC&Kb9{f^~- zsyMv6Eq?71th>R(2sCT=1D)oZ>#3)DtG7=u!4ccv=-Sh){l&vtU38#V|7mBN6AB%e zhYhyVs#{PNF)UZFrU|GWZ@0Kt`8;Oa&`Eko7#SHkA16>Q1wD8#BMXl4?2O9Y+{Q@6 zWGXOhk?R|eh6VmL4mzFPqRJRtVWA-YEDQ}F9`HoQVFl=c2(&N zwEym_2fN7k9*9p>s$hcf6{1|{JeiKssMQc}fAB`5fjmo) zBeZc>pr}IR<&Vm&=ocVr;8bC(_o*K&^+4hBJYxwN1Omyd*r_z#zQ+gQM>g+B%#5)B zL;`>yf#7A@B#!n{^f>O;LFf} z_kTz4bdB0u_(3pZvc%#DuvMseHEOK~O3eU>>U@6Rbnyzjs;;f>zb)kW$`}mPhY8&Z z_=+00r$=rv0{j(DJ(khSZ>k^Y-tawooXEcr2m1-4U3Q>e^j!8F)q1bIZjZS4;?~;C zIAL%6iD~^Dqy?+oAqqC<@@4qi+O*XMxtE2H!0yaC_pm8hR70rOqlcn50>~3ulooU! zA=-q^^G5Ploarne#mv)LX9|$@8z&=dff=%vbs~E-A6(FPW>^hV&*1V=e#fh}wU&f! zb5ZVuC#i#h;l~DOs%Vrc!#x`-rX19gSg$q&@VB>sLE&4+iJ^U_Z?Kpqm|A(k|4Y{q z7Me5Bd>U1e5714dQnMwsi#oEB_)@;9_StMs&<&X5x$Ybh?e;mOrDRhLgy~VCbageg zLW@6$kQ=3tx_8-{sGZ-P-l*6ee?r@)O8c8Huw>ctFro7B9ATnkKQRZZFN8!sM`QBu ziT7X5?P5<^=;XVAiB^?toh5e&rL%!ra~w91t_&+K?vB?r6o2xO6V6m(^W~oYjL+iK zQQQjxDRWc%rx*)XMuCH#Uje=i^?nk5ax8-NNxmlz6GZ7huH(C z+tx*f{K`c1#eI%B2*Xo9DIA~fi=k+HN;8|gA8YD@b?epGQg=?>uo{UMPtr++dTSF) z{lB+UBoZ9?kLZ06-C}5v#s>M}KTpR%^q&8e-+3}pD|3td(AC(IvG#%4|hcdy2Oi6aw(3-NlaG_Dw2oW=ObW0 zG>zw-p3esT;l_IdBWTnKrfj>Hnyvhyuk8g@p8gqSwhh|xe*3-RU!O0|l@KUEJ$dD% zxPaPSTV!kJe>mL`^9EfL@u|J>qp9CYU{|ypQbH@yS{O#xrYeaf4+y=7xpPI$_;&fQ zBIm4M2A#13!NJAKVU|;HZ(hMPi?)ZN2l29(~f{=hM2Q0Ci|A8}z>}+kX^p z$K|DCxe`ss2l>k~vcT~2YGVY(JXxNCs720)-bU@1a888okJrdhec=EFMQD#JRAk(n zCl(?BLKf*B8Wz~)7Y_eYBp41fo4B1SYhWjD z8~}RFkEVy{F*FW-MLTg{nx19pgIQLE(P#Hn5-p077y}jw1+j>Hg&kr zGI2ea2@Wj3+~ys)m1Q`Jfg~W%qO}E}M7|Ewl_=#)Qa-src%&!x^Z?FJ9ug1`0WQgz zRwY+7Z4tB`hxu2&L>0v=3!wl5K<#W_-)p0Wm8=4ssXM>hX9h%z7^FXZdN|Z8qUGgp zLeE#ac5z4C{N$_9G~oTMhAFYUm}YR7^xLP}5bBJ6L5XS}7|@XOMHNdS9{-|0y*HH| zzl=U#xUUlBuGp`@m4_W@{wEPPsP)*}CZIx(J~b05wzv7~TI>eOAI!!2s0}tZ^m`&R zW$v2wj0KWvlGE?Hs^mTp*Os{U6rEfPbT&W~tQ^Vz!psyRa_r2SZvl@g61)#Df0D`O zv`?;N+tqLD8#-_nqhu1wP|AWS{+IV@CgUI-i}}C7HC-c>O2k};^wn@C(vI}4nwDSCGNEEPMuFztJS-E{F`!_yz<4ep|Ufw^lQp2+S z4%7IbJde*GN;F6U_d>ss{9Xm4LoNV!0_7jX?LWRnqvQeI=OHt)6@}NX)Zp-u*=rkp4Q<};0d&;S{*a&CB?zj?1D}gB)+D$9cSO~ z48mY;sH}v%)3T2^k;+7Z3PVWrs}gvJ{DzAYrJPX8aC}DA(@B@H8zIfH?{EtRvt;8? z8%KLyNOe`ctn+IjLD0MJNu;?Mu?GDVcXo1zjZXI7w=azLDDK4KJppmq;ez9}r|!-Z z52Ir%*UvI|u-^fWZbWp%pxD)I&@& z>V|roo55~uIOj_+PqiI;ayE6ex7vGZJ*`mK zi}>zgU2K4MduJ~x1p9q|s8t3?+S&_h$ti;~Z4RkrAJNlV;0?Q3^tJ4f z_vhJg$l@G-YGe2eoJAP)EqXSm+a$=;5jB^u!heCyHUl?u&di2$*0HpFs#8b9vCXFk zMLLWO{?XI|X?7?&C**X>tJ?=rEG~N#>Xfdn0REBa{(x`2V$V&22)EExUzf<~scvaD z4>rV$L!TMQu}%oUbnEf&Gg zGJl#B0L|WAJ;i#xGQ>b54;@*w%m#c%Rs58KP65JFWNC_Xu3IeNqLVdH5KDgS7Qq=_ zv;?eQ3EAiA1k0>I65H=-bU-LQ!KWPfI=pXA7_L6({OmlP44Lte`NM9-u%pcjL~!4x>Qyv+>tEh!^wfc5cI zC!W=44g=G7cXqL?3T{PXB?uTD7&<>j3e{2N-i9Dda465(JUgx;j_vVtb(2Fr?tyl# zwK*r%oO+y!Bu(#W`U4+v-%X1hzr>huW4Z_VmxQ`_uo?bBR7L|DaW&YTq5@ zcP$9JOA8B1Mf0OX7CXMwuIn0mGQ4C-;2U001s^#MK-+%NMv!56_{Bj8lIpGE!!QY~ zlh4DBJ^-vV{dGcQy@Ez?WIW`Ks3+(ZNCLx)UaUk4@k;-X=;kjYRv|(rLDeU1EF>mh z7ARhrJ@qu{XZQa3YLgg!lou#j4U~LM+$x< zK}Z7H#v3LurT|gIoopABbINhr^vwzGKGDp)lR7-2c`>lxpFUZBoYXvRR|S7$M4FZtmVb_)+H1`GfC(~*s}I^{W7BKaw*0b3 zu`tpIC8V|fZ2D25!W-Zw$u!QV$Gq4XykTB@`M@ev%9|h7M+Gi8b6N|}Xy&|b#HQrl zCURnhZysCT2tZQ5w0Riu5q38v#on8cZ3LS698|@PuGN4+_t6PgZS;2dxE=g&#oEm} zaXpWP+ZAT|N4nbUa*-C*Xri&i31<5xzL$wl9#(>j`pn(L5yuav`pi1 zf{eu6aSdR?O2J;sV9D_cvR`F$v#b$<-A#Sw2G$c3iv?1hg}8un+>yxS$H#(oaNJK_ z#}?ZbuJ)b#mqYP%+FFO|4r7)8_Gd14V`HCBnG;KOy16sYma?Gwa!W<_sS`<_X-DC1 zKWIDMS#d0Uh~sNl{E%2<)Rv&&O4oOer%j+y)*{&j>+|2^&F?>`r8u+s9F`UWmPIEZ z9!uhYHUUp4>n)MzZpm>#t*shDl!5_0QwImATn?PPf3M5gGK={v~h z-i`b_*#XERWU1;Zx@eA_ zl{%S~#18RCo>s~w+%~QK>JEAGwf~-4sK-nRr*G4(+zOm@>p074;NJ=H!KD`)<+Xe# z_lHb%_(Za*D_Z_^NR=Z1m+UDAXq0o9L2XJe$Fdoz^5lZoz^g(*KLf6x`_L&vOAdr2 zjF{?w4u_t5ty=%y8e>=v50KJ(ro{n*sG_!HL>c$R-?%8}DK{tJ!o4MAvhvM8<+A_} z0jIis4Ry3B9QG3J*Tpw;8O#? zC)<75brct9-{p2(=)xV!yM=m1%uSiH(MJW0PK;vwXs?I9(W}7!G%6&jJVsN4=(z|H ztt+$CJk^Ft96i60ugsm^Pj_0U(xYeE!37!W-5EmU+07Joy}F{Q?QO?5nnw)juq2YG zudUCLTKQ_ZOB{|Ptv82>X5_xUoqLF0qeTNq!I3h%7gOR9 zW8{gSp%bUqS9a4_Xh;V7CjsnHBsM6@pVAbU1w?Rs)lG~J zk|4V40XP@m3c?ofKoYpT;cDm-Zy54_gFtlOm4!jMOqX;I?R6o4%|M_ilL@yV;2Irj zNUyV6=ect-2ozwN7JRe{0VDv0^enYWKfl!kfhrqP^tM-VW6?m4#Ke1bJ>qBhAdq@^ znQacyYtV6Lh1_lPH6hs?2xLkaQ0V$ojvv%XDBC@DSRZ5qFnqipgoRw+s0_O{Pb=yvU zIa}^b=nxDdfUkGu5q5NdK-qdT7e8@xKHSkBJ_U6gcLbOT3xhydrcDli}WSlAqL2?!AH>N?)w6;UPrpSdEJ=9Z~yOG gF8^Pi^n1PP`%D{cyC3Rl|6hd)vQU|FsZa3#2OO8RssI20 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/a9aa1a7f-a548-44e7-a033-3a9abdc34f9b.png b/docs/handson-cnn-tf/img/a9aa1a7f-a548-44e7-a033-3a9abdc34f9b.png new file mode 100644 index 0000000000000000000000000000000000000000..1b76de4106719609ad855a94ea361e2f4eed606f GIT binary patch literal 10163 zcmZvicTm&M^YGz=(whb8AVmlzL_?Dzh)C~U0um{qH$j>-DS}EBLL$;3H0d#bbm^MV zL5eg5-yjlNsDTKN-{L+F_~vV3jAtcvKQ^xB zW^VjAL@xmd~m_$i!C^CGdFu-^~D+IdCss z{VLSj4fv2KAj)4{&LGU9!20${`grgJt6K0BL!17hGIF4={F(ME4Oxu8J5q3>;)k*V zh=p2x=Ywo;7LqLIq`aj})sSbg*3fNuw~zicNwbCv5<_c+teboyOLfns?{nA2{hjnt z8@1bHUJ)MC5w@Vv#88?^8)Tg&L0~L0@JeO(36DGSQ{fe~ zt8{5f;f$BnR+$fr)qF-DVa*+X_J;IaNh=hN+Ro~3>#o!#ElYEZVcW&v)Yn=O z;La}^Y2ewDvPF)`4&yK^ZM{6Kyn5VM)1##fcHXbd{>1QgXK-j5Duz_Y0?yp|<1&*8 z6^j)Uypr@Al{)tyWwGH>57B@R_40DKg$wJ7RjXhy?B~kmg567?%^RIxh5MVAjJ2)Q zENg@imYB(Jq0LuLubZo-Os0p#KtsJzTFKXpEoiBEWKwT)b$*}@)0B$0VI}Q+WHn9Y z8mEc4Mq!@rFdP1Dqr-jP-{r2}+lER~J>7{vsK zJUR^pmGGI-`gx8nf6xZwydO*yJW>KqGSdtN{y<`(Y$~Z0c%Elvf!Z+d+eMQMDMn-J z@eW-TRr}c$tUrsAv1xwKf!7=M)rD0cgWJxpBT;4oRI2>HJZ>VA%M7dWne@aHi0i5B z!OHGE`_1?}3Iu$c@HW(m!oa*-SUOr<80{=JKcSN3xY4G~B5`eU^+}QJtp{T-y`~H? z-ln7b0eCLw9MwHl^*&Ehc1DtIorKdk%= zw_K4|atf1aB%GX*y>2{>=koT-My(^eStea>g4_&jc~?pmwdQm?ykE`r_sy$e_1%VX zM3#qz9T;YEpfNYZkbZdJot4oGXfKm|$pYAuo5t&Dp0vcOogdzbu1oME^^KItLH-hb z{OSi>?)INqGtbIqS`6MnF zdQ~8#Ulkh3oFXhVyQJ-_-#K;reGYoDhZC7bnOp*1q7JX4)ey)#rz--qzKW&5kK^XV z!L+nAlYG@Pp-76DV4C2l##Kw*FnbonifnQsI*Qv-TX=x>Ji)(~%leF2{U?_|?C;iF z84|)EFaL_S9!lYp%c?j0T7@K{rF7?prH=|$_V>z9hVmmRxfq9jn1GE2cNL#~-z+!c z1w$&`K5)b6u1xf2E@gJ6{EQdDER67>o3^QTFS+JdTjbgOVhdu@nneM(bnFq8!yHL7 zr#H}uCdi8|lq(;x{7pbTwy#Q`pkU4M)9rFn;Ud+~-!jHwZToVMhSysu+}Z!2_9VrLSisIN?hTuspxnPMPMagSfib-nuzJK!ue zs}azXYOq!AZ1g75SAqHura}c`yBX{*^z&} z(-Oan2f5Vd#tfBGrZ?TJ-X_8w zi}P&{hXQ_F=IiF$@`51AWR=T_H$PoL!qRPN|hilh{pnF1TMSyrCnx&@Bf0UMo7DvEB0pFc`wN2 z;k0?S+FiWlL)|zL<>EC1P0<85C)1z9xF3a652K00l36(FXzQP6(kW2;- zP4T@2y{?nzukR?J8XH^k8)K0jlIv&#txntA_6KwCwo9vV?ZSwgExUO3=l7296WDAc zYKB>wn~>NLY@=|SMJ@+EC8QLf!BD_V*nm2sLV*wki~7iswCg1SFgB{H#UC;PXj2bz zI%AW6w~uQKa%*igD)3~M1}_*EBb(GE(8+;`c!3&(-w4n_at{|@JT9`g?=8Z$&q%4? zTz9)u$DH2nr08?@TBe*={)!7{=|5xf#e0ykkjH$dtl+@!W-v9;&ry_jbhGM~;Q~n1u`YRIkK1K_U^uUKCgk4y(SpPBYSsFdhZbI?abbKf z$NJnK3ce65-O(qMCVZ^8yb^I=l82_$sqOmWEDw-1i5;VyQtp87}KM-B1YDOZ;&A#wk1M>9&$frX#~n{fm8@gKJ(iu z42YF>LP?#gNiD)edrro|Rtw)0u7Zpsb9*FO^GY0d2&sh*%P0Ni3cb}>Js#7|GmGI6 z$Q_Tu?;C~Y?t$%gW61(2bE~((pl<;=UqP$-K9wl)8H-1l9(m63D6nhJ`<#I-`slYY zz703@>Z^l)%@zS^I2(mGPUtC;DensL>y*-L`KnooYKbR#-M1KVf#r`K=S-3I)vMR# z&pOmZhjv{ezeRe0SMS~aO-PP_Ml)6%o99E0*LPR}b9^ul-+k^_>TDE^?X8U zjEa1o1B>#MZBvR*bG@b{Sc{9I_JWTg8t!`f zk64t?^O7j?xMN4u`FLR37<5Z}mhJ~)>Ir|e-@#?`sMDj0Mu|rz^A~^X zC0$HgtY;%^Vgq*P(H<>%UrHc^=O~Xkw!iaJq=E+o_xioP^_fQLCYAv0HXb!%QF7JW zdj0J;0NY~DAtB7{7Z>>2=52{pWq(HVC|`wfh!?pj&pYK!Q!9C!3ruH@R|{0!oHd(1 z+6s0iO53Vw6X?PK!`4Sf0gIh~uQgIkcM0FWueISDy(jxJJZy1|ZMI#~J)5f}ptl_= zBa<{HHP5~mgKA97;tKcKU(Cg}Bn4Ep!xN~&=P6LO8oTL#m+EO4Etprr!Qvhp!C@}# zF#6a!0sVXvIjr9}WXpc(-_3^?T=eG;e>X>5Qo^Y&FT|%b{&(jDRmyZ35BvVorQO0P z*@tP8A~Q~s>RRM#Go>iUq4JW2Y6ZSTOT%;EtO^o2s(mtRzjn!hKQHj;12Eg_(Utr( zxG`$ZUqvNK$)sBSL!ee#G~W=VH!QKN<5Rd${i zhI-^}?=z~a1#8;2CWH-8Zh<#dzORM^n~liSI&dc$eV=U@SG6ak=@YWy+sB;T`)C{` zks`M>34KKLPQ_dYKyaTr93=?smfsT4wJ^7Ze*6jBZq&sWdKF*OE>ti5x;V$>a&CF?ge$WW4ztEf_Z^&T=T<*O%tS7O@ zI6kJnEOk}%b$+fb;blZibQIW)(}tnT+vWJM>LV%zkm-O=el=WR=uasw0`Lx%Tfi6%FqfSo%Ccz zDHdKAGOZ4doM-((LxJY+lz%(}*6Me%KKSEt5hF{HQTLtU#1Uiq9naZ!GW26<{?kI& zLhpkWomNbSr(P=^zWX%%c7yu2kchE&2>nsw$aVp(!XRN{JCC0_p{G$h{#U zUS>o2rKqt>Nj|hgm%F?t@Aiby1m^oLDawTrziNBhZVzaAwsbqfw)52CGTf108y8Nt zOE^(}n=jIW`nk)4Xb%jGw~M1x#@L;|APxPxvE$Tsq|uj-O;tpD#X~0D zUB@(#R-3u$Ck%g{$FgZxI3M(z9#E-A(dHR|3^rq2RPDa?00yG*2oq0K?yHw$V9_6_J-S$N>0G@P0$$fYI;6D_uS6g$T+A@lN*T;dA8yh={o< z@eA`^7wuT|tMaR%194a4A8C$n%(2c9EZwtT-%on?ZY{?h`O$EU3V$<9Oqr1e;Xk_Z zV+uBMtanIya71pjR~S&(e{p1 z>L-;Mg!X}S(VXIx`&61mZKM$raBV|qP8oT)}{(vDB^NHGw$ z=M@_B9X$k@u_5e0q)TO!v2US3(H9K8i+MvKb7ynEVf}16gbB=xyyGhS1TVqaSeFbn z5q=Myf)=>hi>Ef6?bDwTgS^R-vCiNlJsf31-U3Q}2o*P02|Wv%H0kH>)Up!grpLpS zU%86D|FdB5Mf6IfrbJ-9<_&E-T_pvJd$%;)Y30OLWVScLoQPrRi#y*Q5VlBnj^=Q= zoHZA>ZF;s-pyjsG{s!y91JTI4I_2Y}w_bPCb_u-P%inp@d4H=aj6cfu0dx`@M%97k)QG{ZAG#ouz+!A)(2z#!Uzcv2{ep=V|NOWi zZ8Au8cu$61f$ehF%K%evmnI6D_9gfe-M7y7w$a4EbwWpeI0qRU!E9*0VqCYX$&n|` zYXa@GbSN5S;R|M~b6$@gsYdJ>bTEPxGevhrVZP6?`K@#O=c11ntzlcfw-jh=pO5R+ zk%<)3^6C@;zw(8$jx}ryuma~Xn<@Jkw+}=VOx^l3d(Y2KWSK@fm?`9rK8|^VumcVk z=rsa!+HDDZ5_XpcJhrdx{Np@NyL{8VO?^K$+o+vppdh!!Z!!A5oEDt7`GYDP674v1 zhu!7lbjJrbX+NRM&Lv3-ie#&-?^G<{{9m~c81?%cT)DfXgAsm@h%<%Eh-~=CX^n$0 ze965s$HGB6N_sL;7I}&gC?3uvBiuHoQGYvU@jtg5EUS;Y>lz|? zn$yRE$9X?gc3?@1+h!r?RjG&>!F7%r>gcq{|3VwTqQ*P>;62-iVrB-5`-&xy10~{a zL|EsWeafAqGGt&*2pu?2AEurFbTjMnLRkSUxxD7^SA$fS#)E}J;vVSQ{>u} z^0;!I-q+4zz8t=Nv`Yt%`8*SUl<*eqF4r)Y)P0&Al9XtI!W=39T(0BD2jR5!5@uKv z!hEDvjMF%P0sjPz?tZ30_=@6c`+;JL$`*?VPp%2SyWtm5DA6O8|LLyn5FO7_xZ72Q zcbuH5(1WD6}ruqva-$!7;KXtS{lt z?NG03Pi*?*>uF1$J2?LrdKrJ=N{H^mvQOt(4CLH>!fWFA;cvR7j;&|IOOzc^D#-iE zJ$pSBMNs*jN*G~ce)N)U?SfJ=>8e}!ODNhjxS~2WWiPp_X8yyd{W(peYPt7!ReSUN z_$%$#l0>hi2b4?V)lPWz4qjg9tE;vj0YV!r5_P7m8OB-2@E_<>b8RqZseJ<02D7kW zK<3OG)*H`0Y)ye~C;fOp&=iwy+USNGBrSe!D}Bvh#i85sXb|OUK7w{4uI-u(VH7a! z50rxRz9E5-3{UZ@PDgbFv3GW13c5xx%Iwl+g>LKuIz1zro!p%h1yaGM-Xd0_(jo>a9KvdE5jjZ&} z_&b$<6JQezF|F0b_y0DK0S1FxpC=G3wQgr-Of@7WCLM?IeZ>(qk?oB=9+-wn7G>A_ z2UGn!kxopQo2+BTo0XisGy)1ueh(;&z@O?CP; z=f)ZaWA%2%Nf^QTLAby5=dH6hxlW5S5u1)DpW*`KsTFLGre2Xk3KB|^m9>7T4?KI5AxpB#~Bq+uGiv>n~$O=q-R6gh))`omb z>MxD3gDK#1M?QrAQKJF2%xUpxG|9)KMZ+L>3~YhjK=p<llKj4|nh z8yZL^SXA(DRta@l&b;LBRe+C|5vvl>N2Og~$>`eNTiX4^x(Ez)ZT{>gbA~>y{Uq%p zvaW`(5#}I!vHOSp$<7psZR6`ZinzLJW&sAgzU>l~y>%R82ck>#2pi|(8`f#{`rqoF z@BsX{1~SpDj1M(tbPJ}?K2f5HL_yLa1PQ@4be%V!e#b!l$qc~Y?4$9m z6C{4qrY!i90l7C2Kqmf`Dzb0l9=_)_S1yM#i`wtqEUczm6p>i&gx@d{f!{(VQeYr7 zxCJ>LFd3fZ5oUfnR0?@78{P-3vk>BPGX4?8D9-Ad?>xrC0Hq=kiH4 z1(5SZacF z$yA#uvtta}ic9O)gP9A&dZ667jTh2KJ++kzi$n*GbZj2j)}@oW?tNODOF)TlY<3AU zH8)|1W0u8$;!TRR3O-lgi72!MPeN4bv(}!La8n$2JT6CA?z6o{ zF&%b$O+nKTFo8EYzvGYB(HCHh;bm|$Q{#CgEUKyqJ|IjLUFX}h@}W_6FP#+43p)qt zhSi}iRt}RI=C9{y*IJyP&%mP>9mQV896T%rijl{j zq(2Pi!E51XT|{VUDykNB5(U->{n33Koyv6mF(A&`1){B5$8k zY^(`ftqE@eBKLu`7h*YHT2Q=tu!YPJgzlNGrzz4a8&V~odz=ojso&l-GP8zRBO#9m zt;3~|s4P?#+!~pM@_UWt$K;a;&BiTn%U(~AYAh6F#vVK*1A!LP1eqKwSSKH_diLhh zdU-X46oZUo1ce|`n?_*~?I_;$3%EpAyALMj8HVm~%8DE?+{pK3Ub_tOTyLATt97Ov z_y;s5%=))d4n__=l=L&?bQQEES^Z!gz0dzlr;@T#R~vIh9fbGbEA`FP(K*eTg2tYO zi~Z{yYydh7Wndb-jfY5qrNGPe@PEGllTHS(jy~ak^1lhVBBB%+cEp?wRIc4gt@D=z zqxn-hnxRZ42RT-CXW@m0A26z~5ir(?htv0HSqY7NL)QUi3y0td33nyf+;ls!SI-6} z${C)Nb{%LnbJ$qq)W;2FHxmUv{^N!&bHZVtChY7zT1H?;l@AGm#et*&nZupJ+2{&G zf|?bq_70#>dKK)qnLFh61cx|7w-npE;lXPLxa7Rdi>xCK>UrsLY%daC`w{MY;r@~o z5hlDP<@7IGa|BQE5F5qmO_{}O{j)tN!nXTo#GRw`(ND$pkCj~hDjKGh6aB^mij*!l)W{!yq6wG}7jIk`#WX7`X9Qs3>>Q+qJ0{ z5V~|`>CrMBW&7b@nld3Z1~rv4ry7>GYbASX;e=~%!V9B_`8AKS;hkN-lM1v5xdkJT zf8l#`x(V2U8_SEUq4nkSn?b6(~pOp)(>lhE6fQ_iW@wD9y;9w&91T) z-3_S-g#X8V zaqVk`RVBnvUQyW)&?cWiq_S{VnJ7=TK4CC9YjJDs23R&&67MlFmjT&imR4ZX{+(ZP zMPmE2O%$1F^_mIpC0kk43wTq#^a(oO zy%cW0OJKVcn z+P$HVlgK*vmi|{0q_=mPe1(3nQiFANDCUiI&x%~B+jVVA9vfB_qGquZsdB_n34tPIjzY>mohCT`YAmE=kP(97$(G5H z&l;FAD_*e_hgkSF*oc?Udi*Q#&hwtF*hmcO6A+jo=VWKMJ~s&? z%#ED7k&6U7ripN!#Am-?WgZ!!wTVcJs4qj#4N~413dy=I+1&RdH3QVSeG;;d)B`sy zXPp!GzR&Q;_IxA#(dW;3Ei)#uN@waY9wb~>&mVkpQagFbdqEnKT2-3C8on{0j$6IH zl)2B33}SE${5ttXA_;QwXguIZ=ld@9DL3BJTYfgwiC+#Khz|hA$@hP_KA+rRG^t0a<;L*8 z%DU-7@>a~dBCAX5k|E}Dm9F7!@S&*g3#`EAou>Cq7U4~m0Hm7Uyu|W`vt4afTWw;a zwwI38!|J)8SVPbM23!3b<7s~_q^Ea$mcR3&ZaD~vh$~Xn6jjnp^7%YtK^bwc99u*V zz6m&d{jDjhb)zYw<NjK*2=5xQlRKR ztbfIE!u3A_z?>3-3fF-*(h9w?&h?1E{#I1vi&@}t=&RpTZZsNmJMZ}To_T3xvnETQ zUPUgyt^>grAaU=njWWgJ;!z?u?kDrpdQ&w7CtcYkKrATV9R=X##uR^zxhDcvNH6xt zr`_C_JN&-gYhAAG_ApfYeUtI^7*urpPJ{>x?~W2;q!p&kz3++V0G{{FzL>*G$Fy>} z`&r&q2X|;zS63HD4|)`j61`61mQVRU!-*`N9@)FpkTLKkq6{=6lIaxtaqGDQZ1!xo zl#B>O9HMBV!ajgz#Nf1aTVYM$H?x+o!ENMe!zmus#PE1|r3?gbl8g=GSo(F9s9@4n zjJU(^Q9CsHp3L)Dt3|sJ@~Y3A?NEA>G?!Q$!Gm|wXUvsd&&`X+R)S_?vF@Cojb|)4 z!L1uCU)-9?waq%2fombgsa)J9^@gpTGB#$N+<50aS*KI)7YOrzKcCiO`>*a6+QMII z;A`>aL_?^^%^56vG_1<4{-PYgU2|HiZgcm1= zq^7K>m}2LiNbtAUQ}sCHEpsBS@zzE}=8VdxSSQ=Peadv*V@zcd%C6uQh$uLU{w{B4 z5&h)!@yc=zO2oQs;rX?0&KLPnJ@Sj+CebRB0dXum$qR$`ol{ai7w;~CqQ`u%FEJn* zrbiewCc3thp?4Af!>3y!0+}YniORjo0or4fUUpQ3U^iz47iSOd0klYBssC3#C=>oO z@)G5|*lk`pn!GUCc)z~kmPwm6D$%&`_(Ew=7?>OL8WQJ!lyp8IK-x0zGEP~4zA i^M9ANnGNn;gr-y$bFIp;|Et2I($g}2So`2f?EeFHTt)!^ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/aba4ce64-8355-48f9-ac0f-d5273a05bb1c.png b/docs/handson-cnn-tf/img/aba4ce64-8355-48f9-ac0f-d5273a05bb1c.png new file mode 100644 index 0000000000000000000000000000000000000000..1eed833a9e64e1fd707fd791c854fcf0569acb5c GIT binary patch literal 231658 zcmb?>cT`hP6sCZHNK>jvla6!*q!W-{gCZg*1VlhZKsp4HP(?&QI!FmhQ&12T>50;n z7Mh4iLJ>%4p@fo6owK>g1Z}BvEYD@o7bF{l@t{@{tBpzLNvU_^h5)tRR-W--yl{Wpe@64Gq zY;0_2&z@yxXXoJH;N;}w;^N|_e`LwNrx;G1vNkih8TEUU@-1d=u+cD1^6N=YL=;52dPqLrTcoX$-06$nh-8Jt5kRVv`{tEM!Cq#g{h73m z2lSopVn@*)KE>TlBSa=Z`&!22;HpaWeK}$xO(jxm*k3>cDrwS}gD?I&Bu8gRNDwRK zgB4N_K-8AQPXX;z^Em%$ha^(Lm7oKUgdofd_@6tpZWl1mHlg9)X2W@Kuw5Q9tYb-< zeIFNkOZ=aQXkJ;=pzC1hKqINdDvE!16_8G&`>uy@U*^$dsWpAw255N zUvXgJQvO*=HKyrp zae`E!bFfR0x5yRX?<|tcPo=}m*ZuU-J@M3Vg&`Ob`MxaEk{t|Ogk@(^c^*F9`AiQQ zv=laRQw!`0#2aU>-n?&u$E+m{#PX0OE;_MeVOFS<=ywHjHH;|1aociW4);HoxhEKv zWObp;JkklYj3rgz0zm>hV~Nm#Q-=N>fSPhxvhX#>nza_$a&b|`F?ikK*vW9n_<`pCM-mwPw`+P_HdazY`yhbH1Zb|~6Y zI7sL^FjkQAtt^{6++$r0z{mT z(BgNWcCaW&(orJsFm&d@ZvTtRH8awADLo@xaa~2si4O8rC+}SZ zN}#32Q`_t&>)wL?^`x1hxGgl*XQTg9$bmYN<)2!k=RMm>+WGp>pc1M&jP6Lf#s$(; z4HsdTd7W-d78Q_l&7FqbM8TrO;?ZxYDJ&EUmmjSwj>^qJy3(FO66Yi|95vlFrloZD zlYL*1#5o8J!O9+z6mk8$^!hhcRwjze@uX@w&D#Smds^-a2x^CFNcu%SDYKWRTg;ty zFpGp*p79P>aHm1YC(H*yBL7z4^B39t=j0$%RU1*g0(S6iNT6;U$#;QJv=KZTP}PcJTT#q2 z-5oBIeXDJ@(GXWAT=0Sf%wm7pX^)o!ty1ThBhVW3WQyBR6-56~H3ySsnH)iJ=xi!b zHCI;k1}eff*a$F}7m8Tg!N6$>+_!MFGz*QEdq`f?!*0b)094Ciu$fA0 ze%g!y7O;CS87Q(2FmHTno=$l8bQmCjb)r3hJztu!AOS1Fc?-&E5384(@kPW251|fA(SBGV&bd1_FwyID z3&0AVsa$*XC4H3?LO076ggLr^a{+>wNy1rF42=h>!A=5pX_6+6dl*TPiAU4KSm_`D zFEH7U7TjMc7_LN0q z+WkiVZ?-c9Yx_hYS}F1u27x-crAXo<9(Wxvz}z8GZ-4+XR@0eb2hGqD21*EJn$(;X?c2MH2cx z<#!?CZZTpE>`faCjomzsC10D_ErP+m;1^D*KFd^96CVgIKg#O@p5|oV%yW`Eiv_Ux zq9tlTZNDdk%}KPhG}vy;H8DK88lND%S^z-8p!)--D7@;toYO50SBC6T0b8_w#QcV( z@!!d|t%AlPhOPmYL!^_Ypx&}^gY~@r3ql>}bKT+9>0)OB2D#v;OeH&g4HCiP#(?S& zGzJDaBCm3vBIP*-=P-7tv-)MsCU{Z2w^g3u;5&f!gy<7|cAF#4L!SqG?jvl%C@;a| zHnqd0g9*LT%$>ZZU6l74omW<5ME2W3C*u+6qzd8 zlK(R?r&oM4xl?l5d%w6dT3}0Wsxk>MZ&c@y9!1V|fqYeTc6yT449vd%(LqM2=HlnN}9xh;6O#d00}t@-#iHNN_z;9pr!gW!@sY+zK8+C<_C z@{S?JpvyJYV0ETIbaXp|P)ERv3!q?3rK$bArtFblS%v@Hy++A|G8WcKmS;Z~Gn3h8s(r2c~$)87jZ~jH&O?pLZC)Juq{T4*Q zv{nZe3qP)ZE#o|Q14_Ksy)=Hn%s7npnC!STmf2+r)k{3l@xaKLp3~D{G;Aavv4OK% zVL1Sbv?^^V9JLH~Gp0GmA~YqKEH&6(jww|Np-IC=CW>QcN&J9=y1Kp&)i6_(u3ANB z(ez}B*5+~!@D@y>&-oPi9udz=Kt7SDRohF`id+cWYJl@xmu`t8OOVl3fbTp1*$0&!f!}`qX#&iG>=s6Ue({g6}}}v#SHPGfS#) z-va_{FKOBmZ0pxguLMZ@F{deVoGU|OvqzkyCm*zHRrvm5zz>(FIO91w03!|#l-b?c zj{9?0lP>>|403lPEbO!C8**fPC&dUiHM}?3DclY7e@u%xMS^cu2**=hPBM-x zgP`LE^b!ewfl%kiE6;M{2@$`So`FktJ$gUuq(EK`dRD|mP`o@(`Rh)76M2RN|18#K zMxvuWzY1r5zSVuzI(*M-**dL}-5&bcP%t05X-0sBsE2WY_c~)?<&k4(9vns$3qL8( zwko7K+%EJq@&LFq8Jh2?e&jzsIYWTaOSTy-x6ek48R>|Tc=y&lZ`9bZi|W6AY41(Hb3Tkm3a^e$ zu6%El<(i3b_>i$eQp`!CW7u-oyAa+d#h7#ZK-D;^aQ(j~Bu2z zb63EE*iSWhQoyiQ;HNk$)e7)TwxXSpq0 zb`eCseZQ!IzhNe{)Wd|e%P8*1%pW>ybQ`H?E7kG{S*R0={Wpz-Xn90MmxF@6*JD`0 z7jLM$sMDC}<+u)dIYuL$0P}IIfweP&XO)geOO;_kC_ow~<%o-*84>79By+QoVnj!) zv#7jOL|oMFK+J2TN1yM}9FA1UFZ=w-UT6 zX-CM@Q;IOT)8*o=0w$*WcnEC@e-@l&)Q{BeAbv9z-^@zi&Ll8~r-gtz*^FsHyEd1p zB4~QC==X~gZ>E9N=pZ&4;|1C0KdFvw5#K;d1Q2$XNtuu|3cI!j1A@_AS~ao z36@6X7vbh2jM0=akN7E+F2NwE3yQsiI6wJ|UZpThz`Eoychd>LCiPhU6%$D{6*@Gb zy`-*`rk$gAq_2%i`oT>9BtOcc4E zG|MKKayd=e1V1A?q42suk^}na~7}cDdpAj11qTc_#yNkzEB_Kak>B z7aA+uwMTmxn(Hwi977@<>9hO?q$MYYR-`BmUSd1efQ$iC7hlly2YsR1C31!WMV z=AT@^RXzB0ahxnOk?F6!c~fLfJbz=}f;2980|ju`RfeA?(7<@$cRUMt%dRW&_Xs1Y zF3YG>dIBUw@~EPh%&Yc|acJ%VUm&{*Cg{Ld_Md>-Qr&>}NZQd)DD&6Oa{V5=bO%EH zQAmrJybZTh~OCm)u>(tqsrm>Zp&SL&l)(SD4GgZ2ha zR7LF1B^nKSR1^>h1?5Q5Dk#yEPZlbNg7Nr$|4)b>v+Xj_J%C439Li}(fW8B&ww;fect#mbwjN2e%?u|WbT`q}FH5>B6AtQ?ej zn(z;!&>Ph|Ql<6*?6NS{e*_3Uy%oDFRM9AM-7vdcAO9E6MC#DaQYwd;+Kk;GCC`&R%4s_W@A0#`^o%ef5BV;T52L#a&qC)gcyP$c z1MAC_guzHwdQOEQ4FsB&szf{J&W7RJNTe1JCu1O~L-M`+fj9rTq zDVp0(D_u7;q0`{1o0}88bG-4G#hL$fWHN!D;U;A=-RbI1lVG9#k8lGjS=0dr2+)UQ zevf`DrqdZsh7p(1N?BA(M#_y&I`x^!LgLX_OgrO6x04IoW(QX(r;QlH#X-RbbhyZl z6*NU+1PBdtM7rzr?~Xkor2T7ICm|2&>S?aVG(%&c)8f$S?;#Z9@`9(E{|Mb+V`MI_ zV1pij$k)|$a^x;u@%T&o0)A=y2^b94gJ%xJ3rH4kw#HF8jm7)Y(pSV6+&+ws4J_{t z1)aEk*n|P=@L?M4*s;jFpwY3zmbLwY1wA8i}iNN$elEA&17yLGwgW>!8W$=hVD!h-@i-B z@huHHHpDB9<3MfXV&2>kp$*bQs74+?8519wuNjLS&4jw1`ekexXZbPa0Ga7+n!Z@8 zP`C34`)F%Ad_Hg$T;8GlqM^#Vq5;7}X&T@C39--AWwuugzF%sDV7lduw2STW?mCvFb}FKmp6Kjx}m z4i4M78|`t0b-7nd~uj`;|UuQb0ZR!+*s9^yibD1m&?(sAbf)~(zc zogj%IsaPSFV?kt$joJYB<9pD_Kj(3H=#}^@#+oo(K1zRqv5v}~EMD{nOuX=#cW@8l zEAl9`hZ`qG7=?|IMekABzf$e^TwME0xt+$Mgs~}J=f2LwI`geC9|-Ks4O!8EC;UGi zmDg3O3P2`h%JE;um3OZL8PF-mZz*h< z5y7(IO`ahY{hU8q9-m*%RTnS5+#ZxjJ#hT4I=Ppe^bPY4LPu;+H!qN0w@tgJMRVc^j$uMZym|6cR!+- z05R|1DTFeB(?U>DNl}(dK@4a{!+zSC9UauLvm@q|;dVm@=#a|41J*U!2JPCrx55!1 zo)lrw&T34Ibtg;_yIch(ws{YysJ4F37<>%(`=L|PYt6OB*d?Q_dtO+0b*rIY0_2DZ z-`duGMreebk%4BPuaf8ub-z-n*@EO*G+fdcw)*nuWe0+bKrB`h;TnT%kH%kuuBzVe ze3k5R58R#P(RtnDNP`em^0PDJBa#oB2~uhnO6k0CAi{MxVEwc9;4E*4F|bhlNJ^k7=hfr7G#3Wiao0E0Al=K8PLX5 zg3dssiH|ea`%v?+c~kD~UwBY+DrorrJ4bIO;&iUc)q~|vVGkf{;e0FC$+|p$Hy(*# zQ|F=_kSD*b;1-dZ)~c9+lKw7-8L3!13zlv#@F2YUGMq8^eQx|!7`6pOo z02=hp(_pXXAb4qN*@%b7le7$W z|FH2W;lxcHIghrvpLXYo%7ml>5A~Ldk@_s^=xuHpD&2u5`PDRb>(*kT4fuVQ{J?M> z1K>GnoCxWb<%~hp8gh3r^wC=58Mfg@{rcp_c(ahj1m!@Bv&RJrWvg3-9W=_L3py$xo%35n9HtAX;n-v>uG(X0ShCnnlDX&W?EJv zB@i(6?X@E|QIE8!wrU1=59MwNEETm(ntd9Tjlh?|UGD?9L=DxD^>ysS+Rhb!W#!Ss z#xx#6qj|KQF)$T#JIbv+ySFh8c}+Uf<;biM6Ciw^f-;|2s(ZtjbUdZF`0d$~q$GlbD<*OH=9!bZFR6E#*G7;ksXmT(V#RvI{F?cs zCyEO4^cq{#gG`Ws($uBRhygz;$x;F)`RC%(c;-Bfw+(k9;}?g=OKeesy?*kQg0A_! z0!!A{eXPyn#=7xw4IKmWKOOFuY`5P^u958A?Pi2e)L;%T+6gyFF^qiv8q&<12jYBM z5jTGn81eU(bQot1HDl^EEima$VjOK8y&$ZcyM>*ar$QobMrSrckP;nB&T1N$rxm2+uzRV zNXK$WM1&$b^Hy&%zjLuUTce&qgeVsvS-|E3k^RFD;=bR_UD}^(Nuqs56QZ|;Mr>0C zE8Tu$?oo*@V#Yz&NTAH$uz&H+!));6UXkG*?*4#&2skp=C=DQl+bGzvZTi3i!qerz2vzkAv01@H`^ zrnua%Gwr2?KBp7qwg_yp?j;y?#8bc&cPOaUW3>5hRr^fVkXxht2&6a z`BN^3f6!d}da?I+k43O7t*0%s#E5Q6^9tmL>NLr=)a;B)$jDESj>JdXY=`{ki}TOs z6ch$2$e9@5thNGP-a61TT-QpjtoMFfLDitv9G=!|xK*eE+6poQ3!TbpuUvdSX>OuO zS?7rOf!kMyv+!Tfy8}q8B=^0agjB_b`E}kVk2UK?i0)G;>ST)5lJe?zlqa?>R{25h zl4OCD=7jKvy5*`AG9}is+_JL9;Adi3T0DMa@yP?OjW78MBX*TD>zrN!C5SnXo156D}Z<K${ z6^bFo{x)oT=$baQv;m6=e1F&ybD9`=<^=Pq2P$#&%7pgHIgTQj$N5ps4!TCR2Q8ea z1xZmJCPfczDnI5f&Ud?ZA>PN;RjXj&s!64sa)O-xws`K9ns3uZm&~_hjbTkQ{H9rk z!pe3g4Zl69jgthh%m!!1cDVy4^U4S!l1be6>`&<3U!C?Yqy^CGwVi#zWk}HHh5dB0 z3~dz{RV=`FV|OnkQFEaSTb%v{2Uvtj>EMimp8Sl`eiO=!|XyVCB!@zr#{AC`T56QsY@F0J!mp;>%*IwO}-8yXW--!WN=e8sC=f(AF0u^*wnL2 z4rA#I&aE-yd@5BSaDp}mYvUGGBnYbhUD*^WBhbuA)3f9JyP`K$F-Yjw>KfN8?c--_ z`#Nsi{}5L*h-jbTcs@9?y>#6|A^)5`Htlx;A+G@jcv^c{9m0P`Z56yqfEY{qz9k>* zMFZXupWVNL)FVYwJV;M(qfa=Nj-Emuu~8<8vmwGo4{epgxCC^Czr-%yNrW*A?zs-z z%)bt@i*V}@>I27jnSmP(->T?lI2P9aSQ=vCJ1BoPA-|xXj#tzvpAUE#(H{_^m+nlu z`+n)qbZlP9>O~cmxeCE6Nq?#;yLb;@ZD>RiZ8>_xFSI?l?{Rh6lcd2$K)zG%p7T%_ zpVM5mEEH^3?IV6M`kXS5cyl~``Ra1o1g1j`m<5e=<-Q-n^vLKMg>R$82x##N>!@(g zjCh0h)|O&v0^b2T4P|7Q`6Ym_=6BUXlQY?VrO04VM)lK>QDl~wk4;uW+w~6{=0)U; z$Omy-y2Jjuxob|o%G|O=kHs8>UbRFCK*gt)VcG5Cbxra^FB@TPqoOZ3gkzOWp*CnHsB>q`cfZ2q!1*2kVS8zY5T z!7&`>vOl3tq^k@bu(6thu+vU$pJJ|~+P!w}Chf%g$Dh(d?kVs2zd$>8oIH`QK+dw} z=}VKR$cDdz|D0dF99Pk17H>3UXEA%p9PHe&$t7$K+5A>-AuzD)Zmr}#y&ZO)Q<|wb z;42pLK>OjksXlPtWVSCk#Oi@k-FF_&9m($|-zol_cK~H7YQSXF16jLRNYrFG`iN*Q z_lcXw)$+ddbZ*uM93Up(;zqz&$!>}wy0iRIYsE4+=#Xl-okxv=C*D`6WG)2cJNrI{ zKJ$F#+#H$y_)ZPrlV8l=(AzmqemI1&xQ|Bk`zpeXwBWe09}}*Q)yqN#e^}nx-`@K0 za7@~zx1f^0Z!jqMvJt3BH7%L}LUw-1T^O_7)QW(sDxBrWo9s~Vsn^u%MQ5DuhBs3Yv*w8E7faO03q8kOPL-vDekI=6mwz{UcAbZs9Yu{AX9o+0|U0= zqxte?qzS5g8O-180&U9Cw9G^b){sA z={Ka3weF2kU5~yPyh1a`+Yum89Pl0Y&JG!FrjN``ClriK8?|a*bKsseq0^LptF1LD zET0Hy?J~w&2^dq?L?Bz>ttX_cFo{-f(hPt#2;-bQ-9PzUMQErP{&+fy(>LRX{X?7f z$Di$$lHclNIjc4XxE3v5STMpLXtu>%=s-LOzmeN;8Ik!kJL>Z*&oaFt+k0o1G$bmn z&kj#c3J1hrupY5;3R=>>@*IBQ=vC}+_JFmo(Q|@s5264gvk5$#)5g7FbP4p+Oe;8C z#wzsn$Y#S)>WSy(I)qOQQb_B*?(xNYM{WHxc0r`?RLr(Yo(NVWt)8)@tnJF_P7d&& z8^m89wL5y^4GRT0*tjIhmSTk5+&*1@(INUtM|qP*f2%IF|JZm_CH-fMo58)y5Y~$r zo1{#H5MlYjrp0x`fkMTm(^+Dgy$k?&_9G*95$Th1k=(V{7ou)P1y56rT)e)yFRxNM zYMWULxwW5oG7Sg2g?cUy4nBCw2(bteMzm_L=ols<>~@)ZPgbzLRe0@*w@eXI@BA6~ z3tmQ+<*i(IvhB2S%6;f6+h6^~2*Fz0NGbEt3~G*9vtv2x{iO0@1w&AZI7owX0f?>O z$+~GS*65x@NW8;i3$~Y;%wH*mPYL}k6?@iG2#==WmB(1QDij&wStbbJESgEPp7=58 z&}jFG`3j@TxKk2qV)?rVwXRLS%pH+FPL{rVpJSv{iGxwemL4BU5X-~UWeV4R7Il9* zDYbty*?le&cm|(ZVD0gOHDuu6jyiB{sm!-}bj@7@zd%qvg=d;-%R7BTWw-x&;HgX_ zB}}eV*ENrE0E?e^xz5pasYekcustO0L|>l`Y6R0*b$MU=CnCm?6rf8p?YwTcp5Au5Cu{8O4aTkX zOoAOY^uy$u2Yf-MFq^m43NT@ISi$$1+prrP>ferXded@r>DYHzoOwTdnnN>Llf&7x zs-&WQSm$*)q0qC6bC}!5$2#S!5oavphW=rdF) zm`%5-op)zQ%W8w`cs{7>xaPuupFvF27XR{>bOy;NRp0m+@0tIuI!*8{^wVu!g}gr15DS zSF)rRB>r@0{g(ob-^Aag>hs(E$pH!C2+4H!52J%MMAT*byqBEaIq5`u!k6;3YoIdL ztx|)?KBUo0X8A=nDTvtLMvmC?oJoCf5BA*XZD%j9qCxhY9ugh;+%%xrUK$-Z@&km! zAZdjoa~%lA{Y>|k^9(bupEjO=6GxqbZi)_nej3j`GNRF3^=wR#!}PXj-`%Fl;B@zv zF7OVfzmwxv)iXkH_p4WSz1be#%hP+ILjqs49cct2u4mGpVJuHdH$+W`3k3(xDWoP4 zyOm-RvwgPbw!7}l1uq$KZ>Xzmgk_;+KGw_SjbWe1fJ`DujUH!py&)H79_;PAw<-f0n<7%L~9$ykXz8cu%c5It`R#Ikhcqrz*B_R1k^rbp?g`|}AV_%Ni1oKo+ zpw>`R$ZIqe{7o&0Wk-GOtwBK2o}HIE^wjXf#EYApSFe=K2hPp=tG=86GlqlTPcSd` za%L9S@Qn2Xw6Fb6cWQ4mUcO_D0cGqwl;-kU>v+w$ll9}ui@j@4NNGQyj^FW2quIs& zBbBkQtp2W6>r>=~VH%(xr}jVzBS>Q15_x+ZDEaP9)x)1?rNW9>rJuOxL>_+O?@|HM zvh4AL_BVnS6>cG}4%WOIbrekQg4_JC;@*nKx}5Bw3@5JKpO04x8h*@m6@mUP^X)+f2@wDbRUW$kPcY31OdnoTq-sYi=h#rOX5p0_aZLhSwa$dbq=1 z(6SX!LU|IUEV|gQtB=;!sLlBRroLT~?9iFNqT#>LwfEs`%bf4WBFhnLI<&B#E)jLz z=08>3mW=m-uOZSMcL<4Y!j!fBU&RjNIc%k2FgLFT&X^OIf^Ne(FNE1tHN8*&VJ^AWo#CKj@>7kK=(nxxcXHjXyqC{O zf3bhi(HdRGRG^EE`I`nVnrG?`@{KkzdXeT}m0-&-a2zC^%mha2Rjz4=#&cC7oNZ}CF=a+$n- z0$<6#p62Ax)<&Zgl`Wydngxe=BcJDqt9;YnXK%e{`qsuvI6Sq8<$@&!X1bAz6xTId zw9|h8J;lRpM!c!{=IUNl-2R%Jky5`YlyAoT^B;%$?~l3z?(hdI-^X+)zVPKiUVoT> z;*$q4ei^F4^)WOH;UaZq#D^)_Rou8lH%2~v>K;c8h0ydVKslmA<^Rhpa1xA-l9onwG8(C`^ zk7Z2?)xHY`tTIF+i|xLT4(V=2>qWK)bX@v5_xOtkF#k2r-^(dl(yQ01RG8RV=U%tu zvMx+Tu@U;8aP3?~a!TlkOFO_FIvU!4ncN?}q;N^yr2%&9(9%|SJpY?{Hl{adDr>8> zW`Yhe+|TM|5WEihEy2qQ1;i+;TU#7v;rShp3a zBvanvb4A33(D6&>-k;!-MfYR0Q8SsUGbT#gMLr>w8Mnd z?V1V;7-bEN$)_;k(*`^q2{SYHH3>M4CHyx7%#ZEsLL6nDE7$(MvN=c_htN6Tx*w;9 zvi-l2Z54*dcX+fV1ih{mretJ$S>6hDWjli2MKzqqxj(epcnLjh7N7O^kG#aKxb1C$ zLEdd^dt-8L5Ks!~qHu+njz;+gGStaG@&$6dJ2G$w%ZIzqF_)D2hezkTID<@VU2o*7 z>JASjx18lj=>eBsHVV7ir<80tYQsSdKAP^1_z?)t#oU$BdHZc|%=q?Lx28t(T|4jC zExBHN*D;rZU9RKBp1=K_@}^jP#sLJ7?Rcm+G3D>C`QV0if1N5s)kZ@cH!`ds>Sef| zSI#bYGvU1sKIVvM!JYXXnoQnK@G%-|a(T3maGOsAH@USp#pT%^g?avU(n|8AGAhkG z*c?=*Hbi6H@;nw8pY2_Bko{;qp;-OYF8@l0R|Dq<)BaBWPdAo@N|*+DI#Pl}2BFtX z=nn`VUdh|iv2%SD6{w}n&e~+#OqnlFkqB{Kq?&}uFE@;%|7v6UY}Dqzy;>`fb{jY$ zsZ9val!xevsM>E^mYAW}1aYlP5H-KNu@|tD(@_K?H;&Lom91A8wYWj1+QT{PPdM}E z`zxL8zLn?w2iDmIA}?5CVio;WQ2yTnH?u4ie$R3jI3&)ZcTe4j?6{ z@Hf|>gdHP>UuJvL`n{{sj$PmB&$+8kef`!RSrI2WM7VbP16L}fYI5}m>JQrH{fXe_ zK^nk_EONv8`>ejA+#B0qO9EpRM6sxY~ z$jByl7{6JLZuD2Pc5z-d=*rtv)&r*VU1`}o7ixKZ&phkv`f~JrMcKyE-htiNp@NEz zFEK&<(jdea9*K*3eM;WNLmmk0z^l)3UE5k4iD40DIX!w^!jjkjthTYGuf()O+HYY) zWt72+IJ1E5$a_z#ivMg#$MRn;;Iwmz3J{cmtEf%JdEn4(^G=mD-*ek znrnHHh7+dhW3GxioW*S&mwqtCE@>okUVV5U7~gcvx;Y1|mk*)dDiC^D4yBT38K85| zkADpZ>8>ir2d`S%O*MISoVZPywlZua_GVVWII$;!Y(VkWtb_V&Ar5_Y{oO1N<<@ zTqHTaUPV>Xm%r?w-Vzm)w)98X(z;Yb+neDohIL&vnX(1$>LaI26E9?BG>PwUPI)ik zqCUx5wPaZF#*tMWTK5P1Su7HNT&$0t%rDOdT4NoR$ufz-9NY{L;Rx zB6MG4UzX)`U8Z>Ql&4*%LPKT^YNQBtens0-3-P^uej8yl6}p7U4c3G;K>TawTNx(N zZ_E1GGDMdnu}3WR_txcBMjeSO2Bsn64WY~KhEtsM2NM34o_ne?@bLSueyWZaj@mL? z$s@}$mxFOS0QCFC@@qjJd@8RVNn3pS9M@h1{FDW)u}Qi#QSdy5{WvM$zU0;97i;pT zuL>Kdf4$!9iJH5O#K4c%CI?yy2l5{$5j)z9d>n4r7l-p*t$6#VB&wqLY770zLOM8N zs_FS}g)Fn{xfhS4-71O)$_s-|Btz+${hg`t`QZUFw_?Vdrbh&1XvPv6+6i zAi{~W*WT>R{`!cxwQ_qVeBLF8B$^{tbwGxEI^RP3$U=6a|`!@dKdTHD;G3WW@3hF%A8PZ-k^28#){R-0slNV1p_g^iH5>N z%H#I~i%;Ow;YarY{G{5vjXn69|D1c>-aT=g$x14!*Qt0==O;N2@M^-2&9qF*FKM*v zM)s$Wx&}Ed1H@_8Mmv__3YtXG;pI&ixl_ZC37M5~9^aGI;E9jKgnl z(E<`apWh_)%+x=^VZ1Nxsd&zt@E6MS?DqQ6<+b`n1uX$tMAH8l_-+Ry#FuSY$Y{Tv{P4}t!1(5mcTN{sWJntUa*YdM0`c>Fn z7FaR8pXP1-SNrE1&%Id>qcn&fyk0>13zSu8;-^*rx5VDOS$l=6y`CezvY)3X13iQK z-(mpF4xVdwhJMsDd8{2=L^r*>RB~>$tdR1Vo(E{?}Qqa67VAruA%H=wZQQhyGm|1+dz?9b;@06`zz%2gCh^vISVlI zM`dImB}>4!`gsWSm8!8@+1{c-p*(`;ow@mB=B3QuqpNKU3wMMv*)?2$+-sP;xi#l^ z&ym;PUyHxOsu?0zV>NW?mk#%bnp&gJTV7314m8%&t~^%AqT={>DM~UI4XU3%-bww^ zYfxQypL#Fyo3!_H=Ui&Y<@X9HmL*i-@0^yTFdp32r~5!sgQEmNa5A8usBVpzJqa($ zcyFvAz>#%4tZ~%zeJE&|Qj#E4hn_bd{i+)Is1zL}8JwVDbI;XYJ=;1#l`BaqGhI(XS;rz3qoTSJe$cR!o*M@zJ zPFV5x?8VT+B((RZ&r3a6>l*=hV`EwUl})3|B%m~ac?0ShR()iObLU(4Y7pKHNy4MW^SE}S|W zgjZ!@p64t02}s8XJ(E7v$@CO#+Q;>Z1@CJjoFTekxb=*CyUnvEPnpU-gG)dr3#o;i z2ncNUmgNW8701yp(S_3)YP{ynLTS>A90k}r+8;0f;^89~P&SwJEbg4yt1Esc-r@1d zp{vad42cH^XRidScoSIOCRmLX`%sbwTV$H%Y#rdYKi+v|F68d}roil(OS5)7#A5rY z?%r1(#7wON-r)P)${8S+BxE};uT4n#D%;MxM7Ci=}b!NTjN zjrG)PrGYzc4?X{?q0C|KL!O&gORjU?n3-Nrm7+}YhYog~Dy23nN`0p-Z+vVVu$gc7 zU@U%lrkG(n{W4?3a_8N;g^k5VsBPp~-uyYWtmZ6)o&EVdSzBbS13Z%$3vhG%1AL*I zTcN?_UWpG4uMJkrIAL$D7-c>L6HBFjf1D;}|2dIe6Z|kujSAJMHHC;(egvv+-)J6K z0smR-OV^-idK^uSTbEGG`vmJYp=Dj|g}H{=R)@6|On+Bw>+|NadWUI(8<)D3OnW_t2DOt{{@Q=##<(@+dU!1JO;x{;?{-R3%oo=wV)ih5|s&_`0b$txl^ zEm5Vpue$J1&cEXiw^R&K*4wK1<`Ku}4mIxnN zmOUeSnuYr(f3A*8#lb4MW_jV-2$zrihYk)-k4-*ydB~Vm1_{S>aK<8i%6&}M-C8ly zgbv@wPLUm7wsTPs)5?P1oIcdNhRNbzuf2nJBa@jgR|zKzl|vaqrc#A>pknlzC4kg@W0vV z9XJdA-llfL@#yXwOfWkgnR-j|rj~~~aHsqe`8CtuQfA}1&pj+cZz!8g8c#)YN(5d; z#h#Vk5tlR?A|e6KkNi914-Wi4YKvUY>*KDaPi_w zzSy;yW{mW;CwraUiAL|cN9?%lC1AQOy$45726|pBz2tX-H?`rFq zWr#g~yMR?Y`8lu4y{gI$SoPm(&0Q^G*3WtOK@W%y0Q2do>`GsUYkq_6ecVIGs@EPU z_8QICVqXFFidvg%6IT0qESA58-QH&es~Snb(R#`=tZcWGwPzQ(@#VFrq2O8i3j zTZ&dOc>Yw(AuxaAT5?s&px&8-y39Mc{im$Y^=lkztWzHX(g|T)BG{oIx3h$1zTl?{ zb+LVAau=#H5}(T)C>>*XvBH-F1LlNRVUgFt(Okt#ve=kOq+`vPpQax={?gItnb%Cg z<F;uPHG)OS;E!G1DzanTFkUn~n?-~|s`SU!xMTS@LaynT4S z>jKv4XUMLTRd`6q^GrLT)Lwcb~vQfSvIRe-DFo)pRRoMjQZMW-R(eE@HvnCWYvem24BYz!? zoZDjY@Ym((k34g(?}ufHzIbbZH1AC4gg4jH6m;pQ;>rB=&b3w}M+Mu>ig&m3tyiE< z`ZC>*48QhGA9%Y z--q2P!D~*qv`BRoya5F>Z1i+=`{lj~-0TS#SGcHFUtTeeY5UsB12l$#4>q@Zyb#dr zz*bf%r>UArk2DEC_3D!zwY*zedS-Zr8k{Ly52~$OH%T!Ap|x6$64o6mp4v}-X+|2XI>hrR2oU;fZf5o0a9{E9%2 zT-l>_oIzx%&NAYzM4H*5aVo)r_2Qi-;h}5S;JR>@6jD3;PmeE{8}Duo$K;f+KB~ln z8nq4{{S-bP{aX-f6abEr0Tcl7eNK``Dm(} ze0=%2j^6NcX>m$zqZr#hGKusy1@-oGWX&{Rgb~9r-3Wiz(DfOXd9$2evbRlhK%}>i zV$HKlxU%WpoSOQPD)aU~68$uM>PV2~=kyZtCv?+h?mGJz4qJTp0S0U&7VaK5!frt5 zX^%7U9QsSCLd&XpThL2uieW!vgy16m?0)*00*>z+h3=@mS3l~swxjgAo1s@R%sA4A z-9f*LP+$#^=H zUv-o!#*?6$=~{5D?$voQ>M!U8*DWcHJZu6g4|$sKnVB5LhWhgd(Vd-8=kFdL!rs{{ zB0Ui-$)hd50jpYfyKOZp-4yT~Bqc)TB@^L-S z;5VGw%fso_aB}KOr1y4!xehnI?5gBTmE6%$o_pd~%K4f?^sbmsizJF(p!KiEJz<_; zkEUrvqFUbjHx4aHAj#5wV~qFL%_}|4CbFEyZivy-RyLh6VYmlJ({xC+dc^H!WBo@9 z`on|Mqn&o+7Q%}0PB#LdtXHPHD1$~P7>?rIZWEL&NiSiFA{1F>9O*S}ZQ-oey+NE; zBi!JvIjLcQf7(OX}#DHx;ISE#>C`-@?h?#F)h;D)$ZUq*VS(}&Gw zt=2Ne#4i`1f?Rgj9;m_f*j52Iw*WtV0F9LASLXf^*yh2;@4GZj1S7*SSj}O zm2LwUkse36jqyW+u~{=uWo931QvJN=8}Gc;tb4reZ%pV$p2FPvUMU)Oc_CXnx(o4*L^Gn3iaM=5sO)VpXbp?S&N=~8bNC~LxD zkX(6spXWhkCyeyt-as#nrlXU*=xoxJnWm=?q6%EeY8D@P9@SaHez`;Cw$3F^1zyB_KHqK)IS!G4C)AGYWbG($6BaRhVvGT=9*IOb=(;TEGV-L8@T z6bb6_7B{E1Ul-_u9bMF@h)tAIDd~~#Ey@}qzhEK1#%}U)g=cy<?hdbuEy1rZ5GkJr1vW>48x5#XSmmnsQforDn0oD6PDVOo%?-@qtfd(V>Z;U&Zli# zb%^v2PC|K_VxBVD6`QjX^3SLJ7;B{2_r)8k({~3S=~Y}=s`4h0p~kx5SwVJ97R+xc z-d}=TvA(}CKOd|rYOrh2*wbW7G`Hml*hMDrLVaNy$AsSWp$5meeIUjUOvx$0{aYy` zI;m%GynO*Pmg7wSET>pMLOmO2U$LT?I)XXPAd*?bWyM$wVcsaR`=xbJl3`|~3YxN^ zL=nn@)z?E_STqA(>><+|>yA@Ld9EJ?Y4)>)vgHfQ)_Xa}&+hLx=}qfV-(Zqu-MR_Jl0fggl5Ru3 zpTU1%&*aCJjIZ7Vs~Mb>EA^aSRmC}61g?zp5$Z!;kD|`pIA`c2psdbyX;|n~u{yvx7UIWdhKC;Pzqz;Syqvecf_YW2y> zEWIQRo;26YVi@(u5c9JREn>4Z5iizmc>yRTd7!6Jkw$OSm}SSjm^H?Q$?7InG5Up- z1u^2Mub}i2;5%{KC|!*v9(9FziG3W&V(-}bw!VTvIgNmk>0cVv!H&pQl*=& zdBqhfA}G8*ST@7b8%rvvRKMmry%QEgZYDdh3Z5f$nNQcUvtPH{&dr90_a0AGUbjKm z2GVSQ(r3~zpzj%(m$&QnFId#)|%5Z>K^S;*^~6QquzEwTsBi)XZ?ai~eU&+E(aMm?>xR(z%0Mp>%}vXeGN^)| zfxatj=*bg-_lEQB#~)3_86>*>^QI+QN%f{3+oqm^L4_5s>)x~dAn$rTQ^&y3dhG{o zFe6(Hjj!GWN`#CTnd2U)Dah(*M}0e6AQ$~ z6B{~UY#I?cV}pJk-}%+tHdq9r?I&GJubf_#l*hBS^3)V24zvj`VBX#!v{&`{SzR`s zu5*A<0cRVMIyz7pBSjRYZ&tBPVHhl^ON~vKC@*8w>tbI|=}+hT`Hhe0ds{Wa<4pIGXJX5Sx=7hOfa{$VA~IPf$WW1fuHR%|?frqw0Do|H~cI_dbpy(x(K>%+QcWieEimGiEo zx=mFxr8i7ystRbgsSl?twb$Y7*dpbm%ZMD-_x63arq8ynV9DeL5*#)jtlBD}-atTa z`kS!NXBt#}XnqrHv)4$^6oy#1N8|s-V@?k~e;#hHFvyNF#_&>j+)r2VGG-vWN#C$Q z9}9t|dJs8h@kRtw+t5Zs{Tk`VlThLqd3$wD;PuqH4SW|@MjK)+hzRus?4IcNgrsj0 z+W8J(uEPUFvAOb-L~+#)O?x;T9=q){((?m;@{yi7hG>9B8cUrEpQ+wRPnK%(p!X!M z+!E}&Q!r>wpl`h|(4LL+RZDojXBjh3O)BbXZW0d7JJ8N*$ESXDr;xtCP#@%z;l13K zaYnUEviJSyv;6-R$|BAM*qi#I%Wu5iKi$O$-1FjgMH3H>-@Y3K_KX;740}(LV73PR z+y)CZ!bndj`Z(*J_q3W$hPdieU0;atb|)Ng~3jzpfM^yFch)*4Jqkur&QNOSqrV< ze59w-Agd0C`aq=@i~7gW$@Fpc;Yp@fG$&cf(9Zs17Mm&kp`kRku3YuTON;9r(Ty6c zeNUjT9iR#J4EobI=x#=7tVVjeIkz&cfUT z_RHI!59p_F5Z#IHiKm$-Iclitcggl{6_1F8M+(S)@>BmmqJTCPcbq&GAqXlToa;n69Rt?6;Dwt?&P)a_|2MYT3uG~=%;H^FvNb*7>- z`{Pk=YqK*p{e#&h1=$kprihZHEeZ7GRFYkZ^agGT4Yx!di1)at7DiQ|%GF0=j@8nfA}>h`yiKjrdT&K92g#xi+nbH>7J z$nnFFT`)O78%kq|)Kl)U+KCr|ScKJc=Dwjv?=|ZWZ_L4H=JY z(2nIHl8tZ3W^@p;dXnu0DZA_#_ggmmY{}5lKPiX^e2UyLFXeK7E#2@^x~fGXNPk0( z=q@kI{`&Gg5*J{+Y2>%9mQS>6o18%d>oTj?Jl4?)-}W|*ooLY!(UXop>_1^mmOyr43thy<(dO< zyD*sUz~W1D;ivS{Ff@CuZ*{dGZ_~tZM#TeJNm9487aR8Uv5gSz_J3*Jd{vNy(SH3c zNewL>n&UTVwb|6w&<^DB`q(`__?ji@C~fwQdb~`E>$Tgn>chPNzB+!uh-{;gek8r= zKrig;)LC**A0<=RUAt>Uod=fX{kk#N(%qvl?xu&Ld$yXI(<#rPxFh=&c$dZYJg2&P zKIVRTxHqafrKc}`@UbfdN}xAfq{j^cwqp_fvrV^8+lp$KW=_v5kH{l_drwJ1 zU(3dm`V3`f+Dz7%%tG7VcLqxu3NrC%OjKD`V=;t!U5ourvyt9{?jXJlT|0^N1or*; zqmGQQniylUq|CH$f7W#Ew0mqfn2;qNO^~M+UH7n6z#DX9YtcjF!!4Vt*~h-)t}L6; z($g{~e=m5sZrMH7MS3Olg84eo<#+bytlUzDugGDw)5;uWx~fc;fAIFa(Ts;g+qNMo zMtoPQnOqLk%-1(G=bNeX!5LCKknqB^^{5)6f+TWJ&n#_8oven#d>o~o%*R4+U7$V+5^GN8Q0d2_8x794RQL;a(eq;P$;KxzgoEf5A*IbmF&rZ%D$veOkC}6xGfLj z0V0v!erKF_eiWRnHDM6J4N^MwEDT#QsOQxTZLQ!Xe$MQs+ikC{CfSDLCV^cX@1(2Y zs}pz*kpt4#E>9M9!6Qb2RwRS$#|}1q4{ig@uYw+Am-i+Wn3-D9Hi3I@>$a+o z3w~;x-i^lVyKc7~)dRgAiTj2$;6O#l1k^p?H?h;|%6ox%y_EGEQ$5<4*vzf@L7q{D zw5GjtHi#2ke`4!>TJLanx2B><%`a#f$CVA)_ReU<5|ZO4TDq4$h8YFl2Ti*V+c1~@ zjQJ=FafEzeenmWoO08g+7V}Tg)l;dMAir%zO}{1=OAEK{gC7gWydbeM5*U|$8I?#Z zxx}ogXA8UTR!Uh4`0i@*x)uNNFw%>xpFr<&DptEiFDwMl^Q+<;@0!2b%4(^sXDGnwFpUY*WgKfvk6edY?k;p{NsKI0-F`Oc9Vkm9{@n2udv zpG7UHP@fB}W*nCp-JR9tWC`?WqH&!o;=i;YQjTtL`dZGWpLe*q|5?Sfffb^k%HD4Y zazG039VL!!P4x_noJ?0rP?5FXowkeVY_R~z}Alj!+Ap11Xdt85*k)|vM5{e>xnu}yX`FO>8T-C zvu)6m3|?8uAGG4dmD8J`4{9?P3zOjmERTzB_{rxTna}%%k`w+m!X;l_K*=mA_ampC z58u|b$bj8t4UlCD2gwXM&{M25Wt>rd>f^jhc4J=9nqHlZr8O56d&^52Ulx_@KC3;0 zzH^zFi}cO7YDqUPRXz&Bdy7QAZPL`@-{!8)OoL4wsSlZsf;=5d_5rOa(zo@1e(C|= zY0uhqtY6zbv6tWqbNJYE`y@SO`=oxRUFZD#ZZQ*18iX~fRm$m|!5J)EEpaUU-a|!w zy<6RC^EvVA9vd_2=OuR$1W;AM93>$CzczhTjQVj#8!-1*;FR8m_i}j#<9eL zp6feZTf~VC`j*w#&M8)M$2jP(Vc!_4o|w<0WQQeZkKJa6#tJF>?62LK4JQccf_kU< z`w06`&T;odKCuUd11!EHMf%D)J0*zpZ~-Yw=gE8AJCCK*fWDUJ!Hd{)B7qt zFPySZZkEa#9`4pwVSPm#RA?iy%}DDCIOtFN&OnDhb=yuD=^M>rn_$r)^BWpvxdD3G zygIWWSoWSB&&ML^MvaVTw}^)9$EIt$bfE9`pw|%3-|hVLYTt}YPq2{F%bu7DCob_^ z0(_Lluh(Q!q|Y}N^iZOa@T+ho%FJQDu4nXU9_e$|@7tZ{^sX-TvjCv2N=&SviD~H# zrTtA+CR*jGwpE&DmBHp&6rWN$$~gQY(l-O0AjD5-e=BSIP zBFh?OdRYzofa;C&=_Xk;_Q>+@Wa@|CY;Hm?4{v(d%F9fz7@i4@Z?=4;5MtN+CA(}y~dD8T{QOl^V8Rv z2%Jtc`)XP>X%VAU>K*BH=~wA8>0etEQP-d5a0|Ecvf!v%!@;=Lr8c9Y_;t+79?Y%t zK$h20r<~d*;T(ZjePiN;b|IuO8OP$LtJ*S&(o#knVYJDN8hP~r)tiPn{bpnN&3-k~ zGp)pA3L{hKOYJY+TkR>cVfWZ(1H56s+irKLR83!?4MHsw<~Pc1;OoatE0$V{HGWW= z7KO%^ZMX^dctYeotXUXGdTAC26Kvd?L;LOQ@sdQ>$<6aK9n&%9nvUagr6n-WLz>jP z-K?3OpQF5RW3v46wUDpCY3x}}&S0;ftHy}W)Cx~bt?NOX`sl%O@AVtB3M9m#%?B}$ z58{v5!Y;!}VhIW8ZaY!soJLH3Y8|%I>}}eCP<(7bVNmS0JjVi?$W6j36a}nvHZf4_s4id`a0dE{*h@ zx*8($MC%dhONsRM$J_7SGtiDBf$r=C>botUdL73BLA~!^xg~Qh(gzHuWMXgcwdgvz zc~-lQqgqNj!zbGAQAWv_lb*1Y5hKG-9QU6@MoU!Cxf9)&!N$x6imDB4AimB@05d-` z8*eu9@?_@D%_A@RDbWJM%zoXJ{E^wcyWsKMLR}k!&46RIy?fF5_N3%+KGM4p4Vtc_ z?6tAcs}*-20zK7oc&emG32{}KCP|h0Hi0qTPO{oq(9%rnW=&Hhoy}vP&V+iNhCT02 zvQGB8I`k3NTF7G$2Wm}`!5R4Ic6UG_81vv%spO>$xD)9{D0nWQ)1RGcI6GE|b)3F! zTU~YTpuf`<(6UfX6?_5c8!1HBRlsdB)+?F$jx6#V(*A1Di&2pe{e}6CsHdxuXf-O# zuOwoHhoFeTZcgkKg?F=NXoT+NU&U=?dBV70I!{{vcj_e38m-{aA?$q!@>gb*=P*0_6ny*ut7LmxctCWUOHU zmo+3$OEN0bG${j+ML;z?Bt;h59X4CaA1QL#7w{uVSII;ngP10Q|b8io?&7inKdjdG7w$x|5*mJm^`0pfaU8m^QN~ zOL-;Ir@S21_cCJM&*zHt$0O;1lb`SEC(6wyLa<`20C6y{FP5(3$7q5Z>-^zs0{s&O zdjEQLYX10b^HdlgxtPYVPo0hQZDkof0Sm>-T2N_0*RdOQO&!N>tNE!XHK)BBBl3Zt zlQ$_@9_q$xC)||3{Wer_BK2HdAyG|n*4P8ACV{3U()EE~{7tvt4d}tKd2qD`y{SkJ zOnb(=1F!EwlDg*`@H{iRbh@w!eq<+vgX^AAdFi38bX7RJe^8`PF&Ca>{y`8tSg=#G zi>n}D$C--Cu33`+MI|Gj-v>tDI?!Xuvu|ev(`FU(Da+~mxi}x2qmmoW(2g|p;r&w) z=#v}rz_uNUzeW$BP^Hs^+iEg0SHI#8;n!rbT)GLR_V(HS#@LQM%;`ioM3Qw9T2^&w z_+~~P`}4L+1ol8K@oyE2bm1wvSGg|#IbLP#MrJQ%MY`{xvS_l%#wlZn(o;(DkB1#; zEUERg+h82oZ7L(ZbVP- zBfa51H=423sG?wBP}~i@Z@80Gvr|^>M8chLK_@LyqNA**!#ZerifZ4Of(^-7Tg3@= zG%iOD5lT!C7t`7|jh?8=fsyOy8*gZTvG*t&_@WbwrzUZK83vl`aIK7SZmeG@& z!6SwGQ&3BiJUi@a?>|57Kl9%ooyf^X`c2(Bi6tWacHk<#;c#EbqBWC9q^BI;ZD?VP zH1dbvRL(;GmLs}Wa@0qVzw;>4*R6wmkj3%}2yVJZmZ+F`jC%X(jRQSmJr;8FRwy2J z$|_$B)x#tqQ+C#x1R5E?dV}<5&j3sO6+cYX*z5CCfUlZxo@Jx)s%FKK_ zYnSe<)_LNo7dD-fnSHJ!OE@~Js@SKY+ggq)peI+-;CLMM7e%jrU4{@u`e1x2%lOZV zQi&q#4(Nm>=nD)sn_!6{!}zeJdC}80CEI-7gSAHWrXmGA1=!7&)}?umv)#v!JbwYo zgEvHacBV;jAzzO~yAO!;1AF>aj?@1e^T$f7HL=3h4Lt!>6#mako2|dbxIT?qob1o?P*wycmJK?RYJm znVu_eVws{wPiLgX5w)d~nun2TSV-1%%RczsEa&-)%R;>;4i0`}8Lq&aCMEX+pf!M%DT#GP2Y>3kn1$y+4i!_5$O3VEMeRDrZAp@MA^ec>WJo!J;BR2~|WwU3VvyTil7rrtDw7!8G>^47PrvY|MpdQdUx=f25_&yuh|T1Ti+VKx|l6Y@qL;I4jQdSS?rvn8*3m zs7A~Ulx;Qt@r}H0x0_%db^&+1lL3{L;$3(YT?*v|`5yLE;PDXp)kF4Gu238Um*rge#oJp{dyBy_wlyX8J zhK{wpg=L@{f`fhVRJsl@0z8bJ@TY)Y7U+&kCz7ijqp=)rJ~ zSEgD^t*+m*U}n{07Ac>4)l9CZNu<{n4z%+7nO?ZBN=iwaPkMQiqDMV83FAc#)HLHJn{5SpJs))V4BbCDi;`j`rk7WIg4h-4J#uZRfk?J$fpLg6z! z&3@+&u^!HI*%Pyy+mT*7TbFC+w%ui!blZldB$1?shUFqHXF?41JUMs7BhC){m^d_l z6oWkWt|Tsxneb$M4A7CmvKAVXO6rS1-qf#-^jl{cB4;<3Hae&pTiP1db`Rv#xOuP) zrYR|(Z3eu=Jcdq&sVU8Z5w&3P0hvT;@rL#Elm`riSBdnG-J?eO6)SJfJN7F+e}uSF zg`f|V!*=jNu)iAiL69}JpmvAGphjtb!GO>rpMCx~(q|#;0eH|7p8D#11?x0@wI#Z5 zJD2Ecr00fp9rUEUf)-^YEYXh4n#wVV^?1!q{^hzWM{0r^x1VqJdm`^Cu>2e5G3IHW z(=$XnM0y&-oCN6cpy0jpN7T<4YgbAb*h+2{*xFzgma|khDdh_B89f2&^c0YKs$RzU z2n{2V`v@6vj8Tns*z($`U&W0_eDV)m3UZFF*64OWfOU7&|Dn|OV2MRZBUA=DA_)0O zdy|phLxS}mFk_<+7m9gKWDk^i4)mn1TZa91`v_*g`^@8>E8_ILb!zPLq`Dh2H`|cf ztbxxwKf#p9W>6r|?Z?iuFt%jZZ097bw4ODn^ykkuxz+}qe8+Cakef+P5b3$IJVR~i zCuIX%%H*)Q(q^YXJ!Ag(d`w?(_)3i*Z{CK>W$r4l{2%7*%)cbipC+cOsDHLQ(tn(6 zSgH8ljFPMxEw-5mfBf>~nU&UXotrqv$c#P(K%dA)*kk#@&b6CwI3dWo8C8}z?G0X1zE>VLyN8G7aM;K? zR{IClOAR$+WBgR4X*94kE;4SF#c-su@1&UL>hze)t~T|WWR?`OE#_s>;Kvggk)AQc zuoJhW>DmwbFFIbYwy|F$Xb0J!w?W+|ONH07|A|EUa?I&vq7@;nLk6n_-2HAo(syle zfU{BuqyN)(C=)rF*0lFN6_4x-R#se!bc23@wWJxT22u_bnJ-DU+mX2VzDWNGr-k{l z3LRIGg?QJRn*Fu*`>o1#RIyM8Qmy^&Nw3}Q>gnv;Uj&F8^G|aRc2CJV2BAm7LlM=&|;?5Nh~EZ_4jNL;^7*3`nVGh z0EE&Y(l;BlL9wWq;-ZXcKqjhNhEf~T?0riaBh;Q%*Wh-bAHd!Vw1vj-DA7hDz5Sod zgq!xkhI;z851d4)ZROm?WLyuJnW{-w+*;H#rKfbE+fbypkVmN=n_xJ7mPnrk1V^yX zUJp=Bk9(J6(7UqD)@v3d(re`=Y+ z&1N$2bMF@HPX@sHpK~CZZq%nn?Va??qBciPyr_eEE_1qAXYJiuW-8vn!Z|s8wQ@<} zFRV%?+`uOsr%-Kiq$kVBm>|u%^uoAXg%Wva6H0qj+89blAxXa~wnnd94UZN_)<}PN zwG#a>+=Tt;9a7Hvqn*V4L+$=tq;Ggdv7@b!aY?V!#`uWlMdG9+dP5yr+EhY?l*-^o zC3l`e>zW9yIB_x`y6pS2G`q)&Njs*-t{Y+Svm zMEu@x%GBZngApabqX4bbW?1M-@eX*PkDvcLZ zZYDNiJ&2+{)ul~D^|Dkpc|;WUV_N$WXK6-H8e5wc#wWT&4XIcU8)M=~aY9e`xG6|Y zdKkNa&2zkmoNIr6lG!_Y5_Q4SPG^F)&J960eH*CFN}ff6!wBukwF&m2N>dxGY<&I4 z!vnT|AfA^6_NEw2E|JZ5!0G8_6Fk9L_wS9be(S&Npx|fz0g|};niaF3{#OW>L zG9dH@lT%4*A(e4b8P@5Qk2H*Wl1*rye^TD7yasre8Ru;`qBlAwIId3X$doC{LL+^) zF0msarzvoZfv2fp-q6E9L@4bKvd-7`I*_Ha{hyYOKJLaFmF~m*`OK6lB@H0uXYN0Y)BE+52^^XCixxjp=SG?S?IUcwZeq&;v$kI{+0yKsClH)yFRe~U= z6rj=)OK>cF(m;Pe695$HVQUFrr_xN$?h2(NR2;X6+%{HmbN{ohF=MQAN$})W<)I51 zaQezO`gO+&nvKlx1ySuqLh^9#8?aPu}UDRD@8=HweIRKm1Ipur)A09B4ZH zAR?E?d-@0uTXd$RNU(NOsi=n9$Nj%0cnx(!UClDw@F}Vt=HWE#$lq3!#!|uB ziXvw&(yN?!BtGDKtl(K?oQ4*AdCBZ0V~#Tf`ZJ33LqFJG{c%0eby%;-E`k~$hrq!C z!jbc7Ito7ao^-530&B*Q7jTRn_r&u}YuostPD{}H>_g8 z>vVpCu0{6QxF3Udw7OY1AL-HYtTipks!by$D1;8O-LcOoDf+85jqarx;bpV6;pwzH z7~~>3$^z8Z~#OMdTq@Wj~3{VxG}5y%Y0C6$)v z`L2hbB6p{#L4|D?bCLdX&W91tCaBuALI#MDP0b_-HTCbC{~8=aoS zp{x+;3oYKp7@4ANDFph2s^AHwlrVQHfpn+863TW4s$0~-L1)NVhMhV&A3u$jqO!8Y z&yYCpqWX~pUF0Ow*wZ`V_1h+E>O(Kdeeq{GQ)$&oISqojF0Jr&axgoRr@M~^ye9T&2mD& zeOwmmHptumDbyb=nH-nUVKBv8q3{Dc1ItNZA7qqMhYZ+9wTJ< zNROTr)p|>4PszJDv0tZPYp4C5us}nswaU$C86`z{2^43{D4pH7#&~{x6zLI5^`*_S zpEv(x!df3>V6bb4!h(K7e7qadtnD6J8=6iQ_XGA~!MiOjd3KMY+Ru-oXt1eljWqT^ z{n(B(Hnx$(|Bqb6-1B4u24?r4_ahEu@5!Oj?2$UMTS($!@^^|$Mw1UikMV2!G^{PwE$Y{}sEtoU%w|i&=dgO>e$(jwN4@Bzee;LX4COzbSMz&^q zd+SpA9X8lnEZuRD9*L|y_Uv;^$6vx57|Y6|-eJBDc)bhtm9(1LmoN4LY{tq1o?pS( z2#Q-V6o-iPW?eDWNHWV{%95gdKOFOQiGn;Ly=D5x^?`6-uSuQM5arp3a=DfnwkwP9 zDmMr{-9}PRU@65piu5*|5gW{m5f{JC&yVh9+2S;vJ?*ZCdPMrxksLZ<0D6(4#6d@v zE^vK>hz!e#8TB?cBHEKQoHp)g^(Ll5ru`o!081Mq((anJezYln2kRCa?|1)nnYaZE zmA5qMt?}GhHe(~v;gJOOoA%g}ds9==m|(_SXebSjs#B!T zxPU_?il4>a)V{9vS)oB!OX&&o6zVD36N!B!+j<-6X_WB96Z&LgNk7MEil}yqMlid_ zmNx`J(aP~<6zRutz8Pt8B-l6jpX6}c{a-IQ`3B#0~(P3~D6@I)syi3DqzC{l-`Nx$V1XSaw=-$j? z*=X&%IQ!k$pw$QZQ!t)B8|k-f=C>7I-*Q`ri+GHB1bVWsLC2B?Y3Tzo)gbL7PU4J{ zdt*wmLQ}gNQxZ))Vx)@dVk<)fuDJOmb2Q(s!f;MdUjNbgr*6Ez^>-t9Kq z)+U^fhpJg`9yXgYlddQwvYSdO5;PNxmaHLpFY*rT2Fb!me}I^vMWjE_+Iw7&u2t~J zksj_A%FII0+gRAR(l}Am2dtqeFs39XwwVaOnB7cCO&BUGWjIZH3-#E}&U&PgpIPR1 zc|y@oCYrQ>BcZKCk;x^}SLHD9s==Y}k82Yd$*}us%`Y-WtISwnICbZ(iV5K7EcLl& zSxs>%i^;@#k)kU{(x65kp#G#xVUJ(u7q`+OMccXBWeagJg?d#K$maP-lD$&2r*tD= zd!I$SMa@79954}Nyl*SLtjE%bXCB3aP5XcXhdrJCABy3%Uk9eWGEP$G#Y4jVcpHay zWJk59sBUqUD2S!AoXS_%O#zanM=jacvup1uNvcDub>E z%bRF0xAV8Td$Wzue}!ej(Fxh2n-a@$@wJhoE$3uhldy_p9VpTUPu)5J_ zX)ti4uY)E#y{2oMx)I)y+Lnd|A_gs}6nVCBlm@LUgC!E|JcCGYKmXB2da0X}%o5t- zwtd_P&N+?VWL$@Nln6=QT|Oob`$2DfSHwt1WD>vm_%*L}a%IXHA;#xsXM zUK>6(i`sfCFZE1F-JZ2@e%dFq0p}lgF#5I{&_kEvNFuf#pV{-CR$&Tefh@&WLSt5narm-Qo36JbnXC&y?fm$q#o6q}E zg!iQz-VzxMk<_j_QE&L`8nIqS4Zd(QF6785FEnr5gy0P9mSkr!PC3l-0`=>vW%HU% z``C8Ul|_y2k&=f;E;&$bb$42kofj0wtPg0nZdbMJ2uDZufJ#BBdyokKy7^h+eWoU# zm$n(Tcp%Egx;c_V>_<`^p3@0smEceaYh_6(1r;oK>8?cj1WlCnx_srVG*&s4(?tog zsqXqF(0}rHYIi9wrRkJ!oG=D8|tT)}*GTCJENdCAwsmhW3qY$&yG9dP9+(uc1LPx}`{O z?=-j=(?p34`qY=%QG-g=#U~cY9aKAqLdKeNJ_+OY-_Uq$Y4c`74hYn&uEdv~E>Q{AQpyrFcNv8yo3)XG=8h!7!33q|3+RTP} zm>;mkCC7A|0@_T!T(6J4P4EdrhCp8u@yP~zFHmXUSl*xY)YmJ^b!t#I#wP8T`9qQ=f{E?|Im5p8p$)$7Vf_As58lNNNkx^n1{Ew z1-)7c%c4Q^Dao{){*gU&sNTckSwR1hboG=3Z79r>VxFp(-B@^oUY7WJ(Zm!RA!r!y z+JBaC@k7ZHcbyEc$c;)5!HBY-Gs$uyy!4SC`qG9o*T(5hmC|#huP-J?aPblpu2>=@ zP;JCU`iwwt@09x@Jw1t$_)xpMvfWY{(07jginGgTFMBorF^%*B{Dx&`i1hXasz#QN zz9Z{%Szh>fm%pG4%&N?iwquYDj7EBFAjZH5)*(}?6_kd8yvUKt_0a}<>Rt3}V)$h5 ziRw*mPXHeL&$6D51Iu>Gyc~{4U5p0BS=XTO7cASrkFz=lq{dMj-5!B{BWo;c-+AHb zhEXVs_;pQFy3OK$lvzEbv^kkaE3||``6XK3S@*cpoYIo|175xjO+wMyh{G28vn{Wq z0`+>_?H&&#OrRZAaOXx8Ijn7i4r|tAo$hRA?XRi=-Yq%4Y6-$@B$SCtps>syM0rJU5^21@E z*t>@16Kb|ZOT2dnZoHHn>7k+}Aa}fDb9>kT`}UZ$k-n7zCL0OUIze)OCd>1|&&F!W zvTF~Q)wov;anCh%R2DZw?&&a1ig>*+>ND|M2VmM z-AJUb5b2xs3p@Xk5*(Y9v-*I4#y6w2&!p^Zua16pGoVi{2U(%@Xe$@$>Ao6$y`WyX z*G29pwc)y&!UmPfrr}7Bt|7LBplKtckR>DBGIKI?H;}9MCAQ+hS>49-9_#0*Pu=%N z`j8FyeaW8w&8cVUTMS5s5VDSvN+W^Mn(B5%{GUJmfW9rmRSD-UuD}``i?UJ+l4SoQa##8UrP0c zyqb7;3Qi(ew18*sKxKPcGP~n|f3WZ;7r+f;UW`8mauRXVIoVnwJx!%19O;o$@FPe? zg2odKrTF2LWuUTGQxH#bIHl#%z1s=Q(LMmZewi#QTuoZ5Rs|1-+M~L#XA!ZA!{KJ6 zk0T5ZBGRYq$(z867e2g*rq}k{Zs%&2VfluOl?e76=?hGDB*_Hxr|@FjpG2G>CUf&` z9#QAo3p8;fU3X>mG~mGuV8V#PltZ zxBomJj_b^ZeT(`7`Y?|+j@R^HZ34dS_M^PJ8?8OuI@88rMxqllpD@zHs7zp#x=4>= zYciOuYabul$H$Guf~lD&S=2NCH(+)6p(xU`AhEIxr9P}1iS(FvqE zFuU0_g!*+|4NW+cN;f4HW_d9$j8c*kD9qDP~G5Li>@S!HjI7NCt%GF-?V(l(#mQnok zWWrr47p+dpMnzUl4~~6!xxKMS2)EaZl`Pvjz;4lAhgQKuN^dIkA<eRy~pg(~|lv`@It8X^RQAgmd-ANBZt@&`57XNC_fl zfEy_z8J?S^+k%UzNY7ah;%zmQ8G#-$y_r2B z6v}v(uBd4t44kvg2F*%UUgYbZ-?B`iFV}g#riEJ^>5s!YBTw6b z=t7U8PE`^eVp(dHS(ZQaRhe~r`%`r%O!>F?u{oYv1lcIOY1v4lb&+13T>v+U^mQ{D z@P&6u7w`w-1%5z$(K0y5>lKzy@%V zpAp*a*MT)iNBvrAsZkb74hXRQ*wjv5DeHDfl1hmz1pEYOi+PN&aBR=?5tB`VVN$RB zW;#HKNsDR{>0NzZl#We1X~?R^61JIPLzcBS1bT|}9rn>&fFb*Y zOo2ppQnQ?tZ+NyzYId#LX`*`2!{P8~ zVfjdr9(;hD6O7&=7L1q>=pMGEZakwe-`dncFi)uFJ()BRO%;2{I4Rt3wyi{Zvi+!8 zdkaQiDQUEfxgAo*HyT4qsUe7vrCcS^1=%cX#7cSMSTChZiT3p+?sNM` zMl_~hTg*QnE$Lx~GxYtC(Wlbj8I2L=8Tpy#&|_xGl^OU9*Q_{ zvI$edEt*nd;6EGrkg%%~ckWRehj|hssiV5~?=XHiRrU=IBfQ z1f8hotKZ=5j$lvBrj<$#Pmm96Unx7Lf=Hj)^RqrYHW>hvKx@BO zisVisg{Mh1g=MiXDdJ=^NuqnON^g5sj|%pV=LBgi6QI^LWHT?N&v-tp6oX>8w@97d za#r|j(3cs?*+^eP2a{Ah{!#cm_I9Lampwpv`$GAq<9w6vk2Ww6n2d&;cvHvz{NV}W z8%}0Lue%Knl>MyfwMEiEPu-fI&Y^!%dKajc_Wtz1`wK-BQYbiYum)sml zZ{3&V_{oz7$DZD{39KdfRMJ@+x>0gE3i6UbzqSl#7!OPMmk$wt!|)bmkgg!Wy}%N+ z2L`>4$I7~GneKP3Mz&rnQZny`3qrHO=u&Lo!9YuuMq8>u$5>^Pg-UALBrdLL_=!v@ z^$g-DPlpj0&Ep1nEJj92KSww3fZZc&KZ(u#rn=iypf83c07WYKtNTSq040VgHj@aU zuP(c@Yyzcx-d}74h^K@ieXtsw{wsp2uD{sF%ObNeaucca3Q-?N~f!nqc>Dk&vuMLm-2R;tYlaNc{KopAOuR=LJrR0Sa8mmzzE2i6$&!B)gf<61?Xr$-a6jrA<|QE;83Qs3%l9F)B>EWc@xakrQBD5nuJ~w0{@oF?Bi)h?^hJg z8?bP=yWE&Mj`aEo=Z~Q9y3q9OwvwzqJi&WQ>fAxzdkQNgJLgH{s|+RQf~6sIA4YvC z1sg*h*PhEW7Vy0pbW4$CI!7Y)6x8L90kVV&@n2@nkO$<%=8r>($$FP9>P4eU;wrWY zmBt(^w&SPKK6_&QZVxH(;Vjwjox_*t2Z?=>hq%eW)M8_tfP%ozW3pO4fmZNw*H+oY zng9hZEJ5Z-&m4b4&)_3ZitbLf-{lcre0LQF;Gll zmjmV)zBR!ewZ)RGu0+X0DW!o~s(-yI2HPPi#jkuMtID8W7dADsh zr?af*JSTVFDyHuI;$-{liML=-7Q5moPk-Bo;^Fr43%1Uyn-qD~Fe>K~4d^XAA&#dS zUQVg#n(R&})LY#4rnj;DIFQ1oHDXY>nBU>QMs3X2c!PL8}lruN9m?K1D#htlO=Yrq|j|sy1hY2OG!!Ss4wnrMFWh_ouaeY&F6yjZVgp}F zv$(XMRr1`ulni4QeF@7cR6S8>q(@}Vc;G3!oFlAxMNj3n^a$0jMB>qkHLU11_27V( z-WVy7;{KON&-BKU`YJ7E=nah_W(~EdsZdX~8-+ZX!vuP9r)M0Ql&DG99b>X=j(9A9MbLI;_W% z#-c2HDUD_AbQc_}fwHwVWwg14yy-2`vH7YE?esNzd*}3&6bv@@+b>_ObrHeX%T6@% z>fr^O;}h+dBd6fb^PbIad+?E7D$tJHBwjqJwzH|2T5G2?8B0Q%wb@$lt#!KHBfo4Uis-;VK*q& zv(=C0&OG!S=Lf0YfYS#v-@KayptoO?mQQyLw$s4!5fLUWsvy!=KSS%gpN4uyedpCP zbLyK}PVXZ9{v;AD4CIqh(&=J2aC@=XmQ&lVbv-=zx8mi&emkbJ#_jDe6tFFFvm*#P zc^UQ?lP`(ntOvR)`rO8NitX#Qp(;&I@&pTWx=49Iantf8>QGUoKC?H+ur5o|B2Xm} z3FFVF2c%|}%Ct~RomFo}pxO7%Bhn8ox2P^7JsR81+IzN&5DvoB8qoLbmT_(O)5oQpZM@IL7cu!D&D_&7_wxt95qcW zoiFJqu-I*AAOU)MsncgP5bi|vKZ_u2>sKP``rED@rD zz?E@WqVSBu3N@c{LOo4C*?v4SSDjUuqoor@$RT=4w*9UtGldn9@Q0;A8AYrM+IygN!C+*?Px$C6Ia3XmQpTF?^X=Fu> zJbb*SiBS=Y3E4Y2FZ1%CSa5G#Hj8Nil{gyE8{q*C^*r2bQO^XYUDumt66x*nb0BI# zTz>GqSdH}fwP_FB41g~dI5i%MB(MNh_ljk=o5qi1gUCQ*PHQ>js}e(`Vr81SSdW`ivJJNvEsXSjGCmRknhHGT-}rBiEd(~w zvpF(pZyNQ0q4EEicM`yp*BI*3;~i}H$o(`LyBu4vcUzrPpIA1`O3o@#6o-qT+qp=8 z&&pMJd`xTtgBjw1H}h5lUYnlk@fitch8~Y9mbvs8IcwW@I>2t z*;Z8YP?b5Z^PI3_=yrl-LPm8@YF?4}#)6)h%WfcL*UtG8?znoh*DBPu#p(6H-6?2W zY^ZI~rf$NaAc^#NJ!5Bp5ObBDhkZGh)s1m!DhvnYf-5Ik-O&cX0Q1V}IhiHg51aLd zm~TtB?Ld=(sAM9EBu+2&O4)M5k)Duid0EMa5GEE(q6>IA`ua$ZVtN5BTs9S*&6uFo zmBV{ISvsQrPWH=S6cmo+(6yl#<~Y5f>J1`23RDd{&NxOd?iVrt6+6Uu%wFkDTopdl z!{ zW|^?flnQ*~ktW&{tnMds-x7Qa|wTo3-VH z!-14I^pI>=q!fd7Y4#D3zJlck&iTWXyehfcbPW|!N$Hca4nR&D=~Kzr4vn>>lyBk) zD6>pCeOX;B79aVaT~c}x?$~f3+y?Dfyf$8smq_)7LEkiMTB%-T8s$OiQ@3QsK3p0g zAvHZqJh;wEg5Ff!t0TRbi8up|&UaF(7Lh(9 zkyu&fIU(QvkBCfl^^7C@^Yi&g+qaHXzNB6&DauH^MO4P#3Z_hBhk0O~YyIX}=6W|+ zR+M9HBiDhbdbyzuU8hHiVfEu_Yw`2A>EK&o1H~qk*Xz6VZ%as>yCs}i4{WnJX(Bs+_=_NQFpmzkfA*ESvNOVA?1Pd&QHk=2Fv01LmNJWc@8-NC;>|H`e|C?h~kt4|QKrnwm?CQ3>a;<3xRZ?+jGF-k9 z4*NfBn`RyE$|8HG6o=H!1mO3rI&Ht6Rn}@C3Rv`xcikUPbVm?Df8Yf z>!QytF=#>rC$H?2{0|bK({L`Wx@f|@tQL!2D%6mk<-jV(mhiQ1undYeg9n0jF05zT z%k(&kBd*IADn=j)xD+mFBs(>_8!?5m>OVHyvhYnI6&a)S&T}?0mr8g)NSHrhL6wM@ zv@hjqjo3Gm7_s*kA1afDl6E}SQX^+fx;adeFvSV{&zzOpOz|c_Ki{srBN5Y9|DYBA407Pp8moeow z*?6h(fQ@4Z)GjUN5$Wmi9BQ5#8P-nJp_dU)TpWcdWW9108D-Vt_oU^U0udfVRAm|T zWQE5~6$$l-*PzFO?^Mq1@bSK~tRrV{Vv6)fS#nBNKcRPOT#1vZMEa_tnL&8_hLcmA zu3{yuAbvbVwY|(_36w=RJf)NWJQ#YZy?I5Xcdi0E7Q5}Zep9pW#~{W{sJFn4zwfCK zX`}t|3uUitbMUN0C#Ok3dz0jBd_&rKdq9|xjX9}r24EhXkasu0GbE#9gl0(08eJc< zx2(#1vtCc7v%%=|+AUntInaufy}pRYCPthxx=Zw2>P?vXS|tk*VsT60jE-WKy>%04 z1=JBqm7uEb9a!;CwFxS_65?@hZfdq_T~CJurKkj1L7cI@2MCNVw9`k*8zSTroSGg* zSd+O9mBje@Y?kNtgIx&~Uh7%sj2#)WZ8mx^SkULp>2byq=u6o+7ROb|d&fW$lg$3~ zQCc#O#9I=pPAUO@%R$1S(4G5Z4hOJv2>itp{W&5OD zV~J1I6P?PTu`f%TJq$clGJZ81(aP$@(N$+94$`JB!}-sIW2i|aK`pq@R=8wV1AW4; zXC$m1q@E@^>@#4$a;fHRrRURGHe_7Cp~59*d|CN#^N#_?5}Q{t`41qkwHva_f`fC4 zl?O@c`@*qIQyCLfE}7Zj--)*gLtis&sf!tYBc9omkaVMk1x}DFdmGRD{loJ!AK}dD zsb4})%NxX#LY?8WGG*&(c6zcuXqx_`A!EeWb=a=W$Zp5H!|#p4-9QZ~K2hR&r^Kf1 zWI<^2m60A6ht3ajw+(C<=&KHh9ukOin*AVgq(RfkMr*3rplnZtOVUn~F>$``X<#r@ z^FGsSeTEj3#Il^l4DyPI%PTs0J>5(dZ?3bb>gk*wP?#8o&EPb&Ucv6h``0?}Phl12 zVQqJ4#&&h+2WLWXV4EkxSrru*D7__c*yr?C>vr0tvK&9FA2y{P98Olx#TZ(cP3jw# z@ssG1g_joX0~afuj^5K7K|K{BdB6oFzSxXxN=&TH%~ZO>`2LXWK#GGkU^2rlHCOh# zyXC&O7ohX?arJa2Jvu?2wn*@T>hu2e{BXoBfsK9Ci1e+C^k9LNL6sgVJvu&USP+FC z8>UtNUtI%z80pzj+3%jAYbz6jHTREH0KA=aWM38OA>I-VJsT`^YJ1;qHr2p>WWv6Q z$CCy)LmCTNC6+Bv)E@}kIW=K>nj#_IZaCB%1~tuDrk>YJql%Y|m)Njr*guDofFp(@ zplr(^)?epSWA;WA;*R1l^w;8Hy4k|zJ9A1#S&Uf9HLl*=oyl%R+bQg3%Zvo;=jcBogWAR|*v~M4)I67_YvOn-MYf)?TME=5KuL|Fi$Nnp}*0#r*mFam9ZUr?-(l zOeHmuXP+xt<^D?Ym|e|4W#bX*ZyX904NmgbPbTO3;AL*6zt|3`CFy-!isW<410 zxMp}a@dw5}&0q6624Bii%nSG_LoUfs0WPpa=JTp28*hwS@Wju7vj5!!*(`0vO57Q| ztQqr7bI^*VUuJ;hP{yX>a1{e64S8~<8tEh7ol4nJlB*_JoYlvMb`2IFB?4R7jU!4j zit%fKeX|x7F*Ra!2FPr^)qM>AXgI z8ALiqB7=f#~rd)oG4Loba|5guqGGEWOQh^O1Mjp~;@Y@Hw5K8?fgGrcSc#xF+pA8o?GPt+;n@yFC^x z^S1eB&BH;8c;fV%?%=xY+F_4N_8LIbAc>t=Ub|AU4o;<7%?XxI;hzx)TSGf#3P*9W zQkO=RgHxX2(X6SxKmmSWX^!aV2dA$Td#^n6JDS<6zK)?QnHMtOb^4LG*d~ujrDCs1f{{P3l+3;LuiPmY#T25 zLxe+c4lD?_Vr-)qKjyOKac&KC;j|!q<-0>Yf3Hf$z~#`9-qfM8fwo6zb__gYD>8B` z==*%g*6^;OD>p%~KYE=_%8@=o%8Ij@nGP#ZxuSz44V!xmw*w40j8K{1M)-VPL54{z z$5hp0Rbvo_#$p;*`Dz*SBnPcIu0otMF(=JTk$SH>slbEEN2v}Aa*xHud7d3fA~oTl z_7I$|v{D$X#*uV`F^zn6UGr}`#^Kma=4RfJjKWK-l$vQAg+X0ZTE!Uh2)F5dnAb>O zLH#nied_&$&=a5exbo5d$(3@(k$%&TB7Fwhb10ogc*ms0(&dte1?g$0YHB0GVgR;f zUs>wU@=AK|o6p-LWhrne<(n2Y%q`zllSp6Rjrpx4vh`LH1XklP<~IXqO&s~ulM0Wy zj0)N}EZo@=XrA7Y$ zSaq~enGD-3=-WEjyS+w-U+udFiuA2S`mAz|DP2M0*bPrk37bd#!y#U~R9xOJjcqJE%UGrc@oX{V8&QmK zPpFjz0=_1}CT1!xvtLrYGP!xHDw$3}UuyYgdmrYvB5K~SAztW$u&GeyC8nMF>N<%P z4Wjyh1eVBm$(8uhWv*ct3ZrImDo{u3GZH(cn1>DGRP?D%k5w;~!S*_SYe(1I3rWi{OqTW46bW54j)d9u+h zz2(Lf=ayX~w`e=^t!X{IDWOBS7xe%=?R1hzubSeP@<)~fGhW&D4&KCA1ZV*?P<688 zx;^O=(7eJ>tcg7EnKcmF5y*MMz`*7|&J3o^#PvH4?v=dExNJlNglmkN+jvjM3R!*7 zm^&scYyC0X$_>Q1VShv;U86+atr^BnIaMUG5*YvFfuktosR*gB#w8z)^lA`uXQ3Xs0t$Y$*zAaX5_wguMH}N{w4#`-I>>c3&#NOD&x6V2 zl*#s)t8S*uOpJqs3^bz`%3-ThH@YHHE8v%3fQ9VfC_T)Exp;u=z@+n+8Is1vt=7+z3MV|_MxC3RR10^gS; zL+iP+qiB~THD$hT`Ax)Mf;a=Fh$Gw)v8-9qCtJMl4+mwq^ z*8CYaofUL8=;?^>s;FnIC~4vF9?!JZwQyJO_A7nqn-^Jqk-3@F(VPajG}+Gt1$qE~ z#fj?^7b-*0r)#d>2&ZrShI)c{No^LMKST_P*wLg(b;Xfk7eZc1B1Wo$QJwm0bdYd6 z2EELYRKcj+R_!xJk2a!XnD0K#$@R^-)uK6&38&A2DKHbwllN05uU_i1AJNg zl8wp+axBZUBg{OEBP!tSm_rg*Z-Y{0%v+ZA7>ISe*dHfI6EJs9Ndx&BW5qY^>e)1h zs9^dFqRo+QJ<>l@sekHT+(cvRV)2D)1@lC4>Y0TO zGobH;-r&w{_0-sP_AXxQ+Dw6O$!KMMV@dl^9trO}0MgT>EEVbp)3d}0U8WMl@jN2$ z=4-fY4qJq0kz?(ZKpzzkJyE|L?Z@&BYVA`WsHGQ@ z!XVM-7f3yXsEyy++J%&dMu?(Q%PG<#c?${z6%WY za~gI-!?(i>F3}dcpUU-6nR(Id%(PH_@B&L-Z!fO&MrAH_9(x73g;(=k(B~h1L#&Hv1{hmrC^&uf48VBEMC%$fQ|SWIuoAc9aHs z`nC5O<8y$Ws4{S$;}KU+Z@BeRa-@(HEmcQ9jEwKMu<2^2fKs{vS8ikLl}- zbS}XbJ#E65HzR#gqrgGgp$2!4c?;Pj`T30Cz6#UX*+;P7yGW0j?)A82X-upoUink@ zv#B>*l3?eN*brViQcZ}dnsTtqMdxflr0aDN=`*-JQ69Ue9mAigB*b2Ra$do-9t8ki zRVB5ijy~;SyL+H**haEW!)w%F=DzJ zNR!!^S%7m(;bJ8d9Nxqp>&+#YN3)kk(AUS(W)c;Al1s5XtumdqbIuoKU~UnrcS$r* zmc}g^2;I$06zXl9`hX!GD!bC?yIr*u;%2ikBCo^<=#|gvPLeTt#m&tewiazm<)n+P znCMaXx2Ky;WF589NPnf~p^={X&6?}<6-Rm)e?)vp$}29F%+M=K6vhZZq3P3H;jQH* z*scvFppPf6P{Qf$m*Z*|J$t8*AITc&7oy(R2=n-@ zqB+}PAZe%l%?Ze)m0vmMQt|cHy>8$WlUyD z)6OrBZ&_oGS3W_5w&Pd)w$w7Ib>aZ2ES6RP^9^IIu%wEMlxR%px{fQT=SWXeBv`qp zkv?`wSt{;+8u8g!Lbp2b^iHB~ncz3{s{Op38Riwt^V}*#4N|kb1U)cM($0$0fc@vs zd&xykvxzJ%;uO#yEScxU0mD!+s8bdI$FWns8!;&^0dLR_N^8qp-E2y~EqOgK!HLAi z(=dzS3La>nj5(x&dma~G2j)12gL;3g?43p43v%YLCA_m*aupgG02gMXIx{unWq)g` zTC#DIRxDkAiW%1{!J51c=(E<*m@DMQBKDsJjp9+~X3H$%@+6bNa{=KYp9pJO_RrF-~M3uB;8Rak=Umo${NF^s+!q zYm-~olkG;Jw_hYdXp>04m1#$I_C4t`*{MHq;~N)`wBFPr1&)(S>FGaj(gC~=u4_v3 zQA6$%-9gGbgnkbGF@<#uoPxe^FP4L8s`4&35l1V|e2qI+4gWgt$=nzPozh4HROhNa zuvKfX-WK7I2D(y^n!z>3Xtk1GCG~B6eSpp=m899{jJo>}GZf|PkBC@Tb5IepuZ?W)UusHdU6XQiJ;3Z#|lq?EBg83W!&$RyHE*;mvXLq^*2 zO@_=28N8thRuWO(aWlDAlufa`o36Zq9gpqXm$(f2stwvfSKF|>+YBqt68%S^{W`Cg zza8nflSp4Gr>_y|TUIx7|61D}Qo)JT2sdKYQX*SR6C||uZmV}Kj~&X+^0CKwEygyT ztlhLQPs4pA{s$?lq(G!MwXEaZ-%y%~x6`5Zk^Vpfu@tj=A8l1nz{;wjCuraF^e`GexUU=gwg4Hr+8{p=p@$tlmJS-0c^Qv- z{pGCc+*TXdGg7Qc<9ON~<@^E^|MhVm>jzjYWpQ9hR2oyAq$vw7Y|>IRE*!mZLuJ7d zrpk|q`XZ*{JlKd-!Aml|E~1ABABzzxt=@RB&=;_$#_p_;S56;*zI8sK0jHPh&7hG! zmgtUp1=s2$?RoGz7xk(tc&!iCSK9#Jx^`?8E`N5B9`2Ivp=>!OWs^-+I3>srxt!@} zjc#0?N7;3c-VLzE`gSrE^L$z|*PtakteN7J`Uz#9qhRjquk#}*>QCHqosV)@(s^fI zBP{+0%w#Ow+31M}q#!8}dyiq{W>Y#90qf_XN}y<9WSNagxj>0vu9I*CyEQ{S4w}Dk zjN*axoWwZ2vmVM=L{kdzO<*kGik?UoaKgabW=_T%3)bVME+n7;cXwl|ka`%1Z3eVRA3h8z1!8%&DMtXRtqb zQuhxj({H`enDb;pBKtV7w3uxDJg4WXWvpem)S+H54{onp5uvKj{EnTi@Ivf8_lYdu z>OQT}Ig)J~snBB^9 zF{8|c@}wxglz{>TLxEDN5zSf2#{F!M2ttosHY<68Fvw!Fj0a|^{EvZ_HOzDjkEa?1 zIA)Jj5z3V_wZPCCO~F>gm(>{)jap5w3iK|gvrqJLXY4mq6fbFb(} zZ`83^N;T}$&759FatQP6s6{md+0Re}9>cAU?pIS>bf-HbXEAEbh1 zt|zgC110w^(r?8mkC_2L&!gaCiePVnYgr(dETwuwGK7P#-lVEM7)5%}dbns&0f+3n zjn1xB(w4xn#RZ2#x1y8~k1@78XJ0SgH;LvX?u^A?aS5`**k*+>{Q{v=GpEPx1NI|t z53P^%7V|x;T}oA$d2xI;Oev4O^6((w$--1hm8Ax2#Ci-zL0coJw;#+{*_Cq3*OD8G z+i9S)G*#~gspPh@?7lL**qfeEN*0Q%c#Y$6^J(_;zFt3o-AipyODD+prBr5-v&1we zM7Kav&CI!uzEsb(S0+lI!H9QW zh5{ljOsQrPV{hu% zt>>)RN(%3-ehzLhdPho)iYt7cj(esxe9;{W{T6sHggXsUdJFoGG7YYg{;Y+Y)5nh= z13ggdIXz*10KIW_dM8m$V_&=k?jy0*FC43<;!RcsGu;_bpCyR)1+7D=+UeEEG(kjz zBVGzRd<8;6VaVfGM=4EjPSAwOsFWj6Tec7gY|kUQR8qi-ce z+9?^ykn6DZE3c5JN~(Rq;r4>c%e)desl=^{F>fkAV2C`O?}T80f{LOAg~fCh^S&9& zGv(|%ppjnaO~d22Hqw*%fsgco#_SxHESt#2vAIYemTLk&AM-#Cd8=^AK4r}lU@wK5 zCb%o9V^vlN+a)@(6U^&ieAdX4Dv9(3M|%5vD;^19A{#Dnc%<@zH%_i3dkUT989QO?86&9%zatr= z9RBi!u-V^EEK|E`3Ti8~Oo8Rb>=h!K6gaEZEPC;CAd_4=bQK2k)0uMif1=`4Z2r-O zLSs5V=n$EY^c6$F$?{SBha)vkeL_Crg|Y-#_`$kQyjw#l`pNqXZyPkH9tXDZXbwKo zN25revU)r)e-2b0Eq!VJ6N(IS!G)GOCm%>J%^Ep4EaHEqW ztJB2})~(KS4K%mL^rqoeB;Esr&4TRxieei5@P=L-XOOF2Sv)>fA7p_twYg|Fa7CMy zGwLx>Ni(aeG2WTcL`v#eRDnp3+gpC*O(z?ecvU;EWIEu#wr2l>fKm|^sVW)+G_i)) z^|1^IN6OH1$}%67V}FO_JSj-debtZ#b8~D0X=2yD6U8!B^>tB~B)C)((sZ^AX%6o# zNMUX~<};{?eFM886875GR9uaU$W4XgN|u{&=)qScnOlgx8A6h5bOD0Q?Zg?p(4Bb# zlH|Fqzlwllhp8X8W|CEjT?mW&5N1OtEYD1q@hf%w!@VuupGC4uOg}GyU zF@lF6E_D8*hWg+ibb*S+B2*$h6}YKTAFLu#GDEO9uGiJ3lw@3V9|gPN>Q+)irxpn) z=^L~}qW)h)NQW_wHkuA@g&3C1kUlz9QZEbzx@jNjEomB!9**bhRGBD*5v|QkGDS67 zWl4PLC;GJkYfAsOJP<3a^#}r88LKeB~#CWlUyxb7Um!H(ri+uq}9}JVl{phn=i#! zp}b2093YkEhZsUFz0pLvY@EmWSh8Zll0=m%w%WFt=}#FI?i6mPT0E{I;AW&quhVli zZXT!dnh-Nx&fQMQOt`m?m+KMeE!f4N8|9l|C&)e^H!Y0|mIjeNBTmnWY#I4NeHvx7 zNtB%3Dg#HtQksY{`mww#4u52uwwdm;MMN%WBqRxB#-&@@Qe}D)gKQMnFItuuV?s;U zoo3iZSA?s^3YZLLqcRLf;*suge8oY%22_QIK}ozN(#-0geWso1|P9ZMT9seSKk=6t3-qkK`!Q zO997yX43|sx0pXgM~?Jm6-4^fJ#Fx(!&1CqT~R3mc~Zi?Se*U*7SnH@=w!(aij)$H zML&^<11Z_#8r%!CF=?VL8b|JM!zr{3j>K@CRQAAy4(M6g`?@=NEWYxdVcW6si|$1@ zAf-qH-eNdCWlF=t;CvHALOx^eQpq4Cj6p|nw`DLdcn9pcffN+hO0C^xV`s8$RmiBGbRg#=eZ^HTXFB53So@ty zd{*6sMv*;CrYs>3NJ<-!myRPnIdikalaKT$3GU8;u%3Kxnv$wFv{AG| zo!)VJHyA4u7KWWl)ilnTXF0zt?p*3ZE!h(X_DxNytdQO1N=itRQ+U_eIn2wVId=fS zo`ql1>l1O6^OjHJtPh&3^gl``eW?>7T76d;jf@qhyvs&%R<-+K8GxJysS^`(ogVQa zF8TgoB0~}!c;}RTo&`(?Wg9qM5*bRy$2s-8^~=7h!(<4f`}4_}qo&ank6ulgu{tI3OD+vsxIw2_ zLme}TV}rS@aBQ1oml^zBInX0MW2bW>>wlS_xb{q;?h0zy63rZWFK2YQR~_V~mmX-q z8E{jq^^;JEj9FNqwR{l|_KCZLC)A@Xj1FcZn$V${BOrAiYk z`eSExtQwm*zB2`#MEb1S&?)}UGV*fwdm?>oLKBNt$gMrX>vn9_w3Vhg_&oI;FTN6w z1E{kOM&_$SP4k8#2ON1Wb15{mSVM0&Nqb@fY0G(?DlIs=76c6=HKX&78`k-p^83&c0@OyJ+} z2Q7nqYmrF|Z6rU@c{sF}8!?z|$FJ8dK>-9I3F=9F7VKA3#5niA-&b+18 zq6|H*N+&e~)T@|`Vq0+$jxYw68N~+{wN$%9C6zJi)u&N8_DA9jBn@YM!$H9UT4JZ3 z52?BD>ari?PPVA2gQW-${M(}9-=BAg^v5I15NxD>4Au)uq*pyFfDaa3AmQ?sS+cFV z5FgzVlp9P2PY(z9EQ^(<&>>!#@1v=*k-icNpI7TXKz->b4BX6)Vctow=aqmQ&}Db7 z(IN^k9?58IBzsw7mKeuuM~|;yoP#A>h={`zMS1w&%U)$}7o!12^LI4rt(3+-k6+V| zC4$CiD%0S2yyq+VmB}PAuH@&9s>7hqh3DDtLd0KNuyPV2#Iu32Qd2AgJ81*13#$LsUhw|J)gM<_Cz~U;jrcc^nMu_@4TNWA@Me# z$g?Z5aA_Fx66w)Jti06^Q~GO;u_QTTxAyj$PasdywcY+HjPy^RcLI7hLZyvh8|gPx zy?GG9S+faz{j_o%2#ZyKCjD4m9Y>YKm^PZ0h6^%iRYggBQ#6%*AJE52ABJpQ=~OHz zOggU5b2T588#Q-KjWBYy$3xE*+$UmHrI=QyF_+>|qZHd4(kbx3o?+PMqIDq8N(+0c z+GH-&6aT6LIZ&J#pA^SmsWqeZBTftIF@I0}2Bgz)gR)SAG@b@&N1N;#!F)2aB#`es zSd;j_lg6Qu*~yF=o9OU+OA{$$Mpv>o@S7UVr|qQ~tfM#Gjw3yp-H_i6MfxY9^q;kQ z>GvDiNMBK;Z%FxDRfCW8(sNW3qdkU4bM$1^pHdzvN$fc9H%gZ50&IV;zG4en5f0 z2yjjc`prO*o_AN*_2D>*^r@HN=nh^s6|z4x+Of0jvWR}C%lHA+GOq?Vr>fNEcsvF} zQz&0z;*{_1h*yo^Tu9{zKut!GsG2je^fa_ymJL9peZ@BlHQ#gRKQb8mKr(RqO!C-p zy$84CGLy(lo<{Lk=Q;(u5k=^oq`m<0Vq=SGiLCHn^-L>egxbczS3-xgzpU?AN)HJMxAz&UI%lCsK0Jh>fjx-OAR16|w1U{Przt)KF z4=(94*^%afy^FHG*KQaJrT$Na7CIQ~Hfk1G_sm zq^P$6xe{q>=NtYk1T1wsY&`P-$RJ0LmpB$TS}s`1#84>v;A&No7U|6y7q@(2)*TbK z1UUWE(^<5ZPXcsjU%VxH&pGfuIt(VKNMBmW(|GBoxjyxKcO~IXX4qc;I1tmdOt~JM zY783!QwjFrbFL$VLMb>%xr&a&ZYJ}oD&>U;rF<_*$K7x@SNw}33iT!s)UMaG4<*m^ zCdhiOXyc=?DU5klnejS6V%daRvb#Wf*On-$McBA2P6nVkS+LQplU?o=@A|pr1CnNe zNnh*)RV)qS=#xqT0S!KO(af%r;v}j@D@P^^I&csX4+RMGazpuHxQfc_kEl9mjEZyA z2umDdK;z7wz8lcM5wP<&>C%&}M5Jg27Y&L??06YBAlm3*R_|2Y3J zUMb6ss)*Br)OCt1>if`jCtvp^+*UVP^)80~*Ld;GqTW8JOr)%|BQItp z*UOQfRQ$*pF_A=5%0|O}LW1TA z>bIBMd`K`%PJSyF>DkJ1fA$k4sAIO||K}ooNu#9$EY8XoBg1V{&!U3#=1uXE^;|8& zqVjbwdg$0{Gsrv~8uOIPr)Xe{^@j@?hOC<5j-e54p>FPb_kNl7I#DjDxuzPjHh!AjEGj*Ma4^J zxegD%F4kK*%lV@d#$zGxtB-xVO6&BpIx1E93^PwHrl`lEif;t=j-B#}5cEg$ zHBOo|^$xN90773yPEty4K0UbNvj7iqkmoIhk zu>EN}EEnV|{b$~t{CQ@Z=8jdC6zNZx7aTOwr!P{#7b86fEU4fy^IHU(;Cou*Iw96h zLqL3!(>vjAthmpQYuX%WhEkU=(Dvjg6kl@7DRs;ET!BFixEbHBY~z;-vX3#7RH-v_ z4by&v7A23|bjkr+l*yew&+LQB;Z21;6-Mk>^%2O#zAiIj6d`tT$6)=+ifEr`Iroc6Rnu-Lp)ZZ3cvzJQ>pWxnZBR5GuW#wichM=Wr)F}}~a9_fNPkJC!s(rN6R0YdEfD-SQHtT+>eSd__9 zWfRO&aXuWc2Yb5>NZ4e#V7{){PCgvtUh=2YFesajOp5xu6k$1-(fcOwOb7 z7}1Vcbdzqt-o83nWbD0>i6aFgzmb6{RPJN9NALEF9`nLLcsj9STilmRw}NT64EQ`lPzn zg}#P)HfO`XDPBr{nP^mCmb^0X-eOYh-I`=OHvY&*&Ss9@JH@nbz{b9A8G8dujo_*L zFV#whk+yWz4=hYC^4#VWm8?I(1PNwHGGg?UZS)rQRgS}k{ESOZCnB$1c^&2{ngqog z%ymXsAaa}EkYi{;opfGq(~PM^BN{eQVp63(dV$hIm{#gqY5vjuf_n@4Mm9PbSY*~R zmr`7lA&5QZXek*`FVl8%#$DvXO*OxhcSyWijTfBsOh!y-WY=K5@ zbR)sVI3Qkb=}53s;eCF*CY;BN)loQ(a-IK!<766)>p45^RDJlxwvkZ}f)tt9-3yU3 zbB@%KKIZAz*sVA757V-GI$(xiuN!!+{XH)&^EndyhapGPiZ@WP+qVnw>8tj3CkQg5 z5qqd%N%nUO_N0Z)Vq!tr81!4UO{cqtWnwJDe39ND_vKSEmdW56KBWgR{zitSBEvP! zRy-|dOD2ezlUuQ2ThzcVudYZ=3COQzc>GDwe%iw{A=)%ly@AEqFl^Qm>5H3~Png@h za3D~>x{@GI+#ZlGZZS-nrYcH87f;u4q_0fyFXEe(n;@QxuL0$@Tod*Y9mnme0ItedBtL^S^-Q^F*$+=c_JXN_n_r3B<4hMC+oclgC+HrQPKh`!}cW{ z>EWnQI@_A~Rir+S$`TLBEyLi+J&Z5h`gbY0RMN8^OO>YOVUdpKODV_AFczm%Ce_V^ zLc3d3jOAJ`mV?8u3l1Y{5sYiPdtZk@YvqFb92Es9;@N^`7#fVKokvPc^>2?2d8AWQn zc%$4vn+&Np6(<-PY;dN z>1;dF?gr-qpWNsuBpJ8FEo!8{ArGGJk~qCS1DLF9@}RIkewqaXnI^ugcE^!k{5oVk zLOk^;PFaVEePOy3Q>r}<`aW@0(jSi~wo7iIyovokN+)+ArK-7{JQ-TFq`l1YoRVBJ zYPWB#d2o_D{7YF!<9xjGk|(%V2T$?mUI-9_Vcl23iexE4rw|uAmcp& zC1!&Vif(|OWR*2<7%0^n3=6F4$9A`A2dbpvqq4`GN>_ZgRMkvCV@fX+8PQ%45q4?u z^@{3e)ZyXtwD)Gk;fBGz2+sB=j`YtcS*|ffG9c22&r_TqzZ{?Ko%H2+Jc;QEzV8)n znphmbwh;R> z^^Jtqo5<*j`&5L*P|-(DRGbF)gJ!mdJ+WjR-S`1zHc<3~D&UB@8?s3@)zDki=Q&j? z*Wfp_L)_5M4}F$D*zS(>>WY<+|3HE-qry(NdnK!l0xBd-m&<5LN(Jyu1L5M;sB5aoYq7 z!>EWekM+y1DPXl#`sE0hDo&ag5crcd^|Ge*9TWtUXYU= zg}S7nK~C!YhFq|XWq+&*ikEU$u?>#7wv66}Jz_C#@d68tSQWD;uUH65MQ_utW`@Kl)cO2=zU`Vz`bBZm_!Y9gnv25wXhY!q|_Dk~Co zqfW!-R8AK}#~y-wf|6e{)6WCy%hY?Fm*%CN@9{L!i{%PxE2)>2xrS59Er9^>Ib@hJ z3lrX3EKCMj@D1&J6_$O^a@4~vviT{0udIGQTx$u<|Sb(|v3r#5e>m`&U&T8fLb z;dw*0ySHEYFmfc-#UCit^S_us{FT)6U>_RIuwvj)U&|Mbi=?AwEQAOi^goB&hg)7T z-_|>&H~*|;70Hoq$YKn~*hYGbd3z`AyT?vwm5O6{$)fN|-W^dE+M8st5Ig6$vLC2I zsS~@G6(ot*PIH}?jzpbvmJJAZ=x(xJ(^#VDJPi^#xg^Evo;Qc{+V6a7UN17?a9^cX z=GhO*Pe{b-Phv!sFv}v$a2$xW2eaa(&1^Gr8SKeQ5fijMea_kjn>4GNO$%eZ(X(LlT5SV$v!_X4rIK}kKm66s@pAY7&7q`;myXB zmaA&kYLZ0XH^;+xT18oXjlBnrZfWoMiZ$6*kXC7yOG21G# z4>XsCxzSXWFZX3Vwqo9s!_iwO16B1d)*YB%)le^Gd07w(3C@^LixH38a~U}YV;&Nm zGgl|8!u7fzhF(t-ED5*CYhJF=o*GPE<(d6!Pr+s=D;s4uP30r~{kA^|*U8ZH*1Z8q ze4jQyl{+M>>c9$wlSg*KDfowuEAdM&u79b7OQt5x_~mZt=*o0ktn>dUqz_@Tu#Ynr z=nYm1*812g?f%pOqmK~j1@_(%N;SxxUm9-TX+aN8e?0I3GBBsFCMEdz_=N<@4-cWq zw|gsc`Z3{PS&D)@_7AzPwoUPjgW)h81-#q(!*Y6-lkZ~vmtkqd11XLpha+%9DV;Kzv<1o%B!JNeME2R zO;5g{WDuGi*Bt9D>#_ONy5TgjDUH*(-9LjSfGDxu7mL8sadvVm)MLoGC`G%#i!VzL zdU<&h88W#=Z|t$bdq`}YYI((V4SLVZ_A)gzrAUu`J{sxEsc*UVrnr0qbk{P(i_BK5 zL@bh^NYC2Jz@fY8LX#Yh^xMY%5v>P_^i?%9>$OEaedV#tAkH2wAqp^0|JECOqOzo| z1PfyumC66A8ubrUA;(!Q7cgV}E}3V9BD%BBiZn1|thC$R5*f25SXSEe98`)(KOO~1 z^%pN#QP{_UYlnpM3*SKXFN)lnHT0xdvSVD&>f-DvWmeE_h@dXi&>#EEMtd9KO9+ka z32-c{b<0RD zz5Qaf?167&+f=3t(eVfC=(E^G`s_-ihu>4(>SCWNa(g>v?MZ^J5gXjBp3ZK&lm=#U zr1uM_DgyoCK%D-8n^Vnku6n~t-^b7{c^j-9t=t{L=7UtdLBX*LMq2{ZWAUdb)(XB; z3eRt97U3fc`<$Z=8;Ebj z+t4uNsc(s|rSpU)ozeYsXq0{Cvb4~qELF|SLE=0nH_(xFk)D=6wN35axm}pvR+i^` zPERs~daV{`<21;Ep3Rb-6G|Jp*|HiA)nWoZ)eh`Kgze^Td#R5@r8SYem~rpEnT<5` zY@n=_iP)WLI+q&bF?sHdF65RP3=ig{G9)V>^7aU*?F6gUN)w9fM_nP|F^(;yvZEy8 zQE*qvOfP7-w14ecI)wfQC21`40qlNF=?Ykm&Gb6-GJX1z-XH3vStuhT%5Bp0zVZ*q zW)jn&M_I%m-qb3?8?{7sS{Y0w9h}ow3kxy=nUd$Ru7WIeM+F3z_?^nLe4^_$J8H)u zaaDQVv=Yg#h_=<0H552qq?eeyRl7?G^g?!8`b)IlSkONonKBK>Sx%2ZrcRCY5y9Kg zxLocKuQ`Tq!*1s{uTNES74KS4wD0DR>5_XS#NtcjPckIgR5ymLOvWyH2=?4EqV80b zx=m6J*AnW}bh=ScEh?czm@CD&agqSl;5Km_cCP%UvsllcUKWkftG%Y-F4|{A_UC=o ziy+G$1~$@ju`lxCn}e8{mE}mJr{WDqdUAV`NUuY(F4A-CtYt4b%odQLgkIqqs|%f}Do8Na$>-NC zZ@3-F8GSs&&>wASR$`^MV2)lU!CbkRk*#9Ph=zTRO6MZL(1Z7iKq* zSo(^5EU}v>r9?$6(3G@_a28mmXi#b?q3bM zV0Y7cbeJ%=ooarOMn!7wbPTn;2o}=32&N+8ANJu&I*U^_EsWM#%IoPd`#l+KJMOT@ z{!m`-@wLx$O`Km8DsUf~MSU^?JxdUr4Nr^uH&2@E3GpODP^HaDa@wYrrWAwzXM0yf zn~l($vaSg8Y;opwmNB8Fsyb}#>>Mu-K;KH*%PUC|F0au7CSWS+Iv0A?ZHL< zVDnN*W-0Phvf4DMc|89{u^tl`KzzlhmxVYnr=}rmmqGDpl;N@h$1Pi!N&nc&%=oFk zRF-ma{nI(UjJznFe!nE6r%b(yIrR5gNhSMShGol=l{Xpo1kLxRZfJ3!V}j((z7kc~RAH+a?gkPz_ch*$)&`B=tkjV%6P zfAb0GIl4Q7CFZe6XQ8Io#U;9M)e)#-T(gXChkERu+Q&ibviP!!-Ua+QOv$j(Cf!qSZ=}CsrVChutY>U0Gzm4?Ab=5j{BVKBO^GGG6 zT-gmOtF*LBc4@V0)ZpfeIbd)yJ2}7;%O;r*(qTk6kGX;t?5CQUnPQ#18qdc}S=fp+ za4eQj%e@*W=Fb4>DRsO=bJuY)ds+5o2S#aT$<%o4?Ujs|_HY3M6D0f?ZHOOwNPwkv zRh3fY$fC4#FZrE}9;KC(a#7rcrJNWzhmw1^kqtA1K3>>Z@e*Ac>0xOM`k)ETSYe-i zk*2rG|2PIJ;i%i~2Ik>zU1_R=ZKU4Xw(aey+oG6^$ToqcEVG>mGDh<6`?w0EH~TTW z;S5%GuGvUm!ORkhvtbZ3%OutaOst_FDwt?)-GZyG4Nc1fshI`il+yB}sF1OGY9!&+GbxW#lT#>2WI&`XTH6i0qfoi##v6bd!&#on4*Vb}gR zlJi82&HWUJ`#zap$dDHp|(lcYghW7sar7dLZFAJ zn4}*m-|^%R46y6J7ut!?QvxHrdxzI6Vj{`@AM%c6)=PQD`37G$^A7KLTwZ5{sQ&rTWop4xQx^Tt8K1T>SI}F zPoW-F#Oyfewm`L4k#1C+y7IZ>JgL6T)yhZ(^5YjWol)?s97o0X5f8{kqfj3!s|t2Y z=CUcp5}q}$kta!(gRw5L7DU(ff0j$hU%FZtg^XXs- zmP29ZOeC%lSF$VlNX68F%TcUA6?0J9NkYvi83}#KWa(lmeB$0pT%0(NkMtjf->5_V zIjmSx@y15_1FAO`QTE5Pi7ci_!bp$IuXHz@Fnb~S;4DRW#>$@#^iq9RP3#F7`IwgWm8OG-Fa{k&wC)Nje9z%Y=*N z3aqkZ7qrlTIF3Wmhp1=2ZY-D;FDjT%qCVorWRuspJtbtsjc2D!D{2AWL75*+EN?J6_IjZS+> zuNA1TB9SjmNj3nJUaP|=oO zJlS{|Q?>?)Zt9Hbc%h6U)eZ2%@M4MdIu}Axg;XqyuMy3R)u(YLs!G_CbB^M+h{trA z#oUB!{DQOVlUP?HJqkF5kMxB4y=+b1>sp2&kL8Lb3C;%Q^cluv566Q_-aWk`ulLb0 z)A$>3>=>f|u7o-@f$xLrRBJZ{AgC8Vx8yRfs$DBWo=Q;}UpZ3I*Ps!=ST~Z!et%%( z%(Q(?KB!RkWfsWM6kF2K^gUL2$5_oGvNX}DQ6nsh!lZz{NuKi5;&`zqk5HAWItC1k z%RpTPDZaOOV`)IC`#cKPXVDWaDPofN67*~e3}ZhN1zCBFBB)F(NvYmO!svx+Py!VQ z`734++LW0y`HXckEj3&s60vYJKm4hWZ3_CSJ3USyj`SmqrD*B(A2b5`okV J-y ztV!UydBBjY3-qzaFA z7)u`D>O}EHQxe1`tBmZX!6bEDX3)AooE=B65S-a(ywp4*i3*UseU#Y``HRSq!M%QR5TVNPKEyo&Uy=tQd7`*!9RyNA+e=n6YYp z5{Xh*x=Y>SK~W|czw@5?Q|cE3MI(h99<)iaHOllQW`i11uqQ7}!(Yk}q?VLuaFJo_ zG{Q{jrN@PTzNtZ$U|A}B>M=4a$w7$u;$>L`tBRvE9Z3!*xTfhrPx)_0`l(C)WE%-P zZP+{h=l%I9#QavK19xhP%4&KA{f1VNoG8-6!S%R7q<6=dxS*D-ifi1>wsl3wWZXo- zJ&V5%$c+IAwWXEbY9Hs$Jx?7vK7o{5cJotUQu zxo)4DnXA->lM^axEnd95gE22(vy}gMGl|!76PA4h)E9AN#! zC@<~>eO&3f#?;L`33tGB-7O3Fk{ACX(o6P~Wt6m^?1OOq-ZeQsI8 zu{UYuEc#u!h{tq`iLWIJ^<0dv1@steEJmB6W%9ncG?a*47%;qcUI3ShuWJ>m01$1B z@)?v*ki7DCS8T~lW%0MPY{y=eqirKPIi7~G9{Fh$U)jtmcR~uSvbgPt$186%W-lpC zBI4LL2o#{)sfHf5q~u6nawIRV1XZPn&{hJPYEB$l z`8m|z!L>5@CZsxI%=fPXm;wjIkNGMHiBYe#{IEOGoJHp9IFy?LjxhnxHIVDdaay3fiOo}u@3VM z3{r{<&`X#v(VPUM5fNBSzFXrL4;2%pErvs_z*={FN4f(y(v`BQ2oqB6QcVq^^ll1a z{{Lt1f1VphmZVV>miX-3*J7@=X~6gRwy*>bW#<8pdxE0YGHZ(e{!90W$V`Bs zN_Ec6n7wOP-CeCxsU(Vw^o$=K?ryoTDlert>q-G#nNgwc;_`5LDI`QOO|PJ2yCj{= zP83h3zP;{r@zX#0hxp&5^c2hBB5P_IB&1ixf$$9JS;vABBNBS}RDt@CaXwa`KNt}^ zai6vf-YJ#IC&{debA)N9wu28sz$-{^JVj9_$qA0M5xZW~n_1A0+Y;$_{mI(*__K)g zJK78O-mFOG6IrP5f~?}({dk;lALN*E392jWSZX?1WcS*YRL!0(S6>pLqF+^u{l}R6 zD>SbR8i5dlNee6e~irSqGPyG-Mq=JXQvQpn2O zTQ23NLC;ZZ$9+Jy8e(SNkrbh(ZKOy1U}(U6QU(SI>-h@s#k7>3C%hM<^yQD`mYpTZ z)nt8mCmP+{?O-^vF^FUR5BjX#%6z8Cbx`NN<;*7*ve&Rd_lAx7VRvQsrYn%XxsoB$ zE1jTRl#LZvo3}x#%sSJg-l|=0mN3+Jy+}IbI{0zRxTWL~I$qF0U?m*n^>3v~8j9^s z>N+udMzA^Qy2wJ4E;%&`rYQ$C*X%ai5|?JPeBmmaPpt@-Nn17DGcNg(@He8wAbft) zp3)azuX=9-VxPxilz1Kb>jf&OG(c+pNT<6COd$zBsa3|wIyRnC8Pz>aN{G3>m94cc zbadOAvU}jb)h$`ZWSIQM8_Rc%_Kao3<;`QKw}l9&lU|H|8_b}WC^BD8wknXqXd>Kt z6!vBcApFe#fcs8H^CP9Z^Y7k@-^KixIX#e`lW?p~0TPOCEC^@U&Gp<1t9fSa2AJ>l zxz5jjo%k|oAgk&n2zoXMwnfZ8Gz4l$`SrA%bQE+0>zdhw2E9*1BNG>{gi@wMBC9&} zQgvF^R>{0n=Z;B(UWJaEygQ}R2h}sPRP$T&N<{I>o6?*`6xK9amhqnlO z=_(dM-{utIyZ(*i0tyA{g}|`mB8m41`2czQ&TOgb`g^38l%|m_TYK)>ZA{yE^1#*i zn$tJFGM~V3@bNW6b{d8R- zJ((;Jr`s+E16Yp@g7kGsM5xoEa+=@@!$SwS>9KPMpq4a$9`udrZX?HpSPnb(bVb@0 zbOa4PnTN_;N;3}YpNkrwWc8_qC}D3b1<66wO+*;UR=c_)aW@J=ZtlpwR8ll{$)iMS zWG@^mPsKH7x|dR9IAbPMGQm;u;V__P;m@~{LA!5}o*6@W7Z`?d9#{yeZB{?4f+5=H z(d^tBuCkEw9g}@!#8N`)cdn3_~Ct=_vDNc@=mfYF-K76tcPJx9#VH zDx)uw_Oj2k8}u=^f2ozM7!i&d^n$Z*)pP*T-zBH-`-Jp)Ur;Prr}h!)Pb2HouFT6j z-G(ZI{>ZUyz1{1Dv>j&z`#Pe@qUnqlc84Hg{|7;jgwQDxHEGF16#7J`MzqF!Cj5HI zBAg7XOqnbt@7h91cdfRRQ=7(XhUp5-H;%q-&1UU05v(uHlV(xk1utTP&gqhn7nLby zJsePJAHSUr<3;AEe`q&VJD^FI4uD8*7}2{HGWSyg4tGtw?`IQ4s&g~(iODyW0(~Rg z;@^gStPS?Z1Wj#(tydJI67)f@Ri|{!5ZqHvUtQi){d`ij)nN`X_8-cn*SOx_#6bBt zigVUpNXLx0{T&lo(dx#PG+n04btKZ4i=JmlPIK3L8T9d~bf{!~iS&uNmx7)$X#IFf zg8C^TOYHi^h$EIxOi#9nveu-kCfgSaYI<>U5$Q5(BZ>of;}l*s!n|{{o;+*FDzWY5 zI&f=SQi|waNoG2NRpt5wsM7B(OiY!_(Z_3)AP$E6$$V(mfc`n>ECONx z(*U1<%@2S)1m!6m4Vi=9chA)=m3Gke*~J9C1o4;6NH1DwzYTfb7~}r`woxp#&WZ7`a}l+X}HmbEYOB0xoOzgInw{^MhU zo*R+=a+xQ8g7h)-r~AWk5%fL#@AH^tg2R4%!B&7C56yHkRc)8IsFp8B+aRTku~aCY zNRR>$xsyOCKC@*v&2O$NU< zj8Q2;m)4(6QB6)KQ>aR18l-EF(-ZXk1r>c{9lO4V=brD?h2&ro`nJn&5;$6kR`t5p zxtw9el%TxI&=cVG5DRaw`+=f}Xdz6Nw!od_L~C2Yxu88AZ}nU2mP@t^+HPM&ehKxa z{+^Nk-;mLm@s8=8jVNo?Mj3zfl9AqrK`L350Ljc2x=~(9sXy)K%!i%ijeq)bHKXL@(zH0Ueq^MbMIaxTnn%O;R_3Z3D zb}Zeu#ciD&AK{zE5O z^er_&0HecjxnAc;&zS%E`U>r0Aa>ek0%cuNk@%PUIyva5^s^~I7o6lyWBy?-hix-h zbBOqxWN(2WRydJK6eK}PrP`Eo1SVo8<06IoN}H6bfa8syldY>p82o6ZN%ezxw_vAVP04W)?yXB-;asGAV~k1YyKa8QItf9kVjzzDr77IL9Ie6 zvF>(rqP>hoWo^nCBeKeUdZ$^vG#aJ#xO`=$|LOIxHQ8B~C4}{6lzUJWnrYd3Tw3#u z$YPQq;q{)Vl$}-4Wet*BY{H0w(7dGhF5+tYQ{23mD{0Ff2S{zFzUA`xK<%4e1Q}!w zE5kn%L6)Z255}^_UTC~-8*mYI8iacw9SNQ5IkAkM-KWih$YrW|N?|F55h5CPOQcVs z4Q#)|Px@&vnj~02`aIf>@pUFLHx~6Sk)NE(`svcRGNWY8 z!7VdOpCMhohu3t&LcygmD~AE5B*^^|(@?8aXis%C^(!cVH-Wexpd77UQT1a=@4iWJ zYDq9CZ5o0>^La(Y-lP z6)`>MlF{EkCOr1V8cQ#N3`ezQn7s(Wf_|q#k4I>WFqFRS^2Y4LOURp~??ckMOTgpH zlwLI{z0%#aaU)V?>`BV9Uz)^P*{P?Xl61bZ=AugyzB5tQY{=^Wi!)}r#rAJTp@1zYRzcf)5YPyP|@mGR+f7!>K*IvBQB_UZeXOjoRBKkk!QB+e^|F|%+e z(wBwp9d-FFz_+$RUKh40a%Zh#k7Ju?WCKn1EL+)`@+JAvDU(l;RHmhxn>)D}wAs#C zR|;rr(kDKq3IV3yr8%pOO9WzNit4>NEjw8&ZH!zcy(De<>%vIVT+rhv-zDoMST9u6 zN!lKX>NZe*qplw4q~G8yM=P>ns}_mU?9#@9e!rEoBxlCahXHaB zA0Tmdzs6!6gfp5Skq}dcqThVnzeKHnSH`?5?}(#rUCn&N6Vl63If^J$Uo>tw*22@d z67|~?hYGz4;x)`B-Aq(QvhzxpTfJp8MG~OaIMSRyTX!+V7p|=x5kVKqq(QxVaD>1Kt|ME$*%}+{sGqVTM_w5zJH(>)kOG$4Y40vMD zLquCqo8HawcG>Q8?^5Z*>9mBdGNd>E(OQCjn`csOB`U7ngC_MTmYqR`wHd7KYmYNxCg zN5%O;@RZlAtAbs0MoS!7Uq0Vy|gV!$v{Y4WhxnTNP&11*){UQ$?V-|;*2y92tl z(yLf*(*3SUUYmdo|0a~qM(bq%Zug@`UNe7_fdV6;lM=&MKO(}_qPHJxx53kbMI1r{S*t?i1bZ6C8Q5aq{nV} z1r{Llo9!rUJmV#dc_S*ViKEmWcj`M@tD043>aAQbv2n`U{o9)EjgI;ed)tzdm)7!R z4qDE!o08DrBUDMWO0{{Q~ z&;LYDud>Apq+d!L#GntpX_Fw0#BLe%eZQScH+9~SzEWj{kNs&N0kA;;W4L{DIG1EZ__td-$&eqSpS&rB?3ET1B%H33J30=9V zsgTsEth^GM%T<+gV+_!T#=GrI3+~lT)n@vOnN0e8Hr#KKKJ=|BPS&bh6H3*^r$6)cVrLSc79e`nRVYDZ;eD}Dq@~EpEiKSPID{cojQ%9 z|9Z@BUJ~Yi=KrI8^I1)Y%hV{+_a)NLA5ep!cg@yJkoiqh&>vG@r`Yq3)em<_*jTE? z_*Om5YvBmnWT9TGwA4Gf%2lc3Hwh`|t0oy+&agd^(L{h{{;ccLh_m8UI54#{oki!< zT(HTFnkvbD>w2Iyb{MOq(Ra4I;+$~|bo9H?^1+z5E>+?}B6IdV<2B-X=puB2WZ@5b zmb_bGd5rw~4$j4f3PvT*h%B@}*O}WvtiWjEjmv$?0RF0D1G#UfisVr&UIZ-f`?ODr-}S+J_> zB-_%5^CP=L?T#rqB)Qlva(KVi?OejYWb|rfR#(PI$eznweLvmj{do=Y9PKIB`6SX` ziS&U;KcG=BuH_FgD5S@|xbUz^x=mD^T~~>>+PL!t2g;amcxY`R5hpj?1U#z9G|FiGV&chgDX|dIt@7ysf+@!mf;v$mUPr zf`rP}xMB^&m{E% z4>96bmR-dtjnW2zI@I(na+(x8Un2qc80%AH5~l{cB}J$)khuEUWBxYkt0wQx7ir~p z1{d1IeEjkNO5<79y=C=@fCHxQ_U$3yU!<0ODezy&I6(SsMEZd_J=83L^t&~rw?<;p zydeo;G!sD?JRK$c(}Nu;si>yYoi4IZ!n=O;mTYHH4{klqPnWWS#)96hHW0M! zjxQwEH;rfndwBPD5*r@d7WhCbJscu-Wnz4dmQ~Ixi9zb)&f5fw2f>FX3E4sLb&+d(=`#(M+a~?mXpjY-;rWoY-twBcK${J3cDBrv*#f+g#pBvT?h?rdbR-AhS zGe)~Mi}uH3;A@KQ&9|2^ACnoGl!_`fcj1C;?BTa$5rExhma~o4w+*+Pq+O{ixBAk; zAsauL&mU~GQ)kUkXZEt*NXGVxH>tJC31vG4Ph_R5_Dmu9w>@$!TLcy8^FfYI+bgv` z^xx z4fG}bQjz{Dvc+IX5a~tCa`i{)$Jqu+q21k8YI9r!JsXqTyp)_YpVUV-enO(B`PKZU zybmSlS!zj#MmO=E6j#1*T5D{&E@=*3*?E~`^VzitiG+vNhQuIn$*jtj0af$Kr}jhF z)U8VMYN6((QA!nMmqhPfv&hKR0|H<#_TyB9nIO5{XlCA3g*>=iHQ&Tp2bn$5($ zr&dJz<_Wa>9_kt1Y|}$gGBCYq`FpVC*Vi(0<%x}2OvM_beaP9af%Gyr2!8_f(lQRl z`}TR&!ShJ7CW}wCbF)Mz_a<-$7UX+D-_5&w7@f6CZ_+ z<5t|=kcBZ(0f*$c)-{rz z@~ev?O86=JCNjHA{&$VYtWp2=(q3;C(^GU z>sn{9dz!4-gV{b25~6MNP8vmv&TKcyPOGKGE-8NMw>e!JuT2ogbClcgOvKnH9U}KC zR8!WJ8GKWCR`KUi*Jb+{hXfNeT=Vmpn){XeO?rb?UMCHlrmq_pxQn1!I=4&e{<-o^ zSJ!QpD3(2BokX`$fE8@&D`m`Fm?dQe} z#|NY@-cAdkXNnV%zQ0no_-ls+&1rMFvSsaPA~BHM&e$N>gTqgd?o)@Xj~%vm-d=$}kuRG7Wz zZ768BLIp>5;-t&bEXG>y@d_h&>Ym_sp54f^wHovf5wA|-FV)a1(ub~@hJFASr>8d1 zI?|627J;>~?Rjs-Ten}oag$&IvgjlO!coIkG%l09Ty`Mx4>hUR4GihWh|0As2d))S zwM|vRe0GO`Zkgi;kpV*zi?hVc2l9d;^x7MX{T`jR&^y(_9=2{%7pC@rAgQ-#-= zmY>KTSeW{%QQaC}TwjayrJ)GqK@dfQA%BjqzHieT&{K^JF61IxquUo*1?LGick^dT z5?owlS?kIFFsH}*zGE+Me|kOiWz>^fvOh7{jV@UzxH{d&S#)AW3V63>JGCDlf_|-r zoku;mH-|8Md`tmIkDMN!vd?OkdK6{wecA)un!MU7(n~T^7e;HgAI=}6FB&+~ooTA2 zaIMdJSgJqZlJEMn*PkRd-x-Mo#R^t5S*QSOK$O3UlT5zIW6p}Eh40v}M|K{p&*o~E zhzl*Jl?Zl^wi5oH2L-f42^-M;sDfuZRjNQ!!ch`XW$RK+zC#-~(^6~1PY#RrvN!LG zL%|m3w?JQ+ws2c>WrbuK>XMlV2zrsvqTVmyp=FC6|FWTrpZ&+~7z3JGmOx6s`EywcxnGj~1L{T29S@Uqw3Q!V1=bwTPMozuV zHn9V#PN;3)$Qr0T=RI`PTHiXTgJJig6_YVKcq4QPQH=Tc%GZ(s;p@7(#d@q-ib0tg zRLjn{vLCC4Q=0b+}A&lvu2%c|757zdCVR_Jjd0QG|7Ia z)8vbw=aVJc39z_xQWjJ{4|)n#G3dv`AodF`rSyt~AI1un8KDS+AfB9Hy-iWhRBBpTZM!EONBNXCw1r%RFDwql*6KGb1R92;fbZmK zKuXRID}6@3@sh1Lfa)n+(Tf*}_ojrP+J1HQvjhi>2c(7lA^sc(qFmbuPfs?)cXXO* zb(v9O&04X|YRs1kPi0DfOgq?b%jBkv`Ta8Jr{N%0B%y0JeSeXtZ=d~q{oF#id~2TM zH{1$Tx`c2mtpJuhr&I+G&67z}VFKk1z;(BftlokQNuAqmc#&yBL%5Qg?VCL{lO)f(ARB3{PLf#hk2*NKPMc;cIWWWq z)O*Kdpb+(<+sPB*eNOY7d$WwJfPDbWO+knj7;HJeyZjf z-z3edWE>fWApwe3@FvjUzi-p)ay=6fXHzd|5mQg#cY#`Ge{hA>9`_k8E=79x+mW!H z9x>NxxAE{E4j`&eL0G7&fHMvJ1Yux>(D|Z!A?4bFQ8f3GwT`8v*^)XusAyEu~*r4D!~LJ@sUPYoTH|eQ1lpvwO_x zWmD?WN>-STBB12{@w8oe#J_v~qH>flPmW06Y*e5gMkGY~=9^nk`=v)U7*r|cb^M@q zQC|q)#7{S2*PV!*{T77g&$G*XylRz{Cu~lAb}8F%xg2P$YAXIl#7YfK33p9%5X0i| zjt~wung?Ue23mnuOrg&EB0*GBlc3&gnCvSxW~lsgGP?9)@whL_SPE6rTa%PNBmL^v z=qj<#3|!;NQQwtjk?>>!9@DdetcZ}4v#h>{oyJs z%O|gnUVuj1yU{ZhoS_)8OhmE`>b``mNT4Y&asvoP-$8Z^lMPbf^|u!!}f9j z;0(L?ZjAcF&_g#bH!W2)Fr5T)3R{lwL*iu$WkG*$^GS|Woh-?M`Hx&l{RwrNR=Hw| z2uWY=r3p;#H~*C|FKw? zDl_{1(FUsfQ4WFR^c#p-HtjHM2IV7_q*mX4F1i60C9DeV|lF*tTXlob+w}wM0+u`>bvi2q*`i8o0cF7IyX%*`W z;$@Q9Cd6qZNZwPO--$y+( z$5Yhno~G&|2;Yf3Z0U@(u9_qLBaF?UzTBGP)CYW`Sx&#~(Mw{(nd(vU6No)Q_~z>? zK7c`JmJ^V^pf@fG3n+}rfPl%(^TmRA7xr|-JnFHmME-+QK=|*<(n%p1t z_7UAW>G_Jx%mVC$XTsNdj3FOy>LCXFT_KH}CRonCD`TL_%o)gmiOUyvYX)>9H9OQ%%qi4(Q$##JKsRXp=&>h&-`r;GZ;F zNI4@5S&gS4gupUM>+UDdTMWi@9@-f6C-r=9;@{r&YJQ+e{bTP<OXF)fJS zajwc&Zkv^{dddVo=6`oz+#Z>8WXk6r_TLA)lc>k3VAJaSj@_AF0VK{ zSGb@)AiXc3Ui}1jg->5{-+7FAc5U_v8_O#JC zMWmmuDp23Jp@$JkMEbV*W3pL`|{G}E<)1} z5ubGpN#Px!P{g%aSupY9&|FG>f@OLbA zx4PwM%jM$uDPhtND1Jp5)_0~tOb3RlxQ+Zb;3z3Q;+hY?qyal!tFmoDu?27aN}EBi z`%t>>s#Xk{r)~H~sh(@HU7B9(#zWtfJtLnV!f&A-C$uhs-bAoW0*kEsI+Z_`D>%2J zaHd)a(x2>9p?<5I?p5~;>Gz8C?9@wk!|~K{Ux98Tvc(bUH$7UG*Z9gleTh8cahsWL z$788qxr+2+FJ-D9qJ?S18@>o(#wwRrFXkn4`eh)}_c}R~z!ylF%^MY{G>1Vl^B%wB zhcB;5tA8l56P>r~O`(3q zetBOjT6G;T?zkK*t>>Y_vpWsy7$cmWZSuZoOfQm*+m_M;Dsc@(olf=U(+D%M zqjRzLtZ%6XS`8kA2x0kIPTv$seR55&n|br5mX5oVy%5eCi1bdm$My5$!$FY#*(R8lIs2U6%#hys8Hq-V4SFKd08b}Vn%;<9 zj(gY@qo?hmE9MI%L>n{6(&xszmE1ya0yiVpIIaa$^k?$y??UXUr=mzFvc}&5G_@={kuN6msBfEs z=#&)ReyHJ^^hE7%$;F&>{F5kjrPBS<;91iyY?HoO&7j)a08gKVzt);JM?rdEJ(3$D z{hm2J{F2Yq>V`P_CWd^>@k6to-e8TCv#C-3{yqym<=(uubaOi1)%mS(7px!s0@AB0 zqwG*H55(K12@>;F-YhAgzE;)J-4^*gk^cR#-@o#Hd&k@U!uRmV53zu~h&*OQbEGh0 za1l=eJNPid+2J=J+v025Ft??nFf|qUOHZLdapU9VQ!DL_PEDOHP8F}=Q;TL=C4yH704Nmf^M!Q>CVq3Dp1fpIPF`Qu;kJ8;SanRjiJu_SKn4 zKipr>cY1;JZc4A+b&7Ep89%0E6>dOG)%8j zI!OhIwpF7{+czyb^_^_J#b_SK*8?+}LEQI|LaIyr z2D@FcOk<4AEH|YBn-4pkU6wweTaLx#wpg_MRO{b!Nh>>2harHE-xKWa|j_E+TeAJ<*P ztD%iJe}(bkw<`j+qiaOBPW!Bmtu&*ONYE!KKm20M=$)3a^O!Gf>X|VV69QWe=hU<^ z=KNMk>9jX4fMbXiTGn5l+e@dlGdv>-nBJt@_^W(1$tAH34Me zn=xp@VfviGFA8N+`-+6hDc3vxzn_Px;}JrI)Kz zXjBB$N&?Di`qatZbMLhcRht%YLi+!FNa^=Nt>icg*^Q7#iS$h?NdLtxl3`0eeF*;B z6`PXkDN3?l@xASXY#jKMjis|uAx8Qu;vQfhYmoTcciwYo;^R}1=ER#}hlb|Jr2c{j7;~Qi?cfWNo%nkw zqeR3X)NZwz3( zeE*Ff{dRhbasT$$Uw^$G_wfKQzvt*`JCc>a!uCSf#0d7=DSnk{oZ>q%^y7($dCzXU zOI-sJs?fJVR|yiQlt-&M-)X5h(5Wq6C;dJ#AO61gK_yoS`o1kUDV!`_h9n#wf6$i6 z%i01>B~b4L>BXPH|8}cedtvxdbk9Kauw+5ly0CtwKR0V~%q$nQ85xQl%FJH#$#%CN zlGsUR%|3yL&S|@5!P=@n{xk2#7Cf_~RlqzjdSe4t-Cai`REq!}Oz10jZM3}J>mu>Ea+ z`a8ya{8>c?<#oh|<8P7QTn4Kgi)HNr$vyaZebb8K zYXgvnr?u#2lE4C_M^;~Z)rxVMdiJ~(%-tfcq7RFk*0EEzD+JyfI!Ui3p*U<_Q+Tv* zTITWoXKA?D6$w2i7;8rJ@!x0jjVnhcPMcK_!D+PHY0Vjt{gYqgEjER+FY13Pud{;m zMbPg#lwu{zNo>5?1?fi+&W7tHrZ*q&Q|s$KOo00Dk-lyh?k6I)LQ?Ld9J9uJihAWw zbW5ZU?fhwFQ@8y2omN7k^@QiwtM|Om%ReS>8?&1uQ+OmZ5$TU_Z*LLlPq(-I2&DhZ z%9;@u1Caj639VSC#E)GD&~^??fY97LpnJo#Y}c!j0*KpAaDP?uD5HYXp;;{<-R{Hcn zdQ7T-^iA{KkLa2*Kr&CHXU_+{P86`@DG=)~OoK)ora^m| z%0z2j&?PDn2FC8J@De+zwxrl*D0L#o>Yj&-xwD;{P3UKC6fO7E#=e_#&7WlIh^&tF zh4gLyEEAtSNSDS0)t{rUeTlY_+EofYVV8MBdYL@V;O^U~uOm3>cEt=K-yUaEgn0>l zwAXF#1fUN-Jv=q zi10L4^$S9xS2rgPW!AT;u=(rUS)asS$8JXujJBDDM zHzm?*TEj@;4rfDo$cJ9U8mUhNi?xZ|xMB;hZbY+h2VPB#cr0!c$c+Onb(rR!*EtqIb7}C_f0=Se5&4KWfw{rQ*Jghfr@#I>#&CZ< z6-a+N-XH^U;6m5yk%14r1k}Im-x$uzkr<_y$yKXi>a2=;X2&GP4)l2J)r+vA#k>W^hrHIXqHt=q#qRN zV}_4Ss?a=Lc~G4z@5N8O7a}TGd~2HWRr7tXnp26irY3%-MTx63PP{`>pgJAPf_7H# zu4eQM$vf2-O2tiub`t}2zdyX9P-W?Aa?Q6lsb~MbNxKqh&%2DMz_{EV4hQ4erU;ALoLx&VgDF?bWHz4lZ}eik{!l7n9Dk;bT7k@-^zG-bUoT&M z)42aP#=k-Oml@J$UVSN=bFBK!R*^pVm`#Fk_6$!<2twClxYxc3)6k!%UZfy{`0^Q5 zQWdT#SLe$(X9G{xm>r?M53YsW+mzSxh^F|^6%U&0`|ULSzahW+_P-yxH!5dlYES!psgFiehC_e- z_>i1_x*mpWXdVXywggw$aGyhnHP?CA#H@%|zkv}=vcz%XOt0*}#0?2zWT_~RzK#j( zZQ?)Y_@?4xXDAI%!*&Quq;HZ}Q={&zzLG~$*2TgHARTZ?$%Y1(jmVAXwnl+JUloxWPo?V?@?c_z&9zefo&MPkf z6xja%B1ISD^KZBB?D#w6))8jIzxXZx*D|M9MzI9_ek_uk5!{;=Y~u6qMWo+^cm&|Q z)~><4B%Wz@(Xgi+f7ysujBZ2vv=GVjK?akStv1V&24*Yd;!c`Pu1v+E0XW3QmY46Wg0&JTuY?`$;jr(tm`Txob zWO$Ep{C>Y)amvMI!xjp1jV1;^t!zAfPJc@4`7P2PEu9D3tOR=5oa(V8i{Vr&-J9vU ziu7K6o>ZzL#r;N7@V;%bP_=l6O8oK!AP%a>Ij)YUL`bU@YEsBYiV~{*BWBoxL%e%Q zf4y=X5UN0W{JBpW?^6 zWkRn4$pZ6&>e`JJ3XUNCH>@u<>C+P$-$K*;w?z2rgx?iRHveA`{U7&R{OA7m3Ng-W zlZ@vSE#*6GkhHqtEmkV=?fgfNykt8o(ywVDa7zlK?EO5uVV{1uUMC_wG8Q8Jxvke` z2%h{|QFw4=*hj$U;?V4^mFz~PE^A@bKfWRFp$ndC)swziew`(qrsX2U0_j~PJjd_isr+$c#1B*3{7RYOH%R zl-94!pl^oL{SyWH4}yMn08}YNy#fo+LwX3kvq9btrxR7P-XK>EzbTfi4T}~zH z$;j=o&lh7JNdNvS#mqZVovFN>e`#I5Y3>t$!4B0s7|1c!(canTBL96aiO!C-@#V6c zBJOjCsxKDF+t7)JkckeMqgk)-BE9Klx5GbcoG%XgW;(a$_D`eUDyg4iwbO97m=_5x zfu28)_4Jed1L*zoa{G!I%;wU}GJr<5Ze7*Jpm+WD9Twi7_w%3RUn_I%|0SZuCCgG- z2=UkbgC|L~X^HgM43F8wIVLyPYro(!(Jqf-ON}{OE|Q#>*el{wrGf^hTet^f;Wo-t>@1VW} zkqvtSf0*ESwSN5rnAX=Z2|6|OO%V2|p8@M1jEvmy$w0ncLFSs|?siQQM$jKPFzDm6 z{&u_F!XIBy^N&0t{r;r1;{Du#Q-Yoi8zB9KRPGJr5Ejh?*^L$6>XCxv3>fg!Bc$K8*6?HyD?cTNE$JgX!3LoAkWrRLU-PdK*$Dc|k zRDBbFK+ko3kaMceH%})Y-s#<+8w7ux)cd63>@!X52ic9dAUbW#xn@ujedGSD&do?a z0C8_8tm0L+<>rL7;;{KHHV<%OJH%8JFT!j0C-t^_B&$9K{mE#>`Zkm&yo5bPt5JOrxuWg{c+DG=7pSk zVPB51WRRGrxYo7^{1o+F0{i&CU~+nr=6z%0>WoP)3|!!R`-dsLm+q}Cn*8X*GU<~Q~4)2w^A$EWud!ybxOh@ozvq)(9XJF|hx9Zr|a;WdKK)cy7$yZO_# zY#6Po`bmFIqyBcgzuj+qJHM~zT&{=fc|HTlH*b+^FVcF1Jbw|SH+1g! zaAl=QVjgj$nE}^eq}Ra)M5~~DJJ;IAh!1Oczg`Cs zs28NaOwBxlvC|#TDR@-^zBFH=#scB9HW(NsXfg6hiGsrN$n`Wzu#Z>8uvo1$N#{= z?2U;zOXzo4DlnH7BshV-5Fpvb*k?}P3p=4(Z%DX8O@ea1n{(rvKk7TO$zLFS5%bR- zf8@n%yzYy%SO8X6(GYZJ#r-tq(*YT-(+*;|*nGXdUtePt_4@jH0GhrF?+;z|*K_rM z-eSnZhphj>(eiWN*E-UF&XImE0#E7nzbhA|qWMVJDAJQ=d0nuTOYK>EqUJGwW_MXa zKTLy)$#u!bQJObfdDBH%B_ni7NkI6wCRL}t#30EWqA#=IZD;hc&|;QOm)^JwYpl#rv#kx)dNAagH?J+=zRzHqZb zKZ;3xFG#Od3(`DSxBlCKkW1!l99FpIj|NFj{(@7(R#*AoCnZjsH}a}h5DL{5VDZ?M zji(<*eg2d~FDkcvOlU4|Z)RB!6&54N{Cc@x|D)>Pj)zy#Yy82N_unA>V|t@f^!rrD z-flv_!ix>D&zRHqA0HqywVU<|a`CK+aygBWo{i)lHf)ftO+%>P@QqT}oglMCye-H#TCO{JP$8L-wDBurgoGavKp#W?Z*A0O{*kZ{N{m;S zzr|ZY`&;bhzCs#pjOBsOs<2uzvWmqAl1z@&CR^2k+LgphSjKSfTn8Y17f+>Q%hEsX zJ*QVTKDqJf^iS*9C%`QUk&2_L%EmGt-4f~Z#0dW%hV5m7^Pj9q^dXz#{z>-+(ueWf z#3=IZ_2Z4L9H}sGm|Ds2Z`ZDBPp{)d1IK@LXgsV-S?W5tz5F+8+C`+_TrX$l^g;Uc z*I0Mgt4MF%$|?!4DHVa?-k@O_L!NCtMtPx9Nzrpj>P3UBPo8(_b2{bZd((?>IWLlS zXRy%;9>(S>Tl8X1iX>!zpw7+llvf4io_o_|F2(!}zmM;W_ZD)Z{cC)VZn|#(n#OUT zD8@*0hLJ)E2fATwO$?2R+P0UbP98N&qrRtbDt2B%ThV0Un`+Ix2ho3RuFapaDS7jf zqT#f`u@2Lq`Z~yl4@^VLS z^8UhBI`WK|)7S5@Sb}-c&qCfkPwz~r`vu1<@yJ!SHOD;f{5L^*$QBn!A8U;nwaJxb zY~_oQwcG)$VFU9UCiVaep&e$V7mGM#^I7yp^L@>31nV2g(VYpp`+DI@?$W|?)t&|1 zu(?S68Z_xSYZAc|R8@;z8GmA!~&XOkDo&oO}1rW%XXz?H_%US zt6Ez3zVqLhk7iptN3-%jq|^w~E9;sJugBCEUXP{ns0tygvRXf=S%p|mt1pFgaeg0( zMO8k;+V$)8H3m^kZ{85{M?Xi=19qP}g%)0=?KN$$7A39_dX$LXRH& zOn|j(Eb7PYsCZMn{t4+jFZyx3Rr$lsf!<4pkEyQ?KH!M}puec734net+u$c|j1(M8 zp(EV#p!V%eY95h$lOqCVveGV(m;L2+%neKmd&9^@%;pz<=+n_{(9l!@?ljqWc|QDbb;h^DeR|e zmKOClOK;B8^&K>XuZW|Y2=qwmmq8yx{)+Csh?%76hfEQrH6Q<+^VkUVyHJ~hOqZ@a zRixQbytU3&?v;KTsW?G2B2?DMQQfP+`mVJqt7QpQ6vdtfV`wopX6~@A%$xf(eoL0dHhEcy0O(==_M9Aqhv(YYQ1FnB! z*Zc0!tPaqzv30bz{znY+4`fw6K8+Z;Oxp}_;pA;j?zj zR+qgqh zUKVU1fY{Eg!xPXS>5W(P=~XGYL3|(HuL%2?+8mJQ#$OTqjQW-N@KT*c&xIR4CB&!r z3eAxI7tg*PJQd^@6C4f$gQeNq8!K2N6e2ry`#jxD0w5V-!9X7LcMoE$;NB-S>r2LX7FY|>3+N^ zl`KAFm6Afhs-~WrHFcs)?~msA;555oyE0<>;r*RG%b3|PpWjV*>(wm!JEV6x!*(BJ zxxC$x-t_M!(!bp`y@}~Pg1&41!J_l^KNdgFiu+S>@tOK-@%B#s!Al;?7M=PM>7{dh zuL722chi+fj{*kMskw+`6BG7`^w(zL0b}hGMf&MHoyEAfORkWZM>>spY43?iTmg8> zyNN7D;mU#2TDV`o6KPAx77h%SiqPJ@K%A`Z<5u6s)smwwvgsW|TQaTPv1rgY}0 z^qcrG**4f~@p?4Ra}mGPGL|K*s9|n*Jj!J?Tif0&MAiGoSoV*UL2=ERg}k?ZqI*7r zTxQhT*yl^s(!Z34(xATHnyejuw2-$J1h*)OF+}i-`Ay$n5A58;(BDl53WxXS$E1EX zT61Y9%3Yucefo$&?`KH=l8`?B^L7nzjrr^TdY!KQ{A<_kirZ}&FI)Bd z{c$#%WPWqMSACc?r=QTJVW0jQYPU#l1nJ#ebS!Iqo>2mCFq)DVySB}_N*dMW_K5Iq zx&rDu^-aW|>WYms&J;4u*Z2=@fm}It7fpot)J+F*+Yt%^+BYg&sr~wS%+KDARQF?Q z#CVtCHE#@!)LSsHJWlB8Dn)8Tr8=mTz#UJ1n|9W7Dop3*F5%mOq zO3F6hUNt7i0zK42OdQ_dVosmCH)z%0-?V%4>+|1kG3e{2eY>GSG=-|ncbhOZYdO6y zdpolyz2)UiR)zC0yiY{>mZ=?*`bGB!LI3d~>5Vb1y&7a#R*y<| zI?J|bt;0yKmML9dZjfx}W(-O{m!v-yS<74;m)y0S7jZJLdAnCryTR(z#|Mx;<@7V9apd&Z zuP?N3W=;`V)fuzch!AJfyEB`2yVEHNG0S&Dp>kH+!2mpUV!bQhh)5svtqVMzuUQL3 zUn?LCm`%)p7?j6X3-V)byz9Gj%H>PIjnbQ70W`)b`HVL3fCr6Ne zp5T}oIiHJ0brQO=H6i0?-;}y4jR{FqP2YSs!diB3B&T(TWDot?zTxAJcrw z>AqlmdACg6%&-_p7q`SkHv zUN+bJ9o)Ey>w<@-WCXg+=6wD7xGK`SS`_I3$~I<7WNbm4-bAB>JwLkF zM4vpIV*>lpKwjC$IqH{NCDOQr-a~j)RTq(9y;L1Y6`B3vs+n!#Y9d_*o!9dcf5F_9 z($H8{NQu%Dlj$4qMWkOuCwq@5?3arYI&KCd8KBSSkBb z5OB(<*N)wdNdJDFG^d}ScXpVISt`GQNmUF}8Ej52gv~akQ3>n@@5Fv}*zu5-tGx;eh`W>4Ebx$G;A1 zq9iUee{9837O&9c9KHZwtx05%v5BSwKhPpmZHKq1!RP7}BVc6hs0Q41vq6!qExGlQ zMv(r~lAF(Us4vEooXB1;v5<{d4HeE<$j;Imv}V4T-f+{VT1>G`l?zle5yhy}OKj6t ztPqLxUH8z)P)Z^@J0rUdjj#~dyzGY^T5vtLiPRcH`W>D}0|x?=shHX59?1SA1t|kL zi3)9hT=uA255cm-6tenARpI|O!U+aC1&!z)y0L@%g?z){`6 zYY<<88ey}pMWLDV@K&TZ{N?3kJ?h``j%?Th>7n+7l9VmWPzv8*UE>-nS>!jaTo^8M zdaQL$vJ{4@w9ffW(rI;_=v&Ve?=sR8CwIaOG4*4Ns<)GG>3tn^E+}n$;nBvIE#94+ zl*Tgl@_KsJ)~qN%uqMsT+Wow5vzHoHTU$y*HEy20Y5p_jq<$9h1pb|cy>je#OQ?se zG5tzR{wcNIoXuUl_vMS~wPF8Ar(8{Mw0&&m(bhx5ZNjLJRR|C8PJ3rFq~8n|q#eWI z70LY24?ua8Q3pwFFql0*JQ~+u$N`k*jf5rk4Q1=9a@Wb5@3S)j>XtlNSWRPe`;JyV zrR+Lm=`~!H4uSsE#o-DeO3OS2C9?9`0fI?_A@akmLmj)zv6bx7iQw1nJp~;zKM! z3$NcbK7Y95V-*`q*O-JKkkVX)aY?j~uj?}CU91C;um=tZ<%~9yr0xvy;Xiz(CZU1< zAi{g0uf-bO_m|iIQ02!6>~7Z(i=_e*Sgg4g{{t^ zXHE~<;t+Fs>E47zPQPLIhV7fg1SoYYxG$&>17Y^A?~;IT-RPVKB@BByFl8!>I(wl| z$yyKDY>MiL^tA`11SR{aNL<6NUc8)#t!j0^TMfb<$tn6&g8nJjvUUluH)(7e9cAn- zvp)*enD3cKSCP^m%W2iP%}76A6qi;NDF32=HuL355Cvg)#KW3p z6iM1qqcVB&3&^mnB-j5)%%I`cqC-ltDIw`n@JJ zdl^!T(x>)t(qA-uSJPc#TaKj+=xj>68+EN@4e5JHYoyYFV@sDieOblQt#ORYSGH;C z&Ah%3g|E@hWq4o?A={Sh21|#2m)7eoy+KZbz#cB_+eOF^Xy^5k;&410Upl5Yv!LI; zpWeqYraro}#e+Z(71;^*H6_-Y0rTC%_3dHYjtr4j-@g^Z1smnuBZl6I^1blSEUNp;!uxl8vKp)v@@ zX}T*&kI#)Tubm@twUT9t_*6`n=_0I>3uaTN6X`buap~RcGyiN~km$3obeYZ<&HM2v zF@MzGjf<>)EaP4X3B9q;=6OcfqO@-b18qn{7PFc1Pvme4mY2iYvhUV+D+I8C=G!y~ zmL#So6-uFA2xxPphmR{$7%WF4zlks627rG(NKQYXUm5z%9O+$qjZfZX+|j^8|H#F& zfs!*wr=1^budnyF+dWp1@7MnN{vN-@`xTOY|L6U7mevo7{Qgnhx3g8GrI4IRhZd-8 zNdK}RBVaZ0<)+|Qlyt``*4xbKzpyVD1nCdcY&xYA*Yi0k`zg0H^(!~m^E7RelX8T! zI&`M*6`y%5Le^bSV-E4P7NWg&Z%V(-F6|_MWl{H&EX}5zp7adwo$OJ!FiJr0hSVEX zXg-ohri27dXpXsklOtUOKCM$P?aI@!NbO}RJF5Hc)3>c`lI*lY{t)#smv4Y=i2Yv9%NP#dXOWfqD#LcZ>-<(-8{MMF96hCM1mcT`7^Me6!)Y#lmQhm`Btj z^S;uKH)cEoqW>C^alT0szgdj>BS;Id7LY7H9=tQ{m_pi`a}Dp03xs82-Xw$GSG;<| z>+4y06;F`9POC_ZY`;^lzI^QzO`FuNf6*N0CYO3?zgCe)9Zz{oZ?NMk-J7{2e8UY9 zB0bvlCXbuMcH^H8VBRq8V)@i#0%Z#dCVr zu_-8eUcTus5vaDb6Vau=V@ha_O0(M+PIHheKhFF1IjPZkuI4%?P3R@NA9Y?kmZ^O4 zj?}a3&3fka5In=>N2r$-<3>BMYXhh<%2fI)_~+|_P0Iz?UTGbzXX$`hY~R5ffVa_N zF0^C?oF0uz_UW$+;T!hpW7Kb&Oo^$S5v0(m!q(IfCLOxRd-AI)P|>)(73gm9MUu?xW8jfrWjk|1kwk4vuA>4hx!a`5akf9hc^4#ST$^R%AD zdL|^4_@3${5lp<;Rr711#He*wVOQ$JrJTOK!ZRKdsMpuG_xB41u!orCDDH1zryXM? zl*P7d*wUP~$Y`~kh^M8AD8G%b68KO-2F)?|?+d?z_*MFkODxc09Xxr}VqHgi4ftA( zSWQtVosZ&~*vz`~`aW~}822jcGHY2*0Qaxy%ACH{KK;1~vz(qJ%8equj)Q$ddPX;y9yRUYi%(r7(aMvN27GSRbUDCa+4}66xdfg<(QtO-sk`UU^s>;`tYM zHL8^9zTioRtZJ;7%%e5D^KdHhEXQ<M3{gcdujw!u`z6MM(gUKybfkwn??!E>=nG zrl#WxaiB=zn{v}mr_D35A(yLI$GCr@RE8}jZXe^`6g`1-%XY{xP43enF+%v zkho*GU${)d0`xLn@k?k!TbebXPlH|^{sY}dcCAP&9CkpcerjbL(F_+#AR8B|QWV+P`P6~Ge{o4L3o`C;dl&}PPBsrgHiz*KxwZTzMXG~Cv)`VgGu4MM)d8oYw=3&S?U(`_Q+8O@^GFNU+Ed z_Ei5v@DG8cf&s?nKzgnLp=CLlkB12C3}0wiUf(ala=E^Lj`Xr?Eh6ai3!zyNID7dl zwn^?3+Ck59Uu5-oKNhmn_4*E^|3V?#57YpesXc*1d4;x(>iUT=uFwE1t3T6-L6F{C zJ=+tW>Fm^#e*zfnt#D1IhNEr70nuxdBl=S5l=Mn>9 z4*kxIu0*fHWjD*kT%rvF@}39x)Pjl)Y-H;Kk03oUOcqYW8A-@VRO9< z*kE|SN&$Ky>`yV~&kcp2oYM9MxqIiV%H zO-OHkut@3Aw3KPH>N@*E?=QyWw4tyWkiO;oF<1_-jH`Z5CfB7Ydyh!J;|{7MowiKp zfbbivuTOYB&)yoE!j_8P>JY>1!h$n~{b*F-qfyBiw3gHv1C!ONTz7j_bWW6my*A~K zGLzDFW!k{7wEkGIjCFZXRJ?aHtl#BL@j4MLtqOZ$rj?xJLM0qb5%3fZdzaS8{fzqO z7-|M9t_3{N_^P%B8D0)OD`E#AuN}lpk>W+}(M9b?4}HC*LCAGn>6Ql6Qb){f6* zG20kYdZQC5n@xSvOu1C|W6mo`|EfseYWHSp%a$cu_ssNFB2-&A1=3Gc2+A!ctO{8t zUXVUyR&8hHYku5(QFdIq)|sraO2Tl78CZ*|V%W4~>k;Uk))et_+D+ns$#h$hezeJ~ z!ncudl3YS2oN30lFY@`+saF!h(e_KneOkLK@*7f%cLw;&lz!LSsEB}H5=@f|?yB0K zYua=PNRNkF=9S4CYcAwvS=cw3F$IzQQD5Rhwh9(@zwqSvWkR}nL&m}6TKJCAFq_*HrMLfsK(0F+rCz_eYkM9l)`UA!W z+ju4sBA7h%WqC8?gq{;AOX%-Z&a_uK&uCIk|3Rcb%MWQSOYIN>gqvdeOk z=j)KngX49DEs$lQuLK$jbupgzTr4@7z-*YQQ^$W_yH zQ;@!u^}ZHr7}FJN$T6#*hCWuY@d#Y8jo*Wv5I=TB2d6cg26^S%Hbs4Znbb(Q70aqb zSd4j$Z2*)qVdX|aEgC%$?G(}peG>)@Ec2%E8gqc@Frwywq3?Ft3f$N@_A{qBiHLBU zrMG^UX(P&jVl89r#w;Aal z1TX}U3QdH5+Y5ze?hx*VgC}rd6 zXz(uijWNu0ooZhctBW%Bxbi_QWo1j2h3s~{gH!8O_?XDJSs`oHDS}>K1t*FpQo^f> zLgh>YhKY83HZ3Vdi!&YpS{f?!0Qe0}Xm_L@I~1{;jBf@OLQk*g7Gtw@2dp_FoaNayecNdn!9eB7QP5CdVPyGuRpa28_Z?+ydy zWiQz0!g${;x;HOO;y<;FeR(n1XHGvJldUYfH=rJTNO}W4{bn8MF^-KtxY@~i>0XLj z1%N(hH!Mtesp`hJ>X)r;ytFfRv4~^ucA=Q+A~qYvp<@Iy<>6xs%jGtuc)KyzIvUiQ*R&Q2e*>i}>UO)_LMEyH< z1fhTc;=$ztGQu_H8?nB{Zrv618(m@X3hFYrLG3XOi)KoopDAtJ8F|tn3Q|TY?j2E zQyR@~MG9x9$~Pilye%C>7g{(ut8*poMvY3@iOpC)squ2y{a^=8E2>Mpu`l z^-@3q|3h0N{Ba00;b+vtlp2+9jLHE^BU`kp>Af`B&Q$#06t=A9df}!>g5nM7)gKlI zM~d3)$&{>|ZPehNFSYm2-)23_fd`_O3b$V%{iiT*WH$98B`uKtC3SCvXGHyL z7a;xAHo7Bgt5ZIuH_$(W{}+*-O=C25WK;xR&M;)%R?674hV(EPs~*Nu_<$=UrLf+E z3+{LrceCpcIX%H1-Ly?ZEd*_b5&7a@yTtqNNY7*|LJPsNyd#@}T#MbjAb8rR%OTaY zW9n0;-i;Ks593(1UK@>1zmD`q3tujW&(fR+HJMFd;%p|PDpVsqo6aw|YF#~xEJp$> z=6BRe?q;oGiTQxGXoFiiU?j^CO&GW!E^Fd_yLo4#Kap~#IZNTkBs-&hydTVRwQ*^` z-RX8IS?EaxwbZhAI+0zxS$bHr*&EhQL-~WRA$@ZF(VX5~HjfPYKHhJV-XNzR+7Ai( zE?-2_y=jsOVST}ZZ|-k7C=B{r&erkpb4;K+xx-nCYJ(et4Uf~=Ly7o>^K9DAKDJv#T;o zN_Zo#edY(``zJKZ&NffGOtuX6WR~Q+gOsqJ0__U-7WlVQ(WsaAKseL%<~}v8bSy2s zaVh9o$!h0D#KkJ6_!!q-&s@1tu~2DA&-TLIqxkYt_ehxEfYHODFJHDA!>PknLcZ5Z zLTxokr*F}`p#TWt{jgW+fadcFy7O*$LVEcWCND-yAjRfn7sYA6UkUpX>M7)^qge3G z)QGBx_wA!qL%BcW+=`?}F$)*{RPlY%X{c7cF`9k-i1g*bVIJe-kx^xVx>OnpaQNyt zW*R7kFhn@VG6@J+G1{>ldl^D#aTL%Wa&-ezr!BAAw7rf`+X8WlI~5IGSas(d;5~~Cd&t6ZR&%L z%JGLd>z#(659t~JWog&z+JcelC7B0{ZdIvk20!s9*`gQwI*wts{}`CelL$xZjT6sg z!X0l`AU%rBS6JJNot%!C#ze-kk&~^*X5|CUs86;T$T@~+9t#a2lPdS)BcFa}nopG7 zSJCbz3t1FEKpqxtx8yqXAorZnhmpt?oT>*qkim#$DkFQ3Bql+Z}u#^$nu^m!s_FMM?k9Ks6HH-qK$p(zwIbu^W7IS#`cru0t6 zwa~;8YEuZwcSE1%Zp~J&9ax!MvMd6g<{Tkv8<_vUguFsK!U z1*&s`o|O9bCd+MUkdiG=Wqwoe>&H3GX0K$00_V3|>sQJm$+lk~P9?Ac<#dHgyt*Qb z%n`)gU}gX+5s^06W-b1%d{QIiz+?bfB&EM0quB!d(WDopnOaS-V|a&l1AQCZ^B65% zKrth;fRbgH(8D0J@mZ0l=+Qvvdl<~9XQuG$k}~bOGbhvJx_eT@YRoIeI7y#(^VJL* zk$je1vpLdhA!}- zGU>{8{PVXCxjDNxv$`DqJN)|Mdf12*y2^OVY#W4R=xOg&v_qr*q$y5H>5rw5t;vH} zTR+p0IF;2CV%*~Gf=F*Q?$-W9-FU`gH+;9sI|J=5ls(HQI>aWvGN8KZG;_vu$Ytr9 z2ML_a>51_aPulaA=lG`VWQqs6WWPZ!ab!9A`rrTa=M1J z06z1ZNI)X1q;O+N9NUBA8r{plL znbJ7tSnd}?s;x3_cB273k-nTw?Ur=e7;g1?I`e@4xOufZSjl=)BHS#7S~BV@KtE71 zOu9T311ogO078FW(oZLICamcoe;nek*x149RF9^PXz;~+J~Z(UeG<2GC#ELN?y+MgsP9d9tW9(TCWwGtfVXUO|JKIly_l`;Qa)GDn>fdLu@WsUB?b4S> zPqinlVh@*Vdls(^HNRp_MCP^w*P)O}jaR~;uNXY|SWGBp9Cbio;H|->%VzH=-Y5uh|Tr1NXXz2E!Dh$1H zL94suSL$R>on<#fJ1w+-y%I78A!b`0$p-- z5#lo#{kUXh9P3r_H~w)=4_Twj97iKZ3a7w2^46qH3LwX{9d4{jW;T-Y=LOlBp5K0T z9&3(?(y)}|M$CBDYO`*}X@45MKIhII6)MrUByYfH+3IC_Q_tE0z3%Yvv${|oIdtwZ z7ejRi0Jr+(c!){WNV)3|Cxb=~7lPrdC zvY%x1)&oqr4{Z-L*Qtvy=RP#Cx!X+Yvq?^SdW42__c(H(Kwx_a5u?7I~adyEaWYH*+5HBJOPyzf)x~nm};$pSpnT&MlZEmIZYpYdB_ktRnq~B7KrAX8M>_ht6kVy__ZH z8(kW^3ev~8+iDZ3mX*dsq%@l4+YtAZ2>CX-)gxrx`Qszf%Q$vNaa65gOQo{~ z>5@S2r~$T`Y8$&d(M-|=Zi{u$A2Y&v6zK%2d1uP zNoWQnJi{hX>L4cjtu%5P6)IK-8s&K62BM-uP;RblD_b$xK>461_B(oj z>;vNMIWwVCzxid*zep~R|C4s}l92wi-yct<6g!aKa{2=4r?%-5j$r7z;e7<8Z}Orf zy<>&*%d{kU1j<$%$(5o1ZOl_Yol#FVedpU`iqwvz7V}?8E5SU`@r;LJ>6TreJ!9U= zQJqu~!jHw$jBF8>6f_-L?2}lx88C70JH*MS`@ywW)<_*+_$pty~v^z1#AlM(yuGE4NE69GkyO?XpI6g>GqIYi=B>Tjp zJSA(Xq=%w4e&I|qj){bcvv3@>SQsf%xtD%$5y4Dn%`FopV|f)tDD)4=l&7 zJifw1Zt0^V9&_>QU+-UE2=tGy;_U-(F(lXCa4&!j;2w~knq~s=FV?zOq%XwS$6_L@ zatQd%^&HwJ5jz|)T~?*eXRp>b$mgk&5dQ)%PQpCpty=XVkx9sJV;)U&5sn5XO#B3(!^h%WPr^dw(VMZA%i3tsho?OE=c%O564Qq*dnp-c6b7iGH zLcJ5e`}oKIj_8j6ekGv)VpvDCm;Xzge<2IP`|;Ch_5J9{Ao2(Lzn9O%vOF5nD;ieU zb3EXZ)5oC48r7H5NQ-_k;@dXCeG)dOMR z1axm&^hDcDi{HmIC)Tsmd1zq*2s1K~0Es7|Dc8a+YX=vUJcMLb#7H%EHS=3gweH>7_%?b8lj%IQf%0Mfr;Np{%qKmqC99O=(#K~PBmVik^q zcNt0#$+QB_C87S=YuuGcKVS(2V888UGg6_Ra(;sJFr#RyLND5h&dP2QPw!)?Q*+E* zngZ3=Jd}?~vR-xwM^X1XnS86BrF|lxEj#wwtz|oAdbRP(5$QLBaBsLITP(3tm{^lJCl(=<*sF=OH(%eHL*u@%6|B?7;CIN@ zg+9jo;jll*cnVg(7t88XP9M%ZcYfXv>-%ZTK0UEmW==$Uo3WnuiBtc~ZI0Ou)}ajd z_b0{qW7;LLGq3{nM0(Z#V9YDQcxU!gMZSY>mW-*tpH8KgWm7j*vl8^pGo%N*666|( zUXARh#+Yw{Ln4S}Qw(Oy+*@+`2zOlRKGP-#sr}}9zfL%CT#5>+nJXMIS>Un7Ia7XW z!{eixyOhb=l`AL+Kzf8c(Onuhitz+>3I3}b1BAQ$N~BL&;{X0gJhK;?tg)JvHLCc& zPTmV?mzdsQN0vGLm$WPy#UT{>|I(baq~6wi#ef9On{A#FhrAD$tl<~ST`Q}ysAD72 z??=fx;Q_uAbB4B7q*td#KU<`y0LX64s!ZuE*q-CinAr4! z`=kB3z9q{(efAjK?Pg1ZNwU7qEyJIs^hm&6^1dkGUDit0kzN#p(M0m51UrB$u)}uL z4!*5Ei?4vCPo&5AsS#m$&fRf`qifO9E~+J~TZap>Et1olq;}?)4@(&g3{%DJVy<*-*1rH}Lkm*;Fh>kMD=0*j1wO5g|#TzUvPMRhr_& ztU&t8iJ4xkWU(x$(v!-m8~3R#KTm6JC-u-h-Ey~{F?}?D5@q14(vvFRz*KfsB0-T} z%+`>|(2iucD*4neykq?Da(eFzXRqR?ci;SFj*DEoQ(0~%Ng=fH0s=7%OC_}CDO49Q zhUIEhLlXif>8RDt*my#!-lp%)p{uM+5dbafDf9F=Zfo3w{(hDm;0_^>9#H$iWJCMY z+N9PF`ZDH`3Y}dU^mj{WB&UDLtFkY*!hS$;5J*30%Tkg4LyC%s8%dnH3DVtQK z5qp>R1?wMoZzuz)=D}t2@5!PyL_Y#Mh|snqBNMP4LAbwMpu4^6d0}*!pe*ehN?^E{ z0D$HX*;h}f+DAHLs%Bt8ZApMag{_tFr11=|Aj5}s2 zy)R^oNuy^xkTw^8cD_s-;&6PPCWuoqrT02A zl;CwSiJy3xD$>IOUa!~qXOjedHUL$Rh#Ar&>KAjUnH=-V1?6}uHZj(Ra24Q*Ew&r*Nz=zm}15ZXMcGmXA#0D+-t6B1VeMjemUL4 z0C-C;%}lz<7O`Uy@%ti~5v0G(OcwXackQI=AJVl18_mq8tej1zC38EHod7+_Q`>Bz zRYZShPm?XxfnP;u5vRKc(YyjwlUn=)`-zZ{0c1$y$7{c~pN34S(A zfUlH(YGv3YyFqx}+o2Iq_bw6QbbqH2=+Dw-OG_2mZk!DTOp?$W^Q?`jJT!VOjVIeP zhW1yC_YEvwucF0tKC7bYgjUa2Q;HUUN~=aXHW}&JxSu0EyU!Jl7J{A%u0HJxvU}rm zPJgyVV4oYU?AlXJGASfxfhR@!T4`r!WR~H&9aWuJ`kY&_;NAo2FS@GKs{m;VpXs4f z9k1iVnCe)~=a0!jM~4!78A7F0{*6d~E7JP3Osl<|yjfNPgf2}TXXb)4SIr*!t)};s zXR*7IEQOn|{R#7w^O0cwp^SOfiLL)lHGo90^?-V6T9R52+Ws;eVtR9?r>8gNV-W-o z*G;=&B^#0hJpCjGmIJEfn2(o|#Tv=)6V}T{Yyu{)rE2-m7LVKm>F-*zg7&q+jgzX` zGjRVZJ~(IjfQ)3n=0Ptsv!sTgLY9L5_tSCyTB2o{hEp#E(ogK(4G|`Q1s2*L{+_*_)x}aT)i5^q5YK67{Nfwl&_R zt-oPYul^~}a|$F1TPii+n$9$KP%-(%AJX6=fmMxZF&r*=QE4 ztr{YI%yC#BDAF7C*;(Vo8{e{=7#B24zogZZR8ep=LjCVl!(?cWgTi?wIX>HBHQNWYOoHVD!e9dR)MDf*bkKLgS`32{m4 z9f@Yz!m&wsKi_I3&=<7KUXUJi0uU0!TN5Q#DAp%ipXRZdhL8DY$p%h8nXbR*6_V7u zvDE%8CHS{Iy%HjV@)3lKgRnnIJ|kz~xDxY1tnY16c4s~MZDAl@%M{~>E0op?42{yy zDW{S5v!6EikrVMg!L=d`0=PiI?4F_pD$3%8^M&KI8P3%CYNQyI`ESfIg3;y|)s%>6 znv1=gi6dn12=*sebUz9LHTt6;B%Iy9H1L&dKrTXg1d2W;KHJZbo{gGM>Cjtp|EZeY zr_-X21=3H7^q){MlU9x(y~~^7LZp9K>fLN&-V!K-P`7Cte5S7=s!wfQ4yZ7Fiba;E z8irJQ2a4BRq&=v(&Q_cDJ%yjRprF?++tKKB&V>v{)udP1k9lwYE&uK<6}2~02QjIL zM7G2iJL&98_3u@~dmi&@%dkruRJu~KE!sDA7fdSRN7+r&ri=p{s>~*yxz47g;y|Sv z6g-fmZ~CbfZ5uS|$*IDt<;($q-1fkwIY2wR!pUBShprX%(sIKuRj9ZXTp~%3b?(!? zMfIfk$h{EU78_wxetk(~e_RvIvOs^On%%$djQRNIzC?Q46jc4zT-GYmr>2G^0M!?C z3>4`nBE9tKA^BERvRsW_{un&sJs3BV!)QWpqd}^OORT$jPTvCPdwQ{{ffh#ji1~{Q zWdmR&e$O_jvlczK!eaQ2n;6`|QoB_G7AeTdWQk96l-F>7V{-piW;sb5Ma^iF=wDLM zNnD)$O!1H7sZlY0v>4ZLH_#WXZ}XG%v#@8MyqSo!$S9}ZXy(LQm4V2fnX6qp(QHFV z=(skzl%`bXjEc@nzy&|S6}}Sl1aKErV6&RB#!N1`G1({8>=u|*9+`jKi7EI8g@_xG zel5HCN+0{UDlY*99iix4XF>mx_{74af63gN&%0?A+x{nqQ|N-;nbV)koW2+t?idh9qf)#i{X?QH1fia7Y?jny4qy1JYx#*oqZ) zslS?bWluJGE;$Db{kOMSUVppsJnZ*b(mSor?roP`8bXCJ)lAITq>HsLjpY9p*S#SCwa9wFj!a>Yy(1L+HTo4g?3PGg}CJEn- zAU!xv5{}8AM|+;fWVDRI)k4*Bt9B$3^(l#$ZK{5^ z7|258;fIZSs@+8Ny>jcW5rwVqO94!&F_Hy$K1Nnc#ikF~yP~uWqOjs-GOCS8ePByA zNWfe7lI|BXKZQo4!WZ`0Vylxr;Fr|O?+yS$R+9ArdNOBmEFP$J#D=AGPe1Z6OQavH zO_^s>+RNcb3Zz$_Y$cL;2>SayR`whD%A^*1F$=01wF6j#`T(S-j*57Kmx5;86l7-y zDlB-GyR<1)*y9q$m0QdRO8&kq+gkfHkdBu(W&EaxjP%I}S>8RF-Ti4lYtbX>rEmFG zruNyC=s25hsoAXTi<=#D@|7*Jda;}ux2a#Rr+L2h%sR*YW{t!atGz{)#voj$N5($bgAGO4xd--32CAln(b|!I4tRoVEBYi=Y;4 zkIaAftp2cu<_7asfpyRqxq-TAuA7he+ZMk+ON;(Id&ag6=Dp3D#?n%@=+eBUj6McF-mH)FmYMc&Wyp@Ra)p46 zU>sx#`8mN@cf^fqsa;FWb8?0Q+bRFs*_7?mA?Rf{l^UYL_WixEL_5(Kgi1uxfQ+?| zG=f}2`l?>kmujbjDNswtA8p@IQLRzS-WfAOtJ$;!D{Dn&k{rKOX#8)f+P7YO#-2(;R+G*-cVq z9gq8BJ#0a|VMc$moc?yZrL-p#@U@a1_3z^grbf`rU^d$*=cHZ;#;OIP%T!xiIN%7+ z|EQ3yM5H+-5fS&!O;df_y+KajlN?W!K-t3;Sh+1ACh}NB3%3VwI$?{%yJ9_2vi0N$ zH>cBN!EW5jQ}QQiuT5@BK8_TeZskc%52TmKj%SW}Jv#Fd>EX$Jm4t_MIA%V=9r!A9 z`oU-ich%`G=2Vu`+diEkJvs-gmJT^Wk=tjkawD=o+z7if);bg8=_UV(jhsjwUi}4hLU3iv=^_wF7 z?JZZe`%|$%o|-w*{Ctzv|LLgR%j2OueU=hBna<{#+}!N3hh3ou-D=t z4QE|ilycRRsFz;P=ANKFy#dlcbRd-mvDn_jpQN1L&yha&Yb@^Z|6li05%sg29^D&5 zdZVxFxEb1qt+aC&C=)T|IvmnkEcGjAjA4E>%;mS@m!m4nR+1LB_1Lbwyua@c`^i7uo{(zSx>I z>EfLR{8p#1sadZRHt=D(>L+5|1Vi<=p+bywa;o3->3ir6Z@6j@n!4gHU>_8`L({Af zG(9&j5oKyQsQC>K-FzEL1avj6_g2Ls#Ou(csX~63YmJ;F1dBf%(2cosZ)%}=P|T$^ zb`&(bS)@02t7AWNlA~g-K>CtQl93(O=2m3;B4T4b3^!$1K0igmWO{VS9le1Jh)jhPFx#f=YZSRIc35gB}gJLGK7MZALo5 zj;7xvw&079&wWa1;balcXpM2D_aLioDtKU1-J5w%Pozi764c^|^Z_kPe49&4qKnA31?Yk3@_HHbmvK84YH`b@KsIwg zDO`BJv<+6l``p@y5E&u<@_O1|kQ%eSEPG|~n~S2MApNocM4LWsb*S*RxH9O^SxA4J zis9=`B3zsGmebGHN=}-{s5*`vg8l6VkmtcV&b(x~Da)bkR+P@HZ>h_J3jAH@y{~@u z#x)+0%p|Gy-zp+x`fI$TA)Jl2CG^o$OTo9BNxC-=)upiFLyUT%-(+%u7cYf5%db&g zdlf2E2^>jvLR*-WJVkmJl8lRQV$gq4Qsb*=$zv^$n}f19n7}{jL0t=i!@u8cER}M3 zsb@dcm0^bT*pdAxT9%U2OV5;*Kc4H3>M{-KbiOHI2tKysARuOHn=_TImLBb4;gu3U zfaBYBhf4#nbOhLCli;g!+DxraXP zPog0B5~Mfnxh28Pkz{rjU7ICkOsH?{VkS1d2!n_p^GvK{U9qzkOBHSlZnBP9GX!bL zH|Y?hGS;TDQpet}#l!lz8^))eWtrfg7Ne=LKza(_uoY}bFQ?QK>08P)7u)zvj}50% zbv?0e%Aki@H@P{>ohjv3j_h>6kKvtmuv-e>v?9FA%X_2wA#V^$?6@U%Ni$>Oacq zD@o*?41}uRDLy%=0#fv~knivwRwkmzy$Nmw>6J&rNx-H}bmoT3v8u_m#^e<1vCf#5 zG|9+itoPrpcsZYtJ|^kNV9=R556zYK^yiIMuK2%oZR`?|?oDwRKklFR&!=zZzoUZI zdkOj}BYoq6^k23lOEw*#n$jmF(mO~W3U9n!C^XL8yrh(^XAL^bg2W;%;ynHru|7Vg zczFQmrN!Vh|K#cwnmT>Edb`EaXA5V~;Tv zRLOg!?0KqVcOrlzo3YBd(ftv;H*T#{-z`t>_hVT>Q}-iGQNNM#?A7*2$U?hHAzS<)ANP3{UnKTSZ%PKPApI9+0mE08IMbHt(CbPW3G;!Q z2ru637ybG#HHwO1pMMbdkr-xc zZ}*!`Y>vVYUm(4RSpw-VvG(^;U8C`ZRFIM=3F!My*i;ttS-7iCyMyBQQeh8TlytSL z6U1&)`~;E2Pt>tIj-()j_-CwjHJ4>upuJqC&Co7yX50XDtuMw8!Vp%vz`m?O-z<=Y zfgrmhcsC_KbEyR8JNwz+JS7|Qw>8@`EgfdKc@zLrdoa!>5WjHvk^&Voh{OvN2I@grJVjna(X#xlGDdW zuTzd73kF(1^5!PeW3OA%o8=YeI-Z4?gtWRuDCYrvdhw&e0tmjyZessNyd8S2y=-tN z31_^G;^n)12IbsbiXD>il#%|lKRv*<&ZXW2^@;B{BK_%hD|wi+lVX2j%j2qxEGr57 zOsE(A;xvQZiWQIY&5U*ypRgafa8<7Hv%XBTQpq}RYW?2oRj*L59I&}*CpR!xnw{v2 zRy-PrEuc;9PmIBo5+lWqm zC+3bAGj&Mr!O0YF9#u@=a&c;uCVk(+^|vtq(xu`$59|7f%ACk-DuPTp;=v@BwNJBr)dnA?-RqP`_K3iNf==S7>}r}T5Am%6e199>4Oysl^mxg%Za+dc0$ zuE(HGmxL>+OIpJ2ZmieNMk1S&a@ zphP|*ACg5r_&!g=JxdfnzA@;_1z95fmm+;E2fl*uCkjnnu!ao>QqhZ)=8ZWHI`cu< zr8<_g*Gwwb9gCd{xm;9lG(goTf0H!vZ(zmVKX# z*#n;TNyUTVIqu8U=9cL6N+-@yf4ga`^7gi9-0a`d-%H0xX9BuOaxB^O+nu&4r9K~1 z2XmJti(Tt~)TnPB2DGHT&hi^IyfM}5ROjZFL*;*bt7zj!l9MzYD6Cb5+3b~8tTFF9 zZ_KQqG4Fo+UDLjRZ$1`Lt>K?e!sFYE1ihpjn_;+ri}atjVt0CPh3r+hHyP>g*1e&< zZbPJRi|#Av+JaqM_z2Q(2QEhKyc1swzdm43wuYmrO4oBWRu)B|e@G9DLg2ckX@D;p zUS1ZPH=AYiCe{|ZcQT$dv)Rvj>N%;;OCxy#i$K2_#J_15|1C>FrA|)S-#?u!g_4$$ zM*UWYQ}LZlm(F|Q+ob#i)wl2?D-!o?`=ZS9{A|F)J#t_DFwh^qbR&B^mFlp1UEOv% zR~2fr*c0doM@MJgH)$^Axx%iLO!rOHtF=cC?lSzp9zLSZ$VNku@mITvpm|qn@zd_j zX*ryVNFSsAgEWM{`;^n~pu6nN=2KermeLQJwQlngT<41$+uAoG+~{;`0(>-Xn}A&3 zieH2A_t%r~-f=qH=>fS`8SLRJhJszaEHGMy&0yc{vycxs`&sbaa zx;*$c6GO`qfOeT!lYU>&=|@5Ooe*vc0q@>s*D|>dKZ*I~*%s`qJO3z%*8CF@KmR7a zxFnKErfo|5v_Rr3+X0t;rzJO5Lp$f59Y56oZoC?iEU{dYo2O8p(wmrkx6N>0Z`Eb_8;j7QWk#fT zmeTju;1TIzqap_SgEg)|dMD<08*DJnpG9fj952V$WqWeAG*V)y z!G8aCS|cc=g~S9MhUkUpO|M2&J5%sZ2+=Kxj^9&h{vck(;QF5ndcR2gZ6mPB)@YTP z_-f1>TBB`qK4<=c7bgkofw<}$ejU}(q;UPp@GkE?kN8hRdci~R7+$`4BM;#;7km2n zNWwQSUjvaI=?zpkq>svlK**+8^QN9OOJ!q1mVsu8N8SssyUawZXdmvota2${gmqts zyg@2kSgI4MJvS+2;}g5A!elfh`l_#Gcd`i9x05c2r0~uXPu8wiI>PN{;XSKgZ*PgW zbF;kuC@X{3_$|HGRMt;yHsu`jJ0m8D>3i$ze+Gkp=fWvAuTAr>ApIgE@&3VFWY&_= zY68mDXBoz7)*=^x$UXU|TfI0h!@Mc^B?gqqp1eEeqlEB^9zsst8E0{yVXd zol;I8PeP|MoiQufU@^gznA?%X+SanvzUybZBW82oHJ!Q;^mRc%&{EgSzC%s>lH`;g z0^NNJGPYjZAtHTPS}wtyN>pf)HKvuEZ*PUB)2#&kw@kHpvsR4^YTvYua0MYsG0fg={ferDme_y`X$TqOU0j7(i>iB5ElOd(l1(;(!EiMv%cvS>8Czu zLzekGEJoE4!O2T%+7`X8gO^jO6yml#r3t^Bh9qw+D;3xo;Q$Qt088oB%uT-|x;I19 zH_IkmpvL$3E=z*1b8yxZ@TP;PoR!a!{*-chI|8>^cV9juZ;l_ek{wM`YF~11wn_R% zLS7t7;m(3Q_ ztL&AA;4T*PTczI2Me1tPqL9EA0(mzpaVdZS%}c~MG@@kV0c1{yw})1Brj-3dD#@9B zQ@?D}V;T!G{&BVr_-5gLD|P%9pK>Y&vsS~(bm}d&bM&5gTXt{+>XS`Ld<=~4ZT6lL z+#gexzb$x5?T_|I+!E+j6WCS0d1!h&srYFobFQlY(Xek4HPa`8v(x5{=|Vk2`o_7X zG*l7##bH>S0BdTv6{P=V5zqI5^rZ^OUJF_95SY_XG?Eph?^TYI*0@6(Ome?HY(8APqTjnF=lJ%{qU~k4l)62r-q%`D@CDLyTnx$2?Z0_o{XxHCkr`|s< zPPuu|3pax>I?KVGiUmicKZ8gz`2WeEm*K1}Q~g;ft{r}-O7?nUR4kmw!9838q~+vB zUgL(lwJU$Ek7SKvo4TLVZGqe z$?|{wz%1>mDq9e?NPs#KuZYf>gOwj3;=dnc~r#z@c zdOa&Cn=!gVUNMvp?vwQ2c+4$J#y4lODeOh~Njo13v zJpt)Md(B9%h3r9)p3k<89^?nxPBU4H6{=ZRaEr0d{lKPH8glpe7K;jMDtNoLIpv5Y z^mGpGd3jI5dgp?r@b^4=m42g5U5zw9&u-p~YnhRLp2yFX&~B+?$+)Kkh{gq$v-^_6wmb1&rc%(H^Y6OkbZ&l40!oH|KMbjNYa( zjQZ1i;=F4UUTFqde*X6MXeO(P&LZrUh4W^AQ9p7^1RRx+vb0_WTulaK@z$HjSvDgH zy>Fh%oN1%h&&N#Oq&A!q1(bKqy-H04MI$7_*1E>4bN>LAKxw}%KySF~{r^Z-RY1L7 zG#e>o7YU9<{jX1sWG(8C3F)Utq`&l2@V=9Lt)V$Ll6zm(+nI;hcM5eFxQ6*>2-{MS zURw1JZ%`QZu1M+ma}FVFLi2$1TkX^lVp>Or{lD-#Y zNYz!%xGNY4buw66OH!?DE4rC&Uzwt1oseEVO9=Mp*@x^}WJn**=P)g?q@~i+VLZNr z7^ai~WlWxOm-4NQZFC&p68ygvYf-aRlG|)|vH41PNlu;A}kwTHe?;q7F$SU=RT3hZoH&e$>_Z`OKN z>V*0B`-_$m@lSKdR z%~ZT^sSv)I{>`ZKsY0z=>R4d@PB+ANCSROEg6W=gynOWsK`*A&BDmonn%dkspz5UCQy$-@9;T&4DUUI}rEwYXDJ1TXqWvcseT@BGsRP1n zXJ>k6+kURpT^sAH{ym2J8Co*GX^H|?M?z;ZZk&i?dHP>JN$RWrzVycWNYZ-rR@rho zD<`5jBtN)u{Erde4Ko(POHtKopI(<_Wv4$QJzNb3peN!FLq zp>?bm)us*QI?6#P_xou0)POTM`TrrHFFn>$mr)O?@a|Q;URPSbmG1c`AHr~-;rg#n zZC9rL%`JOs=A3>qr2m@w66srkS{0WFef&@i`ed^q{>Pp5=j&?uLZ%$1WDexYwpI&5 zXm5@>C0y;BK?K`lt_Ov-T9lfUzTsHWXwdYOjD{;s%qcz-qp$E zMv}weerBtg&6IU%R@;`dw@zA@zmF%MyN$M?SB_~m8ulQ$OEDXdMLZJM>;G8LyIftk zWWv)tJl1lw`d=IMTF7cD|5DbmI+=aBB`XqbF|&}Rm?e?^oVqsyH9)%5A#FDi=;L!g zjB`_s1nO12Gz!td>nu!(^a}6dTcXKPXNnIf%IV>^jR^!&JD?BepAg%;lVWMQx`u8LP?VEm?-HINjzsT z`r^wUK*1ZX;Q{F{G%q-1l=k!Gt zBwfq?_e-*F)8wY5Q=WnOc^BM71y64#zs>o71nFH~F-(r1*1>Ue`sCVMVu${Vjh*=I zM9Okr$QCoImzSBuna~ivzJ|@9IsH{=2wWE=(z9hrVKLWEXx`Wci49|Yrjm7G!NHM? zW!B9Mlq43)W#9Om|J0K0=teE)u#HWlG`G557u@2SUg4#^jwRzVOuD_jo&N0YmZq|| z`B|~Gl5AlmF~9#l<|XR0qh_Cwer1sT2%st-AKMQQLF>FGIa|ANK|Ez|wllZ*JPYkqyr>r~eSOr(j4w44TusTI4y~ zcDhESzZ5w=^YeO1HG8OJ%h%VL9!OQYU=-t^w*>#Kod_ew!=_OW=Fb4Xlxa@BaXqzL zxi_UunKxrl-qzTakJgrDSfOh)r3*n^zM>hzeSZg&*?i! z)7=u(S6Tduw$TeBbAm<1MG;Z>P7_ z)aIy7%i}jW&Q1F{3ktsaD4)dm!I1uVEZg;JjTGMlAIu*ToR^7jKFfs^ zXW&+r0wo7it_BJ(P`x!F{eIEJv5j$@25yR{_D!1-`}(ol^-v;i8kdIcBAYEzca2uE zn=EO)5w8VwEjRznC{d^=BmdsRaIZoRJ~IH`t>IZe)e>GQCUSHxD_z?oGX=Y&=g^OKd-u0^G+3osi=!(OIe(zZKcdakhK5 zx7eN`y=wl+C}cZsXF0v_>AUVXyHir1rl2P%>MmWbW#b1feEAsk&Q+@>kUxoeSN~Ix zt3fSpn(oPGh^MkF+s->VLZkc_Cj}q(**HqW9{;?gLRK?+qancj1T=&@yEhY5Bazcz zCddTR1UiT=e7hNN4B&)DWivziCwSF)(KqYT0hx*Z*?6j&eTDdurVj#v)JKo6^T*rm z7GLT2>H2=T&e}K4cD%g9s)`)T+mp#tveqokc+5C+p>bfgC5fP!r4io5pJcE0CVT?d z@*1<-98Druj7etP8yV|;FLTD^B`5WsNUwUPXBkW-?}F>*%=AVqFaN2Le|$KN|0m+! z6kOema5nP=(=7m54m7>j6!ot7ynibE>ksSH{9>%X{3@#2_{*;(hcF*bsqoFqi*#=k z>8D0Ya!6S+vp$F51nIX4=+}cD;S7O3H3sY!D}}|9>>TKkG#T5BNZ(#X+4B&Q{`z{I z=Bf+*MJ;3tk<~Jat=F;4Z23%(IE`Nrt< zja${H;s(I7uyxDX?1PWrk9iOupT#_ufG?^2FD5s#I+d14QXz}PL38>kDAHdK(!GgK zMhjC?uI$C=Z?AG&tKSY^z4aWiquEqfmc1ntP5*LVurMVXGEGv}5`*pmU$3|L+P)66 zUR=E$ktMO>z zo{hc0#F@`y4eGy1>K8mM(NU!;(N!#zn}qbQ5wpwiQkdqC|NCfZqw2jJ58HxSzxMs(Y>H?WejWeC6^nYpO$ezMJ zZ4@dSXIsX*5bEpNf19eRqI_zIbDK&nn6ytHlfHL8GuMFzQQj02l0y9-q&KPI_>+)# zYMm6C6v}gj96w_;t0`OK%#>}h_NDzJ)sFqs?v0R$EztR|V7-21j`T;SHxRxNiL?84 zkku*Hj=Rt_u(D{TscriqKnEn&Orz+wHY!M5w|*VynbNmqvkoyYzEluCW@!5o?dGfn z2kS5NQK3hOngc1$Y`$I()dRXYm_?gwc-Cqefstz z!MY&5Qg41)K??((Q*rSs(x>jtmr#q@rynLMO<=Wyfhfj9m+Rp$ZdIC2v<#l4^hzo= z?$V%|kz^7!(W@YO=!?06Y3Sy**^JzmP}Vm}tr!pD?w zn;r7$nA=6t3>)Vq2h2VwJi6_y?Ke@WWqNuhV)-(i^umJ4P4p@J^Cq3*Tdy{ zk?E8%gS*hJ!G@TS7|xSsn-^-aFy+^FL}zI(9U-su#l7EOb6rtlt?VHvmgpf=F+8`8U3O)RBPH(H=8R>r&bc9pk7%oVkB+g=Z zeW70>NRQ2MkE)VMJ;?L|^oMb0o~|4(h1HZ^#*S(V9{)WWl~?mSTH8_x#xJHp9x=(3;vA1J&dO3ji}FoTaK&Lar`L0vnli?InpN2 zJ{dFftC;@Be%`z>e+Vn069uP)dJXw+puVBGqbniUHRnx^c^KF5?VbJQv-)7F)>+$L zhqh@}rLz6gv*7*DQj0$IW&!mvWb&{Vu{j-puTV;)L7hfjuZUj!Kjp}Xxpn4 z=Fe05_MSTPX*9)%Pw(GtykZDtNFSpLIX(OIMEZ+}S9Zw12dqtjqH{P*mrDX|$=vHz zyzT6^}ErG z8GFug@aC$xwgWrwXe; z`t$T5{+xY6`UuW}0xK0&{f6NH#@7^Mc+`d^Qt-a1pQZGKdbokVf8F0+4~c3B3BRg) z;+kFOgA=SxAG7*9l&FaGrFvJ3I(9_JL)GsUxPE~_;f~>cvC!YmMx|`xoEW*uU^Lmn zrv9ZgCy@o7jETLsbf&PWdw9d&kjo&?1W;J))MHZ`IGwpoKZkmC1!#(j5JvXXIVSWZ z-}oktrXn1jLu1QHD!SVb;T#^Q0oZ_}walXFhL^+Y%^w84>T3}?`__pfV`$TMr%2%S zP0G<+rJQ5g0W~Wz_I^aAeVmB0lH&Y)y^2V0{IU%6v&4QzL(oF@W114u_X+8*g7oaE z#&`Od%};3F{~z`&d*v9oa-5oy&4`X$nz*Hp9Ci6gMQm8W%I#O^5?inr zCFyaW%7SsfSPLIb9`vZ>mEmza-$FAo4Xk1|dgnpMFy z(8w3dO>K3ygFHWnaT=Pm_D)}uABFu!)0X|ZiRPrZ>&!rLpg_WpK%yYx~NKs&AXzh#pX=>w3SGd0cW zzaF|b7vz?&2(5_p+W`uC6C64R6%aNDSE@=%yG47K3l&($gSf*8lg zCrHn1Ncn6t(-%{-RMuJd{dTzP&5bamuAWml>y0wJHk%7?qk%41<suD7uW-!xWNQ z>zU@|KSBDv^FCB^>6`B8`5i1n(@7c z9C20X^`TYy@kU>Xx7$|?z6%Z(sBC@p4C?Lcb)JX)sxtgQdYXQgr@tPc(|y527TA6` z(79^bUA99E@`=J5mtkuH9J^h~fh@QJ(#;tuW^+6mTW8cimfpX$CXZvXj$My?b+SF# zjexX?3x#T_MRIXsE$Ab%hVwLRhDF!XLAxkn z{nIS@_u0)pmqSSEdv>*_+0M@^^KeRVtJ7?My-p(g6x0GdpV}2@#oN>M|Osi z$g@ zS&UdbvxgY6FOs1|sAt*mdN{;7N`hO6XZ@oe4P1JF^mLAkg)H*N}sc zLqr#Zc>HJRSKoHqZBD(D+w##mI-}uwuJna%aFR~EGB=*0yuKAZefbiyO}iU=i+K~O z|E7J@^k(DG=EWIXk5v-FxrKHM`U?V!MquRn&Cm}mKJ4a66L6k+ec%4m%h@si&XWwW zd}oUS=?!+O+ZxJq%FimeHJaRLlHbU6(*&By9N2z9e#7f*h#`N5{rGR2_A{iP=kvex z*O!-5_9DqSeJpvdGLfA)@(|Oh18>$&kbcu2F5uYr&GuqSq%nQTnLHQ<^7Fu4t(A-( zL67MGBKPkI`(%%OTqf!H81F3fvz<}(Z|LH6*+?P#37G$iY1cgHVW=4a;vG?Vx!@Wq z`hs~D+~|c)N7szeCDM<_GQ^WDatvMj6G`Yx56y9=dN5CLl$;}%f~Jx=r*C_eFt493 zPf0C^fC>vrmT~D(XvMS?&X6%gU|Z2ZCEj{h?c?~L@;m62@_O=tGSVW3zgF?(OCaxX)EyW1_2dMk^M_Vu+_zt!#y z%&5b6iU`O<6zjVsBP%UUHO(+hXR^)Cka+4HmQxP(siB=@qqL~ zpXZ{K&~ARE?#(Zm$S!FJAJx1r!cWrX zlcFlVxINfA@kylHx%8(~*k^uN9@ARy<*28?rq*^dD&@YDiPMuTO*0EbO7` zr|n8+GzsaGBgxBcMz|HEzcxX7z5^-`Mf&Sy!eX)`(sNF97f5o;hW$>)NZV#Te2*;yiB`EY}x`r zN7`qhiTRce(JJX(6FrSHpzJgQd7|{uTJqyD(c@VbtxL*8sOaPy(vOLH z)Bk39%1K4UftJxGB~{BvA5nCO8O&xwpx=;*&=}IYW*F!xP$UNtMK*|ac7)m_h8~|L zql8!|{Wls0Ih|><-+U?I(HF zkdlPDT67<~zO6dzQ6MG%B|(3`{f$x?8u@?YOJj!wV#$|2-Hfy8ZinNIKK(E0(pUW@vARI(|eeq12^ZpVu~GpOt2gpHSF?F_ll zn^ks?0b|TgFNbYE$*aehKU}A|keh2(_;4_czN_5FOG0|dcQn(9za*qr9(W9TNIW&0 zuZZq3svF}L$AibY9|v{dM8t>Gw3xBA!!FqXSIVO4$^nQXeZ-Kh20dc_ei{F|OGyh- zLj1ce8%9@21qWRFz9?paMGb0S-u-I`i7R-Hy3UPcxPgD@FG65_x*HnJaFp2S#G*WI>N~hiM|AomzGb`w12a zb7{awo%{G`1?eT&3#8|7m4Zg3FX$sN=s&IvMG)e%Mx;+UeXkqtP881Uz|rQr4n{g# z@CRbt)z0#}A?Nh>+YvDinlSihxFvw&Uth0i3dOH>jXz>x;}i3nSb`2ZkwwrmIhy83 ze_<($kPmFcS+vJ1$niwV&JMQWBHF3k!aT!Sup}QxtaDXjaa`EW{aEttz7?}%Bs(P) zBCV3x`eep()gWPhozRtROu<-?e%KUNOr+~d%-bHeXUwAw z-6c5p`n)lhZ`ksBtY!NY=ETZm=BVina}>_@bit@JB@64!BFX#lx*xDRzXi3cpIS=w z_GnmIC$`WHT*>R>AN>10={zyN!5fiZbNbI;_lG{cAw7Ji0;U7jy*Z$1@4Lnrr%8=D zNQbeY3C`$aJsC(m5~?*|*o@J3ICCLgWJMYlQoDcP)lgvS<=Yq^DfN z*L5+RI_zQ<8=pO(LJSmnUC9JN9Sl2(7+R35is=-y`&O!~F>~Ne$-}rcsfryJVh3t^ zFSb(K{^=VrzZZu!`vQm-oi?#kXVQMFNbdq&qbdqToI%K^4UXI^^q$6~mrK#!;&g~g-!q} zM0$z)66xbJBuL-poc?;~n^N{FnH_02)*N6L#aO%o5}Ngcru2aNzsJk_Eyn!q{rWoc zObqv5I<39^J+)}eT2BG}p9aIJg!J0InQ@DIT=?6=&bXTqG7L}{Seg93wr^dyw-74cVA-ydNw*B`s1g0SkGkT$@BkCg-Vm=5|m+N0A zInu&x+v_xyJAzqC7{3U_%c@6{mN?W70M8t5LLs)&(6rJ056$TJCW&=SO6DO7o{>6~~SAq1! zBHcbAeGqQ;1n@91%fn&Pr%<_jLiyzMEooF5U$UTDV(pnPd)>8{yXIQI?zgXTd%1&p z_Iiro+;^e>hz}{A3Wog@bD^nEeT0sZf*qDf$es|Sp9j5z_e}KdEiDqzD`#QGLACw+GCRFK2mEFzQ?3s6MY` z@mlLwaEkQMHk>Zkn5Ul!hC@UsyZ$$l;7Fgom}MEi%agR&wn>UWr~raoo};^%)O&e# z8`Z#ln7-J35wjaL-10FQ+9mnk*8)X9VjDNdveT>W5LE870qx9uWqlH>NFQ|1sE@f#EM$9Z3IsG; z8S~8W=kl))R(nJLVX~Dk(xWH9Yl2ba^ru3>!jQg~^k$Ggz3>pGhNVs0SUQMj=R6H* z+0_ER8F`xTS-zb}WF)5m{Kw^+xDeE{{6&m*m5 z_l65FMEVaAz{y;cnCFg{-GrH$a6h<-NZ3^hZOe6Bd_`Xjy%BS9i&;=XzaHe z1Mv4khjC#p+(uNbc{OxuWBDU78vrLes%9z(LCF*rk^fA40 zy@7@<$Ol6HfTVt!u=mme>BF=^hL0aNEW|IDNI#)${G1_uQaO{D|9nwpy5!1G{d$p{ zJ{GcHCDLE6hn+`v9s*im;s}qG6B5noMG#>=oeCY!vi#t6&%JK#)62f!9bk`?UV#3W zba&z>OcEpB*H*^jJ22?u&q1XB1S7PlWcv%ocstGLl1uMo(yS@7XyM~}Gym#ZqTjQQFN*^*I?O+QakJo`q@Hv4!v^y5C| z^z*TvASa$ije7n*YZva8KEtl<=dN>=CooLImN6gN4GAOz_&1xjT?l=b`Vfgt^kLhA zFP2Jw3gUb~9YmaGwi#D9+FRf4R`);_V)HrX)9V$#O`snI2i78Qfj3OlS{oM# zl|X0;GOFF}NXdq$gkr9eHW~#aR}LE;OKrZzLfu7W!>`tbBoT#{wZXu& zo~NRX(pSdi5vWShluYM0&I=TNbh{se9J4JjD2FKQwHA*>Sqx zt|Oto7ksOXMlUa40Ks&NMU(iVZm)@jAY&<0NwyhJWSI_~IS1p+}c zLwYoOuA3sgxx}aka$s8xSxrr(HC}OBtSMy+gj(dl`Q$UR-#zmX;o`@r!Qp+gBakE7%T^d@wI-Y!jtJniW!6}Y@&j-EKRB}*QrGEt*JibN=1==FWJwo(5da~r4-;+I+<9P z;Hl?8ew@&}!4M)|a1#~*KoOOTZ01S6oFKS%_^^zg-5d69QeCS}6jg6b6sj50pQjS( zF9>?w*ZY;;P)w>Cg4uj`#dNA=M2(WuThMd;2?r*AtzY-sg>CG+-azT=Vl;5=xuIBB zk~1{s2Fl?VG(4f7D`S)N(PZk7&IYx+)N z4yoEQy)o)v z^Hqb1ko5SiBEG-I+$BhtzQXLPE0DhCk1-r1ryqn_%$WaW`hqc~-^D*9(&w1RXI-za zhe=v4NE9$Dp@8cr3RvvOe$wf-K>7==6yz}Mg>WZm{jCTtl0c1T%w5i{S{^^FhHM4n zw=`DRDaa#Za;_v(cXoxa<$-N^FSP~o;~+C&NpN&`s%9k{p471%h4f93CziZuhCG)- zno4M9u$?=rovbfpfMB?nS*^IqNUKf%6 zvj}=iWDcVcFh9$f=N%N9CynB6!kk&)bBOFQEBGR7n@H`Rs`%^#2--4!0B{2^aF3R z9z`0ipJK33*!Mg#&SHeTERp`#r=dR+oO?$4GN*5u-h3HfPmumVr2mj?+$>J+FR$QV zhQP}iz53wHAJAf6>R6D-KJJe(f4{NRK`ZCiuSL|~zhX|snG#=;cmscYSp9t6Tp{dt zE`t7Wpva)sU))z~pF#a>#|w>3>EOs-NoEDltd9w5rS~x_%mxEv|FB6d3y?8NF#l3{ z$2O(TTF_dV5v%RCd*Z7JMl1GT^iRFheUUS~7!1+RC}%-0-iTC;5p1eryD*iam>vYI zo$61~(*9B|#-jTzCC(F6>HB`(iTZ*%El0FC{@W6{PJi4#8SPCS8f&?_ZlM;O9! z;VS<7`(@xp*KploLA)0NLda?$&1xMBLc@pgia(2-UO$#|`hBt&)S!o$ACaEj8xyE! zPVb=o^r3JoeU#ff(KQKEa!1h5y5Qp_?T}#T`gXr(O#giOLdL&+jCqOr35kkBdc#5n zT^q!@sCj*T%z}P5zRS0Yl?3Nz3FUVWyW!o;1+kW3+$GrR1@d!3FFCydTFR2By-E+n zN0};q3$Ka2j5|YDyIf{iti&jC%<5gezDl>9n%3!H$5qChVT-cTt*M}vnvIG^I+ctm z&JG>_5XFHv1>zoCwM6?0SCRJVjh0YJ=B(yZmP^3V%(#ekx9FB ze1t?VGAzeYows{quf@E!=h%5W>^PidAJt|pIZ#+m)IY8k_-O0^$Bl{5YmQT7H*J62aeJn}l4vjk`k0@e zklq~LK7XwQ{nvHEDvu6MkkfymRr(=F55>)4meU^&vLaYWTRhSqWtX8_O3b!48Qg7C zTX9>KXPWcmSxS%}+f{Ry3BIih^531n`-^(0C3S#7Ha2?&>s^-DyPOob_%w%;yh)4Opd z&8cjh`J#+W8On>pkiMJMq^!0{xK5T z&h5?2$*PbTN%*@JxKDJP?ap4>ZC|n}lh#kCOdjQ3bcON{+LxX9H{mS=*E*LT+DyN- ze^SWC>}GqIn!2?wO!8xp9!@oLB|cxz#yv1KytF7~!U$X~oUkcKoF{iN(7~aVJEM|Z zM+@RWBBr+Y8TgIh^Zs}5V-N{PB0iM|waE2qP*7Aptj7+@7MrMC$H_KHySgM|aB z8SayK-E8I~rg;4-(i`38^H)JYkpHp3y=Q~G)V(3n2ee0!(>ugJkv?sz8LK2dq!{lz z*}o>rL(PK4Rtfa&aOinXt{H zz0rpwbQ@XMN<_yQ()*dXRHqsx>GiYbWg5b6rL$vUk0x5oM$9yz&ifD&_1>$>6=s`G z<_sLyHbF>^Wg|6+4#>I$NCUztTBEheKx+TIZJMU^Vcl%5nQ)^05NZ z`!koV5kTty3Z_lveaaz%ib!B?t?I#$kM0wl*pOVd#{*JGWlH2<>>cS9T2Q4GlF|C~67(^V z5TuWFlWdV36zS`g+AzqLXP-Ro4fUiKc!~E~d?vUS9%H@?Z?u169kV@r{91d%?jk6E z9aZ1j2u|@Z3e;;_pKUeWu-!w~Z=&X761TDay?#!4cT3CL+|n0+hCN z+ocXWSPugifiz+4%Vv#l@IH=~TN- zzOs&e67-YYW>5_1L8?Yl10l=JL_fHg-h`rivxi{oLf&awZQs~tO75-B##p-}-N3w1f^D;U0X|*OG?$P$3$R5&q7Z_F{=k(NvTWeW1{nSF8zE47-a4pCU zj2!c{B-zj|+^LAYOGJe1>w(WfRG;H_KM##AN4YvXMYZvJp3g$P$-NTUpFm1~*)Em> z`dy0pHq?DdBppQ+sh@9!%ZhGY=k6MrKfFO+Pw%fs=-xG?6d&aN4!Wer4rU+JfAb;e z{iZ~ELw9XgewIjYg!-fA^hj!u(@$qCemBZE!@gj{px-9^)7_u8)6MWOHx!X2jhMc) zs4~CqpPw&ZCD5~hM5Modt_FQPfh}~@@Y8Ba^A&R%DP-}Hk6g*R9wNm^>O)SNq2anq z#G9thEz4SX13Av1moTHjmTgPj{m!BtPB~_al%z|;FIL}OS}Nlnv%|ou;!Y~oBkeYd zmyE+NYe-Ldn+Ukj=6ghX-^`G{Q5&ih3tZ|H9abB(GBujezB!*KC_qWl&dkfH4HTN< z!)C)_nzjhrI}$5w|1> z;%a93xadEiKRaAUH02Jj?C{_2^9OOipWPFwYJ%qe{Q`12OU9^uVX5|R!F=DQc~xTD#9YI#Aai4Bbowq>+qI+cqAn`*iv9xq0JoI)ntL zOM~KT0&^vH0UJa5p_L`WMi{*b>8Ei?!pkkohDfjb2|`jTXM(=?!B~~1q#eVu`1u#c zJU-N)d$8)|&wJ778e;iP&46}|O)p4aH0RTl>czVBG+KK*F5Cr)^j>oM_=AINXZC_I zH4mNJ68}<9YG-6AUSWn+I*E_*)V7D?1m4a2$A|2|&a<1Bi1fSN;l3X8zwX!mdN^P< ze8?f61OF>tM+>A+10SIL5TEm@l#{C;W>a-BN=l<6rG@dO6KP6){e(T$f;8V(LadyL zGN!A<<+%m8Z;%XP#}c+(@qPW{)_f_NzFyV!L)Ot!0m!+KB$)Dch^uBE#OAUoQID?R zBvD^Uka)E)+fW7vSPz`nRT9uE`S8#fnrtUk7xY?9rqDXtZZDVYVWhk>jc)1FvHoH8 zFYXf@V$C*W`Gf>gKPWqj@5RqNjEH%3Y>)wJ%pah=0q)YUu_sJ=R1eAE<}>M6z7%Or z*~7Wt-;$H8=Jdb5*s=t`PHn{eR+dPhp#(l&M0zxqj-uVpsMiWsS~#hQ8&U(sjX zqV4iB>(T2YIE_1{Sgz#tcVzC@13IMmtDm20fcvRDO=!4QCDLEECfhn)pjmV3-ZxXmx;ME%WV=0u`A`|{>B3vQEh+UTV6 z<$1`8fkC`*IM3Z6sZahz;<*@~r~}h&K83oSU{#P^mgNo!wt4u|4`@qb5-fw>e!LRt zcj%98uvko~lYw^8tfBN@-djg7e~x(8rvkuG(rPOba?; z!g+2{3IC=Mi5YxI=2~q^m)19@T)qH&dSPQByUCN&9Q6t5uf#z|rKDCa1rjv57|3+U{T}1HYeCgEccr^~KocsPEDb7Eiw2 ztD?#vL-EW09qJ|ns23^wIZ%ib3uAfff7OoM4WH^P_@XMVGctlHjREULt`t*QMS3Sl z-wf>Ia1wN($3#;jy*aA4hO+3C6)NoF5<&6N>&Gi*5B*hxc82tyG3JlsMK%T3+cyJr z&tkbcq#^JNn4ZeT|B6R6Ne~g~4_diiwlG*`L z3%+kXHW;07>$)|h2hLkoFQ9INEW`cyuXggli)+K`JXXKP9Q>PBsPh)9-stX%^wd2g zH8`Brh#?EXE9Fc&{hKD89o_;MCvX%xu%UT2vWxX_yett;@d~}D5JD1piU9&@7%xle zyK$vbxH!3_trODMUKJol&}Y6H{-+leZ8busxrO^jbs+A zwk-W($|?G?=#e=e}#0WC{NIrD#C1JAHyD5cJSr+i+Tkcp;($} zS<;;3#jH^;yn>J=EQ&pnG~H@c%*c*UV`}!X7D{B^R=f3PY78y89ef%~@zx`^CW=*= zK3NQDt-G6bEn|5Tk^q#$(?Th<@%{3Cja3|=J;l7rw_=X0efo8z_s#IB>mr{*sWkhk zOhlkJrJ}u=~Ygg9DLlDZ`@+EO?ZSkq=N8P+gIIOn7l5>06Cox^i*$I&9c9bQWoZMoenWEs#@t-A{Oe}03@>zq|+!EF2U+d z$}!%Ilg?_}Mi%TI-R^xUD3H4#%z!xThZ4cLH>3};a;s;86d1`?3M~-Z7qRD$%zA#n z2$^$Lzb>8l)=LQ@1g+^JCO51(dL79Q?AN3=13Q*0c34nnP8v7Q-pcTKdwV`rFgl2 z^9Zlx9mVUm84lO$*D~mlcv;YIp>Q^`X&GZ4!|ls+E2YhO5%YCrnMa2D-7eFL3&Ks1 z^jqrK1$m%oNb4d%!vzu&liD^$F-lq7i;ebgz(Q!&)KerE(H%?*8`ic2GC|?dwp%rB zRig52qSoxfv`xF>%IC9@i4?C3`hI&pPv<_ITgl?XX2UPjW}k@jIWXybQ)ywly~4P1qEuDDhB$#Ppy^$<`6)gIB zPCt7~NH0Y@>UKr?SGFgqdQvDnV4Az*BI^UvGv(=r80$w)6ke}yAB&X!CC2>W*L;vmm0iCnU1JcK@IMFVX?7U}YE$#v7l^<%>=6%s@-esj}Rh<;3{0duU z(Go3@zHH`5R~{LTU}L?`LZB~*PY#VDvMRZ{gtM%7h)IFSK!G=GNH1&MlKL+tt=Wme zeAq8`F(LqOFgH7Mr>fxjWb#g7DMBwM`bNM+~)HrAVJo_;Dvh z!+O?f?wGxXu#MAynqNjGvSW)>78iO~d4MX22+ufiGgKMJ2 zo)RU+>9OZwq9(UZC2eiQ$t9qoNQl?7s6VbCy?D~AYD3|XpzDd7a8}7z3Gx*4m9AyA zRN`MC{qeG!R-`<4c`)0h{D$&`txV^Xv0roKN@4m*^w}tCHHhYo^qhJ#hg(f=e4_~Z z`LvY%b^m&T^j>*)tyHwqr%y;f3wa=YUF5H|Sz!|RTPzz2(qBG4z82ZdX}lbE-vB+= zxG)i^OjJ%tM#)P3fObJ4WhqEMPP-`{O|XUjz%ZUQFa|ct12&Djd_lJ=Gb){U z-C$gnvd-F_4D^)Q3&*mx{*d*0^r5IOpxOb=kRHvD#ROJ?KFzYbyq#Ppq*uQyP45VaRBeL$=7tCw8uYf;C(++!7d`0Lkike=ETeBts-rxjM4Gge3PpP09d z)Tux0o|~hty``MK&YgO7PTS?zQkzuXkiJ@p`kEdRY17+!I4z=H0-p(?x0x*O_4V#e z%tMTUj+l2zfY{bV%l&Nz$~mr@AwYRCR90#Y$u2wRr;*;)PdtFlUv%f6M zutlN^tWS_$mz7aLtDpafD0up$(~G7t$iswo_)Q>DwjJqf?cx`2Tw zJA4E5BFzwgbb+M2(O=cvr*fewf*#GSQCz3s9FB#oKXXK-z>X{iB&e76&9>-Q0;MZm z)9zMp4AlU3T`odHjn;l>rEl3v>ry%V0Iw$vON1bP=+3Ernl3bKOp>M~A$VJu72!p> zsoRv7EP)=oIYk##QXNr!Y8$gBVX)6SJaRvHU6DHKXkHx@6CI%w4!u$?4e9H07>-*c zB-tJ9;kFP!I8eBfD_!(?63uSi732V05A0)qx6zT$^X|(irolZR8JD>&Wt2jwuc?4=|C{;ub=jo< zx7$8O=yzqT1by9@6uwI}du@Kr32bXFRF3Kveo=lzLYA%z?)SAUw^_|P!?vGAs$-{g z0qL?Rg8wG$ftvcMUd29Z8&b)JiRlr9HK@nA(UK3`HlNwXIl1wPW=Vo%f_g)GnO!at zU};hq^VE6c4-2^HQITPkH%Eq2{us-f=)oKFFbe?pbEHp$DM5|7;DaDNW@EClLaC8j zlX~>)WjZ!s&r1)bP(z!#SvMDqVe;{^N+&LvEvhM*V*Z0jfAx)S-as6}HPrPxkihtW z^e3_tXm1}AgV0|lF})|2QJwq#B0&!=gxQ0+zrLQ1hx_+IKP6VIw$GBKdk&U zWVkO_#GNcMta^O8#e#Tl)vLVaE)!&He3@2}{;7vT866$KxJx7&oy*EbRpqjnUMKs4 z^}}QHm1Nb$ZSI3np|#h=^weIn8CipOg^d+q&NSmEP|~rB_z2kDA;_i>b6Bhj!B#MB2{sUeZ(HRFrLC4HD3cS1 z&((~+Kzii%Z`jU=LH}~S;z!rrGEYK%MEZ9r4E+M>k6ewhIyMZiyFj7gTI>#}4)ym| z{H7L7`rGaFy1pA*Zccf(5G3^?Yc862UFb@ZCH!}GiuC1_L;-cRU+?GL`kdbw2O(YA zs;LeBO#L$}dAix?ZRER$x72tJvWT^EY${P*YD&F@q(1L*O{xr=oZy#7z%BapBK8Cv zmGzP~MZHtmKj(1_CY>lyDrpem#RmIB1sb;9B-Kj>@D1q}a z^j}{OyGfSSsb1V>8IU#JO@Z{!J2#(;?B?r!yWhU5Um{SC5hx9a9J@Cde6nR3s+nl5 zB0ZJ^920}>RrFCECn@mFx=VTkzo`Z9=JxmP_WIXvg8r-~0;NtJw|92By5P$;{V|r? z7a1$W?S1WcY-FLI5B|4sx(x4g4d`6@#8?ORrn$|mQ-$?NP|9E?oCdZK_NtgnP z%smc0yi$NCoGS%Dqwa$x&Mgni`6CvdDH9<6{^x3oy8{FxBeScTRh5+)nHj+#4GMKL zHC3;;5O-_`)-GL_qAGH$*ANK;$vFh0jxQlAWPwNHe#A)zJW}qfaU6MBk9K;oUzJ!| z$06SPNH5z`k2ht%Gmr(RKas-*S~%c$rsjK=78}x#&=Sd-(ii^91mZQrK>g(LjsoeS zLIBVC*dYDVHN)~Py+OQA5IVD3Z7PQfA?|i*kiKX+NjBN!o?%|4eygts{+*+2;+gyv zvNV;j52;g1epBg}(0^N13C~5Y#cub|saq*}o);AYZ^@zr{mV3z3_+stvii#B+;z?C zzR5NNIn2aTR?Y!*24InzrV8@006`3)cpL}b%@OC=T>XhlFNP~gEg9qtyIhtM1nD=& zARg_a?M4cEe3KEOdInW}JJ6P(xhEm{BeMFpcX8q7X~OpATNvFr$D-(QEs(cZ$l|6* zkiM?Se2q`+YkC9XOszg7DMzHk!V&Wtc4^F>OvY_l^3q@UaJzWkz1@7o!P;SkwPk?)?jln`YY!WL~w)_!U3 zyUgKun~PW0Cbasz+p1q{Z*ojzt*y)P@Dl8>ef+O!C1*QgH}>kd6H<4@2;k_{%E?~G z5;wM}k1kW9J0F3pXS0>%#?Mq+^=Hq%l00iRnlf0vGtzqpfk1c=onh(2~U*G|2TiFWI_6?(a7=iRfUD3;5xS}^)e~_$t zgZOMJlE7Buu;J0xCH;8hN#Z(k$7Lt{g3Sl(qGzvPwTBSFS;*^^u{JFYGQJMG2)h#` z-cPs0HmgI~4!n^kJp`BWdO&qPyVa6_uAR;OErQ*RwYyevO&GWXaO52Z)|@_I(L%&8 zP+gXVh8s|^=NzK$ZOghd(T>GQgypDOa6O64*SbI*ZGLUao?KEx^rA_R)ARBOv#z&D z|M>X6q*R6QU>D-$bUJvyN1mXxLdCYl#OY1Z*Ns>6azLSeWk5q1oMTBOim1IfyDuZ? zjY}5vP84%xivIE46YQ-cOQ`*3270laOq^E}c-M$MlDchIhN3BYnWpZsRs~Jk%BISr znchj&HgAfp{RhP_5ZHfP^jm8RnyDVRX-O91S9U_sl0WX5J#p$^oJ^JYpOAmAJ=SwN zIM%y0kU{v4Dx!+W%dNeR)ktNvg-u#f>i21Ooc5L9C z7A^V{Aw5nR?E3`8*+_=l2R}Qmq4<>?MERP85#gA52hBGF`5d|yQEJY_PyC4&dV?cH zU4Kt+p8dKJM;;nD$H|gHVo?`XPgTh`+PbX#<_$dN+IkQ;s)*=R`Cykqj=p0}@&@UZ z)6*&TaQtP@=B4#09Un=c!u}Q%H+IvCyo0WV{n^huV)6aHRg)+pEA%!!D)mg1jpYk@n$TrRg+XK_H z?M_FQ3=d4n*CR$N(GlLMSv9pldVoK?K{8YF6zykY&i4gU;Vry{ z{?LX*$xH%3N2q|M;m%4`L3+RA6P^|6ZOC%q@g%F5Iq)UIqo-B#Mhvo~=FgJ4lIq&v zacAuV`uR~fy}6HFqv(=><(sSAls$5=WAQE)7uR4NU%p2AIQu2ivu!ra1wiYm?hoiz z(hcC*V{f>(NROW73(~8z$@S{C!^0$yejF5GNo9_~1(5!QX~FWQ>Q28ZdN*^FQ+wzo zXkYzT&mg^F^(C=-uj)(MU)Djn`Mr!dj_LtvvB3#$bRfHpm8E_VM*tqK$DdaEdGia& zegpl(wH0|;ZF_A{0Be-4S`FO@uW~kdTbIA<=x`WGpxvEy_L{VRdCT_9o%zVi4`;#g zL6X&U>0Ahf7*|_E4ng|TIX=l*i=ZUbhJZM3?K^eiAj@S<`J;yLz`JeZ;<1&>um7_78<)pgHRAhSEvEXP ztK!e1MB}ZkM8|r4D0r}2NaRa1L+#Nhp`kMYi=OPEKzysio_uqh!=rnJ?3ooKXgb>E z>hv7#kUoP|Wa!kAo{^ZJp*O`K4@%y_#x8cL#JBZTKj(@*%NFbG^!OI)A6oI|Cx_e3 zo{Qosi2(N;IyDZA^vNnlH07Akqx!axlZ!cTT_YBgM9J`6#x@7izkczq9`4^3J)7G2 zGZtBw+tM2YDj6TDOx+K4<(ViViArTrG`lh%$WkxA^yu%!S}nNn)p`~0ecaz=efwDD z)F-HVPA3)VZV~p)ZsO%Fq zw0skqNTaSWTOPmUH;VOK@j!Y$72!S^UHY5s$a>wI^BU<3kyL2!;Yx;_Q_s2a@THyZ z(=z8fNN*_pJXZH_n>W+h);#Y((>?5R$zB{mncbLwN9`uq1`asqKzD(`T8`!%HzHLY z9ak=+iK90*AXV_oPhohgTU)7Aj^6g{@!%q3ug>Q@qDvs$oyeLOJbQa4vyNB( z0JW`m^wpaHO?Z;XI#Y($wNEI~d6mf-RxXUAhu!sBguge}S`V&7;`3C8=8xUqw z1Wun#g7h_<%FanqtOBFurhgTu-U#8FL(dvqL;lQVd+(M!entAz(tXz7IU$(aIk*1w zRK@#hxFq{+(VveAls64S{aBJ3!6JQyZl+;BWyQDQJg@9BRGb{wKyNo>MJ!(0Q<`Y$ zo%rULT^v(4*Oi~~kv|KDQ?Wb6CiKhQ$f@8E{q^!LzA#0yd|Mp-f$wMcoag!8KHEFa zgzM@jOAUwbO7w%5{5~=M^QC4?>Mxvq7RenkP1%7dwm>f?f{B;b{_^UWKNL}Wrs7}$ zreW5=5*FQk#2Zwg54=|Lp3{RGEgwIqda`j>s-duybPXtA4bi=H19|39 z*WRaVr?EZg719$=3C_Pl`q)ccUYQ#4(0kF4W~wTsI#Dd z;z3*}R*!OkI_?!$N_~)H?9h{2F-=Jmy%D^xdh?W~$K$Q8c<0sO0o6e${Vn9NHxgwt z>C@MQ^pVf$YiLq{lyO4Q@MLIqze9MCoC(gdej1;MWyoGAy#b%^&arsA)YC@$#IT$; zmt+>{Db#5!Guc-!%a)CpOIzR8RoZo7yhU#>#C;PMR`cg8nX;xnr@y|2zVCGAF>{gx zx{b2mI>SWlP@mAOc26N5kW^1%du`Q|v!RFmzkY*X;os0s+xi4$=9DRq*+fXYiK3U( zV!AA#79bXH{V3TG$4S@7FqZ9iAe-Moda=#KLST|gfLd^jwC2-<{BFpbA-N?txi;U< zrqFZw@e6Wtp@RnjdgL=o<11FhnL&EP+#?U^S#HMcfNgvtjz42-F_;tf)9`FfsfB+n zukXUQMSuEm=B#cxIl%eaaC%+Ev~Bvdsuby)l3nHsN9il|mUjEE9-BFC%O0j5kd<)A zuIqswLr-wO8ZjPUF94YKVKRNBte#}Y5C-EZ$;(T2(|61<*f3u0uziS;(F3v(RQ*Zb zx*u1*FS8=Utc6|w$4%oiL()-(p3g*mAM+$He)W^+zDG78U9r4^!ntgb7>^tS9q5Km z=JRsmf$?`AvmbQKwoie&(&s&dmAVg}i1_GAr|sR2B_aLKUl98ziQW*cCr?`}7f+cO z)Pu`h50S4dW_H6YRYpYBz({{3Q(AKpH#I-xN#x3#jke8?b6b7aVS2ctcZt4mGs@yP z*_gzcTcXv$m5qk0hE0!;uCe&(?9OqM>8@GT4EK+dR_=$r1N_0`;n2V1AMY(lzklil??)m= zcAG${p=(!h8_bLQo4FPe!Qx2LmkE($T}qMc%gvUpR%u9mnO<_iq<;k|u^~Gt1qmAH zr-7BZxzj%UIrJ=gUg*vAbENkk2acyRRZpGRLqvLd@c99y>({r~|QYI%l)} zHj9O6!eN^Bex||KRGE=ynBW~*DJ{^P)&gO%nZLCa?VcLqYkc&${Z7@NAx@#_p-J6Z z9(?-Zf~9CwmlpYlkH^D$pL6eL2J)Wg+PWldy3^_h`tE1VoYe5J*s^(s|2@ZiSOqgzxreD9-;%UZhp4UmP{1= zftLoPF~SS3o1a6xX=qQxbFlb3ahTOJNX}YfgXV(BB|>6b9EamfoXu3{e0Y11{ox_@ zwdkkI6mzN%2wKLReky9(hw(P2YCjG7D3f4-(v+))#UMT0vlBNe^Xy~WUzy&VH#JZ6 zhFuBBU2A6?c$Xj98%<7h z7y)3c-f}KSviBu*8)bE=?H^2oxr6o+ zS#Q7Jbb$JkLxGw#$FUA&xkqYNd){k)lk@ry)qH2MUe^VaRfF?r7pX+0W~k9Xrh+~E zP2U2&J=vx%f9HCQH*=}r2ve)j8s*@QVw)?Z`09Dks?V>9Q0)2N2X4H$iH86cy!AJBadrOu0k!41Meik;E6}Si`J3*|-Ts z7}BZ`N|o%rwR7v9bEm(g4;`J0z5JM7Dd+g{Bj{Sg>>-os0qhyF=D3*BmZ&K+# zXrA?W{P#}07XH_@Z?WH_K0TGceTmrJ#~TBvSTc;P6K^QJih%tzBO9Bk`-~cY__li! zW%obo-b^4j_fs!Uw(u2lNS`yO*G4_M^t3pYTz#ZBw{|!j9mwL!+%&!n%f0Uv{rwmI zA1kC+#}{)CBikG1DpxDZ=I+e~=}YNVTGhc?WJ9(a$=RDvSqlWYn|1UrA7$TlAlaKt z*IhZM$6RL_DcfxB(q7l{<%aR9V2k68Y1Pr2rClYh>L~WEE*~c%p&(fQ(=H03>+?ep zJpHi$|1$CIr2fa%rWe}~!+bbqcX@Bo-=k})01CurO|x%xq2hY}*6S$Ju&+K zZ-EH`U1GQB!Y#{jD62d<8l*3!Wl5tcOLngkU=y?7z?H2L4APHNkxj3Vj+^86B-2Cs zgS+od7xcM?Tw0d05XVTrYTd~4<~SC6IPX)1Re*p>ifg9yuIi~@M0$&D|M5(L>1%5# zv53mjWWVM$qBGa#W%QbB0`<~m$p)EV3r^JFLh1@LB8~to70PJL%0KjIzJ}4C%q??@!vPIZ&iJn)dY=g3XV%u$U)U3>dM^2IF~hme(v73#qhbDUK|Cx=l8eU)AH=EuSg#v<=Ox{ zSCc!)dg=&IC4qV!*<*3TFmwSROp=vPagjQpr>gJtmXW_LyyMx^8t5{G=BU2^Yx%lq z|AO>bidVP%mv6w+gdSy_`*J7%FZ>l~pg?B&wG161|F7YYzO7$|FBHf~SWo^r{EDA09 zBbk7ZZ!35k*F1J55_6j~7rWm{I!Vpnf6-q)nJ*f?-oY~JkEK#G2Qh;;NZ)QN9?#O- zrAjwIFQi0Eo`S=qSy^(;n=>puL{FNk0Q0(Ox6?FsD>NV!PyJ<;*NJSpYG7`AmN249 zJnP@WOWxjIbxdK~_I3Wm z`nmLjF!ZI)f!Huuk(+FD;fMF~zWDy}r$v98NL+lDES8=*{YX(HM@D*T4U)Z#DC#*M zCOA^-mGgMa!6Hly!yo(N(<3qu*91O&U-ZvD-sAKv<7NyMGXx<0OY_EiRKdzbS znqRl+3p>$*XHMq9@hJ0Vy^FsxttG!@_q=-Xs_Z9%^NWVRZToj*YvcCZ2VR=;vUQ{t zZ{2BGSgw}sZ@T{GJG%eLaGL4OjdrKb{E6_wNRTWcJ&1(nPEgT{d6k4oaG)5nCTX5P z3+1bs!HE$buhO^A5R_`WY=ge;je2ydvP^ilDj~Vq-ou4}$vndC$%(_;7ckBUnQl>-I|2Wy(fZh{M?pj#BVMV9c;z!d*ZUN5a0Z}`NwY542 zo(%>aXai0l+x6fz-&OYK^yYSfkx(cB0H}JNPBGG_h2~G-Dq!WJOIbT#W6e*xLVYnj zhha!359v?Rv%whQ^!Rp#WQuo;+oB8B4ssSETw$kXUI^&T-c-G4XNJOK#msK5{<)Hj zM)AiqTce>)1VjD0>aVMFq`Aan2_M=LnDlia%Re)dO^oL)@*=0dhU=Ap*P>5WhlcBR z&ldD_rRY7g-&%6HWE8$>n8nS;Inh@3v>x?pHcFD=p+8a|OI zYoIJ)IZct0mYX+*)6=ywdF=hPJbp44N747U7o_J+##kZrKt9B#=qovSZXVii^p3K} zs|{Gt`XlSP+$9VU(1Y7>3$8;iXdmg1$Hb+jZ+30BPT`yTK*~M=y0rKbzY_#v-JTck zkzTy8z4_MaG#pZ*lchM68pH;!8SHZGW~gq%UL@16?=PZr@RSa;N$ph54_?CH8-R>% zPhy(%@Y(Fbw}^Ganr|PtPF}h`OE<0^etMC)#fk4xA6h3W@xckQc=~gs2h3k4-iC~# zTc&1~rh4P+F_oHUej|$+c8~6Q4Qcu9N`|~qG(D%bPgWA*)8i*!8PTykm;b z9EJ|M7M9H=n2QNg&NaWCPPxR%7YiQm!2{&na{CR^)AC-Z4&|Hx3KEJ+y7kkoH}7_K zK|(mJ(xQtqz##=$g5+@9@s!dR>O;~rD)f`BdHw}y_D>$pQ)!`U;of_$-D2N>qK~ux7Si9sySQ(dnm6>u4yOd^>)N??3cay!*%i5l5jPX8Ro zJjw3+WbgC~PQNXB=6E-9NtBG2E0`YbO?lwnScRk$i{-lokGd;tQIR^i=2eug)5b%` zJMeVfr2GAT_!=IM`%74&2))WzlMX&NH0|u_nr!^(&p~vg+|)!PoL?Te{iG|`LHZ;v zrzbE^ccP2xz;1-3-Z@}FDObKS^CExOILx^K3!O>TyoCaGvv^f++c&Q*nX5-| z_SS84PkNAZQzvz0pF3y2HPWBe-zW8JzFe1mv9jeM<0}8UL2S~LRaHV>n&ie6AU9yO zCSu<2>;iWj0)B&`<}L3T`g;Sa)FdWfaJ>ygp^6<|B3T#9RvykE(nS?7>ag^y5!p!= z+)pnnj@_MFKZD=&gufM$+{>T0ET3-OkL*POU)XDFUvmtBNCkxW! zHY<`d>XJG^L+TokSB}S|)53LUK}!EznsUu^JV)Wnov$x4gkvbT%XdJJ#_`%;Ht{JE z;vDWci9_-k($2SDo!M$RuDAa+_E)wh{^5A5RU7Ca&XN{I3)%NurXWxA<~Cl9{QtJ2{C8E#1^<)sDQ1oAKd#-6Fj*BKZvx=CIim zhx;hh$8=8fkRC;fAgcH5rd%1Yt@hV!FKH9E}_C2e{ z=;N0Q8KfByJ8y%{=#fOsf2i%b8hUvvSxR&sTK{?kUTtcB@9wjidZE#vGPjuI1NYsa z@Sh_6U6I}#bQtMd?8rvJ(Kb0O)aUAThgUp`$OQPx`$LNK(;pQ5NsHdRO_7Fc$lNZn zr$Q`P#L+O+&NjbmL_%O{-cQG}cJojh6Wpe}B$b+DFk2}!?qo3ABbBr)-8KprZ<_d{ zA)IA5ip}I@bIN`K{>nw_^k~thPY+uFh_jQTNZ0hHR-0gmpp@J=+27Tz(wpk$X=od- za(^=Rz`WnLPMD~9baq}&jr!%yXx>UspY`k#m$3wwtS|qdsgoUdd8W7V?01hsOkaEcgD*^>ioqPnI13Qw5x*Ad37fyiGSv{4DY*zf8wL> za+2b=PJ7Z0S~H-%6?k`MnCa>@HI1e3BJ& z42|3)fjZf@L4CzHNArAIbEN$PQcv`T;>Y2RlEi*CYGjA_5IzJ^Ma-nutq;G6)3M~T zE*b%P2l<7i^TKRw)tf?B0;vaClGNvd^sCN`XYG1@WjJf9!wc$?)LCdo2Lt`OeRCwg z5v*Tr=}j%guQ}bha~(gfCY6Wij)}7Q9(wgIp}W!LDF}S$Qh&-dV0eAv$?@%n9paz; zrDY0Bl-aT7v73X)mEui;&^bcb@_)WEf9dTL?90iQeN~so!x4Y~B6z&>^_k}RaG)N!CVbPG&ojb}(D(;mV1XuPfgdJTqJ%RN1C-p4<JwM>fw!d^hjBogEv4OcBBZBk7rB^hQPoYo-})n;sI_*d>pV{1X|vxk9NT=f zt;^`_C06Z?s5oXdwH~rUaJ=QIm59JV{Ta80btZ~%o6_U-%AnSVVOq5N#FIDQ%Kx*c z*z@5^oL-!c0r&Wk|05btBINs%61C-rSEN72=pP)T_zbu7D@}g6$IS}7BZV(Tkp$ag zx^0g~mN6n_`^eA`Ra8LaW^F2L+4Y5jceH0Q< zTiCz?Abq^nA()!K(vdrVDS6jmE!2l|kLJ$Y3u$P{tm%SE<2 zcd2{2H9sv4zsnzzhc*^4HtS<+{c}M0hM0D03iS2LHlghQ0Us%;{rj5mXqWON zCtn@|NRv}Lm_+FHj_|N9pE4tMdKXd0@ht6|2L53})!$+iy&!$u!vo|g-J2*ZSmjPOK@f0?H~{q2)10e#=Y$)6gaTJ@5im)f?Wc})Wz$a3KVd8Dw zoN|s6F%jn6Y&8F)II(*^_9{P$krqndT+||iKZ|UP^*)pOI^3Vj-b1Y1*2X-xIkY(P zzqpAm>!eQ`?$7LBWz(yoN7mF7W|4+MM(9N`(wAjLNI#- zEFCZMfxh$9AWdVZQ!2T)Q&sAmNJMtRXf4}^{!SJPFonlcH-?L!+NM)?fiFipjnsV9WJ0Zw1oHH|{YDzHQY$n}OHk<)aTC2RnYW z_>-~IcOzf9I_SJ`_&80mLHAo0%LdlvLbk<>^ycjeNACaCj!;??Yuc7FkbFi_n#C@FJi3jww?@_!VH>G5_I#b%C zCvCKuFs-kRXd~?N@s5m_PUw9wIA2#cdC0SdySb@g)nWJ2jnVp-P1g{ zC={I$Gd+sAPak+~dJ^8`dq_{kPj}nqWhHENmIw~!%-YRQQ=74*fzwy{OOYO|W?kSf z4HlMB$~8jnG)YwqO&(>HgfF=(jr*2thO+alVp)EYEM^IJrbieAFZ;3xBDm}{eeP}m zcG}(m?wi^0X{Cs8aDOp9Y5on!P#`kC0|6^+piZ1ad(y}6Z$-H(y#%aqg2a@aI z{*If;^}($m+yhocFY(g{rYD(;B7x#84l6DnPBo)U^xXFfql0-uHoP#ICZsp)@AvIw z73q`c%#npfg?$1(r75Q`aAyg^bkr3RI(5zr_cMvJiQ>$2xAlQydLy&j&2M{1KP%Fg z8iuU{E~?*32u|t_q}sP+Qol+nBugA_8p(yD{U7KM&YoF!U|-JRGZ*?XojBFP-$dk3jeS7b>UA^l^Z+m@WlI3wZ+&bh)ys!SYm4Kx;qD)SHYrb z|JH~<^lE^>r5%K4t$Q1J!Yfh!Vz{9_z4-6#kGrVmsTulG`6oRDI02`XL>o@O^zb7z zoFRG<5Ptuvb9>TKdaf2p`XaQ)$w>acbnugQ$ZLkayEd^QQE=^n9$!cM>H?Wp7@z z;9vBeG=OLpo#9UTf8G~89l{=~s8v5Z!igo;?PjwyMZH+;&s{FlM(T`F+mm}y+;6(S|2CyFgl^_?_;}tTPT`HH z#Xe$|U0d@V zYvCXMIq>w*3jq;=85}(*9*v708+54zCx^st3XcMMkLnwfKXC#%3*QeY$ow_f+0b*f`ZUI7$03TzlShT;!d5tSXwlK^i>- zu-yTx@8@mvW~LRMPKw@ZRQfs|`xCw<_SUmf$^aTHE8>1-Uf4!`oUm1;*Ru?9d)pv= z$@$#1c5hH`xvyi+?Q%*=n_f{lmgbe1`cMo|u`>IAb`|ha^}6&Y48X<=(*viqbQ(sS zwGw#T^0-E?yF3Pg5+{f?BO`Axw(G;bN*v#Iai2TVYi5H53KH~(d)^NCilHn|_ac)< znywVTp45HdpP#Fv3>Ezieo7%XvZ^e(upPoMj$?05;2C)GD)k`u(&gFMJFD*Ira&1Q zpf|%X-T#c<^c2NRDZK+Mzcq~XsPqP;-b4D%DlBci6OdEkD}5o1SDnr*wg+7B^J|~J z(+#XzIeluYmVY|%fB4tu_P%EgYQTU*C8t=)p)B&1kY5=AardS$-qk_YZa+!Q-`D#eCtLUQCuU$!HVo$7g_yqN1%%pN z=jICl`>dOaK5L0Xy0{0i^KhT=gtnE#0chk^KtFtwY)393e61uZbe`_hU6e&a_&dh= z)sf&}4(RbE2GZZ9HG5G`Kees7tDVz3L%nSiYoD0=wIW)0wmmXT2yNWknIxV`vD&%B4VIJMia(x&Dt<69~FrSr^5={L0E!8kTN zyIL92cxi5|(s5j`_?=5H8! z16(!#ah|~r(mx#8eOLt;hg*sCQRt2Nj8la|0I6pLamNa_UI_TfxSJC<$;zUSP`d_> zv3l#}SVrM4@4>S6W&QY7oTGOIgk*^6wj8al4upStcCP9V(=E&*y7RCkV@hsfd^3(P z>yCr8L_fe(j@=hb#L$=N4d8t+MUN0!AbmAY#qbAu`i1izWyS-`_aP5X~4 zr`RF=to)|yxL#*5DWjumx3Np;SdljK-N2J(T24=&zyZDR_Ow{neJ!<48Nkxd;DXHy ze+Q&4t#Ck30;%UA9vwX!qZkv}t@%eupTkFbN9a>MC-CvY?x&bP+Kp38)x|f;^+EQu z<@cwP6+7CWtA0J_RQqv&fGpv3ufifd&4EebBLPOKAU!P{nLoxAKV5ilg~~X(SuEdc z(~}g8{xN@i`f<_wHb1I(@XB8t-q7SRKOQFP4fWDQYr0QjL zN?Nkw<(N_Cl(|}RbZ^W_*3cqz23`IT=~dz}5GU@lgzXQHNuh6bUM2q;Y@2>oEj<^z z0<{#pbmTkf&uD{_XnkjeI^9}h*{R)AVUa%F9A*8-P{?VQx1{(_$t6?sIVe?n#HE?a zz>;QLXXjD3^7G?qRH=$$?bB~kKy`Ug)>F*6GcD_8Zd+b@1)>Jq?#=0?o9z+Q1>1 zf<42|oj1Pf)(uOXW94tjeJx$lRV_xf1YeUKA{+T?{iBw>CvI-&?iAA-oQvE}aClx7 zeJzRSA{DJ`!A~FPwdD1nz%Nlbj@|skx*t0lnXmBIve&+O_?Gr3yT!c{bLEtNGCnKv zD=%g?Kq}PQB#vXM`eVYLgSjZT<)X(3sHb!%I&WU^vkMuzQvFlOvlGwdvb)1Fh3CV6 z_dzKSw833vykkp9Z;lV{@QjsUrs-3OPWd${8uNP05@hB)MUMpaarKlT2M)DB`U*Gw zKiMH6q!$58MU~W>^9g3NAv*J-vMkcf&;&r_((_OBL`yZS4NWd~g?S70vnR6T z`-IyU)OO&jB|*Lhd$*rum2EZO>SfARXun?d^f9G%+D<(Yh)oNmF73ut&EoD?oab8% zlN)^IvhK!to+e=tcu)U&KakaxCdGHzV^U2Tar$u@O(8^4I*3EAxZARW^4TK2y=c`r z1ADfHHkiVvGPg(%JNXzLu;FErhUalZw`xRHwQ~@jP&Ku=H^>U z3`cw{q&qCF48^|o8Bg?{<3OmtAVs#VzRin$zal&J1BIt2SwTo|K4U^jdr^|=iZ{s~ zwdQSuMrxRmnw130EGnF?Q)|{vTAR(wJa+cnMjLKcm3Gn3>!_6edulLV`jXY|qKd42 z)Oybl8e$!wL}sZP-D46Z8vz0_np#@)wU6{}>?vns`l|Bn85>YFYxB&wpI>dU}o{EqXUC#$A!M#fHfdjWOSac`2;N05P{j zqktvp*HHOB>CHj*Zce}B_$Pbeq(kV*Ylp(ifE2JDGDih8ux*Qk@T9f^VMbD^F~?DNTNAWRjACY9{}~&km+2y4e_u~&d=&x@ZM4uuia@`3;y0)>Yd#;hEURX& z?Io;Ji7PyIBJn=45f@Y?)V7%b^%78Wp&m{ThLbUSzo6`+n|Iul1s2koO`c=1R_LD; zz2w31Vpn{)ZTm*NHp!g6?vwM`Abn}R|G5$8VwpwqYcJ9btUcv~`d^6J8~-R3g%oFb zkLDPV-khRgNR&lU#%+yM+k%Ba(eg!d4Dv;4V{N}GEY+e6yCEGX;n?FIU^9y8OGT~IZa%IHb=?A?sKqPO(>T>#bhMNh@95pO$1?~oq!hC-*x?sS@M z8;|tiK-@G%{DM4MgY=Lf7&boM|ETCsMCvObJ<|HpywA|M&*GkuK6h-^GcuS(a$r@K zB05{<75=;aeb=Z=VYdBzAvpY(WCz6|{c6BoZ;{@eZe4Mb)`zB&RPkCULUBZmPl>U| zwGrj^exidOxr&-X{Q@1#zt;WOb>s6%>#6AdQPJZG&rK!`Zp#u7J%x^OM z#4~r4`IM}U2cfw1(_De>kjNqFiQTZd6sjN3C+j(&|JA0;I*2ndC zi=H;Fsf=iI_qFIRI+2}9B*KOiI@K+w|Im&`t`LYj`crqjmS;|@f)yU~Z&LaP?;4TL zfdByj07*naRD7AD&xaJnV30oV(?opek{ctvt_)IG&Spi{=Qk*O+k2FPw^hzRSVy!@ zdp{`oMf_VkPh%;YARf{yTlb1n+&OCRL5>V^1=w!A?2r&8j*@k56lIXFrm?m3ZS*rk zC(WE9^_k5}v|HA;UB}Da7pk-ST7~}fkbd&|I2K}0?9O4{7uX$*6PB^eml!JZ;*^Cy zp@hy-(dvHpmT zNCpc}ihtWFdWZB?*-K=2W9r(@r<~5VD9t4)o`uhe&a^mxPQUGB>DJRy9Au-U%KJ)( z3t7+ieeO??Tea<2N|&B7ed#)HKDEr-hw}BA`}mEgKc1b{lN(OuD;>gG5u@DJ{hENC zr28W7#IJaDs}$z1hL+s4GH?R3(Tl&9!nvF7f(8|*e(%){ebZ`Zz{4;K&Pb@K4sUmt=Kr5b21rB zH8PGgXQ7v%KrKuE)=|n)fu(+Yj48+&*0pYwGp%X;h_gwbY0Y0GX7E*n_?-L?-B*!R z@EKk@^L1OiFkcmMdULcZa$_!(HQI}F8b*^q&ElIn32AFEdRmlcWc0VE;7S=kP*V; zIY3?fC#E-8T;q}K)ts`k6n&e-oT4gTNG@uZvyl3B2Hd9S-n&=s(z>)Q%&v3M$b$5p zL})so?_`N&R*_|)ZN_v9^o;G6+)K@u&Sjw{`3@=hZ38FeA|=~2BK61U=!NBx#q1jC zc|gTy1s+ZvUD2mL(y#apkiK_b#n#~CzBN5)+x5ZrsSAUWKLu0I<`dj+F!$cd{On7+ zS-eef6;jXns=hKPFA5p3W*M2@3#W%8_(c|%bUf>EdK(66kv^nwsL+=!{3g<86{?6x z2-x=y(kEyjq3El6AYj2u-aU9ITdr1l>Jk~?ls$2x9h}pXr1*be)Q#?$xxb+r!YkX+ zV-t~|Y7ca;?O2REmQuaSa++1wW+ryttvQa9qjkD$)!6Wi-#uBtQ zd~9Xz?vS`)Mq~HVOF7AkEIVa2up)ivnajgL#&LRW1!>KT^oEe$>uaXmCD}$cr+0Iv znZiuR`uBGxlOxLzR}YO`!+#6u4$Kj4o~r@9P;-zi3Tt4MYN!fqtIk&<^`gFYNG}~6 z!gI{0rVH^2?$Gm0)|EUpZ=P;ue4~WPOSnS%;CBzQSxW)8^cbe$JER|{dLX37xzW59 z9@5K*uxNCz67~|y{qgwUXy82mq{->9j*?7{U}wld$zGgPRL?u+Mt;0X|r`tbmcKyklZeTa@| zw(2pRp)fAdP2+N`l9zjTh^&mueHHmCkY9^ZB%EMAn;^E}pe z8NE)82xqz2X(fv`h*$fGQuP{Up-7+8I$$c9Y!Ugnxz(v-lx+MDRB%@6I4)lSeX$zL zx*@4K$}U|SGt`@RIAg=sjfu8-!K+TM1nuK%!IN1YkiG!Y8-RznWW-^CJ6inmuoVa; zC5E)+PQGVnbE_spL#=u4)ku#L1x8v*rS?+uu#e$~kMy!r^53cXLohZCjBG}D+?&Tf z(qHJRBWW?ZH<+Z)CmdyM8(Mp4+-tN?^5Z10?4Pvh7eV?c;1CQ`^LV8{KfBMWD#d%7 ze6PjRZ?+wGdxBjYsb7TDlMc;x@paKk*U2r?JI~@-9YAs?5wiju>Z4F*Ph-22yop%8 zcm>iQaTzYP?Sg8;!!fW;OPF8>p%!%M?Z#@Go<7mP_kmslB<$)|HqOuG#t9^Sh~4Go z-j2^j^AV&~H5jC~*;1^y;bP~sDD&sY{uwV#OS+H&{khc2{yjGcn5{_y^i|h83)LG? z!-i*6J^x4-fyTaFJmX|LkQGk9yEhyB9>F<|Gu1m)zN!5kq>pczJ;)k*b39VB1fBZ1 zu`|X}R;?B3@6@|IY0>`)(qkfvBWrjz0LY4Hh!H-^?(?%MB*iLr&FHDz zB|FWwa&$hsvO^H0@0{(;iqnhNlN#5EzJObiI8N8h-S?xMbslTQ2;8V=mKGaY5PJF$ zXaUppQY=q^OC3}Z(x6n~_$0K};0ehe34Q=bMuW=l70ABcQdKJ8;6=ufMS|RkD3szfC!;xocTU_ojBb0YQ39WCL$j?vP$j0o?5rRX)D*zuj5a#ZJgz z*4t5!QUmMl`EY?aH#k5|J{WSc@=WdS=w{5mre4!9nc&cH3Qq!m1`?cMK%@RERo{Iy zZ#4P$938oR9>lCQzLH2qM+Fxm^V5YyW;o9ZpGVF6NN<<@zC-$u929;B>79MR8>G)7 zD>$nw5}ct~0nM3*^tB{4b(|Wf*ltKY@xnhvddTU+V{nG+Eu>RL{rOpb&0SS7(hK}* zoy}?hLOKLuG)ia|;r5HCLC|HXPP#poAVHG3*^wg zvaN<`ye|?Ht9IBYin)GJ_RVRgs|!e9R#jV6#huaz67_*lb{3EmK9AS}GO>o+p;Z@T zH#?U?(}sE_U^Z0pT=P`$syA~_^7h6^;Wz2cYI|-E>3Ki~uAxW|I@5IKb!Z%`=YXoqYU7Wkp3EnrUE`cQDk4{QO}Jto7btQ3hC{(RJS;Bap!S--iqb5 zSmimsy_x6gr?!6X5|dm^na35jMWY?cjZAqRXXCGUwx{Fa9AN~9EIU16UCp{0p zWKe~#oLiiCcO%(DA0fAmREq z7*B9N6Pv`~t}4gT(4kLg>~mR4U&YvxZxcn7(0XTbJ%_ISexWT{v@0)m^;?7LLpP6Q z#o68UnVz?I_94H+Z;l%%+CzFLEygnB^+?S!ZQm62>VDpBivB^8)Q>;v-rQ+LHaeTb z|M?8{RaJb|<)?X+pT(CCY=W)23tEr z8q7PPeA9e+h21!D|3;`^@=>;My38~e;ik7F8`z@vIy1FB&x(wJp`JC@2I%qq)E?3o zxo0z&M26IJwx!{%!P zR$SPkmnva^o+t<3yRJzL-*7MeSjJEp4r{z54qiio8bAGK#cei7@5vCtL-5B%-*s3F ze?|J9ue$-8A$*W6LFzx$-p^X0mRqDh5x@U9{Ymr2e7kVTMaf^!EIBlE-n`ic=&Mo! z|K1_Jv?v+FbREQwqPTCvNI!SZ8Nng_>|1ru4n{rSVt0_GBCprU%`WZD^V6x>POw}z zT6AMDj#oX)^P1DE>PGuFY^>kbLTA>sJ9g(Qj9z|H-Y8mU86JD)d(XQB>HIy>Nq& zoDa0(Y}LCsh*zY?31D*V%kyur`smk4-|M>I&{9tFv0x6pd@SMvY!y|&|7`~7$Dg%s z%-@9n2+9BnwOAM};CWD(itj$FnoUStpeofI8+xd>8Fkqi>7DFso;90imIZO!z+pDe zt@>pJ^>#(pbC%JwEc+mXw{%;#?;U<4R^iqr%Y_xvK{i-rMPH+JJF+gB&(|t(Ghg(J zZ*{7jTVG5T>ftMDPO>p0eVFAiufY;#%POPR0NPzcwt)0f_5}G{@$~igeFG?T>`?=g>!bIl5ld+a~13jb%3)b+rb1ujsk8Z~htqJ{to5 zDZP0`dR~%U6zQX*tYQBbk^0(`jGMyib{xRp)b!&ASl`Q((!6x$RzK8VwRw|2&AX32 zz1vJLb<)35m@V_-(-e>Eiyc&BlS;akVeyvJtGAWtWyGc1uF7iS@*azy)k4`PIEAl7 z&b>TlQ}w}$)7!&xp_E2vBI0Gq9Iw>xS{Y96M^Pn+iik6Vmq?chf-~`qZl0>F8sP!l zEze?@p54k0fma0y>6zaE_P(f zS`VZTDT_Q#GDGRh!61G8S+$>K=e%eNyEi2xR?BU~(V+9hl@ixrja{WXBORR0itKEW z-U{kq!xdh{@TT{Wp5n>jg+Q|?ZQHPR^5P*qcPv*(uO2zPQmz6Vcpm?_>VJat zQKCpc5YkJN4xlbZu9RWZ>>~YJoPYe}@^~h^OcVqWb?F7^KZ~JkJYNo)f7%Mx#{8_* zTuka6sh>4aTm|(GqgjX3twR}R3fnAK>)cLai~_9vy4GD3*+lQWNkD0*Q>#@c!FuWV z5eb1ASz?F2Wl`H@!IJBr#g=qA`0J3h=Raa&Nhmzll+TS;nu7aENNFwxL)9k&iHBwM zoc0G~lEW92g362a(|az~inj4P<`Nl?%H=5n#}0+0FM zr{{Vi`-B|rCf;bogVg7q3}AnV^#6J(`h6J!r6-RiBfS*;37RumXizEP50Uik0n!&J`7ij0ea+nUmenQOzHt(>*-e*bUq;U>fj*}f_ttJFhQxVUx*4i? z-=s=#^k!Ext1h*L)Tm4Trsg*bwQh?f3XhiFMA#x=uVW!YvW``1>(bV|7CnD=wN=(z z)fu`s@i7{oPfE`-NN4g96<0u<(qJ6k<`;!i)D7f!Kl*P0f+cgC?L+iGNrOwic z!x`OJ(5XC77+Xv~fegX0o0ua$T+L^e(u-d5vO30MX=)A0z#b+L$N9Zzzlx_D(4EmMk_5(ifuQ zswL9adUrIA(0AN{USv+Y*e&q6aXL(&gwNmf>D9qi^F*BM6J7S~{XI7}!TF^{FSjN= z$kwjUVhx{;7OarS5G9p%=S%CcAnhCN)DxSbS(<9;nmwdPTt-;k@6Qb4j1= zK^CWZZ#ulMqwo-z{pVXAqHa06Yyj^gWt#F^yi!w(w2diXp zX7;mx0(K+W(jl`%X}bB8PNW;RtlMdL`Rq7;Va*UqXYkEQ%+#_}LM(Oyl{J0UiB!!P zuR~deeHM={V#elc&Rn)3a>DQ3bi-8@{eK@1+m`{jf0-{vqGGoGAgLLTV|i&xBUwLi zNtK4u8#;uOEO&pprnPI~M~RancOqEe9BFMEu{QV;qa!$(hxDQI;trjxnAQcA)N2eJ z1HCh(zl4t9gnxqc?LN}?WM*lR{-{U~aSd}w*?TU3%;`@*{UhcmYi|0c3PN3fuEbPn zb|jjQ6grjSTRoflQJ>wFy)~|vM&&GGgmwMT^9Jc>O=YMh6R;5Spfz8pw%M)fcG?K? zjbY11@~)g6EE}fr?o=E{7OFz5%;K(Adyy}t7(R)xRqhv!Yz#2L@g`KcL;A=-aCCnz zi2OcBcIx!_;Ii+-sG2$#!T`J%y$yquApQJFxh4fs_^O4t7)#=`K&+<{igF90TTeSw zYE^KglOZ8}Ye~JeuDp2?d1o+Ba(c;`dOlsKXL$4b{Ws6y`)6&-A8>lofwJ*UZ7%Vv zX5Dm5Z_2_`-~6oTe~?`Mv8WBmEex;n?EQi`=Ty;tc?=e7MCkJO8?zbvJ&X^og%g z8PH*?ejvtbTY-M_q?0X>*=Z}at+8m~3(|L;6(e+BR28R?blS>bw{H7|>`I=7$vS%u zs^_L&=X%at6@sX5grw{Gq10!bc#)ds@KlVIY>$*SAY7=8^>Ni>EHCuZd8ODu{gI=@ zkHN)2<_%==;pQY<)6YJc#+g+&i`aCl0_Q_04*tRnwOPYr8z_ql1BCOlHP2`?r(1z~ za+MiORbv7iMyeT2(6StX^rO;oM{sVNc`WEW;XCnq(w&h(4-t`zZQ*-RA28JaJqKAb z5SJ(tAboTcr2j9Vgtt0T|HeVqj%&Zic|OaU>-Wk?Zxfg(51^B?Y~i`LHj1q?GkV2* z>14|EReF{l(yvW08^3*H)2d3(qe)J);s(NtBP6SDYR~Rlcg~$$pL7VNQzG!^5bK-B zky2BsaXMDDSLth{SJqRq($~)4nio=kqzH3#EhEF*!EXrZZ7ow}Kc~-*1(xjeMBHaN z@j&H+?+obP;M82pI=(quVRve-u{mg-MORS#^D!hdU{mu|4)bLZ7$ymt+0Ao(mX$0Ws(E4b6szn=z4b--0k2P2se9O*dNId`-k+ya?TD4^fH*xN{fVl+ z@Ql2EtLRVf_hWsZGaUWTLF9S!8WLQ14H0eMbh_`?tTsp%hVG_Q?$R}i^sDr>*^Q<; ze`T)Ilc=6$QrS4Mv7Sf-7_8SK3gYz|3b6!bxDnvBa zl(LXos|rEQ%~WvHscGxnIoH3r+bu}u|Lg9}vdAr^bg@&p@A*{M5-_th$rneRRfcWN zn)=$BfaGpAMePn7I2DyMI<)E|#U}xW^redOI~Rnw&@H8YMSAL4UXKwV^la!2&02}M zNCWxgDa}M8NJNKEvv!YU7RW(pW+hv)=Fu9YZ)qIN@e)+1)xFJ0f^#JkpAaSllZW)^ zu?xa_#QdUO#nh>%Ry~_Of!9ALU7=-`KfToaSzT~~;63E0tB}dEJly$+%-b!3^sp9N z2GZ;gO9IbzLD%9Ma3Nu#uT8pB+1|S>ye@vo`?^A6ca) zOPk(S{6mr65u8#Hbmer`$VStf)e(D;EfwkYGub^Xs(R$1%MwOlYUgw5Mo}LKkrAZ# zOh8Cfysmo3Z&I&Kk38FJ$WTv6uWx`1T|YEXo<7Y(JP;m?^xV{k%CatomeM-YETy=O zfvSFh7^?gHB%z8qfMfG;n4dYyoxQs;oytZ+dUKv-sFx(Q^`^HoyjdYVdm@nb#-&H$ z+Q3lPZe977Am_t7k$t*8XN?CsL7uoH%D14Khx9GBNK)I0?*6N@Gg)T!zf<(@nm8wq z^V8e%LT&{96krtn=l_hHRvzuFI8B#0Ci~R>@YT_L0Zc7x9HE(;C zys1s8V1W7?A^pjT$+(5{!Ai3S%{TZXTKMdU0PL4=3K}h-=JB|xT1n8fv&k1kNKE$rf zo`Y}9>r?;zG&kPE-8UJN;{-XlO1vPY7`Y%nJ~-7*boIAzdiUGJ?xD6!dMj%pR4lX` zu0Atf%{zNm+k*6ve&t0!zes^+Zz){L-Z6jG-;kk2vI<-%rJz^qEVJ5*_-W-Uq*rlq z&KgBEdpai9e~nGYOFGh~k%})}1BZ~_-*{P8O-oh72)nro)Sp*KukXU+L*f|N;7JG& zi;4;GX>+PI-@w3q)(q_%Q^I&*>)D)Y%dzWf!2ZacvuBFX}rCpUZ2U%J&VY~Y0({ge6blw~*4|u2K4Z{i2)uMh|AC|4DBqc=1aEgllm~L<5 ze>2j1Eu53C+)nI_;K98k4d&He3xfsLI}ORS@_C=_Xo#$HVrn#}$`2!O#(viF$;K1s z&OqB6O0O=W`NjOcQ4i2^wUa{hCbS3H1lV$K=Al-%8_ge)Nvu_&dF-ZJ*6kZlZ>G*1 zS!HbAG`ccI^Wy1^7Ta+uOTpCr106OKcA31Yix8rvkB;?Pik zkM!z7bXa!Qvn|piRnxp1F5bqqHPp)P<8OPM7ABhN=qmA=ey9uz*B^~pUg2b3E=ZO$ zlsymcl^K)uLGaJ84~z9SK)H6CAB9!BtH;^vx%fqT!%*);4Qc^`mSwC4XV)M~0wg*$ zrA9u~w(Kp^a|5U8ysGCbthOG1BBwtJtv?3Qbbt1jhfG;dzUuYkG~2Vxi5rzCks*+2 zG5+w}l>FM|X+}t2j$ad`2%}*)#aI}uZ$51{V{ACBi}jShgp3lHv_r^RG-n98xu<2U_D#M82m1{lifDXd*y4S zQy>~RP$x*AURstyZ^B4HK5*R|bZ%IO;32&McrI^h(IZge>H7J8)l5sQW^4h2G*8Kv{xmYeBBK7h09I+ht z5ML>~uWf9Ak3=%)3YGnT<1sRhdamoWwIm!sh~ESR_2$<75OKGhVp)QN<_sTbICX?o zW^#fRA;K&Jjv6n(R8{rR)>ZRK%lgAm)eV1rzQ-=4%E6@KZOb=EUwYt!JK_$~KPyH0!Jx#@huOSvjx*m$c%!$s{9%qUh<-IkCtVod{R692RYds21sU@>K5j z>DOg%k=}N1xMj&Rd&KiatYuZ36ZI)}D^#Ugxw@oh5tKUSqzG|MBGg^L^2bU1bWbNy z;5`(Od$SYSm(l{hDe!b?VTVxBvlz|GN1CYGWlmN)y5-wV97jIV zQ`1ru!8^?xa(be6 zkH<`*40BVE?8f|8Vz;3z4APGV_tR8;b#wKk^*mh}>FH!RO3(7Vt@;aJ5Oj>aTkMu4 zD&)v2!6y}h$Kx-)22IvU-a!4aw1gfnRG;i}`d%Z$&3$PwUzga;hdlw|wrJV$-^S?g zni@d9y6}Zv92H;wav>eeR01@E79vKy<`j;gUec~P?5ZA^Kd zl)EfT{_3?d`ubb-O=){wc5O=QLj`As>RyvX`HSyO&$M1+f9QZqPks?=akoX{*Sr{= zap{GZ>drQ!O6VV!=R8i&Vf3a^V)%5jqO(P9_AA4@D#L9mc}j?utqf|`;_fWgoSs{_ zx$?$In2oHG^w@U_c98z5>#>aVZgFsuKVa+o1?iuH^w=9XoOgGr0(D`;%ZS(M73ojU z{Br3D=|9agt`dXv%=#3RiR;Pj{qI2fg}y2(9f{+bhrvk?mf*NyL20<;SSo$)oS41y zD$hfDZ>OWQ#{p^OQ|+7<35aJUik)-ma4J`xfr-y2yvNxk%ktHNp!*!G6| z^w)DhHDBQyQw#h;*QRPajAii|zBxI_^40ko%5ddAy)eW3?ZI#56YLomz)o$J2 zLv9%8)x48H|3hStJ%d*&x&uk~DC#wr=ysr1YTnrp6LyM_p0AVHN^a~D(HiONy2#f^ zp9+)ZYHqf1Z%wnxI4K$FYt@{k{v{Mqwjef4kJj6)wjn>l;tL(nN&pOfT3(H0q%YN; z-tX{U)ixe#fQj4kDnPI}kFMp{{o$(qWFKN)EN?U7m<_N0GB4m@C|FUpMcYhOZT)ug zMDwPo+WE^z=v5M_cjKue$ptvAUXgxexec9U=>#ifjt>g~db-7_$wgEN_|w8Iucz;} zERUr}>2Vj@)ZB=CS}Z{Fyzpw?j;4U~N9-^u zUw;VFKThs_Tm|ktmXq6+H9tzK3hk|Y4YgtR^-!WO*%rWkgm$EbrSlRuCHI&x;q?)R z^l0Cl!}E2^=~qZUY5x+xxV;GOt^2FH46J26d{lyWMbAKQ04Fv`|625rS&|2cOk^{8 zM<05^;g^f#NZsGmu4F;cq+&Wf&*I;Kk-oG>dbC7ReIsO_Uq4o>5vF!4xdA=fEy2?w zY?j@k9GA*B^d>0^-;ZHWvE2E(V%BP+>?`L_&ng5$;%h*LU`g)#6$l+q+ciaviZk{eEZhInCK1Krnt9aB2YktGnfmJb^n9V zD$twUe%Yhd{hT8PdPaI_-w@P$hgr4>@sOSs35xW$^@6OF{Nx7`Uc78sHfDG+I4j*e z7OOiR(%VH2^ywvD(41T#I1{PMf|Je6maPwI+5f_m`-evL%Oq3gyKDtBy`d{>dHP6C z=eDsNe!-((W}|kQ~ZLy9SlSks<&m&6TAXh&fXi#d+KizNapn!*4wTuT_hTRvJgZ7cBi3@P4-=( zY8fjOHmjMDo?GXtCo0wwOS>5ktR-fB3^Fl7;7;YrkLB@DFH80aSso4m=pak0=oHG) ze8D}xG$lXKK_@Bnq_a9t2+m*4H#I%mmUpLgIUMWib^p`nydeVWgiXhxL~m zTcfeJrN0Ei;j(1wdfrERa76%E6z?K^e=|@|2ibZw*G8-h9NmBMxu#pRm2>(P(ElKa z$Gq0G1}x-8ESsN;t$9HG5#~EmWJLviDB1R`Dt}e)jqeq2o8-J}r${d~Pgw+ut_+=) zWtrFVNEY2Vq&L4V_d}+-^Rk!Lz^*ZeBeW#d;t;J4KssWH$E~nEMTI!cm9h z+|en=tmFV~5LL)L{m+}pLUp56pQ+r8-+HNf{XdX?3aP%C(^xxKj&|6tQJv8fecPw6 z`50@8-f{YehxC*9`VDP?{GEDRSCYE(E8DWuuj8jErA@fJUhZn`rjjW5Af;AUSp#kM zbIsmm;BezH*K=%R(+F+VFDDsT@+#51Li%)7^c*Nzzt5WT#{!LZAL+sy(jsL~znnsc zgOGflaQ@4QB@b(>?%L9tQaDwiRj;0fYEG|A!%=$T^F(tl?9!)J2)1F#-T39CtmeeN zf9i|?aSlg|;zet#&(@r@i=uU|;5s?<$Q8NPo4eN$^oBXTvjLfC9%qm~2(Ii=cF{0R ziCR;ne{$PigTgNwv<$vu+!9_hGQ{+`s1Zd}`+q>$33^#JSz=QF=R_ z@@rlo*xzY!A%owv=SiYaT7>p@WF=?qeC5tfEXif-@P?OPi4~5&lFPJ>w}`!}XId>g zgV#8<;sSxThir(;H+)*`P|CA^A{7EnqziV!Z_vJh@m9U!@VwJ$JG!K!GhaK36Ja*a z2Bg1HsUHJ7n$28P_KzAt@rjMCb1dP6JAwkgM7W37N~pwBbkN2FsMjhxSA&_@$-nr`pJCN1l>;YEVl z!j(urlrhyB>FvIAPPf-Rq(4oGMv-7C7)8H_rOWB#m*hs)bH1fN&!_k^uk>?Jk@6)o znTx_8eImfx;f6j`Esd4SU(g!TAs4lxbitMii-USs@=jy5I>$O$fQ5Pu*pw8WH*HfM z+SZn#h;7vh>5sJQBYVK)`)|&S_H{@ffqp1Un&Z11@lWu8>(*vbT z`LIT=QtRs7eWFCoB;|d8s&3_c(-eNE$d2qB;W?w`BWhXdVz?MS!PCgpd;CkJzxzn9 zu4wF>b5kQeyCcg;f5GqUNY4HxOPdAa<_yyB_30hbPi;9AQY^2JUqSte4o=_E`jf;i zPp_&9d8p0aHUf$)%;*Be%{nQd8HK+moD=L3-mtr3ermt=Nf06w_rhv z7pXoxiJiO#i-Zh{B7^=Vw=V}?Og4lxH6$d*OD@2s-vvRavW)E=evqypfA=%uR8R_b#L4xQg8N7 zdQ&@;C3|WzJd<9F@18urUU0Q;u{$Lhr*m>`U^Zn44pds+f=VG2*$Xc5r&V+bs+XsA z>0V0^?2PCjwg}mxGgxclDoSHs3leFyD(X*4ZUpHQYx%VhsykcQkK?u7IUD~>leHM+2;+4FXS0Iq!gsu5Ea7I7+w`4~ z)>x_L2boOKZNQnS@y?cmdYgJxtO5{IUs()l&E?LuZ|KePcv!<536y$Rr0?#X-@~%} z#=I6nZzRXf{50v)s;W4ECuc89mEFiv8DNt3ey{(cMZr@QM3l$J>c(etP>r1BY$P zpM98c_Xa!`#WApfNnwSK^_EsN)*Z=_&BQqgK)RygB_5r9*wu{HAeUA6(uNU35F4&p z?p$snHKV(#q+os+eK;~w^ z{>WV$oMVO3Psw(T#MZpC_49B2uSoy$2!d6+a#i$_X(jMw;5(+<>kg-1rYsh(?x|o- zzkg!vnjfZTq6@R?QfkdF_vzcBU*tT~bDy4{#XtqZRj+G%tI`t-0^J($nvGs~rZsuu zl_}e=*dV_cJ6k&ah*NJ@UNz?2jy)^32>phYSsVsFk!yw|s26G>;XP=aT;h=PCAT(W8AIk&2xq1m+-R zIQ?k;8CYRlmRm`J-BqeLMc*yknqQH6S&`M6*K#ezqL@XGdCHrvtos%IzGm}Yzmg|R zHItV#ci!|d`0e$44v5WEbS0;%ZiA1YwKui_Z^GhJjZOC>I=8Hz>~CWHfQ1OQ>686e zjo5hznOW|n;XXYij>PT{O3qG7H?-P3BY1Md%5`&o;O(y?OGV5JbmgQg;q(^of!uM( zg0u5_TaZ=7ygIUSJP5;I0=+=}g)^uerw{Z9F!6pYv73;Pey?TOL)Ji>;e#Umo95t8 zMV977`dFP`3Fh~3{$ibctl=6Vz4hnrOtDoOpxm1U6Vm~V5x6IL^?8KG?T=T3!=JySagBVC39_~9uZ;fxTyoO7?d^>&oVSpOQJ9`R=b?Ec?4V?!Mo1TmN z-jm28J*+3HsvcEz$R|t-_D=C)Q@Y&=?>{%3zVndY`I~iW!sXnR#+9_T@gMXs1 zhgeyeD%{$WuorzgQDknkresK@n2V@5bzwh=D`qvqVe;TNF+HT;ls!v)O@*2tv&V!K7|nTOBNDl&km$(nttAzXPWqNVt z)R(~_eL}MWEY&Y6*#_a5=>78k@8^>CHW2>Gy zJxF${kV_hO+d`^kN3bbtZ+Aq4cg$bOQnd?6j^Q;5%t1D_{Dy8HRQS@bcl~cRxpbmR z$C(P{K`%$ym|K@YM(a2aUGL{3E$>I3xQ*#1vx@pB(YGEA+*o#2$YI1P%}DHUxRR{W z&Z&+D>CFuy&OmLr=3CVk(>CjQ%jsKH)AQn-YgsCJ3E8MMc*p7;<~w%7*2d;B(mq8J z0_I^Kdf1~k&n%JQ)G*>LKBn)-{Xbm?Bo2S~;@a=dcveD%F2rkO{gH!K9MY#2>1)oF z9Y@1)(8jS3KEc*9Ms*6W#LcECe{Hr|vwr%B+}D@ION`5(2MXa7@50T$^m%ln1C+EZ#y&ZUfGgYK3I~Y$i+I*~9miCE%$Mh4GWo0Y_oX?{BpRK+NH+*}Xw9=&Njq=(+( znEpx6@>OGeXUVXhW8In6JHk3j!!^$zp_QGQ%f8JE@*AScMxbv!GTd`takZUS$cC$W zcSuClvXxn?o297DX4eI>1?Tta-RQ`Pey!BG^tS|8$5_ASxl4ZxsCmO(NuI){HvL;y z@d`;}ptFU3Qj*?+2v%V2@mmt@avrspO%vw-6)Vu zM2MA_XQDy}lI$O@$K&cYW3G^_Z582d-QPlQ+;s8c!tFSAMe1ecTZz!F*>}JjQzWmH z(G)HdzMddQ9`IJ?(05Wd%UmL_NbfAp27~l?linl!&p5qo;oYZI)qAYob}MgQ&ATh$ znOg-t7N-omsoHWFNt8I^&OZptu?{mn^XoLSGPzk?z_+0N{DmzNRBvb1L5yy~D9J6Klx8X3fETWTN?+fz`BO~R_ zN^#cTHZ_0YOX4m^Sw?!t?76PBdJ3f&1=Dv&c z;^2yjtU17c(~SPPv(1UYeX(VK_geFp4bVTuxlMip^8!6qv<0nD4;-`#rZZ6Xq`F#r z9(o0HV{W!c%{Q9XAiDbHO)$1s&s2X+ua0KVJs@aR@WqG$fONaDcIJj5! zYj(rtW@kFW@;TPkJo$rw)7Nzz;0R^zO#$@ud&V~w=}DIRP50)%exADX5PqX>2SRWz zdp%39=IKJHcoUnyrYQ?-<(mtk!v9Pu421WNQ$vdMudgf^iw z6_wn(5uk5{(|Z+v3zgiqPG&jzGugHN;9^<+n$x4~#kQD$p1qDiAui_c0qM*98U_*e z$jpr?+C%#1M3Lc7jtnPG|E^Cz|ETD#TPQDoOWEJ2Z`5Y|yd_!G0NtyK?Daux z23GEtlJi*?WwB2ENLj0;QU$hh61d-@ypt8zoak1#M!gt-<_hpKpyJ;rX_+RJ$P=mk z)(vmR=Dk~SiUc52Kf2HyP{yJ1o%(#FuPwOe8`Zt7`Ip|MLwea6d5FwF72u*iT23}L zTpiyQ^Fs3;0qsQ{S#fY6q+jy$;i?)-O+d9<;wcwBBmL->WN)hujA!p*PqI?;?WX8~ z`nUC3iEZ9UxS%+kS#g6JB@E`B%+K64z$X4a(pRzA7FUGy*Z*Fh{^SL@Atmwdmfzn$ z=(5(1CfJR=>W0)HVMY7Nf{LPdcMdaN{(+QJsbYKudkG+1pJm16soTVd@Niv!K~W;^ zIGJlh5qARRSGpgl%X|YxX|nDn*P=8G(@^?=<@9p(;CwQ`Zph6S{3VjIWS!f#=2O4Y zw>5vg{zVRbD-9*5?MN@j<_wB9VUZN^1&1lSFyd2xM!S&HoZT6x!yK>dDZ;V_#IIy?%SYZR3N6Ai1&)*##P~;l&%RW!u(3|8K{-2MN zMS82a(JgV*zHMDufi=g6o1!1AF#G66KPdY7|6Og3gRF7l6>qIDqpbK0J2>B)RsZE8 zG+nCx=_azz^>9ks*xbQcCN=vA#ZJUNse|qGQ1YOy`mt_`IH27H901Po9@4kU=?#~z zzeoDV&w*atKJMRFyHFd_Opwn5-~oRBqwXjH-QgHb5RXPqLGD8m@mY9dsod6QS&E~# zG;kUhHS1E#mU-2=DeZ!+rWxC~4=p!pr>D6ev$;M}6tx$a%;tceQTG{>k}yfUWFN$7 zm18l&cYyz({SAH+a*Rl~3LNG1xhx}k8ztBCU$PT+dRT^|OR|rL6CwCcPa;LgEzrx> zt#JCxyjXR7bvGBN%~I}>k_M+1dNWOV;=i*#q4zB*pS&|DDod?ZkOwrT&0wff%LHeD8ELof}r>Ei6+dln&{YK5p+K3el z`@MNmBIpYs_Eq?1V_dU+2JX(;eRJ35zL*D=D&uG4HS z(1hR28p=9*mN%YtM_pQeBb!amO;61`)Q(J^hjaa)4kJxsb>PHBkFXF_2&oA4@-kI# zXaW0Pt{RpSshQ;VB3hGrsr7BmLlX9X+`Dk{7NkU8jMLVvLQCh6aH4boV)P=J#~|v! z*5auFi)SL3J8}{xySWElgg-?#}Q}-9T7ryb5Drt6*zHU>okK^;#|b z)Irffik#UUVFzYeEE(41Djmtj=AA$ldw^~##n2n7`qZ1pYD_y-b&-41TUYbk!^zj` zGjlfy{-TN0N!++uk)Z26bi_S*0gEcK$Df*uF;6s<_GroTHBOs(Y4S)fN}}~b$Vl*$ z5Ec;9S6Svqt;q@YBIL%>8$xEi${&9@-I~M z=EXMWCzd1aB7H>@S<)6$)xSsj-z@r%Ww+{YDn_vR=k#+q++Xm@4mO(m3;c!(9ZgHF z`C%acu&VG~mFxWl0LvttB7cSOzUG$>kPDsVQm+RO>o}^jVq}Ol=0`H&~-u;k*cRMH8kY zDN1zkyu8H`Qablt!Wd7gkFXX_NNF=_ z%X(~U!*9x!nzGSQ*_=O1zE)a_97nj5hx9om8UOX+xqoPB+jV87Gu}B?#P!QprHqA% zO>hXaHp~$o8&H!T;+wz%{nIu#FXPgY^HK53&nSg@|yztNO>^QT3CM z8GgiU%}LWbI>u5+$EQX5w#agU_d!mwp!77M9fb1Oc4fl5tW7CdY_PWWz86J$i}!BH zcCBV`HJ>Jq-V{>vzJo{ka;>x$n(OAV|+JvNV{Xm5UBN{1c{K|oL@%rfKM&ew{i$wAk4Qe z$GT{>Rn>!){IzWydq}Sb*KV~r1bE(xP6e0Zv<~4hVP5pearJPJr^%t>pB3UIs9*9pu1QOqb9$mU|KmRf>Z5&2t zLHZ=xMfzp17H1{9TH)UMw;=t#3Btu$nRq%POeCfWHf)tuw3~~zH5E4WrXtKGndgG^ z(!jB)2BMH+IAjUrOy-Ys`?A*RjjTNL)m@-3JcYYuQQT;M>j0fVV!uKu@-W+~)P`k3 z{eaTuluJtFdm;sn41B*kxay6!CTU%IVd`bzS!H8T961bCVw=ui*%)(}zy0 zsC{+fJQg|E&hrG5^vHH@4yfhxnJrqkGwJStqhC6UQBxe~kj}oR??KN-K2_tqQ z%gch2BzxcVI@rIGJ)I6JK`>y?fX~y|+q&pY)ko%z6$f#s%D5ofL;C-i60t)7aR#S< zM{j;Re23T2HYZu%fA$tS7f!Nn3nM{#oum#~RprcWxY!Blt5PUFZ+GzSQK}LI+n?-6 zPgAR7fejy=*SgOCD77p}FNoD$wT<1H|~Pfyi1@ zo2iSy&JJZMOk(>aoD}F~Iz{Dr*MuntJ1j4@3$aTp(z}xt857c*ny2o3aD;YPR$&3- zWQxcp$~b5wvNKf`fYrD~o{v6Sp<$Z74v!hN?BAfk4F z8=O}S*h|$X=}r-fHq3u6enrLv^`_{>5LOyStPpBJ>$OwQNroKQ<}A6>omJT+-&%oS zPY4Iuhpl_+Qd)C5l^wK`?OHOUpXX<5kp9YodD@OTI5lO)ecqBM(Q+uk6F}9+0k4Ty zDyJW}l-`OaS4NIcNszTjZ{1uS;FD3SPGiq}wm$I6)R{f}e9@v7eT!@4aE`^$)*$_h zp#DDwu{i4|k{bc(>pvG+z97AMjqe+z_i4@Ah>((LhU)W^SN#mqCrGMBTs3)8(4iLE zdZ9VGpTrxcsY;3^S*UcPZg7Rz%O78`1Mazb9k&icNR*redlH<&;_f663ELP|9 zttK&W>vD3ozN@`aXV@)6sX&olQ1bS=Vry91EeK*l`m;Gmk)D3n_@=i=kAv(xr0@O+ z>6g>i=ILG0n{R_ngo;6CQ(f1Zx0ls76~f7?A{CHN)5dy6zk=TIU*+6Hs%`O8;HqcN!{-u8 zwM|o}Ti@JrHeUqd9u&siv*40E*@qAGk7XXJakf@K?A&}G$s--dSo2>@-U>&G9WnJV z&tucg)>YOe(HQ`mVp<`LvvJ&(eYiz>zog0K%vu)voZep`ya@-klUQ#v)*DUf!5MO$ z-kfWq$Q((`KL~j{+?O4s?=@4iqJwPmw;}z94!HfB&?YTw1@!^BBvwHBj=L;%m5KTW zR-*WU$5bRo8PdX2uIF|fYkTrtGg6V^4CZjYTLr(?g&(1iI~`AgGa7r3d4R5Dfa$forn^4Fa0E`Ohrl-gY+2@`$`*^yh@adZ;U{Fu2xN~JiwWtt@v(Su@&)N zK$U-vEkrbr&l$(ZLvq|AeQr5+`ik|b*sJQGH0H1!X7pivJ^N&dUA;@z{f}%^l@=_0 zt0i}wj<#;SB$dl6-6?uxYEmuSKfK&)-UjC#5|LhhEYChQZ07DSl8w){>m%NOH5X?} zhRbA2L04#thM35%8z<<;RXX-(Abprk@2g%FGF})*J2|8$Vz2yWRrQyfTON_B_ry1= z&cD?sGut=E>p;6V_xHBNJ%&?+^lz3({-9&YYdMzG->uwVqE$BRCMHdjscW=vh?W;g zKV)F@MM`6+j1RGu-ybA5Y>{LMG2@AB$L$;H_f>}Al&?7s&I7ZsJ9#qhG*1qD+(qiU za7fWR378Y3u?D!${XQbTA#@NTZqtWJx(#0NX2RqXD+{->l|sh{U8>?QmKQrEAIB=i z3PR=dC!f}H?23?`xlg9H>+bAcPOCKCeVO~S^7sN1Gq=goHg#DUPM_Pu2%ZD(2We)` zuQ9;t73up|4T8gCGD3TLS;AZ!JhHk!oj&ol>Uj8m^wtDf0v_&ip)q=*rENZ6R~iRhEaPz>?I2=6=2y6RfXA6VKX9j9@A zK8e_yAD+uR-@ih2xMx?}Qn%gBEwU<$8QY88sTa{1-G9a*j}UAiMdRzm3 z%@?f6Pp!{Jp6t^3;9yt#g6RIi(l3u)Mww+ytOxSHP6j@M){{j`X|A>zl5PO`Li&3uh)0+ zyut+OQS)bBtC9=Y6#eujl_9&+W_Udi(l>uoo8B9wcQGmWsGiQ#| zCvk|@oiuOKV(qn*I9e~%KDVa}^F*>V^O}`R=&wm+$c=$Sr@E<~wSrjgAg1|61w^u4 zdzM}M_(@AKk|8Ra14MVQes$Vg)ov=q`!na-5bB^+g7BOEK86a?d?L<!?Sp${CM8N$!X5?3cgU;UoPjDnrB3-ijj?)x_U4*pP^sr zkiI4(?5bdd=c=&BSV4MP1f&(%N<#0kh@x&fjkq0nt(#O9u&F^0YID#owX69w&;5B& z?hKoVhUB@IGaM_@6V{Ul2ySJm)mIia;L650@G^G!v z^us2F>%7E@6HZv$pE^vW>H+eB=lq=SOOHXqF&$Z(G^%wupkg!!sixytTSa=k5XYf6 zCyMYJq`$qgn^uiLIF-Q^27Sb^l;yr6LAKSW>);zouM~pORMQ60!9jF$^aklarp!S7 zo%aP9>GxZfzu&z1I6Zrsk=gdmU7`L)`vT`xzY>(*P9K{Za;-QhJW|zL!Fp51BcMnwsZ!HRsG|)vIZl zx1Y-XH7xz5o+Zw)?p_eZtU!p_2Q`Yq#9I@w`h6{X^GVj5F>VN)zuL9p*-=I~L<4e& zC8)ojY;8*t_{XYSFIA6sWj5fQRgGcy2I;8{W5~^@s_cg84I91{!`L+g(VLYaIy%gi zxiKoz_j~hLJCR*6mr>{ql4W&&inuVR4R1crE7HHnd2V5#*M)g0%sDosqTl26vLq`q zgcJ_tyZq+&n>VK?IM&77SvPGZ(h?cGKd&hLF;?&}@XJF%s}seM3b`79G}9O3|prflr)Wa;OE7LM*P`Rsc+Vt zT`j*MCjjTTZ9dSiyDFqBM&e{d<3YV?G_T4BIzpG8>kaj9v|aStqP*&31%TYLJh_}T z-l964_BMRlX9W{VbT7@nJ@i^>Pp^GVjT$vM{DftC+ss5BHz@#_d3EE1?cTV}sr51T zvMK-u`;pvXOx=$vLI9=T26()sH!EcWF?!d|Je-fAxq?m2$Ge>VDQ1>EN0Gec^uJ&9 z3!SCIyZ2q({Q>jsrAZ(0T|7-o7XBKf�(rZHg@Z1nE)s(4{!sl`4~&{rx^`q zgY@tpHISQ0V3~wpHtW$69}SWS)P~#D(51S}aP3L1I0h$(Q0pdlQcrEpqhTpkA6;Wp z`RByzR$9vthv}&wBFir1;(eCx8FRx*HBk3#`!Xu0m%QYUlZWxAP2JZ6pt@}g(%%iz zpASivB^gJcRC3vI17IA>(eN8h_T2PKj~3}K*>1wZZQ4V64GcGgew2>=PHs)O*WQK* zVKtF8pTvexksTCSSu)bUdVsXKhx8IfQvMyyo72QS)B9<012>yKg5}?J^X3@E+8Ke| zgB_ZNyw55^dePJq(4b=}8>qR9=i|s4T@?95^?xiER#1#pNIztyt+w- z@b?IdpP@jHP2aJ*0=!Fd-bZ=>cqw)@&wK!*SNQ?kox$oaB}JG_V+n)@5=50Hiwscr zU#4`b))1V2$Pnb7%0~GMyU8gh$JD&+g&wY4_K77pi4Yhy;1iQCd!NY%K2ghIGt!_b zV)RF#{M9hbbGom=xAev43X%?uEnM@RKBcwjxNd8Hh4c*a&faW$RJ0(ha2tY~aV7c|Z9X$(_#+1BmRlYQGzrru(rQpF8m`Hk^L6X70~5zq!04^}#LN zRQ)aV(gx3P^gCiZc^~Pydt+D*FUh_^`rjT+J(az1(X-dd-Pt=$>yG8&d`+B3VkyRC z=KkAPg!EZa>Aqm$man;ESx_FaA?%eY=g&rU^X5qVHByf=uP`aX_AOg|)MR2%dizfJ zqGw6jU{mVksOCoU#au!Zu$HFBd_h?M19!@ex$@Dsp>Zrp)y;Rfn#U@^N#y%bNv8|< z;Z%qXuaWr71G{G*Hqc>itRD~O<7c`3-s})Q#YsL)rlg;3o1f1}n2O|zEl6;n6Yehq z5zWkDo1PPpRZU0Pn$lmw9ZtW2dYE56pCflKP32#->Q|KhCP=?2dRiu2w~Nl}u1G|A zM9|Z}=kx~Y8CLcuvcHS;r<=VG!Ohj~$%yFe_EPlbFcihH&CZdYrP|rRym&~FA6^fH z^cgBukB>QNFYBQek!3TB*FjegtzkIkC~T-p#O{&OpZAPAn5o;Rb0te^RDC2S@Tpv1 ziQ2=%j_p&a2}^V$*AT5x(4a#1Y-4-sBkrZ2B|MgY}!-*mW30;zzf58SqSNSTlK4k zY5uvA| zf1DQbEuM5e?3LYc>U46Xa3<^wiq~*k^oH8>MMf)9pyUIIExAi5$V+EQvPr-iXXzyK zhT+UG`!;_8twclW&9Q}}`_^a4%)@!}WY~<1c)RA@cy3}jUdrP^G0}oF{43YnQuqw0 zdpXAjQMy9-qTV6+hFpH(Tsd>quM-os=8v?~2R?recR2k+EV{MkACBYjgi7XCr{@5# zVGOS4XWIt>az|{sh_`zKUBXc5^WjT@XN0-liZ)0e?sEFggIJA(IcTWDYvQVImTrpv zBD~3YocR*WAPn)s$7Jib>+8q#hBi?XF8cCMvv>59#s{zHxe3Moh0fe>MQ!*bi&i!b zg^G?(vUP8ezAtDfl@EmUBZX}bu+EcWqgFhTeR6jqYE#p`VE5T!(`pz@ZT4u@7w}8< zN*+S}9zB=%;1022!1PAX7$hLeb!~%Bs-%xsev{iR7CfDvs@zUwaW;r)ha|qHo`V^W zq_&qIP_*OG8bzqANd1wU^TF8}GHvhrq`k3enrvXE=B*o!15HjlJV&@oFWoZV4iVjF zsfN?Sk5*llxh+Z_TIrc%Brg`uMn|{*jjC7{r}mNwD15WMa}wt$UY4&`r+Yed8xYO{ z&Wk^em3<^`nwi&U+OsY8L#NC)9PQJa--7z5U(uJx$r2nII`ft3e-nXulC1EGcoJIB z+dg-gEkVnYQF8`6P$Ov&Qa1g_GvV~~;tvG%U*c5Ulw{&+Dt?^NtWSD#+Cs8}JwH+j zW_&jFo(hST&|MEaKkVG!Q=(GFib5n+FY8eq-T@ZwH>FGahB$3 z8=xNv>xoZTX(uNl1VU+;(+B5Qq~}6ENs{2sVb*c{<=J-XYulfXeH3CplLVhD%OF$r z*k?1(NjC4HM?-`|rL*e(&2rpoGyElN3|7aIKP!;F^?k6YBJhgdv5KOr~+r#IJ)DME8>gLx$CP2h|Tu9VzdnJ(j5 zpj4H>*wk)i#DnlTX#1)&XcU)de=# zUZr&u-sn**(tn(+o!LXn-ao?Xb_w7JdY6TZK8&x@KuT#o==_2Vy+Mqx_ysL=BO1!4 z(hl-4_;!99u^I2k-h6WaAL_a6t$*ulUdIlp57Zrmg+2J(=kr>njt8w7PT$%VS7dw> zy>ol|cXt0FpI_CyBK^Xtq0gOT2hnKW!k0%udNK3T8cZL|`4Ekpz9>+yIM151E4S9c zqlw>;#j9cLoVY{h0rPIvE!`_{kYxm}B)&>lf2iw{3Av$(zBvLN16p~CuG(+k3ISrl z5QFu$r>R~ynH*$k(#D?zH-;d*CP4bys{U(U4PU3lrA2F=vPeXg-{e+P3{-g2wXywx zJIBRp_eN~G`9n%;9NwR1a&ZRL>Cb_A!lr&pI@B+q#i-OZE^TFxjP;E4lNfZn{wAASqv`?oo1(XDpJ!i&(g*8>BxwACcSx_c#S?39 zj_I4tsXV+qe)9~wLVD&myFee%3WSBRYx19h^j|}k!s7`FRv>*@RcrlWrUJ{7rnTe9 z5=*j2>*}HTYDuY9<%YxIC_6~BnV!~i5+0w0E`Trx*E119!(HOtn$M(rLyL8h-K6qd z$MkPT(!n{>WY#e8v~Lw=?YjvAs-4Zys;S4b`PJ>a~W|ehWv# zXSL{G?+Le!5Is<1JnG_vFAeaJI|nqn`v&QkY2eN9w@9C#gUgS_2b-clX`-@z7aJ-n zNPqN^99_Vx*vT<3Y81*zH?L9`tj59v{z*)OtdOKPsStVXib$xTM{r8> z4UDt*Xe1t2qhf=X8SEPA!-Z95HiATuUY(0Axp~Nb$?}}Z`R{Z)1Swt|KCN=#dczuR zTo=ty^NvHa=+ZquakAGR-vd2a8Zgvzz598>bhWhBMd2p?j(clZ=MAU7*(-`1i>-G( zxp@=0Aqmxf_r@Xp@NK+cZeG#*udx2vZ)+Zkvk%w6Vb6!#%SJdA{(=2KkAn0#$Yyz8 z40*+%LS7)Mi_Frb&%Ee8EuSPG`=Ip8q0sEYYW@?#(%lQW=WXYW75@C(n+dXzm`$ zs~_hU>0c_{pF}dfVQwSN#P%4gvEkMs#^EEet+El>UdIu<&1}xC9BZLw zprtus4Z}zaob7v{$7wT^KFj68Ie=R9LzbvJ!iM?0ESay=H-T>o$;oV+b?Ydk+}<}x zzYx-s2MCf{-y=Ob9O1P5N=*DZBfMY^tgL<)=ns*q2ASR*(?-Hyt28U{&%n%)Tn#GP zdu7|~90%ESU|mjC!5k7~7(ag1NIRGq>GLGZncwgTPKzD_WnM4?(qGBD5v(Ol6s-M6 zDj8BNo}>ZMnOis<*wAZr9%F9f%V^4=eZYbKH~&+*OwGKL_+$ymRT`XJvvKG zZP33UC(iNBDRx6}E)yp$-L$s*ez1W5?m?rS&2)r?3C7RPcMSU#4((GJd&BD7|h#zD!hTxtK;uBx8}lg8yU7Zs^dlW( zE6%#?*YNgwP9kPoV}UVih2~A~+jB4&eU* zOL;|k8wo3Lj;n#U^ssLqvB9M^&Q>)A?g!8($K0fkL$XZtqTDo-v$S#NW#=KiDSmc@ zcdILVoZjzRo{7_2|2}w$dJTHn9rWdv0`)-p+ab(Y{!p%6V5sJClEv+F7IH(7%?0W`YZbDoPk6tgzXg8Qvn&IC*y9*=SSJ+ zSV6r^WZywO=ncn>oS5E7)k_?SolL3R9*fKz%0@`fs-G3o+o}f}>pFMb=!m1W>}GtwyCuVI(R09NU~Pb%?gp8HVHCbb zhxszxw=oPynlpwrVks@wR{fA$izm7hkktH2<$pY)A%xJHa$WU)1Pb}jVld^9-dq5@ zwc)Y)giv9H^ggLS-cQ17I2(MWC1$Q;nGXN|VUZp|JF+I?Gu)ZYyk~RggdjmC2>7FI zTMnk=4b*Gx_FJIef;vTVTsT?BJ+l5Sn|B)H?MPMzvm2y8^Jt3SS6J=8LwYs7F*WiQ z=?l+WYI^B>E>jqO*FX;We)YuH*`fW^53xvpP^34U9ufpYmU-mL8iE>{kHp}7u7qVE z3e>jEpdln0Gi>E(P% z{m&?(ArX;!h|N4jTAXO>CK6Xa^GRuOswv(-@}h3Bv8qLXZ%1(-DExu&wpYJG`smJS znVPS2a)wVQUsBI^fQOeEZi?z(jizWhjg2Dx(y<@3P7r1Y;|$IhwJG~@+$T4CN;7q3 zz4hC&-f^>hSM&!i^T5@-4VXPsT2CCSRs)MEdmbPcImk*B$-Cyw!7uxj>A@7955IU= zyXL(=85_hsU#dK?Hy3_$h>5xl*83IHuDUEBRQi+_}iWzh;M90awnFW(ZvLz za`Ej0l3l-BIX}m#lWp1+y*VDP{!!K!odD@2Fp!XbC9AZeOEorra0DR*jGz7;s!XD= zhALwJNl1?d>)27XbCpEAmgU5gafl7v@M%;CxW zB@eFZP2D4BQEF))>8C7#@y(P`3xo{ncZ+_bXPzbZ&9)_G`z|>De*WLN~CYkgztJaixTkGXw7!KNLZCll}U|aOX&>PH+uGekNAI=iA z8wD{ncu~+{oJ7gHhaf$jLxNCxndshRI+K#pzsAnKHPl?fy;L{0C9Yd$k`VYQBrbJ>7S>&um->LYo6Ki?c?+&YYOY?wVOImr%bR-{5vup?4XKvQlFm9k_Y=`b~E zTEu$HoFHfj@mJA|28+OPxaz?^!uWVx7d?5F#@O*dMv-|MVDym)#e9foegm~8=cl0= ztWcjwWO6QY8(j=npvR>oa(a#ff8CT#X+>}LIQ{c!z6ojL=lRR7;2ym(NWV}7I44SJ zKb|)SmETyiKk-4MOcJCns8uB{F=6)1;2G)7B|*{%_Wy6FK?ceRQ6CZd$m^WjP7FC7 z+{NTWde%Blom|!HUqORs?f6S^gO@Eu2o&nq4v`eb7Mj;SpecJ00_k_nEY+*KAf(@I z)7SZ437>zf;@>}@?sB>8=0v5bQA0nZ)UxEYaOmNOwit4f@Ft?CF~5y1TJ!voL_9X1 zE%rwY+Zh@I_EpgqIgy~06gWp$^+!?r1R&i}kf4lBy`PDQCqC3ibOnfl#~f>^6J$Pi z7Nn;QDp7{Tjt9kHN}M5kjgM~gTU?3PnGUcx`!vs;TO;(CCUN4>nh!DW7R}j*45;SO*~zlb()Ms>s`{cWxqZXxXA-fNG?_AxVoipFv(`Ky z7HYQpbDAeRzc#M-Foa-gx-AWxt_){Gv2E;OX@wxKjg55+}g#5@B3z!(y~OB z6QweI)3N-A9;R;Mz)EHX=}CuBWEooWL|_Q%F+uZg_B4B<*3N*w&e+Tb?&o^!K1&1s z=%%6WD|2mN(Ilnbs0Z{!ZODeqkeUM(JK9~efS}W<%o|S0VU}B$FpZ;rD>wYnP45%= zn@r~u^1Gq-XCf=IrR~#;ajOyv&Oh*af&}%S<%=u*>#m^JzBxWVn699Mqb+)8_VoC0 z&S#Gg(WG%_tzNk(d+8A*s5c+0%$e0jGxCpkX-jZV;B_48yomkGv|$G&C#?~&W2;Ok zg#=|p@Z)~MU!vMJKWxHlge>h8eGu%3?a#pxKICFu#BVWJaJEZ@Ii{9`8 zcRUMH5q@-S!ogC=Afb_Kjl)w)BU#cFBpk_Oeg`x03Tf@+Y&JFqgAB%#3SlVH3S-+0 zt0b{5e1j;Q8RwaIqdFPsdEdz*Jt#bJmcEZjg@E1>t_Zq41#IY=>U1iWy>Mno7|B9< zZ$4|{a$?IuWC)Ej{07ovhe^BOhCUloZw-2^{wBF@`Zsiz5f0F5-ivqA8l(^L1R2YGml^u<3~^hc<^&h}X=(s#{Qf<|MX zlXoj52sIISw=F#g(vN_7nh!R2!*CGr$X5Z(y{Tyl_jqz7){Q7cz++2_nT+M$=Qv`g ze0E>$8R|XFWkg6%r5y!I>T{WvC63M?&EL5uF)JG|khQ&ewxAc!(Arnik6QCm_2kP^ ztd<6^*B5=UZ`)3bQegFuDB1;tMZ*P#E+m@?+>oZnJI57Nhe24VP=?$r`-+FZy|7g)epW=6$)3*6y zL48hc2x%ee;kqO(4OakdbTZUe3*7vW*-5fhSYuov}#YSW`b< z%`7e4H%LHZNf*t8x~U!3HJ{j6Z|m8*O6Z6l*1PrO5=ne-KP`Da*7C1#2*_PB0UtPO ziK;MPxTMG_M75VA(!({X0(itPDb+jzy;1YaZp{nWOWm)qp7X(Z5z5y5(An67Tov|NV~^eLyxD?xy{(=BqJh(PsYY4IA$X z>9L0lLH$^gs6Z?u@!~_>isqTA_M-X(={JAbymKQ`#x*Mhee?n+TKL7AmxQ-*!`KEV z0F$XhZ+AnyRVg`_#?pX~y?em*aMYXzC%utla71HUU5)XBckH^93eWiCEoDIw(o=e? zsSVEv&FebR0VsG`ku^on?U@g+P0#;3*>1h$@o>G%C~JWU4nHqm>MH5HA=?7wGS{hC zEO*OHo)GL&o^k3*D14r3{ysgI<$cvZ)dz{n88v(9IcVo5s)hTuQ%^|0Kk^T@UHWqX zIX$#yRP%@Xt_MgZeR_6qjrXHSit|5O^oC0N5)wvw7!T(OT8%|cBiRD85T-YUfNz=> z=ERCchN`8!hH*B(`mDdc#eSh6m93RII`j@=goyLnoq$0px66`MZ2INuNrl!H*PrZ>7D z>vpD2E|x_5l@GU2_@I$&9@#`sI(G0WoA(tYa*7^Y^pdBJI~=vX43Q24gY=huKEJK} z#U5sH47kxs2==_`M6hxHqfY&0zvu<$U#jVN2GW~<-y;1jQ!`70px6DRwSWJkMSqAw z&bITAo&pA2bBOJ8rYB`F7A@YE0iFn{bqDoO~n3&4GZP zx|ZCb4`}WxKJp2byCwqq^C+qGII^0WwX-CuKF`FO&%07cSsc;5Ha7R#WbNr!lkHTw z8qd~EJJZ%Gufjlz;P}lN>DLY*XIJzm@#hva|8TqE+N{*(4d*J8K5fB{EH2BMs-BVF zT01us-k!2Gmbn%^|L}~~fw6*Zs+Vg1rEjxe_xJngZ&~r$pLq4%UmTxq?>N1$yK#mV z(KTkZh9Lc8&&;xCdSft>J@vkq-uwd(L+Q^Rfig(n!h&`F%Ck%pWCzqdhJX-F=9OK3 zLf~cvSSKlF^=Y2%7gm5ujIsDIK=-gpPQMWehf#>k;$!9OjQX)RVCs`TRqW>Z6uBxS zv0wKGQ{A~(UaHt$@}>ysk90+!!;O zk^XU#hPAo&ox8Ph-7or`U{-?w2`$KC&ENc;=NqK&*GOMl>xcP&4Cz@cVUZqI z^Iv2%ktBxRpqve6w*|vvu?hw#kR{%>n7!h^p>5l;ZVh6o84>T87;aNBT+)m*WV;a- z0>|8SLCJ@S<1V=@8CnyBOdb3Ds=vlGkVSgLDl%DPNH7jC<*7(tuHe30d7agbaQcPC z6sG>$iFGh*?G3L_1vYEaLVdJ|Ve!dTwXBu6S(Rvvd9jMC{9g5Os3ahUBRSaI@88LY@ z>hIX%X~q_P26Gv-1(}0XykA&kw48(*K5`<_kwosHiX!RX4RxVKsn}F=Plwn&ISz$C z<*7HDvMYo5JI7ceO(uq<->T7HNmXIfN6i~bJGL83ljhmN} z_w@+g;@`%Lm}Lk+`rDr7CD_$|v9S0Y5YkW6H%N~tl9qk_G<)RnnE!{6-n?Q*wtPb8 zH2~6=W|FL|r6O;}dZ_WI8_Vd?ys6TRkD5A%qP5jy zNQYNtFi{k5*J9mBim!_J<;vjRO<~>XV;RTNA7)t(Ze;16g(ZhW_()ITuHF2l8Hv+G z5r-Rhdh8P)qR>qt&yLfxlb^_I2={~Cr0X(!L%jz3!dz;Fyyn~&& z_YdIuB)EjK(g41xdh?S4?(_vG(PF^JDm969Rj?O7GQacU-q74ZdlbdCUB5wk$#Aw; z2m6}EqNqRf7%bgEdbT=SIe;Mbtb2A%%`%tq*{*^GJ(IJQ?W_=-khPP_TX-S-WVyYp zjht*t2gt@X8PjTf;s)|OIxbmGFW62oxo9iZhUmCSavDQumQC$0w|TJS^9AcAPd0Q| zPsIM!{e#2_xAU92*&)l=R?~=v>5ZA?h0QFd8ZwF_ODq2vWqfRkkbjg1tJx7|Ht+^?*v&!ROz-`2=^Hx~%Gy1G7nKcw7r2jvs7O{_-pJX4CC z;RjikrQE;Cd-Xtwti#6|=zDUW%Dnhk83EwSoZ*JBn?pi_ekZsrXX5ncA9E5X&&aZz z`fZ#h+rb@<{rN?TU^u-rZPd~7bW;1LlfOAA0FX0E~_aih8t zdsJjpg>x=-TodY6QqA9AYaZLWs`7U=uMM0j46Sf1TyGNI>}cw?U-XAyujqq>b~M@d z^9|CI;7knaQ!=PWY%Cvj=KmRbb3`EAkuO_wiDD{TH>T>lIzwB88Z(g5@K6WDe(?DX z##SUTuE(LlEVe=6H)Bzlk5FchEJny+6BZvKB_%{WG)=5ijn)?nh0}zk`@Q8Y$?bKg zL?Wls#Or9%N%qLs$@z>Jl5~ad;(}0@D__4xx;M0_)X{9TntFf5QF2Il61Y6+`(E`|jKyXy9RDOVJpMXE9FTAWQ&%x0G0^sp@^Nr;?v z9-<}vr|AvtgTr8qzD~p$KrLb!l78sPyOr!J(TlIps`n#0$oj9XSdV}_hh~J6H0qxU zjFwEy;h@Tquc^kvSKrSma#2xQVKjHdK#TkXokSjg>0cY5CnFx-=At@>IsK8lLTFfm zvaMp)qzlDv-Cn?EiQ}tb*!Sm?wE*T%w9|gHV35UYO+9Yt;i6i3u|TkgSEsJG#7CO> zY|zppCjDygrdSm{(Rz>>@{Z`qud@`FP0rZFAIrnwvQOwAi#;ztww(ShMo)g%^u+07M*8ldDvgCGPW?|GWU(hpcFSi|AO9*TR0M); zYM^k(l9s1Nwsx-yzlDPF)i}VScpTfVHRPtn-ycbr*|Iq?#lT{l#AUp`SqSVUem&NTINQ4X9mSC(O|;1)94BH%A743_*sJ-%1vi(C$8VbEiN)|c{2WLR0Ddue zVGq|tfc|=o`gjE!kQxS;MMO6ro`vPfiHS9^K|gw;&LxmOPY%p)3ZLH8JTA^tPVHs4 ztHO#yktc5M$#rf{u@e#c`v&I4dqGSF-H{eI1;mhOVF!nExZ_(4kM01%_tiu; z7gwJA>>~aDHk@Ai^e~BpL4AX00J;UzW%?igxc24%h%vQsj;Zj2WE{;aiLND(zE9!p zM@UajPeof}rNKjbbJB&FxS%!;OuEn$8QR92Y3q^h3xIe!7gQ-{i6qIJs^_o~wnZjm zitu*b}X}M1AZ`q`Cp5e+NjOV<3rt_9_rqz4=c1J;O!xvGoLV7A$`NzIK;hR>fA$- zh+SIqL5XR{mD%Lx6nk%dEHh)m*})^T8@;r26K6|+XJuaC5JOaZzo`dLhyFm zbZ;q%b{&M%KX>R2$t<7P46ntY9z;$OEzI+s{|D%exj18X3&y<;9VC_?(sZgKn^tn~ zGo+=c1S7qpEQV9#IE>>L4u9h?!-?L|BLLNa|2Wfud!3uK*W5N<*sqDL)7YsmMcb#Z zQ1#r!VVy$eUo3>-6wQ#N>fS0MH8hH1HoW(xH`>49XwTXUBq^J2ev%jV=;mED0>E%MV7CIfjKla4J(t)E{*KE)$-0>q7+ zkeVO5U31Hldrco7|G1u>eP+q7gcM)NhydZzV0~8s=?!&&MLh{`Ox+r6 z8R)sX{tbkd=Hyy_B2p8@-WEvM9L=9cCx{Y~2(g;HYA*R-yrY1?}sWCGjvFat9p~WhXzeaW(atfzM9s+d&@EJ z^YMvKKkY}*cJiQ}f~QPzq{)j4;f$80v?Tqd5n(cmn^`g2p|_WieyVCx;So3REbh=g z&B?MG8I9Ry{c|D5yQid(fYn2>MifV{gR{uV0=1e6 zg5Woho-|4Z>8Bk|{~tteOwsqCHxB7Pq?h%eZv8*pr^f--9K)_M^GpX~H+b2Re4JH7 zr7t?IC)aeoa`b}jo*>wP1L`nvb!(IJheLqN!&h_4iR1!twM5SM;L136pB4 z<^zNDXou@c6hrJu*t=ym)H`36ht#}zpQ~w7=b~caU&ut3t?4~K?uV6`olcJ1 zEUUKpv#sGEzD)yS&;r8-jNN+)Q=qZ zh{6vz$Vj8<{H;L|FH1ZIQc=TN}vU&Kk7U)Wl6EK zC#Gyc>?pv#vY?Dvx+DjYJ*Sna`90B%W|ylC1J)Q__vYD-E_jC#9d!=ZSN3l*xQ|6| zz8VfYS<&y8uCd)>%E}=9eaFo51e;`w^aVUXNPNQ{&Rv6Oi{&4tHzdiz5Il;~e(L+G zBu-ClqydxEK0yu-ThtFYrUK~;PjaRs+jPj2_YaDEb^Ipfg|{@-wN^5EiWuKx`seK5 zjSOC+>mG~SQ$%Zr5ixqPkdH-~FXH@!&*kRDzix}Z7EaIRmR_K2gYEDq);8qXCg%GD z{kXdP>a%UzTzy~6fTB5EexrTuE=E(g+5<1Y~Zy+{Yx6)mz+esckuP1QPo7WCLv;rsf-7pQUs}aD0OLwq14< z#gE5n727OdSCHO(!pTGWbGTX^3~4b22R*tNXfhjwKh+`xGM+jn2e@cH-q0JiIIGC* zi7xYnV=ACXzz)GbI*tw5ewyfw;Wp-9I>!>ySBBL0d4fLuP=LX}uDfm^FYxFME5d}3 zpn_$=+dabAgZu660NS&VlLbkLc6`yS(w?_oKD{nbz(0gm8PUwh6ShE5mu{9KL;eD+qR>& zZ#+@`nQyXzI!M`r?oXYRa4$ZGrs${Tjl~(fx_b0K|RDuyWU57=tic|I@^=z%-bai>=Nujhg9d^G07$c;W< zOORfd!s#oUyT-bCldt0gdPek)mKdvUUL>c1SibmKra<~P57$W2 zL_=vwu&h2!``-r-Q)vO~bY!5OU7Gf4(;dYcElB-(8oGt&?Fz{{e5&++ zfo~dtDs?KVe)`N+f4jv@Z_Y_N4r7t*?TixAYvbne&g&{$FaCBJT$s(tMtGhq&J(8}eNJzyURU1N0an2PeL#Z0 zZy3WRf2pvmw9%q&o z<4YrD2Zvcv&lqA4$ETWx<033(LlEpJdtTP`Kl3tjwg`beO?|yohR9}=2hlNPd*PRG z;;Z0143vj7OEb{yp28Un>&XSVQ<9^x{h5@$45#Rtii({!y(|23y-P)HlX^85M%Oat zOY@w-lXgGY?y{)Fk~iN(Gw2+-7wZl3P%Q#c{e=Q#&5;hWvmhxI=&A7eZ?-Lt8XO|t zP&PwTO2dAC8~njvZ^h{!nqSij(ziU5<&p=50YyCrO6e~ld%Iew|FQmt`WgKjq@Q|- zZ!FT=AX%EHE%J^3ouomo>L$f{Wo|rp-&tBrl6nMn50oRw>VmQ$UmJ#| zocul3yQ|`1CK2F~_&CKJxSbrg)&i8ShSRI^BZ+mA-<3-%LwYCdF%8O7>jzv3{$J)C z+gk;KFq@ETKLpHUGe6ywJSMX0=2zF7Q!QFJO}##URQ(hY<31#Cs;%;!PR5y#UTqFM zJ45MT{hF~eU85Cr_UDPcpwP0$=Ninz>I3)z2yAsVL%3GMNi&ks(n=ug_{ByQ^ z#=N%do_9u+GD9swno$e@@uMv-vN2E&k*0FZ!cf;}0TogfkzItTT?W9I*DJ=7Nx%nR7>86=ZgX|H`qb zM`UYqU2@JC4-SRSByfS2 zDR?T7v&JD!>=vRJrin2uY^4Cu(Rx|1_NhJpN+bQ)${2ULO{XdAZ(uaX1Tv%w(*D=? z|C~K^1bcF4*bfKlwqN;SbH%x}c!FP0PB{V8s4p6KjGf8vsUAiNlr1UrPz*W6;PP$F zt9dN1FY=vb0@6cG&pymqUD=dvJsWyc;-GEl18>So*Rnv& zU_G$#gJakRIGwQ=1i}R*$Bu)_(%9MXN_z$8)qUVh2?tl3NDPNdNXt2pK1k#mNqO#y zT^4iKDbh?%tU2c%Qs<*j#NAl@Fqu+C2IoB$!UoydP0R)iT6hWu_DM4>H|@{ z;$S}gc@OD7{KY8Q5tlKnt$8)5_s+Hp{N(r~OIsN0G+`KQ4#np}K2%>tqibF2*|Tr) zok5d&A6zsyn{PCs_036Q-I#&+`t+&9ITf(xdSm`OF#jEPn6w^{HF|^N9Pt>asX>Z48~~Yl`-Va&734SXn5Q zxoEj_0W?47m>rA~Fq_5hcMF-kIm42BA8L=J zx&!=fNOnexBwt@&YJG{ihqU16>*V3w&qyy`hsQ@W%+MidbiKD@1tWN*A~r@_K;pM-T=E2dcF!o zaN|EL)RWl@&Zb0gt_K4{sqNI$#I@_5RnaUoD*k#IuBC6h{A6|UBtbvcse1&@3(`~j zX1bke9u;g&`&e_Sq0B!XPo2qvA|y_~7e!*|&BbITn` z^D)YR^a#^D$Jh-IqpE4ma~NA#c8}P>uW*ztdM!6^Sz-JYB56qshMN$_S+z`}P zpGEgc?Y~a;tk8n@53)&2_O=Jg^WG@wug(*MfgV#BBK3(_eSrB2KFhLsB>7d`#G$Sc z_36)Bdb2|My0$u9?O5W&Id_>tb zw)kDl^67-p>qvHqF*%*NFf}m9*&uzU*@7=BinM!M@(<^x=6t%bGKGI8@c=Ppy=P$) z2+(WE|6Evq#05gPZ6N)gnWc~PxftJ+UYO$F-LeF$A7ValKv8rsY&hgFO**Q?VN|f| z4c%p0678~VnEi_d#G!T?$e$i%F2^o5Pa>LAjMZoPiEcyPb&lp7Jbpv*fXCy$6-eZ( zlS%GKhlKhCN8x(SeU!+k&&Ks1}cs~+l*zG z%{Kcv&AK;zdi&K~%|B^21p{qGdWbD=IJds`+SUAtCsV;8_*vECB?*yjXNrD$V{yiu zenR(VNUm%zCN=-hgbNz($+ArjcsA$QfJnww#%@W~@`mha{we=$PH+S9n=BpRTtfn! zmMDx2YKxl8Kg@g5!rRQeD|C&FuRk{3+!D?zCb_HohyR@d}iPR_T(o=HhrqBji0rw#afNQ*R=egWI(p#UW z^?K}+T)M$<#NmuM{XR1ncBA>o;m_#}L?{5ucSzr(QNNG}NTC*IwKtro|9+$olKyJX zE9S%jq^H{(w_;%z{@Ku;H}+mpPKL$cB%6}?b~>PGS!yqbnGL4*0+J=~PgTVymNIx1 z;*)ogwoUvM+gUHh+K++GQ*wNY3oKLV4eWOCoN&w_%ALe&h7hs*A%=?Y8DO zKd5>f-mWx>rzMg-q>rF2M(A_F-J5zFz*GLMG6Xup`kr*O3dy@9G@S^d;_Hh}6`KXnKwp@Vo?5;Db50`ZI*A?3 zNubRuIp*?zcaUA&b!G#^v2Mccn@JeG(3@92AU1y&Y0{s=pOg9^JmSwnaJFk(+~3%% zyWc_jruip0{TWby_NyMD5m#CoAj^RY1q|Pt1~z5T@xn$CP6b1i4?R^qdvi;hejGm= zjc{*kYz`K(I*2!q#^y_>w`OI@fosj|*1fwPBo+dAHzamRJFRkRCW#2aTH~;3V0^?e zHYPux@RsZsJ?E_z`$&Igq|ap+_ZT2bI+C?MQY$4~@hYe=wDCbmZ{q{GrtQI%cLh%m z$LzK07X!a@%VRxSlr6#WbybII9EYcdDSgV`VkIYi_zzpFxt7!wST_{yicE&AAFkSc~+HB0XhU!|#Udp=uGs65u!W z7VY^C%^AVT+nVnQ(jh@8#I+LBBKlwjbJH~Ag%Mue65nq+$f64i$l5RZQjon?g3Pc_ zoF_*z$PqUha2wtdGLjxR{h^jZw@}c!N?)t6eY=sOwltP8#wbBqEn@lsdxw+GXwKIcj4iG zP*P~7`5B;oRHUEHIiMT>_O^Mig-_zZTD3B690U;0^Zl(_D)oY!rFoG_qlQ|RMLysj z&&?bDP#DLmN8lAiaJFz;^tI1qYNta`*e8fRGyB5x(h$&W>H&(F9v=^0)9K1vRX}=E zVp8*qN8&B1<_eTsfUJo>xO-#Zg^?a#IBnRPIJZsPfo*x%1!ryN8GTdq^o1T?s-Ph^ z;Pew*i*3s?d|ULl@K2CFywdU~x;M{Vq^Iu9og7@nws@Tx{*NI2A#(hN{MRr{z_<-q zA0b|_Zs5^JbOn+#Q&<>L!PSx@kuj7VsVh(RzPiXv%RLmLQH+A7HR1iND{fyaK2de$ z@HL7B)QexAJaSQ$4b-}kHhr4m=@gVts~O>uO|ObMdWTBUyi@;rr=_RTFSSvxNRP!Z z(*7XU$JDgQhq7wQW4uJy_^>{K%T`t9d$TSpls~x&6mLs4Lm)v~i;*nVIHgae9?+|i zN?KIBA(&f+$j>YLK4{9eiJpi~2C*^aepiJhhwvQUo@D(E5)$M5h~DsI|2w3Q3F)(p zQf;Caq%Z%8qW5w%M0CLqLHbWR#D2m{k*tf8KFbmyy{S798B}duAT@KWT2ubz*zjqU zAPa-5npUl}$V$0>vF}W7yqKha!swDskav(iWtjnWX?Q9|&B`nhha278Hg_P|nc|^r z&oWDlrjEM%>Bp?qFVtQas`OZk;Ntwu?bJNC7Ejls0mcLhJvMwwwtCVqqovmm58#)R zt#heAGB&dvOX(^uE&Of=QdgK;Zp7+l6#dmYYQg16Iy$zGO6gaZ`?n>(_OHCd`=fof z$OUh$+0)@Yzj3l+j$`|o&Qkt7$q=6J=?zDQlkv?1tDkg@%q<%G z>+EB~wuHG$r9GM)KJ-at=S3;ApMpD<pQ{D&9WoS0x%6uQ{urQ_sQj z5RX$eVQP*2m+du*{_9^WWsTsu&=}usk3S|FnGZ(#2GT27{s8FkKb@HdeDz%I_@T72KNE$(|c$YylJi_;gV z|0j?>$P!OnL?9o^UbjJd!{wnv_%aWui!;*H8$?a}0np06-2^dCmQE=nZ^p*1Vu4JZ#MlLL z_Tqkn=FL?M8k6@$?+<9TfoWdy-1@f&i+~6^GgaS%tF9E%mf?hdNqdspl$;eS6%JDW zbZLKlx;$B=hix4ClZFmok^0p&!sxG_xidsK=EHi`QwQmAyqhu^V-7kiI5*LrDJxdJ|{a zkR^F<3ZKF;L0xc;tx(torM|kRRt2~?ReZVRK6RPlOyH)R%euf9`1*n*ZIj9E2tCbT zaN?D)wuJH-q~ucyAW3Z3M^3QP;3vnZYi#&U9DI-TKE+o>0=iN8kv(Ws_7ADSH8c2F z#bWTcjyMGIkNNnDor9P2w47_6ULY~nzjM528x$@(?VTk$C=a%y@} z|4H}yZ@ zh7cynN@j7shK|#BB|0~Te0&)m0`HriIekV4TF~f1LI)8y#oZa|OWG~{+Wf`w^OZ=D zeAj{6Ft8RU2X8ed89kGTYko@|auT_1U7#xaM|o?)35(Cjpb z-lDv9F7}1?wY=mXZY90YVi7D$&Cz%?v8C(u^H)q7XuyU z`{RUN;`FsJdY?y`(&(B(?A$om^S6-xDYPErsj2M*>D%co(lY}vHP42{;qQC7(phpTk>>e^eHzm zSxyNLi#`)<94D+VwaXq&GKPngb*TNu=hlqW0u*9Ifi}n3#e+X(jFQeIe z=JP;$LvK#v&w6sg`iE^B!iVhfy6S-{XvtiHJW#+k;RvGl81Dd)l2Zt!wH!IQJUG5B z`d5F;J9jM+oZKQ`oaR%|BfRDG!C6+tEyq8ff4As&1oi*X-(YbD1fg|^7o>0g8Kj3R zjq2-Z&n2KeF?^3v+LoUss=jN=vF$#K3@u9`I8{1emn!W^iGz|s^iFFBP&9->SW;2G z$aZy4X`_wxCN1LQjZG;wVK>(nEo_J7TFjiF( zOHk8+a9?4P)&-p#Op^^xkeDZMk zeR}i%y&`=KRnOv(-b!yuH7@)|3|s>X^_WS~kwq*x4ANsZMMH1G?KZ|}3SCQJd~Z0% zU}_$s$EroYp44P=S5kE-iR+8M3pFM!rI$t|1ZGHg!_Je8ZU-&x@;=5$HoS^>^k+!#f84(0jP+LfTZxssLh9a@HYf&oOmCzrLwdV!V>;uG#hc2I+Tse#rqRlmVer)(IhR{iqCUIBdXiQdq#x)%lF(KpLcmu{ zlYyJ@Btl3NO|#{NDQ@df)JxbwKEs%a^2>?}3 z-5b`(FWRKnA(Z+5bE-DVcXrz|Kg{)Hh+A|d-5;jC1oX5`zp{`ZEinWbNvwNY$8R{j z7a~s0O6}i_T<Yo3sP$HBFiEfNpu*#yKMWB-Bh@*m zImO1f8}BOqWgRh?&mbMkA|Eo|kK&^&x2}caqjl5UE5MXJjd`MTEbmhE?p{-t`!}Fc z4O*|ZQG?1$$FUgp_PnTP33~I;PP|b2#qGi_Q#EbUjUQrgybLssC0Rc68x~*F{;+Qr zlrz#7i7c?-d&_p~-BO#U^D}00L$QL4^ey!*`*$tNfJMcw)IEOx8wc4Pq>s_QVNTCT z&%-H@935i*{YfMNso7(ETSvxs9AxP`JcQ}^S$+}HvlyWq;+O_h*x=}U%ws|UFna6qI$7x!i$Fd3!rqUjF0t(|)aV5I&Swv!llxv*aiq#eW zqV}0M#s=05_I;mTW2d(JQ@Jbz9@gxAXQE)sK1u#s?4_bow`_%{`wDadJG)V$Bv`3e21}U&TzB&{Nz1` z@zYd&MVm=z*Y{|P^G^r1bu~3#ww)Yg8$QzFFLE>Iv#fTwjgDM%tE1PjH5T~}vM`bt z88l_IFqpDsX5_`kLQ)*XyeG&};k}p@hn#B?YGTZN?#duzw^8I)Yi7Y{V;GG2jCZxYaH*k8{7ffkizt%Q=`41`10IP(w;YU|7m?k<;S&0OX{UL zxNuEQV-qiKqBjF^_R0`>oMO?OE_%B1BDUe?;3*DaprCWW{YB2S=2z%hhSnf6`c8YZ zyCs{OtA8Hw@}e{{K_%T*-y?mX+Dh*v`}-}+J>we>>A_rSNmf^5 z|3UH1nHHw7r(?i{kse!+wAmN|={w&48|&JXF}#aW^Hgd*yWAOiPj(=q*j~aT$Hu}? z$&;-`^SR;6X_~JVqYByn=4ey`dUWS$Z$f%G)YdY%Ps3Nrc%YfAlzhaoYMie|=h%>t z9&F974-~)shDJg$QD;On}eYP*u0u`@mAMHn`680N)pQGLuVg8eGyBG<&r zeNY?dM2ennY1hMBq$lzuO?l2rc4t^q@=v=yGVLQh?fW@tv90>^??OEet9xdaSs3@k z>8Erk%r{fGbwOUwDF2C(ENPXZJRyMR8yGGB;u}p1C08RM{n*r~^ovwI+Bk-7kk+!I z*;HGPhRMvd!fDEXZo9JNwGmVHpIeiS+;=*#X=a?b$)U5fE|Q~BpA|i9%?#ux+^OLx zD;rkDD}vObbz(O17w^ktzAk@6%%3cg~Xr<||J_uw*(&0t`96SP3rQbBxig@dLD0h zOC*0g(gW&&^l3!`YFV9HX)XW$Mm?Qaqbfebuba-V9G6RddgAn7;OHP) zl#0hW7F|QCd+yzc14uJ=awO?E8A&XqU3=bB9HgqR6fX<;LqkTZAyCr8?uNw72?UlI z(HpA!-fe+vKzL-MIm4K>Hyfm{-xoZaKKWIj^ZToP)K?McYww1O9xU2fIW0P&dM?k` z28*bW(Y;yqwgBVTl3c`L5=%yEom(yLy|o<2Oiu z2+p3K-Vub~@6+#DoJAp!K4UY>t6iO<#BSmA|3Hu|4&??FVJ0cFda<_*f)pn7Uk$bD zMN3wR&MPBo!?Lb4s}h`K+t%>-ucEf%o3R`}>50$07yD)Nw`nMqdrf)i->|O>V7}*> z6yF01(hv9A$j`avc_C01MIxp)8aE|Zx^b$@L>z*+W0HH%ndQuS z5LwZizno^?b?7b8x!+eS9a{B3`ls_vu5C-V^X~7$bgT&$ym!TvA)I#ll~V7#3`f@@J5~D9IZNm`_)0%O_c0jrDstxjo2|c^M64 zQ_cu1*a$oy5()y(E3|NOwmUFizsiKat9lq=BvSEA^kK3}Y@Rh~&So<5lNWXnpLir~ zx9A^ZYGD^tEv=Vl%z0G4t{9Kcg*)NS*ha$D#BxR>20ax5)B3MGNz-&C&M-w^$AP^q z)0&jwJdE~N`6X@$NwznM<@)yj&_7Jbg}Cej0nz{ZqS{v)pgdi&Ydtj~ExB(ld>|AE0& z%%q2Xg%hvQoqP}T@=7zSWQyYzeNMNiocrTeBDXo)lK7^g@#pjDpI;ZX$X?b5TyF8m zKJAmI6+!`X4$UPhzvuO{e~WqNikBjwudBc*EaQ7?ptSkqpkv zF?7bFEKed0z5_*XDEwX$IE%5NYlC9O3#^6XNteWN)Qqz%{RqF@t@w+un4+U_XhnTv zU)E6if{c>UyUd7Cqy?qNqB$wn2XL8SdLuv|(Vz;Ho}u^ZkiM?pcIL^p$HI(A{;zBg zOpS=Pq}6J*o;W;R&MD`x)teh<5-^)(xrxq0v~{rS?abmvz8fBe*@k%^6PoA#|4!r^Sqxoy$^Zp|N_?>K!J-^lo8g0oO^ghf)# z^ydF>?{A(P$ByLzlm>s%y|u;>!WIKK=q(N4!rK=YBxn7?6t(RpNMJh{w}5~Doyw{@ z=irMHdwTARJD0GhN7Jp=2bD{zdpCKQuHZ*;OW%e#-(dEce3l;WDR zBye~YUBKUFGZ8mlGm3cLAg|Lx4lDY4P_sNQy3f^p^BseNzV~K2Bx^K19c0fnZ2>Mh zpdK}PKk4kp*DM3Lhqm$BQN7k;lY_xK72XZu!)|HrLfywv0C(&?qyIEt^vh*`MWu%# zq71~Zw8;b(ONvRO4A=cIAA9E&Z$!=Ss19V9p74%g-0YHr>C1~)Fbn?VVxkmn!{zui zmYPmtZbZC8HU|CR(;r98DRca2PH(i^#$4TtlQ;I(+&dGI+gwtP?erOYTx=uOp}zB` z!b6)zV`s?wZ>3)c+QKaV_x^3>`3|cw9LU>MYEKeFLvhy)3O0m0ty}U&LA4cMZ-btv z1*6E-Ex$|CPvuS6rDqR(>EH}gOGKfUpW z{j4cld>QmSOUsp4jU6wC-ZN(U)^WR!`M&Quf2k&`951K7^Q%CTjQRJsKD7l)kLu~} zl0-UgBK$IC`o?u%yL!y@wH{&LWqKZw^&S}N|t0&SRaib9xxDOj<7kc55#X%`Gz`FGA&Y3#nS3{rg>2}yeXOLHi_$9 zd7$6V>KlG-o7aZG-ZzHq%^R=eh-P`Cx8@7F7B4W39`#V3BT>?$XT$XEIBv#w_1aRV z<#_SjhyAy~;2{pFE5r2vjRJizrh2^z#LF=q3bcJGbscz^KiN{{`=Hl!7?dxA`^UnU znEt6NHlpb-)j^q_OZ0oYiRX_v$)X!YpigP(Uktg!qTayqc=~1k&HSJtR8B8P`$O3j z=KrvqRT~^DP zGNk1XImIndbY{g-)VZu0p-*aeEpYbiDhA%POpk;M2WHx&KAIc+ ze{X#i8TCo5PkSGf^;euoBC$N?1^UIqyR@dfhE&5$uZ0{<=l0otndz~u#`=lBL)c?V zWk%DV)8t$=T}9;^YN6*60=(y)Uw=>vNW_uj<`=?{%)QHCctTM&s3HA=|Gn&8N3u#G zt_|iBjLg!^tWo3Fmy-d9;qxP=PRs$ASCvqdJxL|{6OMaTlNnVhOUl_M6<-4AJKAqW zbqr?ujO&+Vx0FnJ-l)U>P@x%MUbBpONKjUIn}7b38d+nG-?CqtgXa3Tf3skV zwgaZO3rG_#s5bNQHi~%G^kTfxfvLfDzU@F~a#Y&CpXuvvKEahV{e~X!V0tQ=X@~Im zhn-{z=kyPv@EGzk51A0t@4vmBxN2=g{lBeS229V+FLFH^NMODxP;I87IT7jv&|Pt%L0p#i@E=f|CWc?3U}9MvC?)z7 zc6yqO1=A-JrceBxnO^3>3p`+IRC$FOe(lZan>D?NFeLh5-;?>Ne0$UWvQ7fHL+CGd zacnrA%GTDDNSapH*dzV2uQC}wC)5k~B>k(Z9^Sal#TyiG)j3W`uonleF z!9MEaH%c%5MpDZwR3t{$V{C)1^%a?KPP@zgdf8*^pwTwhJ?&)x-mzyEE7Fc6Q;dMg zxFku)z8J|~p&nV~5DEo*T8RD2isBE@qGDJT!t`;>v>s#WE%_-?wU7BU8`C??fIicH z=YGKS-78gXBn62?eM2YNH}hQjZ&$q8zu1K;418N@9cL{!Pfu|;zHSQ|pb5jfF(@@6*7ve?+*8!$b49FLrUXJP+`oMZ!vcuELP2=`k_o!&70<@Cb! zbrfP8(;J$n$-#;bvv8jsu!P6lCq}{3-9pUgtdktP)_GRW6zNYdUH>Wv zz78diH^Tp`ENNdW=z(_0Zu`aUI^#-{C+lCI+Na@?Cy6Omm2WprJ%Q+wMFPP~ED;zHGkRwlAkPfG@fXrul#ye9ziTb_OH^UIl zS5fr6?oqQ2oKS-O^eF3?p58gEVVoohV}Ht9!}PpxkR&15DzWa$9Km#9b5PLgn$ndl z8%y>W#jU+_EUEg2HZaVI`glRjbBcSwBZJbhzq2=6&qti~745R3gKR}*X`kuY>B_j@ z@BRpVLzrLZrNN;Ll5pLCR0>Kia_hZ#)te2bWzBs8uo~PGwDHc@BSl*tY0rYW0kEWp zM*T_%oN9+Vq>w=rU^t-?P(nvo{3jj)CC;_vsON4hg&rJO_K>KG#W##HJr{5i38R-X zCc+Tb7W6XSoy}o>x2Jk#Co4J>Hz0L-u-bF1%6XRbSP^aYO+I1zHsp*m*(n=JQa2}= zvD6`kf08BkP&(go?2q-EP^;|q_3cz5Xb4Mkvj~O+F5=@I3Sx!<(>EM`phbCR`$n1G z^`<@mdYZ0Kl&_?0Ni2U~wBIt*BMzZ5Oixa}RO1k&4aid%KfY2QaGFoBS{DEnyKfjG zC^a6z-6%G?lI5;Qv(1LaQQ7i^5Gaa8pkwc8cRC%hmc)GFryW&n4%l2mYoRMXjZ!C< z)H}hSi!O;I*3g4P*6k3{qik7SR0*XSKah-K-wM2g6s8;TR&sBaB>jNtnU&VrJk`H? zm?v1!5=5HidwIzW0BxCGmf^lilS-FCBW&46z0vfokT-LC`1B-|c!oGD9?7|UvMWo# z^y|dOd=PJpy!i%ZC?&0vp9SUxTg&6?f`vrQxL(-<@vLrYtyn_gPs^2beVK3Aqs$>h z&kF-JxH!HK^fO_Wb+JLj*`}Zs@L9l2zvupxQ#iZw2V*{vojb@rH>lC}2X$o4eRn-z zfyfn86-R3ZK4S$!TG2le|3qX@rkm>y8+nd2L}Ii(YzG%=NFDanUZTTl&M6)h(>;%a zWH{Xx5<8E9bIwSpkdQzH&K!e)D9*=G$^}a*-)u1^m@vJY8-RMUg!{x6SS{#hMg8vO z%^;j5L1#UR*m0&zPdke()xYZWvXeK%=9Fw$b5X^5RK-|e>sEx5n75l|pQt07Znyp* z_&UkWU3M%}wvN)j=(~kWgth28&UhH1naeffat-|RO|Ab~&tK83Gb`p&Wvl`9;zqe=|0NrtCcj6ep znzJlSz1Yb^SY<21h0^^_`vd;giT-zh!l59@;JMX8L9>4x!kX zyRfJ#+Np>zOF}&VqY_8@B|o0+gG7e$QvFt);yay*OQg#05`%4;l3*)p2DW;&0YmP#TEV{<5g@A z^_f1;e~}`+-PcX1$J%6`3T)LyFHCO@XNCo~eg!_wip$k}z9Xu!V0v5^EKQ=>cN(1H z`LME?Mirwv*>F;&8x3z}Yd3SC7gi_CCv`nuC3}acFP50TiY?P$Wa$*(4kN(+5AxIp zs&HZ`6yQo@Vkk71yup_vZ!K_1e7lU-ejo*h-3SzAOq!kqJ?;|PHbo}OJxcQwZEz|1 zGgM`cX9I5oG(XNF#gTw#v5*T(6-w#C=E$q8GCU=aR80IHafN0}d2FaximNzA@dnK+ z^Z!jnsmkZ`X2Z0!wvmCOVL`*DRH~PHWkcGAQBPc|#^NI}y}*8NnO;3azP#Zj-K^YY z&!ELN7bkl$n?32D;NGaH6YEAaf*`xp$2TJs%?}05L+ocj6gf)xIcCFQtv8z9N4+$c zYy6KP@2qFdb=HRv&CN_jIy6-mMPcAWjPzaI9Ka(ps(i@9HDfdF@8bMCrk zoIjaJTuqh8as{sClsLee+nzhI;CwpSW^^8)_bqaR>d4UB8t8_iPm)w!Xwsjh=+<;| zt_{VU&oTXvs6LTssqwa{)Olz z5Vdpq0Mm2d(&!p2(X3G5abtsbl`Qd>>zNFY4QqOUr^IHVy;^TP^UVv_j(@bNK1if3 z1Xa&m6VOi@sP`5!m0-QTt0jBG;LuP&RUC+#vz-C_)es=dX`5<#M2(D45do46JuzQas$!LsRJs;4w`CZNDMF z*EP{RP|wyZnB0c;;v=_Pdrh=%da2QvlRH;${kUXFOi$&CDBsz7rPrUrOP&5;Nl)J%9-fe z_8@zq_M_b)zqID&OwI+3C{e{8m?bci0q1zV9FDIqI}$cV-~jeJ@=F_5gs4GAS&B-8 zSS2BA;Fsrd@ZG^YWO7*Ox$7gxMDx==OB^xsh@*53eB=H}#FK;44T+}4XhlHYu+;{{ z1g0Mk{$bzLeot7I61T89z1Ag`tl`J82f>|@H2 zr&rV0^>?&M3)VL?VU}qsn*MO$n^&qg7V{F1@P{mC(54em&pik*y)0E78qxbFT7$@& z%t+kuQe`6Q9o6Ue7ud~^d`;)rD?&Y}C!0%87020BR_5?;Ve`0Q9%|_|H_-RWPwUn4tFAEua4>a&_}(OjevGk$aYMAo0vZGnLZ)iZ62EY z;}xLSKurolI0y!SdZ1$mrf*#2O|P@D0{yPhGJV%!>(2E(rVn^IxcO(3R-_c`&EO#W z`(=9$RC!5lSlko1(Xk_Ys>Vz<3%`H;A5?qfz!4&w$(0U>-+Pd-ILTO+Rsa7 z&VOgH&nwe!lk6bGC%5qNczX3Q-}Jp37KHW24$C%Tr+-)8*aT~OR&rApqMlw+L)~}F zo32}6`i8bASMq~#J_O73JUjTq&$0oG#k>;0phuEib645(nf}lM^wk+gU+OJU1=1Y8 z*=azA_V2V9O*C9*a+Z1DKP z<(vLhtY#&mXEV=bS@Jw z;rh)g%k+!ezcyO8!9+OA8|8Pc(xaGT*X|6i(e@p&B7*BTXU>VL`Sq-!@Hh9!n_`yf zDdNmfy#akq+as;K;c-mHy`;|l0aPEvvfKj>Uh*Q4-y*-vrr*8NJ=%AM-3{ETB8{`+ z0PS7K@+qTjuGEk{knxQ0ege}UP~IcnhL=8-4T0>r(L^(fb>guR8XC-aFLG}5e{OUv zX(Aj`@lQt5CLp}SWy}-d*bh!c&A7o3CjEdm^nfPp)3&}c^F=*nI_;!bKtwJXhUmp% zY-YO+P}|pJ9Avc#(aQlLAH~#{L#CIqe6MAD8*mm%LsrJZ%}aV7B-?;Qa#~V%__z6q zc#GDy6mJ$;rsr>`;k71BGpN?vOut%e#>({9_cVQAds9>c3dP_&5IHQ$Ad45H6kJghUx&jCTg=yrB6}Tr)E)kiPjhhQs zx+lnA8`qf{zmH`xFw;+LmUT@`PmdY0rfUX>C3^C^_4z0Jn#<%iX^K3Xok~bQI zpn@KLOPQW(b$%+e3Ei!nZo932$TB|=GGvopJnYi#cEI%8IML%SO@q-*dE%s--kxWh zaRvxGak>Rf@5`G=4D=|~8&vY*sv+vn=a0*cVl&J1Ptf!g1>YFLq!)8%Nl0b}rD#b% zj?<}*el*h)>JRL4lz6`}=%F5eVJCD~r`aZ@hHR45Fp%X3Su|)MOV*nsMyd7}fCzL& zn=@(MGEYCTw!vg9J>1MGmeWBHYDt=&#s~}B#uaxOe8_0X29fw|jG_tX4`O}>K+>CA zp~3T$h>Ex#e18!mMeY@DUZ7^UFbr~G)uWydIy5rVbMg(Co<0h`jZ(ON!1UGyVnSSjhL9M*GUwl8cV%|>2Virt%mYUVg zqJAa|!3TZ7@ur490v0!&8$WbRzlrWES=KWVXQ9(7?NTm&f*Jt$vX^!pN37=ENh@}$1J~&b$&;yaYf3n<1Lu1|s_5!Bl~fg zdzV7=Pv#tpia30hnN%K2nioWjAC1Ry><5_si0BWRbXo68A7ja40w?KfWa)lJX zF(_`7O~DyYyf2xip~N>FMY0pz%}ue~CqW;WGcIZcolrgK{(Rxux`%mHHhX*VZLV|p zvKCyUHc>+3ptszuMpULRISC|pOs|8oB5`D_Bvhu?ZWZ4SO}7omS&_0aLl=%3d1vm_ zgou9YXZ~qlAgkEGCuTT9e4#p z8y|gv>wxCM*MTA(%14-<{*x*lG5k$^%>ZRUn!gn`)NkTktLq-q3)0o@fwt3ehe1s+ z{Z_J`coi0^2vV1arsrg35%tne`$f7#Riy%8o6#L?*L5CD{mzb_JffjA7^@& zH$`>9b8`1$pT7R!Ag&W7R^0Ph-(~tlBWwztB#B1Z0pMRH`icf7fqJrAo@opOHr_q8 zrmlw&@=ZvHCz>bBZy4*`YZ{m=`H2d0f$zfRPn5DqO2b;&MPIsY zn%<&w-4+MGW2dIFR{aQ)P~3ZaWj&_HTIDpUX#`%X36x7H?!%qLTMp!n&ibtRV2<^) z9G5(iHL`?68np8r+4InV5J~RA1|!{4`&Z02ca|)Z%>vU`={Y6APYHQcr2_-)q;R9a zmw%s5FcSSRss~tT7xCr7@iHm-Z$?Z{KXv)C`!k*ns2I`_(>%Q-^6BkzLYNuWz*d)? zY*s#SJIDM4jg~pkdIj^QP3>fP8aBX@&e$W@)$(y^vCev) z@Gl88jdRaK)=2J6XxERpal)QAjCTg~uO}`r(Kv~DZA+p)M!my4tDE)8fu2x*y4Jjv zR<(_#`o+0n-Omxxtc2uH7`8J>GmL(-%ujUl~41S>EI%V~KM3C*cwi zj&O0&%qkvQKaA=F4$Z(MN2Z>$NGD2j>n9YV4+-=uNC`vqX;syi3KHaS;QRw5SW;(Y zx8tB<6fTkZM5W0cn4E0G5+#6sK1FrYnGFSctXQMsO)2Tzx;r*aq(H-x-mV5ubL79<36%33+HHhH%cpCAA*Rx&ITd) zOg|{tdnK6b64TQ;mIq|v6yy0rzMpQVCoGU^HOury-o(Q6RHvu(p5x9o3rCmHHxOz+ zjOtky(4s(gG^Rkkt<~{LD39p7ikKc}NQ%BmE_IzGMx5jjF+2SQ|CablVR|Fl575A< z*Iy{l4H}+&^yV9<3SG`(hH}r!i>$WNooWTwZ?-^q!uhQ+mvq4L32Mthu%+%4eYMZE zt%eZ$7cfTI$);X@og*d%6Vfoy=%z2GNqs4tvoNH zJ}pjf*DKA<5xxU+RL}OW=5Qp-Jl7eI$YwajMxJ4Teo!xly_MI!2p{~8H$#H$BW}^u zbr$pyFWn>5pRF@lLht!3+x#G==jzS5s>_Sk>Gh%OeD$!lv%E3i%a5Y^H5WmOymCw* ztfel%4L`!E5`9MnQmSwWF-NM6KpU${lRi93VE2vIN zqJ14C+2Qr=?U3&-e4<{<+MVri*%^LNT#|8`#xK+BDoswK2hm^cVulgu;knTn5$GGF zhlp;XFI~12-pll}S>1Hj+H{8Lk@uMGZ9&Z!HbnHGde}vO6xCy|cAOMe)MF(Hk5MCk z27%O8(NnB*0B$W}k{D!Wr&WU$8E|$d3{07yUQy88)RiLXbIbGx8}wTurMpDArpiUz z?}}2BE33T1b0Osw;51d6bL}Q31A?%7!qLU@-xOI9P_x$DAp8<{@g~O5p!rwMzM2uw zAK^#W!ln3|nCg#qxsEl@=K~|Lo?_*jV%(DiFh3k_KsoQ3XE|$XZ@90u?@(PZZv#$W z(Q!O24o2kDi-voT_L1-m?Ql+dZJGXLV`w|}oAu*5eZxRMEmm(3cqds05iqZ}&|80c zW2PtGzX$YZFnu$_^c!@1>&>M;?5Z-OSKO;ozWAs&OpihLA4T<8QD&&Vq}9ayBn^Oi zZ8j42^Z&0UdICL80c?BO5DOc?XBTQriLl{>ZaC~o-CL$7U%e4Dfk7fh){e&o=^V>Uzu%2RK$z*> z)0Dj)5coT5tJ$&lfa~%aUCCaAJohrYOBxLC$XV(ycIEh1J4V=Z?c1{;6Y4vfsoW93 z*Rqx&$*wfKcs(BZ%b@JmNQXSvKI-!wVBB1tu9-q!jm5lq=QCLaH9#8}k)+Jo5mFlkZv5Or~Vj zW;r}Vp*ks`r@S2X&X?LgQtOS1CWLlpB@IPXwI%b`naq^;>-u#ZNJhdZg~g0MK5~n< zXUc}{j?BCHvIO`;}0Xb#Ka>Zf1^V(B(Qt+fs`s+m2r}hwQw7VO!jOxv%=AQlagj@B}g}M z-F8B~Hl}DkHsTIOk?9^+N+3qi878H6jBx|-Z@irZRZL;}9pXSp(ZfY=a8l(5-3&g8Qv^s?p{vvl&aeV|{MsGruIq-VZ>dh7 z^Jhd72nM8x>H9b74Vd2xMA$@IbAWYe*-4h$eSzIj*W2>tNts^K=|^>XU(++wGxX7l zqD0&4RX3PyP{zEQ>FXJ$N11_^PH`3F^;P^fFGG^YfP?Fd{Sc}T60TY5m=bAvBa~g^ zksj!d=!*<_Z$Tn1b_2?~l6?6ZRZC{}UBw0ai$v33cFh0uYr##ZGB?ylBU9L;Ntvy@ zgQvnXhB{buAEwAPGfZD#@y3NY*^keGuILc-+eVt~s@(50Hdtm#8X`W8+ zm60@6W7ml^uk&1zh`!8N+UKsnD`vW!4zh>SNvYnIE$xiQ<>E8Fju(>m2KH@s&r{RQ zFn#}O$esfgQM^a?C>D`WuPU{o-qs;$>&WS9A%BAHh9_mEAzSM@&C>$YuRPdqIB~dt zleU(QQguIo>7VO3g{I$BKz-5lHs49ie@C9_q#umufjIvVrYEHwATJwSPYJag1*xc) z$yjrcsm&i36(uIbMV^w^EKUnU^_;R@RanG>4GgCfndmRHV(q}PMwSg$Xi;(7^@3oh z!$A^?E8ZkXhO?4$6J&BX&Z^XAvnFD;;i?nsd`PY}G(FuG7W5mdZ!SActr{h z&tG3I^eK~V8f^m{w@{fiGB309;k%2hy(c?@L^|0t1f+I%V}d`;#?wd0p|_~t$Qjhg z8^t_KVs|x(nCYjvetmW33=pGl4m1pUeSLdzv1TtQ+q>cH+iA1+Yx)fB{X`~Kvvf;y zBwlUq(4#3;^A}juRcsh%O^Lv$sQ~RTN*+or&R?hiM{eQ6(VWRi;A_9O#3o8A+R*#c z!+^WAl{w+UUvJ=ZfSvequ=yHrA<&4d99q*1t%6j9JC}oqYX5DZfErv^_J=15CMy7gDY2hOyAXq#tt~qtmYBoye2mY)_MgpA8wf5LV~?DrxTs{=mt2EoA^Yo8}pC+;dP?uoxC9}Puf*O zZy5DgV)|N#>@g^Qugh{S*RR4Ygnn01nV+pWxI4(daBQ$mQmwzw_;Z8l4S)ihmI%Yy z+Id;c5ArFbsV+E^GIQI~bkZs&xm{49{+v{_O&Km6_~`i@OWS2B!TWULVjN=6NZJ@7 zgDzBt-^F-PLCT0!GP&&#g$COVx@AQn#ZjuON+&9gWo{(p#o_vB-g5OODcTV8_maS9 znErg(D{t&aAs{}qN?dfTpzABtXSrH+|S}igFZoG zOp;`pQorSzrBrW-=g&3kyJBOAo?iUb8s4xpu4saa&a&pzSt1kRBqQPm;Rl1I3w#JH zZNT(YxG8o<{T~d}X_?yYkkkJ!75UUE_!p@|MarJG>TygmEVq2-rmr<(%wwA-iyP9q zBP`Bo1j0Om$wb0Lr<;`)DX(FTG!ty(|U0O%A8v`V&=S}BQkk2v1?(PpR-{)#E zAYyH_ZZq5_Ti1h~As*ACTtv&j*9PLdYtK_vF9?sw=sAlrZOXELtMlQsOF+;J%yVUu zN|@$LAf$KrhnfC5b(@Vr?=t8$(T`4$l>}KzAi^C(B#6>oWcr?&p6cH_Uo)i(hZML;1+^;G#ww%%q`1A2Z5GV+2}$vLH5W5OiqjkEa)U8t;+LDL_oNLfPS zWINicd;ro_(^HyNP7^ESDMsC%y!I6wYei1_)!aX1y3;*u2^-D|qi~|shHviy((vj^_xYuZKg=#lxakwHDlQLtE=E!eQ^LF7F30*24r+Fh6rBsMRqYpkwc_)o3DFQU4+t)j_LQ3)G5EU_ilorx&a5Xn&(Q*bosc%r{(BJ z5qFb#?*=>nB#Q}JUj|GtZvxYOm+}WknVy)wK7D(W6%o|qeSN*ww9C}I>WQE}h_|Zg z>&l`2RA0Fg-;lT$bQ`L^UZo#-LL<5f z_EZt-jLbI=;F^9QId`QD9~Lm4p+s-atA>jT%k(>l{gNyCP&AtVSJC}Kdy`8yIKn~p zY%NQ1YjVwo58pOH7kjM9od|hTbo3&JJUm5mhpIQ+=9n`5Za3hRC8qb%U#I&_G^D=h zZ3Kcd*)(>AH~s6-^qS$Vf%0M466mRI!IM!b9b;c##eYwzr;HWzI?$;qi}fsP6Q&P> zdR6P!E8EKq>?!>C%DU#duyCrb1j3x}yb_|1EYnlr^ODht3C_#=4D~h7$kx-er}Ji$ zki6NT-oU$V@#QxZ>Ecu!@*5iLu|N=Wp8)Db^1b7y)r$Q zacZabuOj-Tc{@c>fc+JN2G#j2NtSO$c$&|Y66nwOX?i{c%)}PQynlxt1?L2rnGHKR zyY6(+KIip7&*#(O-36fc+br>o@{o0c@0&_ww6&N$x`^+jQPULyfT8KBKxY6MXUVxL zk`1l3&M179`V3I*G#0+2^$LXRic-N~$YDbQom$PEfPQU-`4NieMoYHf6SRaN$Xl#w zQc|+qhLyEy+Ke}MX2X@noyVLA(&U4a@Yhvvf690ZsuT*!j_0-Q? zxt#io{;8Gyf~|nPv2#cG*QIDA(fFzLGQB%)O(9?^%GSlDd3(c&7&XshiVk^EAL`O> z7Pm}qv{0dZ%6f(sJ(!+Y{&cFnX6$KVvs95x5%iI@A`CQrbKI4wQJGYvCludNz2T?O zH29`Y&wP+|gUr$vplZ>9GVgZM^1*k&cFo@_>LYe9kxIZwq(-4qwR_F$YBcGl?bdD~7k>k$FTBE~svCPFTqW$s>;P{L*UO?!_Z_nU|-dSDW5#m>vZoQa99%O)m8-Id6E7wheo3Ur@Wg zZe$V=m)eV0gD>-YsXjm;GvDAqx&e$Vw~={4qfmtC zyPh`=k#sK7phzMxJ@U=6Gwm*>K+8+T9VwdqGHB-IYZa0N2=zry1M?DHU>d{KQsHs4RFq{|vZ<47#pZ04 zU#~{ezj6|+xjE>CDKCcUYe^@Pl)tqweZh`qE8vyruS3l^7Yk@UcHIAgL4Di5DNz*Bo$$zV1YA&G!wmr|4cT$gD}t!_6WpwMoOD4 zqqMQ&r4!8G!?eYj*Y`|=Z;Yl-!1U*enf{DD4g6%_5v@jqn~}@fCfD ztWXe)P^OO(J;ky#rsXTNT69CL*)uaesJ<|Q-h5Rg!t2uk%LFcX)|0v?hQ~ZCqAW9x z_dAfNL3RSB!O?&%bBZa?WK^o6;!VZt8)#}OadHM@Qc1=M#rCJgXIPRrRPQrCGxK%I z#2^Ol4eIlqYsX4)p4(CLs6QSDpx5#5Mbu}KZ`sOqoP?lDFn5SO zzyJyDINjA(+5us&3;C2vJ{{TSSV?=sx5V@Y^#uH4sVE85&kFj=5xx2O`xfIsW6nu! zV52n8z!2*10Gd$ubV#;NV=(<$n<;ekqVq!S9$Hl7#TQv1xa)Tpa9FuToaYg#r8J0G z9LG|kf70p=_cnu~Hm@*&ErTN-Ez|03n7$wj0^ypp`Gt%IhUw{KdY~aF1M>qHKQ246 zC+a{|h596smU&;sdB!n+T&S-wsLrY@P1cx4PpqbgiJlJR<`lbT$1SXubR+A;ATVzT z{4(#rl6lSem~Cs<-9>XKBYlVfX7X0 z^hCysG^>I(SY~yS)p^|<#A!xVOPDAP)=|VXFz3~o4qV=6nv9B;a5?T+3J{h*TEx82xU6_f< z&a0K)SNLd9z1gxody19HX$)RwL<|j4PWSc2V4i#k^bZ=^7chx0jB*cerR zuEvnQE|`g39P^E^5oU?6qGy;BsrHqD0XjTLZG`SGB&87g!(@~jX7dX;M zqv(TywxMopV3|H>T;Gq=5H3=#WM%&@)9*%_zSKm^S;WgelF}$buE0x@Q;Thxs&@$W z=6Kq;otsX+yupGH@F-NUCe-g<8us428ae%j*<(tLvx`)42+zq0o{+F9IN7S0)i$RE z%om$@u#aJsf5R4IE}r8s&iK6N9J^ADzRdLWMHgUtdoon;Lf&d`NrQv?!;5i2DNM-1vSIOI6oE|`3eShU%yp;Rd#abgXy)Wt)-#5?wgRJgECJFP@>YiltGG3Zy zJQXg&0krLO2Fd#C3k^t=_5%2iJ0kETh=$&N{O#bl^lhg z(2<6oE3n`cx$g4@2XCk@Pp#EM$+?)cC$OR;EydTAIcmMHINh1o=`BUK z-UdF(Vz`~reFPAk22pJ&KFIS`eS@>%MhHCA*E}YBzV{$oEi*k4yE6S*W)Y!YHu#37 z-vc{3K=N$ekGQD&qII`BfoygZ%^QUQ=7IwIXKp*%_j|q>Ys57)j;0DC-AlB{B z85Zjo1jV#uf%S_PXcFtM!3{un1o<0qfXy=5w2UZAuG+}#NUZXc-DWVNY|TAOPb;F! z#;-h`Wu>N_4iq=BIE|O2eK}ejc!THdjzM91J-LRh6Fc<(j$HE7%p3Cxf8(PwJ*>=g zifapuBVs%mG)eiH%`1$`{nv_k~RaaT|cw7;Xu#$V^mM?9<8)lGi7?0iQr5x zlScSQG(C@o&occ+nLgo6E-Vxv0~(-T%@kpI^~879Z$!pK;yDA;12d>ug6LZXJw4n) zw!d}1G3Y&}uM898)R9#r>c3qOJDkx%SZc}U2R)qP-#Kr$@;Ee6de3;tW~S<%e>sz^ zDUuBjjOe&v?Cb{+G?7sSQ3QDt8HHcBVb{8HYwbWU;zrOe{`%uQ(+^R9L*Zx`9Qo;a z*$xqW8!FdhgJ$2_bhB^}fJP_WZ;_K+caZ_H%p>)ob;J+f%8AXhbaQV@zPQ<{tt5lWeYQ&Ma?|3|pblJ2gnGX+{?Q z;=>8WNy>17Q9h?`iml5O0{#lQWy17{09>2s7pY14W2Y;pmNflP)z2SeF+gY&01LwWlWd87a_WZd#?p#%_5`iu_nr0* z3M0w+=yr@87-4gystqk{d^zgoy%!y&J7ophmQ@A67@h3n&AXV#JEKUmqOp$QLOut8Q9-}w=Zxyxn z4Abuq2KA(KB(~vFYQ<(FuS{f+{0`ZZv5|N#i0j3uJQ-Jr)RCZpf5BbyrZ}^s{ua}l zM@JE#(V)_jq%wWAMEBkHyVT7}iJmI;)RL9%b09k@&zrW30s4+lvN(vv=uHtwE3U$1 zyb~nO5O80Y)UhhynLO+YS_IB^Ov~b_{+h_@@C1BM6H^7(gED>yaFLSa3}re6aT4jO z*zs$QawRGHXv?>;c^$oz>_F4o@xYx8kNX(Y&!1&oMuKH}X~90J9f9uy$#7-kq|fw_ zH*%srosMN1!D*TAc_i9AM=sbDL6ZqkW=7y+;ogz+1aq%SdDhd}LJ>z<{wzFCG*7SBh-ll96*o(fwG}gO- zfWMI;!REXH$#+tz?YfQmQc^HICG*j2II9*S8Kdm8s3Zz^a7~s>CtkL*%%-*=CX>Xa{8HqXl z-@$&-FFdCDe0qi*oMaEWR)^iihVY-%PRaXZ={Nm6KRwEJI|=mq<)uWXLy{BDOT@oX z&+mFAFW!zemU8+a6g^oZ%u84gVUPXCx5$2@Y21W)BUOLKd2Te6iU zqG_FqBFSL1#PUBRofR>y4ZNUyLkl5k!aL6}RhZaK;TTG!rvp{uNy_jaBIr-{dU7T` z^<)|DNg7KYcjEVA?Ta6Y^M*p)QS08Adz4?=HpEvvVtQS@bG(81GMirIoT*sy=|$eO zz1@sV|L0|Eq3mE7T8`aDp6()#p40L5M0p41275hXMHVgK$#8Q(oO3*u-iE$4|OHDOB%JanZ zTa*^_P(MA#stuuZOwYASMm>XE&aw3S;giFBYx$lv z{f^R(-Y%Sw{z91_8O)bdt$Zz$M4vUhGll!Wc^1#~S>?c4%_|#OHNu$hXajsOhY)<2 z026l6%7^`3&8ZDAKg0Cq=(>da0GKE4)I#wm&s-u)Y)h`y_0xf1vU;`jNr<`@rpN9mh;RezIwmthLb;YHwWd&YuXSteS%f@di+INs zPPSllYCjbs4#7UOSL;UmH^sXmszNx?a@RpRsJr9*E z6zb=gKARxE~nj0 z`}fv9YWC(N%S>Np=Go{5z9*<3nsKCO%b1SwvxR7#IhjT*>ZOn$V9?Hj{vK6d)e@67 zlL5lPn45wtY+!nWfBI*mN7#9dR()SnHj*I{kvMUdlHy?#bz_f!IKS3-c^br8&=TF0 zsFZ%fSl9!y&nt6|jj2V2x=VGaiLP_I@tv4G%_Ph+4{_={eXTLIleR%EvO@Wqln3c1Le$Fc4 z<@F1&cQS{CjlO)~d9hBK_gqFj4o@;}@qJ8Bb0l-YHwh2Ps-`EuS+QY(BTdod3eJ-_nI%gJz#1u2rTmM0;=Tl#(Hi0WTokEyKkw5Dh|NTfBAi3g}J^h6sEua(5X1t2mD`grCbYXi?%(??#! zwBNPWp{3A;Za9gFkKSwRYBw5U@an5Y24VliW z0;l52ydV8qajXsvk(|j?DO(sKs?N|)V#VoB+L>Ar=~Im!H$l*x?TZ|qmFcHv*5k}u zy1cyNim@Ab*OmWG)tx|`od$fGXTzQs9 zA+|QtsTl@HP<_FTqyo#QQXXeKTq+uaGFV3AiYkxnnl!&tal*V!;J%23n16hfrbDM; zsp%Ww(+xq|KH#N0+h|-^v(7}~dimD|4`C*#q z{>-6kzF-${6wH~)e9V))iRNgLU=A@)VDXXKPl|<`2e13qpq%V=yf1?evS-vd@u00LF$tqC6URKacBl%O zc;a7qV-yNDkSe`9WXsx z=o+d&_m=7TAUkiWT(I7FnjX>I_P?iySE{edgH0`SPBXP3wBD^CQ{oQx|H;U1aC{-E zf7@SpIU`qb$hVqi|MhyzI6xg=%u${#U<&jNWe?h5!3fT+E3VOLxhud=f8$|(wmF5B zZV{r6g2AQ+iGsPWPG8K&A<)Ltj$I08o*^MRhq~E}eU^n|{X*`BJByY96MYmr#!u*6 z2~GbmQ8xg6Xr7YPHB*amhlh%RYk|4~WC@Cv1j(YP5amrngp%L^oO2P9U|Z98Ax{Eg zKm^jJkV7ula%40d`$tgUBwdeUy-VfhA7Df%hp0!9o@kznH!Eo`G*4m6k;{(hcl&X* zW`C3Eb4HmfU@kr#iu_Vb72XY!Fxa^$-|Hx$%fYeoCdrBEUk&D8_t)JHp;ufH+FxkX zTy8+W-3r%pl)XMJ3G^M$B3`FmD6Yv5ER+WG{?5<7o_iW_Mht|HwPjhR4?fQJ=7Ezg zgjp6gs~Z-I6q+7sPIaNhn`%;{ccSNB&`WhPLWz=t_zl&wnM)&{dh!xe?SpCo2JQ45 zqL;=PWXuiDDJd8@yq6BWe2mZY1mX7VpQ|GwyIra#_BI zdRmCfV}Xw8!@=c#x9fEgw}9T9v@s3!`pYZLi|lBo@umq_Z-e>_fkb(x zXO1m}MmN2k<{K*ejWk~)KDybmS6nwk(9icTV=nD+i4S=~mgzUqy-eTFFg<5=Z`l8a zcp^siW;`Z4U$(sSBlk?FR$oO%cty8?HP9%^%=~FA`X)odfdO@G{WxquNX)^f>TJJ>aU1qzw*l69F@?^^@1wS{`FWU2J*u7_Q^wg^Z_uJ``2xGuakP8#R?={2~J=2*gf}sX)>*w*132IB1^Q5TLJJoql|RJ>ELY z+TA+@`_hiVE>k@%1yz^9l-^m`ut|a52Pl*UKea2h^cO zFb4oe`AQ__P6}6ZTEO=H5kE4jmDze5K zZA@)xf@Hf^rZ@aSuQ5?+ace$Qy)WY=k7%TM7rc0%Mybm$6 z$MjKR^v(WwG*tig@^*T=!i{q|?CO&dT1HJCUS3WdU!PgjZxM2qG;XuWB&>2{QP2K7 zDq(I0m=F7T@W|;kig?N{^3=^eU_%x~H5-Q@OfT|=mXXjq;+;2&?VAecKBiAl6)iH| z;Y3urNoBRxlhyQRw&7843JRH872Mrm)Mv1q$;lHD#!0-XXg=gpkppd$VV`))*?a*s zex^!?-SH@D7JM#9WN?aV^$`B(Nios$;JW)3wkyoUGVozIqs*A~iqB*ll8`8wf9()v zIbixB!5?>v|6+@x8ep$_ynOhkA1hqz=QgRKF3_2i%q-V^TAm(fuu2cH**CIf^}X z6WnD(pi$4+FiWF5H&))jR_q>5183RTe^AMSd94O-hN0qr96e1@f# z?1l$PI`dfodYbH^A(BIZWoR5kmhoy%a@tflp`waYG0GEJipHxI5-C_xfo6jej~I_B z4Pk@gWx}y$Y`cMnUc^l>otYwKZ+;MTo?VN)!6p(ev+`*!pHVaW+r@fz)R4(B-^nsf zU*Jq*aLgfI7wd?K;a?c_YBOd>g3UT(=%0f%eb5&k_%^tI-Cs}pmxEC^kT+R=Ibho- z(K`p!6Xfa97z~)co0$t#U5`^~Fd%xk{1?Cz`Ai?g-z{&>$$4JWSEPJ+aU~7NTGfKG zeYMbz_20a!Vem<#G0DGdP|CxP#Q^jnM->C~^b0~Dv_OlkY!~9b3m;=y+_OKdFp6XY zlVp`}Qd7zsPNal`JtCFV>fxH#K`Kr-tLOni?XHYfKRt-nRAX{#ehmfBXIT0VT5`Sx z$;;5M*v&}j#xf(j9~Uh5F8F4@kWnvN)i{x@+&Ql2KP$)a3AGHp>Z}y^VI9-kNvd8~ zQV9Uht5qh|r56giA&EnyvHR2M^+585m&LyvcRtAz_>*+wCJ>uuCiP&WT+c60T)WN~ znr4ekzXIxIio_E)(Ot2Ao8&wnX4#$N1e@0C+91J8XRFS)l#Qq9?*e_$@XKCPMi7m3 zW0qwJc|p^*8+NC?F{?9E1nsY!)#2V-RPUz0J)~r`jqQ7iER0%J0MPi zHG>@o+k^}H8<``-833LJ7EA0Zj=Y6xmg=`4di)o?-{ z4P$vp?hYeJyMjrW`%-=a34K9JG9ij$yN@UEPJegF z8#JBfV~gp;k;*ReYU8(}&eejO-uunsPNolv#$^*yU?zr&H?;?PdKJ%{(SU|*hjxYy zb*AnTg%20G3p${mKrA7~WW8Zo4lN_AFySapu%le+I7wP@ueP#9ATHZee~V7OeC7z^ zXzON1P=VXx6ib!)wImj=^;Q7r<%Jc{*B4LD?0vK!cN2H9i+Gil$*OMhJoiiYOseiQX5l=B zc2V7`(%)^qiEI0e(;o1-;I4H;8$5{Vn~oNw7^bIJl0mQiYSb4o7+#j1rq9HwX}+Q~ zE($CKyp-LbOT$!bzrZ|!A)H?!k`R1SnW ze#On$&V#&R`Wp@{UQ9Bakqz!-`ZJ`HB`LaStalr`|* zAgWAe2U7`yLYyDDE9p3pCb}p&nEJi9j_GNpRK`dGE?H86LPXkA$er%XPU(9;Q0@Dv z%0Vv3ixPb)=UA+i8o)l2IYC|^PH!c(Yr#s`f%D(Eus`PI3pRYdbynZYw-e)7HVySd5qDnYR_Sjry=41E(aPs}8=~>yG=y1AuS}123JNP3Q)D$w zcbb2I-D$H7T+@qWPRIdfny4ItBim;_$hIN9N*MU*&=)_l*lpn1`#N6UdLg=f;gP74MNWyV4RW4kgPl+QMSZl!^H+M)-*US3 zR;z*O53*ayz!10#vK`%TZ+g8j-CtjLa^%89&yPfQ!O`I0@v4SpW%{YJ{w!Oh$!bQ& z=jNkKzY~TGLG=EHT3j`ZAZ0jKUlq1V{cif!>Se}~Nut#mnrW+en;*y=%d9VW02N6;b zcv6s0vKt3_b0fE*d5&JJct1*YX74v=k4Fvr<3QlOFn_7V8Nqw0!-KlJc#Zw)^xe{$ zu)5VO%hu0mm6E-S{IIAefkU2|jN1?S?uB|&*gx{}!l*wXhyH+ZLMN}Vk&au#zx3>I z2wj8fG}oZQW+yybx?yhe4S5sjLOyXJ1Ug`P7t`1COpgq|&EWS#E~K9~R^8KMiHj~U z=ndL$>7C}A^Ee#Pmt34w%-+h@Fg<)M$RCa52c0;kFJ%p;U|!R-Wm1HdIiF-xE?QF?ZxIy4G!x>3LBZ`@5RK^a}pgc@guvdNmN#2Yv$T zM@yCk`w*rPXKV`^-wjaObo@;#yN|&?hcu4w?={p9G2ag`Pd}R{FMFsv1)$&m}pdC_? zHv_(k*mC6rxuk(A~ z1^V+u+O$5?qhS{Fmm1O?fghvT_SXq9eOB_q1;Tz+xui0yXc(x#Kjo7@E>tk;@?q+J{CJK7YdL0+o_`wf_0qT_^^Q?Tbc z+0nqDIluz($ZsXo)7NuARx3OaasxtYng7_gwni$Zvx&X|(Qoj0pPplHGCh0L0^LO^ znK5@&Z)9coG!CJzc|G^NG#Jp(B8piQ^HiL=5;fe&L4z z$~Rezb(+$T4IpoNyI|1h`ucQKbfXNf3kJ0_1@2eOGw=f2^JCP@ zf)Ne7+I>sElJHuA|l6S(eL8zrmp`nMJ+kan$wPqAtwB-@9&YV+-{& zpRlzd*Z4{e=!KZha(IK`tUynOsyBtp;5HcM^QQp=)o(H~Ypls3tVUsyGv`G8#W)49 zVGT9P0wY%`#}fxgAs(J$qe%W0ZS88cH5cqx;=Ezd>&r}_H?JR+{;aOq+2!GgIdjz< zm|ylt$u1q{OYO+I;SH?5TtS{n;@<5ttf~AZl)kDmqffm0fZ?r`c$nfkvKue_| zJCgxY7eZ~DW*+qf!p;>KC&0hAJGEKHy!m0-gfnG&F)XB9ykU7mbFew`x=W2RlOt=4 zbtZvPF0_Q4j(W)3Mj?lT`Z(FI;L&iTnVH``(|E}_FH1N|-PV}u&1Y!3xd z?O+MRP}7^QFwHJCEh9ZtJpId}{*?v&-bUyj!SuXWtwg$|b3+Kzb3pQq394Ga$I~mr zFJrlQuy>TYDLWZsP6HSER$`mV;3EG`Xe@4>*H{ObFiC>d>19kqaualQSE1bCM&nLB48t=eWg z!}Of)(&z*UTCeT6H1D9_vAl^X^_FVK2d=(t6LL~A=8wAH8S8fVs|CrAlVyKtL(NBa z^^NN+)pIFi9HhC-mv?7~&B&WnYnC%MOIjaGi-RgxG@r-45VX#neJALX+0v;!#wzGr ztM_TdjnA>cI+h5J>QdyqNFf(_gIHE`MJq$_k}MxlbbXpuF|UnE*+xd#uf%DOzZ7r8 ze{9fBLnB;_iH5H|o6H#H!J04a#@d4{K;N4emA^sn&hGmwQ~Gf)B}`qjDJw}{81+Q; z);C}Ba&u|MZk6d*a+2j)i!(2jAMkoVu2PQV4TV*k^Gt4-zRpnlUaye^0@UxFZ({Gq zsAZ#7SYUdndix;h`nk3}h@QPZ!_&qsX#Z~5Z#HZsn<3b~K9B0=i>Sv2Z(@5_|Ajd< zx)=2Qf{^OnV!pZ!d-hsK7yN1wAj*{`zjW9iHdiIqK&a>mH8*~UA+zV<_9Wtp|=0x=l^LW<0 z9PQgOv^!$@r;zuasH#V8V_3i`kOW+xnr2!GiC2H%m7Y0D!!mtnao1b4R#GpQY%)r-q%?XCIn&**oIt;3ml&^Gr!DstyNY2h zSR?CTQ^@=`Iq2hUTtN5Gl!;dk<`Y!J^2YAZv=ndOTEk!|&Kp`})O)wD>ouF-6OD6p zOz%WJ$~gG*{n1T}l-}8q3ferMHoirUSiJhWej%3t{H78j*!V~7}EaekAY-CQ| zlsfE^iw_7*DWB@M>A&b8JJ2@^#rjRH#)sh*{bAaM*p*iSHCEGywa==xm;ckjZoQ0q zn|%Ak^EgY1J(rAO%I}v2~&;6e^_5jI45l6r`&Wr33|DJ=_6tKy~8}Y z%u0G9WqiWm3VrT>E$iT4yhG!u9qOAA>Ngw%JW~egqCb-9&zP|A4ziuCpcZ$SYIlfS^SEdK(hlJr*5BeTH zgQM(`g{%SDJIk4BdYgRXCCzZ4nl#KJLA{KEx@l{>BX&sh9Cw4r8_N1GE+lTqR?9PZ zV0uP9vHOASHn~L6=R7YpQ1xp=4*w$N8!`RFlqmU+%?#BqAt(4Dpr;T(JYuvM-&M6Y zFv!N?VIfkize|T&5BJ?Y=HhtN4w#&r$vv-5v#@V)=IO-0OfF&A;3*A(u0pAviZ^Ry zPNtw2ZF|WO&QF10ntXWkYq`J=V;-Ew9S-&HotF^Y}I0 zZo)dEApwa+uqakDbIpa z4Utk-IMkoWK3>xteGlpogEi@O+kr>04Kc zEEalCjr{&nv8A^u65q-5bBZ1>W3T!P3*Oc0u;t*644cvDn0N53#e#bDi&i}IL~OW5 zF9-7oQtmWAGVWLbrvl_!Y^pkZv6Y06 z#M}t5V33(6;%+Vv0BY85BpI!Capo=HlY_LWy>2q!y{-4%^%w+hN!wetXHkFTRu$2$ zWNZv)q_){M;uL%)d2UtmM(u)DS1{A}&Hy%7vmaI~fX|FiK(t5@Cus)#fwEia%i$rx ze5|z?^mK-OdKy$nmnQ6n37Y>CphsJ*wx$=N_r?b<0V|2mKHaz85G((srBiKp{@B4I zh&S(Ho{R_#`m-K*A?YiR>3NYFSLzSBH!vt}d9n&b?0MhPOcV6V8VfM3AhqeSv@Zju zc=9d;ft~MWlHY>m5$}YVjTw2f4%WVHx+CWexA?-|fBnyUu9=2roTi4wd+UC8%bVfiZ~6k;Tw1c^#|Lj5kUfO;w5u#aqO^i2XNqIk2S(=7j25JZ;gSD36fXV^7c z_+mJA0tv8*bYev3rFbBA9`bT4$djyVtXnSB9z*L_?d|IxQX%JsG0$ADcFUb41h1XQ zS(61p)Qw-oX4F%NOVhfs*u~D2;Ev1)Y;HGXZ(cckq+FO@M!+wXx$E-d(0GswwDc4eqNB@&duY=+8{H^`2Xee}ApVKoRcZUzhUT4OaVE>`US`ZiS@;nh^ zBg-i1sSwf#6@6)PYEVsYFwWUG)u=@%gRl`2IwIul$z}kIvg*50eojmjEge`mC{Y4r z;@++$!4IQSTr}A(iyQBl-ZxLZ`uai+Izx-Coq(R3RY!|@Zp`9XD>WkI1j`N(^rcqY zVNK6&k*^_d+SZ@`9vRLijVhjFYMPR52x)%3?&TDVWz1PhGJiK{N0ksZYZq7N4~BcS z(P@9`gz3b7G?noV(?`GWp4bd$yk+oJXE<7Rt&{FgshsZ(xU{}@U+UIA$3H~RGw8p{ zu5H3iE%U^hxDd!z5&j8W@|=XdH$9ceL3W$+`m+F{KH_*9^TyiNn8DHkkD0>8LeB$r z*+9~8r4qZPw*0OOmlyT4F(_(j8o&cRS#kQXoj(yl*GnGAPOUk+3h?b{NO z^&axSf*AWD2TZ>Vc7Fzl$3LqqLAN=-?k}j9GR(`8n0~sve7*J_f=wHS!(pw(TuVTH zY)^lW>3<*S;iuoon0M`-Kd#!|O5_-RGeqo$U!(6O4{jFr&uQ?3Fds^#vg2t%S-zuX z`pE51pn&?UtPa)z^<~BZBwPIq#JU5?HA;OvSA38i!msTY z$zHAP28Cq;rjPUM<#=%muL^n*^WAP-K^g{=w!_Cu)62HO@lp25!BYRjnqDTStjWeF zelU8dpzenybKxjE!Zc^j3C}+W^X7B*+LdkiHtflgATN%AWXAK|5`9CCtczWPnUJE- zw(L-$E2h%TI*6GSsm`uHyNDNgaSMxXh;8Idm0LO~^3dy+pA_5mjf)qODCipx^r3)0 z441#*7e3GK*k8%w{y>W*;xrn#Il-{%@%QHDMAbK~2Kn8j`DR?aBuyUy^gC>0C}p8k zPN2_r<<2`wQ+a-H=QX`s(5$|m1yN6JpvlbX0QA9+27R1vG`Lt2J?tG|3BT$4nMRb; zH{r0_I{^KAU+{Z9sc~+!QT70dllcNCNf_@O7eI2JPzf`Q zWqO=rqZKNY5pOzN@lpjmAoM4|_4hPb-@d%^4PHnJf_Arf_|DxfT(5o{pq^ZcuslcG z)IT{;F=^{G3CJ219*N{Nn9xCQVPpE+6xDJZ!}DUR<|? z1x`i%=>*Jo6Q&RTK&GdG^!U8d0H?0E0Ztz2-?UeT>?x)K)sqDJyC3X(=Hd_X{P6SD z@rEMKa4^&|ePCC>@;rXd^HUD9)-08^R2}?gYhUy>sxc- zhBMB#H!i2?18kUdpbzod^zZbb-x&3KNx(6vmqH(QX^~k1c2O2M41NB*fvXXiXNy}S zD=n#Zj^edguKo9}zYqzmR!M$2?CfOJno;i31h>3&W%P5E=72vwDl0bUiZ>0I-iQ7l zD{rWSu|ZUX2HA9cloiaMZ`a}(gx(*wYC+)Zotou`FdxoLbkS`VhT5Al=Tp!;H&(H2 zjbagUmjaTKt;Xu@0JZ`gXIZkZcp2(e&bTP>tVAqxiN*#g$=nDBRXV%PoVsy3H)xpY zYiUT3tO@J>y(aXVPE3jWY_CLAouS!qm(w7ZbN%pFXA??j)>D>)59&9qWA;u9io(VA z8BkwJ`Y1`UyEx37PZ`mR<@{xGvX4eg-w*tiHV1FqpE}9hRP#Tp=?U}5!m?pYP188o zqjlBad=8I=yfvIXh5xx(T>9V{c9OgX&{IK2Lev5Z07;nX3t7no*t-yrlw95p_vk38 z@0Tw+#%?v2GLT$Ky)hu0q0o7Hir8(g5u5r$Br6NUPplAW!I~ZU4R61yf_fPoKe7|& zFkER@6jY+3cC0NQ&GU|tx z8^eMeC+VML<@y8zOdFo1-3`#68+$*8i>T+}67?BRK~upiU|Us^A8W18@HB_v?Fyyf zU4H1APhVdysT^dj+rWNjV0suL)q^=3r%C-pN9Fi)V5{!peTRllK< z?zu`5-6rK7JMPCNA2&P9P6bOHshC5Xnmg|(b9^<7Sz={xqzjEZtvJyDCtgeZmhj-25%lM+XI6G8t>T%64-O`~p(;lsu&$bqeL1A65Z98W|Xq>Fq780-EsjFD* z^xnXVw8hk5Ht4{~3>y`En@Ju_HzHEkoI+z@ByY~EKbGmwmg$i!sOxz6cuwr8ei(686XrWB^v$)b!6#y->2Vl|HHAVW4Zacm&w4pzif%sQM&QC3?Gg^4$o>FvLU0;kb>p=J7pnLd-Sr%dGye{bgKyv?LEwq6elit??m8~?+1 zy=t4T9(@B>=UngH7ebp2|4^5u!FXIDJ{HJNv6+O0{QZTMeu(<6KF@5xBFM9qJbYS` zH|@YuJp3Fj>3UvFBKK5e(}q)-5#)tyBin>Hkx8V|g$}OReXdRX~qcx2BLUD@dbo#FDTdYI>13$#`G4)i?}C z%k+~FKOF_14pIr~IRYde&1ePmGV(#zd|s{Ot|a|ujXrTQVfx-XCJyC|m@J!tx%dxe zdOE^2ap9Kja=l*12zSTnp1wF9+w0fzsn^_s2sXW&j~$AeW>l%y)20+KtJD^A zb9-Re($Mf)=MUWXxJ`p(1>KXZ)6@e!tTm0(HZv{R&dDrg{XZ7;8`LZLpEKwl5}&gC z?*#n3!inRRj4DS~*w_kZI8`r#f&TUf=0dj~^0#YQ2b;(bqof7OrA>1c%;UC*9odtw zMw|q;6bag2qj0H5QD%B{uy9J7lx@fm1Jv`gJw^`~Hw&Ds@RBGvR<@YrhAUIY#+nU$z}N&VQ$ zE;R>v`ca#YO#6R^r`oljScn;s@T(8{-a3tq$ad0aa<7MSnAPT#kNG5-8KlZY;J{$C zv7tBbU5@E7MxyHly!kBiozq^5l^eQ|?~$Y>WEQC_^LAs;#!cT0Ab*{hEVVa)11%SE zn*SN5m$g@Vl-;}+$I;(xQTY-l_E+3`+BNjI(Ts?`>pxT$Wl6tY2f7|js2)K`mpsp_ z9fzF>?8#N1jr&JBz%3>+@eGSZl@=DS%3Mo2Yc#A?QoEP+O@IWN%nr$}?BEp6FrKGU zK;LMBaT|_o3GUS))6R?N`U%rdX9rc`L|Ym3Dl~y>A*#+r6a%D5Z2$d&qxMIU6S^5tuiMke*s~GeeTaxl z?q7~Faav)M=IKo;IMZXSfNwNCu+DVZ8{~~Y78ouV&6>tCy{yzsHGMxxaW}KYCQD&O zika)#$FZj9L);Yn8iVQaz_6wp3i_BE7QEJ-74>XA!}6a$nCVfpiO<6Ij_JR?lQq^) z>*rtX)Ta+xVYhzdMf0BDeoI#pK0Z(pC5ME^^r-?{sh$^W7nl)GMAvUAw0pfy#wC_5 z*X`vjD{UolaIu3XTFaR>7|sSlFs-*J-NWB*A9;A^xp>4U5j~y!8hI6 z2PX{~w*4Dd>c>o9rT!X_nbT~v4T_!}k25^qO#X}DE(3ISz&UpJFm*AKOgh?lerk>k zJ^kbrpz4kkfO@Y!-!1K4?L^dDPek+GOdm%dXZl1L9{&R77tgWba;LP{8ifDT4L<v0Kr*S;gCS@CZ6S;eKi4?K9c1*yzHBe!3_9VbIs^a z;{oL9E~0}h4zuPh!?E!U(XX(&%Nsui)6)Yjqy;5(|BiNh*`x{bl$tx^3SB=2y_%^x zz&M|vo?yQjOiqQP5y56yT9im8P`=j6F=e^twEY#)KKCwAu>{j63HA@Umo>|3_vnyo z0rl6b zaYQzl!p7=)+mk&_KXI(EzpCsTCe1+yHQ;t;P-<5W{GH64yA%_knt?nDOr-b3F-_+2iZjm?8@D4y*8`;5k|4JR=0ehr9jM;QX0sep)Myq z5>Sa8mi?bV%%JxkV|^>rV0}CMgXxinTo+AGmCIc@T-mOEI?eBN`A;mes5%uDoS!~p zz-h*@Vv<|jp-Wnerq_T%I5Adu;iw6aZuKC$#?*~}Wtn2$7AqI_Yis>RE0&CUO(?w^ z^6^IxvV{8dtQG{N{3+t%CyOe}YQ&x8CsdR-jGR-d_IlhW{J0(FHBu5IL?}5mbE0Gz9!$LyP4~Xdp zR!g;$PC#!*AlnHsgfsR%x;5U8v}t8Z^n84wVX@3#gTvM@VtThTe0h4RQFk%_+M#3_ zt!&jwyh#Dm#flqIM%-~U=rF=IE$X4+rd!6mI1$v9CL-rMnLhaVL6*UuD9K|%M7=0H zG*)j$g?MMvr}KDZ^!v)&Rt>lk7Bb)uI(ECRnHI|jY~Qcjs6oaLLotEz0O zZZeDcJRer;sqhpOyhu#l|9nv~)2vc4E!O(*R4pFjf%pK1HYc z5>_@6fI!37^$pZpbW&_OVi8FaH&~-KhuA7ZTQA{ z5Tszqk!S64C51+^2M7+kk77Cen4xa)ggmpKOK2*Sk=iR(mfnQH)3;;$JMZ^)21$SNHPsG{)_z#XXwM&aKq~!6wQ;&FYk>v* z@a*4ns;eu)-u$*%PI{=%CaAY}w`YI<7sR~!ioKlrageq*NQGYNZs(RjxY0+uYyt+e zgeQp2IVR%MF26#X#-cFrhO^=wwkY0gm)ERXSbh%9)sl|7u`)+iMZM6-iF;MYmaZ(f640DkcXzmyBR`f zJ9FzuAaM>mtPU(C=VKf2Kml7cRw!B#$Z*^@kGhrZ_yttG@ei^$uhU5u@Yvg=yEhCW zvYEBfhm!x|M9;1s{BN7-LtBo2Za$_$nl}91kAimQd=U0$!g>szPyJ)8G-j=<9>2I{ zd?>0XTM{Kpp*7J~qmGH`6GcC1sW^kPDqANW(`Rz7O*1(wY!xL0dXE10WnL)k5r#8` zS}m2iwl|^-^7G0n|GMrU3W6Qw^DAH zLvW*%vzfa-+(7Eu4>%3Nx*2y{?k4_lcJjP$u`xo&W0QfPFQtktAvlP*EYXyeQ4ebd z9-e3!=vygirk+(zjOd;8fV_Mv`_8^13mY98JvhwU=MHm5_2QDvARyqM3Y`k-U-!5;r$O zlGSR}q`J){0%1BaX!FG+IHA5r-0;E>zCIQb6%P)vO!V&!ka+HqnW2&Cj59J{hM741 z_Y!_M?h|*sR0{lV2dHd!p7LA)d>HH{vWT0g%=MZ4^tR4;Xpxs5t&;^~O8P zRz}=>jOhD?DofwB@1AUzWYKqojxf{9?Dym-_n z*hNpjYIA^dXVs4s^z(|aoywZ&GjJ<EZAB_8Pyv64Sq#>xFgrAlt3*BI$7r z*R843riNXB!?XduZ#!A*rt21X&U~Gvo;8CkOX*rvBJPgV@P1XJ4J$xon!ic*T)y$L z|L#&ZWI`3U15LcXKS?sj^k3&dIO&Yf%k<8&dVizXz94V<_hnBzZ0}N2Q^sF;om!f@ zo-EE`Xv;FmYrk^qnBJVd7|Iim0R~>d?#%W0uO#5w4Z+)EdTZ_^b(AFQv8MN!{<)s} zW;)O0F*Q9cu};Mvg#9nCzYx#&O7(t^YMbT$(xfny<(jRx@{fnNYi9w*+bo~NJ_*m6 zm~UcwMONI%qY)gs&FOzBH~rRecF-nlSI@4Q8r3YXP3_aXxjr6cNm&CMxn($db+d`z z1O8Od*Y#YTM)H-0-PL~9M!5v~@g(eb_G{f(c+(T+Yd*QoR4m1R$ohuNIHlVNw#AIN zIh9eM@s#VgVk297Q?OfpMu^E~Ep>U}dM@_RU!-7!M3yHH=B8SD0R{nn9_Vj`L@W}4 z5jZ<$dV)Ndp10Qz)(gE`#gY-z;|7VPVDD-A4ZS23{XYt~a{RCD!0@hCMV(`9{R`p!tq0Xl z-3a+$`L%zP4RtY2FC@=xuSSTM4*ePn!An?du#*jQb;W~gdg;Za;95ph>R={JP-g4dJeR`Rei+4A{xi`4beJ^z`o}gR1U~4rD@8gFZyay}S^5cJ*=WW47o38HOwOD%7Q?)zHp5u>t z$EbL-u}20-dY<&IZ*V;qIPC)P^Lfyi^5Duf;*LQ~oBoUrZQeDOjf4KA3gH&0PM+o; zyCeEDec3I#!d;~a^lUO7r2A>zrWDBgCaM^R)5HpzwX04t(?iYkxp$kI_e(goj)^`Q zW^QQ8lBbuV!B{x0A!+7o0hH|EUapo`Yt7sl&4gkI^~XIkeNStbk2|{_N)EDleHgAn z6-#|+F>l2*!(Ne>iGJajL+9p-KrXzdA>vq^%$q?re|WeG>YI;f8#2_3rQRAB;*Xq1 zb;VGu3GtTr#|esLEhF7;pG{UY>$lI*{7RrL`r~kKp~&@$`#1 z(>L0*JXc-Y9XoFI2&;E)Pchx&6q^rmpF)aAF4x*w;WOz%X)Py1+yPHpPbx(GuoqwR zHjB9@t0{pN^hUxg6|D@>^B;9w&!<_*dTKVB{C&gMZ=!B`RByh0o3^J4M0yMt0Bc*8 z*Xj8#8EPak_5UZeJ1aQDQ@1TQjQ;hsKs=8kRZlTwebcnjRb5qmQ^Mh&l1HtdHUZSL)tmngcmGQA705yh|VCjC8}Z?{v}`%J%1f>8uW0nksU#zLpn z_$0-sCT{4P_Cr%=2KAStmGrNB^r!ql`K&m|3ct~&)^4(QMlx2VM^w||3Jgp|l%Io@ zM94=749(|k?ldoOkY$4m1{&kNsGx5?qHW+rs5@WQGh@?s(~qN`hC=+SK5du&Qaf>f zEW!}s9~?Z2m%m#Eecj*Y?a0%&WqMw_CTmGbO|BnV z5i^eE@|fN!96iJGJViiaXL6xVk0{?Q`y0~KFIcL)Sq6Qtk5~r1^;3Ri>a2hL1)?5Y z|00+l9Avo~DXBJYqZDoM$tr2<*sf65$=-Uyw$4txUg1fW@b4t~u!$a_{Dlb#IysGVE7}Bth0R? zqu(}$T%mEIOk4hy+{AHXKP_oEz%3caNTNk(Or`q6zwoPqJbjnyOxP(~adxuMH4ZmS3&NpLeCsAAH=w&BDvoQOo?!fl$!uuVj91I+pV`1F1yrZ)7Rxfxok98zuxFP=y z^1HEvZOZigU{+Lb*}SI2pKV3atQqp@oT%TTP@io%%W*xEZwBgXhq@0_m;BTut>&@F z9c&SH*SBvh>c4$^nbY)Q?Nx!pBwQ7^Eb6TrvXG-J7B`ZzSySvmeYjM07NeRI1WA6_ z@pE(MMosv$qGVj7-rs$c>92J&Wcu^0ZE}|CBloWAFXrp|a*Tcu=<(wa(9eu7^NnDG zT*Esm@#D0|Th;>w{ZmIVN^NLZi$_S(!EOd!AP)ac<}g2sJGIpt;d-_Z1OHNsTW8*H zjKvKvIZ>ux>*SQTn{7i$W+Xhn4#*z=f$IGe4pVjgJx|84fBS`92!`rsN|t$J`=e?j zE`V)d-n?<(^QH(A#4XTY;duIB6~yLfY81<%E~`{_2?m)gq9VWBZs(n$I8L-+inn*t z2WmL=U@?`1Tm#DQzq^^>W<)DA4Q356V3gYZ=#qymYRG@snxOoi-Ho z?@i1h1FDy^I#oP)@qAckQ`I5uDFgN*V_UI+p)3ba${Buy`hQjj(n7XH@_#QXLTb5%K_6%Ac1U&?dmkG zgwgA&zEl9jCpe-b1D6DI8Yy!j}HA6?Y{yl2~ za`3b$yD>MIf}XbsrZ%?N8WA$KA5=nrHu|odNSw8pDpRu% zR)acyhpzYVl>z9b{4PbYcENQvIw6hDxqZ*79*(nJKK$+uZju8yOp^pLX&NR%iutRGrUN-WYwe^>(vUcdAh{&j;%_EV1mopm#34 zS-A{I)9VF362NbtZZ#p(F@4L& zI`7#>N23jzbZW=xYKb)t=S7~UCcDuVytlV2%JigehKk;R-cQ#@!A6ys$$s0pst!Fmt z?GRw=UaVg5-_=V7)`2I)e_^iQ(3O4L@#Kg9%^iAg0Zvm_agtP*+LzjCW{Zmj9s(D7 zC`g8Cf;+@q<|RycaD-d4nMJ+1)k?-Yo^f%S7Q=Y6+gCB_7f{%fKLPkot_LkN^WPcw z05kpZzrPpsb3cIY>y6Q=8yYFBeL8PL@1`;c2;UPol#3Ml_H3Y@4iOcbVA6EN_azq< z_#|6aH!$x#DJD#>H^dU=ndxCsPF(5 zhK~i8^!+q9g*8}7Lr;lN4oIEC9_=z_`Yap!i!*iHl!ZmQ9`j01`1`0|YdyyzeVe^= zCCv1ceIu#eWJ`<`_zZe4-u$VbFVKdP=QIoY!L*?N_@j`6Z{~ue&v(#sPQx8IGtUW! z)Mlh3n&})Ym!%^lH4miNl9%T)_cFv%k1P1iAO)LH|(|ZM+p}cuN zmo@OHo^T&WkT?4Uee=ETp}P;iv$dH1b_2`&teS!9@7hqBDE7s~cr}-Aq%)OHP|p<{ zAi?%hSOnxtDMYmlzw6xOKH$*n(e_;A!`8}Xt@(Db*-v|1ULVve= zHCW`sfzI-?!I_K|4m|`45Pdq)^sH~#bSAUn4F9amK5}id^!;~A{bIEx})+aW&| zW%`NBvVD5z#QJX2&K{y(e|dqV2kgaFzoT#RP}}`}9kn;&N+rEai`1Tpo~NA{jR8E2 ziPyh|ydl30S8yT?SUc{HMoO4JkCA(pq=lbj`JTYp2-kaKB!=lX7WLrzXgS>=Sox|x zkfp_7`u)G7?*M%`A6^!IR~u#KVD`?Lz|W0+dM0gDOH3RH1oH#zfvaYejVE97%zx&W z4)=NXBd&y<^t?HEt-*IIJ;}=Bs;lb>rL-TLAPd`t(^hDGtFOQO!d3d+?r`AYxx-;s z9_r4n3^e#l zsK5I1=B!hHjAI&*y21B>mwgjqRd)cUH?ZHO?|}XzIM(;6e?WL8MfT3LWBS1nU?5%_ z>>F-a-!!1DO^t?DR~2chL$Y%ns!~AChBM}Q$M)qN0MF-Ivg+bbHK=~Qb`e`aV=Y4y z4^i`>5vh+nH>o>yrK9Yn=WU#D&6_i-XQHHYY@Eq+vU8>z9^|goTMRS&IU=um>N5$( zM|S4m67$-{)e!a4r7|~O?H!#(jov{0`Rp-0gPum8&ek4JTpwYD;ZkgC6!=U}#?UpG ze!f3-->9DDpt^7Gfqgg+`eyEj?$_=Ie@sfNXFp)ijTUoWi8s(Uu$(1nmZjtIj@$_y zau~~R3>Vcb!#?@YeUP%}%q}$Q!J_7y3XV4GkLVl+`uYa>sBK`z}n}Vg6yE>b5 zY$Z;2_ONR-rgoB)=_@1XlO*v#zhkzqbB8zV+Xd#?eUqg=T4jy0_$#@9$>yk07w2PQr(D3i%*n1(Em#NEeG_Y~ z@p+Ue)OY^sqWMPbhi`@O#t)6toJgn}?#^V88uNjT<_L7+iEL_}<~DLZiLHTDhYGR- z6)h!RCh+1kPy6e2$4j11CzUk}{F@b=f+o2uJzz+k-jkvXN!WhP|mOU-Jve=}wKOE^4cB zs8N-~!t`sMBc?e)TDll>2+o=#Ck*BfwBGr0I3D)b!@=)OSr5b#>d!PitYarG%)`O{ zY>meA_A@AcYg)h|V6{@FpDWeh&CVh@e;4M%o7%NsE@Xr>XUYcIx;gu+ZMwo?eu(;9 zlFk^=a9fr-OgPB(o-N$JFKk2vCHiKnE7?d{;z{d-$r1dueVI zWHi6na$MFtCZ4~H5r~=GhvXZzw9r2@?0Kvr;}H` zVYk~7<|~QdhzDiMdWd?D>=#xF#?F4j4Ow%LrG!s|`}6~#zfCOcDZZ;0d$+AVTy6;T z=KGg@zn$zFjW`{(t61GkEI1a)VlY-p&-1zGL3uCg)q0a~y>y*MoMY+*=f(@($>(^} zjU@eTEz`BXvn1yR=8!a#pmL_hCL6l70eBPm$IL zi;0%fJ;Hi3jQD&S1`AED>DcVYp9(TMk{G5Z1HCYM-wc>u%8R-Vu*l3!LVlvm+eU$J zl4^vS2qG4oqrv>)cp;+S9ZsFsknNg!Ik20mG{ojr?T>JcP=Bu7L|`zxU`>lRt~Hx5 zO&nYS~4$FYDOV|(cWdtBodU{!fFtgPHJ%tglP#@I1HhCA{Z>Is0H(a3?eB>5)`>rIL=TJ2fYgS?EK7 zXO%g}QhI<{5B9;7mWx@;lG`NlP`H z>YOE&os^RNNM(9uS-AtMO$w%$VFQW$p(k5Z zHA?ce2F%Ye{RsBatPvp?Plx}V)Qur}gZjzeXz$dCRDbBHP21hjH#%Oj_(S8i^JPZfAg`y`;k{74Ta$dpUumBP?7)#hi%3do%}fZWp32(^MsI*V z{JlLaObVWD9u4abr|GQ?K~A+9D|#LiV2)pNA8w6ikVYkt1B00Ua5@=~9S&f6*N?4l zyKhv}bB9XS@XU0uHdyREt8b(wJInydsbUGHpB`mDps**iPVgp#H#6qnt3!Nm57&z= zGV&%uUoid$>PnTgQIeUWWrd{8Z|SM?@5jPDGFObXSvF3*wZ+Y}ZMWm*~97-nAf60u5YO_Vj|D z@Zsc_EH&eA;XF&hl3@DH;NF`fds>A#Q?*p{4aHd6>q7g8_Qdr2N!9XwCw)K797XO^ z`}9A4)i51sip4o%r$z7&+z<%ANu^Fdo+OdJR6Z=wltW*A{=M49_nq+wNd%@Rt;z9~ zo}VIA(08$uH*ODg?~L_NcUBobMjHhmQ~j+_u1@bcFDsG~GzZ0T4_nFxjiBIYLqo7u zs;7IxytbFix66TFGO&v!1xwOeBPjjX_VCo2aTl~byZ#Bnxc zdU$X4^v}d#e4FS)JIprP3U*(ckd_|#lIA;ICIEdW*)7EMkSx$Ajdd%}73x*n zkgZbAvW-~mXY`G^Gv>Oomg-%Y<%L}cxW@YCcBQxV&p_>WgPxufo>=uQCwD!YW9i3| z2f+Y8qGP+!5TB%G$q{Giw9r^O8$zko8>!<=PqO8QB~CiEq`5U~uyw~X^%=Kb-7kPm zawYot0>SSr`m&M3-|(u(R}Jg7%wNSgn#B5&>_|Ui6$Nsh%?&LF#BGA^)Mb}bW9sGl zay^|oKN412RCCBL!1VSiZl>h$!q=IjY_J;UJh7$+%fk#*rr%{l7>xZ4pSvHSZL$!D z?K?K|4}qTaO~(^cUBnfVAYjl}iA^R*XEQBx`BgRy(=WMQw3+{&f~6=c%+e)rAYe>? zJ=cuw8hs^hh?U>3-j{!p9UCtt2d5V%w!3d?so_-7)@b^OzBR+)*`YG>CZeAE+$;v*6x4bW*l#p`xKpV!Rzfifms6^bw0`5t^yZ;MhuA#^ zc)t(y6YF<>S0yGSW_E|Qu>CGSKJ4?zE20x^*zsuCY88KVOury;a=Ug-JeIlkX2&B` z`7N%`^W~>O%6kj#zU9?6iibD0ruUQ znBLsCSy7Z#WzMM_UzTWpHnK;`*r8-NpWShGZpgXO`{b5$O~t0jFLwZX4z%Bu_ZvT-!8S6=8ZV(E+6;(shu<2au~ zWz+aP_y63w-C)O-?ZAl9T|KAV{ZE-oRP6YUULh)`7) zx!t6o}i{dV;%psRU)*0zl*e>}~QgAQdX+JSy%;(s%Yf@wTK0xl7|bfLT| zKfx3@(!>H10fy+#oPh%XGv_%g46nZF=ACB{%ic8n-u*@E%1-1<)6@Z$>2EJQV}15F zD9B-p;nB&0?Muglpn`MV!u6cBu3jIGaqjG!%+sn<;gQ{#BpFLjK()jRxcASZrys~a z3iuh=|4ee=&~5)bWy-0p53`v@pPzAzeDvH?^OTrD0Xk?5M!z|prH?)9LW=Mc81$|v zJE-_SaO(a=(%`+y)ZN%n4b2|u(U$d3i64S)5FU)|b1JUBa&M;l+Jf#SHaqnf2&mLJYDKvld@V_88DZkFO`+O%Sg!XPJ>^ z0=UuY*Y^G92**<+==RbEsb_3Bm=Qdc+=(Y4h?~?K1ToL%pt~Z6Q#_H*op%P+{PwZ$ z_vCN9>sEZlqlb$jh<*`ceE!1oF|!R`Kf{VtWy&@KU6R;s)$5kD&b;@-|42S=GRe}w zPJ2Ji?Q(OH3}X|rZ*!EtIfdY@FL-0Y9A)=hZb%5R3Cci)tPstiWx-MD9=({xuNbo& zy)EEOlzc`B4|2SorCj{hKpv-A?aIeDtr_PCw%}wx_1}0!U2NM+(ey0n4c<|fDBf)- zX;F1)&9RN(F~RhG^CC~9^6c_?An4$g`KPD#dNqF0G$WYp?l>ja&fD?fT~p38#~Dx4 z9KKbVyI7Ztj6@W3j}Po^zj=A1-6IGP#DYn-E31|0&T{SZJfDSG9t zSWPMS@O0`9jlyBtSzV&$Q?PhKw!HNG!{QnSIC~Rdqquy^eNCp3*RFhS{hYF~*7ADs zD$^YTL$6u1i@hk7mV$^+Q#+#gXPUiX^TwWFr|fuQrg!=(1HS*A&V?AfS&HiO?4bYS zLCO$d`X}|*zN}+Ob3%KYWDx+LWR@)Zz$}y;nTmR!*0>jU>kZ9{(-FBK1I@b!qNih- zb~QHmLzx#Aos#t638wZM--m!zy~X>feBf^ghk%-2G29lOO5~l&Ira$-odw1ol;(Fz zSZWpR*#*?T_wT=rs}gqOi#Kj~$vWa-@S4ub^xmUeLA~|caR>uPf3sY8t-_D{L!L5O z(V9vRfmUi-r|ZG}H{VDCjvuDkx0v$z3ip8?dEl2~Z57le#UgJQ5t=H)U{Y&ttx;-hNzI=M#G{g6$ z)bQb+Hh<~F-$L`w1UgNW`X=jk4AuHm9_M(vC254KK+>8L z+>-a>f-i&kuxcT34|mz?%hG<8#z^0=S?@LKXJy<>cB^Rj0*SPUjkQj4!^2S?qgJxq;*+6S7_(t~eZK8EiKEDQf%@ zwY!7d_9e@C8#;)=IQC%FROo^=Ps>@2To`w=|AlYZ_W>fdAJI-`u^oBM(0roJ#ud7$ zl!8JS%(^>Z?Ec}wSs|<<5xJjbY0u)SB0_~wCcfa?HN~?!3VH#u8%rv_`xTd7=IG}N zS0f7459FU1)S1pg=jil0W=?&SvA$(PHbiP3B?CITzZzW3*f&tm?5}|{=7c;Ii>>!w$uUJ9DpDov4N5u|Vl$R9svB71 zJf4a5ibi%3Xq`i0i{HLK>{b4CY#SOxDd85(C_4C9qRVyO(`)H8$<2Uiv38SJK&kQb zW@ST|?La_TR*;?2chY&?GDF%9&PRilf>$t_mBy`oGELY`;bIoi;vb}uC1%kj+>^!Q zwf_7Gc1m=HvGP|}fLZ9%!g@7qv8>@!nwM&$qR%Zhwp`r%uc_~-Pup?tVXt^T#M~RmapHPI_vQV+fwd- zv6ec`-WXwLa{ku$@}P!eLkx36RZ4wrV*j&ASJUG4J%A~PVZu8#d?~UwjDM0scKF*YLlMs7fNe?biHsc|0Xvk zTh&wN6y1W}rgj?KK8P;j2M{|v-DG88lg=8(8M(B8mtV-_IBux^ZIoN|@cW0HxuKuE z`03D~G?=>c&bH^ghtLcBGd{uq{~biq2TgoDPSs?qmc}eEOzd>Hb4=SBX%~FH@qR^= zs{SaJJN>n`+}BJ#_`qhvKi_pIQ|~ ze1_XV5URjqQB2!F_@g(p8={WYb4r3)x$KGeeYo|%P5unDt#ytQYk;b@83Z+rRM86A zk3WAVdR2Bf#`i=eml247FWs7*7tGKUP5oGXuGWmMFYG>|{@Z?5m~?LFq#zLCCH#S# z;Dmf#`6X!@=~F1RWm>F`wD|Hvylzkb-d@Rvr#`uSfs9k(4;)W;8hzcZzeZhkJ#Ylq z-O}~>vhuMdB4zMWpdSAdsB7bR)}i1i?(bO>-q0L=}b;=TN-{o{X#S&vF?#wAiyBkb*-rMKHRa= zO4{;o(h^l8g&I?VHR6lgiMWR}6eWNzoTdOfDX-4e*%AsBxskIe9KiE+rnwekMRTfV z29g#pE2p~h~jZov2%Hr>pS6>Ttv>bXfvoy6JZlNBpjCNC18v|ZN?;B)) z>?~qne=TduH-RzE5~?choq7dKe#p1aZX|a$B$UEyyyqC)*BJ1ucuTzOc*nN58Jeb< zx;;H;ZNWC@?-dSnC&?{B0WFZM#6nDQ6q1Camyr@N=$yaR0oHBABG`*dRLZ_gkMT=C zw=SxE2)Un9fNaLW)^Qvc0nGUZ7eXADuRO-$t0LLUmY-|~^)t%kIqj?@XkR<4g%#V( zh7@}8U9g=Y?Itm$3g@G5+?1nrQx0VbKfcM;t1)%0-Phm3aSdI_e0ZhWXt-D(K{81C zvJOu7G*UK{%9+;ILI=mJTsu8ecD?v1!%~8A`B%-np8(5X%=<&J&-lHn8*}evcy-vL zRxSX!OM7>J8UP)M6#LfJoS=Iz>@c>B%WU!N)vJFBSs?%&xDoit?U;{9#S!}1C!q8t z+V_=TboBGwuR1Jk-ShNS&Lh-1{<}$g?8rVYqzyaH2)j93m9bKf3p>-a3dav$4u!fL zS0Rx<4x|+XmqMh|t@gh+aNKZBfFb8TO&%1=7k`B|&6zD3yBp^~|x^D3|JDC_H7(zZ^l?K>UHFD#}9A#+wEMoe4V%nS;Obice4HyNhIPA)BKg~R- z{9!zQ-2~O&|2uVk`f}-T_v^vSQYZQ0?S`C(BMgYB-9p~+(WUR-lUz@oM&7mCGMgMD zx930eF-m~#b!+wPq```%2IKj_&l@ugMx=8#O8T{Kx%-U zeu7CxQn|Ij5i6V1gX~Qwiejl|*Ug0Os;&gis4g=PO0KZj-gJ+2uQSK1l-kgMR`bi* ze&i3@4zbU8W#ize(8Y=HT(|xcet4V(ucbQwW1b%Z+OUb(q7HUieA_&4+2df&peAj| z?CdmuZl{ObEgy2ih<9^)KgMcrSrP&9f`1EgSm-Xd;@&s6&k&`1bw9?i?=N8@X|)u+ zxbIc9x>3u5`iUsY^r3EaoVw!4Gms1Na4eC$xUgE)+{l~mdVtaK4A%XmBJ#FCNWhgo zPw@NWR04Ut@Ds^h_9{fcj+!50E)88jGxD`HgH!)5|IKK(uV29{6w>;%b>(yt;IAn^ z64&x|%ThP_r$*1S?VK?x#WjEKRt&J$SlsIt<{vAIKT-&(+G|%~Di-+UONYq`ka162 zI9J{HvGkO+Ur1?GYbA%BsqFA*;mPSPHuJL|gnIW_^{{<#K=Ze=o$rbv=e~hJ?qz57JiCGje=-k+R`4%!uokR02aj;OnO5-i}1$hvqQ- zq6Okk^-PC06T3`#xz1NqCg*(^$EBol_^II)qbICmv?|*?zMV^5139l#_5I^dNSn<} z8Js*A_S4PEx<*1e)M3;Zt$JRh$h=$DY!B=ULL_K1nQe)Z_PzkADL&&yZYQZgH};-w4$W;Ur4 z7dA0qB@+{omTOw7b=2!m<&17Mpqg*vb2_~0X{Hkjm5Fcd1@p|OWvFJ{h2jDLcZDOl zhGILuh8c}kElmE7PLw2gvtn}3W=)DckN%VreOSe5aKnYBuB{w^WD13yY9JGa+6Q}h}rs|zkf0Xu?R?N>YBy?mC2g;OpfAD zJ*eeu$StF6H{#^7Drs#66vh6gPLO*ozmv z3x|~n8NR3?m-Ke|l9$TJI!e}%{lm2azVh`5u;|+!lV{uo$dC7l6biS-OH3_FyOJiy z+Sz5S=p$hsye)!zM##%^hKUe5&a@l$QLh4{ERzhEu!qZ?^4tXSu$tlUz%i(3{KI(Oc#HsUUt_Ba`R#H#bb(j&SZNf*?`+=r(AclOnj zq%X&o&NDAQzmk}KTSbq2e1Ol;y*zq>P+ScLKQMs#HRru1=efk;p zMIJ4#4_aUQ^)!F};LQ3C^GhSoD}AloYjBT=jbfI0+C&<0S$x8i8&( zjWV&tjjz2#!Gzz!@RRb!d;PHf4iy05_bVX@x{6Up^3`}{_~2@e!xB3E;B?tufEURV zqbnt04lmB zQm!+(;H|}V=zHwjsKEJ56CXQwKS+DljVZ7EwHj!OP^z8jhq+3|s>TRzHgmc?;gFay zDRF|bPElmg4GYRM388jov69hL3o61m;w13#frT?{*{qnGiRF=|0jzj6Nk&*3W=^mj z4s4qbKgpKqEs5g(d|G=p^HXLL9{7A)=0V^5PP zHP&eKTbgiV-#3Yp;iN)sf$+FQ{^Wm|P7iGNf{Vjd&A0(&R?4s}aH7MBiwLXdo`1fX zYnXhBi?8g7Ui7$W^x%H_+9K{kyX0WV8q7ZdXj)-k{Aw=Ec0S{!+fwB0%PcFwG=-F? z6<(0~sfL-4se)jP)c%C2HWGGyI_FwE`uYN`ykm$%@1CIK6gy!o%jopjLmE|<-T(`5 z5~rHPI45lZ<>sULrF4COO!25x`hikGiE}OQJxL`YAXPg<-YOk&=JKzDYRUZX*3pd@ zbqdA_sLs*DvA6QG@}3Td{RTnIor4&(sbcO$SZm6Zw(gsC#c;<>tL=W#`1p@>X}N)S zLrQ6E@9vr0@%1hO-WPh}bk)5;^r`he6J$ICCHdqK`&JsHxr1doU?kwv6&@&Vu(#66;r$ENo=gNObgwFdhzBjMf59lj$|`md(OQw z1t9rdwH$W=G2%97M9?xAqVK(=S1m2t=U06=QtSJNMVkX488X7DMEbm8!d3bQ~ z^wdv!I=b0cfp2^$0|S z3V~z0GlkAL>r}_E7gO=I=1Vb{1rxP7!6`UldGYkP<;3>9ka&pnbUW|3XBTDQq++Fa zpFz8Jl6KfzFgk!en#a(yWW?!aSmWZrSEW&@?P!$QD7$DP$tZOb?vih<)`O`t<^PBa zjq88~Zl(i|^tdO;a3OinIZS|b%W6fUGs;T`f49ZpsWQN|$nxJktfa_Y`Qr0(A|poW z#(Mgo?R-e?%T|A%&-SwQ-;Q-lRGUEqCeR@X|Nv;F85h0t1FLWUvo zDW9=mur~Di_NQ&Sn_c>$5z##CCMkBGcf$Gml{{z{<$bCZCnz(!knS1es)+#OV(-@>7xmXzoQrh zV^lVIk07E|@hTDh%Se+O+r(KRTK{%#D+_FkHaV7hia z_{HJVDw<$9gXnjjb)ETlc%rU1Xd8Vkf1(MElm8BS)XLv672aZtf3}co)baXKuBle1 zw(?q2sx{ZcuN$x2Q!Lq*`*+`oMux%jU>y|rt$1}^?i~AFrKF3bZ}APu(>7VP`D|xw zW+ID4wR z=6-&c6SbpP9KOCgwBfjwihn9oDm*nuq8a<|U3IA`=OX(%bq8E;M2HGAdr0ZUmolJA zeDYiCJI>!;e_=@n9#;SqPwYDTD^XN97K*M#H~o*9@g|Y^H-SioQtpV7wtHBozQxBT zq7#EYv(eTzSjOF*eGIoyYFXh3q~FstNd<*{77Y~&`dfmIdE5BqNy%ST&8C99cP6c8 z_y2(vMJu=o)gh8A)U9Ul6TChF~y$YaO&etiFdeZ{uxW}-$`#IVNejHe-^V);cK4M zdN+MX{yTK7RXy}6Rl8;m@;bXbjFmSnhM%14@GK}d!)gSRWzKqHItp!N(Gs3{w9x2Z z_*y&?6fA9<*H2m}_k;h)9`q zT-yT-J2;#O-bmka?`l$*Iw3?XTxG#F`%QgzSXY+Lx5nJlw#ItlPwc2TxX(rmF7t0a zSs~vYc0x*rT0h-nMc>{X^Bio5`Lk~Tk`~i88+)x}r=(LujtOn9*D$T{@V7FvLM;>W zk=I(YDXFiH5qmPGckL=wO`P90jqLRL22v6;pQXeHmpc7j2@L z;d)>JO7kt3O1z#Y8fPPP<(K|E|6J9TxYfHcPv01^Z9HFtBtGG`nQ-A_*W*c(9R-f8 zD?shlDA=CdJG})GNOetR#iV`eGE1vql2(h+Fz678s#@KoeViA34TEi!AiZi#+v$!1 z4+jlsGflgh)8OCaL>&3tI{$HkB|9ssL5Uvtmh2qbDkJ3rnm>XpgmGsEYTUPdobHm9 zdOneTVNGoCojlu|&QcQ|S8CiU67XV9pqrpL&BTjj4eW&U5Lyeo%`)i{DSQ*Ek{N0o zO5_3yo!@06Oj1pE1hJq=xICJe=n_x!D0cCI$h;-1os!uq2xZ{cIVUWBRA z-Yp-b{FDuJ_Y0$SsVsln%Ru&*@DS>9It3AO>UIQp@rI<-`Jd7Xyl(xLD^)XhS2w&j z+ywHIY6$?NLtET*kC8GglxyhFZ@Dr;FON5A_m6uE0w!<>o{ z@wicLz+XH1iINpRsY#VU$8PnhUY1L|(=o@l_^e9IDo+yba2?}Hhu3PN$DbKv!G`t+ z8j-oNSF|94>xt34TE@R8gTF+RX% zLdd4tQ3M+2aBVfKUZk7r;Z=X#muGgv@(<-yVHCwywt{L&-pA@x3Ef?q%=^W58hnW~ zi&SmosR5NG z^ikK$TJEp5l_`&YqX(vGDIzy8sD%it=}%9^dw#*w zxw2iu+OW>HKDE&*`NQTBu5Z`rKzdnbHE8%bRduztj7g&>NjUX229x6Ekei>C=z={; zW!zi3Y8orBZTkv%>e>Ex|BptE;J~cW>eF6%{tYhry&xO$cLmLXWXf(Sff6L%sc+>! zoXqYxHy%?a+-$VRfB&u^-0~&=A4OwokcB6Y$mR>pEOaDM7Wlh*M+NlzL2B4kT}&~j zVEmlf_5Gd~Mhb^xS`K?>X3DEt|6DE}Lf#H>nk?_3sT?%-)6_bR=T+c0{*BP@fl*&qco!A?BVG#r2%1tjZ_c<(6t29+(@i z*f}!%ZsYO0;-Q)D2X5Pdzp1Pv)z|yIyA^9lk?mjP4Z5;T&?ldb6 zj2+sCG5J@vVqOg-3pSozm#uRP`fx8XvL@SPcwVaJ`gb-$hm|jW=Kkwlg*jwM8=&)> z$mD1Ud}!gfZo|^2wpP<(>+nv^)Dzp%0Q+EZ0ZQ8_mY!|+t5OAn`|;08;kTZ(Zv-!* zOZOF+3eVFHLTcu2Ggb{D1i$~xVz}Rg%}zZ`f6A-HC6J8e^&M4_*+Oi&xUQv#Z%D8| zc7qq>>gjTD{)EnNDVUYPofy^0HTKh!(;uKQw8@ZdgCS znU^O!LfRug7>3M(#Oc>Li#KB##km)S?oOPobyyei6 zNk5X93_bbJ`yo}SRy`4o{iOz{54!BtZ0C-OC+GUaeI!XBrl%={&2u6D1O5G%_dN5c zdelhYT2-ELVHw1YT7{&U7jh>&-)15XC<$^NV?6Ow{(vtj zF*nj+-DYZB3si6R&ePmGpr*TpZBU`XGY6BA1YtS^d>whzd0OPRQUn|l;`--X>d6*jI1SFd{?B)ee{oFV>*8r_Bys!H z*s-8={8ojx8E8D5-x-r2rS9}#>y6(~5x>;b(FJP#y-C6!U7+~RLN4{p4=!8zg@SYg zgZ{WKbKu~>H_hlsZp#L-$6S$JU_hDMJq*F_l-zU0IZr3J>-s?DodmA9!(>=FIy38M zO^$>peZ+;PrhKiQe1mgpIY7VS&+sjax_`1av5ZDyOR_w2nVL3|-zOhyYp8{mm`;b# zy(sucp$(E!yW*ryg4cDjEj)j^$fyG1qZ2Qv?wZbxO#72)Hj$_Yy!;7wEHjw;J-_Wt zhWAR^)-N=F25NOYeTy4F2Bq$#WfY7}qU(`jMtDeO#l7zMPpVU=E+TbU3e2Am$dAqG zk>L+d$2=FMKA8)H$nZP0WZ9Ew8C|tEn_z`j@mzH!tpEBic7IC(aw~Mm{FjD@d$RtH z(8t@;?&*K@+68Z(t(RH_mkZB4owtoVtfe|+{}WCL3!!7-9_FW(Bd7x^0SPEaddK=a zbZf070Wss&(QIc1zEvJVN2bs}BL} z!&#mz#+u)|o`L9Fh=GRZW0!u*;?tgr9ZLWvnnPvUT|sa|s+!6dVuH2-E5`EF#-#ht zwR<`vvQ=HbH;t!z=-9_ULBn! zvmj?#wOUnlX1E-XcDm}nuG(^wA-6D)RT#%)W+vk>b)0tM5&04&?*x-OHA4_)et_tv z^*tfw3Fo4=xhc176PRgm!`%dh-3D_4sT~r z8X+v-<9cv&wcTwD&C222FX7Q7=Ldf`>ovLH6}Q3yeMO#)5AHcUWD~`tTzY`?E}Eb+ z?aQ`KEh<0EwlA8ndva8f%(SOIU$!Pq+dl5q4pFw>u`rP_{RE*W@08~e8+>Q=9<-LA zagAW<*aaKIgxuI8wsh$2r$L3Dx*?Uc$fOrPh98S(~)Jt zs(B^d4qP0(M;Ix2u+Dm*?}fh&1!n9x>CO8HR5j|M=l2pFCZ^xz{wAe z$m)5e-**;=t-U}W9i->}U^w@ZKL6Ev(Ave^U5rZotV|G*B>atj3sKZzs-yD@zQxmN z{n1lH$sDln@~uA<`Cj(2O#d~4VFGl{GqDdm%oXJk#hzW@C+2&S6JwI#wN>*sg$!Ak z?B#A^ey?2AzRl?5I|xDN+@DJS(9vLjQMnv+{!l~aHLiHQ>`2Ofn*C!fyCXG}@UGVe z$r5va+bzI9eB(%Fx6Fn^ET_09i)JAsGC?4C|Iy1~qm1mhKcT5ZC6VoQpT6-_b*Fca z`lT~O`?4h~6|k3@j@LXt9_jdI(qOUT5PUiUv;9x~9Y5UWjl*88t`WKZclSd^#CF>~sg01V(O7?{ha=*%G zTp;nX^Gh&()(eZDiAzGD%MBCL;}nqV4|iI2>4>iLoauE@-)n*%S#yA@pvl$rnx(L( zFCu^keK1y;Ue*~-lTCh`zNDA-L2jjF{k_&-$aT80S@X8Rz}ZY@T|L(anF*O6hr{^L zl0vh~i>h__i%DhT3lllfgGvv;k;S!oZkSVo0-imlVS6*LCN{FcU;=^O#AxQB#ih~l zob79E#_-AM+oFD?$ljA^udt_!L`nIw?I_~RS3OUws!np^V^|4i`N{)IQ5e0tooT11 zivm5otKR?Ngb1hb|%qQ8^;TPRsn^Oc7m&nM=}z z=$6cftI*+38Lwp@*jTgvoe!0SJB_ygqWcsgI?jsGhsRb)9^J32FgjwqG()h1>$&6b zZ($_UdFF_)J4D~ncw7Kyvl_auf+UQ9p^1X!iBekP$q3rc$Zt(lm!QGrX3 zs{H)_Id?H4V$spV4Av_2^(!ivr%t}i7%;)oq%aEcZb;>z}nYulV9ZX&5Co0F-gR; zB{Ts3R!lxj*i@!nejJyaS|iq|Aax4tCyID0pT+8Pac)Dl9*S4=ic^rTO65+$+`gcv>zIBkGJ-+CoP&ydM=W3^ z!@$+-lyPi@CV)L?S=wVFso6vi7gjIvR;FcjUiy*B!Epz7y0&V>*EcuB?me`#`kcyC zZ97dOyvqpV-8ImlmA+lW`)KeYauGF$2L(0~g}r#f zooymkG_H4c;&PjXDAyGSJRuuR(&9~_QAk*iF-e?c75HkI2HK_NDDLL!Q4HziIaRmC zxByz5w%mJRNBs$}35j}}2V-FkldXj?;a^y9rD}zmqr!9F7tErE3e9IsZCrT}3(`(C z%`W#G1txLdTS=MJ!u5YiyoMjdw*2>i#Qpy}A{k*b*n(*SR6U6O|06f*L+(dGXK$viG(w8XBh{JrQ=daUrgjp^!511)#31`gm^nz9L`EQ&t|lI1 zFiU&d_}r~jpC5nJW^Wd%#|{guh2q7B#a>S zq?7P#`#C$+|Grid@x2dXN$~YiogPakNZpY`LSLWQ1?>&|N5TVQ%2+O*w*FUy6rr=YpHB{(jSj)`2 z*lPsOrY4Bh%N$DWMDkrwjN=lNT-~evb=~Edu{O#UoJrMr@#oTtlpX>h81`UJ=5Sf~ z_^wfZRt!e(4+U{B>=&uy%^=u<^hSlGwtfyE=P6XQn*h~_>>dxW8U7>x)ov{)Pi)d3 zBE!HoKyNNMoH;Qjbbffpi`uX^RhMrDXs+(RExup!&lyA9cK!E9nFLP)2`Q7BkK5%Z zP93)f?;!CDUDzaLi2g+Lji0(a#UwwL%U;{yLSj}|Z|iwY#cE{nyN!6`tS)LhT1=q8 z`G>$5hYj}qIV|}ugdtPPHUVh7l~c;O3tbTy3^^`YgCCwAr@^@pBLKEz&UO@ObIzVK zuh3{Ri|HSmm_61}u{q4L3VW(l4PxIt#IXo0UPE|-7~ad$<-;bS1V0uqU(BV*`RAZh zM{0s@V9Dd3LxrSeas_LkXm~Dgwg!^`=^Z>_WMjl!rL&3gNIIy*58ZXJ$Hn30fkbDR zG_+9`TM?lCGY>KVh%b5ek$snLwWEqSxrslGK!#Cte?%#n|5zn$xIBbVy?a*B2P5wa zr;i}km}AD0LuZ6wO)h@hcVXJ(KfRrQmbq9~k#KGqKXT zHq72txVvl5aqYb19PDsKqR91&$Q&6aP1Xs=07oX5R;WEau6aJ$_E$qYsNhW2lGccB z`@Ck8EmrjabrZPMOUMmxJvtnIAL>5g`s z=8?)B>GIuTwP}LUDN<^ntW}FE;-ZJACD z3H)zLXtYUwLl~|vMGW>oYs^1*P^1D#ca5IM-?k=Eq9%|&W<(d^FI*qvZzrPgCFjFx zV;|J^fz4Ee8fdI`qAFR0)vv<{Qy>PkY_eFMS;h|DUx1x*&p}@!zhrdfJOP`|ncXo> zzjw_3nePB_jj(E55l>n#bHE`4^f@Un+4D%k5k&5PrU?l&V}hY4jU}fu3EPwBX;6(5 zD^2};Dgqp_#{k)_!f75}TUPval;3{wrsqGUC=4;C6P-sfP8*f8z}+0&IaI&SqKdrc z6sKLVEropvA-reC#6*!~yf5%$W%Zg~HDBbsX+m^MUY8e%MiEc{Q3U6a5?S|F&IxgO8{((49dp1n44@n*!3 z8lY925=y9hr~RN+a)Re2_$tUis4>(p|GmXcD+CvZ+=#UhHg(8CmjlGr68oE~3uBVV^U z!|J!3b!2`AZX^YA$ME61+B$;BQ(edf|1L~NH~w$oz5sV*m`Dq0Z~wh_78QCp3;M50 zVwd|P@idZX;wXC&nuXf>c5bgEKa`-7_|ms#XeiQ3=wmZe9mI^X^G-%r=zR{mK{RRW zG#ynY^d}It z;8D(H!Kd}lbg8CYu46!xoXw3g9}a)R+^P8~1873cMCWhD@5i;E3y>XzK?vKy8;@vOYV}+aeHa*fE@o-($-V6l7HYiFLD3dKGxRG&F zA4y<)8>~!H-bZl zZ5kS5-mRKe=g2*liGMUJ7a&y?F{EDJp6@+v8_`|oeQXB+-(iv0&|3@yl2ER};h&1~RMPu)Zf#2;_H765ptY zUL#oN9VL;k60V~HLf#wsq%t!72$A^ z^tP82N=iX!I3Y>2-rzAa5#~)h`nOj z4gF7GQPLFsKf-ALVb0CqaN-px{U33qqb-27nXs$txKj8ZY9x^?*3-T+5w{f(mxG?i zXk6&hOn_q(5z`&9c)ERsD*g8H*xYEx7iD;8ob39E`ewYzIIQ z@!@3(gKAokqy2K!tzq+iykjFcjyMZ3CiN&NmUtI(6Xg5>kr(7W@;ZiDBZCi$(HlJ% zCp6amr)D4rxV2p@Ox=2hw79}_wdCItcUj|p0`aW~I>>_08_oCx##bRfblm-z5_Ht1 zvahBJu7zwPgHOnFkEoOVjG?N{D}xv0vMeLfXs;%li>03(_X*KRaWC%66l2d^!3>Uz z_OP}R{tGe!loZ_bHjnnc`1{dLXTyJNSaT?9_WCC zcru%r!-z9gwb-t3@d~}sML0%X%HqO7nN-mUXgY&aVs4Qdp+rDU)0LVN$vT;0#4BF0 z`*i$Cn-K^)4Z_wKy>5VCIccHpRRnqR`hw}i1a@;*zNhYYmJ?RoJbq>hih7fWCIZYu z)KIDJL-tcMJ5Kg|EM4KECsu-&BA1UA8c0u?Ck4m}a!#Y3ZNB|`r!EMnch=?DW&G=R zlGpITGixwO;^D_bf>f>m z>2m4Jk%*r+ef7F2kLg=WFJ2gi)3wKo`>%ic)p?GY233{ztZd}G!_wu!7rp1wfVX!f zK<#RbxeSp215o>x+P?{UyfmcyKP#5lg`Dw$E9_96!@I}czw<~K%+p=z?(pHG+XNd^ z|GM(S3@FXjLdm%)usHHJ7uI^QX3{J*6zULkJMeC54&ydO*@s6}{dpwCV4~ucyAm)SO8dFlb*I7E^HxnHzMxV?y^DGV=CM7a0@Ahi<0I z-%g2M!(X64tfnBbJC79i-Qd5M;|uDg(SK{a#zu~Tc>63-5UfQy4R{3OZAUQqZWN?3 zGBI;1iu1YEyO=7f-Mqc7fz|zgwgE;QA?!eC?zVCb{|(phyb`J?q9c0v3R=u`!tY~N!plM8X7D}X`u3+1mdUm~_uAn5WdDSI?c!E?pOF=5p(Jas) zK-I%rZ{j+Wx7c8IxYHC-GvHOw`*r9!im{FbMqK*3H30qeKTOA`z>av}J zYwU3Kgu6_|5R2w&apcWmecwGt0U}AJ7t@qju3fXS+d5};z!oQuS|V0%IOn0ZR(b}I zfC@cdmmW;_&!N8N?kE)Z+~LWXKzA0F>nFpyBly&;(%O|6FNmPqZDz!rWIqv7Z^4{wJD@$j=E_LK(7eJ?>%wvUPM6zo9U3($ zZIX#48L{4{W%PmkcR_6&6Mj^OPbgym&Aksox>_`iZwaX;sY7((-4c z13J*HF3M-;HzlPqa}_f${R)xH!L#oMF(5*&GlpiD^abz0GJVTr3SwDxA$GEQSuzK= zcHf(UOKE%N-hMh1kuOBCRP4%d%@gm@&xg|m!~CR29goRr;&ChR-p>p`S42c7q=@Mb zI5IyOxX326pj!c$90}*{DOaZh_l_FXO%W$2GdDK~YRGsr!$Q53bG{ z2fEra4JcA8%zb5OmIo$yQhFw2Si#D#LVcQ*mEpOsWitY>_19Dz!`K;cxVL!02Adft zey=&Tj_W$FKS#0l_MztAl14*E9gg2ra%+=Xh#V#uoGy{!zwrBCR_SV%uOwoPWyOE+ z;mUaapKBH-*qZ;r6#p-H@&8r)?}`71NihPG6$$k7!jyS7YM+zr>i1Gj=Xv$Bw~_w~ DNFsaH literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/ac3e4947-4de7-4f5d-9b05-9a892b4aa2b8.png b/docs/handson-cnn-tf/img/ac3e4947-4de7-4f5d-9b05-9a892b4aa2b8.png new file mode 100644 index 0000000000000000000000000000000000000000..d4a727c010e1541e4d6567cf22629a705f8569ee GIT binary patch literal 1043 zcmV+u1nm2XP)6lud=}I&Idu`i|_R@ zC*ACCcXoa=!_4%0opjR4LBw#{uj(?KPww-J)fymgCl|@pce@$;+s}nOs2hzlv6x;r zDLlz*NhR8HtHtCSk9BiJ;u;+&M?P`jKe;B;a`}t8c*$T-av(FIv`;KTF?|S5q0+Ci zCBbfvWbt|?T%=yzFMnIzt~Y1O)lu=+`JJMuE62EdRCmJLWE~ zn5an0gcU2+3OW*-zF4wYJ|gLbiiO3^*xqKTW$iDaK%XiGF0q9fHHjb#5u&y_FZZBh zz8;#WBn%Wk1uM@0e5|@7^hpmmT1J>lySS#k_KG9U$4q>n3AGM5@BlL)!OzkvB-q7{ zBf(?vKTy#k2r$8uk2&yw2$sGcmnzuXrL_ca5$~FZ87%Y44DKjcYwHKBa)5AxY0@}+$ z?o_6=B_<`M(~{;+*8R)9KL}E`TozaPcZRoXY9CBX(kEs+s)*CmJCuq?fT=f0K(g9W zTs;T9tswFnKd3vvT#jxdHOkQn&v@MwfCRW z?C(Ld^=UL8e+bR*iRNe@n%#YpcF5A~Y_9E=0lB3(oZ{Z~uR}1EQ8Ykxtd~|OdB6eb zQ2`T^{b!xuk60fG@LM8a+lcj%5UFFqy#ePVMBNlY`-Gg2m^iukfEgp_d<55-eb`Kx zIhRLpojC&SvOF!Oazw_o%_)efE%oFDnR04y#5ox5CM?wUxm*%*ksVAp4UnpM1j|{E zY5P2Inn!3o=D=gn4=k~70_v51$p($Hhi}Q44`OLA#rn^f(lG~Kz-MG=A9Pp~cyffO zQ!dW9gyli4HBL{+7_DlTb6akj`Y@hF&%b4obUAnv7e57{3n~-UjIIK-5lme1SI=B- zxbj(;_m?e46pQ-h;>>CSIA&A)gJTcpwb`qg+~wMKHeo~EUOq5=^rhKltX);+Po5gT z#_H5DK!deqbD^njvfxZFwp$DiV|tp%jx5!2XF4NCf+=4kn6=`{JhmdJFjmu;)|&Wu zmTUa1u&Z_R_k1{?Jg)A*rp@HuPaap-Es6<;9BQ|iYIo8}C!KtX`~y5-TZh`X(qaGr N002ovPDHLkV1hvl+BEw*W%m}4l?BT7c3XAHzG&KT zc16TrSItD@m>)iEM8B)Rqi24|ejjzPl9a^ESX=#2smR>xm)W$9Jqz$HLB9}%@Kb?| zVpt%faRSjk!awjIFLN5#F(o5$IuLxw$9aBeH8mtKUU#BEIa!%dHV+F{R}6>FF}%5^}~R#ue;HT&PQQ$yzIS ziJ&rJ9jsP4ylM!!lt@Wv>aP!>8j^n&z~7K3+5>3eU*jloz<_Qti4^R2M%d?4q#j#M zq8jC|JaIptm9c{8V4<~LLi$B&p;ptzo>b+K@%q1UYdzO*4hfVtIOQJPtclzdF7>Z$ z{1TVeDa`l^GAS59#UcW;rePBAP?l0%oGWp82!6Hvd@v*8IaF5k1vuRnrZ8^6T54pP=M;v9v<+FTv4sSMK=8AC>V+^sjVmz#R;Y`^R7y|0w?&n^&+s3=U)=BRwOl1AURHa)= z4KE>WWfoK(%lmVN#?w{?=xy<5(PEz}1moyTzF<+K6DZa0WUQKwg%MriQq0sws)StkYk_-!`h~s;*^g5?uPs8E%FU;PfrD;mb za8?#stv~c}<_Tw?u&5F;OlOa4G{v^t-kXsTtEvv0tVeZ|8&%gdZ9js)L2=5F>IhwK}{fwn?K?6> z?5#z=sMEZr!iYga&~M2W*9-Vud6WmM9WNAtH(!vqq-J#9G+iEiwcjP;;L63gR+A@8Hg?8Te=M%T34cz5M^?<1AESUa1zsCu@++P_zN2G%Mw zGkqg#%~K&FQ(lAbeItk_P0-7h!e|Ay7p)6RY$rr-Pi`_OJ!@RRdv@3;HP9+Ec6H$52hGVlRk41f433<7^VQjfIfr3V+ zCu=|Mg;t+MwwB*y3oi4AU z{1U55KV!BYce6x>qBCy2J7^#o@pGYEhx2S;quE{{2g#7525VWXtMVv{_hv8Vb+M9$ zY*KIO7f0g#LpdrRpiV~tX|Fs~ZqJ<^o?64aX^Z}gU}g9Ck@w>R!yJw9E5XVOtCQFy zfHZoyvt=%{nm47q@K{NWdoB#O&N}0KX>nQVWeUqQT7CYasgGfxmR|CbF#&8jCLcSdNDd>$32VU>^7kULU#C!2}`?XLLnCO zm#)&y0Z|h(e%`6nfGJhWbIoQK19ph=>5A<;kmvRuTd}x|hY{-tl`8*QWqx_;wD{E# z&UfFf@C4bnk;9T03!%Bt2+}C@^OjNMKE7(>E8Bd-+gvliaRku&Ejj^nlg?zO6p!uL zG%E9+*%$Q807=S83c07C;ZM4Ot7fFFb1W`}8NT)>DdTKo5ibg)4a~HBNu$Y;F(T(0 zq@EhaG6POq9^Yv+%|zkDph+*597b^=ntzhsj{k#bStXjYH@}rWo*jLe5oMUxdF&y@ zB8K$D>bAPX(<!IWU!KA-13tE4Y5|Bbk zk{^WcdOaF6+Kx7qALsA;hsD!ymyHjfzi;^PiEW?!>WPZfsOo+#9C}Yq>9go|kROhj zEEl1aNboHVx(t5lbIO}yxw;^$FB`EZ(Q?PSxQBf--~lx^}0W< z6vmtBzs7o%CTj)Mw3=dwe~T2}@Rz#|TmhSXw_yi?3F(x`ymuK+O9tFyi8A{F!YAEa UFm6Euzh5Og8z<`uOP~1v0EkGgU;qFB literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/ada0a5b7-1268-4f61-820a-3aca71dba80f.png b/docs/handson-cnn-tf/img/ada0a5b7-1268-4f61-820a-3aca71dba80f.png new file mode 100644 index 0000000000000000000000000000000000000000..25412537c719a583ffa640bb2ef6431b241abf7c GIT binary patch literal 4262 zcmV;X5LxeuP)?0#1&(F`LrKL(rN_2E|2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x^nP(i000m% zNkl1fc0c`2Yc%*$Y6-%8Xpo3^Ge%#5jwE_~pSsW}fMyC! znFq}X5z$K3Hg$67l0it!?1cW&r5`4ZSbPNqApxBpN}i zZ}svUIv=4HH1wdA(6d&RB6fZ*_CM4_^Hj`q%GZ7!4%D!K23iSCTD2MABR3j6rz3&h ztZ5L9lE{sYJ1A1de~wpAjk%^gTQVk=6r~^}HOXwW(m05BKrbcw5!-VO_;@T=veboi z3-r9J`Pjwiz#MS4QVRI|ege@2b)do7wR%*-EVLSLjERPCLq|4R4)plf1P%^E=#dMJ zpxijm9nig7j1EnymmG-so+e6De_S`vJGii3IAtcfcMCslR(vMJ&bpv$>s!1xUJ0T3 zOzLnadbc#3__>Kb+MM$#fw&#ryTfp3DpHm)snF8-Is&JYa_2#F11ZBPvfK2Ly;0~fDA5NEG_KH? zyM40`=smH2KCexCZ8|VJ$VSUK8YM}Rt3vu3^zp(%(=d8`htXhKps`14)QWz>=;(@C zUJB3`!wLSlaE1VM8bD{2<@BRr6Ag@qxX?6rWaJV@9yDr0GmM7cspgwed$PsEdZf&_TE_4TKYHmxBN3{BRj!Uv*65fX;a{Ks#iR zx}d>}Q+A+3@+vb!@DdH22_E`evxS*-;T^dY<6~FJIl3JhIMIv{p1nR4mc`Et8R(1h@PsImxMAJ7L@GSdV(S}p;GIW}7 z_6l_G}eRh*a2qY<{BY;NRqJ@8zOy|!sNYHB^HyC$Af2m6VPW1jwmAZvy&P#;|gb+h& znNrK&5nvFtpivk-3!w>#P4xJ#4EU1GIBG-d5ubdo{vcmBW8XBBTuVhvri@Kmc`O$EYT)PJRM2NOwkwlN9^QB&FIyrg)`X4K0SG5EX z5nh8^ToeJc_G+Nul__*CRLY@lK6>}xeochwAdoyqZTWCVdbUQN zPP7_W*%E^X7p4A_oBzrvEZzuhFc2myBZP&~OYBI`n&`EOK9^|fL!aFs35?lX?jPmK=c^PVZG`7+GTTCi6eGQtM-CGuV{~FaBplp9aN9%g3 ziLc@#t4*v89guqO8amL&SM^jEEhyWe5ByTgslKq2(mR@0la{St4s=?opsmniUR%&G zgl?JZ#L%Nrqspu4x?;e0#OBHK^HQJWa_#4ZLVj71>s;R%kB_*XOlthMdB->RyCuH0Xo|{iisVWaL8kZ$=UwEoZQ5Oxb3@ zv&sdxYnmb|LC;*PHJ51F`EWFUR;@H?^a`})JXK3cj5$U;fKFf+bfq7tji#wt@Kk6T z&YM*+ZnXdd_S#?Z0mNK`3eCneoU-dbVFhNb&M@_(*~o=vEQkgLdee>$WdfG+!Zn`r!6^p5sJtu?C3?e3>P7B)Kfz#3h4nx|Wz{Rp9P z8+!hm(V&iGWv5^s;?(Uj2}!atPd2)c{-BOl1)qfY&>4nhVDFZimYJ>)Iyx18k{dnp zqY*5l>%f4Y#&~!oQ*#FfIwi%K4hcb@h4)R(ViQVP>KpL<{7*Z2f`?ya?%6^^7#nE% z`_N@pdGhIssydBlfkg>TQVVY^jB@J|bHp445Fwv)E=t2Wo zODiK?3;nz;x(MhH{92^k(V-p!lq*O+Ti>a%sG(Y)1Lv<-C8s2%DVmdAyYaaA5Yq%QO>t}|zL z!+`H3GB|%Sj!SybORKul8NC}q-?X69dOmuOW!Jrp{?e!d)W!3}>znPjoXOSDeHU7V z?q2l%V*tGuMho+cYj2@U_Lpd+bb?t}f|kY_c{516(O@_D5oN~ z)RVzMl=;wN`DdZ{8qA7~8%7VD=shX*stX!K?mIMOpIk}<2@UZOCt8@BPtU|O5r%_A zgIR@cX!OB{o^Owi7*9A0r*VXh_{X)(@<5Zgb+|ONMj~*l4ATC!Ui^T@;|(XpyuM?4 z_4?$M7u^e>!EOthc0u>lJ7a$eU5~y9OHke`A7rwJmYyiv|Z ztIGsY3I5dhF0X$}e&$(fG)TKE1~1=*ELiotfcQw0JG^L`|Gbf81AHvdzZb zt2$u~t8nfpy@~ZhTe`j8SH)N2Mbi=u<53VjTszUvH?dfsHCjKr_hTJItENQ}H;uUT zPxd_MYdBDazrlr$-pO~HJW^H0@Fsep`anqwI_6{MM?VJ8K%jAf2GN(7pyfhHwcndDM#5S zVcn55oK474p`L1~OU)|KD;o{YX5SW+YE9G*^h$PnR)vgwI!*LUpktv@F7x{$t!1WC zyc-Alaw!kNAmm49wbXmnopL%_Y8*7U%$5t&XzoqQq6BGFa>2v3JZLi~Fl0V>m6HHY zbf$jy;}SF+q}}q8peh>=w07m{e!Wo$Jz7>)dFVqgstZ#p^xkJ`p(7KW+lIJ9#Yaeu zib8{VWe==s*QVv7)jG7$vgnuhNu#>@=RjBY+)1g4Ep?7|CMug~V51QXq3f%-q{6bQ zdwKQaX`&SY99{~kx&jKcIwg$IAY)4e<7N4=Y(-k5dneT$(KT8&^FLuv-mG|y>=m9L zP=*3M4oEEql#HvSenW>dxjSSnKOi+DR{PWbqY#-K&DW}omXj%PqKiN5yU=J0wCZfg z(G*su#aUP^_ST-(g;7;}z?XW>Jh9Daf>eUW#8E7fH=Y9buH{ zd5#`_eI?p8;2f9NQOk?F%EC^Cj>S__-0X@s7x=S@zN`Fsi7vXhY2&IEdG+6_tOr*| zODgoJ3tGS0R(^e|+vr15D<>so!qhxAZeh(!x#`HV-WJ;15>vbx`J}GUvb^6!6NsiU z`ariuZz`#y20FjnQr!`*9U{`ugdpq2H|z0<(E#F&ahn6K&?rX_TxcBQ!{|4l9XecY zA1p15e$GK}bt4H4q6uPt^elvaR+?UZY2L!B&}h_x#sTy+gr>#43H8NHo5|wh@PclaK|(N?ONq%U6kjK*4`NF+hAf00k#Iso-Qc`s-VBDNj;3vB z`p3{|YZ_-;H1O3l|9p=04bc&c{x0-;vFRQCj($hKqqj!?4{-Y|HjLd&`v3p{07*qo IM6N<$g8mvC!vFvP literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/ade35614-04cc-4447-b1a0-b8e94dc0ce7a.png b/docs/handson-cnn-tf/img/ade35614-04cc-4447-b1a0-b8e94dc0ce7a.png new file mode 100644 index 0000000000000000000000000000000000000000..7ba7671f52d08b4bb0b3a34fa785cca71e4e1c56 GIT binary patch literal 5131 zcmV+m6!hzfP)R0000mP)t-sM{rC4 z00000000000000000000000002nYxX2?+`c3JVJh3=9kn4Gj(s4i66x7hIR+000w~ zNkl?~_E1|RR{Rkz!1LyuP7K92Vr3fgYx+wJyy0El&?>C4X84_}RqMdO9% zyF0(mxARiMK$mZR!l{a=wMl*OS+b=nO_uNOm>$pjA-JX8iF#F5F{bg5 zd5Uzly8V6W`04366_CR!I~CBcxJA)C&#N@N%F8x3>vx;=6C1lhf4;0OU6%5^opYy- z0(we7`!mHx3R&? z)nmKKi_QqUQOx2bED-9u!)&)(dP_&=fT-Qd-#%|LG1vYAY=~ugr`Y*LS_;^6NUw$Y zzH@yxHdud$u8URkDZVM~IwX+7fnA0p+n%_$W@oprZ##dE@24|2P{$hT z;~}1Dk&W^^z7^$c0MDZv*X;moFgu-Kb5NE-#x7*~E__Ig?cB1xGj9j0)XmPm=Z)jt0863wjnH+jJ}%#oq<-Y5^RQ>*lZ*eI;N80P4?^0uy zWb=h%5^ig*5o1t9fFgB09111K34TODPKv9_2eBd4#BAjZsdpQo`El4_9rsKga+QRQ zc;3)cCJ`HIKC%U9cj%j@9YqznJ?vXaphwci=U{`B{H7+Dug!-ap$ddVTIsVe*p1!2 zt>bp!)ScYNu%W?wku{{=*)FQbV#6;aNSVMJ3pK=vHbrZ9Ay3aK7F%QtUt;gP8^(8- zoGRln3^vBW5=mF1?fEH)+f-KINTQJ}k>cuc?7$1#hOp0>PJslfj&JVXKJ?J1@wmE4}$9`137xGz2 zEv6ISn$E>RV>_pvPA36y6X%-{)`G&FKqidNS%w9s-yqW22*f1!O^fw59De>%r#( z9=-)*)o@jDU^u&9q(2+AsNq3{jRch81I{|B@$Ai;1&( z%r9;(UrRMGV^8@jPwIA3miBJwR1`MgRL}I<((`1Idxs4j(Cp#0gRo&$*~_8Wu&czWux z6zE{_2OJ2Ap+Zi1^K$A~89A30*F-k08YV(pB)0PHrMoTRoSgi~i@Fb$lZ-wNy{e{zL+B!whbVAKJW2 zFKD-iVxx69Hc;E3e?a%}CQiL)c-@o_=@=_x=yGvGhe@h;PvDJCA~xg%<~WFwl0mD5 ztVz6yyiqf>+j-cUgYb@09rByYP^F^EM_CfH>fZ^9XRw}_3b0;vVvCu~#= zY}}{>7I@r%4bt7>T&>I~Vk;=16#hgbMB#+wHOy>bL#di~gXSKH4N*QE8$cJRk>NG* z;ud&wS|w}vy~_jclI}I|FLE$XyT|i}sO{qo8>fpzAZQm=9ujYLZ)nIkq_Jt5lyi~r zz}2qjbI8@!K%^!7)4mBo2r$7$ke#66!@~g^$gPkZG_Wx+uu%nUFglpOYVxttmw}>M znZTs5!hg{K-1IRNv;zz*PK%%=Hk$S6;n=_&0H8mD4V^s_u%JTLx2s4o(6A4P;^1gW zZ1^EIcwV+~8y=H*qgkKq;|!jt~ouyM+zgD?48GW7tTi z*N0<+%!s53Fb<0w76aZ3O>Tu~$O+S0U{842z(x(spOc2ic>-^E&Uznjpc#Rfu9#)` z7h)q|Mqbt}Sh&>MJ%eY&hO*rjD0eP-B_M@}iw7Q)8pHjSVXq8<@rE zd9!E2Mj@PG|4X|?e+wJMG<%oc&}pzUm32BD8-C9_92;btrQbxp=+@E>=Hmjdy%k+o z0at}+pL+&2`WxAX@UU@{{Egk~WtulGG&ax|y^ZG$yqs*SmA;xR;z)nL_oWu~FC`!^)8=Xl#gCqk*ZA)FE+- zioYrCPuS357h+xcqFD4}RtW%W4v`}*gCM~Rq4Y)&r<~w#z#EB;k$jw6K}2dfZ-L4+ z?5TPq$biMB(T93jZW^@LL$P5Uj*S+@DFgQG=G|=)Bhz?xZm_FC9Y7-&=V8cyEN@u* zc!QKEy=7~za_7N>PKv}75SF=cJoUsQ{!sZ1Nb9D2BfRlddP615lrUK}`1)L;!Vcn% zp@9twVA7zysdQKdfm;`@>ZNqb?3(;e%E7*mOK8VL?gDUTmQLA@N;!qN?W*ynK8gN^LvUloS-)>V@*8TMslJ)SB4|>#)qaPRxs9 z-W;+HStZ*cIdi35Ql~Nxsw%5Up*f`$7t^P9?^fl0vD1>u$ar+B;XnXYwT#ty)!8a5 z4Kr=tcW!;&aaL|=m~Hc(^XQ6B8W$}4<$Iq$<2RW$kRN|3cSn7g`b+1Y6ME&3rf-pW=s>Ds@W7ud7_F@AiXPsM0Qdmwp?NK78)N^jT-F`hwB5=e; z+Fvi`e1-z62>e_sdl1;l6V_pAy*m~g{qn7k6H>}21$4?D)?(9gPF^ZLzvBv8yLa@x zTIwxiAV6snDscXb`%=wA)z`G+Jm#)f zLVT=#LzMU1loVzl__&E%RqS%P>`?9Sm;`)Mf}``r8|#sEhby+l3Z0wRr%i$h`o1Ud zhB8_)*bwA;Ki^GYjQP+@J5EqaLK@srpIMIzFDh!yH8Wc`<`#(yY-PPFRCj~)7pbUL}iDp>%zhl*XA#s6AK|k%X;NS?m}} ztts-uoj)wJGXiqGDqvAxT)mQO&4{ymda=_d=aG|gu=MN;_5s9Jf!c8jIy>#+-SMjP z((RA4OaEYO7~IR#acbYTPozs&T2W3K7Cs+=jncT=dE71KcE!4?Wr3)^aC9~I;=OkH z)(p5rDTE(!tr^=ewN^mMUtLm-B`#lpjaU!S@(=6M0gcxkublSEPCDZrhm92RRLws? z>J%Oe5e}tssJ=2XqJ8%uDLr-&Ho^(JujKu(Nw!tQ-@~`CdO(&~^_QxOq}f%K0qRWD z+0VxYkK5?^9QVu0X%`390)C=7i94Xf3yl_-An3l zjd@)dyvGKAYp&Lhon6@A6R$a)H1{Q}Vse32TyKw8!3VLyE-S08qbN z*cW3%G-fiS9-TI6;*HlmSdNJn(iJDH*6yyi>G zeUT?`zGv*XpFOd!#>Tr{{8!WI%s)hGUHZMAQm%|PBlF_tVdG(2w$eISF*te`xp>-x z7qzA$q*+h_Ha;m`^rtKH!qnM(WIwK;f}qT95db#4wvRZ92N6Q*t7(HRykmmoM5%E( zlh?|hh7BvmlMWWetfMdU>>oAvc>G38WqD}r)+?LX!1952(T{1v5H_vreZ+AP?8T>J z!QT?#YIDpzP7ch z-U*bSz{!SR_vJai&u?@SmHuY81FfRhVf9DKA4%0)Kg_6`i70;e`*;IaX?x@JOJaIM z*OYy=f!?sIXau@(#U{a0(3*li%>M3JO1v^*N+(wADx730FVOcHq|zF{FH#{sNbO5+ zSlMrog-@R!pJ1gph{Ubw{j`_hVp@Obu%{2s)4;*YEiTS(9u7U8%X>$`Y&xpq*&|IOH-J<0se#UfT~!2QL* z#D)q1DFfCT{5otft1{b6dOJb=R<2B^_0e~-7_1iw&qq=yT+8<{+f8;oTZAQKS1HN$1oJcth=J|AjW?hh>Ydr4h&SbUwzLFb@Yf z5yf-^ZqNFq&G@7YuE%=TX2IRR@v!g52A|5AMOCq)1{+$0$JoVO%w8`xs zHa^tG?xG4srZ~bJYjmWq0h=`^ZE!$}qoQ={N|};;`GR}nacWM~Vc(u#N)5pNQ2|CC zpb9XS0h2x3+y!w8+&FFUJ7d_N*@bZ9|oH&5#b_1fv#`VrjEOG@zw!M@E3H^RnliU? z_KNaGu$A$eoekiLyAmd}c+xNr`||(IvK7F(Y|Bf(ctAn;)P?;*xGr2`9Phhx>i-7$ z*LGTT%Gb7h=2^bPM(cIN&Z?Gc->{3pXq&13`Z}zNQ;YX2EEh0q>VIW%&yQ~Eu1l#= zuhMhH?Nxo_v(&?k@n&iKGGJR({ePXd)vn-mkLsDtb>W{@Kk)0DUArUFUcW*rp*IsV zh-c+zm$Up7rlwg}{nw{v&mn1C^&fc59S+TZqxs3$*zB$GHtO)7|8|tv-)y2EgcYpE tZ!q}RKJE|(WWis4oN%E?>))f%{{uU<@QXz*k=6hJ002ovPDHLkV1nh041NFr literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/ae58ed7b-25c5-447d-bb71-54d32dc9ed15.jpg b/docs/handson-cnn-tf/img/ae58ed7b-25c5-447d-bb71-54d32dc9ed15.jpg new file mode 100644 index 0000000000000000000000000000000000000000..6e7e2c3c6527a9aa84e9519bacec491098e8c510 GIT binary patch literal 1354 zcmV-Q1-1H#P)2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xe7qn|000El zNkl}HyEmS(*(-Ds zzrtCLmF75lK3t*`fK>J5OT=tqNEeu>z=5{-BkLz*nnRA+(?tS=Ncn8Pt7B$6TG4Tt zkBEKt$NHCPdHAM>jhBPPBKRYIUq^~jJ)a+M5wGBhClGaO6%sbDfu7ap^`DjU^J4T%sp=l#qH?C)3Dq6lxakN6e-70I1P}MH z%YC%kSv#K6I~MPS`exD+3W{6a6^=vx1QJl~aET30QP~+p9A2fGSV1X0v>qgDmj#CD zN|=6UiI-7K)zcof1Btf5B#Q_o>+KY#U2Y&LSXeO5_rbkK|bXXJxvtvQo?p;nuRaHU- zseaqOQlglE$!8OCu3bC>mm}u_u<<0U>F`I$7r3ZA97hJ9{_& zgx8{oJXx30AiH7CoJcHjAG=jyk0Sm0_XnD`!cax-j5ch$i7zC#C0 zUrN16W<{lxF_At-jefe(a!SOVWkjl-e)9Yk-I>vY(nPDjKFOyq|ES%t-EQAx=a-oa zTe=+9mYZoTIrs2`cwN43x34eK(~Qvgp~s&*-9{t z;_IQ0)m($pXfOynCx#P{1h9RPgEaxG(Lj#4T9+F#f)*3gQOuAEG>Rp6aB@I4_Sr(| zi^otU!*dMPgYGzn{dpls-_M@o($&u45BCj2=941>LzJIAYkAYAUg06G-E+r?2iR^j zJAb(SstuQ51eN~}2i_AWo?c!sILEj<>Do(l8%3^K1O0KqV7nJg2W=oVMjZ{9L^3XWIArUjN(r7q9cOsn;@6tpET3 M07*qoM6N<$f|hZHfdBvi literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/aea81ee0-d79f-4213-9343-be0e90e8c96e.png b/docs/handson-cnn-tf/img/aea81ee0-d79f-4213-9343-be0e90e8c96e.png new file mode 100644 index 0000000000000000000000000000000000000000..859bee7ebd318d796838f3dc3f6508cbef7f08d0 GIT binary patch literal 81866 zcmd42T1; z-pIdv?=iJK+wVUjO4D{A9w{~9Mz93Oqw?YA7HD~byI)PjT_5tO$JGk^_N?~n(IRDU zJU7ZMb>969Nr>}qqLM|*%hSc>{{PMS|CJWmR$mFFuJRd#U$p7VF zrgiHkg$N*or9)Pi%Z*A#96yL8j@HhiJYMUHbcPHB%7i|?nY?ytnK|#L$8z|BSob?Z zQ5WN4fdcZnCpY^WBr2xPebL-l4gtS4kHNF@28c{t5Xh^^(64)U(C*n@n z`3lvrPgx7F8l~hqA}sZ%|5FWe$c&d$OGztw`E2bW{NM zc5qlJPCy_Da$w0={SopSn7+{cuVDDAM4SL{SXD95CAzdL7EIU%O?e)YijM>VflF+f@h#kI>j(R%v&6V_kZdg$Y3HZ;&md~v)uMh1NnAa{1sl`(R{ zn}h*0NPH+JLI|RA0y?PbF{t}=*@7JY{^w`E`SRU-Im#FTf2dA5GGO636X$6{7SV1)V*wf znX=;F`xcu~O3!HkwQRPOenzZRq}(C=_RMvMwE>@BPHo(}rIpz2S0XtGbY)xp7B=CCpVe=jL|;}-^n1Ju zNjaSpx|d$k#Hc*-8DWE#)9kyLM>ZuL>xT=b{1t*NVfas8#}6m!iv&D} zLW02XY;E0VWW$JjWa%U0dia&);>s1syI4wZBsQAxW+grHev>pzdG{#tiNP4***(j@$is9H!yoCDo^gc+M!ULI* zB9ga{e7-xUZo;oEPm;MbVVbkXa4LugF=4~=z?FudN{o88XY^B@=tCt@NYz*0BOR* zV)ghV#jy8scP+DUnlN#)E$zVW$J8L~CZCUAJsVh^I%?KNg5}hBI18{q>oQ6Yhr&n5 z4PwUgzw7v>uwSWm&PYE1S$?7Ywl+jAr-lUDgXGi>J_l~Udj((?XZCe+``CovbL@(f zH;MDp-)eNG%boCCadP-@O}^2at38tj2JXdtn)LcOe>3+-p-WD!gXTv>5eRggY?6j9 zf>&Hk*`%~h+QSE3pKi+yRf9~>@*2&eh40DTr@!9(ZRrZ@BNdCr#s&r465^;_r!9Lu z7MZ#Agfm6*rq%#pVe>qQvAgCz-G?~k)^d1 zLzvQU)>bfM{^eh2X%MJ+jj$78Xw4}x9P54YQd>Z$v+tsqK$H_Vfawz#TJNs!&GYM& zS|Oyp!18@iTlynh!Ckx5(Xd;O>-ml2t22AXo0<+TN0OzJgI^YpX###p#~{|Dr`Hx}2FdP#x5V$pishMGoo5HMaXN7L4kAl%f^jn)OGTY9JX+}r zhCz@;z!vu>V&7qdGHbb@QSBHX4uODa9c0U8=^e^1&Tt-t4uM!)l>Ih#x>19j0_Gv` z2*CYvM(B9xwQd=C$%R_NP1=cDkN^R(>=GSR=Yc!9Mnu+syM8L41433aA+j<%Yd5U6 zcid;Ir9VvkiJvQ9?huHI0O{m9vvnn!*@wum1N17nyj(@I0R+HHvWTkY0Yr?IRrEK} z&;w$QaI8dPWKI}Xvy0*69|p~X?<4eE`BuEfN1 zI;YAv0a&0mhDoAux3nO&;ja_4Se z`X;thbS`2){T{Z-FE_~F#XYOCQVxM-Gl2?H0CQZq8L&(8eF<)E6E1&L>kT=}TQUArmogDZ?4NL0G5@Mal{iG+1M06 zQvpHkDozGQn}Y(+Sk?y#tlPhjL~orvW8?yGe%ViX_e;a(;k(~iFP9-_3ycAB`y68H z$Hgd4GGa0Mh|BU%Pk^k;S*_F0W*|9ioLgLKQV{p=!@92x>1wiI%qJH0ds2V@Wv+^7&q|dg)6L z=u~6KHPKw9gQMXINN?1$=mF+?%*0Ivkfmi-dQL#cKU9iwWx}yCcZv!+!79Sb%dY-e zlt6xVDs`8u3A~rD#N#AE-YWgXvdreGY9v9L$*D2q7Q}n$dL6t;9wr!99(i`Hfh%6Nr$-;9^wv zB_IkHkX2`{v1aiEF;mOhhH-^DHU+SWXHS9z--<3*5jg)RKaKOu>iVSCy_Cb;TXS?$ z-`o9|HXuYb=t`6NUou;LKPy_VcnQ~s3**MXrn~DTBOdVSP+s85PCYc0D>*pk9r}NrQTCRS>N$lh2D_V#rB0n81FfaPz6YxTos+-(_ZqPk+YjT(BJgzCa&X+%p0F3D+M|eI|nVG>z3pL zKRr)A>|G_?hVeU_#3i-^NG26)3Unda!oIR*XJj08{#U03x!s zur%R}F6`>X&0@WHB8O8@vdwRDfut zK+Hz-9DR?VE{kutbb{!cGgX;8j4yz&EkNVD*2huT^al$--;WvhsX#A~50C-lA3n2i z6bm0JdS2*@1VJn@Jm-omJMxIA zG`~uq@%e4oWD-sr5Pvt6TKpt;4~yjG)V5Ye&a?now8_Qa$-;kMEc+JsB6tRu49?t3 z-x*&$t`Hy$;H$|DdCLw;J!B9CEn+y z9*qSyky>`~Z@&6txW+7@?j)x+?`J#_EW^$Z8oS7fIR{Zy%bSPb%tzfo>T`JWsgbh)w` zSN$?78@?%HQ#q2B@~=5u>wc2K4?><{MO zhk!N@o%4U(1DjV-k4<(#{Qrbtiwd5?nELZ~8ruEK>bXI(kGnsUrQ!6^s%8M0I$JBT50&>{|fUq>;D(#LDo9ne`TN{R~+X3pXr(>S?-5Vg9Hbp#Ke4E z>JKFsFkMUjjCUhJt;)PhOPl_XkPab@O<9PRR-}9n_#j%uISqO(!(17@N(6G3E=4x_Sg(SZ0 zXJZ2q9L72YS?<=8j|_!r;9{4ZXP^#*9iF!yM6gFu8?>>I#(BXwP0*-}^`#1_0UM42 zZ-pP?4w)xvi${&BCAunjVo#QT>o&S(_Zn2aw^=^Dp+}cs5HcTD9R?z4$Q};#%*l)^ zHpzYwF#2@Fbs>YNv|dG)*bcVs;`r>)ID#kr5RtrU-S@9F{}h%0y=F>vnFLx`&RyxdjLj%v^cpfG?U&WUZ3{v2~{ej^XC`u&53nAQC0iwOAk%cooC55`TkM% zml^lFd8jW?lX~zIrFEwpJP+{P1Nmpd2Fxctd=Cy3PTJGo zENxw-hLs;qDbP8@RvZ3mJr8Yk#NYlbJz>Z>&C_Dn+S~dILY3UshMTAEH^yzOO8T4^ zLa9B$lXbx$?)b#Kj+Yfz7`$??9wa*bn1$5?8&j!Trn|kiCr=uH4`_(Lb zRmZ;{kAT6f_fmJVuvZ+R*x0=&p2)$LJ%;;xc@r*y{5C!$KF&b``sR2?d&lf?6kx$RIcB?ja@)tpZ~N+FSDvfof^d5xS})~zVR|K z|JK+%yuCU;+JQYeb+~NGX!W(tI64_dpXoL1nDTu6>Iw8 zJ7!`bb7EZm$oLd*4&hggN%i!hs-5MQ9BeFVrupNVBd2`uG5>5@uNS@kw%jo8mJxfA z%53N3i?%ld7ICdeCW0Q!<-;(UMB*}yO+8=<7Y+L!G|PtL< z*HE4|4EF#}876!uK{Z^AuYE@SWi2#5Ve_?j=!lKpFhDsyCw$h$L`dKW{GpK4+~7%I zEU^O(ngbTvM~~x--P;He`u$q(Zw|`tciKEkIy94r^e-M`5}`wl3Kq)S1QUJ2I?oUl zQRKU-m=*$wQlEQvCr;Oq%`g2Ij7oU#BC?V3oPony5|o^)3%=r#>;PYN0V>^Tc^5n= zDDu5&Yk^K{%J%rZf3ElT%!L$JCn+8zq~7#CEs;Y@5u2otbGS)X*)I=AbbDa=BecV}%Tj#8=Ra%P?8lmAo?ve5UAbJryzd2UZz#z`<;*Uhsy zo&R+{bmqdBt1~pe{_oNz*w0A|Yd|=~+VjSmcDu^<5Ap3H-`-D1Ep+_6BJk==a9T(- zs4#fnp_5DH-C(~{FZ(_6Y}+XJ+lw`WS$9>#fS1%`eb+@Wq*QTJ<432bo=B;%!u9yi zr)L=1lzzySaY*R?X(Ew>F!>vc75_1j_=lE_QehEA&AvwsghhDCJIlFm zEmSKcFOux-@yg?lv7|yRVK+lh68L;zUfm9uv!|*lTh8-+yv+JEkY#{# zHce@=gyQ~}ogY#)$vhqh+a+J`igIfDRvF7l%yAOj+qOo{zTz^b>~8;f#%6QPv+@Vw z0W9%DYGQ}QX3&eH*Q|IyoR?g{oxP`o+~ay$Ay;F=LQnqws`q&RLOABid}0fCz+=eU zV#bk{0`|n04o$#w7m(0!zmg$iYmMM`H}tELv^H%&359IaQ05A4HqhL#eK^dPwfTiNHjfj-Pcnp-d)DBB?`)Vi#eI_FEe6)&!F`h z+V7f0FIs(Ok8AI^8-IBHx+Nj{^UEwC+sCVJ_|vinPx4zLZr9=LS>0EwWM|=VC`mtA za}Nvtwy$S%28BAwA*ZO{%*NrAXX=xV70VrnzhL3Ma1sxKfYb~bb_OnzUxXk zE9EJkOH_>-()4ybjk0jkAGMBGW^qCiGcecPQaeZMSH33H3y5NyPy&ywNQzw2GlbPC zCXQtbj7!rL+K_m{$0v`!pt@t0XrSYQH)Q(ig{$FFCJ}7^;iZ7Xr|^3=AGKPwIW!2Sh#aB0x2gU ztjs=0rtKV$HqL~tR(q@Y78=j8zZ6C)Wg;zLL~a+uNkh9@$jStJ0Xh76cIua_=_? zK=zpxyo*Spf89dXoTH3{h}iHb&xe1uc8=f4J>fzhzV@ba&mVY^uz-0P1W_D(69w0c z1JCn&_Wgb_-0fQe-im}0XmK5p^;aI>zSw<~|E<;{4A%liv)Id2`{3t7s2%2tb1L|e z+3!mEFx&@7@O>C|YSJQGGUMw3-z??C>KTpU?c8l|i%b)F!8u=k?(HmhpOev1;@AZM zbF#bfOJC6CsvoPe-q#zenh@$hjD5$PkP!)WglzSi*Ha#Q>gJ|gA7$!7IqbFCeAlNcypEN^j##nb}{4 z-j%UF2hDdOoy15qz$pS#aH{shNca|%I);x_OszA2OM9^!4=0=JxjRQKG2S`H5+h5! zoC1}_x2q*&LYst8!WnKX=qlEv#=8#`Qg4yOsKqZ}!oY3!Bw~lWZ+lJkpOz~!yEGE} zUr=L7_I#_ie0wlGvh|jBJR`lXt2b1rZ-^{*Apn^0S`KHKo=~gtsqV`}SA&P28IEof z3HBl;RMmQ~E~U~GD|J=K-uCBAg*pgMYPQ#XT^Q)ksbgF7^Gx20o<(`(Z%23goi(Cy z0QYL^-(9MocEl^R zl9b0XA`fP4KVA}!3yZ{or7wHqj_oC$E9#tC!PI{3RQ?_(T!D(V5LMvqH z^MhTc5QuwT6xn+(`qZIgzR%s-VNRpxHHJBt3EWL@UIvQ~3Ge^4YK~*&St*Z#ALv_> z?YyY)(ipmVj_&Xip#969@yWvFDW;D!G%f^Ee9OLtc4DfxwujGU8)&0?xp0?KxH|zB zu)#MO9Cq)88jZ($dBNWOIeA@d&t6tH(s&6xEe=nOigI62An)82IPpDI8%~dd zhC)!TGhyy~b1l9#N2gtl-!+~qDg<;9x9>8I_CjtT zvwQM^DD<7{lo7QWDI1#KJKUsT(p3QX^857CN)s26A)K$=B5|cx_E(!RH&clk94_?h z!th&s`wqDjVk44p*F(Tml0wg@alKJBq^W5{b?jt#K{61p%O-%lATpDh{`J71VO%i8 zO>oo|CSt#NHywRwSm9MA1Q)Jr_n0VS6q@6hkLcj1GfOlVZaa7{K}Ze+)}5JkC5WaT z86JMJK-vDYi#;Jiqa95rV#({(vWDLU-EyTVCfhbCw^FWQ9oDT$(Rs4wRON_@h zI&KFY?UI4M$ErFk)@Ad84cwd4J3AI93{8cf%+5|v-Si%Ltk^5dOeL*mZ(iawO{JBM zYNwu9V0x`TI(?`7ne|m&8V~1usGrpM z7=}P@TRZ#`uH>)2q3yzoMwx_bjBBhlORZt!L^M7L{sl5m#3PR6tCiD_^TRAknHbjm ze`R(hl$zpjWOfsi2y#$nXo;o^u7lwQ4`IaOqkBKQ^Y#~_t`l0%FBOKJ0<;WjYpc1c zpQDqBU7?8ViGb2qhY3Z4?`4V|!~m5y2bCWnom|2WYcHT+BSbZxwnmz!bt{1O|(byqT5Oy_ypXZQP&Mn+^XpnIQ7=T8Jt>A1q-gp(YBA zw*W`_TdP}$eKWVDjC6CMf|d9MtR*!JN!dP!`wO>uVrJDXw__u|DQxf|tVOeQ8taR@ z2BUuuOlhCHlwBU5ETy)$O@0W?@GtRk_8#?~Op}c17VM7@D2&`tC1}O`KG2GWFQShX-l#6l;aI#uTa^&3Z{ z_OPIyO(i+Xs(O!{I`&YJx5J$2PEwxvH|%dmjiNRE$2rA*&%IQ6_y!kmq^p{cKve3F zplv?rrh{RkT!7e5vcAb9-ss)w?hX>A6Ele7d8yLPN9&qlmC zI1>*7!)x8ww()@jYZ|I`$+kHDU?e2akZozhecC5(Zu{3czE8D<_iIj)R1I&(vNC@2 z9f|}fZzlq`4+EsIWAmd=PEk)Nb7hWQKxs6^@g-X#L*jTZqW&P1R94YKzgmt1JF(Zd zadTaBCp03gizQVL3jSOG=!)gZ3)K7!MLu-Qmd08+KdlF&EAhmW&4s{FG0pRdVm)Mb zZhnVa=l5hZ?ajof7DwlgmCj}&WO7|*rwac253#Tij#L!6z^ScBV1C1m`S>sL!YYHw zJ@r2F>B&tgrQ7y)EIP>J__=XUITg00mbR)Y5uFdcbn=NS?kO}_z!?*>GcM8y@gLp} z!+$jwY5bSdl8`;`LA?1IvaoRZ<{8Lz1H&a=*EBY zBsbc&sFabq(mv3%NFTYlwqSIWN~H1=QtdrDmIC;z(qaA-<88Ep+J%Ia)uPLyZT`~R zpV89N`(RGVps^xv8kmrPg@XsDIe`W88mcz?dv@dusDp%y5~Q^-(2)kE&s)`mK|QV1ydIn0Cthxdxr^-%o}FE& zzS}t4GbrTEo5!I|XpPVPn#P6)?p`VvDsF}9$ZecA8LduSS{>_i6EL1*MW%af8JT7Z zrL824x9CJU#bCTA&t4$HJ4Jg&~~w2QKr?bxl8ozxvOwo!EF`3{Tq)PYB4uK3eCun!GUGaAG{v^svFz9D zzuP_bfv%u#m}*~VPkEsp+wLemT;VkIAq-QJN*M<1cCrd12ii+wIg8IU%5YYT;_`MZ|vz8eGISu`&e>jedIG3vL^R5Y~ADX6`UbC4R_sfxdJalPtgu0X*{EBazum~Ydre-gT}KMZ7rI)*V~r&gY| zrhQuetPpq#o*=sam2FkcLcAD}c1D}BR$i@teNe849_{_9E|{)$!#_%dG-$nj9cj*m z$~->`^$Rz7sVP3}XWKu8#2})l-a{q1PSyFB|9BOYF8l8a3IEzWZ%{{=yTHd^&E?v& zb{YBCugGM~8i)+>Bt1d)sXzqKmkp#9VM@|xejyN5Tl6CwQF`t{JKLxACc<#x9z?QR z<@=@k1dM{4fyTk}1wY$Zhm6XWlMKD4-e_Mlk6nn1Xoh4TVwn2D@SNfF54a+*YFc2; z+VztPIN1B5qeEl>Iup6NmX`KE4iqJsT=Nd-2?<86dCHUEl)up*J~iNov~M|ysY@UZ zGs=K<%g-Uv{<1A3K#Y5(k^0gFG*aMA1)CM2c`!?-<5%(-%t>XY)Blv>1BS+M1mf6! zzrSn!({AR+i__^FYle}FM2nO8@AYof)*%qn2zUL5uvtbC1F_@3RPDfS!<4xaM`0t0 zYEq<52tF9nJz4`3+tAxqTZ2+jsB^zfF6KFjaY%uG+4-Ds35x8eiM#Vr9oV=C&RAwA zTDBa3U0e-iOrxC*=zl6fblKTBexd1+kmASl>UQKsM7FwabZl~A3kq6GTI{6VvB zdd}I?dcPg$#3BE6rUTp?aA{ielB;Sw=kQEzr;wrgPYvtyF}nGzw^!ZL&4ZCs?-x{I zfdOS?ejkEMrVrcgt#{u^p!r1=g*ngvVv7pHjpo>e#q!rE1~TW^A0ILWL72K>Ct&m? za>FY#gVS6(@k%-@i(!2zJ!88kQ`=v>*n=!!!sPPd4j3+6VC$wMEKDs?U>iVNfcgQRo%%oZ7^3Y zd)prBU=y!Bjd}t+Qw;7chgyTG|W-T|nQ=*eyLJ#u{)Z3Qq-O(Yko*BPXI&SlrwwvXQd6{%+LP~pHb!pmj z63qRMP9qLxV?in+N5;h$UQ#@_%GJ*Zm15l$18lq^14sKW_&M;O?Y=|8 zTILi*cEG3^D#&ow`oE>TxOe+*lSo(~f9yKaTV-ipy-%B8yl*B*+yvFU3R@yQEg zpnfSB|Iox>sF8Yag>NEm{!Ab@IsYd?e&+MNccvdqdt(YOxOU_cg(68zXk7g}xSSPl zK5&c-$W{uXD?{pK$NL5qC#35wpU*Q(s*I8AbVJ82O;VDS>Xj!Sz*`tiFB;=GJ58~n z3B+%A-smFi5{JQpo0NYr_ zkkrZKICjI_6x!v_5oOg^_ad7#iGj6iP$6^aL`2u0m72iEndnl4c=rAZO60TIhwdD2 zPJGQVAbE;D6cyeAcOYhzlkAF;-Ee>80@>YGvb|ovPnVv1Xhu`+0GB+Sm2gZ8ERll9 z*5h^g$Mc2_{u~d8 z?{EsRIcHM|ZA2ERgVFEVy#=e=*qGI30WA@#n9G?ponR@3Cu}`e3 zxBBXwfSoD?G6~dH>sw14jeT9U%vrUG?{xHM*}Ei#GA=7Mv>U$PN+D%NZ*K5?-c$7< zx6-7ccKQg{S*&sYP9Xn8LO-eOHczarkQR3Fo91Jg$@ch$V84^ZW3?gznv!EKh}^b$ z%Zo;EKbUjdpSNvg5)t?S32W{t8|#y;v=K%@S8M!K=*_IZ$|CFkr1n=*Gw|z%$dMuy zn?)6eY?r8j$^gLc5La4v=*+{J2jec)YtS!`OcVramNWWml%rC30JvojA>nRn>N@di ztBMkpo_75fR-_$VfNoR&quVK}*YUv+mws*iO&@w2b51$qqXz&p8ZCQ@)6eqFCEff! z+3){x)qCLZIIMTy4+2yKSpQ>MUql*Tz&-FyI? zmAlUx{e&g15c|dX9+^`W#sfcu_Iwk~&laiLXZ#@8+A#?BZdR`b(K_ZB<6`& z+7X^}3FbX9JnS+Sp(q=eyGF=j?r=4#UpH$B1752ItW zeu>o^hd%;OfSV3(kMKEf%0uven1|tFH>?WjZ`ypB^G&4Smwdj)p0H4cO^mejihkI` z-)gL*6AR$QE7nAJ_u7~q!#d61luhSedx?O1C(^8P&m_Czcf&4L`kesfc2Hz8w==U@ zy#sXXXfw_f48cRbQxr~7m}s&C36PH^-)(`>PE-umIYeb7g6Pd&zR#Zyw1mwRtg`Y^ z;|Tec)1g^xSL2yok)d;MFZ=L{Tzog^^+OVAvQODVNoO=h3T9zhHL}NO!xVhX*;Dl5 zBtnh=Ipc?j<&*i&^#D2Z#T02>Guq-s*_;MO!8{78KDP4uT!k66EQCVp{n}jFR?PhV zX;BrpGAG(wy5%uKj=&*KCPf}M{4TACj(DTl^)Ii75TspXE)Wbp8a3$XF=BuLrpdWH ziNGd6>b-f2xYSFgdmYb3QgQ;B zdRSt$l(Lmq5J2U!{$1WhJcK``i|F-i{8aIff;}6WMu5<`f(W~V3pzbvTWPp-WzM2t zW!BR>k@VtRxO_srRlC?(>Hf*0>ge^m`^^|GQ{oE!51w>w6_BGtq3Hg>jo|vr5i(os zcwba|DC7wcRo(+pNLBoum9-<)vfH;>8F9se+G~@9FNmZU(vW zg~vjxs_#!d?X->L`i>Aiq)GuLOjWt;@3F%9wOIq@UaRwkog-!)I}Z|q_Yig>$TV~n z-@!#LWe6a>eg0rMjheV+*1wZa3?A{*= zfzENKE2swTDIrIl>$uRC(|a@X6EBbEr+G_S58dS=GRd_+SkI~@uEZI9x)N_;yTiXL zH@1Z@V4s%k(th_G<&0YZ(oH<4@XQ=`)nk_=p<*5(ME>)5%3G7($KC^5{TfFya+_~1S5|&V3ZtZEB}x3PeMX+v zK6BvmS@xr|OcYw3M064$Nz8J?&4l4u`~5AuyZsG#*0#xop;o+%3?eFu-x#>(6h-Ju7Ruf0WH^9`Xq zj^92DxHdDNOx?*>P-67OypIa^ZWjDh<)nkF^_;*BUa^~>g}?1L)qT&0H@wYn6ruU& z#4DG78yM~<0HI`1eD(B=X7c*RYJ6XRj?9>~jpbQ5;>?N2d?H+Oe%3BylyE8 zjyU$#j;h7wj_(9Px^%xc;aGI=@2baHP|&3a7I`QB$kh#L#z(fKwdfNgZ=vPm^tXJU ze`E;`jks3ccq_G-Kx1!Dk<&(WgcH8yUn@iYdF15;%_@PGy&0yAu`Nc zaM~0}*Gj5CN~~?wy`n%#`l8-QuJi3h(!qR@nIW}LVpj#^2KYBkqYcCSwM@THe&+`c z=A`~ZmFWaFO<~J7v*iqG7P;LkIuYo!RhQfp`@;M;yTiwpQ?FOFWYA9EIuV*LpY!cv z#I4GnQoq%3e~cdH?350IT{49D&sfX+k|P3l zQFVd-!eljanYMn1ZPv$<5u(dLt8t#Q6^5eZ?6s6{1d~)uK z{@R56TbQ&N1r-mEI&VkANF0 z9!Hg5fl;cF9#m5lViG~xf&bBd|0?5$8r@OVi&j}-{ zr04q8dtVBZvRFI0w1~rXMRh8HK$(`Xf+-%Ez)l%Bd~CM`IOYk@acu${WwL!nN$rv4 z`ag&{;Y1VYQGFEq62}jeQq`>Pyj->Kc*<6`E-Q8DXSIJ_8S^$`W!rvhcMZRVj(HmF z@VH+mF9a2~|Hkd)YTRF_o~V^gRO{cHuo>?c4}Vy)Sh+c9za9rYgX(x0VbF;qFaP+2S(z&Nods~aU#KA2m zyjJ$Z;?0z8Yxt6GO4;h?)49?+r*l2?NoXQPS>0uFA>%Fo>8U)9{*oTu3%(j-9fMfA zBjQ%hNus)%d8Fjp=EQKZWBm|8dY^gT|HYjeh8~N<{@S7r*u2vyEYr-Gt<~IcLCDV zx}}R>t4eA?GClpPk>M(PJ@(amJvnhYhMee1qPUZ~b3EfSpSe7>*i`uvu35`MR?ULW z@q=r*M1$uh@Dm&%&X}KrKxU*9<%N=2j2u4FRc}pe0#n_dI_JIxj$M~NgSRXe(lCbI zoA)TE-+9cUJm=YZyK)Z(&+N1e^{SU1l-)tcn+o)O66$fZUJ8sPB#TWFJsZHWU&^^n zwrl3!_7dhSrB846y7bhdq)Bp>2{OIkrC^nrFM;x5_9tHjwyQU`9hdEM*Qc$Pud!SH z__*KZ`F@o!BE@lE&T~7Gw9oY#Awb&52_zUf8g6`j!W0z}nfK?bGyj~=-xF9{Fj&hIj|O28$_%G(iab+uO1DcB8mZF2)Kuby$I&TcKU+7) z3D znf1BT1PghI(ZLoexms0U`4X6OjKay+nKqx~FV#y&P2u?wSAn#dSpuH+R78f~WUYwF zL#WPE>c*MoEu&b8cD|z`iE03#Ihoh=pyQKh7Cjbq7j|)x&Yi<9`ziUKyZb>~iT6q- z)a{w~hdP0MSr;xGOQ_EE$ZgpmR7W#D($G|Z@>uUiddJgfK+pg6tvun& zYK>yTOx+ORKUa)S!M4xuZ?5rumZ2?u9?1e6wHY7S+oHGi^Yrgc;L zX&&BrRR@>xt=sbk0rGa0$EO?#y_W8-pSLQ7Y6dn-=r<+N%G?Pp0=4TO&%5!zg*nZ6 zs868m`^6KaFmAgryv{f4JScaIT4$wGR6;$dRK*NQuA((hW*VOE>(^^ZEb3 zZ{Q6tIQO~xy6)@52!el}mE`E-XUV1PVMSLK5oIHDAK~Lwc3Tpo5XpXVVOhrJ8UB2) zn>!2o7Rvx>#gi40&Q_y~K*~S7F`G0k$Scsh;@fyy3g7U3?p+0L*bN$Vj&bSPnENmNkg2__%z$q?+W zC$K+%7E>G_xt&D_59*H@i4+PUk;t3w(C^!|(iXD&(5-F(Jm0xL37vHgI8))XEM!WW@l>C?yW6gJ%y}DF;hN zDQ{7B#ZR$tlgBx@6b!HvgskR{0&TkA3a?}cL_y&)*V4OMOlykGWweOPTm#Vza*HR_ zPre$ntA6@0AtC&A#>}8g$~+;{=K)%^HWaRHyr`D+G??e7)yS2Ys;hFy(f94s8B6zh`?-=CA`By!rboo=L;|emMVO?mG>v zQyMud$TW8gSM$FNDD5OF#BhW1@_z|%ZuoFdS)gB+1&{O7@<}UkL(Q5N(>sxE|1d&< z%iNrtm!G;Cz-Q-P0!ZXVm|yu`jw!i8Ov@+uhoP+_8gyi6ec;{d+Ki2eXbKquncjJ1 zK_YWO!5$I9X6kr7wLCvmoA*0^$Uny6X_R=>^g4bbYTVb=b?;zpYpWZqsVQK}-+Cc> zxg1N~Gg|w$8ap9&az*8j3HKJ`8SCjeXk{MFK}cDbk6ra;*_(UuK-K>fNUPS;GZe$bHP_r z>1>* zcjx?d?{}WONT_~rWX7#foig;oTW9#^zCFOIbLBe6C>hDFRnOa=cuo;#-EjWxBb;|s zr|hdu1g~_~a^_P7{i)5N@18He0fp0iwyV_qed$53n8biSz)VW5#|HtK;1Ri4d zj@yn?l2sx_w8Vn)t&+zC*MO)wwe!DfJ}S-ZFpiPkE_o;IB*>gpe~lRQp08LRq->BR zey~N`$8foCm1EXG@_c49=IE2H9|vtaR&KN2=R$HX-6J-)gv9hYyNQTCL+wib^5xR! z4Yh>h-7@^+(f*dkwVqThovJ>57Y;DyP@ce3-`;t{LldQ@(nxnU1!1XRM$;V1@TX7N z26SM#@T2pSI>N38AA8(}cq1s1C9QJPLA-c9ffw(;mVf5c<}w$kKQ^)E_!V>P^=BF{_hw$DUz2PiON6gtoSm$>L3*@o$1sC7XqRE4T^b zT{x^RQ^&3n09L|!Hv%KI+`1%Q@{Hh0UVH?Uda+&u8N5t`UuDnAeLYGXsseP3->X+> zB}qeRnhh^MP9wUK`)ZpX^=McfMv;1s*i-oA@MkIrRr~Wv;Sx53Z1Q z>;=W3$JG;kOOgSk5|byFU+5W}J-rBF4bW4yjTsoQg`@yadX1Fw)ZRdlxtN#qw`K&?2Ue8^db9 z?f6{^s?2_WRM~i&1Yw%vz4%-{->k|9;`PJB0v2cS;(JafC6yq1|M&A9NB%X?b8Ky> zn3B^x2Kv3(_jqSLv$@ajv@6vl0iZ@d=&OMB-l3i!C2zt=+#vE1GMAN=*P17X(dn2JErfm5dUy9 z?W9rt(oAEX)s=^oSG~vH1Fqvff{j16&l{w65qtO2cN#mAk^65v!K^pgZ-mKG;f$z_ z@8S9GM~~#Yot9~~c4S0nAx?_4I58FvW70}*&A%)AdFKHlKIGW0Jk0mp*ClFZYN_>P z!);gmLYu}4JczfZr>7qfdoexTZ7T0ePv-T~@HbK#T7`SW*%ErbHGIZ)o!rECJZ-D* zS<`$M7w*2$ovhTH%JC!rb_^KcY9FW!DJv7|f)0AK;otPSttTu({c9dg=metn)9zGiGA z-CZb^lpW;ch&o2T7to(ClSUmH`g_p`Wyf`8Uby(WauO}~(J-W{ zC8}#z@0Amm);-+1-2IMz5s4xRhm~@YA~)sZt!ymGDlK22A?$H^nJ)i){(h?*^M;Yu z)!L42>d~YC1*)oKMq#( zV0vx-Aq)&ryfxXpz}JuadTgqi@o(Z239z%+WM$1oG#$Q}1DCNSwgEVYhuBAsB5< z0;@jURd!^0%RAZf<}|^shK9#7JL&VM60!u1GvJQ^^7g+#Qw`Ml%d1U^)8ie5(|@jI z&fsIF$K)A?(khPVN+GIiyIkcnSMcYSUn?!AGn3SLCgzOL&XP zdi8z9=^ry%1q=thTKt4F&Z}rmIf2CTw>xi%F4RG}uY%;1D&j%BUyp7Wx6P#eZS!;; zje#tS`JL(yMpuH1mbxBT{&orGT7oz9CzrZ{Qz&qGUWb+6*enH4*jPTok&_KFWzXhQ zn{?Opid>vCqFjd)xiO^lK~vuBG;H4&vsfvpm;`ZjVq>%M5(Ym zXnlRS0H%dtYe)71N}g@mRIywzjk?H>QsLgP$eb?7bk*?{p2f=O`7j5>1)DUJ;i^>8 zv@GMk*_0ZN`j-+)AW)T^mVO+i;Afs6@{fN=vZE{ZUj;+VCGn8c7k;+I6!dmGX9`#A zz`U*YS2v@mS{ML|HA=;smg?`bna{_yO4lo~yx9*C zcL#Fr-n#4yJsacG4VIt}_n0u?S0pzd!_(w6zr$xlF>9m zzfjKA*3^w0iR6**EqNR%6bLbU%Ub&vYhA^!gh_fVE+_dg5gH{zI#^@0z0BBs@p-Fj zZtilw6bDiTcK#ZbBo3A0XHsJJhvroA+b*;)o=o1U&$2@X(qpfaAUJAhL4bW~Ddzuw z!dF-Sw%u0V^>Gf=4d7gl)%ehWMvkr?sB9URdw^wvrH9OtAa3E|s!*XnxB-gAB*FM)FRc z&ZUPJT0d@+=A-oS91&nOpW-_iB?`Q_4nQG-%_YF>okHLh0NQ#>YCc@OOOu*<4>#f& z%K}Fq)C~$W7Rrw+CUHz{@tR2O`MQ_uf6i~mYW>Z>&KHrM1U7Wl^awb@{&@jg1g@^! zJi*UC!6v@!@7Kann6PFE^_u`5xo>Fsc5FktFS~x7D7~C#j`RXJpm>xc!ky^?$o9Rp z2uI|upvwV=19E13uytiYyDNnNMN*RlGv#_~XkOgAhRsQ(42al_Zh|k$H%$Ca%NDd7 z1yB^YnZVo`bX+jpL|a(8Uq-RL_>c8b!`0&wtJ|~)MzZ%8a(r<;_nu{n9y-|fBjClc z_Vaq>Mc)?|?9?#@6TZ%>*GjSGP-4QFnmpm*)=@l#3A)6u%ZN&_z{RL*vLSOXrWug9i`4QG- z(zX(G8lK%Fqw{tLHpT5uw>nhai$}AozS^Y7&jDI9RqF~V)US%%6Z!{?@l1nc4(o0@ zF#?AX$V^51u%WCqakN7oQ;Hm1B+^LsF^?I=>f+ySk z{qW@dKb2Ax~ao>GZu53f4_+!4%B+e?8eXGceDPU$$WlyhRcXg zFHCj|n}Qx6%*!`Y;qq40%c-5!Rt+)_o|0EsJ?7FTH&5VVYkrvS%S6WJFt1NBt7TE7 z#VQF|W%f-Fyc`PpS5K5&(1CO#K3qH;n47qLNQtMPo3 z+$rO{n<`&{zyf?VmVw<-v{6cZFv|EK<0HKN@B>;t*IIkSnzoeY`8hVC zpCX@W`F1KN(2c7@oo=Zv-(->4Mf-}cdpNCWtgXug%l5}_|L|!Z0?oVD&>|*PF4;<| z5no60p#=q#g&u>fwUej;)%BTRyGvKTE7vV+1QsGrB}w3s7qgF3Jv^>JEA-#&kdTj5 zIYP+F-L|H-C0W2^J{X+ZH9MxVR-_!X1V)URVfumVgt`kL=e>D9Y*jC5D_7(<=#Vh= zE#B$x520L^u4~b;BGJo^jZg4nvM9)z;hW3w48_pfVgFGd!6d%Si1e1L<9NRxYXxlu zm82V|)4jVnaYC82+58 zq*rU(dTN9A07vkjRV zf%}L2D7wfU%_Z4?z}b-MYV=TlJD=eNO)3>GE&uq_*v>$Clf&L`se~pL;zu~(XGU%0 zTykReBdawerlSjim9H;(r(W~Qij|CQOrHaTDH(s)dxBsyB*weAz}F+z@!O}_`#+;% zCTglB<2!X5PrdHqRJPUH7L!#q8p&`g?e~)KC|WY+0I$>1N47A~+Wj``zi) z?dhCXrfE6=5>Z3xEa!fx~AH_vi6Ym6I91uj1iUkKg) z%q1;W0#zJU(fI^z=M&co3#3VKSGo6ObIoM-4ZWXFsuCH?Gt8Tym?KT;>uo0kw?Kt^ zIF%@36;2!pgjP&wVwZN$9H0FmxCJW{bm03Gcn8x*$=|zjw_45|plo)YygX^WqKpXQ z8R$KplIrIO~9|Pil+*PkC_bD4G;Jp%?nD1sak!uk?-Jx zRmII-IE>W_4m&2=<4kKCEGQyA!4(a0Z^&;JK#2WY$=vop*$*ezf0L~MwaK~@t||OMB(3a=|U@BBulMcijH>QQ;h@Yeq?q!9~%;R>x!9o|)#0B5Lg3><|*yz`6lXHC_d(OKBeEY)Z8|%ND7Ol<44*q8D zg6wrb1i3^~+F>JAcl3yAnQ3E0v&Fn6&y0#< zE2e(#duL`sd#( zt@QEwo)6_YppsDh8qKIwV3SNF_Pwy^QC-GJS;Ah!C_4CV@E!p8`+%q5U(DnPuAT*` zglcLsFoUYyaG<*K{Q2LLS?uaAjZot!9`fSg;e18-7Of$;`Bmz_pWr|&5?wJ&z(r$Q zYt=#wFRFF+MANcp0@BWBzkjaX^DN4dGyA;WBngrdmxTw}7yjpJe22Z?AjwMC2PfiJ zo9bDIsjoG^`RtwuUuI8@3pdBT<|XX)A($0?jc!ho%F9BB2JixJ2FtSApL~~Y8`OzN z0AdQNMTcNyepq!@$tY(dlSD(moL9M{Td$`9(&WwX9FTjl-DP2ZF&l&$rS#-K9T;N1 z)IGdQFEeB1wNx|3G8qI?EqbC+#&V`TrY=~5?X0nF%g>u>XTWpWRheu=nl(_N4II3Ejy&8a@m>hNlL30QDE}qu>l)^cfq8;TxDyv% z>)2{GsjAdwF^45HRa3s%yT)gCAvh=Cu(S?s>Wz(2O;jQ&IA`VXwirUL8fRS<0a;W0$rX-vfZJS1RXrpp~-jadw59xW~7 zN#2wKDh%(@%a;2);IjMpt$xXz0>_+F?}!@L%_B!(=tlkMS?flqm7iKrbSa)1S^#dK zH6I z)sb#*D^~it)GG+c@p%8!&Et{lJvE|!tm`%V2-e{7jKG85&Kp?eHZ62X;^_VGpcC?D zkhFjN_+6Qp$8Wl3<5xZ38M_G%3Cuu-Rw0c8gjPsh9>^y7-<~_pA+vS=2PTv%Du|s; z51UP)`27o(WOr9~7?b-emaVy2Ltb%sQJ^--d;G<>E?G*033EjyQjw1B{RY+4P zeb-Kx_Hsi(ewIc?AypjZvT@T${cdq21(fId@7g!Dt$zlomaP}$W@L^ zCvu&~U@pe0cRcpx@`scFT7KhC_GpEgi!?H-dk;mbJWC)YqR* z+d|H`Py2fx`eyd?AN92pUt*AHlECfo!K36ioRuc4_}H z(}ju`tZCE;_0vjBpUWq@-D=!qkG$Wm_ot4n3}@+qWKBDEi2Esx%IJ5vIUWjD$%=md}F!2f`)+Dp8Xm7T}px~m-BgpS&67MxzR&tZJT|F;X&-aSq zKp=8a?q$Iu+iuQ6cdcz1XrZW9RJHo0zW3Wj?n4PVImW2O-^K3f-%I%ve**q%ap66( zc=C4bJ1H4|O1+r6V0ETrW}Dez4QPEp8;Nm27wU+ASv^>Zk!(KYX-qGyj?5lgNdT}D zq;lj?XqG}FK!`F*H!Eiw2+Z%Dz4%a4OP9}0a4n&95EDhiys)`a)-XwEKvW?A73S(eD z4sx+TXNxh1*3S{m66a5r=lOlDo;^Pr0-`J^2AVd>^9OaJu62FMck*vJjlE=-WV6SH z1gtRHsJYe-5OLCNnv$4fLJLsf(u{n?OY12~gv7Y=&LzIO_lqtBzOaf&;JK-tGd{Aus(s<9CS^2U1uwn+>YX+$Z`8Pb2n!h2 zwhd}7jQC&)II#m^j8;??-Kf8HqCvo$q>023((Rfv+Dw4!yq-UqT*$Hn+r(?zteX_i zPD)OdMC6;E2&jN}ch3xlM%~HJ`+8p~enlm6?K&sUpKdb*_(weo)}#0^T2tM9@1-Zk$N~?=)C9{%ul*7B_bSG!xER)JumR52jo{};>TToclFDm z>XAu)Q2CZp(3=hYBO_^)<0zp0f2d8 zRwjLdTelun<7fJ#oif2@AU$D!qT8joRy>ODV=1As8u!a*(X-r>{kZGK<~jE=N=)6+ zhv#-pDLhqrueC~gA+P0E2;Qh)K0d>0*uv7l9O_dyb9cOG<8mlA+nVe_h(wo()QM|d z1KYyCJ&xhC1y^VOuc&nl#__>!s9`m6Yt{hUoC^2ZA^VaLW&|zQ508)b{NjLknLqgA z(8A>J9-*#0(4e^Odk6O10r4eE90%`%+3X(0*9-JsrFrTawtbR$&znr-DV$9od1_#& z#U@#Vo@ksTm!iO}6s3sY=POQmMqe7WP^bKyFf=_l^)BfUr;`*fE7lh^&tD$FR%@38 z@pDMn3mbKqp8=*zo}9Y!Dok`nLwtMzqON>@^LIvc$E|0Ij6AcATvoI**ouGxsZ^_i z+Hw6|{I4UkMD9^Vmk|9Y#?R$`k(no?H|}gmFHk%q=zQL_c8a8NYAVq34YMD1 zUw})$_<^eNQ8;^uh_`ajEId$%TRCVaI+88i0QksEHu-Hn=I$47PM93pu|Axp9h@Xe z+DXffrhYYgL5cum=_v00+Xd#IM2ra!nrz>?W1`C?Md9;bU7>a7-vneNB0IaA)2vgP zA*Qt@hlp3}wD)dNsoFi83JZ|cxr=KrjL1~wCGeC?8ux6PEU-y#3~dWRHO92M1Iu8S zM+*OQipWl8e!kyhADKr<$Y`ccSuLH!+{3f;xc%c169SI*WOaz=J4BTz>!?L^`f$+e zN;aL#gTMk*+0pmH{v8ZH19wtcp||~iCAPOGnP<)$7)aX*ZPNoSy%Y>s(r2@U;IP|$ zLXEyWw8-CSb5XN9{Z*wF@Fc5^(aer?B9F{r_rvZNsUTj%0aXN0ZEX??Kgi@2t%fZ;sqtllWTK)hCg>HMA+}Z%26A91hS7cS8o}#PAMbe zlPB2>geUAT7!;JXZ<7g+A=i}FmrKvJr^2uKe5)=;-e)HMs2O#+cjH(}mZFXum*aEk=PfbPIW+QKj}S$sxg5$JX=miEG-XiqyZ+Oo9fz^`d8bx4({^lC_;!m* zl=HJqsi~rG0Zl~#TZh-@WE`SHsz}Kh5HI(iQm6jgGO@s-W<|3*HT9X(ER(4C%wcx9I*La(uXDHH0l?X_8SEjo`3oxwLD=!^$2VkHTH1YWR^5HhWM?r4qlId<5JGBlD9GYG=Y>6Ln z44Ww{dBN7y8Oi0J`Wu~yO{8^S?-c7rSTx7e1Hx79fgI)HF{HpnbJz6=Y(e0Xha9++ zP%VnH`TT!q8GjeES=kWCa3KJR!WM*V-cuOeLROjf ztS(5%8n|Zq+2&8LpH12P??g#ZHb>@M!BSz+!_Cf1Zsy(cry9=al}dQR97x65Jb@n@ zN1`1NAWc$g7;(60Nv_+?pz_7l1iiXh;r`YM+L8~_&8jt<^G}%lSi$^YU6quFTe-`u zr0m-OTdF`xak_OKg2icC5c5K4@sg<-WS=t^{2afV(Mx*TJ~g7Lp@k%+m^r*2K+!BG zTDjN7t(PmGrkMy#=rJjesUamNKz+}F1Gy51aA#)3tu=bd3BNBFx7aw=A7k`_fZb0R zJtH~*f#Vz8lil^M9oHJqfsxb`NqvC^i+Zgt^;riJxJp0mc{(-Hxqr|89k`nC;uII5 zv-1Pt%%k@)83gCDZBL9g~_Zgflg&K*>wN6 zJW(=IZ!XP6`o(`M39-jg{bP?~2?9r~lqsu-Ils00W%wyUw}4VlU%NzeFY_@qXTD!& z!F~bH?&7MIZmMljZK+mpJy$8&?4QH~Ku|g(_ zZ0q)VC2pe9SI^&3t=)Td6?tGAt|myR8U=&X7MSIAP9G_2)GY<(8yB|DRc+M9DCcFb z4(OtEUz?W;in2CPiitCV;taqpl5!0!J@h>LT)A}gv)^t3^nd}SjeH~W zmfktuDl*pdXlpGPZbgzac`qY29Wx(p5HjmkwVK?$rNJsc^L+dHC|}1mKy5}r&1yw$ zxCufv^3@vRy`BGsgL`lP@e!>jD5{S&*63aHp#zTtn4$XhdqXA9e;<$PB&wOXf^ zY8B5|Q>cpQ1T<+h%Fb^z4-?`n9x-#yPHjH+^Zz1buVTfDc=^;LYL-yk?~=oLH5i1i zyJ*-RE;`;8y0r<@U-_e0N*Mb8Y_d@!(dwGM$2M)9Cr&I%FLPlrZ8Ye6uG%!J#pp?o z=o&a|$Qn9-5+3C)9iRX30?b!lxU}qAGr96EtboZ zbBAPHs=TTwmG6X!=sHDTx-X_CiTEWq9S2J1h$x9USw9anNm_>fY4g$6`-?o`xje6| zPx~L^kTOgUE3LbHRb`zB_Zx zhD)s|eoEYe=T7&LIIIV>@u~iOfF)Z}$rLc5@YA2O5)fUEfYehoKEadU{p^+k+c!Xw z&1HO{VAFsV+WcT+SCGFY&n}NESuuUP&h}VzxA?xPW5DT?8Y+)dg*>v8>AG1w?C8(U zt^XMdLz1)ByfS?^$MFLPdF5gdrBF9{a{`rz>==32YRmc)40$PjT06-jv6OcEnYhK= zkFUd6`VPn2Q7__XF{USO<*4hhD&|KCa}COiNt?-m$gCjDE}jUNClfMJ5lj)3Hw3(**Lf5JJ)hP5txqkAjVuW)0R=)V~-N!FFy z5SiNn;w?+}6wRbnftF1IH^Rx&YzF>mL^b1AaJCUX4vw0xH3^f{hg7gKC$cjjpm0{?Kv;PpEK zHkA^uk)L?E#FqNaGo`hCaZUyu%t-HuQDq5TJy@_}3nK=3Wkk7@$Eo~D?2i&F1lj97 zA)IO7M?_F-me%+dVE(H_D4wF*VeQylJFv-Chr?K->xG*?S8JIsU6_S!7FM^L5-^ig z>M|{dZD>v_TfnZbQS8^-Sv^i|->=@f5|>p3}-gynJ-w^?%|vC&LFjrkWvTuy!$(i7kJSWuMa2=mb?TF}VXQio9OrNTUk8+YFA9_JhTPI#szc6>>| zKJ=Jo+$fqbQa*bIjUT)iVF}&YUy0=7-4O&vyZ@52Fkx?`e2Bksml{*Yd4D{A*U(Eo z!tiHipi8lBKt?OzO%@o{OZBSP?{E~~{nG`hG0&HyS9-Uyt(ekacW`LhkMN#H47tWV zZ`nu$y|OeX-PO#Kmc{82hgM-*jTz0r2Q~hj_bAeEfa`9`N= zaplI0vUY~#Q*#nPjfnMm+I*4^aiBBUwcNm+D(2txIv0(=ML)IkpSj)THabo@?)027 za)+~LJ><7MiiYBAK}&jaWhq)Lu$SmImEMHS%GBp5A)a7U(;ql+_GBx zksfQ`1u79291@t<%1Pv~X-7nRo_+aE^-G1GvKLQ>OzOE3QWeamo!Kd~Uw|XFC6k%e z9_4n^zJ&YR)Wts37bm2|QGS+M^Dhk3s!ng^vd!HQ;;rq{9n+YhFj!vBH4FjN6Y&ll zJ6}w{MPDgz)izvakK+F#ZnprE0Q57`_RTY6&k0Vos@FzxX$i$eSi(IQTbhYnnw!%F zdx=W}W%2TB%4;lefNePWHE?){AsLWqD6W|BdfK`hX}~RD_>V|T`COH6g%wQ3=mo7O zYe1pgH}W2K_Dxu^`g2VY7?O&gum{*-^_Dr*wJoyFo`B)9<3W>*g6uCXXyT`%h6-~` zaqt{Rx3ECxmt6i`e@UGI!IN9YVV(Co?S9FyR6puV`2sYzT)zHAEoZGmIjsV%KBY2j zfc8YaJN4^zG+%#kcgO*Uqx;t{RdS)ybh-6ewC#MexdT#^xHP{EPV-i`%P%d1$OrQ7 zMkh)^vVevL$7v6n=Wgbbty>&2oq35|NVfRzRpIt$t<*12$J6)_yCHSe83OOjgK|v^ z%M^e!n2qL`YHorGUn!-RU>KI6D_Oh@KI@U3vc_CS=E2w4Vb^#+Z1#WZiMfFm}uKWT)axp`sKqF_v zBYy|M*CD0$QA|WP$6^WL2`yxoRnyC&t|0F7g2CymDO7HbjY zR}a{CI12w9{ya7#9Trn`}NWWkIVjcNmO)t-R_TdU^orVmQihSg*e)e zp(r-$3l%OB|HR8|4=%zgj61dQ@ow6kJdSgOvEsP9ma>YuBvgM+<=NnD*^%(edk z@;OC^V)ca+O|$ROv9@+n4YRW6LnriLlEU1;e>a5=rJqrNoORc{W*mwR3^vuslpPI? zzGwCitkLFgVV3=_DDxbe=lPd@`-LruT~6coI2H+XeS(-iz{k43Z(ff`!hjyHU$s!C zUne|b9!jkqgjR%AiIFI;Hb@`28G5A0CuV=|T|jnVXOf0ZhmJNUL;HhJ)Q9GdUnean zFp6vR7n`{rG9o-G`(oNnHpj}S?3axncY-0KJa>#99e(DOuR`j1G!bW)8z%GVubMX_ zx%q$D+5eY0rO0^QUoVNvY56K`TW-xA^<2PCT-DAGE_$etxX~1lszKjO533C3xz$!2 zTtOy7AM?WK%uf)(%z&&gs1O`k!tC^5;#44pX4#{Jv>g}`oo zLZ1DDRWGB9%FFiddi3>iRNz$WaLPnPET$a?NB z>Q3{(?a*R*+g$M%zpF~Atsi@id1Sm^EHL~}4=edaK`Y@XElOIz2M3J0VMDy@EdFXr z?_*${Fo9(c^~Sdpb7(l2>Dr|4{G-3hE3LRM<~q&yPM7+2ejF5DTUa&%^Q5_-0&0=A z4p9oVB}-&+Vj>v%PR8=%PYqtX4=a6%nvcCG{-!6K96%eNAIDGh+YagzDKsR?+=HJ-sYpeZaM=}h1g=shnLjtox+uH!1#p$^{O zT3hZJ&hf6oB3SNu(XLG#T@$RN&M*c_Eyhw$@ChsVpYa; z-~c0ed9}Oif}g#zX_$*?F1t_5BtI*(DMe5T-vS?hUvI~oP}E2wf@E#A`++W1D`SON z^s~XWH9gHl?lP?uFEAVrTYiuYC1Ng(T9sJ#yukv3nI4!1gSI6O3B4{c6)a> z+hVjk{(H}^c|t?WJ&7k#YIAtyab{DFW7QFBXM-Yz5!b+KQKfu<+rgWs{&httGgS>T zQ%=Ev$5-5s4{pFc?hW(7PUk)�~q-Apb!Qw8rD&1{k{Bor|5-NOaO+<&eXdA3P( z7#ljCj*TtIq(ldyDSoBgJIcesJ>Bei5SJyPkf~oo`9!;t9YBtWSQ1QV_uF2S+tiJ# zDU^35u0=Ug9A^Ffm&t0vKdC0=vxp)6ls4OnkUEDgFg zk51xE0qAxZ+SW?z5rP;7V`(fJn9H5S(mm?@rwsV6U<&!pSz_4Rq8zkVz1NllY={z9 z988FGe&asWy5epqzRV;cfA!_{J=B)arb5!FMmMC&Fk6(~2*ZW-I+u*}cVaMoaEN@dy*MIQOx^tWzO%k!UX3d!D7n5lzdphxp z(@Sc@5^B-iW7)g4o}~T_^Qu$TVj*nq9ay_3`$i)=Tp^#&^**;$Sf6`Wc2D1s65L7r z!^$Rg0P6dD^|R%s?_Q1`O63Ne)pmO6^UK=u6Re5s1(z6z^_5H_}?H_ri8WEmJ z%aDmFzJ^_43r(}9`IlpO?(3jmJrZJjEb#_lu}o!zu9t2v^i}5I*qr4zhXfG<*+Q}SsA=p?0ra+2MQ=a706A_Y_(e=2iY=Mg z+fo$7_Kja(M8eLF)iE*5W(Kc*Q!#zV)=2oWyaMTn*)L*25Ha!Z7rCNd&qk12*~iV^ z-z~)5$|_l$x_aQg%1T!J{e168yM%)3F(KvfT^cb|%_%sJ9)qcBS3|vYF>{q|N51*7 zp(#I3%k{*@${zZZ>#deExV`qF$bZEvxbyCGY<4-$R8+5TvvyPCOgFkmsF7J!q&`)L zm3BnSVvCj59C(N?Zf5mGWJ)R92d|7w)5ie-wSBDuMEh4bwTAZ#3F9~ZBw|&{`sg$J zg-bw|mQq9V7H#b8lwSd$$JobnayZwzc=4k@=&_b`Siq<@*5Ok_<~ust=Er2IA`Y`N znt=5iK1EX$76P$2_AUCEgjZa1i3s#nt2X}N|+$gmi4}bQ}$!8_wPLXFIi69ss|wS)$1{npyu#9TMKBNyTQJyW#xaWEWMDo&bGG zk48{`ZJQYf=dWF(4U~Oug*U_I3@ zP3WOO{o8vfUV5~5BKP;mz}YmB&(m!afB)^k4!%lr&^C(u&^z(p&(2g-yV?J69cTiS3wxZqZ(_`eVj{I)O&f2A~6O8|-8vFgS9DWYi zI@p4O{ELq5V*}ThyM(2;$>|fqleznJA4zGZ|FiZBA^b05T3wB({b{;L>p)Xt_J} z0XwwEFypV=?}Sq!u3S@P{090B`k>U&pAHf66ReF~P7PB+;MN)|jMtRC<1_vmo03LB zGUK%ERNXd-Qd-(b1@1>P#ik)ZA3uEV)xO@G z|77=6^W&gO0zi~PwH$9dIudz|?rUd@@8vE;XkIO?)FL9{#5ig+WXc^{ zOym_iAVbIE?=!WZ*miNHwQSJoTmjRHi|mynY#Cr|k6ws~J6172*h7gvWFlLko|;U- zc!JxHBLBTO0R!JP^}l3xN=~h3_G-0)nOIxdmsS?}h4mQqa->qA*X5?A1RH!C*)9c_ zky8ps&6@LQmupEHnOm5m+p2(IrHBfX6^fgHz#vhpB=wG1BR+kR2`ya_m8J37*fyGg zVR^xnM#in-UqR0@{_f%6!fRJC-dQ$7+HQ@;clLy(nX2jqyu;XfGl`i~9$mYG&XU2$ z-db%Y+S)vX@a>_dbZgUeVcaps;Z0$zfL0mni=-V5KQP%?p`q_6W|vo_)8y)V6jAmA zH3l15N}X8>dLdfs-~@xy+)B+rJ0V@YSI6nbUK}@oIA~wpC7}l&(8T34@c|pb-T)Uq zzT+am{%>*cPr~mFMN&uKG*|feMV^m8;IwC)1F(*^Tn8SjE!HkdCg<3ALcV4L|ftJrUf z*n`@!?mlu$DWCQJAA8^V57!qwyhwbzUjyF z6lQz2%xz}A^u+C^V++vazlpsYL+C_x2Xy6AfPdrce7EIu_&kIENdKmMtRFMWXou=i5e>-<^4A6i+`xD-T5= zk>F+yCdq|idn?#Pv9bS~fMy%B8J{LzUb941&sGnkg;_GO>ED%k#^WEBKJRuuBxW({ zD#`t$R86UolE^ct#B={5mJq>kuza7iV&H@{imxvgE}3B|`2-0i@5PMcb#WQqDeTE@dK3uTPDLjZ3fJ z#|1Q#Huz5K{$Cds!0m&(>3P6v#YYHK?Rc+cYO2)c{(^bGh+FLE)ewF| z11&WuUYlSGop$W9(~q>Td-uc23jkcCB)s+d__Z*Exo08Ss@r66DT+W@YUg{VFrS9Z z*l7iew~=_MmOu^Vb>(D<(WthoL~m6FN^|Ej*VJ44IyH@Zp`{%jEIyqJXKUoZd&F2M zd(=BCtTl1ku{8q-l%gCX0~2sP`O>{^Ju}hwF}Tqs@Qm)cv)I;-okRD*q40~UCvpkH zb0Ye&_C{SfIqpX^8@ie#T;ve57?y6kqMpH5VINvn!)pflc<}RPzYDRw$#%J9IYs+( zbi57|Nq2vNQv*no4dFaVRU`=Ix$MT*`T5sXwm(;xvf>*JJ)V}W&b{5JAb}ba5bpbo z=eUif_c7jECZGIF@LEqJ;qMRNc+GZ)YH~NYu`QRb$Zp`kmC(qbw6JyEe01>m;^dLf zw2@g=<#UUsUAWiX%z}O6oe~JCAe-^tvwC@_cmMF|N*SBev#LTcrbP3|t4s)rjnRvk z_WO&}{y!HF9Y6Y=F`;!>3D26@k`vp!>18Pctkj(vOHZQUqSw!^4+F~8al$srS0nnmr)822*A{zUpJ9dewxdM9#05;5CB>q@n(*?P zjI&*aN>UA&L%d3j6VwP_-lZOpLKMnOIj{HcLT+FgjpWNoPiZB23d@zE3abq+ZAUvMn`NKmBwH^f4ZhCgEgbZ?*&6>9vz%evG-an_a=jYA@_^Gs(-;_?)Qo?9N4?b` zqpYTva&Ue0`1P!NHhe738MShB(6-=LcwF7!i^fae`jYlC53l;=m_+iWMSpS z<|_n~AduUnr5XEu-Ta|>v+b_|38gKQYW0vbWiE{zxcKKsbK(G<>zyYk&+k_L8x6ni zH9j`rB-*lcY%s633X%edNqU6Q2M# z-V55{b1G;c2Iuhb&YoG_u`UTB)TA4V>$Fpx$3O_d`gRy^8>>aPq-l_x;zRQ31!Yu9jjed@yN=$$#b! zdZklHU1tQHm*`)^b{BIl)p;XFLD$~RyUCB&3th?}XYT}F=XS!>KzqE4+;$IiDgaEEjHMH_1&K18hD-{Va>{yb99e>_i zyecm=f0L?9ly?HXS*B~ed1SzRdU?#DU$f%vW1?f~;kpQ^&T~|%3Xqui^%6H&|IJ8> z5aJ@_W$n`kcN|;;V^X(BP7&P*^0(tl+#f`STK-tV=>_)xc~E| z-|_29?9;%@OY@+fJoxY0y-PjO@Mx#0BbA9-2MhExFFj>$GQ6@W39xAl#8*A*hY4~o z1Omnx&2P(VgcUl?j!@tds-(#o0DOflU-g?F(FOhs-p>>Pr+b?{-`@Q*%s}5Xo<+aW z9z$F$NAR{f=hNQ&AQt;96O_&1cw*96Z(_!iciFvxV=djZF<8h3Mq+Hg2 zw&P$ht5H1+{I}k7&lr9qcKyTiZdVa>34S@oDQVmQ@gKN|pD*P_S!Z1yESlR0;?(G& zB!J&soTrhL#GTx6{*~+g>AN$*|Imk(E1J8*#t6uvZ>S_$x z_(b6kx4bE@bg=U?n}sy?cHm;N4Jtm-FzcjJ!v zj&1&={kgs7eu0lVVzpwR0=vd}EeVLCHnl5iY{(R&%DB?H+j>$qLUwVjg>KYW$GSaP) zi4EH4?$>`lY=nCJA%pIO?Nzg~YBjquMi})J%-~cnwY^oqsmU@$%k|{8iY;CC1V8yM ze2Q4O(wXI+RRl{r#AfpOl?Ei93>awrVoC+nPiie{02FAzMy$zBXsURpQat4zcnj56|sZ zWI1qDScwqgc!?@7+53#Mn*;OFmgulNqOHukG)FO(#(TQohBK^F)L++{d*?)Y--e7# zhIfb6o}#|4$*Ujs+EQ$cuW#sjs5tVABa-O7hN7$Os*?9>hV;vxD1N;dbvk3=TH_?M zbSYZ>W|CP#veloHzp*-6zsdwnf8Jdtar`(pMh%3woC*lVb+Q^y0@2X4kY_6xOQbV1 zoJm^)9z^r#!pmmSUKj87PYyPXi9P~ObKXe#=HI`6fjTz)<;CMMHuiDlRXbb~xcH=^ zoljB?Tcc9g-&|T%+WeR=?7bEE?k1;RX`YAvMZhm8SUVEWOL!rW)18TBM#xuBON%Pn zPT8}(eQwP7b*!`*#Yt8X*4t*oeg|uiC(G5CWr}+}v@VWHhq$Q_HFxU4P^SL`?Rb3C z_UTPM(cH26p-qliQY!kZ^PURYzn=)#S5`^-Um@yUW-n@Osf3zUq?7Jw0zOxIHeC4L zQ*?NK*U>xIXTFo?CfM(X*5b4HVd;&sDT81^L;K&=?xm0JL(LXa>00y{Rr$pO)AvN8 z$W-q>+sRRS__=j9X1Em&%Iu=wEMIzpjTU%W(8g$*Vwo;J-4jzLq3dEGu& zccM;#zL6Ggo^|Rgt6M53;e3%VgQqT|Q-eg%ur(o<{O`!2-j2&W39}^f-DP&|0zOv-Si7&_`!CYYF_|MWJkh8=KSvh51~h|(j{T?j#8F^T`EO}tx&3Ajsb zU~keM2sGQEYOl$qL>7V7lx&mT+<&!ibRD+OrzMIp{SrOjW$|t5o6<*Fu{vG>U2cBf zohw~%r`Z_zDN5MB2<&vn9MSSGKNBtf85sz6uYLWBI-{v>?LoL-?fa?)(u>uv3HiRh z2Xk+zCBiAKtWQUU5wb@t5gg2rOltAYp|}A9=E$R(?>tuuMFFQz#Ll=&zqTEjmcXUU z8yFd7@~cM{=1+tDut%xq(7XCtS;n>o-?BZ(M@yJY9aE`W&}mX|9s7;;7SJw~%3Gcv zhs}(oH5=kAB?Ubs!dDgk$N|^L_ zJcFK0ZW2JRf9dRO+P#yv%~msCu#S>r?*!EUWEkI#4mT&7o3uZ=lpgu8`g8y`U!s3k zDyZl4E<>MwP+2Nfi+fvfe<`4ku&#LA&9Q|pT13uq#n~ROrHD;0HR~rG{^W-`OK$hG=f_q^jbXm{^{`Wp~igw`)>j~CGNc`d)>f!}gJPEE$t z)+9wb?V_gA#&@D*7g_mYhyB2Xev4m0brz+<>JYB4lkJ^%&-i3gPWax!ThE;<>=Ioh*KQ6uE#qk2itD6J1QMRh|PU&v_9D;})#d*;T|26SsJT34%0uRXZq zv;SP=4YPQU>a%hF{53o$+5C6Xp^va0!QKaaPcI`R$3xJNp2!rulScUJL+w7Rs$_5( zIA&Uz4)6G@TDWC9%ZLp9ESNdc+GK(J9343V?N(22mY7Q61*)BH&+2;RO)dYTWjJ%; z5pe%o+v98f`mX~rbpmzJna%i*{)L6x>8GP02Vtqe%YCH+RRf~TG~yEhGTZG(pjVx? z9swK4+pl8Y#nc0b&>0Ku+m>&uhgxA`tk(?Hr3SN~G##$YWP|EI?_$Nu43#Pau&+r_ z0H~y)Z*k{wp(iAX2EE!Y=&4dRx#RwI1b0|DhTl!|(EaP*pF4r#8U6iMhUM+F0aF^+ zJbAv|oo+d=iAfgg3VELfnIEftjWyj{4%y&%QB0Wg0~@w$L3pb8hLS_iDSquF&Yz4( zj5;Qe1+SSO+GjM)R3!pV7& z(eSs?AL8}2gfNEux@vSNtsV$s8FI!!bSk?Oyg-Fmr)XgY@Z)s#*DSZ%yKs))C3+ zrOTZP9M15jbw;wIjr&l1F@j2gU7M7+rdvmxJ@%a_g%S53SxclQN! z%RWTl%EcbDt2mBUeX)gn*C8&lyB`(Y*m3Z5o?{{;d8W?ks}3d20+)~(i51y#1@s5g zg3RGY$NNsHK%QxBax>lb+UHS=2InnGnI$r+k?g$^VHOUJu^-PfG_R0^)2 zzfMRG>2tk4EQz>27mn5Ky$1Wbd{FYE-y~#TGr8lbeU7Z3q>rqe71yEt zgmx-w`26;^+}qU3;2)MHBFnl?xM>GQ^s zD+s}Q8*;uSg6q^1h$WZ*dSn%MSmc9rXhz^)#BG6zf=g~U?lN`WyeO<$lLQe^Q4Xbo zrYDg&mUUn|EvZ`>kbQ95fYH=3v8iL#Pgz~F?w-94pvy+egH9X>%p6qxzNroK~)yKBaejx3TU%9`C#!Iv~yk{#mquNLoLS<;qnX+Kl$$>3r}<7Ga6$mTr@Bo74+# zV#bXYeP?=i18^@6eB$@GBMLM4Mbj#QeB&lV-faw&SU;%VU;$yVI3T6#N9GtRv}IZ^ zZo?h^@`M%C??n9ut8VqJjL-GebO%C(H>**@=X7bOel=i);ifIJ%F5A1D*n9WNI;XZ zd1PgjW;@%-CyvUt2yI*aeq;{^}NGyV{oMJY)l#ArQwVd)?#IP z7X&41aD6YBWC zU2=ThEw3fSwIaaq;Qm_Z1n`uDSPeVv%h=ZBg{;Y zgC?*BQ)V@J`A)xtoN274VnLe)um5Fv0El%t@soe2;|lg?)K*}FVBAP z=}7t`qZ1u{g&$qV*ZY%m?uvWt`k*R~oQtZdctv_QxHosnaLJ+1&4k+9F4_okP+%GI zNaC(%$=TNVYUJvT?8_=1%gVY0gwOC&aoExJ!PBvgERfh+=exS~2WK>sA%!J%|BTCd zJ~QQ)07WfTmapI`XVfx=V@u?0p#AV4}a+ z)>S}NWz-#-n@w(+w+3+Sqh^U4H{qW*GMDPWq}O@f4d~}-wH1Ih&iGdSl;>>NM`^*m z!y8ee65&E1IyMulZg%iZDa)_QHrjIk-^uWs-IM`rP>y8DG`vn*l|wiOnpUR4Tc}ys zqS|StNhUdj1q2<}6Xc*~W=b1(JZgtaR84WrN|K>*fk6&cofYlJ$lCdvZ-$DN2uoIB zS7~$T9#wiOgT%y22)^(Br6@AABA?Gdg@UV;o43dAOepTvkN^w7EVmx|Pi$QMJja>+ z@DIvjBxwATUNERQ&Bg+!_l|y@g7ort2g@`PxLwq_I8fedn&d|BZ~?lMTDw*(U$Wag z=;r)J_#QwCx~CaMN6+F;Ud6nYG%3!eDS0>k7zCofI9k%13rM4`7-tYiA1s}_&+Td- z&|apE+JZ=ik}1o#CQJ^Gwxo8*$4rc6%Z~>U<}cwnxFA#Bd_2w3aJD}}122PrKEaYp z|A6E-FxwdoIkt#*M1tjsK`jiu+yjTO?C(WgeINDA=cG(PIXu;3yc^aOHgVK0G(W`& zL4nd1RtT#*^!-mQ+v{UbHgiBZT-7gzMy2O-3+(9aerf}>CM`5blHfDP^$Ofy46$5p zb|ttc$EiGR4ILT&?30qJfQ%i8=-phAKqrTKjS z=ZoU4%S2*?zqT9*v`r~1X)3u14eEVE1&uW(l#~3heQ&fTo!VVevTa3q1qT~sx(BEE zH%8OyEeeTLJ(-bk;|5iB4GwI_)Te3>2F!fY1=!R!J?muP&4k8e8(AnAQ{bKONK_6|Zji}PM*%YYyVAy05A?@N2|fP?xeIjn z`L~(=B_xusnwcvXhLywZ;czV_dv84Aakaw?>kbD9t0RaKL?!Sr z47_9IM(QfBC#UQQ0-X#f(m|`{tDFv84W2*>QUD8Z(64d!l@sJN8!wIzRnuwZ2gX%C?W!s>Psmm{ zq;9>Nv#W|GctO=C21Ji=1lT}~;iMTE6bm$zo~86i`X%i8@IBXS-#ena^opkd7s((+ zU;`*hnEOpWJ1=P-l$7tI4tc(2Czks*HdWL zG$n|-mzh`bKJ7jA*)RmXim;y`AG!=}hnMtbuUw$ii}d`Wo|#ctRpEe!iZy(VtMQ{< zXmfzee%PlA(T7?H10)@k;P52N6^=l6NXM=Ngu(45mcZ+ ziYNx!1p|||KX@-|EBH{wTddqS)7jbF&1?R}s!fdYDR*<86IXgw{ULML-@|#Xnxa=L zV|0yJ4-oV3R~l?y1x{R8H%+iWV%Du3O$WB+G;S7V`l}CSyI@}4k9e<35IUW}hpe9$ zv0s%uzYfQVOY?T6Aw)PVg+wl=9ZzQP0c&O#?96DYBWa*$ZkB|IE>jk+$N2~bZMiPf zSR4B)6sE@%E%EA=8qVJVDuYQd0Jv2nXLvh&S-Fji zw;3P@Mdf|v@7_BSzQykpRfmEN*)Sk zNzK#;ncHn#<-PZK%qRl?D5Hv>3a_l_Q@hyOif~Sibu9M+QMzucwnh4a^y_$Y9?pM^ zJPl7#lSEehvKsfQ=j+q2i@t;bWqeqiotD29W;-MRSlNB_5$q0x$%f%B|K4_Pv}T8| z7%T3T0bd-dq}&C`)wg-U-4aL=XZLhQ_ja{89BiybVD*|T(NPm~K?IW+s%m;%RPn+up9*7Q?D}G0N?}Y5^cd{i&Re=9`X6(+BSK=>LEeE>99g z-9v!JR?A>5&ZUTPOMbmfK3Khmu<(lRT?81|oCb`mJLJ(UHK{-}+u3V$oeBXk@!$Il zCj;Zttn}!GMbfM03JiU_!>0k1Nr)PEF`J>Cz5%6SGYDr}i?ydn>>SH@ECuuKA|TT$ z{`hHGGKxrC)d~Uh3$j*snLPDtjIm}x(%9!cDH(9i3NfSTAj*D-)81i?BC+cMuaePA{l5-;zMnoI?uRz| zCc$5z#`=&LZbBKp43;23(9}=>mq2sgV|}L{7dzyoe{HkZ|3}H+9W{(^25>9szvBzX zb6zRJ<-XhuK!)_;g{py))dR^`Fpgh)JYCC zUJA;lkY)vkrwqB!*wG;UjDZwkJu> z*DClT4*)3*lGJ$;bo`uJKE++Xxljj|x$tZu=AZB{1dfQx93yNstBltMx z9}U37zVHzSN|Jk5eCnbPYo@tpXG zGBz^+f#fTOhc{V8Ueq_M3xI!VN1FQ5*O$NP@=;zg8gAUtk&?8a$MM;67sa}GX!4s? zZHGXcv9T}lzF*y*j6#Id7)%MMU4X&+)e=#aWKgZ{lF^6jz7j5PKIl~Sn^N4A5Sh#6 zn^AIkTKXsgM56w9K;O{zL73<-fHZ2SIraDl$F|x^ehY; zdfuqNPienxbY>NCu+{NQ-s9^_G!fVkOsX=?5Y?~E4=UD^U3d1<<#Y^TB|;3qAV^1= zTC5$r3y-kTa4e8@b~8j{X);okWqOru-a*L>ol-8rDfs~w-%b@+A?Mj`lU3Tx0-;N< ziZ1qta;il415=|H4p|U3k8}RT`e4kYWF5AG>xO_tKB#ZPVw))qAVGCJ^AHg_*jjfb zbt~qT74)`@AEXBbPV9&n&Ir>Uzny#vZ`RjZPDrgWiQ6_rP9GD?jq_AzzZPV1t{8s# zDxfrL;L9jSgF1d%GeE6qOs^wA@ngLA>keWQ_117D{OOkSRJWBP$(RLyv;AdoMm9}p}YU2T5 zjmXhCcCES^|K_0IgdB?23kXP@|ML3RLz3=5Krj)l* zr2eCQ#3@-#?`kk23f zEx!GXO|rCef(t~>l#a?9A1FYjWyjKNIp_T`Lb!!xj2v2%k+9-|a?;B>1e#phE;w~{ zqR!ygMPNf9+^J<~99ZyP4z@2nwAKv0pQ?LYDEPHZd?lgyT1dbd1Ohb8#MH5oM^~Fq&RC_`9pQNX3}3n^hRfd zo0ccouWjkPr-)IBhBE*}$6y7aoJWm?AjVnkw%TBs>cccHh8@1c=8&_eBUBfFaf9YV z4a^xn{_S#jK-OK>vMOXTd4kk6zJ_Fk2>W}>D7-ak)&laz_nS&UH@h)nN^ub|j#NJX z)_g3pqF!S^d{c~m(!9xv=N1e}aMzf|{%+`Zm4EtVqKpUL{G>SON#S@!t9ybHss!z7PMA2zhPRYP{;09>Vw#FRdxR=gX)I7YUbazNI^$ zmd6roeU0}b*8{BIf1G?V|99N@V|97KBmBU!t+tI+O$ZPreRO!Zkg~+@-B<{qC5fNT zlp6b%rMG)6U+!3`;k3+8gcvKRK(r|V^2`$p+n27!Y6*hb0vi%2C!DSm^yB7jXa)!* z=c>=@gXiP=T_%K!>aV3Z!oGUqN%V0$Nq(O3^P1Yt_=Q2|UEbRpAt=2~~r!BIQG zFM6j%{^D%u{CJBJFx`Pb_MS82{Ldz_oocpsLb)()2l9A&e_4Nb&iRlSTg>!&?FSrE z3ZU`Ts4ZEW?X1UfiOK8(P?&Y%=~Ib?s|buuN-nIL81aS`XVFO`w?7(A`wNgcK#*(b zon#zwEV>`2WYF3^LudZgXrS>6{nl~Yhp=B)H>5x_cJ#ykg1>kr8(q90s!CBG(li&D)2iS;Z@MxaAVRaU`azw}1B;xIY^P}hMcZOQn`x8XWp38SC^3qG#D_CIud+c!_BS`@)# z%DrZ(XR5@cKx$2yv;Onfo!)8J?WV~y|Dk4a8MV4wa@joDd_2N=C%$&>b}ad`dS9xJ z_#oHw5xcJgnqCUkq_|{b+K`JPQ#2}}e(8mKjZjMXb>^xjkLh8G(mA2Z>-y z)ohykLT~=;^@8DJV9Q(2_GJhH@6?AV6d8tujyoLRE6K-Cfdmir#l5}+}HK$ipf zWKWRET?<^h49!kSSDdZOCMiG!$I?+(%xk$p>2OMdvT4+pHL-nB_yh|gS`#>Xm{HW* zGv*RBlk(kPg1nod!W2E469|pCo<{p;k}ON?8$j)MkP+g}44*~AdHtfSYP;DnRAWji zHT}%l#7N7ExvAo1p!571bCm0$jWZvW5+fTgrWwEWm8WTX70s7!i^oG-!Wu4zHtFSa zuT3%UE*w&!|DG@oJ!^hsvBbBmABju3Sq?tuHpjdiQZW-LS>ymN4NP%yx_(OXmVdO$ zI`m$j7;`Eyh36sj^S3Sa-}1S=Mn#6UljqH2{y)zI6k91Vb&rtGdI$CLS!*&T3ct*< zk!_Uz_U5N}L=C(O^gnb33oW^;cA6|6%~~_H1>RBI5i`Eic$M8 zHQ#EhHCv_}yHbW_I{H&9azheXd)GAqy%#_;BYZ^dO6xw<{yDFt^DDh6eSzc05BqE41vfYwVp>Q#c6enZyIn!+JWsiWz)HKMR4NZPuRs_dUyHgzvM{S2zSQW)lCpbtwM zkkcI&^6z&h8Q6GJOyb!`1CYd_6 z!QUz_m*Q}UN~b28K&(68*5JW@0}?Lq0N&Fwt(ek0c@1tH^Yh@pD7M23r91;ly`0zXe4>N?(R3<`_q-i=^l`ENo(=5|ZgvoBpVa?KI5;}#Q3 zX%8_3FytEk_CsXS#2t=M|Ix8Y2YnM?)gVkW8}&y$Zvsx94n3qxKX!NbcKnaV(UjkG z@Og}n7vorJ%@IxT53OPB9hiB`xq+r;>`15Z_cElf`bQw1Jhc1|eti~X#Js1!YKa}C ztb?Otw*QqE5GsYH(Be8EuYfGjNeDUgd0Lo5xfLCLW2%nsZQk!mJ4M&I&DGys&^iCh z2A9i?(=V_8!$BgizXY;w>&Uj@>a$@(^gmuT0-#DulT&~eH{I3nX2+cm>NQ}#UL z$nm{zCNgV&Gavr6$s|>bZ(HUHgR(%|riR_FH7krgmdFQYPb-9e(-a`OM?2 z=eMIWxkky85E+R%l9$so6n?_Mww=oAoN`>!u1*!1%#91bCFmb9OR9MrR$<9}l&pVK z;5^$nN|+tSbnvCb;0BMF2+W2q7Iq)VX_2Xr1R_@b{yWC@&K0vS1p2K2+%9B^@Q1Hc z?kz7!=+GU#n!Jhz0u{t<@sS{M+4F&8B2Z5AuHxT>N#_(xRgzu6tOjHa1!S@1{pP^y zys4{aGm5LpyxmdcZtji%w&(iDI6xuBN3i|3o+u(H@CG_yCx(Kt7Ijpy*ccqhE!4Jk z1d;8hHBNZNHS9FU4q>(vxdpJc8w+44sjuhg`3Xk3#xt_r?m}ow!gj9m<$Q0zb@|f2 zl2M#Spfo7w_nR8LK9t8mcPw4{YN&Qst@v#=@+}pVJBIaod`_vO3!16gG{0KFk9otk z9NtE4K(|^6eHLD@_TM?|kZ+LN#6}$eGkrR_WB-MG(Jl4 z=eHt9cX@irv!lsbJ2!-`Z)rfl9AIIpU9QSW|J=Adg}cUAosBU~y>j5`X8&oJ;W_bF zX}S$ulI|sdVh*{Tg+ZxSheGWx81CfxY|N<1+d}GwLL{cnk>O*puf2O>gNqlBmX4If zWu|8_W7x)#&2HG!tb~;48D9f_&ZF_BQ*T$=`cj5}5wVu$l>5k0dF^=6?xqh9%vs}> zk8D(}h8A90o*fK|7bI7yQY!wT*SUOlaIk6CSbd%lLaG}fnkLVp3lo+F< zvn<+Dm&el z{nB^+(dd(9ZuwgY2~+IwBH9MFttZA>7^9!OfA!AB zoqjOAF(Mhb69Nz?#huupcgNWU8HtdN7YC&6;{h}WayAD4@PJb`5a@f+&&LJbgB2wy zmCodm>>Z^@pRPF!GPay&J~{TT#~R`za?N{jv9Xi8$7D!;EbS{ zoV}&OBz+2E<@H9uHPoxw;)br7=_4^@9Y<}1H>ZKKmNRFCzVCEd?E@fRj$WR3 zEmnC44teJAYNg1M=av^gT)YxHKNH$t$S>3yHSxXL>*?t^NGXY2JvRhgy^Ut6xCqAE zM#hhczV&HHnst{l%sQ`4doII_~ zJ|KfxJ@Tx@Y@j0WM!oVYtm%Pd?(4t)09P>m#DznflCi)!$Yg0iY>YAqx$JRtQ(7_m z#ELLxn4?x7*kI9m@EADn2kaff_1v~QeW-}T7lLGDS`JX-ouCn(s)!(l0@RKR%kC6e z#WtqNe^99YL}qB>T5JZJz=H>Vs(7)lBkDgkM)}z(Xn&czYG4My91;!1&dB363&Dwq zKi{FzF!hSlw6;uLtPJiupf%YH^YhEwFwE0~cMPP+rQqjh7_=4%R6+Y`S zoKwx{>!S&>mr1~m=IgurbD8WCfYNjd0wcrH6d2&xDP0%n6Llx=Ip-o_46;uf$TBoyi+r>OO6l4&xU0b8p|p zunwZ6pP=;(ScvztnKviyU5@YNSLDt&>DWB`wXCAzV%j8HZd#%MlSIqE6hf!y>(|*T zE>RXqCex+HQiYX-D{UOj`@U=WGJ{NmfVCeK3b@!QZUtF+z8G=eG->3I2g{JZxX!I4 zJe&Uf$YWG{XgM#5s73|Jj~UPpmNo2*9Xh>pE5p#M z6z;DBBm&wXjK>;)wq~_S#T6kB!Uv6CO?Ak>Vqxs4IEtpdB3TC5lW!V#QueG5WB~c7cZ#(@phDp}efF zSLvY>gx2m3( zy=O(x`VLpT%8khmI`e#W(W+k<#2XuWAzt63ZUf|qP3Q`DQBf{YbSh*+{2Pc*WWl>0k8QKr$L3&x(~8!SCaa5kf32=i@yK2Lb9J-rd}0SsSmr5gpPNX!1C$tM!AJ;;M!*7UhRAVmU(0x2efB&`3cwn0ilLSE6{S*yBOSyolYP|TmGw`?0MFe zefR!vpe$8oi$x$JgH(rLR#{oFPwS5CBw%#N6Z=|!5U29n`G9t{>**5G8iOrEkro?| zi_X_?J*-3!4csXb`|6aXb9yiFm;5iie4Nj>R$O<3=XVw4_R%LR2j_qXrtM761$6$u z@=^}xQHlNDgldf5ijzp}lr~2pth4jpO0X|m)Q8&4-ybf7e8|d{aB*_!LA}(hg zxGY>8McIG6Rh#56J()%>sK8wgyH*_8 z?jQg`BUsAYdIv`U*Pu+t{mQ#a35P!#BR&1JzU>PmO|E5o3Ke#!{)S&5$i83!tPZ3g z%1^yGRV*KBDTHXqmV5vQe2gb}l7i)*{o8XpjiT`5xn58*XpRcnO<=rdbUqzU`rysK zHDHf3ZTXBVw!5>lqr2%y)6aFYb8=FrlVZu9J$}XfsFQuzq+Tq)tA}Bhb*ZE|#&OcN z`0%ZGLTOy%4XYyq&~GRg!uCfVvjYOD_nz-sfieV4HV&*YOYZrQA~9$3!Xwe?;7bX= zQ6ScK_FE5wCyRPbmSi}!&w!o-vuwm$Vx67>RLTilBl$?eVF0+z!ezO5x7G0y=)o=tz6?JNgqo1^^fm<;D{e04U6W2%%3K^+-qd zO*k8B!Jfg*ioA#`TJ&7W|F~*}j1!lv%d*3pY{3!xpHhfX@xitjZgeY#xA=5z{9?1r zL+YjMe4+%t%B>RPjm>x7_dFmqE)NK-UyF|r+Gtk%?3H@GGHg(@vV;n2ZX=-@q2K%PoSCeQ-w~@Y3hN> zfbN0r#Y>DzzQ|YOpFWfO%|T#zKDBjE?-8_Ctx!moJ)$DcTZ!S~&5Hio<9FVRe#Se3 zd*n}jZq;w6do0|zVg!&Iilz8m!0ogECxTdU{?pC-iQ`$*pBj&9UP|&t2({A`>XpzT zR^2^87=e&)76=2lx9}W#4mg!y7CiUBepR!^szl*SG16vAlB` zH;G|-VP89d7^;_!GSAuXA#@+EC3dl^EK?-OOjsoDwaz#U6jva)u2t^Jme0)=*_m7~ zmIAXRw@_8XUEIRvO1}0>81PJL>>XHmzi@jkxXjmRij*K=-C&ipiR1bZ`rL~1S?nzp zmN$Y5Up#Hi{EIv|;OmQebhw)M@}jm82p^%Z$|hbE@8+T-bz>=<46z&;Z_@|h%JB~z z9U3X4XPv<~J9N+}wixj|G3JgAV0)Rs&KUW}T4npM z?ih#@pwYI=rUC8PHzdu&%I|^ikcyWcO`B<-d5oHRKg5uXDesxReI$nv%w{|XaI<8f zl|_l33ID@Qb9@LG{B#K(P7W$`FvrNto7OfU>f^&59c3|>qyXv9;m;omJ-Ry5gynX4>d)Ai1lVk zCL*KeoaMztmtJ;BPMg_&=y-X|X?2Y#`Q%RLrIy$_*)PFuEy+P(C|`RQ^+;={w>B#UK&nQ=&_`O=esK;!71bk+l3VzFOR*^k|OGU=3qLgUehVl zzRPP??YoK+T5Bn&Cm&+8e7rja-$`rb>wSfHQiK!xT|-b=qHBDl-I-0l!CIC=+Yr5tovO>o-xjw z@Ad&VptS6I|B+9W2sYi_pmXFw9A6(#I8PUOL9o8OMtL+qK4RMV*V{gx#x+|4g6e-- zB6R<&5n~tVI@hBI$Y251+(??lkM8n`-Giu^pJ0!~`(0%Q*Fldz)8glH^|OWFN_Ure zAs`ib9>jYX;Q2(XX4W`GC#@mJu?wnE%!ON}7l3?kmpWHV@u`igQBvVQni+l`m^W)6 zng%w02<=$#GJNFoz1)lN!ox1f#FA&A%-|~ieU5E-E_@@vP*zRuzdC zz#+go%_>gQOS6A$8KtdyGh3Wd^8O zDrDUt&G=AqW|oCCV{Cm%`B*I=A?E9Qvy^jjGz7!a$q!I!Qg>J>k~ z?${eHF-J70xjHXPbV2Qxj!I@V`o$;E;QxqCl%=y;sptny|8*%HRJ>!sPM7=tu=nMU zP=C?iKJ|%Di`Uq+*-N3ZGtAicegCAAJ;~lsAz>^T`z||!kg*OS#8?`` zU>KhJ*7te-gXj6_nV)9n{l52{d(P{ed+xdCzTX2uqgVtszqhTI$kLFQ`8P{Ae8fok zG*n1OH_F$3oNM0Mv%4%&w1?jec)g0ZrKk=heE8Zszj}5)m2CdA*iSY641e$yPI7vr zfsEnRddP@fnSC-BTwdU}u{P!xcgp*T)78&gYpa=F-Ac*?w#bi|7gJ1s#9MDA*Ys%4 zy6EGQ-Bpkl>vj=jHX9--v94sJPj&~g#^(k6l%kpbVc$@TL1vlui@tK>)=T)@*QP zVUWpx^xqh61H52cz=Zji*E`mKn-vh|Xw~ewbO-q9E)%(n-Q%f1LQs z&yupIWhBcGdIYC{cE`}H?miP$Y`wi(ihk9P-c=ca2iIrfc1!%Gx`qCDg^VtGnRWT< zQ_>0WgJ63l+(y)(^wT}Gt*EVC*IbpT@%1C|oqapw^eCS<)pi}cjELp%$D0uGWtrQr zK9%I$j03q_O{|W*kFtCY9;;sEV>dOpz$@{tB1s|kj3DX8(QJGm0oJ7& zx89beq@BgS``RU6JooO3_KCtpCk2I131WZHww`jv^?NTANh|@~p20q=?^~Q2f1~z? z%od#*`a)`tp!qpuSA%vH$Qy=COxx^Ze0v?10mwMC#z}k(XeqyLET;M3CX$ z)9i!_=CmU{&=oSsutbX+l0GDg64l_p{2JnJj*s_==O$YGS!eC>)!P5I;WM0h-fqAM z0w?eUU>l~Nqk=;N5kneMpo|xq?|47}&i`9HdB7y}u_Df%H@vm1fZ53rHRkh&PnW-R zSbz%GdjTFkE@ikK2jC3e)Kxn%{!s41;x#IE$E7tqPW4EgcaoZ&9WB5N?&MuY z_HK!M_1iCsBI>MV4}I$^eZPOfs0;PSfhk%GH|1HsiJwE?UT_UFthI9VuX=P~R!SUxN@6gBEQrLYs%F^IHI^Sh7 zTvSuw#QU7fNbaMlnJ(wAK0iJ~OPivPc~?}g<7)Ev6c@R5PRDYLS)^`JN*bd zg_Yp+2DVH;KM(`_KBTPW)Z01GI7KTEJ{%f(xwlJ57athw-p=vmIMw`^?XHB7`W^F- zj-&iF22nt1Q55}PiQLBZvP3)^b1wW$aGuQZ$Tc?t@Vx>AGc*3-~ zN6uk6{M?ZdVg=_N5o(I$zvwKY_-F~}cdGJ(@PnFnEv%oB^HFg0R+@%G*hdSOIadjkcqgrm3^Xp_;W?dFo7SrYMUTUN7s45^_j*oodLB~y^QIoCs=p%9n?7qvpGTp z86AuwJGz-7asE7$3Yt{W(&dPo?U*TVF=A9B$QiE`u9>xB@G9*XgUQXN5PIpxMfrLm zWREEzzRRJuc|q>Kvb|;zcrgpu$GPIuG&b-A)3=QE#=kA^wlWCG;^k8N5;Z1=lGQCH z2*?^cUc%C=7s|=;Y}9#oh!N8pYatSS79t#{&lLOn>j3wI8C$P;R+Qnw0h0%jXlK`ElllX|pt z)1}(aS5|UbG0**VeG*cJyBe9?dc_1r;4EnyGPgW9?ZiMKzC7yo4}}Q=T+j)vZ^Tp` zi7;@eyk1fCX~jUBp!PVcx*pZ5$4F^Pv_g}~bw;W(U`v9b9~9LDXKL-+lSs_iZc zf!Yd;x0B5^V{JpwXujV>D*}EpZaq1@tm)U9ObRc zzM47Wd%vWFYMjWzk~Q2xP}4ov!kM)5vQJJjOtC{TLH>a@yM(%&D4@8v{aLB z_f5a_SDvSaXTL5*NLv9*$v*Ltpc|U5RFiy(A{7T;WwbJAq`v!-=X@~l)Ru&d0CVB% zqM->d>FtQ^obdY5lwpmabd|NFUuc?f8f^VXJVNS6$wQ$cQ%#fxB*vEE$t`>;&P4j&Al#r%vevbiTA_eMgM|f7I)_T z6B2BXtqcYOD|_k+(&dN@cDlkd3%)*xln}cy(Szi#t+ar?fKSV^3He|!To~su#sdoP zN?SW-(?*r7*jgG(FyX;EmypMju{kz;@T+d;CS(s0QyJ7F`P^=7o}PLR4O~6uQB2*? z8r6Z=X~gMy8{>TuJESfkb)y`0TZoLXU6{(ygftbf*^tDyAQ)3x$*U6$ABxods);m) zp=@&6{Z&__F4omdPp>{*K$Ayf>c37H&n)li`WgKr&!^-yp*qL9IwsC0sil-UE2S+(l#tvx{rTx$@l_hiuA7dvmVYhT0?%U>s}sR9SG;!Z z-L0`s9_;<$X;w&);kj?Pz|bV>HO=G$_6ioLW8U%o)z-8o#M4b?tBj?aq` zW4}si&W+|9gJ-5|{#&wEg zyFB4+XlfoW3)bM-EH+vflVM8t1hR-b=-SC%MKPq8_*Bu5rU*(~&r&k?Ov|+MdV|ZH zYI}CaHmMC0(7UA2X%xBm-SgG%vJ`{1r`!a z{2`dbmB)_t`HI?REsC9mWP=Fl4&uqucEY4$3kId3C zsN*Ubv70mh@i(4@{M^0AreTdj*HmD-Lnnb^>q~zPDSZChu(9`U#{?gIs}U*0xKpY; zelWWkk{Z;s%ELe+Uokw6EMk9G?@z@;z~V}a^QlV@aK|nG{FSi%xa4BlW#z_@!{(@w zA?1U2`}sXa9KUTG&Lrs^_7Ckb@w`(~Ut9iyN#wibZJ!?&dDMY?1H}3%5k=Zx!PQsF z_?`MpeR!6`5SefK4*cKFkvmUC#`stCGDEVKEDTy+IKY&KHEQ_=_D6eb_FxV6ll)*= zK|8*OQ^GbcR7mimfJK{mwhu#B=;#|n3j*I*;YIt?+ZQq4-wqd{y7YvV z+tIYlEUtS=gu5m1$5)>~!fesA32W@VoGmc9D0LgCVpaFuTdeb7?PfV8>-c@EzHS{j z+C+s^`f1_zkvZO+w4fB%a#P+|83;^Q=&qVy7n@&R++;IZQD=z$R%_c$y}1V~G!dAu zfvI{z5)T`kigR9Lan^pviXE5btM{4`@>!|%Q|k7R?WZiDzi{S@d4! zvz>c3a4}6+mjW3GlS5YcY%a3Uw90`ZP|U$@xI$Kq8n@`e;^yuuZI4O$XKye~;Y+3I z<1CdU_j#+gwh`uLkK-_4UN_o%cvX-R@$*zBKUZ$>yP&;3L(q+Po9c;p^at=_d`f7Cft@kM4F(ua~?vH zIIiaw*7)u##zWt7R5Kcm)<6mfvr27IK2QJfR&h&l57;D*U)F*=tm|{3Gx-ij<{^fB zp+1v6>0>PDxctN@t3YZ*YdtDhqlx{A$@7axPG^1lWBQ)wf>olWh%Ay(;8v#~s}$_n z@j_(G@$bEx1ujcGCfrv|p>8caDF}yI(G`8_B{UZ{jYUwzNYK%Kwc$xsA|>$2`0e?8 zq*D;F4GKouJJz$(1MG43Pre=h>8_N#=5E9+Ct2wC+bJhdJlRXAmqS+|Xl`8q=xSyU zcvwZ`i?D~z?ZiH&F@oPKA&!e8de5vHD<*RFSKsM@VieL?`SOt;*RwLH+?P6A@Asde zjpdLT=fcTIOZL)?9Wn(K0v*ZxhfqJ7=F36hk8@WSD}W#1Dw`eo7n;4Be)V}@AXv4tg*2n zsw9~i`&B&(R3pMsW;{e5`!Bi51&>WX1xgZvY#)OSz&&f-nrfynIs0pNVh&F!gC*)X z>N+Kg^5bEYA`PxslsuSjUBc7`Dyc^K*aE)5+-j+X5m+mOg3UJg+&)R1Yj&=sPPS&q zI4e=yIVPwo1SBMj1CQ=r#->5lo$drP0RauxC|wLu{e*IOiu z@r6oVUEO{uKb2g=He4G+Zf@gZ9DKf5j6?U{z7%|)vJko+I}tGV*yz|AexwhyI(zRX z<3U=wlCL2%r9FXS=6nvz%SS40-R9A~S66*F_gAq=nxM$uYV(zw!QS-a)yL_YBJbZc zzQ81n4jL)8TChUUUgwDwnEHP|?ciBEo!}TiSYioO?|pN0>o~%5Ot*{1m<$Ja4iJNt ze@}s(49H>4_{xH6-uh*+9w+)TcZ-+Zei5965*QET=h!cAfvKmztS@y?s#L45u2jd_ zCn<%v>*dtS{yfLLmQM-T5ZTn29%cuu8$Wg4HQIP&%=szN8wOay=hA)Zz^MNcET6Dk zR6SQGr}WGCXNQVw;+s;Ay^>0x#+CTU3f{}kzBpHh+0x8mPO-nl6+!yT{$_4{h%(o{ z_QqAGe}#KN6;dcmuf2D{vJyc?X{o@C zgQwb~#E!RcajT?nCA}!2lw)*FU(1@!$3VF3T5SlkEasN}OH=@9nsTf%)zY=8_8B+` zbRysGw{(QIh%{qB&d6)w*|TXZSY9%l)3L+}>pDrWDhjQ>4`V#w;52ytwJ<`ryP+o7 zL|aGzsZC8zt`8aE#$znx!8%vQdR<^FO=g8NMLAEBAAD0->4`xY)JE<``52l5XF->w z|NV!H`zYfly0gIdbZ~ZHy8i7JagJpyT}cHec0yC5K!^g9p7`xsdee3HLjTt@vXK#R z^Zt80H^TKwR}5PKm7e&l$O`{@i>$MkEJp=sa2g`eIOccS<7s!3KI+0+Cuh7%Yz)}> z!$}s{{T>+?tn0*ajIE4>&*iy}IKK`&4^LO2qkH-p=`g#*)igPr zhkuzTm|LPBq@^vS3*Oz{hVXfiVceMkCdLv`r{B`~ywi1)f-C5^fvlD}!ov0Qpr>hO ztb35JZVcFi!o6TT=+4-H^-5Rs{iP#yTv&PKg~a(edwZsg%)Wy?#d-0|3S8ByrOK-e z{ZK_PP9F<%L#4U6^K1tJ_=lX4!ay}|7Y($-8kgQSPdXIJB|2&=2;?PBtAY}qE02I# z8DRqxq#J@T*H(Hp?QKSufh0?hJ?b*;nIIo9PrEmKd{Y<^l7?=J=?7^3tj)rBz^b2J z$53=*CFot|i~3@qo$)87Fj8EU*;2=@*&|@l?N@X=yuttO`U5}K*HybuZOm8RKLK!< zB-QS}6b5#0?DbT`8t308O2{(uHJU8bR~`!H2+E%U+9}_CN_|&DDb^(MqKHkD_nUaiHQoF&`96~KMDEcBG2^uH|p|-1bkcy z`ofx*;ejM|&?oG6WwZI7%DF@VIap8c-S}rlOWaU>2y^22k7C-Kg^yl0-}I>D%u zzxI&=*p2#V>1TZ5kZh%BJ&$>qSOs(21GP?q-RZHw8Na@)@ywlL-)kyE>7-Rq4|&5` z-Ew`uxj1YTTSa;V$Zb{KvYZ**r48|sW_Vq^Pt{hNvz!XZoL2HB$&mz$g1!R+LXohY zy=^jWFE{SZ1%ovm(t6Z$kl?G_)_u%uaF7N{67N_7XP(Z7h%-}63;43%*ios2GOP1- z+avSonl%OoUHJJLRbj@bWnY|yBK;z5947V8Zj$Cm{pN&>HjCGbk~)ESh!9m}cms#u zOL_fGLm>u{3H-~$aD(~V0y}AQlKzRAs-(+Mk(8fjK^&Yf;5@~%3H-7jC{mjKnOZn9 z9ruTobqA2Zz+r8_yRwP|fx^f;jB;Via#2Wb6sbKIw0Ke+OCKVO zByMg0X)-A~8b0P<{=9zWhy^z<$(_>;Ht04RZj{^H5a@JG11C2Ym6CHDA`tGATM48? zvRxQX=nCmEQ})~P-*2?3oc0$d{~BIBe4`M&IZFZzNVcQgs5_)t!LQ_}ZhNr_heGU` zBH60gMcJ1`C6SqI-f8RwmeHc*U34?+J%0XLAQH{XJs5i1Aidh$Bj5-UgmSbJa~lZt7qwgh3)C`c#GnDv+N~ zwFoi0Fq#XhmRG*HzSC-OqHP$I{8npzTz!e>XHU}k!bX|6bO|01!jwoPoEoecTcFI> zlX}b*L&Rip>ur5DZ{8MF1g!3acMWQ4quqZhV`Xi%Vq9Uo-9fm=57=}Lf2qbI_&spIy(my&r&SUVD2p7GC0B@K0ZJoeUu-~qO!1t`0)eUmEZiJ&=An*nR znU_7gj<#MPL@v2EliiG64IB6v3KJaEL|n#JoU*T<-+CHz%n)?{@Ja2jcg-RvKR9@x z3zLzm&-7jPs9cZ@(T?qDZ5bG-uw=kS2^D<%1Iv=lA8mjUgkBq0R#KXx@-Us{uwTK(_c$*CD2D$Mms4}yqrEtt znq5mQPuarpLHDN2jO$^Vb$E#|ycK>vmK7us=`IeM7qByWi^Ge{r3^{o+(J;H?yc-f zR;<7L(y!n$R&1WiOZw!%yBhyhg>;3X#_ zKTj$5BSxshSCPb%;R)m&7uujsU^`HHp})%SMUw7>i>O!XIqb8TIM2P(g7EF&Nq0qk zW3V!yquh1Slec$Nc5p2<)fY92gQs6!qi_}7AIksEI&g~@`9k}gIrTN*Mb3*aCyPR< zzs8Kfk1a6xOC2=UuSyZ@Z?s_!13{Jaofx^WuDhQp6fDuo3h$bp0#i&7MLKxI>ncc4O?^0dooMf~C;Y~ig7p~iMV1*v7?eJ4bH;sVSRV!1fRW}OC znI8#1GttqAfz#lpccv7OUK{8RFMk|$`7!Wv_TQNn7h#6HjNat7^x`EkqHop(JEmvS zGlpRg+`FZW_BTSH^<>Fow93=NYLl@JpA->79lZMqiYP{O%#yI{bBCiIy|@1ewKL@r3D;pN0itB!4z&SZNS*IQe$3yp* z%cmth^DlU`G<_q>*kSi`w7mgJv_MXKcCc*7f^S|yF8=xr11ywyd4Ip9#94A_F}R#? zwL1?9ThMGtGroTvO8;8$Y_@RdT_1HW&fl=Y5A1Kp;W_9*qS~w|1WHfR*-Ng5x;?oP z`}P80WB#e-VGJs#RS;_V-WhH8o*kTrpH{^!_YOVuAtQgQi)n(zJ>6$QR*9)aNRRDf zGaQvPj9oIM2~|kx#J~@CQ-CtZV>qj(qa#}}*yx|-Gu4iyn)`aWDi9<;6E+O=IXQXt zu@zuT!>RwK7_xp7DiZTbZ;da0VTB*_$MK)rZE)PXdxYTA$*O}7^l&v}Yp%v>4HW;z zC{ZMO2OO~pt?@eT+4PUZxIM_nkFHi#JN>)>84Ybf;M<^~gWov_x2pXEG5X=;^>%J-{eA-h1_@vQse}-t+jv1|? zE5pX8^-pl@GbS_P`+P1NYL2+odzXkPS%R@5Tl`?l* z(Q7|1AGcIfY7mH{E?j`nUNM@NFD+z0k3rVMPf3U*pS{HTp+Y`&%KdH+yf;m%+7?sT z%E7w)1e7wCp!+N`bdagpik)*?l8oFSZ!RRSd&Yp-NO~kf0d3YfKEX=-bE7Ilbh~$I zHVZn<@cr$8_~%l2&k2||%pd1cyr6Kiyn<*v5KFOeS+SnL*yS4?+@G!h@p{u)lRo*U zCeEqq^zpXe$AgQ^JocQhYlPZYti}EuQ1mTd@@sX3;2xLfoZT`#K=Ig$jg&03Ri$?N zNJ8g%ygx|0L@14lCz$-Zu)tVpZVsCaM$9d(wB@i#A4Of>EZCylJnLF5=E7@Rm6-)2 z1n7E>V6TkhG5{Cd%GW@f;Wo$2X>BjC<%B+V;n4rZn@8Ev2JiEs5J(WIt#OAY1g5_p z!@^@Mc`6^KLgP2|i|@#T=qmKCm_r?J0r%f76$-7^Zg^Wt?lINuyAw!lAEONO=Q+>- zoueI;4qq(&^6j~Y+01y_E0=z|%n4urpua_Zl5_VDyj$!I0!p^tH4poezcg*+gANGB zgf9gTCL!$oxFvXn#__jqrBZwLDVByhQ)|^HADpo5?FFqxY6&9KaVYVO-M}MLMC}va zDczQ8b~fp&k!_%TBs;`=N(k1xv)AjRBKC)K?;IIge3zO23GWjb*5#x#^*=~72HjIR z=~ffS-nie(yR~fpB|>Z$m3@7?mGe#I;4EuVrH*uh6ZVu%mgu^+B6$W5sCO>LMcp_yB?wF-ZzHAisy>_TYgiGrIPwM(( zN-}oiwFT%kuqem%Eizrt1Zucb<%Ev_ zOIEsDT@M590KtoEOV!IsfXo5i&D#x5pi{cj=&mB;cA(JrDU_&!l3oAWx4~c*rkk$T zajCdcfcf*IJj$)gU*bR`O9gboyt(lBM8FZsE`klGf*<~r;qvpKi(A>Uaqxt(FuwZ$ zVeen}SjgGA4xXArTK@|=)OZCq&$TI(riZRYr)&v2hPrtm?|>_jvK+aXf`IJ<1IXLn zy63=EoH4a0c`3Iro&+x6`Yh3Bn5%ot_ySPt+bmApe!m6y`{KwO5U9~GsmFV z^1UQ_%Bks80)DvD75sg1_{=l&``c3oa(!@@GoT{=&Li57o}EKa>YQEJ^*I2Zhg#RG zWYdG)h^?W}{T}Rr=wO&IDoE@K_}R7@Hn(J`Hs_A-d<9({IQc9y*Sw+^a%Hz1>#h;E zmqzL*iW@nY0cY3JG-)SlfluQ+`o(*?G~;Cf{jND+JrIRA{->{CM$)0@N+j$q0HIZq;$qPpHPO0}X zzHC5Md8cOMG+~10-6cNoZ{WenBt^92{r%}~m&x{$bO~t9_F7ZkBx!4BvyIrrhMJol z?%Dv?iXQj@wS@jl>q^65Ny+Q&5k&3l;|8vE4)`zsf#G(}56Rfj#Ax^Cz>@&HuIJ@T zlt_aR_l_BQN`tK#@A(36yJVPF8KNYi2bio5JYz6nto7*}y>w6GV5KI{Pln|skqXN~z7 zLviq(Buhu!GCelq8BbX8;)lxZy{Hq$fL1H9y{LD&Z?8Iz^Sp4Ngat&N`ei9k*};3j zL>=B7aztAVM=d=d6l*G*`PwysTL!gxPfTGtFrp7(29NR7Yr^2akN?@P$ZQaN;=ZnP z9U*k071PKZOucsliDn1D3RMszF36bUIF5dJ5=50v(QOB1q#p-lhV72S0Hxi2@I)Xw z>q|PsCx%Qh07rLDvTB2O+l<+Q-Y?>fjQnnbX$pKZvvVWugdKVOPnF}EzuB%s=F%xT zh@~;zgTDSNz>Hp~1#XSp$;~|pAthCA-Qbjwc?_81?x?KtBwOLjkEVnba+GQx2RoR^LT3+B843|$ zfU$=!8@HN3>s!ORQnx_sTaV>eWOfE0fWO{m$w$Bs*+DmI3U&oTV_;!Fd}+0F<#0oK;NL7f)WEJ)R5NHlIw>lJjM?s`B3%J1QX?@@aPEnt z-tySkupDzKUXDi>q+bywN54b(wUA#O9sBRzkvpi6$N-PCU#(Tt1i?Gq(Jz>AzzNj< z5UKocS&rHpRpkQY{<_7N#XvMN&_e?8h9oSyzswZD! zfpf{%w-6&vTVVwghm}LdI&kTZb|85R&9IVOi-6lGQ+3F-PAvZ|oz=y*YL2>1?3ZW( zy_N*w(p+9|QQE2!_6ox3L6i5PA%+LPXUrk!{lEC!@O7omwneESbTbtE(00G6$f(2n z!{!~iLqi>L9_AeuwWnp>8UZJ8xv=;2{rQcrow-Ly!;FxRup5cjc?RCQ{Gd3NSmoUU z-NaGeiV^X-fgBdwJ5NV<4!hBsAkU0_hVTKN=JkgR^{{66JlkOLyqsAL0!WPZ3eE@a z4sz>&8ZW0h8U{r*SPG4}&A$Y?EH(M}S?gh+a!BXFI=%%wN10 z?y_G3)q>I#N(5u1?6A>H?h zz#8l;S#>r1cpVOn0-_q6Sxor7;AN%lE9i;kDWl0qTUxBO0-CmFy3t{n~) z_%Mjx5_J5BY(KR_&I8fFXXC7o-Yf#U*)KzM*EjRWFyQ&KDV)`oqXBava=YY~kDmiQ zkXqpEGHVQ^{Z_>N{Od@-Sc| zW#^YpYV`Rp1zS!BndHw?G=)}=ftjjHeouH8_0S=z!AyUZF?r$oGH=rqQKYcl{wewd zT}f?jX{1y*^$ECc3ooiu>+vpb2jhL+-t9C#TniqQEX_YU=CiOaXS}Izm}H#agRV9o zbzu_-d11`Ta*S@}er+T=C^wkDdfhyKx!ZkiUbuXfj{d|Uhah2hD26n3i495$gmp_@ z$PjUmE1Hq}XjARN@)H!Evr)#KifW7wC!8K#rMt7rKR)L3@ev}bLFa`{HQa2osymqT zFlLXu*p?Y*KcNTKD&Kwemd`XcIz;oaB+VoJ2Ilzp3fc26OAGSm0i$?7H^*Bbz$KUrQ%9fA9hFW1{}VZAT0vUCH&t z)fIVs;kxkrU?oAi=OpG|c&#C+hIG9?!nZAZ0j>n2Z zR3HI&2U|q|-l`O@i=V-RK2{!hqNW?WLpBO-X8haZJ})J+|MZc_e|<}LyG85egPwL= zssOL`?Uuvm4lPc%O=pJKb76IswZ$Dc{h4=b>#5R~OE32bhwBV<4^#PlDCoWl`MmkN z{6an2_w$~O8Lpa`${TIro^ts-2{f4PAgu)K5Fan5z=kv*s||1}3nPWL>UI|nw~y0( z)=8A#d#UTSRVEjeG~XRGVhNKE1(l}t{@y$R=13XtO!BX_!__=5T)XV@c67+l)3ZN8 zq|vnYqz1cg-StE<>K?w^JxA%MbpF_1f`&NiQ>sZ{t4Fo)R#=F~;^Bs*1`oE(AahlP z>ZJH;pQZ@*FpqrzLP(`P_3ER=(XMPOpghgmn)p*nUMNKQF1UJ z$ZA7-P;Yqu?4Cm8r;1KcuAQ2j= zUyEIT6vQ+^6)I+B2z}%2&FZO>#P6iR7Ct8zO#*FKv3Kg zCayXimxY8)@pU)xR`4_E_j&?EtuM+TERWnGruuIOC-~C(6A~?hy(;|QqcnLsOr52k zj-}+Ze(tI`;j%Gp5+Pv<(eGCEp$Jv}{b-v1wSA9!%PIT=8&ID7Q1f`ScE*&vGW~#? zl9}u`(ng1y&vxHCaB4Q^={zL>Lm~6$cjx@ks6|ds74gfrlZ0e|rV?zl+tj zOw`H*4VN8jyI%ReB ze^s844wv3X(8) zYeK^D`dA>{@(zrFq6a;nF4d3sV~|nb>A05F%qb(6ueLAfZHKUSl6JO*&#>&RhQl&E}fIUBLG zD8!6&Qv@5-qa&s4UidP{^TQ+|rF;YCW0yUB2wcJ)?tH>nr4oZdl4cw{=6yze1UaX= z&x(y`e&3;grLrqaVO%>de)PmFcTla&6YP7tUgBq1)S827$!TdRj8eItQimntd4>T=XiME*m zKyoGH?T?af_a!lhjnwF6_EKC2#cwYvJ#!>PM(4EQ(5_onc{nYoCYfXYqMVN`vRC1J zaiSRxD#KfTwA9xCV@Phf-ILRf@z%y(-t*)A(96bNIAUX<7Ub0w9#79Czx`O2Z~z)s zYdj}xS|vfSjQiEs;AeDyJ!kEz6FQLtYi~6AR;0H#d}}-Uk-4ItLqBWhi#Ci%*t6X7 z39+6>*UpT@#y~p-q-?H%(n<5Zz*119Q>(T*xmc@A6LI)%Xsqc;ajYadk1iY{nvLrQ z#T-yEW1@QmWu$555y5*CW76tnf|Y9hJDlwpb+ziWH){9O9Ja+-C54bpLB;{^rn5Sy zQVK_iZ0Qfv9B}mP2>hrwE^Vy5EEw-{43A=N>b5#RFG!5`o9bRhk*xUqNOZF;A5E)x5HjPC8ff1Yi`n zfMS##UNzR{K5fPLV`|BTI{{ASpShQXXCKMrtY=p(i!8#a?xXDzqV%lGYm!TZaMLhc7OBR*yLzp5D+-ca za?ALbbjJ|!AbB1Xsc9E}lUJc!?vyyz zr_L+DD8BFFLS*Fk7JOT^Qxd!`i8-W*iD7QY4w?uUO2h}>#mJ1OXHOWda*^DK0fCDM zyt?vc$0j-g7&aZrnv;j=lOU*1vrltO&bsiUPE?{>;i1;t3xn7}-I&Vlq0UTQ{>#|! z)635CNZR*_n&d4ww6gY!TwB@Ox>G#o+U?#2D!CqiTSa+$*#0!0^M32vU$&i7aA4Hm zQkZ_lSrn;DjvlLw>2OTJFP9{u>L7s%0^GjaqqXk7`+a*dEY!sIOjR*zKO19he^fBuN|H zB?qPr?Rv)>1aX4mSRLkz)cZNj+9GS*v&ari;^3*W@;85lpESG$iEHt-H%0q`P!A#c ztT32qBEs2HFDyOecr`iygc2#Q^`b*NOH#;T+_E zJ>7tckP44@?!$$}kT83V@On%IsdrMnJo({&b}QN=-E1g_?XIEY+}Pk*Q$-V@XB1|Q zkC5kzIctlW=ISrjw5i4(kAnBUZIiy)7~-F@wz!5L)vdA|-{TrptL4T{RUo9afkJHG*-g2#*@DTJu);(;$eiIu!o}>k($Y=UgTnk;^{)3JorEV8Ph8qb zmv8JC17}Y4!>>m;q)sZ!yhR5|fS9pkPj*sWtiVuLk{!v?>%Y4m=Bzhd67WrWFgO-I zI9?xD(1vm23gA7G>h_gc^@;_RxAUN^x5~kFtG}5R{c((*JpEOkZ_P@0J7@R@HwV^x zwxPX1;$+;L1A55T%I&$k`x@Bg7#<~QM#5v#Sl`;P^uFZGUUeQ^hcU?&8!97F6VdSf zXO#w$lU@+$XwiIG$Ln9OU3Ek!Uc?%0y>mwnU@DvG?FrdbO^4!2;R0ven!YTO1S=1A z^*ESmX*>*W@CptNKJaZ4! zkE~#TIFe9xgN+b()n?%XFzk}3j!xS2n6xHejTin`s1?2>V_pjmONi2@&iEuG33@%N z{XP(++b&2syVMTq^C3s3B=g+&O~>BxTRk`1FwTk-NH8*Ly5!v@-i2pVD(jy0>0+GL z(eO#TvN=6`3`B(OtTk#{EBqlO3Yve7x5+1$zlNtihdfYr>(VT)h`eK8KZqGcBXRIh`#Rr)~9V>l=}Es{+)B3lib-4KaQF zBlJXa_@nqnZkyOKk^ut$)VyvuS`)7B0~IentZW$_lQw@jMlLnEi?g?uykooRoVm#( zq8t_yELKIsi*VjgHKXFnrtSwk*=9yGGs&BBj;zHo5EtjywdjeY@WQi|dNC zY(W?tP4*qEy^f{dZh*%45=_vXelMM!CMp{er3xJFQU}zFvS_rOO_^POpW%lgd0o3h z!_jhGd0DFmC#{&;F||@mlyyV5SjZxR#1tR^C|^KT93QPs8P-1iBIdy-`|S!^Nm|~8 zq4AuYp}sY_*Me-49fwBWcD=kxGMxRJ>e;cDUn-%4N6S9{fO&^m{mL$tc|{4iH6-U9 zO_T^x3KU&m7VEM$><3Qvgopo{BwnL)=K9L<^4q! z7eC&a`W8-XkJTaFHQ*6m@flBSLy%a`QOw)^>iR7+Nnc6Gz*?KHmD@#1P95R?XzJa7 z8P)7D%X0XHo=~D#_Gvirbll`i*G^|jRB6L+@ zMdc}eyPgGmZfpfWwQDFP7&ZNlQY*;DgB|>;=TY(Q^ZAi~ME8+>8Nul9<{8qx0w3=E zU}~$Gb#khZbU2SqLN$6<{4*unv64>}BVG)+4q2JVY?nEMKlh#~Bvm`?SPfRwwpHl( zvg4bGi9Dud0<)T+qmtPng4QN@z8v8)CuCGJqKG`ad3g8BnWL4#zkJNPMQ69}QfeSZ zVnGn)LJ7lDyD@rMMH-n5J%MT)io+8?uDJ7kJ?4Um*FQ z^D(tw)&Zo4BTYI+g5*F5%CdJ+!Q4rbmh(%nbBey}YLL^Q0y6oxWJ5v9a5@^Ca%x$3 zxg0^U#reO$b3h%;s-F)y8pLhdvBiRz1!8EQRYrZIB=>rc-$+>S%5j=SSo=S{Wiz)t zPJjLwpy1>XuO9xziFYr(l4CMU3@U~>tA~i2>$*>=g2YzSCFU^o-O^hh~t9mhFk+pbm&)nx=crn0d2kIi{#+7n9-M) zS5s1kmu_+i!o=TJ53Lnh85r=cI$f^a2CZHk^xlDN(1w0=8XY7ZkZt1TT_RQ>;Sw_t zNz)n^6S^e)=2i$#FjSUb#=hYh5gGCxTurJrA9uDg2sjWqPD(ASSH*Fx^{04AEBPJadj(KTADw`V zbvZ|yqt2*0I{~aQH1>b#U2h5eIA8fjm~24Enn?Fb+`lSClkAR#lg0LmW5qZjR5955 zsv#LGDCL65tXM0Cz5T$ljR!n_ZW6bVrY_vXa{f_J=_K=1@+_gWb${+GL{m-SAd68}{sEG&k5QMOiPWzXEepf}$JSJnj5>_^0q zfY|X@@Vx$Il2G>|6SX70gEY5#y~VAMSOr>|I$y@>xW~HV!j&eiBF!6Yje1h@z*NCi zbU=9ejzy@4`z}r+$iSsN<@{y!qJ5Fl4&Twe2%+;)!`!#iN9Urv7bGVrc5kde^uK6P^h92cSNzLe@r zh)CTOoZ0Bl2bG7<5Kx%RRf0GDwHPciD6l_vwG}g0#zwKqTukR&J)I_&y(%YI!3Fbjx$$4e9$&xblhFCC z&v$Ct4Hwy;UHDdOTsPkjuZWa}&p=5V8Lf4;HVpP&Lo6OiSn_7aQd7kWxOsA4a>Ab1 z2?~jqxue(m#^ujS^=7ZOmdFWu;bNmYFiz_>5aug6!W-=jY|WBtIaYgRoj9>Zq|66C zS&Tj+L)XS!6TI%Tu@6{Pg8t0QYqa{Z3tPnv8^kz=#gLG1P?>Pd8mD=E3HRWsjDeq= zKyFF%kI-JTvImdeKzd0eg{?{De>&Q=T~C9xm*CJik0--8!ua#N&;z?U(z4 zCZ&+HbLQn7ju&6W4PLwF5!NZ{EV5Dl(E9U}`@BI(n~}wPib%p;f(hh;6<-}=sE4`z ztfmq(Vpg%w8Ga?a9brT$zo8(xuL4mygmECR7vz^tqEql`m>y9VtUB4F)RuN6ZXbd|e41CC1z96cnOSlHQM zhuK8OjTPZm%+6ihJd%-UoJYIPP+iMfAyNCV!h1YVTrr{jWeonx4r2Nb@@!}B9hx(Q za2KM5&yC+ezHnP=+)QpW(e!b$d$_pT!o+^u9ZkKMnJbCMX?X)n3Hz?a!BeXo^4S{~ z8yN=|@p*g?(&=FtgU^Tby?u7y#s#JJ4op^=qAOe64~PCA^|tW^Vh4SPZ(`plB^IX# zRF(xV3YkgN9C>ce|a|K>%Uu%=?Ja& zQg_Vft6xUj7|O@MV|HLq>n+lkky#63nh|$rltV7=s4+ln_{i1Q4)g{oFDf~+V?RwG zX>93ytO8*#mrkT_rVMvaa35R?=vd6cz+dZY^kV*El#(h~}wr8k_94fh zUFg$_9WDQhj?xj5LHTAN028LH^FZ1ZhOKqtTmQE_R3Ld2>x4PzDph)GFpAVi+*K}| z+x@CLMxOo@Z>bhG9n+glu&A9h?N0I1yo7xTgZ%gs`t{i)go!@*($$dfCTbH`p=_aF!nFm z%O|(ZLz0K^QZewENo+y1?oI0Hm`1i7rM{DB2xN*71 zbgq~K3vud5D&O|x2Yc(w|5t6_`PXC;uC42;tE;jWdRtLJ3`L}O8z2IrC}3!zNFu%W zwhN*H0!ockB|uOTf`kqM=^_E7B%uU?w9t_f0->D=`=0kdIDYaM$neZP_sm`9x~>Q9 zC4Ao21U$Y4r2Ls@sRH6xr-b2UwTB3z9{=RbIT`Vf>K)v?UA_v<^Qgg-p(n9_Tzzh+yW=;uFL4HOs2?z}YUVYaiCwo(u_&wK&f zRHa#bZIz0N!jp{L$U4_I`cARWR z$iMJrv$B21WJ0(!w1t+W^Sw?U7w?o)fpR872PHm!804AcC!2i9_itIZD=%?8+AjGh zG?Tg>rR?O^im^67%if%(ja!Ccf;&E?;ex)_1J~er-TLW^Tcw`5gm3r|#W%k#_UkR% zKiSgg8l4UM5{1gfYx|dW7<3$yF%Yi?<4KjM5SBZToX!w-F}Uz8b9Q=^b}(Z|2z)45 ziq?ye#dfP%R?pzpmcw)f-zVuXx|{=Toqg!&+KRTRGlfxW`qdYp`A2w|9DghlV{seL zh|%So?26TQay-u2ptk#9C7yo1$H$shQN5vbbQ&M5mGdHK1W$l> zmn^>djq?AFPSJZcQdw;7w{~Hyl7N_ zC$jtOPNhls7K5>}bPp~H<|+6rw^Wgn!DYGkCQJV_q&~Dn?_rkxR{c3=kH;d z={P@rV)Fv`Jo(`_k;JY9Uvw%pXMAEZVaNex)Q7b9seI05v3$^G(>^$^=Bwg$Wgz-S zC#2KLuL=_(mlmyhB`P1VngSts>%m!oHDMT)^7yHDYkrOpJht)Ewz$z*t|n(vU-;D^dpsEY?H(5$%Ghz3!9(`9eJaR<>5jjDfMF_#D-3DkYt;Cwf@*bXf;{(p^nM%a)h zu;a79q_*XPEIH_PR?#kRjZ-*;C7UmL#(W=TClPwo2hkyKh9mqz0uQuy^`_gp2w=g|_|BxN-AMn_O4DTSN+4r`7uY$GE2AbT}Eg+2G zKVt{G?PH<1F)R0jbDWBGT~bCkE*cW6Q&*ElkQ6&sN5fAgnP>UUA6?^&V04OYl#R-f z)xoY~O2kXcUK!io_%En__iAA~6VTIR@53X0fT^mUy^Z9-8{HS}+{%K+-qQY_ruGJn z#qm#nit=Vfo@**S%5q)G(-L)I-smRCo;IDe{N==p$K;tV=A4&dFN$EL>e6>g>4b~CIs;b}uByjl0^=|wmOe0r-0f_Q;feU{DpEj!J?p zy+jN?sNb6B$K!ajo!_ZfuqVzMNp@WVT-zl(TcYD-debZ)3TO#WcuY_1bf}?O8(NhU z{hbr9P_Z}v2`*mm$Y$>uKKl$vROdDdg*1jNHWT{{Tgr3b&D>s7-KDi;?d$M}oGCcl zCa!*%^zA-%jiyOt@_=J8=VaE2!S4?`I_GK*o$;&ea*NOpbgS)hNx5l6f2L4a{{bW8 zbfM@kcA)a9F*iTI%%HYSB7KsQ^0+|fSS8K0c}N#4%%^28J{kCd26ZSs>s+UTOH5W{ zS`*D84R5h$JUohf{#|_G29u(ZZ40hru4pxPIGH z{5(8uxpZS;BcjtSJQU7w0oPtqbt>#CwSWRvx3X;6{5%3^dm*;mZ`c%ZO~nklbxtBy zeMyVt8dZz5vcYob;|OAy{lFHoEZT6M-DH^y`6c{>ri0}=F2j@ost@C0!}6;YSB1O& zRBlS5EgRQ*I~F$$f5P{aL-ly)RCEG|e!=`LkfUjl&ePcwy36*TqDR34}u_H@r2(pO)1$~0UY5p|2Mt%!s)8rI?>DA@# zbK0ts=j94xNu7dAX=S>inKeY2b`Of3!c`52gIo5;Yk!%@O|?rWiuI)9kHkS&IEMM1 z(@EK+yJikmRhBMQ4wW4mmxsYeoh#j^RE6-`C&F~t)>Ih*A%}Ln29uL?4nLkfRg>t%^9Z524&X_7GLXt~#_2!@ae8E@~?qHx4cmHZX+wbHZ1)HPuonPHx%1FXn zG&|gW(Q;~4B`4+j9zzSiM{0Lw7QG#|9mbdxtx{auoF6tOX|eZ*hMzs4^RF@R1kLV# zBq z42>Jq;+5q(IBA6RAkZFf=zfIn6)$0PPPM1#Hq1{Jx`+BfYin{McuxfX(>C(_HlM1? z-QEE(2d$1cE3-3$Q%FX~%r$mi)1RM)joL0-_OtmYH+ni9HpWa9jui3sXMI6eJ4GZ*zduE1P}kKn{S@I>2w&JkBx(bZ z4yIGK0=e*+(|F7^6JF3FnacNCw2nb0_Z8>xx{qXb@(MWf;<>yIZ}Z+Fe3t2uNBnZ& zb-Tni@3e~$cMkxiagyBRm8TAfnk2)Z(j`tb;k=f#1-o={7BDtwY8BqP{hM7*j2X23jK`E?>+yhK40-HW_V^Q(-5C9wOZy!etF_LbPf82FXN ztw!aCC_bE>3iHcC1?K9FXRVlaJ4WiSMxb24nCn4tOM~|UuFsI>8^*fvs}Ck~!f)}L z+~~dma}M^D<;Aqc3)9Y!Q54*9+^YR9)Z1|i>1#$pS|Ub9?WwQWHUhE+S8nBO1lVzQ zhSV11<17FM%((pYlA{!FQe74{{Ei7uRnlz3>-U0@a1gbV#8EJtax&pLFL6KbWamIgkH37L2uIoco$ zHVmP0pR3oL%Fg$0l3tQZ=|RH%)Way_PI5E$Lr#7`0MO*gnsS-AXE9ymuzT$@ij=P4 zO;kJw;9`ZFYD6~1{$cuTbUr?TgP#jOXOaCFJbLKEN0*}204!*!jTAqk_32iP2eJh- zh}hk>ii4hrG+=ieS-}{%)?>wj=em!Fyc~}jGHoJJ;b(ZZY)w#E3L+C5C#ST=e_kvi zrk!fSRR}ZORQd6x!4#egI4Ab`%=p9>KoR;PJzo>YOeTh8EKx05nh6#%PQlPT>GYVM zYhJd`aMRj*S3;@T-Q5a&_=)P)g@PA~vVht1L4gzd{3IG?{3Ta>_He-4FlcA%Piz9Z zH&~`ny#O(7U*G)g2Zw81{i}LapSZzAT3`MB*PgPl<->;_uApp>ddy6$J1k+!=h-SO zt$#y~ak__Hw9nWJ*!&o`;zW~Pb{XOj4&@H>n-c(U)Z0eoEU)-_G=*@>@PIZC@DDjX zF?rvw1<#i35N1h*Wzy<^>o@SyxRjobPGqTA%R%06Z!(?ZNZ&F64u0}{xutYXTjMs1 zd&u+#^NV~VAmqRomimMWQX@V4= zi(r4MWwV|-!2*HGXt6w`fFzNZIFur1e1o~t*5ae)RR{p+TThB}9F*-z1qvCSWYjPu5Q3KrLl9x9Ez&Pjd6r%a3_xChimLpRLZOjH1W08;n#wx#&LL@)922 zotppg{4YQ}dVl5nXj&!S;`bi<$B1r=$WFv68cJN5)^wjdnAoPlZRc zKLG_5yim#9ydEIv3RGG-B&TgeSm`UBs3Um^PIZPX)Nac!sd$5q{2@<=g^{S_7VkDI#cv)K^)h&~-&$|LjtOnjQ#<0{XoV>maf zHh%`IJyFLC=UVTzU3lvOL&CvPa@5`3%juWO#%))uMcX_z^?$!srudrI{4?S)Ep!Ty z09@I|uPji@><37qN4q{V|9}rBf6N*S8v@3`TN?&tr4so&0ffsWl=00V7szZtlQV<*uhe(Q=ydsEyj@Q~`KiZ$G_s zT>=mH*=EVkAY>MR!J9TTD*5%&=8)S@4gZ@J=}XS1lruaIVnKcCe&<_ARW1V^az zv;S`i1ZQ(!8ic(1_Y5EueAOsG|KV-48`o?93s1u?p-@`tO?zQw|2jcg6x-x~^HUDGrN4l9;3 zU~$}8XKSg9O=ZF&en=l}9HI~23LmQgaQ5S3c@{AG&dy#0H!k=Gn680F9KLgK<6^!h z$30ki7Zj+kH16jg7y7+B8fH1sv;IR-!vSz$Lt1w?_Exn+apYU%#`jpMk2RPKzx$ zahMyH8Ee<0gs^lu`(|2ve!82^v78-8-?XHqKWTTpU!%tU<$~_wheXG&XhY_beCy%a z*;XASZZU0x$2mUTMy-Y-^upmlG~tXaoInKd#UeQ@O0=G$b>I1sFoc;gV+Z=+f!IRCkErq^&aMh1>4mTriD|Kj7dr<;Qa`gxDpRq+q5`(d^4^kIs`p>_FF`IYYhL=Y zvbWffm5mjgS&Yz$e;_<+1>bI$RRlso)PTj|nU&$okdTq3Ln92MrK=hfaMHF8{k zvy^MR%6G2^9PnYs-GCG>{N8Na-spNKOusN#leS&y&6hd&C5)e$0#i<}r)ySmGo>g9 zX6Sbk51@Q0Ial;dISfd-cWikdwKY+)Tmf(iv#!w0hDi(jZfR-A3KXUgtyM*<{yz2vem|8ZT;U87p zSp}9;UPVrUC|n+|Vog=u|4Vs6H|{)3uG0W_{2d|wlFYpAPM;~d+c3MiG&y^ro3XQ_ zw%X)j+L})1=oVIs0x5mXs9NX`b3(pu%J$mc)-X4l%yOuXL&xT9Vb!^Ne7Lnuud`M_ zQ>E$efoDaws#x>Z@3`2+&ZZthS3uYm4K09~vGQdh{&G2dBQ7&ce-yLUXGG*PG_O^$ zI_b5x_WntI>$d2t`Y=MqRHJ0OO317MF|afS;}ZFr~11kTP_=fcwvYIUmg=8GrwyaVjAWk(N^W`OVyQq&m;a+Lva#N-Rn0O}GX(}ldhr!PcPzZq{jO1t^1SxBa0TQPh0^`c3KD=n&W zVxUAb16XXH>3WKoppfMKh}~o|pXI@f>uh+=3@IyCN8^3|d=o>|j_7&fo3Lxn-O=#5 zX6W{HDR@XtMbftiDXTvi_rGr6=r%;PFpsZk8bsT;rL0lb4I`3W8l>2#WaT!?=CT9U zPfq$AKClW%Ai2zc!oV~;0u;HEHev()b8gm`9%g1aq%i2a)ge(A zYToX|c513e=4@{P%37Y|!W-z;XXtJxtIBUJX_yc4s+LGlfCT@n4d*3-CQ({G_6AI$=gzh(=ul79z-8F?NW8CoWi;y^m4Kwe$^NsZk_lkI@3b^ z#5N=*SJXIP3tdk_lAfwBPlZ2Gecg4&q8XESeJEqMS8MY2bh>(lNB~w099CZ~Das*g z-8_n@UR#qQAeDl50k2UAJoggM%qyWnn~ZFm#D{B_K-zJc4~m;&!OYkDqZL&(40-!7tq;~x-1jN=yh}k z?WvN7kWHEhc2_kmKi5ORGNZMAU&@H&iN(tDcmLuGgQ|jdqZW4K(A){gT+cR)gI^phr~bUc>-{weh3isbe&inYQ`U<0RV^TT2K7n)ID9F1 zg-fQeYH+Dpb8?nGY9NW4iig_ZnPa5gM{;upqhni8VseJo=xkt0g{yk#jOdX=|19gd zCAx%rfmaM1lbM&G4_g32+it&NR~)o$O)xV1C_m&SEWcK1J;9- zw|M`}|2-;=G^zwAn5%cKsD&I|St+PEmm7z-Gx3@V3acCh#@>Eda70@_oA9705u z)`a4v@9Xs)W7E1h6N~I{0^JMn9x`_c+6=uSq@EcPRF>gG$RG%5hOXQ0(H8gjxKkVA zMqGeYnflBHAQELD1mwbUpA+Y>zvp)l$&vWvhqTpJ4D>s&zC^FXuMI?@Phr3xyAD_6 z)qy>7ODydEs(1~|U)dM!^Y!&$Mn$F*?Wc)0(Gkbh9Orqt0W?asr%b}%AvvRT)`$bM zICMT}z%D0xvO}65S=CxDT&+l3@8g`mB;5XJv^MxARBK_+c&_$+VrBi1Q{ow~jsBUuE=gytAkOK*TLEubT@U~* zgI*&UJ~bro$=7L(#m9{IUpIa4SWTYKQw0hMOSRLrPy2{g4>{>qhw2E)ILaNxvd690 z18)#&+ZR<#iG13(M}d;ObUni`#*_9c&n+x1d(Ym}YNz%>U888E8IaicI^w5nsGF*s zw$<|dZj4-KaN@+vPl+?fdMf)ndwK}jL&kPj;9BPg?-ThX(Dhx`3Sz}I1L)1s-e>J_ zTPtVGo9A~pfIDnzc++`5)>s~!xl54}oN|y;(i4-O2pcdfd}TSU1ZS-irjVq#a?|V< zOqk}IR!uc%;K=qMW8Kv85f-Z9a@nsThk z^p24qS5e@6z?ZcpI^+4kw^U7b2~N(^c_FE4t$(TG`Mc}Kl=u_wwV$XugD=?IN0NNz?{LVo(wtNL{P;%36c;i$o z>6{S+`|nsuN3#%5=BT&OM2StDqq!UQJ0rdPuD(|o?U%Bf3I zW&(lSq}<=kOs zQS>a`>g^>CgHs7C9CLhHdUX0LalL%hJmiz!uC+tf7{@y`@*gIJP>7vO#-3vsqtR>) zHjgXg6VMOEbGAFFpB_03;=^_1%gE5Wb5Amop%JmcHE@FoJ!i3Xc<_UoT?U$0$HI+O z(f@)_aRDDEGT%78g;9)!c4(C^$(`CTy<_7gloOZZ#mWEEzDy*Q(!qa|?I2_h)XlNqDb1LqOack}QE;CicuRQMQwlU>sQo2CO#Gao&x^G}>lIt^`I`~jB zbD*bIh#a>eS^LL+znSEMkLSiQ5IoNePvv^|@i-47-1+{2C+Fu$uW8l(y{W!B!o2m% zbOFaKiKj+4qhshQcDgb&U)#p9!h z`f9#yz?hkeCj{b;Rh3uYmy6?7oXE^+^^n|Wp^Edp<)cOO(l?u#9*cfue1a@Oi<0%%ZGKUig41TTH!Civ%9!%TIEmIL+6&VP%1*$LZHyaa- zj7kUpE<75arOEd@zp=CE$E%xmQx7956(Vek+rO00PTc<&Q|65^gzQc)Luz*Xrep_EW80hWJ{q3liJDZgqT4=cF`ak32?x6rH^W-eq&qfk{VP$Xf96 z|4p+9(|WSc@>j(zFib=%P2P-{gt>6QQfqjN)f>quZ*Pp&m% z?PEj?Wk(Rhx}@_mFoVyOFD66Y9LC9wABt&~6MySNKfg0HK`pxw505EiRb0dnUcK5Z;xFvkX{8g4d$ml^eYqUTY0K5$5+`lE$0xxCg(*^N0ZGe6tgK%Z~V;r5iJ{eh7e zkK4U$54H}274+!u>MhB&3VwpMfw#OVyM(_U#**=-6JaGr10%eY&7Ej8EMidBSWWhC9|RDJOTr+=K1}SE&c8UHiWjIK zvFe7(Y+nr1*ncZV-U-^fxbz}ldJ!Xp3gOz?O6#JpB@1VE*X=i;K^*G;3|hxqyB1Z? zGkim%TQQJJKyK(^GiFB~WvBvL8MhXJ>^4j-P|e5r=Kopi^8XL)ySR_u7y0e$!-S9Q O&vdmO+%39o9sWPagMSeK literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/b2408251-310a-4215-8cad-5e4da25c52d0.png b/docs/handson-cnn-tf/img/b2408251-310a-4215-8cad-5e4da25c52d0.png new file mode 100644 index 0000000000000000000000000000000000000000..00381b454c5b6c9acacd43e67ff65260d920288a GIT binary patch literal 1177 zcmV;K1ZMk*P)004Ld0{{R3hm7Q00000mP)t-sM{rC4 z00000000000000000000000002nYxX2?+`c3JVJh3=9kn4Gj(s4i66x7hIR+000Ce zNkls90H^Bh3=_bbSr+?9jh zKu5Hr6i(%Uq-gp`p*)GP1Jsca`Z}s9R}*i1G%pRVV|$ejk1=pujGTdK@dR38m(EOh z6MI?n4|jA`63GBYt9`%!Td2r`b+|5b|Eu30eTTM7ITRr}lxevpX|V@Rdgb%{)m5#1 zraWHDP+ok_seEu@zE9$Dv4{DIFw|L_D_qYe=9(8Sg6cv}{uJ%inE*AJO72*Ok5QaP_YgBWd zEJk5OR;kz}bD}5=IE6F1s<cDuAZ2mo0yN-E zCs(q|OIb)CIdY@yxC=r+Uzn!cxxM8~A99=l3@h~Vrn4&n3}+l1N%NKTxfF1mIiC_* zp*e;Qw^B`n%`mJ~4g(B3`~^`PVRi@Usrd^G_0*VSC~#t^F~`thO#r#PYixQ~pJa0k zYm#h^;ZdLDBXMTyF$}pGFqh41ls?Jk7&@so$>tc=B-tSjFumymeUi;FtVyythM{&R zn`0;}7qPWht92s`In!~HFBZlBgdtAy7I|-s;TIH&DJ07rLzHCsK30PvTMbc?yXf>Y z#t@h50V2y7Ln6swvN47@$ssxxjSpp1uI(wByfwWWBA0qNZ^js+_6`cOIfkhHh@xVC zD8u%A*p7h1<1jok3!UZsh=QOohC<;?vhYm7(fk#~2kjv?=9a^-Q}aFOmJ-}{N*0SDq6pR}EO5fKO9n(mwLnExUXb78Z-E;G*-Q15ZGXPC(n>3>{15p9to;{oSyZ9500000NkvXXu0mjfxzh*+ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/b2fdaadf-a05d-427b-9d59-32dfd2b8f848.png b/docs/handson-cnn-tf/img/b2fdaadf-a05d-427b-9d59-32dfd2b8f848.png new file mode 100644 index 0000000000000000000000000000000000000000..a309ae33d2f01a6b3a5353644381f516078242e8 GIT binary patch literal 485 zcmVf*F5C-4@x6PFa`M6?Yg{vtFxo#Y!y|%K(=iOMQ*L8y8zu&=;s&c^c zBhNc#0HP_(a}FVAT8IdyJVRX)AZA`Lhk&R6c@rVb48FdD60>H+0JGXF0H=rw@ea-a z#u^D>%4dN(GDw>aMv9JT*U)o9|8P2{f#UDl zg`s_W46Y2coRLcunD*vFhwgQ}Qx$qJ#$9lJKHO{q_fW7G@5i4*+1kKx;&UC&espUo zAKr)BRu1sv*Ct9@^`0T!ar^x9p1ZW}q0+jPhWk(YmRA1{l6|7*G@xRz)-tq2_vOW_ z1{6a{Xn;7UU^>rwP6?%+*ox@EbZYcxd67Pmr4p-?DRXmBsC zU*GTkynpUJKlVH`d*+#EXLo1z%*N{Js1o7<@h~tj2-Ve;^)WE8Aph{vv#0;8PNm)S zzYDCVWvHV1M(ZE^zYh)$4lXV(9v&V(K0W~f0U;qF5fKqFF)_7yCK>~S&PrYRg`xlA z0Zcn+v4afKx+lsCXysDh<0F(k$tY=Fu~^J))K2y6B6@On>3&t;aH1xhLMV~EDd*<_ z1iaq+5!?lg2NJSC5CB1&!5Gs2H^5C6bX=PM6dv9eo&{p5Q#;=9e>st?y>Zo+#lR9j zyeg4U;4IlVKSX{x`HaScqeVsWOsX*}i-|=PJM3Pn`Kn(l`NGaSGTd7GIdxZptJ|iU zUskQvboI_!wUhuO%LoE8(n4?Hz^u>0Bi!L%esH|V&Ma!@Z40s7m6j6|j572)*>x*p z?k41Nb|QvS&B=OL%;*Av`g2Y`*z?`T*9Y>dO=Gv@j!$X_x;<(bgr+BxTJy2HR~(uf zK`qM|B@;hhivZ7!h1C88-WPONp(0+>&kGdm-ZVVwoFygLMa{;0=}RLz^l@A1@goZ- ziof;V9>u0S`plJ}YP(@x2%XZ(;6)n**{2_6oi{sU+(}_KBP>Ac**rDD^yNlCOT~rn zBs4Eh1txv_xz9oSYq|O7*Nnpssi#4PCcVY)bzZB9Pd)ToHG}L7`H#uq-l1?2)*xu6 zn+Nfq{Y-46s36kgu8JG6eu0V`TNvFe(`jZvlVs-hZF_tzM=(*sDc-fm&}}cAiR@cV zy>$Qw2FBW`!_l?=)6gfmm&leif78yJRiUci%26UQdoV*iK8V3h&s%^GoD%-SsU=^| zHf(xD+qva>)ZEXk5Yya%U42rys;fS~F2%Lqs}DLrb%L4(Hd@ zUiz6c?|&&cUu^mYsM+d>-?o`ZCMxa8J^ZEV>J&Y=Ov_VItPeC(A#*a>*`Fgq?#NBC z6C_J((p5bBAV&FyR=A@W`s-w@QkuE@XPK0Z_tTF?)+qMK^o>_36naj&zgVU^TFgYa z;Z-7x^iB~_V{yby=UCex!iu_-x#!9`?a+sYB8gUwn(+^P+p%8l2TQk&!%j_ke2(^F zmZoIUViS?9W#AHP^DSR)pw;X*eV*3p1{-eabSl!>y&}FFNiSc#@@EYe9FW~8D9_R8 zriF_KQQP#I2e}$y5MwbNk70;3TQW#-ylt z@RO{(Lf&neU`fi+pjERz*J5RjZ7J}(LMW&-(vQDh+bxeX;6zk2+bI%-^TtL$a*O+n zQ&5}ez4f!Qlh3e8CpG6tX!%yBA;Xnk&#t3pMREQN=KC&<9i1dg>1;Ob^ElO~Uta6% z+^%zv2YSJf$@}L9*#Z%GOudMRwza=fZ$R-AYaPrr1G)jp5%E+9xa_8_YWi!XuEw! zIMgq@26T+KuUpWay6wbDG_C5bXz5;K^p6TN3$&h><=l-JSNvRHw$ioNwUp$}8I zz=L+J_~s5z-7;hmGlCuD{}3<~@0$`tM9rwXewcz(2URenW`^*zzP}_Vvcc3pBBczR zebHP0aNu4uXX!sP8$02G>5}&NB27undu0>kh6ZSdp*s2Q`%(rs#S0t}8wKIUdp8Dh zV)cU_>%jiMImXecHBqdH%4sA>?1yvdD$snci#GF3$02K7u$qb6PBV)2i$mv^_B%9f z<>2On%Vv4Wvzv3;Z7lfPMx2B3SZXU2zDz5M)e)icoU!GX@ z6<}HFD3>IeX_DH!GgoXOVyl-?+A(;tKx=E*$2gU)QT&4Gb*kVCQ*NXFXmo!X75mn7 zRV7CNZ3^ChZA1+N>a9? zT~XuNcQ+KTX;q5woVOAYMMl!eVQA;UM0{c?0cES%e}zBsX)qs8s*1c-4Fzc*JyPgl z{VHhbi?m5^XV0w;9xV{N@eBrXPGol2qcK7z-v0{--um8rH>W@66dDg!_`9}5S?4BBZcpWBF#$tL~*Ra;^s z1Uy4riu>B0|<3g5h(+-;X8Er$^A-#D4IskBwR3tIiyF#AK0Z#l0D{o_6 zgwFL{j-~luQitckDam732Gm^?gTb+Cgu;kULp;LVLSC+_WC%gWw6Lc6t z|782oDHdu%f)_A^mL;`03)?-V14E9!>oZXXrqw_G_}ZI9qxQK%?}`Sk^&)^V8s+zK zz6}e>(+K9j1Cz4x-6dTg@Z;>h&%mpgM%p0kG82v134TY?G|7teydQVR0+en=SC{gZ zMR7hyCNola;;S{Txs+<2M9^SIk<(o@|EN|-WRD6$*m>=!l)%9~dWFXxXxE}s1>|}c z>vUk$g9jHgb7o{rayW|m>z!;&f1}cOWJ0|VGUt_CeeBWrR?48^|&n>mqNsx&$x$Uu{H!w6WiQuovx#0U7N$rW%1bIp;yhd@u#~*UYj6C@s!J z26sU0`0tz7_?Im5fewc?n$v?-tdvZ<@`JN^7XU)eqUpmrm>^_pu%19?k8d$57f&{u zw>Ht7Tz<9b`!Uf+Oxcc`UGshU!T)sRzCc7NBB)M%h#<0<5cxvuEI)}rk?ZeR*#TyX zQ97X;cIBR|!#hq1P<9=8yz9Vc@Mi7f9vCC9Gw1_oNbshs4KvCJh2&3~8yNpL_mMzc zPbTXlkDDUs<9&NE-O+Ez@Z@Bsm){nHaJ&hXH=hL~FECI5cM9axm|(D+DKVbdNT?c>%z|o0FvR zA;v^FgwX3>5G3t(%D>CwAd4iJ+>gpQsP3-$2`$#uE7Cx&N0Z!?NHC9a7-$G- z$~#=a1ff?!6g$&>ap*Xo>??12Hx-#)9@KBQgiNPGxz#3K6eh3=w~e z-U7}IKRg2KuTf!Y^@u-T-+ zXDW+SNzv5nY%rcf^@h3LqW91oCsq4fHJ}o9Si1oLF9ym--CyB%cFA%g)RRPtrQeh)s6)NSB)w`9|yOKT63mdqH$Ie71P=JW}Isi8kGt zVM2Y6{$B=SLAF@Cp;1sGKvwWK+>S?ubmvGEE(7udJ0(f=&vDS%<9El9HpReM{;!gx zNbtjf#x|6Q&js$RGXk`qo)?cjakv?`h*M*SIOnoTmM4K+sWH$=%yv4Pu11Q9o?@7K zXsLY4P_RZD@=K_lr5m=SdZQ(iEbwFzC)iNvry$G%i_ywF6f>k~!M9z-2o98< zHN;Z_Mnh}i1!OqL(O1bX^@9}?%mrt^=`5>KK=JMSRRAQx;Zsvm*>OjqxM7J#K=&cn z#1_!Tn|fI`Nf0m7>M>1+-YtC_B~~i$_HwX88#T4&oKjh;Y7b@+9jVubF;=$ZwSeb} zrGlr{I^L(7w}@Psa&{EU)0K@mME*eXTM0S>B3%Po&bIZ%hLiW@foXl)UW9_c>8W{p z4BI+UjLUfgEI08)W8-~d|Jdpy@FBtPQbCR^ zMhOBg^+YKfyx!P9re_f~=R`NZdll-`emcu&$_`Olr=_mQ&8R(j@>Av~FIGf&EXaIK zvLXUxWOO(ePASC%VS(0vjkAt3o7-W_2nyy56p3&Jp|NR*2k|}IAMTuHoxclqv}qgz zR3~otEE#V_$yMHEWwlJO6X%9)yBVF84+P}$KS9Dskn7;V;uLq-Q0lEQVPYhR8rdHr z7wv^viHBIJ{KH02rW!Jp7WB*sfB0V~lnN`=d&&$80w^<pMIH)_Db^!&fKK^UQ%s=f;Z)EDQ$H3$!CbK_;dF7aSI6 z!{s9$#$te}t%GcVFDwlPp zQU1V*91vkxh5w2lB4c@|kS38qu*HUYc5)7MaQcrwLL_=*|ofJ>x!V zJIETO>Zj6{-w-Z#2`P3nCo4f&I3$nx3=>AI6{%a2{5t+$Q~U0UG?d5h1h6Oxr17 ztdfC~t;j|u!oB^lH+%eMZjN>|ykDv7UA(sTyjY*$$uPBqKHWC<#+c{Wm)qwz>g?*t zURx%mb2+X*UCH-+A`9Gp@p}W{nyb6*C-=%Wk?K>WMMGvC8u|EENNsB>-`I zwcE4jtC@mSjJ$-9rXUdq?^r8rKTY#3LTSexYzUlGF=>H6x3Y^&KvoqS**NZZ9=PY*92Op;7mF8#XLvk{}~caz02^P(cRE46_P zeB24F>F)5@OG{a&#K7(qD_Hp~O*Q(wx9$*6;P%d-wP>4q(2P(2b#U3WDUsS1afSYG z>Kwi~hsLjuw2hbdk;$y*>E5y|V1npLZP!uMC_eh zZ1lfxPoTy8s(tLFK?dIGtvn~;6TC7};Q@&Y^X>_@1V4a2#k0-d7s1AIOc8^H|!oN3DiOc0pTHYlO~XAebxF z8?-pWteLEC&1W(0eFaok1@Lv6q~5waan0<09vXJ5>B243qJAkdEk2!^3x}>zS~&#W z^#DRb4L%K!|7hhTTZqV)Uqku8tpLGN9terX+r_0H2UlyIS08U2VV zbESAysPMx(3>iI|=lEWuj~EWDf8edSsz2IOsAYg_*4{ywY>C6Z!Oe@H0{4tB_b+!( z9a(;3l;_q@%!>Uk2SPG;NqJr>d6d9D<*{tzM`gT|O8hvfqBf1g&9RT6%1&oAuq_Nc zIa#U1n)?+!(rFW4AoAJD)>>f+Lungoi|)ZyO*b!nGhl{5;VkmDB>Lx7PWU`?J^nZ! z(f*kvF7spM>7=TbM4+;ChcvgxldG8rl<|UAbMWR%z*y*m=2NeQ({Wew1Q0*SH4bLs zW^s2Fa~lF%ISwA3g|gT_fAv`|0vhJ|Edu$StSA&of~1OoUOIf8al=u_5c)Us#iy~b z*5EOrgrV0%9@QW*Y?)Wd<`*Fz*woh0qoCtt%K26&1BVx<4Ro6~!J zvc{7JzFCx^PhgcBIx$LKNoldTX^(DJzss%j|H!aqtVk$s{lw~TFpHyh9W&34KkC``NJe73KsfAVt`Hjb&iy zY#hOcxp>S(+wA!2@`3~eSNQr`GceAXHWv;=a)A+B-apBv3-N2yFbOF)6^lZGi6PS7{%Du0h@+nvss7&|$ z9yEyOAIWs>H){%p49$!}?B3zOs_{mbYCk(+9ApVbAah9=0VbAVZ{s#P_w%efv2U1> z?Y`ymO5-VJuA#d&YcTU#}uR?l&5W6P+nv1Tq<^&#FtJp1QQ z**H=by*}cAlK5lld!+n}XJ{VZh9@@&5`tFs7jS#UPA98XOBzf|=oFS8Dwy1?-tmOC zZR8yWJ_3vfXQA=`5XI_&leQcWJq3 tB|R5sow7n{{y!Fc|7RPRe98LwT$2eoFnV72@ZV-qT}4N^R?#Z#e*owAF){!E literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/b41b8fa0-33ef-41f1-bf8e-7b9d3a4ede88.png b/docs/handson-cnn-tf/img/b41b8fa0-33ef-41f1-bf8e-7b9d3a4ede88.png new file mode 100644 index 0000000000000000000000000000000000000000..2eeecd05053873f0efcf79a66c36a1560e32289c GIT binary patch literal 24688 zcmWh!cOaGT7k}QnTwGgLHW^vhDl4uKN=OP>R}@nA%6zTNjE2a%vhuBHD4VNnl1+=7 zkrl3x?f(4!dd~Yk?{m)cp7%WG`Ml>jC(+#0kcokh0RX^cY@}}i0P2W@_EE^ArqPxh zaMa+>+NsTGcmfmX<3}4<`(?~i^bB@(=#wIFfuaYa5yF=CT3=4 z78Vxe#KboMIPMwi>skhXTW-AQmt(Z0-J6xI`90@t^4GdzOZV?w*>0Mq*xQj;-nf2X zITl^L!|1ubS+G8;U?dD>-o8ELBWt7Zd}MBM$!>0=aIK;C^BqsWobNw=pQ;Y(4>QZ7 z&dK@DguiELnd|wZqH|j3?O*zTUra|cdW3Wib2Sjp{yvi9o6In4k+#)}_(6M^_g3t# zx(^7GH~l)eHhs8L41#%dR%q((hKD~)auKFlD+BuN2OZl!I&w(6bF-lcGDrJCtH4^1 zyYSjzfg0N6=8s67JBAGd(<=p!pu>&*zxEJuqo$xnEZ@pB25LyWOfK*ES4;lQ;LN2VBJ6&d+y&t?L(Bxy&b}xU zMwE-0Jp(!#?wXq59Hyx(FSzZ-KXuvRo*?nqh?GB_cYOm`7IT4=whm_+3kMMh?q8Zd zv^|xPs%2KOQf0`J{1Pi<`XBTbFO`(Sd>`BMQ53sS#9k8@Np)?%%(VI``QuAceZOfp zut~qfz1_c|i#xW$szufbZl>&c@5QF(CKijS&dh7o#O=hfpm#l7|5ghI8*ZiSKNU$; z{&p;aNG?ZG)9yqvMz#o1^(xN-PB)IQXb^>ag1(Dkd0js2#zZ(nN_9z)J$IeU?K=nm z`uDRzDDBhnu8cKe0K3+7uJsWQWso+qH&1<>tc8DADa;YC&R2q^pB%4H+CPkgI*kCO zwf-Z$gE(>Ig=o|oqnq|8!+5QCPIg{s_7pO|kY4DgNn@C0`obsMm9=0DmP23Qu%}Q= zB*O2|x(XkNa)58^rxQHpf`xQ)>ylVbc%m*Ak-A9hpoltR>6 zy$mL~p>#<%hEwWhhiBXOjd7ruZ?G!L>>?Fb+i^=+PwD+E#5KXCcBubPoidX-5eqt1 zf!mJ`Wx&rXi8sBYa#}!EOq=e)Co^`54PD+K)MpcUDHnD^mIUrz?DqBZ@!oGJ)f+Sh8?IECQvMIb#V+rl75aOkrN?6mY@a+2D z&)M5bcg)GOu}=lbiGpP#`H++jF-9Y^=VBt!1?kvHt{OIY&R^e1)HM|w{M!ynedn%7 z_VoM);JQ@D?>pUA+gE%~;qQmDeR{&cA0efL0b!Hhr@C<7aS>?d#N6Z|8E0IiMm< zMu1mlS-&ey07>EELxq;g$LWl$0hz2;F-2mI=|h&`br=}Z^NUx@Q|&vO5u1REU@z!g z%d`yqy^9}ZFz`Vz5iDB^p1u)1nNY-&YhwC??X0K<;_yd$=z42v3LWe=5XkiUVNReO z(2U&XY6Um{yo)9Yab82>DK^{*rYyZy;ZHGcEXb{UeZduE_4 zftkR+>ZMsHs=v@#6{TWRe8ntJzc}ck^zB&QU z0-eYR6I;;#beE^`a4ktWs?45IO$YfpL=3I}LyoNnY9MGX)ufGqPkAq*5IPYBlJMpV&>&#;e5ktah zk(IAD(0&uK;<>eKgDWLj(+{4yML#DChejIRh^e;xz3Cb zE*rLODQ7*OG)Un(>y^tlQ@=6d^`#i1PWu`+Fd!4~vfkw|KYjyJ2WuI5i4eZ4Yx202 z6gAS@Hlg1+qE{UEMf`GJv-KIms6wD72~wJ}*GW>wn2E9J>|mubS&h}X;kL)JYP~*R-QCp2ECpt%bw*r zBQtU_cT4%PW8rYLOI&%ZW*&wBV*iXXm~IaR722A%i-)KyJ>rkc4=uX^>~3bH##$^V z$6j#qF6~KEXESW9dDgZbW)+mD#*l93#(F-m&%4xG&hPo9|ExpZz|#PYg&6e;cqgvp zM0;dmMZ`b@|Me(-$)()c_{(@gOL9(aism!f%rHmO065On*6%+HhI>zenl2|9*TXw6 zOk!a^vF4`1>FxDgI}0-ZQ;}vO$9AMQlK0!?lw9N{U>P^?}8x( zoceRM(_iMU&Ycqeb#e_(FW{488sh8+jS(q}a$>qMojBx{dnTa*#qI3ghBqz4vzbf~<7nCH9J>Dws1owDlJUN$cT!=T*t>K)E zAm2Vq$&D__xYW6*^1I2qJ4tQErn9-mZVvr|m_>_t!hd(x(yQk43Mb^V=FVQGm+I-? zwj0HMH+#>8cSYpj2t%?#;(T<(zCl^-ligA^jiSH>2c%1}EC^yB$}~idpi;Ni&%Z?- zl$Aios0}5LLauZS@|UhRch#PS$WiZM`VmwguAd0(xn|E-$)Lc6Dy`mHb2G~jBWX@8 z>19?dt9P_hZ-fyk)HA$tZbXX7@~L_3=w| zFYdMLvy>QzuDYC|)U&1;zO9zy^Kn8CuS}g4kHCAt)jDr(*67P1zp;T#F zf(w<>YSR@}q{%O!+OJFeT;!gqg6YJyU|;CI-tIUF8IF*tWq z!!alo;ZUmgZYg~35*Y`pGaTs%2lIkeRfeojWE*5J$SOJ-=*omo+rzPH7;-OA zMjjD2kDhyn&9y%oV1w%8BmV#Tr~_mfP+mee!4aWK{*iISk3RBtMZ76M_?`eLN6f@54;s4WB1Be zbwnQuy_(wSE=;je0bN14)mkHCoS6Q|n&fkmYDVY0?H`+XU$SNq5<zLC>WJHT<`mqRoZI_BvPQ7mSf4B^0;$ zF55@aL^=ccBcSqk8`=P6p@$tFNkZJVqRENMgtALTque?=Xst91`R(M$e=o;+=L3qV zoCIc!D)J>8nz+lPM9}A?7;v6`c{OKnU96X>;<>rY#S7h7Hgm=&Uu-xRBWaA^4L zrR+kK=?B79A@43Vt=`3Qhrtb9*Y$4w`hAy|qIpkJWv205eW3#jzk`cYs0gTgdUWZ&BjO&icA_PeEDR~tT|U04@~Y|`mS*#ET-?~m-P6+>h< z)%Q%}eBkwOjuv-~p>B{F6?KZxQ-lJNY>&@Jb&Zh^Tj^BmViU}`ql|nFLf)k0XG4dT zjH{DHPX8P%0p{;rKvetZ|^t;kHLVIO8qQ9GM;Pj1#!kztZM#n z%la>^f#VWD3ZKRBAOVf@ax}f$+;p34E0B46$C#l~-s=4XBkFS#kyBQY9!PBNf4&)K zI$35UB6^Bo0?<;i2C)R2kt_Bk&pGl>vv|YMGpA?Te=+x%=<0|0==S$+@yZe*l z)D4wKh^8fZfe|oxY@w?#RhBN46kh4ZOECk4lZVaiU7z_=L1OSlw?sA&jVi4YQf&5m zeaR=fY}{e56e@OXg{(Z`N$W52yAL(7ntkj1Y8uV8;sch%VGcHz~=dXxY@ zrAlo+C38TSssF(}|G%K6r0CbqJ&UH3XV(Po5ZH@iDo^%->sfFoyptB#9!Gqzcj3H5 z<<$VbvZ~w^ucSq0jQQ9^T$$vA4}ymbA_MS*VZpwZmk(2AJDE1-JMlu4WXzuuC^jY4 zG(i{F|AtVPLr2{6%wiz?Hog|G6d@DA=@3(h=+@hIkU9)^{HPrq_U`&dYZi_y4hjB! zqlZ*`mn!TXE($ho!jseYCTAmFW7NK7IBAn~kZMWW&)Ip8B2Su8gHAB#nNz{rk9?ur zrB{hC>Nff&|fHQKxO9eDEAUeR6f zd7A8d4q+#|duc#eh!WKH>(wRlduG6#)-8;2;})*KBwXgA5obP^Dmef)SR>6Z^s$kF z-PQ?UbTNS)MNvW+gAE|e*}^F7S;s^9HUc{I)|%33@gsd`St89d>ZTLCXgpN+@(r!SW$rBaK9#vmmV%R+I>+FH5B&0{s?7rQ#{WilO;hbm2!=+$Sq zZ$x|7@-RH$$RtLOVRfBEXj{p+t&klU+N>@kcY+V5FwydAi!D;_rcT~s*pfqU_VU;A@6 zz$LrMG?UXE@s9eYoOl2tS)AeKdy3??HhNx?7%nA{2fp=D?U&h#fB}#QJ>SR|d$##H zBG(17=`g)$C9uZyH1WPBeQkp8E3csQs20+;;Nsy+qJF-9S2pvA%!{ zzJ=MINQT5m42N>{1>1n#-g}8Wp$-jVakTj}`V_iOo2(NCWHcpll;NP0G5RXT`t9FE z51Ov%>w~3p%a8N8yTzm9g?(V`_MufghvyCWkbdD%^z~y9r~iM~l&)5_;FHxx7v zD}RJ2Tp-4}QejsvmFWiD9HI{yt+_a3vHw}# zI_%$``U&w#A+XSiA>9<3H9MvLax|R;4nig%#UIFHtiPeN+Kh|fe^sH*Rrd7NBwa_@ zdlr|x*zhJuyR8?QXHFnrV+iZMN@+asZ>19Gvx(V>?>UQag|G}V`Ktk~iU@g>h&Zcm ztoU}l9un7yV7UQLi}vR=RSAdx9NQNIlz^9}@0DQ74tt$=O#dYU0SAv3+b{+uU;dEC z7FcDGvYwM~(sj9?rdC>Ry6Q@&s~{qhF?gv?DJq;h>YN+Ar}s371tf2_8F($Fxxjl( zd?d3gi&)HdL@e|%i7BhSbH^mh#lo3BxbsJ9$dhlq3XQR~{fmP9f014Xo@PZ@?s7~BJt2q~oOE<@!ToVQSb z4JihaH|+si0@&9$*0-Mra^J89$$kaQH1gE3dV!W*I{dOVc*J|k6O#e z3j%}|6SJIK`5ebuz>=~eIXu2Opv>0!Z|aeapL~7%VJNO&Q;@e5`lhbv%L8-5>CIJ1 zSlzuaHhO8K{tQ^!KW_xPAtz(+nR%#NpGL}J@*aMjMEh6CABBv$ik^W=9i;z1_W~$H zCPU=NzH_1UFWH~&?>Mu?n*3I)M6>dVU%BPj^(B2xQ62W~_g+XsVANp|QR?JOB&~I8 z%O}P0Z)!xxB(oCvI_I&?oA6%q;r+r3lh2QjA731=4#dpY%BmhgssBRxGQ9c{_HVlZ z`h}_goFcD=`N+O^P(d4W!dFJOA@g}ns@V3bh|T7T-)joHX9RYFd95UK1-pTtc@?$o@$|><%}k41meiL*s~v4jR1RPKunE z-47_b$~13}`(8#4EDqxFri}^o)zl-}^C54#bK7Mxkf{bg7Hn@vvOlHaRk1)x^do3i zM7Fw2jI%+RkcH{4@5%9W{TsQ2lTzuutYh&>r%Yl<4K34$atEhp z0unNiD=YO7-V*upALKn<6=-ojBBCf_--VH~;pGR3sghg17-Bki#HJ%7p0e$HbphGC zk4uB|hs#g-o6Ln@_}Fnrl;g9)dCm^iC_+MUk*J&E?eQ()w4UBlG%es6P&qhL2M~ZM zEG*I#lYr;|E!yKzk0P$?ti(c18EoG^k~goL+-2`FZ>v^;mlk(d%f7l zyFe0Ie5b6<{=~a{4upg)QP%S^7Lj@KmB4dxI;t=5muAj0q}vNfd1_OS9tvDx{f;|Di~t7ATYVwoRk zoUJ9kGsxqEI|P31`y@N!UYL3`$c}U@chpTphy%;uwU$%hPnd^ZLxj~}i7nEc9b1lh zMPpMZ+WtzcP@{U+|92UP`ByQ5i{dMO-a)sn>oAbh^vBtlWwyshrWnbeiJC1RP{0MVL6TGJn_q>iH{Q*gOG7c&h!@?unf523sLowVehajTC^Be&-{sYW* zeJyUIIb6tl(k9~#HyTV>?2INW^wYP`G8o2$T|VJg>U$4~pYtbvq1zv@Nxyo8%VfXW zIxtrFYglJSEHvPCV`~nQgbC%7!&>h*V)7QF?J1KZBv@bOPnr8eu$%kd zn-(ySLqpzke=Ux-RCo-LQZBuo(>-PS5{atVFLxH(3qHu=O51E4=VU6i6MpbP2~K+= zSmNZEF~1w_nJRApChuHO!6H*XHMTiT`a%90C;2}}QLNH`DKH@S2l4RCkJ}Q@^PpQN zaHMkXn?eJJw`_e3$*Xrf7H9LZDA0decki;**+pY#%oJnTD9DXknrBzh8V=bs*v*iK z*V&>J1DVfZ=DAe?f}`VJs7QfOEIQ@miO8no_rem)kztd(Y`us&oOc(F{IBea(7P%t z<6v??{*`MT6^nC58BZcNr=^9&Z}6J8y~3H7bPs(D>=ET|elm}z?&|vmSaDLNQ?)=? z){G67<~B?Ze9FTPJtuwhJWEmt+`z<;%m0eYqS1YviIv_7wwkHb+qSJ(JP-stppKnW zw*})yJahP8EOb35Yd>)8NZIE51MFyTEej6tK|hVBOr;2fal9s4i&Gb@wilQ%+pJHX zLQUDZHR7FoS6Wi(FPAf@FqkVawp;Rw$B|4K;N<2Xi)s_L~uQiYk9Yq>~Vm@&qPy1z1>HyLEg(f{S{lWtC$uKnVh2#I8vu6WYb8$TQzqN)Cd{#1{HfU!JD}+ZPcF=Mlgt5P}t0F$slM z4;VA$4=$f_%w`s3-rF&NoY__)v{Pub!v}0pzqXAN;ZP@-4g(b7daT`&zB%9O%mJUA zt363Zr}vrp$rl|VKI)(3Rl|X4L*aB&RR^`D4+S?E;gFPRm7j;~R$Fq1qktUb2bK^d zvDpxR!y^oQy0C&%J>$~gMhkhM6*O%7ZCwVhCr>Q&P#ikv9&Tnp>=}B2#f!}w3D!VG z=kPQgcw4h79=yERZz=;oz{xIQNwMcUqNyj2r)2#Z1RA_X(mbYhx4+WA6yJONVMf~+ zNqLT(J$qrwT%S|~ttfJII&4*FGCUu2D-+`h%<<<}k5c%N5z;IMV4iUAbX}`XI!@zp z6mSP02+>?M^%qifJO==yCMxUU_Q!*3?^CcIp!vaEdX73RM%%ony+I)KZ=d*qs>toN}fVtuy8v3N>flDADcBW~e^Pls5fq|WZTi=gz zW{a zQu8;6?4uSDaqdi^?R&?PQ5_b7*xPhAMKCVJcA7<4$n*gFPn(vuH+>iGw~Q*jt$qAk zhNhID(8Jt=2vL+d9=Mc{W!b0XuB4jFCo;1IzC>GN;0(vE8ihs9n8~_B?8cjAB8Yl* z*uL>fp&*MsHv9b~8v_{)UYLR(=2mB!+7D*Qf?58%XK?^Yg8H>ZJtfQ|z1thddr*Pl z4L9JAsI8E$f~D3Qajd;8rCn6%cUfQ z-A*xzfe^|(azLvaG^_Fua+Fm6q0sOLGdpyaI4V9@Sd2IziLQC^$^8Y!tqx2%V8G33 znU=j%CHMwL&~!M;JLz5n>@lTQlMnQ8q#~G)JND{uhC&wUEgvwQkG}nc z-H>j+?#O)u!rZ$yh`{u^WJ&$Q|K%%r92|V1eG1EcC%Cg5;i}qSzADURcK-tKkVxEj zqhr+@hH!A&{G$vTrf1`CGN*)1B>A1dd9Olh1%9jvQGVH3klD%r&y??35A~l~_O7BG zNI2H4y-#xoLm9_{P|zFe>{QDDZV=(|Z|3bWFzM1Cz?J3sotH4COL@|v`ruj`_P-Nn zM46HNJNr5&OoIp2d29oG1ViZK!2{+hhXawo+X^UHFiPl!h3nLkvc89wL6$Tn0mEa< z=09}!>PFSH*IKpLgAjEDoID^f@S^)7a=)4b1aUXiXFT!r{dmiTGlop#oR_O;Lm1DeF=kJT4W4}5bvE>*ifgIXD^`&FZ&`NcEq}o)| zQW4aS6xJ{TKT5PpqwxuC%^CD75rOBRnD}Yx9Ib`%(ptE00Z|klJvYV0l+Ksa(EdrWJGi#DRB+xeWplL^O4$-=ztU)5pFxAe z#l9xy{Z5geKxxPidC8~Ig-ML)|K2GQw%n2rJH)Bg_0B*ILT=0t3REKe0~d^O-uyu4 z1YNKsn!Y}pJp5{va-vBkz;xv(U8s|+uMEpEzWT8q8~j2BB@AL1Gr9P zZVZ$<2aWr>^W{9$xHD^b93h2!G)^o#Ib0g+79Yh;gq;iu73knOXIRgb&I6NhBJbff z$m&WS0z3rjWyrfZtkMkLeNq|chp1YY$X(!dggW?P77bY=6Bb|K)_d|5mr;aW$E$R9 zk|aIdC+ctMl?YnOJA6^&f{|v+t z86e48DPd&?(O27ch0le<33j^)uY|x=MFC211rw_f`FnR)rqkQ{lvu8ZE^xCX1k)Qp zAwh)31_hZ0_xc@<(_9HdHC@16OvGP_iDX&^HCzTHnsyXN8p8i%)mT_@jM z=CxavV3FWJ>pygcrQKocxd<0U?42YIfjdl0J<;oigW+ppM3S%(rBbVF)BVOX@f^`- z43eGT{^w_gfyK0&1C=mz-JVfChj!fnI})WUBlxhRqvKg{N{Kwmtivb)V)%$%N2_@cf2uXJM<>#0ZwkG5YrYD@%tIq{(F@+7bkvgGx1lzg(=Z7rxv|Ka@(i7 z`PzsSaJdULhTt1LP7gz4xTpKq2&|)%7tR0 z+I_QbP&N!!eEU07TO|S6UxjcWoS1j=qQx(op*bWiw?E|f{9i3A>Y1)Dl80f+rYja3 z4T(^oR-_W38pU}Ph$Ht8{lWfnW4V-Y$F`1F&w*sH1M6oGVH!dY{&I{#7sukPEhiul zt!;~sM6oWQE@_>>%-8t;sY%_BU;rjY$eA>r&n;D6GC==w(ck!TX89<4?R)er^PCj* zs>lbDoVXe3c9z?F`xNac1qQIX0H_n}$k!CJzjRAI0vK|Gkomqd&KL9^VDCvl@KuF= zG0s27q%2_g&CWmXXb-4@QHT!S<^)-(7?P|PqOab~2|Nl#m(Vy=BBOto(n)bVS})M& zNQmE!>M?k*-Dz5=&;y!vj)BN#X-vO#WASJ749lY>y_U4ho8Js+G^1Kd{1n|erss4J zuG~6blwiWIZEAs3)80oz_`LU^*e{9t@B;&}I7l8ULj#+`uDglY={6yq2(6hmSC^=b zsK0H-a?-6G9qvl-mI}b7gGx~r;dLF)3{b^ua_LgjlZR0ckmn|aH@-+a^|FMwZ|J7@ zie?c1`aHM`Iug?sjl$T0$#X$CGtj%NoC}cc4B1HxC*)YpJsj==7;ww z;!IAjA=@A4#IG;2P-hlOZNm6L!|8UAySOmHZo$W>nYF^wHpies{xmn=!7@=?XQUm2 z2`1YV90n)2%Rx`r1Y_K90q0i5O`wORTyX=kn^Qw)uJOW`K^DjE8q#`dZGG+w9L?h? zBqUZx{51E+&w}in#>zyTH9Ff~Y5E-MzN`$FuCb{`H5Xuk84>A z|MSr`ZQ5u132%QX5AL+2N1(mW;TOh*$d2-(-$x^t(+n4fi{!LP@5E+ref`IB?~V}; zZ-fl)F&KNULVG+Qtx5=H1&PPmw6CkPRqJA-9A<1BVCDn>ix(C(Y1sIL2JEx_Qfr7LNE{)>wq{linunf~LY~_yc|yf$LUj0xYR?czbfd`2=> z{7hE*D~<`yZ=SexMlJT87?X?a5Bw5)nS2+q+BW`*1jEY{55J`kXlp$@s4za24({ng zNahd(Q2ECo;o#cw%53Lht$e<&AvRaR^!n3<5GLuuMp55)IkyGB-?^bVijV-X*yY+6 zl1O@@^%K*HQ;|n!Tj!U2jOoT`Gq)F7Rr2TGDi}F^mU~?I`$hddzRbw!wcvNO4rMxT3{%9_03yE)Xy2_toHN zm5O4hSDHr%|9;b7(D+c7m9u^3jU)urT3Zu;(}%J}sbyBro>Sqx>;(HBDfO?4Ah9!W zt;|bkIEu|j1s?TVi^<>FeOVd%Ut}#Ns~Xd@d0Sy7^{dGQ@tiVY{|^q%@b99Xx+HLi zS~}x+>3Cj;o;{g}Aj#j^Xf_)zy68_ugwanT}{ZM#h ztl-C6XX+dtrbmm1s~Gp24qnrc`0^6s)9f78q|bHwo$~D%VZT^DoR9Z&+MU_LnFp>Q zU5E4SY|k{!O=8Y{EzA5TZCZ!6w*xbRv@}}iwqYN4+vB4BUy~mPB5Lt^AJ<$w5iN7~ z5zI3drq{o)q528r-*=bIV!y?K8wSF?zV=Yk&;iuD)huefP~}~A5Joa^zQz_TC72v( zeX_OIBUFS#WM?F?3j-0vjX_MTRbN=cRylaqoOD)OG`? zlQ&;W@7FlgN%QYJ{g^)HbE2RWfL&>AZz**DcG}EHF$Iqf4Y-6U^M8Q74es$LMkPXl zb3pv&0KG3zz`+$prA&aPon8=$%BR!w{avuA>2tqeD72Najh6c#LBl=vDwe~Tc}^qE z$Okkucb0wzKObsnWFXz{-T1-?MmRv&DSSeMVZ8uwl$wuZIf~MZX3(>1IgZQoK<4QP z0<#gj8XN2QEJ-}83Zq86Lfc>_J^<7hJiKG3O#20y{RKH(4e3aUh*l7_*`hNeAxLv~ z(86A(6BqESeacfHklKQ9Z>44z!G!?4Yd-+q2t@Eru)$|?lD?<7?nwpQJ?1=n`E0;| zPM+vV?#{>S;Pbn>6MdT7*Spbe)Tt}U0>7I5oFrYd^P2Ut!8`AHmNw?8*+Bgd??fmwJ2r$$nC4&0Scu;~*=S7YW?qSD7!qZP zblp9>GD^i@hf)!BtdxS5!!HbQzWdzdzne{Bh#3Bu=#&&DVrNqBDGqYH3K!KgL)AU{ zAWm2~6pib@2VOv?t~6IPxm5C!^)oNu)2bS-YD2n$`xocfW<{n%uoaYn*F+F|Pfh6w z_{cpBVy-oK+!%Vi?f);*lxyX%iHka0b0{~|}F2%Bg^&8NfcB}Bq62;GXHp6-Or0nkx9n8xwP>C>nB z52IL{qNT`6jni~kpqbVv!QH?0op$rLM~x5)Rok^xIL$(=o1+{Ih{dXF@p7pTz%%r3 z`wPL6x#(=8(Q!L(5nj)o>DBgvN@j3lQr-0o90+A^LafWjL_EO8-tFaRq3+vUYRc_> ztxRetD&I5k1od>;Yc&8tsziBTZYey@8Y|DN^j7=(<+-S;TdcD}{w^FJkHUV}M5tTk zpOxMVvqI@{7klC~{}s{OyZnlHKHlI34T-~JZ0J9s(cAp%z9EOJr#sL!JHk1OUNeE) z1upkqE_L3P;?C(qctPyv5VFi5aFr}_ zMG|NewBHun4jTQj{@LfwN?p*YudiF(1{U@J&@X@55m+{OU%+5~&o!mRdIbq<9d zd0aX6^Vdo%loFkMxv>=TH4~%}~Aix`){}h!>W=b!(o)duOCGxdPgKB)LEk z>`OderSr>XUeSyOueQ&2SjDb9pd>58TM-bR;urC*jlcc+*Zl1I2XQt-7yoc{@uM3O z7{_r)a`yM7VNhv}I@h>PzT-sU1$aZ~3nQ$-_tD|>6Iaj3e@7yU%X+of%qz#xmYbx_ z>iIvfXxqgByNIsW)e?voHThg%x9r69_L9rF`mpyPVcMT{`^rqgrYm_n*Z)8+WT5(} z_$6W5aYE+Km6sAo*h&U*aCvZEx!Q~aL4I)q=v=Af0zyZirQj*{sW{mEBiUqJ@a&Vr zhn+G@2d_)0U7O5f!PmGBnRjwcnEVbDik7FK08jS)&@4{$ zzU1-#q)IP3AmqRRoGeX~04AX6s={^M%~C)*b@>@g!`WVta>WF{Wi*f2xyDOW2`+GJ z`OMq2z3vYGTnwANn20!B=Ogd^2NC9$Ph$ph*wHwdvpkFw^h)Hrb|9}l&DEXG|0CB} zz|DFb{scn;20`QxF5=FA^#uc?Ugr1j)cG^HyKTMQ@b@wNGK{ zY1o^ziEB=RtiwKJm)# z@WkbXfOF9F?#h#aq2JU61CpcXsb&W$4mCNj-|;i%W@K98hd}k<=l`kY^MHoMu485q zqqTWyn{+lrv$4k+pGz5FnMZOW%LL5FV_y_y5EDN4JeQecKkXe#M||Vk=IvvlaUNk} zr^3hD%vaW{US^?*Srqf`iG23srUPh-{02Q*QMdig?TiyP=?lwCN0p5!|Au0xd6V2C z(h9CUX#rAhX%o3yUJS~8NN)ywr+cUs4pT{Ww@7%1gqILhPQRpU$#~b7T>aBB6ZtFB zIO?y&W9_a)xa^6??%7qm)nEQvj-ch<3WoF0ApW;*Z)p9XU?gum_6To!rFMLD=vnz> zmDP=nvE9CRm$1ivEu@}b@mq5#2CQ~%e#?a3@=Kf-96Xh0)h74(3Cs)f>kR-|4grs1 zOBWHr@ivQ^o`%_U4fL-jvftK(N5il3-CC3ZrQH4-nh>o%DcVC1v}~|ICCN$zC$_Sj zz0gWQ*#obWZ3`FlPaZyK>{K3zq2nRzj4v7mR4F4U-cPg*?7!fUp!`JE0euP0ZTei( zuO*sGRZNhS=3O&$RNxK7r`zV((AQP3JAb?#KPMBB_Zht{Ak)YEU>$uhZmdD5_+hCjU6;ggE^><2n%jlQ#)< zA}?e9Rj0tEZE?)FT*mSh;#9#gAoe0KeE1)atfrIB@@i_LjtTf}I+dodi@Lm!X#rI~ zbOBvAEza_+>(JA#{9tf1YXS8mY)+MJhwpB|?E#rQ;9%c^i;52OZLnkEpH5Ok_CRUycC zd&Oh(J{gcaPOS}Q&xBWaCPHef9NtrA74zo~RY^-{Ot`=d0^z{&4ENfu7_rX(i5LE9 z*e;%ZBI|k`(-!D=t}@IMS_ul2p2>K2?^QLAsyP;#OEZLItVXT=?DCSnLdoK$uX z=zxdF37+{Og{AZRCH!t>MP9=YGoD;J_@2rLOKqPVlD@RBN&oPrBvNZO=h%jHP3fCC zgm2xCipG)JLg~-_VJsAHG#qg1s_p*zK}gzR9WE zzQdQ@cIKAiMTuPC8n0*+1G%RduTm3MdnTtP(o}Ce=85>Hq>r*vnRaBufUP$svsXOA^=@x zg3;q)Pm%r?Ilc{M+}Zm)BdW6+gdvATm9YI@2>QR@-a<3$Y5CXb2oBt#-(M1)kpGr< z_D^#58435a$si2s`O!nkj%?a(GPvYL`5YkHZ+<7!I?$R8OG zCUVJhSyI`E=ev}^9sR2&-r2Z)l*O)4%qqFZPv)^G@^i;@&LzoD7byWO`duL*cqLoY zPatCsj&D%d`9+&7E4J`6GPD<4I0Env>~-}8;U#f%Lx6WS2-$EpYfmL3ft|;T;r>@C z17Yd5S2cM=`F*cGGuqM@^#9)ZeH}n#56hUla&=OCx)Cgg_A(d&{71@TSMV~trr_A| z0Ln%0xgQoA5B#UO@cjxT#8%=Ty~++p3pDT_?odQ+U-s@DX-{`0I7p!e%O(xTmqKz7 z4qbE6B|?Q{|0b?!I!2;Gec2PAu`Rlgf45qZukp_D+91nbFOv?;Yd-4`rWiS8sTfV$ zyTV)?q<%iu8|)f5TeZ?ticdN$Q`nfqgwzG}%*iH-y6<01Vm5YIq8IaylSgatN<2>b$+`dV)j?v`E z_EK$*ab8$~;GxLt#ff4CT5QB^e2hO=9g3=r4yxI&8Ncpm;}JoB5e3eLHK?O-;z z>uRLe-X%@H{`tkxQJH+SIwN5`*NC5@R+nCTx>A+M;w{3BuQX0Z&DJ_rpoq+IH;h~ z^7Xs8*dHMTp`Gnal=>g?e(BJL?-c3@KoR>S`OyfV3xU;k8u4mv1n&fvGmK811wCeX z#^=wqQ~UEGPu$&y0BuLRvh+P%FGe8XMngUwlG2wmz*Eh#ok3; zuhU#Vb#Du~yJZSZv;y=@#nvd>pV%+o=R}KNYRjrsZZz`}7N^ z8ztP|VZK*+`|7C7$jKmB9hkVQ4qRVC*9ifa5Z8fwrBqxJK$HRc@w{)WQ$TOx{X-~s z=dfJ;MhtmQoqKKJUWo>uEmG5`fK(Iiw3L4viv~#{|31DgyRGXXv^<0W-|v^=sTb5h z5P$n6-oXojd&SV1!#x#JBKprZ10T_v9|;hH)6z*)_KgU&DwIbH@?NDDrJ+j^NB|Oa z!et9Um0uLJbDa{x^ie!;z+ef9SCon|Vg1(29qMj$`__MKFoEqaTl&G35BN0ZGuxRi z2>7;-=KV62X$#OqW`Tc$Pf9ItV6Iv}Q`ff6)}Palo}!a{y8h<`{9zunS)5y+_NB+u zi`xr#ukDH41F#ZPuWSq6v(;veML`n>?uFfcQd>(RUtBUQ=6mqq=_PW5dx%)oq=YMx z#-0qxMFFU?2J|#Ai(0D6X!1Jlu&2!V9fGG=`TaDmq|g(FmVN4^igt{>wn=2r1xr

tI{HT#NX2h&@^78kNXw)<CGMDk@-eSBc z=Fs8AjPJvawPC+d>@_gPE94&G2`rp6*8zI|}l@3{@`O+GzOkH~3wDdnYT-u3t=z_`( z7#$L5Zclj2>Sx&+Szm8s_4s5!L7r6&@p;))X)Wmc5AvhLRPL=Jd&)daMVBozha)?3o#*Q?(Pz%cX}u%L##6MQ`|aleZ3j(bhRR zuv*! z1$rZN5*rFscBtbqYs2ylCRIn~0leumX)(H#IDA*$6T5t~_cjuoOt#DA!uqi`I8nE4 zXoc3rNi2!kcU|3^C~An-`yjY#|G#ND^K`C_hPc^xlNuyttDnd|gZi-hJk@#r)0OWv zTHKi;!A*8oJ%HCgS0c;?7%ke5;z=FSYxq&A3f;c%28qi3F-qPsv+v1Z3KI<^Cgc_i z(zK4{%Otyhm&9?=d18Otb$^@_EWb1nCeZR7$A#75k(+YmO?Gjc7U2!V2upqdd#pW& zRXq&L1ofCM z-4j3`W+REN7P!cz5j89{^ihH%jm%0&UrtZsC0%w6e=D9!Abk$%k1L9WaWc`$xQI;5 zTOoX85d$6#(X`JVKRs@=+9hqIBSIh0$Hi5s3Z)SvS+ou+x158Mo#nCJ9}62(&_a~M z|C<|@eU<&OZS_l>H;a=_m&0`qj6k{XLU2s67q{x9nV=V=rDql2<6@t?sEeyudpC#~ zFx2KeZs|f{#c}w&Q}PMn^z=Kz!+Pxzn2w zM+q=BnY4T*Wl|>Z0OKxW{`&Y%uhaZy=?^o~a4S{b#cv=hU|Mki;VzJPwk!iN;S=E< zy$l|U1_jj&Z$fE&a9hr^Bs;cgi>mRFR}3|9<%>=iW|tr04_O zGM>GfvL{RFSVW@?5t4+kd@8V8wZ-QMb3jNDDq6%c!4W&AEoJ2&^Gawr0vPf=r!3QI zA5SICg5!P-#B>pIG74~Wo_vAUJm@WcV|AI$GW>`B;f!U?jde>LX*SV)xBDaR*j^C< zeWfV{N%RD0cHkX;%L1W$Xiv=x*An4DFF#x}S!H|p@F0&@ytlh3?zD%V` zq0g1XHmW73m@6Q#euBZZJ1htII4^a>*3;G2(<)>29AyT5q$UQjoPUOmv|hG@ncyig z4m(Sx%+HvvEQIJ44gveL8B@~Je_M5%?QEK3JnOtMIU}TubOatG=9TSc?1)Q#akl&> zsiJVS4KYg@h^3)?93%o^k$r@awJJFU<9&}9_IJa_>1BS%%*zdtHR0elqo@N76x#V- z1N}t1d2I4#H~04)oEzw19`;tbdgIy1Vj)LN!6yiwpMTN^mJ?uEnC1oPhpk)NOyFZc;F|n>5}7RMgeIyj@Ke(hcSETC=h{$4*V6)EjTt7RxQ|-J^nG+O zz3pyRg78nu2#$V{OMi-HQxM>8p)K-}!s&o^H z5_z5CXS){u821B+lRQ~%{tVN1LtaU3fv&U1!C1kwDX=m`i*xC~Gby$D>z3SShpb1~ zxR3yVP)RBeCp`2>zp}6-cl>SWPZ6Anf%$tdp6=6JxuFj8(4{*o=Qhn2##pbd<|0P#hG>Rm|%Qzld~FnL$+;x?~7VI%+XCq zGCB(r}dbz#>^YH&)@ZB;iDE1e(B78qY?Q1AAnU@`-L$qG~&>*k0Scm{G9dI zKd?n)(zT-o2-C1B7nljEy)x3hzqeel$C;kuRIw^&_whdWtOUu-lH#_49XO8C1@p0k z6r>C@f;sa6Xs&S0uIFH7YFhR5@uLVjLg2}-h38;>TFS9*8?N97l!`q_nC1CC=Vn78 z=#pJMmT0@e$K4qE?x3>>n_U3Nz2T`rQp$C?XRS6sfvihe#juf%I3hsZmq7XoK*C3p z0t)$?n<7-__mjjWsw(&DQOau3I2-l0DPZeHL^C?nb71|%`ZEs`gIuF3s>isg3+1Q)g61VYEEmntH~Y9=j%a@5NuzCTi8n1 zbFSAx+5no3i*o|E6p040%|QTl&|urRbgYQGOPt$~e8iW>u;;EFH*+t>%j=0G!1Q)BK}a9#z@n+wbqmGr zIn9zx1Q-$bEJ^#YVd&QnNTo928|GN=1&T>59$r?H*OTLATTf3_P>4mBV zvH!8Ei-fo-xwUif8u{z#k~x{Kn_Gvo7uShFLEa z8f2*MZzcv9^|73rv~mCd*MElWb`F94(%O5kBKM*2%_A-2)4*B@5Rb-WdGx5Y!1Q~ zu3Ts8biF(SgLnGHJ}YbXAa4vKCYt>_zyd7B2`+?XutMlBifN zMp)6?+*I;cSb{x$le<)gNGx+0^&|9Y-`%)_v6agf!`AxKx*z3g{HS_82ShkDVUFN@ zKVFZg;N-R^j_>hx6}`aNHDw^R6h->0L@;2>8DyHwkVBqNL^%!+FOa>-fE(BnuZ4-R zX3$-6c0itqmu{7aNT1j2$Zie+L}l__OGJS7YG|y1-Me6+KYz(L4(mzZ3SB(#0$CKI z-!o3QE0W8+(~8bbD0Jy2p2>NqD2g>J)!J=MdXtsJlT5Ft7kCSyu?5#uo#M(eJdAc*@Bt7yx9+IT_hxl~#)_iXvr(-m+0+ ztkvUS`%1DR%A%dFk~`C+e#_jYI=13hRa4 zN4Jy)p-`CiKRQ<~k0U%Mx$Kg3?AjW2aBuM){Eor$ip9){*L6w?p9;-?&P~7O3CciF zMG}CXt~>Nx`9%|;U*sww3uTXUmSY6yG~O`*ag2tJ&F4>SL^{Fw@mZ6WM*$$n5s>nN zRG&e<+koi2)W0L1j7BtSG?bKrh{In@OURx}pGQ!hCZ0;-CU1b*>CWTxMx(!FiSCYHD0>N83DC7l{=2TaWQq6g~>;a4Lr_Mia?<-Zf#~ z2) zFcdKfp<{^Vk=jsV9L!#bOIlkpW_%M;5y9OSH7EJ z>^0hH!2;tr3bumfe~ttd@TQBrA`0=m6VTvfczlIv_hadf8z4-wzWwwXSeh+g|LKH= zLG(c}Ps0%({?Rc~$y_M)6I)XzuQlxRhBUJRkK!8&8d)cq^zPZZn~jxiV#t>ZOUCjZ z7fWw3r*;{%4EYLZu%r{$W^!1e8$`iz&(AdxK3|Xd#Ys*e&5_EKWnpeRPGa&wX&@D( z@C*o0svZioTy|af2bzyXYYkH#w#I=zasS!W3^RCkM}vikdrbrEo(8(H@ctG}a`o{+z#Vl?^+IYwYSz&_0JzKlle`HX$B8g$Qp-2{HDYUZ#cpj^@9&eyZL8=ZobMS@ zea5CsCg@1VJLolZrLVDTbhoV<*AxauH;|W9J!vL$R}S6FAz^U96N|{==Yr_%(`44QsTHd5rBW> z2quosVgDNBFu2j-ZJcN`f-D~YLCD(Oq_)%24~;Sek$mC-X$f{dxlNi~k{3fMGZs1k z&{abLMmFj&Cn886EO+2x7kRq-rTAe~*UzCB@D-}SpW?gya{W;I79R8i&3fe4Q>r4E z1RCSB`*bNv4BcKcUgQ6+Lw>o%m;$3m&Wa&A%!fskV8PZLAj*wa=B&4V_F zN=vOPqoKhLn}JS3)5?kGNB(l3*U5eXZR#lRh8a#Ktn#Say@OMUFo!W9oRQ<#oT`5! ziSbQ_P#aCp;F{9EKLJ1sYM*&QcwQ-#7AZu5>p>6vI!BUON}sOGrewfKBlYw*UV02nb3H}NISmc+_1;1eaO8-4z| zo$#UMy{dNDL=|1+C%)HZC}q#xVDLYy0AOjCrhnaL1>e2(R$X!9fUX+i-8JjQZOL#& z20nL-1%68tSbcmBw7_!_!VsS7&H&CKGyfjOgq?LVM_%xPJQk&Dx%i*RO~WS#Rk)8^ zTFCF%vzSn?yBU?O3q~itRGkJF^qsr6yxgziw^Wyle0g&Zxc%ik@W_rdm<|GXB6vHt>TN6G#=f@3tl5RPnod45$>q&g zP!C|K#;gCgaj<_CKD->bOV@t#F=~p=l#z-7k2>YpF`84^{?a`C{jm#?k0Q4f<+v}D zx7l)`{XQ#ePM-`%VF$FtZhT#b4?_5_+(!CI$PzT|tW;w9@<7PDB#d7{ISA(wGQ=~w zuaWJt9eVE4vS`iJ$DkQ|1`l5{N&)GlvTfcMs;v#6eD~v`!yY?unmKu*Jpd;}D`f;c zCkcph2HqsRy3;ix!k^|vP?UwR^kFQy#us%-1|B)Qik>>0N#ock(CZQ;Wu|_YJv~=WVA8@lfJNHSao7mURZ@JU) z1P@M1sDb3DmBX#ho5BV#3ok>+2BE(P6XVt#820g@Rur^~kFbJJeZS3A|Fp5lZ~q2B zO>hL??zqtg;9*=ONsKQKnra_qc`i@<-fcK2|p0X)~_==pY$ck6piUqX{qRmklQk5PxP@BH;$oh^JFruJZ zxiqp{pi?-YeIg%K^Pprc2@f!Nfdy^9?{_^1c?)I1vc{Zy-soHv%0WJS5>5=eyEaX(s&VU8F=;b0v~@B5 zeYNsii|kr{FUZ#*#gIeB8I7{apZ(h*ce>=KOSC}uPSe4?3nUZcG~^)6PtJ~QGWW50 z{{{iz*H}a8;eP1*HshNcmeZuWpe0#u{||t+2o`e`i~|Nfa(@<-fW#+&nFe1H-UyCh zXyyx6CdJm)wQ)UxJH(%V7jED3p8-a&dlht2&S*~*+Ck!O^lg9l#r3*fOIpGzMW%(I z!rI;s%HR8^@_F@s&ogGc(Wx6Ph_|vdGF&8%Ik}z@kmlh|Kbr%$KW=){ zoyQCed>Qa{dNp?=LDP^E{Zbhb z1$+MSFZx+~rmV8QZPEC?7oY>Kk~+<0?VI-#9GQ%ji%y<%#OJVJ`gadGLke_$Zz|p* z{)p0b2rq6Z9r$S5qGKu!(C#TqL1TnLb%$K-V=}>v{hVuh-G1lXYlW#-Ff;G?9MVVp z+9tnd^F5-Qx7C}+o6q)fc$64-`fN&o_S&U5(@YCi<_5Gue zbFs{g7K(<}-vQM-lXC8x=Mk;a8GIDJ-W5c-|FSLk3BX?u M)pgY>R4m{8AL1RahyVZp literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/b53e5bab-5f7a-4cf0-b749-92b36255f365.png b/docs/handson-cnn-tf/img/b53e5bab-5f7a-4cf0-b749-92b36255f365.png new file mode 100644 index 0000000000000000000000000000000000000000..030529be6cfeafe36d9f4fc86bb2f1ab1987bdd9 GIT binary patch literal 16233 zcmb`uRa{$L&@Y@8hd?P(8j2M!4#Az`?rz0`ySubS0~Cj#MO(DELt7{w+_ezg-Q}du zdw0%v_r3cfzu7BeYu3!ltiAJ(Qd5z|#U{lD006l1a#9)q044+gcrJyCf*dLDuRwkR zIMkH1q-9-{{?Y%>g^7uYg@uKUjg5nY0|WwbadGkR@Ls%lL1L7)0RV`e%S%aU`OF_= zFBs0xxAb7i*E&6ub|SWSxBtW2SZC+n>d-pC>NT+L6=VMRfV-X*fFN@Fbk&$+eWW5m zi#U!u;_lh@_tCxDwr(x(QfBQHw`}L&R4M%|hakA`D=u98BeEVr6Itl=mu*w=RrPR(P z{qdR0en-DgRalAa|ictBc=h`O-q}`_1A;e5>gf-H=$b0fS--L z<0|sqqa&T77o*64Q)ZK|opU3Y=P?2JV;9_rET8_lTRKxSO8}q-ug~+6*!|7h2h@H5 zpj+P$#yQeaGuy*O1pO0RV|ZufI=sX68Oh zoB;qDo1aLAeMWrfYp*v60f6KBQ1zT=Bd7rJuM-;}6d!s3Ao|66<&>i>x*I(pgoUO? z81XCz3lQ>&WrRP}`Z*x4I_eY%5BrabJcXjQKcNBu-%g>9w-cinW7M`~{gZ z3V>>~R%o>`6Tv>ph1BX)EQ}(J004Lk&JS!ENihH}eaY5&+$eybzf_iTAO@LFyI+j~ z0PdYrC`K|eCueQG-(`CKqxjSNk^0B3N&opFT`Fu5It~N?;w^pA6~F*MK={ci^gteg zToyotRhzIyU(+_yrGT{!P!Cja;{^afjU;*RYOIku^WpiYP{K6V2`m8MIz7SG%%B58 zg^3OL@RE7N#|6dDh6Dgm*2?)Bkr+zFh&1No*K=6tn(2y50|5B&|B^;)P3n1gUd303 z0|=pK9GOjp+~Wxoqe?sj0Pm4u5wcwz$uB%IL)wr3dk*b<^wMGW#}ohnK3%6}1^^ps z1u?^(1Ng78ruAJg2*UCJ0E(p_^a$$8x6E}wK#2J|{obFKsAz!WV+6?(9AJ`hNr=e@aR2|Dybpq!03yDW~XC?N|#C0{}u31T0I$B=Ly=Ki`iW2KL?rAvu=H z)vKlc4Vfq7ntZTl282Wx2?&00101 zRBAUnk5q)o#wY(o_U}tZU^wr8rt=5oO7W`ei2>pqmffsB{t?xdawz|%$VjH6LX1=( z9zlm&#e#xrX!s293Fkdy7rwSJAOuKXAWTz^Dy>Zdpeh4y&FS8EV?8GYguJFq_g{Ya zjf=_+0KBvg@>-|9Q*b$}^WAOP^%oSeFbi!FQ5PI z8(U)8`W4f4&di8`_IDQa686$b&OPs6;oyx7|Cp%CQ$Pu^=%wdI2>OgEbcP*NAZJ}O zl)>JS_Y1)923@#&?Y&Uf?|8k|Z+W&G4}Z$xds^t=M^^v;?nd>0YaB^+FV0H}qulj=0Ttgh6i$}|ykz{t^1@+E8MRFL zHOhr$#i_SF0htypAqLz9i&WnVUVqi2u$Qv1fMk_Pi+!*OAy3&-9=Jejfb`T&n(}Aa zgukC<7-0{Q{L?qIbD;+-b99WbbCvy0=981$6E#!wqSF*=(LIlvQ0s3wK{2U_w&B`x1qUEfyWeFDeAT|qd(?(O{b4`6Mw5MFcfQi-$GrO zHpS_kF`5Hx9j-L*m*;Ls$4`a zuMn>*nnUFRYdCT@Xv==KIzvuOMq9?BxK}o%`M&XXI6^^@ z*tlP^bc;yrMU#omdH8c0d~PNe3$VgYA?z0Ss~Y1%ukpdc?t!`pN!LL-_Nh% zM|*Nhs6{N@n$Tt~92LiOwTPRWrvztB%gg7CxK(Yq^Cd0E7w1w6g#CPBY5S_QMf_(T z?Ccj$YgR=Cum89rOKvM}w(M%j5h)_;z$db0Nd}+jQ_N5~tiToOmQOcrGPtF}IU|es zs51AM-FN1qhJ{T~@HN_kjbcD<14c%ks4se9@lIz=WLqtNMs_1R1J$5cUb>OLRbFP`l=<1*p0S2!0s@i z`_iY{+>lz(xLpEba99OVffFt+sVP7B{ADJ(o1+;%-RiRpEvJb(m?L|mO5LgTQQ~rR zcK`4ay<^AKUZx?ajh47R+H~^DSTvr#!P@myk;_Uz$o{-jJAS}dlLxVl_%(NX;^y$% z?1awZGH3%t?&wR_uM#?CYe6Ml9tf4%!X|QpwDGnH#0%w{ z>FDRH7p`<=o_t3(QGQ8Tu4E8;=N^VLMN$il)4YL{6~;4#p@+b zV!!4tt&^gLe$49^Bq|G6eV1#!(HD9yL~lT$DfigO4y7sV{ahev zY88mgLM+F0zQtvQmy2t#!#L@Jq-HRF_lH4W8Yalomt#4RTLc0hEiI*N#Kv`UJzYQ9 zaNmx-#9(T$9{jw((l`gJPLD2x@!%jfK*K6l?ck~9Ncq!LYufJ=+m=j9vLy|+d&y0l zWprBFVjV16*{lt71csuGU4azy8X~q=;Ua{jB_R40KQMosbh)s_S;I_@w~&3YF^}S~ z6!%gfj|Ek*OS!t~x4ONS-XKaVV%_eeaFfoTD2hH#ehxQeKB5C(CZR=IkmeoO>M_sq zUsMi@8@gUX{Y+?>qFwl}86Z|#SE{#i*6lsYh(NO_1pci&sBJU|VPjYq;Iw(ix3tPq%LKlrTnjJ4Vzt;Xk% zea@qKx7EA~d#j-07R_vqG-^Cjp#LPpz3t}=$A3}!^*(H)iKp^HXvkJ2~I1c)c5!=x-Zw#c?xQ7 zPwcp93`9vD#d&NZZt=OhURJDTML<4{gY zME%Ps>EI3T$J6HO++}mIekHW#T71$9Q24Q7?5rm95WD9`yrc0~p)}1%=x(5q>U@1;R)1aQn$ zRg2VF_q9j*m21;x+vAb)C}bpx9QvoBRGr+I5n^5Hx|7gZ7eQSc)*Hr9lh!%wUjpCv zBRkD2x=0RBZDkPwjW2^cA|O(4{=6vyRf|u4Zh>6i&`m^>g*hHvRtIAJcVP+)(YF!lnY|O!A8ZbVtyXMRy&7qS zEMVraAA2QceGBASdMh?NU{PT=o}r_fxZIY6xyQ*pr1Kh~T_Ty<4%5 z9VnXwgmHSSgxgH8mvw3%d!no%_m{dhJt~R~knM4bPx+AaX6RI?!y{LK!BexnyeUh9 zBQDoj#dpf5pOZjMLBVM^IOfd4Y^N4?0dqEu<|I%=*ESDPx^Fk<`O#!$ciK}Od%ofJ zW~zd<3~7q2hcjlU!TTrdrJ-}+9|jVm28fh4QCU?x^#Rl@XF%L|JY%PagnQUs zmtd6t)WLpmw|A~XUKp+J)~l%_iagg6XESVY8hXuivS%0ys~#ehO~b|4!}7LM&-}Vd zwV*(LGIM=BNE3Wh$fi121yZTymQ)>5=)Brwf+cJpU)1r#T}}%P9Glez>8XYHU&(^^ei7xIGIUzLEo@D#OqMgMN_7pRDQ9~>Qh zIcj70z;6g{n*a}Y#2g@!UfGA|4Nkc2g4Q5&3KQ#9$*l(Oq&z6o$JbygIStPu(lcA9G zq$Q>pttrxyF%A#^j2#;{U3%+UY-$$HoM38r?-vPkP2|C)*tQ+WIvU&AF9H8*(_AQk ztoOIgX*BEGW%f!c555V@%TAq&2lI4Awv4Br=(Zv~&3<4qSw4yPU@?CU9}lJ4tSAQg z;R#LE;(c~hT-vl7-hD^^9zWSjW%FPHdcE`kr$cv1n`y&78Nz}|cdaPOq6uDGXlCtb z5>$Y3_9gfv#WHH}5#3iO1_tB%iElu*D3c_iMeOBOSU^CXju9 zb|n&PP!5vuYCo{yJ=xI1p!3J+#(7HxEYZGgK1;UNt0_=^lDa=GP8F>-bR$+HW;0;k z?Ny$pQiVQRIi%WOi70@J4<@0*DAhkfxvvBLhPf&zqjZGsB;a_yG>aOlt+uDWuXgQi z>d$`?U|=z{v?41Q2$y5aEtq9#1Us8H=!3uc{uYMrC#)`ho)GjRZxa}lgBEcSP`}V! zmgAY%qvDam_ZZ9#huh+dJ|lM#cBJqIsDPJk z4xNCZx=H2DZZF6?g&}Q352!UlPdvGJ&THTE#sU_u>MT9LHNa172OEPYc+@WFQCc-1 z=<~)wbv*)RNuSPYXDN4`TCkuUlfZXH&qf`0LxDSoEG*Jo z5WI@gbX>i`QaYTNHMgPlkgNzYI<0kj4WAWxX5f{9m7_?m>MW5?OpeDI2cLjx{#(}F%=~=P1eI{9k^a%C?(BH366qA8(zoXHg>CkM7}rZ2M%-35-Z+$*R5V4 z1S>%DWwUrI+W~>{Y-A~ewB}6}eEl_i=A`}~d(m!1%Hot%C8k=0Ze!7F( zW8b5-T`I6NWfQJ*-MhEmq_Uaj)t{1$ESg2*((>Y)L9hXd61Op}p~$>j_X;#xhBj@) zW{XK3ZC7Nw&IZ1H#JN+y)$bEv_`~kCB}uW@eYlWr#HXE&Z!Ba;+3rh+&Y_dS$5mL2 zrTzTdijp8BucUnC*ulwD(DG>0hwKki%o^ZZ>rDAzf#%@d4Zlh75$3V!A5t1pfy$(t zBAdNfWuLbV(NkYKg(W$z>RK~Ttj5AfgRXaq5uegL#|^HY!@o5K1x$D&`jhs_g6L%T znVNe#j^YT1ML!j6dSmfO3bkXop{J=56r2a$eXDNOP=&ZXE39pW9|a~I5sp*UCQb&05?51-MV&Q@esqocfQQ8uWtUh#s0bg{k;lU5Le^FNsS~qR&wz?DRYG z9A~Q2{)jSF+W?zj9fv*|vnaE+JgawqwLQ37@H9M;VFcKrbS?}^eubNF?W6R`qAI0~nzO$P5vDu$~A`yow8`b$%t}_7q zs5EP0DPkDFI{R>8`bzuCzLe#S?*P~%YH?pui+$39QQ=WYMdeyo?a>PBBMQ7PJx$y6 zCHt87Sn^a9`=)RD45&7(JV)nT`UaLzk-MQsI)7Dobj8Z~t_jl4i7=5a8>y)cl7rgQ zh*XIE=)!M7u1|@u1=S;3wrRTXtbLkfK!PPjmCG=PXZ4#L&c`w=+}^5;AS=%UX>$*i zcS05_<*GC1YW(bS;31`Om=&|*O%C4cK*ffeOsyYL=`=8DCI11ciE&4=I+2sFOEt(m z(o~J}i}W=WVuSKL)OZH0PDn)jeN-H=>74s9_xBqr5Ws zS><-kxqNQaBB>JsW#e;Aca840=v=;4-$Xw8 zgE!aUKIGKey7zv#GZ2h!sX>Rx5qodr5d@~~(14e`@iqeO#keF@TZ7H@yP4=J$>5mt zdudk@LqD&s;q|pMX^nhXH`hd^7g_cYqvhbQ820!fZNt%y5J%BLi2cZ+e>s-n<_>7> zysI)W_yR=}46euy+=nh{)X&$U(`>w%<=+nyi!fIkmM6YIv?ev?cL-UhZ@8N{sH&qZ zM~?wb(efQuOjXjk^rB1~i3=Xmb8C3Q$vX76_M432JP+TQg>|ePzEG@2 z9@EBRHv<&7Bl$2IewLL4&aX(}B~*cgM(zmxZKrKj-Rg8(7PWRCh0`*JP{Bc0;Um?l zq9vK!rV_=3>0_jh75ompy^C8%6r`S$@$4uT%aqTn>ZV#1g8F@VG($^3kAfMICN?VD zPNU-_GRD8#_P8&)B`W=K~*M0lzTIn@+x)#Zfw;%6F z$il4G^-qr>Yx%2`X5FWE%^}F5`}8X4eAd`4arbWaw|cQMjUoH?5ATNe@4*DjI-VDZ zkKc|UmZSXxP!j9hftMRLn2O*4Fe1h2mlzOCbNMc2HXgW4#l4pHTfMgXtM0%OU)H80 zqwJsCVa*&fOm3RXSrj)o<$ls)%zO{+6x;O3_)T34RL zz1VAQP%4@3FL+;Jf2rFchq=x3uB>WO_o+>FQPvM_L^J0rj&O__ zEu)8qXPs<)%}ZOBY%Lz2xcE}YJ^7aPywBLTmY_xG?JzA*S6>g}>U6?U+ak3H#JghE zOkaO3*lOTQ-{0Va;Oq6zWKgPh7XbS;$>yoB+9j6=OKNR=khL(AC)F6HICNL~vW@AM zwsk#gCof&fB@5g17uTMNf01A9^rgMfIaGf>lHqQTJ`VESebkuQMTd8hWw6-90%6HQke^a0 zivl?}^AlhR+kX^9Q}ZU3t%Q3<9qc0GZ`uKi(oUyt3LvhqDLs>U)W`q zUEN@u=XA>3hj&eDQhS#qbuD;U#WBRON71@K+bpNs{e5|k~A?8 z{8vzP6qql;?55Jf8F-X9uv~N&=_N|Hpz?V}Mc+te1zd|58$tn&cWgGs>a|OI9{@ym_O>fRF`}sK?UcAR~v6nk*fLc=yC!p0_*}Kgp|P1o!ir1K>U{ z?{DlY%iZAHM)7U_VPbX%r4;dXQr_aiZqn)_ra52#tmmXsz}Kch;^0}yy!G1?pTbyP z@eGx+9EPDp`>`T!i*C=AE{_2A3ee2?={+?^!InmiAp20={M<73gqW@`x+xf4s@sf- za3}Gh!`Wy=1@R)l23@F7+l>`Q&yCcyclo)IY^3NAq7GYiVQ5V?@w^%XDr(77aTLS~ zXAmknW{jR$&T>~mJS;xO1^pBm01xS9j#759k6@l-V}zY%CAk?`3!Rv1pl^RJoPb$8 zEItZce4NCBW5(kLuP@kcpN)a-Aw#bEStHp+udPNx}3;GgJ{0`-MUna08ZN^BSIDM>j zMZ+j2EgGbRe1E=m=R6J@8}nM$3{+Wgpt7+ratlEx1&-SSM*Y_dZn;Mg5a3A4tV>f71^|o`5jr7obh&X zD}!4+o$E&?_X}0T<X;`@mSe|^kT09NFir>IA~*C)sP+^fO;hGptU zypeCXvVFJ%2FLLAQth(K&vNi4h*P-^oYis#*U=LjHfD8Y(i{EF5PSdr> zN?%~@9-BU+V$V(E&uBdbOQ`oyaH164_~UKB_q+Hnm%e}_-Ft9q4UBV(ExOpC3U{ut z2KyAFW$i{FTAIae1GF@GHfV?5mG}CU`4blqTivKRsw2v{(K(TIjB$?dD=v2EM2i}x z9n9A-ViYK=4IaMaUr^Q1(Y-&RrJUSnn&I;*;yR7d8j|KkABg1V|4e)Sx`wq>(K#QI zH5s&M(-PFSjWW9PAm3x zjUADb`R0|y3R;ZXsi1?R3fRVVH2U4hhsZ9CALx9w#mpqqK`8CxWjUZVj?x}ZCS`Et zM1=rJfLoA$g)2OXX@moeAu(tx^WnI->H`~n7}9jH<2V%kOJvvMyPJ5<+sfA^^)B!q z$vj=O(Trh@@-k_yb^O3GPE@+J$ou&^Cz-=_?k<+8wzW5$Lrq-Vl7EX*eYfMp$)a5i zVy1!02H@d|+*28#zdVhdlnD=8+#@I9&+{DhM@uo4^(xK?7w*+yfIb z4IV=*X@T(HgDShx*7zj(sA9fa`*Arikg=%72B?)Hhu{TmqLK``3}*tH40$-40n=B| z^UqZuhPie*NWT#NwGZzbPKQ)P``Rt`w*&(9i=3a8C5I}BF82+5%z|(Xm6=l;18Itx zqnQyvvuUZE{_X~B<5H8tfVp{|uKur}P?pC_u`Q3{SH_S&I~1kr1Sp2khirEGabS;A zHBvT9^Pt%am0Obbq-^|&z`_|qH~>Di=^3&zo!fo%n-9=s?c| zz@is9K&y3SU+d~jLxY0mi$Dfe`ZztyL-fhkE?4!@$aYi+ z?5FwFV_}o0V33lIYXgMddJW0xZDVQ>rl}DA-E=DFYV`Q8gJgnl>u8Q>H%u6`L4Y^R zWiqq`4ZI8UONg59bW5*r8ArbKS9;Ew1~L_aNUWqG-84;lYZ3>6SIU#v|#yaVX`d95hguL==0`h&{ADkZ;m< z^keTYpC7$)(Qp02Bb8d$2tWlAZ`V$>GRo$URnN zDX-Q@0H(g1jynZr+m(k7U6Y;|*E|d{f7GEksfde%JqQWDf^(D^uHzaUy;0Bk)xPp6 z*wlXCcj!Y)?lP)OPlbk*@O9Dv#A63aOLjzOMd)Ew++8yymp1Gjz=kT5Tc_q7|A$Xs zD{ag2+_)854K}82%cMHr{&OEr18}D^W4Nt1I+&+ii7x2&*kQuKx!d4{;qq1q>~x4Z>q zyF$YVRy{~0-B|m1#`i_JG`1yrn!}1Xc53*~u^_FIteNj1IO9kj&&S4%8Cv>;+N$_J zqtM$yaBBW3@G{W0q1(H0s>-pkNb|f75{VcqHkNcbON7vLyc+OABsB6~mAjurxjXqOF6}#}a%WixQE8!F4 zJ33@?$hC2hYZpNtjT$b(1Y%5T6?ZAT-elP07F1khm?QrQh*m<aG3UPEZ|Gd!0QWKRbBw*-2OukWg;-x^AQxe#X+yJG2Wyo+{y0@6VEs6N82zrVJe zogu0JA-u%c_{Z-&obXeDiz&P0sb`JC2#=lxTPuav@+j0!-R&kanzPbQ1PCXp)w$W& z*Xgmpzt8`jiWEKMwKAoY1lOdI(FH$7nEmdJTby%pK41=t#ThuOJWwP(DUh=uE zw)Mg2H&J9+{x2TKwXN-_fM0o4l~F~}SA)C?y|xz>Zd3$kBVL)v`LWa+jkUoc9RL~lKVT|wx+*-KkR;)-2O#hrMTN7saV+vyi9j@nNX8CEUocz{A9@T z8`rDcZ2W{=qcb#b(mm?LpB~qeD*1fjr}zQM(K0}==0y4wTiHT3d7Z#)aEE-~dNM1& zM&=}2WI{E8ZBM3KfeZw_cW7D-UBQ1i<+ksmQK0TYc^_Hlqj)yC=!XFNWzHInhq3Re_{hhHsnT1T!$uxOF$XNiB^lj;cE3osm!jP4rhEs= zPgn2av#RNlzOCF|PwwT?|9(&M+i6ce&g<$z)>P<@&6ju#KxbTdsog6uNTcH}ILqUZytc3He#xo+PO3DDiLxDbDlo6PyoE_2 zGSLSPDjd`pgC;4-BKHnFg%$!9yXexL@(zF78im0 zZlGTIWyH~V12h1uUaOqV*E*4Z&!X#Yh`)22pXjd0G=6)gc3sxt`RNpDSy&l!%*@vqp?x$lKB z7Zb_RuZyiw6w6FT2ppx>Oe@euCjV$H|Ac1W`pEjd{jHTV%$G0 z{;@c1S$8|)y?kz3{c2JoU0#K4dL-Y`XpVTsIln6Vn@?MN!Ax>akipZ6&{N_|BV+=O->C@y;KtHoUTJxk?YFULDi#G9q-gi;9tKsJuNQKhWzd5P|HOL)=JUaDx z>pxbU^K+Vl%N9oY7l$!Ik-~6dEc$?boHMskQ59NtKC9+&=m-_0@!s%5e0jkL*pRV7v znycMuT)Xo7&h3s&3h^$xHJi^r2~OBJl=P1y-j)fGg?}lMp2fgGf;X4hnHE+IQcJ+WO4E~-*7Y;e zIV|z~-T^k$Mq?@gx&H!K@71rmv9UVdxT-H(9IN7sjl3M5#m4jgQ~gbbJkqi8?QhU3 zOGR1EVDbIL;oHw(;0YC_E02XdImm}m-8^EBUvf7&gq|oy0S@sH7q0qLblHN9{tj?6plt>I;V( z%8me~1Uwc@WWSuB>&FIv5)ev`jEDOGlUjPE)_h|6;`q~Cq6qPzpQv^)tqWl;CNq>O zyAQ`9TooF+7p{%E@r*)}V(F11iDqn|$qmNwvM4wuoYa@E{u32z^&IUSF%OFYZ^;qf zIy%-$Ul2*$U)fL)xwkV}V`b@*o6_RDUOFLNZ{-HZ;e{zu0a0fK!SXqbq+#Yh$!|f% z3>PM1j5D-fex|6^u&)~*b-60v@7(o`LBHQx?1k~!CcmUf;Ng6+6%rm;v88YPR+ekj zli%KE&386h_-{uj*B`uoe|H<=ynF=8T(1dcDp^uf=Rk6k?Ix&cG}cZIwxZ#eoW6S=I<{9z4cy> z_Fd?mi1-z=I$Ak;JRI9CbAj73jg>v-U__Ec-zIDLs!*LyGe_Z4t3Ifx3*Ui%bX8d#X|9h{vb*P423(RI z54=v#m?EI*dWExFDH|kB>B;0i@a-yP_$>(1zxweRpIu!he$`m)=SKl%jMV2ZWY(Gd zc@W;K&6+|VeJ+&Y(N4rDHP7}7*>dD4Yn|kV_RUTUh6}m47+jPIPK^yd^sa{Mw!W(x z7iFmxqT-;}`Hph?8%J+O^O4ABuLw5@rKY=W|27Nge$7;d*7&pSvQQ>#I{=r)wc6OF z^V*N;@k0~61Zs1geCdhihRhn*#oy?|i}RlbbHJ0sL>fx=Ie|fW)oqYZGnU^!8(3%&+9H{n)7%)RamE0@o=7%1B!#TE^eJ6}3NaoFmte)D%J7tzn3h4Fi8Le-&SP5InU zO>)NYqU7A|l`Mo)UqJwWljUr+)1P2^lu}M+2g7~J5qTa%_vaHee8`H z&u|#or;M#fTA{)bx+lvlQxPooAdv_NKV9#HlG$fl2#>GGsMC#gPa?Frn?>zq#;YEG zxmr`z`dMB50xP;JUb_BcbSCP&4a%&yUTi#u)kg+{U{=!3Zql1CiO`ZRqgJlzUt%XE zCc!E9<&{QR<4Tb|va3I8tBZIju$U_7geB6MkyBb;ZSYE_kAi=SCwNgFDBvMEl$TbS z?s&PEc^GtvlxYydeA{`UCg86u;r)|bwaa9AHCal z{oc?BYYG=fosgnQBRQ>sH*iq&DCixXyu?Z~WiDR(pF3|pPD;e7tg3i{r*!-(L*FbsCE+8^Xlv%RhMj(m?BFZ)^xX;_|AZ| zFSe(L^vRedC;>+wA~Iu2GSwj7KWejkYfb~J?s|7aO)C}^U5q}CsQ${MiN0^;tdM3r zQqTY6tV^OF#cg_aexJ?@)?IR5H}n?3j{ohZ25vNzHfvi`wEqz-_#(plH3y@&+%l9s z^9Fu?a!q*4F#ARaM*N|P?R}nj)WI)mM$dXNfgp0!QPx>FJaV;4X|OS zqs($uFmA&I*s#*gxM%RXp6~+l+LJSFrpzO{hsI_Bb(Ec6`Q?6PANLRt*rsJw_u;LpTM&8o4b|#2l7$rmpTxtOR=Vt|EhZ+?dpmwZW8O=DN=X^~GpHj`O?j>`? z6EEA*1sah3-+-t8pZ6hoGsxXZx!4915b|Z~4haZz<7>;~L?Qw`_|{)mJOkiYL%9)T z|AWwE_R*UFURN!vlyv`$ubu|Kmpc|0JIsokP93ktj`Ul>af5)r1021N@_jWt#A@ z0C^!F|5MJ(CWXY)eR(&+-`;vqp#LA95_oXufG8ar<3K_|J$!pm*vwG@E^^s9Cx2J2 z17cI30n}&*!75>fYw9G}04mTQ)e(+H*^iHH?eD4406(eJbE+?tIxfA&$0R3^aN)HQ zYX`(vQ@-gQ5~A?ufY;rFU|!zdBNf@&>SzDhO>)LAe!s?{RRI84kig67;g;h{xiBP* zlhM4ydON56Yk@ct^GU0dW9GY)R1|}Pj5SO6>JEsZBgVXyUk&*kb<1KmA2ZEiDleLvrgCX zv6LaH{0A0Q%Q?Yca;d?!DKD`>Dht)kajocOjhVbaNno?U3u5_V*lk(8@siZT~soIFgO;CT5%s5Q14H zjIg?L#(0TLF#wY8Yz=66t!X(p#I7z!gA7H>nBkOGIzNgWMwls9xp_d&n|qeB!!)Lc(l0xtX=1Sf8+B zc<`U20n}g#!d4}3?7|7rkTaqB$vlF|iY@X(uuh+79e{)r%Sp*=gCm`QE`dl`YF;Me z$gx+s;|Nt_!8~$~m>~KA@cjfg+wF>R6FmSBW_5oKRl#3LUp;pP0HTuQ>TieT2QL5V zadsoW3+3#pM`SumzCNFS;Pbt|+~@V2^PF>@bIyIvInO;r6C*v=v%F{N=;&C{DA0_K?leG0 zM}Lly;bi6l{W0d`C2Ml~uI};iaa#Y;@oe&G_r~M03%|7ueX?)E+Y*($Pt~qCxGu&qtP14WlM&$YBh%y=kw0-!nEiGk=@! z!^bqTe(Y9kfSd4bzgzu%0r_`!_mxXh|3etri5`8oG??8edPNuN`+P7wep!s3;s1UX z%j#s`4a=mv#Y63;FF5}QG(2P$+(M@L((>3@pUhLOUd?KB%u@aSxhd`KGRi)33mqFG ze2A_4d-d&jbI97RHy_h(p+C`cCy)J_pODbI3ij&P|AfGMLiY~v$tcWK#*mOSQh4^d zW>Prg8deGYR*2+0B?T~BS`{F_ntOL^As(E8&}L`&&2J>$Fe?cC_oYGau25O`XSnP> zVkPJKwufmZ?{4+We>%c%rwNBZLxiY+=QrkcMM$ItqdVS`kO>A^6iDq_iceE)m>Z=HP z_ZzK#C+J%FbkwvVN6jVNqP|;3;ZD`B@sdyT2u>OIYXrOl_Pno!be+pv zInoEW)|a<@qbA!WaS8~>R?b~vk&QA7DWSs3M^l?dhUfdIEH8BVJz%@%-yjswKG#I~ z&k<8@b`y11eBM66IdH(&={|^5gPaaUru+bbhA|Yyk^}wsbIV77Bt?*SFaqi+m z@hzv|JWS5lWc*ajnt9~Lk;fiV@Lrs@1Tem$n6Vx9qVDu1*oVEhyZL+Zk+k?r5CrOlkSq;f6RnXh-zx+o2 z=5r^xr1d{QwM0ia2I&3suo-{fGohP~+0c~q`SC-;^WfPtFz}E1DT(pbxYKg+d0#jO zQzr8AI2uYmH1b37`}|5V1KWO^v+FApy$gWU8ZH=?cn|z%|NQF5z5ENRmSYV4{^Ui7 zCZ93LbR+NP3lU2o>_U+=xD8%a0O^TzH93q$aUjBFeR}&&9JTnS(pPd2R;Xv>oxp= zzv6AGY=5#$M2)SU;!hF<&V2(=$)d3g%TLFS{Q zI+#Kzkr(>0u3&KK6m0l&bPUIy;$+3_Q$#M-W@VenWm~JR$ZnPX1vc(GukgpJq{KOx zrJC5Zp0b$E=KfE$SLrDyUwUXH*-1qB_hEMMIZA>;2(kGIZn1X0nC6N3GncJ|Ck0$~O%0`G07=IvIvyE-;*8 zDnW1$v6I;KU+sn=F19!N-&#v*@&^)ZQCz$%C5QyudDeG~+|8s%kD4S{P_K5gNhh*6 z&a=WQ$nVLOex!R1=+I&Y1U7Ej|4a z*jNtd>5zyW)S@Rn;B;g3SF+VSguvCJ@_?J=VJqR8Mipb=Zi z{8ZCb_SPY4hVxTZcRUyLAG!Y}qln+P%=RkLyKQV*wA=7gt=fpV7(O^&DVp8z!qr?} zeR2~Dg%zP=L0y0oFLim$!B}!5tlzVyS#hBY?!IRPHcvoXK<YWJH7xv+9}!j|VZvvTm{eMeF&1V9zxLPPGOiJX%d)J}-hE(K&Lke89MQ%U`buZgz<5WkQ5U z$DS9yTGA~6{a5M7xw2T^$MnyUErb7A<4` zGx|Sg1sF@num%0AkOltN5S(;~Y8z;6^yFkgb+%SEo@ZwXtYt=@4;QGt3Ij`JVj1CA zI8MA{d`q;SsbS2KWe4kXV!5qpDqWV)$=1HonDn(G35*S6LL?5^`LGi!pG<`{azHP$ zxLYNepcEb2`mR4+LtzKL=RK2%+qKVmonq|h`c_r~4Fncfx*fI5T<{D^5vZajfdeH% z7PC8|LHYs+1AD5G0yCT}z;FdOh?jsm4lmK6+0iYafai&fR__o5nm>@Pjqu_~3`Q9N zYXzYvyo;vcq&tMArR}pZ#F6s=`WmRwgaJU3HaiQz0%dUlT_XfW=ryY64CMIKpw|&j zl2(L8zeeF}3Jsqkc9t(hv!iSJPh8O*!LkUu^5aB5^dU(!*J5=&A#KDD2tmk_j5x77 zI3s($Qvr71-O{Fk9y(3Aa)NlPlC=qLOw*P>8DoV`!yn;qLSH`65is{p6!r?$3E+zd zoft^Bpw}I1mk4TeA}7m}DYpcMM}0Vmq}SU!RJ5~a`S z`&$ZXhoSiok9PL?1duQgKl*~q{u_V{VCZ+=IXz!l0V14w?}WZ35RV|8r}WOZu)CX( z?jqJQcqr3wqJ~i%E9`R9JgYuB*F|R?e*~Zz}={uay>F~Zy~yE)gVy{xn2a%0ql0e*Y=;`JVF(TI^+|B%0Qn_VIW*o74}vaGwKP%3eish&k#I~X@O4QZ@}({--0Zgg0`gPXkC1^8JxLt znH6dTa?A5R6diy2!=;sVt+JjcN=?TWTlN4eX;pY2EN6|dI4iHzeCrSO)yI<34&*e; zfELZQa*Q3F*v+OCz0`AGdtUg270vByu=P*DaLeQQX^5MBUW61oS)d#ZE;j8RWQ3M3 zCtweR@TX8X8h-BUks$f<(4D7ypMe;yET$%o5mznM4q3$h+;Xh%5}MdkF&{YB#EW7^sQb~M;4k7q@_naf*Lxhya9 zn-wwGAzx&Yp%p2_0=`))j(HGjnz)0558w1!7QYMEgUWBybYg?}men-hmCt*gklDwy zJqqU6=~05%f@v*i_fId*LaougfoA|wdX@KMbkNv4%ZdqiJGcr+W2jng)ry2yGb5;6 z>38?rMe3097238VAd|%wv_;jzw0OTUs1^y$E8Odvm{7p0w$uSV`yV=uMb~k)sUx0* z10K2P5LA&ig8I+Yuh&`#S9=MSrV83MFr$f@HzP@beyqT-S#hV4#?VFRDS`3~QTpZ; zLI=GM?n#p#0*2;@kKw}jv(eY$HpHSgtP$>h26RHX5qv=U(R$XCRf{(1+I$jU6yXG9 zEXtQ_=;B;!kahHTImz?UN-8?50JWlx&?6k+u2z&}K>gr!nLN=olqA4W%^cxci#^w$ z9zy16%Y}(2x)p09_%hBY^!!>>kRbh(r1`(yi;*O{!m2k3ltUdSnvZ;TV;J?w&c72m z9^;n7DQD#NkA7S-*r{Umw|f&}Y$`>TQKkK4K&Za1IY=_Pra#ohJRP?cS*P z>=uIPaYSe?(MAgUeo8@D*1%E(MD2w`>L_}sgRQGm%B~i0dTt)_m1}cZ3NV(ta@mL; z9p%B74{lXsbt+I)aOEdqbVnzv1;~A_6~R(jSj(GRtQ(MRAyj$9K3|9;SGo(>?3-iS z?+9O1_CrLhz`qRMdpW+)k1F{eHH4cbcd(mtNV_`EG}U7H6MvOg7_t=3z$OT@iNj>U5$7j=OtvEwo_trn) z=NZz~xeT?rlnWC^_jIxvsv}0fY6_OQyeAux8*MnNH^Wdt=d^r=zJ4fy<0Dbz0Sdrn zGO{|-3kJA^qa1^?TFlp89HWK-=)G1?!hD;n1E+5+b<&Ov80JFfy?hSO(z%%=hD~+- z*y@t+wpkW)wMVFOxfnJ1GYGtVko}Q}w}TV6!b_dSHT{zopmk#G=p;SiVjJRK;;@Qg zTeN5mR!O{SJDsu|!ZE+Oz$EqXYElZ;USa-s=Zp6*G!rT5-rp$`UP=rQO#m#_6P+d= z;5x9y{i<>bn@6|dcu^tfAv79-%KKi^Q>x+GV@X|L9*6sYxM{-Z3msbTM__n?RpDo#F6 z@nGf%!(hy)+rH@#7c_nYacS$uC63lom6NbYHzaHp)_`lTc7_kznD6vvm7dh{yy)!u z*8P{|FEO&b;-*I5ebXxCcJ3=ir*Lx=DM}?J)U~YRnxC8lOE06=Q5vUj(SlkGXqk~7 z(^~iuPq>X>LFHoS&2Nv#&e3*x2z@cbk4#%s%u+|vtXnL*Y%P9Hc*L^TTh>mqvHLPr z7KT#x!RKXD*4Lv`zCP)Hv6V^m)@{i`kqNG0jVICi>%F{v^ABkb`aj;#;^*c2T(AZe zPuf&GbW3dkZG^BRM|g>|>$4xkNs}mA5MzkEZy4|OG2f)G&Y4z^%XMj|2q{`w-#1yI zB`+$?<7shhKe^MZ2AM{4{&RE8yY?F$&ML##xn8rXVXDrn)G)kWw2Ls>YIwKnQma=( zFB252k3~xVb!(q*$i<+t5-G>Loah`-<3vWYMxnf$(N%m8oC8=rT@Fm?bk4UQ44(4rgH4g4iJi zT}2!-DfQi+({=Fd7?~l$9|TMzXmcy4c8axu+F+X2m#2GTA}t_pjAM87_n*1z5ld|4 zJjJT#6kr}tMGJ||n{*Jf1r`Aft*I zTzORI4_9kNocc8`G$x~zv%&PgAB?1qY};2c>O^Xh zcCWWqZD7P`o9gnsM9n-S$uHy~SN(FlwhMxnip}Ug_INhHsFDX6LTdW1MSgvg zHM<~N5GVX{v_tB_n^7h9+`+RWftLrYs^-(lzH1SbLf15P9Yj4`&a+b8%)k{x9aWM{ z^S_h)jX(VAzMm50F}gL8;knxJI2U~X(DCUb=>7nEYlW?bmAmc1*i!XR9-LK${>Dqt z4iAg?ciBk^U35rq7J*_t{tnOM4_PEE0kQ}O7!Z`+tG*bek6E2AyK}%Fpq9&(?uV3JWsC^?Rj>{Y!Hip zl9%^xJ7e5he2b}Es+Na*@BQMPeaL{KM$8Qjx2dNFcVZ5q`kk#BY{{90LDb*6Eu(*r zeE8OtBFOjekuu4FY4snf+RhD=KEBz&Pf*cjIdx_I`&i&Vf3xaG! zt3n03gEVI*=*^p(Gi0`a-=TtfXBB#$d%s13J^dU8`8>h2cWNjEDO_WLi(T*LZ`1=i zQoD=m%D2+g6>^k3Ve||^&481~rl{US3sZfYY>P;}(x3YY(yuKz-?4gT)H^7|cn3rt zyQmL-I-L;+sa1`%8bhcHt-c*CX{qD^d`>l zC2EX$d`Ay~{{V$R2zHhGlPqbdQFKKiT*V~DS^&aU2HY@UChe~hT(_f-zigD&E28Vv zfXa_x=fmPdtz7TLcc-l$BMfk_fnj0TwGc{0EYewHM`Vp1U3-ldfm)l48;pF%QGMlV z=`=Z<*ypzz5e_OzlE$&iH?*Be-!Cc8w&Wf?UHprELz9I@$M)HqP<>Slx`#^9t!Upy7m9om*T;gbDCyqw24|`I>OVY|h$T10k4C`jv&P_HwiN-^j zx6Q!rk6{+CEdu`^oNiG2ussJc^M%#9)LO$w8_9%~)vvUJpR`{on@8LTyegR~bDn(J z2*bj*dqJ?|XjUq%To4VAmiM8uBa|N~u)md6S_m0Km8c5>p!__~Vz=P)2PNY;V4uF%d4fP<1V43r7(gmWcT~^J%gBh@yJ~YewHwC%hBh zr@)TJ-IP~$v0%PZEJdWvdDn)Y4u>4n>|B&Tl+YYZ5CLO-b~Px07G>p!uH3}ihQAd= z+hrImL|$cPeN?~p&KVI-`<+HxgenLhI1?Y9f1+R52ir98)Bs3IK6>&7G~9F3&X-i1 z=-$pE2M{Lic`80|zek2-+{lhLUlXeo-E9m5_bPobuYd8U{2u;k?P4!|09ch zsuJ!5_=Fmv2sE&1!i^7Z$hbd0a$|3GlacWl^X~JezKx-bUR-(u0yXEQh|%%jpYb2j zOh*A44Rva<)GZSrLcRJWO5y1AKX@#^(+Cf&RkOHkY^#*`>%2oHYS^V$UUzhsnh*W_ z8Hi}Or1tge(Yh9ns+of|ffy4z=Irr;(bf?giUQ0j-nmc`ee32L0w#o!gXUnqjdFR* zqi#_g!?yHoolp34bB{Q${dUq5Q>N_eKNRAyocOPXv7FZm9Fimz%bbpyT{mZg7PD2b zo~c5`-JjibbHuIafNkLnQ^2^sA{`$%z1g2cO&jB+J@VYwWp|9xe9k}ZdxR~x9nwEj zk)P8!8czC{Y`PH!-4${i2m;WR0SRNDX0(8*z=i0iapj2UhT*mEkF$JYl(NAU9rX0F zY2FB1W68@kTRxnXj%{=drbZ@N>@uBEKZQ+PW^_L4Kze&=MW?kJyS3-6DHW-9{4tz@ zxeXtqQU2{e+d5{;--~|gnlX>+Qm>??=lnCTxYp91)6Xxe(yZ8+BhkEScB zwMJ>M`HMUy)_u9W7khq|k8+UiD6F}?vAcvy@}lxa%6nhR5;8SQ?fATvE6|)8Pw(+7 zPPNH>>5GJluF&yaUUa~ALlVK759o;lO95X4!0}g)*N7-m=~_$K(JJjt9b!$a;Bb{! zrT92pNRA}5cEAlo+bQ?mOXB(Au5G^))y*WtgRxSH-CJfCu|T>|WKdj{0@Ka~GoTijazSCl%LpFGDU2U=0z7 zp?M2QePWeS&tH3Yn%Bt)!EsJFzyKQ=;PQ2)+8e?y0&+dZS@~jX@6B=h1J6dDBgtRN z<}1cF^(BfA_IkT1zMJV!?;{*x^CEBRL@dA<-o9ua1p|+QpOCBSQ)ctlH~`vw&FXkO zcS7jlp*xqZ-TS_b^B$WSmizzNC%a?f!Z*FIP=)ZG%)xaoR#>n|(dC3)=}V681(q2` zyhG9>#mEAve5KMt2j}O~sMG|g7zkZ4>_;H-TS?mkuB-z_S)suD%_RrLFJB%n3PD|L z-FBu=G5#)a?ykIp*sb_Usm%8mJG9O5lemBdZzv;05zoC4FFbsk-Y^iICUO{bG>pqo(@cx$013r=(=9miOV71Bej4iM2qp&Ubg< z3Kc|p-8~Imf^z?QXR7Xh$if0qLSRwF68t}kV~fH^+|2Ng93B_b#3-lzyK`rRu`^0D z!3X0LD-kGdgnB$h&C#Wt&sXXD{itSm_Jy@@R$&Wo;Zi?F@FH4|)b(e7>2)=>XqI_) z=xzQ`)^A^HlYieYxO$U{WA84fR5gR>Oww3I@?h z7*{7l@4*Dut%DEW+%9YIF~7}vk~7vyR{jW}uWU28+PN3j{H~g&6GOuyT$g?tJyZVn zaoL0a-X9JXkDLQh3-Ht6%9|k-zJ;@PHDY@Yxyc8eU&cPF6>|FW3(37e!9O}*ZK{}F zRglh*2=Lm)3|O!{z>3)pvkE;Sq=aTMa9y`&i$6VGUVmgFqe1ELO}eKmCk0&bf8hSz z2{ZZ|Cd7=t3F0|GoKPyNW_5TIWZfKzh>(&Kj4T|OIQ@B?yzX#M09GBC1t;y66^yh@ ze$TZGjG!+WN*mvTD0A-qN@#~R#c;&nj6C1ntxppsgr%|jhux!FATSukfQijPG)u&A zr>y7Gl|EwZ!KaSu0Uwzq4q^rSBOI>#>Hsl};jgpmX%5pu&?0jl=ukeL^PgOGc9rQa z%Nf)IQ8q1v9&z;Pt+m$d=U=|FDL)}Z?{oGk?$e*7=7#jUex9Q9UmF%4zm(GWoOexb z8n*mvv-_LF!PXBX%TvWBA;CCBykriP2h8t;+{zBajQ%XQd8}5K28*W z$gTCJcR`Bfvl{Lp!eTw|rrss!E?n*f9UNNCV81wV@alUn%1>UoP3tIt^k>jbxin^j z4uX!g9Qssp3dtz`Q0K32Xt)E=xcUlX7}0uvr8NKNn|GRwC8(O>Mwk=&gy_PbHHhZ! zDkI^Ac&NAc*R%!uaaA80(8bS;{gj`ws1t5@=*`B!6zu#onso*f*wMPvw=cQs6zEwbl4^v(0Z`HFx*w49JLdSQEs!d+|(X@@cH*FTQZK?me+iS5R0dl(+{VmXd4g#p=9|x zWJeCc-6_gKr{Ky=Hr&ar%pY#n=J@dA%0iOA3M_Yi!!%$xg4{fFHB||DeVEEq;ZWY* z@tZ3IQ7RuJmQPZB2x=^ZLs`~P%2-V-3tuOe`r_KMIxU#Pay8+LgThHt^ZvDc^HzKF zA9ya2!rW1QXW&yi2hjxokP9lY%@JPVS}HeirwqUDsBmA*B$O*+h2GNe!gBgO24gyr zix^SMB;aU2guF z-tjSz-BV|b&tkXHl2UtrW02pKi8OV4<-N+oJ4Kox=0Y-+QPU;^y!qztJ^RT0Dh2r8 zmX3ene%EB)cygfHvTqnLkWxbkzUH8*_UvSe_pZ8UFKdn5v;R6oUSNP?u}QY=TiR~i zDk&pyJ=^9>biS2%Q--!3k6X{mL3k}|W>h=PKInq)t*v{xz~|`>!JBLdN$N{2IVZ7~ zb@jD|Du=6FE91NV*`uxk$01rQx&0rHL%xv_i$dCAX3D?b8mmXEmz2;teoM+nz@fBLxY% z$)Wy;1W)=2VNRluY;m2px84Jj!?9I_IVxf4{t-g>L3b5t|tN!9fB8}F!G6QKfi~GpL-cA zKz|zD&~sZT>!Wt(TJU)J)2tEcgyn}18%I^J81RZo+F)DwoOWw0=az@B=CPpln3X#J zM>RJvDZwvkPj5|YZ*FpJ|MU;e{?eovzoAPB56Aqyx3RQG{3Ma2^KBkn9!SjYdIkOG zy845}G^zA5zxzdoD}|)LKYcj}Y7f11Y|`s>Y+k9=)Metdq|@V_5GrLiM1#@38&kr2 zh#+&-+NgNym4(D$}k$zn=ygCiSP~ z);_!F(w4oWbXvW?{aCl=QLoGzIeyuT!pjFJ_$Kld1sUZc-|zc0$97)yF%xA+%k=OH zSw%WtMBTdhBRn-F23Gn^XOMuj87^5DpPIX;`T32ITLnsFKxI9b77UE(pw?bM`<)-{Pii3F4%bBzsk>1L#4TUh^Xv#|M-O8!;% zz`5)ZQ9;fsMB=Z0Poz~`>}pYIrz`_@=We5x{m-^qhEnRxq7iu)(9h^*_60u3ZKCc}_h z?7mo-Wy|L!$D>IJb5SqA)k*4`S~R7{Jk!r9>^_7PB2--xG#Wsyyb_yL zgvEKaf*Z?>#mm89(qr|<%szL3vL5_s!r6k2sJu&Wg=DHY41Zc5pEm!Zf0Kim|5Kl$ zg4~33#%0^;_~YAEG0D3PJauIIcEd|*Pu(u7eyzo@bPtMai3PU(oWqax z&dM`pe3fUNWS!ek!F%s}hGYsqZMX4mF27&Bv_@55)4||`r)TYUtW|SA+35d}Obf-d z6K*fdK7N;ggmKjMPkXMB>X1OUDSK_1a1T6{l#pR#3wk-*sQn?4Blo zcT1X-;Ak73{$XIlQ)Ip&mXZtDnyyldo|l(=kS^VfopQ^v9OUqc*STDMM?Nst%<`}H zE%-AA>Au%zS=Fvi{+ zc-W9J=qg)+ZC!2OJ=*T1KV<|PV!Lp-b}K(LPIm3K;@WAG*tHQ^{h#59 zPBfk{UWFd!rl17mpE0E&_LGjFf47sJFlEQgw{O!d!}>PUktmUy%YVbtUC(pw zRwqPX5b^|<65%*fhdg44i!d!_<#igEl+S@=*in((3Q)4rLHHnLeV1NGZl>ZCs?26T zbdWM=kwE6@M=`1%a|^GH_MrlYmAIc~h1^c=rCjboU4RhHkaQCz{yp;6q2s6v1IZ!P zTRzf1Aap_?Lg+E~`J2mw4dI@&P4zkeSF$-*b?RIaa2DVv>VGqFaw%{Xh9p B@=O2# literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/b6e289a6-0c13-4ee0-bb09-78bd4387231b.png b/docs/handson-cnn-tf/img/b6e289a6-0c13-4ee0-bb09-78bd4387231b.png new file mode 100644 index 0000000000000000000000000000000000000000..6ea68a1cf93ce1a332637107780f729a04e467ab GIT binary patch literal 4429 zcmV-T5wh-yP)8h|mD?5&7$*%HRdY@?DkTSvj^)=7=Kb(%5W+I4IG{sCQ)1hV4h zG;?~=dD^Lq!z(`EyMh3Et6u?lN57-r(eLQjMhC$8tF;a3KkZ-WC2iyMgEy|Vy%HKg z>_podf?r0%w?mhsZV|Yv?axHR^Onc*AO4l-!BYTnws4G8&~JLce=oo0a83l3;O=~#*Ut}qeB#_|7>WGqhSl0 z0Ne|&$JV(<@&myxf%nd6t|Kced?23GKgpzlwhCOK`wleLXz*h6Dnp0+(7NRa+gCUd zrxl4C=-$~TfhOHO9hK;QM9~q33`m9%AVe?J7o#y8bwvlbMAIk=Gds7!T% zCSbw<-(K0!iBc~5i0JXy81)97WV1xnT*%-MG)vHMFFM@T(5G2{u|ltcHi7$7m%tgg zJ-S?21g`p0%eeU00GRvwc#?O>(2BLr^}vOO3?6{q9J9Q`5!%h%Xtggcms2}hEwKk1 zdZ09AXxKVakq(~EwjcBU$P&dZXy`_R1JJ|go9(BpKTHH_7x+`aQW@BHa^fhc?i-8nJ3N)8kH+tK?~1j zr}k&O7wsDL^M`>A{gi$QFI&+9%v#Yg-<;UZhc=p<=p<|720DxiEk__Xy_9sLYF!|c z;h;7hPBeP#MjvPBr2`EtXuUVOprKwdWqf9~Ey)H2UW}^($Gyt3M0xkguD;TE2!>S6 zG$BGJkK>$cH=4(Xp|!&RR(sKEwy|BCLC%+vvVgd$&0x7DC=ylQ43H5UL!#$f$XUB@ z=0XF`=Mg%Yf>v}?M?=Ua__83JGf9j9TyL6IhYJU{yTJAoB+KSJ6-13y6*&r^D2}H^I9uM1N})2La_(m2p1{<0izPl(xD8# zrp6pG+$M0?Kts?(r?Ro5;|e-)xmGzEy3zW(S1khn_~nR<;@UDxTr=&4QwmTcp)uTq ziLU@9M;ws-XlzISeE2{{W9&jlRy0k}Btf^u*E9J&pUSlRitCMs*W;Q>foc|_EW{+K zeek9kT4?|FA*9g}2?a7;IUAZObR~wadj0($V*n~E92;nuqW!UnzD>}`g)WCF#U?N% zuIz;|PKdEbh%suBCL(W>z=vcXGl9pc-Q-VtHdKJUMSPDUg`;sx2FV*cLi@p!D{lsI z4=JnFAzMh=&=|fP?R7>wwHYag@v>|oG}o3|MM6+Qemy4z~Bd(?#THZ+#GmOGhG?dU#2XPZ2}&k`C+m=|B7)FpMGAwe9rt#DYP z`NEFwMG5-RM8j@q(uUq4lA+IT)>gE53X|Bb|3Sw{C<$<$ha&_5IfH9wq;0UW~-QKJ?x zcUetzpHi|%hYN``I%-Fw8X9_7(IFXYG&m4ld^IZnrP|i3e7Rg^!29d^UaGmaZm$03 z>?LSyM@Lq)+S_;6_qzfOtLS002h9L4n;fH74|TS)m=FJ}-2D?pl37PR{Epl0^{g8@ zbfRf^C>od*VGA0A5zz&$MML1;*t?5DWj>fyk@iA*)g5ggb*#~+>n0j|cPOMczmBdf z<7yFEwR~DwmKnT!ibCSB*ZyqsNX!ts6&+q#s{qLQ(wFu+tF~u zCR4ze5LBdfv=Z%42aEJbOgkDb^(QC#*n##k^fEzLo#C!%9_mjjfLmlmJEM&uvbH}hKX9?jB+4qApnG9%v#WyVOgdg&FLKY!3i3Rx;7&kJ#u6VuL_qmGaZV6 zs{+@x3$%7*6$Wzm^Xp1TjznXbK@1g_6MMK91_t^pMZ?-$@7mBqvHST&X!NRq_A>OI zxkiO6-Cw79jiOCbTGw95=d{bq=O|<$jik*t^X`|UIUrrp!>d%GmFTbq4F?(>DaX)( zCc=fzOVBdT>byoSC2b?DJO^r^S+TM2C{<1h;gB>75Ez>BwvHMre;5~AcbEjSK~Zv< zqq#BHvx+wJr}#pGRpw9o<9d9(+_j^jKIsCjXdOW=kyx7nSQEX&+!k|beIXp^JYpU( zkrdetYlM!*My;uw2%FI~HFei)VUCV#Xx;rWcA#Mmon+0NXxPCI&s?bfl`XXY@8(E( zzPWxEx);1zX86s}@5QG7rJGH!U;EG-TmI4L@XD<={#6|Ko~e>Cb`2=P3V=|gZ6Tp&K2dSfj(&MJLX8 zc_IwuEk!* zG0F5|?|59)vVvUKq+R+?rJXaf3Qy?ldm3UO>*hkpe9k7Ckt~8yXy8B(9*Xow6@B_W zU&=2>qda1Qw`V`b#c{T*5Cv!!r5l%FDh45uh2S!~%hp7b4ruTE7tmWfIyClH+qsma zV4x9amZ?kyZJOq549@@Z++LoF60-ZR}{p?a62lV<@ixlEowlG~LdahBa z*GpZN{8P-8c@j-@KSE_%s|9_08?~V~Eoj0c9@@|pg|a0CAj)9#2+`C{^ymLf%oUCz zwA&%jJAEpXi#b|fZx25$DWDAT6*ST5Mp2I@z&>(R%^hi;8eIY9bpz;Rl5%%thnyeiYmd({evMV~h3Ud^_9KB+z z1JEOubj5B1{Zat2IbCYKU7(FRY;HA6m2z}`gngi$T}CVi2CDLIqT>pB_4KM}*ovl! zNfnX40nz_>8}zTO(MJ!R<$hsV`#9G(2L(dbV-mj7@SqEtZUPMY*AGr~bhdS(M>e$g z(2ni}RQ;%ob1mTAmgb{!E!vAO9~z4E$LA~WujD3;t!l4a7+Nim+t4HJqSw)06@Bs4 zMBiP(yF<~*eRN<{dWUOY*aQyGEndoCIfXrftVd$Bi@s;Bp+ZmMB6Iy>^!edvZ9q!7 z^nylpFE6mff3MTv#Edit&lCz<8VB~Q2VWYsj}B^I&FTYtWwfu*@K@2bg3`g+LTc~ux1#;d z=(o>@zcCuV9U8wEo8F5}|E|r|3;tMi?MC|V6!`B%^ZMI@2H(i#!hyzbhlU5Ed0{k- zB~v;`m;m9$c(5+UXXYMN)Rh%5Txi*0)cOv27-d17dH7HL0^WUb2d6S><$-a{cA}X$ z6b%!!YMd+|ZRo$cpkX^2^^}9E;`(z`bB0v_%k^}W=j;s7$!hI`YWBBQYm$=XKY0Lp zmY|6Zefo9nLlo{ow~m_g;$GF4D^@{kB!tEbH5x0Nx<(BLGJo+}H}txOhDl^_2pU{= zKo{>G3?tMCd~|eCzQ&@7Mn-L=cD;yDVOIVQK|?PFhoDDvwGW+qJpQ~1{AulMAt24l zUlkp>1m2I%0NJZZ4Rq~9B__p>LpwVBCA60JB1xSLzGHx@qh`90MaIrii)v}bM4d9u z_9)Vu0zLd@LE}TwXZz7*IjX0`UJ*E-OkgGQwxO+-%exJ)^y_-)!DybnREHdZ{vdUU zx(%HqXsfF1?dACjWPQJX2 z$(aPpQG6*@4s;J8X+;mWA9Z1ZwxC&R^^&*5Xq#QtW&}{>D9l%~ybn-EQ^%V4n`x8FNL1+Q-W#;0F`GZ_5UvTR2yy5Ko5<)aP59d zyMK-pdeKCONTWkHdem0uqUkb=s?J)FIS0wbkH3F@Ir&n&OSXE-B}6-AlGT(Fz5c7{ z3-f?R6CH*wbW(nbQ}lxqjnE3|7jUMBr>bZlwT?RTQR*RB=`xBNaeXhojVzWcIrD`$ zb!;x!qkHzXE}bW6Y)8|5=xv$Qs2vW8D1m#-N9_P{Gw=b8_mQSutJoA!eJCZi)vrUe zY8~~m3mSUXAU7<~BOCe*?Of=xkWwD$%F%gS^(8a4VpIRqq9u9dO=yP<5*5K~=SbDw z?B{Pc{_SYk3H`DhDesysfit3 zL}UU9UL<*DJni`&(~>Na#ajkW+~b6L_t)*uaQjL9bq0S4;;-9Zg7`}if8G8P#9xB= z>-Lu*{u0DrxBo3cJfHmkfBW_~{BiGp|66bO|LcPIdA(kTzyI?W|Ce9?x4-xQ!ymug z-|;7Umf!zNxA)^)#ozk<|Gpr8X`lc7g7{V5oj=LX{`dcuAm0611Ti7;J`%+J|13(s zaRVrS{z2X?2;%unWBwtxpU1a&AAQ;Xkq_|u1@X`Idi%@A_1j*t@J_kW;i zyd^ZOAP9OlM#sCKeM^KmU=M2~hl*0EjEl+X!3_KhU3d_iLrz;9~q^G!wtw54aZIy}Wy0s`QRMwx9id z;|KWl-TmGFk|192f4LsKAV?cL|7?{~_qb4h`QrouD1LkgK|BXR{K)6?@&1SV6@7re zz0gH^_eUWDU+*0d@t)qwF!ta3`^FDIYWn?;{~Ln%nFK*z)32-tf0cXQ-F*~ej!$)e z_eToi{>M8A;-4po_<8%wJ61_AGmrm&8WBGRM2v3K&;Gvg1HiZa_(uyuECM4!E<0}{ za1B6J-SOq|2L>1PA;?(1KeG|EkaR5pv)70e)qJ{YR%b?h!SJAbt@+@I9ip@Hia&U;a=*{456Y zpX)mx(0yG0@`EUiHN7=`xb+`oBk=Nw8KC|UOL#=ced7l}X!VEMh|?o^e)m5e=>NBj z#}EIPKfr%S5FgJ{K>ya;&%gX%{s8|SLEO#btbey4KK`Hn0Dl#R{v@}*1o4+3{<{4o zh`$8!*X=Js{3VFLZvTBj+~2pCtI*Hw^Yi=%zww0jRn^MCRFQ4l{lXRTKBYr5%tynm%8h=;I=X-5v~#ZO_g$y(H@aE>gwvbW zF6SqVuUzu2axM>XprRkr^hb1~f90$3A6Ci7v;40${)UgJHNOG<51&ozHGf2<=%08a z{#f)k`p8zrH_K0_AH4|&aq;%XUcO)Z`%g|xscS!fd*R*rbihW_*Sm*wdbt|G$BUSoRwGeO8f>j)BRhjZQSI=iqCk=I-{AOe!uxBIP9*~3G% zf%?Fe?^wYkx=O4+MC}o=2!c%Hmf1-)(W{n#4`eZn2j&r>V=3^VPm0Dt5Q;w+e*mks zN5tMVYWa_q^-#HTV&4)((-^z~{UN`+T&^6ra#s;?SrX@haEWNw_#JY&kW-!72oXc+ z1QB|%=(p`&sp9T#Srp!=@Qbik$Cb?|x9jkP#lnh?d*K^_VnW0{-nf!0>@XfH5CNNX z^5KVA5Xp*8Wf;Z9ni0>Sf3++7n?Op3|5t2V+~ zrK4*P>WC51bu6G%d4ox}ijB3iyKdjMjdBO~P%%h@jfg)2^bsS1EQ(0tQEp|DMaG(* zMIa$i3~Cs{u@WLgu3}h4Id20?gb0`4-Q78USv=4Yc)BjgVN3s|DiuV~YsHe-BrgBEfB%&9 zJM1@L3y(_PEx!$3DqU-u{ZO$Ixp#f&70L$MEWl4RqlI3gk49f$fRc|8Aul)`*eN1# z#NBj&Hj;wzzZ)-zhW?e&w`(JrTvtu8MAOc(94;cFIwrQv@FlEQ@8UI)!$hCVj*5xA zH6VhF2cifFV)gLwz=-HRLN#@yjM&=m$))PI`~5!ML2_iR1ubGDUOtqiix8oU~okSCZ4K^ahlh&pg1}G=F*x6WHQV__Hzk30-uMgY}4D z#ng>HRWc%iOavj~$*mu}t?qL{MAwlFwmr*%#Ia`^v3d(gbVemFt;a;EBSh?6@$y14 zs_U{A<)nZJQAZia&}@~h4W>XGI}!vN_bhl#h&_~P>7%__uRph9B|Rc+@W6wD(jy|m zF{KnIlrbVEQM9@$$|rmWF9493C6n1SI!+SB=}UqrTvd^-f2gXOq_HWF6qE4llW+*+)*=MDnvxKpvsWD12)Tsqhmu~h z32v%f#`s6CikgBS>s}>;qFSh^l&&ojNOKq_)zon4ozkCU4kShd)O)S>?4bX6K@jdY zAfmo|sOw{WJSIiK7k+9xkA2eA@Zkj!tCfWyTJ=DGF9+3Z10rzx{Uiqff)T-xAhD92 zCQ1B4+DUC9L@eBDl*D8Em=uf%&Av)HaDo@!v({5eiSAtA-0SQlnnZmjC`i3RC zh!9~p#}YDwb42hpmwk9`UWb|2WZ1>&JNkUps~tXj+hNE;xrL+93GicO5qV`gjojYY zM!-cc>)pOC?T3qqC>RhVhljd?Pl&>I-( zy_W+VSW<<8h>sH@B+D@&f-}}dVMzS$js#J|gJnce7zDj^;ET{QB7z_sz2WmcUmxDq zYO&$~M2k;pT0{|gLWEaK2wgRW@+w9IL!w>2;xA4hJPl!lUx8ej{1)Kd+ zN$zST-a9US5=29vfX$~@O*{I5=f=yS@ixMU)5KoHicExQISdM^7jpV=JOXlCM2P6% z1`VwvF&yjHS5bAG;^&*WYg6-80De`F-En#g2sGAaYL4IB$;WxLXRRoAN9N zm1HG?oW)DM-5<{danC?^xf5926>d{4<-!li0E)a}Ad)0wK`U zB6Gn4KrF{H^brYL30P}mUV^oLm=K{PLD#9Gs9$Q%p0jFdpl?xiLJm%QcZC&AnlAF2 zcg>P@LSy23#J;_kC?aTOM#QK%5=KUe>`9CWJp6h23gvkJ`Z_~IONg)}hv#>Va}_%T zie%u7?z)@~u3DLP@|xJeZPhJe90|N{O>84lQWnV-LF{`eXytTf4{Jc9C^%e@v>n1Z zaS(wBJg`GptzCXc-l7RQm=w$MvdkZr{-P+~Sj@@DEH! zQb=uC;bMp@bbU{9=*Uj=pK5n5h?cHtoLo*~pkDyRYAxAUaqQUr9tQdv8zAEC!pE+p z%g9)5>DiK;@}4wFfRr0KU>ov>1rTf{7W5Su5ikEqf_O6`0y$dx;EQy@4l>t0gV%(r zES&ZR72B!)L#Br`Q?b#*a?IwfB?9n?CUYNPpx2>1$5?>LFAIv3?I;L~P+;>~)0ZND zqb}Qf_=&zsLsBzY^J?EUxof=pn%bs)YO7Y8M&HsUeA@;@P~ehK*ql^qpConbb4>vd z9ZU;Ft&e@Oxqyf*ZYc}}=^FY)=Uaqx?IgcR%D7b7i?5fb$#DLI_6-oz4_#lxau}QM}h;x0r>lhI*C_n^&z(jQ2MZry+IsnO5XBKo782N z6bIBq6MmrMFWjO$OHqU!3l(GHmGA&z7KuasBUVj=dVTyUUo30W97yN3V@WiD@0J<& z{GV_8+Xl%-myxM!4Czk_?9FrgLSQZEldZ)2qW|;)-UYo&>$9?vi2zvYZC6*<5J6#> znC#VRh5t*PCq%cLY|fJ82;)JBARAEtJ?ux5^STq&bT}@niqKG#hyaM=X7dmbL8^(a z!{mh#L2i?aj5UhE6sz|fxw;;`20(-{Bo{baK!kOc>#2+gG7%62fS@aqgw?@D&@17? z|LtCf?6a>~CRQW7`sZ=D+6 z8{OW2XjN{Lp^YMIWFA|W6s1SR7+F&k)4vp|+&w>C62yKFNZ=q)8ju?!0yiI$g>Fe2)LB=PVtY9_>VbhchIC2lg-P17J#%6Wmz zkv&rqMKrw>a$T0sO|^M7lK5*LT|eKYg`s!xW)8**N?FKEX#Yl#^gOz}e%=Jz4-dIgwCBH>2JtEYTp;req zYgOBJimZbu(xyt9oA#l+Ac&qbczoN!@4 zBjR}cjo~1OsE>q>V?YF9!Z9S|rlu4JYHBzPv*l|VJq$jMpo^2jdlE>ied(MLk)~p+ z%X07?ObOeFPBV%i2#Pn2_bGj(hjT581Oc5c$z+t}3=yC2^OfP`MU%FwAm`MM-7ng{ zd2ZhJ{cgzxTBrz$;%=J%Xda!V6L@j9nmTnFiBn2NmSaK$f10Ezkv8A%e{$t{g^t|U zHoBpVpnNj5>%1gjtjR)bDyaOo>9$b`{Y1q+%3d!>r*jtv0pXz@5kZ)!Haa>H*C_$w)$ zij9zeaZgo}Xin75+}FQ7LCqRYRP9?`*iki=WOm&1`y2A79x0^Lj?VO^Z4$&hk1GEW z_Ob|G6EsNbuK)+9yO|*(K^@fe`Fc^&7wz%5{Mwp zPLdrC&BMd7=ByPXf-rHcC$DKG9e)84!E4eIK0644egM^0v_rA6CPBE)K0Y>N zst+7ki;c){&3$q#;Q;XoCsS8Jt2l~4QAqm!#?CX1MjnC!scL5l95X~b=C> zp=)1?s{bY;#wtQ584eE#_)HsC`L`5GCxnQ*JH-gnJ11TfPX6J6VZn&lkpH?0a$s}K z>V@SH1$1=!WRzAnXbM@1wIkiQVv|Qk;){K3Oa00DcCj4E&72~Ox=y%KVO7B;l(jEc zt2MF?TfzjVsH{ZR=s|=tiU=a1pwSgGM3|?ybm1d2=1SAxd;6px47+{v!~L7ScaJT7 z2(E#&?^ixanLbfq&6e7Q3?x#%@Xvhl?sh6Ly_BYhW_qsbOM>XM~1f( z<)$v~7%8};$REgvG-T$R9eQW+z=|DKAOd#cA9X*DERVAg)MSwfN%T64JTy^_}0ePZUKYTq?0r1ZHC`f}peMOec}3?|o(50TCKS zPfey`W+U1+3wrJwCNK zCB2Fu@EaqdsyBD!%2G_>M$NQFy2)~+icWzE5p=1-#8hQfp-a+8zC{oLkHkK{G-^j? zp^q~HR842io4-?x(cgX67S>AP(^MN(A0UcM<*oOQIL(K=B8u;Y_)LwujVji# z8fM?HPP^1Rut-xRP9s_DxE|qql;G41^ha?bF{IM~Enu zmiWREc!PxV3Yob0ix>$BC$>Gpm76eDr>3*^mJGK#>^ypK-MX!DQ?STP-_@dx+`3(@! zMTjU4)zTfZxY(;h&W{nXaG{-5Pl(_GX0ej`lr*dY5gDgafryt@r3(mxY=U%gtoQd% zWs;3;xyB=cB-cQB5+Y2erB}dl;@omm21VzZ4ytrjk;RC3d{3|8^et)c&+U8b)8Opt zK&3m|zInbULD+UwSxK__S63o&yq9CX4N*jaq}EN-`nH_g$VAXr?f0f48{c*p1d$`L zK{0GP3SujWh}#j4`NMA#Cete~>Bv?~j^;Y#yQL$okgSi-LXzq6h~P{UyG=+pS@`lw z$7yi7dNKkMD>J+I?KFJ3H`(%&H7`nkTCvX6dPGFhaQ_4}5b4e|*oddKc(0xGF*&gj zNK`!%A{^(jlbWy*BckO_OlR7phI={daot(-baVfPt`#qcOmd;e1DQvPb)9)}_`*&y zQ{;eEb*b8L_)o!o9nCeY{Ni#ujmrrXa1VndST&(}glz;PA`2!0h=5A3fQUUk%>7?} zVn~{}(i9fI;V1i?pHFg(I!nh*$aEnaxJs6!5gz8gCi())jNB}hEugbX-@)pT669Xi;R7_U$g6~nrnGJUsW=WI|M-zjDoFhefFve=AGV@ zEKT)5+MXQ#1d^B`!b zjwXggc`W<>VuKmoDr6;4jHqM=QQ`;>Z+?|>Lvc0N+g8>ds)|kl0mn{S=GjKDUEsD? z-(p5`;NDk~L%(?ID2{+`5`7%2Ca4rTJ6zuMHQ20TKElWJ%9QHh#6!=-Mp&G_c!ZpX zumY8)Z4p4)=Qi%IUwhNrBnA3k8eDgERoMs;eEHLX(lM8?>5+}7Y}4x1^Zm+*{SNnM z=;DY*oZ@(4ri=XjX0q3tfAx*KAc*={9FH}J#1BwDd8kJK3?UDmWTcq{5fmU-2QqeB zLr1N5Iv`@T==OW*qv5V5z(RUo7mFUPegp}0nER&A7!d~D2#xU(Brpj?B>4E~qiaeu zd^Yf!1QBLT|Em;kr*DcSSt3bc?pxoUUHY0eGOnb}iX0}N0(e(aAaT+>z#gs}yJJJm z`UTHkKR>S#h>)K)HX*Av?Xx)HdVOMOHmXvVWxBmMAK@qjt9=Uxm)%w(2q2=H8q})l zAs0j}3zwskPr66JA;ncLoqlQ5VTN1BeNC*DD2Q;7gp;A&c)WLPh)+$B0}zo!YW1K# zXWSRh&M28pd34~s9@Ht@WK@#!wPigw_8t4)S4%>AU_@vN;L8_%J|AJGQr@iPGBZ!N z@7}MP>3;s4S<}Y{z7mNvC*zM2M?}RTZX&omA5pl6-@N{3bG(vxcm>nCSZK8S*~0-r zoJ4faElF7HQSHJ+HG556cOr(}j^`s*i?^#)p6~K#1bZDLLL`y;Q4pM7?xuWWG}M^! zoOSqKWYHGZx5hFeAe9yCxp6kg=f_J3!ab0uhpwH1EWf@qL+8eB{J06ZeOf*Lv^HCA zLJl2(_hy3T!$biB!xzv2^HMMXRRXg)re(=Eth{g(c+ z^FkmIINzc}575u!Jyv)wex9VVjuFvK(vW$X(>ZJHFD5IB#)NPY7Dv*u&{?n-zc~|< z3yPL1LvwLj#E=I|)K3y9Ahe(Pon>D+feuB^BU|cx;9Y*+ z$&}O0H<<^Tpqv_2jSA0xWw3q5W)Zr<)yZ_Kp!Ls(h?qnL4jAGXRP69K%d9N;w{`x1 z>s$T{|1AE~TB;6i?W7-w5V5d`Or2+JLBAE!gZwaUf?^`WAidemC>L z6+!>m5b<3`(H*$rs!0t~@YBI9Fb2u9^z|qyB!Hpi}Sq_8WXnc24qg zH4W|-6xYtei6x`UvQvzSVlMcmpkwiUZ>juHyl&oYwFUp;aY67HJm8V=S|2V zjGEYKwD?j^xU;}zkb37x+5+UCJBk{axJfgk7Ea%l%l<=eR+>XLgo z>f~F3P`~&7+h}qt+k8zBaK4dDCBGmQF?eBoPJ zayY(1LeeM0>G8eU&w6$mbs`9+UNV!5G)|Q!)0ht@AxGjYq`^cUdK|zWPuyK#)Ee_8 zC6|-tk#)tF$2KX;%YqoD12n2>=1wZ-UoRjcJz+2_)i4ZS5rjo;Oe-YbwD&2-mP_1t zP*jpgoWomU)^`|Q@v<5Inw9zl5hMvt0Cf<=ZHngBND|xDbh8Q_J#IWRf)4cvrH8T{ zg+QOg(2;lAw*puzUlX{n+@3sk%`g?+#0KQJ)6Wl#XIU~FAwxUQH6?>D?3Y&%k$oE} z<|-n>khMy(<|}+n!heS;gtlXiYi&S;uk%bbhMrky4&?y_n^*c{NQO-^WXlslY!2mc zz(Gi<&zSuwBHqjp!KDK(4tW}{e5HjkN0o_+JBD)Wa~nM2M|!GPx)S~%$*=23#Z9>; zW>i3*93Ls#i)Pu^gd2yev`a?+-^P?(i5mk0E5nKAVwUwQswq{VnAnCq>cts4?^|P3 zbP=g027api==63}O^^a9rNh98z#o<;DqdqrU;tWo0TJ6+410q-_f(-HWno4dBktA~ zz9#e``SOJgxj#A9jE6l_o~BFDOF8jlY3V4K_`W!xvzo(^a>E=uX|HTKo1xP;oODe0 z!-Xr~O-(6ZwH=MRK=Bk*Q;NO;%+Os$1a!lpLTUh}w9`3~1aAZpB8nge&^xedvcq)C zXI9m_e}N@+lYh&k^OnTAEqvBMc{+-@#x; zUy$B_evkRuYg46p&i!J0waZ6D6r4logye+hrUempSZ3o*#4-1pj<3fd;|cse*a$KL zkc2Ny$Mp!U5@)$m+DaM$l^@~a7*B;9f`nW(6p7deVsCW;)s*h(GTV^)@`z~0wm$7G zHzOjGD#((o34MgUMwTN+#Bm{W)0uSo&#B}Z6Eu#m4pitEG(# zL$DDmt9aZ@DmrL|)xmw0>S^X|wQ3ZMqjfLozR7% z)(ghOmG9y}Bb1Erc-kLtBmS|p2ReTe0Hh#@ILrjGIWliX$7B`j^(y+*Q|LY+qFOom z;?f3V7!kL=c+Jnz_K+l*3XE}Xs7VqALw_A1!u{ic;vj|!w^efEyyG%}aGqJlp%QMF zZQp)e!~V`9>x6*P6m>v^xthv2x!;uN;fdH<%g4ktUDEW{Gnd_ZFV8gfu_<(2cGrzH z1jf7?!kFlU!EA+wVkoEmK6p+0{v#V}Xr=5`@paO(+x49}6~v}euC6y_?51i7B-M;3dKOu0PasF$vGuf~Nm6s;U~eBGiT!9J zs^e=?uabJ`uSM1rQ#LQivXQ2Ke%`t;-isl)p@OOxszkQfj0n<7te9RsCSFff(-QS! z&W`M)8A0-p>)%4=^C4f)jJ4%C>IVMFU>awGAf%EIyC^wwNv3(+)Fg-woP z+`Dgi42-1Jq=E>irjD7CV$BjU&dKqtw)Ch%*-Tz~Op!Q7qIEZ0>h}4G7<+uGY(We`%j1?*g%LR=npp8bJcV_ z4k~1+MnSCBd491}%81BN$_YLqK7i#=d(Ri75p_SMl#C(O^e;5CrRf%(xV7U4GHwmy zX&1*107eN)WMIgWSW;2j2B7;i0TYOB)VcT1!k5C-+7p5&Xb52{wWR`T?^T zP0BCeBKNf+Um&SBW`7M49dnw~!P7|q5iUXmJ5HVN8N*H7S4M=tK@!VZisN_yA%X;g zBO+F@81C*?5h9ov3y4t67{{GElHO-6C!)NZJ60eCaknN`~QDyohf`EX? zyrFZx$Gq1NxHK=Qrc^rQ)`+X_n_cMi!}!dmg4u1Djf@EsM?{QrfKZ0R%tmmI5iXM; z0uf36+rzcy0Y(J(KuZmiXFPq<1M#9d-5-%8fpqp<5N}j7cD9N))l4oe`#6beJR<7HZNF1xW1gh% zMi7y+~Nu;%eaqi@>wxgmeRi>j>K^b4E?G<{@9(6Au( z+x+#_JgJ+$$JF?h!cf;Cd;mk=O?%&_3*Svfa@f?EM^tbU_fs6fPE#Zag2z1jddRfb zOo9j!Lzw##Ijr;8eFXw|ye?l^^cO=@NkE58h85mQ=~-HYE)LiTynNcBg&Z6N>(CYk zv2pJ!{VCiK&=C8MB(vR;f>^Kr&i(Z_r`+IWtZ>Fu#vA)gg1CJujSC&2acGT>wKpON zBZ$Btu+j#DM}scecI+Fsd>yvC{$^(qp_01Dgp5E6BqtPH-=o)D1R*2>hYF#YMAiWj zuP3*|%vc|fTm$PPK|I7}8eQkJmP^M}+*-20Vr+eT@qK2;dH--eUYAbslar59SlXu%d zuCm)XJnIRw^12{IfYT;_ZA&`BnrJc8(~mE!mYe@hYy?iubrhs@p3U-+ zLdgUQttl{X;q+|^t4HWGTeBm}L4re<+eNl~c{z`Wwi^-g0CQa|B}isl&4@Uh$zfI) zA_K2g7u8nRtC?QH$l?qUkO35UgL<eIflo3G(e^_RT zcuj5vU&%SlfPw!m5wA&L#gqMAzP`Dyhw@wyml5#--ShY6#}{|=RL;F7_Jy8!mQx2C zkvu*vCQ0stt1Tpo?Ji&c{l3102z^lyx@;SF^V5$_WjzD7iWl8z z_g4{!q)c$Db?aVjXt}g6^`dX9?e6C0@Ue9ieP0}AT&NCV6E1eXZnhzg z5KJ7Zu~6r2#05l*He&O-9ITod>s4MoELZNXSXCre(Cu0~+e0T)Sl|?O)@SSUl`f!R z(BDE}cz1t)k35*;xpoMGKHDQ+Uv+S^0wUOHMY}gLOH8KZ5pfVnfbM1W{1f+1p7y>P z6U!qYf&@Y4^{1P*Dx<7yGnG+&o2N&Fd2}5b`RUbmOTNNxNkg`EwcY<`NrKqFz9ECH z!3TA2BV1}a;Uq(0fL)Xc5%nGGCZ22Da#(PNh%c{WVdzLc)1l=2RD=i|DJUTdcNq6K zMO_@6d&M9LYbF)uti8kJZ-@-giI=m3${f~@0TH0i5~w7FLkxy-X=wA71tGeOZ0erC zo_s8x2 z<)+=<>}z-P!Qs^}aD!`bhzWl%fAy^nk#+4M0S{LCYOZ)qne;Us(MOY!qEPcjD7VBf zJ47Xx*&aHmT6h>P4+{ozPaWDa6re19W62tk^AZIK7DS43$uNT`ePl@780UKylMVX>i}fktAIIg0Kq+VhXoy>s;C_#|m9t@B4ji z?sqrsQMqSX*K;li+cC#9)5KX5A%aDLT^-hQ3Gn>&IUHV1h73#JW->!3 z(^~td+x9-c*>6hywsW7aOoKc8F7oRvtysoy4bhS<0Jv#%JR8!aa1u2{gZ$veDMAX%xs-(p+9T72{AYu?3aXbu1I*kYr zEQlgZST#nLlQsL8oyN+jw8{~pdQTGWYp7yyu@Hq)T>NV`V}yuJeFH>b${#g6j|eup z&(F{IBEmI=ENj_=QflmtsjJm9H}qJ2IiNdhxuo|be?Vn+>R$?MiEXcKVjB{KjlC&^ z)%1P)52deJqs5^CL5F_Z!vk-hE=Shdb5y~9WkCp)oJ7`$>Ix?k zsQVzJXVyu%WVs61h~~gqj|yLB^}Ibr#CcnonQz_Fk`gv!sZ?_FS;tWzS+{c5*W@_$ zni5DpGa^a@drfw@UhE&W+Woz`wwZAuRIWK^IneLt5y8J6s_IBrG@EPQF~o@Y6iMQX zw-L+3M)=&jdDpW4Lf-$Ox7s&N#QRz@B9J2r<5tN3F&VJ5Ae#MjR%>haWGumvh8#z_ z;5|Z4`p6&z=JnHIzJS?j=-AxAEdq6&-*SgSs`R&09Bd7e5|mofJ&=fvFjHr8$pKz5 zq}`;-j5Ul8-bEFNv+9SIyx2wmA+x=0u5IrX8|^BR1pX#m9Cwl1bg-V2b^R3^;f@2g z-;iLV9`Znz(g>NS^dQrJvurnFs)Fw z^o4j$sDr%J6@CAQv~PwXb!5jct>6Yiq4;pZ*i^aV_l-!0z@#$ zv2>v{N#&>VgHXX$;9EIs7DVfAk-^vcFdba8mo zz_(AId_aemNXwEqLxkZ-Wg-o1wsW?8p>mkAJ`wW(eGhcagto`rw^MHFO-YgR!ggCZ z7P*A{%oB)2QemxS(KWoSK$Rp2(+cfkJl@+}v=Kf;D^a^`Qk<&wDGn2Nmw~h_NhTXX zVT1$~DQ5}!e&gz!E`6%gz8lEwUls(Mj$Id=CFbKv^C_~f@9qv&;YSjj@8Za^PhJuS zQcPJUOvv;e1G-Rl=?Nl?ta9~j$a^}ACgy9BAroHH-+> zO-x(E8+jfc=yk9ca^XiP(AM5?YOze}hjq(NlfGgjM*8US3U5G9lXfJCkq)St?L}^G znj#4icQYY^oUJmHO39tQ>CAf)#ILX_?xOqZ8&F{4FmOii(RFVm*CZZng>;jwf#=Gn z&Ct~J1z5oB)~8RyAc)Wdcm8%45Fr|dnU-6#Pn-13jElntMEGeFJ*R*$ArCapS*zpm z!I^!B*)1-Y*|jA(tX6k-R#M&zyW?ogp}}n5uttBZ9za|yT(&a;-g#$bJRgA{1^2_O z71P8|xoK=Un~#v~(=-lN@7_bSW5;rVZH?w zYy=@9`vOrMzK~&9$~G=XrW*2EM1bg-7L$8eo4x7M?RGEZLn9)z_TNralOK4?Zv{lN zmI-A3gN*>|n&}l5s&)W6UHIZ<@sdmsvgm1at7|Z2o~f4yq{(}EpNq@`Q!zSXq`+lw zRC(Hp=~*CH#OWzjMToJ-b{eq#)kCT_M*7|^&CqGy@k5tN!L8u*5^uQEFGO^7JBXFo zc^lzd{YVb4%TFYSjJI)RzNyMLa7^wiFUg_%O~+EeY~zftiSq_dR0-)n>o0sG>UeN^ z`i8mnbgrA)nJs<)McN?XveLcI#SJ5TLwcH_<7OiAL$Ls4>xppYUQ^VUA={Vj1x^;> z=r9u}fnpMO`fiYr4GmwN80rknq0aB_m?)ilU+cn0bc_flX>dHcWhrhW zSBW6;2~&%oti%yZzj8S}L4=dZBjGN^Z~8OZRT{pv^F9f$h|O;&8>$C4QN@H6uo;$# zHE__d>=jMlyk^^38(QKm1zn%wwRlGy^}90R-*rX{L`FQYU-*7zh8 z2-QUD5d#)KAXHk(diA%h?$}X|H@usZ4sR1wlQ}8gncy`=V_L~Hx@EpHXAJ^KHlSad zvj!yCCqE>6?EzeKTTYJ2A5lRb%yRgIH|Lm&UqDBvUvH^-Fmf#H!|%WLgHY> ztOG)v#eek-16;3SG6E;W10Q|UM$C?|0$suS%xenf4ZSIG9AT$L9CG3FSi1!xe7klU z(z2cI1P~E~L_&KbjRdQ9D`oMRI162sjW9{nn5e1#!PH-t{w4TD|YPG`3M6n;2b4`t} znT~F1?A9`dVd#H`i{nqu*L2!bq$e&8d;axeL?~OH zGMLSebW9V5ypgPBnJek1%XB~a?<=W)`ssJ@GW{1+mcFK%&b=l~7q0VBlx*&dG&kY5nQ4v0V>U%TIK@iPSrB44iD>W*=N;bR3T111CI^1{ zrAW{IE<{|Q0~&MX<_r<%0bO%3&3k1-dzX7i;Ze{_UAN1uGmnPOgV}424og_ZdJVQ6w znAq=|s_6>zKs3_D@u!{(*Ias`YxF@Erb-v+li2fGAdv(2!>?DxKV1Gm7B^poRFeq8 z3K=vKpQ#_r=Nc+mnNP4XII1K`=7^}jjR;O&h^pZ=%A8TM2M`UkNNL!x$XyEs5Vi%5 z-`%cbgP|t&ylGcybeUcY=sMLW|Rit#2wlfipU^W-r?PXe_OLNv_qqjn9g&I+T zj$v<;?^ft{%<~`yQB5hcJFsOpT_amG@j(B@k9m?}sz#%H84>l#+5)TRI-C(9SvB;< zB6(`FF~uPdVK>@D&*aH00irBcQD`vBbd)M72caULA%e?rQ1M+-pUzWvb5fTGHRXBA zNy(^qY^=xjn=E#;F3nl{1$0}KE0OoExC)OhIpk7(ewFj%+;9`h&(qCt=}t1=pWu`v zNhFAGBVx3zBimK(rtj>8SPP_RogbBBel+uhR>wmnoq%kU#axtN-_WOC6Htnz?clZ6 zDI&@wX|%!u#`%?>rrjJ7#!pk|`bJO1x=96PL$q5ojw6zMb2rW{ukpcnBrT4#p3DdTphfGuxIx-e) zG0yEjkSpp!M#y+ zVRSt@S1~tu+IOQ)8*A2fuA$E7BgQqQ7`5SzPod7UbQNi*Ne-5`oY|Cn^`aXg#Epm` zNMP05??Ob_OrU*M$OQS#K%)JSSqxyK>)uIL79ENWg)GbuCp@HNlnj~aZ5~zRl~f~&w_P;TP6DdnLuX0EMh6kCFnymu2q%GRU z3PZ#ii^HLmz=ev-TMNet#Sw{@gSR+k(l+y@u`-9K#+`DJYC>;P$7_YMeI#{=<|afuHqN}ky3^~3kn0-VWf=T~9Bg1h&SF{wm@Qr_r@AfL_Q*`^$G3Ac zMA-UUh{hK4`pWyKRfdnT=@FOH!9pBf+hI zMa)FpkRWW=sph&Mu#!p!p{v3wznO9Jm_br$(xyp6;~o-MKFpGBW|1IzI*R(c5kWsZ zl%-Q+M?M&X*hU229$Odn;q?_{B0^Lq&L#ovP*V-GjzLbryw!KHW}Dp`6AFd{^h-;IcS(y~Ryn}yJk0m7vv za#y#a()sEu%FPCXP>cxc8@*c+1eq)C^BilNC5YlcK#_qX$uEKQh;TNMLa1I{5ClDC zv4bhGCxR#w5(ItTW4$?vBRan&wcqBvG}es;^vWbitcdwqy6`6+wh8a}Vx7 zqJ6`HXk_M%b5O9#?S7Ys-LSs7M5C$6x)VgGr2ZXVlRFeVLlBIb)xkzE=Ym4^aPyDX z&#i2Dm#~4HPza(SK^Puy<4u8yVisE7H9J%h@2gyhsO^JVjt3xTOvrTbosG@%xC&DQ zQP-R3{&JWCM#ALMAGj=HPl}tS6t1Y)YbsU!9<&}p*MAKW*yAZ24ZPZ$y-}I88oTND zSWevKlH%|I5M8WvE{BR6{U$-2Afo=djUXf7vZ+B-9H{)Z1g}Gh*v(d?8D9VK`2$CK zw>*5QK4aEwT&kDlOgO9AeAfSH0P9rhdX|Aai$Rww#i4+r-P`?iT z0Hq2`@Lgc^UhUIuF*Je*aazktohJhm^-@=+)!x>a%ZMO2tz|Rg-4YQB2#i-kO*|Vf zX;bcT<)m_1ZZO2omef@b)}~!gn)<|yqgGA%Bwb_)1G_--Ib8TzC&M_Y0qzr2ynkRPC#+7 z%@xJ+t2W~6i16-46QXL2n?N-sKnfSFtg1F_BnHkk`GFP);)XPnSCz04*lIBh8O0nP z8bh!Vny0TtkL7ET`w1fGgE#ubMo@s19h|?6>qXtX3sNPp^{~q+SA7l z5hA=?+xOE7&Pz?mzWVb}@jxI&XrP1eg5aU^_Ss`XBE39fU!oB3P@N(|eK#WRIVj-O z&|!MCg(-m7RPfp}0(^4ZYzPt!leGJeWHu4o_Gu++E`oD3Y}D}iGe(*Q(d4pt+3~eY zz9D=qVK|!!!lZlM@0-+}s;2Dtp1;`sMOc!x^(hdtY-RR}X%fSNuwjzp1vDXzWoN@g zYYRBGc)In)q>F+m0+CVyFKG+z5D~;PiQ(DbCPAPS{VVNfZW6zBB=lmAT!~6TYO)}lz>zsTLWj6*x0D6ogv@$>4)ekq#<-R8K zv{SF&3V5Suf+;G4uE;&lB$reIE zns#oPY?c(k3L-d&Nw;Jo2&}u{4*3lq)y6HW!{G=vuZ&}0p-46=@WAH2cp1DVnOWRJ z5Y1Ge9tF{^%}e*V-M3gd5b-$G^-G0N9Hb0M85W3F*4#r7Z4#WmnIPImwlOysr%Ju1 zAw*y>bKmYqL_iYv&+^A8h?R4rB-lp4Ue6JsziA`x;uV?JVB?DgxsN^YfpHvB+5(AF zY{+u;F@I&73ZDl}!yx7ig5Y^0AmT$a91a@?F&tkh1RKSC(ZQE*d2@!2wTrUjK_h-L#y%d@+ z3L5%1lZ}}BO}s(5dKhnxQ-f!!Nqu+H?;TESyCp<$@5jO02|lfoM$WRjtu?^&eaX^j#yt>o)#gf}O~S`}YM1guOz1jS&AAh?qVy;?dhaB)2%bcxer zY9ojMRCrbjBnW?Fk}r1s!KgK00~jHq+AKGaM3Rj*0{qlkvRK~hRJ#}vgefc?vt4?U zYs%F9+m7)4*oKM`Yd~$E_T{fH^)GM6^4)Eqe;}n*wLjHr!>VjVM5|u3TNL%9*IDQD z5f4(76CMi!M88eDj~5ZK=g4{`mz2bMO<;^ZK}7Q1h_K9Hwv&Wa4t&kJIOt?jP`Fq5 z()ht3AY$LU^@{Z6E*GvXCRzW#pOApv&JdA+fY@%)3?Te|v)yrII*j66lU06rU0f+n+|1J8sM>r#BAEHk?_X0TUHK#LD;)`M zDdcI=eE86C`x2*q!KGvF5lcAV%fGg~_>e$Anv&gEut#~`SMbnl3Cc;QNg8}!p>t|2 zlYWheVzd#j)%q=co?X~!5Qdxj{ZswuUSHL`Lf016e*58`fx^F;L)O0y!ebdDPL&xOJE>!*x`#F;?4kIaz_49rEv=-JcjqEFSv4I?iq)`o< z3}&M6h)BrI%FvkzM650%!uBAf8i(AbT+{#eM4|Ot`aTg^N(o8yD*g2OW$<%cA*WP7 z&tt`IU9Bl#&ZbU3hbH3toD)a*5u`X65ehv6 zteEJ(Ll!#EC@OagUGM2w$i{E_oqCH-2T1 z%=>i>2KsrG>lq@-I=O}j@p~iH1Um1P%b9BF`CgMCjM#{j*BfabRbBn#^}~m;W~~O& zOaz}%5ZqZQa!^B-5FqHkkK=e5xih}85;J5Y&tah3!qS8`#zGr&v zlnk#E4t6`9Usqi^Lj=7@5?cK(BI54uAvV^sDgm*bGw+_(4?>E9E0gy{0T6CgynY^h z%O(1H^3~tyx!g+w?Zt@5ve(a_5tj@|f|J{{+33*40cjI(tqEDeOPzk2H_q9UcAD3h z>N%7n8a=hmIQKX?q$+MTvi zv*vFcW_YJgKlT#PLCyoyJGJY)vHl{o=_y(Oyd0`?M96$Z)I7ih_wMt%1}!4*8n>E zNTp%FLy}RIlWH>Nr3BG;b2cB5`NVw|*Q_5Y_-p%?^h!Djh(2?2OuNOtMqidH(~I5U z6>rzwGafLzuZ4+?mvoPE@Umb5(PvE;7+fb=&>u(#aa+EZM4v8HVoMRl1w>$2C7-D# z^b|hda~_Ly)4DLBoyILXE=j23j%+VQ)`SRzd8Craq&zVRiV>d$s!3Muka9W_ASjYJ z9;UW@Lr-l}g`A%lWRsO6 zCyU%OX{Qz5S90t!$Jz8Iqzf*oCM0`A4&7qGz3_qvgt@B`5iTGC7~XXY9&jN^KoRXe z3TxPxK1CRkq8C`K#05m$&5SkDK(08zIN(NtSRq&Kcb4%60y?_lczpdV7d`;HD%zHw zumUGOHV1G!O_uQLwak{UKm$y-4!xKt#_AQ+OCZ5HLj(z3762jooiBANo8*i>h-->G zl%;(u5Sxu8d0h0rqC{7m^uEIJ=(f$(?Y%#7WB(R`T*}Q9HXx!1ifJu7{8qyBu;L_| zbv)#?vm_EFh_D@`&>?Sx4_{(B#hoJJ!OJ1)^dm&vk(Jggh?{#|6m4K0(7Gxd2vawk z*Uy>vn&{22#eh^9t_j0}VAbT;y9~=C)5Rx&dBBgjYm#s`^{Ae4`jKnUwRB03$-SxP zzqvR=*Vxce6h+Wkv)C4uvlADG+_nf;YiF-_gX5(;X|7j09!l_n;J*C36>~#iRt1Av zEC|h03~1N|D%r1WwCi>$>n<&^#2F&|IAe?m<*H@-?u{SzRV3?1x4g=8cN zVw3q42cd*QGK#9#Yjm1XG-pK+2&P}T2mu4J3F~wHBs^1afOs?ve*Jik2vh~@^7_P3 z)OhAI!;^5v9%B-Zt=8j---hlR^6iSr=ekHGr#dX&OLfYvKxlF089Ef+AcLG|hImFo z5J6v`TwH13mRdRo9t*5=@96h}8{`XKh;k~3yVI#s#`}nf6`kvZ2&Jp4#F$D#n#O$K zG`N*E{g$HYTL|JA1bX774zJ54e3^tC*Vkjr#Uax}PV|VoEC|(*E+w&_(2ZUl>C*F= zEH@I&(e?Ow`mx&}AiY8x-MCutq9B;eiq6lEO9}nb$`yBGF-{P%a$)tTmM&G_uIffa z*hR|RS=?(!+UdeDBPk}l>VydLcME5p8`ey11Huep9!N&gi>e;fXYU+o*++mTfE~Fb zZR0B#c2M>(@Xj$i9FN)H9rmbY(TocoFL_O_h<0S^b4D^Vvk~Lqi_oRT1)x+tJ_|wA zxV;yFLzPIgCj#rsoPLl3_^c2%@Jf0aW@LwHz0Sw!-c{~7qWOnBzXb%hbKc)|JMaV2 zzcHl1YdcN^akpmbp_z@~u42pXYsE`@==0~dJk;P>{d7StY2&9#5dnhpQhHw7R*w`A z19>>);U2Q(X8AgVF~_xy4{jnIIzdEL(}m-^di+%BMNwGK0F*=|QgIw%NG0f`E-zN- zny<~!p{E**qq}(k&2!ePAO=jL2T5EeT9}Bl!XM)+&GgcPtQ%TK-QcE!wt3eSh2frJ z3guAY=davKzvNQLV5IjI6*}hFcT$L+mY5>j%D2HTm(koW+tY3uhq)42n^*;z>#8YD zryp(hr$)R>)#>Qgi8#%49n6Wdoaea;w{`w?q5(g=vXZIy)g|Tu=EwRP1Jsn_AZ^Bh z1eeI4T&PEk3zQxDR>RfEg(2lvLh)uIH<8eA+gHLZMQp0=*y$H6>S$J@8M@HxY07x~ z)}Ap0nREA5Xn~n7d^+$n^=*|Wh-lPAL!_SUpNxy+o$Ld=Bf~)dcy5?px9fPSlsR+J zL}2}hZ&$5GQ7-v)S!N1(L3E zR8-gIuW$Z*G(o(+sd7fT(kX1{e1(qv2G1-I)U&kZdp0>1kLcPYBByc^6pH zm1iEf%rJ0btkp=q_~Xdel+P%A@^AAskt#IRfuXVzBuRmiCw8YSsxTU-_*18V)4D0Bx z=^|Y$(wJaCsa=<{U!}E<9uQA{q1+C1AyOE^>vX%Fl9Z-8iL9qt(ngK!)Ev+?r<_fV zIoW4D{Xj@%lyliVoznz0S9497J0SjYJ0;s4BiSkIC` z$lLgKjP;pzna2@EMcm;2(3DFp5EY!ZC7k@;NCAW}{){sz97|E7!d^MO@%m z2uX*HdoCu{nK^?Qg@ksIZiVkWkV~B0emq@&)_5x3^R)$+4?G-jH_-$&r#AUo9APdF zs_3kMYrJr1tZR+mPLT3`tY)7ozw_Qnu4!dUj%F9CTWFN@v`Tz!RZ3MJ0Fqz}dzY-} z6P|p=!+F%jp;A35*hC)Y{^~`Fopx&HlN0EOjG}^F2-Db;4G(CaWW}bVE*+VW!_(}@ z%yBarYjsL9&8ZCY9f+{@vQeI*&_E^Ee2cH?9;yi@ZRJw#ZStM09uZq~w!$Np07eQ! z63C}$p6)pR#wzFn<0fNkRU}1{=rXZoq00(oir7X#q_P5N&Q61a_cPTytwWbf&ar^N z-$xQLB6i9z6JZIW)y-4M>5&A@izUjwN+Wgfmt>azT487`0AcDi(fR^k6X$Ym&`?pX zsWIJGyrz38gssq>v1LGrvG(2I#soy%VL!Oo2z=88_coCY6*ifPs(@41jfz?W!7InV zYWg#wKd_i@ZX?iVzmqE2fOSaRPbla?yUwH%))BLqo*0Har(c(PO1BOLv_4df?1YFR zOis-Z(U|iqwz*U&odlGWWk~IrajJU!krz~P(?~USYPJXaG9q}Yl+KrVo5(Q`r_=2H z$~d+W%;PHc2;OgoTQ3z>d`&-pJ$7Q6*6%f$)gz`R@d*){j~Sh0sf?uZDGMTaQ3QV> zD{3WhC{Ah!bQ>NK%&gYw4owi!x6uV-odp^qj0{;;c4u82Qw-6FcNBC}JWM(n@p?+^ z&9D3nGk(cwsZ?YU_!`V5M4%TN%M1w-!bYYeM8J&_L=?PEf};ZHBkcU6)7!Bk4v1iC zQ{S14F7Zwf@%5=voDW!M{XQIZ%zUoNs?@q+U^!&rymLEUe8KOvsceDbl{)mnwy@HN z!R(uk-B)Qp;@0I0+1JLLyQ%)lPlC!a%?TpXzAo+T<$`J&4j52wlCZVocC_8Sa;0g% zjtHg{O}FDJbsV2ZgyFz~?gGuC@8SR=_~7Ug-1+qlYbn_nPgY>mIKc9CmP^lQ(T8<7 z%&*Xa({CVeZYet#Fd(WY)nvUF#2dO%dIY7H-TAF+d!~%Ss`4gwU(*00w&8P5zh>?U zHS_JgvmfyH_k~%_1aUi_aNCxuZJn3RZFteNN86q93-z9^sHPPVVNjXznkv|ceQP?8 zh>-cPEQhJl6^bDDwnKKtarD@ntENj+rS!#)NxA^1jYq_Q&cT&9O-?F2^rsNj01-Cs z1V)8un{qd}v*VJfy~>uVWjM4-GBiW=Efb~-UMx5^XCrB|Sj0o&V z<8=P;(rUSjZA8j*@o2lFIMFlN-CW$dgs}Kq@yf~!keqrvLkEnkq}?(gqK|GVAzkOEDJ68QBIoh#Icw(7ux^RwFbIOqzU#Rj zfo*1@Q?g7&g&{o^8?^M+?3|>*w|y@fPPWjPzl* zV@d2Rqa(#9^RY&#>GMv!^Q~J#pYeGvh}t&s)O9@M$kzsRh^i-JT@2ml?Z>1dOnhL= zFsNHk^p&f;DE&U?Yly%&ry$~<1tF)|PKZEp|87D=yzmc~pis=MSH3?pB+)~f@b23z zmq}3{kM(A=agGE6M6e(hOi83WEv*1rye8|xU>U01)FF)(8Qx#S@x=i7NgUWoRRi>yT9L6zt(Rt#AM>%7-odVUT#PZd^?gf z$cN%Vm7N5Mp;C9cV@M-FM;mOr<$(#TxCVIbe%nVJv}^7)NYiZ^_CuzexB8C45Ll5l z5YJ5tCn=8X@Cu@<+E;>jdYcT^PrJIS^JQD|$jcA{x+JF`uBTPe>h>HFniCu=Oeo%S z8->`286twEzJLhW>%~Z;&rSTkLGycT#63ml3!Qi|&{-ajM>;Lg^`#3h2=2($=<*zQ z4B5apO`r1}kJ+t-iKWV6G$KTBii32wbi4PvUw`e=#V$rfbGGJ8h4p7V*Xy%-r}2e; z{oFQFb6`lMJgw?3S(n~RO*|sVZF#BbbN+VQd<_xn2RgSKP|=Y8>+&;1z*t9!n41U+ z0VF#$E%=BEwckX9MhvmsZ2bLbA10TZ5s|OoGF>4rME1EGG1k^2Vo8_K^Zh-#($+;1 zy4Va5;h1Kr6GV_^-tV_+FAT-(abM_tHPMm#12?_FEb(e;baf**+x9&qZ$fg9KUvc3 z-`DHg*VemDqafbA9LvZ1-`3sr-d7;v!8!8`Tiv+O^xei@le?R2#Hnhc@Y-izd3j}2 z9@6^Th=2>$B|$T>B+%6CD0t67qsCiI7gqRSC)LD9fdvadMC%H=@PjOCI8UA9!4Tj3 zdO-J}QE3Z5iZ{((5CpPA-j0k(KW&)SnEv&coQ(aN_Nl1L$ColD)VfL9=dE+kuiX2J z=vq{hO$iZo(%$RtdN;Uanyg_ipvFn*9fI(jG|I=?BO?0Ko7zodsPm>3{cS{G3|zeu zB#vGVWSDp8^rIJDAzcuMCtfx2RDdeAJ2)p-4|sM%DyvMl@Hxb#62VuPu>1Oo^ z6PGc_@!H1+-nicG7VVT)ae-ovRDS&k;*EnH`B(M0 z6vx+$Y##4kCQED{O=81>p}_k(N+xka8!k3t5(Fvsq&_UfT+1_zSW~qDg*4oz*lTLS zXrejKvKo|Izzna-IoDq+Y0SV3={pdU`nmn^8P2DTRg=>zklD1)Z`SQ~MC9wcl~e8g zyJs|Guk*RF=Eyqg=Xkq2L&SnrklLF)C;Rp&w<4n>W53^^38JUlZ1Z{?$ccpudmJlt z5JdA>CX)Og5fSpQI^kKy7W&3kOiAsvn_~)!VK0J^EBkec`IRNbjYkQp=Bla5#<}uQ z5arOM#<#_h{1 zqg&GHz=!|=>{@mSO{$6e@bU-|XSXyJ)zmf2qu=l(ynL_kKm_?Po8#*MW5dp?$~;?s zzFsCTbV5mj&SKfaI2JyUxGC=7>oq>0qrfmEP?#9AG;F}cs$|R8@g{-9+5U*pD-ME4 zm|)Ph+BDX;b(DcE-?Wm>CwtUJ5x2!mdqVzEG2?wTP5$_`WOSH^2|P~b z33zw_+n*#eR%3fv*~&hy2@zm|{PDx8uJfCxwE+d)<*Cx*4k}s5W^_Qrdgi|7-$uj= zNw;y;N+YHMR{UFtP(1S{Wg$?6qHMrZy!mQ)d1(eO32PH>ah+Nb+{1(0Kg%0wR!s#D z6=Me;+X_yJLqb^=3qoPCKSBg!AxWfS&Uq<2@`Gweg2;b-eztM&Q@v|UAeMGydi5@OL#b6}RACjH!35s|Wu=u!~5M+JY3?2}P_G+URM=I$}6$sO1R50M$9v2d)_O}Xo5 zS=obnayL9;Y+z&R=87N);YgDcBDP98<7R?r(AE*TP3MSUf+t?FZcIe-v=w^&ZzJM$ zQ*YSE*$q~x&LN1*S?_XUNFqTRnZ2elq;p5%e@J}Up|sE@ngHSXP93C+PN>6gGejWb zju2smwWPupBCwYX(e&s_-L!34(Fyi!_x$~z-xp0%%GQ#|O~r*nx*0Vp8|{xE$haR{ zLS;*WFi8>l3MYtQ=YtT@r0mKbVnH$41XSJL>%#$Gw$)#;5uoz- zh~Tl&6GR|2e)km{u?vX6N`)?%2`<%rSN4_E`%xn#KZ0RNng>#?WJqGSQyHi|tXECr z`k8}UW3|ott}2;0%gf4N;1ETnkvYU-iC7K?!-$v*g1!Vs^Lk}!ebT=~HehA;equ)M z|J>fyFROkJk*3m65KRW@9Y=;b@|qI8LX4>i5g;hPB8XLvsx}b86au7qW0p%s#8el$ zfC$gUVW(UHabLHIYj+Zz^DGooUcmOpDIfi%Z!V0IKZ+Ge_ z!qfC}b%NewzCeyKBFOiTY(&a!U;Xx}-?v-R`7eDI34%9zjWfifAfD=%s^whBo-|Dp z5ohu5rW^e(Ke=BN{M`1%Hd>i0aRezRVd>-AFX%+`v9D>{Yy}akuOY%s*;hZI>b_o& zsMdcU37D%Uu(b7Lcu7R*uP3dQ1|-`iiPGJB4d=Kq!VwnnGI3{)hCXO! zy|0a{&~VZ|zgTr;k;i|8!Ev1W0#O?K9AObWU zCz16`5J{Pkf}>Bm?NtBkWUSSIRCq62@gAe5f~3CbnLs|7rN@QamlRzyr-0Z?S7$S> z-MZ|)7H&iY;yFPC_rAgfW&b6rfqn%Mxr?T)!l25x;t2SF37LruMTyOkJy=47^BX(# z&e~<-Nm-d-fOS(wYVRKwliAhkP9E?HDV~n3lB9yk@GO^+82)i5>DO2gu6cZUsULrQ zsp)9@M5R+lAN`}>l?}%TqaZp8S=uhKY3J&*ItAp@=%R`dfjkKK`h`lxT(uEa1ktey zqJO;+MC{oItzktn>2oY&mCqaln?~}q{yp2;F zY$FH~OiHNMyj-yitUan4q)B)OKWkWyh*-YDi=4Z!CTXg>HYu5@9T$2eh`LO7;?WL~ z5htl{vBM@QFLs0Xs;b?boyM;y`3gIYs|s?f1QA@GbIKzE`<;+TMc2w?B+hEqeQM9! zX`&gUi#B5FeNB1W))+BB^>j)Q;d9>$o#{~WXVpai#%=YF6}fs%vBHkRwau_I3L!Ww z1O5iNq|8;F9YSn;efc4`vr~)PaQY&PS5TvPY@3YtjJ+7**k0o2<3p zg$O=k8&BHoayKGku|V&tNMg3g-ThYC=jZzuig5_^oZ>(Z8aFEvf&S(=Vi^6`0W!3+ z`G^FG-MU`Y2YfJYJZLgEsV0gJ%ab~V_8pu_GInHo62h=TmM(#2q#HHoj5ik%;pMPr zM#%X}O$efY2-<~!;UV827q(TPmO+A$(zMW)P_SPkbY z&NbP=9n|wXq$$ZqCq&p|0wzKFjg%AGrLx2istiLw#I#N>+TKgDDadm~C|{RbD5vUV zKH_9iU^5Q#rgNl(N@zJg<@S_4;w#3wz&153EZC8TCtomwjaa9ol}HW^um8awQ$Rwx zI2I=+LJ)C2`me8+N~>9}3Dlf^U3n+P8Ia)be2t5Hh6k&6X`l%TkU)9&UaueS3{;aU z$NeFNEKf`L6WBNpK8$C2bK<@>+dUmaQt}kacaQgWGaHeL=4k?A%-HF7DvV2UM8zEm zV58>NO6TNUJIt60zHAuX60d32#j#^ROoJ+1lQ8OAh?vdLp&eCsy^IrwdW4&QWi3M} zv%V(s%kSH2O^9IC_j`)y2nl_!YZ)|)ulyMS z$Jb`-jB4D;5Z%+o89H;tM$q#>bJ_2hD~p2STu3WDBP~yrVo*g80dA+69Cm@zFFOT< z{iY!N8fB6LkC}Km`1y$N6+2-NOx3(Fgc=GtP3RVteb$@g$R@%Uk~F*~Kf0y7BU{BkYxet6Acn|8RE{dX(4T5`ZZD2bUsh*#}UnCL^P6Xiq|Qp z=~tKs%tf#1KgI^hDHaQ{F&Hv(_uWJgG53}vI=+i0NJc|N7NJ)sB9f{&_usqx`N5r?MN6iVLRudWNbCuPMwxeNAKXXYGe>%RV zcXPgwVEa&yNIm)6?3>1?B_>%e{zy356Nod({=NfkifoOf|d{;B`loA2Xm znr^F$+$UGLIL=kmzn?fu#j__18I8+VY8QPiEs@SP#2!NrEQGR=Ti(P6EEV)^9u&kYirZz?j@)=!;=uumi;FqjZw=M)e|c!s-}dEn^^$;#^Y z-S2+y{kMNYM8tiXK2x-I%IZsyjsiMnIB`kzKsi!9l+$ABao}A#@`D^=ugPBU^S@Iy zb(aU;zfC3grz2Oqe7#)b_PO`~YlOA?3iq4;Irw>AeM~e#N>-elusZxVNKt0DlQ<&% zmLS|>x6AXn*R+bfr`*MiTEaSZez*^3x9A1)KPz#TKiwuQyBy~u%sHvd^?>fy)2f{O zQr84=xkBfu?F`2c~*>beDQ?%>13DwT&Hww>!BrYfSSV9HXYJzU-6K?&NU7w$-rrpS(42tVf11;dPM3h_?RMT!` znLOp~nyV&UN)ZXzOc3-9pOyp%ZFFkBh6w$Y18**cZr5zYMMNxkBCu0nZDJeg#~rNn zJSinh1|@a$Hn@YNZOgJqimI0Fz4aAAKtK}db}|V~lK7HG1MlHtNtF$;TfQ0x7EX=z zoGU718b`h+-+neeF(z`dm-(6`G|X&sv$d^D=QhGzR88p_B&?_Nm^gtNzn{(z`bMz| ztE>y0essm{J^St2E%AzP{MM}{ma5=WqF1b2s2!7{bo~9%j;)dUFG&&)Ul9bjIHY-1 zed-typZZ;#^y6G5SE4&VxQNJF=mP9XP8V$XS}3!az)8pMlq^yRN!v&eHZVIeZMaou zQ>8{dxutq+tZWm)RB2-_VdA1{YR&_<=38FVB}8bq10wd^Ddc3C(pnaySNTJMx%;$X zZW0$30tzCqguS%ij|i210V2M9`SdCO`$V9oM&j|KL6 z%5t`QWXMYJL>t&Z!fZSk3|^O5Ez43o$u&)LD#K}mSuBm2AesxLDD$5`HP#au=@phs zCZ@p(LQ=uQhzL=pO0|Y*n>w)(Tq%>2BRC|aoQnEeh^VWw!q*oY(SPYr5TWcCxnVk= z>k)|`>*ZRnmy%lF`q0i!nLsPqKpPOjTnpT_rbf1WIqc=(unb()u^_NKUZxNAtMMc5 zh8LJ$un|U`bAvbP8spjRsSL`m%+Te&!R(1UkbPg6jLzi_EFasZ>$oQpHbVCCSYd@D z)l^lr`xYX~I$`<)-jD`KL^i@k7r5{?Y9;J6c&Da$!FY(Q+=;n30)w(>BOO>5eSi%_ zls0CkAuH<+hheZJ32cFy1d$<0-bf-PdmU!9qEWt2WnYUUZqHb5_{mcok@_y)tB9}| z%#tSLCakM|BRici#>M@~7*<{Q67)(^yqz=xTTsIl^|u636L74}K6$Tcj)+rpXrpG0 zMhR6%IQU?!r>!nJvJruv;gw&8YZALPOK@OezrJD@mk@hQ*;l<(uS3Nw2fQ%K+lZNo zFmwbF>7rO;lFguI>2JBjD)G#LUTWR)I#i2aX>2lt?nItrz2!sniMG3o9eyWsb z9}QROGL}_bk1$4Sqwbw)QtgJwC^w@o+7_lzNomG!Svu^NSE8gk!O+?_tKlSH`kdM|)jdCFL zwE%t!;!{_WjaU#)kZ+RXTn&u`%Pj#EKfQ~Mhx@OL-t9?z( zw86}Z?^;h~#)xo-LjEBg;fp}6vC2C1T(CP!ku{o3i?7BJf{3atbwEVl&uoNM^EDb{ z>xD|OgaOWvg*jqGSSz*nqM+|q4rTJvuqf6ZDWB<}>AL^&1)Mhl5wfE25l|sPNz>-o z4c@C8RTFDam?H0`i+vW;i6SwiX zMf(n8+PM(vO0Ee_V=~f}`eKI+yaz`UQAAnj--U=TjEGMsi163b5GLhwE6w-xuEQpC zwhNuG0TGB0(U$w-eN09K!s+b82WX&A{Xnw!6GQ9|l}2rTBTEdmK9Dp5BFf&jPnJ30 zRKK&nW$a|xQ?(G5B0CNe4k_bh)PSwZBZjpz%EKhOsx zK`a7^nYJ+->}Sni7wh%>+o<-$SG6JtX31?ggPL~$(%F+78nXBLy0KQW6<`mV7bSua zMEG%)d(gk^MzWdJr|y$4z$36O$XI`e*W?ErSPC&B-q|USF?b)OflbcFN{n0CwD-fK zVyq#mQdDN+5dp?HY`+dlINj2*Bs^E7RG)&x_YpgQNe~$zGa(|eFK8B3CFX+6s8VK# zNM59aL3`DNFJo}ox?OzbXPau#sD0XJn-fHk1J^G4EorA+`85VJ2*NzSYqvZZAt?@~ zxj^t=Qlj@E`rEImy#1= zh#lK=;YxI#9FKFb^{L_}Vb1atujK{=`QE!|g1?u9j`^VS-Di1ZbA zJMLQ7p&-$DMBr*EFlF8M``6b^DV=^DlgcH@OEgF~OeqfY#Jpk+31Sx$XN|cgpInKo@44)-=E1;L1i^FG zsC?2@_e{PNNSs!jgc3yXu9dOCTb1AAH6?Yz$qAqVNshA=#~{3s;#vwjjmryC0BHE; zi9D~ftTm=j5nu?_8aKyTkBFV7P#@$yT@U@ECD%mwAWztpo6CYAmxq)VIW)=Q!)p^( z*qAuQS_>j>o4}32QCpYxUNad%#E_VT1hKEn&+#y$(e>uD!_3?MzW=o>uOT7>6WCf< zE|K?>-dADMYTvzU+b-wahet%*=(ck4Ykp{zrE~lEJ?CZT;FoRDLiHRPxP(U!N zup+%@$E3mf7Lm<%;k!B4p$k+5fmsTNnMh}02ok>+jawi)m(=kf-6ROzYTQAHxcTrp zM!s=A8>CSfrN0>`iA)MOb~actzZJ5fFtT@DjU37}XPs_$#p|JlAlkmDuOdSB6j(OP zO%A`+uNQNQEI24g5nbdS5pVs53`tCIAW;|Jv=KM6JEL^bVueLU9xB0)TFi-8j^m-j~;@_+~= zU}Zfuvwf2wyf3xpetkv+1+AZCj23A>E|z}VSXV$q_KBYO<8fvLtjhNn)4@qIWzwL2>uN&YB1O?GfHT zJu(V{9jdlX?c>Z?Q|MAA{kDT@nz^q%y~7bqNc%U%mGNGvCT^=|N^0KMU3f%Ptf2`I zl7@9c(YK0B1QOxgK=AE2q6AR`5W#YYZGx6L9(1m`4e zNq$rl*l99SOh&;*96yw1mf|2lHdX(z-xZtkYOV=>BGV}V5!_TL3lJ%w0KeRpyE@#2 z2@yiXjBy zu&P3~Bs9_1tw<2e8K(xL$o^Ej<#cuNfEa z+lb(Hc_cT#@a@wSSwjMTi|C-k7G%x)ta%O}ms@AJjtl>FEr{6Vu6mT^Craqcr7d6C znIJG{x#p4(^O<*gIjOCgAokn7p~vVQoir_It4=!yYEmlA$P$i9DpuPi(}B}x=Q(YP z7mmqEt_eM$wJ!3yZm!HnFd{N;n@N#Y(&L7Au0-5Fw>tMTqqrbBj_6dFG63_7`ffyU zA4i(T?KJoE%JaZc_5t1CbakYhM&MaX4kfH*V{O_kIim@?RL~yHRF5cUh;V*|pbaYx zVo5}Tc&bd=D)Um5yvb)mggI%B5eN9msJaxT2?czx4xA{%qet3iVzVsYYmx(wWc@%UEZ(+T&QidZ$X5Fv}#%k z=xq7;IO>i;m7JD+Nn%8RCrG*qxE=xJ)aWxr(Azgf+0^x~k1a*NT_7!KPPzexvvwN# z5RIC7P0G|ZM_RK^&P$~r{eEn#uOos@^bV}lYT8L^InUGzJcPt5=Qskx9$&_03jJ+F z$QZh0Gss-WoqkhIXz-L+nGCA%It6Fw6JnIQ@I6cHzBWiTB?ij8y+eGL-^>4XUPEkuy>T2kbP07QLKk!rd>X@vwLbVh=}WR8;d zL&pm{*pVkh5HOk)A;rlxJs?7rqZK%E3B??>c4cJ?-C?*?sBieun?InRk zMTuz=xVk7Wk-QomEFzJZ7= zur_V6GghW`CE+h9kT{n4bXU{t>caawW%Uh2$h4>Qt8%yBNgSagL=0i7)Cdjj%61Ds zS*krE49Gfc>p40k%ZXt|jLMs`k{E_lCS;>$pTkb=NLP$? z6ZS36+G#S*aE{wE10u|PMzy(WBY4^ijh9`cL=f=Txe~$Y4KT2$5=Y>Io|1m(MRs5B z^s9ucM3)kirGP|!Hbd8qxmW3ZHJsr?$e35K&DhR`gzxiN0-*|h%@U5xR%U%;H zgaVD13It85KUd*!Qhqmh=%-^uAQ})+EI1Qh7TeFy!jPuI-ND8h!=wwhB}%jggu{3gZm2ey44jIf;e{0&|;Qb{x<~CHYS?%WkguV z%TBufDk3D&RE}F#=ZH}8Aa6D@50HS- z80Um_Iz-vhJOEd2tXbQs_qB9FFivtn2OPI>G9t)0>>Nu%@dl{n(%NgA8JjW1(To#7 zF^9&*>4<1PB3c16>jpo0p-YIMOFHwT<4wwLlh}xkE<~Z}u%ZAucY+A79KS9I7g8KP zr28_cQ?F^Zkr%JJp4g~)&9|1ExNw7G17N-is!7(1t93|r`%TQCigqI+_B~k%s8?R~ z#5t82BF1Ef8IARI8)43@ggIfMIZ;iss%t34URF(Z$={Ql6ATWqAW|Mqacd!$^U2#> z+VVvbUFb9WhK&eRCFNyASRI;QCsT>+D-V}*O$hIxCHp$6CU$TqIrw^nu%Ko5ON0p4 zNe)H=Js(h7gVqzLpKP#}5xB6_I*e{zc3;ouAm%~oHPsYB?2>BY3I0MZd@_uwoGY*X z1wH#Jm+`62yRX9h#%&zBvtaWPa>cvrHiF^6BMzuwWM^@NmiU?uaD!`=abS2x-^ujI< z7Y0?rSBGRVF=WRUcssb#3Kx{b5ysmHCMt>MBP7FWK~37D^*FUWL)Qr+wBJG3u`!D4 z5s@kIp3-R?@r{9ZqrP*GFu!^$R;8VydBn3q^|86dlfXmHJGE z*ygaWG<5XIW6iY2bi6oD(Q^?SzsSC{#k zcy4aI-U2&~;UX^X8dqg=nFj~p+`K>DYam~*3hF2IeN8euO>dJ<>HD~OAc~efBp4BD z99Ef5d730Lvn&5HQZQ8-&VDYrKN~5^SfT6UFXJO?6PVg3^T+cM4I^TtK2&;|80!4_ zr((qxeyTJcP?rW2HS#qvi;^c>vVpQTAK6ws?@AyuSjpp}FYHLa8KeN)) zOH6w!^`Dck$xowC#IY(c4@6s4Mw`qMK)oyUM2?6^gI_&S>iIZg)O`~x$;j6Pw~%+; z=DcXt6TskqIghgWd*mlzGVxboIn0GIkM)QUQ^sU^qDD@C(7*nlldnn7Ig_+>`f&~S zgn1z6ZgAsOlOG||esIF?Pv;A{8 _98gy3;z24m-(I8qduW3G+k8!b8csj$#UacC zx1I|^>oY`%(Uhas>XdSWqmqRcE(!9l*+y`YPC9b*B`%KNao}H_v;OY;&7amroaUO` zr9{uTBGV{$L1#s0rIorsiZZ+X4xhK>tf(?93yUom2^)6*snlvDbVYL}0E;Te#7{Oajni+&;9 z2Hsm(y3srEo8Oo2a11x8DF3O5vrbOC`A$ScXWM)m5lx)^F!~#Uz?meN9%(ix+NC^; zv+(1+7Z%ZdTuadcy`VM1lFaLc)gq{^G&TYi~+2W>Dh8b6!+(DD? zey>t!r=1`I%IZt}l>SpMd2`@l5ZVzT;}OYOFci-)@w!=G$~9>&kYRo+pQ+sJqD{VH ztQ&4b>`sg|T@?$bzaoe*EqPuN)%B)46A&kt{P2A^{3b4*c4K~aHxG0ta_ATl(hEqkIAqx}V-=;PHPGq|o188p;$B^-lxE&*(t)L8 zDp$ss%CEWCx6&)6cNA%mc$%wm#F=VJFv-BjPZC zVu3-iR3jqPOcIQU*Y(N%h>-~ktR^bsdc^38P8={Q&@%bt;9z~Q5xVacFS_ie%vE5g z@r=>hGy2=}IHIv-+0BxB=ofSSzAKL9+$bYo?slEhR-db*Bo6E$Ao^Ubb{HJ?5131F z#6QpUeWw;)HF1^H$|5MF(>%*18e)PdNF9G7&q_9`pgByacwV#NK#-6kH$vO2jC9lM z@pys=dhsx;W6Y3o%cb@W$(iS)=E!)u@CTB@U`Nfxxeqy|uG@7s8RQN<(z@egpz`8H z5vRdCOpQq$w1~ZgH2@%EM2XlZ39sGgP`So`8WW&3` zE;Cixv28i2H?J(Ok{G z{_}kCXsRYe2$dYDvtmRj>;w9OjxF9t)AzabK9O~Jg@t&{prOcp(y|MOF2)EE#~2ZM z8ua0#>-Jp+8^Q7!Y}$kF((i)xWd|$F9Q5+6xh%^Gh+yT^HQOGugF{eFQCe16p9|IJ zi^Y?hChE%YSN?-(+G^jo$s7^7cyE(7DVzGyMK%IF%Em#M`;4_#mRsC7t%#(f{lf}Ibrfj@`9!qipFsz=Gt@?hi2?};0 zf+%v?vc;WdEmZGrM8p>*W*SeR!;&3CdYE?F4c;C2x*ScZ1;)R4e>`zt zZ&ZTT`pQfP-sqdAe0gqcQ+UTsxFDJXI5=!i$MRa|I~!`#jDaNGzb5r#UENr(vPv$S zps8EiTKg=@w^h@EGzoLm80D%$k_R^3@=9eKxC@i~td(FRWS{j4V}L`12ta~W(+)#_ zWLIP5G$F#;?^ExMreD6Kk&Wn>b#Xc0qfQ>| zz%TH2$NVuxGO4B+B5b742otIA;vhsE9Q1vYK@d#4I`NPm3e~184(X5a%md+T6i4h} zOi4*p-1mXczi&*GO`0Qugx%69*(WzQ%0@lX0qyDaj`8Rg1mPC#rc$q;-xw7OqBgCo ze|>p;NrZC)Uu55usd{enqGmrBsg$R0N7nSU7DAcTsG{&(7mA_Hh*(Jzeb;^R>Iwg2 z_cc2a1)Nz&Um~)!eeN-pB0o$l6x>q<*+*n>e8B>|Pxo@g<8*9SMRUnjEplv9hn9 z_0;JHzVxzxO6!-lPHG$C2=e?Ia@pU_D^ph!B09LG?QW%B>axj&4j}WU z*SR`rz(v0iStise{AdROI_=cuL;{N_pM&tB(?h9$U0?Ge6|q=J-{O? z2YSPsEmII!sTQ-D@YyEGzGi2V5F61icHGrIKnk0hl~bI3weA?xl?c5n!s$#kZe7+d zWm#FD&=A$+DpJETf?dgKU5sv-Q8Vo}gb1x&N$*66NO&gu`T5^j!S9_z$x{lt*tcg&a@1%U*;03*UK zPXIw~(~`X=_+o(VF<}bI)+popZZN7y?nIKb3HK4`nQ9_IyeeC8$U+Ykj=8~ke7|j4nR}Tb0@0ouT3zah zN{&wZ(KIXb`Y-aKJtBOrDWwbHmzT%q=BDM$|HAKV3&FweyicDxBA2PEMm>oe7qvDfrbis2aPAIcEZP2J$! z1G$X_VMjq=Nw`PEQYIbOSR=0}G^2arPCPzha4wl6qAND!ZVpZyW%^QuqgN<}(Sjs# zjtIK%$sKO!2hA+9u3M6Nc3glnGmDM5!^UR1C?4xYtK$?$TKwnc^H#l-GN_?%$&<>> zKPeQ0AWU|(8~nbronOu%omiOe$z@^)AG>{VcaXy!lNmB1!sx0frTl>E(E*{sbPnVME#<8r6t>l(P?5t=w*Ri zFS3Ev!D>z;Lo*o}u8P;6(dkpvo7_BAc7_Ow#K=8vU#h-;+1RLNoxTBsW9jPpp`YiP zj3d4DsZQvkkjR=O=|~WFX)|g5MY9 z+el?MyQDZy1+ipAtXU4Sygf;VvYsJA<{{|tJ_H-V4SmQ45dcV`xC8`-vrU*SexZgg zn@O`!c8CzMfq6fWW;(2;n>=6NDQ_Ln4>7CIfq~v=m)sx=QqBRaGUjxi%OJA4hC1+K6?OP6UG# z-C`TTS!&KHHBe6nH+K5b2PkWLZ(d9776B1>fx5B~o?9+43cF8b$IvK@6QnJqU! zgbHK|1P!vBWF_E|8*pCON#2 zNOdLISAC5O&xtE|sF5eMD1?%oLE5`d zzLG?MSk47;;DGM!)B%MVWHQ-DQhtArxWSv2i>?SEOPSyj-dE<-CLII);}&VCh}K0_ z6>7WRBO7**IZ+!RdfhD)JHZ>A`k7kz}%{Eo_j9#ni>lN7W3rX4QU25*$BFr zDX_rt^jpu@$_KfOTFpp$Hs2MN|0Mnp5DBB(>~n1h?|>SpP>VH z%sAvjfZ&NM=OJ+q?Nsn;K#zzLWHWW4DsgvVY}rPf8Hp@1)}o%cOqFEGVU7qE1YOU3 zb%B$f5rM-N>o>)e`AS8Y9gs8=D4zeSKipwqOv$nIdE{=pV-P(ofH@-+& znKvtty4z;(a=YL)ksQi8xio_aH5)RPx^g2T=u=fpsar7ZfDVYrvNK35=ZNrgQ{^#2 zgwI~4@Qe0)Py+-Tk#YpB3&oXv#heanKR{Hul#Dfa8gS)X-^J1S42K3aYH~zv>fl=d z_1LWJXO-uB=pY-?Ar+bz>?jDR9g+|Uf^=qc(gFBm3sVy)o^FFE;Fy(TJBZY*+ZKZG z6X40^T+>e~QcE!+c+ILe68t?1j|ll8;6gSyVK)G$!H3u5Nrq#N2Lj=_9R|}=Zn?bWrmPMdE1eQPz|?nfXz*l_Pyd1UtX48-m23*Hg<8 zXr%A%I1oQY1ZPfRtd-DTvsz3bq1N3zMXi$KUlY^!PgaMdg)^7usTmP{`=+SP$FXbf zQug&H@E46BiM2 zaZX((DXm)=BlIv{1FcT<7&Ge%BDk+8gHF$gzZc5m8Va{6Z9IkndQm5zf@HOj{1aY*y zp(#wxVaJegK=i6O9C!+Y5CM0}N$UlgZ40~Y zo%Oz!scp3vgnbM>wBKQ@JtDO1FgoqldP5VwiJGF5vDXiARnIM>=!Ojp7 z(rlGa^K_%v1Q8s4c0-93U0c#^UvQ;6Ue*vKp|DB_?y*#?D;Z7NWHKTznJQnc_RSv? zDas|*pA&qX460n9p>eU4rd@)Jh{_pVGEuu8snX7E#JPnCh_JGpJ`L9AA|mR7!-BEX z@4&&tax)y@viJ&J>^DI-X+7Eq9oD#0^v(-=kVoufyf#F8rT#p29jxd4NOv@zRDh(MfO`1y#z4hOX4ziKku+RsP4 zJ)P1+d_CC+_&OY0iv#2|#(n(6kh2J?ca}F%aiYkP80 zcV($lA)S7jl#xu(y=K^GKiEr%;N;&_kI+oS<=1Xo-#FxZUma3p&BD7)XzzKCX^y)fZWPNp#H-! zqh_mtloA37f8lE+JygP12RE0bzKcWeL|z5_r4O&9o(_J)dz#uEk8DdTGfGZT9AW;) z2Hwr}IqMU$pi9JANC7X0WII{kJ*BNTpOl00ZP@-^{@yq)-l zCPXynI>`K9K{VGWAbtn$E7thj-9^{=-JOf*u2#99*58f9Sr75;Zgsa3YJzC={}3~6 zyZHsy)o>?AQA1~|jS5GY68z@eN>*f~Z- zqr%9RKgdCU%SM=sgVySIF%qb&ysu9;|5YxI{M!s!tJ$#nHz>8@U8P!#tZ+*QE)F~4 zLr<&Gr_rq_mX!cQi#MbRMhTJ|JQgtL;z+Gjv!V^}Pgj^DzJpOB=B#k*-|_Rf|MpKt zio$#7q<3(1l0(hfkD7KPBmRuy`nbhUo0wVr{xv+B2 z`>}HVS1xyYDv*43=7H9OG=Z!R^@3aZf8;Ug$4dSfAG#`tKL<^aji$tB>@=r{&%ZhF z&Y7jdCJ+WpqMK0^>nmQ9{e#(QuG@(F_TO`R_V523-|p}4<&O6G%I*3C_qfUHy?dsY zx%W4D;QsWjp8W@q2lZ$9B;p{1jO-P%GR_g%WG8#C%oDO_WMq$H&+L;;_9jHg$j*N5 zTi@^V{GQkI|I@3NocsQaYhTyr{kcwIYAW(1M6^U07#Jka6=XCpFo@w87+7!|Y~Trl zSm_4v&to-ZOcevx zNlmwz?N5CsGuG4V0|9td9?s_ro>B1ZT0Y8q*lj z5hZiAVr>#bRhM7Jc3q#UPXu&hC3Ddk-ro_1zz;EynLbxE3FLi_0YX*#@$r9&#MpcP6Lx;v-aPFfP`0&K!M+Blag?^AcmL-JV;!%#DFsK%{WS! zIq=Tv-#AimT*`|x5n^mZ%xN6tt$DG}Gg7r=z!Id;^<&I&9lr_!-~;i^dT)YnK9E2O z8@wf|gOsU&Id~8<{*P+j_eXKz5;bjDW}Ir+|MPc9;D1Je6u|yVf!YMtIMvw>G40kHbf76trNvmH=_0!m6~Yi|?%zgZ=i z7X!p50RM5DF5mzAHa5!7CJ+~(l7yJJ!TV;uL@imqzrW-SZzLdZ{CtmrpKuB7Hsc68 zMm5{avS)y-@R8I2KiQ9>K)MmQpyZBjI7Q(9pWgwlf#)Ren~wpa@7|C}^?yj_zjec! z?G0<#vTR5U*u6f(r7XPLh4u#DCmBH6(0@+@TiTf4Tg_5YQvm`dg4T876>>A0kpnBz z!2k{lxeu%HVfTI;`YYLdK9kCYp!|vhaeH+?p9#y}F!4_({}`8p8zxBb|5qb7wA~2w zW+kh8PUip#vxfcvo7gvO{)d5n$p4_4j~m5#ql33$B$@`@PMDx}BoL4>n|5YUyV^I} z_0F8d2gL+&I``Y;kU-$v*cb4DmcV-(6VfdVH;e%!_CI$wZMablTzz6$nMd}hH(WW9 zzY-5{1Wi*f1oB{iZT{TV-rzdTFl94#FS&GM0NpsWJLn6?ByPn*sYP#?aa!!2L_M5t zx(stK9BoLl(M_{QI?Z@p@szJPU_t$4eqZRF}7~UXaTXB@d6~$y4<;C$4JbPuG4|@Qft;rum-k_4oDVo z9A#t$JUYMoCvEp4VUb``p|0sW1J5Y4pwlm_K%B_reL>vZxfW-FJ6LEv0!+$IHW-Nd zYw1V`m+(WE&W2<%FqO}=m|p*4UMnP}N!uVIoMb}sDA#6zlb7Xb=*&b;3$LBd9ryRm zjk+SG1bGEV<3qB^%B}^SuP&;uqrOZ>-2ntdF>lY;r(5wJy|#Pl+cMW-64X=Jb1Crd z!NGfUUeCgZtC`EhB@!1*NUPLdpm=iArg+J^+6wc-B0QSeZRXr(A1p2_?%l(MVL))f z2l_`RcY+z~7G8un@Kn#rH$>i9{+nBw`ut912FR~w-ap*jvh~!}r!-{c^ z+4BRv>)YZfS7tuXD8Mk+4Gaps(Mh^(04E-&9G%Ty!%^sqY=eA!>tcfa$s-Z#F=6v!P%qd056HS9 zEG*cEt>f~9xU#hU%dF39um8>!m;HRst9#WR>|qUhp)ONye6>u)cJ40I5V_So?DLr@ zv)LCG0(t>hz{ZM<=fmCZ+zRNYi_JC*rH^%v{!BeyH{V;Q+cCKE%<%Ft`-=@&AySbB zJ`uxGA$$LQAW8~p$@6%$noY=4kpDXDpBuxhlb5#isdCYe8<$@>q+tPSn?Xz{Ri?{) zfb2D(icjQ94LZ0xv4N%5cu}+R?<-wH68yclyIfq8aR3Wq5%jWLt`gi2UpI*c9-A~a zDgz4##n3hLI*J=bK6huMnVJ-<5COs&1~lHWvq{P3n;*K(>@`A$Axbx80}EKVSIGD^ z$!u$PA95L3^8qOraAh?b?TOn<`(uH9P0hz9 zfS@p7?Bdl%ja87=9`Ne(yo4?( zU#DfXG^gtxfF6`3wH9CPMhqKV*j@QhE6yYDtPAbvSCr{6KARMixV$*&OqVADsMi{< zMfkhA91M%u?_Ttlsi}zFtNTu1+R@7d9pewT5E6+Q;%Ei*s-oP~X|CM1{N(;2VbyoR zNfHjEf&%<6Igho#Bxt8eZecId3+8nB>?PZ=Tz^`ASRfv7vPCwfC8hAw(HTQPyNPi( z2_Z)Hocl!F#%$=Y!LC* zF*zk_YA4}=f$Nw3YtHZ3GTa{%<-D`+MLlB`p;|FY93Mnx^`G#7C6Uyc^Z8o>xDDo> zv(zr1sB!M5e-L7f#jyOcCG}8ECE<`){3fsjtF3N8GL|v+=~|Br%X71bY+j8Xnpc6Afs*5j;4|H5vS@h~T2z13-P(NY z-gac(=2iPrq?iqiqs7r*GEqMo;_%^QXSoeV-rEJEsfk&H{6NkxGBSFNK(dN^{9dxN zdnU}kd#p|bo7T54|0LIiWlNlqth})SE+->3C%@C|>-YnBw z1hxb>wyU?MZ!Fywpg->uU>6{~74DwQ#mZj)m8m8(^&Y@;TwiMiR409rOV?k|xS^(s zBbO#VNR(kf)parTN)1dOT-bfOq20#J{DiJarJSaQ2A;eXbrdDHS7M>y=3EC{<@cE( z3!h~L{)T?)cN$d;1V%p!Z;4p^3ivXI&I*8WJ2%6NmozKv|@hv8DEKx;}seQqsbTEKey>_LzRSJZ}Vg! zG*jDwe&|nLipgo4pvp98+`>o*k@4SI8UaB)1wg5e%D?E&O@2|9Q~bpb z*UI8m5+!z{_btxeGR54n-XD3OtD6C#4!^uYkOkG6^2SJ;xZjB!RR>Gfa0Kc`3Mifn zP}~XgaD0nkH1rPwgxu3=$JlvyF2KD-BVMm1&?R9xir|S{n8A;=!Jfpd31WC74!<0u0@S$|Y1&pd?Hk>b~2W z-GSXgNKACJcUL4ZX(5P^LJw_T7F9ehPqG0IKz>1bCd@Bg_++5?AwlkD&HiO1pACVXO< z{d$8oq4GD8U~#G-nrG>G#l4SFzwK40^jc_%+p-5J!RyP z=*_Brfk^WFD0Dlofu18p6|5EX{OhazB0DM5rhhOo_`D(EXB*UQ^4vfSs}ci5|4gAt zTPHyeG0FJu*X$Fk95yU(Ea|FKf_i<2#%rANf4e3!6*R)z_rkf{+u=ujO%^*?6!d=G z{nB>D-O?=2mNvfZO$V7(OR5SjUbi9xC(1q)QEE36@8F6{NE(s#w#@Hyv&VruGX^s_9h8By-O0|lbIdLdm26Y+BzHAW9-xQ z$Qs}9jD!v3)=GtB$KckxyR>Py1PeE5Ccl&~4z8Y4&Mq5+`F5kr`^lB%gR=dMi}w2v z5?F~bTZU}b@m$?vD;_tVT0!M6I^JimEhd1m zPa}e4_d|l#kl5CnrHfh#!_1x>>Q9>kKmH8uC^dU!OjWoNf};kMRcFu$r3^Ch*9#Z% z54z!RKH4`t>#5<69jd)PcZ_zYPNf781qiZwbKmsqli4Vfx4~S42D{=Ds>>@G+ddL4Z%-N+57{1<@!&%In zhU1KydAW<2PVe4*lg&xhfr=tz;W%M3rwJ|(Jke(3v-FZR#%PXC=?o7*u9*|E+K@qSPh_QMBJJSMKn;D4FEfl8mYgv=`)5u zt!ST`Q$E|J+@EFLVB(Ujaz#cCyq{F;?HAMq zjt)+@RhbB8o0pFRe9*sNJydqQnp10XbMyA3IPV-h#$mX;6#EMNxmtAUZT@%~nd(|r zme=cR0Y|}E*9-8+<2eDKEbF40yPLKnY@M=&@K)#@aZ>fn3nLG`z`Y6r`ev1%9e-?x z59x>@&;$Tc(KYih@NAW`jV)*MjyL;){Q2!t@tCV6^5nf2n^-O9CEg@SQ|VGMOC@)? zKWTPrIslbr^?JpnG-f?L&c0BUllPSJ$xNsi^pF|5!s`e?x5v;bDCC)g=nxxRG@(WR z)Qd2(x;`&fv+ePC!;&C11?)phC!X;832;aa5yx+RDk9X|sOm3eWdRK(Ds<@&=_z1d z0A6-PnGM52bw896f-$LIOGNj0Ild3%(b!((v2&9!RYUy&VKkjk0MN=LgSM6L*w+0U*#eKuiQ+N$6%+sc1$1LjDY*f2FBhK->11f?tpP z-;kqK5Id6W$P%t_gB`)6M)l;v2S{AY)nh4n*x;XwajgW<(ZCrDsOWWDnMAdjHR;t_ zUQ$=(1#?(FMuGTUGl=Z51qAH7P>+iUT?t^<2rrlCFL>|81kauVn}FyTh?J=X$vSJB zI8~*lq;K*d)kh~brEgy1fiI`5i%B6HBBfCiN7MxiUal!m=AP40`~&eo;Lfu?9-n+7 zK3dkP>eZ6J?$C5xC`X48h{D}WS9>oT&Abpd^_kfjUX-1s=`hN?{@>LB0}0@Dc?YMM zz2Y_TXbP&_?1HuDw$j}OSLa8uu3MAAQ7Cwix*92xxpaYyk}htyDNj!2v9Kc`n zGf4nYlf)(MBl6@(~Sg(>J$%0n3&3^F`RD1J|tuEEmo8rdOw>Ii2Nnmp*paD~d`>mZUrDl+4;K7x0L%{ACvA^0psbX? zCTfn&UZ#vcT|3mlY!83jaLR+c-_|Y*AeL{)K@3{cb8+^?b>2uflkoDrah+%8ODqv5 zX81Rh4D=I%&?gDRf3%*X#!Cx|cxpyfam-m(aVfmyC@2GN258)z0YHJ_TbcOiBN zdc?J{e0N8HOVQ9_EU5A*67dAKL3;}ZV69{QD^j4=I|6F+uNZJy%DWsAce)Az%UR1j z{zt}{6c~DNp_T`GF~#2;sHU9W_8Uvw7(~aPi`yL-aMM^xEM(QG+jCQgvDqKJT`(8s z<8MwkPDPzQ#6#>S3pH1)Xx*S8I-Sqyvh{6vYR+>H?goV6O$dnF;=J_C%t>$Zx!Gz0r>VtP)Ms(-JjBCsHgkh5$gE0;488JMx9%2 z#w^p-AIFp|ISNxJ&RlxSww49{!{5!NNT{Kt&@DS7GZqBNvx2h3TB_Z}uUDBiMZS-^ zIzQ1@Qj^}8Lu=A!P!@!ctcb4dP<~wH{Tp{t7$nZX%b%>*3@GTxvzL zQ?v$1`Lp5fu-b|YUP0TkV#G6fVf(GC&zH^x#b-n*ZhYk5_Jo7X-|gODBBM@+0&4Jh zRpV_IzIyAJa__Ke#p*b7vupu082;xL1qg)qs|thAqF?$mn5Xis?xv^b=KuZUD4eWv zeUg}B>B^)9e;S?Ntt6l~P{}Rrf0HBigaI2w^1{Ef-D=J9Ub0beJ$+ljN0q9Dc6}Kn zD+q*fY%oj?*xUpsSv*>3v3OfY))DDnv9FhZD*ukPXlf9r@1Mjx8I6aZf7$zYd1eM4 z<3wQ$&#@H%Bxot8I-_ARC~HvbLOT>kZ#Ck?qZaXmEG8HWNsaQO9k2sQxD7`=`}H@X za6cD^lEl77r$j+0UO#o_Gc`85@<)=UGvH+Ih!N z95(oFyMj2eHu-GycnAD%-UPNl(J73zzG8MPXPo4^~2?ak;ov` zMG67`Yr8$QqZ(S=tdqV%s^vif#SH8nm*hEF#*U%YnBgC>7ekS z{RoRToaEtX*>g|#?3m+-LuVY!Lr!;J8 ze$c4Az{IULdp3{gH;3PIy_Hw1jHl%(uS#fXiF2F;v?0BK5Tzc~62RdMh%KZ0k2x?Y zJ=xNC3;(`P{NnPWihT7EwV4>JZ=M>zv+G;UtPLf91;}cZJb}$D z*006ye6t8rE|WR-eckbN$LWh2|B*Qg<(65CxBqjEURcHQg>1fDad>hmIm1x2mHSgT zOjRbR5(nn;)Y6wP;8prdl|BnWC9#8&wD8CZRj-0StG@z+&_N3o&~Bpo!aF{>%V|>B z+9L2!wa2-JnRVIfJE%DwTN2wA%nhR5bGZU@s&GDcrJ(l%g=p6eN@yfIMq18x{KiKi zU4zX5C&`J{0I`;bQkd~rC$SSMo5k&Q=G$n-@N=#U1r`;QR#HZ11#>QMvZr zTR`lJ#Tk5s9I z*t-lxpmiw*&h>9x)_h}dLO=sSD)n%!hQ1HNvu7?Pw)4HSYG42jGscqo6SiBFR$R0G z`wp~uKeA$mMc^Z4xYj2wR)bZ%p{Oe}IuR*8)Y*^755`aF3b)vwsUhE@ zf|l~Go0o7*-7~3D(^v2r*_Tr8egdapEf-U~o%sNUMPklce5@l%4jYs9qlc=F%T;~a z9b<)=_eM!|EZjE@6*Zd$TM49S5qi(nevq#TPpI7^f27=IAj)9{Ka$u}em&(ObV!I) zaJMJq|9ERj;Zf-WFk$--^uUVhv`hWabCcx}1z5<~U3!=meU;0&;qbA_xR23N(X~Dh zGjmox*9547wU{ZYF4jil_M^8t@+9Ut#w+v*Q0J>H1>0Y})}I!4?m$c5!E*pK)-=!^ z&L%>N36_D`O;IDC9_&0YB>z2i5gB(8|7d>lJTuZ_tFVpfjjx4F6bfF{0i?%!Ba*u8 zswkxo)Q0!NVd)dgCEHj~9mw5tn#`1zRQ5ql!1ay;-X8y0HBLf1r;+-5Oy_0^ZXr z7~TIQhx~RfxvctE`|`_mWBt>XOCd`EJW4Lj;!G-QUw{`zD|rM&20f=3iwPE1^w2(b zII;2B&+_k0o3gegUcRW%vEhgcXlN2qxKS?H!qH|WH$hKmKrT>hxUCx9{x!fZD|04W z5dN26rFuwh!Z`o6iuILL@xs$C@N$k9E*hV*VER~&Rr_fi)n;g{M_^Eqlgw9YlGb)n zclCLv*R=1%^Hpp?1wVqV#Ydy9ZUsIr3Pvj^rH#?SCio5gE1=A)yRd8TyS`mT<%u7_ zeuBKuy!XikHZEq0<~HR5$`fq7?NOmt7e-F!k2N+bE^5D(;Q$lCdV>bWptNO`^;+Hm z2h)RP_ClsF!Nvgf$2#ZZ+pvh}eOjDzhX?~npr+0uhU&zllE_SMUF29%_^|3uNEx8s zTFZFUb$(O84fpzm6e=L_69e2P^C;Lmvd%QP`dpn6>K8x%mg^OF;k8k z#J#?o!7T%nPg2Iaiar(ssCGnq(qP}R1Ifc?Znz9TF&gOAAdXwSH%GQP_Jj#kmFttA z5ADH$0e-G#i|z&6yP`+tj~-f)QJZn*TE;!7KFKsjE48_R$5ysv=L1DJ@wd@#7Yj7Q z(N*NGr?*m#^(!ykUtyn%(K7W%N)*V4_O4bgIDk&2upk>_1bEs{m4wx$OwROm42J1yRSC>@?EyJmyP@2CQc=hLeP11lhbuK6(kOH z1=ei?Z8+WnFm4(cWyHobTHmPVjtmglw-ATDT5`6*L5omU4)of$yGF zXcE&&=1{R)Vi|~|;FCfcyFf$Fs8MD@^uCpu5ZF8O@k%PJjgF+`t$=I3YiKr9&PD4t zU5UabHB|jm#dAGl6H(Y069yAY=?_uR>AH=0%09rf18GCO%GRvQdDHBthYr7S&$kCC zAlSCVvWwAf@cb7ob=r#b;4x@}JML-5!Ve+~*F}z#7IFPN@%kR0!_P?1udT~f`wi^J z8=1xErxBYA3TrT{FP&hx$%$Rx1Bh4c&{xTLy|}QTM=|e|ka8_oD_!}ptX}IZ6p**7 z(F?fSb58i@e;%#1`XrUimMwo4{robUPGP>CsnD5KxWSv6QJ1YPKp7FYAgBiqB9x;+ zeXh=*K|2NOJZ%h_lj;vIo6)h!`{tJTUQJaiYc^yrGw3#~ru1cwo;cWW6Evpoo$u9$ zX=iqEyJ9)^8~=BFSj{7(@A$d*XP_r#pNc>7#g74)wc=n z*5zqon_S51Xd~b+@E7*>Wwk>(EbEIqa)TDVl#`%tE4s71Jm2x?2?l1O*BHOrFJi+k zKAGe2A6U7OZegg;Jo;)bur<8W)yJ}*E?;YpueDd2dTG}BXFKh=o z%lu@8Nf^SF9dchDc{@xQUZ1J0#)zb zt_+Hu()$+EEOJyRL*JES=OD@>4g-fdY2Igz&ssjIko}o>*2*;VOm9__rB}D#V3+7z zwlNOZ;c;2-i8K%)uxN#0$B&SAfY%M)Nt^~GP~h#bmJMRh1MI5$oY~PnpV6YFqSdf| zY*Z!s#w!;LO1hL7X{mf(Z;n*IK2n9V~s1PK)w{@#2? zP36Ht2PG(#XaOhU)Ol2YE2m7Oq)ra-dB0#%Z^gXQW(?t*a z@j1}$2T)sRK)^Rzrt1&^q!vsPdg#!%rSi9rD8aB_`Nd_#BQDuTzI>S$2v4B=n`}lU zZx+p7<-m(HI%7gJfd?tbn?I?lk3(QQ60Ad!igXwr!S|xalem0J%;M!qY8vWV)&;w6MCUWx%(vOZdNEZus! znLld)y3;8HE=-d#K+XZziGZbNe+zjYyI7c3+3j@yW{x5_XH5<|TYpl1WnZAF$2=MY zY(fMjDo_MGlo%O{>S59;r~^`HE4Vj%fg+I2X`ojXZQQ`z$+f7h z70(T%3EvF=ZHwqkg&yp$Zf~nzQJ= zg|EG*Nk%(<-xs3MHC+0-s1iliFXB5}mNg{qahD8S{Ac43quD{#xXd37YHt?bzXn(G zv1Hh~C&Gq%2D&PL!gUW%->Qj=8*Az4)%H3GEsieTv)tP+^GagynZbpK>p#xuK6xe* zqlE*X!a{CpniW+f1jt@fh&L(_cvlla-NWBh{)Dx??)WV0?3k~eT)KEVtGa%R|N8XZ z<4QSfSehD2w>i3U?PV0uq*LrKs~2Br;~X}y`(C{H=vn4r)C&|_-N(kCJ_;mV=0b6q zY$bJe@f+-e7cAH2;v%oqI-JClLN&2rDtE*x{~}+@UW1p_t|&K{15;{3_1{h+Uy7l3 z9z|_$;dPxSJ{=wrJ$_JqGqiJ&9V5?>itxqeq_7JKBm^#-9JLof6Um?|1s>_Mc(tZ; zXS-4|2IpXmgTp1qsC%5R8#?ws(M9!P63d#kL9!wQnPp z_sv_y1WvW;_2+Y0vt5HZHVd4gW*J?y2Fra=Rsfr_g7q85em>}XT{syg%LlI=7cX&5xF+@2yN?(~a%*Ekk8~d6G zstfq4vYnWVeL#%TLLG!zCWJ&!?yN4InZDB~E?qcl!v-Z>u_%8~0TuV0MC_cu*Zh>B zGyZD^2FID6P>ySJY}vdX{I+uPHbGwt?Tl2`No%0?NtasW{5ZhB5lGB>&lUn7w*vLXnGh{`= zoZ*KG2_fU-loiQw>FR#O)`!K-_n}oTMOO||EymPGYFdIYfnDp2yl<5yrF}2go({fI z3nI5Qitc)Ypl_aOTT1bSdXGzELXTUsn6#z=C0^XJuW9gQQFg62It}GyMjAhO37_lQ zy5EG#ivPWrU%1@hUK@3faTT`nAxV6NjNNh=3O!XYN7Wfwx6SzgjZlDs@@Ks57PdQv z$Y#t(z1kSQZo8+rLXe|g5qSwN9a?^*tRsc_buKBc=WNC?AE_S_iFOdS&U6@`|2{uj zx>Xdqxi#&WgA1R+Mury=rWhFW_4vb`ujkP6s;j{<7|c6{jo$?=3&|yjy2RGC`PRkfxK% zBmi5KlM#*Hp`wMfy2X0q z5@YpZv>)Ph^aOXTRozBPVOQ^<#}DelY95utzSG7FVu(2m<^tU$nR^H&ZPyhg8wFM2 znCW;!wP@L*G~6X#&k;4pZER(Ac5{>Ie{!&s9h`1^8s493@)9ke$`IKl z^E|;fG$My7zKoCHF28?VMql8NMzX2)x~N;~2k(J$sG?DMqtXF905t-LEt$*s+KQ7e zviTY69v-hjULtRzH5cQE^v=|cGl^hDczz)8xCS4Jm3XTDZ5zKn(ftYZou0PC zyeQE7-PAUY6`zabjWMpi)m;$UGAPN!oxA0!64V>%mF9RD?N|(;L`D0k9ghM&IFIkWv4SR zmWEHf+z`+ilk`MVQTbYX?1<>UA%$hyGu^ti5n7~;ZU0kW2b6?-fKd1$Ky^M~v;`iI3H-scx~ui(n;w}jZ| z4Z@-drR^=z&IihqOnHIa&PL{U$G!*62wdoP1WY#-Z@h~jZ8pP)!*P(GVIX^G4&5n* zXB+#rRNic3Ra>)bux9Q0{?&7iC3Sup7?4gECdHHm61CEu@RPYz853T$wHrJjE7Iml zOf{q*}hlp??KZ0U- z0R6IXT0!Wv*x^eazHqlw$&oDAwxR`6>w$Cqg+?OBQ#T4ckhBUQsw&yM`9WY2>-o1L zLH&jOoQN;S`1!BeGrj%Y@buEABn$n9mfLrAzP>>Kyfz<;3jL}$b!w%yzGk&@TM?vs zXPc7qlbJ?KJL1awNDvko)708K>lcyRu&0%U4lH-(IB`=*4?g zotF2{RD}PAcYN#8ZP<>XpA#1151Fy$v8HexO=-~EY11bL75bN@Kv7j%t}WJ_eKKT7 zv-J0>Ow-Rlea!`ZO=7vd(||LpNy|w#Opmp#t>&AnvmG@UVGqk(_;e~40>t2 zB}WT2t7iQwI+s}F{;?z;nP2z7f<)hZx31w$yq2Ckt$^6sTvM^oGl=`aa6U zM!n(8S6o<7fwnBulT*!(Uz-O>=&Q#0@vGv2oSIKiLFeRa#mGE+U!p_CCAV)}j7bQ9WEs+`V9kL87A@u~KV>=K`Sq70 z%4YF>TXTAh!^NBhbuLfbF!u4(?%KTmc9i>Nk-b6<>G_3A$E^8!Yq!S;T!;+Ts}avf zvhgbzKY^cg`^)}sgBrxK)p5B_A|hL5HN8Bq&83@+P1|i`M*IEQLc~F1*MO4v#xxuo zV1_9nkKH-0TGL|$|6+&-QVs8` zYHhMvM^9cj|9IXdoVQm1g)8Wrmj$XI&TQXzr~mGDdLD&HW4L*>nJVWI> z)t@1O4#-qPo|s&AZ<5#_Rh#XV*d8OEfw|U(N3BvG{aJx)th!y=uO04M1G`#(6aJG^ zZTA}JeIHxh{7OxPLJ>jt!5yI+JV;VeOL^-}RWevsp@{h}?Btrvs%2g2Tu@$;JY!eS z*R6`P@S!8=3}2~$8b!NJ%7@<{ptTN0;_>4W=WB#R)lb;ZS~B7y>cZk>kKwCV3Q>r^ zcTHWSKKV+J!E(4JEqC|WKoS2eP`qo#X%r7w{$cm#yYXrn=(~R`KIbTPKCE^%GaJt) z%U+c?Mer1WSj%+?2 zF@fH73La^6FTjWLCid-$GvLCC1A?At6)fGRv&+3G-6R(Oi zo!?eT{S_&BT)ZNs+O(G7cJIb~fv=zf4KCHDC)2~gY5Fh;t=tpql6&3w_3J8UN8iDu zcu}51PPJtuU`BlLUmnr_8mc$EH8|+29Cn>{CFFaV-MCEv&;)$ra)Sqg?jJl{Jt$sc z?LJ&PB18XBooxmuMj_(z-o9RFf|6pLO8?rDdr}MD$gv?D+3wDZ3-uH~GmUw?CMZj|Q(!cEd+V=tKV?)2$qqO-TLNc5FJ?nF^vVFn7HP@Ge zOm{Y%n`nEPa`;UYCx3pus7d8dCF{S}GIjNr4{2$k;r38u+bb_5!+GZ7E-iHAnIc!v z%HuolU$Hcj)}vW;ErxyaL1Lbp(7>L!!AIsP1^7;WKdb$4iJW5?etA`kD&05U3*&io zWdE>`D5msD66w;2@yn-!r-@#eBIglj1B#Dr1(X6$)!L+~koV?YMz0UuihmdNX57p5$UIaD&Q`kUZATxRqxR`Fy-DABwYs9RX38Oh@TH*Tkd`R45 zr_@Meh@~SNxH}=|#0kME%^9+(!U;`AO;S;keW`G#@aj_@u(QoU%+a%&#kDX@u5FX= z-mtLpGb-T5*6Oc=4RvPbY)Dl#Z))<&yvtfeui!;tUc#l_yy);%u7y9fZOhumJKH{Ud?VpPZipB@`{VLZ~K}% ze6(e|3&fgao%dR46xWBR+%DlZw%=u;q<9-@oDH!27)?DOr1e;RgR7>9k3`S3aN93( zt`F7l$EMbjTSK##hx#L-(2)TpmqsqO=Dp(#;LzId({_y8$Y@73n@*ovyZdUIv9+BY z-kkzEcyxNMp{r3n`~2dmSik`zzu0X2!LF%=s)DMu_63bR4pQs4(MWXVM|1Y%&f1r- zmhD?teA7WM$;NWrleV^xyjnKJFVb=(b>#V;YdDlJkFv}*ndaU3HJEd}JATkLwV0Rg z8}sY5;iH`)MKACh*vc5De>(^R{%+ASB|Ht_bn6t&hJ z_q~x;&3SQVvDsK_?81gkMnMwAk8UaCUURR{w^q)F6E1E9RO(8m_nnh*AEljNJespu zw3lrj?sB@d$5^EE3oaMDiER%CGN0%fGmDrn zJzn#xethmb6d^0qBwsgVaKU&`LvBg4KO2?tVng#KNe&ba*mL^5po6%mPTunYmOba% zhjuz$$Lo}<#y%kt*4R8SC({OKc>0rB;~#>n`#7DRb?4W=_%a0VZPTj@H70Me*G*so zft7OqQCgf=o6psUH+{FaLhQt!w|}6l$^+ZGi6ZG=ndfB|%W5BVd5qW~Ll>P=+Bqlc zGD<^ezIxE7KaU(NisNsSa_J8kFzesv=2OIfl-vBF<$6QxBLQJ0t@9+W%m}?AfTmjx zQ2&0;SMQWj`g@wsB0jmJZ;O(wpKjs6S2|;36chQmcXfGX_{}w1{_q6iDn1|8C&c5j z0&N4tLIrzp6Ye?F*|)j3URHreWoxu$cp&Ca=Rp}xU8B$Vi$z{Hee z7#-OjI?F}a*f=LKLT@$aQ)J-LA5cJKoSNCiMB$}uQ16-9^;vjLCw+l|N7s-i)+YRP zgd#F=kjMPhyYlPnMudXq^bUU0QXUR$D0YP@|VBN|VinRo%Po*^G$x&_( zBc3GUSpxrYfc_fgFW!)i>&#b){m0pDwRqu;sfsb-)+EVXI@)+@uZhv~&dw=OM{IXR z5_?i1wC(HLcYF#bubJR3Ibg&B77284a9kzFK9I} zs{bD1;-ARKjshWf3oNPaO3NM6a<#j1*6Wt{R$K5 zwA?keskAb@b@{NrwG`Z1!(?fvGFZt5NMAhL9Q9)vGpgpj%b(0M247I|Hs+e7KQCWf z>8E`MHIYpe8obtQXiipwR$RXK^Awpk&}|FmF<>1_+(=OnXkNI*Xo$XNj`nUp-MOAa z2Fo|N3rz|urs$Ox4)m!v2VC0p$d2uz&+j|e)mm4YK;TojNUxJ*cALq!VK1}>7O^dW z?_LQ1T709C1Do2o%OLu)fVm>SS95_}&Mw(I>^XUCarjalM=?6My7I0pH2M~lw!ynw zfSYC_66cj-z!gGAByY9U?HB9Ak<>qJi;9bE)geKJebs{oD^PduccXkWs+3WE1QE9o z7*J;;N!!b`nrk(!-A1LeP3(rvEB8xI4vWuorwN{2h(I}PLYtVjryD=dHT|b16luDNyWpKN6 zJtDMnXbs7=pRi?6bsQ^f3vT-!_)qyJQLTCO(Ef=uBuBEBULMy>B)X4a4$OQ!8!c}Y z8I)s2%1>Kub}&|c$3!~FMkUD`Pwl%oX<<0M?ytxLXs+`Izm&fEYhdb=v*$`(0>3%Y zBaS<2cy=((gAzAYir z!7mk2btcW>xweTMVdKh(pD+3P$dilNE)lw--?n)Omr-htBl6fV)6~Rib`SP7i-qS0 z{(lFaFKz2lihpwS#RO9HSOoR6K)}{JV^YLvp^ftaN^6VS0Xz+{w%=SF`lX~zf&45? zq50K#6;D&_y6|y8>hk1Ho!}+`wEf1lH`cx=l?!|>Zs0guJAWO3HfLz;dLUxHm*Z+% z{UpbFI--#Wy~*^wcg4OTDQTuDXX0mr?9x3jpsBnUlzFp$Oy1M*7yUECQ?mN_t&CTX zvZRFVHy=~4LBic&l|vE@Pw<@4kmR60HH#qnNPg)wvdkdnw$EStRDH%YC%r5f_~LOg z>$Bw@&jw={dq<)y5z&9Z-Ly1J!7uUcJ@ z37l91gHVg|=M_+k`;BSuZB9MtsHxiAPl?5;FU1*!70@r^=G%%T)v%|Gjq7-poBHZaxlvqB~Ld>9sp&B zNiS_=_y z!(o^PxUAT#=&dwg&-2+n-o<*W@HArJ6XeTI@(_C=FJPKe;1Ujp>j%FcxF1+VK|JK; zhHIY#r|9RPdd2!p{D_djB+=bkQz;pkcHK+Fku%?9iv*NT7N@%`$#Nw`rKX1e-jxkP zwwKp+9kfS@*Z{w;4>FRml~#_#Fl@VU3D>$jq3bEj$m-5gI9{=KOBn$ksoel)B%Il}j!*g2-CE>a&wi@Y4ZDs9d zC#NH!-*#fMOJkvdI@Y`TMoWfWt0n`1Jzd~-sd(-flsnj!&nbSb6W@BCSm(yl2LF7m zBk2Q=*hAzVlgE!eF5p&s;&+Xs{cRB1$*pd5mpx$6z}1M!@00MfI$4`aqDP-K=fV5G z&rM*aoNrC4B1+4rOc9CuZb9TfZl+-f7QeXHO_$0HL6egTyZ%}y?FGyA49na4465?c z0ZTLKpB`>wrI^R!O_v1NDgrW&stLXr zkyvhH9?NZIxhY7eO3;B39p1f1k(hjNB<9vTRiCB)VoQwx_3Cx`A@755qGBEii4zIh zm>HPb3c3S;=1#a{x!1$&oVDwgvclKYtn&`SkwZc?)5dzH@*UJV%EBs?Kw)5Yj9dk( zBScO#avQBq#LGJy);YZriw4i&_Gk6VvKu(dmk6x)4L$0H``h}84xqTi?oQ@g7OR+f zY6ZJ@5ZF#zE}s?aQwIklS_le74Lx?GBz99dIt3x-<9JstoOh(!0cMv6^)uDzJ*KOo zzRRb*T@%RMk(jfVVCl(^rp?E)OC3eBS2W}#@abLR)Tt1Ppo9ZbLD|K>6W8M?pF$5U z=2WGU%bNo>_za2!${ct!C==#cE;EKq#@(+FZu8U z&Z=187;4;#(Y>fcudsG1wvI_U?6rYIZ6PMmZovD)9fMI$INy)i&_eCos+qtF!8@62 z(PmYm#?hDCmH&gcTy=GJ=N$ANrGluhBU>17^+%e?y7}TxK;9<@_;(IP=X?W!Hu!#M zcwRC*=snM>?+^^>rMV@L)N`+$5z$P8Y&$j)=vSX*XoLHOh4VSJtv#s}{$FIYa$3of zc&p>h8|BhQiA7&DI-{4Y#&4h09^G3Ju~!aAWmz2YjCfg*NPf=pS{dC^G2r5$dIi3V zfG#NT?LJUs#M|b!G`mYLt`YCM;koK@LB};=+-j~(Pw?6lK+uhaLiR^#cTMK#yB%0O z+#scD2^Fa#-g4jLAkXwK3Y2jbXQ|lec{Vbok4MRA$apZ1SSZ>(Qsm`O`z0u4K~HLj zKZs1dIDA(Q8%wrQ{&Pw6j8fo0^d=H}?z}()34z)y>L3i%u-id`F0ToEa2U`Hkg<8@ z^XBNy#Yz^r1y4&n7e;vt=bnC_le_>yk9BpKPso>t)WePImeWZJrvjpK)lIS3&=PjobkiQk|_7 z$he*cNf_kxE{|+CLhrr$dC54aHP#f3Th|=ZZMttl6DH@mQ`d;KYq&42K^WRTy#2bM z;4FCEhAuA4E=x(0Is->f8{K<)?t1FaG88PKzs)AZ0l$TrhdZ2;{}#U*x5K|z;5wm& zl6fRt>fhlNZS{$h)8@6P-4C->!v%+YA*!n)zZ@*_R;=RhIM}M6YpiO@YLQgH^Z+H7 z)nOL4BPe08I}3FyPb<9ph(ta9DTV9FU~lWyuff5qZ6ufPjL$Q?r34^6vBIqr2M zgA4qO{FuSbZ-IMKJcTVI0<(Jcjn^}2KI-^2kStJWX0m_K!xEFjKj;o?y*&QyIjZEM z-#7pI6!sgxkEGxKb3_HEo@S&xG)LYWSJZD%6@RBZ`v`ts@ucc_;?L-}55&@KL3u=jYzvbP8z?ZkbB52th;ZOQp^w0XWi6&151q^PD z7GP*;5__+tq9hX_^@|Jf< zHa#v(?p3A?Yj8?)-w#_E07txD(!A(I>3AL$@S4nfgq?Jsr!5c?zy|8?)EGL~$U<#0 zHfdjYZhTNiIh?%n&NZlt0_qA_a1!}|Kv({h<< zzp-{20M5}!vei#k?srmL$I=}jkHm-!qBjaX>8mFqdFt8;ywV46$p>>`-S|inhvI9m zBcB0tz{I-9K*b(wX_`4}#zWoxS?$G~ zJV8sC*nE!~;)K$)b<&jRf?4r$w>X7s08&_}o`}}vr@0i;pef)m& zvwN6H>fdIc#&Xl|kIDKTw2i%s8-i@RIQyD6$+L~GM0ss?r@Vc#* zV%uP!lNeT|)Y3vdiMY_dYZ;a6V7(p}srpQ!b@caJG;QFvXMFs;0_BskR0=R6gwZHa z_yHMiDG*`bN5q3)BVBNGz6Jjit@5t6PKWP5*9Kc%h%7F|y8&dyiR@dOx$8c#&UlTVg(ZvJVo zA!b#M{3hHrb`+l~J#H#7wJ07~ z&lTYmgq~gOBqqM2h8-{;${e{V8%5&jUY9fMc5c;&r{t{LD2UMuIpIj)UXeVkM6n}F2(|acCa;mC7dmo!g1QwBy zuYCgTW{-(>SXrj?T}{?46L{8LW0*(ckji6KJbYS1E`_&pKvMQ2nHDqb%hTJ)h*rFU zmqwjRxAA%=V+xMtJtNN5B0fGy<36lnno8O=c^8=Kr9^u|kGznUK;^a|;7wDc_ zAa+byDUF##iihl&{ZM!=ZwMYDsYyBRRkxL;co|s+XaE}_?(Bx1(Z2`XN7QW2&YI3~WAO_U0OD??=D)k2}-Ku+ja@b{g0+(=+-hgFq zv&gV))CUw4Mm;^YZF;ez^yJr}QBOML2XSh%zIoKrvi@c(uaz|?eCa>u_u)=oO#+90 zXZC&kVM*2@_BPQ*^vCnfx-0p=dRdD(W@LTw^E3I2=ODFDFk#6`i{f84O8wzZA?F^y zcptN(C;3NJgaN?E2nNP@C6$kq!5m~_+V$B-f>mrm4N)PrLLpw>j;Obx!hD)q{=Htx z06fFP_pc!_zNPQrz4ByKF+m~X0SidDiVR$s8=|U9tx!7qEkoWs4#eD=Qs9^*jegGl zRK1_Gk7)+M*DoP>E`wwafX(WM|E`_N0D^DJC}7;54&+r#p?Q2|Gh@-`roLYR^^6=_ z)QI%Y{)l9}6BXDHZK=@mKNbCKZNh%Z-~u!w^Z4SI_NE0U&A(BD>N##a2FWWQjAW^b z(qbl$nNCF~A#m+z5R}P!C#0Qnm$m7Wrzy+kYf*-ZxkdCD5W&y5HcuiMP3%i z#H^%>vjOI*;ai6Dynx$AbzQinV-V4QX7mhh#*q@xz;qmov7dYkBB5757X0*oQs zhY2QV%hTR`8gkT6!vn5vkN%lF3qum=0l?`EVLm&$)3gBa_%Md7J9!0ZZxByofzH$E zp^<2Sv=K7+`FdgZrCC6+6xLv){J{?(JvnA1;8E7{fV^e^>M{tO4SvPUP=4+-8cJZ~ zRskGr(N})!kZB-KSFDr^gcN70mAnhYPEFCnhrwt&RRN?qxRFK%m%-jw27t)w29h1> z!zTKzTq{qV88e_U1O>k=;4Atv0|v@bP(VAaBvk153@z1KcKGjta;w4Nk$}7?CLCZECITeRp)|_0{k9I z!GYs#WexCw{<#Uz)Xo4qSsWW6Hz5K@?}BAai35g5*TCuYY4j|V1$e?ZeNs9N2_D)) z13n``E8=V^jU-i5sG;SlUM_eV5&)!dhZ!tA3K-C+3^qFbb665JXTk*5-N>oS^iv3w z8t8@azn+0)MS;me|1Z2|pfN++>Qu7T-|AB#m(aD4RJk@rI9#YKB0**-2qlb?fa{&PknNW~f!G+_&0sNo0V_P6=UtGQt36la+ zRWT2y%F5Rn2d9*O_P+8eIQ>prML`NY9`$d|AYr_~hv`b%sb(oqO1o+>a7o#}aN04T zEdiJ*{>VBE%#r;FWZSszMX=Q@7vxHKPj^qHIE+fbVKNPLr^Rx`YumV#o|Qv5Gm<&t zOmRL%x+qPV7B}ddr^i`os?h@0+IU@;7w*^TvCaeVzgQ#sp;xKSWSh%e?Lx8xH_n|Y p{?AV@ta30H4fg-z^_F+!gj%y2Q^jF`Jpfg_HIUkBr7Bj~{{vrh`x5{F literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/b80eb463-7348-4012-a829-cf7cc4e310ab.png b/docs/handson-cnn-tf/img/b80eb463-7348-4012-a829-cf7cc4e310ab.png new file mode 100644 index 0000000000000000000000000000000000000000..29d33ede3d6ccc4937591b8cd2514c134199e2a1 GIT binary patch literal 8741 zcmaKScT`isv%dvVx?n-N2!eEl8>)av?}|uAL?9$m0)$?rMS4}r4ON;-Q$mrh6cO-3 zAoLPMAaoESBK^hp&ikIKtn@A zOG`^fM@LUj&%nUI$jHdV#1!IYXmRQk?+0x)6=UCt_3UXM@cY%TH6y-s`jL~;BIR}6 zphJ@jdI>verqlcy%&?5VbA0e}@5iHi57?-Ka=iL1FX1m72ae$!r5cM=@zGjNvz+(x z*uw5fQH8=UoPjPPFxT<)D*vGXs{f%-2B|>a3;#>`ANK!HC<3_D(S`)%>d&@=Q7;v# zAz3yua&t#m7u(r6bq-3}=QIq!mOf(_6}Q6E3+ZmJJ~nsJVP*h%A8Rw}HQXM^V|&lN zKpf7u_>{+HbnpBp4?R{2$&^eS-m1}@esz@2fR*#m>Ik}w%dG}OXh0Wl1 z8}rznTd>v7nD@iyqk)jq(1X|eo;M%aP-e5cYv?S|gZX?bx%OadIDE;tOiu11 z6@=fi*D3L%0rM}>04e#@6zL^QgGlZd6oxjE+7Eh=m*Tuh|8o>SYE04d4!)34eZBld z{yU0didLE@D2Athtd4U=w@^b59DrVFM>;@tc;N85%ySAM60l4uX9HBP3_5rB$}x#j zcy)1iv;NI_t4x18x{snz&+o4^99l2-UZ1=>PoWnICS*iZVAmnKYz#(5~_&0Uvspv>=UN*2T9yHSVnJbC8&X_oFVLOz4Y z`%#^6`uEZZljJa@lWzR)#gc1%noPNKqLwGidFCn^mdFOg&-}xWKiQ2hNk||tU; z4k1?FC|l)DFT=@ogo(O^(@XZ( z0~bp<;j?-|P5xpXzn|Xz>z#ch*`%b}cm`T=lmfx=ze|-&#{(1j2Q%gm0$M|+cbxAy zJ+rdTH&DG<<6Sy^3yd^>9#Y2Aa2#X<-wklrQF=iVI0xy|W#`^-!nc?`?%tf!867SDgam#NJJnMl4)6g2$?dlQcTn;$vV+#4a~!VnW|`I7j#%J0K&{hcGJJ^2|lB zJ9Ccavd+?xdFQzS4)R`SAmiWpMJbRX=Qm0|x@mTK->jB1=wV2C!64AjVF9?wk4$Bt zPxh2*pq1X-@P{oSi7ij@HVgZ$9smbJ<+A)aC)e-qPB`mr6#k^e6L}dG%{y8k!tICF z+XnB=X2skpxDCvARAu!-8gDvB2d_Cd zuNtYHu#48VbXWwQ`N#)sx0w2_8Awccq?qi_J8JlaQ&g)R$Xtr5Dz- zk*wt#ROD{=rIs#?U5mT9Kmd$ZVm z{u;qSUjA{SkRs}8e^o{Yjs(~)@=e4T%T zPbv9c0b4!>d8NM8{-e`6hn>>8OHA31yW$4ux!5j4Aw1&i;{nl+zT{PmzU_zCyH!&|?p-FO?CpqcXayC13{RS{!^G$_WB5ji>E z&fFDbL8w*4kn5|?HH2(jDcYmjXfS>}@dT*rxM%aBys)%MyJ#=}HuP0!iX}wHR;pFF zZ}|ASl1|ZH*DS#2Rw3vNH|>1)vt`>{0J>??G<*+dVJlVS^M2o98~5GzsmHdx1bBzO zOwif2rnpBlsMr`xk3{B#!8_YX0`%Rm(yyN6Cjj5OhlXQQ5g!amzq@M|t`^sy1Fz6w zIg)LwHdb|I!bt*=kbcwwzd%;qAe2|X1&F}=cvPgQLj^C%DNm24yHZ08JXFHF?pk`X zs3Pp{8@5N2Is;{Ca=Lo5f=)ZLkiH@EmJH)7Z88gx%MIxSaYtV2vypo8!)A-hnghr+ z(^0K|pn3!HcL!NB1yM9NRM5pSBdfhddw0n5@hXM)Y2=5+(@=wmVA&X%aCj%eM7aAm ze>{ojCW82a1m|D6T(E}|1?vP2JrEo4>_+jQ|IOnjE+6C}3n{CRwFlRPJ$;J-F#RTC z!;#_asCX0=G%mz}1nLr1aA&VGB|kh3>D+|z4>Vbq<_6g0r7|P*?(rk~3ih6`K>jo! zgP@}3Xb@HM`++iJqd9#Rh{*vllKuNZyGj@%u(({10w|YY*sV(#D5@vq%;U3CT>A>@ zbD#GyQiq;T*fY!~h0!dABah8v;O*LX7IVTsm@A@8p6_?OQX_x54DHKzW^qM8wEj3F z5lqh;Kl23Aajl#WSJ%0u6+fKLqg$BEAYl;NQ+&tim=Y(I)vA+PmG6=`gz>Yu0`;i% zryxdp2g(8r4l|;pvWnUYqeg1Z?$T$Q^Jc{kukz@SE2{t}15U?H&DVlw+R1sMeHNt_ zLhe6MMu^~Bx>B&k+hf1l=!?qbJlKuB919-TfT?auuSh&a$YRo36x#+Y=&hT7UljN1 zu2iIX^wT*U{XcCK5XH#&jLQjHbMc*%!Y!T19ia5Vi=n#9MdmhLPfcX|ZqJ=RSkSXI z;q{a*!Z%HYldkn`HdYqZWVbOz7d+k+epWrNMLg}$Sz?56-BiVW6hDn~9bF)5Y$IB8 z-@$b0vrXqzS^8cMWXbzgVd2&xv!aHypR9A^obE3WMz(TFVZE_1=M;5vGZnaVgec}> zl_~f8I9D1=8ZDpm>K_6ZGI9E@Oj@!$TI6;jz{>qSWdb1{Tx&oCizp+QWe%nH+BgM6 z;geq)-ueJ`vg=^Ms@xoutK^pYzW2@_Bs||iBXiQr71vT7tbq_6xgWS1xH-u=QDK>6 z_4dihJuoEg&G@a8;W|x!YvANjHe6pAVx_FbAT<8!9{CeJMBbhW>Ia<)_FxMyCWQy4 zo@eLC1@QcNZpI4rvH*s=vX(ipQ4Mq^!E1j+6d4=<8zDgBZ?j0hJ<-%qV?mRr6E#E| zce+Ub!XT5vbXNJyYeE@o@%WgaWWk6PD}-4AdNJlYZ&j4nJkjDtl_A%l))>Ow={bw9 zWo$qxGvXWD`6?!b;j9_ql7Bg5LTOYI4pAcWK@sNnJyo5zUseDkXz$%~u$(6nNp#Hn zQqD#!)5_y@;QXe%2B43vE*a8zo&RK_5#z&?Zr& zFWYfA$f)?Nd5hdI7(2A8n{Ph3JK6ueUL2e;O8CS8mhO@~ox~-BB)|DiRtAi&l;H19 z?*`uaC%R;vFIZtyB`?DE`q2kMdA*zJsN(BnS7Nc>30WPYNO&ZWTSn%l(z!ku>nCeaBIm9&?)c-*WJ@# ztkyOmh7LtorUJPwtNtvf0zZ+P_BH)E@H!6=SN89xLCBHPUHHEtIk`38M*_|jB1OER z@Ry==jlB<%$B&cX>q$4T5J`@;&^u{uigX2{aPo}B-d3*67sKW`8bMoh%BIT zq5(xp|Qx3$Kbhx&jG)389}G@P$OiU9HBH}4f0y)rY#C5`6EY!i|T{+ zfmNQf8IK#_*BrHRuEV$eJnkoJM3I9mU&@Rcked&?Q&YF$o6`ZRUu@`Vh=fdkbR^B< zcTY0X4+qK{g32aZIKGS?GA9UzcUJo>UH_$wkJD0pKe)Qn`m1!W8uXO9!QhMQ zh(M3IZ`Z_lq8Xvs@3`t0l!GgXr7zh_Jf2II>6q&^sUp=cE$bY@^?u>Q)vi>dN*>GV z;W2m3-4aDg!~(l9cq@m(t+lA?E&r6ULBWddt0GpHy>mDCeb6)RhInjAO>k`8rM@ln zp-?)h_M>Klxh-nrq6*pM>{M@l@N(rZlV6={wi_hfK_wM%wb|44W>)H!ifdUiP7Y^s z@&HwlMslEra7m;$SKgLV+ z4eye=8W0seMnI<9aYK#f@qI1$vc(Z6IGM?HR)R$EZys;i`DIspXf>48pF--gKpKp! zqBfH+$u-J-Se)Wd*GGFdu@aX}5@iCY=)mS|SK~zBw>BkPmA@vbH3wU;f=wUf6x@`= zAy)rpVwoRDAPBqvY8PH2kkL3tk*1ehxDcg09|4VzWTR~cY>A>`CAQzKn`Mv(Gz~A{ zD87RQ&*r?*=shc@lhwf!eL+@UNCWjVF|OF@B)>MeGL5w3H<+a*Te6l#2g=O(n}eq)Z#=^xzuyZ`L`&1N2@d*5vj{Vf6llnpFIFb(J-DCoyyw{{LtcEHRsb+|i8afM)GQ^nIfcHiy`)sbQ>ApS0ZLll2? zBS`h6$L8u=V{Noz`{xQmMLNl>IapqZO^ScL>E8T)7mY7DNxg$FCyx#(t;m0H_u3!t zJN1vGWVj!K*87DV8<5DKuymrhv&^RMZIp|7hH-wFPv*}A31wwR9tqi8(P!Tw^_ z=tacDZuZI0iqYeQN4j}iW>U~V1UWtKQR>W0muRMIU-91kJ1B1QOg&Lm@eXYkb9#wP z+AE82yhG&jC93x=GO_bn8CrKnYU@I~IEP8t9WSo@uM_X&R9H(#Po7}lGCq`>>L|BN zzfn^ri@_yNcTkSM{!PE}R*OP=X@*Ym<1{ z_GVIoi-29H3$O-*>G02HZT0lf3|ceVZy6rhyeAn6XGc;52tWdCHY}Uz8_(YgHkrrz zN@be{jykBb7xO6(xjpBh`pVL0ql-U;`Mk<_R9aajBZy%93IB6zOpD;krR-Xqzg^B6 zjraS7&5*%q@kL<|?0uQFmmllnHne0M`#~P84i4L>h}u@OMP20;>&HdPG3eXJ%R$t< zr(>OOBu$mSol96wKWc8*i3ihBm5amUpvP2&krp9l+L1Sn*Em&utu&iO_I}t zY*p`4d3Tn5r$m#Q?X@rNFJ*qXFyUZW{tE6d%yZKceH5xu{iIc`#V@lp9OlXoaU*2D z2MHk$TdNOKZ!S?mgezT1?kC@GMC&S*>-!=RKnd^noZ6h(Wftt<-2yN6qxZ;-9@t_9 zOQ?qD{=Dv1{b#OxEmx+Cl-CWjzlaF)mHYN%8xNP{`3!J)hPq8=u@4+%uJp3E1~c36 z{xzO>nC*_Hs;MQ;RGP*wcj7TYuYX1DJxt^xqJyPxIUuknbA+^S`o_ct3C4fBaW?1~ zo%ed2hy%X(@p$)}UoYWg$^;=QM@+tKkl8u6+`KpIx*esSLj@x7UF{Ge;;!!5Ei=z9x zUa|HeUEg^{%_-n54)zcjvHt!;@#_+*c?C4~#1DYeT!er-p3CJfg@*|-j z%v&JK#wQZ8Y@9E~)*(!ckM<{?a}Q+kID9F?z%(gmE2|zdaE3Wj|vU?9tbd7m&UND`{|&)R#cnVfp1eAH)`7F*}xS)VGHXKt}QoE%D?c=!#p z+u28kk`s_F6-=E3D9^k~&NLRM1rxg>XD@d0M7aFkSQdSj3XWa!uo~_ly4%6yYfMTi zU+4HpJ{!M~kpI&w7)!+9o#o?8#uH)hdxmy6<#4AQE?ZwG1%$?FteAcDZKxLlaw8fH zyzagf6}jZN6n*a5)bvP}Mc-B>qFf1)CS1Z&K9^b>;-!u}u9^f1n3#{BGt<22Xd5j@ppsg*`~E@omc_LcSj{!X#_>2j>nc+Q@O1T>0I8yR|gT7VYezpgf(W zfu2chYDk#8HcCeu6ZV?gbJ_;{5jW-cW@J`iWHj-|Vbz@Ldfex6_VgmTDrt{Kp>YX? zG8$MLi8&M4?J9{NTRhIFo4iy2o5D1g#K}dzWvTl?77oR;5-X=wd<)(Rg8Lw-}EDkn3r-h_U zx(qk@>f;Bp*!qU=;>JqbG9-)-?T@EKRMB=#=2Jdxn`^G8AYx6e&(I4y0$94&-Ncni zdPyiTr;~3Oe89&dBcdy%=^xB5bT|-rR}xZYEHbC_Pu^qbiA!@Gx%0!<9dqe<+eEQT z*~>&`SycEvKfUJh$)1MomJgQAab6dVyj}bq)9P=e#xrW;7v~0>?6&QFrktspznQT+ ze_yJp`=7;}aU&QKw5>MlWck-Y2`i3{?;? z^bWvr{k~xt33zFLy5C$)hyL&agQ&Y&IMWstRpD>{!7AHKAMsiB_bdSWy$lWD_jQQ-fOK5EkaT}N30KxXy^bfXy83Fksw~baNG0?%@Cm`*( zwDn@&&bJ+D(RjygAI8B#dgRcXOoj}zv&p(G6+KCng7#WG*S*znI;Nu4FuFGm3U0{# zKlE*;#+>dbQtZ%20b%LZ4^uh!*F#k8%_=qZ@%1k|p+GS+1+x&huNQbm+@Aeq$(@~% z3GY=cEWcYaexfcTNtxBJ80lVwbLl~UIP?K8NVu-_)6$P(4H-(WF)M$zV?S1 z-F6SZ3K<_l1_m$EZN6MxQrOHh&mjiu>dCN10Uax5&y3paSyv_}`WPA5_TTs|=tsH5 zkvM`c>yn^1=dM^j4B@obyhkaLoN!7xD@Bm5tgiB#gpn%k~|?(dKoo6*YUv1LzJDm=|j+DTj*BBG%k*qA{2FtUC^TdfTtcO`Ai7AK`5$ z7eAQ{N}=HFKLK-r`P(?7x#`;b6vgxE`a{lEgU z!kxI)P!+wjLdv?Q^oMj|W&r5Q9;x;(JjV1CVT3+NTYwzUI~s5(*EjC+^|wL8c#mZtJZb?Mi?TB8W-9 zJ3i=|iF3?fgR!Uj$rwb36!8x{b@&?_*Oxm-wj@(7F#e(XorDW4unBk3iHS-=@a&aI0;8XCkm4)BUirAix?ksxCts3U5H1?B zgjhdQ;|eiSsTRShyQf|jNBpGO*s8=I=pADL? z=ufArzuZ~TM7XHfr?AhpK@U4&EkiP&B&1mAzg6 z`aWE$ByhvR;nOjzwjVU3c;`3Nr7Y#5^bSiu-GZ3dUk$5D9gusqXsmv_n*2%dQ;$}0 z%{@03crMKK1APi9WWQgn=tU|)@7o+5!=ZYiZ7N5drf;Y;8_ViTF3K(?Fvl`gN9U~Wwi&y1s@-$)Yv~$_x-D$Y>U|^20^9Y^=|ZD> zbFVqCG{=q_(VS5sXKVFj1ad{@Uqj;%I?nxNWTt*Ri9&nql&;%$5IfUOW$OCjMcFW_X7u(28PDEM7VP-9Eq zWK9qWs07u>Nr^^OkW`;gtNwjfPI5=Pcz}!k1Xq zIuKX$eArddEefp0`DYbvK?eP!(;)(oNSlT7K9-$NZ=_E=CXc2dECz;0*6jN2r(vsuOSk#DKpTvQ)s2n5((v?ESBw*=Ag9xINEk~U6PUI1SgjGrAx1|(uOtxet}|At$#EN0YT$-7?kq2G^9O@Rc0cZ9Z*fFX75WFNDSXi9vo-MY(g%Gk`25l zfFJAvC)YxnN671Q4OYS-U)IvkK@VVq->eJC`Cm|syhJ6_^Wa;31;h_qQQ0c{Z2kdCLaF$6~5-5W<|o` zTHDv%gsvLNbn`iRIPU-OJ}mZO22F!wo0OK%x!`>Z-BY)F^4L=3FVKTo*badNeT?+_ zgC2PlGw4Cq+LSl;gm)ZdF0s#%i;GZRo)D;Z`Y0JnTwhD0p=hjDCdX;RF?cyUZM;oiH3T+u{mIg= z;wW)4dZIJv?Ex1lW6Ua#z!(M}Shx(RvYZdC11j%qL#Ffb$Q&2N`K@0@^GcXtoFQr9 zkmF*0CL{Ne(s&&FgcpI~k3P@lY<3ZOc;5Bsp!IHRv6q)2D>-h6wYg`0Z&gl|@ z9{PH+CUGB!5hLWmPt~=#6@!C&fP3=9I zzYf?b>e&{mv1527u=$ogRhUqU%kF3AZI?GMK!G`%DRng0R)Qt@>@F{z@Agc0bnW@| zZ)KBC6v$(GzBo6_hR*N<1Nt@Bz*vL9wSGH-%MH!=Pi!d)7cM90EZ%1!ihe69kmtMA z_2Zy_Y)v~0&hwXX(wig5owBvrsEB`=Fq1@4_KWd~{;06fX`>-meq_r$S-{zU>N1Y_ zO-7aFik@D;29`xe!Yh8d_Iawh(=1XO%^@zapf#w64(hxAN@H?fq8SxH1M+5ue|Eq4 zM?6(7o-w~DpRqokzbO9tx#riXoapSd!>uHHYIcfo@QX_rD@t|{i@Eb={L|Rw*o-D( zj^b=-`&1OGz_`Odmit)kiz%Psyq|z(WNNvogH|aTI^5%z9hxyO~*36 z0ku&9)rT^UvK{6td2I4QlyLvw#s*6B!~dt%;s447|9AJq|Mp7c@eLe?+!7$%cq^V~ SM(O)FrLAtDR&oDn*na_r+gL^b literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/b9cf2f8e-db74-44ab-8090-d032d5a82d24.jpg b/docs/handson-cnn-tf/img/b9cf2f8e-db74-44ab-8090-d032d5a82d24.jpg new file mode 100644 index 0000000000000000000000000000000000000000..24d3af3d0764ba9f9024ab780da4c04b83e6ed24 GIT binary patch literal 26280 zcmce7^-~^jBs0lMHnXqIZen${RdKN>u~1M@aMj)@>7$@vz)(uMS*zr4KE&nOadAN)5FQ@h znW#t%3W~junv%Ss-|DHkhE1V5(cpx402lM2&v^(%>&{;C>12t>8h)h9u>1(A7Eb8P z@weYmuP;PWCzyo{nN@a(KxH~cZ;hPaJ6AU^{(o+Y>`r<8aGCr!en%{BRO1#c-=@fq zi`9-3_METuw3`nRPv|s=`L2hMou}mB^Ne!_GO?|2nAM#jn8*LxHY|e;Gaor03s|hH zQw6VP=d~4!mU;BPgZ~o8bh-up{i!v#LD%V<(Ns5x-Jjs-zk!;`P_;gIt1x?%VnO$U z^+@-mc|;eF^u))HrwfZM)yG_u~6Nd3HLEgeksp56Apk{(bpB_$Sq1~c*5*5F@!=zmI&vT9XK=&X7)Nu&JxQ-~2<-;3DEj1myMg1QZhd za#CLWp8VGJ*M~fk`q$}QO2!Ys{JghxY}}R=6EGzv)d7b{xTgl4;nc@MybUH81)UVT zm{@F1?#We!J!n8EdZUI~gj$DpPpT;fY!*)YDsRhk9`u6OG3|aIJ1s?y^GSxjz-u{| z%4fLj?Mu{2ZbNGr5(byA+`9X%8njePkMBn2j@jqa#pmjp66qsa#2W|&;&p2(-iFHK zXS67Oq%AmP#tc*@ROxaV1P<`V>~njB`Qm^5%3rEY`15K9fSw-n^Cf2;v1Znzik|;= z$6>IY*OTQ55Dr1}X|$YJtq(Me5kh~NobflF(36Ft8*H`Z#IY?)hgZ(bzEA*J-|Dow zX(;n=qD(t&?dHYKnGFc54fxV+Jgw#TF=U7J2&(j5G`CV;%>F0>Cbk|z8k0j$+xCx z`I*Jw0|)Wk5W)+3mHNx37rNZuoFgTf`(*7w6Y!)x_0f(#QqZI4>jjz3Jc??Q<-W@n zytlXHgc~D2KJw8MH;d|w5TUU-O-YS$8yv(m%@e*Xw9K)=KJBpWoL8Sqy*u#!Q)95& zN=1H@bOOI6RBF~EwGmDs;q__8$0uhQyXtZK2S2D~g`M;-IyBhNh7%PU(+URoF4yF& zw&cvnn!=(W{n8sj#Y8B6;mDq&Gy-s7la68w+s9iosSr9A7|{^j{TV>*Or~43SWBv* zgXZtzd7Z` za4YK3YYj(6ynN*i0r}PBb$1G&`-(&FM}rx(|6nht^7ltzW!53;0YD#=attdW^hY@w zDmg)LV7~YoDfI;2u=>Ew${gLmMn1G2VRzLCMZE1Rd&|%yrhL77s&n7uOpzZhJrc(2WswmWg-+`+crzFwtJB%LLhX$mm@~)3M|v3a zSPwJ;G$!qmwmS*hIlu!G!=aaI@g8_>9nXRCEN05R8{_zu_f4R;R2Ts4JmdhHgQ`l? zw(X3}!}>*LoU<;GrBKdmzl(^>d|S;3OmsJWE8pzwU-QZWy81UvA$N(I+TqfEgW_$` zkQ4P{!f;6a8M-gofl_p1-*oTd{>K407tn{5u%j+NhCY=KcvG(=u3DE7>xf5xTMP*GV0;Y2lC)QB>{t0@chVKF|~V& z)c|iN{Mm2(dFp<}&!rh9Rx5 z2@E+iTb2Q#WZ`DX?Ty^}=0XM7Q`D+kkXyl*bikFo{={_sNdluEFMiPE9eH>_)r){T z%T5jv$T1e8&9i-r@j-y`E~tQ!m2<|C73^S!uQUD`1NrPspp|R=-(eeJ(j5X}^JGz@ zWFs(N(Xn5siL$+t+Wh2PS}uEK!-~I=?rwW@>>ZkS&gh1Um~tf%;IRW`jZ1$Gj*|ER z<5Z_vCu)#WlK=A@`RQJjg_393kW*pz6;a;$=HBjQ;@P-9KoVaX4ve6P zlJ6BA?ioro!>e=}S>hL}nym6#v2vQS57s(X2hdP{I-<=go-xO9NgqfR98 z7RMGm{chxwb~uE$ZQt;Tjy0*2{E?%wt%`j}jl~EM%6)f8(LJcMi%fFEL(KQ^`ruBq z1PWs7qWfdX$#Me!)?y;OK{Yt(LDY6ZgmGi6TchUXz}E{NTbi3(Fow}$!Hli*WUYCY zZR#o8uW)zm*)5czVEAK3rT83yj*+;D+A-6cE7>IY=vBX|B9s7c-_xV6qZ1>F`hJSz z^bAJ*6`bkfUKd2Bh9B`pMo+pu&Vw*aHTSRTrU2~u6RJdNVK^x@C z+NAl!{R#&dnPCEL6Bb26T!|^h9(6HLLai@HmYtU9iu8A>f-VI4mB2T@wEXia+`>1O z-g^7Jw}xX{O&pD5(M*^TWP0etH_weAl*(iBhY-8s({QmN1l=Ww!4J=V2X@X}$2M0rp$=ySS&unf>|=5UBU#E;uPL~tQ>{KEy3hsNxI;>HBsOCMRk z|MCY5;D815cf6POgth{K8a_x1k9Q3@!K?caf<(kH#GwZj(YqlPZ?T2+pcUHLIGc`B zw&i0zZ^(J#hY86PYKdr#zVDUx#k}KeJX10-Qq0=w&WCeJWX7($d6ZWVF`l0%GYUWD z5d=m3@mBD)!?(Rp3RSjfN36$Z9;6yewfA7Z(O z!OtT+6DNIzhymDbN-P}tCincPV7PDhBfJ|Q(YO5zJpD`n*8E@*G0&1kAC?~tVNzY;iC7w7#$ojhI9w9+0Lg64nV|IHhesHn-3AC?Uv#Z?el=P=+b?mOzAM~uVjU1q{NVMFI zjLLA$d6`tAq;&23~v)Q-^%9+lL2cV zv7BcxrbGUjaU=bcJE)r*>zE*oeXc=a)yL0@kr>_&3P@`lvsJZEIv4uI37ekD9dF!m zdvE`iFz@h6El*225qa{g;D;uXQIL#RFg&^q!+XfjY9Y64AI!YYi-YrJ^&z0YAK>v- zHu6Yise9BN#4*smGPqk@AOb*{AZ0{J5!3FsSqrfmYeN!IibB}Z!@pC^uyoJ z)8qza#<~MM9#qOcCH==N#_Uw+Z4E-&7;EiL9bj^4@%IaeBpI@Gu9NJ~TQiE*-=T*z zK^4u&bl*t?WvtcvjXQtm6jjSFmf|wJn*1al6@~C-A&Bc!&k5OurTe7;-h-57qvETd zrFB$&Y!;1&CFd6OX_%75vT^X6mDU;V$Cy-s_117W2)ho7w1zfe0rF#;L_?v7$1E2m%hbXQJhuPx%iv_+ zk8s6gzeT7?bY62m1H7P4f?b_&D6Gmvg`-pG`-O7PE`HVn6UC!k%6=dsVrFeCY6@JZ zG{~p#h4M@9Iu)qpK%>zilq)zZtxC{y$u9&_xf5G7#os+@EPNtHTkzu_^K+ISN=Ko5 z(cLe&2fKk_YLC13!taS#3eD@!EM$>gKf)tIg{fzHs3uX(UtWQDUj@}x{3qqfY19400xKJU#-vT!>@;3C2ULpVB zjPWV#?s|iuYR{P5IQ!MrBkD$8BgKc}`_RFinHbv3PjDl0ATFEb%)pE7p!tfxIo$%(Uh<{MEXyEpWLG-kF%!a@>=DygF0_R-RFq6vI>3v zf^A;ja_8egUN<=QJ;to6qWh_JTYQ?IHg@-qbh(TU)-#{C_4mmOqHMHCx6&jyu@)V@%7D#(>t_N^63g2-Qs@BAMt; z$RA3ce^XrGW#su))WiL5Cck?$BPov324h<@S)EpCDmKG0p3q9@ag11Fn@oqTOsdZJ}cEX#QAD z)a$Ep%X4oPPT20+8c>x1#~Ey?{CG;lf^EuBXFfRO^kTn1nX@on`5Zdnq<;Top<6fe z>mQ{Q`00stos@biAqk??AxEjNof6yC``?mCWaaSj)Aph`4MGz$e^!z)(AWm?KVbwH zOa5Zy%FGd26GUAPcx^~-zhO19L7bz0l=>%Atn#763}BUBk`}>_e zzC47YyQ`L(27AQ)V>b#m$||`?QyJh9<(f-Jkw_nE!@Zm$134aTzO}J^U$5nJLSzKm z{}7gZF5urMg>QAi_6~LE--cR)BQEO&yjh{c-|CaHe2RtG?9(+kDlH*-=LJIa$D7sm zA{evZViq|Ub7#w(&ZVTkJCMEG>$AUGjwj<)^@P5%o(40rYMMC<)xSq?ZNX!1)w!xX zsf~VGX1nf>G0kK?=fWw1wlJ0x*C1_+giNGBQa9h06zGe04U1r!-B~N+Q%fT zhiC*_k0Yv$dYdO=d<4!Wla$YcBYWGuU6T$V9Itt$cRbv~VCkL6fAmf-cdv)*ufPSv zjD9~Nnok_jO);VzHg9VM*sKu&|1{O|R!R5Uob$F>7w3#ypvQMB+8E3OMpCm0IJts$ zlSG>ciJ3phYNbd%*~wq~&Fi5W&+{D*5BAUQEl6Y|F{ujS#*$PI4}x~xalTd_n@O+ z|9E4oM7yo`C4@O_F1MKtL(^ztlwC^1>NaDo%uiJc(@hrW8@$O8wvCV<=GgZ&dWtyF zjgc#i_hN#Kix_F7lc~RGww^7}ElYbp9w&D~2}8hxsYFBgomWl_iqMY|?|$6N&}c%! z94WWee*^8(!5lXNs;lp{rfmJ5 zk!~V~r2~~X*lyj=uUbVy3PlJn-snRAYo&fNjihzOtB9YpKtKL3LN%z4)Pw?*Fzy!Z z4HfSndXj@Q31Iow)Qf>dsdB2`O6>MKS$9UhWa4x^{7=(hDQAqE7L@M(8jbYl*$yPCWZV${%+W-5qxZ>&8$k6B2Nzuqm`h|9qaeKz2tP$b z{}cK1b{U1Wocnph-r z_gdh5=FOR}zi05wLp;Zpx4DmN_vs!4x`m?{zSk`-jzE;4h=P>n-dGb8xiejm4Z-d_ zq0Ge3KsL$?^`}>Suf(Rv^y2E5n(clB7H11}h!Y~>x+M+ir6`RraEi|U@mTx=i1j>P zG7#YFqts;?;eAqd=>zl!z*hd;QbX@aQEBWu{pqdoU>&^M#QuTIM}ft!_qfk$swVZDRo&5>ipR-NRtozY_+|;_6T8U0t)g?i06ro4b7g*>t9fum^oSb2-f36MMXe+`B z&^R1RW8wN(S!DTBw6a1)WSef3IE+oDuP|O-w=OM|vC`T0n(o$;k= zTVkTyq&N-;t@;plQ)kO~G+jhE#Tj#gFxQa$1(QGb2~32#&~Zd<4Ws?i^mQI9d`F!8O`FGr3P#A1GT2%cU;{4v z4NCkVumwu}Tv@e?q{ktVhjxNQ=Y*Ft$mEy9baSE<@N3f(WhbdMrxFUj(S6F%JHo3{ zJ%}Sk)VfVK`D&X-%jAS1yCn(3%_7?k9YTb?8fk!}ov#I~1Zt%S8Da~J;xH|Lm?|`S zuw<5e>ltkusVkpmw?>?hWD~5@WNeyDdh^=VlTiJ; ztcfW<8g||~DyroCtS*@|V32_UyCh;(0!an7#tJMe)H8KEeCyFc`+5xoax|>XN`{>V_?m{C8mZ;CZvJ2rwmTJFXit!4I z@!0Xzd-N9^J18eCIf4YEu4Z8Nd|0)JK39DkD<~1i4pm7e*nHopYUu!b-0`iB zgz(eS-}?=+KOpo_TD(dj&mcx;Vb1jjRu<|CqAr!tf|NSBh!nOUdADY^9|-w~n1;E` zhxr8u0%;lAllys{9ZYooKK^x;^Q+u%w)ZH7L$DPiG#FPs#9O`QO;xW6|Ipd{;@^Gx zHPx@7GnYhp=v*eYdwkv5gG$^VlPg{rBTnS&2sYKW&6oQB^rbrK_UUGc&7UP-cDlPxu!8qj0F6dV)RkA@TH6lQ!SaLP!xc%GfWkM(&VnjB*Z@v$80O zwSstol|;<~BJgxO3M^bEd`#U%ZY*mpoYwmwk7=nL^KpVvXM>xRVjJ)KW&*_AR`tzE zg5kLbV`GaNn6qrj??o;4_HsGt*9rlR<%H@XsF@~PqDJvq@tIMHyU*HUGvz^G41^Q5 z{7#y*3dSzV@=b8|(K{Z}&Km4j${1%OHSzJ@$z#Sj!N<*ok<(`$>Nc;0)x|CzBE^cu^j)ah4teKeaw`A5Sgtkl`G74mtd58Q16r1kIO zvu|pj1ev(HoC$*Plf>w{gYGl#E2$orMOt)tzWzK>tYgui2fwJ$GJnV#Iw!=lp$jGqr+o9u}2M4-L;a+%HX z8;}pX-6{ovlx_SOMod{1lheJw041*T0)_5>E=G@CGV>gn8l^Xm;Ho>Seapd1by7Ei zPA;s)c6*6?t8Ce|;l;LGY9FSxX*Rp=S4o(jD1Y5Nj%Mc*wel@yFMed3Jh!$^?HAmfEvCpU__{4FIYp{G&{(g1n5yP#z&?F9!Ph}@@ z{-(l^_g9=BeV^d%{Fh6X(Zr^lCdZ7BnOI}*fqkM$*(E(@$}b~{pB3vwP9AX(8gl$M z30qI^nZL4Rsqab2E`P?4l6}bJw2jpdn89PDjd&%)!}P3M7n1qVa<(jE@S3R9ISC1o zv?@Xkyccc>mfYeBQmG8wct~*RQ{`J1r3l*3uVu(?p-7tdN@T39C~v2I-%?YxHIp`t znS8gyt=T86M#kg!C($#dZ@FeAG~9B*C#cd{5chKIJNJdy)@Y87%;VHk&mRxXj2)<- zns=TU|2N|a<(myj#h*>mw?u384r}fcqDjy4sjs5njR1jy>yz}C`jT4Ix3c-#43gG# zuyA++h4!$3&XkS;Up(3K4<#uAy`+@sAh$|8V@8G9*Oq?;LCr-(WC7ZBV(%N@-pK$pvoJ6rMYc-am(5V-3BDhh> z7zR&hPx`h}FF9EJr9BWpABXVD&y(91CsylYW*=V94eKA}T_43<^h52+|<({xfy@ z(6Xx&)DE%*XJ6!v|k!h18 zpz>fG#VqKd#Y$HRw5LRgvM?JYdC?uV35jL<_lBy@C&U%$i;9Al!rhN`(~Gj{1Q!Z; z$974Sn@c2-1n|^kJ-XRiZ+b_FjV=Ug*_HUD_F6AS%FH$!^MnecxBDI~U*31&b=KM+ z1Wl>U4=JiaJQK60KIfiA&%m#5;=M&0Lxp z=zbSfsQc}2N=%`Bi}_(ITQC~3hG9k#Bn`4kw85Ws>N6{%1emf@PSD#@F`opW&f{O& zIjWnhIA+}8bM;>29b!|oLS69SP9UwF3wfHV=~;4GjiY&=(iHJYGa(|@#1YPMt)X@a z143hTrwl7cft%2ylGrSz@T^j`9(e%SjMAKj9n{~v+{oMiB{{vBNJo@W*@X~_KH%0p3|6~0pq^sy|Tjc`gaCeZ~$hq;)(4xZ}KhKLb;eUtwk` zvhnwOaoW6e6!>y!;6sJmn?H^oN_15T+6sN~Ynzeso5Qm{ubcY08d@ksoQRslfFn z{-_E8UOAZAbO9PnV`vxN0_fvpB_sbL|>}SNM^#F{o8NUCvx`F zN@r^=eKD1XdAmY74v;6afq6(p=g7`c8N(WUJhGkyj};qxFUl#pW1^qf*j`9h^HjMj z0o(HGn0#mai#h9=wQ)oh#Dfv%tKG+P5m9h7bA!v0p?m)~6Mm+kzts~+8je(;h`8RZ zQgt5CADpPrb=L7~>qE=^S8o~2s)ChX#6kQu$_)yIB#zQK&{~!3#l(1|SgCw3Ye18n zkMVqupAW_arlCs&kWu5bI~@*Bl1s(8DHPgSm*~o4>2V3|=7%$oPmRO`iw3r*!mGC? zaI^4NyV1vZtqyQfWygzCEIhu%N7-?H1KJ6v2Wt=}!hFM#THr%LL#4^*yKZNWsMqLx zVH2OeDU}SXW?45IKTO3?Y*gX=^q$41KJ9j30}xRA4~ZKP^uN*E>0{x1559LI^!y2I zNS=dcXX}j(dFeP%b5BnM?X6gULF@x>Spami2sH$v-f@U_utNOvX7q%@+=ao|P};Kn zw=d(s&DO5v@JUPFY%l({oG7QpSLNb~w5$4rk0TFywDy%|dWbz>tFdA2tW>uYH&Ydv zK(^7q+9#cBq3ZFWGMeGtj>Xv(TP>idJ)%ya=tGktDH-O$K)hT|--p`Z>5It4tJ9wW zQ1>I=Va18pOrQmhNi5JUwdVJF<+@&8vD-Bv-kvc%)_BzOXdLqa#?09-oPFRFcrXGH z6y-v4>4-itPGuZ{zy(rs(M5-{N+j&Pj~4;azF$mHKbj_~HGi5kM>9lN6qt%S_0H8b zYCBfNS?N@Rcou3E`U-tNU(kZdZxgIeO^yT3rTMZPv^W)dyvDa%^h6Yc&DD%EZiLJ* z4>b37XUX#ago%bjYFEhPv~D`$oTm`G`%doO?o_cR?>9}YVQ4O4)KpA3K}9%BF_4t6 zcjCK%@$)Y{4O}$Y)Fg3opxfZ#B-I->FOU=wgjBr_gXuvAp&n8 zb@_A8)36+k=E##w;IC1?x-4Go%Tm7|*roy4`$wDG9PoAmJJFmzMA-nNI_OIt^{6+B zVSc?6Wguz9?=!j; zk``RrG$$i76F44fhvN08X|X6iK~e}w>LxWi3eM$1uOX8Wen0MQw8@x!YsEf~t>vR1z!-G39pl`0Sxz}g665%GR68`SbGcusVyknXUQEbv5#-L&9UIT=8! z9_SdOa#yV~q@yZoT&$_ARG)FIfFZ;fGu&~rdaEzY^dDrLpK=>fX>fs(-f?vAO%T)? z2ajz8Wlp|Abys55uMVmcp5Yt^PCA;=g1A|VYoEI_^b>o7B{FA@ zl^pbmVueG$2L!O&5Nzm==%oFJ4?!xRGIndHtl|xd7ZqF@i!c8Jo{G(5|8oDe6I^EW zg~9d**mLBGj8+j<;R)JbrNoht++5PnkX_--vkZNS*l;-_^4>RzXKOd8T>P9Hs{w(v z8Q>QCx>D=8P789AhYHb5EejF^&HkuJ?Xuj-;Dgti1y&f+MafaSUoKjThn+gr)bWxh zY=W};=)}r?xBlRopB4Ys7_CPAG00;A!PIpO?&Hf(XbVQsJlLEjAp@8;>)*@ppEyDz4MbSMH42{N7NxQhz>vPA64*2 zuNVKg9%Q9eU==zHOqI8KeiBvsk&R%Ew9VhWeWfk3&7Z>z;C|9L>HGsxIjCC|;=|rk zqUrUn*7~m5XaHo)5bJ=W(|j}1xv9dR>Th8PaX7Hgm=eFz$l+=j69vnDA>dPgp#DyL zN&h?_*NW4~y!@;YC?$-Kh|u?0j|43ybknTC23B4TU#sKi-=`|sjDO#x6t6?0oN^3f z8y*T94WW^eM}IU^o>(uH`kEkMD>d0jLEkzTm4v)@EgdJf5g z+5gvH{@U|38f#-C36+kA^cp&xqBK!qN;=9S`}R8_sXO(r`il|wRzvhy?MSpQo8M~> z2^6@u*Pu&nnb*U|@Ht1*{FQHf*XpFDJA%^0fq=zyo@ZwtV#Q29?8cmSV|!x!P5Yh3 z{60OD^*`lS%El3Gz2;#yZbv1W%I6eRx#(7;qrc*_0D7o~48&$^cw(BM+d_AYuPlJZ z3?fetS4}vYrw36m2Y5NJRKr)&luR%%{vG+1Z>u;v1{_v4*49v9iEcm;?1s5zGvaV* z-A>Xfm1LD4EH3(5p45}P^c^|R%GCQxeGGP9-|L=&0fz(<>_F;guqW&DDqo&D~ztJ)kfOm*|9Z1bZs*2M9UqU*YVz!}} zn*O;D;3VX~;s4;!t6)*?WeydX0J~<7$ik?AEQ+uspwc7xEsDi(#^#0w5lxDc@?Drz zIDNcM`GbFE~8v$E2CvNRHum-*KM)cvnS>J*TkogY7pA*M0%H{4M)0>xkceagd= zr(X$HO$Bfq`|ecQ^n?@%Vbda-!#qKN;nabl3m-)~F;sVU%5e zet?ys#SUavEG=<4XWojmniA<7?#do27V)u zOlDV|52Ih~C&0Qk^p*4$VEZF$2?lJ%BGKPMNyV#ic;lkmMwKCTt#4-UD<_L}o_+2o zGyndh1U*Gz$5SM(7gC*nS)BBLI0whb4w^VYxD4(pcv2GClP5L z7pBOj@i$4nV*|UIHC;aoyr<{*|Ev60pf(hLNl$%;7upx##> zaYXt@qFhmb0r{#u_>b_?J|x~GXLLKitDQnj0ypGD6I@5^fYFn=8LcenmhVdZD54qs zs#FE=wkq3&f7z3z;yk(G=hbwVPipqZM=3$w@pl?FR9+8#v1rp!mUDeYr@k_}E3e6A zyVNG&PaqT1Nh^w4OKSIXwPd8mYp&w-cYdnpUJms{rHSt)iG9E=^|@5)$yr)5bt<}4 z*Ux(M5iOgx3wxQ|*TyzyV^g_%${OfAA*y&{I3*)%G6#_8QlF2au!x}vcnSd(6(Ees z6d&lyU;Zi(DMC-qs!i_Cx?pntok9FK%qEF=Jsu){plJ~Y&o#}PMpEp32!w^%ElG%1 z^Ex}msrVFGAEb&uk69d0zdsNMc9D2%f#|8YpW*~ahUlx- zk;Gk8I{9ncOzkDUm66^qNMaAu%XM}F(h9HGk&dQrfTGp2YTc*7T;NxE40 zrGNsHhP%AK@#7x;Ig)q7B!GZQvl1veudV~HJ%n+zy7cSs6}aL|)_SNqJxcNoan zKg&Cjt>eXRA-6huj(F_2c%0Gy&5N7pBRrQ}Qw0xjmYj?fkPHjt4 zIp1RSM-ckI@+4PEGP(m)#D5V>MW^$#f)IV#3#5B~Bq8hEl!yVrLy8XYRp=#uIS%d0 z4UhdAq10Ar3wXK72%QX--&oy8Sqfa3szRdY^QToR%KRttycxZimu`8vG%^!ijWnEM z@RhL>gjjoVl;&NLygVLcI2ON>=8bkCdWUtkVt-iN`@E0sDt0UvA4x9!DS22f0=$<* zc&V{tZ~|`b&5NhoMc4Fu%`ld1&Ew^p-Hl?E%BH752{N(*L^n!p)G=-m?yEP4!sw|* z;>-Tqz!un*FtDHKQ6(~XhV(Od3bzJp7d!$Q9Q|EkDx!tWvEVyY`n57IzQDBJJix_<79{fU3fN3$VG5=tjWRzE;rg2&K7SaB(X2dKml{bnsg$_r%joJ&MP zEZ7dRopP=X9BExl0tTR(N{hPrdatiz$bX%vA7JEsF?HiIOaN$*ARcj6o;t7?SZdrY z&<7H`be9lzyv43mLM?OB6p|57n(dL+1}};9v9ul3oOHde+*#|v;Y#u{l!i;Y3(-=6 z^?`h^Pmz+Jb`t-Uu+2I%N*q2;V&p$^t62*)uj2|eK;TF5_20<8%q&&&@YGsaq&~co zwC_rH98iURTktX@At1B)1|4IOeFZ3Mnn~pv1&4>=qF7>oSBCOuaL{lGX%h0PYe`?a z(7-r`mqrCT?7x|_ABFr<4#@h`!(oWt&9%|6{y{SC;k^poFe&}AVwa%@lzL717+3+X zcsq2~5QMSyCJFa7zH4lRiH**imAG>rdsEJu_Rctltkgp>e0_ zZect>BF(lnMKi4;lMH8ALL+tEq>4kS*6Q2CC8*49Tb|pWzhL5WNM|ULpC}cV6t&X_ z8iY|mNcUm3x$L7J@gLs>@$(fqxxZR%b9~j8o5FH+8LeIW2~yPO){9uKi*95P4W$Gv zOyqf^V#BVMNttvrCnPhsc)iYXsBSY$UroO5pV#ctT@XGA;fIey9hYrzSpcS3pN&9& z@BcZP!3CaRD;=m{dVS1i2WAK6P1{_2vym7*fT!CWQ<*TwG@kl=P}J{ShR2ySSxG*H zjBrtf7G096(Kx82Z(qAaEPV75yC4;mI}dIP(ERRa97J3X%w-^N`}Ea20s*fM@gI?} zXezFlEV5&yKrygHx{c_ti^dc`YF7JWvja8Qq;fC~C@V3dvNQ$Q*reOraE`Ib;gZ83 zQc1EFu!*{6qI#{Mi=u@6_wqgE2>H!hQq&uQNStjOFgVx$B5fF^m@Dwrb&L`>9P$dC zwFRatx@w^Dma2iPV^gz+aa$i)ITOPus&bUplWt0ci_z6 zMj`?1GFLyk9SG~@3co!U7r%GUyM~_6VTUrnotI^8Z-2fvb>V8yXl5J<@}H%1_$NXB zofZ~m;uKrW#AX1hy%kXU^-rgvGEZ!DQ)5K+@Hrp&K0j{d-RX*s197&#C^5O%m+%2> zG~+FhInRIuJSbiIk@oiR>zo205DT#8Lt(B+f_O@G(Evod8^H1T?>~WZP43pxS=2Un zoPK&vizmY8{66fY$}3`njm60eAjSs~;~X{;dm=LFCQ1+nz_2pE0vOdj+^GP5q##yQ z=eE|0?$96~Rwg0I_<7FhQ!wwU!M2-0`%viDEp96SLPx>jv&LIn5-5r%y9vy}7j?N; zE{?Z}fDxSGwUr2QqX#5utDNs-l-24?ohl~{jOe95Awm1m_0zPn>^C1zXn17C1eISc zdBZ(%*Xbb^{rC)w6^w7DnyQ?0)UE0hOytUOce_`kwU;X7}@Tw9AbQLbw*g z8W8<=X9g^!dhrDoTT5GfnKR`|sdcN}c%#vF5{2d!Ki=`915|8Wvnf{MWYFDC_qHf; zY5v8CUhy`}@&+O2LbNs$3Bb6TCR)BwxH`u#)Jy03n16Y(av^aup$os_9|(Ljfzy9j zJLZE-@B1SB!pI?q9!JBH`PkB%oVR%P={w5~4pwQ^eSurk>$n&I&(nU%DGFF7Zhbhd zAbJ#{3)=45@Ag8_|4Mf}>;tYiIiqXY5faZb&o$rCXJ$@^p!7RLvhJ)Qmyv8rGFJxGjalt3C7(GSfL4$DGp#H9%rDt7gQn&^7 z3bohyC0{L=yvj8@2^L6&{ARQ2a=<#1+KWG64S>k zB|=?C^tZomDv4_=H1<@$M@{XT6A-wSQl_tP%wt*ncD36wtqhtjX{Usp!ZCK{DYQ#W ziP~HBe5AX;%oVNefQ{51k~@U^py6c09b4;c7?aB0;A<#(-h_?i{hT$@`TcGhfTlRT z0yoB{!D@DDO69CDLq#bXI+b z81w4Gx4A@tY2jCWC6$~SitSdhK#f?WQGsdHepsqRX>@KBvWzb@IBU9RN@&~mJljTu z_NgBHUvR4-!D}e=kNokbjY<345Vkmf4}Vo3B}-()knn9{+!%`!>KxrKDUEKA$IeKQ zis;;YbirGkevUWEhAxT>+zZd};EY*WM#l=r?bt_rD-TiO3a23OELh3&nOLrf5wB?Z1EJNB^bb z{>9ze$!D|P0!IDk9zn6JYv<*M0lb}Y)e5I5mlHJ#79*CTx773GTWdvA|7SA1}N50x<_3ea#9z%FKT zm@>=NK%Z~>5>Xeqk<75260^e9?uu6vQ zPET|Xx2wvK;LC4LvU!?txuTu1$R6N=W&xvdQ<%;soW| z6m}8=wWHhhH-dwlOojDUaZB2Aw)7@~VVZkyvd%|~fP5Ub(>lC8zkeW0&qW2HUhf*uNKYvFcE97VASE+$&%?K};QqCzpZ~1f zrMw$ydPZ(t9{JX~oQ1X<-+KGC%)l0G)qN+D_N$(b5>uWzYwg}1P z)f{R}6Qt;=2TZJLU|3oc(d1T5*iA~$fe@rEGfsz2J>(pMaC$PU- z6-61u$HoNMAaPK1602bGzR!n^e0@VcHm`+P)ZzGudz=f`Uu_$?-85P| zGj%9@{IUep%{2|KhF@wcnfx3lZMh@Z(rqHqk^dLjB_`UCeLk1Diy`#G=CKIy0T_~EP5WL?E~_Q>G|$O(MJSaaI8J6*@sNg*$4*Gt z;*>FAePhhXoPD@vTc3SXh^Dc9pI}FHrXn~2l>S>;B%W3-9#(9`p6!o~YKC`_bZACA zw4Cf4R0Au@%%c6nEVglicb;O$6Hy!~jwg5RAs1_SxrN|4^}~h!+11Y{2Hu<=wYGhA z(F3Cv4`x!en2BsScNugrjmehX>~izIi?dt7p1vYx3Zbgt^J{iix$(4; zT`4G-y&&(y zPAd?rcF(Usm^TrFqP6(0srFqS9~YFDF2*s-;30Gol>|-3&ZJMd)Zy6-BU=FjARjY* zQQs)*eR-+mVz|x0G;x;GC~-q)()TQV?$U#?h(@dQi_nKl+T4Mi!+HWt$7IjdrqH2X z-wU|z)WzsscueBjN~>p1g@dhgZ&@3pikXnut7P`Yyl)EV;2;je-X_$ue!SQ$*a@EU z?#n6fHxB+I#PVgCKKhebw$Ggu2>39soFQ20MAi>Pgs<};@*ICmMKtE7$sA;om{?5a z$wUn~1q$t@@EWf8-)3l*4~Xx~$lmx~4_d~MyaO@PC0AEMf++#9sxm9!1;Lz$ov|&Z zMu)o2r~h=FPZsGsmIn*`gm=ul7T*HqRwGEyNxfj{<6FQ<0v#t%R^sm%rc%9z84c+cne1a;9u^ue$IxJh?a>EfMuS|$bIhQh1X9eY z+fZyNHa*fCRm5=VpD5y(9A7|As73~6wn=T%fu26q*}Db{s(()*BcsB>?1T_L**Bg; zyb4}`gN>cF%8&;cQzqFUgat0Uy}dywGZxn={vE^2uO5hfkC{DobTy3#ymOWGId}S5BTQcW|yNllwL)S<2AfvV#TucvM+xe{+4j9)Ij4+k=o;ik_EIp z-`IG1**vL56gK*{^0!~T4OL0w!)ctV|-c#ur^M$3bi-Xc^p#HaP zK)`7hCWiFB$gRi+*~YiU5^E;}Bc{tDuHTWUv@ZC_gAHV zbu98#mTu@aaq!INx@%hG1!0~F*D!K}`f8o&wEIpF^)|sEldBLcJ>DeJ$Gt7QZ|;WU z5iz$^gw0rZLeG8wf4(0vAw4Io_$f`a{glP1}!pUjXr>gF|MRwz+!D9u`2 zzT*1K`};-o1BPI>UzNs0vde(zQU>Ay;zCkP@J0lXH@)3BX9XgH^-SPNxQL6Kt zh%k7P`Z1rA9yjUWm?sy@d{jP<)8xs)KMNh4NDYy#W>DOnDm7io=IyvIg}^6GU8Nx} zd1(ai*TLO{i639qz>AIpPT6#qC;L)f_6C28j!_6E4CAAl`NiH)R^37t&$7EY+ z6lF`NLiHpVTPvN~3Jy*j(IQ33EH3X5MN1yfe8b(#J-ISK74f>pdXI#L?h}<}n2i6X zl{Kz^DhF#bKP@~TSh}LR{D@Pwit^R2)DH9WZDm@Xaj=L*_~Mk8xsWm^-4mP4RA>L2 zG8K_HG^^?0dBQsf)AGoB4Z|Q!#fpd|H?vjZEHGaSbg(aqJb1l+EZjNxEPiCy)?`nMQH#pGE`I@?hB{J!5qPED#piHSqj%yi~qgiN1i4i&6f84>jC(H4%Rw0 zm+IKoC@w0~?6Or3@3&D@TH@#d4Mk%G!DpOJcivv-xSd|cRX!j!5N~d{NR}m@2 zrjtG%I|xX5nAdlAWXCpY80YXk?!<*|T|;e@t2t9-U-j_jVm z!A5g*c7q)3c?$W}IJm6Q$X7bHvFi4X2m%n%fOZl!FoEmuV;$Q#5x4N(zQe=%&bz)yE z0bV3k$Lhw#l&J5hvVHADfx9=1e-V14}Kj&F9yUB|yb(+sA9syeegm5w1xC?U3DU zSIK<#VmjEk+|4R8<}8Iue}PEN<1G`y)Z8$*-*IlCBNh?6AF6}k%#MZV@=6YlWBI4- zD8v89ICzmi{#zp0!p42zCGute?3(_H3r>UVHKVEHNfQSbBdQ;Hm(te*CoD)^udCih+Dzx!qO zZ4{|dE2VX5EkBnDH9n=x-Kkli<8-bs>bl~h>tZbHym&h*+mooAFb+=g4>vVD^?3}! zro8U~_h@3dmOv5YXhJY7LXgI)4)&A_a`4~NFx&FviX=&%D0#x1+>YF|3wL)r#Wua;hnIq#W?Q zB;Mj+t4Rl!EXXYJ{#I)AOBG>M{IVlB*sAns+tR^OMJT(%P}kV?9#Q2fovxF>>m#3OrBnQLB z|Hf^|Zd+z3t^-IG_VnF>h;I78Ui?Sb`xH8O2M3esHQV31TU2N8VoqKhRTN4o)f+{E zz5%t$n=paTm*=52pC;#&>tIEJ$=<7RtVDX^xZq&*Q$5QzAhFN=N;_qOBIcX$Fysbv zE_ZxY+5lX3^A z=0OL4Q_rSURQvQHB`)>Bqd?gearp%qFHi>wTbkPR+iXzMX`f3013B1MbTE(abEn8j zQuFIyU(|T8q3Q=wX_OfH59S9yqYjp_*eVA@LJcAq%A1Py+DYCY_hBhRxoQ?(cnf;r zm_!lVB?+#=0Z*+^FnDs%1BUvgVOFbL21)!;q)SseHJ4Y|0LKjPkp@i9Wspa4#P0ywZRKO zc`fKr^z0!z^xR;4?CKXMC8&Be1Z&R=F(gCDbK-NiH>zwAcPr5!HfAuFA@)|pwX87* zl2&xE+H%|WBkz3T+-`BORqGgdbY6sd0#sCljyjmnK+3_VrXt{p<`wEh0y%c!!b0Ca zfwZ)U`}>fd23rD48H6De(>ro4x(WreGYeYPW7xKsNfiy<3n3=cF5xtyQ&7QLZU#g) z?db;k>2_%kc4P0+UYMGbg)b0`816bI&ohvPD<6X=iDtRc9Q%7r;`9jg$BP`24}iz}adui8S*_C-Ejszw^bDp zSKGHbNqkAChofo65%J)nrcjFLDhHQ3xNr;<6(LrkGhhTJ83|L!ab_rG`XS}*&JqUv zM7B8t#RbJa?39dTa&VP`QALOfdrS<9qEuGai&P=L#JXrz08It@i=3E2+5UFprQc!R z9+mr)GxR!H|Hlyg%v8=I45D4pv>T4V?=j`G=Q#;yW4-TBPFWOvQbjP5Fz>+!dH*IX z9>Dhb4*xPr?H$-&lEdQT-U0(3Bj zah2pe$-$I&?gbPknYLnMII5v%KMjHq{3pXSi%rMtfUiaEg`p_Wuz-TIYHpg497!aD zo;;kJ$W{evh!kSMP7-Lj3WWi#c0bTp$6r>1eYwAnY-H}(x8@Iea?II;&a%7YbpE|B zTtD|ZrVTxTmp%9B1 z=`-r9*_Ax4LpC4_y?V91)quqx*TEYlH_el|A-*p-7}wu`bEfYO@(9*GB6`@{jP+qd z$1k-%PFkLBH427k+VR=JwhtO^k-t(pWVstM?Rhh}|3MuLP4_cWCNXYD?0(SL3uljh zFN0wy_D`tMuuouq6~64jIulo2fX`exO927JhafRWcDbT z5q^lX%4Dw&){oY~`p#Kpkss`-NnTE=gL#*b(6ku~LMRIsN7p*Runhkc=WF3VgAbC( z<`%l1_UdQWDJ{$+CaAnuOo%Me)y;o67V%TepX1!{EOJls1`PdM_4`UC%n^*PqY}w0 zXh}3xgmF6;y%)(U4O8g+V9aPGnpWo3L6pkduF)tPKNv@Na!QScQ4M5lBe<3t9k6o#ms$ZnC?S(V)^&+j?~Gf$4UBd|oPNm-=NcbsVUTl_IJ&b@bltDk5~%H`#Jj7=Nx z$JDof;2+Ro7Up^I5%uyak|^^EhG>|nu4%<*T6hD{lJ#IISWv>)Sa)6^SS%_i5?t9p zo_Kn#R@vB2lRQ-iTTT5UrXs_=oX{;fcrnAit^IK>Yoz#`9G^?Fitc39$pu5aGe+U+ z(vn0cdg0557PadBbC&;#X+$=bi#}mVs{ZiqPmuJ4;ZD9{b`(C;J;TR9RS}$Z5z4#~ zw^1I?p}Mv`%&f#NHnU!wV`ng%_w1>3%ymNB{JK9s*f?4TE2W;sHiBWjJL=f#1Vdo~ zw*6x&_+A}gfrGhXkZS-Gy&{KV1S-y*B&!eKo1ogsL3Dfw>P;SkhCtHmX^5W+!XJ9_ zq;n&HwA&cS_?7q#of7iOeq3dmIZ7ocT$OMu-RC5lt4AT<#JH%IZpJ&Cd?cQ=rGu?P zKUhb{gJq4fu_G37X+n0Cn$m$w86%D{797Ry`JxIU;9xl+X33U&hL{rLJ0cNpxjl5f zDJ;E54yLo4mtgW+LMMe1PPlBdgkrV|m!?2-xD_}|Z8r!FYiZ-eil0>cZx{m()M!{I z&B^V~i!d)eoL>l)_P>!26XUkM&>2C-X_(en5I7iRYq5ZrT$V>RQZL@w?6rV>VFW+g zy<;8*l$${Wny2Kfs>iVF-2QcC5*ZVAi`L7Ql8?a;>ac->K@939fFm)TDNHEZ+nob# zv#HXv7Ee2@gN*|{d-|7l%2&`3bDZ$YhglfMH)nQg>Np*jZE^5$C^fKA`ouz5SW*Y8 z@s!qH%#P4iA1Tdy8oAfV6~B2?ecsdUll>rK!UpeYEI8OI@-fu)inp{JPRxa=YdTn@ zM&pX%{FuHSO|$fxqCJ{}Ew$9MQf+@}H?JmQ)2SIj7Nc3GV6KBLxt@u^v22w~n3Nox zwqb-{BcsXu;XInG?jJhlbti<}JHPq>hTy4R#DtTw{k<|V#a%kV!S#1M$ZWpM=SwhI%piDfO2)#9Kb7Gda> zYR^;iBAPm$n1&%2zch+Sf?K}FWkYc!aYMf=cxBbD1bLPNJQC_iwN#c zrp%>#tWj_$Txfg^oK(ajhE_SH!6&SSa*rYffqE4o!F1pEBKQ zT+rsVjEpJ|AEkqZ5H_0E(J;jFRYko6``ax+-;^l`-B;x*nwC{^aJkMgzO(tqP%t?j z%RlRszVMxJ>X6COxmm_vwWsN>8bJ(4xY8#tmI*V;rJxYg4f9ISyGc&Y zIyv|6tc!2-vSCJ}t|N}mi!gS@g9{EW1TAo|C7#qo!7>)X)6<5@4_XqdZ*=v9KFo)|zKm8h;Q47uJ}; zo>g-5-=5?E5_V;>Y_U#mxu7J^xToAiFh=v>X#d}g>mZ$p3@u0xnd+Nv%rV2#^;0~*#GP^4jx|8J8Nql zjXH>r)xlf{TSe1|8iFmUAw)1m;o$zQwu6K9VHr&0sg`n@+2HZuKZb%oQiqB|rAscp zQiTLn9{l0vSDa(}?`I^;dsrCaaEdj`tpXLm!F6uv4i;Ak)pI>PoZ%_$iJPl(J38m(gG4Ya)hf7LTg_|!F;w|Tvtz+^cj4cfB z;9xOPEMpPukvm$1oGoM`)6ghuEQ-{0K(_bi#DYIwGiG(@Go`mQr}W<^N-r2_*;S8H zO4z1p7c`*s>Vm?fZaz?Y&+g3}di^&1!{kL_%cnb z&>Sv4hu=(Ch15&7Ie6PA`<^*DqsGC*3J0U26)NI#N25Hlundv7BqXr-=KM~8wVU?- zl-c0!gk0Rv+lwzxH}vVIJDJ~JfZF|w-9vjzbJ76>-~7e?v%K9rPP&uF+oyk>+j%l2 z^i)ieR{?V;b+?sorE*u_QV}_sJl-hbh*VAw7-d#`)2y;l>BW9pJh%+T^((OmL&gDl zFhPk2@2VP?xoNxBV~3@>{+vL>M+$74Ewhi;^a=VWWCYYMNu3*-U7X(#hT!>E_Mhq8 zAAGnWQxd^{o@{E<(}DOZwD9cd0n{p)xS5dYP#E5wy}>%VT=DpQM8g(R3}TsR(60gD2*=yD}mKf|G-#K}Y4V{w5skhxZyoaIbsK6{ZG5NeWLcHh$L*uya+=^s6-ub1;J5GKp02&i?FulqbpGY(@<*W#X8Ue!8;q}k;BDpf%fNc zFsNCY&3k`=iqII8H!!|BOe?T^`<#Q>4G0V`XN-f{4d7sJazY1`>~+23eHBZ>ww|Hk z;*^Ypg(p`|jKKz#>m`B-t^lkwjykz-TE!}D%uEpoQ|6R09&GGX!L4n@A_zn9(`5cH zeVj%&PZKAcYT7actuPPhj6x>Z$7%n19yqg`&U8Lr-Y}}ZXMX$92%9}Hwb~>1+GeAX z0ejQ8aBQ$*Oeo>BDD^Gk%7)6p8cB?%l{Ajg!G_vm0y>~o_|Y^(iC+=9j+8+7peZwl>d}&<6VAmN@k56P-RY74d<3P=v?^;-iDZk3Mq> zefGNA#WI8TYh`2JU;q6VoP&p=TLJ)>C*M|7gxVv>DvLc&?b%~(b&@oT5Y`os2Ot8(g&<%hNO{5XQy4K>%DhQsFN$RfogMQW;q``loX5zj_zA} zJvAytkA5gdA&!qLOf>T0i}twiZ!Vs1o_ZR&ctZ$Y!CDikA>*p$JXbBL=6O-n%$M_W zC-sZq99&CRFhwPlRVJ2UJh)ZCr`zM?Xx@%b+Pj3k@W-#(NB7#9=hrj#+^08$U{u0s z(K_EME0(GVW+WU~_4$b-^CFaI)YBDAgP$`-k=$#bis-i#{C#@jI6JWqtEY9M8|`Uv z^F%WnGJW3?f-xMC>Kwo_PX+*0<={-VEH>2m*pdB%m5iXMr)k@s9G}SGWt+^0Oj-(l zTQ#2qvd3ExEVpke9Fs5=AzBWL%y{6#%c>`*WzS)?&eQsi z{NOqTOAa2EsiBY`+*0uOP|+*CHij-TJWI%Hzt?vu;k1+whRpY>bFhdB>uQq2QR`?Z z1xEd?xiYhe28)GtFh97B1;1&se{+YXn|NgmVkiohY8))W5#N~?VeFz{&cQ+jTjCVD z^jZpT?KCCq>T=yPp67@&3|msChzTpbE066T%p5>NH@|H?st;L2MZazy&eQEy1^)p| z{-Px82My~dZDUgH7V|I8mk-{*nx}Oq%U>`gGi{L=`giK!mV*Cid+Lz^!|ly-^5Nl{+-RNb z;@61EsuDg@2V1)-xFz8~#O9esuGwX|eEi~l1k}Vo{mAp_#0csvFu%t-HXe)*ZHNW8 z_GckDpJ-&Ve6qh>ocFY>JN_B6w*kVNMVV}N3~BsIqe5iiik#*Q>}9i zN?0WL98sfDq+zzP;6L5Sxto!AteM(#k30aP?b8t4fz`XbUiYgO1RCjSo0HeO?oQI| zX)1b07$@aLw1J2}-CjUK&OM*__T=MK^K9+ISM9?2a^fp|xW3nx5QTnDPVdyba*YES3% z#(Vk-y}p-MC%(pCH&4qku4`AugpZ6xv?{o@ANB+R!9DFMx|w?28>lutd4=*1|2{dC z_Zg5WYDd(`Sv&HATWjq!PjI3=&%S8$$A9NOfu4UWa%y5l$ESJDJ8f+ix_(vXA`>i`G0dBLr{X%arj!EG$KwKq+|`*rZpwSra!xAvAvcpnEx&7EITSr~aO1-JGKZD~()YEM2)usHMqR!H9p zN2KXa1e@lcw8DIAZ%;gsiPnF-(w2`j_vYDCrgiCUH7y7h?alWD8`?NTYroRESF$+t z%KPg!*0jfy+GV!zZS7af;2TZ5=rIIeO}&pdV@-1|zGf{}TYEn;;zoPC_=?4$Q{rD~ zgwmUKueA1#%n3zt=wDMT4%O#ZHNI{8@U-@pZ9}iLIlb-PGN0}Vp!?jQgGnnQT6?nw zafXbqqSVy+lC&DQwf7*0fAIgUwe}`~%dMs0*8T{fx7OMlv1|*xEreTpSFo-AgD*7N z?xEJ+p>6DYO*`-L$>-KudvDgIl-_F4O_=!Y-e~Rp+59@cxcPY9O~c-=SRS{v)_%|! zY)SUl%_F7%K7DC-M{DoR2n8?h=_|=;@2@uBr?vNp;E(j?=~nxAt+fbl?HwA;HqPYY zR-1p(KC}pK?H%giFItx&m{6@naBJ^RLof;K>&u&`FHe&^Z&gHV?-9ffrMG|m`$Xy0 zU;nndqqX;Eogmjf-gLq++p58Dt+n?;#5gBM+a1x`d$l=3aQC|153RjhDUr3gX|1)^ zT5G>V1h>1OwfAmW<*K#TT5GMf)>><=wboi|?G^0*h_CVmF7?q100000NkvXXu0mjf D7Zk!0 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/b9e05229-a800-45dc-b675-4fad355b3c54.png b/docs/handson-cnn-tf/img/b9e05229-a800-45dc-b675-4fad355b3c54.png new file mode 100644 index 0000000000000000000000000000000000000000..098ca56cfc500e74ec8f8385cbf28c2f81ea6685 GIT binary patch literal 1423 zcmYk6eLT|%9LMJ&W`=VThRVb3@)Yu;4&`O$VKH?k>_X174y&-PIoEO+^jHV zH0^U*WLH^d40d1*Z2GW{`vh91O2@cd#Z)@?sb07wow?$`dbs+>yucyj$4N>>7@)?p{7K0}KYMsi{FA z5OsBRC={xpp`od%simd0Kmc+;pgk}Y(mgm&ES-6kN;|n%HO=(?rk|NBH~ekClflux zn5}mY^xyTzbX0f7Ij+ANkU$feON7f^R+;`El*(FAZrh{Lq$^~PkY2#_Ab>F2mE~?( z(i78i`1>~k_LpZ{^^nd@+AI|bFEUado<;ahh!blJ+4gsLr-0ud2LWs}5eXbRl~(@QU;S?D+-&+D-RfOr~Qi1B0;x11E2 zWA4&J1i?fMaT1;w0(jCwX>1}!7hOv?7GRK4D7xx@Mo9LS8lj1FH72< zfn|1t;Mk7mCqzzt5~WGQAFsnK?My{1c5fe$FkeRw*VoCo%bNJHno9V&uYoNo|7oX* zZC0!#ewOTTd@eFgmGzuIM6+>cAY+{`E;nl_Cw0BZ?B94}Ofq&&B`s9&Z_yq??5$8x z?YyGZIdcj%d@$eMPqD?&Id8V9RgJl2D5#^M7``loR(^Mb@^FXWJ}NW%d%K7-|G!GQ zvrB6lfw& zTwl10N9WDsN}5(*Fz2)0w@-Hd;%qZDbjPn_5^iesJV9Ym7B-+N&MiQ$>76hQs}Oye zaW;upd&m~y!_Omle<%+HpRMF}>vlTAGp6(_pt-+M(Tr=!Uia*eBxgo5(yaX%ZB=rt z4$9@(M$I>jeN4M@(OS!3S=7+j(A;Ck`{rJAZN2A0A`swhahv~gJ-wi88OI!}3ReP> zd!I+S;~r@}Lt>{B;^szR(ySDQ7d75QytjH?8x7|N2-+S^6@`WwCjUql^u_37ZcM`5 z{LJqMxsJO50%9QpbW8Dp0gDsv!08TBw>c7BfN*m#!P*^V4!BSK?0k*Vk&8EhTjP3E zwxKPpoN{}!>wIYe;3HC;GEGp9t4m7ROlUohBv2LV4al^PfxUGGVnt$_aAc~1+GE*dOq+yNt?-4)@&yJ7a{+iT7q|-n25dvBFhWG$ zg`!0%MPA&pq~e7fV%c>M=V}v`ytarkv)cJSFf-i<>)I2Oy+fZ-W=#A!BUXBv8`&~; z*&!EtTd4!rCh1*$6}7f@F-C3VLGk%aTOeN^xhjQVYnX4CNmLZY$_@KpvdxeV$SGy{yjva30p>P{ZNpl2R zT)A^ITbred9J*Zv6#263*IAy^6TeRD>`V1EX#_I@{yW#tF8H6zE%C}O+}1*k)6q}X Srhk%uSP;t7AK8J3D*hYxcAyFX literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/ba26c46a-1c3a-44c6-b82f-88cf0070814e.png b/docs/handson-cnn-tf/img/ba26c46a-1c3a-44c6-b82f-88cf0070814e.png new file mode 100644 index 0000000000000000000000000000000000000000..2a3302625d49918da93edf507a76cce400495135 GIT binary patch literal 30239 zcmb??XCRy37jSFTrbUfvS~Y9W2C-YC2x_an_miA@u; z_U6s+|9*czy`OTQ=iGbFxw+?_{lvV{Ql%n)M1JSa9V)fgO1gLM5dFP#hk%WU5dX%z zsj3bCBm4%euY7xZ%lMFSa}zf*JggwESXx^8Df*M0tsN;TDH$0VIXO861qCG~B^4DF zH8nL24UMxkck`V)&=NHzMg4%;omREr*?~jgyb&(3W|A(V{#re4nzm<0+j>@%x!yt8 zjlHMx*07G~Qxm84Uk)5dirNp1cEO-ZOPcTXe0i?(O(}+!Q~m$%AbF0!h3w0fqcsV6 zv3eNc98VcfV6r|axov8(%_qoZ;!DA|rhRRxWES}4ROQ<`H+9_@daN-Kq^wM#kRuyn z8>JjYsJ`rIMwOVJUZY)r3gGQxsstyyHE)~ix`BT_a6k9P0JaJ z`|>f1|YZFPepG6n9A?_r9E#tZj9@{QVZp_dn3< zZ5~^b+=47#?pnx)GYh;^K4A_KoQ=aKQzGL*oc@Zv z>lwo*ZG+h_B!d*on+PxuN1ugB&N!K6;>hJWn8Al!E<+EoVHPh1Dam;H!~m83Oi+Cz zL@9o)5q#KLeD-;Q10@oDlxnuMRSgO=@S%eA^s@9EI} z;Eav_6xF2a6t0nD#btkeXij!O5e%{bq;BgNJ&uatb^fN{KORDYjB3|kQ~P3c09F-&`XE?}R*i^J zq}u^^Kqv1K0R78u8Xs|@7q@G2;+`cRj1baJljk7|{r9mynF%0UZj?wu%j!Q!(M@_R zEP1A!iU9D#Gs~vfZZ1`m5@}1=4}#X?&le%hWcsFLLsE)%+tli}vt}T2wN{V&y!dTJ znni?1A}U1o2kzyl{aOZ0tgk4UOMOL}R(QASIeI3G2?#)QY>kiYmzLDr>zi0tmm z>x|ml%s|TGD($QaZ8quA010r(Tfc7>t0LL8I{&@F!d{ML>5Mw>!-vx(HpyLf9%2dN z%O6l=T*A6!ktteV`uZ-K)Ng`Do9J6IB5?|WIt2RQYy!*!3VN0FNZfQOe^hZY*FbQB zIyo{wnad~m8NFWb!~q|2ZqAeku2o+^Rs@2QLmJ@2uzpC=VzZD-p;p8$1J*{&+@gBy z+4Fq-lNt~Zynn-e+K!jMh+Q5a;1e9wL}Ms|U#Ek-#8Wjk5=2rfFyo&eu-rP5XTc`y zf>+|V)c>!nO)v22i9pp?BB_}ei7V*D%*#Mf`~`hE%}>tb1~MqrQga*i=FKAP&wy!g ztK?{5TC{Tah)<$CGg^50kAyX75qK0N>Dp3;H*51CDrM}zCp#)q|qQa3Or zA(>0~t45!yBBrU04C47JUwE^?3Us1*Qnoz1@7jZgULC$R+#J3(SSX!aIkzXzqV{IT zrTw(X>x%afe-c-iTz4xtnvmAz$peQK7V8z_n!X*saVc@z&*gVa>iks(jYg#vSfTWx zo1!_CIpVE_9vI6mh*p*_@IN{OVX3b$+sU*qwBLQL?wm1ZhQ6c2DlvC$ic+ENWtxE2 zWeyhGjnA+gU&M+ks_-zYYwCE%O=q}PP~mR(a|_XIp{T-^w{MCrP2E7qIx>Y>8LIzo zyAjM%Y(c@HSNU*ZqV>`hu621|xlQF<9Gt##W^nlNLWt~oa|#a$9(Vos9jNge@_4if z{8%r2KWL#7t95m%sD){6>rEmJH5MX9>tutPwEYD;;$KvX0XYwTv@xfl0^h}H`Zu0R z47RCHL%=A_=?^;52)@DXaeIA{FKsZ~G(Q!(YE1q!V`saKZlWn)IG z^^UKPEN1S5GQXrC;!$mhI8p2SW8x3c{k!AlY2u1VTic9m(A1I{=4V?UGQR+)%WBAm zOo0`nhZ8MdRB~4{J^cy5m_bi(M3K#-4pne1lqS;_@SGSeMcZ3BP;|MaK*CtLDgsD{ z6%Xd>u+2hzqy^vLWiA${#p$d@X9L0xFhhx!SfagOSQ}5i)(pgvkUOrJZZox2of*oD)DppD%zhCVfMj0t!eOm_T`G8OW{)

D7xA~~l4W*ZqP%MqPAceywC}X-< zRGI(Vit^7>*ArTZk4pCTTIv-$5KuD2Ap(sEN~H{VidSFVkV3ZLt4*au%U4Le@*6;E zbU@D1!f<)|>fa?iq0}J3DP{#|f&tjSp7B7_vo9v6^-U#z{(pLdRu~f}$hYx5Xrf>< z;rfj@(2_X&Kdqep9!D!lt9nd+qfJJu$Eit=mQBL-6$M{e{7<*X00HTEoeITc{qBIu z5BlD-orp2AALl^^v!T^`#*1OJvA7&3^#80zr8VkPko}8{aQ}yT_`{6>_qyQ+3a52I zfbc(#Y9@m$;ckfbk;S^r=JQJfOpm-qP7?ca80?gnSH4d ziuqbnKW>T8?LT@yK7E5Z&KZDkZ>DObiR-9f81D{uO!iqO~>UbDf@8L7#oTGkzE}(+3|I+_JvT(D`iP4>QaDUTKBp{S0EmVAEFR+rI zUGLBPge|XopyDvurBW^Ww*I2vXh}ryeW`e^D`DY3j22rtRJZN+a6xOZxn}xNVl}VA z`Y97s6zWl-O#P}4%8eMr9=el)Wc_I%TajNh9if~WnZIyaab`8gncxR9oFnOqKnCm+ zyD0l3n?{n20Qo)lBm?fm)~P%4w0={8YAKmKQ*L}+B3s!hXt9`%rs68#F zCfNqm)veyaEy*WmHh8Y9xLr*ms-EL9e!LRy(WdR+i5#qL8+6ZbG8ME%iwvdXC=t25 z%O)PIQ1N@_6BgSI(~z|e@4!*nzTlzS6P7v}1(K-9_|pMnqmsL^-uFrQQV zRdQv`CP$7R8FJO>iBHa3dz0W%+37oG^l}Nf`;dySEBY!J&*Y~wOo-+h?ZO1P`;hyO zpfvg513IZJL1wf)M*;}HuhUOmXhC~)(+*Uq#wLpO{QMcZiA8GfMTREHDt~%F{(MAy za$%fp%V5+lOw-65%AElkY_Nm1|6??{qRW7#uG1HqeMv}Ov>I0vF)u!gQaH6Kn@c!G z<+1EE{~=vGl>!1%UTo?|cJC$ihB|V{f7x4K`K=6CFHdr5z1;rDcDJ1NInI3$1c$_Rp-={<8bst%7KM|#xx{&H1IZ9 z82j%FE?hPh?>rUg6v8aurRW%?-@~{gqtx?SVk38TjCWgnhavxzvS6VpamA%2N->Le z4o#=Ii0jlG&DY((1lx1P) z)rIMM!c_5yad6>Kp$rdt##4EGZRUwm zUdF>M*5W}0f%X&E)PayI-dy&icwE`OU&rGV*AY8Zyjj9symh(N%-53hY0UYA`?cpQ zS7bR0xst=O){<9<0{*k*ZTyL5jZ8_MF>t|E7UdyNl?+&+0|@xp88&2vH|UFOi8+4G z$QlVeye4D9JYNJ8Mg2T5$~4>()nxN;v*e#N5a6%>t?Ql1lkGu`>{jw30a_8jKXu>n z$3S-T`>NK$v7Yl327%4JkZNgYV!qp#kbCIR=G)pqe?|V&713-jjsT=omYvUo<4sR{ zg$4@U%gQ+jyh_0@|LvK8O$iw9OQi=3 zI(Z*bw}NF1CJUCtZV=iyJsfVG`jr%(ezGJTDcDvO_kCrWf2N!5=G}E7=ht<-nGIG8 zxGG6F-jS&|HtX{mv|QxNQE&62?*`+f7H0^c$E&tK&O;m) zY(f2SkmlYmDKyk3xc0?Esr$i&yTi$9IjSehgUGCU=@_9IX+8kaAmW5&&O(x5huCEfkezTdV=k1 zn!)M9NNUA&1hi^kKSsbmQlP+>BY;Sr3@&(N5tqR~=gkGFqsMxP0d~gK5PxL`?)Bt= zjjEX#Vv`#+xZe7n{gX(y1BHFSg|8QSq~%Y3A;hc*q7{uqb!-Cfp~`RgPR5K?QjO!C z?=6<9^Wa*!bSu-rf9oAJ@+{WjyE&S@Go^N5Oz~btLVB3&$s?1JN7`=F7z>BGG!%-;8rXk4aG`kJ#zP@_cLJgspO zoFVu~`;-G26`_UcY+-pvc@cRVd@&+6>U?uL&3E=gE;^Yae|IA}lm|`Rt6fzO-kpZL z0cv=rs<-{wJKf)_VSKs3d;KTt-7thdNvF_n(*{-fS8(3521gn&VuR|N-;?+H3j~y^ z0UW+oAb6{oT$^5(H27`)oD6;_WFI%tIF%u9&j740%Up301w7Qy1xG?wn zupDyZ&0esd|Jg~2v~tVPV4xCHNHJCOmT_3*( z8!0$W@~6s zS4KWGGvmANtw*&A)E5BRevzcZm?0G4&_-{`o9?dhLS7MhKlZesk@4y(tMAXzbo9H) zvR}1t9Y@XlJ)X4TulrDz37Fn2or^20e_~Gq=0+GZjEn)YsIA&7qXftH zU01K)=YrHc_U%bU;}ba8Wy`JaMtU5ygtB>kj@Z9_>p9xwJdUwNu|zxKT8zq@?bgj? zkhbT=+0c4FSTv$ERy?=YluLNij0C{(sW{(7Muq^T1omat&f?H}EfbIkd(B2o-bRDk z8=2*P*#-?q@UdeJ#ZbyOw=1HU1c6(K4j28K%#l3D7zE#)s;2E1PtJn=IA!D;0`Dge3jDlk)u=eyecDNGpUB%20W@2DX2Zn1e_^b%u;nGGByS~og)nkFcxERz{{gJ}B47Y& z_O&%=eIk+T#yqS=JKg!96!D7KJbpx1g&vZVQNa4e@9kfkZBEeSL<{cPvS{cE1;f$PWd;ph!*&n^EaBSnNI zEwe0ZSGY!Y@(%M#J^yrE1q-woUQy4xYX5rtF*OCTQ~QQjUALu)Nri&u$9<9svW#L{ zFiG749(zo29E>PT^z?xsJwv?zLL~cgvK2mkdpM?S@kRy>S_Jfe?T;L^5_! z>RPL2GbNG zPh5SEB1=GB>Ic7{UBctuHd&}#4cZZT>ciW;DIQ6Ja{*(_k*h}jo4O+A<6KF5kyzlr zM=l9uC6uo9FDNGb-HmEVHdYDMgN<6qL7(1T4dmmKFoKCcH19O;GMDQh-$asx*MG^R zfx{McY;;DO8Ys;g>3qYqm7kRwckq8BQ1Q;#-Bd;Xzy*jGv8i|pBU}+XTtt|xR+Z7J zw;C%<@xWbfBL&sc2d8JLx!b91Ska(wyt9rxN#c3n>I;7wzfG4vh`A}_RuA1S^Y3Cd zmWtr4-4dO2Q6EV%v~s+yhm<=3=9g0ds;lYDV3bpQbE(lN7J;UH1a;(#0GiWQe#FQi z<7q&^pYBEa31@@!Gq2iAh&SZWNjfAWm_pnA3_)727{uxsD=XH8PrtG|IaIso0=>k5 zwb1Jxe}UCeTl%ry!yfp@ql~RDe*6VBnu+55(h4SMu{-EVF7E6u zgu#~>o%*hy*n1;*N|8j3mUFwahciMj_upAv;9Zb74IN^)eczRG6f;u?_PPps|G4ev z)MYrXf*I<3XhAm(d4Q}@7iJ%w2vgg6*1jcx)L_(8MffJeZLa3&UmXu@j|gwtgzv(> z-&xoH?zwD|jUoa24;5WfEx6J{4*%f8bbVOY78TOgsV^iXgmSUKjw$T;)R${i@n!z5 zzIDvmxgEQdf9nE1Y${wt8>%(Gq@scE&T3)O=OEmOnkiqgJK1KyY4_1qBw04c=<*8Z zvk0*d5ADc9BXt-_Aa%ha&}@C#=!#l0y#4YLK<;X^P7Ts`nb>ycc0d+siMRdO5E>5S zcOOBo++GIer#lsFrzrS4qPg66?Kfx@6XCnDI;Y>k{`P}i8~nAn-)jiMrNGcb2BVL7 zrIBGb)?8<{9P$!B2&`=C@Kx|1Dbkn`KUL5Ap$f#L)*yxIa24F9>{yjH1V1tA6Z>7& zQL4X(84IzDta8ffQ*n{h$;auE35?{)z^ksYz$<1%l=PhZ;%@@&d@CW1Oc@&#pNjd* zy*j+JK%vMz1W_GTe2?qdxdZY3LuYbzwoN*!R=?9!`6H67fBm1uw$phEzB+`-Mt%A2 zX&%*UkJ8A;$Cl=^EzWR{moO!~LF|+L=v|?YF5ItnVF36IK%BoPz; z7q_z>4fZciP7%rW^^T*PgZ%m$AEE=4X6r*ZSOx>%H2AtEZSd*kbbU$a3Uq`_tro3V-9k_q~cZ7n9K z%nNkYly9=;07QwoPR$ItO0Sfl<=O|yUvabRns{V_*#{LB`p?nKmi5(|OiHqd1vLU= zYWvf~*qIamff<%*|t{dwF_7fZ60 zy=9nMU?f=I`)$TfSsjVFoHYQTo1Oo9;e|e9&NM{22IrF1m#WV|rIYt-VaFYG;IUoU0pRa9B1~3LIB^{G(kZ&Jr)9Ro33~z_``*poNXj$n`C{xNmWBiG8@~ zl=_y3Frwd}yV&`J9ZtTZhi4^*#q;y3tkXdUN%N!=?WBcAVPqh8Ml$;HmA$f2Lhmd$ z8dSXFLWu4WZ-vIwB>hdJlNjTg3vo-m-!4G>~$C^mSsrkS>7VJH4KFZnX zYR083Pcpk_+uzd#{*rj2C%Q+56&-ij&IRqvmdf22srT11=AieiWHd=oVhsu%NNI^p z+F1yrin%WGm1^mSmLIit2NvZAI;|$PbI%T}s*5ZhKvJfmVg5FQcB6Te@8ar<(ieC) z?gJ-?eL7wJYohPS4|=Y&^$03}kC#4QC+hdsDJ$?ZUP4GpUj0g}e^1EBc+dyAZKgtf z0sA|Qt8JsR_r^KxQHQHjYuvQMnPRyI7SW0JkB5?$+AYfHM9sNRHXmRmU5wuMc~}(Z ze@m#$Cu^8knhgx}`AvU7XGlr+!A)&-Z>MfUV{0>p$OIZ~k4gKyCi(EMWaKV2`g_?$ zV0|lpC&ZB=Xdg>7aUs6=vLUKbJ@7YrmYt>Qv z%qum7^zMX##AEd-MMt5IeBgyW`MWzO$_Q!Y&-lv2h9H*%s)m+O?G!KY70?gioKQkR z)}QhZ(I2K(XtA{0T>6VNn-ehociLpARs%dxZ>qY>?7%#rTR&ZTs)j4-^Ax!BNZiad55o zKm$!{ba`_4E*%_pviVKP{~=_y!gs0b-$vM7>{8kK)b#~K_3Lqt6*{}Sk;57#dvTr` zy368I_nfVu2B&1&55ANZ!SE8J_y39j!jwrEVyHc$V7`6%gwmk5pDV3F(wS7x*IRS& z*31#52ghT;%0Xi%v-kmM@8#CX-$6E`O(RB?HkE=eAye$pb;{A7sDD0!aEJIN;v(}U zsU3SO`!jZr&R&qAA6!(z@9ir}fXgisdVo!ur#y(LF_NZ=OJWo`sHj2(opS$IB7jPWx)*N&i$SSw>!@@H3lIaf!% zy*0r%sCplgj&q=M1&;YO<6=xS+9BK=S?}@r)2$!lVD6HNLO%}pHU5@#XU9aYg0M?6 zCs!H@s>hj&-&>5_TgI{#sziwOIAoI>Hb?10)OjR>GH zXlX7Q{C9h{?E~%`&zyhjl+2&@u5#%ex_m)mbT$(-1`Y!xfL`ZYShwqmWuIKP*`uA~ z7Muw1-6JzjKC~~d>=ALGB>!gC4WlB`~Ar!Ryu6KW2l2M%~Zf zkwYfJ!K9)6a2QD;X%bWV8CaFj z?#i+_L(8->YqtJt8g9A)_bwX8N@^C%@zI>n{3A6xbvu_OIjYZMk1&fGpV|LJ^LXv# z?wDFld)Ms)ya$Ee_uBm&i>o#NPL;3dHoE^D8x)WWyk#EsR)o+SN!VXGd{Kh~4b89b zjViks$l9TJ;9!pOj zQyU5?kWhY2TapYmx}rk7BJzH__hPk9-gx{!3;LaQ_$QNdb=GfWexzIk;A>AXpsr*5 zi~eS6!iAcG#5rXaHN*062D&6FANHKxvj$>IO3q9{FRSqPjI;cIzC& zubE$o{Mzjhnb@1PtWIH9k)+c{Mze(oUkNgWzhMOE_Gc|bqa{%{&`|)Tocq-B!<#z9 zYHv!!rDNroS6!!;xhQfFK1cA*UBzaTRumB5R(N8e>@j4#_-12xPBmVBrzmJW{E1r0 z^AyJjn54D#9QKz3aB5;pq=l&bIP}j-x(MchHLVU;US5#!X7UWA&Mm1uh<2t}!vWp? z;JP1PaS7-{u9lTG)K_tmgO(=CvVSGPLn1Z(SwSl`SI6{9;-@cD$!EWfKM$!2l06ve z3;<0B-zBL_i^mOI&@(#GN`-0mK}e3cZ9xNSgSC8pki|Exa%DW;hSnW1B}R@5r5U$m zNDA{Q*`)YxhIV2!fH#L##BlC1`gU-93*UZo7roE=i|1_3!B_}ixld&jkP|lfuwYV^jb8%<{W-P>8ELwm_o&{vGy)fllzm0wrw4vazqOI-g1z} zwC?f|#lxG`>fYHMaAVqQD&@SFU(9DvZ1z(D=YdD^ew1pSq5 z=eUOY*2%d;W&RAkt}`;MVKH9sv!(04-CFSm5dvs2-mTf)d9>)M2(5oqj@3z>+%5ul z(PXCnlctO=gSIgda4_Sfuj1k9i(WlpOdf|5?WnRV^{Yh>MqZ1<@~5f`3l~>7@L!b` zY*}XER-2##iT?G;KdfP>xo4OZzVSy!5WO>DLW^9T9XC0h>K;2V{=<=@8SPc0VfN)U z4aEhA9qN^5emVpky}|R=!Q$KHzFF38*EidfAI~1O=Hhqt5rF>aD*Kh-{ohzigvDtH zT@>yFe;Gj=@J>JPtFZw2Cv81;pm3dL(mFpH?tgqz=scDuX+)a+5I%<_)a%J7+fADj z?l~5Dz~-{9;vFp`79+7M#Q@W`aNG%LY&+zVu*eSJdv77OnJTtrh6U=~YSasVVXgTv zEAk*#EyF{*t{4u3)>!2Q;YH!W=*|cSI()ZfMVJQOwPlRxboL zwP^4OM_WAgNwa}QJoqK7izgFbEYN!x5@Ix6zjLVAdup)0Dr{bqoH7lO2^zC@d2NNhQZ%ZR_TLhauRt8w?)v)<oyul zJ8~$!Xv(SpPY|*Tc1M3uF`uuQDyjGzV59_9Xvm4j%~QSkffB~(i2|}YI`kA6-O_JW zMq@7bUm)o074bLC>nd{=8D+J{DTq&md2)I!D1n)p#MSD-^9*n9Sv&MzDj(DFX8a%xK&=@}{yQ`BoD_ zmjSK4K2%1q|HPkeM^P}rf805*dHsMjf@9#rkN6E0!R97N3jX=Ra2W5w4Gom54H|Q{0Z7WcoHol4N=;$BuLp!%Dm`LgObNbW6%+=46NZUtL|0uIyGeLU|5wN)J zUl&FZuy_<4tlDmbU#D1I3?Dv7CxgRY4ZeVg{hQJi1voNb;_z*wugR{>5jFf8ZnJn& zMViLoELgtIDG`!xjw;3t)#<@x=2kI}mT%1tpR_Ur+~noUc>JNEcA~6}Z&}5D6@C`?1*~@=zA7I|mv5 zm#>|6wPyp$n!R*hoiK{fLI?jR`MN>(&|`kDe2^5GrvfSWy#L%0Qd#CCMte6a8C;Iu zXbnLoFhQ?gWWUQgRWE1SH~L8qku)|#zGD1^HV5iC<$S?wIY6<*5rA9U5fr+pVcO=1wpZe1JDaPt0nNE~ z*@KuG@U^0{uNwW3rC@xLL_}IW^%Rxw#OP|K4UnR=e{@$h2#77YP~1)UN+XDHo3}+d zMpB2!3Zkp3&nc0wlwfEP00hd6jH(H%R2?=c*tf{$qIm+4EyuSrz>4m8$eFfwR5@tx z4_{C&bhZj#$H8H#$Bkgsn&5kA=bUsH&e%e`6EgZDSqz}y&hwbuEWQ?K{*iXnxxg`M zH)M7Bqb8%_+V6l1MiKL)o_^8no&L$YErXEP)i^ly!vcD2EsNp5(wuqZD~!Q?#=O8F zldNHk5p*<{9Q4HZG1KBkav_KoQoQl=YXv`ccS!Iax+)?k87DqcB$F1_-S*Q4mJY`) zeJ+oWOG?A>wq93}|h5PtFtho3%E!>vo}}ruT=%KoChJsi(o#4+f+6lUyjScG<4) zO(9EWvcV^T%Z@5P$u^(|Q7#3Eo5az|Hswzr07kI>b_e=MUzQ#7;D)(!|K^z5*fCDd zQw7bzf8&5r#r1+&)=k~3T#Fp+RKuTyhJ2l=Pke>EZ@Y%JVmQcAOW%=O2}COyG8q)! zH!Q-h9@qNcecWZ~dY9tahr&qe*fjUKZksW|{^Tm4D~YiA-d_%j+HU>Mr@otQ{>g z|D;;9q0mM#73#KB`|qc{zBpxMuV=X=I()Mt7qM+_qkXd!7q_xq`^kW9>h{!3b6`+A z#8L63XEl*Vhy3O2@&fEQVQ?*JCN=1H7+<)b2xX$Tfh0kcT(|K_vV}&m<*0hV3)va_ z4@5=bl`Yc6as;uzabjLYKk5&?C~xXUcqO-}5~22mZ4~(+eHOmbNjTR#t-MKN5yyu0 z-{#p1#<=eAu?i!MPeavme+*km%2I}Q{rtCst+LNfFK3Aub_h(CWbdtOmA(BILGyjZ z(FR6UZ^7MtXBOLBpVOeR6$D4O~$i`a=#a;py-!+QM9 zLsC_O)Pz>wBZQ`6!LPUzxrn?egDlG1Y8{~svV)?{I-g$gPL`REPYT?`z@x0IvhG2C z_dA$`{2QxJ4xU8RSsOB4b+ylaP$K^j#{_`yLmkD{@{UyaHh@9(i(L=oX`_f$Gz@_h z%$`w2xI&a-9o0nCR0#Q_(3Cb|>eZmIbvsuL>0XRm8F7Ct37>@YR+V;bqCoJx#$lLr zma{3w;=ycxgD;|Jh}_n;!$sv!Q)5t^g5$noY&p27!m55ct)ZFP*Q7tXxZJA2xOGMN zv*mXYI06-MY?Iq;#x6=3J(48Ty5#7YdiuPxD@cgl#ma8SdQ+reO928hqyvF2^>$yTvP z;z`~_xp)5~fp*UUZBmE1izRbcqsax{T$Y|y!heN_1j_yg+P0u9XfRI?3HRV*&+cvU zdol-lG?LrA0zfQBR(!V$)YunZu1l+tJw)!;{MnhqsB+tWy`q+QaGU&GrR3a;03fH) zC|7lL5MSj)9kxuU|01>y#jvGFRBC7m`HYj(ZcAoQnkVlFbjCgzB5#TP_{wK(Lz55P zFqfJpyTySr4B$&kpNyAIc%tq7q6^|?_*){c9&=Ejfsgijtx?SeF32bmf77y-Pj^w7 z%UN}(tPd_Jf4BVjM`vUk)PNYrlBpSBc91gCHw!C}kwxzx>^5Awqm0fON@-&MH8}@; zz+-LoI~WJAFfcQ%i2*KTs8vR@qothC&Ra1%<)-}WdZX3eFZJdu8`eomhNq+&63XN) zL>U=@u#-Ln&00Otb2+s(-2w=3V!97f$4RXGsQ>x_xjF7UC~@Mbfa?vF5TQd_<(Bij zU`ua}wY2RKz+3_p!+339Ql|>--8Q1cfa_2vBxTW>b6BJ2^Q=8@hG~0LBIbFSwyJVo z9c{#B=C0@VL4Nao_pvD6`O1dZ*M3_r!o!ka zQB|#ZgK$K;jqau%`;C-T=#gzF_hm0*)7RIJd76w<^@~%CAZAEGennk>cw|}lP|rMJ11O1e9WMY~GE(>WYikhknsMd?d z?YEJ7UCBpV+!VB*zuQpz9>6n)qE!B@?%!vT*uX^Ol8%Sq(bKdK+0|FAoKDp%#3yPf2PL+lTgx>LRV`ku`73LLPw zJowm56ZYHd0rNBQU=iw1YBJQulOg6KZ<7jTD648&K6E}_Y81TM1Us>{lghlz`^Edg zt9|cxUUk;#^gh>9L%+m}sGDeQRkrAMHN*WX!y_x^W4lbN9nl^CA0Q zd9Z7T3hH~z?-tQ3Yl}@z?p@l`u{F*8Vg`vO{`;gpQObbFVFA^B5+o&osD0|BLLsw) zc3y(CJ5pXLP}d6wr-RPIou^WxMRp8k2g9i|cPu_*W4-eVinaIqnHZ-!0Vb4TANI3> zfA9A{T6Jc>;Z#W9pQUJ{BimRM>P^h`vSJpD37v8sYV8nN3BEl9=hwXJSdLH+kEk-Y zqk$SPze$qIm44rytA(8;cx!9>)5D^D0}&R^I{#Bs_2gtIuwV)u@hz{}W}D4(y9d(Z-{E^Z2%JzR^?<^uy|}^nMZ|uj zvmwh6{DwQf=JzCV9?p0owJv<^BWq^#xuj=zlWy1V&UD26$i!Mysowa3bYjX5nP{YL zlGvP}NSyB+dD^`xjV)7#FbZXdQy!5v(y0OZ#tV90S-;rlCS0y9l;=G9>|VBSE6w>t zF)=@{2^JrsG(}V?D*sf+Qc5-u$VwtiZS|UkRP5Q62AYTV9_`LH3g#&C+J;BnMRfnd zaepgh_|j!{L}Ij19cQ!$)A%mAA9|!SFDOcZrJ;Ta?yY5e@hqQ6zPZm^j$yt+Nnk7iVU$uE8xjZ^PO38XIyxP8*W#_q`n@o_543Ena~VQ% z*a7592J3O`-tF_@{ehq(wUdx37Wc}zGGU7`z^F>IoUhl$35l;9Rs#QpOx$_awT?nq zq4YHk6$2_?2y->J%zD6Z4`z*#}8T4j^EjfxvD=#Q5K>XR^2Oq(lVbi%%Ame||g3 zjmNJvO7*R4_R=XSfukAvry)lRjcCrX_+ zbvZ~`_pqYd6Zcxu>RJ<~SXf+J_l^;9X(u0S*KWUk$E_%(i6^ZDi1pp`AQJ^tT>Rp{ zC~blFj~vXjmP|Oym_>Ut?3Fb9UadZQ$xV|XYIL0TBIL5ibJz#gfU6oYtX$EFc-z|S z1D>0URVA9X>NcxcderiDD@+6PjamP8c~q-aSqjr2MP zFOCU~{5FLuX$%LGN#y$uTAbM>1T2SkPg@thJHy_g?g=(JUi3Xo+h`#7hf_Z-^aczJ zg$zH^zA9%lUM5AwPob~0q$CE`kL!*6eLs(7NsNnw;+cnj%<5-KRQTBBI-ZRR z2)uLNdK%R4x`Ybq*6x1nG+qZcy&=lI-Q~445$jwFM*8|*b*}{ia`{`wj8og>CGU=g zn7s{&BPKqEjc{U9p|#r=Tv`O!Ru@mqx-@Rl>R%B%>CY7m{p$5 ztJ264(8bI^#oEKsfYvf$vQ;m(```k}Ez;3v#d=MeHHeH4B@yw;Mn|h7+OuQ&EU1gvJJmTxiUF~o9YA~7J@qwErKkb!5p0nM-Q%U1J2JGmzby@UjI2@Lk zp2-M@$mH7IMeDrsAM~U)rH&lVz-;nT1h!m`b~do0?Z;RL^axFY8VQlFMk6ZQ+8#X> z%5 zM!G+XdP3`TaY6{qyUmtvG>)4845wD{%@f!144ZlGRZg!fC<+*EemKq02N5EGG@4|$ z>??{%Ey{POHgG6J4;osmx3QyR1m5IXq`#kwfYBT|Ohe?DA$I8=yfq7r28xG%A6hmx zH3B;4;+6J4s_gtixO7}iU`M#3E~5GshR%w9t1qZdu#VQ?iSJWgwcYA-V%Uk4qawbvi5y3LBe6ik=V z>zsBrt#0eB*(2zuemnh_=cXdXXL#K(2*7)+rvitzv4B}ba(X* zewJqv(~XVX1=Cp>uk|*Xc3a^@5Ol9iaYgvBzg4^sbd}ILo0yO*HB8Zs8-oseU@>#F=12@1d)XY7f;b$5qul0tEW98|qEYt#OmR z=!QNS{J%$oWvHEbacp>GF?>Tqsa+86F_jd4!@+W#Hc9h(!{}dUIs%t&c+_u0Uugt7 zR%@Vs#Cg0~GuzTB5qVWM!&G3lYwFM1n6MgBVOQuEA-1ZJiUPW4lfbML8il%ysoCJXrOSX(JsKQ z;M8dY{DpSN>~*8X2aQH>S=y|zf^~t_t~CM(CQ>tS=C8u0L-h(|(J=I5r?~0}x^5F6 zwuW9O5B-#{aWR@S$tB+8!HOP3)F;%g1=n?;`^bc779!fcmgDhHMjgjT5TP;lHf%7- zpy4s+;-nPHo;Rs^>o!^uOFBhq@!IOqel>SJy@g*IXd?DrHcZ@~SthgpZs(T;l;XQ_=9qSZtg;;kJuS_QX>4_~8mV?RDK)6I^y#!1&!+OA;L3c+FL zKsVl9uiYqWVS}2Sr8k|juO?v9MbMvw+>Op7+zh{Zs(PD+@aDt8~P!EU|66ZO* zRJE7RN;ZV&D3JB8jWILL2L z4q*RI^pqj;c{lnBA5Q6`zi^BJBkDByE>>o zqFyx71$G*Iz^u?N;GZ62cY5H>kJI7%=p?J#+^;UkVmJyj7VVU4?+qSF`114T9)e93 zE^$x~XSe$_z?8l(=OA)}LH0p_v+0Swj7Wdtd*xR7m6!m5Se|e3NT8I=lf*CP2;;iU zEx$gr8$C+lpU!fpQ3l6nR>bUR>&aoJmfQuwVP%0u%I4C>u`qbJOz;fsXT^^XvjBg& z$)jAr@6LvwhKGgGD`9xhzKs}{xh^M1`DTjki^7v}_N&F8#>LvO@C(`f;Ed08f<>7i( zdhs7d&O!nTxhWW$;yexy$b-w^ltksZn^3EYF`t+Cbr77rhQqi-Sk+@eu%4tQ!sI8g@@vj7dF;QDnkCZ0;BW$w5j< zM~wo0sgFX~KuqvPmk2I@crSw9rmjBXJ$nZzaB72Z$)lsc>@Q=S-zD4$P918xIv|qxLF5D!%&QLVJL_>o6EKPz6*Q zA{QQL@-|WN*#zV;?8%&i5YCXg5XToX-(Ed3(?U z2@R(C-U))k+}LnF=b3p2v_-qO$J|?=U#CbBW)+@F=|&jV-__rFh9bu@BBg_I>XMuo zc7F&-Qg{^|k#cHesO!`Hu90{qXNAzupwK$W#-+4^y#UY0oSy-{+oh$Y51B};jq9}z zTO|8KhZj9Z2`0vb0>GMF?j~s7ezz9JMkhd>h)Dxmr_)&Qe*ztinvYrxx`zght`~+5 z0MI4X^q(}L;NXe^TW-va=go>2v}k-a-~37VIC}4Z-+B{Q?~myqd62j*Jx|GYUuVy0 zZ}YKu{_xdswg-tzKjKbfAGe&*KX654Rs-_JN3fvaQb1gIpT;ZbnnMb0`;cldo|)}G z&YtZ-r!8{4YP|V%=(a|N9Px4(?gKV>RS#YPMf6RWYku_UXmx_%`Tyv_yYELhhll`e zw9o6(yv>{Cct2s*8tNg{fxqXobE$q%Jcn4BO>mM%#)JP3-KN#8=S^NSQQ!DE{&$yL zAcE)Ck1%-4vVy0KqJJrj2Fk|X@O4dmPUW6JT+nV1sp8^V{tTQn>&J@Xz6amSIbP1m z%qyP@_iP}HU}qx!ww#4>6a1y)$u>Wwh_wI?w$}-oC64QK&ucld!-7k87N_)dZR{Yl ziyU3I9Xdr0awmt`Pv$Sd-)r9rg)LnhL9;Y}g4U>AgrYWHQlG>k65~5U5ni))UtF`R zCuX`o3VD7LiX2KJWQ&zJ*xdH&BGHDzil9>9-1&ePQ|1YzloU9dWCgN9QQAvXi-;RGYzr$?$rrM*p;;ykF zyCDEuMksN9Z~qiQ2f>W!sJ=wWNENgYB||K ztKK9tFI4eu6>o`4>uxxLP7_RrOW$qEJP8Oo81%UKe#>hLrt>>MNfcyA+rIZtFkMZ=VXg66YiKA9 z%$Zpn8+s1dz(A%$9V=#N?w-oNC;}<)+{HO z4(CX*v~*`c!-4T;=VUiBiRoNpt_#qi_L|dCoQn_IZ0@%Zd7d~qrAV~MMO+E);WcEs zL5?yKiRlLBz$}!vYYJb+tFmfGL(Udn=wa*U2x4ob6V}nQfsse<5XIaO=mgW@^5fse zBKr@3jt=Z7T5U;(h{Btv08+fimS1ml5Ol36Eu5oIB+W$B5Q0YNy}Ix;C!}8K1+FTZ z^Bs_5I`T4CK~|#3PzsnXj{|pg-ITpG#B@k3CNW758I4|1GAr5>HPiB2sPbqJ(a-VY zMzVG-!MPZ{iC|F|j6Dcab@e+7}ek)dls z&{?SVMG6T1|07$=@xLB*kRiRG(c@=R;*&)xz$iM6o@?|P{l$D>Oo#Ix3`|)gifiad zRB1uEJ^qP!!COS2(-wlB#uDlSi0Me@k$$K9ft-oPIWe7uUbN+}D#1RN#4Z9c9io59 zg-wUA>a-(Nr#Pe+!!ddyvjhJvdo<{**)>)tro$QGBZEwbPpD3AiMB3^>}|(e9Ui*O z(WZm7M~fN^T`5xilbYTHr^vcX1ZR%o=-w%#wVdUSKBWyF|Az1TH@UC8N;lTV=bz^( zFrOBa0>S;sz<5JlWL7-G*D2ULa*%abofWNe9Tzmq&^POTN2eqgfDUg=T`;DMS`tX>2lECd71{QMLwwjuZT7TSwFvAkY=8@l+HcAculV0O0@V zRa~hhLQH4TV?aI?W#CYhp6wTj>B!MPoPUWaiql+x_S?9*cPD1TgCFZ=v0NvnqeNnI zB-oD}ecQ#yTI`xm{`xYNq*Fx-@4H1MCWP8>Xn(vN(n-ikG&CyfuvTmKDR_z6#%aaMyH4Cy#ht45kg_sW2Yn>D5EMi>nCYs)hVbj^Zo(q|d)GH9J zRgrW|bfN^)p`}QXej~idS`Q)GyrEv5gL=ietuk9AOH!|bIuAG{(23J5SQJa_;D8}8 z7y87(2YFRCcIa&RO+RoX^2Sb|XrA6^IrI72{M(t19)IG1an5hrB6bxWiCoER%?x|7 z-RbCej^;=zns4m3a(+bFz*WtlkG7&$KVjVRo8(9Y@YXzIC*eqN!E|Gjba5X2keabD zg(H!{_fNrZEeu(0Px+6ou|>~8TNltO6e!K!v@EOkw{H&9sRPju>b#m!p;!3G;)6=LD^yLzLuWvETSWVYBtvGQ|4^M;ct~niWJzeLkH6M?QXZ*5HvsdUtb0~v!&q5 zE!TE$R6-`R>%n4TuW6r-S-2+5U2kw5+v{CR!ib{v8nriU^ugV&g|F~0Ztpszw5%PD zR@=34X(a%Y+2E`S+OEekNRl`!yj$9akJ`I7zF4=VD<7bqgT)lJKK@m(Ms%|mI0z0% zF$~&z*9!y#W;7Wrq9eyk9mEWsNeBB(27@@#-(x| zjWvauIDW~X6YHQwYxZtDPY}629;p|3>YI_uMoWSsb!x}0CVmkReJqKa@S*&Jfp_w( zM(;F4|CvkPW;n12j}U77Nx>OK!ZG_ve#AX?;g|ymC-Hm`K51wsb~vvYM)8HVEmo%p zfOEW@Rrfr6k_Zy*(gqZM&C)?m{bDi@DcyOk=sEoLV1tOZIn*P~%N43*+quna!@yOW;nH?=DNG7x zO&GLn-;4wj^DE`x`RNz-cLUExV^`}%a!cSuzoN%TWok>O<(+S+N^oeas~AxpXZK5Z zu9E2y!R+3O;SHi!`=9kib_)%o^<|N#Rr=watxA6nG#W&tyO-XA76h6{<$VM?T5A!!qrXZZuj4KPI>oh+Y)eXoYR6gJZw-f`|Pt z)~{3!*jb%;h7h&kfr@)*i=eFSX;S!=-TDr|%Ov_hLxeN;MZ_ubg!6r#;yu&ZUNl;P zS*R^2Uquv_7&Y4XkSyA5{6;pD09dur4)Ri=D&8;1WVG9LoZX5!v&L2oLz~06Cioz_ z_;g$(5t@Vbpd@JpCyX}6SnOS2KK-|Vx zTqpvlQDV*lzt!;a=s~l$f3Ne(2TR8D^@!=jS)>gCF0Uu{iYEs+-f;_{i_2VIoj2Ek zy@M9?=*ToWhteGp=Db$U&7s1$;$L6HVWhapo}t&77W79c%SD-xC9j7ibZG~-8Rksm z%T7(FVokazfXnQ#XcNEc7>g3h!OU>D?*X4vsss&0XMQ3PLmL;w=;&8NYx))Y$ ze$n^!n_+<0NqIV*XkyM^yJ_XjUPBgAc{!cNCYnJ?FSofeepz>>ds?Q^pXdyntn~p@V5NPXZ+1y)j(-PMP zS@@Bw1chrv1aZW)I-S-2trR{mt%)`&09q|aM-=6pJ+4<9NPkY4gW+C}0)sqWN|0@r z7Z*igo?v_LP&O-6__#EnM4`c79K=c02Eh+c890x2VhXqCs8Efz-YcYoyTPyQ*U>bFhQos!Gw78u z7bo?E7cmp-l>!o=`!j%HB(&*bVC@6n8azulT!;#Iq1hDhDeyZ~nHI_+dpSYG+?9)h z?o_Pt%k)r6h>s~T2Y!67wGfL4W&iI59RiLDQsd+6%+a9kbGu}hDBzHy4w*fC3z$w+ z$FS%9l8xZ&L*=7@ruWAs=up!*l+aiCC>0(2y`qDIp_arij7B`DR~({JtWZJKaIotw z3!rHGKQ)|Hk7|Q0(LmDrc9E)O*K{(>#?nD1U_mX1p14M3&uS(GwUvr5I@Ps%ZGv5d zaR|B`KX2T1GDukr^2TX6iv}sMmmGV|;idIT+(z7Ke!z6x3FGO`s-92}6@Oy)X$tsi zNtf3b@pQPzwX9t_Ba6%p#55qvC&@zv%`!ptHfkbi{>ZVep;NU5fl+P5}9MT`q|mpK<_z? z;!Fhc_ryi*b0mm9p_?Tm@h?`dn&%M~Yem05dqzYUjJTl%I`wH7OpIhO5yaR4pDsCvp!5qSCt;JdK&tx$)!9C|#7d zqbN~NM{>-OKm!pkv616{tsjwT53=L!y6|ci(SFVAW+87BYq^?PteF*~=Ta4L z(mIqYQY@RcHyzi<=3MWM>%|LNa&xohc;2?kx#E~QBA~I9wZ`9HbJie-Z_k_dUcGi( z_84tuY5|g4Q1_VP4T7qAORG%z3{VwCm?;gMl3#2brr6Du##!0z;mn$%q{z6>%yLvi zb;WFMAwLo5U>15A4@@chFo?6xp*AJ6?WIMavwRAOt5f2&Ul8{3u@=DjT&mtA%rP7W zi8+NJMuegJsGW9z2@Alw&1r91c8z$zUd5M?jh{M^y zrlUwzy1Z^~Wd6OuP2Y01C%Ud=sYL^sujCz?H9{DHZruyFOen+NZKIMhioUtnT>~8= z&DD|3dOtS!5})Nd{}F%=2z2}ebRrv3CylI}@L8?mn6_^E4?3{@$xQc( zc2&+AFUvWGj#*b10lrle{kuFhOUoF={XSiu)|NU4vGEEP#n~@@t_t~&y5?um{`)~q z%`^(W#s_(v#g#1QswUp+5Oh7NIX_;ZwwxmTw7GQybf}$ST<5;77YA7)g&&k6Ina@{ z$Z#xnn=r`A<>fd=fi6JT>o4LJ>d0&cuMZ8yS7Ok*I2S1EcXO~_$V8xQ+n+cHZIg)F zJ1-{MyOTV9JE2-Sx^O(f4_tvu7oS?`tBv*QqdnM z$U@yZYC%`udO1h`@SC;3k!X2M%_B#`6I&)mql&*lx&>9Ifo9nF*JVF%g4j>+m#_G= zXQ|KO1RV)oI1+VqB)pbQHa5~t8~MOniCpI{Wpy{+uXmoW>1%wuH}&f^N?NhK%`At8 zl+miOB7Q~f5|9L{h1_b}|>TU#`US)$>1 zH%ImtlAq-_{48>t(eAyy4RxxK28->DsOGY<)+bf{&0D?FtBkiA3-1+|V{P=P2}jF$ zdz<~ei8<5@u#BeHcWtbDl(t?oMg~54w87Cs6@XL}Fdcq7(>?J_lO^5cv&rS2AKF-h z3E~ca-OKv;7&j>$x`1Pw9V^%}>4=7!c)#gM&IjpK&7iTvmDvfl9OO8iOi&JsS#%9b zkH}dw%Gjok3Q}7psJ^Jl!i(sRNv||-Me$2i6OAhIP;SHjqqAX~--%rb2EivKR9{sCW@K^WnEv1c%q*<94Z~C&foe& z9J$|ZQZ2&@eX-{sTy$%)hVwT*oX?A-8)>j2ea6)#hRVFpDt+cmt?Hcq;_y+Kf8gAl zIqgl;KTAe9(Z{1D#)n0EW#K1Qdch!>KF${}N#baO-arMD--?bHt^m~@MY?cp_{KE6 zCXr23eJ~C!U$w{WH~d^`=?ge7M(bIjZ{Ox0Q;In0|Fuyjhf}EII_0yGlh=#iFCQO3 zer-6o;J#=~GC$+7WhBt#`t10{W5OQ(sNWgr}Z?}n#5D6W(Le*=g)X<0CFV3XiO-Z2yYCUA+R2=(O{0 zOWb;ZIf$xD4iHsi(F6zjJ*)W0jNxIo5ID!qmJU062;i)D#%-|d`<-w&OH3Ebj28x zpBP-BU$|y8%0ulRwCEz5i;H}ac`-x`Iq>^M)Pgn){E_V(aXSd2Zy$w_G^-!QWACc@ zR4!3ENL2xL%w}Pt(M2CAv?9{0w5jY}vP3$MFuC@x7_VLxmD^hEv)LqRVCQ!c%Yn`xn^mEJD`tj4*A$5FNg#KJTnbPT zze~r*A^VLRjZWUnva-<#;_2>-<~O{cyou$T`(`SRPl-8(*95vqVqd=?@t~jBH*oZf z{>6>DaZsO5gaTOOY`6>>C5&`plc>LMaP zBI6W7B?~&3Evd5`-CL@sh)A*WE$-$l*XYqspCNyLDf0kCQ&-Utg|O=ARB_<734>*r znDbyZZO(7hF%z9rsXChH2udS7}%)RE$i za%#l(ccqVmxuOZ$Ym;z2{wd)}aBYyo_i1kyqqaho9<{-BgB*!Q&qnGLi8&pGqgdob zCeJ%E040=)tWxwW3c|!Ql03hT-gAwTx1_q1R2+nYFoV<+Iju;bL)}HWv{abgTTy#@ ztDA*xBWz1ol)bi~l4ltwKukBtRrFrX@XP{~n<9n#myD(A>QtM0B%))!TiqNr7WfwA zNRatJi?bFw1vor%)Jrl&v`SHDuJZwe3xat$kQd3{4AT^xNH-$LYsE=!c6 zq7BU^H>HBT~uE=4b67QBs%xT%8IDr)Gkl#S_^d1D(-54(j%~g>j zL4IuZ(WY)tePocMAk+?(S-~X=5_5>@0M_r^5qVr6z5-pmZIitkYzjVtS-axrMvYC_ zAR(qv2cl_Fo&v9H#=Es{SG?AuvC{mk?5U}6Bq%W_0A0q*@qOtBdtK~Ow-4F*xH&Qy z2<|R29jEr96Yk>S_nF1I<(FtI`44%!+N3g3Zvsto)20M#Q(^2!h7w|(||bKNp?O~ zvcJiWmn~V^*r2{eW~s=y)AxT`h{9*XWl`d>Fkt zzM{&BIEY2wt4*2Xs3bNetD$>(mj9!{mAjUsPr{3sUnsq-Tr~LOdxMeDRTvx&he%qu|P-Hv!S2<(nifJ0`MOM0nWNTZ zuJPs@sIEDJj;{6Rg9_fXNA4MV6Zx!WmOR7Dq9IttRrwa2NQks9qgN?a6PUmMw4lP! z^;I{^YvxRVj%5gKR7fp0=*VnGsEvic7l7^s)g$Er>Tx!QyNIq_0m`CsucHq{Vh$w^ z(J`#NPyLdkDr3|-#m#d33&!|d8KQuWHWr|JJR8ctagC1cO@mCF37H*ki?aEH#2ljs zK&?HM#F0|JQsLC=yJYwKC932~6;Gj3sl-;Vv;*6J<4%ETrAmd$$x%cHdI0zlMcIHy zn|fs9A1<0vQ|IkcrTk8^Ro zaW5^}q(B*OPq@G5c`|Y9m|x!I^WZ5CJQ>{fKS~@7%A*0%(Z(TM7J57qD8JuhV(dJn zjURETM2_bUG1&Y%hT>r^QvMa<_k@YWe`a+6z=hRkgv0SID^T8dPzToGldL`90_vqknunhqYznXxteOH2jum{Q zMjJLZ&O!W)My+=Czb|URDET9auBPt~GDWSU;D=>hUuC>3RbQ3bvF0!nmB5IW%7?md znwKk3jj$yfi4WmWTi#?!jT)Z|tZB0#IfqKq>UBDGF*@MW_?*L{6Y5l&+C<&IKhvb^ zwr6HwEtSoM5!_Pz;i9LF>40JDNyQ;(-qx=N8Pem{+6+uFdq-g+RDsXO4=FHFUHT>aP0dALn${8M1nX&1_^!1c8T zbxIQ&m{qewX*xh*$$^t2l8@94{4-HkqNYb^=Ud$FY5u!qp@FXXt)7Tt%dc2X3Utt? zT2$zDSXPB2=q%AaK0}3q3z|RO7Bnh1O6|FB!nRK}Mrj1-GX$MQnI2HCQ;wNyR5sMa zhfx`A#2lR$x-0Jf#f>2TcG%U7LgfR7J?b>rai;hxLxn&oRD@AiGr1@tiVUvyG^!Uc zGWf8s4GYXR3yvu&Of#DzI{mw0ezyM$-{hdfV2_(HEaEEy-QYV_+@>yOoH?QuyR++w zUcrj#{!~W-C|0;?ydfSmk1ABZ856g?MotpFWuzO@)zIdj<;tQqdlm-f$Pl2zK`1p6 z@&?6*-c+waS%MCJ8r4rP>r3!A6m3=h&QQbJ>q1b6zl@-xufp}w#^2Tb`$L65N2P_i z2sIZ@WTt2POD>XEr82-p$uj-BsBRqO_q#f!=ZB!{zKhNjteZod@j7erus7yF#AlV! z|1FD(=)`nCnYJ$As7rhTS_ox6GpXJQ#0Za8@*kr*Rz*i*Ao>Ybs5>R?QgCVqK#2|_ zMNO)Ci8abvh}|A-j2JvfO+7N5D~NPDUf!Mts@Il^&1Rb(2zIQ`Ch4Las7@4kW@*4i3Tp?fg^wxH2FZB7gQ;Q$n zujIcWwzol(-xd87TSIT+=sTnDZ>WviOO9Hq%q7Z7pr>nm%(A>@_&G74RWsH(VbdW) z4GbjG?MHFYSnIcIAeYUd|I?y=g|5*bw_w~xS|rdp`UiEu!HHnmgxM|1*lu*3 zb)$hlVQle!6DHcM(X{fdg46De8m$7oY80tbH&h!fo^KdNi{oe%olrHJ9H-W3D5LIA zbzUhY$KvF%T2}Z9Yzi9^Kd~$c7m-S8+d)+?D|jRjb{i-h_CPA@L zI2MRM!HE~eMOl`JWD?O=fWIj_H6{NQm3pHu3Xg1>$>x%QI2*WEksD$^23H1A@~2}i zD4EXXel;Oblqit`3%`8%C^PbI#5g}>ae<;P#dVi=9xney;wXY28WkuSRFX(<9#d%S zSU};oM+ar=D+zl$74Svz950dAqT$$S;>&f`vxVDv?bm`gYjb{vJf&LyQL(8E`-OMlX4O)0G&pGzwC?z73}^orla!46ypmgjX5KK??ERv^P&}h&Y(iU zyKqR#;%5pQj-Z2+hK)+u{)3?Vq4%I`beL5sT2SOrgi?uW%L0i`A7g-?e+-;un@#w5JEAgX(Vk;cOWG(x|cF?qb(D87Si!g({V> zU9{&DXI>mmo%woOfNJ=qcu=n}YR{+D4a;n7`~YjQ*eJ65r!WU&J?rRt2YkabY`^K( zUA^H^%$nD-21dgy>_KPaZ~1L;+5!S zXyccw6RMNxcGrt}1c}9nUP3&C+7>dLBhQ$l6{Gyk55s$aG`fw5Vriu1YX2=V;8( zrbAnf>Q2;<3&+{gPJ!+pb0Zi-h?Pz2wW;Zw89EXzawIlmQ}giKqTd?n?*Y@9yASFU$3FH@FV|3PD;khn{dGCVAt-M>ONxTzYTdNO-#~{rtP=CpR#MjlNe< z+V$TOBrmr`xus)6H>${aW>q)z4Gavu$w#`^BJY)YaOo?b(srohy5kuJF&&)Xcl?vh zCNQ2jo`)8nSsY}MH}$FJ8|cE~=quVX;Z!w%vTac5qAlloo~fAbpW`~`gJ-79-7t5z z-PShT*$$0$y9my@-DBFUJrPkRP+RYM)pdKrGdl8;*rz+|js&9#b31I*gVB079j$Q8 znz3$iR$aFWth(D4f+&+kyG6gT;?&^~M(rv6SW(@-g*v{kf^HqQK91FZgICd>BQ^65 zK!N}$*n=qF6z8s@jjxd!^x_4U2 zA?QXyznd2Ym3XwtMR3YbV{87;<3B2<``3JlXfQhUJvRAi;|PfSp5`rY^$m$MvI(;( z^37AsMOc$F*XVFi?QWC^RAgG5vGZOJd)~|JI@0ZT$Wr8cD8o7K+?K+cl08bW7w7Jpyb571DnF% z#A}Tj&>k4B#N%50b|p;s2b;R5hmf@@rF&%nl>CFh1KNWNULIZ%02htv&E8?xh29eU zvQ4k{@2jj^ormeMO8zNvyhc#I7aZNtmwPC_>J6%8F0C4o-txL(h>&1#bRCh%kNJO)yIv@WGTV>h}Dm|=LT1iyB_7Hb= ziQAM^LmhI!q4tFp4!5hJUuR9H$i_cyO3S54P@0%uTiyloMcq&1FRNtzF+7Z_Eb zMn44gb~^9f-@?_|4ONd4bOx@OqUZqRnd=?Ku2v)kn*OK`?b`(raA>v za)K2Yn?+77&nIZu6)n4DRl2!SN%NalOsF8bEb0(Od1cums#oXDpOy+WW1@;9DmmRU z@$|+DA=b^(s}1#*prSZ=-Dt$@Gl+I!W0|Kuo-V$^H;>w04{bx;Xe<4yBr0XkL5;csBb0Srflf(8tm<~YojM<&&F9_qU6*8U}t;4A~^>Vj>Pw` zf)A%X{3?ACF}LN>&rTjg)iZcYkG9e z9i=ZeYQ#J260)FW-DME|-&K^y4}{oH6PQuTXt>g&Oo%LiOo`P{*8g@{8V+-}3hC|A61| zC*#*>_>J)kQPH{o4!>W+qyQfB&E5Gs{EF+9BB{m#uC9N9-#ty$6a0ReKW;xCzt64n zJ)dTXCHYlR8!m5M6)j-rn(g00F1{XL?Vr2*x%JQQ(){LG!(Sd(OFZ9S9{;{YR6WD* zaeMr!938xWKv{nC__yx|+ZKOcUnaNfmw&I%>+e?=uV&k=-|x%s3pzS@|9L_7^~>vT zkdNQ{^>q1DUVroO`=YoUU0)Wr^Ox5g{E90>{b?yZQ`6CV^859Eb2xgO9=|V_*N2hI zzx^m;=u7e|Sz6B;>nBUuL{vQ)KgdOVTuFWdnWOiLA4>8Y$SQYy231!k(+MigZ$7+G z9ZV*ZsY<-@GyDou=chuwI?NTIM_PD_S!E<9KuME4ff56$t&>`R(Y28+Ajq6u&`mC0mD@`GwXV zkw6Rb8wP{j3Fs_p<5wDKAe>#!gEz+SECRW)#)a@c!LM#&q9y@Q`5AoxalFJ@TaLj1 z<=2M{e&K2d*3nOUu@t}K5%pr-QmW>czHP!z%(33${EmAHO@;zf&2dhCI}^~Qu4rlH z^mi<3v4w1+s`zycF7q#jSk9h7j)zB5zXE={QzURqP9AQGPlfG5JFC250G1dpasL=_HsavlW{|FakUt4eY)31nM!H>r`3I-Hk za2r&C{&E)F2w{D|@z4vTO1nz<< z;??^Ele{w^!=9D(Z@d(S&OyNP2ji7yv!u^fixd*$eCLu z?5wyW@opFeo`FjAmtAl!NrXS9D)0gu!FLSuzV|c|5EJ@Ihl>0gV|ZK*An;NFvM{0x znjK5&)A1L9mkIsEZAJWw+nCl6_5srI`ilB+`k0E>+Y}(ibNaMYpuf^CH9lkWizpjy zy8!#i2^xL1{{W(7y(Hn4Bwonm7lPGqd$QWI@j3vR_Ds&B56{?N?=F)5f>dw8uV(5~ z)A{2^ZGBpONxZym3svw-&Fifal3!B21wR{Ic>H=En&j7H014#6kc`~?f&{!&k;k(_ zBwlIH9;sHwrK~+A^lXMFwwl zXUt0Z-5?_PjoSxA*Q2OWg9%nCKsW@(uA>@$ds=3`8P=ovB;HAU{~3i>QmEiJuYXJA zS5ngLFV5_z@8&K2zxRAJgAGplWcHt{lC*{Z98xy-oSU@^m0j*4b-Fb%@`KGXp z^Q)rt0AYiuyuLDisk$le`Gx!5gZQV>wRF4^eJZ6geqlyF-*ao%ojAWsx2A5S$CIcA ze%)Xy4X?ALq&-i6otr%}Kymw9yq+4B{yF;Km@G--)uYyQ-6@7wCCeuH>gy!GBP1#m zUX^%T-g-0n_KdCT#Q=@al;U>^dOFI_@5}b2QFu4qT`JyoV!e;r7azmh>+h-IlX5ws z{Pon{?MCZEYoev+n+_~4zk~FIM>Ka7zh7_HZw2^;msc9ExXY;b$y+|Z^qG?wUUydy zIV?Q3?IQN<@{7hx-c>GMJ>nPYmVx>0?Q$fPa$kCEi_}wFcSavbE6LRd3t@iY(RtI5 z-_|ZWpC^XDJpL5%7vEnm28EYg<$Qj%NPmSp!u)Q=;CX{3_fNAsD&Q|{^z#?3zk4Gc zucP2N-~9PX=x_RZlPHfZ4({MZE5Pr<33(~Jz3Dci9%X>gAH&Nm;&+%~ANI6;FkD6} zsF!TIhg5zSL_RM*2>k_6%VU45%7@ucEpl^p*z+yiQ7#(VAW6ODAdF4v=Od{lK-lTar9Ey%CSQ9Gkv z-5bRD)s^)8!b$DY^NWJ|s}p6@r2Gx?_$`#bmEIra<=r@PiR0}6kQo0`3c=zvv-0DD z`r9XS&bU5|YO6n#un%%#eJ3b5wG?*Lzl4ZAc=a8KYO%l3yfM5%!O4%2$(x42uij(9~D`9!P}^Z@eWBH3xel_{ZVSw&o9FH;tUeuwmY|uN4wPivv5lS320Wz zJ|yxB)AQpGmgHAdip6II_}w5rUY>n$mO9?=sep|AQA~LrRP_9qtao%% z<1;{(!knli2eCK-50|AeWUZulFHFAIJycF27I@x)DEp9f4y zeITu`aNx|X5p72XIv z>IV{Ub*fjwZ~WzCe+?h^fvP|7DsF<`ldYH5U&CDvHP~MuD0Kf45%=Ip>EAc&oplDOmSP$GxmKDJ%|F#Ys_=PfZhx*Yg&47?6*Bvu z!C}y!tHtflrIqHF`|7|r73+T%0OI!j((36SC0l+*dEBF%{DSaOeb0g6q*8Jv^;B9m zK|8#`fLD)7<=2Ue{43RZ`u9mO_3h5UDzTMnj{b;HMZC7RC7-{s4_Y!>)#mL#$u2tC zD7n9c4t}LUqF>6*Z&0C-se6^LzbB_&LU*glY_(jrf2y=Ar@yl(mw_uJ%}^HJeEfRr zZw!_w%Dt<~H@zLmnNqA@Jkj=cSdIN%D)6aR?8W-UyKQg#1?)pye}g`gBTEBMN#TC{ zxb1B@e%;=Z-Lcna@+s*Q;@2}3QzSX>0;gsBnfI(6cv?#Rz5~&kI6N;3@jDCRumNeg zv!&ec`|3<_e|tHf{z^emV(mdLDgFDtdO>SpJs-bt=|?3KkP~kyeu+0Gx@0%MPpv|J zd29H6`R#u)ewF(81r5Ko^7}FMSNdf93ZG1WYvuQS{e@A(+zr1K&Mhw5ZPdmBo&RU} zC)B0}y;0as8pfmD8u^umfeeVx~)_=QHpZ^Q3< z^DE=O%{~Rc__sg8x3YL=?QZB^7VU*2ZNKwy*ZtG&cJVMZ8Vusm1v%Vh`8{4_TbsZA zICt!8@7%Ld3BVoSp{!|tGhD6-Z^I4_X=mgNQ?FPv{ED~B_w)5;+o$9CdORI(2z+R1 z{hGhn_gC@Sx+v$z#omGsj`wx`VxIroT)$k#x4VA)=y;|3up2+WC)k79ZOAaykF{;OZdU=HJHW-(PR7%kFHCjvpN_yx2d+ zZgd|NsBu;^LN;mb|>Y2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xM1QF#0008) zNkl##~`OqQ1*Fv6FKcbTY7i{DJ?)j)e?e<-l{ON1;X|rq|`qv zx~^pyAfqb2L~p-aG9L%gL@k=$gnY~lhnzGa8)dbe{bV$v6S+@B&s>Rgzz=IB8f`TZ z8u;~9PKNX)?FKw2&^xJxm>8i;?IYSrE=M0DQ{U$2iHGd0xP-Q*xd3(pUZ*_gutqmm zuLl4-f!cD?yAh_RUBqfGS=)%Ly;hr$BZmmRGP(sO#B};f3KzKnDgfZmWF?T@@P`8^ zF31B&W+A(Pmj|H8z^zxGehArXWF10U>t&)5M^)S!3+X77MjSo4yU4|PIU}X>G-nGo zB?G>A@u`f-fV(QHm2KkczRM;AY3hoPOXUwZdlVUdHzFl|d}rfQnhu0?=WJZ6WE28i zy~dJ(+b*bP(tDLDQ%Y2NZ@$7`9oxmLi@$NHVqGp!L2(yE r<$T|h9;)}Rp@v(ibM-&oj|J=p&m(?d=NhN!00000NkvXXu0mjf$b5hX literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/bca942f2-dddf-4e8d-aaf4-48722f648d63.png b/docs/handson-cnn-tf/img/bca942f2-dddf-4e8d-aaf4-48722f648d63.png new file mode 100644 index 0000000000000000000000000000000000000000..3c90d1493a4062e808534f470bedb2f7d7fa6ed3 GIT binary patch literal 1127 zcmV-t1ep7YP) zNkl$KVKJ2%@ z)6Mk<0eP4MWd43=Yd@aA= z`|@}l5(>4*2Fh|t_P-vr^{2K=zi=rb>+OGB>mhGgh_wN~LMa6>M}^C0@jIwqNYHJjz)mW-_{QbKFCIgfGie4xETg)`?dE&}##xU~T6X3DDY zLu)pBm5ITmtJk!r`1DhQ$-a*1MDZXe29tU!G+V~kaZ!7zRtALe4$u-))5rE~A)sYV zu+HrvtN2Y+jO;x?i*KM}WbXsOB7>GlZ>ZGjJ^T5t#ytVH0j2**zhWE95YQ45#x=lV z)1_wunQ(xC(l3DQFPASiFxe2$Qg&6n__mHj3!CL9P^7x<_CUGN>h(>e56T77g+oU5 zjr$7+4EqZQjMqN_4CDTS8iM-^<|s^tiULnYIc{15)>DWU2pEI~6Xt=&6A1GmElBhQ zS|$j6ObgO5ftCcI@4{}O5gTK-nU?r?TGj~s7?%FfkwpxC473q35224m%tu;|&;`>1T`(=s1-21(!L%S3VQ-(IRm!_se-lx zE`uBU%{+jLWLH#akAXys0a{__aMR&$FqFE)n~si}2JPjr+K!|P9ryl6k@>k!m3)OW zx__F@W~)X0+#=erS&>kbstIG*+ych%W~%)S*b&(~t+Ibuek@@2-0jy_KjrJzAMRAb z_IXO!z?@TFMugo6eWVG^;_)gv5K^I@HT^Q*PfGh~1TP_oxxRC)Hhc%*HVn+f}cnTX7Nk6k!(O zZJ@v*rIOy{Gc>|E2w& tHD1nU7puFY{^l{R*E;L0v(Em%{Q-1WB@A$xm^AHw&`5W~5YpWZ(%n7z zjKBYV^W3}EUF*)9v-h`SpL6y(=QB}S8p@=^48#BcfK=s;!g~PVJ{kbPQNY8+Quw+w z7_kRIEp;75#G@X}`&(U8VDY0jMSj z_YOFa*)P8Ap5Tf0>n#FXYaJ1A0?dum^vu)^q*dfOK_IB#UZiu18NCmZ5ov-E}gkm20&&TWa#D0kq`pYK;h)Z$<6S93BG-tu0_Y8zdpbRf zR43JmJHMjLUhQC~5m#be)i!D-d^4>8oj(5z?_y5=(76_gZI*jFik`JbHR>ujJrwuz z0MIWzk|*mQPh*nb{91YvQY1Lrm1z;h{E-rI52`9zJiU4(Nh^nw&o6?1Pxj$OT-O+7 zvTO+$nPQBmMSpEO<@AO5_T@FJ><@!*TA|JOA;A6>ocuWx=i4=tQ zl>s5D>foN8r{-wlZX&?`-t8x0D-Mch|5X1+h5$hhRsBRJUxH^jk~Im?wZy-)RsOp6 z2kY_CD!Q0Rm5uKZ7(z@$O{aJRC5)m3=umpl#lFG0kJWqMNhbgFKiAwAkrpicp-}ig zBEC|BHd`UqKvG2)g-ZLskX8R!5T^VWyvo$S(F2Kq2hi8q2$G0vs9=8OQN=x3=68{g z|ECy9_Mz`~=`^rzRimis3`6nMrGuI10fifUO)&EcylmR}SPDSWBTu?d0b1smj^@9Y z#!kxm@ziwq%pVVdAIU`sib2hd9xd%$4gadqLU8Qk)0grPRt3TdMG>5Y9y{8>oe0ST zeIE(VflpF;`D_~IAKVc?d&y}Muobpg$m(#og^Y?bkw|*fDjYk#+e!z)kw<2Bj znx`Or7N`G|KWzRoDfcM?j-x->xe|R2M-lX@BW9wmeDZ*6=uayzeqlw1_5+X&Mn?u< z_Q($IPyzJUg@0Ao@dyAdgR2 z;Tdtg(EeR&E{?$@~Dtiw1~ zT1ng+gZSs-D|sIh$bxl+DHgz@0{4Ws?*Q=P=m;Il5f&=pOmZl!s3DQuUF@0_3UiEv zU9sILBNv4K&3IleC(ZN!d66H5BG@hGiM@_$z8YFrYi5S|P$J03K)UD6OrISEWV%;{ z+R?a|`bUcT=iZtBV@N`67DWC}NOW!w?u1=s@Z$Tt*}x7K^|xXeyi0vj@`otWaE9(+ zz@BnUwR##jMRAmH+U5dm;qSuo)LN`~WN zrLhwKnE+s=vDUCg{{Q5;EVNP2HMrDg7krSo+O^Y8`#BzW4D$6w>e5QQf{95yf8C{k z0DR!@V;uN};4Ij+Np<5YZu&s=o^U2R6t)YR>LI`mfGL@-DAXD^4&3wQWGRe8^WoU) zNDpk5<|}qkc3IDGL3a;z#Dl4l+HC;ld(g%D*zX#Cf8Cz?0Kl-+#dr84Lj)KywGqX$i`ETAt2fv?Jnb&XV?4t z^S^P)1iQF~8&@dcGKDR{A_Uk{Mm06{tum4*jJf=kS6wSk*y2f|~DM_+` z4M?oqw4#3xDG{AHGI6X}M)B?oE_p22a@}bxso+hlGSf$MB&C(^NdkeqmMUAwndYf) zvB^`HrAng5g6OD1S5l)>b{Y)9^W+4_J=|SQk(b3wI7=Ut ziSVGnd!t50RB57v3c;w9FxAgg^tEBQ5LCe19?GB{Kp7mN5{a@ubF?*uOw5 zcMZd~jpBqepD{7C@>~@-kftT>(VvT~wVx)tmCERz?Lb72k`}Y@aLC9v`d52TuJ+qX z10OisR{_LvpA*qZJeZHGGl?Ll@;{OS>eKZ(VCjtU>+M|@y8>IU4822tWjT;8h)oJ_ zkK@2eh6TLwq5p-PM*yW(jQU?87=`H-U}J|!2u{`9KQiSoUpPuE7qPia;ShWvT)e4f zc+wr}R==p3IBo-0?Ic3wn)#9$7_UWzg^U_?^=3G_UEU%t1@dP2I>rulsXikdc*BNp0`NO8z1<| zva37cv&Kb{c#TSSqwro==zVC|6B5}YQ-5w(iP40dZx2lo&{kfQ1x8NEt5j|>yjBe* zina7HOgiGPL%{~5k>miEEbWPLSe-V?yAs3ZHY6flBx-Nh{HyP}0y`b~+rZa8!tZpt zJqOkjv6mzx8C%+VHIoge@gNWBt-bHk)GWAAQGtPenDSz}SJ>M8V-qXLV_j^WE;{_{ zunezN&9b+Zuq*!NTHg%xi08O=E|8Yk-D^?nPywthwi^DL zX<3X)DvJFJGt_)G$QetoqU=J4wY+kYjJf#Pfey6dI!r9E(g@m|PHo}(FNKW0AF)2jU zehYh9r$&i8jYW@dl*y$6l0@zEu%_R?vbvYtv7RqSZxE)(6Ii%}7S`a*8MpTkXld`a z_qq~AMvrHzx7Avm1V&@xd;&Z;KHB}fhM(&vx_v*XzpJiX{Sy4FZ!GM@lGLbqIhY~n z8sq1In3*ZVBX34sUPsqZH$2DQgrywwKs|FNw(o1=oP&d^TpDyCt@CZIUUE)1hW=~%szIQl0sVZp7?sD#t9--W_T#f>yca?_7Z&pv@Rdae@DBm^%h)k z`WN9xs}b4f)e-`T4kyV@L4Mq4eYA$WNcu_jjdQEhE&`+exKknV(7{beEq*XcyVMdf zsy}%>8T{kza!Ogr@l(*zLUT|lb_W3K-2;gtn^zcHcFsY$%7nqs-uMmF9gEsOoCNbe z*pR&Jk}Y2%&9kQ!R^eot1U;=iFxlpx$_4IZJSXqm7v=pW90_zp7N?_Kkko_(_)k3k z(!5k9Qa#WYyX(fkr3f;~vb!a6IC20umf&@M5fjs-|2ny;r!|@fOMhQXs&PLdxac)P z;2F%`+*0}N;<3&-1;IEgFrTyK2`WqW{jgk(Q-j50<-4^)c()EaO8U>tn#5~Ib!{5L z&52bj?)vH%UxL5y9|A*>ovJT#URL+r1U+2MvI!hGtCT^1PW>@4{%wO`J`duisADF2!0vjE)&W zzg8?N>sIP4suruAnN~)h>%Ry8GP6Isj*N5ZV_YqHg)pC%0IUl-cy}u$r zN3N~<-E&v&f}y5Ckfn|u<#YPZZDF+T9SYeLyk*V91n`UnFAkcNVhj+HHy#jIs0zd4 zvo;HNOjajT??_K+7{??34q+BkB$Z9f0;P^>mNuE>#%26>%j86>hB5)!4NZq#d z))(B-kMSx#EN|IHzkIcVe_rCLEbh8T^LK2LRzGzSv$(IxU{fzjKsj)Bx2d#a_bJgD!>UY?DJ5kqlp~ zGZgp&Qmv^!Z;RR=T~C&}rD2x6hQ>34DMMsF=M0ziK}BZ3E^OzkIVtp?;no8CEIa!- zGBJ{+Fvk;3<;@|{*Tb+qR9C!Bewn;)|E0B);&Zc`MuF~&1e;T_=A0eAQ+k;4d&6JW+#0R~` zVevYg9P~{gdZf#Ury=n5^a((==qi>a6w_*OOyV;l98Vkuf3fN!vg}{emKV5^_sj;|^r+QuF?+Cf9!A zRbq_OV!~aKxJP*S@wJCQr`#QfAj(Pc@`iWm=Y(CiElgs=>d{~RYdKF&*FpQ-Eo$ny z@qE)1$sRLa`~IZHSh3$G#wmtpV)KPuM)s=Dcp0!|ZUGUkT0J8W2v!!ksds2sn1DRxp8V8Y0`Q)i6r#CR2_=VPp zU2;OsjQy(dap*PQhrC*)l(nDj(^i}i|sI1qt3x^``1(CsbX%{zuKdz-?m+sWU8 zqs)4Ived>uw&=|S7S7wxn+i9BdiCMD&@K811G9*OgGwT@F- zjK;;^ovN05g%ADol&(uYFr&K9Y2nGE@KIni(; ziiZ(=D4T2FtGh+k`B3-nb=0=vA6#8!_-#PwD%lXva39FQdKO}+3ReCR@^6i;qs5UX zBOLIURfMnu(jm`uJ77k$Dd~-39!ft&vO@1~L0Cf(TH$10O@S+}@2#i;KE-i4Nhd^u z?fP_5pi)=G_B!uq6SQvewe7AHd;?Rv5>MWB`)LYB-`*&Dq=F3*dnb=H7VW?KRd8u%T)itR8VjDLy>oV9$^>7tZ=yHF;PxaVf5{TpT|hoZ0Ii6kz< z_)nyR$S%_A)w`q;AceVOrXwME~xNcwIZtSOG9vr@*7~6cB@Ltnw70;LL zfa~oZ&o5zzn_p$HIU5FgyGIj0`5NJ)5{;_FYmm?7MiW2h$S$R>8j9MKrNTig+RV|B zVwzyc`h1E_r_1dDvef;S@@r1@I=Ow3)@F_iX&OhsT)qf_u@ZRDNDejsUDN8RK4!T@ z54Z)sd~B;6asO-9ZP$pSkS=M?BL@HRECsHWByh6DHT_-$pTJ+y?Bs9F5L!+ZnxwEY zQTqrEMtz0}Jp(1M0RGiZ9OXFH8ai0q-FA)|9MdFncg585T~@dH4dLB-D<5Sv0)-*$ z9JTm_PS()V^`YE%&M_mz*50t{GDsAT(ANTwKTz(u+hB7id+O)SpN;3&m|MiVT&~(WO3&|6MJyUkGX)ZO zu8!u_KVpA3NwSx8tH{I~iz=@v?AOt4Mm6k%uX>MDKG-wfPWJ3>>|64E!&D`g!17l! zh+0y&xBgyPMnKQA14z@RWSrjQR0zSP1PXx;$OV-u%yyJh^UgZ?V$w(8$c*M-i27EM zk=>PXsC6Ig^GYY!j%xzVNt#;Us?>#!Wi~NV7D#F>guEprX8u5VY>N10mzN1 zPk$D2u>aC721I@GVdF?;YsUbNBA-~}{I$Jz6S)Qp%6yFPn<)Y`?5$2QLz$ic^una$ zc{XF3KKIGG0USAY;0i=gAvhz=B!oL7_Sphh&l1UvEgEslqGqKFd#sO?5Lds>7EHLy z@j@f}Vv0najMOcpnjFf|XQun5$@@bD_8t?N1@y~NufoL2twWMq9J}wMuYbeBhb82w z_I_9S!DVeY^FS?9Ou?ec54YU+HP`5-#~4FcBG9>ULi1?GrxD@n`Y3Ad#cutA#CLxQ z3xN2#)Myr!*YrCSB@U?^u5B0f+^pm&-&OTfl5Nwpc;l?vM`)($0z~}5RYsAUR zv-zRKSrp+dcT!bz#N(jbgeff|0gUvS`*Q{HwbkZn$iU;G-?fD6Y?t~eWj$*AAjhY0 z@dL-i+lQ4zSAQQ#Nre@$e-+DWM#KJeO1ra}?-$Jk({6wQNf%%@Ww1sso+TAmfAV5h zqJn^xFB)dRMCpy$;`O5F!1)vUwBLfeXCy~qz$2DUTM7bUba#L`^VyCwL%y3&k(;P>K7UejLqED(uaKKWYK#!K0Bx66C<%4ml!8y{yB?$8UoX z0zrH~oOi@%MWe$iFl5nos4H?r32cR@^o^?NJYUD zJ1UpLeD0%$^Moz5{U)6@#ez(9^GL+P-o4P|Z)W-Oex1Mq!%UN0NBWb@0-3l-&b;+@ zbcp%djx~5{9-P&+RlD>%(r(OUj#L4Gnbgj*U2_i}zFs7#P>cJt*efS{^2d?da z;Ru}8GPu|@>s(A(!aW?wR^?un3`r<0Z?~SelCQk>G5%uU@-Vw~lJzfv& zVj8sYc+ZV{P?^gsQ>xLIS<3-4ou68Sd0k&wf|`Bqjz)~<2TB?ZMRxtf(Bl_lRQCif z%*a%afC3$N0tkhMTvYF!m4~4Y7=85k7CiiE8l1O2I+PIk9wBgt-Gxl&b^a#aaT{5pxv$8oUk|cXZ9GG1eTI z(M0^uhlo+ar+7nG24_6nZ7!}d@u#}NZq|8I=nJKWKf}PT(zaZbT{duDc>19!>vwbn zw_(P}{xnKG&PC^z$2n;@G|<7t74^FWoyaOoIZzX^lh1JkyMJaEYeyOmPT)qdjACM^ zhJkh~zJ^L>50y@5iT1*lxHB}i6WGE~DJ8(O6dosx;U*{>b)f^vl9YfVcho10a3e`t z6*xsVJ_~A04S61D?rlR>Hs}V^6>~xSE|^pfWaI`DS`t1}%}5}E?iODqT?CT?Ni0k2 z)taaa6vaSy`-`QwMUB;WJmMJj2F;Gt1-`XsQ~-?W9Fe0S>$NP{um|=#cTK6MC_V+> z&*^tLsQyXV=|;J*K)U`$kxD&f=k%%S5o{CRd$iM7@e1OoZn}cViUn8c+F}a^q*z$V zEN~?P4z|B^UZx>{>ZPH}dK-1A_Z`fHV)L`lMx}~wO+Hde?CZI!dLa2P?UKeon_+Xu zt6)Y!ae{$`Y~Hlv)DydPJ*R@gTuOAIsyOEI1p0SPyql5TdKC8h8H1$n#atsgZTzd%vbcVw|NY@_-J=H9-^U^o5#~=Fl#=^e-fXS)dO^YGZ&SFKe7x2`u?#ZF0+THehCNHCatN$7fVbR?-HI<-p+ps}V(lXFXIqBq1e|{?PzEM9-aM>x z-v<6(fT>A+%7S7B%rQ2++9`akzA%>(3y}(pj-_M#v)GP%zc4$&eW_g9yFHEv*R3D& zg9L)P>c9Aimqn*n*&gJ2n^}+VRD~2(ktp7pqSj6lb2}>T3K*P+Z8hjoK`G&`ikJ0$ z0s19h&@Iyt&JhgbCnB>hjGX*}bG^RtA9kD#Ni?r&G3L{%_fLoG6uTSIH_BFPAU#w! z>s_kXS3D_QaMxiT(nUKDm1W?}{sjANp>D-fRZ23&*gH$5K9CBTDrKS?MkPkf-gBUF%${RvAkc>v8+P zx!JJB)&ayw++FsD^?D4{rGt_EFx%%S} zPiu;C97=8EhsjdCqY~n>pE+cG@uiL44}_ucD-&Ohw%Z9;dKZC@6vrIXn}Rh#y2EFh1rVkFyOJq!|PEojjB~9865m~o(hPNp)$Oc?pnygp1 z7D$_kZrr_%$NSuIE1j^gXdsH0Pl*-vZPXcU}j)I#yMup==rz+Xv=2VXlBe*>)sP6ngZog_hhsElFsXhE? z(0UR+BI{Ke35LuW8N=1tPnLGx%5}7vZm7v3*77R{+%0gPz|$q{xjq^zBPY(&jxmaY zBfPMA9$60wLt#a_ ziyHTXOCh!pR?znzh+;CdDpR1rk9aAO_1x3CPV->raXn%#Kf5$ZoS}o2D>3G{6V_k9 zdm}T?uo2fEbory8^aWZZYMFNxjA8KG^168aJUCT*7L4I(Qtw1LH$@xZO^tn%@Z{c0 zaRGg&BW2*!I6u2uPe*Dm_i6e?eK=A#5?-e#M+ro^1q94~l^<#QW48d@k{-^7wb8j4 zVz;v-x{$5~h(hwiJ73-|-f+yvOi+*sc@~iWxU0y7S8xVTird%oTSsib!9!Q&L`-cW zqOw0|hDG2&YIzW%p``yCHmQDCeGR@%x0Rk!^w0=r@7U!>N==z>?a4fgtPe#v@!AEZ z+GBnkTd}z{le_buyx^4z?e9_6RaJ%O^=H;1Lb(=i1e80q63{iYXl8_Ls!&_%r4OPQ zX7lNF73Yv=R_p0WpGxKINu=In5_5e@K?|NgQ2<`^K2RSmX&ykzSRQ}}#TRy)p!md;3UAJ%J zx`KHDYf1Yh^RJaTLNB8^s_sTAFxRoepV}RaaC$N%TMG4MO6As`U+F{ccHZ{(DC5LS zTRtz==j|%e(7qbV8ll1Y;g!D_X-({M{}2{r)w(ggZdjKpr^C-#Lse+fz9p zd*l(q?ZjZTFU8h_=<|)zk4pBH0A09~N&)ukLqP8WI>5p9P5UqI%$IW?Pp1DsNR*@0 zQe}W2a;_t5AG9Gxv4$9yX`Z&5u@ z;ch{WtMA2LeRp5sY|>~Kdczwk_+x~LXQgd5uzYw(GdJj4TQsU(+3Qz`b!KwNi+?2GckD+!WEaWV*CyQE$6D*WBKu6WV{QS;j~PdX3PZ+|Ku@U7Hrie{BUw zd@H$sy}B}fcA5Mh$D)XYZn#EOo&)ac;5tL_w@7r})ozurfw-UOXM9tt{B$@t{jjJ< zT4O)*y>cw7K1JB0U`K;LR6={^503!yz&<%Fh^v{)5_7a1%l4P&>4{v{2s)t5f6{b$ z?XNkEBr2|;*br)!4Yyyl-Rv4`c)B<6V;-zDoqp^is%$tyyD)p}x!jF@@L+0=93l3E zH4^UbZu>q1HTxTDLhXY6tL^k&uE(oef~s%mrC$0*+HX&f{<$djpIoL~uCClRbITpS zlp>fA2v8Q^<$3x;ma7_r?OHK?-Ld@#M)2{$!)#`-#{l+@7brRSMdWj-ek#gN|F9LZ z3mo$=*Z*PAhW?2@V$RCW&V59vdkw-S9D#l^92>vy>7WxV0eso~T=GsfXZ6Y9n3hHV z4OGhpBaKz})rX7MikD0u>_`W-N4VAbT)$KghR|8)KeiwzR{YP*u| zx^SVHr0UVMzSgV$y&;sG0-;(pS*oo@C(A(9bUyjrgtl;8-*eMcbA7KTVF@*OuM<%E zE^CmpZ);TJH$CuVSg>?!)}=jpR1@)N)gwaDYfuhWH%7+LiYe9oroKLW*K_pCF*n!q z&_Z4nBgvHj#V~EFZ)+4?zAw8Cj@Y>$%;P;Y;bxbPs4ieHm@BE#g6e=v2;YgJ@H4CkkYKK_c>REATM;mEy9X!z$r-*9bpZ;JB?(-qQ6xJa3dRBO*%MCXzIU!E^FP%bwNw*XRjAyF+0E|L#gqIOeLlI0S77G){= zj!5BdA1HssGTyUywB^MiZyZaqb%6N!sI>1(@_$>lZs@dXUnBn(~}}@4Us-&NFr|Y6T98 zydxlI@x{UkD1M@`HA7-)WyKZjHGXmfE*Hvn5WA+~E~%GZv`+qjd@Szy?)7^eoOcW8 zYJG@eYzP%$m@r?fhnBSNP3VVqWtCbZ{XW*Fmt_TRbfL&c4F1Xve#NT z?`F^eGu%Ma;!(c(uqs0jTtytN%3`*;ux#wZw>>jjgjA8#4XOy%dP8HW|2Q**+X>@c zGoU%CQ?lbQVrln+YbJ~&#j!hnjn4@~ie+e?tr|l%SEOP{!C8R(r}}h@|5@5+MkhB( zmZ!*ig`lBt3>wrQ(835l8<~LX%usvpKCuQfIDaHp{MJZZDa|!74<>CrpG+dEZ1J;A z%*e~yZFo8`-K)yBou^)FHwEx#!%z8$?x z3G{jS0VmpP4cD+b>R9gG0Q#Ub{srp%@asorpI4vR;fZ4DZ*cOHP<9VQ4zLkJw!T(- zVi}+O9=cc1%!g$gK5LtBma$j;+;YV;_*WziPQaBN8_w5Aq24YsFjV9f2}yhOSR8dR z=A4QPV&i1?t0qd3O{&63HeD5PQam`^l^JW=!e=6}JGZ@H5}H(<2lo_~ClAJ;^9Fa> z%|@CN9Yn5KH#s_V3nQ!OJw?xS2S3>FSfEG}fZ9&2@0?sPi+;vVsGbG>?`&@mfn1+B zK)jFmL%D1)tug;;#;4yux20SO>tt_Jg~p=@6nCCi8~NkpBex;SZ?SkT;%~b=csEe{ zM<9+DvkhC6OtURE39o+7KQm|G&EVu=+7w|xke^SeIEr=P#i|7Uz`_iu;?mI^^+lzS zWeY#u1(CE%!A*{NUBW}T7o2UXsY;2NpO#Q{KMZ(|1sJ7z(Q4`cQQ(YE#nRhZsBjNq zN&f|wm%8MP!$G0FUW_-Qmm8Ti*TV68{v#QZ_v}BLRGWF}>kOm5o=|uP7Dk8-dvMAx zZiTXy%$p$&Mc|iOAd((|mX0IyVR-9L7d>SBJ?-u85c_)ZrmJILTu9)937_b?OGu$_ z2o@ue<)>Cud|DEub|asmWcAqG0?Vl*H9vC57u+KEgp{&w}fbIO;8gegDVmi|G|LB)GN{7BeMKNuOYgUzqm2+~@i*#{qx>OCVWYoJSS4BCd z;GV>0FYl3Uoo`>0)vmYox_cXpTZ4;!%&dMbMx^|2h#Z{E!&a^j30SZoN0(W~TaJEpEPixv8Z^23 z2ynwJTa9KwCj&+s$V1SV`=gh2cyqSEc?PC2hzx4F6<3AT0EttPepbHaoCS}<0wXnj z(OaXolbm&#fXf1Xa5}^GEMk)JI|Kkn!LDZLW6*WqH)-ox#~^yBY25Hc1;~G91(2wh z8^^ft$r4zZb~lnWhn0!#s9;aNWs|Rz_t8}P)yMMgSGktP>pg-s@3ABjbMCh=C@_S{Ss#K@ z1Oud?S+{>}vEt0N#iQ6jSj4ctnfbAR z!#vQ?Ap(+t&3pY4Z!hH~0*qtdaXl&Ul@@{vw8A)r6wNcW?j5#@e3*p3903~$q3=;W z`xbmwhg&LIka{JK#r=m9IZLme-mp2_<^QV(ct5*(Ddx20eKUli{Y=Pv_Jfh*b%+B{(rLErIAhWjARDnY zB`BhLA~(KQPJgQ=4=%x=qKqG~b+3$IW@OC!yY1{cujc<`0X)REPC%JugD0}sXwTPE z7=D-r#9?cD!S~!+8H>dy4@swH#WrZiI-@EOWr99Ye+GKe-B{oTT)&U|)ZKrP l^)coD+n+7|cj-AbH1KQUpJcMKVex-F6-5n&ve)LH{y)rR9g+Y5 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/beb96e74-a946-4584-ae02-9f859031dc96.png b/docs/handson-cnn-tf/img/beb96e74-a946-4584-ae02-9f859031dc96.png new file mode 100644 index 0000000000000000000000000000000000000000..99ea85795ff8dfeacfd7bcb3a5418863be42bb77 GIT binary patch literal 6472 zcmaiZbx;&u)HdC*u!Quoz|sv80DyOc<`5|X>{BbJh-Sz1cE73oG&8VTu; z6r^6?@855}`JO+{Ju~OI=bkzDnYm}?qI9*@Dan}0aBy%aUp$BDB;50A*9jMD)co7M_F2534691vXbVAAfF`Eyb&^I)<{mzNBsH zIzgtt8b!fgCV2B|Jev9p7%zJ#sYHAwy9PQxn3kF_%RfU7V% zdzqWl`z}(gnPyA2GCB73S$pW9@PV` z*KC|BlYc!FnWv+ex*Pc*bJQc$zul3jgJ`t=va+Oj^oDJHzsZC<$A|PdxHtU9g-9(( zfdZCI&)600Jn5^BKiV}A7wxfq6cgo_xH*cKtJ=6a+graaLIieG&DP=$*w>9(RnD|& zkKNO*VoelJiy-gJu1&v@KK2` z>W>xqveq+keHuICZf7=%r9M$gvMg8hr+~PWsYWW8-hQ3!GSexz-$iIlO=)^ZQ!HNY z5Wt@-ZROf?s7vTwbdTr0K3xe`a1LM>0NTjC2LXH6s)$?oYXufh0t|-Fii_TV4j+Uu z7`5+s{0x=X&xB+5>>QI6wDa**10*IMftT><5R^%%td7p_r&`Y>;)Y;K`fURUEHbGi zz&jj{<&YjNygg_UyO;?bgh7nNdJtglpf~ZF(^cDyh${D1-4<}pwh4ZOAa2dze~E;p z=n=OV&GQqjH!TylAGx--T0@>pcrUS~qTUzo2%$r8S*}OXsD%p`lW+JV7l`s+Gv4i; z!D?al)=tm5Ct}&}P(M@R{NvClBax=~D#t^Xl`p4}V`B|cT4I2$4V!qrB$TpTt+<3< zTTX{p*w2%h7nOtvqlf|6+bqw3lR4B#E58H{$8BqX<-4RlUD*k8X|hQ|1Xz3Rn*;Bu zs0h!UreYP1gkDL`+xA)DyRN>3l-oG7u*c5w0M>|6L~A_`Ca zeD+k@eUdGMbo(W{QC|(=GtH)h_LL&84i{xhsh5!T_?;Nu5;q^t50djthN({BH~m8~ z`1;q3!_%=+Dv-eVQzqka$Q6~-1wEFHzsQ080JRc4pcKQ^9zxMlcIOKVPuH96re_*Z zHzY)77bW-k7$WO^%lQ4WqkNG5^H0zslrd)H41sk)xd7qV?G*X*ijkKdM`cald%9Be z5P*}s9Ky;%rJrKSl*NxvNAKJO?Mi%{l??t`qRVcAvzdr|se3x3eiJ}edJ=HGCEFVK z?U!*d1H(IQ>O3uAyD~pPmN!V8$<(6Jp(IWki{C?l-9R_H6)P~ z1{TId6BM`_@A!95#Q@n1e)cz_z<{pc22<^@;zgiO4VzDnxv)Y1CKcBb4j973oFjl< zeuo(#0(j}g2u>cNEDi!Rug%1*gFR^!ycL?D1cwiL*$S zAsD{U7%IeQMht~LUE zbwFkWX`9Yyn=Je}~!W&MOn67N7#-J1FMt z&6hBJ;;No*Gi?Z=|9hA^!#J?b$8$4fOy4rPXULFz9DB z1Qq}@?GeK<_CN_We6A8eLQ1PAcz_qb9ULTm`5t0k!dXDT89Eq5(2X+|u!l5AUNnYM8Q zck3F}0OIW@5fVJ>C%*}G?(>DIh*g&&;8^ECFmQA&z`inxdQC#l#Q8D3RTOsH#@pWFdxryx#` zu4I-4?PCyI$Bw0Rsh$<-vhdlBJv+XZ`ulJGc=f7@E!hrM8~`4P+YK>UVGa>;S!{tz zc{(K=`#9-M{^B|3o`5K@=6v#Rn3(E7ffbzS{L^EQ1lSneDsp`PZlw^D?9!d@VT0j| z=y{@?nmEO3r3J@+9kzH-2zRI!KF7_RC4?P{l_K*J+YCs9qINJXytKtiXUKR)}M zK+HTeAR0IY{h(@k`oSX(v=^0-0aZL9noRhtHm3D(z|a!a1}n-nm*STv|qgds|>sEE$pk~y>E|| zb4}l329&?-87lE)kbZsiyyc;s5DCWcO2ev#KvKa1!v~>Mi*l-)C zIk>+xa+jpLnLV?3+0$b`b6@LXUr7yHCgJxDqgQ(GV=-Uc0vJ6wU-k`VkE(4ln7`ip zL)J3%_Mx%PcCrTbWqI%u>^jG?rDR+Ly4kxQ7PP%EKKk<3Nu!bJ-xW5!TFd>V6{E|= zsi{nz!a^UvE@D`b`0RNxB-Z?3*yQ<>Y)uls;nj#4Vz7*l^j3&^!GzuL3xf33EB6lk zls%#@9F9crVpZY6kFO0>SGX+NV7>e>C%v^}G?`%m98i!U`8cAGX*_*&d6 z%s!BCaJEm>H@kQFSS^R2I_H!QSe$nBtE&7W+XvGQ(=Ex?MH)1l^8zr#S)&3w<487} zxV?`PHv%95vDr0y+n4-`8E{Myryhz`oYKDxA4zc=E+I8YC$qgcBU<3bINYstu$r>G z5*)FCtCj8jK!)q<`t)w$a)<82JQh}*oh+vN`Y#`Z%C-0@6 z9}2MF@pVijq4^IWgq@ON$!?|}DeWJB=5qbhfDBdz7yQ=w{Fmk&?Rv#&RZDznoL*N! z%8w&uR;h`SCyJM^ZFVC?7V^kpUXvBF!iD7@;R=(?~!ChyE&i-fdj8j)vFK%G`+{i0qmA}KIA^j7KH zuR&%jGE6eqJ@HW=eWIOtJL$V=ehIsbxe^h84}4o_o?!4~1Fu%tjNzbUl)Jq%cA2{Q zCZi&}W&91Xt>HM(r)W)@1IAI{_4he|ENW9btyylOni38&`{?;=)TCDytqF;_nd6!_ zZGPphC6;7ynOf1@?+lSBl92Gd&K=EAVMz)cH7pzI*xbgal%V0ZE;M@P@-%~eI$h{6 z{y4UO!S1ihgq60eV5|DzZEb9+Cmc%x!$-a-I{f$y)K!$kH`{<#P*dPJRn@MDRr}XV zoZ^!EWv*-6P&f&{HEiv`a;SB+`(ZbKL1&0D2u(B7)l1991EANyEt1gd`4gxQ=G)(z z24$1T^MA}5`XS~5{p#Bc6^v`FA0@(BJ*+elPd0#bK?&&n=^t!I>)e0L^bK8(+)5hO z+|7eH?%RY~=tOlOF<%z)0G+#+9J|U@rM!XJz)Tl5&CN?G{<}Q7l^|KwAfn!@h4k;> zVO>^J!n~$C)}cdFTo@r!i~%Gj53ke?&{?L{VxXEaROMBh_HP1%lr32FwhEdWmJnh1 zu$NO|5tZtW=>NQQe5qLfbBImy0V>8c{Ci)edY!}}CcAk1;|-mJ^R#};*Aa$g#IVLJ z>Tz!4T7_2%i=D0e1bvA@Qo3ee%JGq#66ku9td^D_{{j7}3-Ea4=rV76pfdMIl!`Qo zuUMl_p<}^r;P?x>_{UBL#+-mb1UB)2bN`#ts{Wcw9w8oDG`bg^yV}tl21*)+1;p{M z2NPyynYa~J`W+v(;~+v-E8qOU2e*VsdnH#TuL+}OBcbq3-p?n$1lqp4U4#y#CfSsC zdbnSDtAPaaiYka4jNoHtWj@#XL4X&5K%Syl*4)7LS?+$0w{ELap^j?|TyjD+tA@mY z!R;WU#O2=kd-GKBbBlW;ZY7wYwjzIqYj2ZchcO4tzQ#Nvg2v;s3kN&brIe=<$1@lG z;D9tbnE%#Ou4tD?DA{XBGLPt|d_?($ivi-DNXFaBWq$@H$N-9BbSA`1 zc{(+00B36C>+7YxpYs?~v@hqSL*T#p4*x%0d&?AR*u>|1wZ*M341j>iiCyJ(W;LU$ zQ`Vr7?cqe{tQ}QyB+l3sh2$S5_uTLjbHzzKu(5pG&&zUh;x|C+>R>~y|5s%z%afcw zVQFDd(pVMg?hFGFxLz+qtIb&)*_YnNxL(9LJv)b6EEIR5NsQFwM|LjEG3gg}LZ_eA zT&aNY%nPrPU~a3NMbhB@@3I;4%JAo2#=pa8sb2&zeR{iS;6z8A6;AMu2F5U*><`dh zc;llyjs6vDBjH7i$iYLp)W@gkt+^0j<%XCDwrvqFLI+n}o#5&6%G0XkrNEY3I_>1` z?{4FI3BKx}BuhJyw3j5t#-^+e(ab*zsQ>}BhciqBX{^WOu8i!D+sj>SD|(B(BT{oo zy*5rld<2QW#$84#xsqziQc<8E&+bRMe}*a(#3w{%d61C!B^lqa%2_pZVd_HySTws_ z4lJStb5Yb2>S8_G zPs@|nGm}&#fJQf5wu(_-&fL0U=wQ|Uf0Ni8KhXMIe?34n^r$`4ZyvY+;W7Z5#kv;1 zU8nsG-=WG4U;S=tS;!R*{F-mf1n~KdRm2xG@cw21&imkvl;=g^7Uv|790V~$f!MUJ ze*605NX_D4MS@}7y+5V#Z)WR17826q&}^3RzQ$mF&L4_B3Y6EFmkxEj2pEHIUojs3 zX}q-hNSw%pbxb1$69)t-5i;$9?}o_7&!vy--{4H_ojrwCJy%JiD1G9Z=~-vdt*tvA z`npfyTOG^$GRexe`8^OBRdx&5EIz1xo_Tm>J_umhtNZ?6+Sk5sF^2J)ip< z#Cxf?u@~xiDE{Mwe^&)F(_plmRx z8(4CR`l);{DvST;o{4v6|B0N>oe*D1J9gyUu3qPQzOM8IkwxN@sReg6HduRyaw2k> zIPZ1k8f-;QDv709N7P)Wn?*j-+C)15T4EFT-~G-Bd^&+@-8x^vXw{@V9NE;}uzvh| zRc|R7ucN%+l{V*1PGQddEuKL=U%imgFFwN})J(P;Dn zQ%AcQKC){C)~EI;tgS1EGkp`{uw&Ir=)U4BfWMR{4~hu{TDtfjPkVV#WK-N+f6RE? z=`tVnaZZMzW5(Pp_AePljh zPkVW3X=!CZL@S0*_HbnE6bpEAR84$t7D%3286cYqO*vATmuJsew#bcVmq9iK{E1fh zfel$0lelfSVi)pLzF+|E;^>)odTTtzyx(v0_Cyc!F=GSOMXQa7^_mU_@7&j7`<3S% z|MrS&0;Q)%%4eXPsg}5#)zBfNnU~1fC&crH#y(vlw7Dm>LbzQ&uRa~O!`@N)uJ$Vf zXwPj@H3x<;H^GT&qoF=N=VdK-wUUz|E)1d0^fZ*JV8}FQE#cy|I0;8ony{N80K+4b zBXPZ9o+Nk_zVh9$&!lXeN2f*!`p+eX!4%&MC$52ph3eZsT;z;-~ncz zED2;kqg@}oeh)|$23`+#`?`%1q01a7XnSFr2^Q07D;Sf3S1C+zEQEob{$#sedP$Ry z1Ts4P%u!2~*tAv?9{EkbNy%uD!aC@G_oNk{su}Ov{mbQ}A?ISeO<~OjLtPr>6pMAG zRD}qbLr$A>CChw-a_<-^UAcxz?_Pc%sYPIao3rajjXQ)?Y>SIB^P{P%jIo;MG{W08 zyl(!U40PKUQnod(;#9uYBET}UlFVOGZlco8afIFSm_NYFgl447C zXJD3Ef#pmog_ZH7Mk*bMC)l?7U5`912-)<5>S}e2z3q{`XxKz?|A)sIK96||X|?IO zQL6|o2gVlsi7xW)#Ztk^{(k)m+&OMhC;4hBIF<0(*m#j~A+d&^jMw7Cd`nv+Xp(QC zIA)D{qJYU3sr4cmCEa|{{c6m BHmd*t literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/bf3a0b45-8535-40ec-93ed-fb4ca994202c.jpg b/docs/handson-cnn-tf/img/bf3a0b45-8535-40ec-93ed-fb4ca994202c.jpg new file mode 100644 index 0000000000000000000000000000000000000000..13b58135dec318e404a887cdf9b122c55cbe58fc GIT binary patch literal 22403 zcmV(>K-j;DP)0%7@?2@6xBI zAkhAjhM&vxs=)KwC#Uhjl3{CKMqEyM^4$JghEHzn?{j~Sln;YB12%lfJb%D2$ZswQ%(%o)1 zyreRG6{M{Ny@AjEx$_&@;9>3I{sZTXdi!xaTbTzj5IX|r_@bS0{+JnQt806JYy)wd z8CW=RdaL&9(*>{FTC$d!SZxv)%iGO3=R#RkAgQQ2aL&H7kPO=^wugvvm^xpws6ngI&Zcb!)TP*>eV={fuERghZy2N{Y53qIaxP8(9p|F73jR>G)+cJxv=8NI6~#jl;F1(5Z-ooz$=gmrlpiynk|)luf8NAPjybu z3kNYtmZ<9?F-`D@T)FXp+ugB_#}}h$mtPH+pWv(J~O2UkD^(;}l1`l0NfuZXp+Lv}~$U{=ii&dGG|V4|tGa zn1;a~qsXHZFY+iondB#zyYI(-I2}%hp>La#Zd_V94%=F81)tdTpv}I(IyocvN6Es+ zD6EkG&GX<}*BqqSN_uG_T{P`2o5z8Ti0(U?gD58tPtp(5G>uT1$hyKgr)T1iz>+l0 zI8DPHPd$-!$*gl`Pl8G`{eFMYSKrYgrHYbLnKe9r;#5eS{3r1mlFiC^ru58q%V^heEq&qX4AoGRPx+RS!nk!;XDm zT@iK8rO97bJD9c|F80u8`-#JSgj^x$tF-oP@F21_>3w~9GN z>x3N+yIrpr=OIjzuH=%8GvbW2`QXl6bS3nY>uR|Xf+a7H<{~3Z#P|YF5QT6P>X)QvyZ=(z_M`MX=_CZ5{+U$exV4a7qo-C$|Y!8g?M zaz2~uf>-ib7CM*6#n|s2`f;)kJc4uh1AlwC4?_|3BOfW1c?OLWZIN{*m+;ZBmog~} zd!OYNKp1UE<3(J#PJuEyS*Oip(Yz2jcfaq*y4uqN51eDvT!?XelJn(kF_nCsq5-^L zJ__B|Kx1-nag!z7@5kCrLz?tAi^7fRG$&5otaJ!-oVImcAqlpxF_lO9$Mh>(6e8^P zB~ILKx7&j@d6~Uf=SC%2#+Kv{%n5kGufvJal1FTLp1SWe;-%9e z5$k9(>lJbK6B|8)soWhR$#-@=Sq!)fo;+Dqy*!C%@3T~bbx2W)Y|S|sD$}_WO;j-P z`271}H{QZ?yg>HsBdcBX;P^yRw>Oa`=Mt}VEQm8JEZW8q4~nmfb-|!<8~HCVZrIuH zJe~0j_*_J|I}t|{969HqS9>@F!$xJ2AgD%+cAwXfN0TjWeN~5VA(rnOx3^svL`p#DAT1> zQsV~W+yuc~bB>XwVnz$)=-rkRwHRtxxvgYpRln}K2DF1SF@@TM(b9E5Q zTA%E0&R>CB9z@Tf47$|07dpAlWd444xkPcs9wAhlH_Bznx&E{Rx7=8r>B%9Mwaa8O zm%R{YwX-8|=Iy%&&Z*37oKuD-+WeVKEc!YWWou;<@4Lu2h~+tCbucL*!%1hUtf+Dp z{ve|q-5EsAT7(C%m$DOXQ|^bU3w@H0h0f{A6CP$1t-W8bV5dlaB$eQt{U>nlI)Qs* zr!JT{hah^xvP25b?I1j-scPjYVTYHtux(lc`k zs87KT!dlwPJO$vG(<@(FGr;!l7Mh0uY{@ykHA_p3bN1PHI`K=i zDND|IkqyMz>-XB%9+th|G4?3aMQ=wcRZ1$2aYmi_I-{*puaLgb*i|sHv}edINZO(7 z7OA_QjkaN+SSGV8$elX)@blC)?dMA8Lgbu6aF`n4wT(!m6p0?su$uViX{?j z>Ww%TXe${ugSx>f1D6-&vQ5(VZ!}dF{aIvp_sHYoe$M2gixEn(&^g)={uMIHfWLFr z(J^~_p_I<`bm9~9tqN%!LqKxYUPwY6%_@6KmQqeZDEy(L$AOpu<8nlC%{ipVdOaAaJZJ4yWOMUNDXUo9U=>a23g9D+{;|kas-LA)NQH z!cDi}+@B8pEt9ddhn?<>h)pr+nn_#g!nRQ#$qfn!qSlFNb;b5Ei3<*t?<3T3JMq?t zL&C~#Qz6b}n@oKKR);J?yHAJU3nrxz2t`#^PZsH%5eI#r%%&dbz!@rx^^&;V9<^r# ztvxC;NLbIo5>BkbzQxXcu$Ig{yC9a(cPJOF8Voy3VM5Na4THKCxYv+zs-nPPBL6NC zd8lVvsi=o1yfYO(q7~EP^DCs0S?v9?=V-R7tL>xSk^jNPSs*%@vGw2*lJjcB*|QmO zqv_mae#k!CB0*Y<6LRk?*uYJp0!;-u$srW%gLsXj%xgv#eNG3}O|GpAm_43GP1 zH}p!j>?PX!xR3R6pu;vQT zbNo&|Gz|(`XJ-BHpRj}Q9e1SpoDz zbt?Z>Gw@hpR4acA?$kc++v z{rMEc9lAQt--rEa2N54fv93QIpqqJHyuK|t2jV*Wh<0a;yBzkr!%qGH4#C2A?}CR? zE3GB`J6?vpgIbYE4p#@?Rw#CV9}Czti@rvvnf>*AF&++GS=Fujn{cx!HLlR8LuGO3 z{W_daG_U5i_I0^6^1}3i{hGsZKUxmd4EJF_jV<0%j$Wln@@U~h-j~hWa?;0A9uTuv z#%gcZixK^SrEhz=o9K}?Dx_1-prg<^%9aT$ibNJc6e{g~yVk07j0_5flX323ZeeV; zd;90k+ucbrH&n~_9d1IN!>) zuKKe5H54GF%kPIs-NkFCCY!2()miX!>Hui+B1b_T&)75>ji<;p;#h64ANY%@fN}1? z)O0)Dr;|le!)OBEj*VQ6h$~o)EnuR)S*T$u8eIPQG&L27Dz5Z%CX3q})7F!0!xrFuv z#Qky~Q46>ay@j7}gyv{jRy?=pw z7;CnH_b5pBMoxdX!1-vzjc|Jlu|#F&-E+Ak8=8pIE=$hE2&EwB3IsPVHRKWoh2^0Z zbXFwJ-`bz1!;Ru%_n(v@nY}D z{G=s{JFvq7RrBK$3J90eaF`IuE;yG!@1tO@_}Xy(ek`EZIlN14bfSQ6w7E|!O*N&;>z>4(I*%u=43-5Yj5Eck3f z&w#D`#H%j$Lxb762KDCq^?Ern3LM*kHLAP0J0~t>5C*mtPl!{MTEuy$$t=p<(rNYz zP+7n%gHqP>h;q?s!8umcUK#CxE-%QsB}M_PWamMg%fUId=42`Rx!sK>Xc;0q6yUd~ ztI6%bexoHNcgDCF7&%|=fpb*&7gS@xIU{Z@mcg!^PwZiPr|B=~&qCn$UXDDly8vmk z*ay@_oy)0nuc8O#Ayi}zs@KDwbdQ`%=)N;^wMHl;-Zzp@f1Nz1Gd#~sF z4ozKD2CnF%8FAlPMS3aezd2R6eL@`K8cz!t3H|AQ+L=tCKIClzl_TwM(bGDg7S@sj zJuG5V1Yk*aJ1U**3A?sF0|EwmZ?0jrk_0kw-SIsb=TuRGxV_)cH-vmB>wQAy=n70V z%%+U{t{T4cfpgX?Iq~&C+%dKwYZ*&&F0q$H;xNzwVZ4aMGhzf3_r|wqEfEA2uRGNu zsBH8K-i1|{kS_qll}=peN+!;AK`c=ZD8gV{@(avm51m7e1H|3;C}SQmcF;R9_KnxWB_sC+*@pJN;>wX^dAyP2gVd_kDxn7YYFMhTrR&X<_EY=(io zITM)^>cbX{8=)sm&$R#05Vb}S8CqH}v6RRlmL!hBjGp@Se%wRg#CL8tw&Fa4#)AW=)sg)%2<0`C?CnjGHG94Z-6 zd4?5WN!^J1&K_kd_pK_$`~8VQIWh@Nl9*$^Y(bn+2lF8>0N;tB9Fxl-6lFJ=RwWdF z?Ultf8n0k)l{TVO(}Lv_PKvbtZE!YV9riaW`tVS{;AGY7bn4r^bM8Ej7B}_n4)ZXl z{fPPn`TIh`IHMJbJ1;qRIDPjWfKar{+fhc^J6IkH+iMu?qq|Ma3XB&ex{s*oS(4lK zOhQrT%@u6Q|}{0bNFSBH>ae@_#@igv53iTFarJ1gFp^0 z;u_3aGECuYFH)|GLc58s040Z4DjB>C8C@W)87bYmlMQu!jve-p8)-mbi0H6dG~I#r&DO@UGC@@M7rTy;JPq?MHmF z{ic&W`4Bo-npnw^Xjj2R9$0LMt%9bsP&uUdoQ9^-fhG(qqlj78u_!z1oG-Gxn&_O= zwmzLOK)$+EHWuYL-r_qz|_R*7};7miciJU_K2HK2cVGg#Av_+lszI@AkB(&p^_Mp6vq=2JQ z<`7>ND`3@d2-8FJ_}B0e))3M!#M#S|+F8^EX7pqKJ)Jp+w7`Bv-bB}}@uk)ciV>G< zejCJ9XujpXvjrnrH)^Y9IadbewFYv|blJQ(qRGScdc0#gib?rt0_Qjxo+K{N{L2uV zU1xW5W+aL@OB;!MMU`UoNzN0-cT6Tb1-tQ^IK_{)DT(W2&{&u5!s>$ao1xu}!ZbZX zUX@CA+D^MMWfcM$pW0KgvmN%J?Q}h00*%bWpiSRn)BxS+^u;$VsderBxZ)fV=I?Rx zYn}_NX!o#Cu;cjGk>lR>!2RuGv7yLjgb6>AzrJorAlk+~eK^M%eC1Bo66-Pr-!s^T z<`o~Vs5CDd42o|c*~d;YXy_f^ujY^@R05{Xh|^BV%sF!iEd!W?56Wt6ul};u>6{yA zQ6QK|3MSBMzPFesoxnKs3ekVu?Ym~jIK_l_&&ZOK?Ao47wa$v%6=6zTU*Tk4S2miG z-^^Ko%Du+9Gm|-sc3~$iIXGP{48wj0+BW72xV}e&nVY$Uvvn)Mm*P^%Trv_@^)+U2 zQS9>BC$p;4XldSTPc|&6Atp{=*#xl^3EhG{W_Kx;UK{tB9F$HA6`hN)3DFGGeL@7b z94Jl01nfIfZ{rywi7NvyaBfg>Xycs2dm-;$p>%thcvB}BiY~03EjjlKlgZJds67f# zs@ok{|6a_fahnvYXt^&&S7?kv9^2vgX*ypw+Vn{0Nm*~P zm{QpLI!!0aCFbBvt)>wZf&5T>4EvT^0>ghjD`@XA5bRQ!YneDc_b-Ea@ov}+8k{pX zqb01Wt>@`NY+iAkX_GYbEDAzEbL1>Us*3JLIPuy35*>mUv~W0~aP68(Q{3~Av&QjK zBW}9GI#+-AtRS9LHZRR}PgY^&dBEy4HE?hWk3YACKdto4BR(+E4UyV}IaW z>u8C}8J>Wjl*(Gxtn4u%=fZ>%8HOIGu2?RZN8%<%!X$f<2t=U0(udY~3>mm&< z`0#nNQ%#)_m^lzirHF&Q3_lSExJ?E~+cYxish3mEk#qFo>Zn5P&?c}nVL~j-4Mw+8 z&^K_dK#X!cd*K_6|L^k%^kVz+eMCJT&R~zJX{gL>wO%%LP#fPfaIV(9K+P$ z!EL2>B=dzqN!p2e&bk{c@yR7_sd8}Q76}(VMs$eOakBwlxuE@c+zOXmVlNNQ19Zn+?gK^x0bNi8* zcGG-pR-7w}>Vu8FTuLW9EXG07(kx$Fs>r%Z`!wj=Y8NYAY)vTq%3jQpp!~(k9;P8N zB8lM3eWwEFJkVyJyJMq=lYR)j@@#HVE|OIX>bhDlmqXN?c{fEWmJ0t1QLf8Q-S za~SfW&qgah&mNE_awgu)$?xDCx~gRnSA8~d&HcrU_5Bo*WsY9nA(h%+QM z)qlRT)^R-?CUfL)0#x8VUt-YjF|6%TJC)YOt-Tx~$YD#>}}=cp6odOJkf?3b=WdLyCM> z7gL<GYT;jG$YRojl_99pB5_Klf9 z?8mnUu`G(V)>3#9OiJ(r4J)TuW%^1SE6+X(4dT{@;qpr`<~e`Cq3E zoI`u*D{)B{76eJ$TpM!EahlX@{q}yon)-hpjBQ8@P>;0?_oKp09bW?j=PYuri*>lB zZ(L{sT1u+WuScm1*1~>NrmnJ7w_+gfI zJAIxn<1`(v+?r(z#7uTM6h3nL660q4qMEgw5fy}yi`1F`7CwYML%F?er?Kr?%(h^C zuhs%Ti79{}FL-|ADv{4es+%F4MJsfHQfJz{&{n6$yMTlBTf4o)6b6UX^`aB5_iu2#cW# zUdfmsT@m+rgI06bJ(6d{AwFQCzN)ti;;x(j^z|7ycQx8>E1CO(-;%6ZH`B)0m)T8P zeHvBvwk`|Ke~Q?*BF7uHOS@mVz*1?^FaB0mKqoEeqm)o6*01^7X$& z+~);?S*QP&woUR1);Vprx7E&cz*pFkF!FBt5u$7FZ89oWsRTrn`HFM)Q(-Sc+e$f` z$R%Ues#J^Yb0+Tp1Vp;z-zyzt==wPpODp~r6)IV=?qm5MHUYUS1M4K1mq=W|xC#TP z{Cm}U7M#0Wrnos!6tSaK3$vppen$PbnYiCKOZcy+N++G;)BIQvw@JT3v7wI`X}hIM z9;Y)hlCkc(GALX@pd}<5S}w&10&I~%;4P1CPVyNR3qNt=tWw1w_uEXILrbKapJH<* zpAt*hiMm{J?g?B{x-gja*Z-)mSEwA{)@A0LY)IwP;GIW{dA26*wm{T#7(vIiK+-{r zQbppfNf4T!E8Sls=WbQ8`S%9JB(Dv`y?xQhka7L}x^@K$IUMYz4Fh5tBA%5F#QiAe zeIC6ElmV1(RHeERpMkjlqeoOh?k9+Ue{o-6g60nT=WhbN1gGuCLtY1O=iS+FP`S(O z3i2RcUUNG5*4i3|(16Q|l3WU>v9g`e%%}$*Cl3ZXfOr&-@O@9!%GFuWC7+1j4 zH^6ZrN*;-e_Qi?21~ftLuKvv3`Foyid-^lRv5dZbu$97FB6(qW950t%d?t>wQ~_~o zuMr8cZb94>h;!h)b~_ARLpo(zNZh9rHzyuhn*NM9dX7(M(JGdF_T6x2+qKFidUdJL zN%UabRrp0WSGAG0J-(c{bVb~4u5n?xW4i?~0yYNR%Mk`JcjErJw9}iPK{b9O=gfg_ z{*zRabKlmEz=6|Z%!sh*eWi0*ATDnDl5=o&55)b5h;xNh&ZryMj&8~@1VW1f;{J$_ zoBW({w80ilOxfl?e;J3qt-_O-4&-Gm(W&a9`t+|A=jJWuLr}URnc)zY#Bp<_={szt z5yscUQ3P-KHxc*i^5y^3k^f2N^7i~ce<_)~ue@A{y4+x6_Oh+tKfiFUc@RrN^q_c= z%*0vPoIB8E!A0%cZJdUQn=Fa~SYL7Co`=EGz;%p**z1{!J+eD{Bu>@xumGvA?_W8` zAtoQ**^_bJubt)c&$B0BE@0+_O4oH^Qc*R(q9Sq6^PSu~+3C_;eqJ6Nm*QsO1g^2J ze&ND zY!^CrEwhLcUSVnuVmS?Mz?arAKv|Nw|MLtITag+utkT(BnnC$k(dNj>5QJ4FHcNk5 z6PJW2H%zA+dF>~IuLb9tj@A+bAUlxnLs#VjUii>N-j)s1(r3-p0njjj^R!w8 zDDvJ^IbSQlXf5)3WOZxKVa#U-jSH>-I+xDG{cuphOdHH@QB1*`QguZ%+Dwv2+*jM4 z37f9x^hIP{f@fKHf-DcT#bv)(uT0Vvap}TXdNSjjyR12t5{X|#W?q4SwWV0XxkY>uZlwa z?SXTtqpC6n*^705ht8SO{WE$WI`Q3J11<;Vt3GuV#q#?ZYg=kY$MGyGU7-q^5%>EOW7%STRc}|H?J>&dbwOM{JFS^@ zL5LHkJaJFPBg;GlAzDM2E=qa+IXjlFpAnQXV7w>TDA6ot;v6O{G>#jmjA-t;ln(!C z_@B+!N_tZDFva_ras;LOcKQ4xIO?p7FfM4Y^ul4Qg&AU`4-3xu`HS2m=U^=Rfuwo7 zDg(u=V9r)|u5&~`7jd^Dm76Qs=s}Fqbs+<%e;|rCmXZJGNfPkV^iXGM9a<-Wxc}#J z{UclKELAgVB_5(vC!Z??)vETj1Qeyg1QGlGe)(K;uJZNEpmQ8dsyU(`Id|iLZ<=JW zpwx7sv&+>)j+z>AwGsEkShirBTNJH=g{)`#JzJ?<(?{yu8&qXFcMHaO5h1LR33(-_>9av{?{^;uq(WwvBQ*MJjds`%~h2#&&KmyQp+8 z#<^q;y{Z-GI>F%**DTi4-(qD*6YE6KKun$iZ))hZXs9ky)88|RC>h!ytcDRHmHxRdYaNa?(8 z@^Zb_#q8zg&0(Mex=9iGYQAn1tdA9F_ssmw=ZbUO0IfOsaUz@O0E{XPFJ<&;%OXK4#QwK z2VwGd@bcG>I1*6%VV$x9<9s)Q!`pc_Bax>HR-t(2u&b?uo@L(e@}#vYe|=JZty%&; zfHrIk^fTuc#AN~fP>kyXo+@gnp*%EwB#UZnvckv3p_%Pv*;xf~ZqJFA*mpB+@FQ`z zfw;V(LIk9oX`;3zym^Cmr8rkVAuewk*X+GkS(XN6L0pVa#s%l#=n|A;;{3>EDI=PUBhU!^a}>XOdJcNdFHWJwHo)X7o zFt6e!ejL*RacRWYD63{^Ed$Okms;HuIQT<6(%@Gnat@t>IMnAu_+>eurrv7ZLja-< zw_;dMUl5n_tV&UO%d6_AVXIC*-bAP}{EWDgZLwSfECSvM#CZ@6 z*+JNo70SOOf^%Z2z*t7PT~@!0VuYsJ(gN6K$IP0`y(n}QG4Ex+CLE(cDlzq2C_8>X zuP_D9Jqf-D=f@RB@UAQ8O1%*m-XE}Wg>bv#9QOW-{KMiC5hn{7ip`l@zKS+JZ&t)r zbyn4W)gXs0?Ny*swv?3%gOVhh5H^F^TL8p>GF(_I@?cS_>MQ5C)i`io1+1$VKIX-H zCR~RAz>YoOESFp#7DC82aBkzg6DAVH$aq-w-%$x@h9z;hnwHn`I9j{gQ_|9x4-5j% zDRZVfG>o=tLU!P?3nDt)vf}j`H_29=xi7G(qVsVtY(LpWqrBat&j2 z+#nlJcb@m6s<$V`QV3#--x-m|Desv$6=#C%GB07N4O(Et;h9HpF0^;NR7E@n$Og8} z+Uava+5M6tDW4wmZGff^=FBsp<=ERdIeOr#faGM!aZ z=Gkh&Vlx+~sz#<6t)2-GiDekAD&M|JB_+{pz43%-?{nvGCJu|}I#XA2t-32!wPX9Q z>IMx*-8e%iIQ87e4LHBv6ZF8c0z{XSVoU6}VK35gZ!Es;__6jIKy$I^Ah}qEsv@Nl zsPiLOSIl?Ketk+@p5_gn+LYRFnXHK;8pww5Nq|{E5M$!ul2TUPbiD-5r9NBZg+PK! zmD1B4#*Ct$%ehbQ79B8thrT6>oxlK!MSsSqn>kkoog45qagjRLm9Q_96kvpjcs116 zv)W@maZ#2H#O1)r%fW=I6rP%rUrkGNlf-gV30gWAh(mDEGHM-8bm30ii*W&-n^Q6@ z@PWIQM`1*BCQf&=HgUcY^Xb&NaZm}YoH_TDII3xlV#B^>j4%`T7UyBI?AseWojr+3 zQ&WWEeQms)J}*~~P;^{m6FNNNoWq*hw_N7}5sB+%rT5OceMq|URU4CtTT$nFL0{9L zOe1eH<$Tv~U%i}gP3$pu#AsfWWtYTNMOOWqzSbu5+=M9Kve)n0NGhA@Le5P^>bEBn zFP~_u0-W1B=P4&S;W3mKq*vvM~mpUer|TAHJ)0nw0dj(b%;el-Qo z{m}kFJR|{hJx+$PPNM4H)y0y_+@amiU%&5Kby>SLaXE1_t9j-N@q62LbOn9slSOs; zoO38VIlx&@px6a*KHM*%C<)2jsyI|>$=%F?sZk(KQ|vnI%Y^{`v(gELmT`varRSQ~ zg1DB2zCA;UMUR3r_%gmsLhM(XRc(QyXX06BdEngJ*BV0~>xNoInAcWcyl$B!K55^u z0m5rSjD=cctQJ{*I_GXYjTJd(4m$NMjV54nPjU9kh%4KE$vOL6lxPv#Et*TtIlkW- zP*oL>Gdsu_qOj7Bsg^(E9QsEGE|L7>fpa3x6V=WE;_baDn`_xIfISg$Q=xiZXg!wN z`vOK?jK0i~`@Cga`^i3-5`icKtA5WD7RiEh1$TOaSel|&?TF>Ep�&*0`IQ^Jkpf zAL1pd!+B4zuD3Xf@(17ii~VdDn>!9!-88bY+btR#AnrPSC;;>BW8CS_TkLr_=O)*= z#PWhha)VX^bdC0MZBLwYT!u&XSTk!k%D7)}8#_7ipK*?YvD1B!^BxQj3xa{TlwKy5 z7J7BD(1K)dtYh+4OBNy86K~a-8=JP(F{urIk+G?S-6v-V-$=jiX6_q;Y*Xrr#j0WfzOI-4 z&bzv8-_3BN&FwY?om1tK^JFQ{w}s=8C{Hk$zb-kKynoLtCyuci0nvodx?JZf2s_Un zNX1eEFX!RMcr)8^*`LIgDZ3yTQ|+~FYqlz)Gi*s*!r(`PKtboU-i`-prX}ZCbJl|Q zZ13RMF;Xze=tRzK-oJ<7rLV&=S6x~y9yph}STcv;_W8Ko_BVAZF{)91JRxqQemJ6( z9buf{!rtc5wm&dlo+k6mg~YP)b|R$mwj}O5FF|VXJ&m0M9!fOMU00mjV0-xDEmdhEzEfx;F(6Ay-3nGleORp(tRKPhGd#i6x z+Nzi+GliqCF`bL(3?xov(a5>ZIoAZvZKvC0adRM!Wt7C}ixYfkVKhTnJ^1`%RS*s) z(zDT~tk=X9a+f(P%qq1j!X(R!BF<_(tD!Iy?*&a`|L-DZh;xofi%=wb-*0H$AwlJ) z+au?a<*;euXKwRqxGHX5&gUnXPiNfF#<8Sot#cf1_tPr1PFVY*ujK^`&rc;+$jr<*1cy<9-}sIZR99HY#2&=b!2Gny{$#x!_#lJASQzw;E;5 zYisEMgvn~>k`o7gck4^9d||NR?MZhIZd_Rv%A(QBZGN$b{*j;w0&QlL>^j$(Omu4W zOjC7R5Lf6t^(J-Z1-y$ae|Mq0t~nP@=`wiW&RMk<%Mj?`8EW+egzMdN*VjpV&N*Hb z+G||(fWq($tMO;!+>Z@QeVTNHEvs>q0Ti|x2btEKqZ3b-Qt1kje+vtCOU`X_?!;E} zDP2@Ymzz-=c2gYqRM;bx!X;4G)ov@fW%#w?T=_gF16WJ2=S{%BT**0hMJ2Gj`qA`G z9K0MGbFk+819m5f+0AXD`=iDo*PmUADGnw;$F>$+T>of_H(=kbHJZ3hj zM1nSRuKvO~4cT->8B}hib3(qVSefbiE?z?3JOs|!Ea7#WJAl8>9eIi8o1Zm8`f$wz zH!A09=%z8^e&Y!cM9xlK>$6u*+<*$hB@*|cUik9GGXStBo*B2~T;eWSp~1t|(m9`F zcEO1X(YA#fAi@CmdpP~|jB`m?I#k=DfmmoJF>Tyt*YGi9n^64Gb2Y)n5HV1QH# z#jNbm4_ktbIxb9kgRgVr_|*aZb6k#Ik$PK7J%SO za|+J=ljYucgwtIvXXcQcSQ>M^%wqXNfSYUh45`ZST<36K3PYu}f2?NSA2xc$IimO> zHGtCJ9B4k%RH7~)r_UyccxTzqZ!YcVV4Neyq(jWjpv>-fD|i9%PUZCEK`N6_Sf8cx zfpf3kEUNuemrd0GfEL$JD3?trDVDmFKvZ*f#-Hs}cfF-ql0I-wZ@Y>vJa$&YsIg_^IX~GS`T?ye znNO7IenMH-Riuq`ib%yFmBmvyjaN2Hs|Qq*M8wVT+G-5wwed1d$*uj_75pLGpyY8+ zsH~zRxXu;lKwPPF_l;+Y#oAbcIE5%2u__dS)pYJ`F-bIx1j zSspu^UE_?){~k%B&K1c+x)VidmP+H?ins|8RHloYqmi3^LJ z3F3l1B`#4B!I-i7*!LCZLRVVlH7WFP32qM5-Gt@!NFJzL08>0fD3eYs#?ob-Wov+v zz&XVzS;)MLfDwb>M28d0=O`~PUbkBjw|SqOIDru8f+{>5R~OKdKn^}T@jrYL@o~vN z%U>6i#i>30=E<}SV}{&h;+FUWaitCi@}-egzVBER;rgn0_%qI#1j^N|Q6oegfzeS~ zQ}WV=vt4MKPM6PktJbA5Nwcp@pYMycHG7#F8ed6{yU$x*A$^xTk8Gmh;D!1lbuW{u{ zr@$C=tcfdyI-2P4gpeSKRg??;#r;73q~g5rbq^|M|IRswEZEUYTD5pujt~{x*$?5@ z_@TM&uhC_i57#J{;M_73=YiQG5B{?VcZuTCb1A&oFykl;&pdaX!-R9jIh#EDDREdc zdw>SnRLlzC!%@2A))9P0t08X!5-|7@bV{uTLGl$1CajCZ;BuLXw|klz2uLi}@8U57zQVklln^xDGhe>3A%FWxlaer+Kx~p=;Nh zx^i@Fzk<&C5vwdo+5V6geN@iC})g+9v>z4^-PlcZ5`f>ZZ?`J6gp zQwCF)sYVp`s`w^`&oyy1aeGreQkwWL7v8n~hHsba3>ot8h~xI<^)l&m<^nQXoVrmT zFhSCAEWqD=Q9Q##NICFmmX@W*Z_c=^D1t@zrZ8EjTEZi7*FyLvPF|9D7cc-Ly?%az zxF4IJBb%tEhlueLV(GNGiX^1sGJrkHiE-X9(a;|`!wRN**YgtZP15| zXfidgOU^k|wD{-vt%)B>SU^m~*|KuYxEKQ`9=@@D`aU)saLs0fX-2Ny4lNdpL)V-a znikYue>hh27tYP;r-|i1*SJp!WvU9*a=iI!aGbqWWqgx`%O2ShxH;fU#*^Wzz_3`d zE&v5q;kYlBjXYI%mGHMlZKN#TaNrRtf<*6_Sym{N_6ycs zdD}b{LaH$1A8|~!CYCF-g}8XR--oMf_Cvo2{^IKDD(OzNuB`wei$m!rAX| zP$>~@zeyY&!7D(w*4_l1K_~dctS>E#{C=xVH?{+uln^O|{H!bL>;oN^cQ`SD<~Ny! zK;5eCHPouv+SDe(>?Zypz7FBhXr>#sxStP8~5 z3Y{;Y(dCk$D{Z=LyKK^R69TvL4mtrB?s(N^RRtlsTsa9_%&{XB4*_N_v8$49uG^0t z_f33%Rb%-<^U_osgwVL-199hna6HfC@-q^r8C;gHD`Iv&Lg^)snU-kN-NyiIVb0)N zNO_WAD;=6a1EtBh@Bt>Ng^CENh$}h`aoYIA~@@JmTY=-s;NIMd#(Qazksf!y)amu}FegW^4Qy+{FQ0 z7o+H5XP52E@XJ#*rD)GdT(fWk4{~Y0^Y0?=LtKL5YjMtRAf!JH|4~xg@kTAr|2pe1 z;`|r3H>S;OEIA$C`gEHBLxNmBBQ7wG*BjM8h@9Jmkdo(la3$$@{6bylsJMR%@ri;i zE|-r3hPOLWm!?0dER?~T;6%|mT#4;IEJVT1^Aui(&f};T9r6C6MUexmmf?xo{I~ID za{Q649w5=cId)j+*{k;ORVpu+f7Gfxh`8U1Bne%WmJ3)ntwm?a<|$@s!g66eVRoLK z!3Q!w_j691n&O-d;QmIx6bt9vLgnK5=8?OUK7biED>j{HpY61}RO0oFlqh7JNazR5``sx6wJ5t#nSDONgzB-MZcJ8RyP5Ye(fb5$BsG zybC>uwqamJrtmoMi?N)g(jvNJ1erAACg&WdThee9!_Qy^&gEhHT%3DQxm$plB1Xjg z+Y@EI2}2BCp?bo&%eh12EpyJ*spGH{ynw7TvFy}S%(5po1sme~NZs+^CdG(*dz}

zV1;*L+$B13r1{;461quxl7-4#*M|*w_Ru4cpw2EnNaZ;4aNn(CS!NyLX3AZta{F+m z_%XWV(qAFYG16jo1ROd@B`nHz+p3@z(yH~oL_n)O#_)^tvLCKXq92b=x~U zYTkbf+@G8qrm;rqhqE;E$&Qf*6Vw4qYc)@|$pH5SG*q_nJss~*5^aq*7?hi~0}%A) zA>Y~ebNf1k&f;9UkV>lDFm$&%V}oy_M<%pje;85ytAbhQJ$(;Cgf=tRD zU2N*7o&kTvw~DE+2i|=b{x8LHoVt&chi*XK*yz*^4)1UUvnq<1FZwgQwp`(XNb+bD z*F|eClYM_h%^5nEh7`!d9Xsqgmxw_mIAXZU9(k@!#qC`6+fr{!)V zsUvYqbNND*Gr!gm{0z?YcxbrBo|NzI=VCCJv+h;(Gi}YBi%Tq%c^;|pbJQFT%@&2- zdCZXSB5zTnEMm2&9Qw;B$1{afphw-rv-nEa7x5!%E>v$ z5qV1#_8)4ykaGY@()2#Akp{5k~~x?`iguH^nto|Ja3ki=v;mg3ZL*Q!^GV@9FjgM`?%cl5>9ens*0Of7cC`m?rWbP@!lB)eA)_ zS{=be*2~+MJXxKCiWjuIs%wttcIU)lrOd2op%{%g;3EqrvL}5&6%v?evvA^Xb6P^c zO!IL~iSM{GDcIj}6WAhN&Qadx3{3cF0*z_RP;d|=kDRjzUIVq7Ss`_GJE$1(b@CP%+icT!!Lw^l#(B$1Q3r+}J z2PERAbmsI%qqW-> zfzU+x`@Rr&h2U<1T*GPGE9ElFUOo_3Ahs;SCGjNxRjoF14o*&Ig{LW8hb6u~k-%N& z5PaGHOReqY7y>pyM+4E1c!!pHBn}Dl<^>VW&^JE4T&!JPs*Xth&cfIEu)D{M^?bNB z!>!!9SSEkrxZ^l&v8o5g0eai4UWW*F*z$72Mx`7Ox6x3Ful6583hp(Az3Q?PZ$-_M zQ-s0NrbGwg$_6zK6;T#hf!3NZOjq&y8b`@_=#@LvC_F*9!aUcS597UScK=#%&WO7y zpkzJ(QG5s1DWG1;m~N#ajyN7lc#N_$$y4DHJIADMKvwWuC^PDkWlcE)^hH-{XT4;& ztm_?x7Gu=wVl}-PxQix_m^}v0_@VYmntDD=_8Tt$Dzp#!7tL~Z?P&4VX*z*APr%zA zA!jUcP%Jk&%k+Xp@T%T993bC0hWX!lElzzQ){`6PLK_yU&3gNSu*5RcwLccQ)DPMM zz@gI?UkB`qheZf}Tf2LbgPYo02>ma=o$jty1is)+`ruCn^w`l{Bpz z$Ga!tqiG;umL^@HQ1!%#W9+gJOV-lQ#0~MITYXG<63!WGQA*iPYdXg@vw$c|SaWg? zmg>cuL6&OKS|TN1!g~Ao3(r>nw66C++!a^Gd(}=pKToU<@t{D(e>=l_s{#}xq->(bwn_nhr!hU&EeBJ*Bx>8uMW6hZNv$_fLT!Au~#sK z*|1`Pha$1W7)GaiYOZr-szZGM7aqJt=@w;NqVUExblWxUPipBTj*WfiTtA2&Gnc3P zeHw6S!f2buWe=3Z<>sS^1t-oOd4oN`*$_5o*9Fcw){BlRu*$$nO1K+9RZ0X}>yX>I zBoX>HkT`K}C6_2MNM_tLZ85NB?E8gcH{i8%Zd&n7P#C9nV_u0Q;Yy8kY; z&d6hG*IVNVMt9K0P64sXCpDY0nYg5BzrS|uB+?nUsoZr%)pzgg7DUb^+8EBmR9#rP zDYbB{x5lklR!zf#@6g`>`fAx~&DJ<-RONbUFaz-0&pG$sI!_?ZUB*!Fnx+tgoya*2 z7Sp0+LcM?QyVuqmQgZ~h`-eSn`U_du1fBCBJ1@f}69K(o4XY2=3fx+{PN}DA)G78- z6-)vsU)st!X$&Q?3TIUgpOMXhR><6!D)!z7T*AbY{!z3VXj!cdZ z#A%Y9=d6S6Hwy3f#cJ=^-2ygXk`E;APvd~$!#>{UkjfEx3n7Y8z(XwFHcpa)Q3o4y zILfmF=Njsf;u0OlioK&&r_8Z{T14WO6T*paX}0Q9_;AL5EvMTwUzV#Vd%fNkJ%ZDH z;$5Cka?ZXQV!glKe%D^tc#!VwHB}Hx=-h3LT>{QB^jcTD>5If|ow%3bqz3SOa1pNV%$x^J@sbx&r#Kl9 z4&rE|oM2BHrc@@r9Nx!Y?~$b-|!j1GMRK&eCTB zn!b(0VoT1s18w!2omuDek~m$%lg=4&+ejXqId$#~Cq52F-5aEG2*la*YOXmnACHiU(}EXg^bm^*C1@-BAi z#KEe=70k<1Svb5TV4*h1<+{{B*1aDN&qI_mPsf;K<`B#4WwF9FDheA3BxZUtY`3+& zC#0^wFF{`BLrvtGx-CHDHR3dSFYs+a6js7&1OA8acleHl)@0`v7E%V8k(O(cTu@r+ zoNslIxTo#@J)&}MW&MTWS2QTR8EC%lK5-4R0c}lxK~}{In0=(I%rOqvh^Ggq0M~kjNc`6+p zhHPjBaE-3q=oI~mxM(X)B>&Mk@MmkBE8e+i%V`D>2h<}6A@cq@=T%j)!*D2e^j2-- zM*W1Uzz%pT8Cyoq;v9+diS)y6A)$MK?g0>q2IW(b+rbqWok#TMuo%B-+TIhhJAP0+th*ib~lE@yQ)i z?HN_NbIpr5RcP|$*@|;o{^ZK8PAv$!XhodjucVb&p3h;9AZ&%Sf|F5fX~YfW+(^0X zM^v6~_|TREU|FID(C>@I_jY;LE|7-^vdg~lu;y=0906Tv9xDgdFLjuzhz8|BEd5eJ zykpj^Ip^Db!517aaT;=Wl(Fo>95n}$#jr>o_FyJX?eX|zndQyxD{(>R&OY5t=vQN3 zwvC(vC=t6tx?r_$CaZ;KIoCg}B{{bqCGz80TsuE>xU(Fi0B4V38BEHGwRAQZ^Bc zz)ai=b&i{I5jv%*>Sb0C0B>H~CF`QW+{Z&(;kJs8SZWrrQxg;yS9MRf>K=$Au+m}m z6$TDJ^2j-ELnb+&6FH1xqEfev*unC>`^6@9A`H&D^h@G#QhwDdNClgK`SJ6`D(MJ_a0W_Xmc%$EW%?Mal`h3bIPrkf+@+|cLmUgEH3z$YRIU{qC4jb=cxZg zM{v$@TRUA$BnEUcF|LcZ+!mNwWZi2=)y`=dQQ3i2J-v%i16p80t6(J!&OJImQ(MzYZzJmlB?QyZ@p4XHRIrsBH;y)-qz%-4&+^HuUml4P;kxGK zz=p^S0`Ln@Fh6?fDi^LNEx~n?aEc`Y*fp!IgAEb1 z@Zw$pgYsA-IyiAUl5G@B?gDuB*T_SqkfSwKb7TGF^$F)tIE)6~2o?g95*DXOoX5^JH}Q)glxY??w_50|1^DknV%-Di z7RT;ssld5)@$!tBiY}aSC4~RrVP)TubvQ^JXcL6X%l4To&?WX|1#E})xqP^MhW$B* zGRy?Q8;l_D3Hx4@BP^`fjOSr?W^?Op*0?>DbKYuIyySGNAQO4lE60?j=LCL9eDc9` zJdKLYk4{{uoy}4(ePaSBdjxhQ=d>L}bW=AD5dtXP_*vdZ;*N>+V_d=Si zrRdO8rc^#`h?6>bj@GZSu14=QL71zMvtXS)#=f7atLp`EMqTTyn*wHKz@>R0u52Sj ze@uPsb2;tvjqrKbjdy~1?Zd$(wbrTm=5T2aoO?ic5sGvh&?d46FbEGWUwD3H7t%U& zIOtp1Khn>J%1GO`c*9&RE&(^-L zIhW^c@8jt)znD*lsac@(q$+tFi2%|upPNw`3x$^H*F7lTmM@Fq3+EhPPQ>AqxtPcP z_1Jg8o-_;2!Nn0Kw+nsEMVhfL5G6Tv&hNjs4>?Jqyugd;2qfz|7)-|=^Nv;G6_g_R zy5$wH4)RCN6~Uss?!t({{@}9}7dI$@Je+vm_L~#OD6ZC702FPi8K{8S94}owSscy0TVCW}IVYWa4YBRc+ZGpcZobA&&TT{4 zs}~5c7a^CwF@Go!mG9!*ejn$0(|Js{9DF3vSkq|8oWubFTYFDQgy|^=%KH>~NFW@= zS8FK<+}A+cAv6l5bJ~^(xIXO^O0uKYcN(7ATGg*f-2V?==Nr}5S14rw0000-mRkuWQaZbLPyPGxMG~;V&TS6r{|gI5;>I8qZW-;@}X$ zaB%SF3GlIR&>uCx*neU#wDeVPZ*OH}<;-3g(9zM2u54CTm4E!?bGF$@OiWBdLPAPP zN=8OTPEJliK>-8;DJdz}4_WtcaDHfLs3_@sPj6ojS}y%Lyrs-f%bY=nAIzkLto-x~ ztu7lTdLQ|0$uPLrx%qL7=h+fZ+g`E9eDt12b0Nk#f4fBy;5sBlj&E7+5*^Do0= zFUHMbwV>rt#k23#w^ZQ4moP&M)3b?|vQ_Jw?3%-l&0{++DF8AN^MhiJY5Lwjy$hT7 ztLFyHmNn0Pw#T~s0+-i3{y3SR6G9HJekJ-6A|k$yCi`}{k(&D{h$_B%tcf~z7G;kn zgCCOPF=U!4tM#yPxo?@2RGLI3w#aiE$))0=4Fyldr)*1OLkLPeka-&gA638v0N5EZ z2Dw<_<>n#sgWw{btt}!a->sBZ){Wq2OpAroNi>Ky6Z zyhgY$>ZuGokE&EF~%NnwSf}t9N4y)?+98TnKo76F&&`0H!&v-WzCEEFrsX z8WVy~5G~iV`_2>9wN5ZJfJa_>lMz%kmT>(7IPkDdgj9~`j*d+a4iJ? z%}VUnRc~C-Vi&dKaSGw+UL|Y!)}h_g%9}bBYswjqv_z!jOW5O{1nT!2y8T-wkVat;FfGkX zlDfS4UYYp-z!?n_{PJEK= zPrLP`Y`A16H%X&s&bbr%1kfRv3aU<3T>~R8l!jnfxcq*k*xW+PcQ9-8K%7XYs$XL8 z;T!7|IrkgD^1ypbxvh7vq-SJ{aUi#Z7-wmgOzVV?UfMOTI~BXnWGtk{Kjm!C{1ne$ z%=+eNY#Bx-iaQbl$0b~&pa0DLdglt2bWTQk7}m*qSuiPt4>_WN`D*N5B_7qi^u&nn z1}+14H6`w|%dmHo!MhUx?LR_D*{6zLL4BvLK*GWJA|m&p0^sr%YOf~sxm(tKyTqm= zQI06NsH9_07+aIyP8#>|!}E1XjFu%{wDhuEfG2ma^oL$n7+AJhHNZ;f6G4XnP?3kt zmtaQa#UC{;*e`Ps)BbTZ?G_;dlsy4EVnGt^T5WEn>}sxk*xmAdI3^*Du`FEqu)CgH6IYoB2?a#c{Qb#UqvbNn(wToqGT5Qy40WZZ!*O;vx0&- zNn~QS2q=L&K_TrVQx2tK6tQkxC|pD%;9<6xhG~Z}^M@;5*@HQASIZCfnq{S!rnA5A z`Tq+eC=Bkr;lUvZ(x;RJ+=w;#IiLCK4ydWafmKM z^l^yQ-_7w0S5!dvu_YraMTxzIj2=>EMY;C}68kVRje%Q{#!zQ*zmKG}Iw?BPZz<&Z1A?j=I z{x~nlJi71DbsXB=NQ?UrQuL?5D)-4B#?n03y9?4mTn%w+4y<1uD{_~=;eNRix~#m* z*FF4ikmfc^>xvK6pbs-t0Et=tynTwdb}@)?mJAt#_`GD*xHwQ$oZCUH-P*vs-}?`J zB&9<}WxrAItJ^-sf&RqJ|9Vo_F?Wvm^Y2{4l7@@`$v%6z)QR!cgBgaWY^Kd1aGUhp zn>}x{cJa_d5*w34>WZuLx1QC0E8qQo%>4UMVI+Xg@#P0w?lSHlE3ZN~>uXOJ*g$)7 z?;ZRohgvfFORMHCPue$apX%p;3xlijFk7=9-|Ung`v`$6nrlaOM{TyQe%txg(j1vZ zm@6oig3H5;-YQU_F|N1wE{njaoRYf)z>&{G@8{vuN!8s67SCcHjrj~~t~D#8zm(9g z8C-%rM1h}-EvC*M!hBu!x9kF1&R|FRIi*|1ishk-Ipg!rFqcWvw&E${>N8U#*gVoL zghoUE!H^G#FSB(h4k6A}wFSOLm5MucBCP&C5h@mB`7o=?OB}3@l94(3z3m9MFU;I5=sgB#3xjQmQY zRoAATkLv{FOkFUG>N$$nzyKn!Vmj8sE9i53(2RNGR(mmYh*e1Yr{@F0B+`n4gl|s$`TF6ST zt)WyZwR>;|CFA0C-1F-xCHkHFE^?=;qL4X~@SvQEE`WmH`uMod$13D$wvsL^iHOe_RV?AwZW( zppWOv&cQI3UC))(3<&FqB_Vn-1GPAy3k1G?3YA@IVrz^W@{V5YSx(l)gFxYtT$5R< zxr490vp&^yE4d$SZf!M$>krob%mp7Y9pgxMkX^%KiY=vykZG$w7+LJIo7us;jTVH! zCsr_^O#c^k^|u_UR@`>8WvV^rlDL8^!B+r!s3kuNiZCVN7MxqS4@>+k;hHlk7&z)r3YydcV2yi{ z{pZw+`lO+As}V1(-~aCOpd_^n4eXg&?faIM6VL=c+_BTaV7%JM;8A$WDIDU1N9AN1 zsw1~kstB$lax;5Rie?TRbq>71;miFBhSB&;6r=VJUQ91fV2*6@s|nLMVe4;CQRlq( z*+kknv~6IugvjAHfmI-yKOW8#1jzmw%+V+O+*({@hWe2=xIkNSh~+bntT5)vj2{@J zoX4CdSAg12qFY-}Tmp?Y03dJ^5NaMr?`;D$UwwliY=RsFnLPTQ7!-oeeVTewO>P&P-js{cB;9 z9AcAaZt42Bc2F>QS%DB37&Np<2f)vQ>GanQj9ah$4W!?W<_j~Z4gIX)Cpw?Z!D zS?Tuee46y%)#ZYn)BM&>TK;HuwonJpI#Hl&`Ual|(<z*lDnpRhDFXks*>-Zn{_v(Xn=>`oz-o4BXo2wyilyiTr-V{LyZ% z&4K4sWYki=#oVp=C;}VA)ebi5v;VtYv;lav9Mr}7I1!^q(1X16UM}Qd3$V{6U&hh= z!A@z8Bmq=?lwbmc%V2OYY5ZMPZcPV)1VmX^AEDHh{2Gjiv)ir_MtqQgkPF8I{47pMS}Og7u{;87g*$B zt;~sn^bT5x{Gr=`1rU%)qVHVp0E1?hJ1~O4B_$fK=)aaD1%XR3n%hKcAbyzsRK39G>u9vGmma}8H1u)tz2UD=r z)B~B(b&+C0mL8FniBd)Q#`bAw^?9oLLM zr6I1K)i-L`5hWhn&4_(x{(pqSd8_uH3>fGaO^?saEyj-vA&sSMbpE)Uz~|11X+ zF#2EA9gCb|nTihoeV6{9FK(3T0ciHhtCs(qD}HJAddPD4-E%?ONsyB>s|+bRCCI&W z)^~-OVIt9w5PID<75Ah%Z`$|1%sv+Wl7@|;&iD47xRf^k69PLCM!R6-U27^Q%aIb@ ziTT*gGswL;hY5e^aG&ckf_|U9PJ|v=g9}v`B1vx`y__&8SSn!wU(os!fdL_luMb8P zuZD0IapiRN-ukuax}-O6-4rkMS=F?tjZYARqR8bf;U^2fD5TsBnUIOs!A?h$ZE&9) z5wv=+yQBHPHo=fXVUm_v($iZ8uw#KA5ty&`=Y@du!b$7=Y4!27Xi$#!*yGM_nN?pF zLg?GJVe5?{T~MokCZ>cCEDJiV3dSczn_#Dl6%|&8Ec*ue&arD{5|l$NX@He3{io^w zm1EzFQRLmKA{x^2f^!~Y7n~WTdk?!bNJg^g?Eh@$H_PCbJ{DxF86E4!>NGPbN~L%S zyW;equXhj|c7^)>Tar7)q*V9Ac5eVgn{hc7VMpw5&;{I~a27j@{8D%76wwpN?D%h) zA1nyI`>r06qv3d`Hvci2ffr30eE}xL{uRX13SjKfZIeXMZ+<%|SgW33p}+>GSo~$J zOqo!f5X$O{wBIXqD!|UrDGNNjb^|ykMORTsQWW0lr4WI-YXFu#U6+Z$Zet~^*M@}! z>DNAD&PFA+qu9K&#$_C*E&yH)eHg46pf5w*KNXzl-rkU{Ik?KbV;`New1T}5^DC8Z z4L&Tx9=OfDuoSl00G?SEXTF{N=OH=0Qva5l6v1m7#1U>Dw_lG&4y$TjfTC23mzt!( z{-NbCW4V3&IiI(#o@oYn0!9N*H0l<%e?@PlolEQd; z^kicvX&ahLmO_t(j?^0F_ei@h0;oaF$MnckLMT}WW@jhi3>KUD6`AMo$dQ8@_!tP> z#YNJ}&YnV|(d!anbPCPcNl=IBM5p1)5d{)yZm#l{c~94SH+y*pd9Aq7KH&eDzU3Zl zuNqU?5OH_`uryUl+2SnnjBa0i%qpE&58nAM#VJ(wl~+n0Pmz}<2ffQ(s|-qC>QFxI zGIy0r{{GX{+xK{q4lCMDtXuXgr$up-np)w)XPsiC_;DKv<%R&0M|X2vKq3|Y`)k8` zO^e|V680;D>vsDIzMMI#1HeIZaJjOw0G=Hpf?@crn z`u_fWh8h4MMlv`zyv2i_;IDngiIko>4h+h$IOyk7XuwfG?p&(SvsKMhe=HBR5Nhf$ zzQ)e)PQ|D(66xL2G!aA}U7MMa!ZJ;}i}R>Ghu6*HfqLvGqb|mYY37DWhsq0t#dS2Y zCL}az66s@fGThgDG<{WRBIpZW*inm7CjtoG7xD!uvanX2czB+7S>mY!ck6POJWgM= z6|OF;01s(ZmK%@QaMzHi4G`u$5&7=?9Aj3D)!`w6?iK>1t6OS<#xWnvH_*nO5WuJI z)fUd_^jV(C^X0cUKx8{Js9x5)>YOYhhYdSZGgx*~V3qKrC!hyfHKv#f&7r($d#mB` zyy=S8cQeb16qKF%EGKD&wUn?wv_3FDG4Q{|f|x^J*o7!gsDcjzo9AB{FpLZvdf`Hc z<5FNTn=HBKv$!~PHo981fcTv z_=j>Pr0NTJ-K>c)iSr8xyeaxajxpj6HM&G}EUs_Mg3><2{s7+9P@E=X)_Kv>fmMD- zpLJy7xDyX|*(uTR>5rzZkrXdd#@Xyd97^iu^uYHs$ z%X@zFaxtr$C9^PaBki~eyVmo^o4Dxx9r4GipkwHh6Hk~4N2OJ)sb^veFn@NIXzjsv z+)%6K+Mh9u^Qa#81Sr3`$KY@v_H&gEm`C@b-F){+n+(eMX9h6(uWETr%xHt}W3c~7 z03jGEiWjOUE)!J(IcUO%B&^8%ogHLG@_uzs%oBM6`}bVKT-Y;hg#?y}zOaRjy)>ol z#6n1iC`3wSXqyZ>7W8p_)iLsHlAgG&`;?FP^FE`j{08MzgD79R+=u-3_yws~U+Brr zjg<^5W29D$uEKZsQ`xU5Z(qP97@8kroKKq=1KnFLNibLA$8i|@@*qjPwQo)MU$8i; z^DM?SBf~N)c0l=pF=RAlnmXg!4dyQhW@dgR#~wQO&(Gr*<~`nfR?tAF=VF})caSNb zx^Hl4dhj6;Hia^w4uA90>~E{^1>&?x9oSy$=bi_$ zN8r%-Hl}be7J3Az+YE26EW=z@9u$U*8tEPCnBKb}z&f ze6M{I!NrY~V6}{XACIFUc0Ht17t?fjyT6!Y`U2aN_?SLyf*46XV|RQF5s8|aIzP`D zcjB3M4!}iI+OD>OkgiyxuS$<_NAg}1aX&5A`UYNx_(;!+cD zQSGq=_-5gTefXBV6MK{ZK=a+_Q_H+-?Ic`JyO`L{Ihs9Oh(DAp@S}@Q;OiD3^2!J0 zecf&Q-!r=Rh8P3RRxj)odNAQ%kJ+zke`a8ncGrmj2nAkYEY|pUet9z=HFpTvwy@@l z4SBNM;VywXP5P>QB*9|jqkHQQVLhqLM;RccJ=iA)bF&Be_mJIqA&%R zlH?foosqY)>hqs}+Q5?R0z;G}`E|SEOyISaiNz$lc7>P55M5FFoYjzB*V&4bS+c(XE~RUiL^`t{%d8b1UMZ6*V%F58By* z$mYBzOhZHh1t0{qahrYs?~(N-0xyRs234`P5+ZrGFGJdfzfCs=jhb9#pEUfySun1f zuW7#Q5WVK}MQ-P}p%OR6+YlWSR|`1{{bX$px%$`*Kb;Uga)-2-Dcjv9RyYg$j}Dz! z;zBkBV71Xr%t*j5r<Cn%Ixz2^;??&eTaN%JsW{I2*Hg7*pvNDoNNd*|$OFYoPz z=NrWp=WmYw9ihLSGiMfnBbjO~k`8SRf-B-CtiH!wvfu60wSQxl>C|^mYF>hN>l;dk zGs>5SA1x0*B8!|^d1vmDP6TC)%8Y4(u;@)vO)VESEVmms4pB%m%fX8`$OcQL#a!Qd zevy*&)bsIfi*g(BU|*Za@OAqWNZSiNTN~-ck7j-O%1QY8-rXjm2s2Ud|Ev8fpGuxz zSf?)DhaOzD>(92M-2`cr{>F3EB+W#N)7?C#C98gPR!J0U!PHm=;dAf;E3?-eg$>O= z1xU#fERDGRk#SsgFeV$Ezyn=;7Wgswd?rM^anDfpK!&aI5|uYyGrzq_813a`T6wmt zu-^ztFKt&0X`dq7T0R0t8yStV+ThWJ_63Y#GWFNZL_+gInl3w_AUu#q#4nc26jP0W z-frWU*scxF(!6}BMUUFef!#lg{i(1!$L8AdY*JF)N^27-DDW2s)VD6tnEz0J`?Jfs zD@f3*;OYsrpqiQue8YV0g=Ypa6CSiHv?b?<1nQwlAEn7lko?p4L&|^!M9iiCM9>MP z__*hhi=}ucV)B>@d{c#*T0PowRdBw^^$Yto#O3oKfn@lBPvV$>c>IL6Y!Ji9`qw8I z58(RBA^SUv-|Z3Z_rJiBg?tiXm5;A;P{Y;Ow ziD_M+_2o218;v{CC_;n)H*6DZ?Sk^A#eb3B0BE7>Lc3@!;Py zUTa`|O{ag$S8rh=jF>%@Lh?xZwW~1pNfhn@EN^3&28=~b#Kx~6jBAh`LA0l?hfi&N z<9D!GA8DtbIK!a;z!-Mxw;+r@7Y7Hvnd-K}cbwU49-vBV+>lqivL71=St?-uWuyMI z%~Pji&3Pdy(J1HpQdYu@Zq4EM0+Y2DzlQI;s?IiqhmQ*d@E`28tPJd|i_bAS2C4e@ zUIyQ3k(~5xQ6L>w<2F;8Ndt*#aV#)=$9FNZj z546?l5zSi@vpm?-3moA9%O(t3e=Ow1^Ukn#TN5MaOHegn`b($a0zx4F%tGz zo?z=UNY&UQPj)S6BV+G3X#WUB7I*!tR>kpqU6x|vNQ&NU+fT;<*bxf-z2A8hv2=&`d)M=IhBGvG2UZ0bTq@B$5-e4%%XOLAMixYr} zWqXaF3otu=^l1q^LZ_s3K6T!FEi3>B%*^tl^ZY)Hq0^(>66%V#wpNCXjb`zn*ih$8 z5Ef0jaFrmhvEUI!G`tZ2Jt_=3QWg{8SmzNJeN&c0u3_* z1k$KMI1kJ)!qLQqjwmqwU`5ldYZZK7Bm&sVL(=aUar5f#tQW+L75W%Uq4aa6_=!xmQVwtKZ&Ti{Cs((-w*8P}5E9~JJ5c*s>mb1|BB%c#0tnG=zN zDWL(kH{It1aUlqgIU?WsS5=JPe@p-|q)~)!%zxalJ{QUrQKE{odlLo% ziRC_H{pPqW&?e}t=08~7pARqqbxvuAzT%?fD-a>hZ$@ch&uBv;khc_KpemRUG{T;k z75OO@*Gb1PzFa(+{2BZceS`Ev1X#&-dICaa+%rV{g_9zo&5)bln3_fgw+)4mN>`)5 zl%0!6XI|px+a?VWdq&G*sfBNPV~7>^IPTgPgE!#hF?e9s>qiY|+tG0tDrM#PR3(`n zqUBt<`v!u7ABd<}sL++-w6L?!1%ahqUt(htK6qqxM zm_C6uo|zQQGC%tJG%$fi;t4OXmxPon{u{v`y6tQg^5|!gu6+TK^@3!_Sj#XV41FN& zywxW5^PU6-%;oY+YDU9N?AzzJ&Qsh%c@rMJhRPp=i5J)OPb}lP^s4iLAlmjfPBvdO zsAIDxK7}afYSF%O)Y#h%FgUkFD0ih{O{xS4W(s~o0j6U4fCnjdt0#UI@|`0Mzf(qo z6+G8h8;R#RWuQjs9?wo?{quJ9WZ_#ipeLZ1|N2=GK7k+)2UQnWc^}dkS@yEDS53?UI%W9#wkE zYi8RY-^7$&`IYFZO`oHrvdJd$AoxME?_-Dxyl1MgvgxzU+?~ObfWE!ypKZ(GAnEgV z3RM9R&HNrtSY;9dlGnK;8|lst5>0Kuv?vdX2&7kz@9BLxuYSA1Apj(=y}urJN&81I zMk~&IK-A^$p@5WDNP#-1ej*}COWFX->$^5;IcJA72A+elM=yhvr1(SY#fHBV(=6#0^drP zTi=D##e`_#hU67h)up((*%cl@A>S0uD{eIiT#$QB#oVx11G3BC(;D7W9-f^kha}JW zGc9llZVS1|ZH^avK*Q3xI@n520<@k~H$J!gjQlNM%WQy61~Y)T7i`-rkwbvWsD!zf zxmMfDzfq%27292XKhMg;{uGmZ=1B^dD6Z6{<3vOmr5u%gn!~jvo*E@wayT+U=tT?p z+Upu(&qB-<1?*%27ip!MNLQ=m>f$ddqtKrZ?&L@nsgf!~ovVtpIQyiuX;tK#7=Gno ziAs>?0A~s4Xy(pkE@dL~9;j|dM#?A<$}%e73DAyyt$N@G;d2r6?qX&%sckNVKYwD?$(L>QYI{lsVOU z2O3uuMc}{ugtQHjNF`^HZr3n`u)Rc*!&d}Fw&=rkbfe-PJYlwpfJh5X=Xco}^{w$STNVEJb337w1XEx^Ziw}ZczzmJx+&xlCV$9)qGNf=9zyxzA(~3+m9zve! zb8$%+#q%j*q_dCelhvT8eu3cM*2Su{);UEz0oj^s)VqrWU0=p23SU_5mG3N&j{DpqV4{g1N@w4AYInh*+koe3?OM3WJYE(o(m6mo5 zHd$rx@xT}p`%bF9$L0A8-EP2+03^LT23X+UTp;S^GjC~u-;g)Z*MUSAt!{I0X1KH2gC&m7kIs2>n=A*0Wl(x%tR zk$uF*G*)LNEfF`sJds)d0Kq4zP7k5!koJJ2GwRWH{t$L{_|H$FMW+6x7JS2|hn&{$ z=T!x*ffSWPObG}$LrPdY1gcf*Ub6%K1>2}n(efG{wNz1M*|)P~Aq?q=3$x<&?_e)o z7=y)N23>wH=pLs*X~is0-)o_KF>b{!X61O=54J%cwaZe%a|%G|*#xHC{Awe(Z5%(s zg!gXFv5LQ{=OTpPKdaCRIj`;lwUcTQ~~oPh`(c@c5rcBf{L#I zM6QVk_2$*Uw?EeXJ2lwZ8BqJ6aovNqaH)v~bYm`2l)-UA^XdIi{m9YJHPLx5M$pEl z-`<|wZmUrJQEiC!FkY6LhU|hn$W$*&@s6Z?uO-&c>_$#;Pqur1Ko}v zJImN`ID_nYZHS3=ZVR`pk1%*y!D~wM=8_}T)yeB4eRqbIe8!I4RV`xRMOw;mB;8ux zR2M=5jsb#07BLbm-R;Fn(Ms$@hvUzjf;lVg-`o6R8@eSf>(gL|x@Y3}O^ME`q_?n` z8_=Z`pUA>$RSQ`hUU%-J2ZT^lKoy9|)1@O^_F;E3Jufa+wGd{ozmMI zkvGdbEzjX1e-9%UhVVmoFNO454My)T)^6gac-E4APVD=o;`yv0Y-~4!pacxJnA0C` zJ9Tm+YKLbD!z=;l#M!dpQ_~3d*>=%MPR#8xlYiw5t-QVJLBGdL*VgiH&C+n`#KWdp z&zRE-&4}eRR`?$gemK*tb3H?_<8jS~)2t;=CkL!aSnZ8mCuOgkM$-8Cy`h#l*`uw3 zX;GDN-k2a-ko?Ly9o*})#qcwTCXKl2I}<8>0-(_F{k74K#c<6>d)_|Q85mrd8}9Nh zY((b^VsdA{-fdaBpT>~KaBHoQr@qMj{FScn%Nuh>(3xkw>aFR?R8H1y(9Z4CQt*3F zEm=E0qA6;V$OA1wey`Nw9?^TDJa9Tcdgv&Yqh7U_e8|M%f(GV4xcL^Ds&0-9r30v! z7D9eMj#}k)V2txHCL684zmPx3QFBx1l$V%gtn_iS;&0oa!1K~>1P?emX(mEk;RE&L zV4m1AEzuevO+splDV>#XP9C$N3PJ_oD!Nu@;&>j|O0xJ;IvIK|PipG#VRt=31^#L7+a__337Pf_7JHmf zb`o%ixXW8*Hi*U4gUw%t%j-`9#A=Pd+Y!3r^)YsVBKPBUD`VD5C-LQJf%Buf$_PQHf?O|J!uzCm8Q z`vM-*ScH}TtSkSv3x@`gv`-)RX98P32L5eKo)lt!Hs%kfZTQ>r?WJzX}er21# zS)M7Y!27yb-mPx=3Vs!I*?ZQ0Bi!k*SbivBj+c*+(xkMc2GxI4H0(U7U!r?<{|ON; z-!sil?LSAL`wHR3ZUeT-{AHE$|9-t-0h+_!zI>CcHa?Gou0GEgvU`EDD`i@U=jpWi zvL2+exJ&c7e(;7K$boQ z9x6q+PrPyzaSufLG{nH2MCsOEvR&CY!ZN|W3mc;)7C?M zt2zM@-!2M^QULEuiQSVof6Jop8>QstY zBcp?UGvY600%}4uHPhnM0<1^w<%129)AqK0o!Gu2Sa-6aX1&MqXsV~TSBeNpxeu>R z(vww%*S7bYz|}M#quJ@Z<+!d3^qi4P&L91tMbu#bu#ji;)-()YSZwz;z#oXt?^p{AxT@yd;DoMQm=4Q zrOBxPVN0`8Y4VW=Ulfohuy}g@np(o{tVl=9%ZUr@jfAflP-xOTegqeFd8urXl=%U? zV(tf!c!ZE?W!RX7Z`6i+*4u5{-tsX8 zi8G3kaP88~Lzu^&xpU(RrO&nLa?68Fu@(*95kQ_}u_{&Fw4C)`D@ zlLVhur}K>vUvktig7p$S1+G->0!H60@Hs$hRjho9z?(iSu1%^nGvV^TZ-eC>?yxAY;T|{#apKLB}@}xChzM}`^F(dFg@FR|^ z!o99Q*o+n|5Y>BQUq}IAe~J8+c<(*!o~_PKvkTc#gj+^=YVr3{v;FK z82>vEixCs4PiIJ+FiTf0Tj2WNdj&C>A=S2R5mp^ve@3;FHm8eZFe#aMtLTfqeCFfl zpcrV+!skt7{d>59+O|LcwvYpvxfe+U@P}3V-$IqU_b=7QU%_4e29Q$7mw?+j(K&*3 zpfJer7cn7c7sS8nZ;sTVW8~M?5Ac-pOmq`N~zB)B3q~m0qdeK3jn;2-%eKhe+`&KRv#N|v{`n^h6k|4J7YMun;d2E;CC~m}E zfxY~Phnx=S&UVZ=7?lKCYVfJt3Rp)X1r*&f~h-0}u#h+}bgAQs7 zN?*KYP2~BsTH(j|E;RK!IAcc6=bOxV&yLiy!>VD0&?lU>l=SA5Rh_q~81xS-sq;p~ z9UC0j(}1@&d}FOOG468ium8q7Gv8(Tq5evLr*p2~-n_zfd@Csx??|gc!dx(1UR=1j=)rC;SF)#}G5!G+S<`Jp&*Qjs_3tx-=thoQ5J&R-L`Yk0N=lWyllYV!eC_V1OE3w`Xo9W=u^bTFD>MxdWl6wM-U7PvY=lYSTs) z6Bf%SZolhADv)KVB+?EK9r zq=br{Z}nNKgJoLEeKvsZ@$Tza^adbmFuik)zoj3tl`>jdd#N%aeH7p0;{?g|4qNZ; zM~MwLi5zXiLMF*5LUg_PkTL(g-l`;nK(}YxlNkC4J;tEtr+h4|;OHz&;b<-b2QVQS82vpaxA-1^JKFT_!JG&!y7f%S?ao#1wX_l= zEp@C8!gd+XYN<7T7??8LtoXP6- z>zRu($k_Y)d^Kbs0=a5_GfUEOfzNE^a<~EQIT-uAJj8@%+tH-o)))IXZqsx7o z5UnNUCV{OwMNL(_YjTcB6OrC^#+G%rQi5ZIfI&8YdL7iUp#A_LMBK=*E!cgW-7WJz zu&7CHp!DHHR{{B87|TVs5jz(CAFF8w$)?Ut@B13_4M__DeGr^q#UHJ6irs_QDOcBy zefp?msPvIKY#kqEXd3=l8p&3Q#jbt-afUeK_D_vJVietEy_SdFWP)ur^4>T<&6~E3 zw_*p3kKNDLE_zfJ99A#T*OU^!Z`d(fU$Wjo@e-SwAS>M%sSZZji28n7Le?LxJN#zt zT6W=y;L@G|z9{pwE^_!vE%%U_l1}#n+elN?e-&b zwe^u!o`P?)f>FlrAMwJ2mQ+TvD=t~gvKpeIw7#nLT$0C9PNP53-XVJ-e#ja+F?*El~A;A5#+oNUZ;9i_WlTo8VJY;-{G>Z+v*VRS#Z@IKd z4TBec3!@Y-2%&R1j@R85srP9D-LkBHD+mLY+h7XOB;@~GAZ0|#FH^c5nxiL&!mMV;4wjqI=E>2`1PO z?7GpRTHl+6hKT<@F5EmL#E@(5Xv@{ljg7Jc^K$uGHoy2^N=opmJbm(Qhazt~f|jJd zB+&i`+$=e}gE$RbOw20aD!$I8uptiS)rX~%Kr%P=k`Oqcjw)Zv+8qSh!u30oH!E9Y zR4pGO0ZeZYbiKIji!X69Zl7ug4gtv0E$-ElAZb>??=mEvB0b-P2vWvpY7&{!HKNn= zf0wC@eLh-=y6rQblu}N`1*ZdDO-KE z@m^GV5pfo-M@0mU(_7-sENDevE*+gHi`Jh`hbuu+kCLbdepm-)!g2dw)YX)ecirI- z;+KsK+bfNTfOUVJTwFjGRqWi?%qd`9<>DJWvze(TMG`a3voGq`yc_sJ9-Uy^Ito!^p>g9;O{<3|&HDr?)5>o#l>*w}-!lt4lgX>sGmtd(PfK)B)L`b^S{f z0xCKj@+VPzw8|x7ih$T2#g)}ujmk_Pt~SKan4C?rlEc-FVXwR;{aVmp1hsT%Xq*6` z9quD`&$dS;Resh32U%U5InY&DFGaK%geQX^^iU62IgCq{U|=AhOpdUd(xO+N>!K@e+^?^gCD;z!DS|oU8*i#7fj_PO2&^1$Kx(m zHOhyps1V9?NRT|p^S{47x2C%A8G8@hplyRPHdTHxD%CmoTjdp*cQ)}%g8k24{)HymJzWP+-Z@=D>N<;xU)34`I%gKRm~dFEflkNk^@F3M!SoPd7U zyv&;xIB}}PLh@UA@w&g?$v{7ZRSWZt*e5)wk+PD2ENdiEyp>%1H1rBTS?WnZ1~WKte<*|@lC#Y?HrOVmz?MEMy73S{bp_!dE-FG$xX$ZP}QtQ!#368psuU+IF1MQ z3MxBG#^>BEGX+oZZ`Oxr9Wr*ILA?$ ztUEHr53DQ9YBiO@m?!W3bKd<-hxHDdg(9@fzB!tygmYYqE?xY)KP@Mq)%z)HH*N=e zJ>L+3%-TAq1?!I0@|K-J*yy@`r&-*4XiG^JiH?|DNFw z2t9e?vzx21THq0EC`FiTuls@_aR%$HFd)+3ls^p%Dhzs9fLS+Tf_*|h(#v$!GuXC6 z$n3cBr#KB9^btu#Kd2hxW6u{;mDdIm*YN*E*F;KUawTmMm4%)j*1x#p78_J%s-s9g z!L1%rHYitya1Rv`Pe(Zp&q#BEO0mhtKpS_qXoj2+wM6q3o(p^k;@~xXswYt{uURDVC|P^se`VXIcoe=k z+^Q@r^td-1{>A|jP9AsL z#Lt4aO-ai?C$;hTzR?)ep&viWuvXRaESSaEHGf<+!^Um?#U^&yu*t?Y4pbqgB}YqK zv>#y@@2*FXC?D5mEe?o-CUd1F*jI-VHuuUr_G2`(Syb9K;S_M9VuKcaByscjzgW5o zzb4o&N;ji>G>q;VDIEf%r4f)WHyQ&$x<(^0kZzD>ggUyUI~@&DN~mD)&G+~H17ke9 z&wcJa_ndQ0X;#FE#{3Fqxz87z4D}#WgZElQfXj!iWkC&O;C<;P97sgGgpcfd?7AQ{kQUYtKb(XeO0Q)w)0q^fb}+s~897e#~!1r8?9Qt;j>qZu9^KvsP{ zhCI`O#}`Jf-7-nY#96RDiKX)raf217mM|8UIvV#`gK~{hiP0$_R&X-@1#_A-r+SOv z!y_1<(x`8k%%`01P{xACtA@c>?4@3uLI5r=s*o-T6N_T)zWmxJqXym#N~PrePbO}E zS4O8>(bZyNO$U}(n}1n+Gf1fla{H68W}!lEM^lAN6lw9U&0Q3DNHNOYZ3Xe(4egIW z-d=nZ&PYMf>d7SF5puC)nVG+cjXWzxRw-+LKBDcgvD>$Hpy!Qz(q6B+OcH5UOss%` z!G6?}>qaPD5q?1Wq9M_H&`VIKI(h8jj$6p`>OH)M4nHSmwSZ93yNgGSx*^wQVwBQ z)kKYrE(waoMj;9)G$pgh^>9^jXJs-(0zYnV6^=O!-O5V#6{7k)1~wpm;dEVs|GxCd z<(WQ+v484}i*uxqO+8|+IOR7JjczXadbt^yEg^U#kH%NU&kB0^O3csiay$qBO+x7` zIf+W94U9--i%9Fn1`%R|EHZv$UpBY#ly3?Y( zWiCS6CW1PzHgvwLMrCD>^_1I~SpeT;ps2tLVTyf9!x7Bj4Hdss>5M{VCw0@maH{ef`v@eOclD65LJZ7v!nmAXX zc;%D3wLd$JG5L5r0+*MgkmIfEUm+<51_pPRj=sllL3yI_!rEyC!!0+78 zu`V!18;OIBt2rlow}*uIcxEu0chBB52#}EO8u!h%OR7L9^XIs3?svGn@1F-q0Mgka z%subcDK+R7MPPZ&vT1S;42h{@6OyGDc=lXl$<62CNUf@C!(C8pv1AGnzf1o&;TZ=_ z|0pH`;vYZAx_Ie2>@Wr@LIe=!M3O|QkH`cu(F6Cr2-=y<8WCOcOPmHA$MW=7rs=7; zLjuQE*v;Ekwl`v9RH+H-laVLNjF-|lV`fs7Bs)HdDJBEH zqN$mka}hTXF7MeCJ2_ThWgO!MaYpO-^wXo{Ic+VK6DUQ7o4o)Fps(OUBMb68rp9ju% z!EJ2+)nu6+OllsY;n;`*yL^0NUlWpQA`F6OYcdRa9e@VZneW40F9|cJr zy`yIk2AHTO&XZEwxAxvzb3%*NrNNtA-AB!kucKJ_WkI4=a|f=VQ)ct(TC znzOBZkX*R7nDAFXo15{IGP#`<+-m*47@B-V+yF44e-fPL@nq0^*GZn*jfSTo5Qth0+<^MmG`yz38PR!qD!kj3w9@!; z>TOFFRq78ulA6>qQgqgn?=tl@2Mi2DALZokxBv2O6V(!JV=HMe;NYir5m<2>)zl=>Q%Yc`m^_}lEE>HqXf}U8O zu}PoQ!Y^7ay1YFiY9^!Zpru0o8%>Su413X}n;C%NtL~Q>&9e}~k!g}sx>dnl$%{Ad znGAJ7OwaOSJ>TVDV{Uk7UtY82)7qp07XACbItNULc|%8+!r#qJvU%jOB4fBm?ot0NRmgEfZ`ubAL@fPV@hz@oJmS%?#4fM6^BIg1Dn6t1 zbh5Me!KWng1Rc!NXp2r(({lkc6*pPHubIZ)!2F2!2siMEbj#%05}vd%jY?b*{7~)) zNPBLEC(6l8zSxkSj6FrA+7W>bUSZp(>LrdN6Yq|&10pTndtzLt$g1?7Upg?Hyw&#n z@$!S>4QvS)A?hP@`dfqeHT)PpW|~C(VOw4%RzwteXO|YM&U&ZpaDdqKtT@2(lsnQz zt#P@^#Xpn+8w24oUtfgCeP(_;go`G&^x?#4wx&N*A)Kl#Kh&+hi8~9SVzs~&IfvpC zl}maWb4lHcjDME9X0>-@?|sD*x)xQVA#D6Ys4YGL^FB8CJd1x6mz;oHd};ikw_v5s zs3?TweYzfj(irPohUU1;SdT{Bwk;~eJoMr{H#v_J4aPDHcOoA8xQOyku`y14#8D2jS`{g6_-IgjM((P{pm3h^ zQr3_PB&MYME3`g~0m@+iIthX={ZlTjoQ1|;XF9sf^IDAIOKveuQ(i39VyF>a>bIj! z+C%ByyR^4U;IN){43jUPA0RJpcKLgZLG1xc_a-N(gcM-)D3&L!7AH%-02$SS;~zXT zId2tugE$+GGMLrBPZv^zXjMI}YCihX(q?Q7dcNt@vciIfHm z71eRkd_Pr;+$e?Wb_mMqEe=QU?c%woX`q~lA2ukBA?RXf_h(@p#h(OL_S&7J%c*%su?f4f zz=en0X=Ln#J%!aJvKg12&G$@!VW-cSp$5ef$8KGAX2N}|^* zAXgPFxLT?bn>05OqAV3p=Hy}1t>jVKiQsmznm|T_hU_x<0VgGtrvM9o!DOZcbN#-- z+{!5aroT@&z;`!9=@~pa&>EG`HL<`u-Govxm-A(Rm~QG>Q!|C&<~7ro{!D%{hOP5P zOC_{aCqv;%6wZj?kx4-6luT%&L-a}mtvUrz>{tJMkivgXpZd~Q+=0DuAo(tY_<=S-WN3m(qf21sF!wJcgfE1TUZbaE7G){d9QW7S8 zKK}jyRWF~NTn<65sSAS&CmW7JC91OFEdU^{pV)m1Rh(2lLCzP(^$ts>6P=vC#!uO?L`&MAl1Me@h> zyd0!zUhWf~iB2N6^OD9{u)Ea$LSt#hW-P)P-x)RkW1an8>gqX$QmE1CTjXB!Ag%xR zSnoZ|aBt#8m)Sa1;liB$+e53NgD8T`LmMr@V*<^zr7Z1(nD&It~a# zGtZGAhugR=64xV`*N>_4o?0fIvA_MQQScrg`d@D5IC689|I~HI#40jAhPn#&JMsYj z+FJcftb-wLL;n;Sj}G&`mG@C#t1xr+QcM1FG!v8-yi4j06*ihTba@v)`0%o30%0;a z?qnfhd*N7H_+r@i_DUq8Zl|6QytiEZOMl;QSGaCm_~dzmBuoC>6`aD2sBX5wA&aRL zKX;VCBB3r>y4DY0>Z_1X@Z1A6+R0r?ns@n3&$*Ka;~4X6r?24qL)UI8FHvG`tmd_Zz0$?2`+lD!b>P z7T2JqX7t|`^0zEq*x$8c45lN1jJV2vCB#i8>^ojsC|vf2`pD?_k9Le8I5*h}rW!uH zD);?%t&IAXs%9k)7Gr|ay3{5G41>qsTRO50+cEF~@> zun1Mvwvn%?9dlt`5Fw-Lf?M) zPszrDoh40sSosJonJP?IdB&fEF9#H*#03q%|GUX9rk?^ei;8mU&9w7c+vpHDq}Gju zP@Y;?e+A^>Hn2Zt!#sa7*l{8<1M3n=>rNwA1T>!D2p|?_y3u~hNC=R1c1Fs^bmb>w zpwhmZcYp6!wLR!7^I39f+_k1;6iX(aXJVTv{f$bKCt2H8Y(s7S1w!3O;Q3xn3$0Yeii8eu=@dtS$gr3(eHlPxh>GvFYw}TWUBsatkGm(FgomG_~R%R zn?J0xMb*U5U^i~b)ixF}2s+9q^tS1ahlB%aOBb)(e%-=@!MJsJ}f?+g-7WwIaX38)?SF=QitPJ7lY- zyVR^T6~X!#+?^yc)53c3Cj9YqNchdGt2OzQPaY%Q@~dc08;`X^*2M6@J^1c#G{-xuBQ z-1N{yKi`7mjttYMA1M`Ft#J;mrt3Jm3)?G)k`k&(?oz8#f#N;np)=6h*4%wNeWSB| zs3k^uU|)w1xD`_Wq)L03<@d+ozT2V;KNU0~s_W!2X$?DwaQj=(m)?fCD!)FH$PcCw zBX*+sZ<3ky4esS$ zYkYT%zPNprY}l7b({-f*mX4&538w{{O4em`fd!3(@RKgFj zI0(DGAAPp&l;9NBXW24&M3Lte(7br?F_;mdZc5;?MV`;p5)u{j;ca|h&`io&wmJ8G z1Dqgw3B*KsH zZqbIUVcHjV^I0qLN1Cw%vsiqn%sbcb;q|0_GOGChP|~pxHBuvq(I&#~s{&M>%kKRJ zgOf(76hqjp^8HJZJ=6$QaeVb{O*uf-nf^vbMy}%#Lcqv#cdiJ9p>=w3Ei0|1ENho< zU~V6#%AD=aq&r*|n_iEs3s|ev*gbzLG13?|O%S_g2XCs;Ce=Am#IG_6=(1gKG0p6T zhKiu8nJ*VYbK{a`OP0+e2_=l`;r4fJ?fL#?-Z8InPxr3JzTUkI(2!l5{Q5CCEPbDW zOXef1D8w0)@djQo#QBB7brIJPWqG~i{B>gBNf`(y3b~$TRbC6_PVX5UY1H-DAp2pY42c*CUYy0m^l!dQD zjrwM9=Bk+u+9Ccyu*hGby1x-Om-WK$Sj;sahj&$dTp59>Uwij{^}>NDlWw>O9v(7c zS7jUkVZ*(4k0;=iUnA*`zLngb^c{aRhE37*K2dDA*nS&_X@Hk=y$Y|tEQ>i4nP$fI zSp;9bi`rj)>U7BP;I{oLi7w8Qt1mCr9v54bT-RsR6(@ER=o8(tlO}a_k-J_yRPS^u zt@j0+@PP7b<*VLX?+cxeFF3)U=k$*Z<}9Is@2P=oNQm5v*hkUAY$o}Et3!FquUlKM z>b~o=6ojz_zq)b|m|>bQmhlXGF3rx(n|1j5QWP?nhnp?(_dT|$n(()?&jE2st;^uO zKLkUbt1b6j7_SDOc1YBO`|C23b_~Y~pNB6&EQW3x750G{;-eLz*^kqr6Q}1GRJH_^B;|34gf9%S>bkAha zT69w`t!iGtjH=!Pfm_<1{yAnvoosL7YtB?3ftb238pZRi5=a+z2V*86t&(|IQAEk@ zXSK=RChzTvj)%`Am=pYtCY_@g&MOgdJ&uUNPGh)oKq=%^A-)T|)UXZrhnm{rcZ72 z4rKtt70W_K{;OB|#GX^*ntl=Z`|S}$6!V%rul)gzavp) zm22G*17<`e(q!bfCyG~(8D1v`I_s>61jo!u7_@hkSIxHi1INLh13hxX`(ZYnncRuE z?CvUuO*SFn`o8gq&!Vb2;(wkE{5eWpwR`@Z;OLa-v~8}eUZYyS(EHbF z=owhF%y1AvH2{XgR~6&E+m#RjZc`#6mh#G`jq)hGVFC(KK6&g6C2|1>!c|HaUMQwF z^%OK}qQUbm!Lr84q(NL==-BC!a%qrSH0WX z`PBvI9I3l2+8H5B;#?YJp?rK!KVtcgmYx^K*TM>pnZA@^j+h zE)$vZu7ymQFiILKAY-R(Z23-Rx5{2v!I6P*brxM&TPeP1kY{gaw;^47bz=EPZlh2R z35W;u4vu_-Q<;&%Xx?7m;Z6Cx2|5b~x67B8Kmzx0se{P3uE7CO^~fXz{;wxLCV%5}Ylu#-mwK(> zy;K2HGCa@}cND?~7h-HTb<4cEiwFUmohkN@x&vLeJ}1j(ft3ATpS$FiWs5{{$E{G4 zmR7@jkUENlOJr4{{`l}u(#eMm@)r@o$Gf7UU($ zY!yu$=xn}LJ`}+a?52uve|#2S$?(ja&0#S~=kWEBGH~^-mx->(jJX;hmTTWxIR)*e zv)K>FG8|qℜ+8*tfU6pRgn5`Je!1cK2AkV_%uYKxJE)U-)ON+|P2CCvS_MTuF7d zS97QbLz&wHoZ|Z=+9Q_&sZoRce!sGWalEw+WB{~p_Q{-1&ha@l@26VHe$P}*7a#}U z8BJK!?P5t8;LE?MX0D85C_y@<9jGuUIb3r(#APWn6RgWuYVB zySw;!Q=`T1WPVIxPV~l1u*70M9D#){Zf6ul+ z3UPf=2$u-K(`+M_Dlk&`P=`i@jO_j;jMJ#x=ln;NMZ^-ugKD$S`WZ3Q=6D;;vuS~e z_6vG`DF%y7aT|Cz7Jll(0kFred4*!~CzmfT3fkaAnraP-6H7KTgH@C2FjZatM2%|H z$H+`v7txxM^V($+YK_f#zIp1NokhJZ_dRAR1|LHgRH>}Ctm^DzWwa;$(lG^-=XDQInUEE%oAmcVt``F} zjbmZtT~l4=CN$d6J>rXvGSq86`8VqzVGFgHuh7<5LKHYhoaN%AoVuc8rL{R@7*rz* zwsLhJKA!T2a(u{hzc1P1(?AutxJ}{BT5gfJn)yn_9@hTD3OcpdRv1@h?e#lsBJ*X; z4Wg1G;O1s0UrNnD(Z>>zfd^Px!}*L-~oW}&!+UQPCmTPp4g2W4i?Inp|an>sMKO%_@h!d?HI?Z4lA7V5IlH5=*3y}Mc}ZAM_Wm_8vD}V4 zaR9_Tio@;G3TqDxQ#00Oh3ltbWCj9Pr_K*k<>?LGC&m0$mh)PB0nc3#k+OxWEU zPzi&^8gr^ti&9Xh6sK;(ysIXDQ&xko@up)&QoZ+j7s(Tnnb*_7W7&kII?lt3i8Pk3 z#86#pQI}~Nq-ua4Vli0i-=NYIJ-QLW2=h3`rqi6OCHPMw2J z>nzohLRdJuZYLYz1cd*nEvB&nnN;FmtxLgTKI`4(Oy6A`%PfG{;&w$*XsoK|IAuOX zkG~?L?EKZaGgBgy>+ob!Y6!R#S4K*i?f=0iD@x#;YeAcYEBP= zXT}PsAQ>Ve%?^+C>ZCRVO6HZ<7uZTb7i`s6qPh-T&5__0c?HAq6tM)C!t^Y_j+keRa2Nk4&UeY_Vs9T-Hej;YjfwS9>n%V`a|G4v89>xp+i zc(k{{NbJF)SL=2^O#aDfNMc8ePS<^R0mmC@Ys+g-E&-F~yQr;Iz|@Tv*o5mjb4m@G zZvb19IyC&qKa^1t-xeBczm@un==L1V0Iq!O=rBN@mYP&}w+ZkxO`B?M!%ElMWg=Om zx3n})oys2aUmrWzIFHr6iE>ka(qDrO_Vsy|6K0)Tlv33g#ca-hj3b}`%W&^%pt6MJpCEH5feeC#&64;t?JX1O~)|(9vA!ov)toGpi>p(a7W(RCGZsKtKEkS zTaTxMme?>7k@s5_W#~QH-=Ey8RDY5Rz zfpL1`n3y3rvP)a^zPtb)k#+Agk9kQ^c{4|aN=&aza8f-}1UF1$yH}!pl)z9~LDDMR zb)ln`Zzs;c*%a2i$~;34b$DkLsOO9nRE0N2CKezXfJY)|VJ3X40WUQm+c(o{*^pWkSOq;cInOGd$uiA z89X-82x#AW-?z25mu8BlP+2x0AaG2){Rkl4;W_7dY$TJtA>*PG0K)3l8ES6*YG9s_ zn8yC(P0yC@#gQPKGz!plipx1`c-fpz#K0J#@p)L$1rXYCPyC=wjwu=gwh@CP>%sx` zo*+uyUwqQX=*d@4GWi=x^!VdP1nM-CKg3id%cCHWb310CzArJU16ug_uV;VaYF80a zQA(irJd&V&e$NS^Zf~)tzMr#f)hA+7lxE{u<&`g&rIDj^uHR`kk4Y8>Bc&z`J0hcT zaC>FEr%NDU#TEuZ;dy$+N53998l}SqxOgVQmLRZ=Kzm|dw9gg;FW=Ew$e-y6qn{xLciu69c{)k z(^pN|Eg=!{QIYx}BJx%8R}n9$O%fq-PYK;me!2gi(f+6X7oXm60Z`$ZCa8}RlV7~z zs`BxwlVquqcmqV`HLEE>R@Q{Lt$Zwe2EVH}V!4xH0SBy?v$JQMBhhEd*(dW7wFxe2fMG_o+gF;2gq;xldb8l+xBbv zy|nVxOa1Fgyc5lmks1w41it`Dd_kopMSbz^`0VVR^c+noZ$Z;e^E9z1vNViEPNog^ z8-NaNosGNy)PdRHgI`5l1{07Dph4QXpXxb3j{Vf2Ytu3TjA~=EB+|>M1k$H0gSq2E zf^$ZRX^tCMXuuoUs2C0|Pt6qjg_it$^h-&?ts~@vEBD|UjM{rr6L2CZ6UDKwtWRnL z+UY8~i7zl6J}9rOMU$_(%>hN>@iu|v7oVqmb`g*TEKuAQMD2ac#+h zupy1vqjG6eArTh&aslEUFZ`-EB_V;Iwht6~Dt)hV8^jS?2Fi|s%% z5r*yHMy_S7#D-QjBXt8i!Y>t5tg)HPc4+_=c($W@p;4kwCxT_mQSR_1>f03jj{W$W$+#5j3FtgD}tTmjk;AW2V$AF zs4|`b;d2)Ax*Ht3wW?hi-JiN9$$x2F1PuIYeV=*Yj}x6$XiQ~KZ0Wj&3M$&BFKFK1X$yAH?BG}5 zn!u(9@sGC9|KDF* z$M5~Ws#pTaF2%c^z4gWn-$9l6p^`B{)^h0y+#fDnW3lfjKu7iilL}6C`#=j)+|^yq zE%m5_!ob(W^IDoyLDo^J+=_)8IRio9Cdn}l|DIwf%xduN;_kDo@Z4a|s;!v9sNfyb zU|GmrBc}hv1O9crP zx0)-@ZF`NY!e{&S-G<) z6ZxBGtV=gOqUw~De}3FkTzBQGQO7%c2o<#d-uOA^Usc~EsW~Zj&yiKqg}8pazfVgn zyCFZGNSVDGcza%D@hw?hvk|+9MU+m@2*>Z&7<*(f^YB&oRyU-9gE0N7Nd*rGGa(po z`o1F*sr&v{XZb&-Hci)URBR765;pg{-9GJ4HnV2I$r^6U%CKk4Mg_-1!B0G@FKwwD z9h^9LVH_jvsC`dUB6+-|aPLbe{wcU#GtVXKcR4g)F`7Ks3$WeBQaM1>3VgM zSQ;Ko9+JWDqdB7K3xkCg#r6Fbz&qety_dcYXNsM_zK_rE;J{a**oQun)Wa~N>S%!| zkrOY^rYM1iS&cnyZkJ@V^-*_KT)f;m(W|p zYZfT=s1Dc1tC+aJ$l=0|$NE2soH{>esT|()FqmNaF-bHQi;X~i6<&u0bqnXveTzg) zS!kh=J{HphEL^LmcIpzby(0Wc|LJ{cI~5o*`kcLsXgy%8@?QhShGtyO*0>z83zv?= zMh;5JNSX?&RZ2N~eFHySkBLTTu<801251mzCG7QT8D4$wCW!3O`zE7q$#!V!mm_re zPfuVBEnXcOq4$W`aQkred;=~n!1X5iiQ#J#V+$2SUY58wDdoIv-bBndKJPOJsAPTi z@G|PP40R6><9!xQahH~sxIEj7h{GWsmZmRhjU1)HYcYh(e3%lGlis-0-Aiu zIzdxJZ6d?hmCBLga(cWuRm(~`aj??2%%7?nn+j4k>gZUO4r^ja-OiB>rVAR*sxfyA@G#er$%L+ zq$%=z_sB-iOhkMxGFG5Z%E}@`KS#IH-5PdrRBI!<1h!W2w5ho=&}33Igis8(>qu_d zw*=>MMExz~{GnKEG)QFpq8>vHbw#B^ybwZe6-_j^e-X!z>5e-5z7U+`gy;%+MzS#Y z)X|;xnr|p2>gB~+6YwTGPKC$IfDD{qll3LCCz3$)#+QpJfj%(0Utt=lGB7k`vZT- z7gXJ*@H8r&^E+}NC0ovy2;<)FO#@7OjXg>x|J9n;?M<^Qe4J$>-4i0iE%T*_{&Y-L zfC#~HHe|M|@OeoH&b3;phx{aBkWs6f$w*D_E(e1sSU8tfgH>E()6IF*<53uZ=n)~% z?*WYk5jR6KZMGJpz1gD-wC9PbVJ^(2R1Fr|fa+2-&pVvb`g9U@83Yq;Ltfc zD9#0ml^fKRkIAI{PPuvR>?WhIry7J=#VF)bi+@JqMHz`0P4S33QJ*ppTvVVII|w!* zp3QdDs1g*?K&SO`IBb&U_`fyzG3H4SN+_u??~)%&kmhplYVEMkYLJa?H?FbP^gPv76CPNQ;cC^zb=W|jM_wS z&Ew3|{4{R@upUQbr}+>=nEd@aVZF8;-O3lpcxib9YZF%%Y|JcqjUTSH+?I=YVY}Gi z9ro^l!E?ruNW+KHUmc-b3K{;&EbEVy8||JzeWd8)+*zZY-nS1pm}j(YPrJxng@p;G z_-@1sNO>7P+W*(oU&3_h1#zKdw?L3jYrLwGV~t+gT8>r^30K>ZYIT+oy&Z2kT5kXiM{hG5&swp$FW5~H7Cg|5ts8O#!Z z_g*>9xNldIL}&PEH^!$YGwIdq_2G^R)RsEFC76|?r#dekUWA%b#90%Z;bi-)91B!Y z){>n`MLgkJg{AZUs1&@CeDog;K1%)=pCWQc)n>@kqv`Do&iKN2hQCx8d;2_OU$Iu- zr52fGRcI zPtKzXYhK-Kp1=yY5F{x*EkJPgbp)YVnH8UIS9)7pr`8?0d|;r<+vM!F+%%s%G!X@7C1tq$#Z};1Wj{fUYy{`uh>O#QNgm8S*<~SL5Y6d zwE?#*-D{NKRoXB-V_+1UA05b8M=7J5+z;tjRhWry`A^NH3j=o`%G?zcD6~g0qXYQ>fyAS@`T(T9m9YEAJe!^{7+#*srJE9th@ysb~Kc-3Z(*J}VDCc(j+Ym8+(5F-^TW3tVoY+Q zT}8uWcBr&ghKRd#MC0iC9q7LW^Yaw_joz}kQVq&fxw z^x!*FdLqr#IlCgdAt0@8@&Sw#G&5DnEwN z=YL>u9;rvbm8ZJYX>8L@uOq#kXR+U=WfM(T;hVWAgi^Px^5sHD)QZ+~G#mAuj8og) ze#8>eBlQ#{#{Dtbs;&}zw5}%?jF`mB%_<014$v{iE0V}okEi;bujJljV0A1Z#)i#^YjuTN z@95mycsJGgxl-d=SD?-2T%?8zoNyQJINOt@%_=6L;M{1t+-Ls|Ll>40nRTKb(oKVr zzuhOLxYJ#K!cD*7-xJuIk)WJ|M~}Nv!Py4Q{2HLpYMGvd7pX@>=&)&}V7(Hv@!aMg z7--Vo1Sr)bHq7h6y;g#1kP#*MGmpim4$7E>Q1U*hQjTnH$EB_GiCE0BSrJ8%aS`}i z9}@8zWSS`|nL`5`a%wuHt+8fZ^SC%Z0Q~%)eUJkv_^qg#u3P`UoNZ&0(w~ACK+>Qu zQbZ*0mb0jmk`2n78xbP83#0zkoEyn~rWg<>X=g!0xtyNk2vC*K^Oh!WFufd9uq4s` zEE-ORt+y^!_3%jXs9u(jt0c4TJJ_*-crb0(hz0_KYx3GLV$5up1qC2S!<$X%t`9*v zu`4JWQa!2Rc-brEqNP``>At{snWFj--@lHN+W6uzYU4}K($&fNUNny$pE^Oo0HR5NHF=ZT2fQfcROw^yCqo=SI+h3zcrGrGl z-068PVSRbxOvnUddzxs`L*Z=e5_FkdwlP*272cT-v#vU1^gC0SPN8|XR+kHooYcbE zHIZuMrvQqermRLfd_L$8813MG^dniG@X-}@TNdtC6<&4JOFs`*L*DNo0UT^*|JWpn z-ayQjYLq`@# ze^Y=6!RYva5-tX*IxEHF|C=@>?6u|LO8D;-get)4WRihP%+J|^dYJob8Zw~=PLBUW-Ca=)FR8__JFV^QDHyhI+6HU&o%%~NNfoyljwUru=fMd})Cp|K3in zC+EN9GxRy~aD~BoFGmJWjQSOFILxZ;dTilUu-2+tvk*?o)Yzneen(HRjBWI}7#Vq= zfh=YdH%7QR0}x01dG)bIAe@FnLN=d82j6~a9V=0BeF;GF9a`x72QmE~F_VJsd?bnhubr4+7 zg%5$QIS6Dg5}9|BOM&TUERwi7mh5J3DK?@@1=OCM+{CP5J_Dt-?AMv46JGqI`>Ttv z(QKD~nLz99?*j|~+^*giS)5)l)cxy4Sb+`~mQPp3F|~^x^}=6D$pD-;<^w&Im5_<; zbl;Ho0#9}&CqyL+Q!#=m1DSK#flMzS^DAonNMbg7AUrtLF0akQgr+O!KsJ)Jiu1mK zV8rSdWoAdMB&%z+cLhd))hDO)L&^(SxGvG*a*I7Ol}qI@y;H$ck4tQN1!Ae%*-fii zIw1m6s4|s|8CnQp@}K}1g$on!soa|F8kw{ovYsn~j!`_!7dxFAP2!w@CuD##0y{Xm z*`p}OFiX)JGHMROkDu`IWo$720AsdAiuPOggY!1(X`CBY$C)-wG3Q>7L1I zVcaFGS=dLu+9zA%`P=TY7ulLkANOADN;`Gzr`c})eniU`R8`T=I^yf^wVV7$aJD`E zemGF*-%qo*YlWeBYWd}exChu=37efkK(@Z`m@LnRAKC73`AuC(qzry7PviYFyEQv) z|Dn;y0r&pHj<^6pf&A>tA0SBz@eB}!&-KRIrIRK}*qewbU0^@%d)*ejlus>^DU-1! z@d^#-uno<~#%Tx3AGCawA;Vq3oh{*24-nG*U4_w0qL2@IYw1YEjc^VMP9Wm)8{qM!uA+)>6xV(;2CKnkDFc63M$JOM9yUHL zBQ%i7Yn}?j9j<{-aEtpve-*A=zoq4?k%Mg%rIbg5)RgtId}VgZ`FHxe$Bo?SYyS;r zDZxsQ-;0hnI~Ou-tyA?`yU^;MqTxFm>*snIT2cM3dG*Xk7SrSe$#>F~teAw1l?B>Hq_+JMo);&ac>n zba@=nDKe5p&go3<@4NcGbP{#F15XeW_$5ByBz7NbBBf#RHy1&B1OgVDVb*lcK%4(; ze~Ezpb3(ew`_b6cKsB9UUZw)n#-(dfd@XNA&61yowdBqyFmnT&t8#q2*FS14C7KVz z%f{G1H&?qI7(#wBc~qJ}c_t-A#Xlzx_U7Bq)e6bC&scvI^ zes%vj_^2WRgVfNrzt{{%}!Ur6vH@u zM2g5KO&cg_jHe;|a$Uer&nXKezU{AWo`0_5ml zq7C*1!-qF=V+uil8DFZdp3Hy;4wRdbqj=PBHHJJ*W~zo_vK`sl2mzUb{{pCzIj*f< zC~4crL!#uhf-I%50-duhANlJFlEOHxkp%$tFK{DyJj}P&M9%QB^CKYMRaz%Krq9Cs zJpnKp2N%c<-H=}NPIsYPxFN_`4weJ5Zng~N>@2(K6_xiyWMy(y$BN;zc<3f31>u_a zSxZ21-0QlOjZrjRb1f*DVc(2J7fst|ilc6RCC=wo-cJ3X{1ao5RGg&W(x<&kF9EqW zXY!bBb^tIk9cHN`O2=%h`(o{K3a%RHeQxf>26bg?UN*>$F9Fd#5LF#X;HgTyHN1t%Rx?5BE}0|2N)@H$1AIiI zk@7=FCP1~%nitCTeOeET1mLTu$baGw#i@AI0#bK}Sr^!ij^HN~TyZgg2dykv;LiTpnr%$=rP1k;o1W~x zo|G*3o;Gp3#vE@!PXuNh?9c?{1+6JQJL|j63GZva7lc|p4mFyS4e2HREByu6M5ao3 zax`)s#4LUQ$FY|6b+mB;68Tts%jGdStc!4ENs3@BgmE$T}n?}_j$Kc5*)(_#DIIn{RiQ{ftPRkfqg27c59L(KUoiZiW|-P@jJyX z04_z0JPA3d_VneG*4p_RsVq`DiB!LZ_i(76G(911SI{XUOBF7Z_tuB8O#5}rXK0Fg z`#snH!|wmXNLuj%Y=tF5O#`^?zI=`76tL6p)x5O!fI&~mMn6G2aW<|_BZQ{v0TjEkJJ zrU9l{mtP&h#ff7lWS>M6?bB`*U4L=2Wl+QArocQ>(dPS&yk2t8Oxyb1 z3AR+M_!EVs*1Ol`Wks7M_hs0{Tz3c6*3!;|z7%U*`{FU9Z1$DWpS(go#%OMaSB8|C zmL9gFC)6qJLVW{;TDeVs>pcwK;qw4dY-2`0`rg|#E>u0xL|9CZr12nF++?l&iL&|V zK#5(v<|1XulIj;~FXtl*2&!3>Mk(Z^YcQkWt|a3boZR0syw+2@kJnpI+IbU|qlNIv zPci*9N(1iAl^{zP5{zWg7L-D)6sJfepJP)W{}y3??sk1zISkPn3%lb&dN?_**% zGjlk=85m|dMMGS#X$s%d&HGP3)Ap_@x?G7Uyj1pk$BEsT#{>~uI}oyz`SA4<23Y$Q zb9J-dV6hVyQ&1Wd7#=8inp3IZiK|3!v`>3i(0~b2q6JkFg=(PTynxEv4q=0r ze4JKWqwFiB@YI98_h>~(OI!>$E3_nC1zyU#e&oCH>TAlY%h%4hFN=gYeA6AernMtp zc)_DYuYN6rS^M!DF_RtuyHm7XE7YB*|3>%rQi!UI1-jFuyVrZgJnieX*FS`&I7nzAQ`UlS$hG|SFi;NdfOYJjPrRBcE zC&HFb%~t|RAV#3%?9eyXg{wEy4#lrYbD1q}-Dww!-E(~9`&wGnR%YNEj^!<7O}tM! zTNS_RLid(Og2e1v{ng1nMIZzc>}qm%%<$3pGk8o`UA__O`5SjuTunayOWEYYpchgy zyzEVs#&1=$XP~gP(`J)VLBTal`$rb-qsc$*SC+l6Q}87L@lHLx zNv!wxxBT(J#@_~bD?lUzsR$ioy9dR-xk)p){rZsmM8DI{Rik`+nX5@DS`gK5t zf@XeN%Zg}xe2e_ZVDq(@pE0~YFW&jZT1chWvR?UVXzHZL-0cBaHV;zu5oK2H=Mb^v z_z^LuMd;*a*1KF571I}QPMjUROzfxEo5a;)asBxV9GP zk(*3lr`sNfc}Ma~sFcoF_2T)WY>E2Rb;!QKiEgU-z3B+%JV22JC5CBHXpZVJ#n^Lk zV7&^z0>U3GCFOY3074H*I-6(jyM<#Z{yY}B$UmABvdIW{D0qGej)-vJS2{2Mk2p3) zVV{|JF&;2B4JKS~55sIN9Eqi6IVqs{0e#Zc%#ss5U|?1JD3(MuJ$EFw6_SxZrI-&- zRRs@dU~&7ytP;^O|whO zw`cq@Wr~StL}Fk2F4RcRwmn<_nc>ykzG1pZM|^6>ehI#NF~8csl}I}15yn>=bT_KL9eb!4J6 z^*P4X^AJ5%T{j?wydIIkE=Or%r5GR*q+t%SUC|JRmpu;c8zdJ+Y^<-joshqCO z`5^IxpJqD$)P;s4`4EWN@+15Z9GL>&GVVqA%!IA>lbkZ|b%-F5tG<&*OnU!A9&0w< zk3d2dox2h54;;26PI6bxH%NG?OCWlR`QeMsh50d?)l+3oepM6t$AmvXd8k+K-xfH+iR=oX*)n9F(%uIt|MiFs&8J}7?0;MFLMuqcrLDp*Vn-w`JH#gEi;S{^aM z_(?*~98n|=1U1yNE>^@_i}41jjfee&^{+V0z-hGZd4wSDwIvM^+eTG?)cT-~4Lag- zwI5CAQDIlW_SdXR=?LX>3EK6sYy7kYJE=@$i*z3xd+kY)wydb2gzkr4zmj)BzI8e% zf%OE;`hK|qn_k2l-Q9Cc+V+l5ilmEf2ULKg?OX>d8Pma2unUN>X$LDcR5^L=DoL{W z=zo}FIq5Kh?E)m^mIM;shF$*J6F}|_o^}s_|G46)Hp%@mLo>h&$82mBgICikNhlJ7 z4?6O{JE9>~M5nKdiabZ1hAQ)+ZE4@>XDUo)lDmAyd66?$gE!;fN`++7lMzxE81hza z%r=*_zAZ*tCHK5W{GuAmlI3I4-{K?;aKOfC8;p_49O!BOu0I^8pAE~+F${T}xhTB0 zG}+!aWn~N!&VCv`VqeM}_j~LS#wCiPV5${@0o3z}6 z*e&fiMfDQ#C&&d`M^-TY!$YQ33T+D@gvGa(fW~s}Hp$DIy=qH zLI)nxB99gxokk8cTqduEs%ur;>%Aeq=P7mc`|7f2K(dK{cHp{cz{$SQX>~e;FwS&$ z;AP+h!KNx@6b(&s=d~>j4XycgW%L49+GYe3`dl50S%XQ?=B7^Yv@<>2k&o}sex&rs ztkiL$(=S(_?-Ylq+okZ*uD2V3aCmZd<-6Wy(&Eg#tLRqn+jazA>$gRArqs`X$2=;(5s}d2o zD;+rthtG}bfPKh(^ju-KT=M+w@aR7N`gKz=V(9JoKq|!5wsMDIbz9c#KY*tIOS}Cv z@W>v$s_gZ1Y<{GHd{BK5UU=!?V^bKZ2!+CPeK%6i5z=IU8f?5W(Xzny`YYcTBeJ;m zH=dNxKC$Cu{$$8{jY1`Ro;bF*sq1@W-9EMyxDws8TU^Qa`Gc2ux^kVlI&z>okIdB; ztvthR_sfA5I=GS{IJlXS-F0_wGDZUx9b-wWC)RN>{y$u@@>%2{SC2IjBz9!CF^ORb ze69V0^&m5PJF3wCl@ILP#uB??hO-ha+Q0q{ySlJm`>lnJ;7xu>8iM~fLy{_YIyF%c z``gwe@ZFRXf3YBZadFl!pSgR$=FoAtX?w)iaXmEv3x?$*{a}dLq71yF=D2E+Dluc5 z7ta2GdFz-e`nWs%C%GhPs_1zxnQKn2`{C~RIrOUGuje8i(n$wH&rl;#mJni$2u@CU z>-q5FDfo0*6wjaQQd??yPsD1sHgMJKynRY4&`_VE7h-q1xqWs7$(U>HW0E0C^?_%F zESyJjbLBjH54g;0y4LcT{I^*s^s-T>ioqk7jfp06E`8q$THREhd`O&(O4?hS-ly-} z4{>dLqtUHtnU}VKuE_l1sG_W>zpKBOAP+Aa+j{legXcq)jKZB%?mB7v&7OtsLI17r z5|zD~GHSx(@>CHr-<^z0-=-WTEF_Tw1IGI_BysB?mD3xHddKNQu3Y7wbO`LCiGAIc zyuE_@%PGb7)`(a9IqlB|I&z_$H01iE*^JqAyq-4oEI-R+o1JG8m$8G5`imUP6)4E!W5dRzqvAz#N?so~-?tSm4JqcGdUw+`RXW&B~ ztkZwV8r&=!h~SUPL8awX6XK>wCk@)cS@Bu)ZjiNfw?ik+bWqfg=UOo?PzGKH>mONQ zqYv$?U^n*C+2(F zCvB8Y6mMpW~Co;D9Ci_=r@IL7z87Sic4}2`jh; zKLEX&aVKLWg}HXj8&W}+cJqzd%kO7MZ6>k-%SdXXu@vd+1sP_9BO5VAX8Bjd9$Y`v zwT23SnX{(J?c&XwSw-1|%KYEnrtkSAf-(2d&+or$km@SeX46Y^!LW6f?~oFwuENb= zq9l#}MOGp=Hwdp5B>mBe-0ZC3IXkfKI`0#=It_Sc(J|Awp|Jel?$9$AQ!-+>`ST`J z2|ejzCX-)AeGfZB6LFT6Jf&9kgZf}JJd7IBYbTUF+V9J5`^`= zW$Jk~SDid>_e<^qeO=amq`I@hw6=mT#P9YkZXP+u6uEmkV9mZ9@_*6Kh6dk@IJv3% z6_rvAPkEU&&so!Q2vr)LHm{_$k-ZPov$7Sq^G^O&>_K%Y{GHHOZ@(A(W}nB;e7D*K zp6KK^!F_==Fl>8>l5=g$h2JMnU5$q%Wi9LXeS3mVTlP6JO~H=M>NWq|LT$b6QjJ5r zfl`-W6P%3-m9JW<2q0;i7*c=f#}67KUx(H?rtpq^>j$6!Ey0%tJc04pR}D>g51nv6*lKkycNs zyr*dUJgSX?tM1*h)dlt?NN+yeVE~e?>sRy-gj1>*nCSw8RkImFf!0!jA?-t;7|5N| zl4A2+f~T@XgP_~!IB?<%eo^2M4^j}CmvSdk#>j<|4_?{5Sm)LwO6%an4@fr_UGtw? zMdcR2TA!g$tOQ5`Fd#=C8vbkhMjYl}V??njh?qVx46OD0v&M+PWxOeaBm%>UQ1}z# zSaFhME(RB4B^EHxMuuXb*c8yj0VmSfUy^VcysMP}qUHGwBk-z{!LGnFskn$#kA{KY zn!sTB&quXW^0|YL(H!IsZH~(J1kNPP#13J^s~dm^m`*c_ayKI9?G2C)E@YEi5}}Fj z0Vd|De{a1oOOfZoEbvzvfT4|`+90%qI3Wyf1Z{}nObuKf0C=fsky3#J-T994Tm#Af z-L3@>RdgO{4#eRQDDs9?_ERMF9=x9g4>i$2<{Mzvg(XmKG6h?=8uKobeRv~9Mj~>l zpWq`;tblmO3C3pl$*@v-gwynEN?B48#sNEAh?lF3rrhbx1h=O3WLpJEFRSv#~qMf49u+XH^N$Z==5IGN*0?PH9#5>x=5yBfTin1ujVeU+< z{#l+er%1If7ISA0QoOV+7M^cRIg6`r9v(8?`|`2NA^^&z846(rzE+N<7FRxFdr1}L zQeBM$Do^Bw0jFi)#}!P?WKpUSJwog-#4*qiKQzSHY5L}Us`I|piQiFlWS<;zfTCxb z{0k2BE5eZva)L6pfL}Okk7?C3ptdLlJ|RwqGy+hEW!v^8CMP}**N>u|fz1pm(N~?{TUjj>Kft&)cA{Yql zeNwC0NxN3_Ti>~1`uII3mlAONzy>JYzHdI7gbWINc$9OQNG@G;-*O#*qKPM`;{m_q zlsFx^?*@2_@1%-eNMoSk#?j#98kQnwiQ>3fByEE5)=OHtla+$F(Ak$)@pkKAt~b!Y^K5*6?&<-6 zI}w?Z+whK-Ycy(%*|0S>8b*E1Q>kwOb|o!`q{xM?WG*h|fltI~FzTJKth>N=^V5PF z%eibuC<%FLB|amxc^t)VrMa;cyQfX3?3{SY$)A1ouIJeHm4@XR@xw0-a2>oiwh{}} zpz$*NSR9=SZD;jXEWUnjFHJpA3#37shxJUlO(z%+8&=g6AsCVnq#&TCOnevzKoH7?;yh6`T~=$`zCw*yv^3rBdMeT<*RtHCtND9!>kBOO~5fV*XwM4{7;LhkN>M=HEHBR6weVK`G#(=ID zhPeJ5{VK$-8tnYXxq%yC9uq93fc=%U4^)#lXbd|;t1?PX^(&+%XM=d40G}JMyYh7+@a2PUPyE8Nozyw#kpFsf zcF`*YszK)^|6I}JdEYjmcdo?HO&(-1g7(WOP$yG$eci%-U{Da*Ng_pkK{ss8Hu~jmV@caF?^W!$HQ!UPBKy z8;b34;b|{WGc{eM@RlJ>yBGTdK(BOeAlTYWsga+KSa9}I41Xt1t!u9YVdz#TL>Mx( z&t1XcTXIjq)})RsFM7>JRJO%v_$fi5ROsJ8n{Uj4IcA)+$1mf>3GYh^nhtl$OxqO- z4{C0!!lA-ZYvG@;n@q*u;dh(;i<7+yb;O%fZnC2=y9G340QUH}=2RP8irN>)& z=0MGR3b8-lODUERL?;4 zKE)*(j7h_8>U9<3hrad+2FQ6PLu^W6d3EEcJDPL*DZ*|I{HLDm&qs^Gof%I$$-ps( zgP~kN0nLTiL!fKKUl~vJQ*Sf2x0;#%c4;TYlGQZzq5)i_PlqU8uI!{mV0D~ecjg9i zI0a89pOn||WgTx<(YxO_Inzd2bw`;`7CrktY=+0nOnG-HoVfr;&5|?Yd6yEk&M(8q z7OTF7hD(E)nQagqMay6$F*0vNaHqOu#PT{;Xu3 z<1rYYnR-q5U-*1Rd^s!qTgGz;ubFTRWOWpVT6kCtFJ;!8wuG_LH&4!7L;B^n_Xx`KwXsI^doH1!73SSkFS4f3Gr5K)S)zxefhpYLd_6T8oHX5DRn7@At)j(O+ zQZKNFnaU_#E@BJ0zN`cw8oQ0V$3?1$I(9yH&%Yk~aw=C;eC|mdW|xxcV`{LXB=o9w zt*)0=I#iRP`YdZ{Y%Mx_qFqtJiG%z~RMt#8MacdGeXFriA{!qhJQl}B!D$xJrFApM zUH$_NjpzX6ajHKBrvY;qOPVY~lix>04Kn1w8qIY?CCwKpv@d>3IbW|BE_rvui8`r$ zJ|@o(P0Zm^W+OI78iu-Bq4?qm1f1Ns5puk}Z)k`WiS>1t2$r2OW3Nn5uP?lT;-ueW zw?8Yrq{BU;uNvT?JQ1p zSWi7_mtPFW*(=dOvF0FvT2OBo;5sMa#Sie_nl2s#{OBBqIol5pmRit!%FmAbmX&gz? zUyIUsKBF`~8qQgcFKby>YtX{|MSNvDkW!BP(c!##1HP$feP2%E_(Eo~O+VgEedVy? zd0#F+VSolE-w^+{O(v_(9TS%%etikR?P7^xPRS8?i9E02q%;;tj9Nzrq z4k}JLriqE&%Xwa0iMyg#%xBrR7@lS^FC2jw4O)xC)nrRUGvOjk&?pB^)8S%^`>>Fw zA69%P=30y+toPN%s_)^w^*i?#;x>s5S%*g>jcJ2H&EATvL;*yy%i+%YNs|}O>(O!Q zv*GMWy&3FmV$~KpbdIca37RoDw9BMuju3^HWy8I0Ev2~z9Wr9Mxp?{^#bD=rDoyf5 zaj|Nj`|%KI$>o7Fi>y=+WN?~)v`eHx1GN@M!s!n5kj|J)+@U5e1+mE+q}T*9p@mz5 zwKd+8Fx5YviM0@o`l!GJzhCPiLBVONM2X{uq_^n&9gE+-LSHKT-jh!pESd6Xo?<_b zjPAST!&zG-cfq>#3$CJRY*XPP7DXE-ycJx$;S9-qoL(fq%qwxyTc1w>sVK=VEWeCHMXJ9& z0Z)@5HVnVu&;$onY9}tLmDN#^v&pigKcYPT%tXSiL15_85^8u5n&ZVVe(epX&gxrQ zmqUq3x;Kbt3KCkoxcS5HR>rH#2IvL}-1$Y2(_WKwwg6{UM+KWX&Ao+G(cU!ZwT;A> zX6eC4*Csk(uwNd1-T{C5+oDjO_~7KbP3zI8q0pwFw`<@z<-XOCpJz3cqth+xdc8uoZePypoLmPRG`McagE-qq5edAgtar51pJHA5 zv>|$C&AyG0I0l#g3-aOhLdsPl@$5b3>AOL|27Y~_hz1@if>W#NKFt8-U})~&K{rKH zxm7ViNeMnKEYJs@Y0$W=RFQ@ z5g9OE)m3TzI|fuI*%54keM2$kmv^2Pi(;Uk*PM{=+{=V0d^?K}8AxZ`uO4{*Y4w>9&d%J{QzgXA@v z8VD_xwfO2hUQF`K{_Q8ANft#mZuE}#q+&{%9ziH3o9Q)8fF}SCXr*3rXeW9oeh*`QX)#Vhl^9ov z+Fb2)kW#HNWOJ}SjZSWmzgK%9B{Q>$Vu~XgoUnVv+j;^EjxT#o_&lsF2%%*1`wn$p zsn6dE%5uw=bbD7Pei=klE`~*Wnz>i+kpBLCmFa-K!i|weyzrpqfsW))eV!`Htohxp z*RlQF&!Z&cbU~}}iM0=|KlaW9n1AhV8@vcu?B5ZHrZL|N9Byf!rlpk^q>ruD{7LtPI5Bp{j-+kR}Dd*}=iY^)Gu;|h{CgBeg1 znNF8F%P?DluhA+M=!PNlk>!9(YX8)U^O{%3eTs%q;0GPbB@iM?!9|ilAJ4I?Q8283 zn3QDG0siCaq*Yf(VNWx8#)twbxk;27pD_PxfK+8~-a3gS_JQknaOOiM_27xV~+n+FEPc1&|6hN;IKbF>`$g;m#;BfBr zZ}R#iB>^$X$;*lKnVRs5DG|44pxM9kS10r3Or(DnMfL{BMkShP+17!mHwE6xs|!Mc zM*n6Hss3kU*ZLKm;R(e&0wM&DE>DUYxbZV=Q|DppA|xlksv|$?!ik3q3j=LHM_HaS z5*#~u>Y!+8f`%Zu#ORfCXd|K|BxU6@J>NZXI%kSyrwCskFWQhB1 zvta^#ezyPD-JyXW)N~+4Xxy{%Yd7u4_V=GwNihU`#Z11W`TK^yB6daYZr`yz#d~|b zhuZQG%>U8v_O&0!)5gWcpBENkyLr}q;zhq61tiUtxWW;Xpiw^6o9&#y`6sg@I&3Od zlw6(_D1(xrd_~)<+K{Y9^-Ia(xBG>taPABiF`R@=gN8mHdx6xDtil9+bW=Ry(5zIe zZK&(}Ngj7JTKavw{C47JiXzrxp3d*iA~dTWGbd4oz~Va`{=R0kjiJi&7r8+SzGuN+ zQasyAL+;>qUF4)_a%KGi_>B?9uLoS|i22vZ^vv5cxx>p`S14%SprGT`d6h*vO5N?q z{|q0>Wro{q{|46O=qr?>|6Kq^+W#}~{$58CAr={Rz>cCqe3<_`+HV3d(aN1|#M)5D zL|+De;aLA|5r{kK2_E+>Z2EbBp9PyT?osPD-RMTlB!nV_`fjl|MXdFH(L&YAb^eSGKq&i&sH_rpEs|G($nx#H^y zR@G4j003aGi*8o|0C~(ozXMb_sJy-$vjefZ;)8UT$z&iIXdkFxVS1ug#+0R)R#s6_QB_q1fk0|%YG5!J0)arG(86tU8~~tX=;d|+nKJo_Hc&|SQ16;LZGvV~ z65hH^a2yPm)HGkx^&Qc;VdC{q#6SXSk^A%tryMgyWqjme^R-T1b;KGY#%)w@R4 zjj!kCf8#ghDKhipfmw(I*N5Yqi$q3DfXRf_c#9|b&bUh8W<4jb7|{|6RlvZV&0d(g zTtVCkTe)9!zBlr!KvnZlOqcVZh%c`wC&hF7PZDjH27s3&`K{41R&eG)s3=1Zv~gUeJ;3wFTZNyxu^`L{a|>2`Z@V*2ep ziPhDC$ov65g2c7Q-1s$DJoWn*>j^yGxlNH-=pQj}!TX$Yq}q#Ra=A8`BAr?=00=p} zg>$p*C}{h4yPaDu*wn)qJ=RC;SeR67kny9f(kWeCo??JyhxZ;Po*m9s>cb|q0U3`D z^(nxx93a7)+yEe4z=RzqW^ltW^aBx#W_UWXtgvYDhN`e(_sEPr^S!4ww_;sac%06a z!Lf3%{{tR0rGt)P<%GNAF|)W-ILjt4Tb9}ng3KJ_tDa8n*7~m%zd%_g?SmvICX{~N zU|+-yvG@#oWt%19`eaLY!B|q8J!XD?Q(SoNUP)=u2bY3RMWxxI=}|W0hyA+Yh8{)p zjx>?wy@1qq7IiqT;Fhflqr6f#y-+gM`N*V0o(ZS+AW&1kP^8y^m@LKr0cmW=*k+O~ zEBatQsis7QQTLxa{YxrlpW5VYYjnRbrNN{tn@;WPL!zf&p=Y<>_5B88J&zX^U%T+|S%KX5Gf z!M5y{S5aS&{DbMUX$Z#Q2o`8|P3sAg_5ik1w!X~s?#YsW7YTTVsAnOVM6G_`L<9-u z+}YbgYY8U<7)`eWGH4N7*@{Zkw|aq;T$>mYJ->ms8vbGO-?ecWbZfP zVwE-Ka+c~XxZGSheU225$K$IsUl<>9kDl?;cg!h?!qE04M_NAw7;i&GCB6}%#oi4c zRfJ(-esBEZ#Ig_U2fM6%n6ERgF4t+e_Hm0u@~rr16)Q1w0F+7HrF$_c*6cEuDE$(MNT`5;vdtFqO zlakyN(qf$>xVB<#$urZ#ic;+w$z!V>-uBRj#RaX1?K0Hc;;N3&y*8p-eyE3{4C&^j z@sw7&inO<8a`ZkqT+?4hi#h#w&tP&i%%hfxh&(A07c&bH`hwx)>T1_C4OFZ=p^ou0 zZ^6AW&d@xS$t$n>iW!&i0Bk-$T2o9At_N;KHA{)~V5jz(JJCKKs6UXCw1!-dZw;RW zt(BwrGfiV+1nKP2`m#%TwEPogcuKz}+SMcFG%a_1%Arpg)gei#96Wx~fZ=dyN%!m} zcsge=Asz{0Mz}CBt0V3g72|-XBBskC%8}xz$6Z_fo`?c{JFm5zS(p=JZa11DT6(Vw zSuzFJ6C+rN=QiV<8LR<2{`(5tF-2Kyby_!U?VQ)L_NV^-v-z+wl13wG z;JgJ|_0$NiMtAOvMuPNuUF%xcy4JO>b**b%Yo_^6FR1H=PoLWXe zh%vTCT<0FIdv0aUX2&N@Fc&i9g|;m@K4(LGrJadRBVVE}^-hSKsqCNWZLGwl$=y`Oe6x&8klxpz06o5uG=_J=|s?i}6 zfCi0pifD{!#j2=TBb_3Zrtf6L+c$uns(CIq)iM*^4yfC9ZYBY&;X*?RDFYnrY*~ijHE6X zR(fx9&2=ShMkFoRkTet9Qu835o0mGd^)2q2_kC`{_f5l7)P!uuHaATgh_<=!o92SK zBCSXf6=Yh-S88}Fs2wrfp;0Wq~h>-z=7)Q*|$;@u;rc50ow=P44IYUjRd z=P5JN1xaplyF@u6b+!?+58W}TvxNkX5|XA!`S{jW_XrqeiWCu8JQvvmjkD!Z&61U* z?q4|ngko3|Lg%*)+$p0g+PWkLj|kl3I&L3G92W2X&hXbQEG4#%o9Kv|^YhawO1$-< z(b;Aap@yZs4>?iTVGc0BR&Gc5;P_+4$|e@Dl!TLb|MD*wA{Kqrs#X4muWGm_M%7??^T{gOkwKmV2wj%xs1Mxy`7$&U&= zA8&ik`^@DIg>~0;MAoan6yvg^0#MExKkHN2YFm?R`=}iuWUZXDI{~S-HEE+l1WW&- z{_yC6XkU|m`vQ5a7VUyDm9u8v1<|^GCn`jJ+@g>226sO)v^{Zxq5 zd@M}#%&!=(eYom=C&$%a~YY!nz!_g{X9?sqBY--6`)Bk9+*{@Pb0L1t*P{ ztB6}Bp%7)s-fm)!$YT;3l~6aF9*i-W#@rau4X4c40$uHPgFqB8rVf4%bWJ3?gU`tk z%0>wnpXG=)P)y^A?efBjKyqybmG}T{2H7 zXDuwb0kTIye_oDCL=zMuh)58kRBGdhhnlDnRTfnfC8C2|7zD27@N$Gflrkn|CJK?q zugT4eP$A#UpDQCDQJ$KvodGrp2QT;A*^M2;>NZD83*v^Zr!o z`~o?`AR1gst40cW*8GEXu=Ac)6mbO=6&*xA(~%>+xVAJxR)B=b?shWx82)R0PhL2DEo-HCw zcGSvxEtEQjNRCtm1PVlnR3Jri)W*6$kqM+wj@qb=#L|3C_=Dek{V0)1wos1RsIet7 z$rj2{8+FJ~hDaz!bhX-%6444JM|2f-c|Cg|3v01hIf-{6=2GkNh$69a((crV5CxJz zE0!a=-K<2KiMujH5}is&_t!*8oi9NYNOUS}d=IkBipP>w*Hr8Y)`%iyA!3XyDg{Kl z>%d-iB-Epr!P@{6OF#~=-=ByOoli$_#_)*{0rAll{kD*n$sC$>m-{>09ZsIX{+_8V926I63 z!xf-A(au`UP1Y2W4dgUVr7V6bSB-$8{eVEU2Wp4Ch){O;Fa(PBE`dZQh!u_Vn7jSA zmuej8OF3XCk+>u5!=LwW4=?>{Vkum5I0S-}>ehTp&D;RDo7+3ThJyIuHbQJINWS*+ z0g|JVmMd%L*I9fD zFMX*TO<=Rnt%xn5k$+4c`Pae{)d2!KYP$d>@|6F(r0jN3jM9|a17HFcLTUEZXZ5T; zh7-$&TW*6ti-|o|4AYR>&_{0;Vq++YUFw5biUfW1Msi*(#h#0sTF__?NpmfA@(^bS zb1rPnX|z$SWc#AITqsfn;Ij39r|JsyB66;2y zvs7mjjS)BAn9^w9gAr{7aIK(Ss*afgJdMyY!X)Eli%sIaU{fwpPigMD*h+6u-GyHPipTS69U@~n9*r`}@ z?B4FP_GxyhL!u`@bJ|oNx?C_}+udo5ccnjRKn22|*#OEVX`?@BQ)P|95Rk#wun`me z$^rWJS#u6_inf@~XaA^8+=EVnk=2}aQj!#7)Zyc03*w)L7d>Ad>2cdd>V-4>d361^ z`@eqaCt!MiGazo^&u5Hup5ZtArTR;%faUh0mA^0&;B`B5{pSC`NM@uJ8hi_XUnKJ% z+`yw2Sag06X5^kpI%T|Qo+7VX^;&5Qc9`IZP4sOs^`mZa54yc=2~gL%*0rv6t!rKD dTGtwC{{a*q%#SWh6~q7l002ovPDHLkV1hXAg988n literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/c1d35dc4-78cb-492e-b80e-bb18f768cc69.png b/docs/handson-cnn-tf/img/c1d35dc4-78cb-492e-b80e-bb18f768cc69.png new file mode 100644 index 0000000000000000000000000000000000000000..51fd6de55c139239a4f2f557269c4f0f745ca38d GIT binary patch literal 20763 zcma&NbyQT*+xIOZAaMX`4j}`QQo;-+J%Dr!Aq^uS!ywWU(#WBuK~Z|>5Rnq;p#+hZ z5@9GQ5fBwo#VcSS^MO7U)TPAt{rb|cnhEcsV-c&0O)9Ipe|gX zpt*2?B>564vE}dYC;7yUq_Mu4=HC9-^Ye3SGkf9C-i)EWmw{IMtpR_&c3-}HnUa!{ zii(Pwnwo}&1^@tBT3R|fIwdoQ`3o0}%XBo<%mNp_bc}|Vv^9_=?9V?DZlCJT6kPvg zI=6kzbnE`&)L+WeU;T;ULE6Ro~3%kOCEhV ze9%h8MpFih?t!n1I7&W&Xvn8ht0Q_&gfSkJa!jgm~Z8#Dtfed)wg z*0Q?c&XV>Vu&LA@M})JaCGeEkT21T)J48HS39!>xApdoW9dfJ(rT()^9zB!lHstuH z5Bo$Yq=|j@%3A0u_h022=t#K!v_?OfvifBv<}~rNWDdB# z#p_RJ6qP64vigzjZH=1gg4#z5cRSQ80S<>vN`~+UV$2S_18>d!B>)6 zSdcW?l;&%7$bYAuV%e*lt@mL$)chbUw{qMyadNhgjg%3L^)r_e z=1@P$PE*j-jrZCr_`v(l9pbS!XS|Xjvf!A$ujg1{za>4Z++4Szz^k2vSaY+xU%sd! zuY*4YR3BdPyP`Zt*1)f!@;)ejg;D0g#6`fgV}H2TCE#bli#O9=E}078rbe6b?13p; z8EkE-8oe{^RfuNF;jwdvCrR=!HalzRPV{}F!CW?6%H{ra{uP7;&{*PDv~zp!zLeG_ z(7mP&FZ;k82z@qwi)N?m zqu=V7^JYypk(TuEMZ!Q*cwZWluc_v{U?^W!CGsp@;>wy*1>wFtjUXGW{{jGE{9IU) zDJCy*^TuHAAWT9DuJCT|9LLAJz#6Z~%|1!HxIFw%M#@i)yq*ydn^Th}&8IuX=#tUe zV_#F#kC{Cu8=-hi3+I4#TE!qq;t;U>6P`Xda)-0i2%)9R;YZhVGigXR^ZWf9A1fhM zwPtyCngG_(JKxq^>it4HxM*RM2#ITU{6qR zCfm>d`(*$3|1?MJ>i=l^Y6p;7AO|Gk!fm-?qKMaQg)7@~#pi|+@5#UaposIYANC~t z{B)MCvo1+Crn==jg zMCou*J}W(4t26i!M0ri#u}9nV=>khAbX`X9fR!DGPJ+{PP);3mRG|s;A1&-juY%IV z=e=;e%05HyF{ws>HAZDr?VJdyXwER-IsL4nKCA*KVl5bvnGr=CW3$AmXJWt7ZB*MmfaUek_3;VNn%J+NH1LWJS)Z%xTI>#t+cO zNK>{sb-2FIr0|LdWrF2`id4C!4(;=c%_NC_F=ms9^mk(uV84X=!iAtMhCtz_3qd~F zt_gdfeZ(R=*Yw97j-jx^qRGh%=dQ26nZ3OB^zC_6$Yx16yDKFV?c+N;kx=TDzoptp zKHfrf6=;mVto>H(OlDI)T(RwI< zk6`1mlZoD}(W%iwm~4lc?|PurW}f zn%f-w&Uq5=LqoZij(O5xa5{hyQkP9{EheZKnIRdS4GKdf)y^&^nVixzW)`&1nj;%w zY6YseU`(xJLlIM?jo!JOK5bCE_K742p z&3K&)Nag_r$YhUYHStGC=KEEI^6>l$=z%@lp7c|ZYtL_=0>R;DTdV#vl9Aa-f4NV6 zEY#L0URsq9Dxi67B+{Y~>Ud+ z_o3n&$6KM~cgYw3{)q!Ji|)S# zhig91KtG9OZmEM}O!45JMeW=8XJHh~c9;#!<==E^YzA<%{1H02^`QMkeqcgEe?x;s z8$Vu>hg7;`Y!@fcU`m5eH6h;cqor`Us0IZMrWE5!6mkMzf1=+y=Fhw#5+-5dDz-Qh5v$nHaZW@ZeppQyf zr~CWI<}|63Am@06`~2Y*1boG&hy?~PT5YLBC=?BlP?tj$Jcd9_mUN6K*6-&ys@7v0 zgBjQQvUKtg%ICi3i~qTWY$H6hqlLr89j!~|clK#h;m7r0=dIg}G7)@K))mL9_>Bln zHPS!$h!|@iJWBWt4z|soaFx~?1QUDa7}!gJse|MgjPeXYaE=Ck3CkQ_u*dQE=a}N^ z<%HWwnVn4cn%zx(QT9cNZ>2tsMrfWP`so33H&x(;p&9=0@6#QZufj^s9}h~$RX7F4 z{TK54db@mj;2|pTn$COU2L-pg@=Br3wv*Z=iYmf+XV}bsd(+KY!x53hC(u_R4Mqz> zmKQAd1yk`aChk(`y5Rmye!VK#Al(-@qE&gh>mIG8ZM=l%b`V~O3_Nn`N^05X==|~- zAUQ`1JGV=NN4D_)3Zn23c?1(NFqaYdXC!TzBKd zfJ6}l`wh_ykiX9pKVe&zT-O$keo6h=F#lW?=-2dIzl(6L=Tue-`0IpayDy&*H3+aL zxkj&e6XR_bF_L%xj#R;S5d;qgT1EnTo~ryy1&GoA@LLsZ*>u>k{Wijn@tM-4_rE4{ zLV}0^U7`@G{HVlyKS8?irH_;);Ghm}M0cqq2328@1IG;w=u${|kt z#G4Ov#@Am4Z9Ef7key*lzf+g`G%j7N2q7n3jGLMAx`>~d6x;UMU=83g6=XNa)=Dh= zvabexS>n^{wiMn7nfcY4G|0?8#S*Z5Uj6?$;^X< zm(#{8t&Mdj&4u?BeQr;!Bn62_JA1^pHMx$oWYlV4<%Ux}=gXco&D3{|^7-<4`aE-! z7^jvu?dX-K=K`daD8K;`Rt~_Y76DJ0@_O@27T%Gh1!~#!chh9>-qYawbMGp!Nb~85 zl)2pES3ZvpTbUxSfH&^5<@kVk_{i7Q;ICwhYWOajlj-V;Z;8fD%K zdo7r`_{RBSbe>Gg1bAT8J88QgUg_E)7y(y)QNK zK4IPZz4Mn5-ZIMYM7EjfN_2_&#msFl@nHR2!(G3f>G9S5c(d(WA!`_IcP+={;{rF9 zDdW#-+0M#_Q40R7vK*_JR3s9l5dun#hYkntB}?Te-1QV@F+>&S^6v>6ZEdk7{WVdR!IkXX?%co%z*Y z^D^rDJcDopKV2)_+M($j$2WBZjk0cT7Bj0M0^ib^L0J*|-ZBTQ^Z@&?6PRk>wBiiPh(4@U8V8VIBKr@A1}B{x92u8jU_-~ zUmov_keS_@U1?e{l*y;DmB#XQK7X^D6?VI;42+7mVgy31Z&G6BPF!r0uv?f``AYW5 zdh%0LIQeSidh!S@yR(R+&U5s#CVaXWKfow4oqFt)X3Gd9vINK$Q!_m%ylaf_k=vs# zl(hX^>~LXOVS*r{XSm%~LA@X&{E)vw^ldK}!)IQ5Rr^p9rq~v-yq=50+0M-}Cj%0B z-Z5}oZL2PgbCTx)W;h{G4Lf&SD(2>7`y*AFNurbN)HG7aJXg@GP@oN8N0Mu?m9kn_>4$_lg&6hTNEDW5YRPAni(KsVQe6 z;n9)6Q@z50LUMt+{Q8fnZqvPKyCwj2yY^CjG3S0P>&T1HnpJY~Ox;6$7)3E`no=?u zbNOj&wTD~sb?scW@<&!2Eq_I_gK;qbD+MuM{zwVCE$OPwC&QBlOK8m#DT1FQ847gw z1NF7ZO&HcO8SihqRpU+FS!Ag`4SX z&hMEaXJg;QIPkcgzDaO>3?XB3Rf{&zZb7-;OYU2~Hxip);8*yxHJ#5U5rf|*yldc{K1OTdPztbYiK8 zK@G*uGf&F?$Rg9x*+JWPS2)lbk}@ zc(bq$K2ZEfIpx*eMcE`)xick&St^~&JJ)<$C%p)xNKmUW3~?=n8c5*-2!Ahb+{-%J%!^}=$oStr40r4m=4Y~*lxhX)Hdfi$cP+jj+ zAq-k9+|PimBRkPPde=uu0JpA7J41n(yG{;q$@%Xa1GI$moYygIz-^8h`c^%-25BIT zze!x#!5^2nyY`KFiJHH#$ju6%wFEU2C2!=;bWec8ko*PvkNx-(nElMZSLm&yrU~CG z&ASs$J{vhrzq51;{Gb(ysLAP1yE@3VV2kS?)Zs&m zLf|yLZo2c_&~JZGe7XWMX)J;|Op)#PfUFLKiG{jw#)@aDmb6HxwA;+6w-(`lv}Ph z-1*H6z?e^=8y%6oboL7hK+)x`?l^ln5EV&2#`vJ3{%eo)mrJ#Dvl;nLydp#CP+*8u z-WfmeQuMv7-!Fg1{8>^~gG~&^RxpN7D39$-`+(CI(}Hj7+m^)AN+j5%ON5_pevCbdAc2 z67$rWPJE?w4ep<_@s?^Jld%hhXGPsrk<>9dtn5L{6;R_sde*DOdk4Tb%2TL=L-vno zj76DxqOf_V8Ekzu<0VCUE}uCgh`;zv^GUl^O6G@n8eDI!9{8iRAu}-(e2IevwqJ~$ z+cF@v$j%?x)qJ+DSHhG~KYleQZL-3*$R-GAmOSRcbi1s_qFZ@K-AD-LI6qCKqVirx zQYLRpqYWk`DKqMJe3O>Xoe}M^LI%c$70lj6zEaB!wq<=Y1yMR~6Tg;0=1PX3XULIS z9-uDJd@%ivd*J%rN{GMT3D#wfgQt0EDQW5^WH! zqpIloGiI*9oBPQ&Qk-N;zTC9DnxU$P|ll4n9H)_Tr`%DLco z;~$q1qk!9I4`#~B?TVIwi=MC>Y$(Gcodk?AlgKPnzXNGCHWe- z5Cm~>z->yMi3Wc$QwW~kj|vH|eB-?fM@*ycW-QOFlV?e)rZd+*Wg0RheKa!kmvfq4 z7L`!KTS_!_C8(v9l?+K)N<*=YJ6906o&?8SgEGy7Wc6al02xLcPZgnfz7WPmrZg{fHJnO-r7`9e5P7BLQ(e3R<51yK=hlfBOs><6WI*%Y1tpu# zQJ}NS#JX2vD)rEP?FvGJlyS}+{lt&0lj62F>cl5M8ng(5B00Xj=_R557`PSDpABw4 zF!*Be2njxZ_5@1$Sp~&@;;k|a@9j0A_MB}JYFkNWIiqQPK8l{YG;K`wjpMshF}y#T zds1@rv5v3o`{V6@B8+5HXD zLukMMN{Nq1vm`TC=p;Pp5TCi z;ny{yUonW4yC(!c9c+4LUg=tr*@F$V#`)2e`7}G7d>ZA4>(4TYy9y@#(8rBAwyPjG zS@!JD8HrAImEx-m=ziU`+&Z^NX|>l@Su9pnVNP!{4@WA{C%zSg{b%!%sJ7g?x9iPp zcg=f)pgB>OdXW37uu>#M$1LIEo_XkAi9Y#u0#Qs#nn=h7u}2^N!Llh6j<`12Ivc^G zR;9Ju$3XbL)f@JtfHjT;)4iz!wq>F}&RGNzwCla{N>>TU&fjzF4MdasRuy6F4MY}w zI8udPIXeiu^l6jsUbI8VPp6Yek5=!qUBU3E4eCEm|6x?@NiEwPKDf;PcGs=`FD&)n z?z<)MKQ$c$-6c->*<34%f(#IiKF@;%G<5^^LuJFxoNm4jZ0%9sp+j=d=RNc-$V5gp z+8cfHVMMp*gXE`&2xR!T{Q=EL=4&8 zR!(P4WJG;Gc4Oo_B~u2kdESff2JEw1xDGwQ9;g^Z<32WaJUG z?nL*wMUY*z&FN}s2r{#)f)spEjBmQa>OryK>P!nyV(qt^#>VfE+0@i`F06#H&hi1t z?PSE0a#Zop7}##X_agGPZ|U$-*&Oig;XPswC$VxS`~9L!L)`Tq#TRekvFRj0WENSv ze>$1RT9XDo=Lm>=xC_6u_^qrjTs!mF#>bQtSezh`f(c>x!b^vonARcHZ~GBJLrv>t zY;J7fv=Pwz^cb-ZvmLzF+H%KJ`1dpbue?h90u9+X+ z3w0QEm2@t#d$Y!PRB7f!*_{GOsJV+;+h=#5^S|fQ_7K!mkq9n?IZp|2Xt@=mBz4WL zZlH$Jex0CdEQ+Y6zpY~uthka6T&A4=2J;c0cxDyCXD zx1=H`VOO}S%w?*#gSs&y8r1INi*^8R*4@4 z0BB-Fw8u|pnJ4M3emhVSlC1Zuq{gZrhQ42T?&If+%7x}&upF;mOkyy3{&mqV5DiCtD z!ToD-{{_K_zM8l9va#Z+)$>7(I&bo|Km-#XzAuQ6osbI#(~vtEJdr~UJN|)V*#cGC zuST|3;gx=XZp|0Po8-BU&H=;3?gfbS`J1IzDq zcr5F=8XoSma$A(dU!wAhfRD69bvjlD?|g5s(=3W1=h)RH;-;WHr^w7V+Y4gwx^uf+ zA8oqVt9n$i#eZ~f*Vw`RHs)=FxlKZ}ot?8}Oz6rP*MwuN`^csuW)6xwVW%O7~9W%on7 z9nMbi-{_x}@5wqZO>(hJkK9ffPaXc&_#)MDR&V2U7Ty)RSkXcxOBCK zB{vyG{07yqlbH3Z`&S?vVN?*GZ(jdvlWqNK%lEhlfogJa;oXpxArYksYOJdz!}V=P zG&gAYO8j)*Hl?c~-&I2%F(#4E^+Y7Bo^6s3UH=BZim^-wKa^>!{$4pxfclS01ypF8 zpE1nkCBxq#n8!BmS9A^OE05$*JPKt>$RBU2&GUTX9D2o7S<*97omQ9ayUQGCfiK8` z3Y6RJ5ZAzc6C@Llv7DWCR`7bkj0~yr7K2A;pfNJ*qRpiQ4y#NPI^~ar#KHjUt$lgE zqgb!Eg4gm7NZD6q5=C5|Q(Kjgy@^;8Q8FPq1D6}!B3o5!$4X^f6jE8l>_XH)>m5*0 z(mv*e7RaLHN0$K$5Td&$l9v1po$*G}po*98PbAb#+jH%UdofxUdVNKw2mXiM%`*0U zjtJ3~)4{(#-4KtO4FLP->*RjJX@PU;dUk{E*e3uy>7KYypNYnGMABqeJ=e{=y;9tI z#>WZCXy?|^yKKrZF0-^(1|u3zt(tZ48YIuYi@NV=;}0b2RSx;tFl^gosfK;Ow2@nq zsO^;3t`%7bCX#p9kD0^I|9p6kVaow>dk?s8rbI#}7s^*%yA8?+M%w=%+T=5SK;`V4 zSS6t=-vW8>Pa%JIJh%25BgHIcYq}oZPsC;)>sx~=A?H*o-G^7Bepxvlr9rBhR4pWc z?~cqJDRf$fX7S$D77gUk$S=r^R-iiHXeJ$sCVM{I@0b~-l*n&iQbb2y{?%vj=!E^b z5eXb;0Q+E%j;86L3M3wkm@|h}mPk-k zqgy+9r;efzvd{ZYf7Cj(6tD@%ECpK`2!u3)14nP(GwQ(M-AoOCq!O|ejq#wEzMbgc z2Q9>&cZgam{is-lyBf9?uA8P3ZE}iCYH#wgC7Yyhc#PHVL|+br4dwX}+0P~3K5v?Y zV$?shc6=Tzsp|v}$^#8;_utkyAT13|?MJjA%W{Rfq9vvrAz znj`gNH$YQ1Ig&{(>LtlHsmppue}NZ4BNXttTG#B$ybt3(>Lf_A0+#Q;K^fhVKqd5G z?P*()0s=90P+mePANqYH{JJV4>S|s4>ebs0DtRj$pO#6&ESBl@yUoV(K!JwwaP6n0 zU6SwBuyGgBQmkQ_M27aUF!T#Xa9khmj{iCLH|MR1GBc#)`s)&fD8wm^LK#ass|_eq}X2A{S!Rus9VFGmySAW|L z@ArEm|AY2k=HExKTqFMzN*Pjspvw|ou+Cv968P)O;Gt~QXs1N}vg{u#$E&pc(Y1^5 zrboOc8_&>Tr6h@`?g?qAq^u~=KCck!n%FIPqdk4k^B|F#+Gg(i;;U-HSk$#;{^?Pj zptCIM1J~Dxa}gq4vz>9UfdBbC<0)8CWb`77H3G<~HN~u+%^~sZp>^WY_fHB6IyVD8 zEpYt}LRnyr8^FKnX_NI-FCI}(gp|^cmLFU~w0Cu#AC6KtH;pN;&m}-4mtk|b<@YG$ zI&9MTUj+%e#O#qnopOvjDa-BEkqPW&3%B};q2Xf?D7GY1i1k1r^3!6%0dRigj#Spu z@M?0A(5;If=E}-_Yk}(^H#+#WT88L~&8wpLb)Y#T0cJ1L&%cc zqwc0tBs;*PwTo}fD|0ObS%3bEM-2tK!avqRBy%~@AlA{UP#9Ym*17Pb+66ViKrGUY`QsZb2{NDU_L6QL05Id%h&_?;vHIux?;`qy(#b@*dw zMip6DPyz!>HSlj6=Zx_Q#9Rli=m12|*Lc`?;)-4fB&frCV=&rRgf)=FWdr1`4-CpmG-_zyg`#Fhw-u~JkJOrBH_MrFUYY|jTwNV0uZrM>#GwN(e{tqA!0 z_dL{PPx=|>kDwU~$vn9DFERVdu z7ml{4Bit7YJih96D$`itN6_+-tIeQtvm)bUDqu-oO_=wE1y{%GT{XwAmn6J%%~dhr zmt$7?W4~7O2nTKY<_kSf36L)hSuflB7*8%Zv9vCC%|JRgr?&6u1SYZpn^lNE=IZ<{ znc&-L-rdQKQjB`^SdMAz!?VzLo5xaejCVW+|G+#J?w5XAxGLDZtugKR+KpwMDxh^) zRQ0C#Mf%q|>t3OGBGW$K6emyBo?b0hF5AF)bm@1Q+;_Os^s}KpW&N{7&F_~Bh#&@P-jnskSDXL* z{_5~xe%kA~P+*tm-127H>onQd<_pxv>hH~7=*zQ}3QYMHqH8|9ML!#KYqbloe8?Wk zEaSWm+H!em;x|UTlFxh=8E8vLF>*&9Z%pF89Pw``0J2?1ugsL>ikMtoVw}s0wts(# zHY8abIjYyW^4e6tq1K#E_Q}u7z|@*RDMPizymCcGqroDMsMwczPV@dsCLC{KIXZF* zKN%+>SY-k!4|V6;^tkhS%Izj4Z9T7yF1Q@-dKDI38J|UGC&w}?g^u&}4&p+T!TXg( zfo{v=7Ri!Lv`5A(>S7h4fgHaope8l2Eci^s-{RV=+^)DE`o>$^D$ z>pq1t&F&Y=&gCE4a_k8J+I4SZMxV7lVoiOldVR-%h%&7EM z_*BZ1`oz6E3DRlyImSu$7OA`g!tvfgtf|M`!I_FflA+a0k15~B=h_Tcu}#+(=uBwj zIjH+;OU+&C@b(F%j_t0S|NfC>v4~>*o66dBcd7vgB5*)%w&ktOR{zU`!>gqwu>3nB zwl=dq`D#Bgiz--w z29(Bl(DmW*uSk&jfrreS*A=W$25Mp}w8qb~*9-A~%Lg*HyR*L>Bo#fl7~?S)Y(`-S zQ0VaYNBf9bzgrO(hT%0y?LZ%D`2u=?pxwM5t8fj0v*v2}>27K*8V~XMsp*wR2X!k` zV?Oy6Tkd+#yA}$C8StwAAkW0lvp2C}P8?)mJSNXhEaYvjfN+EF z95R^|+dWq<7yt+0YB`+aqpAKJ(ZB%pOlJdhAYrim(Rha;)ko5rUij`M`aGfayUSYO zY9ztf174U$S? ze`VNODn;$s9e1Oux)azwU1&O#Gfs9lm&u$f-HL+(pK=_(JG3sxL1u>UCMAYszJrqd z6d8y}Y;)N6^Q_uxpS{|V@z8F)IcqgnK+xl}6Q3HGoovZIoLUt7&AzvMLJebQPNU`K z^Kd6=e6R}LYI7y#=OrB@6mo0itasu->-{$o)#cP_8|QuUkBk62#$Sf)p`@;cp9#l@q+=+IA~5aW6_0cmGyNA z%(-i5;ejYo7+NBDWmTktiQxCg(4CFoDAHS3i)6IG;yE_`gqezLbD5KXJTKumh<%dY zp!D(!KO$!JLA}@L;MLeJcDm5y`Ev7q_?R^x|D>cJJgNS9qNtB6!2CM`5*I45%l7(l zLOYYHF}9+s!~ypkU3ZPogvvifi8Q-C5h_MYd|~2LI+oD}yx()+&>l=e8@c9G%#&Au z%Fv9d7CoSRgWiKum~G4wP@GUlkXbB1Oro zV4DWh#p9RQGT4?Di=e*q8>lujA`q%4JLoDY@^$W6Dq@BoM4+nDplI;U0)XHQMc(*f zqr);*C}b?i0yLF^tFqeodo}?6K`B&7Hos)aAm{$I2%L;xPy>+0NPo3y3Yyx20)p|(;V2X*DDCS%DcECQ@qew+>Y4u2`ae$EyO!5#78ycaQsE< z$3a35beiu`E@DsgeX9#Ngn_GbrG(P`;`ycBLM2%>P(2z`xD?}|o$Qkgjpx6#;i{XJ z(ui(O66=Ot`ub?Ephx!7aHQwl9n&~BI-k>VS$$`vQ-~Q+Dlq*RS`nk^gfWwjIva~+ zI+DupAAdq9#IJL-$+R8=nzj=~A24&5hUH(bNJnzqfQ?3qGzEHD|;77#xkH zPatDMTX))OmD)qyNWsfm+r$j>0Qid8)}|3j1A8l7qdnu`eXq2x>!{k%Boo>1u}7sz zDf3;*``VWBC2-B3*WTKhZ$(06c5nD1fN$IVVLvL1{2xD*7)XWwfwUSV(Jl)W@!gy@DA9C1wcM9%nA9EJ7Hx|Wc+dhqPR zxAH+}w%a)E%B)v5#YGY-PDI=|Ynfz|RQ;hI;6PJWinJ2Jr7+nKoUb}RcVLiEaZy&q zAenuA>%qjT7D$^mnUA?VdO`22I$WS6im%5O$K+4GOC0E2bYn_k2!+LuwdWdXDDYPI z6Id82g?&n9?_=M0%CXXxcj=M?gebLuZNE6k3D?LAW{ab8Uuz3rX42+)?vyimVO1Y6 z_v*k9d#rkCS>5nR+(1y0?3%%bD&CpxCjzU4qJmJ$Y7!R`GSKB3*vkX_EVC;!fHhcZ zr>R?{ykyma#7!g8+4xGeCVBUKA}xF-)}pK^PkGoA+AQu`6kh@Q^{+LYb!!X9_$B*F zmze$e(Ypo_OruXdSF$0}!Li94%ik{UaT4;Ye>-uHvmgBE+?yR7?&5m#bKpb)(Zod> zNFd$NHj0zt9pzq@P_)fU_c_0O@L*>>$)vY2PpD=1En8Sv%p1&)8>W&#ib&!Dx27`N z)eq1y9S&_>pn)9Ey%S3yyHz(Y_5*=0t33u0H-9H(418qZj17M-Mlp;0YgXX* zKxbAvrA6Hm?w+AI(45RQpx7r!ZlJuVBj_n`;qk~5)OG%lBk z3lx5npA;tdq&1KxPiBN7Uy5g~9++qm+h3$Gg(Al+*ou1|ioJ`OPW`uT!OPeyM;$Kb zXkzW(212pJy#GvED>)Rw5ti3=zd=B7w=BVOMx zrfi-Wud7^2@Y2S6GZGgwVFL*|#mzJH7|VIy@tAU#iLp%A2Kjrr5nz>LSV@?EW}SdL z9LFJ-EeqCe-qPK;lXA6vSKw!?>7UlYf!!~^b(IyfcSSB_H-F4zV>QJeus>-Tlhpv< zm(t;)19ZpkuPaXR#8gSYvXOsnvf1pBBxM6XzICy7f2Mz8vIO(w?i;sO8IP%mTb@6y z6Oq*S^^y{+2&H1Emx8E-P6Ca+sJJZ^yr!LU+&GAP+)G>y@Q0}BJjcg}bgze8)*_AG z7G@4H9@MTq=$U`FqNvHdv_6Mnem!Wn%HZi15ioo5#3aG!!?Di~s|10;Sad^uzkIah z*=eIeB`yfvSZwCi4i-e^PQ5~%i0XYlY7wBbetsN(x2j=G+KqlKucBz~R>`PZ@6^|T zMFK}Ly>0=gT4BBh2+~Z5x?w(qB6G!uR-Jxjh*mCTtjd*|pyo86RjjjIW#HPZ>Ty+c z`zyG{>ap_!Px>yrHjakVsVTuvR zkea}kHt!3{nPxq6itA~u@C@wsC?j0qZNtkxk2I0;@O{u2JDf(znN7eNF4S zfM|pp#9Y~(k|9hphtV==xXM(N2nmDDM(jE9ncT&m z1f77WL_0WfVvkjafgM+h53fGL&?s9yo+2x`DNe+w3(y&SU(l_uZ&64>6iXv#ff7B4c|v zw3>4MmLUIxzBcuvv6UIQ6n^W}`W@UCylr^&$( z?WD}fMy+`^VS@zAiM`(^{>d3~COD?g;kk}DcxQ~nrZ`I1m%cQW#!c>B%_CoOd9bd` zBPvhF)?3-&c|XQ2vzHZ9d=X$x-F3yGr3?$O&M!HQ(2|BIr1$HacYE^~h4c0BPW4U` zPnDt*jmDe?9ounWLSphp;%rFook7s3EG+ZU;JcPSN5yAg!e`2nnlJS2b)Z0sQCgO= z{6m)L!zk=YO?9<*vNYRo;%GVCMspQ$lg?pM-78O;E%p~=RJYN1Tk2=O`D-H7I_o58 z<`?~2wIyB+8KoK36OEC7{U#=x5(hN$HC`-RzTBfRA~>@BC`&_E;2hraeVDkXSPK!p z(en5ZFA`gc4s<(;*&{-w*eZhCb%l67Tg`u<%69qS9(>?)=oP)4omg7> zk8G#7+qW8g5BAAF%{jzk18d+3Id2jN65zgHLteh`Dzf?Yg9%v6t@z$Tbl*J=<*bj= zh>HsW1WgKatJm|mO|Rhu>hbzy7m_Z4M22~swZF-1se+y}3CBW(blWk%I180cjm5J> z-D{dv3J$x^r0SAs8g5=UmtYOH2ZcL#6?V+Ct12N0GOurMY@N5inx3(aEe-@KA(#XK zAt>dp9|@vQQ`q|C3t7nj1gSgL+%o>ZC^gG%*XR`fOqS-A!PdRjT1oq1S;gH6heNo- zSXVhQ_7H*euJ^_(+F32zMy|FHDPkFV;;J|nF{(hkbs~_K!~9P`+R0X$i1v#iLcGb7 z11r8#iwi$LxLt1kY!H8*Dzx3QUPcZ!m*6SjOlOc9<*NL+S6bxe63Mqz_qPT&CMExJ zUI6m=scmWiV)06j1^(d9RK3!m9lZ7Zh~xi@GME1UqRh4kx!ODvP*#{&KO;i?JDVM+ zzNK(jr-`r@$Is9gleGC);^+-Xjq*3fMa~w1i zJiwHq`L-D?44k`I<4laKEXxPH0Z$TKRrsu*9*ADs@ZpT^33OTZDh*x*mNcDqUJaf$ zI)YO6CV)gJqs@>n(Sf{0{PV%V-jW9!#2?r20Kn_DJ{oyJEL2LuhakNVE@%Yq6{^h2 zMISbT3HVHLMejfPL@~(e0|ke_9{y8^*RtftN`Hbp(|Qomy)2oLY>)fbKxYa&D zkDMmZ?|r@W&<;*Bkaz;IPXCj?Qvt~BlE%$gN=YnENunlNbI*MVYb8JbjT3{vp<9r0 ziXSiWP#4cX(3}uGEve|Jz1l|-+Ic6*f$nPEV~x;yFkdDR#@&^7EQ$Cd%Ku`m_oVdS zYR~&qk|CQB+a#jS+)|&|>K+dqb`r?;1(;($nVy~xRZgQCDBcDd!9%1_BI1fZCw;## zzs`OKgjR44?8H?Cr=G-jJp6u~Erx4QCV&I{Elw7A#`|AB&G9^D7(P>A)vYXF?)sX6 zq}Fn8(!yO!K^fGlkQ@nMrY7INm2pkS=Iwv~Kt9OZ5c^Qr+rc!K;fX8N&@@HZQ%+jV zm}x22*~jVS5|GT6*Hl#*tkwTJ>+Di zrEqnNd*o|FA*(1gHiaL^1F(mjGp^-9|=cixob<@RSi45U-qf!IhbupTI>&<@+ ziSKtxNpUD_=>=3!E(ATSMJ2BC1ZxvU=23u}HtL#Z6za*kRP&9gV9(Sj!chQXN2-kF?X;~Jgb`0bIL=W{u_bhztTS#>vT zYHOIh

d$81~9P8&`NUZqTK>((H(WrG@JcOf;MC_h=z_P2OJGa?lWnFr~4%zxCA! zz)LUnc`b+iHoA3@bb|y=vu;aOdyE3UC)dyn6_ym4wMhn%akvBTjL8FWAhsB_AO$uMnT3tR&f-SY z*Ybyq+Sp{|du`<4>o4LUGGj@qm#oA|rLZon5`A=K&OmTD&=>yam;hgvRQzHOddr#q ztS)*U7NC~9ZC}FFdgWH21Sg7RdW`WR4JbEEZyc|kPP)tUI`-j*>j7I6=L0iqv{=OGm_&?ZzGn6D`EGe z!c}{H+^)w8JuG}AJVF0AIMwV(C#EvA7d;r=udEpzP?rg)$ulMg6QIHqtDav}M0dzR7?cP;Gxm`^1nPj-hVbhTX} z{mpMs^UBeK3FZz}tlRkm9Ga=nJ5hoUc<4fHs&V=N2V3`~o>L0IUS7JuQg!=&Mizh8 zLmi};D^ELO-Kr#(8rx}xr?jm0?Vp(be=gqyh3!7Q<+8s+gXAoOd~`*pA7bK8nLg*U z77oguKtf1Tfb0}YOec+Mrs)6la{go@@^NxRADccLvK3}ELmmTs52JOl$9Hs)4O)jT zaNVB48d=QcUyJ&z)4PsTXDVb0jl&*Pc9a&_t)Lt1rD+ajKnSY>@uRqIZo#F1Wfov} ze`j~5{D2s(FL&9R6LJ(zkEn<-f<+i8tTcSY?@!bFW0!x_fxV zlNo^s@;=|z3m&|ka}(mhuVb$`P~fLm1_xZhj0(=XmO#Y(+$Ue~3aRudgq^yCUSX0; zwBi^&w7Bq$$hCD?>o5>nh_c|uubc(ud4N&z-(*M|v%Sk_dm@f&m>@9NSwPPGd9Zgv zZ6bJBRS+F|!CbL%K^Gkb4wXC$!ZPx|W36<_y}XlFlLEEa>S3xB;{2m-mOOg7aUAgW zaXl%K^jiBFN1J(Otu=*drpvA~NIQ3Mq%613iy#3Y5p4(h0&DL zdW&DL>tlrLi~@$o0h<(Auj6LvM1zVE1}?icWiTvGn>DS9O>&#sC%u2`_wRR7~ea|oRI2dU{g?Z?>DOG-P0&yV1FY#p^$<$6=H;2p79Cngm zM5ceCi)c8p3CVwFk%kbrk57*rw|rw$YNkGVJEO&D5?XhWh#ru$l9_@XHU=n4Ez^s!p(%Y+nZm5qrtr2q2sEaQ6M&tE50_xgJ?`w6dv=us@Ny>h* zsr7PgaQ2D5;9ZW+sMRb!iDMB{GR-aIf`8Y^D3D|9K6veTHMFpTqWFnn3IDv?dTtlS z<&+0ePEysiPnxr5nBJyB;)3gu&_pHx?*IDMWKvZ`u$>>FhRdz8dlVhu?!b^N=gC56Si!1#1xV%$kK1FVZ*v#@$<$M29fT63Dzgc8 zo#$9-i(i%OUhgDvgL6V5BqV?S-Qgz-+Vct-PDIv)NnF-XJtKIt`s6Xc2&^J5gVf{- zM4wxjGlQqCM%Ug?*Y)4&^FzHb`&4V6Ysxi0<16m;Q{+hsUZk3MbMFx1CKPlhP1M+j zdVDAs8?a^I6S+TD7~HD2SA!^5&(7Sf59@gEb5!{XW%SINk6%s2>EPxmlrT}EK4_Ut zJ*z?6%mTk$t6lRx+l$xTSqHT~$MUpZ^+TI}Y%#;UzNU!3u}7Miu_6wC;hV&qt~eYh zt{)Xr5=~m+mP)PX4Ld4O#BcdACide+3eW4gSpF>cRfFxv)h^+xh$-!bgTi!)Aw)N! z%7akhw%#e_5koGj7?i<~_$HHBUfnDXWMlOk%G9rXA_lva##V7Std>qiWpzGYDtqP# znCT*YM0w4*PnR(bJVf?Yjq#V%GnK(*0y$6%{tEiTLTq2UTa zRCKB}>Q(jAdyZ6Q^+HEim+93H%0Ck0uRHhFGe*dXcN}K#sjqdENaeH3=802jdGs75 z5RKz}wR81LAbh_c6Zd-D4P=qAQ(~>{4W=+b9X!WSi5eW7)!TPqm1)uD z4Hi8%NCgnggPo=1lny(v1SPB_B`Ni&%!K-P!G3AYw`&(}nal1WMV5pX`T)c>bhCu& zF!U>rj6!>yYh$kMp~*&e-iizmcwL+CY=`b6TfEMYwI z{3P#Odt-YJ-$QQIkAY+otig!&kH3o{UnAx*j#==Cy^w(;0!%CccxbyLFMw9SG*-*r zI_GPJK?f8$(1sJxGHLcIP!#*aArr}7**rv)SgAl(0*?h0Pw)mP2J}QSWFisF zIV)R;wf(GEDUmT0<465rOD=NS$w8Yw+Y}mk*nS+>rW-|`E_C57WYaf@Xu3nJ5gg&3 zvQ~$)3^Xlf1z`u11G%h0aBMXU3+Py3zl)YS>qSnx3$S@xY+o7U&g%@O0TO<~l4{>% zjqpzBhs^rMQihHXykQ9#1}!5cB_blgc4WS8DJXqjBz3J2xpx%)xgC^8H~-Zvm1|(x zrz%;2Mibk8i9(_PHX_Ap^dLfK^o5bsRE!=*TBzXtgRl5k;t81v@E*a1XpEcGMO)^= z>g%mf1W!ErJI918*WkjbW)?!~p7z5xU~^3-4EQ~ARmVAIw_jrbOO{geq>~or zq5z!q^azcHC*rw8@S5#@hqbi2Y$)aNW`Jhq5j;WK9hZJ}0;yoZOd9931j!BwcYg@Q zkyr@nzN%@M7z3=N9!W(PtwqEk*QZo8?6>o?o^1Ax?o{M%&@>k{t6a7_Xwj;dlt>hO zxd!}M>cBW_Oxg8G)3^Ul_Awx2_%gKHTvS*Q9?;>XM=o#aQNua?05tI3U+}DhDR9{= z&i0^qrTaarR#pe%9MWjdrAJKY%YK{FQ2V3ztGz)VSh`mKKmty7SO;UcSP^3%|398a z@U+#VEB8YwG$Sf6{RC0JjOTXzG|y*}DcH(O0(TrMpX)6!O?r|;LV}RhM-1h0I_vjyV zhv16+_V-(JZ%)@#A8Q`ycVr&R2z!2w-S@}XIlWj<@7X=seTQ|z$C3x*;pX?DOKpcp zXsPvgPfdKDm*A{(3tF*0$HHVZ9X?1=k{hhRs102YLQ8ZgB~LBC7IsJ#|J8R)Hc42x zYP?_kePk(3ZA9T3-(AbqvKK^ITf6Xp(NA(Uh9DTkj$YG~kAPH8DJ0>h7|y>-ZusZi z825#CtruJO?PtG2dP+fc7#Za^WO*fGD1h zfI_M$<6tZ0#jpk78ahYeAcAK|5{6^J1!0Dv zt!EeHjHhkl7CX9afdmHOHQx|b+b z)~g_kVTn~xw95EPHjSLTHA7N=e`-Mx=6-Yov0001hY^*ID z0RXOnpKChs$j>Z0qpb6@XgR=~u51rc4}ZowmFVK=;p~|GICZ2UN=Q(UkB^U^pI<;g zKu}OnNJt0-0tpKXi-?G%i>Gt|0D|#07N$;j8LNe+Q6;t#4^EcT)aS{~TQSOo;o3nCvt_(}qH&ohJ9Q+Tg8pyqa zJ@#XI=1Je*&P^JXYmURU3U?hZY;A(E_onln#uNEjo!b=I!xkRaL@ercP_hm7Uy^z^ z)V}uz+a1oOwWB~@x-M1vZ95LO4Y+2qh^J3whU)&t1*&bO`+LqjN{h(j(+MfOiLK2w zZtYDpwUehySQ|8GP}HVcn=t9q2GJ4FX$f>uQl3rshU1b)uJ5{VW3!#N+n|2M30+gk zAb04uqa9r&_`^Ki+T^m9`;)MJPk)#XPf?HhWA+1&qx1-sev%XX%|g|&S9)nY>B|k` zvK>gVi3taZb!z|KTfxw)GEm<$Ag|A5%nR5Sg#aIU<%77@rUf`N3iE4SB!KZ}Af0%QP=~Da&C>T2`R3R z%xM}&Q{L1P)WJ^f6$VTvcJz3aKJl#o*L47QPR~e%zKiO$CEJ4fS5A!S6qrFmfcxD# zX>R5J#~W_<5giMf5iI_>OKjxbkp*Q> zAJmW!Ij-yYuW_mIRH5AVXJ0bgfpkf=i72<;m3O>Y$NH)zN?$hGuU2J~nulFG17^3Z z@G_%y!S?R*vqY?zYH6v7ugG;$Q#iL(jXSk1(mc2H45=sixM3itppN_I8yfa8<57j3YC9YwvQra(`*cUIT@|RjrWbm0mY~RqpLBbMuHKux%_9VpS-G~@WI@LVIq7Fi}DA`_oSCk)lUWsHmg}b5= zs7w*fNRLSw_;A#RWyisdC4W`xBOEd8aeXU3PkJR`n(nuTQL!$NT1n2=Gd63~7MkmE zRg@KUHGj-N>U`E4=Dc8CF0(+&Q+ts77L1(j`VGEXi$t~alzJORX6H`qCco`zom8tKwtgY=(8Gh>c zMI*}VO#Keyw(d zJeH7S{)Xy_!sz6GHbUsS|D8~x zcA=VT9!%Z(XuMoTioX*BKzPQrpKB(B^oz{5YV~>@Sz=qVqfqN~Y`m1W?q_f;)-4Tg ztV=oA5~lWr_py5Z7)N&`FUcVc6fUcHEb?ycChA@FH6#RoHx zNGW>G>-sK@7<@n}3mChO)+~9ECP}}d`Z0Etpx8ye+nUyVyCiLW)(@{)b#8jN@ujj5 z*eZyyW-*0C+Plj=;Wna+hh1C{sn60cj%J++NOCzT_puagKfL0JI9%+L%&ACIt>RY- zu9(a^1))Jz;}Tfv__tu%Z-5kvwld|WEa4t@_e3C~6zZLOI*vJ4sLa=1CQ1lZb9Itz zYbnW}6g9AUs$KWB0(Bb{h%)gG)bbUE#D{-X#1Fwu?ur)Onfl)hz@rcq5VbP8dkT6& zwP7h3L%7j%do28d;FRJ?sP7$o{Og|+InZA?KL8qC4#u2|P>lWNQX=2{VUyT?R=4=T z+Uu5y8Qj`9s;re%zCeO7m{udg>{`vid z#lL-QwHwdSlDBG%wVUeHjxd5w<;^$kw6nun>5-YJfzPMu++G)7|@92MQ{=T@s7 z)dIG;*Pqe66(oGg;yJsME4U=_CQKPJ9RzgJpS4Yhh~xSDcA%0 zYg?XkME3{Vnvm8xY+b~|t>GK0&k;{!xSB9SGYRKzenvLB_S53LAYWUOab9ZC3M}M7 zGWPm4#`4bft(L;H-$S|2s7qaa1k?9gVgf^5u_>9zCjb_5(2XFPy*Y2gW}SWbgoYgG z9Son!Tx9?G1Z$Hr=I1|<)DYA60ZXg)td<%OQV1eWzep57>poV|LI{i>I68^y-dE3~)YR>8@is z78S`dTx|Cmu51&otva7hKd)hy=qSbwO}gDs{meF@dT_8ue49LRQOI47ck6Y}C^4^i zub%t!tNs21*x(J4xkraxuN{0Fj!smn$q&YPl(L@QYc6d9=2V~`U@a|b@TpOyer4OC zFgUTCwGtj!v?2_0KAX&BO2ej;c0j~)5dQ@j8;o0IdWJ!KB7@Fu#WakgU9y5hW&U7# z4$%5Xoeg6KUyFX8lhmOwnb+y_V8m=>`T5nQwPB9b`DeBue4S2E6@fgDuOvtl9B$nV zyAO2m)e#*GF{)B9PS_=Z|>0Kp|QX z0000bx;pv*0NX@c`ZZ8#ixJmaFk8v;h`X`+lrfkL4$ z7)(`FRU@Qm761SVh>rHYiDOIGJm{sa@XWP9nseiE(ySFM06PnvTYMQ5AU;}OH|l-o zp8oN#U!B!RC{$Q_xBiiUT7kS(&LleO{_QPG1bgr}UDBk{)8FM^nofu-MI8Z_CuY^kEvx@kJq z@yA#aUGT@{QTf4Mj>d^|VRm$@evtIO_?fn{b=W$|f==0aNsyp$r4-xIpJbIKYo!$S zb_kn!v_eOI70a`*Bhm{@w@+O(k?0yQmQ6TA7har7PAyL6cP*KOy=mPLs=>zKL!QVn zjD%ay`qfSF)+Eeuzj#9J*Zp=|O@eRsE#W!C%(w+SXXszHmMVC;%kTJ8VjEAvOm<`^ zICv#S$Eb%P{vuT4O^KV+HmQA|V}3DG8C7iYjDlB(3|h=tu0wuI4ITmiFv*iN4M&I= zh{exW@|VOmURDx0uMgRn8axMnMIK8M_3&#`4r^L!w2d3JkmbDh$lPLKt%CKsRAby| zMvg~Is8%P}`9+fVt;D%4{ROf)V@2=$oX3A%#5YOLVK!Z@H3A@p#u`-KyNfZC76vMJ$X#7D-SLTdU` zyUcd5@sw08(ZBXE9pus#4AcXEAvXWmxb*p3s%?z=MPni~H-Ao?&kE&Q7#hcgz8wiE ze5pbxi)%-`&u$aGE*Z$EDr)or^Hm5F9Hh2H*8~9$1NzswBos7)j%ImMS@x&b3{SOp zn42)GG1puPg>epu_sWs#dn1fYt5#PDwySsWm+}+lflid!d*hj)&hEU+{_$NOV~j-+ zq2HOFqgE&8E#hpl|Fz7|x`v;#JmMGeJah0aV^8J)MmDX+4yE5e`O55t!vtE>fwJ=@ zWt-)yJB0^~fyZxI?ymCbQzD(N5a_C~;I~iP9RiCp4QFneQgklf2Il3{=YjTuhc6SV ze{OXMkA(Da{0>;ZE-M(o+#&-i79a(`gOAiSu=Yw(7C_1E{Cg%{&S&N99?w3A)fb$4 zwLN^-Chp8JTdKYe?`UPr9Wz%U)Lv6vSr-`I7bcZd>uI;(gISA;M2?m#(e{iKaI@B=&#~|Vb=NIDU?~rO3J)rOduz>py46+^VHyEs9-P zuu*o^gA!WBX9iuQpTQyiWa^G?Do0#4?-<#6Kq*l~9J?~J!P}Sc5qodq`S8pc+NLFO zyx>EJ>3J$Rp{h=Mm&Pv?5fN{y>^tdQ7^4#^jQU*>B9}yVVdFe))NYTc*j9PP?XS9HSMYCEOpUL?&D^h zqCuDwZwTorq? z%qRSFWYp+Aq3T8(4QRL_<_|(dMvg2doW0I9ZH}kd&lT-~n-^3c`p0)SkP?tJf zZk9UoA?kdc0k9L?%SZHq`peg1qfM_UVI6chP;RA@&7`v~u(Sa;zQZljEUYp94`@w7^sJpD}?wd9xQL0b#r!+t` zE%2es&qOQkt87$@?|I=*>oA^n;g_IFV}ch6n_Kb3&LFH@eqkMK-imXTbXVy0_$1ax zrm!@AmWPV91_d{Jf`W(xh~xxJ{7Uw*Cu!9?iofdJIHW)Wp_1GFSg>jm0_3-^ck%o>VaD$f2zm6sc;#!z)rl} zhRoe_QY0Z^ScBQdiJx{$-rJTV}}YuK_C#jg}I3h z2*dybfxsLL^t3DKo|3b)A7w1Y7CkstcY1pIxY7Gg;X@UeR8F$tWoMV}{wZc=W)>C} zC=|-d%F4#Z#?H>p!NI}F$%#5H8v%imFIt$OY@@!c#=iF~b=Xo*tbD`wB>PpBq*tSZ z!+2xs?f#F3^D5I?;ODOly#K_X*40Lz=gg>9{Jdsfd3IGsKbuFiOy|Z*)z88oTYvNh zzCWGcaz=*UR3bI&31FQcvci-`AVA>{F!6mD9rb%l!s7qu-~T6T{^ybZJ97SK&Ht_C z|1aJCA8Y={vi}!*3iWbE4(IBX){k`|)bJhQ_V<^bu6=f%jahX`T@AI9{gdOJ%~DW zXkD$M;mb+f3^It0CkaMBr6W4U<9Hk6e)@7khhEJ};%30G6TQE|*Im+dZH0bt5Z}dU z#K)8NzeYnSpv_T|%CHE4)4c!2uw2`!&EB0znGfA1jV@o?KPg&F+Jj;cn_?>oH;k~A%011?LkR?TTLTkH1(VZT|Pkt)-&LgcYz6uAA>Io{a}T%k8%zBav99>;$k*j>43i{ z5qac?=U{T>x@Rdx?Ptr3901qw3)ud_7uMeQ6=0OLn6-MB$1y$Y%s>Xsu(3bEW!kVt zBv)WZ3hTSR!$+~UI&zmF#NR&ghixcC@1WVx#x(!LuIEzW9DSvqF%O))u+=)u@he0SrDhW{? zEJ^OVC0@1t--CYcG>z~BJlug8!gBarUClI>2J+_`SW%G{yZA)&Ujn6-^Qy?muIA(--FAfVR8=4(xqSsRroDoDkh9l6h(8V#rgO{5!3?yG7#PT zZoKD+p4?x0>4Dk*l8*Y%{|yhy@^eClPpwK8Z+|+Y|6dHM<4$%D2zW&!rW-y`f4ZN~ z6n~sUAug665jqsktydhd3Rc+51Cef~e5#Z$F=V$F6FQxo@iQGW_G!*Q7mIPu%$0Zm zExb^*b|#Q`>2{Hp6mHVz;f-?+KNyK{j@$K*VoP=T7&rvXdS-Ls6l-a@>}vSG!|5N4 z(4oaQylp1J^>nOC15j2I>NH_dbDghKFnmz;;ZYmgBWi$MDlQsbl4#@Azfq0ALrVWFn0Ry$6 zDCu(TP5T?U$X#>1xnVY#=y9?uM8NBWY0EdG3G7iHG18Qf%ln_3JfMHbQz-Nz^*%fw zM$GO4UOl*c$whcq1X*5wzo!@T`EyPYGWyKkbz_E`XDIvZwsJ9b=0p7g`CWT4r-CHG zpTT9EFy*L@)|}UPB`>*{$DtpK{DTYfFA}Yv>4lpJYA}mfEQ=?>Q~yo>poglQ^Hsf4 zF@UBlN#Ps{a&=UHSRuK&r3RjZ6S!Ezk^BAG9YE6Y>I*t5zcf?Z0Y^WxO8v6x(D*!) zjQqUY7bidBS^40{c6Bmo==^_mcSrf-BC<9RQ*#Ca*sMGrW$9On^=F$k%N@&8EYj;9 z1$P3TLb`avJ^96+9~{-|RBImUc}8^iX6g_GU`Q`!4c6D@^Sjoa*1B={9FxT)gglG#WIr)~!RD*+<8zv48)5WFpUwmX zB44)igG#V-aEl8{-_piSdOw^{%3KsdBEAf0|?pF)IEIs^7A5e(f)RV~z zrdO09^29$?pZhizf3_qTO+@WHQ@dfRMz|)I%9#{bLnkG&_W`wuaI&8LMfI_+@b0 zcSL%*T@BVKsP6oa(UI}h_R@;*6?(3?}(P7&*a#;Uu_+^Pk%z>`fE2nzzyk6ft!If>uNs9Z90l91rv4RTOG<<^xd!+UnElr;q%!JqdP-(%=AMcis9;G-x;@}tgx60KxO!{Ft?l? z50K94MHKYw>h79akzJ_xI`{Ck=Grm_g}T`{SiV(bDLXDyB_WKbf)`kr$NI-(tguI^ zZz5dz55ze6^rn%C=1Vf!u{L~DR-5?+FTc*sD*X-fCbE3t^>PUyzYAEi@wSx?1nVov zu3jIs7|LW1xa*xjb$KW#U*Bw@5Fuq20Dit60Vxqa%EP z)2t!AUx<$sA75-SGk*t>@iT0m!7xUjvM_bW`4(F4Di{THi+GN2&FBVVQ@ zT5M;fB!+Rgtc3@W2@-0M==}!nJ9r2WtE(D#QZUJH25SXDJ?mt+U|cZCDL z_@M~TZM;Yq9Dl!8A-u)HlLv;hL}Dx^)OJ;wC4NB-bl3p)lg1;jHJe}t^ssol9ITN) zVvJPI9{je4fv;O6B^_L3wB$@z6m^bfQriLvcC6*&u(M%deM@1Ozk>%pYHWnzuKr&( zUDujS#2*GGft@yT<$OvgHaj7(&C&kP3|v|gO6)|rgxmI>M0j#4^Q)c!z86_9>Gc?( z1pt?x%{^0?dY%d`EzFKL8QXdER@AAJ$FEQXmei!i9=6%A3kc_jiCnmZm&qID4uS^G z=ulTnzc@_(-NGkrGNz?aPbL|m+{lD4gCIcA7N1H2ExIdurzMcz&$+JL#w;i`wX48- zC6v^I-ro0@f4e7~$nc$BPC{52!pve^u|fB^9QKr+$YPn#X1VB^k1$nSNP513gNi56 zBO#s*InUfdIZ4RS>6PG1G6K!7I+yGjsQ?c8p`5H$V(Vv*ydFU4knrh9M_~xU#yD5F z?1SDqMT>^!g{SlS)l+okJ(sw}{qG~V0E{x4f8_HK7Z!6RM>7{a27(^FauWhd2rs_D zq>vYd`vv{%921g0vsoA+lxqcrq3mp8PrHG3j~6Z?73vH0ICn?Ich6-yle_5=bf*&f zArxeS2$*;=K3a1GmJW_v6=0+a?ye%Lcmvf?MP%aFwvC$JJnkD8=;}gBXC}+$r7Zh>bM}AQ37jU8 z=r9C5Iu_=(Lkpfm1$QV2ojgX5;O52k6c;umh;{(0eHl%%GR^9pO9G6LSMx*9?slPU z6Y6_9uV?Yqni^7OlEBQ|5dE`E5RO}q=R0@b^I;(fh?kUOLHW@v}BboLxzUs?hy=x5>YsDb=+IQ;`@rnOpEqBs4s5S>-$+PhE!RO-ZqA?JYWKggf2>Wl@B4kdJtR5qHOf& zwDvbHcB(I-SNq)#)lmpjL+}f0FUD{LySa9Q!U**;LqRy~K0H^opWN}I$I?=6vis8C z^Ac$c-SpBQ`^RO#n98`I5rS}6f_H~736TLyC6KGzUAh6Z`++)&pjJNi47NK>c-!+6 zRds!3;M--+C^5u#f5zhE<#8wB@8)`sZ-96b6eKVkLoywJpKZbh+tkd%5jsE-bdz9$ zUi(k+jWkv2%kH_^zp^tfnTv%GYLW2TGtmiaS#{Ej z+d_}3Y?KDt>01_<(-wCOAPMxx^O_VK)^W|<)KW|F&>%j(dkmw z_4!(1!;871i&}JJ8FF?dj0At<6%R*`A~_ZYPE`^!55qBPY;JCr9)0uijsOGI8eE{pB0ykHz@2iZQcXx!I@b^r$&D@!mrVN;8-Of=eD>U7cL;6rKpl zx#X4S6~}<-bl^AEdM6n1wMx~U*z(S2TU(f)Vu7KXWBhL`o<05WPo@7U6Lj=Wy#%!F z_hNc@QqzuS(g!{dFg}ffFt&Cz!-ZrfMuF{TI}Ih2$4cf4@(82%>E#D+a`lEbLX~eZ z)W8!@7Ak15pjCbdHJOp#H%47|h=`xUjy)k!T1EIu76&a!AvBj|oYjXq*OZo56wCDk zQhSWc=0 z-DVkBl=j>k_??_%qF6RhFE({6rS+cU0M;EOhv!eVQ)XQb({OX*cL#eA3{t-8#yB@A zHI=-6uVef}QH^>J+;{){C+ep7OT@XL*SJs&Cd#f7o&dX!y{{FcmyvhCdPp6|)P6aflCr01alVm_eG$-e~DO zDHGOb#g4LbUU_)okXtlhBHZOq?e*)FsF>vW1+7|!lv@Fm=Ak{ugZuC!K2vrtsCX3k zZOVdTQ85xo$So#fJjgfDH~rf;LcgvA|E85eJvHh_J_VIW{$+*Tz?SMGK_cIlSpq{3 zr*B=X*Hgft{*5SQBi39;Rh${@o`*lxkf~H<7R$VOFO@ChKihIsM;0^o(m}{dXn^c@cy(={h#$Ri_d^DZ7yXu?k|27ct2L(I+5Z&Rho+(l>8bOlw zX4Pm?EVb^8@i|nu^9(u1ME9H5;LGu<#nQEWH&-0yz@RR-v^a*7<)gm2-TWYDOlz0C z;0=#*%TCwsv4Ym{gFJ!jsuP!2D#|i2sH>4-GDJwenLE|>f*j<66+TOBq2fPq^MDi; zkJ)UEOr8_PDwk!*0?j+wy#t{|lX-XCg`eJXuQ=sH=gY=S|TxuoHW}G_6RG5WAjYwRV49#B9(0!v~ z!06WYCz?z-dr#omAmTZtTGTz}cYWb})sNNG zi9!Xpw_Mlia`NG()eO`-_C7?#T>^&&bpqNva{^!E4KgvTsYS`&y{XQ?*T=n<9$aFVr>( zlKD|o2;`awC@Z;~y1cFKCAK_BzT67A0BDH_6yj_!&nuvJ?4R#p7kVhj?YrU)hzC?G3mq@8cD0VJ_{$@rz0Uz+!c+LqL7qI z<;>%^*E`-I*A9E5gWd4&Dl|w>mj^WS0n4i!F-5*cXk-UONew)cY+V=P1 zYLms;MN*fS(=+B@(sFjVRVE*9=jV-Ip_`kh??}Flp}QsJR9UIwtKm~$N9r)C9{mH$ zzIY{_Y$UaQ0T+|n{*;LUvb@b%@Nw=}+5A!|ik})|FrkJg3Z1)HHHMtMgwo9dlvG^| z4yC)zK#B;l2Tq4xc&g(VBG?UGp1O5c5?B_Sh03d<1!#=t zDmng;;hR=Z4h$wd^(sWaok*rUy#;rBC$WqRjP-0ll#C_warhTr2=mvQ$HQi z8N{Dsu|oEsNJXAPLCYWsBfioNXZdt;%=|*vSde;U$y5B}ER)^Pr&*VLT=g@~e8}VC z|AwpV=Z9(F`c0Nv^f~D>%U`jWcu4Tu<^3?0K(O^BUyW3zR(8)tL^I{!l+ihv&7SA$ z=u!%k79)=oW)e2qy2Uw>)G3!ch8~;T5^8W~Gz@yp<((wzY}v8Ur;pv)EYM%Uxc&Yp zUmqe1Oc}CP$t*OV_*u2^2|-`5m-UEApq3E^=iw|C3ReC&|6a7&T~4uT(0@j4 zFcrN-P}et@zFEr{?Z^L#%qmS}`YuA}3;nb3v7bEuzDd0Rung#!5Xmo2&lsy9Kez`s zum}~+cx?tINDuK07(By^C5QT@HF{ICe8uFql5VfI0eUs>+TWCsccY9gyn}-OG36}z z6YCmB8%JazF#dyJev9%9=$*Pjk1Js-O8n%n#6e66hcu!Sv9QG#HL%3@nJ-8Bm-|Co zzl(PQX3-Iv30+Kj?&s0>;&KFn#FB%u|0O_GxW*xfL9EGQPWc zT@icKz<=sC_pVI#Ou3=dyRAP=V+G zpc9x%He=?#g_l8b3sy`dEH=r@jJBrQs#@XGC6K)ROj>}?kSE3rJOQ=^U7q?Fj9~TN z;QISaj^bx{ab^IxcF3@hi9{^q#gBKBI}DL@#7Af8j#&%@gP8%%TMVC>Hd1l`;4iB< zFNlFgKCeN`e_hEoM~ey{b;Q^@25^k%)m-7YlE_l4g}(dppQcfD`Dk^=xz`B3?&smz zsmqFNp*h?yprK;5aK5Y|X{*n8m^+n6~<+Fq8Zy}eQE?A*lDb5(lJ6Jp1krqEpDp-Ke zVAp2U)?q*;mmi*VU+ra0__cva`kv(5R(#$jYAWcjp^LQxet6=Q^}{Fw>ZN_&_=&!_ zy;7#rciSK1?~PoNm~6dm>t)MzIDeBPv1{o@Zrqq>;JI{|QNU88vw>WCw5&ot?ZA!AB!Y+?uZf`$#QL^H)M?xcCEvAbhuKG&?zu7r;SM{OT z@crqlm@#cslmzTybF4)*@A|`N!eY+KCk~}RiH_{2J?n#YqBxtUImfO;f^P;x-Y_CO zTDDx(RUnrQMN+agLXys)5<|UY?#eNt)#C5f zeebao7#_%9b_Y}C{D?uvdP@1@q=Gf(2vaDgLTyr@vSNFlGbb45F$&Z*oSAM zy}*)GMf0xN`Mw?oM?AvJ0>z(VS;y2rsiqd*V4PyZktNJ=wdV|OLy%W7$d1>L2DjeT z_cCPn=PKF6zZx)NfQS{p)WU5jLGRLo^FmsQu`}DSr8JjnI1N@ou@R@OI+UqhA^vD? z*ogzb+UO8a74yi*qpV$wUyr|^CvYLOySvZK-@bimP!N$~6qcBCaqOWk|1O`W`sNZd zspj8wKOpq*H4_CyHWxLv4%Ja+z)mUNcNAeugoB_>9k4b0CQQ*v1{$U|Id{#6*gGGp zXVm~_NfrBSMjtB5OgvXfE@yR?{Bq;K6`EFE`O;Uy)-QO7PaG^|)mgRN4Cu>mE`29O zeUXLcTpweIJpXhYgGh&mY=gdylc$N#t-F!~zTSE#${b}D@pis1w#FYJuPk}-Pw+huEVri9{Bann|b7C}3 z)7?H|E&}Hdz0%P%P!SP(F!V!Jqhb^l)xm@G_RvwY_D7*T<`-G{*_^>q23- zv`dDbIHnQ0*gq9TC)9*2ywBc|b$u3rb?_tVR&SKMw|=;5Q=hcJAV`uCT zlCPV`YBv0p2ea2N^QURS1Q&@enX^&!=|)xGJR3IjA{(-;69)cxYQ}^gPFrCR{-SKR zVksLXhteEiDnH&#Q0bY7sr*Ejda)``iIN8XOLI!Da`^^aLQ=lB2k^GA&K5rpp-#Al zPWD}IDI` z4E?+Td9$FGo0PW2i6>sz&7+Z|fyHElD2xjo@fU6QA$4YWBvMCG>fgUd6`T%Ep1$n6 zKEpp|hHcfyax>-(1Bm&{R~CqA9FxEd85K{fL!+d^w&RiZQf075Jp9jk3;GUnN%zxLppvGrj7xSj}bD9?L7MkcP2 zsQNaev`8vz?N2eEgN+v>+bE>$Q=HF)w66BV1 zbB9?te*c}h``(s4Iia}mk3+@ffw-YLzj|9y+CGEiX*S_P^TSZpUHw>oS**185$7iTr!PsA~o}pkTB9{+u@9q z+Sz`tWR@M6@_Fi2`=22SFCV*wJ-RE7>XbjWlYZW;ebsg=JEvt_@96R0N)Db5ppJoa zy26n#9X^C@abZ%;%LW5Mv&6m!3KN4iSl$F8Xz!Kpp03f0_Vzc2vyBWnk*v@%RR+`S zxmFvSYu4`n2#=UP4n0!kjSftQtEChz1~f2Yi>mB0LNnl#0V-E|a*R>d0(ySg5YDXe zzo~goI~Qy`X76UCKUQnTi6ro{PlLh8I3eKqH8{5GHOI zsLXxn<w2l$!Qj}iuj*_I)G|?@L1B7H5Lly>ki8Ln>xK-ZxJ^ zfJ$hgM>X*3?Z-GYlEcm`cGSn3TjaqD@`RbEiJnFgdlQCkqqF$X9+XEPbiI0>B)AxC z|KFbRZD;c$YICD_9d>a0RyTsE*2}3Wvm|dqU@2x&QYcoazfes)xWZ%Kotc;!bbF6L zKlWO`_FCsOUCIDDB~%%9Z7(%`{!$`_pkST=3OSF~xMal|mnnhuweb~Bgqv(}SJ$Pt zE1npqaX#4oax?f$QrgKw6kU!WPpMwyQRH+`rwfLIJuv&O&)ZTHWm<35K;GVu zO&P@}!u!2%7SX(o3=@PsT&e9+(7Sm5pCia^%b#CX=!+c#G1?LFWXu@={Z{);LrA)hAkL&^y&V)*6m=e9$9_V1}Cn-z>EsCX(taxv{^ zmEfnuM3a;}N5&9mNCSUEUz(!R_`$fZZz% z-yut>Ysq=D?|_NjdF%JUT00AnsV#n5PMazyTDTR#J~CZ*A3pjN`_S6P%a%aAo!3>W z66TK(g9nKN=iQ0ZU-lGwfA>6Em&VOco)c^41iu{cA&^)G&{hp}>^J26iF~{yBYCv*#Bc%&?QN zZeXI}3W|;((RtX@0c0|NY8dfxv*}0TbL5pwcx**3qYWP(XtS8xq!$24?nPm>=PiNJ z74Zh)Drn!0nlV6DJBFq4fo!rhBX;%CYb(8eiyR@xSNXS*^1 z>E_Pk!w%+$uw_-=EpC1j?(Ls0no+^=l5m6QIrBdz1O{r!x|Xo|j%j2fenM1lx0pOL zdw3p%Hkai*n!6vl=n*}{#wWKr1<7ccjABahg6{kLaSpEGA7-}@?PH`u=UkBJfpM+M zCjkHKR)1o@(-S)k$EkTH_%x#}x)g0a_$>>Y_4}x0$mKmCuJhlUW82pgfwDFoY?q4J z7{&}*+=O+?$uXp$>ux*{;nT+Tyo`&!uNj&Xi42XG$I67dtCrcx^nS)ayz(*Y+D(Rc zP-9DpVk3EIx_HKqse;)4V^c&ZBVkdQ;-JBhbLNc@a5rK5DYH217t@A|a7i?!V>yoR z_-fqj><6)5K{xKHqP=UJ-96*IHkOX_Pz_f+j&-TBQB(LA5x!wzVv>Z%A=Z&V4W85t z80uX@Q`~9J%n=vSbHGh9?m0B;p9a6&)88#qYnoGtY%_j86l~i`bnDx`ZG{c;e3K#m%l~GoxI=Xb0=Od zc-rR)ck>BT#!d22*GBA$$txMBXNshN7N&8Azq_7cw@sU9aLBp)*H|45L5H<`&ie!~i(}RAQzG@JLtDO1NCu>K1GSTxuarD$j-oDXB9=5X$zAimoBFEO>405}V(?O04hdPz@>GWH zs$PhAdEY?1w#ZFC^bIv+}*|C6@G24|1>S9ge4?k8blmT_v z$&Hcvs7UG^7XW{_)&KSdSFol8uCnd%TbrBxSW9&q)f3b1Y{d2jl9mc?vdGb!GIe$O zFfy652XamVEqt?vS90-&8?dVcr=E(fXi}Ys-IY2TJ ztsQR1mWV+x2YyAmH8Nz|`hEe5yD04th)pzu0MWSznhD^*Wxz0`P4IlX!&Ge5Bl4ZZ zD}gl*SMWp?%Wn%y?U%7x*&M{4z0HaE@}vs4DSaicCi@OB_pAAt_g77Q#s;qT5}qgg z%!}fqFegf@pdS=p22;hnPGlF73JoPrJ3>*GGpR;c_fmEfPJz-*=eH*k!<_ax3Zi`C zpW_Eef@KNt82K4hEMU#w+enbuAGCuTV;+M55w4rja)^{i$StC%j?Z`P=H0QgQ3dMM zxXh33(lNPc)RP&~*=4Pbg$-@amCr6-N?sD4Xp!cMFJ`mvhoa^88%@6VEYSB2HEgop zv565<(r`j+O>)!8Bu>HDqs<%q`zTVc8wbXgzGJL~PaPVMo;$sm_%_!K^z$8Uu)0b^ zfQ^lEt(;8tM58=XKM^rzec8|TGj*!(Cr~2QId?{Lr5>+gsY*vIN-4U-*l45=kXz=s zK<_YCNA1)%uoksV?-H^J=PId2h~pr#vJ#XUKCFp*d@v@^CrKgwHq?4omIOXO@Zx27 zMU-MYJw>bGQXX=PP}8A%T{4MeO4?Xp+6zl1DPNB!PeysyE}pu|XSC@ZPVGX_RzU}m z1;d|aYUhiJj91DXcCL*ha?I|3GgHV^r3#~|$HP-htC!h<(gx43I#21)_hfTJXxXLs z($7i$qlWVRbJgMy+{P+BxdA+PGI?YJM*nK-&QzmLt}+q7$RD;#9g_GMUh<7py#gj% zk74z#S|zPWY!;0Zh3&4Hq3=+n_}v}|0~S1HkKRp*Z~`N~+-;AAK2POl9!+IcNaWr@ z2DqNR%&x0$SXjJhZjjRYrw*=hdI3B5u3EyI@cyvD*Z#gpRlG~fwccW*Yi^cf6qs7K zLwEofcA=uO>f@<2LCUGhQJH>bXi3@K=ck+qpy)~~EM-4X4x`48Zn-i+oq!&Wk3eqn zE(7}O;px*+pvAhg(8YQ=6kTF;)7E*Xo*DR!>EYa}H`U$rbWT`2kN78ykF9QBJC2ee&A^G_iH;sfZT%1?Ds3j@P(g&(Iz8Mqp! z1d}uBL;&i$8@BleN?^nZ!p?yOILj<<@a1zkJBisy!M*->RXG4H6er`0qRi^xE}_#S^acX)X79GnaQ#U$5CEN|{00jt^d%p#;w| zrle7=^;FKJ64*PJK2{X$Y{v)V#_xYI+@qc&;nUjBq4EyAEj+|$Z>D_Z)@;{-H5XcJ zQ(QuFu%y#KiACS&wQ^+5+IvfEAoL;6z}sYjYoTUX8X&T z*Z1neVMlD&Irtevm76enid+ZWD(L1nfAzqS(&CgiLr&@~6fTlO@ny?xcM9n4!EaS` ze{{>i3g$hx32hLof9g8c{6PjL)bL9=(Ha8uvIK~05qgX)9T^C>OTP_yp^df~7t_ z`af2kV_0fa`PdKiW)_1>!yWxbf_H{aG24b~IhYxu*IgvN*BHcd>(MZQd@*Xyw}1maCRnzwZ;ObNhIr z_04b2)?rwNyOT?T7;a;ofRWGf)f20c5>QGFU8B!yRrYB8jSfqZvx;-^l-lPv?A6^vq$~SJKu~Ws9lo-6<49kG_mwVFE)18aea z_DzE6++*NcOeH6qd%Wl0;- zuQiM7mlds4_E?Uu&RI%6+9C6enm{w&CH_0%J&mSPxTs;eulz6HyJH6x{{x~V%p-=1 z@msYdzx}O`OiB2egnAcj^VAIp>Dm6T05x?19)JXY`S(^sJ*RleW$R+yr~QM4h?Ehe z{L|-rwcPl_}kq`KJ4HF(YXsz zCE~w>pi8otg^2>cm8T)C5sP12nwnD>iomSGk1R{OLT9z`iWg4u!YWPugLTt$6i?1x zd_~f84icZoxl1bg60a6gLUNdiz310ENzL_UpL{rhr~~ii07fyXs(UUJg8fKhcy5@AbvF?liu0F>H zy}f5+uXQ@Ak?~F{5a!_s?Br9b4i|94ZT4vGGZKrr(_WJBT)?2eJ^bf=`gS$Pap21> zaiD&x_R4Io<}ix;PczWFfXU;+?Z@#{g^}o^gcLdf*5uSy2Nq7g6H!T+tpR(%C80ZG zL(e5Rd}Z&P0aAuiRUkDO7ZvKuI?>=SrhqXjPd)A?Cj|Xf?pEHPwFLa~Fwz4oW@KM= z2037t*yXc5H}h8vw%eKRC?wpYUTvmE&6^R_Q6B(VH31ntNJ%+L!hp!g_;NB-N;av z`1R#=VeI@P0cP=9%O8+OnY2bTPl+m5SS!gv_dw8}MX-Vq3+wG%=>CCe*ji%lF`j=t zE3dpNvuR^0oy-6YRZ}89Tcj%BeY|gE2>C|v-wWfM?j1VYU4*wh(eNeu+w0CY-i0wH zNUB0%kLGnAb*3PXwH@x~QHex*c$iVsN2Cbf)w99?C=HTG-j# zXrIvJI;4MKsc|BU0?r|YC%OLMj1pMa9Sv6>HF9;m-#&~4lAN*&)RL2@<%%J z`Qwe|7E44Hye88~g<4rB`jjS>p8B%>EkVG7F^T*UWL*7{AIL^G5x?fTiQg!6qV>fJ z8$wW|gbnL!Z7KtS%mw7n?QcWkibmVAJvoc;ciqJ`ALfKL2=NvzvhLbr(K1eRC0;o9 zH(AH%J-027aT{g}9OuZ01*IeFVc~23_L5PfCYwBg;sga$!^Z&XEQU5u7qUXNnEd4G?$f^yGrg zyG#c^m(0Y&U?sG!2G;M(Oan~z!$t}HUmq}5LzvZ(9#&A2lyu=7u4cvKbKk2n{4O14 z!OS{Qp7*#m-uVZ;dty=I&EF{&Zrl9;cYQ-%?D1AF{aj^n{RIq)H;ES3kiv1&R0#7+ z0*#bm14G&Zqe=6j?h-J$+l&t9U_LKLnAOnfr5iI<AuLLsK7Ut{_MqJT9N+NG z9l;KOi<6>_Q`D`ke9-C14BK#-ribi3X9kWfe+)4S67aO0LGAs*E6(>-oyvL^E6q8= z=`=`lfd$z6-dnrrFno7Qtn@)K*Wb}EY2qHcdA-f0Fm?hgXn!NR@u=vrjj)i{ zc!>N`drai*WD^dKzm_Y;3|}USkJVFlnpl8ot7t=X7 zImiz;Y}A{2wM{+#Hl3IzE=EiU&_4gzHA%p~p5-m!H_2>S zx+1wj-M;G%m4F64f5a(%clG$@A)nju?N4}lo$XP1|Kz|!`~6trxu_l>s{Om=V2B}^ zlhk~-1kV?3sUBIkFOus;)ViQQXS;RPUWE5eF@8nKlGNZA8?YWve?ScucdanQ(A%iCHwm-EksUo9@`B@6s#qy4978<>u-e3Yv z=8>nc2_ICU{t487f2*41D5n2M5`#E*I6eKtN&&Y66^lhla>DJAn{{jfInM?mjZqSWb@Qc@y)3bJ8;>{GShM$-a1gi`anx@bh?G4V=4 zDt^DYYx!#x*wtk0n{$sU6D_bn=RW#C%on zlDy40j1n!rIa71Z%l@FI=)tq|2R+)HVslBxMflf~tQ3c}K;qlZ3UL_mWR+7Bf>rTX z#GI@IhH36kvmT^H|Fd@E>h>SU;+O#$wWs$LIG`H7jZ@j5a$~cIv3?B13oa(Om)+Bw z|9y@Gah;Nq!^U({9?M*;slBM72`A39bdC4zoqxBNZ|O0;z-5(} zgm;pWoVwS_^q+hI*af%Q2_CE$$0Of2hwzodrg%LTir}X`+@O!}HOUY)9q-!<#?w+B zqjO(p8h4SM>eQN={A?MVARkr`EXV}4atmLpSHwdRw%6`-4+%!hVfQ=IIPcpPC8lO= z`o1+m$$a8U=O`8GZFz{vOUwC1nXGWU6T8D97K;I$ZiEJ=C01ir^@y(pq{kEnAyviCnOA0`FpLTE^QvIo7m3f_owM#M{~aA z4(?mk{4UGCYstR3tS+@Ssdw4M^5|}nHGYMzF&0h%K)(aftC#V1GK`4X3KdM=J_vYE zpG$?ciA7NT3az@(^U`t0c)UyGHN3>V zloIdD2W+3yJ;1M$mIhwC?jZ)$z{ECk-ZzSZyb78+_fZYVeBaS0z*>*RR|_PFn2gIy zBWHG>0Es;QdZn_1&z}PSXwoJSUKAyr2HO}a(1i;o6W>qF^`5?r(2z!^=d0f0maaYk z;Oix3A60`LtrF3Q5s9p$_JyRAw0s!5}cl34!{SRe*BOUzhXZ; ztT$`Dzh^cO0~ZKX5P$=>m0(BKsL;8hZXhuv@#{+w8vM~@LTfwLpcPSfWL4`_hKl`WJwx zn)@$ww2%EG6X~FT@LmC1+im>OU=iG>ZEh4CD&vt@AV2}lr-4Rz{7Z}-<5J-2*G4Uw zp#*gs&dTM>j@h<9CBACHu0Svw7OM@-w2;VNKgUo~YU21NXt7-9l@$^CXFt)FoMChF z>jkOaV&Z=>&m|5uufRxtQH;&Mn)E2)aLLH9bSfIKLkmiLZ>o?bb5S)|RDE^<(4Tr@ zKkwg=S!&U9`-A5FW53rMT6_8ne1)=&Dwu*-~!N>`!>Oy)Tt!9zsH^MO?h|#wVmi$tqbBF@o1Q6{2%e=L1ubW}H#o^tK==pZpV=Tbw{L~p);;G@@HxhSO3W08=;a=YRP2+H&OOdkEN^Tf{EAYguR$$CVRyck2oiGXP$ z)alE7kDcam^?}i5arMm|0U2|FEDH=Q*>SeXfg`Q0(fxf)z99F603Af#L4T@7G>z(h z>DBvxq$4lKyAgXcjnmp@AcM!x->inu^(EG)a9pt}!xJ}jv3V1XRH0gLSOni%?dfmT z43v&K;hj!=i8!9G2NBKbV(SGh-%{l#|KooF`hO<+G#kFWsrl;%Q8q%JSJU`oG2?P1Pe?tq`b>qCnHCP+_LcgBa)-o zoi^vu)Tq`$vuEjN`K@M8O1x%X{DEQ_t(rIy$M(Q@_(6 zyHLzRH+xEM*SFv%dUWl?d4O`NAb*ff&NJZN`j3w4;kcT~VNXk5cA$6u;wRv{pBkjB z@J2+=z%(b3s3ugS0((4Z2i5dg?qOs=vjX=y`mNnEl$`K`O_T1tu7>F>GA`<~T+!#a ztO`c67>T#3`vFQTwQ%bvVCR)P#=gikAG1J)y&(omaDK2`&6Mia&8_lTwY%rik@0O0 z$HxZf^&Z^`=4|Ak$3L5XWI1xldLc3RO3%Uxpy#!i1Vyn)T!j_txKy@ejzh4uMreI8 z5?4yw?cNGe?h^$RHn7dne5>-IJ+vf-Z$(*DTnZ_iL+8jxdYhG^Zo~LWNuc^Y-3~VK z$L5a1fM0(7H41W-gBpW0c~_AR`E3mcN-mc3K#iXo`Jj{;(CGtADs-T@Cl{Tdp0eK` zrNQ0NQrtgp-MIep8x703t7MzXycg=5yi>RAp@LAYmdSS%kZr1mB;lJddwG|QKG6X* zW#QifQ)Ang-FbYywN7ftqV3;)^+l@#%6$JUlnNqA_RPG*sK@e-SSZ(0+W7eVzdIh; zG&(FD8J-dQ;yhMBVDZI1mI7-{aAW|~t_lEtcTmQC|3W+%bSomvm4FIkpzlpTs!5}X zWI!d{*FWn_wutaK)HS?~5fH2;y{GGand~ncY0;Wy>leN;VA%8$<(9FJMXmpMz`uLC zH)$A3<&GKCb34J@KWaIJ-SC8xFydnV@6EBb7yBaqNRn$)&wVLS{hd13kCxBk>P^m- z(8|*IsYR)w@u<@2Efds##mI=m4)m+EBF=Tttan?}fxZfJ_z%8byRe+{K%rDB_x?bC zry(fbEaWJnCV_a6wvV0JxXlZb^n~pxa!K#&KPB7&AL;d! zYpm(9^B2Jy2;1|-+S36`p@-5fpLqZfCsL`B9*ASP;ua0osU^wt9DB2o+dM$k?Co(U zXhKqQ3Xb+DwPm9H39}P4%4$4YH$A}*f}M$x3T-P24VScu8S^NDYek@2!VuVBFL(!Y z?|4TpHMIFGEd6Jqn=&9A)IGYMsW$T1Ct3}1@@oZzizgwniG8z^m0Hqw#7*!IKQ3XP zU?drzlB(yiFP;{%PMTa%wd5IghVH6ofCW{^J2qyO%KP!C@;M?*imbAp-HC?YRP0`# zqHEwF)L4$8puLyVZO2D*$BvKRoTK>1te}rDXgV{b)Jw$4wgQUx5q?0ghFRG8Tu8H$>fSqNw;yo`qGNkg_r)x6v2dFG*z3fo~I>kZ6q9gtIs9^Dyk(xe{on>UZcn38KUbSV#J@AuC*O zUG}=T^N+RC?G34qAPa43pD68%ccZdh{+Ur6cU{9zogG~1O)P-@MX)=CB^jdwzV_!; zmt3&tS4hJzhW{+~lM>syKm}~7Y2eP^JMiS!`8l-c(iB6XKAW=74Qb0|Eup8CL^><+ z&16IIEC-;QzQcZca=JFT$#Pc62KD+ElMRk1`gR||KkYDw&($#lyR=+Lz!s03(vxzw zGz*WHq`@jvVMiaCN=82DSm7m^0!psFQg4fPvTZ8@aIemVQTg0SMJ#nMg`vu4CMQa6 zhqhfHN-|AZtDS(oJxyl1 zm>1i@(35457}H0d65JY_(btyZ;idc_{@n*jd2R4KCSou|iPu3z&%moLA$o(OteX3n|4IAN)pl3^(ss_hs1jN)YSFU2Z+B3Vz*nsPX5wwtn2f>k`q2O6`9`> z0%jrO|El?^L^@*s>V(f7BKELLW8hsesHw^WRlS)cdG&U z^x+piG&8gnc#!kFBf;P{9t>-w&i{F2BQfhMbJbK?>mH{|8C9sQOSjo_(m>ErT& z4hBkm8Rg+{R+czpMR^6jl*QW&K>e3d1~MAT?MiFw*q@4M4i1m@+5Y>W6po1z4k75D zAIfN^!++jnqJ$o7aiV4?x_AbI>WV0l^PUt=c>a4+dSR6|;qd;NLK~=%6V!(6~vvo-mTQlC*&6AMNC~^l57_V_a>yT?-{T%@b&@9{zOttn)vAJa=&oZR49T8#X{fRK2`6Eu1J-`iQJ)jthvC>`@bg5MDM490?Fw(}SLc2XeuR!sm2( z*syP@G(>c@ zlj>T|^wLb)abm=(Gm9L;`zhE_Qhx_b6|VjG?oWfu+JF|O z|~mdxO&*ikFe{bBG>(aYoCho zZ4zT(RGnO{O(02@ol*oJpmx+JHlBeYXgGx=oiyYp<3D{iN34BdZZ?<$m!#vc9L*HV z)Wg{m-@rlD%asQ&o$zY~N~uv&-wrzI0U|3*cyAv;rd$B5jZdG~e zwK<ca$sIA25x(0dPw4$Ub7)hWLM8iVoa2ehl#)JWA8}e?idz(JL>a-O`rB2 zQ$ly7S?uuRpdtITvciHFPk;bjU2ZwD?AYz``8r(19rtm&K@$8^+g=A1@Zg3=9w{Cr zCGqW#JcRWrCyM~xkBO>Ge1r3s552S`%%&x4s31Ov=vkFo(nIvDOn$7+h!-6VS`Tu4 z5FnefyXrf?m`U@q<~kjj6ag;1`%{Lo|DKrSUz>-S5MFxl^nG?3Do1khm?xgWd7%u?)k1Hwt3x%mQ)v!iIt zAbU4RW1nQTwOnBtPBwDH8!Too3KId4X~+Uv{<*Dlm(>UOa*_cK`so&*>ck5f2tzMF58%ZlB{9cv z>zp<898F|ItVy&?3?dkAm|VlTPW>Z zFE*4ss7R~x#TP&OhZA+7oUfJ&QWv$YXTH>z=~15LTSIyH*od`#DaoM7F*zC?03J1M zpdo6=pjO}iX(uhQrM9YK0Z`N!zlMK$>ld3+1jUS+WAk2| zOBI^5N~@jD9oyCV*)+wAnQ_UZMJIrGg_B|+wKNv<0896Gz_vl~`G&S%;Q?@=;IBVt z)+O%fcgaDF%Rh(15AHn}1jJFT_iWAUxNm9ZHFPY_gmcwRRK2_E1ieCs6y!lut0&Nt zBz5+xuR`@{7+BfK{#TS)+m0`%YwX}u)vjk{)kvIti9Fj46xcF8oxggQif?rZ-#4s%?xVuyTyIP3&%St%->XLup5Mf3^%LNH_RE2&pnDBni{NQ1v@kOear`Lw^fu3wwzAgmFmJ9pK#SwstbENKv^*k~L}4m`?RgTKDnr)MphCaZ zaCo^<<+lUFBDEmpP3bwg+8#?oy4VSj^Hjco{DXYeyXyZW3F!Z)uFN}w@y_2YSv5(f z652PhwSO2#RKcQi26i%n?kdBU%m{U)aHy?BN#54Ui2)VF1=;}+TNWD{p0!nByV#2F zS?6rMjT%<1&i8KUa&$MuDEsVTl~oopP3}DsGe6^+(#yX7MhNyl&bulf;!`!Bopwhx zvNu51jv1O3^mgF;vGHBC2lpb{!)g0?I~3pRa7#8li}CT;{^8UI+Cjelmtg0 zG8GY+FeE^x+r_C~Cw$y4?k$Kv0p^v)^eAuQnyRiU5&thl$X8@hozI{p#cM}TzH5H~ z_M4};VFEQt;BYKfFm4zD&&w?`2zc!!iH&ECk0V{a@bG!kmpAJfFX76^r~J9`$v1_W z#-g2)uc-=n=QRdFeJ>@CDCuk4cX&OknNBDe%gLe+oi*3?(6loV)qk z9p+du1_2Wq=%0bSjaitnZhFP6)*fvac^Luy$HE6!QK#=J{w%JLVTp?jAM zH>@9xO)=?ByJrkY-OpE%BkwuZ7rptQ%7;Y-cv{Z-Mp@(ErcV8p0)-6q%|dJZrUl5c zO~@3Iuc14M$cNs7Cz@mJ>0^KL-FV?5(28ZLDr4qI&j!OHe?kSRF*Dx;*;JK>0VE+Q zQ=2)0K(LLJeXpx110gLnX4(3AY^kJ+qc-h8_k>6`RJ>_UNv^t&RX*v=aDA`vIj!xa zq&!Q*KfPklEwcV&xwcFUIK($cr|uReP;}nfeB4$u18#UO_R-H7ks^ojz)CGj=)jAV zytE5+B>Y&16PxN*WWBO$B2Co2sbFCYC1qY2$<%uv#~k?C@~lr(ak4#4P>m{gh&Bug z6ZXlFAa!nm*~SSrU0r!JvDV;Gv#3sy4pigSCLj8FL|an&9Gm*=T1C5rK3CQE+cHmc z6smL-8SS5+x&Eq%;FmI2vcV)7N+R7Z6uyidY!hudc?&4n#&d+JR&DFNKJne;>ur2T z-HU3ixAxrwv+$`vO4!z*UpVc<4AOyLu8HGw#gt@Nv){_ZK;9qCbGq_16^-Xnh*`Ty z1Q3NI%lK|(i{!SaQn3#bli?K{$}J3QsQjN32sYIh;V`C~l=kbWz!`BxmjbSd+#-HE z!s4m9Z!T$O(w7FmQkO48=4{B~8_>RjMM;n8Wlw|LJr7dIR||}?h)CfFcQuHdhuwhy zsn)&99D8hh@9}VaVsT&yDWBEIe3>q+jfz8n+s6YFvv+zGzp=pRjEBOyM?7*3FU$2B z?3m`WUClci*=-Gwz0on6dr#)VR41U80`j9*dDX&YI%Ij3eOm$bB{}5YRgk~7uSg!| zn3}oQP($CQPg7k}`ullO6q%9Y!e442386zej|Q@^7k47vl$o@Uxj9P|;Jm-uf zVvCL4?VH2WFh`+R^*^GbMP+>&N@Aq=Cg~yxKlS%;-+Cf%NRbyFOxb$`P!qZ8pMO|6 zT;r{qPg|KPeHHj-G`9qYMs0dtIf4t&okV>nKC(EpM}M_t>(HMIc!QOMG_#Y_sIcdc zBguSN*`3)0k9>H`d4)GJiU8oQ4)z>vB(0s~a-udTNl2W7Pfk^T%s00bJGuqF<*Y+% z(kPz;!EthGNSM?qe;zc`(=eXt!>dyk)YwpHLZ*q@CVkK7%Gty(mGmu%r$utV01$dcDSgI!{QGJ!V>cfp@YUKt=*H$-mg(Gk+g%U#a^xh* zHMW;TNX#Km)HDRxRX=@~o=lV_*CBAi%_^P2VDy0vWcX0G0P5bGCw|inZ9fzD&2g%8 z%~xT-p8-_)o|G|+?eZd*j~*35@V7#GaqJE?V)L2aOIj~fIg|omP3tdszlnOcN(s}N zvoXFTN;TH;Fhz1Rq;ARt`zPze)O7C6tG>tm0pa1^rO)$){`oo~>q|bjzB~=-XuXy7 z@eO>NlG*@kO6EP z;OhFvsj8dkNt!0?=gMFnZn(JQy@Fw`1 zxK^YEw_dCwY)o#i`(!oL|2k{UvVQ&Ws$JDS*8G>YwP#b6J@+i?lJFBXJ~eB#@moDQ zD^yGsypLC69z@VXFQ}LIt(9#RZAY5g%RC}77%^RVa8+jaLTDTF!h368*vqTXy#C|6 zE|tKI7dkpRB3KwWcR~!-s2hYRcb&}j14nCE9Qn3vGL7j;jm>z!&6t*Y`sg(J@f_hy zTQ^a@@eod00j2#in6c|RD!yNMQ}FC>#QyxN{f(|)xv?XCqHhyj@Vy8d6^Y{!#l{p5 ze&0K;lg7|_*V&mp2UZ|AB{Y1%D-N%>c@xB+8`qrIsDmY1wk3T?sY34*O#-2X=I8F8 z6tUPqq5R`}D(Q4b<3XwaMGh}E_+>EY^s^`otPvXPwGUp09Du9Y8Bd@gAH;oERXy0a zHuvRYvI3m{Bv!2@wO#)BlaPZ|J|#AF+Ygk@(<_LaSl71VI8;pW*R_%1$i+r z1s-~l0?@Z6_J4ZDa^&&RQ(_jw)0oohON5`%@O0z-5>Us+L`JL+FB z8=`*)0uK0B=f|~J4x`J!W&FeE(OOO7!7<0F`fX;`(F4Ud?74qf9JoqhNlj>kNFH49CM>i1u?|_g?mLp;;ya0bnI96HBGYWT1%cmOnF9N zOu6QL3DOK!J!!wl>fp)lf44*>m8wHV0o#&t1A;H#r}(iU8hlJgA719a(@(Jk#VR|2 zSv&bPR#;Bi*Ff>NeF#Jr6C&q=mi`WIYu?5qzZ;m|=q?|0Fo;>}DV-T`@EH31saS9G z-kKc#Jj+U64lhedK|a)Zq#=iQb+7?%w^vZgG6-h=g}?F!$Oh07=zXiXk2>KGth~w8n70(-(_b{he=>`4Q$x2t<-V2P zHCY{ayIZ4_W^2w9*2>Qg3*Jxmr^M?8e{?E9Vgq|0vVbCl*zc1zM^KvJx1c1ybm9L> zgYS3feoO(ih7RP8#W9phQ?gWrjg2-i0a+NnHOWYt$mM|7aK{|BubkR$G*8i5e0#aMp7K$N6hZLz;r90K4^&rl|-xJ;Ns;KVK;8Z$7tq*9QRH zK32AP4`;Bd=|H)Mqou$DvSgL%-o|7(f_`Ps0v&Cbbm`88@bKS@G)&A;BhEV~A*gi8 zWa4O=WEr$KlMI}VL`#$R6jah*(LT?~{4ag6XWS4{XIdyM8@VQAwfhK-*kAj&`p@4R zVu`ta9LV3GO^Gkp<|>wOE$9d+GP0NKQA#5r68ANv&TrGN&Tr z*B7hV0Lm=JqI8ombuGWCE2CboEZ=EY3i(#y@PF=w+iuMlNR*zUu1x&&-&XV8Rz19A zR{pIEcm)df?6Zchl;q^U ze`iXveZwA`Uz5)^U0mno2g;fU{c4G7Uav@|uJ&r6J^|Ta&k=vWZs#o8GSwc+XW-&( z=`4RPh!qwO$Gz%(oRm2sE&&-C-bo3c^ZDH(Q8QmuartT|zq0mmLFBQNh8zpsL;B2HPbq^5Ro~uI@8)1| z^5jLFne3Q3huYdacH@hB$S<@!8DX#bWVkMisy$lnm(LxJbLwG2??r2rtyNtxK$L>t zSwS!piMZ;UB;rhokGU?Vk(DEWFD_)wwGoRZpDoi#Ay@f&5v#u9r`~13P&fAjmPU8? z1I^XJmwTWa?shSzZu7uD_b^{5N`K1lCrqT-iy4*ezw z&4HWgk2M+71DV*k=m=&Q{?fCW9j~XOI~(72nJQO5UiAc>x=r9fcuJt0eN8Y za{Uc3ZtB}9|D(A#55}wF5zpyd36!c75^Jx2p7V7{gHhd-0B4Y% z8xHP&x82K%@uVYolR$ma3e+UMYLD=-L@diS9oN>?2^k9Xw{!CpAJtGqwvcOAR|^K(%LP>}nw_07TLGZ^WR0Bj76-G6o;D z1t-#E4{_kuN+9M!6 z_uGraiJt1%ljul7OESA{@!zNFG4B^P$5;fj(uC0ZH_Up%5Z@QL!#g%q(j&$<4`~R- zBx2gRK0xVObhHb!3Z_Gs0GbJ1!hX#`N~-P3sMuA^#DgD#)VE#z2$tV38$?XJiw#yL z#Z!iPTi&ZleX+Gz@9H>bbab5tYM$ZrCyrwC8|tI749?$(ZbC6@iV2?Sb1rYf*y3uX0@Xr@(TR(h^%PdKL#&N!&?%{=@4e z24$1+F}EoF;`zwc*)W5U)lXr66Ci7EgReo>E7&9;mFt&6Ud;x`)@c6NBu$x|SYu`` zoD31bcD$x4t=Bx>E8*BHSg|)+NkHc{I;0z`A4{W>N_wI<%$1KqMa=i{4RVrO%H#aP z?xjK^Y#$rADRto_yri_p)lDuJ8?LZ#^Gy{{^L;k#*jrX?wO6iO#alKsz4k9^^X~-T z3a66RWx$_w4GW{)PU5X-yFot{JOn|WNoiD)>O>4Bz>LESSrKb3+)*zwO#TRB&6hi< z$?F=9IsKmJUhf=q$X)@*B{;5#a_BM4317;kWJkp7#h+^Pe+C|cN8!gNIM$09T@Fi5 zK2EZtJ$&+tKWvQU?m5)|6RHZO>KD3By{em4oLkfzmh9%*Zy-AZb;}3aQDUy*#3O?Z zF);~leL$A;S!N0`dE*;&{mUmL&Z~&-gKei9ffzeYw>I#a*|{TQuN?LR6w_c-K5Q6a zPTQ@=Trh#Lo%1pR2>9tRtu5GVR|wsDm?+C@6lh0k0(3ggiN}vlZy6T zD!Lx<`}R}o+NM66^Lf!SCkuy)5Y7v)?Ou>3ql1*D@=CNl25nY~P0<@Vk3sybL)KMoS0P`?zg z1ga#5l5p9|c+UF6%C|ev3hA2y0%!DQ({(lhvR_txu|9q@A@y=c2gN2JZ-T_q#Z%Gb zQSb)-Xy+tfXs6&RsW3@ZhfU2~amNM+wGSX0qiaf@JYxE)>>tTeJ`)o$$IqvUQer%4 zb-AE@XQiuUp{c1d+HRLupYU{J zwcm*$reovIK^wTzjsSDCHPhelAA)l6uwfT%M=9sKH9WA(tG-4NvdFR0B__U;<5f$P zTL2gv!oO-qr=cIHMJmS}pS$F<1s2MC8tr2RVAT?Kag5H}Ro?x}nk)(rEUHE81_zo>y;=TalJ9EZf=M&OBrt`uoi7yM4u;ri zcR1m27pQ!5bKA0{i9J8B$k2@DmE7Ejx&6Rd32Efh5q%0sM97%b$!nK%x!H&^*)}Eh z>Rv^wk%N|`XOpdV+qM|cBUg9>W)<$+(ZIN6GUQ2}EP^4L)GuTr$DfvpU}-$s$qZ7D z97NWb^@pb#Z=B}xXThnmWuL*%yCrZw3y0hWDiv+GNj&;~$&C*6WluM89 z0~VT`R%bA?yXq(pDSolGg4HdE|E9YjV^EV){eNA)C zTIGXo7CyJgHcJA0v4PTS@fz37NwliJV^%rmoxNJLyp_K zydtH78C84%9Rpr|8T-+z6d_XlRIJvWXXcs2^YEBC3~Fbkp)KiIskpQOJ)iSOR!5Ux zGz{#abgmzNJG|Z*2IlSpY7ZtK>c0Tr4>lfsys*K2-|i~ROeRB^RLk2H{J%WGK-3i8 zFOrCHgVzidNgHjdoyZcc4O!+Z^W>+W*XD>WCaP@Xw@Y9lJI6(`+-dcr54924J1gk-bYJsih}E2EwbgNW^KIj5WAF z`8A?V0eO=dXzZ_iSfqZL>4BwC>}l(WFJ)Qk`t=zJW$0bN@vBLH!Ctv}vaztY8PI;b zYE0VL?H)Wor8mI#`ght~i39>ME(<=w`kk>cy;+!isK)YMP0^Cnpk6mHY)UtKh4$r! z@e5YzaSK-?*xjjgXCKbCD9OnCE*<0EY~)pNW>w{0LUXs;p}jos2@t5(Rl_$}P$$jy ziRO`dz58SbJ3I0Qtg}fFZIkh*vZi8S+FRF}KKyqgaWrGBKEijjuSE59FE&^V6Z3;E z*l-8y8Fcy|!b>b)sp;<=Vivg@qhCK#D7WpK);%16&V02@k=|AX|66DVc#phosYN{C zjF>8OnR&OpT7Ci|uGHVlNANnCjBml9aQ}Os#d8&vNe$D;Z8R~F{_;g~;GyLvE;L=R zMatl!@^H?9ky#w>m8R5HU#7JIW%R}pn4fk;sv(^mhq{3+fh}-1U?x-_@;bTXN9`Y% z3+x~2A6SA$JFH68)cd*3?(>V|o|oN;sWWhB5zDQy!m%?Brr!;}QQFb}i_QIt{Zp`% zFjnRA-&%H(n|AKteux<=26!z$ow%(A$Bx?Wu(Z+j1s=5J#7|gXAaPueOnAsaLv1-i zy#FgR@;!(hO4u3SsHOk?A1N}nsVXmeCn2Rdk3>NlUC${Du#9=er;`3cu`Uem+Ic%j zM$CZ^!N8t>-=%w@x09iL8T_p=K@>6}p3|p!kW9{E5N-2H$C8Kklsvv7! zKJ~ta-I$8@TJIsi2S zXCJYqS!JSNN#v;tucN*v4tko@{O!nlO;(zm7>_^=Fj|ZxJxjk-+h|-AclR9hbH1=W zzsDs}{+08>-Xe?Dg>kg4?_a-fCXK%N1mYm*srpVTRXPs?HO&ucusg3*@e@T4pOBtd z{FDpVCfqY{7fF3qv-U8CPiFZ(rQF~^Me=|sTU3v4OO}DD0sIMmrwG^1en$TmJ>YaZQ^tclrjBiRqgW%Fw{2Jc0o1|LHVFc7_ z5f+`F=bl6gXYvVWg?}s+A7pOo6S?rZK^dGlyf|ahKUAQQ);w7Zf1<3pgWX}iy9=@{ z#0j5w-G3x7n<5kxG{t2((npdIt5!n(_6Ma`U*bNUJ^fVWJis;?SrOe_9Gsq`>(C?# z3RGmUyRW(R97K-tT^4e4{cx3xfX%`R-=47uTL(ZGI{I_kF0YC~i= zo^SuqE!7sB#A^nq#NFWejok>wpSBj|X62~)`z0k7=IAZDy`33|fEV6{5>4M)=u|>eKFC_IEjn$5iY5n`=Ip~iUP(wDV zFe$89H5=Hb5O&RgU|owGxQ`XnTY6mM1Qy0bgkuBL$P}Klnaroj_k&{E6gc&F`T=D) z1k<@&k9ZTdaWd{}`;rIkU6vIEueK1`UPf{vZ(y0yQ4d!NxSmRgBn(>cuNKqkF_{gY z*=9fEh*vU9tNydf>{`isfy)Yo=c60=UTZb~Xr;i{?H@F8C60mf^#ztA+{4YGUz{IK zs=9A1QA5qN+21*Zxu(wKhUHv!d_MK?_(1PO3njH$1@k;fL`jKNIu8Kjh^3!ng%M|k znfo*ZlJrp|ixx7K1{;h6(by^DhQ-g*C#de^nG=&je(7sLNNa$Ew75H1savzsT=f|z<;xzlV5 zck~%pqrP0fz2##ydE;%Ii~f!yl=I7!uFU#c_46oH8CT;Hv!PqlsGI5eRr z#oCB>#OOvEr?@O+`txw*nm`~#fxAWeuf}XuNTWJ}tgUY6kBj(U!4Dtc=V=JZ!T8op zrPvcdb3jOfW$0*qqdu%)PdXsOgjM-zSr?&h)YjY(2NjE>X>B~ch1#?YsgHn1(G`%u z?=2y3-$7)mZ^luX~=bd2smqVB^ScNt5-3s9F3XrEHCwA_InH@rg8s*b|b2I*drf! z?aT~Z0K#ys>0haXFQ5SJWxm9d3KOqdQmSysa`RTMOHQ_irW025YGiAO8M!1^+a%4u zS;V>Zf;1$-=b5wVl4Zyhl0sbbNihEcJ=(}m!=?Wj%%NGndSE&VelVu~`6g9~RU3Js zrpM~G6z8|&})}hVD9(OsBM2u$*c>!@QbBwA-iT=W|&r*3g7^C2HuIBo|X(qsp zO}+E8eGWinzsY}c6*X`UZ>8#sA&_zvIDgZ**Cp^V<=SHl@u#%DN7a1bb=M>)5Z<^!=ER-aot~MP@r$^nu}@=8OA@pEt727UYIkF$Nlk{5Bn|J$tKHiGD@rx2 z@%^n)>p2SNvB$qps{nf;zJL;k5DOkewkZQr5o|Dy7DycB#a$Sy&au~BM-h+X!5N;?fGce}KWc1U>QzWyv z?lcO;R&J`8KH|ST01G6Nd=(j=Ya9Ud3=ugoVNzPJ%(G*6ZaCs=<6x)5;BoD{=4-9Q z7l@U6Ay^1AMBfd-;ZI2@N@)*{${`3L8(hWl!!DqK^OiA(VtVoCS1j#ZjY2R}9+M=J zSSZh?(K%bZ43uwJkCGzQrk{A8etp!4(ij2a^q6X0zt`M%Z6E+tzsHFb$8LYU1r7*{Sl< z{yyd3CEP@KA9=bjt*u;ELP{T{0G0E}8k}D10!loux$~GffVX4$uPFcyG<(4zgNBqB zIR{2Ob32^*7uX-{5GhuiY<06jgrGNP--bt*)~7r6C}4>tU6VaSbOgRdqd<-4wp>_L zpQx|;UYL#M&&&x~4y{O!lURgX@0_8emcD4?cdIb?Z&`90gyn4zS08G=P~c??>9lt| zf+}c@!v&vHJ~z5Ek^=AR&LPqXWV`=@T8J$`=dWVJBiiYrHSZW4XPt7R%31IpTQ%E> zhG~?7?-vo=+g^r_EZG-db&G8gW|qo`*RZc&HH%MQdK;C{9?OGxXmaJmLXwO(a>?rm zF*=bY|AnwvWc4z&mrL$Gx$R!umvp*EtR>AP*p{IExs%4g%YT`caN>uWq;qN9oj?wx zz>P)2k%@%FH!~bNgFuawqy7`L4JEgjD@pwVqqUU(1)@NddQ#e(PdQ7y!1rI^$0T($ zB6cF`P$cqw@a&ZwZs$)15_0Ri-@$Qeq|`T=NCZK5vmIeSQ#%9ayvR!h4P$UEQHbsS z(*f}JN%_Y7p`N3SiZfy23kt+1wo{${RXZ6;&7s0~-J@mMfgARnXO?sMy-p2$XJh|B zIJnA*)FUZ;ok5^%?m-hEfeQZDz|tuq>_YlAf1}Lwxvoo@*I>rLxk}n>PO9yVyqB{)UerMv#OsA4caL<}EEFu zmw^Yr{qMYk9kndqdb^1IOvn&D)Mbao#?xX{!UKHePK^hNbzZ#;r@vzh{k+1ryu4JB z34io;C}##N=(h6hmexdbjx$Fx7_KZ5Y=x>1YN8c4EXE$HLnCGUd-;hz5 z6~)=%mp_^Tg9RRk#K(={sF+5ZeMDCHvu zO5uIq!R`2)lsyC&jgKj3Z!W$?Qm_iSAH~w6G8HaX?=NdoPz5uSBVRlk7eZ$*9V*%5 zXNJp&Ver1O>Ey9!|2pJJbi|xuoSut*l{0?38m557eIAc@xPU!23Ase->;q|GRWpP@ zJP1BCk=&C%`ufhNz)F4dN96lA@a3$65XjJvfX$Q{5KDEyzp4$1O~EkYqZx%g9kwM9 zZhm%CTNjtt*?^Q^DERL!lP7)>#9HMG81pxbFo~}a@YhuMFCLWSpC3c#w#?Pt{y#td l|MQ*y`!E0B>s;JA4#6=;#j(Cmu%-Zi?jY}Km1JU literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/c4e8a23d-48cb-41ef-83b8-b99014f01caf.png b/docs/handson-cnn-tf/img/c4e8a23d-48cb-41ef-83b8-b99014f01caf.png new file mode 100644 index 0000000000000000000000000000000000000000..27b902ffb61e25c593a96a1550458acf8a62f9ae GIT binary patch literal 1686 zcmV;H25I?;P)x&Rm3ue;lCN(0i@1o3 zxQL6mh^rQtHG7&_>Tyj!Rw@>KQ!%dRAU^LO@H{rfwqZw*>syfaQvU;v8do8<4Lf37 z(H4)SM?5+{?0+1%mXPa(TcKDV9gX|POZm8rfaBVDhle}yfsu4ve!TXQtlhpI9!>^n zS2iy8u^VD_X;}_9;8-9jS9H#g?GI<*KunjNq#K8BnAms=3{3hKo@8A5&fSxfZ}yM3 z6F)H}o|xdU=JdHMPv3HB=MvI#CfyQ1b$ zWKx@dFZfM_S!RIg zN4|z^z9=p0$hh1r6bATPI$~*=1vR+dPtFy^$lL$O|3Efhn3jLl@Qu;Qx%kVg4LXD) zn3nB}fuL?aT=Hdere8*TV7sg8m z>~K^mec_6i&c(+8&vbCE#}xU-#h~Zy+u;(NrsJwA3*)uTktTPk9owOSGkuj<|7wA= zD0t3@KVHZ4_O1Y}OkChB3Tyf*F%Dtlo8wGh;_*uB!X+F*m; zFL5rgs6?B-#JONQY#~iw;#^=+nKL>i;z|eHQY2YR#Fb-*F4FWR%#|}=a*(DkVXmC{ z(h%!zI8m-SXooqI5P7(m3kJrZ>Lf z*5;uwS2~@Sqsn$TdRje=j$H#~`pPbnf>OXa>~H8bioWJ$@2b7^ z-vj0!FmQKV;@Nq~l6|N416RbZZpX9uWix-g?(RHz%>E;u^z|6;557Cz`273#_H`&9 zrE|gfc3$>as|nVW+`pII*AQ2Fd&#AxG5d-?-9y9WROmwPd}7fX?6sBD_T7pM=xy;<<}k4<}bt`T-t2L}ZTfcI?v)X63%fBfvYGuOmG~XY(g5NV|%0%@H?k#LLg=#8l8Wo`>P) z;K5NU*hajg2;vKu7kLREjYg&0`W5BcX^}quem!<+-c5s5{M`G0B zoeHaaC9sljtml?sHATeueJF39ri|EbWqH*%HHE~cy}Mwuxb1tIYO=U*DJ79eBoc{4 gB9TZW5~*1K1I{CA2y}Fj#{d8T07*qoM6N<$f*v+J0RR91 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/c4e8c779-49ae-4ec8-8edf-4f4ba443f7e0.png b/docs/handson-cnn-tf/img/c4e8c779-49ae-4ec8-8edf-4f4ba443f7e0.png new file mode 100644 index 0000000000000000000000000000000000000000..3512badc33e8fda5e1e374fa617c8e197065944c GIT binary patch literal 1050 zcmV+#1m*jQP)T^ijQ@`#QCfCa zeP#=>R04ciiMqYlTo9fL;Jav83E^zNDR}5y3c%hDkHhVkfCO+?0<=--LP`QS5ey)* zK)R5y0n+EQ$$WgZ|LNi2f>={ir~stDgIZ{FC;Z)~4MAdsgK2#1*)rF{)(Am`r2{n) zS=YG}hXJ^tUO@+Po9%w}oLX1_7A3%AbAG#dZ2aPJtR&$Pc-pVT2ouy-3ZQUeuM7mh zJ`70US1cq#qL@R5_}G&Oh#Y1|`frL&B7D$sctT?>iG~H`E9Ouo!Xs%U>Q|4Pr>_W9 zZK6R-7o;N6wl2s~Nm~~rm1`oYQ@VnFLggSSdZ3GV50%3q(5Ye>a4=9yY5+4?m2Xqo1(}xUQM*^k~Yjl~hmSw2gz=)yyj*n7jf-b-Af=UM2rb4rOMx&TV5k zltprBjNloIdSr|c8>dBJj9{4}q{ax$8h7(EFlvBy!B5N(dQHl0y~G+eDc3|;Gzrs0 z@S6i2?G9*Tgx~^Iz|}(N0U6lQ;$aBoj~0RtX*be9=tR(LeGN_8U^xvnGHVEyvV}%= z`{1xHzec$*T{gc?cHuR_;a7Vfeou$JX1Q3zR@^qKkDUyJTtTd`WvR;yr;Un+8;k{d zywTwW!zEtgv#9J7+1KY#nQzTK)$&adF(8v~r9KAAPk*{&4nEA7MFV|t7CSmw`jj6^PAhr_-gj3;NkC UgM?rnp8x;=07*qoM6N<$g1MQjlZtA~e&2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xn5Ueo0006S zNklM!oX$0-!G-@(Mt&J;3zZL)EJXr+ximKnTh1CSh9Zp}A@O zCfPKB-G#_`z@L(&C<+&H*n$|_oh3P>Fb;obK@tfFl$(euI+O7v24rL$NdU|S_*G%? z%!njD+x9FOitMM~tjcb@O`ijtNP%pcPPFAa8V;b#5|dQT3%WEw_xIyQ%C0Tn0J5$j7$y2~WuWiZaAK;a)-KLO^vk$8cA;GG>j~;%xsR_i z@})Nt;{GBxdL&>y?j*4%*+4>j;tgbPPlAEy(XWnToY43IjsDu7%NmUz(CB;8A|w|i zb|INN@dOE7NFd1Goun?rUrNA*z+*_>k>sB|C5e8WEInh7xi1SY@`A_3f``(AN8f@6 zY~(`7mjy|D@|8rAfPC?h#3Ns?B+1B^I7#SKfg(PgkWgewNMc(ur9F`?VNy7P1g1o> zWD~{6jxb3tLFP$sY(p|8fyar@l?gcU)MCU;*pde&ddV{@Lwi!y%B@#xv5-&UJVTMV zK8bNQ6p45h&X=NGCL36k)l4Z47UjOQTY8Hic5V?6X2-WXVq@##Cz>j^)(x{LszH?8 p`#t_Hw{Jt;x==;_jQufYd;{iw8x&p&ytDuS002ovPDHLkV1f`^A003?T0{{R3QUe9r0000mP)t-sM{rC4 z00000000000000000000000002nYxX2?+`c3JVJh3=9kn4Gj(s4i66x7hIR+000C1 zNklsJbVrG@p8tF?Z02VXdBJgQPQL5 z1d?X`K1t)qaRwP=5Gy&opDzPA7zE4t92s}q$^GZ}txwx~kIJ%4*Bfo{?{is8dIL21 z#N`cTZxS^ta>e55uTsdlYH|ESPOR}D-H0#9#TZLUMJ^P3)Py2$a={a-R+iUJ--Mb& zBp}1QMy&ME>GSMV=GL zxDI>N%ohzv=`CN-I?6u(OjLVZ0m3rkP8e6L1H91|G&$D+Uigr{Gu>bnz^a~a3Bmwj zrCt?aro^+*xvP{gRt%Pp5V}@x<_Tu<70#uhgffFKQ?kPievf%ZOx@67kC^0o$>43BJyKyN} z8FNnsSX}5FFcKS4cLy)h2XL~|*@j+XC|C^hG+8e7E61!7D!ig-__4ny?XZmZ4xLe+4y7TP)1fpB zkEG$ok~Jhb$k4l4(@Vpg0y%U36Aj5zZBH5&d!K4OkddMHfZR*Nl^w_j(6Ae1dm8qD zOixpxvu=>>Y3Ox>Y)``;kVzW4J#7dDvONtGP}?9lj)pvPjv|{**GJJ1g1iOytThci z@By;Wqp_zUD0*ceKZ=F`v&^?9QK!TjAzVAkdgg_PtYkA*3U41Bn@-QQ!F5jJ2311Al8aI<3HDC z=!LVQcx@7XEKqjeP1G2LrAv1QjjJpO9*`6mb$E^G?x4j#jj#nHs`QNR4w(AObB3Rm zJE~H7NB`G#X|JdzujuNA&=Mz9D;jouVBdATFL>wyz+VY2h&Pjm_Gtv2i>5EA(#bSk zQ|~(NWd1z;^BbLZgMiQqf{u40$M=WFw?PIOWDrdL0bXSueQMlbZ2$lO07*qoM6N<$ Ef@-7tIRF3v literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/c8fb861d-7d21-463d-bf33-1b1398362b00.jpg b/docs/handson-cnn-tf/img/c8fb861d-7d21-463d-bf33-1b1398362b00.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e91f1cc0a0fafc3b46d3248cbd40ce8eb6cf6cef GIT binary patch literal 5553 zcmV;i6;A4jP)CmFizr zNmtuQ>Y*TyeDd8p*$ELCYf_V%)TAagsYy+0Qj?n0q$V|~Nlj`}lbY0|CN=4o3Fs$J z_>UXoJ#*x*ZkA7Olx$=&Ch08ycLj%M8{T7@h3@fvYsi>J%dJ7lhM_$FA=W?7tu>R^ z2+RugqJZ?KHK*6reM-7ojY%bgR7B8*OtQlTv<6^^btZxV^vVoCLwO!*1A5=pr(@b{ z&SabZfq@DF*BRHr#O{zQ`0U;%D3StG+qLca)E=gylA>LEzOpqtdqo&`{lThh&+M_- z0mjTG(Vquo^UwCu9=FD0$sV=r;nb!bp67Q8I(3<~`e|DOTN|(+gRY=mX+wMRW2moI zL)%2QnudebkHPbBm4U)o9&Cev2ilmb9NAuI_F^?g(ru-O(#o1ok!szky=aZ8 z!kvv>rp?)kd~^h>kva|~+p^v1-8ZE058Gq_l6xK;h*ssyD|_FQXS``wxC$c5&wyu} z5GdSxP;|&1lt_%fE402G&l5YZqJ5 zF~ShtGiVX{W<}w?L66zvwKH8_o^Be~g?j{jH%-1`9e1o~m7wfFK*d$cBPiAw6bg#A z>kK-@#{h-!K|o~-v3KZrKk4-awN@_kkBZh96fB*An=jN^QIzo1ywq9Ivw)$_ik`Kj zPjy%H=%a4kO&1>plr^CB1eISK(0YMN4+08Oqi6&Amx68@&<3;ty=PEpKx+od8$}z? z2K2r`w+(2WK=B@DRQ(=B9}5&4MH|q+4^+&N1IGUX^Q}bD$zv#bk8>X@1r;+2vl&(W z`YYOh1VtalbRR&`^d>y;P^Q~YL%{kf`VgjDoW`0>s>fP_0)LRoNDd2Aqrs zREp#Vv}T~v>r?b7ppT?zRDV#|G@vyD-3rit?LoJ!0j(7%Y+3YJpjdyU+&w48=ZiR^A%Uk#N1j~v+ zH>uA?>}kUa5r54vZq%Rpn7}zseF7%X80qD{+B>KadBcpF%p4BAI>8DI{#2<0o|@> zxJ^wLq6<(sf66z$lQ;Ne_VJJT=zq7V>0-1M!-4b6KoR;|`fd07?Y>S`uPM4U z=?R6pdVW%#)y0T;9&)t{`lj>%`Ht-3gQ9i7r|kH4&?Hxs^8eYqp?z(_KCZA0<=O;c3$rwmWaP-RQNS_Q*5PjUwKqu6xQS zvV-+P!P1WOm-xpOaBc&?FkY+@bZYwpW#o^;rT^5ICK7pl0#{G_cw z>~F>On@yBGnL1re*F=#iOkx|Ek=a+oOS+F4y+S|RoHjEQQQ;$x`mcS{FzC< z%iH}eS2)R>-Q$=?|JHL?tpb$4?69Wi zKzDG?31{KWW#n_l3hBeAFSo?^+7CE|iC1T21u60Jthbx40|Z*MnnV10cmsv7{sVD2 zT*!CW?P_PZEEqVQ?f43;!pcaEcfagf;0L;1@Aq7>{1{jJLdp3G`&OXn8EAQ+S>4Fk zmq($h@X<2RcVz`ubgJ*X zE>L+%J(2l$C<=d8QCMFps(us{-wRGZTMvED)inRoM_;;MQ53J=;rp2I2Yi%3i_=)S z)BP|g7CVqo_8ETE7vbIdy)w|=rJ}(Lf#Sy;4NIZ#veuRC^J%Qy38tSk-IQ*Ezg7CqAe7lWVD=QTA?uRCfv1IWLg z*ACT#4)Sck*_a70cqQ@x3T+DT_zhus81oHA>9!mWB6MPpL<=1Lf}J1{r0^UlDnd6lGMr8l>(@1W z*1c1ysi&wszt&tCXr`#+y?``46>QLPQ-dQ%+wpF)XP`h!FFtqtG%hiySx)8dk={^?o22AnLyJ^9UUh{PA?yy;z-jIL;oEYal}1X zRtIX^i9HbK={VjL)nVQRBWn#h9#@#Oqr!Mor?!K*_Xn!SIVUvR9wwP*l6JH}plUMe zBs(7O`HQ3Sz}~4z5<5KhpJON4`yQXh-8fO>ctX4RNF9Cx<w3RUvOqcBr5n zcmU3RkaZxj2i6FV=76Zc|!-y!#Rf;jHd22L`3iS22eyim!a0SQ++Hi`bmgJguA zslhttB=Dx(85y048ozN)-Vr!1RH^9OPFRxdP0g1P^F{U171B(1Q>sgbT()D%vc2y) zjzgO#Hf5QzPQQFQF`mW3i2lXtsyKFtJPv53_@lM9C<)tf;=_W&_md%KU7nw*)_;mW>8>+;JGdV1r@|g(z4x1hK$`_n`6S0LTk9@aL zkQPq*DOrAAsK){CNI9{M-*Lniw)1TJPMl1VWJu1L&`S^}i6W>~`Z#%s z50lq!29*UUi5R4XOm<5C_m=F8*y&KozSx6l%+)NTREyd+-|u%^O?`D5d%)kAlqw#? zz5q(dkrVI5c_Y|S5YwTD&M=_^llPGij*^k*I0NMB$fF{32A#m%2R?9rz|Em*nmcNK zdwj^rg{V>TJ3)1|uBaubbf;NO;sgQtYL{xFNr(8=WY>*3k427cj~Wt+kGPA{p6XI+ zHC*vEOqc}ZaGk`XiZ`LkYd@ia@OBB+F^QizyI`Osqr?w57p5}ciKt*C4`_R52MPy@ zfPi~q?in3Trg#H9>NB7g`_z(E1}djIQcWOCiE6oEPYrs zQSK}V@eKwq#X#bAQ1VOh>nJ<2Spp?%Lh53fpbqyFpx{-Zh;{E%jtgNplD7N+%H$+A zRD;QsJ3kHlrHM|_k;hDeca;TrSF1FKlEPw{kvmRhM22U>9rR%Cc6@%BB#9D zqvxHHAK2T9iXJba&6Jn0Ei9&YMlVokPM5zRFt zx6ZpbhWE}09A@9=t+bma3s9GfKnUjrOq=uh=i%39efmvV_jG_0tWd)VNMagS5CYzSXOe#;z$xy z2ig_wN*t#{*c^Cq6dl;rm^{Ec1zs|=38!g&_{mFASp6s4D`^ z=>83iUj>~r|DdSHpvIss^xT8Pvid4|=A-QINuRHEC+Ty%;cr8|{kv%mXssfnnuAJ> z=~k4m@zHNK-Syf}Q~q+1O4rW(Ti4!pvgMcBLQ^r*v^2|7=~`=2y0-KHvyUIPxBTE? zzjU{!W7#Y|ZrIs(0j}b#(!-bcZ$ELeR@F{kdJV1o=Fn2vxlt}Rn9{ZG$4@4IPrHY# zZb>Su%6w0|DrMP|mf&B0Pfc@sp0vD_NM1-2SYK8gJ=gNCPv`4BUA;6b@D;JXN>I%z zsmRuRxx4~hT9)cx+MYU}am~8??uuervzD)4)Cs1)M$Ni37IV2=_?I3Hy)~88qDoM| ztcF<|^XtlF;kPVhepQjo^j_=g5Upj)lCB)m4|V@)TRC*s6YbJfRDUVWCsl&>%0PST zxm60v7gwOB@5|Rn%U16a6kyp~UYD!7cF9vN4`5CFiR)KcRa_UbNV5_}mjr5FE6OZQ zJSXQ|rMchIuGA;Lx2)EMnF9;m6-wb{sc0jA-3l+= zyt}s6^3}Gh$!ysQug?|EtxF^+oXp&?QXhq~a6`fCCX*Z70Diez5x4ZaIs`YtxL#Yj zt@xe`N|$8P6ZdICLX=}_#U8t8e zgJp8>fP(Tugbp2NbQ)l5-Yr;wjOEqzHbRgbldP$$rNPg>RsRMlr;&ysyhUxY*U z>mw%@8zSpq-aYs#G{=Mxl$|BJ!?QLmpojqmuvpI2E$s%gm};x z>MbT-+(NnbX4|ADHK|EWYEqM$)TAagsfzUfV%jfcMon_~00000NkvXXu0mjfFTcE- literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/c99b624f-2c53-4830-b652-097ff277404e.png b/docs/handson-cnn-tf/img/c99b624f-2c53-4830-b652-097ff277404e.png new file mode 100644 index 0000000000000000000000000000000000000000..8120e54d69e21e706977a917be8b489b9bb63e34 GIT binary patch literal 1314 zcmV+-1>O3IP)(S7;{b)t+vWD}<)!kal{DlF;8IHb(Uab9JySCHLucfS{6^$?Fp|?@C{ohJKqM!^V#p(e=t2!ajzWmuhahE* zM5;e>NvBWIA9-sKAcp)xi2m%0ytPQQ>xXngfEe-!`H97lTS%<-^}mxINO}@dCDT>? zWfw-4^@C&f&5txfcHN;iA!KPNDhFc7Aw*k!EyYM=!CW|#Vg!=bT8i8M?}Zq`LN?YC zV-F&qSlVI;31L2xmewLRvX`Ei2auzW*kQGiVF?ba<3()>6vkhgZ9TAlBp-7tM@+6hewNU?sT#!U}gofXn?)gkLn ztGeCW0H@T(qSIEjxfcXX`GHyTh!{uFI_3^D;~_z(&5XD@V^PG7AL+EnfxGMknPuD| z#_6?g-jVB%I>b1Aj&z(_>rlN&oN$FHk6Dh0RM-V<%{L4wc&k4KOgb;yHs=Q`l2#hbO z6Osn75^`xf5lI8YiPtQwh!awn{FS6O3#j7)Ay{G3?30NKu{$VNMYapJrfe7@{Mzja2L|kbi2cox8iIZ4iCv)%MO=pOkfPagGS;8~kz1+qqB?nkuAM_m7W%y%@FS(0>q-Lmhh&*l7Ea zHNKbokT>c*wf6Rn26FZIpn9FYMP66kJi~u_jl8-qM=_qmGyxff3YdYc!L~EkREA95 zFxObPUX74>Q2OYv#n$EBHbIJgQX?fma2M1fD{z*rL&YZ~1=&Zd_z*%i_UOy?#%c<3v_NgtT)Q_P~|vl~{+=i{9=Mt9})pxn>G8~{uDJ#`lZ>{#)q8FAN`!GWPbe>_WmL&b=!4wbF*^3L4>hyd}0+E+wN^* z7o7B3mGuwRV>moDnNOAW&fl zghGW1dS+=1kc&OLoHsMJ)IDAAJ3T$!?eCfTbvQ9R8yyjg6y*O>=}AXN2ZO=r>FF65 z7#JBDnV6WEnVDHwST^RD5+D%nBLj@KW$?u6^MTO9p5ZQ@+%CV1e5mmd!caxh%mMnS z{u)kkd>VPLHd|de`_bvEWj$wvB^(g5l9Nb$8gMXQSKj#RkGUc#a9lQeA_9+RMd;}0 zfpjn)6bf*`Vt*f|9vxik$b}gMjM~K8p3f=qPxUfdkcldLwwH7;kJr`s@;m5J)0bGx9xNg*=YM<>`uUTLwgslE?#qukFScmuuo32zAGY-Gc0 zm_aW-$09$$<+wxct|E2|m0PoBGa;UR3{ukWW z_mM+_|AOzJ{>5SOZ<%1KGG}>rzDD59I(5MvR6)4GO32y;lsnIVXGGZVPG0~P1B!ON z@QQNqqnB;1lGp|KyZd)~cTO*mHhLP64Pt-ln7zlNw&n6*26m}@Q>2GQz8vE@t4n@q zBfF28k>W$*;zK0CS2ML9J$X~BOEqGzr&-h@h!{Y8n#3`^cmHC@W9q;8!k~JSE7*Eh zUzT*wZx99)U6}WvB9E;uQ6u~YsevCC=GD{)$|q0W@M{RA(x&ihAy$2_LB~#LGQz$k z3-H?n4pIOo)@xpv!hZ7u$BTIbM^LsAr9vR}8cFpMEqrAB z;U3mWi#Hub?%5(|9?RBNkZN34nSiS0G%=Z7k)FO5rmoHKDWkI`;MFD4JQ$d08fGU^ zqAxyArZ)g4)^1mX-5Jkoke2M!8~y7vKl@TlAy)UzPsS@-g|~G`d2yL+PEvHcfj=L8 z<+HbbNC_NXyMQp32bL`!h0B(o;J7ZeeI9~_ai6?}k~L3*Xf@|5XD&Yk16T8(Pa3t( zsM}qX86s7i=ey2&N7kZb>m9$ChrOWp;Y<0MpEIpsF%h{iyS=vZ{aw|g1WolZEG8xJ z6J`JPxrC4UHehbG>lY><&wgk1a%B0v4}PxE+{)ioVw9&fYpBUqcIS?-F(90S+!-?u zIcs^Qt6k?=Zth4+A8Mm*nFC~|sRgQJHKv=nm<~-hGm#CC#6K+*F$0H&&aX9~61G|n zsE@$=0P3V89MK&~6iKH=-Z`rp?30x_$N^Oo>G*=D@>lw|gd70Fqm_lqe zzI$>UkIks2TjPv9PEnFqIsF7m^teR3*pF6_Wd=sQfiHyyF)pl`ZX_fyiMLE6)8l@O zh^MWNSu{lw3C7l7aZL|#1(YDWBoVE%z4CNN{DJUw?r|k#8R6cm)Dela)oaE4QzRSe z?|VLIfGcNH&C*;~WDQ(SC+|>@A787z<@mkj{zJjtM7E8$oB&55`67YWmE=4-H!FQ; zP9#+wl<*>wHoNTcmUuD^;lPFDspCfD`j?X`{^e#XN zAufpVl0>S$95vm$X&NANl87LFM2Jmu@Cq+E;=xCnjuu~K!pqoU&M;l`$Hs-3K7BP@ zxWz`1JCHubpi6$6Tz<{M;%g25c*{)Obf8dZ>XOU^|Mc`!>Gt+6R+77} z?2^-){a0z?mc|TV%`d~Njc9~mj&ypT)%_e5^WRK2^i{N; zEXn}2T60d$Mq-r#b=$CM<;N~pCj$7T!?g0)vZBAL-A)tp=em*3IH{1yEOs^fD{wRsp*T+W=>+^7KD%))lA7R+hc&8dM7Q{8js#ch*ekG|Rh(J2Gtp0~5 zfKjeUe$AMjqAk^b|6pOX`F>+5g4JlN?X!CC1qX+|yW^R!?3QjxVO<-H9$pnhDo`+qtJ>h1+ZE{aEZSuM5Su4~%i*w%QdGHTTTX z_USQrKX+C(5Yy?p-Zo>5e6Q5FeXO1BcU_px*Hoxon7{c${|m|W8GL*Mw4|wopuQ>E zb@)3e9JVy4jP+v_9BcQ?PF|{E_yMN4J;hSV9&9+@6l8cV74<|u_h!Nfy<^;x%pI5h zJ|!5r+N5;B`c_=Maez(GjXUw8VtkpZZzg3Ws$mA7M4Vvs?>BU0{S>t0Xl47DXR~lu zdbhW2GG=Ju1T_;E2bG;adX?lUvF-fB`3?BpJ@u_Z_66Z&AP2b!r88JPMi`eFvqxoN zZY)RlnLLpcuuxBnQxM}FG{tXHV2N)7CMH9>xMlEI0XE2>&8+a$elV{91x)Wq>|glv z$D5?xWPUh}ZP=YXGvtP9DG=2Z&B6|WE#l}7i3De1)@mx8N-8|23qXiiQBrPPMKXTl zgfu9LXY!rH{cdsgbnc{XheM{)AJ|E011A!h3)tP-+YV~ZqA{4A>5ts>M0=S=Nz>wM zbky=PacH=AAv{$2$`!=a-*8+%&-|>VZGCo<|@n;!Px@A`}59h-* zu2=Y6f;B+Eq3fZ~aYa|X5KuqGDQNa!URK$GZ*$9|PVV z_C<`ddSRBHC4!wVQw!nOwGiy}_ujIf+~Z06Cs*aS8#a|-JB9aNrKem}t8-@^lmX;3 zRk*d=q)|Lx5Bw;49ZX8OP=Z!b(5>jy#5HPoV2Yf8SRyw`8(?w8KPkxGV`kg@H9KTX zRUA!yTx2E?_9qL%&N*Q*c9?#+{L3Ag%9E9o9A#1C*Yjb!C-hr9Y&%YO=bD!8$3;Im zc4{a@c(yTDPkFcWNtV@t)mJ|l&^m8YGEIqx&?QK#ci9_nrrt`?KrrubZjX1RX$c*o zlO=EKw8{2BAFK73rYWHA%BkwjYB4)Fpp|nplY);zl)~qa!uy7<>%u4Z+0M2}Lt!~T zXR!jrKtP+HT@&8x%?@_2OQXvPvr*UFETb|t9gl+-^Xa_*ajD->_4{DxE~f}p65W;R zvWzRA*qw1T>s;%y=ve;G7TQ81x8fTD{%qIq>H2j@IpTDUZQrx=+`O%vj4e=`3G#@x zNJJOVt*Ku(wi{2qC9KK{#DL*z3sb7f&rBCxppq)znP*jkgrpY@sm6{fMDluaVaq?&EExO0(a4YQ%@_Is$mnjzQ6UU7w^3j8JqPBC zGa&|+HF7KBbWL2iADlH)Me+K&PX4*J>Knza1N-fZj!`ITKAWghb6!||rFQ!)b=&?rHXOGpXwuhY=$Zr#beq(R7+U&flGw4wH-I&HRSJM+F%U}axaqOQ z>oBt9O-23zL-AnL?-V*YTuHj&gSTaqV-E=fJhO8ki2nV*&pftziZ%lkKp9W%IZG|` zVAHrHf_&20(#Ic{!!Lu@@?|j{zRdav`CQJ&bGpsAsMimaLN=ZpFNL&_vaR(B-Ci~k7q*wS&>Eh!u2CiJS|D_s43 zgLmm0s(i|adf$2%O{WB)7thXAlG&Es_05!N=OnqXCc4_Tm!@viDpu*qZW*oT%K=&U zk#=OFIimS{=noF;Hw%xkX^fD-g6B@Aw8kBmdcAB*Jp!3%|E^;~H2pcXV^=6cdvdIA z=<2*DvlQJV{9j@h`LeH8Q_2kWPTF7Px=2Os5BY83wJ1O=Z5bpQOYBYu4X7NO!L6mQ z!*`hSbvLKOj+$S2xnILOj7DO5hzAipS47sTsUF%i*Nprbje70#At~y$$9~jn6BI@E zNCc*v7$YYm`7LFE=RYMJVxwNiC!&v` z^zFfo7JUDv=jSA%Ny?9Ly@oNX4K$#V-DEYG6zTuC?7i^Y{ z$XFr* zOzy;^0oT+!j@P+D*mTU<5YDqtodjE)g6j9fE}aP~51qmXMY}lzf=4Y#;6AFXx0Wi+ zN0x5V5x6EH9u}%?t7Cq%SHPh*9bbVru1!4Rv-j8qU5%QsF1`Ct4Od6qu*CbLs58~3 z%8BTm*7Vf{uTbLj!Pan-A4PdqX?MlV-g4n?D+mN%Eu_^e)5&~QdHzHL+`@#Hy%ehU zDi#fI^F^8PWTZ=<8>IkZnCg7tda&?b(dkT&AYDs&x@vYS1K>aywLg{4wpU1r=uPgU z!t+%k_TWC|ytqs_;T8C#Qv$gG$N3xOT@St`vxHi84EqqyrOyVQ5`$)NGkSWR7t+qca z#@joa83dnZk)t)WOe&xRE9ArQ@%jt)6KGyOHI@aCX1h zTkhhf?>56qn71RZh&=H_XL?JC&3hynm+pp#os;^f^xp=#Uk*xr8+g?^HuY_ho-9hW z`5g$_kKF`->n7NXNf=YQe_jf#e=Z=T(Pyw=xN}^BU%yZnOY{cq>ov5;QoEgoS2VA; z)rMV(3_3vquEJpjugo@svZdc@dcXI!gpotB@5F0kH{YoW4$JP03Sxl^L%EDC7l zm2@cYb~#PLD~_mcU=1x@*ODxU1CXB55o#{m85 z{*^uRQVgrPHs$bD14QtRj8r0X26q_lB3nV%LamIlNTP3v&@;SOH@1Y^h+T=->Dz8y z!BdGB4?6bElJ?AgZCdhZzR+te#eCNiGWu|eN!*i>dcl~-l@e=Pf5eX~!AXz$Ud?Jv zKUer+8=DP#0BQo&!mbcq@y`v9)mBRpZVWS|>79avy)DKvyhnrFgP=~v= z``42=lmzBW$u=1gt=1rS^J`7PckdVfLkoK@3n{0Ne3u{svdM@ebi`kd-{q*f%2=yEf6cG)}fTW!}`6%$eC=$8X z!T4ndqQ(j?^cDybWs|gMZ9dMZekkPVe(b(ig>_NzrW9eRa;7`SJ^DHHj_oa?SOmt3 zXz1Trf5DP+f>PD1lnP(!mow||k_tnqmC5lN*=EJC z7CX%|e|Lttbxu0N%CY~KUml=fJ1DORLmgx@2am7J#p7>RPzef3Y|lQZ&u(E|8urb2hAL%JUbWd%`REf2_r6HLK2=`xm< z`d#=-4|-LuV1C^#qnN^*?W*;a-;N0<4!CH;5vzApgbPPR=*o8Bw4Wp4Wltwt2>kko z-{)6)lzm&U_%L4wrv<85ZfaiDpV7r}DldM1MCkZWt><3laT9|l6Wni?y39LZi9>+O z3j)*8-BPLzIxUH^g^QL#dRz*cN)8_h+i(q(`wevYJ+om`*8n8eEJjFF82E%DS7vr^ zOdHE&UvjyXCDCw3hfxnQt2H*S#rKh{m36J&l;$a82V_SGa4)v4+9?==7uAH_=+or*Y`3j8+K0XB&_K_Z#Um1*yfpcWCAmKfp@XpDZOhNAITNM{d^>+DO@){ZZZQ zMumggvzFJ3MSbrU?yoa43oCrgnt9m~C2q>_@SM$6>EquIu|%0{-)qPXk=*DNdXjCF zr0+T(GS&0Nlg=5qC8aF2K=9*>*qRW*v+a4SgY-dr35u|Lk%B89iBzXeW@y*sqeR?9 z@?aSsM9j+vm(#|%SWTwjM;r(1QAn~Ssi(r%M7!P^w?=)_igFE#K^W){zmCE8{WeB- zx=G1J*&zpTwo$RI*>gr_XravWn06{eJbIfq^PG_u8n0*K(tt@stJ^^k>a;v#{%vgQ z=8VkIh8^y+^)uXf&aJ5b0?m!*d;kCd literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/cb2f3ad9-7e24-40fe-862b-a18b9ed5fec0.png b/docs/handson-cnn-tf/img/cb2f3ad9-7e24-40fe-862b-a18b9ed5fec0.png new file mode 100644 index 0000000000000000000000000000000000000000..b0899ab9d583764c8c152b401c99704cc2a59d6d GIT binary patch literal 11798 zcmZvCWl$T=7cK7YE~SAWh2rj>6i8@+LLn526nFPxh2jKK+=~?{?$A;!xLb=`a4W%i zzmNYn@6GJY-r1Sm54&^roO|zyf#_ED8>h z(foFACfA_w`*Lr4-Sv{Al*+}ti+`y|$?V=&#nqAA7-KT_K6~Thuz`O3{B2x5yfEN4YYXGFu z(PdaBCaF#xq%dOUwZ1xWAQ@)I`iG1~49Ha2=r;(RADH~U;0vITXhkS^FKqaP+@BPr zwxy&jplGnxP_7G4$qQhJ;DsnS>`i@f?@-Vht)KTUD z!>dbAIYuD+##82%)?OvikGIlEzpcK&LcO2wA(j}@sU*S2{- zewl5$kcvGJv*C5^_6ey~r2%y0c=lN7Zi#FmpT&R=Tj+2r?b{R}R2_Gw_DBFfcI2mw z@NQ)Xc}R{BZ4F~uZphUQABzH;0=FCoJ%JpZX`glZQ$43pZ~>K4U@{OIe0^lXB9Y!R z?xh@@I><|%TeL!SxMeF*BIrDx(JmylNpkIR_U$u!VhwYp{^ReY;S0WkC{oadYllX; z)8-s*R`#R#uJnjtR$>_rdT4)4@=R!Xm%AnKYcVZmmCeGX^6>AZ799Bg5gDjVt?`@! zkY;pSq>fr{yam(oGP{`}WE|i)*#AVwF9OeWhDqVi0rRt*@HImIeE}b6MZUhvM4?z$ z*FtoPfY%)GOi0j93pw>ZK4p!_F{eKoa=Ube+YD*@+r&38FSpAHYSv@OwJmU6eb?x~ zZZirVHsmEg*UwWcC_LN-SW^e*UL+yXPcQ(=Jmw+ayLlDqOa-h7L%bX}gI(K05B7Y) z>7ce{)pE%@i4M$4-fr6EcKu+oOvZmVMbDSbov|QiIzn@1rZ=+T>Jd#G>8wT_jPv_P z64mGTR`G3cK#7{eJCii*1cIH=f5?;G{o4cm-MFcF0K`@TvLDEFPqhl4xv9M`a2%XM zY&YP1)cX4c@ll}HE(DzJD+?&AI=p!SGOvI>uR>NZ{cDBF#8D2Ugd~*drpwsEBj}H1 zL&h9#bcEE*9pb5Y50+~_;$zX!p2YoizL;u0Az~yxxZuB3XM#`kyajpfd-$+X{*?|k zf1M-XwQ{Ae3Pg2%Xv?vf&Z(=)6c=!G@fMTNwP{CWeaPa=<1}CfdZ8eyerNT)>x9j} z+-Y*^J@({M@QO`6U&>{WELlwaFRcFu;s3wzQaeRLPMb)P4rG7#ULk~)G#Z*kE8p_j z_)&MRzfYnP{SyKr&F~)$W0cTLy((N~d0Uht5HOyTM+mr>=#v<}-2&=(3whTya4F{q zbfyR_>Zj}b+1~P65A7(esr!PRFfI7%^>F~Sbym!y>Ld4YbymIVejg)Q#HEgcL|~cM zq#!6TZ}wcD*8r*qYv6h#K@IyBd`sxZ`@X=}KGnM1ckb)I2m#~otx^_#e7?ME^vza7 z&QOpd5M;DS>=<(|T%b_<5tggPRU{Q{#hUq(7 zsibG;@^Z#aza30TTfQ+#pVIpU&H_qf0YbwL*z&g|fVg%7g3d*k#=fXpfkvPo3xF4V zB_ULzf>sa{Y6MC%1GQmG6D<^wx>23@&2LaHupJi|WdR?-htZlo9M)EBOlEzmv$~Xn zBC(8`+>AN$#82H9`>n&QPFkZu1Xn4^xayT|S4%LJt0usEe26}KJ`E-x_XqJr3)qlh%d2lJ>@PBOJ0s$_<@-SJa)a~PXcOJ2 zH`u~i?I*L{@TPrhN&4yNtEv8+WDgoLb9d+^E3@sY*di}>&+$0|1taLkO#v|gYt6LuMiY!t zrxhErEA1H!+5C1yzT6~dGR%B*k>sjpEz2%;Vw~k(*qx|#JCJY1sxlPB1{(9`fRjf| znWUR=T&e=?@crALBPFwhrtU(4tmSUefmpjNE;pV)`Pb|9NG$S+(7qhxbGTWb7}yL(dFA7#q6Qt?2sU28am3y%s_|Ao34%g6!1mR%<%qJb zG{$Q=H*q2ZpN`@-dcJ9GV9;iPNJC&nB$U9Fgf}KXcpBgIlG4*2ZefK`m!lHA94xiT zc^52pk-t{Pl2kUZ&Nq%zLVrqSz+cqOu*&yFHP6{NAaaTSfJU{y-`x?TQ3QApiF`@z z%Uk_J)Kqj2cQ;m=BUr8+;WiWrz!P05ukSpD^JGHUpK#oUeG8cj+s@_^Zb0D{Z7j* z$S3!}dhbnvVabCfEZSPAzoOhj1-=9wo?ZYKcNg>VIO{^}!+<}#RiN~nVGYCDFO^QH z#PoNtAa(BQo7E$j5`L6_Fuud{d$U!7j6q>>*#KNPGR$xsq`33qHzCv{(Ij^eCW3VM z#Tb5RmY`3@@FF`FbNYE*pXEP{rONkM6SNo4MIHK`*Pop?GTuH0_CT3{3uR#vQ7i!U zN*g86HihJ&v^dB;|4i*FWt*=AjEvovFERgaJv0&(41|i*zkFMSQ)guZrNIJzPT7xU zqoCD{$p@4S{G0j+1yKOTH}ib;;krwS9_ijF8KoceY0zq@Noc@`+Q7DZ3q{xl&+P5%K?_wW-ot^5R?C-Qu*;u2h|1<}1e^lz06}MeviVC2}Ng>?ak+1Ch0MOc@FbbYab56(f6j zJDXi(H8<@4e(s-ff#(Eq^D0b413q%iUXxgSnn=a0OM2;(^|mN&N$hJ0#(G>~sww9l zU9&2i+KSRD4Ln+e$opx~Q|;%1m4hjaa>^*6;9g5=+*yN8COoeVwP zjxT7`d&%h}VgIslG;+0s<+z_q{c}B}q9(J8rMVF$j8SBkm&?2hgjOhCDl&nDY)-uD z=@rDbruAfGTn`tHshwD2mY4`{xt2Xdik*_J>OG2*j)DgNss3&ZnzZMCR>YOLwDPXW zEgEY7H})fiNx_O^l~dCNLNeBsE7@v!)yHkkVs4t0(sS2jZedwg^Fw_BgZ{-D8%qrz zxG=sxQH4+-w5xJ{iln8fDVw-$_p`0*wpwCKM?>(X1Gq5bb zz~?Y?#9A-&-V^}uk#UB@x?rAH647tD>5r{xc*-QCS|Y%B@7=+C{xd&ifC`I~8}FC; zchkUF218CNH~!x3XN6?yhPV_mxCMBUJEXt#6H`LFN(AJUP?pA)2$EY{!%j7Lt)$*< zuf6_!k<1!vEeFM281BDMa0_FlQWw~+e){eG748tSuY-*4zgx_%(8lU_Z{K=GK^_{w zBBYA1V=TmSc`q|>6Yt#Zb|mSwHf}msoy%(vn}gy>ZayEEwqGtNe_gY*oYv8BMBP$W ze~vH_-McgjI^0D6b+d*~`y1ML8>dMP4MT821~G!kH+4^7p?d!w>v9}VSC;-gTTwZ0 zzDoit!d0uP!U=$e9;=*m{I^r+yhn@kIz|5Gm1q>T34d^&$ypwj&;=^?Z0gs>=P8=f z0XC*#Rd~O_t$iK*cx1A(j4FwhW53o@T+Oay&uAK1LA6!l5Iy`!jnE8tTdC^6!ApC9 zSP(2QdEQzXXC?>PQIAXgeWL_e_t%`*u4>Eo&uuJDkkuwA8U!Z{%M%TP1)#)b*ni1? zhT@1Om8h8Y*h=9RTIDNpGsvx@6aLO`mdG<{t{*H2-y)>~WSgxSUx;e&7j4j9KWd>C)x38O<=~z2Rt8DGY5b^rOReR;0PN2d#*;Au(QOE11duA zB5vPmp6=Sa;Va#{yL**vBDCp0iJTGyG0BmwZoaLRoE3$nwGvzD1G(8DYp=jj!D4mD z?2w^B$#Bekt2Rvg>?A-zJQYCtW!%M>CZjks-QBZ}oM02!s#gf_wqZs%qalL(u7R>$ z;s?scU;n7STa{`20;DCkE`RB^H&~8TsY+p_J!F-Me9d4zSk_O%QTYkSZkf&QJe50g z49_(EQ`q81)1pL(e<=}&CvKdm5cB>p|2?kM22ar^x97r-@L@$t2GTA? z^5s*g&I$&EDI8E6uWz=B#rI%N)?n#NZ|jmIK&qLthJP~ei20{Wtj>%%SrzjcW+tv; zkB}On0)=?>B{Y5OJK42N^IN@wIVd3@rwthw{Bw7keXHb8pgIiX<_hv!=AOy6mgQ?dkf?lqXvGC&Igl9H+H{LQiE(&4v|***=mjr$Vg}I1e&#GO z>1~%a*JwNtNFBEfI8i4wk@y6GSdgP0+I~sRSr^RSwD1WNXd1L}zs2g4 zMU-%H5g+AbP)Eid157k{3hDSmE2%>^QU+Of*{Z|$)CmcH#oR$5{@XX;P4tiAM=w9r zqMPmtCCJYIe&IOvqBD^lh&@p@9Wld0XrkCu zkR^XLLf7jxVrXnjgDps5DmFIH&u(g4@ll?Nt%3!d8xCSQ^|8d_PLbokPt33;Zx z^8>TX(rP5K(6%LZ!WgL6!sywf^9mGJ-u#$483Jqy-7TR{o&CXwgTPYh{uJpCxV(%SB5p1G42{Hy=z;27eg-XC zh3O87_18xv=no%83@S;wNRSKS@R-79)!cFNoxadx-n`r~SexrWWPAZUe8SWuLpa)l zzrLP^zGoWPm`+vF)98PySYJT{{t7Pg91VmqC==iZO8YWJv?Nkmtk3kQ!pwRV&cqF= zYz)Z=eq(nzE_sel^!sAE4eE;;AvD&Ow5iW}aSZhlyxnI)cb#r0%8^h?g`Xp~!sIV3 zt?LP+zDd|j>VIUhP*N=ePO|_bsbBU(L$g@v(+C!st3MEst>q@wPSR9n(f_B<6ZA6~ zf07iPxtrj{XQ{{aYrp(ZL^#K2D<4~xwO!H`3*6T9O))=~mQF{E;FYk1x>v-#aJ3by zwu7aZfX(1U(QI%L9u`qr(}ul@UO{V*77den0~}rU+@vox%2ckOiD4`F?fDb zZ1;2WgQbo9ef2>()GO1vuNSGu)r~fVAEut`*KvY-?FOMpjcHc}$S2B=c@t7eCF|TE z;xH;C6?s`ckP#v7n9XfH7B!umni$2<^HnoniEO_1Gx8LFolU!NL#W#y>aWkWn1J7~;36Z>G|{x|Vstgz0@Etz#4#wdBh(OCPDNWD7$P<@(nC2*=r zudAxPGo9v8%Aa@FTOH4rr0{f@3$2uxcP$442OEf3hgFLjL!Vlk0N@3UNu@!3_Dr=X zCzfu;SW7RUh;SEmAgM4OOMhsLNBQx@8}8zcei5KlAzq(=FN8ZyC$@eKP>b-rB&|)V z129NQZ|`ysmq{xP57Y;k>WeuG{h;9J)!`Q~iYZ$OxAlq9^BWAX?%mO>n&X4rstS`PaptJ14%*?LcU!jQzt0QG-)$h*IG((LwL^-I#PUPg^t%E?mF zAKF~%)PEpl3p!)YjxHUc!f4+?d*=XRO`5lBO+TChmN)o`QnS06Ho8wuW0L0K%eqZv z>T?_p1FrA&WLsyv17Elprs^(vl|Tcwn&|^Zq3?p1VA;)Sw0AP^V5e{MVzRyCVt$9T zTzPbA+IPv?Gd6!{yeWVVd->(fZv_Nw?rC`aEBlx?XRW=!E|akOUPAqy^L4WZU z#}<#Q2Qlo?7ClqFtD99+u;g{+*f(Ezryu1phWSap?U46G`KRASch?5|^Z|0M3^i2C zps8Icy#MwT5KWnp z?L}A-ez_C{J?O%m_Jpr`^sewLWQw6&>{R(C;X=8k4Na}8tc-5)nS)3e6|b4<8OdIP zvh*>+S$^5$Fer&}Y5jejez}euQ$fLAzs!`FP*Me2Iv5Gj|HKWfHeLXI*&sI>w z6Ys{TQvF(Ej(thSKetD^Nwxs~t_7$B=EBlh_9DhB8Hc%vsqc0tcs1J!+&^pbUr3#O zXS%z_<&bg-c<2mH11=osVR5||_c1NH`~5|QYJ>qdo*FDRp_+R+88*h?`RLZDVtsM< zR;Wj7ji`;y{nNm=LEF~NG5)5ASn%=Tj3|I<=fYn9jPEM{`IY#8Ot|!yYj)^}CS0?0 z-*Tni7^(8*pi3nkxH;#c%62#!3>ZKS$JG3EQGV^Lp4eR-P`K*{mE6ipCSJW`+Dm)8y+qmbM8(o5pc97 zW?_~bL1fHu-L`gk)DjYj*k^(Mn)pLl_*~rluL|$Wm+X@B#P(gZc`W$`+}5}xR&|&% z)gD7&qNvv{enVFsDJPToK+XW{Vw%G*J)~5BzHxkUz~Ry5s!`X*j_+M{tXo?Rzn+d+ zop%4T?7UibgR+iUfLas6TLi3&7PS_Y39SgvmAgn}P4q8|w2ei+1=0HwTJdL{F-MlB zw;ueZVPO{|gS!7$fS-6TbK{r^GS2kn)cBmYu|`MZU~M;nq{8dEGG!qPp(&wW26HDR zr!jw?>Zp|x`u804=K)~NtF9;!JizAPrv;F_j0j?iuu}8Q1N^F^Z1b&9U{5s=GBq;$zWl%mhP3M+sAU>kPQyh1k z?El9f742${rJ=IiZwF|w{dQ0EU$u++U8>@VokbWn=Gh@f`F@V%ByOx zn&b4dZVG2kerJTBi`fELDn2y)^VJkZ9x49qnMNMD3}0%}yEUm?93Kr=jX>)Zb!;-i zC9pivw^o1+CJqemvvn^Up?jjq$cb@5#u_XsP8RYHqAV$;EP0*#cX6fXYKK~rWWD#> zRO1WNslYuPK`s2|Q}FPpnMsIPUa=)JZ(92?!v+kN_UtM^j09y$FFUig#3kISZr8LQ z^IG-ToU0p4rgz;;^FV2xGLRP?$=t6XdA)qO$(E&fNtC*laG`=X#I+jgcZhmCTa711 z6A6D!{QeBY#w=MTdTS4S7_!gt&`ONW7Jda6MU;>qRNfa0d(5diiv~o6Sk8#_bq{G- zEsC1M8qS_|&)J+o!O7xh=&HsyWv=9eC8ok*?KNX1L8 z`(7uA?WrWQdhg;Z7EP`_@wL@Aur207q=0$)z+Xl6IRQEY`Gtqq#I3EpfFA=s1`Tmv z|25%GvZ(c+?(z5s9`R{=K`$oO+QV4tjW;Rl8pw)XmH&Kt>E0+MK}ym@64KE5G4j3V z>4&(XIHPh__W<1CllUP=vTQs6&u%^IvoB{iNv7J?1v8>`MbQ6_tJpz~zL0ONf2FpX zfOvfVn4-yQbjbQKt@+;JPS;{EevsQKC~TeeK`F8MX`(a#9k3Ibf|{<;0!XoHD_~Xo zd*l7qEN$Xvw}}|$h_ZQRWhXUMCULok!{Z`~2vA;QX#=R{Mn6#Ined*FYB=>j83jqx69pqnTPllB`okSO5hfc99WZ^h+K#&FOtB22G?sg)( zBpIbR=cWGeQLujAj7_tE*m@5wOsPe0-1`eeNshE(8UON24eEDw^}%AqFqivUi*bqv z-}tTuhx?{~sqz_j$W;Pvo;b#nwPbhB18FCa>M1WKXm{I_5nAwxjCg7lVLrUZqPl@7 z)$EY(yKbNA$0zDVESkp}36c1b*L5vr0u&|5l2mn8{`G52&`iy~tintD2dOmxKJGv+ zG$uvQE4^Vx_mgYxbYuS+6!RnIPk-?Zwh4(bMMEqOcf>NOs=c)beUPo&XIbOa0*jq8 zHz_?iO*jkUQX0f3k-{kd8n$GTTtQa_;8Fry>GHsT zBuJjM&~$gqHL-dUoONzf5yI zxE&*+J|<-o4VPZ+apOogP$LxcFLT?gB>lwq+k%_LMP-%zD~@lq6wp)LJQQ0xRNqYK zDEKcmW4KhAQYIg{=8=2VcdP`e>h>9;?R#H4pDsxX)pmb6Tl~I>$;Rl3L61DWhzE1e zV-**ArwR-nmFJe6)xr@UAa4%4_eID{bw_CaekIeiNEMEh5R6a_uqw8)DUMBJBE0hc zcNo*DHy({(yCrO1ytKf7=F9ly_uVZg4t@qV_BM+jZ_plEqPhS1w%i}E|Zr++-(66X(~hSjxajO6*a6NhPg2n{R1tCL@?wDbJORi_#;sm#Mrgff;rSQWja<3nAmt5uATc=wWk|#%r__dVH z)(PS(-b~u~NTTa!Ne56n9ag9tCzf*x+Sqggi`xIvI~SUhZ>?=uEXU75cq=%il4#)b zw-T*1#=g@ADux&%M4^aACL^A-k}vYif&S6nPk%<2n#n(Q4XH{f49+6yfa}vLAu7@M z9n?U;hJd=;4Ly(L${+K;L{+GXR0D}yjKa7kzFlx5X8<-^Rr*h3= zc-phhOpf}zcZ~xYR>GUA9E&L1U!O+fb($3Y4hdc~qWsN&)jT2Xy7frr($=mW>g}08 z)j>I-5`b$Ou~D|l^R(Clay8JJob5h|?nK+M@ZrkI?#=2<)i&1^xUt~J=b^B=D+6Lp z@PU}mw-jMmVXgQ~REM2)E;cM&Qq*!jH*+1A$f9&3euXs47hsvpCex^xbi{A>R zVfDEzX`pOu#OjLwe6Mz%!YjE*E>V1&?BBS-y*kR8eE1^7D?Bmw;Jo$h&|Y1gSyT9g z4>P{K)U;Qr#n3l>1G9$u&G89xioZr{n-o6k1yn9r3TAT;S<0K5zJa z!+a%MTfEbhGJ&dMjTxzb8_U1Vz5t$Zty1!%NWl4X z<4I0(bIEi5M2qj8VuR^ws=%U<5-Kv-B?TrCd@{W2Kd$#jRXPeW)eCgW(qaC#0}VbI zU7iR2<&}Ku;)m7crIftrZgw9xDs#N;bctA%edFw`vW}iJLX+RGJU95hxSxC1$$OG# z`ZtH61g^N8bvA`uI1NZ`H0n4DSiR?ZSV7AMyP&w%bVryI^egQpOXpiIb^K6hmvt1Z zWaEi-RPhLG~FX*R(mSNYmAY%DE=|<)Jf2WgkaFNS#n>IVJ zhfM`{OQN}dQkz#zF?N==od%c}F4I4(NK(OP_la7y^CRj!mz0Mk7uIioe9NW)y|dOY zQ>Hc3F86SJRuLsN%3AV;?a~>ol`u=wCja z8rJMV|G8<)O%*-gV~b9aUc#+bMY$R8cjgErZ;?Q#xL?DS_>mL+Y5!^|BR@u*~xPLIRNW> z#%!K{6zN^5j`wbLE|#1~+zhM!xAh`0?FHycIe?e8!|ExybLJXx{6tyN-=~b7_A?{( zjlU=AX#o`0wK(b`9fD%7SbeJ3cV?(tAk7;RkZbFXq!`sbu6*TV#VdaG15G9rlPtH` zzo@wcu6wF}dJGyz#k8vkhSYSr_LErQ*ov&y#NDNx5`I5^>NNTLXZV8u7)>XdVf2Ua zRdCHpEW(Pp+XfNU>2p+a>1OPof?)HNmM~EF^`wHs$$eXX46Uez z{?a};KGHs5^3&G$fA^@&?DHIi=#DHv)U1CuF4o`$zB7E?Wrdor?1}q zPW5cd5hyv37*kk+r6hh>mdg)y96n;y-At?W0@6MEb@E~W;tIgDlW(in zNfacQG`N+hv#Jr_3+tR=*g?Valx_oIZ2^aG5<;=d zoP40qYFTv=V{48M=W#;!h0GY)5gXSfo(uq@b!m@(!=Mc%ld&D^8k6YIsZtY zayepYL1IGLejm;3T=y)!Kf>#;-vTK=NFEJ4P|1ItUC~baf6RPShEr_q?}KdK?3aYQ z_&qA@d?0o)3>>QQd@L=8|rM3#r3@t|f2U6XK*{k-fN zi;?3E+szp*jb3L|Gy7Q|MgmQhK1byfwNUVl0MqW?a2^oMp_bwQfD8F_U!e%;`W^9N z$VZbm`}`JvD+KeEQab#LLnyIx%ph7QPh)e2ZIBd@5Oo_-r$*ys5rhvrua-Y&wHkW; zpV;OaG>P$#m!%H8lLHnA*v(Qk?9D;nMs*a|x?DcPyzT-v8{h%c=2sWQzhHKnV<1}u z!IjlwR|kc#Ksw`3p2Ly?QSyGw!M?sk#l?(TYVcV1uel9znRWOsIQ zcJ}OK_Rq;is3^&xAQB=%KtQ0#$x5n0KmdUM{3B?nf1{@-htqcUS8hL z&JF%LcPZiGo)6^Fx~_-%&Jh6IQc?S3XKkxk|faBhuyXB*LH--o0 zY1?`B7soqBc%Xxt^492&eG}`nuG0#CAG5GeV~@4;2{OE%^70HX=o`o9ITvjy9&5wg z;D&tWMoGz*3()gkE4wyxGdFGc^Jt}9KPCC0;<&fr0|AG-@}R}X~q)r)xD z<&<#(yO)tmKgB_7Ncy&`!bDwT-!&ah7+|zcwKs|@ymYB1*1LUXDwK}u_!~~KVb<_A zzUN#+eMr^tL&c?J;HYAERth+>d5AC?U}&|ULep4gf77Mu?rJ3j^Z6%!S*mc+yg#r) z@{ipX@4GkS_&z^g$!Tc6mcCc~F zxa{P=M3lykW;$vA!baF(;7#veA6D%slTJW;``j8aHq$AK$EBti(|C6_J2LdZM3uG@ zIYpRGd_u2hwXx)l`bx~OEVlH^xP~ypk2FxJ55)XX562yKJ!0$Z%&U$fl=QSaXho4! zfIPWU;a*@l8LAuEPW#0W1#Zv$>YYU;8N`*&kP5Or&fp@Q9~uJC%ESYa9vHX8+F$5@ z@BHD#w}LCBN{ONPbZT1j1 z{&a@B!IbHSO612Po9-iw+KL5882<+C1=Gk6o2GtZmdfBD=j(h@Vw~^u#=g#Cf;tF7 zW0JbQ`keK@pW&hVL|Pq(zguu)t@=8yidnWABEaprVAc*v)tS}e(@ajul^0lL{8-ir zTbb=V7WYOW-H7k7&6*AM7^B-W_U=6#)MwF_pY3d|f&ZZ?F~!j|ZVMO_O5^l`)a9ym z?5p_)7M+7_J=oGgp9BV7FC*7hNY_oo)n)kAF*Pfjv;R1G#Msa0LVpXKmyH{!(8})e z7cEfSyJzObe+*^wF2kYqIDInazGJ3a4c}(1QiX*Cfn8g6HJendo}<@Y99(dTqucNK z{q}-N^Z(XS@_Y%%J&^2dLcb|sU7mj>#pUgHjMUau1gE@uZKw7a91-*4|2Rp=zKdEv zRBKXF`&Wvw_Db4azNvkmIN4`Lcgk^1vk0J{qX7>u9BQg0QTotuq>fZzlS@@KrZ=tS z$9cy#KOhL3^C?ktn9vB98SJ=S3;xzwNRHlug;KnBJ**YN0x6(Z5{Q z1iq;D6&Xwh8b|`s!+CYin^tp|$Ma+-I_Yb*PP6`m=HhI)jIpgmBEVPXG^YqaiE4{U zU?jGh-FvHeX>W02_jrJaK%iDa>xW3D)$%rfb7}aJxkR6>AP zbYw9&fWRhx#idv$OT)|iJwn?whz7Fh1EdS?p0)iX#T8(W6QrfOZDOX7Az-@Y@5QLn ztL``B+_<%tW9Fp0_a`jko5sADoEf<$H)YrQy2mbCPlq3p5&N8prN#cK0~c%I<~k%O z?3oG+7v`m4VbLKaMTRO=fq8$sAnSxyY#$K7kYq(qGlCl7@O4lU(rd}@dC+Wr5lldT z%vt!|O(=NP)=lJ~E(1}IQiF;_GX8}sMTkJL@!CF_@7qn)fG9FPn|yd5|CrT3dJ` zNdn%@Tu$wbnw%9~g*0I$9|MWb5Vw^PFxQ4gLR^=dV--4DzMR6hcI+}s9vfg9BG+u& zZHbWe{o>c}1=-ZJMISx@t#?m~cexrxK_#KrS)uJ5)BTd@BxvgZc=uH2Zn|t|vKW_D zqv@4>6O4sbq+y)%lzVr+V*MvNRkl2#mfb{NA1n?3tG}E)x!=_$m}ih){7<~f_ZWMp z#cqWuc|>N*=V%U!0-c!P7=&Rlx|Xe?C-bSl=mgaRuKfeVR?;xPvvWEL83r_I0N}Zbd?C zb!Hlp_e0^e+hO_f0OI(%W1l=ZsF zyF~f+qDT1P-e|+4HO%|Nka64M{ReyFUjbik+{i3F6W-p`{+)ETt*GoHCOI&ZpClQA zT1<0rX}&QN^{d?d)mKUd4dMCwM@uV!`410UOvrr+y({6`r)>pc9A-DZhh)!F7SB8; z$)G)u(q`^M2`H0JG+K0rXrE)G3My6fur+cO9%l8Xq++iv6|B>7VHys`h#l8T`- zm$)<5DO=E^iHg9dmtMmT5%f*wkV!2=j1dV9G@7uDA=|T8#qaGb`I{K?hA%={^%e<} z9UTB>kS7sG+F^=xM7UK2kli&&puh4zxk0NDc$j|5gj=3#Q6Z29ijFP|NjC#RG@61h z50qJWe5G!|Ad3i{txVR}7oC`pfDU?66%+)oJQbt~oAC?CnNVrt=chO6i0LO^O@@5d5naG6wP2{s?6h1Jj?P3;ksQKXM~vpHM> zOf(O5;YGV5X&m`mj8Su)_IAFD?C@Stw#7Dh< z!+GTd6%lrU(Kg%E$YwH04nwBv>~A&*<5grTP+3kRo-;5K8E*V$;a?Lx<)NKgHuhe-7 zoK@vyRq<*<1fD0zU!;d_=M{2MZ)B|^j?KN*V*@C)2PRe9bjc$AJLL%xSED%?SKb%# zDGzbBj4A*c^IA1eus0e!UqO<*E-!coMJ*nNoA5Q<9s|su-^r&@*ITaFr%l!JZ2Q1* zWHDW1eK4;o?k;A_0^vWx>HcTtWBncAzUszj)VY{T7POx*oYIq`#N%Q!p+&XSR$@n7lzGqcrXav?-#OJX8sVWCU*V+ost4K2YdZ2 zPw@HL*&fx36(wU+W~32%0oe7pU?_d(YsolWu2kK6E0ys2YG3zLyzCHuS5YKD35)KlMsL@E{IS>ox7_40&?YFytB|L=u`|c$OT+TQS3Z6x+ zfXMjSqJ_gyW`%Sueru!$5TmLF5Qc;Ef-{kPsto7W@HrAsOinxmcRSoK~LvOU}woe^E#Er7x4b7Fwi z)m_&dm$9e!&4kMGJS&bobTPJWDoYhNylYemvn)r3l<2i*y-hzNsj^5{#Ax=CyJ}?3 zczR2b277y=mxA2HU9VzowDUBf>+|C9(2-}t!#$(FZD6z}Pw>Y<;SA8w^vKo~B`KwH zdGZ)F+O}PzQJc*p%3AJiBa-5l#RIDGB8#$pn4r&_^O*>!`?r@oO`Idydgn)*{zPXy zn-6cA%Cln3^3gPnG+a=PPo@VmDaIN>2U1~XUSkz=dIyd(pdHuW+D!m|{Q(j|KQKMH z&b?gG!Vd0LpK~rZ#L<$u$D0ZY=Brrj+$ixRjh3I>mT+{zgkh5PDy|*8zJI<@r6N26 z1IO0T4F>My1|``%j}4`hfG-?0^c@)OMSn()W94t87wH;Lkrf~2EenBd-GsaQN`G7M z=odel_e~elY}#BURk2xgAYQ3Wr9)=DJ~bU@FRH$@@|S zs05Qx71vALy7GGfU$`lCCfeCq zayx$8{gmbpfjB^&{SgpS%TOlrYf8+Kwqxq5)`J1&GV>;$ZJ1z^M#HaeP+ze5TBMqY zbdil{chT$5Drt`pH3YE}tcZf2eN5z$qpl*4`5R;yK<6^vRT93mFo{_G#K1APHTA~; zp&C?4@x?NGcJ_{exGK`-tKB0OLlWxeuYd(a)R|F5+NA+g_qvSci_YI*RGdS{d&4iI za!{_6fleEnQCAu+%664Evo6(hKOc&1iBIPKW%511dpH;AgnOd+>Z%9p$Uwvk z1IfRhAGZm~Inv(au_3p!&eCw%-qqPAfmGR}1AijcEHmji*$Biu)nep9@-_zNC@7)pdUyLnvI9b((i8VraZP2@BSqfHU2eD=Z(?+c;KQp$j5f006kd>< z$HTd7odu=-@@Mm~oihI}SB;g!`uhtTNcu{`shC2lwjs#jbyH5#=>`<(fWj@<8&bHe zFH6AdSTsb3iycBHM;>Iui)#V7g1df8^ha!$3t^msvtCn8h_98!k6tksSvb@+K$$+g z!yU1L5Gk%iFqe>K*!T*sGA-@1_vOVKfTVI2fkP5nvB)xc9FBf5xD7wECovbP@0>VE zf9kbJBmwdmHo4LcX!*KKynL|L1a5Xo4sHqZ$K=vmKVr zu#jSpk~ae5V_Tw;|DqNUiL_r8smi#PG$KC~AOk*35BrWb*U#Jo1|{5sL~ebrb+Rzn zsYxL{G4m5NYMLvQ$Yxe0A8(OfZXWwbVAq#E%_P|gV`>l_NW_h zH!YtT+6Xy;okd5iTe82dX{S&T`TB7WUC|jyi#{RefL8@n*>IUgulgn|93%?IM;Oz) zawbZEijE1OXRWdV1rZvp7HHio6G$e9Oaqoj+7sjTXBomn@?u(@&)YzII+dB%j8)&Y$$VntRo8@BJNdSrqTR3_lQuNvv9Q@LYZ?@cZao%~Se_JM{?<(8JRz ziM#@}AKA7ok5i4vk;5Ni- z!IL?>bwD3kHQ2vVY1v3esU58f1#CjR26^6laRSybO2#X*fEH0-RD;oMUsI9iioTZqhG}|?m|_FiU^dvY^@1>Jq#{FwJrx_rj&Qsjb`E`s~fm4!|0!0VqpBW zF%110XKc5K{s@lCFV}XK-@95veqv^%@Q=%)vtCnuSnhWF0LP<5GW5UD`UU+6v-&gc zUKq6W5_6*3g9I@aO5rFiLvK>f%xt*3P6aePNq0~>e7A^gskPdXUQ{>cVn_0g@Zu8< zHg4JJgWC(E>JTB%@3f+jGk)4J$Y$8~uDG~X_J5l0!)For0F)*uDQ}nH{!Qjp*ejh) zP`13pP4V}2+_XIX#c4j6#O^v1H!qvq_c*ZSJ^N~PKS5msYUw|!=?<$)WydYmoqc!D zG6rY+lSd2f&TlPZi|Cr(3}ANYV?%@?cTm8m@zin)L!i`g83TRiLRaGAPEdh#YpArrE2D>ycx|?Wnq&WA(c3L zZ_igBfyYabhxUQ!bXdh*MN-2H#hZfun&*I6O&SEJHQ<1H1}szFhT5+N9D%NmcwZDj zLJ}Ru3IzBEtFX}Lbagv{;bTB3orzn51ykiW3o~vSt^O#Mz?nS)t)l!Rp099BoKAms zmta*~V)BYT{|F_lupa{4`W8Af1XA4#`y&hk=8yA;f8$=v(K6}J4b)2l>|OK6jwz@f zETDUKcNW9tJnCY(f$Yx}RvL1CI^jkVqWj6jG@&^`RTa8X>Wh@z53$Co87~R_!aohZ z5mhkX{pr}Csw+kiFlJ+?Sca$|i%b0Cay86p%#Gm|_bpC%ByJv)s76B01SR!anr!_U zM2PCPR>E4{mlkozl>_pZSqYljsR?@0#Gf|f;AExrwd0y<7l|M$uD1`at?$*(`P19g zuv_q9peZnMze?tuZU5G*HQJ8wr*;@fMtgH#q^Te(DMa61u}SbqhcbxzCxk;7I&0Ol z2#syiS+}~}N2PhrV3VKr-p-}>IP;$d;F0o+MBq|&h22$B|0w!3sflfgfkK4RXA1|t zq8qwVypUf#_7s~0E-O!rK!(u89uqi;A7d9`Wc|ZC`nw~j=HdB)&cURFoz2%22CKL- zox?jSs6?ZuQ!ASI`HeXeytEN6h+;ufrvehjO9SJ0{l1bnho!`^t2&dRW*KLSgzcq& z74-8lr}xCGm&-IwF8yXrD&a2szG_REh0(uj{&0`i7=%@=P0gn-M45O@53M%(U;vmP zsIfmp+)9z7(jG^cPDbXZVXierWmY<)po`_6#&8Xf#F*u~wX4lo|JZE3NC)G{mHbB6 z=R(FQ#~t;Pob40b=F|@JG0743O{))bZAb)U8}gt2RWAxRjE=7|!f^J=I5!Y{RQA}& zWvjCqbJ`OVQ=NYg*D17SLnK1_jJzLgNyeQcoQhKPGgVd7*xBb8A}j@XNq%zogl3uC zxa}Hz2;u9Df?&BXnJZ>M1KaF*mvw3!-Zs>^lf}P z`77APCD^z#1!Vx#^=AP?MsApNzV!9i_dcb@NH56F%EhGP=>)7wij6feyvuLnJ&hrp zTXo5ny80I*KRcJ(9cs)Vdvw8BtAE-eZy!dPoQydYJ!OKoa9>Mhx;gbPSz1Od-OE~o7@+fD!H?U*mcS7I@UnDYX^1vDtpC2j633kJHs~%Lo`xs^uzpA?% zlLb>7TI?(54EAX}{}@$zVn{2nZ7yADBQHFqPp~b@=m^7X#TA+9NVA~ssC?{eY8O_o zFcXFqz;hiLF|LrYflIwBt{Wsg+{QR2Q8DhKxlEGzjd_pp9rlO|;RJ2TZSqC_bnq_q zMo0<)7pc_lZdRZYvk}Sp)iO0KqQJwDPR6F@hFR{<3%nH^7JcHD&^`}T3Gw#QHxJh- zU^TM^jSlnOsu^ZAJzk)jM4k_`7R5uPCtIzO$m>R4f1Iq+Qoii56X68EO2Lo6+KQ{A z(fpV`=QFSlgzIABp1wGeGA?~l8NSuE6FX*qUc#6Avg6||7`D0M@SVE!eKe(5IAvvL z?a;o4b4`~PmAy36i-IOw*cHcHW}*i=3NiBWbtkD zJ@z{uCIPWvQ@7i_hJ~M}^#`YC^|+P_;(norqR(qeuoh*gRp06e6#4|T5{b4h!w1{? zg7$IW=wjPBqb_K`XS2ALuK6o^jj}_S?4<8sE8EiqUNlzidY(au&(xC4lPL2e>!9Kp z$J9+R-a`F~VYAcxis~}EdC0qO^?6Se7rcdua8aW-oE2?Psztn9GRru|b%p~b^EOy{ z>SuIHSp)`J&6BJ@OoZK~Y@f^30n5a3BC%!mEeX^jP>p&jnx{05UQo>6an|ANh=uhx zd=2HGhGyUO2w28vI>!B)QHn-qOl)2_DfaHQoV$YeUudw&dJnMSNa*$c7|v!1x9 zoNXd9eU7woG$)Z`Xts3~Qyz!Rgl#eRN<2lYPYrGMGJO{tKqwzlzHM<4EXWfAJ*w3D z?s}@3*j?DM-vb$Ok=&5Dt3|=VSN#JHhbIrFoiImYio93${*8Pkb;SFd435x2j_{7XasybLJO7gUPf;hc&hL(kLg8(NmtXmbW(!-)I2cS1pZ~ z;Lh}5QFv{a`I?IeTxin9K3sJ>&6M=GG8lF7gy|9;Igp=ewY$h034BVk?Whg;P-|nB_FmEgIqP)H5@0fNX{ovPA~KQB=x$BO*AYXCASV5v+o7YkK_-#u3$P(O1!eB;#_ z2={xjD%yT;)Qa}OD{bOYw_H@|KJ?Wj*u}cz;v(f7>qclRh$nw@sU`D>>47?go3Pmb z*Z8%(SH;&Sze}4Mki_J)u+Xq9Xtb@|dHeefP!zu_u;fwInK--aIPRdy6jtA71-&o- z@^zeU-6Z+(QvTbO*c0=ay@Zis2YzKF>xyZgdZ~0XGPCfH4PwyPH>s%&U%9{3m0z@| zP#=oA9`hFAN;HN$@IUw815x}sY17NIgBQWZ$KKid7gSn-oKl^H)1Y9YwyRi}p)G>` ziEyl{l+-3M#Z6*u+Ay>6Am=YaWvR3~&O7x`P%*hF$aUE${s);W>gwB1NLTg^sIt5s z8yIk}gFJP?D3NZ7^_KB&sW07&Bd^Y);_&!ymNYHGND+RGQ3mfemav3CfN(k*spJAL zo&YVX4hK)TNbE5+$;{p09R24}p3K#oXi%=D^ZRffd)MA1aP7SM8xNRCuL&GoN8VH5l=C}; zk1V|p#d4e^2lYaL4 zX?j-1#^s>CYDTs+r=_gVE$EPt2@pIm)iDOrmG=A5cxDSIbm+uXfc$8*Xs-5Mmum(_ zNlJ2>ltSLW{igYsBgv$PgULVL9X3um_=l15lUqTe@X+~Y!23CPVx zd`)TKq6xL319L6cRMu5P2oLXTlIxI z*QZ}`fj|5>s%MJ4N-ZZ+Du}|s+iuEt>7w85shCBzA-d~sn;r_u@6S2W6@8&Mn(CGE z&>22SgM%CL)N&??=Y74Ed)nsj#wVYel||gEa=W`|2H(UP_TIc0R7N?LfAnN}ZG&Of zRMvaJjZM02kEx`qWck}6=Cx4EID&yjO9gFk8bGdcGep2@pg+{>-PLzcH#!W|+S$AW zi}#66&JkS^T+MfH%a&j40{D}F)~JImR?nNHg$RJG{6uUNV>nPbAYImn9j3sWS%T~g z<@^$e&Gk42vHblGSpmf7xLm)(Pz8r~EQ^-65c#ByH#C(l3fy z0o7itxGm+po!g4!6^S_cC|?b;+<`h)GRYAEc%4$TB&tpXy>a6p<;6O&H{hy<~Y!x`SkkQv^0dWssDn=4&5IW+SlXD zucV1$`~Fyn-r+#E%M&9NCoil47gUC)jhH4K&P_pCoU$*+_9N-QLq)g?61C4T_I~X! z%a+X!e3&Mwj#vi#cdi%6nO!=lsWcHvf<^{J)hHho+*l>Wwnt6<;~G8Bh27v`0_{5BuHSv3Eu2n1)-e$Q zFB2Q2)U|NyXzhe5Y)3>5>gVMACs5FIx4APxr-+3FT$Kq+@W|NSb^eF+(K{-O$Azt zR8BtM=id9A`!Ag5{IYlU?3p!dy|dOkJ8Mm%uC^M*gGUc=aBwI<>dN{!I7CPs9KsX= zd~C}=Bj*P8CZY>ARJpmiMsBW-IH+{CG+a$Mbj>@5yncPUT1i4eLP|>d;K2hjGBR>< zataCxN=iy9Dyo~tnQ$B&R1Zj5!7ykG^JgXyDZM61c_Hw!QG$?h$K>fy_p&5I3cYxE z@zGU}0Vu?rujOPz2>I&I{WHoBWH^}zDhoL-fhI=w7VXM*e(&zh1V{+*BIQ}B|L^Vp z2Z8hxCM!I=eQ9b-nq88ZL)#oOkV&MxG|>v*C%fon09(a4RG_=mc?piJ@wyx2cBN}2DZjg?p*r$Wg~YTGh`)aj>LTq`p%7W7e5B&yE{_wU-K z4V=N#i{p-k)#iIW^bc;rjcorDbe7AENKO5ynR5ym4=zniUC2HRSxS9LIwEjZ(*%-P z3SRbD4mIHWWZ3YJ``7uw{!t%|b0zdFvHDy+4AiaTwXMomyP)NMB=3-I3hD_(a5)?k#>g8jm$IxI8coyJeoKrUH#HKA zfu{KJIRQQnLmDn~sx73X=pxuaow$U=V>#FRtvC8wHOQJ>#?>Lc2UDOu644ES_6VF4 zsC;;Cb7<4r&Au4nXnxTne<-$0bS#0W|68FY)D^)ujD?QLLl*S5cCu}qe2FwerL^u+ zFEpbHU@su*N$(Iu=I*>&~naM!YA|7;CKxi#1IH zd8Cm=v&33V>rl^km^VzQ9l>0Y`u@N?-!Y;{n9g{2gMOY${T}i}TYNYX8uQ1B2h8$b z=X8WUymjlULn+F z?!JV*FbHIF$~lP+726}TXJLz)bd+*ll&( zGO;kJ3J-IrH#3jNg&S@|ltmBGElzY|MU%>VjB-Q+! z57KQHy^yp$Zbhx(zgl07^|`bJL*D`-HdtgV0KMlR*BRm4qCdsGs3oZp7g=joG?8eA zw*%2M5airX7%bA)pJBQBs0DFarVX?W*6fg*8%g-PurAmhR~grt>G=tO`1)9GPG@Oq zydL0DI%ttLSfm4_b3CO>6k*?qtY*FKT-sgxi6{NR5rr=IUlN?s))#58;rn?tOA~ZT zysJZ3vt#{kQ7WE$gl)gOoPmtdPg0aUt1cHDn~wQZGoZY7d#%%6g_B)o#p)*kkkLMW zxKkHCIKnF1nM;?(?{t7s)7sjt34=?N>?908j*S}G1O2w#k7Z7*w9`LHtEqFz(Dk}Y zC#@KIceOOCk3Xh$HKI(TQ5NZ(?+_@FbLMnsXf(E;(nfG`^YPfdk-}_pB(3`NkAxBv|r>uH|YwiNq2Lhf;~@|N)Mf2+ZGrMct;<> z&g~~(0haA>k4dydLS~g|qOvBl!0P{6`uWS)ixZEUF7fB~5VNg}@poVfa>bpRWOhu2 zg$ck`-SLuIPx+k6#@$_p9*dO`tRS{ZM%XKG9ZDCAsIn7A`4HFTV)hy-R0icOwTv6y85Y zrV2+PT%VEwashSYe?clhqgYOTtr^F^|3zh-jPTGPGiS zX_zh};Ajz{ebq4Jx^xG}x7J@Od_GLJ^)L>+T)g5*Sx)Pemf6rTP^N*lYcAKBGm7Id zx)`mbQ2O)c*SLV=ACvO>o;vAV6LihL&UOpU#nhrlHOZ?F z7B4JqI9J`5mQNZB76dJBoV1TE9co5Ab?;o(E#Hw_)A1REdsd5k5PQq#a?wqj-a18| z_Z!tDWgHuv*L)>xCWbk3M-TSq?@iASziPCz#7V%14T=A9m$i-bz4Us{xq zsw>mTeMkyp&X>E}P#B}$a|M8enOvP0R^guyiXS1GXF3|6rJWp&K+6gcwt}8{z#QoK zkMhb~&1O&83H25tz-f#b4Xt@wW7986+a|Z2lrriTihwfhOq1(O)0{U;j+v2N*`7&4 zpB0%U{XblV8wU_r4IgEK*-tJ}MwS)}_Xbk-An&gECaRiDc( z_VyI|-saw`6iH|DjByc#wLEL+{~19ySR)=hhR%IdMD985e?Dip|8a#%D+&{Nm^0u! z@hoU;WC&u?a?_I0nF-Zrc=K`msTo*D>Qy*6StY-7q;onICh^7TgC#?CV7dpbRs$XgXs#)rZ~*=pvKKV0r6tW}^cZk7K0ivKfdJC*OBvB;GOZPL$vGtH}QR|(P-PlM0+l? zFGg*N@_ipRhQ91dIu%u|0ZU)+2z)b&`?`4dzAr1;R_vcUOK61^!Fn_FXL?`xUEd=l500N_C2M?xfWY9oig5I zR)uW35Sykd`VB=OF@>>`u4k{ZRDy6Rq&k)6qAep2?vlrB7704u7(Z|kH8oNKs{B)J zk{*83N#K|aisibC?cTC#Opo2xs;WFn63fTiniLcOk#1KPy`ducqhKenFz%(pbSjCO zy=n+m&tM{In9hu#liZ_8!}lC$B2!w78((_uOGr9a3CVWbi<`WV=Cy5J=tGB%u@w4wpEufNU)-dZNmSp=yCh;MQkN!zNRlb_RBS9g$*ejzfnC6Ez9}G4WJ?AUzEh14c{=F&rN;!)&?++i z+QnJCxI1>(v#rfzi{LxwDe(jR6}|Avlu4;NdoI`D_f_fI#uehVxsJDprUMNl)!NI~ z=gz%$O9K~|tvM6yn?bnVhVu8ncH0fb^fupB%uBm}dQV=$Sx9+u=1|Tg?!c-kE5Oel z<>o-t+1)+%Gb)h4EL#WYMTnOV9>|n>+Asyrn7ibi8(yK~`o@%U?Mh_LRL`2}Y^4J1 zCx-B^b!Dl9h1mZ6x&rTCBG6eaKMkSPhG@2|jd4S%qPx4%J=@c&weAQ8y?cUWsLG(3 ziE0hsp^rv(=<4oiO%x4h5@!vK2O7!9Ta-VwHCbXnEH;uFoyMBHyNu6XRwQB5@ryW8 zrOeJkTH>_l^ou`^!%cJX9Zeg~6{3J;wrjk@3)Fha9Q6lw;^tg!11_JssJ7UAY7WWK zXW6uSF9ZK#_+3NgoAQ;)m=ctqQ=ZQBLB9!iH#?omoKzp=e$mut;|GMFUvT$F`4hc} z9N5R-nXE1QM3N8iduDa_NTSD=Z6`cMW-NPTV~49AwJvub*q}J}v3t|@mZOu;;aj6| zF6YmhL#D@7P!kVuZXZq%gc`9rEoTCK`=;dMs+zgc+)kqJ-PTGR^7h%?+svY*2ZF>w zrh3l$9($r%e&er3^6l(1t;tVG_6ryGT`1Z+JsWTnR88Bi+a-E?^}3=M`qTbNQ*C_v zz`FXiO#4KEZ;`>OdcLS-u)w%C>!kCAo?&GLTawviQkAsEYa@W!QnB{&&x*&fMt3$N zb5FS;Usk>;42-de9rpnH`HDV58Z9@1I3Iys--yWt6{_A9bkS5dulFnOHBmRw|*(MQOr~6q|Mm!(!1=h_RbPcg504lq zIW)?wK0edBfMDx6PKe}|iz0Q43MwdLKqIN1BvBLi?cQOjAxk+VsG%hw1|9Q$;lZ+V zmAwit(Nj^6+oPHQMR)Ut=~-WEr@NFvQr_xE;uyn(H8~(U`djMM-IMR^HWX>B@u^f( z8q*&yEb)(X1AM^?eZ4&&3)T;|R)e#k(>qk0(-zi)Mqze8SlV(&HQxAXOD%gNr1LVyH5clrRddF>gxtp!7L#G0JGr@Y1slI($ z6V9YzkI_S9A*m^;@Wx(OkqInXqb``K@S`-}Lu;Ez@2j1Wq|FBVtlT>^-ydU{B#IJR zC;l?aW7R#4+)5uaON)LJo(klu;%@XmK3)Su8X4#8Zzd+m=#ZM}PfvD?#&rq)#v~T; zJCp#-UgSL%)MUftc?2z$`?s`rntkc9*xBlnQXt^iKutPAeyz&xDw}pCj=(SNGm`c5 zKHC^~Q`R0321aMEQYrR$RB3Q02pnpx`WHrA*?2soI||kwKVn$c%AROZzmc~Ew}kmO zx&th=A{xFTi|q~Wjq=^6>$}%8%PGJ-$8&8g7!%bmr|MfefM27JOJ9FSKQyFaBbN|+ zWtb_t7<4EZn{4iGO_M8orC0nKBjFLin1s65Dh6*P& zgDrcGdng>1zQe`7UcX}tZdE0WW}n0_`qZA-Emq2_bw)F739l`BAUmp7UHqI8nIJ)) zWB7)+&3s+JF{f+lH-Ci$bN>^|y|fG-rk@sLzR{9yjwCW z(ls((CGdaIsl{84{V*|j-7W3>=%~(wa#vw>|DzZ~I>FeVy0pYsE4bU?(sP;Ysrg1+ zcjXj4jC?(t#{f{ShS-NKjV6p*m|sBsckBtvs?WBYW< za7tjY*u0rdwVXleQ9PXZ>Rl%cEs)%+2=sOW0(2uU{nY?7xTLM^Ku;Z1<}5`wi<-yW zLvRgbr*-3jr$97r{O)TC#jY`ikzTX{^N3D=wzZ7FJ>`$MXW(?+ zA;a}Xm#88t=t68<*HC$)^L@KHj7Hg$wlg`pNF{U4N>NIwv?|~ipG{A!7eDYK;uqih z2~Vdcbvnj_$3?TjY}sZ$zb0L4&%5F^8a7@6fxF7iEsP{yz5S4)VORg@=qW~!mG53cC4nB`nYglgFsM7f&uMn{CKx2-e9Tq}f6ZAwYe z)|#eHC)W|*AI&qYIkLzG7&$UWEEmGvCmLKmq}CS4gM^@_azAx`G%y8n7@p~ji<4nt4H<3KOz%1jR(|=(P z1ua^-l8r2#<5~tsEH{E3)o&RXGG|p$XpGRvY|%k|plR$wTHZb-NiLJf*LFI|O-Do@ z0WYGgRv5)6w(MTL&FvN+Y5<(DPZHFfDF2Z7Gt))P#FKTyBffr@dgzXOuBV11v#$0t zBlolymEKsMH>W;Kf{;8Uw|WXI!d6+u3|IWM|9S?%=`5By)Gh0x;nqUj*xz0J%ng%RRB^1Xa zWITTZIBS2KF|#MMlrv0eU6~)I34oU!1?9Lk)&b@DcA@d`dOI^w{NbeM%_zv(Yk>cG zqW6!XAFD}*2;S?4cS*!Q?N-aQwX`M|{(_U+Xp?-A*aQ_4SYTJ(K9nLsVbGNyG@78{ z@Vjo3n8HY|ANXh^G7cIrkn)b>t?6aw` zu|6#WI2)Md;gmWh$KhX;`1K@Lvre^OU>dKoRadFy(KvfkyWh84g*fZ#mvbttqwnU* z1c%V7!|p7Yw-m-r8J$nUJe6dPU(2D3lHpEmZ7kF+y`Ji6@6c;y|J z%}kL^c@IWc&=BX}U50 zaMn7oE|%ceRJ@3_%o)u+nPyhcTsJR}QhR30)u062&-Jo@7z7g6AeiMatjO*Y3K9t}h)_&xw0=W=QW>`m{aHZ{Tt0c~lFuI-k0ssZh#Plwzqn}e zYRz(Ed6|DS{io!M6TWuxR~HvB;@v;Kyb75-K54}dF(bLnejb+-q;{#t)y1M6W_$(; zUV2UzfKq|Tg%d{_y_oi@&cby!m#5kH*%#-6OFxRF9G+UYycM_KXi5bE-^4Yu*?G3O z8O!5Nj5r17Uh5RPq?&6vC({|cp(dChwQQ17`2LpAug4q$q)J|&wP$tKIumoLfuNU~ z4G}A_`0m!Ji`U$ZK0Du*RyS%-h;I~Ttg2FqgpjqoL?h>46(6O*f^unW7g<0u6M@**d zwO3S3!y9V%&YKE)*~k#e&cZ}+y<4J{`Hnq73yu)@n;Q+EMrGL&wc^{axd=jvtzfeA zZZ|JRS(9dCh*}ZKtx{~lXQbPma0k}>v*LGOzy|nkewL$t(D?d&vcybMY~#j}+G7rK z6X2^)-P5C{-Ri=wyBjSn#zaD*DH}3l_tKa7Mk>~dP67G(ev&Z)Pv6=IJzgic-#VwJ zA$qouQ|o*(AJz*y>~ogtQApy<$4iY=tM{C&h*4(H>}&i_$}diKXu zk&!?;>m#sa9@$AA9oQoFXJ(0)tR-L5(wt{ri!C(+8duqwI58X2 z@5(ug1Bn!wzNpJWCoVMfQ#siN5hZiv%7ARwPqaGrGlngVENd^Kw)oPOl=kV75P9O!&$ct^c zY4s2}T!uDyD?F(7mdO23_F|&u(c{Gg!S%v8M@?FxX9p>dcw`tU9qc%zW}0rI+;^&- z0aQAWc)9%tw!b_|XOiulhabiu&^uB0J(U3gE4^;hiZZjKos$$EjLbhaV z;KVY|mD*7~M!@iomSh6Y=)Y?vOFc`Zw}gYfZa}iUG;M>H zCIR05w>8fHX-)5;`9HVT7o&-L3Zo#2VZvFPk*a30;>KgcLn=SZk*|koJxr2Mh%mhV z9ia}?SoCM7W|#N43zzq)V2Pw2%Qw6jd^X9*&T*P5FC8VyD^|~|2IHV+XT1=mH`#oR zOV7_nZEw3;39UDl5=wv)C=w)~WIWV?WP6!ss;tWL?a2HXISYXxukHwW*3UX{&OCF} zN}LdVB=vB9Q}pizd()(1JD~_#F9Jn!e@%V_=_+`nS{+zkr(PhRfV0Pivdxi9RW*di z8Zuk)V0CV&F_-Mm~ z;4-su;);}K!qXEYzxZnsnL=9WURKu>BcEUo=8F$Z6m}>RtArM>q{?G!MJfjrtuTV$ z*FaCp3IvzFt{G`0HLlZyh5ekW@X@=fI4CROaW82M6AzIm=~N2->2oi37gdxr)_17Y zPy#vn4yu5iI@anQJs`H;g*9gb#7THT3(uk#bJChK)IGpX!tSNIK#O$DI(j41U6maG zjjGs}Cs3p}yEOuu~t%cwO7L0-u+IavmB)##DX8&O&&WPwK&; z66rTP&WSu5vOws$X38f-?PecspovVIKX(=tYD1Oa%9&SK#33eh0C26-UN7dB1z6T>YD!I&CpnckE%N!Nz4t5-@==g z!*A@8MFFkK`mxFa>eS4`ADJUq(Frr?%!!syXn^KID|CV4mo55m$^QTiQh!h@XheAb z`3)IjiopphB?xWY)XVFvk-N&pg{u3{NC?#%c?4PY)?JdaY7L}s@3V(vKqcWIt!{YGPfIPz?3E5%^68e!_VQqkGJg0Nxhkgg^8XNUiRZ1z?+7ISl*u2D?L#q z8B0Ud_9K*p8e*F#Sm`l!BF#W{CJjZp9+H@7X|Ksn+jWZn7>N3tp-|6cC|MTPAEgtn zYJA(KoxVxx1M&8$O{>kG)-f+)+p{GLoa}xkaAF}KR#>up0LH@n_|rQM?6WcuFA^Jc z)HPAq>tijH^nd*s3H~eBo1#@Evk35Rp#*r?M%Hvu5Nq)(S59gy8Twb!I^pfRvSJ0O z;s4ixIg4QA=VB@?E|yHwu{FyWhkBO(uRT(c3){Ssik%@HI|7R|o}C!VH3$zYN!Kw` zp4Fd&8e7987;*If-&F!Er(y@B&EP5lqR$7B*WY4Xxf zUB5l~Z|)^5iiM(}L9FiM*p6Xn)&GCx$@%VTVVy83n?r;P61W4QNO87K%NfK;Y9C);|!|(--y|e5s07 zm2N$)foi7rrKMC3w5a0JqQ}#I81_tLAHu zzJW>(2_|fmsM_CBFJNL@rWRxw>RIeQKe>}CV{zJvyZ=u?^>vKU9`Ydqfc@>`F@+5A z-64uj0gaTx`u=FlBX#{N*@Z@=Jy>9UmCCSgXhvQ>j^?nfE`RY4l?m4-&#__XtJr=gezx;K_vIF;vVyLZJS9 ziPK7ej-IKGbJ~%k(8Hw2vAHLy{A|0a-sJv$IZ(?!Wr-FvFek!-91t;?4uL;$O{d+>zo0%6r8r=3Xg1_>o!;PXBZ3cH|- z=hwPiTluxnqb#g}88o>W{d%KFb!>1kr5r5^bNHC!oiWj%NPPBasX+?RpVatJ(J@pG#ahk}oEY_8Z&C|L0{nYsRgUV+V4u6PY*u>- z9iWE&bZ&-HF`zPKHTo&4w5;V*CH7^;04~~ab5wViXm2%tXOV z%k3-;sY7VhvgkHBhMRVK9#}8k#FX2Tny{NVjNTQWsiM~^poYd`@(1JGcZ>><3t@E-^wO`cp<38&m7qX!O@hgK=!XT4_Xb;peP%l5r&l+ zWXkY`^2+wiXr`<)xZZ*1Jgm>F8p$!I`}ia=)uG68A!u6WphgYlD!o9x>nVVubr#S- z`1&a=X$UAB(oufyqd_?*!sDI$koMnSDZ}+(7Fh@yqTVOXbXll&T7)XGE^t&wH4hqq zUfb#kQ&Pzyu4dtO@U4OMxw~%%Ea6KyH9V_)Pa{rMc1tR53UrAlq6dF&v4hX z_=r>Sr?lvZWn z*AnAZexrSQ63Ol{FOM9~o#S^()LsG2geR0<_+9MuerDaNOS(uOEHa`ueK(rS?JxWE zZ|y2}KmLc(V_3&s)nd%MCAXH7?0rgudHLuRh+Uc}=%EsqixN<^T5zHYX=M?f+6%)1 zZ4Iun(3?@|K6<>08T&)NO;{rgE1*<{i|aCKXJlqA%xSs!3H>YImml2}mon6Ek$n-J zi=zUQ?M3)ZK^WI@!{A~!;dhM1$}Q(tvQG!Q5w69u)ib|-ME+Rx3{CX?{w|9pi<`lm#uTz zGhfx43v;WT|K2z1Nt?OMqVnNZgx*$qRn$~v#ae40w+-s~qkWRBRSE*ShSo>bI`EiC z>8)fHli{0WelD(hr0C-F;>Ysdsu#U#w$vzT6Y>lHHEmDd{paqBG_;i-Uc`m=>a6-5RnJf$9u{EG85>Ns=bZlWKiTKj>zI^Y`61nP%%;kl-<|m?Rhp8)`J&2#yY}8%0<>#iMT_k!B zhRkL5R;Wh(V4;8?9{@a8*Kez=sl>PU_;M z9_>o#y8;$IyC+~yaAnaqytn<7IUBCkraj`;GF!RRSNFC+`T8> zNyKQ?@uNYQ<_aL8$S_dq%FDE8PP)}PV*N~TZE?wWyUU=<8864@$@k(FI?y%+?umpn zT9rtR>h9p2odgGPq2bXaTK{jX;Z!8?8%2;u+Q$b1pBhs^zg42n0v`C^4=BJxup7kd zgpe~LP*6?d(9Bl8{`g`(xt9Az3}CbC6b6kG4F#j|fFjZy|t46!A5?g|20Y zaS#42jER8CZK-Q;28@L{7z46{Wn&S+e}J>%051sdgf%Q$^@b{cqA%ti))>u`!`YQg zP4cp(llhI$v2>xphjjWEY?Q?mxRfZ5H1+Mp)=X*G;oO% zzcOVwMn*v=L#RPtdxU1sgXHE-3&Q79e%0Tlmk3M>xE+8*7k3YId}mK;tMeDkn8$c6 zzRaX`Pg(t{%-LCZxKZc+d6sV%Bs)zX%UJX?_7a)}4gpOck>|Fz)z^khVFv&HTF?B8Oi~leYQA;ir;dU4nnh zZbTh_KQ;snzEg9rwqQ%Uez=euLAQWu`705u4ky-!KZP|~gp7r~Fj`8Vxr5sNY4UAv zFAB2AkNav~LT-Z&s$2TV|3;@B{mFvGpZ^jkn?#xrwOz#RUWX*JYAivom5`jd=Cyyv`c@gsx?KV$N9O!3Owk0-AK%c#WXP;$*4X2-4Zf`;#`ec}(v8VckX z|LWu+MD^i%XXH6BLxblqi}jYrfgDU^wQ6b6EDH}eG6w1{aVDAc%&Kn4RNhNM9yPTm z&BRo)2745VnZ;=Ay;HkH5j9xU{?=?`s({Y2nKDno)ckyam>MmG!>Ltw!r9O2ng%}z zLtJF?pYgb9Mu77ihI#oi1jjk&h#n;g?NT7tYF7;vy3u#kosYZs`dQnUT4Z_~*U-4qt}kkX+?C{4FaA;0BTLalRx*NW zs45QEI{j5Rty)0l-9yufLU+aHhRs&MrB`^(Bs)QoR0J?=+Q|5y_DII+TLHaWf*~_(K}_g_g?fZ*}LN zPDxTDpXxb7ezPlCCZ?63Cy6{5tqSCKkFq3P8=J>UL(*I}ykeW5BxgF_pX|^U7;z73U1EV!YaqH{% z-}fzaVw+_(6QC2ag3TDH(I<6Jw@gIW-WWCJ{Jd!V5bkxe%YC%13AqLdWTAQLF8Ng5 zqUTXp#R>T3N9)F&UQNy*qLvw40`Xc*-C=qwT(J|i|e z074JSu%k2vQDOcsYsKcY#*Zl51yfs@2W1v)g4geyg)5DpQ3v0zu-0a0-um^T^DDfg zc%>{4RG1X11I~gNRP8vbk`8}64RcjeU429wZ%JW%G!^aC2W2h$0%dB4TvjPuT23$n zGL&9b9iYWV6`^`v8j&D?sT1>a|7rf-$8KQX=E0 zZs%+HTz^9{*yyJ-)TP6TgyB`8g%Nw1L8QE6aG_QfPuEkfxR^ThiFRg8oG9oI zG?Hu6dkc?B``#=4gwNzjrH1A3!IuD*FX~3GQYCheB)avUeYmZ&;1C0$Pj;$0*_hig z-Ba*&37so{6U_*5x=pgT5m%{fo@+Rvnd%A}&yK#YHYb6@zkdl;*-2&35+p%&Q$`}8 zk|_E*e_5ApJi)b$2d|E(Gh$x%yiNPJ+yd1#&HAbg4?w(--0(+^z~49}`D;`7D3fm} zUh9cHuggE`94yj=9|%yRwgjdyaD|}PcRDqUC4K97h^{{?3bl_&-1=l5`tvW#``3NM z{450`b1^kX4p*9Acg4n6Yi0s{A*+i7e(D<3s5GkY8x7E7v$|CbS$)yijIPh}&G&vQ z|JUl=27q8JJ(|q?>$UX@a_5x;ujnWvN%9#Zot;&&r|wZ&V6 zUP!%)(`QnKsHY&5?sjp{&h4*!dX@OMvT&-_}q}!Oa)t5VujS|`%+b)c~Mw1dJPI*%j#JZuSFV^_=enxFh{hnnzJdF zc08dkDMZ(x+)ezGUZ0&12-%#@NdZ&4!^B5Ff2<+NJR&j+QhNRUnZ#T^=P9O8_qgpV z2o+FnKd+M#($AdNV3}gI)T~Fccd`RG!JEwO*Z03K35DZ&bTCYuk53nJMf03@&lDD$ z)`AC-Mz_$0uwck?S6_(?YNye6s#cJv(cMXfLx%$OXqa|4ghfKR{5$Ca^8mpA-cr`Z zBd=NJt4tQM*#^g~2U06L)9#EpexboaxsOd4+O;C)Zd-5oevTxg1*!e_M5cmg z^n>GTLn!oEEhl6e*7~{{StthG?`)9>I{6T6*%8<8T^O0+i~gkD?qIGH|Mj zjQJVb^tzeQQNQ~KkLTg60GlN<>Pz@8rf*JK?ELsssiX^foP{m88oF5%OgNx;9O#Q( zFDwPBp-zz22v`WDRcGqluaRD>$~R(NjXNzAZiT*X?RWxx`t7;OYVvx}s3tnn<2@iC zCj*ZRSuC z02f)8rAD4ju`C$&@UEf?P%5Swc65^RZ?hTtjp`P4;vLFTbP^T(OAb3*1X}Yz5ZB z-H~=O&^fvmHAJq2^?8 zk@yapcWO{{DyR;6C2;T>lFE-*HrDhvxcG8fm;3?Sp-XhLtFSM>N9w+TcKy3=_7p|V zWT|eVi`HP4q>PJyBS)4_B!UoD|hXN(O+{vhWT?8b&=yMSa`M-S22!Yag6hE&x_fn~i!R^R8Jnpdd5 z>qDLv2v3)0sKcdGAA43Z>#`Q-BL^j4HltGXzbQj&3KZT?T9vvZ=r8Zs-UK8LXsaG- z2$U&-ny+V@4X0btpngwsc(+jw{*zEz$3TKY@rjmG3wMa3>>}i}479qofAbF+`{TEO z>Gv>p<7g?33|0#&BaMcl&!?M;Lh>vb?3x%c;j1CoXiF@#{HwDIUIKF?a*34t8u=#u zedTTBRo7!dB)tn*UAMlQ_2-ap?7tbuLa!UAp`rIygBGHiZ5<8~mT)3ez;1A)eb%3f znpWe7Dimh9741&U`r4OZ77O-ILPgL8GrIZ*yPo6av~cD!o40poC(onki##5^Wg;hL z3mODGSO`fH|+cH>%0*vgmM^dMHVx(yd198y7nO7p)hfq75E2qLp79?o#93WzIjg(3-~W z847a72)`YXn`Scrr)FyAaW9|Z--1j?gFdg=xASVDVkqj5$F?!z7v@b-@`cnMlT(w9 z;KUaSqHxc3!yz_Pzww{vw3beC77#x@b3yS2faIYPd838gjRe_b+T2N zAZw#niUn8~NZve)>%*pd>ty1y+85>JWrGKNfn~HBXv_I8v5)zWZBP5(cIv#}f1VVZ zT|=w6>=`S`-djJr<(&aRiW$s;C7u9|elMkh)cURQ9NNpF!dLbdW2ttP=*(=2pn1_G z(kTYhj9ID1&HRL%?o?w*&j+rB5C{t$#S%K#>be|l4D2O2lj`ssM*hmM`-rQ6KJGz1 ze&`M^)HsyX_N7r>2g8)>ElvSYenjRDRRit{BXY^P>pEt= zswU_8<60ZMwRN5qSLjir|zG0^p_;k~#KybThekTK=sZz-3H;95QhFcH_J zs>JoL4wuMUAwE;H{zo_5eQaw_fCNJn2UrcN=r|Vgti;@|43}1xxoeSQWTv>iQ zxidv3xV#3N$kS?}YTTnf#7UGUgRe+5Q+lTvK7CZp=WCkXNUzTo_f$^`Z61)A&&fSb zz)iI`i+z!jS9&stfw)8m3k6xE%^@g~!LJj){5oXL%8C!;U*?Q15B)J_Sd;D9)9q*6 zwznaoWv7s9=>GZ1*vqaLBkcS58T+g2hKSxXhvPbA-Zj6(C(q#-QjYNs1((+`lDzf< zMUL%=P5Ht0pC(duUU(dJ5N1aC8sF-en!+c$4ma)VT8iHyygw{AWdbu?E;biDU&_ji zUn5e}sRO4bpa|Tz3`6fcz)_ysO0S!JIeg5ViLP012@qb5seggQ%onQ<7)Utif?qUP z*8P63`O;)6?9g9!$^wvxEtF=Yy533ua z6pe|1`~~0c16t%OqZ-m&yO$O$Y59}O|Hc_2eE4nBb-py?p5|V4-Yt1OEG40SJ9;j~ z;or!02I&!%5m9~753+=jL>zgF#+DR{W24iY=wqr@m?c zy{r0(vM^=PaWJ~i#qy#k%LCt^3wA#+lOLM@4&e!>%XJ}d&Nin+$t^TM%l>dX!(2EV zKj*Ef!hdGGA6U6N(P!yV?=YVd4v|QA00+3{0rkCQhU-hm>mI{!~lb)#ZmtcjaR2?CZkcE@;ZX=D!D2Z-JGru-l-)%XKZi9tjJ8XhN&=ZOoUx!|3VVOi&|06YPrpC|nY{Vml;Bn~Y-MBzqcGHb} zu=>?)IlJ|x(_FU^(e{DrS!e~6w|cB*lJz0PKXTD}6dT6m)Vv#vD4N2yZV3@)^`)72 z;vecnl@0_jW{8r#hbKQp1&9x?9yMKWp4d=3$hNDeKXa5V>uq1CCnlHlhc?5M! za6ri>hWnOep1g_tis)7+0y+*$-7|1ElO+MuT(=PtGBERoM8cghQkqByB+4z8v;2T>|U;4o3COE;co?E2`|(SI{Pbz3e+EiJ82$#9Q;7@-9Rskla2 zB+1=aW%D z5l3^l%`i!a`K`biHCWuG8yn8(A=V^RV*_}R&vwQLXfD4q8q2aqtG$tV(I;{XV|4O0K z7)Jzz8=wKCo2`w$^o>AHLFDiKbeo0mwp?z<&rPtQlJx|-?Fz=!$4jnRC|jaby0j^8 z4P%l|RW~(I-2f*BVL5Rex}}*%`3wXu^cM2M7vA-Em%4PjorSthjFgOuwvS$8sv2}l z%3mj%tpOlI-cG06FvlrLF-`)UM{(Y?AL!m!@?2#KcX|kZ;dHBv$-Ack(Ug}Nux)U` z{vN*DXu2(|#pp&DxvGVwLAS6MPE3t944tE@34%jLv;ajh_}rzy+O$kFDKgD`b?J2L zZFke3X3w1EYopuy`y^X(6y26%HxLLBT8VXOSn%X9&2Bx`1zQH5_@HnGr zy(R#Wn|-J9(zi`{4FUh#uWqwgfiqfoCirfCmGY38=t;4Dus;0tFuRtxWB5wMM7lvb zm~N)H5+ZF8@lxBuY#hka^wJY>@O8k<)|ss@bxTUd(QQm}%Tc$1&f7Zh51k?w)zH;2 zq#!nv={ATz+Mq4oeI&YhZ%L#|o0EB@tlkOf)=j0#1b3>K=dhDwYM^8!-Mq1}LoTb$ za62{k&Zt)CE!$6~rmjRjD3biB9$|UskEx%=RgcSqK$eu~8Kj zV_981dmWl|#dOt|T}~!ed%!>gj;C=eKd_6uC40ZP7P{Sc8k0^q<$eZpU7b}NPcI{n z<|w+2SFfl&gs48i<=OFgpHSD9kbS>LyOor`lwX^L^54wK3Z6{W6 zji;L%03Gl^D4n+!V-jPNJx?+9>;@}m%-rNwaf@6=jDyCmj&3`)yH)uUcbv)f8RcMDp^hv=xi_^!G+pN8oBXeLSpj&6ga7XLC#y@s@3ILE4Pey(?>Tsm2PX#rAlQ7-PY0RCi&ITt+PVesm5{Y zDzBby+lk!(_AIiAziJTO3Ujc!=Ywk>_Rjv9T2>Miadp&D2^D?5fx5z2i4%1E61r~H zy?RcO$(yMaT#NA=dA(psKi?7+82KKXtv-${ng64Psv;-NZg(m$N2yPN>-O7_4V9v3~)wRV+ zYTbH#ZO{$or*7LlT(@yGljDOW*$jcPhymbo)(>NSkS&aNVMA+4@@PcKdrk zH>j(1>V1k=z5-|IsM~mP8|}M!bzJ>fzQlT8wQ6v;lEXin4N_=35c{Du-O_RKK9_EZ z$arg|^D1w2B&={!(BK$TTTu$EuC1=bp<6hH#2G?!qvoP+d%12C7GRHxO%|?NZ78~V zzC`&;W144!D*6qHE^lDsNb*A|GC~tf^Tr z%MG96&VlPvH>V-sYe=`+cU#WIciYc(o3hnuOkqhmyUvMBuFKC#^{zl$O)D=4=g0%^ zlAD%pH$I}yB+2t)6M^7PKV5P?t2l}`bla_NbynwQCUo15trREQf; zxo%_f+dh$!kqtNv=dF)#1*6=e$u*a_!%*W;2QzWjDe|s5WNpf(4W-YAk8Aj?R5w`p zb!qu^<++^=0b$+;>iN($-L5+Cw%n_vWHGuUp!l7GYc$K)RoxPxlu(&gmQ)=~281)X zSacb8EkO;DXTw*@txj77zES2xmf%$hv+}ng&bYV5JE(DpX?PIElBKn2T#ux5rL(bE--P ztX#Y@*KHEpCN03;xoyYux2iR6^>5KiAWVmvNDDWsjlT;9rtv zdHxr-PvkIKtM_#|Z#y;wK;4fxll7&`JzckH`{s8!Z;pk5XKxW0lZzu171mP`64jlz zu0)9!re~7o8yH15yAC<^JU)?LRZoC3^yl}6F$qqnzgguFM;7v983eida;?MI4@PP-V80ywf#>a>4>|Y3~Y&bStL&9mL#b(-S|TA=1q? z(GC8&>zuI#vL!Ov7)CiKw(-7DTQVV35}2@|0hZvxPBS9E-VI;>3|}AoswCAYAeD8N zgw~Nsjstxdx_o2mN0DxZ)xY_3zhHG$d2ZM>V~ex$b9Hud++8!>-goZE0NK~NG9@zE zM{^Jxg)4YfZKxjphRkM3yRb z#491)LaMTHG)=PsbVD~zNj7q2fXa%AD64>_*OljXLXHpN)nUA@7JZw6y6qI1g{|qp zQ5|8p!gFEvq+5Go319Q04mbtn(aqX(kfwQef=@YgOH&DpJRh^Z5o;z3y7}s+)aI(_ z)}2rjbw_}+;`C~l1T2?5wfPG7PFKlDxo!=WOfr3@?{7Q|guC9OT(hR>)-5z%%Xg|I z*FQaC@BxT25g>xa9wN=J=#1U$2st_pICD_9zD*oh;GzHFMN3<`TNyMu1p#wycL zt+#rZrf&P^*W)5_hTD}(M73F0OiF2;dzU(9w8-*Qi`9raPM+sQCLyGoxT@(uPO1MB zYlMsHE9j`(>pa1=my?KH>W@nG<)(< zzFQ)4yRQnu4j(Qym%fhM!P|~THgIP2&OqJz94J`ZMzf-(@l-~g+-_YRJfTqZ0xyg zb-V4Jihw1ttod_SI!1ZfQ&M6|Ie1Me8x#@#(SxZaN9X0dxe=eD8d6|ljPo?d>3J>I zWbTcqOVWH)z6{X#l;+~9@CKG$(f!@of72M^n>fi%aqaEg-h9{&)N3wL2 z{;}EHm^=sP&7+%f!q_TP8_Cnu1VLDfx_MqJs#P}X7h*%Y?K$uhnlLVZcfslgyng4& z?X}Ma>fKq&%ha}wNm}X!BT|#8?MWWrPR_QniN?GolYbT}-{ABiWr85C6Qmzg~};V4*fMRePpPjfnnuYS;^V@$TY zZrY742LIS;k7l)@P>!DQR861y>(c$?u>r1X_Y86rE|i@tQ&Ls==!Wy)PPPG503jw4U_)pU%m7 z6KOS(nVXR#IEy5gO7c~fw{GzDXC835+GR}w=fO+_u<9lnnh4jF=XUzon(D@Q>nN_P z99H5S_xH}@Uet`(APJ6i7h>&nRYi`o>keTsHr0Ct_|Ft!?DmGyGL6dp@hqd zl`%a#?>j3qnnd}b7QAk}F<1|{xSj@6r;qJ(ep}gS`zve7v zbv<-*`fpnL*kG}ki@FU8RV0NmX+MAM;9$+JS++B>V)7i%6 z4}1k}d5YYfehHzc7TlLiOMue;Vd&E&*`yBnGo{-Ob?e~eHICxyEto7K2=?Awly8}B zf#4n~k>X8V?Mb)ZVai8{mDDL$p1NyyL|4{1@oZ>Zex>!QjtBV5R98*9nb0H-PzVc~ zlU%avp<6lC^>Me2c;&-NhSe-uE3&e*%!vfg+aIK z-7cAvpu0wO8)(TD3;(?R^WK?(j4vkMjfUB?M?zA~uY@#nw<%^_VR?VgBFFG0&i!ZA zw|x^E2jctpC1YT=bmxk`>1P)Nw}y)i{K+e9=iUx0Su7lomFlEhvd7#gm-44JAVhsj z@#)q%62T9Zi2N^oF*JipWlDm&W?;bmJ~rHe)6$U&-XModr`yo%wX1H|*YGwl$!xR! zAiSl#ey!ld66J>TcIr?`ea4+MGw>{x>rT3Pj@Vxdn;S1Y*`(P<5OfM+5T-52q*8e` zTLRv09|x8~UNhZ>&Mqi6(fbyUXA;3a>Q>Wjd+JNfMOFNnH~~akw%_rH+*7x8;pr80 z<9!V|NvhiSQ^9o_lXCD+UZ1+vk&>ORTan+!j)3|E_`ciJ5@qu$&Zr58ugW*_n^O#_ z@+|GRpFrvgd$Cso^CGf%WKXdTF3gebcJ0+fCYN=)+vhJs>2`g?N(Q=a+8MEyl2=RO z-I5`lu5MnD^zyV<#9jYU(+KBfbtM(S-OXKYb;mMNtBt*M!{mT$Hz}@$ZX*V4U2{A4 zP_GFx`|q_rPqhwsdbWq}=54|`n7Sow&<3Y!bK_!F@q~#i>ns-r?qmXh+lQMn(oI38 zp6oyGn24T;tEsDSN+wkg-9+uX{eE@o_H9`GlwG)C6s$HO6^|4uIY!T$kXkH;Y|Kuo zYV^*jR%%v%Q+8KhTasQ)q{J!B>Kl%Hb9c2JI8I!$r+&(KW+rG? z9}RE3YqHnAmV?)os7!IS;RDWZJrFC+%NxpS=jcejs;x<=c9n_D_P)a^-#vC6l62Gl z_3J4bbc#yedfrs>aJA|-u%rYJ51t5fENXS*ERyeb@Bs=qp&(UQW!C>9>zL1~DhkSt`;py`ZVvI^qdRYQwp=PQ zDF(d8q^j_cWx0sxiFUw_^=~GU(nGh7Pzk@HEce}Dhs@p1&8~`WZZ$`r2`5Cgmx8sQ z8MYVQ-VbL?sw~adLZfTJIP-n3G7}(5F-%pX&l7z4%y-y*iO3XVJJqfA!Hi!G+jdTw z?55lOmC@~eL_o0Yy9C)mw{^6a68ByHhJG6ZWJvqR=W_u{(@&I>u(Ww8LwX9IZkgJ_ z4UoHU(;al<{A${7VCR&{PGj=A)Jy-hi%5<`)&tp3czCi zZ1?y5cO+7KLxHlEQDnIUhE*vzzE*1;?qvJRe-5=n-e7kpV3Nv?+ribSo9mDD9h2oh z-D^%STim7@a2@KF?{zD3GJugYZ=kZBrM}q28K|2qJ+g{-+E|pJ^pD~YADnd%(#`m1 zomYVEA`VaU>`Helwa~4%Mf+;oxt$|EW&&1wXmY>2+X0&bL{GMDrGfxTnRo+Ht>!L< z_n7fVcGgJnZegMM$onnv4r@2#v!Pr60Fs(+_t!+Xsj21mLf^frN)9+cL8>g<;Z~t8 z1?7-X{=M|w7HOJlQB&F~E!dU^%WCjZ(>IN({L016trY2<)q1V!Hqmu+djjGalZSHN zaBJEwx(U|EnI&bqOI3L{g|m;*gv@h0FS?~*c{<%XeYdN@+n6f<>!jP{#cJ(gwteeq zx7&j>1(;FeyNdah2)`}LTE%)QLaJ(6%Qi}8ZLyE3?;loDT|3?CD*x>Wy4}iaqTAF| zSF0-o`%e5lP#u>_I|uA=#uM$1g{3A*5t+mi<&uFow>-tY9GahNSO_-OKih$%uj*vB z>h|@D+PSAEmfL-|J?VC!Ev9_c+1$w$D4ynxE&)--^jFoKNx-EM90>{vjmD@EdJxwh znS@b-b)D)qy$HY6OW8B;=5;4TOa&w=?^r0$Rj!n3=|!u{N^-YLn;AVkL@rF^SMIw( zHL?8m^Lhl`u4ok3c6vu=Yvf_yM8JW{xPLb{oPtkQQo2HjwFMVoHg?i$F35F@JsV{IM1VhrFVc(3 zbJabzM>};q*)-T#PBm`X=mzW%)3JDqfyD%8T)%R8`F!h1y9LW7ogcryyBfMV;ughl z+dIvD2n!c?(q~zx?&9QCp&DsKp*DrOZJI{|4mynvwNnbl6P4k(p;Uq3S3tLiT?ZlaO11J2`ZID{5~6I>{j zYObj)-6)x6Vk0j84)2B27%DAy0MP77{=Qt51&qa3m%{k6an>J^RhoQ-9 z+s^G4aK)N?wSQ#t06lMzXId`WS7PXcthFuAn$gFk=tqSH-MC0oZR^2)1|G_q(9Gfz zj4i8#1jQ8&9a5&VE=9)KM%L^K%9r1EC(^>go~vu;UJl(ebzI*q{_9F`|6@mgOQMBs zgA69cZy1wI(@iPOl0orFyU%=)Fv~Dr+oN2rvQ>uCsx+ZQny1=qM5bv^Gq)2O zO#e6zThA{3xH(nCMKw=n^i`dSa$Tz?`W`W?qpZ0NeV2i3? z)e|8q6lX1Bt1Okcupl$~g_FJXpH_J}2L;y> z>wht=dTImm3f6Ks#^L|AiCZ|j$(ao#uY+#!M})^vx9DpX(U^pVXe)RDjsx*p9V4(~ zU_mvN1(eEC3}J97)|v}zKzdaJUl&Rnnp~_kxg?I}Vp#92a0;yE4sIz(kxUu>qxDP{ zR-+kyQqK6w(1b1a6bPvqeepMVs0T;hwIwnenNO$0@*3#2Jw)Sl62r$>Mvj#TQ)Jve zq?n^g*xtHVG~n^{(^3CN;SWjek7fBrWyKDj zO2IVKvdsRe(lv>;Bs0I=&QHd?;N>4T=-FJF@KI`bd9Ir)Zn5aLf6Zjzyv494h0!UI zw;$Thkbc2W(K>w@(0#+?xs@o9DKlPZC6f%PWhu20)=<=cLtR_t5@%EzG1LFr7(3QB z0LfHp)x&_KR!mbrcs*;TiVyW+_gLgcW>H+#x?nFZ8Le+RiZQuxdtM{Fw8YR2y4FQ? zoNH}GuB|p^?c#^JrEnS^h7vKjsZ~kamnQIG>86aDWjL5}qm&i2jp0-(Q5ChtnMiIX zsRPs~C@-qkJL5np7|(k6{2Bg}Bh43p_XlTC8{N3P5~uSK;($5g4{KiA2%g;!Ma zxz&jd)opuK+qn-j6eJGaB9~1-3YmN5NA&ZRzHUbGQ*=>8XKil*L_F2hJhll5x`9d(L!df!WN~wa}@X zrM7Zp*Muw_g~ypzsw~;0QsUGTR4q-fL`p7%TnL;n1d5p=EMq5Ps8at=Kkk~@)j-cG z#pVX`tJ+_>JPq*0O+Lf%8Zat9?zN6vo_lv(+OLw(Xymtd}ZbWgr%rP>_0Muq2--=?%q<=FF z)^h>lNH<6r#svRkn zj-0`7({=hS4S!FhWCM)J-@mldtxgGjCVqVoqjUvmqBf_xIV>D}k8_PJkf@=IT@LqZf z{F{-XxcV-{u#PyU+vKG4CUC9od<@PW;d7~u)yvS*c zicXP<@g|{d!Ah=u5!A8icHee60d^RZmtIzKpfo_NBCbXB>8_mf2@+*ma6}#{+B$Q( zJ?yLzY4P2}cPxo~xh-7f8_ z8;k!MWAKel5I0bYu`=6D*zfjP*KmDh?Y`R%`}3mdcAy2=F@3lA9Sc)3&^cjL(SF5paN5$t1dAqFZE?2#86y4s~n#*3Lq>OD>vph5`+d4b$d7)SODN&EdjR|T*c)!-}E12oVP7SI*@M=(eT=yo^MKJJjwIJhDt!rAQUrYeN;`i z3*MtVvR=|ejJOyWor_k)rB!(Oe)3oe*K`wyj!ZH!)ONUF2WIy!#a@5!a_1;-M@>&o zih&yg?=KKBigymqTav0n*G%H#xf#%Hg1T*QFMmsb6DS$7U#84HieVwgm~=a2!eX$z zr4sV&pmc*&UH{AlN8N_gOFY=RewlO|JA#Y5=gxjbupK#Xh#S<7>bwE&&c>!;Zto)Nf%IsMndGoX zqDD8Q-D@~jsvr}45Ck&|?ma1)!(2V+@4wkiw+o%4Jg$Pvqg%l-v0k*b z-d1#r>xb+&=YbpJS4iA+Xm!cLwX8tYKop=7oblW4*&2iq0Ff0>F=1Sr!-&Ae%zf#2nZqnA~ zC3KF|#x{`Q1PI*btJTVcddzVbN(fCnls)}}Ql|PptIYU!Dq}oFE(-jf z#67^wrQ7uWZjhN2nPZLqmd{{+T&-?*V|=$|&n(z;XWO^2fd|&`-F9!Ej;C&5DB-qr zx4vWsV76jwFVif?mZ)sX_-j)CK@&!xszFQaUcVun!=f?`O)MD$$2esNVna4j_-E;blcW4^>qy0>d|+f*#)z0RJ&#oo-C?L7Q2nf zXn8m7co}(fUh|W43*ZYaTGrdr|1(M^jH+q-5N*i}T{RHe4(xHWO#WM<%xQ+oOmi*W zn5ascrD$kkWD}jhmHv-?+bhgdPxjrEz9I2d9Ujro_Se4>7r6VFe z315VY)_H~_(oJPXmO=wqYmBxRL7JQyrp+`-FeGAlXX1?dFDr!w)ojrp(WrEegJ2A! zB*yO(a$(#${AF6-(5*`|{p&P)4c#V-IIOZl;%d6BubysBdB~`k$KwUB=iY871=Y*y zEw|{Yn{Lsf+8Cr*2a^11q9Fpg#+8k72$30aGZ79gM=A17(}soAZX@bgNs`T=h-=~^(u*#dT)w|g8~xFwTW6j-+HP)0 zu-b}w&Kr)uvoU+kwwz0Wfe=kIYflz@lY5OxWs7p{?RWTSR>Y?2y&}#YC7GRsoW|a&+~cp-*gl|cJx?W za?#}0@!Uqy%_^41u$EYfaq;5$ZVAQ*x%0B`f8782f&mniH_TgWiDQc@CC0QFXqa}m zDRN44L!}(qHn}A zF^m42-VFh)-8gqfoLtx(<)s&w9Orl%x_RbP%N{o-72^@p+=3h5ZE>^x_Wl0x_R}Z* z|K~TU6|cy*vlC21PI%+Oek@J&fsxedq?#jF-?C%H-}K zpIJjdM}(2LtJ~!kO)mFX$eqa2mMpJITP7e;=Dr`3Zu*z-n~z&jTefzvUhjIF_$DmhJRboRV`3B4tyMEVg*;gIXwXbve z&!lRUbBL7eGt>%8EzEVQE>`RHQMqj)6A@-t0ajHR*8TUB7Pp_@zCC{X_H%m{Qjkn; z=LTlOtqX1}(p10483ZPmeI=97F-y_uB)F_O%6pD%1i|Z|i6vm$O)5?EEaNK`A(aGn z9wRW=e*XUb5y^JC%^Z!_CMG{JD{fpO$1;^PmvT;Y>kuie`O{?aT;H(gx{ZJ3l?}&s z(oJgP2&?EL6iVQ90~?*;r(YG&xExbmNNpQusyJaLU7o2K&~00Z)WfzTfYg!w{^#~0 zTLLDuy0we`PP*Y?%0#MS+_AALtC$u(zHjJk0or~ng1XvRPV;mIs}vWDo4%4sA$SMf z9xhVdUdE2#>WW|Nq}u{gZ6PThBc8!UH7)!M_Pj*{OUoPrn6W8r4s@%t)p!5fVN7-; zR-AH_OZwoq(?;yHxcWWnmTyFyP1b;I)%Lf&oPH5bH1M?QEX6ucfEn15PA%5$YsZJ( zVN70VOF*n)`&C<|XbY$%+CW;zJD6FqnkkYcd>(Xj{aQ2dYYud)NYjx);T@rp#oI+T zylqF%1nN316|??o`!0{T0SD`xB!oAM_X{^BF{M)9ychGpTi=vP-f2ws>Ec-iN`j`b z>8RE#%J%UA5OG#Xo)Zo1H12=!_{RJC70L|@Zu!7_j7*i0cD*N zx8m)018q#I!tjc7yMV>Z4PtwT=4s2k^}o7T+{gY_;~*H@#`1<^ZX0{yWPHSk9_+XAiSN9t4hq?jprdz!_=R&UAa=)E~{)OqW6(NmyQM3ci7mY;saPM=uG*mOj;~&2|pb7W! zx}6;bj_S))lzEU{bnExsE~aQQQoZD$J9A9B;aL8{Tii~thtY~evOWL#s|O#?mtKl_ z-skW3p=ZUmkX^U&hl|@1u-zW9!Z+s7L|jo*L}!*`V*Q{7HN}2Hm<8N_5V;f9so2d46<@R4;jay4i|o z7Fv@%4(O6^Z=QcW{~CoqF+$0S8i&Bw-ljF)X%y8p%6I>J8Eo4gvwP(bW8Bzc#9DE< zx!IOk>{0mmwS6VN9pV=3P=<9Gld|9MyNoKX`k+1?VbaIJmX$el+cj(j_;&j-%8qpS zMh4|U==M+V>QdC~ZzkfCv)#ldEgE-a6?fdmnuJbQyt?_ak;@ zLcART-74J~o5T>wo_HpM@^EzP6e!L`e_6>T%u#;Xz8^0x8M7mx$)&zbw|3i}f9=V) z4^y;E0vDHVJyRwZ9JlrLbM*plgAwZ`hxu*?q}%Sd^19vbt!( z1@EL=!+9$!BzsInY~j9n)69G`J#c?^r{JhZ;1KH8MYry}8}v@`IxAbUHYSf^A;AG} zLEcso|INT_U)7eDv+d3Hb$i2Kd4bp0?f?Dg`sruVw^(?)ecU~V3+I#Z?nhVsrDvb# zUM{~Kcf9^V>E_mPZQU6oH#gf|btE4+n&jr@24_B0{jmVRail^!;hz5_eTzr8UVVb@ zRSEs=1m|Q+zP}%JK;r>@x1g}Zc{d!}wY&RAw_mnK)Y>}HIqx(=pD92YnQnK#chaqU zJlWd?&Ej&|c9dw_A=S+-EOEWJSKG1O74+D?qWRc0j)(D^_D5?)BzrQlx^*^W3*Olh za7kq)&QiDIY(_h%x_MmzmAt*~2$G<(alU)N3cuNYkiH%8NK|yY@4Odx*GxK@fctaL zb04*j+v1>f^J0@Pm9}-bZO^~9+F$D%X4K8M=i^W5x^B94s~Z;s=+-%c`D|Rb%9eaO z(%R31s#_2&vA^)9%WeDkxOp8`j|H6$9F}w~i81>f!n$Pgsq5oNhN#=wC*HR2N8e;| z&`Z*E-k{5G``BvNYv^kM-t{z8Lb*TP)I)F8<1lqQ^Jyi{K5lJ$9p$wiu!t+LCaqrI zY~MOqvb`C^wjzXbbJG=W`GZO*qp4eG)guTtAkuQ?(@J9PP#i-y#Scn1-ZTJ>83M6Ng>KO>ek(l4LkNGT*`{K<@WeX2;s2X%eG#oyR~pjn~`S6Ovn8)_*k_F zvf6=re(vfyCB99@O+A@a_L%fNbUW|F+xF;j$wlYhw?hO=zO|T=&(Ci*LejCrDEK1d z?s5^%JDUn<%<^RXPhHYK>7I2V9dFAM#3c_LD)Hs*dt0gFTQN-wxESDCa(~%crvvxr z2l;PP@%FG^N&n4dB;H<})c{B9mpnAx++{xBzqbZS3g)yHy)wU;i-i&h{I$Epg!FA1 z-R^Gt8Ulu@n>yok3t^%%Mx_y$xgq{F*W$E!oh8>)4+tNgC8j?5l5M<4^R=R;#z5uNjXJ?7YGj+gCIT3IBZfJ9! z;C$znZ(Y~z<#=>E^pPw?`}?m?zkUR{F}`r=)_7_7%3RUY;wD>PEp+mY+_wp?*IjQ> z$xynTZzkX*aY@X(9h`34)~Mv0Qz6N?YB3XG!59eXIAE&nhYVX^+pAUnP4$x#T(5lx zMT)wL>zwI!{H)s%jL9N48Ac_a-Qs@`ErAk~Vgs(6ue3;D8EWb3$szY`yt>sTllwly z*(TnWCkd1sKFwWNla(F$ql{v_dI6D^5Qym)_6DrAB*LM5AisJ0Xr1Imd>e@ywQtGe zCG-SrpPo)2Zj0pL>V`3(GAQ}!*RTKDS`v>19NGeo$Rtp8>3N&yR?)3f--vHxJ+H@o z10BnM`iGsIJW%rO1c8!c_->1rZEZ(78~9abVYu4NgS zc$%&F~i(_;I)QA7a z-+%w-$FJ|f{lxHywR&z&M*uVz_-T8yy{x%mPtttlF;scjTbb&Px4X0Kc&jT)-k*-F zZihA|9oz2H-&)&#{(SNWLCTi-*V=I8dDc{G=0*@^7H-% z>2bvE$ZR_}-L$w>uG_DFebV9<=r?fHum}N)SS6HIB_JD|WSn=+7H!T{_#k;3txUJm zql)KUR&uJO+v2b*Iq;pifs4Pj=k_zKz)n>26(pRmi&v)#A5J!sZnz)1tABLa+yh6| zlfzI)O4MtFC;57QbaPfH9yjTBc)Gc6)Te)0w)p}MQZ-*xrDZ}{nQNv2FjDD9nSt#v zC!e1wIysCf4-wY0o%N14r#$)n*h}3H8=2%=chKFxK7DG8tZi-3t|N{`(Fg`A8-bEg z@7%Zv+>pFYWJ;AY`|=WjZV&Q|*>>cl+v3nA%C5Nm`0@9TPYr_^L_=P&i?j%ffDlDg zM22NvTm^{%KjOk)KN{{EacLA&_K0$bf6g}(@KX12zaKq-cF>whaK!Bg)+gUL+Glx7 zTvFC${=(EuwoEeNVQw6PCZ3jb0Lj~cd;dfKagv&NcD2J;7#xqZpIR zt-Gc4$A5qP`t~zi@55EYmc+icY95{moMILrRJX9kB$17hN(jwK>NM>~l(d_^i=J)b zt@hlWo=!lw!x@u7_t~c(KYxbnv|8elz-1i+0aGa1?7e|TwPfokuTbBf8S!awq(to# zQ~Y|aJKjz!ZU;;Ryo9#gzkc3_$^4eC8jwyD(#9>dMHyI}5az~(YIE#EeIskKpKf>i zEeL3^_U^o{`SQK4mplR84wnem0E zd7ltoDGD?qCmqomYJBT6c7~Seti4p z+s)c;46Vd4!jGcWNNAe}`V^I2yK94S3e*_Ta~vP;hm24L&REa$oMk3pdAd%w!kCnY zq1$%*r#mwFRWsu4{j)!i1w^xDG#CJ+|Dq)@aNL*>{$898Q?jyY|68qn`$g8|K$`4K zyK&xgYR+}Xo0oJu!L9dD>gLxhZeMRey}6rA@!kS0^X?c(mr4qU;x&2!f=`>bOkZ$c z$$$RiGM4T)JsL6+ks@KvB&C zvNr>%#Z86+DE&pJE!{cpC;vvdx8aeJ$3YAF64!X4tneTd{Gs*;L zw!NR0ZHF-?w_b+(%Nw^bNQZ9knr_WzfJInmtdtOqp$Xid0;`2n?RYJWzx~Hq+D*BD zogdtwA(KLlpxYT`0#4cKc1XGfp4*K!2r<5Y^X|!;Y@5@{1L0DQ>ITK7m-Z2Sw=2Qb zAD+~bybWQ=+sm#)(@P;|)4-SWVcWOU#wGEv9)NC3H^cq>%6VaZIK2=0_VU(N!6nwd z)si*l{}fF*4x7ZTTLy0ZR^+{njg;(8yY-5j8=5>Hy15l4r=i=lbd9h9=L%oLHW^qU1ov zU%Ms6X zHlfKASCrV(8(-bLLi~?c2BHidy4Lge=SJN^V=y_SS(xM2Vzv%!%blhq+Og8B<@%t~ zl718L>&`qtzwZW4$J@)fu*1cii~Kq&Fo5=gpxx zSA0HoR{!zGk4F0$Z=qXoALYVx=62R^SyPf@Z;s#jM&4T&-3B>aAmo^*+U*7&%}#cf zOr4Hx5Ir)vym7Wk&<0k2!bNIzUMlNs>zc#0~GiF$kzfwQxXlt?=19DzflP^x|&C}^@8`#99TZ^~}FPvf90>0mVY8cTX zjCyEtDH#_3%YdLeO-V!FLNvYL0!uO5@W8$E;*xS_2FPxSgCfTs$QyehdWF}kF5%kc zZb8Gx?o+qZk9Kuul)RsESwvi8(m&JN!m;)^Vywv@xA&pb3JotzYg_Jp5tv^=DTLY) z=_x8Tt9}8`d!q#%JKe2agGv@+PIN`rEx9Ye^c%)q}%-EBba{G2_x@`|wog7a0;JYfgW6mn!-r!`L+k%D! zEw|r(-v02Sg;j%wvep1EHQXD9ERP*WCQ)+Nnw<4u~S#(+-iZ)b}d@L{D9PQCMq zTi!I=o(?8%pi(b%1X2NCAH$gRa&BLE>0rqQ-M)W%tmw8Zq98#`UrU)lb%RA$Fa@~W z6_zZz5Zu9)OTX=vKFk4e zJ4|0s%eHTaYvab97F;^~!c~NwJ(w{glb*Pht`YYJN7~Qf`{SpdL0qy@5}B`z%Yx*S%iAhc_qu``vGSsn{5@I1;^06?V?*6 z&6tGkA0N%4doCLFtlQ7OZo~VH3{$597YJy&N!KN1J|EdGx)q`ZZrD25Kt=M_9@^L$ z3c=}UFpR(FLAMvTI63+q*6!7HGXLneLAScGXl!finAYA`!}M5wRC$0hR0PePQphg% z(LpnSHYIl)3SgB#FNBi^2{z(T@~u^jcDq``ib{OCozi)8ySU@qlEpF0l&fxwt{YN3 zx_QOPRmnZ1O}Yv7%USiN<&EL|au(i0@e59gvbGMvcTxE+Z@!|Nw~Gq=#sF%3Ym1cZ zPI5O!p>^9?cjw@|Ee|`Rr0`V4s*(j}Y_kK?&2K2HWrMdYOx%8X`sT@7xIwDSdP6GL zHUEMfx7^`%LY-~%MREJ)Cj&^{D!=w_SP56N{HH%wa(}|604K$Lhyt$SoI&mN7`pKT zhe|wK@}n9 zAo~TEZvNhl#@4rxZqCAC{|xxS5{j0Tm+9-!c2GW4-4_3x!IrnJ(^q+t7mSe|UV2td>&AwIu$j;GP4BzK6(7TxmpLCNmW zb?d7E;e4pPIkA#c)s?(>O9kV<2q-UwAN%i`CmCs0$#UE75dq`P8ULC|OV5~m`WpU_ zDp~<*)lFAZvTuRt_As zW0JX^T=Y=Mjb}?f*Q?T@G0e^yh@SKI?Zm9C}XPW|B?2xxV zh;M-s_4!#0hF&nIjO*bvnK!S|?GU{H^@c((JyQ8@aEMR|gyIHu7^|7T)=t>c9bf+K z@yDM5C5q4q@G{^7euR_n>U3lN1QQ5;((il2l{myVx2B|z88G~?J9Q;rPjZpB?i!AR z%qU^?x%P}n)+TO|=;m()aO8ps6%0cuEq~X0`}FB|zvoYTW@~GBmTw}Mmb|l#n+dnx z1RC9bKHolmZK;@Rv8>hY_jsq$ao!$YPR_Q2e9Wv?0OlHB#o=q1b`kD6(CCxqRl%ZY zY}U4cWamPBzx@$dbX6FVuVkBl4tz&rY4FV^F9Ugdrs5K>J~?6qh+9{30_W{zyM1y7 zaJ?Lq@m|IY%46FwCL<&uZ{FPTTR5k@@}?W5R#Fsso2|2*BS?v0*1Mpa;FUM#yc@o& zN*2NiLoH(b5%6vH;mK_snEb*bKI=)#CYOHw)?xM43r!ZMKJ;Uvlqfg5q@iGS(pZ|V znPjQ7tb>!cpT6CD7b8(+8vzs@r9t5k>>TFmmokIwQDc*Rdzm@iY8|?d$P0H~NkkS; zu_X__K`{|6bn{2+XfovctJ{s&MrO=Hn_pnS8$K3Sh4R(4Y@a^edshSM0xc-^aQkJk zJJSHz1X+M5V8{q2AtpK04jJ?Va00eZtV@mSxfs%ze*Eo~u0H zdwRmFUr>Ud7FbCUTsG(Z$m(KPv-ng6OCpR;f_pVm1CcduY_VTK;C}MyVrEaH0zfo-yXpEu06Eh)iXgZTs=f z^W6S?Ee|=fLKE)#b!YHd+xq9P+ebfia zRsP}b!8vl-q&K1DfMLm!Zi&-?X|mZ6csyprzFISpZuWRrAASKMDjS9}b*GFpP?Z=Nt|C;#A?yW5;eY)+i zB}Lc)(6#%oMc!WKN;juq@@w3S@b-9+48st%efxHtb)~|3IzrY#a8Q{@8_PkN5I7@G zD!vEX+O`zhOfyK)=&SL`pauW&Q#F;Vu&;#(ha>yGTC!tG33luR5AM2`a4(?hEPtFI zTn&nx9`l^HVUJ(skCJ<>PW`%-Zb>k# zZn^#b{f9Gi(j*a@#r{0#CF*uHn**b}%VzwU&n8?lQ+acZ~^E*g8CK#&_H68oc^j0a$hFt-6K3QYin|X=_re+c$6XR?xO>3;dZMDe3my zM00CZ*CJ`Sc?^r{oB#%x0KcuEXA*Dw%Q^Fh7xItRKAyu(+z#D@Xk^_Q5&Vx&w~y{^Xc-Pkz%-n<;ehk*5nRw5 z%9g0^YrunK_w%otIm(+i?l|@ZSe~RxIS{u)|2nMaFo$j3N6dZH&7TMK=7<|6vzwKT zyfIbg%N>c)Z_>mSeF)RL`lZ(^F;=Md~j%In9<77p%= z^n8%_=9H8iVA}E56F6^2_1rvLs*f^a54vqXI)nkq4vqR`te^}>lMD65n_9Bn`Xl<3 z=B)Q9&b#LvCM`k#o(Xw3+dn+M{V_jz19kgYwU)-e+c=pwbtG%jO#&R1ZM}oG_E5KF zz&7U5jU_VVMYCWTl=$Ka|I;>?UP&=-=I~f6y5o|_#Kxoqu{-t(fxgYKwq*J6I3g20 z`ncR2-FfrsNsi#Txks?ad4uWwH+=hN=P_l{Y|akomWE56wPpC_#vjV{U*Ek;WRTR} zMK{snx`~~;1W=-b>XO+F3UcIUQ0$P6W%I*vowwz&swLY_Q_mYrCSQS|XUvc3>2nV< zSO|rFSl~(~SV8ICi+=pakBtfGvle7$NePBy88p8rcl)o)nai77Qu2HM(d45G{*Jr| zXSv+IKOL!ls|k51V=@>m`5H!Q8bN>FnB=StPW|C|O}GEL^#hZ_-^7Zqmv_^xH6u0K_WPI%hMsV&|cq=G6*XrJ+@1O4dop&nFT-qkGGsg|>5r00U znJ?^p`(r+QbH!~yoF0IW?$&bB=m#&G3})RO-Aw7pyiHTLesMG9S1gbjX!>pe-EMDx zeS3GClhQongG?FdaOz;l_P<84^7CBy1`Zd7tQZA8-g!%IkC%B{o>tttw{q{}yZN*3 zTBpV_0H1DJd>|B_QmV>K$@g0vIq6=cG<71C&29nr9JHIwi5zk~c(b*89(;2ht3llW zVtm}z{T&CM4;0i)oWKX)o#>vF2zd1m=UeN^Wd5oYXnI}3nK@~1N%yy(oS`M=Zjf(0 zN{tMZAl-)e8q2V?`(rzg$&+tx`{y938b9S8oGqq@&Aj0{xAzlexXVMm^SDi-+l||I zqfh3LcLmLI5U9yh@a_BU58UZm*WECmZlarRq9dI>(Dqq2$VN$GQ3f+RV@V`5*U|>r&3#^>jWwF!s_Se1LpWVBO5LG@#)@oae11%1nX|T>6&l1-~(G8csNO64ts=`PM~C9x&D-~ZLafncff19 z48-mHF8KJG$>q(*pTEMT0E0dz-`E4`)_c5cO|@@$u0w0pS^M$%^^2kTIro zi>{k1Z=9#fNep&x2*wGutjpIJ_70nC1Ab|~UAMqFTiu4r4xh3R(4m`>hhy9J+mj=1 z=g2n5$K9-!er58n=Nmr6VdTy97x)#+XmvIC$cx^ykffh zn)wD3oGQ-6UUa+N9*%Bj@41c6yM-Zzj}8+g$gU^NRy6EH^Z54k_~SN6Q1X>b>ohmt z(R(Ahre$(I^mf|ld@EM^TyFx-X$H9cGVpDJm|$Q#9jtf1AC7I_fRb}$+aei9H$0Lq z-#%`-*cL48ZB7vhiy61uAGg2ioQYYa%!M17>@H7ko%Cw$Sy&Ht?UyZdd;WFB2{>mR z)WgtW<%ya^x5M|m-JGzibU1&qQFMC^N5#Dky9csHK&u%_-2VD>@6_Kc&15Z^)+VPA z9j_IV)?t#Y2+<6Fcf9Go*@CX?G$`Gq+u-eMJ5ry+tjPmq-nN0bo#!PV7nuy)o9@UR zgj=5)c<#%bJ&hk2oGTU)uETS_39qH$Fd<1h6mN z4zro#CD;jYrgR%Mi3@y7a>q(E@FN${T(iL&4EgQvANO7$caccomAYYUv*Xvb_LUZs z(>YgT?k68@`gWZSa5w7qz7AjvJqAhNFp6Gl@*riCekZ`wxqe<_(kNkm`{Sm2dU)Wf zHN(fEQR8^?#~=R4$yc0IS(%AkHfo$}?QEf25v&oTd=0j3QZFPL*s#ZQSaNXR~Vf?p`tBX&*IpvZM!&d{qw9V27Et_06 z#qC__HaIc~VVq>wHnhN)v*NC&6b3+B%1S)#{+KK z(r;I{+w{f>OO9DH#ix~pxYp!TZ0F5Sxjj9d@h3G{-5PA$b-NGNfI}n7(HMfaz~SWn zgx9ZkudKS6YCo=nZW#4sZPqL+zdP=Vbfg2GuPYt!rtYR}2;O02oX&ak=aal|U(S|q zFmzVQ^5)|YzntV{Fx^@TCPm9vB=h9$@#j|mj?(w)-qWVqs*|e~-7wy>Z|B=}HNd$` zrf%;>teKifw*yX_Twaj44fWl^3a97S-EDN9H-!UTS@8YFh*zP_TK~e`W1^w71$o-( zx~Ue|tx`Nbq3Ec&w!4_8a6S6wc5#o&JaaycEUxnwmu|1_s5?_n@^bNXd)@x>h9*DX z?0nXR`=Ou#0-rmG^0O6WLXpV~nVSTeo-X0%+*yP*m zPS*{DQf;2wUMt7V4WrGT{J4?^Z+AqAwk5|rbYhzOP|llgN}hAd&0@fQx3HyD-{s%3 zUb=Y}tAG027XFrBs`&Qf@u%h6OY;eRnl=d_`TkpM__j4b`Ed;aleb%UZvQyzi%;Bl z>spgvqFutE5#Y?lZP3PwV65b?|NK`9)h7~ z^De^E&s!1$yt-eN+c}&rcu*bbGuGz0CwtqH_Eok!aF-u2*?Psv7w;PE8Sx;0h)&=}{tXc!0YvPF6SlS}3 zL7mA|^6^%_U3`PLyBFYYYz3p3I^0J@FPrp-0iok@?si9?F}Vx|Z~c1y&wpfpgazD< z*dp9Gnl#EE-5JZawB-BkeeM3fiuTbzz<8@I>AxwM7@f2h<@GgqFZU3)u^mkvzxH#C z%eP#5YWkbcyG6#oV(WBmz!2~ z11?(QlHs5RnEsKrXS|;;d18=o;w0mHtNGNGh+gI`#?|weaATZgdG>VMdGVSt$&YQG z{WXMc6+JM?7A{t7aEH4l3L511?%a~6|DXEOk>eK4jT=0ij}CmF>EkzD6_l4cQNgV! zxgQypTuiUx^2;Xw-~R6-$N`*t%B`^Lb{v|PQE+c>c_!PcLPF83)66{FqbQnbH<3A` zOVE4!@#&M>8}Q@L*58LQkrrFB5eVIf80`%?&(GSRe7Q)%E!BNJqGbFLl`-fxXi;i! zoaEhakGuf7?J_3erV*3;*uI(lhR~C)OB|O9WWdctwiI=_f~T#7pTE92^7ix7mu*Lw zjJ1VN!p`x%A{$)|a7N%>E{|?+kIqcv@vmP@-miW05HU8n+y;FB7tyZ)UBl!Su-rD; z_WG9QxYDp!-5d*_%SKI!Xd06)-Cnlee*XCG^#-(NRG_WbQ5&zk)3Tk&xAq3OUmrK9 za2FukkbbFgxExEsG z?yOb3ReQ$H?;9*Moi}A^C)-_}IlsB)M z+emtoMiE}Y`c?6#eaqj@0=-THzL zP>)N1G>DWmi;A@mrUE&7Gq7ULt-IQD; zt3JAkTHONWYA!wuLx zCTPS-p1xgD2e)_n*Phd6ytbAl)n=+>qFpS_9kE{Yu9Yd{Avid}SGSgasU!=2gyTuo zm-YLPzkfQt0pH%g)%g{!TCCEfE#?nV#BI?vz@!y_n3Pgkjhj9M!AmH5*tXk$^4p)^ zZh!prss}2%H5C?J#+G2Eh&3An+6O9h07I2$#kZS>`@OYgZ{KlG?+r%*`O`^WE{Ses z@#E6?Y}OoVjteknm}QC~J@x4w(9OLrJvaXrFIt9h`4r($j`6zr=kFY=m2bZ_`PQ;R z#|A5*Mctx}qJf()g9Yxx1S`*|PsbOx-%s+&JZtiPy!W|Q(gDk@x6tkGRHEw# zOCCnGnFehDm%}!I};JKf?Q!G2`1biW4)mgQ6w0GzzDRo-U~l7C)}xZt6Xj0 zKR5XHzI|(%t%^Jihm^GWj}f2^%I%O?3C`>~3%+f=kl?92HzQFG57T5e=-)ZPOJ`EMz*0Ft#geS=IF_LjKgQoyFv)$oc|WnrHZKrZ>>B@kyZt@9 z*3g)MSS2IGAr2S6xd~@*w%)SNfp4#Gk9TJxZecE9DD}hsZS*M4u1F4+Hz;PW1<|%9 zz4n2dT>5X!U%Vb=5GEmxbOXf(CIWz|z`AP|=QBTn=7$l}T>sWr--y7OuRs3#vvF?= zT{NiaCJ%CPIo7;=xq!$dxQn<=LCHy9Qy_1{UQOesdxoWw0QweOS&#NsT)Ju><*K$; z{P__~1OQ`8TDnPC_0er%jy{*be9ksoOGEq8`&(+}euX!-$H(ut4b#2R{#HA32cnx{ z^!Da$hs1qs|9yJC@vW~XpVet|fy;-GZ@sU_v~Rzkdr*?UzG4|5woWsE6$Ls59`L^7C@uMWC=yU7w-ZbBK3!EL8{O+;s3IW0y|~wHvn}@-*>>8q&EJBURYscns_*|TGtnWxp`uKmX^VMjBv?QIJ? z(*&?e3R<_%hw8@6kq;%W!^`VJl9!{4TzxAyEmqmi?aS-dU-YKUJ7-G)KaxQQruzUL zX2Z3&*OQVB=U_kF-`@Mj`s*3gOt;C~?cG&sUth$BUnY!aX<=3 z$d)Fj{dB`HAp|`#+PYh}T>4#4l_*uOS$wa?yxum7y0&l9IYvu;TdzMn;OeOU6T=L_ z%~t<&!%ye9X;0!!HO}?l7;c7qPi@LuJ{5FhAo<&1YtGwMl>YG6r$+a;_k8kJNzrE})d$7jj zhZ#)zy6rq4W%$qr9YiMk51ee6iQ45`x7~(!JdMhnU`y$~{djzAR#E=*_ZR&RUJSPS zGy2G0t2c8Zjp?~1F(D4o`phY3i{f{5bn&rozPc~|Tc;9~e_2sqvSoU2wbs!{Z zdH~gZ(O#qW*&f@@^4;%W&gP^pA8tEvcdMR?5iiSSsBLFFn*<9cy9!B+>f!(Y`{(mk zyKFrlJXAt4^mi+Lmb^KT48(*}&r{dmGcl^~pYHFQbi02<17Cj{=vO~|+kVF-8Ko^L z`5E#pQE~Hu*p-j?qR@1^PQ8%>hteb9%w&Uk;K$NL5LHysF zKmPlyefr*+_9fkV=S#ZkhE-fH-6pKa*2bh4=P+}af=Ef>(3vcp&Bc9t|M^qjL|(S# zYmw);5DJGz>>0yhi~)ejJRr}$DD_~Bv{pmy?(XXujRjlWeD3Dkg9%gmR6GB1uZTo7lP2~_0ls_`G`Vh1%A>EwkW=xEy8>oE4e9!sm`{U0Rb^GLn zPriQApG>tBMVzHE36QDr^2W?94D3|U?eIfgK2{= zcF`Z_aeu;tFcnf_>I=Gn;TQ(0MOF@vL1D@hyVUK zO=gfc#x!hu`S$quvo`Z_gWVKkQeT)!AKVyb^HFqzn=hXq%=o&;$_%^TrD%>P^d(lp zEy>~?=jEIFI+Aa97(>|^ZipG}&9g~ocE{BlXU&M=#{rs$hojJkbEnGOF$`4-pM7rmknw}U;O`@6?zY>V@;79TF-Zx7?`$=k;-JM=Ay zNw-uj;sVCKx)DDuV$rSnG|PT_vfhpksWvah8R6h6tH*cS{Avykd zK79TXuj@`kJkBcyTQ#06geyN+O7C=yh7&JUreFupC1z_^h1l_TB-Y-_muo!>2DW+^El^?a2q# z-69{=cT2O#bc0cKdn1f8h;kcD(!8~K2G?Wlh`AFD0LhDULcJ^w^n1) zSXMzBR8!obqT7@M0{LdbeNyG4-?diXVeNSEhGG8^xvKlSyRTn=cgJqA#oqB&h*#)Y z476vadtr=T->KhUI}8>PwJ=VkS!BA6i%gDqFKLX3F{GV0Q=Em?!8e>`QO*3E*jzfz zm`pP@;Wwp&ULmfqx$jP6w@TaHoid3Z+`eq)-kNC^%ovpn|I3*94>$kEidg&}*CN62 z0s4Dje*iFlslUKh+SkNC0sfog{}yI{9_I|pCa|hZ|AS$0{J$wM0Q+4`$6!qiH$Q<7 zPVw3G*KXcMdZhQ-d&7s?`UUe+%}dgzq&BJ;zH)rQICK&JfWOte4g9g;sA`1Db9O{|?2^+Uv&6-@$I6Fb^)C4u1eg!`eOj~f4q_}~b*^hN$-XfUC^6ib$x1Vi>E_ZYwdB;KP4p&j)n5)&Cl6qGf!v!jJB`+nmvg4 zcI|uP%w9@vF1DGc&h5F-AF3K6q_BN>7!%0*mxg{lO5XxBq}I?h&r>CYQsyfN{rxmc z^%r=m^4xq$|45pdho$B(`X|y9{~+yOEmHkIWge;QkKj}4uj9k=e3Rps@t3a@{z#5L zsK2TI(cjMSw zr7V7plJ*+ov*9l&p9BAf-w@oq3VarhU)Ep3bE03KP#b)$`UUG}!zU2tS@6&L!kV{% z7m4HV&hT&ecJY}uc**tWrc(V^p|6J2KWAP%ey~ave^Tbfm`7yAzoe>wA1gkwG`~jX z_GIW^fiI(aF8ti`{J#&MG`?wD{`UUy{?YvZ$B+9@pT6UX$usfZD;fT#48NG==4r~a7XHD0zZIM6OycQO=8WM%HZKaF z(j4baKi}Zy^WD8RCI_06emz$3xGaNDR-|z+BLTad$tDBjo2SBGWe!DZ zPNl$8rw^Y#x0(VH$%cgl+;Tw}w&C%z$BpCP%(1dxM0#z^H#mOP983ND`j0XbhNp%c zT-XO?h8tX3wyEL}i{iKnbA|13UYR4SAD7~t%)BloR+b6%?>7X?L{@Skvvkv!OQhB9 zQQCJ~5GvC@oSOgPwX|Q)@UQmdXXc;Oz6|^IOvvh!&x&s-!wCD7h7y_iuB=#D9&i0S z{{HW$Pxrr&b)Rm(|1kgk@#9DSM{2*Hsq(|kkwIy}n$-Nw+@f=bPCkPw8m0NZNX?x% zHNVIFF7Hfghyng3Xq&6GMZ2AAc(uRSQ=mUunXXcf_Z9OMyn9LW5!-88-i?b-Qe?&F zX}+9Qhe_INuir;zZj z^mmmko`M@QM}J)u4=c10Ux6qT)DYg@0Z@FEp*lWgiVrpdWq(GP#~8gdw+3lt)kv$< zmswg;8ZMe&W295s8wWlWeun0W(^|5u#wzpq;-9!Ih05H9%0F>cim;Le-?g=1z9x-` zOLO0_caF5Mh5qy3KR*5V`QzvP&mX^jeEX^Y{YQC6wI8gxliH6swf__+}@b&&lsc1=a2IjpIVvw4Ra4E?;ZBJs#jvpq1vm9K#=%0*$T%?8OfLK_Fjf_mmN)>f zEp+RUm1Z?s)7FW@uU8g0n%L+Kpsg*kzl^QU%oA?RjPZ^Z#cyVd;-O%?QGB#Wh>tcRm;Z8C8i=p&=@fU${!|^4i8}oejJu&O^*&pNfW4^&vYul%%@9!E< zc7VdoD=++X{3utNr-lE;q55k54E77G`eN}dE&JXVoNo)~%jnHXbHfw(pj>e3 z7E4_B)5w7G^`uLtz3vHl(R|YH0zM>53HY-T-2=9ke*LO6 z*SfZVfEpKvZha1x#L5JS{IB{iFE=K!GmLPLoy|lbR8)4vrrW6J8*^h5QC?{>>Q?&F z`qgQ#W0g&~i;Iavi1?uD9=?71Txc4qn0oxIzJC3zf&cmP`3tt1YOZxoozeb(1gb}|vy5q-_i_b9kGTEQ zIW4nw4aIcC9+n29O5ny+6vU}zJ>A%YL`=$#Pd$3WcxqOE7>a45`L%GFnGJ~ycyy{_ zoF0hunFzIU*|vSEsuu2hlJ~!NuJMYjZgK8UQ;o?nH~cs@#|cMh9rHJf5pD9etY8YS zxrlPJj&)(gMlJ%rz1J;^rWpINWe)Vi{pap}B8b~Fv&!S10vJW#F=j+^mh*Vd6Q)V% z@Zcgpr_Tg7uJ4BPlApZkFKGM&wI1H!BV{&J3I5AhX>QS{_wE7eJ}3Rwbe;OC1d6y z0w*2~H5#&v9p(3^bbVIu+hyCb;M=>Mh3y;5aC7tahLr&ipViyjE)PRQJ$A9x4Mv$4 ziYRo5Q}zUNV<9#_;HW;uwzbPBG}8H=92~&Vc#L6>v!FB zqeMXDt1q%?IRG47M4!dwp{gnwvL*)Th8o>*n`RP%S_{g`T&}u7GGrX1piek1+opC4 z>${}L=)<@?x)t|GF0xI3N^khga>4*;ZJS6Lk)|nyi7!{(1P-g~HEbk(!ZD#H`@#Ze z6a7V3@Z#uZXO$#qNv3_>qrfRL8S~mtE;xeK2B$32CA?5|GbKU2>p39y{vE>9n>1GmY{rdtgHSflbepL_Kg)Z`J4MexggG~e!`Rl$^4xDpA`L5F`k9(WI;l1pj zY|c0OGt24tUZ%PgTY7q1yDu{lfXQTbRCbHQ{=OBCvrJM_w+lRqY*CM3?P;)qi=-O} zT!e5;Z98!B4diG?0)9h5?_^0sQfWw~ZW-R0>*5o9a;)kvr z29k17^sWyi|2d zL}54e)s>uJRtaPKlH3M^CM*beY5D2M~VCF3(=~)f@Ck!@z>IJYpH)gdt{tM(W=1@aAVUgf8yO0a9k_QXn@?0^y zBrM5^ZkOu2l@rl=gk-fo`U}*$8^dE%<0t7%?0;Zf6HXqgx-`iov+?7EY9=obcrHX% z~3vd3~T|m?}UoDE>hjrCJ|5sy?gAo(@cMg z5)b8Stbv#8kzR)b6)7kBS`_q^No_vMWGfgmJn=9b!eI!m8vV=98RcNx*q;fCeEBQq~)-aKSolf)%&So->k+ zG$x~*IN+zD8`iT-kJ21spMu#wT8=}5^aON+SO*VlZ=w?etD_FG2sU2a%cQv#6n>VB zX-p=oCdm*On8p+b=n=sDTr zV&jpLPq8i_O!;&t&+vjQeyGG0Bb0PYE}3o%#`R%JAsgtUYc=$lVqf&d`0{uiGaB2jYv1-;GVSiQ*v$U zGJX)cRWDAPepzo`cO>1S+zS&+H`sSJ>!iHIWJ^{Zpx0Vh9xvjk+ay~d@(!eAznrRe z0UIVyvM)7&E16}|olSZGx?xXPUzm4XvM3|m za$%BAMXs8K{est0sVuw;?;S8mvP?UbdG3tCNMjY8I~Eo|@3kE1yK(tf47%X~WBVIt z(}v$o6X@h1lMP_u1bmWoFaI6Hq`X%W*(2SL9GVuXriJ$u`>vVP7g%Mvrdu5!iCDlh zF0{|b{dANwhhteI1hGUm<<%sU^156dBnNF&zP#z~X-tY~1)+r|Myuu8E9}gbSZP`) zPvFF!)JU{o;&_A9F@~af1|#3@INvSODhzwO*{=uz2|MM*Olo=qo*isTR^`I(WlRE0 zte3I&O}s^adwJyCY$wSxuT_6vxd z9#eAcVtv42B~@@?uVfIc`BZusiIvex6ZbhH3`^R$J{_)C&egtjYcX15wHA(5w{aII zl4A{OpZGJZG+Xm*+EYxKWXmNSu5iA}OhCTJK^2p0A5HX2NEJ`s_A{=H;gUO_?IDUL zqYbPcdG}T)=`Y>SRRHbfr0K*@VM{^_81@w)9-_5Y3YYYvnKcHDTMM; zIL5?5b`Y*kf9D1G2XkDuAk9)i_KHU~XUDOYcHk&>6l!-%h zVrbtj7Tv~q85c>ny>Mu@!N^}A#L++WkZ)Y9I%qSpRpfGjgBX({mhZ;LeSBl@MMSrr!!f#VAi`;ay*AJlf%5UM z19(fRg2*BdnGlCjw{@(~dlVx;5JgUVIQGbhlm_6Q9ZgoF#s?3iNb|5HImz>ljOuKa z#$?oRl{itTBsuC%`Rm8{)dhP*0(d#yFvj^FT@H)IQMn3kFG6K1ZtsM!OPu0{xT3`% zMpjKElIRxImXxCp?NqZyn{q`tf0UCrI+c)UBUGh+vJjFLXPSf&?Z1_Y+%g%raWz_& zaim<4y2Yg%8~u4r%^!-YR$xlzzTxhTmPoE&0#^3~hAGYw$RcifDJHr{?#mOWp&J}( z)x_+GX3xfEtc#IMY!c_98k#w!43wwgjbXwTJN**cYe`kao4EB3MdWm8Eb@+Z#stwV z&gaJ${bM~NSR>W16AGpaB&3ba#N%5fwDTt0Yb|3=t24baDz?uP&37BAZj$I0Cq`nX z{EUytPjsHa?YB`}-~7j@6No0=Cd?>rWacU}QXbpqVJD&6BH0jC;k^4%iQ4a0F_%}#SLVPS@!@6{g_m2UAyO(e}+`Z;~< zBRyVD>K4n2&%^|qC!!AQId(T@ayrSP-Nj*b#%vo+H$hcgv5r`tPdFDb={A1D@6KANttz3DqdaquXXeQAu25 zeh;xs;wjQ;mie4S-A3l!fNGSZU3oQO4szt0)jeE6*hD)CBA<)RG?qR<>K5&g$?>JR zAY=DFAMNCHgRA)zzK@+wOzIZxM)%kFUhde<~Xu9$v`;=XPL7-`GZybjdJiw2CS632DJ3putFK4P+KvDmY%bKjG| zlt!xP_Pz6%P>pgNVKKxRJ8CJex(Rhcw@LqUv?S^7z1w1^8s#V`^3@~HTe6Ai=&Vi| z6GXa6igWk6_;d}Txo)HB7S)&(sXFNuAireDRXX?E!A0B;%FQ<;3w>h_jZaj>rcT0v zj&pL}Hv=Iq!XMz}U2EKowut*(l2m4NoX_8wJmSbH*l|>Voz!=$>wS58-eI@NTk?b;y3Gr)-buIhDNk{A z7S&mY6sBubLcZI~u;UXywYt?D6K8F7O(zYF`JA1)bqj|+MW?Ltc1F~Svo4vK-ZMya zo1gR6`H71Y*OkAWUAUo&K6?BU;%y3GzdB9mPO?#Jn{cFkOM zog-C%@@{i8CcEQm=##XOQ9tA;r^GRH&pHz@{iRW4a&}0%d^hylT75Szk2C7rX$D(e z=b8sj>NY!LlJB6~Lbj^Tk?6)8C+8|B1CZ}FKXsFxW@dXFKwCiU7{y1hs?}|uCGY2K z$rIgX=e%`BA$YrAl8D_S7vkw|O*ej>iyj~&y3LJlooORH;VsKh(fV|)Nmw7q&=Y^v z6i=^m6h|Uyde+?N)){7mMQiR2Hxq$#`k6dXV!-9}bxyvaM8N#$*5!wppk#}>p`OsBaV$^);@k$?MYO+Ev_?E!fCVa?9f@o#TM1B zZ--AdfKlb+z_jTc#MDb%-|aew1XEyghR)lLqfk_FIRR@+w@P`;2KB>iiF3oBS87aB zB4Bn%_zvH#pqrzBR_JQFiN)dw^YN~;B>>2noS!k-K^Aa~Ng--2WY+5_AB_hF4t{FX zRW@QmO6o?&WZ}B8+DEHfZeUfIL98U}VnBfDIvbF2}q3aJy3R`m( zF|Bl^kx5dw`Jv-8w?wnIUtZ}HEAGdo!)N|m#t==sex-P(tV^fB?s5C9PkPLFgfSWPniL+K)sP<+PSPjyxD_zb>`?QH} zu2)w6yNX_xKU^A<=D#J~Ky4NRN3epxgT$TFB=YvrtbEW+I}q2YZYlY0M7KKXQPQoh zV=gSuDnTot_V5;5DrVPb0Lqc9({+hz-yRKW(12vf{~}|Oa2>Ido$6-Qt2!5wdFp1p zwjy1i{WHl5MFX|gCS|2bLaasGC}b|>kQ_PWSL(ab0(+vH>z&!}RmDb?%yI5Kwoo?^ zns8;I#EOBe{W2|Wkgr>eL?wr`6C_tUWk8U+&5v&Fx7ft~+o&6>VvpQ6gFJOhI2TD; zD&1cosv=`BbZe%nwHm?@|0TK7Y9~egrSpS=9lo2@xGEU3E{(}`!77J@LPAy*H!AJ9 zRl;Q^yrs>I1J`uR2DoKOcAa$Nica6`u&b=Znv|@ZmQY71i|P_XAyIzQiF^po*OhCM zr1+JlMTlAPe1QKV^6ONAgnT!mo2zcNP+3-)wZNDxLn+plM7ovtYoR!+Zr&!x-62tO zz>&LJ-%Zfzn;qK2(e@;88|Vj@UDiBwj7j@d{WGq*rKCxaWQb&ED+o=uv?^{CTIWi2OYBdLjCUle;-|XOMQFeo9lzPB zTkAcx2<{txts(T?%3?130$2x6lLOLfZH>rzb@R3hY+z(1R+?20xK_H+l7JbaeQvqs z5EQSdboq;B&=YhgOC|5K@(Xc&_q ziuj4`GgW2M+9cWRV7F?#8y^+%Fu%dH?SR`8$FC}OPIQ~2y0wKSi+*hz=`YSjebmcg zB_N6zr4319Es14YR?$tA*59~HfO+0T>8EgKD8qFXV(>MczWK#U+N?=ds~ayvC6ak$ z(6Yyc1S>k$JrhMzz?3Rmy8Y(1;fydQ%`a1$YVL*|ab4wHR5Uq9y6rH~!2ZL7#W#i5 z!I-5Rh;qt;Q6f>y;=-(4Qf0oYo`69E@d{~7Gv>H%BE2s2OAy^=h#etAVWS{Lx|;>z z6#!c`SvqxG2?d}fj~BM3=4DNgf;Yp)PZlm;nn~frLpRrTK1tnX87t|IM`N`Xa?J!D zWm6CV#jDC6f#!x%k{86{V(mI?q6nI>HmkMc&M&eot7kBzSJoQv8`UV!k#0MTNp9QH z!c8}I=bK!t>wzOmf)X4=(YdX;=RUUyO$O_!I@jmePE}at)u56jzqUznG#hA+NV>y) z80OdJpdp33ExQU|Xt&Lo0f3Vx^<&BbK|J-Cj75-P)&aVHccG9;TF%T9>gt9mUtC!U zwJ=19m2`h^ZPg8eYh9lc#(`CTNw{DPs#v17Io;0(tBxCm6kWf&XxM=)%QNg%)t2Pd z)jVAs-Kgp;#;3j`-p7sp7`KhF{_8Hd?FV-0=!4$Xl{uWX*Ezh$noLmm#vX1YH zLOW4R^6rzY*?>nvp9^oyLFa85xRjj?(%c>H4hWTTrLfSFYqq6VIZ(gru63q&hm;Z* z2d3MC8=57|=S8;_#75GhdsvC$X*uhh^Bo)}x*g5-T@zOh8!IWI9l-pNzws-dCgD=lDdQ@;c0li?Wav*^+VSwktGQ3<>g8DBgVz=6vBV zYfAu?c*atCcI=#Ds#T2xc|mleNXf~J8k({Z=?Gtrl>mw?np3gp?dwz!~F z7S)tQG-^iPxhN)l3UxbaAsf&w_GCs4`EGGAF64C515YJfr*ngeZn3QRQ8vXXy(ga2 zXCCcZj_hP2!y=YLH0DB{G&Ts->=y4@j@)zsbjcz)%_FY+Y0EljlXyhBjl6FX-C`Z$ zF%06T=0c*nbU5spc>5%E3{O)bP(WzN~>)r!692MWCt zyL5C&{@e-FD5BfGbR$RjL{9VYlMAecZk#(6LAav9mp7iKwopv%%JmEh!PGYfkTjBO zU%FAO;h5d!uuiU-@nzq#|2r-;bT>b`p$;mFOQWtiF1qp8kVlUjZue;VDn_mV|=9vMhRyl8WX^>;+v21N! zIx+PMy5PV3$ru;QhELPMVuEQ;}%A7%F5+pz`P?~MN8-^Lpm8s z;RBnV7bF8de6SX*5Sru}9hQBaH>xW+bGm5{t8lVZ$uJWaNy>R%*2HvzUbeyugjsZM zK47hVkYv-Gw{%@{n&`Iw$4S-GD6N%= zR%ILAhP()4jhbvZ(QSX1ovg_d(QWX3j+bJ2 zfpk4o-MnH-eL}QQ8qN{j_Et9<0e_++Eq)D zZwhr=Wo4AahAq{Av>7)W(f#5`E@hFtqn3dEVmyC`iYDuSYA<;Aj3`Js|R zc|^J?Y)@g+WLgnzh(!&kWP!X%H{i;eKnc+;g7Ze#;3OElC_t8pw92ZqdR8XVjO0}{ z$|B9|ObjkEu-_I|2L}|6S#e84FRy%RqTBw~rrtv@1hiQj<$4 z4qUG6k3m{A13*7pFecLdLrG5Rwl`>_(0SkIlBzUB6r?I-s;p2j)m&xT95`1@ds~9@ zGQe263j^kVt#?+e^Ni?5v672bH#P9*3TC12B^HZnvT^x%^8uC#9gsLC2&A?r)39o5 z-#u3pDv5EErOexj_%=}9RH0oMa5M+L$WB)+ZumTJZLhwSls_wPgsN`6)Rs7K!kW5Lj8Agp{#77T`ypAY0S=x7g zGI{G|MN;M5j1$MIKJa>!9V<32R;e~kz@f|-!ys}x;@o3fuQ{2R$Do_)^PcR7gEV9I zZ&h~OIsInhE7ZZr!Ttdd-A=$aHqEaf?2V+awxlp7SmuF8>!0+BQbe5%828bS@-*r5it?GaTu17IJJz)q z+SBSj$yVJ2ONzk>mDS<7W5JSPQu2LliU$I`w7XDpAy2f`2Lo9er@VRdw4lIr>nV<-fJE|QvU3z4Sdod%wzTHI7d z{@?ifV7JyB|K>%v%UE>tRz&#X#$8h~$+RCg)}9op;tbL(qYFJ2-4?;|wmYzp`-4PoM@uW+%n-F@AbIppXXflDZMf&#&Z=CtZPy zP_8>_hM_y_ACk%%O>(*;M+4Q2U;GDX*V1}a3i3O}CNbW0)H~_s%+N@wvLxQ!k?3~m z?wf4hHbDe`Wme=G!O6~YBayW*kFfX6kuK%M6Au3+r8hCg*Rj$O~M;ImV=>-DW7=oO3}t!bsf+KHU_K!LHkf6VCvwrirT14eQ)j<~Vgp z_7`2?Xr@11gDXJ7B~GG|70Y}@Dw>F)u{#zzefRnYA*WJ^XmlfWy9y)47C2UEfnZ8d zH5t3nyr1;PL3m1ZBj1hCa@Uk)lK}Td?Ut3X&?u4RY3~7mj1q68ZiIFpuAq?@E8(Tj z)(GkkS&>3jlSDT{D?}B9bgfBVw$L}j9{mlEK*l72&`!6KKAvh-9$Is~UjO|Ts0D{W z*v$>@#{BC6F%t|!q8owGfmJ~>Z|Z9ue^e7HvWRX3LOYVQblzNnssbmg@v|pM-3WwE za#%hwHwIEqSxB-q(TzZerEX>6q*tC-t%86l#w2y%5D4uko3GvW?mCt~L8=l(lXwY) z4!RXu;_ZK{rEa`sn9v|)0-*!H70z4YZhI3Y$v})wyd|{X znLy}bM=_|*n^#gx-Eg{<59c(Bi$Lh1n^z54J8~i)_&h>!4)za3Hv*x9CPhn)pXaXP z|EqyhS`(EkWr!wHMpuaR9qG91#{vEdI=$r#54rfI(69V=ZJ(Ty;7 zx|KraP5mh?OvpoZYad&m*!7FrgG;kaWulF7)S65nx|LaJx2&WZ71W&g?~0&9w}PJ_ z(p+VlaZ-s;%xGvLVfLt|uzFQovgF{vLCT4!tjbiVJXb2qm2flXen%aFFjKm*7CIDF zT#z>69=x@xE2*OYLV@<-QuF_fkd;vhByI#kwf@kZ*vkqHOI4%2v|XgCspp_FV>c?1 zONEejrXI}$Cd?86e=7Y-YWV@c%4GfTyjhTywDP7RA-Ap|=tpyv=4qa(OmV?Ei5p># z2zE_X!+#tep*bjoP+8Wr9HBLwUzwzdQ&YmVzU3wpr!|h$jWA2PB`#r-dgifHF9IOY z_sZl@Nvi1PC%J*+^JHlz7+rY6909V9U$_hJy`o7jGO0FdJ(g~~(R~9I{<+Ya6@45Lh)3k z^#;@Zsy=KfvrPjK2n3fL5(9>rQtlW@*y|b5D20?-O9_M)|4pe?7LgqZ&fiirgo{9E z;~NMiB9a5rjlj$SU0DL5ogz{FLB(ZC^OFgLV<3@gROWy{Anc=WG_0IJI2LF&0)apv z9Mg*@5C}UvG9>kD5N2(e$9AmMjv76#h;D>ATX&JqzgV?2=2yQ=QGXO+&PXDAQ+b}I zo%O5<6$26G?P`3US zAXij+N0>E4T)ipwKqOh)wiKW&0Ab#?WUK2o-JdJhuC&Tqk}WdR8Drd!i>6KUDrB=WIx1QmT( zE!+}BH^Qu4H@ChW%o?tFx5`v5d77)LcNbJPQr>F1EmYp18%?+-%o)tJB~{MTELHU;2Tiv; zA7%e(N#nH(xNb-((Ty-?*Uc3#k;*jB-D*dW*~sC!q7J=?Y`x1-BoJn2OS)ONL}i+8 zo&w=lq)tuz5G0Vi+ zyCNFhHr(t`&(byVjW9p76zKbfAGrO5x0{n(u6sx*nu#|KjA0s`Ewq#4BF!fAF zp_vA0*47ltTbpUzSik7#B?U!|0fafaZdz?Zb@L?2{4G&=Yx5fKVQ^=GGpABz!VFzE zDL4<}7Kx{LiTSR`Q{Kj`Ho7@a2VDb8K#cD+AP_E{Zc0in{CElYwIEi9R#^*k+SN_D ziMK8vP0+{^!u;r_#f@_z-Hi)=AwO7NK$_-FJz}lGwH`pXBqh2L<_RTKQ_m{)YzpS& z1MNSjlmt2lCIdNdgqZ^PntO(x%d4t6TMR6obZfLaNd?qrN|-I&QV^eRH81$U=)IG8 z1EGj+1VVWFrP~GIsT;2tlcs|x;?{+Ar?W@)84w6pDsO&hvKA}I2FaT%j;l_8kLX62 zF&r<;H}sq-A_XCfix%R5$)Mh;DTz0Ia(4oxhDhm^IzN3;3&Ahj>0tC+%Y3 zwx&9fGP>l1IXiE)W9DT7R-3UTskQ_Zb^k4zD5$@bFmt+94B(sguMg}}6Q!ILKc6%n z#WTtS5N3^}mM%|w9Mf`O)nu|NtjQt|&>Wqd65R+hci!rnk;F9`dF6URb3{=4RAgb7 zF(#><$|ZtW2@^Tll7yMltqwtYMauOwgyt*+5bd)jZJ%2?v^?=123)8W#U%+dr&}E$ z@urO@L7>sYTDCJ6`@?ye6;Hf&gH#C`>q?kC>Y5QRD^^cKXc;ilv0_6grR1utm~=-7 zafK^(h;4+q!{Jyf-Lx<@Y0^#{;5aO~t*%TKp7~e)WlT6xs8m)F zNk;><=SEkWKyWQcch+mwZ7N1h&*B`aXQ03cfzVAi&qgc;E412@!$5Q+5PT%ry2~ys z#BFjBKdlHR5CT?p*@`xf4=S6ybrgth1cHaoC8c&YxuEbpfe_7g>!zC(x12mM0wIu5#8cUA3_tUFB?5bPbYh{{3C_;MtFX z8PCYI^eGiA{L|2U)BVkWEvt(zy6B>dF1lzR?h5+f{6BxK&Xqh$V$Zt>f~)I&OsCTz z@RH4m_wOV-k! zIrhbd`5Bgm$kzzk?3fD3;c zKE{UB-CwlL%sMyn53FkJugX^gb=Q(6?+KA_Era9pYu}Wzu;Rgy&(S;N zY{-AZ9}f*pL%i$_fS$kd#YU#d$F$t<&P)?o@{lGsr-_{GIkX>w1s86JHaxiRW>6CgkFlcAh}UZq{&lFBwUSWlbT49r`fP2T#d-2CKe`}Etn0XOkO}e z9i1n63cbKx4a1s9k%#GhiF*TvH8D52HjpOn@;-G2$f-$9B*=UFY(P6~$FL^mGkgqZ z14?dM6LIq64B5xXO>1Iq&&7Zy4smb5Hd-f^$g8q9Ka4Zx4H(x%3l)#>aMNPsbJLoL zk~_!p5%UI&Ya)6Jp0WY)2FzFjT;*5x#A2N z)w?}xjU}W^NG;^08M01}tvfqK?NVf&XcPOBM05PlM3B5{&lT##lB+QjsS_Py2ca1EgP*h| zuVh1YyA)j~4rC^xyQk}X19k)Q7}CW0rlUTY4Lun-_mRgU1dYY&id&U@NluY#nP(Q- zk|&TR){MpUi|v>T_*;%V7A3D3i&ZD3LeBKgQ6kYU9mp>qMae&u#UrZRVHI+wcMfGH zB0qg{;PI%e0_0_5(S{6)!l~%q*_D#>r>DDBHYYS8Uw|`YnVjjJZDMnB!!AvLyll_a zR@}&{B#T%5eHo&sh=PR{PdS*x*$M9K4XfM>|e%;ondDv|Rxx#Dko_=p@f9(Gg9~%`uAP zya9Pn@Zr{xNY)KakR#bJ5Pg-8A~|nB-ltdV2cjD&6v=rD@-giVuoONT9{iJ+YS;zI%Xh$i0(ou+)R+$MZ{mM2HEK}-`NIrjy~w-V$|LT9Ki zwtu27=e7Vi@Ozt*ztH4-JyMr*JJd4fW4goUXLUf%e|mgOB*?ivDT4lwDmg#$3`Ku( z%M9kq(k15&#@uD3L+p)Ps;cuQV{S3hu@rhVK~;6$WX#hH-7s>;7gDOK^G0L-S8zp< zIYID6uqPa99&;tJRQBr{jJc9f?5CQ%EAsGEw)Lb{-30k+pYXCpx+(HV z(XKzOc^)6yl%4hNv?V^=pt2Rm0A1jGGd+*@bHC&b>fRr{j+@6{`ey%`<%SYf%Wdjn zRNjGqp{L>+r(a+sb=`Oi>`lZap87K0zajFU^3N$6B6lO{KMY}r{OEtm^h4i{f0*ay z>FMd=;qV7~uCz3CQ$N01S?@F6D|Z)NbkRi@U3Ae!7hQDGMHgLk(Z&BY{sm2*o2a)> R^)dhe002ovPDHLkV1gO~3CjQg literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/cfe9a672-085c-42e6-a838-2f8620ea6afb.png b/docs/handson-cnn-tf/img/cfe9a672-085c-42e6-a838-2f8620ea6afb.png new file mode 100644 index 0000000000000000000000000000000000000000..2a66b270e7324316d33bf2b9aa3d26bcdc44ce87 GIT binary patch literal 19185 zcmc$`WmH>F)HfPxv`8pWtPp6SNYS=|2*$k~hloY7$Zqc?|h~|2=;E_{ozeI5;@CxVU(Dc=-7EKp>ESfPhRdVGRI~ z^^p-5Rr8qHOC9u{shbHlH65%C`u^QMIOmK<0ckR>bh9^W~vkJG)(Id#aI!xZe^+NEnmk^8xFe0~%jq!ktfPFgf z?*oPuKHB)NbsM)vGVur7uH5YZRR-UV81RcpuHa@r7@QI} z_xj8i0FbYYopDjBQRX#H1Ok3>$rXScLuH_&tyJad6qtPWxMV|!2P2HLXTJi&teCGd z&d~lv$=UwnemejlgU~;f)Gdg9QX{Q~(SZ;Upwd)*b=4Ma%i`H7j4?&LqLn7)6Sup0anK>V#rvSw=We@wPrMsOcMZb=0GB7_vv5BS$C>cbRayxxDUhJ>kt zTN0yfr(jrsZ!3;eZCU?I+dH>`M7z0n5dc8vmR*jfnsagBf4zijDpV=M{?dG-#UHfF z{)dh!K9;1Pyd^`^ql^K7m0hZ~)Lq4hsEl`l0Klf1EzLr_UKraLe^>|S-%)%f!qD{p z_S->3_`fu<`(w)iNuAqck$?I=dOP2r5)Q4=YC`@sz4`Or4}4pdQU9Zr%VPmin@k}3 z4IsdY=wWbvK@j+_ym=whu!PeOpoOA-W12^RHxcQO$N91)|IrEmhgK~71*uql{!iTN zDAqSAf|OgV+CKOIz$vE!_{)6zwDdo_aLRzc#NfLAqhrblXzXQ6B>v0F$5au}(94zZ z%ZdKy8cG6RR_G`HiPt6fe`rQ?nuWCRQ>q&xjI2#h9ZC<*PksmH_+BtM@epD9_jr4H z9{)Aff~u|jp9+T`52d_Ekusexue%)nDcJOknhaA?<;z$8&)x=)8N-^lAf3WZEcK)s zH0xV{U${%qDiILsA&uZn?7!jVc=eo`4V8~b`}ML(i1Nwbu3u3s!~iXK5y-)|e^&g3 z`>P(mvK&2v6nTe2YIRpv+Jj600Uy+n94c>`ctL46RBf~Wwfr=SK6WUdsst*D1Cjmz zOtS=8Sz6da>`CYao#!I7(TBrc0wJ4)CVJh7L~(t;gj~Euhd#j!`g<5YQBJ7C0xri6uM#%KBAk3%%Uvsd zavJoLEhkU_0K^km%k&NA`=5yr3f*OY$ltd8Wd<+ z4t7sIj8vF~1T)3{|4NPGfFdp|0KiwwlJfT#;6aZ0)sZS5%tpgt0)z>*gb9e*OzK$n zLidJ-pONmDWYtZ~LMfwV0HesGL$hJlbDYUlULS>4D=k1-mj|Df)`^;lQZ3S!b`}Ug ze}hTk+b;N%ZkK)h4g?r6P`f2f7{?Ljj8*{+hbsU^jz^Fcu;78tPsAN2yR_Dh2rCcr zd}0>>C~NhoJGw5D1!g#bG@guL0s7hz;b?l&*09oUT`lq)%t9FotE`{eArg4O&d%C7wmyosNYPPPOqfEzsb z)_!H%mnj|f81JB3`pH`Xet=OrIK?&OCi}7>l^~aHw&ln~@b+u8Ex;%QXjxlot(p7f zDU0VP-<7}*AHQ~0u>+>EfsO0u3H<3j>i~xJX7i)52lSJFx$J)HJFta(jvl81G7!_v{deSb*TrOeEi+3- zFKm6Gr*VH}4g~TdiNeeo#+(5LbmpIV6Q5x8{^jRdxA=#UgtA|?Xnja};%f8D|Fm5u znzc#GN<&e0>(Ka`WC8)KL&!%co-Qt>qh`vfSt>L+=JEFwpo!9`@VfSzq)y8aOWJ#IY8X!Pp7Nyn-SkFC8K1o9|W?>+z* zS{K#apR5;X12mfX8pKzjMB~xT?dajDME03z-h@wZgPp4gfnVRArT3w>FD%@$81Wlf zCRb7{72JvXTs&6?e9Q`K88v8&!WYDa*|7*7wgl{R@ zR@hQRw0hI5&sU2;mf|43AP63;XJY&g)grHI^}<$&fA@4NR#sA3f$(-+_~+(f{ldV^ zuZ8t9sMJ}-jRlTj5#xOriyDl2KahgD`zbFC0q-^uy0kAWxkrb_E{t+0J>%ZOXFR8q zBS;K;dHy>N2U=SY)uGtD*Q3wY_{>4_cuV+Qi13tIs*bdt*O7S@6F2u4x`*>i7}e5g ziJ$UP5%8`NCC6$z*jhPOy4MNtPaxmGp~_C7dbtRG_hyoLhoWhIDIv=<1k8z2Kqc@9 zqUxQDHkVgZAZd9FtXX|7ia(Ylt8OJ=JKmt}BBbX+{MOd8sd5Z?*?L#f`nyBoB0QLk zjBJPIT3}Rg-tG_mdRz|{S8R0}b&=+~UypD|v`Y;WB9-Rmrpn`v2Ie>PJr4MK??P{p zMW#OCXugQ&E+NGXJ=^HFkNWX|sUPOImOidgGjkTiUQ?|qEjP|-1~ob?(7QF_ZO1K6 zIWpMpag=Ti2Kwen)Y|d?9KAAprC6%VC&Av#CEOopJi)B?xs5^3WNl-7{hWtpyRX6n zXSlK1gE#rE$xrFd!_(*D-2UiU{ce$WbSYx)EbDjq%LJ|0S3E#qv9WS&Jj9`v;$p{p ze-anL@^Lz&XT+lgXll+Ol3DhvV}7WhJ_6+44mm$UVt|d@wCSjfL%~ zQGQ7*ahVL!EuRTM7}2{)d5T!GZ3&jp{gPs1fwK6yRFuUI)}oWZ^7_P-Z!rPBc7RZJfBW=B?p; z`NHoBZHh8d41|Ka*J0^yGOtwBUK)|F=E0;Axs@V|20tl%*I;a2?Casrl8l>ee-@~E zCS|^|unr_$?mPS0`Pj#evg}8*Mh3_`xzs~h zHZVb6RiN#y+xymX@{KHukX>0Y6^>XC2?e&dD##8RQeIoXEreF5Wh>wNY35s$W5_E- zK8dt72c@a8LYB1EsE{uhI7sW-si$Z4_W1n)mzG1i8yk|-4A%30UbiJ7!f_Be<~mi(C$(L9qy7QArk8&G!LB{K z%s%v(pgVBy%^y%5aL|!`lF_JOr_8Xt75~r6iMAf%H&e5E@p^YR;v?8XUISP=WiIaL zo-S{GHUMG#MaRJ0*Nl+OuQ|KUA?D{iE6(b5#;wQVI^XNUYL31S3rK@V*O;D>4l|4| zQ|}_Ut-BX2s%Rq>7v80E^zPYxdo9m1gk-ZEAA5#|%wr3iIJ)d4uFq$iZkgiO)ozxR zRmbZ8oK=@LQZD@(&i)qG+)t7f!{^*;hHEe^icjm2EzI?^VUN$n6-V;KjS~R zX%bld!@1klM?Y+Qbh@P=fuET?kut7RQ|qbRBHrC=p0qJ{x*7=YoxuU8tQYlo;h~K2 z<#ozy6UTEt7p%rzB!KFtyjFdNjGeqa3z=R{!FCjF?Q5ULct)e9wHH1J#JGz_zIX&8 zRf?7kHkpE*otZZ3nfRi3;L97R@({r%yD?*xaSIF3snRlwGS%Ki{N7WF0=aKZ91+ev`(I^cVGfqdn z@RqGroGarxU}2+uVV#s{_2C-_#eHKq!qkBl+>~i3T#;(RK0Y0{=N#gR@f=R4x}NlR z!W#5a(6)xUJNo4`)M;9Sar}N@Ada@e##==GpBx``%E#o8@<4s#g^8wXrUPF>qKodwDZi3*@v}{lJ*7N&8*X zbrHI=q5h~>O#(MoY6xu3N1y^+l7loUmco$6+0{>_c1PPShH7;hWUeW(~(>KJC1dh;yE=-NLROYCM{2 zD!y8}bX87{F8P;5uBGnI?u|J5mPh0#rzS2~jxniYmu1roPHYJ@8*$TleGnX6O`TOR*P`)JkxIgL`b~L;82DLxkLn6Z*MD?WnJCiH!z;3Mu z-3zB5Ech;?_6Qc<5m5p;I1a=d5(0l8GElj(mn4YX)Z|R+-cBOs_c}aL-6VGT#HFJT zXRab$2nVghXD4r02(~T<$%+x8(|kpdzFO(`%4;u~Rw$o{?8zMyxzV~rL!r`M2a^)< zH1o^o)+cwBlseI<3>gP$fgW7X>aDUE`Ikbq?6kMB-$YTu-*;7EjOMcsP{!e9wc1&T zu7aP}*4dc`+wmdZrM$$icNe$8K57{V(fykB#89BfPTbqyla(nPxZRw7Az(o^IARLM zZIUflbky8`4}_8;nheffcLb7(EsTZ01}o2{qX%3_Wx;x?ZV|c$Ia~r7`?D&|N+9ak zemN7GiD}a5SxoTF2+tnoHVbq9y8LOgW&q|+2FNx zU#Tr3l}1qnf#hkyDy6kK5 zMfdSK;B0ujGH@=UB0$#%<|P3q1z&UZ$X++0C(v$`2765k`pzy6XKS^Ci~9@Ogfp1k z`FynM^IZf3_ol?Y{lMm-j{Qc$&Lg*XVTK6sYm|$QVbAIN@lK-Cdg$m!DJD&!s?Z|Bq>qgjhiiMxZn1*MVifwV$j%TQ6 z^HA1)gEAcbd{m0p!5fl8IXbs{=)~I87#FCz+RhlkV~e0s;+8Yx3($FAfy$kt8x;(U9G-ZZf6&^=BOl2*K-`>-RwwEzV~!68PwMNgT>Cz_q=|R zxR0E9t1RBbgH};Hy*786;9X_R8J=0Iffg=Q%ku*WW!z7TSz?sWYp|>wU#UAR}S%$Hyo@uMX7KA5dx3(}oFWFNt?P2#o^Y&p;%9(Py?*&4^{1&{~-adZIVMC+6qtGi0 z-*d}pkdDMou5XW#howK5UrwL1)8(a`YtuIvog=J_AtMj~L;0i$UJpx;kYXQknWB@M zpdj{hz}YlxUcwdCN}`W`7VeUqU$N;;XIt49NJgV{@Wj<))H&Tb@CaVT6PD1zP#+j` z+BsM? z+9tzRkl8W@wLi>6jJ{W@)BV}w0*ziG6(!dKH4=YR$b2op=dW+xhA3}iZC4T~ZEqgF zOkE#XSdaC}rOf6C?-~3evcTqhOSEauYUO~V_g7}KQMnRJ=VaDb>d9_hbJyHBNla#=4-0tnh zH05x#pHsZw(}m@Z4SI&$N3^~uB$j8$sZcd$Ct;$`$q5z|j^5nnkWo97d{^d67Bt@K zT=_vM#NpKwSgH?*`ez41lbdFMPvEUpNP&O!0?ED(;ioET7{;(S+O8BeMuUk1T_Tl` zAJ#3jmWEeQDG67WR=E;iRvgdtWAA>xTZU+C6{B}oh%z9W!m+DL{YZu@BE>TOruU4% zkvh|aV^quc!sBP>+M!$b{Q6-M$w4GAG{pWPASmR?sIOj219!B!n*I^t>1--Z+fzd# z=LfG#CBIjiY_GyQ-?MS3cvAf8_lcB&+YDb}w&+G3d=;7?VU}D(_RU_)o*Thg0A#>E zBFrX_6Fh=rP6S%08aY^Y9P7vL%C?&8CDt)if%zv7BklSRtuZVtYz5tltj>8h54G$i z-)3Kxeez5SmzaD$sM9ziD(w~hT^=@{$kZBDitsyLp*b=8-8aV)iaPOS;DH!=7cyM5Re$xe$04v@V-SPh6eg>rlyJU;Bx*32NR7Q4B_8 z?&5~KWLH7(pe~hh27XROpLFJX;YmvC3SL8f0#=-5Odijr3*YRa+qY1g5ZE?Cl8BgR z-`)XiyC*w{i}Pv=yB@d!WL^2ZJ2cL)+En@zk#|ERiqiFGn}Ti4RDE-g2TjhWtSAg2 zqv?dyI(nM>@ikYWxyJ4F$(aut52!0lE#;{Mkm^fkQ~K zeN1rJhD=LS<3b~Dp%A!9!K^0tmw}v-V`V6?^(`Dx-Y(79D)(&jkOqJ2&_%vJC9Um; zjm&A4wbqGdxs<)=+gZ$HY5fLNVvP<7Z0r2jdF(*}ju}mIpg??a|oC?rM_=buj3N*nc#kTsEecna;&?;l7n~EB11{UTk}DH#+%X zYL=C3JP+zI>mp3TbtJR{Y3n{N$})4Pf7~?ln!jf@>J#5rvVMsN01*ckq5aA<_21; zy48F2+~5?a5PfaP`P?Hpd8)I1$R@#DDil$JV+=VR( znHh@_h+=V5dtEdzAr!V48y$M`nfICi#NMCnN(-`oa=ANu)a{nLsf}o^=!Y0c9__N&kH=pT$)b!~%|BG;hL6T8 za$EKN&Qyin%paD+gR*lFEj{;{j>*H-pmh`Tc-swysBcUUZ+e4)Q;+@*wfj#+y|@tl zylOMscWGyn1&DOF%CqytS$H1e?%87OfdsR)BCI(v2&{20%HQr_cot(W@f&1;tmt7^ ze0U!zQpc73Bg3(m!}_f45OO};r$K}{A8|i!PWQJb)g@SPls37GGbSSBQRjK0Z%ACt zCL|-eJ5kF#!HT5O+$@YpAT{sU{kbdO(|w@w2=cu-6YB^vBoq^b&WpcjU*X|)`y}VN zSTRfr(kLe=P1c4#{~{sJ##-4rjz1b~;R~K4OkiVL(e0h=&RPk|=SOUz{3gz((hbI# z{mbrxJ`+3a`e_!O#_xMOKBYny zRkOkQ4IOr8KWPWYsGUVFdbgxu0-(eSAe!0j_V;H*3Y@dTnm|gHrVHO!(H?|)C0m$* z2*H1(DIp{}V~OUc(3Q%z0p}xB`AHgIDku&XEx^>n!e~i%IOM@j%3EP9(- zvaZ7IwkEvCkp<3=^Gs+^v5j{5<)8cZki%_`WaBS*4wi;;5un8Tby_gQiD>P@1aJMY zWQ4;7Gq}k9qx;9DFD_m}aNTAO7d3&!B%y|ZN1%P?)_3l6dn`)u9V+FKktjoz(gYXn(fSH?bp6uq#F3_8;O1Qg)cY19uZ21mBm`EgLU&^IslHmZNZx1Aa7KD;vB zmg-tI?;pQ7J{e>{FJktYSxsW4CN#jWY-zTPoA=zV`#@)}eHK3fma+ z%w7Lh+lc@t7OF!Y<#EPDTiERJ_((?++8%4n;F${QC)6$T@u?wKdcxzX65B` zvi-)DPkGNW;H5WZ6+-mmGwq*$EhX2f<&OP@+)ssYXM5AmMFtB)ZXd1M1`RgY>^7|q9lAj zJEJ`5OA>S{uAy!jyc;5HRd%_TA>G9AaE2%D{8?>8y)p4+8ZNuul(Syrwzi{5J#QQQ zntlv+utn);_s;GUP$bS{G3DAZL%0-WoAPXY$XElL#WR;umDuxz0(dTAUp?chSYhw=J_u+`{KWu3E?ybO%psi)*s8u6SUyrW^I# zKdUO`q?OZxZmYtc3q15r9>kHCOcUG$jq#cE#6d-sMxYw0=mUpSZ`?;7hD1FQV4pZ2 zEypa}NcoeYNX+445r~o(l0a`zP+E8~`K(;VJ zeCcp=D-$*Z@eV?1e|*ZJPG_taaX97Q=`DXD>`adh=clm!LWX+4L2|7`21}xGi^YE& zBUUMP7tq{{P4C%rvcv$Q^2NkLsaNsiNKri;oB{j&XJ=*aXVe*@c@5N+(EJ*^pT$6a zq|L(DVsrv-y#&Xu7sA7oB|L_^uU+qdd(wy58EP6d#OA5470qo!8N_0qR4=R#Wi4aN z6u~?|u$VB6{PqCl;yTqUX~r)^Cu`MX$&nn?;N2bQ7ynw#;C&N3!iU~NIng?-R@Y5W zD-Y2skv-&j9fW-RPC=Mt($0G>ALy=TIQyC}--xqvxyS-dU#j-OX8RK<=JpQ>D6J=H zi%SzmGun{UTI;D+RY)YQ))Z44mHCTfMOrLVIi1s=e`>qhG8veT>qqTvG_XGVpqpdj ztpIW%A4s4!|1I#EleO0Sm>)jv*R7h3WKKzfYSl#2X;XJ7_$s?$kG$aBeH>aOT2b7o ziX1dezCIvXHqP|Dp!vq5Nmi+OF>7&s?6(%gD2 z<$fZNJs#6pE1DLJVF1PN*`kOxK)J3LsthB?E(y7e5-WKuTdbcB;do=fM9L7uQ8FHC z%bobI4tuwZy3yG{eQmEPr5h8Q3FB5JP+Fl|&5KFlCV>w0?PI$HLHZ;&$Z77LTp_~2 zAT{0p)u*;AO4sPcUGcJ~Tv1NI{NJ&>Zx~$z$yv3W^d0lnX~pXN#^Bw#P=c8`YP6s~hp!nwc=sz2aSNX=;Uv;Cs-~5U zq57SF&Goe*e*Z>q(AUy-B53;8OTU8>^lK91G|EQ7X0V`+wEL8tu3Xv!sCV;%HS4l( zwQz&qW&Y0Moc^nw$A+L!d(oOE8slmk`ZZS?t%9(b=_AN~MtH0Lvd z)izbG<9pL?gfgL|;?lO&GUoITq`t8llJ@*z^_&mhLtH_poV*O#-IPwd)+#)~`uR)Q zCu5_Hb=uJd2tVQ@cGWE3Z$&!no;F-oR>B6=IoeHxH+r{AUYE&XryQj41or#1yrZbJ zY>^Ob+Qxtjv$ING%Ai}gHx=rdfcK6;_rQnP?rhZlb}>Dz{2(N{>%BEDGLSseJNkhj}UcM`tdx~@p3kW5>nn=Ua-q0k`5 z2MZQ>w3H`{kU95I8?={LV7g0WfI~3Rm0}w3KyeP|1aDw#hY3ubYvCa33Ic|zUO9k; zX!-To$9+jmc6SDojoyVe9!HwG6;o_vM;&&dH#O4qR(-ds<_Aulvpqq#sRHl2yU1aI zv6%HBmRJwXBv>Q|TXDQVnI0hBsxH|h3%+Jb3JR)Q?ML<9eZ3v&mAu{A{1f zjo?Vvi9Nr1rK9$IL%y?B?#@^G2ovkqF#RSsuGT(&=0vIRZYvVT8+J%h@cdPyU%1DV zYGQ{6r}?mt+L-ZgUExUeq#yKdRE*w(8~*DZ0~;g$G|Gaz_*+@^(<4IEo!K$|* zMGG<`?6bHC7=sOW8G041Le*^z6*m!DllVkpB!7zkGQEJGpVW;Mm zm2$+WF0agQ^ee+XJK~Cv5-2Kv5JXHN&%#^`O3}37OFM%hMtX!v)eO-d*s0mNPnEn zM(?bw{IJZ_lw^Qe-$W>Za^Wo0y!D=HwL0BKU?HAk?E9CHJ)xqOnZuQhG_UR6JPOT& zQwIua;K6aJNa{q|A4Sk`b=Sb6t~giOo9DI<499nnUpZHkg4tQ<2Ya%!;Wkc#W4i8Y z3GZ6%vL-LjyyJ$>=KA7l*e7t%o$mGQU1Rldg=eVjpizd&4*NFMGhsAt4A?GvmD|9h zuAfahcNRq*%zHQB$Sy**s51Elm|pGTwvs}nxm&2m=|_cD&^Wo~a>m5TYH@5+ zz)7*}9Aonbt3`1~yqQFAsA|7*#T?%_ne@H_?1oI>K8cscfx6*OmN?VwRqd^%vZ#Vj z$e&Ze)8Y6+gP=9>dgS48(dL+vTn*OlKHa$hzjD z*KH$1Q{qb+fFEaG!G*8Qf7-6jBm>V4?ZUYX)!Gf}l-*xWl}A^cPR2HstMgi*OuE)( zvwto)V-w%UwK0(E8nbGptwqX7IgPL;ari3)b z*`)A~iX>7{SOFd6CIc7>W^G$^h8LiGMiLeoYM>S4#)Q+W6H&ReICVZY`XRr3jgb=l z$5(q*1TgTm;kFxPT(|EQgfFXg_w}Y)vCiBP%Bm6(FUSIi=*&a+xp6_*2HVmGhiJ zdKGMc)|#`76eSj2F`p(}fCzM&ela`q^ROuz?+pf)XHJ!*{i?W3A;;S_^> zN>EW`SMF$Wyq_p%5*M@)vtkai$3V9%=yN4(sp*Z?|?9SW4oocAVVnYvqbAIknzR!PdaWgS5 zz#1cnL!cRAcG@3zpZLj8WsRcKoCjc+KGG>%%Q5(-axI)mEuD<|`oWIw)75yrS)15S zZwVyw!~262|LQ?~|9e%%C?w>Qlj%;%*X8(9Y-2a~a;6|J59--DpEO>pRGOMqg(-x} z>)7GAkv+=9v>Nvb%H6DaQnSQmG z;=zgzZu+uwyDN^nbDa*ES)Z%{H)SCvE)NW3%`2!RJ`0yuY9@6*>6%l0iM{jX%cL8j zi#BECE<$S798k{#gv!PmcMFto4ZhV2;^gbA{ubzsn7?*CkZ(?O-XI;2yt!MIx&mbMZ1phGVZLICAd+x#)~GM$*y zeY0pBew44G>FJNTES3^{JZpW~5GYq%ogI$px<>gt_D;>B9Xi@cN4$y)oylWF=}ER}QQhtwNZ&s1it z@0L?TR8-q9Y0~oA+p}NNn4;E2|9(}**l zpIbsyaUZ9H;gBoXPCtcpz2na9MX#EOhK{yRV0a+QddzXKVB_?>sym7^Wn2$`LUUWwF?ejghSz{PD{_O z(wZZ`Fke1)I5e4mt#m4Y#lFgN#v#GFTQ{=I{KI(*#+i-X4$z-?Xq9?TPA!%4bUav2 zA`OX8T&=YZYIVC9z93lg8U@8~r=_oU5qb2bBabQTxf&&tXD>5rvO?m&pLp062Gzbb zI*nfGdS64?VP8#YCZx2=^{0-7uXQy^7!9F|)*PAIXD5}suW?Y;yq)H2%hqhr#D8sL zIrvQ?^dlKGe;kFBlD)Q*I1(%&iPnG*3eSC8jcZaH4T8}SpuTpcT1}mvrG!nN@bT={ zI<{)BE>2gOdZuoOCI|Jsq*|DVImz3YmltNUg%gvmSzHLb57t2b#j+u(dzEh_))yl`RofhGId_cEEhf%lP5Zk8t zmE9^Xy4b=m^n=c|Gs1$jR13gL-Toey`n-N&L3{Dz9wFUPZ@%l{-#X2azx$5N_ zjRZb96tSm51y7AJ?^E7tu-YsPXcY3p4$|{YPbTvJZLa4I~>ShbHv< zN5zw)9B*A`nnbMH>Y)M;ui~UXO1H`Aql`zR&$WI(vuwc0cbs`?BFFqI{=SB(R9|h) zFnaMWl+kg_zJ@>~8Whpbu$a?ngru7^quD24K)lsf`}xzl4rjx{?&6>>R+>(SH(95J(l9I)^ysjd(Zf7M#_sEsx8ffuz zaW%qBcLLbCRXCeqD|JiP;|Oc{SvEVjc7)vJ*{rU&M{cv@O8*sy=Z?L7@Ag@P)b|Pk z$Nop3xmgScRl+Rj2QOoFMfoj-?IFbo8a7f~S$*CT;~nK4Rqsiu=HgRu=}C*kuW1L^ zu+a(u-*>jLt#SgiMQw2^YvGqPi*v|s=OfZrN%$P==gkE61K7o#2erKvl8$VM5kZ?q zI03@#9@!+eb$4|H>C3k)p0j@{)m9xac1p-HE&C1FnfFDw<6a)e-+Va(J36$XF7t~n zmwyQX9u+*PuUegX-_orI|%68>Io zYV|RK0BdH&n0US9?L+;NxVt3vTf}0u!j74ZmC!--RsSo3%L~W?2GHTYwo=g zVLSnIL8YByX&&elEL_$=FSu84t34y(6ft{~FvTdQ^5be(b% z&1s>7J*2}~vLsa=Z(UA68QUbzrME7tu#c4f^TsVCcq_F@Bp_;#|7LEF)V1)fQsewZ z;xEk#<$Q#&o$_%C!4nGhmuHdd&W{+g+a+$KT<+f((Fg-7N{kGfCUOzN*H(4}U0XX} zmg61^;qN0a-pLt^k@VxA2KrtA{xp0BIdya6kHf-c(qc54h<3W}s|K%+hK+H*^?X3g zDf-R;JKz@yD|>z3Z(%#xV?~2}5+z^yAvF@k4IUw`GB|~NfbYfA9~OaKpCFkferLuX zqTQoI1bT~T8YMqI8rW;x=t=GYlz^i34|hHf$Jla*8rxXkl{W4*bgvAf{Pn zl{rw5I(>FpsB(Z5qir)kHuu5=4bFsll>rogo3#7^3y`pmc~)aiAzqcbd+|0!?dXSG z@Hj)P-f#&tJJ#~w4@{fs2eer;D8Sb|vgAb#-^7*J(@ebZj2PWHqYhmyk>4!H#Ibbu zR0vvW`#kc+$VyTm%etDzSjBjFS{lPQYE_?r0Q43+JZEw04IeV-REkA)gtw<*l<|Vq zLzODn*uBsUA&#Rt{nQP4zBxZLiJsMvg~?_3=3TQ^#?T5t*eY*G5e zk#N&|K47D?jt~}QMkEzkP#N`~1i5G8rO5J6`u!PXcgySR$7yH?KpGRfVZJi9M)=lQ zcdOzEG2-I7&;t(d!PKm^=f*JOx{Dyj{V<4GZL3kg0KZunoQKJe2^sTH69%SkNx|#0yduIGkaijZdRj za1>L*)oQQa004ig-B>Tpn^uz|PjCRg9yp^9RgUd)lEyK>r}y6y+^d|f?Ou^#vjPI1 zfIUl$IM#jlRstRZ-u!-{WMFDZH(rT>js<+P-X}aM4{CVw5CdM6f7310Xrk%7NA(xh zNO-LOySy?=GNtqpz$icu4OzB(^%vsE@TZ!9CU;xi1cO!^ib%Gk5tbcy?7~39GEx;q zRghQ@p%^^pJErfG;>FOv?Pt1c3A*I|gFuRYx5YGPAJcbg1puI`T529T$3wgT0Mmz0 ze}lq*fJDHJN6_*1Kg6VT)c;}*-wWK_!|2!aA7pY*K5Wf3^e+sQD#pZf&*(4GQc9V% zRQNBR(zJ*SiL>hJ&NK3Z@(~~-vHJC1(~<=7Us3YNe}1XI|Cb7WtO}GkDhvC|&W;A0QC>`7Zj8@>TKE3w&yb(W?38q z2HlWsu%NLaE?!Re!nM2l`uK>@y*wZN2x`JH~=pT&q;-pNpvyMSXCfU>PD z+p0m@`!}XE6HAB-2(h7K5gcKdaBviPti_Y}8tc7;PdVPks{bT9{cIK{aMr8w>H|6n z+_W&675~UE7uLu{4;X?YJTDhR2+?J_{>fU&&9_*_ z8nf|Dm&_vEn-DdtOWCz*Op6TC=E3Gy`R;PZ(24p+wB3@JhB0dKd2sATuPHuwH%^P^ zl@J~P_K8>L=M}Lt^x~?5ESGP4s|?;^x7qje9uB7Jq-C8_P#j(Ex(RuLezb*g1!GoS zB^dU0z6d@a7YX2fE6|;^XZDd4raQptP8nR!e0t+M698}@qlD#!Pbtd!Z%x(Cp_lGS zIx|N~G&RPrG7$rNXHvOj%YQRjh{ErfbgC3c6Z1EP1OFwZz?J`U-hUaO3K1Y;%NPuX z8qp&!Kh}VbSjO!*w!E70+#n82LL~fcau%Jv%F2S#bHYxMG9jy z=KBV@IB@uxx)Hy5*o{D!jNrPAA_i(B^{F`kQ-jVnA_paRQo4_IF&8w###N}8VN#{Q zz3;NcwNysy35g=ekoy7lcx|dng5gh=y}-NSv6}cNBM8L{9{=3i<>e%D3IHqJpww0Ux36IjUHF525^nZYPkA=Bco{SC0B%UB?Z%0LjXFX2F$UXzTjjg5 zj7V}BL8J{mc&GJ6n;Zb}=8F*PQTzz=HK!om)B%AEb~gGu7oglSQr2^7eB-v>Gc3#fj|_oG@NAV-_t7t6Lk_?%>LXqovR5Cb_H4A@ zPFFnRUPfBSI-)-I23JgJ6TRc$@Nd52lVfOB?Iy$g&jd)eDo?7m4bH)$Z({$SD$-kQ%zODeJ!)kpf^*YT z94Qw#OGnCm$0P;m-`t~)FPM@E(zc7TumBlBGOtui20q)4uON-Gll)j?b_QczUMbB= zUs|8DpC8qBiQoa^%eC_;S-HTrEL{kJ`(MaZm20bD17ROo9b{or1*^D#UklR@BCH$R z(=dlivBip=8xGb7nEP&{iX$|Hd9O=6b^%5)K*!^9x|=f?OVcb58{um!K`9jm4npxy zN80at&dHvK^YFys~mi>3|c#dG@)C z)TQOWxs6#Ne1{VV@{v`Cj|+>EW@a5@yrP>iO1Y`{E-Y00-yi=#ctbYLr`# zj*sYNHSCUX?Ii{(9nid~p9fE&**}Xucr$Q^w}s7Tyq8&KG3Th7jSmQr9C$Vu$eEn* z2M^DajEgD4?ndnzULE`h5TJ3d`TuFGTaKFxb z&diya_ssLWGxIzSN$BbDTi#89feLARPE@zZU?k8eV@kei1Nv*fPs=AIEuA+(&R&$^ z;?03e_n#-=uXrAr(3a14qZigfgE!8&<_(caN^&dZNy~?BBXwjLha2#Z_aiAIH)+XN z;?7C*q!*;Eg*_ZNFj8?D={V7Ezg3Pg@yIn;-lO(!eD^T{B%t4ESIf%ZGOjy_QjKGni>v2iX;(3Vx+UUvl(Or0s}82>qZ>E-H7o&FJBNQ4jb7Qo)B?TnQ3N+Rwylr=Kn*i(pp(3NLbER!Eu zkN|_U-I^-uRU(2g;gnaf@ql38TqIWBaJ;WJHm0baM{`NGbEHBiAeNy*uE7|g`W;4OW#dNd zdqtE`W+AaFyfz}UtpL>4D3|W?%JH*!j1}X%byS3K$2nEKWQB?L{lwk0_nz1PcWpvAr$k;c&nr)#sCK zx#pK{Yr8UxkOp&K>DjrM(vEzf1&o85U4FRch!`FcG>C^qy4FAK)amPKPhpBX@;i3} zP4m$W1@yE2TQ!v&$Y|idgTW{fi^s+iSpc<>?I31*PAS8{0HN?!{IFpP3wy3$? zY&JRXH^N2(^BhU30#R8^;uuD_Ewg13{-(ODvh}Z*h_pcs1Y^<%<>QPX!M?86Z_7jU ziA7y#6EuI)Jl?@sSGI67yS1jaY5gzJ0zn^X#f)A7fl31jjqAj|wE+#p^vPZ?U-kTG z!ePTvO(!HX%Petu21=kU_hQ~Kk+H+2)4eE?bUJ+yowsCq(b5K9oATPglb;q>)N{4q zH1JD;E}kXpq1$V!KYeT-&$=rN>VN6BMJVx?I~?+}xbR{@ld$dMB*Vg`1rE6y{FV1+ z>2t)<_0`M1qn}jUxHlqg#x=6opHn!AQJYFGfBFER{5XCyEVWP1u7Nf|h?^3vuO2RF znd6EgT42C@0$FD4A$J&$NhnZR6W!pa^<3`*;B3EVO0v3jy|)2Q@1XJ%wE%VD8JuDm zX*&vvMJ#ac&|DIC93C7waKq-G_Z@Y(xt%Y-$pID0O%%as z=%Le_^7^3w#?>qUf;^4f#$26>N%xPu2@{y-)8kgvz}uc;MkuN#Hi>uq4mE6ebo%$g z!V)=fz&d7Cpe7QSAcxl!w==M8z7LxgNR^cep(w)Bi;A78R*J(ryd!wCD>w`AATwy@ z*#(n4qt;Z6(-E4yO(-cC4IWsxwv=sz`|Xvqc)eJ9$~$%{;Y*y5!4>_{ycix20Q{kq ze=jHO1h;9*h{Spk^!l>hiLYZnEruS58%Er?JEFGDR7s9_>Pi?z4dAHtqt-5Cc4jx5D z>(<4DhDXot9goUczb%no#LfLs7>s5>+Ieu!<2vK%d!6ZAl2Z|Bn4ZITpe*WplyJxs zJS?=G8J40k@uwPe3?cfdj!xz5*Kbb}s-s5MS$K()Q_KF>>2TvA7_hH+C7H~ts#oJ) z>Z)`|fBo%bjkz|4w-#F}uzSArfz8)I6|nrES)?%28B6WPwa!|t=D+aYQw}UUXyBO1 zbEgzL7T{r4A;hL*OOWRmRL zx3BZOVZNOvpG;;Z)wIegtL$I3mu9ndnX^`NXYF=>YlAsb+KEAn&QRh;%wpkpgtQ*B z*#*CJJyxbYW0j8Y)JaDk?=oIGtlH}duiumD!teKv&JFz0+jMKoh41^rUP}8MhxcnT zzI*b+&(`s&6O=TW^W1Rro@jqVNsklHiedrTIViW?WUXk=&CM2**@wZKq93i8_A6_Y zdZ)e3Hek*OM_T{i6J_{gJ2FtrwF@aB50XQ5dwEi2rY9dLZ!9>d@}Luv19GY z#=3@HMG}0;V!a)JLw}-)nJyH6*s%7bOV>-=lENl( zK8ds?#mp9IJhEZ^E?rva!2Tbxo>f@?HLR1V{#{|64XFyT)+($s3Gjz>WlP|`MHSZ1 ze&1hCm_jNa)`#oO@COUlTp1X-+l=nux{j+|^^nR6=OBALSiht*&KsE__31PB9E|pt z)#VqE{8(H2A=i7wC#M`OgCA=*RW}(<`TOeJSU;vd12ApMDsf}IS4#qLKx1phi}hn_ z%|9O#10j_eYdiId1~t(0VqHuBbDipy!x^pJ^oI*8npeENK_jy+E80+kHDhl5nt8(& z4ci*$jr=M?+AMngg*7?|^TS$Y`xM%vk zX6y9Bp=ev8w;A}LFH2C`O7P%ww2SPmG~h&Qj_j>8z+n+vww|{xI4opKYxw3`XNWfC z($tT5Y7B>{SvuEiI1>j#g1LN~PPK`-|J!}2_Pks!N4`(*HH{UOJOtUUI%!XZw5_O; zXWKDCrAeqM^LnjLdZTVaKGb=wM%q==+91-o5b`7g^i`3x>D2?=;DFXlO<4xhCHh met$4hAzWEyl~q<*%KiYR7;|QEMOftk0000(%s!Kbayuc0@58rgQQ40Gk}1^kV8NG{$JpI z*Sc%nlRNG`JI{{OR9D2oqQpW#K)_K}lK+f=fcggk0m&Q%`E^8K&*uL1^-lAXj>5~! z3n?jyrKNRJVsdwPF9BY{DkCl9A9@T73`|T+EG#T+Z0t90-r(Ti;Ns%q;o-IO8=oQ| zOm8X6%j)?4KIv2QfrxzPuCpwCQ0Ha0yuy++3p^w(PvWs z{4DnmBeX>7+jk z+BV${4d~?SIpy~0s(FR?0KJ_0iT}kaXmz`^m%>HVCy1`2$NQW#LilFx4?8aK^v9#x z)-E!X+qlP%)-&KF1FSJ-$q^LceOxTze9-IH$A;%6k>SKvD{v+9=V9d_5Ok#Oy1U2I zj#~%!_iOMySP8mU>RrozXzKKHEB>JXBO&hl`Xg>iBUj_?+U*IN!&A^b<<#8arPae~ z?W0wA^T2@c3I68RIo|Zc-lg%KqQ<3gC&z%k@bDqdH`CJrGW1m>atf5NP8g4LCwV_T zBald9f_Lc=dU0(WeDE+huYM*opDcVZ=5yz+I{zSV2JV1=a)GhP{oD4$!rKAY6Wj~a zhXfVlCjjB7^JB^x8b8z1a9Lfp>m_3)gJOqrGm;k;KYdchfCEVi08Ld z8#H~gfpaG(CtFtjJ(z;mciLz|eZq(jORV=UsTym%B5P8O$k&v-I)|Q|z6^c%2ghUF z{m_$>r`zL;{3KU@Wb?o{Uug-?Llk^@qn+U69GUlWAr@w}hFxd(&r6i=r;g=db4OBz z^b|0sab3mYyV-m7bEa5_rs;QlmdQ8z)sA&4|}k%kVd9wZ87d47;FY39nf!eAAMyBg$s|vQ0iTr zT!)8t_0k9544WLlBQtqFEiI+-QoQw9yQ*LxXhkor3)WXTE4iPZFwKGVTx@JD>cN*$ z&tkg@pBpTxig2-pBrQ$N=l;&d=)oR_5SV z$2*&o*y@fkm|IkgLcQ$|Mz-LyKro!V5PfGkx^p5ESaH!g49}3_Gj{&LBy|=eZbD0p zeYF8+-^wWrVWJK($orHBHBr+peGhaL7k1Z9hq4A9xNijyv zZy~@w4U^rr{dim@k?Bb?(=9%TP*s_P`J(syaOj=WBftu!1;aU?TOU+Oo-fo!f%i)n zd7{D19|i`V)-WnNz6bH7Ck;nY>rY_f-0>?!ebby#MwmKEJ9V!AsnZH7EE%+jVnWotjQm zl9m5-Xm_WZo9*{FERj+Wqgpq2?VmPtF$&BF8E}vv2~UGS&^K|m&mFk)RBVm02B*)a zx@h;|J(F+2XOWNxprjgazBB!E88FUC@o@s?k^&icvk1MK#~;`cBG@6*U_xeGD9Xs~ z?-?SYAMh}Gzzlo^okn9Zx`VFc&@;KOXLreaMNRgWy$nzv1-?o&h23jUHOwErE!y^W zj2%GLyex#3OYfXQeK}1(;wSSSLf^Zfa~>c&ZL#kT>YijvSr68t13wP@qX__1lN)aD z^M3Bo&xmpUq_(VNqKqJo%;WT!b;dqr(0>OtIeiJjW%-A9QL>ZAvX<4!)RDBSRR!_a0Sj4jy>+lztO&|M#vbIrwkk zfT~q7zI5N1+8^I<#i0`}dwOa=-9NW4fYcrY&u_ug+sbh=BD9C@lhE6c1{9`xsr>=S z@x)v3VL-@T5Vrj@Y{jf=%mvz!(hS{D`SzKN;%^djk{B4m*DhAfuZQJnay6J&q7oP*4Ip|Ce>a#^@yp_r9Ba3JC^t10=G&FNy zro)BXeYrO6**YPkW^hyxMd|Qxr~1jKc-mA%L@_gcbZ{l&Ok{QkcIxqLQ@m0AZ*${} zYMR%e3%6eRnUqros&MfXjISKnZ7QwU@A7=FAVQlOx0^|8{O4Ql4YdZvsn;$JK}hko z>>{-IR0W`D-N7kJt2IjrW)bQ-TU1cq!UB^~_4JiXw~&m6P^SGk7|AjunR|;g9hf#S zCHS0n<~U@hjJ$=mEBZZsV260jt>1xUGOD7RerVz3q(e$lc(eOBfM;~)V_i3G4eli( zk0sg!pVZjN^MgXSnYN#GUOP}>v-cMz{Y`@C<4>|rvBmeTt;D}i6e66_&dU&&U?Ugk`Ds!lf z!3c`&ky^weFFRR|v7jH+q1#!;X^-ILL!d^sGzKACe_C~R ztm(Pl+#V1m(PaZaSvs>V%jrYlW10j0M;cO?4~*Bd_^cZdj1AyTQ};XE#?knxL0!ar zy}*iV`I$aV5lTg8s2P-^I7GwGy)ZR}|I1@e^- zNLC7#COe?PW^WP0ATA@;HvxB<&)lwC}Kir;Kgce z8E#T!dQ1`95AV39xl0H-?q;<<2mt6Qm}giz^m@1!7R(mkVK=exsg9aD>05x-fPJk> zei#-!dk!KZrZ@z}b2ao)MV?LB#raL|>nhfd<;jSTgXkEa4YPehRzW`YZs#XdBImrf z;{GMEu{n@q2va{44t4<-od32yOz>o!A?W5N+_0iS9cVdXrv&oeW!{(+56lGkOu%-! z+MW11$+M6u&_((!CoS}Pn>Mm;D0?9tUP4o6_tc{yS;+^ePZ`?6@t;w4g=(hHygeQb z=-Dgefb;F#$|Muw^gZdKQp(6!&?zmQHOGXdGzhOh_si`yy``5pmpCkwIROvj%}xuU zBPvrWCs_7tLjuNq@}K2jTjRk}xZndrf`K&eoeNGyhiEvXdof)_b(2Rliq`Ct%%Xry z{=s$9a!u3ppas5lQ#5<`z!ht116ofZwQ2A%Z(qfsY5p|4S8OL7?xLY6aRgvs*&&p6 zy?;j!N#)5+8@}hUM!~$!ymH>$ZtUahd&V|Ryeri6RTnc@dO!sG@hx35<~(yMAzifNCP(NV%)J{u|X zqLy!n7Evuk@0isOL&V%3jh_?eyOOQD0dU@kO>?v_VZL`lrq0uB{svenXm`noplOCj z)phOB0T)*Z)~3ay!0EAu0Ddsp^2+)8?zbd)+DKG3KH1|!4UhYB(l~}F+P=Q@{iIzf z?AU%_>8{kZA@Ld4^6%>N_h1s|tk`O7e%`Jow15CHsIM{vR|m}}?&n#m@tss;I9Mt4 z4ocbbEz2i(&M~J``?uGqhvCUb>X$3WW6Ri=)6=t08z)eB5f;f2#vZ2hMEuUd8&(BNOnxXRMLe?QzfR`*0 zDMy0p+U$^Yh$OR`kA2Wb90Cp{sam*&#_uk~Mf4vSt`iDgLBY|-!MCEn$~|pDzlRaU zsVhOI{r_>U_iGfBQorjlNeD26t~>zVCTozgP!MLU)l#nDnY+WJo-ZX?W0#_!8_X}}JF5g5=l78bgC*TTb^wi)%z8vn$HoOL za4Qct?BY&{Q{ps%pPMDGANai@PDDyMFA}1#w4AAjIbB3Nzvq@$o{l14!< z2=$Spm}n<7qdmDuB}~65P?<~nS!?aKvH&sLNT=lLVE%kw$>k?*tzl*Lj33L3KJfa9 zV^BdA>i9_c;Acr0}|e4VWk;Sk^lE7(?LOc;=TFwjc!jkqF%u~!=i zi3T%%?j6f}YgK;F8mmWGqDs!R&_B_A5&(UpHxm9gTgrI2rt_(2;{fe~bw0+GCvj7* zVq+MVaiQTC+YW9ewft z*Kb`pcXCOXX=_+Pz&*V%I~l9Fwq+0Eil%s#t>~^G;=w(?pIhp zPk?GIIjx$DOV`}jahN0}&@Odktp6L~Vm}%vgfreem=*LsbsMM4rX^K&4l_s{gC0=b zpC6po7VgLaN|L$VS4{yXkxcrjD)&O}Z1AhNFS_wQc=b|1VLkl2>#Mmn$WbVG;1<1&zJi{UOm8;x~7m?r+1m z#~@Mzew^2rE>Q(uztcsa4V;gM#s2zEK4zmkQMl8Qfv84qlb)|`aCfd80fd-3#|mq6 zzQLIVaX$D<7d;8Y^S)<|XFY_1{&{;rn;&HQCSWmz-~?3(MLj0dk)g4u3PDUu!-$MU zZB%H~W4}nGh)KN{a&LRqg{nwdpV+k^RVDaEoyz{p`InwACRDWMqAS45`0BbpYB^V; z204MM{D+O27XTH7sy*r5%RVYf82egw0zrT0@%(M^0Ibh0I#1$!|01S~aBS+f2lec4 zi$6a)>V3qWZ+tL%>;NTkg4Bu9`t?s`-kGop`y2rjaTHM}f?LIR#WCK^kiW z^DCU@&@U)TxsXG-r@_vJTcqUKo7SzfPPKq`JtLx`BYuaw}c1Z5rX;84c|V zc6ap;9M7%k0caTh3$USpT-oT^{kKG`w zc=}q7U7n^!icPUtB$(-4_gRv-2h!gkGLLUTyihKdsNL+O4+j?f&MrZm^vimjX*Yi9 zkTvZ%>$Ll_1_z$VtO3`KH6%cI17d+Yt~uYj5k>aU$d}Pkk`D;n=!mBJr^9W4+;w zm>WlG-U;=en`5Ma;=t|H`afXs7A5FKp?{f7t9mibH;^TXOrjm=Pqwm&EpvhyCq zI>d&3uWEm5ajeq*sVH(@#*O2ag#GF`Y)~$%eCu6Z7esFh$1d=d@z%k5-uZnChcwGT z&R=j2&}ETMWXJ9Lw^JS-^h^u`QYyi)QNfT~3=h6t~iDKm;qr ziik?1na_-8wkPb18Bk*#EYtWS8}vC3gu|GN1fwEh^LxsJI_F7B4qOV3gq%)a z>m5EpBQlOw`3kpTOJX3?q)IFzYe`3R;U@DG1&$(4D0qz@ zn`Vu%M_m$D&zch1=vk6d=c`@ZapMqdh+q!%;LD&k^&JP@*n~6f6?+D~(&gf`CW5sN zpF53zENcCF;yWI*UY+&MilYO(qa!B8brd@anke=(lytIbTciZ0tDi?p5Yz1K^7=_6 z%~DdV2uy*l_fm)5xUH?u=zYfu_3O7y5j)%oXS=9cD5UjeaxpN9;S*txB)3 z0g~x>qnM+rJvt$y{0s3kQPS-eD$(a4Mw9EVqv5XMEmEJ5b-PQW>+3?U^OEm|wPXy^ zqr?3%4@PIw=?Ig|zX#MlCQAO3FR#cgtF;$5LGK2qvsB&oA;dAOC2(=ea|6$s?^Zdn z59bmt@TiL9w0m#D@4cl$p1GnH`2Zn4u^Q?OJJ?q{H$=?+Uis#ak&U+2xjo${9y?FN z=?~j3ODew-+Da7jZJ(wXrTaJslI&Q8XCDH_h6HshE=B#6f_?D4ytF(XDPi%%qL}TT`mdW5R4sTAK@io z!Ww1{t>2md^jJV5Ukpz_xVX|l25FG;R|4NDzW*~>CYJ4FJaF`46G>nRKN?vszkJ(>Y#+ zDOBSPUN6(rUh!fdq#)j>#TXAooS-ipGvp~LsWyHGV{v1^dovb2vuoM`-TGbO6TlYv3N6SsSNc0PR36U4!cox-1gQIz#uoJLOXy5 zvrQ?&v7Y~R*@ERCJA=65g_*#h6DF-*TG8PDCO1+cpc6T*-k<*sBWpcQb@SCxbl}Ou zR_!DiUst>t3$Xn3p3Y~qGbn}oSEufO%SJSN6J%#&;cgG_Vtsf%KmONZ3&kTi@2=wk z8S^>QG1tK6gqT3d8!@GD47d{Pzow#W;IUB!{6BQ%2>o7eTVn37^klF}xl3rhX67I_ zvRRFM0N_UeT?gLxv79QWY~9NI{}J~eHZ^8A-|HWyLx#=W;jcCR22j6tBETD~Ag}uW zaqUpwx}SLEY`g_?{MUt#%Zz#@Iid~IiPl3xKMz<252y_-w?Z#NRGh%H#? z=#?Hz`PbBKiLdy71YyMENx27{{6|JIB79Z5Y&=ye82ZW}1~J_$`QA{tkC&0|+R63k zY555SQsCEdwxYb}8cYYFvOSuG93O+8zVW_auX9vbkbET=0c=ilW5-VA<|dg#jOK=s zcf}}3VDLePk{=Rb2>{l)5iT3<@F2kJPCt&ibUpHoi67m2jGy+DkDv4s(Bai|*wCTq z=;86APtg$x2Bwf9ZS9seiTe!7y*26}ToGV`?hFYjJe%|WJCX0L*5f=rAED~iYj%Pa zVQIwOX5#s6sQ)OWu_YbT8~1B4s=ex_W_YFqYzeDu}A_eJ}mKmaz%(E)B)nXlr4Eua|ECiuD;8N_+cO_)M##TJ3N0$;(w zPaf&ZBRiA9H(e#5%}&pUTT-}f&VXnAG++eaI=&&0MtKZ|*os60wBme=0!eDYpM>%| zIY<$ZoyQ3-AP_!7fc1aemGx9>eW$b1cr|=HVOxilRb`0)n{rSKG`>A6fg}+3xeDgv z|JL)WW;4;>&p1#~w1cGQiEgt<5f^*St<&uVZhXFun`#u*i?I84RU8QE%0ta06*n1f z0&|O%c?mcEji(Js^3f!FX@DTujZHr28aJHhiH_Wr;iCNU{ceQs2O^@^RH9=vAKyTM zP0sEq%;Ie=+%@;kxVYOqjA?7i5z|p~8)6K3i$%FU!r71lnWFzoRmZ8F?vmB9nZ~? zqzO-H6*NeEmM(fP12X*~##cL3M?wv3ZL*1c-1r#Ca^qfKXUxzKkZC0469d-vZ_oT? zhs6hD0tRB|zcyC-u$3W>R%h0yRCghDLxQe6^p}_jU??!%LRy389XOFN7`xk^=5G0O zo}zw#?74NND8Y}KE|L{ij*hg@G|?hnWscx3f3E)ipH8TQj+(7aDJuH-mJbt0Flu_z zqD2*M#$u7@wnhATUoGbPouq83ei0ltu2uE=%xmnM$}LA|SEi{XiZczh!#D-Mgz zxy}MCkX{0D_b2E&nIs5e726R8w@!vr34N9m>C9Syp& z?%^$jUU@TR!FN)o*E;PD4!BbkFbwBK;P7?b&-_}^509w$rVn*85`EVhweOgoZL(+$ zO!ka$@TIF&733wpi}flMXzaPe`Da5_I;#>QA=Cb_=5!N?vfmWc(%1})SC7J?&w3_b0u?ifhov_@Yw9L9I?iw ztCCgo9Ly4SO-$^9`>vf41Y3F=jUU;gN^F7YLB0MCoKN8_)LGYN{VuWwZN4kFG&X)= z069#9Gacf~^L@_Ec{JuP3jP+7TQ5EB*JAJtED}zHP=tkqCS~=WkWv#h-m&Sp$SRnc z(j6N3!ANCgI{Wl8A<~yK_onLOp%+W6BAZ-zj%tQ&_RQWE8d$*|Kf5fRFqds)PB+ls zA9Z_n$r=go&lc2^2w*x#Fpm#Lu8gYjq?#{ZX+icoON>%h!|rQ#?OngBr{L65#1(39 z!7DET;GAkCh-;lx6HHz^z7t@2j=xI5iIAqXf_#%;ud0GG63=fhr;-5wx=o9! zS05VX5>2o!S@%AJG+eJ3d}IFx@8^j{DM*5;h|1e#@V?ND+Rmo>WsG}Zj}digQ)_sX z{P3eFF}8{Xx8$&;sY9t>K1^sZ6|^_KUIG(DY3LiK-~%yWoA(}wJlR-IdcDXbfWJHX zF`&3*NvJRx^~7jvtfL{xaePcgM*BLwh*6u-0 z2l6ZZn8Z-GA0T~s|#l158YSzeLQ`s?iKZ=R)D%5IHG~+80S}2G9=?eOYJ}< z;xqGY0(rV*f^n+2^;fx=F(b0bp0vTaigQ_xoibxoR@~d*`5@@Z=Vj4Dp6{wfN-;SR zAl})+83HXPTDdl(ln`JmK`o%1(mvB7Gc5yyz@ngWZ5hV2i+5qr^o$%RR>ryz6SMKs z_{nvInp5H*re=S01CuD@W-McaT-rSsgM^Nw^nYLBV;<5z`)~xm$1l1YUjrq-*eqHD zs#TBcvp!TQet7)-Lo5!FobcS02q5CZ0#IBl-tPZ|V`=a#5?lRlTgW}rxZlC#Yas%x z6npkjAQmqc>=+}pw!jErJz-Au>tW)eW(bK?1-A1w99|$Dk^FH(0_fpfl(Hg8P>rKc zu4q!v+sZ1cRW;Ec0(!7vZ2bVIP@oE|Xe5t6ufgO?9HlTU;lQh&%Sb^l zLYBc_7|i-Ath&kAC_x$ZZX>G4Ib>2OW34O9W~ZWhBSpX41$&%sK;UCX+H6u?msVL( zCaCErmPlW~>&1AG!@sxj!g#KauO@D6HsSju;o7C=puce9lrRZ-lR0{^e1NRf@~ zVT{OgPE_PaSpdENIvm=o2<0{LXjZGpQ%324>pIoVv3*V8N;^F!pPP&n% z?D*SD@o@v*c&@R(vmS|MC91L#mRv6KlYNvjQzr{&D*sp;4#D}-)P)}3 zkXJGO)am`|Nt7buA%}E|=NqR;yR%G7&eivb2>h0;O z*vXJ~w_Csw*``2uLUd@dyBKefKDdE@c|A~rT7gt)IAzgequ;PkQVgDBAB^xdZuliZ z+Gkt_9ZbHpA-tV3vB}clClBib(OF2(WL-IXvnOL`)muE2fNw=8`5nWsb7n_vocP~{ zhDV|aDLV%e1%S+&5n9qWU~m+%V40I{Ev+y&-ssLdux&UztAEII+_B36Z9l?EA2r*V zlSjalhwGq@&$9`x+PR&Qx!z*z01nn25!tSc#{Vi5Mg9h3c*|j~;(p&{?@Uj<*R-v8I@H?K6uhh|6i2n|#m8gXRn$t=Z^&>#F7h zHKw{3p`|`!22{&3a4QNvjKT`~UPUve+?Vd>g2f&dgbU8;bk;0Q2{jjMF3>$ua7u49 zu?7Q)2Y?Qg{xX+RY^kjU?EH-lR`M8&!Z-}U!CI|%=d*7j`~VwK;ga>tbS{x|xlsE} zx=rz`ZE8~h6J19(3_la`rwv|pC;7_q(3cI&y;ys{P88uwoBq17P~D%tGu=$1+ULRV ziKKn+U))!X<%7Tjnz}R2g-|C356{U@g;7y&MPN5g`$gc z6>R{1y0TN7`ozPn41fJi{sCu7sXKD;>xz63#}Aq0x%lSj?GcBWtrqF^b$HlUN=Blq zmk`XmcLh_7R!vE|*Ux4H<`p!Uhuh!If~uVw7YX3al0(f|?$ zEJx8a2QD@ODTeqVQKI9KaDZl@>=g|G-H7kfkbM5MmT)uEA*q}SA^F#nPZ5PvbEzBjz~t}q*$ZTz!h-AgyyP%! z*T=;7m%`bcyE!(&3$E{_)v4Dk4O9M6{B*yuy0B2J$9T2j_b#RLJ zXGcKZ53 zkM8oP{az*ze!ntfQSqU&3O`TuPr<PfDyY z!|Tj`uN;dGeRUODEh*zIzN6fY6U#mbO=u*iWU-?2&VC7)=+a&OiBG$#9b`i5?s#%HEIhRQ!1vhTdIy zzMWyEj0G*}Wf%N5q~2WejH zvb-1XnN^tq5Y)>&&{In?x?8WChIR7Ki0eDzGYLwfG)w%?=p}cwRQP624VjNQ%p31( zQZws^Tu~VO1(;<((3`{i4R^#>yFPEOl~7_cDfRqK4>Hj^5>>TXdSqj05&UXqWCuGW z!P<&Sy@5jPMR@Nn=m(FhJtXwXNFl+&{9{z)+dTEKVFUEE?|m8nNEuIrKuTUh5tRBw09qK9H@|Z-tIw ze=28SXpnnuo~~YbY)n^9$U^3oPu3rsSefXwfHEtHZCXC-OGtb7OZ^$f&b5;7xLgND zqaQW#YAO>g-h@4T+=DE5lznOK=y#m<;&cnN%82$5{O*i8;&_Zdcf609L$`r&E6vr| zQ0TxkS4U#ndt4&hYP)j|H=%V_A_j(HB;E>)ZNB z(q~?mR|sxg{ioQz3TFMBgDCC87+-EyhqC;N7Y}bLb1$#7efn`7y8Cx80 znQ|g!u&p}Vb{ry$6LZub*oY~*kO3D(%@6Z*SPGYMNG^6YEe zZ{Fp|q<7KW1{sEGU|%uHuS2-@+oT;&_fk@JEDqNm_!BY3aORiGgJgj7AH{Cr?Z-ax zR^yE-BLrSkg5|bRnB*A56k;XsU)P1TUw;#q1F~x)xJYhlEbz5T6(^!epk(xWg^SQR zwOVOwOtJoH4W|Qdov8i(&d{$;;nOAF<3(mjML@`(e2r~nU^E^H;XdYZ(Mc|26h4SZ zV-N*92Lvo*R`qDgV0NBa>fe1;W#7=-B|!l>6iO#?BPvZ@97@ttxSxOz6VabhB6eZc znQX~7a>=!SPI#qXsxhEUqc5}4;Ezf#9D}^4LHt}HJSM5&APy;Uw3Wd*s_^0D4HWo7%1C=*zRgLzcEc;~6qfou>?s}&9^jERf#nyhcT;1@LT@i zV9eL`csEf$@I>t_jTU=`KW6r`&VV*&@K(Kloc`JIL*O&NF)V@^yY3jA%(HX);mvc8 z$=rfh%ti-4gRF($D7V!%fmwHG>6XB2UCO<#_6WsnIHd_KpIWK^XM5$OLLi>8A5G(j zmU&|aGNDAjzpUAWO7W&@dT5t^{u7!qFKH^vXy9oX+DVGBp@*}PfUu)c*pcI|C!mZj z%tIV*{PcHXSqy{OzDt#N_zdQ$8KdfpR$K;OczgXu8SA%q?)5qI=>o<+(^dQWk#)*D zprYJV#DZqR6bA-cL}zoq0hrki-YJm#o8r>E*>;HnKUx&&`rCvHeK7fi55{ZmvbbNq z`x2OFx!a{Z@Tl&F*Z2)tdYE2OKz@45w`+Ie@A28dy7kL9`fcVx zVKnZo?%KwU?Q61vAOi;P$j3QJIo#()C+2U8ZOQ`4qD{4LHWpZNh8k8SqP0TRh92FU z&HTL$f{|g?^e=iAmjgCsyl2*brwg^`_VH6fo;71b_3YIaaTog-__YTm0u4@I2pLVcazeKzGTCbp#to_ct{jZzM}jPqd|q?4+iyGR6q`ZyyLhApIM>+|A9bQ5z)- z>veq`c&*m1tA@w=g3n{&N|zH>!B2%nqcgOjPF9!f1=W8QgF)7R=wlDq`uCJeiAOKF zRQW9&kU!<82BVKT0uDGW;OI1Y-*>CFkY8oi0Ti{ynu!Q{=jCMJZGcm@+LTXm_@+%r zZSj&_4BL~~x1LzzB( zb{mP(V5`(_b1iH8ut*6HLv_>&Ej&Vm7N_$43WrZKrx85bMu)gS3S^g`>RtW+`I^We}*_6V$#X>@yB zE87-R;Mw=_XB^`lm>w}@2bjJ)A9%Y(;UN(m60P*7l&#+>=(ta5SMpXT&CNr*wJOxx zmMDS}d(<&fG+A808a7leA$=p?$ZgoiSxza&VFynakZ_Ywd$+#avy!xP@i^Te7;5e(E~o%-5wx~Exr&P(yiXPqY3_A z6q=q9l6j#Mc>j6~M3?`pA-hVnhyt~cPqa`3mltQ1ky6nOM^7uNhBWw11^=1!zkmdi z&{ulNJXeZRuqFS=}868_b9ix<0bDIuDAMB!=0 z5z-&M9+^1lnC?SBy0OI8{FIR^*7%0c>f!v|5wwHl9GViN8iDLGA~Z7TU&3>&kS`{- zn?GhY)sVWbK`j?Fg9lRx_K0ksYMG^eCEdOIQWhOM&#n~x7@y$ZK) z?N0tRu9R=#mrLy9#nR{(RIwod%URQq=Lf5Ytm9uPq$u*|HC{^j^@5Bu-X*^1GkR*X z{C)<)lIw$mEC&(i2vBLUU4{J$tKSwJz|Y{VxWL5a-zhhO5eZdg|EwEZ*QDP8U1>e- zU*gG27j&g62`lRcbYIeij>7!a6Be%`V`IWxWoT)i5;9J~1u{mwhiw+%4Cci&H91kL zHyEX|+ZtqlZ^04HiU!Xka{W1rV1qa(%E@_6m7=b`CP7sLtr!}v9EVuky0>w6RXnEH z_r6t{>k^fO3jcmxycl#)N5WjfAd{bRFbb(2KRUk{6-KZ`*~x@kQzaN%73&bk1POmE?6Q6uc>-1l`g-gkBEWDNz`0WVIfIr_VX# zVmkhMQ+=-az9?U|Bo;Nj#fv`_7wj|WwWjNU9w-Xco5zB%PI<9f5v8%j@gdqza2X0> zgNN=KH6?OSS1JT#+AKxPZ#MCMtW*g)&#?vmZ3{FqS=4PycK8*UoWE#wIE91FZc68e z4E{IFsM?aPO}VK+Qfp#Tl~&ZyQBbY2{Qlg zY?U(HeBal$Xch+lr`swQcs|6bHH2Mb&$lO1)53=AE~O?`l30oMfbw^6Z8q&dPc6=m zWA?X|Ps*4e$NXckNyNlRf4VKjJB#f|Ta+dBD1mM97M(GpX*dFEswcX&g8)II9|H(` zUX?-UTi9bvqkL_F!$IO3)qj+9V$87Q0FMY4EXxYvdS)Lrxn8Ch39Avv<45WTs>KE7h$ZS7)lmqeyne24lZyK@alq#uvws@WtbM`5!OWB*B<-weS9yzW2cr# z4&lv^=4h&W>Iw_Ma$1{(b)zf}E9T-GZECAc)$E+`JAa(Z=Mhpg8#<EQHED|8T(&`Fl-)!yNs?)hT;WKDjXQNBtNFm;<9@5^T` z8PqFOp|!&vt5bj58~8buC-{#phd^qElOiKwpA}SmKQsto`)K(H3zdcSJZ=w9m*Y1$ zu(^^jDoXEK$8owt0k(%?&ynb>UZ`)p_C&{ftUo&|22N*G*`0Yp?kPdKZ2uEnOa43M z1hJ%_cw*y^eClnx2h;D6=ku8@(x2GEf#+8$SjT*88o^={EM3H?YJ9fdxQgw@-uB$x z-qB?1NattT@iMu}Y`f{^q}|6|wCZu;5{`hvsP-J?NC7f6T*Zm^RjNHDgqK#nBjXLJ z_I3;i>328Aaz$nEVrjJmx6Bgvq#q}FcM{PTls|FnJ`*mJ7m~Ih`5oh8^<=23hUa@t z0PBWsp1=Gc*yD6|a(AM{9i9}hROmJiEqZ^^8m(V_?3RZ zOt=vyRp07~l2CvxTgD{rnhwH(<=>?bPp09`f&z0 zn?DJzdABKcB?Hj43*~R^ePg8?FXiT6hQ^EznpgA>y}W7=_XayMQh{OvPxz(jrV>rkic{XPl<7B313{+ z`+U5xz+o-#{8cf6^Zk7W=evlX9?T~^WS3rQ&h`A%+`yP$7!^$clCBduE{SlK5(Lf^ z(?0PDP8S)NbVy0+q-#4n<2L<>BeMli)G^{w{Ip?D!0ys>S}y@E|26KOfq}+<>JME@ zpeZwN9Q?~$qV}>w$Ef6lX5We{KXWL;*u+`lt7VG!RR2aS7Bqx~Z~t233gW0w*c4}RSj8Q_ zGOl#|ycH+;7*r&=hA|7p(lNf2jBdQsu`Fm@)tcv39?)h{L2b#KFE0)B*H0%ItCGud zf8Jia;EV4VIJf&y6N-a_mh^Sbn+7cnIV)KiAoDhop2?*Kub@0n&v@mwt1a(h`8ZNN z(DS-wJOe16;%dsJfWx05h-umf z)sOCWc|OwjZ+L1IUl@GTy;ZS{fR(DX=kfS=n|qLxpK84Dv5o3NzrUin8ZaBGY{a$l zR{W)ClZh%_UlWZ#uE5|!ZzOw!^*^)|BFVjI6xI@rs9)WhE(jOS!cbEe=SRnnu$NfZ zmng6=7L*%hjnC*HF!UI)Sa>KvWw$wap8WDCcY_DmBE&>~9Xw2#mE!g%|8BIIm2sZe z+5gjG)Q_3@U*As-&6kP(2Gyxn9=DnX$exHz9nJq+ZR-sWJ!y>7lS{N`t8p8KK@*b} z9e15oiZs88#A}3B)9S5`9v8HBDBewL)9krlmhOH0_VVL>x*F~<6@iCqMFi}x^{+(% zMYZ#$zazr1Fs)KC6$JM{H#HX7e%u@!m1uI62+yJc7s&o^CvtJ)AB zsC{A`i|1-|DfBvV!&q=GwjS{34eJF9%+iy(+)saVZl;rI9s1qIo(A({4!elBSf>1& zAR(MhY^>yT~uW9WLLTPMa{|9K=%xs;h~#YSZf_!P`E7(JKD;zez$ggr|RFbCN`!1cNnBZMx5GH9v! z{sQtSbEDiAJ4f-3@-@E!-8w~zShO0nKhc9VXt%Dk1UgQU&YU(&? z*_9#v+enlt2VwkABJTL(9}bFdAZY+&GFSfG7O#H$^M zU%m^(J033T;mjm>$Cwu49K+slsma(#;k8FTuWTLp&G!Ze%-VyrPCPZX*Jj!23DwPMEUvLTr@g5qWiFy&};-P+qZy+6F`^v<<@^i`XD zesTV5*OKDn@)Wunj%-kSi#fF9AFedg}_+p5eNm z^P+6h0{d-?$~qZ+gxodtBuXdKggt|rH@N$;n3pKtaz5Vv;~xTffZWN|Qm4sgA}o+J zeGC%OaS5J>&&_FTuIlaATzL>kAHiexmdv7)DJ>#hZ4gvGB~*z4XnZHDtAlKdZOf?Y zyo1WLZk3r&mQ@CvviV^o|H9)xcyCK+qxlTbP2Gq{J_&4&#_=~>_qc!ax*DQ*@;NN} z<|R=~N*anV(XNvoveK3lA87W%dr$vQ0shu}O}Fn+Ijc%Xrg&HdQ_WSU1?&%-3r#S< zf^WQ}Z#3_9mh*w|(HR);J{ID)t0ZsUd~Y|cS$AW%AvFzhu{MQ6lla`| zt>EP}JFN`@#*Z}5qxfxUnTs>mu67hH{sLPjR?r}RC-5@nT~64fF;B*@d|1pU8)^H4 ztc+7&$3pycYaH3Ub$vXdcw4kJJsF3!46QHc+V83%)j8Gkj5JQY{is}>H^uw*7sh-qE$y>`DV0J6f zdYV*B0sL<|Wq^NX$h*`AWt=QwnQ`yN97k@_ zJ@{U;VNjh~M4E~pOQRJA4au*7{mcE!BxkdGeF!Ob;h8tY@izHH*bI4_9X(Cf#1rD1 zI@Za_bm*uPBJ6h@Y6R`7$Xtd-MGog-$csL?11~JVWr}%Vvg$RP$cpzB=Vh#Te_9?~kylMf&OA-w zyA`|r3il}i)Ryb%8CL*_;wcyZQ(EPbdE^*JOl(=o#JaLyIAtb%^_tc{?4)gIR)R?e zHpKBqyr`+0-W-<=6X)-M;+>Z%EtWm8QeQ_ovx0EnJXnURv-!DmVe3}(xjvKo7hBg> z-5C=~rg)o%tO&=mYDr|lIhIFQL*n?jgAmoAbFB4}%8@|xn4n|d=$bD1&6_ez*|lty zh8qChAp3|!0h?v#n1)T@n!a#ar+z3zI~&;UI++yMufpp3RgyKTIok@Lf)^U`Q z9V0&QwY5!#lcFo*KG!zsFlwY~FdfGk@m<9!a8#Q0L+`maor|9qso%jC*QK0VtoFlc z&Cf=}(>&#cFAwC;*y&b9M7NTfgk;7_)#(QflVeBEHg*0%KK$c%?x$zF6jZx4+x4?= znU+)FxPisMP~}ah;t|ulau%{*y0XNZQlBsR$i|bp zTKS`&q{5E&8w{EIGM zYmG}aCXLBkl>60UX|C5D{B2*F$_{eu-l0_L>$duJ7sG9ad{|azTW|%%`-FIOb4X^4 zq8cP8eVzx+D&bx}Y@3?W-xM%fh(BmvMKS1dMEtV=50QtJG%tp4*DqEvli@ z0IiigB&21XU(%P2h<{e1CN)?Z-j@d107HBNFA2UM3P0Z_OL>EwvhB6O&y*O1)qYQG z*FIpr5@-3iEzdb!rl_jQQGD9d5*kW&GNh=+^r$!4iS?%mD_e)&0fO=LAMWk$?s|?Ou5P7sdBazKuWf^ z0JoRLj^Xk)0ouc+pLeZf>4{>*gOUTA;J6ut3=K)mt$DifxN?07;&}%Xts_3ynT8xY z`fDqp`o1~zy3o^XDKyc;-tL`_FWXR-x&EP6gJDr;n-++G_Ni^#q;4b6d_)@^wIBc~tf4VqE>0t9j88 zaXt^Au!RxuzL0Fn`e~hfXfmd2Q=T$#oNpfT#Ch;s8UP-7RZ^R{^POU>AR@?7e4p-u zj|Zs>D3Q~){Gd(CTCtC}wgKcTbp0WT<858{mBJD6&x_(+7Q8=2>)te}Aw>5btcA>7 zrj8EdphiC!ygUqe83t9#XH-8!^K37n3~n!0{7IILbR|YTdFUs_-@s+h4o>f~E#*JN zIG)T^iqiNo`&{1*#k=iMOM_}EOCL+|W6dTV1`htax|?ud+uon4*)LXqB&?q$z`r3~ zHs#`5&uvWtY6&90O3Po1O&JA1Et+Z`IGES$}Qm zYO(Rh`iiE_=~_4227h#X?a({So3@?+k0yR<9@;-qHcCb1Ohext(yIuvN6PRSYZ{w+cyPxc0~D^+go9( z3Mu^8(u$LO~%-8sfw^C4wJU*4sjpXWtD88G9YJ6VHY@%qRt&#`?oR-m3uK|GW@bG&7Bwh@B}%gr|H0ZiVSl#1U)?G?9&OoDwpPM;S& zl>2UAWy?{L@z&b z{PO^x1IR35O76~d^&I*{@?Rx2k%JoJk!P0L2sHTOMR7Q_VaZrqI&Iw+(2WA^+Q2=l#g>Pl{omzi%|%}JQGBuVJY*D1bvI*6O%k~zYL7d98U*= z{AqmCa3BN7|7}G43l2!m1B+q#nzpN!sY5mmp<{>82eHoHO*0oJelKlhaYocT((nR! zV+T!7Z-P;{6GRd8Tb5r(#6J)5K9h-b zaFOILtL&1WKlYqR%MOJnOtcz%``erDg82NrjNcimo>mkp9r5WS+r(`BY@ip`aV|&9sOW)T+9@X}W+JJ;MP4%$J zUM*Riq8L^0=-w8<)2j7N1@S`h?6lVdo>Gxt5$LpSo|gqdF#;QeHCW#A!j(HO>zYj` z1@gcBHgf#4GG}&8?4InJQ$itCS<#2kK4jp;eQ4?OP!j&`c%O<@?y-=@1Yc#qzpaC- zI0r)<-}m{kGFSu#IgAhZ9Rn-mIYp>Cz})b@~P z`xK%0W|wYY$D{D~-*uWG&-`eZKTCkGTKm?FY~i&Dc>hSs0hUQRPFE(hW8vD0o-8Se z`_V*!rGALxDJS`xu)L_c?a1+a9}pt#OzNC^XC^`=q)k1U;uGI&Q~TE1aH(V?XpiSm zyBpCpO6QMfZRWWLcD}02n@jx$1nS~M#;Qr=XMUmsko5%#^T=6B_-?s<9xcanL42A$ zp;MOfAFmSCbdRr;y0=R4kU06AsS*1Q^vZjm>r!Bn9^hqo&iaBDR-jv&pf=#1lQQ)@ z?99;*Vw=kh_?dr5Fxhoy$tVQr6vs0}~z0&fc4#sc00Z&(pHk@4#l%l;$9FL&gGTZ@d$ZXIG z7|O5)cH>-k;xL{$K5zp=F_0)@{vU^q<8QFDuO5EVYQqLgY04;APAsgNn!b^;gHC&| zJKQHfup(0$H}PVr$xfrNDujD()R{KibngdFxT>i-ww{>tY#n-Nm3!G#bA%*ZV7>`l z`^FF)zMk^%vu$2t>>c6L$clP<8{p;x#hKH_XlC!O!u~vKm%CQ2)BfF>vs%I_s;F{w zPKXD4%i8o87R&pRgN<}av2ze{e3Q*O>Wq2r_&zYlN60=JYHT2W3d`Fi=>QiI z#%@IitKpmJx#Rc>$F%8a|rP&!dx};NfRGk&hpJZT#ED`uhY}&Dm`=&Up1AJA{>L_ zUEn5qao_73Z#G&s8p%IOi>BQI+h(i7M_qKl!liG2xR+uavvbwT3{QTH&6!y=DQ@!x zr>CJ#EQSZgBlp{u*-1vcSTuR~)1m@Jj%$o~=6KytCi(}*@&`ox&1I2|NxNLFC24xZ zE52jufZdKBQUu|Pda|M;w#;wmUA!&#UGOs}H#Fm=KPl7^D4zCzE8a||Xf-QVtLWe^ zyU^OrW1WaMjdQt5|%0K1$-?*hZgX#5B;7)iN0O z=UHL^C3OyLD8SU#rJ#oM?emV7MKuevlP=!$vHZ{9UIFp6kff9hk}9@S0SOr2s*n(m zY|Cms$zeF)ysACH`J(Os=lDz~??m_Gh0DtuJafk9gPasH}md9-kVYzu+cD-uZuI_u}qCw773f>u2t&_3+03{Tb+-a zHpa+#tXm23zx9LxikIT5tXq`?HN3Mef*+nSigY|7o>oV7E%Pn=@pC*c>hMtwG4Bd4 zhjpu(HU{2AI;)wbz>$C(zmn-s5F&QK`Jx8!Bj4lZs?P5;rTG04XMsGk1HCV2oa~vX zIy5z3%ssL_O5Q=nuEl-it{y#ADoFc-(IpnW55k>=LTwpG1xDJaJS?kr0+ zTNbzFDaFd;q3}e~lkp*mh+k3E zSmPgH-6UsW!^_w9fQS!H8(M{S6m28lqGZi>iQHuks+Qs1iQ}g|;%&{hf$j)vdMARm zC&XXjEWmjZZ#P#tL{e2Zm1Dl(Y!6?*7i%e>mlU6pM@pOfCVOhf6wx*ftVl)IW=k|v zZ-IL}FdG?qYUzGdQJ}+eXr-EKtvjx3b}fuiO?4*2EqPKX%icMTH<&!k=BmGwjHb;p zvShYzlQ9aSeGE^a+#`kY#35`-#uP9AMeHN8`TbB|ds#7wM98ip+#C%LN$#x;@R0eCM_yae)2%$wt0mst~tTv~+j#Itp7DK?sEKK?WZg**x@ zhPb1qgi8Ex6*<0&xbLvkY>BTUwqv+5E%tp5Syqhrcm^cI(>w7a@!c8X@=QkjvPXO! zVx-i}RXn$*H6B=A(pj>6IpUR6IIvd>wBsnD5v^s}DweZmgWpZ-X&tq%^>t8t;Jw~_ zPJ?>YZiVn_)0*t&JR*4+22I@uK09LnNVZHrX!rIMPhorq^EQ`h1}QX-*JEJB83Z`3 zre!Ol8q5b3mOsq$Zdtn)D@7z6LERDYvo3;^@-GBJAbvULl2U>An@fq~1@Va4Yb*s8 zQm9=r;%^x79M$m3VM>UQVsTc0oOk_d+o?06eW)=MNCl`pKZqBV8lY&v{I_Af7RgL{0D#(|B38 zcI3g7B&sy~lMaw9Q7NdYYZ@@urzZ0ZC@gNx*F!;`;|^w%8S^qBeoi=#fj6O+s6Haz z4B9U*65?+d@sz8%l#u0uIVdB3Ig@8Hz?&ws*uXw*&qGh46G+(7rr}uts^C zqMDxL`weRN)`^NNGC~AAEf_U+xZ$?IY!4*+npUl~-nz{v1o@wbfP6;$O+q|HHCF`Z zX^HqoX3lj5;%9)kUq`$x5YOpIc_yC#oR0^`cSv&12=TsFD9SD_4l*~EqWJ6q%(bOf zx^qwnB(x)tTwA7E3F+%Sv+6UtKCX0X$;OYZipklQGYBthA2O#|Z5#WvI)_3#UXN&l&C?E zyz56+$Yq#A85F0=ic)bM*w)j%!Mr|F^aEt+oR`F4iCDYrWY<=jsfy zH7dF2`QW!89`VhOEEHzIQv!h}_*or;nwFB2EHVHYGZSNP<-MBV#&Do1=Y~XP|>oYq__;uoA8NY}3CU)$l-FBi6PD zf&6kV6hEU3$pv_xV+}@p=PO>hMtFMNCA|R^R0-{rhm0iUInP5k6~9wLJKcx;JU#QG zYL(<+BFA4a;wge};~R$fc1wzN;#=AI3n{*Z0$$93WCklAA~EA1Sflomn{6tv9kV`a z*D0w%8AqWzwY1uYhko>08V;LgyKAkIe6ROq{$nR{ht%^6@aO5*!n6$qCRrfbLfJJ> z#QOST$U}=-bKvZ09TpePo$r8n8>1QrVHkzhwiq<0cq&nF7@#gc=%<9>(=I*5yO1C1 zZ(>bAnzNfZ6gF13eldy599ji?-F7dh_#`e!O;5u#WDN^=cK-BRjg|_S4j$EMfyxMG z)0%odNx7J^VRpA=)AEs8YfesHog?Cd>wOEPYZVH(S=NwOk2u=AB?~ zk*>hQsjEh%fMzx3J88QKDNF40JT%h% z7I5Ec6x`@F;e3|2x7lFHgtZYj+fz4u+Jx1k>+|V(#_^$_L>!Ve3U&QSP{WO`-W5hQ zVJ%fJ?NBAh4^lIIQl9E0cCEAfVCC0SBi^;PnIC}S(Q6FI_m+9=f7r65M!cO<;B9-R zuZsgvR-Nh%yyvrG7Q(X0D))hordvIr$$4zmdcG@H?yyPISQ-5$a(e_OC|+zLWH*aU z_?LeSQ}rGeW_kWl@^?0Uj)vp;npd#Hi{W8vQ71>dY7Qci5{fV3Zc|D@R;qMPNG82B z*Q<42+?t`^o?LRbj|WM`)H>;nbpm`krFM)*c>Ir5+hvj`&Q7wD#-x^D*ccMW3&o2w ziYI4}zV`{l{XakdR>J|iy;79P4{HqQvbw*j<`T)OH^d*oOFJ zRduHZye%ftQ!#_adLW87h;xW^gyH#!pmJI@e;X!n{z0G@N=fC_9Ly8rH+mzEe_hC{ z$s5}g`fTbHdE4Ik6Y?>~a+?JAAQ~F1Nt?Wa+VC&XI~)p3;j@?Auw`j5ml&P^zxm?J zhZMra)@;4%omOQajjhR^S$u-YRtEJ}$EIT`isx1k$_;~BYI@z;QucpxBZ%}o6-(G! z&VmhgP={<1dCQyfGV;3Sf=4p3MSp@T;ZBATIyu3M-*)_MV6MbUk9r5*>vDi`lln-S z!J?JQQ^u|5K4;x(zd;~ps3a40a8@dT?=9Fp4LTF`K@Q@9c!LC(VJ%Mhy@dSV{`R-z zsA^2Vezn%-h3w|_aD==7z6~}hWs(n~liojpdwkfjvu7iN4}{g}wXfQWQBJ$#xO!wd+n~WXoi0Q_c)=?jQeHi|Kz10vn_A@7vZqubY^EBNQ+Dvz3&Y zOSzexxS@KVmt16HLW)b`q39K6wQf~to0>=IY!}NnTz%55FYNI+l4&xsF}v0DfR}7N zty=fZE=F{>TY{R?9cJ&+%mXr97W;i;iQoT`Dc%kJCMBwASElVL-g9HO{_TJMXTbF2 zxhFN(USMOkukv3rG5fYg#5xKGDd|b;m zNkmx4kk~|D&kE?wpDf4(s0Z1}WY_vVrv~RKmjU zHLjLHaUnVY4lUZSK2jiRr;LS z2`QfCk|1sPEID!D08CA4t>oa6d!GPw5){y|zusxsx7h-Yn_u-Hs;BbQ|8NzG{=XB{ zuULNFD_g(j7%4YZcQlIU3X_L9yvqfp7|{nQ6%o}3Zb?nvd%Cy=7;%%>>ZDX8)=gj` zzX--AD7?14tYA}8Q_E9T^Q0(zy5_>SJTb)^IC=I;GHxvptGv``=7#H5Kps4km#sWi zT72S6ZvGg8o+6xI4D360)A*ycDCxmE%-=sxa83h1mJ6u^4Q{Tk9xEFijN)BjvoU9L zK}j<5HdURN(zT&|p9gMhIwxTKX@L0E7PJ;=dFtotb?||I5B)hX-=QI^+P!M6Ymt1< z@;DJs7{#}FB7)41v(lYy8SpNfFNHFW2e>I^P*6Ol&k#4ZzL1aoV~y%#Sg-9vZrYrf zSG%C~RfIf;z!*1hFWIg@7>KbwWmZaaK$edn9#0Pkp?C=2eZlT&j%8~Beo4t2CpL&p z_A!8+gh)CzCp-!+kX+S+FGQOMs8%fzP&PHC zjfHo%B3?a)cn`{aaq&r->yyer*U6>^zMd|L%TRzqVPvI?t3ZF5UDMFi67e^s(MNx4 zCOGT?U$@)s%;M$yNvqZ(u8}ph7}K7vz9&I?DnMDs)&!b#H9wt`_#RH#Sz`c>w_I#( z2XiiYlqFGy&Z2nX9KA;MKe`7-9qvrbt3gA`iy_Z#$BH=TVh!;UrX-GU_K0fWdh>FM zcfA(R6eH-VRfmHT))#bHV^FhX$)PC+6f<0~*0~0ogLzx#aEz>h+dRA`0)Cs6Cce{b z?^^4S5C$^N6DB4&3FbvR$)mNz^4f^$B+o)9rSXbKEgGMK`!1xZ$Bv_#84%C>Zlv=G zxyd2bhsPklV_ADZ$ZHyhquA77HrW!t?2C9lf8-D9p36VzcB%^vuwl+&ei1zlhchZZ zThf%cnu;kL)~)qsYxcl~ySM}pKbdAL;Pr-iK^>!U)jZ36YO2oy@XCuS()+BB=S)gO zK2JWA(Q;)kNQ6Ak-=Z_62fP%Zh~qE2l^|W4q9p_hgWm?I|2@9jZpd%cqC)aVOC2dM zjRyl+j9~`ajUav)zjVyo;;Buvui7$wqiDq|mxJIdblV2~%rG^i#Cs#;j!{GSkuj=W znJj6_l`QzckWp>S-sqaT?O1x(wa+9)^HM`zR8otTxfMt_xLx8W^XJRd#u&1oH zD9#CZhAU(SB7-r+@gNtFeDV|~uSqhFcQO-XkfX=2EnHCN#PONg5y^|7jISUA(EkYA z!yCVeXg&=j+F{JUbQh38*##kfnU+(_D^JVnDR~;u-vg66LsW0+XszbHF*(h%TBv1Q zP`32+2*D;k!8gxbm=VP{X%Ygb40z~=DY7x#&K+0*rrA3}j1c3if?Eqk^e}!-^{J|t z5J)3b#Imo7yL-Tw+Dh`Onm-?HR8Ky2y~F#=@kS6&`!B9b?LTlWWox$<{;Nf5(i-&S z&qQ2Vj-SU9+7{YLD^(H0iAeT)R>kr_CI{ zt}anJNrp8t_=61h8fj*rlZ6cYG}Tk$(~*$q=#8Ei&vODy!!iifygcPb*qzJc#8QpO z$w;_C2MN=02vFPdD|$_TkZ#OEUs0{QzV=F124>qBkhs!Woy`QNXLEdNH}J{o4fz$) z85lOXvbHF=!csV%tJbQCkA-SJ2W;@b`!|A+1ypt$3Y-E0W;8t$E#U7S%COlb(QWFGS*RRAren}&Zuc+caW#@T8{PWz%RPIn{Tju!OvP%5JjzOF@$Ko|c zlb+-E2Gu8>yO{KvV^Fp@Fs6K<_miBJ)zxOpfGFOAYO47g2Yk=*$QQU%B3AT>}4#kJml|M}-1g@XZ0<1OMEWERY@5VnKr*@?BwzyEtP z?&)5N_(Vh&Ek^UU#AJOHXk{Iq(|c=W+2KDjR; zB5(2lN*=P6lw&TZ%^c+f$e&E)l+8M;um4(xHz_TntC=5Gt3<-EAufo^n)zF&c;@&V z)ey@Q-Z_tsBfyh~vc^D3o4sp08S0t=58Fw$j+h4pivJTfWJY3}I?+7~Kg?$NcZhnm zUW@wcmLafTU%GZ}V4;0Mqx?i>fPo2&_^U||=EX&gO!5uSNGLddK0rK8E1f@+;uFXB z-UK{;g>p1b_fi_fmrU{K$N%yS^W%6C zzl(kbX2I+oiIo#}sc~x)EyZR&6j404QAtUpFWoB!2+JFQ$}-kl{{*a~?1v9Dlp<6?azZxJu?$qWP`3!b+OG3V+ zdXLAVF7A@zlN<-ni=wiN+qhx`TCMw*S6d3@6ZYfk*A}yLq@LSsoqQQrt#3bw7gzq2 zk4Ihx{A+oE$%=z`qvc$U5`=Tv3Ol~*v+<%+h2nJL^&fu{$0x@co3ispr^V}zOMf?@ z`rpahS87peTLhzC8rBd)$H1K&vSgA%lM#Qzar~;5Q8xs5;Gah{&mh%1{$6b1(MQvxx~j;DdcF1UW_grLUgyjCTv;eo^O_JF3&W9ertU61r&ysMZ} zZjO5Go>^->x6Ku~8jL!Z!K*xe$YOGz<)$2(4AO-Z)tGiD9)=GtMK#zv5hVX)j<KS?+-;TG_JGvWS%w^5|C(Q9K<8Q~}weDI3(FU6s?7*iPn$nzMLMhGwu3q=z_&%y}ITO!BkD$gv z*%YI_8wzTO;!oNlBcNWo&`>dfqFC z2i`Q2Cd;c*lY*PtaLq~H1IhV%nR7KwUxh+RarM0Q`1!3|(OlMINH-<$ESomFJ5h0y4pPu&)nx8LA=_MzK`t$GRHNKU&yWuJGll02JYFNp-H5u3oD1x_jG&ekRI^!)O25e5gHAj;>H_dS8^xQ6eS02E~_ci+}@KorH zpSJDwm#fLp^Vba;_fl7D63M3@9XH0NhXaoz$<0qZJm<;%h%z2tEcZ++x=9v%6oZQk zI|&J2;I&~JxgK8Ae%x78)e~kqAp>I4@-MV+O zYRz%HY1!k7KrTs1q~o0tlgJ{ffm4T!+G>m3uozb&IT^2izY@Q5t_B3px=9RQOjXz? zw*~ke0sGgND~3z>wRlxff7~(_;Q%kLSh%wRkj9KVH2iD`@ju=r$4l-Y zv>EUQWeXySB(sr;XN-4))f1!#401jNLMC`>$(y!cSI2xN_CG~jp){jjvWgqNYDYA9C|ypjGha%D=se1(w# z55&X;whq5?Uhfl*f6cQH{|<9C40z9`5>}d9#XrT$Le^$28StJ`#J0H0 z7t2!kr}QCwUv=W%`aI;1xO)J2v5D_gAK~9qNQgYHe zPW0-=v|+H0g32TCv^2vD*BHhBFP$=@B22n6FK} z^`dUFR+h0AVSVcKll+)azBrR5g*(!1b-lgGHD@d3jtuxTqnk~I$#bk|c|A}NpPNpe z*)Vgs7}ED`u0q7r)}akLLNI%k5Rc|4R8B=&EMw4mcc!eIoJWfPUpitjwqaEPDBk40 zZdt%S2l3th3);8C@iIg=h+BtqIfrYc_c$qdbFXob1#1jwTsAhqP$xGWa8|E1xz>f( zs+ov;fdIa45xrlkqW#q!NFl6Bho)0zezIQ;nmG!73wOME#D|{aS=?c1TA6dR-wYYx<7B!>n5Un)LXT1e4XmsI*FjQ!s4mJN<5KnQu)yX@Xv+^cII1l*8KQTS|^+nprGm7IA z;H~2&kKsAof_Ec;moU-_=TnX>p_6jRZC`RNN=;dDP`Jkvsijb+c760tfUo8#?GI%s)21QzSh{k(71>Ez1;jsx6gAkN|K#p^NgrwYY9rd_2i^VU1)jUA_te0L`dEpBqbo9nv^K;jbvzC8WIBdWAbIw z&!1n{7&HUGi&T@kpd4j0)e;Ezg%g6V4&xt&b7>Y>b>yq+gmeBlA1}LG9BMd>ryJmS z1LR9)kxq|XV0CQ=zVYnt?>JTVccOUgY}VC?hD-t)iJV9x|Mbh{YxF=N(5s7_gq zAWt^SbI$tt+y~-f%bEWahc+jSYx=G~wy#A{!y=eMM`jx>4T0!=$`iR-7S&*G0@l5> z7bDIaZmi54kLD*M?ue;B#6A6Q-qywa(#~#6Gf!K>=IY_*)Sc)hoiPcC%QINvuk-s@ zEGn0x8eaVK^$^YVv~b1jGQ&L#y{d+e$~-4%QpL5<81$vpA;YgVx>92|fj%PJqQEME z7e(2DaH-bL9VnAe8OPJGGf@j$my(m#N>D=-4|{TsD`^acPm^+B<$;T9>ylSZLOeMB zpVChyQg17no48Og&sY&nH~F0WZ2tYigMqn5b4L8`LpVVe z2dcH&^>c^z)~QH-Q17FNCXGv=y=)=41J5`Vrd+VOT-7qiGvEz#JO?$as*yPU&p-Z< z29s29H4@9$&j}FKX5Zh}7X~#7W7-YD9gYRNM;`bcgtww;>#C`3VPJr+S!xPw9zU?m z@f_74uwm;Wxzs@zIiWs4eNnHyDc*Ec4)sUWmf6hn8H8$`~6#x6njz)}VVg&C4`Aqf(@Y}d}`~6LYe!*51?cA#h z4X?8Az)v*ilyFbKI8#m@i^f~~tTv~6pKeHf>iTPWI!Ja<;!&41%c^T=%rqrsBHu`Puno5DC__wV3u!Bj zP&}66l!j9jt}OE%b+@O-l`Opj z^@YRRDe^fU^%F%FmT*Q`&GzH?Acp42dmKTaBiR%Ua^_6xS@HgKzxAwF2W_#`M} zG0i+=y^SVy{6S>^H(RlNbD}^#b9~W=z%74i%4Iyrpm;_+8Md^jvbH?2J3xh#q{I>2 zJQN0Rllnp!@;N0>K9(=|#*bPyJvqp1^n!fIQm#fVY4QyRiow2fvET?27O@o9bT^V?ZYFg=1OTDbF8Hfzlj41mF zuK@fEfVXll*>)Td@M`;1tkss~>=8NM;fl&bC@s&!k&>%1O^x0rT~qThWheuj58|(s zjOSpVte)cv7Zg9`g)0#Mht7~M^flJKWPhqd0-mCpK=OiyeO7_^W)Yg2vAy6xofO@S z_~opV$9u$I3gU^}B_1H4;{~fdI9{+DSlYy1g|4(%Edb9DXQvOcFV}fM4tsv|9@#@L zz9Ms3^}-t#6+kVSy;Tv@9I$I+N5rm9gm@+MT-g|yH89pnP$L|#dB4|4)yQncmfPsj zYNk;Fv_kQ8%p3N?0>|47`ILpw=4Fc_^~>P^pVy!4C5)R>if>!QBPuPuj38c-nNbx6 zl0u^PjCjR_2E@AqoL?);f&>6o9*aUPWqL0%z;$0l@1X z@Cf4DRi1ovz*Xymh@YR7<6ZIuV%1kGLRC5kX6(CUd`tGtNx{+RmLxSX+-WdYk)xRZ z#8|gZcDC@HG`fU5NbJRx4e?+N2RR;_h_3+X-VvKxf?7trm&Z%-0Op@9*rj+fT|@lM z6IQMwUu91?a8I83k$US9dK)CjS^>Bg1*>a&2kc~vJ!pp71U&b`B8YF3fPH>wHzuBn zzVF?~0J=a$zo@xl(3Z;;C+zGPvv56%^EQYF4PAG6JUR_9=Gq6Q%#r9LzWAS%nvBO? zB1p@AHCD1VT#GU-bEd*P13RSTC>&e)O*GRd_XvUgMr4#!{G4&;!_@e8J|apA+-X<{HoeRSCc2|T8tHiSt08l zlYa{7K!nmY7)Ek3I-5zPhz9r5*wvEM>ovgl3WTO!crHRoV1M{&e&-j*vqT1FGsH0T zKPSxzIjBLKH`Sd8-XtHR;Y3KqH)LSbQW7U(`hVw2Ep;|=X1^LbfKF$YKQD^khIn!$ za!rqTWoZNg^6^dO+D~b|;ay8y@ zU!K$K&!3jAC`8R&%b_G$MW{*KqqTGqla!CVRuH%#wWrC{)`*gfXTugOug{C(H{ zm!X(~K!P7-$v$eD!5Yu+c=r@DLNtXcwzQXG=N$#X4HU&ba=eD}X0?xgh&f(*>q*7I z9e*`Dk~O(sFAY2|M~O%ppdcLMw+`*yqv43}qBbHz-> zBvl2xq1nrxdo_EM$A_tkEr?ffl|*V3>PpZwj)me%YHyuUK&#p0(;D`x;lU$FK7i%_ zzsY%R{TYb1zQ9+$ZlH$`;wc3E96c1mmaAp{wLiZ5n9dQ$+oX<%37PcPqtiHx+hy{E zc3Cy%WUB6pB{n2POMrLHpvv0x0)yV4iKwab(hU;Qwc!;^25!zuSCdz+P%*)ygRSG~ zPVt(tsJfCthqp1bp)fw)gXpq>%qE@*mM9+6aN>^CfnCRtt6>*(oJkD%peEzCk&n;G zno_lDrOO5bDXq;`O_eS>jaf8LLZ>Ve3w~2pAb{^@fYkAMQ>w1UGp1ciSpOPr8W-Ev zs5@evqtskok_#Ko5=8c<_9les4UI^r7AT8GOKxrLD5$}5mL6?!tcc?O&a1w7t@J3A zTg36wO2`C-$mTyI%C}@E^IReklVNg2ir5W;oHW6#PSZrI^YCgn&Ci&4C>D|`SX)O3h&6N+Ew0WcN z(xw$@D`t|Vu%-aK&NkV;;j|J7$u#bI9pj{J{Z2Qh5|WA2sw|s$nj&%pUJTtD>KUV; zT_R1&{<@}?_!2vxvhh@H;tppBZP{=SalA>slbD<^Cu{jX|1&~<{Sf#7H6GQT@?aKc zlRFbNxLh!9fWrA{?hFM^w@m}W-(ewpEITCj>fo{n9+ zl%d_!(#=kOuT&D6Zk|gwC-X9x__k;(mZ2aVoN%WO~O0v%36!DYTWyVd=Nz#UvsYlB?g*Q zXsS0tnu6gun?vMJrjxMEHomFb=2iVqm+SG;sybO?cb@0UUMV&Y1@SDUY#Pm}VP0DC zB%(%3P{TsX7Hia+^%zuvR7l7F6Jb2wQ|2NYF1L<>&6bsGD-&Ez8kNPOF-CkN%gq_O z&>-vZtfHhYG;ot^nqi02V2o>y;hXdj^?w+$&8Ebp4Cj8ezlm6>Y2Lb(M@hHz%^H`Gg}AkY$$<^J4Ly3Lwdz%y6rH3+*KNH91UIiN}OT z%y|G_WYvUtFXdGX;DzLyqnq-t99h0ceCyIwZkvXb)c`b2l4F9WzRS7}P|0f)orv07 zm`OB^oB+CS>h6;?0(e^cHa*cN2|c;*5dquRPMxgIXGRFhA6S+e9`{)uTMd2~ozfO%(r!gz*!lyNGy~+d)9_DA2BnCP&Dx#qrEJI;nzNZcvaClysp5 z=?igT(1k{TPc2Y&8?vWxZTgY*My|_AV}MYGmarYQKs5(*Alvm2-q4>a2ycSDQ@}~2M;{Rk1dJ2>*ep`dLA0a=8YI?I;tex0g z0xMP?&Ba}4*?W?^&=~MFoiGW>=*dYI@=Y-kX8?Fi^`kW|#Wa`p2;CXHTBrtV*i&6n zX_y&tyiD>iI?Xg-Z{f`G?EN-l=Bd*dsEFME{X^@t_>QNqGg!AmBWz_@f-xKWlv)1F zvXsX^7^06)1EMusbhdpXt4xx{MO6T=6uQt__K=TcpS!x}6SZt|8on8tPimdq4(6%L zZ;qmCbBtUe&dwNJop!k8#Q7}TOATkqrOCMLGE4)y#i5+;t~rWt1@M3VuhzLcl4RkD z;;D!$G5j`*186|AU;M3pm__?~_VT+*y;OWX+r=TSs4p6+r@M&$ZwYyaT z@~53zzM?FJh20_nUsI-7H8b%oc;e3Np2zXop^2Td4N6aJj?E*ab=3w`S*eT%n_22Y zlQg`^z8y{c^1fN~6b8fdWUll)@|nvqP5iI!J`Uj1kSGiQm(11A~(XHi}RZ5gt7Ib_5G&;F?Z_Cs#?D#q$vFrRt6H zHZP{6?IUT*Y6;jed2XVVZ&(@GG&+06SGum+iq$?Bgc z;&_*9u2`%Z?rs$i4wjI$9uZ9I+5NVT2f$0FhQ<{W#ixeO;3l3mWPQ1n0@GcnJ~hj$ zCi3|dy)5uo<==_$pM&_T7o^KtUb#ZsBpLRW62zQXOzwM@4TEfB3__Q>H`|L$C6chX zFf9PD8Sr9Zi9voMq-i}G|7ITv@H}WPb<&H;ds8=Y=aJ_woFcrJpeB%>1Nt&bCHRDR zHc`pfjLDRu`2WvXCn6E+9Eyve7?$BNzrJoN~I132)|@dI=9wKm|u%XrXn}Qteed950IrnZ8dqe66TFhRaY|0 z|41>-8pm69wWWPmL%D=FKJaW@hP=qjOe?ubpC-}^q&-d8K%#~VS{5$o5BbHbQ$s$& zoE;)({iF{<{8G42nRupS(cxk|(J72?rQfF}{?0cQrQD_t14iOK-6TEHKVH30bD+4@ z*ov7XvNcrkgB41}HZ`KxRy-r2M&(=VIe`7Veob??F{%YC0?`-%@UtM(y1D6Z{-FS` zq?;!2HI-*Y6JOv0C^BJ!e6o6Dd6|=LsNnxQB0ioVhM7ze@+r@5SbNN^PmkD;ofz_j zc=o+kh)URQW|2+Qr?jeFNFHZOQy&*-;aN;;k11gt9BoXpv9VCXu4YR_43BH3Bp)ww z;XIU{728-)5#nL$41dr(1&4cb!0Q;V-sE9_x(B>C-K00>KG+*PG0-_Z{a7(gp^x`z z6uqM~O(p?pDg*bX;)#Uj#J(hguQG{WnuQgPt|t4_`OKNt<7nbB<D#&Vag_t9afE;sIOaaTbE=W&Hi>LUz-FPYNW$b^Ny`BQiX(Bj=;X5#JUZFJdn# zN|~Z3hx(n(@?(}?qj&VUyiVQPJ%roZl^As*Zkqz6ho zKATJzhRdxIwDVkq1`|Z!4Mg2f|4UgN$IyjW5rpy1nm!%>m<<`7B!8Z&HnE)3P!J$K zP5QW*HS=j@6XNSO#`-j|wTXz2=f%~OQhHYxB*dbd@%bI4dU#|4G5ZxIJww$tX6G2# z;mTFI&}g?e+>=9rqo`Mn^yI)Ev<+z*0wbPUUE_kbk(tDu(#f==#+*QD9Msu}vQ<2Y z-hafHrjO&L%Mv;Cy6QXNSv4sWwkW9K890(L2;MTsGp3a_ECl{T%h)=H8 zf%r~xJxPjA#>s?wE%w4VNECdc@QT7WQ4M$3i^~BiR!~e^aRZfT3urNw=RCF4o>5~S zeT-?E*$1O|L^XNvJh!+~k}GME5Ko3yQZ)hI9u1BMv>g%g|11#iVPS`Lt4$NYiR1U6 zkrQ?THWJm`WW=jxelxqNWz?%;KglHpHo$u5Xz~*=eM^r;xHm1UZP`hFg*cv`IBE9q zV$TCclMuj4Pmbn9rOxtIOh;pX1OB09#H$R)fkbO1Lg3m-dZspw?pRT~atHRK{yk)~n5leLG44CWs(rV&v`i_4{j zOfsds*oT>yuH4ZLu`sk`Oz{-PH-9G?86$oLg$fUUvTOzNc%tU?kWYw@Fy=`g5z32; z8u3a(yvm3tAS3RNh_8Y8c%~%9H{DN5!%0HCiuhXW#qpL2-b#O@^yV1mcq5Ug#~fGg z$r1BZbSQ|9?2=UIWY`DYWXf~0VxeNbCs$QEBjCpL;ZpI~ax$1Q16EXGspFlK2B8RQ zYTk!!o*W%HzTu#T>+`>gX*{VF*eG#dzxY!%ze=rDNput89?AQHI{Pv01G7LbwsHIg zA^wWu{}j6{VY~_OCogXQs6zl{Cu1;4+B`Jk7#<|V##V^pi9gyl1uyXcF)!tz-Qp%6 zgDgu)Q;tSiE?Fh2$0-6=RU~PUV!HWwF-@PVK}QI>ZW^7uXlrru@aP6XPy>qy44#AG zYCKNN@nHh%==g@{hr%(k(we{bUOiFsYcrR5Hau6JCb>o^S83=r5FhVpFyD-UjKQsh z_=zB1jI_c1m-wBZD682$Dp1~}iMl+Xf_pCeo*a@kIdP4g3H4OmXe^zhnub&&Hm_To zyS;5%y*BL6S0(3ydHnry@&PxvX$NQxID4)o;;XgjYFd{7FDWi7)u%ubZXlj0&Qli@ zQ#^A#=i;9-667Q-?;5(i&oKUIO6lwwWoD44PKY=0Ig=%c&17)M4Nc*=1mfqD3(DgJ z5-R}l%eswMJ4U=W^qM^oFFv+VYU3bqhk|x_43zUc7C|JH(%b6ujCv}QST-4psJF?o zPl9;u81SkuxYDST4;a%#jt`uVXUIcNmZKW&mdJ{6ax#yaOYMH15(YqgM0JSQ-vuzc zf;xwllkRC#pH9H?Do_0|G7Y2!(rH97&tk5)!c(TuZsiFl1Xcdch$XrF=zYGRM^%@kJzg!0QP9{#HN zJ@WmJaC}Oa3Asy$g05358a8&#_N@F!+R9b{FJXFsjbyx5rAgn`vZ}`N7g@1oJTG#O z?+QlWu9=^l;|sSGO8Z(CYXI?)AjGO1P4qT-ee%d$E)o8nI-ml@G&B_^0yeO*umtf> zp85pHAD0Ml;HBb=Ngp&U1phgP_Z$xf7gQ@1)QHmf8zmvH@GJ$b*<{-B(uiIQY7cuf zbt)P-!AF1xbw{>n8ZjBOgzpwtQ_MMYnCG1UFAQIEt{q0f)jZJA7|O_G)k=2pJhydr zl9|8z6Lwz0xkVdFAy|%^Vtw`}rBh!l=hw#ZoSZYwzv#@GJ7Y|62z`%6A6>}JLmw@SY z3gTsI+lgWtk*=INA0KiLl;wez4a-i6UTo9Igq$GmSU3U*Y7o{_98U=S;}0@Ep_n8t zop8_$4_tpn`s>%T==a_e@rQW-KB{pt3x~vfECX(|G<0j217S7-Kn}gOW%nk`=dP)P zFOv7vbV_EyI=Fu@;0+}vdCn^}Hcn5Fich0@PJ3)~I|ABWop5|z6Vx^8A65VBeKntePB zI=`u`-5@n7)_XV*P4o8*`9J@|{xjU=$JQOs+pXcOAU{18$G52`#}dWEPPl5&oywzF zLQ=*fiz5k}*4f@LIO5tGW`2^@aGHjF<|nBBuAnEQwEPL&3z9?AX{!LK$r7H-7!6J2 zf~X~L9sJ|d_N)HGpy*1gf@fcO&WYuHcZ5U0gAXh>q2W54)T>SH zf@k@v6rt$&VEH;rA~G()(rjgN$3_(7k|j6PH;Ve5AS7NwYH$kFEzcvW5w$Q!HHhPl zB;r{WqqS6~nkr{%;(mr3R)g&1e2i5X7H0Jt>A* zTzN%05jjcfb)`_zpqONw)U}Z~V9$7ta)9`Nf=TuFKZl^V<|U4r9|!V^)vIEXh2>M< zpimcDJ}-4aEmIIoUdT$09qvrzy_Bpvw1o21Ap%X!jI26NB`=s(XOW%c86m+ZkpT~; z;Jy#$98A(hLO^Sw_yCHp1@SBPkRXKqT7v$c?PP@fesR2!-g?UhSWO!7Q764NDLooQ z<+ZeJbB@^Np&&CB$5S&OU7)#N)(TBYqwb9CIwIAdD6UwZK^UKNH8O<=GqfPfj{DlR zY%Xk5R6~(Y41jQcB!8=jc(kSw;%OK+8QA1yY+Y!`3XDyP$xKbo1yIP;AQGLd~Hpdh~O|I zhnB9Courrt<=Hkz@s%Ot0!khb#p4}U`i~Ox;rZRG;bYAAMjW5LZmD&w!3gaN7FpQs zw8K$mwPMjh>BZyea_b*nU2hn;GOoECICv{S;{s}Dzb2yO1<-og_^@Ld0p znk(cTb){#LxG_juGTDfd(kH9KS@$a;o-Vaa@p17)ulZ+@y$R1|da(SvAA?zNykjk2 zoz$zaF`#M)?Qa@{BO`5iP$Jrc*8 z+<+r!N3DvJ3Od&kh~wkBm6DSS;dqPcZA)^qmooiF7II3EwdQwAOqgE6L=qef~BT{p+Rc2^wNV?LCgx%8QTxBbX$S=y9!9!=^6u}KhY(j+uCMs%3Nl?N4TS;I5(_qm#s z5n#>{`6_xRxpayn8u7L&P?#olZPc=i>(gk#4T(+oJibs;r&^YS&4JM5Tr zYBJ{LKlEy|EoJ-%su`M?KvDdkwIF_qXYc6lEK~^pc|!8$eM7$R7Ip*ms!sEpIM`{j z3OHh0<~{W+&xQ-W;ii0UgcTREW{hbzE~(;W08G>M)oS8%48@@t719_YX15Iw6N1+q z4LSSY=AQ)nN+*uD57}oIpx+X;@X3LC-D7 zWVS;cPGUkY9V6tsKwzgn*AHhTygjO+uD_5>_?*bfT68^Wsk(}vvlGBK#PMk8QVW3|BV0tqmJw%h&TH*`>7$*??Lpxp22+Y*W~!na-s}P zAtLvsG4vw+rDS9cGd+z|O-{yh^v)hbG%$)~=u(}9cQ*Gtox`%#KerF`pkIOk&ng4w z`i>7zWnK5RSb2GB^8SBscOj7)yTgn8xj6(f0aryz9LTkaL%okJhD)oy>JV zJFyarbP8%TI-khw1HB7Dk;HrdKPr^9DYXaW-(g_GO0tmqE~&TMatPzZ2oA~ui!6<1 zd$K&Id(N`>M!d;7WwQ%qT;MKIaiv7^8KmO9Bi)@&T z_Oqxx{rSIta3^v^eR!(zUK!my7T&ziwkXApLBVnI09|N^<0UsN3s~lT2E5DJc*7=` zwaDgMB@>_ke==2-0R9|enwu=fIz7ktN;2Vi$eJ9Sw2`G0!=St|sAEtAzZ&R;r8OrW zrYHYNJ=6c^VWtmfW>3LWgB;QHD7RNj0cn>iRty)WlPwnW`YlEOhORB8KOuDCkiEh0#)jhO)eP=AM ziW$;yWOgiDt>L)JRVONk$lO){K1J~@>`U|P;*LwM+$TE^Nkz6ei#f#?XJOFPi#nL& z+tj*ECxTCtr1hY_ml3Z>Mo)iXlIZnS>x(nJl`vEkzcHq7zJ6`;&#kgq}SnaneW zqKpAA?Kw>jE>}InqpMreGz~gl&nc$Kh(8A}16sJYDLE-7dvpLW4o9YPZ9)80R}HF9 z6mybAABjQC3$C8SEd6$(e+cq4i!HpQv-U)RWmb}5=_<;m#&GPy2K>-^LNgWOn=ooqRZ_kcXd@f%@07XBWg``@vuh4=~4%^|S1)*!34vHV8!s~WgN zy`f4Kb3C$>(mhYZZe+qM>aWt{A?kx1wa>#cE>9ESWoq|?eJ5dua85Ce4B0yUj1cT@ z?t!8dSm0ER_v}i89@y3vh;RCSKPxUm6w`1Qc-=Gy%7K+k|DO%aZ?ib)eqHl8enTAJ zs|*K!jVw!Xm1V#? zof0!TE1R0E^JuM%K&W#d4;_sbuNycRko)Sn%qiw_@X60Uv7O}oO>ujh0iVK}yqC#N zg7>YFeoEZQ1k{iP^nov*MRfD)U>O_Mn_oj8zsrldw}W^tgJcVTvN_Z|)h02#NxL{- zZmGAGH3dzRuf4|80DJtlL`(zJpO1Ti(8Ev>H48*0JQgw4BlIZZqILa|}7|$<lXjoIuU6E=pF0jNnf}PI0*Z!_U?lHUM9D)0CEJBq5m?-t;le*y*<`j^{pCuD*sO zC4+ZUl4xV}vu0#d7XqhMy(O?S$LsbOC+NVMURa*kejVPwz8R9|sW?&+AzzwWq)i3j zH+3G=-ZZy$UaN({`X=< z%`=iWe+Fru+J^2og!t@r%id!p;9K_l+(bOBT!ZcbU*~Gc0>r-JcEH65@r@KIFIL;s z0V4T$us+P2l97b&H*zZ%GzB7gb~-rL^>d)S$&-^ep7rZn32RjLGe=Y-xdWb&keuK) z!}yx(tGvQ00e{)EyB}kk9UM&S%;wOjY}SztxcRc^NzRIi@)q zdBM5uZe%AzSj*J_@+lSE$20Qpym$j1vG5Az);&=F>u$u;+VxFPoNA@h*h?3h0A2!1 z_^4z{vO47{FLTv<0QlM$G0kWs{3yq}%<*XYO0dspp1{Qr3)fjpv`fN6^+iws)qf9c98bRLaxyq>Eq=E9Y>Y+y4V zQ}GXSd?py^_7dQ;A(`32^ZnY@BU69Mh%tsQ|8M`h&lB;fMZvYH<_e()0!vrc00H?r zKDtDHrWq_~Yg?ri>vW81cI|G&?vks?YGKg}6T8?F@J#UZBO{)yJk3c(pgYK1y)};a z;2dgh?fcML4&x#8s8eaAW)Fj=GBUKguDMUjP~X!eCu`1c>&{_!hg9&Bd49R%>JijP z?~PvH+8*(d<4>9t*g@vutsuU2`7#T@&!o9NEv|Ca+lWJ1qvxwKL0KoMpUvUSS;jQV zHmBFePqJT)mkLw}xdg@Kr*)3!pE;}{#p-GQj{mb=8T__5o;!^*!zYsGgP`;91Tmz+ zczVnwuJfvuy!TQ}bC$yqxCd%+4!gTWGLlQ&J~xDL1Zfk;TRlX5+M{FwciOz~d*FC( z=4LBZpTkO-G$*c~;xfz`O3ibL*|R{R{H6+$g+EJq!I|{ALRZ6?f|BEzUy!M>S{to* zg*C7}Jnim%7jZl|9)Qo;GB^e~ItV7wOeK>O*q({hlhw?N8LMtMPh%$MDK9t^FN29R zcBh~wb9`F3vJZ_dB6)5wPLT}Rqnx<3_ttYYZ7YX>7`)BtvVex1))l*50MD6sf)M*> z>*TJQW14eZww{Y$4QnUa15QfZecPWF>v#sd>36-&MJRQ86MXd^^6}jNp?fz8IDbl} z#@fvAwNShS@x(SOQ6Ery0b)cf*{>uQ+eEl z3s>6T!C{mrMn|)fV3?ttORDDdg!0C9T5)fYREeCX4&~i5-|-oxz18dbH1H^XEFy$I=fR3R1wxdC~VC2y(x5LFmo2? zY}&Ka<_z}lu0GfQ_cjop62y`_@MT5BNur=o)vy_&1o1vDUK`1Bug+XDc^ z{tlcKv-bX*%`uHhfxJn{8h;L^hH4YtFteGw4aAE)K1-X5+(D!r?EMn(m6(%}!Ly3AiQ*SymVci#U=FrY?A!1Z^y5O zwUgN~s4bm8c}RT%eD;Q8r6d`x8k!SQ<#5KHwR=Hu?di`)h?UZi`o1B=bN7>V_xE=x z9dB|f-avd1Pgmv6V^6NzOoHP7-y1=EE4Gtf#)*bv>8guGYXW@!*{!M>x4Wj8W^^yu zFISV7uDwB1K#qW-`1^ZT03J2inpdub_%peL{yH2BqSPBQ7ZzQO_rn?>rvKSgd6I-Y zLYg|y3<1=ah-nbcjGcaaar`ijPnr&BgpG}WzZ(QKrhxxqaxVV8zYZqhsJBG%Ks@O@ zhH<=Va_g5$aTp+NCO=S1=MYkmgSHu^AA z&JGOu{|MyYntwcdWNiaHDk3zl-r64MxjBRr@>7XvObqVEPQSe`scGz1s&T`nCi2QX zIDTMcfK=s4ENUJld7cd@=1t*E9RlvjDd!Rq35mi$_Y7}xyA%Bqp{{`Svz8Z}+w!>; z$QKnT6`Y1D8x()P*79c!7h|5Y!u*1I0QI@trI=UMeEk=S@`rudJqw$6+x!TgbnmW6vwskY`qu zMQ_cbCTq(+SD1g|Hm0}s@`4fYdl8J}YPipp2}W5C<0IO?uXB7K$=fr#hL+x|Z)+*V zWe{Gv_CAQIB0^a+o6Mby*oF>*mzI!rjA@?4@h*4$F~cy$YohqOYjFG!^i2BaMe!x( z-_($L;`mmM0H!U5q9VdUjiV^O$$+7lK^)*E?f5xA|c%4WfMtNRakN7(>2vw z<9~PS*-2^b?#}S9q3w+wc_qGB@FZi64K1ZyQm)d^V%17Vpvf`LJjqv=V=8`Mjt`=V zFH&O?yF`lr=D_iG2zX2K$@8Q5H%>b3FduIbzaueLN`4A(%Vs9@YFcoCmEBW z{^CfHJ_`))tSz#WqN^c}ug@-uf5V4BatA4@X{o9}ktJs)oi6+R>KxlpqaUT>rzA%l zQ}IvC)gGcYf;o_4vBc~jY<6V~35c*Y6UgAe<6T^!QQ;KbXd^oPo!SmyO z+&jM^W4dKTy-VzZL`@7LBk1ITC+YAN4qfe{`hPdlN=#-R1x1V95fg9AGVpucoxq}}9;dsiH1<4VxNe#N` z2dh@pp!B>Gc|kq$&r{;~wpZ>^6v_2gq$bIpi8(&r_*UfOjTv|GfjOQBaT#7o@pYEl zo@!WQm8(|V(_m1@lI*j`nC6KDQ#Ae2Y!ZyuBOB9Z&(77r{SfSO4RlkgCdTo1->#iR^IU!%qxje0c*-3hs>u{Dh6RIF zD>TAnbYwa|#xyVCcrJg0b&5xpl62ZBxFLhGvE2F^ODXn2B#swLAc$v7a^TAiu3USv zEn|ILwmxHb`xMrs5iA7nJLY)H+R0Rs0_I1Ge}!C4u6j$hjFzo&)#}X9V^w~uBgL=C zq}Pw`1y7G^vU!IwtwfL%vO5;;S?+*=y4dY%u>}A#^HwpAzW}ic+?H0g8cHqJo z(>!;Re7q?4adkkPyNJ}8tIAS#W4k$csFAHHKH2kc-v>oOja3avlhgYhk?X2XKf^W-iZR~ zfdaiS#iOOz!do~`b)|n?_%a6bhdl)1krjC5DlrW=K+*U=i@sLq4Oly@bvwp1FIc%s zrl5_02ej`H$6(=Vk&nN(CRsDZQ=pB3(DjJ<17Bvj>5qErSA}{>_b{(=TS#R3xgAsS zhv0Z_ZK9^9J1m;8aJ9Wd6Cm$8T!#VqF-v*SLl9u5ox1%}5KkHTiYB+#8SutoxS1Ve zn&)wRpR3^{fpmfh%?QUE8FrR(@ndLn*f<^>kER@*+*LKZGFeA}Z_vsuF^y^1aB`Fv zyo_L+Nr1nT7~T@U^qyq2$6c2X6GEGI#QXscf$O~t(wfO=$MCis#HR%;<}8je%}ciA zwCejP{u^hj=oe=^r}!;!Jm+e7$d;JYu<@9dnybmf zi`Ukwijy{D4fcf`@8k$rSGc~BTufwSWuE2)G0k4bS3U7!zkPz(5$1{!!EkcYre;5$ zNx`Wa(%9Tt$(C&qO)}=&F|;|zA?QcUSq3}< zw!LY2-|BMPyKKMrRXCpA%0ck}y4aQ@S0mZ7?Yel+QX4fQ_l0r1kd96@R?to(L40pM ziJ0bqbBdMULS%HuDxFiR+2`!Km#@%Ux%5Z&$!8SyBFeD z{hRpt_7|yU@ff!M>ja>WbI3DGXK8iP%WlR7( z$MGlvJ|rp_r8Y0)c%N2Mc}BP8{_Q3YsIM{bZ#FsXoZ{tdGt&}Q^&l0I5dUBzrH|vg zn^_p9U&EHOKrnMg~GHzn~GmH zKGD-t={=|Osf106u1~h&HOLK~4^Z*i*~gDQ4##uXUkqwKb86D?COv0XTqhqNWyv(} zMw)*n$4Ans`D)tK2rMOtHz}quc?izpfQYXV)2wRD8zDT-RD;Fr@`{(Wi^TD(isuT( ze^ukEY99ZkZ?wW-SwcLXF(sX6d`zAi-+Eb9K!vJF{#H?cE(iPZ#vJSL>XM!uZybf= zx%?p%f1T%7I{x=_($zd}U?7Uhu^#nIj<RdS*>{j?bT^e`_j=Ma1K`#e^;qt%|?gRJ80^QGylk zFs(XO)$KBIe7r$|iD_l@EIuus=||#t44RAU*85~qBU6gemXHS~>=Um@qH?T9J(+aG z(^=-qSuvJG%}L^$_yaLbIIMdC2%TVQLUS1zznjJnxgbt%=mdz^z7md~M%V_b1cc>f zd{w)e@xSqY6<@j{&@Kq*9I!-m7S1 zN3Z}qjP_VEDbvxf_osMH#d1Ar#Qf6_fu~8_$-@AvRvH3gbhYH;J(X~M zDf!K59Z#E-#Eyuk=f~h@d5QN$V03e&e0&=O+$Qz+Q99nT;VRFz+*ga8q&6dvpT_Z6 zN%dR9L42JpO)1>u&|c zQ=1Kbul@2hgiLd4t!mY5V{L?Q;q6A&X% zRp$7FT6#*rNx-MVO^vzX|HY?4!SVFe2y(i7WR6dZRYv@r&MO2$xPlx9@#u36w#K^E z@a|?EnUz^kK>U-4MM9eq%X{Z)+7!lfqZzZh%zt`?mTLdDU*{17+iQttz1%o0n|$zPl!)p2WnLT8Jp!A;;F9G z5rY3O7N9sQuyS3{I{@*QDUO#5NLslfVHr=9fH=NB8pp3VHJN1bsJF)b-Pd5BzMn;E zGln*M#__&snBYlD06n~MGU~6k64Oj>4n7=VRk`4rSwyF?Rg7Ouum$2Hef#QCrCd$x zHKiOKlGtDKGjN5i7UG?U|R79r0k@lQ*LD15Mfb+Fc6^r$Vn`=X#VrI+5fBqf{_}Neb%nR5SWVM? zp3K7+t0T0lQ+uW6amCW!%43QV)ZD?f>Dk{Rj5XLj5f4p`?&EeEi*AeB)9bkx1V@L* z*POfwZAV(ikS{+W{vOf|VAa!Qo9m{cfe$1sp*65_9lbQa98bjq?eOC!>G^@rgn*Bp zgzhMPu5oXFP86@Dshju(fzAskzNh)`qtxcHs3vP_1n~5q1K-=!+KPGfueD7-kogVl zoA22q9@Qsaw{i_uzlh>-I7gb_i*yR5u*pf{q!C6=@<6Hh9VqxXh>vl+g`|dCp2Uhw za`6oP#S3@lIA!5c#9Ik!q|=G7v`H)6RIhI&{E;}G5dWE`I}x|AG~QA!_!^UOUP|#e zqS6yMVt!{-lQQuPn4$t;7vCg z2_KZ>b^V$BgDn?5u!N;3o`x0c!x^KDG{1AtaQTS|29X@Rj~B*IBjVdTS+(-B#LMrQa`7ynoG9{D<3C?95~^eg*R^ zWlTMEtLCt0*FI7k6+YNJL1ks(svTQ>#{Z~0n!sOC0e*~W4!paWijXJly7+A)1+1v zI>okr_aA`WLNclm-+s0hHr7#0)4g&`Yl88n0g|BDZS_&kUR-eXlwo!u2E-oC25KsC}(n3$Ay z{&ednP9M0`Oxw4G`1>u}UEE%AS8s3qR%;Fj>O+vck{BNCXEGb1Vb940+2g%#;-U@3 zI)VH6F19uoUOdopcu~JP;+OyTP>8pg<2SeKyF2z_eTCJ{w$R3}2k!nOkbKZ-Qi4sh z5is$r(x!XuR6JbBs{SLgThivXs-J=Qy}o?6iTKUc=<@1th&T6-Z4vl)jyJM>KG2x6 z4f}11V!m&LIq#n2r`%ag>39ptB&EwVA%1bt;Rw4Bulk`}F_XCOXoM%3$wS1;jscmKrg+NF)~-#u6PuGXe3sLkAr`T*&g zDf^e(#PMWSLlzz}p7F0er(h* ze75AALrKUvhlbEB<+Tta<@|~%M3~c@8Dc`pp?SqOML8{HNHvGaurx!+*yNbQP!`L+ zeeeJ9J=b$x&oB3V-M>HgeLYXN!T9(;ffW7c`OYe}2#@aue~!`RRyOLerhY@|!b3Id zmFQPHC5sWFPpU5>_g7R1^q$(&UZABpcyBPgPGuw*wa=GjAbt-VICd3WrSDdi(p~ONUKP z>tKW4ipkd++~ut{3Gkn2HU4`>6H*vjAa#;;W0Xf57{M3VMiJfQ6OKLsb#M8E~ zq=pJ6%O(cSeJDpK*(_Z>2tiPamwCpLayD0yZ|_Kx?DZbzgLzAWEgynv-eWex^^fXh zPRh<`KvUbawi84;>$hxPmc!74w9l;ZAmfc+f;;JhBp#(@J*P*nB~Slt@1T|1HD|-Q z7@MjONiE^ZpG67WklANoW- zjYPzkZJDN#GaF&YGZ41GqOsvB9n z;<^mT+zl!-x1JM(YvZ=#g#*Hi!Ct`CJEry^Kd)7B6kW#tK^{%0_jbmtBGoy|k=)eq z6?^uY5}~$7Odw;Bq5pMK+3@mgx-J(wQfO-D8>LHPktf^6V%@x|c}!7S`v~C1h!4Pn z0D|icG$BnZS_I6Tt+xyseVPN=c^)uegUPJBkD9&U*!;A31L+CF%2>TGW$RV)KBvg|eVv9?I`WQd#9X{Kv^lTm&%vmLIJ6WsK z0Ex*raKlk(%!ZFKpjzwn2WEl=u@{!m2YoX2nve0LVo2k7QKNRP0*j@O*vK6H4_?k% z4XrPoJ4-KVI>BH8&J^z&qDyQ=$`EU<8`SLOP`iR;Exb0k{2)+QuVT;k4-+*eP5^Nt$@*DS-k zC*u6mTQxk_1E$0BU?F{W;PR^6T0WCXB0af25>r1F?2Iaj*73SC8H0k)a^4*K)SyM( z^I+B)bg^g5#2X-7i4s#8$!>deKpk6ZuhY7#K)HL@+_jzx0yPQcUmj5N+w-wwy{-^I zoeGSP>PytqDmoX^$NeATp_E8Do&H^$iJ_FPK}+YV$Q^vp5h(ULPm9Qb8GkrNY?xtU zo`$CCV)oW>1iI9!J7L|;u6tI;H_VG*RuQux&)cg+`ZGJeIgJ)%u%`=|aU@2W7R%P) z0dRx`$kzBVNZ5B1X(*-xf)!szvowjT^}v9IXLf1Y{fr&sf%(!W1n=D`-Yk-rP$g7s z070;!5SJl~I>Uk2GiVdsC^vVrCPd@a(aM1PM&F3OBF0KfYq{~DMOaG|A8pG(1Qw;< zm*P}dt+4tVdq-1A=zVhkb=Ec(M-p}uS<$jA!tgp##|?vh9w7yE`Kn7d%6Z;dO1C;) zn}^!T)p~z97Lr$PQ1{u@uuMS9FFct5ab;;1p5F$9Y>RuBwRq;x)TZT2opPz!Tesf) z(J9?TI~&mcF8ZN06&Wj^N2kodQTsJbTsnon`4d?{Q_!n>eyo*n{ zOp5x0%#wAdw+r*g!0&K>qr1hpFNV~>UD*ITl@UoMQI?vHkoZ1%r5O%Wl6bFBGVDHL zyi}ze)HT;0_2-xp35)Dd)Kp2^jnnUdV~<;2QSg3cKaj1*f>I^S-JaG6xK)zfWK*3|z@;Y1nM zkaEU6&*0H`x41C5eSwt&`+V+Txv;6&2M+k=0{AcK0nxzZhMP&ke$#sU@7UJReD2Z? zVUz5v4lU&r2EEQgEzEsoWD!k^OEKaZrEz07jGu5mmTHJ75Cx1BOun=!ZDuZ+*esB$rA zvo7v*-98RyQfga^`puVrt}${okv)eeJ2;%?WJOy&nkupw2bnl#`eJkse`*R_)`k)D z6vQ9s6#d|N_ATbH*8}iFHJ7|P(xfWKmwO$mpv<1+5M3mxsr0RvRy=vt7o7)ouP`5P zsV+zs{q*_EDk8X#ZYW7DvPK6~Vv%Z;52U3-aK})ucSq;|aHLfdVkJmL29E}&JT78O zrfNZqHupJ;S#W2a$AJ&^8Dt;W;}RP#rm{ur_L%^!akq_%nSdS(|WGk$)i^h5u7`%^am%U-0ONMA3qeamo?oe5uLKFa5u*!D(dx literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d33ade2f-7c16-473c-974d-7ba1a204b47d.png b/docs/handson-cnn-tf/img/d33ade2f-7c16-473c-974d-7ba1a204b47d.png new file mode 100644 index 0000000000000000000000000000000000000000..5cc766051ea4eeacd4227ab9106fe2a049a57d52 GIT binary patch literal 17290 zcmafaWlSYptSy7P4hM(9_2BNVgAMNP?(XhxgAML32X_W{hl9Jj4{*QV@8#wuD{0c7 zO}pB?R~x0IAcca6j|c$)fg&R<{tE&EQX2x|TM{(Xe;&m~2)6$Wv(ishiLb9O6)7G9 z-0#*l?kOordmGaUu0Mxb3*q765fBg%5fPD)kdTp)QBY7&QBl#*&}Pi?k|7|(uw}$W zR6W-({p5T$Bx^bF|uZpHBC0gATpWUlh&$J~#*0`hHHIPghSFJI_@P zhn+~0$Ch>mA9v4HX!S$ek=EDx4)*$fucuem_fM@fjJUalEht+(h{07J!RcFF@3ipx z*a7djJNI8NXoBfKGWD|q)4QH~PY=Bx&0Lx`ecvx9TI(%KvOPfA4xs?2s#V*%uatzt zXSAoy6(NmlS+D2IFS2HT@8`F{Dg*rw@5eI|x#nOEjoyzt_xCIF{ZA<`f3c0J^8njg zee7m|h3Wh3FW#5CUU)|8m*ew3>LUm9W_=j0Ug&o`N3^frzWna3e-AUgeG#93H>Ror{K=b5k7>6)asE6m=vdrm{E^t0nyQ+D`y+9^ z1^b0;Ff<9O9?Y^3wOKulMuq0Nel=?T6Tj2hqBdF6Bb7uhF%Zx39r4=i*<&Hj#j%Sg^#LZ-&{%Fcn+XH+eaAo zZA3$S>7k^u=l#l`7T`NKWwYoK{vQ+P&F4@YBlFvJd!(*4Ow|owuZp3(myKMV9vYG>l`PMl&we&YP zYz_oYKeRW7DYXERTIBMrvgvVzR*}71~5j+`fG(68A_G%hpyh*XXI3H|& zIn(Jc8eXsRT2HH3VjjByhJIuBMjjeTWCAXkC+&?DHtoC&cKH>S?mqJTezIr(S#e-# zt|I#9sKao&%EhHgYwuzYJ>j5~GQOhz=TU$(Y`1ixE`}7HNDRwwobH^5*`hHrd9zi& zw9xN6l>o3cd@AEDG{dl_n_k{y{ZRZx>eP)C*n6Ta@)RR!_2|Syr-x;Mye-B{Mfa_S z{;p_QS@>#noiYC?U7w~a{mT~-%J;F#LdV$3H5CFl5UVRHJsK8^LlAZovqtGCFkDj` zHs;krHgxv;&$w&)VFVPI-z6q@9c!7p$c?Nabn^j_n#^^h^JXR2wQeu5!_2%#{ljJa zvW@O$vt~&sS}MliyDNK2St^3 z-`-LqQZhwJ-4#NAsk;EjHH46`oMnru8VeE}i};fb(p!F^1mM?CaHHclp{|gxPuO}( zke7=ncYnI!rhR_IGM}U8$*ahYa>r0r;!X#w_c|{cJn=s_uD&&$mKMD~Y3LwV#Ntut zv5->$BIsJ@6WK`-`Y%@J9wv~rH#O~jp0pkqe8?<5K<_UqqN^2u;||=zqlsfL;xe$h zMkq*XjcI9!et!jfk5Fyv%%ED&ZIw$i-ojc5*hQm66VuFvJxl&eh5KW|-+D4s58FcfwQ7cXTQ>~t%V*qgu)aY=l&M05; zfHZk}LUkNHeZ=wyx@AtS|He{jW!7}b%qfgw<6s|}}X3}0hjCQ4s%hU#$Re1G`3rZVz?D)r>aY?e}JIiA1@EeMxE{0lOjL-Yvn=ba;P!x?gEbVSAc zkD-cR&^9D!d@Gvp37?|-!{#|u`{5?_94VBCU8A8{+*y~`CJ2%2G)L6R&~1odYR-7n zkcSZX_RtnmHv2n`xM^c|F+7ppOdVr*Pv(!{a80A`Y8Hw)9;>qsV-x`ixRJLyvu*fA z5DO?AQ;gE<=xK`KVp9lk*k*upAmo2hmBY7fsxWW%&4`V+gaP?qxWG=-ekPtH+vhEI zx!w8Sm^7pBrm(6^)?qMSWFmnczk`0}qYb1Ro6v@MAaoN1Z9R*=W?s%jv&VbopMxL- zTw=J0?52c){Qlie$(%bHi2>B$ z#C1{=H%Xk`#f=tBTPV$Jy#6gp^6aWOq!RG4Q)!tfu1lI~L}$wx-~pLU-2kRjaODqr zwCxSEE9gqlBzN@u)}+ih7RItYv_Z;e)wL)elQSfYX`IAYvI@sX=EaDCmLpRw?a&e- zwqwa{0zD*;vu zo@Q$Nw2ewvqRs|p>1xw+@rXFdM;uq-zn;8|d_%rZy$HYIeVQhal=+7wPNHK?)Fb%BA~^ z4vWYUhk>MC$L3_FUEWkpa)AB}3+^!I!<+!MY-OkJGr6WGWS}_dmOVNfTA3R1oo;cn z^z`|d1<^O%;hzf~MhK4~ztOrn9Fce&)%JfxphVQPPb8}kNVWy>ZS;rlP&w0|UHmK}yW3a_fx0}V%vg2o{&+;ykP?YpU%@%tXf zc&T4w%Im4CSLZy|j5@RG={T8=00CSD!$H%1B!-)ZUP8Z+`V(VT)_Y6KFsPb|U63lw z_6Uppt>UF1tB9~7O{274_J6VoE0eZYqvJV9#p%%aSG0($mu)}lc#e$$DG@|20~o}e zWadlHo|EZ*RbFn{+TK`F{*`MF+a3ao#*GxZ1t_A9^kJ&V$k9N1GcYtvamo9{16cZP zc!6gFnbk$zj*|-6pP5Tvm2c6b6bG_KG$OfZKsljw8k`u>zX7+I=)M=A)&kkR@DwYL z!Zz*@6>H^APm%1W`W8d%vfD?wMXRMI#O^_Vxf!Kn%}Jm;Mb6z_(gVDnv(C6Yu})#A zkYpw3<|QKJP+em2EJsTAoUkUbeON@`&ZdBzg9~1jqLU|^?^uE45CmUScU3F1PvPpj z675|}aX#5?q=8%RZNZtYmOO#CUu@xgKCVr6?f*wTZ2|7U>T2qu#gIT@v}1h<&+i2q z6x>I?K@jd-jvTg-%Yz$)gqCp-24wTc0aB+LptFK3*)VQNH0{U4g6rmX7ym;m>gwVHXbkt`F#qm4?!ma8ikf*X@l2eocxkHR<5mikyxaP z0+E^}wQC58^rLYKx^5x)C%nRPeY^a_G^6?hKwI=sbw^bwW5G7c1%JTIStxcj|#**Ax0fiJ|Kv80x?@Gb~$T=*fhP+;N z;^h6nQGDf#2(Fh;@?)=l7!cspS>cc)KbZBthXe+MZ9?T$8jCSJ3ViqNom^s%8@0iS zj?McDLG11-HgJjuu!mfsQDyHm>TkK4=pf)2*;=Kn8w|G~!@t>#i8hzHsgxiQ$2SwNp{ZPR z2veH(D2_el5*h~P_gS}K$eEUzO>C6TbcL}C1lcGHh4GeXM5M(3nt;E>XD*q?q95Wr zb|Q0qy@uu#_(_CuBlEp6%#?O8K#a*r9Pn1MnlrkvSK?#bP%*i=`R6giZj3475_Mcz z;b)X~%PN@^v6t1!x3Hb%C*+!EJ;e(yKd#prnH)~VM~2+XDBA#9Fuzl5w<4AZg_9Py zT$|1LJJ^`^<{6+*x8&(2^E71ld-&mHP~d>^W0gBLe6Bm6`9cC*=^XWEO{ttVgmTf!0K`L>h8$3HUm`5-1> zK!5Hn6a%J#?!uHXcnB1=!6q8^za^}&sC3CnzLMEpBh0!-k}qKV<)A|gaPhMo)HOyo zWBm}U*3k_SNWVMn|GnwZ=%U87AohAiZ8_y%_*oMjc&GqjtaD#COXk2yCCgKWjFDo7 zL8c6QiQ>fTS2j<+rCj*_C_VtXOZbT5g?WgB{5k<_ydx;Cr0(gJG74Q|G zo{>1w8#=cuVwbcu@XqIGGe76yMp$uZbgc8`x@{-(I2DJ>~a(m&#j#czqh|mm51Fu08VBs*cbm$`5ccVfS$eI$Pk#Vp;5n$E+P4-g z&~+h@B#^JAEMekJN!$9e39ghWW)u=&!Ls!#jmEjyXGMh2O%%iae|ESDy?JfJA8bcs z#O39J>8Y9}i(hm!75RIQ1}!l_s}*E-$D)up7_|RbQjW;rci-<<1gfH*5{32vi=G>6 zx;q69bM3tK{^fQSX9><_sKJEXQsR1lchY2&{DUImRn`ytYCNx~dFs?AQWQFyE5tNn zp{X*%?8D1ah7;F3g@*^m5-^_b+ru*Pk?dpoFfS+FN44NR{pZo$YHTa=^F4$8vt62f z@9xbXE`Gg<(30=3)8p+Y%q5>NH&T)}4guN)_-#N_sV$?U>n7g%YdH0-J_*5}iDY8V zYF0UsDT=l+ke^gsy=w~NMt4s$&pHI&_TMQjt#A?SWQ30D`~QBL<`#Tp%odiAczLzG zhFmsNe+U+-Rjuzr4x-IEw?`6nU~qM)8@l}#_94B-E=#OFF+t!-LW&odze8TB)4!x_ zrWD5dYlKxwLAqyI)*#U?AN+l5^+iY`26+pq%h%syq}acdVOOm_q!Mm3_81H^xj#iXzxm;X7%w398xH>67sX|-iDF~{3fA;~PTT>)Tb^<2g z!jb0ah#`oZ?9wQ>0?ebvFGUrb0*^abX2}-c;+r@Gy-EE8)kjYc9g6{$@^zR^dK|zG zd(okIQr0;_B!NcpBk3jHo(vfW6GXm6`^wF7O6+j%c>SL$->KWp&xiDP4oT&e-QCt) zhEz0)fcW)@DdN$tl|TC3xF7E*hE%X2YOIR^68UDzPtDlwkG%)!6LGT-opuG0W;;c7AFN(-Drc##e&nhcZ?a-;|rFnHt5L|4W!#?9jhg?^wEv|si+L4^XD=D)ZIpy zD3xP8teOL)R4mAq=@FLN1{yFxc8Uy1zDRN{ES<4`%C4Q?_=+~;bM$tW6qiS-?B`JT zX8{RunLC9UXur9u8#*a0AE2*ChoBh|`=^&^EjU2g(Z#guqNj%ng`86pIbA-uTaNKi z)9x><9dxH5J_TFrH*>_mDDKngCc}d9LTU}Oj6ve?s_K|{3dE^MXs&BJwQ2@9F%dj1 zW0GX-o{B`Q=YUYatJ%RvGqBz%@Jz%Sg9)7;>lQ&qJmzXaxn)rsv;nuLE(;zp$|)~^ zD+=Q6&dZm1Eqz#+DIz{?@nzIDy;$l_kN2W)HPtv+hIiMow!W0~%b7u?K(a5WtZ*-o za%y1mdrT|9VgDPS$wA{PL(t7;T`N&zd(|KUK;Qa>-^=Prv~tfsHx3rB_TeA686zgB zAjC9Ri{$2_sLPwx=e3oc*H->mZofJ(MHuQzwBbv-FawWMTA70gDzxQhs!yVa@9gNM znv~GTKQ7ob6?UFzVx6{r6J)%pyGR8(^Z)f3cX>^iMVx~j1_!H`8g4yWl2bWTst*s9 zCWwBE(Vf54x>^L}b8YzLa57#nQ?jCD10@`2ySW7gnB(3i8;^KxB5^!lNrf)S0nKE% zrq*nSJ%<_Oc0Te_hOw6I@n26z_+~RUzlcqtE)mcW$4Xj`k{7a&q&57zfeZ z;-Myg3}aMdDharD`6~%Vyguu>UvDCHeob!MzY|kl+M=z6{SsR`#`8bloh@2Vj7cVv z;rJ`UBz*3#Op%x($UsaH#1nLwaQrK=wItF;Q0&Oy`U5{dffm}KgQAt1fPS;Q?S76N zV;1DW&ByV(@Vh~Ah35*&~TejJG$EhvbW)Ua;0id%En|4p{v)*c%+;$iv zEIL|ugRnL$xg zdWSGR{GTK3JRbULR>ZU0&6e*TtD%rB*Mh$0&jW8_ZHJiTDqQl0qb=iaF(CoN@0}(I zQ~f9$c7jFN;%C1rq&h7l_uc5Gv$Sd3b7D7S5~Tnr{c(ohJn(tTEW;jL#!?2O%=f1; zm!sfK*{xKi6Qz~OTm<0Oeh5i8rkc+S3fhry&If~K;gEFygEvJ#k1&?{X zO~yx(^Kjf{n+J=9^oCJ9+H$rXOfFLqUCF8ck%yoc>7}`AvQ^vyUa>-&3Y+$~mGf6a zScq&zFlnme>UWVE@%33{U&&yC9(oc_Iq@eL3*u=79L)(bWF<7pW~*~l_wWtF%7{eQ z9n|8f(-F-zA;5QoJ&-5=^^-m)QE58C`juiJc4M`p7n^Bc8$oJtj;S&!5)ne=XnfkE zbKLa&sF)9B#ss9`CQpUe8hsnJDX(519y+{q+>m-r+plwP3<)3&A1Uz_k5b&h&|p@2 zezN+g&?!y7&7K!jG+^WIIoHE6F7@NhHz_OMhb*t|kSp8A&I5l3t3vr_Y?#U0>M=1v zK&rgF&SaXO)RJh8`AiMBIDsJiAtarkL^wO^EMl<=vCw4FeeMEJex#zIaB#A>q4lnh z^zXkF!lvUtDU+rWbF}tU7y%Zx8{>3fuZb7iEp3$nex6I=2tlk&;H0xnr)}TFq;Q5E!Rl zA+RE5#~VmwGw4nAlFj#8e`;OQ!Vm2JYHZQm796Vqwwb*#NM?^`@0SHBc4qnS2zO7} zf<}Hh*%|yI-FKKzvNPNb$8Y3!FEwF~n{mSGHaV4;*{d&4q-CCY{uQlv*)D$*YaJYQU*^MNjkrXp`8ElgE(fKglSoBS+~2TN}q>32zdAR)K$A+^#yvoO#Cl zG_8AY_Q=+Usmwf1 zpL?*>XQoBie*kNjOm#U_Q&Q&>v@ObCM#%*gDryChCLV{Wkz7*r8${b5YTUpB_iY2Z z-K|G+;=sp2hF$H9vo78$r;XR1S!v>@gqIiyv$2rI_; z`r0UTj*r*PU#?ovBiXvD5kr2;KS}fRL<;3;)~#Vw{QJyRh%n|RvEN?qY|G*REs~&l=@SEM{0QA=SZBEC%R|E19QKZyJ!rBwgO+;kHc7 z)7=S|M~is=3n9#ISR=H4t+FG+u5cEu!UMQeEC@zTit>^Z!662ja5rq>9|yU#zCJ0z ze$=%yV1eyG{5!weU?H-LTO>L+IkLBuJDP~#@8%(|12&;|;OrR&hI2%uz;1L|VoAqg zQ~3suu&=WIClOA%$<=0lX&ywqZYe$P#y5wbM4Eh|l*w28#5fCV_=K~LW;#O|UImxz zhfu;4XH6YVEgXp1UFGSt7}JozweN?MUNmq#$_s%BJFX1VJ&x3+%{}>Ad!Cuv#eA62 z?V$nyrUQNqVKVUXbkZfop@H+S%#;&;9x8mfY(lx?dsk4h-EBXpEVWG`pC}X5%v`2z8&;nVSJmX{C}OS@%- z86@qJ1hTM_$m~T* zq|65`)FSQXbqP@R4W-CF=7$+*aOf(kp99)!fr@`0_9OX4dq#qoLzf1gCowjfj5{!1 zg`^HQjDhEwdY58Crt_l+ic;nH=kVH@|4vHAVQcm0(6RiqBqZEIc7Jq@a*p7$YATCf zp_E+gQBj9`BYdMbEcE~{;1}jUcug$r+6|gQ4Y;ls_!c)tLIW&r-+wJhFNt%IwH#HE zYYt<&6m73LGdTrnKgv8u{^TOrHf8B-2SCk|#+2C>Szi3gN2hPbdSH%)y0km|9cv)M1Dztm? z?+14MCaew=b+CTJTAmPKNz)7#Bj^ir!Ob+0uEmS6oS&T*c_#)*Dl@`4#m3Y6ri-13 zY2Bj7UGhUDi53-PD&TfeczAOcj(baaGAV@DLruVS)jo(4vAe|V6ECCdXQWsuSaMh< z-xZd|=p;_qSw|f5ujqw5%cN6$r(fYu8^*DBiz4WV1F51H?MGLupbZV@CfnYNLueY)FF6NAW6LZRjKnNf1q zH2<-mRD52nYCmQ+Bk$uKxQNV*RT;x5FsKkbX4UVUbM0i~QaYI=gsnV$6)k0D{M&pi zq)awc#G9sceB{0zCUxCC4}+6qpzy)`>J&83Cg9pKHEN>qaHnEVNrbp)s;iY^Zk1yu z16Zede6lQc{mRrpG8g~|N zkuGi6kIKR?3v#M-@*g@*MQJ$2&&B9?1$b^+khrblFIHmN<~_>f(3pLH1B^}63rI#Z znn-_h#$SG?`Nm&j%c-l_LqDP=T$(!9>Ykbfv}97@+BhysD|5o?a1!zX@}$byhoGgF zM3gj(s zV7U!pNFE&QSz_?LPVO4X?CmKZ9^G&5zJ`XF9cl7s{G_4- z9U6~G+y9AjT>%T-`8GRSftXx!8POo(;l3A~Z!9Y?9O7ts9U%jq*R+<=#ewE2W7fN; z-S|7LUg7TWGblpuzUw14QBf$g@D6yd5DcEKpB%+IVBBwtgVV`K_Q?b8dOSa$RLue^ z*BA++8OQLY2mf-2aKd!ooRdG5FTLctDOJ92vN$^PK(F%!P0l9D z0Ie&F@-;^P3Lah#0oT76G;!UO;!;c`LescEl_sq}U)7K|xSiK;O0OAw^?g!@8ca4e ziHjtXjA`R65H#CVhM3zmZ>docjpioqkW{$&EgN5HAl#q zj4WJFv&-^^76+)vZ6%|I^#-B#HCDruFx%strx66-hxEp1n;M0JVhn6leN+nv9aXh+ z&?u-4jDT%0#hM}UCeg3W`hvN3M_1{bNTPM9Q1dzrZ#I)znLw7MR?FgBDe)Gpr zAqXz-kNuH?EURcZ-ToZ>eX=rwSKcFR07#1ZVtxH~Jsj;Xhy2Nuwjl9HVL`{xXd*X< z)zoo)8ZvQ`iaExNSdYN--Nu3yy}M``OjS<*o_FFAYD^rtr7Pdy=vj$Txy=w2=E7-V8#`RuMhK4V{`LMADnN9>(AJ(9IfA_VtT#58~zc;om3RR{7|OH3nI zo2*xw(E|>>Xou%H+F~g|44=sVn+l<6j~}ZCFOgh>3H2~6+-Wc{9XudsRmyl{VF87N zr=e!WBeAdG)B>Co2QYE~p3w&T;229&=;fvAI3l>X#U`fwL@W7^|7wzJ;cSX^iyDa| zlzG6{&Zv+;qlF#Wx_FXb$|g;6{}KL2l{!S5|7{xdEtCTcjHJ6Mfb zw_&<$FnUG`$;zf#KoV@)(d7fVd8*q^ys_CX%%ac8>J)>eS+qL7s?1WsT{T@jU;us_ zP)5gKkm($H1dmM^Nbz^A=UudB2`w!)l6RnMF?Iq|n^R3`+73790 zhN}*Y*auhn?=DX981`hRVM~*KZ_pgR5SbH%#uULkT&33KGq40Lk`c1z#(0d#7|ceW z4pYJucE2>M!y>p-Se=`yqyIqudnoG_$QK;qB#qg$abzNvCE**c{@>61OSZzE&d4x9 zVK@5ymH*1};2@t?zS2H5O;DQACtBeq=Nj}+fnb=cD%i}=rC?&=Rcr)G&b zjd%-yL^B|ChU}tg6#s`0!@_N5F-ulh2N|e`&L^0pd&ugaDanwz({Fpi?4HHD7*b9h zMk;Kkdz~-ptLTnolv`KLRMWcXVW7f>6InyE*KQio^QcAPV}P+9FkEiBd~NKMt?7cs z*rqbg4lY0jd;beo`*=+lkB3302-k!~abARi?WCQBE)j1ZSezq!uf0LNZu z-CWL5B&8qt(UC{&$()pS8JC?bJR{}vH^=4wFbphD)u5TjcAm8`QOyp1{37 zb+kD^x>5tRFtRi#+JCMWO(e_csXh}$4hen|+Llqpt0hi#8c)BBiy(?Og z>b5xFHk!jix|rDHi}j=L>4fpWHQp9q*O9X6xH-GJ4jSJgQPFc1!cO~aPI+98b$#|} zwjUaKA(4V>VsG8c@`R;~Pea+7*P>Z#f0Er@wI(_Z)bZ7%Zn+nJBorxZ>t9Rf@m_uN z$U5tq;Rg|2<9g(^X4Ck zp$74`LqQJU&BrMn!i_C@-3a>yRO6^|122F2*o)QQ;|FIcJ!>U=&riH%A1ufOh{2Hb z_>LsQ>*V=?#XkC@xuH~NCVuzA1&<)KOp3fp8o6x4pYw)$^JneY6`i*L_U>z;%a%@; zo;O~}`DR5i2PdrNCU+(hC0svhEEMm}gZ3Vd+NvkzyeF@JiKV#9S3eJ&m+hnMzaxT} zJ?konZ)9c;*1xvmMMmlXmtz2*CS4O>^lv&;&mjwoyi|)0e zK=|c2fJ~%fW|RUVWQyng=YPVVgVTw+4_EvG6`@U}FK~Cfs_wrk!Ar@&&B_V5aJj#< zC~=SxKsL~;AsL9$;a^>8cbtfO)HAzsnUq(!-`>8wcOX%5%g9#rTOY@kcf94tw>ShB z%CkflbrOSSj=R?a-rgf#7C;Hz9p`SJfAlo$RSq}G30s~7lED1-%$ITP6OT$IB-d({ z4nj}6GyD#tc4t;92c7YD0JmZAxQZw}m)}zbIG{R*+4+smS1c%TgT2CWVpk*s$6l|9 z5Bizt2dU;&#NCrhv2)Y5zz&^(_>wPCtS-`sgharw<*PEj4HVAyvwYTv*5}(;H`nXu z&daR>=}c7W9X(E1Dean#1bx&#p~=gn;oB}Z@`u9aE-}KP6dGTR6Kx8LxBB)a>`2<3 zfN*&#%3)oAx*vWvyPZP-O5vw`J`Ib&Ht%agVS{#aA8_GVY)#5zDL+$|(>Lxx;eBp} z%a88vJ7TcKv>;2ZznbN%qfU66+GV&UO;u3nvj0jOZ(P8;Deuy4u^b)*Ni~0^c{BUa z>CL%bg=>)9>Ab7QyZ$+NjD-0v^Z1U;i!S_xp%%}8MB7;=jOBTlYId-+gUf31>SNWn zyO#Y*-jTbwH6y1wSEud4ka>60PiyNyqM_z$zr6eLWA;_GM2}1Zu(6RvSdiYN-8_qA zL|o|m@=*&uKFqjGJoD>B^F8kHl~!FDwW~6jsJK62EpaPwlea9%mlgmg#eBUpWf~F< z8$cbRK5J99+#PaWydKe7Or@7AZIL!#6*=qpf57ZdrMy&Sqor;6;1)4tJVr%$h*#ET z==8+IxXI+u=?QX^a2+P5{3nvptuWTYA8tseUIsa;PXbvOGoFVE{%x)lRI!+HKU$L% zjoL8vZ(6n?WQy6C?cS|KE_({iqi&``uXL}c`6;JAcewwfLG++IwLZN2Mj|@yK~=9l z4qR4J*1w~SvIMo4f&3ILhn+~M+M*L3jBj3Hd2Axj50+P@&(4e{Rv=Lik6v8V)Y|NI zN=zfOY?x}{ahZdxTfF6V3U}bJB_2R1BWT>wOwe0L`L3`&tsHw-^c7P5Si6nZ{&&u}UGXxx8%+9O#Emf`3h<V#M;zFP+<^X>;nik8z1h`;Gsvpcm~GTf@L*3~OOPh5oiBG6w}DUn`x>lY zK$`aimBGR3`)y#1K|53ntGBdTidP#JRn*=hp8N{Pv*tgN_B5Gdxe?kWtC=e8pm#E3 zqy_4pX5KHk@;cik9{enAmB$JaCLI;ipU$?u(q3r#+TuVJ4!qDJouKZ&o+ zt7g(cJ{^8p_goR?)2x%|YP@iqFT+@(2L_7^a6x(?CRO?V`Sv8fjZdDfw$u4;s4pk{uIm177NQ8}7pcHI*PQ3=QTjEI$kIfd`Yh0j{QU=f(#CHTCq4fdCd>45<5y9G z=Obd!tSl%8S% z%V<^WSVTDq0Fs0H%=O35>;&JtE7XA+!a^vkyk{?~i%i|l4bEd-f5YL)f} zyjE0&rk?8I0FS8~XEppQLJgkIbKOfvWrl4%IUOo(>G5Ctp9aGbNZjfVukaU@v&my6 zf*~y~OIu|pNA4hvIp0Btor`d19engSrnDoUK_bdHU3$?8w+q}pbS%E-UDWrz7Vo~$ zVkcCF3*cW{#^NJAGBw=#&1il-Jka-<8z&JUcJd$RoEuoGzQt71ldR0CHBBfYmf8j$>>XlutD z^sqR=sbR0%j3VN=Z9W>pjSq-vB>?i%`VGi_LMJ`?dmUfYFqwTx+erQy-ezH$sz^t< zoD4rWhmSPc$hoM_K1yqdZxz4tz7bSL>D2QYrO@}S#m#FGf&Sad9UR?dcIEyTMMZzm zOYLcH|GGO`<3M*~-dEnS5tZY0z;Oq3EbHV(*3K>H{9db)P}0&}$s0x7bn}ftdf>aYW1Yt8 zJ)A+!3&~G&i-QL(4&km7Y|aYZYGN7wWE#P68fxxnuiVNv*`NOM8N(ELmB`f zK|kxA(TJsh{?Z!*#t%DCuxbPJgr<2~Ky!qBJ;GScFN^aKKuyjLqI8mj5J&&DnX>z<%ocW`Kvq4Qa!a}F~9LLy<}8a8@sY|$z- zbTc+UI_+C5B)aXh1mbd!X4FhOX#KLA$>Jb~s$Umt4~^-s)EKLwL{L2PJ!5F_J!qOt)}s98!he4UYlzXbTnf@m18lq9 z{49#snE1EBmf2UW`O=6Kf>lq{KPaZUd5E*e^`opHc!Vq3A8 zEKE$QNVUrS@FF9EZQW_n+EbtBfGV2J50Vh)y%FjId_h+m*8&*c{w`IhOpp$oFIwC( zdNHdDqie(1)FD*6Iai^FKoJjORslO-_Jh8ieaFo$sTf49d%Np7nR1Zscp!^1! z^F(x<+ZYU8?!SsRb=x_cOJ&{E ze3~`I65&FA*4Vhl5OPaT%G43da4~}r!)-dXbgoiI`o`(7+pF=Pd0mO2jxMvz#T)i9 zL|Ub5JYi&`aPCzZa*wA4T%4BX2j^%1OaF$!NIS!u{s2&7Dr^wl|+SVm*0RhK4O)5nagHc zxdAAU2Bt6;wxcF?p(*EgIz^PuFL2gwi4W31`eGHS68slb81X-=efXln`unHB1Lk}3 zk4q}w9HNP5tx+7}>icGbDz{Veg&gTRXh!^u;=uSwHAiUc-^U(CXFzQ?Cz0sy5biJ_ zx67D&UPps#ij$SFbi#YuHm-TFST-jQqMq9s!V>an9`6S$@ynkyxCX_=m*=OSnN%`C`OWX`fZkc4iTv!Wh1nBY4u9nOC z<_eecp7d*{CYtb2VOKKLCreQ=6gSOe@1~(=?Sxf*w#olHU8#OY&T1CX%V_1Wk(BHBSVcaZ4LgoYJ;*LP7!#Ds|B<+<|W=p@`~ zCNPDVLDl?bIIvo3_y2Ui*IL;Og^v!$3cWY$<$%H||I2O?DzSsvx6wJ*I5GyDTAPQ& zL_Ja2S)q-llaQbIySYwomQjI;;-L>QfvS^?s~TL`00SwC0!Ys`eDc}6Lcm$b-! zf5kiA9eK7%F(q>i6f1p*ti+LA#J}4o*b}JVq2K?lu9M3EHn2&>`}}ms)X<;uq&+1n zK+An@f6_MASlOG99dvI~uqSGuCS%!_?M_p!^s*S@YXjccZMS$)0q@nqa4QZ%SJ&Hy z7m6qifI8*wzF)vOG{(!sK`Rt^x^_J`Kkd&^%Ov(CJ^R15P`p1>E%@41 zXUUj67b)K4f+kpP!_F3ocSudn*SDzJ{)$RodUafH*@yz~KQFFOR^~_TVd~T5&0qUu z@RPJNO(9f5`_6usP6#s)GLBlm%hX|8vuO6&XcB012YaF$dCvk#R>l9EP~uw#sY(IU zP#_i1x=5VE$|22d4wnmN9)td+B-fYOG%_r7oX?7ARly4Oiu~$fhs5fvN%ML|iwJ20 z#`|xH7WH<9wtQ@!G#&WPj{jTMfgHo%S01vQFiNOQDU}!GSVilkn3Eszs*O(* zQ_HfhPN|90Q6DEkv9Pg@&8GmEwPd(i{SKp0)oB&0j`!k7O(SaJtB%pRzVAt4d!xYC zZ+ND!K zYmQjl(oAy_zQmUJtz&DLM+F16R`-SlMNCjO^g$tLauf-bO7O;~ec;Bx{~mh8UCX2^ zxvuOh`jEScOA%D$w7YSSB!VKg;^zIm8Ru2TT_bsLHECG+tC(qUZJ4h1W)$)SxIZq? zVFK!!c>01=?$0-{<~RnaITEyG7ajs6nud(1GT9wk@c}}u(I$jf_6 zfrOKrBKS-hC#9Hwvd(H2vS0I7+UCW3W@748TW5-zy4P(nbUDa}rUVp@#f1XK?oTtb zTA|`VJ8JCGu6DbOy1eZZlTXm1o~%rRx>gW&+fhsAB*NsZ|0T_4RX3v%4KQCIj57R= zw+spRx^0Ao(Hy9-+n^9ruUFqRI#RW78S0qjHEpIOZfc!jr42Lv~@=Pxl zQw(Jn4V`}Q10J~TRD769ola>YhC}bwR@rrJQGb^<9EA(FYOc5C^b1z_e*zE#@BBGR zat|nq(XPnE;^P^I)BUhAtFy%3WT;l7EX_$}5?j6x38A>c-^furnQn7f$cJH#Uj9R7 zT8ez+Tq05sN(_-(xRBRMm~(RUCodOgKkey_l|?=|63u8ns@b{win)cZQ)!l$tf_~% zC$FTBvbRC?3L_sQPJYfnI0BdA5pOU+h%bJ3kV#4_juS~h9OO_w7k9ue2iays){+e5 z5vbe+VH@4%1jOpl!uVx7ci$fFA!-HQ6am#d0;opATPLTXhLarEx*{JOPV9K(0|(VG z#?f_+B7)PV2our$AgzI%W@gv5F0?RyIpeM^3l}*qpJkUco3g{Q+%n@G4_s0->+6>% zZne2|#ZS4wY1OPEJXF6!MwZ2;Q@o1gA znl?pdne>U&b|D3EI2%;P4u56b>c_jYW;^spZi$HC+O@K`jclhA`(?GdlPmAd(PT2w zZ8{$;aM@GBwWuzvgIqUKErw^TO>ZHNkxtX@+{-h!JUO}#OT>ZwVu2SoL#!eP@r z#Q=UQP8lX8?p?{Yh)gQM)gO2OoUn@zzmkSnnV08d1)`|x6GNqrO>Gl{ayjQP zQL9?tY`3?0f9S?W2T5toIE@>k1U{JmJuC+-f?F%w6XonVZken_SXp*CR%%&u6tvo5 z2FnIPt3oUI|6Qv>>#{EEvM%egF6*)`>#{EEvi{rF{{!8k$r-XdIFJAU002ovPDHLk FV1kxl@RR@m literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d3436da8-9781-4459-bed0-8921e134236c.png b/docs/handson-cnn-tf/img/d3436da8-9781-4459-bed0-8921e134236c.png new file mode 100644 index 0000000000000000000000000000000000000000..ce38547240cf2d9f990770816119cf8ca6eb96ef GIT binary patch literal 12773 zcmaL8cT|&2)ICZ^x*$am5EMjulOiC!C`d1%1VRyzp3tRNQL3mQ9hBY@5rKpj5b3>y z&5di@a z^yUL2A-=I#BpH0Td59UjG|{-ezP`sO*gU=84@)mL6gpmMdL)N($;I8eb&G<6f|8Pw zii(Pwnwo}&hL)C=j*d>AQD}pJKpgx+UBx7DW;?e(c;?^UEve#GT6+4rI5$)25^1kqWeLjN@&ya*sXxK6T5BkbJG*sO;3p zIbSK-tNT_1%S;fybSX%txASOA4>)(}g0QiKvYxE`LJFaX5NFDCaP1H8*)PqAHpLZb zhU6J2hw#!C&~z;CX60N&O3=OXUQloDC(d{6w#J(TbDgtPR^M9CSKWOe!O&Q%HX;Sn z3zTT2kiwTSySCyG?xlVCYEObkU=pYe|3W)`B{2`O_x`gFgxyT>*JMP*!XokVl@(XW zI;1p$tO&Nx_jiiEEE=>t&OIj%RIye8MLq@(GAHn|yLfNMHp@Xj$?u`tpUs`uKBhri z)X#!w&@0{~4c?zmB>VB+HC!C8eKfM9(BJuhf*f#}04kHHIZeVIrpKyGC`?vd5pe-h zjh?Jc%HXZwMzjP_UXF`RF5;}h7qlfzO?ud=IcM$BSy}nQ!UwOS{FN;FHs;4?1NqS6 zAi+a`0ciEEbJCAd_JS@GuTw_4zyK4k7D@c1>jmeQut{hFVCDx zz>bCj*qcQKMF38MsR^UVx6ON>-(RX&9^JW$9Q?XN0DBb^htLi`*yuGso1XfIF!fNW zgk(AWA)sk-$=Xp5%hgr-jDJavRI2Ptj=6OEida$sYqdJpYG^>K&h={;2Yq?K?LY8R ztehzgw3=mydrAqKT9s>HlkzaNBo*H=on}4^eJHTaKX3WPMoYpJT+$Zq%c!4_nqY+M(Fk>?<)qp8S(8#3`kCMbdCGnXt->|?K6||> zhVIp9rbyPAL<^dzmP0R@b_e#JYe&X36~!kOmNGuB3hrSlu7Q;SbGIw7s0M_G=X zjFqHoJ0}ZrYQS5U?%Kn=9u252BthZ=YbpskPugyB^(GV8@zJq`P?WqP(891i&ZQ z3+MCxpq3V#ls!D=eoWV-x82V;*o|o1=vfRG0h>l{c(+XZReU+l+A5e@vnOIOVALdk zz5M-9%kp>rWs2HYP0m5zrr(+1`@~s3#cKvvwWNDFZcD<d&^% zkZVdB%-4@^-|5r{GmL-lxfKz={lvrT?lrN-_2BcEvZ|*SU4N5ISw={lJJlb^H0dG| z8x5l20$F);R^h_RAW_Pf(iQOJCnpw~K*!tRv=Rd$6mjX&-uUNaV9tvqlzGRvw(Cc= z`4Y{RNx-tD|CTUjixAClS8YE<%comP5~$HQ;!`xe#x}bNT>$gT;jNVXxV#{w;Zkx0 zvD4w(bl999%Le2Og|MEF@IE94J?D?^A#gCGzAX}$j%#cH@~x8Ks=c;l`zNg0q^>~s z)uo;Q%NJB_YLP5*O)nmDkAjqL8LRQ~_6RtQ8+;@0q`5?)RSa!&>O4*>#UN(yW0uDb zL}>u=wT!Z>_Vg5W1gWM}W$^DiL{hPQMZHGf4j)V;aCQ@yTEP?2d|kILxnF(~vMVZ` z9xA$t>)1iS`>zC|l>5ufUKxb<{$bY3W%q9T(?4q*!`5%o?H+_=+Zt6U4_p#t8M^jH zAWr`bS-p(a~V=ZIJO1mEg00fVXZX)T@VM~iGZ4+zj<_IinXjWOh)YUT|qju z!AgOb)IN?aV}z-g)N6ZyUymR9lW>jWhL%u>N_dze0i`(tJ+G%_OT{`#AAGL@6)EHX?j1euOJJ$ z@YeJ@i(E2)N4UK-{r2-1LAzJ^iNR)tw;psEl0X}hX~`E#WbDQD>UtJtVp!Nk-uY>1 zJ4O)O(M?2d8)T%}xt0K@8U^ny+uEl$3`KvZdhXNW$JuL}^en~aAcE!ptipm}8DRfE87 z*Jfo})0@VnC%B>gsG>guD6@wt^5l9o^H|bpmT{PM3d?UV@3(#oQ`T70vE+M`SW*gC z0<@J@9C1@O)#pXL-keufHQ(Oy@*po5zyE zqR=2R%MBAE{O=5LMFG<`DJ9rYb;&`-h$fuUsI4qsOxf)+uq7_CVAh&AV)=+#1_1fKY z+!D3ebZ)uspPdPN@Fs1mTaoID757jHKE~%ge|ZAlm))xxQ-W{I4yUUc8hJTmWH#U~ zMX~I|hivmkLqcb)3QQ{PF~&cCkxzQ0nH>?f-0By}ZR%1A$sO9zShN09jA4Wi1WI@6 zwD+R37D&R2!JbNn~C&^$uqSBV(-7IWupTpF@{wT z%8G8JC6a(iol<>tFDRYZS_$VLH_&tH*Uh)yD`@+)_mihHW>FH(+4}BJUqxIzX6uB^ zxBU5FB4fsJoKCTBWLu$tx7Yf@eI;jnJ(x};E}SqVGw@gDRwPz1adRfk^%uRN3ZIPb z3teLcSE_LByT-=4a5_%@mJ&b{l5VJ8e_ZO@mWF1)9~YDk0a=TRw$S8Sf7!$%-k*l1 zq89e*1{p+#`C3}WK8IR9C^ta9CDi;?Z-TM+7eDLA`>@ypf?0R7@V&YTjF+TU8@h!0 z^NFjhjFg;sbt`LdIps5(_yuPD;(&@)>VRiK8wZ}^Bcq4i_I`58 zr2Q8v=+x8NNuDo;+wz*)O98L?zCMF<>btGK1NPLG_`J`5lN$O(+ixI0`HO^Clk~26 zC@Ts-_DCsu{CSd~$x(CNeq!Cz#;Y1sI=em&d6zU_(P3rz@zY5UXwh5YICK5#0~26j z7s5&WVVtC&VT|A(U;aDq)YB`a1twN1Tsg|;KIgP3a++#AER<7vkzs1eYOWutRz*V@ z%k)+e5?HyV3+PK&jDG^$oZsw!X9;rbxGd0Y`F0#f zSLGIJnC?colvM7FRw4()SBX8ZiA?d}!SEG5G~+1uj_@%y)By3**UEbnNV7`X7{O{n$H5B%Scdq&se^RN7WL6?t zWTbo(DyKT?>TX3^EQSco06%?1ut8PXw_(Dsf6_M0I@d36t+tfNJ+4P&M36AXjz`Mg z&ZOIuP$CFV0ugVBr7T6RcRyr8zAXiN1OkHrOJ_}R+GG2gj4V<6Ck)&o?YcS{3rFd= zl^w;1_QVO5Ai!6)1>&7%c<$UqB&zqFugULl|Wh11H z>F@92#Nbw23W)G5-t3|?oP*4%C1ApQlg`?c|b=p$(0T-8@zFKRTM$fLXFP{vq#^p*dtZXd;@)uJVS5`ALK zo)J`;c<_pmXdpb1R{5pva@C=9b{}2%Fch}!ZsW)+T?1m0k@)Czo0>(M^?7T3Y!2F)NE!x*|oAZ4% zcg4`5CYR>jjZKO55=~tCEA-;K2|9#-~9-Zp`p2}POKiA4qAkkN7AUj zYFqv)(sLEoAC}brt5Qe9E;iXWR^=~K5}NY04E9Iw;|%`Rl=X*b)W@9(EU7yOG`yho z?VEM*kqQ=r>D!5NM@%+x!9G93bWu&o0ex23=rpXzCoZDP56VkX+alZkD$qxNQ8z8+ zeU-_&=umikox@Kt2PjXquRgko3t;wdU|ZG7r*i!Aj%;vT>`ZO2ppx5@Jv>Za&MZs9Hlth+ydzE;-8zvnn%NOGxgm$GQ zu>{uVf9R&-T#v_++AN@^ZkXCH>>tB+F?Ca|fcabvC$jbL z8E%}?H>h7MdZy_xTaB_R%I4{wC+eQ64AGYlphLHcrgZ?r-&uzU{#7x24a|*6550YS z94jK0wg5@Ha?D%p!@senUE+H3IuoY?wfZW$^XTbmW{jz zp9$+j{#A)Fc4q@hL5UsABDtYDheIPrF5?-449?6F=x87zAhNS{jZ&+D2FgVcF;Z&{ z6W?-^rOm+61Fc*9BHWxK5J*P=!8L3?p^no zjE!Des2%H?M4KUCWUA=pTc@0CgkqPUa)PpI4!#1u*v^ElD*C;oauNqgH<0D*0OpS; zdk9}{G4~g4iVxtYFNt&0(|g{|DS^p8DH!zp%QOGK;4k7M8558>ZC^RJpQ!Vo2e(Mm zue~PV?=4j;AOx5Z9b-owy=hQ>$^p<#-2L53gUApZa$ubV-dViw51%1@!WmexRAF|h zc}A&Wo6r!;{K-CAa*kSTZr=PXU+V$qsiOj;@!m8y^h;_-u2Dv{Zi8x=<>y~k1oNjq zVjjlkiSE&Rv`;&Dw49BDJ4vFpQMqvV`8Zftk(_AGH|BA_tQH{Ya{m`neVyjDeRe~y zH-a73ATAh_DEb zMM?ucr)0SyS*FT-F$;5@7u2=0;wS@1UL@_~s)h(bS&>t>TZ<7(Goyr~BZL!Zm0{ff z(o|gTkt~VrI~aS}nWiPJZNN;tk{)yJ?PUE^P!=YvRuCD%Q=m{O$fSnhFX0Wr=WVeb zp}d41Euk*ULhdZLZRw42m_DdgbZQ&tXc+zpsfm231N{0}<^U5sfZv>SEmwTa0S?BM zKaz=SBv#nDA4r%jDy3%o--dtla`2nO(61RmdrNs?(-O}wwU2b9=BYmJjFfw`0M^{y zw{2gvB-qNo_0w9lfyN^&uf4w;y-xifO+=-{31I)MDY-4J?)l~<;xH(QHmn-uu2AwfLV=*Np8fhKsS1on3*9oK&X~;5LOpxT6u-=Cq_xQlzTYlC{Rr~Zc-@Fy0 zjgmzYM7EPHcX__3E7b#2pT3TOxCGiQHc^>W6Vo$$w2%Ra(LM|bDd;r|p9wH&)X7MW zo2%G~>IW$WCufZZSeI>>`BrKg7+7p`FRm-f26eeoQb2M9>_EwR^>M4n4;Ur8sUJt6 z(i(qt7Zodmts%v1)M0-RhxU!~55r@}CkN_Ag(56&Mnxv3*?Y~L)?Ak$DvWC$! zBuCiub%(K6jTkLX`oPqeVQ{K(TNvFtAF4QI;~^MsD!!q-asG6}{etx*Q9_AUeFH?R z_VS6c|H9y+F@9;6)N{-wKv83HaC^nxa+3Yh^0dVxcInp&OL4|V39W63A=ffHSJ$=j zXt*Q;w}2ZhvL?gydlYQ?EWxDM3}5<#-)dL1e>~Wkl<8GA|AEAx&61J%IIh zel+zuQ=FR4Jwy->aYF2T)$G&a?CY!*g9cL__2Ue;>GFn%N*0Xet~W`i66YWXdH~F{ zsXA^p<^lBtsM7`Lm|ZRuX8Zmx0Yf~S7!gIx7iry~APF3Fny+utB)eN{9}&^?^$z;# z$V>mfTxAB5e$%(x1yb>y>udO15f#s)V^wDvmsiqXuDM>)qlbYuwZ%k1!$s`TpeM_{PIiX|KY)AG#KSFQH#a{4IqQ5aee~rHF`@zR` zuax!q+%UX9uL$Z4Yjfa_imC4okKd~(xo7%6nuYtWD5M}ZKrBR0(jAW&woX@DNcAl_2i(JTRDI}%o`_W>O!<2rP z`vQ<*Z9hH4MGy4I?M!ok)(_bU!TuYcQq3R>Tj}lVP97UJp(ExwvA8eNIU{S29BQAT zSBUzQTnTpYAB35Uhy^yJ>wmCYH4v})`EG`1Q|>-$a?xj_Mfz*fn_y@Vr2bLD&n*ZA zUf|}U4n&#?Z*dP|UqQ9bapcv^37xtQ67^Gcy{X;RGoM}#dcC}PRSS_X28fzyS4Qr8 z;+5lVP-?)yqi><{;H1<)pCH4oj4HonGo*?UnPq%}Lw%c;R! z?(592-OqnjQ5#FH{+hI&zD<4y!l2T@^@nH-=#{G_VeT-Dom0Sc{>Pa|*#V4uf$f=X zl$@fnar=So2{Nymu%sgddvE9c-OCV*t1)9px8?%2xbicK7NF3ZW(>*fGn?CPl7J>Q z(GO}&H;wtPZW1RhetDldR1bD2()gdYanyO}hQ^ZaXXn`ElK7(oBY$Gw;saHp*#2kW zJNrbd0WISlt$-W1`~yK^Hs1^1ehcA&Hsra{871~4-1x~%SIiKOcw?hrvp3i19@qSX z@=TkdwDb5N7eHP5i;ymRo+xVg9I+ ze#Nxn{<+YJb5+U(MmxX9?-<+BiEXRZzQ%m>QnI4dc+rv@xmbWLNoDp{7fFHy!A3G6hZC@CMvE$Gfg+Al!~RNOo+<3ZpsPZgl+j5!8K$`aAi>bal%X*s zwJ(_AawAO?&S?fJ#NOwN+v8CXej&beObv|_ebDq{>+1u!Tq~iqfRW@w(zVMaBNtKYr3Gp5Y^%4g`BFuAi6 zt)&gyMD6TG*KUvdCY1%Hj&cNB;u#`Tygo1_)SXHQ)V-kaFhS|0-=$|PQJz>I9i3pm z90lTMP^IaD%ocx_KhHT@vuIzqEh)4~XQS?i2uq#J4lwW4@e}j5vJL4b>AkG<>awX& zP5JVzq0@LXw?eeTI)$?_;M0lTk;XSjh^{u-4xNnelgk?OTv~&6iSQA>S65Y1y^bd5 z$*D#s9GTv)>7d=?Gfy9|{H@vqE<4-2S}Zo=I4H#y56nUb<;_5vel0(HhcQo#u#{=f zygU>fJd&Z|?sdG~<7c9p?WMza5whCJe%XTMcKzIw#yABgbQuI{G0?O0(wcFJQr^0c zDmZF6k?I|15XK*q#C7U$H+;)prwIi*zGG&D1qOP*GGR=l6 z(+tP!@BqPYQs|1H@wC6o4G(AlK>=qH-zEXmV5Krc*v91&G0qb7c{NKl&|zyDKir=7 zK#cZH8qPHG)zofFpqs2o@oSY_nptX`|W34`pH(Lc4 ziEsppi1AK}C|OGR1XQV2gwz(j!3RRrkk>!xwuw^zO9pgl=9dMIz#hV?wv#gX@zUs` zSJ1bWx3$jQsMxAIwvRHa;X!X;<+Sl0B9FKTHI{t2Xw}z43)>N*Y>LR)Tou^w-@+8W4~mPl z*yWI7elmWb)ae0*M}O9;K>>Xc%SHwji~V0xX;*Zi1;n5W2?_&plZzCXS{bw_;k_WI zjN9wpdmZ@b1PZcrK@Gd#b;x=DPu@}Z$p*6)ywnvVdC7tRR)IB^;NX5C@$EYqvVtvx zC4V~>CEt<$oX>tZK**n?uA|ax2gCarFy3{RS|&`aH2`rBMU_#qvxF<(PDBdaqJ9D` z*0N$BsHsjPG>@lo{04L2jxhGZG1fF{Py!^D6)~gKmKE-f5h~J{?C%x7Hn!=q9B}MM>kvq zs$c`=gm$N}%q3@HuKfQ*Z&qrhu)NlU_rGp#OX^UtYgWd~T3|mID%lxjStsR7*c43L z1$cMv6N!cw)ZDcDj@((fkr}*Sv;U>QlDf80A8$oi&Okc&5?SU1-opDA!8iSQq5Llb z330duSsf*wfM015)NFM%K@T+_eo&~aY!g?U$>Gj@i zzvd^fJzVBD3eztZdAexl{XX+$aXgm$Q9OO_1LR|A7O>>w?b3#VqKxzDa9Rbx&}*!Y+AR{e&iCth7&U(lZ}*qeE8ej zU=K#3K6!ji@Z$BptcBkR_w41}Mb4)t4`{kR5ge2;q^>_c&F_>kobwW`Ukt+r5@7+D zMh~#H{~_w!8Ls_z1@~N-sbo&nx_mhG{za=OAMc*~hTs|QGS|4gMi(x)XCX(f$1hTk z^m!b$j|^^gYIKvmLT^?VqwAUfy0akw}!!c6RBi=1jdWlFI>-X)Ur~UQ^ zk9|F=7aq*>Aez6z>X3c(jGK)M+Su>~F2LeerKXV{C_xYte-;D^BZg))Q;A-YU90#Z zLnVQ*%l)|1ku6*&86v7RY__%WoEP5Ocl^`m7%WAemIP`@LuxO|?6>tu3tfb#;+*5j z%PP66mI)^!0e9(ac~cUGA}Z`pMZl~T??(y$a3xm;M)=xB?YAA7)-WN3(Vp`DF0)qF z`ZIO36B=QE<1YLd@ypr!EdRHbbQ>=VQihHp2Wo)`MOZ&K`+zt3IXvuF9FTl=dBR=+ zv3Mo-zix^QDE&I6F4)!uzUO}LeZ<~JU{(4SR~;sR9jq1D9 z+gXlJoN9{}JTD%S&%s*a++N`S)VDJwd)@=85Ds0gHWDnz_4KFEZ&_>+#uvrF5CKKq3H(U$kZmbIPrrTC;|q$7uH z3ibDnywU|%r4ZSCaOtP~?*%Gz8JmgQNN;By-UbW9;B1KwEc(iNdq#0(KF<_9%=~&@ zF-PBgC*#;jv-{)RVajeE3py)FRBNJ1E&GZ~vI$XQXBqk#QtNlL*{;xEcX0#5pG@!a$W3@a8PGWg{lAZOECxA0 zf4M&M@`jN>Id_aAKhY^GM&OKIfgsJl=or`3V*KM`gU*}-pAKAnJ%k*8Nd1uSqwwHz z^2Zjq2tw#`AdoItt3Sl+_~VJ5x79x6fj6$Yj*T?WeGbA9 zIIr}g2~uLRe7USfy4;W00|>2tFI7Pb%xpGSb^iRURQzTnkZ^fx*|<&VQqh zwR-ViIIiN?W6Zgvw)O1RSbLWQAVA3uKSy{F$jrM8Lw8KCL)JMD@oS_MxrJ7N7I0xa zX`o3yY%Fcx^tA36-0fg0kWu`!dd7i8&+de%ayNKD(P}Q2Os#=+v!Hg}9vL&!*yxVd zrc2WnPJ6;OQ{>3JcK^>#rq;(;SlP$I`Ky`ch&NJPSN4}ode<{2FBd@|^7+#k5l(Zt zZ4$X2Qz3j7JZc2tI`vb)AR5A;8)cau&re(F)*;0|&v<(b9kJ7euuT3E0X2D?;;JoY z)Jap8tHUl!7CQfUWCg51(krBkQoIZI`FKXefIPmJQz=gpO1j;a4@(-3xqlZqw#(c> z%Q?X3dn#5a#|i&EMz*gU0jxRlDt(d>81aZ*wX+JW!`8uMV-XLIaZofDcTkAvP_lb( zL2fXiqtW#JGb55Vw>2w}>n%}YQ=LkC7ek9AXPHRE3+gr|%4f|CN`zfEp462C$b1&d z^TFLAzxLi$#%Q&mT>&|>?p}yn##j3%oykwvRf2UmvzPuVg)5+~@4K+~J!GEype52* z<60*!XZW7MG~snn41=D&iH=6<@Th2z2wJP#PGKAqa`co2y5yjDCxvsDLUt|3d20Hy zuJp(~e02w13pOPt3uX>?WR*2;>9id-_L`SaKLSjmTf2#yx#)2?SP}6bsB=XF+#1Zx zVH^I;_?jU4nT|pmhp2Nr=xM~W1W1M-C+_eLr&RvPz=X1nW>el5wd3YG^<#RsU`1}n z(VgsLr@t(2(5CLXfr6_!p=agH*}L-I*TxwP^LPpuo*+>`&Xo@}U~lAjO{E0QvAZ2R zeJYZ48q?eDy&Iys@A;yZR8`W8?@&uNqEzJaT2RA#n_SiA%rWrA_@EG=+3<3fVgy=< z&d@&*nN!L)5Q2p1Dfm}*Vg%?dpqk4x-l!M+#8R{pS)7uf)W&AeTQ%pm9A8IH(URmBrM>p^2V2AF#u9ruF3>J zDRBgTSL7c2I3trUM!fs-$%bHoPQNw?LYge&w7_#q5*kdl-)6aB3r~xrJrw8M7~-pf z@8s)m7%O1t0rBKu2 zWT99o5)L5uX}L4i;r|DyQZH?mm+#kllD55CExFi$An619dQR}DJ~*vL*m|IS+;x4$ObHPX=^5LQ3|&yQ_@Pc-xu>R~f(-vY82*q;iks|=z9fM4qPi3`AF>DePiHk?Hsw+qA zw`ngJ?B43KsDg>o(`B6a(Oyg5q5Fvl`YbvSIVm|?lfd85U{f-)e7S;*L;h&VY5kGQ zJ7Q0^-qtriBlI0$^G=l%l@d{${JX9+}nbu-~J|i&A`)6VMDGHwn0Z=UO?;J>dSQjyK)Drdc~_$FPOQ z?HvaRfxg0H@u!~y*k5E_A|bbLee@yW=(>iOY~n$VXYX1_LLkF%s7 zy$@og!;ld5$wM!0WFG&P#LM#xh4g^LgV(h=>BF1Y#-|P2VyN4gX6%=D$ zDkNENx@)eWv)`|!FNqt|0)#lhG?}>Zw)mSj9YrJA&a%GKD(I5=O75B~lr`|Ivnvf+ z%WqfzTkS3oA{z5DlKG)*9PRg}yk6@!s!NDvLg`5~sFSQg==(Zh|E-~i#8t#MOY1J5 zo-|vdglP4?2;zL>$bkt;I46fM*mKD0=XByHGuwWI#+~5HE|V*pu>tt6J5@XCSjsWg zKhG()b*`12k=SeY{D6=QoIE#6w&EIFyj*x?yB}gOWl-LRbET2NXxNX=hsHVwHM4tC z)Qk;$=kh{;^L;TjM&5$=N|Q%?JMuZdc-{_nnV9E$?q%|7&mwXW!nZ3c^rd3J+v{N` z!w!|y1jVXrfO(z3^IIZddjPXM^n?(LbHOcKFn3S|tl?Ys@U}0erWyNFJrwU<3G?0{72gns==K>1o+R(gw43J> zRnP8(b@y)6{F@wycybY+c=8WI@N#{iI442Dg1zC=E=BfjVKoa%cj=)6W{Yb+b-C1pH$1?@&uhQY(#r`NWu zC*{7|L$%Iu9(+oZRs&u$av0LQ19Pbxu^H#q4H7S|9rQD=mfT7kz?+2n;ph}F0&dXv zyW|7-=b;|E0absl=IUAnCJ4ztUE(+VRc_Y$jo|KGEc*6VbqpeJMntxvg~`>^E7#nM z!%;`m&j?9%?40|8{E4KjPD|$<%3&T7_Zvc+9vW9_^QR46jl7#&8^#;%NU~ld{x34Y zIh_#Z2CBQbi1s`kim4%bXUIiRp1%;o#XyrvKeJ%*pac<0iqxqB5&<*ME^6g@FfY5^Q z{<|(=>Q3=D-4>vO@9c~=V^1qe-{e%xDAljI9;f=RHf7#a zdHZ?V#TT>Rj799Yh5hlknP%2^EpNKLH&$t&DQg@K%Mc|5t-6fTr(e)+DG zy8JiY^I>1U%7U{6NMu_g3v0u19fS2XoxS2vJW9OE{rivdQO$$f_>B5lR z`?yatHS$ODVIKmj;4S#5OOc#_i{Oy?0s{um(!^y_kE+kD);dzM#OP~sma+QYO@Fq~ RoBwSPywK27hpO5}{a+ivqBj5l literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d3fa1a7c-dbd1-47c7-bd95-9df99f61b68b.png b/docs/handson-cnn-tf/img/d3fa1a7c-dbd1-47c7-bd95-9df99f61b68b.png new file mode 100644 index 0000000000000000000000000000000000000000..e3d3547318b0ee9a9a6b83c8cb70454b93d8721a GIT binary patch literal 873 zcmV-v1D5=WP)>t5-`+?!{8W*&LR0kqXxYwQ$AKO1)az?EkMlHnvG%gHxov zc!aAMbqqj*{?Cn!UXap8VZxTEXGF=&i!h-aZWxSRB1BXGbzdv)C}k7Qh~sgUN2g+U~QZB|;nam{1(%o|+P zc|EF$>RK+8WX+h4uu`eDYAsk!W?@u89BeqIRazWOwa#dZJhni?65E+_z##85ZP#LR zQ$?0dTKkz#q!Il0m{D~tkL#^d+1BQjG5q>QQ840W5nmYl4r5rQ!QqM7v>f@7#g=He z2ihq&n90u|c95IeNuAL!qq=$es@jsOvv;(b;!CFeU-Ajn`D8+ma2^=ss&pAUIb7Ss zu$g|ePD6AUMWGpeQ{VaoVbL>iZf4+{H;4hNDE0a(X3g-Te)72&#Oa5NlOCBw;(oE= z&TE_Xz)?6_r@@nfqtJ}LX(peh+=EP>X}yUPC-2`5)dlHjwG}xERbN!)%AbPxRyo_s zSv{#9ELK)&yIt%0UW*?3bYD+8P7Mv?q*~rlHCu8J(0N*D<+EllNRgd7sjjjXZ6>ed zKK00000NkvXXu0mjf;f$k& literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d524acf3-04c6-4d31-b85f-9db358a0b344.png b/docs/handson-cnn-tf/img/d524acf3-04c6-4d31-b85f-9db358a0b344.png new file mode 100644 index 0000000000000000000000000000000000000000..ce9272576ea33049d85d2cd32a3adb7364a94d93 GIT binary patch literal 17244 zcmcG#byQT}7YC~33^_0~3=9YZ(k;>qARvu^2oghgNp}p0BB3ZP4bq)bGQ>zphx9N= zN_YDB{@#0kzqj66@BVS`TIcS&@4ox&yX$<;I~^?*QX&ST2M->Qs;MgJJ$Qgm_~60A zIXv9^5$&7Rjr)tBj)uPS-R*5^!{G6N-{8N0jOS_RNjz!2|e)nv#OP-`sBS$eX#L@jVj0&foF!Gs`qqt!*yOGp)~R zJZt~x#V>acrU%N@BZ z9PpX#MNqO)NSU>Nt{$}9*Y^35n&ss%RNs@8h_s#UCGp2tJwxJ;)Uhdf!rHN=^15v? zwU%(}OBd)6&8t^j!6v*)g$k*(Y&>5=$~PT8+MO^M`uB6j{&^B!U3&29XVkMS0))c0 zQNGre%5dVkL(z#->10(+^$mXpD7KUh#65^Kuu(7qTz{75q9uVRFFS%M+jzl_AewmK zpI9yim^G;O#t`&gZ&~og2!lNVGRjkG_r-ND)cW!(lvj0kT(iuERQ6l^=`-6i+LLsP zdun=#+UmB#pKYs2KaQrM)@;^@|4&DYbU%0U6N>08Lbxn`(9)&#f&WHQ*SD|{scaJ2 z{UG5Bs{ajaeAOn%#`)hs+j0NOiv!rv(6=y!pZ|@Eux8^Bux9(p(hnhni0F|2aS;R` zJ+=TH{l`n==l?TdN5er_00C=cqQXxU)EXoVphxnO!2f?3c>15HBCL@Ii|YOViM5@o z@bmu^P~#`m8n*W0$Nl+Ufd7dv3^wBh#Fh?~#CNb?d{nTU!>KYE3_JXwX=bvD??FN6t%b+1Q{is5Ci<|1;b}oywCSLGK0T z5qH36y~hu)fV*#Bt7(Q_1z(XCEALOZ;zb_3mgnlxe}(h(R7H17E_s1ewC`_hbcQT_ zK=uIlsmAqI6wa1R6nEJD%b}uYNiYT%HHTxJ_>)5Esohe%R}@%^seW40r(w>yxhg-v zb97YO6vWCF6-q^PNV^^+T+K@9q0H#wJJ;Cfit2Tl1!1OHPOu@)9wbBB)8xebJD4NV zGyKal&d7rg&hT-c1l5!@UIC}&?3G4a6kMA2xuL;hqVM@e7LAD~sRDrbFS*YykMbTq zQYXMX6=J2F+8nHK?parA5(C?o{?tFq>oUX~6YCpug2C_Mk3cqG+I9SN_PK3CuraZKC*8N zX%hU!)bC~1W~1THFT7%?`i(>BG5&$r=|KZEDlVcUZ6!m7&ff=rB3@G)qU~_t9C5c* zA0EOA@mRGzGWJB93}Q88oM4$CFg$JJscw!g8Yi3Qd1m4tBWWkdFL4Zg3HD?AkbRR1 zRLk8Y{p%MlsuHVPc@29VM4FCjUI#o)KKC$};$D+$sbNB`lb?kv(`ln5yIh>;9C^sa z0O}==b*bl+4fS-Z8Hing+iq&D)m*F-uC;5R;ipew(?@7yxmfT*<6O(QZJv*M>9+D4 z)62Y?qA8JETzpn!-XvA&bW!f)`!p=ljyg{WWAWHIB$;VwV&2CasHbCSq;X=XB~?)B zYlZMI(cO!G%^(b+|8G_Wr)EY*$)l8CN3VWvWI3d0NWhskNbY&R)(Yh~8>JEkDSncx zs8M5JB4K)}*4a}0|^1< zRSz&uv-oe6*Lq4WNTSfi39QGL5@zx=Z`*)~KinfzrO#h?yfD4+GJEswD@e9_W_7>n z!gEGO3W-8gTZv?@%e4x_j?U9>_>ki*yM$pmt9IU78MYH)z(~K8cp-NmZ$X|;u{u`U z)?`{tOzGWP1((UJn;GY{$fb;p&~t11gdb38mJIjEblI9+t2;LmRNVtinmp)9XPOI2 z1c%kgZX*4aMRxAu8;1Geb%J_@YtRiKj6g9r!s&%f7YOx*{mIx7faUB$S5<5=Mer2BOv_EiV?wu_kVTf=C_G zeC>dh{25s*?;w7S7|y*kiwnnFkHeDc5c+h@SR(?=6B#2l@aektHz(6ZyOrJ?QhFU@Oc0#&6y!c(t>|Bo#CPq0(5mp$Rjtq zN9XN8S=qiM9Ut-Cn&aXaaUN^;Otg#wf8FpSKzID0#%O9+w)`h^XD>Loq*V%>I2s*W z!bNH&Wgo#vj>+R(qDV!TEnC6q(E#TxK6{V%LYlR{L1s%H`SZ~F7M-@S#u&JPw=FjAQ(aRn8agV3DT&U} zDVC3i5MX|XjSfETS=uylCKjNhn~fP21F)V|Nt+I7_?d~bdR1BKm|fX5>9V)m*lTu- z3icG}xmqpX>+c|5Dq8kg15T(HV=%`&2&uW{k7@sDw zROv!7g$KW&=n~H$LGuA#>bQyc2C+mH6gK%wInZ0uiItz{+ZhGKYTSSIA4seg;{BJh zE6@Ev6a1{mmWr93t=sUX_t>* z3raQk<5Vy(jB7mj`pLQJvXW)zwb^@%Lp!VQ0RTJ-IRuD|hKqniO5j{>m#DS3oX@>- zE@C~)e8rOM9MWOT9HN)pvGw+AjLwrXPw9`v3dKu|i(hb~ztSqol|xZiG7>}|k)sj> zfUY;6uwq(leiR9rQbmt#M)u=~iPJNmLp*jZj@Mfled32n+c$7!ONsKPoLR*Y%OeU{ z7VTigII_BOT;4m{`a?T=+61NRjNn17o@b&gsm<>qe_*#qwhPOb7{Tk%Ey?ef$r8Qm zEw>imGj@PmuDH!ktT#I!m>1f$e2-doD<7{ z6o`yoXkcg~m5*JfW;_&B4bKB{5i%EvR0;-<7c6?z{+Jrktw;#`Aa|_Kw9hu5YMcI7 z);L_5+>uN0wNu)w+eA5QZuxOiR~&_^xh4xEa{rf1V=nl#ShIs$;CTtDqGN=5Uv>>q z$y@%^t&X0g@x~iSAJWC^k=a!E%j?$kI3hEJX685Cl!Ia(-K>H&31s0OK=D5OCuUz( zbro>;DUik6PnoD&Z2c>Dl}fBDH-%`|J=oq0(+aB$$2@JfX_kzi%qH$M<=AwZskpm* z^*{|fM?`VtSl4Z$ld`~)_JwY#AsdSP3Sikw)4$+P8+B(U-K!XCeiO{2D&}-s&f-v- z%;xlJzi0!W^f!ZLAlwLlMP!xw0$3Z;BtZ;_d->4BlybI)CDV$sacC=tbYZR)i{@GS zY7W;hVvOoR8lO9Y#syF83Ry%L{I&?P?F90ElvAaJc*_gpgMZnqaFUd8i|V|FC%!Tv zlIx{_0#;Esq}M59rN59wXG5q*RYLts<}djJaj2F5ai?=}9leLy0AKNzhy3~s35sV3 zq9<*g++-5$RaMrq$^6t;P_+I zsBI6|iU>J;J+?xZccMj?c37_EabjH+;7h0f3-;M|sOl^t3W0i_YDa+dIcV{lCI>Tw zWs%naX=_fYc{^GeR#HSq>G&c=2kMo91UuJyaTMTd32Ubwc*aK$0VaCn#JN3K z_Pdij_C>=l4v=GaqI_{0=z}DUAw)0>5E>xPS&RCWEEUb^JiAD_UsdMzV=QAl5mcJ^5r?SR#sDzqcK64|B0T)gCS$>VBOB6b+XeeYs zzP?I4GW4{RcS)Tyf3vEG+<(65b&@hp{$Rp6@wJ1ESHB0GX#6L|pY^}>>g|6Btmo-d zxmCp}%eKNVV9GY8dnd|7eE6Vc-Zc&qEfAj>|wPsmU);*U5dZ&oaOl)a& zHm2$yR~c!ioU3DO3~+uZ@!hau=%s8=jYs9rC-AzYYafbZ>?Oatbhrdq4m3y{}sMWE<3qn_(9(uk#ymg~cJ_;Dhen>K^dpI1jJ5bKrP$n54uA2#J zHwW@jSbocUc%$n3tt!Am=lkhMcdAae5XkkS_Y(KNFY%7OR?<8b*X+x*XfVA{?-+W(+C^-JmQh~1iaDK9_ zRIHaE0+c`cT#Q1<|#6Ask`aD0Y6uAu?*ei{yJI=U!iDqsol%y z++Dij2uTJ7SBd}75&c!dr$)l33i6ow_oIR0S_IMUm%)B}bj#bR6xEyY#=+Uf2Go?^^`5qc_s=Ym2NlqY{F7Ct6!PZOosJ@ zH@4#ml+ooPJx;v+UO?3h9c31$O|NEo3I=Pg=*etuia0J3vKp=E1dnd3RVzgW2KP!I zQp*qUUuNmJFaABe@_+*}SG0O4=Ec)PWDrFK+x^Il68GNTLJLh7Dh4mODc`eLlH; z!jU>Xf7e+(bgep;9`%*L=^1w)U8hy+UXu_xqgF+lO6_pZ{H*?MnW8mUmb~9|Z=OI-IC5&vk;V_C;ck$;$J4Dbdl=6uIG5y;Ruzs%MsB#%Z9Ow1 zb7G#=sUftflE&7}yPvC}E}8sq8E^aI_{u3kap=816}2+@RWdVRD>V5J3~fyZHnZ<5 zV3a1agZ5qGGZn-elnrzS^K_br#unr&9D6cfQF*-KeN*1H-4$tL#@2VN?noDGY#`_B zgiY`TQ-8EDI$nWt)#CF-a;ZUL$Lq(W?z;l6eRxt0zHI5XYyKSFt4K|x;I(1!Naxd7 z9Uj}VL|{y=BmbD2(S+J@x}vSJocC+lK4vwmzadvwTOkcas~M*=r|n%Pj%MIa_Av1Y5S0w`<&2x5_^v zG)>n%lUl9WECfwipif}x$^Br$!f|alEjepBDwKQrxyl5z)c5uH5onXMU4iRKBj?SD zO(E-rK~nBrh@jG}d_gZ}agnb3kYhGP_KW~yF98r3mom&kh%B+b&3He0 z2)xbfqPE!CYyJnwq1;L|(GF z{B5rGQST!K=c!V$uCiF8h=)@xZZTeEjN&09&&tw-8T@r*5ZF{BSOJ%&tCi@pCxk6Y zEj2(6uR5Pxw>d^+y(_47cMGq?%7r4N@HKF2^=%pkzVo?_K!b|{E3v)e-v3a8OCSk2 z{5!LPWVA8YU9vS>%iUscRsmqVe<4|QYlXAoo!M2VL8oS^1=u9f(G57|TS(+t>N=Rq86?)5?t+o4A76ejacV_X%5Viz<+2k{D98EXmh-fzpm#5=Nql zs*4?{yRwWR3&uoc(~DL4i{Xa{8K;SH-0|&LwNwF$hal3d zt3Y&9Ne?;Xxd>)tj;F@Mk*#Y~%tIU@YQGw$TX#;NQx@DA=NlBR(OkVTW-a3Dvz1oq z`nQ)!8r@Thbu-&;w(WxIEe4>?LVC>CUeV5+*}^;DGu&b+!PAx^KH{(Ry0t^&&{lTf z_d1WrA!1T_I-o%GS1;qvq`Wj8(s=MRx2W&-tX@tXK^3lxw2+1$!n1I`GhEm} z)QTb~r^Q2+_k-r_tp-W?Mvl?w-9T#0m8S@-{Z?!kSzV=>`lo`scTP%tPt_W{u24TG zgqWnPj-zFi*oAOXA!Zyiq>4U3wk-2Hzj(y8tBMI>oY#LNN8e?VAIHB89Qj`Y(S$Ma40ipAm{IaXypE#3(X`GVb@_fEtCs$pwC|@2#O?tf(3DX*TD=QZvo( z*5YUFSaAbA6^FC%D5BH@btPYe)Bd*>8>i}VU^tlb@5k1Ac3EAH)k_}TP?(l|YW2^2 zaj3GvC#Sz{R)vD&xmiLmO($G(q=!Is?V=SH`B5d$<^88dxus#}f`HSfW;>Tx2fwZ0 z^v_}`%i;rr*}jY*edQEa%R=r>py$2QPoHV{wQSG!9QZ0Ern>)I@DS;o@yBC8x`w|% zxT~-mt}}$#Ov#rZ;3uTjKO{u?lHjn(wU?AvCmx&fHrC((9`zxx1KHtW>|^#xl46Q; zo!}t9uea%o235Xtvg7=0a2I-GnDa6F3L(k4E_&qTBZ<7fwI#C?epwXf->6Hxp*$i$w**7yhUi~x7kj-O<6R<{w)6~Z@p$QuxwO&v!gah zT$S73c1=Ew41xAna)TV zM(#<+OU7LL{kyz#rFO7#0+U?|HbM}JF!s$gn&`st@dZlOFX#I);S+T0KVhQi@p@xC zBFUjtys+ZumT)3HxuFkx?SZ#92fC5_=*6=2?ga7Ys^W-BpCZ|7LGZ}N;kG3&&Ttx)BJZ>@b~=cq3sO~k=$t0(<|&A zHgYLch1qjT7~!pS>9=nv9&*_-4ZW$Yl$|&asBl9{&Ye2Auof@NXH>eS-nC2>kL=z! z!#5)i?j{r)uEv0LBvqWwG=yRr_OoRLRpT;ZI_cU0LI_)evA5f^%w?h~XVTQ%j+zkE zQ0>h2>}+c^Fw`E_)+*w7p%vIyHz0^fbw)iBVx_nkEPjXysCZR9t}Q#(q?q+=F@XUo zw@`$OaURUZ3{JK9qfVCAA0t)po%ZF zRQLlp-HQHYtKjx56ZZ#j9?Kuxm#+}1qXltlgihYhbTwDy3P!Io+;3*}4XswSBifzU zBBYOKkk)vH>BKx&;!yV1#A5CJJLBNo;f4{Um3IlW=d51z=npadqug@Cf6R{HQt?4d zYV~fj4j#4Wn>SB{=#%&yD>Uph-t)C!i?23*-)OSz+xmpRfK)!=uQ9Q)n+bG;2DD(i z3%ux)5RuCQUx14%QT%|=ayefGdlxvJ=>DuhPQ6Czd@@pba?|tE6OB#$H9gg z%CW@&xRmY!o^uS4<%7Xyde^PrDG_b`(_$9p21!>>^x?7~ugeoEByB&^al+v;57I~l zj;A1~kaCS4eFZB&?$a#jD>EHclJKPmYvfh&muv|mYHS)z14U1g%Y)hi1^E&Uy_cg# zG^taRSNR@WJAtFUt@&+mLaC54X$Ng>R=R;`2q;AOAu<){Mpi4+kMz_?Eza=>Ib5(q zi7SsgB*a`-G&+$@T1);YwJI$Yzm;449x{l0()hWo2>SO$GSSu>2;Q$BYF%my}?E@<`ypsR``x<7kF@nOpKLfFv-_5ovF?=JDu4w$gW_WveO zB1bOQ038qP^fn$HGW}3gk{3>OIXP7!BVSxH6@UgAc(!yq!X~#b?pTd?wdQ7xkm6cK zRF&@uz};erX$KadJW|7b1eoj{SiH#S2eLvutA320wCAv3S3C6xfBU9e3-l|}O!V}D zo%WL#GPwrbM*_CN6C!_=I60jzkZ+(?D6(F`}8xRpNSps;K zSsX*xJ9>xIltBz55riPx-2RP(ONs2%%GaX?*$Va!v;e;Lt6QMr42qzvpS|FV*5Mpw zaA3iG&l2ujcGVS||0ocR1}#j$kX;{QJ2X=r6|ihk$CsLQb7Z#!6$+fGvfDb&4SC+P}GSmfwMpDY;m7bhOfJcO)Hkd*C_@)5kxQBF%5H$^aMjK@RfzD!!xhgW_l zx@hiDA14hQ;htxZj9dy+Hm^g+qd3M4Q2Y2^<4aBvjBcCNLM-qw5h1yfS}kRp>@Jbp zdU(^=2pnU?Tc=*1QS|l+bBBXS(m=O@k048PNYmKr!}!+wENPXe5tx8UU19l|Y7u-Y z4RfAh9GQQc;lB&vp<2v&4r2e^j~o}uJ&R{GF2>^n&*`geGEQ{I=?4P3whb#C*W z5m@9~5sa)uYb1AB6bt8H+nK+P+L}m)h@?hbT!34xW%WvBiZAbzwfLwFh?AONE-A$) zVZ(=D%SrE4EHYHW=+fkAo-uGdAnxZqD@U{gU zTu}DI)x^?P!$=5Q{r!@xYS*^=qDPY)lL&?t+7mo^m`FyV;Eun$>PuVHaTYny2ODzZ z^2n6Cs@ui+`r*!d`5P_i)#CMhgrF5z7Vj%$WR5uokzY!1J8e@ z=FrLBXX41+m{$UbmnowkjxVu2!mNG9MsbzB4|UUwL9>>K~dGg3Ev%)*o+*GpyW zpM|+ua)0#KOHC^t{a%|)D}Sq0Pz3OS>vQHT>%O&xRpePfc|f?kOQ0b+3oE7#yEDq3 z88}6Ny?J)c(cnu`^N6DHaJd)xskqwIDk4OMuQ=8iyY)27*Rq!5nAgb<78`g} z3K~i5t7cdxyRjnMq#S~)-clV0hCP49=dD?05o8_AvOl5!Alu1F^i zyPqaU4~g4iMEXDOhhHIi#?~Edw32pKsVWF@7p*viAE)^ zEvfzW`1v(rVK8%Ld|Y6g@xJrNmX6MTH-hzegZ!S_pe8c0K~XCe5d6U_!`=J@^(vl} zPNPMpwS0%V#LqR6Rw0UClZ%BOiOR)kD!zS)(nu9AJq&5w=_$A6*%e*+A%Or}ClyVg z_{StNEg5H>j0l4&o}=f2xwcQJizIJ^e_Q%YU_nViH(ZjB!M=d|e+bM;wd&D6C${Jo z{6?hlMAUxKgS3yCVNwT?@#n`uWy5e*0Djp!e%8ODi`!$DXwrX`-rC0E26VSx$99=H zntmZ3a7D4CASac}s&g-#qae}p%+Wp|-@-=w+_yj2mVYX63H**}r2mN3JE-BVF8x5> z2!;Ke)jaELnS+e({>9BI(r`@+&U$T6wi;IXI$C4p@&1^CZ6?o*5aj!kQtU5(78ujD zi(#aFUC7a-Oi$+vv<@A0KzBwDP~anwR;)}~HvT?9CFXVh;(_czcFe`I1~XQ8s*W=3 zXX4ghPfZ1Ha>$61hJQY?J)cnmhOSHD@u>XS^<%zU|98A!^S+~xh^>suL?p%KehtDN z5L4_trFIniAwMJI;|{$&*j56i)w z12)iv=Q2ei)IU5>kNnZoJ!71KCtUhR(GdY0PO0Bt$mu|y7%o;YsU31f<*7W*DvJsc zj(EH@7fAYHKG_voi%MU~ZM zjP?t*TiZmd0_6$H`m|613I2M9@2?Cx&9t{v7@Hq|xp+HDekurN=CF#8!Vwsr&1>I) zpx+Vfk6TF%vbr8q@Qb+V^`*)#_5HAxRwA*QVLwzctC$&VeoY;Pj=0-L%eC)az_Cb$ zp|U{r@Hh6Epo#8JqyX?X&FW~*e&Nc}MZ%+{Vbs-u5gy7#tw zv+dZdzr7sTj{N|(EaniB#tf%A{NpCA%v1PxV6^kRzyTCXx5GD=o1fE#=G`|mw?f4v%BR`J2dhKOQ9YzYkG_+%DHqM}Xtc@-cSm2035rq4+i=G_o>@n=fL0atnl|G+bRdRk#FdutK5lZ^%ngRk#<|Ge zte4Wfjf!A{y@+v2`8bDZutQ-t^wY^(&|Ro+FQpmepF8Eg>nc*w05V6)$!#Qv-Nf5 zf&So59y+JK<^s=^bY3q-_dIIVa&3i|)El_6T%~t?O(EWFviEC;K@U z&&0j~I&cEPuJa&o-k!UQI^vqX%gnTcYCr3julic-KX{vi=*SKUh0F<-1iT`nU7X!< zDW*fG^?G(Y=geu(^5~1>dnb|`046DN3t9r>u$vc9B*DXvO`50gK7J$e*vj4{ppfbz zaQQ_(A7)+s9Vo7c0JXm&z#|6I^2LaedQONZlhgj`D_uP_dTs$?wg&s~SUK*<&98kX z#3JX5DmF8ss^3ioHAX@1LaGDl@jl^<^pXprraufDj#47KK|1qdm=3xDYy&q zjVnvG7p73km3mKu$Bz0S>yIeV#U*UKbvPjH{i)y@H(i*3_)C)-zS*~U{$;C(`=FGe zKYo_z2)*Q?Mu4$B2Y2^6n#B+#(L9RAw*d(=J?mo1zRJPsxn%@Kvep-kW%Ht7AdtU$ ztW_4rQ!bo7=-*x>t8x^E@+f{R{X_2EPL4YA4AP@d&1EQ8z{C&@i4=UkqyVBk>3i>! z%on@-0QHC|p&eVX%j`cq1={{i^5$J9VC`@3Y#(}5$1Zt!;%w; zbTxGZJ9JR}tK;t$pgZP$i7x?8m2cL4r6cf!KQRjyH3@kd!NnJyL5+v|HcZ@(p>1_$ zpoI5bRunvuf{#1CgFWJ&uOs?YwC$Jihg+nV>Bj?%oZWxkqoa{}OJ@lT@d=gQ~{ zHESo8`!tbJY{rn$nzL%`x0PoBTGAPCPga(zGzDk1GdzW#pQP(_6FGF8QVScb=EJ%E zQb3*{4hAedl03-_1B*!D`xk@mYLI6UTLW~~MieTpb(F%7{-RkSqS6yUQaym1* z483(Uw>iSFpPnW<_P;63hrT3MlgE>wXd8i{EC3;DSPiH@2luVdus~1zV**(rq+Hmp z0_C$c*T~TxpwREH46O#D66I~#3K!zg6K)F~Bsay}{ld$UMe9e<-$`OuFJtIOuXoF| z0?MzVYx1g#XcXxJNC)YV8yJZ1d{D!m+q*gQ7!nlTNp;)-dy$NSr)lx50|;&fhL8HP z{q81yO9K`LEI*g`D#eAAr4Be!nY;ph=YQz>!>Gvw(6@8ZJI#xsqC}rAgCv#9<42-^ z6m1Rd9=>mR2YL}q^^vo+$HPDDJ+5HCdhN&bR!%M3#zlW!=guVa7(Wb-fLiZ2`z}0G zuAd|O^wloHUW@Y$qj=1ru~Ec^i(;t}%mqX=HVKZNSWRmGp~KYjeq91;{hI`S;=<$n zntEteNg0n(<796a2kxxDDN7GW&h-pnIbbXAA;Pj45UB`;V1HHsPKpabpKjn@t}DTsOas%@q{< zEty3Spxcimd;9tHx2*<_B4||yyYlp&_{mXx*Ur1Chp%Zw-FvHryfQC-;K?b>P5np} z%>@%}-w8W`;SXji?P?vOh$9brH~{rI5bsFMmz7i$mZDQ7B0$1NAK;mm#6xN%A39y# zLeHJI_)h<_Q?(Ko8$q&(!S9Fh!|&_swu^z}fpXXLAQGPID04e}T^A$nAb4rRP=i!RMuRY*TzJO8V`fNmatH`B*KLk}+vICb}2hCJT2C5B7V|U9tQ? zR&5ZH_wnOTQTV4(LpP^Tkk{1vs`doZ4>-# z`cHm{*}eNour|?lX`D}Faz>)E&`}nLfeD?tl-~&Noy>%Oa|O^xsKDcFzcu*x&h2{z zKYD3@~1C)gVr6qxoO`g`AGR>~G+h6k>#*1QL3-($jSHUB&RckllOhA#<4 z9{g3{`o)a=dtc9YJOzv>t_hWCQOzTVkk`ce11wa&vzmq^_b(;{VQ}!cIUM{RbK_ml zIuH6V=FLzh!2e^0D_@*$xIQkF?%br{H_sNtcj#9wZVT#A2iY<_O;EBDRm+6AkLMT4 z-|BNWf3YlRI-QYjx(++rI-i!y_dNGQb{UhPe1Y)lo2Y2?&vwv*Xy|a+O)=8n z&zJ3AU@uVe|9zJo24cq`ed6DAo6K{S+(N0GHeuB`I`WS0O|GxziIiuZx!ktt)ko&d zZ%4p(ydmT_0#qHSZtk_3!g4wgsH<$i8uzrKRCpqx2PyjR)v~Cf;S{`6mcqv-b84A- z*YIS#F#O=={wF}d-C`$&xDLx7C(-~$PAf)>%+BC=Y7YkM$BSn0!{ZIzxJxjPxjze> zP)fm^!DOx5dY=Y)IDR8-*V=h$e&Y!5?mF_)7_;nri~2ZAOEs<%Z&3JUjP-aF0V3W0xT6b?3(mgOQUxpV^ z+@ye0h!AUuWuaJwE_z*4pzvX?EgTA?Dl|Z&yb3M%QxznJVC)Q3FjBogPt*K*;mO)_ z>w^%mt?|sKD}z+4#+;cNTa@xM=p@MCKkevb%KQ(reEx}zU!ZS2qZJg_0Bq z&rr3yrh-JKqV2gn^HYJ^q)0nfuc>}!cG>da`FAZUA6w74=4>3TKlg8FIwvOtWEB9Df*hF&dvyqnQT3Qw7*mEQ+m9V zdhMf6mZJ)t-|UUZZ_xSZ=9;nlm~H_Dq|2oeXZv+0q4Q~wG;Rnog( zhiU5?%vdeb%sErC#&7$pQo5@2WJX_qhAYOGmcaDUml}eAgm3X9kwBm|s&vVg=1{-o zI|G968CY5Wg<=R&8xCuiZ15(RcXm)sbb;HV6kaa+G4apjI(wJ7*lDk`l%k7rKzx_< z<>S|5uBxe&0^8UHPZ^99;vQXZGxf1{=#6xESqK6eWb(9E0wXQJyZT;wgfpo>>EmTk z}WXc_O$nRQ3CoFlix}^d5^6*M!%3y{0GeL~vLt$GVL_7`SMr zVL`5#Ip@LR3^wBi!?hk{N}ncWE`2@k+}<2kr^c{5hOX;LsR8luMxvgq$0_)wiRVuK zO_tl`IL?%x-`~t7>Px=DiTePFi^GV#eQgag%kkCta;lAMZT5HmGp=O*3Y1yED4$fu zJ`X_XDhv>a2gU}gjV9%7AL@Q`9c9HkiDsQp5WHqmwwr!^JW(F6oes2l6C9HxS$FZN z6BJ!zF&NFU=Rc)z@rGc23z-Pja*KC5COG?#t}ZH}=~urNtc*NIfoFvJtYv$%)>DWC zS9!_mBh!=XQ7`tW`2!276jon<>k=;z^_#yUM*e0@EMOBe_jBGq@Q+j+4190&$XB;Rjseh^Jk<_l*Iiw3=|1GA!5- zt;b^?{D?!tRmj_~gxf~mNS_!7u^PeDE5&b=3i@+`1HNwL1eg(;tO3aM|z^yAUqA& z(wRerLxqKG_LGxEw6PLW!V+^Xu5U6A;4Mh})49xTyO1_c*82v)=b zk(Zh#M*|)xbzB4%l3~2n&kS(ZDQm}WRW48Typ&y#1T0O0g1j47x_4~%jYJTPqH7YE z-rq<*Tn6h?Gb_pfw4+L<&g45Rd0ih>rWi<+Zh|m;RY_$Pv}4=Q z22ESb}1=O$5UcabU53QIcty4T|eeU64qam0&~uNPj5z@2ci2 z@MAlc_})8iLq_gFCc9}tF|QIkNXYLl3|#7fHMuVcFgDTlWJmGY@0rDOP2|d_Y8r9G zE}SFwrt0uQgYMe8VM_e_od=*{i~Ur%Xz5$u1;P7JpdL{b{zNZ$$q_8x5XHpVwgS>z zfzZmdTODco+^6T6)dt-)B6==wG!A0^i74*ZD~iVXzCJsSH;pM$>Fa5HShJn#*|V54 zL<76gg}k5(*Z}4IZVf}sWdx9bVOGL&Aucb_SsmtrUJ^=4fHCKhRBKIB+4tmY3GBK? zF30icT2t5vv`q=b%#gR$k1V47`PRJBqUcd}LulJ?DZ^jYO84G~3qVdh_SY8W6aL8% zjXQANAo;+~-Ws{(Y3388Pzw&4ZrCqkE#H>3s z`Ti9%h5%4P%4}oFeQb&wwF*Xcrln!w+)m@XEpHk~#4G#dLF*(b=LD#BDZ!KB)D;Ww zAVmXF^p&rLVwY%i{rf`j+HAzd}&~d=19xE5_c=A)f}KNl?2`Dyep?Xf)9f&=D&-m=I_c=~jMqyIXZ4|$>vxyxogdygOB#~fp*$e$c=6zS zm24QiGCbZ^epFcw)BYnuZJ)+#mfOiYH}LJLLIbxbSdWwy<4Fr1P-EhyN+eG_q>CR* zOZ-!yV5C(Vlts&cG%#}nCHE>Vn*jnwkmz^0vU*(s`)|zFlk|A7p5HX>`!ZES{eGz~ zkt8nkF@#SYDwko$>B7>1*`kA6oB|9V36OKJ$+H#W_FOjGNpXahz^n^x`O<|PC6UNX z=IBxh>-}b`ysh5@&^8N@tP?p>-UtNPAO(mWn2AzCzziU*`UE|CQ`31QV}iK@RlrWX zT9M;Ffx_)RGp6zm`~Nn6NEJs)X1E9oCJ5f2%@&wGTKyG>vHFBX?h_)9Gc`IcX+Xbx$tFJTN?R|;drAobx-ucp zR-|w-Yby&iyNmoL0Qlfr5Zyb*{Td;z9a2N|z8d6Qz#`T4A4iAm?&QY4D1cR%`2RAm zszzeMb}4bBPl4r8M_T*gV5C$b@KIL2Yre!WJH<(2cBsHBw!i!@k_` zr5F)97~NMq%zE0ztS7X;!}>rcMhC4Ow{>5DZc5mN0|u}y3Srt(-2nXO&$c4QevuHq zavs`v4};VYVCXV!Nd=Pkr#2HARBOz#9k}6kbv9Xz3L=u8{7>c98rAQPZwu9`4SGUN zUL5S3dZ64IU+{Ql-p4PUk?m)Yrlpw6IZ_2ZbOddu2;iQR>ezi$h&Yfsv?z=I_vZFi z&LmZ*B%0{yy_;YXME8`%T$a5fzO&NoB8dKXWwv_|A8A!12sqE)v|c`X`IU~9gh0OR z?zoC?J2eFNz)^|-lj{LblJY@px$3OTO^KtG>XoDKYd%c1H@bo5cF?aUG*o+%#~Bx~ zcY162pOpybn%W+v9L6O5{y02$5!idwy4F66REX*8v+39;yq}g>TdbU+_NM5Oc?Q^P zUS6WlhgAB0ud&~c&)TEges3aNdB98d07oX=8L$}?z^U?MB}k=D$*(Le`pbD}D@NVB zg>CRrSoP08XXZGXFPn3rLvJiH4lE1(p3+5*{Gkhses}hC?sopJN7){KcK zq(`QxM#29~3DW&?=;=2q`6jDjKPALu4JNwxiTt$BNxQk1!Qtz6M>Rp8r4shNB^U;f zedjg&;%K123s)O6P|?*h(&5&@*Kxj&s>kxq5M1Dh6@oO{s!vhrjMn!^dd?pU?K~+> zPxOcy7-{wDT^h+O;rFZ?iz&3k$RIs2>-8Fr((5PBb?XH*`>gIahFRIg6X-G}3n?@L z1zw9jv*3gk%au({08+YGipdUb*)qj6zWx73wt+`dJEVrcxz)zxw$h@5$ zy+fWugDMB~dF7*9>vqd1UftzL(!h}uw%27=ZqGI!hwCISj%}q8yiTU&o;46AT3V8F zC5(I*P_EVEX2Q%m9P{nqP%rvSkcY;GdoEvX6LD>xlkHHr^o7{bak6?+qs3mjR4S!gza&k&}!hM~en+vBnVhV8d zpRkh3Iy<=nQv$>`zNAyAAM&mZqDru(aHE(!=>M^37d_yJQCqprErnhVgPYE>?p!~< zI7CPYh=qpgNzE2W4GoQ4$^#ty^Ji$eAk|WLhE;m*p068g_2)$#Yhk$Fbiro30&u;l z?e%$}fhyqgZjU=(I~tYj4d4H8t&Uw9eEb*RX{nYi)Bn9`I^)dtu(RQUcEiCN$uFPI ze4wdUr>_-sn48&ZZT;5lJrj;uU)!@HUVD}J-the~23+@LT5dRTL=`N2u9#ncL~K&b zfdfV!nVj+L&Fg0bzA@rY7piaqJl28$IKA}5e|FX$b2HKSh04I=G8jBv{an^LB{Ts5hhUcZ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d5583198-d0bf-4e6f-981b-6067cb0a6b63.png b/docs/handson-cnn-tf/img/d5583198-d0bf-4e6f-981b-6067cb0a6b63.png new file mode 100644 index 0000000000000000000000000000000000000000..9d76b68fd8b8b80228ff2dee476705b5c7733fd3 GIT binary patch literal 8356 zcmaL7c|26#A3tu%&XhIVM5G}l$$G~gDKT~``_@FG$jsOYSw@Vvl!y^VjV;?`O?KG_ znTfH6GGh!vBvfC0e!suIe|%s6+;d;A$Mc-$>)hu#_nvzW#u{cOz$?ki!onhO{hEm_ z3ky5I!or$yjQz;tK0O_ObWydous8kt_isT(_uTLhhzHa=z3=MiEG57HOYsypH#ZLt z4=*n-A0Hn-Kfi#000;y+e*E~Fb!aOKi|obgCPwz5Q){@9kTQ!;y%}ST4#Kz#d*182 zn?kO_z5PJb;}2n0*wu)|&X~VzW$THYk{o^_S11<#HhjQb2t1F#1!0Bod+jm5pEe4c7?o7ihBPqfws?gYS87yRZfY zY+sm-fGnT1rH zEEAoTNG{g=GN`|lDk<)Hn!64|3G1enc;ZL zx2qv2hN{@eD>Y{IyGIbOSD9W6)quoeY}oYRLS4mzW39Jm^!cmq7^s~0XsNty;C%S& zMsHiN#Oiyt)B10_gA$Wv%C{A^YAb+Q?N|7`;R?WAwLg*r!r65Y$NQmE+@SrEHEkQi zGsbZ;S%R2_E6m<#v8`zjJZ+YU%JbhZAhE}^$Ad3P^+*t2NrhB%o7Ax_=}0|}wo!}_ zWgvr61vv`7Wm=(kTc+NOP+P5wd2}@KpQD7fPen#k%Ls|BTRtfFEw22(>caGdZoj}3 zqpOVnGJs-`#Q$eh3UgwU-cB5Li!6sQ@w#1Zhm`yd8N%rb2Wfrsp0OxvtHITa(z6n_ z1UF((aoaaO-;x8f(@yTK3c-owQtG}cQ#K`ZLDBj*NB^^vmjF-<^wt`7c;R@Tp?gq3 z3753!MXy=wZ23!eZQv$FP>g3eBk~5SHM4nB>$UDwmC{#HyUoN0D&Oq4G=ArQvUV2= zd1H)opO5^~#BWhvnrX|WE1en{d9@q7YbTyEUT+q$s$Z^GMcW z=)WychV|j%EmL45u$wRGV-xoU?AZrTG)@@xW$2p=eh*FEPHcTjqzY=Qx$pH5F%J$D z-M*Zp-U^6TfMm_E{zMjpXP+cp4uPzU7JMp0lAdB+iO0; z@sl+{NoU%t(|PSfm!0oU8=SN5mpNGG>AIM+h#`{}ZkfDtnWpB@8Z-l*c=x#r4&ix8 zA^f6Mf+pKzZ90r=W{P&uq*Y^vOOd7S?u^c6VS3C*%&5_9>v&BH4Ux6geghq}IDCVz zH`Pqx2_jq4)WcM$VyyET>vb zsWJLYUXqmnoDOZt@-1p#`q;2|3$Nn)O%ip< zo-NYkbbpSvYdEj*Tpu-oE72lO`1BODTDLocm+LEt3XD6=ja__tQDJpEFDhCxOs7Oz zisa4>WN=2gVY1Brl);bP!Mr4D!j}k{8veZc90V;T@KW<%!OBJLtd^{(ujZJ`+KY0S z8x-oNZQO$#Ow5zA>5S1PLn-CfqEg}eFAuCNtXA|aeZhqJd9?sZp=d%4;KMP<=ENWM zPP-V%8>P3jP;udf3H!x*qoq2*CPQJ{IuM9zQ1?el&oqx|K+z8HshxP_{#7uE8S;UC z9_*JsH*IP+BGta6&WcN4+l|>N8{g)vSG`(RM5-yAQvZ0$X?jhw#0lr&=M4Hgzr@(Q zu*qefiP@&>{%I8hV!Tk%8Je`Q&4!LzN7M=MbX-+0Mcpw;?3UOS_)P*J2xKjV$B3Z1 zpPScSrjyIC$-oek>i^O@se&6omC28JV$)1mCtb#Buv%!C>&7!By}!GZM6Qy#0Rr z=I%}5KSlEOlolzZza7`u!WK8uqHMd_AehB8`Pqs0Q}bLN$~GdzVC)H?>*zkO0R=s zL7|!wD2p=h!N{g3di96evFpjLk}jDzq362?it8Q*os}o*`{`sn=+&x+;|Wu6W>Aur z_+k{e!SGt7M_Y{GmCB*3HP_8_=NC4Uf1as*nF`Zm^erNFCoT<=*f(UWmomHwr$W=t zzBa$yAp+I?{bxiU#*j>bU0|HKi1}Oq`}%V9^)E&&R)~f-cTNF|6=i#tbG41p$wjbw z3l9MPM7RO-DL~l$oPbr4+n5siY|%Z!ygKR=om_}LFI+r&DLM*X`$9o#r~RJvjpi+v z6kL=Y+J8Lnf{C;pUd7wR12#Fb2}cx=KL>pCFxeja zwY`?=W|qCUJ7t+h1Wpvvm#vHOz4*qvXg0$|_RQZVyAcDvkg~^`H*n{HWy)9<4}ULM zzvWP_BdcLXgsZt|;VVk888SST-PV8(T-=u{rNaz5f5 zQ?~#p8X8qZsnf-s%-qkay20b`;1oMyWNLRT4@kd{^TH%$6&eTL?O8<#SA5+|yV~0b z?5o9|M!7BSjVul4!~Mo$RUQ~9La)Z$l0+9t*3B!Tko0Uv2*JYR?7D@%Xz1=u(qZl1 z4z5yq9oKVF9=W>@I6J9hOjceNV?p3?27TaI@MR{F68A7f%>q=h{3x2onafFr-$1Iq z-SP?66SXyPjFTMpi;5eqql-I2sw}KsaWZqTos!0XwcmqJSKr=vV^G6!{*8+3#{~Gnzh5|+4eM( z9K$r|!sw+EY^6o@SjpvG8=MCBw+7t|{dlYn3YNuVyA5U?)| z!Hm4~!e?mE`_*56b-Zkux{gdO&2&0@LMirbNtZ1H920#%L@r7U?9Iqi5k5oZVb5DR z-(vJ$c!fyMwmsr0+x+-MFIehJO+w7Q0J*4BU^_;hl5p`V0zvA!^E$phDKD5VZcB5? zk$p>I=4=uXA#$!P;46%~1IM;f?j9Nsg&50FbH2S9zi_>nufY2%Zbq#`7dqdO9lTfl zA^mei-BCL>5ZW8|4{+!sr|F%|jn_RGq#!c2B)HY0z->M!>_3~4z`>hsbr|I7BkvLS z>fox4mRsRRU%J;$8uva1n$o1fK#E^Q{@p_ckD-_Mv8EWL4U)ekGiKbV$w4N- zyqK@Z+Ypzh7VBz@s}HM_quVy?tt4S`LADcuuE#FEih%WvIl%6pjXAT$qZ!1Zqn1VG7>v`u}*B@J@X)X%+z-$T|_@9i_iuH-uLn z((P?%Km6Gs!jJ6Hx0w|40y`tHYmUd|;WqWMvhmL*&1V2n@)#1hHmzG|R}6~~UU^D) zsRUg~dVTCav77$nnvq`I?%7YiV@)nNv)3Q?7>KK?=~O>dpHdR(8{=3C&_-w$at62y zf!W^#UqPT}w6uVv2vUquD}98^6nzI|sHDL-P@HPGdKo?obm)xVdnaWKOceFzp~}m0 zY^E1s7K02!mX$2|kjGrLtL0z)oLo2AXG5MVmACYTgrKbhg(FRu2AL&sOtV{XO1pZ`1mjI5M~HA3edx`dDPokk7d z?M_043YrYz?pOZe-kZRkIl;srcz%eT*9EZKIw^eaAW&N+7WS4YKAXPJCEg|#tkWV0 z%{Cjkj&ni9$u?#IkjWsVA8K`p#FXeH9SBU03404e{cQs+QJ7K8-{*e~UkhzMoA@n3==iK7K=tuNapI zKLv*Ssb0uGjpG@sLeRv?An>2BxgK!AIPLMEPjxmkP4>9!N_ z!pa3pgE7G9@*qh6MBzE6i7#6sOgf}nAhlrRk*>2Js@h5L>pjhl?2w?D3}3cC(Bkp} z@SBnMSD4T2xuzpMThWsao^U}>lFE(GCvYY+g4^K0{FrMvTgK$gcBN7*7995N%ZT+L z=+Mr4c`m9mV0=F=bFWI)@Qygp4Z{FZ5ju~u$1lFLB~TYc8P+}{ z3)<;mRjs?e=%_+KQw1AS4|1c6R>k>KC5$G6e)+D7Kp6;;nQ56V#A|XaZINgbFcTCu zps647O|om`(WFxFH=ymUy(ikGIJkjEKr&scV9gDi#})so%fW-UC&Pq;%T9!ZTXN=J?g6)&F>&ml zlk+Z+N_utb*xnivYFBd_B=5U_gzw3rNE5to!h#?R3o# zHn(5r$dYXeF=|tK3qe^Vm0X+Y7wv<=Cp4KlCp)%}*97AlGqX1p*@GuehHIDS$xDHfw!zA6@g+`)M6ud~}u10MWkh_M) z`gIs|lSFCIre*V3A?D%Fkgks{&U;gymn+k-KkDN6eDI7A$U%{q8|eK0+ig+@74SoCWEaF3%3Y;a6w%dv^rr9L#DOnuZ(hxM`xUW$ z_6|paa*Wn6RnzMN{oSX?q=-^kSc%;>4%!<0-e?>A(+llWdG=mF|83UctL5Fe!+ZDy za>gmkCjKPQ=@h+?NS=iniB(>qAh??`INvC#e@6>*j{eut9$(psRaqZ8>Mc^Xli~Q2 z5U9TrZBwh%`zg*V-_jyr&ULtw)Bj5oErBClzzc3KxBlJa%WQ|QPR>f#`TX=hKd~1# zW*|^$DNO<~c-<-WqH9}d+ja0#5Uo2BE}raQS71qcIGU5Ur8~D>l7#7>H{DA3o+4a6sOMaVs>&?*!ZK%JT zEZ8LieLh>G$?-%BSHG0;)N4!p5>{E6jVB;a3^P8OXSwcFEqRUy#i!+WuU&6K61{gv zhT$f2U-{>Q056i}5HoY!Z)L7G-LhP?aX`gm3%ghS_P|yv4UDmLQLc7wD)+n+Tz^ec zXMXc`%X~EPVZF^BL`N#XU1-(={c%B&!c{mtrG9=rRR}EXI{9i1ef@`hgHhA!AUxNq z$K@Aavx2@;^gtAa`t&)QrqplRo0tZwcRl@>FBf!7gdsbxF)jLMrV}UsvImxmjX0Qd z08rsu*$@h5j^Zxn1i4!bg#C2kLwg}V3eXSU*qPNwCiiN2^{PzK-=qQp1Jt6D%UR=N z%@c&B&?zr_3e!8^o=|@7(ZKvSTREKTco zA8n)!kLPwhWtF#Mk%~!ya}b}mJ%WJ`BVWz0syZ80Y5cm*e%Dub`>;tN+@f;h8SeY6 z!#zY@FL-ZTU$;x1UtYTe-2TweXY%A2d8zVdC+1k=B z$Tb0bS4OsU%erNbj~r&oigZAF`q2-f;5xaD57f&oXBm-wy?-SCzBB@#xGPrLl_+Yx zxM2EqjO#d=Wu$(y5wIcV##*eNIKIcNtC3vWX8L6o3}qR)i9bTN^!NTTukM8gGi?$PzaTH;e3k8V)7i3JNe?Csjy{QXtvAoX#YI)i*F1hD!(d9BT)V$$-3$v<9QfK;VZwp#y9HzDwa-#x&{~5fzR>Jiq z_yH%p_U6lJpb};f zdg^@q)AF$dAaWLHHO*Va0}m4-WyJ<2s)v1*Q0EGRjnbOub`XvFQOi+Z%Fs7U^|Qm} zp_5AG`qtpq``|gz^WU24;#YYC6Izm#zeZGlooy?Gmp4Xyr~V=>mpP1fah>PL?%<76 zaDPquIAw+k*)+h#S$PuUh=(kKDx+jlf`evOOn+Xy zxkxI{4XtOao!VN2kxV}|k1hDUZ0Q)M{mfv4j`<@CLGBHtiPk5<{doeE1ubAM1vfy? zt0GeUO$lfuD72x2|NiO2_PW*3_mZ{pj`%03FRPqsm%%|;VwY1NA9}K)?_3Mp#5;f! zc>S#0W+Dxw0!un540;Z&aOFaM$tu08(QHkiC7d_htlL<0nU6@i&FT)h7_50%FnvUe zo|g*ERfZtM=BvJ>g`K_i=9ji%VLr$>W zD14VP(Yr*s7z;Mbb>wQhp54jFHX>NhP)`5~dby>EWrRi2p{5OutJ<3z7m3#Fzrp<& z#)C@Tky8mD(I~X*B<2_s=#fdIN*&lH&AI(X;`ORv2-3X7n;#d)JgP)DR|g5330|`% zH>HAu=_2K#M^5skWLOO#^$#v#0=c+u($EsXjeE$Zr*j>QGT|tE1t+s45_VmM*Jyus$lmsi%?Vp_=3L zuip^wUVafmTi}DSU}M5#;NzH%*8Km1OY}U?|FI53!k9ZXr;!7tN9)L)g|SnVKF~j6 zrS$e$Q}!0A(kVBwDLs^y2x@?cFS@+#IBIienPalKSPadL6Jnex0?qy5{n>h(_}U1q z==q*}1Wa~&_nquK(Tz>PazEG=#^B+QSS)z2DE%!W-!~u30T!GS)0mMzxI*q9LM^%u z`g@w0CTY2POL8Q<$JY%KeQChx;YM{H=g3ZVrXj7X)9tZ7bJ39LL+Q`r@sQ_Zmq3A_ z=YU!&?Ngcfx9Bq977{TxIaXeO!zvNibk>tNZ*!V{i~>Qa=Uc{u4&v)Qy;E;5!tPX# zFX8ZiO&LDaF;no27s+bl;(`Z^WU0Cfz$oi zUkTa->X-?RJyB~?Z5Dsq$QXBfY^(-;KT!G+z3d|0%CtxggU6at4_~6n62hwnyt46B>aD!(QIb z8uj#1rDdw4r??xun(d;dF+m)vebea{P|xixkL10@#r5Q4Z0i4S=hdd3%m2UZed2F}OZPwVWW4*`b#&~2 O<+>@%q|(?U?*9O2s#QS% literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d618b557-f396-4253-8a9c-6b1805c45120.png b/docs/handson-cnn-tf/img/d618b557-f396-4253-8a9c-6b1805c45120.png new file mode 100644 index 0000000000000000000000000000000000000000..2de4f8333238e5d37e1757c7c0d0976b62cbd193 GIT binary patch literal 13031 zcmVVe)6QRcb77>RpdKF|2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xHDI{x001&_ zNkl$ZQjfn5~co&-NW4dD|gidmC)*Y+p0S@xTA7B>5}Y zi5!}~J=0?dB!SreslH1km2>v8_cg_@`uFsVp5xDfV`{#-=XgAyPT!sP@YlQZs^f)D zWA4K0IDChb9$xKYo5{W;AdL>2skMi?qd){Zo<~Z2e znoXx4H*q~^rM!8O>W6wI7{a|g)7a1C{L|3N`HSq{#~jC6UY@HfpW_|1&o90W+KZdB zDV__zHQMQgB!@Y{o56$46=Oe6X#mvYTOH?8bU5eY#yd-IJb802H9U{tKAtfGJw5+c zXyx?fLePk6w0mLyo0(SHG zBBzG7FEjs~$wa)ocqqjFg+S~c_i`!l>*nQ~8C-ecBXw~QnNRY9$Z(v`8nh^1iJt~Y zOh0iG9R4}-AQSn8Oyq?)KMm~^8HC-SoFZP$$;_jHlxL~r{>)Erm;|2yE2h5rc5;if zI+vGtwM#ai&XGX_=}!}xs!>mGvc%1$6X3lu?&9F%uyB!rp8~+?w7n!zxlBc_&L9;} zPw_sGk5i&8$(R3vTzvWX@-nC!PoV8o8niF?K#^oO+$Y)^EtN5mx-7T|&ZQ>^Ig@Pi z!XOo%j|$}FG%cmnAd#2o_CgkDiYK0;t`gGUNEzV0_#U#GkW-I+I~P%s&XZH-D-K5c zdU2E9OxaDUcnles-LN3V_Y$GLkbM)8pG&;c>GWKlMq5<3B)f=8SvW~%Pm&CwT1JV+ zXBR{Rx;LTz_nXo78VT9ffO zznJ$WikfHBZy!h?fk^kTGrTscgmbhnh|$x21>vDVJ|oaKDC5fiAe~HRP@bKR_CV6@ zyN3mXqy8hswW`(EgK``g@?A|5Rvien_-tcIBm>XF)$qA9_AT z<)!Mk@J%`@C*-A`o|&36m|WJ&%a2K0?~{&mJziEvYs5P5R%6^Xu~YpEM|9dZJ$T?M z|8b5Tpnh`v#nmf(#_KebS|{ z)A{JZxw(`6zm7Z`=nvI5+Xbh&Ld<0HZ+vi-@YJl^cvGt3Wr@NbQF&*uGDU>(6UpK0T9@P|PG z#;PrdvWCt(uNk=dnbAC91Q(-KFe;!`$GUul`xHI{Q&^nIm{e$-J zdVmi<5nAd0L)*VETK+Sk4SpuHIX_fy<{u$98yex1%WmKVu_8;s7zy_B5F1b5! zf+H3xbwtiPel?YC+9-1=^%X$&TvsyDep`b4E^rSz%HU*g&bHt+fn@x|zZ5fMVt>aE zr{&x%Ow^Of`u!zDScYlqe?vF=F2*4^oB+<=+<0Bh5F#UQ*UoK0e^~5}aOrJXM(WI8 zcJD6`lx6wUdRYX;cX45lgaz5#ZNbP+A?JDsI@=*m@EHDdnZ$Rzfr(qW-DUJi2PQjc zX=gC-ay&<)54=gixQ#Bbu#5)%@W7=bD7UXK8X^1ky;`IEkq}wJ@lbP5vPtD zmpi0rnGy&dr&(F1i{0-#x0G>N_A>{vCU`Ss=kyDH)+xO>F2nLIC}R3RP%!B%%3`zC z?}kWh9LJ{vY9RMKZMB3~=@G%lI{otScxEJDU+`A^!Y%RSlX6zFJc-wcHgZe6$#~N{ zTDMBKZHstUp)JZX-c1l(s^qp{+c18L3;f#og(y56y5W0)1%5)SyW5Bqh~uUr-1~pz zzhg={Jxp7?LnLrmCgr4%dFsYq!KELsZ+HKW0MUl=9|KH*r*-4>OL0qR3vc_hjTS{v zrdzye(o!?w#(!+1Y7X_p(mu~5zx<$0S^tPMr`WAIB->$RJFY|;?!tyCb zk(eM_cgNyHp&6oW;Vp`k?85C%syF`RLSI=rrlLgKiG#=CVuTDKZSX7{uH#6=k+Y2v z@p?;~ye3ZO1FG>BZ++pF&Lpll8PNtiq~UcEmwq9U@I_psMM1s}cl-b+@98zZBibbE zCkWn}TPAUOOSCP7rY)h8*K6PNag)(g$HouOv=RYP3OlK*``JhjB667A0yuff_H0izMD$moXX%{DF*8K3Q<`;fyk>Ib^bJ znUFRH6F5dtp?7dd$r^s2kLAf%L=-?X)K`fNHx$ z-TTX;8U8?J6rr@`Ud|S25Q#NkFaUvL#DgeLGv=?|Ttp};%AOxkmvOOy5`UuH24TGZ z{m)69#0<75`;*e~vT}V~Zk;1xLFMfQvC$!*R6ai%;&MFhMJi@-DoS$B)*nUNO(XF>3fiRJ z_#XSf=1e8EwuwAbUF@#ZR1!Rxy6Fut0|$WoYQfJJ~ne${@bS#$CAF zIx{ITRu&ATq-U;_j0=e`KyvO$={dl7H~BM&b{J_-`prIj%B|Jci2vc;dTnTEFnp61 zVFAFgJLe~6Nl(tV@#;tC!o1daRC>Ld3g90tq3IbTE1XGRPs3^`Na zd%|NLQ8=wm$idIhnXiu`V#61M1J-72b`jb(UZ*O|stdi2!}^Q^Xt@(0PQmcurS(Pg zHdci<;R7Fs18_TYFWf@f^x=ES-PM&(-}(!WyN8FXEB)t$os1Sa*}Fp8(veoi$S>a? z>F^Co8Y?6ILUBo>3xqzk5EgSHP>EEYp>(}Q`7{1ltzKWl*N2DK*N0W~@{;3se)Lp) zu#PqGGU-X;W|R5kw++UI#{Ic7p9DM6z;YUQ{ZMZ!D%Ed!$DKKuRAaP6cq{r|A}0vuhZiLH#C2Ra+~3|m-uu)$d?RSY@9Vudt;XXQSFdxXbM0*bRB?;ZJNL6(S|D3bjG|u%?lid$|SLbWm;=ksn4$^+af+8K}8Cf+gvJu78+il#d(-V**Z7qd!leqoE*(m`V(rjhPH&(QAib9JKAa~&t4zu14+EB z(CX3n04I~&Mq!eKiO3U=3BO1T+Av0%Z+D5e9YD)#+By|&HDc~ov~8p1)@VIL+v=!k z>z$v^Z)`Yuz?nkwczKqEX-0ZPCsQ=KG6}Oh3fGz8g6)b@QDVyjMT#U z>2ca}XNZ#n!pi)FHQt32?E6w-|ECovhtb0Ws&hY25_;tHTbW^ep3vJ~l6!uB6fHpQ zv4?vH^78TlQIl(tPa_-J_Rno7+G<^wHUcR+zGE@ytog`%IjYT-av_*`2;X>Tcy5-c z2lFgwyGEZ85C1CbD5;iCPR`Hf$#G5|uG;l$f33}|Ap9&WilU6s6c49HXb640kGsbD zkbt^eKU#8Y?OkXs)xdpidl%=H7HGiW(jq@P1QX5LMjh63y_#RDObHAPVU4zBft02K zr>mu`ybEJ*$#Z;Nkwf)L_O{W<>>Lj(+A`?RTyUo@5*nRdA+%QtE!1e4j(B8cfwa1o z$I-e&v|YAo%j{@7;5uUPC{bnNH-8^Kf(a>kf8te%2cf-pTAriB38kz!ncLD9$lkIl zD$qdpybI5cwumYjut2ru>ux51l1pw!o(#rn`0pOmw0)@P%DL2>%xl^zvh(9;p|Q6E zw2gFRX+v8#=_3z!{5yTByH!=|LjF`cc~K1ODWok|w1ti@8DTT)O8ZkM*Ua*JqrFDKVLlY*J<6Y;y$Mc6-qE6_Y<&#y}&Lgb?lfpIcD z$fF=roTwn5ekE4ERK6lp`1;PfFus)DJtwk3+dDmvUa`S?e|K+k7n8UrQ?r}(t3D?4 z(SwF&4qqvsgC;q9+c+(!9Q&+S8@MfyI6FZq=IY>BpylUH|3WMjPHE2YLj z8aG*!w0Zh8B)9mG^8VrezU5&UeJqUkva$9qnoLd45qWcxTpK@mXnNkKVZ+gTzDj7b zq9FHMq>YYbYRCf7-XXtr{VBJyKq#}w)##=1G2Vr@=Q)Ozy`6h=!E9n6$~r=y60oJCn4N8xbpLOW<4nrtNsI>se8qCzVi&V39HQfu#`9nHU1zSKiI znx9)~sUb(%e?YVtUp;ssTGu?Q=t;SYJj!-SzCD0;rdEE?`(@bKFmM)VbJ9Zg>Ga@}Rs6^eC9DJq!A+=F{+{9VgS26eBJ5suQfMJ=&61K2BR0 zoSsMT;tIW~=ZAXMi@Vu7b30(s1M)6%Kc_sBN@L_n-aQgBqH7gBANMYjz-7NKt_m zZDo{&nL74dsdyPKQMrUg7CnZSk&Q3qIQ>Boy17VN{H~({nw^G9IhAFsf&%Uwl3Q|) zv+$CNp_IKfk$e^L%?=fQv@$gV_IBCwF1&L)+B$s;KL9+P3&L;Kom`eerL5}ZO)%_T zpgPiMFAQ4HgCI~PCF{omkPzA@9O7 zhBXTx6>Vq6`e>4C+FIr=SZ!~O{aL-E?OfQ|+W|+}t2I2UxfS&0c^J0&9^*Bo57Cy; zhL@=$b?yRmWWcK|oV3VYbUjByTCzdQ7Hu!i?d+`+$X-9Wl8!8GO#*;l&HuzS^)Xad zQ=_Ho{L3)B&>n{1yo(mNw4v?3mNI~w8BNc-v6=@Wv~0lMn&Xbw^=Co2pStMR3_^$N zY7(Ao#fvweC;DZ3UOvBi@NIl4rVnrRFpzUZzwt)cq3tb3fUEoJy!YlE3Gcm&ft77R zm82j@FE3|djP54J0jS~C(jH1&prcH4I!|D4fff|{yw4|N#7DlAop;ecg?m+x;#1di z+=qLJlS$c;TEF~ydC9cBoy2jxGud;z#_Ha}m&!2c!Xtm@T`b9&4-2(rac<{b^cEvP zW7h7C#cAa(iX%le1}#XHYU9*~B1Gfra_IzwR_e^T$$A~}Z6Tt0ATRO#?782&@bi~E znc8vk5N(&W+)^$*8B=AVB0l9t=nSiBwx%u6zX+|-QV({ttum}bbMtFm#%8CJ`)icd z(1p)B#K3Va@+K=4W^qyHGG<3C5Y68z+A8k?h?BqS?78Bf2ta8PB6T{unI>JHL34MUX`f{LqFQ?^2}sv_+i>Qind=Lzna{|1li)zpj}zW zt;y7gmc4BiBh+XwtZCaj!H#l^;S_Pp9r=#v3e{C6xh}kjhm~>_@d*{lgSRDdtZW{%5UytZdXTDgmhxo7D)_B+ar-dh{7b~U`H$n!ArLp>wZzi27QRW$Eo z)SibFmp(p*)0|SsepZmZ)zQ4F&KT=U>8#X#?&9LYR!j9%cJj*JK5Oqn1p>P4qA24S zrB};wu^G(N_=diSDN9VIh8_vp6Ei*J2_{kt+R_9A760w&F zuXk(lLfcudmYJC|!!!D3Putryt`%<1@z^%kI^%KZieA>(d(IN7a zY1=gHfc;Ec>y^8ZJs?M>RGHB73F-v>fzt?W3^+y+} z3TvvaCP#7?;N;Kw>aMOHQn51CA2B^zV=8t#v|V*{@;POu?9j?Sv>xTSeO(>K8@?5O zuJuEdd&B!eiPTsiv^bQ7OU!(MY#vNoA&Y#n+qJj*o>VpKb#BSY;Pnv5uU9;z&GHYC zhwWM1WC(A75n4_myXSjZ6lJ;^!Sj8p+{d@6pN?8`kQ}WHx!4|i+n>8oDH-kD5=v7mPxXz2mfA2qnrw|7Co`2&Uc8z*`_*dI zr7b&WwzTc5V}*brUXQc;%G-hWC9LR6rANJs*4(YJKtL_FE{uU1Fg~FQ;dh z)5w;#v-bwbV|gHv3$KW_tnQS)j7J7pFmqkj?Dv6k%{Hp{6H~+#}?}> zjFOxnH%lpDEq%F$J zQ<#bjkwsyZmnx{}Bno%=kt!3z$pEbtGQva!ExDCeD`Z4fpZwZ3wH?}8`pM9rWA#{; zmtZC~ob z+5+`)vd{d$57UfM%?&5paob)G6lDf&+Mm0~RV7OMpcJ@yN=dn>uH!$#cuftfw@2Hy zpX^!3K)rhf1QcdT5vesJng?lE1k>ZzOs7gP?WYFGhGy2`=- z7*qMjvbq|ZCi`AnwQv{bwsU;_Z5lk)n^3Ho-YHKl_sZW{+ciHjTis|Wy5HKv;3_JZ zSym9Sy7qjffWD)xT18_t`i$6DUSmD*l` zyRG@#)Mg!@)2`Uq;GgZ}mLJ}IwzVS<@4R_nyOg@7M$LNZ;tl`G_e@Gd@Nuga*f`@i&>w2HQJPfIz?>L=-dd)!a1>yxjR4{f-wZSUe@eq*bXou0*f zAKHUN=*0t6jgsW5D#h0;<9S=-zit&{$^Xt`6vE!3qZjNu&?P@?zh18Q^fLXZtA(TbhkB)2 zaLNO{v)}8z2^ zXKKuMbkpd+5u1a~UHm+Pd%WY7UAe_y#AF|Cge&xx7xh9J|M*PRUzfI%xI5Vc@zYy*L&86SkE7UOuOLsFjRc&bU|y zahb;D`nHI7JPym`FHGEnWwUO{x#W|w$jdmQdA?0NFpv2c(a8sQwhu}t2%|~4@$*Fy z6iNKFjk3amv_Gl^Kjt2hXf9ymE}xi#iZaU zvj|!>GVyKD%0(Ei`QZ!m@2{i|(-z_lP-`E4y`#=o4x&x$X#2Y=r#e7A$k?~Sz`JGu zhD`!^2Z#8&@IvBb>L_?y=J6k~;^gCG`Mn6urafRUC2BX#40)kE7b{RV`TnGsPwkHf}sZTU1ifY!dNF7=}R+MoyLnk&Qa|UA5iJ z&|C#^k!I^jA;PlQ7U?7|X4hf4{(ZPlj>y_RfUjPlXCs>l_(`NZd zL7T<4>-gzbp$+0RPVnV=vAd3fQVjN2L<~FAWQZ=MI~}?4Oy<>{=zfl0P-_;{wQZ}; zv@QRS-1@k{Q5dwSHo8K?yDhl24~(3QR_k`>{5y&_cqc^Lg2$U|P0rYL;X;ip37KRrw^iMk`|!;5bj%^_tKQU72sgcm`oquF17wi`_PL(LFCbQkFaEQ>UOp z^;`_l$OT18v_*Xy?f^$&QX)SMP=vc1%b>qifMG-1>$P0$ZmBDs=Hy$AcJXJN${C`i z&UAxDK94ul?{7z|2cHn_)1*XwCkm>PPPS+z6x!_{x5xu7HM>KCOsLl?$}`gT`fbn? z{+wI{{JzWMw=YG6!nz}4y`@H)ak_ol?!qTU+d&H?Fyf*He0kxio~&=zhz>QEK+T4) z{bbuh%iR)BN_@QwO0MLVA42O`6L-vUtyVS0WxsM;Aa%4`XU; ziNhm&LQCDt+<1d%@g3&o@s7~C+dsbGDR9&j+UuPtsoNKc^6sN(#~xqEPv!xdLzzV! zEodYno-sdl@a1hHGrouhMi7UFnD_}TUKUd)%b>`1Zb4{ww9Q%^SG4_toID}g0;yzl z-jKEt8%7KM7)BmJU&&~D7rpzcs!V1escLA(mC>fBL%uB4J|iukM1hoz*Mu})YufI3 z;Kk8)NA?!c2I$65jFzIZ#5d$0=^UV~_eqfmcRKC+9B7Klj@U3xE7eOGKe;HUjLb74 z!567O`|WKbbWVu2fN0%#C%0&U5-y>PBI?nnq-a2H0X(q0_tOwJp9Nb!L8?lR6qQi! z*Heb>L%DI|$U|DI7OCaVa5514t`Tq;<>d_3@nN(>n}_Y)7Pn|OcyN%QQ#i=^0V~Fl zJsqSh(Uz7qyk*pDaRxEkTWWthLq;bWf^+?UJWx%Zw`zYrjv}1V`_6Vf=q6i9D<6-y zipnZW&2_iQ<80!Fs5rAUpSd{?az70c)VJtOtwqjV42px?TL*;a_D^b#fVOr)OM>wo z5qY^1{B%&6SWt-eOY%;b5`q0OgAu9@xOSB#QTxrQ3K8nYTln^_8q&&t)?+K;poomP)p)AoyQHvCXffQ%KR`TR&4 zS#^-L+aq7~2cV@Jitnjc*|rMxc&F_uWL(pgw{jQwA$Le@hnros|A`A#+&=pNQFT7W zHeQ6D=?viQHnob9qNhPErzK=Vmzd0KD5mzfkJ*Qa>rguYK0enB{TtEOl;|2%rEdKF#m52nt|PXii>xyzKywxO2`InmyQwGGF5rx-R(+TAhdO-JT<8DPiji-N`82 z2(OZzapXm#V7ACjK02{$&_3{X+S&S)N2_(gmt6JaLPu0B^#Nz>HE3%=vqI}6RyKXi zlm#+q6UAY!-Rgu!7LEl4g3haVk4?z%DJGWY()P3sK7bZ{z2s9_(GG0`+Ws)lt;K^M z){>xB@o>e7Yii%DGL+y)(H$REEZd-k@j|N?pyWhC{@ZiC6(OomyW20_rF?MSq8)2GnX7D?#*m|dZ%klig46_Oye znOdBZjG?V@Jx`QdU#)-giIaJyla;Ov)XpEiwMW~#mK!t&OOLe#57FvRglk%LwR|3R z-z_c0KSW#C&{lW;)5Bm*ThZqxQ{ST~k!qLZ`X4hh*9CE*Hz(jDI2l?N$T=Nt%ieO` zHjoxw+oSF6Gr}jK?`JvdD`*O4GxYO_YGN&7Sxutkf&jJ8@}?K}&lvw|pr+nzphxcaF40 zPR=&k7MTo-+tjq&hOf(LHsa0+EV`iL#CeGdEp4}^mBzzLZBen%I@wlV_GgnJN@#Pl znIe8<+|YWBJAjLxV+!MfAXVOhG1Mt}OJ6OW_tpBuT%*+;-WTJvlE8S1D+xjp3Z zDRot$r8g&1vXOTUlo3Kl?4;CIBe&4vWEjcGd|=me+9em^QUy|`^D9ng|AK&nGscq8 zG#^v9Cq4c_3j|#YG{)ZYfuaiva;S$oTFK|Hh=V*_%e`22NXaRruYPXb7 zSxMG%uIt3VRl-q0thV<&0j};VO)(JPx3_91jG5()43-bM8_MnTfHps;pwxkCS{ta; zmfI_1m1*Hks#SP=EHfLOth7`e11Tn>eqWw%yQ0<`nnN(VLJ%h}mysrSbM*8rioA7fx$>pkZFu5XN60<=T zMjm_v+L9@xeK44{1sZg2KoK1vj1cZ0t&oqBCEGXa<;{S?Ky6!jmHic}x9R_kp)LeQ zZo9OFv6-6T`c+q}T|J+n2~wE0DCFSAT5k6Z6BJ}RUDUu{)GXnC!Z4U4l8 zQNeH-g4yQ^JfG?}lm{fL_~2?8-CJ9rK;K;j51y$P&u^oGV+i!dKJQ~7KTndxrmLR` z3Wjq22CX|oQ|aoh{i=>wq`_{zDl{CXIEWfbpx#t)_PK9&&eRPb@I6E`S8Si zgO-AXnQ2I&u6-fH`O`T_H1~WmqtsASU_(- zuiwJ+y83o4okwAIz*;h*YykwWOcvp zYrCsb-Q?oobxg*xjr^B3ZJl@1yQjFxijY*k!klKwkRBTNr4~FGfmYF$pGMoxG<`$c z#y_(>&1A3~L$j@+JqJdK5y`3AWukKj_m-NW>FcLzf38kJ+a_{D+on9g(jE?1>*@ty z_5S^y<0aai=UQ$bW{y=+L8X(c8IcNYItFAjCA~*mIJDI1Jz75OOVLTZs&)->mFFkg z{-UX68{$@ZBtrssyaj5_-*)7-`GaK)G(0h{b+Sn#0e71jE6A$5w-Pyhcgwq~XiDAd zFXQU!^p1f#Kh~lxcLKeUr=90`VBwSM`Pd|9f-q9mVZ>Er@z7q{hPMmVpJirf%dZ~p z(VN2{nkujml}W?kAj(X27+2Gs_B;8I6x^!;G;_ocakM>9t-IJ| zSzay1;?9D0vJW?{IxL#zwh9Z#Oe5mvpFzn9oP@SbTV7>YEotixFZ24cdwtE;P)+jD zltC8GYNr(4B3eEukGgGCmBO99G_p!U!bj!S8JW8nuGR%VT0LZIW*j2sg=B&{RifLq zMM0d(FjDMOO^K)v$dO6(T5kEfoZ~38Lsyil0eA@1Dv@>v<|2%vaNTlC-EuARBZYKS zs4}aDZ`O&>1p62#pD=$rylI#qhiSE36ke4N4I;iRD&ZqzyV!+cksgMtgjQEDh@@ko zNpbO!Xc_H8Ue9{bhMl8m8w}hl@=HXU6fetyRhoDE=44UBx_GfT3@;0II62>%!E8<5 zQi8x8F_&x5>W(AE?^ZLni!rnvc9R96T`f(2WKuKnnt4qQGH*W`iX{?bJsl<=wZACN``2Q?nLx()h;BVc$Y)ctiW@xk&`dO zNWxGOI4r{Wv8m0^iZZTB;kYUDjQB{M+@8NxbMwM_W@N~5RAvpGiD=W%Rz(4v8oBC} zhV*oC+v6a6(5(JtysjA8kCE@oP*zcWMy_a>js-JwIT9>1g<*ae{RAW=LI+x+O znz$97;^ar9?EqX|qI+4V*|Xy7*YeVIdE+`@t}Xb{_*U%KU9@~DW><|Z(?dNd2nL5% z+>dWv#%IL^ML<5IK<+Y(&j+oWDO$bIYTOOuUw=LO8b^kaF@%gL(y&r6LBF32qiB1i zvoLQGwmOT!Z(?d3$R)Z4oQm%shu46Bsp1UNs?PT-(l-9pNGi{$J7sRSSPq8#WVlr= zzwG2z%ntau&{{zXYKDYE_IP%7`PB>6QUe4~hJ(9m^Ti|4{_;|<599wr(jsjOy%7(d zN|83qtZuX&-@c#Y6Lx5=c0MA<5N`76@)^0Ml0b!aUGEWRowR;`AcDBAvdX|^4b zsHCW6mJM3Y1ES!&x(mv}DMK7sqUBa_B>;78c7Pc9tcXLy6I>2^$yASgNfz0l4K!`d zwnLz3OT^uLP$x56dkcXDSiNjk&+|$m?b)yAs>tN%Dk3AdPn!Dw3X5Maf34-#A^VhN znWfz74C}t!@=ogYSVGWlrwhDRBDMcSa(mWo!N-Sn@@1`)>9b)`l)wHOPb+e%M3<#| zVWw$SFxAOjjG4dn?E)qAh$5|@FTWyO%3y$Vl)6FuNMieF{u^DXufJl5Sk+Zd$lm4$ zf{LNzx3;~tKaTArT>C_im!YAjh{Lb3U0pJI+66U6Kd%zWL5!Ycvs)NwUurY*ruXLN zo8*FBHu>nSPr}E?GwtDVH~ShsUf5BC`)1Vy=y+CUv_n*0$5iUi`N;i`piA2^d0Mb) zL^2`Y|MJoJk1uDom0f^%ibt)>O*$kD&y7abl3PS4)I3&lJGRbQTA}@dw7tBHDhQI> zZu<@r)f;au)RjWEXIxSHvC)fV_U3`c$gS1L-aaDQ@UikG?P@s{K}DiU8udrOX)g*^ zL^khhc2G&P)$S?_j=+!_LW z0%?(FFucjNG9yZhvqyqUMLJ-X8HBZ0p)$F7G{WpQe)6c>7v4A&wv6Crd6H*I6$9(` z@@KM@d2MCQIpjI>e9N|wyva+w@=xL9k+cPeR%O!yPtZFB{_9bpJqIJJA+5PlE6Nq^ z{e%+ZBi7(|R+8Hv6ZRQe3Q4OMj_U5-9B$6^Vf;qg_hPxssysCKs=>PT`XwBr{PlIY zT#faxKWDdDKFL*E-(1Z@pc4sV>v%TAC5Ub1ud18sy5Aeu4!4LHLSbHG+cvrl8o%b ze41Ibc9TcbcC7$ZYF0F8m4~>XHJ{66gI0{0UWX>pGZO8m>?8~|Z4(m=@6p!RXtPB7 zRa$NZ%Rfh~J{c`aVx)EQ+Qb5l+?w1QGIIFbXel+JC360`XnFD}V~D;{Len<6X&=*A zpehwYSXY&M0a~YdYv+?`n|w|yB0%rLPt>+%swUZ>)wxwp6$s1ab3G%%$-7|o>xEBI z$Lb@W(&Crq%hB;gm27%VJFZ51QCA|-I{ZpWp$gC0IA3bqzL~XreO5zbSVVcI<_Ne_ zpf@c>2D7bJRIft=S$Ni3$G_TiGZ_Va%aj@#!hPNl)* zbJ~k=opyn0A)2FiP47B=`)_;)+VW4m2<(L|dw=?TeDB=kPg4!NVriXk=t-f%N8S99 zhtK&ZLhZcLyU-8g`uvWI;PLO?==6JEukAQ~pKHSp(LDCMpsm#Mf4Pf0e3F|yWPtzM p4PxC5eBMz0aDe3oe#Cyf{|_RYt4@#w`uqR@002ovPDHLkV1gR046FbE literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d768ce6b-5760-4e1e-87e6-4ac7904b55be.png b/docs/handson-cnn-tf/img/d768ce6b-5760-4e1e-87e6-4ac7904b55be.png new file mode 100644 index 0000000000000000000000000000000000000000..f368307ae10d02e1632d6e84f789d88520090baf GIT binary patch literal 4447 zcmV-l5uomgP)F&=2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x{#c=w000o` zNkl&!6F>GUVv>4d=6Xym(>iS|HzAU+Tuh!4aE;sf!&hd7D-`V#cYRTN}ZrQ22G zWv7T3zi9Pk6_l!|$f`=WtA<67Ka>!kca7>sZ-p8vvZ~T;tML*mA+j6V7KIurvZ~Up zt6}MXC?HPOH?$4TV`i!#t15lAYTW`+TPq;WUfOqJ~LG#6bz51AXX zy5^Mzu99@yYO?N91@T6AIa&d+InR}3Ri#^2%j*tQ5Ov-0YClklhz+vb;blZ6=~mUG zO`4-CA%cAU=OR!qua`wjvRBfViZ7&Vs#RFU%Rq4~if-jTD;>puE*Zof7ki>k{2Z*h9y@Vq%%j5wEGL=Emq zvyhJc4Z5|Y`MMe`#Sd8X-Q9RjY|s6`TcQg10#e05H;(hDKI+IYV7M-3vD6=)6Iz*_i#=*6}V zUvr4D<=(Q@y@ zR9R#mG27Q+!;S(k_s;tG)rku zc3z_wDz$dXhT>5e>+A`hnK#wskyL-UfcS5vzffVMVAv`4902IeC z-P-UeA_`eBautBRwhLXn+PENUqoi$@5nU)AO1s!0wk@Q=ZlT7m@gmkjBp=LxHhlCu zI1wt&4}r(qb(IiZ;h7Z-WJv8$8y5ip$O1uF^kPwV39_CAM+e)TyVxC(Vl^8@VO~TFVn5#Sp&T>c#xFRh>_u2y+4jO`u64j}U&YLG7ifBg7f}}S z90be(uR<;8l?8ec%7qt&Vhc5|4(J;=@)nFSykNO?UW7}Yy@&%FLKBWGI9fra{R&%+ z_ZTjgnir8ugp}=CJlwE(kB1qSq8Ej%XL*nZK+(5v);c9@lP- z7hSFzWi8$WZviTKvPmAuDu}l9B3FC1*0L%P3$pomI*DC-Q3^wUoYab5;i9!(l-hZX zvuXskPesj(XCs9Y%eA-xu8bzDh-gXcpjTZx7jPxH<+>M$0xECdq%?1`2GJ@tFXUy* z+&Z2eRS+$V919EDVsTsTB0vGrvMt#lZ|o$38r*VsptQwhct}`Wvvo2b|5??DRspMs zE8F1BxpP%7TC&3}jwdkqKm3%uD2)>h7L0I3jmtpgGC24w?oD1dhqbLbFG>@voXk4+ zyy#fhQuCsfd(k=>pL>;muDy76e5trrg%>Rjlq<9I1FO-Cr&eU|$SN`{@T@ALXggP9 zp9~hd-%3VH3HKb`=k_i40`YXwzUT@;U4vLrha2Lan^*LrYgv^Z$;&n3wU{jrFTL1Y zY7wi8`m6AKQ9)K! z`dn?_22thtB4G;s#gzJ%b@K#kLAX$PN=%-cdu>q~UJA0R(rv5pqV}wx#7!y}<@YLl z1zA<;^BWsC85Q5yAXA06W2Q=P(oDO(cQgI;_iirAfV3}fO0P1hNf$%+lV1>v6%+(Y z%>`Wz9egh0#Q)J+!OT}_PEESh>pwmfapr%t4o{ESW3g3x?R66ti zy=X)QM1vYxNJEo?`=XFc-~=`3-3O|fBSN62CP|GjGs6_lXT(TCBcWzek2q6k`$Ngn zkFJQb21M{%7==Iy?nKu{I2O%bO2c}@`zU8bGl{@|W=|rL3=mH#=er;#h!`3iF@!UT znM_jhZM>M#D9oY+=8lvjM%&a#B1)sI3el)Mye@6!D#bztjHZUnvYc^}prwW`5Hp^S zOvI0xT8?mH3XLo&H`Gud(?wDwV)`d(L!h==qe9amffP&8b&!}a85ty`^6V+H44h8kq?mOR;Z2YO#~54uT$PjN zRN7Rd`MTQnWDv+AqO4||s;M9vX_7=nh;ygtI5Z?P(ul&i&1jgMSA*0H6UbMQTr6Su zO|mHEDJ;2;K&~08z$7KZ8+4^6*9PCjua zyx-935X_4Tu>}D`6Fg}OIW!TM6^V($6~P3-Od|;Ch({W%tgs@Nr>ML(YGGP~>AcDy zsGA$4hzPYP_(BFCC1;HhIjwi`9LPyTx!jeAXwI?1R`9h!K?&u++-+1MrUlKH)wn^_ z%ndS121R8rV)W9p7x*tm6(X#FazyMisgb1N#7GNXBs9qpDK}Um;`q2uJ`>Pvm?TFG zxn|KNP{XKAJ_$jCsM(W<1%sfPOg=dxEK#Gpv&`&>ncKL!nMz0&nP~OcQ zotDDy=dlRYX$l_*xo8Nv94DC`njGSgjVb~a#xLBzan0yx)GWQ8f|HWk{F`OmAZQ2- z7;}Tj$)GYK9Go&W;$O^o0+FXlOpMUi6x|+jR0C2NtQ=_XJi$T`P=nAR4+k!XLMTa- ziu{Oq7A}IFTdtXwG}GD{k{g5#6$~;aP!Vm+8!~BO3QI8E^Qtgm^RA<`-7?&4xfsDN zQeA!-y>6?vQ$sMhC;aYMPApUo+!V6sty|*a&2`#tp_OH-wzkwzdnXSl!4F;&TvZHTl>K!v@4>1-sWumUh1De``eKqcF_mA+9aM zTYEPOcKa%BoODHeZa{=Fh=USl%n;Y)W-1qcjfgV^yL}Zm&Ndwp;|9dbyR5LyR`FEf zA&IZ@JngyT^Tmn(_KSBKS0!lg8pS75-4F+>Pe&w!_FH9pl|b#b12g+gWRLbw6sC=xU zfC#*-clDS~05RUgE~V z%gy^L@e}FNC`W|5?F9Efj4*78h~ps+_BX7X1-H#tNWD61(XaVB6z+FVo35`ETtz?lm9{chhF^z*5v2ex=kl)nnzC*9ONhMQ zsyb%t9J&0Vs_7R?mXKdWJoUZZYvagSO$7IA;^4C;1)alU`@g%jxi`{F?LSjM)E@(f7rOa%ph3yBMsKcjdLq--#$G zbL&@UuEPI|LWv#uz2&ptyO}Uwu4PX*AJezO^ho+~c|QL_{y_PX zx2L9zLymTZ`{1XxyCnC4i1CU*OU$ItKlyFQp91{Cci^VDNy+40;^@zW=ocg6CS?zI z+#uPk_Jn*(MDoOXb29ru<~#CT5n)93Kc2;i{H};(x<8C&f0*#AU%8#dY(u^`BALfO zzdPb{K)yTT)7#&KxVZVBu>YFEesn>c`g=#am*U1db;L<$WUK@x#luAh;bK;o7k~<5CUrsgo0j<71Tn%>Z#i zo-K=Ij&|f1hg)qdNTD3lY>R&Yp>r91C?P&~YJ`rrwDIs=>Q-m4Q^hhHu(`c%t$B0sjXQK#Q6h>{X2}DZKfTE(J|W&wKQ|mbexVO ze!PW1jiTd_W}TXE`&eBdt~(;8V7+sMcpd%|jkRG@(AW0qcNqg7>4L7M5O3AL`&-$CINs zkB9>nZ*;sF8vxy6BpBomJRdV=uVcBT#QeP0T_HLe0(gk%0GlHbbs+Qrk>72{nvUn+ zwE<`M5YYnxM|bW6abT~P{yN^oJ{$SI!!$MzM*c>NeSxTh7va371>CX0+~46JMp+Mh zKMw8$@vvsvVek@bY_uNj0CBXNJImF2Bmxx>M>{;8`v)!1*Masv09-cM4R-UpL7X!P zRL-Wa`Hz^zkXtz79uNnN;dov6FF+gbAy5Mr1ERCMn?UWyn@dEt;D{nn0TG7hP8+S4 z%a?xqKF|Zk?g%l~*Lw&%fjE+g+Gw@zpAmP!*MEmRG>A2b)`7Os7I%Xf;G_|=&0vFU zLHrW4U=$4Yu^!CVGR4IGV7|kkjbHkK7BAih2aviK#1Y%W6yIkr{k^5R{ly;6Sl~N$ z&{liEvTy~kf)xO63&Kg5IY!LsAE3s_8EK<$xPTk2KTVa&_SDSzeTe?cr>Ro;1KQo5 z+H@6r!@+#{meld0Lu9U`hdUnK8$7^iP)hy&;D5SKkQ z#Od9+v9J2Z1{vJjXjFdhhLHHaLbb!&Q)Cj~(d4Lic?S;PWW1Xf8U3Ksn~dMLJP;p< l55x!J1Mz|QK>TkZ{y#strmrgsq09gP002ovPDHLkV1jO7d&mF) literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d775beec-f84f-4f5b-9d7b-bc8452b35175.jpg b/docs/handson-cnn-tf/img/d775beec-f84f-4f5b-9d7b-bc8452b35175.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2b2cd89bf0e7eec0bc436f7a263e047e9854294a GIT binary patch literal 59277 zcmeENbz4+lv=$Hn0Ria&X$i@J0frVSX{8%s=t?Zx@!n&0qMH@ z?kBh(;QqCr=bW?lUhj%`J$vtUB0s6f;lBjDeD>@azWhgNwP(+;qMkj&JbRAu^h83Y zTl#6>`J|*Fb9Hrr+CYu=^}@=^qN1W85Xip2XGFsxHa0d64$jM$FL7~k@$m5Q@$p~1 zdPP7$z-~X-{Os8dg}k(+hS$PDo1*W5Kn-VFmw(4h(lbweb)t`!%Gu8~#M;QZ%B)vk z>x$X$FHOvqRi5o03!?imr4M@YuEOmcZTHjB;nfW2Cps0_&(VY4(-Hpv@P9RdlMzqu z%-8o#_D)0-420N%_}C+v$q-p~NxCJj8Tp&;Ca=6?Izk66sB!H9bU%&57Ja?Q`mPdM zTaM#-6Fq3&9QadsxCS)Jkblw^4CmfBX=5B9v`}PsuHtxTprct8YJF}^-SJCdsZ{3v z@O`k~PAsK$mcw9CySnHW$l|ex#cviAP!9?yw)Cs=8neE;Q;xmL>G}+Pl-ze(HMOhQ zlduLJ=|sEB+W75&9$dcP-O0e5J5253kZixNR8*~*oJ@2iCS8^eA+MBZHu4Lb^nn-J z4`-LDq~^k~V|07ZS86Qqx2IGUV}{)|bJx8pv5`p6yjJ_Sksqv0mQiUmCv6kpz#8L^ zRzENi7=k*DW(F>7clGsUrJ#)f`#sIP{=kXllQ-{~cZc(&T^n8|a6nmycf_slG>I*I zke<(MMH;1R4$uyFM<~jmO;Xiwph2e7o>Hibk7R$Crky{EwhO+8B4Hh$;`X_!9hA?W z1!C?qX#&%yFD=z2X47spWGiqQ52+e|Q>1B{SSyul{3pThfc@7~IV1H3jZh7EmL8Pc z$BjRZLkpi;fA^k@U2+^X_O-DOUyb`dq$8)JJ(tbJL+gvVvltR{=_R~)vXS&+BOy2o z)xuXsRjOazp*&fH#VM1 zS|h^rzqle9SZ(Ii%w%9FwdSoYN(SejySd%Dqi3VImUGt*x7wOFm9gE{+4O zZBt~5OX>420l3|4zvhA1Ymg|&3!M8eOx?!swo%ObDd^wdKLnID;QLxgqtrV^{`~3E zOdz{Qd!HF$ODu=3&ck+sa_I9~h4|b2n#+~=Ir=tW%0>Pwr#GW=$z)R=d`@(H0^E}Z zss&kmgfO#Wo&|IfSltou@$1~_YWZrlurquy}I0lCe{^jd_Puz#o`rG<*SU|B+olLtaW8zIrBCJXO!94 zuKt?eXdb>p#(&`%;NpC?uezPv!uPO%;`FvCp3~VE+eyphaG&i<>6~d5_%La8x@ADI zUudvSGpG8fb3d2<`ysHs<1vw3U?kpq=n_l|HO>G9^sJngx)9kCv*7&p0&;_Z+G)uT z|L*azdbwbX?K#7{Di2v_LEodtztLHb(OeqU3Kqp96@*d3dA~QKxGqTbro+vAZ&c+M z{VFHVvVQk(Wdqm$#m&_>c>Lm3gsiqtvQn~nezP0kH;O~VF~ak0?a&wcp%?*3AuWy!oQs^jJ72iJ}4 zu=4-SYJ+T}vT<_;EC4HL1F=784Tp2I(6g!Jc;#1kgUdc^4IXA~uj`@a?zlV3>=|xJayH=k?EBoYD1Ls_#h*sZ;8$d znP@CpzeLUye&CZeZCx|nXKE2=!PLueA#uTLDVk2aH@G8v4-%i`t9x)%Yb+C*@S5HE zmeZ3E)g~}cY9v&TZ7+%1S(cgHoDt^=4`~=rr>nQVveg1A6|hyi=kuMtWPG&0a3N}Y zaER8+(l{dkO&(^6uvg2vx7yqB6K5uIMX93MIauV|o>Azl6?uZV90N=`5@(*tb(}h& zg}5GaBns4}>I)T#?oEEpuSS-8{6p*koOri5-it? za)5`}#WI=;K@t(WUJPCV`RyzSq4&6`?4eIgjiZKVngq8XB11hP(Eqkv8GJ^qH2hbO zlXohaQes^wr1tmG?J)s+KjFbL6)^ABfsi7^{CfeXWO^#@`;4P!^eWkH`O;j9>Z{>o z{9HGIot|RcH{L9xt0`LkN}-{|z+4(#sQKx`#FuillOVN^Ki&2`$ev51Fkg+kPxu>> z{{R?|XNyV!suqTVT^FAD-jw}OZ*lqHbNfU~*}8hF!!fR~ojlQvFdL9v04PQt*(rz zc^IS7??-D&To!)eiw;y)Yz!Mrro1%M5WL;0ApV(9Hz!T^{VKH>lBXOUc*0bAa?)A0 zks1^0Exb#AjTvpj3`1aTXo`mlux{AJJ^f@A*S1&9G&W}vY; z7U9Ero6QQ-bco<82%rDq_R@8^_Yf3)eJPpQE(V~Lod(z})(~W_640ZO@I!=Ij z5J#2D(>dX|s|!9;k1mosV0%O5_qn0^LIEuqz7Wgn1|#anofeHX!*6>vwzHG7^v9Xu z?^Pdj{5DR+M<4I+j`u{+Z+&PqcI5V^FKw5FUX(LDnDDxNlPtEjUeqPPGJ8!7CC8O# zn)h9_ae-ohtFPzluefBWZ+3Y!3=925XR)>WTEZLxZww%;dfNg440nYBH&-|!OPAZ9 zFnj|F(j6pfZ^F8BXyzdNrtE?y6&4?`!fY~9++tQeVd+)8O)?EBgjR_L%KVq=G^$}z z#EmYg`;d7B{s0;PT59xZm|6QOg`sCFF2Tb|8=@X zFx=1}<4H}onEh|?rrscKr8$YE(3;|tnPY{`xp$2E{1deo{;26mV-H$(P2cJ*bK~J> z{cHE=CB;7GXRdiO4`tfFXv6z|MKtK}cfK#>FE)M;ey2Tk4*Knd(41{yB{Q1Qr)iZX7idE3QR7Fy>v(nW8ZJAO%>kRHhOQ(1U8xLux4`qS|BcXwnu zdGP%ln4s7<j`3`dHs{onu!R_%3QVg}h0=_=b9kBzHH>Q9 zRpQN6`Kwd0kzC}wdc0qjlML+W_a|y~xGR*icO`o)48)-~kaT0A+OyQEEfa&G>#(FY zDPXG>*CV*19imgEs?W@wXj0D2XRItxEf7+6`ea1R@9&>VwkHGIo2`}xkQ^&W^esZI z?9U~y5M#A6E^i!EK6s+v3hAoVbf-$UK*a9uwbW7)QI^OYv~=!%tvhHv;JiP zwA-7;K*EWkj(OuD-OBpYXsX=b-^WfonZ<->M+ z4S{|BR^gk(Us&iQiR~bxYtY4ZbAHESWKBy#cv$&kZS^`lr~RF&kZb)Xks0%g%8QYC z?v$O7>KghkPiR)EiRaD2zfbqz#fXP!)nIjxYN2!;T8di655#MQ67j zPu7U4=Xi2dy2$1_Hea{7ckdB@$0+>7s5R5;yRMN0c2#yyxVUBPEEu%p*QHm17&8x` z=GNSXTo(E0E7u*?cG(@jU$@E)+=M3H{}P0(w!rjeE!RYj1%Iiab~PZCSD0^Lte79OO#umoGEgKc(k+wwY@$Ygw`Aw zH)28qA;G4TeAadeD{czqX#6v80|qsPE&`cSuEq)~1Al93Bx=se`&#@}7jw9~zyGJ% zG2~u595uYk-7#Ad5Nvs2s4Yh_uLXG2^>0)wf$>nmMAlV9KlVJ_Bu`o^j8nk!hNWJ# zJ0frhKhBaP5+JHOf_*a+0eNh?XV!L{n>jS~b2}pP>h+_U{w3rNgXImJhj>-N$Z_+f zKd@=RfU??ZpIKKG7*`~FmWASmK}d(Ec9#f$<)|Xps6BaRCFaCwF8VntzpQy~U-$3v z>GwUv)&%A1rC)73u>3GaismPKcweP3H~RyrwNhG3N$Ip+?cq=71f31NE@VK1MO0(J zkWb%in#q~Q5)0howJRiHBPMj~wPZG$r1 z>wQIIrb@erxEai5*i|MYSaeN=@Mo_UMak1uN|5!?2ZP~xD9g3B$;WuV(BjltHXxX zVYv-4A`5dD+3F=WnvV^!DpyjC8|LC2a;9d>;~_os&$iGO$*Vay3VN(^Z}xM*lOFAv zFoue9!FSQwK_N&4>Hlt71X3Dq z??Mamomc)|;C|oe-Ba-1c`Y%mzaKy=UA1&iqH%HYP&{{h=K1I$*h=+adT(O8NqMM% z`tpW7+RzdddPhOkZ--HcN=OGZS!q}|rNchHFcr{_NnBSm$S)p-+$FbrMa+z7Mb*--&zxY885XX^G`r0kI(s zh=^ym%j6(pTY!iTY04;vrq6Hje7-VmtN_n*Mn_%2jW|r^sJ=3t&n<&Iu&Bz+7``&YpKHy%r(hp8>#VhK zLk-+coOAb`VaaKyaIss2y{!JoFK$0|xV%;8YluBs zT&Ohuc(37AhLr^;n+N<;Rh@1-uADy9o^0lFzioLyw*he-7wiW$X3RRlKmv1;s)PE# zzYbwYZrDOH@fS?#3hfDDVA_KZd&jssC4&P2j%03%E?NCDYvAGJ6}Kk!-hBNtD+*LK z?9*MXb;7K*0lZ-a{YNFTazFgGVCUEZaaN%U9{0_Z1Nr-X2I!-Qd(&QTym7elYU^p; za`xk+6!^M)(C)F<)Ofsp?duW&9n+2X>Z%dA!bdI( zm7Xw3*y^K$-Y9=2oPK>+hJ&SK2zP=SGohU#K zPf$<}LrYJA80G9^RN07*y^r>eR)gv6U%I8)9_N#>1No)CaQk00NxVa9R)Ngi+x~TU ztQL5o5Hrbq<6@;ML84su2Ff)9RL}iqKbTk8M0ex{_PlY(re^0Y+o?{5$Gp~zl;v+8 zC`&0&MW>IUu;WRqkI&1?(%P3paO~_|99RbL2e&fYF<_00m&(W3iuIqSntnaBD+4UZpzm3_@i z{X^PUS>$}$+?MVX8!oeJ;j+kzT{t0#(;3-LrgL6pHn&%*!ySrqplvt-2I^DF{T`*c zTsu}{&{dZUn&yhm6LBy=#J_lMW^=p?&kqm`4lZ*3}1r+)!xRisZLpaNuF8^@-ip$tP#Mxw2Mi?XB=iUdCC6Tj9?_f&oV;=LNz&$*DPpqq--1C zWMp^R*ceQ|xHUeH?+u^B4G^0anG*g9FmIx$t?Sq7pgFy%C8`Z>`}Px5c3<@7(a)>- zDjcyvVZ+|E)ofy8aH3A?fn}j6nHF5RD_}kHvQq{S5@e3PHVe*++lSXE=K$ z<6D@fp}GPnE~<7-qR-b8B%8mbJ}`fFc6KQ_vR9g}b*eEEa7yJlSI+-6;F}bw|I=QmD)En^j z*IVex_I}5SzDN#v7i{PL1uYB!>*#oVsGt0+xzcd_6{*@N2*uyQBx17+X>v>cwZ3)1 z8#C@a&o>jdqDkYDxOuKLk%sl>>hPHOAFNFEPdx6`1J|Oiz-wM=>%5#8xNVcRa;#O^ zz4~&=gTn*f>UArgjjU*0{UM?)?|b$2T|soL5Np z?nQO7GmK*Bm(LXaR6*Tsg!{v7dg-f=yZNsld?htm1~j#1&RqRNh;1o`%vTh$*M6Cb z2d-u*kBW0X(9x*&3lG1Xq?}>f<4|>aM)so7i<5keoys}r`#EY}Yz^bqCxC{bPu-Ql zrCtQKw9V`G!Z^?bmf`Nd<`d|z4H?gUa3y?JRqodzs|$AGdvvuG;Fkk94v6Kv(pA!J$d27RY;48jm z@xL>MZZSeT9_+xdnGo@-4Yiy{w|)#!li=;KT4cd!hV#-V$iKofYvYgH~@3 zh-;QW3^I2L-L-kvvW6GAbt+N)Xx{5OF|*^W?ak1V#~q@nsIe##+w-b``YXQ* z)|HQu7-}GW+4~c4O6^p&*PpMS z;o1s3Ab|W0qRfS9y{23o&?r$ZTP}9FZSvWp#rDaae2%3H(76l%;(e?pV?$!f8RI_b z$bR*`<66cy?r~Fn#UUD52uP$+1(g;~Xws0gZgPFe zjjXv&QQMlMj{ENL59!m7HHz6DhK(7%imbYByJppvnDv#A_Cg` z9^KO)Gi6*z*)HcNNV9dl4?Cwu@BFZ$Z_A9@Y?$_iR=J zz~~!jrdtM8OuCp6ZY*23Op&P**RJnV^gsM*rE-!vDjx>*ayD0SvlmTA=D@Y;J-RsJ z-qA*3&rC1_jOS^>fd(BX_>rY@6r1@2dr6u-)<-}1h^Y?sHk}KXlZj`on+wnBvld<7 z-!#*aSM-qpy zp`Wwc-Be1l(t0OHBd=4E=p9FXX3zxDmuYo{bEObP%1DyU3#m6}SZ)#GfteRPGi^qx-IowuysBvKG_ zv2dGds-oArl$%!MFY{>7zl~8YkYO@-l{CmdU8XhEd!hmj!j*)IW2ZKjNmx9K&=5tD-C6{O8yNt`nru6m>!Hu>0hM(t`-;dzDYp`_-g*8--s|EA877E zgsp9@j`eP+#n(kl)G&336eq;C0M0RJTd^GTN*bbkR(&j%}Ah;{UNxYDW|aci+cBf7vIJ9tf1IC0_EB1BS|!Q^ue26Ygz1G zN{W);*kLpOtrQ`mHx5?Ob8*IR*zZW9y6hMcF>o&J6GQUZ4XAU9+UUwx@2 zpN9k+VC>gkk6>PZdwRhRE$rA>_@fg+B+2zo`v7y%@8JY@7r4Ikw;b@z?S6F+O5O5) z>-&9wRv~csJS}7X^_Y!DINl<-*+TrA{y3u$&5x6CWAH$oLWpbG3GM_qL1EBp?sWm( zZ0D)p6@oeuKs;88eAmlNM^D_HG5sx9RkAW~>*UOUt2vD^D;{Y}if;KZgjKY$J`DNs zSD70sA+D2ih>S#roaLn`y@^i0l9Q|q*zqD(YoJ;`AgtfbZUzi2a`&6@Xnh$KN9%+W zV|;33SRb+YVtvy4qBGb*Mgb&Eu4GR|%=r3lc3`xQxyR@}pUo=ctXAr?*Z$ z9~a)!mj(X>L;;{EqMjbsL|ZIX>z|qspkMBoaQC&RDN|7?@Yl%c%OI_ydO;pL0a~{i zqA@whXZ+~3pH@nem2V2ZC#fyIn*A0$9a4+%tkHmAk3@XrcWn&E&mT* z{tuuIP~c~@xmt$J+w#{~3fFZXLxv|QzOIW3Kt_g3xbtj(C%`_lK;d}=oUhmI^gr_m zRv2XV_M$G{7)EKepLk%FiCscB)10&b;YuZQbPbFhAs$vl+MhmKI)35MD`2JzIV*)1 z!q20K`8H<2SmrKU*h$r(Bk=v7YR0Tdp;uiKbEjY$d)CQU%aqgXl#VS@*qgqDV^WYY zC!R81n>!NV&}P{+QUVq6N~F8+kN%DQNTcJKeC;#q0O@wTpoJTDYlfKxttt21Voipu zsT7Cpf2xZPtRULDh#*{N%EJ7a95K**wv!D&(a^Dt-?{cPv-X(!IkHK>x?E4}HLo6a zaWOn{+YxAko-heEVee0CCLMPuR%&F6K`K}ghexwdX6QnPrArM$h=b+r5BCtF zML7nc0Db14QKov?DAL;>ysx`Uz3sO5fx6QUac_tnKDd!X4d0Ou0@n*f1ws{Nw>dFyjJRo`O&%-us=^U!O&h~CqTLf&wJ@&E#dLJh;r=&IkGRy z<{J7~89w90D&vss!ZRbBD?!Tk~l z+4LtI`@xDVsQvGIy5!d%J|rE7x|P_`%JOwdCOXYvq>oan>r+#KignFY zYiOMamMS+rqofD!y0B+4NM7LZ=1S7n1(>&4cO>_uVC|twa+;Z%XQkZXp!qT?a`fgJ zs~(L$3(I?YgG4M~N?OX{aL;Li`#+G2M;g`wk^QXwu{yM91|=Vr)`3q^NpJn#C=m9tc}(z`-t z1KO6AvnMTFPr!V;R}OTsi@P(;{Vp$KcaPGXWRpKLXFDDC(lp{=Cz>W0w#~;q`SoqT z0gJ9cMn6H;+%r1nW!kfG{HK($tR-_#h*90~S<5l#EF|4L8DTnp;tQJ0lUbF&ohW3r z!UrfVSJbG3d<@P`9jspR*u zi10@Xq}$s&tH7cFarNt3J}pJ4d1-Lxzc47}O?$!1Yj8hDo*%6!CTuWTPMzqf1ZIit zH=@0b6|2p1=FjQ>&%nX#iA5-{XsvU`sw9nffI&#Z|KdQ1@LOodBE-Y6Xm@%;)Lb_2 zv##!z{zLep)dMgq^QsmqiR#>KPHJsf|R=)ifw?WM85#-{|Z(|bvm5`m-L>I4Lx$ons?e3 zJMT_|)Bj`Dv3ssWCdF{`7aUMW2C+fo>j194hZ>iWkYvBnBHUdMzP_ zK_2!A_Ym)5+nL&tbAT;geG7`%fRjItZlb@>rLeZcIeR*oO@<8CdY!vv(uBqm}<8wjbCG@FBi#t+-7JiUnr>zO>0sAak@V{kd+e? zul;tQjWgW`D_KE+LcSN$fD3<#FawCWe)OlknE2VBW;Q@E#t*1TtDw{G(aXv1k9%Av zpEr2GdB;SJ{uUw>*D)k8^&-Rxji+?7d?h3x_t_l^C54v=zRZ35l2?Q!(z8_mVJz)J zwF|PwtA*kH=ZkjKQ4CJ%8ZZoo8sb_2dG4iF0~;_Z>=zY{fj>cU#NOPF34hd$nD@1MjZQhafUnMZhKQBB0LX!IPd;Jh;wM~l6k z)_TfVt{zBo!Sp%2(8QJ8<=Xi194Iao|a+M9XSsGf>vp;t7Y`f9gk^)M!!tRT(Z7hNfvWhB|ROT3fo@n@?` zaAHMLHO)t31aZdn6HVft%<&JKwYtP~xu2(5`@E|da}M0Qt=Efa-SBen{^)Lv_?Ig0 z1gQSlM3N?;Yr|kP-*XqC@=PdJRb|7FrpP!F$g%R~>`Nif$h51_D=Hg|4^1T1Hoqy# zsb0l8M=K6~S2?7SGE8Czh6#75A|Vwh2iqQ>e$ekoCm|Y^89ffODPd&4+u1YKGQPCw zxp$rJ4V-FS>=;xkEoy3)-uTt?5#$T1A;V2iVVaQ9N{cPhfFP4ltZV*KYYsP73efed zHr-c{H}@%$c0IxJ?hjEs0rRA#>~iIFM-J+TrxgD>x#$%g8@1{L$T#R^hjx+10>`H7 zKhOnO;|C?rEUvySG44C(z$*M? z^U58%3t1xGV*+ZUxWV_91BN2VqnCYq&MD?|o;P0f<}ORo$EY;CmOD-+*Z4^9o3_2m zSdmFY8f)-$O3z%uhmsofTJG$Cu>ov*jV=@h(Kq}C3=c+rk_Q$}&(C4-(Rkn3Xf9qJ zEVrrK_4@gn-Y|WEvXhB9hl=_^q?vT=+_%nimsFKs^Nb>?Yu$?Csv$7Zn`o{H-s_-> zp};N#IHmUE7eP<8wYNrpiX5>wUCQ&%JYS;S&)iDS%u~g$H*A4pDwMFZ(}3cfv~Wzx zvR$_HU+yE)SeA<3JsSVgFYncr-W}^>L?58efzN#&TQ@d(0Kc_7;=3ubEiPy~t%W#7 z_~&yn)Ux#BOzu}yAwLI1+RcS5SP4CBP1Y==y%Q)P+_+-%A}>~&YvE&!hrW_*-2va0 zEYY=JR?Yjz-KMI}jr{32D5c0dToTQoPOV_F{g*N>-lYQQxLo58%R((~!#kBDZ+KO# z8X4P*vy>pV-VOdTYeqVA`N&V~abU)8p7fYgs4tFWWMK^tf_kHGf;jNL=*!RS(54ah zwt);;EEElz>{|eRGSI@4w0pA;DtfJEF9Ju41t4rY7x}P%_xf;)B)@rT% z05Ueq&-$5&{lc#z0{qQD%Zi^AKj0cTzpu8vIVudrxNIRL(9d-&LqJE)(q|ltR*IRY zo*s3>#p0d~kl)jCe-&=ddG(L$)CGuXC!Zq3`7flwaIr1 zj<`pIL|FM@t)WhNfT~}Xn8_#0ZCcgD?p`XQ=CHEcX`ds0TzIJbtZiY?skfQ{L5Bly z6{I1K33tK&EK%@T+Q@C9-&f*RqBe56Mo`?)YU|y3Ix{HpQvw>v#N3dx7aj5wv)0b> z$@sV#p0*|P@KzdRBgK5niVG~UZTBWfdnx3eW7ZAjc1tnb{2TOwtH-)OVs3u@Q#(a5 z(rbU}LQ1i0#|3YPdsl{rWiElIm)Dk5CXp+i!V@Rcve`2@0Pqd?B#mWC4c%7~$w0Dm z73)lYG46~(Dv=dQsz9o?!ngPKr3|6t$29sP^usm(Ml%M4bMpH{#KhHUB8q);Gx>d| z^igh1OEer&-J#ZYZOd#fBbuybNe)Ks=7uL($j`+TRbSi@GXRQ8S(+Byg24bT@Z*)J zH=R*nB=H{|8LomZR<<(_YYtgqYm_yfUxKUMIFXT1zY(dUGw4Nj!`q8nnREt&m?5u2 zGwUpCKG<*Z#8U$kF2~M(98*$0<`c5$KTfp*^%Mvk$v((*S|l5lehDY*wc2+BXG&aN z0lPk!es+Vl+wVB^e&It7R~ggV53g&@{8BzI=dJ|x*dHj$M<5&R)MJa_QxI#sL@T># zin68(ZF7quowlzdHFXt_$sH}W&3Nf>b>^Bmz3D~o2CK?`%W6nlP@QmPtx_R#%s^4Q zNv2PEN~aG98lSFCK~x!>(E3THrAaF<)eLM^1|c`9-Yv-7-?XA0r!nm7^M0{?_lN%m zO*dK{>pA?&qib`{9!%d`AMDh9v6<3TgXeIpRwHKK-MLU9ub8gRS+ZvwhMWK=E=+hm z9POy(ntX{lhx%qgJ^`%Ddkcj_iBi5sF#qzpOUaam>?aeYaWG0E!q^9*fiAo)3vB!zF$3cAEqnFaZrc|t1 zjd=OwF;#3feSoUhoZa1v{x3p_V7Zr6({JUqLh8_e8g<@3zH<$LV|)dt1S#b-$OaGd zY_5+9yhNp_V;J!%l(ky}R6l0c$)1w{&VFwfosVN`J*;ch>?I|UE45;ye6|6L>R*Jn z&^zi1;PiLWB13Am4T;OX1(roj0E}wWnn(83?{jVtTv?s zVaz#K#&;uM*_X_7)D#WK(8%H9>0~Z_nBoF)eS;+or5ogd$E8@-N}zW0S)K1ER4RSy z4To1~IBQmRua^|&qL?Zx_w=m&ww*)!)0?lIB(m5$`GDds_vhan1Q{%;CWUHTieUC0B}u;QGDZICQ4C$pnp zRHX{7ux!-`p)~U=o3e@F{w?+W#WjIbtjH&q>{$C?UVlUD3~J{dPztft$iITGCtf=g z(o7%1v{ih$U-Cr7Ij0-YLg56N!Y}SAQ3MY}vbHN)|9D-;=H=Oxrm^oJzaZJvPr4WNqM)eEx_F57V}949)8H}4 z@xHuCY}V@~R7`BtACTRTDFoHlWG`8G?(|d|(rj^m@=|gFl1|P1UJAX4d9KxwHyNCx zFfT#((XZ5n-=l{Nf}HH-Rl zUpzy@s1n`Ux$tPWlbXBzUZYf_Keu;%(?Tbr)b^wA9GqS!wFugYaFj;L`wLPk1E&V3CyQ21_i^bb}n1;l*8S`Wdf6Y}?DVCb6&5y~((C8>52a0TK~M=XL%h zv*5HOQP6ZrPMoGcq~$-DkIr2x^2^?WKd-4wrDZ1|iEGLnIr5#pqjpJX8c{$X3BEhN%2chX#OePtqEcUyh2hsy-Vcef-lj4jUJi&(L=JUpXWUaO-@O@#R z@_uFO-iz3FqhQHf@S7YnNHd1(Y)?*LK){3KZ6c40VgtgKV+XDlA9~+W=n@jhTCWoQ zojMP42h)6&H5dHo5$|ZD#;CojM}axB}`&7FeWq#}MQ#Xi>O zhiTKZ-5Ii5GKMkbhMdaLj&x8)xlQULs7GW*mWF-fiTms-UIwmCw4WEDx3GNw(n}su z-3m)30e%w@RCCJaY#Xhj`+loiFEZ~wl@a=;7ExGZUVpFtQVuddjgN8FTVO-Y<)CLuZN8yI_g zA-d4q>)MKELkm-k#h=!-^~nO8y{p;F4p>G&W%}Y(2_*X~*VU$1SPvb~kB79rmMZJR zJvIFL+7cuQQZE|aPX4;3#0=N1-&753jK>nd*-Rt69<>ech$?Wf)-$YyCM12yQja}X zm{dCiE#3(z7#vniMugaW2@h3(*xTGHxsZ86zEvMQ5c2zo1Y-PNYpoD_SowPwGViWf{0i9OqA&{uLAF9cR+rAemX`XyW3f{!AoBs zzbwQMsGquH3tDMZ{fq?V=&gsGMM`NQel<-xRfV=t1Dy^v?`7jyke@%yBFui?9Q?g^ zKKd~_hj#pTHZXuIjNmzMmfqY-BS014CY+6geHs`r-o6-$kJF zLn^r8G0NS5DMH8;RRP-eE8EWu(W}q_ZP#8n6rv}#Lht>9)vK@02x?%*>BxgAP)ZtK zeq3z|V!>H=C(FZeQNlUEx!g6ZAGzhXpz7bEaQ_!M9fDaFPqPDUEIniid^jT!Wd^JQ zp<8tyWca@!yCdzR-DEyD^p0LffmF^qdW&A&mPP_+(=oaWX&@a=Zyc%mjfDf2!W!AU z?z%dcw-B3i1mr&+mPRfTB9YQ4-gZclfWve80~I&PN>NL7+fBFVsrrH#P5SXN250)| zZQ)EcZ`2ZD(LOuoOcBkh0OsbZf>hIWz#Rr^EG>fAg;}8E=@O5&;AyT%?^sFEY$TU# z#;Sm`7P6dCTa&0X|JMhI68o%)-{Q%Yu(hZQ`rGpTBP?Vo3rChAc|7dos*0`q!Mp50 z4i~}J>pt6l0s@RTIlZ)XQDbJ+(fV1?)H?P_Lq2=rROGb|h4tmV{5CH&K5(KU?tFH< zB9_M_J5(z=YSdySn`)D??wPpj@4%MIG_DV(Pd})ysNDP;l;x+Ii$cVwb>N795q>?? z&^qz){Eur@`~hj2d<8bfn~o+j4r#G&u%+ihQt%gH=+1~~t=aEc%5{MM5gY(D$uQd0I5H z$JE~9JWfm~4dCtk+(oedRaNGlyu>CbF$??hrFccJeAy%n4%3LPs*5L}6+PXVPReG@lR{_>eflStVa=}Xl*V#1 zFz+Y%==FS+KUB3W22}aqzuFEfkj<4aW^{aA2`ag3O{hKbjIZAZEUAi!pAriF*Klu& zzFP$Q5@f2~y@RF*Xok~uZ_dFkb(FwFY?POw7f!69A&@22cQn>l%3AtfhlY?YTJAS)_wzyy_Q1#B?X*FPMIQ1*<54M!KbL;6GG2*Fe3VP^ zZ5s}}q1N*G`vLB0(3Lv^Nfrnj_dm&0b2ij&a?Y&V9p|7pz=XXbNcxBBJ?+U^URuD( z3Ge9lxjAvhXB{Tmqy5A3(u))^a6u)?v^F`hxpHY@|U4b$v;@*}uR8(TK4*pEX&T{*wc0rZ~Z z-si|ZRKRLTy;%5pJi}mRT9KpFD1_YQS{z?|`ekGgswje(psI6D;!{m+_@^YHmsDq9M42{K`5t-4ytu)!_RrJT3_D%k9uK>UK{0;V zX@WId&*Qe8SfqTP!I;=9H~Akk;*U+92Eq`trL83^OWnl^YL;bMSSV)P9>fp9BJ+Hs+Oy!Im5CikUwU;3jYEx7qlGhB`0gI4_jP6 zObjK0{76T=Jf!=;R(44=uD=b2ve+xi!MH9aR~k%)SBn);I0YbvY?zoWZ|sJ5kAZ0i zt_**V9$8irDEAs?DdkH}o5(vOqGw+O6Ag!mJ)MN7Ug=`aEmwNi&IpNiYO1B!&<~2! zZ&3L^M7=B>-c@U5Jr&roO*P?IPp5D%nQw2&-N;Hzj zis&oUEWwZ=Q-6M$$S~o=>9)W*a`a96JC0#zHw*8=%OdFFW&b6MrBuWlC-C{YFOIKd zR?H#pm3)Uf<(pT)Q9oe#LS%G!dh1&BOWSs8t$af2MWV1h8Wvbof6M`SPF-yN1Ev=> zKD_?lz1H{_OVO)YpAY$lstl)w(nrk#j342N} z$ty0mnQySFmUa0h#-{!e&M}ocyQd$nd~FmTdQjuqM|z)^{1kn5#581cm$RNbV+B^7 z=_M?(QkR5C5w@8d#n)(B1WJD1&@Z7aPr5&-t4;l_#hV}tc|Br0$Ii6;t6zHSDP4RupK)S(^~t`0%jRlAUI~(p zck|DWSN!$Q_-$y`Bifc<0#2krvVJ7H>IF z-~!8j|2~H6M~t9Ze35O~B9y9gLWHnZAi={%U%EECfGyD^D~{0U9e3#wGU9%fs)7wV zFr@di*2gz!X|J4yqdL~1+fzFsZ>%K*3%$qH9An>3TjyQkFE#FyA%&=hS+)7D7mGW%t)-4uEMW1O5cR=Qz%Hs;P{xFMA5b!pgD)#NJKQe-~ zX;d4O#(eXg!CvXjV&1-+g836l3U)VtIv9#PEv$zSwu@XUDqx3g zXE7~tmoHV(zcp@_eC-{mlmn>XVy=yKK}E}cMo09AHn;Y z_k7TnHRW{UtW`F1&URSFP)56fSD5PRqRw;Mw)gxzLrA7{eI$T@fL1$H+R4<6_Pc{| zBHDH(!XOE8OQ5vaq1ID4b6p60Sx_tt}`N4#0#TIT7+VIf>oat4NGS^U4DUQk;mN!BnG;Kk6c_ukJZcFj2{<_NjtJq;%+qW+xYFeE-s z`I82gUe~D<0!mFmY41I6g#z~FSVCFvTd+H8!ET zPM8_6(`KS~&^kAR_yT8SC7_fsWqj6e?Z(l>6a(<&+VUF+}2=W&IIj5Y_oM zAu^`W5zcQ@PcA@^b$gP7lnHjH`vAD##$ZFLGWFPm$5|#iHNIK5fYLknw#&T7=4y?9__>~!hzh30EzY{wt?W-sdc00XXyk;5_hFauT`g)Op>;AO} z6nh#?dYEB_{U&ejlUYaudk)xhAWrv%*SEU?^LV)Jn6xb;1tXY5j?!$C7AbSG% zI_#c>USvSwwB*BAu_99{rRJLhPvF`=f@S()GgeaYTBQg_Odb4d-1KM3{$?=06hq5B zjV|YD$|8x$;vE4J>hQOGC1a42P5Bd#N$X03n5o2-W2#N;9kN@JG-_=WlwG(tm(O8qla z&MI^e*GJ2mOc`of%dEbuwf$7of|bx12VQ4J@6w%WO!sAyX^bd9_Q*gT8XkV^$%- zeYe=66mVpcQcbLX;dj+-m|AiPe0G@5BzQD+t_)y+yPmN{1xKVdmz)mF8{Uexn2hr* z`<;{HkXLrw1J#S`jaJNwHeN5lBA-?VtpRhy=@8eS?Z2iC{ytC?;HP~-KUlw*SYEEq zsc>)2!=|mv-oEm7?~qhg9aa1goEH?;PXhhuI)&c0H|ADkTux}5yG*_P17%uGv$L0s zk~7`wF;2We;L;jWl(Nb`M{bI`2TPl6H|hL49r?Ngzu zx`@ci81Z)Ui~^J~rcYa8({bk>h@hq*Zh@EEE_a{XrmCcxxB$EHb2vHWaWOB_%1+6w zK~UobDrru_lm2y%d(Za<)R^VhzyemR04B15V3xh9Z?7Q;US?>@Y zr+uCg;l{^~G@$;4%;NEQUimc)8RZZ-d?7BBF}lk8%FfmG)8>ets3)NjRDvmSkYgR+ z=sL6cjKYXR9yHTG*REoAv1{vin(24MnC?SEskV3=6WRL&$4i=Qn`8D@ zUT8gWNDoKO^sBe^5tp?i?Sp0eb&VI7uLtRAc@MmyiLcJCIIGsf z?%6P<`y{DgT}zH3V>{tf7g_J^VuzxoCOrk!AU7?1sYKttr^;=jw?6Hq`& z(Cu3HIrY+ak5fz3#acd*E>m7hlOOHEEggs4ihy17yJ?p`TPVq&#R&L6#VT%2;6?h6 zTD5AP1rZ}o5-)|=RH3Wn`U|0TAFYg^wMe)+b=zHd7OL$vCmiN!A75tMfFsD-{IZ(Ll>Pt(cI^$W+fCM@j#Vsh-F@-jr6JS;lpfPwzemr?ImFWtH#TD-31G+RB4YE<%uhIv+<4H+ z9eghx==fU9is=Hx4%zd#;my}d9QMqLC3L&8P_SpQqNW@Nom2nIm-V5FSVT=|=o|GG zyZ|An*?D)VPe9gPJG;O;ow+NqO!7KAqgWK2N1HM3B5sd!;GAk~`*^z^?3irpUc_g^ zUdI^LZx&G!p)d-1h|C2>)3B%W}2)^vtDFCF%H~?=C#2EG~7OQrH!E1ZOf_NJor+5BYn? z5duwe5G84&zdxJQYg6Z(6n^uB3eG9VD(z#qarQ4(efi>;#>U?K4?57%`5cUrAAU9r z){o2b@C8Lpa=3QZHe2aA+v}p@geMM-hT+AuL6g(bg= z;!~iqE-U<^qCv=&&&@LyFZNgk+_7{6%QVm+-q~cf%|KAVywpp!uEN!J>4gIN+6B#o zc<$1S;2N(%Rwi^wD4r9Man_LUI#ZG<%uIZclISgFGD8xaraYM8oY+!`aHdiZVA3Tk zUa2h+@Gd){#39g~k}Xfeh3-TpyP=Ho36)woG(EWCKApn8T8%JMneI_~~J zh=U zBc&Vum;U@R8&$zpOq@O46A7ly@xTD388Ik@+#bk353FwXPp~r0?fOTb@#{hq^U2oO z&3=k0Ke5(RZH+@(Z1v`OOym!pPZ?7?>AhWVYYzlIC2EO91I#Et6v0Y25A+aQ=K_B* zEndJ1Q^D>VWsEn^*mGZjjp32N^0|j(u*7U>n>KwvhZ)c-wY34}d51O^O|tL!lpZCGe^LqA z;c~3_nU8VN#JZLf8H-BQOve5dzU_3>2zBbeVsFk6DYdDft(9!9AhQu%&Q(`~dEs)9 zpd41~Fy!voq@iVgi&z`}d@k4b^5Y6nfVt9q)N@xERm}jG=k~B&f1aAJ+bwDOxb3+@34nlN-FO&eGi7Im=;eQ|yJ$(#9|E*)6Y!ZY?+_v@xO6n3uj4pgi8qh$BWnL`1%&`^=A&t+n`~DNS64yeYzE zveKm-KSG5|6~aZ8Ru*K@nrDMVZvK-`(L~BVhbd4eqSVWE!SWnuE~A>dKaBEwbzjFW@GXnr zzH5Z0<}jm`_)+g@i13K^|GE)|-2FsMIWUn~%;js}T9{u}?_aL;&qjaqm@dINpDKCB+p{K&{V zWX(UsYgn?IAd?-?*2jr{j(~f(db~81XS!g~SvenN1^g$Emc!G!y3nLhc28W|Er!0O zf~#M#4FiNm*L2G^CEC}AMZ{VYM3fBr8SN{d1AAtEH?J)yDZ?Bz>aqJHhXAhftC43| z76~JNWy>Pa4@N?(_ctw)H8))K?Jw&J{%hY_QtM;;yXc*2i$r!h&~!Xngel=Xuxyg= zc820&CUr}NG5Iz#FVY%xHx=&LCSlC3s=TuB-(=gT9{(0pialf^DOkE7mf$gqL7GN_ zN^gIoE^cnY!;%6LX)d|s;G?v93fgZ(nep7V7mybl`K^|dd?@l!dwgTc+s|x$I^BFy zu68Mwoh5`GP=BO#cfQ{H(i4yW>FhWKeUTt@;aZf`kjr;_xM=?3Ehs@LU@?EDAd;&N5mkr86FrwZSVMy0$HCi zj)Wh5EzRt+wjpda;>@{Xn0-)}o88K>X!VgwyF;dsd&pPCRSC%T-yG3E5f?2A=yyjY zzmzbCks*pNql^;k>fF1+qD8d~HW%tY!B7jbV0K<@7`1yDV3geMj2Kl<^%k&Q7@kIjdeVydNxvp5QSgY5FklgHj9H&rP93o!`t|-IS=@^iPQT=aiZaQ9jix zJ~IFt@2WqNf_4}PuFTZBVqLn(xG#vTx~f|0@y`d$z|tX+}@g+qOxI8KuK*zL?lz;M^J_y{Pau}Pus4ou?rQmIGb@P*wy@w zqjq?BpR*{dt_{cnD>bLR{@RCpX*UDVoZ$zS73kc$w2Nm41j_TII+IbBfnrqh%VyfR z*j^_qro8TJ-XS$gT5<~u7E zi->mDM1GR zel)+0V!TM>^y5I(MCN_nGS2}1DT^aQLmZM>!Ra!A>ZAk#;N`iO!+oV^uFvw7xvx zehibGJSb+a^Y@@Kl+Gs|M5`;9UsOiSm|9=(lCe#(2pGn7v#J2=-;1;t(3y->YY0P1 z2!B}SmpaP7Y=hJqxAt?Zs6?F0I=-T6_m{SD#E|?Mz+x zhSnOo~{QuH3_ zfcB{N^OWLJZ67=E8sdI2k?G(Rte2|pcs>z)`VBaD8zkNuK3J@pEIvSUc0^@>T62nz zh96TEg0_|3XD5V21lKG*O+&65rW|t=Z%^o|lKKS7kz_)J zwV}xQjzE1S$adjcYWuGV2A&okb54iTFg@Z7QTEBl8iD0Z$Jb0&w|4L^gUza~htl>- z6)j*90do#mz`TWS3WJC%1|`~%Q*G3yeSJU;;9T}Ofp7T`*J?wI@hetU=IW>k@LxyR z;Og8j>`ok3yVyNq_UPF>kpgu5?%5h~9S@K{6n^aJq*0L(G45)7LV=>U$+p;fQo2Y` zt$BXn>8#_0m>X>SsGxgBd}uSRhSZ`4X5W0*^h$Gkdgj2>2Ox}X>vyhtYWkko7?u&X zK*n*PQxDqqTuXHaD768q#NXyYIOQniDsqtUkF7c*L+iIMnu4xNDyEghAFW+hC59d# z>NTCTs#VBCi|jt5dJSASpLqslnG%oyJ)E9@e8_4=J~L>X&O@oTxode5v-QsjUo%no zXosrCsQ6Bb#$WEN43##LyCb$D*}j0NksYuCgTa6kj{BP#K$zq655J;1tV#LX-qi3R zg4*gNo!e3h#hPBY?e9|lvrZMkP)Aj3p^8;u&Z1R-=Z-JS>Py@w1OpHn@w0tKYIVVX zWV(Pr?O1(%^eQs>ILV*_yVPC#Na$Ey9aH$!^|_Pnw_ix!bg~o!u!y7XqyZSmQYc~d(=Yid zxA@hO7B;Fl_nOHRugT1$Tjmh|O!R?{Q-YOydllrp&pM9losX2Y?(fkuK zZ7_Q}VOsNR2|bTv97W6_jk4#KaZ@+^+g@2ANU3pW1-J>fp)j|<$0iGoi(V5FZ;!*u zmbF1Eea`6=`p{lMGAT4C(NxbSFbBY#=!!&^mLqUu++Ol;&jlw5#bEPGS+u8%il~yH z7UUIC;YR3Vf%&TFM%xBHYW4N|HK(RU~%A<43O3E%g#?bTekBE=7WY=&3qk2vqA;Jr^=}ePf z^TApEEgPYp>+rZ6{uc_D(R(%hg|&fn-%T zxBI!5{=Qx)4_xCKWC)l7(>-9)ENO#DVbc>RXlFq|DEN{y=gl2nYRr8q?Z){F?7k%x zRDFt7riE;X`_rmk*|+i;&0fE!C3eKDND+4ieeU+QJ$hbs34O-H9%oqX1u zYtB1A{(J%hrf3egEFqT|-Vs9fOH9Z4?=S>b|M*R)RN=8~J9LG7J~@9s{`J7daDOl6 z=7R521!H&5+P}A+ZBI8t%Pv)bm(yRjXL!1ulY6VMmV(l_?KkS&vKb36M6GBe8Y}Kv zGdWVrCqsIh*m*QHz{kJ0gWpoOYDLg*_#W2T%hpxV;At%JpU`?uz6*$ZAH%ZxIRb9x zG2g$FI(I4TAi+qjWs@voMr zY`o(I;;7O-D{>4ZW*(#@kOUexTYj)62t7X)>QCW62(Tyh&sL z`&eCk2~^iGb&Mkc*KNYnF{>N-A?FXcp|a(E4I*N7$he|Qfe+G{ZCY=^$oD^)PQo5? zLyu!Vyz8h+FHc|J%rHTtihz;ZUYjGasFvD{ybAtI8`9RO9REk^jUXitw_)`U%Q=}; z0cu$CFNK>atO4iMxkV)_D~-?E-;~!IjWu!dPuDnV`=%y-_x^TEWJTbCZ%BrV2~Mle zK9q<-ZXOIXe0X;0tOz>|T~LFSZRZ_#C8e9-47kHh!J!^*mfCU$i}3~UwO{Po#!AgG zsZKOgxcw!)VduqgO9>e)c7KkdELi~Bm_=*VxE~V<-KP)8HnZ8=8mONVtrsE_wW~2U zOo&E1OP3Aj`SGyiIf5N-*2ey2mY7jS4S*j5#q-N62|f2#16waZKLj0u4(Nes&k$-E z&BnoyB74}H()@z@4`ke$E9$Dm6l1Yhk)oo-i5B}TX59AU*s3bbeK^)#WjK8tqkF5tAef z$cM)SVbUT#Ec$ur)YL3Er`kuJ;rXm&)A(AYSAr)dRc@H1X+Ojgo+9h@jr3;;0=eWnrM$vL zhst+&OKG_+YG;PV8NvMvrqp#%BwA7pK|Qe)a1C{;ZK?7}`%0l4<~Wma)=~5Q!Q>AK z&x3@ExT>`+olE_ged*eAa_5@)x0jea(`Xw`9B?!m3Cq>^jiYQy;C}kOaamt(QM0sILrPXSwuT#r-~P8s@3Me^->3MsepmA|(W$xL1DVnUPqH7@?pPBRcM@eY z;^jf%Pl1hyi~BOmw5ec=aXxg`l~?1ko>qQ98jIKh|7TV~_Cb1d)T*3$TEZBW*u!3L z`O9kD{4^zYOPBozQ`C2I@nJ0a9@+!rCaI&(|8`tusQ*1&+?UGq;|Usur*HE7{w7w; z|B|Rp=sD2ctB-&9P|$gjD&n=-E7LM|>#E*MQO?5or5PeQ%W!8kBr7rcco+;srCuT{ z;f;MYG|b~ZvpK*{sHg5MbXd1!-FC`*k>N?14F&Uf@u~!nfU=nLR4&=BHb6-IO?Bz; zZ8f7fJF(KotKRizCshCH?|Y@hgjp>!ryqpRj#|kUxFS0ZdpHqwl4J~REeUc&& z1Q|E)ONi&7Pwh^a|LLtx?~QdE>jJ4l1*4D+FX;)zHvj6o04)Nmi%q$A0_~Nd>M*hj z&pJA#Hm3%Qk6)X6z0$@lelR$0uB-w=mEZq;A&>go@R!{$B{Bt-N!}{ypC&8DGRTN{ zx!!}g6t5knd{$ttOX_>@ihDm#2n9)4;#uhw-Yns&tw=@1%tNE{$YZl+|lRC{BVnb~PhGQ*n-9DSeUp4t~!&wJM zUXR|CMfdc+NMQp*TGKu)J_Ppb7(9G5N)Sv?12vtHF#YB@LcT@;sLVu>vP86HEhbR{jZ5JLOqIqL75=Ky-t@c8u1+XfufT+SLM zD~64@V@8@I;kHDm-FZRn=`lz11ohNNZCe%wXHNo(vxds5OD(^RQ@<&!JvS2E@vyyu zWA;WV>TC-Fsr^lB>>3joXP_?Vsf2pWj!jcXto9Rr+dZsTm$u#7XyMZogW+BF`=*Kz zI9uiYAcQy31Iq;*J*=jba z(U}~$vqGBs$4_M$&9jwWZ3y`~P1@4v*Zg%&=2eAxhT%n2EuE~3xM_d2 zmd}ppSR}<=e(`d7ysd9RtO_W!xY{-5!z zZJ+l7YMzFAoPb{hnPQS(sJO2ElPWxcAt8Var9bfi+`D!vff_IOl%mv|A%Q&NG9 zmTj{D@`Mbf>VP)HNpMB+r@Ly5Lh(yV12r(Vqt>nVmmRB(sucf#631NOxF-VdW+rOAl*Z9;Js1|J81MO<2g5MYn8dj(9mb^;_ zC9*d~`Ft~^$Dmsy6YTH7x6(YN0#{aug?YFEolD4I$-FGUgc4BoywG;?C~ms8iS)ia zoA|IJ6W)OcX{sTaGOTif+UxXh9AEfyCjrbd6hv+MEeBr2QjY}UVQf!K)z^9E*ix4e z$NxmMLQ|n;eC(&c3zURwCpx9cE5KnMPw81==Rb*Tae5Sks!tvTa9wr6s0rp4x^LvG z6vTSox|E2;R&=@XB5M8;Hnf|Y!)!t$*8w%?4%p*(@fu}m^x=W0G*6-`5O6-{6@{?# zExZGJ_&Jr=u?c9&56)xjIG*2PEf@CVMjW!kY%Xus#0Cf6hvG#eVUD!cUlO2-R+FI7 zfq8ngUzm&1{cmdV?O4$(JO}M}s>gE`RX!7rgwCFtxc2t&Was*gU~rSo!z`5v%W7@* zw>?k1ROMQ^IY$+-#@Y*G8<6Qd;+>BCO9UvZd1~%$=BJ89bBYt3oLLN#Dg0>Dhx1*Q z{F72VCzsc~bAHZSBYy(lvw7DC=PaP%gRtUo(;d^OzD=j^wiHfX#(55 zj|29LGtCt8lg3M_VV>`}#3oIoK8a3)m`Rd6tALSO^$+nL>%9urW4BAk-q4GfRE*fm zl`)c3)$zTB z;CX-6V1{67m^rsADetwY($H)i-KRHH%j6L$S>8-4X4b#V(`wr4*dQvVGW`am*}Rj! zDliCyT0(oH@r3ePa80tksZs1fv*sy;tu;dsZ-ULG*lEqf zhC1DUNRZ|&>G!*QkulWLnD|g|mDi~$j%?ygs7gjlm3eyntCs-5V@QK>;FPt~H7F8U zwPa?MPQmOW@2r~9QqciPw{jjQ3CKASxA2U&xP0);$Zj1-z1c}rb>;jKF6gRlQt0cJ zC3OoKglVTxYRk!?mUuX{M|FUv8vO>8cVnE!>~y%Ty8&8X3)yE@1iCWQJeqW@T{%Z& zGcb6cPw|9zKDUDf=ySLCTYuzZ3y4!PS!ZnyaD>}nB{*QQS&c;nG@DLD(QW0mRS0)( zIc{l!LSufm$@0K|$=S&{D*%W}5&jHKTZzNDF=vic>&%qe1#mfidc}qtRFgsk9@M@F z-!yZoV;$9%z~}Ed4>hl5BP#JLxM8Gq)Z;k%Q!X!0%etVp$m|o_0;+cIDpf#HBERC7c~;fO`H+pxXCWo1V<7-GUu(21H`?~ zd^W!j&r21rKg-f9$2%Z_{b5th93?Urr%WNA{%OC|E*$sGTpr)HJTF?1;MAuQfZ~Ib ze0%Xi!jkkht+kb!eq^QO%MQn-ioP_N75gq>%1XfSKWOSeEUbh7e9w^qA?^5eo0EK{ zM?_FnEmXdr*KdAk1^zOK>-UeZDer&ILbJF2#5r++eHn)cYkL7|svHvo(*lr`j>=WyDJ$8-kbf!Nt0uB%+TaS-)=8+nQQbZ})8J;h3 zuU(F9Hf@vscG!r9<;-X<6o28M*J=r4#{&GP&=d zUh%KTB)`NJR`hv&`Aslgm}Vt8s$f^Aw6(F`R@e(HDtw0Czz(-*Ht^ z&bGv#p6H#+RAu2Y0Va7kXjc}77r`g~o zd+{-Y7Djc=`UkO8r`32n)gv@|`z7AQ_}_RwhjGLSSks}Kxj<3-k41g(;ptn`0ifuz ztMP>!*t?;1YDN*J{dSD+I~E^|Gfi`44bUNa7yeumhF?x?=OwPWRxlD-7qCt~s|6hB z5KbcSCgsTm#@LeGnxi&PN_$;CxLiHr#U-@loU};1s^b@)H(8e=^Is+zm2`{|PNZH& zqrBbnwmqINoD@iD&Me#&z4&%)^Pa{2fwIALS#EPNi@_%S`lKM-H36SHoEhvpG5tth z>qAO3s;zVeJyBcD?Aqocixot3ceS53z}lcUM@<^&7|XNZvm4iU>rJFDkM`RfbG@Ca z^|(p5r;?-2RVYu2;k#0~Dx?U!=I7U|G>-JM!kHZ2UR?)Y&sRobVr`;?EqJ3N%PT+{ z42y#nai+%^IWYN+xsx8q?F1u&Dbu(*@XN1EB?v=0dL2nL4=Nbs!L0n-T9_n@ z=#_($BLm*oW$*G=L|uAuRq^?zpzjitb4Tp^#ux#Uh@ssS4mlhWnVRN!F3bp>Eh<&_ zh}dj7;1^D0bE}Q5=QDOKB=CT3wTS;}n^D;2H`tSEy=BXoTG4_K4aCIo{A)&YnSh{IB0-s*=@v&ru0dcE26go zrJkpn%gVM74znTh#kC`V2%H`LJX*KxQ{A|#?m}M98Yk@!`N?nT@M;T3=6?N}pPG+H z!WC3SBchUT^@w-tfUo3hFr6N2lO?8Li+P3`j*mJ?moVsi0 zKWiS_UoROEZz@I{TLJQio|CfpFGn_^`CB$^ro~HJUS-FokyMw=4DOyAu9_)%#HEFC-wu# ziEzOyxGW8dS+HoN!o)&7tf$=#*fBlYl2|q!3Oj;2jODPLI!F~GVdoqb2Z0D=m{o(# zpg*8NmJ4zpOm%8}2JhK~7$em<`4H$bzp?O_)E7>}vwoW3S|fuf87v9>`XxU$Ln#Xg zX7iV3^Ye~SLD#sJGE74;65rQn#E4}WbK%QqBn8S~@RY%y4fH;)bY9b%-FHK!fBa8+ zZgvU)#@hUx@$|)G!Fdx3xc|2pTqfgePl`uyq2Pa4=MKO>EZP9l4=nRT~_Bc*;Q zSpl*qgz(!qEU@zigo3$cHuB-62~o;WJ>X`ik5kp2ykW3GN@MqsKd`=|k~w=VKh#t3 zP}NLrYw*$rNJYkt|1H$M>UG;EWvt|Od^tlpg(sgw;X$q@d-P?y)MTY2hn$ed`wS;u z!(s!rSVgf+p0CYdqie)#ZTBidVt#D1zZx)&qw0XjCmek23l}GKz=TW0zu{MN8LAo= z<<^>AxXySbySmLo8m$Q~8Y14uv6M~wzsp^(HjGR1@q;PpD{m!xaG#x>4(dsDrWMDyd;cDRhwwULkZvewomR;|WCMCPA7J5LsE4_KQ8 zcu(*mxc(&1xEc`6iUCsW?^S{@Eps#HXpo|Q$<#T(7uKP~2eQI8T3WQ?tlhawnMSf6AKCM*V|0$j5uU3;$3Ex6DPYS0eLF&OM{e z8mZbOe!EfmjhI&mITRII4~h$pZ886}l2$=k4ql`$PM?NI$1UQRvzr{zrg!bFutqYt z>UWYVq@Nx+@^;RUj0##o!a`n+&X^|@UZQpl%!pQO6vG>woT}~TYD&IiT*pRQ_EXO# z5py$OD>4#Z{s>A$vJehg>Gm){wGHhRCn_pqFX|YENm}q=v<3?ky72d5e)e zmaCj{q8brgVEUYH8&L-paBWqI&BNjxlqtaQfU6))7tQ%Xl{9+Frgh%U0%0y&v55LJ?}EP;|`j4K@pC z6LDvDCu2;to+~DJhV$N+&5AjgZsH$64%NsCw}|eICM4O&|;_KrEh%tg1ONaI8&jsM75BM_o8p~ z3*sK4DYJd}e3*Qm*_cMwNUq=(n0g?%tVF0tefj!WF~Qr^?Zc$YKm%WT3CDymBX`hM2O7*0{h%$ z@_WYwCdPI%M@q7psLu0LrH8=cQ30%eL+g#~;UOFHuY^J2qNa)%+l7D;6o!Zn9F=LK zUZuilzAC;+|CW%~2&BzOY&ZAorcG$z^EaI%tWa4oNIZdVE^6slK)h6k9kV%C7wccw zN8@W2*Q;!6&;fWj)T748$1}p@L0Hnqf1ZNQFME2L=!y~7SQVC8e0{h7#pFSdCOgD5 zVi493*-;kiIqea^J4Mspt3pU3PQ2qATif{=rs>NRedJKuo(XuyN3`}PQrFHtz7cZ4 zMPPP%vRaatjqNr~A~%?})>jERNSYnc_U{Eh8HE3p7~H8-CtE&#^d-Cb#{N$U1iKRD9>FY?2>7}=NDD&`7q~v*c{9bLh3*; z(SQf$N!q+A3xJf&UA{VS-ubR6XsT(p-a4HgV`R!Z`8}}!KU<1kJMOYP%ExX83d3~D zgx>jiMq+9=tN`~iqv>spF}EUk7$%+2$q1&m#W4}K+wVr2l16RBee*73RGm$RcjT%y zq6(g@xTwVA84tjaP|G<{2GW6_Ha}LzGZS8Q=+6G|ee(yw))?aDsj&p>mMhdb1u z0DQZST#On0nQPnfX3SNRxzF(@Nl}5(gTw#B<>q^5z_G;t8rvj-jJb4!?wb3CKq}|% z-DiD7^+Calvd!;%{~=zh-8xt{)NB+v)BYi5Jv`PTMYXQl4QIR!3<)FDYehKkFnnhC z1l4TA_c;3<+{;5rvvV{1OM>I>n*byz8R(@_Yn%4VQ$2!gv=yg^LWhC4Keg8jO~ZqX zloZPFJQ}=vNgd&n*m%0h>m0YwX+Dl4HVEASkYiVV%BJ3Ola39y0#0ohDc#Jd;w-i%bzwjUJ4@O_ zF&%Vnx%GjwmyXY3(jS~Z#O}O~>w2pDH2Y=R-6*~wF-5z7!W{(fe zxU!!RtNTzY&#EzK<+s&vQIv~tVKLTOHGOz#Jid$iMNp9s+QceqjaGmB zK~XNk#Z2l~%S6BQhwG#S40Bl?vrf+!S^P4* z;yOvUJ1@EE=K|jSW^rp;C3D^PM$L&3%2>v~v74u{V(Zi>W#U#j-q58J;Zj?(-Xvb` zWncm(W3>u02<^0ZRCpFV_sQ|CXIV?db^0DjZCY;PurC)yxd<0wv2|~EQxIXj7nx?v z%Xu6}Y}fr6ti$Vav_`Txm+mCZ(%a6mwrVVNV*O)j+HT4jje;Ru$T2o`DuQm>$UbK) zrW|3jSP8~fJ}}^7jW#mgG=&q+3-qMZ+ZNWyYwxGAEx#26y+TXlQ)zgB>!iwHuR>=bh z>?e@E)eZn|!ds$oRJ`c;rSy-BZV?)NnwM2^1R)e zTj;gcncUn^O)|**#d2d>X`FYTr;SB8>!v(NhpzpNfBy52I=QW*th822D-j+s8G>;X zs7gE5fK^k#J7?u-h`s zZ9{)2+g)@AIg^4+Vs@s9nBR2=d#yA!#*Me>e#sn%I??_jjKZ;7pRY}KOMnK8-EC>d zC$48xkV~DVMsKn5?{=(eEY?c<#5gyrX~rU9SV$QUrC^*NG0E56HFa*b|DzG7;hlYI z;fOFZhO7+=^4dhVv-HAEw&}eiW0cE97~cK@ha@F-H^nBJdwq+2FT3qwzG=93tgXd* zj@NYleg!O_O4HaRw{+zslp0E3qg*b+kc25~)Fo+Z_diB^HAYV7n6$4wQED`)>)({E z+ghyWr@?WzMO;}uo=_)s4Nrg#HVDL#$9FgQhOnR%6lDpiPBNsi%ZQrMRReURB4VFh zpa0e16?BsI*xMpMZy=Jr-PNY|IpuN@x`jYyMTvruN-1r$E5=VJ_nm~Gx0~f=FA>Sx zWe_voJTsa!o|9$G<78wDk;|^VKk1kHBsnH@h@>tHf5Q+kpDN@+z2+&-)AkHEJwsW% z&ECBy6RM=Kr}nxu2T8rmQO;r`_TRjE?E*H1$jqA6l*>hEJK=RM#Gzk_o(~|_u4c$g z5kjwbc=4WNjP?Gy^rN}faU-nElUletFu%?E%>r}vY79(F>X|Pnmy6KK;t_cp@I*6k3W*3AKsv*aoY0!A4qa4K7Z&V8*CipHua!hDD-klb! zwq~-H;c1eMpOo~&n$(?2;eGyXFO@J5tjw1LwFS|zoO#{IUS~6D%+=M?*vfGv`(8>wgBog_7g-m{~a{@0idqU593@xPH>n$P=M2eQUE%aZd^yKUSzQ(pdOw z{67f$KKQk!?Cot|`?&$=bjq73Ikr5G#`hm1IVSAwh;_dfmuB~v++>{e^3rWmA1a7v z*~$u|+C%z!ak$2V0I+-!*0t9an28r(D<-(qN||{f?hDw}N{wzo2Aj=>ykkPcq<&|^ zTsP_9wgH)TJFu{6(GNEaROJC_^o^|nAG*Rt549KP3;H{wVH%Br%UIzg6?6TO>fCg& zJQkyQOma-vGpR>p9fN#LhiVK!CjG4f4)-0yke19%XIFR()&|D!0k3avIN6T6a-ter z+A9@fLfWl#)k7Yu(aEp;gDRZ}HIq6GM}1;C)JVhXdT*HGH9jh* zG5#e|mAVJCdw0wNJI#@Ov_b}o^}<6iH6i3#DsP3mz4xm=sH_sYl9JqH5DWZLEg zimlH@ZZ5knmY{@0pIi+FV<7!WmW_PYEl}P3w7TfnEmZX@)#%w zgfPvdEt*>{pGn<%&*@pU<>5L%9)ehe+CBDw5lRzcd+NX{F;}LnpBTks5Vv7gdom&(pHz(FDcb;VlsY~i9p@g$_B_9PP#^O@LhAoLhCM!Uljc{?TweVE;Pl?ZOB%kWK#@pjVs^4GN8u;sl` z>YlDMR$@aJ$?{QLtTF9Aks*WOkn#@_(P8#*8b2OuB>9<1t0vH<8QbB^g=OC-jV`x3{sf>$jb@y*I{x>m_F`j0yeo z6yb690&@vnBa&pr4U9^KB)g%(mNy2OWxvnie$?U^_e9D#&GMWB-|{#fkqE*+KK{7& z(+zzta*j`CQ_tu%2ZwTu+1A@0lbTYE<~<**&>H5kmE-HLSd{nHEc}Y%4q5h(8B1&B zczYPY@OyR{CGgMXv5H67)!2;T+9~4ojjSgevq^rP*T30{c$2i4+ciCXi!frTg;F{m z)MN2+^+P1eIUY8)txURpUnp}?BWDA z^}I8j>-rTj^twG5-l8XW%wa379uIAPel^~)?0Ov%ube<$f2-kJJLq5gyXf_N<+{#W zPxoC3($KJ@_01JZuz}C{xDFnBGU|4YvruZfJziRjlNq;7<(KZPYLI;$tSyTLE%kB7 zEtAR&^*!O@IvNN-(lwCU72zmKtzH^G=g%3mLjL>CH1EA@qA2wu{_$XkF8*;9O%gyS z+iuy&jEU%ZE^brL_kb#^n(N-~TmPG))XVtCmH=$Ptp2zHw-eS~nf2IIA~lM(!@^!n zHru8~N2gG7FG);q`W8hd7x9m!(x(3cnQu1NaGBFtk!W=~OJid3;x_dWrDImgw}rzK z6N}HGa#F|r9Wy~(#ibKZI$Skwl8nkDmbZSg^oTVrV%6SjPhArZ?2F7!0x4@=Jhjr84&NnttaUGs*)?1`flQ3wN@KHK9}|utw1y&vr#AKCHFcwx zx=m_t^GSm{7q+XlQc+L9`YPnuOWO58nlPZ=0ZZf8Bd(iPuCx66imRTS>|dzJczLC> zM2@?84EzcTk5P78&loANO9i=E3%kbuIQGzGeZ&9w=iexodhw^ml`(PmsWM%YHlVX}xB@_t?xHO$j@RUCp&I-3eVFKK3{cz!(d| zkO})A^UuMdb<#eOfH5qMqnqPpUE}QKSgZW^?o9zy5phC2?oQ}}MgsxlFc(5d87V21 zeM_8txFlfGWocDI?Z@Fu=1H28cf84 zdK|}H30=T{DOR50gjJOz5;BsO%r1rGltgAh9E&Q;-m*5u5t--@yYX8fb?WNjfS%(b zdm%ZxiGOF--O5F&Uucm}rg%~--F1Ns!lh&a6OOZJOIr~R(V(_mwqJ*&KG_+|b!>k? zIj#>K`7{ET*Ci9=wlpR&DrD5kXPM1i4LxQ?*omP*r;Hitp9A~%z7pTP2 za@TT(VVv6j4~^_Xoliq#2vlreTG`8%n^>DzV2S~j#fGkM!cyA^vegzrkQ|*B2f8aI zhf$I7iFwSVB|}H2J>VZ96V`r?Ttut>As<6t1(8oeB#2aKzkgB`D+bA%eW7o!*nc%} zQ$?hC<4Ws@uALUaadiy%f`50{!L=5;E2n!LLV0xG=``zuMJ+a;eXu$BxG=|H~ei{_DSR zJaX7^OU!b&IXb~OEWl1&OqLUJgDir;7&mH@>(si)f&I_A?Nq+H%yPdjK;s|nicUqw zXVT-!KW2^gJ%AA~Rl9d;J85$wFV166VK}-Rk&CnEtqL2HSm*dhk{ZPV*JFY_u7zlv zEHG^rT4_v)A7|sSj*aVl%XQ7w#Q2w1g7shNI6+=skD0<(;;DSPCfAn6piP{_k#AMm zq|urtM=S__Y$~QZdfUQemc>+Ld^R5E3D!ZqHK_|>4e}F!4|O4!t;QISb~%?pVq8=U zZ;!*ZiR}Lk(Rf)JFR+}iEoT8a#%JWQP#P1uxQ;719yx>&$2F>vbI_+4Xikl>%_3eE z^8|ZKAg5!?VHHZGF>Q|J5G)X=#)QuQNi4poZ-Cp)-3FmLa zIzztlBDR&qGPZ`kkFS<)nij-*IHMX?gA2Y+ekaHH!aT-;C#%UOzv03A;_>aOofp06 z;{xe!gdL3?fvu0stxL@8OSFdzm&D?8(ipHVX7Es7?}xkbu8AJhdEFx{c+w_s`Hxq^ z(F9&%OgmbX$2?Z}{B@S8h*>KkNw+-7eg~o4=|V}E3)8r_ogN6O%&_AW>^BerDl)!+ zU2U~EOHlnVY&9*-5yw$1>K@xyP^hteDJoiJw$xOsJ-ZV`%%Ht*7V^1pPW^AH6tRn2%V~#F~y;5BKw(cX~K+BtoIo zKtLjIa$Ea5#kVe^$I{AiX5COZJ)?t3y{LO^w+`+snZ(wh6CteAEKBZlY!h6(*m5BI zgWD&|^8A9A-lMlUJ&)42E~m%H<2as?m*u+HFK6&VfRj(H$j2cFj=}207_!h#1Fx6H z5ER)2Oqy-~X;7yznbeomW0YevCtQX3TnmOJ*(*BfQrn$@;VcmAn1Y@cQDbWu`K2uP zJ_2i-zcg7)59~rTPLRg4lCm%bd%-q$o=zhMLX}$xn4sX+>D2h8&qk{{qRHOj*ig^L z^vE&3m{F}!jIDD#i!gw&K z6k8jkbVSePGAvaX5h&@Kb- zSQgrIfGnw7qOlu3+vgj*6s{e4#kSWs{u{c)n{tvdr`y7dJXCRXKBXrW1*LB2iLcFj z*sI2v@d3NibJF z8ldqD-Zd3k07TBfBA664t4Sc+#oHu*M3NipKrMPH45X}DBW#T176&FyWfZR)A;kVQDiL1!MeZ`U8E5YvxmWB zucI`#V@v{wd>ThbR~5jA>Fpk9AC2Mlpa1%7R76my`T|chSR{7?Pj2L^xU1#$2C4f>SUV6O0QH z2`O>hEzXvWwacT=Ox79~@$|NlROyK!8i$RoKqYGD-h6x^74_t!2PnPQ)c9AzTMO(? z8z67BQbwEDq*%$8W>$vNEKPD6r^#EJSsm!cwehMqt!`~;{73!cIH<>ve|%mIS%}6v z;~XA!Ep?W>U4X}azUV&l0J*Cq($>v;cbqj@LD?*EG_5zRqH8_fP=o?|j7uCH zki@QH4XK);{+7C%T3TCc+QgBHl$1iO?R&TF&nm!r?~!T@pJn=1xurDzuq|=xj0hI% zbp?f0%{DVKJ5fyXO({M;Znn4L`lPlb;FNejC$D9#^>u}^|7s+qwVdM^r)p{RcP))A zl^tmld@ueN+0SKRZg2bGV?klk**8F7oMR-7fB9FF#;&uQreRxWwyBpoHcP9Te|}DR zgg$cDN{SGh&mC^l&GwXv!=<_FeBDssGBII|W@-OX7^*_s*$QwRqX@_N9+YH^U}zOQORpVtZkGK#8Z&7WT ztHrjwML!vix)ZQ=SkkG+E)R>#W;uS|X-DU{Xem z=LtOkP=>5Tm*L!pTRqJ&S9z(|&Ky}?Oe?>|^Osu{E~GKtzOl>N@~Q+c2*OTHw>19S z=PoD-n7+lR#_7zi@sb&osO?Busc)_cdQ>_DzrZ(|9%Q}95 zt5e)nIQ96(T)bxXS^rlfluf0IXSb=B+$l1iN8XKv5FsYwUVcDXcvO&;saq&?;#yl5 zHpsfhM*M8j7`pG9fF;>);`xZ=1PP6QmWfV$iQ(mPK-J#PJ$4P(NlW_{(J9Y*g->6NQJe^j#>0GC`5~uBKIG@uPN(ZB_P4zn4uH5aSnCgyn zNj9tv(Rj)_E?()+KXW<0*%`O}_6aw!Hf?Lh6I0z6gT9$s+s;sRlg7|)1OgDps~iZ^N#aZ|Pas2SMT4ll{tgGpZA zyrZzH`@(*ZWFNT=wwZc(ue+)`rCuzf^)YB1E=~g_?6JJLFpX#bbkKddln^9up)@Tb z!nJy>$m^L~agME&zIDU^+;5OKobSDZ`;nxZ;_82@8n4Z79jB#EiN@m};wfmXBj3NY zUp)8H$TBeQwNC=8xLg(2A@yIEr6zM_vI)#`YV8d4x+$ zj)w&4w(BX>Xxu-Pl`vm9f%O^c7vI5BnYnT-<6ar?wEgX1og0H#UQm_isrbcH#jyy1 zdA|`FTQO~asYOyMjwS}CwN>aB z?6Mx-8jXW23p*?>!H0{_+{H6kDc*c;_L{y7v)b#bfCx zq9?_6z`HyLMC2UT8NVDH7;wB{T-YUhsW~HDzZakH4DBjH4f{X>7C8W8i}O0|#a#csVKu0)@R6 z@*-zz&8u2F1F#R}Xkp-07~LKb*?rO28);n}a0~kKjzJ$0s^*I{BSE(e_feeC5a5H|C^*iscr9tH zv@ycR_=2Uh;6m3e{UvB@oh9bZ3u~{N=-y~N@+hnS+V*X4?H_+Qvh(KvUq<&zUop#z1-tiwO!BV?^cxGgDoS&1NR8o`;@&dOoev5@J$5`Eu?M({WV9}R zvh`AgR^htvSo}QArbgoh!az7tBa}&&nC)G$7=8V5OQ7PW-^s;GueIdQUv2ZYL{Wtc zkMNOPvIgL;bBEeFW%)d~b=ok&cpPB>W@m@OYpzFuwWp;h$|m5JXe_hYbqLr!Bo78` zoHzA-ZH(3wYkuy zW>^N+pbq-X=A$l-17nsjs~rJoF_-<`N|{@3c%fzeJ*8{eHbJuOF840J?ffl#L^gC=xN1}^Lu#X{O;e+B zUUKUt4Po_EtZ_o{?mGv0Cbj3LkHOjnU*YwJq9{kis@GN50bWF@8CFP$VZpOZcM~?Y zxu;^6%i6uK7(eu^J#DSB+6959mpIw&)7ylj*d6u2|DV_o+P@4hJI5$#P$YJ&-Ki*zJ28>QZX4_l%Hqo5*f9XkqShw5GaAdo zQx5X&$?FBCJd$zp+wN#IOv+wb9CLVbX%<`Oam{ovaYL$d)6_y-`Fu#L>5XH>zCOFf zl3fTU&(ADr{3BNseM^?x&n%l4LkeooWW}z`W>5us=-;?j#a?3>Z58%O;G`@*UUiO%?U?a-$k@8t3^VAfsE_2(RA`9@-K&R$KRL)-^n0z-h_eca{??R1W0d{xv+;)jMh!VJ}NT=yinT$-2$ii@yl@%?ys?GFuuEo!0OvH14g=&hi zHM-v#!7-On$Zl${{K#enxz<^#YK!BSZc(%u?x~ooG1i4UZs8HA(~wCeg*|-J$j34@ zmVeK{Y?=MY`~+9NHd*RIr%Wc%ozb}Mg4dJEB{GUy8f#!_tZHZ2Pt$*!5{#%T^R4o_ z!Kp%6_DU&)vd6H6G|DVim^P}J4!BMLWoX%}1*h_`eGtp~H_0^tHx^kvlio8t@|hJw9Z`s99WJfdrn{EY@Cy~V6m|8iiE>* zlSRD|&atZ$t_qnzzgJ(8UvT`48$MZHPhIABaH-4eVUV}GK`>Y~Ri(UF%>Lr*q|yGa z2)M8z9(#&0AM_j7sfo9CIg_l|V!(KadxYCvQh45h?wHjvF1TgvAyryT@!j?6YooD! z3fQH_o?SuJp2n_c=q2xsD9=l;QJsHZA1qwd3a6G^M3Loe6cyr||A%@k9DS`q=d;?_ z5sB5n8c*9BV^y!wge#+<^&GUkZZ3$T#>?UHwn_@IpS>gREw_x4+3p5-tSy(v#asyZ zrS|S(9XJ2#<*}#ik&ZPFfj!M%tOaMXT#UIr#jW&aS(;VzbinSBnek-^FzKUUG2joo zw+L5T*DNNPT{&i-MX-za3%>R00vsg$15&I&fm2^@ZD;5DT8&qDxLVpGl#FuWwaj(g zWv(NxU%E2$yFKt`Pz%;0XdK|qtJGLlE?BWXo>Gkza-OH|yG_Tf0kQjGH@rdEWI6Vd zVjimZnq=>_%l4Oi88Dse)9I3hlYiy=B&~+E%Bx-42Yq1i2>CW0HY9iQlhs-nj}? zbZ0EKzhle2vE8#TmdwBHj#aD1md5K^bUIM7TjVSaO`N;9R&(vQlaV8@z|KxNz}*pd zx-xlAz^wT#p01}!t_Hiu?}9R=Cs50LfjpJm3uV+$cx{h5ci)NE!}pR);Mx5?MW`%4 zs)OCr)<4dj8Lwuid7EZipFJ8!)_HnwJS)e!%zDX2n^;wpj%SYmaUts3uVu}^`0ko) zwhiRAk750rD++)z9}}2ZZ|yeU(O5)5cLgXgox}xk(QIZpdwqsiOaMddWO(0%O2_70 zy>gc+S^GlI49B>bHMDTtNdCBYi5*sr@r6Jn8b>$;O6cO-!fo9T_u;1{(D*G5$ohsf z=MGv>KMFjwtGkw8D#m4Ph7;tRv#eE7h+Y=M$}`7g6V2rD9*e<5`tFiHtm)hq;zGZe zI~tddi3w?GTr16!)~V?})tphxa-Y{nuLhaN>jg57!%|2l(Ukv zJbk0qN^G5n@-Tm>5#y3Nxw|9+N5#>596!09zsXLghUJVYu2hrdRU37&wl0 zef$8J%oTbTk3E&3OX|+E_)v2wiXC#5qaYt z1??K^FIySl{ME`oI|?yzxv zTcjEk3s`O%1!bQk9`dcVqAEJzSdhMX6TvZUh3(TtR|xpnYDKS6jHTb8Ik$A3MZ@c0 z!oXx{>cU~Q6DmlIi;nE)$?*HjA#mqcGPVtf_j(WzW4~r54uk#U&CQcw9WI^Ntt&_K zIo`HJOu!!Ob9l^A#oy~^d^0!kZqR;j?DHreHP6dmIY2e`k}7hISA%x5chLimqA{jv zt|oK>Vu7xmu>AF{UbV1t&Ao=hH71mnu_h0#aaDD%b(M3gyb(gJ*tK^~=ne0O*O5^! zXHtg;U!A70+NX(2=V~u^@}#T=0p_*99jof$N7MI7b~XIW4!$E-Lfzr`iMIZ>Aeq%c zC(}^y)-sl3C-v$=mfWuu~kxlXw zj%==V-s~FtD=@aYcLcR7)&Ul`nBQC_X>#Ct_VAcj(HFFTlb(wu$MPw&^)ONN;9QV* znETP8cutLdw~?#6gCMegYOrhM<4L5+I_)^QA&8DX^G454w+3-mOTk7ZZqm4+%^iVd zt`tsRvR@dvU21mI#*Ldj!S(i*Q!Pi!F{M(*}fx9^nQNNeA z8@HDv*)ClKyKXegnt0951JT~<&9lC)aG6|rw6&VcB=N4vcbA-Zc;VQ>78lwb@k#Bq zF-W!+HUFhkkIQE`Yz1%(bcGX+BWo}C2Ug-;KEu`#roy-X%6#v>l{D5a#kJ~llONb! z!RjSuu?@P$UTxkUHfQlmLfW_1b&C&F)lvwP@O5WI8v>K0@xki4>*F3CgF zMNqCt+hQeUfwNMUb$s!`ROdO_QIC7B`ha8D_zk)q+p9@i+N~mwJM-Nz^DgoSR~IFA zO!WrjS6AB}BmT~wSrD~&GCl~gj%uoFAC8VyysqleO8R!J$}%(#hg{wwdfpgKd-p$s=`__d5{si&K^ypt_{zeMcs9x0T+02 zckt|d`21IAJCM=Y-2635hXd(3i|?&%-c+)H6)G9$c4*m+I*7DAErY6IWqHNlaU{b6 zT_MNNxGJQyTgMcU89YMlPE6z7W0boHyHr-XRkS|H-tdadtwOoE-uv-(tHlp8@ZQjGG>ep=KEj-`Lm+#mZ*}aWg8&u<#rxoC^?cCTdY0QN7 z(d`thpvrcDf=4GR4o1m5t!jgag)zn6vXtJsI89a50=og7NLC!ORD_=!G|hKX(M~IG z1JyX0vbRUs8F^~6X$dj9zI0jE-B}WMhEu~sqVvy=HUijuU~InLaJnc6JZFAqt49KF zr?FRT;bS_6DqzqGUfmOtA%okUB5t?|ZhzzTrt~ zI(U5W#XM<`Ms@svr1$4DeBtlg)q|nUJjNh(6`w5z!AQr6vH1_d%rWJ)(*X{@1q++6 zJYsb!+EX}hvJ_zZ7ZVlr!0tn)mLk2yzo%H~y4|xRUHWNKRYizK^pBhPk&bvKi%Q?r zV7CXUv@Wap`<9`)x(H0tWmmI9<)2{Z)Orhd6Ik!@(v;~>f2r|^#VRByN(H1kLy>fP~q z@JrVOx@;Vf`^KZ|_+>oHtnq5@s2k+ae5rfHwib0glxDr-)E(=fO@eXgASo{~b{XDW z=e^Cd-w#J0qdW(umci8cWtmd)<-xYbA(7*ufJJo>0|vtmLtzJcJiQ@jkabn8xqQv& z@wB*=#t>`|%v{FuJ?xMCrt_{?gPK3paN1oW^sWlHdgTqP+I!8Cd{m2Ze(cUZ-ql-q zd1MPmms++rgIpM$*PY3FAoar;YmDn!Uo30l3}yq=YD--wyTc{hFO#t1Ix%$U0^6PT z!y8*YB#jRr4X-CMR)?!U<(tkMsL1OyuDA9tXxuQSuyIK(2A!YlPOsO-H8=LE&U!N4 zsWAqwtbgSOZ#IoHuCy?5SARTcwiJ07(^^>DCP^)Wg&eU3cs+TpoyTr!D%4%wsYXta zw2qr{*Ts*?;?_CkE%kWQ#>#RvZ%R2=ajj6PuEwI)-o54<*W2x2tR!_~rg(l=1?$r1 z3esINW@O!I>l?qh&u{jS$9m)LC@42(`;a??u@L*Iu@QSCt(ob4U9IVt2{o)mtWki@N=6+EO`0`0s z_P2+Yi{qnvrt_KiO*|5+%Go$j<9s;g?tMRTwne=oTTom@aN~>tsA$aVG`22o;M5pz zroy^SX8Ny&Crycb)XlV)8rORNQ)?q&{oEOI9ASOXKPYb<@~|w%2<+m&ywvkHJa%<2 zUrpUyc4^)ys*N+)Rdv)i&W|LQYbavSRbi9dH4)=Vy3Uz-%dOfyI9Oqi`c8A;ifBA! zP8}SByp_jQ+2YS6n`7bxdqJ+E76Kl3<(XJKs{!VkpF9dHSN(^n(>Q!-h-%>uI2!Lx zp&%(bN6Vb=6^+;F?>p02>BJQEO^s`CE(RPcF1AF}0oVA@C&6ppc0K;1%gY_%wKYBJ z2M$s1mVWVupPrs~ZHzsGczNx|8%a}c#MzIe5e>l(LrmzML|3L(?hC`Z=wuG-oh#*N zT-}^BN?eEPU4gw2Q-_{kixHy_cbM*p3CAAcMs>~cnm>tg@W*M4ytb2D>MVZE)o3PHmYPam$Lsg1@< zufgo@wwS?Po+{0;H0}-zbmMqn@^|hU3zbGdR%Qjbj(Yj!a8BcTXH1;4Oi%q>u5r$^ zq!C7z&LGD2T>r}Eo~NZ%%`oXB4QcU5cXc0YU4ou_!HP6y>%yvD*Q7VU0)u8cB#4N= zrb*RHZegg=&_&Eu5&!z-5(dT!1(50*+1u=r(Pc7#;K>NAr_w? z#>Hn(Hv*R^Srii0CA3Hn)v;&eOY3#%I|`-Os(j<1*QuC)s~>eFY2^(*@S5cGZw?#Nt9d7j+du&W&*8&Xs3= z-#^4glhOS;Cz*_!OSrM<1HC{@Ri5UT+r(OT7I zqgF!BjwP*Xc|=FRnjegKGN?DqS59}ikM>Nrct*yUVFiddFp#U5&7mG?`Z&zOd`Ji#os?njPXxj-a z-y?K;cv;AyK;q6ne#Ly8b$5$P?AJ7Og91rLA&-VNq!+w-hoH=(|Y+~*A|X)d3>QC4|T-*+yvC0mdiZp zY{HeN-N8VXu-D^TlU04}nS4yxJ7;duR(dy!)|Dki4Ez<|L&Uots$uVoT*tG4=9%9ofGt;gy`@=CUnjRYRbTIT7655tI3NC8+g07BY^7wYURqY7K(w zxzQj6(fFb?79)2EPHRl#@YinFw&>Or^cSMRy0t;(BR_(rEYgGK&l72Ezu0FY_lj#Z z8_dVaXw1?$sgKTuhF?uAzG#3&j+I8&!ZMAzwG`HQy*f8TF|K!7_l7ZR(nahO2+UCl z+Sm!e+R{b$>0Lb`xUnK34ns`Hkh)5+(FHc(#wW+!o-MrQq5?YZ{YL*IOX=v|6VXMk zjxk;G7%!VgjPsBct>$_CmKZ$dZYm6gHLemr#=B*Zk9q5KjaiXZ4+G&2FUe>#>@Dmf zlTG-MPPQkw5UlKqXd`iuI?OmUfn?d954}orBL<$x~2=v&EQHOH#`(+ys8pF ztQ_;b_T}rCs+F#D1BppB-Awm1(Bfs3^yh#F^^<74heZaB1^UQFBIO-ZF<2Gq1CI;2 zkBG)sN#kjuO((}4JO)|bLdg37PaDq)D<= zb=-39QswzTBVwKqjTe_=w!leHKFO}D1}uZ5XLXG<9+~w6jB{;FYO<8^_U!^yjfFRm z*h@D~Epi+mM?&Dsg^@vamCHz~fVfT?k4%N-TIpEDYMuSV?wHoEVLKYX_GepC$#L5P zAD05Mpcwb;isoo1!qtetNInT2>o|^BPd+qMPq;DTy45x#8n@8!nBpV|mb}yL%#dc1 z)cBTZ%vGfD`r+4Z8hfK@yrSZWmK8S5iCGg*0d1CyKKY%e1>HDZC5=Zu72jvrKnr>@ zH+Zcx@c@l~5{(auxK55}qb1LjV6}ghOt=afPrL{0qcID2($F8zgrC&_FG9^bo<9zU zYjd6(T?omjzCL&p%TwXCJF{b#D*)?(YYFP()2gUuuA;K}Upo0m(Sy4}1(>SFNgs`O z8**Szc|_w@N!9ZL!PcaX74`3bWExM~HeOHSMvcbnfp{iQh{i3z(F-$7W8k$8S%e2f zF!A*FdeSI&x5>Rzp>i5i8ds}}V|hGXRk<>8L}L8N=l?_+|LC!X`EDo40UGz&=8tVw zr_+60H#dt|{J_{1C5=_@ZW_a`ICa=JCK`7<50jdSEha%&7E`A4gRAjW8o!NDV^0sz z7+$+u);~0uO45mLu8^8CBp?0s4=2;O^Lw$nZ@eO-dZt-zCh-`!w2m>ww;r3uQ~RO* z?3ur`Yg_CMm9zB?ka_SY!p$T-=6KgcEG9LcNaHc-S3ic5{HesL=aD37`i_rfOrix> zMkz|HA{tLMs>jfnt6>_GQQhSpOM`Z`?+rg2;7Z3aO%>k};~(Q_Jmf&rz46fb>c(Xm6}A$YF)W5Kv7+b}VTH4e{i!q_VN`pAlZ3p4 z)VTkg!zr|>DVr9gj8oQJQIoONF(wMejpS2>BBuiuCfZ=FFh<`*Y)%T!YWAnp8J`-)9QEG z)ad%gIQedG?ZE!y`?KiRu*lmuGDvknQa;H=nd}guU%DgT~nc45UeH{mY|G*g<0oR1=n<@gg0j zJ)&{n5(g%Jf%dosY$*GKu(v04G=usJbeIm3H(LEZn>zM8#$b7$q{f6jNHP6u`sPNA z_Q|u~Y4N*hY|NVvJZz^iT^kej_KVzJgvRii(#(h+*Vtf?y1kno{}i-9ggqM1n5P+J z(=VG3{A&tS_t{9s)i$-RvLH1kEMZhH5M}06rr7Tqcjw4{QW6(o38Q*}Zg>IJH}xHI zy1OGGY>38$C1|{Q&5j*yzox>7zC$kQ?nnrm59;1S*xM9pjvB9zb&lbcXx!)NB;D%^ z)HHx_Xui!+$@fz_u16>byGV8MYsqDG>&J{cs(-#gynfj_86d4%%0UXJ%`*cRBcQ+ zps}2Fw$F5qAuz6|4^J}6;p%=SeXcRxHxZWdjgg15oMV}#D)R9Zc%ilLJR?od04$<0 zp@on0Xzb0jie-}FY#5zQZshk!u5sLBQ+ssZL};P$JXu_i8FJjR2~}c=94AEM9s|kR z)O|FjKsDiz#`8AC&zT)SAkZ0tT;uLXqWfk;bE-BbEJkBKS5SSf5=-NlHeX+(nDV zctbQM9PF9dG(O_$S7)ixNtTcxw=QhobrY&F-8T^yQ{(woHKuSej*%`y9`Ye%pG{3P zCM-&0G>zxUF;B1!mzPJZBjWLXr*~JWk0&Ztzt17OVV1G$tHkJ>ROeR`r~O%=IpDB=?ZB zm~ugCHg(*4lYcujrqkw}yJo&kYpv=TL9S-r2v|W*)0hN#=W@h-2kQ-88#ChZ`Jj)8 zd#+~$x%N$QE67QjrQ{)(r=00^jaN5AV-~*9(>$XZ&;Q~%a(tM?$z@6&^3GF9dR^n& zxo_eT(fEwM@iBg>mE(znm_Q#YI9NfpJdWw^3D+m>4gcQ`jU}Z7oN?P6MdKgI)Y%U_ zYx@doXA!`*rx@8>< zxW>O+1C6<=C<@%~^41j5_(o`qp6>gUZxAFM-3Ha2)mIx%u*a!Ekpe9mpg^HG1PEHR zEyb;Pa7sdf1`F-cIOA?C}tXpW0Yt62)m59*Sinz|AhQ=lc8hs`dkie%cYoFkZy?I8uiAK*@Mr- zZk=w9Z)@@CT9T%JZX7c|nVA}qV00pVYLJWONk;6g2D+i8Gl|tw`kn(ACq#B@3Koxu zyuX6!ki#?;j@EEjCu%_Y>lTUztRfB)EVl4$xSNRZR3g5KkijbraPT{TgR017VW-2*F+vU=^ME=6`n27f?nll9zh3oCvp>J*`8S z(o#9YYGIgM;IM6b5kAbCCjrW3IJQ=?w3JO4XgI`5YSx#*h*MY_dl9u^_^b{+0k_{a zEK$@qA~q58>Z7Qr+EeR4Fb)?;M0c4J|Gl%-bKghJmwAqoL3)>8!JH9fPE-?UwVy}} znh=HF@e;mAY5m(9V6Et_2>juL>4$!EuZW2rVwPf_ZGK-_311r8&A_Moy8Ik?M|9dZ zUfYOOoTC1W%aYmeLRkPgNvs}?K3X!wiACaWGOm6x5a^41-ZVo3!ai`?e{{*FtPbIT(d2(+v95~ znVHxp&~oq+cf0aop6kW+ncCAI*g6f#dA_{!>x+funQ1V*fJ1>J~MciFQc{1E1byh zUKO|EOABjU-UUuj_O~H+PE9j*r-a-VQ;Uu2#&cito`!1t8pQSQ4g!xa~ zYv)Tot(EEZNVA6MftzwNi-BPyNUAOp&F<{2E-aHuha~?|AGB-D9H(1gYOQzNKl(DL zgaDbUzxE~EFuhq;(vn@0PE48|43U1L1E-`G&db>pGIRz%@TU;24&aRs#hJ#6FnvjY zJE8%%YK2FH-9g z&=NIE*UqweuyWHM088+s}wOP^IhW zJYh`zFLc+NDz|#>fc}IC=1W#d#8k&wWU9j&_Ho-#F_1T5aK4ivuE96aKP-Zu*X*Sm z0JD)9TDY!8EYe62vY_q3r=c(bhq(_~gbhevi}M7$D4aqSK4)8_ckahG?A>F9Z14vM z%2@H{nVGG29D%IG*aqAx9bTGHuYa$+j zZX`$+dWW8?t@4|CU0EDxZQt)9*kz#Jd%h(!j1HRTe@UC{(si|K^2cz>$)7GkhY5&V zKQ7bPkKdc|bdVlKpVdW;4R0Dvp7>1#ctnD4FKXsjv`qY;%E~CB!z)UAM7v~JeKO<9 z#ulIUN1eP}OsSYAVbm~|gbX?Oa!`D%pgktCVvvSS>=xfJ65NW|{vMdjo~l%lDWHozboZ>csts-eEJ*`$Bla-BOlsD8L)6!qC#>@@EgRO~rB~~Jr=}9TtMc=nI-JN6 z1aHd&2|Y^wYF<} zH)*kK>_DK`Jzs6$h)3R#X4||c@5d8gdcF{<8tZh@|CV-o5)~+$=azBtvcpXg(17-- znzG=J5s13j*oZ4GYtHN1uC@<*{aLMsm}dG~z7UXEv(SscwWu-i2NSz8sQCH!+K&3o z#Bm$p-0&$~Ud0bb^(6Y0>!_cmL^e+!s^_dJczD)Oyt5G+xfgtqSV@^`7&3J5^nc#m z3#2{qvofKt!irMH8ok*%i?X%7F#%v;y`MI!H_1|5bhsm5@z{TkWO?HnQk9wU#fU-T z!^$YlV9f^Dkl=1&yI(@lD5kRcbj~lFJ;h0+nSnHmNlZjxP;EIjxCspT?9&bsi-k`R zd1rZf3D>NwUi!Q_r!!0SD=+{=lH2JP`IOvaJs|6a57X$8vh~W6ae4F87xD>{rQ~dB z{8kdeooRJcAGdMlzw`KJxsTMRI@yE{CAW=pkVbtDb~-tA&Uif=p%woN~O7L*n2`EX6=OcF8f{QvF3($)u-Z#uT}Dw2;S8SYU8_dx zO}|BxHLq+Tf3D8Y*sDD{Kp+Y-rakE#N5i&?z0w|Iz{}do_D&-H&H$hAGV7?*f)Z!L z6_fkq8kA}f>{%&}pK^iBmF$sUc?9X(Oqi+%Gr#99J`d2mSq7nER6GR?ety@i=86@s z?RH_29RJEWB5P$PNWSeVDbcWTPWo|Xt8EzJCerqVW|~#wW*d}f{Q8jT`YDPb$bFa= z4ra#^Z{)f84vJ0m+G$5d5~aFWxEyB=4k7oB4rbN9_r1YMMI4Nn_wD~+RC8Y`y(^2@ z5O`a>FVz1-tL$b+l7UL=+_t8H(EvhvNu*iG+v6SH$wu{S>=_;qE@ z-}b~{MKAWCnZ$kS*;&&O4S(%5z5xUeXpSfW5W2>SvQHrTh`diJj!Knm-D+K3o&-Oa zj}^pZ8j$=u^!)Ed#gk1qjO`~LUg@?DEE{DjC7$e{I@UabI@L*nXc6UJT_2BTXwZ*ttJ1pk2t5sN z9`X7F_Th3=o$=Lv|5{g>);=~S?y*Ho8{M3|rxxdA54f*TsP$daNrxb_OQfa;2p0LtsuY_aAvhuCkDBEz;}rNJXjb&Mch3neyhEeXU|`9l*p8=`D1L_80T%7s!A?E z4OpzdQpTfauM;5kL%YG#nZon(_<-D$(;ugYjw zAPyThUgc&D;ILe@lJOpU%}HxvtH!1JDq?iCF-&qKl`Xh+$(iI<3B3~#u~Gvf#X8P* zrYkPty1**sB{9n@)%R0}c_G=BTvbbic*D*WFY=R*y-f8rR8!@Cyw7GimjgJ`^tH!F zOh`bZh(V;2*%u{rXJYV?_xuppu_2mEW3V@E(Lay5&4~smenm-w?5!#uFj-%*=Nn#d zCXq2l$E6x5l~nR2Vp!)-lZ+xY*EWWR=p?ge3`2?*!uX1Rbl0iz(n9E5sUnvhu zDI?gua2%>i!hzk!J~-h=wy>sNx?2l`m^{ug4(=p7nv_b8ZMSRoXmHZ~WdwH^M|@d{*z(z(N$kPif%!yp zjjW_t$5W4#QWp2ZT)jF@NZYw(d?8r)_fj=G2ZGcp+6+m5Hr91M&g~)hd2Y>>3$7-M z{=V5Zm3Q?cr$P~+BUZ)g&-lJKEg+(fdt`kjO{ogN&5_9%3Y}|EfoX+OnlSC+b$Bc4(a?v_pNpYcFxs?F`;lRntxt!n>UD9@inaQ&C2|RqQcZZ z1yO#jDXt*~VbRZlj9-jh|J&@_C7m`r9@y@8S-5 z`EmT(=$cGJrFxidM-O-#*Q{S{JAE^JlAr-C+J1|!9_9M;A+XNubR43?9$tDC1!PLf7XAWvhJf5d>)$}0{d3Wdq>4)~S!{R!1 z^itbwt@uVd#dTx}$gyZPLvLocb9?Pv_5fEC-SU-;w|3FT#`V9zG=xMY_iFooYZC&F zx_D)YlIlEE{mon_>&ij^`*nGzMvQkfj@$RH}q z{&|5}T*R#ZyD!UA-wVUsFJT-nw0cEaO--)nh8W@Max%vY6NWmb;0$48>Li4x``lx2 zzl#}c3Z^P5Tao!dil4}DidOy;+$+B0PYhDHxIeG9S^-+ftawv5mcGJ8*QLNTd&Tw4 zI0MIRo6KJ?coNFgp4fzgBH!OiE3w0KB+@LmQjvebPzv@IJTs9n&ng)Vz?k=BR zGin^fU_%ykiGi{A#9QYWBdQGys(m7U?<2R&P(R~K4Vd=>N zggd>M7vuZs!_p4uv0^a&iVeLABeb!1P-X6dxuSnqHY@Ba88vsg+^mNr`CXi=6x#+y zx2WWoUV4$BUh_c+yf~yL7p&k^cOx)T*P@Mv&+@FbBi z|AIu1s-}-pCF*4-)(ClHVTlKAWSLN21>(^5;_M@>a!!cGJHHi8n##I5UI+!jg;#ji zrpQ4(IQze?%eBAV<0r>jPO-0hhqqX+Ix`vihNa??^QXevX_5(B)JxvH<)#k9W=8~9 z)GAFb=qJr`VD56Sr@R7!nk-rTRaUL53M>$r-Te*cX1q18f)vfkiptVaj-Jv0_K6+- z-_1dy=L4x0|2zW1l`p|b$J3!Tg;Oi@hwnZ%GDIys+SWVc3l;341eTazB#|kW%c}Qg z-gr@}ZUvm>d_wGijCLtyWy6mKQ!=<@lNvszR`lK3-+O+9fMjklo}DX}jfZxq`_i#N~P+f6?6 zX_9JREIssJ9U?=g#JP+lAt&NSvXbCK1AjvG4SlGVGk#`;gJxQK&yLcY$2@lQ*Dwd6 zDna7V#o@c7suSa&`9e53;`qYK?2rA7<$qFn=Q9Xmdp~&>um1V0h!rKYdtQC4Mk8d_ zR?Gca7Z)86h5?~^*Ck!5y_R$b=f@IQPY$vhp^Yt--y~{fEv00@8qn^g>Z7*3*Y~Cl zb{iOc;%}WDKUG!!5_54M>_qLja_XmH#J#T!#eCk}JddYN)V*G99J7lUy#NjFI;hR> zX@wrP`q1V~_rfc}9I!fMIW=z_%c4m^&Ga}F;9Jx)G*0pwH+@sV(w;%u>UAZJkd4RuwUOHTF9NqM49Jf(5C6( zzXWr9Ot|v#{c!=u)A{=L=KxZyI>*+z$tguLw3$B`b{sS=w%_w9Tpl2Kx3}V0W-+vK z#XRwA5&$5siEEe74^rpSO@yD%WgQ;ydLEg~{RJSHanGzxu<3*^fw(ZS^2JI2&CZ#4 z__=|>?^rjsr2dY!l>PXiQ>&j!CpVtc{LOo9qAftbaHsF-(nLAVx9hsr)oFBwJUPCO z!So@V-QxBqm69k}v}l4$Q|DcR#>()%BhBJN>bv#U=gjHz#`a_Q1E)eIo!s@k)$u4b z!8qNU4T9!z=7-w)@6i4Pfcbv9JrA0+O&*X&a53v)PKP0W`+6jq1QHWk8~n78c$l6v zZbUQ+l<1D!NjwV?k$fKEOn38VOrPEmf1*DGI!i!N$a(#J5kGP_W#FU$K~(+>Wt<{O zCj&(l;IyZYvL3`@b=|n6du4amb@?-rlc%RKpxvwJ4{q9$19S}C;LCCeejImWRr7%g zN&2Qmz_a{cDz@$PugmwxLx88sVO{*zixX~>@|8d3Oakw$Rljpw^^E^QN)S0hIdBV1 zL5ij#IxETV(2GgAccBA24g=PPXv)Ssc>qPp-`%+2si>~p3Lp8v`zM#)&F$m7UdgNG z`LH45ip4fcqApqG++HbSjkNL&Uov*{LwWTw$V+piMP~4PbTg!WqqRi2hqW3+17%3n zPt)6$2_lfuTBWgbs}LJ+Wv!n-GQ{qNE=bu^Hx*l4Ty_S(D;p;@-uVzsvw_=@tnkvh za{)qF3lFHm*Pbdx=KqkD(wHW4RB&pFBT%=R`TADn=$LLdHR-9%>^pSWmEuU=QQyvE zF)>YvvFn-CYK7*FNGJwGnpi!zOw2uw(jR8iG{nzDW@3N&Cs{-E`djN>aA$(eUYb;y zMEX@&d@=vQMeHLk_ZlP4mR@j0%C+|2ENYaR;LbpD4E`~5RaY)U0g7Q>XXzIC$oZ=U$7*_%3>i^a=w^I(O8IcZuRa?%|;mN!&=Nbw$yIN@Phkq|RgD|S=srO)nx zn0*=ySP|f2Yu|Tq@QFbKy0`?jpWE@Ia~3q8vU`GsHhO-^P$4Zm0I@v-!iphh{oik(WT zIVO;GO&PEE(Y_b6m=I1Ji+rA2FWEn4+>L1d5-+Fv#{)mBMiX82dfPRgysOuiH5mP_ zUTYw^(s%2ymNb#}KjSmB8x_SJ@0Yb--CPNmD3_x7%M=_Wqv0E;S4LctTE=*Q`GXCm z0vbj3CsccDIK_01K6sD1BcjfED>sZxGMr-1W+qNTC|!<)<#2QzH20M&$W07+!Qqh%2vJ4F;-Fs`M-VVu#to=-p!F9L`p<~Ri4wY{oO2-R&ykm%( zD{=%RVW;Z#B}6i*tDJpbu8LNt)F=!(RGa0EhY-K*|E7g)cPx9=g9}Nk7 zR`-c7`vZ3Bs^_sfv;<#cS$Ee>(91O-lZpgY1It||6b5{VGiKUtYkv>>HMnvZ^v^g>(*VdWu!KQDGjD$Y&fB$QTuwFmNM*<0<21DTThAk0VkXjU zq?!?Ami>lW`(3A|QcB+(1}tiq==H(%jK_A-fH)<6LQlgG-@9kIG`hBwBw&8EWCqp}t=kWEykF*bR2<^4JnS-^~@c z5dco?`qAUYoUi-HVC3myzv7?#&G%B?(`p&*rvPS&tWHI-+^CFS)0gyhEg|AeN$kSB z66jxE1}N8jXM?CNDs?53{$1;-jhq&4XnkPF4~YZa@ZYa;Mg9+CsLIU205T;#+blCi zY}(-MDvB+dUO5DKHogeHa;zaPX|#~}T6U+w<0jx0OH-vp=+5a8Xb#?! z3m19u98XFGZEGV}a~Bk=(;vPRS2G(_YKmK%f!eAvini253*wPgqiw;|bx?$P@rfWL z?ek&`GPs?$^BY8;!YKQ zo4<9*u~!3^505}1h+C8;Q(_}D72d1nj^T6TFMJ2>vS(kQ&dU)(k|q_4&Dz82e3oL5 zJK=`~$8r(Y(&U?V4?O=wR1JAm)&TjuoXR*3stUxCi-Rg#8>ku9Sav*ezipBH73%$` za8H(ns3^Z->MQ%xb{CB*E=ClOynniD{Z^asoArlOFtMrl7H0SPfm55P$gReB1KQzMv#@pzgUU@+n8k%y&UN~R>{f4?LA zCV~OmPIyQBePl5vk=TmVKWD%L*F>sTaz4QOKMnloM-<*SH&!YMc091yd*kpn7@q#l zM}xVmsf9p1izX-{isE!%8L!kREDxCAX6*X{uV^A4g`tT>p?7G%jrD?EJi}d0_#WVa zb0h3)HVMr{@L=-wv^m%r(#$7#Jh@7re=$Sw^f54#QFIK7fe9avrwTn=3Va55RB8rL zywLvi>VB99R~c3OO$6Vf38cZ(yQur9^fREVL$F8?54qx&?`1e0{=S3-51AlX0;8xK z{Im4Xq8KWgq+bAyeSio1G5WKz^O_8AoEO4n2C@y?~D7~^WyA2vpcghv!63NXV0E+U2Qdr`%L!%004!Cx~e_^K#T$a z2rBLp-ckeyACTM@&voCtd!^>_=C=C3UnC?Xq@<+x@82gQBO@m#r=Xyqq@<*xqM|oX zT>}6_#WYl3yz@h0vo#>7{<`miKg&fJ2Huc@e-+y%IBBx*W>^-A7$l_SevERvx^j_~ zD9U&b)O>k94}p2%`gp|iPu`bTlxS=J@8kX-C^?VLd-$(Dixja$NdSBf96L77Z9H47 z13oGUhKqb>`INE$vZeXMUxFfH+X@qGEQ1#SsE=@{3PT2w%K|XE5b4ew!VzkCTkmZV z-N5QB3y{sl(GjtJ3fPAu4#{pi!9O?$SdmSDcvo^r z;8ka0qT-5@`&qR5zRvCN+wIRn4kWar zjxr-<&Rqab43-imUZIE%n{ z&Q0ELhKN|%fWgp=MyX9XgYr{B!{HGy(yoU+Zwuf=lD<2;@v6~NDLc1~=+o;DhEPeR zqY*1YW!ev5WD1Mm|1i^%lq?jbBwXB4p;Ufr%v4ul%vRSfQh|+B%DR0rb|*904&_z zoy`{Bvtecd_}FeYPOOptC*rjVerMe_@YW1nsn5`(l`=Fn$3b zSG2=T6-9*^IS~b!c_!|g_li?f=hHuu4N0>na*u@}vO&{D);FTrI5{`px`Iw?!MrV+ z%WO*{kpqgtag)&Ce6!urg8Z5Dpn3}Aq<3j#q?^aVgjA&i-`wjHaq`SZh}riNNi0+< zZ}IZSaRpjKfpkSdHJnRtZGX{KejG=j{b?sA6c9nDo0Z`_t!`;Sy=q z8%8W|F*WFLI`rbRXtwh8yqC;pwNiES*lvqkj-KRR$%b;__mk(#Qrw<<5?*u`;NXu) zFw&3~C=~H&H6wDu8 zqODFgh$A8)b(kk+nX~LP*YeTnk=s(iUOHkP9TmO4m1-i^2k^;C1_1WI8bdEx$Cc|0~3audp;xg(Jps)y_m86U` zSZ+bFv={C}{*bv^g{J!D~pViK&z@9A^D z7qt|&M~f#bs^sCWGSj{?avV`GAqe{KBU%sMo8eu1CwGAjs(nwuMRzn9oJ zyqkqRu=46AqkKeBe`1olR#6P8Lj!%`4Gm^S(5AYI%oq?ay~gNGS{XBlhS!vm$g#3g z11w-?<+W%gFNv9wv+$grR4^O&4u(LEs&Fs|m!>Vru(_xs<6V4~|Gac!8&8I7M%EgI zt|!$=(wxg`d#MSwpulzic`QGcCQCMT%w;xE&7Z``a(cD~uC#VOQ8CaB_sUYX^ZTkm z!)DLz!PMrt&In8SSqiBm?F$c>s6cj~Oa#?55JA-ZhT2exv`xK*ZWVz8TDvZnrjr$W zccPUsQZ=L+6rrA;OCkbUFXV!z<@JlscV?MB0^cKYhk63G+s2-Vn;IvH7y92Vuw7pM zRp*Q3`IQ_1tx=?(Hrz{lPU!t8281F;Q8r`u=i{^=teN*@R{FH)lv z7ehq3*g<17^u6i^b%YBWoNK|4(XGv)-o>MQ4_a=3RVjz<@bi!^Kg6c(XYlv^n!U7% ziCj0i9rg}TSj=@A{5~d^Ar19)P+(1BIKGHaxx3{AQ*&#~I11`ll4cKA<<+sbtcg2) zc*R+D3|e@B!tKs7O;$Ai?9>koP)9Gue#P?$l zLtCR(WRCx;X6)vz5gSexg4OW)zj)*|pJL+L)_-u>g{hCjn;~_I@QbE;YX(hiAB{EK z(t-Gg-RAUH^^^0r;rx7J7kFcC#7$wJVgRCw;l-hczOR5v70f){_3*B4z=d)yv1oS2 zqAtoL&kNmaCj1Y{g!7r>fR1fw5EY!h`##(^N%mO`WB#0CLhE|b)BvERh8Nqq3zvlB zkJ;&Sl0^6m=RoWRLsRXK@DuV2t+%mkLUByV&GebZhG#$4!H)}Kvn-6*ZbF&ODVSxV zg04Wh<!JPCF1qsiZywj5RW%MpKE%U4V$6=llSk`7`CgE^bX`3+iyGvo{vlLVlkajFiS<1 z%bMp=2j#Pt?0`a&zJBWc#m>&%aNOx`hA(4-GdCkGCLY9XNm`x*mc5IsXxCTvfNMg*yL-R6N)k_i`+U{+c<_%fOsnjuMy2w z!NGEkmnng5HIa!*ur9R^OeDVIR%L?B^}UXr1%8OA#ux5+v9tW;d!P5_8cFlXa9S zbogQ6K^$x7i+6>uKQ=%d@Xoq;$iz8aIY_-Jy_$ySwp|Yz(-$wr9c--N+*Z!8?lI<} zZ-@169m=k0wiVS9y3f$^_ea6>K7`Rzs#P`igE0QYz`uVZ!aMYKZQ}Ggokc3PF0Vh< zLj=WN4=H_v;dw>4D;%~Y4*&d+Pd?t8MQ>W*ce|aTgUg_P9zT2TWVG6tVUzR~Ge+=+ zJDv5J5dLV@`^w?M(Q5Xax}0kJ)&A@@7HXf?X;gg~QGyv3r;bqE(?Q*ska_hnR%Y)y zsibA7K02T`FhZyaHe`M+=wtKoz2FQPq?ujVFj=kTI(?VmlE&0(Fg(NT*38b$e&UVf zIW`QJA(;f(p~zJ|Zy;&Cm(7$^vp-{h#$Bkl?IDM(@JBL6s}89N{n)XcE>VLune0?l zt-rL@%^VSShqpqUxIQz0vdq-s9IvfK!S@w-!z_9_Qn)Sxb2M`aY5gnk8Qfp>(6gW6 zq)o;*qNqqBY77QBQ#-iM^6r@lE1bRMb^ngo*@`cGb~2U(ALA~+0?4)@MH{`J7% z(PP2p^YfNTRSkRek&~;q9&~!-%VJCDPwTMIk%*|K!qiuc@ zJyj1Tgia4^Ir1X7B=GX;JZ58e%1NR1;M}zIZFGTAD1Te9GG5;6)a*+nhwg=^`_l`h znbct=(s@UCU1>YaJ4>lQuqRGd4;vaz6}m~*Y}{zS_<$<)hZd>W7kb5%hEU&MA#KB% z*uvUdi2GJ0EYZ8IpxWF;;f$7K)!Nr0ZoQR{R6_7&@Q`=&^DOJ6jdW7P@hD%8&SwX^ z2y&W#ge^%H-PAWc?AaD*HPu-xeIYD-X8FuT{cX8dg8LW&fAJhh!!y1!=y9DEK~!q7 z{HDpMWQBE-kiuVu!$yv&YbK#zD>spdqho$6MIe@#}p5OWv7igZ<; z5ap02+x;`*a$ZoCLl4_1Z{$FE8?pTGs@RvOeXq`m36H&?8J5vstdHka&bmx1E${aA z-K(`!!@JturaCfy-z>;0P`;(xwBr&iUhn*2{%b)3)p>Q{LbeVxB9YyC6RRI^8eyed z1ng^D%zeG(>{oC69|TmbzqNGDosT zAXVD@0Ep7huJT)-5f!ce-+AlZv58#=9_mV6ZWNcSN~i8;wOMr3y{bRsOB>v3TS=CM zb}d)(M=pYWFV~7XG9pUq5JP^tnvV7|rEr@3|%SIZsdPQak*{}ti#wf@| zDgNx0Brf$ZgcjmBdUXX2<3rq4eaSbjo%d)i2YF8HfcR>52fC6F{mI?ZqN`U0Qu7H9 zR9Axgp|Vj=*j5$QLy+p72L+EOCp#&Qj%H5Hb4u$Wl0TsRzwdZGD9J{gRtI`S+P@fB z9rFYqmBX^xpiT>d`6>SKeEmEQN6BTU+Urk_&tTPFW&y6$yN;vgO$^ndeF{~Mb|v{i z*xw{I1*I0ZhSMt~bM&&TzasRFL7heBbo#Y)R_7SBlQ4Qk=qy*u+qbEojpv-b{9b4S zH|m(p5T5cWtC9W957zfinf4Ria|)-L7N3+iER91khqPqO@0!S2wo9-74#}&jo@Db# z?gzSkRB8WmBV4&H;80j$V7D4AKlt< zhaV@s;s3BuiTw57u*-$iGF*$^@!8VilMA)j!SsW8C6`uR&tJrxu8%a*8NBo#()eqiA)?pnf{%@px97)vo$_=3fpQ*jJylfj z@y*rrjq$iuY9#B+UsJRtnAqUEc&W3-Z`Ph)R(?Krl6*MS2VE^Z(?Z-jPf9XOMok7Z z>Yq^l)M(y4`L}ggqiDFDMjz4HGAyfd^7GWB!PqViL*k+NHZugF-uNOm3oeGApWoq= zd5QeNu;on@jj8!)%dJE->`wUvj{XHpDUbZvtdi<(tZ+6`l}K=aUe`)%$ZInj-o>fQ z1?{$3Otp=Bsw_SNGC+wdeMCmHk_NM zWxlX}lV*jr_20}A8K71IbF5Zq0DVbX9wvDr1Orp;#SL~sTpgBwAC_dx9Tzmj-GzIF zi9XzW&iAH+W&PRu2furhyFW@P7^yG=|N3Ir47TZnA@#b**6zy8QJSjmek={#Z2X_^ z7IzkcrnCgJ&ZfJfKK}r?ahCAj7umD^N3cHg4ZKubwQ6E_eBwGu3B=ylxQYhY8_+= z;85BL?kfi$42L&3!isPR79ieV<~g`AduKRq!cxD{q5wB2=JylnU;8^768w0Y6qtjG zjx<+W34HeNC1ltwxWS1!&m0KBi@Kok)fl$>WO+C4# z96$ZWtFHmO3iWfltM3p4<@A4QU1e*3 ztmBW;QBHR@KiS)4+~0RH#qg;a5WKdw9(R6e@J;MGq9`bEpY52nQWQ=+N19;)T1XS= z_GPA?(0*E(Pi~FeLmvDnTIEZyc&*u9l!6O86t|Vu9gZ!ztM#_uYpTYkmmaBHM6&_*G!L(qDFXy17Dg--pI*&F+4&lJ<_{q zQ{iuNJWYI~m0W~bIv+E2VMgTdMFs2U?D=_yCzO{{oxBri@)ALO5kpD{ry8mh7gM9cCB|NghbRSY*z+o zChi5Csk&UynqV)=32UN;sW zMf}h%-NMnch`PCDiO)}fZ3CCH$SBSbVNc72zZ0#CCWj5O@Ki%kVM%tT-|-=QjBYJ1?KX1*9EK{%zq+pip*BX_xS6C@Jv&vvfH<=F;;* z-fGV>cwQd*`+r5)7{YxJYwDG7Ro z519P&OR?LT-xQQON9QFychk`KxiAZ8#Rqw_LMuA;{`P;I1&g2D9XrlPC^#7iO#mzlTm7>vM$#S#+QVsXn3o6<$?;%Jx4y<)uOj-+8IqgC=3Aozy7^GhvE zQ^Z{Q_pw#=sS|UqwA*LGr2o>$>->O26@J5skO68wP^dlZ$Ew1KMcd3ID0cefb9raQ zalg*>8Yxp{3c7=e+`b>$qhaGKQ^F-+&b;jB*{3gE+>duXYQ~Nn)6K6nx>PZkd82n7 z5sSw3!u5NwtkqXz*ufI(NM5x4QNmFpi9?HgRIEDoTzlX1R#4*lzK2N5wfP$?FB=y3 zql=!&ZGI`~8SaYdiNOUOa!7-*fA;HTB5C3K6eG}rFq($>fQxs(7*rTD_$6Rh2fVuX zFuL%hqB-Bz7P7rn&PTbo5bZw{QH-IhG>_8g!BiX@cGO&O(ByEK+nx3n)ihgr(Y|QT zjb1ZnN=>OlC22)l)^;1x5`|cws$s{l$b)gY_c6!D zKq@EvABB7YaE&CR)J5?YYj>AD5Jo-6;!+WZcx?A`Zmb_0&;KNlscz@kV{KQ^2<))+ z#(}~pq98qXcJv3v@Qvjo{FA$d(Ri_!&BA%Oo3Ao_ocv*%1^z2t4cX>zgxV<7ulo~K zu|Z!lS4vzDcGJL>&UI4_HXn=Ib>JYzAR2g_vW>;(oTh3+hbOmfmR;!oc`wret|o*(f213-m}CHEuEN@ z6QPwtp8dk{J#L`6iteHrAfPY;*3i05nvr0h_3= zId}0BmRCmv7h};=$h-~;m+4wqJ~0cLcTQ&6$*x|fv3i(-t2TXSgb-#@u0YkiEx5*M zop)`%f_kyh^kb6{=)~B~AZT(!uSR>IfA*l#s=nOP94x+W?ugnN$lsQ|PbJ5|mJtdc z4=eP1($Htx6ZWgNHZl7?%bH!nZ<--NP5Zg5X(P})=i{d4!|u94&x`rB5Me9nYL)gz zcBjne=c)&f9_b_1u~pu5R>&S)l3BKii>S-BXXz}~DveGL!F_lZh?_Ok`89lT%ua~r? z+y!6HqI5XmWKt=jk8u1lRqenN&;y=HIGzP1g1|^=5DdK4ZoC zxc20D#s#rysi-fTpLFT^sW;pwo`s@rO7KSB%UHA-g*dgQ zH$y`LGpiX=6yLE?893E&)}gLC!+TIB>r>erW!SNXBz<$vR5X4et@;5w<-LpJyOExS zKZgwA{5paWnb4;2Tpu!IoEW#G4f=zlNP)g-ayjmbvD){t$RkC>gwCq>QOwUyaUVI` zt@T|-^9da=4&}h4N84nzPQ?gfVO! zV^WoyWN2TSy`j~s)%EOx=b6?Q4)4^r4yX_5A9F%6We)m|%+BVfz{a4PeboY*-@Z*U zJ8b^2G5glGMDM}tQk^lGQ_3ew$1UF2=@piUO_nD6O0jc;OZvYc2{kMavVeT5B&6=D zMkn<1a*{vqgn=nHIWY=zb$wGb{Xk3My;}a9&`sCR+Fxtcspi9Hb3)Ft2e>`u&~No0(#K-AyfFkph}WKnY5a$bc-Xw- zeUa)OqbsGJ^{Y2&w(Ir}r&Ep*l5e-l7DeQIq@7RlP9=F5VA2PSk*9jiT~8i2h#j8S zYwi15oC^tQtsn4$7?>S5KJiwF=&~HHE}D92R{sn$lx^fNEWzp8Q3~^>b7kjCDjZFK zYTP<)ZmI^*Q>QD{!ltUQ&G3=7S;C}_w-p4oW&vca7++Ia=9X!UTYe@U6N4G&VBhC)E-PM|rQC2du2<{MOu?_Of z_z}CBjofag$nu%lA>v0TBt#nKveF^UAtb!_L>RiphgaN9pf>g1v7{#LcCUwr=4z7P z%W<64OaEn8pDvD{x;&!(J;8!XD^rn;-Wj_Fa>O3c<~qvJxV z_4`tRV~(7~{Qs8@F5s@DA( zZO`CY1?}r{)8fm&FQFRqLBeQmHpZ2ICuYn@UH3CVJ&=xh&*LV$XqL{HH1NQFw$W&Y z*djC{!90MmS#Q|NWXEbyyE@(_hO+l32?=kmzGZF(^v8nF(S>4OZQnjb9|-Fk@|FvH zT15um`PukggpH~G?zxGVwC}z6%(vLsxDo|0zhc?H&7Q?2&YKCjgRR^s%ojQL4?LFH zVD@Ah2v5`u@Kg1Z15>nlNAU)zV%#7s;l%rCKWZYUh>ixl)OA<;U82G+rU>H4pD-RGMV*7#dP z<`+252IVZ`<=YP=gGg55Zr8MGfjQ0UfUl+Pfkw5LeDbg63oKh7u=gLh)DOb?2e6X; z*r;T~|KjvA!}`9)Vi|5g_o6+4N#iD30HbPp6<9^(s#?|Fo81yj0~=GW(u*ksMz)@P z+0RHa9)I zVO4JG$vH#2adal~%V&Q!HfTP+m=aF#Wjf298pNO5{9SnCo1cUQl}-S_D67pH=?ql5 zY;`9I>)UhOQT#eQ_|PTO$}+b+G+1Ij9<^c3mVUxi9!~h*gGtp_7fT1>TEo)=VAX^JC`PPq~cqk%`Xy+Z}klZ5`zv?X@YK2BT9wEWzfHgB(SV4`oBr z%r8y(&+7d?7!nWF_bejSUg$*eBR?}ZCdMAIPn(5(@%=UyC*OX?L`9Wukav%`luG)qON-j_CeD(O>ygV!KTztIAyV36DvO6Yoo)6zs(hq7Zzw)`H z`lbR~+%fI%YyAVNkkyS9w`|smx&lo5iN5>5P27 z@W4^P7BNr`o|O3ZGZb=|`K+PiUDOHb8kkC>iO_buS(Kb^h=aP5iSX@$UO=;6Y|W=L z%@~r(IjD4t%3#5@W+FxWTr|Rg)Ck%`|jzRd2$|J-pIh#3>hvP zV->U3?qr8Y(uEC~nlJjFqK9UMOfPES?D<5MA=vw;6|q_^-@b^1wDR3h^x1kosAIo7 zg3nNzqDVgc8_qB_Hg#u9Bb#mbqhp=^orIMWR5&R}=pEwyIEvfDy7~D6x!tpYggC$< zbsf7vHCYP`$OpFK68gpjboqRor|}V5xmV1!CbNd?+G0)d+h&-m1s_ZlWhLtD1xUuqLz^ujN1r?4OSZ(Y1Xu0O`E(P^d}?&6pAj&Zy8^0~5AL zKvGU>ADBg~FLqZ{m6k?-9kIZA^fPKY%f@6T&de#&w56I&qt*_`ybElkULC6OU&kqD za6G53+v8pGSD=O2;9uEzA-KLzmV)Q?qEcR_hi;tk0ApJHZg!e0lEi$imY+K|2C*)d zdk#u>$aK7zfd&g0oy?HVvd{$8q|_w^66jdI`ovNxH7a#+9?QSAI8g=uh#X>G6R1b` zk3X_*`xg6KLBjCdeUNlwkRv|9_ju^-VU~RTlfChA zz5(n>qvG3@+6t{5x}o+cVM*M{B$d4LPM-pS#?NxtxE-)-W#xzCt2QX9-1(+j1*H5k z?~Z+la_d4zhsLAg!e73&kbai)`@oP1=DNMMyvzR45P5vo!$Oh)>=hROK!M|sRrdY8 zFSEjqtAh22ezC93bGs9I)}SYb3fU4L9kxww4}HAuq_iVT>P7}M*pYh9v2dDJVdF;3 z43H@Mnobc;axZMl@5!4OPQm(%qPBc;H^anazFklVDrl{$!u=`c#o~Ui@MFZZycBOj zBqt?&+Z;iT%X7GO3DsowL+3kAh~IN6JBULw3R3d-Ucd3L?U53osT!`^-EmZcV{4ek z$OrE#6Ii^&%;i+$X%Nr?ac4bj<5t;i?Fexd-2oB4w|UFa*e{$50TJuJl$g`$(2zP zeb9=CbJ`4OSUyi69u#y^@AUEQTi|Vu)3`OR+}-fTp4Z-^PAadH_J+!)=hem}$PjH( zQwPS4IgnqMWOj;{<(i&aEjLwlE^KHz2*3_~Z0+UkzuTxkHJ|ap$M_X%3_;)UghxsQ zmsM^wakVB^>W9c7(%%Ttz-pU6cv3|K7Ax{ex`N_>Nu~Xa3_li@=^Z$C4FuS~=46Yfy9~_y~#*bx977WN(MY z&;8NRPN`$z-+-znf6^X#k^RM{EE9f=0M*1)z^>vHiA7swZ8#+VrXOdIM^QN@v6J~f z*1eUZtu5tBJ=THGj~H;HcF)-7Tw{jcxoS zGog}X6+C%yvWETeT)OS8`N6qC-L*$zjw0HUj&q;rT_Pm>RdUN}LW-e5%WF>j?T0W^ z7n-Lz{Y1-2*q=35)4`#{{kXfn^*2eC0k)%Uga1wn7V_uoM#_IZy6n};jCzyLcJ@gj zz_%>jY0|%HPpZxcN1!ODVf2TEiO*Mq$(nB;D(%ekN~#z1(s;X9)>d|g|1j@kJ}&*R zaZD{n$TWbTg~alqB-ffD6A!+gr7C38;8*^)53dAd4=6G{GJn!(p}6ji%Wnkw=)c2~ z^$-?S9uc3RGy1O>oz%| z_8m;FD=snCv!`IqauoZ%Vh zDgJWlW#0}a7|ByN7S?HR&jU!}@8J&t9_(loJ?WvzUky<9Ve{Z$s z`f{w(wV-#$#yPgj*!qtnGM0nIi2ibM35UbgM2IaLIeQHBJWRy!XzxBs!SO+hJ>M7o zv#I{hqdsqR%8;pte4aVeMf1Tqw%ZspK0Cx?`y(6et4q{EL{W`yCYp>6Jsa~UEDNx` z2$pQGZL*qkOnzGSbhl=<*=M4CjIGh)J$ULJrqI_r62i?NHCd!$a@o`Um+cqsDzw-W zbzz3&9;LANDp8}eWfd@)3N2x ziu-?F*ZX)TD0@X9LJOeS=P!M;cd3xzRtE6?Q(jhg`RMFm(*=+ND#4a%WF38>RRI*y zmyT^4FaPb~feDZ*^OBV8l!>&m_4OqHygyl-VeV)?9Zw5$f{Nfv2({-*)8*07;Q%@73M1hGRFXc>%J@_RMHx8_V>GFrb#LjfsOP zWW5)BMFtS;t+2DbSVZ=6HecWS1g;TitLc$$J2UR-?gD($PsLSB)lm(*3$0uGxk^XOc(>rQGZuQMZDHuX?p}YsdqFjTiNC>O+m%)aL(}F$LOgO6mAP7Bq|X*Y zj~ob!sQ4%P7zinq-R_!Bw*L7OTpz zPC{)Q8pO(OT8Q;S<^*qmcTc?9tr<=G;-##aXo4cLe_(yK)Wl5I`qX;YM+}|-)ax5M z!p{H0>GJ<4l9No&86Xs(O#ge~d+ELJ1fMAPCCNKs3`77Fa;tQvb3>8n&ZnuBib=K@ zkq3ZUMc~2@h2{=*zzBG-9JOG}1#ptQp%Ty0$#P6PAP1{;fp71lDeNO0`CJqP zpRqVN4`HALm`2fl_vMv?uUPT{P*L?m-R=|DUzY$mlQEaCS2DHO*+tj@wW&)}@e7ul z>2Kpf2pK8(bH-mMQ3E`~j$F#_vYV@Jh&59ko0lC;2Xd zs0llq#!pTHDDS3#UHrS5f4DdzL#7;=9#%RO5-VwDdBN}ifQo2Ab|U!x5R8Dzf*e3G zN%8<}Pnx@}kDRI|+o!sLpxNz)4A{>DI;S z$1$xY0NF3!xNcp08xwBt9Ll#?VX?3|5VPI z|Dg_^-qm!GZTAC=SY}CUNOd*V0BRYPw8!r0$^qPZA``tq3^6_)dn#>SefRorwcTf!vt_LvU@cMu>iIVa+LC( zoAA86T5}g9%4idIizC0_P{dDwlR{>md`tmh4xupwZtF~(gT2H=ToJy$1?iEGAP&Yr s3_!(xgnYazkNx<6fw2FFE}EB0S-tn^$WT(x{^QnorL9`=^23+^1*^ChqyPW_ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d7ae08fd-fd8d-4d8b-8683-4a14dcb66466.png b/docs/handson-cnn-tf/img/d7ae08fd-fd8d-4d8b-8683-4a14dcb66466.png new file mode 100644 index 0000000000000000000000000000000000000000..7bceada3597fe536b13640cae3146115caa095d7 GIT binary patch literal 3078 zcmV+h4EghkP)T^kmet$`9$Fe<=#zrZ! z(OkA=qttr5nRyzGFtr5GU>rpd`(LIsOru3866r+u};zX40hh!wAdtdm8WG-IqRVPqBI=OUF$UlDUfTI*q9Ih@B@` zB~N-)mtsp2sUjKihNs^d-s*~&mHOkLCRb95jW){}1thb_<7rHbrYT~J^x;TYk1Kb( zNd?QukP>xDJW#t!P`m3AT|j!M$9UxFg#a^<9dn0coWHXh^;Q&g~o^l z#hL}0E2VL1)_8h5VviSYmcF$_%ql$?mMh7)hcbk3A(>CtkCTfVHy1owB37BFjf-Se ze5|*UjCh_~l!!Va222yh6$g+ZcM4aR`XaWd&N30E*9eX+-Rh$0sn>DDY@on%hlxiv zP#99U52tY)3#;{=4OgBJ11ohQg?qgkBW44%7+|Q<2R>sf+v?RAF%nfDiiDU4y#Ri8 z+Uq`Iy+a^kS)=!UDxDD{&<|aMSli4XW)L%o8N>`?1~Fp>F@u;v%phhEYmt%R$xrV? zBIeD{ZW^q)ho56g*OS?YLyY{`bZY%Nt2@q08{$?lWW%#rR}srvCof?<=Re_LN!K{7 zZj2;$%7wD^h}{Z1UpGYh29CQEcD~w*rl}!f7SkmSa3xGT%0%Pn+6Bi^I_n~0fv`*Z zkh{Olj;jt#`$O+Lh?vbze8s^9;85C(_?^?2o%FfTmkuJ9c+X=DpGHcLXHgf1^5Q0q zf|Y&XptFc=sj@tChY{#SsdH5k+cpYp8hRW!X@s5i%FP33+m<8d=jt?o zlAFU3s8;TWHkeHVWk)SFLoCcg4JZdJP5}3F6k-1hm7Rdr3$cx;T8aFR7r+^$eF(Aa z+g`ecn4M25O?f56d^mtR41EH~E8%bJ0Ah>W;WGcbhaR^az!{`7|10$zQ&j?1GsL2t zJ~lWZ6mk-U6aBfZrbEF+`LcTHqs~2K@#<>>I9JAHoOI3}n zO8)l(PSfoeVn>V@hET+Ez~Ht;>A6@3<9Kt|5Mwj~iACY)s>;oK5jPdeF})Cra!$eF zs1FBlmYcA+h}F$fC&bvmZ-f5F3E%<4O)ynDRGEO)3NcnyfvFNE(AMX~+_V&4N23#B zP&fithpVbLuY}y}E4(F2H^e@PlsoKl+Ygsh<)?kgG3^kWiBcuuJnUdP840<$P*zXW z3o$aCUI=xl#amB%UQfi$EdD8|CpJgSYhqH!ymH{V0_7M#fOEJRDZC%BA!63FiTzhg z{Z|9eKpMbdZmN`HO%V%e6T>f3U>R{F4dC#iK&2dOh?qm088*9TZnVPSC{K#8tMRV&uFL zU`w~=Q;l$POp+?$TH9aFmCm?{p}hj0qFj!_60m%!Z^PUqO6RC0Vw_aD zkOpu#U|A~Vn4XAn^iwF6W3c-vm1BA$28W{^9aau0NIJFI>a!gCaIN_)-m19RBnUq$?^hAtPoRP~hxYVjv zj%kS)XRk~iz~P;5wQ@{L#5k=>^6FR!&PA;p(-N@(OeSe{jMKU~P+1+*6EPnolRSVE zm`qBmV|pUC0Ldf|;GB~*3#D>QOT+?U0GC(C_A1A;L`)pOucaAdgvp>?M67lIw_yPr ztDT|7i2cDV&mqKIj2`Y3ViB0~5kWwD@AfF^VmA;fyJI) zz4{i5oAr*tkzcsD3L3mFsx^^cULAuGvjr0*as586_8=C?{Rh-zfk2MgP2Rt%qgO)b zop+NHkii0Cyd!EWvg>yp>B+GGi17i!eF$*ZkMK>=gC_62(~)C~>LhS42ahV?kVupb zecIrC&>GiZm(bjv5oIFA!wz?lKyvIzc*UFeAJK|qcEtg6stAw9`xJat92XG=F?78# z{~cVq`UJ9yBMoq`2CrPFaw~qbHj9{8!)7NE=BLcngO3+y$b$-hD_LGuqL@SlWT8Jh zH*gq>Bl{7y;gqBY624d3F4w<*zy5so-iY}{UXU+XDg=f5U=J8RyoiFhwDE_;;&#<{ zN36KT%K|0|(AmI;n^#BrA-sulWBF;ctLJ04M-C#276Bw{%3Do7$MP<37KoN3 zwu|)BaWQnrQu-lpP9u@~OGUr_h>?i%XtH8G2}*%kThHta2#jD|Y#373Q`+ zmRxjUcLuRu@rcC({-z=}LB7fi*=FTdu}z{5AjT$0x^(duN3xmX5^?X?!FYV)Nf8^5 z$EPQ+HvhS?8_(PRcRqjp(Z%ck(?b1|&pBW--o0a>4bwEazT{q81B9~%y;AzDlG17X zNYmuRt$WaWcyc-(Z{C*9>m>%3W!Jq97@42EGX9tmXtnDFxK1diD~MGiZ|$0td?P(u zDqM97F{^1~W{6rU*y=hMHLEe!o)*Cg-wqezLF%0$}5(TEwH|t z`vTw1hG$-rz;C^Zk;fSr_+_FbP;+14d)dG7R(sYB{7wYO59IlpP_KQCns(dh_L<#6 zbX3+^h`_(0aC;H6ApgspOAwt8QgEK2%7i2jItqI}-z~-$BM-v4z+J=zE{xggj^MnX zR4sTHB8(Ae&zyHdaoPH9mSbR>!~oycQ^>u= zvF(CreVij0mAy^0SjgWcFHt@?`qcG7wkE!WbL`UN&YgAv0LaCZToh( z&vwcW(@HevRB{r?Ru?}#Z>t+<)oy zTJM%cduTWi@iu@BV)f3|>%11Pd9|}uZX>+Jj0)PkLSiBdYrn8j=10*bQGjja%&6^% zIYsySg|8~y7Fvd}zo3U+>utz(rhlzdhS{Zx^#q;%h}(X|dd{u`_VKJH*r(Iq^!Idp z)B9jX=AXaE>*=Jy0Y;+3(Y<%U>~-R9&zLb|#*7&=X3Ur|W5$dbGiJ<~F=Jx;A0P;l UXb;MDjsO4v07*qoM6N<$f|i!B!2kdN literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/d8ad63df-15dd-4d20-b918-a3f18767a9c8.png b/docs/handson-cnn-tf/img/d8ad63df-15dd-4d20-b918-a3f18767a9c8.png new file mode 100644 index 0000000000000000000000000000000000000000..8e612b3135e8a0334f71e54d12bdb67d714f5c9b GIT binary patch literal 15696 zcmaL8cT`hN)HjM$=}PYi3QFigK#?LMy$B%%f^=!2gY+gST|jyflukGy^dN%tq9Ro| z^r9l5L5gBPK;Vndd)K<}{o}i9Wli?%y?=X8J7;G0nMpJ?(Pd`fW1yg*VAj{W3!|W* zs-~cz!BJC@Iaj`aYasv0nHs^h&(6-4ezyi>%zf|js%xwh6yUS7v0PeSK7al^Jv}`G z0|O%?BNG!7Gcz*_3kxeNtLb(Q8wG{xg8p4ic<}sI(HQEB(eAe8-Nt=^vDTNXo7O8- zGf);0kBv9BAH5==OJ1u7mktlSgRcJNxFRA5vkt+)FO28EkFO$D8(igOx^SMFGWzzV z|M#!7>Y@(G@r8YRdaBbyv#+y$PcA3OFk!P%N77XMX?~|2KAB&cfyHvnK$5iHq$Kp26-z^-VYgn-L&4qhxwOkPnNqlv zey$kENaMV{rA{*f`P@zVehj3&F{#%e3p0(My@=1N7>wnGzs?t%6-#w~ug#*{TBULh zVPTi|N!`M3RxE>y2Rk240hV~4-h&QuN%>0JLPy#RR!f#Ts4t#w`#ygSSQbM><>Tyd8blP9kG1AW<&iv(0W*SKfDiC%yw18X z({GT>!#k^tPdfZK&H=H-Jk!BN7kq0|k#%N1($5wOwksTpZAKE#SLBpmhie#BDNG2X zUuELySUh9mkP$eX$_E*bb?6=GP2k-9&TCwBC#=|y2i+>ialU9*g=^J(c(2L}lKBn{ zpRKyk7;rQrhXySE-Akk88J`{<@e#=9;lq#aZxS)DYB7uz>bJ97kOx>6L^Yyfr!u4# z&h;)$Rp|lfZjl3q%&k5GgyF_rZM8U9d8IA*@oBbVs=jswjZpuw1dqSnJRH?7WI?oU7D1MD8UwtUm>LxR5e>B?W; z6o@!H^Qg)D3FfUxAWs^dWoZ;Oq*!1p3!^OEdF{7LtT*xd$oCMDj zL>FkaxZcMhP+D`HLsAAXoTV8PAxr+idNhG@^Iaz&MR>5-kVDEZRo12x))UhgYuXRu z#|q>$;_$l28rse3gs5N^M0O~PIw$Ne1?OR|-`A>&f-B$OUp<%Iirza^MGM768ZqRT z@0F!f0aXnK;?W%4Zw-6>?B7M&8TusM$p2Q?L~WC6My-#&#&t8#Y}laS!xb8&Ov56_ z6wl4P6hwh1o2;K)S?zkjt6oaU=e5pnnJ?4rJtICyllPO0uXVl$h||f|oAEq^W}eVJ zd(5jxTFAR_GtV65Uml_ThgX+gl||!xab5M~RwPHJaV_+{d$p zs`=f_yK-Nvvh!}oHTAnbxPVE{Pm3HgK5E>rYar=a@U4`^zk64%M?SY6*>~B%n=`k> z>y6n&;|S;amswprVbGmd&vQrm`nY!i3x0mQyQ_XpJ9_D&>!t2ZKJ}Igv;JCSW>FVK zEJ;PpVYtNa zP^$Ka6@PhOU7G$iucw2vr7hP%FFLSH_@P$cc?(vdWt5`TfySxdbU_D1rDgV zB@-Vk&Fa~Q#9%nHr5FG5Z8$7d<7mLTFMs=8E$XgbKX6$3*{!X>&XM*ALvujXb1c~t zIa9{dzPB~)7^3J6h)}Nu188-uJJ6`f9E%_VMjMhXC=f%mWMertn$bEH#Lufk^%_f? zG`m7s`f-zk%I^BOz?Nn-lk@sMExayYQ7}0mh{YqLmWw!E{)s#`Oad>bGN)QK2>oc9 zpl>bQ?TT51UZwLIXlsu`IBVa8O7I+`#vVdz>F7)bLhHFoeGKU5L4T_A8|`E0Th-kc zHgh283Z=k+R{>82rg@Ol2*$9sT+hS+D8IBm*!R0>FJsS=fLKGaMAwxHHuP#F>6C0r>9p)0zm;cwQhfASooy6 zthRDwi#$gWF|~V@nuYVk%)m3sM37--2ZPqw9AdcY-4)u8e|ZLdVo@gpO8(Bgut~sw zgqk?hHrU*ZL-C&6u0d^MYWF#n5ov+ceOa4k_@ z_J9V(A;L3c7NUvGiME_eG2-5%N(+p<`uqXF}`RfwgcRM!wu_k!s zr+^4S2PnLXDnW23!d_FhQZLZCH3ul-6>V{=Z$D`La8qnOHjFBPC5=7M@}uu*PA%O9 zFY$}N%5w;s)2#NoQsA6XK^DLy-}HN1sixrQrZy>#D5bU&M+8ukq%Fhg>pEm&f` z6exc2LjGoL;9hHvf5R*)DJR?k?vBFZ zCM$jtG2@G^V_^?c4+cX-3kRN>YDKRPX2T_lB6&wrB;)S@MYsJ|uf#QvW(j@j-zp?G zyFb;nku7?Hxvb+{RdQ`yfufI%H23g59#O$Ehbe@^=l5+xUQ)$QWBp>G{Sr#=VLU6$U{l@%^{fQi!2jx}S1o zp7O3S$1_UUqTBSmmH&t#tw$=e<80d=;6@U=HlM}Fe#2m8tKw`OK=6;0g1! zL!GF2qyWLu${OnUr30X#z1 zg*?)dxLR6i_oag_-2nz^_W_dSA#t8IK^2QX0@;SYA5b?ll9>hs{APP1n* zX>TSwc9@>UbiE2Y^=2!4@;eOGXP115riq9d;vuW+1&n^_NaT2fN)P@jQ~qfwAzwi1 zJog*gf{+d?PKiHX1M?a}k}uP6x5!&Q2z-S};23`YSKR--i}@2j%F4&lMh|yymNK=k zCLOfI4SlBwFSoNoG9!>h%CKEKXKZ6=*kzhrr)==B{=~57&|dL`m6{78*>LnqRP^T4 z%CqR~vX#dii%)=zWluC7{Wa6#I!j`;>O|66)Q&9i!=xXY0bt%W(T&L z2JbsEb!3F%Ydtjt?1thot#6(JdhUN8aXXNtY0mVZNiV!NwQJdZ&?oWRsuywI5`V4& z(UnJsAz@)rQO9oT8YEQM%%ZHuPV!FDjb zUiNTeAzb>8siz=u>mw^Zbb8^TG02UN^J4*^*iZ+pHwC+8wSGoDSe!r@{}dv1Rg9cS z@SxZ7VoLtyT(eh$>Ct!rp&}!S|HX7^K7^!U2v5s*-xx?5I=qlH{TY6Lij%W7H=K)-p^0j$7 zyz}x86>kHQ2}4oD>PDn1n7dpl0a{d^d`ERi)TC4=ZH)bDP0`cd@6K<(0aac}b!n3cvU*ebj`*QHjc=o==N$dMj39{(pf?|b=`2yv0y`|6ncM`93q>z?uGm4OE zmYLJfh)aVfgOC&l>1m7dbS|Q-J%vWoBp|HSSBYLKISLP}f+fSMT{0sadq%0k$d>AG zo3|MIW-FKP86(X*>KxJ{$l9@l209y7M(H~#O2}!Rm7xJ^DDc7!OkS?M37#3?F;5Ou zgr7I_FO>43_Lq>e_ykBF5?vnY^H8z;JOzX~c zlM7ixw|+zM36e~?W;@!){{IoO^u#I~6@Ms=EBK+80dK=Lm6oDqy=GxS9x1V$=>LZx zxv++l2b!hDtxlc6jw-a6jYa!3@nf31N+{A|?0$8VXTyOLdNt#)Xl(~HG1LS8!jfR=veV>LXjT2G2DN^W8u!Sd{MwNhZXDk0qD+VpJj&~d>AL+Ex9O{H7zB1~|9RBEEx(5sqO zt=z!34IT>!o^u{>`LmkRU??gnDgZxvWKE30*ladi#9^kMv%94e3^%aTkNHM0<|%Jp z^07A?x?tl7W5Kyn#23fo2P#HBE{nW?CWo=IypUj|$BTvo61OqbT0{L*L}#JuL~ZNa zJoRJ~8N`QOO;6b|Qoi?1WAzu!^$=m>54qg;qS~QBBV)5DUf>04TJGmlz@&RMqn9Of zLg+<=E9{4An@(4hRVTkvT8ORXcYL(EZa`?^`ukwEvVzZDwxzFt4HuxTCUw421s3Z zED~`x^fKC|MmtrJWm>;+0{_6|EiILQA#b1t-THVPOrd8SqRalHu~xl$c^cs$-r9-G zPF*z|&H9F?6L*ercPHsXLMS&gztth#@;@CliB*?~>-ytiCm_)$J){BvV~2HQD^|DnWprd5(hyj0+J>hXLXn-z<1G@XgztK$bolbLMD zQUi^espeJ<>8-5B74?d?wUFzqCTTq0zx1M_FXTe_%5#0z!>V%x2nyw=B zU>ruJ5z_MN9#9fb+c<>>nlIbW=VBvHvqUKy@ z+DZ^X1p-%1Nx`msVDi9hvM;n5xTSxfK_ddc%E7d0g%TTWIVWMb%{I)S3GC^#P%sXa zBa{bsH;-z$;^c6QP=MD1%?Trp?#gfsLKz3k3er8hSNPD-sM)}+bHz^j$wha0M@Xl{ zZ){Q<#uhdl4XRMpX@p?1VeXGf-P=aH@o&)se0}ViuAOPCsHOZ*vC44Yn%8M~W+LS6 zH0|4dUk}e>L@J(HRgRn$niT=LZLz&nC{~p)&-1PU!`e8l&y3)A=pq|C{-c|x&!|~0 z-k28ew~3-BC~ee+f9yn_$@1erT0SE)JuJp-%xVGv^RqheHOuwmFQYbQKVC;vHVr0ae8;Q(}*{PV!ZNq7fO!$=1@J&Gz{28FeHUE+sfd6%bEsENFbo=4J?5PF&Zn9gh=?b2HRc3DQsm&0omp4GZdL%ArgSeOiSGGWh=Z8?eU&qBYzV_S2}s8e zO~0fI|A&Az3e zTI?O1x~bYu2*F6WVuH9}g>M@|;FJZLG1qs?%v?XmZf#io43VMPo5CF2@)Q`3&i-gb zKngPgXj~eI^#cJqxa1UKY1ZOx`SMfF+8U6qHXz{IH*@@_=vcUS?CpvQ4B%nr7FG>z z2MxS_F75Wzdp)(poe(bi^GML4`LUK$ z)di>P+iw5#AWdRcdf@X!W9zLtB%M)n+hMq*cpS2^1CJ9j#hap1pw|cBYUtAS+Im3` zTf+Q0%k&zb#Z)JfG3r6kl4_25-( z6P0*))2iM6ytDPd{7Iir=R&wvK+wze^lYFpz4M{`?$ zm=k1LMG(U|-%OeJu^BbE@QrROKohewz@7{5EB_;e-bwr|#w z(wTj8kFvnut|cHK2#2{evM|#Tp|pPIp*W4=oXcbPd(bi!s~fFCpSDlI@o!-HC)#7w zW2HKF+wXn*d@nnB{47yu zMF_Y*x%?(e0W6YMe;6hWL5Q4tS%rc5aGc27j=t>^KJ?B;oyvFp7TI737<;#P#bhSk zE43+~mCsc0s~P;!$6t_B)xQ$kb>6R{N?pa3WFssz!u}kw-Lj&4({*Xq(;B~IS;Xcp z1fC~gj|>J)gR0~7!%wJ$aeq@RJB96EY%Oi;ym^Py9^@g)fFIlEQjo zk^1I@y@dR6xK{eW(Z1uQtI>bXKbauz)=guI6?_>0Av0-~A|CO%nFoIybY5MbBuzc_ zsi?*sX|ePUTnayjNW(^ECsW#Xi935q{(h-hFZY&fObH%vB-j}PIhhsUK-F4gB-bT= zw?Md#3cosU(*k!n@(NV=2lN7O<#WO(6;Ea>AY1;t*du+y6o79zMhkYTv~(ATLV@RP zD(_gD`QAv~2F-yAIwjn@{pJGZJ3qPMY88A*AvLth$@dR%Ihad+TBOVFpYLOeL&bo{ zmcJVErFj9We4f|hQBkU5BG`~?w7K(=wFdo$=x3f7B?z#7EOW*dj+G|4}Svu%}^J1n>I^@*C z?tt5HI|swm)c=eqr(YYj3^(=6$51d1Kf_$J&-r5pjek!Cxdq6t$1+v3*hkZ~ZwQF# zLtpBCKnt7kjY!&t+P^0yF*Fm}o}yVQE%e=?Ptj>Nu{O_%jS+xq9YpD}5yFskc-S)1 z>Ij*hqq7Fkz`?=6tCyS_)2~#9?`?%2N^Rr2Y@-&JBbR@^vAOOEY(Yr-`=>cB43$RE zq-F{$7SoRF2y3LbRobnbSj7HwK&D2(#ccH6pUo`d)#gxMP`{24+Wxf~d|@7oytUhn zDrUgn!A0Kv7zPLs=1EDauAK1C(VB!;XlBg-N?;ss>M;F%s);p>v>xMD>dj1QLE(f<6D5YrxgcH&sAZl0$Vd z!UVqKv7hp?1T6X%`aRMSXwdr{%?n$4rwB_|^I4Zk9Zq?D#)J>mM|fh1UjUe6qNCVp zJ2ZRWq~c@>_+3Qw*vj0_(tA?d(D3Yzi&NQW+r}#NR_IM1N5IdwD+j~Jn?9(|r|)}g zsJi34L5_&{13}MU3|@MZ8LQ_=s@Yk7`-KZlx*xJCCV4CVnFrAxKNcNR#uf`f} zEXbQ%jgsC5%$%^`=)KB?JmAPX9sr4+`bxESITje`@0UQ)9VzC4g@t=oC~r@$(~7Ln z?JDF+Rp`}$y^f1m@sKmaY>_$@C zJOik|QtelRqxS`{xYSn?M4;|s3`7f0TRdcnTiUUSMQU;iwHiE(q~#9&q=c2ZW-fRe z$2~9-(~2Y;DLEn!3?{;n_H*L(HeDBUjkXmh|80XJPsfu7!N$73;ALZh4a+O??A~xD zUVm-nq6P5eV8E@q#S%sJ0*<#9U2KTk3ttvT^rRCXsURlnT3SEHGv>funnyBv=GVJY zhxG-PVAc~#hMsiUB2OFvt$F9_t-PP*d>3SKp5`ZZ`p~SbtA=>Gd_iRDEvfw9f07(T zvI7a%L7!)c!#uYpjvU|pH4z0M+669YJ8x!=_tk$}$cy;Q2@+>EpN^b@oi-8Kqfk1) zR9ZG)6>2-U@BHTMrnN?G_4XUTy>Cay-?zv1`V1QcZFF0EIhT#d3;ieDNfZbYdBR9OsSlteE%*|x>J74h?G0=JEHmY zboX#%vt>-az2;`o<+l)1kbah8;+j#Ga@avqdt7KpRQQj>q6ObWM3tS6PTuIzkO91E z)l5=es0mW@fbTivEW?Q-1e`zCJVF`*d*_}D7=2?483&qLe?G;y zTT~SiAw_}YQ8rtPEK~7hmb{8*QxUj;4tOPTb(}azNr`NJaPSuJ4RwM+l^|TUh{@jM z=l%raLEdGjq?qH?tA%C|1}P)t5P(YRWmst!n)z>8TNOeg>%xvM0di!8(kI|ZgroAT z!M3vLtFGB-NAoV*hzx^F&Rdiby4GUTv-eF=+A7OhuR9i8@E_YU&|7UsS0*Qdt76ov zABF|p-;Jvq-xSX9$ILWdoz#TWsrWbhYv9sf=6{W)!@qa`>e|mTDwa_ z=7|SavpM*tekleqJGi}Ucqr}bW+U?CHGx%b3W6V8&u9b6YAWujOrT#qxHRAHc-c_$ z^A}$8*b3tb6<^7dk^Bs& zsX-A2he+(zgucuThjW^VU)zm)E3WdnKUz&eGXHA8<5tZcC?4Bjz>IA2 z{?$FrSQ`jqzg#kCz8a#f(t?JX)1RFD?wA6=jd#DM>n^mT5%K6X7%IM33pnPr(7zRF z3Q-COxKgtP&5X0g5Bc$x=+N=zIsMnI8PQG-w@k&J2r|vz%rIahbygxV2#w4HSQ~%o zJ^Hti*%preJvRQgbRdDvXgiD=ose3Gw?ciy`%soQ&!a8(as7P!0xqkS4f(-(gaK%r z6gKWXHF{~OYe z*7=P?8ng|^A!CE&aFDj6*7lv=am-$^(!$Q^n`41ymE%XqL$~Zg8XfBZ`{=9VkX!hV zP2J@0MbbWR(N4bQtGT&wDpyc}@qP-iS**Q(wIKDkln=OB*Wwh-Ybxd%EeZ47IKqux zl=5+br_d|qDg+4*aMpKpA%BgV13ES7dwB)2OhXV&MpeBjO{3Iggrnd+$?$I)qD4AY zwha+Z{i_D=sik)>-F)gu4(%{A55nLP-wUJR-=)1L(uD^nm<87l!!6~1-O!ip%s4lx zsaN0NwsH3Q9c>4F5?5=sg_!V3iOLT~u*b+KR4ah+?ZeqaiOFSCu~)tA9SNBswx_s8 z4N&}Bihbz~nmGFyn%X_C7o@LIw|-U7(XUykD%4UNi15l!74az>gNq%=Uu z=#9dZ>F;#RyG1$DI3;(S#M)o47ahMdApU(*x{SliaxleP$h-9>jb<-2)xQH!orG z8lBObO_rtZc_xC7t)UObsxuUg>|ZFWEOrEKGNvh>qb`b#n}32C_inm7CFh3MF^2i9 zjKJ*k#D8Pgjg9Wx2Gz1D8+{I6zKiQnHjK3wonGRpRw|y~2@$dEdtf38c1!n2aXybm z2Tj)4Zq59BS4GhDIt!Wo`lQOXzPrNyiz3U59;xgl<}#XiIl~9c=9hCHHMV{Cnk~nR zNbR=pG+6p1gox<&Q8)FE%k@ZYc{2-*ggtu%(I9i0WsyRREcQA3kKe{<A7iPK(fMXYT+UE{nSJ=9S>M+n%NWZqu6cGjCOqPG?fiLSsbtOX zaF)F}?{2B03%If4G5Z`7e(@->tYUI0rR#qT^-}Ike%_HN@l_Pi`d5?*xzDbx3UTj0 zD62VN5MZ8Uf=5Npgt?LJj`E40^)oa*oDL3dJrhtk|IdCk`AF2#sehr%e?@X|&8zRL zH2Bl<>4I~0f&DLc0j4H6C>P?CV~RZF6(7C?@xGR3z&Q*fNw1|@*yms#Dlea>xaDz! zk1Qkdh~MK9=#}zSG`fZh=*^{x&(ri#G|JPQQZ!P3`q&KV9>;w=Cja=;zd90wlz+Q( zIbY!B5&w0ko9RnTsrC}N4gbS(>qiIA^)khj*^`qJ`#Y8$Qm$!_jL+B`5uBsZTr#7|oFU7HmLLH&dxukQSUxeh8B(VDxa)o_1nb&e*kc;lJ`1 zs^Toi3+3#a$0p=TYLtuvshQ0ac<-)?$GoubbzLEk5ERlrhlfx6={|WE?C|lnWdLjt z=5QvIg@}x!FN@HPON5JPSq3~%(dQMi z&BoNup9ONYxP1&b)v{c3%`-(V$Qudff*coS|9MP}lekbkKNPq%MK<^!0H58W9UrC4 z=Hu=Vp>4Uwz4V{j67vv5>wg^EpCA6`y+v}`i-~<7fBl~qPw!84EKKY}5OM=H5xKD6A0kR#%q==gjbxz@P=hVS!Rrf=m2?&~L|1M-4z&9C$9LaJ3q zhCK#99yLGC-V&5B}dh+Lo018$=NQS& zt|lv3*C@yvX5_YMK+`Y}?4-P2hf1*v5|qQp8_)r1!35B5gy@JjL#98f6Qaf7k|*V4 z-b6BGCc}ILwc;8>NzZaH&kb27X6~!Slqc*P2-gPqA)Yrseb_GsYENBT=N*CwV)<)C zF+5jk5`8~IkEfui8rn{t2Ba*syv&3 zXOa*&@>%Qm#;b)t{)LdiSR3<*;2Q><5hIA|(?CI8LXz+2fNCAo`)(d?zbUdjat17e z%gg+}kJG)y|CBLehA7Yav~%!abUhF0t78y%0y*MK72=6t)+Mv!O6YWK`zEN$>OOyq zZXiFdbc5H=#|iO#xO5}b?l)9GO>Wfs-9K@OF~YhO@f$jY?fgD#i2#;mcDuj1CxBp7 zR^rydmo3UyPkcq>@#+SGR?*0hL=m#;@8+ZZ%5tCr>}yNvj4MPk4|+1xR)UY)lBkVR z02-iQNn~aQvOi-w4P;lJ{tDhUEu{KaBs=SqlUqvYh^(OtAR7Ag%nV%mXkd3abFbUU z-Fz{x?FbvWFb2RIy2v)OO$`!Y+H#kmWZ{sQ;b!JQR?L>p^uTdg!; z8)e8}!(QJEPY%CtiTmcR7izaK!a*X97>S(T+{oEil{?}q6|%s>a6kd_V3F;JF9}VE z{q3m$hY*gg0kDCe&?{>77uTQn{Mo=iau>6DT`PKy9mJ%^qQtZsU;frm_e301nmQTySB zAE|2bhAg2Lr3h)OwTu|r3u2psu_f!UMy z>ao3iMJXB+8p&A9SH12l{e0T211~k=g*P=OJbqSvZ9m?yKPmV{_fSQbvhqtVTU#4M2+WXEIIip zk;7RndQM>q!d8#En2?mAL%E(Co&Jay!`Y6!i3vy?h-D%qQ4c?Zu*vBHS0sd2A0ezCqvW8P_6%8zFW@fyF=PH$h5xF%5wi=8EKQ>Rfk)cjQ;*O5`3DE0 zu6(j_*Fgpf5M?% z9QBV^*648VT~S@i{e0q&1e$3#OObP7Ub!}DypC7wUOMK5qbe#2>=*v<`)1so_-lnX zW;4oBt;Ol;#L<8cQt_+)E@i8;jBPBYP@^1M1u7rdBKM^c74W+e5Ty*29 zKbkB>=)!WNT#h#eR2s*`pQb-nO9p$Me4af8Z_7M;eDbS{PJ54>@&0yksv>m!sgT-~ zS(RG?c(qz++x`{+_OLmSEP<;mhH(}hIYfFqX7&P3R{n42%I|&&YM)cCs4wRMcJ#pE zen;Y`ch!_8McbFNc;rI9WTy&j1RCIO$fn8q{gjR^k!rmNw_(5d#ENs7@I^uK9>H#)v}Q& zX?+$9vE-QkQ0?XSbGj_jGhhuvZ}yA{gW(j!F#=7}L!X_)R160t<+0Tu`zeE2GO$>X zDQ)Ni@3O(TLmydVjKD0=>A{>a+V+QObvAII6r)gK%lRkx>Re za~frMynfHI1Mqkr9ZT;uTZb_lKIQsRb4gh|SPN=o!+*u@B)P22?8VmVpG*t4V0p0o z%|7`6w|xd$GqOtMnXK{9BFfLKxL#=r(__TY;KtdfI+lAUs$u57KoTuI5BwHDJ_!HZ zK?@Bihw&@BJ`D9V-O9kcuA7Gu+Wpz~oM7d4rlc&Q++ll3sGJj~9OT6Y-XZXu4zu~j z5bGy+Kino50{Y=YRAYQ0cBWfC3?)#^+*0@sYOVaeDFvL2+Jg;eNwx2=YmJ1>78A~a zUfB6^Tr6hJbHCmLi&_4>#($HV%q&pzU7u_`Zn-)tzD_H_Lq@8M^AR#_M!eeNotmPc zyo%^T3P8}T$k?FjN+4Gyz8byEoHO|tg9<Y$SyL1D7O0cw z(F2Jhs&YMHcgp!|?h~%-z z?@y4qy9TFs{~AYMZRXPggbpjbXXtPFo*?u<*#;AcEA$Ecglp3b{{{BGGZC8q5+uGd zoWJ~T;ZuZzZZn@yhVJ-SkAA^P4On3$f>`P2+uBjDg(v3xpW8}0>Nt1Lt zc4|{V&UKlHEhnjp?bC zwK_cH;&;^rOaO1bE(PdcgU-LBZ5Fb|UXcOoIA5oh`MHf95@VY0vsCy~CdJR=g1Q|e zaC-<6sk*|}>kizgOt&N-VJ$&C(M8iBoZ+h$NjG}qK5;#F-?+p>GphMM1JcZZ7d1s) z9EVT_aGt}L)`}J*sEH6tw07}7atcA+oOIh-`!??U6vCA=x-IDu@*);@{vY}O0g`Q$ z{9l1&8~+paU=NICQF6Hf^>B90s+4(*Av zbIrBO$r~6lEwZ~M*KAnd&9ucf%tk(n*wioMEN7_tFV}8C-cw4|$Qeo*?^5zdmslSq zdv=e@^icXY8_F4Wa*n9Je3|SjBt3SQW%r3_+I^bVkMHs6?Riv^8rW`wipu%n{0&Q? zg0$ht_kF*TPZtlB?rQ}8RZ#Z6P{S)u8SvsJn}svvVQPwj$XT0F!A(Co=4zFS3o_}C z_4Pn}^PP>Zi@u5Q?`H;g-@*u8?AZkOYLmZzDiY8XjY@13FrQcS!P_HYG!t9vtRmAg zmlH(OU=*bb_%x11r{Z|aGXH^6uV--x!XWvUd`od& z4BT%CX90c;v;APxZK7_U5(9@PZBxJXQ$EJT!>x>|uhlF{$^Brv2e^9vfs&6a2f?pi z4enlRjb}1xIzUwWDjUuGws$g%QJm^9cC^-BSNVv^_Ryiq9QWscbpg zrw6#Q-OX1U6`j)H(8+X?^4MUL*;wN?ttbT@6U{5#rQ?WwQ&YFU2U}NXw+!ajRg_y~8ZMvyR>4f?g~fnr7~$hpRG;4~7} z$@p<3!nDEwDn)3^$Rr>==bB%jRuy z%=OwxGrJ8r(AIQVi!dhC;H&^is0JqIcJ>rU?-z!OMipkz!5a07H~1c|@@M`dh%Yez z!&$s8l4oxI$$eLFal-3;Yc)uInwNe(f&>5s8P_LI64O2T7^%$fW@eACSoA|+y}_Rp zAzK-6aKZkrGCakiqIpu(7?#K6vHz(iYfi(Zjb9||eXpOIY0`jM)06L!%D#SeudfBw z6%_e7%PztaXR;F%-wr<&Y_{+Wl@V)G^~#~OVAM<`UK*bH!1F7F%Q-Og<#&~W1>L@I z^>{Bvh2l9rDB>oSMN}{rX>SuVzsHBDQy|dr1;dORkh$dP zN@K}59|KO8<4?2mpN3V{lzTi?zuvUefGT5(@_JGfJks~aDW=>%Fl3c0Ae^e z_@#I7ZzSQ>II=fC!g^YUDv|#KgoTBqXGy zq-11dKp>EuoScG!qPM)D0tXidM?+b`(D(OF%c$+-G%c8~fxdY9boHXx{G(AxpeM0` zPIZ>n?n@M}F}>pe6t%htbG(+hQ2%60IB;JXPjQ7S&KByl%L=W|9)jCS!V5Ok;U(6R zaNCd`cd}j_#4>#xE~ra{3195yE&xK->rOUCAGb`OE5g(zB7dXs|Lpkxmi~`A2Fbd1 zKz$3|YO7B++Hr%p$wG%}i+o^nGs5fm8Q7(m4Dk(mLBP%>@}B{_1^%)D#~!|*8(`H3 zIsOvgFn<4CTwwHu95R=kZq3}qw?==W&xyRTj*``Fp+EDV?z-FhVsTvPT2){KwJ~%Hef(6!~Vs(nB`x$!)4o|k9Lk@{>M60*U_&*c2d^c8>p$6 zUmO3mpZHCEg1-CGIDxa-rTu}!R9nG-T)T> z5ySIS!&@-9YiyJ{XNG~6CDZWZ+wKsg9P8-Uq_lWK&@1CFAH;rB|BH=5Xb(e`i#+>3 z18E@5S``Veeh}>k{vA<7P2D;oCnh#hDuffkBUaXNah4 zBUWKv;!rLjxPI}Ch!)gf6}&SV+0#^!zy-TaS@f$sG!4teA6O1J(+7}``6iEHE?FHAG5;c!L|i)Z5<$^F_-{hh<-N(F z=3H_>+E+JkbMt~h5HhKw#XY3wwwpDAu7C7@thYzl9W*oNqD}J9?@6Y52B?zgP6|}8 z`a6CX=fn!O4g4!~(1w_{rTk-pn-GVDY?F`sttYk z*U}Q9vgo~yoY4!i9i1)D{ML=xTR*XbFr9a{W`3&}XQZ*<8YQKOKNxD(TEI^V7rM&A zrojB$<=ZI;fxd~fSS_R1wV1J-6b#8&;}Yw#RinGn`9Y_9;OScM5pW&su=w-nJY4jZTjvk3Y5<+mq zPHcl6mWy(YW|6%VHo*SF8CzYnC znQ)!`#r*n_2Y&B^TY8vWEU;g7rvJp#F~ZpWC|$2GAh%TPTgjuDH&2>+N>b5=dfuX(f z)GkfH9_-~CDqUoM^#bjS2-%MD2 zcyL5Eoy+VOv@K|EX z@p3!{-Fq*GB~zZ+AJkIF?8P0A?OXfx695Y* zs$8{A16z)jy(Y82SykJtmdPz!**eoTwl``I&$7)+X>XI2bty3D2v3MvHCXMzGmp)w`CUhKs5a`&-fE&eP@C}x^O zYEYg#L0k7r+=jpP*adz13r{9O-0GQ_aFQ`LcLy$s9iz6NxlwxqFZOk>pb3RxL)V$!nw4EqCg4kbx~ld#ds_*Q40 z)<8I*RaJQY$m8U!JM9y^S9LM{@#J`8sFt|7Ljfmbj}F{k zPa3Q}0NegD3N7t-P?%(_M+bGN^VsY?ANwaG^t;8$)8cw_1HjUmU^#( zxS^PX<>TuRFg=L%Es=@PPDm)rwC`DdJXnUs@_L6C)%6YkP!S0^ctmx~E6Y_^iqif? z!Ts1!?+SC+jRSlOSPeJ)qY7!Sv&|K;MEaB-d^WB;Wf#FAs_>A^)f~C3MRhk-EGuo# zT!)z}<%)3st{b~cR&Ro`7lLBqEnC0&;#OPBK`}8f#jM5e#@X=)-0f>!CQY_JxWH}- zC9AN!Wh5~S-64kkMF!5N1vwTk_s2BvZ+L$EUbs9OU%XsBIt)&X-w0S}&Ag;AZ*u_@A}g51`^YQUsGw0GQE>o&;)P#RnxQa=F0hfd&=gDFQ_Vy z3U(;R^A^J+&0pHptf93Wj6S*v2)u1Qa0w1Mbcfu9#>$-_o&J8GO=Zo#;Ba+01&>tf zT^{3%&bB#TKb_89YK?yT@Z&@)afSZD@Ms}7V=nrzgrJn(@-ITv1D$%;xX-|d=q8&F zHm*zP20%i{$UQYMj~fB#O2s7bdr8vh*!FS-8r`0*y4=N4s-#?Xq}Xv-6S94(T&TX- zvhgYl+MMvl;l=k#uI~YeF^t*I9}6<5X8?z%2QpR2)7qZLUol6MEK|~!0+t+zRXRY>>{4n zPUrrK|6#PK=ZZ~`4n+Yq2MVV0L#eR+5EOPdHWqN%q}e}e`C|3Bbu@07Y+{NPv&X*3pacs zd7Cd23}F=g7y0Mk)o~z#SbiUL`Wi0|C*&+>dvG4fCw4&Mui!iuUnfi*APB`uWimS= zNLgyIr4v|A(9tl}|bg<4}>SUyi+VsWlSU zTv8pQS`y6DzE_FW^sGy+*MX4SUpNvU0lSmKD&m{&fhVCDBs?Jr z8LZ3q+^0Fz;JK@K8;T%8>mdXyu;|17hB1G%jfj~3Yf$0i~hnum`>RD{^2LPZlr*sQyHalk*OH$`;p{n}?gcYn^XD3q+e-D^^4l(XKr&@^~u&#Mxq)<1l2QoV!N|NVlSRR@I& zvSQL}38ELXl#7tQa+h&}Fxdd#+yTXGbfw?SOD}mTOAiSDwy-lPpaaRZw*7I(n%r!f z8EaJ!QKQ^sy-5_MEZ;$|7|}O{I2uJ@NMVCW``6#|W{dw?t@M`Lh^Nzg5(1WujjXe~ ztqd$6<}#uBqsy48Tr@b&t>YiQ@4Yd}OfX>L-(Fs1ux$W6TGtbqM=2|hnpH%>US|!0 zP&e8)l^ia@%aqfv^?&P#K&JmH3PCa2QOEz;lZOJL#&1fGe+3NCTtM!>lH?{Qq61d{ zlXJpVBdE0gr~BKU>iS*Cf3*Pz1grdiZ%`_Qk)7Q3_vNTSr=?gw6b;Y{{)D_3`r7%g zMgTyw1phFP{wp}7$1v{FVhjID!|+^>tD7q47Vwr1x^213+yy!66 z@Qv>8-tOFcH`D~v<>=^b1C7r;Zq-q8t|V$M1At(C`}&TAdV2os*S$7dopRs1DanMz z2Id8?5A9GJ`)K3A%w~F>1zZq?O3(4Uh1WUp>m^aF1$q1Ww?9H^m+siGu~IC5eHZN8 zEcEK>ekWoX0b^_xl|4B6+wxjzbmlKJVVl5crb7et&~qcf<4t5k%JL*a?f^A$ZJhcI zAZIqg2s1x_92MMa6_B59sy|#Np1K6MW@t>8v*>tyICI@4(E{5N+`k@Fv+Q((?{`XM z65eIWyP}+?(Xq)*Urfad3;9PLu^xX zb47z0hGGHjb`T~#_pF+3e=uvbP_v&)TIiTe=pa1r(Ss5y4V?#pF|2<|yu5NgU(ueg zx3>MY_aiTD8(srQ=WZ^^MZ$(ckTA2P|Vuy|oR0 ztQKkI>PEzH;S|&(a;iQHj>ozVnqhTVe z;RVa3RPoJHxI$!)zY6xnGv%V6Q1%9Xo)s0Fz6wXql>0Ffq&=~2qMYWDv=%y;e_P#! z%blXC6;0-qUUBI4{vNWOY0VIATt6cBw&zt2^oJ@%$O2qAp5^|N^#E1_lr9WUO#=h@ zi;oqX_qj_=Eqc$dohrrn@F@C*Wf(@kY+c;hqX+RzZp;V0wlP5!=WT}T=?~#?Y4Hp@ zD!7^y5IK6JJl*tUq9*9&N@-d5Y<_#{T!m$S#B;cKV0`g(R1;ue)20@d?cUq1poPP~ z)UR8Q>&}C3u{4|5)+iMV4E{-@>iv3(-UM|a-ILi4%7TwlgtBu}Y_$FAJ?I0Gk-v z6%;X&WLRr1*P+;nAn|vr`n$l#=z%sSg&y=9i-5q*wjllw5^*JTQo?vyN7^Cb2P$Fv zqT*c4Qr|<3y1NPZs5!-NmMXWgM$`SOX?^rbA*$yg5vY$A1OH8(h1htZ!{=$1v$j$$ zMYBITi2oi#UAB5b0&K{y8CohJ!=j-h6n!y1)X(0X88;$R8 zXMD)_i^S{{&$q+xm^0)hmL+l%6OM%=$IZjO5>sm#O=z&09~4A)eJvv;lb#I)bG=Xe zsX=a#=X@x-UjXFAU(zLCbMY6(hXz`K%QB^Ed)Bwr%f^R$A6x~zs?vwJ-`&J3#w zpIff4QPL{Erxg*;@s|fL>_fre{0?E7P+D65UF~Qe*=hGtq}Xqkd998LFoA zvkz#K{K{9)CXKj2DjBLyY(~I^X_na{nQDw;SarK@(!I9*{h>-C16px)K(X1`qYE42 zdx;o~l4i^GpN33kqCRT+DcwUv{{`LC+9;;taZ>fb<9@-Q;gReb?Gv#rB+H3TDdp2x z+)DY_cu|Fj@3N4sT!OzJcm{_X&CT*q(2y%jb{6VuL?0FAp~+=^3pVa+OA72IC|=h6 zf=2>!NS_;=v$@*QtYD`e3R0j56&e!M{~u4M`>@(=&6iv&==$P*o4 z&>YM0wF-MUL`}+t3iiXUTC^hxNJx`b%Qpm2YxhiTVT4XSu+4D*QD8kQ!*6%l8DBwZ zw&?P*fmKk%M>VH-gwTMIS-N3%J7acXGm*_?=r=Vk$#_oy^qp}h*1TqlwH)l?Qp4V+U;+Kxcz_N!Z3)OSlnC=-n zAPl4S_1M^;TmI4Gb`ZY}BKin;<=8C-CK184+r^M#S1E(INGE+UhZa-hjXC~-}k27FKYYK0FXptruN$b7NTu`4v>6D=fdO^?DQGOb+qy{aH0G0Tlx#21Uk zAIlAK?)mu8>0|VJh@O^FRL*GBBgHuP)cVJQKYWTlO?j+6%<(a47?m96 zL*d=0CH_eb{-9TZ?%=0-oKhd=o&SqYVhb*q&V6e0)lB9)j8dGls0EbKgr5k(p*GBOJ!*d{o)UJya)Y=(kUu z$G`Libn^4Bk~RSfa&w8I2NbA{)+mR{!d~l>K-s)j*FrhzhSj@(?`6i+FuXKt%Mt0; zeiIc6cPJrv8sUpqwlqBH=*QuS=&6)XfMuLT4)QB6eSWc(U`*gJu2IJ(Pjvdnc{qC! z2c0#fwroXmU;t2#ul)tzi#+eHx7|;5{4%%^eU`iXJEF6=ynizCpcHsh<&M#Sm?nBOX3M_kzwFAtAZM5c;2$1?R}xb5D7tw zvkJ+lO5Wr3u0KDwwK$J7ef#u&e>>3ZwVFLTULLhU55kTtE&@QPCNrIqEzk7gEm1I% zem4bNLp9Rh=&;h_B)JMg!Mk_|K|UWe=5SyCe54g(oG@~*+6o_diTdO=rJ9+Vkqj>7 z==SDI?|+EtX{^*|8VWA_JYGuHvhxQ^P%90+XBJ%+eShos&kshP-co12QRL-K zp^S7BPQyfKDThT0hYSVf`D>LDyIG+Ps5DyNzR)njNbmT)9?dbhEZP(wzwBW5=Xzrr zeK19fn(U(U`7N(IYl8#SsyU;;?Z?2G%_XxX4V2HD|2qaX)w5ht+}N)kFVy z*Kl0J7w_H;JM--&l?87P;Z4mrAT~&oTPKkp^wiuK({5DW5kq(b2ze6@%jAruFigkKfY3xk+oyhCk}T`<`555CMIq4gS3{teHoZy56rrl# zEv@&bOHUeJ4-T)RepR5c_=4pAmsz>!*^E7?Pmt+dvCUpAKJJviC<6iqgryxZVx9NX zi;dd5-3->PedN0< zHtAmWCT7rM$`zhD4&^m@*0ilmVB|HXP`DZE__IQG$jva1am4$@Fjy>$Z=}D?i;`S? z7k&StR+`5>e;losYf3xZRldF4J)73=&~Tt$ny8BcuTNa1GD=pD+975zYsf`hu`;{B zZy~EF4)mLIr`Y|uj`%Y|yt3no0-G&jj_mUzx2;iqnE#dBRZD-HL)|qul`fx#s0R0+ zqMRC8MtWV^q-p|0%Ba|?Y@}KYt^k4Iu3hfwIZ7eJzLdRZEZm_+sc}({&P_ z@PcnZJRhs{f)SBN26xZ`IW}|>fMSqKS|@&rpD>#!uj`Q&sXN;@1hhwJ|G)~TJc`B| zxVK@C_vRdL0WBnit$^h#g42sRVL95*VEQ^~EUd0uTl;N)7bcJmSDJg*r-UJPqNZFi z{hlH^ihumiRG1PKtA)N*WP4rx$SEEagof~3zM(BLs4ZJK-ymupH|zEPlULhnSeG45 zMm9AsIrIp9M*yW1=n!oJ_h)r8>H3 z9=)rQ@hRysuVa=~6SzYErQzDBwR!aMG68I*OLyZF0Ium~$tHHtieoETdugN9yz0h# z_0HT@Of%?<0&A1TcHZ(NkckGbF!mm`_?cmlh{bQpSP|Fd5AB|aZhwxAYlsX;mo6*M zT2n4(AtsjSJ_}=vD`*72hK?{VkECpV%D?$rvXO9j3|o+Ja^A1dZMT?C`qv9oJ9Rg! zao221OMXeUrKv8#qqPT0uL&N%%NhaM&(Wue+_!x}|C&?rflJTLH!S;xVrvKXCYqaX zq+?XyI$Oirj@L*5gH08wMQ8iCP|=1U2s-f(gbz*7xeR9^q)~u^>VALEpRP8_-DU%qQj$-#m5Xp` z*j}o(92AU&n0G0mf^5nRWYCW0Zluh6RBmFSN>k1dI>LL4ECEuyqe;cMyK=0v}*W@WC~dc&ObhGBsV(8?4tR(Hw<+1Z=Ed%D#B$7_p1$l5Wr zB;LyupG2Q^fl}-sLU%#meO(UC-Jxy4!h4MaExZfXes*0T`0Onpt8D4j(c+IfK)05A zYDrAj2}k3|yLF5zieT3%pF#$@=|tfeOa{a;+z#9ZZg&#P-}wzoDqV}juXzs{!|*E> zKopcvACK)@SQag59(@ZhFXKoPuTx|DSzy!z2FuZ!g6BP^%PO}d&9_&ui#s!8w5%H| z=M!_ibO`2OgGYVlk&FutKK-e$jYKDoUy_~M1s1Cd9Oka;X#5s#nm#Wn2W5s@)GHwoty5sOYpSYfT&_(5^j;8 zWUc4)=|dbPd%<_dBiRxL1*e!j^0T)*Tj{zjlUuK4^QNsb;Pft>w6EMxyzHILu)%!? zJ_PdzXTCvxIHs+a~9ra0=_x0;B>*MC%Pyb$UKf1FTr zK*^n>AUVubj5O04Ygmz7(d;RxQC*w7a`J5ftwn-%*5uqeoHS_+ia* znP4`qBRvdG9=#GuJERA&_jemfRLW$S`%L;F8iNVIK%#5O4*{J@mv?n$$n)9bM^}u? zY3vS%W~pRvKIK$+Io^FAd|c-#QM zuy!^MZop^d+)uFo?of%iY_ryxf2b_(L;MS~bT0T~k?6#gXSQLCRpK994S z-iR5lG(6kFWAgvaVwmTzlde*PJ9R|pREmA`aKS=e>o_aMTsBvzBk-it1^GAj=@+Y~Uc28#3Z{MbID z*4-S?dY)NR5v|f3@hYXBE|v0&!}QNWX%SMP0ui|{wvR+-h0EE=6!?6K5VRLGc9BJt zQ(-1yBQGoTF6ZCgoU{?SIGFsiQI}(mnlfoWjF<01rlq$%e++5tSi7)#lvZpII*`>a zg13h=-RJ7s@NIDLPx&s8^};VUfwLuMjVY58C+a>>2v_j~_+W0-d5OH@o)Y2bG_b5C zlUcn8avGXtpRpxiKq<8wPWh9sM)iJ^Y68+a%Q}p&fJ0yh0~eXqpVdoRGNy#~6+TNC z#T(cQQ+DdS*}6+nDN?=U?NawYW7s>I6uj-s2ox`m~?QA642j8Bx>22O8uFma6HYNLYrw zI}6Y2_%PPfXkl0!Bd*-={lWrF%&YU&eWMco=KkJ?RPmR@u2a3BXBs(c575aj6j3X@ zHo$@EN|*0M>UK#ur=x>$AJu7`pHPOKqZzh`_$8k(_3fz!U(fx!}_K|rGXO`YCH z&hF;1*Y8?;sHJe<2FYAZ$_3}S(0^OH%9lkt`Z^2RERSzGKQ-HZGv5VUKR^Epyw@2? zkszG#LH+qYKCk)}CHF^1k~EF);T5=*h$)Uch9`XuYHv6%`dmV(YEmeRj2*IgE7HfA z%Tws1P0Ei}KBTKT=@xbhr1RFRxr#-CD%R#(Rb%V6Ex+;|JtM@v=1j5&c810}Dr-`T zcqU1C?p%JRDjX2-;%BL94g#hf&6wo*o01;_u>9f>1Ut+{Wm z@?0CcQjv0Ik4XG6$Vp`;qHf0q1LT9)o-`ahP#oIr4Iz1a;=?>Uug||+WE6R1yiCZ# zsx0CAdGYEiANz~Ew7Dnz*25a@s1-UEF zIF9WXK4i41^Bwm&iB*0v;kYATASq*R!tzyrD_?)wx~a*I(Vj&t!n|(H?IEyrz{gMX zGJu%TQGv6g+%_F6RZh#cqb_?5zPPh-vZ5k#K@;RW65d1B!*v%_Jzlf);JwZz_@bt# zg9AoduX`0LCZp|S{Zd7NA~{}0$GNpNe#ty%+Sfss5|lT=E^bvr|7Xl2plROKZQGEf z?mLa_k)sO^4`oPsMkgOd#u@bwQ&Sd?SXgzk42QS3$onx*onO;iQ)S`<4%B)dchr*g za4C%|2Mi*OxqDqUXIg1Q$v^af2$(iyNC4~uG}rk4UNXR=0nX<-?86* zSX6r&n8+0*Bn@|ly;gpGKkHq?&=ZC!=QZ_!OBTquPY1y8YBz3B{hNizMJMWI@4A8g zWb4|WIzY}brzHD>C>%`Mu+#{MI1+R83pv;hQUqx?&09QsZuwz0cMN9(^b?B=gzukq>A*9al}HUU!i*jXqgx-9D!o&}0}SrwCD{x^m;-QO~haer9iyERcLpQmO7lW~9@r&Z;tz zW~Cbi7Q!C30@h}^b3xjoI;3|QsbD%K10X45iNnB1X2jHXS!>hR=H#V!W*U!!ahId* zQx7Vij~xA&vzjvy0O?9jqCb*>^+XBRUXFqW@oCBeObbpHean@CGeV4gyc&x?_{qQf zdud1EV5Tz*h*GsNqHMlb=;t_`H@i5O3C)rv5bRfRqA^U4%nbiVW`W>#hie!ngQ;Kp zh?~T6j#TSi%8#`J>f2%+U7fuUPN2V>;FI!6d(k4pu+AUFb83iK8d|@g=~wJ;b+JNb z8@S7Uwx30riC_ZhiU(?f@2as8ZI&msJ!?+vMu5lGi-ScvnN2;fO7u)tQ(AeWb!01C zw^iE8__!!uA#;9mih*d;3NHm9$s%w1imaXyrH-b4TAzw4;W~4$gD^Ian-{ofblQbl zmoCtDQ$@hl;MYm^fe9jt0Q%_ zf!z!ZYx}0hUn>bn6N3xxSokrG_xx&7EpSq05WG~-xWC=WGeaagI{{JhtXxjD|2A)I zG~V;#(*kb}M1HN5k$IEj=x@!7;SC=niEfObDJ8?s2YQ}f@=Ku0*^~r7MclAGRsH0* zN-WXch;UXyg*j?! zP~U#g&Rbo}=-2&#l+RjG@5dZX1AOF-RQbUJ=FAG9^bjDli-w6(^sw(u*}LX2McbmW z^}wRT*%A^UEImhy%V)ru1|+C(q{glX=SeRa0?o9OdF||&J10_l<5V|%6Xu%SajqFx zK+x8o(las;I8%kIKDYYRI;Lg_?o)qG>M7&`E!~rn>6!kdD$m`;n_{@V)Nzm>m9CWa zq2IKQXiFJlZ#=$bp;7W}`-fGzkB?b>s^vXsRyu6(OY7XvKlKxb#TJEpUfQBR6k;~t zQYFS|71qd@CQPhEw-rp%rQD$onmSRgJ>air1$6M@E79nKzx8@dPl*s%pX zNX4~tmsfFC4C~V3!A-!uUcc&%aK&&7KDAhgBsL&Pv`~~DlyFf;EiI(0jzg(uuAW}uhen!8(_Do@V!Il|!&IX)r{I7=nuO>x5lfOua zzTY4|$v33=`$0cwtmS>3ceD!c6~y%-WH5oEbjj%(H_`z%?eF5k)56wgE|PL5y#49< zAno@SS!d7pc1l$p_sx4vW&0R}c&i4O9GGJ?rtJ}fR4>cOBwU(#>aF=JY}T=5Y`KH@ z%6y*-pG}v(zObJfUjsO4Q0}I0vGM4|cMLN$!FPuuDm6hATj`e3oGGRXU7^X$1jgG= zU-235X-6>q@i2C4V*))*g8uxDulLCQlE{bsIkn#97vg?`FguC{STyN#37mU&Ne|&V z@23jXY@!KX;6$J4gPV4L9P|)+aSnq|9uzZ3Z#QTqI!5f|EW7$Pr}36fd?xH`B~Edc zD}>V=qhCCI86y+j=uaj?;nT$WteNJ`(X$FgO^yCc?wQ|7AN57NN=+=DQFVdtMQ;)1 zzax?Y2Q>R(W~>o+Q7)V!esa{nhrd5%-Xy(WCG%Hqhd#-Hc3MV#&{wy?w_MNN$)dre z3t-p@n#r8Ug+!H(u`+qGLth`__cdC4Sz(2@k~x#_q8|~cb#sk?b*dMpHAL6NWGd8M z5sx%F#0R=!md;Gq6k05eIxO>`mS%rT*iVO*pJ?$+tojW`Y5!78!&CmH%A2ob^h-Rl zyV;L&bQ^wl@Zk4h5*u>?18dWrEFv*w8cF@>O+|dy>(?_B>GR9(eZ%P~klwXBy*5wM z1ty#hZ_ZN|L?Z}4^l2AHB{wYZY#hl+SP~Z3^OGbh!tI9XRVk-qXAzD@-xeKDDLhnzTTX#=C>X@Jd?&JWf~@5ed!AsH$Y7ikk2#ltGt0fzNCaXq z13yv2EZD(CX51XV*laxNOs_xklkNKli053_k_fQokD{*K$9BjJslMx)6sdUQaxMNQ zDw37lNzoul=m%nxoxinI!D0i{Z|{d|xq_At{aEm+H{bWZZTjw9QUmeE?xnwx?gJGu z>u={Y)lONfvv!J#GMpJ$J zIi{hdLLUGTlc`&_swKfIi~Y+@zWrH8(_r!}8QQ2`8OS-#V zO4Zw%rRe0A_+l5+mW>21(Ku{b-QzVzsoeBYF$ z1-s~;Jwg@2Sp$$vT_Tgj4(IBv6&iv=1$sGcW02jHCI<#4!NkymJ1*>%h=H%seZolq z1H81iqkze|yUzV88PHUG_3MI~j%OYjvx+fb5D=-DI#=J@G038wQc)>pAU2)%K4E;f zJgp@_k%U<L`2iQd5RP= zuI?Ie_^DDJ&A8=u0ngd1)&nP4IZ}C-Daqg8`ivX?ws5F`yQ#ikm-MecN9XpAIqE2$ z2=RMJN1hJv>x{Q%5P!kEi+1#wIaeYUG=vrW*Y0Vqz*fj(M}4%Z9$jDsrpr())Q!L&do3^yV8k zr3X&#CW&)sE>wP>ekPhYcSq>;Tb1Bv2Ivqce3jIV&)DF?kg{pgrj(dF)AHVg*_}!K zZBgJVf71f%X`cJUgmz-?+|15rQW>e5Hsd{97GuehY=q7YNrk;F2lciCby|tgn&*YP zZx|DL1VqKDb@Um{oZb%#s|Ms8n}>PXBiK+7L$Jy3m;fq0as(Q)VWiv&a_;M(nSbUEM+79-HJ!SCag*^#sHweOdBAXym z+VKACz7w$M&IHmj?}eGsSAo!}9=NN6^j*F5(SD!MG3=wCQFbP$+$)vkp2^TV9u+@a z84W)2fs@`p_i^erfNQUqcR|$lx?R0XFW&5dLRo1+uYx4}(j2*fS;Yk~@ORLgCl$Cs z2(!s)p1kr&-6KC840cs?)M;%uJgO^!xh6%s z@>N+m#F&(IrW7&N(ijl zY|9fY1j6!p5WGUI0l6|bqRy#XF~rXg?Xzldx!GD8s~Ub7>vhmfIn4Ut|T72W7F=6$(kef5iIys4O;Ms7CuIAa6FXM^_#QPa!AY{v8F=fYy{+ zx7<6M=i@R|Qw60jW9R~&nJ75gW_+h9t1D^{l7(B{h7;p_*&LGul8tTwEK#-iw7IyLGywBc^}BPSMSe2XFlUsD~w#2qKEc*8Hls_ z9Ytx6#v7ayG0K~-vcB^p)OZ_ zYKj}a3)Vc8+PZmTt8w5n8om(_aQjQu$L<1AdHR*H$Ib$t8EqLR&YZCMO5ioWA>R99 zN|a#%tAG+{JmWJ&I#GFHZ)_Tvqpt|9ry5~j4Z|y&shPO&5)B^ep4B>Lw}axOx$Zds z`0=w{D0I$b;-K7enrGng7Bo34x?p?kb(i;vktsgvAUQzrm>9d;2k&3c&+p^&A%3rqi1zq6|F$?PVw=GU@j)iN_>IqvH z5{snNA7t3#=nMD+&ipvcll*!wugIvHWPauO6XBWMhW+5eR95~j_U#95FI=!9P{W`K zTno3CKwRLKGLh!DfKLuC$M+=}_Sjcod&$i{v=p`4HDg3aAZ5_QBeMcZ-naxcOVeZj z53%<9x|wh3vOg9~u7g*+lMwUr4kJGggOj?rSpfC!jS^YgqQFeACp@_vH~$4?Un_`E zO=X$#u;yochT{FCN|Yr4HT(`TZ;mJi^cZTZ(D2dE&pMae&Fvc^qX}bZb|4#&f6^LosEtYYO7z5Ao?twN>qxCpN@?peu1WDKJOFb4aVV)(yfA~ zP!WK%I8k21rh5Lh#^guzrb=vjJ|?!+%ha^)l=rV*s#Gj<;S=IS=knPO?-Q+;LXw>m zE87)=uY^^&Wjd0mN3j z=*WLUNJCVATE*`)0nMavIS2fXHNwS*`Kx4naLYn0l^ffGN%yh*@6`XfuLPyG0hdLV_{b3wv z9jf@0xv^f(^W&@$?dUV(7-DN4N>=4*gGrIr!%A3sR)myM1>hk5iU;Q!)gmb#FKeJ< zIV1vPd*g^TSPw`tKy?3blXREkpzB_AwIQg2lcl^9tTeWUyQY);PaH1-=P?a)!Y(8<>Q1=g&?y&059V*-=qdw4Xzkj(1YqQl?Uy!{@W~ zHQEWZ_9dcurt$!7RMkO0I5U(e>?ZpXx&f4Ii5>SjM*z@qTS3XPQZk|ArP z97knrUr1A`VD?F0gshQMk+v050Xy80FIy?dAjstTCF^Wue@4v?3Gg;`%uup-1H25W zW)ps@2mZ?0bHW39! zdwj3ZB~UucE6WC}+)N}IJ1eFoW(^A8+S{7Gph7i!w5-u96uI?Sd*J zhSa6Ud6$ehnbD0+y}b1W6{^QP%0%4;CneQw``o?6!((Jur`e8nUT?VJS2o7iv*0~u z!SEJY1HOJs?F-i3QjOU4tporzarG)qX!FcN`x;>{li;EfbvgimXhZpfKq2weECL4o z*Y#Flk)d%HGT_28;^`Nq+*-N zKp%QR%Q!`9PD)&_Q9w@7aBI)7Msa;*tGT2V;ar2JYKb+V3YF=;0Ls0wu~;)Cojk2VT6 zYBqx-++Gp0-hi0Ut?#R)g;YaXLyV+LW8=_#X|A!jRWf;G(4bxSd|pD^8kHmD&76|I z2ezrFH5FrjyP|-qZ25Zrc4t=31beCq%?o*0iN^iN#RPhQH5b8HHbU}|)YHZ!VvX#~ zOuSQ1pM`Woy5PF2skalZo(YBBClH(zj6kFcO}VDDHc`!y2KN1|(ZsW`t6jk(~ z!sh2(XA+A-_kZV|{zjvV2P|u7z1Z3~6b}iglr>&IpItnEl+eJnFeq(OClMH$2pp2} zSERg@i6BsxvE^-51yjR@8h`#TyeOquz47j27^lsGhzfft*jVH}H!vBFtnq?bBYTKa z~^V2!fe zbpxu+Zr2(9%VW!1Cp*wsj>74UtA#Zj?KPXmtWlrO8cnAiPQ$RW^U}09I`bQa-GEs| zrc_0^HF6Ot&8QJykIS+w4~A9Or*434`uceoLd8Y4)(+1$?X`8cp&!{WEGU>N%|=-U zP2SADDA)M#_v1{%FXNddNy^2djWmX&vzlha8n%C7HB{Gk(cB;O{&1AMyzHGnVh*X< zE1}-jB3VxtlVxCyO`V<%jfL!GqEtLe#yPMGopI`h&)SZKRkY45uk4EPN;MdTNiVDb zscD*{QjsXvI5?TwF(%P1lx+=5yRcSRgCKQvC|dU|q`_9X>aWh*&>GIn9~4jpI6O{h z%=%l?Qf#FZofyTl20T$%q%C(XbYMUg((p#!!0W@T;Q_LR&f@k+lLI*el(;LHWFpqM zfxQCm?0~9sspC{!=s^oovm%<=u#Sb{zm|R~oNqms_eLizn)066a2q5Q_eWFK!rash zBKt*dbQEIBS?P|#JlLNYqAN=-P04^EcR9Y8H6A-Oj@dy=@fM}G9vY*6g|2s5HZ9gD z@`yEf{uN#eS^%4Ml~BE_jv>*RPQll6A*^xF^x@%^Wj56aVi95uEn6M3rwZ9@uGOlL zlINnit>m(+Lr1wewaR1i!rPOKnaftIkN<^{_1OVK(%|l1$<~~rb-#@TK$!=tpC(t< zC?8n7)#IhV?e;OwYp|Q96pfC^oTeGk@AXwHnv#I(%4%_`-GR9V4rFAP{d3(aQK8Nv zZo8RG)(ayPap(F$*U>B!kHA_1Zq@R^ZDk#%FjYi(hmKfR+ygH1$;68?w__R}K?#}J{O0yABT_S5LS7}- zgS08tU9K$IbQe>QFUvJ%FGH8FOUXQx&oQ`gM=aknXur)P3L60!@0&VX|w2Iui_7n%5{ta}h_O7+gqQb(O$pr(_gELKy z1XHEdtr|5I{lW^>Y*rStM+psw=Fc^oiSTH6%6&jyK#60jKA=LconP9U7B}n5rzbNpLvVD9m-dy4OWbtq-DxMZd*+v>rs%C2{oDv}7q^!A(OeGnqBM zETDR<@p)~IGZtYPc7MbR17;LyAZS6|Ui6+JVrrS;-0L&M;B zuAx@a)d`>|LJOqQTtXM2A1txuL7E%q`i&VtZ*)5*bu`S4w%IOidda?cyz0sE#dw&9t#7yES>eII{+I!}qkyFFUL2H;D%}gg(TO zigsRdn-7~DcFO>xKt~}sfC_tP#Ol`c!pmIFDXr~r?el<+DzHW+W>MAAElIlPh6Uzf z_2%)hL@{)iYIAj@@2=Z1B`qg)Ve_Q{)no5#II>Jfts!p@$e1v{U0jw?F zvLiI^G26<~JK+uKd8WqcfWf(2Bx{JLHnJPpnfh&ZqV)DzF^gB17Tq2oZ}}6_unlq9 z7+}1gB`2tK_@RibIm*yu#wfk)%E{ZTVK$Ffxw6yoDy|e`gKVWI*Qi8MCF?nr1$zr( zjV$IUC6waECFSZ*GoacY9oWt&yz+$MBGxE-v{F^?+6_#@+ht%t$M&*5;HCho^wlC+ za2kHc;n%riejjJL09K1rg&pzJG(3=o&_-ohBj+_`xhlP@J^?w`J~hE;WUqbG)0faR zywH+tpIL3UI3;T~Wi?bDiUpAiX%re3W-josJgZUL#0cHZQw^w2@aW(#aie=!ExUWHo<5q-Z%SEp^M5|&&@OM_7ZIM^qCFoKzkpBqNRi92P>?x2Qc&Upr z%lv5uRAAMdicYGo-Qmu&OKZvK2A33 zdFzNavQty><-$Ot&@5a`J_RUdV56Gp@Lz7XgljC42j7~!h=m=JXy{fYE`gRZ{7`n; zfCH+qAuzW)0juJ`>dDai)7jQ4&rP+q?OJUX*A~ngoqVG-O8U}P6(rY~J<))Q=U;K+ zj+%2>m`XKg;hZZ}dCB#QCKjdVu@x>Bs5sZ?2ts>zD8!C;ZDmnl8=mt zLex_vv7LoU@uCn1DlJlJ2TdLKdCoyYsVeX74@irQu|W-u((JU4m*i=MO1mgbPQm!U zLmSd!6#E<*P}dpp&LP$g;+IubhrQYwF`T9YWrz9MeT^Rq8t9HrTVPQ~h%1uO{FZf9 zIFpx=QF_zE_AtBAz^$!~G{hQ35j(U|{sMQd0aezT;mf9uSYxeyjqJ?UM#|FL!Y1Eb zvL%2N1q(-lvuBWtXvcs`o-$e8&c5waz)@ABsjEVy-`WYG(bjZ?A5tBtQN><5x#rnA zdDuzHiz3FwVflL*MCy^<=Q-W*&p#Mz@X#GCfaNu;+}_~n4J=+Q-%}cXeN9t-(IssL zw$FLfmR7;5velD%OD%BI)22<#KnGhRqMCxQ=Yn&Mjc~?^BC1PfjlVh)Dr)o*VJK@z zx6ceRh2B9Wi7O43TIE#LnS3ZqMF+D+({bihMhL7?=tN=g3hi~*$*nS_Fk0FwH!IYv z)~m>sIx35fz6w|=RogO*_eo#l>9U3xL1VT{NO02Y0G9)rZAwR%)D54*DSLhEU)o#R zhKv(Seb>1Lt#G$dx6Xwo2DacC9@dG1u z+Cp3TEjN(mywY>3=>DQXU|7<~gAC1;E!JReAl8TmEsDH~6N#>sEhphZW|EQ@DuayH zo3|X@ISH?Neg!TgL{2-6x+Xl)Za8l4V}taRPF6++a0vO}^1wLlMy@XQch}eO%3e{H z?BBh{O|NWY*fNZZ}r;_WXo3>3ALq#8{l(h-2mlMJY4p`DQO;-oASlXPMYS$dg{FL6D1zNehRbH*JXoA+>Ox&bcX zd_yijxL)I){d?r2zGdxTnz?iW3PWLyeVl2yQ-UhT(py1A#bPQs4^6I7#TIQCS4l{v zO=sh9mghZrcvS7A(5jIky3QK0!c?fDKu+#mv`$rjsv#=@1h|FjLCmtKDrS!&5B11ePIdc9xo{lR2%%`HC(sK5mg;Bi^^ z+3bcy0|Kg19av*sKR_u$Ug-t*{3;t#&4fPG$gpp@2CGFvd@pvf?QV6c)@G%ML&{RH z(e!TtKvfMwLsy#5j3V&Ret<%a&()1e!m2=ZMbRPx+aKjpvVGTRYG%F%8w~c~| z-VD}knc;39lZNUFi9MQleI&6470%+IN;-2UuaW&Wl^P(ZQ+n7X5bC#zh%ls>7sbJ0 z4Ru0^DpVF5Pn0#t$djl1GN~SACVmm2$doEn5o_G;C~yL3tb5obW{uundkZpH5+EC@ zO_=g)P0ePfutrfxhCxZU*^fM%scE`hBhaefR=J6;Oe;E$r%Ew63v%0CDB+g8xU6Xn zB}p1C&H5tDq*F1h>bfcDfOn;{Pu!4X6=bUg9t=_PD(oAm`Z|iG(YGjKO1b$V-SF42 z#P8+vN6i|t8yN~glvBv`1}{ohtB($ATnE<3+pH0mHEjdHQViR+$4+g)=>)chCu{D8 z6InQSP6;;}*pTjbDCG)2$i}9g?Z|BbcSndGHt#V!Oi2gqe#@{jCfZj)mwL%Hq+-Sr zmEepMuKXc+uX1e-TGrr|ONCvK6U=Z0;%`SwnRdz!PS0<<3ATfc<&s!q zPOO2Q$kQzoXpyrFY!vF3P|RZ1h>$=y2^o3Y>^54X-8RP*?NJk0gL93h(QvAz7h%?r z2dIl^3srV>r!_*X6;$RyH)0#%#=$U*N*%Ok;QCqU!idQn&$d5IL-qN&hez?a11jPP z6o`;hVZFuwGE$J>Ze%D~O|e3iw^_q~bPGa}vXh=S9vZW}j3)Ga$aWc@1xJkcOErIx9TD^*#>N|CCP zmS0s#`Aq%Ti{Ki{C%(PjOHHa38=+9RsG_YnqD8M{Ax*DTu{7O{4r>S_J}B3Cm2~5& zM+ObaE|@iRlec4a6)_4zgIOa$;F>e>o;19dHN=mdc3Nh=qV$@fv0!=O-UTF`?A12s zfej6)L^x$~4Jr(^JVhdGR6%)LDMY1$CGD{AiA#VsxV( zuYf0jZ4BsSD5K^xMvOE z4*vlzxoqVckcD4^_`K?ehUOaWsSQf5U0Y&^`z|Hd(0Pr_rIBQJdje~WKL*bP!bTw; zRFxTDvWDq#XQPM>Zu<1LO&Q9Z)XRvGVa#Mpo3vEbwLpV~!3@oiIOm}?UbS~?#G@Cg zN{`+~ZMVsn^{u<~&`5D9(-rnL?u^mS>FsbD*x)I@D){RZysa!O z4ya~5o5NXvUR64sDx^{5-Bg@$(3rjk_x_~z(?mKdsZbT_b;3bjEK)aCp4O;PdL9)| z9*Uu1)!M11{ln8-5xM>x0Ksc$9&DTNGI{>b6mP%L2G}iR*!2-#16CP&)_6wUa1&77 z%0K9O|8|Hq+I8AkQ+3%1sOl-R28py*tC~eruJv_Cs=#wxBcSV%)j4DqR?Zkh5u-=9 zW1~f=)%MQEMIJR#nj!sUoo}*5D!j^H+klFTWjbQPoxHGQGq~)C%&@S#Hljzb#pX(9 z2=lPgug8EY*TL5&4{o1!>&-(dR9vI_XQ1)(H-ZN3T%wT1We0(BDAz#NnDwv*t_}B4 z+TJtQ*Mf&f;fR(pU9pA=3skhdN#Wt{nTIl7>6P)?VP%G}MmQy_o>5r7GPl&WMI4Hl zxrRIjN2z&udp^99T!YQAw8avZrG@E=APoshb8Y@nY6^7LD!(5|>HOiPZE-&vLK&MJEEoG8i zgXD*`%{F+<!@(pE&k5=F`Ok1FG?lz#0k- zN243`QPjMiXUH0Hx=p#pEwILcfJ#^+i!|xSa_Kakq&Va^Cu~SKl?B$gcjHD-rO!gt zGAqP|N_`6tED+!!ASoDGTg@t>jj+uqXTh!ZHPk1)l&(f;>c78))9o&w{m97 zTI0xxx2m)o-ZE*6y$y@}kX$jQjnK7knviQW4_=NuTfA>?jeB$&Dp_MmizhSsi`h8u zNhX0h`g+1s7$5+%Of=2ppZs5Xp;0hvIAI3N^lduR4zK3vaxwvvw)L9(8nlEqZDrx< z(VqGOW|=Bk;8#f$MJ3#7W~`^G4nXq28imz89UQCH!Pf{Fe5+V4H$BQ*Znm(ZOS0!Y z+KE;fHEtOBtJKFZ(%gpHl#H0@PVqzfsmNDE(+n#Zc^GS4B*o&V#|(|F2tq7t0C8m0 zgl0WDlya9K{K$(PL*QCvggbbRds)M-@}nWwOm<$T*5o-R4Sy_vHF#bFEpeShRQK&5 z2)V|eL0=fLMzklqXZfpMw?)%h89jH;nZ=$u-85XicF5PTv9<}nu|->84Rd0fn5Z&p z+*WPYl$P5@ZGm)({FHn{4Ccx>Lzlhh56U%Oy_mfmKYrycw!R(fZ$V2%AK{1}ExpVf zuGfHEW3vmn#_cuB2=nTz0fV&3P*yU6Yn1w}YVL7F^DOeiF z?R+>dLhf0WBU1HB+^3GV{L0=9g3+xH3aA$EW^XzX)nn^x$bMqSOD{4BuSA1OCL<}0 zx9(c(06`T9LV8&P_Lc2AGZ}Kt&tRsH-ZdF|x||x;*za}aK&J(A1RZbN0~=&x7#z`O zwvEx3!&Wkat!8apIc*iFN>y(+ZQdw#Uc8LwnS?d4!@`Y7Q#96@)k;~TwX0clA2R-$ zS4B)WQogDVxFa6eGTYwhT%Nf%{DYAf`tNGx%a3}>kD@8^Q4l#G1ywFxVXjdKJKSon zaf=nI>ps?ik#QYe+HQNTJX=Y6-C~V3BeY{el^qMJU|@sKJ0c9;qro<9vqGDHRWEe} z1$f@GGoTZ6G(lS!at)prmw?{xag8ff(Ke{6YG>1mjYyo%25qwGH4keKRM^gTx_OcJ z`&yL75v9W)#&z)_0o5y575?GH57Q0bnlcidc`yRVb~_kQwJTA#$QtlM{<_)qrs2E$ z`x^EmnDZMUYpmu$l-}LvmmP=3TZBeX7gDCnsReo6n#u5@D_Z3R0=Wrh+Pf(louU>i zktn2+tw)V+0&Ci=p>_>M@2hp#c=LCtP#LpMagkHjD5A2Kddd~&EGF;q`guS=h3~y? zM^rz`2H5BV4Y>wBP1jMbL978U;-|a5xmfE4ebhaQn;wwkq+mk@-EcdvK@G`>IkI~P zHY({gOW0EI&hW~Z7Di>MXh)=EyNA`>V!Pki(bqEW`l$xjUY9A?5aDfmR>UM4nuiyv zovngqy~u+kQ7o%jajQFLs-wTbDaXTFeh>NlcLfc{UV`^K0@hfe%HwqVC~MFvzunO; z#bI=XPzQ$^Gr_gYm^hC}g?jEo7g1db&Yp^zimz4Dwi)%+(9X@(@?UlxRqmhiG zeXxr*Y#waZty_3 z#`uw7RZq_&E5yv`Qf{IqjHQ}g*>s&b;t^P2jlY=86r>?8DgrL5kbzt6t`@7pBwwZ8 zxwL5}FM=-pBm{gpYkd9zStHA2@uZ^+!Dzd5NmAZq(82?)g))` zM%)djDL*b|fzxPqa{1QZ!;3~?F$-&%OjT-Too+Rj3eGjT1nR}no%bZ4Ql#vxRz#{+ zqOdAs))4!KzWuYg-TNI9kWe5{X>O%HRDnB;6X}tDWqZKtfSlxs22^ZzOP%kqL9EWW zT*VuW1sb6Kk(w^D(}rT05UtZeb%aNmL0+eZoZsSuCZEew6B597A}~n_sFsG z?GmN8Tmq61s<7R@VC5+-fjlhTuB!VkxKgiW`BbhoS|W{|Vj~!2+G9t#M#Zj*QHo*f zu!T*{gN;;}Yc15LEiAUFWItIYTR5bxUmVIdWWc=lSAMF{NO9$>7EyK02A4~Dm0#wj zHEL^$>$_Hk%Ewml!hGt^hDWU7;~!UN_sm(4Wg?7gBnz%k-HEuwwasyl$#2sMK*O+x zN(*&ccy~`ru)$Q*%%bar8LqdDsd6@Ec$9*w(x9V}j$mn^aa-_mW@CRP@HF`}x9rz|7Yg}!@RwlG=&!QC@DKvOyvkX#%R?P< zulGzeX|1|fi1%f3vk&e3F>4@DQe4V}5{I}I4jDNV7J)Tx`&Rkwj%^E!MIbz- zo;s{h)x2Lrow3A5S^?tj+ptj?;VsX@7Lk#NjqgLzwy=wlii5&DandQZXC|D{Emf6q zt`S&cX1&=fTb$BnhP9N6^yNha5!EiTvAf;5d`~(an(uwA@pPflO>9vCNOlRLk4@7R zE(<6OG_E*whhFjLSW!8YJQ!g~~ zQ(Jy^crT^VaA6J3D5yY{WzjZ)?3ncSFKe4H6ZgV)B`7Sx%k2PZRpf_}A!&6P%D9q+ z_pt`tP>OAO8L>v*$uf+B%WU0LF_o3?cKz105o4@DizDeq(_)R5!w**ho@&ca%tY=x zY17LcK4X$=Sle5W7an4b%ae2>=I5l+*I1zu)jHL(7OrTfe4c^fj(Mg3!DCB0^%^Or zS_M<-I~Qh6-tm?IpY3L!24bVr*x;#+rm-g@vqn5{TUixV9=7on`2o3y@IlpD-xRje zgrzly=lmp*5j~};K@hs0YCwhiGwQG@Nv#6g(fhxePOfo#O)(Ya8vSd-&sqTM&?^oC zsztI|b2mIQc}Sg^EZ!aIkO*s#p-s{4f47uVg~?g9D0CPbJf76EJ^(pmS4RDfGVB&$ z+91}*CAT5w3dEc()D%YH(Dh~HFn)Z4E9`>zFg&5KKR9k-fhfBB_ z_s82BD#xtRfq-WXDCq3(dflK;ghs>~*w+}Zr!=pTvgvK+j7~SbryV|@gDPFt1sK-o z$_Wdr|2C4>;-0DwRi~O@+{wuX?7oeWp%db=$wG6DIH1z$jL`3k_^WE~NbU`k3Qf9; zAf#`xMx+Int3vSqWMzq{c%N!tqgHGLuktXMO0ybhgNysh3WmmYf?S3R4Ji~QhjagB4GYn7!lL zVkhgjCtIPS4P~mH$})8);8kT*uEJcyKUsV0wR21LTX@|Lu||Ce8`#2=DLNyn ztbqa5e&w=wcqx^#?a@U|OMnKin;~yoQBSo^ZDMP28F;uS)8ITq44<_`wbOJ%3RVb^ zlDv6Ah@)uOrpM zDUUOe2Hf#@xT}RVAfSpj%urvW=!HgJR8_fa_q$z;lDNZ-*qBmdFhr_&6x{A6i{^$Z*5(z(0b8~vS~k-}sRn>zrwwswbd&-PCJtqdyf9&$ ziKv39j?Q4jz3u9lPLO?gPO>emOuwYH+bL%?%@gixxZv%PMJKOryoB`{=$fEgF4-~x zS;JqR`}dgThbvU^G8$dtQ7dZ@H1=x(gV2PSwPp8+MQ~t4r@#YigfZ+W?TxSz{vLCt z(aBfc#l#A#QgMOr$Fm#JyoM&&TA-2=tt{Elc)u!+$OQYVPF%?CGcL4qRh`|+;(x8? z>rWCIv$|(^&Y8t|j%WNN*N6ft?fO*!jV^0^1eb-Kv`4nx0a(|{6&y`6;r#2kCe~Qj zy3EhfmT?LAT=>6Ndb=r%>2npaMr2Y@#H^tPft?7Z35bYT!<_uu^^<&~C8(0AjglQj z)bPM`A}Z6w)3Na2gL@h>^1QuqEgEVM+ss3=j|97R=z*FwgGA@S5shy8Y1$ON?I2NvfVb7l>6 zRb)TV%%xJJa!1?YAm05r>o}krbx0odzu5pYkEFNVMgRv)wM_XroNuCt zk0zQN&owy_RP{=4#~<@{^IL|ngRZX%>OD;_3Z1S#usNV%r+sTa)o3%E<0lHJ5GKZD z#K;SGAt|Uje$$mz4i@L}!jYCoslC2ZXPBbKq9UUZQ-|v522{>$4a;zqpVN(Eq4VG} zWQ{ndK%=p{>&9Q5%f%XZDBbNhYdFUK!vB|leR^3V%WCKPU46hfakU7nvA-dPNNW`p zqCDMMfnnCam#LZcE2bovGLeJ^^@SL9^vUtKSJnh+VcByaWpMQtyBsCI6+=Va0Lya~ zdM4Tx0WD2bG|F^Z8TUY6Ber|yIYOxg&}hpnTuIJj4dX+FR?r`Qe#Fp7HM_{DJ)Ihy z@Zb<$uKQSHzus)t`}HkUsNi&lW3d?Xdmb7QYjBFME0TK_xtQ`Xx>Fd`_k)T<1gJt{~wj16x5iPX@TeG)YO z(x0M{PnGM~MP<(K>huKszNKVklx(PkG3VkGV@{;M;S(Vhm^-m}D08dz1jTcg7oL4lq(kzt`UHOM!C5^_m3^a}`GzcFiw zguF6tqW7ynPFm1+%$6;X5>TNX^u_pxYx!lgVuJ@@c^a1Fg_bq$6dIl# zk{)RI=X}@cU2Km!i27V(!WF8THB?Zb%5>5%1&`6X-4W0F$NY4bG}4uZH{cu|{s zYJz$$Hq5D?_*m-o^B=YwZu0OH11irN!43Lu&k*?2KdHZTkuh%a*}=ZXy?kh_c zki-%_t2b|B#Ltj$piUFetG3;?3HcZR!!}FdF;A7eVE2SxGWdkN@u5;4S4uPWF zXyI0n0axb^G{*kuWep6|+I6K%JIVwB)i`v+olHD&9Obw`<-!J=gQ|4JhE9?iv%)I) zDC-*gAS$f-g8Q)VSXUwM%3vf?a;FdfD|tgSRc?1W6^o+8>sCM&nRuMq*(>rB9c@MJ zC4N7pHCPZ|o+8qO6z7$ux~D!Y*!X9*GJT^BuxfR~DY%$>k`6t!x)IJbgf;Hgi^Vb4 zSS;2s-_csHk;wuy4cOAO!x~FsjSQi2<7!@V>C`X53aO41Z{HVTCrdB`EW&h=M>YaP#!fj(sZbMs-@KEkVLKRp;S{v~F%o>GlUdz?{Tp#nED#3v^Uk_;nE358g z#uw!pZxWx1&mK2x5ERTPQ=Ks+j6bcc@~hquH2hU>t*r4^Pp$#1@zI}(?KE6=`GvMP z{7|zt+@(u4N~f0Jif5dh*#Vo<)=Nf*J7fs`Ue=_V!B83N)D5e_ADst3k8TmBKDd}m z1!+j5RVYLU#8JD3GL4<&8afY~mp0e1HPo|!QT4*NJm%3GxhTqha@DE?6cnxh9}rMg z$;US@W{;dT$ZaR%rhy!|emLYH4xy1tK;^@!HTL#^IsWiZ>Tey=SUme!_1I83t6|KH zf{P2sJ_}!=QM%1F5DlWgWz&-^s!?_D;qmoc?Kxy%jpv|4%}SPj$=BHncuzWWJ4A}UqC!iYpfa;?)N>>2L z0?j&P3sH)mj#h97&*rtxYv5yH`$C>-3Ujar67eNMLucHowtEH}lI3auZ43dsvb-Yf znJEJzC|Ms6pFg0L*go|RjJI7+kR1B!y2s>XXO~C33JYJKKpZ2Bg582_Ut$}o{CCRFP|?yK62Ku zerK}rHFb5gN&unJ;MGMhBtC0{7Xn6>s##uoh%6R1*T5;e`+PlVtp~CO^OR=|Ok$qZ z+}B`wfckA<2`~i8NO>z2+^oB@%t-YL>y|7N*kRSMOl;WmwCYnJiKkR)yq^^tT)1rv zYam1<*PyTqzPX)ioGO9pxQ0}Do)?`KOk;JzoMz}UPBZu#3_Q;pSvrL^UXPRFM}USq zAmhkTEdr-+2CMw2(y2?0XikV->+uu-T{?5gdIhZU%l6(Dcrf|FW;gqKu5P3oo(5GS zmkP34#kc;=+}|+oKm*qZ*Z?Z@w=HWJ7bdNS7JXK-HZ(EnDJ?|F#+hBYlR#=m?>AJh zB4kkc_E4_zfTPD-s_air%I=J8WmJY$A5}cOZbGcc+C|mn)>h$ZthS2`7~S2=kQ=x{+RoB z*O`Cg|N0MB{tH&CtNI51`2Vi1uGXMRFU|-|PKaf~#W&tEBTfmFahE&oX)tH(RGz-$ z-onFJqiwBbhmnr(ODIh>Wxr#U(WCQvK^}{g{~i!f&64Mj7#dZ1xA6zeSioQZ#=rGf zeK`C{dF4NM<=?&8TwTqfGF6%tL??!}+iQQO-rQ_&5N~e2+Rn|DoiVY!ysWo3+wIM2 zJzuS%Dm+g7Lm}31tJV7M>Sn##tgqJa_r^bD|7NxKpW4j#H*nm|;jO>P zLu1!BQW2jY#!A0DVBgu$)M_JC@a2cUD_{+|=fgmhD2y_Bnj6e_2fq*Pt}xdL;aj8n zEx5hJw@tgde;+eFXq4&m&yN@yc=6ibZQvjLx7ouxbgVacAa?fnMRzdTdV70||I2}9 zRJYf=+XH98tv^})H5^W2K;Qmq4*%m_ul>hYcQ^iL`Jd@e=lu=+;PnQq3paZi79^a) z1N4sp9uPble5f1x{|+DE-G;vg{`kM^#U^^B#}Dw+x|ZJsKJstqM)AGACc8%boH_2U z@d=4OzLR(F!tK{`?`SoFzuE4eIN&9{KKR*N^B+GVeoV)X;z7`O`}ZS;#>MrWo`G-@ z9(WH=yoVof^5Q8?CpV%H&-Xo@=y)RU38NeO(fD7$#vOezpZI$MGku>v+6{jr-O1+e z=^p#9evie&0;=K>L!K1;-{n`0KES%jx@`N?e@EZ#bFR@7G5k z{T;bz-Cf6z-X6D7mxbSmzT@_b&olhlbX?z_d1&RB)?s0NSt`!{#=E=q3(z5a-oH4b zZY@RJ{#r2H_sO}&4`b|^qqba*jR-vGBWMA_|Nb2He?cucUa$F7)|Xj)ZjEb3BOPEF zligzjgBuxZx>s&;AXL_{en~qW_+w$nPk+*eAHsgExY|&265qSShboxk_wdV;8+m8GZYc*z zSqtbv-oEB1x8?gKDrsnfueAGJqoQNI)a@Pq&)lgfWko;ILnB$QxKn`=ka@knny;=v z7jm;&*YouXPzx>c)!si;_`VhVceS4H{hzD()y6|((|i?~l4ty!~WY4 z8ei$r$+6qxi$o52=L@uOxjL`QRTt-loEguhFFV_MJC z)oL|`Iq}tUJs!igC^>KdOn^gnyGHg<^A7-ML{4ltECrJHG<7P12fYZ-rKjm=O*T}) zqV0e?f(wfT>XzaQRbMc$@#Ux>t*lIGsLn)YHFD#dz?3O}dJqw=$f%)eWOb~HV;dvh zXn5I8qXtsd1dYjTmu#6Qx z_J60APsZ#0A&`t0NI(8SE-BIS)-LbEIrP+}(VR$Xw1+8go=H4csON1KF9`?9?VMH( zqU;tw>fi%a>0izlx$uS9PQja9nOpU3DZ<*F81J<9h6jpaT@$i~p7$lgpp=pGT-PoK zn8?X}03+9H;)^k{#%9Nln^j`XQMDU-u6$)t`s0TNp85a>fQCyM8R$-qgB$n-OUw^A z@LGovKYT6LU5Eg|07_P?%djbv<}py_&f|kLtl>Y}a%@G=c#BJ!>iX^gYw*Bpn$gUL ztT9`4H*7S0D~-=!3>gCtYTNKZu%Qyp;Q80U9y@VM52H-HP=G|~Z0{jRFswn2KIB`K z%f^}`555#+poN#`jm2iCV~KVv^TCC&UjrFG*b)JVZzt8*K9sB!GX&LxD7MjwAKY3w{Q7A@Nf zz(!+OqdYhrtA@8jK-C##$|(Ftgrw-`372ER3E1D*fNFD%3_>#Y{pR*M`sB@e0UHG5 zgS*8dW=`#qMQ z18a1S-hIVD9>^gaUHQYF{i|*Ck>?Nw3MknxcTt^dwQ@%m-{Wo@T2(+NHZDg_C&(HZ zrQvhe_ZT^G32QdGdu+ffy*b1AvftUPje;gxPZkykNIXR@ZS4t>ol=N+k66}F%!vg% zrxxOO)!GKtMaQ0F*f^#gZ<^rcSz3Ga&QtNV^6(!jph{DB|9ZV_%>~qFpQD}0{ zJRkZaG|^J<&gm}j5CbaUirj)IkM|~PIg8S8Nd(BeCpYN^mBq-Ihdr+j*9m^3>fyM> z8ps>U8ZA6Dtt`Bl4FOdv4abBc1T2S6<4IJj#pHV-NqLlbTzY}+D3xi$m)}+Oa*ZGTzm~N6{Rrjm~ily|LUyq^7*4@ z4YCh$F4OP{S6GC7ms|E7@2}R5$58+U)hp;r`ygxXll8^wW)*o&lQl?sXj zu@d(}*Js{tRx?4WQM;^-II#Bot934vr==Rwx`-CblyPbeNko3=E7*}onjw6On=ifQ zTq9J4%dnP!_=4;im@yjOINsCVD0k~*+y+KM4q+Y}V(+eSZ@NzdG-+o8G+NN$rLWj+ z$RH)oq&S5r;p^};P3}85+FB`vY&NU?Vg>0#7D}$X*oLeUY2jF!rn-9sL<%ddA_sw+R^DBv)?m< z2e8IvQEgK$-QvdLQF8hL5*|JltN*&d8d6lsGP5otv^!FWrs{Mg0ab>qAd0Bvvgo%}!a9e25HQZFln>=1Q zpt%O66SFF`+M66z1dL1;r<8}14QyzPlW}ivX#v>KU%i!QG?A&uv8kToNwbDO^L|fh z8I%9$5BS`Fr4xv?s>vjI$gx5}NEA0Y%047wBNI_43oPrflxe;R#annt&em^dvtNiS z$fu3>nK`=%&EL&sn=+bv>$RreXCo-IoHCTL>&wiA20|~7n+kRTAi;>CK|vH?!6E}R z-MW&pDT9e~)2>qOsMV*)n2bhC`EZPik>#x*SRPRi1yzR~+N$#Ai9&-{_W3jKcd{)6 zp1|kg0%amDyTq7h;=uu@>}YWoG}d!zb7!m)A;Ut`sDKcTlA9C~h&lb7aaJ48Tj!xL zbHOGz`#78Zn|prP*l?7MN2&NCK_yXhZ~4}m`spHyc4ewDt1ER&c++R*V=SMVTsDkz zpQJP`zn$Dk!B7aufEzfp;;n&glc1m|43x1PjgrZ9l$s_BA!{1B){_iP7C(vj3gW}8oVs{+Nw}=fN>iA1KKxBeI@vp;Zc@H#3 zE7R(8oNpj+P*dFT#!A}ofl3j2VaLwM3+ozQ9hYf&3TW-$S*Tdy2D4zm?sWOg2@8u1 zSj;6k6rZdaI=3!3>u3x>0%MeIi(Jt|*%EHZH5vqivPPM!Fq1nG!W!YEF8h&@jQwje z8clul%N!5L7~hsbk5z^RopE{UU_Mc8*JnT@VvP&`0E)-n4aWfLcRXt$*YHn;`xjyb zKDwlcilQo?B#!_hBcKs{>t77G&L3cuG|T!Fv(!$c8k2Uh!Gqdo8x!7FmYHsNA?-=3 z;o=0@zf8)8z66 zMkrD$GJqr)TK-qf;U<-)NdH||l}B3Jh4#Vy3$YwQS~&Hu$6_LKDr$;1QYvdy7+~+| zaHd_(*XsubR3Dyy#;rt;yc_7zFsd( zU25Se!(X_jQ>dMcMq{1b7_W9zBjeRMT{YDaE9erG4-X2cUXEWB)nfdZ11hM4{%7`k z5ukAiDQ^8Aqau;(JVsc^8Vm+8~_?sZwii@pogX5xE;B*&F@jM2Ik%$FC0Mw2PysqXCXji+g;9@uI!nQNr*Yz zl)w_-Sce=SJBExcoZ$X0mhD`_UCw^_10N1+bc+k9P^Br~q06)%ZfPSuIIz)#ijQFp zIk8&{G(rMy*n-k=W1?I3)`UX{!`FO~j}U9%9TXKZ1*hB%K%+!}a1^xDX1P8-e9WJs zqAd`$zY;B{G*>WMuBVCS8><~}p5=C89tVEpdf)A9FftyNYkYtc^P;tO@3D!}Q+HXX z9vY4l?*HRcjWqQD`ES_e7rNQY!_b(f-GdadDX*5z`u9?*Q97^&UGJVnxyCP$4ymlL z-cj*34UkAxV;EN3%mXxVi8Y03P#0CfrU0IgaP`sr`s?KB&VV&_GE{Meg8%;N?YUGbz(4{0~ zBq5DXwK6((A^nhH$q$3Y!J^>mMn-BB>@fZPB ze}Srm-3`kJ2UG}+&(Hq}X#D(5SOdzna0){=9HMrAMgugm44{D>Kpg#ZB&;G4B5lIN zF>;r6XNYR;OlRChl=+HU=Un5s>QYmY46c0GD~y%5?hmaB(0yTFBTa+Cut$1(7#b#= z5*c4Ob=#yNL#z$&kJ&Z+9}B0LHJT&EFA4QEi$T`dNn_ol;Sx_(QvSlnQEJ1E2x_-q z0~c@#J{c{cXo&2Nxkfhi&*Ow-1(d5NJR*phd6|xr}Uud7!O9^RLgGcEg>8hSLJ` zzhSu_w=~kMXPjw%2pUZ^*~5A%b8U|D?=p-ias8H9qm5F`l}og%JtVqg&vUVn~%?^|6rVT3D;#VL$Pk1b{SJ5&2kU)9I0zgDlmS^ z#EJp)`xDxITA_leDmO_n*H}5H6)H}{x6XVEH0x8@c8OwoSH}up?D;kKOe(d`*j5YN z*h^8d7J)$q2$*$HL=-0*rER^31f8zC{ppZHcqT@1x#vkpLpL49qFsy;$mXomw@^_PAC78gV5!Eb}hD3G@85!K! zJf)T&um(^0VaycLaJmzOMv6U3#D!7aI-?Z%>u3sImbP>hjk?+)ji9%s)PvrbhIlJ} zZ>d{(rip$apXAp;l+G2ZKpIdSDqC~6xfm;eI%FJ*Q==sYR20eL6VAqA5K_Uwqzn^) z2p2~Fy5)i@?=4QzG4-^ud00RNjqumW$BP%U55=Q|hNG?nRH&rz`Y#cRxSrU@iTj6; z2GGuyz(9$4##saK23fs1t>e~*%eFil?)(c%eT~c*duGBK+R&qUjf}D3XqYey(G+~4 z$JigmF@LFcO|`8;m%=SYQnde=Y;JiAvYCU3RlJRDXGoMqTB|0o#x4X@QQ@|d#}bWG zA$s>PDW-$qqwy3aYd-CEGM1ULU>dJfqmiBZ12vVg7&&AnQdQT~(7o;A zP(!uIUp&@;iae))HPDO-+iAaN*~eMMBz-JT;OZ5go7Bok>n%*vGO?t!X6(}X3szJ; zBC5=>(0x^>)YrJ7Z!xTaz$8(+(1vtOqQ^GxsM33u3Fq30D|?(cTly(}N2Z!I=m{Q# zd6-uXV!%e4?V&cTeGOZo!uYP>#3T0hQPzO`+YEwZ`fY5HGGvV8h=!`9RAVQV*S5gB(|K=Lf+9agHB>eYXFYm@dV82iy=eRM zKzCzz4S~_Z6sJa`mSo4JI4!`+1VDy_RDcc78)f90P_%LlkUCn=z13N1xDBX2zDaO1 z(}j^3KE7N-KK#Ea4EI4SRet0Gm6M6pjNA@FY3iV9&em$pMI6GltxK^k%(B?-98(Qw zkg)b=m1XQGl3{SiwPwtKF6F~th@UtM&jc9kj3{G%_Y_r|RydW%;Ls5bDN;4s?m*ti zn;&>;rA)QCYU9d^SiYs-)fi*DKfNyBAhCbeZLy?Mo z+FTG)vE|&{9pA7~s>U!*HH>*q0LYFTe&pN9U2$vl(KMmc-h^4~G9IuM3xi$IP+4dk zWDP=wbtxQ~aEi-PPF(I87AQA^m};rsR2^(oMXs!Y|ChMdhmf&^M&ScBRN=PW^T(;Y z<-nbe-!a3eK~cpselD#;3Z03L(BTLH zl%F2!*`j!ytkF8SDZbmH>Nd2Ivea>57OfSi5nihV%dxNu@Iu8}HnODxmAk(qPM+uK zif6<9sV(k>(eZ~>8K$ld5moKl+AK!{8x{3@#f=P8&$umKcAMcrRY+LawMLqZDO(<7 z-aHLuvvOYOr1aFZr~J&>UsO%+v7?5@IN0i-u2zvjrNY$Y8#ujzjX%K8Vid-j{NMF1 z(%lB(E%aCBYxuJ!Z~WyLx_)288gG7{y?pmLp&_vm2R7}|K9fY@iO?(nR+6onJ*eGI16igw;=TauS zW4_>`kPL%2p_dW%FNJiY44pk=of)*U?9?enRC!#XV#?ah^5(#?V<)z;Cg3Tj8MHbH>J6K=QB()ycWYcMFY7 zL>+kMrT_U|3V|33W%YptleII%KpV-(<`6(bO%3)5VcqyvPiF;#RFuq+AM7j37VOYA zUn?}iK1&sL(RhdB6oYbbbcI%M%*}=kpo+qHyjtIc(Dv&#H&jZ6bfHz;$cSnu&I@90 zTUxn@t|JH=&f*GHKxI+odDGi{q>;YGLTz=>K4dh}UZ0C*kx8OMHC<|u2Z1_d1Nq1HfERtYg8OU zVLC1tDO%Rgrscp*?wxU;+F5xauOwrXh;0I|+iR2>*sVkjcuE7moy|3j^t`D0+wx_; zpkT@lf=58ebVpD-702fIauO6Hn6PL>Rhj((h>R7c;Iff!yjp*8h3fILMuw>aFAd0c zY?sdA5zpvh`6*3>BkDst0JP5+RP2s9MS`5HCAICc1}$aETHSE|S(i3T!Jti4RE`q) zFzn}0dfUjjPAihCT9Zwx;Rx65Xzj6b1`7*!7DtU?jixN4X^2ux6^u`bbi=isqMi!9 zBe>;mfolR{WVn>OOU{MOavehp$LR(XdKW=W6|#-0qNZPgv)~Ah6*7k>42-I#i{@zt zR8n0cFp%1bDjnpE;4;aoX%2(%0!eS$YD*lqU+Z;D;56YfG&azD4_PCPcKP+{5=quu zr=q&mIYX{9JMc;`B$(pjtqrZLs6*@tb`}*f6fT^hAd$!lzqGa8kC$Pnyik`{nuLaO zja-H22X;T1hK5YLjyTP5lyhSt-QoZk+_9rqDweE>jrBq;)KN`^*NaM7!;=OG(Paw+ zL{lsH>n|@)lQpQ)s-qPdTYymJ;aLBKj?Fsk&0$h4g0{3i>*&_2E=|*qhy0Q(oz{B{ zsImj!%KBRLFl4K?OuRzrQ#h~@7j279vSIWbA+|9R!=?#Vo~9+rmCCD+O|d_G1P4(YVzWYVg%PbAT}t<#0piVLUhM& z33T``f2z4gP%>pqAtD7-wG>xoYt=%r=GO77xK8wq1zD7h%QpZt{^XWMmG^=o76JChGt3}r1*&#!y0vK zlb11P1ouMvF5WL={1Ng-+link3|rZG)|FqEEK9ou+)iJEZl3$73JP0Nr$THLRYjpD z=tB?_t0l{Amur9uef76ujrZRdG}5EGC+?w%5>QM<@TBH6By3s=BN=30j<4Q5!%GB| zt#0zGrLO@NpVSR^wyf2H1~Z8h$QqX`yilU_wo4cl|LK6Ev5WPT61Wm&)`CkJw`^@H zGt;W(4mF|@8}{7JhI7lYMOfmfJ|}sIR&BuyA#jE6mE$dNX8zS|wx%3?2`f1 z0`f*hUOO61LA{piQ%gzPzY#PplJ9L^LwZ9Zh3a+xu!Y);!9ZyVu?Fj+old$s)tz&M zmP+F<>vJs>vz;s*r@WNOWt*^i#`RUhm@S;HXVOHUqAEzkpK~~k*eH%K30Ijq&*Pao zRnyvDrp>=5T3{Af!)yto@pId75AzzbSRiB_Ca8j7ip@h7(gP33u=bFB#9!mf>O#0x zqkKg34X)v0U!&S$AT?d_E=CWJ6?rW1W_WC z=`766NdD%(0(c{tm}O>w4XoW_uaCzxR*+>Z*6T1j`;Ay*fAQ1z#Tuw4$8M^VwuPqD z8E;BH2$Iavs$-mf#d{#is5LE-9hTT7&%*M)-WBEe6S4e02E4L+q3-&_f2l1{WoBV` zW;E%ns)9TEEAMDSssNPE-d9~+)S3N@_s~S}DBI`=X8+RYXmSILXalVD3#EA&=BoA! zlG(8Avs^`iN+-lb`d6Eqncf?yX|zf#Lk9)JJsEd>$-RdG|t}TS3RGt zzc1E6p5Ts=ID!aFQfeDe)OD{EO8Vby6`e^#BO@D7$>URw!ZOz?TVYJ(Uwj&RcJ*9V z&t$FoRA3I>9`1DECD&y#Do{~G)yXQVBTJEuMexG}7X1FBLc38PFx_J)_5 zd&n$cW9)6OVJa_}p^sogHDZ97AhkJ1-G)XRG1=5D=PpfBS=dB$^xi`Qb_L9(pMjOB zB@pg;tSp-Eg_~Nk=_OfXFpn+I<9&RP}|FayF);5rL!Vn$tEm4zfW` z9AI^`3(Y}FTfF7uTYBYr=(F2hehsTkg6}hZ;V1Sw(BjmD7W<%j$FWr;DFU*(4kRb%~$mm7Dsk`w4kxT^ZWDP$4~vU_lAEcjA7OH zA{2oOttvOsiGVzGR2Y?|p<%9`ggozU-ePsD!y2XC z7y!5I=4e%G#I~bR97(Z4#Pv9F;}d~O&sZ-qL8YOY7Jr`uGLSOn^Ljn6Z>}yc*@W%@ zG(KQT(3^pLNk9c(|Khuw^24)FvbC%x@<=KDsI~OOj#U^SNd?NG2gq4-eOctZ6PIFB zH{n%&{{E($NO_w{=54d^@Lnp}hVIUEbai}hT7D-TW!Q*W<|YLQypgw-zwT_pAq88F zr^-?ljP%uc#2RI;>4t7lgHkbW>eFp~lSqY5Q=t7hXXT=o}c#W9oEZGGSb zu&7s;m-XeYbzJ%zThMs<;$Wrq3!s6F@uB#BSmUy*Hm`&HCSwa7yfjg+;M5I-mw>xE zH26|(jo0@ntE~T~$Wl;bp2-4Oe+yNpmg+y!>H86F@O`BkQAr_yS!3KpTyeaBs~aG> z=&C&jvG0u1jNHhgTI>C^dnluS#xx;jjj~k3I9X}gz@|Rhr=(4AEKOx;@4?%DLKj@; zm0Qv0YRWzevLM#~^OON~^j+uRc9Ux>Z(oCD=WCCT->&5N*v&Q0-5ZX1#_Mp) z9SEiesS2xzH8QOcsveR1AwhoV&Qn#H5*4r4fGw9Pvc@uvu;f~gR)ad1%A=Bugju7{ z+!OIp)^$^Kn;T(MYPjmNwkcfuRrwTRq`2!B)?9{giDIi=na33>4XPSlX}Ke0gmKqV zGD?@rWoTwlM?=f)R7G)=or}6n(huJFK(F1(dKxaE^?iBS1%(z!+Mrh2MW8LZw|QdfL58smDOs}?S{X5w-_ zozJIBA8i%wQ_-KmAASa(DLFp&rQwfzZ+K-@{uyn#Jb2Z2A+(oV!?{Q>m2qOs?Tuck ztvfORi)G>!L!)-Y8ZOJ)b5Q0Uod#KHDh{6_hMdF!Rr~m@o?aeU58H(O^^KSwus?#9 zSM%V}+%tS6Bd{_!Ugpuxr-(JQh{Zn+{H6jhum_$@aHD$LsW1!WYwLJNBe0kz#?Zh$ ze-KtJA%)u>LWRFWPf@FEwW_me+L;Z964m1G`*Mx*_J&tYc>Dc9gZmNEp3>kYI8e2X2E|=O`xR^i7aHBa32R6QW%Rkb{TN5MWgQuB zXwTB9;}=r!;G`E94Mk;Xx>jsrjCEP`nrjD8^C=w5^*mjAOnBDt?{uI6C90&judi|5 z-tgCW9>0F^eL+L|N3>hX>8d4~E@pYvz3zmn56MDzP+AgMq!7vaSR-rY8jc-B_BS$~ z6qyrtW@)o5o@au62>|%UhH~h@K;pB|_@~7{QHJr$BXx5n3BWk}!V|{76=z4ErorRV|sJZq{ zHn9W*X2Utx$aHVG3(J+`datt-5*jWkp9^j=(Z%6iT=;8cUGMUv$%ceeoL2A$TxShJ zsU{e(NzlZildz3Ek7ZfR8g?5QTZ8V_i;#cgv}+h$;#Y(x@cETVvo3HPxBO_68#DFg zrG>>dPz9g@$Rf+&KmWd4Pu&V{S}qrpaT^-1$8>oQ1@XRs>ddW72qO4=sFi#N&>-`o zRE(QtXRA{|f&fLHc~hu5xdP>6Ek{>gu3Ih<8&hTt7ksF+t-+!!*Hx*9_(A1Xz#5UU z=Wf@S9Gt$Z>1}JMj7o{ZZpsKd$5k{NJZ&kS;>^U>Wg}zVxEn56JG}FWL#Z)w1|cKN zEOA?P?^h9tt&+)EXZdrT1z=_;N37;4HNuAu?Km8_<7g)i{(eouu8 zp>gsqzs~@o#Ycal>q3zKbvK+mLwNj~dVO4s;@z*LJmj@YBFJSkFc`}g_P*B<+Vx4@ zGYqKcY7h50p`}dE{Lh<;Q@V51(92pCTNh0z%9p70c0O4|tWjE)__W0K@cNIQh^i}9 zXJANjAnU_y5la9h8k1bH(P*v_bnbCqgM%~phTSJywMEV_LrIxj#8}JOKZnNpGA-J* z$bz0VpN)HR02sh1$7%|Rw;pTT73_-AlfUsCf4Pw3@7}(~?40Gu03|S0uXJ!^bKunf zHp`J`tt?o5p4pL;?L2wI5)J8-sf~=rI(89MHqXwg)<#+qya%$p9s3`|7Hz5Y{NiXT z%PdSpWLRgiY6Bi|YzO_zdJ%RCY?mlVGBv8wZn|rN4WaIqDa%$yQtAX>DN8I%&Q!## z&~!-hXqq3~} zdxVrEG8?W2h^eziY^NSuHo?Lde#ETdNR+<6p;_GUrYDupB+<-5Q^VEMX&g}f;tUYB zd|F%{@ln^sN})d?<)l({B)QaaCCVyGyOEri5wrL_5BmVDd!ZD9b6zbI_8zB`gnc{l zH3@YL7nZ@1ngI1~l8U=-x-Dce#{$%pl8b4I90C79R*@VyI?(v=yuU#8C40l)B-BSd z1sdvW$_Yu7P3~Cl_hemclD_vL@bp}IoE(Qo#!=DMVr3K zTvQZh2RKd59gDkSXzc2_g$8U8PTi`Nc89iwF8k(wMiY{6PC>-3(=^O=xpyOupQZX3 zM*A{&$}cSGqp~f|E-7hDmL43zbgegFB_ksYi)nvWR$s=rxC~R200byNEd><*n0Qc_ zm4ER8;Oq(sUnS!cMd_#K8kPSsAAbIxScCni(r9mArrRQ2_nz>d`aNaPZg>xBr^dZ78gz==~+lZ@Ui;XAYzT$8E8yl zZBe=k&}iaim0?9j5S6opRx3(k*C`EiacRpnKH^qLBO5NIZEjgZGML?NuiG;yni@^o zvr7no12w{)%z|Nod@~1bfU;~#Jh2?DCyPmP{J=^5kKHT$^ZQ4c&fOcnc-Jp<|6kfB zC=vT>zY9Y#sjK@;LD&4Wq`Bq)is$ z!sGK0)FLdVQXhk%z>j@b_uy;ok5!Kh1(2!qEZPG08-}o0cEi9yqd_cdWwU z9hTH=)m1-qrfaZuUl&8K>uOLXf-D|^4gOW8TLA@C&Nb3Zw=!`|m09(cQE7!Xd)USa zv*FVS8hDYViWJm>mZaL-G`4WdT|J%XHfeR(-Q7f+GIX}dAj7Vr2^%i0)Jj-GJ+5Gb zWx&R0IiZ%uGEH^kPYr`b+gN8z<=K`%FoT8R3n)U(=X1yT_VP$xG2%~-+}s3I6CZl@ zv&JFEsJ^}7)pIk2aSR$4$;rEEauXvp`y)Qjf0k7croCd2uJ&vopz z3C?L<|1^6;Zu@r)&GNNPI_(-w$u(HS{%MhfoyR_~NyFabR3cg*Gi`U5K8J9cTi9v5 zpoCgdzKxnFOuVP#(eZ4XFGz_861sp*Jb8=~DgyMdMz0F69Z<>M@b&D~$CE_qN%HQy zf(AdKtU$mPtCLQ5Motwf+jN|jI5mvUQg)F(*%UhCb{vFNmv!X+2_cZXTR`*idoPP+}qg;h6W8`5!78s!TlIv`OMjjoGQl%4t8GY6Cu(R7Lu4SVYUx z_Yy#TqJf@E;|ARXZ%@v^^;GXa?g7g#?{%@V8Y-G9&v(WPow8q56lOg34Fxuo{$K98 za;TKUCXb3S0%A-(y+vGw8nqyiOyob&JI`VM%VWYLV&ai8@eyt(pjt1Izwd`eppU=T zr$OW8_hsx^r|!spRwvyCk#y4jSEd+8KrzULwQta-0J+lfa*XM7tFYRZGG zp`YHZqZ4?P=mrf{2yQ9OTSmDB{jST&6wMHzW3iwj)B&a#YiVk-v=H$>jkvnbrf-oo zfJOXkF+z9l7Bm*gi`o4FRfxX+JaKRM>+$zB<)=AzcGN0|g*&Vs(UFWSAcIzS^Vpx- zZlcW_%6sk~7^j?P`IdGF$duoTioUf`G1ghkA6ad!s8mTYPtEXaiH^u=x{_Y@FQ^>i zid7h`XnJ|#sIgA39dw&DBF9|qhSU4eYMCTuWa#LTBk^nsL_iAKASj0?Y_eQ>{#*J4 zfeO;e!3b)kTarga&J&KOCRqx5$Vc@Gr-mm>s1y3wc9boZTDimOhRiB`ax9Y_p|Hr|>Oy!O!##a8XtcCzM#SD;CR(= zDjHg9CGptI0i1{dvrD-$i_HXT?y)OWfQ@e8kj*pEy~@pS_TsCz1XVouH7ED)gyem1doIQ2mA$Y4#{_#QFnFFUCL>qR-?Fz4q&)tS^aNDLGU>ik|8sE~G!}n_gUe_Q zljPsn(6GL$am(%SDl$fcoWXR9V;5*XqiLET)d=gdmiiW)yHqQ|AGxQ#2KU%mJCxaB z*ev!=FwOz~&C;?4JDmXX;oshHYJhld5^N-G`TMjh0A>Y%|r>dP!fydGn;493pM z3IZw+PK~DNV#Jz4Z0z}T+lN~|_+3rVDG`ywI*~7BjrnOBs@KWv`(zE-tyE_$5~-t= zyP>^tYKfL-pHiMn4I2W3QZxivGD7b2Vq%Sz2j)tOw_=dXUn^O7rll#fUe?BJ42^=N zwz#$>C`Fc2m#%Ji>>9?f zeHvcBB~jso&98bYRA)k?dVUHtUXKq+7XPQYhEqS=8s}d{;q2v(|vrBdlC~Q9xB%I2>~nIrwA#XMK%S8sd^&kbf!;7t0W+Z|0%Yom?L$MZF1MQDt z7wY=v?(W(jyP(i3;|=1aaz+S_S`{Z1eeiAO7GV{;JC-z5pCFi8n9-%lB;L6s_Jkl2 z2Ig4F^wA>L%`!ox0U;~uYkT&{xK{!yvP_)zUW&b~Kjv{%%#*AB9V3xgcAKslvRabgW#6PwBOMw+s^_P$W7*1gJ^ zcP8?k)_{U+?hriw%BN*oS|9*-;*)dmmtImXK7k7yVu2P)Q?B7} z{we|0IiLT&py3WgL9%HntZfjfI%y7BKEg#`X=unPe&T4jqoFiuji&}0wG*L;tJ7d< zg~>*m1%tRCER6lB{Pk}N&?q>d`US(pAhacD>~+24nBI)TxB&e4+uPeaODN1KwtmZb zc}TnI^e1GPoo1Y;5aS?gTt}o42A8rh2Y}DZGV_SY=2Pt7x6^HCP>j}7iihAl$9n5% zT2pwna*ppD0;&;IouFwBU$h)0lzZSp8^TcytO5EfY;R0P{qq{_Hx zgk|Nl(uCN8MOUJyrHtAI!|1pHexH%TR_D=ODseGhH+cXyGxHj?hE$ndN28NYR$Mio z5^GRIqCeC^!^TaL|yN0{omW`*yc>jwYV3S6Ahbu z(8k!E$<*P#_C`=h3pCP^wII%Dea3RMq+)vC@b(mL^;xz5e*Yxkj@aeGpVZl$mQs19 zWSKccT*Mk#I?8b9bqafaAc!N@U}*TefYbxTBO|o2c$%!?=n@9epx6{az^nVUQJ zFP+W!baQv*kpZl+U+=FxN}yJJ2Pgofbl~CXWU5eE`7eT#`??Jh%)Qw)6Dh=I<+5Ly zg(CaKA_==?f)ksIEj#^19=!i+P99qAiyA6W6I9Cj-#Hm$^JX#{PuVCQ&vHTru!bj! zX*!=|Ad;GT#vyDlYfPTiH56}Cf(AXJCmT>SlX5F5d>%{o_R#_2mrr~n05@9jF9&ZmYo zJQ%hS0_L!*Ykva=QiOjOLBe0O@QDd5yjb|C%LZP6E&tV5*DaI~b2Oo>YwNiH4Lb-9 z?dXZvs5&aCv%ir)L8lbkE;^A^GIH560ZE}x9UxH{O)*cHj8@dwPHHIPPB?OcG{v*Z z$_GsT8%ATS&w|d^KZ7tungvcno=<2LrM4WL9=gZyz5>{Lu>B&;Ur zjc}F^qNph-|3O*{Ezl7OeSK!)kweg!q&2ffI&#aW%NlrYn|LafwE$YRHPgxIagRc7 zTB|p%Y=g~eXX2?W9&nQVLFAVxwlBDli+!lrXIg$T?N&}jaTr>Cu4T#q5(&Au`;&JM zYq{R*`XxNW=liSq&CQCKVo%YOkEgCS^S#B&YCm7^=kvLbz~(pfWt^RaF9MLnT%zf` zXO*jcFl2)^BF0mRF}CHZZ97kMfQ*C<3@Nu*GRt7M`)rr_(Gsz&84?_(%u*vZZ zTU&k3>8_;9An8!^51wtp*^n%q$O2gZgJjAt?2RI7kSP*I6u;?Ow*hNxln)3BmnIG0 zhs!*iwe!`@X72w&5)VMy-$B&XpP_`~J?Yf3 zSF-b8cz5?Xazm#~L(1T+PODSw+&!C8ivzoMBqyINpd34T=6sg0gd~21tbrGMC__!> zaN$SOBHGX~f#E$$!(qPBWCNDByZ{ylJ$RR2Fx%mt z9}WA-N{O^qC(lf6Zvh#QYf#=WzggeS@w~nbv*HjgZCa6#kE8Ikzk)v)O!))e_c=&^ z1;lhy@H9Lq0S1s{bKCDFfprTGzF)|5iU1@7h#DTyr02Sk2*nA zctDeGiJ0-(LH0J8Lf2vhT4jU?sIW%x0W>YLdddxOoZ17vS=J3#H)IiOn3X{IQN~4G?EJBvnmanN6m1U--3mAv zrm{91KGwd5;~kii+7M-=oK-jq&|BiijC`m}TyuA~xw5RWB8s@VqikXhIrmlP#J}=b zL45hs-v2{VnIl&EYrV_OeC6*(7eLTt2F<$nhB;UAc5e0cP%ap3IDWVo*m)kGu5r42K6Sg4$l<5U>h zJhq^WUw=-{*&&zkIAzvAofSeOcoyo4DA?y1EWxFfk%>?w(^grM>^F1dgUx!i^4zh0 zFSXlUV2Ue$*8R={-Zm{%G zm_$=kxXMc~x%TeN&mN3nSb4Ys2mfyY$WQyjbZS9wqgz}gF#178v}(gZtso(zCMQVP$s zGNrl32nTCPYL#Y7pcWj-fD9x>7t|4o-l=e&VR}A+b+MDD8BkSGnYOq1#Qw3h?6t&@ z3gLohXGXh7U8dm`ampoi(5a?NCE)C6_1Eq-vIZFx?x2Bz|1f=?Z}nKh!Y? z`hoj{*z5-HeUEQEFri4iBYVT$Cp3KatbslTX%G~~+xb8`HRU1}vIb0Yz|4FNkx+(J zRj9MpZ>f_vfoEgHtdUN+GBrX(K|D3#aaRzEOtH=d**bT_{mw@yuAju$Iz-kHJ#4tme&rj1}}Rb z;oa+2CTf3+C3Hreb8Z31#6}v4)A9dFGLFyPH5rJ&8F~$ubbq?v&~eA-^3|p&^RGzXq z*y12Lyam=+a`6_e4n~-3I8NG9-XTjeb1eU+>3oX*h)WzLr?pQYyoI~)Urfc@pC6xH3Cdn1)ugK4b*(bf+ zn*FaS7!PB$2eQT^-y2@1VHmtt4-3+rJ6>&>y7Z(S8BV8ZJwz^vHRu*Z2y3uX z&K1Z^2G04ds2d%<5_B@Sbg5gJYDw0!FySggCZrru!Z1tBU?ky6OR)Z}KWG0S_s+7s z-uRPwy{B9ty7aGB*axIy6qRw;`>Vt026hA?Y=U?SQjYoE4RsC;OxF9=EqIK0Kp<-* z>&@MIG)_l$KEr9P0gAVy^&*TQLDdK%rPU2|9y~-GRB^F?{dP2+!28G=K94}1;;0tZ zK%qaOht~r_g$hc*OUlCmY0C@)JGkbI&^Z#?8_+yYAD(NRw>SKI>}$|js!LuSyRq?> z0IEQx(lF1mtUh(QCFUni?mMh>N-0;!c##u8L)sg_8f?A_W`o?_kA zK{agdS;+s{(;xot=GNm;cp$+F)jA-<>271*rnoc{1!;-NuA`k!DxzwjUfwfxf+5TZ@iZF1D?s_@gKBrvMllT6)*;z@X+GG@Mw=!sdcMq zf!F`5HGpJ)1+f<-OaGMW-XaHtP9GjTs-ME~Rb28`E| zgo--vlaz9eho<4@?G67f`x;qhoDl>Y85=)iK7bV_digkVk)+X>ebODdBPCkLc6=#| zWici3=eGKLgIs})(s8SX2u1A3D+{P_T$j9a2@9!~Zc|CaJ!_0bM|*_@Rq((i&*$CU z=BiB+P)Z61)MEFM^tOHGV@dcb`VMF-ZZJ*h$>y(BP3TYAJI_3eL|2hX4TS%jCQ~y2 z_zcd`C3t{ft^pVN46LV=H9(V@f&vj(gL)jRdd^jF$U{(FD7gk?5YvRa9TS{_O|ey& zp@eEYfd>Ry6R37QcwXb|txVr%H{6`Qy#9xL3dO=R6>%-)9sy4Bm5vKjE^Rf#w}*Yx z$z{peQ6}hybA<}dZju)|>0G47{FaJRX=Z9tSrBM(m)yV1SUH8Xp@zCEI;UgfZ8zt$ znbfrN&PmUuT}(OXzx94|L?Q*%D9R+&V{ojYuMyTOWjf4@MeNCR z5sfQBX*N~Xz%(4@??6os&;Y&iIL%g6p#qOjWsQu~hTJfxGSzf~S^0Q^(h<^%EF;!H zGsBb$%U{&;JAIem_ZUze%oVuPN1g~Qd{eJm4Urus)s$gt37D$5*$Jt;3-u{~XOrnv zmNKb(p?*v20)9jwloK;UqV%n}saKD~=fT5sJ zLMT$`itx5KoZ7FrfyfEXe4W_UGV444Ele4;4O4L_KZ*U;QcT0~6o*`cStHe414jHX zhMEg&P;|vra7e-@wnBwQw$cbBb)&Mz1Xu$^>BJi8gIVL;z2T>y`rl{+th?V?ic(wC zz@R)t#$i()4Tn0a~98F$>p$`Au7lXbwu z0M?+M8`q+6w;!^`Z}!yRQ{O^57g%Q6Y)FvX0tvwE3X8XMBnWB+!vAYzhmGm2OPVs@ z6D-X-vN3eS*UM2jqsSnaT( zh}5%KC+MhcUT;NCN*g$wHF>*?U3qXikk@NG!#kEyrrK%toz=PzkZs#*@lnS>ujcWO z%;p+$_#ovu>zH=yyQ}?vzUj0qqJ)F9>~*i|7EX9jRNVwvarCvh;$+@@wOOA56MAcy z`bgPHCx(WPZ5HkMZ^)BT3x)k^&l*!y;1X;2Z@^ZD^fe~X$*wuqz`>@J;;AWS-D$cI zpimZ$tg#$n@pg{TpulR1?eOUXD^$8SeEdjRqb8q1GxS=!G`-iVFiV||I8jz20$s^N z;IfXbKK30^fd>mox|$SX4bC+%Kd0g?V!)X_uo-KvQW+AbkcvBgnOIgKYfx#)pR^mF zRWBCF3)(A|Lt6uT;Gn1VXZEU{YkLMjfz*vma6rNhlNmRW!2%A$>bI=cH-USwdw5Iz z!>c`vfd_0%eX0ShVZ2G5LZfY8n`92ltH2sH<{Can087sVpJAVCpdJdLvE9h}P`L*Qv;KGsmn!KG9#m8a~%pKU&t%T>zo;$LbMk zL1gUXd}Pl6%c#=88f>5*G7t9fF%WE_bgS5wk7s1YM$fEGN<{3@`ht8 z-LUC{dg~MDtWk?@<4@7GKQCU8u`L?3?OCplB`P@4xfX?b!WGw*FyWZD+Z-@wezn?M z&F@yoNE-mx8jDym$Pr^^Y%LN-lLfPe5_Cw#m&-+ar5NTK(7>LIDAyRF5Nd>NKFBpN zP8wya6j)<~xkGKz@G)Hev7@1^F~U2h;w^b8OsFzX10=#4lZR`lWN-Lv{cCWueOwi) zRCe)E;7f8RmQLyC*xRBuQ{?IKMtEfW>}2zX=t!J2@Ul$T8DnP88R#>pS50}8DODV4 z&yQDS;y#d!zPFZ8OUk*hUSqte?{umNTG3_foqlLfHG94TTBt64GP<@5~w zct#YHn!d&o+aK82ATc3$7^Y}4LJtM)L{XJEb@kj~oCV6;FJ=wi8$KJacZ-jYvgMbt z1ud_DMQ6fVG_rW{c7hCA8_uaCm8OCs@t_Z4P>66E&Z$PWm1--C%^@)33e^hln=RTz zK;_i=RyHtk#giuegn}{(shkE>bG-hq_P`or-eJ7Ajk=pV`1HPe+5-`2a?R<+X3g}_ ze?YfuPQhRMBaR*X!R>&_xdl)x^j4h6qI+T%dpoMgfplyEx- zF%y75JQT3yH$l}DS)Wh9R|G#wc#H|!9LNw$tkF}hk)cq89#isQ4HfPUhs`su-aY0i zzl^ThDRr5t^Nj*puG(TNo0<<)PQmy%q$tcNXfJ)VjiHO2jIsk|P;{1vP^9L);diS# zb-HH;A0CHHIER=~65`YbSFz?F4rss4S(_|I$Qp2{L`p96clht-uBD#s2&z=BNG-h$ z&Ws<Kt0C zajvoCCdLHIRJaHnNdipY94@)xTm$Djqy&?QC>_?$d`Zhs_J+?Ev#>b)(RRbl1{q#} z!CN*Qc`C30RLVx4fi)!bLdPl&%iJm3EnOY5dyKbvQOYW6`B8%pL6Di1Wb_cZ*~jKP z+*HPd7PO{(sYha1!|6s@_-<{TaxmFgf$7d>wP9)c%^sv2`%O<$&O_jyXf~@G4$MHs zzEPRtCd&OyJT(T5EQo4Z9tNxtL@++K*RLHT6fjU4rxRMcL9F3mGEZ0opg{(;pq`}x zSV$eTLWRX!NFz^N~yzrimAFDz` zEta4lUh2-UMke;@H4lI2H0u2g@r)*!$fEBVUJuc|aLxOeGRHXuryVIT6Vz3+SgxX< zPQexQHEb(y0sDw3pt>fqARXa;9cIBdJl9IvSyGFLbT(2`ZKAH;YK_BvoB0(rzuA&x zvyQ_f5N1FRfmwrwiKz=-UvBHASuRF<_Gl1r3MfJ0?WDfEqzV;ITwtyNpC^lTWeuFX zAl3legAo^RN4W9|zSm)YgVS(qkU*K1Hu_eN10#uZ3J z;Ct3aQJ9cN8eWN+HCV}srM63-L{FCiL{vi>VN(Kg0x&io)uN$-DlG?8FsuRHa6k)I zW+%uRDX;WHjrx*u4eI>)&TMxU|gV`UANNx3+w zP7lv6rK~`7?3$37mEy8RocAxKvL%rE*e+b&)$C9y>k_jasyw0_G<+usMTjHRw4H;s zj46b-He&^sQkIPUqv3k@0y}h)Yk;N3U%9q5P-`nAuy>*&yxQDs?01EEJt)jx(KsMY z%#y1JMpCPFuR+@)QbSEdg`@8*tWwhP+vik!7T)>w`}UzXw*LK>d1&JoCBf*w|ohJ!s@iZ;X#VhueW zEo;a?GHJ_M_(_xA;%9hpz)ywdBrqWfJLl_o5~sE35h=?T**c2R#XdTWc_3?$Y6$Lw za*Z|Bc{8cuQofN&G)242WD3^Fz7|Kh#>UKZ&wcp5Nd72EUD%SEW6?IMD_xPz+Tq#n zIm!*?dsHYQEfGee$usDrMRagLB`((Zn=O}7Rf?3dKo)Q=lfA(Ra}CJM!G3Tu%D8w7 zGkmxwc`_AII z5yz{|aoG(SysK`6n|`=#Hh5HF@s^zh=U1x*I+Wd_2^DuBfHgV=CLjQiK|zYWA~r!K z)jT97hssx2!kW_z$KBOk+|Yn6W1w)-fNH;_YX{`w%X)1a8WUEFCwOsRPN`o_6)H!G z#dMkoYb+Ni_W<_~xVYfB`P^}?fhLF8@*Ab-3YrGi7y+|Ffh$F5_$P0HcLd%$BTU!N zWR1^19BXjXK{q3393JuNKD&W~4HBr;aB!bEZ|2LS)yJI^?yyt)-EmT~WluO9h!)m> z5Q=@ML;>Q2J_vc39c8XIPSNx!%t6o^mo@1tN&*&RD29@y2nx_uM|cNUdhy{5K-uuy z`DV45v**s$nk;uLp=^5EfB=;k8SClV2UIv==Yt&WYp`r;xwiYgX^EudO=&iq z#x=4h%o@B98AYY5->3g(3n?mC(c zzrk~zh(qmfGx8*1*%1zBI7&D0krOf?*PxCxID_mlpz*8$0hRF*L6@j2Ny;&GAk}Oy zKhWd`nCRSbgJVODZ_45~>$ccdj>Td<9Z%QOY&y-Bxf!vhkb`(y!*C3QW&)0Q7T%JzKmXM2 z&s~CpeIP#pF&01rc^fNK5Ktv(L*>#h4yYb6G@|JVSrZ^>xT9o5d4iYI=pYo!-Al3 zy%8nh0XITV4l65%0;A8hjCUMJH*VJ01krC$g&1NW1bRgEEDd70QNvbH6hlh zY56N;h)Cqg zuGVY&S{(Dk&`2bp;?!-moGe8h!r3LcktNUUMT(+ysS4gpwo3F!Dlp zUgq_5L~=iD4?c8+Sral? zQp-|Z(Kb0MU&*Tbl+zY&n3G4Jok-tqjUq)^1CtUFrSoF4Omc8uH>k_Y$hwEPBUSUz zH1sw6aZS3{WCI1N>y1wbT3XxvYJa6GXF@k*1wK`+9!MCL1r@I8hNw!{V=*}m8gOk{ z!6e3ngyO^<6SSeiC1YDd7i;ewM;g~~l;)^K&JGOKCDQBx^ar*mP5a&@>|Uy{%~EL&1jU2b4= z_L6nBsN;v$ zgwrWD(Ydejc7%f1@)Q zHarE-3YWkx+0oZ1-ac~H$a2J`cw%6Me%22Q} zc@GK43XF4om_}n8QGs{gmWUiaMoVH1tUkLroU6+*E>5CqlE0ec=Hm$p2~ipg0~>I& z<{C?^xmwmhW?&7~lGcS!fF35a!~?qFXekV=F~y1Tgq#lHHV3ScuFyRcwwV~ zY0Zs{j6*n97y2*qXn-^Tt(rF=6M?HTu*Ppuj*a^&ZT4{I$s}as?WAK4J@(Ct*Jses zMr#hxL*^JVB%oU3^Xqf)Y@Rrjfs7V3Z!}p<5gB0X;ZNTwnnK}e?OFLP=NcdsL0hUR z23yekn2_=|q1O|At0=BQ*o;yTBYW2HpK+{npI~>$wYR|CFr9)wdc zcb80B+H{f^EYrb%Oi@5Jp@n6uC8Q(E3GXEmDO1b z480uUbnAe!%HeSj+1uo@%bM4cr&PTP3Xn`ZdbD^e3(LTwjUv7}>q?#K$>%Brlgo8_&)-cxufAH%UX6$0R zz^?NY#=FOBsuvM!_}^Tp8lbuLAbvJNWQ>?Opf?8qgKqd+46`7JLe>Bm z5e%+I)Yll1c_B0;MhOK}C?UjV5e|y4rdZ2Ga4gWb3WXx`6f0Qp&A=Kc;`Oh{{D}rs zGkXqqT+rK@2kjYfvdk}x!@_Y%+bxcUU5*4=r1ZV4WznVdCosAd6XT3pezZ5-W$Hsk z(p_$^5O0V~UCpX9%3SOM*af+SBQ!p(fe%7Q@9s{WJ^LGgYfmVUnA0JnO-B}m2WViX zz&;`qa@O=2E_TE3w)Gr(*6GT#1~e~7&_QW9H^#x3HW35b5e8In%BQ5f#jzBY6fSYr zWr|A#$P)z9@R|dv5wZr#rsgSne4;y5N)Hh30*YB9vL-PaswcY~xdNZ$n|b83X;&@v zu!fW1D{F5!v&sAA{RxR|abhZE{PwNq8*VlQMKIOT@8M}@f|(}1h; zf+vQ^r691zEv~chr{eVO$Sr{tm^J*rF|!8n26`dT{422rw&-AzHj64$tfAro@C*xH z98gj93RXEKp(csmw`Z!|^nGE!`9{gPR5o)y>Uf z#3yTgSz?=S71o6FqE@(#?5LDZz(@URwQo78w`;chD|J&KO>R&Mu2XD5PcS%1*qd>} zQ+_w~8ls)$$|Y_JRi<&u%e;{_Mqp+>MmL;A$3@B`_ew z8WikCPB7ep3Kc37m#dT}{QT)po>imC*r(yEl%uf`JhuQ~!bb8X#-5KE8sqW8Zk=1L zHk%cM%vX`*NwbU0<{E8Akqs*T|I0cJX$cDo(Y(@iY@ih+DMbb>6mcXkgbG#4qC&0# zNYl@e#*oJ~NIaF+x%z^A>1nv-Ql2H~Q>T;ZvC3Amz%N+>M z8nB3R!K}gauWp2GJ{VA%W3DkGM`wri+^kMjls=&Fk|TpoD*ZLDB-FyVU1M{za#bUu(fe}b$N3O z4Zy3bXg++bWhii@nqL92nk6&ni)eR>FM4_!;|Ur(rMk9+b|f)ttl4;W<=_{F3e}W0 z!N_E|yfaBSq8cG<0ES@hLs$bNDu{z9*Fci-PYLh=cEd%SxP*Xef=d8XT5rjgw}=fK zK*nM&u?FWFlcyU{dD>W@)*2+&_yNhTN7C|h$K;1BTyH@m%`RIb9cCvNFiK{GRojrH z!+FF@nLMthQoJQiIxEn*Ax`t+#AE6{m2nP3%@4>mZq_`>hq=ZGqwip715*@ZP9W~W zp5*;a*s`(dnR@kU#ySL1o$asITxUw#xnUl||C{2>9Y6!qDCl^P!6gS-V+mn?f}Neo z7^fYTH3S(89C)3eN7NMROq6S2=L4=tlayEk?YJ@U!p0}&697C%)vIYTq7|1Tl%Pyf z6im&@S;rF==Ng!VxGxB(9{1jGnm<6o7}IG&|HkViI=9_%6>UbdsV-&)W)vz2XGUe1 ziTMJ7j~m+=xqM?^16v|I%7m%6tes(3XrT|jHyRnw*u9WC8*shb$jtVfa}8)BOuH&^ zT(PGpLA{|IU><_hG48kZG}0?V%07~xrx>s}vO~jm8_G8DS0mpw&l+z%Ye4l#SRi;iGQ#JkxVc8jyo(s6&MtX#ng7bA zSl;5qfMbg`7Sz&)=8QWdTqEF*IQLMKLyV`UZ#`>(T%2Z|P)>4S#DmIRd#j$34X;>XfJuqWu*QN-MwZ!IVT~#E`23}u+y;>~VB{OF z@BRkdwg*Mr6>gq!oNJ7h$VbaXN?SG1cM4(PpRw9A zEqEx@kZVl8tQ-F5_lB<#7XSzTt6}!&NaN2P*#FuQ>+-+{Z^BGXjw0ejSS8?SE*v5P zwj~RrOm{0VFTgocKl$@J5ME5;L8RoQBw`Y@ve_lY+4IzzZjVT6GWZ2A>QREvnf_x<**H2;% z6p=6C1UIZPo?_;WQ4ryTScCc-Y(Rx+_!x?`Fy$A1MhgChE7Sl(K2HPax|HdGyZj#e z-f+%1$Cz#qYXDgM`7nxVv4{JBnQV?tkM}WX)iV0@X?O(}{YzS$jFt(@l&0NAw5@qh zY6=aZNYI)l)tWfzE^$x4CJ~K!-o`SRM^1th8a^B(7c>h<}WCi6Y zXb91I8J34|0^dR%u37RS%9LHOmxeVK zEaXe`YKjXoctt=qB@GOU2`5ycnylemU6S_{p0pG4F$Y*oaQ}t>#EQ~zV2!EtHSmRk zZaA1ntw^SbYsRrc1rQlgDGC+ zL;6274s(DtT%4k-rGitP30wBm^$DiXS;hfXN-CmcgapGv5huw6yFoiLW0(3bI*ZUO z75h+;Av6Y5<1vRra!QXqG5?l{Z=wB%;#pTyUjt=O>@6H=0s@)qTV3%qPkCs3i9KpH+yX<7rfw8CQ? zPnb1E2p#|6xAg>DezMBXy(Rcz@(e)}^uS@iG1=)5Yv9`O(U@5S7G}aEEcP>~rRaZz zzkSLh;W!k63!c8XukncYhOaTn;Dx=mc{Lt&yl!a#wpDPV#RB32isM89Dj_S$Qa*Q` zcKfiOad~;EEq4x-DcA5{K2_U! zuCKQ@H|qszGlK6RD7(gpip81vdoq#D#|T;QX9MTvz#2>LYv33ku?Aeo$0@q)(6Arw z)I+(G_BB%KX+!OAL;{;7%Vo(1A;o|yrN9c~Cm1dy!htk=%5o_zPZ2t%lMMTW)aRv* z%4zoS3e`Udji0{_G<>uW8&HafJC!|tHu|~TZnwMbw%4kVGU7B6Pub9m1hbOP2ky~i zWGSQJV-nZuyasr~vXv;lM;(sL?B>X1sX#6GNDr{a$gQWN(L{8m(4=0jcDwC0po5M% zY+Zo}1LsbcU<(B<>;8m26B#3Rg-W%(fo!>2u5oh+NnfX<>@A7ReF}`122^XHH#)IO ziat_s*#JlN1r4!^hHAo6LxA4|Z9=e};;>wWDntHmvdu+#Rg%&+o9Tpm^#BeaW>8^q z@fKu}6i|)7fHmGeV%Au*ddeo2V_}WZwaYjs*z&Q{cP3DghEWJXn_%xsOm8Cn##C%Ce9h4Q-T9ksLS6qb66(i z^Mzf=8MHVX`S@g_7jcF)$c&v`qS5Zu9vd`f+iQO&-_)xW8v>XYb}F8MaAsaz zUd;g&9t`j2{tIt`Xto|79vX}F>Sn!O)mxyBEyh=umj`U2ov;Qg)p_R`)`USYHw~=8 z8oaeSTBWpYiEtp+aAKJ*HljS`dvR@H@mIBX)#fJ(6(-W5CIEYEur~9U$O#62dc>W%lD> zHE_+I5Bk|{XNt4j33aO{Qe#rq0H#_B0_|q9A4_CF1ju0M79ZNPp^M{AU>XQe= z`%nIbf4}$1hzH4dedBLhZT7paJt7%FLC#|{QQ5FchL82^1HiR&l+2PT$HDy zo*eoNV0^ILTwPsXU++F4dX_Y0lyIqQJek(l+iPjPFW2dmA{_9_T+-@i*cmp$+U*^> zutEPDSYtWCq<~oiFYC#Y;~?q2U>XkNPe7~7RMK$Nx{o1Km{3}xtifmd)Uw8u218Pu zL!V0D1a?~@k>j#6>4vB27ip+)Z}^*^XCHo=z5Mv-Si@f0`%hf#<8U* z&c?z5H1OZa>J_xmp9yOuUnCUaz2O(nXPf7<53@(f8gzJW5b79{?FF8>@UcJp$LmiX z6{}B+#o}Lk|K24;Usu2y{`STDy}uoxfz)xi+e*V+(h5`QIs_FOf#ao2BtYZ=YF=8C z@}>=%@l(IH)G1@oglsCDL~H9X*&dnpbj$7m;<3wXJeNH*paRj@jwW39myo*B>ZI}2 z)tx5|fCiuRxNwqF`bmm;2wz$Nl}nDNvKqW>#$qahw85;A5^Df9ro0(%3k5Bn#ts3f)_rxq!X(C$;JAT$SD47RCU$ z1+IbOwykE7+a3=efB!ofk$G@HQmR*1x63lCN~I?yktY!u`G|;Iqf)LR->3$f88Kns zPm(?v>z%oV|D1%%e8aze{mmq^?Yic+*ogU^%|nQt{M~}DLlcQPj|^s2TA|Xh+uE`w z+ZET|H+EiYZ3LEd4;OCkff~YB{bCd(anA8tN$a*rXyk!wXi&&M`>z;=yc(v>X}1^D zs8KXv-lc`EKD?`osDZuLp_EXRpR1+#O~nnOY%_C>q9AHOW-ZeVc0mogsLREkg@o7* z&*Tyx`x+8SS7fr$xN@lK-4E+t#lgInp zmY#aK&z(#tM%0jNe?Sc=p=VfF!kQmCfCJrUkWk?SD{A1W(S!b+5bo9D_ zB5ligYB*fyIP^V*X|_`~jYp|a9rG!dxCx;#O>gBB4l=mAn^3-*#%8C5TX+DZ1BkQ$ zs4Z+dRXIn;&s%Lr-qyZ`>K1yHBPkP4n>zaW&B|0!dxs?-o`1JQ4Olp*LP1N^xJan< z_)Dd#7z1VqYWzJ>3AS6vY^t51hIEx{KUVR+CSJC4Uj8H37+m3+zLa_aSp`vppdbse zvdhHzz#>77Hhe)$s4&IoO7`iX8=L+qJ8A#E71ZctlOwQ>e)A4* z32GprlA@Ia(7q2ed@ZAi`|!aL{SCC|eAA={N#{i<_Nh`=x+Pvmdktj1iW>A2w6o8N z5VreD6JnpE}pdqO7_aW&R zCYTse!wpqEl(E5yj$S5ZC>i|#4aWj(f*OO?rO?bkv)dVJINjd>YPbv3$S^>dD-9nU zHQBU6#e|BTJJJ=bke8*l{4nS1WXmty2MC(caN8{`K3CZD&;9*h`X9f(gi2a;+rSJ0 zc!=`UI7*PL-*7Vw{n5Pd-?kwt&N7fIgkzM1N`hfJ0yRP`oFq^hA?177r^bsWBp=%3 zyIS|4Y=SK%l_sz-nhz?olSVa@Id%)@r^b4HjS76$Wo-)|wXQL7UA*Dog?`VpDffzM zxn(lzMb!9KLt~dV?d7b=!5+eOyc)7`w_b)Hw22XgvLBxvPP(72)9_ zHo|pe1J#5~B1KT6!TtplJRJlckmCb2M7+>B9fQK<112&9r~nJm7!s@?Z(gZ(A^Lhm zjm)X^9hRY-?D`@1ipmTqw8@OR{IKC6vkH~d@xsqUjqkH?c<;Z;(6DK!t)x}!5FKM% z#Piv;Au|r4F)^#!_j&%!I=u2$_Q~HV*T_3ro|U$^bU7qG^89x~I%c1~8%rDziH2_@ zRTD6oQEJN%wy1_0wGQT`6)4*kw~sVB@;=)z8*2Ck4JX$qlkKZ;>yQJzdR+0pB-_&7 zpH!Es%H=}{jq_Si!{5A(f*M<-WnQfDMltAi(3UNT8X;o|Y@<)PM%B2nk^(GdW3%44 z2D~qIvP1e_dZMeu>OXjGK#t}6ddhwyY5fUm7)R2N&UHe$}lJ8PMHnHSp zK%BhQgz7W7#zPM8@UM_-G+i?XN64t!mRD{xs{DA&!}BO@i%lB>L7-zJc@+8@L=Be7$vaLan<(N?nv#PgRPPiuGDVFvlu@>|w%^w1#bj3K4+RD*`dt(#E;hZ!jkJPGQDjTOr(01BcVdkYAt;Hst0~GI-*M$zShQo_K|tTHXSP42%!#p zX@&yI#=ZIl`si6k*r=#XaseBnn^4cA@h~?iH8k!J8sF^d*rN}3C(8OnjX;@0uy3Rp zPOjmvxcD3zerVa1Y;*%QGg~A%l*Tm*_BEig2Fq@YZxoShz=1FJHHdf_osjE@8bUAF z*T`%SV=%5!*XDq!j^yIcP_XT7Z4JlPOu=rrpC@mB9@O|+L!$$?U;nkTZG29J9Qw0!H(dCgWy3p zK2^TnpU(U4w5x9?R80(xs#Mb`$YpBz*u&65Cq*D$=w*YibYoG8V1!KGI_Z{YAmz}F zhfsRKrX5j3!bKK5VnRiiOIj&8W$xP7(9pn?We)9i83-$-M;N&VfW)b=o~tyW(m|Oz z`&_Q^wT1@h_n|>=@c;NlyUaRnL9(7OzX@eXbAT!%>B#ZqpI z94maVS#WTDtzJx2b#XU*Mva`E3>I%E?o#RXUz>iWHPv{v+0Zdz)lVofC}LxZGPsyH zB9+m=mH`kh?8-Inc0i34>}8FPNOcNTEou+78U>(*BLc1(C)0q!C9=xHAtrGM?A@tQ3Bfck9+l1+$>v4;oyz_HY(56P0ufxHT+ z(VvA>ybJ$;8b@sh@;ygMuUM}F4-u|GM;M(tFH_UN^4gXrnIIi}*vI^|?d@2*=tKAL&)j2f&6 z&1jNJyLoHPPxm+JU61usf0{a5L55;1v&lsj@(pP#J32 z@|A2+3~s2j;}?!s_D+uch23Fn0tugYW3>pdz7h*1`u>oqd01WB) zN&K`@%H>r1!tTr}rg0s%j!tQ9T_i2PTKgK4mUv=etFbYWT1TinH`8mKK2$j>pVRov z)9`YE8c}AH_)zbDAZmQ4p|OO7s;H`#Tq7h@BI+rjv8YFToo{beiW(+5;n9fDrX$Wc zW;a#yRx4DczzIga3S%R_#bB%?g);c$7*THQ&=z%&U(gB_^>C@H(trOs;PlrctG~FlwW|EHZi8$XJu15&^S(Hf8daNwkSN zesRS(bf(JJrNxc;h?n$Xj$ETo2SrNlL)HWo`~+7CRgz8(==q7Gb_kBC+wB8toK`kU zKkxVACvLbW_)c~S8+C{Z$1blZmLjiV{XHjYDAyRA2#NqT#4%ic+6fa(=mDBsmYi$x zlcOa}>mzFLYq7PY%jL#3VnPMfz=R3{rDV$w(Gg;A;D9j33nOZ<8~%~S+kdHqYNbo7 zJBo!g|6>|4nv0eaD+gF^NEu3|3bCOfF~G$QK@D^|Fd~xUEsUuPYD8T^aOAkUL=goB ziLSqvSb%M8$xn_huB~Hjsc=KhsZ!NRO5J2KF&kE{__3OPWllFn(h8L(R18VPXx;4I z$*}R;JIsr`z2F*^?<-$TLmtAUZ4@<@vcGeMiVx>jSb@qn@Rx>fh*v{FHAfaFWK^g| zS5sWJ;#Mj~hB5a?)QC%djtLdy7+}E!)IdKG7lurCQ=~@F12sx)T>y<87j+FabSgd5 zweW}aO@xsva3yWPvwHgDa*5saPhSyRL88J&H@N99gzNo zv^3sj?3RyvY;XWfWH^0kE}*lxN`WoCQpp4lca5qtt`SjVluraBN!uslApt_MZk@=+aHeWeYfJQ zOPyFFu=uvx1&)5&XHnn|#fPfG61h`p!iXB+8j=Oo(%%lJ_l=rfWUZz;dTFPaS_ZCx zr93E#c*j8z!4WrrYeXF?O{hxjZRnO?!CCo2#BH^Bi~AQ)mkMr`a*a7OUTDkDR2xYMdXUh16vmts9|SWL$!QdtpewIyjzLG z-+%AYIT7r+hLmT>p^Mh-Mp@)rac)wDgG!_Gb+>{k$4-VWbT$}`jjY02E6K3bXBVh} zgi1mg4T_#aQgSfm%eW)!5K=@9K@))mOh(JTMuq8Gibuu$S0+-mSFRCN>I8zDa>&$% zStqQ4%M^U;twKdxzZZ)d(E8SuBFu`sqpEyitI?IT!zGu>CoNM!NMs{3R4q_LjES-y zxzynuCl4o#uy2}Jr=tm+OTe$cE zTtg>s!@vA3S2?Es?K_U)VwS2O%}TlPsV|`Hj)!lAdEca~fxd>K1~aG1_BBF61>JS+ zh&N`#jPZ85ozUwn(XE&Thtt2uWHwf!UorS&Z9v@?LNNDJhmsAaQ+#X`&f#Oz8 z+ub2F7#F-7x*$k`)#)m$k4VD@D|(BiATsn@JrmU$-r^5#doVbB%Eh4bT=()W~0ELKTj2 zHHyBHgvT(2K;f*7NY}%sTQaOXga(Xh@^7br57O5N2~`H&=tGazc)$~>@k|F%)8btDduVwc6fP7Phw+K z8m@{WYi+L>EN61xb)~GUy{Ew3ea_zQJG^p0?5$>NbG+rSzbh$(_LzHi^ z(w${82a+3VKuAZp#wBVDSg_!N-+V(t zTf@OO(V_`lqh@SgqQ*irp=6167{(+`)6zg)gF(v#mBTERNDs!}MVtKmi`P3{h9YWc z%TFR+SVT`jsY}!_t|4iE?+i82)6OKkT{KB1*Wgy3%G?^iaMBI0vA3u5gg*1JLS>dz z&ISa^A@fCC*DwVL2^q&SIVD0VDDpxRDp_4R$r#nTX~Xp~&frOoi|csRih~OXM?eg* z?LrfLvyqj)kWL*YLyZs&Cus%>js(&X7okr&FlSL>W)nvOXcOd5UU=^)b%uyoTA2*phhf?4f7tjuUzu63M02eF^C?yz5x{- z##AKYH8-=mRV&(Dfs3dWt%NWfGQc&e%w2K~Nua90H8i2Z&MT%j;B}8ScOPY_$TbQ` z3@X=XGQ=xpJ81b|O>?H03@8B^>MTwdMmaji1z1H5JmlD>{nQz%huz~>UA*O% z2J`*HwlFUWc`j-I^+7^IcK*YqZheL(tO#H}>TLy~*!@uox%pbkx-wXJ_$knlL$tD- z2aQb4JP8fX%u3SHR#iKPhFZ@YYBsh@8`||+?`>jdq=_2QOr(iaSccQ3sii6FJR9ltus zIqD9qppM77VN)7{d%n6tjnS6)Ym1~hd40~xOh4V5ntE%f(bUDY!JfY{IeX()*-aut zbQ6kU9MD$q1NRFx;5m2F*&`BFe)T-VD*yo5kV!;ARMDUjz4Z(RuLY$#4K=XWC#b=` z2Cn|#8V*y)#E;(WE(@zrVZ}n_aWaU9W|3<+n@QI-V#q4YeGR;`6_u;ryqc_14{iL6 zEt$ehL9$P-P=!1r%fIH(U>{s33}r4ZQvp5oV2~lIY#PsqitC`5Z>w;<+={uj;D_us zjW^c&OhQV>@oH^w*XjnTrc5JnrZhQd4;Sk)QLZXu^;SE8WmNer)#wj?WdrL_P1^Fa z$VhzEo(Kz7N*B$-z{2{9v4Qb)$*t;Ph!#5pvbyZ_>Tx&k`Zg4C!+9SH4vA&GqDC=S zs0M1?8gvYdjZA#`3MC-q8fx^dT%%D-4X3CPHE+XL)SkQH3%dh-AoWvqybw!&Xdo6? zCB&e}Cvc7A=>IuD#$PUB<0}gdjSHYhA7}X0!zYlkb~>DPtJUp*xW538^YPsFy=sa) zv;T_b0}7v8_U*jWwE}8>2(rY!hKx{`WZ;eG}J;;j~9%pEZ z^!?k$1lg8C>D?_XF-;sZfCZSS%_V-0M&&~yLD7v1ld+=A8&+)*aTH3guV}cml(kb= zr*3NX6UZ^-f*NA3Jh404jv+GWKO>RSq8&6@-j%srB4|ilst6b)5H=*1os+(XU;vA^ ziW)lJiH~I{;-dcQ5E=uoTmdy4`Gt*5p+co|h@8A_=AmPksSAi3YTB5neVNR~(|)sn z-JDotVumVXt?rX6RPbY>|IAm78apOc;2Ny;LCPpxq00^*SrH;0^!EDhL0(5(gvj7q zgpfedk7sH9v8`do%JpR*gMqT$MK&^{Mqcss>jJEtZJR9=)KCW+cEWuflPYr;Al1Nl zq2@cq!jrYJUWDa!>`s)okfSP!5CT;}Q#a|~pn*Z4mB->8}QjBO^#Rfv@kEfOSwlJE9`p)`gXTBvQb)T!pMml`8=8&M{rj5%^%Xh5zD`kNxBE_>g}gSW zAr#R0R7Mj_9EQL+b(md)#G>SZQ4+!RT3Qeb%+2& z)|<_GJdE@7Jz9PRF~Mu4$xuVC<|1DH>J3nXgdn!Wa~A9hHZrW`=cyg#B5I(Lh{ax? zB`X-v5Ye6vn2gq`D%lwusA&i_bk$9ObyRqydPR-w^Af5gH2(6NpF1@EQ*$=lS#pwvRw&GHl)kuDE3W61j~$FFMUz88fHvFIT}VrF`KA^e-yJlpmxn2ghm>+)f?I@e|%r#W@!BMo39Zy9>$B%0EtUR zJuwSgA%SisS4eLm$AGDFpW$jMRg=IGMh>@!J2ST!%}<&w#r=sIaTCeb<)B|UEJ8yk zZ;hwd1$)>FW7(*CUYc))j;Ke}C>N+P8{3wqFIrxsMQtk^9_PN#v+z3()6Ik`$MxbO zM53=}S>hGDYH;6&cE60hsM*;|-1v=KGbCTTnz)}l9}H{qMh z)6p{<$4%em+^a6F&X(n3q9YphgY@fN&Vu z3^y8H#6?yRg?ODp!>3TxfI6$DAQ((3VX664klBj zT%-JC)L@0`FK=Iepa0=!4vk-khWBrG+Y~jRERn7Vh{RD7KLtCo-RX1?SvR?j(`A(O z#!K>Md($Pk)cx(6)8vX9AiYZi?om;r_GTDv1X(u+BXE>Wxd09f-s*TE`q7u6QR_@$ zg+;yrLxUP3!(6^XgIt*2vj96%3rwSuZ1qE)GsG(>OLc_(4 z3TT(-Sju4fm7oR^DqR;uP+f8jrS6{6TRJ}`?ZjbDs4ByfLXDK!%c{I;-qPPjLbCjv zmY?-C{`|K;f2E-@Znp_)Kr^3${%VOWSD$W4*5{g*K*>RaA{6 zc7YnILuJbmbrV-9>R6WY3li>Czof(zFV&z0nr@&5R0#(^o8mZUt^7noIQ)h1 z3LN>o-JH7p`T{chOW+uiqBL3>Zph4#ub5GTW-u-*#h~2gSa7z7o;(EI!r0gFh8nK- zmP9#iDf+Ydkr$BLj+!!$yBTt}`~7wg_cQsok(?{$PpS$XLqv=VW;kIQCmd}V&j2sV57uAz!~!u zx@yb8)vCn`;8caovFeAh3C!!=@d>W634cP$wOc1Gzk|*U$iBg(@>EKQu<=1nG2P^$f(mVxV7wT;1{HK<;C7}qVoIJqK6$RTqYhtcjFTV6VQSmvstR$*H4eM&42d;m(~y}II>@v@4X>zy z&~VxXd=rj-rG1UU`b_ACb9rOH9llc3aEgY}Gegb$_`4U}4cAE#;KN|Ok;05roR%>% zLk)>oc85N3%kMAYEC2T^4vi_BX4qK$onkO}^k3B^Xhl|{skf7fDhDVW4r6%D*Nl%4GE&1HCl;~~(=^=(lQD)y z4aZg}*>VCstxNZPp_5W&p})GTxD*T2FsSG?Hk4~%Yn-fIxdzp{b#2_aOfLu84HxZ^ z*&W)kPTOY-)Zn;54f7gj36=jW)DYWne&N@O8UZ%eO$-eM4Y@{@aS9Eyx2wDGuQ}MI ze#elw+wHCg)%l^_0h6+39#C5&p={FbvjRZ)ypXC4Lp7gZU1btQk=O#SQ@iohQ?{uS z-8K?RuPTUsDPAZozfz5wEI_M(8{COTO-8olg@TChOgVaas|u8*;txOg5Dg;1k`L1A zX{RyVrgqbg$MGodkmhBYRH3KitRUJLi^d=a!pag>9jtANlv%= zJZIFGSFS<5BCSDrXR}n>8 z3~#fAWf~7@FFd}xu6ihpApn=th0yC{`O?WkYmcE{5lIdqDvGd}^c_n0zSb34eX zKE18w^U4a3GMWrEP03OPHSQi)+fgiHt)7Lg@VnJhp%G|Er)fn!a}DA|GKyh- z-zb#Ub6*2-RGAJ{Ighn#ZQx=7_G%lJP?6snFZ5iX9R}6y!`Tg=5|S%GlguAgQo$Yr zbOas}firK z88uJ?5D}}t#1i7hmb1CA?YQiRm!^-dg8y*xtK+pz6!cnkW%{3FUc6Mz+vGiosud$e zeV#nI22rL+SEIxE?^dhb7FSJZj#MJ{hfA!~lU!LT-*?~|f*eCBQ}P3inq+N#mQ}ER z8KJ|*J4$P8lsW(dRmdW<`NI4dP{XM~TTyxTH5@sB&#E_6rOIrEiuYP6Y7}{eRE%81 z6}oKk#yrSMK3^wlZ1(GR&C*j-rIjRG z18RsG3=J`9lF;b0Z-EVnf(Z)>vHb@WS=m-!x$K5_>1dU9=pt$q=I$XE>PBa%%5t$y zp#xM2C9ms5G?c`J-Eg-2nmSvchWC#TukXI=p`0dq1rS3oxWzPJ9duCZ$N{g4g0du3 zvf(NpY(+AGw{Yo@x|O(X4?1Aua;KreY5{czCG4wWMvcvR)90u&IdSU)%PPFl5p=J; z?!WdfQ?5}`Pz0)*X1=SmhASnMdtP ztExe*maUh!?e+evsfNwPTc1o%rO8t{Hv;R+N!+E$AaHy5`$kRA^UkG&BS?#?6$yof9gJj9k~Arnf{5 zUtd`H`I#|v*Z!}yT~jqQM(&2&g2qBKs!W_V7VWiUlt`Sh<{yP+F5Del6 zh3Sk}aweTXhaQ(+dgcNMC3Ou4SYAScN2F@yk&<0-8S3z~8|Jc-D-APh3<=UvvYLO4 zN%rS+HpzWI^ytYIdT|iE!{DEzYJyIW6v8#ynQN$x5{v=^X$lFIex~D0K0_n3&~VYd zlocu+xZgr8rvZwXZd24I07dKx}^p+JWNQDTCzgRb_7ke9XSKL4( zyIG-vs+!aezQau3K#Bl^RtG2u$5Q%!k}FldNF}KT=6OX09l>9WB2G$YP8bGhTl3af~c-^EJKM@n6 zff^xPLS%6JFV7S;IL2{-8kcXCk&uMg7~-~#6riG_h(b+WF9kX41)MB`1L5GbUG6Wr zh8l_BSbLa>ppsjIGovsn6CyY;()ZxZI>5#DfSlODQpuyjB%h*&xme7h?`b<$a4N(i zBcO&XNYVTemp3ZWiJNCC2?)wbyV-%dfm3;88I!uEQ>{$j|%W zuk6(Y*AUH5kR`!I>3=C|WMxCm8M)5q#jFyIdmbwCSK%FUA(uA?T-60lG6sg%%Y5d_ z#2P_Yl(6i*K#kZ9uQ_?^op!S$YEbf)jX`nUuq{9CV<^|a9IdM$RLkvfbAAO4=Uf(1 z0~A8-%#4^IqaxSv#S%3FRA(>N%TG{a*Jf`8HduIF$z&AwHHaE6qJ}sG$UJtwS+CoE zMvai0z;Oes3!(B z03kF8G7HoQpF7H~Vy3=qYKDh2M4|#PAf6iXAXJcP>dj!Ff_^RJ4-iiHp$l7yET}dm z=P=<=>Ta1uS!U%L8&jJCYOq~yO+P1`M_rWkrl`@NKIOQ*T?)UD&N+wD3m10;OK;oV zaTbfRx45gJDw6$I7U}})t}!AIxrU)e{$f$1+im-Cx6mlu!OMq_n0H|4OsK+%LQCTi zLZnN$MxHI^>;9W9zj!)Ghf}q{vWvpCI!sl>LP}mKhrL9Ngl3m%Id?&1*xdka$=O_7 za1Ci>RL!Y79eKs49zT*IbU;WskWXsIo1>~BD)R70m1(G+Twoy*3s3N}pWP%QYT!3_ zp6h$Lbv49P7hFSy66(S#RHh>}n6RfX0eUx)!O-yAk99$r+X761-S9Wur$wqou0c9( z?xE^xDFayA4cESgv#XD4z0F*s$zE>pR#0O*AT%E1E(T!3%q~;ZIB<*SaM-ugNm1iL zP$SRN5!8Q#cdoi?xm(puV1+4)@TjD}i}RsUGL;hk8K_ZTOMTSMr7{kMpy$RQxdsqw z$u-ar8MmkIC<#Y}oNC}G1^OD`8fH_3MZkeu!OAtHIt3;+ux5)ZZ=o*Sp4Hgc@}s0k zTqR01f6m8aPcLtW(7~-H5Y7|*gyhZ=t zIdChlfe5UkjH{Y)%&1XAWd4O#sE!DYOVoHw{DFxYcQa~i+TpP8)74 z=y-(I&QqJOblo!(8B;>Qg*p-W52=jqYt*;oaAwY}3RRwQH(PmR*@*dc-waE`vhc<~VudZVC2C+b-1HLW(ePXx zHYTToBEmJG5Mn0C+zr=daX zRn2z0YoSX}FxkN=A!=mW(r{Jg)x3<=s=@WhtK&=vD2>C z;}L2+kM}^01^+HtuWD|43ixK84>h@6^9}d4uV)9FrCM`3CKBPqb~Hvx@t}=4wk;bC z%<|SE28V^zfhiHtqJ(86sa+-|i?7r#Ta#LM(60?K!NCiMGoY(sQxx5o)l z0jSxA(5QxSvu+M!_;c7Wp}H(h#fHXBnGsy8OZd66m4ij3^(GaBU`T&t?|4T<6w|zN)SbF!$ zxQ3Ydt>uIT&^R5KHOY(nEvKqx5w}Ov_2mB2!n|T`bkudd7{;wsywE_Snj&gg!c;fW z-V$?vTJ9>B2^R*)!xP@r6dfJIS-@-CL)&b{&$DSKK@~#{Nx;z*Muke|C<-(y1T}Jy zS$vAI8eEL$+7wOi&1^VZaE+R#Oo|*)cs9>Bo4_@kdF`^lH?MHJ=+Tt%2h3coP=$Ak zEVqS*+V>U4HJoOo$~9&^E22iuNf&lhIPrz61E&T&H)&_oC|@wwI39#+2x_b(Dr9#R zaymWcwB;O>9p3#N@~P%6)7@|vP(ys!3wASV)T3NcDd>Q(`z%Eb zd~rFpk!#EqDz#7sYUob`*+Iz{nOAA8OUDa`arCl4SeUM7rZa{$HS(40)2jXBP~)e6 zHPm?LP=(s97!{8&q49cb{Hu=Rg<|O!0%JS~YIKKnM2)+5SwD?a+o<^G0a5c^6X#;< zaxqh`66v`1cUE(yYByC2^@3Z?zTuY)V`#1;fvFVU8Lsh_tXhQs+GZ@us`V;b-B@6W zF2PuE(Z@Ruig4qPr~yk_&+@Fd2|O2vs#rMU`&<@LLkmo7Iq+wMB>>OmkR()s8olWi z)~rkogRy1GCfLvuk9&bfW}@m?BtrFY~@MCwJC`j4N#*g zi5k52d#4}~r}8)qfOGHC8N*q+jWomQ?6`|ts=7_5;3mIXroHGu9b8PPCP57*|B}yT zs$K4!y0wCO05uesoK9v9nVwoHHphetwjqtmpVKZEtRHI~g${~THk4k9a!BHGseR58 z%YWb+wQ`MGLgQ0ssJ?RF@Z)B)TfLj6|9+&_l>8-XOoLi%ykha{k1{86I+R`qItW4ErrWQ?hG;-TIH?oU80d(aNE4d}RZG-BMx;I@L9^v6GD*=BP%o#njl_xr;+O{k`6vsrJ}XWoDs z`@DI1`L%>6yCl$)~Rf)Q0qW?`knQ{ zMcJyTRB&oaCU2!6x7#@pt2{GUWF#)$PUo}jgYO=X;{LdaAKRY;`0V!5 z{0r|rh8M>p;z>WgKCh!r>_R?P_dVh_1`R*rGr~PcCbyZc+za%64&!ktJu3ogFgNhF z8r6ur8l<#J3CH5eQ*ULcVerp?P8umrH3~Tf24_EMpNwL@5l(u}L!NB;osV25mZp%{ zp&=l8Ufri0%VCpR#pQC3oJQ#N5jw)GplSOY8#EGM;r{5xnRDfAnz+jk&m8%xUb>$0 z$efQ07X&`S;W0k;e8Tyd)4^Fri5@>8G`@P@@bj0wg^-X3I=p1)9FNP7%R4tmIsYNE zlMq5ggjdef{HYt<#YR4n_aSd>HWR*N!>`kCB=;lFw7e5TUBi&F^tO>d{>$Akswj9X zx^3fT-L9wEX#h&=3L5f@&r!U%KB${Vf5R8;jMLl8?>E_nXTF4O;%6T>dJWMt9*+G_ z6CdJ@Jd(%r@jcI)J@S0@@e>lNuiZENONYk$Z=0Vl2!_?ZvBDkZ%4hJzaN zOOZ8P^Q0oQ@lzhpn;7*QzTipS=e?}{>5SDrTeS8eL`q_{l4M%em6-D- zE>zRiK|W5^heHjMoy~;s&`f8u`PU4MTV8(u4vjAi1<7Fo*?1~4ZiR)bZiEZ#TgRuO zYmS_!exPTf=?ZkreM2ZjQ5Dlu_xi7c8ehF{_}3B|w_IMXgJ*L)*|A!eeXP>!_;Z(T zoc!TKFYoxq!w2Bg;1}~@UrlH{d`4*eaoYUcq46L84vh!}u%f6OcF(b6S50Y&cdpZ1 zr2NAodC{`Y<`a`bmR0X3Dy6`cYUAz8#TTZXguFbsH$7Z{V%|DkDA44qh+IS8Li-( zPyXB+kaFwG@OIYMQKyx182;y*XZ}W3`aNDpCJVdA`CXe|8Z~bChWGaYOn&@|Y538e zYCiCrMJ-*g-8ZknJDlCi5A9E}h&pYKvsvoJd7Zf|8S1p?hEEz8A6H~+L~-phSMm99s-TiV|2 z>5Vqy>!bgA!I}5C{jR^Q+{u(_FHmIe@DSwsvt>OR=CWa_0`(b1zb2jSkayqZ_rd+ZY@>PEOgZ3`R>3Ci27J zrweblvYgmw8kpg+Y}yR*o8bq=kI>`et;9^8tFk>V3mBQoa{lxPB8eXvwaFzmr+hPE zq$=O=_stMA5{IX|PiXm>Z#W|6D-Dgu9Uh$=SDMX{1{%VAb6%I;asl>-@KBw1yR*y? z%1G5|mZ6gUzs=!r+UsZ{1`pe|s$}MG8XFlGoO0=ZIX4~#nGS5nscjeQ;gekwvuGX3 z@xqS-4Otx&0d#4$;S!9)hC`e4fXI7zj&ZIhxw_(DwiO2O3~W@5QGS}7SL(L6OSPOT z#6{L?$WaTskKQ?@jHHxY4W~Y5Dz*bF%1H(0dpF^Za2L5AO5g#y2S_+7^dKSSQO>z1H3wg{`o zhffHN**82nqhC{K9FC{eYQRNu6n}utdZPV)RaKBR6c2&vc-n8VkFneD4ryqJ zn22n}?lGds&8J!T=I_f@?s?%t*PI~EUe^*z2uoaVn{ZG!?ps&Q3g82vp zdG+x1dL8XGRjFL~RIJmDvPs>`)Hb9$2gtOIV_OwPxZ)P!v#JbJzg6LKiH-0!-869T zIa4Y#)1(dxt!QT%C_@c5n{PUqu@x)72teWI#p(xyK=be|WY+_7(Z2Qa6Bd4Kx$9SF z(0Z5k_1fzMyQ(H+Fu2rj0^s3{qYLrEkVcv*^NCfs|K2wPt|ShYRUz0aaVeKD{ooO* zG@+V(!(adTo3Ai5UZ2;yyA|s_VkaMRWL!|Dt{rrB!9yrLphkXNH?sH|q9Z^<*U{|t z?(RWCqg^-hZqZrpwz~&}Mtw^LI*~nCtU1YyH!p6q=#b|p>QH%E%n&%J>$nbEJU8SA zznIFKnqOv;9MMlzY+s_?s)xZazckNOW{T^rBB_GSjI2mpW4(&k`9c+@xGPu8UW8?t z$U&Q-q)QfH2XFo_&@~t&ie2347-%6rWSLok!|GdCZ^JilYmt+xVH*ymEBKYsg$!al zG$Ej{p_qq=9umCExdVt~t>;j@sz5+2R3cG)P%_m|5Wk`R!$TuI`q4N1b^pI#WjFlr zkJYL|5RCF9j$0-ba#i9c0%fRHcW=aCyxVo#J=~Yps_S{LsL>o46}#P*vQ>#y(i5RU z)PS5J79;HJ*vAw#xJ6sbU#jv`qtSigb7sXr3mmiSJ=~df$)s6q90c#@krviE8{L#1>_ zsY9+wWd+5v!gVG5{KaRO2t?oTZ(o0{sG(AYf*Qpb(o9gVX)q6ojt*o$jR%d2oj4Bc zOl#*}LPO+h1T{_}JWg9GwAp^@Qfnu%gRN~{)l>+hWjGZJqM}G5u&!IQcu_9$vsnbU zhV>*+!yLkBWt3U0X!1|ryl|m}G>@)bWMT$OQM8b@02``$tWw!@JT93!l<69278hU{ z-B22pU(s-7kx=zOjZ94kaxTfbh#EN^kaL_>eus+UaR`mvSLIM}LsjBrz!G>}tDKvm z2E3ZQy;I8oy3LsBg#zM*s-{I1&wv^wQNxuUsPUP?o)7(xU*`7TD2kA4l#j3P7M$g`uOBW}#Z@(dyS5S;m1*kh%fh4sR1;A3XCQqGR|@DQ zK(G*U;=@=EmAvA|st#{7OPO}4eEPW2ty`u=6ksf|p6l&f77MO{zP-sBcJ~k8nJl_k z9?S2FLn>cWsWMd&Lqia@5=#zw=p2O=9TvW+Md)+^7M6duFP@-=)F@~v3l|%tWIzoS zFo9YEOgzd4my=IK4SV1Jd;OK7#y{i&k6->fUscTk#T(gp{FA4;d`H=Y5E_SY_IGAx z`ADvz36-M89*8odMk-LqW2Kg_W%M1JE&5DSfT@d{eZ#|NUKrmhE2u7N0>veaUx5p6`J4vX%3kg-zNQnyOPDG9GC@0c9;cE#GO$`*u zl-#VflPyLmh#G%o@;YpJF^@1d!;)jVE zNT*>C`gy{h+2(LKe1(0D*PXhAZW~d9 zstF-9MAUODTw^PI#MGc8(P-Xtt5v18NW}}4Ye;C6uPt_!Z3~Kg&tpqL9P?mhh@k8$ z*L*__rOIlu8WU|w_=}+*LIh3*86->UwpGm#dQynxMTHczDhL|k!VQmsBI*nlFI5OFLWy=K3WZ3h9waozMm`cgCPZ95e~a?W!m_Uf8+ax*Je881tix;8lDw%KE;oV05q+-{m??m z&<_;jamLG`Oy%56l&P)bd(^j>x9dr>A{*qjN`nUKuJuWU>NptJ2oHYS$rH>PaCq>) z8^eSDUnDP9P=h#7%?cTm8P&eenZP-Vx0xxW1OA-%(O5uG!?*^O+%z(rr&glUa3?g} zQ^bm>@iM*q0@nzrG2+mL02h1#;ahCmU{yegXk z#JCRQ-$^M%GB0VudP24RmBIxddhwFnk5Of-+kJ2S9nwiWh5+ zOw{;KxdIm}ou|Zy#Q`y{`f#*Tpqyp;kTf02p z44T$_^ZFtD7a;Ks!RN=oIvhd+#akGTLv*m9P`XE0wzd8M>Z9z48ZP>i%v>W@Zz~p& zJzFYj<(Cz7GjvMB!&hrJT>6$DiyHq*nzyHLiQoBh=Ybk^)vPi2^5^jIhGz$;K^DHs z@~M&tSg&PPgjo~qHNMM?g?C%h@CQK+I?B|u)@`X7xX@Fzxf5`p+bh%hIW)riDqYqP z)#$&6PnuEVKkMt_t<$Mn@l2{5Vxv%UOdAV@2`y1+G!Qq)Qh_&a6n`@?*a>HAfFz1 zhV(t|SiFsTw~U9`@KxkJ)y_{?h|P+aDHD)ICK;?M$+TCt>>tCUBc4d zz$EucUqg1B3N?%k|3X65yXexI1@`x6&mT)GU~5sLDQakFm^rec zh8y%7RCR(Hz#xaaQExRt4bQ1CK@Im(QA5@)zGIzH`UaJB%D^(5|B;8!!LICXC9R7F zLg@Q$tz{@CRDa0CTLbMtsa~;oyQMescJ`K`I&zJEwO|NFjLH%so3K4G+i(nj)N?mn zf#o|B@n23L#nj>Q~mNQi0#Ku|BjJp3g`JUO&E!0T3 zhQ_xVq9aj#fg%W7ap{-k_MafvVX+k zE6W|b;g~UuHkb?-E#9uXbtC-@AsRMawY6!$(lBFj>k@kbtuW2@#S#D#KR}IJTbEq1m#D$YzU*g+`uZsP>fvQ&V(hZUR1DQH4Y~Th zW@g&ws_2>uL%t!64Ye=V!45->biD9*jHnTgtAs)%LxohWzUK^;4#*NUUdi2gd@rHl zLX&HUDzl=77UbxM!@fo~a}Dz+(C(@Ztra?xpLv>TgwT*Y4HnBEU7`Btx_xFhJS0>I zjsJ`!*M~&+|9T4zbi-wka6IVv)GCP)OpDyfJ5~@)$K;`fMja=5%h_q{>4tcG?koda zb6*2@gUO=5OTNcH)Al2Ql?St}f+!XSQZ@z#oOAvX@; zSWp${c5w0o^GRwaSkQ8y$dd8GSXeG%qE#isDvBDsbXWfgH;Q?FvJB|^gs4VM}dQDd9QDsm&^wKga6K-73xrLM}WM+uFGyKQMxgN>hC4=hd9H^4)R z#=N}($Vkq`3KfiLvj2z45NTIA#77bul}vijc1DOeCWOSQ)n{rooVgh{tfy^fxPsrg zZ0~M&*SFKDJDm_F?Hc|bRmDX*E=>r=S}z5yd^e*;?1m@tIitpuqK1sU{7}pTUcW`8 z#EC_0GS!3335fqJw)l`xg@@>kg#l1Q%ML)!MPDOXqC(*Gwy#0dU~kd4iW((TE6I5K zmx~(bZiUbY9QRLgc27d1)Z(o#)f-t&UYj+~bW)+(HrpLH0rhqd)F`9NCFV`MPE*BK zmSeeXL=8z@%H<4|&t7q=NbQOODj+m+hJuWaqNh<~76sOf9M8^lg(+5v=GKFGz%+;b zejUT&(QMluiI8)YbRmAkG@}||BqLYkacDzkQ?r0ur59$i-IRIz`2FlNsxbh<=BPPj z__#dyR!umO{Q|KB=0sF9&byYW5A6F`n;W#Wm=XorH#qmc+=5F^L`sNX}fL znuj`^?ZL9zGt+U`t;IVBH}NnGH;IlIBD*`;i$|C+SVF!vjT5fPUK;1(kJbuWIbS5e z;9>?DYtrVxI_|d3kSW&yss(28@J7e|91FRBVlPg}Mvr&$+}1Q#mj|a!W~fk&YTz2^ zi5mEIm1{WLRnanpR&2w!pxF9-aoY*%*Dpe9Y3^lfp zaFKSnWaQ!ROv76a9iw8XKm(?Y?dVhR0+%AEf6RRg7mgp;05`W*hh1XYkLqoFh@?q zQTFg%bjoE84JMGDb4mr*vd5-5)FNMi&`{I}5B|GY6L7-8A28@AT*J0N$TegR9)+@! zew=lKgbJ}yk|1CT3}+qNd&)KDeG!SQl7k|aP({?J`QS7f5?ld!v8XYDYy1_Hdr{;- zuE@=ArHz2l0BXF;hGB#$c!S93u=4$v4mS5oMoW2EWuypC!-79V96-{yNi8r30 zQQAy8&#dmYmWesCFrhcxhhdkP>$xmB9m~$2TX&a1@Z@bZ zf8t@?5;dgZjH;Dfqu(qNDl0krEM`>FA2}Q*9KWPOB@aI8s4gES$8@T~RY253L~TT3 zu#UnGl0(&o8iJ!@EL(VT4aNlLwvbRUBIX%K;V2^+h}XpxkG{DSoVg2S36(qz*~i&j z{wsyX<`lR_7hc0NU$Z41uF-#Q{wl@X88zOC?p@1Ck%$^Qj2FJisVE|_vF;8h>1(XE z-9-tC{XLTq!K+~8Y?ROI8kv-2o0w3Y#~MG?_qbq7oB01C1|n*p#3UIsSD-7R2K!h; zQnrl^akF3sXq;@JSL7f>Noa5NDb7kt6Eg{qM~#g`j{|6)u@aVLQlQFY$f=&!HLyrD z9`+5i;PR>H6*UTs7rw@wzHxt(67FBcRakzcBGcNI{EoSxhA=iXQE+JCj?4)zZ23j5 zks-}QLgj3_D?yC{Qas$*MX3$H0A}&ELPa5wjBB(nnQN@Jf3-KaatKSgNPoY3t#cwX zYRFLfv1MRThKjYRH#V-mlLNI6sPS-jhw>8>tb}Z%*9Te-c+$OCMU5h&1|}1AyiocY z_VfKoM!5exFAzL949)u9XS7`I)4*2kWV>`loK@yy*f}0$UMmPa^Q7&Z*KKLGXeKn0bcwZ z8ZR0(_JM2s{r}jTwJeD@x+?zqJ0v!Zp+-+@Vo;8zMM5R4;^FS6K*L9gmuA;>hdmXl zw#p@9w{N>_iZ|dL$fqJ|@YL3^lgw47rk+DXDpmhC4GphV6#)%X-jD_FypU~;AxWg% zV%Qc3W}K$u;T-;irC059C94rg_sQEXBA zR7^+nM=WW{#W^1b>T`yNvzdy7YsAn{)Ue+za4YR=$a&ADLRFQVr|~YL#+wY2#@P7t zx{#>VWo!A(^S(q42h=d)=5*s1<0lDfIPmh9j2ioZ8uc6+NT}+%!^gDsfWccNRN}?n zj?y!prge%M6;PwwNkY=CcT`O<=JH&xZ=3G;`Ko71&Ue=B*~Sa)=lhHFT>k9hbM?UL z6t$-~4H8kKuZnqD+i9zBfg1Tn0zegnPA5s6PKp{^35>nqNC=CNSnW>xZ3v$O9Gchr z@R45RtE83Efc}S*)h9GO?Lrc`cs^fs>$VaN2jvCo$6lp@0zu3^YOGD$Y z!Zo}MRK2#bazl*)8C8f4;oO264^&M6*AUnHL&pnlCly^2Q?vF)+UQHcBiZtUfJQ(K zNxEcONXHA4&`{KfSJnq?Ib*ZJt8fM+3t5niIh5`#Mbe?KPR;4G--n<$h1?0z5tv7a z3i&1Whf@HGeFydd^w`TM#7_By)pI21+FLA_3Du|rFvUE{)eE_qcu3LLD6UbXpHaix z4hT-Wpa$-N38zUHVKAw3#j2pJ<#$K3gb|r zdhw`{$~pa&45QiEdw*-F(N9C{YFu!Q0Wq`27A!v`s3D`L%|d^w*0Sxbn=~cjuERWe zd)98a?EqCFCpUpjMorgVQtlm^;(JNA_L6;t6m04%?Z*wg`uZX%3ge1i+GtoYpUnJnh6$T?{iOGgL7&+?;RafBmz5eBgSYvz7C#l0gxaC%EyA87fGq;qm~k zLDXBA!SXaV~IW(U2a7k!1 zm_SMrDj!L7@t@ywaKckSt_r_|A9_wTfqV8~>3`=Q#H^{4wEHZd>a*!&#s@pZ2haT> z5OQ#g^|?E*B`{ZHwC+8qzIf3C+3t zA7<1DI9IWFE1y;(bF5p{S1ju{5`G~ZbSQ*egBg^kMhLYKK+KcuWSx*v0dk|MmascG`gH+A;hR6$EID zBCq%yTWHLhX>KMMab^OB6~ZyP6Pg<*kPX~qTdQN$stb8kw*~=`|3jE;k#QZ4(^OP8 z(a12(mV@6>_{YuSSIOjUOsEQ*%*|iDHerRK$Yu#2`S(g@%*vsrLbq!hFAF1*M0v6* zZ(M`Q2s%UMyw2Uv8}cC!lgzcSEk7(v0bf+9$jU9(x4l@mf9@_54q&m@t(08PFWnhE(w*c<#AR7sNrI0@CPV0 zG-@B^aGehqR#ql46++ZduHm^wp`qbYHNnMooA)IiM%iXZ)Ck~#e1VUB(MN zR*iHwg9(*B2G$KPoH89XQpm|QDsNly(E#m062BA20X1|HN>RgoBx>CMtA)m6IK{In zZP{&WANNwx4cFrBPfVzI6Np$i&oE*j&~`c?G`a@CvAs~et(m<^K2?@V$*~{qy>+R% z)@OZ<^MU6}ulxCq$#cdH?mutF&U-|C@(KN%P!&;2 z@wb*wC8&|>PKkW-$W^8g3pJL)1vRvIE6LRxmAsu%Bh#UD9mAgr9|8q|OQYE)WI zZW^jUTlvF%4WV&s3-)j zR7Js)o$IuS3PRh2YOG+jv;Au<@~Cv697?3pvKuL1S_u=)ixf4gc{jr)t}r^Gowwq? zk}GBaB#;lvxtD6xUc%xaaj@Q=McTGU=&BvggY8rSA;u^ekmX?Xb6 z`pjMKj%#l+q6VsWby;~;LNDKB6;WfLCJH*^D#wT}Pev_-6g3L!O%1*N*m3<3S(TY^ zx~8OzVRY&EpwQ@l-4gGuE!octjd1R%Gx$_f&Q`-g!!@BwxQ6&IW#I!NG(yzq4kG!v zif!=jiN#k96TBeTU|%EWCQ~5i>AprZHS*e-5Y0XpE_9&bPIUys^DSer5*n=A#4{NO z!|nXR6B3~TDvrWbcyVT0brSC>$)N&j1Q?ONpl}Ug9`d&I&5wC+K)}Z1BB4SPGU||I zZaMIq&0Iq##+|ze4U>@8x+~QPhZ-w=;n{)?Rf$0n{O;bf8NnvEx6U7j1vIbhpi#%rM! zDlrCdQAs3jEJUs`;cv$ALUuDcDbC6*P>MZz8=%~05^r)0pho!A{r*5>;$Bxsi)BI; zHxP^2%dcPPP{rb{3RS1DA(LUryevDJS*E+To(UDWMy6uCTD)Z(Sn)Q~K@lSrqSzAU zz6zU_N7Kg@m^e|cfyTN_qkKeYe3Bx<&v#3#pME~n*g{7PNhLO zED3aILgnYBrEE4vGOhtj?f@Lp@B@R;@Q`CKl!B;n-X6|}z2s8(yJfKoakAZu*J=g7 zVd~;849P^5q_R=_%X~@_s%fU-l2Bbx^4XWX)A|hF&8}bUk)Oyy z_EOh6AE&t-B_18i(2%sJVyoKTwLp#Y(Uj7Q?8@qo{+2fV1o^n3P}BgAk-0+HP-a}a z&~7;6!0Xz^keOW?ABc)x2yV_Tz1h(MH7JrWSE$1ChF_}spwRfQZ+_L#xD}Z{1J{7+ zQ==P1Y|5d8gtZA1FU;7!APL_dOxIHqs&Q(OW^H$JX^mEXD9=hlC9}2KE}_?qFXPZ5 zUctw#LUoZ)O=azU6n17Q9?1q0DnX5b4yqhhno+~6C|Qxk#C^_M2pUMJI7J0Ev1f5= zC%F{3MgWfPEVj>Y}rnTCeZWtN%( zY7DGU$+ZPyJB<#NXLM^-MyA)9LMLx$lM$a~DQb9isbWVTo`6IR;#paKOoi$%`L7xp zwL#bdF8E) ziFDf?SvZPQTdCJ#ytX?W_S>_fhQWsXx0l(gwbZEGXgtPWe1iZPGMZa>GZA!8p#~~c z#bs!?Y(|Zc_YXYsRKNmii0PhmHzYFH4cCHP+!tr7A}+@J1=mp2z<$R7p~Si#6g6rM z4Q@w$SYPAe*R9^(8ua>1)Zm~<9UZ(&Hr$9BlGn_rQE`Hh(UGD?01ZQpok@Pi)jrNr zl_)~hbutLck4nto=n&G*yF#u%Sw!xzs}-MU5+! zlO<}XfwQ0n@d=}|wS|Ul!E?Nj50lA3XNDSl9CAU8%Db6s*rN&5pn{K}MqPgbYP{}$ zO&)#|vpyd+bmyqSd`4}kfe|RbKn?BrN$GYiQL!@AV85f=ZKGe=c3G~~sSwYuANKqp zpwJ|)sdN0VfHnKw2|Nz>6F!{fErul;8K@D zCM9!(BEcivL%JR54dtxxC*+RDTqJ}K_{V~VbA^L!w z`IYS~F6RALvVGlrV`IE)sKu6g2)weNrb@(iqEV$04s36_q3}$o3R_T!sDXDTK4o*5 zNQ?Q6l~Uiz@YG2oL%MwjsnTu_Kn;0An&FE-NT+1aBan?LSL3`Q5hk6l{j$`N#RMji zymi^MNw`LFE1{ZE!=X6k)jth+lAuOL)L^?^TrLYe>eyOWkp!P~97W+eb46;#Q?T?$ zg%J_b%~I58%8x;fzx)Kd%Iya#blK!0HmV^H7nFgct_#$N3$P#|ZXwHy z;%&UxGev^G0lf;O^@mXox+if(1C95B-9uk^6=0m{5uF%vLH?_v&)_4(l3g#)hDVRCK>X z!7FKg-;9-Ro~~+IuPda{ilZiK)K=!v(FuGRAGvtfR zh6sz)FDfbCl86vBY8&GXXVy?dRS#rCwunwTs+$1QgUDoZ?21)IT#cVCsXXg{RmwGr zk425wzyI}WRQ+$hNN8+T7^=RpryBT&YNBThfHlqh)(d-$iD?#QkWP_n*jfgr>@GI@ zw%3s|4rZ@WvjCu|k@Pj9Sw^OgdWFXf6_z)tMT@8SUJ|Ndmh!w9(wOU0;nltN`Y?Mg zNz8{I=?wtfovwOi{n_cbBmNJ zagEhkLz&sgeWkD{o3ChP)ET#^ilVeZUQ}tLaoTKUDE=Yg8|CWi;pZ_%;~G}XE7kZ_ zRSew+3w!<{`*r51zR!O1`U{~(Icu4-L1*zHZ4PcSeJ7Rr^?C$21hTP% zlAIuC)=8?hr9(_-!i8-08O6Vvp=$iR#x0*z&!I8;L@}m_+tPG&0oO3`e4Q6zXh?eI zu9ZCFXraB%#Uz0Yi4FX6d+3bp!n<}-ywa8+mO20%f-*?3*7*RtFMOY;QDga?b&m?J zOtR?>e_3k`x)e3^fIC~$cDe{$h>mbCG+Dagus(JL-7&OJ!Gm9<_mHWJvseALLT3vQ zT78jdW!remY$oubq4CiFD)PABL-FxTB~;irExn?K9BRGV*NPf{l!R&;buXifEx(6{ zlxxhWvDK+sw7aQV*r>qm3`rc*f&pwiVHv7ef*iW9G5C2?RK>(`*&9&JcSH@f`3)I^ zw8kW%Dhd-@x}xDpK9yyg02*5qrKA;pI-jMpA^WbZTM;SP66_EqJ6m+x?auv_4aLpv z@0+(ip89^`08CK~IKl9>nOow8n-w1LZdb|`e;AlDdY}eeFEcU)C$JJX8D|OVw0JAi zmo(RK#jL^>X{zL$y3$6qimR{Q?xEyT|Z4L!xylcS+= z#Ed4f*Qn6ekOqcqE>I|4`Win7YCvd2mfyD2_1vaQQM#7Fo?jX3Rb^?uern}M@$%Ag zxn#UBQc07&&)5McYH;kjlHuK%hC9FTn0X?f3eTjlZix&mf3MFSni=~udV82Xv|wP@ zoZLjl?|1t^HgXfnxuh4%|A|)NM%Ix<)WAY_?v*-e3=gv|5Np+W6Z;y#i6%vjnQO$& zq=+90Y2msd{LK>G_#*K&pH)d&yhVt(k1`Q>IL?KKi(7kKZ`N10-Tl>(JRL4?$HTEb z-nviV{*&#L&s$gD#qOMLqAF^@t5swU6g9-kvbDu<5!jgRm_lf@L=6)09aqD*X(6iA zmN>V;bx1_O0&Q{nYwOcln%F|JuMw~NvG9oV;3`86ft(+8BRrx;+SN#h3#-Ldoz1?p zqJ~teWbaj|MaP_&;j>v)!ng)dgUVDN zMIctkKKrQKCcXRbk01BN`Q{mn`uv3Iwzr;2fHX{y{*Y-t)jcagM_x6mZ}D4d6&Ai0n#= zHp?_{cM+%|yRtp3ItHQj`m?*ailAJhQVDcl3u=_;hC6mg7%f+*k#stpP7(N|(Nn~6 z<}{xweZn=0FYL^N(thPI zA8U^am2r*HP{Y%<5`!W$YD9e>=ZXajSFfk&3Z0HJCa6&=4gXZs_}D}EllBV#oPGPV zj$wUnXsj9w4HGb&1vgDhDApn**MS;AXv%RpG1R*_lnY->`x5dW$D@Vt)NDU+5!c2drPPS z)bui_-XzIW?1C4mVY3p9M1j<5eix{r2^B-c{{miqKVUNPA^Y}c-r@Ke5~^@@?-~^? zENPTf>$0744WLE?VSV-M3pAWEJU@x3p<0!N;MiG01vbHT4bGvkaBFV!b-93yXs;0+ zF{yd0T%#}(fI?f_PDiPL8W{~G9M?T{P{e1&t?|ON6^@&5j82v_PUl0&s=DpGv1DT* z5i?E@Y@=SZTq4%_M{>?ss?zcT))EmJKn@Xm5b&rfpVEXZFTpivREU-zY4{s7F)(B( z+0Rvvb1^7l2If8;5O9ksMK*_oMBp!j8qzEL4Q80N99c6fF1&auEWC+BRrbDju(2`lNF_US7s(I zk*ui{3)02Wsbcn4uu7GWwmB9Wl!Y$7e2W{Cvp@Uf?&qV19K}wIzU92q@VeP@do{eZ zTPfF=Y_t%xg1Vlv<@aXPL`z-osOwoXwj`k{(NNUQKJXb`{+_YP&soz@s*%|^)9}Qc z(olo`WLd5>T*HD}u!0(yTNLZ(S4Z1onoCp=Mi&+io!hN$H`(T2qM0B9ZVV#`Qtfx^ zK7TJn7&FhUjEg9d&}gMsG!`MFs^ERz2ke02yUr07kt{(H%Au1@>C>7t{0+DKlxxiE zf>9aas;QHpu3NIO*e8rFKmK3*64M|3|9*jekIxH@M-@1b(BNh`df;&`(8LRW$R=%h zOZ(y=eT@f|ynRDiPvldGj%5Fpsaa#qzEb@HqKE>PZA~1uhUt z>0Vb3qFSM_j?CXqb=-6r8sF~EV%dk)@I4gRW^DwkN9k0$2)Kn`R0P~Y7=?G8+xMeJ zE^R;gVbBDzJ&|efC5(JRd^p#OxAP$Rl!tRzPZ?k53KK7^P@&R}--yt7#ochW?8+pe zD%?`)H@!xv@$39RMxh_8>G@?smHiT^@%s0_`2t&lpBox%L3CpD-DpoP{M$0S^1gdS zZ2Z6#zvvAvsPUkvA){3sp#s~$;Niv8xkd<+W%TA-CzFW~i&- zP-ufdIxeR=L%0*J5m2L5wNG(-)xJh7L0$GsRGR^GL$_@8UAhbuHO8y<25QXG37osb zP&zM!R26ZV^~Eo9iC4#)R3pm;4CJ7r>a?|8@x987uzo8Laexl4V9Qoe13_}^-xC^o zg^qElHGpqrgbI3)?KlP8$lVZZq`6RKX4Xhg@k>5lbV+7L zp}eA4ZhjkZ2x?R)Rc+dkSIHKj%L{Rnm7NUQBIHGtD-QTkf+Y$zW57k^8Ta1q*&8LE3VWqNO~ZyP0V1x|*gd1@JHcrkDF6!XSEmVdP6$MMCN9|5qO|2-f6L2FiaLPfS18XO01Rg$R%RrkhV5D%V zPCJTTQzcm&2FgMWQdi3EfEr&8uc6i6)aPI~m=7pBZDZ{gvht!q(aiHPoU zCEm|mBhHHGz-DH9iWtYLdu_V^VqD|(Pv`vgKOJgdi^+sMuhpQnuMyof6dLXnHSWIe z$L63E9AoJwLxnDeE)QO)GTfL-@l{&9rT_1BLN#9tRjz=-p4ghmVok?TV;LKpH=5FH zb{C-$5CPs9r}Y*ae#wxIBFK8XCu)c~Rp8<0ZjEWH-FeEh>A9TBlD~Q77N4GnU&|VR z?OGmOOyx>sAd{ld`!HyEwJK>jLk&}}QX{x%ux2gZ8x|7oQo1J!?W%#vf~C8;u%T@a zLk({irC%a6ewe=bCqxbU3Q747)m1K4m_?b%uFmnV%*N!5A8shDzB5YUr$xisENV!>=Yhdu8G0-EzD$$I`3FP=yyF!YCDJ zv-s=S=8#68pa$jJ*5cT7mia^Jhl9Ipj<;)7E}ErPX>0&Ba)gV_YfEg5L&&Q7$_2;} ze4saB!EUDy`~$OA^2b-MuuVQK%1KvbNR-y+@$`hE^~^E7UNvlFpJHy-Mk!Dlwr3*y z7)6oKy8YJ^ORT>xYSdOtt<_|Y<k$ZbGjWR3?(%3(|&)v&B7x!cJ_?}*Adi^wtUXF5947YS=B@- zU+6KqsPZ3BqYf$6NP%h3MZLihGfW|Yb-cnQ8tY5s=vB=Kl8Vutz^IUmeL|E(=Fo7z z3~Ky&Hc~&m77gf(V)}e7BPd`v&xrh)4Ml}~_h00mgipLPBaVcYvA9~%M=r0%XHv2Oj z$!OXlP`o?csR4LKO{@y~M-~Ks6LuZ^&GvbOWck=2IsBwSCz_`DAEgj2ydHbF&mk$7vIG`WU z8FKV}c*kD$$fY7D6{`JF=h6@7^;49CAuES`m^FKj>9$rBEHmr81prV&_HSlVD+7 z%+tDYypW2y?iWIh@4tW=$>)Z~cO(_qF@j!t&9Y2p$fruy%?meMQ2Mg1oLIN2X-DPz03v~UNSBZ+<1&0Z3*RkwMPe2CSNR2!(Eqs3^jD}R%?)YrMy|80%|

!XJhY}Y5JWNfY^L{3j1=^v z$-y`f8q+*(2--1?$79u2ySwH@vuL1m`zc z@T{Vh^9Vqx9+pmqFM_qX&S;(Xq86$$jM;Qhw@eaOnv(MXHm~yIhXMTQJbcQuw zjhqQp@vG>r{gZ@-8o;77b+!Ncs3j_p4T*$@m{myyH=stmX~cxj{O*Zx*xrg4)TCPP ziY00^Re~B9YOuT-E-O?fsay~>F0-(!&9Lf_|KC>4${S z=!qKd9WyLk&pFvDCdT(o#R8M*mzx zTxC8SMQevC4~LhXKSiQm1*<|7t^*Sfq@yKn3{Zt18;UC+d1}j{4)kM0Hz=S-cvlFJ z2H}A22R>1%y%^@Lst_EG(^xj4oW<&wpi)j3#37A7`3i)%d_eqs@ zv)|HXMj~N*CO|~A&}os=94m*OzOVQwW@7eOhTp%r5-EHlGQ1hb$U*fM8c^Rs&5Cqf z{!AmhcH8y(aA*R0)I^N|WFtgJ+X6L4Y?J#@%2HU)gfOdoRCBBFQHp^UKo9_rJZJ+Y zb|pdvE)t_tlv9(+m1C85kzO!rNPbi6R*}vEno(=u%^0;?Epn;Y+u(~^5wf%5Z@FzK zyH1H)TdOT?2_37 zYODud<$IK9Jy8QRLsB#8{k78Z7>2Qwa@8V<5Rhu4I>gh+8T zKIG6<2&&qm`Gup#EZa<-1Q_^{kuPK7l5R+ON~T80!*7H}Y8Md2-%6xfo-UW(+y1L} zX3E62mE_VA8b75YR9RH`q<6S&`4w?|DnX5_J)T73KwtybCXlle@duPf=mdZDIhc_uJ5pjH*=8D6J4h zjUrjsklAQds4mtuiY%G7PWl>|Nw&Exo45RKikF+R$f-Mb@OQP1z5`JMs~Zvpm`0Z( z78MKyLpmYkjE%jfJ@oMDd1WIe$jMN?!kw}pce97YN zf93!53DqV4j#SjN3F`mH+>;a?Ozksgh{ZYk6v z&Y%^#eXjS~1Vp2p|5wbyJSmFAMp=$+EzAS@4Y3IBbS31ahQ{9$8h-6PIgU+7Lz%}U zN+eKTzh?LQHkRn*?en)z6D$4M`4ZBH%JfTE* zP+=+dG`Om?rj!Cy(*tH44v?P`aoiKEVz)HC?2bY+-UAs$GCaBc+5J%ka1f??7$5(<^C zF>zA2bzAy@%w1v%eRN!eq{EfJ*w83djLmAeNrafDSYUU+5+vBGB#nBAceKQjT|+00 zCYsHp5n)-@Hnm2!OTOug6jXR^m}J|O<-7Olv=y1*oRz7-HAKO4Ry2gUK~6>#{@YA> zp0{FZh*Q9fNtlBOkbq`ar38Sl!g&u_>VV-xFcU$Op$$*$7(N%V z(FSTS;Wx5aJ7g-ojdgPoS zi4AsOi0!{7k@g&j4AFUpKMWTJrYBINn496sHMl8iG6VO}Ouv;xEh6Pxw!I|`1TzFR zAf$tB*t5xph{{OUokcEMK1G1!a9;13UhTt?-R$0dKxD*Lv{%rm0wl;Gtd`S_d2IdV zvUMKbQ3-rB@}iY@O`skE=d#=pZoSl_T#g_S(h(vfAV)a=xu@=%j#v#ysbu;JK~xLh z2oWUF~)O9)zbzYEh#zqdU5#&-b03VPeghoCAL*ywLS=}AE-BC$i2K_2#Ppy#ap^~u_go}bl zAn8@9#G?`bA>Uv#s}8xdl(@iNq&6}_UDQJY=}V)=emdd*)$xQV+;9Hz&x9J>$7^C} z;1-@28G(~$BV4cA>6Vv@JRvRImtu49UK1)-gy#ybfC%#}b~f~5o&scy0BiWkA)lz4 z;I7qcF8Ug?Ws?3&!shXy9+v~=HVEu(UrmXZ-Kwp{H+s=65 z=P@dZdY0?~N`suUTM`pg%DjYJd1!_ZLgeJKF6F;?h3fk(Kf`eRO@8_*``_^Px92|pX9$h0N_leq zZbl7xB|I$?Q6oGjog9CO6fC)o+pCR+WM^lbk-`Q<)K``v@fpvOvY9_Ee7}P@~nBdc_r5Ka3IE+YlvQ76i#PJoW~^Y-s#G zaKrDj-*7v;|IO<^=l4I;rugS3RL#Q1xbbnYFl3nk2#Jqy`*t5UJ|#BZzOy&+No&mn zqAlZGf+}^C3KJ-0bbCTST+L`;0BZ^_&KYVjGz>MY5miKeTS>5A)38jh&CV)Rmo(h1 z10@OvdEYN+IdnV^kfAz=EwW54!Shl`g=9_vE4ByW7H2_?tt40nHM^92>!$ z2`cI?bLQ6aDPJ9rL#4lMIG|I4zu0d=2)vP45U$Y*^JsHin6ex_k9O*{;;X6EB=WhF zT>3#kT$Vd%={h7>ZHe#GN;=iTut3;3K&u1|=Pl%8V`)5`9l|eMp@Qwq4|&L^>5dDgG(zQ8i1&HD6{#H&KtCAc zmc=G1-hy-kCD70y&j^umUiX;C-JbUE%c!t)?VOH@pc&4D%F`U#50i2?5^#BJr9vfF zCb>e%qrD*w*MUUVNLmS!11S3u8|))G=#~7-QM}?H6~{{g4G)k}BFA!M=LnFo!j!KR zy~Ni>3cWh2C98wY7Y&UEsO0MmM6iyT|Bl08}RRw`6P4FpN}B^tS6jR5#o3HmS&T==MB zWboUNdQ@IhDGxU&6zbbn%C{{R&szpYDS=Xb+0gh4SpN6fkAKl5>gV$<`|QxLZukvP z*7SV6nw8B0G>ivHfgwjDApdr|h?MDIlqK$DJac2qugD{6u&?0+HKsH)ikP`m*E4{{ z+zqGU3{D|JV;LJGjMsM4di~R~e1J{9fCmS(!v!eTu&rLNPtg(fe25k_`VXkFJ&Qzk zAS%1NyZw8;1gu9HJARu+sj8;lvAJwOYN~?AMD?++#n&*-qEvpHyxITSW+qg z#XhWaFTKgNVgic=9aBtF7pKZ**9ypu(&kaXpEFTT3v^i@>}a*%y^4HA~9 zQuWz1-0OU}$-2Rak>({8w-2Ily# zQR9{9lRiEQY@|e7$kRm7SSxmjc;^-kJ`NMkrCPD}let?o$)$XCo;KUl@l2oe_X~<- zWlky-sz4eE2~gazmfzid>}k+(}A3B|X1~ zciGRPfcx2@LD4k)^=xg-sNtRgj*BUbh54^_4t1{&?e-`ZN-1_*3Mp&-KBj$SaODIw zlIg-cPegaT>a^OvhO>k!*y7l%&&Z`<0gEI`CP#!`(2psx zy6i++WY6K;fHjkl^A7td`wu`3TgomBH3nDtTs=N5I40fyfTDYD$<=resc5YNN;VtV zp46-IMk*vi!>5BF&dAoFAWJh@c;#>Lh3g3FRrph|Hl>4CGJiWtK#W5jk|{p@19k}O zFN_+0F|L6K>8aHAJwoK4AT*>Yp2MdeH&VTNTw&6vbuj1< z3qc7I<>nK691;>OM%%qscgrtK!Be73Zr9;a1R@Sy)80HbFke6qzM#ewF-IKv!M}f z#2jZuSiC(R!^0`NsMcF>@LU>HCb~yLh0b_}rN5jUL{9ZVY@CigNM4A7wM_CHq(?X& z1yhck&L#1aSC2x`DOif?726*I9%2U72l`RA5kMrXVy-14hyg*qbT=H`?{E2b2#uel zJO2BBhJ@;>th$}cMl^*{=qL(Jim8kPx9)`paFSR1@i}2n@NiB~VNJY{IZst+D=_?7 ztCLt78vW!JiF-C1mYHB>mT-+lo-Z3%ooJLkKJKP$bL zlPy_jQf7WYUqezSZTYcG)gv^x;*kfgA#)22hOs2sk`*a1LPkg%0%YA*I@Mlq=8F5~ zm|Fi*sF6W-{>R^k9O^FtI=+{2+aL1R^7cdjn_oXPzVoJDcuRv5D^3aZ;7eQOtYQxf zA(KijmAB_lZp@7kIwILt<21w?Q6np6t}!Q6mO~*lG`ljcaYe%eYCNtElnq+Fn~vF~ z&hzoO!Jx(QcwBEp%wHVDv}lDmI0SM5jZbW8$gI_I)2-E1eRUT=sr>*NuB~ufWX{J) zUQ_uGukIQ0k+St5%M}o#=k$nl|FYcHXGYD6M!}B>?N`Z{GGP@w{{4vR){$I8f^CB- zpBDGl;!;Cm-iQ~}D5(`Znq|$P(9*8FGJY}C;N$Y+1LRl&Km17~AZ5%@syaXZ`k}F- zb(pF`#X<2a7s`1Y*K>=rV5Svi$1piZUJ_oEjh1Rn>21!iwpTe8cb81pvyQ7wIY+39 zxeQh;OjXr4JUY^uTFe#KaF4tD)j?xpx76SaCrMcN@o+q^&!Url)IWARj>p+rL#n(d zbjqjm{(K5i@u()C?=4ZqE@ecGzTmQ{YMLwA@GXTMg_7eE&l+L5G=vRr;+ozC~-;hmC1l&c=c^-+(Xz0cn4*HxPM-KF|NUf<$quQ z0WU)`)w7==Z@+#0&wv^_>WBTi(s+h?wqAF!ZADfhqsCKqgUVv1XXiyQJJZseWk4cug93UeM*Zpv{Ijjqih|Gr9$4RGlB`9(XSxGmr)p?Q( zoPEMarL8{ds87{4A(CA9;-RlN`uK%VW4^6+{0PHqo)DP%Tg+?_EM{RTwcw%MyZ#vsGJTRPMa;CBPmI?Y!VAlXYGar$Yt>zg(dmO`)FM5a0m3Y4j! z$0oXLFuBE)ZpgycCzQNGDiw%K;NkDlO_)WM>mjT+nCDsX4?Ho|%S;|v>8+T6~QQh{rXU>k=c z^xCKpZIPjV$>D!YuWx@ z%6v2-vr+EBA;aEw1g5;vb@A!2UWe3*t4)2ci%)rnMNI}m3p(HCL=B`^$h?R{6Q@R% z<+ts$mOFc?sDT8@tHOUno8-FGgsS8`RXw-JHBgf0v%b~3h_i%=)f2;^jONQVLr1=W z=o6==Om0Svv>P4^#L-d6gKM}rh~ZR-@~W@#h`fm6Cyz%;C?Ff@H{1;ufLJ&INT$9~ zbz8q*JTaZaN(gk9WJ(yZ1O}x<$z%gvN2oIXh;xi^A6G>h$4lBKd2Y zs^VGCMp@J7dqa&i8H7slG>}(cW7S>kPH1Y>%*ddPIZL%_Lk&cUyrq5_Wtl85b;(`YS`#c~skcMXojQ(dIbS6S zRh*#;p^+QGh)RDhdiR-cc$T&Ti5klj`c_>s5E|iHj~#I)@A+okQK9YB{WM+r)ND)| z9a^{4kKXUs$5Wv6!Zf7r)lR1n8tr?Q!_EFf`x+Bws5pq@ZKcj$Ym(@QmmwyyV_OgX zFlsk2=T<-?N1fZsTCAM{dK|_OAJVqLs*{St5H(0&S|#a7E5YmoU?M_D-?to!|3W%c zUj=GhH?EaH6E!g9p?)#6!)WXcd;;HMZ3`vaCpC1f8BP%%()&igOVsrg`nlj5Pq@^R zV5F#FlH@;LDT-_!QD8m6Z7nd4Enq`Wl9rV3+z)ZuAjER+ZouexrY z$rf#nksLKM{y)|0+ZriHwHTF33yoLmMWb9pjOTB~Ml6Iz9V#nQsX6imYP{O5kW<~? zOK5~RSs!&1TgHk2x&^a%$WjW$mfVa^!_-l_b29N zyW=UORDvtV_qF^CHxxC_XO(F4AmXyNjmj0o%YED?OUoRvmazo3uE3V@8+6j{Mp)p0 z|E|r--6(t+4GpQ8@-*mjAAOu@x%qLOkbYTFcg>Rqu(h3Gjy5K!kz0Z4zbn=^i0lM{+bePi_xn4YhllPclXG- z^bi`-+c;0mMZ$TIL32foe*`j}i@M~)UQpoeA2w!QrXwPU!+t&G=e;!g?n6Gc+Z}fA zP7-zR_wq|-2N)W;2iYLm8jNe$rK(<_hNf6`9pAxAk7#?2U2AFd8u0xP%Cm(yunJXSLL*wCy1ItHdc;A# z+x@r-FYfO4$6l$1mZ+pC`|c#6u{%G$en5TqAMf6ZQLM0ZS??32s`L8TZ}z9V078$L z5P=8a-QBzF15jh0pz@o*H3p~MQrar{h#%GsZ^|UI(&bC_00r}CT6-W{RXS4MkXiMr zpQ7wxH65FVh27~5v>6aV6J_{Ds`#j)k``|zF#4B^8fw}{6hIF>HE21E>O4Zdd>Gaw-N;;rbnw6hRcMAnIs+`Jf`Tbviznn+nyJI&z8OgZ6B?rBE zgmksE=RgwHQ4(d-K`~?-4*A_)AQQWJiB zj%v_W#ynSLU&HxIDpbAgHDO%?a#T% znE!F@qb|CV6mJ@arCMF$Q&n=r?u(ciJKAGk2g&OHZ0%@ z8Na)Gy*eCCD`>+_J~6F)yTVz13~3iw$Api-fbc$U zS4}e{(}g~whWTw2{^C~7xm8tF%MWPOlzJI5PS-WtZG)64a1V=m1CqASb>a%qaX7YW z)iJ43XpT+63A^PPs#EwlQ0K*l#uhE`4!u6l;^U^%Qvsry+fAvc zA^$5cH}ELE4w}@p*1igNs~a9rL$@^k`uqGovGUU(nEf@BhsW{48yD|UrT`zeyT`kS z`-eN>4BQXhtYQ2r-M!7D9H4LRLdFzAN{ zcH3=Y01Fx}W^AG;qT8@=e1SA{xhzW=fR{6p(}9$2S$q73u@u*n03K~KOye+*SMl;s zT7^jy#K%SyMjA}CPoruyP^Sk9MC<}?*ew}fayOi$kFgPLyFG?Hq6jYaMy#i&LOQ;# z>-vI2Y?qa-8fxi?3~ySu4W3_B8`03ns-zpPeT@lDehiJkG=BWy0yUggsN7;-2*ul* z^`gx_kY?mT0XJ4h>^8`mkO~ue7rW_E$i_cbeJ-#3D{O+e8;xw!_I&mm%j}2ghsFA%~)VOZK)+uUm-1eLAv+O_qaM9PuT*@_O)cElx zY5+J;ZCVB3xPJ(+A^Cnljkj+|QdcJdL`X;Ka4;T8HCoZxqu@Hd%F)M$OZ#Er%12sT<86hJUcV8G62 zu{OzbHYYGi)y@<>*Dcx*%X0oV(?Pb)CwiCn+VB`5iT}HnSB@83p?acm&D{+%+$cE> z+OX_IysuUEz-!k|Sj&5zEu%{Mj5RFU$Ak)_y@Y`cLIWrNH~$rK_J?`N)`mlTEZ!D# z=kIFrHd*Ooa7ZhAC2M@=&9n(zqr;xYZujo(Lx6>~n3)~3x8L`&3BHEC0Cdw&>o%lc z-QDB;>M^8JfzeAxBk+uAdR|0gyKSwfp(9h|8g8yhY1!6SC`*+$$VV*W>gC4M!p8`E zX^5|NtA^A=%DL;v%30s-xxta=CaX7&Hc^P35Y}wRR!0tBXlT?+G`{Ne=_OvuO6)k{ z=#sm$E>&`jfmbpuJ(WxIzV0&FGA{uN!%1Qgbv=nwm#Fbt5|)@IxhRdEGodQtiqo^G zfpXD!*dKOs)fXYQ?r=Vf65AH7z1_R%J|tSA&VOt-KmIX4Z0Tvqm2s-v2Bxutr>BHQ z_$rZQe!dkxjZOC^Bhj!WzazWhRH9(pudb}%QCgbh{MD_D6?LFSnqDz?jZY{|0j9R9 z8jOFi!^uf}tN_wPho_J= z&m*|c`G=GFo6F_g@zV+wQR5p_j*=Rcs)%GRqK1o$<43SZ2 z>ZxRC&_O?MjHKU04d0gYsPonyy;v2w@YJg7IZbXkDV0UoP}JZaV6P%07`JL?=dH0t z*YKq#RI7T{G_P%VTpeNRr>wt~U?3QjZg3>Zv*pKTh8iedcfqePr1o*hyh)32%@dY`fvAY6Nm#uu6`KcIC6U-&9{B$BjKnpOjE= zFJqb{V>ct_R1lD!;y@zC*%2r08r&R2g@V&Bc2Hy$;kb+pP6cpTDO6dU+jCV73s|Mv zE9*W6Kc*B!<#cV(wp>1=>}%BFgv{Q^%f7}FSv*mLeGL^;nAyeslc-@^8sRD5>~`(j z1Ki4_KD!o^%Mbt|Y;?o#(B~pJC1TNBT?!D9A7mI^Mt4JS>>D170e;lULm0ccnkoHJK#**#CMOKWLpX60vn5;bG0m3fzx+GTwu zK@A(TTcXA{cXt88+SY$0$H@0GSSW_bkeU)R4dEH=8ux*Z zi*E?)G9)h9W4MBJF#}r(`LDNnb<_at*biQFTbtZ*aOxn5gTt-NAgT zw&beox;Q4C28X?EC6Bfq8x?JvXwx_c2Y(;)WuBnu*npfj!@p6(T#}$mORZXOEM1qn zV}R7pF%nFiH)^X!NtI$X*xMUYrnPS?s-OiV%xTdT&iFSD_n>98Ct6?f9 z+kzs|=04!0E9YFSmFx=Zw9QKmjdJE1Z2NI3A8_=RZAXTK5YA`u{5L4g@F-b9UJp5L=Uktdi2M02DaeBR4t z`;0cYxB{FY1-(8U_EZnStvet()kW0K>d1=dE_*8iNLg zO9Us%T6Kq)+@ib~!o>=W?K&AR@5nZ+VOVRk)!Kqpr}=W*jFKz$32IFF5$bPoSum%; z$G8rVbpJ9#W62&k%fXor#f(~^+1AJFI(h+MMyh;&8zYv0jcfo%Y$Qm;L!Aw!>*2_j zs1XjkwEX12$Df=t>Q~)x$+Dj08q+zj?&I;eId8Y8P8j$pgo7kgu+2EH+4PP#wJ$rI z+hYKe5DG_|7u%? zV61Ds?5MX%Xb|HIz&yH6 z5fTdYVEVIEEvxsGe3^lnpA}r2l8Az0UzxPLm0!H3z zZbfBn5fl;B@EoZse6buMtkaCj`95()~|m2cW7J}p)_^ngok>WaSKxi1eI2pepRiT93Nn8sfdJOtg;^TSgWI8 ziW+jV{^Rv)kwFcw?d-OlQKN86+4d(#KpLt$ha^0DpVaLlp~h>cXL4MSAnHx$&!;LK3Ob*4CXkQ8f|@WE0>i6p6+ zxj3leNR6aMp9NoQ82LJ)1_ikNyx0kS^vPDovp$Yq_4+QPT`!hvl;sDFcQiUp&UzKE zTy?U+H~Y!xDs27Kf=8FMM|3*fyk>KqW>nOW(17pjH*(lte}65WkjI27DeOLt8qr#%l5oo4YRyKvgJO-`g%54d@8cO!Zdzl5uwgP(P)b*y zrZ_87#?1_ijCv6xt(bxQNoplR+9|_8y1+$d`{I-y+j4GnHIA}e6Y%8Th zq#rt{j-KF)4Gm;SwbF2E|$(~5M4s)}N6&-FDHZe_CbCO5j~$@Tq6@~y25L`F~XfoY6#>6XUop!mEqc96plr4MKyPOt1fh0#!DDo> z=_e6l*zC~pD($<|%5Uz54=LC1)+_tl>+k=@>D#1u>$v5YU3N1*A~c?wC82KS6fgB@ z&`i1@I&Jz7yt{Gg7jh``zDCA{4QJ}NBaxz>2hkf_;WpiqR4LVw5? zFH$ey1NJrg=p-J?w`@F=v!+g>B{DZLZ1r+x+@?+uC33wrG)$nR*6E*Q-h|`QwUr7> zC7X5Yp{_e}&Eo|ZZ^Of}m8S!bZNuKTN~9x7qQFJj%)F24>CbmEsJx?V;+}mz?mX3M za~T(LRPr|Ssr3v|gIc)Olj-wymz6v&NzUHNsY~ zf0?N9u)6Lz)bk{cNw>|;0I}dv+F(_Q9jEt{p-Ku?>1uds3xWC^$QF-s4H@-`?tQ{F zENOX-S&=LA$WKKLtSd~}FLjgMha@&khbpdXpuJJV>03dKrmn6xHj<0e+z4M}yNVVH z1q;qnCJhZsc^g|iw?LZ5cPp_Hhkx0NO{ktqia7J+6LXnlexZcAEv3_m3G;mIvjVzY z<*0Rhq_)dmwAUzo;uJ2ZF~#Hl`)gxWdYmOIQO&Hc!OX8M2*^%#J&UE>i^OIN3wfJbZl_;06XjP_fzs&K%hwt9ct>I5r zFHnQmA{AI*(o{A&m|H$0qOkO~RJM;hvK`hYvDe6^nQMse`Yj|#P-Bjm`;X)r`K5Kh z7r2dSdl15&$7AoE%I$!J4^?b8EY9n!n!b#M(qD*wHgi4K1lF5!)&VWAiYXB_X0h+) zVtz{!uosFNPx!}NOXt+FFsP$zrhMCIhr`H)8rhU~^?3?NI&0X5=b}*6gd8T~S%MmN zqA)6Q8#QK6rjJC8_rwZ(D2#CTJ!kRY@RIc(!82lWV-XurGb!k=0ok_jqK;`&dgV3* zNMnVFz3|@PIFFv@+CZaBzQmH`HjyJ9%Q9B8xY*xaj5daMzD(5EDomF)5nIE*)DPG13e8o)jS_|b7W*To_*EV$i8{~aG~GH*ih6cE>Po#n^u#*=55?A zLZgBlv2`bDFL z>OPlN8?R?neg9;YrwlY7Ufs#4bs|>>Yv)kAr7tZ{tTWWmIn(U2uMtAyPq*x61U1}6 zk9<*~%Ku3sBb(OAHXuV|$S`>;!7&U)MK?ct)Jv|67Zw)fRTo<{Z|AV7b#)*Oqq;8B zBkr~JZOIufT6H?r#y)(#jL7nZq6WQRY-YCB`czURtm_X55OrFzVRbEasXlaR4fEQ@ zr_&ru;?fm~~JC#&>cYr>`8f1|{`_R)t!E{}>DKCWw!Yv4S!7 z*g3LhcUfM^y3Mm#b(B&Vy|O_J2h|HthlFdqRMhzHVwToNy`1!F!~9blsg?&*!oF^r zMN52ptuo@xN+8bjYIDh}b$Aikh0XvKv3Sc0Rc_ty3)CpG3sx#UeItbi=>>&sd?ZLNGl}h?KM9iywKNZ#jBZM>Hwxx?VDmd7nnxfn2h*^(S*Lub1om zFSSBtw4t02@zNrLNUN4)H8?gAzn)RUd}Oqq-sq&_d*p8U%#}%FV`0j)=xbaw`-+5X zq>|8zb zu~%;EXTF{*Q_<*&A9|soArs;6N7ZXs;TqCS$O{PoZe4!NG>$R(F7L$iv zvyc-@a<|y>8)_Lgj1q0(1l`v4v;axCM)4eKyxp&N?|%L6-?Z*$)abJzw)_HY6tXfg z05+P1r{Z(B*=W?8T<**hkwW@&X{o7QXD>ZPKFra>_@wv-lRowj~X zrI5L=R<*nIhtMxW&zy%pT3QkRWJ#kEas$NA#v=qTfCx(%pXGB)^9R|l@Xq?{+ND5X>< z1MF5{2egM1asMK@2Frf)27ZSgT%%PGzVe)SP8~JD>e^bZvxk7Hcg~yUWmDGItKmLL zsA@LH<(&6ZGDCIQ(I_a#wse4f8Z~~mUmx~gCN!qaa@((eew2zI7S#9&%do=05gE}S znccgKopARIbTrXT+;XncC(|A!-*YJw8qWVnN%kgkn>cxuDwB*a6g8Sg4S3@wu_n5V z8GkvsQ$Ia#Zo-Cuq1eLU998LU9NmOL8|GdR^$e)N9Lnjl12?k#8LnY3FHqyjeT|Jc zlD+vNm~mbRwdMKydg8q$RPx!b*A>5NVa=rd3cMpO$KGZi<~}-0sH>J|IZxeQ+t);= z4xLi0Q{GScL~C&Q>ZOLpHqB1MW3uJiD-0-;&?x6U8qcfJ6CeU&M>%MYQJGRMJ0PAq zJW<DK5HqbEBQtzp)w0q^^E#9wcJjIJgyQvqok{iiU>Pg1nnT^8B=tslQVHDN+MDwsZ^uh~3$TO%> z%;aKGp>ofm#{KtSB%#{u+D%&f>ihorluGhCEQj~nxAbw6NRx46>2=mHQe!ZxBo)**l9ebs~)n> z@l09;ChkO11Yea8(1$M4aVZrVPG?7o1S-9;Zgr=FttT<*>J3=5T@$KE+>hx~81o9rbk)K-O8XHv^?F%hLd5(&dmnEfgnL`!P{PHrrYL;PA zFXXCh2^Le;b!jzP6B3E0vsR8*+-hEI%TK)84&^wEV~C7hJU=*%6U4#>OCJ%u*{<#pX%Wu+-_veT|wI_Hc{PT+r?F1<03fRjl8NZZ!AGAwLywu^ zV3&2U#_Rh%vyv_R#u=TPHgxyF|p89ZN)^!5=o;E8t?9U(L-F%hu4 zU{kMHE;KDb!4+5O)3ehf=_1tS5N|ol>r`Bw;hOBM`)2KOJnPkqF!2sja5Y@5Cs z+7K6qHS(#tPOG+Mtd*m@+guMtN!6T9)Y7YfH?u8o+H58~U8e#HSPd_t%Vp!|mfzDA zsu&G7QRDt+-}399X%$|LP$4kl=iV&ijv_=Ae>2x}+s~V{XMK??6;B2M5$Bf0KoSr3 zdc51VvMZi_KQ(?x$9QQP`*OKPKen`78Q0A*o0_HqEf0~gEf)hK%{+WIS2gO}3roa_ zDBo7jb{yIUM6*!E(j_#^<Xsu&hJ`*)U8nWj#n4FkLdOdQHHN8N zce{0SnDVlnnsp!>yX`P0O=?knWmq~TE#kfRB|(Q5k+sk;5SJF5H$Sb zP(v@t_aDeLey%FjWoROudVVHFDpU#D3_2&}yuZy0oLY}uP;M0>Dg4cfm9-A*TVAp* z8bPU>Z(aI0Q03?S+UBK(MmxO`YtymW9@c?%G~tbD9g?b{O&-vup7n)QB6>ElZaz$} z3h|(o@|yKtVhb*Ag{^B?1|jD^4`KTRYFJyN$gdNsy!&-gqfcwN{S$3*=t1K%>EVGb z*e9k4%{v*s%Ff@aUOkm@)wjnBFM~zh;2$FyS*$@Y3JKrB1diB97wJ>UV@bBg`!4?igDeEUGT0s{7*lP9cs7Z zL3$hY(v2*tN~WUe5GKa%IJP-LZWQ&4F)K1puP1H9I(Z?VxNY>2_E}Rq3g}g&Nh_>e9WYR1r2DW8kT2!kgKXqRa&+FQ2RIF79?*A`VeQJ>&0R zY(h01x(304YSkE`qiLop(2v^PC_k|m5r=OQ)Bqh9M(wSWp{@eg-ZXxc9%Jll40c^E zBIyjc&?BLGj%wUMjaS=k|BLoDHdn#hTLm{WN%cOvj1K3;%x^)|Ax5m}9Z;X`c>i#a2M^qvgNb*8aBXIAw6~o`aG(uoBA+u@%+nCy_3NPI-jN^D{i5`c; zLFTN&$Lo2#Uvpq0wx|{c3?R-$yv#=Sek4FvHZI2(_ z4WB+|vuS!N8B61%zfry2oX<+qS-^G0;-D8+q5be-bnicuWZ*$wWK`{itOB_p_BLLs zY{KC<;>2$chhsjj-;Du2LXtJ~V{;hBW~kbx=7meZBtXldm8p_$FOo59NgZ`8Ao zI{@YlDAg$L|4r@C>~?V>c}~H({;C<3ghrKpC~6492%yn^v^ny(cet%qyUW}DY|-*@ z1ishch`UWUdw$bt-^c7rLfa*SBJM*36Xwm>`r^}y;zn9Eizn30WpK2&^mtyhM4L1< z)&T{^Y28Vg>acC6;m`)GI5dHuH&Z^27y%6bw#~391z33s z8V!p~Wv8WBTgl?{7Q5mS2-d-aUs++OF-;$Z8WIrWPS#7GK#ix;rcH>8$JI*XBSgq* z^(Z%a!-Ay$G~|dSuIt7|wK-0^cWFwMD-0C=rWxP!)cV;}E6y3t6?xUbwScP1tIC+x zP3o7r<=09hW15b_IYMGJt=Az~0#J;*<{$$kG!i993RxXWUw95;wm-AGZr8J`5k#jrgF@aL;5|Y4EkzUl55A$&%lA!Q)vEd*A}xL66zp4vCzuuk=O zQ;VmdH94+UIXWo^6F7_qX0Q}nP@_j^d<<%Ax6mSgl56BQcm2Mx$Ou3Y-~<2UFW>l- z(3s;Rx3I{sP-8k~Q`atnbr@W7%H#aOGPx?B34!uDV$vRaU0=9o&aqNnCvMS=^u?lv z)NAoFoYnO~cBtDyVkP8G(|GE(@g(Fb8^2!NN zkhzcV^5J?pNuq`ZNm~z@F1*Pys0^iJy0FOJj~W+TW3`(swaPz=YgiaaaIE+y-Uxq? zTHSqAX!HmQK?|!>Wj9bmwmioDf{6#%aMf)JUA_l9iscv8w?0^2f4wv4SRj^*6G5m! zzSQwT!SyLzO+zlVZkz348g~IS4%=xBvTxP%HLKRTs_#V_)&QSe!*F@Iw z5hwW@4Fv|q92xSLN!8;gqsEgV9Z(}6+tlq9HYTf5El^|L?q+)khxR515kW`yzJ#mx z*D8iexm$ll+)JCbexWoxlb~qvQVO}@^>sMMA$8iJu6yd*svG4LOH=TF1YN?lEg!?D zwe(k_VoOQSjUwbks8FrLV~w81p&4YiHc%NwjllGqRwf$JBpE{**H%?|*z&*>EW9W` z4yfTjxI&e^GOe_aEZ%-gfB-O+fjz}x)c*e!{RIWH46wo|+9w#O-?RLvw@ ze0vbe(T?HB3W99ICo};q#%7Cz>o5k?aDkx@qijEo)JJayOx~8wBvXM|DO2vlAp7FY zQ8qwAFtt@)1=udv&AO^u35zCteRB*!cz7G42dW$cpL@rBjN$`ABSDP-8g2HesDZFp zAvz*ztTbH0yLTVUHL}Px@|!S|+a}7?9r|f*ZdBEC2Ul$uZ+*DJTJ00InDe`qQ|-wX zPRcXfJS+EdL*sQI*&!gRDVO4nOi-&grw*YD0m~wfJnYVD1nE7 zUx)WK6v(YA(T;He2gK(vFB4S>A2?JXvabzRw5giTXBbM7y^qyCL;e)vJ8Q(gqS3 zFE^o*bBn3!z8~WN(K=*NAv9#x@X+jb2c%a*n>(4W3aHVBW4@Ni2`r)!)&bg3g|7%P z5JIDoj~yqGx6+BEUVtNz3@LSuYobOwRpHC}>45a=5U#NyGzyy>37Of`p>d5Gd5GKW z6H!BRr&a82DAyojAXYw-Ybau5x%R{RE4C3rL+?|X8`BIM`EYT3>x(z*Cqu*eXT_>+ zFOZkF+k+vB#urV)WnUu~HRHVRr~m0u#0?3~PKI#$$P|ej;C0uv;d3_a zW|~0;Q4+GPK~8%=^m%ze@L=G567UI!16kB4>De*F1(KP=3ssMwLc=*nWnI7iqFfcg!35&+x5mU7AXRalO||9hB6Axx zhWYlXL0k|Iepwh4z{f*}{w;NnO4lu63NGGjLi9}lt9AZS_uM?13D7~b zD$~cHMm{r*k4BAGn36(oZ?&59sYUhnr;myWNL~gZNi$vCandBD49SbLMViE zO4=m{G~iL1l2mLh@zO{%O|>ny@rZvoYIM8ptl;ta>V&)w@qFMIS~==L&as8l8+4CJ|IC0_(NU9a7vn9s7824i|O|OHbb~u zX^{(4U$-I85*8jpqnc5}<=F?LM!B1PWx{#<@fVd%cv7Z~r70!i{4d5vo}xy8jh!;_ zUNgK&M%At}e@fFp=MvmtqpoScC45x3U(1h~R+nw|u zj^r0YCJrO=q418QK!#i$B{agH@F}kj8X8%iv1U7rf(B!sak}>yPy@BCYAvxe;!X}2 zY!pr+9s=0GWbdN?_Crx40S&pz-wW61f92SS*%a$j`EqGvff~ZZ*Ic)qg>vN~Z^z*V zY?Mz{b}wpI^<{F!YVK3Lj3O)k9U6^xF?a zjd5lgk^?Df^#2s7!BooJHs+1K!KdyXGZRmL>MFqVP+SigB9|(bP@&7MSiCQ814Q|L zb%mRq^77?|1}^j#7ypBorxwI~J01}eeLsxyKWIoFf_32KB-iv`?S^$>%(;gP?Xdiogtyo8XtE*I2@OSO_zMiBGrY z5VJ*a)CmFq5J;#$qN6c~+_H`SLQ%t>1vKa+zYW(n8U5%7NKy)~U>Yw)Rv`=F`JLqG zOVx(iu`cWoQby1Y%qsQ>la`^8OWq{W0@Z1@(cAIZj%$(GZ8st0#(*2Rt~nc#`T*3B z(AX`?QweJPI>Ev5kSx0lj3^I{M{V-HPjMzN@peKpgj4J@VV4CbZa6vlKVJGF7i`&6 z?ca|GH$cPP_OH3ft6nl{05*tYma_Z0ZOa42|MLLSsH-@?$I4==)zGIPxgA zLqDeL*vK`Zx)4jrV^2KFMCWsRUB(XNR;T(PF7^7pEJ2l*1uE#+HijUaj{-c@?RvyiOQ$(^`|Nd+Yg?r)Yc^o}6%T@6ocAQCge5whd0EP#eO=Btu!K;ZD|Z<{J88 zJ)%lHverAw#K>{n1fU9c*|cTb{Jk*yjLrFc^v^BSF*NRWDQIY4qwnAE;QggaQw&SB zp2;D#scjMx4tWrdDQbY8yxqMc3`0NK+J7ut$x{<(2MW5zyu-_Z9#>a}Wc5|`wl3`h z$-4m2vW#9|>r1;NK3+6xOg(6VKmw`4Ffjrqy@=(Y<715=2tWxsAhT~4sIpJ%8 zFG=J~vJ?*FQRTA`5u0X|0&ZaUf#XQ?&%6ExYUIOIX^WtU!Gq9P&E+Z9gupejn7sV* zDHVsOfEYO@qFkmAi`A?op_-OK&y)&J1_+-GB=$3s^pziy!#z-vHVSpmBPF+(1!1I4 zB@D}Ch_JjV%uu}e&_H_vJzS*2z>quv_jt7XrQBIEFPGckAzH}%T)Fs-3QR2T=Ht-{ zy%Hmw+!e@ZrL?t`0g?~`eS#W=MTXs~Di1NjW>|%UDxNVJeh)XI#*^x3zW@toR*68+ zq+U3hL^kIR`%MUqB2Q66j6s-E$*0Og6?LrW7l_{{q*ZgdR{fMj5A4za`8MmW%S6CX z@1wclW>);WLN$j*#*v6@nv_$wvBIO{agq>KXl5uk%x3XQyvk07fCXr`V8Wy(kUg)3 z@?M~ZWK>eat%Q4Pha(B_G5#nM*aEzrN2NjO%!Y?t0x1K#ijbEpL+b;^YgVlVd z2pfVMn{d7hb+xfwj(*&AGN3ul<05<(*h0!}<0G$>K38R}Dm+?D5HJ+4qPbB48LR8r6n#eFYTaruDee6}SzmgHg zqs;xb*;Q!dV_S}O+X5<5+0fl1W~g!nHa&J)q3VAP)X3vJI&blO0H3T)R@NI{F z+HKoDPxk?}nt-viKIxl?Gf#*OIpy`-?Oqb{@`7Kd&{2Ox3-HB<#zl}!3v~=!e)|dY zu~}lb(vz6mxQQIbiC-%OKA+R$9CK8N7v@voBV7yb-V;L(RSxxd@u7R*xRbVZ)ZIedWMo}Y&8Pt`nY!^V|P9A}rRh=9& z@;%23<3wMd{i1~`kbg!bV8SP`(IcV43!sM9usDOp9w9WrW|t^tQyDmUo+XAIdR>aL zRVd@u78}iC1b11zYTh?pawWd-@6bq*BhMB*gA;I5-g2FF8k2HKG7XOLDJE20dnFgi z&AcTCgPFJxD_?v#Y{OA*$xy~=y-qkdQA0*=bCG0im-5n`L`Jt;t&mWmJqcVxauyP* zcd-+0X8a@aQpO`$WawH;Fv7wk}Hjw z8`pI*iVK(O+t3m7s3mkk_AJvXE9F{jG(-4!RoqlxOTffE868pC z!OSTG-rOa^`8n z(5MHxu)xx(DP!?Aq*L2T9sw3?76A^FA)g1}1(SHc&IN`c-d!nWR#KDmXGcB*}L=Dty zVbv>bjl|OCakXl5phlm~m=SL1YxE2bQr|hd`oa`k!;p2i@OpagDkM`(`=$^YRnF!I zM@M>PMQ?X2v_&^uzMt|uop#r8e>Ef51Qw5KHK`B@9Y!H&$OnI#mirf}s1$8Z;X>lg=$$rWnsG&WMd4e6}p?lm_lQn;) z$tG|uhvMA9q(x$suX>wXUyM-ItPV1*LAl-<8jqu@)kdop+>K$ z!Er8y4h;?+eYFF1GpN9@+1sCNhfCj~OklfR&Q+_s7sBpA+PJ2y4 z&{Iff{C>{a5Z%?RH&qUtK$IqG^56pRC{wRQi-Bhgu$s_JQFk}PzI%go9v3n zFk`Q2m5k-KDrmy~dOmsj!QE`J{!Y#lBo+Ino5w@WzJnBwR(Z{?zD0qQ60wFC-OoK4G%t zP_Hxy5c%ec9965<<$Z67Sg{zdx*jQX#Z`Pv&D6Z;(72r-^@}&O=sKxzRsT!|W+9*} z6j>fuUVF}&q*{F#M6|YGJ{R-*{LIkkI2h72+xgb*?jB{ikD)OK1P&8}B#{7`loW#o z$6g1ox_#P-_!JrvB|~~W=+nF^xlE{hK3S3k)F30z=d4fBK<1EbH_Xz+jSZ{y>8vvz z=e$=%U5<$6QtW0zg<^6R<3HTRFgCZvZp$YWaOE2JqKmirv!r^Kv5C7)`BNjO`lRLB z42%RM*W`-eKiL$7KB*J-Z?)gir^Q>M2GnPTa)hAZO+X`KLdA+Gd*IWwzz?nGur8z* z^f(ya=W(JV&o6s*&n|i_I^OwQmSSmYipd;lcoi$SRc?xp=xappk!jgN*Of8rfb&;5 z_Gz(7i@Ll6K9t&7=Y?V%MX`h|-6TfMq@b#X;eCQs5j=(r^4c#mH1a1~d`Z88he%n( z(?=$Xf9HLSp_z7M91pT%m-kwC41b6JzrAbeaT__p6tI0C0TObT9Q^k_ z55(;{0`j11BmPV`yKUINTehFwTN44i9mfe*`wH$M3@}uM`%%;*3^yo8yFziRs;B5H7jw}DG zK;z1pwwOAF$Uvommppw5{+C%-5DiyA9v5>{BpgQc9H2xbVapO4tIcgB^JGGf@tcno020SUX%uD z4bHR$M->@Y2^m+)+5%{VI2P3!(PuVZY7eK(H!>uO2W5UqMoPtWf)i@xJrq>r7z$|( zrT_3ljwxM-PJqhMaK@C76%J9R2OVUmV+YBhq41xNKEvIQQWhvVjq5}(AX_xDaGG!B zVqqn^Sl4g1Z-Yi{3+f~H(9T;I->-I7$5q=jRq(UQMR`Tevx3zw@$~2>JjGM=1Gm}W zB*BP0@u5{{WalkmquXqD0|mMO8qLtiqCt~oTN+f(jj%y0mv?K*eRSfH_F@-NW%dXh zH+a!pDJRhkC)|dCfm&mMcvy@B;tsjSI%j=FG0KF*2aJjLgLDUG4O`%w%VDIim1t>? zTEnT5kDBA|Cl}etpz)#}YTBr+I-TN!LnD5mw-R3njQIJt5)#MjAC3DvZlt9+=Xr{c4UMny;>YZLx?S&X1{$u4cXQo6rIl>20vf{DxPS*y^pJ`~sG~EmZGH^P{AR86CySQnt&nKJe z$1wSMx_Qwvi-ntm#?ylGgs-fUGlG3PDYn1!w`Zlgn@(eO{yz~c@Fu7zlNnWfJa675W%Qq6eAO%A_Uk>7P ziEm-MsS_9D8cw3&q&2v4omhE#@O1asU7=?R^x+<`cQ&^ThQBmHG)Z^q24xxipLy!v zqvLL(lnG3BG??2Umtrx>&RuaxgL%wjLZitpsrG6^r-vSGUjv~j4PH?=x zi?=mu7Rp>41>d~TBq|PWlhzP-b%vt)0(@fP=_|K93bcpmB)~UFhp?3eZq?mD{VJqR zOj@eugf`|N?gkyMku4E=$xU<9C8+bDG`xvrN1V5-bpBDj*@M8}UHf<68nr1vMaiV> zPyuA5Wq}rz8dTUqB;7%!A;*nuP@R0CI20PLDE%vPl4RZEa?a*I8%c}}wz8sHPf-(1 zqD0q4{ct>E%r!ojKJF}`w?!#Q=FxqMWh3&6x-J7}7IK!Y=!iFbSvV(!nF-SjL+ z8D)^L|B8a(uC%$vTEl6!J9ujsxfRcPEh#1sYEa1;_3>?JXfo|P$$0L4$mH(nlIdl+q$77dbjPMvZ6<&u!iDIxQ-S^`S3U3*8?V8hX-h_x*B8DaV=O$D!fe zELie26zWdFW5+!XfrBI6My+w8XgHyxtJyuphJZf{4F{Tf4r7DL2@Q`kQNL_YO=y9n zTj??`7cgrIDP$efZYlkq`obJ*jZ&4oo-{bl#ea%N(H!o}B~kI3aF6x#K`ck^vwGo+ zh)L3tS-^QZQR<{52=0o0p_0YZh~H5nSBr{9GJ)RUN>Bf=(2(dHPE?w%;y|wO!OP&r z3TK0VMJqqeIP}#`gPyXKoM{YR$3XcY&!RQDWBNnG?YmBx2JVEBw1$j%A{yQlG(6i; zF3#-gegq1Q+?6qk!u>0*r12rVM)=0y^CQ4;ES%uVT4Oy2A~CJf#rUP$bf7h$9JYng zKR6VqVYBTuat6nq4trJ(PWwib#N4Q9=|nnUXgj4GK=}++gLrM-uwHYhWBnwP=pGar z&>)P?B&ceCt2JD$&y)M5sj3h6=O`NIMt`Fo z-4UB2E|!=h^2k~PPX!vMV8NcJ(15ep2XPOggH@)$ezYxXe(B?KZu)*V zm!maSA8b)QWhH`IV>$cZ7PU>_o2`3ko*l;@yYbckh-;Ad;vCN!@1RtHJn%>Rl4wzW zIzh=+Yn()Uz0B<)Ki66-yu5qZdJW!Nprc0!H@p71!7WBA_Gt485k?6F{~@&@ct~`C zA+dj4Hw#k{|k@F?Xt zluwcuY8;X9r8nya1Fnpw-y$#n6f9&RnYX9YX{QYa+jT1Ui>Ci)Hxj$ zw`LDis_&WBOD`<)xPzWwUsL6v)ZwhGY2AC-Bq1@)f@=HQS z+VK-nNC4@u%)43ZtLp#@vVkd%p$^zV1QH2}Yb@b0A_G%Ix<*Z7$kqmu+M*^q#lUN$ zne47{y$s6`w3|NGxrNiZX~xJH7x*wlX8l{5{R9IB*9(}=I_XgZN1GmT)RSs?M{AV9 zmvqJx6K~rVyi-FN(Fap9se&)*g!~)z?zxG#ZUCQa^(8wED`ZcYk3(uLoMm7+Vk4FV zIjKCSdQ@nL-fz@LUnq^5+Tb)3o20EdmFJ_#SO8H-hVyQB=|rdx0*s+Mtm@otiruvA zp-LYCw8j;DQ&%vjz&*vilf`EXh#q*P4gF~(KAu)*b6TwLrj{Pk`dtGe*Y|sro$w|J zwZMFOt557#%6b+V9Bd?)?s2!fh8~-qfdKf*c2^;% z09PdSdvw(k^LFlsg*k}aY=JX9A2q#jvRhRpG@PdF5N3i9(-xw#c&*+ysi+~$F(YCk zM=EN?$OQ@o_fP;CVM$s8_y#BqOu3b2ue9w03s)N{U}Ov@qct=X^R3R6Z#P7q>vQ={ zCBCIL=5yGF&u#x z1&cPyFqEUdsjSl@^plRgf(ScSIqv!fH&2dI5WIA{5T1$MB`GVOq4UTgzqHz+E`S_W zIX}~J!!ufNxDxw-9M{DjSz+jX^}b1kQ-3eWqs0S@0HEL9QE+j&TsBBXF2qODV}J(D ziU6)b9K35PZA-&Gg1)H-m|3%?bpx5)K+g}$)#^uwMwwlXo{&BlE{OsOU`i%NmG&a= z#0B6S&^+6hi6Njh&H|=<;m$=KN+lWtoF1fPD5B)b0YNyBk^4q?DQA34Xte147;q%( zAeDxLUWNFyLNIu757mMG+M*=;U}4uAk_4NQ^d zKA!M&Et7|lqvA&iecD8OAd{yca%z@8gA_Ugc6dMt=GQ`uPm1{x6Hg`;N9fLHq}%85 z5O=<8Z3_*q+Gfhgwf&E_@L4;WIw~!utH=%O=sm6)HIH~uu2H9*3N3Yt#O7`uZ7bVN z-~oI+TP$MV(-nA^ZD1|uy8;Y70pqeuzkq847+zk@AcaEY+W5MyDOaibHWQeImnE+fwHbjCXsQ* z9<57HS2w#Vn|YfF-@0-8H7&*?#0*maMl z4?OCWHPC{8?(_8+Vm%C{79U>ICf0VFua}Os#_Q{VUM$reTxtWskFNA}Nyq5JYV3{5 zJ#vq#rj+L2&IdeFA~;F?RU*CP#s{X>a&XfflZgjP^W{bS(ziRr^MrrB9Mc~#G2u1( z0y}(OUVnLgejSDZ4)vTaPT#-qYcKHPGd{qdm*?vX20F0pZpka_vsHk+`_%FY~Ouizx}-Zkc_k${?l}gp3}m> zKw&ZEnz}&~_t@aF$xCvCixnXvEv8#(?f3eP(gS`EoHjgD@E4z>x8n0#JS*4bk=_E>Pb==_&D~+2KV148oBYu?e9`3P zeR<}$vxgep-SZv(XdAxb@P+ZK!teZ$&ch=@<42Y~1PMEU%m!*f4+p}=K@2S7^yTJW z%*DnxToiBbU*0YL{gxkp`oyP0ZmhgZ$hd4jn;0~H-{MNUEw9(jMlf(FCJNPsk(KM3 z@fBq4+aGH2{aQjJSwa_EyatWmDch;(x7!Io?zA%&TCtg0Xg`AN4l6|ixTiO^cnuog z5-!LsNPirJeXR088nBgrR70g+{<8$S*;59MZ!g)tB4|iF54ZJd(D)uy zL;@ho)%G(wi@r6J{>JiYc{EL7(D*is|2^Xh10cuxCs}ccY#1~Q8sATGd|yNAkCCh!_I<1!{k=3iEJ1V zH)xpL$j&kh4H_nM@~cHQ3>qeLva!g9LBnKLJ}u3CYtS&6B^yh#s0b!}S1pkXotjZd|44TFZsjM%6$gNDhx7%~hRCME_A6BC1miHSkO#KfRsVq(xR zF)?VEm>4unOiT4unObi+(CI$@?lfSn7 YADVk1(S4K>O#lD@07*qoM6N<$g6b1#N&o-= literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/da6e4b6e-cf0a-484e-8e34-1aa6aed0cade.png b/docs/handson-cnn-tf/img/da6e4b6e-cf0a-484e-8e34-1aa6aed0cade.png new file mode 100644 index 0000000000000000000000000000000000000000..4c84c9530340f70c424ee4eafe9c7e827be679a5 GIT binary patch literal 7078 zcmaKxc{J2t{QtGuLRqrKBnjDykaa8-vSr_!NF-~rWSdErLYAUr9a2g5oiJk=#+vN1 zjh!*38N=`%X8HR3{{4N=_nvc?bC<{Sb4DVPnF`c3^ zF`c+_`qXhx!&MaGxVrJc#QLs5fXQ+5|4%F|EUc`oY;0`o?Cj^xo#Wu(;N;}w;^N|W z&Rk<+62574N7wr03_j0De^!&{Roe@RjLE603A-7cC=QPDO6foALfNFX!}!zG1F+9P z&PAsbi3q)~#>T>KLz>xlNrt1hCakSYmH*G8{>M;Z=%26+rtl90?7uzt0FChI(o9To zam-2rII?o?edL&Ee$@IKqnJdDKp|&5fd?iJ0Rb^-JTORyE|=O4;b}mXo*C6F6#z-% z#Qy+!j~QFL8a<3_m`qm)kSuk_S-%Iy*pDXf(Uvo>fgsw(#2j7%cqIHn&L2zgL9MbQVX59b!bXgT5u<;M9wfmgA*4Cz@|)GttyW13 z?M6;;;Dg~d2SYii>h>@=;e)@U0z9Lc@S2D5QR!vA>VP64Os(?gE$~N zE6X5Dc9WGv8JryuDu{d$sOboqkF4k<%(+zA9>C?lmUalt9Tv?Nh4Img$1pE?Dlw)K z2MST`3@DuLiUmIXT(L&5+GsbPqP%0hF2(qbg7L#vjhlDPkwtRt>F=qI$QRZm1ZA+3 zfC4$d6r_78QK9O$5h9dPHp^|`1kWDRivGCBR(=ighm=39?R}&mw8at8by0p{ct1U| za3xf`fT4hN9E6&x&}+AiaOOeOl8`Rb5zfKw1NSAaM6Q=6d`5^@QG>zMdP{`9I(_@V zE{M{A_FvWNI*KRG>e8cMAL1*BU|#hm(NQ9!A6#{P8XX-(g)W^qb63V#CbG1+fG=QsV`))&Oqv|VAxu9wg8K0N!m0frkzLhr zEcW-}%PSzH#ihV%Kf9)IHo^3RDhE9I60{@7BpflbO8B$@RqhY5!YeKK&N@@{nEjAu& zN~t3}ra@w$PDbsXi?AzcJ~PZ|t@rDS{=nsZ-Z|qQ0`SD;*OTF`rG+;F1v~tP^KZGu zvsc5DcxnbnOg+Jx3dwdR2;4eJgw4WFGY~BR?GzMQer|dN$}a5xWKE2`_`TsujeZuu zKW(O3T6W7BZDxeNW~x1R$W^+B_f3VMT_n2sJ|bpNyFyNi(9HeT=MMWE)#sH^U*1?# zuQeo}7mmJ|&z2Fi?PgFr{Uo_1i1OWSbvGcy7CR8UyeisxBpkRi8|$;ShY~ky$Xa65 zWF&*Y;2xd*|4_Ol?iOfROt!-%V>Wl4A$QTy_D!!{`;{}sx817N3{ z$fn->fKwmg?}L+Eon1KWQ!rOd(pRCMk_863E7NnP2BJut{c_n(20-yS>Ir?czC1-L zmYA?T35fJ}=t^vub@;m>Y~-Qo)R3Z8suZwucPhq@$Up8#{mUw-E~>ODqagH)O!CE3 zIqpxjE@xU1ojw!ZCt<{sIPjLm(tt~u!Tcgbi8z+xF)%z()N2>7R}FPWl$T@J5>VpU zKZ(hZ;x)BVVv8*Gu?m!{XoQ2#aSEBx9AA^tH>LkMQvUHv|I?=%CBAvrejx?L6XarT zn}H}xt%N|v;}y7T%r9Z;T|Qoo8%3AoGAeB-t64unj5>I6=r;#}PPhXpmmI!4zB5SE zoYnqLf2)*t!S~rmc&Wy+U&%?B$4jZ&k22#GO*`bhUz*Q4AqP<4vJS=^2Q=o3X!#y@ z>}v+ofZ1U;!IE>K|997@zMBP;)r}{*Akc!76RaHt>qQY_Gd_SE0J1MJr)?4DvB>p# z5?t1abaMi0w>CD=eTm*K%Z*Y%-YA;}4?}O z`FC(!*4uWI$YgS5f6p`x#TB%UVMC5NY=?$EUSK#bL2s|qXpXS8RYy-VA7NSVdM9$% zBsG(0OM4jNI*}TO416;2Nd8&n^rV8%g#W!TLDpwOm_ir6v7jL&1b1NXZ?mh+$YeVc z!97Jaojiit`%|APL_+>lRw%A%{GfjMpu1lm>TEz{+H-M?vwLD+Fq zr7q28W%n=47E7$4Rra_$!vUuHgreGC)pR}{WQrC>>H_(xu*!4F_omR#N!9e1SN(1n z^$5^AyWG}3#n)`Fh*XI#iR=?&xcht>lEZ;=SR8Y&^g#5-MyaXZ4a>EN5tKcQLz0DTaC`n;&g^Gy3Ms{*L$w?;)GE@0^S{&T<1PmaK976(BIWNpm;Ow;>nj2) zC9!azd$lO{>%=iaUO>HZxP8SVmO;@5PZ8ejoPBVOe)TgK`zWm2GA0#z4Y8!uFYfNZ zxUAve9~G=2@GKSGShT&7lX`{+;j!6t6(a~;_unh!hk6ihQ5=`d&m9_%!yzZ=L>9*F z!#j~|YU)!F({gl_^KuaizjA&U*ZTBRouRp&s#N8JRY%y)kM&LI+RT}Ja zh(+TGyEP~5Vc$}$HqshMPj>ypW8P2gEmawOL{&N_AxW-R^XM-AeNKX-owsN`Tvyjv+W8Zu_~ zrM=0+C6+hgyyrDl-g)^a3P-obZn_|=Ba6yca}v@B31P;(TZ{gOcOM?VRn&>a_g-uK zVi`5x=Pp_)U&|q@wQ6)BgHO59Muot1bTd#T%ZuEtHYW%4Y0NoLQ~D3}sbAQdPKKH#ksC2-ezk`S&5= zEd1^Y>{SqCZ+@gInhdv45w6!+D^6m>|Ik=S|HkDy$w-rPW$QZTbixPFF(A3^#7@FT znTazx`t0!GlW569MT^i@_?uTm{%5CgYXcRJF0NA3v(uYAbc?s!G5Lra8<5-X^E^ub z##F^`5OcyVq&YEPY^&Lcb3o=JskO0XB@)K_-p?lqYZ0!_fibkny(lSwUG?*s)g7^0 zhj3?Cpq%>hTin~;?AAXsRPHyJp~i5^$v~@BZP?2PMCLhC;Z!jEmNc-Vw}!`7uK&8d z0dg;9nm*~qrdR+Hxzne{ii!q?F2VjRG>DGgKk1T7-T=t^BYkFAZ>Dn0&miQc z4QUu9_WQ0Q<63>W@rgZgF1OwQdhO)DzTar>8`Kqb%DYaE$>lOk?=`QB-vFOd%J{v3 z#3a=Bd%Ck&cSl?xD=Q4qQu3@?Rz{pV2@I}n_br_Z(vBl0)j*YKW<_{+xl+`LIE?J( zyT8TgvbQF(^q0iDIr{W^>x%RV!HVwX#*xlDxpnn@rX+RE2SBnlf^B2HV5{RvJmkT) zc>`lEx91}oGP{umS2X5pSO>Wxg>p@1gkWw*rDtwX6Cw>JNE9RTqGc1=I}9IO+Us9P za$EWhp3fI(xCA%iqy+ovbwSbyzkU+Hw*-M;kH2A$K^H%^C81M4h&%d*7pWNc`*$o& z&4p7uSVdTYvHq1{nL~@0j(4N_-H=WE2<&>SjYigx`v#LH)vWzz+wf8Tp9`R)qPjrt zI7UN13j*bGJh45HOS0eOdg4@A*O(;7Rk}6eIwpJ1CZ25YmrU5lJkO?zbx;iOSn~)m zu$RuxivdYiWc#(qzXqL}!k3|l26kXd@z@JxUObYpM-~zZrDU0n|7VM;Axjv{bY(6w zkj{4Omxu({ZM)x)p(8%%8kLW(g*qO|K9Hea-#_+Nl;fIg1=wuc0S99H$AH}bR>)8z z1dcxL+U*`&E;U#jjBDq3Wc}EKB_8MhsP}2SP`)ERdemFmG2%a2DjP$z=U8B(_1K>M zK8`^D7+xB7OmjQV|4}W$agc6k91P@kjQCIZI5^~+>SFx6n$0EvcgI9BiX;iSsuT?LX`{R znRdaR@IG#t+9ziMDJ=K*e|mc1q|dZ##Seo4-g<-1j_a^%FwTMlQqW z4WpjcirH5yPUDEpilZ)-h%&CMiWWTo-5mXxX2eOo&dyMhq_b^+WHOarB*%q$xzWfc z+C*XPlyOJj6@K_c#SvD`0-rlppd&{J;3o#q5^P=)tFTQGHELiI}I2d zgzS?UtkDgzOv3oQ!VoSoGSkz=;aDvmjq@5C4YacfWMO(yQHNT3_7LNciM1;l_I?Gq z+KyCLQ+u8j_4JXh*>v-6rP*^$ZIN5vo*dk`?IH!63ilzhv!5&5sl5-w->e_x#LZ!O zga%&R06Z1rilZvzX_d-!38a3g5Q?=L*x>7AB@AcX#+i3YVCwqM zg%#U0Q;-ck{&Cdw=F7+D0`a9aWLTp(V;x{Vqq!?%i+2BFZd0q-V9)0038lSX#i{QL zA11*nF32G{j&F{ntKJKXd!OLtw@=}mY6PJ>cNSBvfqGqg>bPLkP?NFnu6QWFqUiQq zo*9QI)q$B&rM+|TcGfvJJ$24&VhkJC6N5qM;4>%_NbNw}nitVwHvRjq$99`?syNvS zKffFrHymao^BpA|2lLNiJw5>1b%**Me8B);N_loA(b%*sUpMp*mP8&{Q0D*F;Brfj zGqn1ZznvqKR`sZUlLkB#8J${2d@&~CcNXYXKLyYE7ci#ZRLthy*H^oIb-4Z{WRHD6 zasvHclMsV<#0OLs)Ap;8h^+p)@`hamB%RE$!QR)>xA}94F4#tE9aa-{;Q*{RbKl)l zef97_LRnDQftt6k9J_PjQX~OAoUZuu9(C4061`?C_VX2m^(@R%pwFeG%5;57e#bx} zMzdR#@!)Pxu>P64cV-8zISzlGtBS$a?(-+8ZOG4+&%E|;aiIaLEMj54UOf0i-=g#m z#&`rhk1KB|d{PzB+TT@B{$m7a&5qS9k|K53p`o=LGU2#Ef^TGnf3vj!M+SN5>gihE zFX)>C87iXq$rgjw+czkegpzciCMy270&XApDuKoK*RGl8Rc5-gL=$Nlav2eC6Eijx z5f~qDr;r-&Y=g%S1K;K@3?4Nu{Dp!%1JwMf!wnY)iPpmSURu4{$;+ier`F&Mw1}8&`n=#{xWoeP@p&(J;}oOQcnm?hd#GY%k0tRVu3Pq*qd|H z?|Ng9hCX9I;4%u9$y=sG=JI*bK=XlcDpdWC^JO4-oZW%uRq4E%zjtU;e_2G-_7v52 zdh$TH*Kf{|y+0CG)5XI?KXYFvN{t8HRv(B7-Q&#R(`~IV>o?2-de)y?Nph2E9(gq= zP*J@cy=2^E94M^sX5>n5H{Z)xQh85~oOX=UM{M32xR))xBv4-domO02V0j@im^1$G z*I(ge;;Ny{oymXBxV~3PS*kTWA|7Htw)8|SX(zf^i83bqFdd0Zp2gwy*7M_&%shs& zKObr@C!5($cg+Ts_I+m8d*B4}&~dY{fp&xPI1kf2MpnP7fNaZx^%sw-gzgqUboNf) zTxH7I_jVf0I7~9DG(EdpwIZsrvvIb}dVonqX!ftI-j|h*IVp9ADoeT2RBH#v^Kvk-;qI-jt4)PcS z5tn1w;OsiPZF;HL9cq|j@f2oxc3=QEw-PY7?5#2rd$nb)u=i{@%2YJ(6ZvLs>Yd3x z%o0F$9Y3XvAJ%`*dF$*dj@vKl+-6t(y8iD)CU);E33Dge0?FBR9JlU;ZN~I+kS2b( zDBb2XZZP!G4E*Se;Na^@O?9<6!9*?AlH&Jdib#*~7PG%^C-!x~@mS%SWX?4l|@r?X7w!xPhb+d<0u2qjVHdPMPaF7D2b4 z^PYic=IabmN#(VE6=v&EeNiSyQTNw3s^qcp%J|0G1=&~mt(wMoH7%^zZexaX_dnMe zg8RPDdJ1!1roktM$gAvq;VkbnLWevG>Jy2=U*EsCYK>GFqYu7jE5x{oV3@sU{J%Ps z&adTln(kD-7ykTd)H6}&IE0XAx@KZ~Ib{P$uBJzL>m>Fc> zf;o7Q`I`friOi>K%zE(Uy$oeh_^?n4>|DeQJQuMSw1ABw4Jnoans!I}eUl>{)57N~ zl-0NoG9i&QzuUQd!B0XiDL+^-XanF9xrrDyUbJSD}w0jzXJ7&I8eSc=*5_bX75}WzHiO&TL!1eLgQ5S?m#-ZLr9^?#OXv5Vv?R zzHRm*;Re_CG;f|jk}b=+5IoNxRmV0>FHxNa>|>GNo_S`Q-m!fu^K%t(n&|X1q!{bq z-qs@3WUC|d^P&1h{FwB#7o(zKupVm2A6wWw$rKmXWzHW<+gH8xrp#(U_{e_M9x7uulmgfzTtuo*)z`%RdpIZ-jkFWFkFJee;H?Co_wDJD*q^ggE;uY zHPog;76rb!u+b8HhiZO;pBf{6gb014nx`9|vf1SSXj{4KuHMNtbRhgR8r_?y{gJ@G zaWwXG>vAyt&-W-V{H^QM&oQN>`LzZ^T4b7SsZK;@_C@-Zm(5Q{B7ccJDToXl%U9h+-f)UUm)HFS8KERzjQUr|mR9^)uT1F_{6 zOv9(582Z0xCkLv-!AbA$kMPf~Qy|0Q6Awj(T!a5emsy}Vx7KUFT>JJnw76Yn0tSEh j`sN=qu2ifXdww# literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/dc439c6f-2535-4f33-9412-d579615c20bb.png b/docs/handson-cnn-tf/img/dc439c6f-2535-4f33-9412-d579615c20bb.png new file mode 100644 index 0000000000000000000000000000000000000000..989a78d56f0af1c96a19e425115f61aac452db64 GIT binary patch literal 11159 zcmZX)by!s2*FHS-5CTJY4Bg#53_X+}AuSWt&#UM- z`~8W+u*hZTY6Hc7pUM6Y3*WXmzoJ{oHY2kV?j5M^Fg| z)p^2|rzp*+GG+m2<|C!nfo^e|spu)n9fdDT2ijwL6F9z0aP+}FjL1hCG$Y9J;nrH_ z?W!Hf7_69yssE%}yVWD%D{KT0t%Q!_N$ zyN^;Ovze#$8!38Dm}4Tow5M@X7YlmMQ(0G4s!==~^-+)>>GWt%)o2@?^&cA0Iq{!t z;sV9D12O1&(~0i+b)JKULSr!v$BCd4;X$zwEYYs0jiI6F?%XhDOg2T8-xa;Lhc-i+TA5Scj)uc z0U2_1)qBM`28)S+W_Vx?oC>`cexR4%Otp+(ZaX>Ltx2KjQCFHH8Q@^WQK<8DP^~^E zW{xGK)(LLGyNaFjLy8&T(3_m7c9;lbDDpuG3h%~3z-T2H&0xMSX=piw>{IcwfC%6G z6m~vEmpDj+(8i&hf3!}LYh_SzXTJO?UCou1q= z%Lt;zZ$fiSW$<&ynBX-KWx&cYML$bL%Q5vo>%_^?KPg<|Bt@S96LOP*L{TUQCy=NX zk&7CdV=`CE3ebYN2niC6djD7sG`g0n30ADbobSg}%-<;VEB}R^12N~N0|5OZRMF-W zxK=T;ut3o|xcZ-Qa#p!kr5^4C<6dK8gJx)>p?nyMBJ=Z#XaI!!1ExqY3ucbK-@~=m z)bl@BABlq<+-ou@gB{XxRKbe*1u9+mvUs5M&hAouP2-<+tuun>cK-deV-o&GeV$6>z`?X4n8TjRgpD@GM9LhtUc{iV zcc$iwRWkJN;@Zkv=4e zj$T{`<7JrM7wgeZ-eVsX$)5Km)VfX9qoLp!ac)>z^&9_H-fw;X{!#6!L7mr?M2Uls z@aM#p*Q{hSZCRd*)pdC~uGO6GR`bt!GP;-`k>;aK@kxsYtb-rph=;{#tf4=;$e1+V zAbZLj1Rs4)aooLtk)(_q`F|ARhhfejS;%D19LXQSeVlU;^YAN(X1opIkV=0<_#e^p z>4ZoA{J@PmrG3{8u6?s0(Gvg1IIbb&C<4u)mKky{^pP+TH^X;JYd1FHo=T0HIu~KW zQ#k`s#iflnnvXE!%|V!OWW4*=PuRbEd&{QUW80&YR(+wC_2$Ait$3p?usU+h#1oT~ zbZ*ejf}ktj7Q?=4f!?Nsm{~enR9K%8GV?pJ$G(gGaHnnBz>!!cjfMa>gBqvT9!AUJ zX1Moh$LBiDqP;U+)+S$$S=&XW{} zXbvHXZJr=z084Vwr+_Vvc`>2o+$VZP_U`g?laWVoS^N+%PqZvvCwo*M+$XD&soa|` z@i+UIsjpHY;QcI;XSZ)Wq0U=nPrl;1L{zurs1eM$F=l`b zx*UqA{%+o4Vz*oQ_*vFRaOk?;FN1L-J|iT!(-kos;of4ErN>uOIo86_Xo8fRmF9{d z{;jI#aKh7iRWAg&NZfy0s7&xfc8=%bFkqJC5x`AP;S#z&&)64bsy%D>cwv)Mw~=Qo z`=tahIdcgDX*-GvkB)RNO-waJ7W_S+AmSS;$_F@{bmXu9W{WoFw9R}v%G(KRj(TsL z+N3W*9|~yVyg+U-Ms4Bp(#;BsQif$~=sMx3B^~bQQX1It{U=|v2i8(#;L`LCt(eD8 zi#rE}b+fySByBZjn04^jE}PA}pvsL!vT}ni%j`<&`lY;)sfsZ!{VlVAuO#I;Qu$Sm z`0^VvlTR;plUre?KoEscN4z_?edV84kM#F-{qFM~D>;k9h{E=m{CeZKJ89!oB)8q) z1^?MEAvkzXYl2fZP|M}6dG0SywU@Evv=gp@fXM8)-!-qF+iDLb6f=xeR1?Ck)hXX_ zp^L1|Ifmye>5<^e;Bz)MEn^rc13`nbV&I8_|?zYL-FLtKuB0i$Gne#633 z95>2}mF&vZt#7P`G^qIyuvy9!L7bXfwKO$3i}#dB7a1b>`@=AD8)(3g`4j8arixPx zTvG4PxtD12CET-1ZP1L738p6}=K^t+?Hl&VhEtWo9bZIDkl*vZP9p{sJo5VfPW5@o z+_Hy`7IIrAqME~!*)NZ95-{M{Ks|g%Y2$CIaXEl`7L@7-Da-6;MDRKqwOlj<4z(7e>6|0^j<|oo5!{Aqq zE88dvCdWivKs8NduF<7vW1Qw~CDbd?^;dGMSv~>`K{wcmtX?#{Ux#XCmp;w$(}d`- z-Rb;~bMAj)QYkMfAtWvs$tRp|nP1nI zQ2-8RnvjZ`pDx)t%m!Q7e?7|jJsl~WI~xX8szZ}R-}XYi zu(=@*+%&;hd8!CvD%f-7Rm11o0q>z?YC~Bkbd8bDMOult0lRk85AFgA*URIEp{YO5 zI2brpc82?s6Ml!ZVin;>5F5H}M#*^}v`Bd_S|VqZT6s(-nmHpT7mvlXB8Wx#yNW2> z4%uPGuScR=6_pZk|EyJogG10n-<*rr`Q`5W1t>qmBZ}MHwbDx_}3SXJ_n)FukAcJD|!Kt|4(7?qGzt1s5Rad7i zsH(+;LeDmP$6rWuHe)H!10pJ%xTCE_4I~GwT}`N``rr1*$Q14c$ZZ;#tgrxgU(ujG zWtg_Mp}&hUMZgBB)TN@8;*Ry3(xe5n+UW;Fo zg4}vvQ0PXD6P;>Ao8wD4CE`E?7?2(A@zwh*-qg>%*tunCW0%R74q|+3caRJ{dlpF^ zQEj%f;u2lNNX#s#(&4TgYxayM_cYXm^Ma(Act6mK=ik6p`uH(VTfJdxX!3!UN~)JW z4{@$ltIV)*_5|Ah@H2PZ*a{l>dgMoM;!E{eGiR=|2-J@o8i`k}CM!Om9HKLP>Z|LM zs(uGP81f7+Md|O&0aL$to7P;4;hV2ddGw92A~K{PPq6om@J=L_J5*tBbCuy<94 zIP?Lw4mHqQn6_-qY@qx%qLpzMJfgw&yteJ?T7rY^qp^$Dp%y%q@f1p$>y{Hh2L~f; z$Rh+NmNX?bdM1iS%mu%HF-VG&n%v+C1d|nVz}SN_0O2&TQamys8jX<{yOow&-aIyY z;OFN4Lk>?*Bn9p8&l=SA7b9XNw^W3kMDrMdj3dqcCuwFTL6douoaK};1lxL*Gk(EB zpoOaDpkSU<(S~+?j^vAHQ`!0Hrc3K^GZuHam-*6_?aMqhv;DoDEUh-~51;dpES1VP z^>V(X91ILo}-`KFm%BmCR2Xz%`R!~ zsHfxnZAF9lQfE+a(7z&mCI^ZCTFn`W`#f51mN1GNuAY@_lHRw_{;ox3fR*5Dx*6`< z`157?d+9jHaVmEn55qY=-x7Ibtn`+OPimE0Uwz`p$6qD&;#Vmfm$av;6DgTrkD%0%8uw`}DowkvMn1u*b;xQeN?7c}NYWE( znh+=>0 zfC2L{GHFdzY;vmOoTS*}oM5ohIh5e6fy6;$B8}Cm&Q9Kw7uN{G#-e3nimx+s8ZaQ7 ziiS%Mm^hi%5+e?bU}ke=qZGfbj_UM;X89?l_|3jX0%)V*3m?nyH602K4!I?md-$3q^b@ z@{@$z6g~7L$koNwxUBY@3$sY;6dCC>EaZ>0b$23kGIbwKsI*&H2l0jCJtE2t^|9b@PU^gjV(x^wZI* zfQZvsG&v`rPBge5nLVXp)#PLvn)k$<{nN{2T=L{!#VVY!RD4|}Y%lPkm~S~?2j#!4 zD}I;_m<^Ng=JBU4=0jWe{;Ta*>@gGcsTUTZb7zT!1_t@3_Bb?hc^|_l9X)#kW ztGHA@7w3Nhu=eWeVSPX1Iz@2)j%S7@F5yLM8#SfkyO6+{yQKcoW@PM7j-mBj`~`19%-8IQv0A` zKGOLD=DB63;dEX!gk*#7;8wA!NLtX!{Q^TVv2&wdEY)9(493mvX(s{3)M2oOfZZ}A zKXjR+iYwrbf7~5zsl@$cp@=%l^ta=o+rf|b=Iaq9d|hePib|0a&LMeU!0+jeWG%j_ zF3Z_5ESv5h%6S*!J0Oy9&s8|%Oaye7Qu*{&M*INp8M8Hz#E12cerX961K$egwu9NW zCrJB+Lsjt~s`HbkE6P@k0U##La8W9fg-*m5|6cG44y;xt>zuuccYZu%Ao1KO9}Dl3 zDbWWQP&o>u&Eo@yq$8cdUd1SXBxc|v}rW|^&y_*uugGSvCn-zCUQVTmw5 zc|Xspos6y^CC<^+ywURWB4E0~TnFhZ^adXoXhD0J_=`L%cEd

;Be{vAOP_^cI1#ytIqw?p&NNz|Nx3>}-TS^7C z%7fM9=vM!7cvG_6_AbIjn_>f2mSukiY}|gIDhH?VC4m_;$e2NXPy#J1m#N+t3@+y* zel;Zau%yBSsJ~v6J2vE9Kqx=!K8{N=Z>8N3a)cu9Kknb2fEavFwW9yRE2_>#dnhGB zFz4+Y(hGf-KhFC*A`VBeXk&ruv z7UGopi62iV18d9Q0;|bfa9vJV_z(Bx=Z{m^hLATpXj~uv`kbF{h+*#xbsydKt8^E z32#yf8t$1cuN05^my}HNzMQWcm)5ta{>GCu*_Eg5Wk=paVvnr3X1A#?x7=JTFQts! zv+3{cZF^U~%`h0+-HX)ARG^0;R|MfrqbEa=C31{4z9FOUTMF4<_(4B$aa6bfUXU=l zu0USDO|uMSlzPDrfA@W)o11s(3H#HxCHWb*wG_^D_s`__Q?m^+RNG{2VlN6Yhkl=@bZ5&QnQn)~P;G zLx#pxSm=kK1DmL0?+i(cerVve=FsZj!<~Awi?soA`ScnuE#GBV6)ZepO~^j~YRztG zIlBG!_k_Tk%0tzBvrblzyR&+GJ!Fg~gbFD|x=Ty$UymD{jSR# zim29LCqL&xBW9lPLatI2hoJ$>aq?C47_?-z4ZczdP4AEebu~%vU{NVrKW!{0&0Q!Rh2S7C^UR{l-o~B6mQu}xFl`?l0qEM)V z^YT5oZ1u)NFsQ}e((6F&wA25t!qW@-I8W*)s6vN7xG7?n(1)8R@|& zJ^3q=XmWw^L}ttIL8{stKRf7`z@Cnbn?r|N8rJdkX>u|gglBR(WiD)+a&_pQE*AX# zE9!{-`iB4#Z#-~2W_^=F9D`udrD>~t>}1f#@74za9VsS3iA(78%6kx$p{X_xRyZl) z*zMPU<7oAU#INg0Ur93G%Eks^kxO++Fi2W3q|W}~hsDtOFXT0?rH` zX}Otqzd2v2@X}}s7gkl%TSr(56OF*Hhy@1~E_2vJzeWkFi*&viyz`3f*)Ko{abboP zBfEF**`WWbud~NLm{!%5{b~kFbUOS#ovzu&{|eixhGMvbkZFr7cvHjTGETCo8WSI( zUUfgJv<$I2YU}zQ0a^4u!A+V8uFj{YqjGgg1>dok83#l77odv;K{zD z3e~3lPKk&HgEBIQ`y_5T{(x8#3X#4(9FZ{i&O2i?Hb+M0z9i=A0DP}jk0_t~H=u}!-dvxV?*)l3*T zL_Z>~gGZ#rtMwg&6YH|LAnwJs3>}J?9G#|DH!swH!<)B_ zX1rar4zrA)y|^INaH|+TjjPv~P_GjSnc8nmv=t6rG441fKObqDmS?-Ag6%Wde!qXY zQ=I@lP0BYVOuR48aW~d*S9bw_lQ(froh_O^!*}y)lO};YH~z~6lkvW4I0IvJl*}5O zP=#0X>2*Cz@w)0Qwz?53Pihqsk6F+__CV#YCrG2dlj|=81iOTgWF4guc3i~;J#7PL zhK!UrT_SfMhkoYWNem~Tl}!{-)X-6Vp}?WrLfBIkcyB)bQ}$&eNw4EsLe}-MQgIzW zcg96cH@dU7@z&v#c|elPV0Zkle3or5macal`*(O&6kaW%_S1JXk<`_ECr4#B2OUO( z#AEd3jjEnYF|BPS#y&fCl()~n&8c?_cw1bTiZvEog6Cv%ieLL?l{Oh2G7Dh5L4j3P zQ!H*@bz3$|6_X!8yS|gGzjF+Q>7^D&(QxGBkj-;L4U=(s=$5{2Zhe~Lr={D?eC(b7A?FC&U0bV@jvTi4z~ewEIuy88=)%nN(=^6q?iREj=` z60#RMJC)n7FKyV9XPxpQjcEs=c85o_f$GTX(fRy~kY+}9fGrj)^FqnxH+ncybbEW| zNiJu?6*YM^E;;^Pd9(Cb3RY&@-l^e=dR#KDQ<@igE{b%#U%BFY0mK5!rpJFO6G?5LZSaiS>X4;0up7D%`h2}||^5)z@E4*Kn2BUGyt6R~Zu@!E= z7QL@&Wuqxv5FAHdG#=tTtpOL>!x~P_C1My(`Xsa*Jg(hnh)e>n=TIw-u}Qc;UN4Df zWa=Ug$De#X4Nx>)>67oUSP~TB3FlNpU_o1fCt{kXhR!{Lqd`kW!wcg&-(-6we%wY{ z{&akuKaesxK9)vg43@OBhfNOL5A?bSWJm6fOM0_Y4z?bCy8hOq$zkTbRq+%#B}+~# zv{CHjrkX#lK_Jhn;F$Dp$KFdrmfWj`1@eVepW}I}T<3to#@$`oSuthWg188G_$yAi zHK$KayISSz1sDh?frp@pDjN867S1>AdvLElew`|doOPJ+ZDzxk>&eey+S^dQqn0=! z?cBlIR5bb_Gd`U{F@nQ?eJDtokw%_?t>MbBs;)!59Sna>4Iz}QFbgAU5oCs$rcKyp8N~VyGhHiq zIlJ^LjI2HGXc!D*Sg~N@A+2S(PmIUk1}A9P$OsRadQ%z$M72aT~NscGI84`xBlNhPF%Hz^Gy zS6Fv;ENB!O&@X(MTh-&~vYp*%7bFS?7Z@n;|4ZLgO$m3b>B#vl_fb4N?#J!uc5u}h z&eYROg2j9^Na=~;u1Km~2VbO20*-r@!gumx-|oFYQAwYvBdr!iyHCZW$s>+;13?qM zc6Q1k`n3i7h7v*hBFUBTJ$%3Tf&a(Xkf!S$0S$!=vyJkjnddHN#k#2oZa zQQ=W9odktyQh6n9LBUU)qD-(SX-7$^q%j6k4cGGv+G`;}P0W=jc`-$ie|rWtFE{2K zymp#Ndg_Ox^((>obkmguKqnh>K%azBXTxF7OeX zXBXCUuOG{nSWxo~-!y*GH@Gj~g$*Ow;U#;1=L6W-rj}uE_Lnx|uzwa~m5`#px)Mu> zaOa9rEq?dHV2{4SF!MvrtRA~4GjI$isiQbXz9cK?K8-{A*j4V)kn-4%za~N$qTK>1 zWVu@VqGUVbv%22}3|peEvAvuz zeuBn1@Ji6X6AiUk==V4jGHmc4*!55qmasdvARHBuyIJwZrUS&jT_qVR>9h>d5nS%# zc}@9dHFYr^Xuyjhl!1J9^2|5g)GiuXJA8!sh>J5_CEpRBUT1HJ^wiir|8Y3uJ5$># z>!r!qzhO8g4A$LM#%VD>=NDdZ&L{K`ZV`&4+=L4a1)kf(FrZ$Av>!+ruP<`S5A)AY!c$NTt?+1P@Wehdcnzpmhm%t9%XO& zk9-rKS?xBtj@ZdM_> zwFHnyUvES~7E-Y^lumtN7(5Q_Dm2$@vpH;*INdUTN!MA3B>i16)%@%~-K7)B*KmBg z&dbBj5Vn_7P9gd}vW=_#yZpZEqts07YbmSod+-=lV&ckm+A~TsKQ!I#(g9Z9yWhil zcJBNM_COPQdzi>`{ZABG>s(Ts1|(1KyEO<0^{wB9aC+N_Jin~@Rr^smH_afeA&=)` z@1HOYt6B)I7Gs3!?LqpV77hF-g3pCJGIOLLnyu28wQOeDn2H)&+oaqE`k~MII4@hD zRLF^Qzy^c6{;+%1c#u(%GSm89du?X^+2>Fn0FS87Tf_e8!7Zt`J%;LWgCKO^J%gh2x@vRXMAjOV!${9vh;@(fB zf+KlL)IP}hA88;+bYoeufK&6D*A3^>hEIVU-U12UOMq zSo7&2Ov4Po6R&CX?15PsLzWWq^_gfQ2HJWqd%z7}7Z_AGQ6!Tf0= zS^LhJ-+^hXli}iV@Sok&NNQIWT}8^ZNb>+culHKy6c{4CA~DM+mW!m3_2)!VB3nkB z>LijNXORPeEB6mSSriK8nDt2!+X%y(Un7Y}(RF3)S>Rkg;m)2E+{ow)`S^V6ern=b zVq5OOO@Z5S#|`h2qF2wju^4Mns2rwJbR|5=g6tG2y)ui4taI4RHs;v4?R zE)&?l@oA9R>HN;7s`#u<@f%Pm&8PLB<+p_!U0HAMpi(CgS9i8q)>7UDi)UZ*dbGbx z-v>>I)wK#arO;_N73CWp&|vVcW6S8`jZ>?sdu!Ky_RY^m31)~$A;BCt?O*#j99mVh z``4+S(OE@sG0&rgA7IPcq+>j{4Seaq(KD!P%C|VA(xiWUWr4)z2i|IMlCrtU(A6u& z!TxaIiAtQ;+oP*ZD3Wm4+vwYVuJmVPg3lxUE-_d$Of&ss15pqOK{^MXxN*&?2ToVm zBmL_;<$_K|H+dm-QQri!7dMX!)_$z^Z+GvQ#wxJ~iQAOUk$!qg^a1gXBJ)j|Cq2nK z)`(O7aW`Y<8%+6yn#a00zUUmaKV$gzo!yUe(`a?0=z~t*r&6!P(zeMriYr`0j4A>Vo2@)<4ZK!w$(?cj h&l{@$mk=zsa*tNm91X5WDI9rVYpCeJD`D2}{y#P6da3{b literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/dc710dce-5f37-4916-bcbf-4a3a46644025.png b/docs/handson-cnn-tf/img/dc710dce-5f37-4916-bcbf-4a3a46644025.png new file mode 100644 index 0000000000000000000000000000000000000000..ccb92ae47eb365a9cf35539d70fb778413ba2b1a GIT binary patch literal 3315 zcmVJ0m*bOpkJ}=pcEchh zRO*BIU9M8+E=x^^2MMvMNW}9E$$WT(2vd<9EaYj3C@sw#mrz4A^}+)iIIie_Y3g&*1G9C- zJCMx?2G*-rpu>AlnmZfbW1jqi@HIl17=N?NWb$G7Ay2c`DzP8Kc!V)?CwCYQkLZKC z?q5M5gqzv$9Z|&7thIWDurf8z9qCb7=AOm@Tiz?JizGEql;NpvvA{Ytr$_R#RK&K? zCgTpy#+dtB-i7%qErK6jBE0U;u>Ln3x zG5EJsoCv-Yh|OqUR1e+Gi5b$mmD0On31k;4t3g>NkS~--1naFl=bH)SW?@w%nLti` zNr=Q(90X(egiIi(ll+}F1@asarc=N|i}b=H4zH)2iw-fUYf&VkRH=yYOG}PF3K=F+ zy)t{J9g$Sh^$3xq>`NGP+;VhaTT`-23v{?OR9fRA2^dDQV3>%g1L2x-mPP{E*YZF_ zB$76gh@taQT}88ZUfK~znfl%1B8f>O;dnODcx5KTmy1L;WZ+9wBo1jLf)U3=s!^xU z-g#+5AT@U26A>i8mvr>hd4+4iab?_?w%PRoRh%is?I#*TE;~29EC}ulR6PhC!8OA{iW}WQ)^yN0P@6M<@?e7$wF1At40BZcaQkL z2f3U8#s>Af8osh28D^=^njl3*d@^lcClBk}F>?cgCk*_elicUNb} z7uR*PxxG3*x$Ymx-=6ij9aEo(lZ|+1dELJx*#DURko4{3%x+izWX8k|L_E?v0s`1Y zSgc?qHx2rGE9JVl9bm+FsZFi~;$lM@*uAi`7E?~7U*0Z|+p*prWKr3t7gV#VO)*Z} zr1j`!tv~StsOvin+P8WdcPuqfrC+G6!SxY|Tf2P=PDrQgN~=GDj8O6?pIn@k>!9gR z$@$e;PYg;0a`GvJj4X3ZI`5O+qG!&YOv?^N`7O*v5*KEl{<807A)hDkBGm?!h}2T) zP@z_~cCyNALg~e|w$DwU6d=w`4OHt`VcsXwqFzSG1OC>c3ZK;^ld3oRXP@lyuqKf@ zKhPW`>V5QGD;pwaOjkl?&F6%Lbieglb9ag|vZuOy@bQL(So^}5m`bxV-Dz|___-4{ z44tFG(|G`-=D$6m!PZd^LYiIwqS5%U$p3gSPV-LdPn!Zz`G}Su9<D#0d$T4#ca+6{VgT zNyM)dX9=iQtk4Njgsc$F`T!6zYgoP!A)?}U3=kp}IU&%e`S^Xy7IO+AtZEE3jO3RU za!7#tA&Q6j1h%?xQk#y*)=fDfNnM?l*?Ld48_fr94~Skmk01o`l#f8zx@!<(6rvok z=c%Em3BaixPDo<#kG4KH{LH>?t7bu?R~dy1aNi{!*^`h(TkDo}xN`b*1v-^cH~@$* zaXi#(kU$BE+v?cxGhUy>s%Gmk;PYa_4{B{%ptdF3LXH}4N-AZ%|FXs#3HZE-@PmQQ zz2Jm&P`l~n({7%fS*9D6yn&on?tS$Dt%VC0BgE?%K+Dhk9VQosHMX!c0LW?i3WtN@ zf*UhJ{I-xOFV9QYr+NqFkq*5VA(N}~Pf$7PC5tIP&kGqs4oZ-m>PLvCjALgpB?6qc zLvqRvA&#=Rm;%}LlH`<*5XXp+jm5tB079XdBOX0wFFDV;dK;+svn7 z#10`gVFYCUh6Y?KgxK7K2s*8Z=9CpeY{Cc#eUgL`zh6G`iZBAsnT8R95GFDxi!cJs zIiO)AutA7t5k|mBOVFIs=IovUAvR$I+-J;y5p5O4gpgN&k-aI5Xy=Pp8bOa~1x6f* zDGV5)2$>srOe@*QUl3F1Y(!uCofwp%ZNdnMt#memz(vTPTnG{U<8IZ55O6(*h7tYx z2(|Rq#iFDw>R#?R0+_rZp$t=&|^A10WyM_Lb^~#O9;NI`?J<-=0bS5 z=~=Fmz?=o6{HI^lMc3IItwYc%K=0EKLp>huX>a$SbstldZ}YmNd2CPUsXrmRiCIw# z>o{2=u3Iz~J0UM00Qdg7I=LosNu#DD;OZ5~LBftrWBC~hyxp#SedDY(_()ncr3sm7 z{n--+92p@#v=+VTLsJYf|fW@RmM_)Z=?V72yMv%VW?EVBLWL~rUq-9@wFlQnAnq`L&!O=;qOF7bN z-KO50Mraapgd?6v~MfFe|cB%J)edhJ?q{I-J#O~1FqtqH{Io=4?DudU9?!tuas8B(=t zU``8iim2TYk&PWV{jQ;)>5hZlL@N;j5?gL7;t3Mle&lHbm9-Ov zyoCbCly(t&Oj{EKe=C*u8t+VQkYtP`q`BcqC6ZxT0}uy4%>L^cgGk(4|$; zpkpQ(PTNHvjGQ)7aV_^%bvFJ(6W1Ls*-A!@_`bmu&Kf?xixoR2u%s$d*3PH z)K*prG3_hxL$>$5A@Fi$la9c2L5NjCq0ZNugdF^un9j>c#17kO?WhZ^p2Okdocn%t z+-iK@uqzgil*p{QEeD0RbcgTG*wzE`5@FqKZ7{|J-CffGC(jk+B>{UKkvk$xRpV{} zOK{RdhrUGGJ{l#Yw}3QsZ^5N-;jS<#2N* z$69jba1q1~FDFRZJs(=&;L`6WPDIIAdC3KKxLW_#@CLkRW1OcfLLazeS z%aKl~QbR8ZEs%s8KHvMxegB2`c_47k*|TS6&tzuLTI+gH zyLOG5nwo}&hL)E0`t|E{baeFe^q-(Mb?45h{8fAYR1Z3_nE`kdG@cw-e!_H@50X}U zeJwIpKTM}6A|HwUc9v84CvBE_N{*Mm2ENP`MO^dB;1sr-yp8MjnpHd3^O^hV|MMeJ zie@XfBNo}}1GLv~N(^*=reQ0wTMdfaHP+vwbG|8YUejkPN0so3P=cf%>o@u}nenaQ z-n3W-^WUeLG!`e_jaL-ecs;>V#6fndb$g=k?1Pf<#yzUrQl4re z``h{jpE!Quob9DrAiO(4umXYlQc}EdD&QaMXK)}knyIf@axV?0H3!`AG?bLjed-2^ z9zbFqUiI$4?1%`b20~Uo5hRC%Wxf48K@dmvX!O67N5yx~178Ph+rQax#3bYxX8)5* zn9<<$Pk&0@SP9n>ei8`j`~gN!B^hJBcYFos$+g?tvySMIQkHI`CI0?nmB94AbS|9g zSNR8M-8a8ij7z@6z3^c+YjHx08|^9O_Y4pZE;FH?x`MQRsH zE>S%7;nl3V?N}efT`~<=>?!s>q^liQfUg+aQMdg_r?J1}DL1CLYxt>G%gypycHRUJ zMz&i2>;013zuQ+}-ri=4_byG3_7VqhQ*LbKRIqS@$B_MBB||AGdAQ5G@ix0G+~tdO zauGQ1A1hmK%Jn{v9TO;LZPs^-X32}dvhd?yza^z;fw}=)x|TF$*j~{S@V8-FJ(r!j zWwG-BEl8=U4Vlpn_4NVe?LbxxPw>6-&Wpg`OmgJz=9NVt>TH0ed=U>%X`fa-k}RT6 zy8&zrMwQk%>_q=z#phWH&|nYa!P-uw15cRCnyh@utasdEQxjDaS)i-ucfvx=@;5(L zF;m&)mI^6!?odFxd%(!*tTw4@8KCM%;mEfQC7h_ZEr^%%39MjW;dr9BV&hy|a@ zSX28Ou@x;RrzkIXSZ~~r_uuvFZik|{5?LoqOSq&jAVM_0XN+45^!MRH9@k+=J@ladJsP79^p#NO1ZR|s1+1M~}I@S;7nUM-Q$3;Az^tzD# zJM|YBspmPi?g|dYo(4be71&If8ono?LL(@#J2Sr-e`0lM)QDK4^;>E?Cf0DF;jjaG z3m`vXT3~guxH9_yP@$AvVOgRBk|W6?gbJF+PK+(j}De4tJY)OfGxIwmSu|v z$eCowTVgM#%K)1!rTyXTd7yDX20AWa`&}+Y~weNB)uM}3bj8Jy>e4`$=FkyVPR6}_%&JN*;W{R@O_y_9q73*sn(3X93o~= z7#QLnfA44tD%8EPaypQD9>~JpO5m6>7>Macp3*j>yH>e3bCZA0S_D`+cCQ$jZLZDZjPsr3xR1sAB}zfkVB$ zbRtHbwp%8$mzR3XkqnYRT-*VDfJetH-+B`aj z=4Y0%*S-+N!l^uk31a!HJKunJ2P@@K)}6vLq`<{XBN;8DC)Hjx2N*5^IUfGqPhvho z45&4R@)6<~odNP~B4K|U`QZp(PsHSZDa+7C!})-bU!F3%#2Suw-yH9dY2nf(N*w|syu|bSe zev74{^^ofbFG4iV9`Ky_;bNhL1+M35I^4@$0S*nN2$IGH(0l7KQ+RAH35B|_40b%i zI}vO0Q&#;io_H{pGcMQUOV{mg_^Ds8SbtchQhyR~EC6jkI*7z!b1S9H5kP~~Q$&Uf znJ6l{uN^!;9RvRcMp?`O=v~OplrEXW=+K}XPf9)C5HOhw`YUFyl_r#xOo~24okoSN--fh_<4+;vdjs7*{fm3 z)bdZC>qO{V--~cW71+ve(r){Yi6eTQDETzSKOfGpTrsnox>*Q+w4KB91>Dq%ge(G9 zrd-TM&NtUk=GyPzNtQ*mCBzaLhv5Q}M782wHZn*C?()n^1cZm}^qR=`N3U1)kWGzB z$Vhfi*0J8|)uleik(`mL?dwDsGZ{3Ge>gbW1n$B=eA6?vPb??{yPEfyhMy9mFJLqq zl^U8H`qxBfQK!z*J6Oz-M<7k~l3y2~lZIwYK2R@A_6ESJ|znP72%3h28Qs_Z)+W1 zPj_;kujG$1jTTatwLWCw@UIr-U~J9HCu~OXizzaOo`)xf{#d6H8Rs`hkgu~}V5P$m zeglV{(0q5%(G3xC0#0)2G@^Q&b%-kP)V9a6!zO0a9QSMOg9&<+!60}LN{W_DxTELD z0O5MPa6>;Is>wNF%hq34SzZ*>R7g@Q&E9*V9k-1JwIZ=gz;N{~>7wC(?ah)jo?${V zPmpUQDUc)l6b>74QLYu|_vYX}-p@lB*@tAjj0z|@Vt!v~eIi=( z58x!iyvekPlTIX8JHBd>Am63Z@=aWI<^zAl**+4|PuWTgcZg!J0Bv_f6Vu3u-f<-{ z1$&xmVUrjT+jCvzN@tlYWjlz3*7=e}U|Q1JakJY_mqaG`v}+{UdysNN7SvXkUFp07 zp#K2Ui6j&e0oK*X;InRVl>^im_|^K+Nw>R@DK#%wDW5`8;i17b5N0f8*G**MYmM|dPQdj~+ z3ZIiyYi1TNiy1QRCKKhht-_Tu#%@BEwCbj~cHNz4Z~fYnY!n@f;d9t}iK0JY?%(VJ zP1OBHf4B?x{xWT-2pZ8|;a`h~nLkg+Jx-ab9X%rGMbLs(Ta^N zwN2#h728u>2(7}{-zkmn7;>LQ_?nie@Pfvc3x}oq4EblZS;j)lewMj;?IrFb9u7xL z8QuDOp2pBUEy$u=u-47Vw-c#c|LRV;yxakX@X$$wASs+A=ju%?kUsjj>&*H-!9Qj; z(NiG~!o-9yzf@Wln8G2q!Vga*`ph~cK-%$jD#yKkBa=*Ik)vC1Kk+y0mnA?n6{c<1 zhEgn7dYr`xWgFr>jwkwC;fD(VPworzaNhNB33~e z>1d_j+yHiuE{9!!+?;e(d7ddo-uGlZ8P8#CUtLZIVf#1g^}+v0^27XFlW+!8)@Pyj z0)4XiGKb&Z3jD-Lp)E`l==^5&apsG8WKSI-JmZUNEt1iA`y(SG3B zQTtKMQ8{Rn3f33;wAG9}9G?FAy34I6p&^Q-d`15c+we)Kiz{J5K{V6k~zP-_VI|` zzOh_Wx3A^%QcOZ8_Hxe*+fb7J^sS_y3fZH~fk zIOlKfPOSjXgzpBSxn1v0W^2VwY{ydM@{T$|ESmtjGmml+_(3cxO9$5TgQTIuddGfw9xC>dcj4{}+ z9@lv!fAZBNDVGs`HSMM3WUXJ%W{$}xlt+Dop<0+YNi3J6n^E;cX+7s9)ltYR41PW| z+fv-vPaNnSG>BhOR2t^6a0;pm&DOFxTpW7gcNk}s+#A92nqiJBvA4nIiN?9j<2Sq`yAkQ~>|jb;!5`cJZ!)ucP&O!w!6XSX+-Fut@7f^h^XN>=<>ml+nBFB$p70z6 z=U^`7t!_Rb1uS1!FF(;W+6lVJ86NtGjwfSt(&8XsSDByrip|YUJJTnwIm!_H4Y>Jb zXPgJhsGcJxk>wRLcPcUI>Y@=x!P>}0ps(qZPcLpn0OKGG^)@$1G@CeKG|kcBxc|~4 zG>63D*M?qsuXp1v?1ea4;x%%sv=^_v^NtY+kb7=bm|5sa|8`qhB{@fbM$A;qPQ-v? zUm?Nb_VtlvX}Y+KBkrz#JU!2E&vzzV@A4Kbn2@%Hc?kssTX?`EC|}&?mC5|W$*nye z0`{Kj-Ri2ETpG+p+b+CDfsLM5m&~Jd3lt%C|KJuNRBS8S)Z*b)kb380Guo@gW6?aD z2hNT?j!W&BD@b|I;jK=&IVmV}}EQI}>H0qXI# z9+$i_gV&!@u`S4A4|2V5$fuCs(_z8F^P9?YGh6Tc$`psb`5I3f5>qTr*lql&mU7F@ zNcRvuyWVbrU`d-tb$24ruh)N@gwthftNdr{_m}GZ72S9y`tDM@|5k#9UT}r`lbyO+ zSs6S^$c%B2E~)Ev-QT;A)uWj5%++E8W0`M72I2|s;cxqY6VV%N!xr?0lSa2=beC$p z(%VsyuC8XT{Exq|;~@r|^tz=RJToc*k7l+Wa3>lttlfiJ3j3~3Wq=_ImJ&0$S_+XZ zkq|k~M4y3c0MCm7&@AN$a->EUQ5?Wk66JKFHJT4pz89SD+caP}NmPLALYwUCWwc!% zcPD~z0w~9~JC6C+>=n2;3xNa>1VkjUdcB@T1EHUoO?6?H4dYn(fOO zMIw+E{Lx}A0n*T@j2C&v#Y(%e2u;?8Cx>@pQXb~Ll(cf{*-XHm7ESpsBM;Y(qX;X9I*EL)fZ9D3kAOVBnMr; z9ER6~yB9`E77@#{`7x$bH+l;`?R_!0D=S4)`AyY+H-Q>|EjiN8{)Nw2GxC0DCM#D= z-GrkZNFyeg!~D;>lVH^m6CQ{)=b1Yy)Bavp@xwGRzBVW^5SjpnRPetJ+aqQ|HIC*S zOZ65Mii-i4ROV@SHgB(~BommeJ5Nll{WR>gtia#UFwTIbm0u-5=3_rTlc7qEA2Sb6 zHT1p4)g!)l?nXeFnY>>SJfOD-|B}*C-OyaW)b`fe7}u&kuu0W25W9HzZAhztSdGKV zZ0FW|UiX$Rl!Gh2C}fltvNCEzpL@k|#S8j;{jqlnoViKrWi>6gX-cFZ1!)Si8xK3q z`=j}s`FqvN3{6QuBuhQlS5FqAo!u2CUTpT{UhU<84x)!SEDrlX=X{`DLCC#bjhodFv4@Fy!JFIGr8b`)li;o$Lj`yKO~s6$-B>H3!>!foVRPr`u-GyB5o)q zUhKcJpd-)B z`bo6zV{4KI$S&P&n_v783z$~kuAI()bf?kh7(G8WTv)R|i9zZ?zW0S(tn#Oru$fNtHp2td-rfYff(usL zf=o-}l9&5e?;gD>N-lyj*OXh#VYC`WHh~kr-y3mYq+{xaU)pq)^kcRa?L~&Wg5PJ_ z2FW6C4-#cgB)3zGL8D0af*?cjD+8rJs}Nkb5kcgK+t;(c!!YmI_t~MErU&azx zbC*7THB;VO)2J8S`5UN|3K1YAg2YGWV}x;#nc-)~CPNK4AFA&t8bMv(N1MuI4x5N~ zuKh>?Ml27owe_kqYDO(!#tDEHpF#r1XhO^yCe6Hd@L*ch67p`z9y$8xGQa zp6-x>Peq}#4r|)Q`*5aP_${p~oXbGHsZ~*s?dU5XZ+odMB++=GD9Ql5&KKpeiyk9L z)|KFw4G+)vku_@Et(g`kZ&`$>mnwJNC*bD~h$&`ZzR?!R%jBtOiy$+Y`x^~GPl z>AVKU6YA~p-eJwz0=!$51*)oFwZlTMK~e3E ziGT}hZNRwmr=X5ORcy(w z>`loJ?XcPnph(xY8`X(~GgN$jek(fsY2e$rB%!=)6r(jays<*mfS9s%%lF4g@|MdT zdPmmrMMD*uVuED6jFCbv(UOj>6x%6u|5-Z^H0C}`#m1u0_y9#7^Y+xL?Sn`PnKb`?f7bY`J{&Sd=hOxJDfah4i6>}0VGxj63w?8F$7uwAMT)_M~ z!Pq}94}*?*XVGXvMm26Onsp+viD&5P*8vGB;5sC7g-4S@zD+YZs{)#IzP0#;mPy6% z4(tnV(s?){3M}*eW@I2XxCx&7HycYR?=3Q+fM5YGU)9A-2Xd-v+UmZ7fnH?V-@luV zE5w?)ay7Gw`?x930EepZ%50Sd($8)G02kcayz`pZ{t?Av5_opDm-3zQn5$`!uG24P zRFGNwg9N9V`<0xa{aBhsz6OJ}XONFNHJw*`)fI44SDhai!yA#1IpF$6KzdtEm`_8o zH+AxCsWzhAgMR?9{OB)~0;RJMJYI?Y+k;7C0j_2K`As<2X&?o) z;o1TuyO6pbWFmq1nx>}B+wlf@H>HUfOZwr%^PzD2k0cJudV~+{Xzl0gYJ!0@j_`sv zjmddGoydo#^~7|Nb>%kiB#VDI1=s;O!YMHEMI7WJ9yq=9nKhMg8WXQDVu*_ZaE(Nh zJtFv%6cHvyA?$t*$wCpB;|FJk_n`fDMLZLGr^YpVc>$BE_Oq(CLr5MN`O6v9m~pe@ zFr6Pb6#wHvzL_4UO|o!1F`m{Xiw}@~l-D$(_B>7%DPSRm`a;CSR+32;{))kSka@`y zZQB!5j4rHV5vcG-N|lKo`V)PbUs#c0(&R`yzi&5k8*HI-gf1J6!ywRDjqa$P6UA`B z7GxU>5r!lCE&EXM&eeRHP%{TIE3)Lxf!}1qrM)bK_K|4F>dOnZi)VEXU8-HMapP>q zuQDm5-?wmGS#+>76Ml1ywhz0_Nd{#TVUc4OHHw)p2*4D6AJB+<*K=l)&LQkU8;oa= zD1}34ApZpc8$J#7{8KA$24Z%x+7y_aSmVtY{@P5tX>>$`LNj1O+_vi9ed*RmFKPIGIMz3^{D9F8M^uIa5{#L z!jv@Trs!|8^b|M45E#-sn6C1yTa(d|B#{tK#I%s6PS#|%>yUK{*}D&p@Vsd$c97=R z_wFr#s1acc8A8VSQt?YE`Qf=8TTIs}tdRv4xCK$aQ~YqpR8BwnMrNG8N_%d%hrs{^ zm<*;Y5kz7N+r+Msqe1o#DC~;H zxYlF%@&`RBb+W=c&1xNmL;j;tevZIglR<>8h&jx~Q{a zeB`kblML|)sw+sDMi(8Gf&fQSWyuQn&-C%>{H#`0k^3p1z>~}OqyTgS92zy+kBZY= zqY%8DsbI;c9?OoB|7tt~n3_tn=;?pUZ8hjbo=AESLSf!8WZ#C-tMuqCBE%e&;YaqH zB>*pJ@T_~M2Mvbd@8M)vX?qX4tHo?NMPEbiHX~qvzZ)^RujXB)FXh2FbPOjMhTFq! zV;`9#qL{bbB@4~LBDV+jTMLqeL`w2xUL%AdN$CDD`W`sW&OnL7c8KicS>GiE&?5^A z7J-GjM##j}kOt`(Q54`0G|TtTS&t+8w63r&W5Rr$ZL7)N+60e=tdMQlka$b@!BHqI zfM}}UhFnjAagoWlpQ065_)|Mb57Vc&moP=(N!yOJUdl=FtSEdW8+}D_A{-G0mTVn* zYD?)W3WS^yC?*Aml9qw$CO#rT2(Bnnyo;OaFx9U~$w=njIwgK3rbO+iOyYO2fA^sA zYKYdKd2AzRI)G+bsLRnwG}svKat|-QjFFUsZ=L40c)8jdpRlE3Ge2Rctzj;Yoh6Pc zKZ8pcJVnS6S&#cDST_6T zUV>zMYoslG{V?Mv$jaDmdVe^Dpiv?{Lg$Kj)ssP8`+OWACI6-W%Pp}Arj7Y%@6fWk z*vfKcizC?kJB}z&=l3fF3IRkn)2mb1Hy{9Ow07j$ivUocIfr}M*y1JQ@JOt?!bP*F zyu1j~{5tECn0bN}U2p0bMR{@KcP_Ny`vFZet@*%TB2=-)r9HIdN~Z~}bL!Z|si=~y z?*s}bS$zKvu`E7+MB|Ce_)tCBTVd)pxux?jkyzt78TRIzJaNCuk)OiL?A44UV}8y0 zk(^g7$)~Fx zmN`(StVA6K12>>l06yRDDkuPo6pR6Cd82s`B~|5$4$ksq?1ZCT{w zdO|e{vj*6{*QH_jO=AL6-uldmqt!0|WD$Nm{r%CiLtRGGzb>*D#O%$PqTJXe-UT+- zpcdTt{|H);!(cn|XHJZ;VeRwjoVo-dTtY678hiny@DVN zEwUHo$Sv=`WcGu^7hdCtOlS8$AgZ!^kxiAd(Km)Ouot;`?z=zbfyn`;mpH%Q6tgYRp(OWc3N|Q)_uA78 z*cQc166j}8W%&FUKLva=!cz9kkGClvYLMqk`^ioWjdd|6c9) z(55ltwlfDEN^p-Vz_-RPKDhxEK=_`|s{@= z>pY(DJfEQ58ZGaUv+$1&6Y!LsT_l9~94sy{J-l;gRK<+q zDR7T)6GWf#Ofr5TU?ojCm^JE--wq|~{YTjTc;D0Rm+;M$YGZ3UDqa@(tyDE0idsts zN95vK!zXjNGPpQ=gTx1AYj9BfuQw0_p`1ehr0s#lT$M9{Qum)b6i>dpSg^~3P$l+^ z!f;VEh+Wjwy4vj@C7WnRo(d>UWex2>OxavZ zgvxq(tbBMj505F?GnoXtfoSM_B;abFjD5{=mWy#()NfKPFB%8OhH<` z_e{n^IKc;s#hfK*f!Oob8xolJTx3wE9}~rab}(d2uVteFG=Ut0pVpt*cOrf5iYhJS z2093J0ij^{|9o%~F_0z4S{k@C?Ox#yb{`Hmr%2r>p;tIUFFmhc1J(`WE&j{E8V_!> z{lgrG36qI0b0>)Vsvk_?ah#@;AkYE|R zCVz>kH6@ic`-4b^)%7UiK$P@SZ&4d%i=oU@-##P_e6+?j7KHMUmSl?kKn8U@_Q1Yt z`bXIJCs9+vK@qf2pf9frp3W99xaJ~&I_n;>=9EYnsqg%6pqugM$o0~w?XlCwvH$u` zQNRRz1f$N{ym)qSzfPch>nVj`p+p$IcE*}MM{s?xJfF$dR}ss13aYd5)Q$a!;d zP3GtBgGkr239YmU@axE2u0gGTUiKp7ye!I4ND4*a$Ntw#J#xBWJA+076(qUf_TvTL zhAtWH>EjAFPaGwbXJL3wCcg1nLHjhUd7T|Y2zWQLU(To@1%79?sNWX)3#b ze4-9GmvrgioQCA7PV3zlKH>_4@r$%a-AIC79q7n|DWg?l_I2$(=2<UF-@6ho!Uh2uTlsMA_v z%}wl&c65v3c4D>Q><)JJA5fWO4Laq!3~1qOL=X0u#8wLri5M|OzxyA5Ddz=bz6<|p zc}hd7Nr6~4&0cQ9sp(Ajb8wI;Qo%~bW;E{`P3{)Q^Doy-oCJmJPLyxU$MPRsEATzU zK0v)TxOBtdwuy)_>_o)j$eE%%tS^QJoNDn^&hIKTsi@2ILd>dNGNsoo3+ zNwY0r_`dXU!E(*D?D@=rY%ld~T-VN2Dp+1wQcSbU=I}$~qZwv7iDFi@IGy_9O7zpM zzRQS7JjA=a#M0l7KmkF;V~ir;4abs(-!)E}KtKCw{N8LA@z0p+;USY=4R&(9e)_TC zp4EJjk2e}s#Bc#P+oFLv7vtOmLoGbq#qIbH-9( zi8VSoNplmY5fI`J_C*8fZ!KEB89HPqel@v|zq;HG3}Zr8nGMZBCdb#0yb+(rmSNZ zVWrd;CUVu{tl7DHB zQZl+YC-4x}=hwS>yzu(OE%Tkbdhe;^?LGYWMWDeSR0Pi zXaBKY@P@g$jP@0yzTWF*oDxxQKGUII^AcnE{P?xc>CXi};99!{pkdern*fw@{x>jJ zBW~CE&J$UJPux<_KA#2{6g(EuR6(JrMV{(CYI~BUEmXsB5HDHsmWc(3+93H>Vb;ZXyc0b`=1Y5|4mC;4EC_G?%Zmx45 zao7LHzj+@36gs!RlB+}CTj2U@p5>Qx943k&x%+;+XIDH$P9$G^e>?*;%io1ho8+^< zGPwHOD`ddiRa`Wt#c7};V#eFPPQulImjgF0dSR?-__yxZ^!_|>(tSU$MC8ZX=Pzbo z6pPWX0vjCEy`;;C4aQHOsSe3USC$=@F(Rq*{bS@$j+66gy~J47 zI@QtlD0JmHZp|b63u&ZBgt2Vy@qv!7*{(KE6j;-2nz*M#OE}8=<}1)-k$KhcMy(+8lOsCwVt!WXj9{Siw-vu&-SZ5hHRu~t7slJQ%5Z+#%u~_N zLF?~#wXY|tbkowwW3pAUo^}sY5@7b5)0E>CKDbqk-HJPVg)25^{Z>R=KG)iAAXyo8YTTD~KHTXdz za$*^oZ(pk4k6vQJqB$joBl_PQn^y9(sV9a;6xA;S!kks~K6;V@<~`mPXIpC9Kl zf9LQA9VE#{-!<&uGc5~M*{}vm#7Cc+nD)2WfTyCc@$S-i(=Kc4KR+ex9(}yWRw#)3 z)uwafS+J(r-=}*%h?fL=mk>5);obD&9;>x@R4tCEyJ=H#?Y@vTt@jQ8NZFrdAEll( zCbhni1F{DG(9C1V;np#&!WG;~cXY=DUq7YA^JqP#H8IwBKCAWhmFek1-efxDL|JO0 z;c<22olx_x-FJOxrKaCi@tx|?^Hs#qpQ0M(*0((sNZ*GfE)vk9IEV_~ZESbrxvLG_z*ODHeqnRdIX;%Gcflf-ocM{Hd&t;7 zKM*xDGf7HOnWy)a^W%dl{$*EQx|4W7{sj^lNj=SBlly9RWUr^U&Rbd5;dq-qdwt>O z&?LI4p*&o2dSu*X|9TQ0GBE$V>W&WUNOCA@bdUJl=eJ?y4D#m`=29`iBUzItELYR& zT#h@nu)0eh^8ShiHG=*;<$Zu4Oh9hp>K_7h+_EAH76w6x?){Q~W2r<=r@z?o*vIoA z%bGJ{m~LK`Dlr_Juo3^P@h9GtPKoDr$~4SYkic5yd1K-I>+~0?5o`TFN2mOyU4*Yp z*U-LO5j4{1ixm{Q?P2#MDvMidw^DXXikt5WlwN{>2KYiCBv@$`MSt`v+STHY>tyVg zZ}kVx_-{9h?u+7eh z!i7l(&Y)R|KisGoD+v5qNwx8twq8Ebc1#c5Ks1VLwvuvo7^O2o9Q`VYxp9(Gufi#= z^4=OU)Pgqj3(umhO?O}@Yd!K-tW)Cc2(j4$L~`RM^sMD4OvITGOV2h2p|{0@h`}Xe z!tB}V=$CPjgm>?|@XzqQ=zrYQE&BIo3@!rCgnAer9QA$$3nyi+tljSU^(5-Vw>D;! zT=Y3v{83|{XW5O_iyf6=+7(668C^K*kk&r?^PPZfaKr-Q2=gsHeY5E?JbFe#3MuhZ ztz<&D$!1#?X0aQeAUKGeofva<&1P{IMQS~<7%(lDD!tQptEi~hR8T;@Mki_!JMWi( zxDd+z*| z9Va-ftQx_2;`VaElE*uAbvjJ_z*n|?%~_RtCrbio$>d0liM713oy@UJ)(DBgJsR*t z->+FG5jNAMnzXOit(~Z&l(o$ly=xHX>)b8I?)&7bax<1_5;CEchY?0vPo*@5&G#Uw zclO&}N8G2mH4rEqcS+Fvx%-q3hr9N#;wq`4O^{@2mEO%jbe^KXYZYyC=Gh0Q=~1V! zTg$JCvZ1+7k@B(Z5wT7(2?k#Iz143AK*@B)r z&*dNAf}pfpP^bjlNpi{m8LJ50i=Y)pbCpt-?3G!WHtS{`CqMbgAc&w{0e zbHyTb535|%YQAWcjk0~|cRmAc?Jxz)0e^+kOzMd6Dc%$}Fif5|?z>;t6&DupRUMJR zha4~(ockH+8th+K_@`8-#EgO(@4Q49^Mo+DBSc+u zLc~PH-^Y_4k$c4sL?Pym%f@t(Z_3;v_;#Mxg+u>#z9My9+7L{MBNapd37| zC;R^G&mqHg)=ng&d2Jkt34|xg*F6*)6uiQm6!>r+7$dLdevlqPm7W-`a@*zv-exO$ z`-gpBvN1hs^eL@>84GJNVe%VuYiOfDr|M_BKdO7Lw|0ZfVU}Ax+B-TTT1_*48ao@$ zFX!bz+7gKl0jU>Fvrq23&r(z_D6Vy4nI-Y%IBE~Va{~TZ$4ho zz}0oOx0avjHwD+B@`%%3ah3Z26i@j>H$C9dXh|rl4~cTntj`~DH;BMgD1(>DaYQG> z&O)=l_8l{LQlU`THMGX6B{^NL_{$K#C)0pK;TN>;HLS=~0Lz1_j>#BZG`Nr;Bz(<_ zTm*R1^&vg)%Ro6@JeA(cCGeWTN-tXmSUw4+I8*TnNB!TOb9R9ZL6FC=jGmUT@i(^?ep&oc z=C~;)ALELD8Ey z@w+!pHqB6&y8olcmB&vXoq`zPwrbo{;>7O$Z%nKXUymwl9q1@Y#FfOlBaiimR#Erc zSP}VdQv4#+kRErR0Po<&r8bHVZw=UIC|e(D)Tt!>JgLEF!HY~~OFi$LKY+rQ^+T2* zR3F$nJdSF1KdCeARuc)-3Kbi!jkZr!;nKMj*^~Y|1_lX5oC1v5=VwVOZ;}YK>%Pp` zB9IZ6e}I2zJ@*{@tnI6CV56SgCLhLR8V4E8Q67m~ZTXNq0Ikart_c`Ec?d#NNeKTf z%MDFM@`)KZKTk4)UC$07pdHOG?$$fl-?(qc(%yBfTdAuZjj>bpd2`xeHY>SgoNal0 zzo$E8OKfjbVY+Ee3;}a=>NeS#FSg1Hj12K&m0{N>gJ1|vbKu-zlAm?Ge-cMF2pw&T ztIH}^J4VZJ!W)gNn-=Y0ocZ8cC@lp5#LjL4_%qVv47cQ>2rJG2L&{6=6qxu7KmFeW z+W&jM6Nx&&LdHmL(^&kM0-3H;AIUM*P5*iDe}E|L0i5iHyc_~x`ASJgZV{UK*g-|o z=c5?PQwrWM1Ro_6{RWU=HX@;B3jhX@$cB}R|ACzskI?7#l}KRTrLLOm*pulA`oYn& z2GJs}bR%ubNgAeuRh95BWj=;W8L3-?(xl3jh5r-~IP51Pq3l*g-hqg52?mYB{?}&m z6r4D0gU^7_GtijmWG=;daP5EW01kqWBNM^@12sj61dp!-q5oZU zU^}q*E2LAst(PWwvtazDG!rTw4F7$G#lvpEneQ?518WZ_3;a&~`Wp=`zULjocMaxQ zDM~KN>z|a$QD5deRId$9RqUgWy>}}&;N-Z_DzM_i#_MO4Kpps0Sk5sG48KJ-P2N!@ zXB`{f5bcG1g|btkLEb0eo3Pr09tSy9d=)+>=Slfo`|HQX(H?5R=?cyNz~K{gWEqk_ z)|f4Q?wFVoG;wJw{85KamoO`09Z5Iio|IH();!uk@ zt-k6Xu5BQ2=d9q+9Hu*R-z6`GatC<^;p4D)B(H>?F<3n2@IT=B2(RDn0}uM5_}@f; z#6R<;uw0aq9%|n+RtE6;|0_h+SviUY{h!q*)quk8onfok!riMxzr9y906F5pPpSJ6 ztZ7qTM17P?J_nvC*r(QNwsdLV9^uP;YwHz(MuP_OmnJ3!{r{&33^L#rzRSQJtIkQA zKcuIh0j{87JHLDra3$LAtMlupDL=az@$kUso+m2C4}UWLJEN4n$7Z&+%%|s;FOPdq z`akpPbDuwv>w09h&p+d02QGwj0-luc@6C+gQ=e6qC2<31+1<>m7|sX2pMPkNeRa(d zn`#-5nC=<=&cFHhe=j$9civwAT1Dly_%-)W0>k6<@w47MukYL614_L;f9C1qr#CYm zJ~&^@{A4`P;4eJ}CP9{+yWEJ3W1IEA#maKS0Y?`phMt%{(dwoZR0$EwSFr zS~g|I^W*13f!=%e=FY|8_aBgV7OJ;)KZbNZB;87A4Z3?iN*G6DW z!X{#EoCVNkUV#dM6MbkiwkJT7wFg1dufQcJh#6bpK_VcofJywk@5fh9ZA#~m+B!#X zJBQmp9>>RF?a_T6x8EF{Z_UE%1T=8Vt^$GYPtSX*9|dxz@a>WQUHjqA$9-Y$5P4jv4{m|!ym*pqM3IScT`gX&Oed_aev+(Zn2HJN;uqD*r zW^>;6d%Zw+mGc&zJbc5x?R{r@rS6p1TiMSGOi?{5`{~xaigy+Y+gL&JsSY~8 z=>n-u@4g5gFlO;Al@j2tezfzoW*E>dA?to!eYiIcX#dNU3?F_Q=Ltd688 zY`_N6-P*eE&(7DT?Le)i=R<#=n!kHq($hx`mi2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xjL8Uc00064 zNklpY(ruQc&MtYs&Y!e z2lhSRmwAkBvPmMnBZUJKZnhzUdscWA4@7W$AAmR!oGn-@cVuu~cc%32Xnko4S!_-E z*97D!G_}&Icq2N?_yA`%xF4vM{~AmorON4JZ8xBVJe9L|6N{o?+-2bEa1na?aHa)thv7T`p+2*=Ga z#sXY7A!;){`aHm0G!u$D++=&G{0R5r=Z=BV@xPEe+yHJ4ZE%A{XKul~>LYQxdB+W= z5IKkrS@a|H1>Y2!lS$UbV50B$ za4+Cvg25~mR|8QClIXmdmP)Bwh1D(;h7<~4_d+(w+7fdMY7wr)iOtwXw#X1SJ$Csj z$-8UB#lCxGV}}hyEkoR5n`cPgRb4$*j_0v!BT>r|w^jG1Ycq#fYwGQL_kHh5A~?H? zUkDl|2H|+ZULxX|)YAO|rcjKs5o|@}SQV;;3Qoihpn`)FsdrFB-eK7Pk}r^#Wa=qE RS^EG0002ovPDHLkV1g+19BKdn literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/df33e809-e094-4a71-acf8-1ebe3beb0afc.png b/docs/handson-cnn-tf/img/df33e809-e094-4a71-acf8-1ebe3beb0afc.png new file mode 100644 index 0000000000000000000000000000000000000000..2c257908767b365e4464b34af658b14d80ecaa10 GIT binary patch literal 12518 zcmcJ0^;aA`ur@8l7b))UP+W=^DDJw*E-u9vTbv>-F2#zw6kXii-HW^1;!>RNy??`Z z?>RY1e#uE@PG+8GW|DAqRXI#_Qgj3a1WX0_ubK!5D4_r5zdj)T*BecJVES+1QdicN zd3$?nug)JoxVl_xO!cr*l+-kcsg4=gMMXtLLqkJHN5{ax0001(n3z~tSlHOuv*2!( z|CTx{e3jJpTs{RWC2TkSE~@A+SK;ww+YKxEBummb|CRU=8=Eo7Bh;wD z5@HqK*y?!V2GogPtYJTy^)M37QjVur_&;dFa`fp#@N1Pi34e`0yLgXj^uyPd&6)|} zL)vd-8ZE}?xqnSCybCFfWe?E{$Ze6Ae_^joP04y@%p)?{@Z;JUbOyK?>Zf(YG-<}u zzv+HNMfjK+Lt9of6Zk26J@xvS+ejuU0r0Mzm9jCnI?$#n1i%lp5kdzC8T??h{KLD} zalBch5dZA{ZLTc6uT%R2h2Rm6zB0U1VJEwX|#EMP{KAb(VRTw zQ<*Qa3e@18OwPKQ@tVUs|Huyu^xqMu3C2cJY8pQ%#$}N?d3at6Aj8-fKGzLavsJAN z=Sba?huUSungeG`C|mbkAKM4*>N(;CGIpK1VW!|c(T;gInf z>L}XG1_dmtz0M$~8s-U{KNo6v-R&UTjm@vyNyyRTh9~r~tKl~x0>!J+D)QfnAmkT+ zqIz_23n`PD`_(s`qNU4@AbO9X53T5(@i$tY=QgU0B#Gq)mSOq?y!e#@BkvHJY^he5 z>-|$}`caCr_8#(hCQPI1wYlZE%MyyM*J&}N>md|4#Gq8HzK~!0JRUQVHFXnA+=zJt z8EUyZ8ry&Ge*ZAqeGuR*%_5Dli?A?mh@X%bK(TZSeK|wZ_-%>v&2|mxaD@ajYL{@6 z?U+K3mf;!ufMrj%QZsxg0l-p%@pYOuWd4>gKyQ^8*3aiLkTDMrGyS`Jayw0FO-tvu zkf6il&VTM#V(3T_lZSsfR016FBU0wHC!6}Y1OUrKM_e*e3h4Nbu>0q1X}XDS@c1m* zR7LE`bowk()=$X7PJd0K8PUIP51H#XdnUq6h68?1d1SUEXBa3TTl}m=yK!Ci`ic2Jl_S%l-+Ep_yn>Up*(o_g}C$> zv{g0R0O`od@Uhs65Q`ugCOr>opM?+-!okVrw5q40p1j`up~}-$@g)&md!>U3$qkf8Ie^JJaB-cs zpEobS*lV>0JzMPYOK1-Tv)Sq+@1_w=FXE`D6iSI7S*h7pvu)BJ2N4Rqb(S$Uwi-oS_PuUkqCapk;z{;jA03D`g0M&*PVB-FR9#*;%sC9qFH z*2+y4CTug1-JU`mR%ENo(k4N?q@x<7MGF(Eu$G_A5mPsbBH!%D<%i+92vu{qs18YG z>xQ>~a-Wv(E}@m;#04b)Qi6n1)ta{dl`sdK2m|MfdAUh2tTpO;YFW_{LBvB2bfw?W zgJ%aa)8#O`>ec?soJXa#YFX^6|6PNdhO9iECG}D zh^gRK9&~9Tv@jQ1WS4)fa9dScC3RGR)X*Aw`~6DGw|7lFGiFgHgD{SRku1_^A8x^! zOs)*f)*cT@EV@%;sZi4D6U-%oO#_o{0XrmG!@|^53xrBV#X(wW2!Z{dhzx};>R5M; zH6^B)>N3VN(@97tSz;DDCgqu@!Sc~?QmEai0Sq~ll(h80MDrs~H7RPD(GPyNs$qF0T3p0nOFpo6m|`EU*v2 zCI%y!MopU@e_9^tBAG1oWb-9*Guuz;Y7^>DQ@o#7!y2U0`K!J8DzY29@f_X zSNr6+2a%ghUfc?Zt(0-ttswny4>ffTBn^m)vR!?CLd{@75Q{!#uZmvL=nkx+_-i^p z=z`P}EC-J?#8Wc(GL)cRlu<-4T~n?;2$tDo{SlhWg_jOtF4d2j*!2~#(>}aNz3;M8 zGsPFc$KA*~J~d7t$2U1SeJ)l=O%m+K8`KH!jpHCpa(kpy8Qz44g?+8^Y-4o_ge#0j|NCOsc zza<1qDNR>pDEJ?L39z}p~T#k6+rNgH6vMHFaLFaC4#dPjS1&~i{ma)Ph&1&P(Wha{z$$TM71mtn_!}R-9`dh{tKrMs? zmRh9vD*hwoW&1A_zlCU#=;|^Hou#hPu-V*0si&9iHF$cp*~b(dV;jkv4AU8l8G9l8 zicoDQK_t4TaFA(QkxPJw^LkD}UPYiZJ&3rLfGUvrk1Y>L3@MYsjc_3*t8GA}#Y&xp zIp<;`?TTeoip-A*bGWU*<=1h^^B)lmW2QsLoa8O_@vL1VR5 z7G;Wd7|CBnpFvE2K9W;G>TuR=lA_9yVucn^1>ZUMFHnOdD@C10;lMmBmZ4shKL>s(7e1daLUdWc{&!+s$!G8=%e?8k2@+~BR?W*A>zB16k zBmDH}G~>YGdd}>_`u#g;n`!hs+}sN9Zzi2wy0DRWq5Xz?Z3_vVp53R%qDR#=1|3`? z&R5ASj$WN^pWPHta+S(}&Kf{HDbw*(W%4B7)cp-wg+Wg3CZrCA172T)$;+Pof>MJf z11Gn{h>9ZC@nTy3|C228~EjwCf}4hckQGPW=(b={-1yhdnPnd z3P2jVw$gQmLmF{&JNL5# z#_CNba1+U(=0)AJ#XDHx?CSi}!hTGbK`4m*YN8A=p58`9e9E-Ht965U#nG-Tx|BLK zd**}K=fkF+lngz7Nubz{dx>=-12J3n597^7SMz%_aJ?P99U_+D0c7_hGg<%yG zd6mj@8n-de2kSQ%&7Gx?t0;tAD5mR$Dn8l*rON-xj`LyV+LE@Ngv7MAJVVQY+U`j* z-5>PIA4`4~p_W?yjW6>aX`-}EO*V>@>|dA1;8X!xLcS?a7xp}hpYdI6i*{&=x&n79 zXKyZIGX=iL6Suxq8V3_0Bo zX{Q*EXd>?&kB<3i>i_;^SPusqrfOb}JeDb!D$B2gBx;W6^>Dc%iz!`T-yjHA#j|}& ziow@EA^(iSK_Is2N6S@gq|pZ$Oj*$-yinKQ<34{={JdkPi&!TOpu+;ndNLqAj*e#bwL z(CWz2q$O$NJzxjeE#Lm8ALc|{urXVpSMdL6*seG%|6dS9`)wT8AmM*6qP;>J7Us;1 z-aQ#6eAQ;42#=qtwA(EfKuHAl5a6Tjsr z+E#AFpZ#g~>-h?~kU`#~w#I<{ZG}zR;dO!2^E1vyM|2ZT=FO)^TJX>Dhb_F3`iip6 zC=tQF^KHL%(H@|4tY_z0spi?khL=z8R9OO@JgTwkD)Lrl$9($BmP>7RvQE1nA5pUB zg#Y)Jw(BH3(uoy#h-=?2_1 zAkAc`RG-^Tnvdh+Zx(;-jeTvWsIT7WNV}Nc?!(13QH$p@{nr>&;S?MCDwOm!%f3fC zqs#S4M+=#Hug_T91k>o&?XDq*OIo2MSvF$0usOJIHO7+AXCy+(y6dD;0+GFV{el3iQPg^uBX7QJ-sj}x4!-e$^00E6(!;-ckmI8a&0^No>JWN z0Tm`{wBj+t)_coo0wj)=#)qX5W}(1sA$VQ&%c54mrfuFu_tk>GO+)?};N-6`4PWkG z6qgalqVHju2|Z2`yqtg{OzM@$;1l*H{ge>IUz>B+C2(PMSS6W=a{wT83tf*AbK&JT zF~OoccJ`YGAnl72>>Vr@{1}!P2);X@yLh+*W02n+Lwt))h3}BcxGqnx54+qOB!cH4 z?LK5uy9gNwu={zp2V&U&C__lOKqCQnp+c<*L{nChmG?W z2hsau^uPV`Y>M#zeg!q5svp&-QTj3ULppR`g?gQ*l0G_On&zmLk|Upptl=M=THC0 z0P^QGQ{9j@{iY)&gd^8u_@||&U4;mhzk+a%pL!tO}T78 z1~-X*poAg7D3MVY41M=jYvTvjesRr>F=J%>t%*_*dzKn_0{>2$y;uCqF{*80fWA*k z>iT}g!bEpQrAZCZR7&!ga=F~v+7i%PkEi~QZW%!0&n;+-AY(k-yK2s*z2jt6GdgiB zls@-o2?}2L$WL&tCoH3;gGhr9wKEh1jSf5PaLl~IVN%&?GDw*}V+1QM5+^DuXr?HC zSgROIT6Z&x4T2BhHjT#Am_8_sQE^8Uvh7#U#KGE=>2>7wa*~;|xE3BdlbEg17A87! z&{kG~#2Da5{MM}C>uB<^^S9Dkp1mJhrV5;H5xl#^u)W58p7$`b?x^O^{}xF}fXm-& zbf)W8`#v!wa7`N{v+WSB&-1l%qiR(?2z95B>!8{0wKXapZp#ejn~{>1M`vU8vW+Wc zIX&S8Wi*O-=6O=zU6W3XAgC@%_+E)hhS2f_J&=&PvvUD}Djj&0;_U`dOQN~dbfPNc zyv~Q!Sp~jowpK)ozSKUKGc{8a;NE-e1uX}#`AeKL@aIA85*&+YM=IR`+S(f@p3+-z zopL%cxYW`mW9R?D&egRcVbX_W3A^LZ5P{L4XVcT~Fbdi^OQ7UB%MM=PDpSz2C$(;HPutJJ3e!fm5A zl?N6|d8S?`Y?Yo%fS6yOX}Y@nP!|}qm~RSE7HrplRm;kCT|tl$1q0ZK;~JkF-%Nty zoT3>6y~w$sRk*VN-L-n6B3WN;m<71~eYi z*n;elm${4uU|+fyGAADS z2pVj^9H{Wyl<8fS@KFEoQSfj7C1Zia5d?Or+O$J zz0_MH82RBL%j;8ScTj!!!={GEvNN^px0VOhKeRaL3eS=6D=fZ_gJQh;}`k{2lmpf2w8>Y>wI9S-k8Fg(ags$ z$Ea@zu)}N&Dg1*_h`VHF$f9|tgiHCwydUxRi{8UY0baCkecap5If+4(u=;Q?F0qMf zmR+oER^Dm@D$^q5$3V{2f}#|4^uq8a zVO$~}2Y3SO#$KCe9<6KZo|%%(0df1cA9VD8jfWGRFAbsOVTQtqxp-!D? zzC&4W1R$TfWx(y16Ihgc)CfP{GGC+9r>4i-42u5PO9~BwuK?xkb+YA{^-?sO|d~Pfz1;hl?Wa*8sTZ-0ApCwR4OqEKhkL6^t zDj#(DzqN(dYGBy%F{w*7E5PsfB7}1_^!)+?sJ(|OPSeO%>aCBuaU7h(;Nf{L@Canp z)1@RpQp=f59I1l^{9~QTIM;M+%*?N*By4QagFq!}6QHgIUjn3liL&ynCh&LuX;TLs zD~mtxF=>rmt54xDvh<0rN}{dy!)FyKB3Yv2ZufYyCXU01;}w;p3VbGB(u9lO=B3G7 zoavRl8kd`F1d-I+U3c%{Emvub(jJZB2w6<3rVhX~fqkK^n)k+k`#9ammtdO9`Xu4h zh8s00LYOwc{!5rPX9!vD%=v_HPY#OOd_(wDIYoZ92x~zBS}^=}*ic1v0N#YZsMDHd zPxa}1cIF(ADDHYpr*bO)*i+yYI5a&WyyU{Fdqd8Ck-D zkuHXoPrQn4-VGqyd;e5RL2E$ue$XBPI5R3(yxu-<|4k<@cXd{4#*HaW%KZKrvjk%j zb~C0TkM4%1$65Sue&y3kUmJ6s7iYdJb;X89-W!Ue?7&j}mkb5nNUB;p-tZnB5D6@g zhk9IZ+|eu8Qq*&Qr+S{3UH?`zq1jtwqUlIY4Ae)ur=5BiEG77*3ue;p=zU!G53o|q zax-h;!j%E~mMx*ko75-_- zztb7N>?|hYumEbFncTUnfI!+wqtZNo4$;??P!qB<7M++{B}Lc>e#DW99aQb)RhZRp z!!A7qmoG%W?!Rt!ajCp-WsW{THwgaj&Eaw!!N=Q|V%juTB9CfVlNQwijyAaw2(bpj z5msOYygSnzKsLRbZ)S={^;F$|2U1hOlIkRm|C}^7?KS5;?B7?@EfUZXzfXkU^@3fB z<&jl)&S^l-whc3;bR17SOqD-+JbxC|Ri3c_U}Gg(dx(fkxum&~lhJXg7Vx4$rOaRU&VM?LZ~0l)xg`nxS@tWf!d2u%8j5L!8lM=&@R9Qq z$Q^sQEGZ3E>Y`C9|6V#2>@@Ahk-$^ng#$-DvDsXn*#J!h=MqF7FV~!?2sc65^QHm= zmFBtS`DW}Gv&CJhy~@gJL97lsgc zx}X_*H67!?5*BpxzG~+)c@#@h{4{Z5cnh|}_X>a1iakJ*0FX=zNH-Zd7U0SGhN5Ki zDhns%=+lnjH@H&&U^_>jN`Jv=U7mZyYBl(PnvRRV2nzulVnzAi-BUo3y3CM65(~+P zY;9%w%|)|?Wu0c*`XMjN^oX2*Al=&m+P=z|znOM0xYPU#ey=f< zzt`C^_CUtm%aEhC=X7qiU>Gin4$*lbXNfxVMw$IyziCi^)Akuuzalv>WNGlzlqMyY zCP{`szZdF)>xzZ)AMQ|}ku{6kbo~NM@}~P)GU=wIB~>KWm*+Vza53|C!K7|#TBV=_ zok$I3sWe~_d9q2!5AgZ2{3od8Xd9{G?*@n;zs(f%olSIOAzLKT#2Gh5XoJl^eL>MG zif))mlABnQGjz`y?`N65W4X9nWGLgkX4TimsD@KNXgvg}7g%oNwa#-`AdIIAghrr#8;Rgwh2RE^t<)vC)Ph-;yJ0_#u)Ory3~@VVF^ zVXJ_|3%@WOZ)Uu4G9B>tK~LF1wY=tCQ zQIqEHHTv;6MpKjX7|XK60&V|XqPFXOm}sAZiutS%Of>ICwxwNi#B4sK)@Q|sol5}l zdIW@&j)h~p-Q#!<*2zJG)hF1aFbO(1I^>105xf#v0t;Q5aWimEm$X} z(3keOID)CuA<0*USgkJ+V68FE=|tSnkL@T8Y-6Jm4G?O%&EBROheI0BX^fJnFBbSHm5Y#~;vnA$X^!ZMkqUTns*M;~$20JE;{b4aF@Y8Sl3G>Sx7w5bnlb>cpf_AmgUL5* zjmFh^VPSmlW9$5r$1?0T;FL6yPE(clfPW*l)iKndtGuXpz(zE!_RDE`e{s5@xD>Qq z5Bf94340!zBxXf!-YWhRJSkD0YpSc2!uOJ@>Z_k-p!eLs`5Vme6rp z8V4>^vlR1KO43^O;J#=rFUov(L;+okt_Ry_ikmDr3Vt#C`F6baAgP<66Vi&v?lR?f z(5w@}l4!Uf+y5sqZyD(z#D2kH1&Wz^8Qf4t`QIK@Y&r>C6Y|>GFz4BKRD=A29g#~= zA5mnHBy+f8!^xKK*ur&&pda$IBJp+{JmR5<5vba^#i(7Fr>{bk%2KjU;DK~X(pa5z zS#%mQv!TWtl@*p{sM|`&dS>jL2cW!Pbr!QWuKZ$V3nN|saUqEwn3-tnodZz8NJ^QP zi@P%>{k6zVhYDG=_Z=ZsO&N|Xm>{^}ByguQ^xY&x0_}-H#HAsl;_r?%UKoI|c3zfF zlN%nYyQ;Gc-<*ObQPqIK%>gr58vHmOg`#pDZBe~RO9UJ~BaMgH~D|3l>?0 z`J($Z0eo3kSGs9lfGj6`5RBOC##J`VfWDMDy;fcnjIp{rJlmW$OcG=9yuKDU+W__; zpV(M_$r7-eroSP9f?cL{J3i$;^o}`xbF-1E;6vLXA=H?>5L+PtoTqQ#cXg_Zm$4{& z*If70BM#Q4X>%=_^xr^HM5;2Q7~YmA&T|;r+v!3D(C)+3*&a^_Z>UwIv}Xr9e6(bx zv|SNnl~YN@z6RqNQst3(%v~CEDf!H-5*H^VeR|MJJw1B65($^+h6$+Tnb{cwy5~5| z9^H8p8J$fWoXby1tIAxdIfQaQ%X8O`@s7cg($ji{dKp_k^6rgOhxBf{h8PRB6;?Gy z_vs`o-dG)#H$0PWpp)+c8sl+T5PKNWozo_>&<5d;{S0ID7{OQ;TLwatT)j)X0G}0| z+Z|Xa4YVK8&q;Z^eVil<2|_>v>fK$#0y!Bab%*)4W#Mvoe}}V!ywvY#K!vWBP)xyx?vTa+}(fGxZIMIYk}gqze+_7FOBpHSF9cn4%|}aW44!E9PgJa-!vSEH)HRE|Es6}e#3=>?u>POQDXfIFyU|o! zB?@Sv7&Z5876~3jpD)>RzXPAnpRO8wN5of%ZbBFl^9@{aWOXY(9sfUgh_a6xn+QR4ODvJiVrP{*NkHfH$;ME)hqw8=C2aZ zT@pzZF7b{GpZNqc<)Ai}-u3E*1}4t+PtL%rQoYKLNg-8apsjG$^_u`XUye<@0C-4x zqKQFCjTr&4uxewZUwu7^;FF%N7F$0RjYgVntOK;(`Q1)+v#HObR72ix&T<-b9o&~( zyLavZwIm~`D15tCCjR?@tEj=xCj9phTY)}!PEms~#9pYiq7s$lpCc78Tym@|s~t}nY|>>@!?ia|-&6(0i< zs;U){z)3XUi;%va&P{v(j1XOyPinOAd9{QwZsE^tdC@(9l~0?gFiQ~qI=on*2aQuD zUC8w_?4NS+1jH}M{}yA|%2uaz4)^t|Y=vcOUSw;-Pdsvv4eN}q*)k)xbQ`#G;Y+xd zrm)(5U=~Xh_U*Hq@KuV2kCl&i3a{u7%0 z?l!^)d)c2KY<(-y%W)4#2tYCRYJ*ZWj&?5mdaRV(!>V!y4%ZnTOKfjk=*ucKxtQ1Z zE}JcG`V$)W*=lYLgTFgADT1nRW=SNP#~CGKy1zuQee#va#Na6(c8LYY%6Su0 zETS5#ZLR)*FLNRUPPT|sDwH(f0f4SQW=Z$+xB*pJeI??Tyem8Z<;dqh4Miu5Ih-sn zV3NQXO>uuR3k}WXbjNn<`mGzZ4|*)$RH$q9OK57qyUV{-v&}PClf5|)uZpxfcfRdp zTx*8g^qgrnfJWz;aV230z@X~-w6WiejdV-_WhL*NMicDw;1TFY1EiZpS)nW~cz;Km zR;QqAF5z$fm&tx*qQ92tNc_kJ7(OWY#ope@-wqi%B3z-9&ok*xf|1zfG%mJ`sz<{2 zvbz8sWtg1zg=BYq_rYAmdkp|Gcr|R`%g>+wQYV=dAhg zV?uEeKkR`D!7-Rf+DJPRFTfIHL=1yN&VYOe^e0p^`v5!h9QEUgiT&l&D|~B1uam0w zdG|(RD52K}%-WM5N(fmGgwjnDJpjyao3UCHgpXISPV5f4gL)lBDN@nr*q?T5K_>&<1og(QCtEn(2Af~p zsGA(sTK(#f)m7??S20P=MIAF1|0ulc>)lg?WX@Fx3+r)Mdt@!}_k)<{PE3kwdAIZ} zuL)>n%F;%}+V*MMelG*b_ZQZ1L~D;%L+sYrgbp`1q`o5nH73?p#NIb82gzhcD@@NJ zl+2X;vYOss7A{Bv^ntP66FuKIQBHjCxT62sbXPfc?z~fRC;)I3xKtK>Ic$(^Wgu)u zMs?edKyr5-ndmOt4Pm1(bC}c8BeHE=dFOrf@1kVgK}7>u^WYI3n~*Y}cXx29UYtsS zYLZ=h%-$%E)?1vlPTj`L%vjBrMY(@z{yA`@{8WH!%D^e243>!z;esyqhdDhZl}q_E z+TortSvI|Uv-_&_DUD{)7%9lMF?WF52}AsEE1n)U!U8Y22?#SfD932^iZD#84fOp| zrnIB;pN;MDYKK%8lZ#VuSmj+W*`ym=H?x4y9h}B3gTcLAeS;6>4Nt=66G_Fl1_Y>_ zjek4&&kl5Uj3n!sMag7$JlDNH893!Uz3!*65jowFwG>OfIn12Elw^-mwIy%(%BAE9 zpKw~UTqIaeS&oSMXZY0T()A?QG6DlVvaVmJSDQXMvu0uJxuy!#D<~IFu5AB45VK5i z8Bq=7_6h}8E4zqiUNI&gd$)5CVklY%ZxHp@F<+HwCI)kXRU(J%cz)~c6ndT;Vz&tO z0y8;5rglUg{T!y;5z4balP``8Qg^c!HRB9QnkjNI^W9`&PWn=q48bMyEtoW1W_;_&53U$5r1`j7f zE(@V@Hkh&R!FCYK!|rYGmuv667WhRgi`5-Vg1{Cstv1<`oIqw;Rx9W@H1BWYW`D)f zh=g12-|^k=l^1fjg^Y+vGE4#xJFGl1xPY~6DyJgmh-wd5$@;M3hkqLjzJ@Y*`u;w# zZ#4yXKQ2Oh*gY4Z7tfcRI>?H{{i!X8WRPsaYZ;Z-XVVnlAL|03e^~(9)aGz^3i>wd zBoqXeb1|)dxnWa0x8xT)mvIZ!02|W|i)Q-`llr5J{?NtTSEPhvZRBQYiSEUhcVEB`9ai%p_LNu}y9E46oLnU2 zf;wulsv;6Pt3Eo*yc~}pBn1h7xrxxF+d*T%LTK#EETsS0E0O~+XCUN%q2jlVv6Qs3 zQ`%RZbOK2*MqJqNtG}p7UVm!)v64)TwfAtJkxcoBzs1oC>+IU)a)?|qeO#3!Fkk=j z&#s1TU+}{$-S&xR(W$`}s9f#&E!6mV)D-DK2EspArL)TT7;i(yx`6-``4UHSwY2v+ zalgyK&kGlnxxE-tmQ~?oETF=jE9`TYNO|kOV7&r+V{F?0laNmRGTijHGTRDRDRmq$ zOx0%hEDkzdnRN!PPcofoq|CWdF88s;sfh?|1D3dYht&{%QxZ zMs>G~>)&!3ap~e+z5A=?o?+6Cu&F^8gFrt0>0wXIin%w=_cv$1WBTz2gMQYh7M9|y zR{Vet;(}J)+iTIIIN_=9fn_Wil=_X|^)lgC`jZ!~6nsG=9IjbMwOh-Ix)FyX#`%~w zS}NPsr5zH!nUhRYblD|RuTQuA5EZ{7!8fNIfJBQc@ar8O+uif@LcUq zi@kmYm96wBL5IbUbD+Tek|9Cwz*f061^e1vmVWZKL}7O9yGETR%lo<3+=IGjnb#s=;|Mo^}bO-ob#|oa8f6w1Af7R0;!f4}e_ e-jI8xB7fRpyxZQ#`|sldf`W|dSD2JZ(EkJCrj>>O literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/df71541c-cdad-4bda-ae6e-5c8062047d8d.png b/docs/handson-cnn-tf/img/df71541c-cdad-4bda-ae6e-5c8062047d8d.png new file mode 100644 index 0000000000000000000000000000000000000000..7d3d9164972a93e5c333b8d40520b1cf8c4be355 GIT binary patch literal 22387 zcmbTecU%)&w8wkSQ2~`AA}HMkNSEFMIY^VlonbN=^d2Nt5T&7 z9qFCWTWFz#7dYpZcklh@z0W6nW@gXcYt~+~GP5SX?+~h^r9yR$>DnKE{6VGqR8jAb zKgiL4{P9=%hJg~1NE8-&{Pd|xS65eY@%NbMXeUR9rKKeb3W}>& zuU@-$?fUiWl$4ZIR8-W|)HF0ShtHSi|M=q>QB_gi05-ag>Qb0}I^4Xve%b!`^4m%A znMVH9Sq7ak{uHIMch|-!ubmuk)|T_!yPHk*?l)RQWJ2q`n*Zs_KmpG?y&IS1|G#~9 zQ``iGdzC6y{m_N6fW7GB-2#KXAwBQbkpV(!ae~q%g{d%HNWa*?nAjsN!YiuNedE_J zmrS;6o<(jhcsulH*`mBN`bKVOQohBN!|Eo49@+0CFMIYj-GBvz;a1I8dAIx|tM4nHc}s%_Lvc zg=K2|dT;B56R@jM4>ZR>6?;gQ$pPu5fGg;i|E$|Z9p409^rA+4Uu`D?<=vuWB3am} z>7ekT`;T5#5+~O{56+Jy1Dm|}hG;BCz1QTa@T~6d;8gFf!oAW%N&x%Wt7ul=9PzAcgb4|JD58 z2LeLB-$A!(-tM+FFWa1@o#|K|%b)l%TNhqI|HPBk7Ogwy z?sTtq?gI~5;&EacOmr2gkERLZ!!D|$+Cw{+nO@fcH0n93-$b&ZDf^pKQlZlA6 z%9>DF+$w2K*d?hh4tr7zPezCu+jy7?RZZ`#mjY~z2^gLFg$|Kfe?uBrr1l;*bc)ib zkO)Kf?-lHrj!F8Ekq!htF)HP){(zP!#$_f@JBLBD$}439NhjnsF+XvS)yf;+yw1M^ zI{L#``GgXE(1`K=iKYH{dzJTFjbkX3>&(R!UR9Vc+lcvzKiGzPr*U0*?mNiaqe-^EUvAW4aY#FBqfK%p?fOR3~)XW zd4QvV`_P^+f&y{1Te#Xq#%&SO3GrP3xDU@)wxCVt5quCpvIspCIq&yhi&;|cqGw2b zE*7M2jTrE(^1quT>mo4H^ht-`A`Q8)MOqNeL93;g5f^dM(F!Pl{$#kYP!j^eNtdI# z=cZ13ulCU&ija)gAV5%$>@2$@2ttF)e1?4+x<;B8A{4g=lX`UgAAN{53_!Ep_Qd<8 zo)a;%n$+&brFPX1hm54Df;%u_8)|_8@=yDB+Xwg-3rBf-k+Cw4V8~n2bhb{6i21oe z-Zy6#HH#ct9=wS@v$o@OPAWFu*cG{$1!;UNUBW8!`=zoOBbuW)=!7U}HQ+^5&#C=F zrox4fBpWq-UvE?7STlRKxQ@l)R10}P)y=^Rl?rEjD;F~-ilQM(J=fotn6!FlGL6z_ zHLi(Q2jg_hb%#+pWK^M+k1?ADJk6(YE{Ae30OVNforZ3Odik+#nxQC!#$@JMf zS$cDN9%*kzaGoLU?)6qWMCS1gptZ5>bKX2sqnv&l#FXfqoYz&(d2)UhCkwzuAHG`L zxKGq5?J3GOc=qn~OoBA;_L|Mu0NPMc7A$`E{H)?8j_}t4%{PF{A}RUDeXkotP6fB~ zeXXxyS_3C9T_gsui(8=G)k9>qiCxNPQlSM*^TMmd;02g|3>}!1#3CmnJ2eAekw^G! zmz{xn3PYVwF!U{L^gD2h-6-W{?~5cNh@8T6M+%Fdma~b=$oYznuiKFehv7uqWo2^)7toTNkbC%U%swioy8MaMk06 z8>cUlf8&(ki006c6DDdD<{j^`S$w&D#nb$NdPNK%U6*Fhvv$%OA@?%$KrX1N0Z~_z zsx5OnW%N53v-uq?V-W^D_WM|igC7avK@;KNq7g>OPX6$Q$70dzahH=-!uZPVwxTLw z^*LuaH8R$+P5bBR)K7LFTR*|7v66Y2UP-IY_lO$Z=sjpvk*nM=|DqAR zSA_?yE==$w0EZJrTP$@WqP)_D)Kfxgb>+4iGYoK5PGL<`^hO*mmJ}{uY-&6bf|R(u zuY{C&$|Zd@*YUhY9BJ@2`x1lv+m(`i1!T z2_|haZ7L?Wg+~S1#=qv?SS}qg{w3*(XR2TExI0qAWLn>h?T6u!*AeMoa<}@wouZPSY?B%Pi1R% zNtR=;J)7$`amms^nD64Y`64{o>52qGd}jbH!P*~ zy|bSVYX>QUy7>i*c_*|UVxm;|O8NarS_)#O(65hU*aClXp7w+U^Zfht=Z9{Kfx*2_mN@1+bJ4zlc zE(%>&G3 z11ON)$HTGZuzfW__|VTa5r#q2R41J8k1T?_m<($cQoNY0rvge|(h|=4m*-ZLT1nW+>aA~&|s00z{`INmbH<93^EWh9X0$tYUQ zvHivHh7ud|K0d8ho7;#d<;CP1*^yQaO6Vlh+@2vYy?DE!h@+agBg0f9c7tlpfzPX+ zTy1FlC%=;SQ|p{-zLq$gO0{>@mKW*Kh+A;8S3~vGlMNq_u)}84 z&3g|H?mMu#U#;=##9u=!27FakxMu(8u`3UNx<<}?1VZ<(&;{%}cVZdPsOxM6m(UN{ zMj#!(CeyBlcNNT8xX%f93|eT@XRLYznS_p2`ZPfbZNJ%E&TEvU^5y`N`w|r0p|=Qk z5NMWS{g9Z(EH0-<-8W|B1=%d}vfSHNBcHf^Git$$P%+TsudBEXuI}Gf-?uyIlr=q2 z*c(sDmFa~b2BIB=n?UX_0sZSB%uc7(VKN`icDAo5hwmX#ae-*a71TYm9fBuxEOkAUBg|*$Pk*lLwQVhV{M9ySv%PZVlXa(m>ANl$KEI^Gs|Gn;N<9zoCPa zu8uSJ;iPXixO(kD!&xps2lPLl0d6%fkuOV#I%(tXWBRad1u_GEPs4r3=0E#E-EiZ);F!47mjN1( zV80+@QSZn8=j*@#luIteoNh|c7_s;1Go~ETMt+0Ema$CbxrtOap`W zHvVoBsCK@YX|!4kNMccKKM~w<>nokK9QlWJrYnsD$A+=YZUeJcG!=(AX|Jyuz=lA9 zn)KY7w(q{~O?|n=$+$+%4@lgLG%(dL%zF%oe(iZa&yd4EGGvI4=;HEuHGU19v6$mx zIVIS;nHV52|EJ>%h9YH^9hM~<4o{TY4qr67mo+xqr%CsFIy(MkkK+9U12s{pF5B#5 z(EEWq#z)j*qT8K~^tDLTgiwZQv&fXnY2i|xwt0Uxp^oJ(%XZkffCQ+t@9^nVo)lW@ zx68*e_bflmET8Q)a}?|oJT8YKL#8e3)URso)>wdR=Ru0OVd2xPWRu4WL{MvoP z>B_zAUHtX9`XuD`c2;8l0|;Z&>KN$xu_-xYRwtl*zY0FtDdZ7Xsu6;5*3@k&@t@L{N5+7K5sPB*MC z25w>b>r1FXh$d2D3D(_i=nsl{6+vvR4I-}_W%aapTjbLusmz$L4eH3qWajlL&av?4TQNFdgC0kJ6(sCcSk)F%2bU#r+Jzsv+rGR8&@b4)lZ6MTA)}y@ zTx~pV{6*$aq=tuY>dc!&1++Y8V9Fd)hTtnEH_w$4BO}}2{?jr`-`hDgfXR~pe ze6>YAJk!-|s`JmI+kNwO9LYTQE8?yMto*3*Zn5P%#PcB$@1YWiC(hYyuD6Cy#O4z2 zSGl%)+A2(N)~YGi_*&I_^rragf-HcUliHFwb;$0ROJyQNmdAuBd*3idXIK?1fRJ>C z&m)J(v!%1s-+Sc#au?-BKQz((lm6@t!XW`xtCFKyqb$xVh1) zJ{OD&<>oxb>Z5;ske`5%&G!N;!sz}`2f0VBFPgABD_{2K+YIVwyPIpI7F_SqetxEo z(n6Mh{Q#e>dG68F55|t|U7(!~X#xZ)CBu(J z5k8bsKT^G}4Q?trkzx7K@dlxV-Pbai^?eXluMIJa02&aL2?&Wo3dAx+4?u=}4vh2)h6`U^u&l9vkj|;p#8L ziu)3vz&`}+Jo5iMLzIz9-qr}`l$sZ?mEcb__mMQIpH{8cbyIKmI7zu*1PPamm89$Y zqkz*o$9^%veeii*-Gl~L?l)_AT*Cs)W{tsi*K5Auj9x+0J4f%O?YDuh#@F>~(pSS* zI^E@&{)T0CL-y!A6Xr)4qEC&k$hr=Fz_r~gl2?4#1mZHOy0zU|5=D!j9iqJ_CYLx8 zaqXz!ArSK?_s-A9vqpPXRPPhpLiP6Tk4d{xngcQ-8&i>`5vW%1Bez`Ljg2!>Ky+1ABdqeoyS zB8X>c9&SG+&8ISdEd_zOEIUoz>NM9~Zg2DPE1;ZOu-iDu9JB)~I4B>jv_co|QzCQM zTikcd$JKw#;Dgkjhs-ZGh-Y!%^>tM8n4f%-7|SZaVHEb&)etkWk5ESGb?xD-LF`Y> zS`xloZ8FbyX77ZtodR3Q(gRpWrrfhL2Sc?tS#%)v6Aj0WrsH8JpaWI+0h4oC0wvn<|E=|UF@_H9v-vkmT+qR)+OMm6n zD9iW_G@_ZJ<|j5`QSI@dB{~P$lMO>Ycl*R9^I%YDEp65ILbM(#n9w#PBJ1SF&2BJ5c$BhVV6 z_N*zDP!@`@z>RbYr|0^3HsTQl1G)_uR_+Isti#^=yCa7N#gxfMe!NiHC zQQp1zHF0bu2myzWi47>exe>};J*shQ&YR z2I=GV>jPx70gk?ef0TIEcB`}yzq_&f_mROKl5eu^dtDdG@GSJi$ZLKyRz7|gT2%ZV zcdL1Zu=6?V4{7#9eeyQz!$Of(tfiJI1u!7IvoT)l;986DKVECvF`bcfef%ktwr|VH zJlFj#6eXx11RAB|?$$%IB8<&bn!f<0byI<^jQ22!- zwnGs?L0uC!XznB<+7Q7<#Z3{-qExyQYOFNXZc-@*l*;?Ass-Xm8#{gQlCSF%RFV-l_MP@fENHDGm$L;=-aU(Xr7 z?xF|e1~`~_^DV^C=}OOxSeVC%kSEVrH34#fS@``qn$?|!cKgJlJf;K{;9l__Cq#~4 zeqjDC%?Em)E5sd|y$F|seIDegV}?p`YznxfaQn=OPW?upe;s;twNg9^U_k4K4640@ zj;Rs<0`%^2_*VSV>@4p>jS3Hfk&G`ZrU8KvcJQDp*VT|hH-uLl!TtC^x5<6)US7b# zaUd(crU7I9Zlr>_Erq|s-6R6&c*)UPq_L690#(ZT)d`P^&YpUxEkAHM0gi?{i@#p} zIgoD?vbg)y@+l-;Y97?qYqE_^n6QG=d~p^(vV|A6xz4xIW;~AQ{w(eGB=bkerDSsn z+68Og>!6OVcQRRu1#Q`%gsb@bRcGKceyzO3PI%VaY-efR*F)B1y7Q|2Rss&ck|YCgQ%hIb4>S!9BIiLvmVRps{nS(ddi7o|LDCb_A}`e}0;5H%(-C7_ zuSf7`0=R!UrhFe;<*f})WSIWJ;8c(ea3|cUy&ZE%{zFEUj4O(it++9TXV*$13$>$yMvsBSP<^3LLTIR$B zf3+(hYU?khSr;UY?Nr>obnOa%Z@EzZEa5IBMP^Gt)-Y{GYGKTWTIGu7q3gO`m8K*D ztq5C8!4#_%SVI`s7*QiQq4YLSqn2QuVpE|-RS=%xs`clne)$7KwCzR*PI$Tba{Y|a zLE3}n_c~9@(`-{Rjoc;ixP6xvY-+B92^xMW-TyVGeIF)rQ_5@~x7LXXb(uI*-E=Bh z9Ma|u!p*DwCK}FK_sCFd2hH&y*kf#G{RFlRAVS_1XPJGT( zU4APY!iM5<^`BD5Z#)G@Nd-zzZ#Tz^9h;Tr7j0*=gUJr;uRz4Qi z5D7dYR0VO)+|aHaM^aKmg20#q08TeMpdQ^>bKh(+&{+QM-Ti*swz5Vp*W2)C4|oi} zKr(W@o$AK94!%C?t~rl=o=w%}_8aexO<}J=EZe;PdzOgc`43uhYR+EhrgW)Hhpi(e zryJUvm$a#yEc~xr}q)=PddCThS^;trBrEBOY03m?p^qY=)B$?hhco| z!;UG)Xhj|Y4hVLkxP(CJWLLd&k-s9%@IsF}u(mrQBSLX}Q^@>KVIW3cARvv!|Fz`; zPN)J)1vg0`ih@)^0;wgP7mNqg>SADC=!YBQ;X95(vk4m}#m7Lvl*qCd{A^^KU3>Ph z60!njQ_D&gEC2omZl0)jwu_#dQ54o^9VHB*53#v>8dA49K)Ue_BnG9JOMM(l?F)H%kWt+ z=>7X>IbEQ9Dbavuo5Hoo29(4JP9vPH_pkGHh;t;#a|tY{p>vE5?@lLJlf5fOb1*uBl0py+xplMvvbGtVJpPMy$!v}|*YD3? z5}M#}I9rV;I`HHwM1MPWjbY@Ua3|siFo%9OMIQKHv#8_RcD-D?c5q#=>UrYWa+rib zr5l>k)?x?bokyTiKzEk9-;i-w{89YEk4p1^ zw1s9f*nt|_vAM?VEibH2*lq8>$ES&dh#FXD9 zNkbRP)J4|^0VK8Hyq%ULaA?m;;TutvbyaJOJYWe~4K zt=45nN}oL9c%dIH0(~~Sa5`&rP&G|3+0IWquvh8Ht6=s2aoM2m@(J%Dc5e6piE|ad z43Knq+_-eVlF_Vrv-`>=CTORv-xX5GWf7MF>E8*mfjEC%OGlC;*bP~)LZ_jVgBBK^ zwy7M!?`JgyO9TZN+KL`VbOIF(KahH7&d3#c%*^^o)t6A>7kP4f3%63XMz{o<%pln* zVwW$PHu8sPlc@Z*=0?#+C->Y$sw)Om@mSKEvI(D z=)h})@B>f0vn%bcJW-7ZhvG;D^C>)RzeWm>DJ6+@dk>ac$`5b_{7#5J0GV-LGT=C) z#fJ=4gz%{Kf9Nc;1s$d#&DBi6iKKmsEY+V4%r9H_`vyVHh;Itz2$fUB8cpBH7#!;u zN!H1u@Tm>YfWU|!$YZl#bd;9Q5b@$^xN!KS<1R_DRqI|bzGgvH^jxdNAfvoen{ZRbabF_D(8SzHbKh9Iz&r zn!*oEy2jHh$Am$ z|A`8aMv!oUK#FJ3yR?XO%VJiT=3tU|A(!A&HoP?;bH*k%lp5Y{{vz8?>_yf zyZ_zQ{~{ay?}L9WSUH?=qgqGfcBDs6sL(0SE!grnM;yMCONOiLB+a*R`aQ?6t*b+c>~SqVp#F{fiuSay9}`4I;4CN zxte!5C~tt1jAVH;b(@T=RslW8IY$i(e$nF$Sb4YMIcY^NHUf*)(Zj6X8$U!Y2L=pl zcp*VW%<}l^i_NjG-tG7*+T9xiaeg4zwZ8lH zAoDxul8NmEg-uBDBj6^gkC}4Tf*!^sYp49ccdV(D3|3wU`Y8$q5cn! z-T0^D$vG4=3;oB=xxv3kL;Rckn72hP`(Hr|ZuxuM*afyeZH5JXMTFp5ky8^J^)(*X zNp7jP0KX9=i%HOYXN8{Oc}AS-T?!(l{0)-1caNt?hb4LZ7m&?EaRgZ$JNNp0=ecLT zct;X(a~1*qpR;&Nx+~pyPY}N>AMdO{%KLj1M;{2{=k`cGpKp#%`Z1G&RX<0%3;h$3 zivy7ilWsMn_Mh(XttSK|lI$=*m0}cex>2u9Lvmo$S96M&6!ZUstn%gbcdP3L%K*53 zlQSA#5B>qDl5nibJr4>(v8&bHC9B>;!|QQy^t|{l z(?3YGjB>5u>F*JpQxxKhMd`PnNh&6b@HA-CJJP-Ei`?|jysC1`K(D@7s>$T~2_Ar1 zw$VS?>6`_U_lyPK{nG1Fp5Wy43K(3oN&-3WQh2l8x`3r_ga$OZ$LI%5ERK+Pqv~^3 z>VdCT1}`a<&QYo1InpMZb)(}>O^z%t$#ZZL)H@4Qz0kF0i?|hiJ%@+<5CXX_-cpl%KAHOy_kkqk^HPY!K>5PYUP2TlHYAFnrJ5vm2|7^? z`DYK#$@!Gka6B_?>>T%6BK++&m_*uxC3r@y zv@4-i_0d<$lg31SChr5KePqt)_$bmX=VY1K+1*#TcDK5!QgwG+6y;(9lF@})fd7M? z5?ihQwb4R4*gWA<>N#Kp*FJ%Bfh0aMgSfxGJf4n&4b_5~t-41^^&JSoj_{K3(R%}# z;<*5%3a+0|+wnvymN~yD;GB?JQBD|xlal~2f*8W-kjP1%H|3qyNhUIi+wp>DLeqq{Af>`I!I=b030~BJ zXCJ^oE-kS};DQ&KJj7N5q@t1pHW7IdULwB9CKq(n84B#2fV=fC9CcpGq7S;y%f<7e z_MCJ&FI4{pr~b2&{m%loXo++wJ18ht0#iK8LtIM8pJ<6YQaUs$@wc!JoI7I!FI`5wi6SW(|BHtAjG36 zPjC6g#q1Dq7wpns_oChAB2at=J}*AA9&64T;bAVkmVcc+IpFzEVv2G1uY2+b@jlic zoka$bYG%1D-_$_WBTMbJlA5Bt=kdg8Ps3y71#dh#(JMO9?cvhTAR$wVC&B=^$AW22 zz(jm2P z+>3$S*}eYcHztzZ&wNVmSIKG|PPZ4Qv~CbwZBnr5{SOyJ1R>06&uJ#h`iz!ko#R)H zo$iB3CC3TD{@6s!S=#jZcMg#X&Le?o#N-8zwW@1Pea#qmzl@B;6E|5|b%fTxXj}(g z@0`Bsg!br#GXj2d(^`g_WF9^5NcSfa7`Y7O8pE={k(59cCTwvGEWE>8dDATL;(3E> zr^X@FHwVmamA;^N#a7lvB9^{k;#H3iTOBEx&OyI!__Oe%N%Mst;q4XG{K zAj*xZFQdftH%WPR{?OC}2m!6mJ0~7}72vC$&XSHc19v^J9vMcGIoZMD5WD1qeluj@<-J^-FU_^>^Mv2523wd- zj*px2`imW=vH0xSa#XpAAJRz=`vnES>2g_*@dUPGEWQ+024wyAMQ5D}1N{?+_=eLs zi{7yM@jCFTyfxyqa^zGGq|!>ekAg}iA4cxvAMc?K@rm8#A8}cEVJ-v{t*1EMPOZdK z67sXqx1Ifci4AyocY3s;l1Fspg=h3+&Rzr4x; z(k_}c(h%nMWay4v>pGMoOcLaT^7skgZ=P9AxwOo6y5q*@@0xGFh8?t_(b>W{9-(bF z>0PWigjA+4O2I>JpISb9=BUje?HaMn=E-fN6hNd~__5~}dl`s{ZZBRjSe(d=f%e)z z!=KdXY`5Jv%_Y={SfJ)M`Xo>)BS{O(%ff#4HQ$4ha0?DwH)4A$Ss(65yKya+P>TF5YvFBcTQY|@#~eU z$t~9q-M;1oAJr!DZr}az_I3F3v)$<0KV!Ry^YgWO3mkxEw6z$LynE2EZE^>vD9$kF zX+H9}$g8tBByfqji`eu6pq5FVXYw!0s?G7FeptyE4W z$K}sUDGeG~eCcv^8X{jKr!ecb@d)O@w?}D-==x2lTZA}o^NGm<*d##}?JKEFo4AIN zyv_Xv3|D2?R3$w=Tr0~mWQFV$W@)#!xYI}JC>Duj0wu>k$Ql?-r)#OCs`y4;8EtI3 zWMf=tn%t~85uEEKcMxiVcB z;a>f>vuqqv_rvjjbEo6f_sIb1N9f(SR`TeZhRN$*Qb*sN$fR={>`f*yQ8UvY^eVw! zD&g9eH;2E}>hcTFLJ1E0^1r`Yq&S_1Tu(^-*j?8xQtRdw(!B8{^7^!*p&7rPTvx5K zY_4Sciz1~Qo#PRPK{3Y1{6K{E@>p)l%38Cy>ogtEb>E`57MvAu>WOB~2>Ph~D1L9y zMmqO-`(jW*Hv|?ptFpdnqutV2{z{awYY|?^Fc&ybh#-pcT9($Epdkcz7p{;xH41*t5%zDM7|S;Z+#Q1f%z z33V)49xcM3lbVF@f6jvc#-TMn{#8n}9BboV{|hf`Yt0SspDH?~jg8Mq`i=lvR&bRzC`N8IeE%x2#1v^|69T<32TJUUgkc|~qi z`CQf~78(L`MVe50^N6h?Vk?$YZ_3p)h(P_K684HDXwPk0ijVfmU0Jx&}nnDI!@UvC|Tz7Nv>J2mj0r${rVbm+DSr0to56YE(bnEeS^ zYQ!dbDeL2YH6=^=lf7R#Te0RyXK?EN;BXNEdz#*sqd|G7JqJW9NGUZ+`OW@RkS^Y} zn_bFjV97q??PS9FyoC}^-GhX2?+x27;Z~B}ntAU4qMfIXEyUSu3 zS@U4AFOa^-Bfl>=u2AI`aL!rqIHhU4;_xk;h^$%1LlKaAA|7h{ac)LrVdJEt zd9aQ3;Jvvq%X$#FT9}(H*BBj~8hBji4cw6ll2l$$`63&<4o9#d+iEkMyCT(~qIsp2 zo||G^{v4;TgdavFhkUl5`;@o;+AqCDp-yk6@M!3$Owyk>RvY}yJ!A6$V#AF+!Hqf# zkuSoGE{zuvv_Jju*k`dNVa|vdTvTdM;I#8tAbUVIHvcTus)!(R;NofGdgPGf*lrOd z#OA6HF&|4#^3M(pov52L|J!!dy-GN@YgQ=KoDZlW^YBxNm9*PtnwP(4nC|E1eiL}> z!P^}Dw|yNijKSHJE!H4SK%Bc=)2F{6W+~BGd(NOVphuGf9!DS1_SuKGzF~VIU{1qr z{p+q3L#AZv*ogeVcL`oe-KSGJsyr#8 zTKq=KPDW<|lx-WYJB8t2XWlDM=g%fKb(~>$IBufw9zjJT39-WX>YY3m%(pmNLl$B(G`u z#=d5I*|(rnHWD!S^PXm#vcj0Krfq@^3bxq$hEvh>J}Tg+d$BaLF#mKca{r56iD072 zNqc6A<1Z?0ie8f^vaKS5FEoPVpda0m#&6w@c_QXJij-lU@9uintLn085Vi(rReCH+ zoatO5JJ7C;^JrHz7cHUz)x|eR7>jBOY05j^9w1zm*HggE0W|`2IeU%saXU(NUVo!f zE$+R_kWY4lf9A53O>bX44n()zD+)2xi|q9ftJo!>P8K7(PIDP8??-gbRxlmyubM=< zP=Tv%ucg0jpa{gUy>++b*1~X%_R>VxJ@4_BiBCAyICmH{^Uw>m@r8NA8=}-(qWNeO z?jFYARJMXsPtgw$P=-@f?fe=DFfCpHfjM)(-7KK#K~=y*3ehmSg1e4kzJF#A=5&-L6YkCP+OcqqM5A}OH1{ZDs;J+9 zns`9>w%Z*E@9J0Zx`M5*st=@%XvNeA3quwJ8XirstBCIQoYWS+OTB-WTmA?OpmzAa zB#oWqgMq|UEh^)WaUz^5;nKrBSC1=T(udpIiHg2NfY6#GyPRpENd)`vheQ;SPy?T^oYeq|0^kX!@8H<`Y+5sTpKY=;x}uPgfGcNpnR^_xC_w81dRmO7U~?U+TQ`_M z7cZ(9b;1PQ>t;T3xIGNHz30ykeT{bJ>vO?dZ7<>QVtJ@do{ zU+jyfQ-Rn}c%1d-j~b~_P!9xKs|~LRRK-bcW*~s=&ZH{QYUYf_M>K_hqQ^jwaz<`5 z@Ey8K7zM>ayQMv2{$9&xPjpEbF6U;OZ>Ty5RugFIk7k)lON@Y(5j#=8Gmi)MYy3Lh zU97y5awMRYzZHx|;j+3pF6RQ+s_;I)WZMhF5k3? zqg#(}m56$)G$fG2W5W4LHQ{cpAbve70|WqcnlClPb~ZUxMCl8k-6XvX$06}1^_0hF zu!G=L6F>`F4%2f0ynB7#!OIp9A@9wyZ{pX7q6l8A&B8SWx#kmFe&cGa95C@DZ~Qhk zDw1ie`*aO?90!HAh(LK-gHm4hAGxc>e>Ea7*3Low6get=5MPWyy*CqO#kyM`Cx*O# z=~+RuI#$fKm@EPqc3}10KC0Rj94CA==77c3R#cCOjyn9VB;hJ7?%kNAX4t1#>Q17K z&yoG=m^wV}=M%B?8?{YF^{*I+smAwJ z%ZdCDRqHdDzkiZUUfr~y^dBkfaTdqY-d%vy$IrGpi*%P_vPV#_$338+72{=x2Qxd>{R7((iAr-HuvX zvSMtR+UjtxQ(L1tY0eqIllrsILH{<8t&PRl-=5aM>Xn2m=vLvqg30b#-1oWw-rVQ+IhY zhO6F&%Ox8RArDbMG17YDW3(JuTgCUZS)bBfoNHy-W~JAGeWZ=588DIxT!nj6VJ$dt z6cLk?MLZ*fvKc}Jeaa(C`6P*6^DVxRXSJAOg#CUVXGrLJ?yEc74#5KkIV`20GULAV z7nmzENSu5m+($y-ao;QaCnWHWGg6*+s3QBe%3@F8XjXHVt$EUGCoLCL)nVS(5`+_O z3{UK&M{J3##9Y1phz~s_uBltQkVXR+C^Xq=yd;QP91f@hcU;E0wqjGhTEm_>(pm2q zb79;M4O!I!M-GiRnfkM*wv7D^QY@wPr2wpF*V|6=W=z*Zr9B{R&v7|8XDx}?S)Op~ zFlgH+UP?_`Dz&m3%U%w9 z6t$VsLa;W<%v#0-xmdQAZYakVi?Ik!`h!1rbTxwx6 zz>iZF$H;jj+E3RE##itURs6{H!{c!5G`jWCGwBbFl5it_I+2TGQ9tv?HxD7N7-*Go zjU{kDzfz@3{;Af7n-+iFH;hcy<*oBUKjg>?fwBE9`)g}0Ce`-6sNZpNbr)X%+AwQ* z9F!&Z0hWnOoC(psrYEakHJ}vmi}39?rcy5#oTioV+n@S2?7LLHdRY@gFH8!p(J93+RYzg|v9VHO7nBgc_!Rl7>cyF6_WqYH%yf%XPE7Yl!2o9(^ zAmt~|2nGj)lxBcC#D7cjH#*Q}^IguF7INTu^q2X8yhA z&kWuLc_kdXb3t|8B9N_F8*+jV`7-RnGpzh(R{POJ?2U7gzPQ z!ZVotvoRZ-szze8X$aR%sw#_HY?sl5#LL*e#f9u-zvpYP-*ZQPPwDex%i&Vn+i{kP z_5A|55V+S)hDq+79OVwIy?0XpjZfuI*+IpgT&knxpK~YhoBbw984(u9Vd7t9P zFW}SK8ose67IpjHppD^epVdvFIlyJdY}E_ zE};hcDCGS*o-W(#wD5@E_jze{jBtrD!YeYyKP^={0<0n}%i>7G=>oLEZO;84S`&$&I#&xw z14xVWm+}9HnRDd|uR?MDa`nGNm2(4L<;Fj+*dN>v@M>rOT)<9x9iAkfAuKB9%Qxyw z);sOco-Vbng`MRJ7y1yfgSb|Zu|&I|4to|o-n9^Hm*o8SKOzTW`Mo`($F3n|2W)Y( za!f}G{`DVU&h+pWe-Sq_v1GNMpc&d)@4#G1zd-sd7utpe^R5d@y3HGcKWX2qzqx-w zR8Iq*$KO#B8cn|)&xaBL4p!l0!i4EB>^srfGh!7LJVOGAwVF6cYW_o z)y%wkRj=mTe7xt>J$3H+aO$4(|NZ|gzPJ;8y__%=xcWo><@J_|Ngxq9fyA{L5W(Q5 zN(f@2z<~=BMYWpy97i_cy>3*plD=YM*T67cgcv0rRkHq$oh>OsY(gi28^rH@LA_v5 zZtBSD)A1@TYx%8QoT@pt860*r9tV$Rxr~5OHrcABp*VEM?_eIeHMGK4c9>^s`ljOD z4%skNv*5%ZIMf=dtzsSu zOyApwYd8gXWAYLDG+inMj)sPe=b_~MLCKW}FLZfeS#FfM2+7-o+2hn5)>sROrbc2@35b+K!hR zqG>$uLU3)6M^?Lz&-o)bnpI;=_NTo&eeec)hT-h+Z|DJ>-i+Wu8#u&{54*bIeKlpG za#-XSQMN`_1W4aumWcIme4~@~X|P0T_@I2D@9g~n+`y}M#h}Jg)(%O{{NFp~vsnCAIh6^pVO{H6z-C=8VJVZP+m?Sx3U=YlH$D5V`7G3cEWy18WNnJk z5lAr#$f%wbl&wHOvUDm2!E$-tnFuDUhfG@^`2I!>sZ0AOy7K|HFJ8GY)0^r?#SI42mh$xZ(yv_A>s9tm+13mCqt5tIqyiR#~qP zC1V+aT3f^gYEY~cxK73s5`))#h6MgYG>?WvDNqvq3tIL6q`e>s>*pz={(MxL;l&hQ z+g$lnhOfY$et{m3tY>Ws8PMwu{=N##R| zdS8v`LhZb-e%(BxK*e~gAjbK%4xbiSxsxPeuU3-hT)Q#X3%H+oH4#}q+dH;XT&a$H z6S`;1cA(xOVHcM&kzgObv-p@R6I>z2ACv7)xgzV{F`So;T4kww;kc~S3a`z4#& zM6W$&?dJnvlFDL?FLK4%rIpCr5RDGhEio~Y?_Y)p>Xono@SSK@dwm>hf**wPtc_>o zkQ`{CyVG7cSO(KpuiXZTATDC^$wFGhJSKsRQy_4*0 z48S6*VP12T(EQo<1EJQCGJgB?|Kv3Lc3J7Mwqd=Ch;?T>=OK-TBt}HkH+r zj<)A1`rL)hFMh1qG2zF!cUFe>I5pavkDks403aVe8MTFG>)61~_1>CnwsoWC!vuQK!ok54xuC!&6E4I;kBs*=n?M2to z?PJgPr1`r92a@A!-*!zV`I`m@x|eRdDZ)#TZ2GgShRExk_aT-?pru72TK4-!w1Dlf zk%}7ix&_lRBeMK;Nu1oug3q``4S0bSBLBG2dV)uLaiiFXlbKi9$7GS)cFZdH2U0XK z2vwaIkfx72x;F-1l*(N@eo>484a#Jye!$AFY}>_qFQr>n$J3%Y8;U7&nd-vSnAi

EXBHX?m)q3jUZoyE7brlTr;z3#;R-!XS<4B>L%~HTBdcNe@PkcQAD>!yqHjJ(WtT zq8oUG=dwlz#Jlw9SVIG-ygNo=ltYj1U;NTB+wt$Vc+hs~zeRqzYnIKA{ch z%%04W63P|c)4pZ&kMV{oD&Y%_5P&aN|Cxm{I>G;{bHH}#kpkV6sO-Sn9WhF>z07RcG^>$ z@VWZ~UE3WG;|l4;QbfC3+ii$yr#h>l431%*Z$@u^F8iw7)zUK7*5OqymuG&t;M>it zuh|+`*XMNj^ztm$^o5SvNsI~G&aj1uba17K zZ(FmhL@HW$AF0_OMm3ZNTgWeFD8@sj#4JRxs6o8T@by@!&#Q2mrB|7vH2RP>uHSSj z`1b&9yHmKpS4EfnE0o@x)&AzyV=Z(HE?&Gc|Ga{=jWNmcW&I^eApP0go=QNg_r=Oy zw3|-E%>H(wvU7KH8($nqQbQb4IQFZd?~n$s)AJ0HY;ET*Ve&AYpwsS97Q}-YP|rar zJHx^E{Phzs;KIWcP+!~+0{R$(qeb(-51g9`&RPuD8P(3@pXs)(AjFxby$}O-+@r^S z0d^Y)-Wxv|CnwFW#2$3Tbvz8f^_767<fXV^e)`;2mBVAHt~>wm z`d0VDr$H$;E8vExPG?Z+mYrGIHD{(~tQ1&7mJ)@FMyej*^|$C=-x>4^q?=WpTkZXy zLuAV_IKhxOAq}md3`Kby7&(~c(?U#dUa>^~VwMrt{C)XrZ}GA!fQ#y|wLr{u zUT=HMn!YCpb2{bZ(h#XLO}bW%b&Vust?pF(GV0K*Jwf{F8%;<$rU_2ap+EAZYrGKC zY4$F9D=jUp_15Zv#dY#v7$(=X^aOH0kRc5#W3$~yJGB^j$G26>6!y$!_xBiE48~$C z+b=^tbD{R~DOmei%&clu)abi!U+66|z}e|1sA1W3IKE`Of7`qk@M+awaqvndb?~n6*_lC6i{R;EDs~RfoUkJsa9BTR|xdBM~ z*eSrnGTHMtO{G(No~sq&>-?`491cxH#r?TwEY79uMlFn9JL!1y1MJXal*FAqI_||s zO1ZXYU$caQp5^&#*TT^$D5|FE)?GJNrw27Z5n={Y-=8^*ACR#>q|^ePKWM9LzbwAc zhsUIS^5*;*xkf{+jv`3??6HxJ;T31TJmju^;%(d5W}+ioc{h3Jp^Lz?1Pys<|4W0U zU3BtnpLV1a+!eQg>p49wWh;Y{^2k9xh*JBSNEQPmw_3LVP_-6Rj;jZ}Y2?XUa__GwU zINH)Xh^L(LLf>-B8N~0uL2T|XOG-?I^=s&ilm%k&A-6FSb-Q0?&-R%|p0(61hu4!n zr=(fAgKVU-2E*1;N`X5CVlufIBG}r?=K;h{E5$XnNb6W96}7gvX!_xnvglr8-$}>J z{nEjiQQ1P$UDi0@i^_TT@z_3NgX!!fTjlL+y@1%>z6X7Hr8UFk@`CB>si>MTgAG>% zZPY~hoQJk-=AG(=vQHa=##Z3y+U7_;B`CD&~=oaA^K%A&)Dsw_pnFPJUo}4?Jm-I=KE2bA$Xtad?vQQYf&K@x zPmfR+JRj6{;ss~Dsm!cTyByC9Nk<(Yc>%XT=7Gy`uNSHHK0zW!n82c)Z|BxM(6`+5 zt2!Jx7@w5!Elhb6|KktI=9|PRzdx;rz^SidpBH2)gD_xknE~q^sIok^wL5?54IZizuEyyT>rzREtszu(o8&p%X;t7c81 zN*or){tQa*cMUVrXwt?SO=U-v@^U{XDy&1!ErDx6$6=245`=zl5cuF~31O{Nk@DaPwBK)bt7#HW02Auy$#8Qj)Tql^^LO zw(!t9jSX$)Q?1@Vtf+o*OAj~)dxr`bAA!2I!4CY7m0zqSNHuhpQkkhB%-%&wNb1JM z1I(VhlH?8jzu>%z=-_S@rNt$0J(bafh?0T{j)DGP-SGmUIgqdmHk1TEj_ zVZsTcWRp*PA(6U*Zz6QLeM9Cr4j~dVz#f&nT3l;qj(fBE_$f;H%;sskma#I3wBIqo zYa+)%3Mz}!ZpH7e6UH36Z~J^tP-5hTpf#r)gyTnl*^!J7f}TZoyl!p@o%YPaLLmxe zq;*T0aGk8oo$K!z-wtaL0`5YLqON|wvgTXinwB$S^V}OHHWbsZjxD;A_bTsvKlw{| zJZp~$@_}=5Az)osX_LKaV|27{e6HmGLHAor9? zlic~etGWZ7E_r!t@mp0UUk&r}grWrf78XM$+Q7BA_EP)d_`CBfq4pH9-|Ug7i@fL5C;XIf$=isSM12o|q~I3GJ>(IOqNfGhQ$j}jI5 z))z!7p$lZU8CiY!@r^CE#lP7pSLz&vFWuoEuEf8cXe=r$%Jlvm$6^U5b~JZ=)g1JW zV{se*a3Qf+0~S9bejf+@l$h~Xm?DN@m4x#&SnOA8k z#frjvg+v5&b`3cDdZ+kZ&Bl3^mU29PD^@rI*X_4+;OzGO_9i#;DlO$XuXyHEl0Nl@ z-5s1g=;c*fDtN_}C7KM!20FVmd&%tVt6pBErGmS;J}_Bz?Q7udp#E;??5p0Q*Xq6H zR$8j~F}PJuU30s<;oHQ_*@OGqecfy1S6ZrS5C9_1c}j$>yHi!FVPbX|-11;7B>GXd zDWRzIAm>aq*}|zto!6~FXW1DWedV@++#w0s%w&>k6wY2PM-M%t+q$b>QG||h&yBMv z&g-{HmsATCqp7pICWN3`Vsig9#o2tSDf}&-n!uB}HlhSa*O!{?z22ocTc2uh3K#@I z&`T*T<=Tic0ezxBxRWMd{ewcpAhM&p{sKOZ{rHecvxRYbX(`u6yfPDGTvSIF=sq;L z>fbU}SfH~j?Q14P7EMZJ+=jHYSJtCN$_kC4~FxTJx%3<;!qo6Y7HjO%uL5d=gVH$|_31G&`uE1z)h8Yo9MCZ0XE=0Gh3oxtx;OVj&>!rS{u)AGN z$yD2m57Re2k)OVRxz(HK?N3%K2z;FLRzVC3ikw#r#@kt3V6K00>6yLhD+=TxFc;*G zjUU3f`(YIurC^>>vfg5_CEDV~>^;R0nOlE}V#<96xgK13!#)YZjLQPs2vF=qZW%6u zOy2@*F1msjNC8_t-@DqKA7|7w3{3Wh%b@<)<6{zdxNv6YQiB*^6-Ve=Pbub3fOkWS z)7gG1n^g!>oS#RXr_a(d)#gfVvUeAmi*hVeD}(Ii4qH7trL@d2(xg#dPrQMK%~J1Yi? z_d#JU9G9UJSK^R{`IIcHOUtZ0OMQ!6Uo?5$MTAUq_ZnCqouEwI%@T-PC@hJWC4RqN z1bTB33_nNj`UIf?E_vNEpX^(xSjoXe`z@loR~IRt3}Cp3<|B*=h{aCN98hJqY%Yg$ z6^$kcw|)yEx;rZClRLbk;x{B2mK9;~wQvgq0z=$qplkwtCimx4c0qCCtHMgAxYOUG!yrDi@N% zq*#?1Oy>epFzt2wsXKbvegV^Z1YET(&1Fg2!|+FPS7AK4O|{8C%(|L~{tBabv);wO zqn~-KscO4!ICH5KP+XK<23nIQkE+Z&7GXYxXK^ZLzHD8Wpu5b=SIxnIwX(>XXmN=p zQnmfvEp{(8Gy=k#C*_YI-Hv5)A-nF*8SIwxs_h4-iX0uWPh_rw==EfBAvJlyl~hYB zCl_0fWbs9oE`rLdRtk{Fh4H$(`@pG2t9f27Ud>6}DD!ct6wG=WDL^I{B9jyAQn5Cf zhl}-e*gYG3bZhl%r4%4-7IG>*C$W$=-G@S@zzV>U?jB0=6!ob{T+Vr-z2URD4;L%& z*qZ>ezLurOp4mmBd|lxev5SB9;$l_Ka}eITomxYrTddg0z)v-??jA#a-Y!=1ig+#A zyQ_)7F;mfZ*5rPZ{d_mL%*$dWcOwe=*CZLxMUkP#FigRsc*ePS(46IEv6>&Z$hEj{ z3A9Uwl1E?|n~WE}Z0(K73EoHz!c@5)K)V~I6u{E=*yL6(5yi!FZWgQSJeTW60%-Rt zM>rmaQL6x6)~7CBjIF%|GA%(8eqqt>l;spW1Ok(ZX4ktpB?j z3N_v&WL%8;-EwrXUK461q1VIddq!0h5zuQ*#>J@L?IAyOOVQmHV$vHTw2Ki=rVF{{ zco92_VzJ+C=b_U!J(-T@E&hGEzQlgForhK$b)=}|b!zoLM9fZ7St~L* z1`4s?EeE*JNuvdYJbPCw)no)CCdJ-j9#3JR-z^tR)=8s-xguKzlhUKeJW0*FnBz+> z?qPeJRvKMMe_O2dn;?BR64%%#FZLI6YmY-Gjd~LahyMXp(glNd_&P2b258RrER%&mjA8fP2a0L3n92;g6&R3119i>z9R)GT?jzGvV&xUQr zLxnLZR63;g~419M6u6 z6(pc~XQIgmI~<`^QmaZ!<~M%C?J7}vKrO@rPPk77?r1;udW$D1Sw>R8YA(u50PSG< zcF_tGYw`g)n<5zgP>|)%kndup_c%hkZ!2MP9^GT@O7 z5QG8v@G!CSzZ% z2`ymhJF>J?pS`zlKcP8)c)=@qV;4b%fNqOm#pq`~G)S36<(6rzER&r{ND81XUJu*v z({lh{=k?i3`!l(cAuF&8cctMCS{Ja`-&DlW*d(O!gN`x!J9vQ zZ(oztLEHh`Vt;C{F3cGOj|WW&9(&kJ-i60lO#3U;DKn+X5h}||7^c%nbo1XAr<>%9 zzNp3Cvf8sIeJ1BI+O#z14cLVDn0}tnLet=nZvG^ImQH8j=0|R^#SBm8y7y9hLZQU) z3J<)$V#q6){t88BlN5%LrEermuM+&;w}pA?;;`sIBD;DHtf6i=X*orUT9jk%!1}_HHfV1 zrdn!uk)<(4Nih!PD~2rFtQ0^$s|oJc1&U~z+IOq-WLJkQ<+eFXMk7I%eMSmkEFRyL z(2Q^xt#P*Ltjs&qx7OPkzFg zdJ^&*r+3jd)!n>KP3h*sI6;>JwV`lv&hKs#DsO>B-!DB4oB;&IekQG>E`4 z2>F`cP&hM&H+~|EZWi~p+k6{_QzFhpb-lya0N$z{bHhEdA&mXVwLO}UGsfF<`LCd%HP)LqE%vMMMmv?bo$`P_0&AJQg z*aMSd*3CA$hDK-!6QMOP%#Um^CB=-JeIZWb*$36ywt0;IBD2?P~+QinoQTQ!r8}e z1r2vA@ZP~mgR8i)o4G=C6*V+@r+eA0pytQCDoFG{Tf`2FTNa^Y`J}mr-3po-gi{4O zrDn3aW8IuAMB`7JXNf2L`m__`G-uSU~W`BM1hlVb0k^x^R-y5yV3Ru zz8tlsq!`NpAL8%5Tw3J`!&YmXm=u2{Dh-K?spy(;bL4wFj|77I-PG;Nm;fb9Ia`M| zf}5kPl8Y1&pZ%iL=;PKdaV=7GaYFt9Fc>DT<~s+3^De}h#?8b!mz8xc7Dd+)yAm=O zx1S!xvdik8mr4!OQVO0Ylyb@xqK(|5ku}w!88(BAemU85u*1%_z`yYwzRo?Gu%^dDMU(xpG{qWA0&9p%Vi%p*c32k4z zaehymb=I1K!v~7yMf0>)mNn!Rn&uW~dDf;M+dgFdE{*qSFw^n|x!J3K1|?Zvsgog) zGd$1KPR=^P_FK;OZ{{Pzhz2@v2Mg)uqq~H%oJEykTNEz?Rr#1dZaP@MBfthOd_aba%~euBt*7PuHF1W&a;E(;$S>xWsa^mkNAB}yg$-= zvHVQ4&f*$1%bgm(=7)2hOLqxLbKW3Oa>LYKEIT3mr4MrY%GZNS!bawkI@lB z(v-hj4U&bBn)lq@xbZPg&tW>ATDhOZ;#(pb>BrA`d{ow2-rW7Ta~PYsc+oR^1IQLJ zka}&!NA99mn7i0))}iplD;28n+({EMcCk^XD}TbQdWThJ-E9jOo1FWK$c{zw@V6SW zvTK`}U2L$I2a_H6YUs4DGtG-XnX56BiwWe$?*3LS3u;O+fo@qVLlvf}ZyP9r5^-24C9t!Se z>t~%OJ^cM3L&cAMo%{pH&KBXD&rsDMwx*yJ&wM}NQ1%J=O8JM$7RMN>S{k}o_Wa=^ zhHr{q;af7%RX9%n@I$2u*|J$j$j&hat{GLjn=hvPBZqIiqO9r@0xmB8)sUUT52q8# z>x7tJ`@H-kIZpb}qkX3+W22d9bE4}}!#65sy+$oM09LgQ;xqCOAUm(tkq3P4SX-sW zbdZbjtn-dWc6gka#z$4D*7N*0bGygR79>_v`h@KG$vj(e_5F~wls=(9^<$GAVRGsF zglzPLsmiPMYerh1Q1J0v!dEh6JuE@#=wwGTWHLzbd&1Yy$G-KO$KO=K{M&|UpV03a zS^9*2$H>qp^h?I>$0r|LtB`ZIUp(?S2K?CY_RGO7r{nC88_2&rjI9GcmLa!sut#6y zS3#Yn5shCr4)X|?JjX7_93BfU_WvlN+%b9Yk9*2}?E8^g`=A$leQepk@o)Sa|Hi)| a8~+2U*#5x4LS$zE0000=000A6 zNkl4l)r!PQI=L(cz0c1 zp|NaH!}E613)2+Tu5PY^ z3;HYEbNtA)R}veGi@i#=axs(th}aPJEyP@%ib{!tYUZknwQw_FS=0#(={5tJMS17VK4;M3^nT89{MD#mUE)4Ms92McRo27!_Ydu(EPr1apdt*4pB# z2wX^S&GDQxZmzmKrs~p&lj(5d1$VqJ{S!oIjwjX$Y^7V#P*wV)Z(^n4?qQ0IyAc`7 z6=A4Cq{l?`MtcV(D2A=OwI3%*0Sj~o62dp&4PZcv7S}yBr-wLs2>(8QW8H<7&P3_d z58VgcaJ}SFc%Qy{1r-P-Z39Z12bTw{CeO`bBr5+bm*|SkG&p?wZ3HLb zilli~vA9DCRgnh<3#gB4mAN9KV}V*2sWRi+>K&OBba>7DutgGrqK7+Al*q*(80<|3ej|dmD7Vt8 z2wn|4@E%ppg6Y@gpt^PuQTPq;OCv2U6n#Ta!nFqflxWH>qY4~AxJww~5}h;d8`zX~ zGa%CPQ*=j(O*K#=6oX*U-|#Y_Y8631z^=9cADQ#-YUqBc2*ctb$DXTA)CCE4PNJ_Z zvgYKItB3wD?HsD>E~`@_2*o&Hhzs=Co8iexbgX_Jx|8rpce+8pNP9^|61wK$XHvf@ z(I1LIFouLeJYRlV-3kAMgf4T<5y709s4ePlTGIf@LtHet;aa^pP%jgiWsIWut6_f5 zUAgQsS<*)is`ll05`Q-lDu5xbX$jd-L!2Kvafxa;_6Nk%V#vNwlDd~;19y&)05A=L zQJ1oHpHX*ZhBU4w`Q}UFeOh!k$6LN7`1Z*>o$*M&ozE>5KQ@hEy;Ef(Z+RQ;j9}^D zbsAm`=2cL>7Xeg8@x%U7f0mQ_bcbmM`zg!8##{D`z4wpE^(}}u#;OFjGN_;1_aZ>E vHJpUDbn`vtk$zt$A?8@^w9`&I{ZHsW8oI!{V5Bb900000NkvXXu0mjfd`G&@ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/e18112f6-59b3-413f-b9f5-c56c1aa65e3b.png b/docs/handson-cnn-tf/img/e18112f6-59b3-413f-b9f5-c56c1aa65e3b.png new file mode 100644 index 0000000000000000000000000000000000000000..a719bed49764066c396d0f6d71b1589ad9e4bb0e GIT binary patch literal 4433 zcmXX~3p~@^|5qxxC$T)alpZ|gK8&@Z3(4bFNh-IB8mifzxy@W6*Ac&Nj19$8t4EP1 zGB$T2HnS+qTqeF#vX!rB&9>kA{r|7m=k+<~^*QJB{+#nU=e*B(o!pZ??&>PPsVFEY zsC%4nJ*}Xi2*~S`n-t}`dsi%9Uf7)UI^$-j50S}a3&+fV{Oh<}yyXj0jrX3Bnu6cD zb*r+nvWkj|s;a7*nwq-0x`u{^rluzRw+$r<3fs6Iu1C%!aF!;$u@g?)w_N;W9K!V1 zN$`2HKVGwHJuQhF-&l`~a?+}ub6XcL<}RK4J?+iJ;aj>rZ@8x0Ek0?5*tcumSdOiq z`d|f}j8PR^z|3u@$2bKOd3ABvQ{X%i$qi9)2yGSt-CrJ`275?Yj5(Yp>`4m9aF`Ga=$`tnNmkec_$e{*ca>H3>@s09^FUF{^`OoDu zy$uoqyVYHs9YP=CIxJ_ie5p@G%MA6#oLz<|mPV4&0Lxc7yAFjgi;>P8kMFveF5!uy zYSBjKt`IHcam@g5bE#b(^>Pg7?^5d_^7-!Dl#RcT1}7fq6(>ctLP3iF(5=)3O`u|w zDL|e*QU}vRJjX1KKsjZ9Fs;TpgjV7P$8$*sDBpKQTY|=l2$6FSB7S|co6LfR1f7|m`kS88CUo1K&+@FOsXh@ zeq+e~^DD!{icozl7WI?=_K}c9+4*&`U=Spd{tZ`Osr|a^pnlj5&uO5*AbcvJhTOr-Eg#&+tf(qG-?PUaK+kEeSZ@Rt z;Fuz~f^BqCvF8z>tZF~H7rz%7QoKRY;L*5|B15*##`>l4;HphKIXy8&<>27ka?^$M zk8}&|OtELZJVY%nOW1h?u$0tQps}p>NfW#2wo*@PHq#u(*+01Yq|SH{w)qFsoYh<2 z0lWd1^kg_V*laPJA$Df0SKWl4?H<=?PGm}q);E{2%%cM+_F&V#E{4Q&r7Ifzn}@;= z5An_nSdpi>2$-xSyAFd|&!E|VT({(8c1bKb!&$T??_&tehd)_Jjr<1h?2>>J0UnG+ zDEgszHFVJ&ystR9`s9&uP2IOdM%pFm%Gz$wZp2>&td4+$R2ro-jjEWB%ynK=Cltb= zFh`Q1t?*Gz^Cl2yfRb)?$G<~2wnqM)^D4zU0;>qW0qxfRvcJR0s8rR8ovOjm&Z2$y z-WzECfmM`pxyL=vzD?SyQleQE{B@=j?n+F}fhn2Bh_4z%qF^8iISYL63%Z`$YIN6( zoBF_Z+8AIWh@t8+k3{r*TN%L}--&K)i(2x z;yfpOq;Cm?v}Thk?(8RyUKu$o+u)9H!t+-3koFC44odur6376&6!4ocy$wo+@)ps5R zAm_5xc0p<&!%sb?m$a&bDNwGkY0QN;j!kK|GkDUdT zB%5CRxCe3cFQ5=zZ>Ahi!KIb&YYij$Iqu#SfJb5fg)BeX$Jkr6;Nk&p;tA}{G$@sb z=MeYMIq#JHBlIr39&`N&5L4f)A0)PlknZUx|1rz;Yw4ojJXS)OFJgNhI|S>auM(B4 z*=zQ=bTIT3IH=Qh%XZEt_2x0$U1cBaS?gdrZeOHSr*L%>ufX(&#y(yUpmU+YH!{B6 z?Q>Frh;V;cZVXD#iv9UY%Df0kwvM;|X7mZizJYzA$D z+oT=Pcn2bSGKg zkZ%3ujK2y0wxf@`cK1SeQtxLI4t)#bR;MJoJ*b(mSHVEr+~nK_Bsnp+a!4+3hzNpH)Du?*LJJ#WT?gPXU@_XgGWZ}@8QW{Wet0W^_)4&-ri-}) zY{T_!mzafH=?g}br&bfLj{{88AkRK}9<;ae(2V@>|867O5r%3xeP=8aTN3d6-{cds zHfy@+K4aU!W-pteHU)7_WM>()Q5O@gRX`Lsa02bD2V8j?$7yJ)AMnArfFAxHHPufN zCbXRFl}P~n2zi%ai%GG;!u_W2=qNXx@S9Dc<`7%fyqxOZ{$c^zSCRa6llc0t7cI)5 zEgC>C)j^gpP*~!n^3}%Wy4G zs_d?6{Lka6!|5;PNxPO~Kw|V^F5ogr+blS=?UhDKccKsYB^N_Ig6UY&$~s z07hm^l^^596PM@_EU<0ZRXn_WHn$X;Kf)rpyc#%#l|aXWLTgWPep6+~bGGS70y`v$lSlo@y-6#=R!@(s2;^l`Y*)?95ZYzAD%gUX3=ESTCNo4{{I?md2wgeC zXo1W`Ti^^5Y*@D##WBu7dfS#xQnOuY=cwWxxwJjVr=rU&ygFf3e>_$F>CBivH+vI+ z7)h$*H;x`*YkX;2hVZSePlV?R?95VT>pjC$5TkWpA^eNfSB%A@<6^RhH!tBYx5^n+|25Bewhwt<@3`%9HLZU# zI%LL#8$785HRZfDN%X4EvtUbrE!MoNEz^s-LX)|a+EZ-l$lWt&sJQkfPPG`l78A;+ zMwk^X@ba+FOq!>;r@G5Jna@haR|V6Ctxjthh=KL#A|W=0stD*L>~_dbrEHL8ZtmBY zHDnh=w-)Bd#p^)ymNxq9E1YjPArI3PqEhhRb}!>C%vy0lo82wgVO7Dqxf`(8v>LCJ zu-0jwOIestk0%epIA!A6-u7cr>EhZPTwW2{@uxTn(JFHOHyxXem(yZ4;v&j&*2e<7 z;&|^uQPZ{K(T7Sl5qsTfRfN1i^1vBPj!2QJ+AF%v)jkIwYP*y7{aqc?J7zOqW$kHl zz#~aOH~p}uQxGt{VAdyU(%U-grJ!J z_;7t-SFkass>{HZ#on$V)v+=Uc*P^_Z3!9!jM=C|RMV3kJ;Ju5fX=y2Eg-YFdOU-u z*g_ry8v1M+zqGxv9#rg}=#=2sXAfS?O;NG6 z9(qtW!EL@Z(Uw?7iu-kM&v(M62V7~73EG6!K9d9CsP^pz&_?(8={5cnVc=Y+^4hJR z(pkZLH>{Yj>Ou8%!_P^tsg^X()Rc%-d(`eTx>1^S~eI=xx{^Hl~++ zLY9a_NdvIr^W=%nU<=O2qJ=HcXxNbc;Zle&OmOH%^kpl^Qq_K+s~9V^^jh9I-I+Vr z`VTU$o2@1FPUw+#)v2K9u8{mys$_Jdtt0=EDl~ekiw=G;3&XyRFv`NqZ_c|9Xh#_A z%fAt8}^Z2hJIuzqh>Odl=MErm5G)2^Fb_Typ&znrOylUt8iiB)G z8Xg{!cU=5_doT)PMRWDNrZKp1=<-yr8rWg3Cx7h?y7LC1GM@0GWa>c^SXxmiUzI1OWTf7i`Z2I3iCQoQW@AF(IA6J-t!@RM(1$C9fK$oAi)Kgz5l2{X;9jc7<=+%vQ< zO5nYw)*3*Je;7aJX+Rus7klcM(VQSpXE`E9vU!bmN~#lUlz+5sr1Pp(Xh%yHZK1V# zLAt00tbC=<<>NQL?s%IbIZ(q~+{Bj3vp5;AbBGGNg$t=S`~&SwX>*oN^qiYYxugT8~mqY{`9vMFX2>73jih`K2*3akw z@In2be9$4ARsc3+;Hv?1jd+L9P#p>=`dPGaU@%}cb5+!|mp nu=4+H{{9$Qy>pL~%w-Sb^z6%!ofqYQBnlpGKCU%KFQ)$&FH=My literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/e1f79e43-c892-4ef4-ad5a-10645558544d.png b/docs/handson-cnn-tf/img/e1f79e43-c892-4ef4-ad5a-10645558544d.png new file mode 100644 index 0000000000000000000000000000000000000000..74057eb38ddb4fc1550008224ac28432cedb8ffe GIT binary patch literal 704 zcmV;x0zdtUP) zG)zrzZ>KMemBVDmg>+v@^8-U$aS`8rp7eQ%{rX zI-vq=e>R^9Ay0YAQ~nc44m1g22;oA=GDr1gJ(zkwHI?n*VF1h)H4Gg`_@VIkDAb|W z68*dYFX7PmLCGFL=iqwm0Q)Dzcqm-e6KsK5ao@U*&$2Xv2yaq7-5u2h1FMzOuHNrkVb z)yS0a(jFUq`V@Q`-F_>lO#M2kNDvZ)#_cd985}g)xwWJ<%u+>v#5}aeZxf#Niiu2s zT^cmTFzt(kF>*nA(o^4Y8~2)u@$#~%E{mF(^bcI8NK$A+o~Iv z6s~&3a+`rX!osGo__mR46<9|g*7?L(BGuO6iWe^HtyJQq5ms_)-a*uyL m{@%yE=70R|{udwD->P4Q;C(#~()S{jWi4hNRA96DUE3t z_>SMt`u+9Zb=SRTowd*2&-3iF&fVvpC>@9f88IU<78Vv6NK;i03yZ)T(@w?1#XO%- z_o`uDqB>v$H4S$#ruqM04<0-qA|fItCMF>vAtfaxBO?O<0OaK4^yaCXSXfLkAXQ}p zpM^sUkpH3#6>ZBdKLX-o$en)75Bs?~v)j^J@zccT91IILGGqFCugT4qfJMw3g7;|e zbv9b9No{SF)>23i!hQHzkUQ03u71#=AidGSKcP9fQo}(*+*$hijcc7m@WXDF(ZU4I zF7W8qMy76KjNQ+*KYESYDZz}ZETdU)-_G_4Gm;zv{Zzxsx~-qH%o5ma$}dp5<=Jym42-+Fc% z$Do9?__TdTaQttU#a)Whz4S2IIn9-<3wh&INE1UG>OdnaB>Z&SAFc>5I@3nwnIRYT zPaE(Q8J&=Pp}Wj3!QT!5nd915_jA%)59ICqvpRXHJQ0pTobq(NQ{$ugY{tf>w;wtO z$-JT^lr#3B*fY|6;B5whRQlUbveCj$ z$m}>}3lR)S4Sc}{iV-@`zn@I)KZbKe?EVqt>p+pY&*XsaKvhAC=&eQC^Ft%V-O2VL z?OmpkV#RV>f53}r8r9F{HQdxyRdG+oMQ(%#y*D3AjjVwOhWB=^Z*j!%AEu3sW$D!= z;0-hsh2JTaL5;FR9uXaWF2jYonIZcX1lUVudm0%<;}dbJyZyiAA`Z|2+2*lC)^fn; z;VEvcx@mvg=B-qciI$IA1hZ)0{R2B6dTeUW`USK2?$u5a(i}G{gqRMLAo)sjNL-Ad zWj!6z3^e!*re*?ctTQivWqcqG&!0g;@ObPjtg+m$&gxh}q~TxOVFF#O*uNDevoDVE z?X`FXlRpv*4^ht|nJdPGKaSHSM&n?K6=oR_ie^8WY~H-?g}V3o?7VDw*?F5q3>PV8f_%59c~s?k^lPH?v=V zVLbI#u|bkiC|9vlc=G5OZ>pM0yT7$lSFx_n4grpFoz<3o_j*?r*0U~)+{nw#6oG5O zPw^65E7T{Fub|E-SN_d0(#K2ax>A*JgWn#I8}w^*^v9jz2nPf9T^33h4*uZQ&>lfq zKgvSafS$-dN?5xNjv?Yh6_|bz{{(D>x_XT2BX;_kIz#p>I?WdcRfvOXv2PpwI_}rC zOHjEE`z;jb+ccCqHHC+qA6-Yo8Lz&XtI-tBgDXLAb{pn+AKG+q#PeI)Px>eam zWF-L_(MApOtkP{P(F##chH=)KAT?;%A4Di%!yYGJj2f6qYaSB0=&Eyu!q>A71K3

;^_ByGmYs*@eaTnHr0Q3ebT4w%apEoh1+$F3 ze5hqA@V&pEJ;#?^1t0917@z9rd97up;f#jT#|Ntf9`+*O?p8;iADQ4(ASV0r+aX3x zFzR{rthbo%ym#z2djzox9aw7KmYsO}#oI`g%Hixs$uMqs4HwS=f<(!s@BaQTJBs&B zsfRc2+;0a{-f}HztMO3(F}S(*Ka?tc*Jll>G?Me`0XkedO9mL;-mOykqRSi1#w0et!%TU0{7gji=l=u}`e$f6o5e~oBkLcegp3-O6`t7mCs3?tF2t{u zIs~|J{7Pv&6hp>DTC+0BB?P#7-xZSc9y+Gu4CQ&a;4XD_a3p|*#Tn>s9Gth!ZpaiG zUBT2hn<%ejkXrdY2lwx{<%IJ8#cnsB?%O;&BM??fk*`RMA7<$%m8^3WZA>ZL5}2~L zetv}{8gC{2`ajz~Az8~8mRKv0x@;u{!cPoNwoBjZx6ZGSCxEB8JF+rId~6v=1_NIW zWFqxYd&uo+(COyr?&T6}@J__Lt2_1VUR?1C8AaPMRpxq(&fOU9vOkvfwa7v7=SfJYuXu6WcKhc(c$rgmZuakH=4PD8m~VHWN$l;qz$c(t760lbGv}wW zQ>WX6BQ^YB?3~~ibnyBOVtv=~&~#EsfDRPd-8~&)VN{L3Zr&?!!BU$Gr~KwnRPkzQ zwuruCwlm=5+NE#ORSeq?KqEd~(yBZZcx!csn5Bb@m&A2PaKNP6jccHLd03JN7EZ9j zJjsq)^33joPR@&+rH`^^(u2}&b{ns~1>*&mm!5Vxb|&BsZ=A3hrNoD^A#-qFP^Oo= z9yxfG`KM}D2%ERRtA;ZYmCB;5toJ_3wYeE3Rb0BsifCvVqrTBJ z>zU@*dt7h34Y_&L-;}X4AN*Pwi-i!5yg>RE;$k;S3hfizI$yV;-H@biiDrKGBF#zi zW;1zTVdn%(fR zqTpf!u6AowIm6zwtI>#{HLAC#euG%tZYE7s8 zf*Ev_TJd8&wr(ykR-xJ%fVX2F?UKCZqifNcu7rF!W8c~MvMdTyf*!Id5>^}$j3Hrt*o6GsHeq~v& zv7`VC7c{eSaA!!pCCyHgB)*V9wZzM0kwg{eD`(6P2XqRsF%wP#Y$xO_EOnjk-Wb_Z zsnn2^Xo_B~nQq(5Dp;0ai(Zx_0o~-8`a{M;ox)q?+xEKDuI41vBx7Iwy-E$c`;MoR zRVr*I`O^JYOD;;k*+FU4gODr<#F<9V@?+vk-1FMIgV3Tw^90h zUdrZNNjC4!#A8t0b^hdoSDZtyXtrT7kM+>IM5Y0q_5YA@C&*llOWv`ND}C;yLhW#Q zagOd51(m|fyr;aaxC?ZVpr)ARSCRn@<#;)DRpRTG1|h4lC6N!gZ@+sYfcK1x{}YOE zni)1BnywlaG`UK%(7E;|YNcLo*j_?`PO@-+`J8xir$^K8(&tVPHr?Sm(v+cY?!9Hz z6eVU8Y0;flv)M#nyR^RPME;`!?a>mSSUmE@TFcy0=YX83I_NT7e+t5vj%aUfDYwLQ%&F;MKQxzf|{eKP_ zqqtZ;jbjxZ^KOih>J-ByjuA<#{dc+ILUH=94jrUJTMBaWg*k6OcRLPS$Xq|Yt|FLU z-l3WLl$5{aj!+73byjL@c^^K=Nd-`=CDkN~sI&nc7+EO*b}X7M(JIf1^@38nA5It#EQEKr zx4VE6Qn1-y|!7vYopz9jKJoF)ZD(m-);CO0Smk1?8ZY&Or+=CJ>|BCvulDJG4TDu z<(_^1yz@|p1+`)==BT!l-PQeVvQ-j>yy)G}O#E$~`8XB{l4P~oo+b;xqH#t#s(Vj5 z;dp2$s2pykB~Z48pv}@Rn@=O01nP0X1VW|7>VcV!#vE^ZW*rsVJNdL2Et`K;7fcQH zS1{pyHv?CCl;ndm3Ek>nX($-!c~^~m30j3jrLi=KReZOdfJis^iYFb+BW95&3*^;q zo;=PwAJs`Z)x$H)q>u5C=_cEd2~7&=+#a2Aofotjk;&MHRmmp!+@~f?4E~(=_!wGu z$2Z}E9+`8~J9Cp|B<8_F3I+dTKbM}U* z!n8?MU$`*V%t|aV*e<3J{T@^Byx)wS>c5+jf8Dgnk{{QvDA^fdBz+vZl5V^;X0a-m z!aVcJJmn?%d5mex6n@?wQa5z4CGd+K0axflPYz!TNV8(`?d$JQl zI?&~Ftj(u~3edncfB^V~0wIVED$Hq3l@YEuirnpp?XaTjRT zEF3^MxIc>`cMIF0U$}%Tp2uQhT1wlEQ;E=%`ZtKh-4udf&&s~MlPjb@TqgQ2mAq63 zTmENR$ZPfOL*1{)sgY zLP6upZ@m2mbzr!qId;80w!~49TzJR#QjSl#et;uvlV8=%;0fkJ4MBSDh^cSh5u|J@ zy8@PrCUu98&lH&Dt@o0VyId+uWO;u7D#igHu3|o9TVu*n>=z(dQfWVccQKMBa{ab? zVp!)?=_KE&_V}3E|`zuSs-4>*^-zAS90#456y zH?hng<6N)9==BW64)Y?%qxW>yDN`CUJUnIn)kGY!OY>ZRh2pzPMt|>a_uV?3uO-@yV#@q}r;;Q% zLhG+9*0PW7{z>-whbUk?kU$^uDTHzL-?AY%c0Hxe8p4)6Sa?KCrCY!7qm#O9o&J{1 zCuU=ev6JT!UFQn$!5!?iOkmP4KfKj}Z2X6Pj9}R^Y^QJ_zbM1T*r$$ihLy1*IU7QF z_Zw}e=~TI|G(eE3(BYepSJ+#zyeisaljNMTw^ZANqE^l4Et+`bG4Iq=cv^`)CPEn3 zFdzuv;`S+agdvSdx6d@`$DC_^&vHP4iXACM+E3h~4f;_bf_rirYJB5mv@GfE$ zD)LbT(RfvANGyFr)ySZm@r;e6l<(hXG{xQ@IxMR|hsExE{Z$ytyOuY2?TvWDh{G$& z{DxKm9j^T8ef4LE0}1&Mfd{7n&O)-A1Y1DUuTmV(^@VM)CHq}@}dG3Gu;n%@51~t zfm0)wM+9LL|2cr}i@tuxbvf-#(K)i+!;l>$zEu6zqC`&6n|hks|1mzF$Qn0XXU3;- zl>N*;zcEUE&C|?A%A$gx^a(1@T8yxpn)-bZ4s1g&h*91{VWa#{fFZ?Ok25-`(u+|_ zq;CkEgKjCk1#2yb_Ytcm#iBqAI!D&k9kBw@!<~NkuZR{)^|WNWh#XPk;snOQ#{#;9 zE7S&uBW$*V%9ZAEt~ts~=}W1ud$VdcVlq6uKdSzD=xgi2IB&oX7O$s$C#e+kZ+D=~ zqqjYT*%}c&VU$~+%rzii>EM57s&ki5-p{%_w+a5$lOfoNW=sJIN~ z3X6^uO-y8yPjb?8I}e*sJqv@sr~YN#QXe8tC&uM{6>Ina8lgJFv7gID6Hqh263yP`PTEa|=n-nSj& zQ8g^E^b{K)ep5df*9zoW85`M26~K0i1$EYz?(QH95*)V6sCjZ0VgqxrX;O3D!_1o6fzV-zEZ7|=*-lwOoU_40#v zE+3+eOI+Yd3(T!AsC=Tbf|x#OpftH~)RBm#=~7L$Csz$F7UF}1+shiLc_Qs6Ye5Uz zMN5aTxq7wD!d{83aKPlee)4)8!IJ#;B7j2gX%TkiRvTmPf_-m}K+;^~U2zv1J~NC* zOD+2vD62Ia0|KEv&Plp6U1^XRx997MqirU*_`~RU!sqjY)PF45YV9B^e^e+QWu zSd)s00_5Bgu58LaNIfpwROa8Yv!)+eBQ_wD)Yh7Wv??WW77UFAG7P=hlX!Hj+x~q% z>Z*shIW-Y9l8$99VYRK|8CUasMW&yQPDmFK*pB4qekE@*gqSOU1yN0NC!x)xFCKIS z3V8o~uiN7zmEGq|OKwxF(g3H=P9>>}UTr_9G?N(=c*>c(*m%JBZy%qA&S4n`m5g$!D@_xD?lQ>teV) zs`|e-G4)3%*GqjJJBMn2_h$LVTwio^`P&5t z?72u3R9$;=g!vrsJsi!$PtA<-L_C=;V0h{y+~~-~9G5-$M#onpf@7c>aj)nrz!QUTlm!dnSEC&CM@jz-2)v9M!VgCb}y*wP#4_>p$8D^{re`tN-GXzAaCAh65ynk z^m})nt@i)4H)+d3T-_kU0hQJUhYIE`-Q1O&LHcO7C8Okg)7KrXcxsdC z!!wGgrRkPfKVwPbW^x(s(%Fjc3iT-TW^N)DLn)-2$+IEQ%1Ca4i%{DrSd($$lu~`U j{aw;02#uiQ+27&=<=7Y>T_TWm00000NkvXXu0mjf(vNdr literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/e4fc664a-e5c2-4fc9-b18e-678055a6782a.png b/docs/handson-cnn-tf/img/e4fc664a-e5c2-4fc9-b18e-678055a6782a.png new file mode 100644 index 0000000000000000000000000000000000000000..51130031ab858eda7f0115ab8a05b5bd67299862 GIT binary patch literal 6372 zcmZWuWmptU*9HV>P(eVDE|C%u5a|vHrDN%olwDG~yBn4e=~zNw=@eM$&IPGuiKSs_ z_;}vG-~5<46X!nnoSEy)%r%i;)D(ybs0lDIFo=~DWi>D`aDb0;I`)&tT$#H=?6G+F zMMXARU2$LFKF@E2ZVRxNkI+ zwb2pe z3FG_yEki===J1&$9qrbK2{;tvyAZ#hvh!db{yweL8e`17>eA8WQ+gQBhQo{+%M;J7DS4#9XaziS52`^<>jd{;nfaK)hX_ z3|e&LBNhG*HCt@B=-D0yg_I?Os=OUJw#!A^(?C}5tA|}*Q!I%vvnLn%yuTGjz$Gb~ zQwOK)g)gMybX2&1Uu1wGYNK~v37p)>r>Sdhc=+DlmU&!=gsd+ki|bVwxRG1^e2iv?SRR9FqYVe`eY0=KdlT!yG&DALFVJinAJ~xw14$t+ zpR{tOCxMVF3nCVjSa*2;-)8i;w@g~)JYt)x}j}QWMhlQwE)i>69H5RjtVsE-|A1@#goWn@H(l9|A_!A)KMyrW9{->b_Qrjq zlLNL#w2ocnDmdyw>cQC@X$3ipD~yArV6Z)_X3LtUbc0dzBWs7-N>5?$o9*z&b}RRm zbzB{RAMD)7V)wyj&jAC!<8y`U0g&N4_~hZy7!+~A-}*+p?e6Q{anQv{(WlJSDcx6g z+o!jA{;dt+5!kqWdkY*WT4v^{Bf$O1G75S@v@pu-9O`SwUMsvrreBYu~oz)r(Wi1CtSvyY`1p z{&#OyPDM-1u^2d!KVA!hyD1YrGeVO_$+ad|yhKW9{A$meswHkrJVbj4dcNoXlQKx< zwXSwQUQGvK9h}^4YqwpzFr-HdVaGSv-S^u>YLv}oaHlvOpImPUi2ZIYCALUH9hy&k^wf_+FopoCQ4FX8xCG632 zAL%*f0)Y)+XGp(v?aY>+T-gxpt-K1&6I>C7Vl$mnnFwsM)?3M+tB+1@#D45{D%Fgb zI*D?^vf@@W7#+zJU8;D#mq;J+ZZod+A1>Rs!%_sFK&LHl2@y)~YsHSoxY`{Gpfhd$ z=Z}{geV0q>?~V$96EiQ;dRUYP(kl0pWgud|@RT;D4vjW2=|ED>DH`kO)w*g=9abWC zCNj0+?!tbw=NrVYg)*p3#9puQ8KrxsrG|C!E2nuPHvv$aQMt=+#ayMMfX5i?E1$0n4}Ds4oPA zWb>_Z2W#d~p?nFt8bm{*Xm7Z$9|ezxS`#%)8s%1}*j^~9GkUI1!tao<_MDU;a+-HH z>d_R`=(N=NQh6rye*ZVmekh!wlTmtkL{s75<#Q_;>$kn+jv%*L7EWYXWxSkf9ut#> zr{%7$t0mziT3jtN;<~?717AUZrYe#g5(NHo<9V_f=_HjE%t6l=?UXX)*h1S_6Jj%h zg@3@`Gq6I|wB-7lio?5PgjC&jSF_ae_?yCJRDZk<-7o&qx!BU~IQ=BCif#FJxV-VG z6%%wmzdNU}OfysAtifX<##C+WO7A3KMw1B|R{&BL@>++DlnRaMiD>A_35k((r>B9$ z}th4uE2lW zPRN|0OT=BAwb)dpn`>`c{ZTE^aQuO;B7)FZsD!h;C}z89OYE+_OZSYEWf*EszFeBV z1RHAR+GJBzFC!*$l}>X7`k$ajvve_-JRC58g2ydTVt1#M<_3*_GY|paCu09uJS#-N z`GUP|RMj~+0>i#eM*;_zTBUgEZ`d16r?_i`N4-yMRzf6${?Ivi_AzePo-1FY;P}BL zB{V4>D$ULmuJ6;@+E1UX1-d`{p(vE@+WJ_n@%Oc(-S~b!he%f-Pq?-d=xYC9!GGs) zo$JT1IKad91}ucAMs=P;5cZ!X*Li6(Okm*1#YD1#lZpsMUUF5CoKOrf+k};z=Bi@+ zg=b;#hI(=$Q-P*Lr=|vz^WiOqUVzE8CP=U{F_4eWeue0@&xczz0idzkqx}=rTrTm}cf3Q-+oUzNkruY3LK|8HucJWFR`aIeLRf%8p+@fMI)6TxVMVgG3|S#YI=>&!n;p7moe_#NhtXHusn70s z@X}uv4;sF$_D{8ul?w0c9+A#q7{NUKF8WpJm;Y$sl*;xg=fYYiD$SduCw~eZISEpJ$p+w5+stz(oQ8OBMOWo*v59fLxx+HqFln?*Q@FA zH{oNKBL4^raNT~bJbBgPe6~mc?>UKQi!J^ob4X z``T(dyl&>(E1GTVfXE5c*zJe|otWYQzMt{t%+QmWVAekHqJW`}ky{jj@jD)zojNI+E=`R6t1VcR)xsI8`B~>1 zJY-_#Ts*@y?Q?v!arNa?d8f;hD%TrvGQIG#42zB)Ws2oT)@`{!r zYe&!`WA9(p#~3GsgF=P*Ip#ggInW9yt5wMoz?uyeJ$eA1pFs z?~Ktb^o(}0pFPzKXVCk48|t!Yy^H|VZHIZcsHzJ?=bs&~1*&HtEi*dU*Tm-Rox#Bh zFMtQ0`Js4;ZF9+fkNh-8eaU_Ho(e2x;SSRQd5o>P6nL~7FlZGrUCS2UZX)1MfCH6? z^;ALevS|$+fj$7u9o^Grdlxm;g>Rwa>$(4FLBf4A;{nP_0dc>EmD|y5M#C zN$R_zy2H3JDr_HpcOJP>RD#Xleqm8|)!Py^1tKv_MpbM4Ux7+6Uy3paL$_CTEK#wH z9?ChjAo9Lq+6;;E=52jP0?fk%vJKYy6i1kt*nGYZ|jU=VXAYYU%<<8w~|r@mrP} ze~vaEzenUpyI7)#87LQ_jXPbp>Y;Fsqg(I)`JPi=?JI%B0`=f5L-1&bXsbCemUX8? z2hiigi--P7xdEG}@s7WuYvweygDB)&6^?@X9v=djJABtVnnb~HoMgVRm|fq(Z8pTn zj33Y`XelEa5CsljWvkOy*d##3j-YWu;6Yt2TzS)85UL}#=fVdrV<68kse>55u?@ym zkhO#H>j(S(CtFS=D9C0G{{jd9WM5NkvqFRhYb<8h>IP3#(c`oOM$wEO#BHm7rGCA& zI$6p6K0i7dXrz1#Owr4l>&+MzJ`P9kESUTjFI!kWU^>j5D@A97(K&Sm>|S)LFhj>* z*c`TuOh!9(LLcJJJ0&JrtntfnF02zpe*J~j3t+Cd=Ow&-nzIh1nr*Z6IIFG26)~ws zz>OG`&DeWWLCoe{K8(P}TilCfuW2i1Q?~R01BIkNqKz%slf~A|dogIe-#U%S61Q;k z%>q^pzU&}6Zmvh^)n-0nMQScaf9t|c0KMuHfJIp^* zD~Rh*HetdGct9mO3Yx`lCOpSh?O&k+>Yn=;$9rN8Jez68s00Fa(2!!P!a)}qno5U= zwI?MdLd+9Z8n2|mK6vh;!cdGk%*XIas|h<7;TewJk9~eEz%VPHux@t$wuGpK$F}b- z7^`37c?*rYo5d)&vlACxbBUxJhpwj{ zqgs*d5FUVz{Au~nz~#H+Bw+0pLSI=WmcAPC-J+z=IiiRW1Zr(FI%M1jDpiQ78hwyrk*Zhx?QBNs$7*CmUxBrn>bh4)PPKdZ7FO!)#*R z)D;rN?UZHPq#ofFwh=Rje1KR_4 z=o@naqTYumg7&)oWxsr~s>xvw1!x^V)PSf4BDRh{SNx$AEex4r2105A5^m0MZ@PBD z18VML4>Wz>;;!3>*0DqLMU_pRhf~F0OXxln(?5CcNhJ(DSTkEOk_-tYv8KOFMICZU z9*p|nmVmyJx`901hD*eAw?o{5ru!mhjF*?iyce|YIy+i#u3a8FTbI%~ssr4Z7H#03 zeV!KxjH_N8&_CvCR}E8VRLS8|^)SuU!-&m&n9N>lSfr!1&u2#2s09iNhKp@iUJ{x8 znH)T9{TkkK88#9_MZ?n{8X{U-rk{inle;r3Z~SNO2IHPK2XqQSs6q?|S1v(Y`?`XM z3Uho-?WT{c`T8aJA1L6l&)=beuJ1;l!Ipmy#Q)ayr|Y$@mFaSO8)YBLu*}d1V1%19 zg~DHbymk1=1Lqa&{MY&S>@s{V@50}6V6$J_plpH0qe#{HF5@?^_2cmsNnPnEi*ZNs zI!gWPy;Q=|(TJUJFQ7otlYBWfn7%Q9=Os(jO^xq8;2STOL88B24+$v!o;O)}WF>=h z`AhGWH0*Yyv6F-+I`{vJUQSJ{H6L-n`!UmeOy3b;`U zu0pe=@lE#)*D{xHf13W{_nVj2`WBJWlO5mD;bYkDyK-Otu!C4SkvJ$bWaa@1qx%76 z(gd`9;}H%=bo|hS?H$=fWbrT z(bV8UeMU-lw=xQUP}Iy+p>yG|l{yDZP0Ia4q0?ihFykD16tw;_`x5)F7lcs*VkI#@ zoODDPtw%52DKYXI=sPU&L;Ha%KMuNxGvTmsidp9HLF!Vou695p;^?5FzYipHKrHx) zQ|v&>qb=4O{rQuW%#~$Z{eTAE9a?KD0<_V5LDe^vpcBrnI1!cm!k&djwI@yDN^qw| z5#P9gpc6DjVNgktwNg1=9f2OXda+;|bfh%K=0^1M-?8;(LiDogtMa@Tibcq*cI|me z*-VsW)M8WeyycdTr!FauO(@{(Hd}FS_iN#|r}??x%bmjr_d<YYQ;D=*{a@dl`K9!$2_9aF39(oc699% zvkej4qe_GONbEjarw=W6JN;It znPE%uzuIqH5j-D*j{W{E=_EsWzYex9#D1A0E3}f4t*G0Ic`R|%_?&d&wjJV;Guet_ z{o5Kh^rX2;2}5FpI$Q6##d!z6adX{3te52^K%%jThwF7J3XT7 fn{N9g+XvF4wyLk83(SoFeN-sPsmVg5O@saqPkqi7 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/e65b665e-d509-4b75-a50c-b59e17395df2.png b/docs/handson-cnn-tf/img/e65b665e-d509-4b75-a50c-b59e17395df2.png new file mode 100644 index 0000000000000000000000000000000000000000..6e7b941cca94ed5e31f0096b249d64ac74c4c47d GIT binary patch literal 700 zcmV;t0z>_YP)z}K~;>RDcL6+wFj6FF<3`}gf`(MafHJ7Z#u%$dpe z?f32=!~qBVX~=LFwzOV-lwka{gP{#IVLq!2Y=Uxb{a)qZuGHi6RUTK(%3L0+e3V$O zO$xZGU2M0I`(DU(c0=|0n&fA$b2b_by4|jC$DI$lwc2h~gn=x|l)U`RXD9htSgjgQ zx7^2utX#>x$WY^c0JOp7mW#B|HNkZvoGY8g@D%EM*L1@=fXF6VaU0?~#&BQYFJ6O_ zZdKlJxi~6sxO_|q!>;BoLBmbLu@jKf zh_*1*Ns;w|W&=NKj@V+E)fd)iGvqslJo_!n8$atPu*5Vg&z+hbezw9qmi+K5{oG?F ziNh=m84;_>41IKNo81m?j21hG7EG1AGr58zrgMca=qqMtG?_>1h{3mkqnJ!jn8s=; z;Mt#z`%vWss89QV`2FeX-Q-hkp_9#MoD>c0Y9Z&VF zX+W5c`$WK1+`-!;VV@BakBSEk6$63O@?SPeG{oMSGG5Uro i^Hmxr!~qBVBYXe=)foGPl~@=60000{Gv-Z009i^qAMD&3A!JRvIh?HN*>)g46kGgZ`uERZS z%$dO1cFe(@XIg4{3QF#3n4kau&;9%N@$vB=Ja|ArKtM=HNJKe za~Xlr(b4&6Bp2F`9dNCw92*_|EWg+}hYc3rF<3%O=n+b?I@c~QT24-GEfVS97hF#DtN7N) z8l3iw3>+B|!Nvfb_Ut^p=LN%DT~EQxJLz%7NIdgbqj4-m@2_=#M+61`s-~u9CdPyZ z90|jSlSApt)9x4N=jHvAjycBs%47O_B?yY7z{rk($&vr}^>^ss2xbT)@qa|N!@kq$ zV?_Vc@_*GZ|7QT`KhHtXe-`{7127g~q<2$7kp;X*OUA038AB9{k0{)J+iaUUJN5nCD7G0K1!A9PLr zSI9Im>iStP1BAW(Ltu5UNLCdqDAMV#N1aR>LU8Sl1ODCQH;9)$xo;Yc{zb(J3#f#f z7}f^W!HF(tCZxPqf4QtI-XUxr->3Z-embCec=~E7W)0rNJlu4$o`vPF0P_9kMiMc! z+ZNCrluLF{`kH@h-$wT8Um&o+GjWp{T$7unXB5{2xo@)32n0gOjR2Uw-gXH8>t+%j zbTcA!@~9J!W;I11c8)wtvQPHExrz#hur4e3LE(*e{1in||BNIffKL3T3^r9X@?GZ| z%4aK0Nc+0^Pn8464)yX zHV`@@5aq7qqaz*K(!W{b02V12c4$M1l{?KTkW>B59(4%nVu1i_f3c&Pr2Vag(Z95K ztOQrdtziGq%yA9+JI|T+u$?h3SA!!Q$iKs{uq$ib6YbhOv8wlwMQsH+IWm0c(N=|q z5*Ix|Ag!lfvw3qNJy~oZ`O-3N`C|S3bys|BYER5(x|mp`tAadqQG2gQ-=`^z+IC(E zN`VO8=GJ|>_nlUrcD_f(G`t#;!^ukrEvt1Kb3_%+kTVmzbbyaFtWZ3Q9Zhm5Ccse^ zp8A%m@G{&^K}vl#_vc8Eo#(MlSCyJ{lF;$B)y2_}d#yJYCM166AC%<@- zmdc_L1iV9*O%C}FxkIMc#K6Bw%rBk>@UQB#4ZRvsb4-xkvl#IwSE*SR2%J~6LS>}r zaNr{;8W{jRr#dnyoWw;>4(=KnbZiSc=aIbmnb*(svp+@&HwNOeGFxzy?w3xsc3M)W zJgxmhh?0@Lwc5$H@}-$5X&Gdx7z=t_0-4Ef0kbzm2fnLxy9fOdJNf1G6;vKB_JVfV zpD}6DLKC|aBIP+n5Tjr^Lml*B(e`9D+$XW=NtH1_OT1~bjiwYe;5Cz7V8G&PDU^VW zoLn!R58pVHTWpjC-sD@kv?@HGN4~K( z-bElAh0UHdD&m^Q$)L{Q&z3XSg~gqk^B14{lc$6rsq{6)7L4f&WlWWD-M z4XqJTM}Wa3kFw}#&fG}%G4nooL{~}p_kO>F;#3*<&ah1&7`=Ub$^CI5$biY7|OO=BZ+#$&GqtV86lD;3Q(hn*K6Y<%JVGwx^K*EU{%1uvwjoP-3n|Zw(gx&p~c#R#sjE&=zL=9iNHkW(U$ge56=4at1EFT40b8hD}FPWce(6v)d2 z)N@_w{$bbK3has+0~#>eRKdP!4I1AGpv~YI<*_d`gDy%^s4c@WrbK%A#i=4S0#XWS zM~Af8TLtn+vZ=vva$Q1{ck&I#Ub;9vc}hHFN;C}wb$pXLdQaU{2__06D zcxi*hYhL)Kgo*x~Y~BFL3jDjs@?R}O5;f(?uL z@4v!!Y|kwu3ZluT;vs#>R_2dPiIZ)ZG*0GNSFw1%4}5ucc2y0;(YWp`rn<=HGgqdW zVJehjKrq}^iXYL85J}qn9MV+ zgH-Gxn1_LYG<{AWR@?|Yquo0szg8_I6}x2ks6wTYQ5!5Wq=gC}?H5WL(o{_}7XroW+E;ZlFE*3fk`TFp!>uD>a z)I|azTECOiz3UmZ_2G%vPMA+W9Q1Wd7;9ML_yF{W{tX93x*lMJ%77_ zLFyxixV?OC6xk(>nP&)$>>+g72F>-?(`9}dEOtut`}ps94jeAf;>OIlD+6AB^jZwE98Oe>5#GFsUX?&qh=#MUgD5R}V1H%D z(4tnU^!1>B{@%4OMoU366Rq;>eSeJ_9;71H?h5ild5elcNTBA7cM>uu3|JL7Yy~q*n#z*sUNVuG+IkKAa0+)6TeH*~bwS=F?lOI;d&tsOh^! z!ytJeyUi(y9PR5-m`Qi2JoyT}KAE2^A&Rf#8=XEDI4zLiSt&9>LVK$GcPdx7lFnc@ zY^|dp8b-zdZF-t;0Z7$Go9H0Sr?dP|Y^*>cs*LeUgY?WA{3wSeYo=0U5C~y$T6H3| zw)!3$Xg||DHYY?`yk?AV=kqh_X(-%QxOEz?I*X~xhP4zd6rEH>L^uD;rGR22$TTIz zAfIp#?;+Ao9+J3jCy#-E z)3J>->U&AgIit5WsP(T5cQ=YT7Kr4kJ3Vxp)Gl8kPHyB-$`wGTs-E&m%u^bt?C2Ke zDs=1taR}sl%tMIH_C~h(gX$~;XcY&g6>o7uF6*TUDYTnyC+j#m!|bZY~LO|g~iVmsGM#=5~#I2`~&O?9V5!#bTs<00Wx%7F7?Y9%YF!|fchDO zl1OuqNb!wj9j8XauI4>ZeLquVqTA1$z_bKpgXj6f`HfEjYg6iIpN;m*h}EuCS5Gn+Gi3hxx#$6+~gb{gQ%8zR><f|%H_6DP?zGk**;>9OiXucNK2NlwDwz^t!5`y+NL!OCw8Upoa zRIDU(@9>7HP-8;*R3@{f2c@aX0x!Z2I_;NOr_3-KQGH)1&^AlsYQZ^E)+XxWAhb`} zD}Cjf^k^+kmi?)V-2#t+$!&PfgQYqWbtO~vA*}`&jdEr={^X9xLFVHzmr5yH&u zdc5*`L9w}OT^hchN!a@iiPNCt)EtwE4@g zxJmc9^iGbzzJv9=@Az0<LIuXA8P&unXB#fHJPe5)=cDB-E30@sXR5N5CyCryuwH*JTlW?! z`OKd8$z`BDR>G0vJ?`wm{0vaYDZ2FRA*3qFJx6lHBWGWK(&Yi~TmRse3w|XOemG<# zcc8e&%Tn`guLnX6rYmFdGZgxZW=sCp%mbLoeBwP(T%q z5^$Xmnr}o8pj97izQ53!j)r*BNX0(iAqaBo4K+U3c@?+V1xK2Nr(8CAOc+7HLGijN zg$J$bV!uKv3kR;K!0aHP**%xf{J!0yKie|tT01Q3o4>;3;4Aj|RC)N3$Tp?OCxail zWLvb zS;BXuE1R_+4eG8QXFljW={1z1V&(9H^k;;96cc20ghZ;v%nk;z_7|N!5r1%a0-EWw9{*NFdNV+2)VEb+ULiH|G zPD}Yb?lSPBsowGBk;UkfZHRYsBTi%7HV8^gSU2k?_2-Y@#c4x4e|Vb2Q?g-k#Ej@R zRW1lh3syQ`a`;vX3g#L9G}S-I5n#7WjKV1seP;fytr41-3%eYCjw&-P-hQ`j%-tCY_6pNBzAR;Tn|^$sUaFl`8m@)3>@)NUu0x_LpZ208nK!2O%zzMCQ(D7Tnt z;p>#bd3%!wYcJJ6=a~4QnSkGnywIppqr1@O2gU6M&Mz-u0{at}j(|i^0gOQR!?}mm zuPjB{3hoSSO0IXvb6l=y^E%qQs3k_gI1GtmEmd65TXgEWyRQZ98RPy?x{7LxQ%pLk z5^C7>PLlMOay*`vnaV^AQVR+fR?geQyjCQJUcfn8MBkmbE2WSCw#seVyTc?LY^C~l z-OigsRFz?5>A78gXsxH97Tqt@@tLM`2-fi+g9dGJR`tvWh{GuL^GtXoXFLh;@y2=0 z7%onA`$HDo^Wt%&dYpZ$kOdDl94B-4=n(TnW*izc7+v*Z@D^E>xR1T&CV3-+g38h+ z2@M`lDuCHfjZHt)cDCQtiqQf^hiaUG3~}Aq&{%mDwH!N%ea3LlPN5h`I3BQ)CzT*S z>VNC#Pskik0FY*DH_R6SVwRlXt99KB%^w6%TjteA@L(g_OyTv&v@(jr@9QhVbiD1X zY$Hp5{**=PrZx?ip%3XQyP&eBow+%i4wL|ZvdfylX3~hXdmHc^M%GI*WZ4O9X9knI zM#a|NOF|bYCgtA4CHd_|vLT@dH3iLB6HIx}`!t7Wys=B0ty&;}x_@i#Atp16lp6`p z0~rH2p)VS`O#lms3(lY4->r`c4K>JybsZlpD59Wpw1?a zj>nEE-#1y4_T*#x1PHlj$kHT7AcCx$U#CBMFER2YO8RyS*r z9;NSap>L|RbI_ijM+&U;R@L!c(VbLY7+XF+yQ${8aw4{b#yYDqYOICa>GoH&dQ;lx z|B*!_a5q;1pUamYjHn6t?&;2C$%_q$&37>x$7LnUbn&8$`T`-ALY}a>;1DdTC~IyB zwh=YXcR~xS59#rEV|P{cu7AuVe^78m1<}OP1xj3UXGQB8wdIjhi0Lp^PF(oUJ@q$S zriWR_8?zC&I!Rb5+D3_sz9L&87kEB3_;HB;$J!@us-cSN;fbBjkCU(++(4hEl3sav zxE1U0eTuerg@^{o$Xm$^EDr^_sdE`xfmIbngOu4`Omkc-!N&TRH$7%SKHF^Dml8zW zKdu6CBWRIVA5Nlz@=^-VXi|z()G1(AdqUimqva~3x<*cjyzwD~GX*XYmJ-B^d6YV_L5s@2ykqdk zEJw7h`A!~xD29n!FJMYSRZdjNZnT~xtR>V%WQ@>{E+zlZM@V<)8f{4Tpyw=Bq^cl4 z%K|Z4!XMliA5*dJ?W+yOi{LJEzkE>xMo12m@#nuq$wE7q$%gFY8t}T5ftREtHYMLg zp98bI&6PG)`9yx{agd5Hp03Btu8N{VR=P|o?~qJo9`OW?AWL7ph7h5<2SHvR8X%88 z{XQi){7U92hJ1G8*V-5#qdU4zcE#a^U7OQ>A?pPdsE(b4FtGJvWdZQF7E9 zx#fKfmr12c^SQS=B39Ks@c6UBBH??Zb@}cnBn3ha#Tu`m8jnmvLF+Sg(?!B(fZ34H z0VyVNZ5z-Gj_;^Q6of6DE)GK92ly~mD(#YLEJKM@pjDaJQ*=nW8AV1Pp2^0G$lEFEevPBU;>yJX5E^e3 z+jtfIgtb^xggsDd-S>azbl35{u|81u5K~)=9Fo5JaVX83!@s5S`n;uSac7%hg*sGu zE(FegW=yLGMUyhQDvziIveuU1$01ql2otX{&)Rc|214kX_Hp1TBF|F&0F@375M()5R`kyJ_17n!fia`vrMvYD5`$-g z58C#pym@~relqcW;~4&{$ad+jb`L>|44;{c+GVU`8ktWY?Tr+#Jj3aVm`KhB(RG8p zB^M1KSgNMNK?0+r6nPz_|Hi>47qy8iq?0bZC5VO_rnhb>d`>rglb)RAwUeWn@lb`& zVfrdFwPiCx_k^!FGsAyaTpV_?F8TFrZ(Y~U0u}Y8K;@5%R;y>iOti8m#pPP()+r4wI2 z_aay7zEoahRZ$~MWg41AX<|i$|Pf zg$ruFwQ4TX>88M2xl?%LGIc<TxAvAw zBZIX#2&BYJ@}{GV;;4pvdV?f};bz7%xxkjRe6W+*(Qr{7?tAZ)_iIna%rlo;4FsMm z^RRD@Axmiu*06wMws<2pH2SrjUYpeg(M{fe@JGDj;HnS+@{xC5*~96*Jk{9EQ>w`lfCReGKTPAFK^<(>TS z)%Mh&zZOcjQSgVOkGVLA-J}Sd+u!Ip-VImhh>VVdba`CnzCd62Z;|fTmuvbm5AW5w zifonG-LE~xI0L)@j~pE@|LBO2w?hc)6DYc#ODI@-!mFH zm3{`X0UJMpE;zcY*HlH{7D@gtybnKexf9*n_vxhmt3Ugh7)GW5d{^K@KC{Nj)wfO6 zrV)zk{fJLz9|IW&8fGQIGZ!~6ynx%#gHtrYz<#jNQ3cgrpZETg2^Bn15HkR)lY_+YTvWTHqMSv@aHEbb}Lw0dD^u zDaS&1+{DTCX)(|km|X-Y67Nrd{kv*i0dD&{(hvL>l*Qo1t~EPvr7(!xU(J{vF&A+2 zfXi14)BnWiK8dFLMq#+m2w*@%7}60Y;6p+GKN7iso&? zQ%>R7X)*i}-;wHRgXd&r(j2W5m;MDGnR#iT(W|k%Pt6AX8?CuggPym?Oj5G~Z-axY zg@Hag`F|l28QJPu$6c`-khXW5T_0Y}HPpTt;Oe1QvbFi;`_CtNI1IKUc98Qb(EG(3 zx0#ODssf!9n)^%nd;4quA(M|4;pA${LL}NnzKiDUWu7+)b|2g`W(f16|9N~5Q{9MV zZS*%ZIWEcA7Za}XTil)b=O6?NOzD=`JoLwJt02_N`S#IwC-7fn_wSsbp2Gonq(wVq zIIAgcvqTE8h5hv^vlW)r-QnIc-hG@p|A!~S|1;X2hWW2F`*Fr$KRmNO_Vh@I^w2@o zL2QK-J>afHPNZ&t;?T=`VR%f!Z+{PZ`#Dj(_`mpip?Ek1waoh5v#zzMo5KE^APgYE zAQ}`E=s8oXxnYUL{4W7jmEa0=2I<-%Z3*iSDgT4{F`$h~TGZ(#4b{f~Mw}cfDTa&c z$Hxa7|8MqSI_sm9GD%;g{vtMVa!y3R&m~-*==M7{PERy&U=ihyB zH44-1T{3C`p=~IQQi6LYgSzSdONvT=RNUqD4KFH@7V1NeY8ruToV@)PSq(jO;GZ!A z4T}Fs`ykLcFFOGUn$NUgZq#QzqL= ziz7WDb)x<%PVPS{{gq>T+HKCOI@p4DXRi^Wxz8mn9u5CIC0KZz%gb%|<`@;}vA*T1 z5Y$(!IFR}X`uS;YFgL1cUl6Y5+g-(a5Wju${VUbRdFnj){QKbnpO|uhya27n`x9>xcYc;?k@TH5F##n z#$;O&?ucwImS&SsmN+X_$%*6~N9`dCq*mu5_QU4iJxuxIhYEob7?zz~y-qrKe{&RG zx0P%9Avf2(xFoVVf4A;*nXx8%B90owKC^|J=3XhTOe5~X4m?Z{e!q6DZw;e?G|t>! zoq45<(=I+hhato3n*JPLWjsk9de64Md3p8ppr9&u#BMH`j{TwQeVu(0H-3Sq9aN4O2Yp z=Z>B)#W4z4pX%E@!7wx;Jh$5p8W$z}Nvpcr#1{NNQPN%^nNU=g9g{ybCv$nPZJuUn z;^Y)obf;TpjfqwpMs-rcux}!y_Z431mSpK=)|#K9j5sT8k69}F-+R2E|fjPm1t=$t_lf(*Tyjd)^?(zXt8w#T7|6Eiq8RHr76y@QPv4cp5Y`w zar7tXb2FxLA^P9tCI`v$@ewblqD6G<;>hIk6ff)9CQ@ji!LMGzjs5N%rWR8}X#8l!_&4~74bNdQ%=z~Cq4be4r zdRRfV>Nj%?e(X%mu2lcNI-i3>l0sk7RnJOm(MLzfPtad7(YT9GWwY2lFpUr@P&yEJ zFTIfv(-~CsU=DRuSPb27dPOJsQq%vWi9;@z|TCh5#<#2z4-0%eVLTw={ta}*P_w$h(lS^nHuSDKKn$j zO2f7<@RK7b*SMRtyJ!SV!HCe={MWh9mNyh>J)=tX{W^?!QCnZLMOFDQebOX~qSph5 z7T7TCmUlUjO=<1D&>YI9OV~cyX|p8@?oWoN$>kYQjs-lLSOadl6faA?xmkevgEGHI zbq=2x((IQ=_lg}~kv0s*%YLMQ;K+Dr-2KKv4fSmWAwnr=SccDxAG6W?aAo9SGPseXfOZG|L%b6ug2RKpatrX0QbId& z7@kV8E0+7&)?!2XE4va)C>wI;2my)8Wh~TC69(>CnTqdxVlit@6Hk5gJTH>tSh)$Q zppg@@AC8No@8jjU$GK0> z=*s*)It|5QAig8 zFrNP6pF>!f-9eWOEo}!gitflXX6NxV@Da8KidSpIqJTcWCo6>-Vn%Tg&t7MyKt4Pz zjuyb~aTlG7O_*tf6xHK%!!}zlxU;FzNH|8(o*xl6keYFp?N-j8p|HOI|kmfe*=$WUmwI<==O5GU=YX zo9n9OQ<&wlhQ<48_t#5nSPLZ)bnBqR{p^^#@Z!u*L>#;K?q4JyCoX2;9<%Mw4zh3W zZBtBq$zOJP`=0%v>p5HqL1q40qLU z#R&K^y3X~ZHUs%FHki~Y2jip{leV?1yUCnOINS|DF!apbqU!PmKNPb`>^-(=hg{bL zQ{8S}0PCvcO8BKfESr5#T^tC=W7xZcsl(vZ4NI)80zOoezQoXwn zK(?09zM^c#W@*np*w5rU{eyxh3!-ew!^1HBcEPex|Ll$;8_<^ zUtN#eEpj@OpXQTX?a2g`R?Aq>5kjL=JT2S=gh+X}p$KiA??dA+WM>t-w;g!l}H0rAMw z=-yB@fiJzKzo~izY}n!qmyioRAq?2ijg5H6Ir1NF9~YuL?}!cY_!5B9G*hveTr+Fi z`vUVzKUbl6ngSq6RhX=gF3Qs!YoJj`U<5ep9~Sn*8nB@grl`F~-%Z{@1bn+aAE8Pd z#x7d*;Tgk(VF(O=MEGfnMKwKbuDNiaChP&1pzJ0#Y4b zZp1>;s2rFp7yQh>NM1M!jXF(O+JsP$SwJv={3B?Os0+6Ue$*dM*G%dMKCe(z4!Pa_ z`C{sbzIa^s!=@86;_KgxYvdA*1iTqv8;}naBpw2%i?NkUbOiL{EW=a0O&ikpf$0*V zVZ*K_@C*(e9c1kYvv%p5lZ{R+Ym45go|Wvi7w^d`_LWz>SN1ezbR? znTcZaM+%FA`W0JjBZmTA{UM!Ph@!?jOA2+a_ISV+E|xxKiP-at#3T;lVz`+u$LN|Z zRpg#s+&n9(8aeoZ-N%!&4eeg?)OQkLGMGvID7jTJ6t-3bc@P!w0L6sCUfq(7x%H`JEyZBkuvs9XsWY%~>e$I|gzIL{2 zeYeh8nML!=gAtVhR@Zal?Uiq!2^{-8ywfgEBqKnbTfJ>C`IBl3q&NS^X-QwweCgNXdVquEM z22qPlTkX&8$}25?(}Sl_Q6O|=m2G$Swa-);+Wf0HP-EHmnB&*vr#=PfE|TcS3_FWE zAk|bI$G8ZfaWj-tR`yMS_fg)S0n_=fa61wzfZC_p**aXKn?EQ@A>od4ZAJUqh2niy zED_NK3bd>V|+;*TsWZ41{2S0{D7^gN>jvC3FeNrNzvPBy8GV ztds6nRjM@8t|(VJFg3Pg0``l+$ealx95`C|9Dk#7RTivtIUQ(Qz|H0_RUaMG3Dn2j z;Qub5><=&X<`o6rniDD>UN0IVraj}%$6+VqY;_&iceiijwsG~CR!%#nqc}PE7Hr=R zb42Q}?vG!ox7i=Rkw5P>B4VC)f~mc=*>n1HM&9~0&i8dv3fW88Q*e0 zrjIN%Yt42TA=OhnF#vF$`Ce-7Tx)R-7k-0EEyo8f|{)agw3?i9J_rf z$WBo<+jvU)`qW^@;f=noTA!Io@4B4V_1@e7Dj;^x* zcwuC3mGq&JjvluaH_wXZBa|n)J^Gn78WuI4Z~xB8U>h!>CZ5YT z7M0Ck`Xes*ApNZZZ_Et0mTh<@>&L1B3x2H2to!_5Ioab(And!ZCp!}A<)q!|4aIHV zYR<$Gd8uviJ51YtbYD*1=B+>Z<5nDPO!o+CeEHr>TcYqP(g12c&BOl{H@HdN*KT^v zMhm*nE!66z8zpC|&-VBl`4~ebv@1J2$DPV2jJ8p$=#`u2{CS)_V}FX0(;S;xELYXD8a|(}aSU7cAk_OW z(SGJEz_<o6O$#QF*ak%VwXhy8`@hr`| zMx9YQt++z%eCA~xCS9s_-QcPMy!r9aOqT$AeERRlQ}NG&R2|0qnR(rFh@}Qh*0b2N z5k^}cBJ~H$(5a!c+o?!MHTMhs2^T~hO#DOi39ojxf_evykNTH57h+}&8d+1y51(n? zd?)TRB6>v$6#1ZHt+m!n0{AzbCk)#1Lra>15Y;7oPm0;_%*SIvJ;b(HfUOXV21&k$ z`L{pE;i-`^_DiaswVAma{O`+4--^tnl~}N^`7D+pzs) zFzWJN)$#EAk-Gg*2EM{cyjgKgPPnKj37d!u9*ZUT_3`{Q9VPSp0~N^<#g>Y&!TP* zOxYD?qXE83q?}&1JS;}mb3`H)KJjoP7*Ii8q1KMYD(W52UWvgIq0*EXAvWiAqq2kmQ(xF zDJXb;pnWD1DP8Z@w|(R=#+Dk1oD(+J6T@w|%XQW+oB1B0mLea}(D6xo61wf>M&L>_ zl>{>hnOmkmSw$mu5Vup>MQNXKQ=^Weo{yEYp;P2(>q?Am#m~aZAW2&-6QMNvI2JpO ztq8iA2uRp||HX_IC5Cj8iM@t18%Q$~m6U8#$=Kol~e9FPcZHw}4Ah^`gL;O)$1vpg z$-*i2b3z*4{90Blj9==wD|s$ykeUH}wiassI;yIly4%L2G-S(($QD7&27}Nk8qTio zl3F(Ehw%)coLL}GBlm;yStpJw(#jY58!Q?&U_&i5nuS-bcuh9$En7NHbB7BEnt3Eb zc19G{PLWLPsNt*n^VWx5vFVqzK?5r z#_?manRsg-@&D0pR9NEYEng-}*8d98|I6pe_s1n@H?Ufh9N7FP`nEcncY0rDk&U7w z_*=(ZXOm)>s#;#{`#ufHY*Dmd1?{&TwmRMajitHwQrl9M$V3h`2`J<0!kfP z%fE$P)x|1iO@+b_Y7P-yxcOaz5@e!*u11t*fY{Hg(*$2K?C3%Bs}YCsnR=<28=Ako zkfU9k1GZqwoQ<$REhT3yH}zqz1SHIvwNY34OSGzKz9YRs7iNFROtf9XF_`lG^JhV4 z;X$?-f{q;1tNOG~u~KbRc-n$}H9gNJF;7Dds6Hr#wZT^O9;^lY0J`c3H#bHFtv4Vk zg(vFA6jAz7@w0hA{F>3qW6zr@zRcK>mu?d(H7^(|KQlg=>A*WF=5YPGo*`?R#55jq zlFl=UsgBMdRsH&7H$~gcZ!U{T%7KsBW7pq0gqem_X}lW6K)_EUMiBd`S+{s(K+U@u zgtPogqNH29n$oKm>gD&!Qgnq=bkaXPjEa3BBwFt7Rl6sgF-)NZ$h!{%a*pjeI5zgI!LEMB~wVCjK zV$yDxwRCyw6oaJTYr0resrbIjhK2P|lbs7YN?^pbvw}nx+z-k1Qk^KE4@gkohM0yd z*+w#ts#1IOWZ{j2uk>DSkrG4u!r=Q{=4n#B8F5H?JH7HRd&P=IuDdq~{@iv-fKmG6 z$gwGD%DM9gx)YRh#`@|3nkqCVjDdRMJ z!TFhPnI||VnXQ#j!Gqocc=V@ga=2%}DgwsmdxV}oC}hv^dEGt@f$ zRn#pPj2kBV6bl#pDAXB;XHE8hY7D^!450YIyzsCb?TtJ@=6C>5cg~ICWQicN#3LZi zN~0#6BC|f0z!5574VOj72l1ufaz_Xf<2=0Tdr(^}(WDEQgnd93SK?un& zg{sWdz~s#*>CoFaI=kfGmccrh7#gYXr`wn>fbd+$xZd!3GNAadjwlx3YX5jZ;#StJ zEyQ?+ds?a4ik=$ULMN&ED2+FY30y$vAM!#Q_&r&ce#=nBa+F#~9P=Ey;a*2bS;6^Q zljCZLI|J%lqJ^FHFY!&YlZH=+B|r$< z-U&nrj%Da^^76f=BVYcKsMLkCprZh-V+U?zEAGyR+`+1dx=0(xaGAE$RORcaMc#nU ziL>#T4db^x%o~!^eVKwIH^5rd(1{m)nf@(_%#~fgaKUL-B(mZkdd3q%plu;KK{k%+$x;=w=reGb)_~Pxjn%Z3vZ%AK0S)H3tyf#p+INw4;M7n zrh5w{wG>Mx%IGK0qM4M0{tl@cKNIwYTGOT~%FNB{!^fhJ=Qg!q;>pq2CP1q0>GpwD z)zqnE>HLO-_WUInFC!JX9j#hVNmiE&Nkz#SIl9MxfC#q~Z_&!G;z|tC=hn|B+oY)C z7KG%L$CkZ^G#&tMn*6`g9 z6!KQG6es^nEjUeW(`*s13v9=?lc7q#=75uD9OQDB|u@awLgoj>F`>>&%=$B~>*Gjw^%3nMCK&?kwW)zkfj11|) zpAtl2K`~q}*?x*%=@nk$NSX8u2Mm#K#Ge(6_(nsc;#z8;Xj=Tx+=o#EMK{H?wx1Qo zybnr^g0S+f?a@6xrPOeJiQ1BQ&Ln|ak`Wo>d8bON`T$sd*AhYdAcgrG$y)12n6<0( z6Mqvg8&tL~Ogzo7tHj`_K9HHE68#xD1WcPQ|D%^7tBY2WZZ))oc=Bz$Nd zp&jtiL_2S;0NBK=Q)7Q0vfl~X6Icovn+9IE(LSHjt%ot^y8cdzK;{n>K!9{qeTFsH0gd%QK!BBz29+11N_tB6VJ` z!l!wallNS$wgEDJ9O*8Tm1fVx%o5+nY0_FAnBxj7J14&>vCTdzeu#4@XG4l@4uw)} zRSj+k-u^V`w|;&g>UO{RfsnH2IO{LMA5&*{@=C7%hl;TGxpKB}08AsD4^8ao+|G+*wyUji)l z*OuH(eUjVDsZqB)=dS}jt34nxoqQ9+oa5T&SxTNFh3j=058_R zb(g*BVotFPFPQ5DM51oN9)<$S3sKR<)Ng+IeK+_*bO_y4H+9M7rEJ|CZa;DE_typo zPwun=Fadt-JH5iF>SuR1z4fMkX>mi6qdf`sTF&pnD>xz`&;!?J**~{?+#+CSh`udMOx|%@cX|w*Li<Zw6CJ0GgbJ=VU*>^YlZS z%`>*l;eQ{0z}FYe?6n?Ss`J86MBROB80EJZRNLZ&m;Ygy)r`X+1Erf~C;lZa8*fo# zB(Mx?Y4Yh|C&lsLto<$5wu)DSJQr)DeNWy$XJ2@ZiaB3NX8Yc*(F{-LhZ<|L_wr<8 z%PpfFDY|=2XklGu64mZ|tg-+ieOO98m1O_=^UU{s2F|%h6OjkyW zxV%@noXF15CNe3sHNXD7`LuUs;mw%F3_XC(?6Z|97M5V2eKs<9_p)?B2S%xu>!S-O zKH#W()!*K>@}c!$i6E}6YwW~;9xFC8+2kB`1!oPbqvQM^OMRFG8C}v-zol@ogAEfV z|DjZG*?U#60S_+47MI9UJ1wkyYUS~i=+SCLTg>o_c z*Lacv0k+6KN!KFK%Hd%X^EHc8XmelBME_tQ;*sa6?#|hjWkVjS2WH^nxphN{YWBZD z0zJ)5j~UO;T3Ih`8b)tGdBhtUKI~gb^Czs=_z$)kSB?3K>nhfRgJo)^IkC>X#6-o# z09oP8cg>I$tHE^$E-|M|6bv#3I@}3Tyo8M$6c}oi#rbNe|B1_Akvt1>lYQOY>qjI^ z1x}B|0^;*luk|0bq=%2cG1N25$gRgR`cO;{+;C)(ntbA$4FdY6ZEOIhb#BIyeiBME z*-SqPJ9?!v;#lnR_&@HAoD3E*kMIw0?{r_jC_7s`saVDBjIMJn@c4>GGXfeDIyQAd zwC($sk6XKy3yl38y9##uE`+99p1<0qyaImGcwa)-->g~GbAM}VY_(nM8iu>c<~ZjYlb222#=r0*Jm+a{ zZ^uQX(^j9l!bkBdaEOf$xS9B2mcI(HfV4nSFOYHh>=jusHciiFFUH z0#kgo<3`T88h$k(WOY6~j`jb*yHscqS=wA}^k^{}1F_g&S*Y zvFI9f5s`q@|3_rGqEmGbIod0>PWgvgmW-JG2Ryl=`|~KRbPu|>U*3O(Q*u4~0-&8= zfHpA#e!XPLiC{{55ynEAv)AjHiwV zPz7*V|4ot-_HZ9#dcat~%y1=vxum;%+%8rC3k+ZbDb9eW2dZRWGm84Ge9Lq;E!KeH z=2E+%$k2IEO^scmd@(DvP?B-2%{kUXSOrqRAX-4{{`+B0G&dhs_-ac=;-Hb@(d5ft zsvLINC#Mq;E>UAT45F+&LUOe}lM-r{ZqJmHazeDj})QRuG`Bo2(p zLHMjsjcu#NS^9%7^sg}c(Ay*3YyoEi`2)oi3yAgl8+jg3N^4O(bxDLh9!WK+hl>L*4VUjh0VOzdV?7%bA?o>|Cqf*P^C{*$@ zQbX6a)#he$+wb@=<;o6;oKh2`uy{u;SYGi*QvqS!b;(#!7`0HJU3|{RaXgKzFTZrY zDnf^Z`6i4IRt^OLQWSrxkZg`r2UcW5ej|iftoneVwz?Mo3E%8b1gS_QR+7?ALrrAk zn+8qTL|k9dfv2OrrrrfvCt*(~Y&_6@1VdB+${P%Xr0O!bHGWRidFurfP~~}?D-h!B z>wxP-^sDh8<9-z;U^WD@?yk<;9@20E;>uVNj!j5COFeMv5Vrtl=j{`@c(h}Hmdx%* zl#njZKg$V_Qmso8`}~3elwXmd;8TSnsfgQ#j`u3N9Ac^&!Q)Gsr}<{tYEnBl4!*vk zj|uGKdy^AA=!j_hRb0_8f$Yi+FI!)gR02dD_<;W7pkWHmzJ<`#LCz1e_PTDkD9bz0 z%Q94XJf+YP)NA52uR)M1mD;tH3`g_sz0GM%$h?Cr^H?df=|@$*&hpRF1X>8T@RCYL z+|hBS0m^=7(_(0?F8OZJ04NXE)mx9JOlf8@7$P?EhX0>YPL516<@~ft5u4_8cyn$n zjT`+8?%0m&kZ2qo>=(pc7uBc&NAd3O=Q_aI6Zpf(3=D}r>7#80hsogcU$7nZXKE}Z z>%OLe!@pNl6D1z&g1jXzj5UjkCp^0+cJ{vJJd1{Kp7%e1*2Zt<$7eF$OE-Zhyj4nk z6pAA|1i`Axl8RW8E(iEgl+xW^e_!|>L@oKaX-elcdiAIDF-YkweD`Iy9z!%_sMB#4 zptSfeW)O0dUvSWF@`!wJXo>;kB((rrz2pD!%(acS3yxY|_ku18 zpNWNbKirYmbC{Q}YE{>zmz|`fl;P`=PmJ-20x3-&Nxxe%54L2BOxk{q<{k_R*o9kU z0e8Zr^x6>k$&)*6VinA%MiLjLzT!w0yFx!WxFBF?P(D$2-H_8jl(n}wyd(GtR`r|t zm>{+z@ZfISdo{s=7)AI}4gKFN$4R$^rwA&M9~|<~ov)DW5p0vR31M%-7UIhTu|U&8 zHsFd5)wF=GOGp<#$i5ki`!+4#eGsArWe~jC&R1cJwuOC$Bz_L3T0SsZ#sxDKXJs{-R&dR7~3Wh+xUo=aoU;cuO3mXs*8~FpRhO92sdV*w|vo^2a&>Z$zQ}! zys=*4?@2Xz25qG)PKxzo>nA~ZZABhs8lj|rbYWn-mk)%eX1&rCv8(qAn2t%U z<;jN%)RIlBlo=R66fhl+q_r_M$9|EUP5OQSf9pCM%(}&qEq7E1@$UPR9WV}(YojgT zRbBjGiz~%Q7=ck!(not0Yl=)izdg9()^+E#EGSP}+LQ)hfB4OzJb;g3;id!)HeNDW z8k;2O-u$$Gz*USRjkA3?cDbjk6O?`oJs478Rk%za3TB!5CkrejD#K*AE6ne;)^VcLXe&c3) zTfxrVR6(B}9#48*M7)7ynB1gRdE{FI*h7gQx8A@nVuT z9uV59lC!=n-K&SVNLdYa~y1|Zs94eA|jQN zYWby-Ki|rmp?8q&Q|0sVHGo=*UAn2JdkY;MmP)kpo*KJRKd3J%HLs&%t3je6-kHk3 zB`Vc9x_asz(KlCp2d1b$b>d*}J8pz-#H}ZqGEAXv?vBI*NP{kbGSgytj*o zFQTp0*ZGb~d(cUL-ujPArlaG5^QS-DPk7R2;pwkYyN4n?9^1-}=+KM@%QDm1L5jK0 zf5K+8IEWT?l$R_2RwGF4X=NktiTn)JxR4*}BVtpxK^N$6ttY(9s-}STi`y@&v6mz; zh#iHUtLwDdk3dNpJTRTV=Z*3W{;jTGQd+oEfIj9FeQLtxFq3)lX6QW%3TGySb%*F2 zG0(CI!LpVtVxHL0Dt!@(T;91I&GhNlrWCO}WjhH>94t>S+U(RuJ7gQf2C->Ed9;u& zFWxcYAn4NKx9mc3kL(f+VuaQSL0rPv;d)`pWCxAhFAGH?OoXsbGw?aNo>NWo=6hd_ z;D7d`xixD(j-j73rvb|NQXPXafxodGe%V#Dp#cFJlI>+;Zah?1gXI~E@|1)slSnw8 zVp|t5XZ+UbjSTQNuv1d&E#;t6TEq5=i889>^!q2yaFt1Cwj0=n4*ia31HLD)%ASES zGv|x~MU4?`IWTWMSUtFI=~O{nmmxLl>#r!M(@O0I&A*w%sq~qY zi_&L8OlOu7Q-46Dd9*&PTTMLx4Hkd~pt(E4AlbH-bscfj+*sCSfnp3#)-xx^Iqw}z z&!#`IJkV>5SlfttZ1lQx7{JR!X?KakAXBf#8}7h;%&C|rah$vBRh7L7{M-bSLHb9)o_{kxad^y$4K zM`;`j7RBlq8&xumUr7tg*jO^)$CfzKq8oP%U<5|2WpMB@u2p`p&TZKAjlJMr^4~6W zQex?zbyIi2qB8XtC^-3BB_YYb2DDk*(GYHc!P-rdo$LWxB5slUKLJ`2Cl(2T&K;TL za|x$!nzz-0@4z0~w5zf69lO>)of-ffHu`O6&v(Obm!~f4eyDs%oT+Sg8z$DU*!JoG zcC4yv?l}#DRzJ>hW*edt78jc01l8c;q&2>N*DcF?>?)v?5o5tl%yA(N=!Qa3hDO`( zpBVGXBdF^{@!==ivv3`A9_puUwBLs`+uGQAd3}Q6K6u^sAnYgVG<_KO_ux~?yw+y3 zfDkzO4VaZt&r^HXigp!4Q2QfuksK@q4k&MtwRg|y(=NdX3pVMUXoQoXydUsGk1q#mt4pVPu1iJ82@UK9a!{MfW2etAUE!`|oO8G3hM z0!S1Eno$IB?TodAMn+&*v8F3{d9->BZV4i$9D0aD*OgF%ys^_8^;t1+;2G3z?Zwee z|M4Fv2p)@iA8`QCN!WL5S(t0S(Y-2FzF6X%V%zoUvL^h*&D^1>s660;G`Bc3Z+FE< zLbr~jdC)mZC7^NxgNQl6piC6VxTR3v?o7}~6p8iJ=@q1GI%hJ8#d`hI>%xFwa%_C) zYy{@? zh9lRe>Tzlg2D^_OzcOo)K}LcH)kG`H5&fx})Sf*MX ze6J6mDAOVkc!u?Fx5_vSb)OcdJMfV3dvC1^G-Nx6BbS7vmtQlTebg2bt$lW1b}}ab z6H{?a7HM!os4KS$MwZaAdpwygVKEmr^IjV%eEw3aR>~|FH07%37p#?Q@DU2m(Toel zWWDpZQQD>qdv^NIO7HORkFt|noGpKY(x{c}qM-x+w{YPcz8Ws8Riuy3^h9wC!^;&;=Z`1z~}h}*U~qD|rg z&2PWSSET_Lokl|%Ki{L zmsHyyxglHy#G+JQ{5^9I`d@U@n6?kfQ{Ym~fWgT2EIc9k6gOx~)t;1Gn9XMw2k+jK z`elsuSb+ry<_i)5>K0WpKZ^@;6e78 z+WkzBt9js&T7^tcReBUL{)>8wGsPbx9%Pzur!I$1#TCgW2-NboGEA~`On#fLBp98O z$F?e;sP^d0ONS#>i=Vz&OVZH(eIewX+T$|q-kj&d?+l!ugs@Cw>=UrjncEq|Ie{eq z`LmnoS}-3{h$(b_<6|9A*kx-XhspL0eb=Qf8Z0U>#l}349Ykvw(X46!Psh`U4k=jk zsdklekmYSp;^fR|pEKT#Zz|=^?dtSCKnXehIP3J@8Xe+9u%P`xj9+6!ZgeZEI+%!E zfN6AhP11s<+WDtfq2TiVN*? ztqiQFMfg-4LG&&3!C2RMzMyg32i-1@sX`Jx=YIUaD?Pu#U(2Czmc@L-%wW0AmAoHc z%!%OslvQjVhDkz+@=7hlZ5R!Xf*w1l`gE8KC(5+7C>-YHb<$^xWVTM8bZ(p`NC{z*9;nhZFcX@`HH%NSw*Qf`t9_T64MM9N#o3-=IBXKQ40m z{oUYh7~PaE3HsIo5kA_9FN zMoRNn(OIrITvD1C+VARzx=n4$^@)?1PAA4RXz2cCC&$^!UN_FfMRh_D1k!}O;rTB? zoGDskRL5o<6KXt|AQnNlB>o<-H`zwwAd63d^AsSS1)9MHU-hFa%le;BKUca-dMJ0| zemjTRcU)re*dMSIO?;%K_TiZ?8uOW`SO4XbGP}WSLlJGtL_>IkuHi6M6k;vpqa$Cv z8?)}g#1_Mjt&T#bckCGXu=NHR+PhTmtFZ7v<-@QcjWuNx8=+Y(Y;_*ai^QG>M8hh< zmfD}+i5N+ii?W!eDKKm{uol486DfD#3T?+eSh=K7n zk(T+*-Er^ECdorT64-$4!NGUaZ>a={96nAR{c|U*HgxTAo>7NsRkuV*^e&}F#$J1+ zNqC37AqKE}k*FZnon!d=02a51yT3xFW<+qbT4-KM0db$WpoebXIR8;{I4)4TR{_|m zxbjLH-c;wzz{@6QV)9l9?+X4LNa^#c!QMLMBL`qSesZX!EJzOE3ZsM)J`QtoW!tc8t6vTX4>)csP=98#PZ$ok|?6<(iGjql7<0tk{O z)Ap?a@Trli9pMmgZggoRQVNqJ41|aVH-2gP_d+L|RMYUL2D8xE%nt|^QEtC=^7BDO zaAH_5n0(~XH1l__d_YLFMdE`PwNH=mDNZ>TV}|`y8-L{dQ`jn}Q=HcHf#q=$uR5Iq zf^3kOaA^Ho!BjeMkR%{d*FvJ#*7kGqRRdm|zG&X}wiVy6Y(#or5I;+zRLaaq-ZKh$ zeN7sEsW3en)CmqoadP!l?sAIu7IL9(gW3U`beIe@<#~=j`fJ}!UiX>dqwZ|eM`1+X zQo-rPz3uI$ISGgI5Y!22w&%Lw)!4qf;L#U&3dGC2sNW`QIT+j(`Bf0Zw zd10?c8{Rajs`jWR^cLb1p{UyNVBx(Gm+>UqFPLN5MFbNyQ{15}1376HDHoVH_=Zbb zL;K&xb-`GZTq`pCFSV+fsj0tOE^SeOwy8E$nN@vHS?10Aqf>-7|8J zT|H*BrD$F7CFc_9v%iYRmjF?(Pq4|WAb5BAV!>;;N{DEhdas{PIUAp{+1AGn*Lo7{ z?6d4Lz(_P-bZiuO{5YXKo{Ax<5$GN11Sp>r(2B&AnW5&$LM1nzKJE4oWbAsq{IcOA$IuI^@Xm@J^S^{7fu6m$zUFs( z70W<93|2ncz%6dh-V&)Kg_ZbKbeZ7S0T@qCQh16VpxwN?Up30vJFhx+Q#grQxZC%V z3sQ99A}hCXGcTZogDsyT;_0Y7^eefZ2SRFsy*}`aR{-uIa+4GphU9npk#z^P2@*+P zXc^Rl7FLm|>Wp;Ig^F?O#>)bBEFhoe05 z^<;iL0i;2L3#pPne<&FC#wS?+9`$5cRD&^XkO7zz5!@J3UVy^Ib~L4%tM($)gi!2VM6jv~)a~mZNJw8twI!ReNLY?GU6hKdO%O+{ zkP3LUft8f6m2SrLEt>W%5;Z3k@Sq^##QX_Qq!PYiWUwkb7r*SDYiz6NP5o+)t(b-W zu@rl}d-Y_$*mYw8wcMz^Uzp5-5@K!ds}i*I$SCnQ96UBUkQ2NCP&*dEN_i6KyTK@) zpBU&{ja-%(;<R>cQ$^_udhCWh z+7`fS+*xCkUR4XC8~eNBl^6)-C8%IRKg*uQLJW?(!ytHUd@%F61vtBwe>kf7b99ja z76p(mq#g)B<#YVFQC+G_agv#7)Y9&~0yNrKVc^oRTsHu`zn+GK1k~{M%gIk^oh5W+ z?k%&l|JhB@_zRa&$%j}aC#&Gn)l+$(0coq0YAFt8Ugw9`E?`o!LdT_d0QF`@ILfvq zs`+yvDp~%X1%`X_H9=_`@X+tMK@Q+2G-zHg=;IEyEj%{$dCWx*ba}`#EOrCVF0M<) z)@x=FbdOxd75&7}GBVk%4?_go=QH0+w#wMOLS@X2-gUNFn%)X#Z+%&p2v`H|#jHyL zCo_^CleGait}}TqhfZ~UU8Bv(UD5$}2`~?M_0MmPvmPI7D!WfdS_B=4I?|eaf=%HO z)s-3r+S41)w#27L_fN%fd&Z=qc3&$o++B@x;*B9RI=n%d05CD5RVen8ziG5(ks@P~ z;AphN2yL*ppop&>-bQ7La7s=g#{jLIh;n?~Rw?f!m`WJcYzG-lDx&CCPyH zrY(H^xlgE=6}bd>@t=`_{9_+J7>KWYGqNxqZljUQrWy)1c16?tHPR9s)+2 zrlsLo!oCr>EScnjvyD!f(u z1tUN1Y3G7WG*EuBkC-FS^G`I;V0Xb(tgK(Gq;O>Pl@Nk`goR%>K2DPyspDZ6#TNNI z2U#m76W^Grz6DFeQC?~?5BF*ZP|&vh!WZpd)T_0WnzsM6cKS)otZA!#FXAWrETK-- z8^VXBTL`wP^H9Zh3h2oXA<63jFhF{TiyiB&Rh%$youD19KM6+akP7_OM22n#Lq1Og z&CPXXV!{+lj_iex_?fr7i%eGKDPeO6cgR8Iyz`NvmVz#kL-)s6goAktlH!gw1NlIid9!r0>+J#;Z&;MQJjnyK_hVXoBArQ|d^fhB6fb?XB}~kO6cs zT|p|ob^YJO+|5@n7=f3vU0?FVx3jI5pGTuuz|m0;V>%!PtEj2(V@XJyvWoM%GjCtz z>2DdG7};L*Qwg+GkVwsw#8+_0*+NIXFD;|~;sjVm^YrmKE%xlT(uoA$&B z0a!ux>a$3Q^q(niSc&XybX)PrSwiVoDL-kn+a3=Yv2~aZy`^g1U(X*kR#c|kihR3zd6$bl78@eTgQi>kNPa(?zVti=7}r!VEcKe(4j!VcQ3{fuVgoI z4J&jgt?pN76IRF&`-t6uu znKYF-m%c_m0C@|9(a>JxYD_?A%eBzwZVYNUZ?xm<{e_DJ)&J2bT$I?9>6i&3fK~tk zX|6ez%VPYMU`UblkbF|;Z;Jm&V0a$=C0!!G7Bd-Q6(;gCu6}%Dhx<}(4@i_`CIwK3 z9!zd)g9IK|BNx02S{8n5P+@{+a-2BHRH~tq5_pXrgh7VBg)LmXf4ZeI^yp&zs9=}+ zYIF(AFpQb{+W8P;YNhvA-%1Ah>yMdWNVodGO~0SBk3<(=v@SINHc7SCc>6!V0s%C4 zi)96uLPOLjnm8F%&2Q6>dj@CpIr6q0>QM7Lqcb*c z%_&zp8Jl>P68cD?8lJP=z&zTbh#YYA_2=a*y_KsauTP9grnM0jK@a)L?f=IL0cvu= zbtYGimvvt72?}eRYk`gW1Hf;-nm>}b)Gxn(`+D>YFn(Q{J41<+RL!Z+T5rljdEpbU zL=+0m07v_$@%_koybEtIzDD<<4FLtnw4hhg-ML^+Kb?fyD?Q9dH0R8NU~^y?yC<2T+(dB!CR)?ngid z#7qvuz#^tBloY$m<)H}cSL}}Zr@xa};5q{j>vK`4hfi#T#@=LDuH_EvEqkODe`C+F zOw&}el19^pKT0WQQP(Km{3jLRVlcAi(`dAQk4TMTf*H2^m*mOLM|L2{1_eM+oC?sp z=&4sGIY1UoIOHqV-05;1+T3I>G3K?xy@~-6zz$!o>B<8($F*~{M41P`xPg!x8W^q? z;HC#6mBu4ctd}u0#ffkX(N##z8<3LvkmC|1QxI@gUw&0@TSoRO?;kTd}?LBIijY-wHkXBdz^01-M+bSfz<;9hArK$%?) z-GWa`=pKQ<)oA6|W12R!tEF~RiJkyg1mqEwk%|z=L#?Y*J*fI=^(xR-*Ao{+^9JXmvhM33 z#C4`T!9)1VPN`v6`C4c>gx%N(-%uuzMzzJ#+T-Enep~qL0!H?&MfHv0ISG+vH$=8 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/e9dac409-e1b4-426d-a79c-ef52073c047c.png b/docs/handson-cnn-tf/img/e9dac409-e1b4-426d-a79c-ef52073c047c.png new file mode 100644 index 0000000000000000000000000000000000000000..9b4694813e9de2effa97bd77b7e005e2e9f3da5e GIT binary patch literal 10760 zcma)iXH*nfyDnp5OfV+sP=bmBDkv18>6WCUh>nP&0xe1`8*HN0O%#MtM$w_V5Xq7h z1SAO4AVEM-(JF)nBs3sFMvI^zGEGjxDd#)qeD~aQf84e9TD5yu@ASU=4bQXd_9-)y z^=oKrq@<+QA3J*Zw3O8H*HTi;R;*Y~w!G|(m?Iw=r%cZpU(9M>$*){mTH3gAqp<$3 z5t;eR&TbQHWPkke$JMJ>uUWHZ?b@~L)~#E=e!Yy0jI6Be@&ofNQc}Akj~zaE)~|D< zr>;C(KUw|qFHJgTyRrk;fc^1bPb=a-U9~z{-kUjHfzC0F(iW#rdK~y|#SiA@!C#*3 z+tVJnp!|akcwgh{Ow_7VtL)cpqExTIG_HZB|E^N1Cr)4{w%=;eY4<0=vjb`UkFjTM zmF%iwj|vZ330=gRf5y>&;}?(}WHa)~(ljB9ZsYm+WD-JqiE*) zf9eO}$m?i=D*M_su+QX5RMD*&N9ZhGqU7z>Uzm=Ji>-6f`g>E(Zk30p7Z|vg< zwI&TUlRE}`%zJzv8l8VC5++7(eXUhm@z~RxpWnSk)j7&FHY{5lO&`*?vxRbfPi{@i zyA?i`vOf{BIht{A@ttj}XYQFb-tP=*W-59YZ{=p&O-=mS<5@j9m7Be#SgdtR9SkY; zEqU+Z>-4~mr*Jj6$m`rJFf})IMO7inH*D5yz%@jey^vZc(2RXEo-w_%8 zz`ESpODXto9=8%HvsOsif27E>V8YB%+TZ^|mDj;+lg8}4nDma_H?qGda4LG1E(Arj z``48O2(4U&IpqaD9LM0ct}wO9k$yFWwzWz9`g4m{xHiHyL{jBm!L*gdiEkD&wkO*O z|9nMj_xz8~MI+x1_H1mFog7#5IP;XADtDILc(U%;3&Fd$b%K)iLT$q@<2m|RQK#;? zD-W1}?bghFM~eo>g3e`h9WUQJR1gp)F>9j~{Oxo7mzdld(CEu?$h=!KR{Dq9_(!;S z(;4MCua2zw;q;R}Xuo^2KEw|JAJNr`$^mDef zjC>YjU5^=UBf?Hy?^i14?hlln-Tt}yZaB{(qv9W#*ZQTobP0y+ZHgacm_H`0gCbA9 zsrTxmRcQn~KrW;8d+ z!p4TSlzQ*#YAoQx&Xmv{F#}STj=1sX8)LWX;b;dioEMp3w%hGfwLrED;;8M|Y>Aye zSAUrs_{`R8?KxWJ`R!R>^J6{wN*yW;6Xbk+cZHjYCUeRjd&H|$l==og8xz|WOVNvb zpo;T%VE?aPIwzZxPDhCoa|1+h)-QKMiwXr@>3;(dOmmAm>kiRVrprEM)jm-Bs)>KJ zWyzPsEP{_`-qlJP5}Ss~Y@ZyM+n!aF?@>2eW)Ne9>XP6sp%{*+U8%dn<6@aV+;bN=OD`)>!lcCh0d`}B8hk(M|=M)uzN^g5>R#zwuS z$-DTaDfe<6RvT_Hz&0q$6C|Yny%`dw7w)bQ`&bRe)s~siaw6rq6^wS5i8B+iPphoU z+yWm1`Oy-~8>hYRlyEkdWE-@VOzw3F8rrnayP+6#)g3eoaIvhg`$MRfR5U~%&Dy`D zF(MH+2(Pqygr86U`x4~+$JYgMO?_~|#RCk5@B3$syd z;_A8Cb@rAB8r$n)H|G0FH%x`zQP?NzZ$T90`*&jPo+m&XxcFR39P@E{Xro@)O-Z|@ zc$rVhM=zDd$1^7Ml*ZW6dPyv0xYOD;$8VbZg*!GkR(SrlT8lu_F!;cR#6YY7v|b-L zB&$|gpIca8!JmwrcO3N7@+qpbl|t%u!s>k~d<(1KG%#&AazSOyU%wi4vaLQYuX8r| zbH=Q&p*RSUlvVtcXJ^=j^vrSn*ZK_)aVNW%&A*x6TRHpN4k<`u)&Et9X$?c8vD5k# z^_PC*HR9_aCFEa4(#oq~U|0WC)aaegRGiFN*tb-P1!frq?0?LnR9%xux}7UFEaeT^ z=zpA_^ZKj5J$htUN=VfLL>nbPyN!C``ls4RgI)y6c6q{&9PRkJ4cy#`u^oi zMNgBN%{Qwn%rGExtox`e^|D1Tr=z~zCE)Zkk5Bx)y))R8G(EEup1E4z63>RM$41=) zAI`}>e>$%DhWq$txD-*sP!L-GPdO9$;9{>!>cmowr~Sgu*wYHNW9n9Uwyc3MSY+sicw!%Cm&&?fmba9ujUJf?6QEC z>i4bU-IU-MiEg4|a0%EIB2f~EL$?L?7l~4W-w|(v3xsnu0#9w*(IB%n=0u8H;H)J< zRutVtW_Afg%YE3>=(%6|k`$*rm`_ald{G(Em_3LVNeCmXzX=*y3H}r)kv2 z>=#^}d7NR?UlM#vonIC7ZDz2x(dz3~wiJ?Sx7^>&#-N7%EJ!VTb5LpSzCjggm|?re zbLND-ez@?;H+JR6ox%Rr0Tl-0KahL*9lV++Nf}D{DP}4A=$oBM{dOsf`t>uctBdN| zQ>H_c&=sbE7H+?A0qR**SM|&0rROtBg8pILt*YNGpnLSijF!NesjXrA1gr>JSjoz; zU)YV==^c66S>I0^rwTkxB{t`+3xpqS@?aUve%*hTwb~7e7e&u!2*GyzzZ=QQ+x%5f z4QX1Eb{bz}@hCJu3N0g_MEAHJB{&0?`Zm-~<=04Xy2;5#kP`d|?4$4&xR~r#?M=Lj zABoVL{P2J4ju6bg-kBg$FvK?<6%Tq+VPF`9|})jj$nz4-b2f=fa=tTyybO{|MO7 z1PysJA_Vr1M-XrGvzyc^JD724c3Vw7!mSpB#QVIm0(H=-eXTcoXvv9X)=21OTg`RA zpHkeuYz<9bT(JHX{anajQ2*W*dzavp;G**LT2FAdLse;cZN&UEy)d?)spzJ^9UpFq zrSPv*#uJ}7tOmt+X#4#4K8}I!ZEc+c3+;MbMKf1fF@n}Z_yapLn-ih*%&=Oxc2wVJ zD!S2%?riZQ6GGO1=pKQuIHNC0dzlHZNtw-JcSu3^&9v}D+i%i(>C0__1Udd|p-Avc4SL?}fX5~N8}o$nAP zR1>jMpbX>_P7eEm)uv1!;YBcZGzpSn1wDcX7%~bD7cQ3wXMA$yc5TDMb7dG#Lnuxee}P@AW)4vXJDJJ7Ol@pKpI;(OGt(qrhicIdp`J98B3Ku{#rUJ5 zD?ix<`K3m3962Jg6K%;{Qftejl zMF#-eU8RJ_H!^PmCpEslfk92&F*+S~qe@pJ#(#&>522(8eNbvuex6*8Xe;J-A7)cS z_d(uMD_IJjiCq}C3ihgIZqC_h2x()?uUZY;@j^Orjpfv+eG_QBs1~-s3^D+NID`r_mQ@M)4c-)O5a=LK^XtG2-qHLp;-TI&J5b;Q1Cxyi~b<&6# z#3S5+Kblh9rG?xy4=FL%d6tT8=w4}Q*F^v4J6=rdJDm~xv~Z8MhjNapC>d4z+8 z7!Uf*VwwWj4KePCONRv2UDzX>T}f|sHhluiuoN!2VY?JP14YybEKbuw^L5+|VvbYv zkkJMqkg#A5MXA^NEftQ_lsG^Ua>gB?Ks)B1$PnAY-d=)Yc0qx4%%q?3_LP=tY?mF| z<|?`6`w-wIh~KsFh#`}Dm`WHziQ!sKS24evK>o?G;e+IeBDNqvb?&9wDeN#klTA~+ z0oF!?O_(Vy^HDUB2Nom8b|A+znkhz1T(v<_S9xe7A2DvHZduminYfEMOAUJ|d)V>yFZ{BGDUlze0)bWaVi0jtR z9H!vSOgFmo_w%>uB&wx-1(*}x9?1o32e*bUZowAePx(VDe@^8Gexb=9rpR~3)d0td zR4&kpG1vSKtMPzK1UZzu$OaQpq}_>BsJjN<#z&M}#a`1}S(cz2YoDNLJrob^yU#VJ zo5X;tpMY{&d!UasLjANnfe>s!Ko|NZZX%UPjf8S}`jw4ag2E)x44&E^rxbW&hB6+Z zEw>la!w=KfE{i9cm zSQCHA^c1mP`J&Rl=@$L z@E`j8E}^$Y;Eo@-)J=8FzXzGbrv7yM{LzI=R4oV7%eQD4c(4f0 z<#%h|1Y~Q$Cf1Q>*f}NqSSn(y9GR<)S)iNT6Mgw=y^7m5e%3JKpq!Ptf@(E6?6&(l zR;4Z;1c?=-Z+t)S;PKNtz0nf^xq{a&MD8Pj(mv$2rgAj=9O`1ec;!k8=KA*;npv0u z3)@OcPATg&6%ywk@kU>_C@FPP_zu8(P32|iL_gDtb)=Yd8VArK;Un)G_3qGhHR3tr z$WgJlnbOW;kOl!sZn=f0!(OVmIVbS2GEO#9c>3?zeeBk9CB(cuPj1UK%_IMK#kCwH ziVPfB445Z4riaHJKtpNrFK2cMR%Zz|ou)e%7~~1UVn7dCB-^Kob2`iVK{OO4#wvkL z5OM?LQk0(ha?rJ$M6w^7#y%Yh=oSezl^>VQdD`p0q~OQiGGZn(HDWTWEYV}p5Nw&$iXBtMYvQ4c zgUlC6W%p(f`1vh;2Q7?(n9##ol)H5-S;`M1AY%&}X@*Y(k+sYX7#t6!2*raND;oeZ zM!xX72Y+}Yi~?B=;@dGy-_v!i7)@+rb)0x80?o11BQf4Z+Gf@)<*|A)5Pr}$dk8PX zh+!8Kl++j&r@>RjWr+QFZCnSIZTpsmMS}$he7~W37zmO4M0|3xIgt%Sk^xS*pe(4X zrS>$yT@)+qiuai2C61cUjz9UPU#8f!O&XP4qz8Ky32}3Go7(J+Oh?Q!^NPEO)Ffz! z`mNQ_4nfF;cJaWuGmos(wXp_ZlZJwesT=eKWO#LGDr4*umS_?D{tevZ5`K(>{4Sg+ z;F0=sq$}02#e}{7D|UMbC!m`V!;Qoa4|Z^JzpklMx%N~A4J7So{h+z^G03r#D9H1n zLgjgRJQ0~>QO;vY0R74Z$00ieEZ_n6QaTopkO!=Wy--i6k~b=3C|jVyuT>$EK46-b zbF>TFnau~Rs&shBF;BD$E4|V{ftvGjU~{Sp##}{6STUT>Z{TXm2M<)0xX)2*6W4=q ze`%*>5>ZQnTMoLKa#F`~!->2!QlGwZ4eRLiW#fm54ngtbP_ede5$M~ zBShz|=6M$?uA(U}-Eo)Qk^L;?uK;9)x-TsPu?aamB#?!92ataVsE~rXHL$B#XKpkR z1Vs=JHS>mCKGws}YFF?Uwn4sVMEdPxjhk7#L~TB@b$FLxtsVMeM#54yU=?RR)Wuy~ zJJxtdL)|(a1MK?c*fcfm{Zz*po$?f^-@9vJ=cJh<NaYd8HiT~R6w>Ay`FT{ z%k91S%^csf-z1NMCfC#KjAHL|zYUou6g4K%O7LXGGpse=7Kpd%jWhS(%dzkHE9(z^ zy*6m=_tqk=3CkHtHgp8$e4oa!EOy2XvOuq?~%TH6I+J?>X_=A*7`d!j}SCGkVUwXNL$pOIJ zZLILdJ1AG$VX1LxZ|0K8t+``0!4+LsAwj#e;W%?*txj7=Wl*}L(d8>x`@)ZlCESz% zP*hc0hu)Fd0aro$FCDZ{1>V9nER^^#cEWqIu_$p-efyBg_N7ISX@U0Q)8wjGY}uEK zNrPsp|25#B!8sBUDdSd39;b5ATKT_7pntPLC6w~T#Px`gsN==je~_+zKDg}PoBDrj z_U5qo|HQxlsyAvRLzfjbY>Op;!+%myL^wze_%9WNNFe1ESe;HXH-Jh}*TX4DZzCl< zLFWeorzy_X@fT>2&odEI=G$FC`+Plpkkac=QJHvhTyUuB6QI>aiKt2&q}7d33HzFR z3FXt%WAd=nt?<1Yi{m|kxqkYRt2d_^UUCWf|RSq6bWcw zV_$#jo-x6PtC(hhFtV3 zv+-%M*v{t}O}1XrS9VWy7wXeFV&CnFTt11Km(NH9QYS@V!Qe!z{Ed>lRYVu|QPGF) z>=Ti;O1{iNKf{0ojA`Ff4g~zHgVpcATRNdH^`HkOz?GW`UqsewD4e#E1!If_IdLpL z5-DVnDXK1BEPSTyjvSl%0rOovC^|vBaz+Y#5`f-Y@W(p11i$EVzWWXQ7l=(+Y+7)@ zd~f=vk_lX7CtJ=tH|Q@9^{!~B9G;>=f#n93T+xde%YZM8hEB{Ig-a5`dRRv+POc zDk4>FsFRtcwOgR2zZZwKaBrI=ZPH2A`GMX=x-aW=F%QU%m*~$!wvK?!Jp-ul!SSOz zf&@?tXS9#vPa3RWDSYGtR;rDH1-;%sCtl`u8^Xnch;N137z$XCp1!Q?YjmvY>NVdU z{`zqlPrr>>m&h^$unfDTOc^2>P>L18mKc*U0`42Psb|xaxX5wBDIjs%_b9ANyyRSX z!UJZIP0ncg13f$)cH|+~3-V-s8losciAD2b`@r%%Oo&rt8$nI%Ap;w#a=9c;P0QXc zhdpd3lfC_99{gU@Z0m@m9vD{LdHYlTc8(2I#p37OVV7%WVINqjH@hkKep3xFY(ePJOZ>-H@$JqS~z57@}ob=hVkk0kAX9u zs5#E|xk;v~F2oa;@Z-ecvOQ2P-;GKv^W`DGLMyN{g6{yTwE;G_8#z!+=Cf8T4@#`J zw>xlm+u@8xG7|PgdhviLY$YXJL*@yLo~mY&QqbX($m{<1BXSQokJUIN-tR1pAi7=E z8uNdJ)?fsQ7-W`55*n_3lxZ5#Nv3@v%hnS2wb8X*6fw&zfOmlkX(UGxFBusmPUD=U zvyMcQ_);lU*g(P=h?7`~Xr1lv&_wxUME46s!%$%@?1;Sne4>k4>R=j3o-rkNwL_yC zW;-~@Hr%(5;>{D8qS0XUXvI(+Oq1jH`P~t+SFE(x*TfGFXyow{|9B+_D+?kI(4k1^ zA~i?;nnV~+oT7wwQjQbP+ZBBIWRBuSHL=%kC0Q1vP>!4OuDvUo1gM>kuw`gb{R&==nt?)RwscXYfp~kYvbfmuUE>%>sZ9k$CDXHSH!Gkpt)o z4rwSjnugTI_141O4705)tU!LC0aoDT0WCgg5=Nr+%^9R@C^t9(B2s-dKxiINB7o}H z6HykZ9wq<+5DU_WAddlOdwpMYZ9EYJ-{<8H4?ToT&F}sSML=!ZG8SmaL6#gQRK>Sb zPS(I0`|$_b4AvAq0XSn#Bgr}!x=9JSMCy)Xzo%*lUd&_&X<6mb&zv5Z z!~CxmHZyZbu8^WD$Z8O3qpvD_DRoLI9Ar%QQBJ#xDsD*J*KBZwERRB9m4+otWiZfjx5e7x;l1RR5Jg0;QR*)nk~W!#vn_G>Z2vi)fp_C$L?f!yej zmeWhN{Tc!yO-101hGdOMOo{hFzo21z@OTkPtPN75jl(XY#?!n1sKCxn=R^xXZRuip z&=iZn`d>-XV?YG&;fY3TB_)))gLYQuQw31CPy||HJIbC`v-_Bvu?~t#GxH9{byw?x zu$5c(F0h=)n+c{GpL9oNq-F3IMwb=_FA=Im*sc^qnQy0&9^!2sSj$1Y(Xb9r;4J1p zq%AihbT=&mvjto=xect0^+awYX4-hy(h&{)o>8&U7Y_ zgp@nw3^y?byT%E8f{@P8-LwnyK~3oYQb2!-Vh&iF4vtb(Fm{wz)awiMFu)Z$SHR*w z!8_w*zI&bvv@=|h9?R(lPJ(P{ue-wiV=Qb}aDr=ms=hn)AnwOkwd}sQV$vdB*JcMz zx)TpMKvOf5{Fycaw1^l3+Ma!W*^+6Se7XMkDHzGHc2)bA?b@AW5?rvSIHGw#(9n-6D>B6fg+8N|ETf9Q#%;R_nR@UB*S0h{!@EJ6i$Xkibs z{Yci#{pM37{28l~nSTe9(iH4j}UFPoBN5Van|31Z$_jkE%H?9L&)x`2x!fS#2wlnD~!(k%#zD- z7MnRu%62h-2aMX{$P0{{194r)0}!q%ZeQ^u#8AUqxfi^UGmmn5tC^#*VyaZWHh0%*BvA89 z0u2AO`{sbT%`qoDoxW7X%svDZ?P3V>%Y_$yiQq~|W6_pq^6XwtlxQhzb<$WxSWV_Q zCp`E20}OT~SqL3$^LI#F)fjhOl0eI}UyzUuc9--Ae)*A7l_`nS_-xt}#F_tSSI z8&LGWA+Vj^wg1M1|5SPlTc68EyqK|t@Z)BUnhF#rjmmaE!@d6n2#IUhI>hKbIpc5p zCeH{wQx05{Y{jYu#P=%CO8o;Q|G79FbqNG)4TrDwd*Aaeo(vK6vnPTG3%l4k9c;J> zJ8xJTXvx3mIN_Fq({hBL0+4{Ph0oZ~3YT2T+~56}i`tdJhDSeo#&UAyCJ)Xd!IpL& zxmcz9sA>It>`GeByCW3OhmtGvi!F}6(SMSl@693o&Iq%KaaKHL= ziS9`kwYl(wFYqT>yt=*ftf3-2w7cAd`28e3sXSIFCa!gXVR+=zn~~<-2A*1 znar%7G96n!-)cHG_bt3isbN)v^1yDR=wjzCqovdmXUL?pd!X^v`0r^;Z+q~|lF>V( z_j~9ATJGoMs@mDX``sF!EWOK$@0$$ZukYjoO*rc z%Wb<0^S|zUH}vt`fv@91Xcsm|M=KE{l|3 z%Rg%wu8$izK<`SN*%-1^6rW;`Br~dhDTLL&uo~-@ch&rB_6apaF)D@))wy z(q4bL@%v`}v|-sLm@6s-Uf%bY+?}ET-At${jzV1WE*C`O= zZAqiiqn_b1$C lf3=V=Ur;h+!NsLl0ZlTYmyL_bPdlZK8Jiu>`^EnHe*kF=o+SVP literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/ebce31e0-9bce-4667-971c-53b650f46389.jpg b/docs/handson-cnn-tf/img/ebce31e0-9bce-4667-971c-53b650f46389.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c9e129b9ff811c1e97726dea51ff10957eae301a GIT binary patch literal 36086 zcmV)fK&8KlP)0{{R3{m33r0000mP)t-s{{H?~ zP(pulTcDPKCMF=ZxU|&U++v8P2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xb&iXr004}E zNkls73ZX)3{-H?o_1q8wvG96E4!2qYUWzf?@AT%d-+j* z`8fML`08->`ZAjzzJBdzv&~k%%{TESznsmUo3CG+*#~RA&-}obAG~ufXIK98Rmk_- z*{uEgC2!K7|4Fy)H*w{%NLsC+gu*P ztf{JM#OuJH<;Ta_2V>0A?3VaJ{*xC$8+jJSJEC^R3h3{>$=A;TqWZ5$T132#ZzGak z8uQmAEnjr5lAgD=Q~d$W1~Xupt8!&iHv;Skkq8&9;T z`la`DQ=Ni7>{Zgs!?~z=rq4ll9VK1FXRtqH8P!`QeSE3)))Or+nDDB>nXZGREq|;b zX@C~voywtpsN{JLKh5R<%$Gplhbuxp;CdU^LyL;T7-cB%Wxwv`)^n&y6jH-L4)F`{5vGdQE6J)Pi|G zT@e7?L&G~c-}CK7pn0=T+6~Ym=_ODfAi6W_ZN77+n?^s*z8%YU|0Ni*?L1u7dSyM! zH4QO~mRDsZ$GX_?%EEQE+YS6t?`fYGd6FHfEHj5{e<;Lyx9iWJ*Z5B0drBH7sF(Y> zRpgi6)BPFfjFMi~M+wEG_DacskxYm2>nD#{p=P}gL#-h~PpSJ!@2Nt@u5 z3LQeOgqNIgGnQwj9^%!pWIF z@is-%*DC4FTt2l(o1oXHps(NP&z~ND3>q;-M^VY;wLWygdPBy|Fcv407SN}bOjLOe z#V%WjxfKcG0YJSa;y9HweD4C7!WXFT8=IJ7{p% ze*XNqr5UF)FvnF5k#!yKu5Tp$N1&fZxUqO`dwGg&u-=F*%BnbIM@buJPayB1-fIzW zNn^6E%5Zrg%8Iwuc1!KXJv|P7nc-Yla8uxhiYq4S?RHsk$ZE0P#bJP{s^rSgM!B;H znvnT@-M6qGbg5d1NhQ6XBz?8|?fT89o7>l`SDzj~tsXz!y`KGR^$mRau<*O6sQdLn z@96_jXNR`U?Gg0uXvuy*$Y1>e&0CiRK2KAW@y48vvLF`~!0Xyih-s;^(e*AQdAV0y`__)pg+v5fd1wBwfy*ad-dC= zU*2#0^>5!gC#P33lxH*hc#uOa$9h~-&^uM{Lqq-k{jL7h-Ae(zms>Yr?(n%fI%5#< z7LFqRoL83M%##(bD421a=}(C|C(DdpsK5qjnCvw`FUJA#mUv`<+xN86>n#sr2rY{> z;BNH+1oi&)0dTM1%om>?=d0g7y?WohnZNnQ4Q=+kWudarp#4E?%phlKDTi%z*@1@i zi%5FkBsBz3FOQ(xc7%TCseCMXbt>t$+iafAt$ZwR(++N^0EP7zx7rraZ;|w;6;O-H zw`)L75|y<4&2ktHyN7)ME$ZF1lr+@5pCr9+`$%t`(M0*o(brr|LxP``*yYZ z2K2T1JEGt;j{;^hdnfla z_NlgMQ8-&t((qiI+(gwdK)s8Rk~T)}_P$@c$@lht$bI3nEUEXq2)d=KEW+L+%GguV z__RKiOQEDiilFaiev)+i<{F^8H{S_36>79%~;k-qn;PRCXv2eB#YhyJV{ z8RF^8)uWT>0|AF<@h-)M+K=LmL`lo-Wv?}H~#|Y$M2l!`L==6 zkc~T&xg=Quv`Bi1V?8#zB?5}&?hBohdeOmP^5GZ}%$!D5uA!q_N6^&oUXZjE4*}Y>qny={c>!vXN?0ubTAu9Or)9o}q3C_LZN@{DLehJYh)MZm ztXP5}7_yZi=+|PnAAhai0Q84%t#>chW^A%N-DQwH+;4(MM!4}MzZ6N=xBOard8Q_j|LTxLz}fdVD}*7G zv`IyS2)gK6{7<{V{c^~>0N&wUYHQ6Iur2)q$!&^?maF{r`vQ`sl z`46Vv321q;seb9M>x<$ksnfjP%n+m40e@Q_Zf(SGx(M`hTNFi}iOqrGL}*11k$$nj z-0?zFNgw3N7KM5t>tqK>`ywwz;mb+C;dakw&)%())q^kTh-#EI2H^TjfR+G6Y>;@M za&VF$=~MzsMw-wg+eRdf6R|vq$s2a^c#K=BiS_<{ z_d8@Rx8-3N_cUbB1M_$Ci866KE0y$OI@^2#;5yzVjI+{j7+iiqm?3 z@WVmEkHG{x76J}{wpKwqh0%H_0uF60Ze&}0O75bc$irB!{84EToDyE<2H zsQ1Sa%3UGK%9hJ48-_0g?I3CS`b#lt7Aas+=Z3BIvdNYF0A@A0kbj_=2fg^=;#~wScD^mAHZ-u9i`0BzB2HhQKZ+C;85M%B!jJs)Gr z>7M?$6n9S46c?Ev>`}dqo}w|g;mWdF?r^98;I-Jy+Ok+z*&zOt7zW-Rmw`@mc@=41 z@JIO$Nz0+;sSajb4B1Ds%)J0MHO!@82WTE+iKTdLm0M;>DBX`Md(RpNa^Pyc^(@Du zjarsOUXb3-4|K^)khI}t?H0LpauW+^@8uJQ`j%+CmrtnX2k#nR7lD4tQ+W}1kT*cr zZ=pPD&5)P=pVUZ^GOGT%!0lEqy^%&#nPdK>= zyl!KWEZR}hIMFO-83FBSy%lYq5;LrcNV<_Z9&?Q zw2x;C4wRg{pH$L_o%?pviw&owVZG;1mcIe!8Lc;?jFZes3^?TB$rH?w``%H~C~JsQ zCjN;?TGiY8G!`Guqosh8&W-=X3Lif(YGp@SCn7F1aMFuWva zNSe})wL@xj-)#x^DCuxNS5r3hQw?>IuP-;Ph20QIKYLG?M7$I0A!)malBS8ni-xS% zKvrWfL}BgahAgF^^9giaFX^5v-@aYS_qTGUuQEZM7H(zncPjaQ5745~5H$nnrkf;< z1R0aTo0Bs=Suu^WYIt3E7x~#ishABFz#hQl*;=a8+}S8)`9JuxB_u7fmQc1;^l}Yc z1RBRUJtB^hUWt5ht|4r(YT||#5*!!Bje;&DUb>Hx4hcX}wYk=GXu!3Sr)8d|3Z=Wr zfFpAP2_p?EHe$CtRxJ%ncaB1b8|s2y^Zs^G(nzQDdbIoY?knH>@7>e5v+5o6d-+zR zE{65G5HC=i)jBQlDw^@0hHN_}dhr0%dh@QLi1EWl&-7%)#v^Dg-K|1FOC(LV#4z1( z1noq?tm`E<-qU)HRnqd~jrnhY-kH-Eva=#-0o~+C4HQi!*M&-YzMYyakoKL58#G~) zdWRfnF}dFg8tw+K!03iTuhln!%q>CtlS56Rt0C(lYDinYxeGxD`*+NJci(h$$m2FuersW*s-CRlQaamMb195 z@4iV)@Ue;#0{IJGH%KyRuqtM=Na{oaAUeC&swa#HPn@Mx?2E)xTNeBT%JB2-TEdQ` zhWA{vM3E#95^j1i@)Dgl@q^0^gUnjE+pfj(h`+W`$DP)mhHVbx_OBIQ;Tl7hZS{IK zUw!?mHxp)NhFRp;TnM_JzTAVv!K+7cP0_suf54%wOI#zlO>n!yt`;f9caYoUdR6O7 z;3oXh@`i!xh`7Y5=S{PjHC;P|)XH+p!p8AH8uRc|KVRM?x@T~>K3zF5_?cgwcfEz6Ba zdK=ug?YE$Ff#`#zW9yZCrK6+)xs=0b3sLU%dfidApD|QL7=2XwVS+rlHc2swVq2QZE1zHhW6kfX#q{hMcGIM*2;VSGMo2# zhDolmQ0!si?*etkqu>9ZF2;TGyRZd zK9h^GsS=fRxToYgZIUQy6qJ05-`Alsei7(oRX8-d98lgc%O_Rul!yyl+a)B8vh2ES zi;-1@w3TyRK+?4yeN+J)+8zlyFIs#;(d`^<+yZ)cTNV(Ne8s0lyLXWE2YFKCb`o?{ z?^-MZs@gcQH6=~RNQsrj1R7R5x77_Edch8(%kJsAtPbP2FJO|#v4Qe@gs^bw2yPFH zB$B=s8@Uyw%>lbyi@E`{Xhg0TQ<0k_oN1LbVHcI2Y5C9|51}XpbnBLAo|7|_ZjPev z+5j5aK2iOq!2JnH(=ajK#QN2a^@gWJhKpHa@(6`VTsCxM%*SuS_nuyDo zgJ4HIH56xhQ2}DN6>H*xq(j)X4WM6d5a>3!grK-^$}Rr-g=e~Kk1ernb0eVN>52AM za2x&#pwq4q4>6P1DDQ|ryROSZd+<|yM7dGy**#sT5(sD<^c;#`=3*q=qSKbDG_?Pt zR}np0a;D`u4#QB$1NNDtq~$bGDB{>CXcX$T%;Utyqw}Nv$_<^rI{U4cKY4T7ZFEzg zbOHC<{#Ss8?JmpQ3TE8XsS|+1UQ8Jrlzgm;Vn9Lh`k^IgU=vVga!$fM9g>&?EjL}N zi8$|X9$?6p)}?4nK|R0kch-ENdRvr%jkqxKj40`}Kpw0YWc^J9{R~Ms91x^)Lh%<#$OPVV=8>qP6vvZ&fBcRmr&i*4gV){cjI6?|`$ z97LZRx+ic$<$ng$Xm*t^`Z&9)L}%D#D97pmq%Q$l?gwXfW)#q=9BPqtUa;LnzRRtd zOrUemdzH_;h%W6lTB@#pyLp%;Z)W!9CjleBa0wc%9*@0MHw*gv+h|2U5;U$R9BS({ z*)5Xp+Dcqf1YQD2{t%$kZG-<0Cr0o%-qXP&<1I}~CShBH3T$}6nX>}=Iyc!eOX<`e z9CBn4^kDr^$X7_mM9*}rs}@?a|B10-emdCG1@&f2)%9=xdiCMe`$u#Aa3#Nd|9G=O zqt!_t#;>;_i5p(e5@o#;*Aj_mDkTIcpJ%>p24+H$;VWza-J)iUt6YvlpR)rhoN2jt za^q4>x;<$^Pme!x`TlYCZ_&aB9Oo2_P?!m$QuZHGX`OhCiC7SMg= zkN0+&ILA^ndiLy>ZlS&#uv!&{X zlAa8iE2$#)B4m2ki<^){Kn^x7J5gYVPNM7F)s{5@m}=2nsJEkPQ`!h?`&=|HW<7?? zii!7f{SY+jyK=Dtw)k!qwX7A|$izOa*>tk=UnproOnW?&<3dR%F|nZ9A|F5u8D^ML z)o&X6DCz!T{^mtE(*(^k{rJ_Hb|t^)PXhXm_rcvGYSB>AqU>0?C_F$X=#Yx$Bezbh z;x(W5F^$s-Xml2NI-nyw*s;iO&L;@@7uZb6W5J0Q9l9%9S+GaX_o`i(KyMXZg@sQA{S-trYZm{SPf(MK1q%$TGbOMf$k198>zNP~hGnXfJ}^ zhJHaH0_X?KT@FOu;7xGxC#z%Z3l|KabDc``_i~UR|MDV_>`rF_Fb2WPa0}3RqNtH@ zgA**EKO&0*ZOYYZx)s%1+{{G|(duId=*HFFW_ik-ynwd6r&ZEZq4#n2el@@cY1~v! zf%UHalC??PdwE7li;`2=G0}mkJOwSTzj$tNCd3?HRG$vM$vi}O+b244FKJ!r`Q+j!}L=^_Czi7nkjxf^NNnPEO9H2py$bx!6Y-aBUB+ zmmSo5`b$h%@t$_fZ9v+qT7CgZZ=V2KK4jWxufS!X(H^upb;&4c7t#oH^(BM=XplLXKbSJ_nV>1~cC4Xfr1s&g4=xpG>0ZpNeSvh16bpiM&k z7LU4=D+`kTAfM6eWdzWMp!1;K@s9~wK1^Qai$=Z2p;XX$Kod~^0_%+g&CY~Bt_wt2 zbx3+H5~O5;q!o0cpvC4>(j2n3ys^-;c437>e7HNjr+m@d{>dw7gHI$%p2{^&Nq?x9 zIjgkVf+c_XH+X}-pr3ZM-gA#;Gbl^T{WP4H5s!C*OdU6ARE$u>)vxuj(y-EWV#0mT!!*e9Zj@Nteud zHv+oA&@lvUFB`XPs)C?b0KJz-AlK^0+{Z>D7-|J=M&~r|nL(!%G`diZy+246&b{SF z?|wBCa`!3^vDK{V;STJtkO^E!8#M`v@PQI>p~B$>>CFIg4oC8{mt(qG{+xV;cG zGMplY8sBjq0Xo%tptksb3i_i}e;_!6@@8-3dP*J&H6~7PnR~|5^qe4ono$No>mN?) zE!O*)=ltX)&dG=KqLs0bwAKy$^c8SVqrsuSON;n%%I$@qw+ zfm?t+_B5V=MyfP97HA;p=I$JzzyBJv=Dj60ZzK|Hv`-m{_|U=BS5z}Of|s&iJh^%` z&8(yMlb{u~qe+67Ad((D%UT1ONpc-$0B9-%{VnlHs?;EJGE6-Le_3R*7J z)$1;FK&gl==5DOjbP=n$MsqR-eV6z$PMvC#N(}uiXoJMyw~RJjY+$%T3$s!4G_P~p6$}IaDxOOausOtl1tjh`l$tZ13@!Na^YnGy76H!d>C{_ ze2}Py!vr}yPI=Rh-4D+6H?LU~^|sr_JlAE0?B=Vtu{30b=HOz(nrI_T2Ef556wz9T zE6ZDR`oI=vk|tzM6!m&4r*EicJeN8`G5D-1m{t28=!YLln%%ZxDF0H>|GfTr{qy?2 z^*S*SWyAabNZ54BbMi5CS!l~St}OAhV;^nbv|`B1C%5?8?x4uMiG%GVjL>PiP3(!% z(HABEnO!3ZgT%Uvg#k3rX}@$as&%c9?3ddEo@o=B)mTxu1T_CGyWJZ7)sH|MG8i~J z*k$IIS@x1wMu&T{Mf%^CYs`Z-`*Gc@n|&$&VQ^y{b>spRcI#Lb)*AYJ-u3Oa=adis z;JQS#z8`n!W=C&7hSAW-m1Y&V+wg5X2b~Oy!!t40LdHM9TP_HGay+cxM-wq4%BsA-G-|owG(-!Nh*;CT{HR&Tx`=&SZzR^tVR&O7X zG_vh&sgJA^nc%iepE?grXZ8} zX}8NL>B!ZGRMR*JXt3@yg1TWRce&q#stBO>NQD+@%V;JoY$p1 z;z`nB@EW8c<0znaiGUW()Y8A4hx9^8tGiI}KttF9di|}WUjTE)3En~c2|H$}WcJ%$ zGx}yJYSs=VB;B+qMwMuEYCz8Vwp!>Fa#`7u}z2RKTXH?1@<-_0uK*`LABPx;>)!q$a&<23+ zf~*_2Z1+_QA+R84Q;~AHUW?4}6#Fmw<`iKc7LMXI+KY9UbtY88clr&Xj^XjT<;0LbQwSwV+PpcVD(hf zdYkkp>LSgGOC?PT3)V7lW8nyHw_m`JgxB7I;scUKyP4gYA!GhxH+$$X!!zPUcKL_l;W#YL&DR>unfJAeRs&-JzokonmTZ z#85xg=&W#xI%MfDb=)+11pbCmggNl72F9F#b##ken3 zy=$`w>YZ!N_A*H~-5hg!O^V{b2xi<&YD+0Pvplps(;{dLz%fJ=Ljy_U%0k_7>B|1g zS~LzUH|?%=NDcc`1l{nw?4zK=B$M7)Pt03@naT&y@~Dsod2(VmhOx;7ph|kk&g>(2d=p{2yFAS`Uyx9`Ik{s-6I@2iTJ9Kjmmdczo1A3=I_-2oPo0xzf<~nRSvW}Apxd>MSh7vX#;DVj-|F@9(Wpx%hgks2 zKgi>mMqSB)o~dUotJzoRJtv2;_=h9Mf7UI1^v|~{Y3+5}^vJH6Ezt z@r!FJhVCca)A@jc2SD3G+*+RLv}^KEr%iKtB1h0Fus;S}ZqbowOA@?kltuLp9rt-U zNm}gK(uoDn3emWuq_@xV?~~S=q0Uvwe_5up~lR-?lnptmC)+4gO-m zG?aoiJ3r<_s;rpT4fD+8On@5*7L2M9)R6R|D`KCGMG`ZBzImAW>({S8JuLpjkjb&G zGSF9aZJ~BY&WmK4qh@08_ICLba^Dv|mB#nf>M2zqY zkCK)HoFt~~b2RQ%MV^2|fUX0oP${SRwcFMfrH-m-yy0LLDd@!}fEK?e5wDDsxQ&^T z2$?95Po0Qb;u_2&)K>YhA?Z9H@(J{R2>MUXG=>Z$%*gy0vL^ysD^95Q*qoK~mqF4N zlSXZsPmV zaTaH~)RA*qty&_K5)E~nv{ul_(C6ope*GtshCmpuYPT&6+56+jo4sQ-<|WnVb-gL1Fi}DD?~E( zz=#oo&KPBt3@q2$&n3<$Bt5Yw3v^Tr&aC&F*@uTeQSY&7syr*%klFWbb0TRuoQ{*D zlcY=K*GqkV%$$gKgIZ*r5_F;5APD*>E7+KRt=k0p8(Z8@nG^W0Y0mbEbQ>fs))O}t z+FQyeO(K+IAdi5*BS*TznPy+5yr*`HvVY>DfJ5A{qO$15-S!xK+01@DscbopVp7sO z=aCR8(e9IjhDGWap!a}MRNKu2y23EXNfYmtwvR#rxwv34M}{m}Ij+}v!BL4l`l}_PW?8+q zU|ovV`!Bx0M6)j0JT8jc_T`zRZH}7@M2{b}*Jv#0ewmmJ?KCgw(DtLCwNcqZT6CH) zRXfFO>#EIT4ITW8c^=xe18A!xV{igm@z$JtO}R^QipciZaN>tKImL1sIB0+GFbf=)%>U9K-8a?L4=rIZCX|GGuelEB3Nz$0- zgDL9fll3Ok2@;0G62}_=E947GaYa!IXiEH9ahI^mE#c$ghAd&r0$Ywe z(nX*o2)PqETk?FO^`_fkV_6^SeS*5W4|#8Z&X5BX0{cv-aM1nt$$@x>AJ zkcU=5I`30x`IkY{j){H59E>VQn zrEh{cZ9rcx5w>Z<6W%hYG{kPT%B_{>H;lC$zg>7`NeEr}iY|e8LB9M0Nly(XwPr&* z=0lJ@lzVxU*=X4Zh&z6)9Je&~*pW`ABZ-V#sqU6kYw+LCn~CB`qI z;B48%oCMMaY3gci+``>BAui2$rjkaU$Q5ibm9Q^mhh8e4aHMB5 ze@D_q7*8$6)HRZ}XzMRnVMv#YZZF?~Uqoko1OTfZ0bT zkCT&8n-|j%3ncBtDgz*%9I}T+U?7w*RNiC&HzGEwdDgNYF9p4qKrwS3nKlU~ekf`2 zQ-Xrm)()Ty=)*F_eN$`AQ zk{N$~HrhXDLkc?|JG~4y-{0tUGUl!y`m#33e_sE*{tv&N5M+>@Jq!e+S2Z?hfrJR7 z(Q>A*#zUzzp*=60`8Mz%_S6j=&FSNwwlO;)D|0@tvHG9c2OWdpM4F~f1$6b*p2g*T z+@&!f>zX*ffoI!hH+fya>bX}96%Z$4@npITjix;XaAuU#4VO~bX*Ye2+*h; zXK5-9ntb=WB{oR3oM{dvJhD{%j#P4OTyiF9{8kyg62y`s!Ry`OWOe86@V5SkB2##`?4>K*mspg+iEz#qX|FpLv#i3fwMtt2A&^#$C{Uu$ zilDW&MKNRW)FD7O-~>1sKEoF@VWxmXlq%`N`R>$RkaS1PRB#xNGteO(xCr!(0Wn8K zRveM^9t(v&rW&!M5d!L+%X@#$sup{~M7Eg(2x7db-dQ?GXe+3P90WghHcwJybx~@< zP@ttpCTH3!`TeP+lQ>6##J9Ygs7{phswQSIFP}(SS#ZBT)Ai+N`UYtbG}mIL67Mun zy>kP|eXn&2%y5juFwj_L>3))QChq2tSE*ngMAA@iOaU|Cwup`JO(b2@n@&z8{lT1m z@-#>~tfgA5mQm7Jfu_D7nY=qn+MJFt{S8S6(6QYZUM$YE!QutAV{-qzoL%iJ&%))9 zB6W?o=P2H3D58i}7?ilhsy=#zUU&&m!Ru1FZ9LpoHV zC3yuS?souf7?vP9TtU2`5Bs(DI+S`M=}*(3EYEZfNk`DTu#;~N+J;E>GZ`Q+luXrqmUcR6au6=Ay_3>hq= zPZX~~!5xw|2#L=nJ%MI@+EUWj$5p?IIa+VHFChpjv6L&Ud}RsU{4Mon&t9lp2x`#y zq=AzlMJBF$_UJ@dq9p)Z5{e>2qWfo#BMn2>s1ESO+!g1+BOhK7A^+8BQ=vcokNEF79?Hp&QYd|qJ2sq zc~4_79-`;ojGcg%s~L=f?I_wUzucL(7;ML2bnRJFq}PtM?&)2P zl~spjxTibVmK=37)>b=oA}IHX?jE`r^c}rHO1iAP9NPgTY$a!Qol8l-gk<5zY`x2*T zuI8CW;|~hm_>_&D?60n@`f|{gNeJ9bB?|Lk=y+$_+%kQUa+Ed|8*`PmTT-eZKJj+x zA!*dAK$)?|g(b(_kW|W~$9O^ z+4K}oURQqx8taOXTr9%a>Yktn9fwb~I_mGmdW#Dv_6p?Bh1(681?a*05vv@B%vte5 zd1Z;w&YkWxQ`C>J-Y#U#zawen+}Z%z=q={0t-f2dIj>r>Dz+tPe6C8Yqs6+ruE_@p4v_-RnVJUZ(b4ulkV(rH+SBGR zikwi=p*->fNn6CS1dY8-^wetk<=eXE9!aF%QZP{$KazA3Bt2ifktck;`t8ru+oqXr zA8D}vwjBYw;S^~Sh)6+;`@9#m9t!Nf#7rntz;iHfjfevB%y6d$&U8{MiLiiXW)qTD zlH~778h^SdVIToI5!Cu{e&=FSNV?}T47l;Ra_szA(*JtAyZ+_Vt3Q)88aY@NME+MI zOAOb%TU4G~Z!CNQuoq#yRl9a9mkXfGj>Y(e_cWSHyFSN(mMH2iQo!si$~-s2W6v9X z?|7dEc^@UsE;3eb1hjkm_U(axEWdbLuhfu<6Q8qx|NCc}mP{r6elwfBSp7L@&a|gs zrU7H(8f}vAz?})uDOlLxjtXd-RYs}k;9X@E`n~0oj*#{CDFter=~<&sG0z<5$!mjq z8egoYLs5TyPbcIG#Y~@ESvN_t-02_x{<~bpD}sh#a+gBZD(O?u4=7bfNek%f*Z=xU zpvi0OLL1$XpakAwxHo0>PX(8HNj4akwxSvP)8#}lOH8Ljw zbjJQ(`S1zOwDLq8&-E`Spe;wSsNMo59BD)D?G^S&l2Zq*MNV(b_8fHobaJL&y?_4C z`@g2%&SE738zwPP^d6uw8iL;5ZC~IvxyrzEi4FnQ8-{&_GkvJCr3hX=h{H-{NZO#f zkv4|>PNEz(fuvVT_+nyq=S0$rZVMu;0J=U<8Dg#Q3rqKg{p{)*ttn};rtnMMZl6HE z@ffZ5d{zJQ{!jK=K5+;F)MMn+U@PbQnp6e;4pE1Q0dDcAJVG9nZ6w` z!%`IuTBB6bOca%k(GQCHBU>A&tVgz!UwEbo?;h2iBk0}HzO7W!Pgop4(zBH64N1pi zQm+=v$x zav5ko%O__tj#wC^i++#(W*xT;9MyZVZM2^^fHtS8ffdiRceaSjIW$KWo}NVR=9bad zWmQWqCGa@VG1rX(o{!-RW_WT?bM<8-GDTN6`Xq;9T#KZ$k_!isG+8>kOR%R;FFKO4 zc@kZjV-rgp6QC$?1YHMSs=b_POb(C}tekeZgFuzf(27CeeC+08Nn3WDC}tMrZ9Fr^ zEWjTAO5PjI$W1x!(Q+pK=mDU|LvXr+2P8jTwX+7|qBsA^v)fU(#T9P&PB1y9zEUHr#NA<45-2y@r48gww z>ob|&Ful0mvTX8qSUYVXOafZk!C|% zw%8OC`}4__CEAS+Q?bAoO4=&><+KHlp#5~C!cj4hv}UL(@E_;Jx^2Eds)G*w0(PdL zX#ts*a6WEaIhAx&?<*&cSXn3)CX!u+JlQj*nZzuYFBLQ=U?%n=^m_-;w-}d8FC8V$ zop#8R5==ptYEIo?adJ)H@x zxAT!9SRP~AuvGhNGMVp?$b+P-hD_xR=UZ}aGfB>)r+OJd;|?rO)H~!JSV?Y+OVt|# ztoZ0@Jkzw^#-5lI_B_pdmZ95qnpSx}t|94bZX5OJ&kVI^=E&$GvoTx_Vud*QE(%yV zSS^giGdr5)CMe0;t`&~tYZf*n`xP{!%05Wi1t#c{mK*89%RqCW3!u|Uz2DjFB%x($ zbo9jmaY#BVD!RaPHtGt9Ofhrg3gw(f(BiN{()ID2>O!hls3;8FgbD$2NsGM6?rYF5 zCu**yIU2HAgEXVOV-YAr`u?I$1POdIoXDx|6vH*eaFV&iXu>p8Exr#3xT`2>mIqv9 znM?>;d(jbi=iF5R^*&V`{KZ$ZPobHZiy(6DuMXMJ<9nOKeJtReE`g5&&^ZahITd=@ z#+9cmw63b8Q%(ssCncELh}nG9Mmc$+&ERvnrkTLFJ~lxx3C6V<=8!RPfg`0uMJLuf z62u~1l+>(H)Hnp_{KS)u9SBUb)XT%zo$~@U9GBB=-;pteTNWj{;_X7=2K zK`*DR*I}8bHvAURO9(?MXD>(^o+-~^%tGlN*udNveu1i`aZ}q!iYmqgntUUJ%QQ9A zwbL5UCc2@4WDhh0VYkFT-9!Jp{(1e;*wVNAbiem!fB28j_H4$#yO|a@lW}2MfVb6| z>bd^n{7wF_H*~xGJIg$EGv^lRzg}F;<~WSTfR&`mPGb2F-=x>ye23jqyA$AlgpDws zNdz=Qar0&i3P}uAKh8d;dDw0TKfU1U@)t(kSJt@MX>~g#_A$_{HO`04EYbWEnQ1wZ zc3I}6=f)aL>R<~{8{JTajO-3pulx{nfAXTA8YwhcY|B~Bs&Vmy<)G_BbkMLHk8m5_ zlJHH+qMN<2SV^XrhB!>(;@pOnib}}JpKAflDiISMEC(BZ+5YKgj%UjCQsNtmCj=dt za`B~WXMO;>Yh&Y&Hc9rUpi?&F%RfioCH`lr2`R2vLiGUj6I2M0WXX%5@d*&^7;e-o zRMH7XgfR5U)&u#1Ecm0tqvnk+m*2&p@n2f9citENaY|GYI%?~6px#ctRquU?d0buX z-gaGB0q=E1WDfNPSt|QiiiUnNQ;<+^qDN*>I zJ4;EMKm$QW1$!}QB>Ev1^-vUaI6wLe6V$u@_DplqH5}+Q&vXPmEfx-Ij*C3xTT9I| zKhqZ~xloRYU6J$^NlO&;k_TQTEdm|5S7>SKrL&tkn=5l&RPgseqo*RDk_ab~uJugI z4+`3R1G>>=F9mD7&4H4(v3?%58ssEaY|@+&5n_>2L2ElLNsj2iJrZ=0>ZGkX0li|~ zSajPahCI7C(d@RxzCk29E>~|HzOYlmr##aknoeTAN85FJ}1T z8tD>yIC_nT!QPZ|2)-2cR{Ypa#Xf{02WWQDp#q%wTbQ(PrdNs0;KFj~_ASnIU8Bl~ zNqcR}x>&tYJque!yr-mN%3YBsKeXO?2%}+?(%iNjJB09!4WOIcU}JaLxRgt&b(QTT zY3P|7MSA98Ge<3PflDoQS}rnw3v}7U6b}=F zIvcF(FU;ykpc|#kw@495fQhNHIrow1mBomI(>h|N+${%K0kJ@u`l^hpUBh}a0ez+E z2VYe=m4q}toY75;-&s43Xtosf=Fl~^HKoYqp&#*L^=7+R?#m{SRlG+V*v-^?S^oiO z_B6SW)wg>{S{@(sX1byyCuq^@o7*NO=ma&I(Ai&*i#;%g12k5tdCp1WA|Yt5=BR7$ zGM83^9d-&D^KQ9rGJ+>_5$Fb^-G#o9u4Lprouo>3&i&F@k#PpPJ^_s>g)jhIE9l;Z zzB?`sRFAA}ZWcvK=ChUc(U3KAC&PCWndOPSpIrfhV~c&GyBOq6z%Bzeb$O>@bbf>( zBf}e$;b?fnfx1l67~h0|8+4?n5%ekzW#WW2w;xG547L-s3Ja1(>WrOQ>RkbJ+1^V9tXP}c4(4ZGo3yy9Jj1mjz1b?QWok|*2ZIdoIwu{A)xRX&Q%|(-Z*|kV6rH`{0 zOsu4hl1S(t$$5<`9e5D=KErTGm8A-^^e`F;e3$wn(2%sapct&lxl20@pxxBDL&}d2 zXZ@@3%JN4t9S@gc5B1J=`cneMj>QC6Dk zE)vCfBI#)ogZFgIjag>9K_3RtcG}&E`Us<}M)cd#4-z#^{i9x4%@gS(I&S}rph+{B zYhw>UFF;H$QJCQU0!8UyyUzc~bhrFwXMdi5(dIesD&+aH3a!)N0b)Bt*s>&h|j zlXFR@ci)jTI!VQ;uBhJeNx(O=wBCAtu|14?U_DwJo|R5qo@=S(=LEe(faUcr^D60j zK?<{m3qK4ty`mQr5eH8t_L0}MjV)F0v7Pn(=H2z1KU8m6M7ch-zM95Kd5vLK^8fC> z0-d`vLl(C0m_EAGrPs`o+{ z5<2b!HEvjl?@fi!Yb{}vt)PG1yvKIdUstRCk3fGE$3`6|x}rrMuB;j~oo@Az-rtej zBslj&WawoH-D(!IoB?0ldTWFH=;F2 ze`SmA-Re}*I7#jZTH*)wElr7Bf`V3p7Fu;Nh~PwEW<5=@I*(MeB_$0%^bSpu{8gi8 znhmuLsFCsS#Yof^lwrM#OCsH36WSdLy*N%lpPcDG1mZi?#7W;KE)eZ4MG z_u5hn%#<|DB*QrOQ#vJBN1U5{&SldcA1Mg89L+W5MWKTMl1^)d>(kXO@5D9w61}b?9JCXEm2T5zoJMAUz z2Xo;#Lo@BzjXT{QLkbvX7V*71Khx+Nnj~GdeY5YnHZQBTn?Q?Z$0fohfMyCM7x$^Q zp`3gbHcBuN#}A;^TMQW*Efh482$nle#o4qOP%lN&v$hP=MIpjVE(D$WMcIUOR-j3F z&pwGou8uGW_kKPB&3h(*meaNtY4>YX*5y!dai*vBfM}m4OO=Agz;VKkcF@~tlvOmC z*sDR}*#t?GUREW&g!Q%=_I1}TSz_*SxARL~41i!}Wz_pml1n9RHGYlTjYZNdCojOB zS>y7k&n0~Vx)Ldiw8h_AM@chXq_c7Cb~X#_z~g4uG{wPq5KA3aM?vT}i@TK#l8&I| zJ?_X}iKSe2bZFZY*CrD$bm<3@h$Fv*g0d39B<4~{lW7?ZYHaJmv<^KEP=?A!&Qtl4 zUrw*A3G@sJP&w2{c{i}$oU~QYI(>+=G&ZAgsu;=M8+?T(N}7x1U^|YW<&}v+_2jgUQ9nAb2%}rib)+y8@3&FI4=0{#a(h~8DRjR*W>9$S};5whw zdkrbCJNbD{uI!E-gXkWngNlT7*kFnQX*mW0+MlM2AZZs&DM6!*fjrY4d@e6%TF&n} zYu5!9l~nnN4oxnuZ+ijl)f*J$x=hj~M`3dB<9^Bj+AIb>!W^IfCA%8+OpDM~NA(V~ z&3hbgm9#kD;$I-t5YwO)4o&=a+qNO~cTt>yz6;GrP;aECrI`WXiYKJr3&?OI&2555IA&KuyhE;=<^e$_Ma@*X4wXbK# zV4(y2Cf0T?tXe*o@s4ILkEi1~tnksq^;jtT1^dd)aoC7uoqeZetTl@|wB87BYi`6A z@Hta4&$*^_5vx2D#hIi5dJ#e6zCeQ=G$rQ9MAE4^0%9r!v#JwCg@`}4pI*vR6}G^J zougEg=i|~&-IZEQgDV^=Gv`&y*ariuB>|1BF^Q_gC9{}4f}~TPYIyCoR1T37&?nYg z*PJGCOjspdr6TEey+7$A3!j-p6Wo)1q4jPjN$a_$=2iS?^d6e>6g2Omk!I zl3v9YB9YWW6X_Cg&~%8`o-FWw=@GP;h~x-53EN#mL`6xXFp7C)c&B17*V;!`Dg}Mh zXs6y~EmbG#tuK6@J;63DXB@PKe%?DJn*N3ZuN~<)cwwugk*7;SP8b{*9tFH2RLlT6 z_HBIw`d-vKV4fzz7wU*K?fz_;=XR@%;f-9GeSRw+<08<{ZCG6r2=@7TN=|f05Y#Zz zEx!eAI4MsX2JO~w3@tSnvQzR56+wbVwK~VP3VhWgXbH(RKZGmmw4QL3^!}R-rpjT| zb-i2(+jqB@_MCA29M&bo4j7Q5DYqIsVU%NS_M=9dxw5Hkbcr2)`So9$v(aWl!nTc4 zv29|b%~?y$ci&{IUmLHPcFJuwXI(w`AuN;o=k?F)pVv$Yo5FP!jL*qE9md{JeBk-( zw1r4le|PLu-ow5}8nNB-+c&^j?c*GV*X;$^hVUu0L5Ck$FuP_$MjK}o3RDlY3m9zi z=(ca~=-0-q2R|f<6)ysPv#J#|NTzsSoH-}RY^C5Kp0UM!YR7FN0nNxY_lo)L+Xz~> zpKaoz5!?irIXBZLmeAM|`hvkox?24Aezi1X2IKqzTt%~e02=3|PmzQrEzq7%e8*~l) zq~59KQwkHNNZ@4}S9?fRk-mK6NizMj0wtHkZeYg+GZ@DK&{T~KewJxbic21|Mw=p5_UwoOGACL03|J=102$&Zo_cUG7V z6G@M#b8fd-7#+v~;fFT-*gAYvc51!7c>vuPi0X|0v7~iODmP`LwTI+29enCGu7Wu> zB*qtKGcMW8GB7iiN(3yk5~jOTEi8&E;#$1@$ae$t5J;m+m%C5vs3Him4H zG@}c$NFbpuVuGX{236Uviyj4EZhk0fg1&FGRR@x8+O7KR*k-VKPH?6@x-Qrl8bDt- zU@9lN*fuGM_gCaIfTUC1{@}4ERNkPNBz-a~^oo*pw?%n}j>RbHdCR1yHQ4CYC_~2+ zGA86BLzY@h_;)$-e`E6;C|Bx|H&PlTEue8uAnaLxgEQU0qG_iC%Vft5rhlpDgoe7z z7d=)iKt7PP5@^a32c;I)J44dsrRJ)RhU1YiWODGEWbuU63=uTeXZb{X?m-lQl-3iv z2sp`DbBUWve;{eCHvn`_j&Np91Zxk+YYuAK`5n|-oP`@M7o5`9kC%ZSiy^(Ua&UfK zC00C?M;yTvg(v0QgHQHKL&hd7O5ms<3>g^OR*Lkxm)Wlmzx|n{ zohYb$x|_Pzma1nE@$hTaZyc47l{wBBPYpe@>6Cqu@0Ko{r(u|r#8el1O+ zF(1@9DFyRgNoyhsmY(?(^7D71-Or*m-KNJ)@C@}vX9AL@EHcqcITq#bwu|dGFa8kp zld8A#x9o1Dq%l*1wrjHPr*OVO4i}|YW)xis(w@)yNpyJULM^mHC<6`#y`M2vo zmULbfBS~Z0u*r<=AZch4;@8YYy`Rf%b4(u=Z4WMBfNng?$%jeOWuZ;jXyM2U@*uv8 zgccUtB<+c$8Ji^$^uKhHz}o^RMr;(UH$bCEz(qu}`SlTWZE9B3y*&Zly%Es=`4i9; z2|CanR4R#}SZ~zNxrU2!)t0uKe6K!x1zFOOwc_ke1tirjzn0 z3O-moPJ=?{=o+PVPRIu;(#dNNfwetrClk}lHn zNdk?s#a0QczPF~(;h3T&8GY`d@!$$i}uw-9y>j zk~xviNgnpCu_ccl*%h4uZD=-Pe!Bp=RIY?m(8flJ(3&(rGaV%cxkN3|1e=Zm=(ltq z`y{Z}{7V}W1>c70Y>l$S78YzQWc0FWu#0LtZ>;Ce!|<6lQ=`p`zhJ#{jG{Gni#8|d zf$Ghwt!fYb1rk%3&~#;#sBFVC-6$1E<9B4_29p+AE|XxsT`Kqa>_+RIqL1=kH|Saq zp!e!q{(d59{L}mG99|*!T4HD%odGHRczN{%y=^QioQ6Di{wwo-^b`Llbv>$gv7 z;}+lyQA36+QXeBYOY&SS^<4msz9E>8Nxi{XhSjZLjLtB*k9*040)B3>^yt^X;31Er zZBP=6lK!Ftn7;OD9F_(9Io;{@O8V6eQi_meu9nwBPnB%r(hZ;L&3Wuf9L{e_RnH*0#m@C4W%+lcmzX+eR!HXX4LIKl5!JRBWZUMbXvWd zK!0AINt&Q-aZ z8W;6XaJ`^EkaSa+v})RlS3cBRB;9y63X+;y8R##TG$MUnmJ84usJCN#membp-~zr5 zr!;3LXJewI56lS*I>gT$zV?f`yotTF{NrP?>$xDv^6RE47Nedu)I)YBR01SXaBf(8|i;?AVw zz8H;w)*gT6aJ{y*SWU59DrvMh7Tpsvp)iL4&B-EdYrtwQ572aops#!s7Re7vT2U*h z2_%i4ZZ731U~StRZIZuEpu>=ce-*6v7E8n0sNNsKJgb0awfKn@4mnq4vBm%bawu}x zv6UEpVHm#ie@D_y*%xv<425UoKD#A!{hkTKES@>C4U^h;s#NNcDQIjEilFBL`T^=q zn*F}ztmUuMpbrZg{DPmvv@NNxee0O-50Zu#bE|vf?&@2D&MGWN@rC+i3R_WA7DIzJcO*J&@0f{3%KWmGf&wV^~*e13f=`i%>7gWk~g zAkQjG+b0(1vb}&#bcah*!bwZX_4VuN!lM*!xn<{RUsFl1lb1qx8w;Qy-%;une&tU?~ zd;s^@xK~nhSbZ!COYhKDJ%MH$xq(aVLX>sj6y-WOJJTE$!rlL5bOnTb;Q}nQyr|h- zbWCTMsV;K~Xi#E`2gP+USS*CjehFUcT056b*gt*J(Sr#pbR?1TV~w_4u-}i!y6;)H z@8oscD+UY zz7RBX+}b{u4^_$;4saoYSXT$&OLhBukKZ7(I2UpHsoYv7L5x9n#9)5#RmqwZc zAT-VovpE?uIaU{jp_9kilZnwZX0lgWZ_}x0EW<3D(7AjipJ2qUhxNKjNjv)!_s6sH z;<%y#bemz3MhJ#bUbgn}Z-BPimURX?HmlbPx~?@~z>aHl;J@Lzcibe3nSp5loy0En zRqbkmt^+MR$L0WpD~QjK%;OGzh4}g*gCMZ)SH&q-Kn+ z8X|8fRrxu?R*^-U>z(*-x0EPyzdlr1VA_2xl9pTFlLE@IoCryi=FJ7rmuF7yFm3Kn z+&YVZVo#mk| zv1j9^Riiuiyw@RyccL4 znq6fnw>@BSA{2~4XVY9Ldt|{V5kI2%8@v2L=Gsrd2=w`h<(CvK#+6icD!~E(AqfKD_3bG9l*B`s?ZcIYnyzIL2NWMT(}sn|#M)5UMK|8B zwbfqloU61P^4=fwR6FZ+`AG|(LqInYqI&DXy#Yh^WcBaS%sM#$ys{ivIKow(rk8@2 z4~yNi+U<)5$5YTwXR@K*PG{YCu+jJsBwcXX78ui7Esi$(4*8m=~RCWABlv3ZPpg1|#8; z4e1!ids_E6cpuuWV7>7`YJw)pL_q_0>e%t9Rep9-q>7pZ!3jX8>@nA^G?_!e`?@3} zoC^$oHScNA0txUtAC{TE=fVeJn^P8n71bTrt1Wml~ z`Qg8z-2umhyrG5^T~qtTzkd0v>Wu~|5;EhpZO%ZWGg!a|&`#6;=-UJ-+_fRQ<)Wda z2_k}~Z(<^7G=$qUP(?=2E?(2D1{;HgLX{p<8~Ax(y|Lp$-7hj$nk>tp-Xz~~QTHO~ zoBGquFP}hZ^Xngp{Epm!T=A^>JxN*->dkx~W-Xn%`Qm?B^D`C|fIil;XAf1+BAq0y zS#to*HF>1xJB$E3aQ0i0v>C658?<%Tno{&ObaY{gb)HzIc(Zg(Ei#RBfaa6{h|o^5 zp&x$v^vnFs^>1jc`a{rR89^8`P2)Yy&tZc*LgyrqB*Cz(NKA2Ul#z|~R|nyilcejY z;_w@qz&8kPYmnZmq;cyQc3rZ?#gk1kji9Xw&Iu{L6g1BIZnxabFx5{+DW_TQ$R_!( zUp_rv|2AK|fBeI4;JZYN+i|D?Jun}FZ)h2Ds-$0-u!g;e15qy_X|IJErpM7ob6k%D z$`%y@>qPk^X#|7Z&On;LI0`2!{Spna3xBJ|4z!9%@&?Qj(EZq!D*rYGXb?;0VFRKk zgG`Y0)iu>>zA06Cygjtukj!ma5#?LhdF*6@DaXu8lGsVtEQWaBuzpX zpazM0af80L4{-3E4-|Zpde=H&;RA7lNLm6)k3CCXIl&TUPNvra40!~72M}oh%{AG- zh+pf%f}6mq>M7~EY)Uy}m=yq(4%a8b(U!o{1V=b!Q9j)K`oQAqC`ek*^v&a+WKJ9h z0MQ1Vuaxq`A!46EC*e%{B3wC~n1rO+@TvYd(?yF@&}~Ms}0&E|72Q+6xm?C1I=OJ zIZ3e;mtPoM+5xnW{9Vv;tZhZ-0%>dLhOO$`GtjB0&WrC2Q^y!sBTH;f{-DkVU4Cl# z0ESrH1r>j9`EZaf;$}ehT99QKWJo@EdtrDi{d#ca)8qTipLO;#-*?~l1@xStZR%>H z*D8{LFN1S}0=X6`JV7T)P=^2;o>*O;frbh(bMkBLKqQUKM?+T8rv-Fz7dmQeNL7J(&eC!7X$XhE2K{37=8uyI%F1Klp@0y}s-)4qiX=$x zqNH)3hi+K@BxgDYEh3WwxUUT>tEZq1Kyx#i=0Gi*v#mNOvAE0?Q@9^rqSaU~JLKJL z@J@cB`-Ci&ZV0q`Pvhn$T^f0ILF#wefT;Ji!@g?hvqsplkl`zzZn4C7=U`OUeme$DsX+D>_q>@pGse+0a}Wiozl? zM~*@L6{sx1mj;rwi$J?NP`;8eD>p&XJViPNi>r_xnNkITSR1WT01f?pVE3z1$(l1m zrs)Rbm?KNVk~Iy==#kZ=Xk!+F{-~U3@*Qc?z|mHqJ{{&X!}c|v>Dp83?D)k)26s`CD5snYrEpPifR>Bwj+ssbl#3JR#6-q_u40CZMn9(lD3-ilMSkQX(>K<8C6&)eeKjY$>=0UVKcK}FfHfG)rSBb< zS0>3hXp$CVNZ2cAe&r*9P?~lUT4ou?Q|a0U0%T`H_MIsQ(I=c~GHU5w_`lJK5V-s_ zXe~4){lO}qn~9qnal)84bZR}OgBc*ny*1J#+rC#QOvausKw+X zU8Jc(`RRtMKmgh$artQypo^q&EHFuknQR|DvN&^cG97csGJc)VVn=>&H&t5TI)TcM ziwZQjo|NTM(2QYh@Eid8iEA~Sf@Tu>C8imm-Zpg0M9^%+Z-QM$BNTy7IfBQo?StgioONw3_aO&TgXjwDp=%)QOV(!m8z6$bwlqI|}-v zmaR~#L%BlW3TW~!Ab*{NP9cJp8>F`6y+gM+yhiuc-l3JK_mfK!6C+ESLp{@;XiGFv4SdrJ0Jj5rRvmO^EvMNZM#+JJ9$r1?U*0&g|H7hl=quP6 z*fgYoza@hBnS5mAvI&ciTe0Z#m0ofyvJ*RPZAiY^y?9v{@PJ^|f-t-9+e*wg$~s)E z7f`En@-b1+Df7LEkOZ_qR@D2z4)BF6bEH;aNVVkn@9dq8G&}QWwydDv8y8W1`pF5p zB-3UdK$ijp z8G8ZxunS-hM@jc>sh~-+KFU{}&E93)`92SzS7wrQ@~xyRv@8`$04rV^mV|Mi_h9zb z&Sc)`+Sb+C1G`MpIfft2vMO`#b~j5(8bYw4aZW*BVOa`SG(vM%Drru~@6IGW2j>l( zO9Yac&k8KRUGKXM#t7&09?Otcs^0Zi4l6)MZ@dVc&?S=nOu{^@T_(QEI0W_9g^bDH zlXOK%rqJ9hg-YNk`h{ zntKLS(#~ijm;&`|j9h>(Tvvo52Xc$01fs74sxRHPBa=nKGyN60 zFhHX{BV)5h8u)?d-Y_&rR%d1RZM!aKGm6=q`hBl11Pu=~V^#_cL=Ksg72zV+VUsBZ ztm|R5XT;R`OOdpI*jCe-Ua$8Gn&WsPZ;#wG$r8-jdbW%b=EQ3EYsc|nesmyrNj zPaBDaUe4xwurIGg)cenB!@n@4rE0b~iKTA#LD`hKh-vAzT2-|FB`WW%+ZitdZw+l`bkhGLlx#dy7S{rVpY-rT^TeIabR9d6x17%-e8DMzVA3%HAi3U z$d%G8qZ0J*=b&S9-R?1hE2C9JyLGiJ(6{ z{#EPk;bW~d*Juq1q-yLl4>>^HqSWWU!XPtRnRG%tf)3LdpIvf*^>%t50h()Qzg2Hk zuC=02<~UgUeaHQcFGFKXtLv4yY!Mqw;oFtm`W%}2HZyT~FtqJfk=x%~2Aam$-(Vqq z9k#Q-=ay@(uHm$PUCR}UTAnVaOLap0UOh5$tONOwsH9!;5LRn|^pKLi`3m#{Ch*Vz z&N}dTXesHR0U8^)ivXrRZY93$8x%}&ifaMgZRSt6VC)E0!3p%u>)DIdFW0YMvzhEa zKL8!LhFw@S{SbH6ny}zc{dyz@buD))9zu%(Yk5yeACx;@T+FrMna+3GOBI%_nSErb zI?bD<1pVOY<7eX5RowS{rERp$-9&@Ut;F(p2s(~ffMam>e7nuLE*cS$3yHx`zr5do zn(OtMKY(%u#K&YmKssJEphT zB8d#>*hEPu=b%I6D(-$Y4l3y@CL@dXP6-ONti${rf*2cyUa%yr-8?V4yJR)#cL4p0 zBy9bgS@O&5{pQ^d&$Mp133ZEyqKNC@RM48_LzIQXjDAOhi4F0?RnmK9FOVPC>U+1p zvW983Z8lHPwEOES35^MHdmuqWLTTfM(AJKqMx%B}I>lmQfM&N(!44{|mZu2Xw|&|L zg1fUb4Z6Kw1@!yXFTWz?{)67o-~w^K9ojh~Xnw>8N;;w6;IZwl;96VxdrgouSgIP3 zMuvF0y+QFun`-2*t`==*zd*V;IRTBDjGW-Us+^xfIS8_SMo=YhCTexdeeH;`wTq1h zXEy85mapm^cAZS1gQRC4-u$@N<}Tz3Xt0^@4)lL|0osH;uT1u1eQ?>Zzr~xPQR{su zdu^F+_aUDCl@-0z!@>&a5uocE?zu~SY%$X-OWru`N%0VLB-s*+b5sbFl4`iu!YmkxB;;QF`Q{@)2?fb&g8#Dzc-#A2ySkbI{ltY z>WjF3NBMNZOm$y`2opp!N6;@;uLSfb`SFL=`wnfiAv08m)A24IWl-dWt;Emb8-j;P z?h}lgS!`syMl6kKe`I&^m^pFcUvxRx3%aLlsP{ei1`_VM6G__~oBl%OAMf3@Yoo+@ z0NrpAmb_z$z1t~5OOnY4+Iw8qixTD+bWqJC=?iBqCrMB8251{J=OK^B?IX-;3A2ZV zs?ha&&5^ZLmQ`RonLwK|-8S8PzMVgbZEk~e!j)0^$`f=Qt+%!16NW#q&yevn{B^dc z6=cr^(0a|C^phaU3a%ikXb7@7twS!X)7N=+cMoe--D6+$qW`_!(4NWPkpya(^JsMuH5kn2Ses?FXrgR!7AA_$5bt7 z;BDwjmCyB{po?~UJku94&)qq96mkIl(WY_H_{3=Qd~EF0sS5>t*z013eN$CO(6^gs zk@RN!(HzokuK~vb(?G5U_4mzmrrGUa5y(-}FO0SpIFds*qEHfWlq5k5MEcl)3g)V| zEX0sajZEfJ&?at8K7#hjilKG}>2y>{w`ENB%i*})Tz6nP`e-`R*T18Bi=afR0y?Sf z(U4iQ^lH6-4(rvKu1Mef*hYcSaj6z5%UO^w9M5OHgm^ zqW3}4*COdb5B0v$BFAhte=_?o^LdA<@Xw~(f=TNg9b5#Bm_Y!qdoM9ISk#^@j5zqc>l>z0T?%PCHDqC8+XbIG(a_S=VJRk<%~jHQt^;p0p}7;^ zo5bqTIbrC3;rz5Yxv3TOQy3qgw!;VYj@$`HNlUyrc#-x9uOdjg_w5%@&5NX;mK#d? zDS6P92QI~IrYGod^>PP&XkmJRu?k1<=Y0Ux3SylGcC6 z-UO=C&)jQibQvpH-_d=5d)m{SBjm?^aHm_8a-WArCgw0NKGW8?vorl~KavbzKxg?&DN**!^^2o22{7Bl{TU-Ry}}uYL$R>Opvltvlxs!`Q ze={o`Kx-rJxumD5AV1Az#WDL*$9PE4BIg<3N!>(AgO^UuW3ID@uw9QV)zSnRc;x6H z`k9huk%7$6_(>%Fz(IL>ONK-e3mvy%vuQ}B{}(_%MZ4-k9VdeJr=T%`r)4k_DqtQK zG+eW=9tAX!SeP~2D(EC?37-_HxwyWve(-mz!1VS4CmQ-)tC|D!^#e(la|ad?+?sic zWWSGFwnD=He+~K>b+nvA1v$x5i&wK}&iAozGPKscB>P1`;@BFO7VHIr^_p*#kw-wI zrOJj}rr!T)4)soSai`&kR058{7r?CF0(4RD1%~ip@B$4nLQ6FJB>^-On*STn0HybI zO4FonexAQNxw1~wTV1nhzc1;-xW^UbWPN;rK$YV~ks2>-Q6jS-Gk~!^{etJb=4Mzu z@}See#IbxFiP+$Kr#M4O1#Fmr`WuoySzj7nn_1tG1+8V$kR1V!+{qUT<@~9^nwjEj zb|&yEbzCkA+HU+u^2fNL2&8l+zvu=-<0SZl*Iba>ieeP(T;K`37q z45YbKPYsDOB3#-9{Lky3*Z<+y_g3QeIMQLMCMXTjl{^dk*s#GjZp@v9HNN2`zdI&f z`>mYD4X)}R?Bu&9p;~vg@%Os@j*;l&U+Ussw%C4(H{`dIPSn5j>i7HonqO)U>Qi~4 z-#c8?wYJot9b|s?`9SuDHHU!#?#Kf-wGZayruW@8AJY+kk2db&BU*N$?3N08e-L5lV%WoS zc>=mqn!rn!dG^5kCG2B`)IZCgb*f1@J7AV&;{ywb zMn2_@f6gkwe4wCnk$F{g2splXrUmkTA38CYg8IL3rq_o(i*Lh# zRv8$w>mbc0Ln>%5pkHE{(GhjO?N!oZ{9p%Z3ioPQBWNV;+hXve8Zu@R6!4sa`CMh$ zfSC=^aqBCr_&JmG4(h%8X*L`8s^8I&?atJ@|2vXyios^g0AzkR?1vEqG~p{XDO9gj z&?jdag~}F^rnMI-?Dy2a{ow@k!4JCuCSm%F^YC3iD1x$W?v zZ!_ul^8BLhE|>JvfB`4x%+iZovB&f=O1f>TYF(`X8jY@Pd=?$nTXwBTnnqRrO0ljQ zC~C7mf)0%X^~!8!^Y0wNj|X`_Z6e#P9#XDE{rA^579>skx}Ws>@b-Ui$nr4PW&NRY zS(WeHV~}*em4Jh5lGf-Yfu#Frxd+`!EINk|v*(X%QPgr8C&?pAU0r|s8DaWQB#nj* zv|b-2eR8H}TXi3*fca1#;^yP;8nWv*f8KASy_gvOY1?63%OM8UP#e~j?#X4lKKu_? z#m>RxtwPcJ9sUMgtN z7KpG9(SR@iSkm)1f5DKgs|p{OyS&@=?jT?CxjdormCuN}^EEJcQM-q@f10LMdtvvu zT9`!GY}#@ZJC*HFgT+p-(>oqF+ZO>1%yzdMcHVQTRJRF|R=)(DU`t|DZ)1yoNXdhf?^*e}zwME|uY~#BuZc=Hv0^)O&G`NO4^x^ifWZ!s*O!kun zwK}kXd*BGbM!g*c4hKr(>D^A;0AL=t&NmH`R?GwL&w-#xe0*ZdDCr|da(imXK0Pk3 zU!$++W@G;Vbo{vTWx9^dGMm|lut}xkt|kGx{vVA6_JECOq>n2ezXd&i1{Q0q+<`kb zZ{RxUg5##H9`41DaQEEKWmaj3(l&Tx@Wz%I?BqLD?>>M&k@V3rt|6}@=r?kvuYW`1 z#UHV|#4j`yjog*P5}?<|?MS#)c#v`6bb47S{Eu6L89x50w%d1rCkq00Hodb!-6s`u*%`qw`PZ9=zN zT^}B2pIZgpV|O%Hj8oEUY%<4AVy>i4C(zMv7`2wwJ0@^rt7^RhXgTxiu?sZcdr0~N zL~3?Elq1u!57t{d-fy?_XEkIrB@K)Q%E9Jf|TVS$_GuN8`_JHK+tU$LBD^zQ%T=E z{`r|!>w)3|Bt1v>b}L!~u5sk-<vlV zpx!tC`7_Y_p=`w58k4Hm*z-_t!}?759YJGYti1rkLlRM|jz7Xk zlril(miuunvGWHx(FQzR1v8>;<6iPikJu-d7~7%*KuLE^QC1nY;bu!@x|e$9pzQ06 zqeJzVuYGU(hxat*$=ZI6;h|p4llVRGsc}L_URfQRJ|zfQbA=^PlR5YVwEW#DY5`px z226k`W+tUKGuW#ftYInIM&xwtv?!m-QNd#Jq7*@!FO>9`9-U?erA?J|*H%@#ZU$5~ zvA`G}8O$p)3sz~x?!R_J{U3v-$#0|c(6&2~v<6+bZGJ1Z3}Tlnw8BoiDCtrp9j`1- zqqQ(&6+p{HWfX4gIuy`cr>DfyFoJn#axdkYZM5I8!8pUeVU^k)m+QDXNV;p&5zBDJ z0vssTJtf^AZ(Hub(rmx} zJ>5rhXvb-s;o!)Ryh={a^e~JQn>N7{G}yqlJTgU>8M6ql)}GVNI97Wpljd$pzc;{rZO!_{A$2MqVL za#e^a5YLm=+sVPJ&n617GcvR}#_~u3L*~m6Yqn*FxdvEoBXVufZj$I73PaY8;y~CX zYGJ%yDCu5I<6yWG!C)oi<}%O{8-}$tT$Q1qziiv8EaX6ItJKTc2Xuz^@ozOp-+Q@y z`?jukumFg%=Hg`;t*S*)Z)VLn?e39p@E&`9#Sld})sCP$_Hb{upGDBw!Tdb?P{RpBP=ce4 zIBcWG;J^vGC4-K2JDZE3O`M*bcurDKh+_vLHv_SN_aW4_F}AjSLVFP;E${WyHV{EBb)RPS}=mw_Xxz8o}sieeJ=A&a2t^L!Qy>7?BOoC?Q>Jd30HtF*QYEw zZ`(bhtPut?n95~$G3ezUa%RGR99%~AUUTu?h7?)cv$<%f5V{30zC>lM z_m)Ung^C7@(7}Phm3`Q^)9_-3_5Qa#I1>i(6*Xvl_U?4(rEI@I-}Y^@t3%`5vb|ir zmn||0)!>ca4F{+Z?tYT)y;jYR!931BCc0|} zJq*r!@hJs#a*N2kYdL77{oen!gW=@A_MYnkpK3T2^h4K%4MmkplwiQDpoc^KqlBg*R3oj-`1#7Rto2D53=GA`y#9ewYm)>lv^?k`XI`B2hjyW z-z>w{JT%(;go;pqoId$7yULv5409MzN=UbNMtk*^dFH-fS9xrF^TnZUFII1{U&u=C zhAi_33EV!nc#?3*sf-G`wp?V;v`z4$Ijyq{|LMVA9zfW{Sc6`Jp6m@)vxh#VT#P0P z8t6G$Y(>m>$<)3KNs}Qpru=J4+ME$S{6tA}&r+tnqN#Z1mxC4wdx>I~88`=aIMX3W z9-QuhKs(6CWA{`Tn)$*ry$rG@>fN5a4caOdTyHeWJq_BIg!@TQR|JjOl*XO3Y=6;d z9j;o@tWga~pYxmjL`h3@Js#vR($gzThHaOD-swxTv4`N1(Gd;%8Q243hap;EHhBzT zT4$%2m+-+M>D^Mk*6;e-F)ty84C`|Ikfx~BRqJLP0s5h>CO{xlrSDx&%p2^ud2_q+<#wPbk(h2rne08Sv4rHG2m?>lh?lMWgje>@(^-K?Z+H8mpvzDLj z4)cK+-5=b}$v+U#yB)FasM-+qsP!!tJf`%eNP0hJKCGaG8Kb1naG*U>)H^wzXYHR` zeh2hhO8OM@rIOxh&1k1(CFIwU=upsb6zka6M$$oImjCcHRMNy9?yO~Y3mYS@&N^P^ zdj*ZHu9JaBkBxw5c{*uSp^>laoFdAKp-O(i$*gH|*gwRq9?Xh2s=7$?j#07M5u$3;}mEX4* zZmUk~M4M3QWc@IdqUCy(e+n;Q864b;44L+2Yiq>EM2CIeA1&nx=(yf>tNlpbRzVx9 zu`(ya9>OXdu)xUgj-V?h>sgJeMmi@Sxy6RO0IcOK?Y+d)<+?hgsQLo8Kx38!eOoN0 zjoV(Q+fLm8HYg1jf!4McG&ybN?*gIg3Frlbpqi5Y{8{jR4l851$P6>@%!Gg~!CCI~ zTIr4f4>GC=G`fh;sUT3Iq^~4k&S5XU)Qd8mcJ0t zYu3~&wE66joog;zR6q%exCQh44jkU6lCA?^bsZ$#Za;6gU$&6-Hb`1$;#|rK7pTI* zRqLIJWY?55)EW!i;dt|&zD7%n#Og~HXYGu=JDa zUCF_(iee%$2WSW|@F9qnrv*|msFOHLA8Q;W%GWcE=oyn(jCO`}Hj6H3*NKf_LjE$3 z3?)D|t8Sh#K#(vukNLYa_gHcPr%-Inob}+-rnO+b`Tw1_WJ@WJpdWl3rxC9)%j4pp zFz)df+nk@2a9FGYK+6$mVA?W>au}2W?+Xz0^|{4~$WuRzXbp@7J zx;F>1isx2)%12yV4%7nzxLE!(b6`;7E)^aiS(FX#~9z+GOT$fF^1d(g+$?)^p)? zZ4s9WA#WShJMF#;x+dr#>ENX#6KHHk1EX5%jjnGqPS>_-MQ=dd#Ru?ecD*0REX5-~ zKm{b|18BL0r_c|t|Iyb!b~H+>!s0u|mt(mlyRZR)r%Nk9if z_LP+YuZ}ZZ(Rg!&>InKsv_@BrD>9x;+?W#bKq~2!Nc^bVictm~k&^;F|FRYJ-Z_a*i;G-eSC5+FitkU|{6;8mo!!iPSgi+F{2n`j9 zJ6Q#I5J~U2;Kg>^ceRn{b*Xx5ADY~SxmEg3u8~c-0+0Lpup{ngmciw0b+K8mN3#D& zkKt0K-8lzcbFD5wgXk={GGgfJ?2%t^+cttZ&r+8baU~#&z3;RHud|Dkv>OP$)B@rqA0G3TIUkDui)p&Mv zHjrHPxq_CP*oh`&)u9-(jAyzm#jhDsvU729l}Or|p_J%jvw1p`^v%Pko7*?nzs=EQ z^y!x$f^KP+=E^~hnhY3X7p)^`Y;*#L4bOBVHmBQ!O}@qc%j`NWLTL`5#S$dbwnL*c z_FSMr^@fa;3kTag)Q~B)gl6Zm?6#X-fs|OD@!O&@eiRL$q}#TXYbC>mB`&ar^>(6j zo4%Vv(();yq(8j+^b2~b{)K)r_v68pQrk_o*p;!{af8H1S~NJ+Xn)7Y#5hAcdXV|{ z!G%U=aM;G9D>lj^K|HNRETtCE?P?J;(T4fkiKPlf09FEgi7sGYA{qX=@n#T9J{W@D z$*ojzUz%gbj!4>nf#2M1=T9a{+ey*_`VpYt!^-}+54b7SGWEH5I7^lEGgohMMVQr< zsxN0(hl7NI)&2Ha=?_wX#CmZIy^?^~+J`>Pa zax)>8UFL%UM{fp67vh(Kk$S|RB#Ffqw0zmkCrPu!7SHqv=!ZW5z2yW=@8Z6A)X=#s zgz=#-Y;MU?F-jVsIy)@CttLiQ!y{Q_4F4%FGaauY!7taNQHiEuNO zbWvd8%IhjK!!kF#rxCa;i&4EKkcP__95Rx}Y;mR&oayE(NsG;R^W&CSu}D3(%@I&8JsC z1kI{*yKPLQ7YFEsyl5;~S^@2UK|ygZ-p_5z-UP8eJ4o84Tno-#cI&vdm1_!dRwYR5 zUAn!qo9|Ahf8e>`<3ahrFJZmwl$n}a9U>`matuapj<6hd86?e151<#|_EgX>>Q9ei z!qs|T|L{;hJLN0RO<)&6lqDb>NHmQjJvEkYUx^Wun|y2wSRRZsLDHySgC#Nq)c{>^ zol{!0&+h(O+?#Jf<7k7?rr>UN##l>n>_&oS+v7dcIiJ;f``yGVuR6r_>YaKRFl2Bq zE}N9^bBDvF-k4EBoTo(hjRG|H_z37;uEiUu(z=4@D6f|yY1Xe1S+KDUOTq-;%_^11 zWcHl=)WEJkoPnNpQh%_@>+g-#WliZ90j<29_W=*dQvF$>$1ZiJ{G;-AiXmfwbJ-T9 z9^_9+e3B-d=|ooy)i*V%I(1e+JMrXN6ScahW0b|E2pKYI}<>F-Iu`jkY_Az`XFx*q|0+n{f=%>#dty-?D* zCbP)1f-VAPPDst+aIOhjqCWA&k~(<^i$rUKC1GYN=2FrYw*)MrfZlGw9EpcltE6*s zo(2LH(&8#9l-2#$wSra%FX!{dcZkj8Ol#dd%XCUmtcj|(GhL3A$f0HBLeME0c{N6; z>3ctO7do2|C(v^-+w5na+7;g@xr?LK(+z+M8fG6QqmAnyS|l2HSF zyWQRyG|>&Wq{UUIExrnXZfstzt2?{DBj4wR>fJXk^gm40N1Dmux=e0j1L$62oby64 zB^^r3kw*Rjls(wuOzN82gAKWy&5Exijl|$b-RNEOp2X_aq9bT@B-ysTF-x&gwp7rn z+1mS&7oe|q%VyuS@6z@iIe;!xZ{!0VdA-fV4fA}owYox?SJuR!dJ088i=5;PhiS*n42Hd5!6-ghns41CT(pyZ3CX46W zcKbxKeUI=KmR6)|+Gn<+T`nc_r{(BC>COI{W=M=oVd*L=c=IZS=OR-MOSWVxy5@5724DDCZ`E4jNxi zphePYUgl{8ZCi2|y*r%_mZu2f^$+Bh!(&s23vWVtfYV)AweovY%F0oMT%~{>lEsrP z+IKc{;;FAzm+ha%)T9Jih>L6Y6=?0w#xF$D4R%&E$tsDK{>`yIJ%N79b^S=Ii=wTL(nWrHHb`Yf5!*!Xgg5zQa_y+c^x~ zX{VmNiAzE}tx5kf445t_s;&vNQc;1^D(7OD*$idg{Mb*&0`p~tOi<4@=rlJbkD$eI zR5`btAObZP6bma7zP+-L@EgZ*$AAOJR7s=ZLT?l_`!F#^%UQ$S&ajN)w6Q;QQg^51 zE^&S@fCh&bZCJRc;XAw2g`pRM?pcR~mjXSDpmh+b6y%M9en!?`!gYA+r`DSuEXN1Q z;CkB1S%;YjsyE8eJ4Nl}N3qm}rcuK7J*HQ$j@^PrXEomhN#|a#X=pmsJ9A0gQjoA* zd~q#n!%b~l&2lyq<;U3^`n8U-aO9hoeY`*AIq8*70QK@}nlHqXPp<#$zac~kxqn{&y#9Ip^ZI}F_5T5RW}gb; S6eCXn0000 zG)zrzZ>KMemBVDmg>+v@^8-U$aS`8rp7eQ%{rX zI-vq=e>R^9Ay0YAQ~nc44m1g22;oA=GDr1gJ(zkwHI?n*VF1h)H4Gg`_@VIkDAb|W z68*dYFX7PmLCGFL=iqwm0Q)Dzcqm-e6KsK5ao@U*&$2Xv2yaq7-5u2h1FMzOuHNrkVb z)yS0a(jFUq`V@Q`-F_>lO#M2kNDvZ)#_cd985}g)xwWJ<%u+>v#5}aeZxf#Niiu2s zT^cmTFzt(kF>*nA(o^4Y8~2)u@$#~%E{mF(^bcI8NK$A+o~Iv z6s~&3a+`rX!osGo__mR46<9|g*7?L(BGuO6iWe^HtyJQq5ms_)-a*uyL m{@%yE=70R|{udwD->P4Q;C(#~(*i$ zJSS3D1!Bvu=JL*HG#(7pP(uwh)KEhWHPle!zcOqE0Xwww`|GRu&EE=~>af0VqIk^y zR$!EIaiVPOzbZH&Tof|p;YH=Kzf*`L<1DI7YsbG763|zsU${rZz}`S$%k5oQfvpx)dsQ7e(vaI^9!#X<#x`Hw~QJ4-SmM$VX~q zrYat&*;-wZ-x4rkUAdy&2M1=761pnmtA6rPX-u4)vg>YX|G~Mh&qj?Y_qCP8C}40K zQ-;A&46pD?TbAK{aA1JY$W!rk;e&oFi2<$ee#rv!!HsW{|GumxA{37~h5*;I8$h`} zI`ch_s%&T~BtRrcrSP~8{N;UG#Kq#r@QtjW{+=^Dy zuAM~T8(|Zyu|K=;w)|Cl6Qbo&S&Wudz#gEvZFHmUEhIGBKN~zyyT5uXkx6;)rI=Av zDjFNu!lSg!SfRQ2&W&KTqF^w50}~^TAgj0>W-065HBb$;dq))7KjruAl~Dx5-L@Jo z2bEto0p?g0`D2)TFdRPKJCQKwVdb~%m4j|**}JER8M|h{95MYfpD*s`^Do84Y%v4v zH)=6x+M6-ZXg#~WYE}fRIT1cy3523wt`*Q^G*hIT;czf~%#>o;88CMQ3fil~PVO1f z(Bb?QUa5+7qh`u6b~4e7%}x{eLa%uvRf`A`O*;%Fgv2a z64+L!QN7S5`HUgZdWB)D1+1$s&C+pT#HPyWnfoTkP=u>K1{6H? z6k!Lz5SU_CqS4nDk4{@J52_sxWcPJZUL{wuU6NfPne4lo0N|N-~b(NeKf#A*9oiq!s`$^v$AikJfig^awuUC}qiS z{QFG_mbFCl1f##aZ+v95cqntRu(|4OV~Dvjzaa%*98qDBLZ9=_4r6D*|KN z!{NmSTM3UNF^&}HY6(mqLBZi+*I)8+wZ8fv?sa*+n&kR8wFD+#qSG~WF(i`pIep*( zel7Ir&b3C9_Xz@xJw>SbAGvP978l2rxExHauWndjUo} zv0KtMFfOpuH7LOBdI5$U6lg>Gag~cAkEmli$b7}NIlzSd07DB3&c8X)n%ax^x>T2o zX%hT&pLoFd{Q^S@3bLwTutIzISWT(^DsK_{QpG!C4ltT874WtOMkfRXXFMl+?o?a! z8kI^yU#f0$LXjBaHftFeZFv45dvMJXSGAfOj%lzqH9d4HUJe81h3~@b)|r43Fj{;< zV0(2V1q~rrH0ZiT#Hrh%xEcZmJt8=}HQ`3yvqCYO+ zvEWkL z28`9}xR1jFCXh<1rNA&DEWMSxsH*jNgY8{Du@IbX$i~vEu7UBTWHAB8Vrm|?KaH{(ezjmyndIfW!S0GZbrVHf@U7529A!;=aB0B}f z!5&D$0B$f3J1RY(16XL#?xcptJ(()efpM`r&~(W_7s@XzcxJbDkafBPY}VZyON<9y zhPyeAMv-g^sC01?GA9A}cg9J8(d3NpV6@p^;?GJ^bREsa9`OxpznTI@zV;ke(-SRx ziOKUZziFfh+#&QO$V4fZvtomVSDw~5ATx|T<<>r#DmBRs)~WhdN?_{7+9+Y=10)c% zJBN?GhIODsiRl6uLgLuL_W(pr$wK7PYgnSCogSDG`64=}YGqV>0#@0Yh@0>mmQ?ou zj81iJwG(nx$8W9Ie|Q+^$V~l)?Rt6u#-OI8lV@8ao=_XsMQ|#nG07t|>7>C=ZOZKu zh=2(x0<%9C;ut^}1c)K?8!l@Pz?j7Te~BQhw2cTy51O&ZA7ZxP?$$HkmeWUrFl(7>(AaYMgl*(e@|kn6dL9F<^Grz!XIncbx#^iUr0MZ(tjc zQ!)|5bi8b{b3PuW2CpMvrb2-U%f@=ePx84!v{La3PYBGi6JR)QGu=&?mTl6G@06Al z8e=xDj`c~v*rx_&T+(MjRjUW(cQ6{GH?F590kiK0n3YIio~u(@^89Eh7NZofX6!T| z0W)X=j3cf&9G4$!!nM9|wCE!%7&JDJ6G~+`&8}bE&!Kh>1YpccS96`KdItC5ESj2pNMqPP90k}nt(ip!5Ipv&`)g)p_9}N`+5(5;_Xb!)8 zh@Gy7pDt+JL&GBgv!q{!eSAT54b=Paf>%A_l=z0gts8e;@$p$(5}}fVnpl&Yj{%Dm zIMt$K2r{fX$!v2ZcOnLcAdMOY7-{bdSfvTHR#>AOz0C%Pj$1}kg7`Y9Dw({4-!L=d z1O+|>B-R5bXp>4ZB4I10*MW?UnPLlx*>X%xZfw`53E$9SkE z;q5D7WtDhP;6aWYc2%){H*YP%DXTQ-G^W^4U}Sg136?#?`rttU2+Sw=*DWF?^j4Ke zqGWn}l$4Ee8lz*fga-xSY>|ncwcA|wMJ**+c|Kn}*cdQVG!-^QE%p=*ZC{W-d7((m zxLq3mlc)(P1KIHnTeBs+#_VN$R4sJ;1T`vuATT3Xi@kPDdho`PK5QG3Y3ytQBdz2| zZA@TRxc9GPrg=PIY{q)F={9JgEW-l@-P+*PV|^=;?aHu(x>Wm|;!P?rX4`kEIEbCg z{M8+-G*uCcBO)jlZlNZImj*+vuLLlowmtQ*e#R!OV;=aVaZGT@OA#)yr0N|nrEJ;WIPj=^ikS^KS2rX4*~;A8h@fU!1hJI9%PGO@x^bzA1wJZtfa z@jjQEKMP^!ABxknXRW(krI9iACJPs#B{h{c;7AnB0@8MV=Oyzr*p>72sSr zALs)1sIuEP>Y!(G_FfztTC*t?m=RW zSDM#N_i=|^J`ZuG0otR|V0ZPgesP3y&;W5unQ~^aT4MC;M^eu^>eUVr5-rVw1k$FfK{ix5p*d=&yAfH^nJF3tHO9A$v=D z{9<%aA1Uw4M1Pa3&h7DZ!9R&>%T3Z>hns6jf0j;qnU1T?fwXV93D}@fVK%$Z4~Hoa zhuj3-s>NE0$73@qRO*w+BJ+lh6pfMJOrkrJZtwy-S35{}mOwC29KtkX!2; zG|it4yYC6J5A_DgsLRmq=ko^+Xu>Xd$s+tq)ovC*?Rx?IE%0IVdC=iF+mJgRYWO!* zWcFa&-PlTq-yr$K@m=RvKr_$tw8Px?cF^fKFCnvUDvQ>236~inScChk*;1_C^LW5d zsa+i8_NJC)jz65=*n^ITb)7$Vu$12t%isfHSAsG)`$YN(-x8fvJah8q8|@qb5b_D`0bA(Q|B002ov JPDHLkV1g#tJ01W4 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/ee64b3f7-99fb-4146-b6cc-816dd90b96ae.png b/docs/handson-cnn-tf/img/ee64b3f7-99fb-4146-b6cc-816dd90b96ae.png new file mode 100644 index 0000000000000000000000000000000000000000..8120e54d69e21e706977a917be8b489b9bb63e34 GIT binary patch literal 1314 zcmV+-1>O3IP)(S7;{b)t+vWD}<)!kal{DlF;8IHb(Uab9JySCHLucfS{6^$?Fp|?@C{ohJKqM!^V#p(e=t2!ajzWmuhahE* zM5;e>NvBWIA9-sKAcp)xi2m%0ytPQQ>xXngfEe-!`H97lTS%<-^}mxINO}@dCDT>? zWfw-4^@C&f&5txfcHN;iA!KPNDhFc7Aw*k!EyYM=!CW|#Vg!=bT8i8M?}Zq`LN?YC zV-F&qSlVI;31L2xmewLRvX`Ei2auzW*kQGiVF?ba<3()>6vkhgZ9TAlBp-7tM@+6hewNU?sT#!U}gofXn?)gkLn ztGeCW0H@T(qSIEjxfcXX`GHyTh!{uFI_3^D;~_z(&5XD@V^PG7AL+EnfxGMknPuD| z#_6?g-jVB%I>b1Aj&z(_>rlN&oN$FHk6Dh0RM-V<%{L4wc&k4KOgb;yHs=Q`l2#hbO z6Osn75^`xf5lI8YiPtQwh!awn{FS6O3#j7)Ay{G3?30NKu{$VNMYapJrfe7@{Mzja2L|kbi2cox8iIZ4iCv)%MO=pOkfPagGS;8~kz1+qqB?nkuAM_m7W%y%@FS(0>q-Lmhh&*l7Ea zHNKbokT>c*wf6Rn26FZIpn9FYMP66kJi~u_jl8-qM=_qmGyxff3YdYc!L~EkREA95 zFxObPUX74>Q2OYv#n$EBHbIJgQX?fma2M1fD{z*rL&YZ~1=&Zd_z*%i_UOy?#%c<3v_NgtT)Q_P~|vl~{+=i{9=Mt9})pxn>G8~{uDJ#`lZ>{#)q8FAN`!GWPbe>_WmL&b=!4wbF*^3L4>hyd}0+E+wN^* z7o7B3mGuwRV>moDnNO>dW zO;uNS*W7dNOm&|=(Hd&1i>=y>Rob1Vf1CI&eMp`ZB#gl|z$P*71((a_M)(a|w5FfcJOv9PePv9YHwsQ!&L z)l!s^)b?IIGoCR0tAux^hT3s9ABgM7{9Ru_ z{N&cf_isJ(_w28fAf6CWJF`GX@FV5Y)ID1(Py_rJY@UcM%N-~H=`id7*KQx=vehv{ zfEk-xcu-ecaOf)rgbr%-SSALB}q<2&}kN_cL zLR_$)i-TXOK{wRSMkkRWU2f%(L0vT2NYHyM;Xs6r4YP+6kYR3Q@o%3^GgI)LXwKZo z`GGejq|SclwQ&X?X!x9~Wz6C;r;yR_%=p?;h^|0*ezc*y?EClmB{&b1X(t41IR* z`Ff^Hw9>l8?p$9V7%SyuIvO9oy_xzfuqktnya&h!=o>3=CvcEvJ|QhpMl*otMa^6k z4jzZ6?pvTp(6jiBMCk*rwK$}INuqQdwr$ff>22Uadw`!d1Ij-I8NX*8K>G?8bin%3 z+{nSkE}#5>;Ij>Lm+#M0AhM2u&DMp`-pwQx_-EuWV_xb2dN5gLJ1b;8+AE^#Sb2j4 zxoe=YAOnjNLXaup+e(#1kBCRR%(muBD7^n*#VRp7RDu5>GY7 zuNy;_tS?*I7q*j@#L!4n1V2C|;VmrB0?{EI^+vmz*izi_%A!$C0`v_$kgETvG35nO zAwi)K3648XlR`|hX+Xq3nmPsox_Ka&V-Q%N4L^vgf7J*68P+WC3VZyFYOUm73k(!G zRQw;4JrQeUU~G6{$NrK;#OK_xVEDr|Y;@o_X^PLkjFF(yy_5o=z)y}YMkfJF-Mcpe z#$aIYIRpbJ&5a59FKW?%yPEeQqK-x<@*)3Q97z8F)(!8{_b~GUtKWm5|H>k_H1J5a zQjILd-t0Zrj0h8g9Ng8iOBVDa{R#{2-*~TxoII0rtbdaN`!?CG*LpX5|3N&w`o3j! z(n^#44{K+$cMXt0yT2~@&eiKbw1puy|54+=@L%8mdM}6OT>WF{Nz*GbhmYQa$(fQd)>*^c}!w6#e9Vzde{B<+g$Flb>24iu5{Kn6GUphCwTa}~fF ze+$QvHrN#o_81g~NdrEo_`rf)L>0N^Ck{F=Aum?8jOC6gDIDH+k+nIWA|L>gmJ7j-t9zn2EgI87ZXbWAT9Vzv9^~sm2dRJ79wyc0ldIo zzNOBJqt#!7q5rgWRE7oISY_}U*O20uS(@)c+Ik>FO99~ErKjWlH~LV`gQz2!Jn;i4 z-d#bVUXW*3lVJ%Bt1u%pQ%YO^J=sYZ=C)Jrlq$)}1Obr5UAEkJq@(GO)5Jq^TIFY?Dgm+_Y-StocJ`M1X#RM}@dUVtSO!S^z4INw3ny8o^8Npp}(4NIr zN44Xn1_g4;auH|qGjD~lGwx#jk0jN%{f>$@dMSU*5TTDT%8NtiC4oS2TNg5br5NmC~_7279%!&>RDJjT>PN78;tO0)*0nTF~LL8yKAB z&9w|V76QN@iVKLYPI^irvp5Gh`hHU#aaN;cs)5lUOUR)c{-|Kju`Yw1H7nvkndmxP zfQbZsL)^lBOjd?|)lr!e7RJOLgTF@8Cgoxib0%tCK^150EBlg(p@#&iLpG~G7hWm~ zg40Z#2%fkc3jv_GUwz}A(5iFML4q6Q+Nkf_G+*p)8B*spr&9bE>9!o6^MP4y^mnl} z9!xCMXMFQ5E`MFe<@!MRI|4USL1}v<1PtobM`Ns9-LG-`LndnjA8{8)hPJ0gA6EKz zty7jW&-)E~YiL)fJ9JvH#IwI+Z`>d~r@h^ow}_b1?&3jKZ|xd+Agl)Xx|D|eW!`tQ zkiTjGHg5%gO28{I4_kmqTbMu@hYexij{3FT%^A^t041cGghs%whA;o>j1%G6(WR+7 z$*W#8(~8$A5odk_8}WI&Xh4nQ&%g}|)SK7&0_oYXCaz_8RUG^S-asSLpAg$C{FR-k z+Q9OR%4wEGJ!j7n86*&kl&VfM=*>}tjXoJ9M$3ChY+abBqXQvQzgW(=mv0pxetkO$ za2$B6_^=o-A#A`h*oS`XGaY8^!3suP?pE$^hw))cXc42X&bdA%EMa zdSbwV>8RU%`WdghfeanA+w{7Ff=)3ZkwF^)fuJ6ro}aD4kAKkZHMiqo2nv`gOfY;5|4fmCft>)kyWIJ+4^B#Ec)|x}Z z%l;C@Hgfm|-VZXwQ?tA-X|Ua9bOw=Z)w=wyiHf? zp=ddMGk_hV4HDhJfr=VCwC1(B9BMWkn;W0}K&Ang3J<)|fc@zpE;8JIahiH;!KQH= zwhhw#=R+KZr<%HE7d@;VhYg9C!XxJ%Vh=o!N1j#aDF?rDLr`A7Q)T+q1Mk0u-#$mI zK-sAIgXqm4Q!2NDuGM~nRXwI%r1ApGD-H!1~p2#(eK=$rOKsVLq?+sdiJ36%4 z)=Htn{=<68Eg?CRSVx)y{WbndFwlgGr-Uq?6&B!%a-)o8=k&_@+OJW#KRMq*7UDrY zm}6P$17e(JrcB@lqF~Vtbf^W*BIcdF6EYB>04|CLy-THJPY|vM5VF{2-kC_nseCmP z$n|>rvo?r;wGdf{C_Eiy3y5kkp@J5;Sx=SN-{$NANlgF)qi8}5)Kf+K!^(!nI!1yM1e3X=b^YY2l?+7CTZl5Zec;? z`;8BNZz2JHwc)&=0_qf8=pla6-|s~Ve^s@2@fo=|LA%bFdpsStGR$?U0#P(8-&w)P zF7n&}@{v=sWd?{3qVURNME(zPbU^Ri10AFumiX9r#wNXu^A0bbVBQH<*ud{=CeIaF zf48Irz$qxlI9kkHNE(cKi3w_HP<3|7S@0nC$_V_*@l~WE`VNH7U%8}GJ;3p}KaGY< z1!s2HP~|}P$Mc=oA}cTfw}pby(mCiAi2CdV1-jE6TT5$fRK6S7j+iw6mink7Y{Kor zVO(XA214p+NU+Xd*(f#nLgN`bRCLE)jIlC>;lP$^PyR$cc-rb;4zq%%yM#0ylvA5+ z7y)`u16g)1!=o=Mv>A!f49hC z5*L}E?0b{XTTOjqN)04d@5@y?F?y1r9l6fi)imy|@j^9M{{R)loxqldfoOV`n|Zd= zVo;_6k=EkI+ns31w_`RKc;g-aBHCUnSaJxOT54*$`(i@>Dm0#Cd)ObUD`eZN!kXbR zGXn|sFaGZeb>{zaebkG6_3B&B9FhBC_FT)`fOoWyvu&Q3+;1X0Janm5nwXX)gp(u zY*%U`jpWWxr8ktS*p;%e+hcFw)q$mULoO}D>foN2kX7O>fBq%Li`nB`fl5y&PY)1_ z2$=)e)~5}70;O=`NIUISex0yMYjoX%d~WnN+E*DmXb7_z>`0#jmZpd{7jSi94XN`? z)giay>EbD_QyJ^Z%~o?M6prFn6ByDFo?o{P6~H<`EQUcOZx_G4h3aT`hY!7|C{6pn zs|vet0Vw?Q1m=dT*1s$4zTQ-79KUpjb zII&$UejEe ztn78{7>$;w!p*GkdDC^UQkPQS=*3$N&ma+RtFHF$6+>r9bw&0EgZ zxJ^@h~!+mNAH|H7F)NdIRs2!cWy*WgV-m2W=L5 zH5UhpD3_Sl496J>Ns)ei2>Le5QuoXdfCD&>l>TrIBi!0cC2N&J;IvWsS*9U$yi_UE zH;)5d1$XoW#?=_SI~FXV@6sFR0xRZKQMI6*vPapS8b0J*MOC6yaF0Ks|7Aw3AP!N4 zH(9tpS@uv%r{}x+p-DtXHjjO2dFW@MW1qz8H)-$YweL7nIQ?W&+BJa3MokesGz5O+hM6L8i|vQW>2?{@yYd z;z`$MhB}!FstsUS<^gouOgNV{*DGjTA$tt}d9Z%>0R9Omku`@~W~^P#ufV&A@4 zj*@Jyn2zzeBLeqgxqYbp3!Ti*o|*f_cJn}sCt?pApK9F)1SVLWgb~<7X#3U4)FLJ{Fp%ezgJ9aoPw^pqfLV-Ue#x;W1)>y z(+`jFXr(yNeBD&@Z|+-HdM?a*yJoO^8)TqrX z+Q^OIZKRs(*NVnJnDI-3AA4J|iZj(}(KH38t@3|_yvG^4mdWt?9SA>sr1&ddd%$$> zQQoEwYLR){Ql+#(1K1VZP@?aeFl&6Tf-?}Qbg#3MKTESh4U5Zim?*O*UeZP-(LlW7 zi}mz47_es|I`7G$fp}|C6ViX3`716ekuN#p?g5c9-Z?#ELr(McKwVD)q z&NnwL3AX|3qc*B2^WlSG0@I@U>Q7mk{5;yjOH|j;>2)>+#zUbNjVFwnUxdAW<1nKO z07=w77o1dG?#maZ?KGl#w06+&^S~QwE{!v$kBbGeM4v$Yc24IvB*0fR{EbPbu6#s> z*dUrqZXF`0GtFgIk~ac#7kNJv z5$8nU1nA~QQ`4@jWjlJ7ZZXH5qXvW9EXl~N`U5gK!>asn3#Ht35T%hFk}E9Z=0G?FdJ_&cJfdJ_dtk3D z>uDUt6ZL`zHe zFhU0mIGcSn#4M6=N?4S~%!>fx9oUHB)dsJQl*)CA?u3C`p`D9t6ud0d9eRR(NyCT$ zRQiz|gKY=S6RCxSj9Wb5S!sm9MTl5`=TL-?6C*Vaeu|`h+KyV&LPy4JzJMpk^uY)R zMP>J4wVf1BDOs@vbK%#gF8xeVQf(jwW}KU12gk8xK4Li-bBA?QMLmx@@tsh3sl%>3 zk)8|-`+staPI<6B&?Ha zp?%>MzYMb7bOOzAp?;*omW;1oCrx)k32+l2y;;R4h?-4}Ep%is>ZbYVhWgJd)X5;} zauh())%!*`bpkr3<+_2w7yeVgBU6ogZ$WncR=$GGYi< z!`WhJSqu`X64$hRi6@ZFMQylq%Th#faV!67hiGK}-gfu!(W@Q;w=YVSEq$flJ*Kyw z4&B&-c_s>ZHT3$t3-b(_%D07IJ6rd;{4Q0}@G60Ab&MR|EG=>=IQx7lh?%_XUog_! zau)2~U(BfE{b<-9P-Lz33pc5TOc%}Fwt}>~)=Za~hCS+vuRLo{2v2lH8lm_=!&(j@ zMT>sBT55iYhQ7q^u73aA{O^>Z4e%#2jF@$P)_N%dPul{q2$=XIK0jyZ__g zb7bKyjA!`1+^4aH4A7Q>1G27NCJ5dW+#j=eNnU;oezo{bHR5)pA?k)IjBbg{5IrL; zd)D6SvRg7w=9{~9K)VD7kuny)9@oa~iMpsS*Cc88Jx*~ulSnS=$BC7f&KdPC+7C14 zf@^Hf2rg4`_tB6wdV5|-i8a*kpaQxzQUYca&Ss)hjtTIqY;VXE|B11vFGX?EiNULj zIZmAU+pqGQu{AnV9kjxy+rx0A)a?Ih&@a7_%P$ zf{0?d%VyZ9ZpO6R8UnT_BKi2zL@`whrIMsV^X0o6RQNfXG?z^zXiLdFo(J0HQ&e(_ z9d};#;e5>AgS6LJp^WB%OZ8q^?3ID+E{D&xh(P&%%A2v|Pzo*+HfO7RY;TUKWLmVI z(2iZP?B~UmoUyse;K(95G_dgP3_rhK@Z)M6(XshwG>2Mg9?xFHOT>OLANM-_9+eH) zB4j@QK;TXrN$joJ#t--@o|()m)$Ckd07_x=IoWmx18POJ$N1nbaTh(U?iAK++#)_?+{MrLn)UmIe06PrUKe z+{QKpjcC4NV(G8lBse3u-~SM-o&J&Be7w|-GSOp#4b8(D%1@ogKQD|7aMh}+cgtPR zm|ukfME!>3^R$FhBtBj(u3+QPMEDXbf#WN)oYqi;1Tonf;E%s7+D^qp<#T4yM8*&O z%#dO`jFBWb38^vHq8Q5cO5rqdJ?cvRZ&L)F$H|2C2c=NW-dZNX!oH^>#eH=XbjWnoh2xHvLG;>u4B=+hLntk(s|G$0TesKfjqx`fgXc| z^7ogNVTBg&&YR^gC8Xo~Lw;j~w-$KHd1V|Q=W8QhuYKRsKHF{_=!<WOoQ1;fIMoTL{{*Xl$#SBgu{s1RKdPRc@vwZ`Gk$| z=gfE>puF87H}IEmwDpSnk$q#pFO1#*tR;@P+kQFv#$J+orjOt=bkGw_(22>fqqh;?6(za`Cen@b?k0T2&I$<>0fHS6V%>D8?DJSG&d3mSl>{gXUI-YM+@-a zE|0zo8R1upBE+M<{iq?F2NB_O1~VL3>ZHLE@M*r<&l}mqIW`R|>I|L`V}U^R54}H$ z*`0;pQ$aVKt+qj!@VPbWzl$Lpe@a@TsR~Sb6TZn?k&mrjqkAc*xid&=K;c;c60i zvfw~7Z@Z)aaR&;#n<{-d_xqSa%%kzL@DRWSQ?Uc{%xo|#VoMj2lbD9vciZ>3wAbM% zOETq`c>~h&%p+#WNs*(C4}Vj~t1L0mIc_UGjE&GAm)_+E#vyfC9^h)Ta zZaPZiUwCjJ^`p|kV_(Q(j18?)4_qj*96@&yKv&yW6Z`M4L9;WfY zL?E8jtIFV*E|Nt9lbh++6{&HaKisX*5DYxANpPI3y(Ji-ooENeb(#V7rnkoM!$(@_ zcnR9pJF$Fay(=xh5Lyzngz|G!B0hT(kDgJI9sKWb9p5)9L0;qI=w~6J%{kQiDrJTd zIe~Y^VHA}3o`R0BkPR9t6+I`L4bBJcoX4SKP!PqZg4~94sphA=Qi&bZm#DfN*u5mp z0$~#LR2r$TSwNG1j?u5uF?~WO;(PFos=lM9s7`eX5?{^Df`}g2cslej-cpYTLPD&e zpQg|?=hV3l=*m1K$_`BLK1i72PvIZ)GVLkL^OtA&l~0{`d}TPE=!_VTyUy!_g5)=M zm%rXex}2%Fiu6ZIdXBdLG4rECn@hzst-Vv0_rBqXBp%hL zm9qWI*tB?E98*#+`+%D(p6soJyFa3EeWtMm>uK(ofp$!^PAvq>dgX>i{zY)A{Y^22fw)mwSeku)A$Zj7&rR||O*3q; z=2VFyf@6+FJFz92xY0i;5=o4u=eLvAj&2*&E>y%e3;bx<3uE*&*Lr|zne8=X)x^Z0 z!d7ir>pJ$q)Hrb1hGs67DkyxVpQJHjDa$mDCj%iT?~7TU|40Xbgyd&$jhz_z(B9%1 zO`o$uUgngRPHXoDfwBG$ZyH^;))mgS-jG;x8cS@UA!1l!F|Fo3#Vn~NSqoQYEuPuJ zrVtzfPMPs-ur`7NwqVKHUwX;#FvL&rxoZ_o$$x@l?+5_f{jkyLC;RG4>YLfpyHaAX zun2te2A#1M73!{GD)8VlDaOB7LgYkPhEjzYMBR0!52L1B)pi9h*7piXW-OMlI!yQB zcf7$O?L~z*&U$!!hH8aZg-th_umI(MIxeM@BX*FCL8c^Yu2q%r(X*|6r$QtG5Iuf> z*`@v^1J_A`^2&}@aJFEukeB$g6_Y0n%+JO&)2z(t;ayF3B@IPGxOf)R7Bf0E90%kO z3wvkdD({6Dse{1*&A1;5j(Hwo{t9Km(kv3vg+Ed|Xiy!Mo7DrpbY-!SP0~F5^^TtA zoniS3_Rz-imrdtVY_aWgM*WR=YQBsH4t|mU190OV+RrC|S8Xxk{5-FIV~Oxh=JPdu zx{fQ2Rlec|rDb%}RmXP)0Btz(&I&02_xFn}&fhZPFcCHRet3!7Nm(P_6#C4^ELq8S zRDS9gTvLP?Anb>@Fgyf$lOyUjIc=PJsyJr^RfY_qaXEd0!d0t{+8z+|5XItr)bjYv z&|zMleM?QqZ>-_bwki^`VkB1hjjknfv((z|kHX1i?vda~uHoz>b_kz?zu@13fK~C~ zeoWMnuVMwe21M6wGx*Nhze=y$xE-jt_%&1fHwh4crYA9%v&2;i^zahpsYU!L7LP;+ zOgdOg@MqL{nouS2Fup9op~^TQ19}PGD{%1scxnwB3^6G|^+N`RS>xd4x}2 zC?F_;+`?3y1J6Q+IY&?MMV34f_lxy>vl^CD2*pSeE7%Z4IH63PGv&kB!NfYs?jFzE zV6Y<02>rX-NZpsHcwUKDFAoAG_;Wu_Ab)>>Oi<%GO5qeuznYW9n(SZ>)7lq*HKqr5 zVP>-nwCv<*omSbFOdBffS=pn!8&gxowYl)`P8NG#0*3PR1(S-xQKNr(QwWa*ef7>| zG>ZHCVw+o8#ZWJDjWRn&OS1A9?i9SeerVk4^dk8F#9AA&S*d(DRNRRk}i`uUzX5PPr+hS*flsq|+8Ik6im@VgCFq-TFqN`#rj!Sw95ltMW$K zPs<3{_;ynUN7z_rZWbPsh1EK226BS^f!J_g9i9bn5~G0v!$RixK7o}2EbO~N?xOB$ z6sZY!@z*rvZx$0|eJ;iwO4)lF>>ir3x8Kr?lC~tGZ`!sHeGqJ$BgXYbCrWAp+kU1# zsPs|ds&`eXpr>txMv* zaBMF%Jepm)}*Z@TbsD!I*^nJBcwPN(nZL z9J2ztLWK9go0RVs$g+a;+X}b;Qb-oDh)jYHhdqw59p=>`qQlnS-y6@`&U**g{^+RLgrEN(~+ z0a-Du#`iPH`~ZA!=9EaS7X*ffnz^Od!kRp4OT|RgP_sD>!Pp+1oe)cogqaL?P~F&v zn#A9ag@6cvNJvrSx`oq3ToDDvcv7TwtoD>tO|xX7#qpo*cS73WfEBmI_IP3!9O@|0 z@l;+~@8C=)f$89rExwfzvz1U@J#r2zDl<&@6Lveon=2NcB3VK&jR>^R{Z2jEVAz|> zW3UPQqu%+uD61WK$nhbf) z`-O@H;;~&Fk#wY?Qk>vYah&FtNb$;&DlXC`o2As+nY^~j-jmT5(VKsH z)TXYYA^ci`)LdFx&?}RoTge^!&1`u?wfxiWb7%;~Uot-gCZ--Cyg0ZN{2R`}&;;p3 z?b^=Rd_D|T!VH^2jsm<1mfqCvkOt0z)Q_R^AGsNs^73_n7&5iqBvOuz?$uTW26bh-8Ze(y zjx+|F%DnT4*ei6%g$!UnR1u9YprK(;;XIH|WZQU+e!W;Gus$VECQB%%n3*y!w}tKk zus}B?n2~nrpb@uZBGvQ{&hf*Q3X*Hp8C(iVni7_n5Q#pqsuebo?=(Ov9h!O}DrWo9 z6R~uiB*r_*Pt|aF8S7jXx*#FEb(gHPan$m zSzp5GO@1(%gD1+fj{Z^&0^Yfx9|l3Cu=rhcNvMP&*Z2ODs@Yc|-TFk)Zg7$Y`PGxy zlj4%`Muz^FLRD3H7(38X@&tF6h3`YC0kNt3Nn-Q)oUDUqh_xM?_SK6-zT~71khRe;I zh+=dr-sT8nhR6L3xK^$4ujWupT_;Dm|V$N5j50tC+X$W-T*R`ih8Udwz)T1dOa4UL$=)of2nC8y||v zq5OFP5A+&o-z0uGY{l)+(X<@I< zaRC7$K(_E*&VWg*PGLT48`#G)tU=W|Z?;hN3X0l^+whhWwfo_SBa zenS^riwkiaGHBOgpfmVY$81C!?8`7;z?aL@BYDk-P}~LJM@DOK8FlYE{LlIA|Gguu zs|z0T&nX5E@RJTQYO7l@A%;$dUYXH>{~4_(2ByN>%s)}4DrT2%Nv}Hz_fuw(DMqAl zS6;ww#u(jyS33V^+}g%e_!z}M@b)v;G*9$-3fP<|s=g&4e}lw9(3<1%@7wwuTE1eU zH#SoS!sOuV$`2G%C1W!s1yC|)j?)R{ZW>gYdC@}xmdqaiwr{YdBDhm{h+`>(duGJH zJZB%&TpXvpy&Int?e15y?_m#z7L&gjm9Dlfh_^4CbSa|&zJ%r|#KN?q6d}*_t&p3b>5 zNDFyH6(U6cF<3WN^Vn0Cv5I}!!M25WY^I7aD}hqJyk&DtI8M`3y~?n#8cVqML2Yyc z$)Awhj}Mk3#FFlz{cs6DRV{qDN0IW!*HbHW13mw33%$*;@#|+j5XN4@C_4=;B6Ij6Axbv3ozmxyO+wWTX_!ZVozPjkSDDawGD52f361^{!KSe)Z6<;pUu&I z_fwt{NZHnttGqwgyf$~lhhWMf2hi^8b|^nfJ=}U*G*8U#F~^|q7aP1c`pY_>H^5!H zlF1U?&aT>N0Q{#dFGCvu?&U4D*c}rBedpgJwa*@|&%C&UwwF@rr9Zuwu|3)Gj5T^u zXX{3auJUSOoA;28#p-cPVPpXO^fD5o7U}G72}W0EW8FK>yZ9j)L{9YCQ;Xq$(enez zTg_qD$d@1`X^)v1p*7hPXG=>{lOy{Alk)kU{1Cs%i3TMw<4~jO}pJ#-UpUiyKd3^EN)A}kp$I+7UFa5||A~cQF zI19wxCm*)(YUMYHhyVnt^zO&RPsE_l*Gruar`G0&WXQY!B%BjBl008(#s+wxZdjKn zJu_XbPpl0Ib4p)cQH=f3^ctQ6Ln%2-ydCMfkq*_!z_IA+?SbMX9U-3gtz&9jx6dz( zBo#qLhNxZ`l`@v6<m*g>}DUS_RZft`O94(h0j7w+zw4m$6WUKhN{e_DYmg7EUe&bU2)~ zY<>h+3q<6ICO;s8@p8XrI->s=+jERe=O$$CE}C{)SsjpHdW*6uBuJ4|Wu6!2OZfs? ztHpReaE*Q?G%gAf4VhC}Yn2JEw2kyAhcTwtN1;fZ}Uox7JImUCxxG+p#1vD8eNTURU?3)s@~B zjVt2PZM3s+_BxCO7bx9p3a~FNCl0s)1G!1++tqXW2Vk3?kkh$uSm1`f=rDfthxfOX z%Z;W=KN17-QZrR=@ZKwPIDKQSeNi$~*j zDZg8d4t=;ODnP_;_cKXQ&dzfhOCB1dhUHY6X;O#M+VU10fRFF}dt1c>!(_&@<~KiN zlN?#qm3_>N>dnC+hgi1NIt>?*7B3SQ3s#2Ey%sK|p=CD4xMe?!{6+md-Vt zct7(l32|FQsZCd5Q##If!vSZedgaj3ZjP} z2fW4#GeBbfxW;c3&HpSmiApx-p-y*WqLWZnV-(-CO}w?AAr@-qa!Rz`2QCv7r?J%~ z-7xc<&8O)f7PeY$M28$dV?u;`6a2|hEfdPD66;TS(<0V?T7%n^_SD9hzSI>l08+UF z@5j9z;CGz=IHGCxomUD;kc?R;AVpKW*Q$Qsux=vP59>qvqKnQyIuzODjMXMUxiU&kwTJU`%1}&c;$a*Sw3S+*D$*eYbg!4 zzxfIVj;GRURusoyHex3U*HFwZ{-85Uj|GD-Yck^C#=8ExRa!m8WLC6%?5R{G>()w< z+;Pr|<)(~*+r|#^2dSLT|8OYiDb8`+H_v$y?cWshodzY|1oUvaj*({WqKPL6kZ9u& z*inebiqb;$l9M%4bfOlgy{IbQW7f_tbNUlps;Ru(!C~Qz)oni%Qnl^z^QkDv`brJ+ z?&>=}lLl#BvyL;Ds094|*48-lvt9f3$iH3N_jOrjZV>)%RTf7XPku-(2hmR+Zu+-A z;q+xQ`Mi~^pTUFn+ok@tMXKTFDgn=Ozs2>fSY_FrT$ZB+gJh?a&nNjJhc$otY<)d{H&Ajv0>V#XRFbxR$XKeZ!gPkp>cO` z@+Q0TI%GB?*q5pqP(;lYP`C8C8R^)n5Ah4Y$O>+C1>>hZLqLi8BqAn2ljNrfzp*n0 z9~cqnQFl`ad9(NjfqJDGUbi4>FXf}tuPFj+`F$U1`pk0`u{8Q5C5Q~$L<|jOqs=%s zJ$Q3AVnMr?8VBK@iM2=?Y)Z#|qEZK&2+ z*lzaFc^9eM9ev&yJ7q=cn}%)#l`KmkYWWdB6M#_&{S(>G6MYH&IdC7ZOPP1K`ie38 zKIROy=0k`dbKH^J0;KS9!#~$z>#Z*$y=p`UB=L%_@eMC)T_RBsRTP`y8((SIp5tCY z)&)w>Y|k%-OU89qQ(0y0$m24={lwR9dHrQZIYr2V`&fF&`f^??D#Pku=qZ`z6X^6k zGW1Qx=gJSDR3cH%6V|)PxPWgpn-lewxjVog&p@|wv-6O8^Ax){uKrvy56fSvrR?~{ zOL_N)GI!#oSvb2|g5`7WD@1bHP?0>Zg9av29$Uiwwlh)f-8(0d>@NI{ z9%@K6PJNs~Ku{v)!>ZdyxjZYYa_VYwK?K$v-H785Xd1EA?_|YY!zh}Czp>?kB4%oU z>koE>D9V*l6}07CMMh8BWk>|3UAMd6`0p?M`=;8>(8`M%p9hI8oKHJuGkHYOnDNZp z9bu^o-%;#%G2V{XSH4hJhd`Omh*_5i=W#xEYaCWKVgHO{S$dh$r|49Kpq#? zib#{j;y$MI1K$4*5w`HwBmTI7L^-;5k4WN71Ru3^r_jcde+VDWXGzh9QN)=fP;K)% zAOD~-^??DJdSB(N=`-z|k0o3PdI?i9%p(z+I5zAW1sjL=`rYp+KH+%!cTr`=@WO)_ z-7V!}K!;mgJQA-|M~blK?n(;;D?X!0X)qurJBy5d1V@_rX*T7{Q>s5t-w#923q}x- z<5WYY-RdNbK4@b%nq474mg>hLd)x?W_vT&~39%(j}Z)?MK3%?nL=(^UA+*%wizMdH*{K~{$XQ6TYYjbq8ZO2-7- zY-YbG+z1AAE!$A#nJ>v@KoG}Ko>x)6vfog8rCo!@)!k-wHKum~O{M&9$B#vw2Hyiy4CB3p zX#2rZ$0;JGQq5g(wphz*?^8WfX^6*r+pyaF=-_i0g|`Xm68XTgqCQFK&@P-`zMGvh zKUY-hn*?j-06h>wjF7Z<1T~Z2-a``FA#!D za0nVKxVr`k7Tg_z210OmcXxLSwm{Ggvbeh}?!E+fyL(REdw$)T{x#Lp-BU9)H8u0S z4^Zs>xD}nyL8hKMEbv*oRPs8Em0qA`;Rw_C&Jw+L()dZDuccJ-R(9C7}5W9)O z5#gMMlE*-mS&YKdsct2&qoD&Y{Sklq-6Y(eMRIO(i49xXp8 z{WY@$UAd6qfz}pi)i`#(mNe#s$ZsL8*^}2@_oMTWxjj<+G>N=i*IxdmTy*H8HEs7r zt}V8Z56OjqPyO?kF84|1r#@-gs0TRUGt!$Bo?t1acfL;`GcB04pZdG~YK-P;(^s=s zfg0=%KwB3g6r~6Ac>)(47ZzIY?)mspvit+Zc4=)89x;;P&#`hJPMNqf;|)Y2Fe>)H zRkUYe(EA)Gn_cYYL+gis2cC!^L)2@`d5TIJQR4LHBn3!Q>v^RfOGtiQKJ%?R>)a<_GCgj7eERAQB`*7>i{B7VAkNZM?V*l}%p?HEclr;OB zR0rehXxbi?dO$hlE^-G4t9pU?Ro9alC8}#lQ?D@icKXS+(lu=hccGm|W7c#_g@Yx( zXlxkd)?Lk^|4n7GAVol#bQ)|h-jn!1QcB_EzdVdA{*%J*wYwTonH~$T8@`U6N$t;y z3_-c>ATlT;#S<=QE$2SCr(BO|w!6s=Ao7AtBUy}!ll-ig#n^6zsYEpZ)je3W?v5Mu z`3DFo;1nOH-@vAbp2P_Gu=-ObfMVzB>IYKDtHiqSzR|jFNpckuPm%Gs>)uY}NPFEciKZbW1GS<%p=)`7D327)GW;m$(BYODmD31;!R~>fy;; z7(1E+pmS*R1V6moAIKcHRY}X8PR8t{s*yC30f;1s|)IA_*{u#LEb_#i~F zxGuiDLbV@;U98fjFshK_PyfT5=WnP3NJnyv>JbuY?$L6r8lsYbFf_lva&pc4Vtm~* z>G9a7EH< zt2CopSqv}Kwdr8M`Km+IUF@!xvs4pV)Z2#N^_jtWzXuM&x%H)Gx;&j^0Q;~BkVRE+ zC50-Hk8_6@%0lAl3mz2m1-Ayxj^VdD@n@a-90Sq%I&88U zpvuE1U(_D7A6Co;nL4=ccKEAX@QfBBuBq)&K!K_ZVU74fTsLtnW}FX|L&>IIOJ~F`17JWk7Q=6Sia0^m|xURjzU$H%8Z^-0YWcDpYszp}43*-n%$L2R%ivPt4=re0q}~vZY^k zqv`#6c$$7LgK^uk|43o(Li2O6(^bRLWklm^s~g+iZ!j3fw~_Nak#Aj>3glgL)aO?n z*)!hgup^ECPQ^;8qj{<+*e(^Ey>GUEZ2Fbj5|aBZdl84Lnv~|Jk8;Ttx~@<*9XXj= z97<~j9Mr@kBj+r`*jt_WcuXzJb1LtZ+_oz$QpgizgTbjy_fLkv>_JbM~pc5F*5oqZKWm>Gbo`O^x5(ye2=|iK;Z@xFFmYC zw&{8wh=#&!8@czpyM!{5EJautAyfI<*x@sUqQCpTufTcx)d|yR#i0*xndI_pf5sbU z2aPncm(ka*ub%`SqsIDjLql?(8npZG_nkvT%G{eC2!{OSKpDW8daE4C)fK{&&7&0V zqR`ZJRk1bx@17SbzJNWv)T2c*mO7yYzR-@tSL^vsd6Xa5rC=Th*zPW2@6Kbl3R+!feXO=@OQshUdP@C{>v2!Bne`}6A!5>F zMZRW|QTEV^_ZnlhDinOiCwRl;x=&EvwC_u-1McE@21dwUFn8l>1W#1MS0NiOhL`dY z_>i`|Z~8@_eshv*uy^lJvp`dUx=wy81#^q!d6aqcC$|=B#s4q}80@^gL-$4pj%o%a z8z0d~L%d<1yEk+;y?9X$d)(f(d{BY1 zGLfmeZk6lseHPzhUF_=&`J6s692IwAG)Np@24#E@Hq||_;zleyc8+L0$HAg1TT#3I z;m2!oDr6aO-$wx8g-jMVoGC{aLnP0R-RYbHswio799+%6_DzaQaQ@!obG}tfaemzS zbfY^8B~+rU6$1*1y@MJGT$t&Omhemaz4OqPDA&J93Wzkwwn6luM&vE}K(y2vB9i}{ zTwhh(X*MBPmM?(oTaYUcDc;c5seuf;h+YZs8zA|~bRs29I2((i45dRZi-`z3E@DAn z_MooDj!pSu$Qs=hEjtpoVOAG)}WX~x9c+t^I(@2;*Xx=BpB^4vn+7;?p9u(XdpNeHm&xY6wxGm-o$ zS7IU-bhh~y-N}}zjWwcVH-2LA1=0IqA}d*%+{Cz5Q^!7w>+~D#VQ!>WndtoUG7_IL z-YE0jmCf@OCCw~Oh*@fH@8HMu`#5O2(l@bC*o6ln=@wn{$W-3 zoRW{IoXDCq1gVnjc>upLUNh+pHMlwiD>wgeU`-$vV@})@^Ajl?ZMvoaJ#TU`%9oiD zu=}&rHDNMJ`YD1u*5$?(SUEviaW+DNYWRfG(gRb~<~8|z0_7#B`jTy192iXtp>ku; zW}=ioOY_%!Gny$zsG-mGR3PFaAb3nnN}EVo<9c;{}8zc$R}mbz>3mFYA-viriB|v6uXeGb%Ez zB^EN;!Q94evp(zjX4|5J#!mun{;nG0D}{6p07!Vv{HErd$yu65@rYZ6DxAEYLU(&O?L8L+~a33nn)L0zZFl4ssBRjF%J< z-LUHLGE2?Z7-AZw;9F|gH7D@#xq4#kxuEiZ60`C}A;w$(L+u9}C3b|NnZjc1)2mJ~ zdCp%_CY=LQu5N)>rtUZCb3}_zhRHLjP6Ap+0_!P#v{MHO_&|DYQYte-z*7osCe>vv znNfZuQQb^?43cm^FiA<9p`eNw3MirfvEDA8BSe4CC`)72Fmy{JF2My*L;eDy&Kw7$ z3f}&;7aiwyEQCuWAxT!|kqTKqy4O$qdWz60E3`n06;FV7x*aKSGfn#L*8GN^9{k575nnn3aHhnqGkNqW|FVPIslq3^QA(GKZ zH`j$`5iz+F0^oILsu*y|M4x(_ICSY#6Sw7XhSky@pU>O2WV*>DiW>=kJdLAR0lM=D z9l6d;#pu12a*Q*VllqdurSP4Sk{_GKFt|MEAdGCGBn^21o+QC7h|j^Zmb=shDcG0W zXAZ?6Uyl3twZ%(9Bq_^UDnw`&I|Q94YytUuL1AJ;^TSz?B0=wNHQx(?$sVzpbkkfR ze=2)yK!a6&mm-;^j{?pVp-PuN7vznbHUuo#nxpQ`}y>u7q`S)glPdabPPHsAfM z%_&zD`g`AKH`1Cq;h{yTsGGieR2&ShhwnN!ePda{6NBBVxh}Fmw3G;+sqDR)t)Lr~ z%*hPLJvgYIJA~v>_3?_x;#1GRn0gTGz2yEAL^ZELBbcD+vm$lU7aW|ww;t1l2;J-W z%4lOZPq4cDcPT`RuqhYyKl{F>E?~B!F5kJpbe8v}!5QagIJal%m)_nzk8vMk_cOTP zF%)AoFrUx~j1q|2P!FP!=49~gQZEu6WPE3L7~cN5J$zBU(=%_oepYlg*2;J~Qr9rN zu%qoohJG7Mt*AFVfTx$qad>&6taOCXUc|r0#Dz0Z2meCuTgUPB6qEAW!7)4XC&LEq zk`I?(#A<6)_g`l^(H;JI;pKvR<9irjE0d? zb=QXxn>AQyg>(DCdV5Dh>G@&@;{PmP2RqsC@dn4dK-@dLzu%3lU~}JFYk)D4eJHH0 z;5P_@C=5mWYQ+wm7?nE{uLe5}Eu*F1vc*OMCvee_43vbT{r|BxigsgO1gWveP*UUy zrL!CgHHhxh7_g!%NbuFafBwjrg6uch#Sr?fcm4A)?vCDcywQ;>0MasqUN`?#%qX%z zqSWx`60Wr6e&n%0y%R)0>=mWSvrR}m2`S}D)o@_|HO~BT=Th!`kfSJCmqJoq&vT>v zq__{cN%RrO9m2*yb@t3P^@7uk#wub^kozfUBfUB|$Slcf#u!A_6NF#)fY&cD=l-?dVi85U#B`Ax?)0`Reet)OJVbgR ze4<-UJ&anYHM>41M7b*)y$Kv&f1NeleJ^UJTaX*;*j<{LY3Cfo?}s)gPCeUa4h}Xj zW5tNTP?w;`_#Ib%nA_dii+U(W+lzbfQ&>-%tBXz?Z2TVT6#`ch7l|zOWNZLH^JV{o ztNVD?YeZ<38RHkNY71#W;tK0%gKGO7#ZZ6AM85amEi=raugWwVQJUPeM#o# z_%N$ZNhTF%6cj?LV=iQ4tKcpX%VP~Wo!-~@YNvKrUeq)x$kp^00dfdD~uWT{pSh!n4XF->k`kIM2DxJ=0lZ&uQdh!?Wl{P2I8kR0K~C0-k%Ox?GxND3~%+! zsmiAhqJa zhag1`BN9PKU1%3sdBJhlRv&pe5ojwIG~OxG@vcSKBaJA z>&+mVb=04EglFHH8q(+=%aQNq_$>Z?n?~~QcS1(|aP-Z?h2@e3zljEP6Z_bK{_HGf zjjNPnzCj%8lR3QY1XkBc9>ydWSnkx=St(hC!#W?IO+=gcwUiYvE*5|^=njIP!k>sK zI{2N9W;>GMcD6+s0`RYLQ*A#)}h|p80 z>V)&3q|tCm_RHLJ|Ax{x7I>m;beQj0Lbr^U1_O#I7hd*lN*na0 zrjfi`G`CXqr;4PG0E#?u)4q68rP_4^=tFBHRfrlwiJP)zg{G{my4|n$D7RT9Y9Ztk zrI@!uZ?M9>IFH|Gp_;5s&88Gy3Ujf!oc4FgqmBk#ysM)IO6O1&PZr5~Dd}Qok^RG-rh-)PM8-PO)i(%F zTM))ww>D{-xlu~ilw@$S%fKkGrF=6rE1af2O>Z^%?WZjV=s~c*67F@r z@Q>i;UEQ?OUNxfAW3>*+lUosGW5X_AMUsd7T?V-nlpx<_izRsoT8dI#Qjo74mW+*h zUwMa9zz$GM@4!!@8X}+Tb3?|Zhf5awF$DXa+85h7Cd^H~lpWXuMcDl94cL;m zE+m-B-qMc>6)B}Xy8D@;`Gh4n_4roGfqip_nu4}9k=9DSh^Fg)DRXM*b=86(*4{yC zxIv)sx%bXuW{cQc8+f*q{!qRJX;lYrFI6-`_5V`-XzF zs|o{OT$_J}syEzWJasY^WP7i_mdbaHFz7pug_B%>{+vEog3_HTF#1xP43JK@!briVn`3z|#NUV&24DE4>9v|J$7^^Zzag=EeHgH1V-E z{YTn;^M-s}gDnfz1ttT-2Kx_M3qyZ{2TI8Sx4vkv^`>_ukT*ui&HLMUWRSlKI(=dfq#j**_Zml>gx@BF zQaS|F96@PD zckin|KZ&n9J;*g{*4Dm4Bl`J@13Y_@>GcD70_+nvMK>lIoj)7l={R7(raQgX!GoOq zt8QD?Vid+XHgdqo*A2ExU5|S2fhf2dtS`ZkmT$h|K@E|vv3$ZnPQaH9>u@+#zwiJ<|m>4 z_a=CuRV}nb^VZb(c#eP-J$;@lRD*)>Uugqr*xK8m5OW99}NSB^DV?-^fhJ z=8hJ+r%SNDw8E*?@+|xFv+p@N1OY&z68D?l6B9bk3Z$;V=Yz3wUHEk@;0Z=ROM~0E zq@ZDEqsM#bAq+t_+yHoAFE1#$FD)%oYXyr`tem>h>=2|iWj7_CF~tt7%r1AVRj;Au zO`e)Szcpljm$}njRbrs&GJ%k_c6dk$M~h{zD6sl*{HhZhW@03kl3~mYoWY$`<1G6T zT4IjMv#UV6V_#`*!zh(2y$8`6zHexVnnBa_@+G9jO-QN~8*Xl2Yss%!>EI75=N0j6 z*e{w6H}UE`wKrVULSEG}>UE;_?63J{?drf#TS%&Zo*sZ+LVw zgtg@`b!y}|x<|hxy6eN+gdhj_=v643X_iuEmSSo5vGhlvaI}(6=YW>lfT6n;`GbC* zQei1b{Rm6}YU&+jg7mli=O+DM^InP#uc~TjJE2)mN>T4+UK~tV*%N-dRlL%YyypSx z7wTZ3qXoQR06`dklzUlWwBjRWN1!hS1PNd`bRPi9t1_dNVl;?l(SAQZr#->}E<{0x z3p8h*#7R>Gy^E!A(fvHx`0mz1;#}60>&BLM#SCKjO;~ki0!@UXk=hi`VdGY3H=9$s zkK?p^i=vw^s3YSHeu!n+0@VgX^vb|9Z>q<-ptmi9AW{MZ_8@}>R|JrO3cxlUpN`~z z_^0Yh2?my7S9Xex*`dncCBpvLxth+LasOIO%{&}f-~<0c^h+!%BR3iAwQ(eklvQ=5 zF}?fq`Mix{u=Y2BE4TWB(!ti5@TEb3;nj{cb|^+4EP{v>4+C5$nM_-DjT0?F;*5EB zM6k%@gaJnU*UK-Et*L^oTScI=e{2&{s9$CET2!l8L0mMdn|*H6Yyw)#Vdiq7*lS$? znL#-z4cF(eOlyQ7X0<2$mf)Vd_j6a$n!6~j-1D(UPD0H%|fZy=QtTsd4h!B5iU+6T&nz&*YWoiSCYMjCmxFj1p2|lC;J=cDzrD z<2{jgwb?wb#PTXyGxDBU*SVk1{p)`2_n+_guiwAFbZ18tP)=120002dw#du-761TZ zDv}cWm3Ds9a9?m|`zto6aQprIUu0xtWMyUL`MW(wzm=r_j$EM@k$|7P%b-he8xk}+15QpKgdG0YckV5WMU3_lX_6xmycDR? z0{j^BXc(-57#)hW4p>Aq$jbkMXtsTjC1C@p;?}u}U-E$R3zh>p*$>z0k43jOk7d-> z)%qJ)m?MDe1Mvy`k%htp;e)(O*wtt+l!a+I5T_d-*kNwcBA9^Hz9O11yq`n}tj7Wj z^R&Iq7VoJattZ%XEU#nm@@9Cs+(V0BK zCr@>JsfeHnT__rWBVAvJKF)p^NNKu!c$^|C6J8Lw9l2JS;}q?A3>=aWK9%XHIg7up zI(VRxQ6q`z&vz0q-&azHVUYvuqdvVCj))8JF?Z<;XG@MgRLhgH&a47zalV2SfD}Q< zCx!)cYpHKmR9!s$J-d%WSiXTnl4M0@@Gsr_n@hpehzw3 zs6l9D>7#r4s^3+m;vy59A~{B~?Sg_-wFo;-Gr#1j;JSQ!5D&36l{eyfY_IXfGCpaf zneV5+SCQ56-3b)3#MmHg0hxXLoaOep4*K0}f5nFB{EOVFnlgU(SeBMrG|JTCPX6#W z;cbx@ISt&^ckHE#*WSw{zCG53^^5x{Nl2 z`T3}bp#~F@RNB<8V?TZ33z7h>mN_>BiUP)sa_jRpm6%{+aA>As%a5>fqhvg#1ERq> zpf?Z{y*zSnAy8bab;~!cl-nqQN-`=9U!Sj5Qz7F7KoljYuzuzYp>fVcWlzI+yOrtc zfA;Vc^ttc95^K*+E`l=>ucpTQ#*Jj0wKhL&cDhS}&O_?06&H#{O~dMi7j1ikR!p%M z;~sy_x!2UJf#=XqP*ZD-ObasO$9)F+TjO=0@;<%YEM8mJjQq)Hv|6Ax!Ppz`o?CP4 z!6>ugrusCF85?b{T`x^zi~WqVu)uwb>wK8q)XjFvfNtH+jkrleijlYLHQ_|QLt+K- z1(`K5V)_)6p6z0d_3|gMSCDHu-s;`#+(>^zY?_MufrOaJJA_hA@RBVG!ODL4|B@al zC>?JHnk`YDHAcFzvo6LOMLiKy88&U0{)WlsR+pTT zypY5T6SGWu4_{tZSMDWc>7ou{F%xdH?`Mahe$sJoKF~CA_w!-jgFnO2yWWtDptt3d z#NssjQHRyp^aR_^Cp%DgkA~pqoA}Bd03xhBxU2@AguBYC_N1=J?OZb4wYvXZ=dRhQ zDc9N`u-$vy3Ti97`~$Y~2(bgjlW1<$F3E9CeBB1%4RGld+uERT{-~ENo9Ez z*oFJ1?q)m~vV3y;x2tS!{18XGXk;^$GZot!OZFK?x%FXDfyCu`%T_jw} z_O|OeJ_PP}PWB9SSNTeKo@maZ2rwsEZ%zpXov^xoxsQce-PFk~uy+10H|CAcJcd*i S4Q&kmeOzc8M`W#40P)`?z-_4j literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/f044a469-78d5-4625-bbcc-c6fa810e8d88.png b/docs/handson-cnn-tf/img/f044a469-78d5-4625-bbcc-c6fa810e8d88.png new file mode 100644 index 0000000000000000000000000000000000000000..048bb97a0016e7b1adb4580a9adf37edede01399 GIT binary patch literal 24288 zcmc$ERaab1&@S#05*z{ng1Ze6EV#P_cXww7cPD6YcXxMpcO5J^1Q}cp?{~ht^8?Pl z*sE9fT3yx8(^Xy7)!~Zr66h#|C{R#P=u(oR%1}_4z>oF_9PGzm7&!6K0mY&yt12ep zAp6n$e?KH7BxGb{6ciLxR8%xHG<0-y3=9lROiVnTgZAyweox$dO?{KS`H z5CkRfKnr@Z(J#$f>}6kzWL76KtaARb zMIrH#;T^`QxQe}(t@qDK2P(N1Cz!_0I-)x6x+f0nWP|4jXYw?kz|yr>tl%JsVY zefU2>nhpdTHU+qc*ONMiT`}})PG7%s>kj|>&~fearmXI&+~)85@t%eou|qF!YOepf z%TB-YF1O2j(Earwp!D;}pGZ79yxqUQ5ahZOI7UUT;npI3eFZ(f9_nwt2_Cn1Iu3{t z9SScT1G{4_PA1N*Lr%Tj9e-rbU#i#}Cq-JGg-fCUzlP>@;WqW{2?TOEkd0xSyDjah+l$$)?l32w0~vKFv`+(P zZwIeJ#XF>SbuOM9Oxlz=ZvQ=9AHCd+=5GcI9~i6!%{aPXDVP%aY=rG~MnWe^?1LO# zd_M68dbeBccJ|d}n|g0}yV2{hfL(@R6MRXdWA+Bw2n_=-ag=~AE&}=e{r!RSff7G5 zUm*`i;qvlK%)aNM6+#+AJN|7^k>lgzh2G8OYS%p%V%TfJOa%o~RooYGxn{!-Zf>fx zSC7ZJnIx*NhL11K+mFLB@7S2n_wy22K8}x~)C$>9ayDz*udg>75iU0*~uwa@*y% ziV{0hIpFb@iX2gwy7_DJBv66lzmO%J`0b{aFg%yc{S+Z8gtW#u{e{YeT;(~MG9Lb~ zUt>pEs#ry18DPQCPD%Yt?+ftkv@n7*q3GzUM&!R!qM8l%sX|P7)`F^Uvi@G1^X$>W zM;rboQ4ca}r>5?d5n-F`P1N*GsBr@>I8=VR!rz~dUvoSzX|*AAtw?GpbP*fke8$IS zh6exH;^z}=>)`t_oXR3f`mPWM#}1r^VW2QWf-j6gpUs^c^Ek!n%#Pg zO2Uz34f4q4bhCf#qSoZ)psY@1izX~8U2wR;C^{9sFent6EE+fa-aR0=SW*XKPsQx0?Swwel0nm&yO5aizdT;L_Rl@bPqLkd z+wPbOD7b0&G84jXqg4y-4E8Bo>k(2a!i#zokTmG|_^@RJ&uF-d+)5|8Uuir^jHz)q z&G<^vR^?t1XOriB<397t--O@U7wYjaC)jZs)MChQkhJL+|2S%(bhv`Lb*lqz(o_%Y zDW6c55#X=-s;=CMz^0%}Fyigk$R?ur%cN=Rs)Uph$llG*{tHbqgNffRfZiwmrDWC& zMq{Mn+zOkV{m0YhmKfvq{&n?3g>r%7cm5u61w`lHV#(Fp+zQ7VBLaFi=mubkfBbl` zt+TVGcQA+iGg{=hU$aQRp*5MB-l%z1dPl{1SgW!zcZ|H^mjAlJWy|K9rs}#U-*fGe z+{5s5{~qpYj6r+YJ-K-+mik2E%Z#e{27c}E*=kYdGa^V{w24_>^x7#lMS5DdlLT42 zmOnnNc))hrhB)?lWR@Pu8{}P$QnEa>*16UY%i-r2B?C|96_RJZ-w5LMJ(6a%6fav}|iUEr-?5|s`g7acx>{@e<0S@wi`eqd>6f~#-EeMBd& z!A;;d$W#9(hvHX|%vFv()5L>e$^tGsdJ-|~K%V`2MGtb#wno!akbnEdDC8}TC4w9mmhzLozolL~I}RlAMR+>evn8HbsaU?1 zi(rXfkCqGr&h$vS3`<*^#mQI{IR9t%mdJ~Q=X|DGrj*EYl$ zfCM(ylpNMoG^5JdtS3-OuG+dIJj?{IKq*8T)RCvP!m_1djg4vdv5#5TYTArX2gv;m zthy{EaSe@yS(?JLxkHHY|K^wwwF4F{KruC!FfyVPY*Jq%Anzlp;7j2uZemR7x~u_} z62yhc3wR$K$bHM#LlB>;xm0Kqii!QZ*XL?GLk0riZuuG2rBiw>F^Uth;4#rVX1B2FnB)({Y^~|8!o(I__u+ybNOHS?}V*0zbiG>qH_qEbp8_U%Io}PUU zCes7q61*9ydU}OZ6ZV_yLt->@H4}UxpLoj5Rz@LFoR?0HexS$IA@fGPalfasczB3;02$ZnL^%SC13vAo>Q;{ z!qKbkCgz;*(nX~f(;o$%EO!Wn)9Earv^Jc4HCH|p=OLfsGH?hDx-4-odUVVW;i3Qp zIEogF;-*YxSda5?USk#B+-`=CYs}-nAp4yG@jlDs!FvI>s%AX%=EEEk= z&;?=4nh43RzksoBQPP;P<1C!FvW*qi>esi;$peX6QzvpB>@1UKz+}F*Zfy61fe5>m zaZXuEsb_2Z zx=ueoH_gtk;cpEV%RidYzAdP>nCfF-Rcz)WOEqqkExK(7HL{0j{vi)t-zByd&VcG} z6UZMHrqq^Z&dutt(Asdy=&r(@*`FYNm+h3U+Ivm%x0`OC^rS&L;#K{yukhvKH9>tP%-yUkPR1ewwV-t29jNIm?41ejED~WwzK~ z_<%gI=#V^#_25ahPB1E@VbpDW?6kN~uGxYD@_I3JzYv>4xBhEi$KFr-YndFYV*hhP z#=@5B%258}ioMY>!j^xYGl$u%jE;kJndKiv8FGSg$%Wq%P5#WrWLy}K3%d$WR|NeZ`;_1JNUn~9>LY#^kE>B(0`p@-heh(}c1UR0eLKgB#*riP=){`n1!V*1;@3%IATTz^;W=GcHn7Q>D!u+I zP2l*+#ZVY{B!}0T_fq~u({W~?A=zKw{)B^zEg_3uIF@2byo@xGyZ8hvCT7*FIhUgV z=Hef&tHmqQ;-+(uYAIXN`k^eZsP}R_mk^WOzH7~UiL2~tlk*{hZ_r2L4Ut$J#P^-vP}$N^`x_fQD3oA zjj3wY4yqMIUZ_0j2;S0mtRj3=B`j@qifj9aB0}N(8u}%GN8D}u>p}sRwj2W{y zN0!ODiwNGj8qGdc%l|%yDxJsLU~PP)+S0p7%iuc7`QKnXvIRUE_e%CQb?hbO@=SzA z8f`lKMI+D18=-Y%y}-ZMBI1gqDfCEMDnl#&92-anCeN-Zp-y?RoNmPJp%i;WeYR5g^6Fyr*%E; zOzAwf29puBtu)os$?T1w=d)T92NC1G6roQ$Jh?N%PUvRhrSn|cyZdV$Tyg~OObdSr zE^^Q!2rSOO*n$;&YvY3Y{1y*3Ex%_(w=uSqTQ;E5P*9%!2TBy_Q=VJAJ$;YLdjwT34xdq7gJ-n}_U-$vf>#YO==!uNiv+ zF9k@n0FMGL2CXq$%SDpS59{o>ru>Y5XBuNKm{fAqCC!dh`*;uALLIW0L2zvl9DoTH zkfstDjz;n%If8Wlvk%O}tszCx4c=7ug7aS!f3gPL2U$*>(j|>0+&Wx%d}w0bY~Ct2aM`Fw!}wYLD#58AV+CF}G&ra(v&CR}rtP zs>!y7P;q4pa*jgmA$G}x`O!oT#wp$ZxE``bXhr30!%W(6Hgv!>vrfeLHLW&4<3TGe zPEGpg3ezY#W8}Uk=|5<;V1jqWp3{CljECk+kLW1o*0Z_T$s}N9`6RECEqI~pGQ;nz zumSYU!l&H%jfgI9Z4zK_CtR(U>^h!=l5dt(s0~T$_^oRLVS;m3-f}nGRzAQaZIQ_9 z;3@|*a_Q{xH1S9~TS}Ve7ZbDtE-H@*l7zDOw!S86V{5bUeeV3W6S6>l0k}A5gupX& zj<{*2Z(h%^brfz!B~?&W=Z7~&p*3bKnN|?2buhNsNner(7kAmDHwXVQvVef+qLLaL zL7r8U>25IGY?=Q}Yo7hL28jxotz45!Ubgw66*Un2gnJ+Lc?5SbxBbdF&q zR_n%6fP|wdj&2{WYlX?Wd3GX^b-iQQ3+wBm3k-U>re*3QXZ2|%x-GcW^i5I5%weq~ z8^c+$6%!L6Vab5LT2b8C1i0v}@0xNlwN5OSh)PC9Gt5Ou~xiD^9-7G3dVSh6pqyF_?SfC%tI3~(O{Lm^o2xM%$RnK8)1)|@cF z8Ukk6)L6ARhHMIzim?VPOHod~pl|;DGw-#r5i$~`;%4fg8MrA4N?+^Hmf4^kLI-Z@ z>SyTaz4dX~|Lfb*CH|^AH*}DlpP!&lh27f4EztgA$-UUwEtuVf@uV?iT~#(nT)5t0 zt7TS>q)5tr+qA<%jr~ib25xWe$4<~YF+C#5rf${@wYxjW#pn7pIebT2UU;p86f`*^ ziMr(NwNNe4w#m{R5);Gav_0?Pt4E@%rx%dz&q??iH zl`MAq6rgwGMbu3}^wwgD>*?lQk-3pC4%)aAh}4xHN-)nZFkp_CxSg_oNuHAKe(Beo}qa!edJEfS(gRSfwn}At11-V%bP&Wj|_%gliClj z_P0=P>B-95%+LD0GTBc<^_hbBc91uIUz{)1?;t_3R9eb`<9ojH1@^(}E}RY&mRHPZ z-u%eHVf}leYO|Cst%`9?4&K^j{#$NA)}|}i8*vEx%Y@haJt1OJ*>1vdO#eO1o|G*( zMsl5^29^U@O&PneVmO6X{bx7?QvEt2Sev-urfk9S5^^%ZI79#2j;*D_t)!WgjYqsz zO+5Z0F8D&mF$?28)Zro@l{69F*}g{Nl?fcD*ycNTa*Ble%v>eV6gztK@bdC8xqD2`dTe9PL6`}u4its+I%#5$S zPBdrD$T8a@Jli)y*Q0#`z+?lB-C0 zVQiQSCm=kV134*n7V!DIAtJW!J^S+hnez>acNR*0PgGEj$-09`$vFnWe7edc>pTt_ z5#vfVRSyGxMy!A%OfGw6{h7*p9q&xCTbk69!aqhlwpHcVRCd=SZv)+1ICM@`;bi(R zE@K*W%i|)kq6`&Rx*9fA6dBJ|T4rvrx4AW@ZE)pW)v8S$AtDTFwXTJN5s zb;TFTg4QEjt`pihK@CC>s_N&0uJKq?^v>>GUy@_Sc(Cf=z*bukOZFkfUA-3eBOc!O zh&&+XY2USR+bfYYZ3M2$I&$vp7OOioAl%|z-BGi1Gb}CL>cIYN7f~nX%)R1rNFvs= zJ+2_Rw=z*+?!b@jq?eX7U665j1r(v>QvPdw-WJ@Yc7+KC{y0m}1jhzgtS}TsziK^4 zxr}N)@HB@&)Ii6TSnZ^0EF~iKv=lAcZ8mcZ11v7|AohKa*R;4kahr@_DT6$gvWE`P~wP|>2Uj}ktfaM|NxbYTMiRE7P5j?faG^OBD+itChRH=H9&hRikE{M9>a@p?<>Q%Mv?eYa%k?dDJ z=fGk@l1pX>_zYaPcHEVf;|7CzMk zivIFipsVi7HMU5{38vgb+^`@#qROa{)U20sj2Hw@QSP4y4F{%g0)@IA%k;@9aO@{fUyq>j zy9oZOSIA&v{->tTo#=rSfPD~8e)hN!!_rLLeez>Ln?*|aT-MTtkCQRj8SG7ut5WX5 z%>U+UpL@^SP?h~>6K8+ok0Cqnqg}2}+u-#ubtfHU%Qi2`vXWbzIpYw5*S?jVeK=1w z`SfXMg?6&ZaW<0tG3YqM6ecW2+W>U9r*BRf!C3PyrSc+ypn-SBmkNJbq|pVv_#L{_k3 zt6Z(pG@%XE_LZjU=)j7y!17zA^ju&iDxQ&z8A6Zs$K)BrC`IO#sAEKGBP+Rq^~vme zqC;gZxI&Bx0`e=li}+^`zFso6`Bibw*Haz8$l2ri{!#b8l>NmYyraKBF{w}+U7#*t zjkV$}X0ny&cF#}1PInR+2=69Jlk74;k(sD3NJjcD<@RkW-2AZ#d+ilIn*sNNQ)BP% z{2~l&<)b`P6NtpqN5xSQ^Pp_n39XZ&Rh>Oa2AXxO=etU~myNrB66tsFiL%p+lFX)y z2KhKk6!m_ytXX?~$q=5z!X|bSDqL0giwHZZ%+kBUoxDvfKFRmvI)sq9k|9OOA#;01 zF{a%Wy=E)Jvp)#myYwsqwg=T7-N?L%gRSqB1l9$}&D3-wyA4*$i}k`=j7|arJX#u> ze(~e7Rdi0EpI#Shu71j!T;B`i(j|@KBrNM1lvBlwf!`vQ#KkZ2R^^B1;#5I;Y zMn_BI*Yd-pC^gaZ%!iBrN9lzM;mmcl-Byt|{20U(+wHwTQ zVl47{jzpXk6znQ(+D&g+-f#Iq1Hm5Gb~fELrp*FO3}hk^vi;-Zlwg!h=48EP;tZA? zrfG2PfDL&HYiMvLAYaV43Alw77tJP7_xg??w{B-nr zAkjTr`wwn6Oh%U4dWUxx`5i4gT#chPYOD4O9h3eGV$L)l8VL6C9&E3Y@3l_`Lr11p}ymT#sd^ zsxjd|6-Z3q45UZi6ez)@rrV>vY^xy+(GA9uSo4qJR%|W1l4=I6H*Wq^?6yjGk9@yX zwUpGXe^!TCi=)vG#`pL+r7GC?s2%h3T|%un0z(eP5q&0SfV@n1Fba3+T$EjcY9@D5 zE)j}<6@EZ!woP^8xaMaZPck~}o&!tU-Mgy>w~> zi-vLYWSxqOEz-0^>4M(6$|l8Qts`O38X=;Zg2*5Ai1HJP7?LESwceZQrpX=;J~*P@ zuY0R1JU;(-_}PT0$R6u!uzscSdz8b8aKliKUK8g(9B;arbs0EVT6h5{BsQSwY&79> z+hP!d0RbDMo-fs}RoAPUPs`#XP?u(M4$=YB&d< zZhW6kEM-X1WWZN5cvA~oI)+u({3fRg1NG-QKCgJ2H-x`1FHn@zM|Re7$o9KhB5Q1D z&C8K!(EcKVV(;2us3c70cuWhIpj^ar2!?_KwON!IP|Z-$fdwpW1kg5POpEttoNYY61S(D0D3v}#@J&|k z#5z=S*ZfXtCCZ`(Y^x`o1#Id4Dm|Ycu9&_j?0FBVIvBbMD`-T>;&7#6Vl8&Y=j6{QVg4BArB*-3P~g#l zM+(;X;N73J#p+b4ZML*4HgK52-d&36fahdK<&4F z?vZn@N&NMSZE@=d(FC)&soo771%y^*W4;Pn`=aXa-qG$`mPM1FSV+H$vjg>u*#t7%Fg#YW>+Cljk!xB_j1Gw z;Ultx=lzxcDIeY~vaS-P zW7scup$EBi)T(wwkwZV|D>HhBFJX6#5YcrmT&KWia%R(N`fwL*y&>&y+yP=)7rD{j z@+md|7ZocC`r;X)M!zdI&_--zKh3Y@oS(TF(K}}Oq8VR9rn`OLrEr;u3P#a#o|f_AY{P za)_1XGTC~EwtA+KV&y06fCPyO3d2Bm5Nyx1eheDmd3N)5f0h=Yz^a5Zrvcy!p&FNk zwU)Z`HM?04kK zb7dBpb(+hr!^^!qS>KYpqr)`p7RuGtrk#bFs2z#)VFKseUk(eBrJx%j++~RpDJAEe zfn5ZIR-MN2n^o1?-!Zi1gcK!WzVU{(?f!Tl%XH=m*Xw(66Qpo6jRQ z1nOG|8ec3><)qUvB_Bv9ki-P5nSXPQc^xbimS))Ox6gL$_q6L?Bx@LQ@ju1QD8@~o zFe-8$_ka0(mEF^Dg5BJAe=CO%J;B3PX8Nh)*Ll*n^^S9+SjKN7Q&tckF>YyEq7LmM znDMG6Z`;vUo5+^$RRm`7k2Es6xf_81YoeJMETS(U1fhJP;A3cHbB~8SmxVY#9OZl< zEG=pE5a43$+eASzf^v#Tv-In5zsxRhv&Ynz{Q{W^oaGh_qGeE43YV^AMwhyM z@6o-7?xQsI_}n?oBXlAMZ(lS}6A#}ee%V!83R6raXwsT2iCT+clJAy-_)U4BAJ6Md z{TA_OEM-st?fYNsPY*}l4?owx+0+jth$lYdswUr z$SqWZmAxNw{K;6ed}KA!-F5ov5beGFGFyJBajPMSqX`7jO|DzPD(sWrB%_O-iyS=A zN5?2lt2@L%PB0y~+Y$5TNj7F6D2YQ*9CI4Ypkltqsl|X;L^052A7 zMQL+72Do6{qe)DtHb0~8r+kIjq~Zv+>~U3uaFdE+oTcC-Wz|THN1o@1!SRJsT$3c% zv3FK8(bZ`WL6&s3)A+eoW0DnQh?ufVRM|9n57R8Tftl3D^&6MNf)~Qlb6Uo4v>zNL zxV$+i!v&16e6_e)?>5HJVXQF#CEgJ23jiDOCbQPJ<3bu#riiQAT_mqg=GzR2&N zVHH)AiVBk4FmrO3=gkY)80_b8fc?l17FP~3OPh4G)jt^z(gm*=|7->c;_q7WJ5Up1 zf`i6A?z%fObEEwJQ35ugz+6W&8a#Ly#qf=DSE|Zx$h+{C)d@7z=`c}gM&Pp1_2`qC zM3eO9%_!U&m8iu7IR=VdneTdpY#}xxa%8ToXR-#IN3=u<{u-snGi7=B;q@Z>j&Z+p zCDWT@ffI%T(zPk7rrxUfAuY#>9)gWlavEPcwJImu>ngO^@GK?+25CF{MXktj-b5Vk zP?$}Ldw7wDk#{(d4nJ;|)7>qDf+9dvKCU^b(eHll7vx79xrWAY?=9`7mw=_Of0#~t zS(upgc=!bc1$mFp&p-X4e81|g(HPpJn~FK_{CDDL+utmAXK^V$7f|+u)+nx^q2Sqg z&w?5!v1$|zeyF5WTagIjqLB&;{(hibqZ@%n9O^0*H%;S#D73Xgkikd<@ zfE(1^(M2uV=i6zLZPNQR4DhOSbYyfcu#ip>F0&mW!HLv620%Djwg8eaiEerd%SBMi z0j(_cL9@YnYO&h)!A<-qqaOv>^M*ssM`x%MuXTvH*?p@?)Kev!RDe`AF(JWGds5j7 zC}zf%;W7lsb)j9i*)`}{7fi~^)R$$q2pO;A0DpP3z}F8$eXj0yhk#_(i8teG5h9iR zOUQ_ETGgV8iK8{twi$agL;6#1CTefWG0x&$CWlCHm;A-tESe(M4WJC|YJG$zhN`M6 zL-2pNTQXOmzqc6eb}tWW!(QaBnr?2bo1)lewEXF95B4SC@H8~?drKOi*3vdbqL0$P zHBe!}zvCdjbM=jJI9o;nn`o@t^$@DsbUCGSk#_L6n^0H9-u2BNUncxUWLpy}%_Fpz zr1^J5BB-pa3cURCdJ1Mq%&kr07vrBF8?U-y$uJ%C;d_4sbVk`U5-wsNMD#zAU9F4F8+_{D#*+Tx!UvU7bL!jOP zs2$dBn$4m@lZyaYaTBA)X zyxUbQ1~Qo8XHdkX=D$n7nMUa6=hO(vzkyjT(pRegp2QRAm1O8XKb&%YO)GKc-4>=; zRL5kN_kmWQ#NU2#_eATzf!^wUn}3g{6gpuu&U|d@j52A9FHcDJ%F&*gWtJARPzrBF z=ZI%ygPQtF(1Mv4$|~xDH%=%+(Dk`I!=-73jL?zRl#;q~&Y%@wKL7*Y>f1F+1aGf0 ztgy*+nl#ev9HlN=g>NdoT0T_@jzpOafIyhnl>ezY{&8KkKS%f0vos%(TU&$zy9`Eb zx-4ke#~!rytNup^Vv_TFS0?G7B!a?ok)zgGPn=7Nzo(q$$9FFs?Gh|oe&*%I=e3J_ zI|bCNz;c+2%a<35&ufKoWa~}Iwd6p=LvvjefyPd&{IG|I;zfWke!=+T`C}dkNeTL! zi6Ij-wOJC2Guq)H_1s#|m%FjfzzOk+`ncr-exp~lIqu7RIZLt5Zmn?Tm<>!z!-m<4lxE!%Nhza*IX-MbinpiI;3 z5~VK8)Ylo?n_hLlNe!ycf6Um&jMzm6rTL7hj0@leSwY!nH=tEM+3}U=Mek!22aR0y z@@g*aj}=v1hhMiYasu`JVlb6NSF1E&VTui@NLz z36HsvWw>+30luS5`!Ur@!-So)ym}8DLrMflbUypC&mdkXz z-A9#Cd9m~u^xdhj#gh!QD4Fgq-%SrTE}1(tU2vM(EFtVk?@BQ+n0JQ-96N06__0~6 zY=33cB{Wi$r2X+!*lmtc-e6;#&sY?fp31gYv$~B%jnV`4d2KM3Y~?Nr_X{w8p3c(^ zmjfp~FcA~l+*XHS9c@xEu@4=@L{H4H2SZX#jJQxHc?DNL**^JHegFbjO|BERmdxa1 z!=sM~iR1eWjfFRAtk{+(wbR@BoAQ~|{QwRtHpLm&DcOR(E}Lv2X7t}}9M(&khmp$B z{4`YxJSJ1b?ToY-Z2%1uB@_blL+~5(o?FdG;E(s61z2AM)JBiC(byMKok#eEzBi(g zX|hmC#Kzf}WXA1pwn3#u%QS(8|H`{Gql5j)qPN#ND&y$CeY5;#M;*T^Eh!>04vPVF zuXI>sYo2V!xRjR)G%}dwAo7z(8#aN^p8BDKvnt7r=)RxHcPn^bo-(@7yp$(e{w0J> z;nA#KqMAtTVl7EkL7u4eAV9eE2^LdgU_3%wHpA)(+g|Y`*A09@nL`sW(qCRVsPs=({YSJd`N7;6`q-=F!tFF_>@Ru0ckf$*2sbmR?nAT$UVx-_X&H` z<+0cOnlX=i!`46QOKd=9UBca2nILEK>i1Bu&R~q-=!O)$pJ7o}T)8KUEhPy%?9aJs zooj8$hEVncQ%iDOB4nZwzNpxN(18p?%Hjo+o?*NcPek!+y+0_%>4*I*l*ENh}q`+?S2FTRP~iC1EPLn4u-)$XTX zN{CTv>(_|c=?HrfE(&EtQdZ^sF%*1q^}8`ie^mY5i6oAu$B-?O7S(Ho?fi7J=#uV^ zxe@$<74oE`##B4(c#`3+08pAF=lB~p#T;j@m^1t5=}7Lb&&`wC``3VRzms_B`3}^+ z>}a5%9Wk&SVDI@i4`w0$9hDb1gmJlQ0;?_$G4#+}B6(X5pA7O17J&4j-G>x-Fq%1C z@J-I}$H7#E2L7)ai5~TQgNqmw>X~;B7wJ)heyZ4{cby_$RXa&^rztG6;IG@`AWg~A zd}4~e z!>tt_7-}$FG0nPK0Cf2OdJfs|!t%p1U5Z#rk-^a9#t%}>`BbfRu$E!ctf$1G904x8rO$@bUN#_pPT7qt7*q7+U@V~kHfsI^3&3XHUeDrREPe=5{svw()KKDMk48P)!mh2^frXXnfU~{P7XLn1h zm!J&h=WoqCF{S7AwDpeO&ho}dA{lYpaR>t(Q8GjrDUTem?Kb|!i3Fm;Qpwl=azE>gsaXQpGY~9tTvlzFZkEX| za^0tVobi6d$nx87!Lf^U9@XBup@;i!ngR^Q`Q&Dzs}FG4IWyS%TGt27DmL+c@DPyrJq(jjt$+=diV%iiByCbjky~_>9esg zr-okoCvzyi+SE<*8r#}NN!(M1HPzcdraq-^daZ2ib-YzIgD|bCQxzO~3hdBhQD%2! z9$~bq8sU;CfskDg+9#Cc$S>L&A!P1NAXY3m(P2l5b`Ds? zQF0~0p7TBpakeLW%IvdS2)GBKo#*rl8K&#yG~W|!MT3lUxB+nH{;uinD2!+X?(Ku? z9YW;;#UVS|A9?o(mOU6!)Z6ZpjFYzqp*)({MNJ~fH3S+B3n!fPY`~=U6lZcznqGsL zT#Xj}Jf;^__Wo$b0E<(Or#(JW=$N>$JG2-DkYn-xWvi)7+~jm7xHW&1ViNm4X;d|Q z^ms+Y2>Dt3f~9wWezWCzK+`R|IF<@qPytO}c;kTapS)<#D!(>-&yFZMCoueJ!r)uI735${c7TncHzziC(lZ-S`$IM% z1sUv~JZw(AWi2`-RmpU^Ie68(I?Alwy%NuG9jPu3&YthD-$i;O&dh$bm%2pYc%wh& z*Ndxc(pBbl;k^7;+Yo_l<9sI$Pp|DNKF+eo6M%J)%l^j4Y7rAusGr1y9xh9zHqjRV zJpl_$=Q;qgij60F-yA&yhJqYdxjId_g98yv)7@RXiAj9|CUTEp&m4xIjKraz}f2(fOW%koG46L`%aD41g3(p9Ml~g^pL4H{`7D8yuE$AMV%bu;<&-dbk~KE?0QADf9g2vdA|L11s{aEdXc<>K1FJ`1CT>~XIq5; z;TQKr8{QUR;{_BDK7)&nU(#Z~I+jliuxNz{Tx=*JZt9%xrzgeMuK0d<_IzP!+n)4= z+}sCGO>2Iif05Dom<0_g;pQecqcZpkv-=)D>uAhd{FHPE^&#sW`2pqPWn{No*h;d$ z29IyceHqd*b{zwR$XHRyF2f=k%yXFOdQ+MCQSFpsuU7OW)x>|JTHr~bN^O_lHh?g{ z^-CznaV_c{xjvASQjDI9Zia`WfpG*Bwmxsu;D`AmS?}@l#BBfq?z;(fmIkxKs)te0 zHy9AX7dC3&$44M#-k4!l=Hv#m!ksmeK4AJ25TpX#kdZVY^BNaHK86XMU6 zU0M}eP=0HT^(%FrSexxGJVqRcuG8jW`9`(@H1hHgOjh4eP{K8lu6o9^{klq2{j(x7 zB2Ao3$_0{pJ%zo2P~&2D^z5)iyiJjwd{U!+ETqkj638pz6gm^mQwkH4Wbwq}ofUGJ+eZh5H$PC(*7f3-Z- zoM4n9>TC&A4_cAe)R;}MftL2r*x+%(JKve^hli;*#joW!Mz^9Xq6#!kV!SwKq$hcS z>zPBLH53}9*T9q(P-VId%S+n*j0F7c0~O-yk@8k;154bI`#{g*)2ZuorKq~DKrpzo zs#H-Za`4F;=;ByrGGWf=0BoR9o6cf7_KJU`ga~1kyTqwWZU~2YyAVl0IX6ggr{mv* zU(2uVGCRdym?m=u?i+phG6E4$7a5#;5tAMD%S3{~kZiF1%9b^ZCO&8<;gz3vVd@KwSBAuoHGq&Y-|xzv zA4p)H=s^!!Neg%|CPO1%JeWXWaH;I}8Lj)r4hMJ}kHeHo@-~`i*~tIC%od!9!>Jy* zklPlL)TpV^2|cYo6Zi@{xn15uQwCrWYNmzvfxS;3)qBnP@sm|g097HP>VAXtNvEu& zIq&>F(I?1;>i55(zHI- zOBY?6cg=q`$%Thc7GCu6{eWxntuU`MXE*YyDZ{(Pi%6Y&;%tev>@FO?y867sOqJ{! z62VjC9lsh@6*Wey18w$FZ=;H57m`~bo%5;$oQ-HnQ|;{YZLaxu4z#}=0D0`&_u9Ue zFUOe@LCwwGFQpF$NEGG{siEsotx~9FLuZlp39wBujf6OJ2Jn{{ieEkQgR|BF+m*j+ zWxCRpEvfiO(&f~O1ll~Q%CQ}x={ZtNtIQ7p%3Mz}x9^2QPk-rr8QiQ>rkCG{wyp&f zrYv+t=)W72!FfnSW77n~jN)gU8#1C?^NI~NW8!lLvzAbjpT59dECs_|0tz40zwMX* ziIx|w@<*le22uy9yeh*bs*O&H7Rl0qF{Y<6rE7d%8~ja=yn!p6*GitI$&DUcv9alW=W>?|1kALa{Z0-eAhpWBi#3ey)C7_IHIqfDx==LGlV~5VXhY#{*K^=}-4S zIJbpIZrt}jD!jScMT4~+e>4mWYV1nw`ZU&3ER-s)a(9;{zP*#0*KYpNU5Ws8AzjZ! zS@$p!=exMk1vtrU-%7LuZ^Q48|lOV-+0 zfWYgm?^cfU4$}rgWktKZf9>Pj)xczZQPW`-S3MoW~ZWxv53l7&rkE%84q7hPFqgV9xNRDJQm{ z0ERnO5>eYR$37bDfal zCiHcR48UWn?~lfe3>vq`(fihy(%|056W>NqL$i?%q1hQMSmH{E|+(94Vjlm62G;>*o$o zpRXOxibLcQxm{f?-Tmn zs_;!!U4TB%hz4|}m8K<+oK3Pe=eIRHT#FW+OR9xAbTIZxLai~}foIb4-8^kF+1uv) zK5wZD@v%~+!?<)|f5w@HPcX-inpVBUlC$-PHb811_J^5JfIJ||(8(&qKhPnzV#_yjh#hR^L zP*Bd5x&4YEi#=}`ErD9O4wMtw{sHoCvu8_oWV{hCnKMX){^K)wl|@%kM++=kcv9pV zjEsHejWZvJdhi8G z7d?DPFOph~-2swb8WjBHa;>-K=t`-E>iul;V*pI6o2Z zaiNMF*p^a5BY1fx_#_nlFqG^2u&x&f zpn}P?0co6--LlW07}i0b+d1G{PKf=r7C8`d0zPraraw3b;!xfpn-wgT%`-cn~r z|8YhUbwfBd4=XY_9gXqMpG6kI`ll$5DJ9sy=2Bi`r#x)%<3i?JOLv&TgAOZM7M67F zwYHVyR~5-RmgqnJvH=@nP=$-$NK>@|osJ>_1~xX8h?+db73|2w;d(~nvQxKYY(C~i ztb%pn5=5bYWPW2P^0Cah8eK2i$aR53RQz(k`{@sYi4m(r$6o6uWXM&j?ri;PzL@;l zA8fclrsEVb*Fm*cM-btJ`aw5eIF`f$qr;{Mwbzn%+99GA=nq-0JygJDKd4^@nn=gd zPu36(+hNmIQa%l}NllKb(<>`6ma_V_5h$}*SF?g-^G!WG!@Wg~ zEMg9XM#CnzKhU<|;{;Vr2|KJbI8exxr&vQqtSaFf@n%IeL<^S3$vL%b$F118*XnFp zoUx6z9E(WA95W;WJedtdu{AjpF-|&OH?D~_o?YcVKMUgHB^H=U)_DNjylNMA^-?57 z`h6+2Go=o{u%Rhel3UA*pI2sLATc^n*tMOgcl0|gS6M2CZD-{+HMMpNjz^K;Zzkh1O(*{jA2@zIw_F9LU+!XhS(b zLv+>>3L<00us0__@<=JK0dNlJ{GwA%(5ME8Y*<5FKNL2}if)(CJyM=O*8H_bHb=MQ16&-xIKsnACE-1$LnOzSQ0v^xHmqsqv@itbvEvf z!&rmS6B|kd!JXjQYR$aq_v$Z`pms>3^Ro-HDvzyZ+LRGsQm35AD zq;KT*aGfsc(F-pKdZ34OggNww%!OD~bQN_i6(9)VK^?sU$@j5pq=(f#EI2!`stbn% z$fi#Lsg{tEULU22Uu!S8ru)S*19|(vyb)=Vvo4e(kH3p%q0;{cjNQp4Jp3u<6SOk7 z4Cy3RvPyM8dv6!(sbGiBRLeN9yAL zl4^%o%vFDFNvm5n(hL+NH9wxFluFCN+#GtWv};p^+@5*dB;XbgFq9=`Zr6p;jT z)avPhL_-o`2gT>9z9$6UPM0)A8%u3|NV%73V0Q_7PKL1Ge?YYSPllGMxM#@-WFp3X zq#{)f?Cx~<1LsSp9XI`0?4W)GdtBPk{+#S|mumIQSyrQwWbNC()Lxa2x-MZ$wKFOY z-`rslaQn4RbRt|#ic$mGfP;JeG|p{zX*(?6Cnt=~bQ$Sa=S!-X-m@&v@vzHjv9@%D zKj_@Y6syn6W*I}+C7^Bby6q`A4bhEqrQG6g4-!iw+tONnTXbkuqR+&W z2U0Z8mixp1Ou!!+CBI4ul^67oBeGoT%0J9FVvlgRk-!{b0VY+pPGfxHIq=>hVG?UVR#~4Qj!cC0P48?ou zLC5wqQOe(#jK2wfoVZymBJ0);qhuI#GYLKAP0t0BF<-?Pcsb71eOKvCXDr?M#bU%84nRB93D=OQ+`& zxmMI5MhrFcvdNB4CE~{s2&mCs z3uuu^Nqzqtw^N(8l2(!Q)l{-$uhis-<*FQYjk85(;-xyzGxPZQ`1SQ0P7N;)H@6TU z?T^+CrqShz|9l8f5(4%zF-9(Xb+tEOT_s5Hm; zh;qrfllFUm-F-xO_nvJ~C~aq3Ic3AGd=s2Yv*tCfMlJqU$Vy)e!6ouM6j;M~UPU{4+sT4HynKR?m`4a96n#A*%~??}ZY9 zZj7i%fQ)ZWg3)}xV6Jn&SO?LF5)~w_gRD`CR#-hNyV+NR0Lib?CYi6118zr|wT6u( zX7qibp7hUTV<92K@#`2?`p1O3AvIWM$-eR02)20$CB=|IU-^>rSm2(}2QJ}d;v%&# z6s)3~oxam6MOO~ETBwE{4-16yOoVezdc#Zhg9wIc?+N0Qy|QiC7$|x8$d!;K zh8Fxr|B=-HBl{c~Ywjwf799lFe(XhaWaa539W!gmr2CriuiYRxtUIb)PI?jFEO2X9 zM9HjHmYDgiaik*6P)SJ@?}x1H2!7{IA$2-09j}Betecce%?Oi z!%6eXRId_bWURme_CjbO>;-LFZ#K)1F_Uokz;WAp+lZfaY93mFS&>|NYrKsrl8AUZ zD~x_yL5L5~P)F;1j`U8R-Pnto#n#`T7?S0RJ|Nty%GZ2_Nuz-)AW+X9uI!^!_^ba* zMh~8PtRBk27mqOtw8cdP|AdRYppo`NG`J|YE_D)Y+fdr(oAFl{s$glesVn`=u^ha~ zIz+1HqWzfB-D%LIh_%6=X;}A*7sTE(i|%xXqm2nKlL=O5A38yS&neKV9`APKQeSa) z_smNhi;{L7fSICVch5_>M6icxPV2ac6M0LG%|0^V0nHIkQ=XZ-9dJuMlB-<7>*YfK)j{$+kgDghebb<&FP3blUsjFBl$-nde?IGmJ(SirXu zDEcpkv9N#e1&#C-Z>w-)+h?~VP)EizVDjom1bx~+8D)Su=*7#AiD{Rn?D!EqC8Y@v zNKHOJJZ{X_2ILm(!RgXGI+K8*R=tOunPyC)L&y2tDCI9+d&};+JmwEg#NnBwh;l4{ z+N0veOes@1&S(6c34RR`)EijSw35Of_m?Uc8VYk(Ga3kGHjDd)F+NxP>8JY%9B9gi zXwEX6BK`z+sn@Ix6{wWA>+#O=yzmpR^r1c7$!WPTQ}AMvD7pGXaz%QcMKBTdN+G0cQFz9}ZKhakF?hccf#B!oz~r`ZSVKxI%Y~w?P~iYL&@H zWCIuYQwQ0Ir+^3qF)$3oYX;W6ukArtx7wq1A6z?2N@gupY-xKfgLRWzY4Z!DWjUvj z03-qi1h{m>(i3s7QBdLE6T~KgBJYf9Xf6zga5@zNF*+De`#K*WkOB z=CNfT3>cO_q6-^C8O`_W8lMV_`Bys_R#7#(aSp-q20wcA$gn&qyJPy zV>oHva*YvnejivY>glkV#0n;*BhbM-2w&qhxi8J^4L1y}UzPXsG=u~Pk(2EYQzDBY)*+wAhvc_&6Fi)b0d>uf^x8LD)2=*O2;^B!Er0!>GM z_}M(l_cf@*gedr+AjJw{xYDUTTpAaTdkf?sCm4+fMt;V#(!4&6QKf)jKW2JvlG9tu{td$ql{F*Lx*hG225>dW_Qe%vFX;`U~a zKsV62hg&7IFYzx#Gy(eays@$_531ZQW;h@p&bCkg@az|evDuf$?d|P5`+uO`%uq@T z_=|-l7;0`JVnRa3C6R+74`N#CzGa!$0&hF;}2qZRW~y5~_j~ zl=syNc%GIES$N0Ng}P*}&e>*Wyu3>Lft;b%t9O;iB9A!;d3{6T<@|=z;|(qcE(p+m z3i1&FVm`)C8axCYCW4Yw7)ao71Vj*_p-QbpY;GBwD6zhW)vG#jMef>_lD#^H3~Y6y27&*Ybp$K z%p)%a1BMQ9>+^lJe|wv?-Xyf8ZzJbDSi?AN;0Nl@&;Ua6&g<|#6nJ{$Jcpnzw;uyi zFR_>$msFa3UeK+yW1C+{=c({ zng_?x@&oT%PPs|uGf2^1xcY=S#Dv6p_~#*4yVojI(IR4ko60ON?LoI}{eRy1vHzl? zPAfJ6h_i?@XUQ;6jR`p+x?41Y7D;kg2{jzc&LU_+hQml&nVjC-f5XO={2RZ@yTydJ zDHz|oZNQ92mPb|a++P-O7SM7)g}uV+6Ma`;kfe?-2fM`khbU#k3#GoN$w6870xy{jZTrak>UBY>wwj0x^lv zIhQg2Noya~(2HUTBzGg;>eJEgqp;bQkU|AC9&OL#XL^mB)KxS!TASZ4&VUnhxhT!s zS33V1>(+G|Fm6Hu8#=`eLk89tx+EcIrJU=Vbz#4!WK`7NRa(1!Oua0>VkXk z^u2qWij(j9a1Ogm?BzQQa8r^Pp{_u+x=qzlFDSy7`!Zh^%}M-QvRIBKA zTl3{f`MX4KIp2pr+N|Mc{F?1p3{1^m&H_`9 zn>KmVF-C^ch&f9Y*Hu3ee;f{*s~R#qU|4zY;wqGvs6YGTYy9wU-{bcGEmW?{+RI1@ zC>MIhyCp0Tu|e-O$I>xLtu`T;dJ#{70xn4grD93T=O{27HV78f<;Rw%&!Ikh&^i*_ znDW>=;7O=&$7n@+N>jP-?q&{0Y1uS!*Kq3j00qa|V%4qttx@naQhz5ZP%%kSgFl-? z2$YCKn*PDIM9*a3o;Y{-b^)OQLF`MCKnA<@95+ zzP0S@w2`ea(Y_o38~o8vo`Nb|9osG)Q9dP;$FBW_SX(G2=e_%DpiC(RC>kAe;z9`b z=aI$5wq8@Z=L#^uEmHr2waHr3fD;U$X-&$|h~?B3Tr$$_Y5*YQDA;{jmvkDl4C~=z z#Qxj~$S-eaXe`;FB3ANf2x!9<*FiY;nOeP~@y+?^*EGnR~?I&{R(NSDsA%gs? zBA@0Yj zrsnzccPB;RvYM~^cR-DacQ>Hr*w$Q|enUfLQlWB{4tt7ksAX~f?5n!vS3#AKzG@!_d> zrvWHC7SR*y>@8t6Ixgrdd(W0Re4;iyf1oq&A2C4#m9VpF&D#N~s;C`4xp4JiCc4=3 zw#cU9d0~vT#zYx|MTc}W@d(5#l>M(pvIFywsiF?SK`kcB5$Mta`4s^^JneBx(du;n zOgx*~TK?oMri5suSK|)gEVHyg!&!a}51uY*$_0r3E#Q^C^g=g?@`H{P&r0u!`m|FO zQ<%~Ri4SyMrcLpZ3tapk1Q3oQPCW)A)vwDz89EM~ylkmle|@9ovNC0ob%M!m?nC43 z3VB+h{5Za0?sPW}9Sx{eUI^QpkdMk~C?=pr%64M<`xG-DeIKm2+V~q37p$x645Gz|5aH(Fyr}&wp>?6SjBQ{8 z$&7ogOH~ype^wmEx+#1Gk7lz1S)*yv$o86X5r!LTPZUhEp^9jA!tq8J5is|*GvP^R zHFM*c)mBZYuH7W24L=p_6dd@VIs3=v$&y^LJw01tG zy;sIHDA$vWVHLbc($)H0)z*EupwiEABuL)d(6FA0QqN@B<4dE{*>_DzZvvuFB;29L zLwv7ai{6*2Zee;^!cBZ@Ep>gC?7+PL6+o2^_|;w^Ya1fVbrxM>mUy(8S=t7QUwA2w zIsKPiFqCKzc~Rx4ZbV~4X+7b7J?hLWD{c2yfwl3KyI0F0mYL!@PkQXfn!Qk67Y`O9 z6;mAUvb%!8wC~lC^YwH|)V9}*8?u$U%(_ZjpWT?ZcFiRgEpTiPwGR{A%_46>)a6M1du$B%C+q6!9kH&n5T9hYTu)-Zv2 zzUC{y3$H`@4=HH2o5jZb?CnzYOKs)b%^9{Rx4Z7n&W`biWZ*eIv}>1h`w+YHub3Da zl5POR4W#i%-r1ckubzO^*u&NOZ+1}y6=!o$f7E>0wgG*x)g!5Aq-L}E_Q$iIU##W& zrW=i&1h>0_+55jov5!lm&?&Li;dDUUe1AcK(@7)^IDvz+c`ZB3tAExC%P@hDvO*Wf@QaxI*wc>27=v+(= zb8h1?Tz0&hDeXrMHyI>wt{T^)wpwIAQs5^CHaB5U;h@0T17Y}NQ!>5m>W!!w=J)1| zA4$goudNkSXqrQ0bN7SsDsm0%Mq?T`7{f6k)moL;ci1ZFULa}nBR{Wr6~TrGfxBtC zF};%@GD6@mYs(ju-yvIj)!P6h)KB6zaoG(p3^pvRfkb$lXwaJZ`v=euZD_ z-m969!)>9ohaYqSGs;lr=&oe11$K`49f%+5Ns6xr@A{&eKe9VMI`j{ zy@lu<^>ro?Tj8rZQpl%-ydPR#FF-l|bJt5M?{~L1$NMieS%QI4AFH0H){zojd6k9n{=`nP{p%cJs{mXc} z=}9iX6D;nm6N|G2?TnU3NE(9-8THssfUnhzwt-dIk5lO-eO^7j;q}>On)G(M1M9}& z<-^2~VTIc?RE57r<{{UJ{{($ftv>PPv#z5~v2IyORr3@bFRR~x?z1t~4fLT=8N81B z$LaZ#Bqc z-+O`Ep2GS+5IBBO^@2AM%sv)VA%hkf8zDq;@@^97mFv( zbQga*#D7uhe@ijO|94JAbNuT=_9osRwt2Ouc+uaypefGXIq7&TzIcbPxI|0h^tO0= zR{y|I#3`9K8k!>>zxrwXkoeu}4KskBMsUGwM-+EV|5)Q0{`2gl{k2l5nPyy|nG&9s z?c6u@Wr7=KySar26Ck2F$s%MgijYLl^b$%>)stt;N^3kv>aUD^F-x8Z$z>#%_(`yW zTiH`5qCIc8PjTXXxv|P{0q$H1$mSp*KEiMas33>pMBG#5l6<$aObBgy_be4x-87=H zf&h-blaw@dLW6+h2UFl$gOk*d@5wxfkcAjD5Xfw3w47!`n~pwM3SuE8hy3~=H}AIs zBV{-Fc&cnCi|VAs0Hkyzz41GTIAdZE)r(*#(vT8;q@o^@xwYx7$`8P;)}ZN?gXhwE z_6iLAe3KmbKlS$$I4r55mf8_{qc~X@W#>KXg#Q=TyW!c?+NK{wr6V$!71 zm`}@%JxHy5>%$KsVcBZ#ClPXEE*Q5;7&2PLxn%*w!N;C12t_6(NXdTwVFCi`9Ly!V zO2E!)$t~%SxhUaW`00e$mUr{0cyEAC!P?Ods)h0J(G(^E1!2Hkc3U^-8X-V#1W`1| z;2Cvb-n6A4yBj{zP!*O@mJ{7!VqCX06v?JVZ@dSS6Vh6`C16)o+zl>>$W^o;moTF@PXl4z#9#SX^Gd7jiY z^8Jr=4>}44PI59`cS8yrVyiS(jf4znfj+BT;-jB?>0mY&!E7p5vx%l_IGdT#EEkJp z=I{v5Q?Z&Aewsxsc`%zu^wHsLF8g)qJ>P6T<3l_f&8CcKiMf;=?YUUnkp)c#+MqYp z!>N?R+1$|g74Ex^uMP40E}2>IP{FMAOu@#j<}*ulA&{j${ph{Xp`W9B1JK~z=*4O- z1@$2rgN~2jgObtbx#4f3$ZVp-wNWB*wfGcw_+3SHStXWjqOGZ-t@19T(R>p%)P^sj z#Pm{-c?D4vmAG%d;6t>6DYG5DIIoK=z3ac@Y6cU-zeG{q^HsQ4;F;&!M%AS27p0`9 zDmD(ZC!lN5C#7e8)@5h;xJUiWrzkcUy-2Hq^Ore0TNvW`t}`J$b-leP$TTdckA*XuQHXTeRod_ezv zDBH3MD-))ip`ELyZN9TvDm3Qc!C9IKTK4TUL+fmcwyvFIY4$B-j<@O6ScW7#U6wfBpZEVfQReaGk<7LMiTNyD=)kZNR*s4w@~qh;-*=k8`Rm@X5+ z&F;%1=uCp!w%n<#7^O^Rk9?S@UAeQ1lxTvsi1+QoC>J7;%QC)gA8PQgZ`=QFQU$&k z{ZOhgt8OCc6s-8I0JpY znAf;6HphyYKezl~EV6Z6*Hh?c9@UU=!o;GECK$b8Nj|vYpC1~X!5wSk8k()m*X#I^ zgutf zK2;4%oMStlKM((cvCh_G$#rWMvjz@)G2x;v+Tzm<9DiaU<>zT5p$B1P0Npog^Ivsc z=jzU{2C<&|pkQ=!`{i-06|2fD--#?Aq}VS;^%~qU`o)xJ!v4Yp-gy9O30sy4b_3Yl zx`x-@U`%bXAl(lVNj8>EC>pRe6E}C)-zt}t4PVZi-rGq>n+tS*51MfBRk@t78v6?5 z^rOGK``V_PhlVYv4dRMd$xLO*$H1#x;g9*G@ znU&Qv)X;s|PD8c4H}ECd{U8C2Nhsit3T%jix9jjmUVp0%+Lc)M)6mOL`yAp|1pV0neP__RSmo?)KL@P}eSTWdw5uGE z|Lsqs5$z1Ym%h&=+Tsen9Bm4_+UEg&JG4g(Bka{apNb#_U5h>`cu>IR;~vue2tF70 zOt9Y@KG^4w6Z`spIu~IYf?nUpAktxal|RdHuwxA?*bw3(1ZfoXAuJLUC;32$f+!{E zKE+P7&?u18wAtX(>p)WOgFJ-dDn)&fHsKK>U3A0mMS*+9$6lK98N`08Qm)}?KuDr3 zf;2^8pYSv3$A$ZfqDTa4AVORbj0&vJocH^@*FE80l>1OK_z+^^<@AvwLP-ROA*+bL z6f2N+ z&!|ri5k6%(z0^Ybd}%;^@RRl^A{WRAu3N<>M7POp5%PSN4>%4I8%HT#6eafe0Cu(gKLkb z_{mgH+G8cWh3i7+qUZT*q_BSG?c<0OKO^T6I?B)Rc_y8^1Zh4V#76)}Vbqy(8S~1F znFCtnkrvC;OHl4DUYypeI_CB60RdNUR&LpIWpvzeS~{CTfctL&h=7k;ogI6B|jx4+(+SZ z^Wt}BcKjIVKifyVb*l8f!{A2-#~thOBk_d6Ds~RVHP4P7PeuIQlh9w-wDGDpuboJl z=d0pLX5OvFQ+nO?rS6}doFS5z;v8Pj&*_Qx9*|4ZvpsJfFZY)BOu9o?nTIQ1T_@*3 zdwzCndh;CbX$ebVeS8J05gjyaoj!Eei0&wiAY&38=uE*M z+6m*Kae|B$r4@=4ih0!1cF?}@2r+gbNf^6B5{bLsfJMInNz(y?Pc{Rqw!Q_FX9>LV zit%9!{T4^_YB@pX@_4$HlNQ;Q51hnPOwgUfitfO|oZId-4b@siXM~$VCM&t^kwXZL z)kia64^d4Asdzx!l4l|i6hlUMOC2CTwnjvUl8!zQpkmjybc#Tmk<>Xg@$nutFqUvy zTsXnqgnlc6^zi^+{qDu=ok8HH2_`+-niS0)4UE%ddvkOi3;JFnP z1!ESq?}Sj1f?{FBXzHrOAFF6xTFkQRT9*_qLkv3W;AC<}UTwRBi=8o$kvV;|`w7-X z*@G>2qSRdo?NoP;!z`FuNA?pS9i)>Z(tj{NKF2v6pRHofNjOlVsGE+p^woE-XR%6P zU`PfGWzyVJr>uh>27A6p7b$_=YKWv%{F69sDP7Q%+Gy6zf})G|=U4(8IFdZjR5T&M znAQc%1pI=n5BQO+7>~@usO=zeG;zFjQbNXOy64^D3;zUK!S--sW&Jv)REJnwWTjWJ z>EM4n6f<+isfh+g#H9_!l!p;Qt(iwON&dzN+vRx1YLBT9cJ49UW|;6@DhXQ+lEs*_ zlDv*j;ViiZ?m>U*K&h7W9z)C_SYrwNH{p#W9N%C)$YAVOvEc9zh$$_ydM!$LZ+vfQ zP=wX;r>K{5SZ$?p0)Y+5-3M*746!#McIA|7B3TVtm+euGIXdL_=6D~kCEG;bhiw$4 zqv*SCqi?#3qKSW;aC;p++Aq=ATpti@e=@^{&E}ihO(b!I@O2p_c61{@|G0|A@;Zuh zw0DDOi@fZ+xT>NFzN^6$ww+i5ehfU)fAGBZJPEz#VIwyWU!w2wE{aR65W9(PWQ#Vk zW|rC>q}~;a6m*AGBKSepf2uf#oO&m+0{l5X!!|bNi?f>Cf_YB1GbrMfOo-4TGjaqJX(4_i{&aIemt!0<{re)=-=*{$Z(@RkFVhOXxh=dW6u0~R1W$(5Sn@0-?<0d7xlBo?wP{@g{V!7% zB)SE?&BKnjWlau9Vq^ujzl652tVAbj`#{Lnpts(ZFmL#iEXCq#D7?suHvjxX*J!Jj z>5=a5cf~Fh4S~bDhy9lm#+P|5mSt8b0eOwskv~CO=;;NT-AzC(={%;hr z%)kVrH&}K)3Qx=u79UM&mgQgK3ERLEn;oI*5w%T~nVXkU4=i6)^ESV_kyl9=x<>2@ zcs*mudn9m9`tyTcjG0;_$K8fa_Dz!4(;)<4%hV-Se4gFtWE~n<0))y!7__U+ZVJab zzwZDHhkCGU zDD7aQW&4dbM2;o_{8$6}5nsX2oc$g9dw0t#`7qPhu70}4r%qL`YT3bF&C0(mNh1K$9H92(AMkph|H%k zI>Cs8F=j^6!9xZ+(7tYA5PuH{RnAg`ZjIF#QQq3+4^dkeORIPv7}EUoqleR>@)OQ# zw@hocoU}G81XhWVS*mwd*L-tNXGsSv|9Nr*w^owwhc!IYb{3H32eCh$GOYcXw?AXE zpH=L3)#hEk=rw?uYSZ>{2C1>*-6oP(Kg%$hYVufEq41!Q!*^FhnrwVav@K!$XqS`j zMLe6d+gnGLA5^oP>IQ=9hu1wukBxp$?ZCe>yq)FQ_SWdt)bGU0ZTo{pZ$L}bx1xqVH(8WkVV7z!dVHVyq+%0I{)xUR>`KP( z8oqeNqXnYjU%q8nw*;3W+95iHt_{D6VvOF=dNcU$c5IgqE2142L+tl_LuabkiWdH! z*uhfS0=pJP5p7}d3@aM3#+R-gb~ZX_P6tu!abgmFgf=vKlHF2YDF)^&a0soYn2{@=cu?d|h_mlX z)elB>r4qPuL`L}DS}KXao?tD7UkE?sDkqqaRtxe1kB(FIgYi`j=wW=c1%gy9A{8Or z5J6eiwZ*U}rq4Bym-&(lA$wfXsb$gO*vj@1P8Vx>SX^l_v-}*gL)A$hE1=T@DlZ{P z#JUV^S5u^^xS|W;Jq*TsXqr+&ALr9VAZoMzfutl9Yy9>$(Ma&DB%n$A%tlz!o%5-Q zpny$MFi53N$O6lCSWucJsBVd>q&QXEAVfvR1A0VTidi8$jG6Xh3<~@S{wl+=Slv=s z3-5`9jjCr170oEBBI8uf#fS6LnjJqlL~Gg?zUZ!g#^?L`KiFZudl;QicgicQ(LD;< z!(kxFx3_zOKHL-{Q5SmXpz*JyBSh)m&i#UvRTAi6r~bE%J`w8(3f$eo24pcPNfop zLc$(3?@oO>NZbCg1N)H6a<`ANtD$gO`wEDoI!GEXN8rf2^CN@oTq1_l!Xd4ncctjO zJ8vO6T_HP-u6qlBijDni54Vq0+DwzBJ22J{n2sH&pJH7FhtO2t{<{M*zp*NXsN<&t zmZ!r1quO^z=P*=BATV&~l&pXSkCJ~%lz(A^cbmDZ6K@Ot@Q$kd{UEsyYTPdNMkz-R zQrNyC!9Dtsx;pM{h#l$@E;?Tomniu4#dmlTG?Wj?uA02BM3ViPzOMjMgkVSy7+b0` zLfUsVmU8fDs7lFrGoe+JAdB(se1+0+v@3=URTfG1>ATMZsp`oDHy$AuJ^zmP!Q{lT z-#c>P;>^kN8O@6~D^7&;@QM!96T{%fHvrZ>rZd_JnW<8+L+OPO8s*5;dh{k?;a@BwFHj`i9RfZ4DZJ< z=FHnyhx@;rqc~|V&Kiir+%M`xF6zcC>TOpA+K-+p1~)Lxs!kYPmvNI{*D)-)neGy0 z7jc4TW3K>{FrL+k*whWKO=tP5E}VCbm3MXG+PEotdSVyX6Ozm|l6Mu5jX_`gV(jAW z1AB3?XAmdfI$V#1^|~$F!fAZ`G_7VH{}lDK&1;+GbyyQZl`bFP|5cj~VEI8qmE`TD zF6-QjlQ0*%HgAhiw0W1V$yN83P|#57y(6TYfzG6Ml?%q*;eu$i1NRAdvo>|+qzvU> z4q-*Dg0WiOXIsm%E%$zSHJ{~lO%&Bpx6?*tF5Xr5%T$@cu1W`6MF9OUQJWu)?d#|h z9*))L$#QEYXpslyvs?dC2VAS=qo$&&_W*RzCo6)RE-M-~3QPaXf6+%RwpRY`aLk4G zo|6y_gA?1_59+NMRh{McRcu`q`F=lXTo%%GnM#&n6oVV7G5V`Ue|c!^uJEs)CF1Ia zfBpeFa#VW^kgaa#-777PVJ(gRh6SLLWAu4Ami~>UpkXwN{~dMx&JMu5QV}Iy8>Dz; zy39*NTZRdAuSRu2ANKUdfeFSonJHeWseV3)Ets(((7p`JN~SBCeFIf!cQ zs(DqeOgotwZ^dFgpZnJr33;yOYmwLtZPsp?vSC|d^vT-jdTpp*V|KZv5|esPzjM&Y zXQE#Xz1I`%+`&f_=m$C>`H);BYfJSK#Gl@FSvh=6n_iH%inn58^I}gBr>~(NPev9^ zH_=vRQ6k!?Kd9q)I~G|K>o#h- zy<^?i0%lRVh5PY|hOHdqOxj=*QP=&3&jE&WwhW0}Z{JO{GV_ z`&SihNN<_VrCrU5j$4Znz3Ntw?X%I$IxIBey zD}Fa;H;2M8seO7Oe8rc2sKJC_{35LFWB(Y% zua#`xMpeaS(26;IBF xX92x)dGX&rD7f&n>i5WtGdA>2&li!^{{;wSK&s}I3EKbw002ovPDHLkV1jv3J{tn>|jw8Q(e-WjlW?fxUAwaLElb_+sYs#Vx$MJC@~)Jf5Tm zvwoP{>{-42mvajzpq@&5z1v1F(^#oRnOE#*P^Dd-?3xn!e{ih+Modf%fK#nMTWRcw zHQYfiey5|@3+W$Qd8DfI!hm|hkv{S&bETwft}ldlC2brB=IVIRC;#;;Z!}&!41dp?t*{JeQe@=R{pmIq34U1vdY4l3 z@@EAYB>x2M{DsxvOtjM>{WT?b0T^$?_38HI$#K%FEs9Vh?!wRVd!)wW@ql`Ne(SdS=J_Q*UJXH0qq>t$L&E>oahl%C9@krE2NM zeyQlh&{^S?*D4gGnv@T^&8N*j*Lsd`Oyn8ub?v*|*yF6I?l9N|s~gn~0DOd{)w5t3 zl)18xhgjX46LJr;POBVRHGL#6&z7^dJ@t4MG`zZ_z&>-0yggT^?C_z*#IZFk^7-+8 zl;{w1Tm-WO+6ET*+`Cz-m@~kS!5B3tstDn^Vs6bf!rg8VV&mN`aaO?i0cSVR5MA>sncUNPedYv;V!Is?ts#AYg)Cm`AA;@c=izJ(Fz!am1fP2~TsR8htd(wMAh# z%o<_uih%@H_^tp>T5#i3OTN4nLMqPoYJc>-z}){o9V-3s;#{wGdVqY@CHRne;U0>7 z#a9ps1#a~D7vHg#E8nVJmpqmCM1@GvL>d$Ql#wM>Ciqc>@{WKPZm3>cPh8M(%IoJf zx%i=!QSXHnJ{ctO#YixuAw?gMLpLf6BJr$aQ%|*krk^5g|N7EqW8QR_Hji6&x@t3~ z+7ysYfO`U@RbaHLJxMos)bSWll_CuOY# zQm{1VGhYd^{D9CXQQizSFFw{-nO*T4$$LYu^-DH>@Be&51Tfvj6@;$N_Azf1TW(3G z5y+vjH8MMF_u#mv?U;EPQM1u@6SA@;^Y^~n*-)>3ah2EEhtm1IG?{G+g#p@iU|5-= zVKnSsPgf~d2RJKns+{X)iIwFl4u_jO_e3?n!;gCB1$n7z?zH%*LQ9kHq4b6)wc3xL zg`h%5kHDvj%+@}bBlo?BP_MJPb>Uzo=VU;n7wXO7#N6fa>1rao@h^9#zzAdGr!C?r zVx|tTRFeC!k`&{eWv~c+E#B3RG_w!_V>62Io2wE!bA`9E^(O zFN8Mi>Lp$9%oWe5&HMVA9bAZ;~*;N^guSu0~Yh-6^iiOXWsk5w)7>ubW%GW)F! zUqLX{t%B%R@HChJN{h~#@{>{b4^cIMlL)V<=(SL~wLg`L#52Oa8F{zQM)(`F4CG(N z7&xgE`};h)7=;A;qqG>{#}Q}isq}%iGKPTy-S-YBaDR?RNU#krFJ);;nRX`VJD!cG zz4X~$X-j?S2>oHm4tk(f~vs?b{%V_APcyt`Y}Pm+QPBYk&x>TIJzw z60FK%6|pzyQ_hNGB{I3ZMNtNGabTaxh|`LfngN-^hBum-JBOEm>=Ihc{jsvmz!tcc zzt4L*M3H{{5xpODO$Y=FzDtG2KYoGtJbojLO1p*-Vwy9<0cavN8#*_6Z}!pnl#m%s zn^%&nC6#4M^wb~M{KlJa*NBe_yR}++p-hK{)EYWQ6c_~=l*U6y6uP3s4ERmRQm(KZ zxR_e^@2(_4wxCu#oUmkMF|Is^!08?4q~>vDhxr7!uBDbwDO8;g=*K>{Db(7_O57I ze63=A9E8rS`#_aX5IfZ#L27whJ_KT?Za8~~(>qF_r7a=?jXP_;RXuHRzzJaIHR`A3 zNS=8i*1D#nQ%}4dSj@*9JR$T5572wn>GBq`#~*E!i8!QR)xirA9KncD5JM&QJB5Y? zA$Ui7WeIh=)%pjt9=IVGj?o`=ZS%iSVD7SsInd}IUPqC?FN=h#NAa-|-B~>T3w?kG zKjNnsr^95x!&S`>XdQ9Zfd>?rdG*TamU>0dd^dP(FJ4y|MHG`fQ(OsRiFld4~-cnbPP<=J59K!_q8g|W(`pI?Ak$(a%-#ShdlExW1$juE4v+z>&~IE z)kaY@=Ob{B6QJN^0eW$tw+Q-t1U=gA+afaU*B?sEeBZonbkNM33vc6tvZn?=F?C1Z{a!?Gb8!DafqUsJQDAr`in89 zVAD_(?rvvuj}zWs+jO{V7WSQdn$$Gw!rxvW-#RTfS6ZQ))e?H%T~=BvpLU6A(Fk2e z-t*kXSr(-klb4PQ5&Bh#v?~}V-rw1XJ%*6)$w1JD$D*U|8O=}ceDB`cc;lnMy108= z@AO9?{y!r~n%mPERre%#vQ=cs`zu0DF1%KBG#CY8h-LUl$r?k|yrXGim92MG5mKc0 zU})-bA@^;r`AWRGHH*?LK}P6)#rJMz`c~oqUqwN}8+RJ3*zRG%!|Tb3ZrZZhQ1H#jQmhxq zAyj0P^;+NYrt?lc?fo||{;R;Zd{%vvw1U>AchJGy3r%>)%8sRWJy$kL;x{tY2GxO1-+;8oWhDxNKObNP)t8cJ{o z!ek`KI4I4fBuplV5c29~rry8lY6K|VEC5*9hI&Bye!}u-tnQ>Ar@&EnSBjTTm4MDi zS~?V8bI8E-XI(~{N5FtG;*YnfMnLvy=!@6OEqwj+b&X<96M44^AtogYC|eoq`-B5p z4owcc=p^ln7w}tgvOtDtKoDGMtj5dDYYc>H$ShO_F zygx)6q7T>=czHxk+U+Ra;Z>;aZ}mXe&T??gg&}NBDy}NB4LcWSaR#8~cWN^UdvjiG zX_tZ|At9&zc2R?!VT0F8Vv)XRAj(xRlI-`DEQQ5Tae{30x>uqctUj21Z z@^K!9{w8(gJ!s?DxmyIj6MSp!ftsaVo8H!YsgOse78QhP1$Nb2V^hERresfsw9BeV znGnU56YIfkMF}Qi;YUL0{?>clx*>A14uba@Hkl^?;S96%>`2q0s)nVPrrckPORxA_ zxShsvea9}Pl22QGGf;65GhUFdbQ^N#I0YE1$%oo zTQC=DY7vJQlQb{V)&yR_4$(CA24u^^0x-i^{FWl#mV=l-8*=ofzdL9Q(UPjws1Cd! zu%R188b7?a?vB+FXv-g}Q8@}b1_v9+;F2CKm41ceg#_x9))ikaz-_W|Jh}LW6YiqU z040mq2@IeF6Zm0-P+T2D6kV-AjPKmOv)&_!o!4C0_~nMg-kar^wHplF<5gh)*l@l_ z3a`o*T%Z;fJ0Gqfs5p`&U@p1MHGM9UI;`H3(@;SOF>aJZ^)2x5HpyWx3MIDxLVqJE?ymg|X$)+6 z;Qrvfjqa%0v1D|4`I_0x$}5N?6{21gqES}uU61GWr?IgO^KPs1gS9_srKk3ioSwA_ zwl|V!G6TN)2>p{f_ym#d{Ou{`WfHh{Dr{MRzqB%%Ul-_jK*Zr=JQ8h!?Q-=L(g1AsdJI>az$xSDsBpk8v%!_Cup%dC#8B z4-$k&bQlE*l-UJPCgetUt9bT}OqJPIBKu(hF1$LTIBzI4xA{{nYiEf7MruL8WFu7> z_N}eLg7LA-!V@??@3X4-=oETM6iu8!H_mO;Ms82VsC>~ht$Wb*N39-hkp~u;B<_%-20S1+TBj=32;KQ zl`tDGz_0+MhTGa@iMhHVQp2~nZ9eY3b~-%myI3rIAGJSxV+qUaE8WiKYjrexj9E;5Qi^R#*R2-uy@UE)9eZ${fn~*L2RuoF%I!hCwvS_%=4QZ zpBh*if-~=$y_wI<$6u;SqIZKw)P?&HBX}fNMrCbPU)g>P(Din?r10~Vbe1hJ&4C3i zpj7Lh)ODGeKFJ2R-1g+pd~Z0zdQF-FyNEgxduWYZOxwRTQ9*e3zidHgvOHe;Y45p} zHvm(rQ+Tg>-yQS*AjdeEa#VzC)E|kDUiCQV#~DGek!8vBt9F3TBvy0*)uCuOP+}{b z|6x=wwZf}?lFNq)ap63Q!PmEFP1kiEx+*`cE5I?jk4~w1V~+juvq@&PH0@Ot1HyYJ z$Py$$^G7HK|Mc>^kvjL8saN(}&)sj@oID<0Fa#tLy*B($Gk)PNX6lDnyIk}aJLjht zku!EK(=d3t)s|?5$?<3@OHitb^Q!J>FTHbffgty^3l2Vz=7jd$SGyJ2eqCQJes^~s zqk$~>v4j|rPwkcR4oJE86Xuayjmp#4ViiZ3hCceQRWi|_1yNKBbD2~9v}WZ+CuExV zCVBCxsN~vBR0{LIzh*VF!lcl%w|5R+N7Sc;mp_CfLwi`x^ePmh?zCRurviqdM-7t7 z(gLV&5~y2RIY+I{gr}lDL%~IsABYwRM-gQiIHKrv;l+mV+TEmr@SG#zfeMFDTOiX< z$S;Lpzl0ZG76(NtppQOkjdz=<^jsS9^BH9H?y4=DRc24)j)xi!^{HOCaBQoMvq%JzaLBsd(qs0&s#TsymY(_!lZp5a!N5 zci;MIyfs&PHKC2Fe)bv;&KI+pobl+Y9Jip^T%=w?It%QXL?D$UE>=gJa%3j75=`Q_iZ1I6U{ zD7rPsTIf3aXD!N&l(VdJQUXZHJgky z-HHBtKlm0;!o`Lp|3+|#No|7bx621Bp}{A!xTcLm4Nj}vM5=n@L*em>_v}_20#4t#-4{{0O(9Zm`(0gr}$V{eNkP=8 z^dp>azU>$r^qO0!3qv^_=d>i9vpaklzWMQg@b6#07OXH3kK%ou8znd63KYj{jEj z^IU%xt;lY6eLaMzh+UGqn+u5l!>Yok^R@C*p5j`nOYEJ>Y#g$VM8 zpqcow6lkVSuzD-i74d%zR~lcRoQt!9BUjKrYCPdW3WO2BQmg@>Lrw%0nh3fON?K$> zP$dH(gqAnW|5dbTdm%K##Q#=4hzw{&evjWIvRT3oqo(TFZn_61Knan?1nk(r&C@D?hA1~{7dE%k`W#K z?`QCGbfiWH72|C~{gm5>+=p5OR7resX8W$z7DdhQlPA%hXUkI$tb=`i2rCENZf3Z~ z;~3ndXJ#$=cWDZ8{IjKNaXZ1|Qo2KRkoNDT`%K95(}$|>M9#+OzR__zwwlhZAMic- z&0u^t1EWh)XRE~vNucT%dn81HvpTH$SiY*3IKtZ3eN<1i9#I(naOP}&{JP#Ap5px2 zzN?~R#p!UCZIpD?lAc>|YQv#6<+g;|gU(O$lP z9v-{9w}KtXr{Ehi0<)85K3+lu$@ld&&$hxM-yrxKN=D6famp1WT z&<)21QsDQ3&?ic|GRz{i1n6JK+sVXga>~7jj9J*yK1Xp08Y&K1Dq{TL!VuKd!T^dOtKZ03%0@shv#2LdmjOmA%7x3a22D z_*<`$ttrS6hd{ypzYbE8L2XTFMG9-UF;zWl4Rwa{};dy8Gno()+thXJ56)2A% zX{%OomwpNN9fQbcgEx07SQY>WhiyDYyu~8si=91J=$zg9R{L)aK%KI)9cslLQKGUf zd}g;hCT@ww3bW#Fn}8nQGo*DC&cSE>Ez5iRl$&F1O~i&bf60p)L!k+EvQA&X#_%}4 zw}=+lDw`O~a_*&QVOPIhAYC(aamk~hI&7n7g)=U7N+j^thE|$cUw^*O^Iah8tvxe4 zPET@vmK^cAu+RGH#-!T%mgS~W%4a&z-C5f6T?~kGFaDfbCrP3~`=IG0FA^3fXC7l^ zSJAk~&l@={5*MNXpIAdY|L^lWQ;15K6rpFqDvEGUr|l=jS*r9z@z-_25>+yT(b`WD zHJhg?dA;f{5&4gldA()JVH;oEmThte@6&n}YAVrtLexi%Hhma)=JWes3*9Ih_tv|D zV@jSEnmXE>{}AWMp3>YxD4_m81j**A(nTLB=HV^ueBp(?1sCU{E>m%LP#M9h=%^0U z!tdKty4-^eW`sc4#!Ot^`gj;Q)9`4TZ}<=H&(<91@68)6E@H4)_m{*&@^7_$*h4x) zgCJTuYkNw;WK5MIYog@s5nVe|I3LsJE1-0ZK)L+qMQy`OVtrPc+{s=!xn4<{oG;_w zi%p#_W}j%T#VoXe=i+Ovz|N}#gxAOfT6rOdaxT7EhcGJ*;remim->{6yG9Ig2_~n( zBAL}CK!BJq4|CGKYHoqynk&6Qr%ZDaumA-wcdV0ao}(AU88HzTN%Q+t&8XwNh5z2m z?Tx-3s(t&pHH7;u3^1Vb7xQ6D{r<~O@b_Y4c);(*nI=1;FNW|$FJ>H)HJ%20waxY2 zkliHfc8iXrVxdGZPRIHv;4_BF5KXFuV=pe9%Jd47QYq*7U@})JraJToHY)Lw$6RI* zleBX^r^3?o{u)11y0jKDH+>8D+<=jjlH`9ygH<9Q@8(0(WjW`Z3J0MiW8>n~TN!W- zL5NG-0hGbZeDxXe3TDW2HN2JMxhV5dtB@o9=g?O40N$JWUC|G(1*f%>+_}wSk^MZVUPX^ N>FF40H)`6){SSraT5A9R literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/f154fc9b-a832-4df3-b832-a13f4d407993.png b/docs/handson-cnn-tf/img/f154fc9b-a832-4df3-b832-a13f4d407993.png new file mode 100644 index 0000000000000000000000000000000000000000..3a0f8557cc2eac14c48a5f85bb1c4f791709d7f1 GIT binary patch literal 12065 zcmb7qbx>SEm+t@p1`UI2aCZ;E$>8q6-JReb7zpkz87#O2cSvy8;BLX)A;6o|SMQHk z`*y2#s;lPo>0^Dm`*z>HzX%m2X$(|iQ~&^gAu9t`0|1bL002Dc8w3~!t9uU$`{Phi z(2$gNR)CTJ^#=q3QBY7&QBl#*(9qG*F)%PNF)`o1eM_L9whI8TRmg(HHN2KiatwSk z<<@Tz27Np@Rabb6Slb$lEck8g7kF*T+q9P}TAvDQHjmbsa({AgaIm9SU3sqDxl}Iw z-sjl+Yh?B382!I`{@-$12-lx7MDM;PbtXMWY<>@MffvKK#0v9F`znfA-4uukjb+bX zoWEPvKJ6!D0u&mb@ep)&#=YLVlZ9mvjI#y*Wd;BeSg0c$@SjBe(cbo^o^73XGuu-F zxU#3frlPfxXgz8BXY&u*0D#0rqm*+ef2efd81^yN9Uf z>(fzB&!RJXhv;%wU=w!``Md1Ax9Y$kTpyErr{ho&sE#1UhqkoJ1-{el*|feX2Lt0? z0M=PdtXXJB_Co}cCz9)#zfT0x#JJym0br0K-1Jw+=JHZc%;(g^mAVYMh$<>O6qrLY z$$dN*@%Vtd@#!T!H)=5j5!} z4Kd$JVnMB%p8HSXo1SReLRd=0h_W{)=qxiz=Gev>!?HA%5|C*`o4-kuw!*8pD ze+#qxN8J@SyW%A*Y0+Ib*daVVPr;f(096TBltz_ZB8)39W``jNNSkR^t01!=g*K!L z01X!yFHe8y^2GXAk%QE`7P4p$D8vYR{|rGWX6(*o{pVL*JU@!h(K(Z9rTuORn^Hc5 zBc<&^h3!o-L-&}~UIj0R3nnw9N-frcm7NWQS~}&_)!l*zRp=BRiur~^Hwv3G$LQWZ z*DZ|M$wJUAx|0KK^YnpAsg2;l+ANM)fx~=#Ace%QAIEeG?y)`$1n}W194u`p>Lvwo z{{lwrQK93BEq0=2N1%|{8=S!MPwW)`D)2MVT6qU05ixz*dY$14Sh7^nEwP^ zSEdx6R}GV(-O-{e%0l!25ULe(%RJ(R>?J;XE9arbm%TTz$n`6F;solNFhy}hZ*N5W zIzo_O{zLMT0{a+*lq=6RDB;4f000pDzd|ALuK>Wneg6AQY)*3J_HTGLJ9Z*YyBhvFh+s@h!lqw6q)X9d!_J<{FsL zem1}NbT=?$&ezsyRr08OK?nyBn+z`ND_3qEDzB>WI@ zZqHa*+DB+uS(6|^jZrkW97l+m1Gbh^$RX_EFGPRs`)n^AlHrQ0QIZ6lfG@qd-lVrL zoV2^_eQ4s80#k!pUFE%{*691BBDDx9#EWWx4nvp)F7J$~C7;Ik0~q~U1uaJcOjWKy zl#8u&3t9pKcxzkYWmeEY-?KvDBt|Joa?ovIQ|cnrxmU7{P;j>+?qyk@`u)5Tq+i!Z zJL&?3gi-f&;+i1NZIksh_7f`=v-g!;S{>b4JM#%fDzm>;||G0trd{!Pez1 zJX<8gH$q7RAz0kT>aC|zECAj`2&SaoGpU{UZtI2Cne=%CUC}M;w$h5 zCogfXA%q+P5raKWvD9rMe@)3iWRVmfG4E;Xs_m|yymln|hp1U8!Gp{aL}9%eZY-HY zkLMWdD?jy2Hw<=tTBzE73uTLz=F!r~hbDeN^Y4$rZ3{cI68cPs+-0iyE*>!g4?IZJ zB+GbKVq*}cE*7}Z${8Epp!4kR9e$#F*JIN7Rf-*Rr&2m?lnNHqV$~{u6uja zy_WuEYQcIJw6QvhL`t&KE@3E#ive%d!JehusouBFposvHnGHPnP9lZEk#J~^S9VvZ zt5v`2PRGR#k;Ky7DU{RCIdbJ2qLeZ_Xt;!k(z`mHl2@z2=i+nwM)&-r5+pUh zt#WL5po<^!KC);oq#RF-WMR0l6sXxyb&}-1Jq+%~ecLr2Qf`5&Xn#1X0kKsw5R8h{ zXwqbo^bgJvH&FNbVkho~msk2HIqKQ-QST-vA=Sjn=zB?>ZHr9oA(MnAY?$tB)NeRB z#BDcb>+RlMay3-U`0-`gd;jg+&Rah_d)|r=3nq{ z3mQd-Nu}BtX6>TO<{G$=&ZS5m3r0chUzzf59bmD!;2hoRnm{tUT#1sbKdB)RBR^VnaBH(~56_mMG5~3kS7F7_EdEXNoTuW=>Cu=dNoFj&& z;Ex-cWz0ao<)dXb`!R{Rm@o-@6Hu?fE!i8?xx5$LgV(yLxV0hT8L^I=H!O7yIt@_L z?zBDk*$>@+!`fKo-7K5KAKP3Sd#@UH5+u5$d!)OAvW?F1&gjMI20rQphs=0Ut8@}9 zGuYvkTAb=x)sKd5f~?|h!tf=EiSlj0?)hTLjOVeRg#Vzr-Oe;x)LSrwc#EkTn>ST%$0U*mt62dD6N8B z+>laa8)Z5)^vu)Pn8P{Vx86jcn!nA*rA2D?`1tLZ6{V4S^IMOFA)8Kel9v4wK0LxS za&71DXB(?BC?75E36tlND)i?p-&B8eTCz5%a|WizgZ%PHx)o>x5ka;}XfR)i1=$N0 zk_O!5i@w$=^V#@vq3;q4OeG#T9lYvT9YnUA#%wl!Hvqmu&(&P>8BBmpk$oVf9ItPv zdh_V|cr=3<4Cw3H58>Tn*b2VMMw8~7x1SuPG@urq^`ksa#8Z?dzVTgJE3JG#e@$W! zOwt-Q#z&k++7(o}JA|T!QaI&P{9fjjP(aZ!{n2(IHrr6;P1!hmg?nT*y_Ws0?R?r>@)Rjz7}cW39Z;V1&FR!usAw}qwPfxEBys@j|%7j5x&H7U2$ zsbD`DO%MWGf1S84 zmq&Z-e3Wx(MI5!NWAM0RB(B(ef=>LodU$?5BYTj&07)c77LSHR=plR>88DjRHkrv= zuoQD=i01DyTL1jkETKmNkFxHKXejMQK5t8jodLIPN*w!~VwxKnx=GE)3&mc)SpPI~ z1uAp&pE3MLKXBc;O4GSv8^!SlV*dG)m6Ts`vSfYM^Qdw&6BdjqVP~B@|Dg ztv{ke|H8Y}8c$M0w$-Z6w$7PBLxw!I+nU}!pK0IaEXAMAkiP$@qC72k{E_Q#yf`F2 z0{d0g=O}Z;uq6`zi6&_wZW@VyHN0lNUL%Z=;YkR)jjqFNl43=55w`lxphA{XAyzJF zgHWZIKW{Sy$5#c9P%CM4Sct)LNQTA&t+-sDm4{c_A^9nru9$VxOf@|#BwsD z!-cIOe+!LRPd*o@$cG^}rf`?FogI%lTVI7(K}B=6an)8Q?)(om$SV>+(uWISFFD~#IX3i|K-mW1Dppl4b1;@$R{XlwhH2SE4w9GQ<)UNKUlvVQww0WHjE`dGwd6R3x+ZDDbpQ{lN z1adLSzt=1u+>z7Q9SQh)^^oe<5qFC!CGg0a307*)$HoZv^EVTFC5VYcokY?oeatuCAc`%ufIf>x7~ffFf%>l(;z=B znslCXZR`u5EZY5bQg*%1072b-RGn@GZLLiBHrix=Gevl0@h@JauGXWw&eE{-r@Vk~ z7~+kWM{XL*s>IV4zd(_8G|)fO7~4*X zckGr;@Po3%PYuWGc=Jbi;fvj2^W8uLzUmQ%^Tf4DEp4Nw0)l;uZcURy3&-NqR>yCW z;lP8Ga2jFVcZI}`Upj=|7OsDHUK(^XFvB&$PWWqBNZs}D715u{=DL@81X4H`ebp-e zjeW~*rb$1CGlHWfo$hIi<0qXlD5|-lza5kX9P8F-QsqnFK}9{V=ngtHe8YQXECJr1 z(F6Mzt%YwfFCo1rj6@r%v@7sQPVjm6v7kYcFiaVb>$?84G%S({p5;LGr!*Guy|DV@lW1K9f4yB>!_n1q zU>>-4Obli}+Hz#jFSt1Fd3f+mXspGR0>u`85b4B{xu8LtQtzZf{R zS(;r0ff6h2B<_+c3GJo@s_#n+=@-h|jt;YSo|mt=D4+ip-&gnBO75pw(;DjpZ{Jud z=s56UQ5xAQk87dM0b+rQ2WdF5wo2yJ|&VX4+wgstsAgh`nX!aJNpshheZ&! z)=1Ia{WIpaI$PK1RpJ)ubePK|VQ$V{{ShAgsg^F8))nRJZpPz*BSm)@3$5d^#aJx< zI~nFdny0b;d;hUJ`ke7Zt~^!W@k=Y|nA#It{3M`oW&?zFr#IPahxoH^6!RIFylsjS z)#=Cw`w4>g+xt}gmtEO@1yha_}Z8SKO>HAgTMSsY=)W{ zzwu!jselqB6Z< z^M(aMi52Izwa(IZq(+0`Q3|U`sr6OyD!2v7@y+ILN-|0T+^e1ugcLzdtAS;REkXGz zqZMmaOpcVr!oZ8WMDw#?S6ZNQvNMw>j#|_8i?t*qaHLj#0$u7=OX?>o=7gBnhs2we zDf4{&RZmv#q|p1acxyEXvS-17}D|RhLw8qhu3SoVxtW zpCHtrh`R_?(*Bx&N4ur}u4SW{i~{XOLe#qp5wry8T`9>ox5M!X6mM6^#4 z?gGgu6MIMV57HhW*Lx<{w zYK{+GOPnqLFroi8Y&%P(ro9#H#XnJ=eT(%?MZBzpVEFK8^R5Z)k4Kfleo?1l;nyL< zuC7J8)S>4wd8R{qbI(|1rbgnp_wE6BspIC|}w=loTfvq`D_Sl$kZr3+54HHTc1-AFK!<{7~8j&GM zO*xF!X&0iCR-E-ERHG+V=j!CXDFVh`Py;`cCt>~-zP5b=)(p%^HU=C_YQg)*cTCt@ zDjkCw?>pGYR4&JbO?4~sqeo?`Cs)2la%9ykW+e3dy{VNhZ$&?nixZ?*O*FD-OJHQf zk?Jtpi;Ig(YVL9VjDqJSgX^q*uis#d^Zn<1LT|grjz)C^2_IpToSgQM&=DU`tLMBl9A-Ww;-t{%?)rjBd zTlR7bS6+&t+T5aB{jZHU)MnxoVj_;U(jEMD{PU?V;a)_8itk%@V}9XR5)6%W?e}-4 z7i&*IlyUM>SaC4bpiAT07JmdV<6)Bpo=a?tjbn4|Y zphox4UYU=&5gf2lU%9PqW0qo!OJd-^pOtd#TUX}HH#bV8ZY1r$2`gEqq}l0B^!pI5 zc`9|oFpwja-oTs77wTseTU5NSx)q^QAxs)+w-aJ;5aNsS zOp^M{_WUy`escDRrWbG5S&E$!6$UWCr6BVsaYFBtBaookmP5Xq@lBDj5;7@3g_36G$(mDc2vNa&g z>SY!NGElX5dF%PhnbL*YWNtQpxhiLc&xyGw&QQqHzN3+g=%}0f=XBaK>9lNMEs~8~ zg#bF$PWFMkg!6@?SgHY*NFV<4k^}n@J`<+WyJXM4N>o=nq=$Coi#PSxaYSg!2fGuV%49l1xiNL9kt&OgFF%{WrJQ=52T6#KM4b&cn6 zT!sCv6n=`&j7A%i;wa9$@@KdHaFmXM@=AG)s}aDgt+0XxrT81aZ#5Kv5Fy^s$DI9T z0;-u_mR=mC_LXfl+{usm!bz((sYOvMeZ@v`&sR}#b$k8?H;#V_^zQdZ_bZ&7<)vPv z8|^{~!Im$3!cU*wtl*9qQk)IGN&)CdrFA^SvnuahFOVdT4d$ zsptIS&>5#MxysuAR>hnT|Jc%_D-e%{H|_n}-XEIfbd zhJxPo%u!&*!wAP?+v;9LAYdoZs*U_sW~j} zk13q9GCMq?uWmx*VXONy#qw{dcCtiKrDF3?E&YW592$zUGhO=?WbxO?r!UNZ^`%t{ z7L4nhx70sWLr(eCvOs6EeRSjZ{OEQ!S1N2o+6qiaFOA86>~+aw=WpqMu=fy#PMpy_ z56f078(PLQ6%)qQJ*_Wi_#c?>J=s5fXNv&OqS=@`GJRDs#;jaFu26|e4o;kVAq&&?mY9;b!rD{@TueC;0T_R=f37LQDgBBE6c3hlxro` zHyLTR%tBdo^kJ{J4U{SNP$i0I)irW@nH;;0Sc5WiE2;lT;NTwu7pn7&jL^(DsT)Bi zdV`xw(FggIj*iB-Z%T7L>+?QSdcr0I8G-Rn`y$xQ2D`;gr|xx}Bhd3yncGO^#OL!z z{+T=k9bO_e$utM48Kt1vSypy4h@u)c1lS?x>Hphj(n2E@gg_K?Av(~WN#wXl0}(xXvN=yDGkG^`8+jFU{)bbaJHVY7BP0)b9}rZU44&AUAHR# zCnhB;BGc&t)gwjM{Y)gzK?eIR)i(l3TqXMX6}NXs7$rwRQAG`Zl5|Y^1#Qj$Xeru0 zeW{d0-wIVc^bAmfl*>`JoumOuEV^kvqC3?m5V)87G+st_dS+jw;$sj8P%Ep_pG>>0ihx<-HH%iv!(CF!-5pu&ERT7cIK>Btrx~e{^xx(9Bjw zmVf?{A;HC6x>HizgW@|j44Km1GC%PxrL5t7-yQ0qI}Zqpr%zNBun&vxIZ{`&)7`Nk zPC?lQP7K*ze)pNRpS@g8M%Sn{!ItcnQkOpYQ3*B=j;*9C!jJ3F$>8Afj|z6u{NQzx z3aHrP%DZ4g=RGn#L>l1>Q|yIPR6Xa3SwAg$PO#Uai>ABgxhlTgl?~w*W{_6(M+1TQ zTv_HElHKj$9u{OE+Y1GA#wQLi!G6enxT{cd8RJ2~BB#AFr7-tEZ&{yO&|y>jlG+8L6b>F0ftiYw%2->uK6K!)ea;BxjAe9!wPtoHbwP>$Q7G%N#kgR*>-tZ&*Wf1J1HB z?i|w5|uE>d-p{_PH zNZ~0|sWb?0fYHpO7OiYLnMKbrjWe3NxJ$m-f|C>()t&`Ag9N2RZGaKW7}DjiZeH~j z31_c)v9-3V)%5e7O6ix}XAdHZwO?tevkN3kHZ4#6dS{2CBG$F=^nwSOx{SWAL(XK7 z#g_m>3hYG^l(EYP)24vP`cEJvCN?iOmw*wQP1&`;1Fi5;(Nd9*)EZNMxEp^{lO!Ic zB%r$-ccS!s*{<4nSM}}46u#7XLmpbgrM>*AkFOM%pUHeWQs*;nLK8CPhqT@LS*y3#h(d- z%&s`(m;^=f4^<&DLAliELuB~58@}dZs83u=hPP7^X9MBF_vub!!Z#l;X3-CCWlSgs z#4aPcWXX3iwynge@t3_NFcu|2^#-4CPiGU!y*qsryjxkV4m zgv8HXtmoj>XEwYFAK)yNaP#KFjJ(b8kbp}sT(ZY0L|_f)g~o|SDB$gmUQj2Y2xBAK zme|G4*9i4@50`|AXg7ODSlZ@r&$7^F((+%rID1506NFXp-mcHCvZ%6ICy3v8CO=TE zD7*_X3#Q@p^sF12^{1;&I9^zL8DqgRHcgCyB-;NihLf%)KGJx z&@#Znk!I8yYmWmEgR-?!=yEQdwm6;Z8IE5-F3Xe7EhZZ;FL&1Iewm#istOl{FOodyWU-o^{)D5uh| zBx*wkub+52zX1WXEN`oHk3C-W_dH5zq|4%bAB4^Et+rHk^8&mS^$la`F<`fDuveVK z31w9LCh^9$Yp?OoA3^<2Ec)cn%(bHtMZCGJr7{^v5CZyueX zBVm$Ii2)TnLp(`zmz!s1=h5kLIzz>rRgOeoFET}LIE5Ep#5)<&9xZ+$Fhez(A;i72 z{{cs{gdcX6EI)esfxBZ7)cFRv$4dQZ2^rM+zK_b@9A*2l*8+-Cyv~1{DEJwD`~2{3 z$Xx5YXc5jioHZ}|RU*oiOevY<{jNeb@TAxK@AH$*8f3j|o|1cT1mM6KSCxr3ojnp{ zNyQq=C<4^v>MuZQO_Ymmtw-@4T)@(F#{?07k;9PdsKE!YNl9C|N+#*n>IAdUp=T}= z$(K_8>kPq}^?*?3Z~HQ3ep@yPqf%f^2G;&ajf9JoaLH2PJGweseH8u_Tb0v>DS)#} zg$j*0vCdqhgs$X-6RC?gL`h*vgb5&Vfpt+p#>yye}=2?k(jHl3r?r33d<%K-?3@Z{vmW^h+ovVmGA5|y(S|`z%+sT57To}8X#hnmjG!5cU_}Ll!;DXY8A$7QfAIle309n?`e=+q7&NU= zJi|E%rU9RqhT>aKx{tco1falz$@;`9hzNYh7BVJqEm zfq0xwbD|B%0DgXaUWIrgH-23s0(h0IDBerd<%p_rg$bgHnH`?djo!KYzBeNPV8VL! zTye6}fiS*+n9GUbf%7M^fR8N9vs+NqCfr6|Kn4dn zvkxrzpFJfW|7fIt^vCBml+UyNBqV5X8~HF1`eoR+eZcu-yF&Wl+($zs02@dv6{Q## z)LEz@)Gr1s__#1ih_b*u%2&^?&LrJ5GdZemgC)7n5ee=@&ijPIPUnQtZ(NJq2;ms3D zrQ~&Zv1dUcF=-%F1_(~vT5U3KMLYPsNN>uI2BP|l2nrrIQKLVhC_Gc;S_A$z)}Z%h z|5@PwxbPKbe_{BbbP`B()_u-Bw#f5tPrSJW$Bih-yX)a6nU>?}+6R|tG*GZ3r(Z6^ z*!w^Rl>6v_bS5|qU8<5!Vs~)ExQW%m$YH1*GZ&r3yRIKKD$fe0EKKZV4;gNF0`Y= z5^TUy<4pv!(%Ni#^=}~ELD^|vfN&-9s)m0|`-gpDnNiAbA9c8G;Jvc3Ghc@VEG9gi zg_2Y^bC@mo0oJt*YWKk;yfs+98LZq#N20N17mtbkLIqI)^e-3j^k>e;n@s}DO;#}D z`i06r-*#(*&R{XAAYY}Y)%212{-dLQQ!1yXpWMJ?8e|;k-2N|HVE6c#I&*w~QNDU7hi(NsKNV%l^_<1duMi1?(!*giJX6RxKZfj5?5l=^4 zSb~TI&n|WkaRPCXVNRkg@>2sRVDoi}LO?l;n+gIOQ3VY(AUh&Btv7Z3UzU(MPmecz zU+xa>o}~UD4sfXC1A;;~XW!_;{cl0w|E;_j{e!4#QiDedYfR}sAz4W!aFv8{@c#i6 Cd1uK0 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/f32f83c1-2c6a-462c-b053-811239923262.png b/docs/handson-cnn-tf/img/f32f83c1-2c6a-462c-b053-811239923262.png new file mode 100644 index 0000000000000000000000000000000000000000..4800fbc9270e368e5ead491c9f9d0940c5076671 GIT binary patch literal 19641 zcmbTdc{o&m_&-d@Zm6s=CsE24DN7AUR3l`mtXZ<9WEX}s_I;TsOJxa>Et62TtixDB zc4aqq#f&kT8Dl)t=llI#&+otIx}I~c>&)5T?|Cox{kmVT`^1|V!FjpFxR{ujcyH-l zzr)1D0%c-iwu&S>qx3&e1dAcU-r$L(>1p zQjvW2jdGrK!%f(hpL{6yg6R)hruf@~o~gyzzka{9ygDMiOzx_ouxGtG!tjqoLG=$` zJjEfYD0tqR1~b~)anKrrVkShAuOVI_`9Tg8mDFKWOmwt;H!$yv28v`^wysd}$ylL% zt&ryg8o$nxN|!jiFD6b6KKu4N56m#H-iTI+|5N!vSjK2_bVVBX3a`k7TBJI#Ks%A| zZ8;!PERY9Q!3y(LiUAw;tk6!%LVNvYJ@k?klZwC-3|26Ovm*S)1i-n_#?2nTWbj)W zS;=2F9%IH6z$}9Kg;6-$d@^(S>XJS@L(3KbtrsuMZBdUji_sHnY1gMkPX$JE&#mIV z?vs0VbbU0NCHA6?odZ~0Hjb}jIgFo9z+oZRk4*ImKY66^NFsFU?eUQCfzEW^#wrIH z=|q%5>@(cS2`NkN{4ur@{jbS>Z5g1bMkQ1mbw~YOiq@ zBz^SN1!<`GSKD)-`|o3>G)tVuBW@NUSR{`7gv0T#B`YqITTBAlamk;%zP-jrIVrgp zbE>B0|K*%JwWm|Jd}UHp)gZlX5Gd7rFMJHzJib5a$Yg&C6ivAyp_|8s=)TZ0N@E$& zGbTu-up_wagE`+t|9;c9a`^-V|5PPu&uG?4W4trfC!w zktBN*8*y^zYmfl+)5r5L?Zp#3NHK^cbb(@3(&7W#(xj~3MBJy-qRcjWh$xbUId(7?PXP}M*>hd z#Xh4(ns>okl(a|*o?xS`IsTTy+eqXK89x93Ya2*>>3J5+_R)|j8SbB8t=)wlPxo+QU&^yDa?Hoc=C4-7a& z63B{p*27UF!)?rN1a;6~%Ew!!ID8-X8a=VGM`D&ckRUVf_>EQ5j?7~B!T=0JCBhg& z@72ASH9O1!-BN^2i^FP=VOV`43;xHm_$I2LY7C7O<1VG!GS1sG6!AAr0opWt)i)}w z@38F815#iq$CvjBH1W!X8}Kvtgq!mTyv!YgxQFvEN8Rd;^1Vu2NSKXn|M7mF#e8en zOW+gvZdC8FMde{JW&KU|1niosDn_!gxzB9>)7qfqL(KJCzT7S{2SHNjNef@yIF1K* zUAsOmv%O+W#JTc8&yhlX$;!t{$!?!GCDJF{57`IdnJ4#sG!M>Y70}}3Lb@Rr&I6nW zCNz;CnYF|2UAg^vldbLt3OIOfE>^XOBG4e$50Tt@0pRooN)KuCpL#))sxe+di&6QNI;;}mx;|o##1(j+1t?*?}2_I&V?OBG!oP|$z?E*`UGc4A$Y&0 z;YA3Ax2X%HTcC9(qZ;Px@F|Kv$9WYi#{Y>cp_Dfh%8td$Y$X&)t9y)@AZ3Y!h zdut`E$(mj6YI#Z6gOQ34PuPT+&Q((pVHE_|zS`@?wZ;QjIk6~_0Si_Qa$0*PM#|#&F zTP~>#c6@wOw4_x8ApX>6!gd^K+UmvT6!vOa96StLJ-K6XA2C`2FvYav2CMZ3Qo_00 zq?tt#2vJ(xZPrici+~I4s=r6yn0G>UnUBT&FvZ~Ol8axKy=FY|wgY0*-GxI|{L<`) zV4Oyb`!n0PYvr;x+4)&hD_#J{P(K4g1o2W!w?5KdAnK-qQ@C|vBQy|kwWH@3rI@Yc>8h&ZS7_*toRo&%6W?rT4 zDzQ0a+^s^s%iaHpV119a0*@f$Y+%z^7;IPaChdpZ&7xf=v9$L!VV};UV*qBTx@1<~ zM_}*kK^IvP`ZAc$$Gc?pm+fQNRY-&z3V=K%#f-;=8z zze5%g5I14;C5*+^c!=}Y(z<}F&BK*{^BFd8%9{O0toMaK*rxD492oVk}r36MNeS$`)*Rg`dk{3Gxj``4iK|&-IJPj+hzRstoP4Byq z2zaa=W^HgJre~l=@VMc9@QA%j`Wf~Oc0yq=a*g$y^feJC^)m-0NZQsVgx0BgDdcEA zkP-a3m;d_1-Mhmmv0dG<$9*5x?k>VLX)lz8HkjomG#=Ud(Us8`4zpyn_0Pxs$|0L_ zgT*7=eu5Y5OzEbXNF~uGYnOe_YlHEC|I#Yq#071=_@-m&{MFY9Zu+Eh>s{T;U*+Fe zUNNxX9$8PR^iSMnR7O2Kx6j+cvC6@{Ya~a?IA`k~n?u#&*zP24TJk_obT+}S?9`Cp z@h1a6v$5ZV>Cby*?Id#Ya9_Vh0tIJit^1uZ5~gJOVA#5PaoNj8qha0oSnNG>i6(t>KXUH zYG3Kr)q$-YPO~SeAC)w*f&D33I-zM!iz9eR$_+|> zVx!0p>uuv|zC3P7)WNMq!iRGFCu!)2-r7f5vMCgWy298(_T;vi{7~X}rN2RVWsC5; z=cKl)w{yJg(f~UQB_w-xI=C=}P6F8WK}*D~Si2W4w=Ym-$K3F+CHKdh91F75zoL!fCP6^rRol$dp5eL+ES}a80$q>8WSzu6n!Xs

K1cFJR$x%16sGR=2%pA~%S z)t5fgqyC*s)2fJ&ZgP7uM&e!@`b~K|#)g$Gp>G26CuO%J^|8DtI^kQ=Y z_bq84Si7Lpku5#yuq*`#Ld;)qO9B=qycU>gf^S+*ccSXGoG?P*^|}f*!Ioz8J*D+) z@xe`tm)<1`k`PfZRc@Ep(>oxc0g6zd;5@R9nW=rIUAIB0wL|bc@_Xo7&czYFzk5xUKaTqqf0;cg9y|Tb(e6;w{QXkoC-U{+nK|>rqnwmU8IoTF5|ey z=f@R*^xAa#o4Xp|^^*7JVf?ATC<5~f)blVK0qC3%h*3nY`4f*(9oR^}b}zG=XMKXZ z%w2bl>&#A|2u$={f-Y=Vqyxv}vCiC(Wi*~VOyjtJAk~lJfS48_UCvz9s(6Q0y0iCK zM>|3%BO6uWh{R}KzXKKkV@x1MIuW=9`@4ga(vf{|tBrCz@^tXzo&a2ST=*ET&X5;k z{p8rZ0LJ1qA_N(o(ja+&m(if+=f{(oOQXBTA(K0T;??)h9zM8mjoC-+n6%gk{}~z6 zS0|TH)plLjj2nrmHY|u2)YGrW)5Mcq z?SH7eNn(HLGccwV)_WgHqv4hC(cJfdR9m1yfrOF~UdFP9n z@0(*_uLytGRE1F?;f%{i4}^^}xDg$(i#v@!#R$)>+ZiA%qtn6z6S*k2$iB{4J1rO> z5=+^PH6WPfAnJ~XTo)R+up6s3F@-bNbTyw%nwJ*@N!%>z)vr%J1+M{YyB=RpJ zyP(+s!4E2C0q=nmjMon|hQ1&VT|9RMT1}s^-aM#IFIsCEksC+F;Mbhzt7`9uVXqPj z?O>{Lv3T!?zV`T(wRY}#ICkdKYe?O9*2CBXmHoZj(*cN8ueRj!W%%)TPjAxJ^9Hs> z4_&(sU1pC*3ahfi8t^f};{n^VP*-EsZQ9>Y ze_H$LE#@ecZ?R^KN5Q|a@`t1D)2$Dl{Dvkdsq_%IHhOyhW{`18%7zI`b4ZOaziyT6#6aF~qer*07O!K*3@vAnzr^uLYf z7n_g3R<1OE?mT?rajN+xZ?<^ z*_MRg6y{3VV1h9V zSQGk*6G?tX&?B%+9mvH3ev4R1MA*xOP53RO^FnHF{%_c>R2IyI>2OEkm$_@mnH`Gc z*&>QhF=0$j>x%5jp+xE}G~Z#jCPEI+K|}$SOgULjXFs!}RMr7Zm6!T3?`_Dl#9Z%M z0eb4QQL8!Ll^fhE8p%6;3IxxGNX6!h8)tNG>!}{nBp-$JD3jzgI5YB84$T;7N5k|@ z+}X#*<7lm8Dy2hYxw36LZs;X?0)w&oLH=(NB)6Pqgh~I#JNQ$942&e^^T5-63d!;Lp5X24ea+rH^%0{eWZ%6wzf^&!`H zJbPbVrE`1{`FY5r>tU!Vnx1^m_X5Bd=|B0TtE1a4`TnHbAbk}-!Ke5>m;SJBJuC7O zy4y$8YQ%e?qkF2|Z|*eq!h)F%L56gA?xfGn@zaf!;s-q6>xC|ZGH*?e*T^Ww9xm1V za#||47GkU9)rk@r)=#u`cT*l0(8)e6f#;0#fGs)OV2v+b5;Z<*g(5hoeUtQD|M;@W z_@vDv?UkREt}{J7bt}0Tr!Nb}l@o12Qn1bD`&6Bgn6lo*JB0baYJ(d`pkJ0^m;D=z zX?ddi=ziC^rk!uc3cUEfxBcx9CqHjmzPS;ux^om3a5rVLqaP6)Y;zIn_E|C+F8slG zA80~2=6G%H2s<_|o3-0z3I{vbutQI+&mK-5%KIcDo{Gxd|JJYR)6atUCKBdp*5o#N z>_}OYrt^U3L~b~{WnBe zsNH9|L-@;uCBgXiuKwmQO*r`uxf#z^k;4I)H`c8&kGQk%1$2tdCQl5!Zk}(|CO-wB zs!c(E#F|Cw8Mm{y`|oPK2LwPEg6;MnIheb>*7y&jFzhe?Az{wUWCvom?G#;XmYL4= zQw>| zcelG0%sec35sff*@iY-i_Iaj|9w`R(h|$a@w|9=|Nll5?x4ydUxA1M=E*v-poloww zMI`Y(z%3w^EL^S7iz^(E1QiMn|DkHc}E|=Sk)WM zk7rlMv8c=3;(jrw)h@*ZnVhnF`)*j9H`9tGTe0~wx@=|q>xH5I)@hc@hYW1&K47vasX ziq0unOpfn(4y!8Uo}et5Vn+Etd^)L{k`g5O5Opyqn?rbl-2S*0Syw=(rvIVLN7|gM zcFs(eDMq^)SZ*n4n*Ggr(Dpc@s3o=W@9m1BR)Ti(A6%p6M9zbs9ZR3@u~7;oxf^VR zHYO}@);tevHG3|s+Dokp5yQbB^sx1v^Sxb;lPe4-bCH!Fib3=OZ?>M0e|-wtT-w{L z$Dtf?SSJ+sK7pu}(cld^6&5ci0ec&j_~8Uuu7~YxViHr&O`)(e&|;bV8coQH6L^8L zVL4}?pczNxBocO5QjT;%^YYt9vm0GtU;T2`vX3_nFf>kk+{hu&a6UwBe&IYUF6Q5tBXZAGR{S0j_)EO&M}6C&{U!ekli^tp^VQSkJZh zw#qj-+dS+pBEP9JT3+w7c}MHN_8z)8}@-uDaJ*A9RyX_{(o?Nh=7WMg#o* z^sY8N+=~Z-O;g^b*Pa)*f1>lS*sbokRrTd1a^Pk83BUo$+atb&f09{l`t3#cwWC{{ zl-|w=#pbC!B|-7}X6{B^{gh>S0W;*Xx4p*G)V^V*6o=n^QtRA4LbMVCkO$kfQBk(0 z_d+$$!`NAi@9kMjZmT|tPeKr$<6o{? z;q)HN$3n%_+OE%hW+hDy zWst%zX(1=fKb|7A=Kns1y4)=&WJ`E?23n`I==Q1c&lNFJb`6vQOeOxnnX&kb0l%^ji4z5%E-oAEC7d zgT@wfm;ai*vKeSkQ!r*hb0xVuQmc9w$D40%<)4fnUJ)clmR8l>oIF+L!fTe#3&*v$ z>zVlo%1-})grLqxsOhvOvDsOn&D6pm`fUrbq77n67Z!d*PGS746dvBJxHRX6ta*k6 zIwo~1r`5iEL;7zK?QJb>4Gn4Tkq@*6X|Usz`z6g&ilH}1Gg72%D)_4t^5$@ZhWif$ z)XrbqQ+t%zQa~pXSJ~I$jl0>4s;P0ZixcF28#pw*J4e7 z*ry^dbwKXdX%PxFsSDJ92nqt?Wi4aLLqZ4IN?gmU?}21IOOBbLHlvV1Fzure)n|iN zcnXR^J={SR{HIInf&Y*YLkVHjP4u78ko2#9|3nBzRQ%s1)CyVoHBXln>eiOfL|#(0 zT0I50Njnz@*ZprB`a4Mly3z`Sy%t5KP6U3QTT1bp9hUhgV1(QtFxX)7HHyZ+Epfjl z5xCScNFn|wX8fP#*!frRe~{|G=E1R2!$;_t%BZsk>dFj+cwEJaf&VH1M~S@p@LdK} zTnMg;7mNpFR%3Ir;^P@-XiCQeac7X(S3tF6jK7rq20*YpS%g2^by~u@rbr#AUj{K( zl>NjBxEh*Lv@Qi+zT=mXrIAAR`9*e%B9&iWhde&TWxT%WhAU(5w_|xmhO70ILJq~e3cJgfVA}6`+_&j1%pLemU4a*1X4!WF()!cTU z3~}016|T+XBGk#itfR4Ozwi%M zdm#;4%a$;tc`u~B(3V#Bqx|-t09@)IiaRHg=#G;c;6$ksa5)UaK zG9ZlA}}t+T$v+pq`!JY_E|yHEgBnzoWVF9h3ZU~f$dW(*vLr?LLeVTx$SVE)WNOe=-K4H&O*h5tb;bV5OhmQYZ$@dCA~B^#dCnb z<9*gCK_3y{0V1CN!fV8|>^Y3OF36PBwsK{M*nsyATo9NlARzePh`pwXv>BZoCOYAn z2yx*iOsFs*-xuXect;&`py5?;<(jna1T_B}-Z8XM8>H2t8U@^IDYIno9wDc6)=hlI z6_F+fWs79DTtR!ywI6P;dQh>9dsF&BC~*gs6k@Uh?9F!knV)SLrWKlNVrjH97r?!* zggR_17oPug90Dg=uXoRQwlu$Q0)5@?V8hkuz)hv==Aq&i)rwT!C?{&~n?kY`3-#xM zJ)#K`aK1RXMR?zCHhIVqhCIe-*wdOHHo?k^%?(T39B~F*wW?&an%0)?OzXO4tPC# zR12?!l0LvZX2j-|CgL-jlIgOcTA#U=8DfK{1mY7W_SZnrI%V#|GF)OIr=QrW!J?^V z)PqXxQ!k$o53r+o8}*@r=S!CF4tmnlbax9gHiexMnzg=$;B#_b0i>rbbz|ie(Z6{> z0YI{udt!lJah(jEg(9Mf-_(X9hEo=Q4lvP(;yT^w4Yvw z8|+3_ZE!1NP=zOE9QdS=H8;Sls)tZQ;SH*C)yYNp6t3LW{}v98cV^!WMpH2{=rF{YP%8R`oXVi3gOMBr1G|KSMfxr1c%+QXX%SD^CG6_874Z~! zScmvPS;b~fDD@{|dQJ=RlQt>+qcj^BM0zK%vWwZpC;)_?k}2b;!NHE%zrpIz=60vQ z>LV?FhapTKn+rqX*u8c>c0Ea{d+MQ#&i{m3d$vrUM=UFCYI&?14R82nVg5 zcUa!V55moLLj*Uv@)Tf8K~<&lhh*pRYunE*+oP}@f;U!U@5-ADILy(sNCe!^+v}8@ z5?I|!3KOZcwWff{P021kNxfqzcg?|Uuk#qE><$$2I4z4U_-iL>%{yfjmEu2t@&nTn z0TI_hV3>6~8xVp@wcrG`!X-vn=*%MQQI=EmjjCfvL_c0v!d4XuL7t%!Hc9WkGMC#~ zQ8wF$5v<&uyR=t*DzUx~q1BM9~b=MTf2cE2*5mgWORsuJJeD;&iqER5+ieteIG5`JY1 zOoXSt%mY_fRtvLfFb%+pM9~mG2TgAjv?pz=Il)x6I)cJy?&3SrW;YHFlwhaaPuRDj zTvHWwe^=U{DZf`ZP3dL?cF(eqC10C?iq+9jI|cB>x$T28{5v|T4*6FL_7ZdPeG~KXHJloxHay{0t|jG>meiEOgVF3fb@ZGdOV7&)J>wmb;_951Pj8 z?bLU;h!ANL4W#-+8%k5jCO$fBzf*s8Gv<|S z=_=Wy|2y1#fo6eB;UrKeS{jVK)?Po%Ey8E{H;mguiL;Zxy)aIH z)wZ90XhYmoy>Q^+nfqsQM|qGg)9h=#R6ZBhLhU`d2ZA=>G1{8tkKJwK41QbwfOvLY z7)|ln1VSku-i=D5hRrJ-{q?6FeDn=){!@d*f{Od$^^neoBKD6DvNHNX{L~wQ1;YnE{PY4) zFG#rEvDH#4zW%P7PcEY`mO9ji$Yi`rpFs9`OpBX9-z$jCiO$OHTku5diS|h3WU{8z?WT_N_gB$2Wp5Tf#<>Qx{`pp=B!e2M%|~)K30>ul;E>?&f-P87|g%$HD&kAXp*FZ#H!5AKGT34;-erFz4!#o%u1CUT=FCN)ednUQ^f33jx1%3__0 zoTw9tz?^F?O9ZM?xqO3}`eU`hE2(mum~Y~p77V+4Y2)RcvDB1}L+)KEj_|5Y*zOYy z>K9oc`H@MRnT+D{75j+>X!9S&)DaApB%g$4@Vng#G5Y|>w?U%y`5n$*5PWgN-n|4@ zRY(?~W1?D)1%GTLb&R0~7qB)VV{bw^p0~S82#H7OLA3>GpL7ng0!||zp^Lg=Hkyo`(TSejh;wItwlxY07r`+117M8o^4 za1=&CC!oKiSnH%2S`3zvB8Za&H9UR^d$?4`IQ!E=1*KKpoim{tG*SIvox zyY+|G>PeiK(9;&-uDmtT{_!pN=B%#gOFj?xQ4GptJdj$xLS_^VmfC_>F2+5-jkzCB zO|MM9ZuPFggw;;M8!FVQn-h21@cJG4hBP%FCl|Q?Nfw3nHrIy{NLd>tc18A24j!PZ zv}6sI<+o!@U$*$F5Y%l$1ld+aY5aL+J1iU*lLuv`qOZy>#6$`g$eXNlGX=GJ(7Bd@ zW7!oUCeoHKmf+tg>}SzCpQbBlHpjloB0m9T@6>CxD+^hrf;~zk zZdzmhv(g42?`UIdd4Hn~(x8W;f(guyN_-E)1Z|c08X8ZKAYT|%zHkyFc}Mj>+{Fm& zs6Ims(P&5(S;vTVDdonC|4FCAC>0c1D-N*eMrC^)@=ufj$ruav?^#ccXzGm=v{(-6 z_Z>n>&9&aZagFyt?K->4_u=RMM;rBFVndL#AKH4hUOWAS3=9IO@o}``^nl{wDMsMS zppY2bi9!H_l8Z;nOST&$zmf`W(9{LNhp>hoZG_x1pA5_hgHm&+@6Qo=-+I8_cFaMB za-OL?NWMld3qqdKkZ0u9(15<`7XPcXWM;)rF+PiMA`L$o!r}o@>}5G1zr8;bIGUO) zU&aspFpvFC?YGIt^Xn`)M6~#-Q_AnIvCj`tl45Jf#8voTn#Gib&`n_@x(SZ0`L8XANTAVZ zl+>W-ADfR^yW_(5Zr=GszC93XHad_C{G7dNtOxVv4~ z-VwSmgrV_RbfA7y48DAQ1oL)0nwmXXl1eeCi~-INvLfHeUCZ0QJ+SSkNv#^OcbO;D zFQa!JI+j%(X0P_Ac&F1QOM%gNubJVU_1bTJHPwgt0DH_M$_TC`*d#L|q#M1ZB zqA!LQ3FJ{kNbM)2Kb@f`mK$_LcG-``uqS&lxPerpP0c@T5#(S|iclGdO;btHTr-j2?!JybDka=fIJ) zcp@VI--LemSgV=cCOhK|RAzR1|48}kTOI+ju!qw;t}fid?rzn;2za(oU!Roos*z_X z6MMVz58TXE=U$dOVC&W9vj0>_x<gg}xT-?-i~SdXb|rW7&auGIg(OU}!g>FEk{ zIYjgNddn~Tvg0%VkdfqIqO8;4q}xHt+(&Y~x8XN4=PKY{twaj;h@qN;DJ-T#9jZ(6 zWrvo3nXj_k{qe;()A0Ve`->M?xy>P&zPE29c7qc?(?nKwoQ8an^5%(xv{@;NvW>!% zC3f)#R>+DY$lYDaomP8-Ia!VqZi-}jDO9(2kvEq5btFlOW_Fxf<<1EP`$U{rW+#7e zITH5GyMo+?U}a~^c=WgPG_y{PMzgE&>tNjrf9+}>q2IopGB@0n9O77*?1PY0hCLvY z@)r9{8s53D-xg$0Ig9>$5u|fzn#f~*VNrG%6k=aaJK%oa7z)140c$u2AeY~vS>B)u zusDl68<;?yB{RED1QB%`^6VZX-;3GzauN#DLOy*>XrDQtnNX_?xyWf`2H28*n@2Vk z1%qSPu-$~1H z8$AwLf;&KJ*iq3tN5nFDU>Qvc2zOy|U*x82OHx{izFT<|keGm9o7rs-jxQ75`_+po zB!uOCU2BsZDNAs@2)k|f-NHb5uqHHNw@@D`&$T!- za-b4KFgvmR_abh_U@`ViQWWxDC+cl+#j{(~)KgLBdv?_nN>xDL6b>x}-!HF0V(gED zZwA=CHbzi#OK>)7RZb{_zf){3Q#oXau4#F57>dbbI>Wy_2uc5eI*zsY_IAc~vf$eR z;6@vJy$Y1yt8%O7I{Lf#I3elV{Z7<8e{JF|W)ptYpSB*}J;>3XI<4B^j%5Z{@@F27 zB*<{1v`b!glm>3zETpYHW{TK?1kNQq04xu!5eC3^Fv}t`O~3h_rQ#+IsvSGqp!auKwFkwZI&89# zYYm>{mt!!EM1)_(9h&;tX6xT4o2#FPeS13`U`o?F=G-_J;KK^K)jo2oSk@pGW)7on zL;$`x*#Xp-6yx7FGC$?0fUmAB5p;)S22h>rlvEs1F#?cX=v$3V2y~)g%lc`SHb=o7 zl9a@DnX#7w=&7g+E*2t%OUe2g6-)26F{mzbRo(iTUbNiur!+Ha#wK<#Vpoby&)5s? zL^J!HUH@kMxwIK8tw+9-OuV(I>@EPBcl6E2{)O%DI+Z@;+J@7)H7(1@ zraUNzDN3sNybx!XY(79W0-lkF(7C|35csRA^L**_%aBG}%fw1xl=kAcWidhIEIFUu zwsW`X{K1-n-yrS2db2G4(Fhrn8{zo6jX@>so{7v*KB9MItPBX|QYOEdh88U-BIU;j zIlSOKuO0p4&Jd74DXT?H6$^QO;{hKiB-{acPE~kmp|rZj-rdM5t;mmW5JfJnvqPV1 zfhMAZsX#e~H*SYgrN5(V$1%(S`l@`J)jF`ul?3nX$#jpQ#=O%P;mF!@Wu$yymqo|e z>kaJ1H>bf&AmMrynaki@?T%EtlaEQ$Rr#`2g%Q+s4b@Vh++`yPVy|ehMlmIB7vJ5S zQ4l}rJ~x78VPHsX+j`+?=!--Nh6#Y&H+PuRN z!4oSB^UMIsFy^m-Aw!uPWCt|lscykpr1ZVex;&t2|CnkgL?J4gis}Ex3Ub;wEXNG=laAA*Z(;b*E`(t35NuYliJ@v*r#4(j%@lp!!?KX@W z`>Yh)^Ok4gvKGNS^nO*oe&6&r?xj`w0wU{)T`aN$`u8lUP#MOxv>Mw7U)al-Ky|YS z#-SZ=^fr){JyQVe{DLUM!m0DHy=MZ`q!uf)0Xti2zA+gA>e08Vt{oG82f!BycDf-& zw878b-<)sJI0*BX*J8(s?^JxezDXnRZ#|hnAth)(w0XF9q;mPkpN9@)&D=iwa=XXu zkV2zPWA@18g$!uum^!EfJ9P2sGa;k`j5XQT1y%|WewZgHe9H;C!h%U zo+`oV-S7Ki5RYIIQQ863xQD#Ocf~^uH2=5+*MOb9?|x_SF>LgA&&NgVK@i@_1Onds ztV12T1p4A1NrGQ?o&3$H;g1c@(CXN^Grd%Is!pPKEu*k!V}WlA8*j+rIZg1@)xckQ zT?1s}95dL)*i=(%Oy2r3+L)# zS#Ux5XFL`i0`t5D>hCxyty!!yU^1NO^l8psa22j`;QfV=l{kgjG!o7uPvz6R2Moc_ zl++yye*z0OmBLeJX_h%7CONxL{trTG2w{VXJ_y5Z4ChUgH@599%U-^di=4XWG%RmV2r zMP19Ut)tb^-f4*M^Sl`o>jM$GwO3qh|8jv$j)ewt-l8TK=*f4V&qA*3xxH8T zvKLw-HB&N8J0lf;BBg$l`AahV!;_$6QG24>tcdvn*CIT>mfs$X2~zc8){YOAnRnqr ziycF2L7jktp&6|>=HN1kIWX{R;N&Am#p^F@LY_Z& z;1`=`CO}i>>mk0ov9auGU%qCAF0f=iuU$=^-MnTS@gs$5wn>r_i>hnELI$agtE;OY zMlY{5va30+E*B_}X2v(+qn>Kf!4J0Qx9|SFx`Vf@%&_Q074G6hkRcaT$$|dSG{!em z*2nE@Z9qn9*n5DTh;vOOv9L^AetQo6#^bi7J`P`0UPC##?5T59LF&gWL}y+wV1$&2 zX|(7?rEuCc!dA_d$XZ7>F$+o92jO0V>ZfBX# ziWF>>suiZSGQ8sDX6dydjyJnc6oKJWA7@6u5?4X0K0&%i6DbdRrp#j}f(TAU=rsh* z@JPfeK;M{88eB&m^K)s$i@f=;1Ru7)F>`vg8-+$IAYq^pUO$@&g+5DGrrSw?$efel z%B}04DFQ@`^T-l;a1`~IfLnDTu!tNvJdF%-A>b^Y?cz3dcBL|bxbHaW;?>%9tj@&L z_ST)!j&CWaJ<~{k9~fre#M5y&r%Ify!2Zby;=!|%jKazRrY>i8Fpa)(4tb&(Dl^vi zKIj+#`C7QgWxGM=yqS_U_u(!l*t|nxx$w1r40Vt0!vprt3jjrU;q1$Ef%b=~C2x85 zS7x0w9O-g?Hf&&odVm4AG)&wgZ&*x`32fkFcJMDSuT1P9C0kR%nYW!h>8T57qgE8w zBlPkh4*R)fdhP-Cd)}mL?FRhx>_?Tuk{7@t@d-Ov*RgS&e?+B>fsW~fB#i~Ob*!%? zCSP3Z&{LoW)eYtb5_K8W7YV1q!10$DY5wI4pX}dv^1aP#z@=cb8JtcJS+)phkwx3P z?B1GL_kvg>U{K@FXl&5H0(%qgSt-FHNi?>94%w&SUNN>xu$0K^y*H6mzwc*a(D0~oj8RFH#jC@~wt1=u=FMfIQK~kik&4W(kPEDHL zVtz0iHi-5@_ior7W~dLcBF3K}wT}Kvkg5b2{MW<2c`Q2bK7v&tkQ*#l*bMK$^@VA1v(G$#3gO*kL8WSf$*!oKJe z3S{(dd-JtfvX-AcCLS_pWN=n(NF4Nmb;YldVHC;3^ihcaU{gXR`haBR{%T4$?Ur$= z?H!A zrc(1hZ0+aAnrjvxHCi1d$xwG9>)PaQCA6LL&rB#J63w)rmQ{u|_|MYNk3EBX(}%jZ zqg!lTrcA7=_BkhdQ7&nKuD|f;o&TqiGmT1m+XA>l4moi(2h0IWGZmGzuA-uJyXL$}|=2AC5SKLy~#Zd&|lpA#jMCDkrd6bIKW!EE_~~Kt+AL@9)Fg-_D1# z_FCtxb=KN@|9&UFAsb@1#_m&gI)0z&ZEI9*oeVJkc@uC3ls<}l z1K~(KHC$Y(^>5dl0$kSiw99V!hPjP)l5xD+!*ir&)7faTW8>5ISjljxxy?w^HV1uK zHPRnnX?)e3kb|Yx4}oIKXvV?4e2?@5nv>tW zUXYF&-+Vj}bIh+@!8TI5G?i^9z=5UICQM>ACcIfcM65PVVAs=hga$I|w20NqV~c5P ztK)O2Z)YLt;@ZLqs9b5S7Tu=+;{pEyO1SN?YWFX7(Xc&nH%(fA=WBXnqI0 zawVCk;~u|nxG$7czG;B;nHPqbZu$vuCiIZ`h0knj^f_IXTWKzk{gB8Rb{?(et{zfQ z$lQ*GA=To)n1tV&^=J_?jxX_6BZPfHQ7HFITO)+h8MbAkT`3@z{Yti^g^Y+a2t$_C zP4Z6Zd%cFK#kY=mw6|tWjyP|D_3uGy3F`%kTM4kl4xCce>ig8B`n<`7rf!ViE;~nL z^dhH}*i1FMsL_K<07RT2@}P_WH)s#&)<9~{EJ`o>dVish_K?kQqHT6UrI9Ktn7SE~ zdn<_~z>QdMvD5+ldhLF3kEj$_265RnH$*0?LCQL_q&q>&t~*~>2pfC_%|Wk!(wVv2 zk*l3Z19_{^#jD+Tm7olUDY^-FJJ7I_pPAb{O*u=B1GHs71rc zGKL(PXv2^ta~W>^=lh!0wFhERZ6Th`9PqTq8S~w2rzSDr z6>4qeZBO61#Bke~cf>AN$`HLfKr!S*Ve(~PBVpg`m(nLnY?h>T;C7UQ!xZ=UpB99r ziwg%(AmD1F$XAoc_WT2AIE54#ort+Nr{>Z@+)>(68BSAvor z$l#GkpDuDg*JC^=oifXZ$dgpC3SUullnCAtBz_RD{kj%|36`k0bzIP^s3-!ybJa6mrMqq0^-Nr83TYot(I_S7benqD+YU2l4vy9j4C`E^gi3lzlIB`(H+s z9+Fvy-hxz*{@MH@pV{iK-gel%NfnvTHoQ}6Vdnos@cNi@CCthYDDJ{J@XmD+`ZXO0 z6xx4|I^t z7Dt|8bbgT$fch`YBObd?Zuph3M!ZE?UvY-5&7TurE8G-mSq}_41BZGR^Y7nCy*QcW zy=4_`6aG;r6_os3dsE5R!Q6fzcdBw|FPBb*<^J7v-6?zW3SsPcEW7WG&aDo2(WdP+ zR?$uN>5-}(P8-un(MQ`t(q$@m@QA%@4=jP-ck)(ZsrlCH!NfRZ=Rv(UpnO|h^qQV0 zQYrTA>Gl0A)TPgcjp{$x39Jt)@OVL@_Iu&mCmmR>mE3cKZ*mJj)azcKyD;tY|uEB82c+CO`m zEFQS)w8q%d{`sa2nqzlS>%u*p+_nS_z>`Wq$m(8As)n@pgPy%Rdb9h+R`e`6DQvWJ zoqII1tJEt=0&|VdgC^C@)Hd$xIx68NB_Il4Nh1WGDBr}2iNT>voz`70h@R?LvaL!? zfkkiX@N~ftqVeR==8PiZB8++Oh*fdRoa~46T936sh|2b>-DUo7l?^Ip#|8-FFn?H( zwh=_buQ^F-J9~7s0pGjkivRJO26M>&-l6mGkhT0`O`B}F3zYQhM$ijVzZ4%+at*2l zp8Gz+wGw`FzLTfHNJ6uGaX1tk>~0Nqm`>O{nhqBm~MXhHp3JXg-)$qo_$3V zJ>$C3&3&VM%dVy>jggdqqqNXXN^z%|ZOwX3gd@Qe`r>}p<6Eqsgi2;?(1SIm5WbXl z>=VJN)4rHgcfbG@beIZ#v_PEFqC9D7hhn~}UGWM`YpRHEF0VCv(awGnzl5j?8lUa$>PE*) zob*lrUwMg6LtWLWF46FPu3-rZHC*RLO;`YY%`!)sS-4FLE=IXT6YkEAVov zz~t}j*EMyi!G(tlZ}3NAEO()#&W_YOo-y%(Telasebq%h5RQD0hGuw4lVuh)rh^qS z7H^TdvD!hZ`Ui|A&d3xR>|T2seXZON#ZBmSpk+Q(;}=g;yF0yp_oJCL=7$j`?ja)l z{TS$?(hT~*_lGZAR1XJf&RYqM|<66dP#$G+Wd;2cX^}_1y zd4Vtoi>p`ja1#wfx~d`r4o=Grizu5MOVF8h=*>iz z-~3`lf(L*J04I_@%jJL8li?8@KT=a;)05+gfR~hCnfSbBl27zbaI6NT5{Fh;=RV@h z#HNe++m<6vv{FKrdgp+ zDTCccJ2?ytmdr9<(!Ap(Q>TKLt471g35|}HJ`8J?O>tb>(Ac=Pp;4DXL*u{!9uYRL k)fz@K7+6EN7N#*W*t}-XT>fdrH=vOWp00i_>zopr0F);<3IG5A literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/f646cc18-2504-47fd-9a31-90b5aeaaf880.png b/docs/handson-cnn-tf/img/f646cc18-2504-47fd-9a31-90b5aeaaf880.png new file mode 100644 index 0000000000000000000000000000000000000000..51f695c702e397e5c20edf47ccec4414afe90cd1 GIT binary patch literal 4076 zcmV)z;_((FM3b`Pdo(zRJZ`^`wY={Vl+N}pXzYkES9zFpr8cv|92_aNyvskY`_q&fx)Tu{~#!*^7)=yzc>dqje z^;1HZP28zRjz%ruk&I4|(JCH?CZ|4=N*nQQ1Cr4RGFrtaYS4;+Qwn$|)Us=o(E#3m z;7Ii_G7r_TUb>qNk;n;Mc&RL8J$5!Tke^OX{8P-M?;d)>1DKU zwGYN4hLV7jx3fq_n`N|Go^S&@eMyqhYqaAj3(4pN8Lj$N)}cqF3}WVFs_8#~N7R=daI{pcj4%`zG= z+zvF40~B!a0$u|?qfbDaI)v-h-|>+7KAVR{z0qbF4eavqvYaN?)(=2=EglU?Mq_AT zP3WR5S51)7R=j{mG8%=44)a2qqX7XIZD-jeqch5A3+@yJWV99UN2eo(nPs#%Ag&SJ z)dgI%okcPlgS|qU&_j#E4GK7M*oBdd&Mu>Y)@MXUNB!t7$!N2Th5{IaM})ONN5daVjno~c z?r<6HfOCrx0ml`}Gqvnym(dk?bO9{jcujRdGCI4AMh@J=?F7-RW0KK1WwcU{W^g+} zG;;oeNX;grkywb;K^sRu0-fF8)@t`dM0EX38mFsngJX5j5j^vM$GPd;*J`KtWe8HI z9?U0SKA&ck(IePJV_mtG6+W4FS82Yzp7MUq!q(Axi+UEp?od=l3(xUOClpl5e1~z5 zWHcY#9{j5dP8GkKnr=lf%IFI0Incvx;=$~VjCO7k?wiSC&r0X>6_%7#(Nu2+)JFaq zoY3CLXm%rWGcVxsY_*kN@9#oobQ{wU=%}^ce#z)FwHv&^sC@lw$_MNqfFcoQ(0DsR zWv^s(MZXs;cR&l)^Gv+{2_d{BK+e z;vL5OBcu81du+1c|0+1YS}pKhv0G;xPj^Jz>g7elS~r*;49)?}4B7mC$mo%J{`xMz z?-*%R*}Buc13a;NJHhUK>(osrYVEy|(cB0Jir>riZx3u$TKk);uY{Af{d>i(g)8d9REfutLS9qD`g}6n| zrPSL1)enzXi56WcB%>cz`SCl`U+QU|qmet=(ng%Kkz|Oir29`#lhVu?T)@jMqmdKo z>9EZ7d_C2CgkE}ZcA_1v`q^9UcwIh)4l?-YETLhnmK~gF?tNvwiD10i^}2i! z)$x%%7XH!9GS5WSu1Yi;8}8}d5e)AQ7~Xe=F(?i%3qxGq0P!nFW;oUsRPV65E}9!K z%P+rWv_nT*1kAMBnQMAz;}sGN>BN+<-!DBpK(VlWv$#rBckxf!)UPEoG1usVD!hIw zV~Vui3eGYgiRZ9McA&fjjurM2vLR0NJYMUV6x&iiG@_+~+nH7rmdZ~_bwIf?)T!5q z=UD2th&3m%+e@%jX_P>8B>tZV#4JLzR5)vzJcFTt<3&RPPsxmBoJ9HLmX2tm8V-gjsOCg}CFap{INugY1SRUv-AIC^E&}s3G_-S{NkWE8X^aV-k z0KMeiiV&@Sf;?^%-jhF`XlUL>Z>CIt;;0hI*mBQpg$~puLC4_(qDO^0LlS&P{=)-@ z?>n+>JI23kTCmOJkO5g??!Bi6@*UY6YhK^sdL=%!L-W#YfaqVjAKMM-4itB~P3P}; zan7biI;RetX-(r5IDNxzZwmAR9ymI6#S9DGq}Hjwm9#t#53U#@k-s5Kw(4t=9k?CF z9Z10}gRz#k7ep61!;&+|v!+`wQz=CHW0#Lxj=t>-iyRdT5bdg4gq?|z=vI9PcDkG* zXIRpc#MI7H_W}71)~cDu(m4IMPjx$`ZE_v$=`QHL?>WPAcm1#0>LL!lD?~fj32iaK zq>X>zFN28Qy!YSxly5o1atCdvj3A=!L*SSu_8+?_gd5p3`m9i9ew%U$GGox6SYzCOQ_wgHw|>y29*Tsi3wC z5dD(LJE_<802llCh1AbCL#@e16f;g|WoJs&o%~3b)L~OS8(L}8H|R@u<7rI8Nr2_y zpsuWYH07q~5Hv{iOn&7zH+8rK5+1%%d(QFc#l52`pxRjI)aD(nh1g~f(Ze%y53y() zEl_ofm#+2%6*JLK(r?Z}HbE1NcGBn2ADN?n{^Rg@jD6=@KEVe=EiiFUBc^G`hDHHwXk+(V)jdFQCB-R5@ctWppSu8sj* z+gn^VkAdih(XD<+%l|0~Y#`Acq>3H5lzGZx-=P!z2dZ^kNTy$nQmCrYqQQLS$Tzaa zh>Z5sE-o=hr-$d@44FJJqCN2F7{m-v1M$_qeqk0Z0i+iODTjK;qLoefAKcE^1yuA` z#M;bMQ&Q)s+q5%lh38FPK-WFcVM4qI@*JVLsq_4FBNVaFHnFzx-$N^H z{(V%~Sm;O7O31(cR|b(!sT!V|vN#;?XtHcGJmAiRJH2y!%p;?59`+_{ln)iM^ZmQ= zXN$!SdB>2CewU1}!`nnWV}nNU7-FfOdqz!4k_&y0JS%HWfTIvBUIIaBtBB*@8>*R@ zUr)y>Vw#K(HE=tk-Sz{2EKdnvwpu>-{ZZVnCEPM{Z~|}j*}tsS`qvX%J)IEIcr5(jCRt>~_jswbM{_(9Vxd#awTd0cFjiMVlAexr~XLDkqdxbLR zMw)J%BPKesKjCC^%f!$D(M&6&=xCJ^3-{@E`tK)t!1eD%p)Z<62@t6}P~8Rg=M}1W z*pUMw(SZ@YN#mSiF50?&jm1J5Sqi$2IS*omx7?%8?2^>NCZ}LO^t@ zqzKlak`g9=H?7qEe1lTD7AI8cfGv8o>B)1?OWIJS1l%k;CS|qZQYCScu2NyVuooNf(Tj*Nt<6UGz^zfmhv zEZn}cr(*Q?ARY@{x@URI`Fs!yE7MQP54Q%n8;4Zh)=*kE4#6A?W8GjLonzS^oM>aV zU^fmSMJ&AF`h(>3mJ{#+=bTDQ-;sb*EZn;22t3Aw+V8ea^cN3{6brXZ^dIi6$whCO z=wJN5$VG2C82akYnNm@Do9GFmA84HBR&l~7WchPD$a8EFb`T8x!C9m^whF(fw5Z?E zM)>#S;IwVHb%>!#OY+cL25;oMA||$tyJ>0tk_00<^~)i#Kp+qZ1OkCTAP@)y0)apv e5C{aq?&1I8s}u+<@BFg>0000S8k?M>C* zd(`;(zVG|{>lx>K&T~J{eV=n**LCja14>1K5<&+7005MVuU@JH03Z+m06Zrqy1DaS zM&#bjfft3;l)JvZ-rnBEFJ3+X32ZM^ro5tH@F8^Pc-*>mi;Rp60)dc|lT%PoP*PG- zQBhG-Q}#0CzQyr9TH&)Bu7Ai&RCQ%dJT33Q_5UtD zz^9m%i)vHuUQ^~uV|Ul_U{88760lG+sN1%B`jYf|-Q%LI*s%D^`d3bYJgYB5jZ@xh z>#fzGI|Dr0y-OU1cy9UY`NXv!aW9+o_sJ`5%MHVqbZnQ0H;-|lGhAIf1~_z60Vv>K z33NX08);F_e8cY9U)`fWm44qo9;zGECnRb7Ly74gyS4ImoS3oXo;Vc-mYU7)Z@9cL z=Rt3cE$LyJOV<(<%O?lzs*BOxOWK7RoEG6zet*#2cF3Xo%v~XV}v~qlQN+JC`HpYo&v3I$XD-H8IDsrQXcMW1gzJON5 z-YSgTja|?$q<;tMcm2T^ND@Seq_EGgG6I90f?*HYto1osUv}`&-y@5(RTQInMG=-< ztI2X&byi}=;)FSLbrDs^Qbqr1RxU(@bXUk#vo{O{!ZNZ94IfgY;84y<78D;MiI*(J zLOy6vNJrY|?~_#ed_)_&2N!*I0s=mv9Ul2N(rmtKq;)4AM5Yz>^-ZquGNsmg=#SBd zc^>)h6+Lu0goYZq62}1g;H#QrXE+d_?h`tSR25BLRTbyY1B z^_%O%fGAj)d5{oJZS&ke#r}%5Vq76gb?`xP3@MTV#gsw$q6!;@eax=yrHs|u6{>1e zorJ!=Fz=Ws*E4jPlR0~G#QtoRX6_AkHP2}uzkYt z|9Lt)meiVw(r5*HvGD}dL=YOMc~XDxbzQ)ZSHM=K&tHsw@eQg&@e zzWRnC>v~##pV_e2a&aE+x{iLPrG6}&(49j^ZQRZ#$VW)RD4yM&GM0OcUOk;8Uc27k zkPk8P`=JYlIViP%41MXfNUL)`1tGRj!W&&ZtY1UU_ISW!}qtvq}E{QCahGu>U-<%n1# zLeGnN3|u$5_>q-~=;>;+HXrrIXItZ1wVZ<+$v;<|6~H@nSFja zdv`XiL8t{e+nu2Hl}g2E>T^Y=25r%XOyNYwyN3P7x;jL&m&zscBHf=LZWphlyGx+! z-%}x>7qmxad@xQ=N{2g(Jp#Eesy=IU`+NWz6p*J%hHJI}TIMEQxk@uR=b&`_Q-K+m@sGW~23f7|h@ydVSRa z-IRJ|#j54${8Bnx$8Qgl$;~tu401Y`%e-cSmNnyF9G0$3om+f9keNFfZpfs7s}3B1 z3>}1?7kNFkJrOD$V^*Xecgi7b|GhdG-eIo0mT&`es~BQCt|iVIt!MM)hA*e=u3o4X zeNayQ8qk=ny>u(D_`Q}clD-oSH?w2y$ln!9yBd(ngJOuU*NRD@`NKtX7-^>-TAojG zgM~fk7yXasZBxlkp!rNF!YJg~&rsJZ1JRSH2pc0PLlsNJoCnjz1K(k*9rUQ<)+^mb zMwxM$+uG2+>Vv#DLy(e7QmV~QS2-T!&$7cm^Y?p76vW0tCZ2E-!bOk%MPVD6MM>@z z$SS029CC+fQ1ZbnoK&w+_1$}3`9MnrylmKMbV^fty$%2 zps!PaOL%HH|GP{_DH_l_rp5fP%G6mS-&-T>1oF(Z3Q&x%q*Z!I!>#@}lt7>3@F()XtrP%=?(4Sw8L=F+E}{bC5_=xlZMPWg`bdC5~ABxAL`7rYzL>drtICU9FvzZaR->@Sy>0>c$=*K}nkg|y#e5>u@bTK5Fxl^fyis1p z5DORZp+Jm#mXslDxX+xE(6qn$_#i{e02xi9eMe zYqgBMPBgj@kEfwwe3xVJ1Wr&BXBA6 zYfn};R8XYO;M?k;c7o&pih@E`{|OBvXGN)twLN0dETs+uIpHJuC`)KYa&O%_%-RRM z|D0_)7DTZv3!KEFSz?rh*yf|5sPdy@2#R8L4}rr7vdLwE$dxp#!9Q+Uv(}&kgPK1^ zfE*aYT42`T!9xWI>UyFAWDTBzpzO8$50~+Qrt>}KZESAN^5;nFw{TZ$Nhg^Z$itox z$5O;6^1m{ATqIyk4nas*;5qf|>jK!1VRGAA#e1r5>7{f;?bdQ1z8 zooIhR%Lf<}i?t}8KYq|6%~Ss(B9@Hk8zi5Rg+{$z-B76hCf;)p`7pw*kCIXQOaJQm z+a}8P_^%hkM);iq=ML##OS?+0aZsJy2_YC9qd7B?Vq zWru8F?hfUzS8+WPLZnrBpY7ilN>J&k4zL}2f47N-Oyp|Q-kY4QoA4|xA^3?eoZ)`i zsPx8Z&m+-0Gh&8OPFHq%1bi(bFdC9axNA(BW|0u_tN%Imre)iDASg?j_e3G+SPaWbnizyF{q&l|WCA(~2%C?C3?Y}G5{a|sE+tkk<1g^bnV$YX1&<(~}N}@)$ zxri(>^43i2!4i5p3wk8wgzMYqw ztTcM5WL)Ml{a`pvp*TSilbeKLDRS=Vt%?+g?R~8d5ZKt7Ez@ew49@Egccvg%67^Yp zHv7|U*UsMKLK?kw4Eg!?Hs^IyH!0QAR^UUrvgNW$^ltZ znvlrRz_gYG-U*8m@4f(8!$>7r?6c(_(hdgLE$<3Z`+LgrPviJRV%i~<=I)}^3kyFv z8O}Gtdp4efh`}6E7bJ>>UY!V4^b6r6|94|yZWiu(;|45&Gx86OpPEssPF_GDV#sFx zq&yIIpS51y^$~}n7U_#3*x+WBDukfd{sf#D)Ai`CJdotWrFQOjBYtYa`@i8d*g;4j zD;h%Uo(v1a8gPPNC1q;|7DiuN6%tk-(2P53Y*m(nLenh4cg_7ADGQlt*>4LXEvG6Y zutl74qz|#A3c?G5Erod|d6|fD;&|$_(tOY6{t%J7!AAX>*bHXMK=zSlR?%ACrLGJL zu^DHl@$n_flhAr7lSWs*pw#on?-;}CjUIRn-}n41z0zdu6qc81>Z<0*|~_*yTKRA%D6cr&P1EsEYkolHw1QodIuwRHgMEqy^%D8Pf+c%bNbWz@2+-N z-t)B9N8Y?76c6!q*xH0!KDQ>(@DbZ23CHKN;!xo^L9saj(K&(1w0`rW{$?{$cve9Y zy~e0_XM(elCKmcJ88`*L@a>Jqrs|dxiwz_OCej0vxIX@}ea~pZ(-!^z| zRN*Zjf5fC4X?t{3(*;>gvVRR!_%@Q!%|h9jBzmns5XMd?UL>v6cp4?#NNmVurjSd% zq!C%)bSXQ^Yucr5dn@P7Yf5?!x`Y|qH7%WwQ~wS3qq4!BLwkZUnC+*@WMRHDxjn1z zdv-_}UFGiLpnvvr(jwc~?sz5j2e0^bl}U_w3GM$%P9&Ht_t< zUk~O+&$8RTRniF!J32tEmvpemQC<_w;~byUie4_TD+LQX0xK8UFa7f=^&xHqGsz2y zH)SBg8$WUhxwRfKu|+#C4gklH?jE%6`9f*Mi|WJmfTDTDfhyOcL)w$E4Zj^sUIXLb zgOaPQjC1!o7}EJGOURvIm>2G()K z+#S+NEO8&0dqO`nZlCI5mq|g+8DDNeb~QF7k~$pr3mv^nGjC>Qt#6be8xZ4Uj@gxcN&fq0~+Jqam-~BcH_h>KN=r>#LiYuvSp+tXCnH!)7~tG z!>ku7E|aNxOXEnZtd2rJ!~X>JfW-23+=f$T=WeF+w!;wNB`3{ED_IjXi@B_acR6UL zdT#Ahz-;Xq)}d5+5!k4_?@e-XIAog9%7O6Bn}*!=)KVB037w`7 zC7U`fYj*vG^N#r4?58XVLT4_s|?6H1kxLbxQGemdU2p<>#9YUjz4wnUuv0 zN1RsqE;%4b$+zA{8nw~N*tq2WxjPb2BD(k*iDUrU=lm&T6IWYv`CxvCntd0b>e*uD z8Z`xDS4VvD^LBLE&js>)-EGyyJP`Aiz;EasOM9U(X&$Ewbmi?aU{q8;Bg8)Y#UCzRE z$#r$+?)OzlMs~ZLK)WaocSOy?key>Dxe#Re)+$b#ngTa+i`}FWW|u0!m^gxrl>vI! z=HG9_>!U(7E6l-A<9rt)jWFj2R<7SgzT|yzsduD?cE1b09=;0sT4Bw|6)aIqw4qU$ zh=K&_*xP7i0T@{o-_hm+4>K9XpEA{o7gfGa+((~3Ad(H^h|%lAmh{2=dLcS=Jnw8? zNZA3DSIvEM83$czuHBv+iKso+mNR~jOfQl|${nx~81aZ+g{5PNE4t)pDOoJX6a8^| zzqp?}CtkA>#n1l6o^#OID3IiKo0g%Xzk#~qvw;6PIx&qY!y2dB~am}d2 zmy}HJhSuUL%BpUoM!6~wgAZT8IS!<2YZ`d>TVDt$Jd6Z{H(M_7GTzjk;Ur8rHo$}f zAiY(fCU0=DuSAF^JvF3`$h|?|d>ZoSUC%u+e8z@8kWry>26Fn6h4fD%X989F(0yM9 zD;aVTCZwQM8y8p;{<3KCCzvDvf6IR4N367xL35M4CcHSI_XzuN5lP!vAow3wqIM-n zPyPksvMBGji4XnF-(1H)bi{dRsBj~NFQC~gb#rPGRCd_evd&<0P4Gk~riKKI$0=rV zu?MiEXL(1hQEHhaET4QlY-T-P$xa^gIEt1VRA^v#OHT-|d?(4F;BO4RXQ^={P8vKj zQW`Tt>glbt8F79`4z(bghq3MW4jA;h*YCUM3ogE|6=(}(R5!Nmc%7yos2f-^{X!z^z@Sn@F&g=B&cqb8lY#VezwL;lCps~2^I-@(U72{qyFKk(5-k6Br)5laXQ8`>BWIj1Fp| zTscz-)tSAlYaIFpmpfF3OwQn&GFNRa3SsjeP`jT7LvyGe!Atf9?bq+VB^C71NyS0x zie0VS4n^7O>q;S{%)g(JmC+Mz5bm4`QJO1BbEWVr2uQeE0}mqB+i4;__~yq^ z9SNXlOjxQdxcA65r`n^C?TE859J8nGxz&I&d9{O}4Qk}3QJ?Ki5$~t}(yzjn%8`$H z4h1%oD@jIuLT3Sxr3;~Hm0+R!Dt>IYNADzP@BOK!KMy1RE0j>83#>+T1Qw~Oy4_}Y z0$_aL5<%R7=n$HUenqSSAs#b2-!3zKyB<`z80JkHlxCq^L6lzERX>WGyiG|ApI5ogDo&l<^84@IHD#Uk2ut@+8Ccz z2LSQV!5wcfMitCw%pr%T{Z^uy<_MlfB&-S6hP3c<-ex7S9h!2c0BCPFS%(4JdCcyt z0NrjUFjjzo)4w^rO`K2!stqfSj1N6cWVL$0Cmb`7!$xUr4^Kh)@~JWr^VvWF#vhZa zl1>)aBoCZHy|c}Fqcfi+OtUUod6T!6!p)l=Dj8H0*ly><3%Njj8a@ei?{8+Mf;5}tc*|0Q#}AVyed1k6 z^4hWy2>cBvmo5wKVP=+K^{4&%6*gRE(44VAgUZd0)Z_!)hf>j9gcEP!Btt7$qMp3Q zJs|Sap0{Z#iqvTQYNN-%swx-I{R+8rVKm^}3R!E@4!0 zoY5dDQ-v3G*)coUm%G7a4Mw8ZdL9pq`?>O#o!mLGGI}6)5}X^x-Y{Dp(-Zu}W>qln z{cUePq2#-COFoH^KcU=FxoTNh{<}l}`Kiab#}56uL|^$^r+|~~CbQXw7sg8r<99i% zEiLoX?Ie0aYDppPjgUhp*jc-$Mst2z{pI0VhdZ32sqrZ%itmvnOYI7#*@>A*7C!yP zj~@^C&h3eiQ@GAtyS#UJKQ)Q58c}_JxuZ(yfNzC?o!7i=)p3ZEh42e#pWP~4ZH&fh zuOJ)BdF*sJUC9uSmaq`>>FK-J#x%054d%H>kfs_TDw%xixwV6qSDzIfMW*C+)o=F2 zChm=QiD{twQ)X?e=e^6lCjpfpSHnBNqy=YBvUfw5ss8l28Bde43)4wf`L|xr{ZTTZgqErv`D~x(WD#ce; z#Na2>d}oV)cM_-5;95R{LFB5Hu!wEO-Z)KTaRW;GpU(8<3y@V?!B6wPp?qoI=&NPO@n$NXRH!fN5v9`d{xVUV$(rZD z1AFzx`_&=7_HYVyYUG=gDrGnU)Uf%7j_kd*XU6ID^BB59P3V!#U(;BS3ss?Ut#1l5=hEHa~#&y+s!zOozm4v`I==Hun8p#;)SJgN8%-KB{h{dNoFoU6Rhz2n>{9fcE^f*1 z9cPvryvZ+Gy9#%Gp0pd%`c%AcCyeUT$W(U4i}22cv@Kv%Q}Hx0_)}H%lvPE8xFVRT&ZCJ)PP38l%EbO{^y2KE(T#Zh@n>KL+u}s|BU1i_ z$GVq+ATN6nejKBeD+`Uh_PN#U1G-{B*wU61gqBqA$)=bzb>oF{Ny4ulm4X<9&dNuH z)aGq{GpeeK2y)AC6QV6B;={~j3GJie>G=Noinm*uh5#F}jhDReqSixmx0MPrKImXK zwK>;j;X5sxFY{4Tx9p2o@CYe*Rn~@`GWveH7%gYJa1wKdiREvTESFj|Bwn2p5O*-K z_nnmA#PxDf6r}5*Wq=cqx)EdordtIr2$(zBA;2;5>$4F#nqfZpD`W&~NfEP4Y=C{}pc+DTIg72Z+XJFQ>LiyJ{_>h+bs zVN72hIoJhGgHvS#q*#ju=uTex9fD<7PX-bRb^>NU&!qT)^v8L~`KP@lKRSMO z5Ms!PWYOBv_1v^>QN*|EGxi10tqH_UglHqsxqS||Nt4YcC}Ay0kXHq)~~Ru$gK z#Z0VyL?-y@d(OG;(?P-=a4kDF;v_nPCMTIyAr zPgitLh{}Sdz@epNAeH!2nucof#oxMd->3L^6Ug+Bmy4&TG<80vm|{xro!bOG!wJgP z;|VX}uH)sC>J-i`-0?ouJ^}_*jv*?NrNMff4S)oO1id304q_iupgWG77R|` z5d)R`Aj8IN)jn?aZhF`l7+X{xEJ9!b4iSDlsmY1ZMbvBWbRe9?`FOi&-1UGfvNMg^ z^x!%k;jiMn-)J5ZHMA+7@fGUTYrlmTi_q+Q&WG(2h7-%;tKTs{$fm0e_Nn&Hcf4bU z6n+~~#XKwV{^>9gc9HguL~o^D9$}FdCN)rbUP<>{S78X!j~lrOF@ICIc*`0RoxYQp z+Pz+Bb#x;bZ0btjN|-9Y_=cd$u!gvh3bOFCPC}`<3_9b_b;AV5?(2a>1QwCx+#gip z#r7Yyvw3V0$EmOub%(zYAFnvp^H{Zzzt24AVIbwi4}nzDw^!pxT7v8_tUhelh>qZv z95mCLQbU#^&Te)gcZZEY@Ea#KErB4-+YkU8jTa@4L1Q?bzHVsSchQGn4%8^aHHu{j z0R?5iZ0)Ti&KS*AB#ae$iR9_TFQ`oQm*_TuduqP6Y6L((t-7O(?Em7%cwtu zO5axKM=mhxC1;>GuMs#`qDYL#6pV2ki4&4Gd8ZG_2vZOI7xbVu$Pafrv{$hcl8+4Q zqFkMGc@2avv;gv$CI2dXry;qhB!?{?u2R0;rW80+wgwAdXWim|OfyEwgcNy*8$2K- zS1;YDE#o@K&D&_2)e(t^W~Fh2llV;w&iZ(BeztGP`twhsi0C4;+l)J5+1KKEPe>eY zB-)~TtDXa+K9nV}V8f0fR8Afe&#roqxWD%F`%<=nxh#Q=H+l&-{EviYew0*vwfGoz zn&8tVp(AQH>Fv66+C7j+3tm>%zgB`jhx|;bVLAwb)BIlA{evdtYCO>H)iJBG?U3ma zoVw?f9G+R>H8iSW?q;DyZc^=RXyvT40vheh#~G^Wo>6u*kJP)7*ZxTw8l_1ZR5N#z zc8Yfv#QZMX)}BxAsek8SM>1Vw6}eInDAgYlUfj86IIP0HbUpu+bnTf3#g`4(#l<(P zljB^BosRxMnjns)s2UX1j$7#NFA*(@r_TYj2=;T2y%^?C4S-f^8>ftE^rGI~^UDHd+|%!F$hE9kq+IQoFVhRh#|yX{3JAxO7m7#A(}V z{@k$=$PC`HV1 zv7`_BW({U#s35atd9|OGV`lr+L)a1S?kj9_ZMoRJDv)#&QN^+*y5XnYOUBTMA;5wY}Y;8~Ro zcw1Yq;X{uv(qv6Ej^rwbN3h`QymK zUsWz#o(10xg$cb-|2&7*ENb=m_NdjRSP*#U5Uks=MoY`TuL-idUd~0Y}H{ie=%ziE2pki8c!yL-*IJ`a-A1K*y^|qnP_?ipMsG#ruF+WqPso0 z)+YHV_P`vj%6t_Q595kfHFAs`ONGvssH$f``EgUjG7%lFB#c)KuQOB^7~yR8)A3n@i%Km~T*G$qh^-gy~|(k5_f%N)Z4lJJH<+ zB3C6y)kA*BsTr7HKINZ62S!nGbsxurfFT-U>X6-&T_x;ohDST`rkk}KymT}q9@_9U z4Nh7psylNYouS_7K$Qx!#?ZNO?z-JDuZ;6R_h2*uCi_XdWH-DWP6^WU}%>F#|6RjbEA=|?r7Ei|0sojL$11lCx(<+_VS)R%p` zLfB7@$4;vQ4r_WsSj~DKoP5~Z(J~fKDiPIg&YUTDAEq=RJgh8N_~LLdmB%jCAq&CX z`b(sCH~ zt1{U{gueKV)XIraPH1_%QGAAWJZ(*XW$i0XePAArJCCuPtMY904!bw~%tr}hAGJ$8 zh`qnfNxD%~^^C|`tB2-==fJuZ`|eL0v9s&t|G?#i+`#(WF*w!g-%XGV%+cVw*ZbHq zn$<*4pbA@*Dx7VKeChW)YBcJ zNYt1V8@0ILqT>W?M)dF+j<4@WWa#EVMF#TqFd@s%+^{k~`h%#|3Vo-SVmw1&$z)f7 zrQ8~Wd_SJQls#P8f9TWnI5ARN67IH_J7{>sHd4uYv8Mk|Q-8-pIh_gEMGAIk1#_HR zi5pU|x{2sX*yLjMq6_E^oM=MOLE<|AopBGQ;AHW|ncm6`{oXqZ?1#_^w)$CbnGm(# z?65Xnn=)Cl*`u~3I`fdDDrg;8XS1n$Ip_QzKxUp(p69lGr#;j%KbGPU;+=tz^UZ1R zuL2$a+s*)p8Fg9Hp0h=O;`@lv#d0kruCJ_IH^+0xgLf0LDuG2ApVcbe1kKx;9TNEE zfkTrVA?S-hklDbxryY{kAYj7x?8@ot#=IY9XvDq*H9CX-?(KJ*8G!00`(WA(7m~K+V*-*Ln?Gmtn1aSivdpNi*}3BK<*dS zTu_WNC?13kvrxh+49@;%BjcK(;05ab z2~4Li&1Fa@P}bK0Bo*vVx%v|nV$%AZp$R!RodexWwlEa)YcRc{US+4(itQaO<@YO* z)u1A8B-3CL?<^gSJdTWX>@c(#;P!IWC;utKN$Bai@QMPj&f9Iip{TS{{ULgFk-L=z z$mr2RCaxigL09#@-Y41~`P7bN>ro=GxAXD}fTq znJ&!8*Z^INPxSQY6tmHc)I&NSw2zo}SIS%#A=;=e!t0_Y%Vh8}>(9-W*11O=gLkUm z(dglX_X~)QAL%Y3;n#TO`C|Xbo{g`>D8liT@C{olx3&BJ(su_dKFzud+^g-}2Xm zWr-&T4ap-ue>LE3x2;)`>7e#wSjLkDW`2cA9pq-LMd*0a#1uvpm0lL zU)MAHszzk2xAJ^O1waKVdyZ!rS{@Un;fUKzebHlvW&!j~zvTG>VNSo92tubdZze{C z5*VRrj(B@h%5^>cW2Gc{q=8kqNM}-($2Td0PW10E`TWXkB#bdP!?wmB4z@M>#8}S5 zt+6Z!Hl8K+yvu5D$WAjGxlcG+{x={E{KXkl27=Q19>x!G$r(6t-oDJ*B?Y%to0PMs z>c2wS*xy?SHc1 zu*b`j#*+<9Zc}8pfQa9Pb;L4W`Rfj!eWHO6JVe2@N@AV<0^b~QJ(+d2_#$rPs;fKY z-T!jeee)ys32oK5kvwxF3HPPsI*&J7LyamX!1#~RxiI9c*!EV@Qz&2oI;!ILFbN}r zjkrwN`eSWs%ujQCJfc+)QN&0#EuxjGcTc}#F+b_ikB}U`5=-?#Wf4kOy-=F&kZ|_u zM6S_WHl*4Atko9|69>n&D?z*^B=w1u5H|ahI)TiJQh8;k@fs0}zZ1sa(awX-$2vF8 zFM=Ho*Qo_wi6o;jHxhlTJcLju`tfZV8Q1)>iJyAX?aq-BXu?QtvSTi{OUd?ko^Lek zaRJXCea$-vDWnm`sqJBrp47T{CYT70GwVh*I$J*_&RyeMxG4gU1|gP1@e;W|_xlD_ zUFF#!p@n~W5ztc|A88873gzqdx)}af=_Mn@n^d-6n1Q){$dV3QBFU{vvUunz4-at@ zdMDAy8GK$OeNUlB`ea;SfpJQk^Pi{fX$IS)tw%-B)hIYM11*i?cnjSJV`a#xmlD4w zW0u1=XZBqd)x=7W1I25TDw5^&gq1_JXtL||14N3Z{m)c#F(MrX4(|(3sHbtyyr`eX z{I?h4tHuI<&c90j-U)bVPK`(g9^%SG_<>)-u1rEWA{ZE?;2M;brG zj6}OFtvl@1`1Q|6>Wfv%D{kKu6j;fu1Pr+tSI}!Gax(6?BdcQ~Nly}&JyGDie$rIJZc#Y-gFm{~9 zE9W0if@@rOE~DOA(i^b_A_4cs`uo?x|+z$NPK5FyR|Pg6h4mL=`A@3=_cw z_55+qrzL4HglIE&0?wRtdwVztpPvaxzj}|%T)9nj!>nb63A7E2-m>F%2h`6oEQ5)= z*z{MPD?=s&>s`Ac=YM&Y#UGx_4cI1ttRy(DZcdn}2mbY}ZtD7Z-(WpvlFSCvC8qA% RH$T?^6y;Q2mdF?f{XcLyLJ0r> literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/f6f795f4-9365-4b91-a0de-82a9af9f7fca.png b/docs/handson-cnn-tf/img/f6f795f4-9365-4b91-a0de-82a9af9f7fca.png new file mode 100644 index 0000000000000000000000000000000000000000..ff5556994d1c9d5415b09098929f9f538f65ad62 GIT binary patch literal 10393 zcmbVSRag{2yG9YDLFoo*q?;A#kY?#x5b3U68YHDb8ib`|X#uGvB&Cs9x*L|Iq(eCV z=i=O)yMHcbzKd_(?|J8$_-5vf*3wYI$DzVOLqo$?{vfZ7hK7m!XD`1%|5saaArt;J zd|GO{3QBHj|IGhiu&}VOv9WP*aBy*P@$m5Q@$m@=2nY!Y$xSnM(9qbKmE~o0eHM>E zs@{vk^@@o_{PWtGoJ|eFEM7F~b#hImbIM+s$zoi;Fr6MB@$;MEbllj?GIPe>)&BL? zc8JTF!^)cD%T#t?p?vgf7M1_X*kkz62{Cgs}HdD#j-V8AyoqKA# zNn7ky3|z4htau#FiYDW$(yP2)*2|uEE0$mAsCL%%m0q2Jh#>Ws7Fzc4dduE!Wv1l! z@_%bw8LM0D{Y4s8ACOz0fMGDVka^!Z!f{X@HRfj3VS1f5&7t7@X67e0*;K^Ip@aF`E8i_OrG` zvf%RaVwW}py!)ExDPkgqmYMUr|yfz=d8If4@%eTw`esr-s z;)}mSMbU{hpV~cz5>xgj@`!*xPq&W@sU7WLAs#cSYXa^Sn0Pf&ipCU<{ zfP^%WPs9SVQ`RlxXA5B(=O5C2TguVBSa$>X&Z(5?V*-^-5em6#=owG)t)|yB&H`D) z#i3!OOnthSBw<1p+ORMS+gQ3|LFk*)DkdBUJ58J5N^gz~f0vn5M$29SY9%2q3fo(< z{$I8$mH3eC%eX`U<09k@$B2KUs7?4cc@aLOw&PsOgcKWs`{48}1lTWejoJA(`;LRu zn&=Oxko6ob-5cl6b4ra219Wu@nmE2WUEm(-6O+>JH7`X6o99g4b5575EbcVn?m;*Q z)AgiRo&ff~$M8vIErytc*%(?HJDk4lRCq}5J~(U)zxI+^o+B={yE@r&amum%mjltLEI^eMUfmji`pv|9xziAwQy2$UzlFl5REV z+dhf3uD}4=eZTWx<1aN>`)@0UeRvJ~Qz;h|`CDNH?!61k_Rx;pkAFRX@jLk@Rm&78 z7PB4ljID1uux!BYY9cx{Mdc03SgTBxxs$Di4Uf=TkYre5WEL=lGFX=|tq2M!aWoM& z!Th29Cui1AqVVyKQU!>S`*%R zQk2W~#c@?v23k8`vaOd4HN8)@HoDE4CY&=b=8Lhf8{Z&ks^}D;fCkDvc!FnrYb#(& z<%6&`6Q>!E_uqOY_qGKK%ldu2r4Kz`H7Ut(&Uj16UGK2?zP_^QgEHchXmKILg^+PB zbJ{;Xf+B|uPxk>fpKS9)y%}u5pNgyOT%%Bl&Hh_)Z0{wK7>X>R4>;LgV_wZ{1Y(y} ztG0QbQZ=6OBZ+IoZD zj~US2=cF`RFndjVYM`phNzCmhFjVq>B{xNeXr$|S`3thfA#b{1OFV_WfgIn=RiCA+ z&qXvP-;Dpg3H4M*fm?5k%d)e{FLdcG^X!bQ#QS^DXE3ttCSZa?+uA2Bz$>H-wC_MR zFA42#Z*+caC#YS0&q?mv_i4Gg*IEMvc*}Ht#p;cNZW%SrqwjLB=C%&!!64HDzmF20 zr7wrySKwetJ1Dkmq$YfqJK505oB-=gzKf`~slkC5M?iB!Qlt)tUbN zI~o0feqLDUklxe4ce;GY{8&pTo_Ii_EOh3QZuFlwH-GvmZBfoA=kexNz1dA4Fw?-- z@xuqAWWdZoy)^j%mi7mP(RQX%!y)OhU%<*&^*IG7o4h!S*qTR7LlROgT66#FsIUWB z2T}5nTA?tWW=xTr5$+c<%M{poTkgeN7(fz4eiFx7mM;}Jsz|$q#hz8A00yzPXNR<1 z>-HP7!u<2~aoLBih~a^`jdTcK`K!0z+X?aZeA9PG5^04|eIMiQZ1Z^@H8$tF2?Q-A z1Q|$Tq(OczyI67E866EuAgfNF==mp#9g=&e5sreXI`!6Zv3E+>r4)5zKit!0h&hgL~1B=BrU^mbw@aNyv!uwQtxrtv%JR+jV5^ zdO^D+5qms1zo%cSPZm^TgXWkLXnk~Xg`x39u#wf~OEl@W!^kcN8QLc>r~>W#rx(?G z-hJcqsl|t|u+sfQwex4#vD}Nl(FCzY#36!Peg;~Nm^)-S#8DwgX($b7pa=szij01v2-fD4 zjBAd0t$*HzLt)F8tSd%!IK0$#qkYb?aoY@U^W8 zNGesP+sFb>PnHGj9jj|Tey-G>sEYsft-(93jQ5~2=d_C7H|P@hrhIbTM=N7<2Z!76 zw=He$E34j5TX~XX0S#9F-i{A%vOvdkAfSn&#{mRzo-rK3iTdS+RHQ}K0Dw+fJsiR=rTWM2PE};dWXa! z73M+A;)C_*t2_|pn_blihH6;%7ETS1>YT*@fg5~$qmFKHy~C|oFb;5J*dCGwhhODw z9=DDa@$kp#t5kOC+zLH*utxGcLS5(=KX07t`G=_=I{I~-T=S1yD%~Ll#WljzC9{}}7#8FF&q*upaoe%mLF-_nH=tHI9MENs_q8d%H`mN15@8zm( zT!+l%iRP~U+R8|4*V$@S**Q)#k?Y#LA1iI~&NA);`I%@?QANy%EGC0n0l;^OkZG4s z8j)q8g=-+br?iQGjB%|%eLyyur(UFy=)K<=6*?95sn7UM=sxg}J)W|W7}7e|F!p1& zl@`oQ-9vW6c(x|7lq1z?DLWi74NJWWhj!&V|l(z{6eS#iX>ha2&a>dr9 z!M{7|Q9;fq>Asr$gCt7Jf4u+JW7vYCpH_#kwqha_T2J=ui*?PTNz5%_p^A?!gI59f zGxQIu<|kCM&y0O_8AH47wxp?1s#%)n?N_(S5saxd4HAk8wB0NXloLBi>>zUenZX|; zp<3jY$mg8T76vx(ua@c`9~@7Q<ax)Xs7_T0!qm6JrH*9`3%=d(j8CQ>SMEJjz&k{v<@nFPDRA%wl#X36*k zJiD7+ezBiZFDy=wk5uQ((fEnelQ2az`{-y}|pZud@!rTnAFsYo0 zCK-2++h8AdLctGjTkwINL3r@XxMyKW>;XfOZ`nb%%0=VcoXN2T#~<25Qf4dJsRdFn zPJnwNG4RoYHM?r6gsfnTDeMNR-}bt2>3Lam@)DerSaAaf^yoQEvig|1b}vd|jcw9- zMVX%=BTVk_@%7@bSjac4Xo@TDK4B}YRYje=&h*0_zGt0=GbZ7cMdO^QhQ!kZX&4eB z$XQcvjl@>_jf+L!g5bOgyKxVkp;<0QP?>#L_m29fP#YSQjW>>1P{K3>ppIwr=|}=O z>a&;cH}VfU7FCPY`eY@XyUj}b0`i4Vw`U}kj)~|3xIB(~qjI~PF&n}o^tzTQNlKXu z&eB?-p-ndSp`tEylEapqJO5@rWL#W(J6&Pr&D8>Cvi=oer$JCtZrVv=8?5_>ffAI* zNvYeCB@f7OU5A-II1?Wuo$B_O;a#Fo|Lm%>MW?Xyt!h1I$2`%WVSB_YwI$*_seuE4 zFCzZ@iN>Y_4OvyhOsIIQM6p1V;TbvgN-KlrM$_caAoOzQRoVPAAXfNo55z0OOCTC0BNL{~~rSnAk%->N($3Z&EV{ zlz=6`BU+LyqK>*lCqwz=jiE6{wE9V`odr1$sVhT0ir6;R2gxwpQ{f=W?{)WR7<`p9 z5^E~Xne+M*+cNjzvnC0>)Gx$4rt0}jexO4-TcnRZxx=9HP!uNeQ~FF2^H7K7EnM1; zc1u(=-H&%umMkauvA6CRqbjOYY#mJd*68;y3f|VWdQP83_v7EoVMRPdGj6ZXi)OUh zYvTa8AHd+zlgt1_{KgNy6Bj3CX)&eYL%jS!Vv>u+q+!(*ic7ebWyjyHFHoL8%Y{Rq zFpr1ZRbVE?W?xTV?{Je4eqPO=H+QyjYGnbjOJO1L@;j6UJh-4h$MCnfNgSrnO7q@l zG|1w6a@Rdcx>1$+WZ!EMK;{ns+>$m=DyOqegIduEwEI3EkKCDDH~0!KDCroH37)+5 zpeWjgX|s6agcJisC_y*`Q(to%fdo$!?{}T0;To;g;;Y2=y^D?OOIF;HC4l(6@fY8z zqv;u`lXohNKMd5ufEdveW6=zombRFbi`2qsy0!Sa+W>CN}?I6S@~!;;Uw_Z$32pcb6Q_AAjCkDxLdN zGL$QyoRJ-;F80L8`$Af>j(OFSUS(Q)Wb#x@)^hJ%=%E6c(TG-6vo4(cwsW2}&M7_C zX6^o38#qu=I35Zfu89G}YR$^hV9w%Xr=fX_X-xVJ-U9B9;o;QoKvYegiex#>l z8Jq!|!#&chHA{o0Gcy@dxM6Zb1>E)}8nBEd^ist|YRQxzJ8%0!CI4=tn-#nH zGHc9*=qHE4AE1nKK$bEt*L+oQm5F!W{pL@)W^4#9s#FjMvQO~rRcvR{V2W|-EVqB0 zkS+n_8Hm%u^k7SdlXP3-^xxr5X-;k(y(knJ^&A<8(;m{W@PY0bF-yUeaRff+d}-a_ zXI5o`D5mLl^a2<56gFXAGKv+$O&fVh`bE_R1^`mW0jpYs!4T;0Gz(-H< zjDimo6Oa-uQB^M&R-D5^gE|OJ33dU3f7t!tr(tMo&P+{p`D1gxxF?_su>Cfp~0zuRGg$10{id_c~kZgYldq5W#i9%e4)UrsO}R^nE(3162D!Pxk{17&FFI>6F=$$0P_Ud zOhK{MzZahuw5)HS0gSTq&~a|84{0(`+>e|FJ5?fO?0UVa*BK=TfU$Rm!PxZnCi&$- zw^XGszg7Pm$nPWMr3Km@9M8%+CQ5e$e7>t#mx&R9p)XWxtlQ);${a78I!YG*VqTT@ z+`6_2nbpZ)EG46A|AgTLRK)R$)a?MtgDv#l9sr2Jw>?6-m=G>F52;0G*Ua+_*@4-c z*I;N|?T8teZw>22O7qA@>p&tK=ul&F{CCVjFE*xwV?9ZP5WhtH9kV=(L_0ntJF(ZYdm{iSBFfL^H z;{?NbvDYM|6A#1|2_OSys5s<)L|qLPyS1++0J&j@)>>>mx?~WI{t#@9h%bC63}9Ua zggOUY<3TmP9u}5pPc|;ohznuTr{eVN9Jfj94J>r1v5YRra!BW6_hi^O6dY2@jFsnnKhp84$ysZOT9NJs6gni(tto4| z=kEieu?ZFq737O31z?rGsF^V<)Eo@I{fC2eLL3FH78OJ!v*br|jjGLFi2c6WX<`-r znGx(93sErOJ*7jFqh47!LT#FO3#=0O+$p>5!QhMhgW_h7jo(1E?<(+KgR-+nbeA1|aV|a-DxZdEH{|)sMWwt@ZXfA8gCa;?CjPi#(Q1C)(sEHE zsh`49-!HQdkAZpSD`5E4>GQt3_m$CLOuFU&S*tSANQ3O^Gq^bygKbSh0Nq5y1K!#@ zBr!FyoGHmLVoT1zj;IdtUmb%tDvqUxoP{n}Fh7rS5WNoOtv|s7zRbu7Nn0EzegzW; z;=Od;ZOVS2hh(piq6yI8Njust)p(h%38W{%I z5L`#)34m7$agh4jFi%FYmcq|F?39T$MISt%TIHh)YO=ujX2sHhLbS{n;PoeUYE*z2 zB5TY6W9As&`JFe$mId>f9Nd=s!55V085(fkVNVQL(YWYmxT=*L>236L(;s zZG6!&zMs8gK$v2jY%m3ccR~@4jT*Z4aPQjcY^{*a%iyCx{hk%euqr_fYf`jXx=5V% zaoQzXX}xrJKbxyb9HVY;`(_&0*Ko4pcqAGLFQ7o*p7G1UX(h_S{ji789G3*E^jP*D z^0y~K24m`nt$em}ry&|jN*VALAT8s^RmDSO9SrX$lI+?b71+`lL048e7t=9=~T^}E82_coZkN;=?6W=-t(zI_(!e{)9nDFA#DVU3H-|Si@TErFpax^P57ec)pOX>U2L|Z| zTBMF{f3c8#Rw{EG+FizeTfzWkmJD2g>#2XTMSKWrIBCWN+Q!NeM#cn*ArgqPh>)9G zjnOqfHuIr`EmRB^SaPz8CCe7!fxl8c$XV^7+A^FaY!Ah{Z2XO1trZ<1kTaI;%?|~B z&1&2*&k$3exVB(nbVzHz3{$knwA&cE8<$>aNDuENnjF2`Wt`mHn6mfA#O%=C6oduX z+_SpGc=y*R_b!_E3KTUB3wXY~JT%}%Tjm61ZL51WAr{Ei$VE9<%!l5{a z#rKytI>c)!7yycc`?K4fw_;2M6Wlx9B~T>ttn8yc@Cr4#YQxaeMN*j+57m2%GB&Z^ z>I;+LJBX`F+OTj({54Y6P4P%7#%14-`*Wq}EDdGs`+{NCQU7t4kOB-sa+ZmrXo)+A zK9QgHhE^jKUJ{jRL+zvzn@yC#r^(SZv0LkF-{hezcsuWh@gjd7$Dd)Y_MP-&;MG%0 z>0NKcIoyj8D>-*LA73m|f>#1JH5KQPrs*%YwhgScuH_4lqxe-HM2Io~SsO5+V9UEy0(|@g{d=cN^Y4-2 zNlxJ_Sg!fD4P!oezc4Oyg`?p_FL>XK$>`hg#j$CAo?I)4Ct17mjmt&1#NxrJl z;QoAZPbYW{AB#LP%@I?Dw?C=)oRyhr+|AyBq&U|HVQybC-FM1)ywd-SH0sxT|!(0C9BhxDHM_BaO`;TQwj?>xe_}Wm1zi|-o z`Q(UB1C00u=_}E9te;n+>K1Bl^49twVW(v`*|VdXbuoufrn9tPc)PH=fX^aeeRBPL zjv)N@1oA}zOk^oZ=>@A#*bAFVlxoo6Qa`W()(}fAP$oKL(XM6k5ND^d8_4sqd=+Z! z|0yG;SeurqUz9;Dbp!m$FOt0cdD zq8@dntW91)7_nAy#Ah=fi>zx$1tb21(-J1ccFh<5;Bg~YtSeFm(VjM^AnH9bbyrf&9EtSP!jSy}w8TbstrOXm0fl(Cy% zG{c%we)IL{(CTgf(~bHmUEGjCH$|orXAZ4<_eGB)ZM&+zpm#qC?D#%r>~V3}ZyBWV z2ymc*v>vC%axn2tJpXn4qQy*6F~B_ghLVMTaz@RyM#Uwghlubs-S>+N_S7-7 zlXyxz8zs(UcYa*qxfj4n(@k`IsXtM_L@?SO^b{*pL1p-nba0$MyWmoj2f4d!_&Z60 ze6a8exR@*{-{Zhm+-@rL!aYy{Rsl zfBXFe9M>f5VK5D&YM-podGQCqgiM}5PqWY1ECwbrKt-LoW~ZX@qS1Wr@?4VBh{g2~ zd3@|(e04l@2P9vprk|Uv|Df4x?=SmJs7hLhnU`4fuM_dU0N%>l%=r4!vgIMaEUy3P zsYiIJns3$yeDGOtcXjaB9ihka0=d-AsV{cp0@g}OP_ucdVXDkHI?O8k8`%rGs&W*| zi-8m&`wozEFbT25yvu<=rhmur)=u}sc_7Vm8Z^7*U6Q=*H=#B)3Z6KARXa`(_hxUk z48CJ-XN@w3)yO5bTMeH8l@BxpQ$!5^*nX>V&7VFe|1LY6f4rpBnZ_I@{^uCZrEizr zoS(ZS>Pr8!n?1gc4{f}&mbW84pNITxk|$GcuAofuhkwYKG92Z|el*MditTU78q@G5 z0gZ7Tu(|VYxlCZU{i96l7~~z@v>d*2!=bR%`=iaA4e-v5|4(ihE{9;y^2ou@uDr?Q zUoqDT7f;iUd3N5-q6Qn>9RRP(m;|50rPDv{*vyG-PY;yzv$p|(8A(TZ%W8b8)*$s7 z!=E1As85v1IP1b))K>U+89_1&;TN_#Fx9+#tE$+U4b=-Khh~|iuk}}HWhWi!vC;U> zq7)n6pLxT&Ki+>v=T4teMQ%y&1by$V3c*v(*ca`h4*w=R7MZ-rox~{`1{Vu9_FTq` z6w5cc!~ETB;N42S+UWfm-`lx%cb%gR_vz2v>=PEVt!e!#+I#%Q0(Z1`EW-}7ZA;n8 zk89tQK$`xYchsu^Hi60AFfe8O*J7pD^p!up+y;n#79RjAtp+Lh^+v9i$9M;{ISBmw zZo3eDex6%2>%yAY0;+RioePYB!_liqx3YHZJI~SHcBy2bzuCduEh~p0FqY0Q=#lHngL5yzJLI$?ZP`)Rl8~;rWGGRYVHHoC z@86r3U8G3E(p(_>2K@oD%BBZS2^K2}oEu+dhyXx=Y8$gX01j4nuhA2?SDxk?Mx3UN z_z+emSANX}EA2UHG0=E?J3&KySsWaL$=U?mnlRx1?7Qe8*kwD%&0)eC;lBIKr>xx@ zvGZ0xgSI1R_^Q4QwnVNHmFn#G#y!SM98H^^>lPc3gD?i|zE5C%tQ)b$>`gXdOP>9k z>tgow>PZZ>SMD)f9vg_l>#-_^u=U)TVhwa@_sLwuERTP4*VABho*vtBk4JvB7>r~~ znl;*tez&dOR3M6iP4eq`<0vIKrAsJIZ9-p|h?3KDpY9iUf)b{? z10AATu=f^MIVZK8>ptBQl1;TjZL4-Cresx5?)+)1e%&U*`tAkWdQRUUi5&Q+3kqo_ zzG1Jl(osUuCQ=GP0Twx=&QakC1*dX>Fz>HurlB6aabQz?%rSqm{|MvIN$jhYtnRP+}rdv z9i4fnM|>GEpGT@S)$uEGT73R%GNp)2T3kNO0$&k{$%fT67szGW=SrLFzx}2WncS+7 z#~KCc^}Xs^XwcCXyq~>~pUCO+h9$kEHt&XfcCB{dB`!a9 z&8@Q`UZ6|zCaTzlLgaHGomgY?`MLV=ZxG@336GoLRtW-hVx*_jv>6 zr*gh2xI8Z_{F*fIvq4G`h_3cdhboPh<@+azB7xJ?eUOM;0#ehymrU!bnYA|Q=)Bc+5iqJY2xOM{DaBO$SL$I{*T z`M&o%=l;5XCeE2Nab})B&&29zy(T80CqP3(BUV#Y(nCYTfc&%Xu`vHhW0OAFf9j>q z8w2I1r>CLi)2QlsS~~j5zNPt%89hUzxWp7ZJUo1Sd;$UjLPA0!A|hg9ViFP(Qc}{E z71TR4G`b=+C3yqixr1Ddj4buKkaC(TN6<;$rzCd{eW{|CMQKsoSL17`5wA7XlFQnH zeWae(F`*Jev_AZdHhDgo(RyAa@Nq}O@^<`x%$qZUo}F5wmbDp4C+iMD z6>CYZ!LxHxSQ;S4wNKCM(}}QzUEux?3L8SluWl%Kf&duR4Z7adbyg|V<5=$OJyg#f zvtXY{hl`jgOX$4cv~rL=p}fRhZE1aHL2`^Lhr-qn!_hs6zo(8 zy9Vwirj0t9WT4*^s*%={; zPSnXX2y#~N)nCS-a5{YHJM(d>v~J2Ht;2^-GMXBaVLGhO$e@lh&1AqHoLZ#+tq_c&K$1ftT*U{(m2y(S-JSzRa=s( zWRBmptUJ~u_+`_lWR4_emLy!sW@3~t2JaFLd7QO+I!oHfOu{xzCG$eu8IdF{)H zbZZh>%z@-CjOwD<_Ao5&4;bavSd}AIy2r9h^a@yE8Q45mK-YKXJZ+f3m)$~{&vUw+ zM@^(ef#(PZd0EJ5BGJsVyfdvVcHg=|pAWd3+j;8HFn{i%@+<6KWuosuw+ z$LiR%L%L`}W7B6z()a|1f8hRihEH`32LKVS!va2*mCh_=Kg&}iS|b0TV5X}xYd`R# zye0X#H(k6Ezdh`OTUA%Gcxrvrnjv5H;LK0N-7i&h@?{L*oq{fx6lZMaBvL71vHguR z#LF2EuEfCI%WCH;wPe9+I8%53F~&p1`2EwI#O~_q#m|_(QTWVk|K*)oYYVx#Q z^{-I$NX>T&zUaL!X&!l%7Zy{esZuI=o>ME#XeL|FL$~~m3mwzr7eC%(&;0^mwm=tzlrt6QGOqEDbcL_DK+CNN`WruO>lH`S3&rf8Wu$kJM^!|>+ zVv1J5E3dg09Hqn0NK;dA4{L*TtZG+lx)G#{nRmr`X(z}O0&oVDY3=DFOjNj7b|U;+ z9aH=3hC;gHQ~`S|!t2|`Q036CWz(W0L;cp4e3OME#@xZ5(wbdSmw+Fi;US&kzPOvy+trN%uxoVzmx?R` z_mh&eR$=ePqof+~38mIFmW&HB^Q6h2D5y9t?xHBgw1cAQmSw3~!kvIssB(n_d- zlgNnWppoi~IP3OP0_tJ3%!&epk9Lb?FEPBozyVA20BeE?RqUYi>!0vz!3)-7pn!?J zzMGxxidnA++qV?S;zGHlVh0Xqh!ae?oah#HYg73>Mps)H9+Dc${qDS!E_$3n;i zvBp#EXLTPTU=~wAseC#}4IMaWfEcr(Wn5$hYKEW0)1CnVfoA$XbRx2LhNP~5z?@pL z@2;AG(+Q+8&^pg}_z1s4*Z5o3lhAC#3;4A-s}X7Vx*gbF2AJAkKu`4O@c#ZP_=qX} z@#AyT!4;$xxg$7Sdn=(!$f@u4CG7&^?5l6$B)l#utsffNV7{X@2~GLLYC;U58(x2_I7Vc zZ!8GBpSRj!^h2iT+>dqX1r4oMr86Oa-TPlx+%TLbAP&qIKrjT3PHe@pOzhd+OaRhz z^tR0{{ALsdS9*G!xRUK~gHB~WOgyYijG{kCLQ*~)?{u(*Yg;~M6RkWQ2T|q*%fVJ$ zM%S960M}DF?3i!%D zmG)Iv{_*b0BK!3j)D>Zr|M^HlyLCSNrfb6{Z~m;KO)i>t9Ng;25-?hpi$j4d35c(L zY9)T;xMIdPMTZ@|Iu3dz&KT$1t~dAaXXuv@aMkQdA*^k*BeRuQ)>uyN@!5}ONKU*y zOD_Rkv}9ma04ZW(*NKV@~SKNklp-`A6I)&%bi(7OwD#GduUR!s?^1tH&1e z$N+PT6|G8Xwu|?@97jjnapptNNhK*SX0XZlZmc2imO#2~^?A8?7{}Ji)feRAt^O1u zH@2@cFSxn=1O3{50`x@NN7jXQQRZ%Yt+6HFV!8HZ1ImvKDEkM$acz~gOkUOa6 z;RR7Xa5+d3g2z0#?bEgiY<&>|~Fgn2j}T>~KuoJfnwH?t{K=I-C# z^2J(Ko|O*$&Bb>1z#9nC_3>(5Yn-((O`B8Ia&a2LC;l!$cxOTnduqN5ovN&Pfx5Jk-22O1 zc2BTNLALO)1Je_eD-Iou0U{3$i0NL0^M{mlK%AR{V7m~3`DkX>WyQbC1f(R!?X}P4 zNmd~6qQ27_KU1y?-4r|q*0?FNwQ8CAo(p~1>nscakDoyVh$s|`O~5BYgYlsF7|6BD zXxwyjwu5io6|Ds|QY>;@3=FbJ;8&juJ@UeLo(Ps&s)-P|*k0x*NOGvxvJ&*e5BOzi z^TOgqZ|aIad=er>aD~oo6w~EcPGH7_EFPI(pq|XN*M$A)pY}u6Vul!;ohmYx2BGgz zfuDPo^2Mk<yR&Bm{kgcmuBwdLX#ygJu*>Y8o&D;jywlaEcevh ztq~XgrR7ZZFJ3(Ds*HYp+yfuXoENFi^o!Pi)tY7ycn%z0yG5mGF;^Irye!j5u}}Fq z*)Jj_N`X?d?O~#9L%ktA&#nRe5mq;%zt?d$O^|%*?DfqvyFNRQSBu;mf;E(qRaKfkbZbtQblAzwmfTHVjd|^)K+EYLkrV9*`cms^|l(P?%OuGuyd08}cii2!dt;z2!@KRR!&;f)G zQwG`ehG_6{DETS#XU#d1>Py%*V=JUSSg@{jrkRpNpnYPlZGr_}(Tv97rIZOV8fWQAWA+wxr;ul@u^6O(Ia|$|!vWQhX#u>+Pe;WSB}|_# zbH|~kvw(`DN@|oVKhnQ5v_vw2O1HUg_~(Ws+2`fdO&r1B7*Zi)+jH3Ds7cqXYexW6<%t-+r*UAD2AJw#o*Y>W0El))>sHD9R zH*4IQQv(mORr{vip=U_5CprN<#BHU4KBQE-%@^pF~)Rq zi9ys$ztH%frm`iy$`E2j<6R2e&>YDvNzHwK%;Q?dC*+1ML($un?2qQGx0~1e=7J~2 zON5w-&Q01xOC|@+d0iW^*apdeJ)26sLomnO>J%RUfB>91&}{0XKjOGo7Cs|OP~W}3?3lU-zB~Shb4dl=n%2U^qA^!O4W?4 zxRO&v9mk=HN0u+w|a>&k@wu~9vcaZ;y&mBkVlO9;PeyV2B zNZH&Qk|;j~4rZvScq*-PO}n>vj#W|%h)^#Fy;l+-jITRQ%+*<}Wo-sic}rf5(Wlcl z4oI8aDj4z$Q3rPhT9lVYBjKql8vxhoIGW5jxgLxq4y%-jJM{o?OSe-j=SKjjVFCR6~TQq;O1sY=ZYZty~3ah7UIUx1<Np6*lc+VtF`OxIL9}`emJw&wkEMlC3t((F4&E0ao|G+Mvc<_=?9lGy&n~~4zrrg zVn&Us%GhVcb{itppEg{fJ90@2&W8MY3XhTHC7AtU!W(VZd7T8G&C;opAP zSH(H*80YN1Kkmeg%Ta&7va-5u(--tPZ5bGzkxGwnV99}C`AwKc$XXmzZh;#o>Cr4AOLu&WAF{l;MA3}? zU}F2%_(uCkZJa|WzoVQFuO08ZC-fp>;1!4Dup$YvOHeSusaWJDBRRvYE;|b`QmCA>+ffV@zsBgy;9worRQ2i-Ytz*5fG^7A5~5FHN=6H5Muc zG3hnQCxL_g`f^W7QH3b41aH_c)PA2FK{g)B8wF0Bpkt0k#O{r_h!0el7)lNoSd$() z@OLkhhk5Rg2&hwtt0#Hs{Rzt!2-C%Zj@W5nI%s${Forrj!8cZ?O?w;kd+ zLL^7A{ii)Bo$wRb4Lz9i2%mdC_o zs=T!0!fBFpUMKYJhq<8VuG=Qho1UFDeKt_r$dF+<{Ihncfr>uhBrLBarnzmdMCDA^ zasb`JVdR~B2z4&^-wP)7VN+b|pA#O;EJl$$H+Ks5=>q%WOLIpNFLS2hu)jtiSvoLZ z_cFn1%FYXb77A?L7ID@I+FPozmF^^I}om;rLC}{!Yurv$FAnJa-kN9|rbf`A@I$ zXwJ>M8R12XV&0|L3N`K$Nz8{*GiONN_2v3~sqTA;_aM4HWfA}g*3c7vj&6TH2ydgt zh)d{8h}(49e-uwY18RBQ{|UkXm{}1ij|b_r$gtQ{;?E?>``$v^PJG2YO*_KkM;8Q^ zU&Y(ncMS-W-BMHB`{u{DUaq|#CnspSDVQ?sk0Lb^1h!mnS~zK9F79weKJ5>VnoWt)zK>fE=9}+5%c2x_5!elK4;GW(v0f zN3nUl&>Sh}h(Ar%>3387&cb0~r+L^g^LKKG8t+f>_Qf$#6nPvDZ6}FjI^1-lzTpIb zht0%_Dx2+(XnTHZnS#!yRk z-jdHfGn1S9O#!p#o%{QI{Z~i9>r?AT16}kLk!We7JGA?_{F~MVI03OuS`4GNFUlmD zIA(4|Yo@hd*HQ$Rmva^we}s{pda>CO?JzxEcNTR#-AWaU_^sqlUuF-tPOcO7kMr$| zQ${o>bYEMK92kA}IK`&87rs+#$8f+v(aVSOBxa)mF|}{jYoEa`GS}pCX7I=vTBR#{ zGRHSq-brkU`Ui+Sh6UHvFTbs$7Ft(meSh~6Td|WtPAjB`SFm!AfE3-OrIG>kZxz>> zdtW4(PJ&-F#r8Et3E(=L?HSm-`(&J5n4sS2QeSax!ybWmSx>$fmpIo>k8jdhtDMPKLV+w`%d`4HvAfzP*t zD-X-4&y)MLY%Ke~F7N1vy2g_r1wdO7VfI|v4Dv0;@}R##Zh0}zl@Cmu=ggi@F9$Wk=H2haj!r14AMVssW7zUJE8P<`qo9aPMBz9{_ zs$mdnFF3%uILcdKRQUNVd+`8ef=2OH%$7RS*`1ti-SPfw!a&`6yc6gW~UzmoZ`_Y;harCEzm;lu9z1KglB1f-!xV5nrx7|eLRQ=VEn@}>05lr_`8 zzwd)=Y=T09=)`(k$4O~^^s{u)DG(=S>aQ-EhF~FK^Hr;#wZ1}E`g(fIn%2u_>pm;S z_l>Xru-O)Ac|)t?RxS;QdHFY-?uP@kJq`1b~m=@0j zUD0!f;3n}53s;gbfiLHEkS`R5@m{i6!T$B!pu52gn)X{^qsTuPBJ$um9l(m#96`*1N4=P6L00000 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/f9fc72c1-0b23-4c61-bf05-a8e941efa887.png b/docs/handson-cnn-tf/img/f9fc72c1-0b23-4c61-bf05-a8e941efa887.png new file mode 100644 index 0000000000000000000000000000000000000000..55dc810c07198bb410563a2b1ded2ee1e5c8a90e GIT binary patch literal 9157 zcmcI}cT^MJv#0H=0s=}A1Oe$u6p$tzq(eeW2%vyO1?jzaq&ES9(0d>dx*$cm6hVTt zgoyNBLhppW{&vsVx4(V+-hVsi+%|LWx%bX|&di*-kvdwcl;lk0*REZoR991iUAuN8 z|8I-9b@MN$ZhWia@9o8b9Hs4`fc`ee7u5P7-nMkcX#dGyLZXR$jHgb zDJUrJ-MdFgNl8UTMNLgDO73!e?HZ?!x{^HHbA0m+#AE*3@6aTkg+WWv1qIJB)3n-e zx{}JPR&J6%9y>8;s3$!=Ih&D4U`ya*2IVD8VyDR>5qEuja>7|32A^mvD!-(@blBNP z28rsN%DpU(y5%n!5CIcqklUw7GBHL+0qCD>p~4()$Zj;P-nIhIdfDiAsU594 z!$ZSur!6-hAr-<`F!0O^mC+;^7(@?}nkp zYBO4BZ;P$N4w%siZhymsuJr&{K;BM6P-jEibuw&+!1~Zb-B@yPd3XVZl$`XNx@@o!}}3|#}+h=h%+ zm*FOO94wBzS69$#d}uv=u4hGl?uauS!PQ3fsDU zt}lEPlb9SDwaLqYip8&;HQU-`OZ??&^e{*u+L9CaTgNOx1>KBArbpyxQh+rNMl(6h zny)qid}h{(YaoI0)S4dGMR>=Hm!*wm6c=|#Qxd>S*)QcSa$YCxS<3@AkKthB#544T zlp-+$zG3${Xcm_Am zYCrAJ^3f_)*Vq2+W^PdCuWZ1y;t)No`pA0~5Z~{^8Vu71U{5hwktR|Y*sf0J@Y%Rm z2w75Jea;anWRr~h>0Ef~YAE@!j~Bgs%a$d_4=APD%MaJB$Vr1E25kqh#g`%a>+qav z{iDW3*vvD6L7n?xO|sj0g2Ga2EBWfkE}EgjR|!g>`Qhf>t_O7{MSjMIW|FrlfDiGH zEb?(?B-y;WJl@0 zYK^}VJ>s^dGLzE8QUj#qv6^5y=DvqydhQUFA5e!Pf_1x&;o(q5PIYz8aSk>#0(Y^^zsb*n0K#4^As#zZ}`pa zykUoiXUQW2-evOqVFb=QL#09?t!*tr=@L^v%6ff;l!sdvck@k=89iXB_)+=j0ebRl zNhDp?9Slb#jZC8-#d`?Cy198tt3g!Prx4YC@Xy52IVfUVIFvT=+`DbH8Q?@T>E2gi z6?L%6CmSyX=oKP*_|W|6w?G0)(OcDei!S`8 zvs7vMp?>X<_Cn3e5CFFh7i%QLlytNne${IAo`doPG8Nyw^_cK_*H+y8&^)jhdzzW| zAe*gR^pRJu-mbe_!@kv@>ZfvZqvcBFX2TUlQT0_M{prG}c%P$NO<_a=wp`ucYSiyR z8dI3bQ$3M=lKX{8t(xCq#5QkX?A)jc{&%ue;T<5NvrB8TB{uD<}q1D(>_pWUO&rRv!-g2)xh+R9W9U8Vss;I z<3=V-%X#O0a8-W~N-w^QhCD@kF8m`X5Y``Y)hH-Or)%rEw*+V&J}a@6Dvxdaj!Aq= zZSu{#GE=2Qe}1NHv8{EgiAA-4C0kmeF2SdMrPy+%=~{lt&xDJinGD)U+L+tr7yXsDuqXrw4pU92`jw?@Z`q9A&38Aq}E*wYk=j4 zJXDtY*eczdd0i-Wl4p>9+dGFzvR(NFrm3XHMY!TFV;oXH9-6I zX$j(!e5dp_q`;4c%V;!3?Ov7-r+4PuaCR)>&y$C%O%MHzkmPPL5kI#__9~Wcm89x+)%bM-fzOI$VnY$JCeoE2MMc81Nt~@ahOJM>8s~b~sz!>*LoxGN zA1tmQhWkmQ_w?dSY-mO?56O6^DcTOT8<+yhdtAmJxuanOs%;b@hM@uE7e7~Tl*iOX z*7kZ{$sx!y5stVeMo;T>{|Ls@gze7%%_zJSQtPY|`}O(EHvG6(+-{#^)~M4f2-Bxm zet#EcsJP+-A{e-F7@WcESOvyK4Z$H-8nK; zR#;6RR6SX;(!0***RDP5dv<%f#)ts|7H-HHWEh_l*$YofrsSrYv6zAgXX=F%dEB2y z&{yjG#W!ggK6Q+44 zIozyAHiGR2%xy}IogQ`8FYT#v4Mvlo4|dajdI9l`hppBw&SA<8F;^Cum#yT=(RR;u zAGXuI5w&|QvNv$)oWr(%OjzNsTcH`Z&Hn--G=biL81zQ=ip+=8$~x`5-IlYReKySx z$$l{{tTr{NOEw)&b~HO14a$dbe3g{(Qfo4v(~_Y1hsLj-x5qB14mZ-hXVH55=1rfw ziCq-h3$No?G&h8wo$1#+nCm{*I4sz%6SC_|>UWmelAT6dSYYEaKS zwvnZo&PE;lgYZmey~4?PsErZ-;O#GV$qOsb`lGCrivbC^NX`73%oLZq|BM&(OTo22 zph$Cgnn*^6QapXH?>nw6x8|wicPwEJeKFNJ05Qgg7uga%tstgtuS!0T?43z^nRxXR zlafqZJfjcK(xlT3=al}{fy9SgdOWtt%IhxuHbUyDzmX+O)*Q!VgIgT+i3JkF_zp=l znS~Cm6jOxpNbK~Bl^!M07Qf1d&l>x|wdysalKpB<((1!?Nx4xf4X&jc4ImwUxuEod zG_8j)7L3UF^9&8%W#QElv!RNIFI3XZ>Oo?XN@gB_#f) zf!QCvJ{vaj=1xy>-=JHpcm+8j$?!?ZRd9JyS zgX+hwh%cpLxxP^%z*1sEEpRr<<1TB5}Vd=)wL4~ycu zRO4z|cGa9V4&d|ZSE}3l0G>sKz5E{g+$kf4Oi0mLGv@-Gu3yMrm(0r2sjx_cbMBB1{4=B9Wow?D${bnR5iMMyN#$dZfMgfW~+!w!K@))m-t=FFZCPX-5z^& z)*Z;b&ePZL9WqYtWnp4#kXMWdLkzN$Hs^CHUtK!G!=|x~`xx8_J+2T;i8ebeQ~wQw zHcpJi=%Y1&+B4s$a|@90@m%=p88aSUpkH<*SL0pI@jQ6yehpGfv+u_*hjQnnMoa=n z`;tnaGcEJ?XJ~WDbY;n60R0&ke0SEFR~UKajYbT0ES}l6IZ*lN_M0aP zMUE5tx-v7>A;4l0pVV#AH9I|QnD#vFSa9lS7y>iW>mg+F%iTUmAvp@XSI=Uhq+a9irYiA!Olgk37r{AKe7GZLy0Ntrr-5=40wD5scaTuUIl#fl~Z zla{J!$J2L8YJYmlb4^@4n}k|dHYKH0U;b&?0w};-d6lcdz}xW&(QZ`QX5s}f!&Ln_ z;Daz2;n#k`scW=ZPe^=2+S!LbhM#j*?>cD9H#Iyt%DJFD-)S;t|7f7T8kbj}v=+El zamM!TbmhcH_yJ^umz=YT_)~m|pYmx2Q!G1Z2ccpysBTLwg6-s2_Fhbl;|(($-5B>B z9(^FMQ|=*QmiPKqP03t_~Bk0pwn(-)#c^fQDl(&l=o32egv-Yo^%vo2UQGRdDIa^mr_+I)q*;aZDw&Ad&N4T!mF#2wxqdqJ( zf@U=N*TSOwUjD327rHuX>Q`^?17XYU(^moY+pLF3qoNV{H!m95FN{oL38QsO4QtPL zZ4UGVBCUT&xS<5AJ_#-q8*%Dy9${2ws%c`(Z_c@`o-9RSPT+<%bU%rPtujKuC}!=8 z3AmUvXxJKSCn{g6KZ9?6Ji?iIXaD@+v$>o~ngKPHB8u1acJTMx-z4Wm#-y^qsH%LK zgYW7dlg@tVh~FRCxSMI`_dEoKo^bEG@&2n-+L9?c1_fQ)l~HLQux^&Rbi5WC@nT zYsB=u!TPb|O$HY10dfJ7HP>($!D7LG5$k_uJsT0xXwiNDvKMIa)2K9FJxh>DRRnw3 zt$rGFgX8m_t4v@;`pSef8DX?@z08O67#vCN@j316i>b?>_p_grbR9Pr0a2&P6BXc* z{WYaI_{0=Z%o5WbK`%DvaC8#+{mFZQUV~Vr7H#^ieCz-TMmQlbZPDs%;gu=zG%+_j zOn&or`*~_8=iR~Hlqp;r>DLKlXMdyYu9{8d6g6~GtD5mEOa8t~fV1X?+lX+0zJKg)E4?(Z|50zZM(e;$v&|{R_Yka4DOWcNv+FI5g@7REndED2)7t@1K z=A17*3K6V$MQD~Vlvmy|RwxnF7>jH~$u)|+h|)p0`hY4h640!>_r5r8g^Rzbq@m2G z)~vXnjlyyp6R4#JZYC<6bRGsTD4Z72L1VC*+vi$#;pp`D51~7|JzuExG>dp8pT-YZ zR(;;SD?)`Ch|=m|Xi0Jxzyh_Eb|*bmhjvPnFLjQRpTg|Nrw=I0pQ(Hc?&rL^?m4{o zh=W}EHgJ4Ur_?>)|H%~m!)9%b<8WC}iMy8ZB3jf5wPM89?28iYQT)gq5F|G|Ojm%? z;cn#IsoyAjms@@*IxK_9b8-3l;HBs-TCnM3VQ2XGr#%#Fg^>m;r=*>@>*16crgiyQ z<&>g`FRGGev?>y_8Jjer#N90NmA58Gt6B*!;Zuj;hWh`hB+>gzwOXPN+0Cbjt4hx= z9622_6qYFY=(AZc*<_lh%$jIcWB4#U9Dsb@(s&*Ixb+S<=`;- za1#q<#ATUef-J$ma&5;^(>f!z-tSlsqh1He<9MvLp8Sm9i0z>6wg{jm65R!J;lRJ8 z!T*jjyYwU(ZDU))@0kYpHQ%ypL1LE%Vcyi>GoWUy90ceXgcIihs~WO~SH+Gx_eQI< z5cf`-3bOWmeubmWdz32T7CzL{-i4J!;xx}CSPCIo4zUKr6(oy!tE>raOz?(kHktGf_7h} z=HQ)3lONqXy3T0}OV0~E2iPx6`bekZj5CEAyltL67DqH1M8Hy3u80P4^<`L2BG@z^ zSA|60x>tQZlYo2ox1RJWKnPiwTa$uoPvz8-2Nt`!1;{ae`eb(oLbDj4!EHe}S+E!x zR8oT?DWUKDJz(k;_zmLp$00hmCIgozJ8m+Jo8Uqdr=r0DAL&GNPv%NBUO)-a=@`EQKy zk;*rwH7F#f{cyMIdgm&e?`W?T(}#=CQ+o15ztMJRSKD_o@O~xX$s`ONt`)C>*iDjN zVLY31*0`!L(+b#o`UsDE>pHaiB(Y~*_2f0Hs^o|9E5RA(170;LWg*hQqQ`B zw)6nRuV*Mddk_~%dVY>any~fs#R#4+1Oiwn$&(T?_$X%zZY)Bs9-rR?4+{FCTx~n? z%dbLsOL3a-NTY(`ykOMjVDm@aIUrgtt|veu5_Mm@bm7k_jKyMx60J-l8gY4kN^MM3 z7VJuKK#eV4nBMwVb^JeQcIvGNlix|y%+Pj zbASWI-N?GmlywP=jIly|_5D1u?VD=Db|j+S6Yq z*FZA7^F_Z5i*>B@!2SneEYF64kR)82@k#_~Md|!NjvKw6fXf6D)^DQ^*g!IhXo=7w z(Wglr_!V3V%yK>@#%OQ&7BA-;5>A*yc18IF)Cx=lEI{yt{-{T0$Gvhqktj~L<{)qY z>Ij)1dnJSzFIzC`Ap;9wU=^%^xReuE&01UH5sWO!q*0Fz6bhbsK7Uid0C?|;fwA?r zOV%G*n?=^!ibqsozQ0MZPko!+!m9GYBU+!bCANR=hmivAN@t`$0MfVRAtL_WqW@vr zTIY#_}zlV0g^+vH*Pivx@1$K4(|a+F&yiP4>S zKj~Qk#@45RP_V#T(pUoE;yoaA4)HUE^x{$JoJ6K7Jds+b4YSH4|$lDUS?r9%e6bjZQ-K)^rf?Qq<| zz`2z5S%TAT@L=wN08oxNQZ|fWwX@&tcW!uWYbm!WOos@@?E_@iOp~e7szl0fVK@Ae zb6#je{K{JKvjRHa72p81lUGBjRF|K3XHW4@77mT7kNTY?o*3@88?uT5WQ@>BLUJ*2 zW7HQ5j&{aGdWR*a6;&B7f4Pe-WYoMH8N$1=Tmb!%F3y3kWjBlcWDSFF;&k#IY4h_P zH+Pn7jR1dWYzFxPcfF5^)OG-tCgijrdSNCLr}T4GD9jifiKc*9LY(A zk!uHBT+XS3FPy=6?jlHV`*>JUspn1(RO`_djtj~|5Ci?y{%!S<=%)oa8O)#8+K{+H z0F>QN5WV}xl%=1?a`NW?q1~{w!&$G+Ut5CnRd*224IlpB=DBvw6C!k5bojbNro6C&`JNWPKm*3^6{Fq)bxcp zNE8{nT2kEx+p}Ka_IWY>^F7vnY$p=81epG;WpzlspS+&>ikU@iZv3&FAyw+7P3P9^ z);F(+JI%+_I@t97lr+UAT)v*rLaGro=2X&y&uU$k{gUR$4cG|)#4^cEQ(ZAH? zEO|YD_r8*$x##0eZgo$c$(Vj8HUD5e$>+%KFxZ05pS!8B7oo%Lsa?-6`++S{n$jF{ zSbWFD4uD1AYAJI5Ceoy*zEOu5Wzm%`<&HMYe!?^$n7~;#j z%5UFRAwJ2!-!hpR5s(q@<`V0ja+P6%u2-T}byp<1HOJQj+1>$L79tSEA_!r$0nhvl ztcF*a_T6JbN;0mAW1bB-uREvQH45=-lFin0BOy8>o)+*3XpZSJ%}CaGS;;c?Fb_ad z5W0yeT4qGZofiUp0CbrPtx;0!&tN7R>cY1yM&R&jETp(VNMOp*1e2sbSHmqw)w7%tvT+ky63uEIiBG z{4;uY^El}exE|*fMKBqFw3?~9VB+{!D91Xtd9t4MNFnF$0;GXc!+KONU}uTp_9$X z%>L8(NuYqxe$^PeL-s1Ad;CR5Jt<3;LrCcc$Fc05H3 z6kO1_>BkSrzxDgkrle%%wHZVj;h%VP~A3Cko)!xl!Q< zPF%h5AmC7JMIM>w1Upb78&1FA7Q8qP+~=a*1oq6+`Yduqy9-6nkTlD*B<(K%GY*@P ziXpw27=5C1G}oFiFLYNDadI8pX3sLS_s|=0+NRI$C(zFm7Z|1c<;6eX!BBSopVJP! zFp;gm{~cKW4R^V8|1<2~5XhsWjys<9qK=y}WesNaZGX)8U!eQ{7n_Zi#*^nIaUJ^q zN^}@ry53+544wnhTvlFTRGbzrS-%s*a}VHhfWN82zrX0<7$x#ZE(52eJPuS3Py<`U z4^e{g57CKMT!q{zCE>VDjt5%m(bVcz1s;ispe!ybG@cb)jM*lJP~{A@U<;ut0dh>} z-PGEem;+Z;9-Fkg7`QN6GLj0KtWHobZg^CHzjKkh;;eO#;`FQ?kY(MeB$U1P)Muzm zJ_ENqFR#Hn(cAfIQ#lU2@avSaQ5e1zoH?}D8D4gbP!)87#&pR+XDBZZct8kN ztd#~^eo}zzjfGJXCr$e?fg9Td;<`*E>{~aH)(wA&Dj^fd~fo2N-lBg?d KDOD)E4f-F(bF*9k literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/fa8a1f2d-f08a-4486-bc94-89b344fc33dd.png b/docs/handson-cnn-tf/img/fa8a1f2d-f08a-4486-bc94-89b344fc33dd.png new file mode 100644 index 0000000000000000000000000000000000000000..6e10ea308901dcaa63f93a64d41f427b2ac300b7 GIT binary patch literal 7516 zcmV-i9i!rjP)bA)u^D}FUJ{WHkK2nYxX2?+`c3JVJh3=9kn4Gj(s4i66xkeQ<600124 zNkl>kj#8*|r2(0EjVy7tT-!%XYA9Xp`D z(78$7F?Bg;rXIzCEx<8n)ORH4xNDDndpw$H(agkMGgG%~Q0m6a8+l_s4D4}W2Y?6M z13D8XcLaj!L%RZXYz4|}f@cq6Y71>-c2Vh?9z<@(k)S{VSAzCtw&=KH2zoXiEHu#M zDMTzd=vv)zfGfbUM_yqmAVYZUs7yUO@F(4347-p+Jcjd19(SO<#dB z*Ty|2Xfq^Mpe~-mAN%;41jUhIJK(tBqC~G6qkEvy3_v@+Y|ICc;eyc(2vLj;XuHjKF$NB9Qa zyJ#>vV9v-M=+@TRdd#+VqVw7EpPl+ew*S7)j*G6(I_pl31kw*>VWRd1GQgqax$w2#T2oE=r?kD%;U(3evnsJ0{tkkzpx&PwC_5qd+Q zAtV6no9%SR6O6C7BW4#nhK0#UAPs`z z1M@~ua{|)r*S8uII|+()3l?*(2_9xIt`w#xi?3TiwFyJBKN6d68lyY$AkeYw8VZPq zQw{W?pu_9Os4TJckV~^~NcT56{P+@wk1=#^@ME6zeM0E?BGnUjPSNZe@}zHts<-t>v#E?r@*(4xJ+RS@py5QB{UMQFT@3GoQd^s8q5_=` zr&UkyT2R&W(q|J{h#quM=d-8%5K2Y0Rd4lTu9;>)hAuuF*`(@{UhD7`D4kB2^iPfG z9zls;ZPll{W3Fkl01IjEjfhPnYCB+G8$#6^i2ajiaM+XHZ%k74)DEP>wL$jrX|xA= z;TQ$?=RAZXo|N6|o@~_zmoorNf`T_@!yvj1)b!_u)O`~P)E+2@E(Pe4U?gYuI1V&$ zX17_r%%4ETrjor&2(@qYqd;a$ndAc*teThTfsNk^3eHbvFlZ!$ddpZZL93K>-$6Z8 z_JkR!KUbMv0~yrYf(F(cDhI`yF7BEI)vV=04br`Ee@g@6^%e+5#0&)fnnIn8bgl-i zC%E)ku{4rKtZ5gNxLrOT1W0Z8NO}#*dQ*`h|>UZSYGmVcm#sUz;9TUaUGScaff=CGrJlmM6N6l zfMP|x6D*^y0VRJxKg`vm^{QFWp~vXZgQ3SsL|hVk+Az}5n4$pCnB?)-fWlWsmPVz- z^#g}c1m)20Bn_C;TZ8s6qn%d{>UDHt4+g5CG#8bFf>on6Q^TM-dcDE`xVspAYfvf@ zXw}v#l)=^6)7E+}H2Kc5a!_0C{QHeb6IeXXh|hG6atWB$by>h~>Xg);6#p;MJ#)Id z0by!j3Re#tj0~xS$y*t1yza^wS#KkrFv3UTlMKe=K?cQx%d>s7y_9ubzkZF zN>B?A?$>tTeh&CIh0r=5t#)`qO)&~jN^~3xxpdNt?*Nq_*y?X|ziP^usOvjIPBEfH zWu7dJNv_ho9aI+fts<}9Qm&f<)g#P~g)1fM4Y}^kH0JqtNtB@3ql2nk>2qdsclJc& zzfp(aKUte}Il&Oo?c8BZ5aK5;`_`Q))LTa;`D6+&qqJS8r4JWEnd`IigbWsnla(zn(-I-$SMVLL& zp{FtP@DR9US>}#J$q(E?7fHV}ubL)kIzjOxM6tTBm!2E_KZ`jO3wCbh`_34RufGJtz6I1^^+i3#B!>ko zq?5WTj&3HIuGrWupp+A#nl$uh&I>kQBKGNd68(ITJ?r6a03``CRlkKMS=uk=OBM3( z=X2{W*-tvTUy(O`>S`VD~C-7!qg|ODI}JyDTqsPlt|p8&HyfBdW_=4J&CaCQuZ8 zQV#Ym^F8eF-%s_Bf^e#H8+p>2_ers6k+R)cm5-%*@SzuBx+~izc|xNWUCdj3-hOT& zUoBDkMiRBqh)AT%EQ+JuBP5R0dA}SS&ZEeOff@v>W>+YCN;_d*Ff5}Mlf`1=OZy+7 z`a_rF8=(dAGJp9v%Twduc-(w4L6ce^0&U^~*2}IH+1r_+hZ3wezi{rC_nwVCD!+MC52Z;HEQV%qNvewDD4pe_Cg62-A8Z_FY@q;B<5 zFX520J4N{mCd)a2zAF1$?4v=u613;I)lGl04d|jJK^OBr{-_4TJ6^Vac$2HOGz+VDd!6)u;!m&r81eH3z76qL94lu9s~$VlbpXKd97coa8>-NXQaSFkiWA;pP5{f=>Z4J z_fnMxY-Fm|?vh_Cm~a#$#?@j@i`JaZn*ohp-Qepqs9&YUI#A3`4Ca58PGA#G%g#Xd zBY&;*e?x1+TFd!jL5qHsy}VAY_f=2Mf>PJFF9x+X{d+Q0KmS17?;9^g$~Bgz49998 zL4k~xSOs8UtwD>{;sjZ77F72HyBO5yr1b)=s$%)W3G+PPI-osRtygQg8bMC7J$nFEg5|0A$5$yKy{@%ZC6g;9Do}Yo)OS(H^1A3V*|A(MiVfLz z@=|opgW8uHldPP#S3ty8F#P%l#d2@C0Y#W%!r6r2uwBZ!pg@m>AykTc z8+51aIshsn`x?-E8?>hjGx|Dqu2DUf zOX;qG+Ijvp(R5Eb9y#90fVT(AI5yorS*DUDR(=yT8ZdVySPw2$3?M~^;WK&`)Q0FP zQ1JIaX`W|VPY_S5JjmEVKeZ}LvH>mR_(jmsLaBLPs2|IglzGdSk+uRYPJxc&>pQQPiV=oKP9b^2%0ku|nR?nW2w%tL@vQp{u?J6gzW#u-h)cIV3qHO0ASiB6> z^Pp$%eu*KJa*OTx*W3y+8w5uFz%lEv+_n)DgVhcw*O}_5pcF@P%2HVsma$b@pknla zZr<#*)n9U(PLhOs$#CAyC1jX$-LbX$bJ`BZ(;D=}eZ45SK<6*TJ5eK7{-~QRhx(&e z`cY*&NtPVwP6>lS_=mi$tLE86-oUZ_<*yP!W%du$+k8%oZE`%nP{X%hR3lfe27rlb zV%?eHD^M=Gxd%XdE=|Dt>WHze*)x-w0@~lYUpnhGl7i-aS+N7p4t+~pt8UU^G z(Quy>Gd&~uKFt#&&7e24XEf4EJ=VXiw5ZK=?`iEFX+X5t#@Q1&CtRS5mvW@E!9Xj3-u>gXRba9PLRDf^RD`(pTE>_g~(r21E^tYM&H~;=m35;&|JdE>pd- zd}HTa@*b;l0B2a9KyI5h1ZJQI;>$|dEs5siG3*D$pMl{{J5Gqtobm)uY84 zJ1%PD=E5JjMSmok4O$Rr-T2$eam30DewW`?olO;bZ2gQhsXkCR0O}AYx98dFx5!@nCnxqCl+5IsRPYVn-kQO`*2tl`spm8Z#>h%+3w*BG!xeh;^ zIA7`TH_eh{bWHg*DCQ~Og~3g8lldX&6#qZ@1XQXz27TL*)oSwNpwk;w4=hal<40t2 ztmdI-a7`wCDwihTzLol#{PuJ{D4i0%F@0peK&t=4qoDDPs+ZPj9e*)Tjf65|WF_iu z{eiNYaw^v%{1)x?;G2t}@}~IJRJ#6UrEZ`~1!D~v({>}qI5_vE0%VxW%YX{sa>M9^{7Npv#WVL7Up5q(;2_bm{i}yGPp%jYySvC z-7kt@ime=O{;I(KJy^%(m)~m~vrp|O?;F!#y@o)GwIMSDSsonfJ^B15_f&xz7M4p{ z$o6}*)$Lf46m4I+s_i56aeGZl=V>)?R!`-ZQR$h0K}%>u6H5^J|8Q{!H>;kcG{iw` zg$Hb^0!@=7>}C{RHG*`3rvBSrui7R1{p}l+UXQFwf)$LwB36^PrfWc=uM9n*vV(7A zd?$oHdxtE+EIQBAEZzEKJ?`L$#9^r+`agLXuE@;1r37aar*1ix9L^+bu0 z91T%9Pg4l9JXIpa0g$P7JdPhs`&am7);I`E^sH=v;a~TNENLRrRL!(AVku9JBQJ+i z=~iNJ2`Vo&%d6@NtnZP^NzpBp@Ow6Z_FxS}`cTb{#?AphdTnGn=;Qsc!*^8wEK{b2 ztGr<#4uUj?s&d|VH3Vhwgz;1^pH!gaU(rl7FVWg-=H29|Oe?#}D>o(0Uk3F}_flQQ zSIYUxvJLP>#?#V`f&-wvDff(}@T zwSQR(ZXN)2rniUCtx7-iX>zz2e(6r(eyURc879`*PPx@CiR`MNZFPQQkUHQ;qv(Fs z1IaCv>B$8Hb^KCpf@5sm9dv)82Urc{Rej}JKhPwL;wB^tIUV^>rToWmtB8e(s>)S% zo2>F$PRs$@=nKk$e&A9zPT>AAs#Zc-HR$OzIPxef&$*KCwpUxJp1-=&NV_|1HiW+R zrv|I8a6i33%RtX6*HS1@jJ?}qbx_~Gqh0e`n)r((pd21QMaVQv7i!bjo)q9cU)>~yywbRFsF??X>SGpc-4CZ+?+mahu z(+!ASrAiw~fpn5H(P<~hl01_^EyXfGI)L2Do0`5kVJ1|jCW&?0m+oc*oiN8(k*I4u zHG&C&|00UgxMq zip2)6?itlRuX^P@tI>*CN)G91P%>>uqEL5ps!)?(rUk3^sTi>!|9;xN^_m3rIfj0D zEzE_WdHpMsR&W{=dJU<*D(Jb7Y05#+gR0Lr!~1Z@xmNlJXrzy#CMAlgDb3}4ME)wy zA5W;a@~5Mqx+_<#=;FQ*`uYfq8J5LfgJ#FvlL~2DZ$4^Fo4*&@h{LZzfrjW(!*t6{ zWyf0-DCBR%JSFLi%(HfNmv zcz(y$8S9VAwq7vL{smU*jtJ{eto8|G_^U%0r@%S{I3?Auk$Rzez1ma#s^39K_xT+; z>ljHMj-Jn$%NH2e+2$QbK8nW2K^^n%G;i;Sj;f)z%G~VIa~w6MVbq&87eZf~vjVNy z@=M?JPTA9I&<^I(Sj8bK$&dTd#zAlC^l<~jKYGXwD1;9QinUajNKl&QuS@0+R{h=u ztSn3uD=|_`I_o1E0CnF$qBulTKkfQP7G5gR_+vmZl}bmxWo2PEmoADt2diT|;}5X< zDxM~OYGhbncC$>Xe#7z79}6GAm{b}PCM3N?rho|Ew;3Gf;Y?M3wqwQHo`; z-pNvVu^#VQ&&#@-mnge^6kBrKP%AY6)6Os>ssFMR@pTvAgBesV(*{g*q+9QA_ z5|n0Oq?Vi)37NVDx4fc@d~o)(m-D0QC8*5&5+mbQ1|1@2{KJQmXyxY7IaS#-8KtQY zImt4AYn;AM2)zVUU9fGaHgnFp7z#$2MPJImkEodrfc~g4s{TzbTcZ9bwdnKxPezZS zdYbM;5DU_bCx*dN3WO#M@()Z(UU|};BMeA#&e64wLLM4PPVx^-^G<@2BxJIc>-%YL zCAkrrXV2lihw2m91I1JYV}O-fxs_%)9X^CHksrGf?Q)d_pmmXMm?fNie-C3i>z>H& zN`e|x#sE2S$IrIL-^uF9uIg!*)u3F)(q=##2%&quC#sh8)|H-G-#dN?iSB=DxHTd& z>w!VDEl{-}!h8s;-&1|9^yI}Dwa1ibZC&gk8W5)(*q$4J$B6Zf-0#VOhu9j3_4HjN zI(*DAdW-7q$58!aRH2VLee*#Q{Z#!wSM?1zAMzNgr=O~CI5K_QExa2Kq4b}mdhaoe zse$aN3HS6FLO(<3C+Mf@A2c$(OZN0A4T%3D)&HkRw2|!T(~o}o(a*&By;OhO-@f^P zt%>Oyc0a~v1L7Z>J-tr|{mh>JvBuOu{{A_A^O-$;f_|$0vjOoLLjUU|s-FebqXw*= zKL+U8BeVuUJ#l7>n>a$8J>u-(7>bA3Jowz+dDG9$?G0TrJY_6&D9ga) z9p;dk9-RCbFzFeSwb8en?51cC(8xAVeFg+T?B1zw8#!7pnw|QX0M7WQp`*dt z)$I?Cf{r~JX(t_=tp_}~3lz*tK%>*3p!+9}7{hr`at>6}*zBC@r}lYJ^JE;iwH`nD zCmz(jiBE09qu#0SLgJ|wGjZZWXdDGG^G=wXDR>}=ce=4SIwR07J8-w5ZP1SV>)fZZ z4m_gE&mDoO4~5U|bNlb#$nzcC2t>y#IDIRjCm#dK>}RjZk2e75RvF)W2`TRhI`c+e zBphLnr;#bBa7=WZ!U-S}uDom1kPA=qdb+?TV8$I0#Z%$vLOzJz5frly4W=^$*1(=& zmoi6XrtdOGMRQB!n0JWz<9AY!UV mpI-BG``kXa&+T(Nvi(0O$wHhLd~@~y000004r($oGCH7+h6x!NIq|Pwx^exl`n@tV z|J%f#>w`44U+Mp~|Gy|HDXFNasHv%GXlQ6@Y3bmGbeJ_6+>#xbJ*a?MmhMb$ZqVFG>EaP~FQDS;YtD5I@kP{7xz+>HfmT` z+9P_bQZ3E)JW22(zbT-={|M{1%dQDp-!BtJbg$E#-bic$pz}Y_X$r>KPHz_wPc45L zQJ-%aee-o*gC`ss>h3ZqGcJE{BPs&!??g%Qii}^OPxlGTrsv&5Ldiy>(-yMU0lKcM zY(FEpxJoh>W~B>1Ka(I^Pyny*`i6yQd>Swh!lZCqO&ebo2;MG$CkHW_2zIm1jZm*PlmfEE3)(X+vG!Z+_{7?UU7mCfeJ>;;+frjTHk z{_0O9xq{`dl8I&wV@^IMOe{HhY&#FP(sGaIF7RO&SbSaG&ec7|bTHnc``8OOR)` zqVP`L_$Z1~;oBR}+7BmY?`QiqwtH3Z^Ia2eR|#=FjgEvf{dUOO>Mk*LvqQhl=aNCw ziMYPK_FuR~eG`7y8*(MhRZk1-WdlB|xe5_RFbuw3DS5GFf7HbC9WSuy9%l&1Vn^Ei z@kQ`B5pB5NpND33Pqd_aDYwm>534-SKBn?E=OagKENO|9btB%iA(hnK=Ar&Aha{@n zt5@Vs+9d7)Y!d^uWay4{Rkt&eC3mcL_*y=vxKF3XSd(I@F*%2eq`FYS?qX#8xx0w6 zwzJ#~8?|Rmqt}R1oIWz+vr6|qWC}3P6}!9L|A2h3Kp)=(6lu$r zk-tM*nB;AyrDEjcM5j`i^av%NXAwSoNuiIgymtVs z^6%0wh)}nHQjh}z+w+EAPAXFmom0cQA?tM|UCCQg#RV#Dzu3uh$NXj9J8tC^btFcjO{f@ z%3w?pg?%9nUsQmEspr_6VqGUHut4Gu^l3GuD*?^z$S<5fdX&7|$lG9=$WzJ3r;uE+ z{s7fEgzm9McA1B$Rf`!%m?lr(&lw_v4VLH8=T(a6b!LGS4(-Dd6sxg2s`hUT#m2^m2TW{ zSsrn(_;KN1!gyZi-T3>=Uk!g5kIOO;%EKw?VXcIU7UMRyYSQ*res2>%xR5n*(!cCQ zWbMVoq@?!hXfJ`#E2alxX)enxCf$vCJJ;662<|#o;s(NbIAQf(0T(Op3Pk5FKcK4O ze8ZrMq(@_QI_0IDj&6|udK%Ms;s7QH7I%%H0gWc@2iNDAweinh}yS={Y)SK9*NPIt4;7dY9=Y(6^mVQC>{HXLHL|Olq_feO|QN#iRqMn zQ0902>v@lH1VcM2no|A=Lt!r&G5YkuOmv`N;Cm=O|KIh?Z*yAFBI*pro5D`iztA`b z*L=`Xwj4di_jr9Q`ib@h3+g1@;$5HUa^2&qeLu!#2dIepA0Ea)_8rC$%#U!+4=w1G z`guEEue?Ry4B1UR{zC~Y^PJz?{&iB}(78#5Vg)R;ZQS>PC3%>BV?|V|fBR{ZX=(20 zB>i<2JU#g`Uy6kZR;dfs*IxvDA--D9f2Y)+05F+(a6YtD|z-+34Ob;M%SP@stJg5K^ zkE22@MtuoMjthI5W^~HZOsOJNc58WjP3gNEuip#6teI>Q10*RttmE}+jcg=|i3l|SE5G%n5;H~J3v;4S8jYvEU9`(Gk6EfvLmS>fiENg)`;^1FGpEM= zUAj586*Dalzc)K#ZXfZ|7D;gXRhc^CeGo$7TohG$%wk3kb~&+S{z2+-Px1|Ffm`ZM z#vUUw45u6HltuWU(qIe6RuQS%+oYQGE&CKit9AI5*PzpK98z~vfWahW^IXPs_O4D=Px6LsNuL3g_{5+wN)s4HhX*- z@TSYvRx$c80cx0*;FEicpY!8IX6na8alc$vA2dJ=Nm}V=6}BDAmdSkA2q@7nD>RaM z{lnR5Y%xB5TL{w9@WXT%M};vwt6{XG%wdq ztvgKF_H9C%mNQsT|LO7Fx4gwZ3)-_-pFY}`mU>KQSQ3iT;1-J8+cha>26bZY)?CeP_< zdS%>oP(0(!r>N;qOzEZFt@o=)EY)^`#jcYTk$Y(P0D+zJIJdMiHt-|&Ku56W7hlsI z!QuReYyr&oN@`{kVnH%BY%aU9qL>5V%R-}pa-|&AZwPd8+xXkyJ8NkbQ6CREPp1$| z=ro*C2JQf&70m#oc>F@JyJX9dqGb)O0+Vbs!64N$8r;XN)w(7>-nXm~{QF5l*|I&k zhaDW!n^yTXUW}aSbHCJn!+<2quLn#e~R{f_Zc zt*?2ezd3_~j%@I4+SXY%cw+exD+25b=xslHE_Zbn#MgCFtc-NudcfZcco{bStnv_Z z4GLE9qs;`)dAmPEpnB1L)0)2(nQ1cK2BS>JwcbZ0>$d^~i2mts?oLaxVkV|qyfzav z&^SLegB^m3g=sqSo^ReG;l}hYd@bY;amUAm_FjF}Y8&B$mpa=4BTFcZMfBDLpiXUG ztgVT8C@RoMAbCn|@W3*?V>HXFGjsfzqu>*X2^W^YpvtF*=|uXy^P7J&&J%G%fQ2RKKdO`!Z9lF4Umbv+#t!R)6RqyV# zNR96Hdd|peb_Eo27RZg)B@YMM)p^IC9PAqg4a&|29ohw3SzQ>^`yI(^ zN15^mj`i=y5o)t6xF3U#pim%_mv)rdzYMiQaJ$u zS-n1;_LFm8w+}RXZeru-c^33NZgxwFEtY#mF-0y zsv-cK9Jcs`^sr^(O>#0??ZB~=<}d148f45{gqY}78^-5EEl~*;wNsWC9*JI5-&l5N z&in>q>QDn9Sb2)Hep&xq-_4viK7bfjZ!$-%;C<=$Wv{IN7q$M8m%_I{bq>Hs3XV(T P|0ocsX{gblW*hl`zy~bu literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/fbc95570-cec1-4bbb-b2a1-04cd9aca41bd.png b/docs/handson-cnn-tf/img/fbc95570-cec1-4bbb-b2a1-04cd9aca41bd.png new file mode 100644 index 0000000000000000000000000000000000000000..c4e0ef486b41166dfefed88adb8b837fd24a6c16 GIT binary patch literal 3768 zcmV;p4oC5cP)Jm}_0000mP)t-s|NsB0 z?*8`8t6*hgBq=GHrKBm*{PBxd2nYxX2?+`c3JVJh3=9kn4Gj(s4i66x|R1}2B zwQiX?#}*B+T*+QZ_D%vqkMu~7^hl5NNCuO|BBlT0@(A9N#&`8!s$bmtfaD}Y$dBqn zMH?5(Ti@e@iu_fNau4c_|(d5gyCew5ic?t zU1pG^u42+IB$k<#rd&x|x`ao3nR1B>Oc9SL&EW$n?Tn};mnvN%xUrq^9IcjQ?_i7Szhv3`#zp*AKtmX_~hlmkHGQNBBk)Mqlm3U zGl*kJpspqEDx z3{^i_BYgl2G9SlSu{_IVWV`UG&uo`O2?Zm8B8RiHZd)eU9i##D%KUh!*bqMKyzI*S z(L>iCY2w7HMDG^h%XgU`0RNu>ZeQ*k;LF$7%UuJE3+p%j%l(v53)juY#K z1e9h~AJ5~&J;*y@ol8BPK=6FA`N79ZrQXEOPnwBrmsd>N>gMH516m}`4_!i22n42k zfbeM)?D9_9>UvcYd=Et=Kp0n2I0q?Cs;tkGmT_7GWDO)D)kP|j%^^T%UFS`vtb%aU ze?taUe~;s7v2fbb9P&OhZ6;F!jJ)U6_n~6#fh10Qnt=`bA-sG|+3Ldm{(3!Sk@Q$coW5xqJ1I5; z2?T>)-Zz0@&{GiT3?^_A3dw2&fei}ftwN3?YTyBdxAMbU=_mpnhus)pFpj{z7TyZr zSOT4$`}IZu?Zrp};gqZfn8aUi#sRX?1i}!Y2KaV^fZ4Ie3?L9XH9H2`)+j(dag_GOgx>Rk!*VErr7Og= zzfil|n3o(lEQb=Pok@O}oAq{SfWCI}eT^qj1N6T1u-`QeaNA^XD1j9~?Qt~^(BC^_ zh7(v7u{2!7+DM-J`U5Yv!(2I9^Z!;+Amd?&=ha98=R$~`ztE^7q!QPD{=iE~3bA^s zS|#7;2o$gT`vWf&aGZ$LnN`>Na!mq6!t3u3JnQ31Hje&@v8K>B?CQcI_qNFh0_RoG zdsF!fy{#}ypq@6ikHRHG;r#?@g)r@IwN_(V;RASw19)RaycpgJ%TsvpD@_lG2NT!| z4~p5a!+K~pMxMrx>so2p5yuA+I6DVVcMHt|Tn!*_7N3V_+DgdcY69mM;hDA)dvhg$ z^SIqM8UWp!81d7_47}0PVY_2Mn_Os69A`@8eI_5v5D7?~r!88}xM# z?)3XCz>f=>8N6w~+rotKokr~9gXZpa2tccHhzc{x(x@fL>Fn6tNjP>-wYhRaic;^WUNy#1s9 zd#?e;X9P&3Z@ZcJ288c8Aa?9ZuL0^mukjy|ybJOEda;NFx8Opb&o7?$WfWc&&hd{X zFE;_Q_mB7Y-|xF3J_9h*5t8S1IcuLgCQ~_qUN8FiY6bZFl|i8b#s+rwoA zrU3fI(FFP$V4~|FF!<*H;Pdy{7*pim24JAw{Vfc>|BipZ#_zwI4D#-tPr!lRh%`TpRg(LwxKM%Ky@mPv%7 zjMyEH?Bux~^`-705ij0W)IAWB6pF~(8kzY`_EEZ-S%jTqjR8J>lVW4e|F#DR{a}NJ ze3MY8K{+(&VqG=II>r#P+W>ToiH$+uOnNxA#1KM*vliIVfXoa)(+w-4J#$)QOZY}1*lp0DmhWm zTx{Zm8Q+JiT32@#$5o!WmMGo$D%iHJZeZW5j?$UkhikWY*2aJw?xJ)?DQsI;H&krm z8|*)0wXLf=M%Y(u(i`mHQ!W|eM;n0+9E#p#AFguIl@9$~4CnM4ik6G6JkR{Px}b~; zU9Mey5SCFo_GunqSu7m^u|9HG#UG*@tW1=RMNK2*@Mm4!mtiCEKFhd!mk9TZwSSu4 zhifMdoxOq{ayZGlx-oJ%#kx9Yj2!Nwbmw}k{vh9V8CeT@_4_*IFm8#`H4XB42tq8l zCzF01(=IuT%WIvxlNOBKn0~*)oK%mcvJOo5Bx2{rJ-Y)J#b&-F@%bp7-rCTsJ36-e zGkCTuX!gN4slS8aDmlFD^T4HySMNCx7iTiXsf;n!?*huGTq2h0&tr1BhQDWz<)R#3 zmX{LX-yJ|;X}z>%UB7Mhi=jE_tVYbz%g8?dnnn4Y4O*Mm3H5feou|@xp(Xr{4Y127D{$+2) zL{O+^PzRA@7$eFUrusoyh+_RYBP~+}aPJ}TksQ{$qb!Opj{<)A9u;L|{YSqC2~F~0GdElOF!=I44TC7|56~%gE-^s2g(9AU!MZt_^IpxK(3S#u z`|lEEU>hIZA{Wps^e~s15UVn84Y2#(a7TO;e_GVB&zoE`W zlC|BYBR!-hO)mQjPyK-}JsBkW;R7{5iF`XmmaC^rm(ObSGUOp*!%L@~L>>OZ6MtY| z2C;sO4d3?%8Rg6_ymVPWE1ob6$1(2SI

zhJ6$#uD7vDnB?8H3+sm?@Meb>GgINfz14j ziCdy@BaOsRpK$kllFdmJ?l_`1OK;&1>?zcKdWf)CpG5RzQU`9#`U89V3%}gPBYgHz zxF+Oem$!4gX*fFT?e@+p_KUHeq9Z@-ynH^>KJSziCb<`ivc(C1mQuz?Ep%Ls{B>Sm zOiQ4C{E-lKi)igudmgmVjYnNI@?Mpec!^y^hw64??JbdlZK?=JT(!{9Pvz}-uSndE zY%BNH&~oS1Xqa>t!W;869IuhIO<`(N z-=fPk^!uswGLqH+-7t;9fl=kiU?do9WC;vH5xc*rts>6LA_fN4a!3&)<4?nJk!vA0 z)CS>}M#3}r1D{=QBnK_@?VgkpjXOQ4Tir<Qm=x)>HDBK++BKWgR&>g2sQMgBX iq(^$BM|z~&rT+rntjxj=&s9eN0000e1+kKYx|It8j#`4$<;0{wn4$rn8w+AE(E9gx(TD^VBU4|=QAH1R`LdnMsa1li5kg?kXI zz-u_s^Pflf(AQg9`uPG?%pY$nHg#+9OAi7P$(vgI@n~HbvW>*JWNUrU+gP>{iz_UG zxMmg<*A-_vKbL9uAC0_q%%^Lk$WGWVe&kK*Y^h|!#^*L@>2t%R2bd(zrVpVR7a|Hm zOQW%3LhM3CNnyj>ilatKTe0gGp=|H&YWv#KtguV~PxqW>5vU1L%|68g$gwX3au6d+9F^KwH}GM!98=LXKwg-5lGiePMnSm~W;lU!;aoYIz@G>=vcxOp^`qRu>gcHRy_klAu-8tiF<|^*p*Rmtz zF^yA;2d+mWNIX8a0HbQLpdDQ|pq*eaN-_=}aiX?6IVtWRQ)V)K+Zoz^LKPko{1FX1IA-#j}q00@7&DA$sf z$K(fsx|wT<197YQPyo9DMy7|qt=ZkY{u&}Er-UJ5R+Wh@DKZwqpTxdW)c_~1esovE zmA~~b8rO+tUS{e=8}9JsaiCs zvOTS={39CxAGfXbgb;OG4e+jH zW#bUaDFBhlTcsJw_|f;QE}H?}XNu7$9=Fzq+3n!z8g-VV6yky!h(v#x>2_nC%n2^&5>MSFlUi z4e!+XJ%DQRD>i(oMS{epA&32TW`lRUD1=6#7nK0dNy2Yn;Wj&JgjJH0PwaDYM^=b- zfxP=M!iRc%8xF%=#tK8%aSl&k=`-~5ysh2~r!*mYfZpknmlPlAp#eVlS7$8P2k$i6 zY}ev9ques#`P5Tde=6ev;;s+11RX0yPoJGMNkE9wE+!y)zhzYtP|~C)Ha__KH9L_- z1k`mUq_c_oI@t4{sv?!{T{FH$1@9UZMW9~6cq+5v`nZ+U;nq29*#cl~bK^A`N*`%v zL2^7PSEggiz%z?jw?sq~o?fK0T7|}^d4}SpC{_XIf%fJu=!dl5O26G*{Mi=h4dj+M z-0J^A7fvG#9Bz_e;_L86ot-7p0%GHKW2`r6;nH&XIZhMzS3~3MD~IBK)WGbeNTTP% zkd>&k&=)J4l(m(V5UtE(d^%51GKX+};~+Gc9p0#}M}^VvFT-QpTP{{{QNHkC`C5F# z>AI0#sk*M5OsOTOfnX)4tb8&Zm!#WBwd~^wI(S0y$aIv=SFa>+AO?Me5KkNoqs#Wv z2`~B@z z#6nYPS&{2E``2ODGPKWGZ{U*7UnQ%`7-?(bQh8 z$jZrz-5mL$dqSji67zn(ls+5Q+^=||d4Kxq9r2QqQN|-(m`{>u$ki7fX6@6OE;xbe zy=H^_2qc7lzeY>{k7C>I88NZmk%VpUG|>lDqBB;!5ZJbs*z0M|p*xCs9>K#_ycoJl zI}SY5hPVk|n0my0)Tb17RFF3JIO9psbr==d|bzSfDhBl-5rqiD;OJj^6nw39vX%@Vce8h;+mFe|@m`2Y^)=gYF0u}1D>azo}i1BZk z8j8g_mD10oNZHte2of&2+VRw5Q{U#JZ{b&zH0K+;51b9rU^)dXK2b?IGv9u8f#`91NjJJzFp6q6&$k-i==}V0 z^RZXxHiyOMao27-D5(3;;LPuQt5-4D9PllTy-zoHNK+U=B9m&Nb&^b>(qQOx!Pb(1 zqch$!r@k97oVMZc$gank$FDEq)0HK6O>T_Pg>m@B)gG=+vJ;siU z!dRLY*I)Qd@_;8YK&fky?m_24o6!GA{uW%~&Rpk-f3!~WtRi;X)Jeqx5`A8c5h34N z>jD2mY&4@q>UPk}0Q`I6vCW{vLz@nw>(X#}U1Go8Vgy{+d(7oAK+4FSl%m zDD3DKd8N;1_%@Un*TQ&1T8=19i^@v%@d&DC)4tfGq=MD=ris^x4{NEo|K>T3vn2Q` zse76d1mxO5@=gZk-CZ6h!dFON7ngv7E?~tKua`5Q&pCV(Upd7*wn8#lCOs(m;lhQr z#f#BeA^vWD;w}$;-EsF~ZdIU)1N?V}5Y78$-Vf6dGo{YXV=YNW#1II!3g`xAsK_8= z^q5ZTL*rd(I`JkpfP=79gJNp&!tUhv02OeXrZ#5mZSgNYR0GdVMnu4C19wXKR1NBr zrFV@3b%7G}m@cHCq+h+3;aO|Z544N;yZKO?ZTpdj3%|$-W>C7&_Uy{D4q)QYkNTaU zlLS*e-Xv}NP=6Ri)zt^(`cX?o@|XTfB7&=O?TqO#w`cU`{X0yBR9|WX!B4qs<=gkm zXeYI>V<6HQ3jKT|ItM+wrH`a=N zjne&h%$2P&2ousE6+#CN5Tq0(mZ7?VCI2Dd;X3I-t3oTiWq)X~iXA(&@T>aH%WcKJ zr*1xYQxJWfvHw(}4p{2A(`~l15g&Sh?TP*a*+vJvBGxVXak~9X28eR&X(GZi=5hUW zjUOM@HX1?AHPJ~T?C%Hcm~W6|AG#Vt7ES~1PA4MuK3~MbF9i6|aX4gZyVAKA` zf8L2W*o5{2D%nQX6??%i5TlG}>_U*poDVh8IU@B3K}YJZ*x$x>cWkljsPC*#^X~!X z!>plrzHC@p_=lv$9ObIN!CP10$cF?S4gYfhL5gxUfR%Tc#*Q6$a)&yevqwV5j)d<; z{VB`z;AvWzD?vkF6hG0P<3oS_jv83`zp`eja9IG1{ajE$_mtO-O@(zrIlSYv#} zq&vgm8c0X>twX9reH`R{oR_2i!If1)I;V}xpp$d>{cfjf|IPsM+I3&^=Oi;sT)!d) zl+}~bLfhd2UX(0Eems66t=Y%iYLo<0Ofeu|b&Qt+jVdE><^F>Kv0{d?AQA28XbEWHzJ^4CF6(ek(Y_|;k?eP|e_>MR zFJbO!MtGK#4C-b~PI9VNDaaeVu!Ui1a^IepPH-*l>a<;p&m-h41f>|&GH$QF_|r$f zn6uy$=$1A^V1Sdd@ia?9tz@z+TY+32Vo-5>R&jEcALXEt6E`ApPuoVxU$WYXfoFV9 zMT(K?*WbsMALy`p!9~GR_*k#XIs+On9lP=lRo&?!hE`XPJ#!nv?}076T`3S+XFmBh zypolmH2c99@BY9Fc1&n>Ow(VeAJ(OxG=yzzOlLIcj4FH%J1I6&YGD6Vy}0?RrI6Ks zLlJW=ZBkpjX6YL%qUB|rtt^(P6ZK$NZ?0=*@v9D(jfaKDa&}rcno10dx;NOiOZsgG zGk^1VINWad%WnPq!?4Mn8TFvo(odv}mdJaD{$a4+Hsl*8^joU1IjP!Pf?O4me*4~I zWb)y#2NIv=MkD@M5Nj8{FP%J=05<@1{;Q6q%BS6z!loIvveQ00ni)16(d$?SuO=xo zgx)BdHa@kaLScvrqZn!fHHI32(C^Jfz6-3(dqcgwt!bRh6{#vBuU4P|_Xp28{!nA? zR)U8AwuyxMq&3~-r;!xiU1-{GNSI;>{n=lP+^WZ^)SnX!*xxQOWd$tG#DeK+|EQQ; z9tQ4W#CQp5S3-hq7K+%U)=4x!(cZ0^v2QPpY9>#^&4F7z=3WaaHU6Bp%0BUhgh}R4-T3s+j_et#qdU|~=XO{E$!K@3{g#baU z{Y+5Z;9RBd=rejH+-oGP4_S){5Ne-WPls~{kH#|{^s>p;iAfyGYugh+rKJ_DQSJQ^FL!=LtBQ8vUyq zJX@NBBV=`As=1Zj^@P{&T$f+Z3mCY^oqL}eTl>*? zT(>Y0as}>MxgPUs^Iw)?E99JC)Be!SpvRDOl*U<>z4oFs!7U!>sPA>SYF#l1TKf&{ z+};phbKN^(4(ZXPxo{(#&mHbtJk zMbZ)Mz1Z{2r72!&>TG}qf$6Oi=i32-C^$<=k5E5^PM{>yR9OV%eXMTI1+>nc$KovW zx?K3q+jEGZIGz8q1o_| zO1~q%Ig>_P6oZ6N=OJz#&ouso{|>;EkdY6&xMDsoc!V*XQ~=+nid}kDb}Pb`0os14 z``z%nKR0A+2EW4ts;AKAa0YNCy?S+xPW1k0zfF9m{m27&Rz~`fFv-w;!qETph8dm$ zd_eqOm#$#79rtPev;HF<&P(|f%vdrah8n;0H`CDhN^>-+mQSeV%lo{Uk~LV~k=ISh zRAI?KckvzNb2Sb#{?y>=m$+xlKpASYl^6TR`zdhoIDvoBgsJ7#LQepdW3FbWx2EHd zjEwF5SxA5AZeAKPkwR=iBr*Tsb>G|>9vyizo3k>1FF<;XGmX~qhV{_N?&G<-!JpHY zW{y@!PlgwQx}5I3df|XiiUUD^MgUJhkFKkg-#v`rJmiug4j(OP#38b1=f;>r9fNt} zaaUtgMJ9_cmxa8&mzr{RfhBsP(za<|1XT-yUe>n{81KY6Y3kQGqF|jk3-p#*dGiaB zyGZ$kfE0Au)&}`MYph~V6iSH9=+3Ep?UT&tJFA6Tu7N}9^&RyVHpNk`L&!k!{`Y;f zW~Vz%mp`AojMtb8CCgM$JcKH=`@sQ(yg?BNEPh2`YxCneIBzaHWYeN{yF%ISuY&^Q zJS5|YQ?9%jWgEsMI}VVf+onEz7n%8Yb>SV?%@1@TcVJ@mErUOG!OO7z+#~dR7osZn z`*1trJ5=Sk6C~?_LPG61Kt}+Ln2sV(y8ONyEL~qdwxy(+7-rF4J~8RCce~_t{Jqs+ z-+J@Fs`V`rRq&m`@5`jT+TR~S!0Dg!bu#F|WRP6Jlpi{`p)UOVDOe8Usk$QJ<8@=~ zY5aQTltrybTKxShJU6CY1toYA)`MY!lBX;H4oG}>a6Ox9UT#rjZ~PYZ9}XG)nI*#w znz_R4_uv$qy#HQO%+!jfV5Kr;o=d)HY`*{Koh2lPhA|866Enl8IGR_@(GG;5ut9^@ zt6RQza88sh2?ub)iDq{%6-^%FCF?f76>2b8 ztukOfO>)O()8{l!vA+&B`7f+ofc!7#N?3^t4WzbW9bXUfgE+qY%B5PhFG-Hyb%@x0 z(ky29(bmpE!Mw|4D z{O@2)L%y_7BeG9rqVvj)qKmspS&VR-x?sGOd&T>_B$Fe!Iy-Xuzhd!5#ACZWYKB?vmoiOg| zxfgD4{?zewe_z9q7l{y#8Qw3I3x=%T(_g-a+H-#kctxj^ndjJObo?0H)aFAY^ve8q z03upr@QfT(AypvJ%MtTKt1j0Uzf^g!a=!@WiqhyX%K8tw{`i0lCg53}(v@z(9NGee zkGVxm*q>j}T^#a8W-BE`%X+|8v{-vu$NA>uML8qYc&9?Zh?@JHV)uZd*q;!cKRw!=Usy zEEfEuGObiszi!R4s4f=l?A};k=(3h0Q&bWekg}wJYaUNZ1k3(D_cKQLn+!(&Q3&mM z4!A(0Y)sK-Ks0WLcjmt&>9pV%D`ILJak_atco70Vo}DVB*$sgcqU5UhLl3M}qT`}`pf*0uYdpbe{}uI>tBC?0fT?qKceeT<<}oe7yN-gfAl!QpGg-Q zWByEig#XjWU(!dZ2uMGlee=8Z5&!scbdrXjeDnLq5tAOYXaGe_KIVUUe#Ae(uJ%1q z+e6>Gcl@ts5%2jwZS(s9-JgFzz7WFLT=&}*uET!s>D|-*cHZ~VJdIbp!qX0udD_jB z9majX<8RkT6hgmW$J5(9%-cxsF86iVh_2JPjTf_C#vRxF?KGZm*Y)im(nrrQxc4|L zx8Zia?LA)l6FiTG>3Y4GxrhCH>yhc|XZ$DV%EGcOBW$LdFSl*EU8Ws9UHg84%L+Sv zvd`;wGc*2veS~beU^ix1Z^KG77`QAmamUehUQK_wF~8>L`_<9)&x~U*R{La6xApuD zV4p~)5?#Z>JS6$LzCP19{&RGB(qP}5KHliv{`Le{b0)f;Mp936-TON}?UwZMX6|aP z{O|unKRVt%I{U;QdxJq`-DhXN=ueM7C!&_Ciej6QYp+{!ii;{(>aK|DHbLr-UA*Px*UrId>I=sA2x2AFhTQ5)O<4 z`H#ep_$QdK1&w8$TuVXQu1##gFuVaj$h$YFLdRQ8T#9 zMeyXoNDcovUE-`uAS_b^G9J&g(dBNM;A}e}ahcx*`GUmv{I>loo*PkW>ZrkMegp)Gec}Nf=-l?9$azH$IC*sNywsfe&)^1> z=sP)yL!xWtce9eOwD&2F|F+zhrFXyi>w~AueY!D5wD4(ehYV}`IpJ!{^6Jjus8|Al zrzO6N@&!pE<6a_giL=qRXG`x`eBkCcC@=X!48cI)_03rVXCx*U1SVlbr0A$$O3M z!F`8lxI5}B(Yq$P-gpxq-uI_q`#ze7gu@W%x-9cEpMk_=B$@5|!PAAFkjyVgdrcpd zfr#ln$4T}QU39?N(e)~1)6^mc8Yi#$Md#f2ojz~jjk}65&xx+lAL;j!`fl6i>H6lh z@|6cU(d9llHI=pxn!G|~zZ~_FF8{g(*DJ(B<3Ce zwVtj(o#2<>OW(9Oe8?|`xV?Ea(%(%KCGu*0>{;g)cNUW9o=-&zVA-xNBlIlL!QQj0 z7WeYy&F~Sw+&S>#_@x|5EaN|c-+Oz1pV$mJyEB_^a|ZLxT%EmNR(oYz>G?(SzQ4u2 zj?Sl#_{IO%eNny$#!yDNc)_0l?dS0KHaB5-6YcEJDep63mRjbtmyW)EC|?GX7^0v_ zxu$+-iLbiKyCh1^&Cdh>L-v(90D#2VLztd9|+7yg&?8N!4T zNVxMj&KEy5L*^HTz3}8Gv^X|y~E$t<{x*N_`@_%El{Cn7Ur2kBe^`D$~n0+K@&fMkv$lpq6u5(kPi|O95 zUCmKY0)E3@6VtijQ=dHC-uU3jeY%31A4Slfl}>79&_`?s80r-)mpu5FBSY9$_9s^1 zYM~G$NW_XdnB?;xM75_yMW~MgT0Gj;MYrtu6ncKd@*G&rte#(>!#8zWTZA_^L2er!qvjz zQ&RdgH{qwb+F+2IjxbZ#9_-`1Lg38V!#c);AL%{;`PIXLU4#;sH9#-^0$Um^a5XfQ z=tcP|%xXU8B^lD_0f-yyjL^qC8Um)4Zl1CFglXDSU@2yj18#!CMnJS?7eBv(KqF*m zHlz8B3OL8h`;4Bhqk;%kl9$I3s&BZ7XWLXHicPx22u1-FHZRhZ_=RdFYfi{w94j-@ zv2VA?hz}e5Lik7}G{3N9XJZ5EIxDYsefW)T;z@Kxm=Z1<<6!GLV>mRF{RtP+fdA}V zK?ZT0a~sAHqC07%!&uyy@N*!j9fh;VZ!J&My#sNWuHkx5b|wr6PIv17&Z(aqxXwUkG!;)pn07L4>z6@EViNRPxF1KW4LS4%tWmL)1)VDm^P zIc85DYx6+}k;Q*4N7n0kc_q4R{+j#N9eotCh4|Z)lc}oPcF`3$bgc_w>fOu11&KL~ zaTf@PB1gXK=0m!R#0-f^XWsLgu6s$xEH^K*0RmmInTLs{&fkzji|CAfqU$ZfkFQ}M zJ-^C;*IkA=@D#yzC-JWyQs~irEu3oYH;>`2k&P*-r}K{(EyECk*csC}I=a>{kP!KG z=0S9|evCvj=NMkZ>l?GgM;A=j`bNJ!^1=t70~$IqM92F_+I&-92pU}{ngUUW`o6l; zB)MM!x5#gQhtA&*K;j!?6FfGS6>MWL<>KLp+3BORD-L8K>4n|{M*fa&0Tj~~Hu}*R zqi7y&`Z^u!t`5;o+!BPD1?AQ02SerHAw43Wl-6TV47NHTCE72Bk!Ozwfs;Cxl+Aq$ zv>}%BHU!*cJS}&+zUQw)$s=8!L2e$r1l+1ySo0KS$bLQvhuN-Ut@w+Bfp~E4|MUJKSeDWJ(lJ*E!fpJ@O0gRAS{e2pBed{ zOD`XTd_~8P$7W-+@hQ?J=b@95uaYh|)C@JPl3#(Yq>q_j4DvVzJo_+L#}Gxm$akBYr`aFTT&-VCEP093SR;N&K>r%}KtPdw0h*ua2lNI*H%&@4?x}Q_SUfe)Ua$ zvDqRvOhGZ7eBFB(-0&oQjQomU%lhcd9&>F|Ss9SHZ;mpZ@jUy4Rp8fr9RUfp zS8wk`e{AMggg*WJxEiDR z1#*7$fTY_w%cwQ{_480hVq8wiPxGEDL#E4LAG4#rMSwHP*EK?)+Y&5l#jog3gq#4yFPQI8&Uc$HdDwFZw z)8Ln!A7g+I*e7fQAUU!A9rj5@P$uNVcQB{wqrZyjH>MM&w0rMT@c=3~3}ct;0X`kG z!Y_un_;GPfiBw=wKLHO;2M@1{9~bxF2X_N;?gnk|v5B!^3(X)3!xGfD)ysLy z$S{_J2zeet9f?$8gmuYWS#*1#?yX_d<0h@J`bv;5I65IhQKuJ#6`OhdglCFFihIE3 zEEidb0$XD6nvySet;^ic4Q%A zD#pZmIbqD<6BUWaE`c9u?>i1-qOG&l7yH_X6k;dr7r4|oQQP+e#aZOyxy-cTzsPav z#kKSG#&WM8ZS03vcI}{dM_tVM#?8$8X{7g0jJAwKz8_~7mP8U7h)@`5X z^S)j;oaxxx<&NEUpHG(?@#}VRbY1EF={{d3J_FH3pXtr|{5Ip$dcMC>Kz?4g%QT;^ z>rowrUKgX|`o+=HwST+Z??~ra@7vQW|Gm(a_seeQfmnIzh^}?+Hn?2pS4YeF#uxK+ zJ>OqX6Q6j&G>TN2S}>dZh^fCQHn!MKAuG6KV7Z3h$A z9*=xv2OS-0cpII84l(z=r#Hh$k>b?tNC%7^s|e{2wn7rr_$vBb2j2TIqxLQ;Br}B0 zRDfH-AQ%qg4q~H8#=|Xk;DSe&&+Eff)VuCs7`8X#O$&YN>5iNO0SrgTpiwxSNxpvL z0tuj68~VekSh|z7AN`NNuyj15Kk*+|0sU8)SvVSX-pb^1l!P=OVAC99O3#A)qV(L8 z=O_H6Dk=q|)3T89LJ+^jcVigG^6^iuk{Ls$Uo@=fbfE~ts{K`wkvgV*+eO^b zx#@pC-@u$!vc=uElQn1`6h1uiEin5}C}U-vNcj>m!Sjvm{7%+<#nZU$WGF9O zkvy&I!*UXn!!RrkIj#bcK>-L+LTM+0+jhP$m+O6fnt6g-X$G0;&-OI0moW#!D7;hI z%%o)mYJF?eH(}Eu#xf5xtowd`qj9{zX?c6zhHt!9$3XMnXxeehLmUdF1PXn?!u2g} zSdD*eSDN$eR~BMvk%lLv8Oe_=chh{|#h?c?DAzM#OGBDCY~yGiWOU zjWdJ93yaJ`WuTx^PH5;cHomEtR9WM;aYZ?AKUi`I1mg;))imVp13wKkP>b4O#WX)c z!;6BfzF3x5L#aGvTT50%m9o(N1SQ~&Y9Mp{>f>x!W1Nc#u!x&$hPBL23zmh#-XrMV znfBbTxd+GTK0I`^v0PFEL1+*fRliy$01#5v16%TmdQl8biVB8Q=RiXgvASI&>sRrS z>j_2j5gW539?#B)*N0YXK-H&Hm2ksx(zD8vmQ+9^>x@NqqTy!Ob;#;c7>zeHleR^n zz7l*%lgetevrTYpSMiY-2bwux4h&|Uy~IWmSX8SwQW6I^0IJ-gxKyZ??P$*ztycnA zmx2D5&qC}4I*=0Yy1o#;yj$se@G)P$o9_MnJH7ewK3engLj;I){5$`7vF|3g&C_2x zD)8mY50e^=ho89{#L#)s)tO^B3Y-4DXY9MXj!IY3_vz~2(R}&QnRo1@Ho}XfOUQed zzE59IW5#qPS)v`reEpt|YU1Q!!|)Ck-+!8ycjnxepY;Fz{Re#unYJJAU*5mJj4y7h z^>mH2lYZNmB0IwhLGNj^ybHVM;k1i{)-#f9^vKt^yT|k-uTtiHNC%le;{u1uSxDntl zF&gP8WJ{bkW_r;o&z-mkoQqgmD}lGl^eB zrc(_Xzb`cEmIvp{NR<6xt#JJMN#kIc7#a|w>N|FW>cEdw2r2Tu{vb+EtSIp}&Pke<|0b#7A@;Om~p{;jE8; z_hmnS=qDEXNw^#|I-4HfIkeELPu<@GA6E6dgD&jID?dS5^HHGedd30;jl_ZmkdBc~ z86(KHD-~SpK72UDsd5<_wnEEhOQ3008NufmtMiWs0V%elTr7J+;n0DD&0!JVs*+Sxf&r~Q zIxN;5)=;;p$|~^)OioMWK_d!+2f!mL4;z$!Unh}3=SH-Q=vc4Pk6H=&F-qT?}m4C{q~o8t6d{sX@zp74>bp zycCY@>T#xqf}5@@QveY*2W`n@aWWp~@fsdeX%a)d92R<9-b1H?&_+hIOctY9n-2>l zT!P<4;VwdLS7q(AAT#(cw$sA|?QB(3CBak`n|gSfbwf>jNZVoCf)BA&cC}_Ke(d2u zv1lrasVvp6>WrqI^R2P`YHK%|BDbuO+PVhcmEsvyUsAg?GOon}m&~2*mWR<12A}mA zmER`P9MG$^aFqDtQQV==h?1->Xr)4(q3|<67jx7vvE(}HHOWwvLt|0ztL8`F;6gNY zt|BTDR@N9HXpb5c;;*MjP;0^C5$;sRLt0`1f;QSjRu-`%zs8snE5j~Q zMY=bnUe>>aFHx@JhJ_0lwHZ6luP#zX{E8z9tsF8m&21`eXpjY7SQ;~G#&e3PhsCl> zRC)25tZyc(@(0?OwM*Wck3on$D~c}a=VZh|;HqI#Mg9rH$b-l~#yn2&DXq>T-F!R) zy1rXPVKSjr50LrhwAgxUYCXF;9>~cp{tC@<0aWt}DvJnBvUh{UgjOY z5?S0ih|-R?s@5BZwf#5?SMuHWs8*|mYQ60osrM{ffnR}J^m6j$SIccAa9dt-YHnzg zg(z&SQmA4*zxZP2PI^k9T3!&V--ND>3`05VZd`n|26 zxOSasvub8999%N`>n)SK<_m%GRnB$U7#wi@q_K)T2l#)i81j= zY=^>m*L7AY=1!K&TZ+Ij8y*Xz<36!23AP6ENV@uR7MIgltlL%-Tc75iY`Z#7lw+FJ zh8`OF2nuQX99`1uQ_qpgWhB-)HCEVq9>{J=41?A{)*wxw?PIc_XtPZHqJm+-!>Bw7 zua41hP~CYWAa1 z006;%PPTPQleQ;IdSSJHSSn;CSJrr+$-hAJ3##}rD-g?9mt{-Mj$X`EJwF!sS%Dep zLG%NdmB?E0sH}tXS6a=kodzp|R!J`vb$B$?P92Wr-cQUC*U53CwmWnho z2##OY{dj9%@asBFW8fF0%5z;;n}#5Psm26v!h1b#38Casv@#b}#~kwuyM)mOSZJyQ zU$t_}^{h0|WK#~tpDEI5oATAn4FwK{aZL7bQkHPK(~kv(P-A1gTF*_dZs;E7HF-%5 z@mr=#KFz9jptDe9ewmEFD8eFL0)~t0S(WLa4&S zxW9!uUISfN;?auj7(n|zx<$c}V~$D3u$2bV!F*7MppM!7b$Do^>3&W8((@21108b- z0a!pUW68`*^99YdxGQyVbcM8+3uQXx%OyjhR4CTf7L$r#hYKVFi=uEbg%&GwC30ti z++@D8Lm^{#C-})>t?X(ps_|};AT7+T`T0UfL7WTg4cCVLYm zai**5ls{*W3i>MMA^8hcf`~1*6MOdYjt_I_T%|`#4MC1U?E-fVRAVb_b5V(IF%lNUPo7^ z+5^;NL>#I-*0I)>>Z4dSiOoIz1dkbd>*%6zkLVhp!}dB4AWzZ-$Tvuu?Xs1ZXh(sW z@dTwP7PGvzh+p5 zbf6Onbns7#WKKbt*KC+>WmRX97Y#v2rpi0NBA!k2b{k4pKvh7?v;QSj63a*Hh^Ai@29bW)n~?U5jl5s{G=Qwv1SO-!3-jZ^JsRx+ zLu=dk%Qc&c+<%N^t}v6^c~~^gmu@=ion*K>9z1HO3Q5It@KDFwK8Os+Ts4l_Ogt>t z!Kg?MRCAFnix+#SDYmsaNoUN#^X3xx6%yOwosU}5oP7`Kh`JCBHQtol&-u=xLb2)h zZe}FRxD$3FeU|XTs<}2`94S&Lxs`4YOj9926`^!-UUNPxOZ(M30*>kaJ||QA_ohUz z!c@e5cmPC$`RbB<)zFe=p0uk0ugVi!3aYF`xZCSvip@4vG1(ZVxqH(5g3@Oy$_nzc zxr0w0O51`3lo8Q20iz)OoJMJZPsAi3Gs?P?uB&8w_Mov*SKw)mXnRbgbV@Az`6g|V zrCm+f6`#kSD%puEqX@Q?uX=sbmR|OO^=>H1b%^IlYJP2wV|gCr#k*pKob9BUFzWWO zPSvWsT68q~004w3cZyEi=v77?RV7YUL*-XVqB~zn&VoQt*P^UlivC{lwwj^jfcywit^;%bTQ3pgIWpp`$4qoM$5Q1 zu`C%@U#df2wmz4cfT3nITL1u%ibR6hvEkS#U}j1KndWUQ{I8+{)yBe5c6_^FYC5ZZ zXgsJ^(2*qs3mu$aZ}2U2LBFqc7!&2ID#8m^B1C)`L4~A3wyF~^v!W7|#xSFW6FSt~ z+4(4FPImRWyh^_Ed=jlHW~{@zho+vi(G*d3`7J)=aH%RQ9_UwWc;0 zdw#rD43*tHYmR*TgJRm4=t%nQUnwn@RMOP`1U6>e09f@9o?H}z?Z_`wQVH7XWA+gP zbS#U%i7J!w_tH)m&sQ*wMRkaLjhdU$}3Ds!C5MU%r6Zc+5Sr&NdwRsy!1F>usWqyC|yI&z4*- zp4(g?_$i4W_0f-`)w2#Zu#&>C+IUJ2e(}4y&<(_DA6t9DHUT#BV4YpQt2Zkex<~Y%LhzC z*KPG2h2r^E4ci@*TZ*cwZC-81BxWew6C<);$^W&L*{S6V5+ZHIWqfU0S!;r=1~d=_ zWmxfEW=$rmV@FW_7vxT|gDg)fs*!VZ*%*n_?wJT{yQ~Ph)u$mzZq|DFN zW*XJ=Sh0?8z_(>aZ(=Iws@8kJrZ;_%_qNTL16uixyi{=De4iTKtjUz&1VG3+K#lEguE7(8EG9S~-KPD3$N;^fr zmAJ#G+vQK+5{9ap5nVkB)NN>=s@6 zCAFf_zyOwOShVwLv5C{hBxxb2J(~JKaHhZKh+3~ik874>1{t+4`D3D?Be{W70A(5c@Q8UQ*Bg7A4Yk_Ui2T^Yz@(t5pgMB zRSQydf34~h@%3#7(NAj)k651?T0{j|WF`7x(un|6`P#DaF1e}&`r-x!!+Hp5&GKR? zlQf;naHZ) zlw5&A;{dG=#n?GFsrD6g1%t;$09Bh*Y;i=dky&7SU$B|Fb_=`O>Yl^~qTp*f`%uS= zrITNIKrysU>pHM)75s9~2_k;6;kE*;67{Ri=E<-qhDw-te)X70M=^uR#Y%EAxr--c z{85af_3T35h+?&Tf$r8Sn(s^zxOYLf&|_?^70IE-9&N^WCoEd+M?h1-CU%b(t=7s@Y5#*)(l~SUe=h5K-u3 zk~DPzeMpxPjhUXXU?%!}EjCHmqbXMU_Oq*hTqgEV+Mjr5!z9XoV&C%zboD0n{-#Q) z%rDHt*n@D9>s9tZN@KW%cw;h;m>lDe=n7>-T^Bm0Oj1XERP;inw`c|I04Vt-tGEZ* z7T!hp{1bG=0gS!AK^-N(c=4<1dBQdZXpXz0?Va6eNL9(*B+`*d#y*m--eki3rMx<# zlrQJ@9DtY>`V?70-xYl7)b4Cqd7X#mqH6kW5bnLg)Jvf%q6ZmJj#7M zLG6B}_@Ilian}{7q-kO5p*pK;9afgdqp5oPg51CVk*{XFT>|bt_n1?4-NA7&VokM# zHOD4ZiYjU|1-I-c>_qhd;JEUEU%x9ag;OS!>TD^BKoBu3%>-Crz@4uP`xISWzV)Du zsPsxKJAi1kT%i|UXL*xf<4v(ULs#(1SKEAoE>x8UVFjM(MdxK^;xq^?L*XVa$7;yV zQS`hD4A}c%pQI}aRVW7wBu9Ag)BU-~?z=|24l{3I$FrE3$;4X9+ePeHrz zSwW>5FmPMm3t*%xlyN=g7eaG^E_r}gtzsMjLQr9CD2xu3jLa?fbY~DN-4Ri4smm;1 z(<6R$V}E*W(DiilbZ~^^QFtl(Ar^yP$+`p&-9CSBHaoqJU)Q^+TQF^YU6y5hYSDGM z`IBx79TC^IRCM_(j!Iu3uh>efMEmZv2?|Z$n_zX~u1tX&3)}jtcC9;$RDpu73rSJ`{Q7*~zMYnBCHAf7^)mAViN9UeZRW99Zn$0-w`0bD5M%javICKhn_b{^gT5%R5)bL*n4Hnp{+Um(ymkA1pn!DW z??hL3B^K`2`_VWOzs~bBkK=s$hRgYtZ*8Fq_e9rd7Ed~j-|{pg9S!|9(qS~B6A8_? zUOpwgmk6-y+jibz;Ma}Lv8^5brtvVRhMdMf^Iwb%8F&uQSnh zo*lp7^sR?&B!10?=$fVxRYD6DkmyqpJ-G*myE&#famSRO4QkHJrRv} zmftrg_e8Gs{b~hWNcQXY{CZjz$1k#0^c_ErZ}jHo?bjRq2fACBEQjV!R zw0xLt@hd4Pus*UMaG5*%G+$mlzh=d+`!CRC9xlIWRQTaF5z!P+l0^s5u|Be#cJ{K; zZ?<17W>@$B&Hfs{D#%NqOmV&C6h_i-YoKZyVfUZta`ua)>^?0d_iqyk8JSsUSGV;* zA0IB;`e>O_{udXn@?6UvVkagh*2k5n-oe?4fpvh46A?soU6VbGhM*fXVKh2Mq zo1@E;ZKn;mZrAy|F7t&xdq2`;SKLCh6(->6>WBT&t841x^E%T%@~fN+NMrQ;dYQLx z`@UG>U8ZYWd!!AxELV3l&0BuOHn$Fk=NA~YxJK|1Q&1CITX@lj9z)n|q2yN>$9cW% zGx=4E=U2Dgw(&eWDZ-^obS-Rya53bo62Hh*BuCd>a_|Fai{%K@RPN$ij`G0x43$qG z=Zbu53w!Sdl3WS$tjMqO^2IR*F@x;O&Cp+)=vv)45?w?w(d=kt%#nI)L zpNVdl;FoPA{J^;M9QXo-#4l6XFVC;n=b1<5x{N#Vi^uaaUq_nuuVkC;Li*|Tk$h`% z!U}$cgnU@mOts2oUq1{Z^2!>#X8lz1YiiOp&?R_|7#CoD+?<0&<9YXE8u&%_iyddH z_~k1jYKX4O{V;LTV7eISVmX)m3TtO6eRSq}bgMj3Kmb#C*SmFh$mgPMgB?a*d9LH7 zi^w=4d1#gop*?-*c}1h!ato|H$bC>jZvS=TES85W`33#2y+GxW!Uh`}bD+E9wz$w{|^*G1oNwHj=p$8ijm&Q^=P;ukz9i9syJ z8jK2vlKdsuGS_xYQ6Hndr@OHI#KP{^Wa<1G9_?}LkI8~eQ9|uqEk}Ni3W{;GCL0W2 zjBeyS6dB%mez~r&_%wp9wqHFSm0L9h&p9;Oe)%W9q$>HWk5<)IGP7*YtHgv-^2wyf u5tz7G%)kEnGhhGy>;L_sbp89!eEko{aPz~%w2-U-0000?v@YBcZ(Uty<1UKPqvYzR@*DLWY*4CD%+-Zqrd+FGnB*! zMkZ~_Np3ZkotUB_62u!Az>CsR9LBRS3={rwS;F$BsG~UWHAV{bnOCU7Q0Z^CqVW08 z-=9-G*9*KL@RU#gdcJpA@Vgd?yD^gfoY0R8CAleSvYM}WEtVH-xG2eJwm1bg1un~hB%{;(z`NK0 z?nS;x9BGYODRpr`9BxS(#;INL{y&%1Sl&!&@XXi6mOLf6jW7bRuE`sG!8dw!`uz5n zF#&3B+-1pj65(p(AqE&QCNE1wk|81FI0<;(1xqd@`O^{EOX+NM;W#(DsoiR|9PQTg z*~RE~Q_>T8x9sPB@h(_$A!)KBEUgJicPID_|KaR5nkS3pa*@tw?(^WEEYq!>L+RYua;pb5eCLGZ#rRk&tAs?w5+xCRA9GQX3Y=b zU&0%{>*B;asbAcrJjo&IeEG19Broa%!-1s89VTf~QjBd0M!N5A{8xltGw9^ID9P(U zN#!ZNcEOO=qz@(evS}PTVzh3}CLl>#ci|`9Ryq*$KvIj6EG*D2D!|T2@|;M5&XnYU z0o~aR7vsMK2KNK#K?SO++~L4(x-+7Qj>Q|)&;voZixW_xk3ZH36Wa%SIm%HK68iegXI>u9)7kr)WH! zOv3+g`1m4-^bO7Bq2iO93k)^{>YWmCOphitZ~)VxKJLN?$>t7TATYs@q`KJzo-tBq zggDP!cLULT&3e2)Hsk32_vZgT;Hn8p?MN(wKsh=8#sePB;reCsczWIHVWnZ&x z7G~LYLvNY_MYMH_re3j8#Ys+DeE6mM9yylMQjuJ`DIUGev~|3qx~o@XH}u{u*E>Rz zxE_CgxNjeg6Y*rn;dK9Y82^@SxA}Hk{`fxD*G#Cm7 zP!Hx#jz_9bQ`hbS8m0(TzFo#7kgfGPb|VK@wv(n_e|FQio9v-f_v|Ft|2AXIz8rj3 zqG420Qsn~i$Zm(j`)}p7_>HZmnVjX9kpvD(($J>#{xXS7>zjxCzI0E4q;sStm&vdj zlukAtC@1vl>cjfZp03gg?#ah*s~Y}Qi3u{CfhUD$M0SIdl;piyyMfM&kEBU-=_Nqm zLNvTO=+-APX@hR?Vs@kJT_g`Egc4q$-H?z}u)|UMUw%-!vZZD!*QoUN_rZ=mlI$5r zHv`ImStBZ9NX)l?Uvogrb=c3VFE4V0N@_^LtLbVrbwmN~!lF%!K!0tyqU!VT4N6a2 zE0{!lZvL@KmHjlN!$KL1lAhIW?>?+|NsLnQq&7&>%@{XnH-2bgRa}uQ7H^O&L{N+* zo#%I2mqG@aRZw_>Bdq)HCPD-fyYYFlW|9J@bap6Gj3W^cHrVam-HIICG!?3FlgFQn zg#KwBU(&H8`ML2Y^Tbicnr#?J{`-AWJwvSey-q|R^K(_$x-Pkiq|x>2I+(aZC50qO z1EW~NMs!9ba{vXmmfd1wC7otB#}36_LHvH~CM%(4sDuMdUaZAh8 zaOUlWZk5aQK47E#n|lHPc`YyJkS7xqOEerZDeTN{9>^&rvXiirF-bNIoQQFIT7p1W zA_CFXiWCPW`S9<1);xJFE(pN@RG}3{gLA>kh5+(Mp`4W=DGr-dN>wOhRBm@vi(5386})* zw3}Gh-DEeP9``9q0x8%+_Dp_%e3al&-<-a6q{;bYQpYs6$(D#B2}_w& z7tjdgozBqzxG578V72)O>v;;YuuN1I@`5A&Id*U?9Z`T@1rv_kX|IBbx=iA1XArov zC53L+c^f3ry+4%pWQnU0KqK`8EQXa&NHUaE^VNpXZn8{*;bhV=@8)~H%xO!Q&5ZZhd=_I@QM0`N#lO_>y_jI%?`O<*HL zoHHX2qFy)RalD7u;v`-E=eW_GMM(-P&uB6p?C{8%AN0jC0No1)P0T z`x3=*qf{{pH%hBG4!7IvUg>RAdp{BD9pfkxj;l00nXPKnT_$2JWh&Q9CUP-l!vsM;Qj!T{deeZQj!Xqfs$gBB>1{38nf^RYekdfgesrC$yUow$n30 z(&u8EFE|C7|NeQqVV?Wxb77p3eS#?e`uUF}(kj|!MWOu+J7|?&m2UkkZodz^VfRFU zkxA@Zhj|*%Ch|Lydc^kKHP4yBFu^?8gIA1Y{tbV%(vO! z8lTs0gUF;_+AZo}C!Gx6!d+C*^YZmkF=>;lB1CMWgs5m+5Vo{3nE6`#X42Q37v)qo z(V0?&$W3vt30n^}AG(hT&{Mm?*^uOz?D$mFQP-=7Eu#>u%6hdE0f>&!dN8Sw_ltd;#TuJ?Cj(!lOJaEMd z>G<2oq=+IFja8&LKOJ$l+N74b@`*$fn@RMq4_+5``<^KY+(Eb7W9CbsSU2BDd;g#iS2ADIL_jmhrpW+(}i`Yo&?2~_@h6QNDS znn;N@L8+0p`2pjzDO*DTk)C|sgcw?@9bY7quy={F0OCcI)Y5LQ$Rv#O-L~{ik=YGZ zzWp!#zOMvEn<@lD1z1te9BU#{A}g|;W;kc4WH_1BRlA`--rjC?8Cf$qFO}z5W>Jm1 zR#xYXpiHNl@?>4+mtm4=MHtxKVOSfk+R+#24}R?M41 z23ubIB6d4x-pzC6-I|F2Fp)`@cGG@g(novGii#j+AW$q5P^(8*@`#BIE!wJ=(wxF?qTB7c^lRtJ?9-xFa=m;y<9bCCZ)TK zTOu6pop)=UE9c$NXg8^&QdPTwE!lDVZiJFg0qWagzd3fC-IK1vO1^Dh3|pn7%KJ(N z9Ssmq>MoP|THIKrByOL;6z3A$VXki%yfLIevIjXO5a(I`(BlR{$?~LEwnR22&zpC{ z8oT+vGiSp{8sBk3geZxSgp8yjzwbi@vf%J~g%A5}4INGiJ13~NjKYSgST+m4RcYg>xkOt z-Rd1Qq`X_ic{i!uhLYQGIPz{{D-X`QiJd%Zz8jXlo1Fdok}#6^fB7aci7WMUvE8Kc z3--G;mLoaY3r5;!-(Bpujw)$9v5WxA^?QJOuhse7T zB^7A09^}Mv4X*n5u<3;)czeO!i``~DWRfGEq;A4On|Mebabdq!AMZoYxeaRo?IybL zZ!Wld<=y;zQ<$h3NI+#|s@e>Grd;%(U> z?*@~*$$aHXbAN#7qiNqmx_|reUi*>a;_Yc4p{sid?g1i`Lu5-DHIu%%FjwBq4-Jyo zLdrjGv<~yX74K5Q^U0+1L?&NW3$PblwrbQB@UpBnxNDY3_Ov zS80zDiC7@x3X)>E5dZ+$O;5 zBa<*h_3cb9da1M9^~svaeWMMd1Bvr&4n?ScCx~IQmQq$6+E*&;y6qiUt#!YGE+$s zrzV{hhkR1Zu3X&yx=s>KW5v}UbYj|qn;0Mx2>OursdPAPfVHq?&~a@3q;yZZ0eF z+lPL}B=(R=4gn?~4$tSiO6o{wA{z-T~iyM1Q_Ue~$>FMCg7GiyzqS?`a zu1dFFI<^-jx$L9?Mwj(LQn%&_wr=2jzMDLwtS2R%aVuAcn#ujX0J$Hx14(`lYq_UP z8Yu4uucagqjY%xS_SI1Zz({K6cbHYA-k&BN)I30C-tC$^YsOYB*8tGJ;J5zDK6jI3th=4FZ&$sbsgzUU^idL zd6FF%NXbo(k4nc!8ifQdZ{3xa3_}SpkYI=>ds;jU*v>|qL8Z`|m8KD=C|_P_Orm4k zd4-yT)iD6%04Q;E<=-}B@F z%zJi&(>PMAtJP}J@{%V{%jLYKIAMOp-E&&P{OT|cdsEsYv3 z=5%sX3+Z~yBE^d9jTd%(~VO%|~cDr@!zOVk;t#?h(0PB=s zJhe{VT|MpAe>N%U-;1ZGr`-n!mZr~<5tGdN{cgAOn~#bx_q1NN{5(4OY4_Ly^0=nM zce<`mU`@BZ+cnrzsok88KD9}g(7*fA=n0PV$ERHjNd%gMh%FeSHGy9L6*NS|)e}9d z6G(b~K{`riEo_3HewfA6mh2c^rRkz=zRuz}Uba3ho~3cRY&xQ_3}?x#&B=>2jpG(J zCet*D)8?+Sz@IGAxJA)=qLL(?HJ*1cN+xl9J@sCWq(k4Ih7k3X-=5QJM+FFy8+_ku z9d`fJo;80)sXZ%3j@ej!~(&=^v~cgMnCI|Vl>hcr2<-nhCl2>dpZ zm}7LyhCp$zAb0s_ajdyRty?p=jny8suY+!|8CpS~O#n%ciL-o=+gG*1Gp1rT2+(tn zRE$@vgbPMbVT$qJBn?CmCu$-1?JZOimddM>{3z*qjh4oiDPnbZV@iBk1BwDQ2276) zbn?J8w{RvTjYuahagwHq?jXhgiHng$N@_KIN2&lXIFgY>s+@Ce)5-4X(J_cBeC0LwR-d}NOB+vCq^cb_@2Rq-5l%&kj|G250Z4My$hD4 z#iQTi<{EvM4K1w}4OVy6d9Pv~+Q z>t!{^c27k&@UrTZRLL#aAD372<)v|Q=jyQp5=N-dE zFr73ex#x%%oQll-(^ue4M!?OK{R=5MSLFSBHD4|K^=fr@!G??7@L#*#?yr%Q47{v8 zyWxKbKYzxAqsI$2oa`3Quji}PZk0|i*l;_zq}3*A;sqD&=GJb!KwnhbDc?<=#eG?o z63-YfER@jP}n zct3coijfp@E%lmSa2^aDaD+do0A!go8YM}(dQ3+{2D;Jmn6CGj|1rzNn34iL^0gnF zrC47DP0rk{?qHWT@xA7p9tssqez zcuAfV7%g5hicfRnQEg6&OsCLD8gDqrq`(1SxF!YG9Nb7TLAhoG$cF>*@aPa4J~ZFp zXTZ%9_*duzLuS(8z!i5;0n z#=QO3>|HX$g4>mur(rbKqz@$x(`p(UJ>Ax;=}=v7%oZ!H$63Z`;x5yu$`YUYC&(~h zi0**>I=jmqCdyXRhpsp8zO0|_NN`VDA}x;l3GT!m-;DDuuRk`5W%pIA2>qSF-n5n-!q&I3!77imG7EB})-u}AXM7O_Z`L@W$ zx3}YPlaDpM&&w!0GvYV#rK!LZ(!NpSBMGKyTHd@Ar9vGx6{m$!zdkyqm5wDyB zz4YhxDevA$M;LUJN##cTK(fBLbvlm1(BhtyX+f~Gejh>@}zYs}%-HiY5 zwy62JKU~LBpR}8}F_0*U>*1_grvFAn8-#`Zv|zvpECNAAEQbpEK_VLu8z4b5TSQrL zbFUgm>NNz_%5L& z{&)DXQ1>B=B{=T!G<2!WQlbx}3a6k@(NO znv*+(Od7($4LWK!FOWyP8ts}lCy2MeK0gO-acrf^i|MmCB&Dj zjH~SV8CIL~^cjNZ9;5)BO#tZK_^x711|~k~np^V0SAX2_AY323=%)v=TlvoYFyAPZ zJrsnD=Kr+1eBSx*9-=&AiwkZG zBU4!l&B!kLB_n#ui31}nH}H&1XFt;Wc=Y)RU&>el0G5)O4)7Q>u5{F$&OGeaB%McZHF}{mcke({AX!H&Fm`lxvZ2_MIcWV2u|4I?IUL zwxL3H<_SW=wS+`3zYqgPPzL!~eY1lfm5w)`%3m?P$8LWf?Gpj~9>Wl_2*!hNEc(E> zokL*HKGCfRK7D>1g)JC#g|YB?v=T89P_vWJR^Mue`uLzpkE!coOBgBazGg68=*SEP zJEiTY7Eg^+q(92BOBA4&34m{80vp1xOGeQhrYhb5|aZAF-586OLjB&GP zG!w^$)HN4u3Q({+RH%88hX@dwyG>ZYV6G+lc ziyK~TOhWgdoA2{ap%(h@^N;0M~1f=^-q%Mnj%gi4TuZagL^<{jSUi}!iQWHUaF zzufcm(sXlw9h;-}O|u2u{GWc-f2gvf6D zdV)H$5xYq&af01iAm|=L353UXk`UGP>K3={6Dn&r|8D%C_Rn3vFpt0gyE9OdJ~t)7 z(M*DN!GtxI;com19iqQ)EC^X}7aK=yGbl$2E?@c&xqR1bU1DEAed0e@%R0eDzD9i ztld0G>owv@79H}V(%YMRi5`1VLCF)0q~{}(-)Y{B&(kfp#5VE8ZGO*WurFJ~y)o&q zxFt)_x+V17@<`V*xZMp>M~oY_Yb3|ze%&7H z_@EACzIlDD=%Kf_P3BNZvLhfhvq9z z4(Hf!^Hy@r=QW{lte5{JOmfcu9^OdPSU5R}MHpnMw@)RYY5Su2+g#`29`|A^O=bh$oR6$hV*L zurle4^-1!Sce!gnPeu>|SV8Z25)os*E&afgCcprBH^=1-K}jN(7Kt|$B_UIi_aaJy zGgi9c>)Gut61S?oBr=INe?N3#HRWux z9Nd#K$uYh3MQ#b=ZCK#*4(=e@ZD2cz1gamTBaG!u`!bTSzjmWVNK!AOB@=TnklI~%oTF3J-9--P%K}Eya(6h-8$7L**&;o@n&5nnJh?8O6p}NS>gcg zN8=)RR<3oYBp8H}bl2V7?jZ62g8LAFpG4#BA7D8glr|Fq!NqRX#$gJ z@xNn!jW@NIeQ(@;IS-E=hoyr>BnBR2-)#ts`;_knlV}p@Y`ZmEEDN*CvfC=?Y;n0E zbcem&-DBq{0Gv%G?SpP6;}mXgzS1Mj9|%k1EMy`X-;V9#iup0U=)2B7W0ghFPI=M! zzQjO&q{8+PbO!5fu0QNnt6mN+yg(+|U_Lx6*Y=cD?KF$!MrCdJa{tp>?V9%{m~Y!}hu%=uy0YhU z;gB&gQ0@QL*jVL%h?3x0V-j)x=gzrNdD632$;oX%@!(CS;@59fjyi2r#`WWFx4U!g z<~|#edcsJ~yPG?HrlHGd8joU@NzgUM4Zbte0Z#2!?xuu8!vIHB2_jTWK}wrDmTF#D zyR|D`$OJHdjz{fp-%tVwl14K;^bKpfB~V6_jC>26ySe+=N#3bYNw*M%BUIuzEDOP& z?aDy3lY&|lATUi?V$sd+O-ZLTQ%%+M%DcI>8@v`tXejAf69CPe_!yvbwgh}v!30X3 zRQ3)o)cWjmA^;pPu--z|6qZW1WIMWPd(NST3UOe`?xEBmlxEC`vkZQT9CiHZktk z#*^HX1cS1hO@<+UFEYs=A~Md$Ucw*57cNz=^+`)W5lAG>{r z+U;eL$v4(+c+R;c=gXE1!EQfNWb#z__M61G&ysiZUOfTF^S&FIGj&p`<`Xe|5Dzq7rUXv#@@n{hDXB`dW3IPn=nj_ zRfMc0?PjXwpbf*1_MTOP8pW_~C>=%D+{ysjl#~WiQqcd<3?!TQF>=189Z8lRcdb$R z0f;t$B=5lyh!#MbVPOIc4Zf%#4e0u{m@V3o7%De(&|)_UFv153`#wwqf$VT3vaBD9 zPuri0q^q5>RfTsHD#B9!^@1l|Rp$;R#A=u$#8^hSe8gc!5ljm4iHRi_y$e z@am`YAO-EU3mZKG9(4&u*O4j4-Tj0j^+hvh85 zQofRzpxwAGb-%I2#?cYY^k&es6;_&sEb5p}TGiCHk~L&=i5+wt)GjHMHiOu@FTmSvUn>g2CJTu%-1(L)zBO7(vk* zqRycwA7rZoK%gW6N2|$lwQNC%pH{1R()zq5CpUw(etf@b!l2*g3r+yGG}|gA*sWfB zljSv?9ARB`d-D%ZE9vqQ0^KU~@Y6Y+J@uL}7If8V;E9!}4#%Q#aqFwydfg;3e79ad zy?<;Ki0}TjUa$Xb!npc#y?WX;KP|Xk5|CX}_u~4RKJc++e?6|~@P{Uht3RKfcDsgM zi~c&L>v(Ei$L{)R_x{i3)B4wP{rI%|Ah#j2>;`3f32-54z1ua2gNXTRw|iPIpo#eR z?|1Y@>jszW-P3N-q*}rdtrpMk<`Rr6bMhB#z?eT87>#EI>y-p!vZ8z0JvNba^~8te z_I}O0n|uAvjE0lN0~)<@uvJ@}$buW|E2T3SyuMbMC4%S*!&F1Aqz;`Ozu(L6#YC;dM}5ii4& S>G+rc0000y|x9B-|sq!)J+cF=iQl+ z5o4^dN7bM5qiG%u1keiW!}_pkN)=EY_lDA;e=NZ1TjzHIJ{RCSIG57lLqOX=hh4fx z_*DID#xXyj^=s;4T&Hti0qWW-7K8K~|J=Tgh282y!bno@y!^rHo`)C6-s3MxfZ1nR#I<(U7vhKVTLo vi8}Yx+$?>lq8nR%IqlccYwK}O6(jDv$irlqNBh=cRk=>Z?(J$}fA!fxabMO=K=oTAS5ItA|fItCMF>vAtfaxBO@axC#RsGptsE5#=)Vw(Na}5db@OJg|b=h z1*F*omu7BwsFYvOX;UtlK-*c<#~uSc~zPtAmdq@0F)XXKGC`deB* zVyqMGIQ;mb&N19%aO1WF9D4iLb=BcyFU(gVtWhqX^nK{Jm=YVV0twSugr*8AHhrnCbCV$j#la^6;Ov#bUIU zVn;tB4nf41Z4IUrZ;Z+UTe1N(x^kEhLFLQGT;FSG3pT1Zfs&$W5XT)F`mfzWnZF2w zoMRkn9^;e@jnily@9_G$M_YeA3FIVyk4S8zYC{w(>bFM|cMI14I+`U_Q*GQ9vb$CT zTLjX#C%rwWL6SceJQtKm;}*7DO{(7NWe-Ihuw9hv=8!+=)TX=M zV?b)5B`Wn$+wRv019-)?-CMcBr{dNSpSnYK>QeqSZMC5oRv^yX3!v5E0HAES*4sWks2z*ECCou`M4B638&JB#U%?yc|Fh+xz0+u>%7UG z%0-Dinqd3A14ez=;$(b8x$2XBVN7|^plO~{<(DiNv}$D#x`r!?5*(!cu-#abXP$BLN*s2u0% z=OVwhZf|-rY>aFcmhZ23nB;j6O;jiUVJf4hlVXU`gjFmE=_1w4W%A_DZbYJ6}1S4B|hpt_DJ|DnlW{1xdfV|Ub%D~Cw)bH!Au$U zK!?7?PVyc^roOeQs%oymP_$FuHVy94t$yo&jDqv(P**$H;tvW(oS(IX{-T+TIJ3DY zDerqh15P$Nw*0y8`r!t&HlHJnqlSVr==1}xeSFsx`vjgZ;ZDMpBaW})!aq^AT4@!3 zjP1dAliiv5wT>Xp6bWL6xc5fnXHJFv*&>nhsd;n%?lKZ?dC6J!{aqcUcMwX&V9lku z2=a=%VA0Ry^8cA|3AFZ&ma|ZIzaUvjz_zcS39_5912*{Lu%L@6E>B|4C!m{I4I4R8 zY7u0eX63foPDcQGnAovPwJ;we8UETZ+qn8A=av$oAF>6uMwW+#AzqzI8{kDUMt;pSa%8-@IB zJ99qWAB;~oyCLDkC04i028w#vec`ujCsW=08c@-pn!BLY$aady$jhxOUSBqQxX>+S zzc>*y(VlrL6R(;~56-dXQ0t_%8i6+vb``RCder21<`pFH|MQPBd~Q4L!TAVYZnExU zkafncALoQL_G!)D^c<7axrFwcuYWd(ryLQlf_cmbT-&~KM&rEOz-Ko0?}(lZy*sAVxCB58pj;ddGqE?got$I4jLBmrK9=52E((M|ifno-KWgbngK;CC z_E_6?JJK`oRA8lApGwb4YLBrVv6*PuB+{WlMw3qQSiBJ2?_E<1}cb3 z!98J_e2g94&q$@>_2E``zD@Hqv&6?-V6F5&U?~9$kp<25zcb2wRnaf94ib z8qIz(8@4`{Hl20>r#HLE@B-hV>)G(&(vT4QvtU@hi3>$4b}q1eEX_THrrd64y@ z;V)(O-6rckqWQmn9K+^k+2ITeLqVnXX1l1Z!pmpbdt+&89@T1&n$#ikr%Bu9cGAOv z$CTp$EE$~`MoE6}XJXvrd*RryoK}vqv?Qo2B0y|r4W_K|Z*w&aqEGFIHt##$r<+|T ze2XLTNiN2#Ap$QY6DM7$>(mh(44PMb1pLBBBWMjm569NmkD`EgAMu>2Bj;N3 z=GA4Amn#S4Wrs0-&zcVjoveqSojeV7&*c7i(5s7-m^}>OV@BN3Ac0=!x5ed+WzS2D zA_UA~C*$e~`TM_;7YPw}i6@!`a+|vx3O3Z|W5Rl!_T6uxh~Lg7y3?j*_@Q!Uy>gqM z?tD?em#@O;PTzzdcRAZa5gBF$ECL5o%UPZBr>V@qaOiti4>@ZX(TlvIh;L^P%@9TS z^ID0AUA@p(+lB87$TISr?bB;S(_(Uq`1Vo?!BFYE*u_K(81{2~EvMKC3f{~CMaTmI z50gaZtHZ11svw$v_6QM-)EL?=LvFK?$L#i0=M`FJ+YBv=*@Lm1*yZ^=^!7J%?AFjB zf!{lHhKr_O-HE)KxYn>m)O&)1pqIpf*6I)Q8FxW3@@;FRS!aeMTa3rcmiE+$m4dLr zjxPUj^akAoa2<3UU8K)uU|J%fJ_8dK$#X8TVDxRm2!mn-J|-`^ZzT4asVI1EA~T); zS`~_;K&DNzQwe9k*vt9FcTy$XE(18XYpzAS-Y)>#PD#6i0j)%A7j^8N!GM9@ve*8^+yJ@&AU5{x2{-M!8JD; zyHpaK<*HoCY`K_2PiD@4=*3uWyb61jg%=t;T78%UQ@3q1y{B}U20n4pcBwtfHL=4f z=Jg^xgqo?Vo;p*u{GoJEf~9(SbpZ_}rXbN$t5GIlEwaq-HaX?jGDbTOY8YQfX60i1 zJl>PrLgV7vx*1m66m~c6DevkNZh=!$ze`O|ZlR3Mjc1ir6}V3K%Cx1rjt9!zyUEo^ zAo8zB&70hRZq)NKwX1Bh>Iy4vAKf&+R+#{439FItjawj+L-U`TW(YOCl8H)F9Ye0k z8tH$k!)Pz`nk|2U6DA~cBq9Gp*;qB-)$zk~3Z)DU10E!PtMYZYyWB#;OO`XCCC2Vx zB_?@Xc@B$}?3&4jcE+HeVkBss6&4EoVmYCv-!TbRRI=>_!7IZAC!Ku-bJ8Q1nzS!_ zx|le%V6wEGM_ntf0vlBd8RhAj$g~x zVm!WKwgr~~PNp5#5l9C?y$Zh>Q1DO0HV{u&aPN$(;L49y$1l?UOLvem@pAiah)Qhc z>#5EIS3&l^a@KH?2N=g-Qq6P>DA`Vs4aprW>T{@*H~E*gCbE+Cr%MSA=}9VK$91i2 z_Q8zVN_ozj3*QG4iliW8b&k$iVCAUq}3`&1o24 z1{Ie;gfvzfK0WRDPsr+RvGwax-7>vP(;v!)N6GV3Yufn()dQu*&uIq3hUfE@PnAPV zm{Lt&=2)@!p421>Z+N5%5Ve#=I?akN4~!l855!KbXxOWDhjWNK=ZUcqf9n26JyJj+BAk?M zU>C~Gy;a{q0LdfbEH>6N_YNrIkK*emxR#IKOStVS$nDF#h#9#=0ZB6${!G?-gG@m7 zA8w{i7Qb*f-UBLUQ%qU?!h!(qC+}+0EOzhl{Ne}+@jai(@&d@}vg)q6oN4F3v}OHl zTP@&ZeK7(Y9w1AKC&o{+X;P|kn~izCl)N6sVNTT^j_~(>D&vuPv3tcG6hDoTtE}o5 zIo?CwA?(hIStZ@;aOW^7EUp7+3B|mKrln2RBa0)*@3yq!2}cvbn3YY@P#v+7m=`T| zy~Tz<{?u#d!V@a-7sOAGu%D0rTU)o0@d&3QyA!M>TJIq^Pj5Ax?`fiug-g1a@I>(i zlU?Gnti&<|haioXRy8uZ2?3u8?pO3gr%f-|p3Y*oF4?YmG^+ZP2{J$z1Z6+;-Y<}n zS-51oZ&5r;Zg#mor6;pu`>iNQr zKhgvLY?BL0)xC0wx;rcNG;)zF9R&J2M^EK8ee?td^Ccv{)NyG}ABSNFFX>yJjMZRW zeRnkVTwr$B8;kv03W21v`D$Y|ysh8G!^}Kv%%6!%>DZVIziYdi^t|_4dtuHqOC9=Z zHh&yoy|p4I{wz!Y?JFP_S~$(0yQD>w-mk-c)Y5h8r)T@RN=HGIJF-h%AC>FkUc{ z?Mmt^m6u&oq4l-1(9udHCr(uzQtu=6u8k67bUr7uRAXD|y`s}!mGojTr1Tw8a<*ye1YFZrc|nNvnS&1Oup^5;vCz!0d=QqkY8usif?oVB6^b0X7W^@Bjb+ literal 0 HcmV?d00001 -- GitLab

Ty^NTyH0f z4ejKsO1IQHzZ3B!7(t0Hot1)NisDJ^Gb0Pa{LY-X+h~19j-|of2CWvAwHrHWZ=;RYlB2bFAHLkuP@Ewb z?WBt1#e6#7^rn3KTbXzZMvBO1%Zu9j$ciH2!+LB!tG4vpf!i^V<3xQnmm}Z5=>mk# z7a`~i9e#y0{jm)DNlZ2Qf&mV0RY%-hw~bn7-SFQcssoLh-i;>N-s9^aG|fk+}EqbE|=rwx?N~| z4^MK|!}Fkc0@7xn+{D|`-?35~gEdWl?KG=(P*XSVfL&a6W`XVcy0x5y7ksQ$f>PD(mR<;AmuJB|ITNT#aOvKweHd(w1azDb8ALw_EM{tecFlZ9&#%uhsvK9G>BgvJn zO2>@f_K>)EJ<(A?>*5AYKFD{(`*V!7)E&x&?ensI8Qwug#uKy|TqUbWq>2?0MzXv0 zLTFvkSKaWMI@`}CGn6znUYOTns6*Xm372XIY{(th1}2Ir+EuX8-l|eijyT)Iv3NZTx3}FS#P10w_jY<=E3F>y(gybH)%?y4 zKeq7Bj&^kz*KYCT<9@OF0FxMID60LP1605Z4tA+%f#*DjmzTBR#R51l)AdS2%6|o( zP?*v1M7LoUm@g)t*qYklTEmRjFznXqfwAUaoSi}~HpFUctFjwQdO&#~|)a&_unt`phArioH(l&K# z(M=|aq07=Aw$x{ntyWl#5xcxjiqo$YQ_?j{?VOy?-IPFwYaGX%5@uM=K1<58_B*XR ziuMILJAopwyh_-KW@N>pA6u*g+0?_; z&3VW2#7ghc9$%tn!)lB7YVqsSB1%#%{lO|WgKT$>>NNVZWSvvfxM&?`6O+b4%MQ(A zCpgs$o@@xM>!onpCUBD7=$K@25#asm+-M4TNvparA z*_ij!o;FL`8>h5*ykCPSi88tdmuG8t;iLLV5u1UQ2zz^{uu{G{B{t)J1D^c;+pokE zav8>2^WuT@PQ{a9yfGBc7N@c9Q5kuyS_KuB{#eiwS?_JU^s?2srUoH9Bk(Vb>sQXUo{b~%im+UjzBa2Is_83sQ zaV5}q`Oca?5b?x1f~&$l=SDxl6O`RSL(k{?=k&jD`v^}Ugf?ovqdaD`5EeX1HzA7m z?=s`J1@93vGRY!knHJJklxFtCg9VK=mTF@&QLpr+V3lRbq8VN-x{dBGpkJ>3?JR!h zw#e3XYvpn;-&^$<6uU(eCHb(Jf4eVxq3FG9Cz_Ui;(Rvnl+M12$Lc5VXpbA`6Y<0o z=#!cLtIXyNrz@7Yy1Beixra?_;eUo5#>n%F2FzLwv$> zI2j(D(%Sj48mn4> zGSl59Ra%U*(PY@fQY%jul}2?IshN%?RpF*I(~)+&Sd1}D*10YHPS_}Lt?{HyJ`mk$ zyN!IL;Y_w47)o6GzZzRo}n(sBW6&F$I zDpvcdEH}~;Elzx8gzYL+AFUM5qIS+k7iIGjegRKzc0XygrF*ZVlUdqlcyeYJ-Q(DI zcv7$M#6-`GVX(=bw{^Dqzmo5i?^Fj?`(%C_p5$9Q$>Tn+xPyn$iEC|jt@0kL7|T|! zE)vH|<(!{e^iiuANVZicv=!+g(6jUshe(_>A<)``1-#d=| z1W!nc`nr6_{eZ=)7E8WTLLT)F!}@I!DUqpD#uQXMtI)*AFkX$LHFp)uC#iJ`D=y~J zDIl$|RGO`t*iE)->US73PnU7kjlyfYt+%f#J)MrlXEy^}o72Ch4sb*9&5&VxD_8ES zZfW2uG?PD3@l+if{iuFYFAYK0RH|2Nt#9I!;v+mkJVJf8KPBHWTV3oV{|5?wnb*;&8a6)_1#@QX`n;DNOI65qu@NV%LYI;d~-g&wG7~8*@HG!;= zu+hHRRK*anM#^?obvM=ft+sUAZuCNZ!*%NGQXp#4%sKwTCX70E^=_K3(b*vYO;j^xy;Jg zVK)TQ*>Dee9T+^PrXy@ROzm@VAxK} zj)T9Oa8$#bu$Jk27hYt^MuMYDKARV9lXt6Uvketr@g%#olQtH2!eS@-lX`_G<0tV+ z?c>GX<0-5jyTq~e@OP@)|JUOa+R5@F-cXO- zt&VDJ?nFYIGg9n_74(SkAm`m}irOl@*~8_^rVm?PS>A1Wd7bwY-Yc*zCe?1d$Q|9j zbwu(Zp1{CEj3>@#=5lL1x!>PexYUsgY02>|o-E164}XH4d>Wq=tAwYN_~gar0X^es zA}PrkD9T-8!L?e;I9JK4EX$}?sjFJMu(TP!7nWLE8WWy0#DHVB_??yHUS=z_Vk!R} z5`dY=Y&EtO(sVOckz^mwcbQdY**)pL7@}+}pK1(PTc9?O(M-Y`PwpP@!V{jnc9oo! z?#0SZij_U|!#@C?#2Jp6@ktqX>j|0wO2}kOqB?JI*1a;`R&Bjx;n3rv&#V{HEzILe z#Q-aJJhZBvRpm8k$)ZB=)VT*bC-y{fyUtQ$%er>k%v6~I~WVY5lu=1U{9CHxu zd;Yuvwok#9p99uR3`iR~DMp z-19rQl>7f?JOQtu>Bc2K`L0|y0e3)*-C9Y6`K*Z)XwA%mhF~0nDsmpPB&IZ`D_%v~ zn_-jwx#usN^R~;nc2U#tHeM{CFRnuwaAqgYlwGs%J5H5m$uh&$eq5l-?pRHBcc&L> zHM&a9q<9&vXu>mmh9}nGai^m!6x;Up0iNvp`oAAfipkv{qOYNdhLY;$P9r2%*(wm# zHNnhsRk7M|rb-stLAy?qyUegi2TWHr6eiwPSdx@%7tfqJv~%T#y33SM>vq!V#Ir!z zzSH!^m%(Z9klZfgx>vf*K2c!1k=@F+)PB^MJfo$DP83hrQGL7KvlCT62}La17n_Fi z9Xvs3&|ii>$WG>$;aA2dy?p3n-F_yuEmqn%6sWW3Dt~9|n^IeiWsFCH0?k8fwUwsH zmBkz@uxH(WEytO9!OkLJB169mi;@P}P3EtbA)Bl<^?I$x2yA>^72mo|9mnSQ+O56Z zC)j5n^CmaH%HlMnU|jBzZDVZNtJGs_jxeKq*#HdjK-EOgJ7E6 zMAK3EjLPeY|2W@SH*3HDgY0C!94~AAlkf?id?jP4MxhP*_LR_xtD3YvA1C~FZ8Bv}Ay#gR z-Ki@!QpFRkh_!Jj#|AJ~>KCbZ1d>?&udF#xxuikngS@8Pl&+T#B;8R?SC>Rf?T%|R z%2H>qXoEN;D^$x`+tai(^jbgpE{lKP?`+ME{&uOy?s!y|IQEnHM43rzQ!$q99Xu(h zTR!|DeZc8-j3IKwlY2xKtJ}{S${L>Jn-C?$&C!)|;Ik-gL0d7xeX3j~DClUwTE!xZ zb4a2lWNQy#1`um@o-dud-7Z<}mac3dv9gLhes^zYxN`OaP^4RgN@AA>qG2uR43@En zjWEuw9H1IX_nF^W(d|Q&dn7H(sKf{y!uAP+i-@#7Gm*YHLZ}6nP zXDBu|nlqFw4Nvl7=@%!)BH;CC4LYUEri)Gr&o;HIje^f;gHq9W< zu+xR;tSNA?OuR~byxrMPOlQntw1{TEuGa2&a11+1V+l|U`|ixeX8ycga+*8nk}Y)m zWy^Jv*b21I;}es5tZSPt_8G5F>L+3+`yYQXFD`zMolKbbsUx10iYK|L^1O>ratmcK z5BM{=`1P{XOZg@)LXE1ITE%8dCmDdj8p3JBAA*c-h^yj^4*$4X^GnjTAd~Lsi;W;Q z{dG-Yvfgyjz27UGt!a;GoNR@UZlL zdh;Qk*uZF<1hkQiPx2k~ce+2O9y?twKXyOXH+aHTvgLg|Dd~CMUf#Yd-SK#hWQ8Xd zXeh@q@io81 z&3?Nj?KV7#GCk?Wi)0^^QSPtaVU;cZJ@a6+ehuYx{A*6V4b8gPO?(QX;RQ1pXjCnajoVRIdC;Uw`%-!uDg?vUCQs8uM0m(OMnO zX>W;QQuH}$162~0F*bx(p2>9G6kaW7YtN1=b0>JbYsajE;>V~JxZ}M=a3ngiJZMvC z-Dh>!_NIJ)YcaYg!}bo*Ow3L+fYW@Z`7qxpOe81LPl{z`;{!ao<)4)0-^)(EdwO`> z_c!&EnzU?vlHnFl;00&oJKu53B+5p*2!Rz8%Zr`YtkbV7g+rr_-w_~<8k_W(=RSn3NF`8 z=I?k)<#e29zPTZfhGL~QQzfuP#+99ZRR^^t$E>KCj;L1CQVnr~mR|zN8p+0$@G-H= zG%8-Z{9CuBjRD6jXo%|#&XN@2+|4|J=Uvh_x}IaR9+Yc$EZoStt;FmKL8_0aNH?KO zyB<*{J$5C}RwX-4cZyHyCq9j_=Etr+{nDJ*d%vT@oWIjhemX5OC=pM}a)l>@N&_x< zlFx@L%w$*`so%&_N~8L;#*~#++bYd;%;&_Sipt`<8}gXaW1X0?YTE2{IoJ{bt6ibV zYFKc+Aq6_sllYmSYiiHusci*Yj%2DhOX1zJrnZaCpG2n`X+DN`mlC{Pkf@q~! z6k$|5Q4NRHp6d_t9mkU*cVIE@((kjA&q->(nDE4M>>5wpLhj*-c%HYn7rwbN0*WuF z)isjd(@70Pg7pGO4>Lrf*>>d8djB>b&T3BWQ7gwam`C;w|GL#Tee)6i3j!+)A|Tc z+)RwE6m<$di(~&J-ecsmtu3Uy$D@|;nrm->U`4R#3i*O zM!|m{!#`Pj)Gkbgi@~XfpSQo+O@r*U!_`XA-LH;IvYo zL~GMEH8cBaEhN6u+vZ?*OG0Sl9))ZnVrC1xsPP%Epd<$)O|)NJei)yaR8EnvI zZTfZj&L1-8^$t&Ri&a@qxt+^+Q(cTPdLBQ)!He_Oyb002nBt$trZF>4H)h1}H+Gn9 zz#{H=a^KT>T z#yUN)N~yOzgf82#<5Yudm*y^$!*GmvQiS>AdaTnOi*2P{L8<#ydIfj=&M^F)@PrjM z8!?4Iljg`9J9&!<4?R!gx)u%x9k#sH6t~20Jq}3A6Dgo|Y zMK;r23mV2`+?Hc@qJyKF7k}K}De^U*tc;~#4eK}H$wzbO_=g%us0VA+#Ao=_mfqz% z`1NvD{kN^1e77tE8PN4t#X{Vw2xFxer%q;3Sxw3ZB?q6Rt%xTH%WU*JpY)5JQ?QJ7*?ckJWdA9il%f86$Fb$hy?jTNG89kB zhLOq*p1dq-QITJO*15K9me!zBs1?7hqH5v>8i1s>%Qg+pVKe`ur5LBm`gBGbWt)OR zN#%XJU2+aancGxu(}bFZoj?c*vV8+DG-Hq1ZU-Gka#*ru;;+@_o;)Ls1qPcb*sT0c zu`um!3NM|O*W{7XCI&GrUeXFr^dS6Fd=j0EOFgavj^o$=I-dMCp3+KvYmFx>8&FJo zk0)=VzWOm=A&T~NJ&_4sNwKuoJIb^N<(wGhB#ll-6DMP2yX-(@(^>`3C<#l1qxZ1z z8{2_a%jM!GF_fbOvj|S+9x?5_3uD&x;Vidl+9_Nha>2h=mt;7@;KmlJkQddbqQjIt zZO|~_Jctqr{HzCUL!^1^1AY*nSU6H|Gah-6FZ*u%&GE@Rm%ocra9cgu)=v~utQyPw z_#K{HuJy|E6hXI+R?e6iq)sKsb<@s@<$ zE_JF@Qf=nXFa0Fh&Sg4ump)A0QH|kz9vhAjh^cfvaRr;^F8IxE*PB%JI_Hhs(9;wr z`!1fCbD~0AH8%2WsZLsl=n9zc8N1E#B>y-*vALa93|kl7sn36FzEkdPpXgdu_`dGv zug!PLg?=)`uH!pAxxO98yjd!Qn#|a!j$QkyZCk0ljOG}Ty8qEMIjJ=L;pfUZaM}@c zhFk0f`{ET%xGnxk7d+9qcMi|+%t|H5?2mIl?RG)F7o^#voLBs$mODYiTv_#7xXig0BNqo|4Lh;-GyJpG5m8 zZpyJ=PGSzfu70wz6E41fI=#OgA#nd&3}zjlIG(8fY)QYf(zSSbxn5uPeXXS<3!W@? z2x=&--z#fAX!X5HH za3{~Q?;`Kf4_%`^Hcc6n&Y#C8-qER7h*Iv+;s1z#G7lfw$>Y-#HX7d;%cI=<>*wEv zCl;o#AvoO2ccx>nP^bihhFxLy0ZmNHh$Kb|P(yJoX)T;38uPl}S=8_oH5T(*)*)Wi zN&E{f`zBc9V>o6VNUmX_rNAn<4!eJmq-UNkGsLSQf_T9uLHP>jGqoYDzU#+PoESzu zZyGwC_IrjrjQ2{iq!&j~*)+&g9-OC8Rq?ETo06<$yn;{gq==4Y>x!~Hyo=(=@By zX|2%=#Y!N4iJO^JNxB*Vi{F{jfy?nNB{!uT#6o_$(RbCqr>8la7Yg1iNL4wO{o?aX zHSPl|Y_ovMypx<~nn$se;~upYq_IezyUS&_L-I83?n{!NYe4}POp=XuA14lr%o;pm zC-Ni!FLhPR)o*=rt)Da>=R5TpPgXx~_P9Jhi%*()zKbV%dw{7BTTYKK8W;$EESB>) z{AN5E2q^qYKfcG4Ar}WIg`ij4U*M61| zG*rFh&Az&A5rM+_4dQqz6GG2c8jo$47CKcd7B<#XKf})@)T`S`jx>8-3_r}kHiZ1s z_+&|r7puvR$H7ik`5W?`68505p_Ty*p_Q2JJp2wkF?XXX=Rxu zuwliq+8f7_L*P^bZvZLTKFZtskd48=xFkNX+H#HWn z4sY0w7M)htfc9+d`=ykZnxrGTJJ{vk;Dm7wrSFaszaF~d8R6_v0v6WdY=sBPn_gPjPToB=-^ZSKTF?Zm#smDP=gEthUO;|Zo-KD6!JUC!NEzQoZx zTNB*`?mv%D>Se5W6P^4f{t2)Bzrsc=Kv^Oc`|^SD$?5c~%;XkNm=GKLG4^*XmiBqT za^H`d8!MnRnt!Nlffd|&%FaeiOJi}~)e3CRZ^yn&#my2nj8UyBY>5)#mcha}6vp1O zi952C=XGJ(t>F=xB9xEq)VH=Q0D6Z( zyA}pF&KDGsnkH!Z5f!(dr4+FfvfL&F7mauzn2KaWV=+rU1lQB^eiZblU8WW(PNxaQ zgg*~w30==q-^h1C9$x%aCn@!=2h&o3Nu3<-p3o||bjLX_&S$GIE^}V@=Zo(xF8Fdf z{pXT&l)nj202xn;Ciw91cyoJrJpH!%iT9i}lwIM;GX8~n?9WEN=lVbsM=xL~+)AWt zYGdoy#m6JPP-QQclt`ZEudNqfQ?&(iPl_j2khKKJ=Xo?>S-7}nN~-Rrcrr?!*w5oo z*C3zBKk%wA02T>Mknf1=0R)IiOqV@Em#@WyKaum>qe#aaEUIn$U5{NvLvhC1D>?t2 zJoFyuiJ*!m=g73WCGPJF~C3e9?83n%4xrNmb5=L=AV-7r#cmvtCum44c3<|V^$^W%!t+_a^H;Tr$9GQW zDaI;Kr~0?yi8ge!bZ?YutDg+pd`AJLuN6>~vgE)YA~)UzT_b-eDpV`<;P-a8ysT{E z8WyP&B6SQSZe+5aaU|Bp4WvqIA&gaV#$4je8fqMPBNC;I@IZa{DmEe+&*7__z4-&MxBin*r&&jZV$iGPF8$2>lj;%g3o`w zQ$Mi?T#oAyd(Xu=EQ5X<`dQRQX;ULkTZ@M6z>#*cY!cKIr-~v7LDeeEAW{P(Tb&Z0 zEqK2Xzp_)aI`nx1JPC42$0jrkQT9jlkB=RRZWoRR9>KOItw4|gF>f=|2qg0X*w9(c zy9rhSJi(oE#|TrYn;EgjmmUfBG;8EK!Fh>i>v!Z@UJkmgTq51LSH)Zj`<>`4;d-%vMBlV5YI-v6<7Mppm$G|YFbLF}crvW)r8u&$r{?0|BT%Zy(Q zn({0I#MR1U*jfV6mnnNwMg0hN@0zhzW`+}Db%9gjy~0p=8P=)V+VxSkX%fYn5-aku zP(!&{5c0%M8ss}gQ_wQ@sEh517t>_CE_(zqVlQ9%rkgz~m6IPN z&^?TG$bmQwwgt~Kf|f60N)tMc`0buXGPAX$)_A~KmiT1km`43e{hj*OUcQy!$$mH# z$#1yb%9Q@sZ)-f!Uf?j8$=r!gthm2F&dm~`l%c8?Mxu#gSxJ_XT-Z3PV&;{J3G-r@ z=TNQ2wPIn`S+y>FU->4CYSm<{Y_&$}Q-x8_Iu+ZW1>g(15J^_J^Shr9FbeQdx>JXi z56H8PzyO_%M7-12TU;%RJ$s{&TT5)6>!!d^iKNa?xg zRUY`Fq7#2@jiwcpi25;}yhE1mbR6^hc=F$4C$_X}&`4HYPxHQC97hUI+;A-KN6Yt3 zk{U;LMLtvTK<&L(1>!}@Qz!eNJ5M?@Ee{R)VZBhnwSEu438wG!w;tZv2#8H^z> z`ynqFv9Oucvr==>@C4r+5Xc@RxM;qlUNzKtz_(wtlVS;CJvteN@gKlWO2v~wEyY^L z%!|tvo_x1(Cnc{8OKvR3@2rd=YyMVIv50;r*)1ziA|Fjv$aQouUDoha&Sy)E|77~0 za7dmU+3cxFz(pdyJ#Cf1e(Sm!al(qwbhx%9nUN3#=id+jL5tW4vKvISbHiX3(83H! zJW+tXNDefjKM}AT8ryyWDQI%x|H-kVv)GoT7eLDw&86f|o5sf=RkQwA;fV*a5l+gy zuKqjiBwgn_rH3dq8pRXu4u7{P4$TNWo%%2`Jynn=3aBGHyw>9q=;06C98it!}a|6S&ibMz>L%`Y5Fm&`}p3eul_$8svH zp&7Xb5ofnKjL@2zhf#on`?6sib7(k@-4x&k!xZEJCQQ&yeJ*!5jAwMCIIF)B_fB}$ z18Os9_mAb-CaY;CpZ1Hljh-*3lL^q^3NHRz?WEqsCxed#GMN1+-?7}dnHR{0z z0ZPMqtRu=APvrMzgtEgnnM31knr%K~!IM>+H$*05>LPwoZ8gLOpYJSP)Q3|O^{Uhe zgV*joCv;-IO&+>l3{G{hNJCEMk3f(whhBmaiByp=%N^(G(9@epqT7t)AW?)^$~cPM zmkl&$W-Zw@V^PrU)bhKC8srB#9srhcxm*Q!<}WZj)aqD{1)LOOTBW~AQx5)B@kya@ z5~CB`qWb-&e)5+;VGiBxq|Ut_t9&-z=4H>dd|K+U9?Eue(|`?& zlQ`nEH3&h`l?n1&68p+IEwmXvjzz!@wo=hSawdo)HB5zq1ha@c@Bqk#d#;rxHuWv- z3W&v;id-}^?1V?dceVW@p4j@xb##I&x5!=hqFC2s>p#a%O2d=V+#n1@O{LK|*2o5% z_(TAu=}!GT7^R6n(J$&DM3QSzmZJ|>*bsOm64)wiONX^bl*Zj&ar3ClTSSKxY$u_W zV$+xbc}~vPI2HhrS$xPWCw-EWJ4o^)=X#pPUX{lR5ai{|enoPWi>=h7q(?Qw^Mdbs zo(^Fe!DSJc39Q34dBf1Q9CKt#j9*_45)C(_RoM_AYYhcBHkLbt;Bl$suZU0hi>CeJ=m1|VD#RegN8xDWp=oI( zlA|qpT`hlGEgVdl<@oQVHnASX{*s`>8p~J*GbaoF3Y<5&ii4bCBqE`y!9`>TxhKaE zE&{HlKsF;zM&c5+6Uq9S>OtdOQXd`%@j~!RV;yKG4gR-u8y)Bw4FWp2u{jW^h%{r~ zBq3YGA3wp9!pJ9BCz+Q5CqG1_F0~9dIPMpJuKo$@e7a*@`#X9on!)g-=70vU<~!Gq z^*jwcD>W1!0~sR4Mf{H(Hh7E1xk|=CQgPr#OsjHkY>2uyQ9ozBP|zwbUV&RCdMvI@ zqs&GyzmxO4(USxO58_PJc;!axf!B3o^U7~D6p74KhdGfmg(Tv|_|y||qqo*3lR3k;w>iy#FjLVjBC ztDKJEe3`MzMBY;oXyc^d;7rI-DHwJ%Xb!_lnu2TvUKzahHDhY%y&C&&t{VwtUlda6 zxt_YV>tQGN@T6$Gt)eSwYuy}~H~Xj47_YoxSk*ww+zIc0s-0MW$BXr)8w%st5E%#9 zhyL?|CU~)v+^I#<}8dVN)hv3z=7| zJlcqnzEq>KEvL4?CE7_nmT)6tvT}ZloO+oA2@vRcnj2895$5Krc}TAE92DDY&}In| zVa)K_P5Ig7q*2oZ81Lj(t4&X{$k9K+bd=6i_sXOm>(M~q`4$ZKU7qV)^6`>CQ z^t5z#=Aea&q8^5FrD*i0+DU18kB%n-B={d$q2Y-n!E&dV$;(PxmT~WN>{(nGOV+H` zV#TG6Bv8Hje0CD;Ru5JaqG};C#pS}Lp_VRcIEw^zm9(o-bfYe)R;}u1EbA6EBWq?> zLglK57s`vW@zv2KTD<`oZWQ()E_xNZDN!x~9+fZ+xS^rO6);;&HcG@&%xnuZO-Vll z!|7{wp2ceNk#*UASH%&VHJ&tbXi#-Z&!_;>TEy1RBh;W*$-oH`@9j{xdvr+@G*Zn_W=)wHAbU0Je9MWb;)Ll&m(Tr8>Nd12nWQE{G?ge;5CdAq zEGyDD!qTxR7)43uDsM#-8SbqgN)%-$N&n}3nR1j5%`!X#cO%!p0P`p$K&^{;m7d65 z@&gTF*!m&yWS*5BHGxovQH}G|@9O*=o)j|&5zl9Qn5M4FdN3X^f5zI0D&@^`smg~& zP`&YR)&to;Ki|>Nq*%o#U$7gOHiMT&eYOqju0#=KFSe8iy%05iRk`AF9!%v8r^JPc zn_Y6FSno-T@22&|8Efwpb&`^}NFiuXaG^4!K4zR&i=E`_f-$&7>Md$J$YKCtET-uK zj99(1TAe2U2S&<45zjUAF(f$l`SK(y z$+=H5jD>CXm!6pHSYaxJS?$B|q+Ddf|LlBcSaPqjv={|=GRB}5`OYv#r9WfnPp6|? zYJ(Q{m7Ef^^e~%_mm-kFDH5p&#_yJ<@has_J^NWE1HFclIxi)SJCNgIN)xOm`7QEg z(|qRKAxaE z>|SS-{}7`Th-1ZI5U$K+ex=Z`3SXErmt$V;Pu*BFS}u&iAi!z%><8APJ&8gPS`4LH zHs$QrOAcHm#qDJ&w^3o%Bn?biGFb((aeT)a3m--7Av$~(Nq9vd=;XOy1cbykoLnXz ztHBiKESV1jno;%Qk-Cl}f|pQAlrw171R5<=1E(I0OV|ox+PNbUVd!VtvTgiU^^rW&71ZiBiI0N ze*_SYxE^XaQV9{n5HQX&GPsrNL+k=&UU4__<6*38USI4UGcQI@u(JwHzNw#x^|VuU zmh=WC>V7el$ohPR%%$1npU*c-iMqLT2 zE}1Utd~A4Kd2U*#`QW|I?(!GTavd02G*e$L=dz&R!EXcvG}f14L45@0pb$H$>r$Yi z#1+uMa3oqOYT!vZPM2%X_9I(@J!<-)eupQ`#9fNJ6oOxq?&mN(Igxjwm)$tiOf(=E zMn6e*8~-djk*gnZY~$goR!`_^=ywP#bUk=?*RmM2!%+GhM_D42MaQdTildcU#}skr zY9OQesS??9GtNkokq~ZW$lEmXNu1+o``MgBZR=UmYQ6X=wR?TQC;6}qTbA!eAjnu6 ztQ6-4RTryYnw=apmf-N=PKn6CMqx&SbWc11(x92V^gQvC9Mp-s*#3As0W!#A1_DS~+Q){W z>t8KC!B6M%4fPX4JDmL5wcN@*LKLkutrHDa+faFcBc1cup@5}G&Nw#X`J9YvW$7dt znL)?EG%i!AblzNl%ePa;g&exc8)#=b=fqro0c zERY?*!5?WDOpfFy0zBBUsm(z42x&9eD!$p3L_B$ehRPXBpObUj>cSse^K_Ev#6mrA zFDr&eHKQdGQ zv`Dk9XUx=BeFC3&)mr_ijT6xnrIHYuVs*6Z!QeyyxAq^+IRBuYpj{^pv>6ev;0+gG z4G7X;HXW2c_6iZ8Tssm}>YMoFdd0Xq#+O^Y;hT(~pB|Cym~fF;2TlRQ;u2m5-bV~% zu$UHh;u-T=%HZ#4Cz`pC2HWAq05lX&&>q$Jq$9jAGp19W2QyxIX}KmytloFyN}SXp z0HsnEO2)!TFo_iw<4DdDLs`1NK#JWCwpSO$YOAfw7o_Pz)K`&%u(1wPv1U!~Lo+ej zx0Oi>W^7D-3Y6Q&4^YU{q-L6iqP7sY#++f(6t$9RVLdGS0!IcCxf?Q4$X05a+xUbl z8f?oltwfg?X5w}pkE7KY5ReS>s6FWh-{FF0)78RBGIKXKvE8wO$kW)!r3m{C_3yX| zWQJi}pVo<_y*oF&hLR`V4CQ)7y`hAk^+ee!Y@6h0tq^F!8oOleSZ;G;7fNPjP5fLjqQnZW>{#6Q z%;m7~S^OJuHYnI5_u)Q(Adib=N9(jTR+3vM5NMExvcAc8UOHRMfE_DSGZ%$w=^@IFw1g2I0l~Ju+u1)DG zJmqM7N%RPtC@EVdJ6cH@SNv2)y^cfY>q73bHY^T%S@A7j)28xm&@?XDi@Y3haVYA@ zX)WhPHF4MubJj6k9u1HRUJKxkAUMXrDO!yZ%#QqNu62Q#5zK@xDeR5*`vLWAGC;mOSN()@$iNk3caKF_*;XJ)L8Hv6D43Vkz}Z9VIch3R5D zrWmoMCewM7o4a8|t0+DMw=FoS5pKuH5$(^9gkyh+DK`rCTK)D<qTW8$yi*)mk)ov^xkWa(at= zdQ&^ucgOc;vOhgND%Fm~9XvYcLr{?w98p6dZ%UE=AH_~a2BEXj3Vue|T`nxzA!y^U z>8>-YnzI>y&gjcdmhF;b(?@^GL+SI(;y}?4gHw_C#L0d1Y~mE^pesqVV;uFhyt!lJ z9^~l9r5k1^BcRQQn`Id81~s*pRm!^2KbPNRXiTWsFc{P)| zIw#w*;S2|G#~zM&a@cF>bx%y$o0W*y5jZiXDL71}1s#o+?mb?JA>=;}o|J=O3Jk>~ zkfz)ge4tsSA>7EizoW`huTXze=nP&l=GG|E`mH2BGpH%msHFcmAA+nz{zeR8w9Rlf zR=7+LT8k&O9UEc6le?=}%UCC2B~YHE=Ezq0NxVPC?lO67h{45=I=0}i@u0!fV$oGZ zX_kwO=zHY2lzAB!k{F(JM>Q3Jl|4TSyqumSIvEU4U=L$tXO9SJLFG0Fq^R?2_o!)5?uGtxWa)gKcY(#b+L$^NjZU|1V0#$sZ5^&{s% za)T36nxKx-pqfIzvGO}5?L@V`+*J0f&W@KR%Xkc8CeU=8)784J}jv2HkyIpd?`bbh~yzwneEKzkY+W zDo)=y4RS;MMA^LfPC)`+Y2wbhy}KP&LdtcKpS4^DmbcUp+%L%lO5AvGSop{Jj4p-(aT6|J|k*2FYZZP*ZF}WJL@ecwjF{NpwkG`#= zuy(!HZ_6#uOkT`6S-g#H3uIlTTBwkbZ(oLAs7BYdGpfBN;2j0{Vt}9o!W2*wh~cK9Ri&+vAyp zD2A(QX3(HzI%rPNMJIarTyk!7$mhkC4?VQa`3SPa@H ziedxs9HkZ_;%%@qY!Bck-SA{?^eOmp)<&fQiel}L0R-eJ1KQACp7)Uq7wQ$n(0b@(!bsDJ3teGlZR7p zHQn3>;OYO(*&x(W4?|QRm=5W~kF2f4sTz!4bzvUd&FE=WGJpi_`itsfg7yZMNTTsh zpPhU>6MK(MtlQJa41?8h7$_OUtnq|TF_1L_*QLfi3WizvvGBq24X_EvTJhxYE;us@`fq za6od(M!TSa7r>LjsY4bYn61o1yhFcN5Fs0CaMAz@rgmSnGsBZXGp!-QN$Iae5ylKf zfyh8c-_W3;EC2;P3TRQ`;7sOk`k2jW1@ZFSTM4c(iISnI%P5vG80AAjWx*5WwG{d6 z1S4df!E5!tRD+SaOUIOTUd+EhtFSVlT*l)aJ1O%IQtR@Qutx{;d94pkgYkD>fC?vF zce%lny(K&bCz=%TuXpNJn&l$1&upfQ0}~$_igs7@%<~^&3HxZEw9t2KItc;>% zmQ>5(cbmH~N$r|5K}B54Vms3t76TGzObsll ze{$*1#iTPCMfrKJ_+0{2zO$YfH?zDq4kVqFdl@tZi=1dNn(XADFgax7 z1=Z11Qs9Y%mgRyl043hc{zNE0LuQ*{ofwH;=OW|rSUiXuWBdX3}e&i`3IW}1A}nlxLyjDtm`4p z`l8sZ!LZU3Ynxr+Cu)`j)5yUpIe>2>9?fWt7@@f}0Vo7FWB$c3XOygbnm(`HZXSXO zTJFu91y8)43N~yL38%>_ZF%*4m&BMW3%XRKjGif!FahTL) z;E)X~UGGdl-c&(7V5^WeOy1!ynqN&UUYyO%FbC{KV_DZmko2EIOCS-zGOTWYT;EO+ zPN;1{5kOkT*)T-D+^x8c@-|6qo3{bOl6+);h?%tHHw;63!okbIOBPH%+wy`U_zYH! zDf6)@3q~j&x^fDeC&9rnH$3?lbu(*#s@b9dv<1m{ho^ZC~(JdCS{3Q-to+%Q~f#Is76m87I`hT_ru z&g*`4J1U&0P7;8+zfd5bTXe-^H;tB{&PqiY<5?QkrPz7D(AnoK(r6Qf89_4SrVBm2QLP0e6|^`poi}PrC&82j@R>^_r&~J-+@gcgU-l%MX|j$K zWD2_Rw{X!zcY+3v;n~)hB-#uX(F&ZNW1Zx1YbOdP$G&#ju}U0FEM?DU3Y+dGbv(_I z95=SDVTnyH*VrwDIxb~*Mhw<1w=mjG?m_7qf>$9*fAL=Yo!o~{4VBaIS50G2IIj}k zSQoRFgT|fMq zc^0#U?1bLk$ygZJv^&--dqlEBs`yBC6U%Jg`yJGjj@AnWp1f$b1K$%vSz?Rk#B*$e z{PJ!56~8b>fUxYT`RJFuv#WnWyD67|WmP}%Um91> literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/5c1dcbee-f8a6-4a9f-a2c2-09d6ea91d4cc.png b/docs/handson-cnn-tf/img/5c1dcbee-f8a6-4a9f-a2c2-09d6ea91d4cc.png new file mode 100644 index 0000000000000000000000000000000000000000..52079aff18d0faea9cd6c46bc3fa3c1b1a26c80f GIT binary patch literal 15510 zcmZX*cUTi&)HSLiB3-13G=Z4VA)xdkpkN>bEGWGf>C&aEbm-Rsw`A(K2DY?M2@hFUn?uV24TNl8gX zMMX_bO+!ONOG`^fM@LUj-$woQ<)upsJg|o<&)>{!WoZS^3?mQ7JNsGgWgGCFQf_$g zMmw?bVP<3QP8)IN@f!tmS*>my)bitTg{;*FgI5Ugr#{^aVTUSz zU7Hy(!x&KG_`lVCoA=xrXD<#^RSIxbvv;`yR%*_B>A7f|Suw+%)_;gW$hQxR;CC5= zvklkWGm4@ziUh8gtisZ);o)3X63efZ46ojuPD_QSRyPV5C5_2w_Z=gDr-mx|Z%FDr ztnhrmqey>sTnB|vG5}*^ty?8Ae^dvJ!5;n&YOS^~a;@Keryljfj z+V7F&KH$KV>T69raWvnabEi#mD8Y@DCzIi-&%`1_7ciF*ij_d=BOgA4b2xZV*&3er zpchx&<8*IfSY$vSeD+34yXE^ojyCs*Uz%51RUuKZ8cA_V9x3|TKoNwMvjUe+1r#@S zk9Ngic!g3e@e%ft&5~ofl$*_oHXNB12K%nKqHw&KRa8rF)$?_U4LJkGMjX$ zj>2kc4}nsy+BdVYW6K=IkAj{42rtEb6^AwMhxSRuz-D`w<^Mv>Fu5QwiSvStA_c{? zIFVhUQyJS=66;^ZLz8@&D6f!l`PZgqKp>bLkbDY4mF2n*vsHCrWU1!ddAN>(Ir1_l zgaguDu@?iwLomY~1v!VenhyC>6Ouz&=c@J?*%lrmZoDp}A&;-Ze)B|r0&OVw!p8Kq z%w3CKm871%(5Rp>VZenxxmKtq2lJK!|E#vR7|mP*ooMyV-a2?a>eJX3(?mc!5%@`R&yr;5@zXKsiri_Xo2{)U^N~~T<8W(8>Cu`79^X$dz8Mu zn>UhjTU}0+IH>ao^=N5oE-MKGdz{M%Sg-zoDfbA27}Z^xUNSZ(l!t!MEYA)tne`T5 z4;M6xSahk8TrZ&RVeYU-9;Q-gzB!`rRlMcv&mR+j^;Sa_cb&ri6O2hGs6nxVUB5wb z>I-ZXly)gsqR1`pLm~p16$|74^jC#3mxdPSsE@`nS-DvwMdmqRtUk?TAJCZLZy=)* z#R7)caJIOh50BasXh*9D=Wq&^AD%ib{%W9u!o2Cg)s9l#n^y1TrSn$4(y9ph+N2Bl zFz0{w=xK=Kyg?d-1#*wSMp1M-z@JxyPPCBKb{N!t*=iJ!Thl!Sk=94jWA!wUx@85S zwLCM0T;_87$A_tb+vWV*V0mibX1}rUIu@_Le@hy8EtKtph*RTN zP(j3@OJj!lTRw8V?X|i-Y&(4es~70Un=u4pIyEui=e9^qhMz<^1`2<>Vp6I+_rcCcL$$l zVydp1-Ytog zCe4*jYpuD{JZ|Bn8Tp>Q?j z<|*l%Xuh>4{v4gE0Oz;5scDInv{(E0=)D$RlG;ht;D{020lHo=wBW`#`@1ROO9Lky zsf*<71Z{g1Q+AIMYAGB9@^`OVX5RVxriUDaSr(>g!(1m~ao%7UKPJxnrslhodtq5@ zx8l~DeSyXe=m8Y*u+o^t;-N)uJ6a7QnH$riY*Kb=49Nuzq|Fs+U2lb+UxybZ-y`Vl zh)&!SP4bq?xw~+%ZF@6Rf~=D2lWBs6NYVEU;Q^gIFn;=oGA8S)Wcl*Vl}%;)+arc@ z4Sa%P?jSTCkn>FnPMPkTX&->Q6TUZyZ@LcT&V5*xpY*KuA(PGhs>J8y*SLdw^_0I} zFokq;xAl*<+csIDg|j-B;f`mQwn22AzlgEf=*dSjH*cz_Sgf)KjejTJ1)T*V8)F8@bvw;GISFm;K z>L7{8Uw_2ibQxV+Q967l^iTyu1oczf8YVyK$~nJ1NfMS=7$ve?&m%XHCH&d%ILq8N zR*6K58g0IY1U?{a)YLTOM|C{o#_h2A?xjxn*GX+9z0u!SuBTrYT$2cPkAr;t<-qwk zZAlfgxLy4o;Sk}oa-u9KbDojr+3_sq*RC9hLCLKEcb(i(IZz2BD9oCHi)D6SsbXp8 zcv7QIzq_!klbjmUZzO4vyLb7TL3J3r&NVMzZi7_Wq#Jt*0!KifIO;Bcn8{P(Dy5vP zXa$xlU&Qmb^V0GUI-2FMu9nm5Mdz21mUXBt=;;Jig@k8*ZNzkdA=uDeeX)`epg_~N75_9>}Hw$v;H6zzLL7c8Na4I9OrxU{6kR<)(Z=z`UrX3@c}Y9D-K}lBjmS%?EKF_A zv@*M|Tsj~a-DJ!FY7;#dDl*pH!oCquola4XVvwe9yR1<1(7)HA?uLdH$c2i!DTP8h z;CJsV7c;KgpHrqV-ipD8F)0kary5%GrHTE%&YPsB+^&Rxa1rOZO?BS1r~n(f!hur^ z9r)i(z>C>YZh4S7wIzWt(&mZ$`O=)1|DoLeZ@_;2>kGt{9W6NlI$b6H?KsEBF_@g^ zR(RDJWg;GO+RdoMTRcjglaq7w=hX@VkKJA>jv0i!ex~%~wt90N5vb8mvCITgTQUhF z^A3K%_mBRvyb14OIUYYdZlmstuKpvh#j;ns!l0=mvi)L^Jc^kg4Bpu3jed2$8IN%i zVwZMT)%M{o&~28{dL?Ehn)3Smd-I)Ef%4M1i6xyE|8wI&&Nw*i3JqcM=L&EmP9rW` z4V8wI(r;8Qed(?;Vb^FH9RGB#^cu{t z)`|r`9itYKwsKd@08dd}9^;2L*d`*hX~RD#m+q{-_xzYQE(*rJKy%-I0WooTA@%xl zu1|bxT_L0UN!m7ffd3E1kO~Dj^~A=Kid*A6gXH=LxiqH=7OgYMs<88dfuWr5U9RU& z%c3+BX~O*=aeFwIIXmR__pG@pa)rO_R+-x;APIy1)n3j{M5FQ=(U~4U%B>IChNbvF z#pK-Q$fEI)*O|@{o;a?$Whb~UZeH{^gmpUcWeS~~KyPVEpUeWyP9%C~_M;uNimnzA zJwR&a&!*0y+PS1YxHX#g(xe9XhdA61iVXNQ#g+8r*v?Wy$+n#sG@Yx^^&tV#Jg4Pw z?xZs6<|BWgBD)=@nHif>NrC#bdI{ab(MJi4AC$?leU>mN%^4?78MQRZ8P{3VBQiZv zD4gU8VWgpu*m?SIfcE);TT9h<;Fci}LGiNaz40xY?!0Z!v`MCa-a9yJFBQL5naSp4 ztfJ+?{oLvm(6|Fy4Q+d?gY6l_Ltt0e>Gz9IYaz!c|kdH z3hkjgSHWsAE>v2l=7rA-#TN_&cKY)xS#HHqbQj>1n&{h4vTg&jt;65jE-u&G z{x{p}%AK|9u4C;k?kN3diHLXtIVE>}xkP)TP1ZN=lONt71{a3wQ9T?hdg9j2TsfcZ zzM~ePKUMKdhifYjrQPn4Cvm*yjs3gjh!aln|0euwTt7hnq zB&3QI;vdgH-PpB4cjhkjg>cm^n5+dxX0-G-we;l+L46DGKd*#%|(;cWq}{YLan{~a^Ui7%Y~_x&m9A>K zHMV=&NJPG~9cDBi^)}BwtCfM$q_=8FlBFE(zCGP;!e4#KFa9zf9k0h#gmgqar4)LU zYYj&n`h3JVG50?cZ7kA0=tgEB|%APU4pXt^~p&HRv=*v_2bJ{@0b%Y^iuDvl; z?MOH^^h3;5btBHFAqB+ymJ+n-RWb{ z=T1aB$BG%XMKD^r-h8x5+A+{z zC%0kcS;X8nMZL=hMHa3lt0am@L+Z$asZ#3Yif~m~5kco--E4Oh>%`f#sq)cov;|v< zxbJGd5Js9BxTPuai@g@7l#?%Q+|nnBjjrjLWpwoEQhFC?=3)22AMbVQF|quqQJhlw zc>ZGIK1D=6vG~2>S9~X_u_R*Ae<}VKa#}d4*w`gd^wp=WoCn!-Vw=M1 z<$L0jo;#Q@wZ!($W=<6Wo2z}^3(m2n5h`@UOsb(7b{ej?WW@}yk7Ro-9vn*(#)`k8 z40K-nJ8&9c;*#aLf79Lc09UMxLf{2yR&?Ie->7;6juOP&DFR*qsYkS{I5-tN+_e1uxVip| zTEy`>eT^PF?s4v5fa=;EZ>r^rWNMq01kK_a7{3l`uDJ>Qg)l;IEinh>^`WQF;SM6l zo)x5O_2mBjq-v2aewD24b-prXV&mz(hMRM)<$p&f=h5s$0jv?4JlH3l07?y*otXb} zcvYI6OXl!LKfSwQ88DZh4{p5gA;gGcqZuiwp%b^@n9TBX#?kwkHh#IDUpTM+HjU#7Gtad5Ku zD8Ez2q|TM!23r3q>z};(N8xMMFljss_Vt4fTobsyT#?Y{l|7p@{mJ%%!LoezW2bWk zX<*^k!cO_%+-c9ef&%}Vb?!v(!Ct(ToB)gKicX&H3;{c7tnhGo=1vo%_JDW=eqh|M zZgfkFU@W?j#yA_rvuz8XFTZ^a+WPa{{3u_?5dFx-O(Z`lMvFPOg*j>{Drq`KtHOZa z-vCW?Ifu{D&1MfTxe^a{7QO^DX0$emE)D6OU~U42>FY2{`362|_xT6>xpNBlQ%wI7 z3~g^x)eWuEM4pME052= ziAOx4r1)0bG3zfxA)7$`x$O2m+sP?G#m;|4{t}g~{tN6uRfj()gu`jwq^XwcQl+@< z1yy}B9!*V4TT9IHUnt*q&dqfzCt82!M*njUdM?P*ktLxQpJ7>^%w7@^NZFJa4DAbD zONQQk$)B)3(=^E<0MD;(FgE*oI^1URpNLeEuaG>`j{W{=XV705+&0e2gR^jAS!X5J z$Aq(RS`4szb$%}ZyTyMS9&p;m4Q5Lkp;2Ff2fZLb8Ve_G4IiDb{hFt}iRt3Vcw#?n zGs;1Mk8tsbPld`8IH0YLKcEO2>z@XpScSDgr+tV`DE4q`a(Z!len#092U;1aC}O>4 zlc}#R20x=S_BlAC`=}CoW*vs{Zxr`@8#dZZXXQuM29S{*Ov`5othSQF_KhK34acy2 zt7pQKmYk;X{529o0M3P}U%hZYBY$F6_^V6ubnD~g@h0>+VdS}4V=&~w+D1g2x4k9) zz@=}}x#V8(;Xm^-XqpbExo)pqomV^gcL?ExL;Z~@-589Bf%E#VXW?5uwc7fc6sj9m zzu5YAQn1ValQ!#qdi(v^6HMuAe)btZaOp%lqG5{oJWcR=TU*$EJ0EtSUzntV)6tjy{G-1E-#ZJOm08H^-W58 z<7L=29vL7;L%&7s)yTUSuZwTu>Lf90DXbMmZq<6C6YGQVRuT&{*;1a9bteXmN0Wq- z+zLCS%g8O<-_bMQj7q%(0zk&PF&1I7oQz;>}Q1EN1h~xooyBix_v=48b4#1 zda37GV`W0Js%|D(b%x5rKjbj=<`wt<$7xzWqAt9FtGB?bw+S6j7%^%sdq#hr?uj&1 zgdX`H>~>7Lw&(KMjpTR&RSC53RcX}cCAq)9_fnx5c+GgJz|?C?O3$DBFCks|G_tJ+ zIE7Wv3H^nLFbCIMdmKvyYX)=pK?Pdy9dkEZMU z{1k~x;@1q+5Pxa<#IMD1?m1;~&%EY=ITtC5B>LBI~@{fkByj^N{ zvXlJWshkyods0O79Nzue&p)pp5?3qcZf8lg{i=0D#tpTlTI(L8&7wXdMDrEcmMkEl zQ!B~Nmaa|{LA^gzbc5m|gsdVCI-zl<2hZc_`*pI*fg15lB5=2wQFR(`hqcvP0|GA+ z43pb!UNxhQC1r=IZjA^BtQ_k8v86j{qhEw^U=BvcE7`0=V&nDv$tXrK?kj_)WbE$A z41Lh&C<)0AHtd zupFh;#N2^;mhg^Ggv=ywjH)a(GZteEsrF&G<5i{4@2>W);ODYVufKn^o?DD#_Tlln zv!$=z4G#49{J#(l1=hOi9DI}PMtPdliNU$EW-#)dU9Ia!J@)DNRJ`%`2E5SzfY)>* zXNUDOBIJClZ|Gr9yCsrU!s`%FlsKY${CUG#|28+LZ1(jQ6vA?i9G>XSLGP}@qx?sn zCWmQ-yyqy3O-O!?q6gbaSk0dap;3(YWw|Oh{{G0+`>Epx^!dhclALUMK-N{aBa4q8 zIhLEyOF&b#i*?vC>1*j{nbx zdi~T!QkrtnXc93HY3=$Zl5r0f{JrDNc;@{43OOY>Maa?jocuP=PMZ^JyffYHzY2IP z`yhGXhiNJf88@Z?`ud>&5cwAsi0hX8{tKo8Nw90%!qi@OQ2JCEjOpaKvf@p&jsZl= zIXMQlF>tEmkFMfoB{(olEALD%OCJL@rye?xmoq~?Bc=ljE?urKozA=4Rk1mni7<80 zbBfX)?2YPOXfbbg@<+fJ!daay|Bka&MU+3o%Im>gh4j&?-`#o^?sXl}HdT#K=F_J0 zM1>%fDg)SQ zq6cmt=&eyhNGR$J6>Ayy>~3Fj;4JHb<8Ony1AiN0vFRFv6&&&6cjzf0@{~}pJIg%E zy89AtD5+9I^~DbCv!l;hpc}$albSBl^@IiWw*Byg+aepa z2p>Owr0!atuMi1)qpRk)Z$%U^37kpx_aQhdBC~O~3mE(cbLxt9_MWv>G@xpwd}>c$ z@*_T~jo$)%gtjna_jHI!0XYG|%?xQHFs+Qc;=YYF*$M-AVFHt(f@0uwgK4G7=Nu;P z%fM!1#Aai=O}hz=jewMtRDJM#=@JCW>ZxDtD-SsB&9}Dim@=QhbOyIWT0r#P;)Gst zikc+x^^xCJ1Mg4MYLa{|cy)qQ*ONRp;GZhq4;DH74n>pEM$u$gV^*f_xl=)UW`s%_DZc94m~(`G$3Mp+0ufV}XreOO-I z;HR=qk6lyCiW;kYOO)3+@shx}DH{xF2P`&PJpQUXoC=S@~uZ$1`W4BGSQ%k(mq zoZCLGZUo=i0XN}3Ys)~;?^aIW9nQhx{dhDt50U|e#{LFe-ek>ySIr01=pLxl-HJ!$KzdW zpWF;&aa{-KX~~86O&QRm<&F87toA|LKfcCx+7<~p0ijJ9YXvNWlFE!8Dv><=pqAe` zr;YUwvoiZ>ervNFU11hVYqpk4^D>Sba86FmIk8xXzVKr+;fV?(&FD$N%ag5~mq+Q( zX8goO@((TJ+N;_vp#pcSZkKHz+agg(^z>e{(ad0K)_Ytv27X#{~)(Aw#f(*?Yfj*lu&oJGYmawkZ}@8dD1 zq}SbkQ?fJG-)qI7+Vz=yk-b5q!RqFGm!MIr(4xD3M&Xa?v+2SlH+uz>taev}XjrLl zlSps%@dT!287;Cc8YVd%!NqM&C%(vU?^HqiJ*SS3>w0xCr<)Jz%_s2oByp-wwxFbw zX&<7I$6fq1`)+7W>$Q;JpRe+mwW9EYgaK-; z8UGRb<$w>9=Oiv)!QEFL?69G6;L|v%gBZ~d`O&lFXcQ!YgxuYKDAR9qb&Oml|IK!u za~Hw;8%Mt#!_u#yksqs(JsR_At!viF)PhaG^w)_ZU>Ya$!~M2KkJqk(Txnwt-;15= zoGoQ?Rc6-^5=h>0#uwY~gd`7{Q>9^*>L?geP>taLR zse5|>i)42FaDX6g+x`i^`VrYE7jC!oM*{Wjk1VdgU&ReSvzy0)zi>~*cb)$lDI?sb zS#Dx?P^90545%7Jp?joqUlA80CQ(oRxc~dhiveX%IY<99-h4wWp3v!y^;wf8qH7rf zTU_1b1Ve}N3AZ3QQJ-yUuh_In2uUgP0n0?#7sA*|Pmr6>Lf#t*Y^dUvk6J}>;O1g$ zF~A?6d)@tEq3<81-5HZt`bmz`MlC(Pe4lMSA1>rouDr~yZudv7Swgpm)hRnPM1m)u zXU9sWGrb?T{~@-OgGqm4?&p*Cv2sbrPkK)~Vd}}^RCa#rj9cVHXMV^jtmL1Xztkz1x65w}kBjZ#GDWttE0<;IH%b-oJUMq1 zw^Bo(8Q<>vN%a5Re0nLECHU!=crR@KD=*$Em!I(8+ol76Hti&6DSE= zmm=K1TqAQFMA0oy~RN6Oaw39!8ETF$b-jjaa$Vv0GJ0i>3=kx9@ z4+9ke2mzt7>=0@{n`46^e2z+et2F9fQoI_CHX@*L`77qT#lP%&)!tz`&OT#59!VeE;nxbwEOg8 z{lo&JBb2@+-_Rr_teE=e_?)apALNGC`zM7MPsu2&i9UAX*~Z5DJGfA#o1C_2|$c+9d9vrUVjH~YuF-X0qIy${EuR&zr$V*_jCx>>jrI3 zseEfM^=c>93gf2-()ubw*H>fFZby&oji}QyUmV;s^g>pg^0j$WBehfxjyzP-iwHL~E@Y`ag8E0VOx4g)x0x9^_(4}zhUj^69=vt+ZA=~T_n2$E z{*g&2fGk4Gaa@!?$13b=d-IZdz+{tAw?LD(P8r1jiP z>n)!${()U)c3y;yiubmX{w?uw7U!xMB<0h@Xe4hL{+({7O-1`rq1d)a!;a5L^3KrZ zd{fR-AKkgFoC4sn9tp3=pdK5B?L`IsRbIvZ-VAG5MB>8SPgr|!*7NWwn*=N@m~LW2html z$3|Di|7k%lozO7ZsQKSIhG+KhbpE6b`zJz6b@i3ED7H_c{`3jN91n!KpTARBbKk%N zezOl5?q_k>-!EKQe!Vp=dkgXhBnI2(o&G&EAmq(JkM7Lz{Q74a=j(pydCW#^9^saq z6rg(aR2tskbx-~0yU!Q`2#nIL)Ute%5KRY0X~_N%cjtp?+U6 z6*AoUhpJ_E(WOJXay(!|9^XAP)&;N@Y44x0me@5@rwlQ&904 zSZ*>}`U=hdZE~ZMUooOv_m2exS39*x=w`Z-1RHT3(D|B8!P=j4EH6=s&>QH%w`!FZ z;5nFmsB?`|!YtCa1`bW~AEfCbAcYNMUwKXWM2n5LgXTC>0FV7%Lpb;q^?Og~ zc%rjuji@a`*eSBn*?%|(!ppp5O~2+l#kl<~l5dE{q}@$geH?r<%-zJkj|~&jB!4b^ zqaU{Aa#ZKi8zh?4w}ZqDxj~!% zZ~7(|szpeZYh~PkHOW6oEJ7B*o>^BaXh>p0YsME$Lbcw(tRxa^^=kq&or4>jj`mWF zV$oh<2ze6$W!WKxIQuMzIHmEN@@{O^&=!7*eIw-4DUV;51I@Rj5VAFVjYnnf6K~Do zXR9>cfBDTkw;uTKoOG)C#@Qk%mz&obeMtR`I&a=8VNAh^HI@cFE!5hS36{_)JV!Oj zGkHu{H>UQzd~Mv)*-n#+XqKM}?sh61z_Gu41VL#WjgJ2`*;n{E;rY}rsqYxLlN3ww znuv|R%GlrQ`o&*~GZ-~=Rxr;N*m&Uc^NFm;w$mx5iJf&TA>LXAY_h}l(;=mANhNgI zNq12Xxf2hf~4dYxw@T6rmpm+s@Z@GUIw2+Ni-@DH+p>aLVO4S`Naf?Qq!n= zSqOf4cB_#PgRqV)#p`C%?TuH*^C|S7UBhk)j0nINAHW90SHtbu_yX$HbvKlsGE$Ja zm>$^@F!l)Sp580fzI`iQU& zmG#KY8hk$Kvhw6iY3ih6l%Alo2Qdo%yU8SZ+%i{GZ{#|AI5~^OJGG;2$an19iI2g{ zzh!v$uRklu8WjK|tmWw$bm*4(o~bZx&09_6BDuM05I}cGzCk&sw+16(d~fMZZvX(%%#)rvE5ea5*Y?kRt|VM4X1 zkq9Rf&}ZUOcv|a~RPJt~+gz#r(M}TeFz~ti=nQoaMV2IOO zcRW{+OM7=b!+~o`>|6aJ)3D2{CM_5)V|qie2|07g&fGk8zaUjmoG$q9xQnfUVpAcv zoyG;OXExq?a}2m!8&Rsm0XK=oeORL0Q95uuBO`wsh|A+l9I?0z9+0C{v|`}hn0m9H zaDa=UZ?a^h#|gHl>9vFB1#2Dkye&1q%x+bA;!_7I?9ay?pN!Mc(__#lKyk8(Y;0o->p5f2~CkgbHWs zXZ>hmP%kn5D6_lXXpUTKaY;AW7zT+pbKcyc+wW5DNf4agDK0z`!8A>?4Tu07H$k%&le#s5#xAU`(6Ss>8rPd3oBmWifQGP;E5OJ|`M~2@A z7LjK&qw!sRY0o9$WC6qzzNm@M1+%5oEOZswFy2VghLfE^;SH#1@=#j+>=kplH2;r^h zSCT-{Q--g(rFGz}0BpQtTRk)l6qRvk16J!SFdob=Y4RMf+~?<*48s32oIjh^lVK}s z2p$#*le;zWM+0IOJ){4H^d*2~SUY}mGw#y&u1R*Dh~+MTdW9+r#IM|+UmlJAH_QdC zl?{&9yDlO&8^S#Y&Z;}WrPufvZ0#fu7d)UZuIW(H21m4XvNSuWJ#iG^3FOT>c@U2; z^!OU|kGf*{SeJRhC4ah{oAjJlO@Dzwl$+{Lk#!4x%MDD0U8!`Y7f66U1;2B=5pe1_%Ir^q)iC0tXXRYt* zqH2xJ%J1-N>!-_lZd`zx!uZi znc2i5@#S!u7GE%)Pq9BG+0>;qSM-k+cMfB!@DboHF#O;zRZ{rJ1Aq9_xl=c;<-T?6 zczD|kQ5NG`Xsx>y)OhPVlD0B4W z@N(#@t+U6Vk%=>3Z*bY&RZ=#VXX6$I=I}ZaSoICF$z0r4=JwCX`ysh;kZFYLf2oPh zS;?`hnUXN-vL=nlZEz{cDe+F$$>YMg^U-#Z+PkRJAMbNXUsPGq%vqTR5OEmllkz2S z%dYgw=E8M{J)yjvvCTl-?yIbTiuEN&n;f^1oKV8>Jt5uqMTkSEs33`*UE$UcU%|uo zIA!~_vo6ApN`2?VhP5Q1eTuCu^=gTw{kk|JAzMQ6Kn3D_7fefLVl5EO@PUV-fF9XJrxv;Buz{nK=An94eG(Ztn(fbjlzKWvRc64;$AOt*cqvn zyJx8}yd*re#T0BeS(R3&XN^p4sciE9C0A;@q;oT=%ZlVg2oKR9VJEY~8#%(olD87EnFE$1d>*y7aCD8(>Kx!0h2xs;yD%B&A3D#k))2TMHp&O zEsyeEv;#i=o8~7d6;gX3i)1WLc>hBb>;pQ&_5!C}LVvz#B*}z9FlTX18L1$4<2h0d z$Pf*ww-0Di-3WCw>3G3l%%Y3s#o>RN8J(<2g*PP7KydZ6_fMfCz?$3Hw(q|)cbDgF zD2$LepJ#Jw^7tmuW#?|2TAOGOkDY0JW+j*3`lyC}688EQ?O&md1=BS6O@Q?ipg??e zuZ3<6ZfJ=Yi+WuYJZlDr)6K)9Nr)zAoQES}H5O1`=Ta_9JeB7tsZ8WrFNie#9gExT zv@lEjmBno+6ed-5D}n^{goHQdf;(Zbg_(TS%djubXI%>mqB{f^vGaJ65*+7FN3f%! zRVx}bG(n=SLS!Pszi*&Cxg zC%Q9LJnQW6P8mh|gUjShob5@H3;{Y9>51G7fDRAd8mWN#Pa9fU^}d=l6mGe!E<)g@ zYgwpaPX!Y_Db3ycJ#SS5KOmJ|20qITP#WEfl^?IpY8B^-DuVedVq}ec9Z6vfi$c zNeq@9M@L}>BGD6*K9e*pLcrx~h$4+tA|%&%2kr(k*7oj?BQM`jHN2D`n^N z8np*em`?emSx={%q|o8czw?w-bET42ubIMxOQ5ChzuSYgCW~%yqq{-E0Ro>(_#jg` z3Pk2iV^TpI+P4GCD2$r#ZN!&Lr_B*Mt&#foMlzjrCDz0mNJIE!?T&ujc#ZVnowPcZ zH5*&0C`{Q$ST89Mf!LAoD*&k!iWUYYMUZeXKvJtR;mAj+SQYYybou~m9m14)$=MDbV!EU5r36{qO%^m!x zXgXqD0~zQLlzjs4pqhxRB!pc^j6cb{xr99_?vVko=#&3EK5~=3@aTzjdL?nu>Guoo z8-2&qUkwaMT$mB+>C@`kCja|Q{9+szfe8e@cv~Si>BZMjxvLj5X6fGb-X(&B>jrSy z3Li)EeHpqIK1eE#y3h;g0vh@Tm{s@>-401wm!XvY*m%;^yiPs20-py+EZxcan~EI^ zl4iS59TY}F6(%kqb)mz~|MN^Lonxl~ENe6V-#BiGBwbiuAR0hV4YSM_<2?qByYtvc zVvdKRP&vP7-a+<`X!$(bodP$T$Y6p{tnh=qm!0{a>(D2co<%f1EVq#{ILYy$tV0m}ww#ap)3>!TP@VN*uA z82DYIP9~U&neiIixKD6XFtU5;ql7PN z9t8C*gr7B=r-8r`LraPGZygiK2S|+{;ih#Y$3MR<*<6^haMK2o`SROR*o7GeH*LE3 zwQs5L!VH9)Hviw|%f5o(H3?G0W(QKlfbOMwsPEB*$p*Z_$r zy)c;ppZ{zzcTaMA5bRd5tW$dbgPTsBFxAr?2S z@e&cANSOLT-wJF-XSAhmfxoDeZYs05X+zpAV6Js7VX=Bk0~e2t629;;JcQGAZklfT zk$j)*+X{~bZEBJ(Io=wa-tiS7K{@l4?3-+01!cvbu zWr$7;c(u}gyV7rk=k3OB?8b)}Q4}riruN@1&d-MP&D$u<-v{lt&B)9qj~h5Fyd==# zB{W(v8BpQV!NVK|!!gAlta#lP0Zh>X%xSU4b{+zm~WGveluA=J4M=C93EVT|^RRIj@ zm6b*;b=1q+Vnn96jHTN9OD04Ci!=#~U(Im>q-tTnQcb-Ifl$x%cT44DyDYBCGK{5i zat&^FX)g#%?W8~rM5x7*b``>u-3G+Mdll=eQW;@Mdw*QjZ9pts_@Fm=)nQ46#Nn!L z17H!I2qqbgW!;8iBJ~`l21^XK+688&t`?TSI&WrsDLf?>T!77HPE?0jwoQ6)nAGJm zRte-y$WrNGVCSRZG*lj9;X_x8pyAdivHEztcDY+t3FSm9kQL{(?rw2t-4eIPRm4*5 zf)dbBKPI0&Jb8E(kAKk4|9Fk_0j^hDFB}rQxYfVyfdnN8R@Q4T2G@b5C6FkHwj^2Cg`;p%j==m)?;^389OYD^xJ}X8}}>&Fv#! zzAROWhFtZ+<0mR<()W+jz0)+U@*kJOD}|C`%i*v*rt}<()KVpi?B9NNV>fmKj6cH; Vy|bLW!Rr73002ovPDHLkV1h6R?==7b literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/5ea6732d-fe36-4d0d-8272-8e15beb3ac2c.png b/docs/handson-cnn-tf/img/5ea6732d-fe36-4d0d-8272-8e15beb3ac2c.png new file mode 100644 index 0000000000000000000000000000000000000000..8159abf7ada93f8ccf9c639a4ddf1b97b88d379f GIT binary patch literal 8362 zcmYj%cQ_kf)PIB+NvK*ujTlukVk?T6QM5KCR;|`(t!ivyuUg+ydsod;s<8=*+HI+# z#NIV)kDvE_et*3G+VK*I8Psd38`uci)`b_o!09;B-4P}I#+P2j4pT>W>`-0yI(pUT`a6f6*yztNO6zTqEMz@gG zgbVcHQR}1Q*Vk87f_e?EE^zg4nR>}Xs4yP3Y*wVv{Wpw4CY5HjPkUnj|G;5xY2f8` z8CQBkL4%-mnB4y2*M^_cWxEwj;7-vO)6V|;AN}BDUkHR6mk2UJflvHfq+o*d#9#er z5%75k&REO86BLJA#;JD}?rQP#p9Nk5+CACHUY`YrUDyi$h$5bcjiaak;|)N~R~Lsx zGPV0R1#+aL&XSZs`+v&_y`Hufp6}~ez#ECvz0;+VBn;mNlu?V3i z1JBo5tW*}4f4T61CjDl!OkWZwG^gH2o4H(SMi4kVbHKCtyC42?++F7#h}e!!=U2`T z&kJsMCy~GWBLrU5d?n0DX0p7k!y+w%jCaEX?-))x|a`tOIdjx22LF3)h`c zb8B3w&P@su%0_7gt2}1c6ssVl!9y4T09h|Q?cgu*pk)H5a)`?!591O~8S&g}*S}HD z%Kctze~7m1fv;dJ$ATCoeXodR903?}n}p>)CE)3<`borbEMfbH+3-RHMKmloEEqS< zjTf3wcl#^3Ea*Y^?DE-$V~PXS(?X0q_&k&>KY{@c*JGxa!O{}q+CFn=dfp4uYr35T zkR8i9v3eJxk@D?xQO(OD2@o$pL=6xUKio)+?^KO`S*3|2&t6YjF6b&=gyqMw5y`X6 z7-sRRWF#NB5H*)Qjm%;se<2OeVf=VdgPdUTY`E^97#{ZJV#P1~gJbYtbbbP=v;e^H z>7DE3y{RH!zuF6(`wdNcTtZNq*n5vMopUz7?jOjCjXIFg!ht+KsXzUAab1 zD?KdRfT$um=ofPIGsmi#9uCBocYtQ~g7%BL;k=ZSlx+oOZ0b@hzxn1i{&fBD+t?5| zL62T`8O04ILl-I3LSq~g1>~ifFIu4Nt^p*>*`f({S?;!E?l_Y>LwPg8oF%b6_gi8U zy3;f7J@s=<;{{oU(<-Zq*>{RFJAc%SMRig-i}6lu_JbL?Q6JB7<*wUQKJUt81(|0s z+~k;iF|*TeO)dvlvdL8VqA>ws(`myHp2k&?P@|0+^yv+DPiyw%Dj~PNP?H7{6d9TTfVS z+Q2?N_koDOnvoe#+vB7Ai)j#P`x*>fbX||aBrz7^6eXADZG>5KxS8f8IK61J8LC?b z7TPq{P>3(jcy=BM41juVl|*1iBoU<4({ExSf7Q$oTZ%q3A}}9OfjS@CTLe(=SBSq2 z6OB~okeJ7Oyw^ZPPMm!jL_U4C`}qR*wjrqB&OGraCE02(hjEeu2LiyzdcXXSNs{ZA zp<^r_VDyX-amL7NZ8KqbucUINj7C78YpQUg@K0oQ(LB(gKr7hQsu}6QkaeW8cAO#4 z9v*w;tZ#|0@;eyYy6lZkc*zJNhRAI9$3UOhp>vu|&7!8-c0E+wovhz_w&PRPDwys9utBtNBZt0@j&Z~2k*Yq8M=I> zN()PtfD?50T}c@MVP&EuG{|v*$Kq<87_3+S=PaioMRLU9!*2=oYt5@E5;_-;8&^|d z@NbU%?*^wx|H5JRw>CSV*bQAewSuPTY5O5XAmYS6115)F52s^&nrrb;Dq5MC#;M23 z2)_Sz?$olq3eGZUniNlV_ZL&ygu?i2_giyVb?zCPQHuQva0`bQYpj!*^t(J@R?c^Q z1IY!l19|hoyli(ULwEl(v8|3k%^$@~na?V=m%&fp`*79oP+k$9EngE7cFJbSfwKyR zyPaNK0s?UxDejrZzom7}U0ygJ*z`B7S2FeI1hfQ#zk0p`X{Flw-v#dmD_8Z&^k)XH zVbGAM?^&XS!1Hxl$~u>zF0o#DxR|Nb&M`$LJO*QCg8F2lAiY!eHw1G1T=@EzZHvl$&a>MRCP`|PR@*B1xvPTcVLcn6PlLU=#O5V}b-UEP zur-Z4Z^^?-ewr(iek&}0v-;=9pVTJ*q{RhYQ2$(9BREBLd%&5GYZe4UNW)brkcZxp z0y!h5&|;mzGo1A1+%=?9p=BJ;Ww~;T!-+%iuTPIIcakB6G^c86@^nqBtWow<7 z0I^KwI*@^Pfd|B%NS!tqGx&5yRQDytQ1`)2@@t%Dohn$L-@~j$Lo?R?gSMjCXkb_h zes9%C9q)(a(41QYL~&}K?<5KMPZAe>P7118*!17W%e`dxhWh0r*pI868?j{y$rsk@ zXYG89yk7<*awiIQa$n6;gxQZxHM$s4B}!)4DfK2PKIK zjiW+~_&W@8a83r=d05B&%(>Ib-s$!g||xv`QJDoA%6IN_-xzwsWu~T zmL`Fq?M%bpJMYYZ$Q)5_=eYrMs~Y_Lt#442w8~eaFB6^fgzncxxha)(f{NGM!($bO zsnk%%d7m$&t@mLwAFK`4f(t;;qkz`oD%#?_jm15FZ|Wo%GTXX#!l*XJLuJ>@Jt)Id#Who*T`QQ?YfZvl4Qxk-ugnTEr(?9Sg8l}zHF>p`W z!P|&a|5zDEM!5Bh3-)8J$lK{Y?%w+*;(qSPXNl!Yj6>mVEfX9ueI$|4Oc;Rn=^Ayy z2G^g1z3BHS1QKd7hQ3qaj?lnkKIO*U@*%lGFW6Q$r;M1F z(q2B~*Qrp}biby1qx$=O7C8BxH|X?d{EL^%Dhid-isKi5JJ_w$gI4;1deL>c!X1D2 z>KV!qbkzzO&aJ=kxEF#B((!*EkOAc$NFUNBbUd&e;-qGmTUANtr;L(WYa~_XQb%CB zBV-TuCT6S@dG6jmMMpx2JXE_GYF6B^@I&cb5>klN^pZ54wMiajPLGEp z6u16wY!|Fb;l*mKOsq|0g=`UmT#7Xa{b?f!)2JC4sUW5`+{TJ~S1tdeEMw+|e=teY zfk(1z+_yDZ%7WPVR8m7=xwW^M;Y7FC3LYSr9Cw16T{YVu@3T%M&#z>BhDf5O{H>@l zNBAh8+$Y02kynt%?vI#$C2D4P#F1^Vhq~#))h5rA0r|;9gQQOzoT(axTF;-Y-sUIQ zgRibelG!Yr-v6V*py38{sb#*NbgK}0F7-68KF(dl@laTBwJQ|g#0i5Kbav^!%v zSj!BwY1{x(7P6tN(QjC&B-u~tzh1##%oBM?SW*T_wU@Xa)Q-fp-8w!mX6eym>3VR{ z2ZFZUGUm~DvLC(>b<7OD>VF)<^(!MalvHx7bWG3JcOI3!uqiwyF1q(FtSjFxr^F$C z@Wcj&JW(`Cs7GtoTE<5jZs~Nr0@q)E)>-84Pr)OtBr!zx#m7#PO_v;?i;%Dh^uSN7 zHv10+pZ5iFAU@d`x)?W_%)Zn%BbB>PSgGP2i|<9r{!AA=3AssdEV7q9um_VYY`h@d zY>l?=iJe8|*u3SY@OOOVRV4vc5W5_^y?N3%nmn(ffHZ>A@j0FPtvJPxNf5e5qQDZ4 z0jP)GeUnGU`lE~H_(o5Q=atNW1Wf+peX&}Jgt>ymr7*@M`&)v|dURlcDUdbJcsB`h zz$M#ttA=%*2fT{Q8qH2H$!qBz#`OXAfM@6sTp}WQzh4uWP^{g-H7;30Z7oH3os|?h zM$zqGolJN4bk!>~3qM&_xM+M&M{i4^m_--*yG1B|MvYTdrpfE^?XIM!l-|bAPnZpv z-zCnUkoeyc8HM~nYUbeCV?NLGT# zSom7=hlC+T8!m8JTl@D!ch8c6IG4c0qJ%2S@nEnazLbkSC5B zyJXb1^diwzvg0;PKaM>3sd`h8&i;@6PeLO26|5eV9)llM@62QW#UEG4#qIP&0C^ki zat_2Vc0vC1-*o=<9a#4~_~-0SeZI$+3qjB`_+< ztD+`B-uhO->Te4wFGe&UDt_ncoSDYdNKWs3_WfPM`k*A)XbG55;OCh13T+oa(20@G zSZ)+-BcH zH_Ek8FORjdiQMJJpca5jl4@K<+~)oQxKdSz|3A~|?`YZIo9)KhPF!cV--#wJr?#%B zNF8w6N-R1lMYtbDb?2eyTrIqNI4ntEU!IJN%4=wE$rCDJsq+yi|MM zB@+~e6c^pikl`P#*AefHN{6mRt4_1`STsN!YilxwS-uxC|JXW~9E$O|^9y{d=V@~d zbHq*}Ifa7qW`)bEWEVIEp&;{l@nF{b+m3O2JhBVLyk^sbBj5QYU?26fGB~xp%V;T0 zTOF07icJ50w#+XJs`H$#Ftg2M?{cU^>Wn%skXI1$OGv^tHGLE0*2~e=972zcrGBB+ z1&z4riUHw!bSm0!PjAyyFznbly)kqYes5f1K3w_)%=Dg&ZbFzZO5gHAGFW+$nPR!T@`B zcE1i4ITFCENywg(EbbpN8@}KjcFKrMI1)`-?^)I`Ui>lWHK+VT<^vZ04!_gWY(`b& z{x3}*jgQqvE07veo5pD#@Mj!E&$pklXah>@{l7(U_+WpYt>u3ALmQ~!RRm(oLH_tK zREMb2Y^U5f%F(@p)FwYb9UD^1VLza8FshTNSb4{>(sWAzhS}FVALj!-#xhE@m?B1l zgzT7nY8)-b9%?A1P9E0xJ>W_BudRSUaW7MzGrdYY`O%4$XQ$TFMY0Uz1N-#zdZ5-Q zkwYXCN1>3{EkCKg5L$5jDmj{j`OGz6B4&j|2ZS)@HyIKYc7B<*a}UO*|GM3au6NIB zhr6uq8zJk5mPG~pcQ%CHMB-lWr*1auTh7(GElm~E74SwBNBrC0Md_=?!Q0ls?B81? z@D&nruPsoY7-7Sb)y6@2A&cq@=@zw7QumnxyT62)hjlv1l?8$N{~=o}v>H)C#jZxz z6^M)L=yn?CBTjF+z=X5U5T`jmefE)-4oK&;2WqnnoA+N>>yw|>e-^YQ%;R2KdT=>Q z>{J$JT4xB9vVes)uuZ8bGT4qme+M z!WyDH6|7NoE--Pd@QqiGh*KVe+V0Ai*<+6yzhY>&%k+{9NEsZ{Y=2-$;(Wx@)?8Z+ z4aPsD9LhIBXN{7evp*3EGMoOe@x4Lq%EcJb0%3kO8=E^zQ&~O+sFc1@E1uRQ+k?rB z*k67wOp7_KMniW7h(~)zG37XsD!9Pl)g+^#!|lHY-P8?^!=J^#O3nE=E>#MQJAO{u z$C1W--TPm_n~K9c#{iXd)D2JP_xu2y;#OAx1k1GWh z9&qek3VdZT_zThEpZyVjD!}h8an5_Sp~hqU!k~FfVFojjYK%mRnKtiQg8FOA;AK{V z=!p-D0yk$q6fc`pK#yP+ujd%*`o2`b)YdZL(j1ssag(T3;_PelaZ9n?Gs$(F7=XBU z7_d=myVs~wy3+iFFzEv7SNhAbv^@<@najJ$(WjkQP^QiQ2Q2|e>weRA|grmwCQOa0a6G-){ZdGYpj0=01buY`gf z^@~INC>Qh(^I6^Up3(L{bd)1ZP7S4&;2;LpJ~z7rrz{vX)`S*VPntMk>W#FNrf$)( z3&S$IY9^t1Rg^AYOi}yK@T1946X7Tu?pXs+|Khxg%zmJ{37W6a5AHqy;yD~0!1F5hY zJSGcw^X$x#tH*dm;-NJ!)AVmp+l3-H)C1X`;v%^ByU*fVFYH*iN=S8ef}bCEvC{x>DYYhj-;!o{40cP zS#EUwe~KsQgny$3M+B>3Cd-74wThD;t`{U0Q-TVNc@=U{?yCH1|9zYGw5+Su|s_0BRG9&psyVE$X*E*l7&d{V!9-DOAwPCB*i@Utnw z*zWx~X!D`NxX;Aj5UXKVz5ZN3-}uqUQLCd6+* zwGOf(h^-0-Suw=cdf_|zMMAd2i9v;0x9C8GTi?LwM&f|nsZntA^AO}0%!i7Ua&{Bz zAW-_^zeM7%tfPLZ*8;b4Dj-fa;$c>8$RDVO*Z>KC5nQdEMq^1cnAEPaf}b< zGlmZ4ayejZkL*vta7=YF0KdEFHs$wPoU-JOuKUi1E!_Z7vIKj*cdofPSBH3FO^CitRFk|%Y4w5;cD6Sk^HR7p z8koc-(#HC>&HzABzH?!YeikdI^^X9}*6O@fU{>hJ?P<{`}On+ZIv%7WZ#Qy1(1op@Zo->&!gYtyB`7oVn5t_ z=KZP+*Ic^u_=|dywUts}Fy$_&8$^RdVk@6l$jYta_HOf`yA*=|Jw6dI=!~$szUP5@ zFk4<~amsv=q@G_h>`Qwgk=AJz6wFK!3AtU$3)qZ`(c`(#78kIXW_e|0u5nwoRsG^~HWBjghwH5_8I_dF2H#KH zkn?Q{LgN4;;RsQCTHX*KQ+B%=Y~6BPVPzYS8}TS0Uf!`RhGg*mYVVk9Y!TtC-MBD& zb34KV*&E^OQiFf$`cuFE;78be);!^JlfOzu05uaTl>KBi$CA1ICW35ok8zufRP|#J z1%P}0Sc4`>Uu7urK*BnT(fBAhG z=W`Ea^~s(JRYh_`Ebh6VYf5@%|?IneZZ-M z_oI?)YpuOu#D$yGcj@I`^#q6V#kmF9Pi~*p#ebUDU4CKzI9pzsD_B!Up2u6r0i6(b zO^0%qlc?D1PnQ2IlMxLE*>1WbA#f9=|5KLz-DFoTb$tIX+RJerxis_RKtO!=?rgX8 zZzg-%rXS^f0pkm;PsPAGZJ?fq>HIa^qDEYnIR^|fe}zE$Ps$s=)3@}d2E?YfehSwX zEt&>*5bQ$L*C6*q+*BJRi$kX0cx1599qn=+PW=wTR7TWiKL#3l60i=R!fkHqOG-pZ5%KQqmh@wH z3aWY1o#|s%rSq4$1@f8(eMY=gOsT7H7;wvSsT{Li;OQVW^)+MGyJBo5bTKv$gikSk zX5q6kJ9VFGd7;lj_?0yui<_@ilX(?*kbv;87|Dn9cq5~LT)mKKvnhHMH$(aHljpWM ztw6oq;zZWDk$hjq#a7p(41X1<_;Qy6Yx)Tt5@wcY+5Ld8#faF|SnIWzApiNbXF9Tqypj`DyBEh7&hz9J$@Ssk4TS>Cbj8vO%5 zhc|^2GZ_nlTiqH*W1&AYS7#(0uV=Uzn2mFKSMjKVYg|WkDJwM8caio$XmHl41O%2b zGUKrC)-W5+K4Q1?QkCy|5S0^`<;B%D+IBHUEhV4t7(1FJc(@X1A`Pn}9kO*N>=gqw zN15Co1ifNk#u$FCE9eMn#f~ w5+%+i9p%ZE{?DcPKSlljt?oZEzJg>iKW?ZT{*UD5^8r9h{gGO=iVg1n0ofI%B>(^b literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/5eaf2681-cfa7-4907-b95f-c6204b5c4721.png b/docs/handson-cnn-tf/img/5eaf2681-cfa7-4907-b95f-c6204b5c4721.png new file mode 100644 index 0000000000000000000000000000000000000000..70215a8d8e7a893610565e773c2a5ceeeeea425d GIT binary patch literal 3638 zcmbVPXHb)kvJOolG(}1PX(EyY6p;uTf`oub3m}MofWU`}G^vJ;bb=H`Ab=W5BGO9~ zf~a(9l2BeLO2-JHLzFJ{INzPQbMBq<>->4P&Fs$3&OEytZ*F>xA1na|fk6C*26`4C z5PR+)eU_8s50*e>8~%v%<|a3;ZVq={^ERP<>3m<`1%W_BHSGUHqN5|Yxw(0Gc)(yV zFE1}2A0IzIzkq;%prGKFO}^qkIhzgjbZ!KWEN9an=Fvpjr7lktmPTBB>uF?rt)b#U z91&kzPhg`IyVd!lrdAts*IbUNi1Uz-uDS;CVg71Lru5EtD0X+xPB1g2l_N*W=k5}! zr1v_yN3o^bx{?Q*jhn@O>Px}c=I@$MhP=N<^P024(Og9!5fb~22=ISn0PY++VU1qH z&C_*@7x#Y$#rS@W-h!?lJRn2m2yg7y-GfTSlZvk8XE~CFW`4Z-y4~^_WHYIPcJ0%vVwbb$yRl@=e0|Y4E(^M zz5D{RRdM+n)<>=hl^=eTj@=pji~Hw*ib`&7u1xOs?i!OL{8KX3I`vJp-137V3*@eA zZ4>L|`%euh_Wg}ti(Ish4&xmil*6awp1T)F4CAO|t%#oc)J{Aw0S{jr3N^83QjEw? z{85VeJ&zxy&6c+UcGrla0}n>{p6mc-ZW~OmrzwP$3K;#?GB9$i%E4=1qiS#JMQu*i zJghUTFD2sK>p}#UZ^O35zX6Kd3xv`uQxccZX-Vo>aoy6_r>Dp#6!T}Y`kp{>prXl_ z>F)OmW1+ZEhX(vWrZS}M z-(kZK1<^4*;^cC1Jw;u6OU?UyA}0AcbC(ukJ5cJFyls-!H?`Ig?xua11H}u3RWP#9 z$t6JH3@0`;>ov|A%`)X)&%MU+(Ox}FkL=I^Ty^E&2gV3WRhiMUL9hkOkHYrWw!r3Q84$&Hb)w zPfjf1SqP{M4Op6vQC&C9y-JSHk;R|eQR_3x&8I0&x9bWHU%pfHmGSn@oYCQM$(myE zYJkmQX4v7SILw#B5OYo3ZsFX`j~yz(?4l~PO6%nXz*;*{n77WPLxO+61xNUtiOgFZ*7M5CKx^;{>;8zP%|Mw+bXC{4@ytR| zt?H#~9p>Sa6?+=6KyPFHVfXwihQ2Yvl!*@e|)9lZ6bybC9%BYYnFo319QkD&F9GIpDLMXLlFt zptu_ulgN1(SSlY-Fs9nBg@=p9t`q~zeKDQ&%qxi)I>j}|BSYmyg>BgA=G{^JsjU4^zOK7-!ScN~lcf>C8Tb3g zv#LVd-XxH!5sieLzW2(F_C^k2mC6p)7!Na7yPAY}Oa~M#r0f?$ zzOZNmAsI`#{NaTG<=ht&oPeKpTs}sm z89AjER79H+gGl`yaJ$`mbj!-6;wOb4zJ3EO2VOFG%q>%jCB^skKPmh4zI=;t%)PDlh>beo%W zkgP%yrUiB<7bPQEt{dl8O*;lH6MIKfN*KJ&WSEu=B-)i3=0yf89!UUOy)$ZQ?Ba!W z2myTQFS*?AknHb0(3=OvDk5txzW#~O^R%2E7=s)Y{=~zXc-qX2SNKARi7RxI{dUW2 zU>oe~;pu{Jh3w!CHqzx9VWO2ZmGi7)$??EY;EeQTa+){~B6f7j<^8MgudSqCVrgw^ zcz8yWALAkC!d%h?(JQ%ND1sJY!xs-V7gtaKxusbc*(DG%iU1G-tnzpMxR^`5p^sym z$$r@LnZ@n`2%AM!=iq=_45?G+44a1|NCWx)6lwTHvW(RE5nMdF`$cbOqSLl#->Y;` zeGEer_Rj_K@5lzf`p-?`#7??oT>q${eU0{OVL1$i2pl+wI(zY}{;jjMtdsqxWYh}A zx8=>M3SXN`Y20|!IP<=?aHq_2w0LrddA zh2uB{@x+747|sC3ycWkVWM}VgLRtM+(7&FY$vx(x|7N5ijHY((OE51&+4DbeMC>19OBgx6^bEAg5?{J_o=TL;JuKyHaw(NyKUj zS4`JU9^x)vPecpyWk%iSId+HZF8h}6e81?)d(t~CQ&(SCYL!K5V=)?e;y7$h8ZiAH zpK%Vw)^G&NXy0kNld50BAxJsWvo3NdGzors0^oy6HPyLY5@sd$uQR@7B!`g__^s!B z)s}n{>(Tkry~H25>PU@%&#cq(HO~RiLsm#6^ze41&IzrB3^ypmkbx z@;y&9UG}S@d_n3S@}zU4vOfWwf27#=r?633Unl22{ue#eM?LyHL&@VY#pUkBg|1QA zVzDar=(x{+k)?esj(<`rl^uCb_qd1u{L(q|L+CCWN8{U| zw(6)*>5~tW;NmGTPK`VYTW^22F$u*K&}?=39<`q}wjz`28Z%ZYFKqMuw`G2RAkBO5 zX#x1N=k+qKf+VFkPirk63`$hA$&m!gVQm7(j7sZ7tqL-ul(~+}DXW98h9Cd5RwfES zEj{x4VNY0m<8I1GY-RivYeOhc?6P~{%oq?h;TB?4b>Pkc-;JT z(Kgu!$(nAmt3ol8hr%{L8TvYN40Pt%q&v%`i#g-UiE!2soOR?KyN*GAuk`EmVYR#c z#zu?daEFVci6+0)lgr+Y$yQR3?`R>84~+rR$P5Yr}=8H(#lxx?zVOU`W!o)u_GG?6PmV&m@qMg$uC~ z&HjQ7Pw&kM7Y}nfXMRt0uW{GzzM)P$xuABvDn6nw40gHRh$N?PgjzHhzKhqt-qo5% z#Po|CAy{#w##imHNp`U4wZF-%?@SJ_heOxI>Rj}r`1b$+ literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/5ec5f2c3-86c8-406a-938a-ec371e7919d5.png b/docs/handson-cnn-tf/img/5ec5f2c3-86c8-406a-938a-ec371e7919d5.png new file mode 100644 index 0000000000000000000000000000000000000000..181faecab69181ad0e1024a2b0bded4563534a30 GIT binary patch literal 17897 zcmce-ML-IYPzaFRUHLYmc_;-!$d$pz?PSjQhR*>UdQVw$glTLzwn-4A7H4W zhP14U;_LALd!eJFV_;xlVq#)pVF3UDY;0^C92{I+ToQwfeFOw)4|ypG4WHF>!;j`W ztv})%hwSBCmVXp8ZvK!j?Nkz0^cTsJZJHB5C+g*QZoEZ`lTJqvVNfveQ!e z>;An%@jo+44dx>eRiEHugbbtJ)gzOF@|zxRq~cFKgRmRoF43Uxe<8>}Ps7gWE*DIg zxEPu_@p!U$=Ox8M4Som+X6YZ5&ThYPOHI)9nH!btANwWI#CEoKu_rjFG~wk|V;_*1 zTiF&XtYUzd-WkziKb^4 zW4yM{i!+rBik1OM$|1(%tpe{?J<2PT3mKAp`TIF?TpeN1Y*~6YW~{C)ZI?d9HlNoZ-F44UV$5SCxYl?bD}k31 zlU#377sZM=*IZ_Kkek%cxjxG)PATGNKb~*PJXvl)^x7U!x>($-UrNUGJekkq zaq4o?B0zkSF2`aJKmB6JiM-T5>N;v9XH_;Q^v+;C)|p&_1@JA#9K1ollHRCs*iVp; zx)jv4Se?C=LYw$D5vPs*2OO7PxYG6_nZl-xWIG{y<7TWDSiV+%3P4?2Dw;K;KlK#j zRBhHZ3pSLJ4^x3MNf+nN^$y-m9!;l#7SSP7zle0x;kgPCG{+uCOZhjmN7J*O%1$yx zvrD%;*6&{I@AAEl8$0Uxh$=XD<`y77m{P95jUgsdSnat@dEe z7ec2M^VZPNglRzFW8Nsg;KsSxak(t?Aqi^7!O^L=QSRatU0c%=guYcT<=Ff2$YCTS z94>b_IdA*p_82QYnpilB1H8uwc6me)m|N#4wNW_TG{|zOW*22$K!r)pd#ooNwCkEE z8i&xMCSx9B;xS+w8qsK{rbOamM~UPka72rt18ziw{jjueW-&oy)nvJL?w~O$S3hQRo9QIFaXtF zd=cM<d@SKiL`Ey#j+PvxtD{k{@3CZ$Lc2_zWzf~7-@ z7j-9s;;s$XUVRB_v%4eCGZ)=9ttj|QVt0~cz9bt|)uOq=>DFwI6|^ua0nZUJ5I>$U z=&&)xJAPJ}cy}mE*iC4is$8>(31R;#vhtL3gaesgR;a0T!>wF*ziG;yIzFrxKFo*> zBYul!wT_q1{1>705KTCytjoCg+#~N_xd?gRaXRbS32#3~=}eK3cnWF{6l+Q$H)ZN+ zu+<6JXW~AI=K%u+0e;^SEkAQ+#Y#0c2;=X}blvCSQK)OywB!fkAGTQm?al!@w4->W ztnI6-ZwACwgh}KHO>BriY<<0Lv;y{xVdthE+5;fdYivc>k4EpPgMK)ZBX^O3$eeB8 z?QQHuR=WMlb5plAaGnTL&o~RdpMiF`Bw1YCCP=+N(abqES-Go8VBbrRhNe?jFA)l_ z5C$S1>Q$v@kUHLr?smHU?V%G9$k)5*zwg(3fL*cI;%$n}EO7*54nM`=py@LuRT#V< zt|Ec?dHid37b#wJ-eE5sfsIs(r>Vqqrp)2QGe2HJRa{>XWWGRyAr|kv$E7u2ZUK8 zXh>K>`p?!)e%)LDHp=yffK9$8!{22S`6#3D{yj4r<6IIcY;#w)WYLtbA%UUjQ_J+u z+!rVDxo0Oj@u6wS)DLtD&0FIH$Xsp2<3|nM>gY8;2r3xZ^UouVS8jUsds0?AVK-t) zoJ!G}meW7H_3TS52TjlcuX&aU8TLY4B8yPyH@z`$?H__+w9}E5AFA-1us+;pX1}_y z4UcB3YNPA}LQ`tj>*#jOy8@TW>H{L`r8b>Gnjr|)|>K~IKCg=g?%g{J>(h~ z!$mCrLN@#PfZ=z`O~uV&rvvuFD<%7;7V{d=v53NXVRnG}o%HiOCl=(U^bET?_>CBl zrxG6~Rdm%Q)b8rdw911)Ee6KvQXnd6tbb3v9iq_!t|6`CYcztt{`py1;LpvGak zRiPjA^mCvzue!&YDB;pExECq#_o3^0qJxbR@Hc8tqD{)c^ofi!5Ys!)aUZqN!)6dU z%7ZqU!&RimRdVfkK}7S|!;ye;_+UotL3o|a+=%4nNGpEfeadm7WQU7p?g+Jm&}z?2 zxAB^?xd~IEUmTgKTsgUT6?wJk$RxdhAvYx^qHLBz_c!EQGm#IU=6D9MONZ-(h|al= zs|aC|4lLATmg1)tWuNd~sWqLTt9PfV|MS1AFnoDZsN^~KCS|Qfdv)Ddt@c?mSl_cW z6Mh=b9RkE&zNM-ydI+XyD{)FSxHn_uK1XJX?(o%#I60pq4TrfAOJ#usLnJD|LV_^^kj5#s+hTWC5q{#`;q{nBR#^i{tZMA(3>Z%6KUEN?hy=)hdA7{cKu zV@|VR>z3T6>aLvhaohTNAh8YlM9i&vujlubi@eY6?P5g@m4=U&8A)Y52+fJy9tTjJ zR8lJf*k)%J?#Dar8eV|Y8b@}kZWPU^^YHIw{XjpbkWT0`GOm{aB5m_oEW67MuzG$h zWg&Ol2Ch*9Pe#AXegc1HoYu33Oat<66kXnZW|EsTv2Z}objc-a*e9TpNC-_iYmm~T z1q=eUd;sFQ-@dPfEr(Y+lw(Z?@>x6E82TbUIeY>WZMDym!UBfe*^{r(2+W*9_LE$Y zq|G5oTt;{luS8n3FTXlFkI1rG2{bv}#J^=i@n=t3%)suwS~VlW&UxGhd%-bb zE_O@Qz+{EJ(=a%2v+u_zr^sJAv;LZeTOThPCCwq`ZuFnr`TuRu9;q%nM>UE8L$?>& zEP5e-UOz^M(Ulv9naI)fETKb`Lnmu(aUqPz>8!W5k@$pfRvJ-A$*+&6eM))994E}& zeweKMkH9M9_sRw=Y4F~TuSD2AEcoVyHy9)kGTfhAEYvSVRa0ZnusbG*RN@8DG0Sav>h$Tk(O$L2K4 zW-hO`!FLN24gN-BA5ANgXcM{6RXz-u1<=tEJl`*1oQ(!SAGqD~Dod(^2UC$p1KdI@ zBocMQWiQWxzgA6by03&a7nc5Sf+;3)Lq7IlaCF8$lVKnfvv#-Wtg%?^PQs6lLy~B5 z&S_Zpr#Vf%i7iVP1eX6P#VjBxyHS9yj$Vr#AjI8nO924k(H>WhEJNkuvD+9N|6B@b z&oI~r{&X%VH+6pHRXM>i-;)SvvRC8Zqx0Es;s9RL=hgXwKYxhjj6mo5CU?7>m;rSA zR>8KxtzP(7`Dig6Tj}A;FbnHbMF@!0Zixw)Y(rdu1uOQL69h_9%Q%s1&pJX3QwRX0 z?Utnjf3W47dZCR=hVNhHLxqWAXgCl6Mia~1P2^x+0=O{h$fRhAt}k`)JRx(4o5%QG z{m`b-H-2FB!fUUD!sb(<;5R=Zv`^E%46j%}ODBXe`E_41{7F%3% zYQw!{(@ERjmN0?9AtVo+uXMpNWh@bEp% zxWnfUC3z(~`SruuROOi@HeeLmA=3-RQsFxZ1(ANVrT$NM3(Ca@%^*g8mhL0I@8%s% zhg7kUp2Rs{vc{Dw;gwoLjRade6Q*PgPo-DycaMx#zB%FaA@BMY&-ShT zspoXo6NlOdB?$&rB*%VPgBe)lPNU@uOB0fM2-~%NoZ6aN+t-@4zyJY%2S*Kir3r#o z$%VUHpDuR^Up9lJ1N)A1j4m>J2Qw{Ifr^5MVJ~S7%$mBz1VA^7ALNb=aPG0h^3EUN zJyFA#Ht5OGZ+z~7gn7oQm$^($w&Y42dn}0ZVMTEfH6Cq~M75iPoB{jOcQEWvZi1k= zYz*}7Ty>#6Z}VB;AGp=)UOOn&-ynrvGCIBt>oUjqoSxh*(8+<}DPsQOY0w6PQ#)Jb zpV_61BzgZ~5F6lJzvH{NW-}H&n2zLxHynPG{Y#S6jgpS_N@lvaLQyp)h!cRxB?GM-He340`2cOzW z$lH>bsH;f-wc_bCE7Hn$G3hMj>!*CoxR1>xdXz6hi&*56KN_;mZff5RPTit1L4qlJ z2LvH{7DjA@e6_^hoP3Tz8)b7Q7yNhdewBm|W2DPej)iZ|-PxupHY=6etQGMC0MgMs zh}-t&I_1Yc_@*qmQQsTr#;?z=82=4@>Su*EL4V@FW@%v^oJz=+#PM!rYVBy}u*#Yt zzd?(4?ccyhz5;%H7=atI=Qw8O$IIycP9NtZQRVAv;wxCSiqsqFoo(iu7VjLJNdZqy zFE|RUT@9{0?hpx;nNXKO@vg@-9eL_BiL8Cze@^>zlrd4PAa;jg!H<9U89uT4yv6R& zjX9fkd@D5sYd>;?)OwIw|G8>=RDYV^J2a$iUlUz~jB4^~2akD<#N6s)on(x`o|%}( zNbthnh7@-6E3B#6*}MMpU|6cBn`6%)p+Q{kNp9}3_ttO}LeQ>s2X|EW|}J1ripf>e&3`nD~k zJ^J6vAO$KO-n4g36z8l_0p_=30KvPY=R3o1U-h zES4wP1$LS?s?iNW4^+=P@J~B%`$`do+bEopjoISD8%jRG1`x1%hPBO8pQ-3W#4e}4aeFxKX@rEJ57GV#+ZU1)94P|Mo{&fnxTlQ@q zJvhkD6lJX@$2L9kkzRd?>JtE0hqrn<5O`_1(AHvx%>+IBmNZF$5Q)>Z)=b`!Uk5E%1U@Nbg{7&|w55z|9*0Z&0cZR`QbT zdW(QJ7dnc<&5yFqzef<>N$ok_)PA{>OZKuF5vcL;g=ZskrR%%4L~B+KubO1&Tn9Pr zZKltzIw%eof{%>2L&1b(SX6AZBFmBk;P+w(J10^q?CfB~rwBJ*8>JJAc zjLNnv zevPgQ1+rW>aNzB0FVa8E-Mw!9Pi4-qlQQk{owmU!Iu@)+i9&aLkdTB4tZo73fr@%N zOe{LaIpXP9p$(aSC}4eTcDklN){*#=EiigHfX2+PJA>$7L$>F#;ERn0$uVrVM3wGA zHQ!;__81wG3|AHbN~ZmSVubpF2S7uH2P9>=+}?wnQ>hV*L~Gn=ux3%-rtBy>V+c3p zdZ<4)c%W=aO2b<~<1zL<G>X>SLpjXnKppbk&sFbA#+3Z}px=FUBSr;3xup}-GSZC0IJEiIq?c=Gl?cdbX zL?}BqT0S-qpPP(q)MQT2hswH<(Y?F197SQ^)KKHY-;xqXgWv*^)oLu)EUPW3FRBv9 zD^-+-h)s^RO2o&acG)pZyay7?4&6;gwo6Ul4=I4%37xGc-Lz%#2ZxUD$MqEVAIi1J zZ9A4}0iNT%i5x3X*y#vs7>!zSh1(NegLn8s+s@guY#A-2;}s7xvCreUnbq4vrp>}p zW-!Zg@%u=xNkOD*;}HjDzsFa%EpzJr+Dn4N?lJg@*r%(tpLA>#PK(?t$!)-NwwVN#^_F*x??*IOVTia@F`s7GMloW z1iWHn%C)kivr`pJ%dL3iEMJ`l&*8fx(vVtdZ%wsTO%8~rh30mI(GEQ_D2p4zB zw5}@d8Tn0MhQ_6CxAlP{Ykzcg5YfaYG~#WpNhCb>v!?0(qxI)Jw>}u0xx0DHX6zV) zCshCVB;f*_8Z}Jut>lTUF*_j{Lxm-$8N+<57dk`-!4dq7p$Cwu>Q~<$-Hx|t<+5`g zAuN%G4R}??Tv?GPjf>T$TSt0mWij1hE1NY6K!0um{x662@ zd|B1InUKcO3PWyHUy}wZ<U88>v4Ma1DZESsPrANTq4^kGrss| zMk~5!iGQjtk%nzzsHaL|itD}VWP!;5PrqKM7O66ZC6v(24Cp4kf&1pqYEJE%_0Uij z@A)DntWZ(Nf=!?Fr(vV^2O-|9quI{o5l6^zyh-*8FJZ5K{@&D7;?zG~7AK4ix4+ba zXP#pp|IAn|670)I4r%eQwggS5o?zpk2FA$Dm9$mYM08#p?eF5bllgN?~ofClK zq)B<&uNn?Qmq6q^5-ycgMT8b?p<72tESAtUmwj{9DhUj};{AG9=OV(3b;W>JE{^W=;{B~o(Jc>mb^Q66+z~_R4TF-lt{ovHT9oO1N^OS6B^l=4mg#JkkRF>9xgiY zi>p!+E`+mB;3}~p?KT7?KU7T&c#4&2(b>-W2Pd&Ya z2SjpTrP_#zi^awV&#!)1W>9iQ-c}6Oh!&)a%ADMvdM?%bU{1Ex=C?w!&EXoFAzArO2p=@0u74kJ~0FW4bbp^sv%4xUjDZfgk>*;_)eP7-6^ec!c}c zWI8H-F7=H;Ra*>MAp&%ofO%`NVG2f^VW+T9tM7)E=6e$>>p(zQt2w084ctgs?dU#p zGf54^R2XXPs0R=53s{6D*9q(~LNDhQ{P8bDJ7S-1~l z$mP1kVDWFMap<-5rja}yFy2&OOcS|(T_7UZvK49*e8+2BGZZeOWHQ1`ezKL_KE}L@ z2iCAjH|?K6CV|bIXv+hy#}C%7_Tgq-{Ia)|2(ZLD_@s3(e_25Yis8S_eyuk&X!7?CgP?|IFt5*r>IA`LN1{6cXt zAv+D)5uTQi66U^Yhk=ToC8D1H3_}EK1$R_8jQ7r@o)WQ->GQ6W|E^#u4#{=PseE5A zaZLOGGXeUIka7p^z6E9rlGm~`1^0pXWQn2Zg5=v^cFd_-H_j{mBtUQSSUD1e3mtOv z{dkiL+eX$&X+N1Xbzd0GMNB# zStH}D-W@=GHB|tNt8gG=Log_Cr_VvV{l#jjAX-zb{_qMto}bbzna3Lcs>1>1JK zX9zsSswYv0^u|sxIv6g72{~>NCF=GmrBPqtC9mvTnm4>HaBzrhb&fQX$M;$UgbDf(QpbL16p*4kxCx}W`uBk-@0&wpm;f~0`jT9Y%~IXzR!7QIwI<>1zS{U0 zTQjF*eErhqu{{1kGLZxqz*F;8)D^rIwYO;^QlKpc)!W#}oD>0k*z!Y<3AUxC$x+Fb zz#7h6qrg!!62O(rRP^hGeFLauCqrW>#FXi8cEmICgfvm_%$l}D^i?$5_s})%v^eY# zd6pKngMob<)gxD3R9}s@ISXK4yP>~>bvW6WLGL==8;EXhtUKys2l)L%!5F*j1ESW0 zra8%5*uWUIe<*9uOmo$%9(-qo`9B|Nj6_&?7FqLa#MLr~fh-(sFe%rfdtYTf$e+X&&bTYbQn+Fr>J;-`kGF2N$u0wF z)xo%>!MtfA<(pwPdTDGb#P3znAV(-ErLT)I=@mu;4Ui18AA0X>a2uTLMkF!qV565z zb4KlINvI{jk5V7TF|CRe#iOi)HFWOlqmBxh^7K7^x7tMw+;N~X$F?l|13N$gV3X3J ziNp@1*>E#i`09{X()bl3!TK0_@I>}YYXd`#^AI5*bOO%v4@ zeT4SO#)0YYdnA~j28Po8#R3y3Ug1*-8**29_jAu&x|OceOS z8q)X#$jp+3!L^`o1x^l3n&afxAeg!IzAzDg5M$6<;%yvg7ZdDpWw0)7GGZ=nAduAi zO&|8;);J;<7?jlXey^4c&!blu51={ve;ZL=M+AT?j@6BPC~6rw0EjuD`qSJYDuHBH z&|B+#jZsa&svj?cCU)T$ADua7>Z=cf2dYvXMQya4C}VHffG(N`mO57#(}*Tk|ds<3bTcQqaNXS#N^QP+G;tL1F#rU0QA7a1ZU1ZT)4_RNn3t48ydUf;4v!lJrU3)x01vz=&d|&6x1Zx{# zW0V8#cRZ2eoujbgv9VFd_o(;rJ9*~X3(KFtyTK~f_1!DWYtypByJJ@1SVHdTx%07buaBKLsAxN~z~Dfg zX=tm&Q*?NSh?b)#6L>U0I?zaR+x^v3E$c=9hpG5t2ZQ3dB^5}0`f2R*-xHyxCK^&w zU8oA^_2Dt9=bBj}tKb7boy$kdP&+3GLS=M&d9S0qQVrq&Af}2z37vS;&?Dfa`n#9cV7gL5qq>mZ zlqpy#LMqA`meV&jmAt$&N?1?rEaB@?o2iXy67Xu<;bfo{3pV66BG?1JjHvl!)`H%y zCzFx)efw1du(`r{E8b0IsG`t|_u)7!dBhq=HZ;P&x1(<#+V z;)*$p8a%FUNy1_>5&@~Z2dB<)Zx8|?-}+ziQ=%1qtc9Q9Am+%#VsyPeXiQc`s5u1h z6&hryr~_e=<9p$`@;eAJUUkIW`JB=|5#uf!jfm&!0L@s zQKEnl-8_~KC?W*MAagaU23MHWOxJQt-(!MQaaN{ay3O$j{@LjZI%I2>6LAw8T#Q9w zHw43L66CVR)AG^p1gE;m7~?5$3ZOcExxJcm{<)&{`XWS64Z$C~R+jjeDtf@bCW zS_H)a43?N2DT_lUSi`7J!yb%Ycm6Kfxf1CV$5H!tc12m065!(GT2Q!1nmHs=&j&nS zu}bS2HWv|=gWs`fX~Te7@@Rkr+anuu<5HO^7!lTOq(9FxvIQbFh}t|He*iZwzF8Kx zQ{$IU!QgK znfxJ;sF7o#aV4b?{eah@OjHBI7`XuRcu>ZfJaqntd6~cfTdj`-&Eiile1w!$GhSti z??Hh>dlj4o7(d~g(@33~f_|qTzw0Q9Q}SFZ&1z-4(sUYj3II>W&eV^yuswChd|tz2 zpM6o?70Vwq4)P0{#(i?^zXGU1ma5+S2GHV#Bi51s>(q1B%td#C(?B9K z)m`?ckq=8tVJei;uZc(u74YMBVf8F}f~*1-=qgP8nao~|eNA1>Tak8a%YZ?$GbR4Z zU#SD`X|!wC2u5sTQTvga=TfjDOpNL^G^5Mw4kBmRpCSENil3n|w(Mk0p15XNd$shn zC6$Z{kfj3f-D+xueD!$@w^*T7dMIb2)+bdip2p_WAC{Xba3x#Z6<={?w;VB&nD2ULdNo* zIx6l)tKLw=EsT3-1N*1hpg*Hob`oPNatE@ja7I)dUp6Ltyg;EB1?dpsEMwJmpN8lg zl`4>2oJ>C+^CSjyoFCfyYhSlWT(HDMhNyJ=g!|31E8U3wj9v|naCrKqi)8(OE99(5 zfU;kPoD8izce|c*qxXrxfL7j84v765`jXN2pHG8}23i|$qz9go!&|r*&2ysJeu)?h z;3l{Gb}Y#Wgd5J!p&ZzwCmgD9winH29^VwrGW}J^zsYKuu-;opW=?mc$tS$N&ZPtr ze7GPR=8xO4UO9AB2enqrRk>~ZsTqg_-uv^D4NCWq2%gw-Wee@5$9(o)onoZ7>t-CR z5fxCLVRLpQai>2uri6|Bu=8$AF6{35`|#7o!&rRs+TFwjhZ)%h!9~odqqQOv18N)i z*gOcz_m2w67}zdk0LZ5=KWb^$ZM6<->82e{Zcm2(gb(c{wAnu()nV{El+17&v#zvl5nuWIY*sbN zJ`{pbN6EcBi}oqf+*~c3zxLd`nTI??t{w7?+<#<7-dfF3Y@ZBHCz4h+cT(x#d0Vra z*m5fuL=s_ftj=Y4^ZpPQV_ZTx>Bx2Z9Do>!@v#^Bp`8BjVhQCG3Ez(?PQ(Ws37`Vu zIOn_5gJ+5xGukzwO_eV!_AMvKrKxnrSoYrfh_LlZlE40*D^EYSaC;4pl-d0K{ZKS& z=KfZ6i@fW0Aq!)uOVvp-EDwS6u$bV3>AbV%jH=w+#t>Thv0t&EYcFvh(V*XKecd0t zK>8XK{0OigTTjz86!|Yna#wtxhuuFaOSZhbXf1r?Vf0-uR?(`%t}!$ASJ1YE{+JWXJ8Wx3#Hk7%6rTs>|nT3c~HmnG3uT@=YGK$ zV!&on3|7IoLs>55OoSE>_Wb>C09rgt#+MPWTB6Hj?ixHn>}_x24e7=)ywWYUu{ffb zb^3bryIBVm8G@s#=Lr~rJt~HYuDo>80L~YW1}V|H1UWeu(LPl=*&qRa9hBH~!D6vp z;bU*K^d7S??o1r}?2LHO7KlZ3mlIgxF}ttHF?$xcM=<8CKH}Duey=yWq%^LRL7r>`J{#}Y9a z9BTYpOpxQF1rNB`-9MFF2qxVHl3Z^aJU-!Me%AYMrWUpfpB#3oCGAt}JH9qJ~IQBS@j?d?pUI^EGd%>=V8h^i25$*Yb zid5e{PJC+|_u$EzOh=iPCj2=yIC-Z{5`5s;{ihz8v+xsC)3~M!33dv=>HM_P+FZaC z#Qz)ox%ZlG=O)fJ7Sp27H~JV^HFTq&F5{Z9?xXagWOT^>AFtB%->m;@Aw-g-+}KzB z7S=oW^0t0v^y&JgHoIj$%C>!9UznVmQxJIga>OtP`r}Q0U_Y{M2}N?EEIYAAg6sL| zs?}Yr5hFCvv_p^E8-Wn0JoOLKd*RoWItfBdE=KG0Q>Jnl&d>NJq(Z3*hKv4 zvqnD^ConfDQ98aRlM~+{T(~Wh+S$l*JT%LomQ#~;wARwhX6%nva57_He8%08#(j9a z^ZSJ07Xdmt99>+PQ!=`ooaam2euMTeg~Ly1GoHE!MwZHTk9y+zuK=*mo^HdiqCFwHsZq=<>*msyW$)6jCP#l8T~d0DhYrHTy3&`!4MxpAPw5({f?nUmX{xMbCqYFZ?%9i~^?y!U zog{w)P%n?|f6EGN8MK&X*a<&q^=+4U`hqopQN~ci$$~6&1j1)4O7l2GCVR+OY^{Cj#V+2suiG)aaspTg9C<-N}J4W#;j zQka-=osg40G)FRv;1~CnjtcbS>@mW8B1Z%Y!fNpqkjw}p6;U22EstrtuBtRsafQYt=0^B@aD;M5@?*eA}uC43w- zqH5atMNxZ?d!zon4xE?0a2QswTNam5@kpPmoc)&sO%Hg@7L-9)gH-4M4dBEL*Y^Cc zy;-Z&&grQ&mAfyjG+69`_rX9a3w-129)TMpaM`<`2y{tpZ+$J%m72^Z-SxRCAI&f# zKE{bdLU5MKihgw)E0peGs$Qox-f4SL?7m@sv3kBFPRT$tpE)^`B!2CNG_&JTlD8Z{ zvy9>x?L?YlG)w7^yn$ywH$@)xz``8<#GamP;k5$Vjj8HoNF49BnrT^SlFIW5f+tvh@6)q>1(yVm`W-9=L0ikL0>Y zE`ovES!+W_^@Vf>I1)qXC#STxZKwy@q~yt1G3?*&*Uz>!UEf=~Yi=c~atO`z&Co`( z;{Y(^YzFK`K5uKn4O_?JrO3$jKUhtDLQ?-U*Iz$Cl@(Cke^ag4*&Df>=GT7MNPXJIn&VviIm>FY0mC19ZGsHM$2W(0pG4O3Yf8 z^PSy0qF!H%lO(Q^G}o;f00K;_`FDn5r-bv0f$zVuJ_eR8N!lpBd*{!h$Sm*qiOx+O zMvBOI$!VUc!V^80YBT5}3^IYQ5V+Xw6g$eE0SZjJgfG2emLyHp%`ET9^CQdd%+tFZ zY;5`y>@P9HqV-&;AGJ8Pn3Us?oehns2vPyASjdTNd$Vf}5;s$!1X90ANs!#ExRr4H zV3^+pJVH}um`^nVaVd4x?MdQ)M7rAN-KA;5{I@7GuKgjWEu>${vV%R93K9-5yAd_# zgeMmdb)hSDAZ;?$kTCs1^GveUufoU)EhO4qM8Ez(i;}tIGg@1wo`?ElBBgsweHP|8 z9^3K{2-!p9UJ;9%u&6R&9NE?0odraT60yoGLh~1DXGA zr%SqUf3%9{dW;YqwKgZH-D9*8?FtxY&D-mG%g%RXM*@c*G7Yd79-#3jL|D9EM5S9u<;Hz7Om8yFgc#J?6rniWX5lTJrg;l8#7< z{g4B;$k*{}gGPq3D#ON!uOMfkkQ{EDDO7{xz`NEbH4~d@_86Mt^9J#6Z#vkC{p|LC zX4iq_!`WFJk`+o54gv8+hW=sycn|^D-s!&!^!pJtOFf_P?J-Pi9mN3ei3F*tuL`EP zk&b6y${D*6wR&I;04+W(wnFJMovs6$}=~X`&&2$su2aJ$r zw=R5-4qa2nU3y5E<$){%v-MxZ>|2W(mDIIlW>Q7cnWY1$cmktLMU$f5#79fj;u#hh zvI@QHmnqlyp`XCrQx_u{@ND8Alz1wUCYUd0-{HewcTIREY*GnuJ%HkVT=%#$+z(uN z$&J-jC-ii0{xdUm>9T-OJG#&@eR3`sID!-*_D{Nn$y71(+D`4d8G`@0JF_|m7 z4~rqLdk%jxwj`uEbeEjY3TI2-zQDVhZ^QGSTjMYwRQK_YaCJ`QDxSQ%lKA9K_9&jQ zq8S*Sg7T%FznZ0m`=Qo10vRXVJGOju->0&FLKWqbSjIKke50d(S7O!yt5jYOj5PPUKG()V_MGy9zR- zO`7if5nn$c%&y{zs0d`gJmyBXmEx~0{0Y?Ws>m;#`PuWXc}uJBED}}NL0zgH7UeBV1g4KKu-ocI;a?@M?%}iQFqMMq^+>San%(HPE zyrId>(+HDHz=m8-STqK?NfFfF|38b6SP|Q=JXf{mrxW{5`8!{-W(z1^Teds)hg;aw zCsPHlhMoPGyic)f{ws@d7%|3g;7`R)>=+{a4dWm*+_R`ojHgDG>A%)TfuWPIR&zQ@s zzv8*)3Nw!hdrsRfYpyAaa9sH0TXFireb;}~_{hwvXL{3I*_Ef`oN{(!_lYA}o0b@b z@%m1__2^o97{^b(S7}Kz^2#>bPgtjz+j#ot26NtNi+8V8xDyi}&ug~nPV+wZ&hM>9 zR+s3pSr>i%=xx3@Ux%r-I>lg13ajhopF7XC|J%FfJ7fK`#*DkK!%qD+Uh%Drb=EB4 z#{Zc+1nY{VPHHR;EsrYvXj(RjQ4-$ z^ZLn0Z!c>T<>^k_krzKJ{^~xZ=i>EgG5_zcc7L(nW}Cl-_~R|?GOBHAIY#bo^Zs3& z80hv_a{lL%$t%P5->pCNPshw?oyE(HBet(JP9N}-OkCreC-EZEk)!YVvV~4oM-*lP zw@;sa@oLlJqsH^%WBSF4YQJ*)EPLV8nJa4#mIh(m~-y( z*RzKN-mfn_pCP&H>7S45xbJQWwd!)SPW8TWCGSk)&yeHOc`{FPb;VuG^v*mU{P?fH z@yp7xSzneOTxgbd>t%_IsLT3HA?Dq73*8Q?T}YX}>O|x_zdrwIh2Pwn<8^`_{cXE( zH1e?fy_)8B&0X$>eI0N7cUff?-qc+fJ@fFHSG$bDE*vn=*Zf%L{3gkB=l$8aOP28k z>y&Fqi4V*ZFw>CtlHrVs|%w_CU4K5b@S)#Cr>g|S~{oL0-FD$8Ez`Vb9_rmvAEtPh^ yFbV1QEjZ8in(g|9LiWf3IIaYGG)hqDKYo{g8&__dQS1*ot;N&T&t;ucLK6Vs9}evR literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/61bd650c-ca68-4241-b81f-72e31d0d6616.png b/docs/handson-cnn-tf/img/61bd650c-ca68-4241-b81f-72e31d0d6616.png new file mode 100644 index 0000000000000000000000000000000000000000..558220658533ba7dd087dcf8a6799ee40be12aa1 GIT binary patch literal 26700 zcmc$^WkXv{*9J;yDaBhX6szEt;7%z}C=_=MDekU8TZ#uM?(SZK2fLBr?(VL|9Zvc_ z=iB)KCtqe}jjU_wUVC;zloY<=VUuH{p`qc)NPkg5L&FE6p`i=Dc#fi63&`c88g?Z) zHOa5`a;WbA_xI}6D=aK5Y;0^C92{I+Ts%BHe0+QY0s??u!X_G;*|f|TF*WzO!!$+T zl%BC#40L#$5rehJ$;ls=HJO<{A|dOvPU>2CoYwpoc>A;{sr3C}J_Uk8XRT%F>MAvi zX#Q0)qNKQ__$$r-m-YWYlpn^_3P`@u|KSW>nRh(dGoboEMj3+%AKS|Qp^C_% zI(Fbfb#SR@LN&Je%qrQJ)?86zGJf0Y zIdV*xe=DC;{BPut13On#u5QPBhBAZsy*d0LCj1LCYG0Pom(i!%_8n{I6CztI6ycfC zcCk`Nf~e?v{69YIra)*Yo)oGpVb(N?ge_#4)&D~o*k2M(`q+z%AX*?o4WCB>>JY(x zYX8=C4{R!D!Tzm@h@$}DgHdqU-J2M71|1RnZEXJleD{$W^_>^ZK6;5-#YY{;N0hl;V!07=J$ndqtIqjd;$=gi;xe>O7be0fysToY=VRtQ2@Yy$$~<* zH5D27^z|U?P4~kVj}U9bt*8rOgA~vGudf)Wb49x7rF7+qz;pf)!=?gOR^EnNP%71*!k0nwW0|_bAk^Gm2eN5F zE3RkYKv2nv<;{MN3}GqRC@LyHvz>kO7-PXvnsG@b{W5tXXga1R&_RUKaOP{XssuNk z@To^)^qzxy|a z9J)t?v#+SS|5Tzse$-gr_)x6Wh@!t~ z`=x3K>d%e6Q$v@PWDUkr-T8=`*}V2gPmmAjcOq@fivt>HdU^sY|9gpeg_4+uw32RQ zumMQgk;*?VQ+KJKoc*Q=V-q zgta0X3TX{=9*ckR{`2$V4^%tVqexoLu;I);htWYvw&1&9`mP*wG_)OB{nA+Xm-B32 z8yR6>Dh0~dS8u?STqwuOjB&42aW|r*`zCPo6%f+9XmcQl0un|B(zg!j$4=_z${HKMk36h14yHRB0fhhGB0Vu#RaMg?w^jgl7kOnyzP>x zi9PKD@wP}vbpyTOoni3e|B*PVXm`8olJ$s+yiYhD=RAekQ47CSp3Vntdoa>ud5?z5 zI>dARkLnN_!1I)1ZZAK1Dal~Vpe_Hm3ALD!o)vrDvbdLSa~{B^m>`RSYrhjqpShR$ z33-Vu2=ZMAmA0%HpmeFEu-l1?$9obzakS_7D+AyBfxoQ^CC11zF>SIt;B9p_b4i7} z66(xbEV9PrOQ{a}owd__T*ZIB&p??VS-2hJ+x;eluJ)e?IQtRB(-ki7hkP9`J2J9e zdrFyDybt;pznMe^_xglg78MB+=8*e{Pyg&e<+u)TKFOYjofH><=s&P^Eux4!uhy5F zfS;~B*ea!-n0yAO4AxPJ@V_7KJ#?y?&EL2m&XFYO|MF(q$$BGc8ae67{VIp@zx0O| z*SBNia#Gt3`xBBU8u$`RA4QYsn3-BWf15xTwOV>_5_xZeqJ91l`2fg8Y)}oMh5XB` zi!uHttsYH&T4>X8pza`&gnqSu$JGpYCcKMmisJ8jNrTD`N0pwD0B<;ZieOkFN}uf9 zsVy#}nb!8n4{jPLh4EYa_%!DETLB)xv62?VGR_?Bs{gzs^mlb6*`?m4g$jKFjsCwZ zNS2Wc6C3t^h`p5jzfeQ+cY0ZjoQbK%ULwo%#sBHCu>Iqf?636g9F;jh-2<%f|1^l5 zk_f`{i0ETHgvn5bJpOZ)J~E=SJcD87w>IUU^$64i%gIp0-`#$NF#T5Lw`Ja=C!X&X zP?lQxgB6UZAI(rifs?m@$jy=8vA#lqR_=bf6AF>Dm&hZEHtyPKkpDH+k~m-k9{f9l zhIVJ|Lg&XX_UY4Z?VL!4V|`{dh`!$R0vC5%BwEV)#B;O*kirY_MC$L?NlD&cO^n9IdAn0T3<8Y*qy1qVF5Uv%Ir>b1fA;(W8pdeh%8rM;_Hn)GCuyi$l-!*3?J>sulEN~YwYg^xe@)nwS>+$7;dPDRa;#*cNugzD%j0X zv^`p0G$J5C5ns|U{&Pk&*O|oge=(e!_`k6VI}fTrK%hmx@$s`Axc5c6CI7%{vX$avGQq2no-GEqvvSYFHqtK zg$#~KvW!Yz2cZ2x*C&2x1EXOEW1#A@>i@(RpYbcpTeGf+Le5b`n zC5Diq)$fIf`or;Se_af;o=TMJ*tNi^-3WeU89Lg=t3S=?FH2y7k%y9KpWhPL3<{o9 zuO5yD#t3UpGfcz3LjtNALW6>?Im;dOTJ?fh1z(NLAoy>0zxHFrQ=z@Ldj_H0!dZA3 z-b8%CPGYfuRCitpci36$fx^@=(HMU?s->|bUemhjM$9ACS%na3jJz0V+|N}zT+URu zgD3nHfJW#j5q5g&TPP=!R!ON+ft)loe`5NTGV*@_(b07NOC)~`o+|Gcm)tsGTI_`F z6%hQ(U2Lzc@PgJ?2d03#roK^ci(GPG!;1?Fs7#mn)~9UwkxcT~ArfB!0Gg5U$JcUk z5*kfIna^54!Kxhz*ym{j?{Ry9{;pEJGfMzn!$0ygmVQswJh62mNjSZgd<{ZJLlm@7 z@}x%x{HT-|h<4_lUvf!D6>;Sib}eZ)hEY1Z^Az;s8PpL93gs2Y%V6wF*k=@~MXvIa zcKiE?yGU5?-ap?Zd4|s_ZAWD(AB9<(TZP(_kaaTA=n?@3I;P zq12}Hcm2+kZ}lGA&G7w%JYI&Is*7us@mcY&Mt^JqAxS==kRE4V-wrxJCtERXgg_KmQGv@bH$k+v!-C8$%-6<(Z zPhqOXeLZTr5@LO48>JSlua3!Yn{>swbegVT7dVRgF!?NxkM<5eG;;Zdm|*f7pKOXG zuDIgM8i>UtJ^_Oc@{!eAC}q<~18wMK24%RYLMgIZ=EepTcd z%b3v&v@M-#*}s0nfsYo`;zFD;LtYj+83Dgfg*d(L@~ep#)W0j3W>w*e!?j`Ats)lb zYt+c2s}2XGEim7KuBJaZzxhL@-nz~tpXo+=u3!7*b%6}8y87md(dhMKI79Y#t4Laz z0Y_>JJQ}*CYdDW6Y4haGL){+XTo(+wZN(D+^rL@qa*DXya^XFqHvc;??XtRdm*!lg zjazvFPAhP^Pb}k7sj2}i9}I^Z52-ufA_*Wz1mV-$-Gl8nt8qjvGEMb2fd0mk7~?oL zvk}RW_j(JZk%Om>k5n^;P^TLO>N|CjHRUt(?jnVNJ@l^b#rP3m;!XI~pE(+ixQkz+ zd=^oE)a7r6aB|#Td0oqDXUE-h9KaEPghvg&I*O=_OjrlcFjS$zr#YozKSPLoJU3F} zePnZTxftlHd^@t0>v<9F_w%v4nt59B|Fjn8Vt9jxZ1w%BRL0=#|b2 zo+hA3wIjywNa=!E;b=(k-Cku)y4o;UF?U3Df@>fjLB{x>O->Rh1$m^pewan|OV zeoi}UN&`;o?i`H#{!8|*o~h>b2mRESPKE7JPm}%dd4&xtipCbx+uoY>WSE`hun%<+MZCT{xSs!){KXYJ7aoojj zOy*&RX^gG~nG@TYaL0gashVnpxG1o(AA0KvfY}hmw_S@&wH=b#`3^ z&H@-nj2y^|J(YpW_4_3U=kgyI}_1Z$$ zthsmPn7R1|#o0V(UmpU6MR=xFzjAU`B+=bx<6AGh49_|U!lJrUj1T(5~R zS89J*!pYyMQF*a_C}`?bF3d|7GWGo<#94r}xagE}RY_bvN|i??fK;j=`KNvVr)SO% z(pwD{O=R)n{zxT3o`YxmA8ROiSi>-8Z)N(ELg`w8y5FiVBV%n3c?$1cyj<>5=b6na zV`H`PygHgF#DW3cn+e1Se%iAIZvFFbunFpKllNWd-rg)xBDV)dI<$tG?X>`wOPN!< zy1rfkKmgy3wEpDOlEP8Gmo_aA9!-%jj)-ktajEU6?a#r0K{)sq(9$mb-Nb)1wwvF( z$@{LO?Ee#S0@e&5OZ=OicB^C$9T~a14x+rg%B`*J8tdHJ9)c%Q=~ja4CW0nA?>@d0 zCtQjKnv;b~v_hY< zvcK$Uq+=|w1%1!a-+b`QAqVMf9{&Wk3s*UFXi{zA<-BT-cCB8ZUb{e~m=W-PZL@ey z%t9DRMpC|qp@J? zrv7n6vsKudcH>>yT=<(SO<$(#N{J*6AhP62re(QKR*}Q9m&yq5AL%MZ3Se zzKk|xGKliERLd)Km#P%?bz_=Koq>e|ES7cLW99Ie}ICrnq!`Kh$f_0NgWwDZ} z*rorvCE*A4XPTa57nweH?U{$A&}B`$oj)*~#C!fqmQ%Vf2VWB~X?r-^6s42tn88Jw zry7MJH;TlOYO1%U1gY3P(Z3BFADtNa39a3Slzp>EFujANC#OQ#H*UWwx)41yJ!Y;# zdo9HPShl~i%S3{%0#xSNIRUpJa$s5{%)nw2h2|_>mY!h2Nz*p{ZTYO}z@w;1-8Tv_ zHwm8j$xA)h7Nc)gc)NwV@%%mHBtrrq%S0Kc>nR+SJQw&zg7LNOJ5c%cnj}7WVd32_ z4d}Dm)@pA(4kH1kO=_}$JKBNCspkMV>T#~Pc z>hyB01V5MFdhKL#@GB2yA1DyJrbQC0T@=+JCJ^F*9S#3NV z%A0H~W}SwwSf@^P$gy#Vyxu7U$_ZT^^=H#l7fniTKRzDq9kz+QM}b(_MX$L_{fLCn zg1J+=U}3_0Tz7BMB7P7Gat@0Q;47{! z;8k}U?R!N*z0)+kL}oMj&@@nR{KW@`JcjVQs28{(5=m?yoxTrC?@lfG@u^Uh$mI&6 zJN!+2Kc2sFQ)m^xNqwaE8#qSS^ht|xt#q(qxvUdonnvO~6V76L=x7~De6AH)*uv?| zdd-f=7I&-bqTTwqB;D*KbrR|%ovW+mdVTvEJQ}{MGOi2WHYjL-(5=`fO%-ThII$>P zMS5lVA{HsZauoO8Fz=eAYs%bnR9&5HUrlsP+`yp8G;G&x@^@nMx?2&zrA_+qF}s4X zyC6um(Ap}J0(EM3-F7u1)N%;Iot)a*)03m~W~^|}o_r=<$yzzENo++t!-6lOqVN68 zWF%SPy!0r$Y-RC9=tear|H2sgR35gK%SksMWRNr!A6WI0Ma8Bg7|mz$TLbjz=bu*d zxHxd8qEQ5QvADGl2H~Ndo%_L@T+qA`vuqBqIFMecE-fdk7wojV2EuB4*`4NWN%K+a zDSPwX7MJQg&1esg`V{-eJ>L5wVBIn*4*~B0=yx#cVr3He%GGm`Hu;yo#`9dcPn(~c zOhx=|1zv9lH9ILeS*9{MsrGLS2+!0oVQWC1)(wuZN*3p=qIE|c*S(c_R56HTW+2@C z5XgV|S%XV6bP9$(|RvLIa?o1N3$M2>NB6ayiBE2#^qRQVxgzR92n~)`0c>7UWnm3=CaBs~izyQkA(!gu4@@U1n<9u{xy*H;=23EZmwFua z@$#VA-hEiiN%*Zr7)Q{M7Wrn*#G#Guc`!TWXI;@d%IB)_AGS`ATKmyuutp0LK+sht z_skrHRjTx007+giox)~3l!U`7?W=lpZ}Qg>$#^I*S}psDD)f+3i?XOPK&p;I%@o^G z;mZYnYuT~^sIjv2TO>zNQ()Nhq8Wtw{*-fhkIH3^^k(22ut(y-T8oMWZ@g-Y$t3#J z6rwO+mc}2*Imq=vPtO+ebO{RTuDx#gMDc15!ELA*V`xD~lDcyg!6DACsd0~7g>f(t z!(B!NMwkr;{EX(RoFPoq$A9&7i1de6KXU)LW4i;y8N*XwA$qun{q0X&8$ZuuhCNf& zkPkPcQw2ZZi1^yzW|l1*i>`mx$qE|w0)eNJP50M;eWLZxXcIBIt6}p_YN>ymeR(;n zd;2L zwoI7ZnVz>mwAX)?Bk*diWg8Ax4+P}=8!&%sM7Cy37v!u#h)n;ip=XTaDg|3V`h3WLS%Mk z=B$kAYV<6CMQ0B=FDk^MsO)#?pC-}f0JA|gvIF#7-W-uPOO89)Z>e^i#+^u0d3R$o z0@z)3u=g}9QtO)!w7I}une;I79YcBQ zN!2VKUgs#A^xZ%@Vk|Pi#n6(Tb-IFu`UB}BRwyB_RJixs&v)5vEft(qy@G{mQ z;1OXfCf^ZN)e2eD>|*9-g5$jlG}*Y^b#%>m;tOCGswOLg^njDBlwA9k%zIZUwhAO{ zB#VNO)ov4ZOHIGvxUfG!`j-a9eVC$UZeayE9Z1vtM=eA9wJGLO_2PK*64+`MbxMe~ zJuBDkvFX@DP@{IUGq80?D%yEeZS7}3kWYOY?wMW=!OtJ9rW54es)m`grLcIx}Gf8lg|uo2Bee(ii%;IC-&!G206KpALsX)s=L(y|FE6LPNCYB`2MzqBKESk4}8E-fxF(?f(jr-P z_p=@TY|9vt>N!%}7e#AkL7U83u;x3Sr%ur>3Ij3}8(i9LpVYd}!9tC~E?3oxVD5=# zFIcj)IocuYrRQSrAU&qD)hAFQT@1V&>dcY$!tM7-^GjV%*H%25_=+{B>6^C`kH~;f zmoD$>v9_uey)}&*mycegx{Io{(b|65w8gM|L~|^n9dyOsogcd%sayWqgv~B1=J>jc zER{61R@(|JJRxI`us*z)XFpXPj0vCHP<~FL+~~d2@g+BL8{Mwhwd8`3qtJAj+16;z zZ(m6b0O(77nrp9kRt-w_!uxd!?{x-jSDHgeV=;&F{^_v1So(P?#+7Pu_j;P}YTIl0;?aoanWFPD*xkp>tssQ=lBsp{dLpCo5dv}%Pz~}t!h~w& zVh`|nDXax95~ee3eK+*(v>j*WF>t}aT}{F;zMM8!k1PR5eL!2kRCoF9lhG9(O~s~Z z&vudB>I55^&Qo?-J73$Sp@RGE3=S4!(JyH4xGM(o1F@$!p39)QO8}(nrved6Qk_}4 z{fcHfF7lpi!S1M^K%syaMPJqG-^ZY{`en$jqk ztpo&OqTa=Kn`4jeS%ctMv<~%=)@g4WkE|g-OGKg5 zn6&Q2jaADtD`M?eWwJqAb&*wfg52euxbTiN9GW{ zaqWAO!XyJYlmq-i5Qz2X++u%p-TyB}Eqb7;FHWkO>cc8)zrG8H+U3&ZRz(L2GxPUl z&DoB>*3nhUyl|eMf*C;SBb421FBxr(%tk8ZPFMOl>i^7`n68MlCPAXJ!?7#OFHBZg}7`4=Oq_ge!cqnZ7|Nl%y9a zuBqM1h8#-PLN$(|Q>GTi#2LZ6*?HEljmykKD^ZiNLwOK5;98=4yhc zSf-Tqy!dqa%i?@t+VX~wU|{m-Gfkq#Unv*~rN1w7&fOi>AIgU+Z0~OgJ{L7=Gxivz zyl_IjgSBp+CN8DEQ}W9N+WR!neAUAWjkyC2`ks~SSxL%SV6{LE5$46GQsFwor4udJ z&W=uQ7tZb>p;(>{TjVVI@#~9|x}!*?K7|-nV&aSS3FPzi7X^c?^?w=zqxh{(hPPH_ zBLGe*H6^=+s4FJM>jhhNi>L6&K;!umD0ktB5meyuJK|E&<|?H=5fuFl~F_xR>qpA4UNoGG!x*%T(%r_< zo{C$p7_QtJp1i^a)z_zUlCyJnvJ)v$Rw^mp87h1De&ZM8Th*NU%K_y`?PK9ycWaRY zluvY~YoU=br7+nKV7WXaUct|Zg*l^JIWTuvSPWgkdwt4>8SHh|j?u9J&8ZyDx2aW2e>-Vd1m4V}3DdKfz$?DTJ)X zlE2OCwYaT=g(+FcpD(k7ELj_qlIy>5RDuL?6qK8KF2ts}mt`$^{;2B1DcqcIT<)ey zWtgI5ZVcq`4MS81&$?*Kj!a(~I86hA5>*$7b3uV9eQ5xmI><+hBH%~?;v7Bi>%&9w z@QR>B)2r=G;IRTk&JpnLh@NH}!qN7|E4>NfJ`%I?QV^$n+TB539~R9;$ZHV!!M6ET zNkBKu@bK$vs)=~PL1BuL^-* z2>o7Ao>r?TV2WzO0k0bJ6uu(ddtz1s1#lD^-5pq4hfI_?FWQb~1Jx6R83lb-#ca-% z2G6{%0JaxLAjUV&M$>dVoo%njBz2=mXD?(u=3A~kX9F;mihZ=TsD3ClaCDxXgTO*_L5m6|Ou#u`nZ329&FL88Tr@A;rB9!Oc4^eu2D5&T|ec21fLc8n}N(NOKJU83hzUknK**|-Y1G3*s9B4FSXHiw|)qldp&PTat6O~Imu*bL#YFJ z05|wjf31EZ_cNTise-}t6dxWfOzJ~y!|(#d;I zcUNQTvd><~|8Z$`$52{(2fx$CsknD*SJXQ>Y9})e!>b9+)k>&+;rR zoR-1^IlyW74= zXzN{ElKjnmmdd3wx$=91iN6yJdv_HkWatcs6e^e<`X7KWzE-gadd4)N(ok-=I{Vhe={H(JjPJ z?V4ARjSp019Fe~E>)_aBvoEpXgL3!I<@PjvM1h3sp`Nbn$1FbXuEve|C(Dd@(dOTu*3j;%lU z=`>FAu^gO`an5cv>@mH5Nu{So>nhXZCvsL8(S<0KY7pu2;O!-y%ysLWW!`AC;S9`K z7~jHT_IC6cDlmI1?7B8aO30!Q_8NF=S+;cZHRL8TYtV0;MZcQPcg~TJrEcQ6<%x;I z2R7!4mOR~x=wN6qb9y^QzbZRRB;yHvg2)%6x&7?6Z-Q(+==}M1S`Eq76N0H`3@Mad zv+v(Qk4JKdU^E%iAwWU><2&1$id0JQgfr>Fmr2lAiLY`kFuo2jco1|qNwFUzcU5ng zHXt$~Sq!a(vxRdl1?Dw7JpZ4ztiialQ*-tAe{24By%~zo(pYX)_3NDjfpe41 zwhua<$UU%K>6$p8W6LNh^27n)DKq?DC{sdmxubK4TvPCIAO@vfwM>LKih-WIGY1x6 z*+Kvd7<=92;yFM>^EJySL$%^jQnef?c+S_IpUzoRzPH9E2DsWc7EXBZd%b`jWPWqt z`sSS7C90;mUNwP98(5$QPQ7T(wO-PT?>>>!kLnMT^SFqjI5`5<)}(nM$bw+9cnoca zj&Guu>VKkaVdbj~2hKUS29Cst`CvibxKTp+(!;CzO}&(ij)iNX@7=LUPe}fR2t^De zON1bHl#cgcLJipui=rYs*=_JR{JguloF!mEuh413>S^PBMMD6>M5q8D>_f4-jCBNe z&4kIIoz;!orI{{*<2FP7IkvicHpj4Q;D^ zLq+NBP8T2Ku|hd_clMMxB+eJ`oFQu4ZSQgwqvE;OBU z+>F5;yHgA^*CFB4*OH1ajjJ`|$mPZTH9wN^2|y~V#Z-i93+Y%Irk~wuQ1fMes-p8Z z{g}Gy0++cuApPpv@xZedDhq!#Fst36$klby1cS=O9wfE|hX1e|wb$OOE9k$ETMq~r zUjUY=vE?&mSR}KH1V~CZRsc*d?i=>p{xpI|Rql5!{!Lll+QmNdz|NTd z40QK^FpkD+iXH{Vz16IMou&0ATJd4o(z^Lp!V{OS&XP)P_Y4UH^h;$7qZXV`Wp~se zUfWwN+vDuqApnWmW(Fv>v75+yy^R#1Evj7zV6zJ*Ec>59-^)Dj(bC4XcUN}vNt_`k z*}aFhFDR{&$6D$=M>ae?&*Hk#7$=dmfjVX{C39r#$6Q9I416n7SyfzG|0kW3N9>or z*U`)J5M#S(<p*!@`6gzVAo6qH~J zk)Vwsdw0tIfN1&J7huUvL}FTlsX5A82p}m*QC;8sjlpz|>+i2+A!L9A zZY#yJW(`K^PAOXj<<-Unb2~bvdxdlhS`@>&9|-&?;>e|9i>mY=U@CXFd@>Q+9!}gQ zE&lPgp1YfQ!)H?EE@W3$KKRLz3LI) zEFhFPTYYL*7w@(?g|h-hs@MUhA^92%_qOe_)7;jY!V4 zVe%!%ZHT>!8m)*SvE4P(J}jZ|l|MtY`86QHX8idzCxM)h?wE{PXtm#1%MP|_49UJB zA<*_+bjd0$e=j0YG5zYAV-Of|F@j2SmQDQmtx>tDObtQqrH=!j-`sVYr9+RHR=>P+ ze6cvDI+M__>ZN#>$P!kWbcc+k;+DOz0T#-5qXMcrX$6(Bwan)Dd=^I^Yna5=X@W&%Ifpk;482FK-L^W#(h3aD zX6FUQ3+HPJZ zx;juGx#FvBp5YHcW|D&M()EaUYtM+o6iNewfu~=qyS;8iE-ydIqjjWPJ@OB%7nEk% zApa`(o|T374Rc7+uvZeTk|E6F(xXuJ&E3zY2Pac4SfVNblfAY2u0O98P8@m|Z0`_h zMfsh=(;nEWOzG`QJ0I^%s`wYxVN|Eea{%wMe&ui*?EV$=33m5AQ^r~2)k5te;7dB) zJe0zB5j#7T?Av>FZ&8I&tUzdqsi#9-V1ar@96OG>>V9nUHco_ZcQsqClYQ?Yj70CpKU5YyUW}lg zDA_=A7v*Tkg9tB&)2FFAE&Y6`f{TMnxX!C|@f1xP0_V|n&W?tpI@SCk&L!}-yEVNI z?G$7{Hp0y7eJWtkt60B`|}F$s9$$yGrjy4b8aL zn{+R!(^uzwy^+G8=9Qri*g(3?)NXIxS>x%v-GW!6m)n&_2#`MG_BcHO0@y3nY^n$A zatVlL+&W1|jj&|16%!{lm3FeQS*tRR3K#JC^hRW|3?Fv)Qze}Mx6CfwHtSZ{(oQ$* z-O&*o$IpJo0ornG=il-jAJI2gh^#wm)C2l;Aio|y_h5~4fSnav7SEajaI)}P1;Mo8 zO_>UQo@r%?Pb5!UX14%;j_#o=ZkpJ;sHb$38qmr8{UjhdzN=NH7O3MPXMineo;6Y8 z8`XIJv;PLd75%;yt08s1?}Auv-mH)OD78Bk`bcA${V1MtTaJwr%{< zU(lLW=oz0Dwp9mpE}`DoEnYkfL}bdQ`yq9$zq`Us=yPGuf`DE0H_xY=@FLUpp_0zl z-&9wc&TnieG-}?a^x00VkT)tawX#_b^K=u}$SbmERWVpVaYT=S)OuW%*BVn32fx1l=|P(zaZ<{- z59RJ!LR{Fn&7!Iq5YLgx-2z)rBl3?Y&McSU^Q^sIaxkvU@E|>+Xnu8VTa#h>%17*x z5Ij%0^APy^W$>o+jR`Mj3t(x0Rezx#a~las)N9}Cc+f7bj&^Y}W5{p#oE1#nLL7)4s15D&mHGj$e~1lQsGd!KdL0>84$X;QmKX zA!ZJf@dhEGPsr{$=zZB(_t&}8 z#dDsV7Xh66;u|ZB1?)NGy2f}TG}JkA+V4TG`?RgS^&&&V`D9a3wPa<0q2Hnn5P&%=wxFGRcUeA zUjyGk?g!;m*)*Pyh5#dy65N{>Ar1oAc6#_R2cxE^Tk&S5=@5;jZW(L#yIT1?mb`*z z=;_ADM2~jeBXwED2ktc$qJ(bVz)K zCn}O3ZE_-L9KIInD* z{ZxASLF7!hr`Q`*Y=T(*&hV0V#5^CnU(~+7Hum`(mR$o~5|!NnvUPBa<0gIN4Nwhy z&Nzf-K$se}{0i^Pmx5)v`kJ61z<3q0^QuC2H`_gr6wcm_e1EB24xDR#*EEwSXhn+p zl!vH439!`$?)YzJDwK4YYwKeR-0(z8nq6fWCs?O*J$LI11<0E4`P^4grKfdd!WJD- zm#v9HfXi}`A0lrjHd6I;<>lYTIZiCk^U>>vWl0gOx#rO;4`K>$a=XM@pW4K)CE56H zAZ^>=8ZjVl5m-Kq{&1E^A;tbog=DL4W^l~N8E1Ki#7<9!2e6B=v5wTTI9v5&PzO9` z`__W6%$g|mjjFQbFn*ghcPN<+j9x=RSIN73-DV!lh-g!`Un0x_2VrquL2YLP?FyDn zB>QWO3%C6rsyJiKJfrmNRn+5`4*5VpDfrFda%8Ks&&AGc$o5D9i^g(WW z!Fdbjh@DYHPMD=waY7vz2ADO4oy+d141NfrA0Ff${Jwn@r9I>-+~>84i-)g&pp?b~ z1F)4Z#eR){C|=fI*i=qBG1PKL7dx#p!h;`}oOyjPPUpfIoIo174GMEml12g@(@ACv zfPx3@=y$b=oSx;4gr>RT=?UNkEm?xx8Nm-H;S;8&pbid-GhxR9-jr0fjP1i>y@HCr zY>`ZMRJy9pqq&Mnr~Mh7z?s#wB=j`BwF4|p4u(`bzD;i>b zy3vAk)JfYhbPU%^?npgf`@2!mi@|^tkbtGR@Wwp3R0~@CT1~{j^Ds+rfyn13pX14U=&V2A-=W6c-SCO}?o3kQLp;k z8_~QYzNxBO$G%VoP*rS&&o^_nV#9oNw74_iS2kdmpnPq1s18(g8tEBxuWRHc9j7bb zE6c6^OTayfM&H?XXj!A>RI&^R2VXjK?;Owho({yvi24)vjZpi<~DXY0-n1K42 zKQTmXn=Csc$XuI)x(6?{C46s)`a`ar{vW|PiS%rNNG+* z$I4vDyJ?dc#qrIX)W~GK^n(tq(%g(fm}wf#_qfL~U|B(F%VPOsn1d_PtBCvr2qSNe z!mfA}5Py3`GQypsR5)$$OZHQ)$@lc4%lx5iuZTpjCuzU4n%aNw!_-*9weW~wRu(m_ zG)Q4HpSI`~pH$N0{emXP@&*x%#+Z{rKSce?@L1TsS*?&B%)coDCvLRu=-Heu4q#`c zPBZp>_9y4dyl6!@(*)W~L-v9wF*r+PNcY*e7RMKhdUxGzIH>CU+sPoiLdyp5&`sST zgX@gDs3oH=AR#37q(MCwmPIO0PF3tA-(()GxDhiUBpw0)$M>gGD2f(w>5NM;vooZc zkP(aSyK>1_2*(qnZY&k59H~qGa#8}0trDBM^wQDIj4WFb{9Amv8V>`mDczxDE(M@+ z*`&ymsn>h4T?}_I$h+Q_iOi#Oqy;lgjMs$l)(QNDuBi;-TI;DL04ceuGU%=}_}8?i zg!BV1le>PLW>97PQy-*Oe^G~q+lOZ?KH9MXlO@zVR%#!= z;hkw|c!P5Xo5Ps%q{S|XOTwe{N%e&usVX!VjX!rfk8ZX0aHrCPCIuo}bT%G-uqO=k zV3*X$t#gs{=#|Ujh0GdrJ%#266&-~x>!oAT&2Y+&Np`ga=;{%F;3>W+*636?_LF&q z`Ro2$CDxcVkwy+Tm~x~IHsC&5GzGpP^weTR-B#Goik_u*?^ijpn(kJa1pP5{iilvL zVaVS_Punw$H%{Dc3im0e?QsOfYir}*r~A#ze@IFM>frg!-QoxQF7W9N3l8`ocEr~2 zNNW3QrAfllPNK)9=o5#K>GlMtY>v+SCfR8zz2ZR7`qkMN(T3?uyF`zxoJ8 zz9!%;rq)g0F(9W3>Mj=(^m%xmYh~;p7?lGDn-9cmHBmh}8PwH;iqXW6RXSahCVJ{X zrH8qcKoPKg2417`EJa6Il2h>)KAL$GmTJ@~?mu;hdH(E%-AU{~^Xp!5+F1H2_xtvp zaGg{uRW$j4FLOM0A%T$(YO^Ke`M>dVo)Cq}33=tif6M!<`@3#9hx9NTJ#;H}w$?7z zKVSFM`qZlk%?s})^P~EFCqw1*Qt$lS5K>ETgH*9Ad8uWe(UtqM*q=dwo+Fu=Lplw- z3+`o^tqR)zpg7v|nx-{X{1UUZwN>Q~&0mFVHb)R0yvz;sEQ`bC<9m|4w;sQq4h!e* zaBJE4t0)^(m+wF$#%grrAo!8Xv%=}}fQUQbaK_}h@W@WQTkpBpoeru%X?2jywckew zCL^YKKtW2NM(#q2uI!W(#U5kaam`uLVxmD(y$LCoJNcnl!R4s*az}eyHUdpgz7D!0 z&gBe5a;tpraX6$Q(0WYlq1t5`xt_BN1p2DXJ%@^P-|` z>T%OHMB&Akx9!&*iO!+?yIblY1(zb5#5YB)}+9O;}_{8_`(b!uHYu z24zw9!wh#^?nenxqe@&g#Q(L)umuOqE7rDM{J060;$*vbb|>Xrv%?Zx42R!MqI@0W z{xhWm$5uI((SFZ^qou?VrRy@+&$IR?^RnyDo2FBZ3OYY_3(82u*?>S%AlBo6Obe9# zqM57^obW?47Ca5?`k5xq_vSrZ?OnOqxobw>qx8q>L=(o#cT`_Cf8J^;4c3M{o7Zqe zzhUftih6qcBF16ETR1D0+>Sj*>41Dkn!)&ONCX*5dg&O)+)FHBnls+={ICbPD} z&twcL65lYhmKQw`Lk{Y**~6-*navdk_D7d{M8;On3~n85AxOpA*?#~2{atdVvdt`vJ+3aQfQkW=q~=!0KU)58vWyb(4)yT;*&YiQQ5rLSmf6@=<>e)04 zMXf6928dJ1BHI^@0BejZY)g;r{m!LUkb^AMd6#o(_gZ>x#|(^AD`2(hU+U zfn9@5*SNzOiB%nhJ89si)4P@B1*}Diot(xwGQ=0NI)h$c!DJu)ZtPDJ?ZUhWr5R6% z#F|Yl?zr2Ur!*Z+O8TcI`TIP&jyQTTVrytuf4LDuDNrQL-@1`e(-bh9@onCp*;lW; zahN#9{UgSfn#Xc|X=7<=$u|EDsAz60SDSzvYw43D)t|>wxGAW%8+JK7XGMD=bFv_T z#O|!WX{35#lhsf6x8$Or@uVZG+2|^^RU86^QBmAV6!84LI@BX@{K|2s&&iIG-^jJ& zqne{(=d;PM%!a=fg*G-74QeZ(nWN8N;aPGjlv^W9GUKweW2-35PM-&R*#VY-R<;rGynZLt)zoLy7 zlq>VUn%h`j1nwB9^#3ws+de4C>n2K~3c3I;qb^zUd@_CL^T1O_j~D{2OW)odvug0| zBUH>WeHDq#4KFn!Yvc?-=S zQMBpDyl8?lo4@ghhrOg76aE8jV+OsI$jmcF6ZyNfecjetni<8tIW_C?h@alwAWnel zg-~w(D#i+Hble;KaD2pP7?Z}Qoj8J*^Am1Z7};L-q_mD2janBxofaz?M7po_L?Rc4 z{@7mmZ!PbTOaK#d(mQ?maYt^e`)^jR%fS84s)}>PO0yR0*XvH&TQc|V*EWIgqEzm7 zJv1%slCxWS#DO9CYgS|t>H$e)iCIzTc+VSluv{Btd&q{SlHVjc9`o4UA{Fp-%Hr7D zVmcq&y9j*;5>(a&VTfv+KY!WDsu?Zk3>KPTb;#$pi`HUxswqa7=xHXqV2unxAe6mJ z*|Q1PYjZ8XDCtv5MGzMmLg;%4=p+WzD^?gOATq0M8x(WgM;J3&l9_IuRutBi(ohM9+mi*@H zPv@T}fJH*R0NXr7yj_9BrFw+TK`KjH3PQaZ2!@J7i!^gX(=k7RDN)ZC2P3PZ3a8Pf4++tY5lM`*W_z?53HgHSZlkS`J`9nnz zDTfP(7AV4d-)upB%c;Ti=<}FTrslky$B=7$zqzd@xq{fc?p+Jt_#q8lSaQshiJth$ z=W9wC=yrA7BT>UnAB;LBznB&kB{~_G`xE^jOyhJJp}?jv_v}%JS&N%7566P`WfZWb z$U%GqLX&00ydfdp2YMEYiSiN7$`Od29tS)3oH6&@H0u+3uIwUW816kXjQ_XeaFmP# z4N=l~y@7t=!HXEm*jF8#18rej`gGEq?o6*iWk}LpTmlDw{kiEKRc2@1jC)F`9@hd+ znPXa;(fpB}PB`VpGGcJ52F3N<6UQ-UG*BPsBcdh$50^c_B~_#>NvqK>fAOj9;P?vTHTlbt1#Sy9mvdFs_M^r^L6P3laN8P zysATNsp_qoJB=pQQK~tFZL7!@zMlP{UU3#nd+u-NuG2=BXOw{s3Mc!$q|`n3 z*C5i~O^qcjA>{RX^EOoZsLM;~VgLpm=oz^KO~2Q6|4P)vsgZ!YhP=lT2*o-bEu#Iw zE@-5TgIM{!e&@Q$K4%0QwJ0dj8Fy)1Z>E0D{g7J>X+NL7%UBtlsFI4VaPsAOl4I)@ zLrKKQl=7WRQ%nEZrXA%Zh2wqFBc=^A%bXsuHj73JfOI9v_trTY>euocAyjEsrQTZn zyA$3{jx`Kesh!!AjaP;e+OhLU$I9+}8a$k5D;0q+`fka=ZZ&^U~4i!Zd2c~|BU&yIB0 zI}Bj`iPiW3{nL zBDHu-^2=M*2PsXYExm`d`T@1WzjfxsXfkJ+8vm?}kH{<)>vB|fs@heic*(1M%eGsv zrJVzo5{5W-a?{k%{`;tgxIZ(3uTWfceedO8+KdtFF+f2cj^}a_$O9mea zbElO&WBIZ18m#JlUbr^MSr<7wPThKTj8e}{qHf&~6R-ELin9(-1a)Nojs<0JX`Lr? zM3$p}*KAd5*a>#>*4yVj<9oIJ@wC+1r=I;LAfwSe|LRdTlW7F zeOiBTs)_Qd@eM&k>pWZS1S7LF3Is}((pLRB(uLalhOoWi`}I!p=5hC9D9!8FH4zEnC!y;3JIY|eJu=F?@ERhA<6vSV8eVvZH+ zV5X(S&uU(9lw6Lpym+E?guK&193t2_0B<)@xr5+^i9bI(j#wcCqkL z15~?k!T`rdY_M%o!qT+Gi-o;M$Uf`0OtY+bjdnC$jb{rP_bTpUvs$X~0&T7PMEQsA z$l??gbCO3=RE>V}o{A<{3IiSWIf2E|H18vyB4fR|NdeKr#?J&(!Qj|=rbj>unQ-6Ow$E3V-$F!@3cf{_Q6ZGK*Xrv*v&Y;&msnWH6g znSza$T&>rdn`Zv46brzrltOTBfVFPDwD>4xd^K{5G-Ce)5&Bi}l z>2s3z4f`F4)TaMZDHgbs;n$LGBe|!z~${yP5S`50 z-%kn`V!4_7D5}7vK-<_A*EdjlJbF_=dZQqwvCqfPwgAvNzqrA zRc;CRVH5W{df&9u+p71Qc#N3Tci#J@_@CDtFvNrRl}bh85LR-Ogw|hyd=#49fS`tT zbS!R6kEeNI=`x;jJ%H##Qn*Ieko~a_<9b4Fbmu=)FvzsGiH}}xVyP>&s_RQcjQp$? zQZ&Fkx;qt)#WV2fG|cnqp@?Pg+2qcCzD}BToLN1j8#_jI$Rzs=xE;`v7xh6p1T%Of ztJ5tww^A5<;s1m09#QY<78+W3CX$AkYHXhCojLzS16$RXCqT66ifjMacGW;9*T3M` zgz}9KXx60vp7oR{C-ERROcw`&>Dsvi2GwYeak+)-KD0abgnMVLviN#i8|saq+PR$t zbl_X8v)I*njaaoA|Gi$nxg42y+!`KWw9OIIQcaQ=H@!Kb@U3D|&X znOpeNydE&NoN`mCp1GYJUv!G7#eL_uUv4t~m7$vMbz=gJy>!=M55~{+y5u1g+;XA9 zmuo@Q5{wCSG!h#-vf{|vW@}buEquAGNueF`w5AZG?o>gZUfZ=8ua1x*HRh+=V<5~<2C(F)NWl16~&}S8@ZabnV zH07gIAV*XrIpk2A$EDjXBWn|IBpxt%yJ97dqP$RsumdXT^891ZxMPs;Ea_tiuT7D;CAK> z*UYA7;6THebR0zq6#2h&_kLL3bN#$t;wQu0{^L_G4y8xtI|J^;Yw?CL$s1{>{HC-+ep64W_{rN|L^0Bz3)nz4 z$M~Dbn06;+;zj8Cg(qf8=W}CMdO+F!9{o=!0#S#fJ>WgEEI3yuoX;;Yw_ zwofm|Fqv<0YkBXNn-gAd0gFiI5Ro$`FM<4R84Ub2`5-qDaypcS4Sb7O3gkWBk)=T% zjb$xBBK9Q0H~r}xUc;&(jN8=^g|5+TOTr`JKBJ!kqIg)T%*-k`zlQLGT+P2MQI}tx zxx2(pX*r3!=igOBy6KKrORgH}8{Gnnm*kNosdkTy#DISw{OY4Y%$+H*VLo@UvZmhw zAH`7KbrbZBD){j!TxBOAAp|tm2xDFY+tPBcN8QRMXfIYt#bg0RpTYg|!o^Vso4#>C zA>*P-f}+tE5DcFUS)9x%z0rVHI^mow|6Sv&5fJSw^7FQIp5#Rd1LEJ%5IupgNxgR? z(wm`&%SHYlLGI%$Azl!12X5S^)nml-_g)VJm^~dMWve3w$Y4bJG5xoI-EE&1W(cii zNC-&2c&-y-Jn?c!oJZ~_!$R?sF8&!MO`xFB3O+Fz*XL|Yf$AOERv{os9eC_*RN1j&?hEi$th+ifl`#WUjgTj8y%jM(2)!Y3 z-k`8;^1cKiCH2|1k07rkmnoxApIsu*`PP6qe|*i95))mkjUW823)cfQ_Og&^kR+`I z&_26!_D`gsvIS?2T+E#e)K$z`3a_H%j&TPk+z&yolgUxawj#eL-)i$e-JBMjA5b)p z)ngHH)JofwerMVc*}-43g(9NPgQYt3onpH{QInraOTnhT)dZKF)_`21$0e8IKjJ6& zZDv2Me&h{)p_ZwpFwNQHTmSnY*C~8b!>x{YfY*kci%8TwUcgRBVSby@4RJRn(YJ=p zjpbz{R_sY@bRJa=TOYc)4zOC;bNo{?nz)PQ1jMC6;7>3rNA%EO_Rq)t5!J`6f(ylI zzYIK&*h&Y1yP>Nu#_nVt%v>H<9wR7B==)U6Qfb$B@!C4b3jf67eE6UKyu8H3GLUNQ zuU7v*b*8vu7!39=e-N`b-&QuxaDCe*`s>W8Zr5q3&_aq)2yTA_J$OHw` z`@Nf^yi&@`K0Of_C<{)FMcA19YoiQjjLhVROjE+@lIn=icsp;x#BZ1EZ=ekkiCcdx z3bGey+Q#)kEAXy#ik5po2e9tP<{jJrtwKE<-MeeAK+h{&)~ab*Rsha@NsUJ|FC7hF zQ4LQ%z)HhJ;8Bwjo68iesQ-p}AAVt!l`5iWC%-@N2&IRzJi-B)K7qoW(|2>!lrxCi z8wVI^NK&E2M?FEyJ@Fw)L{c47qjpqMlen=-hG2A<$imyJSSvCkizq%RqL^H_UM-XFD%3#K+^>UahEmRf+-VN=1|`s0HgHA3C({1sO2=r zPyV5F8$pi{cYSWu)t0`sy*W=3`~zZ;6Gt#rI#i72xc!h_@z)~09psq7@E_iDGeAEf z0Y@1dWjEbzJe1HdTmOGDW3r&@=XgOMNxxp=5vqW!^YTfkwrKIBzRR57qDZA`QjDWu z6Z{WP{T?I$@9z3tCxi!PN&=wHx&X)F-DWMbnK4q=F@J91JvZ6K8Q=-|2~b6sl{K=a z^Zh322juWR{lyymmDnm#$JrGC7BdlkUJDLB55E6*(FzamqYwa$4F9o}$vNl(K$R>C>(NYi5g00`Wt|;{y%*jN33#i-M_~T#BLy!(iDHQ z)Iv267S0T%pB0q}31W<=15YCxn`75NVgQ{T4`2T{m&HDKud#I}xUD~Ozuqt4oab9$ zU&qYW$LlT`fSoyF$$tgGTR+C}}sn%?Bj;tKp`Z&K*0#I3PsK6HtW_*-) zzEI0kvvzbEQcS^(|Jn)1w||&VCU*wBRNmeq>*_T@eRdzF$gdgI`++sOUA zVAJeKWca+_%fIPVAE&MEaqx8LMns~Et8gT9iRFKO&jE@L$o1Nu!z!`Cl^d7?@q&n* zGHmK*1o?(x)dz9utiBnlN?du^B^1HAQ^Jc?zZe2laWcgkyEBXd_$ zk~3S!P2g3H-Q0h0{WteW@9RH>@vJ7~?Xcv?kM-!~J#@Wv{Ip@ALMyP~!MWw}gg^!G z(xP_Ww}hs!yWZ_D9jQJlj>`HL^~+75hd_-^fx`c)@e-#^)Ga+1(_bVHBn@or281VV z=5~6~3<1jm9-bS8^Y|}rn{?Me)x{bA_!dYTSfGU@u(8Mn!_wJyF1L8y3Zox;54{ZQ zB?PLS_#EyieQRjgU9 zuuFgl$+*2yzkVeg6L!ksR(=if#s%_QY}^0b6+B! zJ~_S(o3QoeN~HpNq7+G?!XHr;kU@jLuA`E9$-(jqT7Y35B-g}n_~h5PY|A$}ga0|< zoT7cs{)S z`&mZA4x9-}Ezb~qBRH5OLaSpY;57HWHxT(A&NTx{l%7}~Wcp{Jfn|%$pE>g=aKlsm z4i9*Q+DOm+tedM?Zc9Uw^vLLf%^%0$grSwWKPz(^I)S$^1l?MBSQ4Q!(&KrncwFKR z6%dUYMgX)zP9AYgIXqTsCg;16wH643@BbOFHarTNl*>pvziv_gDcs}sG-DKi9hnSs zkbyRm*dffK0Bo|!C(XzB0ntE?s~fuz7eNk}Am_t8FY350>3K|UcPUt636=iF-*+%AD3Y?(u=0wuvl-rXTiG*(3SRy#`|oiJ3kU^w5rKh2~U=4R$5|G zP=y+J5NMAX$*5(bL{lx zjFL0V;a6s~6LBOO0OJ7fu2Y(WVcpErx;}(WgPQS!7(1dq#Ku>Zo2g8rt8SFp;aSN! zGZ$4Ox4b{|yB8YgZ4!MD;KDjcy-=UqB~#|~TfJ(Ox}6k)4K^eU@U^)tgg0UQe2fP2>r*7 z4$?-PaX^xi`Po%@j9-uxM$!Z=kyG(YE8o2NV)!kHJ3-RV?wmIYpQ);iZN(^xN3^Q0ZB$N3%2fIDoIf*Shm-zWg};3$PqaT6 z##)njR@}a=T?hR5a)DIu@}teoXwRl#J>A=_e1lS`^LOnZK>~RKjo!}zmADKYA&Q%Y zSHX4UrpM#uho;)x9OwTi$p7EFSi;Y!dzp8E76>vua!IviUcC3ePJ=zJ9pi=G*O&h6iNbHz$J}TZLW&(04q%)|bGRIyR+&=cWgBTaHb1 zy#K?J+;iG=vp2XKyCN@|%sUIrUwAUC3YM-P(t(Rj_H}21TyL1`czAMobb#mfJ;FtA p6tpgiQMdI#fp7o6eS((u1I_L-N8T(}tza;hn9>91U9=hj^QbO?n^aV+**kw@)V>yzMw`^Y>o?0!ko^ zunjhIte!JTrn^0t%cas?C8cC@eBMgdhZeX%?J1)>=*hM zL_cqbd12_cfoBEp=5`f*yY$BEkp1)!*umHPD0m;Og7w*2ePg}9-Y>27*kcYeX6W1d z@aDt%#T@3vTg+CYk8?$59=&;4n^x@DF?wh&tzWUPFCJg!?>A?Q&L}rG!OC0&_uT3c z`Z`8mn&*qoeEo)5oxKOo9IyLk^~l#B?q9#JnWdT4*Dn$J&By4S`}*0U2f_L!iZCDM zHh5%K9|fxjo&AQlNFvO+qF*%31^t4qj=t_K`gnCNh$BA?12)#G=(oXna5L)F#-C3n zkIGix24~zg;T@$JhIZ`|pqDEucNQt8die`q*1~OJ?iG^Fg=X)X=TyIgT_o>mpD++-dX7sgCTRJ)Vi>ihRnX^B5=Y)Q%ioWm`kBcBU zqX={RxVPv%HTw9zx9HZox9H|af6*WMi$3;xi#}TS7TsL-7X4jr(O(Rk?TVBZ^>RzFkUPK$n{Q6EqPd_$}A zore>m4~Eot^{T<(_t#)8qig;S@B|+38z0+5A80k)3B12k$gEF+uDc50(eSVLs>Za2 zj#R8vHBWQ-7ya7$d?w-u*1L~H+^#~i`)a2|dM#)<#PiN!XsitWu znlo^~jT5WK-^CvU_LXL8WySY+=tXj7Rfd<)lFaOc;N+X=OKAbPZlb@AhF)CyeTSd~ zlfx3sze~-}{wcm)$wa+vTf+4h!+Zbr5iq z{9W)#ntz81Q#+Zc+wA|nT(z7fS$`G485qVWo1>Ypa9ij0Cm6hGpD#;WzArRdZZ|Eb z)dicoE=uWQU_ykS@^=!yt#lDvZi9e*iOGZ6#P->LP(R+VC;CuySeKg|XFi?#I#^WG zIEj+?O@kmsN;iJSFY-;jTyhY)Ma6XpDn#8SsA3RDSXCMN;#21??{$MN z1ay~hU5?}MK`X%{xlW*zB--+4_A*W<=z{`z;sl8pr)cNUfP!T2a|PV46LdI5eUc{> zEQLdLLxWm!u>m&d0-ZqeSemD6dp&u=&Yk_Q|6#W#RXQ#@)VUOqEYx8Y@Mvyk%k2tj zZkJYvj!sFOF2{>Irbuz5k#p-Hl%rFxb@VYHcYvO9Rml-oF@OC=sRrxD>Xs{zb7{ro ziZVHhi!(@DMSqWWXZ0a)PKS%xXk{#u-_7IUICrJr(j&`n;~)c^z3piV$X%SN@Dh2< zJ&Arz*f)0)pZUMviRLPBnL{R}>nMjAo zjz6*zM>kdn(S_^U$kPRKzk-~xPl^*Y`Io=5cy}yxkkUCxg3QR_44n9r>fsj_RIVU9 ziR%Mkbety0kX*ATyM_>Eva+7vg|GWiF7p4q4rq3RGncu8@-Y?4U05B=Q4(jz7zkJe z^2wyMGDWZAx36I=7#F$CVOX^1wdlSeV~W0Rv^Gs)MwgZjwfdkajIz~1gduHNeehXO zx{>N5&B$#Bq^Oven@T12qoe08>1Nd{rx|%6#&E&hy45WZUDBFiV{+gznv<5i%2`7{!WbGGpNyU?99(Q_M1m}cm3 zj*>*W)mG=CH_wvVsX0Sd6abg30aaQ#NL=(+YGgtAR9M zO!q_2!eOquuEZ%ie-egWy`J(J(|j>)f(|4=TK&nRi(vElkEg<@P%&Co>T6zdY=EB2 z^xWuD0=*H3v%$L(k)v!;PLRfUB$Bktg^H(O zbo)s*D&u-=hAcI0u&JSrZb1o<7+p3;r{AUIPjag}>4}HtiADo-D$G%^^)Jp*dn!kt z$*sc_54Fl{`3sk=fLWT8EA9yrH-D57bo5;f+`(&dKLN8 zvrK-a+ABkEuplX;4@9Gbb1i}bm`+vD9bs1{u5347kd)EKLP8p=4kDSOl|~nQ{SH>x zV2IUnt>6TS<8# zoz9<>tPTnSyuhtB&ybYSv+PLc5dlezzRT0$ESCs2G zJ#-k<2}Z)1G_{}(bJKaT@Rhl`Zyp`p5L_L@;>(qq)j^H~v^p1G`()Ir=t8kB-o$WZ z%4=6-oJlhzjG(Ji@95}Y*9(c>qU~ZKz8C@&H7m~+DZLTB&ePm~A7 zd@1#n7Njq^rxP*0c*jRKV9g5)B`=sy@0g>rs{ITC&IVBP_~`IxS|XQZ<(F~|<2CqG zs+9W0ppN$r>I&#$ek9zEg05b+ddPl7jy{uRb{G}*VW@X}bPKwAoKS1h&43?e^qBlv zzK6t9J8kzJw!_f1LOv}VXPNAXFdwBF2CPlT2Rgyoqw5yX#oeRG?5?y(D!00@r{@So zueiRur&4c-?qXPFEcyCO=IfLBtTLO9>`o8x^jdVQTxxWrR{t)EFq8RIdLSb$h-mtL znVlLs%$GPN|4KwST~!Quc}b8-{;N z6oA9)t+|-KZUtQ^dkJ^D%KOvLHV-q;&vvA98Tw~Ay71VF@t%bvRdfr~8cT-)is+M> z{oS^oUtjqgVCdZJ{v8q}W28UbgThNKIu`f7#OzLp>l~g*mRTxWC`11$#Kr7PLB5bu zvlaAQ*pc+AC^)%wwfp=FUFpkt;Z$a3^z5*t@vR+nu!BU3V!g1tULMA$uNTR)D?RQ( z3uzN{J-hzmRz}Ctu^0WHzoSDj;%U-Ee^Ql(JcpozV*w5-uBDQBTC)3GtaiES3*>Xu zG22Gh(@Ug;?wqIM(B>28u5cA8K3m}Ghb^S_=$2lzdSTR^Qxm*J%dXJ6?t!aO6ZHIq zy>RVFo7Z@I;ecAw$srGnuGxXrNin)8oZz+pg(to-DV=H5J+mXLCn8&QqT2QqS{83m ziKX4&W^3r0C>#kYo8GS`XTNKZ(zUgG)2neoeLr+PZ8(Ckqrz?{3lWCtXcEyix3+Q9 zG0>@As`8e?%$4jajBVc)uQ_Jl9WGv)q31nnN;kgB>~sIFe7Q6!C*b@t)k=03h z^r(EDbOPaRmXhYbwGj^k!23sQvm>h$L_lwyqTy}dk8a!9(LF)I;!%hRHSY8*qUUk( z)9eb}mHDlB{fp`H(lrbtLQlKG!0M>~tuu7Ok2Ye|bU0ylK26h)6qpWqjnQ4WukWameiu36Y%=z`5DF*`vQ zdP|9yTIlYWn5GvII`(0|1k>!?>XcxibXVPB0y|m96=H-Np~18Bts``y0i2s%g-)ic zBabtA=cecn8Q~I=yVqt%=mVhxTyh90Z-qr9@Ns{sSnDL|pz(9r5_w&bT5xu!)S8hv zusN3F@E<`#M4`>6Pt4BHO|dT~Nlzx`JMK8*b>dcP4k39vIDWug=&nk!*&(_w_99L8 zHS*R`atVyn=A>AQyOHsa&d|&*(T63oV{zX${f1>LUCY-f zT)0ONJ4>OF?e_T39IZVMQ|!L$A}n+?gnQ69Zo?ZN-w^)VQvVFi&aH0JQp;n2o%%;1 zb#jY6Y(LF#)Vb9QF^01Xy>}68?1?chJt2YWZ|1|Qd#i&h1EAG3Y=kNFQYCJwHMN0{ z?<{KQR{6;RzK`KCQyv?c!SynDEYNEo_}LEnP}*HT?m?Q!taNG8UEihh$4=BfNw6Js z*b)vR`EK0*HL1xZKg+uCCtC62H0Wlf9H|K+tZ>)J&~mu z_f?u*yq_FBt`pE)GP?S;TH$$l7U+A8Td%k1#}1EOKFfF0U-TDq{Mb|U@p{`=bn`v9 z?tFP$Rs*mWe_Ye2qXI3B4$KKLgn!QA~)|>Ul9Q6@>^!4@ir=M28*{s8LKdo+t u%-Q>Cb#vh@9(!u_i-x(NU(o-f=>HG!g8elM@ey|b0000lz%BqTee}6wd+^j7x z%L$9NG&Ls1C)k=>5)lx=!NI}9!y_OdAR;0nAt50nBcq_8prWEq;GB|yfvE;ci3+KD zu3rJ9OxDL1^t`!FtVvlk{=V^uqw7M$IYT4fELZpVVHjUr`>SnfgEM7P5COyd9E_pX z|JYoeYlpPOe7^~{P4%1Uj{Fz?Mge_6H~ztXo_nV|bp-zZq==zk-|Qmc6uZh^;u#>h z{0A-kUaQwW0w;yQe5iJBuacdDyk8Dm$Z_MoqRk<9`lw3h`CXv`vbZY{kg_!T-RvZ+u|FNS4d%3iBf03cfL=Drcv?Ma5Vy1(S* zz41qN?dSEGR?&HYuxTsX{ZbC*9rg~IetHKSPdu5jS-RWU0}!%os;D{jr&(c-%jCZ$ z7Hc>=TX@^Dv-CuDjHNJ?krT}NB&dBW00YGSdKk+JLL#Vh zw-Q8&?H3pi#U$sQP~GJHn{D=jZ8*!umh_JS2~8E@~D9pu+IOM2sWqgxF9;q~@ZvnOq^?px70bdNzn8g;L@Nv@6*mEKjp* zuzc;4&{B!@FUhrGUvD%Xc@J`&W({NP@zFUT;bmWgkE52h!d}|e+40^4HKVSjcHx8B z@Lk75g>7P4eeM%RkwxxKo(BTWidhSHaCn$a2UVamY*b?#h8;2L*c&I3Xxx&eg#%$uFe-;Pk zpmhNu#$#HF1=sLV89W#;9|Rk=RFjpxWT*IUyp9CBn5g=xnV$sfmQt+B9mOW%{@V^O z$LrXO(76BD(m|adp6_p#b8A*bR;msCfdi~~`DP91-hPQN!V(xFRvRpi4JW2X1GMGU zHv!5q({t2fVkCoab#96@UplfDoTdq(7feLL(ptg5Ncf}Y$OfSraI~m9U0-3h*gJ$d z0TU>7yAj2~sMV=&=URt{y?zZ6W;{99#tro*I z9~&jeYk`#5Ffg}DyCKjB$rstf+jG>_K#PGDJv5&bTEsDnf0I+)M*oB7r*}sS zR)t%DkRceWi$f$&HA$wD%}rtGHWxv-wCBGVpt7nR#OhDYz(evkUD5^1 zaHHJgpaSBEzriL+X!nj4IADSeiZ#iWZxJ?%C>ZC4Ck_dJCQ)f0X@k>LnJke*QwrHm z1Yg|X#?d7gZe{BiOu&U6bn!9}jbVcxIkY|{O%mFoF9ZMfDXN-_Ub~|2Ea8R`>m0P6 z7izBuvQWDzq%f28*(Is(p^fb2y!a3mVTFkdudMj+xt{`yLYQ4sMr>vWI|jPlc!?kv zr9G@*Ok_|ne#}vcw@5brXxNCeWr8Vc#zldy1W=qg%7`kMcD31&`YU`} zIrVER1zR%Oix_GL-qu7pfd>rl%z0c((YF(hGBR?U3wZ%g;R3&55n_`Fvta1Bf zM}$OZl2JeKfdc`)LF)=3;t>vx?4ON2u~UZ7nKd3Pw^o*L?1~i{q7z%NC%Iga8qC}Y z2fGdhpXFN6-zcU1zs`h?r+J;;NDe{Z^o%x$8u2H0;bR|L@Zd72Y1Y})VnzC8g)~qU z!u!y^PJSxsb+*d_DB->TU_&zC9D)rNw zt?;N-UqV#!VYN$1(==ASjq8F6>f>R~-tpcU@>tSqpKQP}PGXg3@0^9_TYsBdXeRh| zn7PnIbz7Wjc5~7wsN1>4-7Qn|wgy~c;rfAVv*EynP7j)9e2V;ZQ2qd~89czt>eK$n zRo|#;CCkr;ac=>O5vzc9czd(P&?+&akOHOs-Ay$|&^;@WSKf5my+}<8OXKMp@$8yQ)pD{;BU~C7o(vn%{hT-btk0-Oq1B@=) z-w~~5!Ns{RvWg>r3nwLE^G?nUDE~9oVx9ap$bGaVEY`N+GOw+q}~eZChM}pMkJU{*IV2Y3!K-n{o5D;+L*Vm zB^NImcD818r{Pp`SkwgJu#)0%-xy<#QOaY_r^t)3I3uBw@%;W6R(E~sWH=zI9xlnw z&Y2dZC!loh@A03c;*}o6_>E8v!ZPxcUcFZ1YS^QmbWPsLbnf!VAhAt@B34Iij5B1e<^s;kD4Lb2v(Sh+2)N@s1>S%?NzUy= ztXKb(G!Q~fjFY68kK_XdFT(~g%7_4Lb{c`4?q zmv_D5+1W?5Hi-!39*t*F$Y=zsi+jAaG21a>3Dm7uuy=aAFq|@>QVZVSf#e^7^E}w+K3cF z0$@RT<{=`$AD;VFtXONmrr5^-TlobRu&-lo@NYv~CT_RqMDY6UHCvpJWSBixKZ(Z| zLH}4IbklbuPqhbpLy79K%?|?+*cw6H&8AW9U#Z*6Y{Q>#Zkw!yc<>KT$hUIITq$SC zYDyH*DGGH*)GkrE5~*dB4D)P|g)6IYH+vdcxp@fROZ)ZXzzFuBVrF(X=?O5>Z`)yZn5wSdNXB}$#S7g+@JArDe ziAKb9SFLN}Kg7{Hd;T+Rr0y-m6K4!@J*AEF8sc{1&S&v9ROAug!L2sB;$~ZtxP|9D zS;eP;Q~j`Pv^t04YuwO6mCSG;ft_x?DgQWWuUIR7P188IoO&kxy%bcJSt#r>m!I(P zvr`up*3orn7y0rd8n6@#VfvNktL#_rE0k@Z93{SA46ynEHE>zr@(fxM`mYj+#9vgq z6;C94w6rzRr2PMcszz-)MX8LEB%J> zmUk%nHj*l6(({g|&bGHi-vPDk1Eh%1ZX8;YkiR9NGI?RPX5cP9LKHWuN9G)3n32o| z9c3Ts8<(xQ6)(!-@$dX&dGbThR`7l7^qSC_xS2t(S4yg#?N_o-zaz!gdZ%AYH6!(& zG&rH(Kec*=j*n(U?aWV%LD(0v7)+J?fN^8m8bT~s7bw2Y31uk>|EuYyHch$Q6WW5N zt~=$lT4h%dn-{#8NC>dH`j+91KYn#_t{2-f-a?(rb3d{1E;WIk8@id1Txq{{VL69B zXF_`k(rKpI?+vulzeu9mZHia9lyc>V43BiIe5U=NU?FV$(g&Cd7<7$L?SLV4px9RaHg3azl z-cL+3re_zwuFdh-e`RQS3p1>pG@-!pdr<8DBhSC0rthHHqU#}?{LVO2^tQOrR{jf^ z!4N=`u&CS;Z5ZJMMUq2gq$vY}1c+YtMa$4=J#M8<^9fd%LrT-Iyg0PUr%K`86_Rwi zDdfbHDDQEmv>z1eTi_ZGDMr+dp(rPMRj}jtpTkhHDI%tu9#k5g~>g{Hl*ng)brY z3(AVJ+~@gMoo1rlZP|~6;qE{CacbV~m6)Qx-^ak^3vBwZ41RS}L}SyCJemDh$lyJh zS!Mb)&%AhN5=!Woxwl?j4qX*eV=Nx9%@Xf6%r_+@27R9^JEJ9P5*AdDG_?j6$&y^)&f|-jYpK5BZRW8uN}K5=jlYnMR+mR~o&lUnR)nmJQ&0 zHaGZsC4Ni)%RJrodV;6qrQ8VzmUcp9%>22+5holGr$XMhY*p2Q%~GGxXo=hSk_!u6 zXpqb{P7F*XG_@NJ&|ex2<9rD-Hts=_j{>tZe$Eh-L(!-$tfl#$0V%y)tygabTqx(v67$uNA(A{U2L@Nb_e>OjlccWP>cXuxR7_oF8w|lKLLs?p8--ygrw~gA zZ&zW4$_DGu3wf{uJ;S-&m8&P)%O=7&`u&Klbxbi}FZ#%pDdLkOHwGfxDq%+;`3Nty zggs^e$_=UUUyWq-bWgt6!LajcD8%%)oT-AXJ4wDCf;ODe^(l}OTiYJt?Ls;iXeVB` zbu=ZOD)*3$(^rl(?3yS@TA)mWl=;uI4{KJG^=5qeIeJ;t`tezz&7(=3uz?3Js-HiH zGZ$ReJ!Y1xGeWdXC@c%-W5^s{h8SVSe(=7;JHM=dZ3kL+K1>ZLCHHW2G6Gm`R5Dn z-A;Zxs7!cOTRS&P>o)9sGG#KMtl#sqR(dWAkJt@c@OUZs=DP`$`!_K;)C@GiA?C@`Kutf~%;jrD>wOlq8w} zT;gl8Mf#w;#k3$Ob%-^St=D;oS&9FEUsz?2KQIr`OPC=-w(bs1fULXbl8e`7dhZwt z5SSsTfJ+8bienEWBbBe^I#GIU`h#tOIu579^|>Th(4oS(-g5W@2H|-OPbdT@+n!TJ zshOlZeF<;^aJ+ys+Cjr9%Dm|wW@$w5i*AOUM6reaP#y5?Yok^Y4-ux|Ck~HL+keMm zsY${YeSJf>f_?C?@}AyWvp6k0yQIZCxZ1J|-BgDdT|W<6{;88cd*ji2X{(l4eH2e+bRfVTNF#W&kAd_%J- z;A8QpS{~j$$qsdg4W!lw_yIc)95$;g&w$e;Ta?;?f0Oi{uH2Kkfp$NCuUdAS^IDS5 z4UXh4$u6jymJAY=Ka}l(Z&8vxyiYzyzHy^s1655<{7#^cQGJUy{t)<*HB$O#7&2ZP z0l_ZDBm-zdt*w%l)^$1-baOfVwTT}qKB$CYWdF2D5;Ru)tyf_P#7eD+<1)-cj297A z9^h%iU)B}Tq$k%pn3wwbmUY38;MHoNkmGw)cHWWK5rPMk1xmJ{*(By5Dra`>cjpAx z6BeyP*t&m6MwnlpW+e(L1Kue4wQHD?-fFKlh@%9m<;tA~$LAs&6v=yUPvy7ii0Nt2 zokBh6|MZ?()k_|XN|uz&t7Cgsuye6cC~UW85S08++wYkELjb|3_i4{vwNU0 z18&tVe)3;`(v%qQvi2y;>PdV0^}^?4@rJ70NNl>&wpG(aENub*aLXqbeP!p7LG8A zDO9tz%UH?(7X1%h+7#FoGSS$rCibIy!ho5{2suuc#=rJIBG7LnA|6+ry{7 zL(5Cn*R+McojCrD$&J=*!qAIBF$_q8(1kuMe~Oh=0*}Pe*pPB zj+3t_KC&cnWp6Q^g+L62LAXO>RS-aOwombT!^LI{$hW^mNN|m0;Q-LDR7w3vpMj!} zzksspB4OMTl1B3;Q(-Be#I*OmbU1^mNJjm~dvtmi3Ox^|MHVGX6{B%MITF+~gp;m1 z{^aXtULI#&U!3a-)t#-4do)@W0oxc`RiSXf7zSN5SW~Op zcN86KnROxO{YE-x!vJbuHc!`g@umnmLkBGdSG@fYey{)frzhRC={q~0x=#)NIv(^g zN|71!W!^T1Sh)mKxk@*R=1{O%rOIB}F5b@US)&JBx4C{BGtvm*okm9BKEFy8v)>7@ zTqw$7HgcOhR~@6uEpf--`XoH1II(Cg%f2W7eF41w z-FlqK;j$GW*WmMsleDUlufM_F;NL9U!}2>k_|#?+7%ZAiZG*;&emmEYM(+_F%A3}y z$37^520!aQF}U~*rB{|61baz_8pHU*%B7={dd5%RszHG9R+qz~ql7+po~)J~aI{E> z>BA1!Gz!zRHja(rO(JO6o3M~eC~aHL3!sge zy|F^W5`Jc0_d4AsYm|E*ky0gs;5<$r{}x_}KB2qOMJ}ETATJ)AS0&M2m{h@CLj+Zv z(~E@y;%v%~hsq+DYkrt-s6-wrO3nh)WtK}ZRV=MdH19{zG@Q`EHj-N_)YCEs$V(## zP`~^((?R-IwypOBfOBpAhr>J~OO*jC`R0uB=j;s@XtBw>VoOl$m17Fz-6Lo+I_U|h zS>qn!G1vkLn;~l-^eg`ao>(AiOw7wt9Ibh3m|z-Gctj5s|8}0r)x2{*O^L8$!hq!= z7rAa!z5X{lCjD&$Ey}hccc=>IZ5#mq-%BJ;)^J_>&Rm4h!&{)N)}6JC&0nO3mVuZZ zbOiEipsc24Ij4Yes$R^JGoalJ&f<4lm>r??_0o2vmL!cGHs4$ND0R3TMFbERZ#7gs z6m01{I5tMOzET1Iu35|E_jt7RVBp?z7JcL{6J8ZDUO%nEzf~<;ww?_bHzKx~Fvop_ z*0B>Q@h8+~L{229;fwMWd`DKbS z6||ivzwKKakwqQY?UMtYJu$!oW2=>NRMRJ?UG7Oy+Ey?I2D>d$o>J|ppIQmTn9X{6 zTMz8g5#uY7!IiwYsxh+2DkVCKqOmyVT}yspd9au%5;ZF z=ar<_8n)?M&qf}yi~js9%R;hXO09`8TQ9}*SF5*Xb-}u~LE|R2k7PU;C2pn48x3I; z4nFVsw~ylf=mY3yui3v2rHwtYH+guJ>a{QEUc16+UmlxwO6&Y|-gft!hRkqu6C%yH zbe9V3rsrqowfSqn=-?9Rs$SBcG;+m+EEsx#O#hMn`FZm|JLMBDW?)2mj3@)zN-5iW z)d=0e^F`fHMY#1h*;iunQ21=HD1q-el=~utoYY7E<>z!RQMiJ1tlz&lAxvq(%^&WA z*~|9~q2T^26s@-&iYMpR;UHT6;J#;VM+{AIvjzGkRbfGY-^b)MbQ;D7`SnJJ$KJ$= zi6U9@W{@@F!~^a&WaTE+uIJehxQvD`{a8;L&8!fMlc)idph-!d2*OEX3abb5~d)WI#*Sr+r(jA}5nrpmAM{;W^`61QEXmF0f` zgyN3?CaR<>4b*0TaDE^dlQA@_H+Yp;3k*HFaih$+H(Ma8BK;y#Q%ts^Lj03VihTD~ zQ&Hz_Sy_XTK!s6zhIS+sw4G8K;Htgv^^l#&^-l<*ZfR9M1*LvsEO z)yhf|XC+%jf6v$zk-_(GbCCqQ=fZTydT9{PIJ7p#0%k_j$30Td%=_n@%UVL5%{IU1 z{$$sVSm*a?MX@dWEL>L<>MdvS)dd0kUt+>@4WA_Q*Dnn1OW3+O^vXt`kB)uooqf7Q zt`;lkP&rsLCKY&|X1&ZpNANVl1CRKK84^M!=R?{L{W+xPiT z>!lHIheW%UsERx-i9Lz~d+ANya9E!58G~MPpjq3Oh~Ydw)MX2co#zI zsXVxM5Vf=3K};4!2U57%GDa{XU986s^0N~@$8_AZZDGlU@>D;bdyDZS)OIwVRe*l% zpTax=-V3W#{;C9i#SUqSwY9De+*os7UW%#ZZD^~l45+GgpAj>{>LdDf4i^K~yRatb zT%c{e+1s1H50{emv3Z3xSSseGhcF-h&~R-aI1BGKhJo5Z)f}<7-qrH$Nq%<2KOO3% zmk|vny{n=rUSevzBy)I&uu}1Z^5BuM9yq(sJ~x~c4#$b?N)NJFQPP|E>iG!kW>#X$ zd^ona9`elimwJMA&F4IN8e7V|4#uvI{pi?0kc`+06rz$uzj`>mD;RJO&!0q%R@S$l zAt;sMpPRALp*elYNQ1s6Kbh9bfWEFDBg)W;Yx*_^%n#121T{-P8cSUDp2agE7wn*d z3MACT_yz%lg_>+UbS7;MyUuHlJtH`}qD5};=Tk1d=vEr-cSRz2F_l6}6 z;_L&yQeOkwwLPz%TZllf-18eVhm*p+udF(OQ2bnEK0zu*NYNU5tm_(Qst0*(KKjHp zgvht(pB%MAK zpqEdPf;gz2;L7OKS3$h276A_~&6FV>F0=*!Q=QKe3byYo^iYisCW8^uRA4=UQsxhl z5Xfa!HQ52jMQ3d;D4Vzv*}=^EurNrC9I|=o0izl*u0xrz5xC;i^ScFdwE^E`O2FSdUtSN;d+wt0!Fe$}Od5%Lo8w9rAe#8;UzEZ3#uKkF_Ert@x<62NaFMBRSMHLDm63*WyEcdJK(3s%wP#YMgH z1q!unDdwm1YDc(W9R(M5`(#H0>_?^(0g z9!lR<`=9uFfj1KrdwBkCZ?Upfgo4~Y_(RvAUs`wesX?Ls$MZDOo!GDZYU=;3a!N7? zrcS-w`$Py6?DtRYec!pBL8v1#oWY;WtreXZ39^2WTkR&FN*w( z$H-KqOY<1wHztZPND=b9%=B+mrFZ7f8y`itf=5w06}$Ut6ZpsBHK-3W;Iau{9+2Kr zF+%~d%Mu-crrdQR=!BR4f5ms=?e&>NxJ15wW1is0;t>%)4SY)Ix{KQa^ZPqfvOivcV-BUW`PlP@ z#mAN9$r>U`M7oz=B$8!gVj5>)mqnZ6ztEdHF#UejPN6XbHX-F4q=Gv~Ns)_2X4^xu za=3imH_DA;grl2L1F~Ni?XbWbejfsQ;-j^!XmS6)NdRe(!r&yqkcA`5uZ)S!WKgQLd?4LCw%xlq$yR;#*D7}Bu(y*guFEnrt zQ`=!{oSC>WwRql6s6HDuj*&RYi(YWzopUIE~| z&iF)jZiq9%__k&P@9`wQl{-dN(5!J__;w#ol)r2PMx7c9t`vemA+ky97Q_bP=C zCbki~}Os6@pZA^Ie`+cz#;;3J>TgAw>&4!)PN`yUU45#88;%5mzH zG!d8Z-VFGMTWk*g5bmvPa^xqvqzxWc7H@+IE~sY$Uki~f9?#khGUIKW@cQ=8zbK0i zYtxih&IH~NOoQW>G|)}U>6(cW=xOAbQqwayc$6+5P_AUZ^^ObhqyBh2lUg< zdM8t^vjwPvE<{t+__E`iLf8yP|L&6a%nG?W5d2-uizocLuF_t7Zx8yi0<@H~*dGLM z+!{@=7cT8Ywu7>Wf&vHH)AFBhQs2At)ZnObF+rBnwu`O_lZ_>I$yN}TZtQalHwToA zt9e6@2CII!JR!iEVL0#ncQwd~79EG*52)ZC+}k8C%gZ!i1HO%PoR8C2C5X+82ErIa z>R=p@XwC!3w@C#0%q@hX%Ygf0@OVSQsV{@&>ll}sTd*RnaK{~8BQrz$pg&AHP(LHk zk5~sCe%kvkrLv=%H8ps1W&LKD7br6z$K!-gf?s0@v93Z$MICvDQZbnP$Z)KyG8H-z z{ONGektYYSO{%2uJKq$Kuw7*2Gl1U}?~NySNsPxxoA&{L=Ol)mbfu|-M)rYdG(bHX;9wL6x5#2@LzG>J~GH5)b`qW1^P?$u^!sFHbaONbyF;>tjFwm7Pm+(TZ^$~gu{f*QO@Q_1pDaTNKek;r z9r@1@DgT+Fzs2c)E7BVakpGonrA=+}Aqf5=xwwQgSn258ZmvUUhBMhL25u0`EmOC& zEnU63I*qwXD{5p12m{PQg8UVtnm)*coz2f_nH^s99$IUASy8)4s=1HU9f@IHhquk7 z9QfyQX|b$=$8zur3gm$1);^OVFks13ZnE0EWrT)--4K=$@tUPjjef16`~eA?W(nM` zBo}wE9UmxVDZvGM@~2Sf&kBX*68se{=-f!~+L z(qio=uzN08`~A+yzi8aV=^qh3T2s*#auO6%R6S>+_15OYTb0%&@=H}L>|fvg4VGUp zUT#apD;%jJM0)mWY2xtd{Z-3w>ez#ZSsx&n<}rMtrcqjqNRXEV_Wz?du#ciCjquX@BT5`w-1YI;St>7$FC0>4e`D7@;KbRwH-m6E9Ud^4g zT^(W#vHOhB3!GHYXjxx`oTQFQ;2(Q(5z$%`t&V4~>bTASw!|(FgX0)XTl^U=!aM+; z)o=v&?<+3nX|5du8>-Mo;0?J6 zv8bf(l&B30w}$=Ef3S2~2N!j^uOpQ-%jH+BSGS(SEWQZtYR!MLRJkeqP93iuEz1SE zkfpX2=E@5Ya$E3QrjXdrwoqb@F0VPmX9H#Z@vq4?`c#1uY%4@fpe^hHI8v;R5wsz% zB$WO3`EU}u`$O(a>l2#rL7G>f#S+RCs-F3_=6}MtaFjh*WXK(03Sd^0a72V+UK9O9 zkwfsEo{Nv1J8KA}B03t_*MhUWTaR;+Q5DT!RtS8%F$yOLKTyuI&F14O~B=}2vHeeLmc+vlFflKsu=FN0&_x^)1>Tc+1_Y|sfpKh!qM83G6QM0 z8t!MT)B>!`z>dk~MKavg+PeR_kBCw6J+A`t1_=zy02EjjZ&Yyl?1+q(C zhTdwB~?l8@}u70S-^is4(_{qxqn1 z{#eScGiITWjnIgSd}0=`%ZU#70y`IT>Lp~ov?yIp79+xptM}9bk^E>l1s^8%J9r)z z$a9)BJYJyfLNtV@pqZ7oN{sgRcYB|G4cRqSmIexV@4y<^PbnPyEu%z?n zND)A|^fEZ4T;MbTZBVj&$d5Eyyj(1hd$@V2krllfNTRw=*r~QmXIgh@YBzNU_J`Kx z-CKN7!we1;T>_!)lKmXoV7V-Cv~Nvb0ql@|+&<;y)jK7C0+JJzAr1SP-vx&Owu4Mb zK{T$hQrn8nN!rF|u~8!)?5v+h%f7S)5Apwj)4uMhj+wiwC?Qz*K%FX=c2QA`%}%># zjx8&Wb1>vaQrU7PoU)Qx6Q=6odFP2m3LU?y+9Kv;#D53Vd3M}~b2Ei+Fxq}5BuG@$ zQWnu8V1@F}STLWEHDUGQt%Ih7%Neqyws3EH)+|P|I2q+4?59s~J~a_sAw(}QuBI(X z7x3Ojg_ehk98l65@S!4>fPhm7hZH5n`8Lq|6`xNhA!n2TaEd+X7Chx7(D+ z)y+q0g(%UOx8I9iBxInzwf`y&Sa=-HeXzWKqPW90v4<1gXw#LO7Mnrm=>5X5){U!p z`L%yy0HoLM#mlL@JO8;;_mLq~*g3?LpGWVXex-yf4{oXE#|rv8Cex_p>P(wZ%iC)> zat;I;8}+b8OazW-s4VzE=^C z9ZVZ+^h@504hF8teYSnpMIf_CJ~zbj+yvEK?oC+;;rY4a>e^hT;W zlV82uU}dPktin}nao)k&bKjcsPBnsB)aEZrdRJ`RJYdLd1Q}_e@`~+^o*Smv{1t zJf={P4&|F(V4(;#i;qig&?}|4f>kM9Jh>p(JX%vcRY)8VmIvt@YMrN<%R(e6=mt$S z2P?~13xrgwiEN(*rQ@Ns9JRDquUsG}mzf5(v(o^82#FWyzDz>5-9mG9p?F>cY!_}~ zuckGaAHSV}!+5F)&lj8(yePFYj{a^UK8r}SfILp{xCqR%?5w*?S)UPubjdcUDEC7W z6+erzjL<`5RSnr!UTp3VCNjzde)J<32pKnM3Y}a8A%W$w8c*g93tPHPx(V2E9|x+1 zpV)-3-cf<+QwwPpwyBzZl-3glPE<%r{8Z@)Wmj|5q3>0kHvk92*iTZ@_=0B<92@7BOv^$4cZ*5U$F$EF_<2xi zURQQ}2i6E+e6&4gAfjz@5yaT8)%HB%Nh}?vF9l%LP59HTPkq967i8v``rCx~D^V6dRM6bn_&UiL4t;jJE8Vea{q8@ckj+ItH6I_%*Qz0)R7=C~MkDsbvUI(O5^k%diXr6;xb;Slx z+ZXj)Q)DQOe;ngK033{w#$l`qw0iF(K?wk(yOwT99{yrJ6(d5V7JgZjClW|0EuykP z;6p6wKWZO_Y_=qoC8XbS6nJ#5(7Cg%DadbNv4!e$;)9McdyX_`b(Q0VLPhb70_ZML za@k?k_%+zsN^U(I)zRYQTARN?I<{Aa454}dLSFKkroZIMh)jPT|H(#B@NqxOd5^hQ zGi~{r+nYMSkZ*9QdKz=y&?~$9<-k@)ST;@;t|-X2W9|&E@)m- z1VSo%%RPf5YM~9+kV*c@H{>XtHtxdjob#g znE=#bZMg~U#Odq95h6x#7E^(&!I|#hFEVC-h%};##6X8VA9@5fC*9~nq&x7aZ6+?( z#Dos|`d!v>JsQV-G}?~fXpafP0~+aO=cvSc#i;Udlk|55d-u=A1Ld2G-;4+UJ9auy zzAdeKdTSR(vN^VQ7FqA3>P{_^9&Y*8m`1Yqs**zlZpFWuj}GvA2A?S|@;^R3rr5rU zJibGeukFyjY0m-#P`E!fl}kW>w@{qCI=iR)wr{9*1`$1lw-OsSOK51rBO! z3;_9bMd(?C+ZhRLlAvThxT{^UQyrru8Xvd8cy@Voi_$?>+~Gx60q)9awe_&B=<;95 z^n}bW-G{55p^EfN(2w+(Ir<>^;cHiO;XjguG{$SLqDCgEf!3i?WB$R>x{%#eRDrwP zaS29BgZiw{%=DqjGvi^MFU%^6dQO*NF+Ic<(W+eMw|`pUZr0ETDQL33tRz$_r3x3Y zl4O2O()s@|t>irS!2-hn>W$%^5*2gN2vW8plM0Z#gV&Dp+otydE($95m&<=LBX<7AENQpI2Vf37rl#jhYx--8cL*95ai z_BEAyOsSN;wH5vp|I^xi?Ml{Y0g)Ey(P-bQk^D9kSd+j$00{o)t}&pw=zF#2M}=)! z&HK5{kM>92ftKQV;IuL`pKBniSx3}}mO%AWfBC38Re<31rEfictX zNCs2Q)*DrC@(P&hw{wMV_^GzIM{;^Dh+}Zo#%cJlDWZ7M9^WQZwc(0tFPM&5B=>wS zmsqTRvI1Z>r2Vf0Hu{*4M{fX$&87ipJrN9b`gU$}4tYQzur(IoW<$1m0w4XcUFB5( z8=1IK-08%;VlJv}GK-?T@0`amtJts0HQ59f6B=5Qx9wydZ)sWK0a+($nwQP&7Q{>1`1Pdw}4C-m+ic)ey{ZnCsvVRf+mxVYk;CmEdl$W;-5JxJ+_WTnJw(3wLm+q`{ zHX2VLPQ&ZAqwUnz9z;Y{VRClXLl~5&p9fi%NiWC<6e0={MvcLg;oLZIg6Li#g{aBc z5!};{vQaO#^aw1AI2af5-WRKsXf-RMVi2M?wC)L~!(y!pf^dLCP#0Q*4=Gi_jfi=b z%;nqnCKP=oEA~Obg-$IJELhwbd*IQT87OGA|q}9*w*!3s7F&<=Ug*7ZC|nb&*d8MwA7(VX$N@@ z-!#crvFuzdQ9~#p-h^Kl6cVF>_V%(BUj?ET|0hxut?Rgpg1zECDV?*UK$kG? zy=Fji&h%*poqc6>9dy2Pb{1+vW#~DKy|ywo7&)UZ+bC$ELHsq*wg5q&%tdusiI}B9 z)hgE^kAM8BXDNY2McqaL6A??jmni?vb=S%Qy<)zvx`&>Y`HhCDInLO)_l$dl{&&VU zry39;(h*Y?vP$$-76FS2smvEHHO`bT_>#^ns(UrpeI(0@WIjQEQ*~VrHhp)dIBL{) zJwxH1z7|bZA#|%i9l>29*B{)zR$W!k=m(?}e8ex)q_*$1?g5g+QaQNXy=8Umjn|4(4&uA*lHIvyyLw_rl+YVuKK**T5 zL<%%vvNX0RsB-3!cU=WuCz zE%rC=t>yt$(3~#u72#;AzD^*_U@?}YZ>n?>nbE-;*0ylVGFWiuy$DqPvF@lcyhuh$nU}lEk}v{*M4CkXNBQ-oO>D0 z*DANd`8+=f?Debuk|yhn*~^X+D2J1uDZQJ}LdQAl6M9DWRBrPbsjb9u^s`mZiG_7* zd~h;HN$qT(rfWVa&r)kUuex`P#<11G^EuskKD72(hyb3gNqnyDDi+$4nNA_LI_0av zMMkUDXyp~G&9l!p8^d9qRszQBX?gOzOAWGxd6oo>WoI(vb5wRJy$G>*wy7W%o z2uH;%@FXl+z)@u&d`lIEvvuI`#oEzFS>agpxRoHx`)i&n+6&KQBb+_8^u0V+;Ybvd zZN%$-y%G-370JLeu1*loO$Pj!zZTEkw;0O}$JB6K?g`I0S|z@H+XKq}JSY&M}^z z2!G=-cwRl?`EoT_taAiswmYG~LGT*tv6wdjg#@9Ky<6o;#*9!f>pg;)9c0dA-CQCm zI+viJ)MP;B0Ls)sTuw_-`Dk#C>VN5u7v!`L>5c;D2d7C=1%g$LVpL@j<)F-5)G`yv zSt**y; zM|Cv8XVlZ*Mf_dt2MWu^zL#KEZ6g5Z!Y{PC%vA_nkx7VGy-kp2P-$6bu8Is6xpm+S zeWM@m^d6U5YZ#;4xsF!Rv=%i#}%k4+`U4vgs`4JjDjbS;V2eju7%EjUq7IT#2o~nmkFn8@} zw{TQLNagfu&DsvM=4dYc#h_&k+D@Ab5UUJmTC4qpe)=6(Th;iQ`8jeqzFn9}!cD z$Qy#Z9-2-zd({XFI-AG-il}q-h0C-wqsNEUh%?SragC8GPb1X|lMAzSLE0IH6{fEUaTLXLF+0$HG491E*}Iz%j<&5HM8nZc)c1&u zJy*$Lw;r#XlxXa%8~DIWEfzu@Z?jliw=Eyq-GI{vU6K+JrJcmsKpOEu%s?;H1b>QZ&l9sUl?t|Uf_YIrU{b)j_NxW z*GvhxOSE&9QLf&b-%nPjQjtS*wz1X{4$;RE$q708*!t6=8@Cte{Hx8y_6Ej#GFeBOYUzQHAYkZ zL5f`>@A4XPEcMhB@K?=XZ>`OT_>o{Cx~cCig?oTzUEmUwdwj1rxH;vQ*IRp9d=_vY zZi(_coRV(etGTJFnnn7g6!#9_FjES@jPj-O0!vN#OP1GB{8*P<=p^mvjAj^yS{E}_ zF!zx}a*&~4)p|Q$mA6sQPq-=&Yv%;_?3ZOFz)o=9+s%r(5$;tVU3$pvWP;|Nr&Hq| zuiV(>x;;FpmX|wHAG=W-dW@zk~$_swQ&s5)RbFl$N(HSP$lr2e@j%VOP}h|x?TU9%So zE%g}p9p#z=we_c_Ui?D7$7r|FMNW*RyL4*3rEhE&3&+@Rc6AYPF+GxRmHBwCac}o_ z0pT9VH2kiiukJRFWEt*mtBm_5nGbTg*#&B2sJBRpLU3sk>}>os7_PpNbH7)B+~ZSJ)^}r+?jTZsfymdHZV{5JjQTIE4)&F<)!%MeQ_grZ&t(0HT0(%TlJlth&8q5n zhg)SW%DaK}NN2`3I+j8GpP*;8Sn2ag%0JhCbPQ59-Y+G6Oj`tjsOt`yY@?7os`C$! zY-8u8#>uE9qgcshS^=ppni3`G9dGV0NdF>V%X{Iffu{0m6ESo7I_{#raT2*MlVyZS z>j_X@*3E6|2ht_V)wkO6Ba2@h{$j>wE8J)_%sQs_Y{i$Y@5#CojvPc;Q3WV0I+M?k zc-s?4Au+z1G_zqgBxd~vAN<@;0A{1!NUAmfBxW?0VyRf7-vjuu!Dr=go<{*J`P7#98kZo~gfa z?0S;o_Xb*H9@YAj&Lcc>hs$h7AcYvH{t zi=A>0#9#41(0(|~Hl$99;vPTuS;UCn4gaa<`q%LkoZZiY(!LWuvl9X!-XrrN?~Mts z>^{DU^C33@3MJJF@#;`+I(;5UcB$QbrLC^))q=FFf4D=L7||hvQ}6Z_S?n72i?ZDes26OLk5mO)}tJhOF9NzJ(xf*&a=* zh@YuYg@%ur_agDqS9uXDssoTq$Jq3eXp1V>X_g5g(ZsCD!eW;}XZnU+$6q?qIH!DD zN0GjLQ{GnrReY69H6P16U|86U%ex2xV`8bKsQ%V#4KBW!_iemc{GfM0H@(3xL38vb-B%kAysis zE(6|hh!q+my(soX;+|%AHb`Auyg{oNN0^;8H`iIdGvn)6O`d<-d-yKC%=;d4B~&`{ zvVCBM+pG8xf8%1>ih<=aIyhH;KUuN0=n_@WzS55mo#o@*N=ES-zQ!wo9gd@EIvm7m zB&S(FaXd3T1`nS+kG;IImQ*QAZs4R2*w-P%3>z>&cA zJHAZDQ?>BqD&ia{Y_hL;ORuftvZ2vX{H&#(=6m+~a2&k~YF9zNwH|lX+_B%? zUe~6hx<^D@n<4>aub?`G9f0ZUNMlegO+vrn**DNrbD@gPgZ5~@FYej<3LK#>YBPR3 zJJGlFUjLgayGJ>fScXfEJvKG;2pmgIuS~e-xxjYMVFx(WT$iRWV(76pC6uxw_kWCg z$x-P&9j-v|a`|}AF<1JcUEnMu#;l6=ZIUzeUMN-oiv)_QgM#$X*FndIoi9@wRd}mW3-jV zLxeBy&iCQcQ>eAQkfa_>K5W9#%J%7qWxiBp+Z7ME;XoCIhwCRt<6ceC*8}1roZK7X zKE!1>bO`!Jx8{dEY)!TUqc?U3yc=QoVG?oO8hiA07_F+?u)#+Sut=VOcrB#(m*f5} z?&*s5HoJ>S458#^6;?l9XQ`%%9W;u+Y38p!C48@NfBl4FM3-2MzYc0evM~Ar?B~ z>1;w$^}yRa7Ac9AkOOnTO-qb{kOmhR55o{A!*J7ZS};Uwh}a6lK$=6Nu6h}Sp`&d; zD-4I~DYZ3`86DA08)4G%;(Zr6LTZEb>IMs|9Vi8AVsYJpvJg`z(_+#(1c`+@v2tE( zI$a^k9b#!6t=13CKsKl8>PqSa#`hjjCEj+&H-#GEm^T4D6Jjol;ipBH0CLWOR|=<3 zmrYHbz(~Klel`zHPVdY62`!y}0(w$YZZBN@7|EQsNv(~4UUHfGYlhy-JRruhcUwqr z7~($x{ZBa4;DxrPr742k-CD`GFlE&oHcJCdlu;xWDua{N*o*HRpxD8z1`W^7<- z%jTU+2#JzZ!xPGeH`4#JUlnl=WuI2+5-B&9Mez?IzfA2Qet1&{&iM&Xz$$-8E5yS; zTF@KIB_80%FBc~SUHBI>Udq$6%F}#O3I6>BAC_7po^LIQ_#AWKOJWp{50Z-TkUkau zNxCoWVBquK^|!cNG4JA#)xS?VNEG=SUQ`qRx$z$b`!X)$GA`pXF5@yT<1#MeGA`pX zF5{mWKNzMiK5mCQJc0_#Ut;=0F`yPtrvNjL*O7bnT$Pazh|H{pZSh+;nu8MH=MzHl zsL8FW4Tztdw2L^zQ*@$8qwh+PAAR`H#9uBFi$~y|BjIPUpZ=JYqWI`&#?qH~wq$tW z8hCatOR^y^8~sTJmPr?n8s!!$2)}%TB!U|dJ{!ZAsu({bvp}9ls^n_p`JI}pkMFEj z`za`$r13E3)&CG=W9VQi*&y4WP$9K>ALy1UQy@5B`OmbRJpX#V7GNNLU{X(ZRYmnC z=Xyx{NpmpMPR$33LP)7i^mnXGupw?B?J+^l!=k`vB&fXDwdzYyOt`cDDa2-{Lpt8Re*xqk~&VDNFO>Z9n zd`#S5KgLhkjN>Wi%MQN&X~fXKi@UW$96Le>6mxhnar|a;Siyc1Pb+=*J1id#d7w{H zMuP9iX$_HkaEyN3pEcu^sK$L=x!@zR{U33o?>x+^-{ATi*W)JWAHLVV*W#eh0m!<@ zwGsrIwcUk>nf+(;)^O$B`l?%m-q5ABner>X?5ymr;RDB@$=W@9Ou5f_L*GTzh=-F$ zxF){;x-t&3KefHuqr96c%2$OySln+AJh>CbYJ_6s?4|TF<;J+z^;sm%*3}BGZaPy~ zsy+hn?t#}oK>2@s(~-ze3_UXC%ZECM+9TXelYnAf@P~krJJ{*esb;W8@H1V`xYr3g zjQiTXFuJxs_PLt6E|dFF4L+iGG~&f#PS7J!zIDLrY|jkVKryk$c#}hK_1IcPmDlLswXC zZ~9TKy(YI+F(2Y@!gz=Sv%hxbLx39hO5?e`qzTQ2Ynm(B7WEv_>2FyQ4pe+o#qHf{ z-X3wBuI;YD?zwI-Qav>$?)0NlzFvl_LYR=HORF&DwA@Mh&AzbiPi#MHqZ$v$Vk4)- z)zJ)~dY=@W{K$5GArTx?=UriC%E~UJ!BW0Z%~nm@L*AAF)k%ZY_?Or7FbcAD5PV?Z z75Jc?a)@am2F$9-utto%J!ZI1!)ik(4Rb|M1ysDui);5|Ka1!8*!~R614dIiFZz9? zLTf{$HDR$Fi<*>y)VNO*(4nPP##!&TPvO$}MILDUd=YqX;*R}$(}AA_T=;dj!ZShc zpU96Xe&xo~r*h@~CjaP1NBeU)f}bR$&x3h9HU7?aJUJIu4(IL#1-1B*?Yw7qntr}5 n?|+u>FXJ*U<1#MepC11Y0*&qFU>Kqi00000NkvXXu0mjf+01%V literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/641fa640-9e3d-40c0-b72f-027ecc050fff.png b/docs/handson-cnn-tf/img/641fa640-9e3d-40c0-b72f-027ecc050fff.png new file mode 100644 index 0000000000000000000000000000000000000000..bfb7e53fb53bb354137ef50d1c9416ad868d46e4 GIT binary patch literal 33612 zcmZ_02UJtdxA0AsUZjfxDkb#Z4Fpg`YJdPr?;RA75{dySB3-1ngdVygNC)Y?NkFO) zdKW?yFu)g|=icxA-}}AaTC-L%vuF0qnSC;6&iwXHl&+2%6*((89v&W*`m-nccz8r` zJUqe`B0^lrZ~*x}?n6{p%RqHu>+7ukW@cYDLV zREjPYfn@nS{QCvaJX_(I_2@#M7<|?4d{%-E#y~@n7J~B?DH<|2sjmzVCu5)i23BLc zFWQVcAT+j*!Xf!eNilu&z#Nz98me3}G!dPP&{8>i`-!am-u{PNxQs^Iiw;y&UZ`2A zAmk3AM(C|jB>iJzS33X^1GMGT1dkgkFJ_>$LUx~+hHi=hn8U>X!W5Hif3oJ!sZ7{` z>TCTe5e?wsg+ZAT0MN^l5qJhX8>XV<&gFC;m#rVlNTnk%;Q3pXjLCW}$~lTr?oX?M zWFvapcEwrS8W~RPZ*yB}{(U$d@Qo7CJ$bWuSd9{0I^0YOSLA~K*h3#W_7bJge)&Ns zNeg7#-)A?x%WVa-xkEh0(X&bhj}J%nR^L{z)6(@VAz?qzXtU`+-Cm@wh30k%fiCha z`2Y5-mq!369&NfDK&5D{;o5w5dwP=Gx`O2L^z=&94MlQ3CLW9s(*toEWtfJjk1HK| zf4*Yu^R4*C7PKH~k<}zlMCMa@GUj&t=`He`u90#iLe!Fbs8dN!hthIk)f@?uf*+NC z3PGBl`Jxx;expo3m_*X;>>NQeZ(7cz4!z^@2=2{z$}9Ii%(ekDJOHTbn7AC52*)EY zwl=?F(%MmR+5=oqxJNhn{z$(5^DN0y-pM0pBNS=9x-F8WmbExfz`r_9-#Q58xIMWy zp&W+DLg=3oA4&$g@bQhW4R-QL&Rl(Ag3-YOB#tC&YWOV#xrH0?;5@z+X){FVQ~R)6 zonXQ~6cr<(qoVHNEs(wBOtV{S%pvMC=1EU`MH8Q{m2IZ)ud1T5!kqhUPD!zdY{a{G zr0LgLSy`VF=NLrL1q1J~_v;Qt+fHy;FC_eA?PB04@edLRD*b>EW|gG9lC%TbOS(J0 zO@hJ(JI|A7J~}Fftz*1G=wPg(@P_Y6ULG2ARG%a-XTqJXr1PJg zk7ynVGQs2xfV0WNLOE+w27rNf>mepxs%%7bnRBK%d)$y;JeZ0@H~GQKe3fP-gpC5k z#tV0|W#8bTn~xentP+)k3qAYuHCIz)%J^6b7R`i*EFM*}J!XfO(Qz2q%R|MB)Qsfr z0jUCl{M#$tnAtkws>{(+vHniyw9{kz&|8r^07BmPWmA82@qiChC?E&DC?{R4q}5gO?d(0X zX!-@R0zOTZra`lu&pCb%{H2<;(y>-B6$XZNtOt+`loO70s_~o>eBd;fi;qf)G?b-( zj5IH<*~r5_;pNr3=S=)@K3Sf`E`&aOAh$G5Yewvx`uHW(_>qE3yAU`fEV<3eDr3|L9Xvp{)G4F8`(V8R`^lQoeJVhzP zF6aa$TRVzD66+OC0|j#MV!b`q2E?>C!qSXcCJVP)xVDcVrU}R&X{4-s>&QvTr|#Q; zUKGn`n@l?M%u<)4w?S5~@LL#6f%qRoDs9#{Z8vNS0rKoL2I6gxo&epwOkX;t=uJcy zRjdO*b*sVdD(S&$!iGkjF>a;h$s0jf)n(>~~ARh-9+Sw}b9ehCC>mGyYCeHXM-Ta)G zG20yW1=2kVaA0=+Se=FtWw-EK$&k9$k22vD?k(2B=LrFrPoaPBaOcNf@J)y0+{1(` z(jC_3M~ZQjFn59vTs$db9ffb9&-sqGiQUQIBGL!3CoMAB3fFNr@k;abpbcWdqG(<>%Xk8)L)e zKOkhUB`dv#z)axplShyY5^Qqn93Ffke{TiX66-xaGn!h-1xwzvS|JHEW|97!c%-Z8 zIdB+q0%>Io)+jGp2kag^-8y&?2{whXrg_w^0#-40sa-J%G`GQRNzvr_N!Mx)t6Iu` zkWYM0l3#7uYQBr?026P}yJ6^;`Djk)SECMZAEMG%NIspS^jB6%SiZ9Ou?slc-iqQ_ z76X0F$Qbl7^?X1GdY)}P-~l9sX$ZvX$II7nZ4K?6S3PZu(n~04i$9Vb2d@%v5``e; z?=8g%$m>SI0ssb|E&MKcwC*3y606U&-QO*IESEfcxanUL{JXEOPd->G*m2|MIV2hb zP|+?ySc#^uE(}k4uY#dgLYLb)6`_3#>l9oM)I50?MoIp34|mh-(aodU$%NG$8z?V- z;+;FY9u+BxxyveAc(1HN7ODpcVV$1$SE2~EpGNfE<;0#8UrlX{bMx;dZg+nW(IV~V zbt0HrMh-VAr@XwDXu%S&?n!ifs1;v#S{PlDYMNR#RLm5I^Y+4PcEeZs0N{;-MMm&K zwT!32mN+6LgS+Y`A})4ba*6A`8h4v_9`USP*saJ7=0Ytn=b#90?9(8;Wd zbMx#Cg$hw&qKb@c?m*I~F>n>UXn%3nlwOv=Mq0znuc>1Gi}04=Cc&QLuZoMem(6^m zU3sycZbwG~UCvIIe5(PeY*+>_eIzJn1lZr%+0y+-m8A2;jr{-$i!MgDYE@ccKXqW@ z!V#C9^wTvnMKbPv$%Wj!P(fo@5LX8k}d7dg}74w7>+A84g}w*(VxhXPz* zvzdX=(6fH^sGE{D;#Ib8;39oYL89=7*T8Fh6YCoB ztjT!tZ?hDHI3*+S^(|LOneW-Jo{ISl%hMI=Eut)gjpI;DjUYLx-Oh@ANedUaU@i5q zWP|W9N7BG62foYg@*~KTV?ha&$Mo&z$3*wjcXTA2Xk@>sILcs+D`=lWl0dGJ4H?Ef zidrz*T-c{JeBqtP({+v4eHd)AmzNT9N{2bhk}mD>oux!*XEP$x9`Je6;fEdzUI?8X zBaz7v+mZf;N2Wq-X8diC+>+l+i>ATV!IXQo{7HFZ4#yan_{Mq?|2$tOPowrcI&b9d zA$?VIXJeARFTg+Y%>k6(UT!+bm45_$T_N)s(MIo)Xklz|Ci1{-fW`w{kPg)TgVWn!wNbQd9)Tlw&;kq6&I*Oz6+lMC3bP zF*~6unQX{3iK8gizB+g$060cRT zL;+@Z^-YV62?q><0*a~47^KSw^II~t;(ly68?d;s<2FPO7JtRFFEN7d!{4=o>oj>H z8<8alxBwoWRJz%N&}dfgCgVVuij|dvpjF9_F{0*-(%axW=xCA%x$MZJwwI~ShVi+lvJwLXtz%R|`cwvn}B31$2oJ`p_}{@;_wRO9@!xME+>PX)xy zLm(g~L$dVm3>-=@mEih!$HhKmPD74{RL}X%3$Jo>mFGS*6Xq#MvmQ$NOBg8@iESog zyRUV+mYyi~d?RCIEK)J-Vg0#E*6JR=ot+#M@~Pw%{^?0xjeXE>d2SSPZ^Fv$-LGw8 z>2LSpv@%M@ayuu^kDb4`+Pio=YDzseDWm)mF-|Ny@@?f9FYMhp+2Qlc!^>4$z0CS+ z%ls}0KhfbX*Qtxn7K`^n0D0 zAHGhM*`+ztv>&tIemthFLo3z0$usOW>HTSH>rmr|YC4AIq^9Z8^cY^bxB=M6z_TP? zB})?j7T3%8L$g#h$@IP)uxN@dol>!j|J?&egA_4Ep|X2*qcOz{S0@20FZTs{jX@(W zBP-1qAfcrI!Aeo75a>aep(wQcZ9VOyn}_Nk0oF0_*n3X&SB8Wl>w+(jf$`kGzH&dM z)Sz_r8fj-yeEFjx05{5wNOwP?d_O&`vK6 zk{rsv^J4rp?IjsAiLVr21>%FZLq)9+$UPlFepe*@&f~JX3J==?q$?7vWE(crSvQcB zYS+*F;}Li|W0Bqc-?!sD=XwT99sJ8+b32w+eSUR=)L9b`;N%hk5lEIGizq{g?Ysox zJ5tq*&88!T7vYGe@55h3Al6p~n;9y_r52c^oRP<{K~bpE^{+;l-SvP2tgYt=#ksOg z))!_38llz<6XymuzlcMQ?Brm~FBZ?M=6dOm>3#N9E&H(sO;1_!=DXnhj9x7Gq?p<% zl-l{WVVTAd_&p7SR&J-|F2J_$Djre1bztEVcRuKb9T+9y1aYS#(9rm2!_pVZ5NJPG zhLLjb<>a%UZ*NRLyb?J#^qJOm*REhFg%ho!&5S86=nEw1QG z{Gb79tHCDg=6>9aP7M5j=$A4P&OdMHIG?0AMvHm}d>33uzoQ#Qgx5R_%pABZ3b`%G|HkHcZ)dX_jN| z;1PE-xcutw=`+WYjR~;!fuDf0POXjCro%a^mJPX+QYV*Mz$e6{rXeawbHIOd7%bUFXyd~F7#ps%W;jf(-KeGhbybDv zIei0i-SmQZ+Aneqv~0M-w)&_S@_la=5X(HNIf6~LnF(1TmOHz-4V$AV8R->oT(P1l;_FM}eN&X%z;jH0OJcgnS_ttC0U5kstA$xJN?sQj;DQpsA848n70xjmK}USTyF6x_Xn| z5*m`>3<+^}y1VXOw)tgY{3YG9>{W5oa$|DfbB3{yF11mCF^A2Pba}7q_!HR%LpN+~ z5BMHeT!YKZ4l=PSll8fr0PhnqAdHm~&a1U}X8zM+2uKmg`c5;`QCUvKRJNy0VpA+v zlVmZwU}$g|o2=jW*ah-j>J}jEYkrZ5tbNFlz|O*%x)ue4&IPHRlDm=Eub#@sL(X?h zuFU5JxHa9lbKDz~BBru@_ftQ!%D$GOWP%urcR}%;1e-1TZm(<$VkPra7%oUW_<&I> zx2t&Fp10;~TAXno~14w#+L8(z@#i$bg+LoxeCQh&}HDBpihS!mPDePf;k$m7xd-AMMF*193 zKtbH$@h?k{^QB zlnvhoZ(|MKro3K8K0fRgXyM7Zt@KnHS5^ON-%&m9# zjtAXOk@LBo6FXP@G>>o=!CmqBwWI->4lrST-YLgsu>wBmt3t<@T(vjND>=X2>wF|- z+)j1IcRsz2LPp{CdQ9-~)yg-|288rCdi^@`Nun(6`0c86`vFlLJTKvq)4^uv+k((c z?5XE|-tAhke)$JO-4cnWEj>NJq+dHZ*@VYf#K4pDZR8rj?3*h0%Qvar^~RVa;Q=Gg z>fukfl4qEF)W_8*IXWU1wZjpxUJM()OO4)qO!YZ2&0JlD@_c|p#b?)qSE$TvzH&4a zraw5=xCf6@uSag|x9)6Lu4QclX@FzAJ_^0qp*0~>&khsH5XnoTv_47X=prd1+izl z@_zZsj}lb5B6IF+Hfh*K4=%`o{yj@_QsUkctWGK{udWe%Z|L9>$mRmNt3@&bAEQKu zT?~x7bOyc^mA3y1WB`A+I!vaf2g|&CC_+J~p99lb#!rzVSgmS;!U$TGwL$~7*wosnFF`}c0{_Ts0{M1H= zf=oDMDm09g3C}Uf) zhuuCN9lQtRFU+agtO;!P+X)LB=B^m&<{n(-lM|t$agM+<{<_+BUS4c?;RTGn)5U%RA5!3@k2x-A81>D0@$z>R`BXnLkwa73r0dx?Cf!*;8aBW zm|jO{V|dqHK~UpSxUXlk@ApUFSRE&H=>B|RS=Wc*>tIw5C6|~zc22rN0(E}cmWU+c zC)%Z==mKHAu>c~l`r}5iPxvv<2qTDF!rts?X*+LBwfRkwU=lyl!OJS~TO6&-3>vM$#8Ov)%k)75r}hKHbI?8D-Y zTqR>c3in9A5K@-Wsc^dTaHo~gWp%^J-(vM|F+#8}X$)7jKCWV@A66@u+M4L={ScggLhcFQxp?C9T7VPJ}v58 z58D9DGx1|Q$iHNL@u+;AHAnYE+Hq`m!0rWBQd+yR2`gD8diMUYWaZOuk|BV3I9yY@ z&rrSTUUd?IUj#P%LzH9>L%zWSkfA1;w;Zv@9f9z*W93pd{u~ooACu;&o^{)8_gy2) zxr?|cj8)Z|=N^XM!-%S&W&PQ*ZdKW)Z6qLo#dfKcTjq;^hI!ys?F)T`bL>+?Rt_}j z9(js%H+V)QS{QdUF?}q2H;s9dBF_Xy{(&Jp$D?xkc&a7{dQFWf6i8kWgyU;^8YCjW zP*bow(WRRpc2f}_g7tUe6geOwPbpm|25A{r2h8=)og>3d0Q++r%Jwn#{HDAMUQ90) zJ&PEj`Nguip8;%)+gvh`%dX#@u6Fk_`9MsulJr(hC4QwtVE~~t6}KZU-UKr8N4X-Z-Hww($1_asuARS9TC=? zL1nLlo>7?GFB$eXWHGbGuO_{hiZWcl&DoiM%WzWiQKNU%*y*X9p5#`RJG%%8p!C~a zSvaY#@x0hDcsAm8sm{pHJ^j4Ug7fXZ+T~;V(dOZxqgT3)AMA5@1f#Ne7lGxtr;GZL z#BYs~S;+W)KI$716^`3L_dEpSP6omdyjt)QD}IrFz?fO2n5iCc-ps=dfIT5TL3LM> zW_>N%tmA($H214g2dH4dq=RdM2c9;AkNbv^%a1n-GO{n2OB&qAo~WKjL7s=60Zm(} z=4B_>H;f5j`eJp#i>HtGXBm6WDJy@nvs3&j@L*P4*4{7Lmj4yiZ0Ehfv7LrS4sc~D zTt5BY=BaTMjga1L4mP_7zI3b;2?gvp)7CL*$_v^@Ozw5sKI%vs1y~Y-NlT=yxrc(j z8;p1T65Or17gDlYUjF?TN1$)qR&cHFpQ*F!L-FS@2$a^cs1>~x2R>2z};b1xdR!e)VeN5mBH_}Xtx zQ7ywF;e8a|(NG*aYJXVeHz3X^Ep0&d9)R%;MbbPg87Ve@)pZuuISNc5z$qcw%gnNC z_~q^UrY8>i2$zr3c=yO1E)4(3cNT#Or{h0XS+Hm9PZNM%dW>7qpTU}56acC@2*F8P z{`;XTEkVhjlhE7AV(jZG7c&iiHAIE1Y^?e6Js;qw1)e_4Bh{m0VFsSwmi#v}|H5 z*#D_A@)D_ep@AcPvr9M6+w?n<(CTiv&`XZLWu0J~e^V%686fs=>PR|FO8)&+9h2`S;H{l-ZbU6GF^ULMJPoZw@3Je4sZc;Q`$g#hG1#Vcc|dYK1+88o1HALP52_KD ztAVQm6OYKChrf(2F106S#?2h|qygIW7^saqg;8&N-hpz44k9;b+EJ(ZEzNvJ&yRY@ z;W}NYhCzI=Ow9U}9X~br&^sS?`FkYaAO!G1FUfK!c!*g5Dj$W|$j!zB+aCAX9o-H6 zI~oG`wSszF9klbgO(+s|zCFj1fSV;;mzU1sd}XXB=Q2?40JB4Hagg>zSsv!+DMJz! z4%Y&dtB>msULcO{JB<={*X!@ zD5NoP$q0=4KkW9uaWBJ+$i$8M;bejOx5xh&?lbh`b;keQSpQ)uoW1^+vFKrRe-qAT zWdF-p|HJ;(I52tF=k)hYBW~s@$>EouYe#Rczd3X7zaR#;&eV!c4N8UrIv^rvu8+?m zgUUmZihDA>sGPswEKbe|mbqf^aTiUmYxM;hgX7G9vifng5uq)(y9Iv9sQVB>1b!pm za+7*saL5IvyZaCht8_^OhawmE>Yz;@aix=4+V-tf9gqa9q$$PU36wZ((OG-M2t2iu z$vSm=4X`XjmvYFCz^C@~$a0BrgR(?SYZTq(Uc!~rU~2shtg^HPEz8lRk=1PNeCo*o z$zpKywp}ya9Z%<(ZcX3Upiek!J|-qb3f?B;hVF11?m1&zv2TFZ~jEa<;m;9LqS2B8g^^E!6yuI-dSi`*=$Bz|VNCBGQ zLWC?iw`CQ2o6|SP-HUbF-Zw}M_|>1`FVcQ*FXFmhoqUnov8N8i4T&=^G%k#G7dae{ zd7^?-fCG^wAt&@5QSblJ50&*SY4?}k;DxpMCu`y0bK;`#Pgy+t!jIj~yg_BsuK2h? zIAM~Bj?^Pe$nku*EvwPn9;@w88}6hc0PH~q4#3+A%{A!0MItNW5>fZTy*S3-)%vqw zS{vrAW~XY9@}1?M%j7YzYK+Rxj#IGD0F=Mwags<3jUJ!RgV@rLBvkZ;Vb~OB*ZgpI1j;&(K&FfCFv%-Sf#XL@LpTAj$L3Au zk2kB^tnW!6kcALoO%n!xSbnRL?enx=R1nt>WSrp=bcGpN?TeEbDf0?#|a`3T<_zzC{-L zc(5DC=Q^a7`N@4iBpT6}+-f*sQSgJ?eQq zTO@grhqZIj{*2RHRW7cLERL9;Bn9P!0^G!^J{DHq(wVzRsi3+`^cJag(arc3W^}_M z37X<=Y;J{WP?faJM%5J5u@^%TYrhla z*rpJuW9(J!(poNZ@Wpq?cW~colu2x0sh#!57gsqi_T4e7=)%yTRLxV#nK3ZGAsbBm zeIXqz|43TwT!LkE`L(ZSlL|1doLk_y=;hw8Vg{HzD|ouX zZ86ES?NFxhj6Li=B0MGIIaLCsbOLc^TEp?08eir>iaj*t?6 zk<`SLI2x&1N-kR|`g(j-FYzX*sf7mC)FJI%XM(zrd>&)PsSC493-2IgmiM6Bc`1sm z#RFEVz%+(f4h`0AYo2^4>2aZc2xM2KczAyZd`PgG9t)s!zV?RhSO@t@1e%fD(HYz= zh{Y|+YXhaF!|N%2YT?XII&EnP-UYTJh)G$g&Rc}871GC~Vny$JNR>@w?`pGHsK7+A z4e&eU?`25_n*8z1780vRwM$oQBaO4OjumL>Q;4YYN0+jLL_j{6C)nh!1dSUNsQ4iP z_D*kimSGw~DY>hZ34CsFg7SnCaPRkgOj&Z*FFtk@?vOdIgh@;p@yt*QZl>v~9YXRb zXwgjIuNJiMSPIe?S9Ylk!X*{3ve-jZHMFUy9XbTYzcZ`IGN?)uG({m{m});ywKuBJ z8wdgUoU3=xzJeR=9Y~%(>Q373?ZW_cC-@z%h@KE5$v|uo$lci*Mz96vS7JeamQA0) zXgQx>vLi)bvgOFXrXiwVuJwlmh&w3OT{@cxbV6bnH;{bn`Wr?GNW+Yw^Iy+^)?%Me zJ;v7QP2jbaA|cImpT_h&K?*5jZCK&s>GR7WQ1;#=(%LAwx-sP3n-iFB&fNNPZB07gZ zyszZQ3GS+USLFKsZAd2L=jJMHO*Q4@j^g{-es@m7HV+2V+e0y)ljzJtNok7&WXc=% zWy074JlD)Z|Et&9=$vB2b<;N2L8ql13&(FZv4!_ESfY;xiyIDe@rpvAQt#t~2Ztyl z7(U&YSNIB_i4|qYq2y&x1jWHT)-ZQNTr?0w*(G@1FeA7ZNAOXz8|+#p7Yyq~NCc6MnZO1e-suwGt+`V<>%6@7Y$rQMs;JFg z3G3ZD+u;1jG*}5MNqD7Oe9I}AEFkDiKQx;+qdEkkn-caAVW@poXaUFb+$bFaZ@Pu^ zp89p&Su%H&=C0A!esGoi5Dw=%Rnt~}GWo7Ih?HRka7qac=orqc<(IyOseK3#0WtPk7xvAc`3&F|ip6p%33E>zOEq@oJ}M&>BI8B?SHv_?MRluxk6k!bF1PKjv>9yoOy;jF}RG^@wHBZ@LfsL`;_J1Nz9Fe2l-pVQ*gcSf@ZRt+!L3km zDuQ9OBH6IDu4+Gng{+aB<}q-} z-dIr~R5M6YzF+RyoK6%8vdWIauGn(qNaK7v<_INa^r|VINZr)wb2T=ZSL>?!(m4Wq z^1>j_IEkGkr;3ROK+9At={l`Yuns6Y1j?e&MVa6#LJ-t6tg#)-KN;3jVh`GQL8{pwGcIPJHb{*Y zSZ8`ih0PUi9c#W|^6<+|7uC%@;e0m`ry+mG52ig67Iv%N&|gMcQ&+!uSXmu^yERcd zsNg_RG2bbJ;>RUZUz3vA?9<`ZP?w{*mf;_&j#mZze zTg;3%A|%c#sp6mg$Tq@TfO=8z2m45=S1bD6bOe_l7hLd})TWR$`!eS!*w*}j zS0Bchu=n(5dUkwaoCdN%?|gvieua5e{SZWbE+8~EtJrQ|WiqO(&nN-z%OnTcPx$=0 z++7ErBpA@;@yrn}>ZY{lP5rPkJN7rnm_7Z4=jFgkRC)00!t7${7s-*PjA*_UasjHe zY2KBRM*^?HmDL~*yR@A-V;O_d!is7~s7lR&lhw;YiG;gf3`|K=BCd>rmK#TWsvVmM zR=RO36=7>%pC3B>ZKx}ep~+NXHw0p>nd5g@8n%$I+}7(^r3TF&P>zRDLt z@f>f1Jn&pFrBo}f2ht!$;#aXvdoQ;8g`pXa&H&WFbp@)A=-syaK21*e9&0D(Y*YPs z?C}}%#>imiQPZx3gjAqE4fuxUf($Jt72I&Hj7oousoiWV)_R-=i~fA=Oil#RWn@R^ zQy+#eNENw>#4;B$s**xifn_D^#ZI4FUdKmjjU+?^-bjKf=ldZ{g1sx3PyFnY$ft=1 zXCCla4;d}x0=L|mC9g8RY6|a3=&IB+j8xo%=XWOmNkG2Pzrz9HxF^&wE|5_CwX?3A zl#At81eR!Ui#f@b#HyYCEbW~pGPf&OY>8nds%#wpnfEi7)J||}t{2FhS@w(cef#gU zqBL1nfMV4rl=d+2?n8u{R7B+S&TOYW!7tFzz1 zs3m<2A8NFuM9VL zinebOIq}}*3di?leoxNy3C@;!%O?)&9p--v(%}C3EcnkVSo`87*17x}xs+JNCg*%U zQqaY1%*6LFyxA)TS-axpBM++@|5I7=QI`MSS~wyI>)ad7N2Vb?KRWiZGIjX3{l0L$ zb!(wtLfg_z9c<Jtl2qHUpmq={>9`E(d_&weU za8fL*e;(_r#b?szrfggqY>PL1x1!pjIcqw>cl7)))F8%m1*d!Pr{s5BM(g<)Ie{%n~ib* z7wD{B^ukI6#F%rPA=!2}tcwtsC>T(LFwldjH~Bdv_A24`QntWMYA^Y&tS{7qdB0ih z1Acz=O-^(7FV`W6CO2w5wjLJ@l)BU~Audu3uH0$Gt`X_71oLMWxo(E%yir>|kMDQf zxne`!NpAU`aG;_fjGa7%s?U%m-4?g4jy`V9h@s|EM-w=5FCVVorU(-PwF2k9zO9=} zMDaWLArg=ZScYv;_`obrx?R^p{>>_&lH3fisSe620)*=yI+qUkbAC1%_+A3c%#{1{ z=sP$kx1%_YX2xDxw7GqSZ@!qXd|b}m{^>Ep=)s+Wx+l%H$l2A+X*64kC9NS3$!eHO)%nWYY^T$iAhcB^{$!b>9HI`3?`{#{zbPVlGWzN?9-{Vm~)j{cnsJrK#| zBfSS8PZKt2!Sr?NCnCKObFB{bE8F*4jT5$RB)?E6gywx`z*~U@h&22q8SO*vzpWvIFv*)KCD|k5Ee!5$2jR`+@4ve!FfLHN^ zEh9tebZX7p?A5Pmsf0);So0egyS+3xpDd*7&nRsioDoso zW1!PPpURRK>DG;a_ggSA+rnvRokw8gQrI-j2BHD|);*jw;hBl-5N*5~=1Khme@lFL`l8;Ygq;US2If*JBv@a*JT zB}`+qk@o|RozsHy`sU9o%u^aL<}2q>L5me8ilK_QTB!)S`#eM7q3*9@B$$(+Hr1hU z#H~U^`}JkR%dSLVTi2JP5X9$A@}s0L7yxh>lVk(aPequOpg~DdhbZs>_$e71 z+F+Mc`l^gWx1kY)XB&4lHasBvg#LT7Wj&?Y)=wOD2dpCpsH#HSce!k^QJm`{@d%F~ z8Da$sOu*DaUF5~~Y}^45lsJ?%!ahcd!^-OGK+7+|4fS7#*j)f7I45_D8{vF=sgeiL zo5)g}hYG0U+azvwc|92z|c445iMM_N4GT00H<F)H+vVu9`Zm?QW-rdX?7RG_38wnigtxtDkS0Cg$z*O*&-~BDPd> z1E4kB-9snlC{f&Z`;2$ozzj*DCDf;7X=Yb$(W_TV7R?8@f8O|mv8sajlcW)!?pW$Z zpL4=@LeQ)h;Y-85p~eOv?$#3Cn%u=q#H`y|rw$TQc0*t?cgR7i&b$S0^*->~*NA_6X#2 zNQ9;Zp5zSXJ_)esMV*!8Sr5zIFu>i|-1~4N7rotV5jkcU`4GL+{ue-K$-1^Q{- zp5HRvjEuVgibwnj@~=zKSC{BqOPaJ)LXfq!hl#UECk=k5UNOOgBuJN0w~@hCZ3jUs zw;LN|$lBZABbvR4m@?S5;#J;9YZj(r?*X$DNWERde$r7{d7kCd2d-%w{c|w>orig$ z^%u_HD`jN3e^UPefQZ2l3cZrbBNnmpWfzU>pt_)FfA*`%xP5%(7R5*uNcv)IaDlag0(1MA)80iLP= zpwC4V&SArcJ2{^m+^ffAKHsr%ZD$MPsw2Wt z&MByV?~wi-t()UxFHe?79&!GkOC7#D{Q%qdgN;D$%TX5tFRl!3o}onEYy&>()>sjz z<|fwe8p3P$#pZg~BmD+|0FbpU!PGjy%^G|a5Q0+sCV2|1+-b=v55s5Q_UhKj+@%IR zuzRQg_<(ygHV}GSPyx%=+~@>9lAtn6&&?^JFjeASZqV@;f`fSoSCNUVJq5y`IFFQc z=hnh;Jn8bgkAUC1SmvjM`0C{N|Dp5k*Zgv-1^ht&Qe|hua#{BVdvo$M14BM+ZOtM# zMOSLZ0ZV1w+;1-TwC$KEu1Ty-;Ft~ z0u}OQx1UJPmCt?^5{2WUu51MQoJ!TY?RDY`G&Wi-Su?%`3OMD?Jqa8B)HNY&k#k|s z;{GXgD4aZga7;^GbNNeEqBJp%&aWkL22vFD+PXiu1!$zsH*Z(7}YTG2EL;?087uII`Z~2=~mwEuYs~VE~y2dmF|dyOCe) zI#$|iPwf>lNI_(v)+A@zLX`1RS_D3CAGl^H;L$SjZNkA`%TUvZpog)y@dvAyLs8YN z=a?@ZxR5qQ(ASZHH+0Gy$A}=wr1KrGV?i9Ye+u$+9HD->a1x!I0jB*|cDrE0aYKoX4fc(_TM=Sxb>5y)TgP(040~ z7*D|zO9sunuN;A$q}~l0=%ht+`6@ml1Ix5Lu~@NL7XGjuglO`%GTYN!j?#En(>+}; znoIX>(Ia1a>@V!DJ{DGt-;O@c{z&%<0F@tnDTitoezealR=@b`i!rf{B@K8v+CdqW zvbVyQVPi=TUSKLSH6{{!{@he{lp|I6iZ zTK|Y)B(HcZagn~Dp0E;ery%DYQjQm3pKAMIJ!uJ@f>SC9EP9HI3^X11%jVTVSAkyUDeO4sf>0#n!dc(I z2o&e~9had$J-7QP9T$6mBf%Jmk<`$xDjx=ioH;I?y&#e-93m9QTz|uq?O+6vfMdVE zyqZUi^vY0RK!o-`XXU?vd#$@|1{o9Z)M)~tb2upgFAOgJzfbmm&Gi4*g#Xii{|nX6 z6digOR9#<#rgwDO3~`awzBxZGmTqJ!3$K#UrOa8<#bw%@I4_h_n{U!~!Tt68e+^Vl zibIh^;HxbRai=r)UnzHPyB(Ev2Lya3^B0~gvRQDC;Ouur&iik6F?h(2A6GGo>NfbB z;n#l84#+ECbHPvlaCCuh7cZE2~C=E8^=tiTct_#B6)aX1eqS{Eqx@G`PHw!DkYkzrg;K2mW8^ z{H#kI2jxo>bd}Xq{<;NRK_3nLtw4zk&K@zx8UrHMaZ{!JMvTi zuA0AS-lFdR9iK=Da=r^KNu&+S*(i8%y^8@={^>2^5MHUZU&Li<^WUo@w_k4afcL8tLZ_{FxzE17W7#zV-#b(JGbo?M4{3t=DojR zy<_X|DvjeH@eI~GP%vBg-d{>k3u{uCm^U|5Ap=omA{6nEL!-^4ASz?fPmY6qVZl7y z+te_)o+BR_6VUSbLY*(*{e-V(%W=bbSiSPP%aWnNz0#b`_KoR4U-qlz1RwRQ6FpgT zI^D=4h~5O7dfX%67t^|59*OlbflCSokHBt&=m=_RJ=MiF_uoHKJpb@LRJ3zLZ(aQO z6BmP}I6{%M{!~?1e2ZmZ3{s16xZr{JQhbw|!nBb^u|1k76DB;_@FXd4Zl$34UJG~i ztA4im%aa1E(f4vQZ3Q`>(6#NQ9QOEPU^3HqjSc34k*r*mDSfHglSv)kbp5jSF8Gk? z^}&2^e5XN0Gqf|!@x<>92GwSRwhnCRx+vxH`%MkkPe7K)l7k_~KQ?C)kZ01FMWCj@ z%Fb*WErs|4cAdAVp3qw)$4SZzg~hPD;Ieh(8z_O(uMiy!K2Y@mT)%*@Du%l4ME7EQ znc{?EWusZ49*K3Y+XJSs~^fsc|k>nOQt=8{8yL z{$X5HQprq8YQbw^BDtyKt`=C0HQ|n`cS&YvJOfRRDecPJbJiuD?*h8kgOi4kt|*@> z9ONOR&NF|vL@i=exq%)&|8i(+oL(k8EMAG`FP9A+6X!QNSC)KSXS}Xwj~3&Q2mOR^ z?F*+?G^QaY%E+=QbJb8Beklpdd?kD{`60x;5pSPs8i_vb8Zr7z9FofX)u{HhDh=-M z6BvFu{XeDsby$;c+{ca6os!a6qXnfIj8vosj*^g42}vae!ssrQl-Q6OEhqxgIRqpm z1VLbQ3L6~*ewW|-zMtdxJ^w!ZH8|P1>o~7CcU|w-=XEk1o0+A*(4)Q*l~=qouQ~ZN zRdQ~O{4zW!0xgyE*tp1IJmEF?a~UzTAFJR`BPmLRDSfgTRmX%Z79|J>RNc7Di>tE4 zkglO&EwjM>dUIMT@WT1DR7_`F$TPb=k?4+bjfjZ;J^34z1~sL^*heo%wewKxh7GwB z_xLi}pXti;>@>!rzkYsK785unQg?%r??#IzqRd79BQjYT8Fw1<6c;Kqj)?$yH#$pE z@)${zsxYb3&c~cm-_-{#Qp0BzTIZ`zH|iMWt#3J1XQ0?a&?euZ!ti^xY+^R5&F%Uf z=aCM=N~s#!h1K-Es|jc$=~wVDwX0MH@;Y_d$Fg@q1j02|eVL*df5s4amBiXz`Y)5_ ze2c{DYu5ykwjc~Gj+Y3UW&On-p-#B*9h*Yh_$q#0EqT{~md&d65eBGHUx7svQo{~} zg$?O1%kPz>;}9}=6$w2sJ@0TQjn$It@Cgx{aiLx`8xM7DIANS~>(#pK70KMsJ(hki z4D3-y#dkbQi+J^X=K}RY2fPfgA!x*&0E**~^cI6?QQe!87k^FrS#Tf5zqs*OExd&= z-ot{2J;m852+uf$W^v#m0Nh7O3y=4Tbjij=M3aQAkAyL3A>w+UvW&Ix-$ZiWDI6dL z`v=R#N$37OiN&g&#ePcCzRLq4W;QVM{|>#qK+RBQNRg$sg^orv&uV=RW?Tcc6YCd- zW^~{iNWdN9og5e^j<@Q!hp01xC;lVfQ3&fQ4Uc<9y8Z==ysR2WV zR7>R=$XWs1Q`%8pfXJdCNYkHE%Z_pr)Ztw8mXO&aO7y;NN!KCEqB8@5?9XSiNfvQa zfnvkX2rs9{&GMr+z(ysp{xmrS@uH6fSl1JWmf!52Qj;r&kYfDAAvK7wm*TlXpVzct z|n4Me?WGnFE@KBBDP1 zzEJw(NrkAJsW`bHP#m9SX{~%#G&Cb1`}Rp|II8%h?!}=6WT8j8^=}>G@!t_Cdu6_N z2rgO3?A-AqD68~IFVl%IIVfKp5x0;u)SE_uBK8{_(Wdvfj}4V7b$%Et=l&xg=LT6` zyUd=}6XQUkMxnnieq(qHlXDUM4!7R%o;mjy^!f%;p0gLCYCCU|2BYzAANupP634o_ zUlsB4lT`fh?DbRb+W5og5ggc@-A1-8N%31rHUva>FdkE#-*=r+_R_eMVb54t{)@9d zGupWe4{9t(zxyhIL-M8;ZS#y8L73uprSIMtPgE)rh5HUXVvJ6}&x%8g2(jxf37d&H z)^8_c)u*L49)6d39Uc3A-g5TiPz=L4o~_&?$#Ic~KWW`R82O8n0gXPfjRgOBA+Ng> zHTodO3CL&Xh~=zXMxhPpC#Pf-`WeOe+@^q?1DKZO19xe|>%LJ9@9@%A7Y8G9IYT_s z^73sVSIbf^F|XaUa@m(loGyo6T*KP(mr(KRjQ<6TQywckck^KEDNT(;wQ*mcUhg(p zS=$wZgw9)tIh*%+G?`;$$7nDax9W^GD(&@f2WPRXv>Wy(!sQQ0!xu%dxA**3fUEyU z4-dbcypE5jOGHgn42h~0A-2CtlbB;HdcW&T7in|RKNgOR=6QW%V2Y21m4qvIb#q;< zoRyT)Ab1HQeOyZ_XStSY6#Inu#8}Hy(nfUegfd~BM}?e%pYHj!WuXDAVUdhAi*IUe zn@sMO;+6XftNa!BH1;ibF$QqxTIa3~AOrj;7$0(t>A z2J&zEQd|Yh@(&=h9xCz3p>;ek&38c=QNU?HP9K4a>I7b|{T<@`_YHvxG8-(Bll0DT za+8KX-~41_AZgcK4z=+&DaEiYTLF=8?*mZaTBoJ-Y_17X(56xsho{)K3+Z$>*WB@- z_`$)mllKc=U&+E6OZ$P_(Ys|R#Ot}8kNJUKk*527hvPij&`CdjENJkx z_ZzOY?azOacS=8wHXj$;hwq5WKPmwn3GRIO3F^O=J56-~OA}Mg`|rku0?v~Sa{Hlb zwuFx)F8=V}TI!5SM(k%A(P&%C?@&rg`Wv2bIW6k-hE{cFgmOT@5<1&Y5T<-yH zbh<`Z=~InBvrE}oE-hIlP4SDTsh2KRRmWv7)s1UCQg(t0Cj5Cb^N`*_skkxY1ivYk%NgI0UqTjV->Oox0P<(r_x>IJ_exDs&IMZ)ZZ<)xH|b_$^qLO>pDbG&%U;;ZxGj38m`f z!L}m;WjZi}s`zUIQP}$7`8eJ`0)KXrmO&2ZkO}@3kU@JQy7#n60|)Hl)4F7<<0WST zA9B=KjbIKt={T6r7qWIef6v~X#zU+iE_rm)|uvcyR*Pqt&sHd zk`H-WcAB3`LdhG#q@LFi`*2xLtfY$EAGqgd&xLwmv2~3hQj}vz(8bk;_%ewncl3m5 zBfs0*1`&K@{UDponn~1|>*S+;=nCTz=}*$5#|b7z>9=xV?>%>Jwm+IOr1Hh!BpQt~ zBYMBVw=vl8jH&X_=IKnn^`%uDxPG#r@y%rZzByvE>H+3*hYv@F+$0W(AaUY`4vrmD z78Yg%?BjxEY+sB`K)*lpoYM`5hiUvcW-`1|Ac8uR?nsDSwpWKzfLol~Y&i?Sk0C$n zty0Z>YOw^1iu|0%ai3CNTl zP>DXzP-~oH_eDfQB@_Ew*_H7l;rwz+oA!5S&Z3e#xZ1NMfiv_e3*SAyLZAxjCTPKDm^I z*d@6SEY(Pn%PsX6)HUXH&k+|tc`(gJZ5hyscbDG`8>o)0xn$|)41m^jl*6VK0rUb*sx>98!?FNp<@7kkZJt-{@QB|ptp-XV8 z@*#TPG2qE|zfO>(3nHUBrz4KrPdhlJOSi-7iiEw;TRPnAm$d@FN4Yoci&dbQNLDxA zd@jBGlNS|0v-klT!8jdt6%uddy>J{wf9eeDkh(f1D{0`Q;}cC_PK z1&@JQ{Ow7*H2%Qx(|~P4r-n8#!tZ4fy!}?!<3m9_=90_M1aJ6 z-4$hZI}vf9ZpqE65Q!{{UC5;XLPYU!l^r^D6|1Pykr59UDY2e?Z?SqpW20`y^^h&C zvSdRR*|7P(DR$+%^|zjc9xeAC@Sh%@bCM@uyLYq`U%3AUcqV;2i|b5`Kzk5Uab!?u zZOI}tDtoPKj4E^A>+)TCsb6c#Q)oDqn{F5C%C#2Er|ER#lsuiDfwioLcbZ%e3Q)*j zff<*9B}h1&BVktz$wvj9K;2!vOheoNw-6zbbtfCu#C-U%al*oi@qScP7GFM)HQ3c& zpbQc|d<_LSM>n?r*xL-;Uj z!n5-uNo4i)wfDlw`0l4s?rdNCR7Y?dmXsxa;b*J(hJ^V1e%1D=e z@3w3dZvMyiGU(URr<08lR?<;uef-`|Kx6(%%9B<$epGPv6^mqKam+K#i~NUCWu7+r z`L>|>d$YYz+D)&Ay%*}rAwNI(BSyu663CFN?*(GNAEj-ZO#q1#_G3p?c_E6)tXpO3 zlZ70oblk%_6Fx>s9*CATkbW9Jb;Un3^P7@@^Pw}$siX!5VP17dHNDtXLmdj)WL@ic(vzgXKTcpM1+ z`uf4A1D5?1VKh7F#%G|&LIam zz5!nCJF2&N@^4(EUK{HOmC8?4AqkY2kmdHP!XGk-^1Yt5EGL`(3hL}k<+eg!J1e+W=Xdo$T$ z&F_E(U53vreZsk3wn2tJ0ya0X7^@Q+!!M=UaAjMw5Qgd4?n&csCNbG z5^PR=vuSuf5w^CwT|9o6)Me%#C>Q0RSAvo^&T9I7AC{Jmdf;8sG^h`|9*@3PcbvSs zd$QL-;2k94a@`+GJqg9mZcB|jXMT@=kao1x!S~mUdcp9P!DtVxe2LpC7sIboHT4s3 zMdUsU7`G<6h7W4a(vjr~{IY$fFJ}EsC6(Yo2Kv;^&5LT`_cwhnTZQ|Aj2hY(o%JgF zzAZ7F{BYK?^MO-;!rUJG`s;6?=aY3QnN_tOo9~Z8Q`!pNWgJS|AA1yT3lfMIWqoFNnNPs zoG9WP38eQn7C;l zWVMrH4~fQG&`WOTG%1v~)SXU?O+8S~K}EADY0j>~x4FDO*cGv9t)2@5^S-mGZrdHJ&8ISs@PDyca7=VRHb|5$ zN!3r@Jzf{5#2>8SFdH z1|xpVdxa%LglxV;4z=J$-8HVa7M=? z-{|Au>12@38m6oi7y<#X4Q=&d)zYSDf);cY&1X4-nwjD4g6bI2T!SPK#%e!X-_ao_ z6l$Lft=zHOUWlt7(O6D){uE9q-2UlcMVHRdolfM=zu}jF%UF8p` zfE2?udN!V3XmS4gx!TH^9MiUr$2yb^8x| zda*vL5d5{A+YmoBDv46K-D9}bIA(3?(v~ou5~0`xSByeQMz#%U$QJmy+w(*#~l~!k3H(kV$8t%KKwDy3`^~% z7wk+|IuYLHgJ9fAXjvBpAsc!81}g_J1MB>kY&cl&JfP<)L%gXe%#QC7rbE`eU(o4bA9yrD8>A5WUY*MND-3KAkx)n@Udpp3gR}7Ax`IVW)$& z8$|{6n)b%{IfQW@E4fum^}p9-%LmaMqy$Z-GMpAS6iL^0+l=q?KZOLzJ9$dsy~hc> z;zFvlH#`G#IB4^_NfGuSb&n@cqMuNYuw8wS9gdjANIEH}K>z@XudoAZD!v(+nSuW{EB>W(S$Lct@GI zPihKQh!F_Zq3>so7Q%WNcUMx(q8GmlD;J zjhDDFX5g(+G!dxQ&Xb+YypFD(1v2>PW>EaT6hUt(=V@Y>wZjz0TC*c^=E|#l<~K4q z`Zs-OkwdWE@eA)h?AZ*zsciTFOPIXE!-XqR1^c1!-`@~o(qP=OOL3D z0_sj!aNgP@SUV!mYf31=)Y zWU2q`57h906@2#$@H-tB*!A+JO(h^jPX^5y;JiihNRmO1M1U~;_P>9HCG$bm$$`jP znXi4r^q*It?}ak*-$&Z0g(tQHxCg42)C}~I1gLJmrt?4lIhXRUJ@}|T_z}RZjNe3> z?j_P7|MR!k@bg34sDRf%wf+A&+YkP;Ec_>R2h8mk|EU%JDck{EMDu^l3jgz7sh|Je z1BeFzal=2&``P~%_y4a4{^^pl@O%lj^kLI`4*)RvfBf(aQfy1Z>jtgRf0TiP&WV5d zb8irQlN@S7KkjXvx)%iG{?#RAYwb|LxbPHrU^yZ7DFlUFK4%3V=A+6ca#zq-T-JR6 zf}q%kkiqP;BCM*zn|kdO>J_i%dx2 zBD;4=|6w4YClT;QYw49|7FS-dakKxrKJ-f=!KHFZJ}PGcABLc9%C8w4k7>gJmL+Re zBx1ykrcrp*V!Qzu-~T_4ek&MR^=X+Ka1S{CXJG(v5J)bt1^+mkb86hJ3xK)!|FA>< zmpK8BgZ~hd|1Lxcw$Lxw(i%M)2p~rBMf#WZCKlqKmMwuzv2By{G0A>laYThY z!~4FNA6Ex;iN!K-W=Ts_t$KwOk>ez|*ibstOJJbQe89!;!MvSo$d3;uLv6QqI+$=d0l5c=p| ztC}}|H5`I|69r@;2v4|9FQ5o$J$D6%);q|D_Ri2TKyTJO{X2&DKF6**hg{Ra9jxFE zxLv#)HMjxALMs>2T}}`g#SVZSK~i9^5&^RDyniNz_yu7m=+IIS2XO8H>_|jNLPT`?hd)9#La`eISZ7EM z1?#^LxDNiy4DEUkpfCW~GEKQEX(A6<}QH;Ck!^IGYUnNQ+^;9*V0q6JC` zUyHiGEKh zy@0E?r+Qcu|0eU=@MxWjMDuzO*tznxD4|U%WPE!Qc<(oyIZ;f~@>BEI8$_4#{g-g{ z_-;Q%H%36&H?{;6AD{Jhjr~=dbLad|i!T&4`dQ?mk;}--P!HjynEL1t;*4S}Re{6E z0G2$lrOV+%IcW_ zUed79e(6CG_g!z}3VU#=Fy7ICCZMmLSdQe{o^v8cPcTu;X{~7>!O5kJLdtq2Vz8EE zxs!XMkwJwF4~xiNVirh;3~at!+PF0I=>0%(9Ns;~nd-*3m-4{=iRo=3>h&;JB7=LvH2{na2!V@MMNg>2Ruj z7KRb*Y_Z<6lIV3NQi~rg?O&833lBQQ!8k!1F6hIK4d6aK2!11DVgba$g2enF@(*n% zcHdj_8i0l*Q7t9FZ{fy9ucb^t<)7-Z^}BYnXtB~5pM}KSMxybZrzJ#zdd$%8&?U~~ zVcPf)B-M0!rl|~2s%@9+-Gwx8DH#QlM?E&Y&|Y{GF&RCODE{n#MfgFBZZ9~;E-Lhf zf={~hOZou-!TVS>O^z!mhlFCAX>K2uV1$dqM~r^U@0Ego3G6j!DW*H z@^dyjKkPv;C1-W_Gv_i-^$+-nu$*DXtGLT5(`8a#NXOIg(8JC}>KeLC3$fk=z-pSH zMCi8Lv-%=(H40Y*8%w_3o)15zUe=CBOZ|a$rhNR~&JIa@l$_G0u{*f{8j;C5kl6y+ zg5p5}WyL?lk?M%gy@3B&km1V2KLpJH2_oWNqdXK7^e|9V#Q@&f_n~&W4@x9q@&RlQ zPL!I$s(s)BFR(#2A^|=r33VfZo0Vc1ki_ajR_N|+(gFv(#)0?GypFjOmMHEnJTJCS z68TR?P5n*B4bOrRdzf`_B6>llswq)}4`cP!iXvF2Vp!AQl_+U`0MuBZv8u~PnL~)f zY%8ev={(OPfor_lKThq<(vm}NuQj4BlX+f&|YmQYV>jk3*|ED@cV?lJb6lcPnk2Zwmb-+zi9nhbh-9Nq4I8^8kweSaO9)3p2e(MBl z>SJ#$c;|_{3K5dXtjG)hLlrV%knDE=vrgx%i<;3t<7zMQvK>}1TJMp}y0Cz(@bEL9 z#NsqN`i+dzdVs{Mq{S9xZkX9j$bvUs$md9KNXtvNg?QL3ukAjFK{HD@G-Y{gff6Vy ze#k;hBCyWRDzUH4hqObon8r_kAF zx<#7W%*tZ1^km*E{5r8Z+qkPcq&Wu6Fr3 zC*_BS81zi^*hXv^#T64U zXFADzK0j9hEJy%6x%5|J86Z8ofQz{X#IsQoSlC7y40y_r68~mOdIsq6MaKpKm=mSt z!ER@Jz8PUrzHQfrb- z&h6}vujhNW9{!%cwB_i6eVW@L@a;;1^}jJ2>{q@y-*ERTM@qtAKIbYe?XC&I~b|2SMnRd+A6nlK$&F( zoZ^X++F=I(dGCvRM)=x9kTwL*22GPX1=AyY5bvAbkcAldS*CuOd&%Jl7vdFTqKu@ zZ1Htnm5b%;r^4(g)!r|&YGHe2xEc5S#;Bb_+VD8sjC;na$XPGpw#-20!Ns+x1pSuf zd)Y-RT>b3D43GfL$)B|2yFbU1Db^JWdvCgog+ru^KXaHDMXtdPH7#5k;)-AJcpC-E zS@J$8plxzMya3Ot1YSc9neTpPgua{8Nzp=($dCI_%a=5SvV5T(GY(yW(*HWKj|`PH z=?Tifm|Ix+W5>-Y62v=QTqhmm(73W+4ifrALgW5FvBch1gYIk%#l=G$KH-j?oJ8km z(&ilICce@{N?SDZJOYv5mbe&t($%JxD#DbB?5Z-pGbd&u4A$)Vqx$RK=Fbyb2Di^_ z02KV?7p(V#&Qi+S6k#WqJLST(0s!oHI@Q0WdSov?{V=6Nn$#;o+8JjW z)6C^@&}Nd1>*{SQV=*C090~AkhkvfIip1a`<=9&6P1e zb=zm*=o3^a@f6^k|9OECxD`sC)a~x;9StClboY~7A-}@jl;Ff~OGsNa@ojolK-Dk< zc#`xh+bRCvv>fAtjG>x`K3Q2=iNs<{pPt=Ne?@j{>9=P&Tj9`cTqdM8?VQ`q0#)Ku@GS^tLLTXJQR(Q+f+?E7PX zFukRg7;gCIotElE@jJb$Jm{F-?KV|lv0EH z18Tj$30J%9=ioTNAK0Adr^FB3p`di3z1l)2{WySN^g|6mv6bFcFc}h~xx8Y4dHhKn ze&@)KS=op1EO~wvv~PDZ?8@pksBtjIgftSQ*XSZqe&M-X% ztUTmuYs!dDVa+q_NxcyYnyln;th&Fm>I}N^bZ#m--R)XcO236GMTMW|2==%vVt&Ew z>^BE8ZuYG2l*oEQmv@iFhlljehxdHZ%-nJ}yrn#`@%NU|Y%)pvgxbOwpN9}BNTdNJ z*qXj7MZ)!zn$pSb4as|*sxOSuykJOC0;q)&TC)p{WTxV3VCQ$GBM5>O@CTjyJ3blZ zzY@N>Ot!uab(#$K50DHFpiBSQdp>NJCq%axYrZ+QNDh=#3w7E(ZHF$o^yLP|pgetV zW(6Sj7?CLRgg^RypG!zM}6%CSg@Xtwb9mE8lWfO0soecXTz&HOp zkr-k}rXlwYJ-CnUi>Bd|{Mj<4FW&hC|3_Un_d7YnW zSgd5`*q1=->bV+qPhtj?2A`cCi=&Si!OH2V>B?lpOH3`1*bS_Fi^a+Jyg zQ0F4MyMx78RU|$_@XjX`Q+9u`qUJbx)FSz`j9^j=;vQ8Y&zn=RX?W-YJai4TIc$$* z%ug7O0pWZW!+)l zPZAdmL2z9`YhVD?IbhN#0RFi7U0B_ulc_ur(!s#84hrFkYA|~1mHOouT&fpJM61+V zKvb5TQLLrUQ3U{}!kYaf5)DDhy|klYb6xu^?!B~2g0Ef3EJmrLEG3d=DSzPo+Tm*W z8s<4l-1rAa|3oxLG#WCG8QW(7`$)lUN3dL%Lm`lMyopSnNGJ0lH-Steqls~FenGWT zN+D@im0v48WSdB|_+7JeI__AX){e6mTINIuq{WYcKi`*hr{H{~;-}#|E(v@Wmrs`( z4~mY8^R%1YL}&Un^u3Qd?K|3h~@T%xTdNS_;+g+z0F@&Ci~7a!7! zKAhED@MDKMIbBd7J;iwW6G1F9YD!1E(W2NO8^sNS*FN%nmW!HN`YE01@7oWZ6z6V_ z7^O%t*eS#<#ez9VvO3?=+pv4*dGwHq|j*^1Dec{8(a%0|x43E72Jb=QDvYt)6gD<8rjHO;v8D*78 zT$E-`3l}~YGnI1hy~#@1vw&8fdm4G=thFK3|6=PW3x^ieL92JF#3%o793e`QkuCr+=kqfPF;kv%Kfg+00|8j~}+w(6%JtY!g)P7XGv~ab#dzYT& zk5~)`m?{0z$EKq-L$aHQuBYer`Cq6fTt7%AHVz``nnw&x>DxU|uD{P3h8Dzbm@x1z zZ7400@N#bZE;YraGs4L>Pxtxo>d~ET8BzGp9fqW%%vfg!S??dTr(F`rxlk6kqBop# zvZD0$Mn1)7KxYg1f9GwMHj3u3ZdZ=_@6Z{F363f?4>i}KuZWbAf)Vv5+A$!-V)ct! zWqUH4xFDB>-qzrkA>;y1_8Cmck7kR#`-k{_gIGGo1aJqq>3QX5bF1p~BZ9F95{djJ zjueUicfoE)zzPug4wt*Ji_oj>y|Lr-2)*ZTE<5geCf3Fs3HSUNCr}bEPT%CAJS{2U_n?*p?6XE~7 zJFvUQ{O2F>xl@h{8M3Jt}JJiden4MvfpW`%c(Hu{NE)sDXC%o52!oEuBM8rL-#8JRyY(DY-2%7eetBShQ4Q!#!A}Ee|T(?Izvh7{|D-fKE6$#KS z=}%<26ClcN+6LcFm5fd1fh?w4-6VLv1Iju4r&$^p1GrJATPXaDR-*D6^fABnW+n2z zjtO$-$B0?O&0PZnO|Ri&?Oa6cdL^TFinLBoMklOcgm<_e+pROxe&&1HsB$~xzl331&d>D_!r(~0U2=y^$*Qg=a>(5vc#Ucee3}XAM3H&qQNh3LcKl)=x0kyb zZUj+2{p+|v=CgkGSpUoY(3>K@SmEZY7V{Zi2M-p>LxcLzp?jS(MOn@h>m;q0D?PYc z>$&%CCo&Ck?Va1_eo7|lml9jcsP+!VqqMaKGQn@Zn_X{1E*ym5o!wu+v+rzWC2Bj% zh!0CIt9r&7rd|)jUXvh&Dyzmbx?%GxeqRQCN#^_mIC)wxdG9=HJL@d<%e-_dourb=-~dqJtRCP+QG z)g;0saz1VgWdBH^Dp#AH+KN=`X|z-^W!YAN1KrPjJ85n)FBg}{U1U9ICB#>SBEzlr zLtd?*h-tOWH?wEX^m^4Rv~PzV8Rw?L&cAc+eGhq-W|*CkF?hT$ z7Xn1*xbtX;&oXnFL5QU$xpz0z98DY7B33;}j-}R(ys!z-`F2lA*-(zemCR(yfrj)M zg%WqT%xzD?hp(9z&}J$ zw*+8Ojg6dT!$Pu}25;t*4nTDoSk1w9p*g)QzGN}3U(_ro6Y2e`>#j)@ZS=Qxu$o#+ zxMk2)k!oGAp0iV$D@)3}E|W@fHt}hvBO=E?ySX8<8f8phBlOgt$2(Mz2&mLs1re-- z7ldWdjAqac)afJTH$zj{W1)+P$oHxF2@>>{Y@X#_<)~NO^WJbSeY4lYP;)oETn72D zXS!i-&v`h%-{@qyhS7mN_t96*-Tc$4bW%T^UidQnGO3a0!I7(d`SimEDfi*rr`VK{ z`H)JQl@#3U7%w4pZ(@&jVdD#t4<;=lc@acU=;r;f=uB_mtio^-ds${AJ1GuP01La9 z_or>>`l&S!lOI0lp?>&`dGlE)d@*79of~MVFvgM!${hP*r<&>87i&gSZZoU~9X@4c zd~eLrLhq;Tn~&70`)u0(VW?R8~IE*R$9%f3Jq4ER^dx&mvl68Pv%lr@euL z)hi&>f>5gfTuk(qf$Un@#c$2z>AE1JJH>o)V=<;5Enc}wErVPn%>tI;7qy9KR&M*^ZfIVn z7;Zgl$MqWg-KwkvT>EEFN;1iMezAmM5(>c1fCY=^xF?k9yn=*RL9S`KH@_M$pcF*d zXBR-t!DZ7OQ2BF|y-mlrzhNx6lpB#14)aVUWx`~vM$8H_Bc(1pdtH_{kl0aa@bb%5 z4DNSS`mH6RD5dVjN3eu&T*U1?VZYPch|V3zzct1XWu0q_r5@Bi26*p6M5mOBFGDhw z82y9HJ#j?X`O+c09U3FgwOEfw`v#g-7rYi6t$k8T&g;Rw-k#3Yv}rrQ%flv*_3aPGe$T;fig?hbuuR)6{i3D<2j*Unu;o4<=+f#?mqsew*q0Opb(A*9_hziq$VS z4gD1zUrfHr(LVM~39~A;e((F;>S*k3se+WMpNO}ab8Kd=+Ftp|rmt0ROn4V6=&Jw$ z?PVCn+L15HX8zTm8<|rT8wFd%fh%X}P#UfrIb%--umVDHWSc~)0L24UCZ`|b5s_y^ zCM|L?O=i;Xk1ds=0JH{s@Efiuo4%w}f4L0byy@hLzf79OqJ z{%CVBIt~pBr^sLe3h5UXH;k!$j=ra0ou_~@b0^PG!%(dA2wYLv$x{%pUjR!`Kdpby z=L^L9(%wMHx|8QS!wvw~>Z_5w=j}8cUxPY4cBDb7_}|!Fu=iB7Z~0tV4Bl*)G@6zm zc3nutgrTAITvmEu-cZn>t|(kJaUdN3tdUGcoE-X4yJXi!`(KNNRio2>V{dd+&6ub4 z=b!5XXvUoDQ2w`uo)|1Xby_PdJc+CqD=ZS2--g{t0k-_W_aQbGC)qqhVpWf~1rA;yqdSx`)W9iqkoGT7^x_Y#CV_MKn9vdlq|LsM=l&qc02nd=(+b+%fWlAjfR zPkh^D%tW8I*=%Ynp0B!)$k(j+Mb8jCzwD9N&31O9qRz9B7sBvOh?8fBVMjJxryLj6 z^ED<0&MxETLPUHlGw6Bzy{_yY9k`Eb;TCo9tkhVl#TJZsV zz8Z9rJ2#aLpgr@4ywVNL^)tz6=ZDENtE?yOWlpud^K3t$@pZ7|M8_;}Q6>qVMHvYH z0i4FW1Um~?<7>6L2U)2j9)Ah8qf*`r2&9EZ8u|W+jyAln0IXBbw`;9RuL^EqGO zfiflu$2z>c!zqqr^=Y(uKi;{cFx`W~X}Vw@yKHxoslX zo+VY=_i|_{)@m83c_0GEDCZBNNy%*t@AF5pbaM8Usk~wP$WII1C8Lj8_?z^7SkDXT z?v4_(rl9ft+kxZ&77!L@fAzXS1?s$ZZnd>W^1vsnyMe?hEfUcFi~Bqm@>I;{>-h93 zej)6gr7c@!%xSoi~t<$tE;khVcAPH4*_@Eh3-C(&sMvpaN=h$xdOe`6PzL+-v+z-{{&UahgCnoGm;;8GgWLG= zfabxs>g2$}+g|J`r9&L_1St=hgKEP zv9ry6JRl`w>T)78YlVy literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/6436a6ce-fd4b-463c-b195-3c34040e17df.png b/docs/handson-cnn-tf/img/6436a6ce-fd4b-463c-b195-3c34040e17df.png new file mode 100644 index 0000000000000000000000000000000000000000..189bf09c55e3e4fbd485aa1c873c53e9be01f93f GIT binary patch literal 12240 zcmZviXE`1h5ltB2J)QCEo&UGx^Bm(_b+qIZH2Y;>Xvs|HaQtM?kc1grNFEqeFl z_mo%9|GYZq`@OHZ=Q`KST=&dpqBYbN@o}keQBY9um6hbQP*5&Pp9eE;wD|9`Ntv2k#4aB*<~0015y9zH%k0RaIaAtAYO+BOObuaUBxw2m+G z$VAl&+59`UCcc9sLHND))bHsxESD*7SaMf{AQ?$mmk5@Wj%SPxRON3F!-nnp<3CF% zINz?Of*nr^nE(Hz|AVsjS%~7I1{Wov|3}?It0g50L&VE~^EeD38p@RcDj4Nm4B0up zJt~TrFoEH}&(8MBdFML=Jd{(5d19{Lc^D`+d{%nSE7epe)e$?r6$V}PC@Azk<`^i4 z>l_w+q~)k6?Jcxe`M=Hni`X>?>~}=z%*DB!7;r@Sa_$?xGlXZ7O7gcKa{%n2VSCbsaI&4o zQAuxKi%t`6Jgi|@k#N(Bb9(DXx8GzDs5X;Y=m&o7j21z4b@hM>9b&|!`!~moNQKW+ zhJPWl(%FITZjXp+KT+PCx(U-)--98+u~nD`>V6f7MUB4#McjG@Wm*J2>o2aAY48k# z`uvBxdANS>CNDU@&OOQg=;A<)BBZnKSh{<0mEDt+8cqvv^t#;p?tok~I*1Y=QY1E) zCG$jl_rAR5@?}Kd*EK6iUSyLt{(HzC!^f1RKOD(f>Ksq_(8d9*cgNEPJXL4SOXhrO zp;Vwq9Obf+4dT6U+vHQYiJ4HGRjRrhko=pMsUQ{*y3I*6&QAVC#pTm8)iV+rj*5C-IGivI$%6gG%Xfx@r$4>3@Cw|^y zS>mm5_WD@6xWo!-NNix=29t8K*AXoKWPH#RjHH1aCk5DKg&5R4C~-=~1R^Ejruf;K zwHIQ{M7i1C7@Nnm1EpUpXO-odkK0W!u=`#Mu7Q^x20Wb5DOq%8gKI#yme8a;8jq(WDtle0flQSyMWkckVys){5KjjB3D&ruoWdS&&*DD^*eH zbv!?o19amQX2bJQU%n)0N*=q=eVj>P;;jr)rgLB0{E|EK&#r|mXLnM^6Yp?DPaoH2 zR}lNd0tZBK%{U6vZp?B3(9~JGt(e^~7*Z-%vyAc2IMm(2ai1ZgP%kY=UW;n;guBP{{1E~S(6EbCe-=bO&Ho+$-{oWDgv;Q^NX_a1Qf@q?H{Au8yFv$_RB9Kz^ zm*xX1#eGqUboBXjiozFaW1_T#n(;6S(vpZ@6WFCIq=dXDARR&nC>1=SCodub9I`GZ zIKId_A$w4Y37)5ccN*%3;$QL-f+j+Wut&P#6FYcdJU5G4QR)NL+z$+UjQU3D6@&zn z+(vJ*m+)Q0KM!tCcbf+~dDRsIQvPoaQ{p?}M>}?qXr`;#_+Ve;+Gm z)Or0{Vg;!R9z0<3Ie3EL8L2sfR$`03Z5CXlI1S@5ys=G6D zhk2fwC~Y}?n+Msd{d{Hbcww%6EQ$4k@;G`2g>|KfoN$!*+4xJ zuo5(T@5LXnXr_)KgYGip)%sPsOU88VV<`k}4z*Ues_sS;Kqi96 z-xHR(T%Sa&RTQiKj~uUIFpCFa+-;9YbYE`_hM~1h<_Pr*x3}2- z^Wvv~Aan)p^f9uUt6XAfAwdBu{|NthF7Fs-FpY6Oi`i7|1WN9yz&ATuLjW2B4XMUuXFauHmK&e9 z9YTxjwwm3?E1K&55rB)RD1c@GWeeFHr+|TQ;p9_1r!i=o1ZAHHHI56hJe-#ckr!EpI_C{R0NJkL?gRg4#ecOg`z zYP824VLo&iroZ^0vJYP)^8&Pu{+R+|LV?T~zuPOlg?PyvHj5(4ovXn@AoncTD?(7A z!M%Gji(u!keev6|LDFuMFAWn0@KbB>y+nPTAII`9WdN`~Q#pccGq&J8+CF>W zx-=YJ{B?ex&87J`PcC5gojv&`pgwJAix|yJ1SC!X&Q>nM7+|*dS$r$0v2uIJHa2z+ ziukkmr^3@-uYui1XgR)DtsWc&&uC&7luE1RyBLQXbI zFZkfp?2kJRS3VZb86z@PHLouUoM^73CYF@}rwER-wCgBvy;dM9;pH#N@;0>SJ@TL~ z^twi?Q_*k4mkYPg*OvOBswO5-(UkDkd%}DQ#~3%fkZ^@|cP^!CiVwWEw75k=PG5#e zvw2NVSC7WnvIY{=oppIbAxNbRr89#xDbHZ3Q)IeJ11RCu_R#=Emwcc2TkOU4^Cu_o zL5z3?TD=EItb%v;>)Y3-J}fFuiHlp#8g4wHK+!(mXl@Hb%;q6(LBq&~FO<=rWrekJ zd{HlKg)BGAo+qMR`Iy=u%p|Pg!2BEfz?p>Qs2*EHf$f&epL}iFz&{=Lz5Z%h#-mQP zg&yyX@MYYmnPZ$REJw;n!E%c8DRYQ2T)Kjlfmj;dZ=QS6%x@emSD2z*TbU(;E{9AjFm23qy7}k&#X$C0Tk3f0ED2U}bCMB0AuunhEbP9DL?Ok;f(Ri&Y=PJxu>u{MQRKIZ!8lW^dh(Wfj`h4Mz& z)wQulQk9*8Su#=7)JrpF4KKAr;ne22zY+boQ++aerTKXOitvBs3*854K;~tw@I$Ir zn_g^b1LoX5-u(7FTbTkvtCTfsaqZ)%wtLCRM>Nxq>sO&lC3#FEL|4|~UCu&HG>Zp9 zKe?2lgDp=%H_T1t_2O?@>XZM_))y6hzX`L&r5MGZWAP9dDsQ8s19!%dO@9B4$q~!B z=1hNVs`!8co{;>mMeYwui)02c^D~Vsiqu$iC4gxC!+Qh=qPZ)*Gw-rZ-QQpm1N|C& zPL@qS0d>5H>8Fcxc9Uv-zg%o~O3^5%4okKH`U@5|4Wt?&Ci zDxa`2ONp{f3yVG&IcOppZ%hLHFXJ&2Ma;sxL|D9k-yoh1q{Vm4w(T6ZZD&yR0CBRW zp9Yq>rlv}qkW6H6ANX%|c8y_TVWok`$@J+wwCZ(L2jY{4Zap4@A0oa>sqA3=aso`@ zG*tGi%v2JxY&*H^Ph^_f_$yk;>xCGq&QQ=fT@!Y2szFJbPd}El&zx~**4=~X=p3?C zLJWTH>lPzThyf~vUWgLV6UVeD6Tu3#i!5 z*b_2im2`8hgI`%F?xL#nuB_x@q9%?~vt`On37|T=rZT+g9Wl|ZB?6fgge0=k4qts$ zjv%37tY6C=c7VoBGSSA@D90bNQyKr0HySk22qyG{&1Sf98iIl3`7UxN@^VdYy^Vomg>Is(?FBLzSYyFXU(tNHq$`6d~qm| z%|Dd`?D>f-G&%_QG>x(CMW){!Ek93Ofd7Be6{G`&CcE_nA;hIaKe4ks_{DyDBboB$ z*>x9tG%PLUn0Hh-qG9GzY@iOO}pFOD8ukp^3Eg zdI5&h+p=GM*uvNKA^kyDHY6rZ{nHo8v>$Q#8v}gv>aU}>ax{0DSj>#nvYAE&FObNE^wf6R&Z zTXgJU_Yln7j^xH^BdKhKrK}~mILAO;Xe!fM{74=3xzZnrRvD2i-hnz7_H~_yOGrxR zgVB7>IQSyz(S#{O5vu(8+m&!OM({dE4!V#gn{dqaTSVhE^_zLw!0&$#YNQaC9A^id zL74=aMB9C#2&>+F3jXNPJ7|^S_s8b~ZzS6K!YSvycSz#KD<)jgAbhVcS?;fAz9PFK zW4@L)Y8Y1JbF(Y%jz7_<&7@|{N8U{=o18>cMxc&|ktHeRkgLl;LpbSQq?0CK5S+cONaTyBTJTBMCQ+1kq>x~%;;iHOHP_dyu#l;+ zo}d&*dbWy)q_E))wxPjT~B0B+ont~27rCo@_NnKrI0nWO${fI_j1sL z*9ZI8nw~j^ZfZMSvz2?GRtX+xMdfj5%xo&K9Uk(v>W%?bH#wN$zA*LQ;CT_iNJ`>N zJIvINl5Nfby$s{7n58dm@Pw?(7@|;qxy|N(#gf}0T zedF5vj8R_@HU^8u19m#dwoSsZZ zAv2Dv@2YYIFG4r7??|%2}+8E0PnsgOQqF19xuB@=(C$J4rywl%Mrp2v~$vqW6y{H4IFGOc8$WiPmw93Pczu_OhjyEp( zfptbwfpUfbegS^4cDdNMoxEiDvr09P5{uFTRA}~ea9{Hi>YD}j3 zMV-lX$@~v0Cxx18x&!n#6BTPqrsX**)n1*#f&=twgYxb9C+>^VzlLhFNzE;zm=@qq zI8ZRVeJS$wtM+WHM(Vszk{P1RkV)IdfOhFxYV)om9VF8Wst^=s;bj%0!wk(mH<_K z{9O|mZK{c~d<%E@{XziZCfZ{6FqXEUW@_PKGu{|A+lPgX`mU%?Iw>o);pU1*Tgrar zV90y$ya$#(mGl-L=KyW6xUVa^C9Q#vEqOljx&I*NuQ)FQL~vv*ycwl-`>*qJY8$-o zbz-}fo|>kye|ptMX{2&F-3&&8O`GvV#iIjvWBFrp(6IPbiM%zOC?>UJVzD1J4?``= zXBuea7NS;BPH#2L(N;gNznj)He(Jj+m#8!Yn=cU4Ab%I>%*{R!%r0Qdy}L*rEP1#6 zk_*=L)Qk<~a{mF9b|X!7e7}QPYhS}_6yN}mAke!+EAy4>GK&-k0}~p8*F#b-%M%VT zg&k_r8YudO5Y*O@igI0zJ>T)S-=FhDv-bZ)vqq4D4~sypQ7=wxld1>q*_|!!JPvG`IZr`>nP5)hU~!D!wkJ;`Oz=zYjZ9w@a8V;P zdKL}rTMa{jEsC%eoks@f`u-aHbt;4N8rzRgLX%!yHExX#_Z|AI|=&>d*40 z$DQ>QB#156jy?zFZzD^cF=!Oty%bQvissDK;m7*C0|nc%bBi^bt@9#TQ>_lHw$){4`239gHZ8Y}*w@!hp zQsTGg)ad;ytlA+@J&t@IVpK1;-n0>l1{)L_4{$#{>jktLU}ZqT&g?aCilyQ#)CYtV z!}@A>60r~o08ARFgyqtP9?rpRvRlu#v#%xAfIho#Z&b=}v2yG)c!S_w!#LAwyLi*| ziOjVIaw*oT(R@w>Rxs^$h_81^Z6P8cz1-`aeV0vy><@gO!RgOGOS<|&;@KlWBwiHw zrD68&piffxt`4nQ-DnC}!RYX=$S#rZukWh{RHeV&AbX}i_Z{cglj>(1dBRN0DAYGK zN7#N$<0i@5oP+kW?V40(f%C+_Wq^yz$F6~UCC*$^^<#`;Q`Qaa(#4~FJ5BXz7`?f6 zqkW%+;bLH^bOY<_7f8 z7{uWX7Vno5FNQnd))yN z(ym}qwh)H6{41WYq5ixGnz;=TT2>_462sT#m}xw_*SSt97Ay-#%0`7~F57;Ajs*%i zT%3$s6YuLmre>EMSSeh8k?;CbXM~DCay#ehw8qP8WZ%yQd^oGF{AKy8O}#QOT!j{Q z_>6R|3IW5r@^N(biKyD|(_iC^lCZhnhF;f?ICL3WRyC>!znHX4kduE0b)JJ=xQfK3 z-P?V4EQ46DQ0>|573md$dM7MPswv^--7nXDU+Hg~(i?th?Cs9g0e7b_ZCwwN6+{S8 zh=-_PO-MrzOrY~M2Fup%@>)7?Qr})E9ZW!U8#mqI>7y=en{6cO6EOEVrhTE)h)oH1 z80^PQx$Nu3Y(28VemJ{~b*#=;bg*^Cn$7q~VL~iFVkU1kME}^W1nHFIP|)1KCk+)f zhO&;&_s)1u1038viB)GIw4@n-b5!{PE}ZK3KUAq6J-1*#5! z2^hf~le%H+)h$gz#Ahs3lZI-g*Ata+c@YS|l38+gI8e(NVAWH^oph}n9aD^pYC=N1 znA$*81k$^vvS%Eq|0wLky+XvX{=M)b{LrnD3&N;i^nf^^4+Va!#1q+Ac zc^xHn(trl)2XL-I-~zU)?IJ{sz)wVO<6oLY?sJtvKUAsNm-wq-xaJXrJoDKcYQBd>oZsS{l+COewDY zBG2aE50oi(;^%DHXodIbq)U3@QIl99{V8e5#xcMR#B&MvDw!tYZ6lU z-Z!WG-MV}k@cW|ZsUnH?1A)RrG&o9>mI)`t=Jr2&rQ$?FW;tO;;*SeP={5mCas@6A z1a09LA+tKNa{FqMSOZ>g!_z$p!Hq4|(oF;GkW753ZY@+i~t z=2R{$r+2;GNDIx;uV(m%+R11^BMkOVmzhM;>n^sTvSc2b5Qo1La#A*k3(@?#!oDCq5-peQsoMP16 zg8R3ssxN*yYcW)B!lV4*!IITw2lW!euYO<1gqC6oli#2k(IpyNUxV*PmcgRNVkbypstd_Nm4t1Vx&W9YH zXE9H}^uTfjVOp5lOW$j|KX!<$k`B05N?A1WNdDn{`gJ(2DV9$Hs*pW5N=v|?{$`G` zy8j(l?okZw9h7NxEwwX+(}AB;7EoE9{iAfuCyLu%b8kkHIYO560#sHaU&eHR#{>Xx zg$3Dv+kyn~u10NuuY~&Tq@lJGFvaTjmj$ietr1N>klV-G+B_)sZsxp2&+V`JUWJU2 zN`SX*(=BgF@VTmNVd zdRb8#XAcMmx*<&sgVK}e?|40wU#M|R9!@zW^-d4-REFyKnZQeJMgwNJPxp@=yOQ_c zLwkub_xXm|*56wwA2VhS`=}Tpnkt$1-lP4I*_Ys^*At9jZ30cew2}WIwIRtj0WvlN zAlG=x?xZDVodi#1BZ^zJbWwrOg_nlWJe~DQla`>*K&4b4IU|ExCPC42g?OIYh6y5u zk^jro_L3U@18NT^Dr#4lX&M+3ktlOay85}BZ`%@f-cdrF192dlq~7Xjo-d#7qx9v@ykIB9Iv{)C->64k(W z_5qiQG(@+-DG`Rz(X*+QL=&z!7^n}Iuc`^+=O!L&N&F5BMyVkDdkk-&i00(`$pSoW z!vv>C^~e|@)Q+I*yu&&)AVhtB+?|^}z^=~0RyUl7h1Y(kBqHKMZr35vcsfJK*((A8 z{2{UNWJ1UJ{T;Obs*fo7)x_C!xAeC5ZV;gE$5Cq^0*KLU0+9+8^QD~wMt=Ss8esw; z{>$(WntlCtDTD>$Olnt%GlIVeVq^Pvhu}iUHOge=1^A5`361nGVyrwrwr{Wt93+#n z`&(|7ecov7fw_OM4Cl-t4>Xh4XQ&2MqReQ7R8T9LJA8+_ z^9LShN~=p?6J3HwvN!^mC-0tqwtx?g)?e_p*NuIM%?1%Tvz)(!eg=xmSgphj=+C^( zHE!?7^k97|4?KisRDB?A$~0+d6Mx1HJz)R|(@D2nF^gK8+JAVe@*8XZXfU3<#D!x;TpsshO^Flx9|om>}LrHj-KzLt_n9hrDR$a1b=*C z=J`z!M*hcPp?oPyg$XV`B%QNmE06v(v6?3UpSbnttRPMXcjce{7~jTP-Io|iMtsB} zOb8rUP4JrtI~|L^p0nPx;R+zUE>U;!aua8?xDU`v=05%DpR1A5K}?T5?k!oDIKD>& z!gB#^n(zc)p;P4~57=D^Yw_jk9BS-AAST636@UjFb_}fnxu|mc*TF*qxl3`7Hp8c4FugU)A^y*%` zN-X51dAJQOm41?sduyLKp5au}a5@h^wQ*dh|3=SL;`tqTa)N`;rlwT)g3&~Xke**) z_TQX)4STQ;HwvJIMf9of;`a=A$U4vyuT%`EBN#seWtyFjTksZ4*2-u@QB~O!`7E@Z(e`rCHB(ZVgZ8x>x z!a@*1?x6e!7etfg1;f931-y6B+vi4eEF z-b7j_R{G^qyA^yfi#?U-4nniq{{Bgq4Dz!VgCSUcbA2@srjtuup@FW!3WBF?O?BPI z21@))E_hR%%+3cA?KqO%=OZy=Hb^+x?ua|3tKP}>Q{9Z-i9d;?npo-Z2WO9-0RcxBH6exg zn7oaXlXr<1Ir`4^+FHIBWx300yvMrpKeVakusXlICyR_J{Rbx+`1DTVMr}6!(7Xv6 zP9XU3j?_a(w|8J^zqoqE|6^m?rU=)&RP(r)(&I^{XrhxftM50RAq!aULjv{9l6M1N zXM@d+g4rMUSU|8bd&)=K*T#-&?^1sl<~!Z%q>%kH*g^0=;T<8#Mxt^rt}i+1A1fKS zJ`1bm$@73KLfST`8~7jNkE9;U?0O4!4poM4!z`}_3S~e4(1g$jz2>dG-`OD0VgwtL z-dqeFK8@3d1S)r|(%UaSi~2v014}|oS&GlQzcl5PxW|~?V{Gs&=;;GETK%JF;No)VLkTY};VJ>eJPKA%X})`z2&Kls2h`kuVHAQgMIPVM`u=9PG;Trck0>XdA!2XiF}5$YuB-)0o{NzW zdz&6nLBNgBsGPxzhqPWRf0lhvi0**%&ZlOb&!dj8Khq;tg&J3-i3(Q{~@XkGf_ys;B>u`-xAdn zdF%arYWJrU&-7mQ;C*<+!U*~+TE}-?42>p}iGim7Z9rq%9Ez;mdu*G5KemDi^)C=s zq_q2|xk&`D0Z59v5n>e2t3<&c!A`LSOpVjQEG)JbVTo_?M8fhb<^9*7u|n_%Tf4V1 znl9Y5Cu7%K(}SGHt#A0f*L(Z(LxNv*9B_N7OvlK9K8SHD+bly?AH#jClLEt!R5 zieQbZ#4k0^qo#Iq_D`r>oYy!SLXb&=IVLZhm%~gQWS2&lY_Yh^L+Dz=LeaIE)MEnk z+F;a7Vdu<%nP}2@5t}RHz`}3UEX$Z|A-QkiiOKJZ$-MF(>gYPoEgv)T1))Ziqh6qf z8wDwXPk3Bq=-+nDy)Tvgepn-AT)k&Dw!Yo1p)9^U^3-T?Ms~}ne(ZZ;xk6bYHVp!~ zD2h^lZPNq%;#uCarIcn3n^~;Gn2sbBXBV3`PWWot)wRMh1uApwR{m&0O+`0>6r81gdQ{zkhy-wQiW&2K6f84&6jB z!JGqs%lhg`r@I|*)XNrsGGivYd0F(wZnqqxS4pI|2|BuaEDlfmnC}@9j_SxoDmN9| zAZDv`Gt&My-0v7=bmTalvWV^Hr>_L~zhA^;XiABl_4a%Q{u;x(MTyDOG;!lq_$!#4 z2R?iI8AbSAQmcW_CRG~ws>R8=3fsFL?GdQU3+lE~X9JHsZWPXAOH*;rQ1XJ(UwcHu zXyyp=xh$So(^yObtQ(bI#{1alcy_gSby~GchrNOs-$M z$;8B>e#{%#SdXRHM2+RKy7;^KEu&-2U@+7#UtS*?%F4>}guw^|0z*uUlarH+i;J6^ z`{c=!JUl!g5QvwTmyeIn-7IR9iHUp1q zqkzzlDNq`Z&ZPqmI`+wvH*BPtWPITJK-~)whvsON1dUR`PFIl7w*QQrql-S^KE{?9 zv3sQH;jg@`3ck|7*eMuitC0l%2WSGwYf91s<|1Bqc7MDxSK~ICI?v+qrRY;;!p~L zLCSj}Wtr#kqXp(*3GHC#?i)Ioe}41j7X z1Z}_irZlEsoL<)4!vW6UfLQOKHv0u@P;aK5gG#c*kg{$v31iQV;pM*S7I7Ua6BH#X z_?`Q?zjFCM1YHfv_}Vs#YucF4dD?kaa@f#jq^h7(mjN^FvswOP>kLnNZ0s3+(5Z>e9rMwzsme z>kh-Fs03a80?#F$k17H-CE3@s=kTdrMI*E+1@jEthCx%cC}Qz^l`2R%gwaG2xh=85 zBGpCilpwOvJGu1-r(tF>v-D(1nl=5rZ%$aF52L;a|Mn zg%mqY_8|&xuYcKuQXmeF-q)y{HroPlzub67kEiez8Gfcf{01Nui6BNIJS9mTRu?U1 z8@~GqOkU#Ao1IJaKNJRtI@FNwXb79gZ$^Vb(i}EW1MPhU?;!-;KO89$OfgBz5lSf+Zbf6Nnoom|_v) zOdMb^ksL9)YfoN9twIQ&dMRR9QM2lGQ(cns`Qjetoj4AG+Z@-dv) z0{k{Lo<0{mg_-aYqO?Gz?`Q%1_x)Z?(Wt`cHX*$~uDdF4%hSwwv{|cY-f9cdTwcGv z=Q_0eoCO!ch7&qUGYz7+55)(`GRkZrO4ciU&k}g{2gu7i!hDK&j*_ z2d%YQKbX$new#yb9X(r>m@n+iW6fi5WXHY*5V3|q!l^@Im=w+0-p2!z+k&$-d`eyb$XM9u(5*~FL?VOM* zt%dOr8^-~0@1oPV6EyrezC0EjKj}I`^ljGjp^xlVJAMx6#%i!3?worGAUcW#soZn& zE(uCuw|YqK0%4XU3;6(>nm>XYS2j1~o5VKF*~*(?qktdQQ+L{N)^b>ue_{lJ$?v$c zQkxpsEbl$=OxroBE-qp;`^?&)q)#-7=hkvq+Ql?vU&4xNj!!vXULX0D@979A7#$Xn z2%QMf+6gz!b&C?viwA42&vAki!3)y^Z~R#Fs8{FtNEpNeB!Xog5?fjqw+%N=7K5-q+wjHapk0iWY zx{%b;{I+c zhLf%9xX!)BA&5dEiB|Mj1b66Tr3-E^_3)Y}j(U|z)m&mpRv2IFL6j=yI{}Xe@Vzx^ zeUh-tP7*ZSe7cJ(Xg-~zygLAxJhrcCn%BhMo;=rBe+p%lJP>Wnup}9e=}iyo7=HV{ z)v%VTR}lIM%hkBC)9;(i7!Rkce}H7?)4q;8+Aw)2v>@+&`smM*j-@2I=C62#dFFMPiEy ztZYH=V4d&aM7?!uY#ux)Ga4!@iB*upB@?A;*aI0)Z4XJF9Yrc)6=DQ>_N&&n{S(Lj z*wzrZ3jqT>42yMF)UZ^}&3*l>F+2a6eXz$Khju^%E*prf3s?QMIdZ$w@sh^)Pz1O^ z*F)&)h#PEXd!HGMd&pR;t_K>87R=Ez&g$Z8v4Ba$33T>YJ`yQXPeM{vqpVf;X4wRD zTZ*5mKdSS*9p?uK8yHj#QL{ZC2j3 zSHPCHqkOe{Gc1f)y#^p2*#}wAUA^WZ?uC zvW!<0F4Gnvz5M0QgL~-BO~Aia2Lwv%OS4I{pUpZE{M`T0w1d@yt&gnD;9M2ueL4lv z(X>}z=#<4zu9{XLjZi!aMrIq>c<)D^BjYn`<3Qo@2sOQH?(c)&2q!p_psJ2x;IB4} z9z-;<(Xu%KefATuQ#lV&-0SN1*ZZir$_YXUT>*SLmkP~V3@3g@C=wrQ5As9&>;OAh zY@E8TO@V?*>#Z&+zSs)wxTT)tcJ@lm7xu#uzC&;-T6>VcGkx|`pPJ9*bzJ4ljDf&T+zsy(tyahW|ir1KU?&@NJ_nPta(|h+teR=PFB9)|7 ziGfDDmM1kvyF!<*eU10HujIqqzf0*myyCE~Y^!kvjT`OTZHCngJtwif7ApPQ1^nw2 z{v`bzb%o`IaYO?P*13O;i6$@JSS@r2*n!TUyXD8ZCTXy2XqDqyJ27!@v zqph|7qf35_?l8vwhLkK_Z2(MS%d9;GwOPz_Povgr^TGxFz0sXru-_!Vt9V--zJ@N@ zjmZuSMwWeCN+2c5Zl&*h*vBBl3pyQ(*Q?-GVpRMSnITc^sT;Jr-G_;dk$I~wxg(hU zhbO^{u5>AcG$c(;H*dJCQ`VgX@KRy&$E4!6T;u%V`kT}~xtN5TTw_cM>YdDl9 z<=!s25}fIj^Lg>_8>nCksY}=W9;|sJ&V9E=673KF!Pom@^w$Qp`>5lmnaRY+;##GF HT0{{R30005& zNklnm?vf@n z896-O%$qmB*ke7`W8GzOneWPf66Ved*z4qzILDn_v;--i+NL1Y8Y5KMixtfA8vf1) z-wH|dS>RW)g64XS0mUG5Rl$dA=s~ko_$ygx@kD8+9K}XsXIMn$CNReXC6pBFkRV+z zvAe*KB=sn8oC>zbsS49#z&RFbi{Za3{|JuM8|&-vTdGXb-l!?D}uJfb@Qp%vIS>G5)H`~oGHP_fI-{I^$E6hO@DcoX6P1~a<_e4)= zT(19YGIKDk{bO9)U*g%66+@;k;~-3PDA$z1P~gEQpKv>xo&P!yv-x!`u0@zxmCgLs z1Q&jqhHM>w0$-XEcU!^}A?%mqw>o{@=+@g}bMuiuU;_hk>4S=8`Aq$Ie)j{j=>^aU3omKE_l6R3(68_H|F#C2ha`Q{TpE#+CQHct#$R_odpzFq uZ8U4=zm>O2;4S%sT+tml4Gs7Ioa8TkkyFgmWV%xT0000CaPB1#RNBHax`w}5mEp@cLN!q72v*U%|QOWb+? z_w)UHKh61_vu4#^``OP~>qKj5C=%cS@SZ(;Mxd-Dr}OL?HsIMabOQ`@)SWl4Q!h|I zyjp5{@=s4sSXfxwyW8-A{^HV-z@R{*8AlBb4ICUCTwGi{JiHe#Uf|>76A%y(5)u*- z5mC|9K0bRkr=%<=t>?9P^q~3yDKf`RShoGg;;uL-w<1wTc*>mpy>8UDwF<{9^6cqk zwWF*Vuk-Qldpcp`kq9<@B1S`NE1p|?mFk?>_ilQnM0)8E3|vy?|KAs6R8PAd`gK;<(YBE!89ak{4XFVVJKwl zuLK*6D~%dA+b)sbS%!EL4$~|Ea5jPaTcY%cO9n>GXaS4aM*dCFcGR z4`*{aEJko4je5`lsC#79C019T$kjj1%J8b!gFkW+{!bl3&nC^U78nU{z-(uu;J0RW zu|OG_)U(kS3}i2pk82bc(u=}KLBkuSW*#t+E8z2H2UM)*8N~cyCgG~GM9KaHvg%6) ze#{}R1)m`XyjbuH(cfUxxS(PlsKhuk{WVbmU>^|#umjZO0R4EeIk+ra$(p}ms6UE!WzRr*iPs0@Mkdv8*fGc7fjBBdFuZeD*ecJh zT3of^0$x}_gdclb)O66K`}KCRWGqPsP-|p}J35?EsGSwbC-=bDEmu*lW^KxB$|0d| z&Grl68ys^POz?F+F1Z##Y6lxRmUs53N|H2AGCj_HAkY8G zpn8LCn-a`npV*7h<}s^Ol*Gc7qypnl!-L}Qk>aGr_+ND3k#4EF6;0}WTfn*}u6hPf z^|Xuq$F9y$IuO3D^9+yzCaWXlpOgy=&_`u58K@f$-;em06@8S!H%0NJ#|G54Ej|UB^#L;Uyl^5 z=!Y6O>Qz`U*oYOgCVDgBTJQVP@(!hF)L~o@7|KJ1Kjz69z+~6dEH;XB{^O(IFcB5q zq>_?N1$=|T@;ZZXzHO^N6{w0)(H2=sl$6a>qu_+g6qWBW&$`G!gUA8E$XT)lcjms_|wF@Hs{QN&W zsa_eFvU^Xah)3fL35D}JX%@;@UZ2M=1f5g z&VPtD6Ef*W6M{1>Gz+n;Dw*gx7RYMk5b;XOnEFxtpX>U$QJ({}I7-xz**NlL1r&?| z3qoWz-ue-GIVitIp?U>XYfd?7-t2aP_SrwbN*sheTX;^Fp&#)(5s4CrRY*24`tE}( z;BJ{dUyem8)2J2O^~CgG!^rYso>LTc6ugd6{rmU>m~oqRg_^JOY)Jxttl1+a!MV(|N-WD|rURFx` zvGgku6|q`*P#4OJuZa06dQg_rCfS)5OBk`Z^567M@_ZFBD#HJYU^Lq<{d+GiQ)#V2 z7XM2NnKaCnMF#U3tI*$e{}~6LTT(#5h`)f3#im)jEXjIUbn1!pr`$s#_bo9BDM+mM zRYP)?jH6ySEGY4lWCKo5CNlR>h3<2X&`Ayjqjwdk8Z@!qZnrpNutvVb;p%Vavg%>O zwf>0G@>=}V2ZCd>yiCbQSOiaDR*=?3WxWGa-LkSM!n!wX!NXN%3Op<){+1zxgn6K? zD5=c5--S7KrY|nZT$wQ>9l$)Gn4dJ-x)GQS9^E8nVUGVFwtngMxmRCek*l}>YLUD* zp!kEzf}%^&oS=qgxN3bbXPpdJW}I}0U)%&(0MW-*DyEnd)q83h{+tIDgX{7DJqaNq zQ%)uBvDp`gl%W)g z1H3sfV?Vn;!Q$AppN5#Xx-oIxo`E%VD!zv4o@p82T2&-6YM~DH$iyhsiU~#e^mK2Q zOf^;be>+(eLv#$I0ltxyT2eU3#UntO>>Pq28s!qM5JHvVo#kRA9Xg}+1C@u5dNW2n zO3ah|6nwd9g(I8)Z52XB=Jy<64r@I;4&_&5-36%36yWzq?ovhQOOWx?ixcK*qbz^` zfvN6)w)fI2KBg<6yhuHrA)NxhK)ysh6A>QEkF5P*NP!}0vIW{4U^i+|g>(oA1WmQU z)g10Zp&iKd9Y;!5Rmch|pWRlBR{Tj;Z~qI%P=5-%;k~AZIwnK>8a6VmWzH=Adw{LT zG^|QJ@t-s%5o2EZ3_p?QfAYHu$wPiwSZyePW(q>$D}W=sP`4F>6q0QCaeo3)hR^^l zdN4aJJ(ORBU@Rw8or+9krn}Mpr;7xq;Ww`TCMq}L0zLSO-7>-`IEt5kr-t)CVx}ma z5C;Dbn?ce0RR77>PFVZ^q7+f$PE-AVC!qfi9_-dGgCp~i0u>V$FMsJDs#yl5#NVpD z@@g*cB2mEw0b9&n-$kIV-m;M~5-$Ijg#o!@#{W2?VmDNVIrzT-pG&7&b^n(uDh%DE zKISUfMEd?NDF2HX6kS#PDC9 zE9#B>P9t)2(892J%3(?UMMS&rYHX7k%WQg2uLviJ`w^X^NjkK~B#4<5Edqc0JVsPA zq!6$*U|Fan!|mN8pWT7}rcRI6>Rm!DGcIbanRNBCi18wIl&=T}*`s#PsYI1*ce~2~ zTl1b)sVuhX99#zam$YZ78uyOF0&LpKp!P2)!CdZL_A?$8hQBZ$Y`2_&24h+#QI0fv zW;muO2U7W18M9AkD|*DeMJ>huRI6v|oK0W9W@PIJdI)GdUaej&D~@_RQ%#Ped8EFB z$tIcZ6`)8D1B@j~8(ooVo97BomwV_F{XVIqaourD7oQ6J&n64Jw`$`Kp7uNqgVrr-b~pHJhjxHHakGLGT8t$$Z7#GY~b9Yap|5PUcAl54U{ zNm*mEAZyy>`|Ij1X)!`c1u#p&SG&Zbh4}SuTWqQ%HEXx09r90#QE+9-I(R53R!xp2 zMMDhllbrRZUtf+Ak+DY`(f?`VN*-!ZBZaAn5l9yOWH7cex~Iq%PEtngqpf$~pOO64 z$<4#YWb9;~^nK?{qat!P+u~cB7^0-$Qk{z}cQTF{n#i|I3UmjX#Rp5+-|P~R&zQE8 zFDbxjAE!eGwyJ8XD9ea0{2 zTwjKUflzX~7L1B@6r8(}7fxips(M-8?gLlI&~Ma-&vQR;_;CHoAbrnlb*sG`l?LGM zCD~!dxJ~9y(h*=fX(^jr5Ygt)&648${FyU6pY{t|^x#me^AT5&oUuPh9EVJt4JI8g zGoV&uZ(cr8?h24d^=27X`(uSI^nOH3;nT8JzjECsle}rLXKq3|u@Gk&UE?#7ak&s| z23^5{4f%@jPwKg3*?Q5BtgolywsnSfgq!eSGOWqGB9nF>l#uB_$ ziA4?!;R&^J;X4u4c>c2_=a3+^cggI3q-xAY6;@O`4Mq(SAz zXe6jQqMBf%*^pO5=u{?fVE5)5J%VIs0+?av3vC&&GHcsS+nf}x>bmwJ(#?uew$bxf zwqG+U28Ia%6?$^RI$4Hwu=8_tMbG>!{AH>w5wN}$es(n#F1Hn@z@;J!8gxd0+~lL2 zJDs$WgefzTDgx33R<|-{2j2-5)S>@v+`w_bO|bih*OC}x|CgVqUeAx&Fv*A#@PsW& z2{zuNAERKurOHy?1NOVyG68LOFlDtk$kR%q%>{#4huZZN=%})Kg-I*pGvxLotn?e9 zgQxlxzMP!u!X~a59hGcteB^qVqIlYi<)N6`kaN|_sFTfdHiWbX<9Ss}#xPhP%WU>S zDo4+|C(KK$>)Z@W-g`mXf^a}p3{nM8OPw$jjg|6f1nKF8|F=Jm6n0yJub{Tu^~TKI z_Mv;BmC!QV8LD_ZD1Xwzh%9Xb4~uvf`_yU|7ex;t_+cLM(ZKf5aKz4Fn+{G2kVZv5uJ%2V3i`+Lo1f5Nzv174iU@ z%;!GE3jE=$E>x9&k7z}@$dXj(e3ZJ@b2YHJvUk%4(!*jBYRWSIpn4kv+WAR1+P`r% zjdQTLXW6yBhSIw*)dV(xRg@n5aNetRi~iHnw@MLIoSAwT3#9n6vyx+&mkv57mK0Ma z7_H-75*bL!cV$5?s>n{peuR8@fo1>0&5ZC-t0<||ieFI5RTw~30$-E0j?vE$?63H0 zLa0~VFzHuf#JORG1-W-I_X|wWNJG71fZ`HgQqC>ff>Q{bnyWlM1=&z*oG-=};f!0( z)2n1{3ovtinG7>D3WXcx`q`}NBFyt%8;&%=$Ro?|a+RsEQJ{|Jv}Ghir9c^EOO}d_ zDS&AEd3A(;_>o4bqE^+$i9f|LzMDcouxS)-l|m@YIb}7h=g;=n4HNpu^XM68q6)Q& zNC*fMV8J1PUDo|2T%n&#X(9HRh?U{Yh){(^Y+{4hjC?R2)JdQyvM$?1j0;wJZ>OU| zI20VC1e0o@coR>{5b1T@@!N)Wm9eXT{bfT09ZmXqr6G< z>P8Q$!8zPwwJiOn#EEy%JoQ%Py<)QAtJ@pc2Qb+_|4}G?KYc20lGYM`5=+I4X{Hl^ z$hn+YNeb)!^u3b&+DML(egj+I+xB44aRxRAXh6#iSLDHzWSX0mO3-~@B=G}GLAwSgj4&b zC>r_+@ekgQStyFpWJ|4?fu@}Z-Zr>0eF zZV5T7w|P!(+uZ>$7;2}2=s0YZvCpP|8(AJy7^vb=^d#TS85HCl^f;AL4F5zU{A zsmQxM)M#S&Kv5Vvt36brMj%YeFiE@B#Z)yLnNJc_&xo5*7ywq0GmH7fqF>KJMn~sh zZcB;6Ii)b-tq}5wT4fT8%O>W?^^Sh4q_(MsL^piX85rsNo|?kF3^*8;*E3RzJR zo5Wrp9AF~D-~Oq1*r~dJDSM!_vq!*v3pAy zfwC=`o96d@C`?)aY0CY6W3$R*R1D{f^$PQ-kBuY;t)o-?`C?g$4^2Et09D4gqe}ee zeJm9z$%`^J@fW(TAs{+oxTS%<&f7==sisG}e$vPo6zM=K_R zB`OByP#KAJ<)}C9CYph$3CKE_?tgFe=1}=-v)uO6M*R=rCZGh1wa_+ih7D>jxVu{e`l!aph2hL}B9RJ719qm{)Q*?Y1wDn@6=gM=9Qk9y zKqf28o(7I&-)eCzt+(xJ_=g7Sf1VqcHBQWnvkz4!#6OksqxJ%ck1GV<_10rG&nPbQ zbGMw?ZXkbfI?a`ey7(m86o@BSA7ij}0_T@OfCWG{-%|Mlmf#{@0H)r#kwt#qP{z z7I;nnBwSX|zeTdPr;3=LZ6QRIxBm{kb1_t)U@va|2RUFMBV!?j>`G&$j9hL`XqLoZ zrWV|$2zg8^AggG@3g-3vcmZ@n+hxneR2^}Gp`dR}tjE;3BAjH+1lkJrMe#d2hxw2o z_UMXCD`k9b+3Z1Y_dZ+jrhp}GB;$lbC|7pzphMC z>bcFeNQpI^99ifT5n5=vkT}5|U&|aZ7+ax~8S+X*-uAEC=hkO#2Q}J+mAfpkaz&1| zWB$S3{zfFdOu#Q%eKsE7goe{1*B~T2b-dfFI|YbY@D)zIP6>2F_ex8p!W@Hw7&q+I z4HpxJF57zty_G1{S`UbW7log^`aAwl6{dxE)C>KEB(7(-J<#1Egg%j!LJ?w*ohqSh z3vR^T0SyZ)0BG5B(L`$}amrP^A??eE;qy-BeFhBIsltM$MrRS2O@J*Zt;s6#zOD%p z>9iYX*tp(y(=6YhngonS>H0>t3&kJSIOkU`Lp(f4gl_jygm+Iw4)Fmbo2MqAsiB=a z#=|4P?Z&{L6-BkEA&;A18-U3%?XK>$%>0^W3v#C=IJ!MiHPj*boD2sZnDd>X2b@+G zqM#QiZuH$_Qzm6SW*PSNdkEcb@x*)yOD{$OpB(OC!Pa`rG<7w9N(^5LdG_0bMw+*c0NtK2;^YC_7sbGm7&b}|aQ*8FD$;4$9>mvm40S~x zMRO>t6egM(?d)NZqWQS_v4x*O)*7$izpe?=Zq;eH8#SYc%x^=X(CG) zptCi@pT`@OD4xpycR4%koTyqvBV28BJVHS}q;t;eOX~oRuA=SS71a7Kr819h@C3^xEC4#zB7Q-3U3i0Q7@iC5)~@^b@y6S^mKY?0e7>TeahNU80| zbsTlCcSnX)ibt}QA|e@Q734rgZ++27*pYMF?)$-?!q{zRmJ^vZV?9BHn|#WXuVVf2 zMtp}~vlvY!s1#_-R*SM}-b|xQcE~5={;Jy4q;bfXeQ0uIC7a=SKmu%knns!$o=#e)9E=uY!T{n{Q08!X)&D zX~7(siy}C=Q*zqoIw@KwpZ$yL`Kwhh6?508>Xs!N_y|?LX;ys%h5b?dg6bOs^i`KO zU$id_Om0tqiYwLM*l$RwXfb*#rnedDp8OKIYr8(iBx|8rG##CY8+;=2de_$Yfw=<` zMzVEKr?4PfO1vATc~YbG{joA|zckl3%zRd5N!sQQS7M5cR&X(sq0EupG5Y7pL)Rp8a8`!PicrIXYQ-{{g0(5S0^1LKy%h$<1p{7K#= zRHp^WT!8OiK3Se75E+v&0<%C7>6_wx;bvi4tl+)39FVl{b42! zd-rr}iSRNx%%BxEn}*0q0={WM6^Q(dL;GU6#X~`niAHckJz*+lMTajS8^L7hUU~_| zwVh299P$}gb{+Xdm2H1GjYKM~$?OX-t4QtQ6Bd+GzJ#rSGQ7NUYyNokU63r1=gV|- zp2ct@%`rO=E0JI%iXawzO6$T=72qHI_8t@%6ueEmF#*GKVy=;M1zKEe zpRyB<^FJxDVfqrEarw{I`W!Gu;PC6FC}$H7kv{(nzww%$l+4;P0(}Dm=)UTS9IIi9 zFKB>df!XapdF!(eI-uIC?-IE$I2l7x6BP@cl}s+fVJJg^-j;yB$hMW;+(S?xh|#*meun21p!ioKX!xUpR#obQ+isM(_8Rc=ilSV4dxDqCZ4ci~&JwXZqqVc19NnH%NX4Q#*xQw0 zo<5Y>A0v9$EEximcgs=OgyC;jV2b!TIh0JPofi_W`!1Iwe4KM&w89~}to#X*?iHSB zP{qBzeQ65}8cieP*ZUv_$rKr0sNjH}h8OAI(ti=pKl+L3T0>Zd_LYmy23PNYYnJWH zBAY0M1Kh_0r+IMjDmPH+Vj?ZP+O@l^p8P=8<7Ea5`~(+p3cX{q22)TYp{T+8dKe3) zBI9e#uRuEJi(Ow%2tpqD`33YERd#9su|`vBpCr1Mg4Tm}b1bQ)xYl5vSIqfC4ct3H z)UJ5Hh7>NyhBS8%HHyVQs{bsvue{f&w4d<$m}iG5r!bu|K3P_@Scjwfrvlvu)q@_< zxIT$#dO=(d*@4C6GnsrU8s~>&K6P%IFQ5tYEuP}w)vKb~-%x)Dev3#ybJTf5nJRg> zq&|5oG*)jbAOVi1&bAvz>=*Ol3*%OWzti_ZSa~eB+FPj){m>@PWiLc1T=^{$(VbK> z2wNGj#)Fb|SH98|SjhgNL`J0>uIVPp%UC}i3=enxzFM^bU!oLVZA5tOjEvU@!HfQG z{$Mt8RFiGVBrFsmjV2$~0KVNT_bH?S5o^}pG$3yDo-hIspD>{S&uaqV$2z1)_O9ZX zpfAmYmnEq*i^!ogQvzQ|a|)SKz{^7ee&8CE#kAJv(Gfbhi=7f4)VR{uD5mKuZ4;H)O~ z8+m~?hcx{x)!ceOx;ZS0_OhO+xARYb{f#x$c6M&ujApJ5+<4%nX;Kt6Ak$jP7 z2O}61zWBtH_HlL`x=>;3@unQjGI@Aw`q!*?3ZF#_!fkVp_0Fjcz9J+Kco_HAGfQP)l9BV#Cc&K4Jf`v}<{t^nW z`aHNj2PEjcYweYowLGV$m@)DeV{$cK7AZ&ESdOK6N^x{8kvAc3=4Fuc1+^>-sEse~ z>&+uvH(pkLaJ9QI7;Yo>9+rniBaSv!L%_x)wF)^NV0B)<`56Gd0`8e&VSru&yorQK zWd>R0EPQ-66jpG?KJ6^NizX~me*<$@4bVvGa01Wui%Dy&`PnAlv!XCd+srXNN`IX} zO_Bki&7sLnq1a}bXO~@t480C$`XjL9?pHt;bBIlOcOqbT=W3xH?O~u}h5@Ff`^a1s z$@9ks1NEVU=2!{d-Tr*34gL2Ey4T`vvXnn|u{@Q!&tK-B&w4r19)Zs5uhw0SQGcTW z$kPF&wm}-)0zATj^k1hf2Y~RIDFFS7=Gf@rt7PO}9f8G`8WFPi!8K zQj*|2#t-cp)(e9(0B13362$&vV;1t+ziOJVHXGe4nRs7KvV)Wpk*4(Wg6gS!8wkMYthStxFZnl6O~sR|ZvV&J;rlWzatA>2ad zH%kH3WKfbxScSw68rr}N8jCdcVv$qm5yRNWk!dY_H4w?&isS7nZ7_(KV8YwxqKk#= zMX2S_SGvfh1`ZjOD2_oHV?#>;#r3bPeT@H!G(c{(qN#{9a_DKSv$cmbc?BSJb-fRiO)iedv#y)o?a=cW?3NXu~0i2IF3I zUgCCgg>F+#|ay()cenSw8%=HRmDHy+LGd~N%oF^u``kvfL0YW^GsMUi7 zsIT~3jQzjv*Vgzk_q+w!NDtd3=x}RJ6Uy5RS@)vfeWw(u(B^9uyNKkt60E|Z`CDuX z@ToBNraCr)PfeNP$kQg^JltjkGdU23kAH}KP_ywgM$nSaSkPiC*$%{3O1%6RfmEh- zCvot(pbPB_e2S@^ecvDXpf%?sQ7K$RVsA>v2}mNg!g&nE_P-!JKg7s*zSiX=A7~7I z{P#gMUK9JXYB$bJY<1%UciGx4UlCs#|5o2ZEEr~)-pHJCKy-iY7TjBR#$MC={6hMm z>*jQAel?2F7AtfiYL01)t||I1!Q}ckUs2LXF@6k8I~@KG+C~`5?x??@veuSz6}WvO_N-L88fRHl@RM#aMWQ+H>-mS8X)Vt6U6M_ujF# z%b`i?90q9N-Ko@KCBRnxEKw1Is-Dun8P0G3shC%z`u#e;FhZv`E5o-KBFFU_snsnM zr6+@#Ci=4h*Zokh1kJZm zCAbV|(7T+KPVA?P37l2HPkrSVQ26K|0g^WDMwlKQC#g~&W^h{E96;rH2 zoD~(jpg_X=k3ui3i)4`^`P#bc$Y)ciAy6z@{I1>iqThwJcMF*T`7pc4F@f8UUEVdE zHH@nMQR~WR&A$OqDHEULDPQzMeKi#;jtsP@A3qRgLcm81NV~n&W-~wG{M{NB>J@`t zr81X)uC<~j21{|Y1HJ)$TuOydeMOoDZiTD6&hV+Wbb2wJ3y@p|f5?vT;ouZLPLA#1 z8e%Uz`;{AQQRiy@k_HUi9nsfa0e(5~ul@=f4~qaqKAV2=P~YKYY%2)KAvA4mzWQ-8 z=;U|H5-qd<6;E5pAbKQ&<7C->4YaAIv3UO8Vo`?OqIyPL9?U(RCHHvOR0Ja=1Z_TB zevm<*O78*@;2GHvz5{qRjqQpFRaB(N(~u(GKK@?!aQ23!Y}&dQ9G@%{QqNYlQ9>Ds zrf*j44MeyF(2}jHVNg)9?&61_IA1%!w=!A)ohC8#c)ruN|D(#7XEpa$9mn-yLb+<# zPxkT&gJ*bzK`fD&hfrStA<6kvsf>#L~fCLVIu2s;{%3P@@i7$+rMkp%O_FNlKsta&nKVa`JNN#`DeojyGJ{)J{% zA+N+qa@>=mUMjcQQK$oKD8wuP>( zL(srEX^A|C20$RhUHhf~UJ}|rSP#Ib7T+aq71Ce?W~|&W%|4nQZq@IaD9~;*e&iME z&0_=|(3}=35KKDPch|rJ=f|7I%3>yAshg^yh(=C71i%5+=)FRODoKkkdrs)QreSF!%3QT_^4QE-2-UgbSo} zxp&ezH9$cBcKf{QOYblsrfp1eX4aqXekv*}{?lYoFc1(^2b*zzz8FXGIFnZ{d}dBT z{9Q!+3=Nw>G5*`9`0wYQfV(h6_yMex`iAn^nNJ6!g6P-4TP*$G2;Wqv9A4o(D7UYmJ{g`5KX^hjVSV5xocQ5z zE%5PS4!j?3a^*TZ198CPr!kYVCOC{8aJlNisiD5BU<~oI=q?MLL%mRu?Ur?QO2yUGX3e2I7al0 zcM+!4U^3J-Jh5jN`F-U1QoH7{oc}bgJJPs7upj$I6CX#d7YMSAe4qwElfJCUC;-!fv0ouNcgxdVgzm_oQ`&qf`bVRV`Vi z^wr?spEyzDmNUp+BUbvITqm^P4*X|ts5IIFoxZH=WE(c0Hwc*kW4AN}=ii~vw$}Q9 zdVq|OR9Ed}9;slY&yy#Uq^*;l@8RZnp1A(rqv>=lkf6V^(Yl1Z`$GV&W?|F8aRB9f z9sR^{g7w|pXNySrh<5?02A|(gH^&0F<0#dy`~AB}n!Mh1YF3gNl)awyY2yv)Dc~iv zsa@T@f7L=#@z-xTRAHrL`i09OezT`>GcEPo$D^%mBFC&g6aAS6K0Q{Q%=?h;TM8$o zjt3rhj13AUqqk(w3!SL@6EV&c>H zx)N4SdM0~;Z)V_6p9J_%48EtYMhP)o+Nh2;+hr(>U7m0(+qH*Ie))trENz z4oTTpnKLk>E?K;IoS*$2rox`_ff9-rm~v1yWj~mtY{C;KH2G+58zj|UJe$(#+&5&ph-UxSHQX{~Bzm&M)3FeU3xBlQo z8-Mj;HH$`YmAgph0nzu^xJnlw*wiXD<6i$-GZRSC`?Kv8C~@pfqjrbSL_$TbPYuz< z^M<&mhP(YP*>O$#m{*cK9}H%}RrPk?>>mo3@=Ok{14%aHhMPV14uCfHLjdk{KDzq+nXa2_%Qe!R@Z)wTb8)q(P)(AwogsUAEu0T2B2J zwp+S|)RC#H&7jivo+EI&yK=Od!{_@>cb=i&T1W#e6;BFg2x$+tHTKkc2C%sD&f+8I zeh$9r5(LaN_1O>rF2UQQkm8V%;qN(oHORUWb9?6Crz#w$M~8hht?86FiMF$?W|Bi~ z5YqF_%s~2hB@K2cFD>xbEy80tXr7Kmf=1kFZLq>laL3>I)5~ z(=x0=WBN+@ms`V`Ps7^aW-G%8a{Z!(#A0IesY#IUWVMf)0du`wzka^!jB-S_bu+H- z0QY5?2SCtxYQ}Fa7fdrh>oFE3?(T`4$!Fg;{+E|J7?#9iy6DyRftRp>`so7q2p%lt z@tB|qHK%=?&SDLGYup^~_GP`Cixnc&G#O1nw8~0xlRIw9+E!k-4Z?$~pI?A&vwb<<^xRn3@uZjy~s6*NV;?v@icwAPy1eZ zv%3^>>@oHr-z3bv8V_epQMPZL57xX)5L>-zmRO}K;r|e@9WQc2WBTIyTLjSGZQ9)9 z;UKaxsH4O%bMu$0>%wnnV!S{V!GUgKIWlW0SuxTvUt4qUwuH|%ZK@XSAkFMMwDk^y z)b*D~@2-fOuunEbg8*9D(Viv($nwO&3(io)JJHi#=rxKVJBL~5#lfEbopwGM z&i(|L3umW-kUKX}Y?jYJQIY3c1_+3c@`EG+8=>)NR&L{+`_ktx3+0+Df|n}fMOXL1 zqY!2p%NzTmGq=;4GmA}lQ^grNLBFfj;+GGbfaTWhrkU+*4E|WSBoCq5pNTzxNvO)= zX@@ey_*X*VW$;Zi&^+*p-{}A-TtLFt-RWTr@?c-^Ek0;0=w4j^-S5R8!PUU2al%jc&yvD>aM-Ia4af>ZK3?8X+OE{-_oUtmz0CSI)dA7 zcb+JVG#P-{_sc@Zo>~%rk0vi?S7H>nt$KcWkj3xOWb3X7Wgkp+BfQ-69semKnn~gb zg8*(fzPUtv5Ef6zw@jP-ngerj_e)$BCOe_m7uk*~_cF`PjJXF1flr+Xn_%P$mi^Rz zsgKmCaUNZ^^;erglDuI{DTIQbo4JR`g8d{wOw7pvyOyXQ8aqA?#mU-%3qC8F#`pAu zx>J5-eKTn~w#KsyEoBzA4T z5}6grYJ$*bnIf4JlqIv$c3M!`?y2y*`|=}&clI)yj=i+HDxY2*INJqO1a4A7#xbg| zPb#nTZBOb9NM%|dsvk?kWJJzGa-x>6NSPKfF`7r?R`Yky6j%w@hyWWaw#%4I#=F(> zio|-}3H5h#d~Qe+tIc<(yI0kuSuC~(!JO!y9XifxxE=Ohdd{EvPbtQ|d4}fQ+`F>U z*j=Jh9=EV6gIVcM88FWs$jRy7ImmMK3S2+X1^%qLbr@}1 zY8l7ADvw|0UP5v%`Y?|Kx|W^`jFl#E-r3k|zn1&2|HI63vq3dHncck3edqm*DvN z;>DL^MP$K)h)t28!tr5A9<9HQCvxXO51jpqU&ykPcw=&i?umD}ACY=6;F~=xpxYMdjPmXkfoV zYQj5T*2wWokpFG1viA?35AD%Z_Fy6U=0XBmW_PImTGD!fUTWAsaYwd2zl_{>T`)cd)nnwbTFNifLs0Iq; z|2k{Uuy6|r+H@{YgOVNIX3mS>A6Kht6cXxD<3LBfxBxk?mCmtQr?>x z2EG5{XwJPE?D)A%QwCC0CmZqGmrBl#=a>e%DYmemre7Z$B{dw0#^0%F?-qILmHqPWa7Ud0Q*IXBhOkhwTRdr-*0Z zdk>b(+@rszLW5|c3v?f-ygxeY80HIpr)WK`C1L&V3z7yp*rR=rWeBymmOGGeIiZZI z*}{(_YI^oPu*TJYWg0Q#IKHlS^!Zn_Jo2_YV*c}+jKzk+M@R6?Sw7+3{oRcf{Eutr z@$N{U|MJbDfD4mQR(~_!v*;GDjFT8LT^p;j&q9E2qBf#z#huj=|4!E|we9P*cay)~ z*Y7U6WO`s@$zglkbl66ki=1C7^g|B+O@LJg9uZz^Z;uwgev4SXfBjk8)H+9XIG6S< zg{W`jRy&20xNDm$B%{2blFAkf^p&NvZ%^99e=o9N_z=<5`aSxDSeNv1?!(h#%AX$l zy5sRCkGyXPwlCaWo<8=^Avt-Bl!vE{!zT(}j2XTU*;vq<#tI}1@$T!XK}9X3eJyY9 zk(MgxG|19ak9%_nXmGLdpSAC zZl!NF(K&ho;j7ciLQg!2`z!1rNi1RaKOz8{jU5zO`o4x_f7v+ju-p;!7uNS9-a*y`DLz1G{HQ#zZ;Ry%4@oyuM7c+=3Hq)qv zt^U58Zk^w={m9*Vw_P!zD|;%g?`(Z-xqk|V*_P9zSwKESg=W zy~C27)PZx<+g<8PS@r`xbb9Ve6&9KynvYughogo?BwyClL!XYw5m9em*9d*vRk z`yNe~MSd`JdHxmt6k(%T9q;Et#N2n{$Zu6dvK^)P0I-RAYsY-PS=>hD>q zFaEFu|7EJ*2+tVE5!h?3>Ry|BNWRGE`}FkeDQ=q$sUeA_TCq99Tt z5^jWwf`Wj+U`R?0m6Gld5Ju+!X$9$l{1NG#)aV|K#6Ws_}JvX&gpSk zroGdw1vz#tYCB#66+@kl&p!5>3*V`MyyuSd8dOwWXp6AG*ZI2AMH^D1I`bX4C4||} zIsB}41JQ#$@Q`0(#dFu4B^~Mrf~^@&)H$|GVJ6;5k*swHpEDT!Bi#Q=5LaMN7gj0S z;N*EtGvX+1g*f9IgQJnO2lkRpSDB zE5R=rnGp|+Bmh7(8}x@BR8WnNjC=-TZekv%P3hW4#QXOwvqD7Dm2cl0e-WrFYAeCY z>Uc>$7tN>o5MEqI0z4yA|GOx8p}Npp89o3d%f36<#1wYa`-J*O zkG5gBmIq+fe*FuF2e@yc%c??YBEVh4_()D&Ypr?#y!1>>1CS&zf-oxP%H~r?crN5i z&YHIYSwzTgfoZ$eQ}u{fy(Gd=QXI1^T{BJ4CIChw25xMSCarMLT9$4e{9HT^oTb{h-D%3tDtQ975j9!_qY7PI>+RXAc zdgn6M1qUNEshst4obpm#dh|GNRyv5?+}fdheIQpZrF8}MnPcx~5p5`~^JHDFsk54VCp>&URbT*IK#W>_){sE%?`!VCQ#?_TJq z<||dlgZ;}fww8i3ExAZzAy_(n(Y`(p|2?0QEw}#JPSr6^pCAhp)cqmB61Up|%3Pbk zqs@n!ZF6(crd5{R;I@xLei;-cd3~Ifm9=@~Er(5r2wqa}{q-d4KBV7e-20 z6XZv)n1m$%z|==!@0O{=Mp^(lErZzu^X3TfVcTGY&hFudlHS&ZhZ66A*06nTcCC3) z-_U3HuA}4)>v>4paAZ9+3KxbF2X~)(gT~Wh7*%Kz2jc8>1NxZYLGxHxh?o0wK~_}3 z=VGp_IZQbEn*92-OXW9z@`p1%sJr*QeZxdgkook$Em?N=ou_WjF+8sd8>gS++x~e~ zsrWRVj$*@j~l>5EyVfn#6e@>%gyO*ak^$w)37Ai7P<4y8)_soTl-Pt3`&4(@iQko^Yx!?CwN zSI=#+%&Yy|`NyMcXsUdxE~0L#{Th3#b7hbcLyl~i=XG>38I|9j{LXlc?9v&OhzDc= znEb39FXb+b#U5GjH-(O~$o?ouy~sH$LkYUMAJ%Ty2b68UcQlzisp~C+x5%cZI{5LUuVd4Wb8T${qO#Z2LQV(DPB@{8*@xO>XJV27S`i~u91>C|< zc$30t{j#K)32R%d4~xbTgg9r8Nf%NqgrU3>UVF5}q4H~vtmZo@w^$#Dwc@{dZ%68` z?qzF+nvPZTFXR&+jJPNjjksFuoeMNXdYPXFsXc2jDLTo2(n7>yq004LBr8M@t49qX zG#&%Y?klJ_GTmIb&`YC$sWJD1?xnD#KR>yy&MmgT+GAO~CZ+l2pPyKj3oFI%Ped`r z3~$_9exW|Hcs1lzLk~`80jOx7GC2O_78zUU-kU-A-#dh%qKaB>n_o`+1cm8h^7CM# zu)`Gnx-;nW&)RjuQzv#+sy${%m;)}(Y_S0x9 zf1a^OAcO~Dmf@vt1Ed4F@+rFw4rq@a)e`2b?vAOBt&7pBqUDpz z5*zI;Xkr+n8fvHm???Au(RYb~{O>!;|7PjZlt(=HPG)xSO zaG{42j+nu6>QeMi)C)(u=(9ntJ(k+>u1TMcv;AFSP5V5R1%cZeuiz2eyjG@LZC6WJ z=p8Y9bOQ6!BgGiD3w@_*r5xu=L5GOHzv_U<3`Uq{ZV5g4$MONiBbMhvYw9PbjjSib z`&{p=FuNKGsXr6{d=)O?ezlk|1~3gcT}w_od|3qkJ5H|gCFl>D@+fM8yFw*hH0Mp= z$Aok1kf7e&*ZOHz2dqPPq1V0n1he7?W{Mj(=sR&WIG~dcuPo zRiWhmS;s!=#;gG7q^36L4^`D*v@=4caw&Izv^mj^e{uK%T6Og)hA?wo&I*?{SUw-l z?E71E*h}<0#%Gsyz?rL!yi|m_o5!S5G&Z^F#Wot#YxXBY(UaK(OvzY$T_6HkJP%FL zB<~QAf_XGt0=G%qAwy zr3MHxLBba~WB(?kA7;9UB56Hv-~rXQEItVgv|*eJ+~Tl2D^9a)bXT&;!2 zU{DF6!ce%7xmfE&p@||mt#J&rD8F1(TPg4{r|;L89%IDgyB5q%dkit3G9Nnf0Lnjv zzDypzCTtpL98u$Wngi9w-je9I)f)+e&K9SYM_p)g>J9h@7(p8eKbl<_`|&2vbZ9%d z*sfzBCPJAvgdO+HPu{i#;|#mABzP|lBGdWIj_g*=3j5ix|#;}poikG*ryxcV=n z4?MuZ$~#ih;A6vk-44~|l1N^_ZkHog(s!Ncj(JZ7=qj&cq#QAGzMLN+w>^2-&~aL& zTR4})eMqM1Q^4I5{FBKYEGj}HA!$NVYc!80dcHqPSBlN~sLoTkrQp3G z4wAyA%;SbmQFC|M#u>Iekh{@Xudj>1-eVZ_m`3MbQPXAxyfIIYwc7tMeR z!v@RG&0`9i`H@*Zutr58sgOdXpt#|uBMCREMk3$gcd?oT6MQ;Tzhq-G0`#GGy~NgJ4T)B}%4K6J4Rx}V&}9xuE^ zxTqc=i?|8d9xnCNhd391bzJ2a9sm=<^rAVLMz7lj+2Dd-{va3o0Gk658u0RVdZ=C6 zr)9KcRaWHXVs3pbu^t?iVO#DW)J~{pV+sU)RKH+Vt!E-H>g`bxjC(lve67G$)x?$6 zF-8;CHEsJ98x3ikBr=Ek)V6I3kEx;IvG6WDL(>O8Nt}zVs5f`i_YK!M9gudJSUik^ zGRw_00EF*R7S}fG+#^#@Gn)fFbX)|JP4Rvn?i`Ha(G zKq(8LgKeP*8|aaH50s_E%XmoH3aYd6QO&qn z)b#Q_&ow3*iVbKi$7m^hjN{nukg>(AM`YhuWpP$m zOGuphg|ajLb>#2{>dnp}&wLTrdB=u*dpU38ULZ#juMP6i*d@15xD3@c=*#aMAG)OG zf&uBcq$}MO^uS~k1bZ4>y4Q^HS{^z*t5bJN6JmNwYjX%ZgEkhfJCl@s6M4IlBCFK` zzv;QJ-U*RB_OHp2@ybe(Hd$Y;!cfU84|cbN%k8bw$#Z^vJUGf(vcInYy>$75frqa& zq}_ZMArGCagN86wkXf2L1uguh`oT6w-o9qV6rRj0G?t~*yOe6H9#Ds(g%PK*B^}@a zh5FQx9GEJAVn4voDq7NYQ?gu6>r@*UJ>uE|V`hpnT6h-#Ba|M68GlFt3H5z+8#iuqxfxaKcc_@p?u#M#`vCSwfVyd;FGr0R zSV-~5sHQVv#pl+!480=;pl9IG#^?x3m<2VvJ^veRpwr@gFeD=Z=w!br@_DFPJ z{oOcZ?j_O2A51=)+NlOaxe&J#`B`81zHof4%ttjeX8KNBF9Xx571gUr7Z2<8GiVMI8{Y5-hMwyvdv($K_$}5UjY0dbb1Q9);%#bt5?q8{e@+#M zeg3_ccyF!b>jMESTax1ea7fgbNpU9ukIo9;o^DJIxE3j4K1h3_c}f82D5!x#W-|U| zKi(8wNgE3Itj2GzqZm3kdizSS`9krqs6UjEnHY|l-*U?mP#JzZNEvp;Z)zsOW?dPO zM)N(2)`=7_IEODL034&Fc)`ih^NE+*Y70X{bro~R8s*dR{kOxWx97%o>JIZfsmv@} zbCk*+)7qOYsW!Mf!jMQ4vFV+*bFi(>iCdHw6;5Y?yigs@% zpt|yX?cFR6&oKAsab&0uZ|_dAQI{^B$-Hz*i#|9_LaFPtdGV!t=AjX3L8L%`aX{(ZQfRvf+oFMI;K@CbaDL|t-wVApS51AePHJr!B=Z_ zd}`d5hq|YHGw9L=rT*I{p6QErQ)cP69JD#pvsZ@!76)pZt1g&x(tvO7^j(o@omPMt zch2#KEEj4uqwPL;#vgu~LkVqbI){SPOmmZUrz^W^wce2?%7xAOX8!@x`)zT*mG&SB zSHNvX(ej;~plrvB==Fx@*X#qNAKcC)dJm9&g=vP1k9lsL$35YBu)fB0Tkg>z@tpla z=v%-Re2<*|i2VBdO6*agfjW3y_dDwMN&TMC)5+^X|7UkfHkRKF`cFooo75hnYX?&1 zQG_4K8x#W~&1302`x)^csZN_$_jGHE=KuBkh)DKy5ibU%qs)?{>q(;+_)U^a6!=&T zVusi4!hL-rlxlTWf7zhF2y-7W9Y!|!g+^6e`2tb?q3;k!k~e%vLK}=-I?K&y^OJ7tg9KXF4-ycKfYNMtSQXXvwp&c z;Gnd_<;&o`9kBsOLJG>oIU-u7TU*Zk%RR)7Q7%m?mjq}^G*W5Fv#wb8`l9~TsCNJy ze&1s~SLod>n=fn?kL_XS(BK;Q?Zb$0wh9n;VaChZGr^aiUyI02csd4&fh>j}R}M0N zo0h^(AF3!}-S^f0%dIO*Gr-3b7a;2#TU~bSkal&1m@7?83aY&1hXgOzzzbR2&!B}q z!q9WGz>u%GtXLJ{7M%ajbUiOpiOUc`Z4F3?tLv@qgQ|_wDr`QNDUx@u=|626xK;qo zq+{?m@Zl%c7+YfQPEl4~{?WOG$wZ;3h3x-&mKTNez%E}5!XZ% zzcL(zL+QcEwym8#q9OF6LrjPUlL}Y;)*j}L$vzR07i5`bs~d|YI;;Jdj1-*O`xGzweiB&HBx2(yp*?ZZ;_{xLj7dc!l3D#y{%Wixt!-LK`m z_mYy>cevw}RW2?-<74ujI;gWYf=4!*kg|=Y`}uG0Ipri1!e$~|lZg-$r73%nhkcV; z=$IviR!1?l$Frzw&o@0MM&O8ROrBwgKxj3f7U#(ledq}#rcJr~}X z`1m5D{%xpoUE8QLwn5J6#W_2zYE5%2<;V+xlyNz-v58`Irt{fbWVhYQtdQ>!>CpSf z{x~{P`jxJgP!mwIqV&poZ=K6sIM-W-ssy0JDZ4@NV^+JRA+H?aNz=mIpA)1N%^zDr zHW;2YG^*d7BEh)7IHz5Pujc7r%#D(pPUXgnMVmgtt7})+KY-M=%rqBgmM2jL3mzqq zxmIB}xp2JKZ%Cep*|^c|z6M8^k82IqLmOSfdwd=au3kQLY~0Nx+|O9FOfUx-9~E5N zVZ3yCUYA@F6N(qWI6-lE+a=qww2+uXII&XCoh}y8^0}jy6Cs6`XP>RLr#N z+P86+$mN04S(?w6gWjO*84PPPrk#)JLa9o^@ZXdkhrx%prP9$Jvw9$!a|~)tJ#zM0 z`oG#XczYVEe9vJpP7XgW9Z>AbAqbVXH(U8(08))zS8yyHFI#(gxg-Dmj<2zbut^kO zgf~a#W+VxOSS5iR>Zlg|J1=dUMR0+FZ&5X}#PDoB?m(|kVmiEs*8VQgF^zxSw=3;J z^O4WK&Bwrbzbnu5-$<6nrS#)p+DfZ{0Xc7Ms571jBTHxLuR?7v-&>o%cJIeE?HmT| zKGJS@KRF7P-Bd<S~4n#YgP9;i;7gcGC8!<6`|uy{*Kd3yi(Ma)p_Re;YFoX-sdzgdQV~P z#DAV8buIx=`77&I2xxq;am^Kvstni}GWmLsb^yy|EQ9CsK(Hb_l2a&}JCT|&Ga-Ds zQOsaNCx4uw8+8!N5qKhK9&+Qe7bGPmbKD3q=6pYUR~u$8)`r`BaZRcUEwz%@>>jF= zSECF?Rl}(gAuUh?LD_!4xmr&}`>gUeb)o1VO?kI!GIXkga_>)E21tM)Vr}IRP2;tS z)TWY6Z_o}J&f$wR8||boRMjr3?qcCoPjY<)#9!q$d~dMu$nw(-i?}hai;vSwBv1L( zhDbYYoklywzI8krV&PxBM|FF8YGi)&?!*OKA;V{ZVV_0&yh(!_Cv@<@1OB*AW)f_z8!*{)h_*<^H0&A8oL49OAcpX1 z?e72}TGzwSnA^+v3H`vtlvs;$ZC${ll2)*{iJEy;P0qOQsBp6w_-gUzPMT&Mg64xF zVuXcx)z8Wz_OnB#-$;96)ctz7i@h#JKlYBFFN?TAG|G!+nU@M}NE|3XwES?*S`BQjPIifK%N#tDie zqL=JKO&G`LWf|z5jbww@31Qx)t5kZY?U&<{jtxP#{;SBXqK9!9pCFiA@k#5_LT!9A z{;Xb~VlW%Tz?ls5#xqbs22B-Iu+&#&tP)r%9^5n;5aPfNc2qzd6ws&v;OCT!Ejo*E zdAUC*!FwZDpQ<)-9`BpV+7}x6*aBw6UT;S?h};rlEm3|uX6(?ed?Z>FKol^O7&%Gf zeEZBqzgEySHrRB#sh(HvT({RTcuGcW*3&xKt>e$2F6iCsW9eWr#@liXDRVZ+JV^F5 zqwox1fTpekl`hvuulYR)tMqNoH&cU9-q{SVGDel_wZla~{uLTk z)NdmplZWU{PX)lcBHe(3)3){iaA6eDKx zo&QSMWns-TW231uX+d9K?93ry-FMt_>e;~8!|8(Ug?LOQ)9&&Cg>9V zYuT7mj2+e6#{+fSEHf{v*hZ|nDuVG=Z|T21DYTdWK9p*}AXA3i3F^b2=H~OnM2m9Fibr_a;#_59ao!j4NLY zS0Bf!&^E8pK2QiD?JNAE-a12)v^04T13Da8zu(fwik8kZ)vHKBDNT~)oak(}3W#zcX+oPh?ybE)M{mu^eTtUxBg(e8&%+Z}- zuUXSH&gCBzZ%jn8MDWGzKK>jqlK!9S_4!w9Twz@Ys`??T*L%x8wGoc{YUUJ8jItbGY9jj&e&ItX>4OL%<~7(L^tK5 zZ@!4q-{JCUz=Lws=D5Y=x{fDc;pk2kPnhj^UGdIViD2x?@t(B$SX+!~U|X0N(&!51 zE35`%1&fFpdznmB#u}ayK2m8G{#m77r)lsL*}O0ByTVFV3oH0?C7iA!Q7z`w?usw{ z=A_Zs?%S}6+eXXW7;T?QL-N?_n)Zz|#$P6Lu( z37|N@0>0}=aGU8$j<3kqP3zvK~7DYy*uyP0!N%;}vaIwXZjhL2?s|vbiKluG%iGQa-GUx8$*-1Fi>5R7uv!XC;~~}oWz$v z8wK_1MzE)AS%jXUoLAQ#7VIr4+Rep5kD1t9u~~sFhM`{6QpJ@3>SLE9xtliZP};KU zZWuJvlRo@{JdUGL1zc6(UsA@!4+7OgA-TT!bwF|Qk4&)RQHEb><@PxmM+h^kF z@7Jlu;dqr~JncBO;Uv#@-@H$>;ONaAbnzeQk(kHZZiE5sMN0$_C#O0`E>I;SEelmX z)I#!@!td@jsd@o*#M)fu{)ms{A8g5nqcG0*rjs8Iu*@Mf$_;or8&V{|Pw0Ko=IztJw-zl9BGu<}HA1`YD9 z6-tA_-b+W+JH=w81-Xzs_a?HJQ<7p&qul?vRs0rRVFyxI88j8 zUKT<@HxL%7R`!!7-;zFSNpLn?YHYCLuX1gH%d0PA#Sg)i4(?Yx71xKGD^IpkI!+k>DcH#<74XeB?6Zg7JJV|CR<%H$vjl>j=(;mzhb z>Bpc|<$;^k13BOL7G?>(BVzI6j6N{Q3Dx{`B%18L!D_sB;@ z(}kIiA*IU(Ah=85zR0$@j0IzWW$aSWw7y{>=m0Xrh2fh=TeSqrQ$# zHi@|=b5A~5-hjQksoOiuU{4>DJJ?K@OIgQ`3`)2ZOR2%!#&o0r6T-!E20azza~D3K z=xH6F=`{Yj(;60ysK~IjCVE}#+qkwsL0^%lZM`>~-00wY4PSqpRmd9#!6_Q8WD+z>7vD$*l5&y0Frubcdw!Hgy4 z$Wj?cICb%jd_)ii{T(k?#TcrM4*=yoH}PSL>FS4xc@3(@5mqDp!5 zbV#oMBmN>a7&X8l-sUqPbSljuS(RqI>T|Fc#~&~xVf#Xw5k7-bXWCD5bVC+jw9DZ~ zhQ2vvU1XbWwx%3sV&I>f@c&wmr-HsdTwddLRdfN{T!KO={GxKb1S1NF{?H z4aEBi{nCOfAs!XP_xEb>;+(S7Pw21aO7 zXJt1;rI?!;?s;0{5$fq9Z2*cMyk$ArXCF99oKe^D$#k%#`PGpV|ADuI1n&24Z^+A( z=_1AT;+tC~;3cm+ZJH0$RcIs(Cr^x2H@>vK#FxCbGm?=H$PyRK(~e`b@`UwL0a@*bNhuL6@l$Kxc`)LG|~M)>&U8Zlvnp>c(*KvXQ@hjxIsM$ zp;2_|tL$z#WHi%dL6Ck^ER+ncIZ^OFBj$%pt_(-B%`zaMut}7YmR0zRj*7~A(_lH{ zYC|`2sZ<;)0c5TlV=@1yK^JrqRg60V%w{!y>mzYIObmY?UT4X=^ymQ-B z4f4SoSx_FHWj0j8r~b}jZe=v>j0zBHa@JKh5LGD?1IQHC;{~UKUu|{fI|}1|@!=-^ ziDT-?o|48veP`l!$)O$O@)nAkO^?&oo+nf%c1Vgmhlou}c=Yr$)2e6+g!0x$pbdp2 z#9sF^bmC_yPBXzDhBQ)i$2p78cP4LgPPU!^y^! z{HHQoOro<+-JKZf7a87|)9B<4C6tTp0J2c65*THj9-$nl#^4ji63sTY-dIG7>&oJ( z6{4y0_%J3tK()$EYnHty$U!tQFOCAkslyL+;RDmBKpt6)XPn_{JI!^NE~Fzs+%dz~mLOn8Y; zstUK;2f?k-{(;OKf@nn!S{D(SRsF=F0qb!}bn;9Uvxd{yPi={&Jq!#T$D)O4Q~JN( z2Izt%#xpTvf;EjN6PW`ad5oxuBbf!)#oAi1?y=}$yTtF}%qZJr&X@BK^gNR`-Cp2u zC-VC=a7YZ$E@$4&{^?bdzdJp?Ofr+9&M(rwZ?k~eZ^CfF>M-oEefnv1U3mLO(BxK3 zp3o+X-sIjCj6O#p?8zjwU9IZ3k32pT^=93k>D<=W>AaO;TxZw^rjz`w=tm^u(>QW* z`_!nF`njoQ*iK5#Kg-1VdfGlU8y(nRkm<>|iWVeC zip6Huw(-j|dbv2t0-qKc`R_>xs$BZB5d0i^;7rGmN9>MOLa)f=E9Fm=^ysa)drOH% zemA)W3m3MXD;K;&kjWT(EfM!kC3*c8Plney0lKw}9`yLR`Fba(A$UH^Rq<$O^3vK$ zkU<$)FX6_DRIdBwB#K5GThJCtZzURaJ6CH_us+#|`rUK%>+OqxPVZm;5uc?*AZMDXjsWa2!-ImvrMo+BtdT)uh6ZCh*rjM`WeSj_jPmGD% zSg+JMqOY;u)gCtALS&|nu;g9>WX<9Fb#+&j!9Mwo$rQhXk^#TH*QU4o>QI;yEQxhd zxNAWtG{jCQaHI|M{JR9r4(OVAqZ77VN4gNgZ;WE0=yGY@m6y*y8$H?-9H4OmtERb` zr{s!B6x`8y8JqI#PLSv|iL$=i0*3ip4RMm*RbO9MVPuA~n~qM-y=`GK4N}Vq`AU&< z7cYKOAY8XS#3-Z)(WdK$Hn-u?y8b7S@3g^a1w_HDgCa+W=)h7{ZsA6iqJ~;0hCae6 zDi2L#AtT12iV)b(Wq;Kdod<{xxH{6!2EL_Iq4`6$)KntGo>H{rvX8L&I@d4E<*(Yh z{;z*#tgjREolrL?>GK9OTmAWKOA?Sy&zS26gw@B16Me;C=$bm-`S!t(v>ib1|JnI- zV$ffTYxb%=tN^7kvyZ@D#ea%Ki~Epi;T~eg=^vbEWG#ZQqW2eNwCgGM29SXjsByvj zN|)2Q-g&Y-7#Y;;bgRk<7K*jQYmBAr%*t8(VR%dxlKEDW-8ZFW$arlbONFw?3GHyG zTMIe+gD3hp|7{%nnFLmP%YLYdr-LHBe+eLg*~R4eYn;mN>ZiMjSN3rX0)>*t$ufzr zS!S5aWCr|3-jhx>AIDVZF|wH?+A;DPAcl3se#xEx{U@e#HC+u$qy!5?vXWJt^nY!<)nR=0GZNmM@PKgR*2mHE$*A&``>nb z{ckt`4z2i(UhAm3@I$y{cJXaJ5fBQPH8htM5$C4ugQE@aEqm)4CKCRLxzC%sPo;%N zDF4NdRNE-!Ug?}53fUcdyb#*g`G(lNMmE&;?|t=GnF$WkKXwYH9UP8!SrGJ&cCI~K z{|c9Lpz;^87X9$^zmc=mweZ)?wd5rk-6q}}(CD9z_k~*%BE5fdTNX&kT3cuengqyH z>5UMnCEjV`aFZ)?R4Gs28&|5kaEL8TZ#Ow}Tn9t#lVumvnk{Gn{Nm8Y6O@a@*g$C) zZ1>75BBN1}fK3W|UJ7O0@N%|E~*wi~`$<1XWmUWLgoC)g zj4q8v4|c&jcs`f@*W`x3yf`19L{T6m(}o1{-ml*v5rcqjPQI9_PMr~G&mGz#hEL9yQH;qa_xABt`>cE z&_E6kNSR_Kf#>}|t9ZBRrFQDX3|A{G_ z-UkppprAAfriAws=1+nkpLz(HpC!S9w`v*dnHBv<7Q3T;Q5zU7dN?{V5Uth@m%~@v z;LSAb)dM|NAYfH<-k|~2Vf)cvN7m8+^6|~@pGY);8C%>po1T?2P%y+06h5@J(MZBO zOnAuLBd{Zb4>11s{vCdG9@0Hj-_d*?><%@c^=oa&q$`!dvx}r`_Bs3&F4eJTZh$dA zZTNKP#|}6Ow9uM#^3DA{RA1J22^SK2(#9+N@yL@u?s(n3JYP-L0+Mf?{nTCR+O0Dj zKTM;>08cQbgO8|0EHXf@&Np#pv{39cFjr=f=u1Tcp_1m{Vl+=p@U@GmoF}iB_ zWHwUXTyfRyZ@CvdB+&t@lYJOe#pd_nm6HX|m*zBs!)vO*wF-s0w#Huas0qpDQ@H_GesQId$=`UD4pA%N6h=fx!Q&%kQtffC<$zPriFr@%ViX4MEjadfdP( zo{bW$s>_e(*!hF*H0kQr%#urduSwLnp!G%Z;UxDLkp2W-#eb;NI$FwHAteW$5AUN| z!rpqyafrMsGfZd{MNM@Z+8l^y6NnR$5Z{uP$P#6NZI&YtP2d37^5hw+#(!hoDeOU@ zr9(@Gz5)ZSGR3$WVshjC=-qws(W?tn`l!_OZV|1`y(Xx3{9VVbt$d!je8*DO*`)*9 zA<^ml0-D;5%(aEu+3!r`QI46R9)?j}tm%ld{Qz$U?IvW9H|M36U3Cjc&Sd)YV)xiX zx*p=^X)mKmi++%~LNp*j>YU;2^*UF9t=iD~k}?X})C#{!ac+_ud$JD@`_PyU42YXL zj=1(o5j^%1oiH19&})j^&->LuJeaVRVHmCiA7=ZNejQ)w=P$YC{@y~BKV?}gzuh&f z`-eCQOdmf8aTAa$<>Y8Hz?+1X8E$jS0pS%proNw*g}$gbu+!59vn?5;$BVRdn#2Zc^Fy& zXgR5loK+q5_P|T~S>gR~;w0;mqQ8%*MTUsDeRiAJjqSBsmn$Rvy#DxK8uu9KD<#BU z&#>GI019nQhI+5h$EKfSf0buLn(igJ%wj+eMi14}MNIiMs#FKD1MqnRY;yrq=rP5> zdDqKd+9mQ=#>MfN2qd>mUvuG~_g|KCn&SoIXMew5VCXqds#~u&%W#elqcM#c3(Bc0 z)zM<#@TX?y-DqFk;6GsHuKxJt)j164W;p8dpN;9A;TtCs!m!`~!eQt&J(ZM^U#(YZ zBJPYo^58{EvC>+B`~zmXf9OQviOq*o{hFQ`J}WeV0nzqa)2Al}u0{fPi!OWx#Rz}< ze3sF6LdB4Y(E^LF26I~lwqQH^eAZ_ywc?W?%CHc2N3`hq^|<63fn} zuQC!APw*k3$2>?{Ndz?^aPROY%XihQFAZqgQ6J)KyZXMX*kbbyxZhT~g!b9)Q=DN% z2EqMtp7HDm$+mJYVd3UGaD0N)Lc8U3P$$W@alDK0tYpQ7Fla2-XLM@q6*8V|O=EW` zKlGsaKOobLaUA8KOaQaT<@LCW1s!R zw1y)1M}_t$!De>RQv>jJ2O6QYFJDh9>6V*F1w0do!d~Zd#%zZ8SA)2NqR9)T?cySl zGgs*zr(|GD1)cti#&1`IrC)Eu*N3MQZUrTkz`+zcUO7|ECRQ9yeTB!TGz5dAQQELb8q*>0`dE~OtrRV6RzjY4Wve0$uwEmq}1VUSI0n;d}Z5#<&%OIlkxIj z)eWS@1LhsxAFfxM9-(X1u`{zw{o`wSrsTsj_vY z%B$;5hhUXyz{um`&FGtJu?Yrh{U-J^BWA)Cnhc8$h;mZ*qc$)cT+l(*+Xu6W1hi0iLTDJVk3UZ+mi(%xxun(#ns zg2bl(sJH<3k9=WEMk72FQ2FQxLD+6|X~t=OJut9d=?C_FN*VJ5_EI{)iWajw6F$#I?`8WWH~q@A63L%S&LaVxh7C^7oLC8gv;8v5C;j^vN+l>T zK#pLMal&a12E{4ls3>Z$fFI2!v`xVg4ZdH;86rDt3LI zRea9w<22s}7b_bHMN4WilbFBpX98s}+^_()K6|#N^K{)fG+hzBm2$O#LIZmc%B%MU zbY%>ZjpuvlZ3Xs=kWAKs`wf^!CnuQ#(?N`(9^J-XH{-t;2#_4Vv$t;5dAj-}lW?_# zW^**crLxu)``EG5KS--TZ@aQmno^(8bftg;t{k`PUES>!O;mOATDD2yn43aLp#r@}NQz)RVt2qfY04Y=1JVs@>z*U=#Dx<<*_ zoD1a0lOK>{O3!fdj)Mm3OAjFMK_w1Q1V`HG(GL_Vg-B(C+zJ}9Qz;EO_H>k)G^geS9>q)E1;#`|02IYQ)>R zqBTNACx?Y7Y{%gDpEKNOi~Er1*!l-2=|5F@(9|)e%dGt0M?H!a+KPcn19eojwUy16O8lao0rAQ|u$O4^@T&k*jTXfX%a*k`S}`ll)7oLS(=o|d_ zIwArP9k=r*@uUA)YmV@~b&JLMkLK*X;_j0Nmob;u=Z>J2G%4`2lgJfFXleP|q<}H8 z$Pc;aKa^txXQ=tOZv*CTPLZkg>5S6N4ubT~qT0+)Q+u7-pEUsKm{-zUP8MD?z!}fL zt9<?n++RxmAoCX^4N*O0kmi2$UsxGLKEsQqhR%T=WfUB;%+iWd7=9 zCc(IlU>|7`y!GO;ng=Xp5M<-FciT81n=cts42=ISkbYrf8t{@P0{hWSa^aokFV?$x zFT+mLMBP1!7m}hbjUx-Xa*pRP#0`Sg`{iHktvw^n=YXlvX|a@1VTUvtMH2X~9he3j z$Lvw&gJrleZ0VcWYv!OcxNiHFHi1{>lbQ2gRY(L6rf4b#9p_z)pVY5y4XQ3kr&>T` zpe&oQ+||<&PMaAdNN|XhO5B+t^<=l%kkT9v%fcKPs96Y1Bf`%+dzvW)G8yBZ<~-9H z^|I2Iy)yvR96Ku!G!f~8fqjnwlMajc}imVvI=N?M{aCr@B4B^Nu3mr8jV0j%Xqs{8U5kzP;`zQ5PD!XH8A&nE^Ar%5Q9by$tcj_v1!ABFOfCxnE(c@6IuLv!NG_ z7-kaK&zlp$vkcGlCtGM|j#Y2$hk;LD7<&?|Uc1H}v~JPP96U+9-a+k_#D+h=?ICY$ zXkdtJ%y1Bi*l-@0el~@@XiPxU+Rv!1=dL?E6F)}Iz52~^``8%60gdlvH+orZ{s?2N z6)tlRTBkkrapQQjy~_CJB@Nk5z-k<0j1Y4{LyWP>$UZYO#&zgldvMyFcC_Q!<;MLJ zJ2u)!cUjA718ey~P|;A@LSqs)XdGMr?r4gQUTf7Bms)huq|hx!TI)U!Xna33HnWZO z8Q*mOT-XtN$RBgOg&WnC`lVxP8*Lv_e5P2ViIz8=QU8jaZ~43lXrM*U@Ru9#_84;f zC&rMgv)EHvi*dyui^iz&=oHNx6ivSoD1d%M=Ipp{hczzs1Mln;E(U{u#&<>Iy^A;w zt+j5#VY$^Nk@dyz#EtMK=%K3OjoQ}D$WKo>WkEI<6)R9R)4vr{7C<`Jjgj`CV;fyx zRsl;4aQx?Q-7^3VvPZNhyAfVSn|yUt!=Ul9g~qXSFgIBr}uYpup&9|7)Tk?&gT_KPw8nQAwcNnLr; zOYyx2jK~xtV?-F!aew`&{ZxDo4a_19w`M|A9~$+Q_(Q$1!E9=dmbB%f{P)cjU%%9lG8EwVO}W+7=ny4e+0Tt+vyE<(y(mReh}|04L8% zb4SEMc2CWlhBn5c(KsA!&{T~QYN>GH=n{=q(5TbQuL2t18I9@)zw&m+YFE(p{XKiQ zaqHQRQ1N-LrVgiHb?X#C?OZ6vbXy-hI6v226xZ<4G>+WQxGrSlzF1Qsz-JskXyh## zCvV|YQC#=xi5vhmI%8fqG(MVds-JuP?r20`8I4|^a?}ixFLCq4$F*qu*5$_S+v&|# zBla}mgKNCVq=HVmy{2wPmo~>t`%>05WzsIMjKwT1>Ll+yapNP_batWRgx_p)j(c+l zHfS6dmK@D7d|?oJfn1>S%%SngdimhNFOG1atrrvibwA9ia{86gNQydN1lPUUZKWzk zo60d(xbcszXvCHp@#k6AJ7xO)r(GF^phTmx+xEw3JYV~TTTRMGKlk^kfb`DvdGLo( zfEVy-t}Xv!U1oK0JF>CFg-Ha^pXPrI|2>%jVj7M5GT$1AE?(F(4k|sPhYB_nl(Ql( zM3$y9l~M|;7T9q@?s&TT%4jq#rQA^!rFm6lQ~!Ct&<@ zH+$vOSBYMc8K(=J4ez%mMzpDU8`=~b>~bT%--bqHTE)B# zM0o8lA1)Y1`S5Ja z!N~b>u1&?&wf$Wuqn3G{i*r%Gs8()Y=n_ZX7@)<JXPh?$}*2V89P7F-&uMI&mE^rFT+$c;L%70sRb(UD)F9etH)a+}aN zbb3Uq5g};#-#0FOmm9Yh89R6R+1nzH_qDsDICQ5g_yFY3E*h2Ls5kT!J^Ws2dA!Q( zRHP!_r#G?Q^Z>2eQ$8LvVf`ngq?}pKiW*<)rT=`JHU7;R8Lt=^)V%+N4|DhVZv6p$ z_Uo;PRUMp=e(*fj78R?@;vD3L3Fy zr14-fKhz;HsvFzXe0b%livKgvIT*-=Jj{}6H?aQ{I5bTI9UoRNLkmExEX-+OX|fa+ zj3sJ~SH1UQpkJ07&Hi4k#gB^3yWOGDapU>cV{>78U>9#fo7yOh7F@*GhA})nt(t=L4C3_o8R%hy3=`invoE5 zFYvw4{aE1|u;!e6D7?Io-8GpzSO0wLx|G=d2wHKrj@55gyZ_p`IQojA`?^oIS#0BZ z|2fzNjgjd_xY$Am_{=G9Z8YlOFY2d5>rHCK7|-gW_2KBi3FsP)f38F0;p`u^T2S_k z+#(`Ii9P7Bxyv{S^vdGaqQl>i8H1QVjMCjlx#<}4GPChY6pf~e?GCu~P-*n~voGOK zwP@V9IZPP3OstpBWNIxppHm(hf8%Jeb%6B3fv|-}bqd$XP?H>rNc5ZXRICZqoz*^x zvjd|MZ9wDV@Rcffuz_e0^3Ofw{fzsKgjar>Yd-`1)@e`LQR}R0V_aSh&PL8*^u;yR zW+Ho4mR02%$8Yn=)M&Id{~I@;Nqa;cG)8rbIx?9WkD9Ap{xy&DX^ z1{&`+sx|{OYsZ4Fwl0ikH+H&g_imAz8e2BijdPk~>k8B{vPI2*$c{X`>~JHDvp72n zyKx;FFOT86<9@PhJI?URb852ytP8z0%8{+{@p?2)e&&x8cp@T+HO2x z5F7303PG#CzIG%o5CE|-dN)sU?_KU+O@&uk9noqoc>xp6fW=ifOxf;6Ec5q;X0j3-uY{nprx z=GtCZ>#{~;&{Vzikr1-u>C}z>Z~FjO?%4A+Rm*&k#B=R3xN2MDTdm4^(|UDqRA0vP zLwj*_ym1wcvGx)^1}F|XO`Uza@tbY$F}69dR{@Q0l7<_%jvPd-Y&f4AhgBtP&73hC z6Vmh`xUl3oF1%!A?RqPmp>fbvg>$GU-iT3Wi0T)XYZKTv^~AnU^}_xOI)sUB41*VE zFKE2jYNrf6YFvqoqoNtba%T<0JDW^^>h3J=+|+2)7x~cKXj;uq`kXjtTPIk45jn55 z8l(MOxgBtc+)+E97*Ix|ucA=ACmPSTx(|`-)49rx+Cgw%4-NdL4$^#if^~?Z9dp4zmmtW<+b&! z9(GxE?f;*viYi`wfhxUSm#7JGTz9##aS?no7e1izt!TX7>IxgyJ{Z(Rib~UO{8yF`ouB?gNb&-)}|ZeS4Wb zG&ZVAV>W0sA{)QBZBGUrv@FSkbEEDV*XhLZ-+|YhBnbY|D@c;f1emgWdRc zZrs|hSWi#&k{~_%ph=w4%^jhj&h_BEY5JJ88bDYyULONDnwhA7cF_oqD2xIUjXGp| znBRFrubV7M(?#ytnLN{g#y6o6MWb!re3KA``?#_2YQG(-7fr7u(*kt#`=MwWAsRH= zZhr^nMkt|2oi9DUkkId=(rt(+t?cxdwL`Q68h7W$^Nsy5P)&_3 zP4x-s$^dOtJm+mR-kT1f*9{ugLn-!aI38;tACwyr95mAoImTL14Ne?SC}&1hs2c@Q zJn$R|wG-j-%b@Y`ozS@0R`P#a&%0{Ss9DwY(ij_8PCX52(8L=@CKq+w{VMuoxjqJN zJk!M_emc%SL?0w~0fQE8%|VO@-rxo_SivLu5-H>F$c<*8{nMt0k(F7;MSaUzJrjG} zD6rbIlRX$u+nMFY<~mt4qTw-cqxs~t)1s=-Zm1x=UY#Du;V-rZ@57Dbcre@A3jTJb zL$dCIoiM@NgnCnLWgXne>w!Bpt&1N0YFC3sY*p36g3-8(v0uj#*F*7efS$h!XzL>a z8sCJ*QMtW2G+Lp?#&z>sC-F0G!cPl3f5qz$Kh;IbqjADmf;*b3QB{v%VaI;oxW9<$ zP#K`uhdbo!qxj1L@}0QRU}fW4{&1E3J!l+F{alR2s7|%>nrz;5CQ2fk>hC%TA6g2? zG9kRCMhxFLB&i1Za5P>H&65x-NI=r@qVa#W>n44J#Tzt!8+t5w?=)33^yjbq@T(mMCe=zC zs^Gdjcvw%j?HS)ekv0YK}o^1>@k|I}MB9_I-!TBUoB&QZ2_>!bSe6hb%=R31~cK zG~!*XM%<&qddh4n6LS-3-TlLc6}zvg9)|~8ROFA9@9j>szdk87BEkb2PuYvJro02K zfU<=yR4uU{1hRf(4328Y|M0>1`?KyL#03jZ)jgr{Y5!>4mKuFN+M$6}zh9)#PSjI5 ziobsWFb+tX%>y^?Lx%fD;||>>fEr&xVfRf8@HYZL$5z z1^LkHQ?;NXY(bZ(rrS>q(FmV1U zdAVF~a2{eGkQgN_{yN6&nt-4kkn!ut>MXvLh4(H)KoCpilKAh^pi!h{hS%a^ulnMS zFGk}@CcaGe(Aw+0@Os+3=lh4mko8ML-eYknPob(g~^Xj=nfex(u&f(dSY2nkR z;;TD)Q8VBT1vDP!643ZP9Gr-!xmU&E#~#r`Rg`SnhJ$@%#FO~NT#eRQR%l045OGLR zkzc&%1f6*$@b7CF1gmt7OcMSs4QxmYjXd_?HlZGQcTpTrDxVve&k|26rJ6J4852oQi#jrqa`n|FaSt`-GEG?g#Wkpf-zfb3gbKL~ z;kVh7h>O})g9sO%hjmg_RYC+4mJg}!F3YrkfjpEiGvAf4Aals&J!+G^$j zl^GbhNh5&=1xQy zQ)uKGyNafsUxvnrF_LB?NqW#o(^Sgt?IejiUu%*{p)`cAZp}0^G~TzzFH$y4=k^RmBX214|0XiT%D##J-Pbsmd}DF;!41 zWm+oB4{L4|o#01(IxyPvNl7ZwGA2CXJ*p}bN>%MViRW1djg$QOLA}IRKdl?H@trF; z(4?xC0e&lZV_eGa-mLExJ^TA5GRvAwRYcVrO&c;QswE!gRhe*QQD&JCJY!maL=z#` za3hWTGG8fFv&Trij#zPtBH+eMv~O0>&pK$7CC}ooo(YD}J_wBJvgFls&{Vtr50MD9 zS$nAw5hBE!(1<3=8pO>7$mE@8##b4R^6F|n5t#xE6O8F3927g>PS3}U#cC`DDI6wp04VQkv1Ouc%WzgNHWwoA)s2%s2Q*r15u1Nvr4%aqT9X&5EK2!S zG}i7R#Mp!9^hC3wQkP?9Nyd-=IXaunEG+%jJWPLJ~V$lw2CNdEk^oj=^8d**E z5OFM9FNY_^xT7W^WjbfmFTXFW**L!Y2pcKSLh}cWLX$BHE)kk$NGi*_q`~}RHT{6rX)t@b0|}<^R`hO6K&K{p}^buuu2_H42*#tr|y&2 z;37P4Jq3{;Rn>`kC^TkYUQw-+RPP4(eJp6)Iz#0=RBVA3$Fz+^1ruCZT7;}=ih&eX z=j07Vr-*w&2Z;Q6ezZvr+^CesERjMt$x(-dQERE_1Y9PW;KsirtLJXhfQUnALO&A* z3mR6>nj|2F#>#&=#2$(jG^S-3QsAPEcOL>0nwMcn3nW;lij5MY>^R1=jLp}Uw?K4Y z`j$S6h$_R=KMiG*^P_;JY&WnhxrCr5ZVJ1I$lA8yQ0QYpyV-dq_`T(!6akF`O4Z&5Ymq}P7~eDuoG|vL7@VR* zFUg0e(o0U9$sES5t4E~Lc5{SQFP7Tc9u=yrTc9q5?&_+WZmjNXF01)ANO*|`G_6{h zM&Li{z6Nk(s3}0j`=;PTamQ2-ZXAf&i7bUOccH90yvdWOEV%hw^2Uime6!+;q-5rC zqt;s?+L=vJtI;FkowfiJLWZ$6Ju8`a`X^D(%0x)NT_n;*7v&0#tyhQGN@pLCw3K&W zerH7QJipL4h#>l022&ke9a)ykWy0CEYCfe$F5gnbfnu80*g>;QHr5;f0MH0PW4NUb zBg#99q%tHkuofdWlcJl9%0(J`MzMap;@z@FqiFa1P+zL(HUR-{oPPP8F?{D?qQpzD zKuS?6MM%ei&7S2IsHy2T?F`yXIXL21AwO+4KIq3@vJB6`dP732bibgijy=Q z=Tdeqp#r(bmYV7#sq9OqV=J_FxUs6bwRLEwElC372=Et1JH;XHU1^?y1MkbD z5fd=rl;NhE&}d#Ml1e*e7SWUJq4eK?=BsE_pQVg3QXh`S`0ILe#QT1Cnu^3Dg|vDOeryV8 zRBEC!qUkn-fy2idj<52qMt%!NCQ>0>nS|1p^9mp~NoBT*#x^%98zV7jr0GK^p-NF* z7tPuxd3L#}Q2gKK#7+_K&WO1JNWHR7l#5n-GN?14Tkm8Gfr&zN#{&a_nl2hAGS6!* zNWp#ChIUnS&p5vHMo^Z%a3jNI91&xp^<)g7GL#rwTo=%aZ$u8BNcp|mNhi1Yv z`3NDqooX#Ka`m=ptw4eo2XKh^!wMR+v>o(9f+aDKGf_a5?fdv@;{pUJeZt*3N!!?- zRaM8yiXclteZ2(oUB!}q?cO-=1`tAKz8Zsa8H%a~w(muntWnxYM@fWIL!^vuId>M_QoLVDFgAHTd2+&6G1KTLl%mv2HNikZD{)I{k=w)$n?^f z>KLU$L0s=|x#aOq>#wK=HAcMJ=#1l|ADv7bLt!D$l|?YmZ7y*VNZHXv737 z80bW7#KHC9Oh+ig+NsA7f*Pkfus=~~h608RW>JMa#(QpV8PPD$(zl8MY}3{E-; zSh{sx?7udAPo3AQbXHDqn1KFP`_MHnqUxAy9c+`la$OzN(Me^R(U2QwT_tkaw-lH% zdwfx)xT&=>#YzyXtqX@|WhE2nOiZ?;vFV%vCBQ6KMwxjHNC#5q0aOFe+ZG1m9eh$Q zEPy~|ZYAp(Gzyk*rarijM*GI!vvxx~NX7A-2Z~$O0inZA(4{$5b-xuV(!5H4h6OX^D0|H#rJvg4Ya;SYZE3?5T$W95VlJ!aOz`bZ)+o;# zG!m93&``=AoM~B#Bu0S7rM^0K`$PrXwi`uZ(BV`4l(a6eBEdvidRhyP?FZs!zK!-D zO|tf=8w6Q%*rUo!2*y&ay%Mcsp@7CWp^?Wtf$N|ysa&>qh+5}mY}Oe{iHfldxpCHc zk%}I>Q7x0OMS_YBbqSi@ox1X2T5sW8K}l{$qvA%d_&-)}I8!(1)NV){&Xk#kDSgO* zfjMV3t61sC?d*O;MP?J+DbL!me5JakiaMDPa}J>ieRQO`blgaVXth&Cc`Muq{Z^A0 z4vD)kJ#@1#X17C%kl7N@h@qN2ufxlBwI3>_*$@`%q$ggKy~fg4T;Z6fJ({XgFN8K6 zp=W;HRQ95Yhenv9Al030TNW9VFV>J(b|at>YK!5nhi8R3g+?fXBoJkQUyb8Mh)w{7 zy1|NQg&Sq6G+xDwO7Z55QLP9~5()LxSjSk@y)AX=VeGq9p)n96h$m^VVAgCDwaDNi zAUiD(f=LTXrBc^eU7Aw1!)SD-Za@%S6Cxw5TC%X}mIRf()HgYe+dw2t7tNdAB@>y~ zkq8A26PL^4&5b(HByBWRXt0453mG&*^bsQk9);K?fj-JgOf)1)vz0_u3u?uv?L1Yg z6i@Xz)W>;Hy0f6B>0BZblVFSJtW(U09;&Np!-A7sv-d=ZpfmMdKpd$}!eXVi(49K< z>)y7?Y9K_}8!}5fC5%)+mW4ViK`|1cQI+S;fE4c4qmXmcct+1qYXHkc!;PG$8HY8^ zVz$}J;$DtH#1-ozVTS=sAcYvrGy+i%%4UK==QpDjXN+~wXu+~lF;4Qd%F?A$Wud96 zQjDRG?Vv#cRc3GI2sGw6S z0Yx>m0RdNJU<2coV=ONtMEpB%4#L zxtCT0GvTmOHBIWU0#B)%?!Xj{j3qNgx5B)eLSx)LQfH*OmWKW(ZX@?*s?yX3KEMJ{r(9e+I#Y#4Tx+TdSCDm@ zY~H+zL4SHWuzE2CVI88FsEabSY^=bOaNtI!r`|x)99cmlw%Tqhbg#f&l{yXs9$BRS z*2T$6%?5t~QLyZ2s>&Mn#z;z&&x+ET`J*t7qfs3oJt>2F*aUK$x0NFzKBqi?=6c1E zke$%3x=o?6ER}7Mt94gsEM-8WJNJ55HoXE+s67=zN_aF_eL4S3z<;ni8l72s&Yla!A4(ZZ8T0qQE8RbV8}d;@q`I=ctHBN zlt0^=YOYw*{el6Fu|5%M(4v?IG&Y8YIwsW>Q^#e(#I| zq0GI^moPb3Z?GiT1=bP-H_j>=>yl8V#d(DrP^D`VRS_`-AVgV~*~Wqgu;hO>ugrC) zDTQDRaX{z&M!Zxf09+r;^g9sIZGIDpI!c+fo4Y~3V||ygUu{crHdlsdwIq7vPh06# z7Gmv=LV|-kRxbuHzdmdb4V?w;@_=fi>~VEqsddUA$6^C^Xgr7#b*OREqnglMCQ5P1 zT8p3N)fg@bCX^^sDbGY8N6U>|^h797-5G=PQg{K1L0Vdi5+0&|q);fikxCeEECa<< zvCcZsgsX5xnX~;A^>HXVt|9L8^@xtlR*T-1y(4Ya`may#!z5P^G+5l;!UUq zsk7Tuz#=+RsMKaG;Q@`#p9KTHpm7o5kZ~-S*btCV`Y90-I!c&|SgOpN)YC)YtfMK6 zKmkJ@QE(v?RY0S&33%4#HDo~Q>U1H^C2dA7LJpZDGikdbPv8L?Jl}}W#_2*##yFL_ z^A+@?GcQNg9WV|D5u0wTK0*_3G=3dwL8V)Rba5(H(WqD-`i)3v6Nx)$Y-%{bLo1gW zjY_A@OrjrQ!R_uY7+*qhfdUTIF~U@?j}H>)v!c$ve2(Q9J1Ce^ybv=+4+)>0W24^;`K;?nd@jTCn0H0{*JO{6{x zv9lV27pFP;>W*&O8R@#YxuPev^OaUvbK68T(F(}x)||z8({{iAJ-nuI6K!@Nkpc{9 zU1b6JGD*^6ZL1(F`w#S2UG=OPP!V3Y!(5cE9tV;7OzLY$2}8EJ%J?KNY!?sYT6v8kDdlikiIouyAsZ4`eVpA!FsFta0cWO{4{exFs zO4Bl+u{Ip*&^#i>n`s>-#*vB?NkUePUGPcPH1(#==}Dju7+D`M2c;G_E;n5($#sZN z9h-tQXRxpCY6qu|g0O_!_%Su0<16J?6EiTUeNHQ76Pk9&zHE;OaEC4VFM0iqpuHys z1`zX*0ANi)rJgDry1tlPxUJD#U$2#XJ}zO3gX2BHq(Wo6Hr&*8H~Ao`4E4s%LB(n` zHd{JMm)4o0z{;9CqKwxrohBJPl4+K#Phmu}CaqMVUqgc?X)=W=<~2}g+6t2>eZ~~t zKpnn`&ci!Sb&#Yz234uT3XR=DOF$z~@hlUoz0%bo1Jx+Xq=hh=V_HOI{+z@FVk4mj z*79CtXIr~SR4UuWrH~!a_}udX`hQJPZP>uTqhLYW>AT;Z1iZ6mf$ti8!!}e*n>IIb^_HK z0z<>TP8A+yjjB1T##Pz)%s50i@=hNrL{cH@^ev^G1dmz07Hqb}2pT6qj+@qc9O^GvHGx6}+qX zQ!fNI$;S}9s(($Z`3&ZewO$cHB1cnXmj-UEcQQ?v+G)wv9!#2qRBOa3G>R#4h8h~s ziF7I{YG{%Quaj_}BOsmD+OR_-D7Vb>r*%VoD3wfibjYPhjDCy~t|*(yzE;TDDjKbM z)7w=8Lo0HqB1o5h85Px2d$>$Ol~1E$@I>ngP#Ob<_^j+u9rcnJqX%f>?tB5t%q*ug zZ;!2oekoozYjwacgNa@*MwSR@$^;RHdKn4NT;7Y)>g#-Mh~$?|568@11jO1Q-mcx4 zxgBq^4X`mL1*2Z@ydu?#YVfGmOQOtZAVbmflrAu>F z5M*M6_I!<5kO|3@{=t}6ic#l;Qh+FJlGN17liFd{)Gew5E)&!Bc4M8tK_*#Zy1POC z3>8gM4Q0HOV3R5pnnPif;zMCF!Dpq2sa#F^XFb{uB{rk7|57W?%`3IFvY#DmHG`R4 z!D#fzQD3WZjZ^x@rb??M6b#=JaNs%c`toH}*_sWg5cKEi{@5d=LsF5V+6Uc~2;w37J1n zYg17)K!dWo`J`RINR>*&W;VcNO_H5zn7@QfU`$PxnhsAMojHFgSM)`>Q$@IBb$QjS ztQ9(>8^f(T;RqLAD-Mf!Jzrcj5r4$mJv|^z2&$rTg+`jh5j-naTY^iuibeu9Eb4l3 zHo|cNvjeMD8+4e3thioX0&*fLlwXK!is}HQt~P~`ZfsXutt&Lbw1;<+{)}2aRjSVL z7>+z|HcJ+a^u~S?QukY1vc`3RCMMwm86Z+_z1E0(IjgDPhYj?N>3YQ1jUTBisH6$t z${*3ut`2~%$cacry3{KD&Nqg(6tIrd^FY#3WFe+od|{!)R0!l5t%SVUK{Ql@D%DZR;6ApS9)v!W% zk_g!|t^f(8?I5)S{8!j^iFLYH&x(Yt(YsL?EHQ%~aJdwO5!-ANO?XC>DdW&+5+#j# z0R!z5;rmpPsl=mRgrjbR90c5vIn))B_Ot|rw5eVxXkjyj)RiTqia{*C852I|a~}^$ zyxwlC*Sij6AjYdQZ-$r;x<@2|q}Z%o+^SxQCq2UoC>WD)TI)IC;iA5S5MAP}vjYXx?d`=;rT;=~jG@@fI7WwJrjW^0MigI%zs7p)?a*=|Hu0Bfw=i_iKS5 z3oJBL^=M@dH4?aeBRBc05V?mV5&Gy)74<-<)-JTN33#33iu9O_e)k7~eq-(^B-EMv zx;7ivyeP zg2s4a@-`ryif5UCUK-H20j};GS~t|z2o+6#p;SFi{okN5%XJSHD!kP5fJX1o<2|)} zXlC0~QLQY(WO6ar)oq!hHl+A+?hV+;*S2tnGQ*nWP>n{V0LLxxtvEQ>xi@j2zAc!t zepwu#^-fNlRNAI3Q9_{vUBM9$g+Rg4RdaP|9&gfhlt!8*GuP(~!Qho=jp;OLu2it} zJ+=`E?Lp(*Ie9c>AhsZs%IOsj4FHT0CW3SH>o29$$i4=^d_Cgcmib*ZP5EX|XL(uS33rXUPPB!YB} zrVcBtZi5cqmz6m)N~p3MjXi*1lnqN<{;Dz7xF2woa=C62-z017_;^FVYW$|%q6Y_r zB&&DZDBc7mDENWUuQK8x{a<&eEn#R8w!n301h79Eytx!U%HC%_&cm787FrJx5*)@W9=r=c!55<_>XO zmP;bMIf%-f_uV$2v8-!*NVxZ`_hK&^qc!pTAo~!;TN#O1_fd&sD5wH}O|&1!s;cU- zR^Q^vZiGZ~2#0ZzmJZS+4mnT#+_;)y3TRAB>b{%X6eWuLU=UcNsWQK6TWKt5wibmmeS!29kK)JmDbX8I<$v5guPNk||zh9!rj5z|nW!yv!3g#O4ZgTC}G3|6Ps z1!-{#@5%QjMCg(ZQX@_e|B}9AxX!&;?8OS7;~s!;z4TFBYnICHPK1}St^Hz{5Jq{-#2k8$$Lr9@ zXfuQ+P}qq&7*?A~^M|GG-wE9kXrc%7nZ^zZnWZ*#py`IP8!M+C?x3+;87RdBz9~pV95ed7iDSH-;|NO%7{7`pTW1c|!fV7h9 zxKYz*{W3v8IZ;hDU3RW7#Gt1JjZms8r2J|61nA;XGZq&?iX}-!zDz|ZK6869jnkw%pd>|0`z}@UMzkCAh1qQxs$mkcDWb22lAs!kLo&G-I zNvGQhRM9OdOy3i_V;MN|NZkU!mQ|VV@(RjOHXd4TY!wBmo^IS^l5F;Vk|Y(nF*oG% zD^(S5&_k#Q*Wu(18Yr@h+q!FBCLBDbius61$Fe!k5Y(EQ$vApm3lh-0T3eODUfd{@ z_4V>adezdck{##32krhWiAM%zBAP%dZZ zzSCKz2$Slj*g;d>;neG!p`lcbEfd}`B7`dYGNDPlCEpDNli?F+sxoUI+hkUi3F8tn zRPDINvTm!ZD3KYHhl)^G^Ad9GgHptkZE3v__$Q1py8VIgmk<}^qYiDQZMIQ0fkEy} z$TFJ~(|wxDJd5pkZ05Xr2xu~_-_ECA-_Zr_;*bb*1XEf0KVopi}@muK^C^xa%t8KBy?=a;xj*1qw*8-A~_eWbMI?pu37CndD{d zO^=fF*+!NjRcmT9`B_MZ+*vT`^*lqr{jfMeJSuEYS|n6To?((UgE?r-1*4`hwt95k znk-=PMXGA=joXW}U&eSrTRH7r!dip$6#3;k|BdlxJQ+qjv%^)r!Sw--dr@J-8U$(J z2LZ=sOHiJHqDr8m-`gluxYlK~sW=E*X&>t!)-Z^VM&EFZppba3XWaT|MBr`Ezej$G zbJ$6HFe$?l1gV94{ra_+CfBpz<5p7uT5Ge&^P~nR-ad5IumnLGGGFG!R$u4OjDW6D(Fl# z4=WNR$idK<3TTU(iB!&H!a{{lkRXQ>O7c=>9EdR?gAmvV66A0~^jJWdmkD&g39i&2 zK@O>_K4e)c(~Qxu7D0j>+H%Yik!S+f@u<5sX>AqiLM$v zsX>Aqiv%q-NRS{wf&>W?BuJ1TL4pJc@+ky|B?uDa7$nTa3lijLgom85AVH2qW?3BI z801Unfk$tZq4ZhA!E_Arxdlq;Fbpeu+f_!G7cz`KkggKIQY)L*& zGeqsF61Y2Lf>1H%vU;WgjX^%OM3}}r5kkZ;g{&TAhX`Y=haLBhP(&2)+qLd1141WE zWFoDy&@U#)=T=l&vq6akGvKC>v=kx81t z7>G1YnhAkCVKiHvV!i+7*OaNZ_1*|6BQ|coFCoy0n^##D&=}-1QzPRdRcM^ajLp(4 zVX?6v2Qwj+^4dm)HZS)J2ol2>Uk~DhGRiuf90_$;Boi~!Fi4QkDl~yPo@%qpED?$# znShpMiUL!S%QWktkxJHr&K?efG?&8Dh>~1=K9cQ5Er`%ml*x)Q`Fe;TnM$eNsU|~0!G7%=0yIgN>H(8X z%7DfopTtD$yDdsUGgMf_3Tw)QQ=-QR(zFy0N^x!RsM2T?g_d^v7EJK&7{MNP2_+LL zvMgWLp%lbunq{J$14p?!Bh(F1UIx1{$R|-sNuQ?3=ZrImEW$n~geg2~$0eF2JcTCo z*nhCh)B~0+vyKot-T5ORjO!2yrd++6QjYV63Xvj4nenV;ngS;R3@3RNhQ$Q=6cWX& z-WNi+m^1L3xH}PGcG$BH&pSb`WR@EdY>jpkP{Y~tQH7Tk?@2mLKJZg9fdg9`ry`4iln#yVYc9s za7B)DirZ==S%by)?URHv2=u!rrg^TQD5dAKfgnaY?;IP1a~W$luM9<1K|TjJ@}vii zLeZkqKzZx|BAbJ2lgYU<6w^jk_oOm(BNu|JsXv)}>u(Zs?v<5{E5f80>0AP6jZjNqCT#DIb>FrHKHQLqv|%wGtbH#%*y1UdX61T6a(8r zEHaaooVL_rm`%vsxe`58Mb&o8s7F+BH}MWr#n4l&Dd*2&tYMHh@tUEKwZ4_<_LsnP z4o2AYjc63TXjFP3ArnP!Q~P0g#uYbmQ@r$DLDS(ZlA1vy$SZAh%ZJRMvDSxWY~~Mg zrC7Gm$YrXiu=badhoY*o4jR*{zQO)WVwxmi)*{XyLMl#>x1n)k_XxzN+e?%vVU#Ak zO&a(WXk5WF0!@`5tTe=02b?4#0gBUXOhtW%dMpEb5mBBe4Qr=~fOOWlq2Q$J|fc)PDQ#5`zgqqMD6N!+?^obaAVv3Gc=xM zJnd#uzZ8zMo^m8an22M9I7^*l22$k`gi@hN3Z=ECN);-Iet^OkCV!{(*^X~`|64F@J zk&(;bQVsGpHw`4ZP_NMoWVvvL31W)gc$O}=kQ@apCQ$Iya$zVGy^I~{L$+#pf| zePnr0?fHq)FJt6t4izC<+Ydq1-}-Gl%2OXsfQ2X;G?p4+3decn2lgp&Tk9i7X*q9& zB&oFYJyD;^x_K#sa|r7^b{Sl%LEa>=ua(`?D62?qG^L<%qBs)GmZ{j{o#Cu1q0ULP zYbTiCyEzzLxPa#JZuP8CM}txWiLl9TkjD-2KAy=XIGBLE?dRi(MdL&Yf_=S~OsdlA z(I`qQ3C~b^Xr@TCanh(qN;!u_)dr1u>DNvnJdx$xFfL>Ecz|S9qXk4VFGE|LAa6vY zq8H|6RwG?rt2l`Y#`02bnJ$e4&zD@;jp`Z1zd4if4k-bs?r||I%W01u9mi^m(=3^4 zl&BBN6SeylBV`&66as`uf9%AD86(MSkSXF;h@(=`r8Z;w3aKF1WLDF>Dxs*CK{uMb%;y^! z4%0MIK+KdSB|IYxlU(NW9TYb(Qtcri^Sd6fLV!aNEyUFcWS=F5&n6}kh{(f|8(8qn zI#{R_wFMe+g;tDaRc12Y6gu;2seL|a$@6C~$44!MusP#St4+Dzbqb}`@Yk#xA<_Ny;5FP&$M=Pu(YbA%s9_8D7N2RmOv<^lW|2xH1(R)D5XyE zNU|M`h%jqkl3CfKsSZr|4~#Rch!JTYjyBQ^t0AV)=pq*8lR~qA+WtdqRwfMdyfkkU zG4*A$f$^YnSvJIvzz=26h}?~nRQf$QW|f2}3?fQhcK%>m zGZTs1zd#bu0ZPJuOR=$J55-Cgj2VM?yazsA_mr--#8^>XiQ-h_n*{IZ+TE;dI%UD} z1oBq3@`z@ow$_lsS*BkAIW$J8pIeI52Vv@LC{3$!q?o@bu{JIQaXd0%j z(FmEZEk93{@hP~ucs6(TB~#jLY`9$)a)d1vkEqBO0tu%Uvy0gOlh3}J-Cv-3I<3a%Taqwyq%Qu+;=Dgw=MnI@2kjVN!Z zFyac)%0P=(jKmIID%h5$`Y?j%-g@IS11}~RvpPhGi0c-IT$&C^UF@CBIC92*b|W}P>X27qylH!2e7u1Ks2*hKlb$Wq<5X4*AUyG%RD?S4mTUxcG^HI*V&x@>0P z6YFSpqcK~oM^Mq$CQ8po~ z^XMWen{+*{KK^tNtGDK5(+G=OG!Cl}{15UrG%5lEFNz``>B4o0E0t0E7Pr=KpoEEf zqA&4a%OMi3Y|m`!mjaTsl*_K+s8nKe(@d`CMtD8w{+|mI(WBhu8mRm7pT-gD7!91N zj)HX-DH}kHW2y7~xHM=?p-OUA)o$F0E~gSnOhv{;Q~xg-G|r^Ln^Ns%#*?N)0JW<8 z1OdzwGwgaGhaDB<^+H5y>S=Yzf9`g3Zv7$Kz!-B#JhOPip0kH4eNd51+A5Pr;FIk3 z1tv3TwZ-qUT9<@}s6t}~E+tEPQNo;yNTE?9oUrEeXEiRA{+h74!r`oXCX@`IlMXmx zBjA69#`3P#*_D1S)zOeBy4P_-`1WL$G_EBoD|K{1gH_=v+=SZ+~;?8V`( z7D5-U*Bevrbjl;>#NX@XL9=uTzM)o{r+PDm_)dTvDKwg!9;#~HOc|2ql~Pp|vAPaY zjJduY>XYm9fC^#o32f!paH!j%URfEAO1GstH$2uS4kZs&tsGO5m$Fo6k|K2OJ_m|t zBCXX=h>m1Q3VrJQd^w}ms_)_TmcuxpG02P2Shqk_#+D5=CtqzvXdn&~mVxnF7Fd2^VM zz>Ps(j>f$1H9=`zdruyA>$U`~y)(vE2K^53L_nA_O_!~?hl)P(Zu>T6nb}IJSu$If zgr_hCT}>4;x->c{{WlMeKy$=EV-^hPq4e6*aK)({%v(i!Q1=9xaixe+3YEb;eV*D! zQeOSmc@OF{H|>Q5`4hlGRgfWY6>q^={1$A z-7Hquo#b+D^c)n<#Q#K;C&n}*_O6I=2b&4Yllq8&It>Y_ewm`>So@c%GU0+le}GBD zXUZrn1%t}4%sXC4B%1n8wOG$e9au4xb^4AvX`X9MpR$0)ATJi0SI?FmD0^^uqEvAk zBv5YwBjaLCTc(N7YT*QudRppcUS=zMnajC`(X1-hPX^ZgalDLCHZxNk2TZA`Fa?9e z&VbeVLG_!^2gPn0j;Tf-q#adD^%tnjo*P%8QQ4J>aa&^oAOWI5_Cxth)q8b4zsPW- zi%cROvyeX?$z61c;%cIG+olI!86^}sXuLwCRzoA3Vo06CaLsns~V%cGJ2%~ z)%s0L+9~KmMN!J)BZyE!X0l8$jTxUhQ?aQ^1ply1cp5`Hj_25*5#TAG6}Nt`^5?13 znDZ=&DQS{a%@;{M2knD8V-($YTia<(bs|%%S|GtzQjUTI*)9?I__0G{?Vf;!iQ8wA zf}^v)6d9@tu>tI|W&7o;^9?7qf)_N^I9?C^7H>ugOJJzDQVJ6WdE?NWN7QC-qYYE_ zmd`Pyx+xVE4j!7O8H6$9PknFQRR{d5=F6Zq8ol(snL?xbMr_)3TA8nElNTVu670qx zudo{-5gI#d@u61RAS_UK%U`Fl!i0EfeqGc8xaq3hm~OWU#vwR}u~ zKJ1Q@DpMMAFVu8$uYOk)(=?zl$ZKTQbkmOHLroM)*%N+$)V^F*2(0(?l`=|a#x&hd zvc~7Zp^AAGjkC<&2>IM=(HN!vTTw0#?6|VN4Dl}qb(^$DeBZaC;=t7m4r_RbW)A_EnK_gh07LEQ##FN}5 zMLlyD_i*^4e2k(KS&@r8I*sKn0wlel*H8=mGC( zZ2UG=l`Y+knOr8TjjL#Gs8N}f<@$s?#AZGksmKy_Vn73*1ja0CG}ls&3tF5J^m-WeB9YM$Y$%pbCn^AV%CGe8`AR6r`YLiZI8VHPcarO#KSV$n;Ir zw8m>BAaX+EK5H6$w+ZEVri@attpjb4AibNM=Vk5nBz5sRqL4qP3^ADIy$+2eUDw=E z-DBOe(f_}_Yujxb*P;eJA0m*-dmvKi>w!rk?==a1$KXWJ@1MO$QKBqcnYxn}C*A9* zb)?u1xU}zU$5Q$ePYqq+H2h z?0w2%O>-itSrQgK8Al9gKv>mX?&U3T{?gRG*!9M#eqn$nLy;X(X-$lG1V>F$#w zm@>I)a-64k6Pb;Sr`QP6T~ zX@yjr_D$wz7-xg*D4piVf~rL3N)}v!jm@$JT_83@duX zU#7_|s|Px)$J5$vB+`|i3m-6u(9TH$9ZKI8P9rqku4=3vn(%Ae)MI5G4fH%_e%zCQ%;0RPO+7OY-1Ys*mTmMn|xuO!s3qP|L&$V zgtOm9D1H6lo;(JlayO^xKP84!%2#W<>D*;k@WJsiHg+2NG!8?@^$uj^hVK|{Xig1c z(VV^n8}Eq1LC?yjg*1NfkJ%_hUoUslo9YU*H#$*1LK?AJaz3(ki`AC%TH@LP_E@wk z=VVZ_sm|83WEAgS<;up8I@_@^`BwTyH!s0xdpdI?4&&K04w9bDa>}P-N3e3r-n6CM zpbeqZL?YW;1IhgLQj`!S*{V*erXA)vDa`2K@k9mMbqpCOfz?uv-MloSAu8Kgv+)Jo zRC9ofm5p)f*+X(?%^Bra>MucT)JwNH*l4Q4X5#j$=ZIVqJ%OZ<#^38I>X79X?5Z-J zWg{rE>@zh(VdEKPz~e-H3-=IeQQoR;iqXKpD4n_o%-dMD-jE;oeg6U8rs>_IavKk)1$6A|8uzNIH>l*&tWmY=%4(^ejNhkl1KToay{^ zcZ9_^Om-xJWAi{sVE&zzqK>#_<2>P*Z6lVTc2$gd`%u}`AEePssCOoZz+G-sG|+px zTKzFzb=SY&*R4FU@;~F}JXNwwWqh`c!`dd-x^O&itlq{8R&Hy1>z}pQ`v^7?PqD1( zHItY8K)XM$W|(IGSPk#54=Z(YQ+QBjGYqW;3^B=~DPqlay;dELHwn6Fv1Wqo>+XRe zL~AP}JO$VFXf3$+x8bTken6~deaB@?p+3q4Jo5mP4xt3BxoO?_vYXWWIcPbdB)GFZ9RswCeZ|1^9R^&9B z@D59Tw(;OUH&x<;OGWjI1-fnFaNkkz5xba_!T2#qPsZ`G*hX8sknZ*Hl=ew+U)~8t zBiTDhLrH}hqY1JcLg}}^$DJFPlA8HN$n1ni1;-?`vBqlfDCOpvg3s~`Y71m3$=`OC zS;zR4z!9>F`Ix^6bCraSH)%)A+VPXY2tM}LtJS40chET$$~KaKlLr0B!^HbTEm z_F(wmIbD%LZqg_%L>t8~p@_2HvRo?TbMRO2<6Jy@*+_$%aBLf~iM6@!Rbm)lo*Dri z4`s|?^Q%>l+2T#2VmZ%VsJHinEUt3(VkjhPHa|o)@>j4?K;wgRr;JZJUM`aHN@u&> zEXh#L9DAzH-Y*_tLCh=zNA`+*%2c-}HjX!)aX8dE4M*kwKB(fA-&!r36E~sZGWh=s z{$5l4{oi_aNI1qJ2M-*nT`2k zA=?K<^@aS~AJ)mxhTB6KUjb)S{5m?%I=X6|42;o7Y#groj&;N|RyERl9%7a>?Bj-w zD%(aMeYTBs+jtPFs_oq2>86MwIkCd{3cyk|m>oklvI@T_F1#GOxGp-iujdO7DV-|g zLSbYgPQRI`LRwVj(T<$l5e{134{c)`>`|wl;JHG^*D#K0h63gHTCZ5>54I302=MR4 zGl-4ORLlVz^Gwx7gd3&Eq%GxVwJV{p3gb~;v}qv|cl2;zHZs0K?AZIXL!!05&c2*J z+CnHLv2h>h35-+KY}9i>(`+2!)>+%-_SL!YK{O7Jt+9}rQ#FjQ59Ly;s&cxo*&y}t z5QhNo?s%$N8*M626>C~E8;5sU`MEmXYlhPDCcHap#uJ8BgBgDS8x5H!3F*;|H54DP z@g$wjSx~X5H>l3lGlfvb$hI*~VR>EXc_`z&+GCVV4&JW6vTbC1{lJlYNU~?j#4Q^> z@(js%Vrd+z3n(zmgltr2x~kwHI@Lo*RcJqiWtdR8S$0^g()=da1KTKBkB#vs1ddAk zB=H}&6}|2wRS6+&sse(I^GKnX1H9@^srnQ+qDQA%0q#pGHO`vHq7O&bSSrnIWc&fH zs&vtLPf_583?Dm&XK0XiQa5tZKyJjX0;}lB{JmzW<5F;J&?1o7HSd}MuvbbRd`KmE zrkC*t7)R&OANS*F5=nO&qMz2U^SuoQH<~RQW1eADG0w_2SXL9SGPBW{vg_@5MYmL( zRAu}Lk)v!~5wQ6&9-Cm?#n@^+fRMMOQGO(zi&HxUmw$vYk68mwn&2)=;P`q(x2*%r zV0=+D(s~zvoQ)^rObF95@N0#{KZPt*6(@_m-`Y7Bi&C9hI?RPM+-=HWq%ES)r7V@!#=7nx<`n&q z_M|Ekv$}wB!`g(ma!_g>s%J0|IzBtmE*s*bQ%6*8=h}&K(-^wu?A-8PM*b_+MA=EM zVK5lzx_+7pQp>|+C|xiwzcSMle5axtLfM5%94t9l=xcCj$Y7j)LMeM5jykxY%}P|l zPx0zq+NIMi`-NqBXNd;_(~-eA{Y1)AejpGfiuLP*i{z^s6RJjorZ&%#wGkPN&*k~- zf|6GXdDXPNs=H@o*)lR1pC6W%1;gK_I5_`Z+|9u@Y#AAhU&h8$8=;+lVdV@4GqLvh0mgYg^DR2Gtjh#3q9gTY`h7z_r3!C){L h3qb{5W(K>hazu{Lz|BGk~H z`KU`0TY^W|t5-_{8I1-TY_P!w8*H$_1{>@@VDDB7;m_W!>`t**8*~u;tcK82r(k{~ zv=#>ABDCmoVGxP~;ZIKyiaG=nB5^OJ(9yEXg*j>A!!DQR_lXBLI$WA0l+YaJ>SPA~ z+(&5N5txLKaZ@=av)jAXnDOj36MY8h~!}B3aX7aDf4el{LU_8X8sD@;V zut(>p%aob?15!z|VWvWc%;bLDN~X-t9?=E(f#YJCN~6;~!I7Cf_G4SF%53R4*#wo% zUK>GcT)Kqjate~o=T;KlTW{R zzRcuaUdRllE#s;=b)|+RhEsa5bz7OqFGf}?XE83`K>~#EC6+Yic{0NcfL57_CNn+~ zIFTc{SX$bqgULi?ef)Eevx7)v7d?P6a-Vn=JCB*094qP4z_?T}xy+b2 zV~sC=2k-|UWPyR({!C{6Y`9_D2be4=3hWn421Az_5pk6UMx%pqb1d9DQ%odlqh~`a zMsn>>e)}~L0JH7XO;)vC8h^7DgE0_hj{%P}>rSId$HAb;RthGQnJ*hYjpc?msK8EE z&CKq(0WJ>=H8+*j%rC^=PVNJYUm|$NS(@&%Hr_OO?EPfP^-Mq;6wR?H-**p&Rs+{| znq20#sk|DP)*aL~v>n9S;+jh94rpM;c)O-E87!|=c|$ppgL?)aVVRfT#9Oa6z4n4V zo5_6^tLh zlAo40EHdEyU*FKi*sPOIl{eF~;4-a#-wej)kO&;jl{W1h!J}8bHWdmhHv0rUQhG_+ zaDuPPsqHj*6=E`&Bo3uh`bBJ+$yR2YbLjxl>p>0}cvqz+Gub+AbN9_5dd=m4aX>I` zZSCKb=krLp)+KK7fE)gGnZfFRmjphRxcLQcq*?Xau58mxAZ{FfHqd6bebp%TmE3Gmyz_j-iU%zi%CTmQcx9$@E9 zU2%2mLh8obWVecO2Kop3b)_<(4lBZ4slgq&U8ZXnIa7~TRBkt zgR-#stRt#vTYP3Pg~gyLpUSO)!mM_H@SMR@8re(!Z>{DM;QYmOZhTJJXfXM!m*lh%v~gw- z&%&H_i@eVKvfr3wG^uV9QmUQPggLBaU{wK>pSBTBQ*uV_Ujc=9R%Z$KMmX0 zjqC>xutx}{;PXHp={&uCuVJw$qhXH_gdiA~q_x$)Kh;?(V_;$GL2fGcCk{==x2s}9 z7G?0qYFsFqiv5XglSl1H!H|8el!7L(l&mzqV^j znFkSan~+1w5L*xn8nmQLAVTgbSY5#(*7k`=m$jle6FqPZe6SjA`9!3_(B;iYPq9*3gOv zExZ&k!EEcalO-O2a5B&+GLwJfq(``>;(mpbfrc3S!ag~t;S`*r$`pc3g~g{@ zniEojegffPa!_Ta_>MS*ees^SNCrC*=V9x1%KK;br)U5`4!X>w_Hrpc0JyviPVgv{ zgFMb%7AHiLHWB`)1N+0J%S?v`S5_1zb!{$~nJmP+{iF+{EP=_Ana+%|1Uge@x-vL3 zab%_|)8Vs*%s04nWfXDq1n<`DCbEOqATw~9R4X$P9Al9ZnK_KatC{Y=z>#e#kr@My zY&9}t!g}H;ks19p$&3!4)mI`j@HiSCfA$5Ysd-9drU0{pHLqWpDZ*y=8f2yb6A9H7 zYF38RH1)eOp%R&)tc)6&fx%cviOiHb11jOZXE5OIq^m||$`Zl`RHkp4De18QQg+`m zQ#=Za7cLh4Mx~xw70e^Q5mF;FW#sG$7WFSP<+;mSq_pZCoKfFc%3h`L)5q!_tbOlb ziaeCvj;GyVH-v5b2V<1a9Zn`c@A13S*8PL2Uep?IYERnr+@~}Iw=h?g%+!S?<88=( zp>4+j<=38r3_R-XmA#<3$FYoDRWg&=rg+*W{vxS?pHCK*6I zlcL#pB`7tjUZ~OE@RFyWFCDr)&P;QwVQ06vYBfeD)Pk^bu{4dAb{_3ts?W4+mU$4D;NqbQ^A}R{K$LuD$a+s&YNoCsJ-9AtL z++7R2rK*<>34i`pSx>9EO)Rm(X1_UFj6bMsWnbz(Qal8?sZADDxB0)S7xUR8Hp-yTWpjEt&;93ttd1xY<-9=%`yvK|eNgl59I5IIJIXYsET7*51 zI5KOfSbvRPM(JHj=Vl)OE8=>BCR}2^ssql$I=KmhpfQKojm$LcN23j;G31a`g^8kg zM3T{xOWy66ixs4DYc9FDDMsdTS%FhV4!^kAbvJwV`P+AX!EtKw7E9)`c<~hBa^t{r zOnb*w@MB7i{<(Q{#-7m6{}!A8cdp0|wkS$bB&N&bJC!TX>ePa!aGdc`wcxWnej#h4 z*l|d*G~L-K;&nP#T7|*B=@vpI^A~llWpYZrcMhC%PMc8cjhWm(_8zW_=USayUr#h| zP)px_Mm$>$_HlkzZJ?7Iz2!=26p7R=jf$V2w=IE<+|r~!q=WHH2Jh(B%%QOmAL)UE z>9+ii5)o5tsJCRcOf~mZt`v%6DE{IoR)I&(hhtdBbhKe~U~#f-YC><%{LqKpT0_4z jQIgzTr%=0p@_*bPY#41nQ-NuT00000NkvXXu0mjfwpB)b literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/686ba064-f451-4a2d-b691-320dc2bc08b9.png b/docs/handson-cnn-tf/img/686ba064-f451-4a2d-b691-320dc2bc08b9.png new file mode 100644 index 0000000000000000000000000000000000000000..63db15ff54d38ef7ad3cc60295292e969127aa29 GIT binary patch literal 48585 zcmdR#^;aA3^Y(Fv;0{5HL$MYp5Ttm~;sl3cEfS=-JCp#$t+>0D;99I$@j{CQm*N`8 z!~667E1q9=&)IV}XZOxMGp}pr+88YjB|SBMZW*cn+m+xcVGyI9|Ue;L7~_ zO6l8v0CAxIW7&d<9(%50LD+A@Z8|yht}M^_mcNTuB$|?EgJl0-9HxGJ6}hrP4a!^b zsf7$(Sf8D3yUzwn1_g!&h^SxOfzGfyP123uFZL|tUL(7E@1~l*R%I&GdI#>A{@DZ^ zk1JXKZr#uRQU*u}u(+j@o(Oo+^Lg{~!|4ja%awiYW zkVGHFvI-EfhDj@xtmLv9U*hN0oX%vJ>(@p@8LXh@RE#DYTLx)|YPub{;ydFPb4Ax` zgG!Q9S<bgPc)dWeEv2~>D79(NPn0q5=a7V`t01^BEV-PSI%~m?nA@F z(NOO^@gM}prgYvn|G;g(>!5EH;D&A+j^nDSZ(+u{F1UMB2iq!KLo!61|(OvXZr8sz_(ek9p zj-<;iJdA(TE3XYcFSDeeq?8psUbyW=4EqRq0~e#0|LNqv`}27u6&ndZ)#U$YoIcLT zlTJ~!_q8-PnP-9Hge?f;DZ0y|A#Lh!Q!vp(6F)hElHJfZz_4%Sjxyua&Lu$e`JrPFn|OuL0+)8n6qDq?>pC zemlUE^ytw3h9Tcl)IqOY&yu3dMBK32kiD8x{3kr$QXE+ZQ7x<7@QgDjZ6@o!Jq>MX zAN+nq;Cl&@&9mgB3i!;UaidK!E_fhYOOM%C_HFlagI-$eQ!x=~ym?~*xb#y1svE@BuNm!+;m+OYA*CYJ6qJ+`Wg9(omCEQEKxC8kio1>zffhwMWC}+uJ!DU=n))51}lE;$W8tYAG!^1?)!+s z1}ZCh85w>nX#0k%FC5CS1<);|6#edgKTCLPz3${|mTs^=%c@*pDgr7NGWSU zXt{jDJ`Myv?k}Z3lQb*vgW^1DguNTPw>u8eP=uKIlE6Y{Gaqx&z%55))PQVw`@0;4 z#lR}7x-<5Ri_xuODKRU92o;}4n-QTx?P=O^TGK7?+gZn1?xbQW%ejo+Q|&2#I~|3I zvG|2e3+*)5Uq0%F$VI{)E+2P&%Kalu?+n{ZkXI6@b5SB6@T-77J``(}q?}k5V-$T| zma!eOlZv6y*N6tx=Qr}Q_Ot%&pj>-(wsCGP) zz7c*F^q~!hB}(HdlLpfoS+l9ge3|@OGu}IjJWVTH4-2$3whJ?0|Fumz%))FSZX7f3 zDAgEOUH+2oLrNbp%BaE^}`^ zR7g{z8lIPOOH?mCCX6K}p>6=!@utfTq!p+1S zA+WS?BEC_B+0Wny@8{a!|5W{QhZcf;9%X1a>#1_bq@6KKr|*+STt=(pEjCdwqHr=8 zA*z*b`EFn;GCpxA2eH8bh*&KV+pN!VEin}7SJv2Y#5J;hS!MEhP$DgkbvUwcfw+i= zsr_*KfWcJhX^HRYwm&kec;Y3rZ0`qOv9H`0h*hx!?6ru#CFRTVMPtm#r~@|nVE>4< z)?hI}ZtJm#z$!w11%0++!VQtbui38^UYUeSVD@fvb&X1pRo=^qKp^mT$Y71_L-=EUrRx3l7it_1Xmss}?f|l$S340rsm+*}0 z_dHs1f}^y5_Sl0_dGzJIc`2#d6A%p@cYp-_ipf-P15(0txprYo8a1jqwv#px?}3)y zMByJg0?_}(4)CxD^3`~{<<%CW)VvL|f{f$hjAYO2&a1ffZ5xg=pHMvLGAM21ybd_F z?D6hHkUT>F{0zd8)YZzt;NP*)cjcnF91_LP%S}gXZ29*^Vih)w zT3r_~O+%ztL42blOg5GZkD5U)*&@Tj-sJbG>9EXkH2%uPZMmfV`tas6jegxgSEh%Y zh^$p2IIvokU|rTRrJk0LG(Zd(gE=kfi0`>w;YYNq4U5|u;g zwlRG8`OjKHTHwnjqsON?XR*APtbCvN(Za4Ucaj)mVV;^%joYd`v zlURFoAjk<~Ig+;gNv^iucPO>R50;@wNu>ven(hFG^d(T)%KJ_=hEM;RM)vXOlGwdx z3gA_m#7-nNZ?Y*Js2COe{>?~peam0XKNwlyKWC}H9HpUblPjK9;N8ooEE59$^DBsU zCW`c5*x=@GQh`O5%`KzBx+PA5K^|;AW6z>m=6?|aU0dyiCpziyrc1%LZw*7%gN(WE z(xe%fGXk`AN>~1f8Q3beiGChgIvo!gkBgucj}OygFI0(?U>nb#WX5v4@(&6H(N6{c zBkmxN1nFY23jBFHic+jDWW(l&2ATh;SJxVS7gB?NNsiYuOWD@9+-3WMrFWR%jAy8{ zsBJ4ZtDMB>?&Ph=| zkkwbp>|spU5IyK)>^F|)hjFp54E=BpYG-m~fJ?Ts1P?gMD+CAhYSnu6O4e@UZ9C#m z=DN>{^BxtOSw`{Wo&LC;=Rc2%QrhLcbldTFosHa9(O1B76lpehg`;PjNtyM%7zyYd zRLp0CGd*dLgCh8!*QugUW5Qa_ryKCzPp1WP4r z)ozUdJH~)SjF`G?+y@nW-fXK7Zj&A1U45m4kR-<6wvwF6IjgPsQDz~ZBKVcX{))^M z9p4qL*Mm2r+WOYia4o-JUsX$D;Mw;7>#>XE(tH6`tS5`_42_YF#J<1%TJ`+%v_1Dn z%kn>~zNlPmPtP6vQ1l)Cu{@^N{syIG@0u(AAuW`2-F(By<8eYnMk*2qs zhVR`2T$jRsHtBreHP|pm#j}gP`I|L~(WFDzUj*zALwA3Ulq`@~y;IPA)ub&{sdaum zO^-~v+M83=_kfy_P_af%L1;a2ZeV|js(Z@$@K%rG&(7H0o(w}3?wYlvy~o?QADT(y zru}7<1?tQJ+8F+c;}jNW;#arP|AASS=JRU*Ti+0th$c#N5|hkBb8iUz ztaKMP{0T2eOUFVy0)GuBBDZ;Wwp*OA54GAybo0)j@10}16VaKQbQy9(A_4{u%K54N zp3uzNcvZOQq0lgWyn0lW{9~Q(fBEbYP_cUK|7Tukil>DcuiZm`WJFm>)0-l)uHR&V zj``)!W*~Vx(ev}2VH1++fU}e}Pq^z|#Ck<-mA(;%NbB}7^9QPX-J`<=NS zXR-Z%WHb2XIE}x$qq4cSe`(&)zW9QV&Jk4%2yW{bWA~@%x0bBSEiM0Y#RRNf=)4fcZSd+JwGKoZF|9)Bq!yUtdYDy z^_zt#*Z|tVZC+m6dnpalguIy{w`UZS2-Lgvhbf906V<6tG08E7c+OjJgrDMjQv3Ki zG)zo7X_pb~Cwa~e-yA6jQU$sG=?z9`A$wyPQ zh-?Uf#2L>t`4!QJUg*s^AhdY%D+-=vU{%b)H}L`$o$qo7+mSqjiQ(FgBa$*OK2O_# z@52EQ(RtuMB%Kj>7t{Ug-bR>*KWd5&zS(B5SJmd*^nu#h!uK8V^>dOAeti$@@FX1u z&f&b}MD+k~kGnK0c;>#&Yp+m&BwMnE<lQvd{-@GaA2o=*duJv2869CQK?djwh9An2!C;&Di+FvSr z<4hA`S1Nu%jV)Iu0mfj6O}c$C6#FvX>z33U_f*-xc~=qC5|pe3jO;OgBV54XM#;C% zz%Z6P+?r%{TED3mb4;SI?k+8V{mek_)XFQJ7#X$zONy-^k$FbYo`k5V(K79#cCgj+q$rNi@e5d)gs&Rvd zGgf@TEyfe$zzCO52XZgT4~seZqj97KpOjuuXp3g{qHkB$fc5hoU>XXwBfvK!Kxg}` z_;pXd&k=YQq|^+#A7uq?EtZ=SfW$ok=P(yC5euf_p2l+zd_&!{i3{?dNw%ud zeXW}x@`7)8uD^w5b2su0A@=v9{)3r*V}se7kA?aHLMsSUqv!!wK(-0IZgO)`Ev;+Kjz#pHd2 zIoGbArkSpmDd~S9qFVU}MC^Gdp?A*BHPY_+@3P?2f9PcyoTTCw$bHzjd5IObXEUvb z0!WNws3MV!=eByXR(b?@vEZ?bo+SEs>9Lg`sQtY&CYD=A4i*1P5Krv)d=bK!^v`mh z^K2q?A=Or@GRkp|<1y!AB^N21GaZl;Nn8lEB{t*~>&7Q+t8(R;9*eCvxNFrooT$45jPo)px*01R{ycd+br6mz=n3Va^DDL_tnSNpWPP*3sCV5xrY^ znyfoqng5E0JEX?H^F!iqdzISybbb1&byK!QGloZKE*u*Am4Y7a*j^5Ociw*GLg&oO zW>H4eIZww7S)87_3OI<^MD%JwlPkpbtXyiJpw99fUC9;;z46?yC<#1BN54`zauscO z6Rc`sq>ZD8&sd*5%K%e2KzPY&6sN#YW0!-E*VHROM1}D1tA67&85T`%wZ~xqZ%Io+ zoT}nl2Udsm;~#zKPUg2;Oss4(^R>T!{`@gpGrRbA_@Jt`;Plr(NV00ZBaCU&*GTcA z1I@pBLs}gAoWvOBiUu?K)gfsUV#z#O()aRi-)sd}xmwOIC=Hw)afb$OvqW<<3|OU% z-@VAXnY7!4?wmWvx%0J!tfAbMaAWb1H}q7w90*F2f`?4%P}yScpnu?ioC8H+G8%R@ z;LN2%Q$iV!j#mJdvos`8pMGqZpqn3q+Z)y{jMeIyGLeiXYg_T~@*x>u7 zf?`pXg;Pt^uQ-RI~QhvRU}Iay};+*+%7uQG5g zQd{3g^bvI8i%(Z4mzoFNYVoktvPd>DB5mE^OaN{gl=#;3J;O$n!UP8n!R|&#l4{B z+WmqHACa*NDxqf7QQPgl2Kt(0BRN4H`?owRznAXzULTUw8mKLVxc{E&2P&;>ZV~+> zkheB8UXG;u$ph1@^);=f3V0Sj@#ZvKO?rV5HO9Mu1RDyc2lE(y`<%PHq?)Z<^T-+J zUqud28M08BTBHk>zZfjJ0W8Jer*g6Zz3N@He7+wJATSp{RJ9V#)s66bTCWAndgG14 ztkhog&1iIQ3X22z^8U`zU2>u#S(o#bK;J;YQuh(PTScEMeWleKac|xulE|MSH4!8| zi{Nog9CIJd63+F%MD#f;0LFhHLL2J`SU21V3l)o%Ypy1$P=&%6CkB9v&N7uI zuM9^%h)Ki|-pV`~0xT4smK2`Wy|6fc4mG$sXT)3*P+HmIYI_8}dxPnL!PqSt+N#@M zj%FCzRQ~#4<}FIqt=_G?qIV1FhH!r@?=nkfuM}48VFil*^NU@AsF_4$)FT>rD_?W1 zs#3rDk?opj-^*BI)M4ZH)=IcW312n1T7Gv+pdYA!0`ND=0iysiHs1?mjs62fZoRd5 zW{lc%rM_8*mbvzJb*9c$Qq=x23$Xbg9ST%GnI@P$iKbHV>|z}5Q@&rTb7|3}<}gr6 zNtL0(>4`8ZZ*O^76d1@Pu1Dav{dxVe2Im#KLD$kCupoyqLd3}bQCY{ zKcx^Kkl*(bhD(n3^tnm%^DKq>Y@;+9vVHY!E?*oo-!_^U0%G{#qbUv=pH3XJ*#Ge^ zjIF;4Vx!9b=KS5~aD8Tu43gyf9&z>zqZ-c}m9n^C4)gUlFI82FQKah%XM;j#qT7zx zP!XkvvUNDMfqK5u?C@`cQHh|=j3iLEgt5mT#$57Q^1$yWa;+S{qTht-Pi$!m?pef& zdb}IgbKi7lxbgengIjDm4+*cl`D=LM58&S?Jdl6KtoEh?dIEmYwxTJ>>_>2EUr5Ai z`DDMd$T|fySK%LEmOzbZE_hJTR*CETL~mkF-0H|-U|DMDMhnEfQ0kKXujKy#+8Z$Y ztXq`z-!U?z9c*szgD_hO_|LM2@Pe&kYiI*5BwRvGg{ zZsL|j7pKV={n~zyL16P5y3&jG%{yF#_CfWSs7SI`Y2u5D zNvdPYjc&nKIsJKDswDE};JS-5O$~gBU4NnBhWtbqA&R~%;lL}3Y8hK_bcosrUhJD3 zYzT!b4X-i+?YVf(?(hhodv_a~1y!!$fU@#BpNaEBcX#o81pUtJK_&L5UkDMQwsgF zMiDjhsS%)#gnszM)d(=EpP}@yU+{&3W%3eVEkcGkOq;r*Nsm8)QGt{9vd5Awb{7!OPKzLNP3qlxHf7uD>1$41QD871&bL@Da3vs>q& znI;Q5L{mIpg@~f)u^WT_9CU0CHL5OD)%Ai2w$Tn_;h|0LPs8JvWqB9op`g&DM}{&S ze;?eVl>w=B22D#X(siLB9LBdm!n^tfb?i56>{7(-izTuVao>u6wPN&!(tx_o~oY#Ze##_Dy_)p^Q)s$&f;PgWf z3GhuA6e^3%myfPni?FAt`<~JZpgZhmbnS}WlC6z`r`OP0zQjZCjH~dYL@d3pl37-c z+t~pO)92EK8WLPv%=meC2#*aRX0kto69r?lc~+mK-@C?wNa@9AjDfc5wG5XamLM%8 ztV;9z4{+!=Vn-wL&`Oc`WO+gBZF&W3`A5;p%I0l=QBg*2jl?u zHZ?ggb%lJG4i8sAE$h?v?N+4r+AH;Fzr=Cr!*@5MR_gpCesf@KIjSa-eM0F+-|J_)ey#sezDzh-qCMH8}N3(iK}c85N9 z@;XeDsm7!EzJVaD7BS9Y#Eg#gOI`&mAQ~yM!*2Z~_wiIJdv`&0u@W_#l?F=P@=pvikc(qIX>u7Z^8ImI1HaM3^8K^79rdQ-n5W*yp(A`HS-@BU zHZ>&B9V!v@shGlc3?ID`;$#0ziDskt)Mgv~=5-Ozs>~LL@Cz$Re6eMzzW; z%Ivoi9O;u-nwR~fdPHzEsPuCqXg|pN8t2vJ*-KLTHPrTjS2#>VEmk-0Q7Qxnmo0i6 zXHqluuV?w_FSAi4n**i>`LZXDg1~QjL zwna;(MFreftRob6Tg!uW63dsdUuox({ig79KF(X=b`+Q_v^lpg{B7c+IR3H`!mhla zHgtc}7^+Be7<0IKIFqMQMVTDBoFTabH80@RItZzn^dYb^mp@Jw>}QnyY~T{)^F-aK z6so6Z=&OHH1Ww~AuZe??%~nPgTf8#WB!8aZzyXJlehcl0n7Vg|IVZZbN17djgL41; zD{8yKR!V_J2BKV~&5Ee(p0=q2ixa=bwph8EwtO|y-!tdIE`W=aR1_nrw$UUxuV$jb z$zVXWVv5rjkfUPYFE4%mBHo~2FmXQqspW?DS8Gq`f4hw@utXPE_??Wouu!Tff!TWB zQ!vrxxOy++LbKz;4-1|8s~<|CVdzdr^x+|ZQl176hU%*h6M?n}B{OH<6@RGf3{VW4LtK^tSR}@tdvcdX{ zC$(rMC)MU(@I<1X|-q0wY6$Rm2QT&t3`OYg9>#B&aB@5x@1ejvi5O zUBcvKNl=>t>=jziJ?ZmQ^${@U9;X&VucI&dtE`VkE0WM-ic#zM(^Yvo4(GLdFMHh0 zNB5)+@NuZ}Vh;96jcksed7qP67ci+jYp_vcU&pK5PY5kGgZs`%-7h}HC$&`n0 zSx=chfclT@jtqA3V;cq!L!my!+repU&ZdDbcb&-z#*e{J*zEvj0xDBVM1$FNJJff^qI;(M7$*};ep$PT3ow<%G~Cv<{ui6t8k+RcM1b2AAHGqG(IY^4u_QB& z%>?%QMb5DFX@zlK{N62V#qtLX5<2T@uqu_UBE+=!Wg)MW#@~GK0pl9F*}@UWg;JxB zmiOTB2V_{NeuePd*>FXTepm_NSzdwL_DVh?-V|c)mPWyrVNjJCF}zXuGgy*)glws* zL-KD^nxAdjjcF4#dqz5ljenS#*IgTRPj4n+Ww&Hz;6f>Ei@^cMu_|qxz4z&OQ(hH9 z!&y6LJ5P?a-9Fql);x060}6fNSe>asiScRa6J%jESeXO}T?c6AF$p<{(w(RtW>GE4 z?N+J!k4a|8=DOZj4-I11l5wpCGg>m|Ya5PquNhm9^Ulu)_=>ncZSkn3eK6zqXo!Mb zZCp;bijzGBi<{!kqie--E-tSOJqU%pR;aBG+4!r^|M2gCbQ((1UX75)euVyQQN?YO*CQpQmDb;##wkZQbqJ@&UK?`Vdg0U)Mln1~ainF|ykt@Xl?`jt6fBxJ&W;qazQ zhX`0_2Q^Rq6%umGSyKuu+*nF9o$u(J)NQ*qI`tx7eu{!GWD215RaT!%& zmJT01(cBMDFKM0Zt^qQ&+Yt3y($?cPqD{VAR#+V3?BWsH0<2reR}y=wxH54`B+3`8 zC#)nrGbnqbObq8LMlW!VSh>RE92)V6yfy5xYk=3Ol~|lzy@!J$*QUoj9o>K^7@dHZ z>6L}g_BdnBUu?Pj7B*d}PN2l9L*BgV<;bNdtv^{{3f*eUaPf)O{zs$1;kxypYIF>` z30n`Q1rwuYxKXJu(G^b6I@9%g!cQ%!dimCzy}_rcKk~pHOUyrFJe#)?ILk{xC-y{X zL(@5kvo!}z@%QUN7Wax`GkE3A0ie#QMRV;9XQ#7*8gRV>K77pkeKandTl3PMOGo5utJIO z?jn`QDE@Zy&`JAxRTtgAS{|Z&R9Cs`|B%f&t3_wPg{!qM$cf-CgLG zgNcmk8NncU3e){zNg>9+T`af9RQS8}kV9 zlEnM`QDf|DN7sRV(mA<~V>sb49d^ORTUKd{8Z7fB_nj$ZM-l_H;QjO&_G8h@;tp4Y zEQ7hI_X!gfu7M9MHWdC#7iFKJid2q-E&Z&`hv9C^=oX0nFMp2)C=JH+)y2jLt#H?3 zcO5>KD0aEvbCMKtke{yoR+@sSqB9%T>XY}2M z>&U}oeyPBCH$EfNqJ(6>9129+;%hlcPyWJYw!b z+@1e?O@njq?m+7xC*6uq-j2vH#kc8n_>(-Md9Dh+9%dZXCNb0pWfhUVL?u&|A&lD` zh0;d*E77O&rs*b5Y?@7FBj4<@c^ntF4~XRb+l&;{v*lnfwz~TrDBI{N<-Bo%Qlxvw zAzV0aQyW36un)e+HSZtPCAVw1bkAN?rB?uqih8l=y*w@3&zHj=1 z-0L7-PO4qG!L3}PG>)=4jF&{0bpvW~U8;po?jkvgNUk$#RpCE0gl^xL)rVf<8n}Bu z?Je3qJ!vtQ8ysR0{zFBLO!9r)OZFcnwX7wA26^4ApYbB*p-vk?$ zE6pQjr&G(m#R(>2|5LWdF!Kf!oA%{gIPE*aS|%FKdHOE{kD$as4Aa9zkQ@w=%*lsK zyyw*?_8PP8@n+>!U`rA%v$!=$vc5>H08g7DQL?J|zq;8Oq<0Ro?-03{HPKlA6>5&O zp7aU#g)>l6!RN37? zfUO}jAzXj@M|9<$ANm@samPS`V~RCMauT`z%{?aKExW_4g@;M$L+ktDjg$#VkLeQh z76&2>pfZz$l(Pzy_ef(kSr(k#1kK~|yh^^KAh-QF4xIKw8|d=>v%>TW`w&ktLGRas zN+PI^=B9!)%AYg+#~jEmuAZOFTN|$P*RJl}clMx<@uJgn(L@8ghRk8|T0B3mO(3$@ zwUv889|wS0guHo{LiNo;^-W5?DbZmX?iY)X7E7qCoXm?U3` zc3j<6mic4OjK-JRt7?R{&Ohu}U7|%U8|wIjFp=FMW@m1ar+j{?G#)CL#Dfkz1pFdV zE$DqM-$C6giX;}vLehMZJ; z>Mz4fPJ-F}uBWu?*&Ixi&t$jxiHia}4Cd8O;J-?#V5*m??s(SP7QNy}I}!pwfyHoS zL4}}<^Xu9$eqWiWO&mXM&hyjiZz)R1EjNUALtUmeu7rrtJ}+HDLS%M1KvC;kA>$~m zY@6+I_D=uf2)AwSEu;rFjfTcMkl0uoFX{dTPcM02<8;s6H09ZoGO6_<%Q(e$fI3_O z5-8?X{Z42TIyr7@j+q!oXWSct1}k>Q?AA`T#_(cW+)(hU)@+4CEqx41@5ACtf9>kH ztDNn`ZlJOXxN~1N+?ZVcw@|tmfJofd_(nm}%_5v1Gog$$UwQjC2x>;rrG$3mjXkv9 z$x#?sn5WkAg$m(hNCF~h)$5PKmZQjg^uj_FTv8c|vbX#bP1+VC!}dtlE_#hR!SKRc7& z>tW(2aNsK;JQVSE&yZa_`2(D$g@A3=c&B>MGGyDPKL}ip|UP zbJQ?05}(sLDtlhWk3Ti$vuZym|C6EtF@44&a%9of{MkczlTFjx;HVBfSDFaaGj=F^ zQ;r)fsi^{yO=XGSz*5SEhqk7p?Oe1Q)Qx;kIgIyu1c&o#J2R&1Sk9Kh!aWMC9`a)m zXUb3ca>TsrJN}sWST7~qEuzB*RAr#PZqsh<&>^MaqF-n2mFLxi+Bn!LBH^pXd9qJT ztl7i;MPh{_h4fB?42Fi2qd*n|c1V%{X}Qjc63*fk$VIlc7b)ZK4fBY3!W>VH0asLV zbC=9;x_@TqMdy!U%>Z|OLf{d?;t%uR2bizfm3Y^m+Hw>=tF=fFHA9ZN4yzhQmdHqw zdimCz#9j>vHp4_BW{Pkz>AHdmM$`KPbXWqz3vc%t*FDZ!F-SGkzO7iquRAAPN{%x9pVX9^Qk1HSmgZq zT0gc;hOS%O?EafpF6*bQB!p}`Iu|?dR)`fw$(hv@eUwe1lIRzEO_5D&k_4&}&(ytq zgSLAF+NM~WMD8C+IYFxSKEpp45-im*1$)Nr}BLBu!FBmc8ZXalJqJ_0>zH_ zMYm{rdI1s@VL6jmDsE1rzyUd4V<-S)j+GeltHli%y|B&N`o8)LnQuxMamW7@yh*vV z?iwSnFEbqt9X^kW{P042X*pb-NGoll()aj}In1F@-(f^n(;sDg6P^Athu$c*-mn}# z6j2-Bj`c+diyK(3sLU)m2S;03d`^O-bog;D>=Y6Z8SjC7&uW{V3qn*3G(hyT>85qp zi-}6#T5hd9eY`Qsc+FLaD(FZ!J7Bm$6Ei)>;w|6iRs&)~51RtFhIpD=l}0(%X+7U0 z8sTn#HVwEfD)E_E4_+_pm2!F{oc;bs^b)7P%zQWFHTsHSOp$o>pQ+BCYaX0|pUOh9 zV4-?rdLFYYO9qb~I$DR)+O6MtPbwsR)j_{)ai&C_p+t*~Q7asU$IW_JJKLHYuh*atNsbqz@}mb!f@ z{;-3hJOC-^`t~r3wowoVu$b{!bc~hS6GezbA+-YqB#D7((#{?9KjF{NvID3M{vZ|l zQk?CCqn`&Pi9gsUWnX%XQ({p@vr5#yron5v2kzzb zL}I7?iDFj^3DbZaI}Dt*U4%rP1fOrM;@Y0e)V7MhIpmf6iRsEFO1btrBhcjO_UV0v z+N^0-=&9^g%yTt73UalNx|7!%1lq*FWgn)r6Pe#>L8oP1Fq!g|5L&Os@Y*sb*mYfd z3D!&=6kvfw({2Ghj1%x6csNlp5xsB58<+?-V{MgwGzoo`)d*0XQzUPenq}XqfRtY#$?HJC(RTQdn@0-jF!bF2!z=Sd$JL(h^bxn z(vq2)aySQ(dsM4%FgzwE)DRXXv_pCv@ZJ5KdY-h`yh4dQFVSz&hsE`+Oi(4rqx`zS ztk{oB9?$oPvzLk`5=hV)F0@LtOO7x_azJP}(se*lAR+bcqRWB}XUP-1{{piCfqGCR z7#x8JVc6Ji6TLeAN;l?jpw=RZ+$2KekZ3B@T!SClfBzz)lA8h`FMx8xADZ>jnkl`MfTMSfHN`3R*rKT`Em)B`6ikV$QOiocKk{b{^czW>L3wQ< z<+cw_)`{h@M&7Yr?5;<;6Jkj)+E={S)x{*FeJNJTq0rxqBECo68>$lC(qY%Y5<{5O z*;wiBG+pd=b0lgBw^xOZWnKV8w3sp(?0_1O=TZ*S}BI^wi?H%4~9OLu8Md7G+>E%xNM7 z(iz$ZbSG8HKofjG94Qu$O)f5#fk`qZcRVn=25+{{%ikY28#{DEbhu%Tqe%hxw-o8) z(PtxqM-}OP zI5&fBhS)Ltb2eNmwv>q>#pmavkAVJ2xF=iW7hO_)O%N3h!R4M@J*_HOdUN*81oz8*D%m@l|w&Wk2T) z?=q?q(+!54UA(#FW9nul9L!>14ZHk7N&V7-plo6pz~SpMG@r?=C4%!TSlpw*uwG1bsc z9Fo4__r2C~x!C)qXO%vXG$F@sm8!h=_F)92ohbcn=QuW!!}Z9 z_PXhK@5FnnAG*g4cFi9#U)R@NeqA&l{a#}a|1gOL!2~He{qxEIHGU-S>NlXc`Kk7; zIATo2%QIO4xs`OrW9oygc_8qzCr3@NF0CYML3UTy_!oS&NY#Dqtmr|j9{WAjx?SYJ zBQ<1<%G1r^!JtJvSd=G7Eaj__D9-r~+hPYt-|&6g6-SKuO!N^7lh{4^JAP_bKp7%D z!1;Nz3d4xKyZkz6k%wFK|Qe_RW=Puc&YnnQwWJgPMDp4Bg>Q;-&&yTDnKr z#JNa&UWEeeL)m;YEM;shn<_2Q(Y%Xua8<)%Ca*n8LYYQyiUdDVzx8o2MoEy;@6A>) zJK%AZuf+g9w?SS8VH~=>dKo=`if)Yk)eY0BHGyRMM$c!dwQFC(b=qO4u%Oh-u``iV zK1_UbTD zb17(YK*XMi>L*>86uXg+70LOtEpcnhfI_|GkG<9QUjCs-MrEr8v!kbu-gXrhB%JvB zgvAPB3a?xlrooIA?zjO91<^+-(V$+N<`DEZm$F*5pSM=-O!E`$0S5up<8hFXDJNxq zhc;uLUPJ*xa49@WUZ7%w9_y6*`yJeq@?i={)zhCOEw+2W2xLpYd$s(7Z$H&|$0t(n zg=x&6DZ?3_s}L{^SUZiV8Q&4~0^RT#*_JzP;hI+ryLD^ zzN&+_W$WKQi~pl^d6zfpp*hEqm7*p7R9=c^SZ4+AIL(($fRK54X;m!5qE&sag6BJSFKTfTk$Qc{Vj_%^sbZdopfOx zJT-qn#Iu|VVtKiy@$of%)n6d)Ar%d?icG5n9uD&Y59v@0_@kUpt_}R5#r=?xSDG^D znoHg}V;BVGB7Z!XKitGk*ci1T8k*ziS@b>1b%@XoHOx*OWTxv+%Z$6FG9S~aq(@Qi z*{?MAbHZqt1s|VX{^K6GR0VRq<4D&yezl*IV+A3q)XLSC*yqxAWu`ppMKB&f375dp z)8s$GrbMu;wEJP86-oTz5y4EEzs}05=zlz#KdNvwpT=TEHMX&&pSeuw=a5Z0=+^(x zuzj;kp-c;mkSrh%HzGy(R;B4t&U41E82FRSSa3N8;v)~}aX={Ko{?M`?0xSvq<7?K z-{S7Z7f<;g_Hz03Xt@X<%J-FLZZdMl38|8Hbt<-py^uMFu%iF5P5wiswPPAqqC1qj zph78E!ppNv*2zALB+yR?w``sXG$>WTbK>#GC-YL)Eb4Oh{5k0d%asr1(gQeD zA%A$e;7gEPha^|ZJGXQt%eOf4K((Dy{)fo5MgHSX-QG&Tj{{XOm|Z(3gxro|cng5{ z0ly=EJU0I!8A4uy?%JbrqLzw_rdfM2Cs0oJu~h|(P=wH~fsIj$_kNNU!Xr}h!SJAJ ztVMcm{=nurZbGG81&^n8a-ll^7qe>RI)7wW_VWrD?UhvpER)iiDh2g~OEPH^>EuRZ7C#p0oJ zLVe61_|k487vZD1JZtmN0de5R1vvCB;4c#dR_wbz=@WhRpU5AN^*^f08CdiZqnp6* zgcwPt{l>7&I($lX>+rBY7TV9_3CoD}H^M{qIBDoMAXhMNp)N~2r-T?f{@I&RJ)e>^UJCDuk-25J3-E2rLH$)I zmm&6`z?UW?ji9gnej$p`4fq4TJ<7H1{@T0d?5yoHmVN@Q;rAorciivdkGYJYp!cr& zB+lP`Wd4Iqj#9H#OTnhxEwL;yKFav0RMFWF4jhmog{9`azZIs-sab{a^*}#v{x{3VpIR0=iVkTZ+?#vK~8`5+!o$;U& zZO!p&=^c>FwEYEo5~VA*&SX@X$+ecBB?hvB!>&5TC*d1ky{1tcCo}sWr4Wd#6u^Ke zeop{q#`*KY$wl{nPjab1E;pkvcl<$=IFyU|BNNN6)F)YXb+T>z>P{lIWmY-B>pc9C z!N;Uox^nM5=@)e!`Qvf?;TF15fr92@5TcJ#EL&$_Y0x9(9gwWYawI)iTMsTGY`-(; zo>ye5Yl`|vtqEP_*j1AGK&AC1Pv)F|MYu2Jy2Wn_peN&ssuu|#`q-LJxp4(qcO+M_ zCRcHba&ZzR;19{BYu|fPLUFmpJ!T-b^*?;VFEFQa_U{;oSr&Negq=?(6)ZNvFHuK) zJeEJe4&li#D)&}8U$iAx_@q|d6&UK`fMi`x%rjgqT&T_zmqs~{AFV4%Hdho6C?&L$ zWhZQfSa|4J_#>>pB4R{y&dVjh7yrDp23D?6u73-*xO^jA30o+ff#>2FVmp$S5*`U( z2ME9tB!dk6_WZ#cMsmjzRRB?e2p01?j1Y>e-r83&e)Y)sE(HhK7e{6$mp$|IF;JZ| z9tWpk1SvVP>4sV?Yhamz^r&+2WA8t*2LNB1iw8B_vL{xDfI(*UKM2^=B1IEEG7c-T zVBG&ytMbuCDZq{zr-PnP~%A#j{eW6xk(wO6iXxxw=vR;3&;QavA4r@ElB)=3>OUXy2PYpXCzHEI!lA$YcHPWBm`AD29Gr6)xw4F&IqLm>AStLrqF{ zc)AfES(#Zqx)nVllPaUQYRV>nvvD#V?5miYKb%}uC|4H9McSO(_Z9Rk-rh5=5alwM z*%`={5$HAMJA^+lTs>R=`5o_&zFxDiLiQ+2-)xIF5#ggHd_?|uI6h>9e1>>%{2`rV@E}v@tZkh6659uCc+?NzeL)_ENO4T*gPk(pcxI&PtvvQRT4ew5sBv&c?p{L~9 zD*tiqcMRnd@Q@+NQj1;k@D_`YCi2H)^B=kRs%1E)8tH`c2AW`#=M=$`O2y2Wd*A`f zIjtTUO2JXWnm~eDL=^H#2X4nx@W)qnGs=NnbP2Q&)#-jj(2QY2K)i&xO$B-E6x}^!Tk11)=>%QxQ5!HT!8y`%pWrC zptzSm(&I~OH{Rwr9f9JgDnxs2TI!U3FeCi{6YEoK(2f! zmo69|U$e}~b#(8z+X@q(7h><1fm4Nx1cX0kpI;*W$93RO;-j+W8{y=`5$_{wLf$(Eq~a1R^m)q`dz2OM1k^Vh(*c?bnC!P zd&PwwPsSgYL5^-xE{bdAMRDj0e9`9bJiRk{u=s07zFp zh(G>FUqyWQ{9v$vAQ;=KayKN3XU0$geD)3YaIvqAIt!3%Hd0$36TJ$d!V5mGj*}u?FdUM8k2kpKS}=zfVO`|22X~ zVQr>NmVUX!xnJ#-Q7EfAwt<`=*R7ASr5 z)KAVIwCb29$T~IZuo;ytEO(z$zQ( zqUc_$;FFW2>6_Ds@COhGT6RAfAKw=SI)8Hh;Em3MYZmf>)UBOmbj?QBap{+{z= z@WC7O0(f*?IL8^LYU(n*-#Hg}z#Z*&a-$uBxsTV-kgZQxot}a}7D7I-p;>=KS-_ufS-qJFnK^w#x*k(zbeP`t+&Db9xLiFeuYb{dfHB#ab+7hA+E|E zpHx-AxU0HO8e;I{O~)0~TLeO(J}_TGRPx>wQL&i53;a>BM=aq1Y(h0?P zpNK!m1zCFjpc$J1gA`-Ac-+Wl{s=a+6=C&ODV>N`A6<55X8s^w`MhEOqeADrCjQ{~ zO$Up0*V?7v=hwE41&4*lqP7Hb`JnnMv{WNL96l;hqsrl<>y%e2(4+EO^dZyD#ZVut zF0kF3N4Qk` zE`C+Pis^*5=(bqjR+x_d4Yo#MVAP_+J`}%%J;pq6{w`Q{S;U9qk6cD@`bcQ!--M9= z{rpk-vB(hU(c|ruoCTo*ll$|7_MT0*JDKN?v0N|}*vGQ4QTBfR2C*HT%9UsL@&_hIE5{!r zxnR8QCqe#*KgzLOuOBVgJ`I$IhzXEF0v<@;8f1_`vaI8Od()yDUt|8G0T1LZ;^Wcy z;B9KdIwiPUbK(Q=YRmMS(W_i;<*pk{{wZl1!--@Fvn$Fo59x>Ywq-nrv){tLO8xxZ zHQa+-ot8}n21;P={Aw@XmA(Jkw*4}Pe}3fWGmPbes3<*EK}xSTL6!`_8E}jA+Mt+-y8vA&!Vy4enIi8|BLb62lI!UjK8KwxImC?c9Varwj`IO zYM8d-t~G4*{B)A}G0jp7&J}*xbaw^j`-;>kF<-XL4-WSauF2J5IFy4~f{zXPkIXe4 zqg+ZWU*SZBSBR04(jQ!a74Qe7)mg5`@CR5q$BRWH{BejnPw}e;+zha#AQggOp?~|n zap(ZoJXy4+;rZ0x%O5d681RQ|$XUlnk)zjLK+D6o`J-}c2bHE-K$y4sL{r2)gMis_ zQXQn(2}ZL{s9+J`Q3E`>$K!+ROGf;m*KvQr@3nGu-||0P-~r^~XaB5=K!n#4MBfS?EMeGRgb;Zbf+PX5v3P2G#>f9X z2$m5agZ)wKdW0SbdleVo;tvTEVM>?V4E_2LR3~5(n(KrM}G{POhAm`rsgM-_XJwf^L+Ck=)X|c(t-}K?!yPB_5BEYgnIH zk$2Ag(E}0?4~76j29G(M!heKbFDiW=QO#jg9N|FJGt$^}n^ zdi@%gY#>I8rd7Fe0}PTR z58#hqq`v)E!N+i!M4&_!W!LzB-{g+~Rj_2Ll;xgQfl6vc#VS{F#aoOT8)qv6JQk=% zkLHg(iP-!8k9-sIMeU&!=3D%chjQhLcHn62rw4=tt9?$YzOjA^@dt_48VDk_#Utbz z^+#F$0Pb)AVLzjXT!?qfTY!e318$s#7$o_A|KnHbkNP$6u{Oq)R4Jzg<=Pt<vJK7t)YX+;HD*#A-b$`S}b9@yB7!{NZgZieyneFVcqn(>EbP8ZxgQu)p>_ zxA8}OIDAw(bVDktcK18T@^9gT+SP&qY+#l^we=^Row%u@I%6B13=d;}bY8h@f`@4z z@1M(jpCEpfugjIYf%OECgM0WRlq>gg;VkMa99(qeGatvGlr@-$VJ%>toMORXPyF$} zkI@k3544t$6Bczn00@$X@Q2HOc!)F);g6k~@ACus!$q=Ck65otmjJM|t2g5#3#=>p ze+6A1*80FTd?%%wzWEt`h;;(RK}jM%y@udnZIj3I$6_y#OX{!kfn2_IkPNKc;X{9m zKXRT6gkyfdB`<**Df58|&kE%Ny**?8NLVf?Ke#-5xLmH@}h9JJBkt;G?lPoPQ%?WrFn2q{0hUliwj+DGt*Cs+J}hhkgN!CPg>BOW15;DJ2U|L_i7#E0|G zJwP(KakId{0$)AL^t}cax8>2oztSpV3ZBO&txKOQxLVP*w&2bL=#H*|NxDia(?C;P zI}1J}er2CeH7!?0{Vvu0{e$H|u8bC5yO|}@TzdkMD<_xm2g2S$a%;KB|LALh2Q)o3 z$O<)k;GRgxacBCdYYbn(gP!U9_8;Vb$hGRG^7*_l!UIf^{QeGG`9hpQb1QdVlaYS) z`ZdIOdMPU%{HR)cN0${vd)t}$V_;HweBeJg^y_HMAKJ&S%GB{I$yH`JpcDgg5O;v7 zUJ$W9Y^7XQ_yYuNE-EWmfl-M5%a;7%@_i7nT`-T-4gK15_(4hJkFD%0?HqC~yB#$x zA)^eq{V2{X*BeJmizdO|?J})!Xlcf4aJT}?o)ukjqkAmLb%r`>?>dh@5$okTCs^z_TJyYzGgc4<|uDPE7L4Ky2Fk<4z6;=d$wpP>Iqk% z53jWL^Q;~z3ioc!AA3RkD)*r{T4&?8A+ys?__zb%E;h~Il}}H#(yBP6daKtw&kJT> z9kVW4_k*wMyBn*t*0?kIK(1~0!=VHDm&~gM3r;rk2c(tIEQ|cH1%FUBke%7mWrXpb zP00|^#ihB07yR~ebFDiK^nvmn%QwwGkZArCO!cwOIhn-}nMne_lI~d*)PbMR!XIB* zE_OV!!DO+F?7@n)`SR>iZJ58yd&)A9OBc;)=_;?p1(AY4up6nA{0`*00DM?PnHl)w z2J_&xBaoUM401%0Bngcw?oy{W@Pm;*9?u^YOn`H9p+<_7v4Qc<-hyCKn@-(V%S*%d zp#rhL5C`V9%ojXvx#|Ib!aese^!AZeM^ho@@IUta{6rj)C@BvYCm{QZcXSFqyj*&6 zz5?wp(`aW>uW-q86R&gyR%4B(jN^~nw(kM-Im@*zf8207+}Ttv!kdgKqX|GHpAh-u z(fGi~Y)*sJD*CyDZB8q~OPO_EFg&iWkJf9k+;9^y;(-k=a&m(|NqcSOn-jo5z%DqN z1&Bo)P;nx9G>`wm1trQO-^C$hH@K#1!kgP$mjey!uS&n~mIilPxjG6voWQ`lPt*a` z`>UI}HSX>p*19g&7W~l=dr(}L;HDVf zF)qq~ME-a*KFGWZYus^aE#}dw(+S`EhTx%~M)hEn`tUHZpG;-#V0d?VMzcL|G}JL! zQ(<atl`SB&E zLjWJva_Ei>v}xpHm)sdxR)0!g)t5_<$6mA*s!*r&+W;MI%E0aIO@Cv5sy8>==Rf}6 zaDK_e!6AF8|FU{Fme{*9s>2^l`2=Or%Qsg3h-1SzK zST4zbl%?O-3&mR~mu9&jbADpIsw*l-{zqqp$aU!wD%PsHwcKG*-`vcQ|L_25jks>! zWJN$y&k5ki;P^yx(j`9_`QyR(kO_Yh+4Z4adRx>;_wD87QBi5k^yO%E{Fde^|M!%Wusq0KS#0*|L83n#)ws9mi5$9kKX zKYuhn5Fl9UU0LS<+JD#@kiC}MIIXI zEj5}uM^*+4SeUdox5ytBBy;iym9Xd5IjE>-5bJM;a#1(a^)1VlyZKcj7ZzRte{?ys zqAD&<^e6PJrsR@>mCMVs%a(v|e{Ji3e1#XcFnvRtKir^Q&loTZ4ggZ{dt{Ocrq-kX z@o4{?^4%TGOUrS%U|5Cd{PRv-cDL77k6P25T^@0=nG)=L$ubdj!2lGr)3tU!2hhHl z%+@l$w7)N{TX|{Ui^tK5z>sa!v@z9y(Xv^7{$>ynZnn#wM4MHGdE#&bg8e0FNY_bgSi-yST`y0(s$X>VFEueQyf>%l@qoc;oKR_o{R;=O}57LH6dyaJ*3PpXOdctrj~n(Hdw z8>ML3$^mUA;OJIW6qm)dJ>YH;DyZd2D=e`KnDc;$czlZB)j3N4wv25Y@hA{?%9aRt2Hp#>&;U6m4yN z{AwVVV!7tv562_LX!l3qAOeDV1_92F{>P*FgY=jt-}p^pIbX2SCt(mE_E0kF_G>Cj zjx{b6rghxIQEb$Odevj&(4N&V(4!uHH8>p8S|8VWIn20JC-de%sPamtK+^Ejpnj?{ zcYeAQ$aPKj)g2dVW~JsSseysT@i2Q;EEaWR-``^f8z{ueb?LY(NF%Xa^YI6~_=TUC zC@?9|wz8fSkfz%*Wz5;b_J2ft2tIK70+lC0mlW?ouLK&dkI1?omOrlTi++1!9nP~Z zbIon_uKH(>6mU+=~AsPI+!vaK+f8nzrU{Miw!0>MekjNj8_s{80M1VkXt6wRVdp#;HyUWX?qsvRI zC$frkUE(ZrY|ce1EX};1Pu7h6^sCppf)%Q8F0NK92&=SKiD+q?{a?;T%e6cUJ!Aap z4wV^!UujkOCXfL49KX6eyE%g>YZHFoL z45uqXJ!~olONBj1+}3J!>pu&=XFI;^dbm?@X`6ZjQ+JiJU)S=}^%30A%bEK>*usJ* z1KsAp9XPN-aDOZKI77M4Oz!z3hdSRZkc-=Okywrw&_{2d=qaiwj7GJ9?-cU~$%QpE z_6_^LC*cnW^CBnrJ_|wxj1bno;xMm$W|2Q0ogefI4QN~x_7P$qNHDv$!(u7wWq^D3 zO!16^T=qi`CY55pF1`B=?)j?0K?l34gL@X2q+4}@9~dsOfZ-_Mt~bWa-9M;^K0qv- z=mP<5|9o$mKW^Xve<;Ssgj|~U%~kAH0qjXG3avuW$jWso?S4`T0^NgV+y0O1P1E@_ zZmK3LstX`u6q=OGAdx?|i0?XhRHQ)oH|T-WkIJ$~aeH&aYIJsno-VKD%m-6Ed7w3R zSLrKjh9tN~b%Dh}1?+M)n2Ru7UeFVPVL#TH?JwJ#dFNkUD_QTJBS<)g9oSdZC28{= z7Ps73w@UC)$*6Y^5DfK^yq~U4&XWZU6oE-BBv;#$Tz7m|gWL@km-RQz*7a96?WVag z2oPKu(Mbw~=2SyH-Kro4iTU$K80fUgPQzE1ahJF;cO5gz(ZAT7ETCvszPA}Ff;b)Uto#Vt<;15_cW-Siz zWO1f>rOp?;;-FaofRe^i%W`)9P#nQRrwVZ|Ls~$t>ku9ojlC29LyzT>@ec5j|DaS! zP2jfNVMMNX-qyE9v-VE`^pW7OxCR{* zt4ycc?5~~nKXCY6PV2nJW5GuVg9A(C^Ikwv?7gUS<@fdtijZm)KglhCb za+!8sl9`U|0ZMcR&WBP*T;xqRtQ+48C4K(gR*!0$SB84DhuJIBw(t|XIE4P_X2DZy zkw%)czMGjpT(BC04;2sjD!I($lKl_F{VhEH`bc_5DAXWMm=rRTr=9^mXqY+}Sv|_t zV_xUtNX97;=n?m4y_sQtBF@)p^GSfL$i#95B|T=CK++|=+IO)&@v->Om1B>v4vOYP zQH9Anf(Q2c+_sdjILgWB;K9AQd_JU`Gp|YKIIJuIB?0?N;oSx$eFooM7;19gB;qTtae9?O0 z!H~JvlcqRoWrpuwt1)>Ibkv|@7U(tl0e3Uh3{=fpP;+B~M0CMdz zCKXjNg-e=nOjJ;Ec-7O)CK|ZQ)ue4lMb|KJz}g@((LL#JZ_URU^B-R^jF#&W?y0B> zu2u-i@qE!6D_0J)e(8#N501)>)t+GQ`7V`(h9Nu9X|7cL3 zD68f&7||kfl~?+(#?~mr2V%Z}fmfCldB4Gp)y~$-wLO2(n`qH3PRpq#K~!c^yXm(U5@B7NMlb;Zln-1;duFe?)^q7mnZc)wC2 z(3k>#eDKq2t$KAuM?Nht1c5O>?Z-L$Kh|+i?g-W5mlarzJnrz4jjMn^Lb<5H#mQCb z{{Z`$bJ$Nya#0bKv?ASsTs?`=f?VCU{6X;Gh+lg!QH!-?1{pR?b$O+hD)PtU^B9GOpu7BOVYxE&g=Hj58zoPbo}C94q` zVjt(^4=K3xtVr~c;T#iPSfN^;PpytBFs{b@Avr=f&zj^q(Qgyph*P6kg|Ssgml=_B9KCKuDQ()8$jeiaaX55ApF42_*U-kLM2zSNZZi9bCF_&t_GBBbmWlykarT zgAv|pecmF4LS?+Iy=U8^Y3rozTX4%w&x4z47=Q%@O6Eqw@?bkOr}Op?=7D3y!K+-J zr$(`)T&hCITV@>ESB@4-?uVfzg!-+0{=gp)yUMA$o#m4G486#O8_`bZ;1B$2d<&El z7S@VQte`6$f>`$QJBs}A`1n;N%A@^TVqe+w4kuFqg|t+;j^I!{f_gNSkUH*otRnKq zg|=Fgpj%$Bab&9o=kJz)Czz00s$%RDn zwmH>(d!AU+3UZzn{sqf*#08JTHFE7d{NVxe&y_9MgDlaeI;cSba3BN zKp&+ROci59hn-N5tkY3 zZs+0;cMVLIVoB2n&o{K*aT`audm=)FXaq<|#yIDmO&MbvoU#oWkIIh(= zCR~aZrKyZSc-!Q zvLW*aIv+s}v{E3am)99AZM_>N+5h(!(R;p+A|7K6#tunZ?Ix zq0nnA4EId8(9n8w*@V^=6!PxP%O4DQ$(&P-GAaBqks^E3E~_(zj|sVslZ)(-aW8UN zWjy2Y3}LMktr?h$Kcv_o*-&U=0fHRj_T?afMEmNI_&^}Id)3(@x{^5PzIf-YH2NJ0 zIIf3_LrCpt=#TS(-zL@$X%?r2>7n}rV^&t9pvv(Uh-r+3WX}0l;nJTxkPCMaN>EPx zk0XFSu!zS;HjoQO^16m}ix1?FqJ!cplNVGO(4X;qpEX-%ZvSH%AJr0nN-HHJ;<#BV z;$xfqhjwWUssYbkol$A&gZQI8vhMhigs(;;u0)M^<|2=N=X+M4C(uM>J=lgS!0{&s z?*3V`R#KYGz5fHrvC4B_hflaa#&$vBk0USAI)AWSTo^#*GsnrPK3~*DMC*m8R=1$aVa=jA@-VH&{{r-T^aOX3aT@)kh=-2t41t`S^bYZtbWM@ zxyp)1O>}|(f$ZqxSHY?WAJ^sZRasHmZ(-$XL@vlWjQJy(lRuKi+gBU#ktv!4vm}Ug zRA>_G6Ca5Wbje**N8ll8G>r>AV2Q;wjkZDOJg`LwADLUNA(t$Av?VOK+=s%ezK862 z!$X-cHh*)|2i8^657Ml5 za`iM(r@*9~rKA8KNt>&>MQJ|HQhyb^cN!n*YX%6O4x7_0Kq5XKo&V4rzZzEW;wk{k zAJ83gRN%mvYvrKy#<}Ou1=wtwx8es z$g667WgLbN5bj5Y-HmJIWDD!BGMt^7;S%4B# z^YO>x+xUQqCPe{bla?^Jp0RYw)2^IUdN_=C%|G!@H$ z-AHml886O&KgMovkPCXFtXxoHq9B~%@R1}|uKiH1NAX89iI2Sv_(=DQ@N}J@FBvxx8t7>X_E!36}d8n@*7}rCH zxGMORX@l2-fM(UWFu5Q-YPg5!4CZiDxN;B)WRC{LS5nb6@BZ4gQK=Y~E1}Mvzn}OY z?ga5GsFJBxAh6ob_#+qt{RP*yA=B>F(clehK0uxHn#G#771l z=&+*#_TeE+cuHi%$7A_p{ZJItPmjAklC}?*1aWh$v8c6#3A_LhOn-nLReg&UOE^=5 z^r$em5KZZ<8d?6hg!ZCbXSBnH$H>pW|6^^bJ1(MC@6ZDg{y1_4iXI=O96>#=I}o`F zl#6O*Z(&)EmCKxQf9(Ze-tU3mV(#|8M7NWWKTbE|BUJ>C0{!z2Ev$%-E&PvsgC3PU zR@23FkH*%OI$-|5z9@l5O1|uI-(VZhG3ZgxdIYO+&YJ$#SpI+pi3=_JIk-{pWLtbp z?>`SuDl@u{99=Le9*y~fDlXBT;u^)WtW5I(F!IdWky!sIz+u$PvNal8h57*sX2c!|4GN?;*6EHb|b=Wp&i0pSb*rU_d z`DmNIg~W9O>~U5vlF}_r<`m@<@rRd7^O}+>2v>!u4?h)s59bJT2-MxfIC- zn{gVfGw6H5$ANqCcn zJq3Sc<0{HvY-HenT#x;a3ia5HPLYqTVUP%#y+2&bR&^?GR6 znzt8OIF})leYUvt^=-0fn^TTBY6xi^!sr=e&2-q2aMRq>NxwMNvgnl(+_UpX=EktF zn3=4FtAcVwH5tFcwsS5{OxXiT-!AHwJap@#=a3OC8YrHjV%an9uk~_K@8Y)eMIXZ- zHH>p;{7&7-ACIxGWOOEuD&cFkq%yqBjmKJJ4m^h+Qq7o3eQYM2<>ZC2Ys;Yt>@!9zyx`4FxJkE%t~f9yNmqsSol({Ewq`{wQ6`7bkX*Az>nYBE$%hg7akB;j?pwP%lbG2zPaW~`aQ_3d7ZQ`@lS;ES+gH_~=E|8@)=lL$S}JiR+bTt0 zUB5}t5FrE0D%;`N8QNDcW6<Hn`3{i=a2tlPKL5E6f+3rvg-RaSNSIX z@Nzl-gHk((i@?CL^l*6A-ax0fmFouN5_|;B$Jti=B&6@up zpPEv9G~ta~IWk^W5avJRP(c>H1R1w`h)~#n4*X#~bTAyV!#1z1$I$}vfk1LqQ#kgn zIUUMXZkZpP<=jMkJlOxpBtc9l!CG#3%dI!BXdTqM^#n-MT%-&t4q-V%J)`}uY+zv% z2#$Dw5!D5(rRe!tw93sTMQu*!({npf#N3qAm@XN+nr>PF$Mmxjuk|( zj%$+Z(n17=(p$L-zV6%3?Z3sU&Gc8`kDEH;kGqJENBHMy zSYU)Dc$p}=%&b+pTDP$v+ee8FDozwn7WpKr&S7xJp4Fr5Jh85LtFR9dcT!lVHpk_h zNyjsS*txeKnVCO0V!)H#{PZDmK&&-&G|3-#iaUfeN(9m81F(TVEHQ%N2y*o;)~}zP zf?TlAm-lnhOgf!0M9cK#SKyCmUp*o}SW@*AJLc?zlp}zsDf0?P=;ss$6-S>v8GT%1 z1l}50P^8p%mAZi}GpG?fy3&50Hyv z-1HAeFUT^iYb)2W$OUuea9^qYM!7zc+3~_3_}c2oA3KT1i_=v_4;kV9I=0#g^Xbe?0>2MSDd(Vycuel$QjT;FE>l}>X&08}SfCLRFf z%Z&Mta_xv*B}cB`N&nzDe@@dRm^!pjYpIV7Dj9g_%8CZd)Zalz3%_#qtIGac?fC<~ zz_$61XkYy_{tyc!z=#e<^tP|V&qi`_|KQg#K5o2Ryex#%d?**p3$+Fo$W`T9S-FU$ zECuUwe^{Twvxv8_8~BI>!7XHnpcVN2eca~?FQh0 z@8#W0~ZPxIC??Ypn`e-JuaxMt$}r_X%kz1!C=h5MbD}(w5~Y0t>=wjiC|jt zoQOEb%o>grEqTwcS*{fM;$6TW8O6Mz%54j|zKstk zGP$D_El_rHHYh`(Dy*BEhpj)4_+bB|99kjlh7S0HrhQZ+^9qw=J?jxHrRSzK=@YCG zAdnGMRSuOHc}5-zHsYpGm^c{xPDQq_XRW{Tw8-DU1+rxu;n@EuNE>^iMQBbfu$`Nx z5kmhFE_JTaaI92Tkz7Jf*#IA$JcVDcAKzEc?M?QCieEQLO-pp47YhEy7ra@}CeJ3} zv*0D{$s*$8!T88rNr?;5&?vNWphw`LSNU~NTT&f12~R&RXhsJ1Id|O9X5ClvW1$qI z!xHbZI-nSr#&q;P&fS;#q^y)W;<@u5WtIi77r9c0`(ga5Qio?;4M+lkkwpY)c?;=bSMgpQcyk-Mnnrfv{=gIQVe!F9GdKQ>@`G9r?^)iSGc3MJ zF#pl_MwEw6K?@8T;1Ap^X8M)}q^LYB)H)9E!Ii^^lzI8XA%p_Y0qzC(??QZ7iaccg z=$(bdV&U5@EEh-qfCw)+8AXou16+hsU55N2axw7F7rS#JK9D~gLL__6E#-301_a{G zeP>ux&$lj30#ZVera(d!q$!|COQ?brDbhrcDoqrm2tptrT}tQ(A|0f66_5@Rnj%P3 zkQRDPr~yK9_V52c=ef^0_k6e?Z$9MNGkeeMJ+o)cUNdX0_kHej?iWTF9g^-Rzn4dQ zb;su%`cq&l3gWWm(WyDqd^Q~1ou`~F4pj~$s`r`S;*TWQUGhFXcspC3bLyZYS%ji~ z<@m;`q>F9p_@K5wh1}SRai=0VL;8h;c`w>v5uA0m`)^_KLqT(|IrE%*|4aR=wSAMbxkr<8jo@ptKo0gc$-y!6`x(Am86Myc#j9 z9_IN{%rV|9Uwp5ZcOgg0wx{BDZ6|qIXV-Vvd)G&!27lGlOH=~5OBC9h=!_-`M0%`T z-F=H{mq@}bQS)RU<$m8AUS-L;ll2aLQG1V95iS5L;WD^vu8`k-t#8w|G#(WFQ;Tu; zwR-%AHqXe8r`NcpDV?Gx_+puVnVH3RS{PkvsmF$h7M9bO&@$g#TLV{rT`6kI&^?^` zR@2!;(QHLPTL_Yb2oTJL0y( z?Nixj9Hfu4riuh<(TS?hG17M3I~V5MJbtL3`wnFilk615FfO;E0A>0k1rtMZ=ed59 z?AMm$Xg*%Fo=&R}*E-s+N9Y&7aG z2K)$ie**Da8)cE?#lu9?RCo6k{kGUu_zb^}?LDq*8?{!Vj~b~DOQYJTnJyFGVW$3~ zYq2a8mcMOJceV*hUX;%~h@`&o$_etfmPuRcP5d zcCm-#2!9EaA)6Afyi!J?WY2>hzJRpeVG4ex{2kKRoczX|ZJ+-f(#e5M-H^L7Cac^N zRv#vA9?GYbyv5lk%gt~B&dTV;RRFAUXoz%A^G%ymN8!0~u3ne6IpjUrp5aSCzJ8Y~be_HDbtm58&JQA#M){oy&iD+b(LsOPT`I zvc}orM$1b@FI%gfv0e~yXgd>DH>b`{rP?_B>5bN7n;_FN9S}Raegs|?f=s0k+B3P| z^GpT0*W237-%wyjB$F+)#TH!>bG!qfr2b8`QifGGc(Fmv*V<2@7nuO_)L%TC!4Dsq zyP$w&GGkNu?`LJ5@%sI6G|OC$lfX6PhW#rl@;8}{y!qoS&p8{l^9pGDo)rH!^mR_K zNqT+z-5e}67Ek#Qu#jQE7+aLF(T?d%-ncg3y2U7`6n5n+TL3@%$uiP^$Va%D9~Nv+ zxbgj-`UOqMCw=H9zA-@u}p2Caoq6qcgsHv z9wYFNhmsSt`oH-YD*q93uFn>}R57OWC6&pS#)9hkb?G|+mEA0m^laadD zZRsc*vOC$`F%vb3c>r;SPvTEe^lI9|69CL+Kl$Fa7=3q)Mr7+jiSMVC@bmQ5(J$_f zpQk0eDZ~6*L{6LlgYc_KxYTPO{X5gJcO``?VE&@+d!nW76bF}OpbR&R)iWeUX}6eR zYKJsmny8gcQ(sz0cz;ogWRmv2cv0djf0H|`$!g=zw+?9~6-hKC2l7a~D~Nwoo?e?t zh0H)aBbHNaN`v#%;RK5tJp!<~hqlOVvgYKV6W{t^645J8# zv@ki9xpFMYE;RSyNPgFTC7@akLK=4m_8wXODuf!-GWexFrQR)l{grCnNcUKQxWiD{ zf@7pHkCKyMi?2YGjkB;rI3}w$n3?aJJ9+O%y^CBCwjZ7*HC1z-ydVZh?V1YkAF(X> zmS7C4BU^e>x2CPFU7l)JKLjQd=L?jcb2ZFU2Q|y4$HnBHT$*{63Ybqm{`|Z-^F}hg%8$!R)Ae~9c#wygP1|xC2+ivd}{0kSbolF``TJa-Zp3R>fjvv z%8hMiqG7qq1#I=n2ZTdMy%A+46Z%#MTcTyj9$7eCe+Hgp09WH0a^aD$?{Z>r+Z;*j*wHz zQ_2-J5=M;EqFjOc+0R9RGIe4n^u;<-Fg)=Vwuwi~Hfw2I_8|F#u!Tr%4x9By?@ z;lbOU)zYkoWb0wt)rpvgb9x_j*{KH}*@m3u`Mq#0wDlB^n%d?LI3y#IvFhR}2X&#X zV)#W+v{EF zzvk>jt8$Z?9#v>ZO*`K7tMy5RAy2+K1C|_xbR%*Or0vKcRop-;EX2-1&JIFy3n)-c z*(^8zCqDvnSE`$eR?qV+PU((DLto#Kx} zUaf+IHwU2i)?^?m;TZaj704hUJmRbENAq+Q=%V2jcs6{DmY9fT3sEJ2-;koOQ8q{4eVknJ$&0JJsfbvb zWEFQ_Iyw>w7Y-Zigqj9h$*B{`vIW0~3&()Lypoo{Y}$0ys;pX}j!YhcMK2AU7G^J@ zYOV$fjG8KVADgPN7o}Roi-s%vxjBcnr!#tsY$NG|y}t7Uz%SPpC^aMtd2Muf<*Chg9 zlSh%Z{LA}Bl39Gqu~ycmjnRRtDDvGMpxu?&mj+MuCLivKjNa)g%ra$f!;V%LQ05>IFuN%jM4$6Q8+Ch`VXG@+>+q zpJL<}3tPdEIU+CGht)(-I9(%^HuGC)0^JPTxbTzE>t9X6Zh|c&48B7)go(8u4S=}a zn?FLln#;u`>GGH*|8e$f4Z2+}X*a7CPh`N>jeJ;vRrg33x1FQ#d&W^oCzUZ?~?lf~jlvE{DH4Da@YotO$cYZ=gedV7tPLhY_9DFm3 z&&h%hp5rm^=tbl@!kz!-Ta`fiKS4V#qrWVONG&kAN19mW-d#p%E~A_yQ0KF#{aQw` zj%!!lCa?%2Zknexe--*`5Arl`jz~mQLLWZA?V4#GdO|+qvyi2qlM27HNGaUr?6HwK zNE9hj=e}57kv1{;ywGp9w6dA!bWc@p_b(Y_Axi)TOhue9*o!_;#c0I?^HWZqr>{82 zA9Hd$Pn_M~Z4xYe{ur(i&-0u8aY5-l+VklOoj`<2G^j@@8Z`pM?u$>gr|G7Jor$^h zzy+Ta5kLt)*-6>2`s%D0_M^rnW=?!9w4At@wO*HzBlGm)dxFN-*Bos^`6dW5mv@~W zK~e>dq(5{%W4VzWK`(gTo0Jy#Dk7jLL;gbuTxD$mX)pv?Qu*zzu!O2t5^VM-fsO`a z8Dc~`uktXjYS`Gl@iNlqGVD);yCsVO!Vrh;^4sF0x_xr*&i%5$M)8|jvFmyHG2;^9 zAefuuS=yDblWquAd~ut*GE#+)!@aJ?c|8Sx2ibZl-T)8Zn}%!6s>ciqVJMxyd|7tG z(a&97VVTld^_D?adS;p5#*VPoase>j%c!+*a3qD(H+GI^8wbLU;6L%ds410iMqffs z6lszpO$IBk=w(u#Z@P6t{J&2EZJ>|wPOKmTkgMj&bQqdp2$N@C-JcNZq*!Yvb2wS9 z?Zv@mf97;%GqE|m=rP-CQ{Rh_vx)~>n>nBdC`tUWVOU85-oKR;dXTC`M^?K~3$w21 z7n!|Do%Lug8I+9GP_3^`RCT-R9b)eJ%z9tP_rs?eTOH8{q2LA8j+EvLl!~NQc=UOI zM>yD`npWWz2R6#}Js*}eTU%fAeB1mJ$AWGq#kSbcTQ|=6h})J6MRN0hkqIY8pHD$H zy9VtU4Ii%AGz(sc0a4L}q?&lSFE6$!cE2k;LYl*EmQ7>U%C=O#Tp*R`U&RLk<&nhUlf*n*Q7otN_I~tt_N` zv8au*{@o_X5&^eWW&O?9^CvlrqV=8myWgbJNleT6@mGs5Pn;bCBm}XBY>aGiDytTB zwW#iEl(nAt=J(ajb?4iQ%r*0$x45yO0F!YT{_laV&NPFE&AuGC2dz3-VMY8Cje_Ui zLmfxTP~~vIZpd-IR93`B?*9G;PtkmvW)n;wsqmGDCb2+--dE%H;x=`5Vtak?HZ6t5 zLTIJH)HZ$4A4(v2f8gG!z8J>>W`zn?X;n1;Ma0~r&+ACge5d6}C6aNKKkkj-0v(L^ zdd8=-1y#tHIpA495C5vy0NF-D=XrV_Oa1++9Kdw|(BiUKqVKrEvcY_qookXsozeN`G0m=R6}zSReVH1Pk^aCD^<}>E9PUK- zaPTYbUA1OVkBCvNC7KnW*=IUL~XY_^)noX&rA-S`BqaRt;%yj7)g-ZY4 zGU^1e6+G=?`@FX1og6GWf$<0Y1TQng^Q`EGX62DI+n57l8xBUK{yIatv&n^q-@3M$ zLNica;HP*Nu5QWc_+m4Xxrf?prcB7H*4DuSrw)dAM|jmC4ZN*Oms##FE3TY%w&J{uM>+-|=}2O> zkK1u>9Bi(CUh0=L1J0;kIsSx4$&FigV=fjd(!*KWcX`|u(SYMxR&jfveay|^Ml!wcWjCM}Za zw>(|ohkr?STXgqUN_#dHR}^fE{|MxsG!7@oiy4=k&0++awHtb95v>{s!RB)p`?dmM z#_vH=o`p(!w*{m~ln8SKFiOX~ql7Xw0xG$N_+D z!H%s=EOk9;=Kkb0Pw!gFiOr;U=KVYi{gO?YJQt|f_`+FnbBa)TC{rIAIfYF!qXcZr zbc*>+dMZwajS>mg-&)A3&Nc5sXjb^OmWNK3FoLdtCJ1A=vyoHth2a!^I(q9TFI_jBpJ>1 ziGW)g^u6S^4iXxa0XpvRMx~&LRy1lG zLwRCbzQ1~R|0L5q^J80v>vxh6BDdN65kjYU|0^k0XwMw9i< zHJHVll~X9!w=xF5UgFeP0HDv1j+);~9h>*R6OwkXSz2_z=B=%&v=TFb@|y>%d65$W zcSou?#-oOsYC7P-Y$6xBG|Aj#_KYE7+SiyNpp9F3=X zYxvAA1ETPRt111l=$ThYyeK7dc{4UnqA`~*^0uSeuxHCoP&xl@0|H9 zv%D;to&5^6N~%Mq%}R9OF%fb&qrA#k+UOo+yRlm#wju_}yH-?DV>aAyK-Yzd=#N5Xh){jJ;-BLn| z<3H#2f><1&8INvE*KMu1aX~rQvDZ^wKmBMN&Ukz?Xx!v3zU`F&!r{JIVzWJYomK#z z1xtaqRVFN?2o6I?MWQY{^Wl=O7wFFAmcqDQ4%vx$Qo)JOIsQI9aIaB0f4d-px5X-7 zN7(MzJp`b-mUALBUS@b)o&L$St9nG%C1m6^TL0D>n{3eP#9G;|@~iyCa-dM`^?i8h zv8U<)O*$RP8v?8Uq3wJ{za=ZZqN8(VYTfLEBBImJ+iPMTh2m&eO4^$Tn~lih!~1^0 zSZUYs*T7=_CGss->96_!gy2qT`*s z6_Z%*y(sqM-G|ZyNlR7{<0yii@5Z|+7UK)WOul!|pNt!HLei2xP>G<`xWy1#HsPo( z#2fh7MFGun`QxxaU23mKtaZw1mp_;L9T>c5^-DPY06GNk-ltFBu&X&)EP&HOvIS-j z22`5q$jsv?R1BiQ_=C59BRf`NNlBBB7aeZ(f{bz&!iKBXLQr}f_t+n6%RhIqk#Jo0 zsTdTEYWGeu)XRI{+Fin@1$`F`OS9LGOWP0b?z3)S2p-AAm|Nz%U8g`fh678hzH@Ux zTeWJZsd(WTZNSE)JrW9{QMUDsaaBS_KYi<^Om*^6sLysjYH}#&jXl>Yn6cascBXN@ z7cGBt-)T6)^r2c8?~HjM0iVGr|9DA&2NPx`+y%Pzdl%DlgPG$^;&056NKzns8>JPE z%t~q4AZNKd`X1A>7}J}|;~UINs)yPuG%Rwf)^GCg%D@ir(`FYAZn-A#iq0;+#Ut(s z2Efxv6hqIk89*OMhJ*Tjdu?cCR+vdurLPl z-a%6;FFRYtDbG5qy;;OqDBnr##i#qOzTz|nZ7Q{^3Ghj*>ToDEG8#;8nt$!X-9{x* z*iUCKe5X565~IGjYg#|z3LPoPSw)4LvyrJxKCcXNk59A|+E=wzSxQv#n(v^yHo**a z3I2I!CBTW;XrPgm*Jz&h|b*aO}4Q^!%aBb(0 zEoS}E-K?`=J6mhjVptB4a~I+6k0^}w#5zFDJyvc6p;Uwjp`tz~XUa?`iI@W-XzFDX zenJ6u7p1E0fBQ1WM-O&NlEWQD<>}g?WE40KyDN7Gs)sq`7#G+eN34;1(>DXE9Qfu>&Y{VYI0;z zW=*5)tTD~66*Y=m-$e(%bv&M}5Qml(ubT@+;(&Oe8r zX;j>!U}~)048P6_1eKXQma46}?r($-!+DTPFQXch(@{S@U9p5%FY`xLe3w~I;-@HU zzl@Bw0%PG%-fEHK7nrtV)mlmbtu*yFHKG-~4=Ez9-Pes23=m+M50U}HCilY}mtG@6 znm^6pZT)|iGxBC$`@tqtm%L4zoWXX3zA4L@K$ARg|BBKRucEZE*%!X~m4Y~3c%#C5AQwW9>-uXh#P0e% z1a(q)rV)_r8v;JJdNoH{@D0$HIM3YDQr?4lnw9(niV3MB*Gja4vS6m)!50YdU zvOA!+jA^9Q4*fbLcy8Z;9VUdH=k)8pNRCLMt8fDmL45PDb$64*G-hmDO!2;$aGx1} z#{)?TLTIy5I$h@S*K>GN84adL)TZC0v~F!5B2_G1!MjMQ%t{mq>5A%Pg6y4cZI6Vb zUIrKY#B+d(2!<%~nVu410pH~6t+5E5HPe@r=1X&BpCeDY${1y@Kes<2k!Y8EKy^StuZ7FoMprdQ!TOCM3;lQD;sk5O;H6-${Lg9F4; zIqdD@bH-RB$K&B!C*X9~38rJGF3{)q;#SD#-wlL1LH!5x`w-ek13nW0GQBe!mRgJ=4)5Q?^?j59c@ct^Lb-<6ZzBUp_~S^G@)jTn-JMG#OSl1tJ?Q>I8(w0#e?A{0t36I`%ErwWOfi88= zVk2VPO=LdT)Vkz7!hi*tI?$68HXkYNHJZ=pYB@jskS9i5dZamW4*7HZ^*~{qY`-t` zQlRR>je3ueJH|V^a7J}?gdxp|8f*_578;a}dLpz`?-{nFg!d0+>ye)Sn0|5zKOIO- z2xW9PuF>-2P_>`w5n$Gmljr2J5X)Maz2j)tRYX)lxgaG@kCbFB)mNMA-;R%4DJyvp z2FZIF&gkDvga%E}C;=#`3t`Gk>WqFUuPSk2%OpCHBIV8iyYHWRxbEn)d66qa_cDEg zWpO#i^na^4gS{%=2DV>C`k*9gdjoHLbelAKYvwe4D_uefmP`)Y7I^gm&hn>gSb{4o z_73f3e~!CJ0!<-P)bF={Y3eqN^P*AAz)9dUyTkv~Z0cPK~4FdXmYTT!F0`iee?4n}|KndAvg11W#BMh+57Gm>-hiLg;W zf94+?Ro@~m<8X_=v06RN-jEe8EV|&u8x}Z!R_twxm-0-rge-Hnh#24P0;nzzO)t3y zok}WS$S_xjTF+n?EDsEjP+!J{9#1F$49hRB(jA4V#M?VNHqkBy8nt(SzJ3dE9z6Dy9WRcow~0Oy~3A z?AdH;56=KEkEg$gKWYJ76Sv1WK>zQWRozfZuO z+$5Y+IoAZXpED3yS7C1Eg;$!^^jWZ47W_X@uQRK!@jpSe(6!M^Sw5)aDGE; z?3x8|aWNjpLN~Y;f){cz`F`06F?F66iDO)SAR$`5h8Oz)gh2T_b(QL!m!u{_FL7ah z?NzXLkp1`O1H1fZwzgHcsJy4lcQBqsQEJM`7P|`+rqV~;^vq2zQnS-G6!#>r6r4E$ z0Fm8{zB?uL{vE*Pq6p6knvp^LMk?(Je@G)scXw7Oo%V(yk?>5YA9PK3xg6OC&=|vgwcsDb zKOFOxU)gau9-Nrpci|@fUyADk(ZF5UmG*KOXdKCyd{lm_e;oSKV=)psKcvc@?iu}~ zV|W`W>;70`(=N!qexQBnG*7CJntfn`amA}RRu7s0hqiAef$6G{KZpmv_KBZ9Fhc-r zxA0#sF&?CM$M8OaQIuTjQ2tl9IQBPY&Fz-;yhnZC{H5|b+fqkGn}$EDc`MgA?Ltyp zlKGIfWy2Tv>1!MrRkgxX1zm#^VODB!ZMnD?4C3(lEb;=csPhrHy8h!|@P|HxJbYTC zOQF`HLW~BA8dssIyhxE?3>BlMS*FeBGA-mi;_lwWmhgl}$m}bZbKl-@ya&K@?!M7= zO62`;aL7Q^o_zImwEuY}xKmiIvTHL?D?Oc4G4>pJ{#$MN@h!DrMx@f-f%_}^A5`qW;w?tV?{h%jnxOaFsU)c8usyU-rXoJHmYZKfd8tVX3HSx7doinArG{OZ z0j$jh;B>eB6u`8;ffStO6B?~>velf3xn{Uxz28Mjz6DEfE~2)5O>?L4a;RY`dLM0h zqVSHt=^UCXhny3P@rJXvw}v~B=3-IbI3c>zMnf9YZ>^LnidV)Ht}cd^GOO+bcFTl6 z=AVWb10?qCas-=^FONAP=Vq}g8IJ58QAxbK2?7lY6KCP_&!X%!e9VYsYdW>e8dU&L zZ6Dsh$}_ehg^u4sEsozjfA-$2m#yNPQ^4)uI<9LgL!MEmSm<^Ii-CoWyQj+f#}5zg z*4w^~9w8U9uppbGs(3dh8nWy)@?)B$`pq2p=zR2%I6Xkdd~UIi z_+7+7%^U0sizmr(TQzQLHqU#tB5G|yy`O4J_J{ZkUvKNtx>M~@L}hRYfAx#x5)Maj z_1PPK;9MwVB>L{@T|cBTh)Q%}NL|Mf&9Uw;Lwc6)ShZB};CU$L*CaDQnjWYbwiB0SlZ*coUifOKp+Q`f6xr!Ea>wiS=K zr2X<%7X$zYfhfj;bK%Y|afdF_hza-Js7=!C-qPN-tjuRQuCrqH^82;iePtcq|ZKR;vb@M8`_4XJo(oA+8g?1@~ny zftE&?()HAOj`;th?&f$oI`J)$_^zj#tUDay%O8+Nsc;Y}y zdJ(x@rR7HF!rCbJEWea*f+Ac%*?-iS?pw*z&4#|3THQHv$MGkM@u+~7_V5*B{Np~r zvA_~QwX94%Pr>&Ct)7BA6BC6M_t3@{)k6wW-N#+=c^DZz zzBB&i;Br(qgnI&-|BMXQ|Fk$zZX@@7G|Ku2ezQ}z?yu&0khn{$%a~qgPee@#w$9^c z_ZxvfVUK(0_?TulT5=$Iwo?6n?;-LQX_`RT6x+`0)I%q) zjRHI*r*KA(JYY)>ARJC;x<;7hQMj&jH(--hI9U{E2sn7@3D9@nm#)g#dUbISuyq)m z`5I{=Fkv2w{PBK@5;1#Q&N)7)_2NCppBzRmsMs&#!oSgF2BzG;Uycon5(f4BK{LGw zdCyh&J;XLU492+hwef*homnLFDtxmO?)Tt)h*qX-J^nx3WXNc|9YN&8DCbQPs!a|8nJA zJE2A_M~?gjcWW`9I&k2aE9Fuo6BqdUMe0Qm%#}VebsJ3&;gc8 zlTY9l-XlAh&y$5xKS=n@kK9db>;UA(D>?}6qJxWnzvrkW0c@!!a-VYT3y5$l6D@K# zvKamfQf0 z%@6GJ_KQk(N|&t3#spLtC%e04aOkhO3}9=t(Z2SC?lOFBybTH8s+LPT6bM{H#w>S@iNAc`G11RFWz8(A`fPeqsij!7h z!oE|5Y_Ci{o`#D&eh$~~EF2eBk{z*aHi5viMsnc_{s;o+t9*9O@iV;Awiu5^yu~Jf z>301T)9@*1GlpAr#$91rBjJ>e{?~EIZPt$@lyYuZgfs$XX-E&mC`ldLoKJDQMrTNo zew$V2#-k{xPPwzC9uKjN7<8hg0zQulXiSe9Xre#;5wy??*`|lVh=XME^TyQ>cUx(`^-@S!xqF`BrBW_D15Ux5U6NW(s_*A{p7 zWE6S`IAR3Ge+{rPR9bgw?YH8Xvx^-M2KUN4!!6fSaeOL z7U^{fKKgiK7mFq-8JurUrHd^&IAceN-2vn9ht2i`H$N;+3@ByQ&{4nW&+8lDjK$H} zGy=uEG!NV|uyrnf+RLVpjz_i(3F1MkN1zy=2<>7sx}J-Tlkp@S$s3bbdCK+ATwq87 zp4qKoA)aeoq|WR1vl*7H0O&jMpa%s1lf1#oi{mb1*%y)AIjDTw)rJ(Ydo{pt>{xcq z*=XNg=Gx;!;iIqTM5FwdV*c-g>q`PT{`|0|nE$7P|5J-|97>t>)-{7(bjg9%*~yF6 zSID21<(L4B0OK)oSmt%^J^chcXYN@>r&gBJ(MTUUDjF4y0@$uPf|(ITHT(c7lm?;_ zKB~?+;+t6V{)xsx*k^f7Vl*DlhQm?kYRg}QvmW&106w?TC>wT2Y(@%odc=3IcOpNM zkdCK`^cC*72|FIU7*M=GFAD6V_aadoZb{rlTuNUxK1fNfe~;jgZzPGN?TVR_F5|Vw z=!vf0LBN;L)CjWuUh~%iQqg*`!5}N(WqHNI{TV;OX2j3-)5-RigQzD9g{ae{kCqKG z4H;YAZJJ;qA{G+8){McRd|r~}KWxn*1&bP)tkR!@H4}ayc@V83YX|J}IIxnn|BEXf zEg`5@)%$a;w)yyJP^x%e)UXc09J|hOxNg3yTS5aT1z{x+BKv4w!rtBTLytEo4%ZUg zM-QA)iCHZ1tQeP+x=SmR%Jv9o-7K=I4^!BR^u=x#Q$@oarBv>b)|G<~o6oPh)bjM7 zEbcW)5nf^sY?7i;kSG-R{8QU)62;%rZG#KQI2Q_K^PS|Mxtn_(f|YOka@HO-cSb*EU!s!7NyzC#f9q+6!zqcf>5wl&g^sE^nFDUIk#?(~*y z3-wLx0>L{S;EpR5xWf5@KbWbiQ~k3NtPl+PVc~@QU)}203Ch|9`QIwwU-*jDMA#Aq z_>BF*dj)cfdtpKMz^-^YY2@5_=cMY{^*`1%WDrq)0fg-Dhiivq0V!55@n2`J@1LdM z!|W|?B_DlVz(}3G^u}Mgy~fc4S{>2-iOEi`%wjMj z5mxm;Hyu;HA9#bmq-@g#3Z%;0AtZ5-!`8#{W+1JU>L{n|o!?ReEnxHB^SbE}6j)UA z($Z->&WIR*?{AzGayyS2Z*04G-X&dM!wq|qe{?$rb+T?TKG*SpP`IdH!bM}=s`qf- zb8N-(<1i!)+Vgas7cyG7Xw8yV?;#AM zYckjIRYtsE`4!e74;!;#fm~_!!uR*#{;FUA!Ul2}d%yZKdzuN=&@cy@Z(frMw#;k+dE%-E&ic*IV3_-YYT8s@Ph4XMivhxqx zh^HVlq^s~m_`;j$d3M74Q1k2tem8KVn*K{P{v8-X|2C)#Jtq}`;z;d!CAIwI?9O7J zWiMz$QprsK#%LA12aVe!ih6h<{6-!b?EQkvTVxm2bXT6j5t+RQ*A_8pl$Y90m!`_4 zLaz&bvY|n{X>lA4ni2S?&$mNIFR2D*m+T;0RCf{Tc>MtLw^( zn2DNDup^D%dycknG|-umnzO$*wfI~#ADj9S}Illl^HWgbrG~pmJLpzl}ig@ z9g+u8=PD+f^Nf(1q95m!rISPMR>DMYoN5^(-au_IdsBz)LTz(KH8n%9M*)_X-A1oO zz>d!D)h%qEa%jkSto!Ea;E~cXHfs0o7De~Z(EHcCrQ}_-}C_I6pllC2K`bDVATM9-xlNcbTfEU zN^3YL`D~g890%$wrihRgW)qECi$<9*r+QP^uN@!g;-v9I&3Hpiwl1K&LE=RuSP0-=r3!}u>{-mIM?gB84HGf=ulU%5}vl&x8caUSa& z6#sYTdmytlZq-x?r+3W)nPz=eQ5vWqEYy@&%WQ?hNj*7 z=gjV{+JD#j;9uDXr%Y=x-&jYKsm*5Pu8eqiCm(iQ4_v=a;IUct4~8I$m?1a<4DZ70 z|0gQA8_)p!UvWST_C~c3y{tH995bLj2>dt)viSjj$^XjIY6Kqk`o5MDP6N2i;D1Ri z2>@rAf!!G33V_Z7P)hnCxPOWp0J*@y#XqVJ;lENl75`FvfOM}`ua;5=E9^=R?2kE6 zR*##P-V)F`t}i(Vz{bA(tG-H%fJ~nVU82IjuBcpefDq^2J0Autqx^G(VC;L&k8X3~ zm`4tJ(R4()e_w+U=ra9r-#q(kl-T)dj`Vg$IK4X4GPzJGqYwxlw54X9}E4fuSNGVYK(SAaKO|I>a37_qi7)U(zEN8QTof2~Zgu2OYQF+W_d zA|vHA*~RADffAsMAa|1tLP@qQH}8|e{oehte1c^5A%=rLU)xHmvaoNoH{vC02*>)vK9^IPo_N2mj?9H`5$mCrZ`;a z>EU6bCm+5E1^=fenZBq+j7lQ6q1r`{-@k^$2s>o&+clfJOycYxg_?Fp+us68t#*te zBJcMK7AHYc0^XO>V}v%sFB~j#m#f!L0NHz>xTL-x_I!uny_lvNeDj~XF+;3u)J_k~ zY2IbwZk0;?^A0)$V0T>;EL50Up_8>gKvUP-(PzEDpaWFVyt89U?CmBmxs(nt85ixu z7hrH7JYJ$aEBvG6o3_J#^E@b!Oxr)xiC_i{c!88RbP_eOQ*`X zP<74(4qhsfXAtc%L4*G(%}8MJ@cVaR4lx^T kE}sL4+V%h6{?R literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/6a08d3d3-b216-46bf-9d8a-6ca5e8c715ff.png b/docs/handson-cnn-tf/img/6a08d3d3-b216-46bf-9d8a-6ca5e8c715ff.png new file mode 100644 index 0000000000000000000000000000000000000000..bacd18e3d2a54214b3d95bd2830573032c048a8e GIT binary patch literal 12795 zcma)jWmH>1w>HJCxVKo*A^{2%cPU<=Sb?C$DH=#|FWwdn?k>TKC3u124ncyK0--pe zg(8=}?_KNr^ZmH9vR2O7GJ9v9*>m=p*@@NFdG(l(fe-@&i5kGPmX1JlZ7Y#Us`SDg8J^vTPWvYwz2?8PF2K< zzvGb4@2mNPFUxp)lG0P1hv~8n@$6o1j(%^Mw^t-)B%d5`1Z<}Di>dQ6w$8+gf~~SM z1|kw8B4Zrt7c|^ALkEau1)T=imYB|W-tp31E0ha22kV%fFtDd?)8c~9Uhy1#MRctiFWRfhvwNl0Ei!Ck_n#8*iwMXdj3S-ZiRB{%(pgEX~ z4?pKokz`6G0du|Swo&HsJKH17atO(_H-SJR)JT#GL>~!7N8khN)4$G&WD+VHyYo@x z*KwLnE2bJ83T>2%euOAOTDd(C*9xJ4?Y|jqM1IQAXH>1uZL2*Y%^@;lI#cRf zs*S25Vp%~k!M^P!gB7uarX-p0rzp{l>fsjfY|a2H+sfMeg_%9VKc@AED>(+9M%gMd zPyWws<@@;hG;Uz!;+m_{N{i>ReOvzYz$FRD2mVrPh4{BHY;i3DFnMY9z*x5hHFSO# z_OJ7x^;iAe9)H-0Y|e#cz!zovfNL*pk8B=3QiB=O!MSi)PLfqXxkF$s+{)%bX;ipt z0=R|?R$;Cevh?{0two~ABL!h5;P(ii?YF>V(&B1$WV6zkqkDgXErRU$FM0CxJj-gc zQrGDD%XZBS4C>#9a>?!S?FXVqm>Fst0!}^b>n~^l#Sawfqhvw05098xSr4VfGT<3- zi*3NH;E-t6$Gva}(vO7979<)E$5-+-q9|OKSyrBpD20uR>XvB!@f#hrJ91_K4>(Ew zDitSXB28>4-zxGEo3o#HI^?4 zr3}~ef_4?chzjO>IDPMB8# z;FLpqI#r+9jimr1(2uz37-Ms_60Az-t`R;UZ?U=myX?)L_4(u1hJ&#Ih zCYa`ViR<@PitXve;Y#uGU$)R06E3EH8#N@(C#q>5YVkv}#bbYu$O{p0m>6Tbh{6Up zlD7*rz6~Jlu*xD49g_~v+!B(;Wx?`fO&`Fk&q!!kQ~Y0mK0_B~8i46sc9T4Wp1wPozpz_>fs=CbYXjM#aVjsX|Xcd45`ed~W&K zjp9iaN3+2ji#$~O5chBt(v%~ZZ9TNpN1;yxpIMcuWuE*?n}g={XjzA;f~{3aJ1yRF>I5!(7Y*j(F}tmh_25$ zAs8D_81LQ4`F`uAMCO^DI~Dl3P+j|Io>S8C{!RP-@TCoo+v=!` zB*2Xfq&;X~7`GH%6TkO>R1)ENe;}BbQ=_Ckq>?D3ict62`x7P*(A1{6&Akl>pgr=c zd@(ieFAEOLny+xE!OSda1QU#e>=hZ)i_;>E z_|8}R_7*b}LdI)cL-TL>H=U{U#`bu`_4px1z!#$d^mA0$Lq8&oQ`$z&J|<{PfX|6l z&~)OkCuD7Epkyd2tu{jG4Vu!_zV8CoAHLtP!H~o03E`nKKm#SIlPc>+ggh$#er|`2 z8#Z4?J+|>n$R7W00vuX+dUR%Fqw4-vak2IX^mAf1>cq#L0=&eFoCo%eK<9wW!VjYz z4_^R5R>$=#sfD(`*Ni`pE%SnS#b#FXRchb1HH&jhiyWO1!gwQA6x!n7P$X^xq~a;a zo!*jz454=sgQDUO6h?6r?GQMfB;MUvN>@3awC73^G`>s9S#e-oO=(qbA=c|$@r1yEOeF2e= zp_pa?K+2tu*9#W?p@pxwniV~a# zrycocnU5)C!F`J%XD~A@m;u&?Tke@&mQOR{GZ@&OZ6_y74$Mh*Wbz4m_K#(4Z+5y{ z_)puO^l;La3fk+G1&rO?9Vq`NoWJ}P*|kHo#{GA$k?z5k;NQ6$3B-no_FM?ceLGco zR{7R}0kKhEA(!L%m?ZxC+Y)Kl79Z;M4x&L+ea`zI3G2W70`04;rV612=c=+Av%8LnroU zNjGG&9eh$w+OJ-)hr<|S$) zre$XX1~-m|d6Z4qUKWFgTETj8ASA;$Eam}T018KONc~Mn!WZ?~cJkK`d7TD6ki^4` zJLfTo9~`T<JcZ5wB^2=B)ie8x`uIw%3=*99k%85Xqi-R2!TlP0&u$+XzV_#-`S`-RDs#<-XF z+j4c5>4X6+_H!^zMXSXuO4xGcSptu}0i0$Yn)CoaKMJgCzti%@iKU$V;pQAG`O*xt zBdTp_NALl7SH12rt+7?HoVw1Hjp+wGT=nh;QipwKitc(IVnMrpnD*Aq!kuc%c;PS@D)l?;Z!ag9O|* zvaR<4^))^k=PKW>v{f^94)EySx~QP(ht1lEhBTL-x-Pt$>rR9(yNA19{S4kjwC+54 zU=Z13b%A}z(e6J0tgE>p%PUX4EX>k7qTs|&uHuh@K;_#f?W0s)27rDq09N~Opq*Q45$`dlOKs)N zYTGEwhtt*S*b1(rxLMHRYX>zF629f)i;+*if=$Zc7?!x0#0u{W#dKk{=FR|EbzHZ`y5`UJoDfcOx*?5+edreUkfs`s|Npwpbn*v^}P+}2Rl1{MaL z`P4LzfloV&EwL^m2*t`xmz9yD@(P6&l0%6b_0-cwdY~vdnipxudvyKMdq{60 zInG?h(Lbe!Jy9!!wFK$ZelfZU5V?@v00gKCZTI=!V1j*89bB~)npS%V zYCwQT_+oxIap7sc=P;m zO?1WNGJWS$GoYCmcI{`jN9_7PpuvMcR*f6oHa1qXZE`^(ovqG2%ws~K;#3VVI{Kp$ zQbnkkeRJTm+Qa-th*Ct>%6_OQEN5U83ROPhxvs+p(RMhkrWGCa{TAwv9|DFwzoT#6 z$_yni2+G7mvf4k@?~2bVb+!Gm*eF++fc+D$>!Y5{oaBov3ho#L0_Q)}iq}-jtY5ID6a|c4pe*c8yTerAfDnRv#aGQm;^d~nXjb)UB27y^n zn6D8>nC(XDJ|K=>DUcmbCA>rbNKf8E1N>GFuLymNVMe;1T}>+iuEf_9SezTgKY3w# z6Z17I#(x}WF$g5%t$Oj40n0(y9weiTP?L;EfXjndt>Sniy;napWc14BjFC1A7yU|x z(TQ#YqC~zOowCh1KSNQ2pI1g<989J*zDhv9JO@^wRxdI9e&Ov2OqmZ^vhnR}%(k11 zgNHxQt5rBZF;uHt4iTC9(p?rvOsy!vGN0OR*~_s{G)4COChcU?d&<= zIV%zX6wPF=IiBgXwZnbx+->ya<9|H{W@j0fau(KxtJZyeNnMTdIb`wuEA*I>x-*={ z@aG1nzrZAzKOm#iD7#AXyN2`C^n1h-?(lzbv-G0XGjdP%Hf{}vYZ;Pl+UJIlxwD;o z`N~qsVdnFTTg4b~U|C%aF`abiwZ#=d0Y(Yx{9~?j;A(C@j8eaxR}I&=@PWk+R->dd zv@=vjt6w1fIJ4{@)TK8fg2KHd^3lnnbGUrfyZ-@Z0w|JR`j}m0TFBNfp9NCI%07>P z!;U_p^nlIu7C_8Q7lR9jR25JfmYt(ZTIp)xgb(>3?x;?Z>-UFeZie0{{}$kNvs5~o zfWlx-#jc_%Z`3fY!sN0hj?hV9%dNF*v0M280h68H;=W9VS4AQeR#Jq#;>CRHrLb&2 zi;52RbOnefB-W!()*(^|Si;kgXAw5a@v=C)kMt8;(y*V5qRZJJeU?}n`D0MFvv*>|4Dh@@?o@TpLPW0_k=Lc9OL7xs zhW4tWDl8v-@Hs);7)}5cIbhs6{Ws}?!axDh4z(LHVpm?+WFMB(i}`M zpI4EH`=+Q%;pYfbWub`^Gh^MF&C|5|b)6_rDavOkWh}nbMz?R3e+)p>M_Q7+9+0Zz zs-IAqglt&;F$=wV>6nla)+|6Wr9=ilk}Y}9yWPdGNqj%M?La(*$2IC8e4n9Qm}D7C z^P|m~QqfUXFb&K|Ifx6m4RDWwcSOjz*pf0?jj8bn^Q3Ejfe#un2iiVMUic&2?t&h) zLR$_3^K^W7KF>3IW3rUMftN79LEu|(lN&hxNOGoz z(9BI}Fd@PS^C<;se;@|!$dwj|S{S{p>kSFsDtGgg_FWx7M;Iat&w+y`;#fj`9o|oT z5WiBUc4%z{a;qo5E;#ocWVFX0;JIwPVQMrFl1*qcj?YLsz&jv&4~%^Vrq1gQ9zzZg z)NO;tS_h_F65&Sq(H;*Jbj0^#eN!xdKugup@(-wzEbZTjK}P$}GdInDgth@>=6`0~ zFC-s+NF?Gk-an?p^v+0X`M7sa(qGSVJLd=W`lu}}T9ih>T<*iKqOOTBS_CQ6-|oQN zH_87?S&N#j{0=}JJOz73FR{_0nV;T&ja&-Qh1 zF%4SOy{g*m){2)g=h~&C@fSjBb^O6ie$+wkmmiUc2aSTYy(+WlC8H+gApPTGv(`w& zuo#e9<+g3jvdm3kc(}OwOJ&`yF0rT*VmM$hyy9N(_wgt?;uRn27UnJb;34FeM>0LD zxZ3{l+wvoNB0ZX#xtqVHH@i%A6_Dn8$>eFDnxd||$InHH{9msM)4cOA`FlLNP0Ey} zZJa*tbldJf(t2T{a$9h>S7m&=5&O@^cdn-kw|^I^gHQSmgA~5!_bmpICP3M!(ZiLu z@OlSnCUPwtT%Y@{hhZrx%JWk3*>w)y7$jdMY6oD}ytxjsp8O!qGawgrY*u&OJ8OjA ztc<;G&LUMsG{js}(noG$pd${gx_^p&6Q)t=l#V?P2rbE_K16Kc#`*7xv|VEm2#l`P ziI%*sYpU#Z{tP&%nBr(HJ}8l~ZF{)C4Y$`+K5vR+oms@+;*IT~A#?IP&D{N8*+6>mk{!}6VB7$$q8E~N zcjq#_Q|Vwf!dX;J#&KPK)qMF8a0OL%h6FS0)91e6H@`oI-(M>nU1ra}>Hgp-@l~BC=rEh(=-qp0XjmOjCbqr^C1c%T zSJ@y`%+{sF?E>~dm~pK?)l6ANE$>~(*s_)e`DmX z))~bvYW*}S^e{|i1ch_&-i2YO_Y~E%@$%XMUM&aCl>%8*MXx_0H$Lm4^KWa`SG0Yv z4`-$@E8RHUrtah}cW-8;y z{J1aOQ*yWp=3CEezK$&1`7l+x9=flcU-`=HU!LcNQ>a~j0`$Kw*q~C~oU$z9)u)Og zV(A^)=xlA&JZ0o}iAhI0e4UsG&V9dJ*Tn4NC@ux(l{h;3byL5)f-YH^1QVJcGGhXN z&|}T7iYgg*#a$C6nA?&@$xfxMMSU%YU~wE_sT$`VS|9H{o1}9*nlW`Ds0(COLI|!W z7wU#+BpFvaxMIU}dW9vUH=tIrWrCV79ghfw%bsoS@Z!{gaemN2@(Br%cA~^UE{N+A z5lkdQ~^>Ja+c8xJBUw$z0fOB!t=tHR8k_XCz~r>dxhXgVT2wpHKL99)V17(mbLCn$AYk zYdq{_=cP@KMjDf{M)wd2gK#uG_Fo$oSDOU}(E2{L&q_POxw$cL zZtSQctxLSmtRo*QTZdNhty4pT2tPe(aH#Pd63;IW_z6{0a*FzB@P`(cj;Jd2Ig73s zncZ-Mpt1ptoZ&P@e^nQtQL|YK6fTl$`70iN<6-Dn=uI3`hdHmNTp1{DTsDdSfk%_3 zCWwca4(QV&o=bEp*j=CE-h1OKw+HJM81mks7XSbNLHBoecc)vY%wI1ESp zfrP%tDEdyB;!!DVSV!4F!Xb$BDIZT(-|yHTvQy~aXJ?c7e@8uHQ@TTj02UT`8+Z<{ zUkgC2et*3QXKpi)tVnomTI|mYn??<;Z5ZXxQ z+J17sk&ymnD74}z|0aN?LXMX9>&Cj}AKrX_*oCEr%Nu$iT77{_?3ofouu6lIr^$w6 zFD^9E0)sOnq|Hd4bjM1rLE;)(H_n(lvcxrKdf9Sj2@xSN~ z7FG)^Oc~xqVxJ_iY!SRE8%%ei`}pO_9wF96!s|)=JeRp$#HP1$e+ePBfVU&7k4mtb z+lBtHz@ItcDW+h;f_>Vy_!asChha(B$lrp*UP^|cx13g5TT&gp9g*;QPE2xddJF>$ z`HDHEEsjXq=O2m$#DCKBa^|HXE`qL8?}@YX^VpozB7Ka|qAeWhUY$OMOu`gd7)J7@ z5*-@tL~4X-lHu4cE@X1A$=el@-@WD@38dzakG zU8Y$8b6~I4-535u@8U|Dy~o4Y_D-u_@$(*o^R%eB9*W-b#fMv*9F|X^ofd&1nZELZ zozj(Kw;U}vSBog^w|}`(ot6DPkj&i$@C(Law;bAXxk=Ui`K7(xw{*F=5-K8~MmVIb zsp%XP48CNf33e^8UjMhw*5w~#PwluDRf9H?g+3_JQqz{PYP|!DXr{hnCwmqGh)Due zqN5F@H(uF2Q#)oe>y%z)3-ua6d-J)j-k#@#y$l~LbatRR!;7g6mZUsk_KSbx z1id@cCjwhu^~DqMb+k`zDPv6C#)pLXJ(4>1Jlr}x)hm5&p!tI+?6|M{!>Of)^Bc31 zzx#uU6BGV&!FfUVzgeY;tT)SIaHT&Ttr3%C_6FVVB9^YkIT(xWTwCUntUwa zIK*gB!^<_(GN~d4gC=pY{l7??ZCyQi|r5!`BQO0+tMka+*3(%vPUUa||a1y0$_r6{&j<`5x7NA*i+{ByiTY3!3b;CjQv!sJ}pg}qA zh?FjW*#m?2(WdU8fH8lIF>+VixpO%T1C}c#VKqFFOpf^ojN0|}4O_8Jmx3Z%d|K~& zaCiT#;rx(c-09t)rE(g>WL)mTI`;7;Zs{k96FfdM^g84pN}JxpTwecoPEI<1bolxO zUgAWz@p#2{U-9d#rem@l?0~gn?-6JD??nvd>Gf@2I4@KmJ5#e!#c=G;?ax48S*a&J z%oANo+{}4~gCFFHCxHeh3Q{)Sr4J?)XMTuLl)?lJaFCp^`V)_afx3ub5BX)k7h2!p z&0~+G){J9RXmx+3w0*+QS{B9@8oH;*nyI;5uP{%#KgQ0v8`vGCzPXS-m)^sK$BqsL zj}szAs-76Uc{@hOR)gFGHLUgfl$pyC~3TnRUqft@uF~^nud)j^$YvFX@iqw z0|o`0$a<44dS-lcZ>^LhhYqtod^=<5*R;QTXPDOvx&5_mYETERPkhijz==USXhGCj^&I}!r$y2-#Twjxv%E!b{CDy=0)7d8 z2>0dCy99M|py4fjgKA%?mxKO=BI@m1DO=^*R6WVh&@Z`Oo+_I0;xHchqZ{Z3v#>-+ zxo=}tU2SvU`jeoBRWDFGk8&!{J7uv-i_+S~m1TdL$w^~PZtAm37v=&-D`QaZ+8wQYwQey<2 zDYs~;ytb+7u4};iJq9$>@$aizqZ==A98Zl1eAs?j{jPocm-f3Ftm{+WBV7zi?DUsB zY&X?Y=iu2!ECFWElT(-Gv-Q6@Bo6FdS#AA|=`NqQ=h;QIZ6Obos<|4c)1P!U0e2iyM^HLeO2^W~{X!6DK|doiv~7-i}|%!4Alt%w2C zSao)-eS$Wd+<)6!UitU_G+bCs86AC#(*vBG4hc;o);r(3>PBiB74eQumu_ntI`rl> z=q%)ulH5Gu`{mT4rG`O0zU!+R z7skn(VlfGsyn_DPd`gakhbXPOOMP$JH;>~zGpuo2&#@iVRa?9B^O8k?aNtz;r#O>Q zODo%fhPfo$qmwve6AdCBj4#eXd|`-lFXNJ77fscz)Ny|tU~Z!85sBcVz1Htj^KF71u8<#1cbiG_PgW zlQ*|#6je?nkrh8}UY6p-%V^fC+- z9sSoDFw1nScwd>iW0*yCQhk=H#SWa~vgU2f66xl*(d1Y=u0!h?CONvdX2;rB>aG)=ECe>V*=EXs^+;#d(90uLBQ`gT= zaQ0A%N%CaCLKBmUhGiY>U%FoDSk6#y91pVw@Tfa5kmbSgKoLlY# z9)j%qDL>flF_aPlNeV|9{E3irn3Ic{JfO$ro>@nXK+=3Qb37H}**;a5_@g*wZe?tN zD8Tv3*CF5ry;MDc3ScYQP z(5)`+6-v~PQOKCN5p?%$&wl}_GC(y+jYL1i9an+)jO|_b zr|17JJh)b%EqK;b1uM9MXrmLV9B!s55VhhqAfTmO9Th=30y!JpU0HP()BS6=<)$MZ zo|g~ZzcNCUble&15qBD~O>=`7*=tCs+ZRZ#z#W{~*-H%`;8MYe%#?9Zi z7wP%nf_T`8rM};}_eJ-C*O9Y_<`>So?QPT@g2I>prcrRNWmi#h(7<)raZxZ>JSzDT z6r_iVPDJ7)-(9)W*#))iA}37TnzpaKyLiH`RY5@8AQ^_~Mf61NqS5S7e5}iPmh#`` zwuU{)vij5f4TQe8Z07slzq}$2J0mC%p6t3yB&tlIfd8K62jJbV zYMFDneRKy0tm>msmm3591DE6tOU=A(qquX7#6U|E$;r#uJ;hHvrBEd=+SVJ9XgJL7 zW7VBJEZ!_Q0}hLhqtBi``=+{g#?$`rx;we(q=T7OYnXN{Nd`t|&pdEo)o>|rGnjw4 zW=u)YQwVJ6X&mr9#fb4cfx%BGKa!&aKKfb$CLT6|Y)*q~v4Z~yEo+&(9&Z9R37z6< z#bq`*7YZNTqKuZ|+vWyMfK)jUa&$ zo!GJTn7@?}L&&f_c$^8x*KC2N_JBpxz9(RY5bNE(K(s%2&oB-Q;?qlsw0>l zfjL?j4St}sBfk{Rl!<^LqxG|CFDA>pFw@$Jd=T2$8cY>LRyz{)vd?z`3i6l&+}OQw zUcYf`+to~+6WZ0u(#;gj|Q)f^HJ z#m#y9EgQ30V9*AD6oYp zFpJ#ryUkuBPO;#z|H|ed&g%sc)>|@o!x#A|a-Qk4x%HDCAT$Zz8#miEN6>QmXF78W z^%1Hn5VCt)dL5hU<61s!F1HItvL#N4^o-jFu$aD4!saJ?D^7sVyz+otx+kqY zs^L2y=iaomD0Ta&)@+G(J2c6Iv1dwzs@Ooo#p>%Ils*PSgjOqq*u{I4)NBwKTI2SS z-J4kykfd?brFU}Ky|0le(D>m4joqZn~MU@V!4O5>4-s43|>lD?fhS# z1ZSvpBijGq=u`D49QMa>^d~4L99_S0aUApLdq-Cs&%Xz~kDjnDp|}1Rw>bX&Fc2RwU|i=-OHNy)B?PHV`nVG@q76&-pBpx`1a&sEm}`dlsYktCcj|2yA%wprt;oUXVCsqei%&dMLhiiZ2E1$mdq9BC9*V{n zFUNtre1ph=mg5Z1VVg0a>)#D%92c!HxZyAit`WUs_n-3i{}#Fb=dzjz*0JUs9-Iaz zL7Tg_Jk;RM&x0#nbT0?504*{FqwCIrVT=F&Cj0GTvoMD}E8_2;swBqPNxFMsVT!?G z=$GY}FZGU7RhL|H$t9PNky;LaT1Au`>)s`&O0F8~{zlfX3!BEDRAWwaHB49TeHGaV zbL%8sZtTsH8-$mJSZBaj?wbRrNUj#HiqsUzRf7+`g(5jF6kT$)=t+)BbW2Jtgk#0T zzs*bkZ@hXXl4ec0RkW#9n>w|pt2Ph~YoZ?Oc16pEa^+OIi9@&p7`*XPP#-yy{S;x zGXPuz_D$`<%d`c9w<0-yf4)I-F&t|fK?si(CwG~h(B*- za>-7S+y+0lcun?*Z4|mdsQFua_+Si#g06LWj+_H%JUaTh)7It)X3FHMK_}$k4+0jV zVuFsF_)PD&g3Ly6s$4J1ygIXTbR|*?}aud z7wK9%h`aO;0M*=D6}}$}o@Oi8#Xf^~=}<_cnwr+PUAKIu3jo`xDn71rgDR8T4i`m{ zX;l8GiMpoPS_8nL^0Y&wUX93gLdM0adUW1!y5*V>01lO>y_NTwmeD*KD%QtC&Z|?2 zTRJzD@TQZz&3pCppL=b+SO+sRrkJyz zCor1=y#=ee6Jq3gJebTB$zAfb#gBbP(WD0n+jJ!V`?c4%8%fKJl*!pT+|VS4PZ!8q ju6CKguMTm^CG_M2wBe8*GX9Zd00000NkvXXu0mjfYzeJg literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/6b559cef-7224-4438-b1d1-48dcb61c69d5.png b/docs/handson-cnn-tf/img/6b559cef-7224-4438-b1d1-48dcb61c69d5.png new file mode 100644 index 0000000000000000000000000000000000000000..23fe4e28c44b60ff9eb44c828492746240cd020c GIT binary patch literal 3302 zcmZu!cT`i^_Qqk5fdG!9!owg#aa2@ns8K@5C>=yP3X!5x29cWxQW6ZPJh1?RN)bax z2`zEV05=c<2ucqqEkFuL6+%D=Nq_|Sp)>P)^VWL*oV(7x`|f@A_pSZyb06BDw@_Bx zsVE~Oqikhq>L?@gU672-Ca3RZH!SJ&J&cXV5&Lt_X1$+#)+gH6*Vl#ZEwOK|Yinsf z^z~*EWPbSJ2L%NMMMXsj1fry*q^zv0qN1{8%a-<}Cw?+AN;j-b&p1a6@;MBrk#^P1 zUy{xGor2~8J!?GE<7lZvfd|ntyYyqy%p8Xuy`I&*>ueHw`%js~UH5Vf@@sJ`keONU z_~0|@az}1M*~6P*+o^Ar0gNP&y_Tb)_ZrSA*wp&zJJ>g)$(?T=)ZDraj~LbtYfGPS z1UH6t87z`Mp|prMgI59i_dps|t}Q2L_e(QNbtY@~XQ!_G?|~+ED_3XVY4ph>-LGi= zNuU$^61{Bp5t4ExT5)58yJX^4np31*qji_1$44bz;!^L8a#L0yix8raxLQ8G~~y7ppT8=k?FXn861k3UkEOT0$429>@Lj1kMMQ0O*khA+qg!}Ob9MjM>9Ft? zz!bxp5+yxgor=t(nR82NWxBwp;R?RrEOmUMA`6> zF$a>PH^}}*>wi%CipP09xvlzAkJ=*FflaW6A!m2a1;aj%c2s$%Ke$kk8fd~{;08lM zYCdr0r$q>BFZfVvAZJFOGvV{Tj3G+kD0V$MW_I%Nl4K{_DK-2cdiCF^a?HG{y?1{C ze~IJ*>p)3^vl|ELW@G3f+Qgn+Cehji*Vyi-KSz|DynNjNy=_e^wC8ui_+XWWl7QUn z6lUN|)9(-ZNQO=(NSxs>#dpT^cQs4!@&ec0tA{FYaIL4d%udlu0AuvY{+l*~odlkR zi+g1#IZL!3%$w>9tF6Pv4Y^!f#H4^7LWnV1TmM-Bs%`W~_1dlUFa1}Kyy21pN0acs z%&?_pSNW{0R#aG|N1MO%4|$5}mjkH>0MAB8`=skOKQ8VQ znEP6mCE@nR#jltmD3?DFcSji9ntm{*O_kc@eqykb0=+$Yh39(t?*?vH=jnJUm+^sv%NV<@! zDq4N2qY9CXvDtYZCL@ipi1XfaA}o!8n>1j7Ydw`I?7E{$`VXj~kotp#9G^{P;XH6S z?2m8dkdZ>+am*Y5*{Z8QP?a@kjtJU|hHb%+L2NKcA(%q6)DZI*=Sm$qh^Bx74+lqXxqyB3%x-jJqtJ4-8>Pn<0yA=fyT9h*vr(6=|>#TD7v^x2LY=xN%pt-Wg0c z9ZRV0i47nK7h{2Ex16R0y;VkY;m|%nOsZ%pM{ z0{uL9r0~H=b^M51ORR75{E2z`6~6^5&BM$0~fl zqM6+Na3}%KqDP-b-zXdFYx_OfhwPIRk=lZ&$s9wMzONb=P{y=3*rA$VJe+@$};3=z>fBG=B2{Cf=R^?>vvZD{Xrlq57 z!8jsN4~=)9y zALvkU3K+H`H&o-`_X1$5-#4Ny*P9w|Ukf{-Vx^l61EhW(2_E9aAs@Jl=KaDe6Ko%i zJh%bU77*i7R~H1@=w0bd0y>kZNno;Y1?5M}k-}y0lSC9>@(aklMv0b#akLzjVII+* z*=evWUaeHbzqm3b-1rk zwzGDX^jbD**4ZV0y6Rm~sLlQA6B0Rkac-!Y&>fnP-KNX#1B$iF!Mr@LrJkB8QkvId z6?xj_htM6T%Fqe8;+x}4jbP_s>-Fc%KLFz>R?@&@Z$aE}pGK`&wmhwP+Jg6yP|xd7 ztC_t;nuqoszElylNsbr)wFUpYF#Nwl{nM^b(7vvi;Ay8n7jCmC`8!!)kl~{_!i;zsZYS*<>i=wllGPWMz#cZ1;G^-GB+>|1x5 zZ$01r^5CZK`Q<6xVq7o<%CwGgn3cmq6jBx_xJSW{S=mFL5vI7VDll4n==#QZZ|HOI zEL%8+^hHiZi%I!Xc>n_+vPEZ-x~R8V0PIyh3GeU6#{|6I0%&h{hok-@L<=C%%3hD!<@om;}?T-O+pU z%RQUHVy{9Lti05~@8;g=03Hxkb0j%vSpC`(R)aFG8s5O)EHBD1M)nf!YgKM@#7i0h zxd5|toi>v8z*~ebmWHK??jX__ytav3cLb`nY~q_R^wwpTIE+Kadv}flyc=`DM?P(F zv{0tGkx6ZDkDx2FJeTXT8i1(D-fN%@-H?6}-C=hc9owujh1bH`a2&M6q)C3&M%w2v zVNqr`flq+XjAn7+BdVV3by+b0iqC{e?v;8dl+#?Y` zg4;vhYbI^kzY~y52$vA#wuJ)mKrWs(j9q9G#0nv4B(GoJ8tQ(XpnuQ8``Gt5OCka+SdG*JXU60P!-|wh`P=`*U;QxdKu(+`jkh*5q zLw@^GwBW*?s*d6joZlBjjwFEW&Wecs(xr~0-lM>|q>LD2` z5ljgYW;dZKxFBlrG3b7@g4{pVC~=7wT;Kx4idm^u^W&%jM!%!to>*SBkV}rbY>w=a z0QNnlxAjA`eqIu+7c2*PETk5yhpM#?IdnJBDdeI(V88rMG`x4$P(Jiw9k~)?oERI) z-spzw9M{Wl>7E_AcD2Fa{v9JUEPvV0X_azG9!TzwF^k{yQH_tsZTyAJ=1F4ue(8zn z`9{-rF)|1XkMv1vztZ~!-yBo;N|ATraI{xQm!_-knD6X(==n1QZbmTrH<|JwXiU*j z#w5U?TXGAY=_7Ou=zjBN>z*v=x{|V3fO<3;>l;0Q`}=t0UprSr;UHY+&H_BH*VIJI zNV0K6zyp7f739W;`3{Ba)T!4b=dUk5XcA){=}9k$C5Y^q$4ockx04c=zblxZR}m}t z1xiX!5%|gkVFXW%Qs>1L`$6tIMwA|Dq)E0E45Oa%4W8*uUQYh`>WDvgXChWICsXRn z4JtyalcekRtSlYOl`!`0P@(sL;r(X~dEKnE9whygk>BaVh=Bd|oiEgbHJ9;yoc9&n z-wnVhMcjvzua8VYF?2zfu|PJH3SqELRe_Q6s`13zmg_6uTJt?MU!SXoI@#0&@^Hi^Vwbvm=#|s$&Z- zX+seHtTC-Kv-+d~Mi_GPMzaa|Cg~?8H{~MBoJBP^4 zEhU`%_c71J%bR|4493zjd4kuLbmn@vd24v@YHj*2RBQ?^%oD#XC*_>(!V~i^x?3+2 z5n(;+KVgSR-Cx(@v4qgU;;!2%a@)^s<_!{{ZqiU8+Fh?}0^sQH7!$Vw29YagEUxoT z%77$>*{X=woH@sh?v=%Xf4|DV3pZTO8ZS1^$akeb$9Vg4d1?%F#fZL%IDxGp`Q$oX zF1~pZe;&4!(z1jGA12$)HfviV%aDEQ|7AxMv0C-+9_O@Mi%MvBcc2>A_nx-V|_%cZTO ziZt=pub>xB=bG@t5tHJ;bdCGw{=6}o9&9|b2qzMe4E8)6G1qM(`FzXhBYWfY!u-^$ zkBydz5U7Ot?I+s?W@MKTE>QIk>kq& zuTr2ZSiG~uNc0}O{#8@m%PL)}b3GM*@O&8C*fu@1y?P?ZDMCd}|Ln=jfBxa@$w}1s zJqhgZ-0j(7Vt_zmlWN5-QGoomSLd%De@d8YDEBv-Z-)$ko?Va4)^&74VLj^qiL3h# zZ4cO7|Di?TP(|lYi9PE76M8Cs#{Yi?jNAL_qyG>It2)!qg47?OPQ)z~=Kx?EH`W$(9}5Xb2A+TVU1{|~B4tEH$jwqBRuN1Jt=Hm_TUca@cz zIvETAng`a5kF!Hpx*M$5`-WfxewzB;dn}HJovh)DDEN7h2iIVu4`reS^*Q>iQX5YV zl25?jFAe)IPD((@qK?~M&twnV?@)q~g1ARtivOT|3@Uy;`1_Tm=K z7d_4+yp5T~lSUPr0TW%ONAT@te3h5SYjC&Q@?U{s_NK9Y*Oaf}5`JnbR4?mWIMoxD z4MpebYDGV{q+VwmXGJ}-`h|M4n48Ltwt45-JLRN&-kx*m7%fhz9Z7M-@7(PN)@nHQ zd3}@idC0v$I2^09S%}(Da_=iSI_!0S&b#v3QWIO=^SYdmIHUZQJ$a9Nq1S#`6Lkl@ zS-W*``8{U502%27=+q8WBD##N9uQ2K9wXyUqB*D&PamI z)|=h?48CZ^oNtJ>xhW#{ASX?Qq3ecfdQOTkufs*{s!F^LOO~Y zs63U}=uoY@UGNSs9zJ1sxwmw8Tnjt{~|>KDD{$7{%OBXINXeq+dg?=Fpms4!nD?h zKy6!k1yJZ7t0#TlyEmyIKOcLx%H<_Z6+VB>#rCZ~BAZ764YeQww47lYgVq(5^h@QT zxxJ7wD-@6tO=f-GDy;d>i0v0yeTN*o(&yk0J}2CJ*4Iavi@47-m+zEyN62C}|Uy*vd+h*O*x3gtN8rxwunFL|2qz8b6a8uUo|W49g# z9)T33rkCrd?rqraN94+R`t}nK6jEv#p!&H*SPj|FE}x}%*_CX@VhMB89&f8!lZ2g& zo2aD4hC&k!5Pv1Q(Fgs2apHCnPb-Q!Z{;$tiW0itOP|@A!AjD!KGUKCXB;|K!6@ZB z4MwH@peXMj*s$K~^{MOeREi&zC{qLh%XUuM-8d`b$y%1%i9H3 zXS($+PTbre-%aw1dP90gYMvGu>;)GgQqJP{;{hQZXDKqJ^ztp*2a zkDenG$r5MU<@;qTr?GMb=?qFmKxNdBQ+^VHm5TO9oD2}DVE5LSX=JefU4`i}-nHS> ztsm?7ACP27lR^)}?f_pRR)DLRQZ*mVYt8n#zsqWg&+95)tn7uc8t`C$%7E%K-BffT zsPPM-`dI&-Qtbs!kWgqs}yt{evErxvIm$keA|k+ z`uxS;EHef4II7^$;pNJQ5_F%w^JV8_^-IsPz}?-9Qy>p;;rVYUMDe|l1PFcG$jI%x zo))7#xEO00nQ8>c?5X_0aVQLZ`3>|-ZE$Me3>h)Uz{dq5VbGTGIZ_i{koL0_SKS6;d2kWRtc&}nZ`cU<`waPR=g{3d-{)8w0IZ6!%YAA=di&MCN{pK+ZobV5$hGnnqKq9yh%>W~u1lP05y^&T zx+|@mUq-1A?a*ZrY!0Ni%kNZRIA$R!;tz&%n&JDBxRgLe@QWvM6jsQau9#&>6%BHWKND_VghO3WVTI6MGMELeem)MX(#JX4fz=p6VHv zQVL`N6G;%Iwd`CYUso5|h>`<18zey%oo}1GDTy|NLs3nMh2}Dg?gzf^A-`cEtsGbt ztKCFJ0s-GEgTfm33S1!Pz(<>p3SyJx9w-F5(2Fh8?C1zfzQ;nN&!5thO>-gGSKA>k zIDk#yzhT&sw!3*7iEd87s+>I4euXgSjXD)JlV=tq+fnE3kbP31&lgt$?{qBC)XS2j6_e4NdPoz3lBCCVGHzz408mC8emI}M;=YA zy`3BuN5yjC#TVR>+MV4jP4k@s=D22e|Cu9OaD;(Q?vL#QKQ0bu>a04pc}K5-X!+=D zb_AG#`Ol4G*-=qt4|d}B4k1y?iwTsShg z=paQoO&6=l21rH(CFO}x7g}>j5=3()7)^AsH`ofswJy{E(v8*uVQJD)#`tGQp$g}s z3HP$hY#vFu2)d&MilkZ0hfTeBu?c3vJF-7~C7tuL*AX~nl#FIy#>WV{D8<=C%M6Yq z*uxd+7iG7F|9HQJwCd~#$kr5aQO*S%ioI_VMFkuw)Gl}vhg7l>F5DdqgIre=UAIrr zTk*3#-WlExK@El3&r&N(Pq@X>{?4~1O+rAF2jmWZrAZhcLNKUc3gNPk(!MMXU*In+ z_570;I%5)KACd`_r&-^6Ap(C;^0aqUK@l)=C^wH$c`z0vXHsy=TaWW zeO3h3{J60*5!^tDjv?yYfDi=3*fX}Ai?tb42tBBxPc9N8hFO@K@a`l#FUdQ_aZzK??2iavPIEuZ)+&ZwVFc3q zHc1gzAx}%RYBHLvW!SeOct_Hq%k(;4?K>DjFs)J=5wF-|g7dvP3lG5|!t<1(Gq9et7tn0gf5_ zm}^)#M%q|Sw_tzh?qDlYnJ=R&@xc!TA^C7Fo0w=d-dU1s#ci@ZQ^o&agV7A$B-e-H zpx@VJg!Pest^A^l&_Sauzkfhr*p(jkx<>tpiy>yhU0(G_y72^1EHO}S-}vc~MDE67 zA}I%`(-x#Obf56LF5h`Q@UGo$N8Gg8$U&o6exgQpDaL*mJ~g7=Uv4zOd91tkeKxfe z$n>Fmd0bF_NWbQ&`$*?_C6!t=*~e=Ol97q5a~??13Xu$P{CCGvPTn%nR=hlCxq3w} zAKB)8dEj{lX)HCfhAUGlk+wyyV8DboI%lzdwN+jFLy$j}+t7s5t=G6~i=v^d_lDxx z06=d*T%SwvIAh#}L*x(;u&T773aWY7wizSaMI7Ld2J*vrl&Kgm%lgVRu-8(?A(vUw zOf?8rf#7K5)c5MB*hORz`QWK`UE!xpQg^I@f%F8&$4H0h3+!b2Mk4n!A}Bp%>olOT zI;w$HJ}wS^7L0j>TXS)T8G!nkR>hp(V(!Llphc1c*dHzGye)>%;QcQ)z3!UBdzV zOTT-=Rf`<(6-utsrIMGBhMfi`V}wR*eKQH4kl?9IPZSrEu?x?&7WJ5#Z9P}UHAH04 z^zIwp-TM^uFF6!tUCZ)O`Kg)Ur*hYh)Qz@CGG<~zpNu1x=RsX(*q;Lu z6s@!goGBIVtJz2t{~ml4>7qSs_t8) zA^-V)Qas#^JEgofw2s8$LH3y2?ttPyVSMe&a-zPvbR#0z-bU5lh`%*gpkr|pNB$4F z@1nZ+skr)S%PRAZWq%rdwR6m79U`>|y)g>Y5(@4YF1@JJX-p*-ko@U@gW!p)K#GWw z!~b|U5r5=^RZI*UP6{m2{PbR-D5>7Ws+= ziAsuj3KJ0{^Y|TOrk=M?X1wA4THMGSeo=E;oK>Mvl$|+KK(6f;Z%TvIop2HmK0&Hg zS3{~Fg==OA0;Wx4uF8;xY*4$$uUSz;yknB^elM9Be)!@2f#N7AB*>`uWp{6lzRW*L zt5vo&PEk~f5JG9bj*S;P>r5h@6AsUq;S=Bu_>;nCcP8)DQ2i1m-}uhtDz1l9D3J_y ze}@u<`!TL;p9<4{bs=0f+{e$=?j#K*0Bo}vL@P9r)KWVKq>s>+1&;jgZ5(xh8p)+p zR+WBx`Y2cPIaIUI@Yw8ueRS#f_rmc(BI}7JrToI?ghIzzp3_GcD_8pXT|`oi;6 zn9vLcog%D}M1wBoOR`zN=p(-m<>Jf3HG>SDu{JAh0BR!wd=)IeMFgg+^w7)SKmPs&o1ic=$;k$eZN ziR5IHfEmMaeNW8H^%9-dv*F@V29#d&z?nViDe@iJ)K|}JL1RdaS!{};Z&0VXLeB6WQAX3%MBFa` zP+4r$MAl)cWqR*#PvME1W1p~A-E;P}GEc2f402rx`0bhvc`Nb=@uf1voeX9&SIevsA# zojD*jFtqq=K2|zkCb?6N=soUM1URlfDReRcv~U$tPVmhkOD>m*)XP69ojAm%Y=IVY zK|EhxIBq2qQcsWQkFlobRwg+d`3hr=QhUFUlw0W#0>Jo%Hua-AO74hiM>Et7%Hu&; z@k4cOI3%ui3Ydu%Ym59sHVRWvAYkm8qqowmp}_*MTw5iQ!-k;`;|6NXE$ZeN<+>_S z_3y}0Ov=fwQr%5H$IYSK9+47@Ew3p$({5{P94%XfUvki-gBd@Hr}A6xNlbg78QH?x$&;Gl2G zdC%{_@}9B}c50?}kS4u#MY(ztf;>1&t=kv_ude1+Lb_a@SX~eOyzHpV-kQ4#*?#VVYX2XW5>R-lQfik zFQVm*-9J*@`fKCuG13_0arN)ahIC53h>CWF$PD`mGyVaL@30Tna)$Q{#MV*wzoh%S z6s!utO;gzvdHcvQoiiqd4b%Ckp=>P{sUIe@b}r->3`z_cWN4=p^+qiDDx9OPgEtVI zVkb>S0FsArFXcdPUwq?jyzeXDZ7szQWSzJwmco}%W%CodbDovW@3}wPUU3i=9(fj* zOg2C~c4RdC3oH(ATWJvn{3gx)4L(Qv3{DF2XO}g;jDvM-=x;nEeyS{y&?Bx$=f};O^zpFHj{Did<0}|Y{|0K{BMMsE!O+~)p|2QHFHg8yUH;* zVl3Ip{PTsiiCBmh#SAZjJYM!V?a9gc4E)(i{l3O4pmJKZ*HKl(%0qMeg8lud1B zvL~$o^vf2#6VWe|oOtPD?j52KhIC6+4aV;a5dDMU1Rpall(MX<9X_GYb|44ZIVGAn zX#TAsA<N|e=!xMGwHp3dm3%yC-L#Y$=dz|-V*;T~KLSbeq?njuUqF9e; zDL<2Y(MbEPIwe|Grd@8qG=Kj^Qa$Svn*43QyV*}T{^sgj> zB7ugf;sRl+tSS?tw7TVqufdZJWRz{fyKZ96RzHe7pu|KBJY+# zEK{eb1(Cwx%8!X}gZy5Z^a9>!W$5zDM<>WC&3(bz4TEE6&q{A&8_I*%#wp>la&MKA zBMVhU4zZ@kJJ?WQ;<<6>Hof}X;8NPJcvDdi0t(?&aZX5Ia5^eEI`Lg}s}VI0G1ye^ zC8?27pE24gcBWcAFE#R=|CB%PZSKO~o|igvgZ_BfKJLRy3MY2e=w$Oo4;t;xc4hZQ zo+6AL?|&bB_*Xg}Tlna-?VQ%EHszil^P8i$YMHA!nb4xFQ!JV+IYHJho-uTI)`caW zs#oyM&byWpcgtqS=8Q_3IHDLt*p~codlCc4FnQWSicl!T;O*+ny4_NYcXhYd4-qEG zvI@f1$EP1qe}IvKh^2z&5Q!__+I-z3BH-#5Z@zQwo$s^D_RXuvbTe*%0qz?Fy5_d4 z`iVN@0KYujzr1{;!Gvl*s9`}MKcHC&@K$ydlcd5StH5aLohKS^d}Lh2q~dRvFI0&~ zHnQ7sX;bo$3s4;`bEuk3s=RoVPcbv>kN6V(Vs-pPq3evr_5<`fPH7tm3uz;(GU+{* z_B$h@DA-SmKaBb|v2?AG)&4MrDlbJYl~?B7+7xT$-Ny`-5qqbqD=r9p4ZQmK&#}=r zK@0wkbwF!_FWq`y@p zHZq%9Zf`8=7p7LYKc<=r8Q3tDVt66~SV0hRd(6)%Vab|$`z^sXj`m%w4y9s68*|Z3M!};X^>miR{94tznoojt}fJ8d`CaWQ0ia zuWW@XY4z9#Cam8QSv=S~AnE!>v29tV_;$;O$h-?~hkydzyvpnZd!n!F!q*)QN$(Qc zZj|r*P`${}DplEbrAeRz?NgU7E_9u6Y6if0y5+y>_yml6ng~8w@<~a{xA*Td1!&&n6@~LX>FiMfq4nGQq*G+9D{?D62UnT=EZS1r%{Uq>hW;c|4P2F)ZB~ z=R$rzxA{8`&v$^Vd^foJtX`^L6S}bUlxFq*s5XYf7Zb5y=Yf9XhD%|WA+5Fh4`!n7 z(6*@sfkt-8Da@Oa(hiK1qPf$d{F(K9s|87EMqfO@rCZC*O%EbwsN~Wnsf_fPD4#5y zL{lw|3N-brZ~+JrC0tll?F>8i_KSe@HpW5?iMHhlmXU15oBn^-BRYog1jUg`bju)a zHl;(8K3^noc+O6ys%TxL0AkYSN5}Ey=k%%%LNWZIr>@H(~kNxE$~rk5XN0G z6bXObwNc!b08@S7|j9AM z@A;fw{qTOgbF^GSHet)pWucLzR9 z)w5HV@BDcAEuu^d2`)y0n-Obo-h)-sv~!={R5Z>ZNd!jYlv|_u zY2Lk(-_n{4^zWJ~@?M<5KHX{^nw7onRq}Ym@`|(K>U@+mP@1VJ;@cjjJDc?+UFB_m2J6_{UV{2l_VC(}=_{4Bwlo zpw?z}a_q7@Ee&CzTp@m{j)9tRR#qdE5M_Dj8~ZTby!>D~B+B4zARjhQ;dqPEwwMg` zHNK9O6oSFhCYyguzslt8TQcH7{?_@B9#@oF%K9*w!B3G~Sj!v9oMc-x$ zYZGquBRR=^V;gUI9nvO5Ka^)dY-dm?m!q(eTs`xqgruQ}tELvXgSVp+pal81ec9TD z-X<*vj^P@efP!TL3OALKHS_EDCEA?|5oaR1q3Jv$(WgZ3E84R#8fu0HVLehoamyni zTemWY?mWMOHQY^aEr~X1Ezkgk*vw51#&KF`P~jCne-`ps%ksAJpxdUHyT#5e(v zZN0N!c4z!?B4&n=8jlvmRy2XPs@l8zt;(dcWn>eQVJs6O5;LnwNG%lCD(h8V64pY< z)fYp~;uuO?OwS2I{&M!}LsY$8Sj4!EoF1<}+oDEuML5M- zfv_$IK^zSQKq@!)c@^xRry2!CFcb5&>HGT)iysHC|56oD5~pxJWoK|AT6{wwxL1Dg zhzsJgEV9pKzSzy7_`SN?5p*a`#9aw_z;pjUY> z(n*}i2js$l2Iv{wc@`^Wk)j8*q*5x~BkVAyr5RLoKcim;8Eew9Ydz*(_ciKU_reZR%4~Y)4?6a0=z*xxfxU4@M`WP(di7mNr=CL+a=NuMq zv0j|o&Ks!^-WBM+jM)ByZJK+Vr7ju(8Nm3^|OoLiOc3MNe8yREYR3(M2Sg zY*FTf3^Xg2o8Jq&_bgB|6l2gY*j2CaLH)T%Z)X66loRj2Vud&XSmOXihkQyz0A zuU@xuD$T5X9#Y&BvYy6&Sk_l3K%xl1(lPI%2ck5Sn@8Hetq=faJ*Rse6g{u7c{*i{ zH7?*p#eRM!@nlsi?ajs>U*Fheu+|Z^ApEOw(+w+$zHC+4iIy{oB`dncF_@3CTK8lM z2$Wo3*NDGVEJ8m&AB*MJcJ9Ki|8a*CknS)r$GW~&z4UEXNH%UWV<7O8YA*@t>7N zyjJIXSCBxmJ`lLEe$bZ;4f9PNh@)bgNy3MRWW;xUn0Kv4(GsHpH$VIJl4QHPpXZPX zC-5)HdTN_J8C$lFwrDv+4O&(SeyOmRKbd>j#dw~ttLR~7-TTcove?Li`;i1>zaPwI zY_((-FY5~|k9m;%oj=)X`@6e%9wM7Mbau}lFcJNX;5Lx(Qq+Y(Xg+&t?lVPa9Pq=6 zRml=>ZT~osi?Uz9CUzozgUkD(;RRx**x7GTY_HLqGi412k-H}-9jtVirr9R_zpx)(JJkWjo(O#4h#n9cU4# zn_xM62m~&$gORDuJ@&)?a@DA_#K{WQ7Y^e~W@K0W>Z)DI5aMIeE{p;4%j00SM$oMX za-vk%t%&tr$=8+a75omC_0>yU$WRr;d1HV)Z#rv)t;K%TQqS`IM9Y`$nbhxk6|wMk zY&Awuw-4mU^(=I2cM1|F=N5yhQ|7(BoY3LCp+WB19lIn2X0{PO;++;EU zTi?`02`(^=(p_GwuBEQ0a?LBJ90nGM2mt`QZrNWhH1$WN>DNpw)&MUpP=>JnIaIwGmHoB`{54Gwb)pbdNa9D!XHH?1<=GFM91w z@1Lo_{O34hj@LSu?aD_-aCQ(kaDj?@DtWEQ5*!m)-lh<|4r!;Bd_)0^`DrXcS37jO zYoe4WZzk4}X2;(tlUu&sE6V>dDsQio+knX|Q+K5sY(P7!pwLw~S9}zs;krbTuekaW zJ>FM%aj(M>S6-P~scmduZ>{4VDz+)FiZ5NUpbYg5Oj?sRDFc+bTG4yt3B$c~@46~l z1BDAIRE<}d#YMTYGimT(ZI555tn@Pm@&m_K2kKKwwzzOuc~(ISCXsMT%~7_s+O4$a zNsD3+d#lsS9y)!^h)MI)d%>0XUl=%4A3qEWui3(gi^?}h?l~SwB~Nc*sOK4Zexwu& zr*cFZ0tRubpN#tjDmY_)u}*f)DN&HPgd>*+^&X9Qhb$$ojyKHZmxZm50Cr4#i(FEg zMQ;--5+kunH}PQmUUJX?p7iljhsa_P4ij5+3K3k=lWv#K{eed*;AbALA~{mm98t4m zK0gkW`x7hRm7|8dle^Abs?e8aFI+ENt zAMybV-koIk!@3{UX~WL3uih~rwIMU@X}o3VG*QCtPK>5~Oc1LW2@ZWeKHBM$3yhUG zfh~LU%P}<$NPYAi2LH0py@>@wSERGiZJOn`evk96Gh||pnSi~vy5#LQ;ned3*^hEl zzd2LqIu%$<+unZB5LO{2KBFWlx(HQ-rFnl3_3*Xfho(Z7n13=je?_Rep;WIuaJM@9 zh>mxX%&R=k;GVk80Rhjs_n~rhx46$$d;72!J!^gvNopCT0I(|I3*7`b zU-ypFCd1q<$QrS)`k(-++%PKNyO`&rL`>2N8k{bW zBZBDAN=b2fj2Y-hUnI2zjo4`HQ#AKfsTVIKr_YYByTs0E8{X1Wt0qd&W z+@SiTCbjww%tFbFN9778gvGiME+^Sv8XB+Z)o)Go%aa2%JTB;un5kt)GBsl>t(R;$ zsJ1irf|;0Oa;nl)N#*jVcmSo)x*ffjDqQgx&9Y$2!9dzJ(n43GQ|uFLjjIJt!}qml z$Rz--M)40zrmakous%!g4`g+?ZA+IMX>7(ZaUo`NZQCya)wK{9tNpJAIhqFom+fCq z&f7+Q_2gesyAlNqS*Y4+hg=W@`bzhJyirgkv|D|$!l^gH0?V1z9z-V!T zN|UEca_GZ_on^74?XnJpFG;k}{0Y)MUjeYYS7@~hRGj3@Oyq^QuDaV(9I1+}^0ZD8 zct+s5{Yz{BmU12s7k&E+v5!mzdL;jgWZiPKUQ4t^KUaGa3#@6o`uMJ5K^GIVXB?Np zIYl+qbE54ww?cZ1m@=}>0P7m3PJ{ymhVc21yhRiil?MH)BeRMrAC9&1^g;I-BcQuCur z!qchj8;E`Te^J3f3iV~0TE40W75j`CRy&dOwCVOO(LW?)3oaE)EO>BXG$_kAh#-3E z50+NCxM*g6Xg_Adywu`#fSr3fv%UicD$9PB5*V)PM?JFaZb-jxaZc>NQ!N~8lFK_s zsF}IDCF*;|NAFp^XW)94l7SKmK(mN(4==8t-i&;X{4MsI(_;eUOqZR6p?~P7s}SUH z?Mb{5GL#M%NHCqKaH>2%#gHWvI5g+El}A5n=5dPR@BQXckL8PA!LD*Y{kz2$q;rE# zx8J(N`mc$_c}F2rqYu~o%9X*E(NoYbma#A4-C8SkB1NuT^y2XxYC7$eu@-5A&NRrF zobAnG;RWj)7SrWRAUL&3Y?&d0=?o{`FAQN-kUPH$4?R(8Ui2XtONwmW_H#c zs@jM!cY2176~Sr|ywkC$b|T!vA6f1zA%OSAiQ-&?7wo4yP4i|m#C^DDH%`VNIHL{o;0;qgZ|Ym%|2~`Ex!zh#V$^c3_!pATbp{=u+6lr znpSx)z`T~@CP|q?G*a>==FW-(6Gpxhv)qZt(i_=9m?e)1EBl$<%PB3GEb1ZQRsHpg zC_E}-q9c?_f|Dy-$SLT-5iI`}f7Y$u+kl_3vygZGWhbXyGI;xo>-IvEGosvR*d))n zTv&otEY$!270Q^SD{dHP8aa=Wa)~nCcu1CNQsf@;!syIP3B|#4YAjR*o%Q+IdBhEb znf)WOK{xgKKmJC?$5M>O|LEoA)R}cV8}XPC;_c#%>P_CT7c@%Q$rS4|kdIRNavXy} zdONn{BiLW^Wub5veqLso=cUfvaIkqUU$WVRL81SEF(}aat&$oW+o=leo{y_YzTh`y zmY_23XYU~*Z_g^8MPq_@3RFwPm|#ZdUp8jmq*ri-Pg4fl*G+B)Fg2j~#RrWNJ2lV! zpYf)YBcHT}V@i<}a_25vvG$3`J->MK8bpEN{OLAQsH#PQudr^q|K%SzG z3Kmgp4Sr~(Ml6){I8hpcZE7qFWIn6QANClWqqN#t6rlLohO8wbA4$7@ybCBa%R4 zpusZ&*Ub(WcTbDjgq$LDyS&w?A%J}w4=d16nmcP?AIQ?$8edt$8c~>CKJ}>!v!l;w z^f{*#e>#q}kqY*CXQ5V_or>jZ2lEJvB}K|OV9}S(4?Q-{hv}DgvKW(B$H4E!d>#h_ z-UZ2_DNKm&;;m=z{SZoyOb|BvR_v(lXySVI{43#hofc@HKO-uX0=d!D8Kq7-Ux4F; zZ=VM+dVNDG&RRWn-$&(5I|+X$QT)RpWq5!^8Ggml$+5lNX{mGiRgcg@;7-lG^#(t` ze1{ny&~>{LO;rd;toFK+Xk6&K4bT8@RNj8y6rIj%>n(A#xz%2z0yYN;xo&-X6Gt*N z!mLO~3FFkcCAAxl*CwvCpwRAXx9NwGSI|O=B3N+#yd%{O!hERN{)g$8*p5!ek6E9y@KF|{Z^p%w?&G}Le4;6< zEl!hkkKJIr&h8(uh%%lo>_yTTfKWy^Ry!$b+|=yYK#khG{Cy;`a3+nB;l0GKyewir-ItE_*i`~NH@S}(F9XY5$Y!0^k7~ZJn6*SAP>fl!>u$dO&YWLiNiM`OI|>2 zj6AsTqjFdfmW2g%@l)4Iim)9o8$eOXkIj$gs3(1N!d_)O`{A=NrGH50tq=i}ho(fu z7yHErY2?!9c22IU6{z+O>7IFx{`4WrY;wfCPz%+e{v(-Ko%pPQ+~@SCoOR`A4M@EQ zH{!SH$W+Ilpg_%M4dB^1%OOEO=hD$Gbl${G3@2--))HM5aV$MUl+9RC2Pp5Jx^@-g zHTKGzT|=w=V>8xstb%zCL6&3?Sb7YcbQz?dH|8kyKkLg5$-!e-O%zCdb8Gwc^UK^( z5Yl;>jW005Zd8UVIx$VjB+>+5IprB8`JdMrUb=M10&9rcyuQke{A#XS zT^xW-NSvvTvi$k}4)Zdfqg8DrN=V%nSVE3|=f&^GG>LK=_V*);wQO7IV1-hbnG*qBKyq2P{3S;$GZU}h8p~9)N9UY=fM=fd%c@vHh&uMFq_2*ltN{LYIG%P{VP@NOyo?0RKe)U8c4Ie1X(CH!E`#)JvA|JOt@szUGV1!$;XwY>G)FmJWUQyi;x^+=Q z^^T(Ot9XQnyfuClR)8dJK@;2roz>ke03usK>xrppMJHY5R5o9hTPrDbc`Sbl}FO=x|QO$@DtY!R+AH$(`WpECN@|4=DkPi`eB};mR zuU(^qJR1l(l~ke#%NIC(2V+YG z>-J?;vW13bb$+MsT+~lr7CI>CnF*Q^$gv#&lq0G>f)Vj^l+X(Mxf|Z^Jp6Q_ujyt0 zur?o{HtH@WU?S)~^yT0SNLFbO@cRP05)9^WdH;MU7_qN?A!@YrmTshfHakUThrqL4 zNi4^&OsUB@lM0rM;&FZ^!SgaS_U+))1&LzE&AIRLlS8~=a+J6U0mzx#Q6d41O!Bpc z9nnI-SmW8m^BXXP?RvQNqEO-FuK`e9=kFg6DL`~=UMXw_?`Z-&2}d;W@E`>?Iw~!FbC7^8j)t+m{X_tR=S`kH8rDz&8$op$U;_FzYp!_F1TZ%UYMJrk= z|FQ+n78bXi!lzqwY#+oLlarYeC6YmAZ&g@V+&0mA4&b*_UC6lej^aDM9>EQkEC$KZ zuDklPSTJMGICK6F{WJ5+m;d-xVmj70asbVDP;;fR>6@?Nn)RQQ7zKAD%@7Hfs`^&8 z1wO*Hgg@$g)0wi(LE>~nP@!(|1c(3v)?Tt@TZdoh`X`}&-uTuUq2h{&wXrw6d@KK| z7_~vV<)qC>Tgn@(O^36)5sUC$&N~o;Z5YC4CfLDQ)1>3Fmgr{Md0S}=rUX3e374fC zvn4_jG#|0=iD_y;k&l7L0BjLq7Vith_Ud+1q@T-JNBanV>xE*V_?((*q8ow(T{t-U zZPb6n+hdJYXtpx5gXGLJ)VRt|v0p zoNaT!j2^9$NzwgQ#>)kfQU-Jw7p)g6cH_R-Qr4iUhUf~1vQHd5?s@-sLa-}l; ze*n!uGQYYlbLUUwu;_%em?mNG8aj+Sb{q~w!2ZmQ+`L@K-lup?M96b_WB16o@Z-xE zk0|U(5+0n;b-|Ikvu+M65Why+j9||@mh~47)~hzGm(kE23A?L#6{2VB>VvtG4 zw?+NtUEkGM#DGin8QeC}f30aRmcIQ)o_nIhTRxdeN6fYn!=H1c}6( zUM3KEH+<8~c)}@S;-$kvfTC)|;w#2oIZ8;e?C6nk;l-;X3h!{?n+N8s*hG63;4VWk zo`Y8}g>Lk5pcpJqJZW~kM*JVpLIDaZE^#AOb;hGQ!$#<_^jj1ZZ&hkgph4@e+)?OP zjd+C^JL2?O-f7L#s=SUHS};zl^`fN{Td=2_X2QGB;42$D9N6WFEQx}--R>lYCc2Bq z78iazMShZ8_~!oBOq(sd)W~Cq6P^i_5zt|ru-c0^&|yaoS{|4o4#4RJq0m6h#VCwA z*k%olgRL4ml8b(wclN0{EtNRb7%p)yTKFbX-s79YemR@cm|W%FjVV8G+70$-pmC>p zh5Qt8p^JW96xa;kQGSAekscQ+*iabyN5zGoNRht*g|lY!6LDeA3|frGKZ}ln!3ajw z0Gvmf!4hdjr?Hg{0LFv(E-E+-^OPK{5hzb?)`USluaYhGVC~gQ6AT+$8y+uKO5BhM zhAFmt5FW0*<9VqPD6P3f(?B$XQCQx6L8#+7KmtCj9Jq!US!$!=lk>{oj2n(1h*OQ+@Ze%3P&M! zYc2Z#nvT6_i?NQ6D=z%w`FBF$J2Nkz|2!vhPet_>4GE37&sz&Uf|jZw-h#1Iw%WP*{IlapAjH-v@<8ZzdOJ`SYB}Jqm+b zbV1Rx>qbtGh}gKYj04$fD6kL`@-T5=FKK*1vsoc!#WDmBE}UzahM>iAFct41N@cs6 zvLGzC;Y}?gr^#c-)D%_A+VWk!%^^o-|P+v4#@% zYLw!JXR&JTB4hbgs=}#B&tW7o!wUGCzC8fQ z^pFUJ?G%f#&`(Bry?j(T@+bOt-+)4{MLz%8;=;PwF46*9#-gn(%60Ud@+#0yd6X1^ zLcn8=?DQngiQ78f9ok*?=a3S!h*#y16K&TuwVzl#AsW+H{Z-?}JDP}0pf|<;R z;LNLQv`RK?*vK^4PU%Qq(*HoN=(AZXo8V_i`v}qLkJPSAW38zCpPL-#7M;Y9g}r6Zmrm@LF{TM+H6zD-XQs!G7{JQF7ARAuEnmx z79igFm(5ISI=Sh?>84#SbCEOAQQUOwku<{ANNi?#R5|jel9O*k;a@)-3jh8D7p|IB zy>+}+6A369#}pKHzI%hyFS$jx)oE^wHqbhV-at8{L3k9MRdjf_TOS~=G4N6vQj-$S ztZIy!p&ZCno3^lyTV@ObhD*tixr>bW65Tr)G=ZIbM(nhnwP{ihB%11a>tlkT3j;GA z&Wp}(9uXIQs&jJW!Vl6DHcF!Ss+GMZ8taP}p1T}%=hHT*#T+RK&T3SjF>A+%t!&)J z9!0%9S|EKy9ap9*rC*K+uKL6R`LVj9n?9;<$ypDxju4y=cs}p4| zAt;>0js>qsW8o00k}FH`^&`)^ydX(?t7pigAUHA}H!TqrKtP5qeWPCg;)I_Ag^w3D%e zp3b@C1FVvov}J8o6GreEhIRpGCHoa(<576U(k>mjZzmFKCO@LhdMN^&B{OKtjv}zM_8xQ8 z@Ly_Yk7)*P{`$M2kn4rNy!@ZZ%U3^9AGx2&W7~fUv9O8EHLERjrdU=+SSr{_leeB= zEhEz3CQx?5+q=yocw2=6XQPIVjpj0TiBtuqM!YJX2bvbEb2`4;45cix=3ysLEWQhR z8lcceLE)PWSUQs7BeLXMPP4NOu!{LRZ$0HEDZP0-TsZsKe(rywck+6oC+{{t6BlMp z0aufKn#Hn_YSS*wT?*B-#i{Jd|6Gt z7Ya`*^pWYz-{{Ft$Ax*TK%&3T9d-b)5E??*4(BWUj`TAo|id2?sF3!f|eoB9h|SljA6#cAa8OIDI~b;lNEm3${uM# zp`-B7J&w7PIk$NK`t7@+@V9rA$33HWM!)=6C@emM3;X4Iz@jV(eIrd~)Z)Z&!IbEa z>>DF^Q`v%dZ&RKCb0w%AO6a%PCtdqB;L7XAAnaPKx_BUN1+vz%>=vz)f;T-{-F718 zCw3!#8!FsWsqjo0kIVi@-)vIwYl;j}FnkPLILC?k>6-P|qwv+ND6s%uH+bK#U>H(d_xmf26*8 zr-=*iRuJj5J6~)gJ->@KSx$Y6@?f{v;0}kKjD}FCU>Boccuj|DVidZ$Yqkzj2IL+Z zt&^BVHMvxCE>wsHGPhSS_L4VH^31zSL$hz1--rfcnXBHdps)+pK91c_7eL{QPltuy z?(uJa`3d8~4{JBu(HgUNqn5?c(hlAa*NK@wTE}ay*vL!(SI}pZUGt?IQW0#G-E^LX7IMa3P^^ z{_6Xq&`mBjKXqK#qYzuhl-CWRkn73it$jKo;3_mk5YTfOSiXV_OD#3UvU2PsaqGZ`#^N{dl-= z`sr%nH=}U&eDeFNr@)0<9q1@s*ac9i#OGr_QBq_XVMVzt&O<`sTvkGr`K&H0AGyWm zWw2Q+GaFbjM1bXvcYSSGh<1Z`vbX(4r>`Pg2Fiq{Z;km>L}in-twVq zfWkV-f)h!4Ygu6?tKo?($5>E`yrd!YiuFS9a(WAUrkr3ehhlbzm3>XU^=@#E`?tC9 zx5>NTzCQ|o#6I#@oyfIaU^>t0H#NHuS_uVF`J=x^>%3e?`NE-Hg3lJ&?kG=#I?aMa zHvT9T);_|!v+ZHE6;N|vh^==OhTthCyrj37&QBeLKKVdiE_=KA+{eQKO}UT9+7^lp zABn#3qI@n*Pla@oL_Vy3d!13ZwM_ z>*pab{Aai@rElcI=RElIclqlPh5y8fyxJ}(Plc&WSBOmmS5u5xY@z0dw;`jj;z0rA zxsdF`aM%bJ8s1R>5e{--ETygUR=>I?2%XF9r(z;Br{)SaiO?3pNZ2|;q3;4aiA*ID z+^_;WCn(H?9d99{7fXsR{1Z9y^rA$2?3=jo_mj!wyev zmC1A<`$z{Z(&hc*;c9lf+AF+Poky8F5nQ`}h6~@~aliV8J6M;`-~9p*mgb1Ue}D_? zw3Xp_3_9iGm|fsNd*vt=GVxSMs-om{ceFy)t8^$lFOE>DUL zgYXy^{uA}WItHGF(&E&>3P9}Vmfi8b!?wl@INnYM>l#i=4p2z9J5|aGPb%MT=>#Rb zVBrsQw3w-LfkzQ6pD3l|CzqS0=F&=&n{D0w3l6Q zaEWy>)oWRZ!Xqa@>9tb^dr(+rjq#UZT8~?P39{DQ(VOPvq^(ynpTao&2lR#SI^vx z_Bs+;9Ja{%5M0x7PJ%zovg{(ODJk*U9J9c%RAxag(zMAl3U4WM*%_YSth)Bwx$vEg zqyGB!_YmZt{^nRO{Def&_C+qjZvqJAkn67A=U>V^I{uUQ?tg3F9XO zMJ|P>&9`&mTwXlCeLWWj{^x%hghwv?)KOfwd$K_tZVl`5fRQG+eQ3o)o0vS7op%K# zFD14(GB+M@A?MAe*hvOWCv2Or1(JBs^IB~#ahL3+G**h`3vjMRm9h#H3p6ro0_{wP zR2aj@ZQs$WaUNrDRLV=1)AHN7@Iqcg&%coiKLdovxbWlJ!a89|Vg_OgK44=l$WUSJ z+%Rp-E8`1jtDUM?)6csUZ*w7BF%eTDFvRlCTEwdzJkt9k8-3&*&=={rrVG2c16ye~ zX_|Gd$yrTds`ePlTe7&2W#M(hqk|0*K`0)= z7&i%PSS=V$D1<&@jiOH06E4r4f|Of6GibFj4T>#NHMnrvuD+cM|B{U9)i-hBXMynO zuKo!w>^jf(`|v^cSR)@G>JQc$pL)ynevJgUP|uCcLI?0Ob9cz%?-CuJ2Xh+b1V zcQI}YF}==Xpl~C^j&MvoM=n|u3PY1bK0{o{Lv}!6s(Ym?;}Ehg(MS+wemfVwka*(j zD>bwDnIL>>DEz{>5H^8vl^SdftugHzeAmEl-8<}@0J4|`d3`L44$VF>M&hjZT&VcK zrSG{i7}wJtGfhOVu5)==qja86i3+#2aBN779k)1-V;H7Jr*-lPiBbb6xdDT`$PX_U ziXw1Ie>)dWMJDtOy_2|@98vh~IWkVSlpOZmv|F$b1#xMOohQ+(d|s zTh?gO(QCn>rY%)$mRfhR<~wncJoyLu$kX|^sTn4Z6NS?shzqyKQ29jO5*vE<3Te4~ zZLx<|^ZxjL{;m*H1sGszoe2@%ahUon_Hp4AY()&01&IqgN=?v)+vW)>L9Z03I}O`9 zQ&1+1z!2MOr`#+C7q(rbTwQS&dbMXrRB9+K;b3w4PjKP4D!cwKxNz2Oe&)Ck>$bUf z5l}aFP3IuEZ`+o~IpO9CcUCS|GyY0BO-r^ilz0#h?FW?_1dd}!4o`V-IWh{9tl24q z4IzP5O$*sHI2C)Bu?o}{GP-=wPIMNYBVF5%B~R;yQ~7CKw-~1S2kM32etmxw{+wHP z4!#o@q)@QkwjGbdQ#7_h3hLOjx~#0pOSn0x6PGxv_KTia{Oa~xXt*tcb_;0H2X>!< z%uqDj%#!9*?KDu-VW+KuF(Q62thJLEByqLI2>*((GkABNJQ z7(tY1hU`SKqo&+ed%{`Mrqy;|PozwHr$#Ju=qxs+RIZBFs*{LLvKj$nHKFX>V>hyj z4Tpl63-f;EW$!fnG`Nua-Oqn+E)0RqDP13ZK?M`jR_t6^%P@%fLr!!h8&U8F(esmJ z_e()V(O(!0o|M=t>Yb-Uem!UpdEpoiM0LHb~-5kW)Qxv zxYsR)!{XfVG`R2w-MaHdT$q?_>eTh(u9g6>s@DZ?&EagMhuFwwI+IGZ8exQ<&dhaX z@{x>*rYpnixgjLf(Knbl`CIhZd{cy)iw+W2Ou5h}2!-^AxDb|z6c-W`CMdg7BqDX5 zYcry%$)^lw%TI_4f7VSCxBGV(lv^G6{wB0f(5#blb+71WRy0^X!3(|J?3x-@MB*foPdNnHi@qPz5j!g_TMb1#dsIVCID3T~0hycxtZt5tN1u-`n< zyJ_|wN=GjIsniUs)gZMNnX3jU0X5E&&7p5sdE%Ny;B|`>AW}f+T-uJhy}K7Xaj^md z*$bpu?Xr{A5*!pl0o&jQ(veH)xyA}9H|ij$37!t+VM7n11nXThI5n`d>y(Sy)1@e~ zpHf`-b7v=+5C@SR6*I$rLVo(Ba^&A% zPbS+R3x(zjXYhve7_k|luqFsV40wC01lNKN(t-juf@h`lyfllqx*3`$6bkJ480Re# z8g?G-`A|$OuMC0E%emijT!{VKaH;mIEnEG!{Q*3kZ7qt8^>7p~2S3d`A^$}B$a(9| zi(e*_(GOKGEWU6CZy0|9J$X$DY-h8}|2-(&TIbhBmU|oR);bPGhb*#I1uq~g5f>7U zwo>2WQ+W=NH6y8mLA7#Nc^sOp!vGYwTKZ-ky39JoCaw0y)_fc<^C}*E?kV+7X3r3xZ$Lc(6 zi4L+-yHg#x{|2Nx?RW~bB@|*IA9maInQ#}Ob?l4Q(l?&wd3ol-C!?w9x9;f4%U^!x z>|{TH*KM_P&rnegL!B_oX)+9TNC|^Uux$XtjqHd3lR;=sd1Dm!@nj83Y(kk;45%O$ zMgxUN$}w!BVN=s~t1UFHYx(0gG_t#GV zh0_#y*&!Xet8HMtOV5R}`2=C2a}+YF1>`W?+8bG7EZgg?mB}@0R1hgHBoNKZ{tj5H zz0pGHY7k>zRFqlcQ<%(MW3EP!*EJ(u2@m6;qWl1X$mYR z8>}7tOC;=&sDuT?)-?tYh#D#JsUpFcCrnm@>@XJ&Wz+3b;KJd0`RlVE zOH)&n`b$xmBF5mbSd75&Cc!XCns*}f7pCKeigRm9JUktu*tl3Ihr@f|!eVF480b8u z9GSjro>Lrge%)z1YT(iZ>tM=F7-g$^>#%9oE>InuVt(0ax=%>Hv=ndp9^SNXq6jBG z1uonJtNQh)=fc3#$FYTjTl{lXJH=zj92WLk1uU1~&aZJW+)_km))M9Ixp2oS*ld4& ziUrC=rbxKc&>4PxHe$;{xTC94oHGhL=V8SFH}=(}#@HS!z3IRvpdw?LuKL=H05J<| zo)#A#uJ-vM;==Naxe$>V*J$W0)Q}JaD{6m^=p^^hiazJ8)oZkRw2 zP|4y6Il;YO_Xo9+QGs#f5+XeP@fkX?n^}UykxJ9eq=xJcBsOZa4V(HTreQHV*YN$TZ3eOxHr1lA` zAJyik=R(liswS?2UEHbQZ%RgjF_e2T!l6X*UNCaoG!Av%Ka>ap9Ng z3m->ZSbcf#guq~}f@K_Rig?e7ERrzUk;Z6>70sUl*?2B%Cn`7UY`?@-hLx`}e2wi( z*`PuS3n}rrzJU*e56)I>c++$X6b$R2ZI;w5DLsK>M3dH~PW7}t;KD3s7=ZY+;=;)f z#)V(k!6Pn&#eeXjMcqd6h9~KoupmJ>7^MFxMQ+TB@(2KN7?cgdg=3;YqsAf#t6b(s zUdYXrMqatdtM=$bF09cFa^SjNZJp(QUfXVfLUdhHP@cCxwOMr7pUKl6hes}aMV9$4y-tRYH{I@$Aw?F?*#E!3^Dk) zAfj_}CL39g%-s)%HF$rnWIX*GYs%I{TH?SyDExAS5x|%w>TQ8S6IXQCSqmK)}B1c~F>YE4)Rp)%Y zwnBz|6OV&CRunQ9cCf&P!BIjBSgTyu7T;Gf?NV6ZSTdCPGem`;LDUK%!r_2ZRgp#g zX@%vAM1}MbPHgNEaNOxbJ`Fm=xb!mX{YCY9L!^iyi60wSf3>}~b=eQaPp3yN{Mq8d8m%>UdUM=P<^+O=?S{#d zg4ZN32m)J}|6-+flPm`5dS5S|h9|_Hsxe%#`xPhz%TtIX+GJgDbLU3TL4XcNa2sZ4 z_lU!q^@b5#XdEH~cx?yPV~cTN-$tJ19OcM`KUW_aat40ZYrK=vHlZkOu>VfVG(7qA zf)F*rx`#zgC-NeNfB`xmhdy#PJ>=e;%k#SjHPNT=N*_TCTKedL;uh0`+i>8kId;zf+*Fke>|{v4M4 zZQZE`8@)ZH7HQjb#D%>>$c}p_98BuDXj zT@CZ$8VU*@*A-6Zj=s?FB%VwpPlwTyAD#l=F_xpwu7=uWDoqoPR312S;(zi3axZ!3KlZ1A={=LnNDQcA>kN> z7{J1KGvV>FYD5x?8q%H%r+M^b`NP)>r|i0L@%k7S?wiO15Le8FbaaZSM)fO@=`hw1 zLBCEp5B1!fQmU5@QRGnv_WDU;`o+DrUN+>ok0qL(-_o48|+;{SI zapB!rC`wP1~Ke=2rFAyM7%Rqs|OIa+0PH3}x37cW7#qtSRCP zbEV_FiXB=bQ;=)R^QVRrXOJQ4g{hO)GCMTn#>vmag?|y2UY^i>r2g96hr*wI-^qi= za|bUiU9hKcA;Tm97Z%rF#@nyN=Q4p2M^Sl8PG8)`~>x5H8to^e8oE?aClFf`cpv}D1AGETFaMteUe zuo)XWK5}s&pA$u9tgH;h({$=C9{3fUcLSzg|65wf@QX zoqU7~v5iElY;6q`ss_F@#w`Sev5pyCy~7+3SM1>aFCdiDoDbwBW&{YHdBDDi7oH1; zv4e(Z#p_QTv}6XtFBf5?$SSXfxvPjw zR4!dB_WI|tA-08q^gOrIQoTqGCmpMG(N||+YKRRL;_sm`2yafYTLM+Sbl{X-xgt_H zNht`{#Pj++LSdMjqC&W+ymg!$BSYaz+Nuu>8I5da_~Y+8nU(KeeI5#l3+GRU3#SKY zBoy+FZV_9v^V^8st{2h<=@ybSv}xVX;IUDX>b)FF#Ty+}&X8A$j$?$4phN9UfM;Rk zBNq!B9Xtyur#^A;r}K0kOM-$K1j<};!$hV*^Z3(`uP-c%%_mXV?>m|Q{BdD@&!?=| zGn5rmqID|1lT+4ECqi}h?hF=lYgt{jAT96 zu>(n7JHJOE%&mL3r0IS|@(<62@2bhCQONbeUncXH<;f4kh3EfFjtogE8hA*Nd4Cvl zAxuIzF07^J!QJ29o1v7nx_8dR%?X&Qk=f05wN;Mtn_}d!2{bxF*jiBN)7G=sLs88Q zr7du>Q3DD)k5-}7s~LuQN%xP>g?~K%3>4y9)BLtxOPvPAJGQh27s5Qw zH29vakEyNe7H)(6qB0!F>dFlM!Ys2kqgEscSSYpFY8JXiY=Q4$1Dk)$dp28H6hNnV zK7RDC4LdKyCK)wrMoxgT4qQ~Ni;(kUG=_ymim70I(LqmB+mn%Gfd0}oeT zg?EabK1JnGyFqFDG&Zbd@G-PGZI`$(d;I?lT=+nWeDA)KIc)xaq`2@O>EN-brr5`P z>?;!x^udfeDc5yQvD!fOp2OHmD{T~f%m}9Q_YKn*A~|@@S&sLdaVXM6`DpF@7ON%D z@&m(KU0mZmF>|1>aBr0)Aj~q?ADs)O3iELk4*O0Bg)e@6GI8N8E<^#^l*0^^K_+69 z_e6lBuJf*elc8uG_(1KKr0{|hdONPvsLi!-=&5T$8wNasvTU;MvG6Hq+h7{XAro@m zIqj5NYi{nL(HvKK-N`bKp2+5>AH81q!WGXyjl%uu{iAW=*LbD@cwM9HQk=gW+&1zT)!2;JT)SqIxSi7~Qhjz8#sS=Axe2hFb^E`f!JE5ph zaaRQsschSoX>i()KnVG0*&c0om5{j@ODua=T zj%sjAQsVN39v=8{S1P+(432MT#06Pz$1tOV7kfXsAUHP%gM5yM0_da;c?NHgbq!qj z6ZDa1@y+CWq44L43;$*m=7M!b2rrK)s&>_NsfFE}RXCA{4j$WeiS&V)P%GW!_3le> zVR~Egs!vF%9ncynRc<;T=?7g65^aqkdID((Vx5!r%C0>ZK9ODVhba8%-2yN zbJ6hV+4U6S!gIFGL@Qabm;p!Z8w%`7Q(+Fdj#!2V!F1nm=Bl*}A{VlT&VJCs|ly9?h+v9=5dxZOpji!KY3gzGr#9z=9+yl zWnIJqpDlHKgDDd29VCbLFfJ7BzsbW-s?eTgT{uN+i<+Rb1V3wt3qg#$h<{8R` zvhj>>PDxMxdK0@gFN+szkX64T`N)MoI~S&UbzeW zI>d#t76AP_?jjdh4d04NzqT5N43u-=Fm?zhSUIJ2l=qaIx4v4NRDSs@GV9OWsaAbZY?tYzl06=mtn#z=hKwnN7xTZJ5O zVfq)ZBNu+J6S?aedg?o^`mKm1JERi|iH~eiF4AJP#UK+3%pnxLnybQ~v0w=n!q`yj z)27{b1dYM|cOQ!pd>GcY6k$IsK^%@?vpzj+5_flU@^wqi@WsiY-+AMbz*|JCcr zh4+q)eBFtB&^)Od7$&qe*J-l3I@^R8O<#R$%(FVJ{)XmYKH_d%e59LY8Bl$WvhMS{wUj$rnV>((aN5_{!U>G2vuh)5wPW#iaH#Z#hf7Sv2dRCB0u zZ77R|!N|Yyrb|aIymxBk9GcW`;les~jcZp4n354tCBvYMLOM7{%$HUdXBbCEV3AaLPuV+7rV4-yQUQk zW-Y@lF8ndBrxh1YAB+p9JzIW?3+pb0H;Ly-IA1W_6^8N(+N^@Z!}A84c~}8s`V-k? zE@UgsF=f4a1h1Kv2S%5*MqVO@sh070fWl?EiA#Bfuyf6YzU&Bu43QWUNQdAVA6 zsHr)k@bT9Rr(YBoPGw)ak8e8OHNk~Ij`}RRa&M-5;A4eiXoKZBI@?nrckS@agj`Fp z-A)y}RwuP^9;S1bC4_2}w!C2i7MWJZsBx{_1+^WYU(Bzu5;%^ zj^^Wu{OGuFd2k{#3cumy5Q1ykI%t)fyGnMM(1&kO%q|NIG=-+Kyflm@41GCA=06b? zI>PXntI`RJxSMX_G-@@vskgq7B~KItI(FxxpQSL@Lg|VvjYC$X9ib4F96HYvT>h8K z;ZV-B_!Ln1SbVLQUyz*O|6v|^+9PrL8F$#;s?_+jsyjK6`?i`!;bcJ|htJG{w?$d) z*AAn4xr4_CG7LA-BC!O;D#S2iRScXL0@^G_wW~FQlNap}nKG0u>fPFMdTbom$?~~! zFHqn!X0LMPd`3AO=f%}^jF+R7QRu*hl+v^-o`;7)4KHVOP|pB`7&ztODa@|$U2008 zmsqVrNUo>L+__ukspKOUK6ov^6Z=g+8@%FQIQ@p73ZvjUrL|HAax0##TeK@w`4&w( ztqDdN7Q;o+do%Eu3V*^CSAejNi5L&&a5WJjydEf$Y-`6uo_5Z9>)_J`7J&1Q;&j`v zMHBAvBy#!Oxu&jj**fRR92y=`_#L@$`o)Lw@U7EZ9lUAp!n?eCPty-Rs_%S(LNSZ6 z6C>szToEkHpJ}xwm@L>z*m)1j5MVXe3o$N*%t8lZ#A;leu_UJH8j1x~KsAxF<2q@$ z&jhSoL_4{P1i?A03QO$6#qho3ET*mQ5^Jks5gvt@_YwH#xNte#!{=e|uGqS5+HIEnXQ4ITJX_Uh2WvKQb#z>wBMDKxnKcemqbVT7Aw5=O zBD>hZ7Ot(acgJ^*Z3=aP-Jm|uU&MvPhI8Jg!gfj02^8Z)+#Iz_jZrI>Gfb9C{4Y7m z6G7qE>^u4AbL8n4M3FdpZ`BKz`+Jyv-fN)0yVSx*lOx0ZF1%+jfFsswS?~|pKQGK1 zI(VE`oDz0-#Td(I<28}lCQ-(17m$mky3=uvY9REh4r)Vd^HfVFU7ns2J9o!aNTH=$ zv|ZafTGuNyWA?k^e|8l9X!}kCKwU;*F4Rmv1A%*&-h&1Tq*yG}I)LFbR{CT9gu=qq zZkCiO1BE(sA@tH?Vl}5u3w14iM~uQw!O>w#R0=Zy3 z8q4$E)LqNdQytHTE>=&cUifwUPNv^Pd(&^N+)zq+Z;m|u0A>%K$nq#!Mq!cFUHKZZ zHl{@K8{3v~)qyc}9~TOhRZzYbdekJ@E}K@{k}cM!2@A_`@=}_D8cjcCign7!s@$-$ zhe&ng8(3&s%1-LEnufvudBllI|IEDqvg^M;77D-9zLVt_BJi_maLLn_-F9CuTs{op z>HVKStaG2Ujb?FpBE!3|wx)cBy7sEZOO8>D{s+$AxOogv7D zbSQW0$~7&}uVhuOQO}k@Vd_!%MdIl0M?)dre(}DO<(H%u}DNGC6$aBB_a zBAt(rXm1H+aH+9nq1SRI>mG$V3ufuNwS}8fhZ$!2S<~9e)&K%Myl?8d=~4JaXqf$A zDEz8@C(ADgN(?lk}AnilykdrVU>oVO-ySvjfukC+IdQ5>?jb`QQ{Hllk|Qu$aeZp zVRoyrB|QLa&cnJXN^C5z9L0sD^1+V23WYC!Fcf~(zLRM`IC~3Ux86L+hJ7ibZu^Q! zzMuMI2j~8V*fU&r?x0e$+?Q#lUs9#Smd>_jZPy(xq<Q_;AH|`Z0E@>s42dqm!~K_YY_JFND^X5*zdpnt4eLQN+edRhRSv0$cA;p{ELRAqqTCoX!YxcpT z6n4f+vRSRMNi1Ho5|)jE+Zrfj@gTNwr>&y^LcwsUG`%I05l3Q&iP0w2Te_Xd{m*%q zK(QyoXHO_DeEy|z;c`z*(+AJp=^;Das+zPl3qwWGx#E$HRom}MpWZ1#9|DLC0tv){ zbL4|>`J5EzUIm4N_ViYcjFmg}7THPg+{~EPb2H4~@m}~{S&Z#?zB|RB=$x=LN?pWa zF`~vqTsTJ+yuxfe2WgkR>C|9$vt_)AgdZpDpE|<#zTx`iEh~P>@6fT_JI(e6$6gSkj zvmMr4OLB5>6^kWrRXj=CM)am#VFqu8a*XB)JHJ6bL$JGWZch0$aiOJS91B3LYzru= z1!d2^UTf#LN@(Ui3K@h|aM}k?sCB88d8faXkRW{J&|cmyo&*=>eJ3woPw2ndtIs`= zr#VVn9vseJQZq!I7lqy_p$c1%S|-SRXVd!%JLgeGez_hNa3X^X`;f3*?n8tJRM*ox zeY^}@=jW*lB|D_kBjcCG6jc|~$Az4mn6VxgSA{12!=_n=OgGns8g+}hu^F&c z(|JmOEH*x>gMbi*4U}I&(BQ34l)|J|UbqQiX2XqTeofYkr@@8NJ9+u*FqfNF?a=GjVZO34qCdHR~d-CtMhQ;FInA!FAEA?AHT_b zM$N-VvczzCFibg>ts!!^(>^25)@J}xLnB+8``dA%|#ax5=dDVa>|2q=uHACt!59uzuUs$8A> zq3-fA( zZ?fMBmN#Ou4moJI=o*wdn$$dS@ora4veDn3GEr`(@y=Jd0_KbI`yKBazW)jze#+kI zoX8zR2wh@z4oZNoeE1p?j?(lS$_~Ct7{!c~x_hJBA1QW)m2>;dgl4g_J!K}ul^fvA>h{YrM~LA7h2~2 z&wu4reAaidAENo-(~Bp-g~Ps+caz`VO`d%Q3OhUea*JYsPA;^_#1uh(}ztS(i zr{6w}!s)j7ir2gOp3jr{B zZT_o+ILgs?w>A8}IY(No+Ev@aw>R~eiifxFuXg`QShU@`()PYmWCbT{EbR84HLLfh z{<18>Sj@j;^*fJ~D26apG>4g+J-COw05^J>mFJD}cVDB!YtJ-CF8s_+@-63$7;j_r z!JckFqs*sCy;`DwA29*cJUF)$6vTVnI)-NgPd`n21we{vjiJogv|r{Cl1D-BLJU5v zwlpJlwmj#P-uCmz1vi4N*R0qf5(^6csy@lYK%T*ap$n`CVbbQT$12$@c%2@O!yJkn zvq@^NhFtOxo+&;+VY4pPvzl0RwG~fwwcmrM)D9hD?p>Nvcfk<~omvpH5@B0CH$GV& z^`r-_t)V~VNnhg94t_O`P#Cd20xz89a1Fm5akXBBC!sI=N)#T(rMXgH#VS*VyJ?m9}+IPZ*0#jaQ2$@dT z@lr#^T)vOhGRtrUfA#V}^}QShlJAn?Nhe&07f4!X>(`gajUu8R8-R8Yp#JbuqWY4-q%%STKWHl9RSPh|Yl{zj>feY>6 z@o&{wJEIFeWsT9A(lJ}`asccrqgPAkV_>U840Kx7+hoFJYjvbqO>_u5yS7(APVZsF zBNu)Ih4SKEwRxC{S0o60YC<8ze#_N?-1HEHt6TOQ1)a%h?E@XmmPb+Ql=@MXWj{?o zXBXur^nb;RL8jTikWk1wyRc$TH-S*t#LR`ajC2lW6LMTQT@6xk;zB6(`%344!Ui6O zBm8@|{W)w0y^U4;nqZfZ3|aymFdNc#5h!v*peR`|M2cLw&)f4TBZH8Ok};Qp8&O2t zlVAp7wlI|U*NY<;K71nczQB|=A{|W#3Ngw_S!gGQ_iZm{o-S{x`1_zo28((5wWrk9 zE)op!`Ic=v?O~YVk|HIG*3B#4>98R(WG-xYf8i|gu%!=N9%`38*=1H)_B+`7;851S z4kIfyRA}mM3hZOcn|J6%VTX-R!iBr5u^Ov0_|2$XGU7CMK1y|P?RL=>il|*>BM|GG z?!X-pVry8sIvpJS!xt0_%e2DYM)=^Gu8&;!krSDp)_$hAmif7~+VEm8*0HwJ!ICs* z8S*k8a#eOAbcnW4U{spj@Ck;TpiGy`)xpU8IrQ>GKbld9*pcHx3huF?A+2Cn1QBd= z5Enk+kJKKV%Ts<3K`|HJuH`iiHt&oe#;yVBKE)w#%+*BfS)8jyM~{IX3Prdn zu*;z>M-=R?WdyYEX#$;e1DGQECdAOJ`iT} zbeKW|VTr2G#!Va6--=TVYsUS){WEH$a- z9qpd&C|5bJ$#i=#SGw#6=BLa4Q&Sl{VJhZe7OLAs;T5)0M^A zlAa4yKSgK8W~V4eF1Y29J<@rxBE6hEUV@bQmwt{D*)c`Od8tj`jsbKXeKAjn z-Kx+`{{a*}ksO&1WE{RyHJ;U&4k6rm-X;xeQ?|LH-*CHk_UI>+`4A@*uzNIS$s-oU z5d<;H)^nk3Kgzf3h)xVWx4gfG5We7gVS}DX*VfyHaEjtFoud-yOZ3+>>S}sOfwEtz zKa!WLt<6+;2*VM51AYDty;O?fM4tDaU79l$>`{c@(MWLWDA-$^r)h`kpetY6#_w)(&9BehQ~7-?!1XsMb(cgSxiiOk2_MpG$?yJLyUNG`tzU4u#^pP!sQQ ze~Cee%^?&Y{Q?vcE|cPAahgx+AuZ`Aj1l#>-5LiSaS5U)#Orhi*fm`D=sTEn-qN8> zC!|9?hEN#Ur^b11=yjABv*rvF%S%p!`r7)ChV)!Gy=$p7ouYYS?uxu%t-dYP0){n1 z$3)&cRXYTd8(@P_sFMdX{)wNsZRo*;_hTzsA^O+2HHtYfV>+x!nkIM{5UUZL7^Uvo z4~TF;;j<$beyoqoowJSnn+bMJH|M@7L^tf_ta#0##&D-NflQY};>$@)!_{21AP%HR z3Tx$vZX8b?PY0Cr<|DP^!)p|+rp$QOSSh_VsOoeJLER)~0I&K-DUGm!P^Z~Gb2{yN z6#zO=_<`inP}UC=u2v#stCa11y$D=phgTbZQ%;Q%WmPuYO(A)@JiEHOf?TL9Mll4P zi`K^cs1EqK$dmC*QVd`H961I&9|}>!#35$f}%WO!1*|n*(ugbm@@x}KzxU2^>uy( zF?N^l-@iYF%m(YYUBJ-1QMUv(mGyRkxD(OtNX$X*=fd-^MB$Idg)^eCXJ1h-Bot0l z)87f?1am?Oo{VY1zijq%DNKUpMZ28lT$S5zT?|-C<6%K=8l;KzT!IurgpVJhy8{`7 zlwP{Pl{O+z&r|h`6mDKmYuFde@P9t}my-iBJbc)A0p-)0KV0JP8bAN8sHRvX1bELT z+q{Euw=-ArO}pLrbd28+ek`*55xt-|E}=)T_7Nz2kEnHBRzCQ`&$(1s4dQTY2PjWg z=gPwXV$p{m_W|+ziE!b&(#^}w7iTAs>LoD1)=Pd8)7qF{`KuX)>{_6@4zACW)pXy% zYdhAZBHtzWHJzjHB$6vf!C{kY(`0ryR6eY*PaDWalLd0ZGAp}UEM3BApl43*qe6MJ zT23WqrF4m|G@Ir34zF}JeqUT&otE_9aGjoPQdeBvOv3n7ptrl)UGY~=PwD;tH<`?@ zUQH(d-_`rw_51hqa{SLJPUTCn*uO&FRiKbV2^WveIL&KsOJ4ZoN^`RMdjz)CzG;^a zUguB4zi>uGI4gen;<%8qi>8YkI)Z%52T?;@h*bd_=0d|%sE~X#aG;S$PqYj*>tg~D z2v!#o3genxgOp#Z2HOvzb?UQ-UWG$kxOP^nDlTC6US`HaQ&^GM7{8L%-!9wa{ZjRu!RpM(a%dl8KaPx z!%)cn_iF;SBYLHf2<1Y@UNULZE_;C?>rRw$d=ZeLf-DGK7w zh~08k@?DQYXjrBMzlL51F5*Cp!Yh0hbKo$G@BhgQD14t$`2W${0fmIw0gF8sLibQI z?;-P{fAa{x5?PgEDem0*)J40X*WK!#f;GQOD0~uJ$N;>%81$1U0E?Of{X(&$;K7t-$zH51}Ppz!4wd$=5dE)WVG zwEK$*8hBVWh&ibwazX4WY0?^kC|gvaC@M%?qo1qXVKvUGg2k>PLhRcvV3EqA^lN+| zn0oed#cP3nYD;`bsSRU^=akQ!5nhu%U1Q|A~))>sOmJlmqWo(z}0sb&qs)rxW#n3VIhiex8s zK>Im$bi6BvS5rI5irOV=hSTNuMd5!BQP?0P_|N`33zlYU8GEXnD@N;H(NJOgB3zwL zD1hKL(uWu7ORIWaK8d*SZesG8IWlF)T_+Nkh^*iYhpLa-6AC9jc5B03WmK$ZoyFu_ zUOK%>6#cQOm!$v+o`W#}g==Dq26$ACf+o*Bt$c_>fkXLssok3nwubXNW8Ac!TASRv2NL2`hkP5OI5MHgbL22qz`OTr4DR!-941n}8_}Hc2dGMv1eQpbZ6#1c^FrvVum+ zHLKZwzAG0_4p(&oh5tGDPF{(UXZUU9xkxB0K{Xg1BUjLJPiH9|6x9#eaF)7x`Rr+N z;lZ|vPoK!Mjt<)S4&J^vkdX(Y#mgw9OqIBh-q4?zP|)`M1OOtotuFGeC1Z@ETrorf z7f~G_-d4Fe78EwCLoQrxu~eOY0v08q|IhjXLLm-o)V_&qq+Hl*!IqLDUw%&%{=Zvc zA=h00v*$ts-NmpNJ`^K)@zNnsm2^Uh9 z>gEb4gp2_8&)B*}zxEs#R`jK2lNtycm=W7NP_fz$POd}-z9isU3yMI^CKg(I>yZYx zdGJa4EnB@-tjxD=&6N*MXOQ%u^FiPQ`st;S`re;Zt{H`b#GC$le;IFX=>Pm5t}jC2 z>EZI%gPU?(c#tDkj`DWLyO2#e+9F56nOqf+sNt+G37G8^<<4|4@zleRUPCoDpFWAW zu+Ncas`~;Iu4;(#bdCxMXpNNfTwH?-17#-->%QcQ%!N{xZ9AJCj({ak$i)sr*fJ>i zlPes#a|-`Bompnl!RkD&Ij1BfqWM>fzHfn%6kA~~xZy{Y-sDChx9OJ41axdRDb3_U z`y_4pk7o29H&4R*@#*Pld3t)QiFbPXzI>lQb$a#w>isx>diTDd53gQxN_=y3b@l%J zDcRGbv1PAdlaUs^uKxXGK z&%wkXt+&1o?pvj%i z@?^5L_j@L(z1)k1UGv^mW=CIo&bker>y$^MN;+5G8g(itg!sF`5y3e!(RJS2L*&RP z#B^S}nz6f2%JLpU-)196^MpbTIwoB66u9tr^pGheoKC(3h11kQkV>ys{EItw{fAr9 zT3hBq7l1;F3lsGC6e4y=dTUwRv_{>wtfCXEB#ND?pn0MVb((94;NcW9J?LxI5L*{4 zmiG(#(Mob;msWLTqoh~#JT;ruAgJXs&2owIUCIGwf9myZ!9CMXy9ZEchVf7yim&>) z6MDf|{NDc7mi_E3h2WlHJLFF-eCBLxU6`MMhf8w>mhJZQ|22mzSai*i2q% zr=GLMM!1k(q-#19APTP{sNX}z1sr0U5Wj+XPVsj>_MzcsHcK-;ke4$YAQYiIjk%Kx zIx5WO3sIQTIb487c%gQeqnmh1zs)sEwO*lj5-g#R*P_JNwV<$(Upf3->?qC45rlgN z+tQ25MLz31-KR8LHE(LndekKaPZ@=!hJO*|(Q(buR)aZoWi*0Q{DkZn!RIm9kFt}S zLuJHjIjo82p%ch)R+BnC$b|z6^?uuh!rmv~o|Qq0NIl@Sr=$IqJx241964p9c!Q5$ z&8mjpF%Fy_FaX=3&V*mfhS*Ou>rH|w+5}-W#OP0B?qpVEwfdK#uw#P(u1+An_k_n6 z+$rTsO(YabhnV*?IiL`uQp63>r}YAs9uZ}0dUjcD%su`J-Wr-vYT+NZpJ>N^v8_yo z=t!xKqr50cj$C&Ty#5cDW#}MlSwXnk7nCT6eKQ!2p6h@|UgNg)_++p>3SHz4PIEDnqgPnJY5;i&{gZ7)F|p%W{*EKV z3B4#Fk!?7Gij?<2rTs)^@McMNTzv@&>3}7m>0-DK1c)!3+w`AUGYSK7K@(X?$P=6x zpu6-bG@CB^I4=qdL02eHghu4#3RUowT}*YVB_;%X&Qo?7BSaH?h!ro6OX8s`OT48wlNmyu#Q3x}wN9|t{udK^xN!gS z`4SWoxPr2GP^kTY!ob}%hZ8Bl|e5HP8Lrim+fK%7!XWWgH2RO)A@ z}nQNgS1()2)LsMkV z4Fw%L>>)&{d)eD9C9c$PR&3SJm>7lmHx^4Bjth~$QB*VB)W~ZJN(kTuI%lzxdkr0-3AXoF=(KTS zHe~25wrr$PiY%71ZnWoe?*tv@Ca}wfl2waLE%5B397i{sz1HV87uEw8*85TooyfBR zgn2n6w2dFG3pm)cxc4t)g50Apju?f4mMy&|^krYQrf`F~lwMfj!2TV1GF-grbw{rt z`hC1+7$(Y!Q}_P;e`P`;UH&&>hV)5s;jG!7q&J_BLP8ZgMdG>foQX`{y%y~_LQZEZ-f@}JUUQJ=4XHO71!v&1{JtCsGHQY8ZIt0wyML{72LZMJM9aaHzmaAcs z#CuswrW#{SZ`9y)v&_m^cxXDH5H``7D>D~%;*!Mu<0Y?}pNKD)OvESVLO9KejTm3` zYAGUu3_@7T@al^XwlkvZcIzC?hci>7L3Xd3x?4==}h~*#=p1 zD+M)ArC^OB);?0l>ba02!|r|fY7{;RZw8{WhMnHnppW~>uc!U08@QYY!6Py3Me=pUoczM%Ze|@Fq zNq94GrN*-X12p*QLiyJ(hv#nYq+Wrr`f%wrc7J;4pS_Fo;;M;*sl$fpxvUQuQg3enMpmJ5ek>$g2VO;!iA}> z*?t{)%93zRG1!D{%_Dk`DT?M4nd=89at|*h`&cAJ#*wVyGv<`{?cc9oHP0aFn|Ptj z@@>g=2{cOS`7w(Sx5)7-g~}N{(Q6{HOB}spcYV!60j9zvsH1NPa?(-4SkNKuDB7Z@ zr=9lP6^JwG;9B$46s%!#VAv%17bCQasok)%>|_cG-N@t#b77jLnq#hnG#0XK#JUHT7DnAUXLBNu)Ih0*T3b1+}glz^BjLFDI(Y~>ux0$eDzfQoew z^s2vf5=WwJ7%e-RA}mC?8sQQ>X>M)`Ztq8*de_6{icp9dmo=V!j>$YnmC#zRks^%5 z#27wHOZH|E^UmoCedNUMiZI09q^4a?C-pL6H3c4%Kr!-0ANG>?U;$LW>vX^09_qki ztaj=eLk=$1=$Gi;zuy&yC}edZOtOQpV%{i@)C6kYz!st~zQzNgbcCgjO`_O>UO&Wz z^HLqT@FOUU7y)taO3#r`1g_;)knVF}=z>~wF}Dlo`J+_U8u~qt=`&+``YKGt+oI5P ztZ9Tu2=uL%HDfMB4`WRB3g#+v2dm+(VGl#YK3^Gy1RpM;(6flXb;?%7Q+OyX^NCF7 zG1Rv3-t2f0%X9_r?VB4WLC~p(bnofGU6khNU-%Ie#?GC2ZVF(P9VHbG2N=T%lxA@v&$(@C zQ9z`8g`l$A!FY?_uOM(`_cyqmLgfU#AvQkXSoY97wNmjz7)MDm>vIBLzQ>T$+@iu##Nv3(>4N?xm6n-WB6E%)7=|51 zv@qiv9l7u$TnIG-n`{yL(fL@#xskCZUdyS0LhyqcSxr=kJdiR%il+3~$2C0lxfn;M zk>hvipd&ESDXl3Xo{u2T&c49Y8Wwe&WUtYAr6&A<Cv!%S0{>6gtFwa7tQ4k7+q1m)MVqX%c+m zdd8wQ(hb4tN((v_m@Ur1Ak1PRtP%PP?|1wh%ps%XxXuE+>Guubv#bbQ(JT*Uuz!F%xmfoxv&`8$UO>`+A*k5=cd<} zKeS|rW;f@^YLWhqcIdzy_-K|krze=@@@TGWlvJ;Iujuvr4Y+UvF8uG;qwtC3$Ql#D z6(mavRv46`VAkDg_8_2B6$!}&H?5E%Z!HpFH>c=*Zb~1t=(H%=gl4|zC-ShbRaTk+ zg$>tVIvK5^H}HCe_a7Z(gy%vUW>^en#09ni*eEz`+XRbaI+ABIa7${03mZ|;Y-Aw| zMRaFOgV*q1a{Gn!#UU4#Lz)i~&byzmWdaqaD+(XxJrQC9fTmYl9~aUIuuZ(YOxxQH zYV?y`QBfi%^?a14n#5|?H6_WEBF~r$eMHmp$b}E1FpSudoSq9zF|l#0Dyl#%#$`h~ zrxyt)G8Qycfk>Nsw-VVZSuZ6>37z>FLN{_mPzEVxjvdcM;%5 za|VGnopcygrd+vKdLc!oB*bAqk2Qiq43Xl_DarIaR1o1CJIhi9bW^~ElzKKPyOr?a z9MKFU^cRG}OKhYYdmad6*=<;ww4+QVz!PBF`bO}WW?9Bk%oe<}@ z?yMZbM_ASH0x~dRMR{H13alxB!VO_?)}5UtY!~q9$b}DGbiyLhLo~0Udp7)ZplDX$ zki@Leq6-k&fLbUB2bs{Xd%C`Tch_|{G0y(p(5PHrw^7KK8Wf+em& z6o~ZrI|?&4>Fj;lEb++yn_#IO(~%1wL?QMXvyzJ@0uU3<2tazV@vX9wQ#AHkCV5*98x< z&h=bQ1tiZrtjZ|V5leW?!BO0Any5U_#*eVT+vSG%HES;EUz}!=PId3En+?Vqd~@W& zhpxATo0Rp06-3Yu+tKO7b&`3ePK|~DZ7oHza@4S&4ZFn1SyiwcnNK>1_vn9(=6<5E zlYm0VZnjN_)wLY=!95oHrO=g@d1MX66jvy1#L5SvJc8jSD_GN}V~3EuDmRzp8fn^c zAcj2<7=tcHhbY|Bq1q3}3qCUncaRoRV2oqc@z4x!>+bjDu_S@JA;o?n?Jb6-qkDva z((&wq(PwAe#Iw3hH|XIphtDu4;N#Qa!mrtPg2n9-wb}~1=}Hcf@Uk{ski(#8q5EWD z_Li$|8Y)1ki=gmQ^gCWzhJt7k=eh;aHN=^8Yxqp+byEjPB^`anLCuV0IQA!Ux*_YtBV%5Iu&ol(fL3ey*u&0bvC*AmT@ zGP|+eshy_unjbn=fO7Fh4azR82a2xH`zoPc@9WmpT=V=E%KlI+(Dz=(=F)0JvhV3P zaQ*(KnQiGc7M?~Q`K$Jw1nYCo1|gzXiL;mP^sy-Y21i=hHF{W_% zNx|L_{T{BT?RSkauuPV96~(@fg7bT9A*$i!??lCe9><)43whxuO6=mOBa+wtfHtM& zTPoxzbR3K>`Gs*~tMs4in+`hHOFEIa^eyh@DRAM}?K@#-22T2*kz)vA=r-60E^LVl zt&Rg1qM(N@NBKDBssu01D`i}spv7~R1>_Md_k&F=_r`GMQo*~x|nH|AT8ewenR%O}j-$Gq28zS-+ zsIl5ztFf}SQY>S|i-~PLrF3{X%$=a+;<9mksn$KXi9P9+U|CQZ*tkJ{FK(w3p)c}- zMs5!jK8d*S>-L=_$owj#29@_N(h~y4fW!)B2e87mI%G1OZ50ofXhNaCa+0J+zuP+ruTj;+r^TB(aj_FeBg>&9ygT%lnFTL0-;^%kx zMCN>{6Y&BiwgrL*=$wO=$*U11DSgs@AUY_@eNwFUV<+_QR%}``<|!B!v^869<{55U00rSeY4mSvl*GJj_WhwLY0T12JD4B(|XCSAi|;h_M`96hpS;Z&8g-z$GU>oqG83LhC?f>`wK?lPDeW|r8IYXc)Xh|&!x~~@EA(I zxe4f@TxJyFuWJbYpF|(|>-L>=3OlnoWbz62GwiRRc|M)3u$T*%nG4rto@Zx#AfniKxQsP zsfK?t7FpnI)dZ^%p>Xa*psI^|-3xiocE&n`@HC@vtjBEhu0}|qjG5zQG8c>zp7}_H zA6M_uRetybayw6>F^-z24wSU-v`_!ZD15dk46BxzY;c0UR;R1g%Fd*K)F zihz{Njum%-3uP%i(Yc&hf?V?%Z5bT+%%A;RumLbqJS|pU4ddi=t-@P$Ob| zN>!fQCJ6T+^S&2^@L5X|w{=ZD6H%OKP8uU*pF8uv}Cez|e`p8^MGfZ9RqVecYupUa54Y8pe zrMw?I^*sa1J+80OEDad!jM#gJ8@ruDAC)+a4l#_g-P&CYKT|r)4GUoAqYlNxGr|=E zLeD84K$^h-caqV7KpVmDjg;Q9=Y|+J@q8vGs2r?{(8ey*16-KvdlD1Ujdnt576og9 z^EFJ6P;>!>&COm-%_yw)8bzpqKL|Rx^#oZQEM0AJO22}JONG!xzQ6g;`~PC+jwRkWgP+wPG%OBf z+^V3YA6hW3HSww7L;($gpPMNiZGqa!Ut&aSiT}%XbK=DAqHH> z3!o4)ah^v)!nO1t@L?i!7CEXEu{JF7qoo+p0meS`#UJP;2zcI0y|9xJyeMWQERtp_ z@^BD5ETG&eTB8J0NFPq+SsK-?<`l+V6@Vsxv-y#Rn+FNiCkV zsvxpFr4XB#{5?;~@SwtaN8j-@xbU!#{P}U=wiIH(j2%R#P8waZrBj;6qd|GU724wX zu`=8$zCc;V0-Ox11k)n4=%iTf2ee+_VDqu!9X*UA>m}ZkUdJexr(t}BxG;oVC~Uab zl5=D>rMdLsjLi@XhY?Ti!e=_1#D10at=batX8#Tu!v9hSJL(TXUTwnSg zd}?~c`LwrKR!-0;XGJR`k0G*eutyPTcKAesj9;=EuILcPxAQpRk9*V z)R-g1oC;45O0JAyf#SXm6Mfr+zsHCMTk6o7=Tok8Pft={jrA?V9o^=_LzkrDuzgaX zwnecj#5Md{+Eq>Z&wIFZ&pP5lG>FvbNz@DX`%d;$_&M20Sq!G6s+49P)D4^?1ATKH zn|vhyM_hGr%H}B{N(gxD$-sh>I1uXT#OANo1xWhOC}>opaP6)@B4E&Y#RZs{6B(%& zR@^yL9>(pL1SbtNLZH}W`wuo^<7XJ_^;q)<4AN@{XDsU@@8iO3wk1b0rzPwwm&Xhs z_(!qE@@#uyWY1!jf8Wc6gV6u*^hay2;z2HYSO{1y3!P?{Hyd7EO3`7{p&7!ZEFb3om)2G*)D6II;dX7vdm0`6;-tKV+Xxz6gb?Hx>dBqL#wy;TtX%G8cBe zZ_HLy(NKuke2Nzs+~uA=4qD_G;hHNpDEy2#%LrN_OrK{X7oxej_F1EFeI_V0tgglE zIE7|DXEZD)Jn%;4=5m055lv_w!RH(qr?c6cfE-fcZmiYbf`n(Zz=au^R~9OuF{^wl zC2Q`=#knmiJD~8Y{Nz4=erbBSqA3G8tqb11iVe1(RMs8ng%(OuRbeos^iX?s+^fq&M3K@URO@^f zBF2iv)0NkPW9F1wvXq^}R~AxQ$xL`Dr(#q}PoCLgX4vmR3V# z-LNY45?zurNc&N2)1KES86F8>m!n)0_VN0f$OPs#F7PW!3e;UUXss`KB?cA{0J-Ps{ozkc*%KrDheaEAqQYuH)`U(a2exL-gMTt32R5R&TqH-;ITTNph zQtfy*qA+9aBx1F`^MpM?A#vgRGyH=WA4B0g;n`O|Ph9v#`oeXIkt2 zJx*D~us@MEII9RG90giIECHjC=E0@E-22dYS#Dp>7PPB-WnHE?w5x9XX zXVKV8dsuTnno*egQcbsy3vuA6LO(*J6INK`8o|&*Ztr;$whTi@HHt2Cp_FylGXEy}8)%|2U4_+iDj%ZU z^%-h1P;O~W=kXbRA3%8H3aRj!JpE+)tvd?C``X?PCeiFe5xWu;z8|m#MdSUV9noT7 zzX4vv#xM%sZzlB6L5Mf_Hx?gtOPU)lnEiSW7gkRJg~&Cb11PfUiEFSx8#}h4gSSUv zhdSNfu}aU`##DrN*R1k)*B~?oBey;{6_#aW@sc5kee4k11hl-cC0SZxWA!}7}bw5p_dcW4ase{CY#a>_d!FkL-yb47{5v{k7 z+43+WCRhK9BN)At4PI%!`Phkk@!*O4ds#h&xX__-AzduVkmp>q)$}@EttN!RYL7xp zqYY$O0ln~L=j@cAcdh5_xmIYNIf*jrbnTTEnbsvViEzSSqt$_?3fjuDAlcopI#HMG z0ax+hs8kHQIOq%MNJcG@eU=h@xbrR`tfex!B4f|&HF4qi%n}GGLnb~vL%fz{4Dve5 zs|K`C%=z;8n zf8y)=vgh)Do&X9pe0Xwccj2UJRoErQOf7>V_FSEVQAUd3(*C z?U-CC#gpCezMn!ggGfpA^$zeuoIoF`-mHt4;8Er!xT7!+)*!`RG9zhBF|_^;^o6Cs z{8pFH+kTgsMm@gdHTCpT^meqlWUD(_7DOmC*tPmF3SY6e@GjL6!G)A=xMVIp|p-iYwWtCLo1?;1!{nq$>moHAck)t?GcZyg!jm z;Qgb#WSDbhmKd@jNHfgf5fwrN9&ma?Y7>Be#SfVBd%wofs+b9{uPHXP#E2Gj2rkSR z)K~!QWzsuyOC2NsC?nG+x400yUsSk-LLBzefyWD(RXT;4t6iyI!=vWChzw`2 znF=3u(VTLa^ZbFc`uWd}!mY&uMI|dh*kC*z$DO=rtP6mGg8Vf$V?%0e8RWl#ZN z22VHiR#o0(UxhjwN8YZC9ib2ghA;*jS>B2Qbpzokh%IUX4?&m3t>NZ6h(ucs?DEh16Q-@$alPePb4$gQNaC>9UaE{{TaazR0u}gpzs8NC)REdZvgA>m{Xm6c-L$h}xov?{pqDFCaSBK~)NYUddr1h3gS!yBI#c z;oXavr;>hs`e!tCGrqno;!h~Q*eFef^=Ddj|$5T z6@<3X@L%sROtM3syhDCscO~?PN`$d$NT&pb%~XRr3i)VWP`7_kI4s*4|IWg#?dvp*iKKJf<0828?Hl z4w4CFC!0VhoMbL!Q>|N~ChYcvA25+9CCaKg;|^QJYmci^ofJ1nX0gvn+^ho5FeCCj z-e!9v>YOeQckM-G@xR5Au z$BcMwSu*4Vg~JB2Q-!(deiKwyYl$pYOt7y86q*8yHjGFwilM~KD8xS%A|w1Ja4^s- zD7dC0HokrjO2%9tghc=SxV~_b{Uq+c1P&a(R(SFVwRD7}%QHBh*i z4cQ4=wuiQ+c^KF7bLZSCwA7xa697T;{!PW?(ay6rvchO@JK=fz9`+ks_p2stZ z3jV6Mi@9K~R|KgVh{HwMx{$5rWuiieO zJ$x)Ee7X4e*Jq#j`lN1Bddr6riq*UdFMz9@-^lpqWNTux%3O$2iV`^~$4?07469_M zr*{Sy8p?MRtbx(G6`^3bwx}#R_S!1O)_Uxh^4kIu`+45&0BKjYhQkU9o^)m^BuIuc zi3=%SY@nfyY#tH_VIIkKUWQ}yJ}1y1*4P7t^ao@(=T@`W6)KhY@fb?tcf%5SPF7e| zql;cdGjO4j#JQ5aweY{z{URu7wp4N)7aUU)rCanSD_73ZLe?0rz4|H?zAI1O{W6`G z#p_3m!f(D()3j^|*N+H6OMqImm*FP}X<}T>a*m8N5eHyyD1Zxfh22m}^er-9?k?3S z1GP6&vJluw5s|lyIUM@&5{H?f(9ezUtjo~5Jd=V=7cMVBi!NMe&n{F7F&zrYVPb3l zfXU5+Sxr5*J1JHZ2<@5OL0*8+6k->~q3vxn4J5Ti`Jw+-zkqu{Va00NO66_Nc-8Qt zy!}zm$nC2KiU(*yA+uKUTMG88PFOkPBfA zr#b%03g*$8x1Yov69P6j+;l`~>tf6&H4b)viHWFSt3ukx1UCm)q&d;%uJqaU5>w96 zavI%E_QkFZnIVN`^#KNUjmcybUQjK1&;}DefdfJR94wA_!d- zl&|o9Q?2m`a5_TN@Ei?-{zW< zzR~67*PxKlcQYwAnAm;wQ=^cc(DPoJSMkJ2V0-l*g~2pEEp~40Y=wE`e z`T3({Bos2n!D~SQ=q4BaK$lL$T%jLsYMM}GZw45h2g~LmIEy7Lyk=_$h_D@}Cy_hN zH!N{TvXqC8Y!H$$t`F$omA<>eo9o?ac|}}Uny~{4cY~lN3$z>`%>()lc8Ic>>--i9 zKODYOJntmVJ>n@)Vf_!q1Cd?;R;rh%4`HfnM6ao@K;g^M+)OTznb@B?JK?2=7kT;w z4Pk;3MKKh*<-l+~ppdwbl8aF&unN-@;`NM-q`{U(BPSoS4^Fv@tU>lrm~`>NmXthG zfW+f>mmosk8lP()*hpbBL&j?!u;)t6H6~Qt^^Fv*y?nM2qkrCm5(;dz#hMa6MX~yw zE7GTGJkF@Py7oIBcpp}is6DM+$+O0%&JQ$B@WMmvoZ%$*Hd?2TnjztGU znO7{)ah7sL&48A~KP?AaBZ95-XFkD466zfus_)=ObJK(o^fXmYS1H}KAup7Y&EA;C z;}e(&&~v>|L=hOv6U$*NMG1kPbGAhnMjPDYiXA8Fyw47yY(9}$EmP#h0=q0GEYvXm zw4d(`#bF=$?!XBuJTQa{R+KneY0N3CJ*)xjnE;)|JXMrUDqn-bzsi%F$sfP{>?q76 zSCpc#MtZ!~^NOD4*O>varhDj}plKGg9=fSGc<4zk%KTf0Hm6W|&_lE?_8JH98iNJ6 zT`s`{6)*Mm^$_f1Q>|=#hgmDgGhqB4Niik6o)!OCvBH+Z+2}vz2|e#^+4}?=dsVVW z=IN=~UGd-JQ|uQrE^laLDP_-vD#wHJs^M3JSo*`bZ2pmXWIacbuu%JIBVLUtymvwS z@z9M%izrH~^J~0ZFUrx)q1VPwjlz1K_3YRgvMw;R>GIS_%m&q{)1l(x=D<}RWtR$@ zQoYxW;W72xnPue)#_Z`1u)H`JbP`65bVn2hq-hIqkzZywk1Te~8m_e0?-lf(AHEC;^#*mp_JI|5;UQZ2+Vw+p!%bcAMSpwq;pw zEUwpDRXVXLW+5=M7)Za9kd-HFhSToEXOoW#tRO+Kk$#^y|5$CWZE^%B9(_@M%)IcX zyge*e*Izpdn@5_l|D0(t4QT<~g6ge#h1BcO6qk!^PcWkC3qFkGcxaGkR@lokM;p#U z_Yv1B9pbMgV;8W%138}VpZFkpjaLl&87L!hPJ=ab4{(!#-GD*y1Fa zB_(h34m3}RO4VXXu`UcZ3qMGEQto!cfIVS>wNKztLkd(yaF_f5!gzo@=USh?>$T3T zogP2oq#q(q7;|Ctc~eCF@nq#b+KlnzP}m)o%ks_Fjl$RFsH0u7zt;tQ%D9C}D516m0c4Bj6a;}=GYa=nrK zk!S^&Ymyuizpz5&)7r5$Qyy?@gQY*T2x%K42{}r8vO`(8Ue^O{t9XA`Bxl;|6XJAg zk^L+%zDpq_rE`8y7^X+l#C2KI-(S_{B#@PZsi}O_?xe##^3C=ukA>m(PE#^|o)wta zuqYm%9#VK#4g?1@VU154*(3Uig_nG*l_)NQ<#lk!A55W#GF%+LI`Upl2~sty&2Eu2b5)zZZZq~YZiysq`*o_y~#{77WM&| z!`Y;|p_p=9L8W1ynRF^}(_(FM5D-e2ECpdwOERfp7$y8luqeh{4?gig3_p z*h>?1KvqX#sMr6tM?Seko=po8!Kp-c8HLFLs?for09IWDYpWCsf!taG|Dqg}#%L!E zAMeurKmYNSqwwaMAbfl%9px}xHkk@5OQkH}lc1r8)GHb&hcSTg{R^A>mMTbD1?rxc z*HGJ#g2_Wvosoxk0T}os+N;IF%yct*&ImV9*gVt-gMgy^-n^fB8`3oDTZ>j&8m4e# z4ZD2xgTy-l;vyS{{V=RyFeYC?B_HR$Bxy+qR*WbtwerFCt))k-Q)%<6z6!G| zD3=6I3ktkqIss<|rvh^jRD#E~k)jw_>x{Qjx)?5#P)!Bf*$ubIaEq$gpWt)~YB+{M z^_^%{(yIm6P(oaa${1h!Jja{_qz1PRf$Gh(QaQ(Gs2w%bb_J>;f zQQ9D{A%T9cD0K6+f)evUdPdUnp+d&Groy$fkb;7=yydN46D4oezHKZCMiOZbKVA>( zibnGXYRJVX|6gxR*E&rKA^cztWgEj3M$cH{I{GW-SS5$G-%CNbhoZwK-aAlS(c0R- zkT&c3lIDlMv9p+WbtmjZ=%Z$0p330TS6Xk|aWxp^j@cC-@4EB4{K{kD&+@`WWq9{9 zjCZc^Qyrff%g;r1b5%E8@Kvp<&6wh8Mpk=(!S2cnDqG?Nk5sJ?^(o;NFJu!|icnPL zl|ZA}tSdz!7A}$0EyOmgTUy*A)Tk-7gj63q7^rM23Ws2RNmk8xMyJBuOv8X;7}jyf z_9VQ5aSg)1E*9P3(g+~D!y@H!MxNcp4;9WC+&FnpuU;vkf23@HhC+@rL-7f2jM?_< zj)k@JI=6m^IwNN3o}JK@nwwV`4#TXFbz$&HP~9cR&9ONs(}i0i$uA)0!TB^REk*~a z)H5irHz6ME5;RniRQYCu`L%=8zC=Lq`C%8JyOYLlo@(o)ajPt-^u=6EeedI5U^oa2 z`J2Mw`~;T)K^=G4Cfg03JDWyllR+u|{(`P`F&`c}INl{fPU(~SS5dY7z5I+4sL3kCJ%TiI5j7Cr$`D2RCO+i3B!0o#vd005Ez1D?jzI~3(aScZR2MuCceM4quFU2C~g(k1A2T@fL z^_rasL(P*nPX@vmhehG!&qw*69+aq{|6n4+mmpT8@uNG7h138@V}W9yK?|gBM$X~H zJ&ZhJ)%L#_|KjT7W8t5`XL!+AC_kuMX5_mLN^Yw8tb@S9C##uo9R-EXDGEabiJsfo zqL{}JoHa#teJ_(nAPB9S7>xi}pq_*P2#8*l^seE$il*@b@&1ihPo83pz82{@u0vD_ zEMvK1T|!HrE7|}wqYkH*bQliq*N`@(KFB(NU4!4oFcNBzu*)-@{@M3&J@O$Ii}4av zN9#tFp$r2_8@{cxA{3|kHDG@?5)b=2@n;!5tB;R`|M>gY9SeU%N5}r8lYn(Y^M*1h zooWSN+}47^4*NVsp$GpkW@(~Rr2Aa}w=T|HX%O=$OoRMgG(Q8>MRVKSaDJWi53hNI zystxXU~^nU3K&-I61^WYzljUouc~aueA}Wr@0`@#st7!T1-N(nmA6|Xs zu~6`VSorwZ!5T(SIFmY1P-^^b52-D%sIM&}L+@oSXD|-jC{d7QvkMNNVKeR6>0l^` z4%Kt<+Q2NO-kES*E9Ik)Yt?j>>HyCq7I?X&)kE89U5E_@BocwyYdA}Ju5TySRSZG! z8+JgRz;Lq;pc|rT2I-M9>>2J(TrwIOUopizAXJNY2^ z8Om2!$+tws_RM18cOM@MLHhr?QRtQ1{|GC0K2L7csFK_ZUVkMh^x;}w+1`3&?}BOk z(c92AC$8XOn%zgT|8$U3$3cM9P?#Y`ItAn7gjbETX4~pQ$Y(~6onCXOq;RD3iL^}W zG;ilmHEFI8$HvzZp)G6#86$`d5)09^3)G-cljqq&U^u9Equ#{lPWi9tRdzNBOtkB> zc_DUsi2{arN%{RtrPt!`;@xyPiT@~6ot~A_*?CgYi@HxnYmHo zIpSG^VJBGB@kZ-HdG3P_UQActsn(Tq6b7;54JappFUD0r$Bs8e8CgpK&GpSyO>K7V zEw0yb?L9ntOt6)cLhO)-HLpWck9^peT5)~FQ>ZZN7wO4Ca3Rm#ZUL^f+vmm3VU6Z; z_?{HzGEul2r*&SLxu>p;{OWIt>zvd$ccroL0W07(68Ug zYPnF4NsWYY!Ur`QoDj?Ja0MR|rv}*eW*{nAS1La6X#|-n+;xOug9220k}FbbYTwM& z(L;c+`cB!?1GXgcr=7&YAw(Vr%NIJB;FFq|UDgQpf!4Eg6!Nrq414Ho>Ue{5{-SiJ z{6l#+@FnXoF%aR*@hP$J<(uS}?vcxD-m^XaoH_2~P1zJjC6R}cI0Eh={GoN>2B-0! z6JUg&A}iBG8i#rI`p1(46iN*!|M13ZVFg;@4LoH7>}hVK)ZC{@O_Xxe`-`}GZSunmbv-NT9+sGoGCIL4C^A!gJCJzINPzF zkQlfyj$b+K5DQfs#6@dP%9@@A7u#f2jF@5}*2J03cKC(D*W_AWT@;tM`%$CzNFemI zNsG!j#Pk}=%}M%Ri&{Im*i{b59>81*=T`$++%gZ)$xJ%$a}Oi zgU4pCiZ@qmqH&z?V>zE&<5hs06YNN&HI{Z+{#fLgWFmRu1R>mLER5`|&XpNPCG~km z))5Wn2SI)ej-;aNh#rlN8jJ!8m#R~D)ku9Ebk^nJ2!jv!DY5Y7N&hd)az*D@C5_C? zN}RO9@-@!s=oN-SE?!%YjHHP8#+xnLOfEn6pnvb6_5c*RNFm`Mxjw*m&r^8V z_=O>-z95hVzH48{VI3qXlign{vun58%Rg6{8^l6tg-N||@4|e0qL+8T;V{IS7d839 z3k-RROn0G0W=_v@QsFEVVyB)>C{&h_r1hG+pnL58f}S*}7o$qKYOsVN0OUeTOmSH9 zR=mH-J|z||%da~YN>mDp!pD2E1B(<2C<%u?kFl`5zmA-aNX}HlMaOnpPOk4SL;AVExZo!39U09ONsQP-1gD5^>xS5xNKElb?wtFDY zY-&}G!vZ_HD^U0={35-s=S3+S2tMEv6a_s<_sNeL$9b5_aMRyl5#bRWYb@n9nCWaFC5IM8dJW(~ z!W-F&5D-xmA{t9^S>L#%g@BJf;N}S|#j0NCd5%6`FwHwqbV0dK9aX$35)UEEM)Eib zyhOEfYBGz3coPcSm_#X%o3D*k2Ag;ogF@mOBPn^QVgw+c@me(m+^6hL{shwh%d%W? zM;mWP@$|{kh?@UsFfv@6z+S``xRw_bwp}KDtmHT|+#E$teN~TFQ`vP;Q?pX-IHjR< zuwuZ>t{_|9@wimG6IkF4Yn;I2;ECHjXwrb$r4Gjeh+(+)9NR>cVOO;-WeN#%H&dhT zNU>PRUr@!+^HvzK@EYHe1pd76>EeXFSf-Bh6S=_wh#uI51KC204JfBTiAKKA+U^Xi zYUyJmLgPtkd)tr1sD9W0*|p>(Y@`cugkc^{@=1n0TdSjD8e;+4aBgFEE!fUdx3wbF8e=o?r>ge=WRQ2tr#KIrG zW);oXKbBZ}0fjBvlQEz$q68BaprSRJV#dOF6A3__*1%8rx-kzYYJ*&3cA*;-(>`FQ z!b^bbI?DfD>lp8P4}Nu>)?p>d~ZlP3!;CKfn$H4=lU0eYG+>CTEprowU9-mG!y8c*&ypRir!>zR6Fr}wT-t;r+xo$#q&H4uPO-wgRh zsse^fE(qb2oME;J#u9$4v5U8#5(`)5R~-v!w(eCO6)x#|gmyE{U$94(d|WpV0!`K5 zhfjRuE*aa9`+|cTDTK;v+$npHq-D;V)FuKgw%{lciiZRNb?4-FDBE=0>^&_`Bm>vO zZ7uz{;3o&UqH3@ZL7xCqWE@jf@~N^{-A!SAgXY#TIqo3!pR*gz<9c20^3v^9riRt2 z#NcpI_T%gx&+0-g>*SlJKSq^}%*6KoT1EcN`Cxqwg;J9_eV;@QblQA{k!a_&ECnq4%HywRJLf`mfGK&f=olFlXn zJaxZ?awETGiL;gRc#Gnb>OvJU{CZ;{Vc42<7X_<}FyCl7uwwd$+M^1CcTlQk3Wl|#he~iQ0NLJ=s4o!A^F=g?>4b~ZBs2}TLt*TGi3O2f*scmk}&B1ilM4D&^~lfJmdoJPKk92@Ej`ZS;=jQU&Q z)cc8p&YRMPQgAlSbP5yGE5VQ0wFxQ)0&0y`s2k76qA#yxwun z`xNO$`=6=v)@j}CWLQ$uFFd z?T#B6xrZ%@KB;pZ0%YU|65FpM+ZGk&TWW1<%TZL^J}i<)EM`1WC5ufBBID}NpKL*P8TEq) zaB6nDVmIs~uRzfPt*cNxJ$iDJR(jeZr&t)K(%!JZYr zS=ZGk-X)m?!vXTvO6Q{d9lCVP$MbAA6M(Z=mn62#JHD9M4Bq~jPQB!(FrN)w;N+0@ z;IpaGxoZ5U^~f(y`u{Uf=uJI%)HxWdLdm>WnA1QQI>3UKnn+mZQ#Pr-L7wv!Nd`8$ z7VJfukWlU)7_XSgrQN;P%^4OkjuKia%ME&EnYn!9yvIf* zx!9FOJYghYZY}@Gxi1{(|HKuJgzYd)r^8CBq|-c<7)u)^Y7jFNp2RxsP_hYlMUwEE zL$$azHAI~^_#im^q*(aUr2jvoE-Z9Z^C$&dHW&4SJw&(ymj)+~ibA>;IxI%A5KKf> zszMY)PG9$eq~Kt*Y)vAYZn!05r6nko&lGj2Q9e;h#RVHI@v`D1%^?=5m#1!Yi?lQ> zMoVo!M`1Qd09?p_TrNf8&aH7J!b-8KuLn0~n zKB3QM%;s?ca;;5A7#Aw22N(FbJJPaheoFb>br_d*>XTBc7(i(kgoSBjr&!1d4V^ep z-%<@Adny_N56fvWc%1fd&xdUX4vB!eiunIfn~6>i=du8ZR77j5E{41_-_8y;$oYyXCl$ya!i4sqM|S z_#`1`XcP(!b{y0^;YiypyVCAc#$Bk|{|+V>v<~&_u!lcbIP)%HfvHpJ;tc!AGsE_H zE_2X*%mXUv_f6ilOpfN7&wC!ID8>HS@UKt zXLo`N^WqvoEtKveJ(ZplP;jSvl`NiYbs3I(dA$Ow*dbpif1eT{;&r z$CAS5JU+3AxZ6pO5+e_-_J{p`IL6@;dEqI)VSbNH3Y!!mH|Ntqj0bIveo`*RXdaD* z#7~TcFHHJ>Srpn2?iyub+demwdJVx!?nfFBy7XA30~OU(Q7R%l6JWcb2fz#kM#wsJ zGj9JhqC=?c0uYhSWYyd(8lv5v5NSvP3hAc;))iRI?i>o*-BKiC&c;A6+YLk1l)PAP zHpi;oXHT{##RZDZ2@2(VfRTK7GN(3+)0@+Oi?r{uSs?wySop%E|CiM-OzU`bCoP)f zXW#Ypo!TFQ?BcT=*C;XGBI;e^mMzx43lJp+-4J1N(l6&s#*fdE!>Z3EZxIs+8&&9V zz*~jseX}VRYF~0KP@phyIR{(mR7M&nrWpJ!QbI0=#X>$m%>qJM9FB*>@whot&nzxe zyk|sta2@PD_tBZ|(8=^=WqIA)K@`UED6;J`^qH)!%g$R4s4H z(yYq3GGKZva42btH1k==RFD-;uc9m#He&*Js%cp)(jHlvHtsruz_FW;?2174O2Ca> z$Wu`$ok>v)QZyVODqI%OcrbA7_s3)QPP*$U3h6Xd&S%rsu*BFluyL7BY9jqOK+sMl z?5D=UmlZMmljenO+f1?WjUbSXiJD>ecW>XGl#Bo(ESQ?@TcFU%kNP|L!(G$=SUMch z$9SLdl%u%8wL4Jwq;fjZfmMDUt$J{1oK0j30y5>sOf6MF{c%+|X>|+L&IauQGC1mX zgI|V$g`uS68-_O!W))+=;coZ5zWON&Gu=kU*^b6}dFe&iR@Jy5tfy1j4E`~AC03n% z+n*W>UzX4C(kxg0)OwADio&-7JNXX**zwVH@`uN_CofX^(7`t9x^wL++`jI%%e&XV zl*M+rg4;2VjliOg(od5-eTfD&7FT5J07#!2mHabffM8VL#?d{xS1+o*3%ZY~ zrM%737Unbb$S+I!|1(hdUC&t9^^$P!*r$v?+w{PY?+k|$-X0%2sSrceh1=zwgv-@^ z>9)()HEA>wDri7oNTT+YyL{s@K?vr|5M8Jgg|19eiq7`PoDY+Y6C#3Stj`C2luW<{ zJhvx1cF0-2C>A+-_*kCBLVX;bx=92UsV8-z!+EHDh42kW7HFYlc6Zl3K1#{*cz5@< zf4~nd#{TXe+ZD;v_b1=-r^dpUCH?;ibz$|WL9g%M-a&|=ZpdsngJFeJy?JJqCRzSn z)!)^Uc8osvb8#)P@E(#M@R0{am4_s;iSq&7`ORCUO2X7ef-bq9Ivec^SIO%AB=69w z_fuWPP@SVtRXQXghk+bI;&8XivYmqw+0BH!)O?JQ@yzPZh4WZg++Z4CneeU7QPHgR z7_PE_1Smv#9nY@`0mLNjY%LY{^k1pBnfKXfK4g(yJvn z(z>tY({>WF#)R}{3lQKu-pxB)Py~a&$)KePea{8j;Dton-OfQqGfW^n&ST+mb9}Os zW5c~j_sAL_J-$lI5h!17n+LpbyYUBvQ9oX&L?qNkPxj5991H*J?_Vnlmv{EsW=a+) z*7*50)otHDwC6C4!~>Si2H{vC6+KEB*d^oDpG&{RcG}kzZiSeu293AGc-OG<10t|~ zsf}w*Cn$u%-k!zR(wDyl;ZY*vTj|hOo8#dPx~8#HXViv%IYnnwpiVMrq;zKv^+NV0 zpfiA4@|(xG&ajVYb<@B#=6}(t zBFMttm8zF8YzlrWVXh-1R-a0bFd9Y%v+5c$Hb1_>l>APRhPZ;jCs^rOg1yC(QM&XN z=AsZ=fPFL7*?i?g01whbuC>^qH_5>~+YK)FZXW$k>O%R@o89?p7+(_W!h|G`I>D9h zQhQYx6w`NrE9#n5-OtCVdEqAcMN#-V4P$6HEMX8ST1uJ=FniItmOCpYVd$ z_JptdN0^v2|FRdXpzxto%|ew!NRcA=e=Rjr@!_eD(>*n!1NkQQZ(gI^>T!?HcNajA zKgOEi?VGm`>L^yS{xr6K+5@>EcNsy*vTy+3b$0?ghPcHHhR2IN(`9p zA|3x?^&`x;Z)Ygvz?!8WCd_=`!y>3jjTl{eQ`KDJs9^O_J-&X6+F$MK949p?SXKy- z|Ld90LFzl_vUr}HNM*RdJ&RPH5(~3a5T3=t~UpgaOECdFd_O@1`)_7a@TBqG2B3e%`4rFQUYc4ao~hH}&gzFZeFCl~SN`Kh&faA)s`g~jN) z1~OxR2N}jX&Jp|RvG65H|1XR}lV#{SiGETT*0cu2a0Td;Mo?oRLD)S+DxZ^fSZz70 zX>yZ%*o1uE5sX5IHNw08f zt?|sdFPqp5&ZBGV+P?m*J@Sk48D2UgcPS%xn8s-p*2LRJ%0h{Q4-XHWq~$xj7t1+o z2BY7yGOXeF&K;m240rDWyAG5B>9{*Q3)i?Z!Fu1t>TSoU8?vM#?3>YGr7UK9*uurf zC37qURd_E}cF> z?)|2`yaSrtK_w?Y%1?ureV;KFz9i}YWl?BlA(nK=$(=^QRw5p9bf-ha_7Q@DNPw_9 z!4^WI&{l^vYXwGe+u`=JA__wQ3AQDb^;-HKh|}O=nInvbdepQygHzZ2#oO}2x5&uo zsc~>;Yz9T4{PF6MfbJo-?t+o43zUj&+#eSsUyD7;(@4m=@bpcael%5tGS^L78}6pA zxxldI@$v3v+!a69r9fuj?tgD=1@qZr;Y*4b{zU+8My)Z z)G5CorC!B`?XLD4l}5XT>^Sb;1%wJlahJ`h7S+YqDXHX>qb&B9w-?l z7`Bnd$cjSiPUHbUSsoXE*MpCRrCRln(KDjuZ3)8HjgDX9?HwBJsEu#T==xq?F7{pg z*K3k09wOAias|$Hv)-_|kzm-TV5lP-Wexa#vwi}@a|k}|k&%)&GxsM1zDA`xdAh|r z(H0QwpZS8%Uql|-K4X&pJU#MD@)`c5sWmpZK%!u=l^PGR@Yed_su2`|@gGQ;|Oj5Va5sW4xi=arKbd8A;kLv`bW%E^6_aVPQOWCr@%(`&z#^b$+#22#Hs# z4DWi~;zdHx$SVZ~i^Fj-oB!>O7aqGOC_Huvx=~M*yU18bYaPaJK_R9DuKW-fA{b`n z?8xvl#KM;({l9Q5)QyvX@PSN%2H5Mc^sQPr6Az>2Md z_<6~;jL&}W3?A!U;SEXi`;|-DIndHk&F5IfrIfo9a2K{0c-}?LB_*AN{`<5 zkGgWk_BNDMtRoEbWzNzyPqPRHl zEFk?8PUzsDAr`(MpW)Amg*{`Tgh9X%u@DRG&#(vLHX?fgS1Ba3E>@VZL@ z&EdLT59b5I0EOq(;;&4}h=pa@LeR4Z3U|H@Ow!QTkrx{O_yKjHyy8H5(`nV`iiIyo z`u~&aLMCL0DpUf!Ugw7G?QK&*DBS5HO;L!cSvz~RqQmL1`;7RGV|O@PUhu_l${F3LaV(tdEcVMo=gX^E&P~)$JI-x7#<{#|Pv+NVOJ4 zb^Nf$?m}I7{B1YJ!rRP0KHhOu?z?pRiF+^k&Tl>-4$4morSuwlp=Rw<`cIFAFUV(j z@mR>ycK{B7a25-z+Xj^((xjuiu%sivMt*xWYu1>{H=~GJktrwNsccB}RD$DW#yYR+ zS3??Hyww*2;t5gM%wgj+Am6(kbr8rCKg=aQ{It zEH9w&*Ny61OW?b8x6+E_Cj{66nW7rIlkAL2qhGjvYi<7)Di`%0x=^1l7QSGU{Aa{M z3}~tfF4$EEI9e>cy_LYo35}G_4~D_!F>mwHk8`vg6_6>j9LYf*~er7ac1R)Y2GK4tLhPmhH! z$Y*%@y3iJQ9W+#B)UifzCTN9;j4>!d~52)%`K!GTx8$PjB(wyuAyQ)}(@ZR^X_;4p`68cpis9v}$dd^qFc8DRW1&>l6!- zkG)FXXws(oDYCItR~rc~V7ab3359;WZtp=Aj0;ld}`lV2>yF@fHi;*7V*fsHjB^18|aWRAZB(F$dDd`VNPZ@*jpguZ5tu zA+Js%X))GB<6~E#SM+yLq90JW?H}U$X4vm<5ewg-MB-QTgM9kq?|bYnZd95LZr-nP z0@l;EkCPfbLv|YLN8;|YzEQLgTnWJY#!9%PM++BFxG{b zaZ7BBsi)DIq5PA(w^HLvuZg;F^{|P9guM36RvwSrrTmKLwa()22!qeuQBvY9!8&Gck+TFhA*3u?=%piJuwvCG8SSG zZNAA80^huOS2X?KfK3(d?PzdgK|}rk`$YKV*_o%dCxSv6ifWUrJ@PgF9MGKjv5T%u zU$&3?eZ`D?CwO%Gb(D;J_j)_V!d0!q>f`UL3!kF!H+;66SC6mn$R4s-sM|r#g2-8X z_Od@ID6%d$9xs@J;nin|g)c|?f8iea?h&N_R$)?S1&c9Cb3qUZ$C>Z`#_wLg zmZYPSTdd@h10FP7gANAw>t_CNW%`@RodP@^53YVpbP0TV@O`?ljt5?X_O%~|xMy7` z8F{;W!(jOO;rD{@^6o@nD4*`ft4FMMNYudw|ks(YzUn`OqT){E(EuGOVEnVzS8 z?WC9pG_G~-bHu`z6ES>Q6sA}>p%4p`mUWz@rq>^U{*FoU=sJkux=0w`!KAF{eIuRMMmDfkx=+%DNjrNyFqw) zQgiIL+y4Hxe?a2|^l2=lO$K%3br{9+cQnY#=65e7{qqEh14ax^K~+S>l6{s~_+q60 zm#z!#^eLh6wn;a^9~S(jSB0_isWAi#DLhp<&Yuc|!&n~@3UA8M7GR8pP$>4Hysp(` zC6Mr~7tHIz?+=KDT?|7JB_qFG@v-DD+huqBC=@O(z_5e!6t|Uz!ksh8e`h|*MW&)U zMUfoQ%!(o_lajYn1}t{uI}m2|X!*0m!WSd`zieIjNLeJJup$au9;N?|57B{1SDgBP zWOT`cBq0x=+#v194dyk1#6wLx3Y*9n3M*e#wQsU(7^{@>cNL{6$*I{7(AJVz*u`Ne z)|k{V7H;jU?2jLX!o|~u=J4w-ldxQ)Q38%Any9`ng|i!YA0T0f$`=BKPAgz)x@XtW zL($I6C)0~Xb#sjhIr}`Z@WuEHFI*R%$HMLMcNV}vVKJ|c>>SSJmcH0p7R7ZX7`$rs zK{7HSR$)~$)`c1+tG2nvxd8s7N)26H7Xw;gpm3iT`8wXRN8YA@xcN8~mKT=Jza8-k z;0`C#XgLsuQI#0rOOC&-?j5BwE2!2s#@cn{mp3dt>IMWOUVk;=Du!!$OZz!u;fs;} zU%D>rImb&VT>S3xchx>VOiqPXE)}q#bK}KYrh*_Qc zkk0ArbtrR+yvc9ft_Z`vdfeIrpZ+8AvG&N#=1DX>Yzj^>-K5z?W(EB<_zgL=uZOXQ zwEX-+C9K~QbcvSKj^Er+?)hWIi?00~vG8^Ab;iPU5??`C<>BV~y(oNqe3I24PI?pK zYA<19p<^~KR$wo`ktbt+m;lJ%m@af0c-j`=%Ts9}pDtDS~W-hOq z>#F9=MuMH->mJW$$1_rSmgMPbb=O=sY|wj{{ZQ;CTa=2zJY-&al8=@`$wAPAK+Vhsr!KEP!NQyJ!I zo!gAxn_V-mV~X#Zqd!k9d?`M|%h!eNR2RMw?c+74v!C}2oOy3@g38^%yd4)Ku3!B5{!~eTEL*Yv`$$tvhI(2t9 z`}d)c>)SIJK8=N0Hssl$brcgbG(=`7Y$+e&)#_bo%o;=5hOw|!N@@T0ar=P%%R;c08ur$NhR(%P+HI_rvkyW8uZ;yj5j~?1{$zGwl8;N_u$}Z{(|% zZ&Q63oj3ZeuJvwH8U6bn=dbwUD@5VyQH78i%O^K!QuF%p!wbai{e}AUJFQ57MN$4@}vWmuxBs3Z0>zW*-rE(HOm9)v&t9ch8<8SjY)l2uk*Fl6!h=|5)V0P3KW@H3Gt zIGA|qG`03F4R0thk6Y({kz(PdUWa|VTv4W@ZH}KQ7S0j5c`g=y(Bt`d`I!p37iyAU zwk}-VAsjxWf#FU5QwoJ?%=&S$P?GS%J2U>&onA}>>l@E zuz&M=Q2203R5EvNX0=dc*>yFd5DST`nRa1GHRyutWn4SePT&~0*{kb%op}NT_jj9m zvo;b$wK;xLES&vuuIV*=QY`$#QTRe4hA-SBzkd7Xu}>HAT|(jN&Gw={=;~s@*j<=p z4BidJoB-;5WxdIdka)vxwVN{_itJiKq|}3usi~^21Hor?x83#+j^kwvX*M8Ux4J0% z1Q4EI#Xlpo{#j$;XUfPgMEZZ>9@%1{5eRPlJL*D(-~|}|aC0FRV(mYfenK%g1>7IG z1cSp#9d(vbP=t_YCl#|XHYuyFdR%T-5^Ccbh#Q7=l%yOF#-{lM6h4WCyW=GzsJ~(? zd?69T7mkH*SFi7qR8lL+^4aE?vuc3i0z7}bFxB1Z^~D(L_7e(AY*>9$wG_fepTVXC zUqwf~_7y+Ps=ot^b=&D}(=bR)C_s$*CH9{H!rk*3dG5gTSF8(Pi1h!$TiXJ7BT!G7ul$JGBr%9@1!B z-VUjxCc+i`2VASY`{mu~q319J!C)|{rvA9!f4;hK=0+C(;<4~$NdGUqN0wOl7R-PO z2cXUU(^$A=dfbk&aI0_Zn%Qz`^+5us@s-{c+>|aVl^V<#T%o)Vg@a~fJR}-owYvIs zy`RBw@rki;`T*ou)b`psTG=lQ`8 z9cS(kf5}+*GNk{PzDIuj=ItHMpU@$66AIB5pcz?NI^M3vSh#{50#KG@g<;Em;bHpw zI1mcn8sC1U2P0$4jaVpk;WpviI-o7zL_+oUhqy;Z&T~IVRVa_1$0pKWhx~j4_xoev z;efhOKf(^N_GTUn|9U8V89u|y)`c1iN$-`TRXj6*`V(_%@kJ` zQK%XtDm0>wdHSJ&=RP&UV=UY*PdC`B<;qIauHINI4C}DZ{k{dmnjfDRDbic)b{`!J zH=9k0g}dXzxtS;0UvXaeLVSjoo)gPMR#0G_^*B>3+-l5S+W!%T{QVEje#2N8_QM*7C%3E3X1%An!|-vX;mIEP z*W+%XIFvSg?ZaQYE_@l%|4Z*q(CK1zBme;b07*naR3nq!2gRg&Z~4%YFaLkL8WXer zUzf;)si1pZQ$YP3hJwSorU5rRq#D4lS8UIs@lBa|L**)sgmf~=|H#{Zs5vhb2*$O? zsOG9UDhMU(GlK2p@q5zpxn`G5Y8Fy?`gQng*M%>`XLw;w&Fane4t1d}PpWDj3%44c zm_oPP6bn}?n3`0`Ttz#^La#-j3Z6bq%p8gXgQq({ff=a(Tg&<@8xgKjI_9sdT6ZUV zsoFqujaVqJQ}Ma`m=0ye_y#6oBgZ&L}l(*DGLV_(Bcg=qFe zTthjjLO859>C>cGxcePIyj&MbZ{mhLth2v%EPN3W!xu&2o9&zJTd)~SQlPrs+N|1c zE!nJY6E2aXm)nOzwT+r=OvyBDG^=IKec;SP+j*S8Q*Wj}CFzV4agBwm34`o{tS{2H z)=?=n5(gy)A_~^)sS{W90fg`H*?Gsj@Yi3Dr4)t&;~cRt_t{^&E_{(D`DMEkh_Kzk z(U_sIuG=KN!5Z*xl^)B~p2+|1uVB|53rN2j3b*|oQ3^4)H*em&y<3sRefL^gpQqx7 ztJAvB=7p>CX`u-sEmyio-tUo&>kYzS6=yKq?WS1xVK7`giG@4M$GIOSyY9bcEPN3W z!xxT)cUU8Ljc(T}#6k^t#NL}E#bGd1EXImv54DqEc>9#`@Zk@3#M~pNOsu*eTANN; zx*KERM$&Pma$oz&IAy1PV}#=IgW}=*5_HoXaY%((AzQpZv95@w+K(@;lr6SN`;o?I;I8Ch&M-8Re%pe;2zxKTFMMMl=HY2al zoOB)8ei8~(EHvPau~6rDgyFKQYIR?F@L_y~Tj1I*6TB>#ZCA5ZT>8J&{C_u70LMT$ zzbv#cJYm`@(I29sa2@MvZ!vJlhat}gwK~hB$1N=u?tW*FtjiPm*Z6o&`V%)c$$!lr zdHG-e@ioRmDGO_cLPW!pSon7AQC7-l06rfmZ}}kqb9MP@I}du(-eY;G)O)%nMqOAK zn?Wa%218r2=%0J73)l5}Q(GtQa>l+KYO5i*ELDcm?e2c(yl}Jmb%*wZV;cEoKhCX> zpEDzWzF7DYr2iM*o$wSCQBYbFd4?GaM;!KVw)07$E>0e>5Z>N@x9aa>W++@*-MHLt zSI?&7?MRQ9f%OO7oh%cYb$e_dXKSELu~5E1>qOOOXEm1Z@WH*|=_N=;E+Cf6OxYYE{Q(+iz>c z!A@mL9-K~#I>l<*Ugacj#H1>vf;x^P`-K9+iL8dXd9g0BU(a48lp z79ZXtBN$>-Qx3x-&oD9!=4zU&>yBCOc=JaK!Otvr3WH|$-n047hr*X2{lC0UO=C+o zh`03|kgQJXLZf!2nM|y2S3T$m+ipamhQSoZQhZ!ln$=L6aJU^CWUdBnce1)L#TjAz zK(s`PGpKK^pIsC021hxB)S-L;%jQHa3GKEXz}JE29zH1B?c=In-NkUd zO-Qp=#D>kY2s-WJbT_AcwEZpUIkr2woPCJqU+o5OO%Tdc?fqO>VZlg+HQa*L;d`go z^B(zlkYKnI5bp9KF9gxK`S4mS%qS)d%X_a)xkW>-rY)Bq;S8B@7jn0s?^$~R(*H}x zLahu{DFmvcIy4z$;pq%e(AW9ML(Hu}IELaU>z(I(*j2*V7!|GUU7hVsmT6u%4S7~4 zk=Mr7_f{8%b&g&{V36mtsJB?aurn`pa=rL~KKV&3#GgyVLIL3rEhS@lT}-yKPBG|p zSME>u<*2Ib3X`N~NN%4Ig)cz*e_1vIbn;){^^bQv#FNDQsH4GAIQpc=z@u}qf4G&( zP!L;3LE*BubiAFot0U63^I7&b{rze=hS;8r|MZDQa?NV~nY#eQpoN8501!ciOPf)% zE1}7)7KW)uc?TBHI5j{aMm<@s9g3f!F!|7iNa!&QGZr#EKNAf9U=+RppW$V-8Q|je z=B;WN!jZAtuA8n1pGFy*yivXi&rro*&PutQne*a+a$f=$CygGh|G!HJTd~V;EE8 zv7mdbB62ssX8M30`KTFrhsqEO6!kz0y!_igiFUvwJjE579~=rlCkkJH&+x(-`Slwl z{EpQd&v17_SRt+x1I4-}dJY~NI_U2UfXtIGRZ8}nIxxg2SOBX4%K9K&a? zJ@R&&&I=N|Ynx)?s*AK?T9`U#1~W&OlM%>W2{5>$YNca7Uf5CHI|{_JSokYrp?sJ; z%Z6eY3^|nUOqCu~#^8mJ2yFJ73XZ9!G*-`xLjT91@C8W!FV3lv#zb1=Ry70L$8!Yo zE=2)||1IwYh3(_($F2PL;TAW=W8BnOXp0Z+HZ;Jkmh)6RVr)sWV&c?n#}VOj8e&67 zyN)jD@~a1vWJ?KIiP6PaXfVunyV()S?t^0?<<>Flk!a|gW!bf&kY>4~(*Fx{YNYEmi;f4dT&u?m5bPCzgyQ3US@lKB z0}{#1&2~9$o|S{Jw4A;&X6!ZvzO9DB)zaRit~qvhGLl>Es=zqkTQF)uJ`xM)1ICQJ zQzi`tHNX##O@mu-cAa|V4^>y!SXl0gk_}2u$NH+-9FNUR+_#zyxlu#wHa9}Xp zSw1$!{{?fhlCH-S;}3|1QvTf#gv{q~@Y`1{QFz$CgBLWeBKz4(_H^rWwoLzQ!Q=X? zLgDgJS0|_o;S$qjQsdwD{pvIh+W3#q018((xAOjvtL7&g$xL>|X)K+F(~7R7wUDl< z?88kxvTgPf-FlUpW^N1zct0IA6qZC`aC^qW-BGDDM!?#E*RZgwP|M4^=e(azVqvgY z2rc+UF~C}}>m(Nbw7LwS@%y>BbDYP&?eY@C;}ai$IO*TLJP2v=&`7J%LQl(G0fehL z{xn0cR+5nKZUlwBpzz_ky=%6siC#U+w2DYw!Pr@6k{Ma0ygcubf6{jw>&x-{j?Kw> zjD_^p8!#>=??Cs)i2}$@nX_vSb+XL#Z6Ne9EGw00XQsTTF@pRQ(e znKUOHSJV1Ws2umx*w<{wRFFZ?Hv;MjcgCb^8s8aSK z%Zp56VX@m;HeSTt7|5h-j9>;@r+gWS=dtj&t!Z;35`tRe@{00whf%>c-Kfse?{=AJ zy{Ad|gjW8CG$()j<4^DeZE$e{B?VPYyG;W^^?z-+Ej9f?UW^wQDnetaPh%Hb+AWg| z%?U+N`3~Fj1@+4I$Wn^6Rs&84f7@}k^ANIu{p?N>v0wzO=zNh4MV`Xn?zg_LbrH;* z>|_4ESa?`-m(^z=I(U^m4JMO&4&CnSlxAR!I{f5Hl9_UHxL_bQt z53QAhEdUr`0crMcsW zmt&o4W6iUa`=s~So|lQ+&s`RNWhm^<_(wMy=?sBSye%`krSM#y)Kv;{t22u9=_YzK zVC>A@XO2eX_@W(4PX*{S@|GCoaM>hSfvNXG&CGTgXa@{k0-HVH(d{fS0)|R|c*iZ? z?mQ!_z_wMF*)aHhZ?SM%c^f%=Y2&BUkT{#moH8xHv|Rirpzxu(ghC0A?{Q(R6oqX+ zfpB{vA}}4B<#x@;I`N%gCXAg8P*`mNCiJVE9ZFyi^ym*B|XNc2XI-ee*OHT8}>+ z6pm%Y_G#YTercuPUkrsG@<631p>VreUaGuD8A8$|+J>=DyKwtoG(ovuW1$+w1FR88 zB{NyrrgmA$$qTOHbV!XOOU?-oeHRC3Vd`c#K3oX-!qnt04X)37Gl77Kq53O`)%!hv>jsr9o_%yxwlj#`^lkz$4; z{kR^zx_i1Hm-?o3M(M|Q<-IR5GGn33Q4*$QopwoG6P?wWYn#;w_HdmtCwM(^HaYK+ ziL_K0BGTq-q7bn#i7JohGvkEDS}dE5Zqq^kHr0bRrusIi`D0LsWj`@EZ3=9zmRbz# zTQKImZ`XTosCJdm<5hx~!kxCDlSMod@Lq(a|YVFMfvqU|Xir-@4bC1^#AJ&`{o;j~S{aKD84$IlX+04vLt-V4$7-nJ_9^lbq@`}qC z?gT5|2~Byqic~>hzI9d?4uZxkGYFR8cSU@#Ofl@E4@lKJl?gdYFwAxrI5oSAXYs#j zI8&-C=HT)j?^}z7Q@R}in0l3`v2Z&BXBy_bH~?RN!LblWmX{Fdh``x>@^+;E_uKhx zP|Jm1*Nl%ELCx9?Vi6bRDJeHok6c#hUP9_l@GdxT@{Eo(0Trv(Bs6z3qOjnl zx}!vh=@{-X*BN%tO=`wixS3+1fad2^7)mV6W7BJ0xIK-9V}EiYES64T$D@Yjtc6}a zXQsM}|GZ3Ac*nus53F9^mET`yKYeK^OwA~r6rUoHL2!Gz48dZ!pVQnsq~VULUkXCC zpzYemSQ0eFvy>dXe$J+u#X`Eq19KJehu9Wq94~G3J+>r*LMR7jMgmk>EfvVJ<51_u zc_GQxPE|yX7ab_h>q14)gD#T6Q_S4D>VJJ23ylYvs^D)QpADJl~Zzp^?AMlBgg?*-{zSAj6sm z6fOaFgXhffq9@OJEc{IoW9%;Z+q?j`Yl?+4LA)7zca?~fqwZ(Y$=i;nU;5_dWmU5O zdPddof8K?{f;+BP?+Aro7z$rM@L7EFKv&yz{d*qWEcuQB&<26JE~e|r_(pUf^(1jc z?Dkl}Tq73N9M4p0T2{?GqXeOOeq6^e5>tyu_ttX-KM%Q&1I%!Jaxn4@u~&A)m&O)rVwy3Bmd%y-yaM4 zPkt<)&B;F(Us^1@zubxZn?Cwc#X57l{h`rVI6^BOZA~T^dPtLGQKne9nnlU^zde84 zG?&5jeiVNHEYf}`Z@;uy_~VmK1X;NIcSYfisU}G*EZn-WyOZs5s`Iupn!+}rPh1G6R@?_}B8j(6+eFuHLXN9N(Z02;EPsn}5zw z_?jqu$apx`;A6BY6#n$Zp>Xm=kIi(^{cny!5@|~p;TD>9C*w#a^(u3b?%9mS{$gvf zaAe|KjD_D{FMs?`hQ9xnPYUS#tfteaZ@>xskAM5I{O3t5{3j465Bb=5&m>**!*|Os zGZq$%fwP~|zcmUeab1)W3lE3$SeR}J=hTMncu1W*B~#~;Bu-33>SE&klfWNZaOyRhg$((Y<#^xFbXXG8@CftgJJ zU8Xk%oC8|9n)~&UAJog63zg5$TvjCVcfm{IY-d7VX)vRz!0*31IUcGh7ILp5pMzFE zKg}-*(*>8+g6X(*40g6mO1Fsi{?q92NsIg+%YPuy{Z}DS!tegU$o5Zt!++xqI8Xdh zkou#4b=o6eTRi;l@(tee`ySMAgGZA9UeM^@=JxxGBCsW>cbDv(s0CfXPh za+hg!Oat%g@$K8YlQRQnB1k&^i*qj#J~$UFhA1s7`LX05>Lb!_gg92nMz=V9aAtVH zMSgKMFFYRhgkdn^7+^Sf{H>HJ+nFa-vWd2)n1AeNo6I@uf0gcVmdjJ0gsC3-r}VmS zFgE-N(QT=b@yGv=H*D<KAHJP!7ubD!y_QKD!0G<=NF7ZdQ2n{H)AF!3j5Vu zgjz3-ZC%o)e`B%^E#`w=Lz$79(x<_3S(hM%Hw4^Ixm(Ij&S_rGII~aSR|FSEAbJT* z6+tQ@#EaSVwgjN>{p`02)EcT|SgNNY%Yl-+qOJj%;aK%UfUK>IIp#KPbDKIuGd zjar@R#OcO*cKka2sUJ6dt8+E)@sT0&Z4nEJo$d1GKXhbmZ+NrJ{=@#}$KrH%0=N>h z>~FHa&6jpx9ttb_DfdY$Ze@%F%fj1PR!++htm`Z%8wjar3Zc`6N2SVBRS9bKXpr2D zt%?8F+edlFyW83FI>kZ_gWgR$k$F6fOs|INnoI9dR5MfRH~!{0TApy3%mvD{!rRS; z)*1^BV=TlCLp^bd^2LJ5d_2b<_a@tky=u+zD(&!AGdja|*0n4zQ>_8BC9>*&U9;=m z@(;@&9;Gfc@bL|=<<}qoKB17b6X{{}ZTR(>D6H%x&d3NI0M<04Kxx8X*EKWJ zAfjJ8X5^}=Mn++6lFos21j)zxOG3%xo&3AUyJ{j(Bru&k!ucCu^+dlff)nd)hbWp! z35k-D8}JObEW7f!NNYU#B_F)IM0I^q7g{-M3`0^~2aAQHFu;j<#;C-znyHNGt9jG| zFm!IW+l!ZYKL9!ie*~SN@O6SuLZRVF!rcsoS{D`;IhnM7IN3*kff-rx#>$RIN5;!K zs{p(7r;fjC4TjjzHLL{r5tQerjwGbH@b?YGZcuIGq_3p0PmE-!=&hbK?;3lEwAIwR4RJZmP~rk~5`Z4>KymB!N3 zB|k#p_`79q#p81Md@TIOwR}jxi$m%Obhbx+jW=u)3jgEj)Y?$^Doqc+SQL)&t%_99 z)WAp->gg~aC+Qe(WIw{L_`w`)>rqL39>>(Fi)lHwNZNOA@8maKGFM7G3U}#|rQQS| zWX(%Z5`WU>yU>rHDH*6x22j||DGkc-n#9(3=dp0i$lDdaX%o|wSXh*dg)OKXtL;o( z*(yTQJV_ka?Sx32u+Bw=Q>c8}BJTQg_ZbRTUv?~nIM-IWF%r{= zx5uqARTD2k%RrO0Z?qNGxTmxOx++W8!1JbXf}yEFi7o0uO5`IX9>Zv)`i-pjS;Z}({i<(jRePW zputc@d$yyl&Fa|&o_(?lvGD8-mry9+n=Sdkulb@Az;U1kb@b< zLLiWQKn`d4r|K*chA|$-{!TCmi>XeU(Y_B8(6V=+uo%(kkJg>o5HTwf6NtIlMuv1q z%okHEJSyq>_=Mo~q(|Ov@tyUXatwwg-56U%-%2$jPUUTFcAZ9t$@p|sU>-Fllob55 zMgGZpkQ57-wjLQ#XoVuWlM5*1-h~z8k0%6%FE193y4Bw@} zMk8U$Un)B+xlr2SaJlbc2O^mmgKPPqd3KtSFQQQG=QJq?6-z=s#)Ob_!pZtoWkcj` zI2|2!bi-R{N|s>g-R|7} zbP-_Sv+nt6VW{aA4R8XTZk7M*JAK3J^ah~n2?~FFrNcx-MER#b{^u8t!qs*ZDx65G z<{qC|hPFRRrD3IIAYCxc3R6R&^H2L*=X)s#?mm0Q)se1>Yd-;E+ZxSbn>Kj#m{E5WQlhIFfqEX!rp$cxcqesd9V^5_z4UYLNssI= zr{t)i5bbKl5|Du~(}-v=%&b5x3VONcWpd-;(gbaCe(pL^>P6M;7E}iVecIqj<(V-S z^295}!hT8&Ge;tu$E0!fgu|o;y6i7)@Ql{~Kd+`(_(S>s3BI-y3V)DDx5~adMWFn(&pg1ePih*?UQhJ9g-h1o?2jtgj)x)Z|BB^YYUJZI?!O8@W77fQ8ioDb$a zv3NEX5`|I$-*!*OSeT60^;a|><>az>N?|x#og7KFL1Uu)n}VF0 zO!+u79J+j=_OymW`JI=4zk9MfIeE)(8VgtT$a5_<7EVK&?JObp+o#T0NvX_!oU3K} z&vY_>+9Lnc%ERp#3&|MVE@!ZWgwyTv2?`x4u&-~*@`{DzQfUzgtzRGtlWyhogT~ML zhlIk}qH0pQ9{WFeiv+;|5655kJ{5*x>QZjs-XRjYtG=&KkmVJum+Hde5(>2*R2OvIxhU z`6R3K!2%(x^HjR(9^bY5>i-~M{0S(W6+3KHx;eja{QvEY`pS<8&9#2TVtJEBax$9NpWzVl^Oq3C~0SHN?4z4 zPAZA;PGezFOyg{fW*7?3Z>gQBGt6S)un)ugVxeB0ntVK3GvkjmT8HmN;#=6ix6&HVrbbb05v=&r@T8o9p_tu3+ zJIQa-B~DS&i1fEH;VSl4Q(#QLNtNS-%A_KidwYRcZ*QJ^Nd z5Pj3^dRLFUQtotOZm|^s3X@*C{`_0JEg3}xtEM|vbs`Cd^8rmUNI;a#95oh3*i^`8 zh-ZA8b570a(9lV<8Vu>e$43Qu=2s>=aq4 zLEg?dmnH&#)-U&Gbi`FU;QNNc=TRuJ4|bsKJRYJ)PRf{y!47+6qI|AA!R0U-*l=lQ|A!Rj1gQbB}BtvSw>cY>M)7EF{mG|21pc-SK^O zq3(-X^`nH6W`QR8&?*SKeulP*pqK(}E)RC)BO{dK=jm_vd@;v5e}ymlTjWX0aMZyyzfxBXo`Le)D1q{YG+d};eR z?oIR-z%>3xoO*W4#YGgBN7atg|Jz;kjDNC6=De_zilf`5Sq*z+z8pLLWVp>-b=?HM z)r3Uc-RPP{-!f+Mvr)r06kbN5az+~P3ln?B`VZwaBx)D73rxo>4Ey6c?9bP3p1>-{ zKSY=1@%HWG9r1Jf`1WB2wfP?T;+SUMrD%^FPW}dWPsK$Lrsdrtv8;Dzs;(DeVV_3z z_bDGMzmSozoz5THF%B-r+)Ow&r=hZ&lFM^iN#9VIP^f+nbb6}jGa|X!sMLsi3c||3 zIMG?#CJxZgI%8qQ^O19&`RZ-|NECi|_qNN%zb^{YA518`ut?5EdAR&IT|bTJ%rZA! zBhTiB3mX%nG&EX6xj1FIKJAf-LIBA8@Cut3>R{kW={N22=Cj1vvbk&LP2U&iee&X3 zuFBR=oPDB?fMWx!_-pl;y-L)DYO~+3Q*#`!8>UXMr?@4CFe721aMk0TrsS))Z~ylK z(yT5F7y6STb;@piio%Q-%yfAt`CEZ#bz*K9+>IP-oZRi+6AL-22UNObd!qBg6za}e z5B{$`+v4feP(991{&MwgYWyK_?@Q-i%{{_ardz94dLpCDRpY_O@b5r-?Pa2jBv5@kar8BJtVv^QSMRruzlbO-P z6VP3bg*q0!v8c*enD$BYhGc@=BXC%_9Pbir>7^Ubzy3+GYgAnLrV`*je*dBsDdEx+?^a-#zOSA ziEr&jPEC?W8S&WbB$a_tk5Zn@632D(xM%r>!si|}nJuFq$z>EuR_^LlC(3WS%`Of; z_mY%j%#nwoIqimAexLh&B<&TnnlUBc^$$T};hVQ%WET>j=W0pgt;w8k7@n&O$2H$L zSB(61JV-vVdU_HI%crqWW82PBa$$Ah$hDqz#j6>uW?H74S|1qt(m(iy!e?WlW5i;A zo6zXO(~Lax!>OBYFA;D6+^Ejwt{Ns{=GWk&Kyx3%EV)*o{0CR{uUBEDxKgbFxJex8 z30B^pCu9;%mH*&rv79IoBgNa`ji{Wf-Hve@ri{FMXDlQNSKMjdCd+}+Pyq!4N>0;^|3f~b6^=c`4$`!H2h*xJQbf;C}W*sCGL(L&wigvII zt76;KZPlPkl#mFbt2*N#7`8nP9OreR9jdTLJ|Sn%kZKUiQYFns9y zxNp1j#>3mZ5MeGP-L7y_8xmXWku~Ivch7#j6HS>}mwRhgfQu1?3yp<~clXE#ozw`V z)UJD>yOX9@CUCnQyOZ8@99Od?^4J$A>h)@*fTh3r)}1_$!b%%p1Vh?`h4>r_n~0Ti zE0Iqy*w%gU%`Nw(L}A0-X^jj$Qyl~w!PhQ6zO7>)bFdQ_<-&z~nLaO&uddM{wqXN3EFUbrqiVm! z!sj3Nb0PxmhM$Rr6}7t<_zs<*FzyFeRb7jlWJ%0WFvK#N9(REojbLY-)xE!c3lu(t ze7`>(7>+l1#>CN@fIC1{Beqcu?naK$yzjCM&>V+25RO&PJoSuR{d#83J&|e_?}~*7 z38N-iOSiqE$hAi%|E*6kj~uUM;u-2VhHc4q>YMr7Rd>quT75&|^WBM2?eWxyWDa|R zLbNVw;0ax?AZ1})Ni6i_|4}HtY9u`31%IpNi-Fk@{4b(V%0h<1+mIi}cEXPYuMvg8 z1lO%IvDQOjYf|Z1;k1Q1fikIxJrtjaqF+ZU%?0Jc<1>oFL?IV#63FhySa`HEJF`EP z&bX_#tMO*BYqvH!WB{DWsMwwl8jo1I2qeG7!e{r$KN}yxKR2~TqJ!3(@oZwa?T&GO zUj_4+MN-9<5AjeMoffORn$tpOu`v3!*AV+4iFKbe2%qW~deS0hF!fWy&8f|hdh2;d zjnCwb&Btec`D^M)rrpWz62I_iEZmy-k?!zJr^W~h3b!U5mZ(ahH6oL^KtGfC((t7C(hDKsAkI6u8=8a zF%cZB9-PqF>4iW$zK!5r%G-bE`O}Z@LD?_={F>@QAI%B2KHuO0UmW1*+u#OEUP09i zg@i*R70Ta3(+2M;8JYJ{p#H1$<>TFh2R$Ioy}O&m@oY1axYp;2bL?#<6dqN-a2ny9 ze3VNT6*IH3nS1Mc0CV7{uqMXWA*r6Dc@RIdjhk}oko23T3rP;x3 zP3>m}Pe#k%^~C)0?}Wk!cUlo@@T;ub9orRE%#4h1`$K)S;6@frTi-S*j0W_%Nl&4v z9^c;eZ{Nb}DW&968kC9a&yLsX!ue4YSc@t8`Y|J)--%9$yxkg+6iE5OmL}sR=%u`T zxh^y*TSej2BX40$j!pzw(jww^sdp%rY%#pi;r7J4*>1-b-*)?Z*$n?yvG5^|e%HD{ zVW>*(P0F`vDEeOm78aM{QJ28<5o<^y@WI6y^~z(tSN9MRe$ZxDKSQ>YFj}0RkIe2) zFqC23bWHP8!_0Z1pSz*Vuoxq6xR#bF=Oda6CKJyjWY&eGZcUQKB(J)*X;VFzVqud8Ia_T}ut-ww z>vn9ge{V+qw~B?GhBW1;l9Gbiq4vmXVAt@c2NVL2C>M`8=vzi|0If@LVf&W?U8|3` zpl3@UtQl&ZGaBR1SqUBlxDz2x`h`jBD@h3BQ#Zu9W?|srs2sH5+oq1r&$4m`t!#VV z+d7UBaCb7Q-o3v^wv@b56jGFZYYc{Muj@T*i`qmv+|KTvRwJ{^#)dZ1PD-%9b6oiE z6boNZELWwas96pE)k`>#j9$a&zqCQ zguli6>Oy&a+)@XH8JR?$pXTx(7T&t_2h4?*>F<_Gdd1NvW98ER6{=OTZvKc^xWbO{ z%dZPH;3c;v#i2(=c9y3{r&%2eMykWy(pyK8x)HT4*5{lRgZU&&(yVV z>Q53K0hqB# zCWl%@VcH2deHumcWOQp9UZ%aSe_SO;&^`%UQ2*6>=szG9uJnHJi)S;Cv9Hr%g`lC( zYQ?%z+u70CDY)FH{$d#R$MqT_hPm6hY=B}H(`IEI?&DpOEaa+JIkXeWl^1->$YWjT z=l&9!n(@`;lQAM2)rJN?xO>Wq#P-ep?olv4{o5a49So4R(LX=7ye3f7JyfARwg1j6i?!VTB6}KUk z9>Z7|82#F znBF=`yo?RXmK^?VZ+`H$MCR;}QfS*%KiTGcn*3s*1`|I%aO2#0|JX&GM7``%mJ73fS+T%*hr1lzwNk-smMHxiKP&{(e*VW7w41g@xqCHOca0# z9=0R1Z%OLH!>JcQ#=SNAm)%)Cc)GlMSC1?uAErK?b|(w9CIi%xw~o#U0j+lA^UK>- zHXK~B1YFwe5C}~%^7j(EeqWEgIc~q`SU4UyRhrYtmR4<=6#s%b!2*#@Y`Y94TSQ96 z{b$S}a8)8GuGewB!M~LcRNcdXv2Nc2hF49jZLg;@0A!HM30?J{7| zZ-7F+?&~XQ4k|po-Q+Z7$5QeoO6t#zX>DVg-RRFfEm5B9ky~wu?|!5WnO%ae%nE^* z?VJWtmZmYpt-$?nOz0KGpNb~g?Q%Cx3qLv*l5yg<@9dF}hcA6)J7rP{y3gX z{WcoHv?|`8_Q*|b+EQDi6WU-~9UA-PcBU`4{QdmGSu9lVh+_LL6#nqJbMgyMtqDH5 zb5FullR}7g#=)#*YtE>5-Wt>)=MlQwOOz{iIb=HWJZdbgC1^JF(F^?8JD|OphzN1a z$5lAhshRCW3Ko-%?$k!VY_@0*(Iy-E`DaP$%W62@k* zv>B$&oQs(nY(G(BuvInYl~Q$eRu^^@3hZjo8Ed`aE0QT$mK7eRNBwYt*0o5z$-C-8 zRwjY&RO3LgRVn!{Tyt2R1m-%W@i)`a-OM9K$262Ab^h(JHLFHT-3#DL|EZsKuUQK(!v!G$1fY5d=WZiT+TJ4*( zTUn07?kx+;kKUcAtJ6PD&F!A-PB#DV%S9myIHkj+vJhQFrN~sGOfWoDtoGzN%A^Ny zA(QaOL5-6h*$st&@X*$RzMb3S-%DVsbDYm#p^KPMi2t+0VW2H!<$QTEg~iPFGs->f zY+l%~I>1-h*19*ujZ~Q!*z%{_wi_<@#qahzAqpG2NX*m=Pu{xMfZVpV_H6P30RC9` z!W*@trU;XX{#rXVt5l-H*w?QQYJ{NdEi=?Mz|&*2M3AqWbJF%!& z;b73DGAXsIx~@e@*id9Xa#N(>y~S)xU022_ z$u1G(N!9%CE-hsY&M(CdM&@No8jar z{=zNZb6jghVF*5H6CaOj*i2oguSEct`KD@E1lCHttmHqgQi^(u%?k&ufN9kx+AAXG zC&t3}qHy!mmm3S~XyZXfLrVEuJy_SZ$ztg~nL}*++%qC+K^yiat|jW_MFApCCHNS8 zRozH7-tXld8GiPU{lo1erC`IE{-DlRW{Sdb^bLR-XO&DXnr5S%8i#au+*F5pkEb4@ zAQJwhd&e5Lr~_0O(MYS*X{ADdDqEw8Nz%HT#$Bjo1fHK33;+8)-O2KY!xxLf2RD~Q z!q!;5B^Vau2TAr|-KzCd$9uHy29Xd0YbdtvvOTFWNVCUsx?ul3uOb%alJoEZeC+BIlXl+DBREJ zt-D!qxO-n+sA6`GY_mnlCP&ZslLn5Cj^vx|w_R)Mw(?VeFv$a2Bbsq^6k&!j2XvN$ zue8{C{G?d8%8KQ?QMfvOxf?u3UAlXdfLsONfQ3czo6xL`|+HbU#{gj$!N>{E)*`0UvMlW$vzc_&4E{+%*rITcT{9( z`@7XN0Rsvb>&0Rb*7+Jln!R+7Kw*@BUcm(!-Hor~?zmAW5q%c-A#-z9;B;;68HZ+JQ|m;*ex@#@@`KlltVNj zHu}H1(M1*3dv((%HBu~8e=c0HSnqa-gj8@{uj}=GkGinJ`A`=s=@xvwFAu+}R&S>1 zEEEMDn=}{}Ud4ckLe!jH&!I;1`fbwR+vT)ap;l5y*#;yb z{ppL1g^5!$DKfX3RCLw_i6nu6)Ix3BE5m8|b0J0HCSUAh1A?pc$Z;41iJPh?3i|_) zn}>CIM8S5reaJ}Mk6b!u#@eDW3K(OCLKK!LuxjH7Ec@-_|MqXB0BZ!rygP~Y@dHrk zvc=*&8}BaGg%|e7ntW+@QYK?mA48N0*{s~{YsN>2$G*`HPh>LJJ0yLmrM%w zKS+kCfBFazX1SqZ-#(Oh3PaFTT%?@rl^zX?66o82uv1rh1-Ik{@M~fkiiAwX@fj2z z4ksv#K0iKzp^dG_|32-J7lOh;#lUogxgeWiJsY*-+7)uOE!K6n+efezAVWhNH^~A|v1|L<+V6}a`yJ1G|bXMNzNx2z{L<`eZ|0~_x>*2jE^5M6QQ@^L(ZWasAlr*1- zg?l5BllHZsLdZVy;@`9um3YnrRzS0|0~F&DN~SQYp$gF_3$5uZtx%2&snlKbB#txV}h^E(5OR%i93*}h)#y9KTdtvxn z?cDKnb8;@1w0J%iqAU#RgO_nqb7Ypz%4=Tn()354-&u#fT`ONW zGP8~TF_G`;{?lXO%Jo0~^LZ4m4qt9YZmI(=mkuB?m>;OYQN_|a%{t1Eq`3L2-BV14GSH@p!bkinC%wKY>OgL?4M_){o@^PHIj%+qaxCtv=nMQ;BvX) zifq;0K5|ZkNJ~7#IxpXY!-FY=jE11Q-8>sF-g%FFRE-?A$cuv74Eso(?$S|;Ot*P) zw7lSe8ZVa4M1zr5FsTM5T&mvMNQZcb?I*{=@Bef8!{5J36xPy9@F!J|+B4YVX^XI0 zCb3*)z#=otYkoJtTWL4o0u=vZ?*{DVGO46;GM@(ti1|W-;*LE^&M1dnR;!0XD-$_I z9BH^mR+%_#DNHaCRaM=-WuIOspoOLVQOvvRyusPg8TrZ8~$G8ViBE@7{sJ;};wY zbxhNeU5#sWAN3YRRRxyXlBf%p{cbJKGK@C|8g&mt7@UMgw<`){^T+$RmhSY+*!DD<0NzU4%M#SQTCUlH9?2(ZY3%6b@o`>Q7&}`P{G=`^A z>(9i(T!5BoSy=2;OnYzZ?8JM_427gNB72ba(P&GodJLUZy+lQtF4zk1lVjm8+jn*+ zUoHygCPfX1`*e1wV1r~*X>3TgY)zIb5!9{M#}b(?55Qqo49O$5%&`%XWSk55ikwRM z4z*$7^pZ&_WK#D9(?5)rUB&x23Z+LKBtBHwBBIN@?a5cD)Zej=`{O&p;iehRtH;F& z$#wBAPK_3UtP6*M-N{~FDAErrAs2Swjz(*gD2sJN*>CIY2s`QRFq7e_YCFzf!SMRn zSUA1yD@NhcerC8S3K@U24Q!CK>C?Z3?h4vu?yb7xo<8iuzRnp79qyn?Gl$I`9JA#K zDQ3-{+MV4!i9HJgYq+ngRk^hUAOC1m_t2Vho ztyI-tir=Pd-`J$J>)OwtQ}do!xcqW6vW~n~wu?ej+^4~RvP+=W1#&am74#>Vm*i+q z-~?*1uoML50>|9(4h6yuY&+zMy(zJAcFI+5(p4YEZdlqydp9;FNg4ucyzO1haPlbS zLbs+Z4ip*G`)BifG~6Ha(;4+l)_Spft}Yw~vRp&q?EnwojZ(V=c3gU^)lX3ts%%`~ z_MxiMm)&6N!)dkI0;s$fzK7=V_dAeXiiJSt?N?bBwk85Z+$9NI&Sy?MW0;z^)-ywt zW?-8vd21)-U@0Ihc+d$6C63D_-Ir=J2_Gi(Y&TikTA((b2NA)|?+up7|E-t`OzOeNZ%3)gI?WW(H z-Xm+1E*QG!6@n41bD~gsFNFIN+iq=3lJNHE#}Y@!anh=zB@!xnf}~E5j^;DyTCc7j zfBEOv7z^iS(;P}~(;``_8ZrwSy+7($xzz{(5h%pCFdvY0b3P5ZW1~`J*-)ZSUdUe| z7D^j(vsk|9=~LBH_l@_PAo#zJE=*p8Sw0zh3Il4cUGd%`GeiE;=rr`!$HWmrScFkeVa z$aA-MIVUw)Rz!IhJiQ@cigUoCce;I2=6`I0Zfy&nVNO_JV117pBS`0Tb(>22$lVFc zNYD`R>ZpDBbbyVXX_4noj^KCmY}dc@$Wi-Lksg zMl${nI^|IouC&`Xi>IaGBGrM`k}U9+-Au<&-*!?LW_n~uXQA1oX18N3+&O1MYEybD zsYVf#UfAfO%UjtVYOrmW8v~E?UB{FsI#T~k{c+7z{IDENoRj9 zB)zjo4xJikXNFq zw_KCOQS4=zoAi-!2#P^N)z+bE>y(K{Yna>55DUN3dEv^IbZv4SLti9TqcBKxmEAxHOpuOlTP*h=XOpSSar+Ae7QiMQa;gfohM8 z)}MGqL73@%LOAu2)WZdO5pc0wkucdso-sxf@Jn8xt3*VcOn>KlR^vbcqv3Uwz zc6PzjAfON+TmXb90kPKwYeCCI%665d-w!Aq%RLkNIx8fWZAgbAFC}<3DCKw+pYn7t z))a;~%#x5kfcNc2?@plF6qI&KF`4pdSqMkj{CKAFZ?uL*I+bTeF4$gm zlN|{SjFlPH5et6dg@kqRuF>hs+Y9n$S{{7HQ1#q@gHebrk6Bk~FqAL(TP%F%9$EWQ z9ga|sjq2+DqS@D!k>v@`2G9%v!yPdv04yjV2QY$Avs<7n^h1Wa@UT`G^1#>vNomp0 z^o8w4DkgUnmEgeL2fGt0Y}e7*GYcHf8fDh1kR2RSyS%eHabdq%@K6C`PW4BI7P4o< z8};;00+*iY>-7^LTNp*WU`Hh-uZ;;29zoLJv`MkX7tU>0p=ho2_!Sif>JFYweT#+9 zJs$j?1yRk(Ab+Gm{Z3SHeJ=EC&qm?+d_t!Ndy*XY@j2fn@lbw`V7M#!WG}AeIY85L zeIN;XQlW-dg~!xJ6QGYSDIC%znJ^2|q z)VBItEPVD+k1BzU`hfE1c16_-A1A9~M@thd5DI~#K9x{bUlcnygdUFqMxL7F#SSqN z?;u#*(^aR)a*2g)6AII&NtG1cZFOu-`c#6KnkDl}uhtD2l?2-wt7Mu_(7B=sWs#qh zeFB{!lcIFcMui2S#z_4WamfDyXU?sIEp0R-*EDu!FvQUeK6K$zGMGu)k#gXt zrZJ>`VR*j|qn_PKEX1%`K1e>c@kjeg7~2+#FN=l6nD{{@8zn=1R$8pwsald(ueH>U z6cj{u#)-t&r}}1CDVJEZ!qoKAh+qF0@WV^pVU%R2$Apsa#!Jz z$ZR%8gR+XWfAFX6$}%?QSApB*n3ZENWN9ktn6Wc=saV}E)Qzz@GTZT z_jrBp3itH!3Mlj^6NzF}(g#&RLt&mlt_J0xfRH^&fUK*HZ6q5GQo6}|`fPm!4C^qe z_eUKS3WciHx4|1#rGMZCk1TKrIl9Tss;+j^4g`&dKrLCF!5(N0 z;fRbCs$fup_=2>Hh0|E)eI5jcQW?72zSbUDBD24-?u7TqgBBxBCFOKW!dJj(38|lu z?2I}iUsvP2Q(H=KG-_->ufD~?cVy%X4|O0rcN5{-0B^H8e*gwi5Q1TI%whaAWLV?v zcRHupUE^9v8s%)gIcyreaU0#o7*yK+q13ui{Z?Yz)m(x}pm`uSw6FR*vRs?K=4B;X z38u%}KFF6;asp^YAvmb)c#~BNOwpV=s_+H=w&I zK=#VCX26gprnOH)b;qFbQTt&C5<6RW2CII(`ktd+{McA{|F^F_7XDnMV3^IuF;}1+ z2R~cgIkqLKP6rCJg?7gn!415~8;t9v@dxed;Qde-o(OB#pQa~~@Ye?IUXGijV0ss+Jf zrsjLe>~HWbmxJbdQ4|;#4jKzRmE^F~0TCUHjZDdrF+*LcC!)~$p+9c&SH-(Z7S1x| z;Gp~Z=(_OcKfe0zWF{p&imdvx-N~s3L~vFYLf2aI=pQBocT&H!RSxk z5^{-!2!@-2YX6ZN6_BX{tfWvEs$@COOxm`8>?G_}7384%H>6q+g^&XSh$9_$ykHU> z9QiVB8G^Z^G+5X5%>d8j_$NI5i*g?_35A>H&}?wbTVAslL6WtU?6Jd_@#WT!aalJ*fKTPfh(y-ebrB3CuW0=}wzb^-^DYkSUvS zr=7F6Vvn40jXdgkq761i5Dm|`QPJrQOTZ?uExvIou#{=qhL^^-Sor=}m{z1=%*aaO zyjVAKhb-lwGD;8N{~t4LN*8G|B5=eLl9h{VjfLov?+egbZ=tYD=2*Mz;Irg$&7#6C ziQ|odCA0x6yVHjP4O$3j?ALUJfV?661|nQf%&#KEnK1hl4kbPYC%uZ((vY;sGHIsc zjz#aR1ciDKSYkh}Zj4Fz-8}5$G{4p{k0fG5!&1+?q`IuCbkTtSE0hh3lKSe8j)h-z zT{zZ$Md40k;prQv$IXJA=6nx6>Bi2?(|~TLzr|Pt*PrrR9}2|6&BnaR9Qo8J@cVX2 zZH5ABAh=crU4hq=m;)nWHfje%zZ2|upbyi~;h}*>lULSMGHcQ=_=&}7pcWTK$U~ZY zmg(39SJ+kCDYv)al!oskA8^3#WEfpAvT>)L6)GdAv_jWJCvm z>{JUIiI43G;D^%?Oipl;Ft@cZ>w zn8tP+%&oEhAJVoA^F(=)Bv0?kKqf5Focsw|plM3<95NG1^5;XOc;GbtMiQROly+u`8@0&^5p zEoQqDjthBit@M7MnE#fI86>f|3wqJjcVu$a96qHVoOhoP3kB%qKfmq`UJ8VTJDt>| z$Y>DElnujQF&;dUOxnV{^|#-S!w?6l=8axMw$}m#E)0@gMqRf}gDx4I_S0t$C!BAW8o+x{UqNQ%`lyYigubfL6!;gd-Xkdu1~ zCzC-l8cyLa!(hf%oeI1$>05pWL9E30tG#i-flJ}FVdizfwK68bgoQ#}z^g+(kP;gz z?pZLpCfW6)d*mOlzgw=dS6?*>i|k1-%w7?Ng@wOSyCc~$Ni5v!1-kt5tM1RFNF;B7 zECv>b$2@oIk~$*b>su`3%rC=$P;i3+P_dE$p5lC@YBxaP+#-+Cofy!` z$Fb~=&21F0ROihJlyp1=yb%rk8qRqZ3v(WBaeQrpp>R>d(J=?z)}82>CgU+E%wB>L z|D7%yRXoZ08vZAgSm!ybl!zVdpc;(P1&SZvBbVFd@_)*I7ZlP32hTfDXwP|KCj~VJ zH8k+5cPD1u-r8LZ zg9Rh_97U$9L{j{uMMf&-wI1S^{24kPPKnSM~Yl@#vV56Q3xgqb)T^gIK)Rm#4=asC-ME2E!(Kpip({QGzRb zt&fj||A`9ztT6nlQ1~t+=QBwYFU&L=%g8kaDhtyIbawfcyis5ywNsGtIzSqnM?oQFYEk^srU)%_r1_I>PlqI85?ROs?3%_<0N=D8gs8Ea+oqUb6E=)X!@zt$!T9iV17u0Od!XaWI zm<+(-F^?G;Rl8&651Nq~3pdkdO(18ZK8|U!xhWL$Fv1WAagH;S5L5l?Sr$5$aYPjs zDdajtSH$-{)-hxg3KcUUREENbCK`9BD^P?()IKSiOw z4m`d|&mdiL#OSP1rdZExk3#HMUDcVqH3+bU8@DUeWOT)+)`frjsxxvit%|*Q)Xig| z;UL(NhDT5U^KLy4hrdNK8`in;>=%nQRIf2RJg(iE-o+9NvBaZ>Rm)jlcdyFjx*Nk@ z!tRpMr0BIr`VtrmQ_z;blDJ1UIJG@u+UnvfJp{74LY8I@7chK zb*YOyf)6hg{Le_P@}=H(b>InT*OQl9lZTDzVihy5vCz4XuM5BW9{G%GZJhpu!az=l za)vcUDsMRs!+xv>hvT|x_8Gjo*MpvR@CaB+Lmr;*T>|R{o}*3I)(D0bd3|QSb}T>~bj%>vql`GeH^FFGi!6LQEyK=~n>ucC%Z_?ZvbHZ8){_Hz4<61*2 zU)q)6ls*x{#JvT(n{}bl?OSkQDBgz1M=WHJa0}6ht7rH!TK_yCG8P&OYaR>R)Fg9T zg58PANZ|De5_XuBYD{T|N6D(OUPG#@*YA#(gqfe{7axC*d{exEJuO@ð$FqR>5a zcfy)GjQz2x^p)eoaY7BU3`RD*1T7a-ty!pDh{><*_k)L>iWP=T$u%fh7^+~bp(WaF ztH(!ZIaR1(yn<%A2*(mT7nRPWi6{%beo@*gAQ2}Yh-V%%9G>*ZGZa!c5vNMb1Eubf z9j969#B;7!K{_i5+YO0|a0A8dYFFD=8>6vnK3<#QCSZ^J_vJE-O0Hku?!?02^b?LD zajk7aQ#$qFDrb*fHYVlcW>3?2G8jVRoyWJu|< z@?^C$GB3RnFjQ*{J-bePYHw1n<46B!PtcnlH{kN;U&24X)=AB2VWqe)|Fht2OG(M0xU3EBT4cb%}{AT>`&&a3u$g4;GT70EF^24YUJQK>y(!8)ReVXzFgT6)8 zBhSr_6T&1JSJ>hXDVb9ZsppFtEL9w@=j;7(V;Om)r&M0IVtT+iDwI2)E{)iQawftJ z-p*>V>oz)hrh~;L?3L$QoF6nV4CUpzFsfBkSMzMC&{(MD3MGZ(3G0VIEDHOSv?xGX z(QDP=LpGk-y5BvuzNF3YefHDWiNe~fe^16W?p2yvn_}q+2;n1EBWmGTlKM1*3D%6U zFxPN_3Cy1C1UNOoV*5ayk7iIViZTQ294>%VNdCTFyd_et{vU@XHZ5$zH7*3&2Xw9S zM(=p$4ol_?0&f>4HBTOA^Fp6cXfC7=nd)~d*V@O4;maZ=8~K(=nl?~`fim>$QMg!~ z7JoPc`*dxFAOH7j?M}uZsLQc1ZSYhYJ%sEu63X+%eX0IM0rETq)yr&GD!)}gh)R+S zopR84Dj&S`$8`#Z_m($9QnqG|hp`JAWiSMT-pxmq3PeY~Q`UvV!J8{^SNblg*@ZHF z`FN2O7u%9>g1J-|K8b~-E6M{GPLXwC#_w6LV6#*M6n>0~A?Yr%!{;cog8;n#8Nps< zt#4j^YAk&H_Zc?6s=Dw&U*)Hl#~_GgR37l*q%kg)-BoqWIGHYhv&?iScjd4s@Eef) zPAW;dh!pNAw~7S@G2D6Z=4yPjvn#`}U>lMBj@ zmd{;0+aLSs_s?bINJ>K6lA3cvmMbV=={mb)VlduW(zk`}bM&}9D6by-cKc=pYs*^I zu<>dwP=MZiaxDD*pEGQJT^ZTW&&qUD%qN7wBh0bHMZWh}>`Q{$&FNiY|hC@t>uaMbrs$J*V}SoFaHASQaOLrYbM zohH@(9ET^nle4{^)`f_LE!e6E&*ao(JPnOjgbFCHeK^so2v8QIHHQ4_6}gTy+EF3e zaq@8Wsj=|KH_Pw;{*~5+-UO>>!6IBGv$}aelWLn!TXh2!s_2pgbOPx~>_eHC84694 zSDsD8!ULZsX9c|y3yMlYM{FM8tHbB4h!e?`+v5zAn#^eS>qfex8Xu%c3zn=%U3uYW zAUp+Hn8=4yEc7!Js$ovYdsP%8bOR{(`mfml_-}W<_qXka{y5 z3(1Eg3gu~sVv_kKnUXL@he&|(OHMrKWolk+Hax7Kok&|VbULchlam<`{a}UMDBT&R zfZ3#sti1(RM`}q?Xw0RQts3Hu;{&fK^xW80JuHz|eTWzus&BF?GgG$Yn||T5b>Yu0 zO*bmaR%s>y3QsCRYbNYjCQf*zl0Ab$6#xU90bDK8`3h-Ju1Su?9iEaFh#@lmyRK%r zS#cFc5+8ex!WcK$BQqMwyI(iWW=*z$^CeG9LOMp!WA!l@>hB@rH3mr4sY(1os%=@o z)VeUTJ?ZXQFPk$;p(Kye*uWDH&Z`k4`3lrBS$11ETz1rQ058in?6w4Xq?obha@?k4%oaY z_9XxF;}zu8>=W&0(QFP!l~|93O2p8cLeCLQL{sS(@to2{Q@cSwDKI;@0q0L)LLvO7 zI*qgFk!f{Gs)XLEmSm=<_-N#^prN$i_H>I}{UC*521O`&H*adh{#z`3J{Ia7Ic|8s z)U-gt9{FTOs0{e|SsuhgF6Csr-FDIv3L)y3CF8rIq(}qStPiR$R9oK1eMtmQG?DsM z@y&!23**$VMJ~%jbJ*kUX``yI z&ovc^XVis7Nhju_fj8rtIwBQ0d=!$a$>npWL&D&dCGHc8LD8)$nt)?U$v%XH!d4#o z1*}P})xZup5G4YQN_%CxKY&S<(X4BTE^gs8-I361^(H3q-~3LVkA>+dK0un3M-tw& z8L|`y3uCX8ZU)GwbgSt#`MFYq}8T*s@KL=WN}0|X6m6FVLDcn{3Xj)xUT*t`Q}FtxuQN~5ipHGNF?!_u zxB$_mxZ>^K2K|Vn!f@3vl}iHTTqJR+yv0It()^6)AX#|u3Vr5gg{dFw!io)2K<`t~ zbcY7rq+X2MEZTb>Z`DhVl9KoR{gG`W0nOM@@g7 zi_I6!{ITPPzL**nYUj=>NhkoKs!~|8d~?}#1(^^eu+(kd=;%&x6nJ2erGX12lY+|g zs#u3$IV&>x0N4c9@Swm%1Ok|~?{T3V-5Jf*CjoU>PbA`aX4rQWQF1<~az8UN&sb_z z-_lq(U}&w8+>b+YqgW7|rM7JN(m9alfF=|kwz@UgHr`GJzRe5YwL8({+tFyD98p-z zm{tBXHia>Q>N(2XsVu>eWnnR0HSy2ZB(-Xc(tvO5TP%F{9yxN(A1C(AEA5dvlNh~Dvav{;MI3Li z3`yxtd0eWL#8_CE5i%NS9!Hu&TZao`xF@9y&Xi4dgsC1-AjCf8Iyn_f1-T(5LXp@Z z597jKE$rwzGGCmm84TAF><|KJWV*snw z`DZ2+-kd(H?*-*Ln~bB5RazF}sFX)< z4Xw+jSX@qpp(=kkqfLY%(}^y2)4yPAuhZ^l7mRELZg^*NMd@LNB0Q| zjO$QMp@}6j52O~ma*}}K2}=oOnp)K=A3SqyHV$`q;xfwPs6j+DDg^67&WtNe3lAC$ z=~W9$96yd2lYxXvx7x%;1Eac-6r%$fL!mte6|lwo)=f(qk9>A&GpLF>KeT4#aON6a z8i&GcR^+2(zOO0O#U-MiL4Cpv-d7(BJ6ar`Qn*TRt#LFQ()@YemK4s|DI+D!*1aT)t~Jm0QYkEb4L%ob zurj+^US-gw#qfhdH3%CWlp=6CY!qi>%CLJXRDqZCa?dbTo&dSk&c#Y8ub zRx*vaA#`^v3*9VP(os`B`t2=A&1%j#VP7wd#-0S2*NF(uR*ZY^_6_dv^9_UHp_O05 zbPuB6h94y~8H)ysh@_44%-9~+lyL>EhrVTqg}D~Vc4Atp#(!a9nd5FA+)esYL3Ot*3!Wy{E!5FnvddBa)OdnyD@9{eWfaCaMmx+p9EO57rN<-d!l^`^6M&4i z#b!eKlMvS)wmYh`leoCFr6uu!bT;|oaj|o|ZUz8V zt=lHltAU3wG|c#fSooFuopdK%iH)jn$@BEJ61=8Sp^8FAV;jixt4C%?IbKgbGQ%DC z_qfJ06xLZ`A=GnZSl^gUu&Z3fI_5)1dd89iWgBAFGz@R;ji zX)?A+--4ec;_xfmCO^=Gyfl{y{iIYA4n~NT@0Rsj#Zt3Wfe>V5y;H$=Um&E;-A}So zvB-Pv%(QTESI7fb%p7sqjNI&-{^Miehxwg+(U+j7j2IvVY8{e9ni}TP<SED-x#3LC6bnL;*^d^R)g<&E#%7q4 z=rH3QsylE@vDr;tBE8&!D-lx-C!%BP42Pg#*pXBnXhzQNB-Y%wQV- z28zD6X?8|!LJ(?OZt%pgcIQ{sv6v@@#NO*YB=VNA?ypIuI=nj!_mwhJsk zHLWqoVq|#FT52Ad=on|gvC!6psm@TCRVWMB0q4y+xo&>jxaGa7>yg?cj&f@w{=x~j$bZ;9AZaHF7M)7R#Mouy#dK5%-SZrCcl zKYz$(kSN&___5Q??2DpPtks2!3T5H3mbY9}d+E^B#hgPC*!#}!-}MriFjBbTs1ePzM53mnz4`nQU?KcH|X>xpI}pAS3ul1byAeT&U0+6{U_+u{2OSw z&S5PBY>Bpya)I8!9-s?R0(77c86JQ@mLIp)oMc1q;2-pQNg6Gks<>zd(-m`x}o z877yeIX_`D=r+bcc*GpjSgu;Jaww1p=$TUi06jG@a^qMTW_n9OZQ<|y&mi9r-rZf)w2%4FhbN+eY4LUz_xnCDpDrUfp%+=M)(FRYawnQn0uuh|fDd~dOqz)#SN(c%E)zQ?j!C-g`RT-ikoocM3b;;^% z%#|`qsj?hzSd_|w%25(|u61FB&B+bxSHXy&a957kf@3UYSPC|@1`wlniSnxB$MGL5 z%)=l|C`2p-tWaN=4_-Fq3Kkfd4g}1u2$L)w)jr1+~E;Srs42Jgwl|nEAE_kj> zu4}Y&I8JzMg)(bbK=BXh?j*ys@VGgua(TJf$e&7ITO`Eb+^Y+OUV-vI%*$)qa>js@ zsp)<-S*IWpuE)C*T$Gk9g0sxDJJT(oNtVQ!ErRyO<_)D{n%cwZR7<(BdQW)uEfzjo z7ZziOX|Cv`o&tr^3y<^atk5+ajY`l_R^z1+2=|O@Ez&OhwlX&i2!%t2lOeXx7*=%D zJd}ToE@(7ba$&YRQA*7$R^j;;$Z}F6VG+~9!;w!kpm*Ff`?9FCv?K^s%T3Rby~1#9 z5)74TgiM8DF_6y?w1%8wA(q_~HlbXdN>U{403~Z><%yD^GAGpuDkl3N6-D+bK$q_0 zdt^o7-@axPavoBeu?)~saZ*D?-6HYmN_7a<`}2_82r6x7eP{i^ zgqfdc#5+CGb9%Kr#zN8r+4`znopGhLi!XF!<5bJg6l+i*mg#5}+aFK&A6@HZM(+Li z9y$4)JiJ*ho3FD+o=!=;wUYA0V6mT#*i4}?<1$|r5;DDlWOE{a(e}3n#10&Mm_C)N zyf6!fP2GfaxZyEyyhTdRY>iQ9yIjna>WWPDJqu@3Ym|li!Jd9h;}{IDBdbXUEPfzU z2vK`@f#TkqUsqyL$Dd$urLWZ->NhLq1e?ol=^?D zg68iO45OfM+(aPp^9aiJbwzo`tC)Fl3bGW1EDN1U74mB9aM(*Q#E{3wu}7Zdx>8zJ zde`3PtScsAF?$zw=wn8X<1R)|@pX?}TK8>K8b2|;6rZa8BtJ$Kvb9<}P2S}OZDIk?y zF5=EgSVXlZI;#rC~8Nd!b|N%uPr2iQ%0p z1XVTR9lg?Nv*}3t<746Ick*iaKijXeF8q0XZCgps1fwXl$`H1e*rX`?)a&>p%T)6~ zcl(}NEz%v+ig2AL9rl{NVhV;c6(l3paF?9O*2y5*B`TSIPNfrYUU)z(#O_zs)B&k$ zR)$3wz>c9elo=9pX03~noC7;l9RnTzPGX^jLUrkmd&EMH9C29+U6NrGDl7CZ*(!xh zvu!q;bAe9oQ>|#L6YKBr9-nfLyy_K>_g`_3>`iG`mlEL zf({u{ZY6Iry&j}&Hv3(<&+`HW0+nD@cZ_6y=o32pDo{ivm$To^#=`8LeGJf zo}Xgcq(38*mQ~hJG1HDR1{-e~SR58Sh{(pW5ncQz>sl{=*8P@!I}-iA$g&&7$v6$y;I zEYZr)C8n&x$`geU@5&Of3#@=lbzt>>#dL#8gEOArr73snLvw7C7x_A`nw!E*c6}18 zmM|D{m7>Wfnw5=%3SF-4-AODYA(nj_W8qC=RE#Hwpr>UnNuHD`vIlg=zU?&u=;z9k zaMUN&h2!Ig>wkWwoSLKnhjK~*6R4t@YBNujw6tWlDMVox!-YDBaluhFXg++?aadT? zZaQX*>II>l&g7R=(Q2tnbOt4H6?%J4C3P(p`ITURjG6U*7>9lKEVDA)T}#T|)QJum zOtD(cYM~W}Lt$t3xQ5~u!BV!1nNh1!Z-Qq}T_LdBGl^8YedJa}s=&ZY z@SNBPqg1P6yRcwr1}G)9cA@IZSjZVrfdi_7wISw*iBZMz5qf0ItdBS2_ARy0`Qf<9 z7yIFOXvR*e5jl=Zu9m-2OAf!sX4^yTOyxTJzOxdnfaL;#pj#y@`&n;j6@5nFTWvwdl)* zyEl@reW;{E-Vv)xy-_GTYi+<4&D4zt#G3k{>$-$OTQ=x;h-Xh_DiJ-0COE&_?=rs2 zI2bN&isRup>=tW*VXZ|aiUsp`4lYkH8--=*lE9W78vRT1`hS*<~t@xwZ-sk`7!$9PVpO>J_@$Tv&|5Vo@( zIq_RZRT^D))^V(NDLD}#g6HWclqG^vq1!%sIe&VOJhO`b+UAAhLe7tdS$;$z6SCt4 z3bhPfQsdAY_;Fg1siqh0A9mwSX-EyhG`ZHLgzoG}vTr+!OBsfcWxDt)bPZ9ICM%uO zC}p!*>-bIq#Co!HYe~uL{rNjXUoa_r6{ZoM1^qx zoEz^>0;Mm?7-yQ*?o=d0;b2Fc+DVRbBiV@t_IT@Vcj<+x8o?N(9OXfj<7(V1#!YQj zBtg@WUNWy*GLH8td~xJ)Kjb)(A~khfo4HdzV=e7cfSup{joc1 z6sk3w(WG(wUQqysr1^*+NcO}9rmXrmpA-v!ym}wAYx^alumQO%XnAj{Od3wG)_7B^D$2{ zvDx^Smfnl;`g#7jRZp8PK=y?dPdxjwxm;daCT8xkrIov2F*N^z%XdF~`}irb@D!zA z3kvUQclLA3&Ylp4tn%OFF@Dp3+~c}^^9ix=y(rv#fhc_ako}2I$iF2D%d71l84EW* zeR(Kc)!$I~(%mG*hAwd^ue#SG0}M`#1=DnO!m$z#zCo6~pw>N)lYb_H#FwE10*0|hPTF#1M0xh$05Vj0WIxx;TDvPNH4IXGF*#95QJD_5=!EWWxYN& zp)3~pzM^E8+I8A>77y`^y+1*%P-8JNZMZy-u~v!(6l=@f5uPpYit!2dF(#r;F)Hm8 z_KAw$osK^?7G7vielAZ?_+v?4&OZuXKNf!(HiIbujeKInF`|&%LI`-MTo<{59-`49 znrXMH6p%3kQ5NqgW_?XVidsGB%4D1_sHqMw+LiX*ts9xYk#Z{HM}I&dWHu=jX9`LTUd`nOB}VHlNs{_pD3&}Vi%`g05zY{48&tSE>dG%j&6t2qeiwT9R@^60;6qaWCsg8=qT)$EjTB=U; zbqXUAP;jSh#7PeH>ya z7n>t*gDv{fpeIvhIcF-x$kB)6v5~*N-p9E|vJtGuZ^e&JLlX=oP6CBhY+9pAdwe@! z{Fkhlp#+hrHmZgflwp}Xu>iGj-Oy=X)noBt8?{=dYt{0jW8nw-ok&VPo7MbM{&a%E zAFhAk?TVssS^mdgCl)5U-gsb3!smoSJv=L}O|IP86;a|8dbJ`GEaDn|!8jE3dO+e| zHj?BOg@ySs_Ya|H@2gl*(|8^WpFTF>z`Bs^TC;^B3aQ3XP^cJL)*q|G;a+7U<}i$d zy}F{7r=#bZ8(p`ZsUL43Hbc+re^;3q2} zKVR@4mmeJqKiKaCDfzTN`Q^Li2@3!5>NT_QUkin=ACQZab&Q&pB$li3tVf2uXLdBr z)@Z^a=K5)-iwK1e(wBH-XL93XmV|^@8X5|H)35rj^!Mm|v@Sf*Pd03U zy$CItGb(`L`_Tfph}U$0QD-&%q}9EhEtDT03qREF1YPoJPJVcEio#$1Q`I;Xg|GiA z8M$`Zi~*hMb)v9{CK9QN43@~uMJ5K*_p&QI5~p!-a@9rOcB-m7v$W+AP`I`aP<7Dw zYH+d4kxfab*$srMHygw~{$>tG#KMq`FAH8h(NsQA;hab5@;TPW&0&KRb~g)!=~^i! zy$;LBBY8h0jeqDIw~cDE%SX%Ab;lImV@RrH6irU24D`;+_`~sbz!&WLrD1sGKbHpQ zPCOpBGeDF-O zWjr{O0Dy}V2(L?VG#c7b03U6OXJI&@u-*2O{$T4cW@HwBN9Fe8=1zYd|7s}Gm9OfR zu+#8iwEmJjo39U;)|B3zY6Tj8Sv(6(7V8-NR#jt z^upTa3pib4k%T;r-;BfmK3bUVg-2UVq5>bUU&!k11Ju>^!I$t)7g30_dIIntCF}N|mVcGHP^*1aQF(2~MO4xJ zY5Cf!KT0L&U3^Waboreg>`Hm2utZ40u+Y~OVt3;~iA{E??eEjv+TY*yP1W9CH`N@4 zII`o*_=h2rZWCc>&mmjKSg40kQ(34A*&%Iq=uIUsJRX9LkPYnm#S>5{uzYRP>d}-*r_60GWe)e6;!usb`V+%a1%&5Yyg3_L9qkD;t+N?nJgmA}y`!tz z!}Yc?K?ms3TN~%Iv2n9v`{U<@hQ;`O(`_hC zUxSyJI;9S}wLl4lJ@aDhJAK;2Bokqu=EvHe_kur0X1z;ZYld)$5cKZ*cNY4&dASc%U=zJ&7sv&=YY^@Gz#v}cw}6R zEra8DIOMs!YueG3$)#x$&34mOJlkH$0`hgdS-#d-C;-%-#P^P_JG;`;9;j<*btWhb zYB-5;6y0}d35b!CRxd$1l1gD3;$$f8!l(P4d;ki6J>TJ-pzwyb+^q%{xrn3cukxDR7LPL`^W*i+OgH(&QxQ$7aA!;c;ExTqH0~ zw2j1hDT=GdmHb&grPhV9fAc?ulV|RG)v3YygBBW1UsKJyp1@G0tq?I z3UO9TSRRgBM!_vnxEIvIEQ-k$7RFZ=Fe{>gIx$#e498r8;bm=w$addH)2W%LH9u)A z)K;tn3gz{Po@jt1p?sk$7?|F65NJdz24g*W?R6cT=)66A!5mG87J1hea>`$ADj=9UhrUA!rD4`CMR zUOQB}=X7&FJ7-3U1f^-ha=UE9UU@F*9v>yYF=j2+n| z$PMi^NbbNwyhqrp@tazQ)UX8&+O#MN@e27Ae`NDJSxPwkpPzmgr{)xe-(M>hw|}`< zsGTHs2N5;7f&?1>ib5agegb7eUv;{gB5g47Z}3AF6yA2(&IU7@i&g9oT_YBK1=qCq zel&vWdyL3o9YsLwxwMn&u-SMR#(jT?FoHj>kMd#U^}T{pQsLJdBfzpbIWTF@_k5i9 z>?IoRkMTlAR`(n!8-hEft74-34;8TGC>wp6z=pFT44AHvktGmsfx`YCz%jFvc6`=PJVsd&g0brHY}Hef+~0NJb~U!a z!?0Onq0VONxX1E%0J0ZS>ihr{N^ITltwqL1hhp5pD$1i0A-H`$tn`af{C7J{XM+&zcX24X;>9&ax;Q#8FZHk3z`l&kT4^%5n_f9%4gqP-{ z{Jd4B0C&?PN-cXB_4=VHZJ2qN}9`_LcYSSlYH&_hLd@4FaU z=}>^e_P(5`=T&o$V)2zEY=NP?G>OAbGWb2b0y4Ul%8&4)W8wICFAAUB;LTrW@+bY6 z|8u?khsxajWv-uezm|D_`xaj++uIomQQpAKGm?APMC2@`+wm9L&GnUkeChW<*!I(&D*EH*)@XAd;G`?M^nwg=!;i@kgT2xM%XAO!QT<>)I7r*bR8> zF{4?B{a#vvWByEcq8ysjSorvs1W?98XUR+H)bXc|FiZJV&R9PaQQA2t}OKZqtrd}JEQZ9qVQ)VPvwr5 zSnYhzp%+kiZ78f_8e#Cxj7My0I>-&KG!xZr*VT&@Y@!P6o579|a>&O=6O=_8)kyus zXY|G^A7-5=7`Ckjzfu?0sAcLJD2y)8HJe^D*X?#gF?dEjsu80I*r@|V7>3KS&@8u~ zXeQt}*26=t-mtUTZY35Tm|vxW?ZDmln7=fM2m}^a;K({FFeYe_x$8_uiuBlAHGCwhNWs4TCId<2}^vqLZB`r3b7~9VQyv&<1Cx5r1XVeH@AsEqttm_ zn6!k47regF=lxCW_QSVJKaUJOLfV{1*TixeXC%SJL`E@XnH3@{id$l&`{U%VJaP4m*!W9-E@H(nbYnCd`mW% zwzN`A|GF*~G=GvG_G({eYpMK#+pmK&6v`ju-Pd?XxLL=2^tsndC^W)(aVa0u6UvNouzs*+$lMzkxj-EOzFXDiok?|1@* z4IV0wI#zL1L_*S@ z#=47yz8ROrh%6uhxJqx5nf5@g2_;tlX|;AO4QVeW-~rp?Uw1nRZENP^%`uia>cYY8 zX_s8!_SsbjP2u&ruJ`M8o_huSA{P|yFUG=XtH^{x{C`WijD$j{tv3B5L=*%+zk;`n zl-%~nuu&3$6v%?A{-!i*d(VAc9V+@m*R8ylAocV?y5UV)?OeZ$HD77Tw<}y*Af8t!ywo!yw1^ifxo~#Q_g+j zc`WpHQ(PE=7?QWkALRG{K@^6-tx3DQgUS#ya!U+K0F|+(UnIEPNjdfBiyH`1)rZISBrKphwoKYL!<|L|=fSo+~^pA2FJPZCOn63UC=iMaW^z2C4W*bO}o` zS{CR|_R(1^EZJr3(h^RCoAJnoJq&ZQ#nav-4QW(S#GF&`dDw_oK>rP1i4_2Y*CR4A zfF&L9{dLL4Ix6N!5iu(B z`+clyv@6Ye*zGP23k!5pAsI6jO2M^H@sC&drf*#ONvxLaPPVIVyFzaw%@tbT*0e{9 zbkIlMk-X@3bVkq8>G}`y>`Fkq8d126B<53t zV=VHLm=MEg7;WVWXNfx-*A#&QBH&^RK~aC103LE+8@?7T%b zsgF!UbZtxq?oQV0<9;_>YLU61!&PZLFgA|3=ku=kwbs(P%y%Y~tQ&w?`h1Mv{PJ?j+vQ}!6)P@&Oh+crPkAoU1 zI`@pR=%vsqOLKGB@3}z97ul}dJwain#o?%`=+r5U$p5iqER^i3F9gItWaKRhQz=t= z81EKbXj0H8OYOp{orNGtNVttfn ztpQ(4V2FTLZH`qNa1OUCDZ)^2bs}kXzX$xP10CcyhvRx9{{cNZU*y^D;^qX`oZ~To z#%p}-)HDK{;h!t1Dk|k8^g6ZPZdX#=wI~y79)W82g?~pm2=YI&B1L|D*Sy8TfWMF* zDR-5a_O#z(;XAq$1|-xtNeS}rOA1P&(jvwx-aJM-@~xuHYJ)ST>zI&(QLBA&2&P5? z1{HOYL`6mv+GX#!MvnTn1?52+khHcx90sU))y;#$yzr=1fE0l`wAKW?smX#kZn#8V zFR~#UE>(qE2Nb2Bt?v-Wr}c@T@TY&2b|WK=?P`U2p@gu0$@NM5K(Q`d-3XeaUiw=P zmMqA9-8Q5QbAeQ1ywD^_e~X3hVKd-1qEI{6to+-G_Lx9n1P(!qb}A+rYt}`&A<68H z!;h+d+)bzw%uS(SC2ygLr4;I2jT?GHVRotsTzGqv+jEa6Fl;0*GsqpJIm&WnJ(HpW z6iQ?^PT}FOMhsl^p2R3x4Nh?-JPXD2+M@#VDbw+b;S#;_`$tjU3dxz`XFwtqZA| zLEVAiRcdniGa3IGUdNu?;jY6$g_j>^YiGAXP2w|k%8q3sE!f7+tGFMlN^JZCxYm_X z3^gN{CtTAaBor9|_b?!;q_EEyPrHm=Cbf4-b#?y_enu8=oL z#c1Z*cINpaJ@SgT*38G?#x(MRkng#xwu&QV({MwM%pJ6-@Fu&gBUSlX@&=&lp?ZVO zU4v{66@ZV8g&*v9^2NGzKX~1%IZ9#j!mbb8BZJW|xut65C)jdH+IC%!4SmfMAH6&Q zhtqq=m}hz=rTT2_6}^|H7}poz*HxI*_^CVLdyKpS!ow_#7s{A!J0 z`Tt5|VF7JPfnKkt6jB>OorPOwuea`j(g;cw&}mHVl8RBuD>be4d2g<>n{YzCAA4k5 z%o2t?$UA5xJXAHjzYz;L-y;eUj}~Pr|FqEKW{w1lNOt4dq^7WPAzg2Ac33qrJM%l) zkvEAL<}2J844!v(%VlT5k5g};p8CRg_37YRUTrr}!m94&6^EDY+rExh_^IK<>r?Jd zZvOVwXJn^W>&(VbljLtTBi|ILvvFHC9=TO|XHnPD)?pF`u7ma&NsdFcK!UR2@hk9G zSJ9N!A~ELzkCjb*C;`c-X9}*96NSH_TLpUOow{Ho6lO%en+bKQq&vx5PrDPBY*dPo zQBzbSC2j7y;|8c8_29FDTdOqJ_HiXmva32(_ttM1ubhyL$|Jam$DZjH>WocCb}W=M z@iobNe~X3hh=mvd27P!{!e>TyRMEr%XHP*j0I$+$S5vt<=!8$27W{}aBd>ym^h^(ehioM&V| zIR~XRaw&2C!JVP77&tXzRL6KI_RCfOSmUzp@vdTjrb4ycQBub-1$JJ1R*^+u)o?;n zd#R*ropW7%i-pg3Cp?Ov)K<{n$!~ZdE-3V*)YK=6l$G@-!H>oxg@KBKt`urZB9>6R zZ>qY{e>O3@pr7sM85s#q=jVmn703KYd0{~zgaZZQL}7}V-mcp0l!;%7nU6S=)R%x- zoXIi-bHFLmgcCIV^H_+#AAlwr!9bg#zvJcu_r~Z^YR{3h0846&CK+mEx-MrwCXYr1 z8~Sa}e^k4xI=)M$?Y*(^!~9OZ+*laKIH;kJQj?zh%K$gq;PGmg)Y)ON$W<+5Q`bOYsk%k!lHF4(sZd4CB=Bi5 z(17+N7CO~@)$NX*pZ=@w>r)giq%Isl-J;YHkK+4>_CdC}2Y%mdmx!cqI%!jy@W=a|e95s;i^1RxgmGM#U_(Dsh6ZeWl1HPl6UFQ; z7A9*Om9F%Ou#k{gX&#S>&7k2_)epJFNOIZyz{9Q__IoNMMUG(>$p&viVL48}8Hx+l zpmEwPq1v2p@piT+DGJj(;okf4uDeth=HBVW7qnatUAXG5+sB7^51HyFQX*7sh2-~U z@G}Y1C*B)o1np|ITyYPL!D03BvG4=^PQK`Qp~gR2&qSPXC<-Z(8+890$Xx*X)=K5_ z$vz^)QMirso}^+Pg0{zQ%FfArBwbFaimaw&av72$f4jGhvqXUG3I3*2JX(;h3p*WLYjiY_Wm4&*|4Bx5bqWc3#G7YZhYG{51GS9sQ&-$ zeanB-$hLJAb?Hn?orX-o5Z`G9UD4Bq<}iln*gb^=`%cNn?_B=yNQlz1(uXfLa(ZGPP-YPJ&(keXpmVRNFgrGaen>t z>z6ixZ4Li?)%6qqfNBR6Ob+0^e!(2HBh6rst=J&(>WmD{QHAoJs3{}r>gXdre6wBm zEOJMhG4f=8_jHgiTy0jUk5oe*yGaq}vXKjU$5rAEq8ckIiIU>3f}%wV z;YA+6BlSZ?Ve_ejN1qFis)GXzw<|1O{|DmxCP77SMU%zwt87}@a0SoVVhJgb)=3PG zdWC{}xL$9%5T_&2)us!qQ@Fmy|5f*$+-ZwU666@&wkwfiYa!Dbsezr6!A_DhB52JK zh?f%BAPh9skr%+O!*ghg@dm&HFD9^Fd83O*>FWT#O+Y! z%Cdjp|Ns0+sBHgPy*q;ZbGFAv*aME!AxRWMB32|_FFNV|&tgyDnW7{OHpfu10It0C zrXhC_+YNaSG>gh&%V9*XX1no$ipk(2@2};0kMo5!=J!%9AY7w}a~A+ohaonyatIw9 z8D{o>aQ&>)hCyud63eP8r>**lJdk(7nhk*M1D7aw$GX=rQrx}Hfjb~@971Plj38oz znqDX_*Ix^Tko-p^?o?T-oAsJwOel?Te`2V_3!tX3)PE55Uxm{l-SU* zkxpWeQ;?;h!h5W@?rDz~2aeEpgXn8=eo+n|PAb|yiplc2rd`DZ-oW9yi=W9e>RZY7HQuDqR{j61rqTh4I76sMxr1Z*AiC`TioSN z&97e}cs}?u^Ws1MWTh^_C3n1fB11C`8Z(x}4FFZbRCKvwY<=Mms3R!A)(Sh~?<9}a zHVx;LXrD^Wn^9p!y<}`~9HukHlJ!sf?>o8wC`=rgK>rMvj6DU(ZA}$su&PDk#W5-| zSwYzw`kdiIY77VBy@U(Bs2`G0T_F9Xk3=R~R0CN&A4 zYElQF5KI?AQFb8G^(e+5y_~u5G887Vq+pO~S9^B>p9JVtYF88%6KYb%EQh#AXea=K zcW9;5+_0<1e{;gyMV5a%J@^Ho;%Dsab|r-eQ+ug{?J}KZr;E z0v7)q9d)iC{OLH&dy11`9xtkI09hCG3;+Fgd+t)tBEy4)@f+|9rTen*EimZCs}ff$ zqmqh1l?PYwGHl2spftc7Bkw@rmz-q=lMDt`P>4Zt)3n&KYV2#!G9Hngq^whI(}oS1 zF#JTtqyY*e6y+#UUaLh$i=L?Aq5F5+(r!l?>j1}a`}WhnxL-kv*WMk(&s{_vz66M? zKYw-y>GRQ%&a`y!^F)R`!q0DvYA)-y=dJ7eg?Qi3iSCEG)-`nsnbV|;mjf>ACWk`` z@^p==SInzOQ+<6dlzk`XXNzZNi{lsf4~6d{BqmUKqHtxR+;TTd0@KyD$JB6uC#Uxig`$aG^o7a?0x0CVSMDVxtssgbIbY$p z+U(4EPc>PsOe8c70K@a%F?Y&#W9)LQiAMk!4^xyr1!~p-6n+vER)E5ww>btOrFp*m zNk+Egz>CgQU(kNO>WH^qFsUOKZa1}&`)9wfdz@5}z%Oh$VahZZikJ%nw#0qvM1z5> z^ZwRck=AP;@$6yS7-MXg_Z3-u_%NAhJE3q}yWj>E*&jG^QyPqk!~#&2$+7<@{D(P1`XW&t!NSl9a=$q` z8QFJo{Kw+A$BTE1`-sA^0dh4?R4FYs*u*?b3@!Mcr3ny|k%le7@uT7@_KP9u5hKEf zj;Uy9-bv}t#LK{F5->mkPmztl=iyDL=mH86qaIOcHV>nWv9wb-DHC_^@WR7@NM!W~ zDr6^7)`>5-=Y1}u3z7M<`IA9dJ9a%JJ4LO8fhdxg5SGKhCl_8Q4PN9Agqlwiu-0bfOAt!aa;oe)c=(SsM)BmdU=u-$AMn!a?1DG)CsOjC93xXGg-$Hbxu7r?rD~*EojpemV@l5u zf3m;E|Hlt!Pudsvl?yMb9uRZt3{3KBy*lZm%Y@Y4e5V{ZLWT_mCskFA?k+Be@j}*j z!-$Cd!gmxG^9&}3Ca7bQsF(&cio*-+VE7A+OyDotJe4@H2Ms&0_Q$LvQ;U2Q570}+ z+R2}q8zj#!QB2G~K}<`0f*ou~ni+*AZL>cYJ~>$&pPc=2(Md%a!}ImKJ_s$N_36}?K7Ts4Y*D2@D?-^T^!3bB$B6o#1#aXf@k zc%i>EtRW(|FLR*@d)aw~)KbkcF*OOJnXYYq8+`H* zY(&mwl)|Eg;)p3$D-G3{+Fu2P(TQHLMIkEZ3q_*_an`ztGLqB0HU$wJl z*A-BBVU%4m7e?qYe7V|wm@vmfV>*mW=tFMW+UUbwg2KV8L3CoKHZe% z6=LLSEJo%idEN2Q)j&8IC&vzj{;DYS1M9!~`t|?Ls{)0Ed8b$FKk$grD8h1mz7D9f zUZ>ur=OLZc8Q#xelCd-hfd{q6w0XV|BV}%qbZnLhh6=@Y)$k-v)6QD1-;^)39|-Pq zLKIe4JhB{&&t6;?k*+9beMJ<;@}7_W>HI~qHz;%ou20L@%9w>y4hK&_5 zxS~ytg-ymWp!$kW;`(@b`44L|6yZs)c2guX$v1?Vx{le7M#6cm1RXXRg%_3XP+>pd zBFA8n)M8PyHL_HvNTXDhh$BkJ2X3W6)x8aLu&-7#7k;}%&U69ibh9bR@Zw4~*=K%? z>$V<*96K^Ky{BAvF4{?fLa(An8Gde11fq0}R|&5%7zWFQN2Wa+P#GMRL$o|RKj;A>SQN%#U579jDNe>HdF(Ef znrsV;d}Qub67V-3xc!6%UE;TAYJPdY@TlNI@OS`)Z%?kw18^9i;vRn;Iofs&4^c2nU6!s?=$@(e+TtLSE^;?cLE z@aPJ+9#u0J?vXDflN{=8M~42}$&iCrDB12|klz9dFRGzqm`or(iogr3)5Xt?I?aqKZn=qr&rA7A{>UM1I?jB#_ZDR5J8CKK_gHW((NZY&OX&3Xgd1~Qf#K;wG z-mYJM`t~RbC}c8x^XWR-8d%e?Pi#{C)_DR0zfg*JwSjybMS(x+d2e|$t?Q`popghl zb~aPNyR?LNbk$#D4=!A8&t?>gXZZH*o4>z3KzX<)6?P~*8R0_C)vQh~!3Rvm$B7Fh zzFeOtY2cAM@DjLyBWsxa>CM|W=RRIFs1T#KCl$t*o0AbP zWRqOClhtR%fxkGaM#->&y-c3dNt7=4nw@2xvm5E3M*)`9^u01gbe*IfE-2Ww;sJf4m+b{glx3U_qZtDRvo_Q=FBgvRyxIXJmio1t?d52E!8 zFRJRMZ1Q!v@LBcx-scNr93hdRU&sN9tG937yxCk4RGs66_INKU#B|{}AUI|Ca`LLc zhkT}C&=G^Yh1f)=3-r?a9KVGN<5j_UT`qi5{Q_BQk4tk(wix3=%+{c5_-VVUuad9n zK=^js)^49%A#~KhNd71n3K{MQm`GdrVhpB-AX00(&~zTT`h4?sVzls|PL3JBy|IoBZw-y#SxG{MjN zdLhaoN_8Dg-~kt!)omANOdG|Eqd4*~T!dz*P`L0QMl}OBio)ymT5G=W>FJYu%Y_9B zQ58Mf89V@>fY4K%j42Y%0d;m!8cc&?p1U)+B#Wc>>doyQOJ8YBP^3IIj~V_-If z?Dd<@?L%Zmv*HHS0y~sKB#nZCk}5oG>g%Bp(}j~<$YJvO<>=J@1%awq*bOdg7j{Ql z7Vdi}?0D0=@j5bj(8D~9ul%iY;o@UwlK&>Nyc31XJIjUVib8M*Bhg`0F7$Ykc~=8| zfW(HK!R?H47cE2h;rZhsUhE*T?J)Rei?Tvmy6a+y%R=RGi~ZXs?MfhnQnqu=X1jei z?OK-Lan1Ie65WN9kkyht_qfo6KK3iT_@W$_V)4;+xo}xYPtASiLeCp)BES%HhaDF> z{JLU*;ola9H3T1TK5e(#74Pa6m7o<7Ax6h80io(J#L@)v;b{`0W zkjyLtk=c%wqyw1UH(;275M|FH(jb8FoS>=5!|3EPlN|k2qGm@i4L7qR0S{q#G{S|k zi>SBwoFxdA3;pMwUufXwZRbuL@8kjFfi}gP>_W9yuk~B*wf+TSWRF691s8hnd`_@1 z79DdROy#|Ki!glKv0?{3Xg|bbOH#c8!pIwuag*5&O;|VLVnvEOrn#^p*|v@hKaJ;W zj^dGJt!BG@`LZSyjug)?4x*y-(*8mp^|bhmNR$ZkOpjhK-y4`axvzfV2cJPG{-JXZ zaRVdmw4vGx1t}i07?Fh}0f%qsAn?5bIKDw5EI?TCf-;AeN?vBria6ROc(`qMb0M_W z0M1`-$Jme*LXK=zakJT;CkFi(7asY~-xwqNu^)-6=;ac=ff>ACB3~%cGNTZ;zJhUy zdM+stj=XshR(Nm0E~9Pkun2J6&=L{aBi0#N%FOY$PzONvPM|%`hdmS`!R=zD2(N?c z5!;F8M|mwsW3D?UOl~9^VidyCop_V^LQhWQ%!Rx2g}&z*VvL-!nZ`e!uWr1;omgem z=R5B{{Vg3YRdE*r6MTq=5Sw9$6ge4E`Y{+%qGorK6|Tl(7(ztti&V|Ug;-=*nsL54 zKOfH-X$9}|(MZFLJ_AQRt#>5B0kY@on_fn7mNP`MBhg!hQz z8`5>|g!A&QWV<+-WQy*F{k)jBn9U9;;>`-OgpBEy9g zu7K!%6c|R%PB>>1);4pk)1tzKfTRwCk@kZDImWUS;d5%-V?@Jc8%!5^+zEQ&#cano z>Kay9(*YcIe~1t{lohy2mQTI>>nkQ9_{@|bUo7-kEcVL?q~EJr(SfIL@4&GB-w*=<{7N%RXbV^sB9 z3Au1c+aE%WdGjt@I&U~p&!%q}(lnZg* z9(fx5LUxMjt;IoY+E?^z#L3VJ{;q33bKzwuyu>fWMhC1*MVmdeK;(UySxXo?xY7SZ zTygKB>86d2py-tg^C3LxAyI>O`6^uKF8K79UwkSMcY#lBi{-!MaR|_b2eK> z;YD}%i^?@Ey09MUxR==D;+tlzFF2pXTo@(Ci7EU_Ih*;9yWT41cVCzf$5b8bHqBhP z7Z;kAuV|aNc8{H4a@$ePI&$<&pG@=x1Lo#EHOF{wq&w*Af~WXO-7QR$RO8NZs#8A| zLuE{nzg%M(O%={C{Yw5|r@URtk@s1UL* zH-xn#%-qTIkgrB=Vi_rOtPEjO4ZEQbOi^4^URhU_{TX;KXJX_dDsvbb-&8q%_)uaxRFJ~^?&4s-{w?rYb7emo&{Ulm@=0`EeDH{5? zz%r>RX87e8IUBUXJ&bXEPM+mg$`@h@Q7h5Th6@Tq$Ce)v2@5`9CZ6suaY>F|^%rtc zJN`WtPaK3qUnOauE03JD#OubH_w3jp2W+z3a7}a79c}w()3ocE3#a|UbQu>$9@Aq` zd9S9KKZ0zi`@Ui{cLdDolpp<+LvBWM93GWhw+=}XV`Sk!dP`9ZbT3B1uEH{E(i{VGA;A#MG+!H3KavY25*!_0p1_5$eUVYPS;0=w)#_WfbpKjh z2=$DeS!+D8p35IxjN`NjqO4LAYl>UO$IH1FapJw&_$ZBeQP3%W@#EdLrXPTZ7GwV4 zDFMVD*^mwmN&1VUC??sDHKYQi!js50M!BGf3y=5;bmrnSUH;_(?~1vQFt}tSt~wWS z=E9wRVW5h}1Q$}0f?=4yh{Q*Ok4Bw5Z_?b^+=@N#O>4xMF&Mo>GnEfrh>Wax(8b7= z*C^Vt&slF*VV6ZFyXkmxKH7lAOpi(+;>8kImLI4^k;%_18`?-GN-_@J zF#31_C5S>#c&G}S&Az2CU4f`(nXVut+Y6v!=W>lB8qTh?HjXGXt_5*n7v+!*Fqc~u za}qy8(#sa_0E>}<442Erl3=)AjdJ0~Kj3eFHv5Hc+#=_ain@pPJE^rq$1r0ms|-nS zPnb}m;HE05P--VU1E~0%qy+h|ijsy=KEf)yikZnG`IwC6N?GRRCQ(1)0mR5QmjnNC zz3-BYQH%^jO6z!2iT2q8jcSo~({1ct^lM!=xoeWIHy`N@kaz59GD6-BO(-@i;=(fo zBD#hnD0~J0eAYqnS!c3WE&O%%OLC!rFO5YfWs^g6BMmsQS7_#7k~~HiH9LdM$e%jj z57WKejDltuT~2Cv#Ak>R`?@0M3oCs#d2V0zT60Dl?hXB^gPQwlxwx3~g=&!7?3dxC2*s6>%kxg#|Hp2ImWo~iu+EM|GDd2nEHMpbjo0dg0?D9zXJZTKjV8P{Bgpsxz6Ne2>O!vP&kqvVWiU$pi=)?f8l8@ zx<5P*b{fXJBz{(Bjz=^UmJzdqVP-8G|a%cqM7sg>d1PYB9j>#Cd0EuM~Iv? z969|@9!-SE*V%V+{C{^9h3_;v4l@__xe)zAV!}FS5ujZ{++&6zQ6c+=GMR`eLxA8J z6;Q@d*agWDA}^lnG33H4?>qVLyNW`qUuaqyW)vz4zi_6;6gs7goJ;IFxSa$!BvN0{u?wjKTF73K#wq;q;e2`RRZQue|T%fA1;^p>`4|E}^!D zgx^CyzAGB*vcnX$AI3C0$y}akaotDPe?;;q&m&(+nwZ{9xUzWmsLs*>*G|Gf)~qsJ z)y5#3{3^uv2*b^0Gi{L0%2yk;7n%54DIJ!B5Y9}f6@>tx{ zT?{Tp^$YVnY{SgES;H}Ekvn&B77I9Mv33{)Phw46fCt@-qkhg6&$ z-;>hzxWp%PGkk&cV&5Vc3lXvuZZXJMD-74fhNBpH5)T(w<-+5*I{B|1DExYMhq*9e z`qp7{jjGJRcL6TwkehBQKSg*$5PDN)(8fe=$Z|Rdr9FQHtcpAVCl#^Wf&g3?bp(kj z9#Ju<1rQx=alY&&RF4Ate?%hL^i+uQakR3>5l|TVBiGKCLt#qa{ggR4wQWs73iSVv zo&V$N@nu}7e&PEUi{;@o3U9Q4_q|aF_9h_gf_A(Hgry@~rj$mlYoUnkvNEwHzlv*G zQAP*YcJT}flAdTdm~LyT(wYLCXD-YQV8x^!KL!he2+*EBq7xB#o*3x40U%;ilTK~D zN+lP5PJIyedW-lMj;`vJIKeY)p~qUf|3@A3>i5gIQ1_hxFw~12qVPtO)<0zKB%q>} z(q88aAr~fNk7G6I{KavMYGbPxV;&iK>|(~4xsYnGG*Ut(2%o3kz4(P(pqBaOs2SDSPiJbnAo;~*T&VfN z2EaLu!W&K0{D^sE0AaAj6M$pj98M@1Z^ZeVHq_dT$_=v!R%}UO@ETdw)uJ+rG3+UCWrV)!g3X*42 zdUB)tPOuko0)_v5qi*33;X>QXK<;6{Ja*>7(bJrEu!ML^ROTnE?471|6_!<&++w{= zp1G`S2tj_KL;^9Eeg73FX{hHJ9YY^Z#@eo>N4646E@BJO)uSk^1`fxij!85*Lr7h3 zc5vbQKQ8COyze9%Kcb{hq;WR z|H-T1l?;!UkdHrxKVkJQZ!k;!~mfrGSvdI&wB~goi z!pS_BLQ)QZLc1UNbE!F!&rH9f5=T82>JG=wh7lBQR+9uaHiP&6eE;>i*WSYo>qOkVzc^=D;#GgW= zvVMuv;iJ=dQS82?$|;Jnn*vfb%on2CV!k57h_ugy;|vo8NQgI}&G7f5$!><_*Bhq7 z?>~1ET&~wA+xYKBy*|Eo=$E!)SwQY@QSoeP4OYEomz@I7=gePLAo9M?g)&@9AY|nP zhq^P;^gKESWw|isU|z^j!{?F>8JkU}O=U=DU(K#%1(Z6PFI@g}!(QQ!s3U9P zt~T5@MTDHw8RQY;WV|Te9BEU^Kxvftx!^(otUy!0F7&Afh&v)8s;eLHL?1URXl_Pz zoOnu@*|XdN)ts0*OD@=Ool&*1d$Q}uz{AjM%t}l|&WZfzZ%5(B5fs94I)cLG*PFJ- zKcK%bqY4|_#|f}>ic*oT9V5O`qnx{+Vw8KSJC`ecJdzygap)f&QRYsinmDmt^y-MN z5kBl;+uNo`G9<3bO<{cDm<%dh`gpWOy9zIW{;^-Fh`hJImq@y9sr zo|{Cr^Jb|9x7kRhM&%AfeS`NnB6nf!L?xQMD7t1hP}H}h)7nTuhN~v2;E~S+JlGR} zC|sRS`-O43hL;BD3?}Pv>$=u=n+wOr@Y3WtPZKw2r`C`Td{!qft+5)%ienMwLbkHp z_eyo-iWKVD2QVXW8P~MGBKlrcI03Sf>hw!cOlY-0?9K)@f~~yGT2FhtR~dQmG$imH zbgl1l);a@l7?;G$2TByVs@XEtbK)o5dg-<1BC>23VY}<3c5)OAok~C?L2u-Mhanu+ zMQ{Q#>m3TSzLvKQ|Moz4Qh$hb0$`nF}xNsS$55sJLs|)kqUX zTqcxGQk?EKEOF@bZZlcADOF-_+>#gtp++$>E#xuJi_&INjr#Myy7n z!LgKc{#+t$W-h$6n<0^Dm7!!l!EwAO#k;w8HrfSeN-~sH9CfekGDZH6>vE#*3ZFcy z?K`#8y(+b~d~r6gES(&tSSM+JRW6jlzu1#I?4htKFy|+d`rZYTXrSsk7#B~uukNJH ze&J3o4ANZ<<0oW{!$?_*?X*h9jd@2HO9bUhr=wG`iWw`un7G%nh37a|)heU%C#tK< z5}#PqX4EYtaoEv52H5qU%wi1X!ix7hP8>9fABWV3UBIC~q@3hp7C`bZpO6^m7n>?!7-0c=Yz~|eh1m7gfw9(Fo*$|FLC3WA)I@Fgb1H_d z*fq7Z=>6~liPUj8x(Y3{u^3`;x#J&$5npcGjeWlmJwx=#YJ)S z+FW?@;1@t)l9?y9xMj!dPE_j2CIGA0wa8T)bw4+qw608TIOg62Q;`13ZLYBx=aV8J z+v94Y$2x#`SL7|S&gsOxmt9bWcNm9U7>iD#pt_@FrbhHloT#pJ=Z0cu%plHOxFbf! zD;HV|QwaU8EuNg1%v=XO@R3G~ox*8}BZnI+a_|$)=0=uZaJtb%ACh;(##pkcjF0NZ zpRtJ7nO)4vmv)!aRE+#p+Z=-1WhZ>Ey(`Ii$&Z@3a98al&;r2}MjN`quFjf7ejmpm zAsb}!iPDIINF3BtWGFMboQmmhv_LM@gkZkat9~GNIJhZ5NuPCP%O$?b`iohJZXAWZ z;Dp((e`%R?VzP@a!+w6@+wBwzr!*h#7#Aj1sYzMidejGu!~G}ZP6k$-vmoU8s7w1$ zDxEvg#Eh&_F2Zx>!dTQUys#<7%{)#TtDP{6+4#o1A@T}bSTxLF{A;Ji{GhnPb*P-g z-h&IDRa2WLmJ@STcaaMLg*;4Rp%+B9t8AI(-c2GxqEPh7%Y1hK6Y^t&^V;g?6n2qS zmP))b7wQhQUNM^L(G+{^*j-N!XQslayYMU$qZ^c*Hr5#;0J_s9BJYWwl ze1G`cV(A}E`i0BQEx_q(@|TPN z?8Swkl=Q0F5uGeo>pP9Y79B#i$8v@s#~JzRk9{g8a(c4iS*`?SEqN|BG(ACtOpP6XO-*!H2-#~20t+D0eHa~I{+NiVU6P@_z}f4X z*bz4`QmH`$X0nt63X?(4N;fL^D|FT(U!cvEZfWnOBEte-W8)^JMV9VFS;`D#cyXXa zs6ORq_veY|7nUd_N-q{v4q7_~+*ngi=lWcTS!@6M&V1obli?3QVF5i&M3dxo_P_)0 zCFIFQDXn1Uj23kUoV~?+pm&IKxYFB2d(^G}PSc($M0fzv8ZIA3XfNJ8ijS1KgwT`_*{Dli~M9VOhPhxxLqz>9Ix*% z3Y(mWVe^qf%7SnJELw=!G_73vXlFyw$b|kN7gN}1v+rK!2SwOJrKok^iG(W}#T1=0 z2RDquZ{)&YQdM#aXhmO*E4-ZJG62J?m|oid3rj@F*P{wOY_IHoRo$w{pmH;V!xc92X? zTxktXNDB>;vDoh#()DX6lrKDc_G0nubQ*=5)4Pho=jXt1-8pR~=+jmZnL{DEt8vL| z1|cQNa+aF|Y*9(8b%UCa`#t~ zt*RW<@jNZ*GE?dxT%QZ$Ygjk2IDWi%|9TpQH|rRFXD)03eFVZ)%@?(Hyr!I_X)F`M zf3~NDKp27+6;eu*+F!C?hi2ckg6Cy9#YnGIL^8a%z$6O%Iq3ezuP-3#J?j3!|M4Dw zcF;MZg(cMmfbE~JM`H|kbuO$-a6;D^Z2APv^o|KBJPB5AieQ)v&--!VNrF1^)eSmBtptT8Wypq#SRmQvt}tENin6!F=Sfgm zWjC(uP+e4Zb&e=}MedZ&h2U7XJ)xx97Xu|1NBmsAL+!=qi~KhpN3x3Xi;0n=y)sy; zdV`xx(2PheGn6w>JVF5>-#%Qpg_M8y{m1lT2MQN=7=;b2LTDQ%L~`=D86jz|5K-9O z-ryeuVNG>EGYgJMomA(n^|Vw7#~>vaM(-!ZY_Of4=j4k)P?p<_&SG^g7P^Q=}ntVeHlKC_tu_vzry}I$-h-yuUJWrw1(={PyU?aA8{fT~)uKZ}@sA z3eWB`3i+UGnnL6dbdCo;Akqh~l?xN~;Up?%*`)wMiYdFMRam|)8ZL|~+CTXq(Y;2^ zRTgmdx?@Ue$&t537?GM)s(h|Mn~;dNvGkE&Y#@^z6=f$i*yJ^?xZ89`TT>=MCqKDz zEYnX!iu-6YEI;AjaaWAI*xX?hG6ow7Ds+lF=$Mbr& zhNaR-lSwikvE2-iv(|pJliEz$$sCoBQTH*K2gUv>P@=*n@jd}llBuL%)9*{o%YW=V za<6d}PspmloZ$wthOIOk@<5~XwP|_jMs#YPKQ`F7PbdU!hB_s~g*n3@MbRWMY|t^3 zd|=rR`)%T;D*O?hS(rVoNgTc1XeM;%Rm@t(3IO3neBoTPI!_jYF|W6n8s}tJfjV)9 z&4qYo7>1C!hGH^xSMn)SAR4Lqo8ZD{FAO%vP`JLUTzHO21gyJBx?d-ka{URjfDLD^ zO;24Y2UFs-tVk#jW%?VOXfsSS78(hfQY2dz(2BIbfYr9T2C$p8j#kA|(LL^Nk?!tw zB>g@G7fQ`+6ZNf9 z^|WEnFi`Bw7RX{OPRU`5U`<{$#tX%AOU)H!V7d7a7c%<7x?>K}kYPk{4E8_r^wVyo zWZY_hB)gY;u5XfZGSt?g{K?hzqB%*1_E=N%)-}8CE(%+&{5t9wGz}qHDUQRFrh$fr zwy2DxLNddR;^V?kO(x<4?+aK`Wo*C0T4%- z!C`1z4KX9_UpliXE6Kz<<|TO(xx!Jtf{`bsP|r&N`qL-gl|<@fPU;(+*}hJ42xZql zr0_+Yho_x#zKUxox6g&EyK9lDH84;gLvU(f%|JKSjce>IZgX=n5JGTau##*f&JE>_ z-l>|uu0iIVI1`zZB9R!q83C1P6~N(|bneAy|Vf1rM(RaNa;=yo5K| zbm&FuFh93h`I$HAWSbpD)7WMK$HaN+OO*4h9E#XrlFJLK8bJD?dKu1KIL(C!I}u;i z+UHOou9iA7cen>sZqRAnYYtqeJIGrza)TvLILUFB!*uqpz2SO}6Qy7z^ zx2v?seyD=4%qqsw8^H$O^WBDY7-NY%XK1bOF=`62%1Xr}F|d>kzjc#SL6^lSD0P6S zj9%`r(Q(3=3wOrIdCI*f=W3#lRGU&?ay$z@#u;(IfT0Ia?qXn%kGaqwtzXC+DeOg~ zTj_f;4ZQqB;t%W5MOna?*IQggt#;%F!-iSOmMTxw4&rP}2mZ3Z&0M%6Ux-mg$lRtU zue7*9yIhk97p4)#b**xh1G*u1S@SAc-D^^2hNYf2Km!kK!RHoR4+I z8S*n1PWy!_{uV?oE|14c+M#rXC`UsbOalSfT~y)=F6?dT_QQ5;sl%8x%eDj2Pry)w zx#DPK&FH<WL(Loyr|`+|mQk;kS2dhK5Rl4N#abf;Tp@fzSv`FK`36`Pv|IhtIfgAp(u!6B9m z+>s_3wFq5KC5|6dkZ9B7c7F zj*+<&PE{6^2x+7)m@W~*RE=3~S4&6iR9|Z-dcUI9kYlt(Kfj}-OJdbirL?K8Sl&nB zCsTgX;O#FDki)o-C~5%2hNiWi=@ zX;eI=wJKLQ_g!{B-C-1p#t&r~vNk3_M7MTudlwDDQ$|O$NFPn=$zta&Jt5Ii z6iUO^WZId{vmXhKSQNGz3zejYVrMr)DAEKYXiUX5CcT6sTqw;AVdlc!wG)m>%muE6 zfTUv+cq$XNFyVgqLUePNZzWI4ON~|izQ#lcpnBRO`(oQz77%p0WWtZfz>`{>r8By- zyU@CYsW8N198z|l>7vSN-#W8nS~YKJ-^u-mk+uG5!edt8B9R83rsY{j^%Y%~+7yZy z?1>LWVlf&F(t56trT`)NL_f^8=)AzL;bqbDpSbN3E>w3mg(6bUj&myNOHNAgRN2g0 zQ@YeG?K6+OYv0LziIHo`Ynk3)wYMTeg?=HO|5{9R?xpJu>sn1YmQ8b_RxNYo=saQC zXNn8Go0vqQrqzis*oM!s*iT;)_AV|=lR4{xijS(q6eaI=c1yAVe1#yqGkM|{t4 zoBK}gxL^3e_2)*!6Xf<`tB@X&2(Ggx4ZA;j^_(UJ_2O3nibLv3TtU`P?^^{^}GJL5ro7)z zyf2Jnk0BR|qL;Um#(f;_YLkwGB8)^kdNH9}7{a7UP9@E0Iz~&GAz7`=VB0KX@gU9< zxZBqFzuP@EgG*RQj072A;8t)(`ZN-nBwl$^7mLdhJFUm5OG9m{l*wP$=q_lih*Q`(3HRvfLswpoD3Pw}=ZT zOmYg!ZAsgzQ_sirMEOF= zOK`P-@;pg9vvq2~=c)A~cpc%wxT9~&%#@BdOZ$YeOg%PX-= zTH47<-e7fXQwVndSlQo}(i|i2>g;l+g*8`7Sgp`1F_;97Yyn_{oQw~|oe>-#=d7)l zCW9=%MVY~o=w!5owd{8F)r9J%7M^3TnafNqG>Af$k{`AXY8@`i<7K71qy;)xZ1YtZ z_6>bviR-=hot(cmK)Y|#Ppm_L6*?v^f{+M;B->z;*bqybAxaYDOJ1536K)5^r%oZ) zbs2`y^u$aR({>bz1Fy84eUzA3`f9?! zYYf-tLf&`ss{7I7`&vg%MXesX8xTPt{!cr{%*apRrcTAAXbUHsJ`3zV)~Yxz!V8`^ zgF2&3J&wYiomnEc>T%BQ3J;7-O0=q^qj*Lkb)tqo7urrCxj=i3yLN6nXAyIOT{pRD zS$Xe$C(j-%mcQRyE;QM#y!#H-Kr#rEcFJiBL(=VcwkuR)={m`(%-n(>Rm(qjUr%!3 zj>-l<0ra_6gUU#Be(DL}7i(ZiL<=Yck2j<;U6YCiE}e8Ju$qeQ{-h@_=t@v=m4lA+ zbl+W{3whtk@-fJ{-cK$Jz5ZefJAeyuw@Ds1!Q_hu()y!8bph{=#x9iI2|S;f3nv7a zk;Z~T`g$6K-i=AJkN3WEFHfjR2Dn4vVZ&OC<;bRJ^;=_`vgaH1bl7=3?sekRuDJ zrIVdqmvUiVsaL2e#iX3ii=LLk5K8x_K{7AsbM? zv$5b36{E_^pvN9$r{xoIb{L?yUI7Z-YSpY7l72(S&zp2ku<0vVeUN&gddY>Zu-!?l zx(bQxui5qS?BV^+7wV!Iy>ux}lZw={-i_)&g#6Q#hoDrSfkN&2 zS|}XTW_a@Qk9*98;-YhNb)Yp*jRhf`OsC* zk&!MuKfBP$EXT9&fgliMb_)VzT%iak46wBce8Xgwk#l;mNIs{sZzjfa+#zXSuPm5I zs#7m0T<^_=$A>TOXC3(+U%)!Lh{~=t%BZ*6C7oz)Q@ago7RhyHwS0z1^yN4lw-So> zZ}coC%=a3fe!3)0WA3D4!f_Cr+LCb zth25)-xy?B%>G>XygIv|T=>EES<8hDb_-=&ZB<2=??{tz%F{rl`>rA&QBs5gK(l+y zm0TFEo-8yN_1X@ru+Ht-Q2yEACU> zNdB*?bOm+p`odk(#1X8_=8}K>A){G=>AcVf+*auUr4vF zR&_BbXk&PZ^Iq)txE4|eN7rOKA&ZgaL&{l6xJaS=o zGw%`V>wJX45IlK$6eky9OElos0L4jV@CIuq_ZEfcBG#I8&O32>!S#lW9q)N6BawXe z4QoV^+u~jt(s7k`8b9I}4%8E-B{E09#t8-V{D|v{V?+L57b*)Cf<->;+{5la4o}jE zJVP3E($Gw&3(`2F6>2G*$nHf6P;|y%=EBRkP**W($9~ySr$UgWGD|AO2~)3V;!K(l zJwZ;Q^oQ9Ag<*8&IPQj_sgN|y8iNoFfypGF;s0cqDLqYYA#!2m!SHF zg6+cAwO4F!i%~rt7T^IX9XY||!pwy`EV4?dV_Pa`7i{^yr)p3-O5>s~+(XE!T9KD} z@>2I6w0g>MF$*$yyLWcF_Z2vh8kyQ_#j# z+u>D|M>I_u%sP&27m`znsVwD6*J_>SJ$O4TGGE>`%QKscf241)Cup5qPIvdhSY7Yr zIB6&unjybUOh1{189(Tw?!gc<(}2WAxUS>Cvn^myaM+pNmKtirFYLImW5Nw)Mr%z{ z;V&%-%i-_OyH0{xI8k&6ORu^}s%wrRq?rqMMJGB}mZ&*Zul+iV3O5W(sy#mR+PmO& z4p@5q4V`g-&0H9qoxJl!IWX^+7%|A`6rwFA5DE+zXqL}3LRq!Qgmg3a)L>E@JJ|9B z9sOEyuv0Rbq_)|KWkwHERtOJvYgVGs*lTm)FR<@KbxA`mgBHpHp_~lTm{==W!3|mp zy#~rrC)uygg}o7XS;RdxC~sicaN`zmApmfRhnVDMlTGqTgczBtD$sSqEkb#cD~^?K zBu$efncqtgNat_v`4=wSTbtotb72r&Qt6?#SAQZ=|9Z3uc_1kyr=7dGNXpX74p83z zU=cmy7sjcv&&f6inioW`kU+N0e&KStFculBD0Gj_3HKMWTUgs=O)iW;o`tzWaxRVR zh0Zzwrs7-kMSi9$+UpNmx{tO#37huV#5vdAmLE@3$fKf%S6HT_qY_G*9Ie0h|*yk z4Nk-~1Z^#p{1&0JnYnNW7gDMQQ(@H1?_DlQC2Z_>b$={8i&|xKM4qA-bq|wp5qoT! zp)!$LE{s!I!HOO~Ol8y5Y6ES#;1v=I0fUsR=@3Y4*a2>fM2LB7oql5ZiIiKjilSX# zAR-veq&(}u{Kz$^JiDFG3ZQ)6cd~;E>mZ^6wppYYfaF~}V>q-^$S%*n%PeP3T1%5n z9Avo*E{v1?TRx7r9R^48Vt_-8O^6N8C{@E2x%+V!LU)9SKXsi5f1Ps2#JTIa*7>Ml>YDx+N}LZ*snH*@em&od6d?qK4WTHfWJoD;A&N9WLV6 zrJi0qr-yP>EXDM)f}+zV95dS#R@x^kT9ZF_H$Ho})$X=#iU;Xu2!t zdgI`x#z|eVBrpH=A=oQ7$f62Um7e#V?Bv3b^9yMtNvqrLWHvdZLPew4n;C8WH&5R= z9zM~fPR58CF0?)TaT?gRq@zNKP@jXsiNq(%Gy4x$Nm?wjbch5LHae1$cy*%gB~Sf| zqzLuP++DIwZA0O&J{Q8B=Y1zT@`ZA0gHcB#s;e~+POLDHWa3>xq_WOQ)gz-oCuVc1 z8)2Q@0^j!wi}1MD$UjAuA;|zW44OdcWVK~3gun#&5Q7!OCqyGyO;(+nTAC)IbxkC^ zQgBmbn6iLj&fANwrdj$F!a#6+-gmM)Ul@v2jJZgky>V>YOcthTSoSvxNInM@j)M~? zv+FWf5)2CCE`20bJB%awlbZBQC_-7SyZ^Rp+to!$>+ObYH2@H`$XK&WcNhd5fvRO` zQ*dQ9Q*+v3w1Fd)Y9SJ%BpX8=l~2I3a(cZGTX0)==LCLCKv(Z!<0 zEA{6Z_-7GlTr69}~mTBz> zlEXJWuEDey$r5wT&xE1_@%mhdS?hbgX(A<88f4%-t(Ka-+{xuljjkw_$`{eDX0n>6Sa z^63ag5FAt}gd0IbDj@X&ob;{g>c5u8zr-J94OLq{Y2Tu0wQ*+qTb2YW9JXlnV!U*E z`M!x0bd8`ej175Cw_LOCXHD^MXOP#WZ`egFD-517p$JJsKw(9jNm;ItA&4ulOv9F5 zn;gCACD_xO3ofh6haz{Q1iJsell6V|3tJKS$c|9Rg#qqS3dJOvmZtJVsM$@+3Lw$! zZ6f`S;Yua~B6l;y9T@b(**jnMGq7GYd4`?U-IgY~gCW3gy=E??7`dnfL901MDlAG? zI(4jBrdq+lx-2@(?PQ^^tw(b&_6_WQdUSvDg<*W?T!KQ{8gI|HsTz;#dU#*(BKw8I zx=1w2anX$x_xh78V@=nAm)U2>(00~P%6g6I?C!=b_tCVn2M^&y+pYr3dKH3QY$8&g zGR_lFBlaOl)0YaYD?D#t-^sm2VLP>HEAa`hX>(IDLKyvJn8`Ne#oT7C6=mOBLXrxd zLPVk8p~K*J2`Eu$Lb>afV7Q^Qj2Q=|4%ZcBa-h?YxG-h<7u{c$K*_$JRg=?5P9|bQ zxtA>G7J_NmV99|S*a>=%xo|>zLk5)d7>{##y^gMtACAsN5$h7ZqwLMpCMPfbh29#! zRLa)KZycoQ zQZYl>g2ob=#DydSvgY;~D5o^6SA&hNTjs)07wIVhA$Jhgp$wMI&MU06kWfH!J?pIz zavd)BEKh*Zd zRAU`%CSM(DngyuMM3hT6uME`G5i3}a7|`-!&aJph_Ore7oxDQPs0Y8QdFt{ z=hQ;Wv@wFP#(#vV%g)2(a;tTaUd+Asoh;&F@#Mu06mHJ$EEgtgUB!!`r8#(->(t)^ zoNPi(3Lr!ND$;^+G9BpqwUaO^kTd~A0tBdVK!*&r5Uv$=gh!f4*#IoTP;Y=8xq@fO zjHyr)Q=r+HYMEck-fD108a7C4dUB?TNWR8a04G)K|B{bh9nUP{_@!309RySKTy`~szPx{gU&}us3y}1f?(WVo8dAP9^X+E zK0nXBF}9(d)72p-tdn#OONlh>5biMDfV}>5hXhB)xJZJ97HY1ebU#F!+=xC6 zHXhO#l%TL}i^NNv#3hzN0%1fwT6|JShy%-#%cw1_F%~UJIK9W^=ydz~g(In&58VY` zMFY+gnjCnFF=6#zKL-lm$#8Hg*Bm9BD=N<@Z_EpBDCX7gP>?*KU0sq~o!rorkJe7e zld7F^TuRdgyg-ZX5r&4bkVXk4U z*&AKP^!=sFzui6;4#Jb?)#2;KxdofAuutsOVRtIdtN4?kFozpL z!ll;*W4Fgf)A$gKSnLD}*`=aS7SPo+rqCA37pAJNSY%#n!g%SvLC>(kR1JzGp;3mZ zc#k?Y4U8zGx(El@ZLN`Vol-qGfc_vvZrLQOv_pT?DNFchLi;;#;UGMDhW7XUVZKN8 z{xPADnDX?e@C!ev)0ga^1?zVW%4)$*_Si@_; zk?I}f9g=>hU0i$bDtf4q4NVuHDL^mkXDFP$7E_KB#1<3LTI$O^5 z1sMun{0>~WIPQ@l5#Mp%X#3>xvzWQ?Ihp65f(vcC7Pqm6G?2*%rlB~aA?6r3P?b;g z3!@o=3a+Rll>3x>nC!Lk^N@tP{ub8WMQrObyhLH=8vp$5ElV z;l9IGGtm^6gd7u7`djni_!ufvtGGi_?YNMJl^-x2--8PmtI{(hG2&%L;m1D+lEj6J zp96&*7lz!b#h#xhr>q_k7dIlpg)?3Zllr`$$&c|u8jVhR&ODVM09bh`PV9lOqDJSs zNG|8R3)}(*S>)o-ByZ3iZ-B8n^_>|iIPo=xsppWX)JaO9nX(`H1BI=;hQrRM> zy>)871%<~w7@qaG@co15=nKALi~Qo}$QN>c%!T0kL2}8uY};Khi_^f!35}v`c}x^AhbW|ps1?tSqOdF1 zhKnWh%}eINh8npWCeRhGa-UsWhj{o!}sFCMdtwzl7`PR3jHaJQ3(po4L>$t zNRG86qmv4CjjrShm_7-^X8cq(WSNqlr+%CrHRnR(-};|Ut0F0kbwqF@jtp>`hW!jk zt|4!vy^z);W7hgG_g@n-H?qy!*(71W+Vr|1<|Nz-i>@#LZ;3Xg)1SL?`d&o(E?fvO z9N_R(%pvj_`HETAS*b9jE=sAx!oo1XFyr%ockwGR?lR zlOSM%m+P0LwdGJ&Hv@8bFiSZU3mqF?F@b9)ctVdXGLFcvDSrb$Uo|VCz+ixl!iZ}w zMjH%5kljMC($-mMNt!`=*KztzT)0@^v{&)y6CK_=?(q2W5dyROwR}ALNops7x8K#- zw=4Iq4%7^%2SCyQy*d^Y`f8ICJvF>cq->Z;lR~fF$)Xn7g%h~`+iE)v_xcl&ZD=wc z^$QW1Fr$nxgd5JKTv)o84Xts+yKHr`p2B4{<05$@f=Vgnx$X4r3L)3ocVb{@QE2ip zPoNYXrGi&Idi~RIA$Qc(Djggq3KhX5w?}fcBh{2T_b!T+=XHD8d+&3hooA_=VmYZF z&BamQMUdYiIM!*PA_oqJuC_cOy5aFB;zF92-|8mY&L(pnx(`GgCCJ|8Mo|b*m+X-A zV+PSAEu3n%r#8b?QMklk^{glzE7(3h=2+z^Xv?R8PVo<`BiB4#tV?B*NMyLsuSlgb z#E3&Y+SZro>USJjCrxvQfkGv5Atx+rJ8P6I6;4e+iD)Iys#8BI5Y&oGcUuBtvmzox zPGc^_zU*RuZBrLy2oZ9F#le~uRdCC;bTF>4Wry!c3L+uMZYWcJhvW7&{uzWlw{TfK z&e(nc-=F?uwG-TfhZ2%T(>l~{*rzazS8|Cs+1!ocN)~_RVHR$s@8!2G7jmvLDD6^L zbCOa?Z!W+aqM`8-EMzsJRjk3>o;ld7teP8dR355N_?u~GxIWE|T&*@mY=jMwaaUO#JMp4`az{YgH%9&z zE*y3f9%ns=4s{hsviu=jNU{$HRgKT11QFGiXO>FJN>%;MR4B3`b-7v@5fu|*UXx}90pUgsyoM%7 zoXyHMrqG|1J4^qHnlcLnh_k*T5~k1Xu#M@v+Jt+PC6|Fa-m$rm?R6@l9~pAfSgtz2N{`^N)ycqAYB?PG0%8(QYVgXY0wBj8#o0h z!tG_(gNh=c6|9X*N;y7cu?E8vC?;pa3izaM22iuf1{vaCxFZ|noGYaLda%b9I~&l) zBx2-#o7!v(=5Nh<9W&$=Vx)ncHq_Y# zX_ubPVJ;^N2wU7;hC+1Id(*6BuBvXhr>s}QHo~My&dPV#cQP{m^s%VXz5j!P=2JnT z|4ID9EKM3xZX-#&CbRE`rKHFgdWuKDp};ef0CY>R@Kl{%Tzi6g2}4n?wH`hNCr7rIRZ{tpm9%m zX-Y_Lv?hZn#FaNaLJ1?YroE0uQPVO_wk{8BN?gm$(by%}Qr9eCzgcfrrT#TIf8``f zLukh3-<)C%z&-B8 zXa+Cw#1B`#^7w7AOBTmVgapNaz?wxiFbaKyoF0(#%{qJyNM4ePhFC^k zAr*pKx1l;41uGPsbhlO`T!`_9xeDvN%ZG+maw|lG?u%k)Xk&omS%=&K6w%x$q;yma(rs2iQZ-e&aniY~tQVora zpo9X4#u`u%7j9N&C56=GxI2LayEy-?wU?%q87Rga;jgC3wTdX!S(Q$8HE*8_@33YU zH?``9*H#B0lW26MQi^MA=9`>ilKVO%u+J6vj-cTnEnM?iQR?D>&f2s~PUq~=if$;G`+Y+Bn0^+*1OXDPy z9nAb)8rDuiwtZ`uRfo^m>eKj1Jz*D!w7Ew=7Y^P55l9kYCfjA#3huq{}+xTVj6{Kci1n?(yhtXE|_KN z9jO{Em?qtAJvPOh%gSlk@XtLpsix1DCWEu{-|ug=J%$ohi3YWF!el;b)x{(^B~fu8 z6q4#NNP2ClOl(nDNOiR|Kd)KGbBW^RDaqk%8oF1_*N|+U-?P`6_nkaF1?)XJokZbX z-86x<6YkASy)Jhab)M+)D!Oh$VR{R<(Y9EJX)RY|9gYA%d61>L>fPB&mi^^LI3a{m z;;km(4~`r}=?HH@6t>v+%83{pZ(2$BK4l%9A{bMc+FZTrX?+nuF(Su|Yby*)Bl46f z-Fx53vj>ZJzb{^$-8&RQ?S#kT%g;|_GB6Wj$CxIQHEBG9(_7aw>}KHFiT1Cc0%pq~ zB#RuU9aG06>^#^~7p`sH=9m@DamzUs&eXKId!Oe!#g+zk2{nn@QYO7sp`?adZ(3<+ zpjV)*IL+npxO^?$ntSg%IsRku+vCN%X}|CeZy;l*FK8h*$&`1^djxggU2t|5x!f^ph>c=1QGsP7>P&sDEl zyr3+}$Du*02mM{a?JA)R?6&xDW3s?e>d5qIQXUSQm}~tMi`XO+f6REvq{oS=XEMtr79kXVq;U(Y=s2{cK2k`ps7z8c zwO#u^)9?FNiI_ua+M6&chmMU&9(l!M zdl-%tlbyBo>FeezzS!HI1vWRdPZ#1ptbH3dCjMu5++bc{JIq!qF^nLWUMcSOc<=<| zOpOZ`oXrTio>Fm@gb;s23cM|vlJnzO`tT<&$NRY_-(EIBy)0{Oo^=YiW^^)`l)Qq- z(i0ar;#5D-o;mmiBoPMf!k5EW@=%^O#Eh}JOB*?I$)yG4e7tXI!$k#=S5H!oIKT7) z-$s!xvTQ-Uda9zh#XCqatxb%y3$>OA^fqvx7A1ZkR@$TlG73s?^Z#`#>n}>1yZYm%NY;~ zvW7V#GK7=9t|5m!%?R0!MvUc{-J|fSy?-q(fV$dT#qka}VKb8znrIpMpnm<_%L|Db z)tPd4iqhldUMl5X$*)iTcTOI9+R<$Jh+0VkbzQkt*mvu8fCs>iIMb*N_C8s? zo2iH*5Y5#ujNWK0&|df=f5^*?09()6>QT5BzI%WRipfh4a z*c33zj`cm3eG8^7PXlzo~bPWuaF=MQFrR#gP4 zv<|y=wZ~~9O;>`25>(T^R>(+Y4GT1SnFgfU2_1O2m8$nmL36HoEXcaX;a;q38>}V$ z^1AB&?PF?*lIMetdJl%1C#yhqqCq-G$K$oI_?$2HGIP0wLbx_zO&A$zb5SksLVCu@ zp`mBsZU@2vTrbbr+m5hc=C6^EIFE1x4OcqMp%!c-v$=Dpgg>Vap0o+~mHmaB2>|({TclQy#wXe5DoUVj2*n z^~D(*y?(HCmLhVyXoLFk;t_V?!K@-%U7ugaJ3si{Vs6qg1 z$2}TPC5CBX+Ybh#h&naWS(lkUGvrL?u9a?|ofwjR4W0vk5 zFeWsH?ieP#HZ3U~G&`xN>ki8TS{~r8mJZwoz~Y`j-cGCb*9W?-FGAHJ+-`NjS(jAM zo8dAE+{T(qHGMT-a_PleV3_&}^hW>pt)cJgx&HdT&q190u4COh-fTc%k{C!6XjR=b zI?r7?WST6$;DJHw0`o9ZkO^N#GYZZfNSZ|0;x7iW0IkeK2j&O64j>%_+JWQ4b<6y1 zcH-POy11jN07tMUSKKv$?OJP=!fuFnOeP}Z{EC}#;Uo6opF^W=6)f`zw##PAUbB**d}p{6T&Evi z*XS1-xD5GH#0T~K{u6RL^1`ySK4iLTUu8`G zjD2W`k_4=+45{1uNT9!>krk7>cwFY@X*au8UhR^vIV`ZAkg*?mNUXKIW+L^D*L{%{ z{k=W5bVL=J|5^gR7%B4=sRM?k#PYl;U;1iDBh7(Q1AQGgGW>QKcS|r>!d{hbHNJgT z<*UiUUUP-);y??%iLJKY)IBgdNf+3XC-O&QqbjuRKSAi_qVZK_$H42w3I>y?sFljo zPSMy+0?Ybga0dymn~>|Pug+dIZNwG#F!hU>!%0bkRx68;JwYYiA|;)j%{7$tnnBd6 z(-}zc3=cf$#T4f&(Lj=)Gtp%9xSLi9p}YDK;WGXS>>SokvhMm)7>=r++iH!ReiVLc z543bEV%=X8BY~d7HXMZ$HP;&c$fJ2`7z|PUVC1{viXI41_jcR2Th3K)x@A|PZ&VsP zM^rQ%k|t4z<7T%E{&T^IYoT6)vi&-5H!sd)D6!qD=@AZo^_iG0=BYj8th1jcy|>Ic zVKKyiz{9a4L<|Lj{EitG4UfwnzfX6CLVeL6{t3IS_ksAJid=RSg4Z3whaef&23yq1 zaWXU{1jFz5afb(q{sBLLWXohP-nNkze41|uv9=69l0j7YZI8m!+OwC1(dhABo}=632I}rmnKm? z2z|&vp)UuOtU?>!Ld_mbAUi*t9l?y~wUr9ewX#n@>h|m7?0MX<(qch}=b-S{LJFbM z^trVy%kQ%VmR+rdG)hlA`DlpHllg2iPvqbus7ym9_BoPrZ~YnOZ3<*Fk+U#zlc%FB z&WT=K2UNlVY$Nq-5b2~V?@Gok3sx*nRPM#eL)s7e+hADXKt7OCQ@@(P56($cW%0PW zA<1rZA<2KZUE_thALKAELyIBH35 zUrH!k9sALmG%r7QKI@!kwn_NXuT~GwRveUKG~eR$;VV`ZHZ_@`H^1Uw;Pxrf9{K#u zXvw|^na5TW2*}gSQ^Xqy>M@wb%J@L=Y4xn^udZXZ@7g9~>&cG!%{4 zd8V}Nm5h#>eexzONoc#?LF-yrg9r|sk7vWo-VfuYBqx4__*K849(1D~EDy~V+1`xc zC&@u})Jhoxhc>asu)^(^KYod3wM1PA+?~8X>cJ>H0Rosu?^v0g>f5bN72UM0dulrI zwLrbH75>y~Mc743Hb0Qp6R~kL7aMk=RjAk4Q1%%3r~Rlb7?}CYE4roO% zUW2wB4?jD&w@TAQ6={)vz0KJN(Lb|W?=j#HDsIG4SmTi3BZeUlE(jp2IKp)sq)fCk zIOX;F54*d z3{*LGYI5ipcxdV$90gW4C$iTeZY3=k`-iwV;et!g@(^F*)q$As#RDHnpd2YaDTZEi z_mqGPl!gJc=n}PFM;AhhG8#!>pFY@Nr zVUkWoMT!W{4)hO=Y}(-yM|Qa+2kRZ#B>1l-ZUpOr$q@qu1AI8_rHhvg+(Y5W($7<6 z3;wJbR2;%?Fzmu5xn2m*GD@bXOfdk*(uNp<>sAIVd2lhznnf8wXb~+h?*MEm0N~6J z-}~;sWRU?Th|AQ~1M#}!Wb63C?dLLr5I~2lE97UxK!B?A|$rV=Ol9)diOo^Iq}|!av;FBZkup zQ!!y2Vi@D312g{+r60~7Wt*gfwrblR)j7$tZ%rd=C)PfYI4-<6kCBsNkdqE((EAK8 z*z~VOrP*rPC|?T?37kX_Z?-7>wY(q>B(7d74<*%9lk z011!A)%UA)N#t8e8%W5``4-Wj@R})d(nsDc){_%kKq#=4+3e0PC{jGaf2D8AF?q&v zyHXA!_VnEegupmeHQ7|FhA9c%mU7|~^dzYW9*B#r7EwtBV&YSK1#0I~VxkdC1`+Po zOlzxWZL4m&>OG&(awT7|-^^3Jb9krKkDr?-LTLzP9GcyUk2igZTAl`Fd-bP~YTYwe ziraCaMJ2)Oo(*~d?Goq2;`842-RCG-G5_2VXusvW#@DUlChJ4 zTG?_G9Q1Tmk8u~s^EuNtdU;@m8|v5ej&Arcbbo?z7qdk<^kKO^e%rRU0_tO)B^`p= zB+v=kP4mmsKvr2XVXjy8CPUYQCwcD6YpEMCz1rzsLQDy<&&A#y7E->ZJl5eL9Mjc66!s5iaC z;~hp?hN4$VFK)!sT@X1KB0t0_0LU60C(n+YHTxEc{~oiWV`w5l6n%hTMTAgaf>a^G zX1lpj2Tr|CYNOjs9gi3vBPG4S{x|Jv$0&Re^kn0?pP2y`ErFi65o?(k1`A#Op)G4hv#Ofs`su z`$t~stN0Kq<~^KR)NQh2-tyXa@mp!cSJkFKO45k$2C2JhI+t1$oA!FKtb|csVc;~> z(w;(jR7pL?u%~o)#i3l*jpIBPd>`r6++PAuxomi5cTY$HoXlkx8vm><`LBVXEsunK z9bKqx3FO|%Hu!UL9^CgSm;Tqa8gG3uSOLmuS3+}k+zIq{mZdv5QEK+7P|W z{Z87>;+Yu$I3#A}Eo3woY}+~jiLq-50lm!nwZ`ys_k8z+O9G*dbKvmLf-k zyJzQx%ybQNiE4qUD|Y|`+z-fE(b;z=D{J`@Z4lU_6XaoiXt~cDHPk2MOmn+#01-6L z)ulB1!W_DQw*4fcY}Iv57f2V^%=n8^;$tHe;}w(gtV46<)`10V&6jlA_`-N`nOxP6 z9MTwX*+9hsL-5$WS@YUz4a|xa0jElQT71xnL&?#Hs8Y zJ^&u`?+5S_Iw3%=jh9=I;*viFvk75PBsxY0YRMo*0A`Hrx&Y5y3%1jC0h9)4*iZ!w;4b;MTLKsKKmPXu?BviRuYB1iQXv*vMvSw zD8Q)lEg%W@$#yKJvo@T_N2VD)q>`?BQjxRwD&PmY_9cE8RU8Cjfx5qG&yqP>_d&5G zyHLx*pzn^x>UCTEpH4UT#>w!Gf2CV9i!?*{@G}t69x4G3ZCN9@t<<1B%HEt5ELASi z?e={N$SC1E8pJTs6EJG3OQPUPZu&ascB+Lu`nm}diLC^Ih4n&P(T|x>^qQ}&g016@ zEfPZbKn$i*Q8)q8yNcv1yw?-F zdnCoO0SOQj3fT!8c#O1A7i`AlP`Lm{a~qbH89nStZO0aL90m*p!)5!MO}&@$WNO#i zJ_r7I@!)J-JAMJ38;)^T;MDMoG*TPugToN%l}9=cEE~mNB^vDfLKH31J2w{QASc3ekDC`b@XizE`%H z6xb3T{cej78aW@GU>hWPQR-8a$=Hdm?#&ECbhsbzc6|+2=#9@Erb8btT;i)DJOhHs-otGZ?@n@y1 zOvp^kSiq&c%$jhy>_8rKo0%?oDocX>CH#38f6v@AwthYZ?vNuGqql{!P4{^~>0+Ub zr+wi`!;M=;Zul0jI#IOD6{Dy%@htb_n<^UuW4CDqkE-pOe)~h~eT`>*eOqAHCI=Ga z{OPUQKQr)(l_QwH4yU(8*`$zyEC?=t1rGtGHJ7}I2(GdQo#MVli@LW#`V;#L%{aJw zRqe=3R~x5W9*8yq0U};K`?{mBZ*hC6|nkOJ?v z^}KuicU$FKc3;Seku*m}Rgi}Mj}`o1*%TQ!A8+`o$UcY;z;E|9FbHk~kG->MH#GtP z-%p?_?;yJ2?iW>*qv{ap%MOjo2R!s5e$;4iUrHQx>d%Uw@(SUtS12}{)(>cV44-?T zR(;a_KomJX@qpiyH=KfH4uvW-*E`at!5J3DMdFQaebGdlJKal|Z?OsZci4tFe*a$0iNu_}optAx*MkX4_+s0_hIB zqN6bIK%eidbakaYhEA_N?Up8un#Bw3)HH%=8I@tUFg1i`@_n}uY`Txt7TO*!hE6SJ z@j$dhgR6A-i%q|+K5mCLL<2KsFSWXK>?|#7Cb)aVsQIaM`{A0qnjYcPOl9?Hc2>jD z9&#%bq-I!)R?7#PWs*B+B%fddIag);I|aeaj3_oTHJKzaxi@j`=%|NU*((!lglEY< zhU#4iZ0UZBCgMS`FIT>w%1>g>O>W^A>f+aLLMd63yk3J_RvobncJ% z^ONcFrh^sfmv5Uj>w=u7KmTD!&-I)=UdMLznsC?;N4&XG_G_^`#i$A)c(D>vS)E7q zQ>xg|Byw|x$?8ia$cDtu9b+?VQ_^aQYdVS)3Tx;Hf1noO|KVE6D}YCJC>(QRFCrOb1+kIJbEoRX%0F_1hwYYFZ2&}WyyhLeae)NogrMl-tL($|0iM1t3j=$Jmpr*bG8#y9`p((S*0+?MC`IIp4+cxUx@r5E` zmY8iLhfTcOFw1`lkyeo>tYXh9w6px=KSRd) z>19}CP}P$D5jHI`uw(&&-ci5r`#CSnHW7>mT*dkrI!9wCwX$6U^w^-51mb_Ypx3kMj_33Ri3(i( zyU*yO5En%NW|2*r@|m}bh|kwpIhO{#}S4K6(9 zwM-Y-ZpF4Lu>94T^Dv&EO!&_W+3k+GbMb${@mDuuXz;~4SW>qZxuE+Hwq|mY4jMS& zm&Hd15vRu(ui>4zlk8N>OUX&JFW^V}5}*xmUr2XszXe)ns%L)lh`&xTcNa6dg9fG% zvtykM2e`xrgDXNLxO0vAee$U_0l0z(YjFD z`Us(~82dx<^kBP23s@07!w53f?O4>jwF>po!|N;UEpSEKn*}fC4mfa}i<^V(il;3V z2!z!7AyAwduK6|{+(%#`3+S-x}e@0dtz*# z2V5MucT1x#3Z9waxd*gJ#w+CIRQ-XT-D*iRaLh;ZQ(=s;q^0`A43s=_tGX33F&oO4 zom%z9t#`X9&qUc0aeV%2l);^q#^bwBnRy<8eMM0;D$yi2(M&8C`dj~-B<>;a-9XG#sv~@5Vyonz8Iggw95dmcc-f`Zk z#k}BXsDbs6Fm!o9&n(?=)hmkm_B4uc*hNRn!eZSGEDcx4U$NCFV;v#t*}K)>i|1^~ zyqc7G{05;J+gWq;3ML7s?gtKR>3VXEuLy$_uj!V`P>&>s7uO1ZW6VvSpw{HetR_9~ zKC_jUXIdIb=}p|v+Anvm@2syM6e?{?1BF7A^tv4}Uw%yc8Wcru5)#37&&rv(|Kpvi zaMm)aX6T%;@ij64BJ#N_x5PXs{dxXpL!|42RNY1Z4s4LAO7~MVl+^dcdjZ9|en$zZ zE|twbmb5>XECapDM<=Pd4SZ5Fc-YbwycRPDU1?Z5Gs{(D>@p}YUlF_=Wt~|Ghr9yD zr)aDY9J!}U8n#@rHuCh&eL18eEjBqJIF?IP+;9aOO_VH<8E$>o*`6}AW41|>%;2%a z?h77843ftf@J8gZwo<#r3?@MC@@0eH(NR06fHsWZHlyUgAA8utYDqIBjKey8cYc(oQn(-V% zC8Uk`T_AN`_-`rI)?D0v_}8V$laB2l@l>zffQYQ9(|gK_T&ZO0+g)G?{X|@g)Flfo z$x*wHZ2n*{H0pss)X%(qe@fQ32^~DZK^z=XjWCVrBt>G?EsZwAj|@|blFwSlhEt6S zjs;z(4OQmT$r8ovBIEcMDr2q5brjx|1NvAW+0<3yQT4$kIpc1bcCjr6 z=d?J^TIfjf{Zlo~Ey|4mLBJf`JA^u2xk1Y8L6@~rrd9%+1PMk_rp@UQ=V4god=tjm zdNUeWG2}iy4LyM;A7t0Lo5kpW(W{vKAM=FN0Y^!_@up2-amRn{}Rw) z&DfVr%G<|2sS{p%)S;7kJS;7L#|EkkD*ff4aF?6dmd7R1OI5WY)(Ne!p=l}MByp|; zB}+t(6-FU!p=}T;0qwcrfHh%QPxjnm_mQ%wy|9C-|A2i-mA=9IH)v=9k3CeJ3d^6h zJ>VZ?ky;vxRaIiO0nt4@SG+neu1(kj^r8hlX_U6WqLD+662*z7Q+gUll(q5C{aYQU zpCcwp|KzcZB}%t{spX-oW+w$f$$#RztWbcW^>_;va2V*B90y%-w=6Lb6eYVMjWVQ7_u4DS{^gb`OO14$YLe^b>b+Q%M^fi96o*S|F z2GGqs&>+Ehn!558=-GBedd_BZGZrv;O1ohu-44NRw)m{!+hI0fDy#mYvvq&R!$osZ#;9hOLG$7ZrV@-teHyU-43=xLmCrK&8E%TP*)00 zy$&zUa!mER!^AY^jiiRuR&Z zd*G^H!|1}!*naHk;DM;;I`O7^glDz8giU$da&FQ;GKo0$xZYXanQg$^7c7l`Dn@;5 zCCy?c5UeWF4Pr}MAUAc!e`N%SWp|rH+R%IpJ7j7sQa1%*!JACyL^Y*dHeWSWu zo{y8ik}$s=geyES`|$m|I}u(>C=?`K6EpgtC30@$jUXlPzWg}~KIF)b?q&W@^g06j zgU{ykv5z%n)U2O)+*K#o$BF6qVRe+xKEOTXYf>{eh4`uEybthN~++WFcKNbR@mPw!)B=ikrAcBvLmk3Drf%x(F(V87y+ZaSwJ9}{?AF^264_1+UINr+ z(OH^L4qSxEKx)C~j6%!JlVY7l^)&FvJV7<(>I9deGMOL(n&`M@HO>oD*Ccm5Tx`l~ zZfcPFHKOe92`lCSgxHjO`0LiYIMO#p=Tlt8Qa7Y}BD}2L7c?%-Ba^#0CXfLYxg@;z z<=ihpT$MiZ zh5OOZV=I&JETDplU$xs-=1&a69 zqnxVg+b|K+&%7jp2b+JL+(5o5oy91LsNQ>H7pJHjwu*dx!hYd(-e4UEKT%K)%-M2% zGj(jrn-s@hs{5;0M*UAv^28KkkT7I~P~B+}rRynTiz6Blaot&YR4!sdy|Q-bt;CfV zf54K{FdyPH3>8V1ZxEbY1uQCs1Ap}22;(8?xmN-bcI zBlLgKHVrM)q9^LGFtUGWmmAWulQRd3b_t^{{ZpGZ>{zEIqnp9_6V`Wf{v~I}Zbv4J zCV_tL`CmEV3+f>aPi(x%mB(GwP=R5NW+#*4b1>Ie*MC?2DCTs~uc2vUA8+qTXxrKL zsT*Y9X>z7`jDzr;$L1q-9ROD3wO}}*TA(L=tlAIXzP!O|X3)nvcAwO6*!BzToDs@V z*^`}897&DtNDEp_lWB3cmA8_41ouP$a0YDs`T@;S-t0xIWUSmSVjExzOwlKu*NsbY z(Tdmjp<`s=$1JXrm(403$L=4LT@hMKENY2w(|Zu3&1bbq>^jx*Sr?tSmKSJ=KA{)2 zgpn<=4nsjbY8SyCrtI8>W?Z<+0lUvsW+E4{UjPXW3f`z{%2*kt;AVe@OgB6s%{+08 zDO(Sk5P+x$pW0a?=e3#D1ZXgP-kJ7b7Vmqvfn#eW;gI4?gk-gbn27Jta&J%$awy8O zQuV*BblYQ>!vj2g)m&DHopQMJTiI-z#UtnUg74?Xd1w3`uJptm4rq0u7joLN-E(T& zo%5X5^k-9=7h%Vo_Xa;_YM5xekrsPK^Q_S_p#&jghyRIOUd3lchpTXBhGm^opQx65 z9gf5j)uMMN>~_!YD|bE@c&=Q*^f*sFC(Zo$bZ}iq{uT@14u~vaJ|hnM;x>52ktV=J z`dTgV{*6oS^*i0||Ht<$=earH+dQ(5pHctjW2o%_y5ZY~t&ejdOa60~G+}8c2q`e8 zkNwDkyEl9`UtxXSG4CvQ-gAZj0@*)kjy+>@oMn!qfW`x^t4V@Is|-Y>JW{9yIHO^A zEu0F>bdhgN)@SnxYf>1G2UK5+_#Ibw)a*nnG%7b6ow|*0n0TtW5nVW(PZb`=0BX-L z1>{Uou{wHe52DrAcDEjW_aET4#2yIMwCiienx62GX3fM zR{7<@NTUkNrrLH_7+X?iC$V?f+x)nnkjjL`rFs}*Qs=2%`L?=rC|9-8)HbaH1fXY^ z^IB<&|M7;e*nhoh0N~y(F=d27}t@U}3OUejIh1P&|`%Gudk@? zJDtI@zew_)(etS8#2Rx$%;=$e9>{YdY_;Z+;jWnUC(=65jQ|*e39T-yebp8TNd#Z6 zt~n863*p(_xBaa51P>*l5yO$}Vy!V9UHCPnvO-CW=ddix>8Er`C}@v{)GvPlS}H`Q zmes#_=f`3?%k_PI#1(1-%U_Q%)i;e>cfkB(=W2aG@d^QDtqvM>wyU_Z$WG7{-K$n{Fi>a{YLMA=PyrE4-7#|ZI{F)BTbl8*u<9gKwwrLcPAVKW>j>fMvN1V@+$ z<>;T#qt(VRvtex<2EQRTdlh#Sgsl2VA8Z2n8RR#>89zNb4_`1BPofJCc23FzvNh~a zgvMTxQtP+!$WEHW>@6+c?E5vd`3`!nJ!4XLj{O!R8*ScKted%&aE-Ep4`&A4UW<_YQyrah6iKd`mJT`uOw+G7W_RH+X8qhecmnD5SaY#F z@U#1@g4_zFyU-TX<+;CKOYW1t{)EntX%4+yCs0!-d%cm8zDm7uj=r4@9exicU40)& z2Y;hbze{_355M`j&!1@Yd}G8K_qdb@NATR*(GCX&e>8&bc7}H$(Lfp(Kug?M{`y=; z8um91=DrM%p*Z@rUv{Hen@WJJ+v$te|W~k!|$|E7}Xau6GVb5aGh?5j%8Zwb*K@&3E5^e^}}%GuAkVI=f?{ z;cPsuo+qR&lbi-)n{x-#6zC4v+42NcdVA&x%-f;rbvaWb=kgNgzcHt2`dgjtPjmEp z=bcV}Jt587$I>IxlUq#($ofJwCp&HlVIWfXoe$ z(yRLNM+4OE!Mx3sq}o0b0w+I{>hc`wI(2gD-wJqgd)BXt{nCHt4>aG!1IoK~yq0en zE)Q29N=LMn193MmTN}KIlJnq)>-ztl?bFJmO&W@~A<53<+M6-LfAmVu@jrdybD@q@ zXb8x5DGf(jw9OogSE%dRMRCvJtQMQB){4=NdY$4!uQqgo)m6O6$&;~!g$SMMMoz?W z`av-ExRWROaRjgJ%9+H@B8G7+L1K@UbLiNtW-2>`3~o$+NOb<|O}F*bhmpKAf+s2a zg1JllUJ)T5?(<-D-l_*!{4+f(iDjEp3I9*6^9HDYk|h7ov=y5---pg#mZKF+GmY7prTo^tLd3Y0 zi~w7gKPW5{UBdFXsr4gbZ;;JO?p#RKwG7(*D@rjFt^62|qs!%SOb|>PksFD;_;3Mg zHKo;IjAxO`FcyK46Hc9WXJQ6gEv(MUx^}b2g3bQ8-ZlPO^7<=O&5cjZ8AO1pTK;#k z4)a{KJkqxOeg)B>+gf3jn2zrPUVsP1jMx%t(mFfsqAgpW|0Ird4^h?GlReGv=HP8+ zg6AvKudBFzIOiY+op`8nv24hVPjcrhZt5qlo^|_{?wIqlE0tTBr)wQ@KQFTLWb0Fz z0-S956;AF`*nXayo*h4Bjt8-TgE}m-~iZV;|q7Dm)n;y8}23FGteiZ9+WChQy?`9Z@|5*^G z;jBsGjCHfh3+X4unI;ly^i2LTqc+K|?!HXf>IaQSeH0r!&#Doh!Re?uz5rL0om@3R zGAA^#!SD-ae*FEXx5!yCUr^zq3AJr^Jq}AfFi&S?j-T^)6Lz;QbXmZv$BtoZ2?BlH zNr5N77g0|3%;ATA6pJ6E+Q(Wn-N2)iUg3g5cM$0rJr3vZ%%S#|6+{|(nJqGv)b+y_5PZVBE##*U%HCOy|UP=|^zz55+0s#+8=FD6U6eE@s9{8|MC2-?e%d_ZQ~cF`^Mq)Q{>7u0Ph< z<`rr0X35A&`1i{_)$2Gms@+IoIrFE?D*AJlNv-$lA%4pTV>njoy|d<>cTZnlNY;}Q z`1Z2x?`2m-Gp}Sjfu7%#j`w3!`P*R4HJXoAx$Sp#Sa#{(kFMMun@mWsq++wTglb42 z0`7}tA_t-};0)VT?WbiYKVQVaaud>|x@X>fx~@*$hjQbA?wWyn?LrlDsRKtiy|74a zv!8-}pc@$JM`iW9>{u_dU;9hSh6>f`oU+iB1Lxmvmi9`XYMd=eaN#_me%;RsTQ5Bl ztJMlYYlSa!Ajqj!HzgMILdVDO41IIwTH=<|#Ydz_7~frI@wAUa&51(~;+}|;C0B@z9PvbGB5z}{HJ7UN zllfM2dXxm=hdCtUYIlac&ZuO$P*y1+%DB#>HpSdoX?Gdyg{AFkbAJc$=z~{DuCvUt zL{%Xk#O6mWnAPI#A)H=4{k5(%a6A-a=)yEorkYRLX!}$H(<#)h*P`Hlr0HJyQ_8L= zZ{`KAQ}9tSAS=8HbPsSv)LE>H73qO3c_^5|Tn%L*6!U0EHKAL4emXu>s({M2kq-G$ z*BGwspjHg8rsU~2^gT#hGH0fcIWkzA#n!N7Ccvt(M#gKL*DX}Aqs{rlA%i~|W}Ld3 zRN^S8g5I$hR`bDGhd=5^j49nVvE(0UZtgoh7`tI+kv2%62Zr|VhN0l6boyQV7>h>W zo=FEK^>vI$47Ck{3`~lSRsk({ow4jW>g(vYiJavfy$&#m3_9iu zo_gQEzjyQ{nCe*x{vkyZ>F%+oTR_!9Zb*A38w@l_4B(Qb(lCKD=j{$jXdX^NBuFQ; z{9}~y*Cbk+GVFzCVm7iD7BEZy!lp@p#nkz(Ayoaa17Nj2N1y9E4y`PEeFN80CuzK0go^r2{Vm ziTK}JK?glR@$;I0=fia*YMXOAxAeXB{loe6u69g4j*GBGvDe+PJd34A-8nh!EPRu5nQ*;@Gfy~ZT7@vY88m2@#m#j8|g!(Nhz z_-7PjbF+pF*S@l1M6BL}K6Lr^_zd|;%ee0lNYB;JRL7N}%SG%@_!CrbZfW+(uQg?eX!hadrbof~k>8j`zp=S@z~V`Et3D2XJF*_R z7w}97pUrmFk1Ky~Yz|LISi{%-q6UCi?PQlREHukdG4@n+iei=GcZ6Fmsy#T#T7Kqfi%eSKc{{ zs2xmsyVTK_1$P3qc~VhQwauVt=qesUt$(azt<7$PEvcrtt<=LzjWtluXF7-hqlSR!Oya+D8 zF}N%YD1-}L#x#SrSSKczp6S6K#pkNviKK=ndK(w+`{^M2wuCQiSC2y{69;N3*O;-szu3wgbzK{C^ zaZcX%b}uiO;<~*I+Hf^(mX^aepe}neE19-9?bgw`oasH0yj5hKDnD?aBYDd;#e_sT z0i0TG{o27CQAJ>MYri!)b`T#Uh}lwspVtnj@iM+V=s7RbL-%vEC))cv!9u*V7Zdx0 zA`8rPhO`l)dG_Lb%LOmh)Is)}gt&(?EYS+X@LSbFIl&jS=Zv%7mlHMZQDGn+&ess! zAtiO1;e; zl;hm`Q!FAowwa3oIf{O7x)0hNItCj9)hSRbxVe~wDtw6bcu@Uy+(2TOGT(;lHjGP0YS>YBxFKA3f6ymz?58597&Yif$fOosG+qHKnh_ra zy;3|rEj2GFSv}qhU*wxhsw#+31*FTu^E19ZfWFgj$EpEMV;gS%n$Njseg=P#$GbncC()Bkb$zlQtixEl0LJ4@vsfbyEpNErA@pC3;e z{$0V_kF0q4ylozu&%-+UY5FOM8p7kWW1pS)gdZjRoE;OqO-N+-5YRg9I2>Ts=)I!M zPNjpq6)1O9I!y4>ThUi&MTGcE`M+2y!}R#XpBq$t;%OC9efuloomqI!_eY6eumY*# zvPoo>+y=Gqwp%7st2a>dnnteCP?7{zto&D}+kStJh$E3NgV61FFeq^tb;wkDekp$eyO`w-h=4hu9#5&^x~k0*ee4$!@y)fxWAy5D0Jl82JnQ1Yg1l^ zS?-BeX9~TJ2wWtI>R#w$QjqJsd2tmisABOBP=ZVrHcFcgR%9%8bUN-^OKkmAF#E51W>iwQqjP|4Taf#OH&;inlDX#o1M1k+rB>(1ER>!SvesRw%E)M#vF zWZNkIiDReg6|@(pvPyc+@s?S(;6#odT#|71(}Lg6uwCa2Ck(PPKPb8)T%$- ziEUut8k#0fTrr4kk?)4&4Saq6o8Pgbp`4Q|Bam*6_5OXoGLxHnB{!)_XnD@W?^)NU z9anI-7N$n0FE)>=D!-iI!1e$Mp+?eLvZS$ z?-YBx#wcCank1_}2Q}dCFL|?K7yS{sD<2nY+*`Q)_%!{<@`M9&yFL;04`=VXO^Vg5 zOf*5X;CZmFLuG1?dQ{!{KxgmGuEx8$b(L00TF$gr=g@x?>`%=r;@Y^l8T5ZRA6<}p z-N~*laVpFB+I~*u5#F9;UCYdf;WwIY#49mX@ZmjoG!9tSvMH*Xl$Ey1Op z%&9Ea#f0!YO3l@Mc729qvh6ZRCVP*bq1CJyJN$Z;zB0Kb!(t&RAg zfaXk%)Pf$dsOJ#r1w2MDDNA;O9eHH4WJ9pNvMMa{K3lDb&yjG7$B%w*Sj!&i``w7w z#Np_2(0Wl*9fQ&9)lwA6vpyBV8Isi&OA#G4o#HghqSZL}e0n{=9Ys`V&c#^VM1=bHQm5yk}f&Py07RmiJ zoaN)JMst#yNfA0gO9)pXRiBS*F+(%Sa6WQ$8rRC$#I7zi;ZzaH{rB9mf1m6~jstPZ zvWpuvn#l-0ZFxo2SbITi*qt~}VA0$m&PryYi^>I06ZZXih(IKM+WvBoP41Ep!}r){ zS&f2iR8o-M%iN+aMtcg9L+aAopV%df($nC1y@*VkSND-Rw*^vaS3Jp9XAfORQS(NM zTGe%e)MLRz{#NR@r>68n`e04NE**PY*FGKXf76dcV+$qQOQbC%{z?u!#Alh9dqXw{Fi`B5%Vjf|{qU6(_t0ernq=T+b1TT;JnPR&G)Blvbv84qS| zq$2O@M3d_BDqzK>VQtL~mvL)~D@*y4+@;lmV}+;-(J{MqzRw+)+Tzf74rr~b$IADa z#qQ3`WzcDFwys>aXZnw5-BkAJ55(JZD8!11Vn;kyH2M z)C&C9O(EI#*gWA97hj%M=fb>+SzvKXBibT;%u91bxrJOv{Yu3@Ivhm?hnv&j^PP_} zzs-(fid(C4()cui3?F3GBM_nV*yMpLi0!sxg)~;;9yo8+<3Z0Gx7dbKI_h5~Uq0hj zwDQaPU2AAj;*CkhNd>8gFoaGWIT8)B?7C$mHxzp~O5 zz%?d_#_Ta~#dOuy>*KD@yvz6rhF=dQg@&YDG_*OBt zl%Mh{B>f@-)Ni@@9yJ*IUpn!B6M}a6^klmKT5o{}><13QM*aGKx@(#F?wJ0btbIf3 zQtkZwY;6OLv^e*N!~MLMY~@UeQYF16Dr9S4$1gT8v*qJ7Ix5R0ER|D8W~2u0h_IPF zjFf~tjrjlWPVr*TEnFS!PCSO{tvq?yl|hWcNz@8``imF1S-# z6TtNQnk}_;gt`tI9P2~Gn;p7w`vD9VpcHcuQutXw;LC3RzC7ZEM7`eV71M(x{x15; z%RltkHJMT=9Hd+uLD~ti6~(QJg&U!;s`4t=9jbGXHgMUV@;wbZwoWTMj+g-p%qhfE zyZ2H>b1X|B#Acv9oh`9ioYLtY9L4rsv4C}BO_4()RIYJj&dDPQ9m)Q=Pt?LGnvJj$ zkE76H+l!2UY;$W-b;<1-zrWjX2N!CaBjS;V7)^fFn`xku!^VtcIHP?J)kGOE+ODPL z!I)Ebee88Y)RUQ3HiNe(1*dIEoOEXQJJ88ObE6t?46z?+B5twg0`m(dWoYn_kvKSK z#5(1~WMbqxcK3XTFVdCqFBM@k1CEdHJr7?~G~i`Z6Nys)LCz5p;ncnTA8WPz#MTn} zQQ7GnU#7^4ibQOPWXpsD69Y=u<+Sc`*b}4Pfc&Ja!oxX^`a2E`S`Yz-h9s@K>L@Ys3 z*bCPSH!J%#UHrCs++8Bu_5bj_D}c4jR{gQ`aa!;=_Z;^N-i(xZ+5lmurR*REH^T6= zj2XoE@#cb#s*Cj7`E8(d3HP)DqR}+jtMk+7Pg{>h`f+ZJm&OLxpB@9gp43Yke=a$r zrcghOTa11&D)&otnsv~SVF}ZwDiV0f=Pj7p2P@Iiv0EO;p|-&n$3AIZm+K`rYI2LQg`bm>xw3n+Bt{>n#od|9M=a|d2 z?OJm#ww%rXi}pp?4woHhHeX1NpVrc7=vW_Z7^SaCINlN5DxgM$Ii|G-rT3KiITma@&gGW{vRG-+rLq_NNDxlVsL)cd2|g zyhPxe+1u2H*ae{cgTRI`--TE>1a>AJu`H0ZQ3_FDBCJHtQs4~C*)oj2gZK=yP+m(k z0PDox*;{F$Zg23e!o-a9-ZTw1P#b7D_rve>?4Sr5Jg{?jVOcBu51kqKL6B-mUp<_2U6uqZLwW9@FOR=u_G zLFPOL6fJ&4p?{)3pg)CEvaHteyxEBXI=_3M&|&keTv_ESL?K-criSW9Hno9CN!i%l zz`r?%u0-6A7QV|+&B~DW-55Y9iR?EHn`q5R0o!d2 zn8U%q)9_t0m&{F=>d>}CJnf0rwqN~U2po;dr*h(Roq+(`vJ3_PyhA{Q3m${iTo3}+ zizRtPP)CMc__qxO17#q%Gts%*0ec#c$rVd`H@|`vYr~B4&-(GFsGeNs> z$}JB&I!X6Om~A`z;sz}T_c4FGTg3R?jn*3*6+~h69qVR`Gh$zfR4bkdMO{34zT*YJ|Vjnm}9G^e@G$d0#L7VkXkv3uB2D2T9y!E zqnM02r|hVl#6~b<>QI|rEq0Z?@we-KAstD%LL$jW*!2Ef)qSBSU-ZrZ zq;TRB6U%?l{3b%Z{%8V;#Rv8&i5+1kK24I{M&zzpDj~4>xau>?7Z+DlIl(=8uW@iE zxr=?Q8R+yI>B|}M9hpJS^8A-St8&P0+(lL|8D5keB$v!D2u3B~apTWkKwx085?g;E z-2`+C=9Yd&P%K@0o`Zc%b)m`MKJ?Pa4KYWf=Ha%LeHvWUarUe5T*V&{Ja$$YRSLS7 zIS{R;$8GlR|MPu#%ceOU`lEUsa`DXzQ=aJj-MA8r0)Y@X&+?rSZ%xDhusv|uTVBtX z7*ZK{mg>Gxo@ys-&r6&$jo}};E5Mpi^2vK-IFCz5rCIcANE3GKHh1+bHDW!p?>kJ; zQ0_T!=&b(ZaDSsVq&YDj1G63>%g11m#3+1q45 z=bKxo@s91tZ(|kjE1f9Xjz6SALPPmnbPNARML~%nM=xYqX#Hn25CXPW$JzbUE#hZ6 zKk>hvxVtf{szzeTBwV`Dh%t1<8}q9Qb#RLt36*YHyjcl8APDrzEb%7P|E{C;F?L15 zaSE|LEBV~{@3CGj!p<-Gl|w_9!-uvmirHVqG<^X>Cw!2)n)|*Ojk4l?xu2&wcISe6 z-giT8c4N@Xw=6&a>xBkeaP^$dV>$kR4>1=R7cTvpMByYWA3ggqdr#iLjx80>{-#C# z8O)R%E@{>R&s>~#hdQzNf{>=$obZ)!zHYGs#f`d-3e;%5GL<3!2(EUS$sr=@r~xYM zdiGhJVB9C{H`~1T_x2buZ2ISM#F(-#KV5%@7ALWys)>+M9KpiAA^=nbx_&I;E&3sU z`bK%|!0ABnFD>!fP(53kmR6~{Q{!Bw@QXsc{REoLP$l1m_BAu_iH;i`Lfz5acXD2} zgLZv`Gxu@RTa|{Gc$Y2@Mq>jX=yVF~1PJ{|<`hE0btO+A$T2ayN5)eSH|#Yme04J* zK2vY0a!L(j5w58)VKISRF6anKi_BS?48*e3k1spYP1I*QM2?3oL_h9IuC|ZNXi|xW zUWNJ0!w^ck@XqSHy5xN;J;aFq@M20@HqDwMHhb13M_fX|h|MVJdccE&S9@%NGAg3L! z9cV?%SapaTGE=S z%SAar*DhQ5vxRrbY^M-x2^JfQshU=CE=KB?lGWWy4dOgP7J$vnr%ID;GB^n?Kf{T> zDR~cnsLtqu(mL(Gy<98O68TW-eqw1oy2)}ov24-|rsI`SgsjorP+8YdRLFW|xJMkf z7!xo4@1=m*G1XE%J1b<@BF-Msi#F@FyMvFcr~|!Z2j4tfFY}4n7;45!w2KdZrwf8o zNyVKfx(eZJ#$IzMBLP;6x3@Xz`%=Fnrr2s$FAV_WlS!>v+Y~5#jw1~Q zdjg2$_dIcT%k-<+)Xxg^nJ$QIyjIIeb`er?uho%bw&AdHHsA#Og1`o4mcra=O$WDK zybd>ho1S(w*wu@XcxdzRAy>$GlhyGQ9#54=@wzBD0%_ZFGxzRIy^~*=LrRgl*LdB$ z8jq%UT+y6Z*$>4A5nU9#c~hr8R2q9fL}GMFX0)fsxk+3-{5ehQ{v8& zqYm#jrsAE-FOxgVSaytCyaA23g$|^DqANx`uH3>kMRQB=1MtfXUlTS<9$H>v zJdRJULAbNd#7;Y#JM6yUkXr3WtLN3p7RGNktIj->52KE2ob!WZ=FbuwANh;0d)th^ zI($DBodX=aC}62aXX}Mxd#p+0%83A6|5(I zQyX&u_)(FqOEeJ(@k^3YTYtvrUh4HL5Ab7m$(wKiW<^qn@W!5cj55xoy>$5T*fMSg zweRc#r>QEjLVu4~QK>HWcS>a_qyYe5s@EW1?zMbN-r+SsVr078()kFYcf%*}US8%& zWfDI=Qb?w|PF8JR&rlmAe?5L=`ulO7C?%>??NKRvM@KxJv_M%GEO!LTD;s?b@9g)G zghJkp=_wk+ovyKTotmcA(qqF8EwiZz;2n$XbGo$I( z=r=nSRND7?*J+c^3nRTH0l{-4M9*<4UXO@Zrl~*oUZyk7%h%0<<5pNIJ!~AS(1zui zfV?FqB8@9f(+wBA3o@Ql3#j%&@2)%Qab-Gl_-+%jFHV!&+Tv-evp5LlW_!%SEyQAT zI);a}QwDzg!MT<6e8z&@X7CKYaTgZm#Re~tSwb?g=r7fPaAlCzGJ`MLb;Db_4Yj}X zTP)0pbfY-eUwRc+Y%26;y_2k!wFY|S;olfAQ5hAMJ0tU%j1{w9%Ow5jtOA4A)Pxda zeP(v>*7d@eUW|&B`#b-{Yi|QEe@$8O!D<+ui#6`M2g9?pM{|1^v7XQy* z$xt#twIpb{rK|=;siTdU=V*nfkCgnZoGEy9Vb%LbB(=*mLw3Urfk&Z z?ax^2GTHH0Cgw=|lgbWOE*L5ML=^K{h31#hCPI%pTo+SY>7QFGKaQ2=3`5pROr5f0 zYRYKPi-!au#Fc20V>AJ>(U~nPba~iT9L0ZVg0aHLnDL;x_rWTg4a%c!#Z7edVw%Q} zD+jr$&=l$w`%R%y9*l13(vT`-%(H68V^_b4>>w-JWHj}beqVaV z`o|l8)qM$XH^mpLxbAdt+MShN$}cmXZ;p#E`Iph{%X$t|=c~3gaOpUZ?K*Riou}-& zz41ETCQo|TEvh(b6yl+G>$uvwO)zw3`dxR;Lbk>EUmSxTWST!cGallG$LV2r-7;8U zkk)lVCCGAoQJi*VRB5}z?o0FPsj}D>oc0rCyG{O-W0jos=rA*Qv0fUUvug}kUu-UNiyL)S+*Lf#(!=uL-5*)E2a0OuXYW&v)fBl zsi#WX({&D}mgdQVT@6KVD{=6oq{DeMItlZUYWiz?JvvhT{uBBEJPK$3bp~DtuT)37 z^M$ca*BlrGdwZ(&MSAtI%eVI~rsf=UWKDl=%0WAK3VRmCcx=jspPQZF<8Jb-zM2ii04BB77Tbg-ai@L@ zrn!|Fg!zEmauZN4g3^NO6H9&GD^0Le&MzPz$hUbprw8^JhKo3UlO9=+zmEj~+*E@Q zOY@-xrGVGCLH}NxXfrOIsk*k{j4OMOr9P|A5Nf6ZhS}%hl|q6x>2T$3oa6F?xAK|Uyf$!$-J}j zR~BkdwQ=qV@=v)|?O6%FAD!BDuAxuKyyEW~aw^+)Mq0BLt8esL1I%?0htU|W?Ev!I zX47o4NT}G|vA*;xFtyu|omBqD!0zrzQ*)XXE8nb*X=w+fPyMBmp@mr`%x(26%Ue|3 z(mHBkWnvpzbNKvWG+*wQbmb1Ou`lb>j0M`%9;ipPXRYn#mmswX3o{r#XJ%J_f4$sn zL4Z)~NeGO{yw>%{T&q9YNlQ79UlWrw6i&w(WJcO^e-^W?Xjj^#tlC67TC`~GLbi-U zbIgL6ZbQhAA?p^$T%JEjoyB|reOz#1#S5COMOR@QJ1>&DOu$Dm(bS*#Qdm`M^=BV$ z%NBE^f-8FuQB0dkT_VCm7Xx28aqj`Nw2_$`6&L;R>sh@b8m^3sKm5SK=EKbhYRj1Q zn@Ar)$;2(9X!TQRF}6^W{RM@8pRq~rICe73eBcC{1AE+Vpbe0+UW#M0Xh_e zO3#G?cY48+*K;kqDykG&j{G>xSLC$6XWLb+W%nsoqI0fJwc6u%$Iuy6g}wsWmlC24 zJ}x&&zs~feUWztDK{Z*DR=9tqO3MK^v$L+aEWcY{K1afwcv2|x=wX3rT(w@@LMZ!$ zvVAkgCIhj8SnEC!#ov!{b{;$RQCe)iqezRTE*6!$f^3;NxCJbTYZ6!sOxLrZr9Z>a z-4EywuJY?)DwAzUc42Wy(34GdE*^W@m^nW?LNSy6@Of=x4aG2P<*t>%E!Uc`!gEX| zND5Q#Fh;ZJLJuE;HF;zqq;}(${J0t7+SD z^)}xb^5dHqUvZoi(NeX^`u=RV&A+&2dm0ut{)hFd#f{&FoPW19{chma?mBbu{2-nS z<+eb6*S9pEWzIuyjkj(8H*mVq;}y=J--AKl1ygnz%xXNr9+*5H_6DY#9}IeWbua*| zy0*^$#!9j3poareUcgWr@!Nv|FE-2pfmt1v&B4Is7ph>IRY0?PV04;D!DgRG$}$J) z5sD8clC2BnU&$QkTn<0x+I*OROji!p_Im^5%F(UKlm*x zOFFmM#aC*xy&2ZQE@?l}hd6TJVc);t?$^kti*Q5S*zAMgo>7S$`N;a*(go9IM|4&} zf|#%Cv^9u&BG8~5K1S4^)o{O{}WQdh>QJ3)N2iEn+JzI3DH4V@$Wzf1Tpz4L9-1)K{S zmvl*&bV-+VNtbj;F>P%JtwCP;NjR2>){$xo>+FK zn1l||t(C+I+SzR4lJxbCA~ALjDgWJ$|4cM9YxkjXL9H`J}AR1lIU}MVk#hNc@VbvrU-TzbXif!`|7RvlW3A zt=LdM<*}U#@#%bVN16?jqfL_kc4rEtH7IdW9h)=#i4wC>D64=pKepJNmz;L_P8@$; ziF?td)5PWO$lS8q(O;~;Hhib0ch_w)9mlwGI*D(JWp_!%bs71hiQTp1<~H6ID{CNc z*>ww#xivnl#i5v^KKG~6X7B{yQ^C^4R0A<4{qZb*WpM??k-pWGRhRJQBelUJy^*`t zpOlA;AC}h0J>Hc@!tmNycU3G}Bs)OaXEqqpHpv>u%8|fWb(e3CDMRUEB zL+GX)$!$`>nJ}<0L^)UQfq3$yeov7HQa!US4j z(Py@lOUehw>4+BsMP>!%X(i*z!M>)L9fBPAMxjm508io`shC=St(~<*gZg7fA#CAH z#+~N5;}axXD?`^jq&K-^NYQ0);&UI?ybgkh?@lD|n8Kdd=1 zzE*BtYs%nzrOy~m@#30wNvt|^e=4W9s6w8>+^4Mx);*@pCw-5RcC=KqN!m>75_o0GKH~&R4VI=Am(W-mEH||lG|e^W&-sSg zGCZmoSAQsNX1dmJq&W_Wa}bKeRe5b~!LnT$!2>gS!D%Ym)MTU=2S&N2V}U+x%Ax&o zrCG6KXDtxGNp5@8&FHood@t#VqGMQDDHG7Ui5-=TBZ&3bUGtdjQW( z8+E0Y@tDM-QxkjI1$m+4=sA>HI33Pu9v@Z%#6NXuxx>OJB(lu2jujP$fI?{cr#h1T zBTVCpduS=WR!^Nc$3K`frF}*5s39~oZPVVMl#XD>ws8ANKcK#d?7EvGb2u#fPvb~^ z7ZaznQ8a!?)3f7gEs{uh7uDuF*y0BicxN@8?@Q>xgV_V%~ce*H-Ud|27ED$g8O~GK3{OYsCUEp^d#S0UZA=kRCB3( zGkvvMxi?XqPhObk`LX0H|Cwm&wq2#ZZCfT^7<}Q%1@Z;uZM%oIZOh%Be)`zW%LPBC z^y8C!c3e#Pb-r&frXQr@E}$lTY@)LtjOf+)^QEzA|6k1`DUA%B%}2-M61;B{vK!(k zEmObQP()vw_XzIqd$Q{sF@3-@;5h{fokR9J(d1hvdVhgi@%57HdkD`n0+0^sN;*Sn z2Wq5`PuA%hK>5mJ!I3&C4LJUEW^klOO2sGsvk7zW`SS!x#8U}Mr?#2&YH-1$z&^D1 z_qsP&Bs_8y@_}wfcyACpL*sNJq6lA$uz!Iy@Fcd^9tEP^zRo*774V$9WQ3HjQY1Kb zf|3p6lOf=}`9gi$2|R7-07!&0E2axc0E=rujvx{06lgkExw`yf|a?vsa5zIV4L zCdj$F3wl%ahes?S6gN*ZG$kS>b_(sJ-joPWpg$#f?o;E!Z|8GLNvO2PR~39yqQWa% z*j#x0$}1^mz`;2-sqpaWosO&}#8;p_iD#2&fLL&MQ6%wLcF-{s%g-c?G99_}ryXS^ z(+dN!pxiYjOXS2E9i=?K{}!!BWG+At=1|W^J-7)h@luLV??rJ%TagR-h+A5U2Kdn7 zUpEn9-Kx7cWjt(E_9HWz=Oxy}&4RQEi1lPn9kiqUd(Ve!9afq z7Gy^JeZDZ18`6AqaLuLN*Y81JEkHiU-@J!hIkKp>O+H(i-&o=lHMh&hg)^DomlPe6 zcQXg9l>zt*?u`?bxn*mbca?ygDPUrfzfopfy^wL(pv$SOyv}V1LdxG3n@!5JZr3ZJ|fPNd4(?Pvc za}=0br@qCjiOq6!W$6!#1ui)s26bm2`9SM7mloQ!5Nhq9QEaY4?Pbz|;kF)Ypl-IE zmiS=R9F>nN*`IR3Z9h;_-;=vsd+_XsFyF41p~B7N$4h+!-fuF5$~+^qKpSPRN!$>6 zgkl+}J;j0upCI;eXgm!T$}V%r^g!Ac4DA}5`%wgEw1On0Q)D!BF)3tD+dyt44lyZl z;Ye8vl{^FUc`#F+D8*}<3bs>lO)hazJ4~RaBoXbnC~Zqr6KAJwqY_8CQyjfkf#xG> zt9xQrFWx5~!nlN6E2o?=qE}@a4pc$8Ib4NAEBdm?Qzxll0d9iTGb5FCbJ5gQR;xRc zKx{}2rPV`!CJr%`MJ7oWoTRMRu_7**8LJ?EHErwC&SHO5dWqHclnzHXQl_(>Dz8L#EjdqmntY9<;L*@gwb5aenA;9lBk4& zhZwdJEDP4581H68%7^K~u0k;NM`}=t(G+4&+>7$i;88M#iKLgvn+!*gp#)8)q&?Lz zb~GzC>kTZQf*IWsmnXfd;wS79eRG%vn z^u&3p*zdY=hqTm;)4vb z&}NSF{ZZEO8|W{)qug{e(H}MwH5!yQde<7>wdc8w-((3t4Rzli>&p%IH4iq2`Ha3c zlv7mn{SMxaUR-HzY3=(w-b}aV>Luvi+_lI2g*!EzW;WBAj2KqYpKc}6h?Q&KZMC)E zJcP)YcBV$L?QC$lnLy4Dnz?na%U_trexYld73uyez;#Qs@tQU{+ny$&7~@cTkp>251j#%2)YOzpurO75}C*sDjb& z@uX;AAy&%+9N33;(j-3sv|V|dOSk*3RyF!OVH?B-pna|c7s~uEcdESsXR*1+zN@56 z-!;oRzlny_+O(PJxT$8p&y>CVtrK{RSAlpE*Z6eP;%GHN#qi7$;IP`Ku5?&N7X(!NTox}Xq^1+#n40BJyFikYtNDCQ^3RS?9C&> z6ysx@QTwEIqx5bEm)7I+nj<>WsA6vY$y1x!a_jzPI0u81w&lBy(+%I$5TH5ey`u)! z|oy&sLb=K~?`i;1V!CU*pc*lh|cW}PSCt>uQ=K0d&7Y6Wer+*sI=xrO&uTbH< zFZjqf(Quz`#{Bnm{};!S{~3+{f1-##YZvOD@bdpJrlJ3C|GysM=~H-LMASvRU(zLA z(j{HeC0)`bUD738(tj|~1%mSn@(+Y@rdNi6C$`w%7u=&0AH&eP5Y>s5c|X3 z<7VI~bIa4BmH3w0gH};L3^+QaPTvhpY!pJwI?v!eVK*#w9k*L?EV$~1gb(c|R-D9c zblDB?CCn&qrds076tA47crzu)y>y#!+j?jicMgH(IAgwWVc2bdD{j{(O#mO1=~ac6 zaBKbbtn4xaD2C=%f5zB9m;Q(wyd|xX`&)lf{x^SE+TW$tgV@HQSf_Ee^;ixIJVM3I zHZq~vLSH-|ej_~f7hk-Y>dKp`a=9yJgN#p2BBPsG3p1|b;iWh+4YMIS?XoiHTp>(y zq4?j#SZ)Gr6@$09Jaj8$MBq7-??s!+o9VhchKd*l_HJGAN=jGGhVex4X8PjBBB9p- z?b>5PWSYyA0UjJ@n+t3DNDbe$#Gq2|I?rNZ$wGjOK%++AOKvg-Eg3B`D~sl!jedma zF}E^p67{o*2Y1lKl`aJn zG@u}6wUu6>ksVQFY{+xJlibX7t-`gYoD+8dC(4_tW6`p`3}Gpw^3I#-)EOcC2%#u$ zP4TYDL%vh3Y%BM1aOvE7M$5J1>h0!~^mS9*MvpOYTJXKn?%13<8KCUNDLKeSN7Hcu z)!Wlqa(?V|ZK=*ZB_{>p4|mt|E~v$Mykz{*OAde?okvu2d($^wtBCOYvIp_^o@o4U zr=b)362|G4z&M-5aE`p0?j&#Bwo~@iuate4^b_^nQOZYA6u1{4zY5`trO#KT@2V93 z6{tR>T{A8~eICnqq~V1!e{syYqzmqs^#3u5?|Z04L76WWz(1@~5Z&uCg;Z`x`3}{i zl{}t+@_Neoa1}*vDN^|&$v02uTVS1w>GNZi?>nKXC+$ssh)T#EyouN z_6k1$%w?W=N&f?KJ#}LVXPo689A;nAfsF}{W=E%7j5~ZW@w7pEM;eKd=Y`|bSkdVm zh+bn(DU8$C7bM@F@tm_8B0LHy!t?X~p)2UJZSmgJsQQ}eclq`vnsKEcXLh{7B zr!hI>p_mX)_Rasf8EA3()WT_i(eRmqClFsVRKTj$NASkxgJPdT=8S zf^QaNR_hjE-F7d$u97$>#jfQwwN7oUcLSeF?M0dK6D!vQ%*^89THn?i;MsR!zEgXm z(j7srQyb--pb5pv^6v|gs+6^$0v;7Z@e2wMZb95K0{Uj{kf%_+35%9k%?)lWt!2(Y zoM?LD)Y2gj3iJNx0;EcrAey?_(4*T`G^H98T;*h~@B#3 z#PjwgfjAx40opCNDT4_S6$MR`;YpdXiU-l0#rXozMn!Q5DpuUg=@X_+4?F`K7r7Y^ zF@EF|-i}BQ0^fYG9$K(mb#NW{hdfvQ(&Bt=x?A~fW)qDu>iSmBUxlT$aTi{7mf;1+ zIOWB@El=Vc)WT}7S|+XUVvm39=ktSp6;)gY!!Coa$t9j5C) ziA|Tzw+rZTvaNB^dYoNZUeYC9(j{HeC0)`beed*tPSvYe>IR!f00000NkvXXu0mjf D!5N!7 literal 0 HcmV?d00001 diff --git a/docs/handson-cnn-tf/img/6cfab511-a579-49c1-96bb-64870fb2cfd0.png b/docs/handson-cnn-tf/img/6cfab511-a579-49c1-96bb-64870fb2cfd0.png new file mode 100644 index 0000000000000000000000000000000000000000..244fc83bc9e66fcd9ba114a8cd3163698fd5fb04 GIT binary patch literal 6517 zcmZX3Ra6^{(k*Tc5VW{MX_2N-THHNIafbxg;u;7Af>Ye3AMRS*X+rTrgIlrUZp91# zxBmNZ&pr2LX0Lghwf3x;y(jvEh7vIm9T5fw2C<5=yfy{~7V=-*jf4Gf1kd5k{hL4^ z)N~b|o}M83R)2QTALE;m?$&klm;0UZ?G>#A1O$YHghWI{&z?O4006|q#3Upnq@<*Y zcU62C7_=BF@-n)9i$`WZJgeHimgzG668ipOft;VrWCs{?#L6{iGU6)WdoLVG@5&g= z@c4I*nVcY)!-uOPr%OvyV}MK>d{;5!sN%AC!64$XIh4e%6#t*#QlC62O8j-i)1{II z!U8SK{22R&FaFxlO?K?59~}6UUcBvi9POi5(`Ef-OoZ&|^$z=|rL-OON)dQy^}FFp z;{(8qZ_;k$ump%~rlYc(P=6iB#2Oc+Hc-wDlsiK>RNhGjOpgCkN#Ld^&D=H1BHjx8 zB8(t}N^i)3opFH@eho2N_@6!k&&XeNuoN$zl!M^%-CnWpu$IYww%b`7HUI_@^?^5H z?12*mVTYWg*hrx@f;$LPbPMO9vXDK(fP1K%&QL|Z+&P6vv81vP6S^r@7n1S-W9P+3 zypTXLjclooTRl7(W2(OS@z|CDRh|*F7+1+$y04_3@!0}O)^pBcA>MqJrW#UytdqIv zEN8n#fqQ-v;c+*>8Le+#l1m_0D9RHZiHpwajuu%M>Nu6JNN*-m+$ZMH`C>zJmASv2djCVK{RN#=m1c8Ae{Iwc zw4K;Ev}4F$Nd#_*lw#HdWqfFQoka7qEpc3i>O}&6&G}#1;4ci*cUZ{A>?(fC8<;tVOdz+P*1=OaO6QzC}XnGjT8r8Y1$9B5k9w?iua( z{A|E})ED<^$hH?Nk4U!RTvstP#zl@bt1t?$2y@OKJ2PG&fBcWf#e^$&Qv@y7B!y6) zAETj;(4gWq#V4Tt&3o}B*;gbk**0ZO2qGtJ-j=r*^W}BTV`}&glrCg@k=?{K(QG4t zOA9*Zd>(c8D*EXg{fXwgaS87OyKeJQTalqlvk#+R{YVmBMbZSV6)QSiS}}{$6|!Qv zFt$fdRGsbO8^wkk&kpgkKGzp-H+`e#5*h~_mY^r*WYVE7AQ=5viOqa+q51xYAUV1G zn7q$!IX`Oi=M-oIu)rk=PoCNlVQ~9`BqJ@IIt*wc$#=%hm>da&`+UmJee!&O)Da~$ z^X_M(uamV0cQZUO0eo+o@NLL!u>q{*@lJ|u`UZUrr-CUexWPCo1hk-LysZ93S(s0( zk;EinT(I1=O0re+BG4eB zraPSl9H!RO_bi?5>bi43v^ORG>uR4cl9RYEHj4cAFsTsz4@C4q1Bq!=?E>pD^xSugyq#`GC`OfMyE3d?| z_D-pIlmjtiSsDo(cnE~$&Mq3uAz1Z}^V2A5I7w^_)91Ac3_5t6i!JDB^+Uqz2gk5l z!m=e0bqQ?ClXj+if!&ir?Ma-;>u;rONl9m=np<wn7^^qUh9SH?<@4i+R^go)2M3o{gQM5zkRINd*Lm+1c;8Uw;#xc>c)Rn zzoUj7rTU^-PlVl4KvPSYs*KjcWx7MS>iV=q_@hiYPrRruvNbcT6Jgs$V;=m@+_NG; z{aUKX{xzi9{t%AWku-1q4XlBDcKBPs*)`m@OK=I#-m`G!JPiKWd>>#4 z_)6%ZYO#Q{APWxT5$$##OiA(;~dGTglfkInX3dZBrl53eL!$}y~o@G}tMXlx*4urm0@{*Wr%tn@1S?@)!5|8`bak;ATCy zutuxv27+GQ@PMtMif&a0R>AbC2)m23?CgiHr4?(dZBe;`AUoY^tP>q=k)U?FF2h{T zyypzS_;I$a>PM%bdfq}!<+IUlioIGU#_OKc>+OvZ|CQB;8HWH*Ma};Ha@i)hS)flkofcQqy}kj%#>jop0@*!s{THE;2c^| zNF9vjcn&L8i!2iO{mNrLmxCd%#^^mT9R@tv3J%g?w0TqYe2$J+zG41{;g zFp9YZbS);gwc7>jh6=ZAo%RD0)qNGdqeVgvKv4!gxj@Ia~NIjRF+}|8ig~#TyI^29Mf5+xyxqvUh=M#Yk-3ynuEP=Iy^~P_Hgue7S<# zhzAvN&kLp#GEI0<)ejTRbjY{YGH;4vTAmsX>J>VVck~FEbM>|o*S_S-q*Xds9%iMg zBfCI+oFn%fgdXp)!TO@HA(iod#UGYZFf@s)T)k!@GHmPGrvJVNehix_2j58Trsc!T zewmTQKGt|u9t^xM_-o9*yAcpL$8a(x)L?hKx7)D_?ruEE-ZTF5lRbPueHjv9;wEY) zH6@Yv@Rs1-`*(u4_U=0=8D9<~>Otp*t8yixdoZP03iBP9@>k>4?fTL~6^TAi(xa&V zoVcvv@vrR!va1atkn2aej-2HPMciOIgwmIgunE%gUY>LNx3&>IsHs;sO%n;4l2R&H z*-EOPI{pA?;ln$TK-);mG->W4AC zesXT-n*lT+N>U>B{6biSqbKJ_!(F9V1~SuJzi5 z>IRDyE6j)^6D4U5!= z2gG5*wlba06funx1ScPZ47-uR(tB~<tysJ>F@fIAT;YIdv;5O&zxpLMe z)5`&$7IE#n*O2=3Q?x_}tDX7r$cx6=>LN-Hhd!6t+5z?Hcya!NDSXAm&x~!u_FRK} zw&^~xO4g0Fx7I_I8(PazR2k}>-o{~UNak#Xrs1ho_rg3Dp-2(0UvWWe{*4aV<2!O^ z>1g)Xd4#nR9Ro+q+juB-{2ee-w-gu&=H znXBTk@>48I0&G-UZ`U?7MhF&R=T6>74s$tAOi25qp0%PYet`#Vstu|H%I~YxAjOH; zqqMCTV%-l6O@T%m{SlP?MixR;jC>UB*fakvkN$tb^k0?7RjmiP8i|IuFKn8%TcjGg zWblJQog)Uxa^_3TUAq+>KtdXSL{dFtx3XjHHsv{di}S*IJbDb}GGZ zXWsnLpmcr_*IkNYoto^+*b7p+b=X8oS~VM@OX0LCZF)k!QyOtnktuf*h%iZohJiRj z#<05b>EwkJ=RFB56wiB<{LVovyl@QUs)}vZ5#8nuT)OQedzjm_D8j;Q?^xzr%$6ge z$1U>$yLi^9|9zfR81IXv+fQyd1fwv2O&+r&mcY+!fqGqizTcnK1@DcCS8$OY`RZY| zeQKV2bWD>Go;?{%I5jxL2+V;PsH82ouFBxUj#Tx{zkUps5H?*&ke_*Ux@WuuWjj0R z%?yh!tcaPeBvsz(G-Fj6>az?$)Hs}UY2sHXptx5H;<80Idlem;vq;v5+G)ulN6yOH z5|=L>u5;#Fm#3Xz?;ejhTn#DfzCv6>Bq$nr`#wSd^yM;b!hfmQ&E24v z8qc?j+M>r_emjem?-I+tpPaL^WU#3s#!uBQitjB?`^`CcP*n0-QYrdcl&bDPP9vjt zT|YI*xxn)`8yY-ZlPPZn&lvDX!fb{HbOcRJ$t1FmyI=mO+eiAwT8$6ia*pa4xWa|zzbv^_q7 zT;2}VmYVn!=wOIDk&3N(MEBIgaj=qg)gW zPzJUq)w=E}mZ_eA7ue*lM$^88_m6c6(>vv}irtN$;S>p!*gy(PV)OR(gQ#4hI<{=b z#)>rEcZ@2|Lg}LGR@6Pv2wQ9H_$7G(2KpXXzdCm#QY_02Hi?acS-AkxuH!bU=PHv2 z3vXmd$Gr8C>=$=_!J>pO32=G@4DoZWZo1D}WqzCl4C)dU_rD>lpD87F!5nL&**apU zm{ux%rmJNkmu66UYXVW(f4218(ljZHF?@LJaZFd{P5$Dl$i~l9uTRw4F)N8qpwJF< z;3^Qk&%%U1DDcxgi8`A4+iVQA%p3eo;1=)MMW!VQ;#0~iGU$g|uJn+Q+Lt4)jU7Lz z@T!eI6=!71L@rd^OKa8GmSVq{=>QjD7@^|K7EKGiY{%l6%reP*fP<+Gkhu_Xi@~ zs4wgo=c|;S#Iby!FBqesb2B!2RM&9Mp0i9yiuC8*d2DRt_V=6qxY!Z~h0yTQf9z0R za{+#SB|W?%5d2eh&_}Wu0le)R))%C`9L4{+F{5?I&=0d+I_I4-A-8T zQ2@!sPoBy5l{fw+BYfg+V($~^Z_E@VWF2l8aSx=A&hlP`V<8`{08!uHgx?F0g((t5 zb{Ixsim0-qP;|9;^tMtSz&&LeI|TxsFpyK0f;bD{=AHioj=ox41Bx4xMkp&Rn<>!8 z4$vtUQ44*)yS`~}TAau$fbEX+Hhmp)J@@nbU}-~I1Z<0~mKLfzZOuxDxM)bvZ+Xk* zmK+@A=0OL&GeO6o57`f|4)n2Nwh1Q_;fjlqKYw{_OLH|H zAN!VRIS3I}yA&-)dpssPApoErBEgOnf)QMQV~nDuqEJ5@J!zH~vyU!hVqHES1x1jz zugLk4U%qjFi!{i0v0m`TgKAHyNM>5`RpkDnwz(lmdhOMe&}&(f1Tb+=D%3LNV4p|_ zJfjFrrlWb&7#%I%Ts)+MCV&D}8PGv|=++Rj0ZSUp3UPTqYf@4HKsw8l`T(Kr$sbUD zqg)!FGeYYkdARX4Dkzb=+8vpc<5ptT<0|I|DpZgA&f_Zby-k_)i@^Genl|NWJjKk7 z=MD&``Dp1Z4&Fi8i`L#7n z6u(9$c*hZsW3H<$d5R2PP}-b|Eue6Z?90*tbCj+sw-68?FXAWJt4RWFgWfGwlE#rEf^J=}4K8?v&wX-%DVitAV9{GXdCqCJSOn=}q=egt+N zPkc<8H7{d71GucwfK7RS9Zs5wj-IY-!REn@$W#__?$YFCXZ`t%Kk>F-;y=;*D)e5& z`tBzco$|;2@<^){Z{DDr<~oprmn+5WHXZ9j%w#z&<;Y;GH0yfu4L8CT2Q>5li0;yD zym~fvg}nVKCM2I5AY5IN$rG?1xXXuOWmJS=fj zwY`g__V`6zmLFi!#Yt8dvY$Y{PPuE%!B1gz`u$y(W-)(~EOFO)j$n zp@jCS^rCWFP^>k1Xg0s-XSF9x!Vhr_8pi@>rZBx94BTli#%e5ZbkL5GDHUZyIpG>4 zXNe|)ay_iiQBG0IZuS?iqwB-zBQ;)EE`#etyEb37w4-Am=Uo!Tv!^|OuJWZV*y00S z$hJ4Kj`v0?a;a>_D~vfM@Fzq{Vz^)fovFvPgPTdfch_BGts$0)h-=X!y|TaDJxs%2 zBo0>T!YmPg+@?ptnl$Hol4Ch6~y1~5VhS-+g)OR=*anQwYAXKovO98#j}E8 z3eP#y*}%wmRX-l|zx`{muvQt!(mR3#Ua~t1Y2}uVXC&jr% zGrbhJVc%^Y%#f#9cNyr(Xq)6iE0L#*SjCt6i5Mmvt(!-f{D#LCCC`FheO5HAbI5cY z2C4D{$Z;8iX=s@~{wDV+Ol3iZT&W@@HZ!JCkk>W=gRJST@D>W2h;6O<5R&m2v0poW z!GoAY1)#eUs9>o4ilLKvj`yQ3c_RmiPBDoOGtkvHvFgI}%8Biy0w*nW8?Fw2m5JG{ zSt0VxpqcaMba$nYz2yCowB4gty!d5|;Ide5! zifs`C+z}A1=T$q710ksWn-89bf$d;YpbBEuDv^Jff$?5#f8G1tQAYPJRnGXLR-hWy zC|0Fmp5LOFdhz#X#JAZyVkN}3grS_A>9x8ljE4IiB+@&6JY9v(hEJ^=v%At50V5fL#lF$oC?DJkhQ$cHU7G$u1GRVCw~g+nXt zHw!})%`ur0&+D6!LQMfti7j0^Eze0NE(hxS7A_+nA0=3dz&(lru2ny7{;sDS+Nu8W zpQ+mayq`h&f4%;{G`6uPK})r(FRxCvNxCX+O;s0zb5NeG;D-^AeI7>d&SL0D|*Ir zIYweA{gm_g^2^Q7K16#aHK)+_fu(Y^wUUVLk3<;CYZhd7^fLr2?BlMQpdQzKHF;~- zz7Mj3*G#O^c-MyWS<}JJ`T84xvh(|LTijKUd0M~6Z-fw#%u9WC1HNvaW}ODpGDT#c z?a#q^x=+<_EZ{7mGi=*7H<@aHHv5F``AmA1pZhiV5d7~~Mr$Jg z4QA8lAdZmXJ%EF{3Sq3jKM|Bd*y3LWK^b_V=^Pc&A8{yGi0SmfI0^dhMU_F*-ozvj zr_pi5!H3fI|ULF`&sd_&$_D_4NGeY}$q| z&ziQLFP{x&ctYG|8+2cBfM5so)@lowz?5;P&rzfc(i3!Y2$sc>byRV|?+oqqo83y& z%(=qP6!GSJ{%7PT{_NIWp3#Ma-kW&_tZK^H@pu%=4ztNuP|$~%)@IFGvsoVpD{IQ8 zy0{$x0ml0QI7`u^0935KXo*)rs{1>NJT@ZZQN~bzxq;aIXFEj~#P4z1GzBOx(M@p- z%vX+;G1w`}JmT&4L3^@{{jxj}fB~&XE-}$fh z;2Z?gZx>HT=kE8rA-4?ql~?HyPqrpMNBG@wNvu14eM&YtQr9P%8iY4GRrgvT@bYp4 zc06A^%nhq4GjQk8{2<&6)_hO0(y^3n69~Z>Sk0^@Pt1nEV> zV&~Wb>-Oar-57{E(06 zn;f$i2B?@mhw)AlYdjgMdPGxinz>$QZ-KCNgr&MqSLF8qlz>*b7Kogw?ve$%P&c$y zKLndMTz(*0tkwv^n`JHHO7Z(Ggj_Kq+xFe<9jw6G?Qfbj{uaS@%K-~?M&A-T1=I$e|XVMU6*+dLvK_b z02I;Aa0s4nR~&)T)Sh=wx^Mj%6DSyM^y2_0v~gRw8$~4DSSpckOpt_$V&W1Tu}7Hw zNPW0LbB;}L{k@q<4smkOtmLpnAjempj6?n)<49H!BVE} zucO|AVmn@@)wi=NT?_&4g>=S<(kbAVN}gIbt{X3VVoBp0hqnw=+WA(Rz-NgI^oF)y z;I{=o+bH6mPh5#=eT+-BrY-QQJjJM2UJf%yWVcsN%o8PwO@kg}pH6b=r&nEUT$^e= zp^G;C5^(uKDh_9;oV!7OXh`kZnQm1}O;+258!p)SqbhN_L{lipV-mAcSzmt>+xjwI z{aT*Rea19I9Fa76vK*6%s?aIkOaV^H5upSxc@|m3@nipTm$fMqZmct9?aYAzq(GuqVhDZT0oG!brT*0bRZ%o2c-kjv`9b5RBEPdMiCIoCTp zYuxr?f`_r$c|m$&Gt6v?@+>dTz_V zg4luV_Y}iTrA|62>Fye@{=unzu6T)J>{x4lF^a50N;iskuD7~)FV1fiT@TGNFx_SQ zF$8i=I}eN3q7#C{<@a9LsXol}vw9T(HbLK=s-xS~ii4NgP;lW@YXkNZ-Z`Z?m61&= zVLNo(iHSM);8VjWV8m_J^YZz`ySSlwfYAjA7M1O#O$}Wnq>pp)8$f)lG+FudF@feZ zY-;h`MYjJ-&#*+#guSA&M_25P&8WfpLs39*@WjX9(Z9wTH7}i|th9WBUwmCM2r~g6 zs&%fy>zZ}Bvt-bfTOK!Gy=JmGrKQb}5T{?8IB+rkHHjmekgMrR z*JDo`zTZq1QCv#k0V-D0FS#D769#C*_%m4UP7_m1gzChSPpBzFfeAw_GT zOuo-ri(d5mF6(L-i8}un;n%8$MyR?riy-koo`Pm7mDx?nF11S>UzH$l?0*ac2=mTC z(h!l(i&RwfU{KBQvqP>~14g&p>~4w+iwf=IzIm2S?=bfeC*WEswCrW#@FZKgQ;?+P zuhCyWF_37`*t!9tk|32g+hCz1;uAlCSto1Q?=gZBQK) zE5BembU5i1FA&k@rP2Cb2U#lcu+2g)JP9l)C0!#ri@JqeRhyl_=Ewr{dUc!95$Ar} zDbtIcd}!=~PA!5|yBiEtbaQgWiyZow*Pjo4qb1|Y$Yp~pV`Z+?i|Fga4ZPB6HA$kY z^=?Z+nEv)9FAQ1zKT&lg#eA}M8xpk9%Cp~}1g-Z2cR!QKbjDsPyy#vZ$^!1pvmf7T zFSfmyIW6O2z6@om&@iIgXp!Za3_5dHc25bE0>uWNyt3%7Qg%TT=y+K28 z`#r$BNd_t_xqH4})iJlZOrbMrz#nUtMuk~DW+6!Sh0;n7>lX7HctdQn6n`$SX6u)K ze}HR#@5;cMlEVwX2QPII=7}|#wefa0$+w<8nju>-+l+x{etXYyp3?%IcJ0jM z)gaQ~bx*6^6q!jqn`EQ+?h|hs&4J3|Hdf`hqR^_3Db#VC9cvC-Qve^OyK*p(-weLh zd4s3TXEM9zzrNLF=RSAc{gS4)Al7Zql+K64iWyp_mg3Z{WxBitVyHgKu@-4FzTpZU zZn)6>Wb_ckSyVLLe(TzE4vOx}?6GlF*kpXW`8r?+C3$M_J@TnJvGdz{@UYoe3CBAQ z&D-8J07;+IoJpo+TF+n9ecPR!kcEeT35&PAN@^$JT!=nuNcQ(-Z#^?*p86@Y#yeJ9 zx~XT0iO4gH779~iLK5=j&VFys#kD?aKj&g9EEgVr?TC&hp)ZOwLSvXickV#9cRhF} zig~*LfDE7~xG&09V?AZ)2gOD$Ek#!Drv946NIdVZ9))^>NHUOgFFG2U!O}TAAe?xb z-`Mi~srBO@`J{RpG{U~Ywk47iy53%vVDecCa(cy9zP&er{yDsO2P9&P4RPA$=mg__ z0vN4kRFN@(;c~p1(?#41toYFXUz^2oNj1sz{a8;aEpk^MYZ)vnm3~=bUGVZ+eAfxTV z0tej12Kgou{SjK0BOwkw2eEcWap@v$x4C*cPp#ow)N2GE#Q`dh6km4NBmX&WdT%F0 z??)T{%|g>~rV({bTx$xbR~GGoCVwcQSz5wA68xi_p6)VO!^LZntzW^#rZzF|W|