From eff20f091a0fcad1818f45b4e0fefa0abcbb887c Mon Sep 17 00:00:00 2001 From: pakchoi Date: Tue, 16 May 2017 22:30:56 +0800 Subject: [PATCH] add nce example --- nce_cost/README.md | 22 +++++++++++++++++++--- nce_cost/images/network_conf.png | Bin 0 -> 105324 bytes 2 files changed, 19 insertions(+), 3 deletions(-) create mode 100644 nce_cost/images/network_conf.png diff --git a/nce_cost/README.md b/nce_cost/README.md index d11381ee..ca610a1b 100644 --- a/nce_cost/README.md +++ b/nce_cost/README.md @@ -1,10 +1,26 @@ # NCE加速词向量训练 ## 背景介绍 -在自然语言处理领域中,传统做法通常使用one-hot向量来表示词,比如词典为['我', '你', '喜欢'],可以用[1,0,0]、[0,1,0]和[0,0,1]这三个向量分别表示'我'、'你'和'喜欢'。这种表示方式比较简洁,但是当词表很大时,容易产生维度爆炸问题;而且任意两个词的向量是正交的,向量包含的信息有限。为了避免或减轻one-hot表示的缺点,目前通常使用词向量来取代one-hot表示,词向量也就是word embedding,即使用一个低维稠密的实向量取代高维稀疏的one-hot向量。训练词向量的方法有很多种,神经网络模型是其中之一,包括CBOW、Skip-gram等,这些模型本质上都是一个分类模型,当词表较大即类别较多时,传统的softmax将非常消耗时间。PaddlePaddle提供了Hsigmoid Layer、NCE Layer,来加速模型的训练过程。本文主要介绍如何使用Hsigmoid Layer来加速训练,词向量相关内容请查阅PaddlePaddle Book中的[词向量章节](https://github.com/PaddlePaddle/book/tree/develop/04.word2vec)。 +在自然语言处理领域中,传统做法通常使用one-hot向量来表示词,比如词典为['我', '你', '喜欢'],可以用[1,0,0]、[0,1,0]和[0,0,1]这三个向量分别表示'我'、'你'和'喜欢'。这种表示方式比较简洁,但是当词表很大时,容易产生维度爆炸问题;而且任意两个词的向量是正交的,向量包含的信息有限。为了避免或减轻one-hot表示的缺点,目前通常使用词向量来取代one-hot表示,词向量也就是word embedding,即使用一个低维稠密的实向量取代高维稀疏的one-hot向量。训练词向量的方法有很多种,神经网络模型是其中之一,包括CBOW、Skip-gram等,这些模型本质上都是一个分类模型,当词表较大即类别较多时,传统的softmax将非常消耗时间。PaddlePaddle提供了Hsigmoid Layer、NCE Layer,来加速模型的训练过程。本文主要介绍如何使用NCE Layer来加速训练,词向量相关内容请查阅PaddlePaddle Book中的[词向量章节](https://github.com/PaddlePaddle/book/tree/develop/04.word2vec)。 ## NCE Layer -NCE Layer引用自论文\[[1](#参考文献)\],NCE是指Noise-contrastive estimation,原理是通过 +NCE Layer引用自论文\[[1](#参考文献)\],NCE是指Noise-contrastive estimation,原理是通过构造一个逻辑回归(logistic regression),对正样例和负样例做二分类,对于每一个样本,将自身的label作为正样例,同时采样出K个其他的label作为负样例,从而只需要计算样本在这K+1个label上的概率,原始的softmax分类需要计算每个类别的分数,然后归一化得到概率,这个计算过程是十分耗时的。 +## 数据准备 +### PTB数据 +本文采用Penn Treebank (PTB)数据集([Tomas Mikolov预处理版本](http://www.fit.vutbr.cz/~imikolov/rnnlm/simple-examples.tgz)),共包含train、valid和test三个文件。其中使用train作为训练数据,valid作为测试数据。本文训练的是5-gram模型,即用每条数据的前4个词来预测第5个词。PaddlePaddle提供了对应PTB数据集的python包[paddle.dataset.imikolov](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/v2/dataset/imikolov.py) ,自动做数据的下载与预处理。预处理会把数据集中的每一句话前后加上开始符号\以及结束符号\,然后依据窗口大小(本文为5),从头到尾每次向右滑动窗口并生成一条数据。如"I have a dream that one day"可以生成\ I have a dream、I have a dream that、have a dream that one、a dream that one day、dream that one day \,PaddlePaddle会把词转换成id数据作为预处理的输出。 +## 网络结构 +本文通过训练N-gram语言模型来获得词向量,具体地使用前4个词来预测当前词。网络输入为词在字典中的id,然后查询词向量词表获取词向量,接着拼接4个词的词向量,然后接入一个全连接隐层,最后是NCE Layer层。详细网络结构见图1: + +

+
+图1. 网络配置结构 +

+ +## 训练阶段 +训练直接运行``` python train.py ```。程序第一次运行会检测用户缓存文件夹中是否包含imikolov数据集,如果未包含,则自动下载。运行过程中,每1000个iteration会打印模型训练信息,主要包含训练损失,每个pass计算一次测试损失,并会保存一次模型。 + +## 预测阶段 +预测直接运行``` python infer.py ```,程序会首先load最新模型,然后按照batch方式进行预测,并打印预测结果。预测阶段最重要的就是共享NCE layer中的逻辑回归训练得到的参数。 ## 参考文献 -1. Gutmann, M., & Hyvärinen, A. (2010). [Noise-contrastive estimation: A new estimation principle for unnormalized statistical models](http://www.jmlr.org/proceedings/papers/v9/gutmann10a/gutmann10a.pdf). In AISTATS (Vol. 1, No. 2, p. 6). +1. Mnih A, Kavukcuoglu K. [Learning word embeddings efficiently with noise-contrastive estimation](https://papers.nips.cc/paper/5165-learning-word-embeddings-efficiently-with-noise-contrastive-estimation.pdf)[C]//Advances in neural information processing systems. 2013: 2265-2273. diff --git a/nce_cost/images/network_conf.png b/nce_cost/images/network_conf.png new file mode 100644 index 0000000000000000000000000000000000000000..749f8a365db1e1c18d829a460de7c45b27892d19 GIT binary patch literal 105324 zcmeFZc|4Tg|2KY(v6MYoQWzy$iV7uRln_FeQo>~4LbkGB?P`cZDaw>3Nlb-En6js2 z3sKqkb?h_Da-Si+d-r*NzMuR1``!QC-^YE`HFM@%=Q`Kxoa>y|>-l<~*FpbE?}B*s zb@X%~1OkF?fqxLa8}ic*aCL$pLqljA1VL*cX2eE_1*AX`NCUCyS6T-l10k35nII_K z6=MEb#t3{f4p7_jJuBZ#kC;|Vu!ucEuBMTujH2{$Nad)Dm!Frfi`Q9kMfshO%0WFt zW=4(RSWZhWCwae!Mz%#mub77~ti3lzIv7Up;W?zIrG+_aYOJGoM0>d*JW94_&z@o8 zg&+@4KOa-wgW@MnT8guE18G`<-Q^XF;0Z2M7p3tZNu) z=asYwBW<^m-nm@H+*AvcIRst_r>(7zGX!xn>K8v}?+ohUJ`2)2Jsn&@B(QbPLP(d`>h`5-_o|WcE9ShwRQfLUTF)s6Fm5ktMAz}wt>q({!e~* zobdW(s9X*id1?k)%7jp}c268f$pL0FVm<8M*UGM8| z#*l$gPe+i879)STjE}!5L*}g@f7Z!IhtWn*2D!n*7o?W!N6OpVE{+3LNGem>@me9(u;9yeQk#@GV#Bj?Zh9cAKzu#S3JR|859JKL!O|F@2~p~E?;$o&VhXDuiTY; zcR)_dSI;fq;SLReCwMS#WY%Eb&wK=YYJzh&vkLRR)%(PGR^?>XWhP5BT(4ZNp#nu?(;@u=KDrvvjevLC2xKaRfc)2@S87VU_|?D>ENtRtNF}*_j2IH$pp@l|V}lFrz`+ltJ!l?=htI z|0UaBeYx82tK}F{i~rWfpZVO|xRrlOVYk{U@FrJ#;?G+Cy5b5sfKmp3mPB4h<{+z( z?~xynMaXn!(<^RK6wF88QAXoKr&nVp$Chj&s|fBkB!Ey!U= zz<38>F8DbH_<`{UX?dLu^l^1|@e@A)G_s?(o~OP1cJbXickP8BhJI(1fuI?|Wxb6M ztobX?`yB-B!vfvFP_5#OQV?V-0YPsDAZY#kUwIPKV0ztxpyGOaf1h(J<(L^?ED$@y z17?OWBnC-9GN4Vnp*_%kNE6bA^dV!&96AZvfL?cjJb={ap%CaIbPb9C7Vr*~0O6n% z=qZ#1y@K+gBIrF-34Mg>p=RhC7#sc2C`5$jp(O+Y!G_>MtVakVPzXtc9AY;@1)+h^ zMjSzyB2FSsBb*VQ2!BKf;xZxv5rarTJVs<7ULxKg-XlIB8W3%WZp1KR8nMWPWa4Dv zXA)(SVp3pIVLHHMz+}#3&E(AF%@o9Rg(-^Z9#b;YbEel!@0mU_H8XWFjWW$4AtVP< z5V;w-1F3@4LK-72kxob-WEc{Qyo*dmW+My1yKX{uA;*wpW>)6)%;L;D!1z4Oe2m$i z*_%0xIg&Yn`6=^j=5ppH=5A&pGmV9dMTA9;MU_R5Gt`da;aG!OvwMxs8p}1FYc8$1yXM)Nk~NKM2G=aD z4l*Yn=Qd6)PAg7-&M3}w&Uc(`oHJZpTvA+`T$WsZTv1#ZTxDDxTqN%G-16Ld+z#9@ zcOv&|?ndqjp0zxZJO_Aec!GHD^5pQ;@r?1V<(1;q;E73=%?S^1^;_4wWR zBlxrUKl2j>_ym*$jtc|`BnlJ@bO|B_r3Cc^&j>~fz7lK^Toe)&Iw0gIbVDdxs8MKP z!=??I8yq)aH{drkZ&(x-7uFVb7rrf=FZ^R8^Tur(O*Wq2n6$BC1eChEeNL8Yov(9EyM% z5f>0YAbv*to_M)9akI$g!<+p#Ki>R#^U@aSEyuQ8+JfKmLxNpGMZ!rUPNGzTxD~b4 zaBIlc%&qN`Yb8}AT_ocrt0Whsq@^sR!lm-1hNL%0>q!SmXG(vU;gUhic*`Wqe3509 zRgra+;YC~Q@*RJg5Br9j)Myz|V?)ScgU@$J&zb!k`OuIb&|cH8ex-2Fw7OHoG= zRxD7QQj$}0R7z6%s=Qv=P&r(=RGGSG?;f8$*?WffZryu&?}NRqD*P%(RU%cY_p$6d zxDVb}w2!R1N7YaDmFndF9sAw)KifZ~CavbEma5jPzD3j&?D;a)eqG#H{didGe|J#IkN4D&yhky zCPRJ0Si|o|l183J`Noj3o^h=4kE7B@y^p>%VKq5wl4vquy2~`gw90I~8OH3H*}VBd z^Jw#L$7GKAA1gi1bKL59#_T_+Sygr4|#a^p$YlLeM+md7ohSk9f&K6U3* zzm>ApHLDhDY3l&%4>lWZ&e#-Vcrdn@oYO3)Elxi>O|dn$O}3r0)3bYEN3_?nkGCIn z&~%7%75jBy-vQg@1R8gf>5j&&Y(LA%^_8FSTgO>muZJM4yYTW~jaPj{!Eu{eYG zSmSZpNg@h18h_&o7N_*(lG`0)d%^T}Vv|EhoY zIgN9P=Sb&|pU(+c7vLH2DR5ihjljVmouIT}=3x8a(vZy|7el&34}?ArLxkCdmBJG6 z6}bO`?uDlp*)O_Zti81JQp}~<%NCaluZUi`aHaRE?$yj|+}C`rwTABx$6aT>?t1<6 z4aFPxZ_uy~*qVr)5qBdfk@k@_H+S8nmWdq?gS+~0ct)_qEXOG0zv!9@H6kq0*(EIf30 z*qEf5l#LU`Mc@`6xjy>(SoiVkWU1u4DXb~yQU+3wr>@q-8wW_$1;9HQh74>#6C} z@{GM18P7zXMQ1W)`ezP5w|ZWmbttPKdq?(TydXZ}1@yxI#mLLkFI!$2yeiF6$;r-@ z%zcozJ`ejE@jCD|G2bP>tKeio!yElKrG@(o^WMt8O)uJ9lvpfK99_a*a;1b$2qMhA zJNs_zz4QCtQcUT$vJ+)r%1z2YR~S@OSL#%jRUN1zRI67PeNg@IrbeYE|KpyIuRke& z%Bxkb&HKFP^Xt03bp`eN>I)mx8cG_`jqjTdHC2Am`|`2bsJWr#Sj*Q|tJbcs4qu1b z&a_RnpKD+GcHukAckB<|A9p)MI+8nOJMmq6x{A9Gb${wH>-pAe-#gmp+ehiYGQc%( zcMvt0F|>QAXjo^se&p0h|LED#rLk+{>&72U$V}u;YEFJ4o*?#5`ApHLBWHwX(r1-s zOXrTxb`<0#p2-7c?uil9#xiFNHd^)r+d)pXKj6Km$3j6d@?x! z&v-f=g1Als>`)Iu?A$B<*K!HOiq8nrh@U4T`;YXBkH)wFFa(sY2|>p$K+utQ5R?Q? zNs#6Q-wgO|t_d+ID*ie_4&(53Qrx|qKydm1XhNdXXG9^0tq_8!K6LuhLpq(B3UGTH z1ikZK@%tF1S$QGo5yPK{>ePfUFus33=b3CeH?T3Wad+;<-@BiXoRXUMB>ic|vsXE}d9U*e z-V~OWl~+_&Rez{yZ2HpN()zWny}PHkuYX{0Xn165dS-TRet|?@WV8zbAy=C9t7U(* zYaM786EicCnT^pd1k-tNBG)mqY~IDncff?r)_eVy-51yJAH4ne<@>b~il#&XJD&!2 z!L3T&l2eSPEw}7{uVI(|Keg;v!~Sa5HvpQMmJcKo6OsjqM6$55fP-}nKwGS=YuMK; zAM8I5&gFxfaq#>)=%5k=sDqiAnGO8s1r)sL)4zt9^90(ZLZfy-uLV5w_5!w;~P)j-nTzCiX&zl(zcTJ?Ag{zlAwmup&s`E zm!ge}v%O|hk>k%gleB!-*!kzVDwlXJTvvv=-bsxAR{Lb+HZ}41%XaCA{VxgLHk#}{DQXt-ayv}IbJOI~2s(u9K^>IH z_u_}goaV>sP9RF$?mw0nAL%eCy=8yL7lmn(jwZVxsw>d`5ruWr@vk3 z((|z&cqi6@#UsK}TW?l92zeuZ+S|JHt6p>=VWArDc>2Z5h7Oza2D8rh=OT~f9gn_~ zNHuv$hq#1@Z)ukd=}?#y9qRRi%d{!-bm&nm+^0mjNBR&EtN923}T|0v(D`20fol6N2mY2$SWV6whdq3*l<#ET7lX)LuHY={fF& z9<_oFm1v_*$1X+Cp%ARbUlpP9Dqtm;2wv=mjh(~>n1e91wR54zi?&ynqJ$}(TwJ@C zN=l?dH(PYSZl(3mq0TMQzv??)3U4J4CFxLgM0*dMfF^O!p}w2&-=Cj`X_xChiPm^p zqaFg9g{@v<#{Ix7^_dw)7OaSa`KzArymC79Qy#IL?z-z@>!<7{>L(A;A#=Yu8cFO< zTWeL}!lg6#uh!4*DXhQO&rC^=q&&Ldqk`8X9h>4X`68WIY9s5>{xGTj)dLSq@Y<*7y0#6blYd6j5rQ+NXVbe9|lD6na{H04swRnPbArJo=w}^3WUqQE@WK zrt+3IqPm6gH_teD@rP))Dn~@wUoREMOgO1$)d_!=8~t$%`?W@Q!7wD0*u(`tQ}q9i zTT%`V)X&}aF)L=Nt#3f}^MfF3n(m9TGq*ucT00#23YCsbrm$M&C_ zrAcvoM_G2P^Ksp5q%ZsW{C@NKVVwpH$56*!(zh(v1~(J;Q+(E6FB++TbFjZ9s=obi3-rN=jo7S7ad|pcT13Zfrjd& z#9yY!&`OtYK#v!O;^t;Fn%<3Ktuu!)0&uDJR2A(qfvmtrG6nkeuU{tAs}_Y6xElR> zc;2}^z|uMs!{KhDLi(2M+UREH9^AO)jo2aNK5_r|bNDPZM2{@Rusg!gvX3@>x^1}a z`WRc9kKOcegTAS|S?1b%2Xnk{&Z@ROiaJy&SB+2g;-F~P&qahu#C?)Rb(RNPBzZ^9 z3yif1^bq(oh1ySXzk#WDbKZ|?SmYRnvGnGK?=^272z|(T$>r_=ik9*Yr{N=(m0RFK zIsFn7oF>1CHuUGIOy?kJMJ!_JrtFZ;H?|_MX=qbE+pCZj6;G?dOra^qz5QrQgt8r&^H zx1YkKms>rCW&<_LB)@3v4fj44jcs`d11Iy*xBTeNR zq(cY^V3^T=Ry8IJt5UR=AS>d%NeUZR<=u7gS#aM!M@&$eozoXU8YM z2ES=aP83<0z)e83w^W`DU3i3nE$1T_@PZ^<`CYNciR3K%OD$<{e}u7qrOI~Z5fsPX zo(vh{Ga6GoE~lWguc=#lDLGHB|K#i%nPlugzTiJ!`2VfHVS3X)sv@MK1%NXmp5nt+@xy3+^>7rbDmc#SQo~q>bKPay%pyxYX;6D~rw;b*Ni-HLH%B!fznO z1AtVBX{JN-mh)~?(Kj$tOHbe;I<&MSAOO{)fa?neI;|TWKM;B`6|TC1nZPzZua%&w zZJ|Sc#~+4dYFuUEH#z*Lsp9-`il*iWinM}B&26OYff+^7YQdcEoa$9rne)-(jLd1b zh28k>W8^UB*n2P^u5MaAxyZfuHkx>`6HGevtTNsKzme2uOc4h!gUCbWa?j+U99~S> zu1oA63WzTwkonILy5L3O?Dhg&I6N)W_Ol1`Li-jpr1k^hOm_nCg}ez~A_bd|19hyi zcu8ReNCi%(L*I<48|HeG&;Z07pP?Z@Z?ey$FOccb)xWL|;!2}4M*2D{!opuW1X)B- zj#k|Vw-$BQy0?v1(4^_m^A`(FGMe2`~(IGyKr)BFX`+~&w5y3>zHc()UdH0-b#csyC zzl$NFshq9Om_YTqh^Y74{N|BBwLv{$n}JPF3tpL&yKLHsdufOEbHl(g8(bZ33-mRZ&NprL1X5HMld=sdCxgUl6Q*!r>X6fBI*h4zixamL+4tzt zA;U)6D|jrgy9>sa08`dWxI)9+pXa_!hs4$a+i8@e6ip&VP#Y}$r=Krw{imU!=v>1&qXh*pw(YJ=a`L*$*a$&PN&> z=!}H%%t`4tQzl=MtCD|nPxk#7}4pLM`s z4sW)pAd0{h2-`}y1s`_$!)nFNV)|{)d7FV+xJk0lz?V3>H7op;xWp7irtbG~FC9GJxs$YN<;J z(54M#seWoi_m(OwXuG!79ltJ=Q!gm<6Wf zZaP%x-dhK(h+uQca{h!PrZjV!QYXEOCW!{7P&uHrYCRp||22E&cODqF*#`jpA<%au zHrlnk=5X59P?MYRC7W>UAG7BM3AhGZZpKr9Y1dNzX3=5n+mrIbL|Z_DVGL9{QK0)X z0oH^-$6O6&dlyaS-Hsklr$q)$0VDnIFV56;>wcN@fqOpI&lg4O10&u!3UuiLz<5C7 zy7I}n1bC^I(o&?xHf6$4LUk|vFl06@+PGWGao~ZA55YgOEXlfWW)Fj&`X7$fObPg6gxN0l+b)WVcq=P3e- zG^`jHQCA%$$q>reF@Bk9E-0(zj8MM+H5|9Hp{RE z`&O($%_n%-8r0gzO?A=^0ZN2{8B_R*pB0()z5yD530Q|VfHBLnpQEQFMk2jYW$}-J ziTDG5_G&OjV8$=o;J*<2om4OeY}VmYz*TTd_efK)7KHgaFt!E8I+6X60etTip)i=r zm02DpSz|{G9liJf;NJR{0^C|Id$Wc|Z(bI-YzgT;c&&0nR8f${yQvP}h|+^GWwzF* z@`IJK+|N(K@0P;YYjzf7d;J9|P2$O1{J5AY{#;YKZ zR0vd8=VO|3SBYdTVaN)M29>0$#W#20`uA`bA6i$V`HX4};af=!{?e?~7?;-E#fu7QV66Nqb3DFipb=O$&6u^O%J zbV%J|Mu1EJq(WVJIL!_ZC^}$X1q?t2q5RNH#y((zfrZa8p}iPH&&tE3-3aPM;Hxm? zd4o!!L+*K?vX85k#e&Mfz-G_Hpl5jDr9q%k(@<;YnilX6XejC()F`Vz9XdEk$>62E z|3DbBr9*LjVbP)4t+Zf;0a=YU7j*xtFgt<@q1$BCuw}fi8@N9vpuWo%=%C>`G93zv z9;Zywu6B}-qx(=_PbyG3(bEqIpQs{xUtgx30(GPxeI@FI`D8IDLsHKeObkckKy!>y zZ2s~|!89;FvFX&eNpO8J-1QZp9@w^zFe?VS*$ULb)SR~;VK47&6J8vG=~h2{%4*b@ z^P&hjKn-QnTxK1z<;$asX)_|@!Xq&0*|aFfA;Omlh0QKlj?kis&%QYCVVi5~(RFvW z-EbWF+)5oePT>|Y(!O07_pRz}I$*#%2scI(FcqlvBujE~^SAMqM^g)CqHtmAoN^OI zZ|e1p9(;KIWV&IYro{IG+vpC3r($%M^iXv_b@%R0 z3U<#5SoN|(m6;k}etzDcItZX_5q|8AC%kpXC9F)w24LL~m4H{FX`iYCrss-WD-C%Y z(C%CpCe-SHSJTtU=eU!kGxhGr%?I$imN&-X8tB$su032j6$W2FJZuO_c`Px>YiyQ4 zS%@ax@2^kW7U#Ilu*6l@#-{bux3|Og6C_l)psnidt1gwv26q*VJm-TkAG7KRqm^OO z@be}*)ZsOdS0A9&V|2CWX^TwXbT$F2_%^Dz8u=(YxW|=CDoIzu7gkOyBR@e2f5dPp z%aml+D^gyUtWSuN;@)kI%9t07ST#R2tN6}l)AzZf|75v;x8nb|r|GS~nW4XyHGiWV zI?KFBv}SZiGz0FxTxA?YDSLn|8vnyd(y^y3J4u+d0DKip=2iIV6U`?p{-N~?0SqgT zezvPTgm2dQRtOrPd()rjerz<71Ot4M_7k79wKDKY?_c-?zFxDbbnhcN)CAlpi)WPe zjoZ_R$`M7UV+pNG#IrB>|?)pt1rM z$~`t#c=>%2AE6P(THjt?Y>lD-mMwZ*ab$&l5Ll|1p+q~205A*Orn%#{9}m-^(-8~y z6VaAmHi{*w>Yy!S8F#E9{18aTY^zJwF`nNM&Zu0b;W<2bj|x}jxumjU=GCJanF{mT z%ipdIn!>m?LG;Y0uv|jh9?Z-q7+0D5^bzOeSf&Db0A1Isuk?0T1B;7^CO_!QxA`>u56?UoYM9?8NbHJyS0`2%&X!DU(*p19CS-+Cjgc@3dO_py4PwqQx8~yB3HjUkh|9;#)BJ-qvn(My(oEo`?z-coPLPAQJmRCP}}x|XYFGF3pX@S9j-Zv5oaoUNf+zV&$KYp_O`^GI_aKX z%Nuj7#H7+Ez+@JmFaKQp?ZKFA_kM*)v9;6EIR!7s!V$3YoHA)%;$j-7Zp*Y=QYAkA zy~32PR|4ANapmnK)X1A+w1+`mZ#2n~@BtT0+ElSo;fCJ{Prt;A+gJuKrDuq)5xeuv zVjwvHQ_-=ez#3DwJFlpWSzaLg2&(AtkYOkbU;yT^FG_AJ!5h-QX2(bG>|Yp^PL^V2 zl^c9vWjB26gjKs(O-dW}Mvy^zih7arn#!!bH)_(yZJR?27PCv9E4Y+JkqO}b z6~aUUX|fwQ7e>HZ7*i99KV_1Rg@FYWCv$0cs0#gsW%t3Z zII#<+T)&F~B-@7O-oI1OP9&g~wupu=d%kW{Id$Dt%MPnS{rs7kmLjhnT?*`q1BkfI z{cC2G##ZO?c1#N((u&l0ri1_|9C@CI`#7UfzUtk#I02xuLZOu$!|4Et{-sY@J^ym) z3BaWnT6XEBfGPb+sELNCsWi`dJ%_7X-^2kuivKvH7Fk7#qXDAsp1QhRC1WwKIvjKx z!yj)cjw$l$jiy`&F8p6K^u1P+CG+zO8vY-7@o#!Ly!EJV?`w0v%EHJPY7;vIz>xA;={lS#{UxUqGU zm4iijFOlC{>BlyrX~a-n)_eO*+h^NyxAsalqaIo+T&DyQlLj51Uz;>Eo2fh~AJiMO zVa{!_6AYM2FHTZFAM>qK7*z4v@7}E>?9(B|Q%PHiVz|u8a&gYEl8(9Q^EWkktWFwv zjwv#yJnY38eaq|?)4k_tjN2Zcn+AY)-yEhpeyFY>%Kt*Gkd!0J*@70P4T1_PP|c`d zrVWlp+B-r}U34f)OqOW=A&pcj;qTtyP?O#8VF;`DSv&M*ceJpJnEWfD_8rv;ien$Y zM@1sW+&imDnH*7`54<);1Q_Tk#AD0@gj+d!&gz+;yR$d9_c^96{nNMag>m=|gCRC)Hx(<&bR z=MOrviaq+GnfxVf3}1f8-~022_RnMA_%TPFV2mL>CY(z z$~G0F@#d4H%~XAyeHB>A`K`z-{QK>rt(3S?-MIS|D4UE<;(@tsp#;ThbT@y=uPPbk zLw`MP^s8E2RodpO`%UKBfq%n{GD-h7qjoh!A*1qqS;niKLm_||w)~Pa>Wdl;cn9a9>% zy)nc-RXcN-FYvZrQaSGdaiXTWw%^>;0m5)DjQ=v*{UO#pREhTq<_Xz&sp_T;8@9$A zMwPA|(RCXUz9eg3Z&78lxhS>@=99l`Us82Yw(lI*VC7!#_gztByq0|Fwj58G9juwf zf9k2SvsOvtxiLh*OB@`nMDvB%RR$XnNIF@liK1gDQJvWxWg*9jh^D_Iim>l%kkYGVR11MV*7Coc}PnLpU7u44< zS@0I70As*GQyvvNB@?LqZKAImNKD3<#*$ma^a!Qs4Z|iQi)tkfyPaQd5Wf{5F7~K3_J`|KuESIO zK4R7kNvOxL_<^)z6yfbB(Sy{a-MSflIJcVOH5QlMWDVV)#J^rVFaPl5(U`YIHVLEd z;~Dci_?u7HZ17VWA?N(~^}2tpx22>@U0}zaOuoob)6IWgTA<%%A1Nn=q;H$nF8yuJ z;`7I|`pz4q2iwh0i%h$h;>jiBkXzjgtxnr`KFryYuTW2u2xCXVXU37oy8uS8C5H`i|2TQfo z^ttw8FsT(X%*M${2LP*(wm@axL<4lgXv5E6JXA0sTk)9bSPE9{`p}AIV!4$5b()8y z4P4M6ad$GhRUj?ri?c4r>%ia87kv4kcAHYJ7H>~qGi=# zeT`x>Lf2KGl%mDKik9gT?GoFvFpWQT7+B9;QF^99CjAO&3fW&KN#culG&=7C{rNWu zFuw~I%odXysAs$^jYgXB%RdVP{r7j33ILB@zjWHNj?`MNzwhr2{F}yPC}Gn;*-mcL8CXd0-e z+xqN0g_o9QoIeoA_O~}5{d>;@(V;t{Vx~c~xX_?<_&o=(IAW{gVCBuHGF}9rpDuwg zPGEk3JxHBRsln)Dtbf^$KMfAyZ*KyO1()d<+_F5O|Is{sRl5T)WNeM`%2){hWuX3Q z;=dZG)M>NUSK;&d#RfBG$*(($;Tq#< znQ4iYss-6`_6$?`H%a84awkL}X@iU@b@>BEUyJ?x@1s6Sovpm(dzsZKDuK{;` z(NjGoao-5tlC(z9&)aDq`7xxqpac2W=blpuIFF7F;Es zZ}^G=Hbi|s*t?~7oEn=Ux*rQj~jnNBmu1JuM@SFXTYj9D`IH|&z`EnT) zbh*8#$i`aLATeM8(}Gic%N2E1_har`^r%_t-|aC_(CB{?O8uMj(^_^W^zCZkz)Sz1 zfdir;{}m^uKZS_`YnS4fpU%$sG2jk?Wou3FvOsvuF1eL>5)no`N!^w|7%*YLBK#Fc z@F$f2FMS-`b$D9VX8EC<7OyBg;sGmc7>Fro8zlCQ1ie8|Ne%_?2pBAnq`p0}vaI>C zH7ewA)wf&%@a&eu2Cn}WHX!xO=lO4h4FE3(5a=aYbJ1kw(1=X9Dw5$Z4t5Vxt}=X| z4?VT4|cdeYg-^SPzZ8|J^jNpc;So@k7D=%$Z8W33(U(e|gv zTd6Hz6?-vAan|!y-hIv>zfXi8$}^8i!;U?j99FuIYpJ*_Xy+B7Z`TIz9!=lIrA@^3 zgmy-R>_4A68beOFd5?^PJUdQA321g9Z06TT?mYHV>8a@*YO<$7ihICRxy(E`9flB{~+p}r4d$6qg@%+I}zU^41p4k-jLQ|8ZFYG-__1=v! zSZE5raXn8YWxp!1#&Z|x5o<~1E4%q>j4;3%!b*bR414Wk-g)t0c^ zM9` z2wzBWC*So(&1>8I*O7J7A_RlRrJJW?>|L|(K;LQUlLn%My+88nf*( z8{Q}tj1M2FPJ1M;AnL8-D!W@opejtsTTdG)q!gwUcXV^xq@Lc}j>!65Z3`(09^f4) zIkzX?HmYUfjMleWYI1pG*VovapQgCw?uCLP{|e#M)apkTqNIijNq$bN22!JmX1H^) zq|{`PqGpwIN0e*sQKr78lgA3NyJg!R>1ek++?1_}-&tHg=fyR$qlbsB#seR)TlYe# z&7SCz!&Xc|-0p2|X|=CD70qY49zPr8(d_4R?5S)P+?Dd26g(wiI8}WANGQ%Ezb9a= zw3FVq84swBbE>gezGU~5VEEJF!blq_VlP?sVfNv7%qpk(slEAE>)aOicMnEAFY-;+ zeX6OJ(YodED?PJ&ilaL0yRuTG|Box0P_$x-xiq?dhM`#HwPj#ss`Meiq=30*V4e z5~L?|Q-UAq_878<%KLYUymRpTyhi={Y&O=+Bqnyq@wmK+D{2pk$wl|-_KUXA2 zzgnsbT{?uCX@Ga>wgWdHDT0h8qDdyIos@YmU=6S-G=8Ieuvnfr3${#Uz-Mfi2nBH4 zu_c9~g}Ph-s?>#M_(Oj#?IS@n#yUU|);Uqpq-W^vL!@Mpn<&yC`sk(KYLwvp)eu~KoO6TtKSaJE68|#s-Ie&v zPWMB0a*S_!+wbvFa$bNe2Mn`Fe@Mho=9A_#!#xdG+@-;c9`g+vvt z2-sYgyxQFc!mS}b{-}dIPqT&%?&@1dj_4-rKuM6;FpZ~)Sr1IVv)B?O*p>#~Dv^Z->h(!M`# zqoD@SV{X*eUYf2uU>W2i=nz_BS_v*S0EWM=nsU<{CVmdGpb)*5A8ZVykfR0crOtO! ztWn?M_M^)vWlJ0L{ekMgy*H}pKq}ZqQQcd>S>?pavv4&y{~cISJ+l&rMSKglRq4*? z-uL{JLS+avI;yaC$lFEL>Kw1s*Ip6M#pUGp;<5gQ)t$%UOm=UVb-GFiW08I$t;J0 z+nVn_2WlkE4Ik5|eH%YME|euJm&q;vd9YvM20r&xW`pci1*b@I;{gj#DQ)bsNX6`efESK;FG}z4GB!WIirn{(Upk_yInY<>TLBW8H%-{h4pMVNuxBKI-XEx zz%Bs#Hyy4@h4o2;Rha2Lq~K9B?ULM>$9|f+#NzRj`R@%HXlI_k?ade=Y_$fiN4fgZ zv>rI1uV%1DK6CjM6O;J-oRk84R`vswNH}wql8J%GNM=T2|k1AyqHAgkA zY-k{maUI+z3%uuIY1&7dkL>^$C;(uPgvNpuk3u549D}azs|4HeKrHW==&w+FCs))| zx6o2@?kL!l@wY%df&NZ`kh5yS-NRC^#T;k9@>VsS|Md9Hdl6)kdz0gByPK(=*xl~E zhWbDfkna6uoHn53UJk`0hD^J_v_4Pv+*mH1hvuyd7UUEw_T|15>JVglR7f;w_Kil|_XNdpO%7a;;-q1^(}iu;r=C~4S38sxklcIXrmSD<;C#G8 za2=&%(M#p0^NG<}!RRvhY-UF7_;C^a%AJRwmo*5hE(*KW}EK0@j@ltt=LnQ~?$n{4EX;59>|rrJ?7HpTT3z z6OQQRuvdwnVXp$r$S+P7Eq zr6u3GPPs=Y+;*T!U*?IB;HqT<=mMf4i52dUOZ zkr+=q&;%F3vr>4+x}e1(cq%nyf{nCG5PM`kEnD%qOln#+*b^#?wuCHYRYrAO5H6{8 z{n}8#U=-YUhPcoIQ<*KkE}o|Z>CWP#)Br}4a1JlY0shyPlBy;`ZzDR*F)@U{7&TA> zoTH?FagKJ+;mB;YjObFv_OR^pIf5NMn@HE;9{1Gfd7uT` z-0?_?_6#NJ$a!KXSmZ7J=SAK_zc2E#-KU(GIzYr-_VPdcd8;87-DQ+H6zX116LUd- zZ5I*5(_Wt6g`V8yWj1OFi%uHS@*j~-pkgR>1#s)mDD-FdCoisRduB#mDv9RdKB8nX zv!B|o@P#d!#haLT8uqb~C=Cm5ym zZt1x6w4sA&hhJ>VsTJY@q$w0UxSW9SS#N6M)X8HuD_wEso$d~L> zr5YNIYKPK2a)h<(mQHGBj08x(z~^+u8S>Sr?yL>DI;E>mt0(>__m1vxT%&Q%UwPJ| ztoCfc<_7_p!(*)@1WdunkT-6halz;YTDUiGK&}L@I3NFU z8xWx^GL*2&=Dk{taN9&t0d5G@Yy?C&tnO&3{u#quq2n@`C!DpGTh#=MW(QjMvQlnm zWn{gOkV;=;llQmA$c0CC19uZ+4RAqBJp(}V>;hpCD|>Lp_Tj}yk#N)O3b)pFk+ubF zAON%2tDlUsA6~Vsiidy2lgZSj9?<6hmp~ch-s7N%Fk@R_ei>LVSbuXFPcKRTmOV-4 zbfZHj=uoW1+dpFq0#XNJBAai?yYyg>BtVu{W-$A{N67SEBVZ$kH8~6ntGx6vr57W> zwgLsJ$FjmH4o5S>Bn!;zfR$sh+f=#j-@4KOxZiX9)YO+bOpJVkwm^><2t8ch)`N(D4j4QQ zAa+O~v5uypj9LJWC)kI%s<5JHKw(u?rqHHA6?ormGy%+Q5dKn;KBJzf)-{^~WKY?b z#k^l5E{W=@k`h_ZG?=Gg6W6h8QdjuVd7*SA=a;DqfOe|i>@q&8m$1K{X#u~y^LMlL z)?h$7zG{7W?z3DK*fU&xN)JRg|Ao`~S8Vj`pUAsd(4J@HZ(gfwQI5{>GLArX_REJ=Cw zr_exTqv=s3SsyD{ejk!S-z;M% zf*an3xOe<^m+^Wl$tQ17^GdHo5cj3#CSFD#Ah-58%4`*hlIwr*J@o!TtHy+wu}13l z5Kp1B^FAX^UIyhMtri&Ha*fccR8*yV33q$3CmOPgTtaQ6DK|!Y#`;%D>zf zd+6S+cNeG6_W20h>%Vs%|8@WV0)?!Y5oF;$)&uxf()sJIPW*x0sdq>7DaZvI!5-|s zG#*#3t@+l3E=o) z*^u)3P=oux0@a+Jz1^`bsZ(l>-=>#j&U1Z~8ZR4wVcy6$#U#wLS%WYWDme)-) z{Tg3T)R5pIZ@7yAD-F|~J1%g`fL97|DC7%BFBt?SNp`0zfYLn|gw%(sQ)`9i!MIg& zXtax0r@HV0-b&q71^`-4k8^FFXC!q+1Ts-McX|!FHW{4ccDS1MgH%IGACd4+#c7>@ zbKb@^W{cO=ghy8-WfztRh8c!E@q74k=PdkqcAVb?qY`{^nLYZC`_2eu(F`D|k-^x7 z(zfyEE|i-kB49GoGH4)X;9rpB+7zYmtYgK+ubak`CdMfRu^FS-W{Lgr`%>{TfRJe; ze%lJW0ruv}?v=kUGe!b#{s9c-GFVSue~M~~pC%NPjhYkghYn`;H4b(Z;b=n6WnPOM zaGx+t!lJv+F&2X!<U2v2)q8t6Jf7Uj5qn z`8%i6_+N86-?|ql*OZr+ZN?t1Zm_N-@DTcTWl{mtV>4kwQ6(sRnpQ;hm;vkdB4M{H zk7aF(a>Nb}<9M?#4%1y%m})P1$40$NnoBl(E3v1sIRU;Y8PbEx1zX(pScfLs;-MqAi zFuf}@EPMuEv?z}yR}fqQ-ShHhqxGw7&AK}Z@RGC5O!DZSjkHAW%qMyS-#)KB{$BX~ z|6=XUG4nhbqWt)l!Ns)b-Hk55bQno2;LX&+rWtW)j z5yrkRGu9bqrr+xxbe!`(@Av1A@9&R!bY{-X?VfvH_v^Z@=kmd#R1j9f9`L{KaH?gFXk^Lf1LL@30rweia3Ywl4u0+v0*+PpYN{ zmBN-TgwenZ4&!c zaBzmav91j@2$KcM`mVnof7yny$c}x`7Dx;~ZLr;0X zdEg@WRv#yDSK;$o?ww)&vtVt3=a|*!v__=0dEUz>1xfRPt#xo6B&y*!BRk+xq(iFXyDZPf(4J=+xk~oALWH z8Oz-wQ-|Go)n+k*x5R%YKP&iw?X!qrvlA{N6hGZA_x4I;reCnmV^6^Wj9<^mu-d54 z`?|VMm^XF1xV=-0t9c4~!IiMg%926v{a{&7ZN*j>u9&=|G{1}d*QXp_l-vYdL_|OJPDIKA*qrHto^YaR znUO2D!jRXX!k_16e*T{?Q$~Mo??!vx%%RHl6Lz|m*5|->jJFk*WS*`HZL@e|kP(x1 zIr^ZpLi-m&CZWuJr>B170)QBHk*&O-dnV^*mmB(W||c;F3V6qxK|Qd# z??`BYMkPqBcbcFzG(_GWhn`>N618FB%JkZG-5dXAg|Ej;jsA22_a0T92J!`1)(F+D zn+Cm`~E9z2Feu{z`C$T z-FVOf!DHzPgaK0(j)FIaYXAEkjwdn|Fx9af-_t!MT@<)}nmS*fwx2<}FH82;*LAsa z>qt19gJiIkrJ#U_2Q3&TfLK?0uzX>s>^Y8NDBlBOaorFl-f5-7oxjoyPU5D+=W$T0 z*kh|JNG$Z}m_(Wd1eTPqH;3BSOOKd;D?NDT--FQb-(fQuvKMFt1u-00R>XdnuGn(G z_uo*vqE>0~b*r>^&OsEf}E!sryv>VN3sXM`4%PKjNBWr2l{KgzI%v&;kSJy2?S z`bYXBj#a?_dam^QFftq_$M5qiKHf^q>ATtj3wsOe;hcnT9=7(}dfk{Fi5jiK3V`j3 zx^DWC>IoK3$c}P)CuBl#fMG(RBLbOF#1(t=BbF!F8H)K`AoyVyIyWljQBU!i|D`SS zY~xktTraQhw4Da*$wM8uZt1pOJetmds*y)7q3KUsCtuH)$q?h|=bJ!?hM+$4f%Mfv z+i}w`CZ|2!XLT_)cU>zb9Bcz8xZyrLBk96-pt`!Gurb!UAYPhjvN2NI`*Bz#le425 z&gRmb>a@t_>SAzhL9I<+Mf<+4qJ5sW1NM{yp6j)?;d-r2_+4wa{;yiwalO{2kr9%;moM~gH?K8`bAL1MY>7<~eDWHA9mW4`g-Oom} z^q=-4n^OcvKH))r$bmbhQx=HPxCBaMka?VyezO!8NY9441x;2xVc^O~N@>+9in=Yl z-C7e*N*ZjMek*ZMkE9+6-@#24(nqSo}w5{n(6?d;TAqL%2< zrebB|e3D=+Eg=UlmDQ-@-wXF$s5Wb9BZl!j|4sw2yi54p9 zLC3?x$WcBd9y^yE{-iO9AQUDND7I)xyi~f6cq@%tEVr+mTM2hIqzhF3%4AL=@8XD_pK*J9CqmHt%z!VSL23AM zP@HwfSg!Sso!3!8-uTZZvifYX5{223nPzJ9?7q>0`r8tNDpEBxYMnHT7GzJ|u9rPJ zpE%Nny9B?+eFXIL!ZZsX=C@YKC6jbhJ}1*TVlE zfW`3<|Kpa{dj`}6s^sPN91K>+E85N@zLakIM8uZco$c#?Xg76dYeL$S10CO=N3*#( zTiRC@`&D4JP}Tc?F?F)4kug}aPW3)4dl|+&>ksAoBZrRjynKKDxv{tMJ|A8GWk;F0 zYh0I7H22AeWJX7VeMh{fJM6A@kKebUH@3;>iks;cow_SwVU${LmJ!KvJM(_RWQk*{ z>t-XO_Pc&8d%eTbX+-25dyzV(g0HC`4;~8*GtIxp7f*Z?zJCNPL~ZHmvVa)ojo=fzGGX1(r8V*|4-I(YH(t2f9J+@&d%0Z zP!2!jAiJrkMr3<8NQ}$76e7A4mc2$sO5ZC9dTs)1q#wmI*0Zmaq~l99+xhfIe9hNy z%Cou$#o}LGPWxj>jwRjF`a9KzG&9B7YyVtHiWt-ukT4xC9=E%Q7TU2_hfKNmHoi!f zn!Q8k)@B~s!FnOJL~~7F4nFA*r5cXIfe$j0l`{*t*Q$~S_cstobdt>X9%ma+@yX(Qm$ixgu(6O_O3U$|;o49mgP?y~7 zVC{05n@!X;p&sVLByk&b=SX9kkxWiPTV;;~gJvOBq;@_5ItQlzxCNPYE`u8B8oXP^ zXGIBB9p2u88r3n5eDsS+C5+Y#pbY}m&6JV7FjAG&1u4IkO1RoG3<%0O=dAJ}1s3Z6 z)?Q=FqZ!C_JP5d{lj-Y*I#n1psGh$9>UsD^ogI>)v%87qCQpE9xa$`aWNicd-Wts$ zN$vDM53E~m6n+Ac9Q{F#1TP0lyZFBULuq$lqtfnA5V};C7`zPsMfS(A*&|m$Ru0ml z(^we!Iry_dGmIe22~J^)w!-!ss~%3BYtrjW7&7+zqC5zP&k9z&BNiBanCk!$2Ootk zuWIcs{npw+ZJ4kB)`ro=T-?}(fodh_u~BP>^c&%=0xng6ZW_MMMZtfD&F){*-?@m= z`H&IAZafhrQK)qU^nTv50N#BL@)0O6YAf+Cb{POl!UzIGXP3;dd)vvddjpUJ?tl8d zo%&1Z{5QY1)zJUPTId)3&#Ykmf2~?m=?kxB1uh^fn1cWA{|VEaF$_2XuuKhT4z_|8OusiYzIG{0>Q=Ufq8R(RH`Si zi8Vk)$fK!wb2SyfWq;)Xb!&Nm_22RUv$Z_n;2P#`W=#5@dBBE z?!lneAM@(7-0?Wk4H^H$=f&9dOf)IGrl zEbx)GQb!W{bC7^Z?JK5%=8!S^cWlbs#d8Y$w!AHebsg$W-QKh&?g$xtA7&Z}S30nG zjo1<8vgiU|Xar2C1^6~krp9@zUAyuF-7PRkLz#u={!0C^n}Wlum4(anB4p%sb!r9t z*u#29>te(AS1##Z9Ld&UH?rRS)aRZWWkIG9bQ85=flP>I(X;} z2m13#Oxh&Bh(7|pztNGk%kdWR-!F#*SdeiK^Rq#B!XI!mtVI&)nH^%^s&!Z_^H$Je z0n6a)#5jCjI6eK`FQ&L!`dFGy#|&NJBOPqA7u*X8(>aQWaVs5KKR}qXgW&i7@3vMy32{AT*a-#T-aLeE7&H((o~#ot`-dcBvT$`mm*kJhz-wUet7-N zA>If{H!)5-3DmgdFzTzIRoF;v8#=h|IN$&{IzajNOmX}gwP`e)9rB53L&IC3qf0>J7%HxBS z*Mmx0GDEyQWVsep0NpaLS{Wp#yC@5cDj1P%u{Z$&%XdJ3+l<0f=b%tydKE~hTMv?f zS6gGO0db>f;h*M*E{gczjpm0NOH!cufojq_t2OBh&y7K6f$&%k@bdPSV<=;wW0>Pg zVW=41sF9HGCZqhI{-h3N+bV%^aaVa8D5-?0Po)_(tm~SSC?MuTS^RIrdt(+K|Bo#b z+BU)CFC)<^Zx9|{tc8|0e}$HVw!FAD_+abw5WF1nY7;m`XLz--frgzd@N3eXh8Hl{ zjDM)5yUtWiqRO^=RWE`1^<$bmZO}`%{+ah+3A@1m)NmKYj#R7tHx0M_BjoJiHH(ZP zB{&Gwzuhx*9+@jKe;S~>Llx&*Y++QK$-wr|rC(>6wi;c&L^}rO3=sCB+Q$ZHNx%nD zXfru=dDLTn`%11?#BcpVX7-wGTYGKEKbq5Nb{_QeSpe#_T#q$Ld4GU*X*|OW5I_ik zgkSl6xY)4|Ahw!x5COkOmOT9(VUS;*O)i2)mssF9)K=0P$zhUkYzrd*(0bEw1ZaRQ zzTH~SQ=9Z%{yR$uxt*@sy?K>kSHfV}A*#G(!1vBOw+3ZPtwGtZ?1_5ws3_@;Wc;>u zGX8JANl+>8hW2fy(;5wB_2mXeR~K}WhJJIBplZ{q3ADVnPpKQ8n+(*m@B&PH7Rv~% zhMgeOS*V?x)Oe09J}+GmJS_oVz5=wQY^{}|5+DSnz1j%MgW$8=O{g9y5&Brn$b97P zW6DvI-&OgD!I9774FW zh8n_ON-ORmUzn=aX@4eXudx%*_hWn(bQM*#1SPbXz&i)pAj-Vgn4?x=?b{20DF@i@ z=K0`P6k+a=wg699K-u~SP*6B~G=_lV{r~qzue7i)9|hPTj*)N!Bm>&mW0dKNN0)i4 zRyX?@8pvq4fTlJ)VlP zMj!KB6c@V64O<2FnwZoyeO(bKx?%WB569?jKdL>bcdGcIsO6tJ>}t7v+C3ZK5+# zC1}wK+`ij@YYt|JVnq?9i-}ls#A29*PXe316I@yHZN9A`*sB zpD`Y<_~`9a_HvS<4*0&S8URfBN11;KRuSb`$~GI!j2hJQ%>q|*2jrU(y$TS5+QY}S znh~xzDb+}TnyLzVoZjV%ua*K4jB_o5wVOe<*K!P>!J&WJT>q!dpnex++dpguWpSW1 z*opY)xd&XEZGyh=v1H(FJ&4?Mk$+DKeg(F?KNZ8SBy8QoMeNQEcjQ_MaMsq5yXhgi zuz>X+&=&eUL`=#Ezakfvv-}hFZJEBO@7rA^C;q)r5yudDnmvRtrObhXfgCq>Mo3%r zCE=htf^i}M?&P-@pKl``BNWzop6-+9RwzW# zA9Htss%WX52`sv~KH3BopY|Rbik>n^KvR5RD`YTP<2A~rL@M`%4lNtZ$Iu6w0d8;^8??XuJJDkKG3SIXG!gragsT zI)(~ClGq*56e4|rZq+`Is7_wQW>3YzR;Va)w<^kZ|JmDWbWkqRW!1?cp#Z7{_7liK zJ>tw6&?JThqQ0&0`jbcKyk$~L4>qBuK+qj{Kp@+)>#$)~=-?1K)IXym=pYFj%mj%L z*p%fP;3L&^E!dn=OM#g4HSMNwVg%V0BrKH8PF5boV zu3bWd1I)?Z7PdPl2vL^jF7ctq;e?6$Y*7AncV_&E8OsjW5{;x&XO258MX75XGX#m3 zm`NQ;u}7E~m#%O$kt={0foJc%j_1SQ9^EZZJwLWR@dG4n(SAQ{OfUVg-u^0AyiJyZ=D-B`8EN1&T z!|H#=d^1jJoT{ z?ftnbywAU80SH4Fta6OKKM{BKC2tT1_^rvPS+z0m-&HmFL-}G-Y+J`6r32!h%;C4e zJDgnTyv6hO&^=`jqkSxOB8P_($e?j?97ov)?wV&#(I`BI8VMiv3Q_TN1WfuHyH`4y zVT(T?7K1yzjjQ^juNo~EPQB~Xuc`^k0dUE#pUz}z4$RhIA;I) zZ6ZQTm2PgoC_wMb14M@pW&#$3Ihq%!evcsi3aY8V!tEE6)WnAi=XexT2j8t2SPRo{ zsL|h2ScEkcm$xBD*f0ivpelCq@B#ad+-H|j(b!4MR|(~htrYNa$xS8?PZJbve(eR`#Fg*R@_0xnl}b8eBQ&-njVZBhwX>#1o>HtPbSoG>wg8dcD|g z^!W;p*X{AqD)MLy55pNNMpCu0P@XU{h9QgVD%>vIz<@3gu%Up(wF5Lr zfM3ZR(rW&AALpL|Fqm@?Lt-mP-9;e3Or{;P?2N=u4H#&NyVG33F2qh@9fQxPL!2E; z7BU7k=wJ@_g>2fj!TMVDnA)JX4qW~deCbsOe}B}1mR<|kct6-Mk;~yE7a4pSZ24Hp z^#`1TR8(14yVL{=z#I_BLb36Tv&z(yRCG-F44ef2W+W0k=HD{M#72GU)Yly7a7KnQcf6@#Sp9Vozk{~zoP+?0`SSbG8++~U z_7EgS20ab>ZOX5>dU9Mz$g{VPa9mKt*`c;R&lQi=U->ymH#2Z=e~hx0^i`6MIc_Jj zhi_p1S+!)rN+r{%7)c{Kn3OwsGr{E`qOPx4wOSPcEPQOQlDj1R-vkP~e>i2DZa+bS z$31uuqFkjcIxV_DxwRrkZ!$vrVW+5q{S<2VsSAHPykH3{&*;1Ss_WvxSg{2mQ9akT zs|^Oe=do>>#}|W@&^d|m#viMvx@0RJNXhee1_#|OOs3sY2lS9!FQ}8v_GN7WazRb* zbwo9TatM$3(E=Z6 z(s`GLVqg?NXbxN6*A|ZJwsDV_N3FKMcQM-E&;kD@w8W0g^p({9^jVQjPj)e=VO(S|~3Yt$pkU6+@wcV6d(*df-vTW%cbB%71s2imE7v-+vHtx6|5 z>-&*D%hC0US<0b7n{#=Ww5-k`c)l%u`+Rr&N{E1yYLwoUacki`d$kT4Af9d}TiJ=`JA_I$MN$h3v@Ze%T_rhR5tWl+h)x8fjf{$6OR@Xbxde93`+hqgyp>Hl|Ef%$QoxO!Y-RSt?-b#3enHA|_csQIi%OR@K z|1{=booL|+^2F<72FWaXq8$qe#o_>N!x;5r4mK0c}u{zM((yq`g zJ?Tn&f&V3K4pjMISMJlT>;i>2GdSH;!tD=N;tKbU*DfgR^gQZU3YVmRjaJ%gyi`2| zc^J9JVUA4doSk-sQ;%udpQoS}uk;Z^oAY52kb6s~zZ~NFh!;LK2mZ7z!0Pb8BalsY zAgW8bh)4JIjL$6P?kB?G?lhTo^%0`?nV}Z~5ma^lB!J`1+ODadN;Gf-+?I?56B~W+ ze;fE%u= zlC@W}H-7UVlxG%e^Y(t@+LV{`*x`LoR#-6xPet25%g6Bq$4@4;Sc6tv0-}yO?Iv9Q zprdz%6KHubU_Q=xK6>MPoD%OkMSSgs@dK!5jcz@AN_0#y%llL4yInW^yiB|mUbkQe zyqONL8|lD6qL%8mHl4uT?=zmVJ8f+`K~{~hw(PWffkJ1Bn6n^!XS!nu8vF>Gup%T- zZs#9*RU=w8Y(I>fLbP*&Dh*um9}FU9*%#d>@3R%7Z(Z|{O&MQSE3-v>dj3g{A479* zgl`vLVFo{h!DJ-RNxfr?(iu9)Z9c|9aQuufJL81|KjCZdy~37jYk@GD@}Pft*Okz5 zPqOzOELaD#K-e8fJ)+;`jiiNpv8yPTH`5K4xH34oJFOa$`_og{1`TyJ~t--ltm=I#TN?Bw-I;Xo2Cty}tf#`3b4tr{ZNm!SFPrpd0PQlvz0Am4H2N<-R^ z>b%3);H#SDJLN$qo$gJrYA)T=G~h3_o5lwzv7NJBLcAo@{j4(L~L(+A?r4X|aCGB4}N>#^a3c0*kem`G&iip90Y+V&szmFim0=1J0)2(%_EHA{pMh5}4ETeB)vQ9pQ z`%+f4{|4hJc-E1#=~fvljnR4*!6k~f@i*_;YHl;}H))oN^;2r`a$8E+Jeov5_+4jc z;v6gBUEmcK=HnHvJD&Tf$I)1PCnf)uV64Lzm*K#fK&+<&O}&y>zf z2uN1%#S1hQXa}GZYU08aNBOED(Q4R)>cBa_Ms>W7#$8vK?AW<#3%zEy_RJU8IiiH#k6!_wyfVx!qRQ%?3>!7 zk-q+7l%S$<)FD}~s~~TBDz`tL#cW5kKP{a0y4X!Nu#~SOofup6W>;E zX~dZ1q^9&(()fEfe89g;Ok-9(%!jS!jKR^tdCsoU&X?{DA?9gn9Iqz4w&*__HqCq+ zuDsQ0OP}vORrmIEojuz6;b)5SJ124$S0>#F*Zi^<5liVFZg*_-ESB|McAQcaGdKQ! zUok3DU|mF@jg<4pFJUz9_5rQ*ru^kgpncc#sLM&nYpg&i`>yo1l=mRZO~Xt_*8Cl& zwSkc)4$bRdgJ-n^3dI_tD~2j;Sx|id(%&1S!0%$5S0t|V&eCI$HnVS(8Ds14Pcg(x zaNkmH@=QM-jpW3dlhWy_=>(fX!${(tPnj#G<=R;JllIw{qCOR6@Y1HzerkBXYo9Aw zLDE}r+1RO*E9&F$Oqa=I7Z3Bq(Y(DsOmg3dX2&iLxAafjMir+j+ivy^6mdd)Ic`#H zlf{#x>mcc2>~8Hs;TTKSD)1CTRn_6Y(|ygx+l2S19}`&A`waV9thwk%izz+e-Hc@W zNayoZ&ph?B;8drXicjIEg3YXoMK7E`jh^3n%^_{u8SD^hF@)yheZsq;6aR2hNx-&K zJ2}l$y*RdWpS9w*x}CL0MU48d-MHYw(-Qg)&4T4wcBbq6#M8HX^qcN8CP}1u8W6{) zALQNMyJ+0a+qnetU{L)r`w8a5|Fm%788ahh1TF*_k(iCdGJGd7D# zq3!kDO}=)6sMaUzL*F+R(PZP?vp-W)y5Nn$(J1Sq83w%;Vby0A6m46@0?AGTcy{V# zBFv9|glwpPI;3AyL~`nl??E+rmL26;68Fk8wjivG4Tnb}l$P3C%FvQW20J_5c_P>N zwt?RKs2a5^%V38Dik;4Xdo|-FiUH{s;~AXKiJSpAz_$i3{LW%itGwmFp6i2J_mjR0 z!MSRu1;`HbRuP_X&ba!y58E0#$O&tdFD>JMl|q4;3W*ig$!paLO*15&KtfIm z3nb9hY1f~e`WKe$;G6jxP!;}nmh4F)7%%O_@QCi{%%i&20d;hs!j}7KYySQoA`CK% zD+N;xOTgM(p@ zCHG-#F8;YtqSjN|?}35+mF)j*#z%|NAAilDLz^K7Ab)OqcrR>uH&%zt1K=n=KUy|` z`_N|EPE?WQ*jRlkV$?$sVA+lgmnXKQk_GaTJVAll+H^0=Xdj0y*1w7{f0kCZc%Iq1e*NHC6(mWW|8Yc6Y z&Y?D~$S!TwV)qZKSszR+^8Y-TuVZaE9-8 z?Lz+xT_C|8DUdFhpU}c%HQ+H^e0V_;h8hGa^HoF%zJ@4~P=R2*-X;EGV&G4mybSy) zO$zlmBA(ijbd7Xn0U6>9hAi)1fB=9^P?LE>szNmx7p5fw3lK}&H46|PNCkzC0nKp8 z60GMd3aDpXJ0c+U%ynV%eN~VCs42A)>zgc_e3>MF4F4*`B)T z9+S)vXqyN+n&4?CAdbwq@>^_bg&jMwdREE77v$}rPdTlWU9gx0OfTk4+Ty22Gr3ua9&`pLDCFQvS=cy_}zDry_JMpoLQ@dkT$?Qp3REsiQI=}+D6k!&2)^yvbeMOCpn(Q8koxvi0> zdr;Wt0XbNo3Ay;VtzNk3l%Rd_NY#yavzMcIYltT6mGrzfJnqGfm%aYMrJu=jM2#iw zR-yI>XIunkM^9F5dOw)gp5y6r)P5gFh{mT$TS~Hgt?l(xc>_fJGE2J%@~-ZiVQWd~IhC2y8cNgY zQ8?9S^HLIBp<17+qSTF~@Cm6QjZP7QgcRRXZ5N~#nH^^;B@Ew$X;yOaRd#h3HdZ@U z+h}_@#RtkaAgGV;UMwv7F{V z(o=VAfXyK_RrLWf*t z)t48P41ND_xaMQ6511FSkZiV*}y4Jed=4m^fC~oYXHZZu*C! zY=f)6n#L>c3}61^4D*!%{#Me=Wb=x=En%CC7qUX>WKmX0i^SXDww6xy;{gW`O@|3x z9QY!5nTh!`OFQQR&7**gH^I6g=XR&l(ZTk+AxM#g2ZJ1`wL1HrqmPf+ofS!yEa|3J z-~GL8&4$qL@(Yj}m(WI+B7yPC4c7c7a|L%@jJpPt^Iz8=P|*L!#Sg9>2PW_>U5#NX zPvI`Yk*B<@i}iGGbU6=9Xku(E)eztwnCiP}TS&0jy}X+8>`;?T>G8P{4k{lLciGcGFv6*|*!C>e((X*}>jq z-HAeFOL#Ybg1xy?lL4kWJAOyZ@OisY6==RW>^_8Czh_`K0fWV>&f2k7+Pcx+y^T6z z;pmxq^sR|oK2vvG1AD{^C7s3h?+zgJ@7BH29B#w78ny*ICPYe3yJL={z8JfaBUYpz z0S)d1jwaHaI%-coMySwXaz!p)Bndz9)N#4nIpW{buuG`&wcBjn))sw*nkU2CcN{+c zi^)asa&-P55mb&Ri*Rzm$`xa(VhLI0{n#Qmojo5Hs*`7;d517|Ve`Qdbq z&$IZGSNafCfDrWS0NEjX5Zo62Y|n%?o;2oFf=QCL=<~BROq>SU#?h&iI2t6 z6IC3Pu@#=%1yQ)LT*CcU`LFwY3{rJ9daQxoJboTS-`<`yE{~YJM$G(q<@vivE%|G$ z$Q0lHVe5DH@v7tHKm1qpQmiBIV&biH3zfp`_+o+r)wk^a^PPad$jf6#M0$_CXJY@M`||An1KJcH#%*H9}0>~F9Z3WBvJA^zLR)NcwP#XXWf0`aOZa018=2y_OOGXR{i%AfK=-uC7PQUCoaf= zINSokG7=to5I~dtl0ngC2_@HUz;)u++|r7wkh8L`t8Qsie5+h8rB%|F%vbucb(0{e z_WvMl1$rMuRj-q?7M-)!U4s08DZn!19RwKilktGes221FtSQK0&^w|h)c?mL$4;Q- zWlBtd2uW5sK#f>B|5Eqd4#m`(VlT{8kT7iw9@_p95#qW+SC-dl1IbY9W4bVbaxfp? zMzVUoHo?p8TjFQrI3B=YStEeS(nS=KbnAEC;$vOU6qGWPiY7oZfD2DiEM|rpeUN~ zXs?Zxqs2%ESz6}Xnogsho#c;sg4S4Zc-x&$!yqMg{BYrz<`Yc>b!s|Y_0P$QKcjgswA)V z3N;ICXVzH-IHJ~6PMlk4ZW;HP20k74$?~Er0bULAge@iPLjTxc>y-|Y!EF14^NILG zu28-X+DPg?TC*{RSoo9vh=opv(S=HT^n#YuYE{nO!Mn#5bJMwvQQr>%x&X+tD;mKK znvNUYjhg8LvCPITzMI|b+tLTIFQ`7JJlZC98Wm2}f^9fh@a?7ZSW9=|3LOfEJqna_ z`?1%^0$~3UM^o7uUZeXea2(SzG+wV`1dSu={sT*3mXs6r6P?Y-2C14<9O z+G_`Za_FgR?I0JWv~hofy5b2hTYWkgvI4dYsNGwH$%u}+ed@R%uThG@g~U>pC8^O! zu@QUnHPmj@s4<+p8v|$$$8pc#^MLTZO^2Ac;13K#=Hcf06j&EN?lv|C*LRD09&l#v z{9@|8fbxM6GwI-${+^2>9)_2p)AZ<0OK%rt;32ec3#fkv6dV*#7*m`nFa!x*A-UUn z)*4Af@25`TWIF}Ud|^pqN%RUMKG7^}q#m}u;aYS{tAo$Ih@W6Io8|vK{LK4WMR%#j zI#DgH0+n?6*mR%{J^;J@36LIek?o%lXsRl>)dCo$z1x0Re|&QlY8S?8bj^=0E&aF2 z#jK>`_-+9FGIlO#_Y(UZVmj9O!`A6vFua~1dqeZ!dKfei@CW|(wA~yMr3?{umUO|c zP{5W7C95XjaGUzTHo^_<6a|B^r$7WR0(ZhShBvphHN%^`RGfs~P_b*SRqXgED&$I6 zpNaEN{y=5a<~tXm{p#wD2CpSR9yrhDif)n_&rsB#zLPau`CC$<~=$FyLIM za0ddfte_~L5ncukBmwri&H3P~?|{zntdAQv8Z{`DfOdl-4XC`Apu(GBPWQ2xo1_E| zJp?WyNGg(P0(3yU4H}fy*Pi7KcHtW z;5t8ot~v|!66fFEzzTi%^gq5bcnRv*Fpj`@1N33$%os`~5cyxjZQR4fz$o*Dut1`% z?7!{eksEgLc_?zQ{Q5uD|1RZ|sN3UjCK=mx_WIxkZcn8F-8D;qk~P@Ta}9P}z`Va& zjbeVR8!qEYyG^w<-&`k1z7hXzsPk|bsHgfrz{v*glGIrk7I>kVWneTk48`8W>Oy=} za67~*L+=4=#Rn0O!XE}bRFc6sB{8mS*eVS8{Ws!9UeHjG>$AZqVXg)^`I}|2-sc2_{?ahm;cqW!{13Es66eiwm`h_1UjXY>n=awIrW@e%UV~w z<1xckPC}B=Zo2(%?WQC6_vhDTOW>D-_&(5MgR7kVL)@SYs4PlgvoedX(m`?!Zl*%p zemrxutr2bogcgByqaV^7eAVd3TSjlZLn8iU&8c12`u)2;_YV@aBgD9Ge-WOb%fP6I z3e~^>R4lpu-tEL2b5ed_yW9u%%vf`9nRwxSTfi|H(^889n}!2eq|PA8=O3WKBvd3R z5xkZAB7F86xJahe9G1aX4u0#`|H6Ca4v#qx3`zP}*wiL=vEn{)>s6Y_=j7{moV7r& zvI0pauWe9R%i<@%-`4Xg`y!Y}@6?O(4>qv^y1C$h|J2PLSyFlj@~l-UH+286YZ?Bo zo5Pe5$fR}SIw03C>+pBJ==(c2b}3JzrCwfRt7W1YY_(fpbg$Hp+eyQLZB?5_qV<|Z z-QKe3sz+Y>zByAQ31}~vvMuxh=YJEQneqUhveOz4S%fcifn943gN#-kTEl^tPqygau7{?SviRG63S!Op zd@$_XRmVcr#4exB1=zi$h-v~8S;;ahzj$vqmYTI)IAi6@#ZlW~do)FxbGU0TLn(*C%|VWsJf@(uRj6&&!!u$WWl7eYH>Q6t zD?f=(>f=eRihdAYC?}ho?m>o24!Tga8C z=k;T;reoZD@w5C6YC@vnt+OwCgZoR*vi5u5+CFzBJHpm@7H(Z%>Te=x7U0XL9bKrd zjw{hvqOy0NNes5w`{$RJOPqq<)}A}aGpIffvgg@;xwvu7 zUyE3oS5o0OLXf#c!rsf@-g_7s$rO&`K8_GE&*}Tk$w=73C1lBV+wJKIIMu?Bv9B!V z^(S0D;0aKh&o!Bqw{T_Js(L$m0v@gkB;yINI3ELJMvrd2h z8Sr?Y^Eu0((R)wHVc&26c$~{zd3V%135z0_R)xud$Xh29kAHoVJjFTSVVWwOGo5X# zX7zqtw3uIHxJc&>pNg#X)AuXYFf$S6d40#8;_^PLO4EJ)4I!ws+s+ZEL#&tVEhijy zpL}3&Q?=@T;E9>5I{UO`1k`cv2y2%dEG53F+~UWFA2vU}UcMV6VIbS2Q2(CLn&ckD z(Q~^t9WU*~@dhhFL{^$|S1XB;be=x=Y5ZEkQ&j%T{i9#DI7mr-H1GU&|26*dnaUgb z`?U83$tm9QkXS@mB|oaoxEd*w!EtD4hq{J6Mc+mgXV^rEO;mAnd0cvIG**s;^!F4< z>NGj;)TiFY>i7Cku&SlgH;-%2c>)(U2O^ROcbxbU>Gbx4o{J7P=~2{Re%e<1)c)SS zv#N$(2`}U5_pPbb(DF4Lc`fg6#{;e9UXmKHbPz27YMc!#{%fQk)gAY}&1ECDcY!+G zN{4QCD=c}o2yixlHr)WpkiV!X16^a_vOlQE-Y7BBum4+wZVzInwauGV&RO<4=Zwn} z4x&%1QU!Z z0O~!TRJ$ZZcl~Ht9MI1~efnUP(gk)A$P!fv1g}A_#Q$p(Sxe70fq(zf=vBsUKGT+i zT7od0=5WnEmn%M>bSqu-vN$iHc9X zASg(m)Pp|NUx5VVX;jdIS<7@8fyDFwF_1)nKr*`)NI<1yz zM|=TU#bM1z4Y9yc;JygXji~_8JKi_k-d|7+Je2S@TY%s1WvN<)o4u|@2j0 zbBvSSB8al?C5pClO9MwtOl+355{{<4xWvqtuYb)M%$)VS*ywAjTjk*fa%z8UQ2*q> z$$0rI#2>PH3OH^B!#wwE<6bVTx6bVNo}!>Ft{-u_E7Sd&?E~*nuMa=z?%0uY1$l~s zV2Z{FHy}ywW2gA%(N+N2?hx6l|Isg|lUBgFPZ>IL2r#3aLoIW|sXY6}ajjhd8Dj;7 zSI9Da@fmz1j(!upHXehM0_wnR-2Q$7hNzWAcvS>_H0d5k;@#YBote503`LfpQG(@c=9a20S*j`6M?i~);`9VS9{h6W^$FiOvCo{Ds zVjkNq^zN|_q_l*zfm*TU>%WQ%8O8pjh{mHsp0JSMiowsMr4?FPs`Z%8F ze7UXWEy-8Em?D)nSH$vvxqk9N-_wtYB?CohynV}(@|cQ{TP5f69wKmCR$-Fli3b4I z*0Km-QpZ#223ZK3kbt z!6$=Y3XatS_19G;7LxTuDx9{ABw?#@ZFkz~K23n`+3$^|rw^g#PoU|{0`rb*pNHLk zLU)%O7MnxUck6KRYlEC-X$(~rM&HfO5nBlT81De^q)X4V1l5`ZihNLw{_z%a{sfY| z1>K0xF=ore4vX&U{=_qfn8P+mk`blC!t@JZ8F+(Cl2eT;hS|qo2(1yYD}lpgjKH9y zoI3K03E=?Pgp$-vY9*cqWWNFIPTLIAQK{z-TJUdn&sG!PAN(YoBGXRZH-Pi?G~b<7 zbfk)wKN~!P*I&wg^xd-bC?F?WeQ$P7PTf1zc**oW`hu5jNR#v~{j2%NtjFAN&+F#I znt5yk>7Z%!jX7-%=_tpZsL+@a-Zr?RJm&4?zDx0YUOBdY2n}xKFp(UO4W-z4U1`9Q zY>jWpvDA#vI}j<@Zq7NshwlorNhP%KpWL^fp34}J3yfTr1I607hLe@NbfTU@=KY|y z#YQK1tF>2y&Z# z>VQ|@S9*kut}x>wek;WK%x_mv_vG7cq$2#X()cXKxqYSNez0u;R1@n9uOw3t5~ufu zi;8@00FtHh7>cD(%t0;roRniBTC!Z7dZtkUdg>HuD!u{PaRBIu8|UpO#SeUOw3RnY zNkiw1PuvqQwj0|~Iw+?8N4#+! zP%Oqv5t2L*6+@vFs=oWSYp0rw6?K>%jVR2{Gwtr60i6)L2sYM=QYyJAiRc*+5gTV9 zsHbtvNn9*(>*9@?*ypj2df}bNypYwJ#O8iUUn`<7?w-`0O!eW)lV1+q?ac3D{-HW_ zb6Xc1^BDc4r*mT|hx(1UFE=Dg`n3@D9S@NrVPt1%wGg5;nwjW zZt|3}tJpsAmf@7(rdhqZn_gTz5N)9Z=k=;Hg8g*pvW;@tCCTgTNY9#_iX}HFbXlRv zTw+#{{c*9}on~f@=e6rB3vxTh+m!6LewJgC8hY9dm{YF0d|>X4myL7OWu%JFh+ zsC#axvsdmkP?7*68!_GH_I^V71cuGpDB!7a&Bv{uFL+%!wB=E)>6cI2ceo>>=pFRq z?M{3!?eF^M@4r=Zvja4l?aIoI0zd1Xg=|_rc{a~6FWG%bvU4mA(QB41@pZeA$4UDl zo>R1U+kegs`BA0JHj{`KahbUCJtq$5SzqgJhh2|=CEg#As&GJ*HDuW+gqDOaI1jnI z%h)QOg=zIka0_FDYROM_Jq+T(?~!LaW^hpA9Zyx7TT-XBELYS^v&Djik#b2s*O4l% z_sN09obacHjW;<^qc!%eFi-{4#Ar5IlMVYLUPh8tu#O>>{wYQDZHY&a;><_Zmt+D z?wL-g%yM~?r(orLwmtsM4O=e{R&_(qt{lY)FyUPzv zefdiL91?A1LpWG^h~OGv@Ey?EPM5Sz&AScd0+r*ftmi{MU(WJDN+(>O7zgx;mxd&eQ7ZYT z3AQblLTjZSyCEg-4V}AQbdMP(hu^PXZ>zB*aJ()?Mv7r*x?zH~?#mGod#(>!TGd@>Sw!K*1@}!2#cl3HRX&45yy`wz)0>!K63jIdu_d;Nv{*dV47c_%)vhbOBqy=f&sWlB#9DMT??nC_ zO2O^9*TZr=5u;ZZ7q8)JBJ=0V=(y-{-7wvkB_jtWxW(`M^DqCPV1waSIEpxm2RA9e zO%Kk;W~6rZ!6@9#3la2ifm!T9+#mq1@7)8~z|GfsO}fa7-b&&Jn;k?Q&sB~wvH&U2 zMPd@?Nr-zC0L{HK`My58#r}V+y?H#8{rfgfD&1{bNF*v15|Ta3wA=_uD9SdK3JFQ}8KYFP zWRmT+WGZAg3E54SP-3!&>|2(>SO;V7-+5VD?(hBietysMdj9Y#vzhC<-q-s)&*MDK ztu^17TK4rjW$@DYJH3@Y7keWn#2~e~6cR(%vzW{3Jd#Im)+UuWy8fg`-+!DGK zE~p;M)=#KK8&qivz+-?l_)W)7t#I_5(YHd24Ms-NbtbVjnWx`psC{rQql@5Itx}y1 z(VByF3F+dz!>~faFGlwi0Pd6_)*yB~jW0=;am_^u8@Kd&W@r|uLgn>wxiw_^o-nx$ zQ06;0sw5*>clILoDq(`ZI<37SB%3G;uw`n8*xVnu9yt^(4Apsy#>Tjhn%%6$I2ckt zh!bXm4+n2LJpQJ^1de9FV3Fl(M$c{nnsV-tVWR8T9equir3;(R45*{FrP{_L`s859 z>C+_uDBR-QMWaL;H1vP`ieaN_`$^Dl&1)$`ZhjXv(vbYq&c@%BpmX0_Fd9L67k_^6 z{(iHwp_O&o(48xng+&}=rFu{s+~;}97NVeSBIPogj|Iod8YM$k#7*LBOr?xsPIW_8 zmA~Dn_c`o90b(b?l4~EOP-|CZ&f99v+%z?yqS~!S{&Egm39an)TD@wK7Iq()oY{Ok z)i8!HSh+qfRaw%6sITFtCw2~uGNh<8K7JT<=MT_sX{2EVwEO<40BL9o<4ob^Ad3UQ z`-Jc7JHCm}ZW+nSPG)be;jUifo4o;`XEdX@b`cS^yz0$VnDylr_rVQYP+r8)DfIo| zFud1+x(BjHw|ocl2~PW>`6v;5d9j12Q8A#A=m!v6 zFU<1EgrVAMXCw0o21kV?Xw_j~`+qkaL%Z1Q1n-L6b1XRy(N#{-GnHJF26rC0KEM0n zVXOvBCR5$*TlT7DU=J8wy8&3?F!b5!j<6P=BaQZHgP}s)_EEYYM*ls`yiTA!*JfxNneAJ^GE77nABkrnBP&%aK<-y zL|rm{z}HVrzA4DkN8-U8cuU>!HiV&CB{5;G&;=h%ozDhHHBX0%gNH--jqr8mnVfDlhy!pUq3*aR)6mIog!T8R@5- z-^}VVKATO;Ou@DALB}Oh{2tmCZH{|{dZu*DZvs*D6mJ^U0AWt>OGvT1VmGRS9T3-u zT+;MhbO2+$R%5Fw34RNlAnm1YCYJs;3h4iyrrVU%7 z;)%7WCUVjEcN0#p6wYfk{f-4()Nj*LZg~@dEymWH!51X{&ha^e6x1%*(vYIBt#%V8Ur9L;r}={BqyGL~ok(fl1--U}_eZy9cwIa6 z>HIUh=KOYV*_Z{dhtqs|Ju{9&t}_KQ6ZvKO9}dr5dalqtB%=R1`)ZB1uW3T>Ikgk2 z`cC6bt*v}}2~8fxRJ}w~N2*;}W`S^R`Z%}zUd|@}zqZbVe|Fn>`@?xTR!5*~L`4m;w`|CIcL!*@HUix>Ms^4{%44$#d z9Bd)I&f&mQwG>Ob-hBPoC3oG^@paVBlSdqLZ*KK|lyCif+EMih9hl4Ae9V9X(KHk+ z?7C8IIr5|jB(1nxqIVS@;=Xj0oMkP$n!+WJ`Pdw=LXnw=tr^5WoW_ULs9Upw7)_fB zzBV_X%evP!;at3`#piN=UdFob z59;2!b?V54!#!ynTsN-XW@1*c`%p12MGHSc-I11vIYPT<-|4#Bxmm*po%Y9cTB>Pk zUdep!<5TW~vLI~VkbceO9L;szKvCGkKpRWx$lSr_Q-gv|q!M9H!(E3@1}2n>KMNH4 zv{{@6Vm3zGd>W*^)ABRTsz~cdW)ylVUcaWvPlznr$0wnmP+g=jV zP+#h`n)(?E)&&sxPr4-h&9tcO$Bt^-`<)yY_sV-V;5z~uv;AHD-*VZ-oE6AFOS!DB zK7hY}Ahuij?vOAhU?C1Q0UaNO(D8pzf1HSiX~k~SO00GJA5%=z zWW)ejtq?19y-9^)r~0)1!0?VK5nr?nayIx)Xym0%^l}w%{c?n(23O=ua|R6^F);h> zgKqLr@;@j-t)HTa*;H!Gu3Ju!2MUrs2@?R{%rI;iqIjA%feqCUSn4PpTxMO@u;(Y` z;+s@cyFt)7N{JUoh8m}R7Q`P>ohldw(9hunsCEKJwFe;=%JpxGfv$WCPQ@KCqc4eF z)vcYH?$rPIrQSrZYz6a|0^uRtgRlpgZGXIZrdM&LOsT2}EJOw9-pjH`@fdb~#unG5 zL7Hx}JJu04-=>Z}j?vK@c4g}}QG@UBgZ|Ty_)!5W8E6SC^uy`2EMCk8@MuoD3`pr^ z{EJDAzggXjUnfF06ut-=(s#I(-gZ* z*RnIwrTS4QbT&8r_$EjflUooG_9T#%!BZ*zi7b{aEYhBN0(+ z5y#WLfDec0{IjhG zofrntJ-Us9I249c&fAiH`y5m!(^xEh7M_RXvPoN2e)D-}&L?@>JHgYT)yS}!;xB!9 z)Mk{;WoGn#qo!?#BFeT(fxNJ@zBdvD{FfCOz)8Zr5=hQjuawaz7bkO697ffZVxxlg zC!kI>y;T%0FW6^F*|9i}Gxcd)>@j$?#LlOIZ_RcV`gs=`xigKT`Gdt1^a=`xV|+7~ zdIcv&u3LHIo>u3ZHrKKdm-5f2#6 zF+&D~$<~1dvndkM&>iQU3@wA9oa39xH&43O-cdB~9)#SSqAcT=ZnnyOw~DK-U8SJh z3pN3&1@swy5`Jzi6Mh7!Hop*lOqZMM;gmHePB9e!Zi$y|3#7|mkW7W z-Q@$C4b?rWy=+ge|07F|?Hr|JZwf3#GptOewdr8WTe{Lt%7JB}-?pSuS z$Ux}cF;7PkV!#;Db3D3C(VV$X=Po<1(~C94{nSSKqq~HeXhzTwilYCF)(;(Z=-Av` zGMr{lJmjXu}7!YmZIT*e1n?5TA0xn z#OSdGOdkUVG~oGznoRQhLWu04(R4wU@J0oBv!vsuK__658@3ggQE~5GH>vA|l(%WU zSiiQTQCgT)J|5}H7aGF}#H zq-pyBUUnL*>6JsDE`L?kQB#5`{;!dL8r$j|dNtXVmnXKdL$D(9`Oety*c+BzAzQlR zT{r3-i+(X~vM!!Ey2FD%2cfs?p(tjMAj7$)M`{cWqrO$MrB8EX@$? zJeqC+j+q}PV_x^S1ssF{BMr4Mts+RygTo^y^Cl~q{x42VaDXJ?Arnkm%P0;w4}>ut z6|x{b0i#a&gU`ZYKU_UN_Udz(pIr$@VXC>=57R78uhw zk8oHg_b#%ZYW`as({i_6h)OVP0MYP*hI-gd7X5a0J2p%0URHx$0c4(p;TG{2JKm{o zG>;bj+{!S3tAG?dpaux!<{#!K-w^W?+eR1o>jdK{OEYdsJX&z6aAqRv-qwouRy|9hqPhu5(+DD}Q22hCLN@ z#s!Ws*s)p~hZy{miXQv&0?Nu52f5Mnu+ZK%Cim$3(TD%A6#aDuq! z7gf@eU1oMmn4F*z8GpJi&11HBGWKK7sv~S)QACS(-;)qzQu0fs!&C|880^<76^J#+ zja-*`uMte31MIBPSCA{b3yGL3LzZeZ2qQm-EUkWhPL;MBo;!f&n*jJgMbY_E<5<+7 ziyWHD_j0&NDX0g%1ulNK))I3w#Vp^MuSASCTU$1-NpHwgV54pwx(X_IiOiXz-w5B=hrjm?uIO<-Vl{GR z`W1r0s5nPg36gJpSp_Da1s2C9!a!%VC7G-8AdEMjTQy%D*%}Wz-cEV92UWm)|$X;myCr~i$`hm zOCtjXjVnH8f`~y4pUbl3*CIWzoSL>ocS|wLR9Bo(Q@(Xso?5wA61r?NQJL!MK$*(n zmH_h+*dphv=b$OKUNNUJzzKGBZmszmkQE=|=xLJ$u%#-1F-fS&8T)OEPyRpJ;svt) zW_p&Hyl`c4i%-~GZDMK%Qfa6;-AvZwg+9zR+HCY{#GB6i^b3JbO(VKrZX zH@(fpEJg&J5Xcz^cIAI(c8Y>zy!-_#RSh6y`LHtxe$3>yBm%pJ4mOXkd$gY(qaNQ} zc|f&ad0~qFK|xl*0}Rn8M%BuaWg9DEkA z&z+Cpa)w)7kQoQ!141Cpz?2>R>Pg!q)9`$a?T}{wYZsj_t03{$(ar^6#9IQ$Xx>aX zb{Gs`$&UUQjeIxQo)KYL^zs2QiCPFoIp#CTD@{hY)H)AD2BtHgrT@(oh02m*Tdoiw zj=xmYz(KV@p8Wm63plWqN}S?goB7K{V(=J<3|yPr0x&nruOb7#z}_rB;chK=T+e|7 zvv~kk)AXBH2HL$9)*w0UZ<{Oc3bLC+1$2LWANp^m7SzJdpy8ly91pJN6lqzdDRUG3 z^jw5JOlkAlj{Q1h^-m#f8%1)!e-zU8EIf(pWc{(JqJP;`YYW!%(Oxdj812#zc#d1I z6dMzS+d9WvOly2bn`fLnb_0u^(@%nhI|IKU!|X9mfAMvR5qey*NQ(@=|FBYHe&bFq z6Lfwd=kTrta?au~d-L4#FuNCh^ZyuTU&+fGhRPUH1lr5dr6io#_!MJ_qMmBUy+_2e zKcgV}+|fg#5AJ`Rx6-of`9)>uAM;i+??-_iza%3xLEwYT_NTn~;4JM$^a{D{9#ddQffc`HpK%HkkeYyNxO# z+i3gZF50j#VWK)##!!GN5b6@p;mPn@NE{Xiu7m%07Vu0RyTc@gYM#1iw@8(l#>vic zOZWv|>*oRslywr3(8allFU2?bFy+hcwm6DgkE$}S5@aIB$B<(U&dg0l&DL=Bnh2w) z`sRF);ZANvTP^3#2dL;DDvB)zi&N|=nC>O-CYzu|B_3nY$uCxXx_oc2i2X>BqrfQ? zdlP`J#_Q6%-l z;x5{e#mNGlFu;CsO}|o|Lti+hCeY=}9`Tw-}Wb>nxLAbulS^-%XhvyKn44qsZ~WD znfyJgX#U3Yn*CICpRcPn?F%!(#mL)QQ;hu)Pj#7FAjCTWFVCzYX9!fPg&j5DGF%N= z_QlA(4a0fz(d2~okG&t5KHl11*KwC@rzvTRy+FN>noht9eSAc z^Mw=TMpTo0zqTNnREG`sO~z{Kns@n8pG<>SVUL_z6&uI@QZaG5@qOFjR4VaN68*&G zChra&`@y91Q!H7N#BZ|l-new3tP3^KjuXazGks>bcesf$YF-aCtUNM&=h$40oeDA! zPtnTTIA7DFd&j~l`beLj{AARUhQMV}Y`oIVGt~jdJ#XMk1H8|iTg8yfmTWJ2uKY-V z-K@&10%XD9>uJ7>TH4=MIi>qDnQtEDW-W!iz`o1h($Insu1{*(;v3!!Z8-C9rZpF7o>WJG8r%#1Xm?`MNPXLovahx$ z=TVnKu;gicRl+y3-YPb}Dw1QObM4zcLt|ntgQq`MhcVRlkwl=2{~Vjk@6Ge=6_Ad3nS7)* zKA}T*-hcBvVHSX`sBO8o+e`5AW$2EOm;ERfZrpXmTL;o|CU$IV@hja~C0?ih=`yWY=*gdLq67vjC}|To ziY`TYXl&4p{ThNhHOU8P#*$Eo30o`%OS@!a!J{*@>yj$}#}E)oPV}69NIQ3IXeT5; z5;!WyxQ+KXX>Pse;ztGDerNVK({U(e-d|^^zSB0@hcm}LSjZsI@5z9O?dShPTW5!d7Tgrn1HUYRbkTMFLO!bPHaUs;G! z;+(FVfU$$u0Idq)lAF*AYfizkMEB{>#XuSNMG`PQPKIi3waI#%dHW-523Qb_E&o|O z&9eD#Ce(Blnz1j2>UW;hcaV>^O?W}O67`)MN86w{?LA9l)Sx!AY5*|QA_vakR~DiR zcpY-c^i}Yl*af>!xbMh&_~r;l zRwd^_NHJS$VRhN4GA=%wxWG~|qS*ce;gq>=tb4J($&U&00)CU&IJX+!wUJF-YI0ZZ zjYD=?qF>=+hQI4$F?BGgz%V)7$+~HhW3cxdHlQfTu-c$5nl`@tO+;dbtIW zsVQ z4f*?~cW3SwV#}3((=oZ8sl%nwqlj_1BeBc$VQI!6?JCbZroPW%hFv2xI&U0(#CtJ` z+wNh8rh!Ji{VX>yl1V+dTI@Ibh_ zfE8EnWx6P7WZD=GQJ`RZzQ6*0VdHtyCbzuX3Jp?F_~o_2moJV(d%zqzH^nPC;@3t3w7Y#mGSva`MVXRlnfkn_?GOG)Bz6r0ctj zQTC2?Oy!p?q#-v?JS%1Q*q5m~xZt;9U=<$<+1abbxC#Z~y?y9)HwcrPQ1msCGs;fK zk=5>B6^oz0j;vrEF$%}no2h!J4sHR1r0Y;4=XKm92OIqlT&UQC3Dn$L0%H~2^)ttW zOH?Ua$0DX0Y*$_?_cxO{>fy7KMT(~T@w45?$6a8&TYCF?RG;cx;>x|lh4ZIq*jtaM zZ`dRHS2;P^%(8uaQ}{wHIwDel`taTJF0VYTj^xW;F^3$SuX#M&&~RM!%rwzvEQG>! zCHbp#K-a^0k*b>2p(1(XF8i3oKVbR{yHwV{7V5O!bfR4)I%Y?XYlT@4`PF9yh0;?S zQ!n1_OHQ!0eTKd3N|e0Qz7f}5wJcWPwqOZ(b54HX=lrjW*>f&B$JD@nmulBn<(n4b zE)LMY4AkHI1?pdDVNs5=TBq|R1D%?b%%cN7G&`7PqFSKDXAPnyGE^u_wlkDv+nJKc zL$Dj?uGr4lEaS@+|AsFkLy-u^{1aa;A+Z4-GoifQV9Y8zS|<4b0EP{1eyxJhFV=iFC*OpE+NIiW!94m^p)EGIF@W|BZu@?<$yR|$ zqCQc8N?O61m&dif5crXGlpJOe_M33uDk&+OA zLF7cU@aGYTWXVIgi#QnGGFYfa8yj|d()4@qAyIiyo``*RM05ZTa8y}Cfet1yYZmba z81UBsl>?1{a#tUjPU6U_8L zgtx{qXFtz9G+|8B>sIkk+a25*#mG^3(AX#97T{Jocda3Zqv1t&Pi_;Q#&TMCBu~DN zQDc;QseNt=b#knNFt2@wVusVAx$-$8QU*Fbjg!m^`*^egLSe>nTkJib`dv;kqY!ht zCeJp>>8gg9XY*%+9ZA7pRk*V%vbIhM4nvcc&rJD{A=U+TBc05=6^4%o?8l=rx;HrMSRTk zxJTE)sBU2#yMaL-u31m)rWd!@POB`GGf6hCz@4kr)?f8oU#Dl_W=`uRGr|t zj#P-duIbgm5A{q~&< z9?eejHpLGw-qwx2@`^MxetY=oi9Lr;CcZFhzTNq>$30_S4E+?0=tk)rj)m>a^eb_6 zQQCzUvA%T8X!#Ry#$<8NvuRl-+*{vp2|SZ1xu<@J5aN9KQ`-83i0FoKz4_;VGa0*V zzWe-i^t2BNHawP7Q?;Lb=6z=Mds*omu^pMvv-BnXLEj!t7aGfN_afe1uLL;12yku?H-7x{rcGYtizir~vkgD}G9sLl7D`xZN-bdsAV33x?jV-a8owFLIxW5^>OmIHU+#Pc~F1wrUPYhJdH?RtMv z9OCnON%pYGOY<1VeYZ5iyJL3Yh%}e>bJ@J6A9DrnRX-k9jd37t#r>4Ol;}thqwkqs z(!cDLP2?}^-plG8#nqH+x1WNg;7$$5+Q@zA6p(t9C}=D^{*Guxw9&1Eed^+8TrXh= zSb4CwC;ZH_&?Gbs>Br&k)w#m7^ka{7|xY!Cg z>_Do~m9RLOsd)JP&gh_FZNb_?#aE}NXAh(DfhwT)n6}lbxdmC*x+81h_dFp|Qf#-On9pF|CbLSA@cI}{RxSppaS9_*nL6evtU-FpuW5}$bp!|fo^ z?Vo`aav;W_rYuFlB*Y2VAx!tesQ!if@+TAn0t~Y<{thGK)r!ye$A7_f%92*kPt1s?;+z&H&8g~%Wv%NxN1L6LNh)^Dy`l7H&ZaKpD{-y!r$7Z zUlZ0j%u1(uGFFkw2^6{`yd{JIJ+aTT?3j(()hP19looW*xk=xkhvo`Mwco4 z8@s3jeTOZ$ZRhm%6Jj9X| z_Bvw4DvDfi7(`s2T-a=%-gn2t78<-yY}>i6oW^Xx#EB!Wh(yju3i5@QQ#Wkap9!*| zs)?YA-l6%wcAZ6)nhGjNp;~J)i^3c0M;KdVJ z-&Tg79f0zkx4`xB_#8)kVZ;3(!ue22&&9#In;K1;r9)Avu+WQAatBD0F!<;Uo;7RY zFKU{nYPiEqy>5Djm}YCDL50g14WBa#f?Tt{0&JJBYYUu2(bmH%|DGy0Ep;Np0PPC) zJ@K_le{dze@_(ep*H23rpmE10AS);zt!=)nra}w|R=)q^%JZE~`)osJz;Yq`@9Mbf z|JfNX?dW;4j;p+>W{Yn`TcOpZi7}@-=_^YthG0tSr;`?!vuB5qS&|$bH-E^NzQL2> zG{VyycEVd|dwyed*^f3GO0l$Jr1#LJ_X-@8Yd7&o+T3UvTl^FpRu>(h=*R5qo77pf} zap$}BJ43unV&u?&zKUYcaZSYOVU@0Qi5_*j{;*hPjTKrVFnnlKF@G!7rbw^{uNibr z0aDhcu>6EPd}qjx0Okd_OMxHW;7n{yeX1Q-^Odf(LEw-@s$Fw%IH4*;L0|lf2>Z8* zO0MqYJ-b!&fjn@-ol`O1LS8%UvdBSK?a^j@|8ZXZF2YYG`^+V+2J}{1EJJ01bqK|{ zFHEUi(l$G2J5~dRl*jH65UClTbP%#veT$^1$j=WU`)!DdF}`wH$exnFEM(t>V#1a6 zy;__q&8HI(Z8IOFVgGsRlSEtCX&|f{e3yd(ax%MF#FxU&uL2ab!v0fg^sVS z#fVQZK;+Jj^KAoY^`l_}*kd6S6AciouY^ssC)pA=y$F^^dyIR}&9!e_v_2MFYDk6y z!6MAs!jk2R`RksVzNZ_M7tb%E)*g7{FNAF}DVYt!j4%rkagHUfFFXeb()P~nCAiIn zT_S5;xoTZb%kiCLi<=~#tW=e>JbZnpeO&w+!K{iKXI@1|TuV3WWPO4Wz;q-bp0ZlC4fq)ley6jW-?7{tj_^*z5vh+Mi*^r0%8l4zpo7K_(5-tMGpqW9J6 z>?n{9pE$Vj(3HE99qiTiNK<8~y@rkNItS1qo*$_fu75lmZu5mUEPComvXc7wYwc08 z_|4{=jQ#ajY9=Se_Q$ro*+0eqhS;R_K#9$>$c_75?G@wrov1`{MRKxJe_{K5X(diC zv%8-wX9$sQ)3V=e8wzsY-4l7WHTDELYs_qe!WtPJBJ}`Gw7m~^{5EPG?naHhu%(XS zEIe?jJSI9yYDS>dXXW%}@U#y`;NIebP+@1fUfcHh;BTKTD{4b&FU|uua`E6NmMUZ^zEuC_*lNIr&WQ$mAXt3zw}YtEhqDKT!N-J;hw?hnxSin6UUJ>L$?yYffxs=SY*gK z_`ikH?+^NF&1XQb0?)>vvZ-KIp<@5ccM{nNalc49u>?`u(ri1)tDQVcq~pf5Vg?!= zwUaFKn>rpwtU-6}_hWSnqVfODv>Hoe?m&C#^GYtfDBy2C(Pia$rtaCNLb0bt*vQVO zMr5aogB>;5ch~h?U!Tn?;=izVaEEkr%)_d1m&oh+-?TRREcAd}GyMdy7gAS1FZg^& zV`^Xpx%~r*jjsQqvWsn%<;2=2T)rDzEw&TV+M7OI2&g*Uek*lSWL$jBg@z+F+C)(^ zYx8EM_|`dNHxvCsc}8(D9Io;it+xvLXItVIl-HcgJ-*A<*WrWPYFy!Elo^`YY1f}) zB!KniO2sxgJ+rzZIX`jv)i-0c{dc~dx~q4DDN^Qv$DZONSF)ZZ;$Ji}Hk_IlelA17 zzi@hE)E$21`VF)k%P2PUhJ3#w>lrFKjF8Sr*-JHKtaqlm7NOP@>~Oki%wHTFqM~7G zW}|f6=y7kIO)Jys?nnGZDJQKjb2ZhSuZrlEO~7$9)cdG5w@=&-E-(g}ICi)yJ-4Wk;+V#liGPsLYzdIi{n~Yzzchl0{zrJXM`z@x%QI~ntMeP5b_FubS)ohhZTUf$cxP`zqlN&Wy4{H%Xrr0nL2lXh@o%Q( zF+yrB%q=D{IA9OtCiSR7$>a|8o=HAX(h`4A(po_>JN|=Vhnr_8{TLk94+h#ll4)%E zjFQez2H%t4GG)wCri^gc%7}`;Jw@NVm_#oONE}XW2Lgo?5GahO-V#+75>CL%NFI*S6$W;`c?3xp1#4P=Kv!FE9I zA-VSi;7IFDT7?8-E^`7gPBKuJ*(D5Rpf0$BL^{BBnkW)Fb178G)8=S;SW?QEh0IwSvg~@OO{p~PIT9}Y5 zXfQ=ihQ96rb{b&6(VU!;I@)K}8$5FROq-M({RN-1ez}CtkROyghr_4H$?yNs=AK5MA zk@{ZYXb0Y4L@>H5($^v*L5VpFW;Bc$#WFHBfaGp^7rHb1&-$tJ`29Vddc$jY-7jx; zzgj?~T^ZBwlqtj>HRkKoe=s?^(NHVBa$0bQ+`&UfUSGmBoL0R$tm%T~P}daRXP~7A zA$V_S*s?o|mjWx43yQjn4e>T292w-r&=5y4!>y?WO-W}Ika@;&peE;L<`agw%fR^$ z*#oH!)$?b;GO4XecoEM+)K+i7?Q>P%0r6~+O++RtCLq?*y@S!=)NskL~{)1Pcw~Sb@{xl8zX~9bUJeLk9=s!z~ zZ+8+{*^epD4H*j85vSOaf_!2p?t?RHDRFk|3eAm* z?9iw&k9JdNUT(51@GRrg_0D|1z$WouNW;I!vnA577$W7ng?N$%)HaavU3O-1g`hCY zvHaW#8ZWNvLF!`DReY$T3gl&VzkGuJ;sV=s;sM${V75uaXbAY*q*Xf0l(5m}-XH{G zFu1vmE>TVP0qd5gf3a@qj_m*0L_&si{*!gfL7Ew?Da5{U@*wfjOeM&tYtg0%%Y}Iv z7x8TwZini}%YcDxZHIYJqPqF?kVXJae{T&Bc9Y<=WT@hIaz2xowu)Tkl4%QbTb*m) zl3~m4?<*{~FRa0|DAZWUccoCmqC6JkIs94w1>r6>00zt3Uv$5Q?*W!`q$O$co+>wP z6a0i3%m%F(wyc{*0QFVy^TV*EONs|0 zoR?Og%f~tGQE!_J-l-b9&C>&bC@5U@d+okELYq+alULFxSE%1&aF&!g1R}x40veEtz+Yxl+_Zj?w^xDrf>`@YI5$B$K?Pn`DH} zB9TfeJbo~kTQNFh&iDRK{=u?L>u-%^CdU?1>2j~WDH0ySu91;i7M}mI>@1mUhMrjQ zc_K-4v%*)enAwH0fUy3oGwjZ(QtUWXt{uf%5N3ie%TU6*w@XjGZ6>s~c>?3GG091I znp~Z+>p>dTgs>3yd?UkDBQka*8h65E$1eQQ=C?i5!Bd+2?~7<2LG=WI^vnbc*sl7p zwQAm_U#1p>OI$E6ukp79GDGAqt~$oUyO~YfU}|bC?3s>Fj#AZj-)DiwwTL4Pu)}!k z+@zFQyEXiwqUv(rY+d-_D zIT-Fgpi#-h15`uAbL0z4yto?pjjYuLGvOw3oFo8W?a)I?8$?YC#Ek;x-F#M_J7C)J zXO#v88A2YzZ-RnMb&gL5q(8>{tC6lX-+!0>;Jhck5Q}i37c42QKN=lwkU~F=L>e6i zNRX)iB}hm?kN`KakTOO#H0Dc)*FF+?Xy3TSb02b zrSNeuF=0Q^=)sV{DAdqVR;Jkaoqc$>-tp_Q72BIEV_~D90A2Qe8H28Y5MREjM-WrT z#S?c~yG(KPpvLkGpeyj@A|T^lK+HjPx?;ouwTBIm1c8mpo*$UY)?Ai7RHy$Gklkq- zBseGF$L#>Xn}YxNZ0+HguZl^o&sBesO;@K0!(OYnBAXsiisMq^z1g-q`^}p=-++p= zo3lrKJMWETOtu%=3wQWz`F8tnro;@V**b&RT{DUbuPy4V929Xe9(G1fXJH z(+{8xF-{sRaj~;N2LQsxGNU#BUl^_3p;P9+&T1efHS%*~u$|g1HvhU{KT_CwH6$}8 zapjFIE-TfA0=sSU%{B_?{*GP)sVt-=#VJJ_03?~eK^$bik;0*y(a(64F;w5nx6>*% zZ_J94|JKI;eg}59rlYnS9eef=iDeSJgn#qAsN~&AOIz#l>O@TIMZ(c-O|y6hfwu&M zb~u~8aJk4{pgI-~5r_CLKocp-zRq|H7eW#4Yypj$F5D=>(LzrBZ!eCo%~s9RHi6<} zLxmPV;;@TjWuOXErHhH67#OXE$#%LjwCR;4G_i1MGi4VV@(MDgu?97NH7wYNF2)$Kq_m2#9km~6_YEpG*0qPg6W*KWw zkQELogXJ=DrHqQi#?-KJ8(5-c^`7(45O~{&2jLjSGw89V={BDg^7p5eFp1`wQA&op z>c0sM3;Y@hKRC-2qiNGCa*>tTV0qeGB@IN-L`_Y@$n!K3WV0!1%6lZ4($j%s0Tl;p zh!X)Y=q1w1$fhL>y0{IhBLCtOb7WZd-t(Sk;r>6(2&#CFkwk_flVX1iMgBoSZhhqE z7t#tZbS{5l(+kVkG$e7%aQGw3k#Mx99hQ&6nMOnhJxOOCkfZ^*q@R``Fy1kZbi$#W z5oA`)aMt&Qt0EDDi13u_C+G(`eTF-CNS%*@8t16@pfLbjj-V~_RWj4@v@xHBY6JV9 zd=)>lhX241PPJnT{(8 z2?<%UoO=ad3~VN%E15(@5tE8Vm-oH56%pqN&V#;T>gr4ekGh;FFP(d3&vQvhVW{)! zv=p077^ymg>S?2L{&hIYE3XFx;!0T2Xz=`%=YjdrWSP(=>v+E^|s zZcu|6ex;6&;FAXKC<+M@zmi*S!A7!*lcgbU(BR=~|5)RjnWMcemr5qo-|uMlkG~`@$p(z^=2NS3dT-+IcEt4d9`cuUNQZn^T5(N1)!&04zg+Z;l%l~jJK z*Q&0XfmK>N?yzi$35?&<;W2#MDJ4SM?qRZSlTKVj#%znLW2S%m##**R1s^o+tR@VJ zX#R$`ibBGDeB0ds9ow8Il31R_{Pq2a!Nt$65n>~A6Oqho|x}o{Ixr@ zvsG11(@wb6;horj|E=?yG>`HC)}34XHxVi)~r9(_YZmt6&i{VKWc|FX-!nQgL zmLochDi|YWTcWx{Or=fZUdH3hY-U+o7fWg?Y9wt69e)uAV_T>%bFh;TgOwgb+++Ih z(hmQgtC*}oa+TOcQpRY{N(7W#j)20u3~F_CGb|msHW^ClpZJU!up7Ji$s$bChnxxR z^K-bOptp<;I%)pUoGJ()`)uy7B#gz}B4r_F?;#BK6C2QC>cBwQY5r_B!{Ez&geh8)gMuWET=pDA3UtZ<-Sw?Eh6pI|ZwBfHZrS=6E zPX>oIY&8mHy@=htQF%;!udES{>N#uROhAXa&WFtJC+&Rg@S991OEO${8gzkl)gUc9^TNpFikavwUQ@YLx< zuq1)&0x0Z3FtWrV(qr=?_5dxCQar&S;nuvJGF26QTg?pTiV>)>T2=i=8(A1Z8od~% z6UV_5;Qdzz^VikKN8}IsSpfF8`WQY&I@o=Ow-r0naJ432cVR+#H4|snRAQ{=O+H8# ztg{GNFuK@E`^YOi>`lc#QQ|~%IGr8UuwH!+M{UrX;tlHQ|4Zg^VSUu@W(S3&nKg&c zZcbh|Dwv+{!siosVL?kPtA-epnq&Oz&)celhaTcY&TbYdHH@0&jpn)5ec%Rcckz3K zCv~SKyv@@o>U#6fW?gYC2i%+u4J+)Ao>)KPD7%VeOfqX(V$8<=C-%YBTBBwI1)SGwBAz zo)c8D1rMm%HS~=ynh4eOH!4UZet+j1uecCBO${kOH(pvE^Y~+_mMrUl5m&O1)&{+; z`qm<1*&&+qAJh7XUt3O854&wsPBCcS@A4?t?zX5v>9wcId;ipFb%^6(E>)BLDD|Gc zSNkRX9IZ>z`~ly!ZFxexTZ9wORAee_c5&dCbbOEZoNFxR^W0&wwXyfUYm2j)e^^s! zcgfowJ4NH{JjfMBu%p^MfF9@rw}VbIrQ9VAX#;JC0u}RYCDOgaTOS8q;!xe>$CcRI zcHvUeYSUeJiquHG)+TnFjt&}`YoC*=0I5yWZJNoxl=Nt@{6 zF@p^=A>?VF+}wM+i%&oPOJ$+!dBQG!{>1HV`H7uk#RTtZ6ps|%tLhrIUU>m)1o9(g|aRYTWjXS@qw0J+|ZF<`75oTlM@oJH4bS zCp{|P3%Tq2t>YLbrOkNIH9N!}=9oRqGw|BI5dLlV!4{b;=yWg*{nY74oNXD*jYPC+BS%8;f~33 z%E}c^tGuID)%LZDwKh|I`i{%`i(Xf+CD`3*p6G3!$p|?=H#?AZJy0%DCAwR(dq@6= zp>T_`CE7-FbJWs?F{eAAsy+F-2INhac8m0LENRLzVI~&t*-?^#fu6QaFLdpcSHV7# zeoo%+V-zTZJiEs}#p0ts$4!_9^!+Keu@3QEm;z}k+{;A1v`o6k$P#1Mi8ymJNP~Ufna$CwB!_%tC<72a z^{HFl<9HtMYCp5M!N(wB6M*qbZyI04gi`Cj;fqrL2%Ib7$T}Hz|D%g71F9m>KB7Li7hD0l}~rQ=_4m zl?ZCxx>Al`GWg+)*=^GQvy}YbQ0qN3D>$s$CDa-+jKyE!%q^nW7YESS@hkD4Kknn} zd7b&jy*2FGHDKESDl;<>jRKTqGGn;s6f<~XI`v%A#D9AhcTF9vfC6lT<27B45AqNfd^b8{Yr+u*jUso0r_b!j~~W}TSj zeEAVLZQ?S}EG0&NsB*~|1oVctrzx>`VU&tZ`-W;m_O~tQP8rk5WeR-iUuq|xpSqB> zqv1&Ceru1|LCeVul9@42C29EE0xVHZ6Q53!hs%wi^vCa6hDI6nn0LF1<^TlAPe|^; zKP#fC=@Mq@L&TmnQkBrOy@jV;3!J@g)nx#22!h(inpe;K%$Y4LgkZ!OIic(zX_bBzUMeI3 zzY8p$)BlgV?+j~d-MR%EDj*g*LX_T75l~8EqYDTqC@otNDG?EoB80>SC;|}>*@6%i z5RnoQkWQoqM0yFmgLD$=0+Q_e26b=uKIeSjckgrWpZg;ZV!~QkYrSR8F~%HIedA#; zkMZMKu$r6$qwf+tFpW{)KhKrFQLy|r(cM`RTL82k(}Vleg5Ygk7S~}3c?sMAns%Hd znhp~CE{}uMZxW~=N^E|tkS+h6ztO*6Aw{+^m$QEW&l@Y`YqZMqYZrecKcK_T z^>y!mll+AK50fA4U@pzC;fL3pJ58Ebb*Gd|ghHer}LpKcAh>B$r zy3-X+25lVm+!v2J3QO03`#sK5?~_1(zhfnFZtBFYiO*B|k1Zy;JS^1qiAeYRAnTn z?v78L(JhhDdbg7C;CC;-+lfFWQYGDR{MFVKy3 z%rV!>xcD6_iOd7m$6@Pc-E}kULA!*x;Q4-jYWjvt#nX%;7-{CC5L zEMO+ndXBA<$bFDe3q`%LiQhZd(1Yy>J&{qoYjlessH1Ltx_#j$#FEVs3y|@+xAx0C6U1 zr1+O%#rIbA#!jRhSSX9YN>cUPktV2d(}FH6V1Kh?*Ii+}i%Cr6(W{Lcu|=f>i_)-R zq!AdGV|Vwt_?l5Pnt=sy-(AjDd$855B)($%7xN2nT&1J#kZGMH5EFJTC$6R_|D6~- z+JiH&b7BEj8vhTEwF_Ix_oiGge&nSq3+C$1MYqm%BUg>j%jeVw9vq~Nc+gR07>Qbm zx`$Sr#I^NhAvU^)gZ-Kxxg(ylW%xt$!QjK$ARH5{RmLj{9%eXV3mL*OqfKK3883@< zKx2fHn}CIW&<_j!Uu_tE>A$FK36{$Zdr`J~0M>brEyA~#^aC{TyIb4I0efKXuCSrP z_zRl)LC&I~hG=}N`*UeZCSV0`jK@+AZ!l`UKBSF0Su^;OgNfr{53H#K?2Zg}(AOuK@esrj_W)l~VQHF) zD3I>J_i|$$0ksfGy}b0LzYY=$Euz2DJemCY20>F|wCv#xx15wJWA!bB*P0p`Cx;Xy zIW2lz_3wS23fZewEcXrj$R(l7GLex!=Dayl1e!cYPa2Ru=+at4pouU<)njOV+8y+(BFba^cLg^rp0?W5el zvzv-#+{Leoz$h8B!N~Iov`2)rHip+tJOxiff{;{-p&LX4j}8HWJ9NT?hU0=PJ+)!X z55lu7S3AcF@RhLOHKWM>UZ=cZdB+v1_p#}mMdW?j8MOJ}lpy?PC9l05IOE8%2dh6 zgLGNL&@1ECq_8}B-+N8B{MwHNQhalm=XT#UaMC`k2@eUsX{NVDwsKKlAx8aixn z)7{d!Mzzqc)^Jg`5PkTCWcG`vOK$WRsbslI_?{Du6U{r|%frmF7C%d4T?0mXMT&>j zjky#WQJeIfVqwc>X6E?PEDW_76~Jxg2y`V{DKbDpbL>r7UUqg5HAZ9UO?e(OE7|c% z@eckGAm-cv{P^omi&hzeqmi%Zj$mAA``7*y%#>^hW-Ltq6wGW{W@7%Eeih6N5&@~R zK@)<)#}!F%*bNUp3i%%KJ5UM4WNRGJ8v?1JYs8A=1ucu{zSx(h@x5|yNh&1A90{r7 z{mmQED8Rl1W{iMwCkx1=SqO?$94&B>>85(BSf?nr3NbIl)IhH8ocdK8GyF3hX}|U- zELrl8+?9=OxR+PKUN>fk<;}}2<2oAT8YGwESa#rWxf+QsXDsGT{QXjpvAQ3*SMA*6 zL8oreU5tv*#g~bQKdEf5#xz7OKSex|eHWj6-*4y2EvuURbJ1PhZCEgsR9*EGQ!`@M z5c3*ofE7tac?!4gaNpCDaYVMwOT|7EfC6WOw*ha^NM=hEdAYEp>P2P~MPA{`jjYCt zEnNZ>$>eeG9RBE3^OnJV?OqQk@ljCJ8s{N_pcORCjAM4gjugEY2CVXE&dPmHb`GZi z_6|hv+ClD4;GMg|_okT6u8LbX2l9TR>1a~Z?n0_oZ-C_85)2ObsN-i0^c!qzInLso{bk^ zb%5V#E9e{z@(cdy7}TK);)~oEl}aCS1y_P|mBz`Ed5oxuozASD*z0r|GmnU1Qs@zwTn>(kQb8a4h~VNIY5p_^T9pW5_Uv4S4Jr9zU)c%?u3Ts8whQd1aT9L;vmiCC;zhUmJ;0O8vSIw>N zaU;%vI$f)|@{KxOPB&1e%MS2(hPI&+1Y-oEvi@o3=d9K6{6E_H!Ah@S2e)T}%@IsP zSGzmEXw@4_*s;~&AUN0zCSzAo+A!q4q%q$BeCo(kUy8o(XaJIrn#2a&aSR2MS>i3z z-VgVHA=S^cNM**KGxYy1{``@;{4ISsK)GC%`+mb9wg2ZnhZyJw`y6p&pTkNrgptu> zKKTTa32M>-OE>&yy<*p1g6R;x@GCr+&Jj4#D>W zRlsY94Qm%=+hYH;6}W}afj7ajO!Mix$NGWpqB_M7)cSxs5a5m6f*sNM_(RSZK>ekr z(}SYRID>+%11u;(5OgtvOqaAcvLIaJva#G3G&lgv3Rw6t)f?}}ijql0>Ix92Fi9hy z4nU|)y`BK$GO!_c@rRSkFSdRVIe+P$^qcS(=Wp2Gm0`)Tm|gCw;*Fmu6J3%l@*ZNV z0ulpA#;#p;-4>eI-cx)Nv)nGc3pL7#yhL58w0@-`VAWTOtKr}7-hwz1pk+~_rZOyh ze$wBPjn67~p5(xg`Uoe=4erd5p`-XD45Akdy%{`(T0{~t+cqvOG|}e>;!{tqh?9h> zJzK)tT{@`p>ol>U2H50jGwPXi&9pmbWy5~opJLi!ne8Jq(5m`g{JGYvrJ8zo{Br7q zmRPx$;Q5mWLpH&Q!#3Q-*LSt+G28C{^_L8&+{t?@>V`;Y6 zwhuOs?Fr$0Tk0Ze*CSzH znUYY88k*b}<`5tieP`F&P>V0UsaG*~9%2g~&83UbowM_2Y=X2a>A-8$uPMHDYvo32 z>B@b7I4exLPECy4G3K)SXW$|$lRp%E(xVQo<1q}NHfCYwtnCk|4So;|P2x{cOzaP+ zt>%X)rYGUQ6vdR=Z5vtvd>S)-yfuZG=VBV&a6m!~M9w}2Fn(=Y6i{N~Y+R}vINOUE zU}_rQdaWSL@ChDm3XMesZyH)>WP4Rg2mtdIzp=1qFJ^R$fm~3%iI#$}0-}BrCTFzo z5NWwD5;vz0)Sv!$upp=zQA-3^kBHu5Lo2BytU5NZoS zH#i+lB989^yWIQ=;l$el`QQr$g6^&wuaCxL!M8QeDi-mi!FEihGeQp{9G-%DNLKHG zt0DWsjC@}m2nj=_LN6%GWZRG7mySn3ema z0DgY{{qd+N=_|aFnp4Bp84T1C{7Md6P_!Im*N_`Y=Q0{@2I|MprFX@`jceWsS28^l z&7EE;YG~1&)dY`dfoG;&$+1|H%f!H_4^-vm(N=)7Vk{8) zcdjH*-Zqak^6k=+@t89LzB7u7OlQ80_vWVb^FRX${qR%lVPFdc&8DA$VFC=zP0xaJ zO&s#|HM_9_iUvsEh`_(EOPcv9Sb%D@K&dARgW*}O-b^;DkbMqZq}NfU8q}B=pUYJzBHTz)^V=e>H3{5M%gcV#@Di;w6GRQf> zy@?H4Z@&~MbM8qJSLobGq3_Ci=!avDRtAX-p4`~EiS9XdPW3wZnRXTaN~aBT@t=G$ z+h4VKrBvNuO~e3U*QA{S)s|*uhf6%MqULQboLSCc@1X%ZAp`mV2^tlO`3A4DF@&a; z)c|9g`35L00aM3R@CB~X!4@>0=0scpRU1(76?n;;l9T`X|6DUG>q4w}$XZZ|PQx-p z?}E?0@94iY>7}~%9Dk(8s<$dqTXugc=>SJsa^8XavTdp{URR7%ZeIh?;`cH#7zF{! z$Pg=$pzRRI;~xbJu>1Y<;$U<9yiu?K|69SrIASYtL@)E_9&h1J zJGK@dc!{R(D^hG{ISfLOi61DWJg{w_3WpBv|5}KbS3mL-$INGC6h~*aGa;|dc4vFb9UEE?-}F0{IK=R5IkT4FBRTXQkYs9td~jvkpZVbEVA~>H=(J()DN}CK zcQu+Tq?2{%@?m_J?9j4f6O9!XGxIsG{%|Ay`I)t_oK?)7ir>#}D!${_;FNxqzGuzY zuskmfoqh^F*=M3hu<$N^wnAh~=ApyZjXJfrV_j|a(1718!jt?397bn6KjPHgo zt*j89uf27SMLoI^z_)Bkk{Dw&ydmc=_FL5+Nk24UnNDjMcrtJ6e`$eyAI@p0nd%Aj zk(zUwzRSHxOCRsg1sEK^2CEyXzpoI5l2$k;Zg^L=*Z;YB3L_+c@4zI^4Oi5-_5?wnJjL#yDcA|eE`luIU=M% z*VTV|#n8g2oKF8L*Gl9d^H7CO5-HKau*#U*I(pZ{W(=RIT|OlxrKQ|q(HEZK+*S9n z_hN0n$vd&`61nMb2o#ThVu zEVREU@~kGchfXzy8+=COS}E5l-}0OC-EI{mRufCra26@$rg$+a*G(pjpW3kzb)L0z>>l0G`!^i4-U^>rt= zV@S)b!|fp<^Dfs9cYgc+>zt16S*rG3FQ=(WHL;9431Z1E@|!d3oyKKea9_Q47Z&es z=P;zA7O&8lJ-!;@ad2Sl{~IX78b(rFbJmpKgy0#u#b|N{S~kBqqi?;uB~EoP|62E0;AfJ~^&i3W7HS_CbWh=X#5$0H#p)i6H8t%3!RumsLO9&0JQ&&!ATi(DfrcbbrH1Cx?vm} zAk@-|xjnsk-uc+uS&=u4EAF6nQM+Sb+g%}t!UZ3@a8i@ zsyWhA?Uo{)%hGcv=lH>f1OX4R~~ijkGgW zpO5zWOV=zC5Jgbvt4gWP>xpV=M$KAj`Cwn=AsHl!Qu~81o)Ke|-zyxI>Oq`R$K+&x zn3ao39ks)b79I(8ka9u2SjEPZvl9%1q6L!4wVKSxZkn11~OSbK{W|2*~)0- zZHBy>|6nnzMc&~QyXc~tpBp2T6r#N9n!VLwi`eGyoLYs;aZ@Ua;RUw6OY70!TyF%} zS_MZSUFw!CTIOg9m~XvE$|$1K8!@i})dCFU_8h~KJla5->zFIUXS&Vo8GHs29Xy9k z?w3g9-42|WiEp1jwu@Ig>NSi1Te5F8x3u9ym}1#QUHX2~`W4KVyEz%{2I`6=B z7;e9J&GVO<<_~#_>}vaE)3o1*8NDCjdmOy z<4QV-+Ts;(F;8`hf6wlUi1Od|M>be>5mX@M!CsRx*mlq-T+4NfZ`hO96Q3-llMi0Y z{S1 zUWF(HFWASZWBqw09+6F!6Xs~!;!njCiIMht;fqorxhOAxX>$MT)p*{dF5mRTV)HiP zqLbx5UyD_OldrbpZqo%D|A~S9Ba$YX$A9~_yAy;NX6Kk`M-{XIHGX$S&Skozh^lN9 z|2B5zVgCk~SwpVF!T?ic`G_LXCl*xSav_S`PWYp~LHNV31IqobpJ}}kKhv=c`LQDR zJzhTMb6h_?d=XWkqjvl=As!>{Q){$tTcm3A&5%_iNNmdtN!(H{1M032k$YP17VD?O zfJJ4sl(0_9JuRVxPDIpMk6gMq+i-j$YzdkX5&yd28{Z%ilm&1$#5LmLqopNZSZdqg zbgoQLcD>Y$EVkhtk*;W~#haX_KnTT1^yn()9_OuH5!)GexIr$r(XuIiJEVcK7tGGQ zjy&Zt)$i#`ypKMZJfUv0)qJdbZf?#l_}x3zcc0U4+3hX=EpbYtKDF;wy9upC=S2h0 z75DJ-QLpt~w~rGCXkY!+PJe8%-?5VwM}XSf4{P%*v3+HZT4wCVeC^L54vwqnJrW!H zgJsE&TxSJ*Cu?D!v}V#Ig`%sja=2Hq_4bBEEz!?VNK$(lYB^sZS(cf}tpY6HaT zVMbN?A1q2>q5cZohk0@z5yuZ<=e~gITNow1NE=ipJ^+=8mY{6`a(dluwrS(f5xIvE zb&%3L*EAY2&rqT@1QQ3XeV#BLurX*#P}5)M9mGQKK{s4@_j)$gu^a1!oB3+8fMKUS zSQp}=5kZcmJVbyj`a}WKR|={l*%?Q%WuK^g^le;p2uUU6V6$e3g}TfBxhqb8eq%)D zhd)?qA>smD4#u&xqH(n?5^$#%QOyQy!4u`A;-^6KYVcY6TY)k^xBG~wtR6Zie| zHHtnt2zg%A`|)5dXtSWb320cLTy9azvo0INC02PZw*qTnxt9p8qN`jrLwgfirpK}A z{^b%yX8ucc=hbar9G6B|Elzynf0XKhY?E3|sE@yJ%9!?P(G_C^1JrgIk(x~B0CX2? zBn?2=0oY-aHU0+1W+{l=)!%7>WcH%QI$XknuHNnV?%%_vz$bC5d+4~JX~qh}u@XTc z&;aUu8fbeyUj<45#2^xCVFW6JRJVqqvYfkoA)2-TONaeD)Qu~C1ll&l2&@CbG|XYg z(B|N&0Wu%Icoc_d8=uu!T)+9~oE{{nSfOFY1PX5R5 zz*asd0E?oXy5tY9f3Wt~b#N+v-Tx4Lm+s%=zh4I1G8~q*-oJ{M0*;vULOY42wbq$a-=e@6&2b+M)oOze9!xC;dNvt z#>+|~5)X*vq|3HEC=z}VXJ8tW-PT0C-oNekl=0E-Yo7q@4=M@kQZ;FZ+7qgS%nk$l z{R7O}2ha4u%lC6wKYT)z+fJ!hD&=BrvC5A}`MsAFCXz=s?k{sT3LsVnu~oRgje3=3 z!uK)W@QE>Fx!fnUO5Dmg^9PIlWf198!Na-m>y-N2AIpJ<`^z7Ldx{?eiU~Fl;;&-) zz`#KMZ5lI&mg|tx8V78hLL5c{ENf$0exKU8j~Q;I*r(Y4!D-q5d0LOf*B7Q7fzuv0C5_xg>|E~e zP58c&xej4tDM&DNICUq69GQe?8@mEC2qKT=dodTc=d|$0`5sUgd5OzA-N| z>VI~b(BJRu#&(bh#xCmT*ri?YPyhASj&01D|9ESM00i@YF!2A|$qMWKPXnL1ZT@ZG z&;QGO`>#eI*s;ODFA+s7{Mf$R7|g{1_I((-?W6VI2f~J5HtzzZ0N;>gx+JBZ%QV+* z-lgj!B=-8~lcUc$=5a#{HkjDdshq4_yC>$`6YQRtY7XyR{Dx{Vsm^n_=()_-fc#3; zf(;f~yc0XW^T8+OwXx!TCY1E3-(gB(Qw)`Mdv41(nS70!xTau(nmr^Aca8&<`aeL` zpV15R=ifXW2!U8TV*zxE|z&mL7W2x`yI`n&R zc}xo+wa`LCapueMl+lJD6%FB2(zl`6>=)TV0G<1GdHl)Q>;T;C{oEr zl2uG20vT6FKGXTagm!>T{4OK#27Ak6fTA;dgg^dA-){lRuQ~!kcKo+m(r<;GTfAZI+it=`rtvkLVB(mMj&ZNN_ zXs9|(`+;XgiOPMjkDjH|6RertcSig_iG@+9fF#Nq2VR*6zqYj(6J_3vNufV}k)BVuNqoAu44a9?SU;?OuOpe;hn6nP{9&dTquK4LOww9Fg%^rOsMWEE*B8<2= zXkIjkBWBN2cr ze6@>f=xjRILpNa^_bePFNM;@2+&Nsyd#JCHx1;;uo%%z1TJ95eIO^8ZKE{i%WdM=b z27R8o7+K0|%oj;y0w_?4;$Vo#@g_oWkn#gB6IZ|V_+FFrL5z6SZ&6mqF3qPTdF8e= zcoI*)0;|Wpba|HN4n1HQA^O%+(~EA}OiVstQ3eg)ts8vj3Bq7)>jge0wDz3ZfrO(G z$Ehv19=PJ&oqm{*r=|bd44yjYG1&-W`i+{NpQ_jY-+umTCqSsfg&`;xxH@qIL7{UP z*jW`f-pPXVgslrsA5JP1r%_*ODyURY*P|PdHZFzCgx`Yr~yepIJ0nV%4tN%<#)-b$?uy%UX6@zD`erb28d6 zLWN`o&*YKpwacMyi&GsHeC@8%5}F<5>QUE)2|@*Xw{u1vaPetbPJp;5b3^q(6hu{t zEKZ+_f7HA~UVbz;zf(FteCVN2)T8bMeevt>2?xXn?8j^vT4*K6HVIROr(8(iHyBj@ zBABt^|5KkU<&y4Xde_E;WiHNaYiR&WAfG@3JSFx1wt%teB z{qCWH?{9{XFL?Zgi1yz{jL5tPvKbgttOIha?|K12iY_fc#bhM`bT|01T}%DkuH{G= zHPDD0D8#Na-3!T?KOj-Tl?_O=GGm(AjP|A_Xh!Rf_N@B+ z`{sWB6r15vRi+anXX?Gbi39p*{0Qoq&W(=hssy=XjQ#$`G^TWIX|4)LU5WGiHk9hE zs9H1%Y#dq}BK9IQAG5|J}yrMxQB0Vf)q6Fr$U30cb}uH2|kwhG^JdJf6DHdjJY8xS=1cA}AeW+RmPqXWGu< zfbA@Sgr%-9eP&fQ3cASO)dF>>s?WeYN+h0H8->#bThu>{AwX@E6BI%t2;zmtRNhC{fxZDzE3!?`lEThV*$m!-2u@}gennJ>T0sy^XxEdSW&VW+8> z8HO0miJpcXc!yD z(kAVMDPu3((|rOb$%ZZI+(l$Hll{9Z9;9l9oq8vdNdCrGs&1YxQp6W6BMYgL7o%;g6YGW6mDldd^*nL>{<<7 z?gx|OLu9t7%l|hHHX)8=pa7Qn6GQxgE3(G^EGu^d!SlROTS+D$SHUv>!}v~!a;GXc zmFdD-@<0NT1qC-1btM}GH~THa(T)wYgOD0(g{%vOo07-i^@k|S95oK z^q2cW1Gxsw7YnQCuS2yi^ntYu2}H^`9k;QZVWwxc3DYyX_6>;E|KXWkrPYuD)=;wz zx%;S6SL`yb4OGd@h@FOTsXiBqPEzQz0r7>N&hT#fq54zZJ>t7cY^cg(YTNWWlqJ=! z1}`@7)6B@(*20@FP?YX^;vcD6(Ih>i^zz)0|tqGUJHvGCO(Llre2HkNb7b|?sQQXse{k!#-_R57LOONk~5R%5ixfR>O|z`@KG+Q|fc4}XO&F@16OBa_b!y6puHzvs10uMy_a z$jdD#!HxPMijUH!FX*X=7sZhia{ge^=+7Zx%ch{*KUmIet|UT7C?sG@g{r5qty=(% zJ}i5*VVa&w6Kg9{K{>wBec#jH+t*zK3F897jAd zN8f5EEOLSBZ%PYhHwFI)t$jP*Ft~-aOV-KRG7tSbR-S%=^NfOWcK9%x+ak%b%!c0j;iHtUIC2p#)0z zAUSBU;ofTp=<%@9?ui08ZeLmMo_t3&KKQL;2Tm{hT-{q!8oJ}=mlKzPvC=su_6ZSb zkl{LNaNZJgcl4l2oy~cEU`7P`7Hrn9>0qnZap*$8b)WSz&{2c!uBN}+Ktr&auUimW z-~L)mTuQsAb+_#Y+oMn2KIP}d+4ohcSzhe-K^CcopG)vbA&%t|WJBvxI=zMCVX`$_Y8%iQ)`C&eL_0W#3-lm$`G`n?NA zreIw-=AzI2W$Km@&eWq%ZPm+*ADutK!%@K+`O?D*R_Ydr*$3>hUyf%wS*b-FB?d0I zJg+i*^0-T`sx_wZi=gxV$Pt5y`(6Xz1je%8=1)rW$5Ng|k4qT6(@$?UK^~W8Bv1Nd zEM17XNE}*&>M?{Zcl8AYo_$aF9;hT`WnyU0*et+S`1v`nr|kX$qb&hB-L_LxN?KD+pceLx{>a zSOr;xk4X9U;9JW+qXJ5AWo3^d`9oGgdTY(@c$JP@Rni^$`8R8`!_;Q*`~Be{8Scji z;RkKJ%Y>0b$kGO0^i`^5AVb7wWk@Yl(?K%s)^F_%f%2oDBAOe^uSYjetcCCVc=hRo z6aD~;*zSvS`jsBXy;|C*7W1RDrM@KeBAXkQGS_O5e6$@kH zb@N}ks`Mf*E-9(b?>S((8YA^+t4HC^!4L4?Fi5=*pP)=?^dKqFv#`#@8j=`7yvQ+9 z@6wWF*bZ8VE%HwD$MUp9Ym;c85m5->)&Py905hp`H{WVdIu zH)mD9`K6l10&`t?5do>-*KWzCU`a)?4

usqoZdfse-^Yqa!x8)SeRj3x!=ezoQzlJ;sX^Qgc zzn3kC-2RZ6B{p-bDKcb0=0Jwy6UG(@6rwCw6hf!{s81?QT&ZfG=liDAV{{WsQ#5@Y zn!8J#-HxjJvZHQ&%+h-*>vqL3LO+dMDCnGS9aS{*b$b0$mHtZT^Rb!A{E{ySMU))9 z*$73w10%Q#oYiw=y?WrrPH*WO1AAG;v?%Z>YJU|X7|V@TTeqYEP-mddpq^aLIQog4 z)c#vh&H}Atv18!HS;YYHu-^)scKyL3?izHCM3e@I$mcg}L-Bgd;%W`p|k*%qveVsY<7n z`N`c9BcejbR`{<5cBzEa5?2B&KhAWWw`gQ&p7*p{8Qg&=1-!-AZz)N<-C4j6rUs*i zI7xG-b`RhlW-KAL`y>zHg3uBK>+;8<#cgQ{bMjxSIn1*8j<}bnDlT?)?%$0X!F5J2 zPf;9$kM{FG_QP`(Tw5o6=N@=EAFWn#Qb`p;Y5BJ4j1$s_`~tg#_4+eA)vj_TawB6( z#GUb5juJYD=8Whuj?}lw!w6P8L%%`SD{kylR*|KiZ;PIqBr7a9mz;l|9{b2jChoP4 zSHqV>M`*58-Evq?3bb23ZK)8k-N{;0cPJEF#^7!r4PEM%Zs%@UTz!>!=aA%`m74p( z59a1rjn7-Tc8*V%nAkZ?I7=2x^hvh0Ma&cXvPUuLZwpZ$jfm}Y4-xxIxY2hS37Yzp z=nAhs(Uxh&q^!7s9zmHmR}NJV+Q_ly^M|NE{i3Hb#j~LFnGhDkR?)xLC$_9hw;U9? zK`KWrxAiSpH)h;U^|$K18IM+y*W2tSwPNNP>CBls_ugOSf^?@;FBVBQicgeEwZ$)i zng;UCpTITGsxtM-@-P&gz-Wtv3-61w z9@Snh8jDc9_!y~8|AcTYh7In2N@IsC3C^aV6jNCN_+lvz=C%}RaFk2VGw$ex3ZI(| zmaG-opTPN89FgVthiKdYUoak9a3hO)2`ZJ%zY zz1D~rwqQZ|+^6gk%^D-~+g4oU{tW(iqX}JB$Tr+v>?f{i`nsXMLUb8&FK|V5dH%uw z%{P^k8V%h`R&@Jy@q)g!XpDY*f(t_9atm;5S{T|3CkGDTu{1aKfpRU(dI)wG=U-Z z<1=R%f~^Ya=}Y_$hmtDPqTNqBP2c;yO0!v9;?xp{rv36fmGATKN7uWqebZ`NF7Pb%2N0dy?)RxeFVfI33jRr&rwQ-41+~}q(n-nr%>2@h;gRr2 z++ow-N%`LQ!jW-AuA{hz3>JFQZIe##GtC&-Bz6}~c_7xvV9u;fUg26>hGIp7+d=DB zeb$C@GtbXWeYVf$2%%R}H0Y++*wPb?CH8(PwVgu*?Kd zCs!(Q%0Ap9^Y?274n}@OF_m(6N-S&Z79ytls*a?j#Wv;6TiUcEmA-s4SvT}4uRwAU z9SM&`)G49;9iGLT%h#foqDappRxNp#XQ?GM7s5Y%VB<&>83-mpp48x4eP}CakVVX9 z3tohA_4(k8GxOq?FGU)(bPX-Tvc(U_=Hu$cCe=oRv$mSf<95@tOZFmd(A%LpCMf}z z4(>DAHOa@GK=Qs`a22DS${T7v-RB;5g;-?qA}fOX-7x|?C=p`FWn!%dEM?FjhUM5o_*J~ z+C37rcBv=A43|hehOt~NK3YtEgFZper5zrCbt#v|z;RTuQieR_FpNAxGM!)Y*HT2Q z`CShPsE8z~a%K(aKWw3<4lj z0tvzyq4ND2MW<%#1++hY={OT`>3-1DyA^V6{K-ypS+@OZCQ^JQ%bkl?(v!Lt7FR$_ z*fI})U0Z{b{wHgyXe1zAB}_O*)|Of_;DHVUw? zw%lXWvpR3IXG_5ycbsw)t0s#cJp^K>CX^Gixk?GUXx5a%ExBZcEfHlx9#*}QW<%TH znFazLJuKz-Wu$zK3EJ2;Oo*AY(P<)$&8|}@@QSCn4(b`1AqpQ&)Gte zrkPZu(L^;q!kE5rfmK&Q)h@O#0v-3dRTeUms4dG$^kTTC4}K6gT|CqeS@g4Oa?iP9 zhxoa*D!ZelBNCrH)_<1pyI8Ou={bA#dhok~r!EHU7R^}6Nb;Os`|Z^``JbNT*3USv zD6eb^roEZ^O{eP zAFj>U?RmfD)+UR*{;uc>M7C5I)~$ahrXIPoM9u}a>u9=1*%YSP`i!FJrPpd7HSTC6 z^wfWN|IO#~x0k<_7|ze5{MN=Z7#8baZ6b_nlZbrwpkoMa8gg8hVze>1pnI>NnXk{l0bp%qG5i^Or>oGk5== zzBd2y!!?T_NPnY3d?X?W@eLDq(`1A7i;&4qE75{h+AIandPo9S=LckmEQd!=rRRS* z_w+TtJJ&V|7 z+GZTru)Ka>nG*4tv8C(RsoZ^Dd3NPsR`KmF2PRCy&fkaY3Se z_gA=vV4Y-=w>l?HzU8ES+L)8Yx$cBLcHQsmcD^3BI*xzc8(t&hp;Dhczr9p^)vm;` z-WNFyzWvs%^bD1YXrpx<=#A@U+dDU;nz>!)TC4T+@+R#`v-(X((y;fPC3#k-JVE{a&dl}Qa)3Cu<(vyC zlK4$r(hq8QbhKaL&VtCiB;Qlfkbp}Lk63A%9R3$59t?IP3ckW*+Y2h8%(9Ow-)lR$ z%Ma^(5je@~@7vR(vtvM3oRqBP-ehc=lhVD!DCTe!aMNG}&1e-D7bg{2JP%Jhbn1Qh z8Fs-~8wn0+&g}&yvC{GNYvS<&+fMk5o~tfDcI?1|I@@;<&N&LC zZ863g0zW%B1)}%iW^B#j022EZLL}WM0zw4XIs*)G`8$S4&H9cZ8W;HuJJKGlY?vFI zwp!jv1*$3hyjVZB8*mh;MrMPKcu%Ie!QVv*|1>vn&}xYJPv!>R*ljxi$|hOMU;~PU zoSXPPh(BA87ZM)8=EZ-~9!hFV+G9GGNqh8H6%j!*9PSO;qh+d=DX%N3@yXx!zo9+;A~^C@e%SSJKxgj#3+sX1U_Ep|0pxK6CBSY&zpg^CA&5cs zCVzs78$FyFQYnbj4{(JU?cHe+x-!e0>{(ZI9^kz4HDOh9po+^!Ll(P%4Ki7_fz*> z^tB)O9cX;)2hI>3x3uJHH9a@5L?+E!Y*3U-Lj15h_-eV)yF%U)6iO;S0b+-7Y;U^N zU%e}MSKy_9Bib;|;c9?EGDupu+qOSgI+g|-=pt=j7=3+`&`G5VlY4MsC=#2{JK^j0 zjy%3IvxcZqPw%o%7<<>$vy@;5Xy=zZMrb$VojOgJ-=Ifql)(;TR8_2-VS_8SK4_WzUV)?_Ho>I5{&y~-9sJL6R z|IrM)s=*(TBx>zL^{M((S+7L^!J57wT1x{ShQSbMH`i0vgw_EY~GKP-)mA>ymj`Lz|0@;AO_Zrdxjj-Sv*fPIY zw1cf6${4&d#jq(sPJ^{axsq(f*N`-2chK$$lpkT3~3silGmEtgm7wjVC7ns z@28sl?kHTS=Z0H`@wIqeSG02B?jt6@v9NGh?8dA|M^L`)ppNfwgLZk+}8T11-73uhX`UipUj=kmTSMrUgh=at)IG|sr?E0Y<2*bff$JI zQY$CX-(lO~eU0SfH?(VG z*E~BDaOS18U#U`w97Cw2V7A^OE?LO7e?Dq$6YYKJiJV)`kb;1{jf5STNMj&}@ z?qSX``#6c_#q}ra4x@6~X zg~IL9o%{8*{1zE6D$xd%xfwRUbqsocV+Q;H` zg*#G54wW5g;O)7Z%JCq5_v{NDZM0 zgc69N^d=ynAVi83Y0`q!(2*`(Itjfe0wIu)-`oDqyXTyHZh7zBG46Qxy>b6xBq6(f zU-q}xnrqIvcVCE$rVOaix1iXC?Y@P#{ZLHW_R6uzvHng| z5ThVk>1CXffemu$Ml9q}=!bH}fm^us+vvkYRa2RbQ!i;?^z=z@>GX7M6(8=4bi35< z)LR)PH>Bx;2i6Z1p6Hqs()sL|@B1dp?*aTnlj^EU6@p`@J)o>Zp6@{24*5Dt=%OL0Y5DAjijB}H~ zn6gf;U*67O%W>eX)O_b{=<_&nH>riayktr91UK20g7Z&gIv*lurz0)s{T;N@d}Gbu zILGd&4UEmGb+5^&9q^-tOH~!uc)8FEpAfX(v2^z)UF`N?RJi9%1o-ufWM`@&3m2b0&CGOX}HqN)v|H_!_es_0!q^Bbbn*%xP z+J|@LPwio$af-t4i(_%6h`KYv50wd4t* zunA9T0POwYDwtTImYSQLQ-)5*$^F|0#owv?c6cn!n0-g5EJbXjmMY|Uvs=N(QCG(*JmT6DhfY%Znid?C;sos{nz0dzv9e^VZCCugQ z&k212Lcvd8O9MLsXqtp^2fN{zu`+L2c!;cjzE*-&d;KeSQBCdBY*eKS_3xM;7g4ok z736)8z$E(1R>+I{7CJO@C>qlwZJiRTel%RU^0NSyhFa~F)gdVa_xJ|DUSn`4t@FZ^)9Z+s#B9aKO#t~@s_v|5f zpgqi!fTrK{eKaJx5Mj8|dF$KTL}`|5OUkwZrgJHv>iK2{!x?MmV7|J>SCOZ+yW{#Gslp2Buc*x3UF!FD~B3b z7r~eA7S2Wo)^0akExDHlzmTtRnZ8KT;sG61vFL70Mn09o@EijGbV`NeHkkbA+v*VE z&&GBv2-|Wbvu%^W)KeDbZ1RtvzLe4G_ZOe9hP9lvO>`KOzrj@a?DE~Q$q0jwqR}$i z`_xH43`k1B!<_8fOgS4h1Rl-_4KI3fj94c{+vGTo{63ytD;qaO!jdl;Kh{>dkw@M?oLmS5qVu!sqsQY^F`iB zBreGhP4L4rM#I%H555iCjIIt9=e^oqvT1LgP=IjbYvy7JXf0#U7<PaNN`D&$JYKmv?$AYh2eBQtvIX;?Ms})% zbe7VTYHE{_uCbTYn_K4EQ@7ZW6{?pJE$YEn;XcGy?zmOV?>fO1h{7-7%)m(3t>SG7 z=!0nPq+Wr;FZVPXm`|s;MHF|jepc8Si5eqKfC>A^OXS|XWwR&zTSBfS=s!uY> zDp>SOUOI0u3;ZV07?V1*t1O-C5`c_6h-cNcL-|cqAY*y#0=b3c!Gw8Lx#%86MF%qnPh>42OB4(Ls-Uw^!1t$=#NII0C zpsKDm0IfDA%Hq&%*6cra4*2aUa}zsmH_+v%7u?;a+wwcFNiKYO)cJ@NRCk@W={B0E z4PbH!fmaX$ zM@M*%*Kc*_Cf+9~on%qC)fX6CEFYBP=5lhBp007``bJiX3+@T%hH}d)x!JDx+lTpv zmVQbZU)B%eY9!AQW@j58L2fk?b_4h1Q9a{ZsX@t!Af0R(Ij7+QO+L2AUZ-|sJA6gV;9vtbo9ffm8 zZ2;ngTy(`;J^m1*8y_3YaaV+xfcu50S-&yX2a|1m_+cUPU5MZrHYcs4nyzY(r^AJ+ z4~>?G3Pq%ZZbLSzAitjF^Z1YE2P$>sujKHy01=z)>Ml`$oYX+lQsi`)~ zxmtYDZ}hi?_taB>r*a!RNyg-@Q(S8WghFk?LYUBfhs)3Ww2QIL1JwQL!vIVFy zK+g9+FOT1*zUh(hXi|EI{*ChDTUoFg@FOffsa92iKfn!!Q+Ube&_oDESYGM2{5H7# z)v(4$iaO-|_AvGed*G+%JQjVEe3ac?sifd>7?>lN6*%?#a9+R(g9{@RK@nJ+QV2Ea zpU|wROT3ZxB8cg}Cqu(pX^8Q&Tt^!3@A88*?=T`taPaZ{n(i9+hJnvBf>$>70YB+f zYz-;Cf^v!o0SG}Os(f8Al7?Sp%M|)`Xz>Q&Sl~&?WUUfBk5F+Tc? z>mqCrSAVDNJUEAXk_550wa&NFpS7g3B#?ChRS|dpwcO`@;>0tb+de#4w2pJPs?m1d zeA(uS+576g#RO=j0)O?Zw;HxTvZiL_ z-4$^;^fKKsw$|BGcAdxOk>{5Jd{s94DMC)aHs?5MN3x-@k~7?nSL{{ilGn(ihOJ4G zlebx?*+%LVEp*M1$Xoh&(|af@nJMCtfus8lcIU;sYEw0Y1i}7R*YJ`K*@>pJbazL( z1v<}xEZhkfGk(it0Lk4N0%E$;v=~pi74LY6yZ|IaWPss_+ymq=SU?T~LQy0UgGYeC z#uE_O^q;)S|E&!Ft=j*22L=ee%ZNiKMc_KpYto%~`c_)1UpctR~25)>b<{giuvB6yaWqqWizu~J> zhT9df`nDGGc-Q0of2~~g*UlFlH~>kBoGba$axUNCzFn6_ydZhG+#ZfGBMJ(g*sf+n@>i*J~@Au=hc?d3sK`_j? zmfevfAEmMx&wWXk^JAQ1Xk_T?GK(7n?NVImwn4@{f}jNYDm67xL36KGNX zXJwSNt*lKdoF3D%u!Jjpmv*+6JxAYCSUrC##n$V_uY0b0$_s+?F}p{V^=Ui8IemA` z#4=Txag~0b{AQ~HWwF;>#5J;QV&>@8R_;KCp zFH+gZ-AmB%5#@`0o-s;&o#t`Y`$U#gKTJCQLgD?_%7D~jWD9JPanO^tCf@NK@6B1rqiXcGVIh+7yVOg$Wf0Hm zr2f#4m$|kbta@LE{5h|`{m1{-1L6Pn>wm-a`?N?>Urc@p+!L?UT9=YknjclAb=b=T z|M`l#|BSJw0KV$^{z_9{F$3hmYoj+gaflP^gR$2gJuyc>DfwcYt2LW^R<{(yGSCk1?x3@WijtgbF}AET}xfi9Qrv6EWkr9n+%0DnC62>>gq#4iJT2e8ibd7G3# z-d+H@%h^-}9~}{I{$-QWz00Jwz0Y%*IeVq|DXh8^WCAD^fa5j)?r?uOM%%{E_$9I) zx=(-iyz&?Y_s_nr2Yz!X?lGLG6oVib1wrTmA0H6apGRPxYsAKisi9; zep0R44Q*l_t%mxOO-s5eoTZmFv{cQ`_xRH|dbF%}c&lC^D&?8Y(tj&?*cVXi>w0jN zo(Zh6Rwuyu^x9wCUrLo7oG)tXg^+xy&1FO^Z%E=Dp;U4?QTweq>DdFjmpK6EHC@|Dj<0?FQ48CBU~w@`jN^ zK0}}M6~D39Z&0ctLk+Nes|5SP*Us>d$`9DOJoiq;X{taftnLkkEx)sw@W<+hu?4)B z9z2_%a!PD{hI=9%-Hf~-%k14LM5zb;?(((&LRqdl5d!dBH6z9AnXdAWSO)~hG!mxu zk2b21Pyma_EIJxvBtE79rJ7H6i1}4O>AMEZB_jrLOsjB0K~N-%NcYdpfxZ5qk`B_m zJOu*sitG2cQOLa^fB-oS6k}A__lg0s`Mp#|3c4^|IFvuKN&mz>kOYL|7=v4PUKGkPZ3|c zAEGgd!6EN*0i$ixA?6{lQg9!l3KouV;SD#0YvE9lg-%m&SPh%VNfu}JjC}2>&nTZ~ zf)T53TNf1VuZu$13Exf%m8D36aLITqD5BWXEOUo4)jFadXKZ`o@0|MTt8`)iMm=X?OUJivml%w^KrYHw9njvC#Rbz4PhldI?eQ!w zOl!kW&kEL-kLCe?9Hj-gT7+!4d4i(}5(XxzObpDMMTOuEr_xevfSl|@bD#qVvh z75}7G7X7ZR`tr2Ci>XPi$y$(@y1zmTB98Y0+DVG$KAs+R^ihrC&F>bK)J(E zxAQZHy>oGR?yLwX(~)bQhVNU3D3>Z$v@^|yS|(l0|bxks6D9|B+I^j z2>1g0F5a{~#WWx+6;qF>nrX9%6ztV(G>#IF=gg?D;r@DsW+m^1fu7+c>)G4#Knsdn zQAdU&gnFF(!RN+<{19@G9J_(QP($$f2>}gl7MZu*E`YjSBahf4OrNFOg zvDsQBMS^n}Qe)n5y=d}*iJ&-a=IONNg@;tV$}y}O+Fy|Mf%`WY(`Fj=D}_siFg0;i zyFkXsNLInKYgN{dYymnX+N?8;`}ersW521b399u`+r-7(-8gqee%e^?qKs$C+Iwwn z5sCNzWG?=X3g`cy-v2XSpMP9J$_Dj`!eNzo#uhN04=L!b|EBZk8g zH|T9pZ>?KY7N(#(Y`0rtbhu8_-|7B^oIQf3+#b!#ck0EsgZ0p1(F2{ME{bzH-c<+d zL<(I;Fe9$44M7bDjRiArpsO5X8dz;fswy#4RlcY+w+vf%-`>^y)E8_YE$}x!Oxsrt z_X?D>X{^%h`e~Zt!#m@r&NEIaEata?*gG)uXQtcXXR=F^2%$!ev-QUHKNo_^$;C%p z2oL2vu^Fh+UmvHi{}S$&!eKy9IL-OMIL(2@dH?v-1c$8SxR3@MRHq*?Udq zy68=oNRP$ua!4+}_%1LNg-S9D2=t>6xVMld5!`ag$!wnjD$P<;Wx92R;qhedi<^cQ z9?X00DTVbnVIV3?b@DMDf(K9f_sZPd0PUg}f9t58HSn zED#+a8s|)<;r)^)>eXYH>MS4Nw&Vk>4B>(Gx&vC5Tx#%jN)h0O)0dHMaj+l_5$DYjtPL z@ndHZslclFn>Lf$%tq$>vSIWTWDy;Xb^ru=bNs}jvO98V@EaYwHI3m)Cj-d?)9$BYVJjSSxZ zqDGoo)bos)btX%jxRXuDIsTS)(Q}=9(H=&r9TKJ|^%Sov_er!;@T`ILeH`ziLMX_I zF_edgShlc!-yGt*@$3Fu>+$7aAdT+Qj8Zc?Uby+44{2TE^28%4rbdHhZA)Be%4Z_{B`ZxJh&P7J@Ta z@J{1c&DI|FXUvv)cRg;@wSPpM%gjV5F0U3v%)w7|+$oFpW@IC?HQ~Zv<^GVInl@_~ zlS_|&<@dGLJ9B(s$LqSsy_{=aSL|P!94QB4U||$~xH)kXf841b9W03(NXHKTR@O>?sPzh;y+bp?wadFCrsmev;Nf%mt2<_e|SK7bOupXXQrjw`)~3P1w$ z2i2p)L88!hMn>uu6j$iF5O+%QZQ{4s)3gaoUIU&nl|0(YN#hOqn7CTfJwSy3Fobw% ze!?H#kqlqxH`V40%AK-m%Kq9_VD8_pdA-W*i|^~NDO5`_%r70hhd!60B3CryBiz0TX(C>i#zEFD!-|z`B$BeOvh| zNgl3`GmTQVTFjuvHn^Ag?d)*P8t%9=T4)R8&9R1@O?cB|ayAD%o2PZ={i-+w;6c7& zU)&lRT!KHZ@qJUFI(Ts^F^<*)5$w@?$pf+|^_vjdj5tHSd-6`10~^o05iG=Bsa@EH z8te$zLAoVay0Bk*kT7jw-9h705cP>)cv0wM+6-_*`VlpC0keQ8V0|&)mULeYL_~0= zyhpn>)dCz1%}U-nNymiV-o3Ybx1G7EIO4?OFSB2CanA)~o}*=lGZfgS*CoNo#xlyo z03`Wxcsr6=*_kB17A!+VVmHg!H!MnavY(~lFX_6UsUA(~J(nEpUoj+?z9blS@?omz z>F)Mt(p@+sUTSLuFV&pMM2y8i?b?s?G9)u-)7cvHqf;}T*>0$X!FL`d8ZG82mLQ2Y zG|3+juK>f?MGK(bQZfcUsoz0k41#+yRfwUu;i-wXIsS^Y)(xd;OD*L=)u4wn54SjF zN}peBIegu~%ynDdKSN&RVP^Mwenvv|dEa)$`#uT~0J0_zzEQpre8qzJX$vSowHZT<+WAh*Z|7gyFB@Da9C>SxebAE^WTaOE6lE=EvF` zq`W5ElccI{ALJw&gN$sjR}SW%sD@r_Gx#*%vzQgDN7V{X3Mc?}7@LTTCT2~WQl3Z*t0o%-mrKo(pm zV*>!B3h-7rHhn&Vvot67DRHos$2wF6m6meT9Sv=IT5chT5s6do4W|?0!^e*!&QS)f zFW?Z7!NPu(x(!W9kBOCXFI>XRuZu7yyFrJb?=)_`EbdyJ(^m0(Wv#%w#embej?0ZM zu}5PJd!6MYAcV<4!7z*2vTIcLthjgPSv<=*?)hG=_IB(Qg>E%QBM2)MBT&G~_gone z_)qjArpK2jg3#SauHbRRg$D2f;x)ReCJL?%y;>a~ONL?sXT@B*1(Gb=RAL@&MQA_z z#wTX`O^C_{If1@HoM=T}Y!E5%o9N=q<&+H1z2{I@UmKLr`Fg%kU_msdQu_R-#53?- zJd(hC@=^7U-{u2iJW$BHNUsZf*l5|C9;*Z`a!Ci;5-%HlNEOY8F;msw4;A431b4*c zV*viDu3g*IeC+<4@jP7dE-YW&>z7Kg!Xv87)u>&5Z9D2iL#>!0=1!T-tDR9SuY4lx*af6hv=jesD%>O&X8pyzFVC;kiqj5~Vlu<(v~bZ{GL#q+1|SR|qDe z0^U#DN+q*RL(#3s$N*S}6j5-Z6RLylYSWd}XQB)SD>X20)X6<~m21`GNvb@w<@>0% zx|ASI^WHw{;fXi#Dt-{KMXKU`1r5IDcS`>3{`6b4WR9ImOjKVMuF2(1vYO)FHUH~E ze7E@~3LtlG#bYHzckklQ#BgSQD0uMW>D26l%Dc*XH@gMg&ewfiC^~(1)6^z}-t2lc zD%LiP^=!mT(Juwf#?&vV7EV1(ue!~HnjWd#U7pw({}MQ|Y6Uykr69%t6zE@oSbwd6 zlyxB4HxV4wAfhlZ5rbiXrD8UxTMjmZ{$ADS!O^1UNn~CNr?w}|EuJIJ`MqM?X>G84 zI1QZ$N!RGfqY=B&yz%Q*q3%2UapxpyTyFS1b97pC?8HV4-!>Mas$?2nxy@enW`43M zV<)X9uZ|M>LRDMcr)FVubqNV^ zY)$`G`ON**r%FY#O73=}wF7K}t!O~=3bLOMMX&^O3B|isi};A0xIZPy_qTh_n5h@2 zaf4PFf>;qJ^>H#;Bin zPsVyRR-LKOaLX`_d7Zi(v6`%K_8?xWSHJ7QA5_L(1zv@PIyoyxn-te&w2k|bEaJ^P z;Y>8(2@$a8KG`XV2JDm|mVWlrt1dj8(E)qa=!&SM7Vg5s4Y6(aa0)d*7-Br*1Qfwo zoe2z#ZG`eEi~EhaA}n^)l1r7+8)hF9wdK3vAfm{^eAt{K{;*w&v3fKO-42-!+J;n{ys2@KpZ`pjvxI4%LIlL&_L zD#1^kyr!^`uMrKhiPRmg6!EdDMURmUi2QQMz{sFL8xZTtls02z82f8HTLg?jZ;qw5 z`bk&7@O!w}-3}ei*UeA>L6*@K_o;RGG*1H9}IrF84@Oidk#p=Duspgh}i$8#UV^Z6|w161-Mm%8Z zLddKGhwlr+)6G~ve812!`{8|xBg_Hz%*!kh((B_sX^FW}TfD(Z_$(F4x%uQ<;)(%4 zUc3uA-%xD+#$$TEi`zNTBO=Q*`y~}M{Q0|$nyY{w^@8!8;rfF8Bp7LS5b*32YM!DX zNvh;~Y3_gq$CV$2qkPisEX1D{+dON`=i2?krHKzY5UDA3B}}*X?WO&kX7ssgfSDUS z(8PmVo^Jz3r#{{Ugd`~cZDoWL%CMv(G0P7sDL-^Jw8q{xag@)HHH%sV?C-)`p4x0> z-5DfhR*k=yW#=1qd%Ls&jJ>^(b_5E|^ z{Uly~kb`K7$q#QjPkx3gMliy4Fr+8WIqNl?V_}6p1?z005viik=i>dBo@)=LMAl!( zGDZna8viOyCb0$&Sb*ZI5K+EUv{|6&s&i~Q5_-GsoMX#