-PP-YOLO improved performance and speed of YOLOv3 with following methods:
+PP-YOLO and PP-YOLOv2 improved performance and speed of YOLOv3 with following methods:
- Better backbone: ResNet50vd-DCN
- Larger training batch size: 8 GPUs and mini-batch size as 24 on each GPU
@@ -31,6 +31,9 @@ PP-YOLO improved performance and speed of YOLOv3 with following methods:
- [CoordConv](https://arxiv.org/abs/1807.03247)
- [Spatial Pyramid Pooling](https://arxiv.org/abs/1406.4729)
- Better ImageNet pretrain weights
+- [PAN](https://arxiv.org/abs/1803.01534)
+- Iou aware Loss
+- larger input size
## Model Zoo
@@ -114,6 +117,9 @@ PP-YOLO trained on Pascal VOC dataset as follows:
| PP-YOLO | 8 | 12 | ResNet50vd | 608 | 84.9 | [model](https://paddlemodels.bj.bcebos.com/object_detection/ppyolo_voc.pdparams) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/develop/static/configs/ppyolo/ppyolo_voc.yml) |
| PP-YOLO | 8 | 12 | ResNet50vd | 416 | 84.3 | [model](https://paddlemodels.bj.bcebos.com/object_detection/ppyolo_voc.pdparams) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/develop/static/configs/ppyolo/ppyolo_voc.yml) |
| PP-YOLO | 8 | 12 | ResNet50vd | 320 | 82.2 | [model](https://paddlemodels.bj.bcebos.com/object_detection/ppyolo_voc.pdparams) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/develop/static/configs/ppyolo/ppyolo_voc.yml) |
+| PP-YOLO_EB | 8 | 8 | ResNet34vd | 480 | 86.4 | [model](https://bj.bcebos.com/v1/paddlemodels/object_detection/ppyolo_eb_voc.pdparams) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/develop/static/configs/ppyolo/ppyolo_eb_voc.yml) |
+
+**Notes:** PP-YOLO-EB is specially designed for [EdgeBoard](https://ai.baidu.com/tech/hardware/deepkit) hardware.
## Getting Start
@@ -194,11 +200,6 @@ CUDA_VISIBLE_DEVICES=0 python deploy/python/infer.py --model_dir=output/ppyolo -
CUDA_VISIBLE_DEVICES=0 python deploy/python/infer.py --model_dir=output/ppyolo --image_file=demo/000000014439_640x640.jpg --use_gpu=True --run_benchmark=True --run_mode=trt_fp16
```
-## Future work
-
-1. more PP-YOLO tiny model
-2. PP-YOLO model with more backbones
-
## Appendix
Optimizing method and ablation experiments of PP-YOLO compared with YOLOv3.
@@ -223,3 +224,29 @@ Optimizing method and ablation experiments of PP-YOLO compared with YOLOv3.
- All models are trained on COCO train2017 datast and evaluated on val2017 & test-dev2017 dataset,`Box AP` is evaluation results as `mAP(IoU=0.5:0.95)`.
- Inference speed is tested on single Tesla V100 with batch size as 1 following test method and environment configuration in benchmark above.
- [YOLOv3-DarkNet53](../yolov3_darknet.yml) with mAP as 38.9 is optimized YOLOv3 model in PaddleDetection,see [Model Zoo](../../docs/MODEL_ZOO.md) for details.
+
+
+## Citation
+
+```
+@article{huang2021pp,
+ title={PP-YOLOv2: A Practical Object Detector},
+ author={Huang, Xin and Wang, Xinxin and Lv, Wenyu and Bai, Xiaying and Long, Xiang and Deng, Kaipeng and Dang, Qingqing and Han, Shumin and Liu, Qiwen and Hu, Xiaoguang and others},
+ journal={arXiv preprint arXiv:2104.10419},
+ year={2021}
+}
+@misc{long2020ppyolo,
+title={PP-YOLO: An Effective and Efficient Implementation of Object Detector},
+author={Xiang Long and Kaipeng Deng and Guanzhong Wang and Yang Zhang and Qingqing Dang and Yuan Gao and Hui Shen and Jianguo Ren and Shumin Han and Errui Ding and Shilei Wen},
+year={2020},
+eprint={2007.12099},
+archivePrefix={arXiv},
+primaryClass={cs.CV}
+}
+@misc{ppdet2019,
+title={PaddleDetection, Object detection and instance segmentation toolkit based on PaddlePaddle.},
+author={PaddlePaddle Authors},
+howpublished = {\url{https://github.com/PaddlePaddle/PaddleDetection}},
+year={2019}
+}
+```
diff --git a/static/configs/ppyolo/README_cn.md b/static/configs/ppyolo/README_cn.md
index 1de0d8197..3025a7a1f 100644
--- a/static/configs/ppyolo/README_cn.md
+++ b/static/configs/ppyolo/README_cn.md
@@ -19,7 +19,7 @@ PP-YOLO在[COCO](http://cocodataset.org) test-dev2017数据集上精度达到45.
-PP-YOLO从如下方面优化和提升YOLOv3模型的精度和速度:
+PP-YOLO和PP-YOLOv2从如下方面优化和提升YOLOv3模型的精度和速度:
- 更优的骨干网络: ResNet50vd-DCN
- 更大的训练batch size: 8 GPUs,每GPU batch_size=24,对应调整学习率和迭代轮数
@@ -31,6 +31,9 @@ PP-YOLO从如下方面优化和提升YOLOv3模型的精度和速度:
- [CoordConv](https://arxiv.org/abs/1807.03247)
- [Spatial Pyramid Pooling](https://arxiv.org/abs/1406.4729)
- 更优的预训练模型
+- [PAN](https://arxiv.org/abs/1803.01534)
+- Iou aware Loss
+- 更大的输入尺寸
## 模型库
@@ -110,6 +113,10 @@ PP-YOLO在Pascal VOC数据集上训练模型如下:
| PP-YOLO | 8 | 12 | ResNet50vd | 608 | 84.9 | [model](https://paddlemodels.bj.bcebos.com/object_detection/ppyolo_voc.pdparams) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/develop/static/configs/ppyolo/ppyolo_voc.yml) |
| PP-YOLO | 8 | 12 | ResNet50vd | 416 | 84.3 | [model](https://paddlemodels.bj.bcebos.com/object_detection/ppyolo_voc.pdparams) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/develop/static/configs/ppyolo/ppyolo_voc.yml) |
| PP-YOLO | 8 | 12 | ResNet50vd | 320 | 82.2 | [model](https://paddlemodels.bj.bcebos.com/object_detection/ppyolo_voc.pdparams) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/develop/static/configs/ppyolo/ppyolo_voc.yml) |
+| PP-YOLO_EB | 8 | 8 | ResNet34vd | 480 | 86.4 | [model](https://bj.bcebos.com/v1/paddlemodels/object_detection/ppyolo_eb_voc.pdparams) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/develop/static/configs/ppyolo/ppyolo_eb_voc.yml) |
+
+**注意:** PP-YOLO-EB是针对[EdgeBoard](https://ai.baidu.com/tech/hardware/deepkit)硬件专门设计的模型.
+
## 使用说明
@@ -188,11 +195,6 @@ CUDA_VISIBLE_DEVICES=0 python deploy/python/infer.py --model_dir=output/ppyolo -
CUDA_VISIBLE_DEVICES=0 python deploy/python/infer.py --model_dir=output/ppyolo --image_file=demo/000000014439_640x640.jpg --use_gpu=True --run_benchmark=True --run_mode=trt_fp16
```
-## 未来工作
-
-1. 发布PP-YOLO-tiny模型
-2. 发布更多骨干网络的PP-YOLO模型
-
## 附录
PP-YOLO模型相对于YOLOv3模型优化项消融实验数据如下表所示。
@@ -217,3 +219,29 @@ PP-YOLO模型相对于YOLOv3模型优化项消融实验数据如下表所示。
- Box AP为在COCO train2017数据集训练,val2017和test-dev2017数据集上评估`mAP(IoU=0.5:0.95)`数据
- 推理速度为单卡V100上,batch size=1, 使用上述benchmark测试方法的测试结果,测试环境配置为CUDA 10.2,CUDNN 7.5.1
- [YOLOv3-DarkNet53](../yolov3_darknet.yml)精度38.9为PaddleDetection优化后的YOLOv3模型,可参见[模型库](../../docs/MODEL_ZOO_cn.md)
+
+
+## 引用
+
+```
+@article{huang2021pp,
+ title={PP-YOLOv2: A Practical Object Detector},
+ author={Huang, Xin and Wang, Xinxin and Lv, Wenyu and Bai, Xiaying and Long, Xiang and Deng, Kaipeng and Dang, Qingqing and Han, Shumin and Liu, Qiwen and Hu, Xiaoguang and others},
+ journal={arXiv preprint arXiv:2104.10419},
+ year={2021}
+}
+@misc{long2020ppyolo,
+title={PP-YOLO: An Effective and Efficient Implementation of Object Detector},
+author={Xiang Long and Kaipeng Deng and Guanzhong Wang and Yang Zhang and Qingqing Dang and Yuan Gao and Hui Shen and Jianguo Ren and Shumin Han and Errui Ding and Shilei Wen},
+year={2020},
+eprint={2007.12099},
+archivePrefix={arXiv},
+primaryClass={cs.CV}
+}
+@misc{ppdet2019,
+title={PaddleDetection, Object detection and instance segmentation toolkit based on PaddlePaddle.},
+author={PaddlePaddle Authors},
+howpublished = {\url{https://github.com/PaddlePaddle/PaddleDetection}},
+year={2019}
+}
+```
diff --git a/static/docs/images/ppyolo_map_fps.png b/static/docs/images/ppyolo_map_fps.png
index c66ad2fb490d661fa9a773aa382ea5911957994e..f860d220d1c831e42a23e38fc78732426c23e2cc 100644
GIT binary patch
literal 124234
zcmdqJbzD?m-!_V(pnxEXgv0=&gyhgM3`i?Th=HUqQqqI;42Y6L42TlaB?i*nJ#;EV
zcXxNZd-%nDKfn8&Kc45D^L{?(b$;K9URsYz=;{JoNn)Bd&7QT|V(7VD+O zOc-qTIS2Zlr-fo!461l6;Rb4Lg%Pd%H3-dHf3EyB*U|V%d69R)Duawp4B()H)C${>!##nz*q^ z#+_)Y66Z~tA@!x$(GeCAiDDS67;TxBH!qnFpWAuH#xC2cFt$}L)ewLzkKb%&2#3!V z2q_$ ={Hx*cN^_oaCjMmt_T^~$@%hp*R0=WH1T~nO zrSsI@yvv5wbdHTzI-_#qHR()?pI^aug{X)-q;j*-2j*UBDTI}2N;_jx(P`0|d)H!1 z+k`!#oa%$z9Y2KkbXq8ER1xJJZ) 4b05dZUizxFDqTOOleT^J}3~uo-S1~UvtJmM`fW4^Vu{=;*MnFxjk&T8$Zb<)KD!%1t15(Y<_joZi< z&fn=~45X|IfuSE%U?|V$A>c7K%l{lM_xPf8u`moy3l a930VtY+WBY!EOGXExaR5|Y7{M4cJuQ~sz5go7v3E_ zHAgM(ZmBwqsG1o3Bl4)`i~%B&gj_yU<@!HYTq&J-Ih4?uF*i-Ew(Q3L^QmOH;z!Q- zp~8J{m+!!+e4@^;)gnDkaU*JPq$5r;t*FTPZADp`t|EqsM_*t6E-0tSW<;lu60F!% zA8^xTxjzT7K7QZp+OU%!BfHCboohEagBbG^787Yd)!6)1Go^*!5|{ZYTF{J5jtPb= z-mY_{q=7d?jR(RyKfUo#EwLS|6lmOC8B)2{5ey-t7g2R{b9*(_7%Tv93_8^onLRx@ zGTB=lK} >Ku#~2EJ2-F^Dl5)!*^TiRs zR>=2Riq`du?UKkCCAMkZev2)PyZ%b=a^QR)s5dELCxfxP%UblFn1Xk#>Kj8ByHD4| zc!@u1a9bVm*;qm+p|7#l5q3DA@^0y~w5P|}8ckG$*-Rw|q35|XAxznMkneg2w^X5O zKmyLhxu08b&YRyb_?f_N@;<}~LpgRR&j75C`m7W)GK?b<9D rTyV7 z#(PXp7I*1s+8qha@ROiAJmvzG+u6z38PC}U=!_*s)OJ<+fbVpYuf=_IE8b(kNh7;_ z{4(Els&`@ ^ zV@Nnzy>~QrR*BpUPx$D^ qKqncA >!_JgkHEM6 ==VQo&xb@F@l1+s+MzGl^;yjQAl%3pY%%eEa9>utM&t{LZy%Eq`66p?i`45 zY}62e$~EqMA=ks|JCEGO8G2SAPnHb%#?<%ye3xpL_+K@J_MBzpb$o~{pT4^pWCjJl zm`^uWlBiee2%BQxtac|MMtd;1tW8Lvk;t7NhM(r7)?9^5+5iJ5MkkQyDRZ0g(66E^ zI;u `H_PCQ0tvd(4ap=$%tmk-+~f{CmX{8hG_48`a@nx>cT8CvRWIi(b&^A#zqQ zf%A)c!f5C3fhpO*=?|o%UmnGf@Sp=p`O58N$ar)D6Aq#iINyB9?RuAfRx#{(19v~e zdZ_T0t!u09Ll6%dEqxF!&6(e|CXL&iX(i?1Ac^DQq2|#MV*b)WMpL!tUiI8ON7Fn> zFJ8-R<)L9*63^(_=^l;F%Ue48)P~2CG^B%KWU(Ne4+P97@k0-}>X5*7ord`I%Lt;C z$Hzm1BY&LN;AjvR;kKXj)1abse<0yxpl5H`p_6BuP~HMdadKVrc$4o8VbM!*t6`;R z4EAz)9UCUgQyKWYa`RJKR>v{54o9Tkv5X#1ZR7IIF6b5{H(g;k>L}@`b z(7WaaFh}QnI*Ms@kknZoJ3olarR{k^;R4wE(Joj Q0sM7mV0pUw(b?p3VujC}8yfy;#;n}U~rg`0(mV5VIvBAZo=>UZ4u0C%Cp zYr?v7o>Qb+b#<>oCUq11r{J0)`;OZ|6FDKa^&2_m41YwnyOsIw__W}<-ieIv{Is9r zj}a{Uk)jgs=czXed^dJR!+}gj?hB9X;gf-8$!KFlTX(_J1t43xH`Wx7R*2h60(|;M z3w0pK>r5J*#7}uDTaT@nR$0Q!{vF%5JkRz#$JQS5p5{m&4RrF3p6(V!`j8ZJWNUIv z5v G5t&G}IO0dRpQzM@<3Sf9Z*oR14)?T6Xbd33<0JeYPb{Tz^?T z5|%)1dM9%srou*O8||8@Z7c8Tr3?K10-~2DfJ0x!&}ZdvfpA2d#7?x@^t-uDSM@ z@HIGB9gVPa`()JF=XutxN-&+ z8?2otW@)OaKwkD(IpO0qi9snv j`OLh0DrYYK9p59C{9WS?o#j@`w>l6b>-iSFUwI=R zY?BU_tP~DC)C?r(md!psjCIO5Xn5X!eEahu)#;S d#qi!E8a+F&@`XpX4>PM8 z1})>fZt{p7)* >;_i9zd&DkYC8#>n{R4wu0O`Y|SrUP5xL>f DApl< t_gqI0)(4^F|A=~J8fhy|T6!0RsaNmq8?)5?8as23?Pk%gXt~ze5 z+Ad4H(m)(IU%c7E)haxc4PO!H `|<~$>vmPDwpBJi 8w?q zog$<}(Oe9rZSvWpaaoWz#gH3oq#3=9?w3kxEv-m(%0u?AdpkC1t7NKJ$X8vxj--_} z$mu)88@%z`6Mhs{E^9^=E{pFkbm%(H-$?EOE#d6vGmtL`woEmt(6n1-fK@^0i}jVB z)qsxgi;JvpTp%gguR1%D_BSC1obH-%xssh0mrY3h(%uy4tQeV936x82ojAR!E~ukf z<2eygVsaVxLbMC_-CZgI&$MS3ci^f{cV<4@+ig_pmb=)Os4==$?)2#<@xmwNT4y2+ z4O;fSa5JS#nOwMIc)NJt;Mro<>1)>!WbioVIG5k!bSuHofY3m&ywX3tHLrH>@mVv1 z9eCA=DP;9$;u0j0arpd9?IYQ^Z)G4~WibP}(+`>Z)r3C0=u$J-R`ip*=RTsfmO!yB zG5NaOMxC)< KO2+UXRGKnjdK2-Zy zv(P+C9342|p?}1+)c5md5M>qxy2!a=N&h6t?k2mF)qa;B><(zZnz)6&TN~-+9dk+3 z8+FiXNUh(YHOh=mrW8DbW-nbqHy2f`SkGATp ~tNisxyyJ0-|?-HSkUc(LN*MRG)NEkj<@E+Na*lpY^)g0yuQ zx&9u+z15k+BC@&5Rkg`A<9AJO4)5GI39mL@g2DJFs!KG71&ItCkVEfdbnL^I{iKg4 zHg#{6pKaj_xOT_*L~$yimjPln?%hOi>I!!XCO-XUEJCi(SarHo#b(ysbT?V1HYkoq zWc{}!`XLo{Ya}1Lusl^8$F7UKU_*Xh*V`aE(XwMg1^fJ)giboyx?hv7%jS3)hY}m7 zblE!hZ>4Zdws9k~kzfgp>;XEfSZRsuU$xXCE0e|x0qvgmcsl|oSNP60`C4nQf}*Y) z;!^i$LW+5*eu+?H{TSd2#Ap@d%NjCnC-s_Q{vYT#=z3+1C{ff(V+dE2(JVPvzt82o zr6?bKM1O)XyIJ2@%)b;g@?0X$WR`XXa7mXy*X_oo_CuV@Q 8L$Z8`G5Bb<@=s!^Z5_^++qlFHBbW7mM-N1yLmL z`^wvX=5Z|E#Z|02&bY20z1vIAyvt{ON(^&(X?CsL?@fgx9sL;9gmAqdg9kyKr5^=s zw|ZIJfubVwE@=J8w4@{f829ykfv#fnMo`Bvf_&3`yxx;yT%FJqt;vz}Qr75w8c~#E z -!S98mX%F(hJgn2jV4#AZH#ikx*t}6 P!07_C_vC* zR5Wk}O?lX>pqnb>U**)8IuCNbNI2TeixGA>OdM0<3~5M;`~!=FuGR~GXkGFOS*q52 z1s7q|i^bZ^5J?~M6J1{#(j==RZr~@^<0?ee84N}l%?QxjX&*0SGR^c{YI|$ozEW^9 zC9Ar=EWWrs@!q#?E5}TDMJ9-tfhyK*>$SK6w?(yAEe(T}t$*|jdQvwocq2%GeLFqD z!)*a`kwyXH@m%BMI}Dvmo85bC?JWg~2>J= Zr&6nRJ5h4*1_W^w?DRa`gnSodHToeDT}mZ(xxZ?}AMdc$cQoMo}fY%y@xZ2VO- z0g35wqHora{k)Ua%;Cd~YmL$a62zx0XRB+cHYH!^1S9u}LoPB9NASKZB)?39uK(pl zC+R+(;5Jg%`Ebh8ii(bd;n*u$hDsc&(UlY>pJPiA3vw60i7!9;FrM-@fPC28H)o^z zAf+y$N?)&k*-DhOj6-DGX?Bn|H~`7-9=tJCy?l?vx(xuK*?wA N;fsc_IQvz4@=%qEfaIBS&WQ>9dm$D!~ z0*ke8*IW7pFNJl_?Z6pDO`XDssRrX1`VASc5u;y~o7s=o-SAA$HlV}#MVq^46ZnOo zkQ%Zq5g2?`V=BR`Q9;lHGLSs69*KhkdGcOP`7*p~_0LjR0`#x6DSmE+Q*C-`=cD>; z6oX_|8fTBR&m(wP0$PDlTz)a&7f=}Vd8%jY*XHY4s?8Np@R_4>y_3%H#S} q zKqBaJp38nI?OB_Bk#wKC@wK~5L0&OAcH@@T+@evE&NiG!AnmQ7T6%>m FyF>GH35Ia%>Qj*(x(lF-!m;?U2`M?Q*ez>%iY8yv#bpue? zxJ >*AAF%1>j$G&NjrVZ2!j%1 zl_b%IgBq8nP(Boz9HB{AF*`Zd%@&6m8o|b(1_uq_5d+D-rL#WUlV@}oJrCOIM@bBz z2=Dbe(iMN7_a5B^TeroCf
g<|x6QV}iPYS0V59k}>TYsi7M@tZI_y<>O5h z!arZ@e_q|f#ASY4iasxtvMUg+PeU`L8oZLp6=>c#l4tzR7yQH#q7h`gcL~LzM0XML z;(EHVaSYF}cO#+tMfr)L)p1p()A iO2HbO|-*ib$hA{#Z=ve2=;NA zko6iLINP&!f+1Vh_4a@&r^X^2W{kA5k3lQlzc^M?QMIya{eHk)HLX~PT4(qPKD=P^ z1nR-Z`wmgyX|h-ix@u{CT`FTXvZ2=-T(5>-dc!DA!+oueLLsdISsAFXKvt@}FtIM% z=TQ^K{iCElG$Ejqc_l)U#K#sMFR5?pnr~D;dLG5o=tcL!YGQ_hiq@rGxDj*ll3}ld z5((AU{`6>K)3_lX%9{9J!>)v&8`~3nCSjzWZH30I5YI&A25M(9ey+fn%|WRzboMzJ zK9+VHJCdKJL!BEHnC!LKw#-XhDh@t_iM6K!2^H=Z(d8q@uo;|HhuCL`eY;x1lG24Q zF)hZ3ns=AeZZE~=cnWu3y&GXO?pR&JdL2IDj@G_$Lpoz*_kKgED>B84uz}w|U5}o` zxNUw)raNdanDOQ)7cv!U=22sUWF9Sx3U2gDqdR^^C{S5a?Z=JW&n>Hb8QuFZ?qJqy z=3x}1v3q+EVi`h_ES9YnBVNxf5ur0)ow9gh1=}ts-#!ly*6Yp2+0Voi_8n#f@h~j( zDqXb|J(}%^;+COg%6k0`(zbVlglDm?iR;-4#M}MfSGNwC$#uoxL}X=;$3fzxw2jJ1 zu-ua28`my_`Y^^tgl%nu4oTYk@uPOW?{FQ9HN-x=rquS2`nhyKmQv$F+FHSrHw?Ss z2Ul*Jr6<)rU+q_+L1lFMkmZZll8Nm8240u6#P~5sOSa`Dv@lg@|0-$2HH!MTj6Q56 zx)~b^VRc*KbCjaPNlkK^7#Ho$+JebxV?~f)yMN#aQ}$iGd%S3_*-N+!p!IBblE8 4IE+E9;lG?4qHJ!~0WV|!zrshU`*Z5TczVkO!{r$d#_4c$2M z0$|8J=t%dwF*X^@9uZ9FWSm$!RQf1SdT9?UN^`tRP*ytro}+NL&YeOMGfv1x&U;dG zbTMz&CBebd+yhQPpGAYK9%G3GRaJ?FicWhS2}eFWsi6&}t7}v_A@3E1<13p}tulM= z+vYbe4y}!ALC(b7439S_*XLayy~4vq)c;essKANp7RPOk>hV1)L%|e{YBJV7suT`| ziDvf8lOQ2el)VE8xgi;R@itNjX@X%S)W}Y{BFFNMcHG#Vn<}^8nDlZ)T#1@Ku`%55 zGL@M&J^IB{D&eT#b-{X3?RD48#fVK`YW8mpUZ*fjf~S+W9Z&djuWJJ4zM59EKgmwE z#(O}!<1>PrBSM3A0bbiGoWZeemq%|JoYQ#QRc<2i9h1+Ez4%62JL~;yujCt+F`BBz z(L@NZo$Q3;Y4+Ah%FDM90m9=P9j@yV(Atm}YRi>xaThP&%e>aWitv6%mo*b@7XN~J zv%fM(0R*2I?8aJ>c(x&?0z3^*7N578aJujZ#ce1i`O}MQwoTqXNTdm(Q8CvTpBU!o z&o*ULvCwdV#|aw9m3!Ka6njv;;h@cdF|8F8Rqp&e5ha`?BtmW+zVxMSV04Na*Lf2H z^2dQ78f05?RE=*bO!{wAg1GH?0e=@dj`GgoC$j0QbH7zm=SNYVzA;)`bYna(k%&02 z&SkB}*RsK#1Q+bPCuX4DZ@1FK9>F|82 XWC;gjz_n`eg z_Q`$ik6;f*DY#3<6g^O$;ZyQh*@pQ>R`C5X=PuDyiSA2Q+qz_UKCMdgq8~90qWf`dB{B=42>;5+p%>t*kcga^?O?Y{3?whp<#}rdu&(kP}kX#NP zlZ%E|OWU=18?#-@`?3#ypVg#!DN(y&8Fx2Q?=iLJ?q1v}(~216COT$ABO_Vn{(Yb5 z2UNfMr6bGSy0DG4B{{29AQFv!7V1W{F?nTFK|_sk&0#Lau~W~~YryoFr;Zn_%@rj3 zL9}~dX;Rw`*2a-C{*I4Cnd(7*3{74lcb5wH{gf(DZz%8`nTqK0n7f`J zi2`+p7{zT^)BvFmBZ(%Jhl_O>eaH~2Dcm(BZAa-8BC 5&+0GD9q_+_sdlp1aBjoroUMAsl{XeK#363Dh4fTy55|i`6hLM`OtOv_Py+l zh8rZZRIafl4Py?}!Q0<%-qicw2!G38;YFJcM|M5vj>QQLS =3m7zBK~jb i8I(GwNPUzH zPyjXhhnBO^HYAT?(c2M9YTo~Z2l4c=>VU8d%Qw7yJ*m5cU$QqUZ*lxVHBcKS6XN~6 zK^)0b%6+Q2OS`c&kK*P#qWuF}02oK?oqzIED(76?(KioVq-Mg!*{~g!7U*qtqh9T4 zJZM24=El0iWT9?!3pd31cLVS=VS0F28=SAV+nlx>wtGdYDukgS8HVoe0A?urL)DO! zRWT{dDd)CcOT3Cy_Yj^6Gwmk1!?`_Nibvrc;quVN9PI`GEE&>X?w!qPQG>Yx)E{N? znJWN21yvq=ctvWgWjhDJ=toj!_F*Lk>d{V^eCKyC>KQfTZa)a?ovf>hIbZj3SSx12 zw0!!~ZKSjQX9R VJ?*X7z781z|>I_VO zq7PJ3Hc$7es*v0F#9-7W{mYaKS_}v&fWh|kPtx9LES}Q!|4-UpI>}G<5s#_l5}WaK zwDVfUUIZoq)#*N}MV g83 za?K7FShg0N_NJ?6wH1K~Uxk28@|-rIUyhp|4A9 Y)j3%s(*Y zHl7~pP>X5s19@lzVEnVnD$H|L$yGJu9&AW2w*H77Gub$H|392{c9vmPCDn##+6ZOC z_a13Vh<(S=8nEzeDL^n}HD~fhDAm9>_D)u7rsfSdzHs9DBlnh%oF`}Qc-qN8<2DKb zmRex~Os9({=C<&6&v)&EU3)nk?(v^~hyf%{$oE4R&lJ=97tnRsWW8JIad8k BD*GcKyjAMUDLvSp(#b jxDy&7tAFNat&45`PB#Rm@iD@mfnoLb@% zgBOmv#lCODLOzL`HfD=#f7_dPeU=H3i%sb3_L_72D?d%#Y=*_p0Kun6IlPeGSt!Ek z&>Z &$gTE^k~SID8C!H_vE5Y$)Tf%NjlOZg z5*Xkm{@4dhJa%0G1<)GjwO~vTSGB+(5KGBZr&hwqYllsuJ%Z0jfQ5nr;-~e3U^io` zm|ZG2Q0InIOT3v0!aqC7mfn%my8|Q=QFQ-{RIL+`^uh-rNBv=jk`;jAZ;CAc7$*`q zpO=PA1WTI$T+ol|PgM`|1FyzdW5H~lmT-HrzS$#y<_N=DPW8@0&`;C$>@)OchC0aU zb>pI@^8+7*V4M8Po7ALSW#;=ibmc+BDDW~o&9euq`wh=_Bm;^3Fstf~0-O*#1jP^n zknt<_ELj2X@yIwVP}{2OpnsauB0W|X!Rk$6&3SfDAMm>O# a#OTfKltwOV%S{?FPgHPXAb!6;g4 ?^Ob18C&n|2LnlP@Y+UWzP**SqlY^$0?f3soii1J{Jt&n zW$pQaq7w+)vTl^;wksKY)$>q*`kY+b<-n5Xm5{58DvRQb*$FmIKW=(7K$|yGj3;u$ z3)VJ89-j}YmfC>~4j=r+)u*ac-E XY2_7@9PlCzP*X`Dr<+%;n-o9D6 zonwEVDD-AhNQ-ObGH4x%*bjq-=nAET^5;pdc+a~^3zq3FfFM>7Ah0H(>Fm;kxg zQ@WPje-cTxV0g0a%LPK+d+vJR<-cR$zws9kRKzv~2=e2hcr^x34>e0k7^7REgdXCp zrfRE^^yFj1hLpG_$jv0PjM64;&J6mxt;acE32`Ee0YJ<+sHIHa?eG @@QfDPw;CRybq(s&6gvM8SUrO82&wgEpo+gT5-{z`TEXS8mG!&Z!IO@}u8o3{qF z8QvEhz{Dv(bZ!jp=eq_OKV3jEa6LaL%&TjB#?B_bV*FtWvdO}itEJ9#T|%UVx*L0c z?8=e$Lc;dOv-6~@&aZuOU`>b(pqxKY1^K}Ne)QVO=O$n{!?mYbsp;RqL|o+uInzU9 zuT044wp2ZgH2eHR;N!|a!@YDQ(d|wlxRJ2##|rZeM*y_K7(ZTv%b$xuIxl1NEdNN8 z{^tI(44J~yi+A;=6`_MXih7Iq^vQ|Y%Ic%!{e5{qX-|D|G_e%6O*>wtLa8$kfzP{! zXe-r26t;hoB`EK1aEqGc?M^WQ6EGzwzgKB01-5Bzh99htKzLE_3WbQ1H!8Ed;gmvw zGnS@YHKFss+}jS`&esJpuiW5?BS(0uOP8kY)Z@87*h|z>egfhj!TC_TruXrv fou)g5V?u1m1^84yULTOI5Av{@KG6OMNMPu|wO=5VSdsmsei++% z@$7ro;jfjs=-JZfmj93jXo(P(n8QpA50Ml997IRJD!UR dKWSe%bE TmY9aGz3Kx*XbqW=j52-^AhP%e1!qSj&3AD^MpwOTU|Yv1>S=Pi2q38{%;iqfY+z9yx;%$#gq;uhSNqr z4$s5&` s(8fmsU~_SyraGXK>5T_i|M7C?>lIBJXFcxDWI`W!;#BCAGk8#t2VoN{)a DR9<^;jb5mp}L`gLs*EmU=(Y^=hw2&dVMnI27_2c2% zly*r=Q5>U4p#-Gaf+m~+6Gq_*NVYcLcI9Xm`oqW%75lLd&j7jBW4v684rcYN(<2=M z@Ilp#55*W90ENLCPTn-=N=!W~O-_H}R!%dxM@`%ZkS~D-AD=!gh4$)wO0w#tbNL|f z)^PgwkaKfool< 6Xhs@?br4gh$onyQPapmQD6e93s2rS-WM zE%5Jh(yJk>Wh&fx;91t-uOfxlsF8aI2P4?8B+ReRWpOEOB+f 62))=C8fJyI8mtsB_V}jjD4IN+Y0K7PXz1({F3$&I&}PqS(Gm zu8fq5fJ$({BF`T-^O52WUcLd?^h0?_l3CsqIN_A@4mM@(*#OTNFdJ=B(?^m4VH8lF z%c2JZ0l6D}q{JUg-Mo46kAUzkX~s*AX?yu5kEqEWbdyJsVG*1Uu>v7QeiWU2flR1? z=&|S8u$9AgIJgs=tm@9*1T5X)0I|ZFG3=kh#`AI%P+rj!wL5pgPt4w4-U_Dp3DD1H zA0hVQQMucrN~sz+Y1G7T0k?jO6Hoc?DZ*w{#Cs}9p2a}gpISB_Hd^PGTJ%G=G=!jjlb@&i!7K2LWT|nz9FQ+o1EFg^;^uz!&Sy$gvmPDsOyC_HxD;*D1`; z!uO=^QP_^M;NqnWd1J*N&8pvK*HR3AS$qSf+Cr$T#ymIQoq~8duT1B$`$^!G-tdE5 zdT_+3V{4k@84qH+t@YK}dX9jqIFKna+40h3_7Gj{q%%r~P & zDOYNXKO;B1=jKVq)M3{VAg+^ez5l6=2b7}U-=5oejkpWPJ;~ |Fd7Go;&Frg^D}voOvCY3AV3X-C zmKm|*lAmo`DR#W1=K5IZ{`&p2?M0zIn8k=k3K^G8XkS-vs@X5?g?Rp_Iu0G7eZvm& zU)pZar7LXvLkLMM3}U1({}NYb=hY~}x&ay3b}&EsK46_=6t+3jk%^Xg*&I-}VMkw; zieUsD03{-ECaIzpn}hfz6MVUa8jzP-!S_8zXgQhQ{2D6$<$4DTNP*%NI+Ij^dNvOQ z!)Bscf_VvN*<6?{WKsi^6l`=fp7)|+MKt)T;bFhnxwzN@=Le#9#Yf7L_Z$7QEmZ4s zuARaPF%Ql$j(hnq$0J~tlzJsR9CgI$vjh30jJP+RKZ&m@l2)QmSDmZ40K#MB#uT=- z0B67jRwO(Ae)NsO0k-!o^1`t!@LwFXa#Reg&C#fagOw;+JpoW-OP!v(%Jq;;+_LY< z0+YC+6BEyL<~7~v4#${R2O%SyiM%uYy}ev2PAi`z3;a(PKVSP?UN*f TXiaG}u-4y7^RKw4nK^N4I?7@K#`% zO#oOWiv~z*f-uWwi=CNL;7nDtN9RWCZTs)9)=rGA{A!q{!NflDBqxu3dA-IlN}v_N zIj5z-v2pexjVb$O=G)%E&&H48T$h7s*(^WHtn=ErZX2;ga$iS!u{UQ)F%Oc#7R rBSBu$8TVLjTNXxu>v}jW^F@o0=CU-mBLFIP-s5TSiAfrpe6fZ`pECt>PD{5s4&? z4RL_j(XS8> g) z#r%`yQ_@c>jbX_o%EEfjxkLh=f8Ll;l^SyPDFajMyfVTD( R#%WwfT3SPc(UUR27)UnIa_b#fn_1Vw1uGp8`bib6adDZy@G*qqp z4$PT}vBX^xUXB}+L_J(C;^y1+)^vXo=ezLpF*e0!8yR>=oi2+iTGh{#bjMeei25%L z^2NX&Xu>*?zpBikMBQKpdS<8+ZRl*@fl3+9mUrN0eX5EKR(0)F!3(2voFX4#EOm z$5al`cEqpcy?c=AEpA!9==)>J&siku+fZOC;5abr>l`?wpjP@DbSnrP9<;P7xEPb< zE#A7yMtjc+0J@;RxH)Z*6!I6>S3!jvx^!RR-vHvT2HVXAAC8y TBq{T1f*>TVy#x?--s8ytx>U-u(s&zGAWSoz?nakG6KS z*(X}Fa^D!^@abq>&$gon6YsCp&0fPT@7*%rU$Bd`Ray$8_ivy9XQ5*Aa@$C!VXXE5 z+LZJgM8ENhuW&Lz{%G}lBW;1%s;R?#XX0yvXAQJ5V>BJW8-E)ks03QM%_jS7v3^`! zYh&YK7yid-fJuA>GKlkpz3scGKl|dG^q
Id{5+cbMUPh z5ykC=2MyNSEf324n?;RrR;WTbuO|jP3O7ytH|ij@t>-o6T!_baSulh$$(OA&e)t2w zt@keM6|kHL!=;K{! XYDeStU9Bh>B>|CRjJI30Xy1k z6lveKTxMaf4MChGX7Plq2BCNQ-z>MgC^& zQ46ukqRdiz9V2x?)rDr&SfyBux_j#?g$BTT+fcC>#(jV#c<2r+w>}XhHs=ZphACzj z0zK+*nGJHpd)Rq;`HQ0ZJI6za%759)R=9GY%OmHd!4tGWe5}nBeZ(~Xr)|aRb^x$C zP!_!JU$C_7b0G$@e-DcAMnw%60QAG5`qt8@=@E?N9QK3_nB~uGXX56!#pgCI38VIP zpNe1EdtRpc IW_cj0vxYd_}}1JPqmSJOysiFytr6`7qVx()zFmt(w< z8 RI>V+L64nWg)b7FmBphsKrW*~rd})@nsNq|$Z$KphD}zx zst6H(8@vZ>i5aIs#SwBMdu;f~))Adjpn*gXt@?43g|D2hz9{!#apT&=33;0pp5#IE z+9&TWgEUZ`cgaoPj}zp!mOk7^t}lJkwD}O__`E=K3&buO0C%kB*SFOq)p%ycmp*d6 z#g%2no(3{=pQS39S}*{6WGpQggAJXTPDS+6Fc$%gUcGKA>j+5~f8~l>k-jeXTh8&@ z$Rc{wqviT{+e4 =L#{@Q`|dm6!uf z%2fn-RbcrJd?pk-w<`gs3+MM|_^nioex=+YA1WLel!yMPA5~dqJ6gN{FKx(8o`cX7 zznRa|PV1WHYZq|)Tf+qD3%1L?&kR6~rw@LqF`S|Lt uWznXN*ZKl&v|hnh8~o_#-UG7D$IeF}PKDe<5LefD$QZ27$b>FGfYB%2cQq1f z#H$nd@IIRj_)M$fi3hLDOunFGDh$
4$%o+0&8g zkhb#OAm^5u)&Z;vl(K5cqCUU 3gCr*Ilf^Sr~Zdn*RUY4Yw) zRF0dKg@ZR7D@w-lC5XOqztH*hX0CS^`qhJc@(%e%7s=^D7u)#gJ;uFLBXj!JfTgZ= z)tK*J0f(WWeDY?>v5NBI8_wX`)e?*!x@E}baiQNMfA~4CQa^26lJem^HDcplzgX|Q z(`T;Q>ER$*V&d6q%o~@EK4ZJ&NEUE5V`1a~pGiU3LGQHAZ++2k8O_Ddp+~%@WZKS; z*Sga?`IAQkp|@vM-aO!EgA*~YF%rd7`21GBF%SkRuNgN}-5|im81Zb$BVLGCZab&M zeVtSpgHENxz&YaJFvjGDQb}<62qrjYq|6~~q!Nx;=uY=GbiIn=lDUB@gbE%4UG}Ip zTOZg^i${#LGrq9eODj%uR!g`N$C>YciFg8X_H2) 3nX|p z^^uAaU%IBWzn8IkXmbEB(RtZR%EWv5J&*I+1Zvk@XcV0x>4#tHD}99AEWI6^x%9DI z7j^;jM)VYUm|wq2NwwISX321}Hdx~;eB(I-bFwO_I4C8ZdAfJzAHGas?6-KR>jfC@ z(HZeCafn1GxN?NAIAD}IWg`|~O#3uIwK$}E$cwFvZx;Eq0*b(6w7pp+i?L^0DcdzU zNkIU)DIvh@FEy_KP_jof41luh^0o=RilUR5V`eK_c8=cpN(HyUFQ`C%fd9R !xk5a=GR#_!$Tw{^F!N-H?S@#W9T*Ex|gCjplv06|QX;4?lK+`|J*# zEAt(-HDe7@@pcTYoo>;i@s29fL!Jm$jtYitGBv>F!VE 7Lp8lxAB b$)}fQHY*IW@2VV4f9TG9)|q(b&v^XJ)usGuj5& z?%+xSn4EbOi;ETj1n@VRdV~NzXnYy@UsL_h-#i=w;P)T~bV1zM!{6R4J0-@7yU9&} z!I1phIkH K2+rWcUVAJ4-&n*~rB^3#_-T)Y}+r%5xM14JuNkEK4`l_Wv= zHDg7h)8ss7mLE1RNO<>t)egN;xX3Y^ >Je}suH42RB?6omx4 zk)@2wylY2_2(m8b7;~OJ^iqjBfjK#{PLHIOVOejt(BnS+ljtFPhBDYY)rOO>+1erY zILCRM)p%L7%cG?I&K)01OP~F?-W29#DsNm&kn$41kF2?T9<#2psdZ88(f4QZFSlII z*p5ZNKNNvgRyS#XEE zf_7H);5$(_Yf)A cP{LHi*Ct8?$%P9_Axqo+S%qOwk+5TJI+CBTZFvAVdU1K{|dF=cW z_t4UT<@hZid2Das=qs0l-d*KkC@LquUK%2PZ!m8E=BZ|vdjdZ}Zu*gdkI34Ux45vl zF}++`ul{<-pEX3&1m8IJYLUUZWuX<{ZvDaKtD^5+E@8K`2F(zFmpPIX0p=D*x`4`q zykIllF3raDPS0Ad)m+^)pmzOjJ9eZCU 6y28Rw6H`UzlJ0F$XBDV21Ya+d)@lj+twd)bAfe#E!p zqO2|7M#NKAV1$8N`I-Za`^1o%BJl|C1^mMNnKpS8yV`_Ay|AInejl9+Q#TmFfz6*5 zKgA{S*K)X$mufw#ivsG*kd$G}n>yo4y!;o(kC?jH>($#W9|E@94g<#dO;mhZ{ro*A z%K@}o7-OaY3m55QD5m@od;vlfR*U##R^Ao88P?QV15?sGHCGl{gqGW_SujtI9DoxG zcs{1Ug$aXWJ!XsQn`t8H=*_Uhf%;B-*60dzPZr3+-u~F=O{7O{t6SerIO!k;Y8gv= zQ&jIVm(gO1imb0WGsPPAvsfMxNM-a$^G3?o-BkBNd$RJ}gV@A+ISN-`1UjGiWnZ$w ze2LxYxlqT#JozLqZ0}>FoQJ}9CLmK0rSJ11%VzceWwQ1^o~p_fe=7n0kp4r5SK?vt z(o2bH7>1iT%{2@+mG4v;e>+G4%Uj2dl?)fW-nalRi5uB13A~S_=;62g>R5=R_C#YA zVqANIsHXrWOmBz>KXsq?{bQ}q{EgPhigojiJy|E6NNM{f*Qn>h3Cl6&;Pg@{yw7lU zol?T pitpMj ziS9w~K1Lus;OG5Q$(D12RVFH&ED04Q2OQFj>F4@$?& 2(`rk>w{ND(G{5c<1Up0x)>E)w0&L)eJ zQUdT?eb4=755hcVIm|lKH075168~}~A&Q+y>7ED(ZbfHwa>?5aq`0tzuui9oJ|2g4 zr5YE#t#g~X^I6Vz>IGD=SyqFw>z;{Is$bqE7&LuXZM)^lf^DfO$;6S_tdJ7G K>a6rjjbrBuGL7mVn;?rxoTuReM%zby+$dxwRTw>(gKX~$AN=)9@N9dgtL*mR z?P&&!SkXe qr5dB~xmbSMv0IXJ<@uT)m1wm+3WOZ|+a0 2cI8AHt^lghl`HfF#lBcsc9$ zP>dytg(xx2H=1UZw!|LEfPTU~{rIni>`?C}U;AYDQkG0a)^2xbUDoBFYc8)lHK<`m zZPzcwr!{%|FnD Y1_35l zkSWDKYfN%VNe`B{Iv(FegeR+dLF0v%!Az7o5?+}Bi>qE9sJjFJBVdKU)LgTj<_3Jw zc_v!qQ!Nkh-u@%j;CxIZakE$Vdne!1;s@B--%~+S%Wt{cD39s<_o}Z${}(=&zD{Fm zfZ$8f?`Q|xG!uN^gI|8b30^hzM@D>XL-3ERx_9dG(N+TYyNuw`z-%uaKAQzJ`$f)u z7Xdfbik$acfI@JYxL%kvc^}5PlcGM@^t?V9ZC3b^cR-nZI*cDNpRoWpj5LG>Vi)Ax zG^8jWB25hoqfIxmzXwRUeBz~cyfSJlRd&|gw0})fthsM%cTC>UXQs+w$;(+{I%zJ( zCcD#a-BB(|TBQ&<5R`$moX;q)Xw2%06IEz@1Vft2ts}2 mBE%P31qLSb#mK_f4{1HE8jRSpoT?+uf4CPM&f2q>2n= zM@y?c7xACiEQ`eV{G4I1fT6~+{^6z4P)>mArMO7z@Y29hQffZZ9l;ki%Ax-_Ix1Z8 z`psR2)iH0C_9)Gf(Z8KQ!$FDt<>U5RfX`%1JcOwkP<)N;N=5?!p+ISis)!UN&}j|W z0@t}J%lsXI{TTA82;jLd-x~hg<1z|%>X8bHGuULXGet_zJfQJpnR1+m2x*#Q9Pg92 zXE*3zT%d{I?cqE}Ft!W2O^Gzc5?Xl0KAq$bZyhx8Rf2tU0?LOO%N)60y)XVXmMm70 zD}q$JRK(axG83<`>mMBPkUg1VT?O@_c5}=6!)K%J$34EJXp+06#HajG!g^MKeHd>_ zGN4Ajy77*rR9Ie1w)sYkJ&W6;l^sS9yx?y-oj^U9UXvdKH<#efo}tFSdcYA8>CI z#*xVlBs~z`gaa;7IQQNtrxqT@(pvy;MX>a-r7kTHkvYQikIySyJ4Jw;5!vr1M58&g zV4ph+9V;27Rny-?&dn0J)x4xQq_63W`aM$Pfhe0OOaAibw&^7a^8PJ)%DI2E9 *%S?}Hu#eQ&2b-ri_iWR67no5?^$bH086 zC?j=~I0ao~*NNMIq1KuTmv4?PF-i2``A>PzpRfH4B8a@>_gB7Rn~m{J9#mA>ilm>c zl`VZAW-^6hOOxhI*z;7_pUwP!#rec}M{FsULz`;9uy=K>-J?}q6P8?Bm}v^jIf)W& zZm=u~_g^2Xb6*;~+L)5ug9QCa|MsOu_AyR1%`vC6q4|W*o1&4}0kiQB84VTB)WsE# zORUMsqy5g0;xd8rJc}u!#ili^o|@-fec{d*Rk|4y0V%5__aHQmoY{n~ KxGoU!iIv*P75~~i1Ei1BCfy&ed5#__F7Mo4 z91|>nCvVJm$WK)dsqO6q%c}D(2BolccA4H$FX3-iFw>2ES(A|go%~W>_Otf+FPaT; zuxAijs0gWeOj4uP5tUa}lt=SUIKF2DKdc5V3LoBkmWUUe{;K@s5hZT8zk?EB6p_NV z`@qLhPwYl)X&8c~YZ`A~dsVOElQiE_FCS-Qbp(YW)T0_AVoV%W-03<^cwllP6JrNp zwNavG8D>SjDY=?YnzU|op{B*=S2Cd
e5}r3SgZPRfJKQcgTg zkq?Q5N`_$D`-9TdQwJ)eDq|SGYloja)7Pukmd1Q>in7OO)3Ps381qcMjy@+m6$Rd% z3JhA >R#fFleS%@Bg#m7u2FnnMqp2RXXbeQjzIFL(v=v0 zkj8S8q{%aC`yJb#dQMiO6=M}fUo4wZfWl<9G?BR!ZlUS3X&1@HZ)PQ^;h50*P`7u# z*j+ij=(C!*#WQaO)?VFd`Kzh&zyW{ZJ3 HW9LmM3|=`*6=Kx(jfKPz5mx(S`&y$tOR|i!pL7Me zBnpF$C36(?V|egp-qeQrN^sR(o#AR-gT=w?WLPpk(uI~?QRM4>DCstGAXhjx 5W>vN$GGrtNzFhX?AM zFnrv8(F$b`&JJ*ox#prVg46aVR>X^LSl*6zY)a|9{g~0-tTU98*|c|d9`ciMcPnLp zef9aP&WF_7@B1v9Pglpyod~k#M^OCWHbCk64VOuA$~U5|a#8{B?8N4q^0fbLip>91 z>i~^py6v+ 8%T1iA&y=qQ<4`|>iQoV{Q%5;rMZeWi zkJZf8HLcM|@<~{GT(6++4Oa~({~*(*jt}s}%GS<+&DK{4L~90qapcRYX_h)~{B3QY z1&YO3_nj5}HquLaX|h_|W;;^!hI-g@Hu 0ksOQy1)Uk>(*JkGAWKl0gc&UZ! z;~)O^BN4etJkGu~e(vL78}Ud^!D=-a_f9JT85W)>O$S!!%e zei(F|d?x64M&~1Hg1u83BJpMbJW_HXjNJ6l_~1ny%;m E)5D)r`_h?~p0`^&Q`$Z%6yY+JEm8|NoRZ9brR&|4 c_)g11THR91 z>YFi*s;9_NS87Hb@qmsEn3@;zzxeB=@mhL0YirVK1_4pNGQ`HaW^Zx{#j9i DyVp4AK>h_QKhmKRbpk}+tG*o2MqcU?}K)fY$wB*njn*PBuOpCCq2X}SU; zUb_&5ST6NA?0w$$o}sL2FACP@C#c#dZ0t@RL8gtNg>nIPygKSx$DK3t=L%FRE^m(- zL}heulFi7Q*~+zp=N+@EZ5^*F&bE7m%z4-|Y^4u~ldr_yUkOXfW_u;vuWe-vp#!S< z+<(`i!+&}u1FO)j38AO?!wKtMNn%~{Rw)a_X%5Ye(3{eB$MzT14O`0;cWs7=Jha%( zyBW2I>OQUOFr8S|xwXhtInPk7e&@wo$VjE1KLh+qAY=Z0xq8!Bk9c=gPI>P_t@vAM zDhhp5hp=VEi7C1K!qwhU3I51Ty;wENkDi@nB7(Bdts+X#VMAZrSc*Gc31Zy)1tKso zYBnuw9~-;=^Uo7a$A(+5N!BNa%dQDC2uGEv$wuADcsn{?>l)Z3X;>^5QMQp1oTa}# z=GhfsHrfk#YZu?7N+yW)o$7EK6*prwsiX~HN^BAkW3SjMQj6x(dgZNIe>}U6D(iX1 zp (A0RzWXQrIYBz2nT8c3Gc67x)5x1`wvw(_)!62d9Lrg@fk6h zR0Sm>Gv;pJaXrSVp5uBsvT+0Ns`MCDz;3OW7e(pr7!ggMj)}URGOsVJuHXjEvJ<}; zd)|&c)_d*2E_+a*HS6oJ%k#0_>{a4!+{9LNm>aI}2T@1uGe)^kRo>ITPXi&ZE7t?I z&R4q^>g3PIpssS9pT3;T(yeW24Qu)m5q}}#p{8=%% &93`&rnQ55?Z=OWVx#JEEkbkgq^=K=S( Ef;T=sJ+IbH?sy>Dk& zxoX)UKFd&}CrFbk4xyT*Cq0(#tVjOX7Pw#EsBaG~uyHQvsM@TSl7)ETObmIDk;E-~ zqApK#FyFrD?HOf{AotC3>xS#<#GE+~qiy%Ot{+xOEsg^DsV0MbnD4ht&k-1V({*t! zX{mM?I|-ifsq DeK5BEP;G!scSz}I+*JKSsrZ>-}zR8x8p_{1;X zDVV^g13?3$f2A7hzhkxj)8A0r% FuAwwN|^i z7FT8-AdKaSKd%>fF8q8kH2}YD=#LZ$6->7KteN~_PI9vv`w-feSbiL5R2`+U!Sl*D zgvg +)`8aK zb|>)eBPN3 f`Wp3BU`m5z#K16MKI!gUA#toK) zMJS*~aUdUWVWt@gi!+PxY+ft3b<5&!8lTR7u-S8AQp>W!l-X`{YX7Wt6P=Wo{z51X zD%<_VGp9oM$TYgSLb=+9Hu=l$oAMi0jB@(;%Clq#Gg$S(oCV)?z#Jq~pU3IA#P);C zgK0$BfLENvz8l|u?#Xl(8Ib9fS)KCW4A`n7&q2ElvAL_s6;tRe$yOOm5@<%m7ASa( z#+$-M5Tb_ESQy!o%OYyCV3Ea8K7yKpgz}=?S%aYT)-2~}ch$(!ZWktpsO6H`u7Rz& zyi}4Fn2 CC6LR}DTH%K+-fiS^AbLY^r3UP8bWXIfHQ3{ z*qmenb6VTu=6d{st*1|kh$-=Sec>I(GloQ?YvAjb2W2^Tr|QKz{3YVk)1-OkYi4fk z-{S4+iU$F=N7Nm?D3-Z(x9Ssl4Z5V7*S=R!%At spR%u57y}X0BW#YST1PffbC9lC21$tbJ5Yp&JY0M@p)uqnFcB%Jm?#bCpGb zETrWD&;CB>OqHBVvO7{#(9CSzsHNPbg58zraRUP9kRN4wXWYS5y9qsxX>EPwqJ!N` zlJ6Kiqh51#K5tAW9y=W~BhZl2T8*$A?Ix)4A?+%=eX!Qdy m$Ef=48VXefZu`mEJ61Ga=aO^q~{W$RaiAMDeO#y zQAThQfD8*+y zsVET@Z6|4#m;@#Em%#fyG>xD^TS-7N`dlTYGYtI6;|&K1Z%ScQ-W+V`FB8YGZ(HJ% zO4uYv9kD}oHD195md+NUel7|YYN+B*oPVi%xu6nqY$xZ;ZcE-BGB)97b2b>!(?>F} zqSeycKh-_(77=+bne6w A##X^D)h3Y-R{H}2x_VY36=r>S9)pIVbA>C1tr$IekR7cEEh|!# zx;f);Tj^|KhCST30|KTyn~O?G2F4> }(vm%`I-jvL3GwkL zs orqu(u|~jL!^E3@0#%+#{})eJ32;nVf{s=MP{0GD{b-AEi+BI`eiz0 zdwQs RgDDF26moLW$RNSWA@=OSy)EXSv#pJ*&zmGKT{K(X+vRZgFcqhxo zjiX>L1qd5Fv{I*zS`PR4{wT;2IO|0xPm!+qD(tjLA~ZGCJzZ4Q(8B1Im2&2Z(P`O= zpY`RxO4|?tU(#+&eH>wn_os>FChi+v3y)IXOOOx!6?bpO=~4daq4nA4!f}CyA0fyo zqk2rMC(*+$MtK+^sw+E{mkLh@5|JqnO_VOPvD@A6Ms0(+@4F}(YIoQ~6_5wmD=8j5 z{gSBH3I(c(t20-CQ!2=wuTot{WBaW~=s+ZEQD&@7yKucp=oQ?Q;>y<(JAmih8>NF) zRAijq)2FW+k*s7owHPr_?G-JlFm1~ sRwWPfl^mdi-fx>GC>VOfV+Z z#4=up#0mn6yeAWn0$a_go!61#jWZ7TVj;t2FNgVJF}Y%cxV!6Sg8N$>Bh +QDkdfDqRw97Z!5fo+w8 zau+uejgD(RrsaN2YnNu?Zu}l+-mE(dZdA`A2dcUURCIwtP?NMkiaEkmaC~!64tUja zmc! *-ew}0%O{r*;{($a@?kQ+Dq39(Es zTcrk61~Xw?z}4Jx2(h?J7D>TtQ0sO+*#TGQwM*~`hheO m_gh?`xLeQKoF8s)S zSFD7bK7WTABO65b(n^+-^d*xk&j#s0_UClTR=m4LE6s(RjDdi~v`d+He$d!PhrUvT zUy_VF-%qAEYJSgh`f{U6J)vK2UxgDyey?fG B@iEb~U zQ&?0K%hW`CmKl` XGuf4W0 %-4Yw!e6uSoT_DS|NM9tXU7Sz%WiU3k+!ycVJu+3Iihh|wU8F32g zTd~B-iHeP0$t1|9&dd5FV7?iB=Xuk#QSwho)J{&8_c=A*c60;9B;ergQlm3%5loxj z*=bf{;(lGXHRKq^jqh{C*im^SXI8oeD+9Kd*ks(Um WqxI2+w@JK_OBA8GDmdiAhD?a-kvXyz!HJx_)Xv9NEaO&0)x5V5MA zD0R~GF?IYVO~t}oPRTQfLbyKO)L+bNOSdd6w%@=0{5eg$(8S -5P5Gs`}%-%K3g@lKfOcdXl6MoYo9Y#rwMTkGcv}C{G(~m{qzj}XG6z` z(arp8jSF8C5Oh`Fz-sSr#UJHX(uXsesY~~qcKxr-?p@w2n^dd8pBar>xR1K7dzDzm zQJQ$j)H<-(8!Wn0WU;@ywHRjZ3ETpe0L6+SuKk}gz$UW)4Kx2s(z_u@(Wa@XXAlEU zO6Paezv*eN P%HlYN+HW)1t0rMAUeV~ zx=ZTnp6VibSe!4A2bO^te}s#``3(* V)7 ~igW@sq68b&DhGJg?za5A!`2PL-Gs42; z QCh#(XWT9rq*Mfhfj4G-@5x@{6b!+74zZG zdj3NRrTb$oLT_3-l3LrWas#GMUkll~{=>$&n)2povO#8?^x&}{kUqm=anTM6LPCP2 zf`QSrpG_$^u;g}l=ZRkC RTx--;OS9nV7k|KM;JlzfIP(pg+FVh0avLKJA$F z|J3kd$v? rvb;ZH$XV-8Fb##tccd#d^&I#1r>$0bjO+b6o6tMGA1YVw4?>*K`QJhaGdH@N zhe8u~H-D%LqMH63yz^Sv zaC0<%QflszwAOGLDW-FPjl2Z!fkkssE2aEIO_-cL>~_1Sg%Apx I(X;t^xOR8=h#Z;4Ob3sjDSZzECj2q3Okh~;f5Kg9SJ#hCh%l{pjEOlt zn&d NYIT(>Dsv!dP~k#v!9VH@IIe^^NdX&P9~L@9nV7(L`4_Np(j z$?-}F__dt1u2APw+0 gdR@yvjUs)!)evgf}Hu+ zQfZR&ab3#!d$$~T4`tWjg5OOKul~%IuM~dw^Y@EUSMe2SVX^1(m4c$Ug_RO(_fKt) zE(f!sAapx7!RoOG`?RhQo<-~6grMGXxoGac0iq-a#uEM+?;4}7Of;dZ)>JLI_=9BX ztfo562Wjvt%egvp9f~|Ot`?#wjLVg<9$2oiMJyR}X>GP-vNuXpzJMt0?LEseF7HcS z@>C{M##l>H2Zt@o`_~*&LyVRp3RF4>D8Ay!zb1WxPT4*ENITA_c7#hM`GDPs-U))O z+EOOI8&r~*k+|~m?fz&O_v+iIe}+0I?A`9P4;OEir7Y5rCfKjq4X2(t9Gb`1`!NI` z&OEHC3G%tMwukJ`@^$ak8G&SqK?IU#El1_~SGQi=!_t|>YEJGb2xU`6h8Ldo(V9Sf z^_seU5PHZT#>2SaF-G7`{=U=AdW`*3)bCHMD)~L%)!CQ4QhZXEXLOcqOD#7Uz{&vu zQa3jjcwez)HLc_6{~*2uQ3T%42wW~awuEal+Les9+5SpJY%t1o6%#5VfeG$M!SME7 zSGK*mckuYDramEV8_xo*C+#-o`idUlb$hQzTj|Npdol*O1RISy5V1!Y<)4Pbl*x(( zEM_`9e`l!7_~BzLwbON!2@VPYweDBzRZ}icQSB x)A~Ih-G{wxG!yOJ31y43cLf2Haok3U2#@!6xqrd<_N^#6x;W>qInL;HV z`b5A=!L}J{duu-2`!>D?JNf5<)xnv-36L&1)R2|@qHvdsd$#PP^(+4t-)oSAdgkRG zZXuj_t@kg&SBsEvBeO+ZO$lY>=>NXAVw_UwDa^o#)Op(fXM!&H_BVD|0iBMfHUX*P z2t}+^0Q$}yk3tLQ$|?W`+=fokeIu$V }0fAVM(&iv^Ngjje;R=spX$ z3nSs~oP;f~q)t@ uL*sA3aTmliiFF&y;5Ln2wf_;u2)Cl>MJ+ia90 z=q8>w{3yNd>_t@D;RcWT+XA)x!@s5;G|O%lgn+Ug`s(N+Yr`#cLS?YRVm?O#!O;!= z?*wJ+GG&Kj-}xRr?emzgej~@7Z93N#FRD)x>qB^hJr=DaoQH40wj}57jw=SSECqOl z7p_9X6YwkGmtACpcQiD?J4v1IkUW035Hs@E4JB=o;-TOVivSa~)Qs6FKEDqc2>0m9 zyM6X`EvXZfU#dr+lGT4adAOn}r#Ruw+@Tw5outhjI#%Q_j)_vRP1Po pe7Bg7w}u;-Ls0`CKmG Z(oIOX5EgMqEF7l zTEjJ?(sg^MOP0tzsc)NQqDfj$lrUwg4zDe-9I>oGr{^(xUy0~Iv{g9UdewyKcic2o z&3hu(z$k1%qd(qA4(;VP_q^{(lqqEvKK)K12NdK#g=l2=)T4@6%FgpEiFC$;By-ev z`2rWs41aZsH@F=xob)x3Qk4~v&pB`#G*KwG6t26XFSV3%i%ahQBG23%$r+Xo{_!IK zNyK(?u*wmDM`8+sEh4zmr)?Z1l+Nn*JnD%rcptJ2)7x#)jm}5k8|4joQ#0Ufv$Xz7 zfRv9DDcX9F@ZA#x^o(%?Iji4Tj;>zN-w;mwrsWCYy^xuoH})YFfk5Q5kh=UmB|r0q zcMvP&YHU+k_NByF6FDI5sz_-6bG_7l0aT03;?b0w&|qW~EMRe`Cn@iB`oD6(vC6L{ zF3GEoIOCP*?RrLOuf #(>AA>PmS(b{;;O?S~rUK z9c&H1aW)NLD!L|TbCgf4hmXsm?ohilMe1U91T1!U26uuIHcZc@j!#FEl?hLIa4zj= zi6!N@0yqH3-HH-xruTaz3%Hx$U8+T><|-sabbqP`+ftR@WMn7JAlVGuBLs8Y-RSFb z%#NMzaV4%n I*r zi+86wM@@?>oduJI+E;1pK17dljM+KUZHJm|UcE=b=P~QHSKvE;%ufk?s|leUd#rfs z4g{1y2sDiQH-b7SwS;o#JOEAq%{4(Mz>nfn5xP)W9 E|7}{#*RN`*iK(M_IVj<;QvtR zYHBk|244XX2Nae!aviK2y{u+|e^-k40gOkjeroL@z>sc_#t*2*D#lo03TOAy>N~#Y z@C1og>D}__zmXvee*bXl>Q-rp`tyyxD~h-f*7@KAn;#i@93A$ZHv}C*C58Z+j20o~ zdX49wwkQ>R Jx)%-^$z=lIdrA5mf;UOvjaz-i1@oSa-`Q`=m4H{NoS6X;(ap0)44 zAbGo#R*J56n_W)*?mBKHkeIHL(Fxmo@FB``LD@oWtYZ7vZRd {GA z8Me1UJbi?*1H9){jemHNYx4zxj?HC}aQE^}W3Zzs_is>sHI2}ZUo&!w!0IA{*WPSg zob!nm=lwuM7NlP16qS7k(T;1tqclSVc*rW|5_ I(p z+AEQ ^h;FHC$S>_9sMelZ0LP3U{6aEN0YW9A_nW zI_Fa2py?d|>-V4Fwk>h341 94^7D{v0Osd^?aQ z&m~CLU!i^4&wls40;_~OfUTfo>Fnhiz}%czbL$$Zi2{HM)!3Pms^Eddg4VrTPEpzY zza)1nD3yM=pTLYPYBH72f}|G$PIOK7h^w-YKCY(kYZA2d=ou~WrN)e-Ck~LExhK7f z*1IQlcEpTHv=Hk)KcfNz83AF3y 4H>~L7V?UaPS%{cH1fCtE z%Kg$AOC1osH+r}){ez|bZXtwYQ^^y}E2Ivda1G7vU2sjjap9j}ECY9|xt!e#7!2Pf zg2uxGb~ja^a&3tYF+1~A;T3?!aVwepaeY_{HXYi0@#mn;9}bYMb5rNIdD}g8+CF$; zLg=R-hwO-!_{f*QI7_^wO6Jdf+3PmO6;iJ0F+$tG@7FiZ*1ErHB)Qd{%nI6b+Jk7* z(cxXoYd}LieG>(ho*4iz7$AVA2YuO^ hTY8=(>l3HokCfdr+u^|zOQvpv-#_i-73P+fXR|1o)G-l!mYXYG z>dwSW&D>i9YS@%f#fX-BoGT6h9cN)9s)UXKfT~jjnB$o6lMhc_J!n0=dmxNT58l%M zHZp^khVfy8g{)h6WrF_{ntRqP@1wpjc6jnEJF04dZU<0C#d^+!G;L95UcAEed)Dkl zkA_JXQ5;JU7r=kO?SxZbLy$NJ2Z(1Oi*pnBcFJi0U5EZZqU--H5vPN@)1F?1cy?S1 zv|9K>%VqSo-D}ouuCL>YbcJAk>C*;JNYHe!XDkm^i}=;~@Xe2)ah1a5^Tr=_qB0Qg zdx$p4H}wsXePi4j2M0>gB1#d~kEL_pW_KrL!35 ?~ zlM4_w*G1HWj(V_lOCuct?U~H}kJP2deP_n27fm9l#u3XMX0PCvKkYP{W*Jo;-l}u& zy&Qj2*!9{J%y3(yVD3D)>vZxH4AfEL-hLe$@acpB+h8`^0_G Xrl!N0=diBhQNY!B99@drTv6Qe1J_vC|8C-eQu5jKic<7fgh14f z)TP?X%bz+uL%ll92Yt?`?oc&-HF6wVYGx@i``|CUTm5ApTHop@DmU7M- 0 z`87%Kd{5tyFtW0wLU$gB&xVhic_fU?eK3qpN zhIB9T))U@+s{nXIF~H^=F1+@2YotHJH?hLNUpeOPhO7<=Q3mUBqX}F{1wnEBBn4Fh zMhXW}B8!^1V2`H4L5EkXed_h|^RR($SM|?ZRR4trEjqk;3o4ayIAh9x_{05~1^Ybj zF8d^-`Q6EI5TDe%$Cr{wDWi*Mr{Wj|a|FmNrPd{p?16D1SNsQRpQlR`nUk5qQ^>G} z)=jxZoNq^;d)EVA;>^t7WA`e@Q{-z1D_Wq-8F+ Mnl#^y!!UIE`tkdKsdXa7U=BT4q@7oiD2`BL$(E?O_QiqvU6>$b^`D(N8qk89 +%`(m6xd07FO#Gt}?K@AK^a?Dgz( zerN4-{M+SP;C+AY_vgA^*Yy^4B>-CXox+{b2vR`d{=PlaNDDz^V}_iCrGIqPy261Y zLm(K@3Dn1B1AlsnpeuS3ajd}q4yk>d{aFnS+xAp75i*fWE>+l(A8|$K`>&pD17>@Q zc*hRQA_m7s)>p44D+IOmoF+k2Pi|{zMga9XnN3Y}c$S|GEg-#gdo-O$p2vR}4fx{l z^F6l%oA#eZW>GUMjXnk%RG_70{Td%9b--)@TB?XfN-p OQpHZtWopzu{WZHe_fZeL~RELC0v z>&H5Uxu@;WqG)r_h-c{zV`|)*LNkH>*|dOP?5EVy1=P>bCUr+4pE#tn=O^@LDC~Xh zPE$rk?98$oZ^bhUY+0&hEFX jcXXnBzgQ)KWYFD`~TuNd2LUBQHO~Wn!0m}&>DIiAV*Sg*uk7Sp1b`- zFJ5j(h&^FcaFk$qWi%~hli?tESg+<)5Y)1OH(_f50kKb0?L^-O!9%&Ea&QJKU^S1b z|9Ku9%2?rthp>oulVGEau?hsz1G`)=Jr3OVC4K@%8kq^lvOe=1e(c>PCFYdQv+Y)b z=sGx@skG>xKV# zp z_wTe|fX`K9)TM8HUix{0{ CCF&<%1Gh%BQs@Wc#45**tbzgl94k~Ow|6r~9tbY7NBGLh(%y6Ol=ZHwG>FFX> z-D-;c$06yn)m-Ozx;sPo%hkefQ3^Y=&92?_Uh_cd)%T7s6mmRoByL|NB6A2|Pkjcw z3aQ5r0-bdazPQX$m%zR_FWCXyhd?*p*1mD=M)t|Sxs5<2-3OCqpU?iH=xJU<##(6% zcsHV;s6@ s{{8oYnKD60(g2y*syB(b zz7?Af*>xSd-cP%c`gk~?ld!8cFd&|MDPSp;b%}l7Y$500&eq_F1B9VNRp5Jvr^(&X z#LK4z?|Hn|RCMzg)z_SBJlLs~C#D&K4sbg;#l9qc<}m%5d7N8e?{lzbD~_wf&i+-C zy_EU;lh&S8QBuC-{j`m7qNm9e^uHO_(nUD?v1}Teib;ouGu77Zq+$OyzX0B%M0(4F zGDt9aDZRTC01j3xi?AQETFAU-fFpnv=I#m{0mfxKdF4CATRrt7CGQ0}TZoEXr8x0` znp2txKUA~aLc!ZYs-z3WvrBRkfZ~#gU7#9I^q8_=gzC& ?F^L=EZZh gi#LMNrZAMsI5d>^Qj8N4cO_Sp&BN7 zX?#?0bqQdq1f~oepq2mFwJidUE$O{vQ$R&|-{AB3I+fRVUF)XMPQ|E&h2gEqQ$QRV zIWh@$b-SAN(~KJs9RVYmk-xiZom>vMl8}vL^B6|(rsLQ0)5$*Bbn8j )O75&C(BNE9(=3oP8LK(uO*sP!U$b zRLsb_DP%u~JFcYg-j2cPRlC#X8A;sAVIx%l&Jw@BU@(sG{=4vRooE7lfJgh_`PxV! zqypDF=egZ!Peit~Eh7`gIO|8aO)Wv^y6{5LiEG~TT20yKocG~{kl`3;)aayrH1$)a z0pzNnd%Bn7O((LF_lGp2Jl-^5ZD)neE^?-^LcQS}%<5O+a5|_Tv5_EbRdwKNS=w$V zk3S!^*?1vs2JVOT$BZGlIV1ir^1H;@ga`Gd<;9Bda6u%SN}PRJY({vT8}$8p3T(0l zL83wRv+ZlK!ZrFeCl=EEUn$Hl{ KRh% #`yOH2~5sSzWmWnRt12HtDaMZo$R(YhFUXZ691+U%u8=YR&3IGv &{VzOXfhJE)hMn@NX>R1XPasVw>Pm zTIPdD3#sfos}+ Sw6)~$r*!(eseT@z;3*$ X&XmMfEf^{r6I9hSAp z<~J@Q`LlEd!T7My(7_h%n3BvPhFZV3>`s1jR(h>=w3PkE5gr_fY(yS6HN^k0GdD@b zp5-Opvvb*A!Tex3;ECM?-a+!y8l5Jwplv|dLRd?`S&OHOspNSKdbd8`+I%(rY7$e< z&)SP^< qcs0&3Zc8h`NS^1o ztkF!E^xHoZ6jco}8`1}UK?4R4Hv}`RHI&@N^79D~x@3&~m35Ve)T_$Odews?1wm@s zXNR&fytfRNkv~5K@;W%k(8a9Ng_)QJuIx`(?34w@8b)!^dYPeDrM%C-fT@Md9 Ld|Qb(Cu^LD5}Oc|SRF@sD|w;5sMqtPG++}+ zXVQkFjqopS`||}iuYT0DA9EodkY5(# KdpQ+)%0r^qLWlhM}4+^vbfT;S`(fSzD}0Jz0Vmu@lO t20SBK71iRweUi)4rT4PcV5N(pU9^ zOm&NPQ;gME23eC42b&~pj>Lua5a#g1^CG7(CYX}e2GQv)=Zl8V+%A^EYtvM{y zH&%EMhf~Y^)!uc`E?aNrg8P1`SLt%qb4&EYMv;NTOdTy+WT*2-KGn6fU0o76W5+WI z0!=Qv0BwgWTfB@XGv%7QX`36YFe@o`OrKN!q4K@68AZ)OHGfv9sS5XKj)$!Dxte%S zGrG1DYLdc6k9ly4`Is>2aUj|PMve_edbp>dDV5+( `9#AGVFF;+z>^<*FW`l?wMJT&54neez66mT ag;y4fVf4tG&PqqLsBd3^M)dDc*@}=M?LR7fWZY1=kn=8c`UdsB1iL-nz z!iM(ghpjq%W- ;;9njgkSw5@@r5NB0w zI$U x=d75tE^d0b4p zK2wJ^+rP|4x1%*%N52P=( 5X!Nj&YfjOj|E6GmT#xmJ${tVanv*D!4! z>4AA-t?GpXvWEKICV7q>Y$j11!&9U%>lx;iq$UQddk>H%o!<~ruO{I)o`PpOm+K<{ z@`gL{kFSRmpplBKMiKa2eOntF`D9y+25Ktu04==LWuAP} H6Rm z<#ko6KH(m46*||!`3v4H+1lXE7%xWOiE@ 8V5J_lPkd7>LT&1B z_dJT3ukH!z@NlheRE_L&g^HmDQgbfDmN;KZJ0@TEPG>+8HI2K2X>~w7lDNUpmVb`F z+X5N6?|l>^+Y{$Ymc1ltbHy`#C8+KA*xo9*t$rAs9%-pBhpC6UXD*RnuvP52J=0l! zw)5!O;|-@Yq5&iKoB5LjVy&UL>MZ9^k^W)%Zm>)2Aoc$iI~XfcL%vntkB))-S`62J zGG`iCr55}OarTTC-&Fc~RoWR9I5oiiJ@Za8-@;282*adQafCKMYz}azjM*T|x5vso zY6q!;HmZY*tt{*Ww%gss%=qjYCLG`p@cJnr#sW0q_y3@k*4OM^a_lf=lPBrup~I>C zJ5V_2XlBo(=7BI>X(MHhV;I4`9?ALFR)kvo8%C{-B=APBn=dsD#YcNXL;upQx~2Nk zb7_QtK5IPAVfbQJ`YY2tXsU&U+mgd`h2o`9M>HYRD5`KgW+M^p_57q%nWi*R!XY5> zbHo6b)%QWj=7W64`i-5bmKzry7_~KN5QBfc`Bj}h!H5AV5vmiy3#UDsdri&eq(Xj5 zjuHO>L)CdA9+*iUR$AsLt0yIPt^G5r62MiS{1(+E a)+Y=5k*as`Tn&H{%pb;}BhqXZ6D&V-)pdfT$VCdl}!j3yd+ ze$VY*=>QyOg5=g|lU2^z#5)Uq^nCs&3eVI<*he*=Nm*Lg#(Sm&y3rjH{Z_H|5!pD} zmMx9{8m>NJZ{1i`b;SxQ-Mq`oA}=v5?y8&+!miIrkNf1Fcm$7Ir{}+we)|VcVj-i{ zS9k0eJ;h{|nT988F5Q-28|p=#BI4+;wYnmO)^tX%%cQi@8Cs!F%KJ@1q`EnNmFsFe zM<=okjE!T%B0&=bvKU+u+G-j1z`<`*_F%f|8kc2UyrsNYEU~GA-wJI=R8sgP92gho z%#>Ix?OwS9z*qqMSwHL@#NyqqluiWJ?EhuY|*St%z0*fM8mTgDc-nv2sEz=skBN zLsB*j95`kuN?Q0Z^_|p`RbISD^ >2Xh#m4%yW zOj1y0e!b`Q*iGiB-kL}YQhF>tkVv!DnSA57(w)&rkd{~i8-dfy#7|+i>8fW13D3E* z)0tSA#=aniZOK+usUDd+sjBvnhJt5u-LYi#-ppS!U*(1Lh;Nt?F)DH-zuYUIP)&>k z+52gW|Dfe4{+J;28yWG@G-mxl=OWug@Mx_o9^i_r;q5hR$V=T&8ef>Nl<{|BwBAOn zrZ;P={li4wRYXF#LMq2xL^@Gzwtv5N!CcFoLW=tZhJwVEZ}wxN`$0w`%IhLVPCAa> z11iP6#JoLpOTQ5jQ3HMv)q~bC4=!1{UJuCsBo1ifef7z9At*!QIw+&ofio^aWZZ0N zBWTDPcG9#47t&*=EsQ@H8^S!I7W027?%~M66f)HH6uM`xH1|skr8@e1kma7o5?gqM zH>kaOy_I&iQkSW6gLHJjpWqNJe697vC=cZRVKL=nX}`yJ#rLM2KdByqF<==G)qTMC zcd@&qP&7) 4?nlZH1XK m z6;qfF-qdik9Ua9+^;Sg!Dtq)qB}mS?L4)z$!4^->C=35g4r$pA8>R`%>bEi_<_+GF zm8_~KAxihYA`{KB9(3QU>-49@V6mLUfo~%PL;=No*HMSK!!o#S^eb%)HR%4`Voc6? zLU;5uf}v{k_6D>ya@o-NF`qk~`H1viBy{v1>8WFVn!{6e0YJ7CACb huUS1rWmtc|#fm7LTaSTFLa zFAGtOX_Pu#hLTEyRz3sa8l&1ljjxHQhR`md+VJlCBH?YThZ4Yv4P5W9VWqKUfem{> zo&_p+DvPFY>8Nx`(MgZNen?&(uw0Df4 j5Vpi#HkYBWJA^^0H0(9BmQKf&O z12dTV#Zf;30sO`~#_tkV ?|h zkB_vUl8o)DQE!z;f*jq9Gk_d+HnJB094J?S$vfG7xDyz?-RoPD>?)sh+o2`@fh)Pu zfcC3OG1IpFI--l0AnCJJ${wC*S|Y1uePq_ziXPm?g4Y;OEaXT*8CFaQj#c~f$SUl- zOEQ9Q1r@^|kt1qwBnBE$2nS6Q@EN1jUmE3^GB3ARehxROy-Si8*Fzej+|1{CAw6ZR zu8{Aw{p=^Av>?XnP>VlUJn6w*_dNSo+B%f+eJo*Ft@VD!?qn;q&-BgiAe8l6tw`}T zc2QjSyLUggwtUE#^#BdJt}6LyDYP5@^uOt$T`t|tbr)u0_^|GZ%cf9BRAT?WA#qIF zA@znxFBMBN+3QA6K6BbcCcd}KcLAM>G=r0AU|nKBvsi)4Mfgvaz2#2jF?YPP4&^0{ zb2(lH{ykpW)b}w>MAUn9K>)th2`tRewY#F%igI#=x7Yn0e)Ssa&ds il=&6#I@PDJ&C2=a~>@IylV0qJC zbtPbkWL*E-5D^DHn1{K*O|l(`s&(fV`cod^d#wGbV<|G-^Y-yIF~j9Ig$nnxk9Oo? zoXJp5^p})U!&lW-6n42wB_pz0aG{W1!KnVd5q~!Qd>>WZm9M{h_TIS}`w|=UB7V#3 zHG#NLbN(DC@`U>jUhMQlwFZxKBr<7;uX)H_NBV69(O(Bksc}Ce!Gq+Bmr(U~^?s!z z{R(k(tH=K&!U}VR!>}VhOuFNa>JcfSlOa!gOk1xN>N3dB;H~%_<#e25B0*K|EQ^q! zhpsb3(XnKRez4OIh~X%z1r(#mJOKRM4&lN=m%0yN3ypTy$urL30Tzhwf6D^>N!q$} z{3**=g+DX#e@qQ#;KWKZO1aY^sY;-Z4Z4KIE~67{fkGJ`GZ?CK{B;Gj2h2GGIhNZX zT^w8z4{|aIQ`E<(0H^1zmqt3M5F~d{e*a=tF+IKS7ulE1u*pN}$1a%OZ4QyI39C~jXoLO~XgZ8}Ru zNb)zOirw` +AQ{N}%S%FEXm2i`5KLtCu?a)n?;v;kLE?F_9?6^#+(8uWy3t!V}Uwr`I~KiGF_< zD+W$jWL`vvC=F!X3Y*>kjd1s#B2}^#@!BvLchxFh&-1ye5rj*t$_$ytQoLKMU!ILw zxJs?%N*x$Q|DwF;mJOTu@s_;q??L0cD;eR|gw{o|PZ Q^qQ z&b>}vv1nSh-IIKqDamGlP__oIGPOl~l*Q =9}E#4=3VVG$m45pcBX8IjY`{lx*kwRjbD(S0xBGK4{xm%}fc%1sd z2|Ib_{Cq$hgX&?5P=U$5+LSj-K;l)Rtj-=y8$KVpz2GR4)wdb(x5fIMh j#whDB@t@G&`;1a} z;tIl0RPA^8PVy6`L5d1ZPuesYUm+bH?u3DO@z)IH-?2PA-A&0HgU(7(Z#^P4DRM0a z`B4xofnQOM3K`H&_PD_QHC5j`9_^P6i>8*2Yo O8x qPUqVaIbu>BY zZQb~IK)~mKNE$D+JhKP*l)$mLZyM{7Ze{$d{p8h22hZ*IyBa->Cgb2lu7)h^b4B1D zWnD*@t-ep=G_NELV8TNLDA&R4{dA( T~$sO4Qpt7@oIsU=vvzU|kE zipXLFQ#W5@_VtV{i90f}{jLMeR-(g=JdrcFEADZm+Ni!gugc+wf~g8=Jq?3$LuY^= za6iN!DoO29-{og(=#0*KlEy2W=N3+y7u@3{V2yvIfX^d55L2AEJ3sqg?p%%W$~&3J z2C#r-XyoQQ@aYq~i{B5;%O$x-JS|6YDH0z%jl-W?0^bO{!F=|XVCy*^d%SaT?tIy0 z(dJq0P_?(`=C>D@(E;qGyB|&~61jb2z?ImBtz6yT0OIs}#|0;vT+Zt0ZaG1K`eHLz zctfORhu;XY54?D@cYb)7)Y@@u*loDJ5Fh1{YQ7CJ)eC);b7H=6m}8lu$k>s)f14hl zMU}X2yJs$c^!Qrufep%7@i?=aF)+FybNAhy`@IvzBYnZ1{uCXB^Z0hLA#>;A3EC4A zMH4pU7HDQRQD!4`$bPRUqIwr4KDsj*w2^?c?CUZdHZz$R{E`^yt>r0RVuX0@#2$a2 ze%TK^tUPgN?RzDuw%A=M-*wn0Dy@Cv!HEZ9y(e$-os?#9JUxvI3}08JBN`_1kYx!~ zU;205Mt^!!^X;yvHOnicTa{w^rMTC+X^l^DQv{bWXo2>-zoRFo{<9e*vZqXY?&AE& z_4({U?B1$k%icK 41!%*g}22K7K<)*!#s zZyb`O90zpA0H7oA4V2cP6)EqqcUBKByFK*y&G6)GVruD6P|*J(R1%8HdSVk36+>~o zr$6wl!c-y6BkrCtWNH39r$AgYFu~cWBgHE9)pQO;o{`9{B_77marw_`W$3ZdeSNe^ zAo3 10k!TC=d(#&V-*jt?uFW5u=N4?em?l!9E5181DK`WNSmg@g#F4}7 l$jSa>o`07ndkO2jl8^k4^&Ni zad;|n1-W(*Z6<45ikyKJyl7U%6qq2W-xTX+`79}nGRiPGkehIzgC>6X6W%ZHS16HJ zS@z;mKvphUiFZ>2Kysvaa9(QBFCUy wh0JkB#>H zfyRTyeu N%-03W2U^;qW6QuM&O)e(&lsv=`dv k0F`7=D8+rfDmzLa zI4qRAiel0g_idQTxG~5!&o}+`05q<*yuL*abV!`)pJYG7AngbY&8bUWHJ3agt#Cb& z54mGhZK7irDi`f~s-(ty1jdX*y!Vc(El1)%54$q3+Gpxyss(?X_jpdqsD+mQd*BY{ zhI#;q_UJKy+-1E_#RDY@Hn^$DABR~QftPGP_XdxNgq2rQUteEE{5M5^>VV6~rXb4C zbb2LPWi$x^_tb0m4j9>I6yh}S$*V)^mQgl8eWgj>EWDj|Twi&0`OyEy2)V9#D(B0i zIW$>zoi2@nr#Pj1P5Ug<$9<|EXpge)UlwdkPnnY7{GW3a#=%ZcY0GQG*>h6dTE0p; zE9=WOynMM>zg~4q(LR}6>NZ!G+KV^JJalpJ%(yDDN``=UDFdI~T_G3f7Kj8{Z&~Q} z0`gHeRepvf6+rbzUbYy?pZyq`@Jc8#$qtUPKN}~DmAZ%tYt!xZ31s>}$dkF$KxktO z;q;!31*I$a4RM4-G~ZHGP;1W`hXp2RNxB69FjNt8qHbj`?Z1c{+K@TvDP|=T=xG}8 zAPKC04FjT*>uwOf7HPlT{h ukchBR_K}ha!MNl~A9-aq&5xbMV1m2b>Zg zO&w8RgxHF9ovSGqT3TSPZ{`?6kiMZ(1w+?P$etB>$&9Y0S>v?kWD(b#4G|RZhV{NO z<2Iu;Jd>iUdGFoVFAJfzjPTE;E?@1v=yqm^ZW;qO9BcjKZ5Vd((CYctYn$MZ44I}` zAQ{jk@-9>$>R+B12!t^{24_&OtWC~1fiI qSB*I=CxXilT~vr&gUgGjju=QmPR)zuBz) z`X)e#>KZ*_VsmB;$MI5JHkw_2l~N1dudyw&4b^%!g*Uuzr!8?q+IyK#CFb)A3X{nZ zslF&@xH?n_sccFXa#uQx3V0yBEY>~<972ph3UYO0X?> 3duQ=zWfnv?C1> zmk(4~acOtf)fK%xya8uwD_Mh;m)5F3gT$*~(v@Hr2MrRa8trGzC8BHC7xrc7SwLM) z?nl;<7cM=nFB>SeH&WC&*fF`#=>?j`9I%&%Q1G8a$S&XfM-t!Q(Y=3riY!a42hyn@ z7OM_wIF#k3Dsuge%og}Xs3mOGq5G2}7`f&?R5AYwp6TYbQ`K# 6AsQA5e}WZ`h~*i0d!rQslr1JwkX;EEXqb=K^hq=EGJ`qHXEG z&G?6`BXTA0l1iC=#IdS94<=J{o+n+Z3jEf+b^g;pnz1}AQ7)AZCC#j%nXeE@%}0PY z7;0a=)_=P-O0gwuxk0)#UrXe%=VqW1S4P;^A7FJy9{Di*gM%sEQ2*|uz93Pn5K{oB zxgM#oxn+9QD8gx`!E7*7wye0aA7tRb{ONTM=}kiJE-w7B*?9to?sd~wtUYSQK6+dz zv-&A~!9u%(hf(?&VP^!a{4gwUq=cz`4p=G6=XdNP2`rw|YxeQ@Rf?_0EF0!E$(F{z z#n83Rj7=2>w7 vT&=K(Wpg^Fhy zLT9O2>DR6_D`YqR(B^P>N=xxVv7akC+OgK-enjfrd$F=QSCa8^RFK#}>zArhqK}2N zXiHofz2R@O-_>D(r44MV^r22HFiZE<<(T?34F(p#3!pT7CJ|YBYtPj>qfC^2=Ok)d z`lA~E;%V!$LR(6M&orOTs({E+klsuuH!CQ~VoM^^X7WZ&y_~R?81s7>{)8N#-p8+@ zPR~kJH3sjCZT#L+>^#3J+TtSXB4B1xyKTclzwmL0BD&nP%usR1BL9fx(T=vGl|Syy zj-2_aATSySEEj7aonoul`@Sp{m`W1$)>1x_woEHQJW?4WeL$SN?C-<#NUPE2j}GJM zuJ_$Q-oodfWdp0Y19VpZ#jr(~A9f Zq)fAVK@Ca}Ac5BfH!;?Zn1D(K_SwPE zQ|>PVRr{hN4d@Q}NqpAU&NEA%8b4 *8 zHNTwsl9{c}Q7)=YefJHS*7KgKxw9sbNwjxM{oFP#WgGmj0*|AndY&YpqX2K~CH~y_ z2Y<$L{u}r#Y_VaT#RE%6-W+iU33QIQLh3i7kiJO8Zj!EFvdVr~ILjm_J%*?CK)h&0 zx5t+?{8_qyhQ!Pv3N#qR35G^*wZdyg>4}k1J%~98&1$1OhZ3X621m4}uKzs`{=3E; zxi59rLu&o#aGh=f3q3<^PuyF=6}lymq)yH v1|Du2$dFasDb z4S?1(VmUX*@bkY6YZYI5lB 7OpEq9n3fT@}S-7x_33hYtP MV4 z09SInnkG^SFS>3D!v%4A=tq&OJs^$9NR-3aAg~|&xR?~O#*E)6ZO=rY4(&DJHjj#g z6Z+QnXWxeHe4TbMVPQF6Bw6mYqx&2foY`rm9mA8fhT5tzQfGdg!Ci{#`w0_yD2;bx z9_M`SwhdTOr ^ z^*1A9u2?gS7my*}I|z&D7c#9_1dopD5P}i_;k0h=HzQ{|krR%@scD0Oj(aZH*jL0t zZT+#sRLgZD@*UZPWd?BsV{jDXw}zic%dN4*wQ1SBnFG3e;m?n@#i;4g_j5i^-*Jvo zoxp|x{e%BZ+Y4pXk3JrDj@jj{F@nRHzb*|nds$DTPWs-8wACg$C0b#1avae9X$2*1 z4fhQzT@O9u54PA-bHl#@oSD@uC}tU79)%&7$iH;HJKgzK*#V!jOb6isbV_EBf&as& z{BLDfiy=3GPUDu#B0~JW6?XG|6909=J@JdK&Ciqi#$n|@4MHC1ukKlBTVAEujZ5X& zGh)kfh>e}7mAMPSXRSokKCFMwW9P9F@p<3Mac!(%ELCqM=t*;7h5E({2=mZ1v5R9( z<}c$t!-vA&e?2S)b=)!#jQMTMsQj<3wcHvO;l=-@u`uJ)XZdfRu(xUX2ys{{CNYfi zD75UlouyAixHx&I*4qj84ySWoEjczphas-0b}98?L06#O0AyomIi0 p~&TrDaD_EY;6I|}{VuvG@u&QlGb^sR}`7; <>S9N1?*UAan>sj<_-Z=QA|&*Yxh#%Cv(uf_B)dzb8&I;xYk^r>DYT?Xqf zcEl>^6_;5Ns0O>u*gI=8C$(k^d&y7i#>i$G58A%9 m*nLkE;q@glQ$eXoLdJG+?hgW zYtH-G21wE<;VQy8F}-S?bKX|c2%U-f_rT7nk#Dib$16*N&vjZwwS(0~!jL!Ikc- uXEX(d*3q)8GIR>_iH z^xXbu7l6uhVVjs0$No_kle-O-iKV|TCQrzC>q9xP0y#sLD`}v9n%lQB|9brL1x5JJ z#Sal9DC _ tUdlL^bKX~$EX)V8wxFjHwVUl9lkF=!aXOZ1 z(cr F-U29D|r_^}6G|beqW%Cth=76P9 f8>>PIGZWH0&;$Z5}??=nf!lTMHDO{y|vVt}RlRS~IC#ZTgPc|bH@mpL2n0qQj z2D-~VChVXbmQLh5ZsjUB<-QLAN*iqS()#1v+=rt(-PM{C?1jlsWTYER!|VFbG$A8y zY2Fw{B~(4bnC09D^Ys^0$S3Z8hFg-ztAR7uJH-dy?5Vw~r+TxlE+8R6cc&&l2gqQ) z=|TYPqQO7dMQAa2g>Q-)XrVq^zO&9Yyz|&Xnt6gsS4LaV$n72^g*zAw#K58XIY}vX z_sdq{?VD~ui0graQ#N{WV}s3y*GV(zFH5loR({ePJ|B;I!KCfVi+M7KnPwe@EGmFz z0S$utd3xgRtQ*T3G}*Dn#%T?en4vS5X5eSf1Z^j8**+D@ZHK;Ut3Q6JE?){waBx6E038g*3otE>yk>JwF^ZPK0*P5KVl<;lkPW zUCe&4`aO{md$F6K?bx&Pu3Q+oueyEXp+!0!igE_eU!JD4QW9xjT>>PTQ-KOlzJa8$ z6zj(Wk8$JWK-(J$$5P^cr*Y)iJJmDQgEwC>Zr=rGs$v%JyF#oW9%CLU&TCBck7>>z zE_;#=KYBaMS9`d8X GSL#5cM%K_Y2vAai!H~@A(O~B#6!sk#+*_ zVvH`^)<%cxRt8z2f56 K()#tH7jKX}I1la@&r*v@r`vo!;^nF9UlcZ2n-+@|+! z`E{foDX$88-5UNSyX3;Z|HN~9irOK)$_aUwPRjq84z>p{Z1nd&WN~`2t+&@NX_}4) zIE|H5mk`eo(W4I%G}jvV74f6>gOUTEL-DmEENf-WkS9S#Ln7WbF6RgLMctk$bnt_A zD@zbr Xq`pKV3nf<^Xm&gg>CN9R^?5P3=?9TZm {zm!Zx$F4-$Md<{^GI_TCmhzL`keIZF!E(&*%4$ zdBP}HZd8lO_|*1?W8~NUY3=bKjRafT%B7EX0WZB$4nOuT+dut7M@9WN?d7R|+ROL< zZZD_7>Y~-kJgFz7sOqH|mbmeCz+K-^;`=nX*E7Y#T}+=Lb4YB>r$W_A6S;9OoB_r| zrlqNA#(M!Sc8{NM)DPv7&|xxMRm46yFk4q;j14A+mL#*-*Xk%DS+@e~2WKqrHP|j8 z+5~|z(6Y5bJm2SCzeDn+VQb`|Mvd#Acs{q?EF7LTkoOLT7vfz+U1 ^f~8+cTP!NB@N6M-c`W|8B)-hE#TglXR_5oOSNJ_`z0VN!I?cXFmRrjS&iyy z0%0p5jT2Q{g(5}Z``(VPUmHgso|s%cOH@g9y{vD#Oj1>aM~svgRNDJ`-b#d>EOh8k zmS_uoUE(~+oNsKml(N!y3~UPJeF#3U#*~Mb?q^b@z;9^vtrZ6n-Q3qvvIfu6Ete(S zf4B^eHm6~kAk`7 _`nsY4Jlq&O&GW~bNbbooOx3(I2NdRA3sdDDs0Gx(P|!_Ixj2!#D+|W4M_3G z_wKfT8(y!nTD{rP8yVOMv4pH?h>u$NY=2R0sX7$wL~f|kM+i6%C6 3M06ve`R>aFq*rjrC>tyHJd5;RfX!R!~iT}daU^Cep=w&sT3*u-N#eI zzI=;X>9V2yPzHXIFOZc0#Dl6~wdaSRh1@hokLceD_B7!0D8=Xs`>Ub(%|Y2#AS F*qYm+(F$Pa4 z%ZIt5)8bia8AzT%f1kOY6_hW{$IMLDIM# M=z} z`Q92`%{p(&hpBD}bW`tN!c~?ZeUBx-APhfClw{KOpF(T*@O6X72rw`5_22)*azh$Y zO@UBgpin#*ecojEQ_pJPgwp0!EzN^*`$!eMF+HbgK329IT}54Nb _Y6@l