From 38282ab854dd894e89c3817bccd938dba3e0020f Mon Sep 17 00:00:00 2001 From: Bin Lu Date: Tue, 12 Oct 2021 13:41:47 +0800 Subject: [PATCH] update enhanced ctc loss (#4256) * fix Focal-ctc bug * add enhanced_ctc_loss.md --- doc/doc_ch/enhanced_ctc_loss.md | 78 ++++++++++++++++++++++++++ doc/doc_ch/equation_a_ctc.png | Bin 0 -> 10431 bytes doc/doc_ch/equation_c_ctc.png | Bin 0 -> 10903 bytes doc/doc_ch/equation_ctcloss.png | Bin 0 -> 9559 bytes doc/doc_ch/equation_focal_ctc.png | Bin 0 -> 14805 bytes doc/doc_ch/focal_loss_formula.png | Bin 0 -> 23888 bytes doc/doc_ch/focal_loss_image.png | Bin 0 -> 127737 bytes doc/doc_ch/rec_algo_compare.png | Bin 0 -> 228966 bytes ppocr/losses/rec_ctc_loss.py | 4 +- ppocr/losses/rec_enhanced_ctc_loss.py | 70 +++++++++++++++++++++++ tools/export_center.py | 77 +++++++++++++++++++++++++ tools/program.py | 54 +++++++++++++++++- 12 files changed, 280 insertions(+), 3 deletions(-) create mode 100644 doc/doc_ch/enhanced_ctc_loss.md create mode 100644 doc/doc_ch/equation_a_ctc.png create mode 100644 doc/doc_ch/equation_c_ctc.png create mode 100644 doc/doc_ch/equation_ctcloss.png create mode 100644 doc/doc_ch/equation_focal_ctc.png create mode 100644 doc/doc_ch/focal_loss_formula.png create mode 100644 doc/doc_ch/focal_loss_image.png create mode 100644 doc/doc_ch/rec_algo_compare.png create mode 100644 ppocr/losses/rec_enhanced_ctc_loss.py create mode 100644 tools/export_center.py diff --git a/doc/doc_ch/enhanced_ctc_loss.md b/doc/doc_ch/enhanced_ctc_loss.md new file mode 100644 index 00000000..309dc712 --- /dev/null +++ b/doc/doc_ch/enhanced_ctc_loss.md @@ -0,0 +1,78 @@ +# Enhanced CTC Loss + +在OCR识别中, CRNN是一种在工业界广泛使用的文字识别算法。 在训练阶段,其采用CTCLoss来计算网络损失; 在推理阶段,其采用CTCDecode来获得解码结果。虽然CRNN算法在实际业务中被证明能够获得很好的识别效果, 然而用户对识别准确率的要求却是无止境的,如何进一步提升文字识别的准确率呢? 本文以CTCLoss为切人点,分别从难例挖掘、 多任务学习、 Metric Learning 3个不同的角度探索了CTCLoss的改进融合方案,提出了EnhancedCTCLoss,其包括如下3个组成部分: Focal-CTC Loss,A-CTC Loss, C-CTC Loss。 + +## 1. Focal-CTC Loss +Focal Loss 出自论文《Focal Loss for Dense Object Detection》, 该loss最先提出的时候主要是为了解决one-stage目标检测中正负样本比例严重失衡的问题。该损失函数降低了大量简单负样本在训练中所占的权重,也可理解为一种困难样本挖掘。 +其损失函数形式如下: +
+ +
+ +其中, y' 是经过激活函数的输出,取值在0-1之间。其在原始的交叉熵损失的基础上加了一个调制系数(1 – y’)^ γ和平衡因子α。 当α = 1,y=1时,其损失函数与交叉熵损失的对比如下图所示: +
+ +
+ +从上图可以看到, 当γ> 0时,调整系数(1-y’)^γ 赋予易分类样本损失一个更小的权重,使得网络更关注于困难的、错分的样本。 调整因子γ用于调节简单样本权重降低的速率,当γ为0时即为交叉熵损失函数,当γ增加时,调整因子的影响也会随之增大。实验发现γ为2是最优。平衡因子α用来平衡正负样本本身的比例不均,文中α取0.25。 + +对于经典的CTC算法,假设某个特征序列(f1, f2, ......ft), 经过CTC解码之后结果等于label的概率为y’, 则CTC解码结果不为label的概率即为(1-y’);不难发现 CTCLoss值和y’有如下关系: +
+ +
+ +结合Focal Loss的思想,赋予困难样本较大的权重,简单样本较小的权重,可以使网络更加聚焦于对困难样本的挖掘,进一步提升识别的准确率,由此我们提出了Focal-CTC Loss; 其定义如下所示: +
+ +
+ +实验中,γ取值为2, α= 1, 具体实现见: [rec_ctc_loss.py](../../ppocr/losses/rec_ctc_loss.py) + +## 2. A-CTC Loss +A-CTC Loss是CTC Loss + ACE Loss的简称。 其中ACE Loss出自论文< Aggregation Cross-Entropy for Sequence Recognition>. ACE Loss相比于CTCLoss,主要有如下两点优势: ++ ACE Loss能够解决2-D文本的识别问题; CTCLoss只能够处理1-D文本 ++ ACE Loss 在时间复杂度和空间复杂度上优于CTC loss + +前人总结的OCR识别算法的优劣如下图所示: +
+ +
+ +虽然ACELoss确实如上图所说,可以处理2D预测,在内存占用及推理速度方面具备优势,但在实践过程中,我们发现单独使用ACE Loss, 识别效果并不如CTCLoss. 因此,我们尝试将CTCLoss和ACELoss进行组合,同时以CTCLoss为主,将ACELoss 定位为一个辅助监督loss。 这一尝试收到了效果,在我们内部的实验数据集上,相比单独使用CTCLoss,识别准确率可以提升1%左右。 +A_CTC Loss定义如下: +
+ +
+ +实验中,λ = 0.1. ACE loss实现代码见: [ace_loss.py](../../ppocr/losses/ace_loss.py) + +## 3. C-CTC Loss +C-CTC Loss是CTC Loss + Center Loss的简称。 其中Center Loss出自论文 < A Discriminative Feature Learning Approach for Deep Face Recognition>. 最早用于人脸识别任务,用于增大累间距离,减小类内距离, 是Metric Learning领域一种较早的、也比较常用的一种算法。 +在中文OCR识别任务中,通过对badcase分析, 我们发现中文识别的一大难点是相似字符多,容易误识。 由此我们想到是否可以借鉴Metric Learing的想法, 增大相似字符的类间距,从而提高识别准确率。然而,MetricLearning主要用于图像识别领域,训练数据的标签为一个固定的值;而对于OCR识别来说,其本质上是一个序列识别任务,特征和label之间并不具有显式的对齐关系,因此两者如何结合依然是一个值得探索的方向。 +通过尝试Arcmargin, Cosmargin等方法, 我们最终发现Centerloss 有助于进一步提升识别的准确率。C_CTC Loss定义如下: +
+ +
+ +实验中,我们设置λ=0.25. center_loss实现代码见: [center_loss.py](../../ppocr/losses/center_loss.py) + +值得一提的是, 在C-CTC Loss中,选择随机初始化Center并不能够带来明显的提升. 我们的Center初始化方法如下: ++ 基于原始的CTCLoss, 训练得到一个网络N ++ 挑选出训练集中,识别完全正确的部分, 组成集合G ++ 将G中的每个样本送入网络,进行前向计算, 提取最后一个FC层的输入(即feature)及其经过argmax计算的结果(即index)之间的对应关系 ++ 将相同index的feature进行聚合,计算平均值,得到各自字符的初始center. + +以配置文件`configs/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec.yml`为例, center提取命令如下所示: +``` +python tools/export_center.py -c configs/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec.yml -o Global.pretrained_model: "./output/rec_mobile_pp-OCRv2/best_accuracy" +``` +运行完后,会在PaddleOCR主目录下生成`train_center.pkl`. + +## 4. 实验 +对于上述的三种方案,我们基于百度内部数据集进行了训练、评测,实验情况如下表所示: +|algorithm| Focal_CTC | A_CTC | C-CTC | +|:------| :------| ------: | :------: | +|gain| +0.3% | +0.7% | +1.7% | + +基于上述实验结论,我们在PP-OCRv2中,采用了C-CTC的策略。 值得一提的是,由于PP-OCRv2 处理的是6625个中文字符的识别任务,字符集比较大,形似字较多,所以在该任务上C-CTC 方案带来的提升较大。 但如果换做其他OCR识别任务,结论可能会有所不同。大家可以尝试Focal-CTC,A-CTC, C-CTC以及组合方案EnhancedCTC,相信会带来不同程度的提升效果。 +统一的融合方案见如下文件: [rec_enhanced_ctc_loss.py](../../ppocr/losses/rec_enhanced_ctc_loss.py) diff --git a/doc/doc_ch/equation_a_ctc.png b/doc/doc_ch/equation_a_ctc.png new file mode 100644 index 0000000000000000000000000000000000000000..ae097610d37a88e76edefdbeb81df8403e94215f GIT binary patch literal 10431 zcmdUUWn7!j(r9q^;%>!V8@$0OUfdmuLn!VJ#c6ShyG!xnUffHOqQTwmP5VFZIp=rp zm;3c@cCxdxV>`Rg>^@1PijoWlDhVn80Kkxwl~e-&U|OO0TVzD&H?;(w6aav3Y6AkP z$bmpqDlU$eHg*;OfNbPvEhKIAVS;QuH96}*WLcDs$Y~TR`VayM@iHoAY81L;BD|m| zj42Cz{k8~Gohc0*DJ?DW`JjjusoI3-7ei#iv7528{ssT0)HJX|~z8659UD&hqq5WMb z&z#3WfTF1|;f6F|h*#7o8zbN&%WOR=!cx4<15RI+TCOB&KrBpOAS{;=vNKH|?fFG< zi4#{J=AqI4C5(Dyf?KUQk95mlgHGvPU@9s=nk|`bP`m=8HjqYuTHZcb2S2ifE12KKqMg}~G-8Ry zMlvFuQeh%7e9-pL;x4M&r&g^tgfPGRGr~rntebC57VNY5qcrwHbU|i;1Vw_W&!sW@ zTUF~+pnHWPo#OOX^hy$bNT2P__0ahS@3o*#GGXqto`hW<J-_s3Q>du~D_fQS@G?!ny<$RJP@kKC8urz=_5O+fl)?lZ>r@N)E(f z@_8LVbIKq|lS7nF$j!+N8>;f+EL-l^8c-29)e}hEvd-0aM}@l8y*3i4GfnL{ypA&~ z`~8ePpmwLbh~zst=n2` z8IJ<*Ckhs_77BStMiM>!d9^7q8j#Ar`Ss=x4xWJ{s$xQlASCgRL!Wq@@z#U9--?k5 zBYRy3=~lgV&^WH}Puf*MG@8{nlW{K0Nj6C~j_O_DY0PTq2-AL#|5PWsugw!)HbPEv z_fza98i-~>dDTe&4SP8*t0&gPss^MDXKW%}X`6C@G)BaTt;nHb&w2c63B83*PrqxUt2!W}KM7Sj*0`muwGAfczNo}V zog)oy4K>8`y58YCJphL1{^0@3cV5Z>-uT6&dCbvwe#yOOp<4%_RE@*99r}U1$_sma zSsdw@(aadLA`tG!5V;4OKQ?+#7ZElZt^{)``~hp&fevO-ppG#GBf_>Zu{OqhprSF_ zBFx8N-y9e+*ugG2Cro{Kt#12fKVUb{B%EQeD7=I$GPw!WKm>wmv>@#DjN*|Ya9;AmHLPU(cA-V1#y*o5N_Z5V16eu3P0&OIMaOO_M<%M z7Q=zSs|WFP$92(uVlc-m!jVV853vt{3&C>|aKkmki zUwmiBAWCPY=1;LZy z4*3rE4y7e7PocK(R@Id0?Fjma+K8q+-ZpGu(zMK6{!ewdlE_)Iec=!Ejj>)qUg7s@ z3JRn0qgu9^UnI-5%hhbF=WQwn>m?U`@qv6^WmZ)^rvfMdBZ^?hmF`mE@W}v3H*BR)!uu^;X+H!Or^q9K1aIRo1= zzGdL3*JrnAx44+lG3^W;{zm>LJEm`TdbLL+%j(}84-b#j4!<|q)_8w#G@q#FsH<-5 z+!S|5c1hh=IdbYxfDC>7;r46YV+zIX+yz%ia~BDO)Kg>`G6N8lqR%8m@UadiY*mpMCLO@N~ahyfweAxM>;Z zHy*4dtXF=(^#S?p-cy|W?(QCGtv5}aaQG9x=)Yt=E6Xg$5yY$l?@aYIM#GGv4TRUdwBdNkeYoE75| zp(NpbeBG{uE~lUFAv8=amo}SNk(8OOpY-^ep4UQ3e(+Xx(<)9Z1T=3@4Q++f&D%smrO_8Ryw5>W@T%$bL!q(s^|8ol3c1&+QtB^ zlikmlBPYo>XmDudsB20J+28zISHXLi7d)Aktm$V3jO~!(wA**xKfdUEsoxoE70cl9 zz92JK+R6OVGVe{Tl)4M=59+t_cY4S@4}YfDQTX}Ai({qvQ}esl z!=L9l+d`UJ<;(3*ZIuWI4TVk7R3uMk`Azk=cVesv`7kJiM zu0gHgJ)co!)bKop_&ZF2G+1EXo_qQI_r0gML`p}y*hPIKdo6?7(B?v?(ap+XJ>{pq z=Tggz;cw^mluZgv?uQX;Q@We#>h&|=-D%whO`YXN7T<;bmE1Pc1O0ve6O&`6HMDEy zo98pvfr*7{sUzE^iB+SU=p&8;EKbbiIod0peQ%OJ4Dy)Lm?NY?GCP}dN8stfkWmw5 zo$!0N#naPi+F4q(*h@+_;Ll}N+hfr$zK15GTVIw32Pr$JfmMx1lCzOB486(}V*PL2 zF2P-UAgjl5GT~9tWvB56{U^`r3nagb`y=rTcfBWsuV^uZz8w6GaSmcGOpxi?(cBbe z!`}vP-1&AsJTw;A3RD#voitOopIut6juAGYI$o`?e+Mg+?($sU=+Np>{F*w3l0TS{3d8?l%7-?NG0?S~&!*=%dujTC@>K=db6H3k?NF{gaM`yXuG4>svV1R7PH_?8uypBHIuyqr*h$*Yuvf2d zI(gv&X5qVJJpKLG!k(YwPGh51;B!37?yE|1Y1&C2iE`d*#f0>)v#73tI)}~AmWql1W+;vffQKOgAV4t~D2T$4{u`HuVFbYarNaUM z;WhyHfAJ_m+dm~93V&q&Y2gyX07%dtE)+a+VE>mJrZorde{sND=ommk9V90QZPm?O zEG!&ctsTLK2xWFq0*aHYjw=8_K>r6| z{^$V+djO%Ry#?5W%ER8y!4>EsLi3jc2*v-9IcTW3@ksdm=Q}V6YRAgTvk3o!y;>-Ok|26U-i~mS!xLUY? z9POckVA1~s{a?cWJ@|hL{xzxdACvt2|84QV2L2@|%<*U9{}qUTqWqT%4YMe!Fvq`_ zOcZr5@=^!7iexsD%I~2qbdUWl&=*VqBNYC$P(Z|(8A9j<01%esBqiQ^z#L{waIh-8 z8dSz3H92Lq3kmIu3-M6+z0yQgOLa4{{ZsbwU4;%B3mw6?_R;nbfxaNB?zfM!hjcx@ z9FH*k6{|ySexbJ-C-1M`k-Ex!`sfWgKQf z$l!D@0?R-EasU9C5f&MY4f_WR2$+Y*hBSQS`1B8}cup{)H~=168(s&97dLvFko{!? zz>@O`41a5B znm-P8{)Y`2Jo#7u|H~BGDPd(~WL{BHDwmd)o(x)Rligx-y;e}+5>g($Irl%8WCnR&J zu;r=V2TMH3vB@j4v$Kb-Mwt=fT7USUW-l)-9Y#b!L10*|MfdtO>Kp4_oH#*YVQ{X- zjRxji^{o9V!?FtGCR?3X#)V{Xs>uK8vga-kxK9D)adKx!@-8U+Oe z2>sB;dyy|MFC!8Yaj!P_>TAj!H^JWCdb6{$!pPPJ1_qkqi;IgMr1-ujYz2P7&%_rN7p+m^c9RjXdcPVeYykoZv61Jflv6;#sx=jrm5t9$ew|`bWR9C(K7Yoq zU;UN)yL7ZkwUltaXPP5U?amGR(l)qwGq9?n;!~(q>`qx(ncaIF9r1Mw_>mF6dXl64 z{rwdDYb6)|swcZA$CX!*EwF{tB@Y)@ZfKLdf&!aS4o2gynhac4rkRqwd|l@3+L~ka zmmvgLev~2Nkb(kpo=Inp&ZedXOSu!43_Tfe`w0JOSxDdFV(LNG>*Y!Fxv=yT=mOvC zJI>e=tuK}-_)*HVwY6Q^I@g}Z3mfU_^lN@$p|rhS*dywR z79Q$e#2UhxM)2daKa+^aQ-aW%CN~nIysWIs=kq(Cz8OEU!k}M*Gh179!{?qM`1Q(! z6p)ngvIE=6YPN77vBBK~fh{$v{}7Xsl2WD**$84FCGw}(SX~~}GiT??b*vB?h7z1C zT}kO4MfDVyzHyA)^SjyE_vV{+1?R=+fi80B=;(`#-G&5nVThXg0}`FrR4(i?GT_R} zN?uXXs_zestjub(!g^CgX{OS~PEPS3KYpy(t(6{Hk8|2~e?H%QSx0(tq4Z+sNxdN% zSu4|6Z-3k^$jzmO2Dg6X)3$`39%)QmOsP&NjWy?o%NttY22R!*K5c7dCEErc40tr3 zy|i<0&!()pI_~GrDJd2vCL<5ejQn#b-{acNNtvRpgM;SY?(Qzw&22mNyPmG@&`nC* z5zc#UZCP(`Z%tpPQ*_vGAoEwmXsD;eJ{=@N;p`r6txCM{_eZf+Vw zIwi-)4z{23m$HdXJw0_+8d_SITwGlGij^tt#db?SsdavE#(1fo3=@?)I6HWO0{~uL zVpx|&002DyKS}<`04e^J6yb3Pt(+h>rl3lxkeoY}jHoya+%KHaPQX(+x{9SlDDEeV zwC%z7y1GTopfp!TxQJBzAGPm)pniF?Tk+I+GS>dRWhrf?V`-^vZcm1-etBl5`r%5T z+NjfSr5GFtDX;!MUHV?0rSR7EZaalAB8iP(3FYwHvO}vv3i~4y3yZCb6mWWEB=aG$ zI(pY#>xQ@`{E^cC(K%D&M@vO@=krffPAeO}F+s;w;frHGs18L(g5T9}Si#PRY<-pn9KX zIDW6a#lTbInNc57&WXrEHvh2miI{h!5b{-%)X3jJLrZILe2~DJ9{Y9R!*QFk;#bk& zGo*OOU(Kp>v$G)<%J1&IPdbXf-)=-VTql~81M!puyK9@}2=&nUqe^pg zyN5!-Qa{~29i1nHKzRv$V+vYl^UWuMOwZDYY_~^HSLQ^#uX*jYYfVEPW{NPLl=h0V zy_iqZjjz8McLxo8tZ!FqeF=cM--zaz?|eL0SQYL;1^7ul6LgxWjj(kX^R(K`6qQ1q zI7^K_sZlzocgZd3k0z`~@VxyUUQYgTk$R2B)$bV^1+Au4uX3-eIjuQpr+UafmzkOQ zy}f-UO-dLEr!hd!Us?2yPOmQwwWx~A^V^!AcjJtbP^hJhXPoePgjbejUkO~r!1L2X zx%1}0nJYOEjO@$5Cy;JjlPghKNNo5$M6~(n+wv?+b$cEs&xhr2mHTt$DI}sk&FS10 zs5cmvFa_oy9nS~KG)|s$PLsEcnC**r*&W_Dn!RBd>Q`4+AC~Q#Ft+i*W+cO=6s z-*59sxJ)GtHSQiSCg$#Tzg9mtxzMK!hpIjlE2Wji3LQ63ijGE?KAc|e&EU7=rj{w$ zmc$`+PUa#}`fwghZjYwyR)9LZAmNmLDh<5d&2SD}wyUPmY|Zoj&v(VZgNpj*M^0jo zv#*LTp`WJ?FMkd6?rh&5RCj_GstlG;gQQ?b=`eMht#fU4n0&ht2>Vpc=earY3S(!s zS_26+lf0$1G&F3~oQl|cZEah~y!PIaxP{ns`Z#*IRcuDHw=&jXZWT?&d~ug|KUp=n zse-H&JVKqOJ=Mu5;p2?Bl32%bnIH`A>Q1xD9)1cqw{|imYp`7yKcy-h$@|J@`(=;e z_gce=DnlCio2$0d9<-TOMUQKU>iG8OWZ)v4GE*GlV#977{iJwBt!3;4zLtJ2N82Iy zh2Hc~0FUtan_aT+aXyJ!RchnVl#m`{e|SU9bBwl+)t;g(d=@f*u51n(kTuUX|FI9k zd?T4eEw^2m*~smFEib=vN+jmjKHyE%G&oWY>J~G4jG`i7)7_dEDGcUhxZ9Es6WPnP z8RwaOW^4MTmXu)e6H8~!@8KxXz|0`?SLKc$|6@}!#o!RBkc1qMpe(YJ^DpSr?|G4< zgMl`Iqc7jfr)v$nc)jZFIAb$N=8Eo4ck8g)uH)D^r|EN&6O6f0X3Y8a$$Ea6<5!&6 zb4jt{*KyAr@G$PQY_RZ_h0k7L%5*wR3K}3(81DXNmyn19S9FllU${_6{ya%pRL+}! zEhIlqR987uFhMNowc>Qruanm?e#+^*EpiksGCX!k>^69%pXQM*0f@vbRnhii>3j)N zAkDIFm=WRYMKcUc(c5*nU^sZmfJMeUQCzae%NgZ#%ap?r<=((@;U_`BL?{|zy2Na> z2#0drIBgTlOfc@JpzCkaFBWB_#|hyeZzQtxtW#QK66e**SG&WSN{dfrWz6hIM}ywa zU2s^|=_0QF6-J$gC$)nV?39Blxo$sd@@NW$fDKb_nOJ^>uz4V<8}pf5WwED*ZKp z3$&|a>Sc+TFyrs~b51<=wuO$<)@0q0l3!0W-;58Yb=HRXH)lN5oN6-7pNrW&3 zgGAODRWyn<-L|SF?7`<|#a&>LT8k@1F_2mR*lodJ zFq=hJTK1rG=+g=kac9+IE~x%@Q|4(#G^XNI+awk+xdslz`Y9(I=yu$9m*f5Pm>d2R zgr!k*KrQ)ew9Oro8;)2PKrv_xnfn|_Y$ne-B;Eww=4oM=6vBdL8ZfxJFq1^@d#txd zKI^ZFJ{;!bJY!OCNU_q1Jf8MSPfeupFvQO-J9ds$kwqEL)SPp|osSzje-+9E95iKr zunj+Gc}dIAWUpM9;$bpW@!v_anm(reJwWPc*TcZ6-X|H*S!5Ye1YtMeDG0+rcct%w zyCe#5b`y>9JbUNXm^412PN6UMa9AJF82OyKAUhn^-CFDROPNUj5nkXc`l^Yb$8MH8 zIwl45W{^GS1zHY-GbYnM-88;E#qm1MED|)%PA2r}_2{Vy;x6E$^Z#siC*uF?GjnW8 z3W*gym;FMIc%PW4rZ|;bG?p3~kyywFOrqFEvlKTBl8CM2LPjI~qEiRf?6JY#&b&nr&77=cTxzBdLRRl7cir+7gR?hUJT zQ5HH3a$xe^y3||pJZx5<>?>?!8`U?qIIj*j+6$7!l77_@nDbZ7t;@bZn`Mb z5SZV^xuC44_o?{O{V;|foCS7+;Eb`{n8$*PJITkMFhGg53f!zkftdA79v>yMpLI~s zmH6L5$j>nY#_T)A#4Hn1b#f2uCq$S1g|62)UrRlwfdkhGJ$d$2eq>9A|9SjAaS-iD zfJfPyPJNTpBHbtJWqZA7ZeUCXNn@g~W^AiFzGddH7QGl z&NR(3ygEwXQR`iQeJ^8a=oGiz7KSLmJ3m;f8P(ko4^O_|@2K5Hf{q=D*VTnv1hN{> z9Nr%GrULT*nE8!S7M&Mfq*Q6;=lgKYXBw0%?oHm}xazTqk+iC2WJ(Fa&b0Pz|A>@kjL45h+yB>x}l~@ni?O;Yyy)nK`0WwfNMi?BC$gQo#wUbk>x* zV>|l)j7Xqu&NOLoNQub-{Jub3lL$t#7*aG^p{*h#~Sm_QtWywPK--eGtxfJ%Gt?Xhbc_A?OdfqEe04sV`-2DoPsTS z2r}MZZq(Dl6>-5^F=q_0P zrO^Rv-uTbZ`*U>@QO9PikV`Su3H0`|xMf%+hHbJ$K&n;Bp60WwMp2D|D|U*m%aZ7G zO~MYd4nuUfSV}vZU?4{4Z}$!1`82^=b4cf&axIus_92)|cv!7wU=4mrhNX;7TTO^`>H>xbE zJ+ic2R0*HM=G~QWY7D(rFjETB%?>nw6x+~xtypMDizuD-5+5fB%Qt*3;19<&- z6mhOi@`KXVlBy_}^ zJ!T@EvR9aV4$&7OoGfi$z$E$zjpO$kZC z6gRfbC8uw0{erjs28i=EwO@9=*7l7RYmWwF_QSv(PI1HK=Yy7rz;5OKHa2r*8kWW} zbybmF91u&g5||a1kRudrTf3M_=@QTs2Ke->=PSC2#9eRb-jn!kbGR})jvWnTM;|9Q z!6z?YcM<|fO~s7u-9g`fIJi_G#HV3}aNnt(Y06V$$1 z+KLLG+3F6v{8Erd0;xGuQ$j!y3dc~lN5<`mI(QW5?1~fIK;8)y0Y75~D(hW0-%8MI zd(d{Cx|h392NdwYdX^Y0?rs#jPKcx&PnGU9_*s`)&`m}JCyJ9%36nnIhrv~=eqq6E z7k)BX>@wufW}_t@E!3t5kVhqb3>d9(rPB#-ty1X3>?c5AAbPEh_4}84a!fwTQwXy1 zuU;ga3%{Ow@?+}byuwmzL}2@Djrbx>j*|E*ocYD}ko+z(srB3RT5)nWyy_EPIr$C%LJ3rj6uzzDMUgOTMJIz-L zhj-*_e+?V&Gma8-3jq<=Pt zs*n!iOhpdypkN62lp3nIJjZ@fA{O%tQkT&}*?42O_~SEx(XQOsFPnRvruS#zT5+~* z3%?OB3NmJ9r}K_>`LsZX_Z4QQZ}7}5$|h;8JW+sY+8Y)DGUN$0pmkTYkk6oB0q3EV zZLaVB8WjvgjVn$cD@2EHKbdAe~$nCRlFYep&OMKD<1%k8%k9|7U#t1x_-{epdB8IrP65fSi<) KWYt^ap#K5JU}oY2><}w0KxpQ(4c2%mDe2rfM{eXEUX|YEKH){ zWN&6^V+sIBL?)}lXef_hWos)*S_HyMz;#5uN`;w;OX$ur0ns10MhKD-W98MnNZdRkCOmd zBVO!nF~BezzkW7SfE)e%FLBsI zdeB$M5i9BX4rU+00?rXRQ&U8}$L-J|1aykS*N?34Q?sx3BU8%A&$YoZR4L+v71!Zk z+7oyvr9v%H-KANLjZ_=L9;-x3t9bx4s+Hell-3H0!J)7hQJ6^GFt3FRNZ3O;buzHg zt7gp2Bzrwk`xb)aQZX*kzBpq?VHm>UP2OG8UeyJ2N>A=t>@QyJLHMcOSB?IrhzT$RL)U z`W`-HeQNp?)#FpAR2PC>(31?c-7n$lTbl*`F8C^jx)fcQStvx5VB~Xa!1z_sB8}U< zQkFt?b~k!G5i_LUdjEd-dYkQ@Q!@!WZ&q8#CZ9%TdVD|}yL+H)f2hC|$}#eo^XePH zdm5)JuLo%av<@n~h9I0aRT{WcKw(u|9{#&hTnGeze6S4(I3wP~*0-d7z66| zdy4U1)P@2xEMmmChR0@c>nXxM2}dUMJLHqw1;K2;d$9RH_wC32a@_2(5LiPeLSKbL zfmMei4Ed2rNqJpkgp0sU;@?cQGY(`OJR>Q=CJKTPbQ}K0>WID-Y2ogT(qf%Bqr~ z)>YQ2ComH@G^nyb1zVV4?e3a@h=D|Su~>taw$?VV+~?v_ePv)e#3p=* z=lw6cPD%h6>+{PCitnPRE~LSSVe^E&@8XJk?^2H@K(6K!&0eS#VYL_P)|w#9IgPOa za%CXI_%NXdgg+``Z#NDq0-6wA8srH>*oh``aiFFF5e?Ly0j>tpVxX)6!ZMg!ux~CH z0r*h2qyw@JqokO3Fh8V_1T3K;$zTMOQ8Xv{IV?V$NN>Ca1(BpEOT3Lp z6itHWuuma@W?-c-JNcL4sbQgA94BZ?aXYey1jb$aUB0M1wt2u8;j?K)8vMOnMGG?S zPZMG#`J#v5E^u0rY6Wf6Ubi@2$Q@B`xl_}6hz43X=)d}PnAisgjOy4J5E6}@YgsD6 zD+Z5isUGF^2f1tQP6_4uaXAs(1FbpH;arDD4x=*guURnHzFM0$%9YQJx zvG&AulYgT&K`;I!1&0}88v+r6?!e)SriUIWLN$|p2;pu_#~jX?*qqiJ*c`qrV?)hP zasOR{!uUHYZ2*S!b|Sn)QDH-&Zec;8bfMg=_D`&ppi?XL+_T{I^sPwFSwC$uNH zmbiTBx}rx#BigT{h@(oQYEtNX;6;hE;tK_<$`GZI^90AdR+J5~UO`^r&q~tLV^U-4 z)|n|H6&e*v)-{WkRWDi>7SC+dc&RCJ%CjlcjdK~69G1W%msUc)v}`e8E--ItI&SV_ zX48tbUfk-YK6KT&p`!kz0ca_(ly|s%?BGImgmI*Dc)HY*J69z=(=fMpeC>L0sCGm& z-%-6*F*NNw7rijHq+QvheDQ5V+4p;AmS0+@f`8yU*4xfA3NB7xMvo~h&JC_ME;UXT zvFb=T?iq8d)$K-_DS=t0b^Gt;p2uo9yKNJeNt28bu|#yL^**Gq z7ZhwnAbzL)<7egh`4P4am*OL=xtrn+vwgEqW-PxN%!VdfC(`$O_PO>e#^ci5HJKQ| zKT}{;FvM!T_OO^ZYIs&ksnJ&q&CavTDp|Iy{G9kXHM&7JQr>SBx1eiX{$-7O%q!V7 z+BGgFbVB2YCVK;WlMQX7jdtA`-kNfw{psnM(rIUtb*;CRy~)%s;LnT zlm9lZ7B3h=kT;i4I1rn{*F&tS)7$iJ@bJC8ze@35@^pV%el&Tkd}x_uHyEnJ{w4o{ z<|FKL@Jw{=dvI{3zST5!0rbcI(D}%Emlt1)!;0D9el`qH1qc{83yPD_Gm&2ob;pv7 zk@zXNP6r#D7#LnQZc!76%ORU%A9zMsNAT_n4&zr7yR$cOVIai7enzlGm_w0<*T!}O z{-)#QX=iVz?xi;}6LF>>WubHO+;z>ymG7?jbNB5Em(^Rw8sjq^sg>@0utkZ5r^}p% z%V}C2{m@2aT};9tTYr#--s$Lao8!Hs@{S*&H~}_Cwbkz(kETb>s}eLExI}a}s&+X< zNu3N2o)J>X^!e|ViJ93tiLX?YY^I`8Lyw9(=5Ye4R^RC)ZDq)dC`)XmPqI+i4evrG zU21M;Z>`bKsO54z%)XBlwo8UnpUCXXZ{!FKON=b1Uj-76)$Bi*U9&8i-@`TseF-w} zHTXkkm`Wp9|MixFp2S*oaqcwWGL)a(pG}hKhsT-P_JzPiiCE z$H`CZU8t;+O?{Pnz-RQ9_Kd|`v#ip%d~<$5*?U*<+7@1fS#d_g0Dy9Fkc>Qfk@SE7 zflvXzDJPxX=-;~Ga&&vcnrX(6aaBmuepr(JDAO~ZqM7n*f1*|32dnoDfr;FHW=hMV zGxqoyLoCe(a~wC&eZ!uznvz~hZ$dtOv%cF#=qf0DQ`ARYyIhwJ*zw-+@$ds{8-WsG z4a<{3tL;!Zz4p|m#oAN!DSRMkz}(;ACGR@?ol;YJHN^|K-u$guruB67I(Lsp?XZeQ z>&jtoIr$E>?~JN-Xz_X8rNd7}$y%3MCs}jT70}}^tybzb-uH1|wN|K-s(LT}sMfE4 zpMd@oCXFA=v1rS(rqX%z7WbXl-X?ZgN8eUmw=T4~$YE@!YD8Q9t^d8u?8ivswJmXz zbd&pO#O93Fjy@bu{fFo?;0X#7a?%3%9qX|-UOy6HOj*ns%n*T%<+VNc<;k#q6Y)=871!m<%USYy za)j7h;?LZxYYf)s{3*VthGV-aYePfCU9;TP4QC?rk#p32@|4Dw z6k2msm*`(KleS;onr%#AH^JNAtuuBCH!HiTKiCcM&3P|$@w|7I^tJ6=zD>Uz5L56r zzbRZ^u8boE1c==cRpI^SFb_IQK zZ?bll+=RZ0er!hT<8}RhAH7kPw%57nSbC~?*+}a6;@7rA__AL1KzosMEBhk&tnf5* zWjt3>D)0V$^YUWq!{xt46VMZ8W(s!s;08D>12Apj25}4d9^j*j_{tLsZV4FPbvOvN zgOvtn9XC(fLK^^W+y>(D@5>9kjF<%Zc*8QpFf@tItr+pzuTVGcAG+8e0_GvR#XbG~ zH^biF<1S;P)**8}%b%;u(8${HUvYB3s>g&3Y|$%j3U>`(oe-6hT|(+Ve1OM4N0~KK zY!HDi9Z{wll4i2906Gv13xEW}13-ZwFi_zK!~Zud21Wyb_(wlD01$2ofczJY9H{=A z;z8vv&p&I3?_mHKPzw!IJaWPRml|v%7vg_m06z!^5K|F1XUz zCZG;D2MJAQ004{fZvm53qPPUfU$9isaM6&J;WoCnWi&LgH!@}Puyyz=2f*vW4FYXV zT?|P)Y;EkExjp#E{z1VFg8y~{$w>Y|;$qE5rXj09B5dzuO7ew~jgg6rAD)DSgxAT$ zj9W=W>|gAl79W{~i;Dv{5a{mi&gjm{XzyeWWai@H0y41xSy(=UC_X!T+PN5de718Y z|EG}ul_O&6Z0uy|;9_ZSNAg#$p^?3-3m+NTUq$~;|9nqV56k~(vUC2|us{O@{>1>9 z8JU3pmJMR%{oBi}VCi9Mqak8x3$htV2R|DJC+|P#|1ZpcH2#xQ)!EcZ*xnYz=)(UW zqyLNfzmfkZ<3Cht{zoM{%YSS9FT}qXd4Yci{$GaprZh5BJwJr8nnj#k%&Q08c_LLg9?oMGsiX-s1}wK5mNC0JI$1pP}Rm5TIyKpp}&Sm z&J;oND&)Ui5F~R&#gM?`RuC7`f*|B9>rPlEVWV+iNRR0FIWmT!G%Zn-8xG-`8~BM+ zLV-HjP;~UhxU1p5<-p@}4e^q5(?k0^e)WN|fA*$kb;A#Bp(PH+)JBDr{Gh&2L}cD8%8W3xouT1e&cpu(7de znVAz(Qq^&yVWV*Lr42&ndV9esDJX_%!C^&`yJu(7#xjPtyM8P}X#U2CHn$sn>2Nth zb9Hyuwl!1TF;*pCEv~H0L~(DH&?;Qb2{Z5huxHAmZ~T*ld)-ql2$I+8TER0D9WvNDgDahzf zNYd5SwM7pG9x^Zsb^7OFB64m~`?Bz=WTQU!#KaGdg>+VP6+64?=j%ObnV&d>gsLEO zTiMx7TI%cS>MC5s}emgcc7AaosQXWSvpd=+V%Fbm({yY$k zt)ifii%)(A{QNm4CQNiWYIIb}>+v%0-2fYf507*JXX5_X=Z%-F*LL2L1JA4Nfe!2l zG(nQD;7?Cau}canDj0^eU25#?8c_`$`-5RitSG>~u}ZT$>gw27|Tk8T4$c%WYOWsgtO2h7|UmCO?)3RR78UK zdWw&)H{bv4VPeMSS=rlj1kzc#R*qFKBm@w};2rzYF5l(tM@GVNdtOs~OlcW9IK)q8 z@tEsx!-5aOMlfU>X=2zi7#bJ^Oy&sK>u%X=fSa0{_HUxQwx@<=sH>}IO~JB=jG@=| z^6$uzYtW;6Px12jrF-0l%+AfZXSm8AE#8%WNyh!zMx9xgx?<}*Wqn+!M=fu5^#UQ~ zl?O{wOAJ}h039yl=^UDtMN>~~(^x)t<&mD1%DWL37M6QXdiQv>Q$^%B#gG{p85TA+ zHo^pB^fhLeH*xGX-^dW2{D0F7NS!#V*^f2Y*pXPbJ&;E*@Ed4iKi~YE=>b!oq?b zcHDKoM1Xn7aU^YJb5Npn<%JJ^O_h7arlW%|>6*bo)|d$D%iGx1+slKZ&DEl)xtSUF zhLo!6!eZp76I6{Hojs(uRCiA$YPmw~3vL?!scb&yY;z83URJGvt3wH2-;V7+rdf9= z3FM4TU0wS6C@3fuJ462J0|NtXv|j3#pZTobK7`!dLnqNAb+dE^q`#;Hgo`$_=K0&& z+GYm?h-pDC3oEqm4nAEeG5OjNQ_4-EdtB>SaHq?d>r+GDEL#dMX=dz>OD|)1@5K+m z=JE(n5T)x-68dN#9LkY3wbj%BgQ(S`#E&w6%H{A^ZFG2-c<2Rm4(TUDTwD)MQYqVd76tVhK^?C20$?Guq=VqtO1z3%Q()Ghtd*@1+V`Gl&;09udgqM5lP zP4;|U{x$fg#l^+9T4rjx0+`e}D7${Pwx2uR4;o@G&W>EeGAQL{mwWi9Mn+~{;MN{w zi9E%5w`15`lKnO+JZ)WNbGm$_c%S% zh54o`ik&TPUN#1<K-eW_A^} zd+7V>(z=HY*Y}$&@2S)F74M6-mkr-Gl=Kyw^A6=HALsq?@pRUkq{(SQ_ur0Mv;!Xt z3w*bm{vTO}=lt|>f?kl_(JeaN(d%vQ5A8T#Ih+S&=ERF?TIG9?-dkz~U>uzcwY>Iw z-FqK99yX*mnQ#YRcN67ZYBoA#e3AJd4c3cg@!$Q9%Sxo^j?&GuXLwF)g$tfh2)R}C zJ^q9~r|SFB(tZ^74-t7+mMJ$JtW%UOuGSLJl*lDV{@`*hZoTMy!Ejak;yZ}wdeQNa zl6mp4>0e{l`DAu?JqE0B-}F^i98&UqxmP6@k5!o~mQ|krB*j>u0L_SGyVj_BQq`2b zYEcj~e|t2y5Kk&RKblOxfG*FQ2QZJNQ2(CDsclmin!)SoWTMg}Gv6kk!|!P-Ms=J0 zE#Q)j|I%-Y?;+_M;_5?QIFV9K*L&;pdE14`QnhaS2m88L!Cc7IJ0N#aE2{fRqVz=kt5JzS zZLB26ul0PU0A??Bj$;0Hi!|7^&FxGEw?I6Ou_z+QQV0T0NmqF;am;2R!vcpu76J}T zIMpD4dZbjsfBxw8X3Aa!Vw8918*Aw}o}744`X~X~JdaLKa@$5sgw_}@Xo0l4B3zQc zO79J*>v@V!r7;JasR(HYQF}j}+pc2T`mEVD9hv9&EVa@wZ}XME9i(a8Ytd%Y5uWmQ)jF+_d*6Hd(bdfxeBCkIoR?f?G7%W~>P z{u)6ZJ6ypr3fZY-rnimAuP{{AxH|eOpT;C4U)%X9>;ev*YJVVsP1~-e=nA_F*!f5X zF`AJg3UbffGYJ}q8>96^dH%ABii(zrTr;27t0B$huem}r`B|4J4F_BYnSG}B#|zQ| z*Tdw$_dUo6&fKm?s98~b?iSR&j_1oxyVl*-zK~7qLlpkaGR#d`V~L zhD;E}HfRqRWpz>d^>b;G=VClf*Z=JfjndvUOf{Xek|F`fMpw=1BZxC}4HlXljWXUX zZK|@`{ql0rb>g@)$UM2#g~Yxr_yO`I#6Qu%P79Cw1$BK_L)klD&>T3ooi^{p;-OP; z-dbP2Mq$!FzN}i;EUdS>&wUiD0;vo%xyi-L>}Y<)6F^;HB^4y8GY~6kkn#t~^pXA9 zi4%yeqBAkT*q3OtTA+*RL^~jX2|bX2vRh?k>^#c}Yi!!^k~aRj!(C5k5nK!(oxksr zj@0gb-eOL3>g2UtYZ&PY=rdY`1>0$bA@+&yBT3qy$T@(%;lRV~O};lI>yy4iw1CC& z-)Q&1o0b%WfTUCNs4uaN5;GnHghU3N4aU>izrVgFBdY|Ufry^mTyA1{7572@Zua`q zr^kvALdN&afzRjBL05p_;ua{6T(JZSybar5n{JEdGwU@x`%Jf zsBYQE+d-LtI7`mBsMG`BK%%PaJN~{$vx4Q|o64X$Tk1jHMdeg`?D^n~4gX#ThQ3P4|XRXpc&I#o{mr;erviY2a129+%fD zCVv_a9qmWV{$>-!$V&U+N?Tc-?UBGu_E?7s94%kp8~9<@N~<$NeV_=dep(WkGQqLg zuAqWk1Nol108?95hzT@-Ib{f9AG4Ifu%)*0-HQ1f$UvaBJe^@67;q-qLP*sLc0u>n z_0=iK;;W9#who68g^7k7HhEty_W&e-^Wjjj?@sKaTMc0}5%b=8if?E&pHa8ff`Llp zUD%e_bya0OPgq=S4hF(K_RRJDaVL&fi8*1_IF1iTKdI?z5dY-uel6}Jb!LtbmDw|S z1kUF3G*#)xb8gHreFpusn(~~odx>o)v+)qlDibOG7q29{&CU)YP6vZw>8OSj&yeIN z^2ET@7`##;lSQ-&Um-%kkAnh}7!1%W z$nFNmttT_NA{~7VSilv+!NmWN6TC$@DUchX$ZrRR+j6*{>!4#btv2k4ciu+tKrLWU4ueM>CZ(nZ8WThgst^{GE=T%*EVp+WR8Opa`y5jd?P zvp6Sd%R`1{Jk(Cpn6*TI>qP+Kcv-)7)^$n9J1a`nW7&HkC&J_Ps0~8`Ks(Cd8T2LGr36l6K8%}e4OI4F zxmC}gnkfKMAEcU%X<}51PLM(I8Xz}KGZTOFZBP&8-O!ZwA~ZW~W;NClmip5<-Ege> zVOA{5@bv+!0C{fw;fQ2;MASF$4+$VuxFLTZ z&kN)*#cpD4<>Yh3i!dKtYH>~audd)&j2HQ_O!-EcG&#ki=#6~2E*g7lbnb{U8nR@Y zvg|AUg0$D5z~KUMw9w&{M;H?*cikU#3)&CR>~DDQ=9RfVufl~@ILe)p3HE`aLs_;T zjaNHE_#eEhICBI!ZnX_*IP~A|b7akMyOP*0^NrGyU61E$VE_sS9)L^lL`Ox}IIDtk zL$h25Uc;Xk+-Zr@nWfN9J8PQ?_7YmKjO_)ad+Q;gd(NB#!5MvSNQAs40Xs{cUA82xynOufe}&48#9lGZ3{nGaXTkpxN&Om z+}THPeg(K_c+*p?L20E4|E%^)j^Eqyd z@L5cg?1T&94u&WqCz2KpJh@rW*o5ErH8Vxmqbee!Bh33d_GULq<5QJ^+4ev(N3s*F z3qSe3+*!MPr-;hlzofU^n#kxbFQ>C=&umqEqIZI-K1wdd*LmU>Z z*@2r;ngv0*kuF7^RIycJbXa>r%5m*s%=ryu7xdE=3lACGh5pL1)G2$-DgMUh=(g$W zzVUJ_hs}lYQ(hub-+8EKgZtjNPD%?~w_Cgrjc79$O)j|4u|Aw0T`6;9NKc^htz9Ne{y;;A~7`|xPmHl`LE0{!-$hf?h^((l+%$xE-r-V z$b1d;!2wMFKfx)x{&@oeOL~yCH50)|XXtI${liRJV6E4?r@yB5T_mi>G!TYbFe>a^&gx3zTQ8-7$rR5%t3^4WjUu#Ef8!rf!O<_U;WfSiV^$)`m`!b4vD^E zAb`yg9tmOF974WCH&oxUhVWIp=KZb?KZ&I(F7>;Am1Tfj2p{({WBvJDYP`haiCg^w*utkEg4M zZe*G`_Ey`^QS2>CU9*i>bXHrU!P_`c08!x)L3#)jhJ6Pp{g$k}z-suUpL=k4`D#MB za82lN=x}G2z`=Gx{ znXXE6UO$r9_>UB{JnA2B=U4;5x5x>88FESaL` z8uZOq67fwZ-{S}MBzT`2*q*v;xzXp`4!S`e#G+i>-mRFpuAw#RV3ar50*M5r!;d07&yT_wl

Hqb!M($MZxoVLql8Cz&}zO zg7|ODgajX9uR|K;mByIx6f~h{7V$oyy=ePqrBr4Ha9-Q?;tLdG)sCVV*S9zyvrZ^r zRu9vD_2ofN;yE`Fx&>+FxU2pRFyZe3f zUQc&bcU4VS*Obgesj0|fppu}1Kp+fxIVp7z2!;$8Ly-}I`#bmT01ycMowcN-n!KbW zSk2kd!rIOp1d@yTtb?ShF--8qKwaJ{2w4uLJ!%RCOczQZF7_SFOoc-Gi3l$^8e`J@ zm0@e-JH1IQ9BCaLvDx6rW$Egh{@{_3mZoTo&wNxcZ~eA>b{@9Ja=0v?H8@>P&_Pgg z-*i^2UkG4heQ-hovT2;EvRM)o2G&UoPQ(P?I5+Xb`g$JBr|##R^LvuIaOVZ-{;Q+g zfLDHB<)}a)`3QcEV(d-H-{>GC>cn9*5I9_-{i+T&9W{oEH?bE)^`)?9!KO_qjO&-@ zL7?(GA;NVT&=9wX@fVChcb1u2RD^{@*$14y3iYp2sDbe?eL=7s#>gM2`)JNDii({$ z`YUD+Ym#^nBNSY-*P>VPdz#gk85DwSB1pUr^pVJ zo=5PsB?;0ggjr*IC~}#-)2a`@Ete{;5Ck!5mBlKlFXexOMIfBTVyAL{buO6?<_+UF z%pk-opR}})@A1O!{S~Z|ihqjB<3bpXZ;C=Pc6H8lRvp5xIJRZAJ$tqV=dX2LKJuG3 zKKvzIw~ur)K#NvIDJTsUB=h-JcQG`{dmGs~8E{{=ZVzghDu&cjhdobS|;X~9u z|5+^Aa~i*!kSA3nq9Hb_t{92|eHyHDU_p87SJG$ogitt<#1K0$EE~zswb)NVI846u zfz+oAQq;Lb8HAkd%&=iBs>Gjbhg zY=PC=-QP$avt>nmzk5{sMY4t$|_JdRJv&WPdWMOuR{RYfCFk?)|r7V+}|; z+$w6Q*LAH!2OS88>;B;Z%WqctExgH#Y125V8vFrk_<lM}ku##TtONB;65FQZrf~FE?imn|G_eft@xI|Gpu7sT4}}ZGbK-NuHNuOMqM!V-3+G|R%n`w#+?3W7)D$tV zWXB*vd;L+4*6bq}Qy{+LdNQh9VL^St+k*T8#R8QngBpT`;6oKmhN7gxOcZPM@0cV;&_~oqv=#8SU<;F{WPjx^YQPmo&5-R2+0fO;dk1?*+^Z`p z{!sX#W1E#CRjOO6Zd*BPUH+hdVs+2WK$4oGqA`^+(J-B1&1VhSb8R6PPWvJQ$%TBK zn@E^GnOwEus*|<3s0&+ksV}WNsE1gK&VAjT-*SpTk*7G*nF*Vp3R3DKnX*4(<9v-P5b~M^n`PewVAFqYfRMvNH zh z8LTF(ReiwqmGs@Yr#Sc9**Vf#YaBm;1Q5O$zGOeE$}S}k#H~Q@O#`(+q9!h4vS1c= zn$y9qc<>Lfzna@bh{=J8>1o3n1DUJ}rX}HySEOyE(5BcBX$7SRZ=(P{S{(9gG<&pZ zEJaiULU+h-W+A~g-Zq9FmUk9XF0@pf%+6k$ZeNI1yGs9D#hwv!`6$`qzhwg zRb=JmI<4z^m{!d)xDr(zmo&iL7p!Y^I5OY*;rfHdhCjJ186jVV&F>A*##_C!B3vSr zWIT8JHWhSv!wgTsVJi9bnU7`3Szip3AL;41&7~CvZ{KWKCWxlmd}NllSE4DTE3#KS z$j0V1y$T(3t-PGNw8cAOP|5MM_&8k9CLh6YptP;Jk|RDOH$0zy7DV}@a{I>OoO90d z8o4Q$C)l#bjId6jr|YI{V8!inuY1eMc^tjyNs#O3KW>ug?6^@Y#HGZjUO(@n%xj1cY_6 z^BHsG zWbakBvr?L8T?j{ySmPO2I1-=`j}=F{3OW`Aqo1njt94y=;%C7TtJ1zY2H)Q@L)xF) zUv4r9*3szDmI%C9^;>r}(yI>bnr*$L?;`qx`z-^U9=@JOJk#kZE~a=xmYZUmlv)lK z&vUl~wRg)I_0OEP=09HnerH6xU0>MiDjjt^TG_VP_LD7?IiH1eZn5lb!*wt8tff?o zO3P<9v%z(a3Y~szln)!IKJ`79 zSY!@2oZC}2DmHo?My^ikZ)j-LPP^_*>DOuNE!DI5&Gj#TZ6!T0+~++pJ!V=(yJo(5 zK64oupSzYmvRxQoF}{g8f*fG6V}ANYbH%mqL(+#q9#;}~gfvKIXMOGnJv|sQZltUc z(sY|YJ)NSNp+SqkqkVa`XRF9H1=TlKS|N<#-2F z1RS3}rgjFuKv%gsiY~$)rC(NKj7d6wKaX5!DLNXSw9nmDKCFCd=kagdAb(gcxnVlV zxm11-yH~rLJTsdvDpvKlzj$~s_Z0|OV+`yLw=jn}y>SQamVnsTh=ZZxemkVtQhuuB zVr!zNSM5$>Z7{_l+51gn_J}4BJNN!X((CW}-tXAOgoVO0WbpMUj&0aT+Rm_7u5UWI z;R0viyJWor0#?JHpA$~wqnF`xy}sX9l;Bdgkvz`5IX9+QrMk z)ztH~gA2_+nf#lNl(~zUv$d0}wW9<0FJIGlj&82P)YN|k{pb4UbDDcv|5uWO%fGe- zY!LEy2ExI{4*3snfK=!&7OH0LX>O-0Wo-}W43Hth$kml zh0D&E)-cns&~}MNQH#jHuTmWrF}?htfm;#J(=HpA{^(a(*PWCBnyv0f>WsVPLXD1c z_hG_o(S_f&O2b2@kZd_W6L)%D&>z|>glVA#_4G*8+bwW@&PW--3!z6klPy5WG8>F% znpyO;^XYnjN%Q@0yPqm*v>yvDdNl7?Wy?l-x-3Ym-EL*MWN`Xa87>d z@n^)(KS0dQ4taWKGh4RDsOZLLGlQ((V7DiSb;<7k=qY9&B(K&AV`v4J*=2* z?341q;kv8FxJ*b5yc}$sJ3E5=w#zL%+*T7^3J<4$;Am-SK@M6AJ4L{WYa3N%VvzE7 zHGSAfD>Lr&ce*|OVjVleDzfe4jQ`G9_S5}9ED6sDhtWR6g8Wg?X+Bg9w3N)^`f|9y z6{eCZC<*hA0u&&&^pAkkd>j^~FHUx+A3F@+U|dz8um>}Vyz$i!rk zpcXK{hBhcfX%y&6M?mhCxR^6n@fNM#cJ5lIUnhHjM8y^Vo%r$$n2&F;GCU+)XJ~9B zIPd1fODF^hD;x$65p?g`eSNg##lwfBK+zCG2;rp^pl``pe1i9Cytqx*ekSI!04)lb zygWZu+5BQwl1;3p@$7;*T57aB*%=*GN)rtbNkzG?b>31)V>gAJJ72z8h4XqqL}gIP z3Ka3X?@3)B$2OoLSm}HT+(d`BB`h$XhqH#%T8?j5?+GKMaam#(rMsrGy$v@0rW(;L z`huP>o4}jQLUwbwfLCmc|4lg)5si?o%xM7?C)^-7{pxFmVr|rfhS@+YM>3rZy!X|< zxvAu>F5wreiSN>cm0dDlF7yUJRZDv_E3OlhI z5lbr~;d4Uc%j&K6d&1B#aa-L34GK6LUj0@`d~bO;Y>C)t8-M=FYfVEh|7kdx0f{v@ z$F&$RdY7Exz4*F(;9bx=>1-2lS?hucG3I_1C-Wx)ixSa}VP78XUi+)Ob;Lo(wtlzU;~g`eEf!=Jk-GH=e#yakd| zMy3nOqJtVWh2-77Zm6zRv9pIly!P)eSg2%qN6h}j))ja2uXUY7#zvvq{LJ8q7xD%N z*`xTgc7E6x;N{B` zZDueQz>BD>tE-x^uI&5#`qyN>>>I5^Gsa?)$Fsq>M07`f6OPaUn9 z{=iagHA#Je<8-xCqnab)Mx-4j>T`2!KRJnUmDEsBca?`-Oiq7#5t3sqChiZjlRFFR zsjwOG{jp%V)x*Ht_l*dnuK{v(b#*)}91cNtK?xuio!;f1t5Ok}uCM&wzLUUJZ&lGR4i z(7)j2(R4^Zgwa3%W47TJFL!6&;84CzJJL|X^tu)^>TU`7@{Nu8htpZoK zPCt}1pQp@GbdcM+4QOD2dviNY9FyZ|_Z;y?dCx-lpEF?swy3F;10p)t)vPerxck$N z`4fB0gw>*x)?(9U9>1172E%rp?2XdKhgkDpj@8!GlwU)P+J-Vd=HqSz#Wzph^dDkS z>cmCK|vNPSDOT8gF^Lv9<{Ow#cc!I_NI$$lj)VG)Qt+Q zR3bE3G>a3jPya{)?#mT8hCMkH8`$1Ol{=~o?sQvjb`$x9xS&umc+?h zqVBoMB#wC=O>W38&OwX?9QCHWqFkRlr-I;+>K<-RY`c2?fV4yNe`q?L7{zmXh|q}c zFE%<>N=r+pgW(dU_X;@ugyP8r^0Z2|mCr}N2pc?Hj6Y9|={c-4m3(G=BQZ+~G3xLw z=^q#vp`Ir{#F_zY#2)bRk5B;tJwcak^iF~oAj=8A!MedArmnNqsVw|1TgUPIMKr*u zRJS^h71q6KS}bbmG+-!v?*kGBNr7@YXIRYb-9=H#X(jworB8sh+y2bt_3<)kvDJ@9 zOoq6ygTjS6>*U!yX|x~qPn=VMOA3HMNu9m%?ujEH`G9}@GMGSFrctEA=0!pZb!GIq z+JBXLv(^olA{yXtG*@e>YLvpF!&Z?@hU{~H$@DiEm#*f*>@apvi@+~Q_V%vNJLKK5dADzm@R-Z~>cnNS^V?2^sh zEooV$S!pC(BIz;aD{{t4BV6;PqF+(I8x%$!?!$>r^thT7+KV&3ckIM&dIp`lI9}}( z{WaL;{{$VB9@4M3`5cvMVH;}O=|uaRnwpw+plLt~mI0r!d%KA>7GwD8m#T41qx};7 zgGQazo3Z=7X@+py*nm#|Ctn^_m*sMU#sdF&B6@ehVfTpX`U41q_}9wu4()pnI&XfY zgUR*?q}A>aq{1_x%oxq5KmdY)sgqM$Nj$mW01dnpBv=g+`zpRi&iqG;*-ry*J^~JX znWirHs_maY-GXsA3E2#X*fS9o{q8SK<>l%0)Q4%cYu+=Zd`j!X#ltIM9lp}}ICAA} zB;(t;FXW~8nfdd#XZQy)_qzN-*mgNg>&;`#oq;&gDNObhAURRdDnHKhABMW^f7*O{ zyyFTX7awpO9xih`m@V@SJ1-98Z9)Dd4F zHC=2ZlUel{WYW=!R5BExu6&5_NNCS*&(zZd12%e zQ$7|tOjKcrpy_lxDdsOE(hLcD35y{n$)p(3V3kqEHPslE0B_B9;vk@ia2~z$#JjGd z^62?U?BlT3O=&mKBp)xF3Wyu_KJ);KgCiYx&-Dy)kgFqRI|BlEZDtssBk0hc=~c3Z zc{FNP@EFVSVw5a5zNl27>+PVk<|{p(>qO$+PEq z64GX{C+@UPd^+YdczlXXbhsPx8WX8Rfx{#cH#ReH!1+D$?Q{G=kXpoOkYKk}mjOG5 zt=xN*P=~{<+x$@YDfuUPK)+Bxzc5nN?_y&iqBWU7vC79aO`fuHv{-NEwQ)XTrP-Fo zPtDWPW@hhR^WZ`E@QdjD`!8?A19NtqU%OO|ug4_*#IF^i{%pcoFjOUhnD;l) ze^B3f6VXn)l0s(Y{k~8NY0ae1WoI~f&`h4?cIuuq1+z#Z4Ar-4XLk zOw9}@46?Y(^cNgZLH@dtc@v=o!>!+b!KIxIba|`f;Z$r5D8kW;Mz2Bxdr!RR3ifai zqTquYW79erBxgSVtj~!OP6Adu*!CQxvg%PA-vbWUz{U&-5Ay-=HgN|7A_qVvc!YhR zC8G-^E8spm-$2LgV#nn~=BGsp5tBQNtI}g=Fu!BWO@3w*`MwODS}kNp-14K6o=0!W8;w+^TB5b#C|*GJ@7~d)uDJh@!O;6 zy&BIGaq^rK7`Dl$AcwWYy;ia3QO}|&XaAw-#VS|++b=Y1Z1Ew9AyZ$6ILnPYzr>O9 zjcHX>aT!A#Wd42>lg2CCeH)UFXoS5{o_lgsyC8j(+X zi@7U2(?9UC@bpM&bO@0bItdh8Pk$>MuqpA~8u^U>dM{mXo{O5OdTyrPR%azAG!)){ zQIEfQ|5vF&jgBJuX>VvK#$`<0jamS2&~a#CulQhM29Smp?imnrFv>-_AI{_0QCvQp zbgKBE`j;Zz3Ask6C!uQ653Z60J>b0|=2DOi))eB@zg2=Q@w(4J_VgCEC3wL{>1fu^i&?LQI#1_?={(RZy%ve51%EE&CI9!v$pvqg@j^e zJMwrCc?3eWl*D&zhQ#S}jO4_<6GBU|Ts&eV-}Foh=+l+_uObYX!~C_{NLC@Z@3KSd z(u8<;*WSQqkKx@;a`{ZoM&K)0Rv`|h$vaB5RfegDpdqL*R_0W|U3a#!<^ZFA@Pgk` zPx(W`3KSd%(kZ~cl?97II%W1;)q4-90hE%!O?9{nr@i-W6 z<=AS-q4+RcP7*s93=(dq#J7#i4-KSYyibEq(3VsZdmhJsV( rKL8Mj1IUZDDz*&^lmHhXKN9YuQ1l4Lo}~T#LM$(>B2^(_68wJvPAAt! literal 0 HcmV?d00001 diff --git a/doc/doc_ch/equation_focal_ctc.png b/doc/doc_ch/equation_focal_ctc.png new file mode 100644 index 0000000000000000000000000000000000000000..6ba1e8715d5876705ef429e48b5c94388fd41398 GIT binary patch literal 14805 zcmZX)1y~(T(l!hScS~@0=inM3!Gi?|!QF$qJ3)fGI|=UY?(Xgu+}*y(?!LRv_5X8C zpYGFA-Br`obyv-Ve36qtLBvOdfPg@ek`z^hfB=O7Wnp+&;5RCe8Vmt}tZybF@_R zM(;J7gZ0%Wl`+IrRD|dJf>*^V?|S`)hMF3FqQrBPL27yKy6->jjb*Z%yehHTpCLo= z5qTstqRqmP>Zp@OM#Afb%gY)>^Fe}agrNj=-|1vU*=}v+K*n{xW?nwx*96)viuK-{ z+M1mj<{M33=14>2=CF6?fh9JxM)wTG&Mdk)!hoDXdijNb+Of@3RVwA)aMo*bywkV=c1Z0mdh*byPmb{1J@+!Z; zhP4NELL2r1HFz;u$Hw^0U&uZ#zkjfRJ8c;PRgRb$sgCdT?9`^|8V~oH{|G zulO>Evn86J>hljXbZ2RH1AXP%!243sf--&xTIG^38O7z?-yj&AIW#bt)B8)2TvDzd zJenyuSf!ID#!_9b=-sn^a*6NGF*)sVe!kN~z#qH0q`Ro}=aC-UHQk%L*oE>^zAYVE zp^ON83smhP*zs1Tl#}sILWB@!ilgioEsQakRe2wJ!4~ z1=A!x=Mq^;*{Pk-)!6p|J?4A21D9JIw>)ZbIN4JgA1!idWhO>?C2%@=3-|hSjbLm; z4tXxZ2w#(U90gp+f?+k$5mki|G^mq6c0PHf&DjL6ije_Of>Hh!q#$Pe(T%V;Uko}A zY9I1*8d35r+!P!(Fg@tUmp5Ck{MTGc*S%9{Nah zww08newde5o#?^y4A_?gWy1HmbBGNC|A zu$!e|O3sHdDxRMs_6OvEpdRuqw|TPtFKqTl7kT` z*1*1ktprrucUVDvFR#=;GTmn-|Gh zrx3;;XeB@P&d3gmFd9Rw-x!|}-UnC)Km}mga64jZV}*!PPiFjqayFo64dRJyNNVtH z2wIS_pb@0Jjgh1@h+(Jmc_+OUizxXkuQpFBFE>v*Pi{)13VYG-SPqpYKl;}WrX7qc z%>(=c<^w`wWR7&@uX_c3x=%yMLyAM+K4a~Ie#K5n%;qjBK^26|5FQGAr>c!`^K%P& zRFsw;{yeN=o|Yh5tXiySUOs15`lNnl`p7|ppO_%0G?g$>H=Sa}ZN_ro&_whhDMOqk zizR!0B69j{a{W7djl}n>njcH{wZ%0@wJc^r^VxqE4s9H$58fSo{c}9um^EE0Jy|=w zdwA)%|L5BQ@l0#ka&iBJ{dDN;@VrJzz0z6Onv!QsTe??L+ZS)&SL~PVM>IU#?vzd= zc-$*I4Llm$bXZX+cc_ey5g!{nt^B$CiA6j`K4+50~gHZUBaHk^%4fa?Q+3r}& zS=Z6n3HtD;@#{=gS1Y8u*Kkp|5xFq&;_*&co4#MKB^ePKrH1$&CCpPtU3HXz@EPP-DH9oXPKUmcBJ#tpd zyohs|Z`du~G1M_K{Ku$jsv1`XL!4$!!IW`z0rRLoJJg1He4nV953xK`IULKY{b)B)2YS?(v~IA#qT4cA_|CY zSAXnv+0r=_IyMT$@UpoX4h{rHk4r3ueI}^&m?>1q)NIwf(yVVv%oTyvmkfk(JT=)mcq>^W1N@CM8G-IEssW^HxJ#}r4bwVST>0%r+nAai|L~|swC%=~YaX@l#A^F0WWVn3q&iImT z-sBd(!H?6=q)T^`UN4bWxaQL}B?GCs*xdB7&vE>s))uMlj|Ppd_>$O`fsm2KxGQRI zE@yWuZ|%=(86I|C;;$bI+c;E~_}H@efj{@0CEN1Xwu6_*7!qrXhy_g@OBJok9}T~3hPO)xHRNA< zUJH#=2kR~^N$RERosWapC)Kx=l&Ys4_NUZqzNszOGI-ASu4XqA9BCeMo#~y@ts~vi z-@RVg_l?irik+A*j<4z5g`Th+p@C83W+`si58d&5P>8|{!%yJ)2`$Vnt@+N626XC4 zssz3|E}WlFQOr;vMO>3G@hvSgnx6_LcpmEw?<6eu_mi|w@s-t{h|Yve({#%d3-$6k zUORLgh?qQ&5ef_oF58SfX}-9YU%`1@J)Q`sI%~YZWFm#*c(QQSMp_Bk(fygK9L`RZ z*WT3Pb>`gr{#2W1&Rv$TbJjrCa&c|EHi}b^XnnKF+$PeXWD=53;<)xtZv zv&?JRC*j9050e)L)A=jc3D8A7 z<%xthg!FD&ZG>AO3;fd$8^$bQby+N&dZP$#i*nuc!NMN|0#n4_sS%%kXU1>2KwrDP zYv+LSnSt(*aP{_H4}5)%JdgOf3Z3Oz^jKDiN!~*6jGOgIB|M;agF#_kqjB89oDROJ+SoYkebT z7fYMJbRYy=_<*9Nk%Jzoi=~B?J)g@5@_+T<1ImA^S;$HM)y2X51G%c~7g7;xJ0ns~ zW)5aBxga7bDXD;+p)sGLsQ7<|1OGmdn>sky@UgHsJ3BKwvol-UnXs_(^768P*;v@v zn1CKk_O4bAdM->>_7wjn@_%$hjqDBV%xoOYtgT4@($&+qc69haPX2eI|6c!Ir;&@< z|7NnX{|{RLgDihrSXi0CEdQkq3>ElW%lF01#mGWc)XWl)88C++7bly*zxx0GTK+fV zzeg(D8`+6iTLJ?e1pg=W{|x?T{2;$#T{#Pv^ zW5}Jw1e+6=2kNxW+1%7FP^fw0*n%+^h5wKm*n50BMeszI7 zPKS$n*Nflp9?5@-8bynV=GoX7xy}MXCo`??v*v-=jQLu#(a0yO(ty*d_QV% z#Y8}q!vDK>(cu+z8H12ZrF@_z|L;bIL<}o||7SN_gfF^bp+OPx+-d+qG{_S2b>q7nOGR_f06Zs6T-gMS*2-t)lGxfR^0IqNs2< zP~@~);o-Di^Qg66*H*r(=$_eQ(x7!PoJ@bc-;SL1frQeGz@I5EPw={lZ_Z#f2y8km zDjsq4v?UNQtiab``!-vqwfrEpx5E%ZK!R?$RKwc-g*Hyc=8?*`h%C$O-?9YJocEJ> z|A~pgOixWL-aRN&mOMyHBm7{qA^bA0;|-HROd*rrLFBxWEoOLi8cRsPZAFN+xYZl# z7=$V|M&zYYW17A0vK@}={a%Yvr%f}{Wh>-2a}pofg{IfTZc|Cg2=|`?gwyij!$}E}aD=dI=y8Fou%?r`(-lu!?(=W?{{UZ z+I(Y5lC4)`nzOkQXeR!#;RM`8bEWEqAMD=r5Y68gi6P+>-kvO{n!i3^skXY+Mt>-I zhSZ4?DZx&>3>K;nuz)dC-^C_pUeUfWFQ;>buawYe&>b!nn5cy%w6hFEwEV5>8MIqpe zO3=Ag`Um$q`|S`RU#MLSd1hAprHZgmu05Gru;ia4C4` zr{T|i6{{^GP^gPT*K+X>p=KW#p9+GJ_i0GUK$O~xGf`GK6@g3w5a zx5tpYK^pZ|;n5Odm<%gkhqLARWRcGg`Lg-%l zj;jOg!~l@hT8mn}=_0vDyGWBluJ|LcyJcw^1*C9liy3G#J?vz7l6|&M-wN|Hih!L& zuss%f4^11{vmaYzt_#|Zqf=TD);7g6N)v8`a#b2-?2ZP`6yZ8dpFPkg|C86lsbA8H ztqkQYmp@&tme8!1H4Gw&_#6i2a#W5yKJrwDrE*(m#M#^~nq(fVtY|uqOGFSRgG0qa zv3Y$j0CjfWYlK zD-HSswsP}#;A_m5`{?+=E%a*s&gmoitY__kCu@^H5uDMWuj zt*l|ljhUQWY?!S_CEe5$CroWZi+62(yc3d>_w;qPNSUEe-bhCmE`HtX35BE;(VTF} zagLr}tNk7h1wSvt?T~Jt5|nqi(pcRrw+r3u8yrP@#xIX~LV3Xy?SjVXPoz+R6$-C< zI6x8kl`U75h`M?A9uH&f-5iX#R!37vot&;S_5rgX=>SvxN)Diif(CD!K_v9aWS%~m zqKvR;#3jVu&$j!@ffNOR8a0`>W7V*#CUqInh?f%JRpZUeoK?y8=8EIi}8O=VGYGNq|b&Shoy*;*1NuwLB@tlpILA-F#-H zhNS?GK12|?i`g-~!j~_9YKvjGB?lj9R?#X<-iuS?ECfaE-S8s3niap$RXVH)_ zgKEAUQNIYb1}Y^(M&KmDHf&!|P9R3LR_m@2xmH_gUNgyX{ym<|r;yX1Jx}n*;BEnR zck}KH+rERo4{lQ-j?#PguTN*qPm$LWVYmu|U zu3!+lv{W1DT7*090XZK>_z|g}w!e8%EwglemXRd#a-qn@kZ=#>nh^XrP4g+G%bih~ zVs$VFkMY`18ng9vRa(l~dF4+IXIP!?L`K`wX|o(VKDQsEt!T#nc&4=-#Sxo|8h;Is zMQi2!-HLr=%&($js>lQMC>-UbzT)IC{2%%_D|K8UE0eOhO+L=EFAXCt6%U~*b?jphr3g}wOu3lPkCNOxz`&! zbQKJazk=?JM^lrjBn;h~k}eHM)`qwy@CD90pjg#&Am4h`9Y62y@Ap%_4bo(qmMlfl z86-+n-nm`>ne?SR2@ef3okOKU*{&WJJerjx6x)oA@9V|=XDDt}tU zvZ*YnG?kR)Rmi9w<13z;*LW`*)@Mhx;W5U$-{5#))%IX)K(oCxvf8)Rx7`=cK2BO8 z?*O^yP&_1L!XE0xuu3cIG6_z(Tzqt-MF?Z_8m}R079gNb&f3`d+X}kD^#?m4=dSuvVw5VQ9~g@eF4#E%Xq1)xN2PbQQP^Y9DETvTAN^dZ z#{9#H>qW2E8mONC#UU&x?3&}=(?g7=$>YK9;>=S(+iB5gQcle^f+#rW!Qkygt=jlt zFqVeEy+){}yKIWMREY2*Z7|MPz^_SfdVlFxXN)|u z<%IhJ8-wVH%PyJ}vLAvS+TBkGS(*~H-RRCe9>nf}L+Qxi$M3EBy@>69K=s|wa93Ms`8w+A_>%Y-zLN|p6Zqn$2G}gxCDEu} ze?VxDL1?jA$Q;TM)iXkP@<#-m)Y>i}e-#x&nXK~mET&4v$a%RI2Zkc=1+FPXt_HM4 zD^$~Do*S2{An2ZlKFnxlakD{$IaeWI| zDI-`N^M?TZ{oc1dlFZ(3s{5@>Gx;G5+*?BP<=eO4shpPhUTQx$nk>JSYin7x88s$V z=$s7`kpu${63e`|5wC8`VvX7KHLE3smiITw9t`$)viqE3mRM@HO-oa5uo5@C(xTSX z8W_p7armXiPnx`c;i5hRY~C$q?yQTm0}ibS)JsF1HWkF zJuT=B2*kX-m5`x!KtK?D{OdTMq{Fnl@5SlA!_@cj0Vy832juALW&4rCCk3xEE%=h~ zzd9NCtUgxqSH5pWVhF*=jAl%@63s}lwX`J1ZVkLN7j zx3`zObsq<9@0S~3ZR^Nhj|cg>WsQ4?Zg;0d$ixB*UhA#ycWKt@SDAn(DS#{J;esxS zGms<$_FBE@1dvAz{Ge?=5e}i<0NLadz@?DOZoG;gvsRPnIKAuDjFLRBrJole*JGhl zK5X-8llcUIMLrwTB!Trl*&LPDs|yScv5yO2F*YAp-HdgIvb5nM6Y+8UG#R8yM0QEQ zUUit3?F=NapjC593KTCpX5EX2MJVUIpUzk*xPJ;ehrj=*E}Hqe70P1aaD9>K{mL7Z z_;xd|19@@o3a6?-^UKr*0E}j!@tgu}k%ZU4K>& zeQ`Wlnti@o_jZgZPeUVd+3*Ex(RhwZxWs3J_f}WZ_qg7kujF~9I3Fs!-(KonuO}r& zot7EnqIn%T7(E6FR#Fl}NXwsQ10C(tn%`l-7sv zpC+loE-ls0Ynum<_4KGIy-lf&is5L*;mVu4SDv*!?QQ%8f!G1Mksodc0^z2^vd=hS zSAj#xcve{@zD1HC#$%x_cD~=pPw%&EsFkzZYdBfIE3oXNuV2p12HO_02WFDRqQUgQ9_@tcuD;kk;ERyUY+`6NJ4tB~(>Xt5=}itQJ#3S_=md0% zBIiEWSZBtf?mG7?U=U($)9%Bl*Yizt&TGbw8V&XE$G2fEd2_;D63og?kH8H=3x)0%<^Ma^eAgTA?!ysSxly%$)2~1 zxl&!2(u{hjLeDn#tB&)@xe8xSyIGnMR9YSB~rb zb#+4y%~LJwSWj~MGFcNf?W8O)0Dl&TBE{c=5RZL7%{~Rtv8e&%^}hiZxCu@_Ey+U57HYs2yF;zhrW1SvHFkh;{(6M;zi=STrGdH)YD%Z9=%w;x zGdNz(+TR4ZTqiM2jyThhHG#9Gax-N~pl zozG0{b-!6)^@oxzk6<}-6KS?pPN1>O}9L5xo?Z}NcHR-}efq7$8I z4m9F~4E$==wBd*JDXa>Fr~VrN149Ffjh<}_QDom@!A3*xrn5zYz$F_^dnxAMD2r9J z9F^m!9YY|JVH-gd7tEY9NMThYss5an!h^e4rcd;;rYg1T&WAH}tgbGT!59n#eax)v z;3|&{+&a2e9^kaey;P8UBy$x4K-h^rG!bfZcJdC^S)bk z-UEyeXYWpQQ<(S6>K}z{>Te@7Bj)9;*vd35Yoo=*V$a9b<2la2hE}@{clW1WRqp%Z z)F+Ur>N$NuBgJLcooJ`S;%ob`n;3~Gz6r#l%5u!uq^XaG7|Jy{EGi*PCq5zY6FOJ} z@w)|ih^lmWlmb(Qe4JbW$*%^dCu;4z0G8}0Or)oL3SeD17;`VMnu~M7V}kD^j0kZl z!oSazs3|<_=bLPY5$~*8RQ6&Qa-+xSHl`YB9frduQF4$9=NwS10EW(jQ-G0(ZFr<# z;h3STj>6IIq8DdBZU_85`sONbCz3T~IeKHA*t` zA&{X9F?C7Vufd0JU~Kx6!=*iy@86jg`v=e;PDTP&`))2clmy(5`_MtYqDFB%S8%sq zir)`n`GtG9ccXCcz=gbqLRRqZB^iWS{0YvOy@AapA>)2@Or3Waepnyv z0K2lJdVlX4^!BuBj|Y3;-~>K%aj>Ssa`%#aWDJo5tS&8K(v=onY**g>;gx3M#VQY1 z!mjO5r(qvwd&j#iAf90B&-LenlW3Xj?p~^O#%DJmTH=BFs;!Hx*Bc)Q}`+ zw#rg{$!vu*_4AK+!O*E{vYEvePITx^4{bk>f|3d+UeyL|pU8eDe!dZ5h^%NLy+L~o zOO>LA{MnXbgYoJEg*wsCJO3EwO&f;$R)H~AU$_RKq};YqPeC;T6*{C?@x;Rzk^tqt zZH|I55CsYup-a~<&SRXPlYm#(Jrsxd*!n*3yY~|PF5_o>x~KvSbIUm? z!?BF2wV$O6$EUByjFs5r$NLi&6A%hG1}t>VT(afbt`V>Ho)IY@(el~;hC(3W`lcCKSLcyA;}ElFgI11pp2u#|Zm z#+V}h3#99mz4V)s$)4)6OQx+)lfqz%4Gd?F=iuP9 zk@X2p=_!2)R_jXx0C8=MIJGMf+%&H>N+ofrdNzGC3+u1NWI4|o1LZEEnTZV6D-6rW z8ueFvf?CvDUL$=slQ_|2_GsZ^gTS;fku9wOnHzQ9qsW>u-gbD%X0GV-CLPf z(@qVyUv{Ah1p`p(VR@Hz=W;)eJx_?>#>0L1yf1eVzBH z{EXg9w-DN#)FeKe(`JyX6%eZ1`gmBpTsLIQdv9idUQB0|F||auj%!56E&J}{>Mu05 z2+lw{hzFG2=#zvt`I>E*rTx`a6w zP4t46L`Q5~6;0dTiU~zs#BoJK%nuhmSd*AcQy%ItMsU%n#tW^D?+|T#iDY7&GW88A z7W6~KY_m{CXuh7$-OAwO#K)DBQwt2o(>LfVC7;Rp?i!EMfQm2=mbFaOke$P9$-3=I zQ@vue`T(qg{j2g}Ps0@RrYT2(YCYw3Rz*jv{Qi17MN7BVlAl9n#c`%!a&Zh(RfSLL z2LG_JcHr4RHaAGV1prOHZ98gBQ)=t@qCMRK3K%c{{sw4$DZ_* zrb)UZW^OHh@$ub4FXcnnU+47enn!jBk@d*4SzaDqzBV-!iT88mOQ&X>CIRbIWa=*1 zU@n=VPF>0=r)*WzN^EmKSO&73fXncRN>|$>> ztKmi0P%JW$N0|WJ%wYaW&zXD3eu*QN>M@{B$Y!6Hi+jkXGS#xgsNnb4Y#D8Ab<^x% zc~Z&w9~F-J&Kw|!l@r>Lh~2bQEBYf!Sxx)G@G#zJ zgcg+CiU>j3q{`D01yCx)AE^teA|-M8F%ryU1g6lpNeUXUI_g@&u(Qd2zq?tRBR!Ijfy5D_xuc|YpRczHV*%~XzZ?p~nvE2R6N`d#%nYD2p zOsk0P1)t2US6^@dd|oNCt_W|eqpX}uCObr#uGXef(5&)HN`H9n%s1iz`_%ia$L=AXq6CI`K4E_ zQB+XOybImuK2fX=#y3|0DVb|yHyVJyph4+<*g^HNy=V9J!)e}Q5sNXyDBn!yO@;a) zl-*;>Xa{HaJj3-nS=>NxLiM0;h+^#i?2=*E+D-X2F|Won_yR4>!7<@_Siu9iw_B#p z!ll3rnO<7g(8h%3U2>g&y~9_PCtu_4bvY4HEJ<^=2vO{!`h-9JUPazw8hc|fI=1GF}K?H_5 zUIR=fJtf24bKieyzo6aq>Ip#kMC5OABnNM1;r&!J87Qg=9jaD4D0swo+#K&^yH zns_=IgbG<3K=3Isl=}6i3jk_{4@#!TEn@n^Hw8wi2S`|Nlemh z4PQ{y$rvR^1>;Vh;ElN={Vvo@(%&aKERNf7>+#q23`T$d72`HSBUHBDs@Q(F`JKXt zD@_W!UuAPDKZ*&3nw0VAYuAnZNg7us4cP8v{(3o2_WNkQs4Po9;Z-3n8X-?d7OORK zm)P4Fu3M+|1^p)-B zPtz>dnVCOZybM+j+${-Ch=Znd0$cHAtZ7;1dnIjYBLV&jYirW`8E5SiH!+67u#a z~682?lR_#7_Yd z-txr0zkfoQ_>U)kDD=G@Yn(r=)RpC2m;IoVgrcmh{KG@4rv8CORGI!w#$#2P=&+%Z zLolA+-ds8#fC=Cg!&upz3we1udYI+FA$dBpX1$bO9l_S0-t!?c(KN%1w(9_&A&~pR zyASZ#Swbxjm*sgl^Kv%#8mXx#{ElrYWM^<%J%~!cZ|ky9wHl?d7@QgN10P9yZ3k1? z5y;`vZpK)!ZnrVrB7cnIdC;;OqzdU=B%N%OHfg@-)2bSO>(KhFuj0bn6XD+Lk3#Sx zSgXSV^ttMR@w(J|A43ufQf{WOtPB-+RVM4iSygm#QosHi!?QRPYK_n3JSv!^w~@3M zns%Wr_v73J+!~MT<<4iylj#C5$Sl&^kc0)xN#=b<$KuNFm+_3&oLe2!ssOGk`~9(m z{df40!%`aET++VLRH`r^PF0DRG_x5bV3v6Dx~m1!VH&KMTEG_dZp|??in9MiX+Kg`6NnMgx5D|%WKGuVDw{)t7;@@IFZM0{AJ{B6c1-j=n9_W z9f%NjBg0)z=y0kw)bYVLVMs{;bPv<3Ev--bjXr)?8mPm4KA{b9H{DQ9rovh9`6EhYdk}6LC%yt5j-ng@}Zp&-`^NE71}jzEVO_K2;Hw=T z5-01;)^xQB{Gtdf>-*EwY18S@yiU}wPENV;JkRIdCvpy&4-Et#&?^S2A2rgzdVWlH zc`&1W{%G9C+>nK>kd zyStMwa&mDG1az2P1>`>GE?gN?fyu+jXwCX}hhX77-ZyorR(?8iciu*_t&|zT@LwP- zG)9wZi+Vy2lV5%QaYWTMuoyk0%6njTi| zKI>>&dQja+Iru9op*^nHQ729|v#O+Oh~CMm`*?WOMRYBOaL$e%UT#)|j3nHm4{^!j zkj^9*U0rN!_Zy+=T%Q8Jx^aM8hWW$fpE-$Ubwn<~Fo~?M&`FwXjomOK#O}umhbEv>J%7 zr^K97Ywl1;U4HVaC^a;(Cd+T)$rZ0a7>;2*>CJyPTz427{Tv1!wp9 z639*48EZ7jZtp)uJc}a6lsxBdlU!`+)K9o*(w^#{u|Y?Ps(%RSz#G6Y@ioPPQbR4n zBG#YA9Y7rv9y_ePh{Fsq?F6ZzqV=4`zQ~0sn|o4A=)ve;6Ae`A`Z8wDyNyFtRw9Vr zBlgVozv@HHUS*p?LGfzvpo=UC*M#~m$iM;tWV9WbO}9SH*L`vsIP!OJRbeCpm)fMp zh`z^^XhlUupv7}VuYgyiNFRx;NeuMq_>C!PmRbRE>SLiiqrPo%^5;ThbSzH{Ni zO89RD2p3TJ!Gmf($K=evk6lLYX|PIQi)mTFT(~u|H2Rf;$U7FJv?4i`qSY2}&36LZ z?WW@XUN4Vgn=j!K9TXdY%v_)aK&1qbEZ{o7M+twr{V&V4mlX~A2OZz#{j6LcuMd0~ zf7F8vJup6ih#`Sx{T)RM1N2YuQ)EZ$wz~zsF|wf33@1msZvT$cD3``F$;`=prT=v7 z4p9EjkSI)$wyq34Sr-@qP5s&h>wNH!vg-0P??~^CJ8HyF!4Du(VhQ zQW#UMv1j9d>HcLPF90B-1e%iA{tq|*nltMc`36j1f_inE=6{#{ms!P601-OKgWQXM xasHpS2}O)^kb!imnhx`SSp2tO=*Z5!vvA^tLfiF@aq{QSz%RcG){XdCOGHd_< literal 0 HcmV?d00001 diff --git a/doc/doc_ch/focal_loss_formula.png b/doc/doc_ch/focal_loss_formula.png new file mode 100644 index 0000000000000000000000000000000000000000..971cebcd082cf5e19f9246f02216c0c14896bdc9 GIT binary patch literal 23888 zcmb5WcUTj_x9|@kKHjybjLU(8 z_g~imI5^>Nae)6xyX`696IFoa3*Aqxz~3WMQ= zsMVi!YTclD-Ngz+I@qYd@)4xUN`E;-`|&oH=XM&dBMgLU(Pw8M;$_|2PZ-f6&L9(!t2S_+7 zU*PA1|0(;wRUiW>LFxH7to|d1hIhaZvPEs*-~B&L|4Bav-ACFrd{6w(9P%kS096li ze(L;3asU4mZpcp=JH~)HfW*i&mc8TR0KXM&hnj8d&bU|JXd?pj@#gcHN$5 z+$LYI2HdP})!%H^Ti;&K-OhAwKPmRo@RUX_jDbmz@@DdPb=Cw~KXJbRbreCxI#J1# z*-PIsQh<(j)7xXy{+pfM8;6tLxvSo?-K)OcRKHWtfYYsi9T)CZl9(KFE>71aEM%Rl zAhR_Im5XFo;krBJejLz8Oh7p-RoJy zN&8FDv9XS$f9>2SeL2zJS5#aqVPI@*+*`LIT&k01>n(|FY*g4lV8Ox$yg>3BRa3(tndclrC&jlH#WN5t`NLqD zvtYjNUcWXo^SxIA$FCR#MjoD9(@Sl?R=jFtzLFE^t3OYvUk7cS`u3mp_#dzbxOnW= zo_ZMQ3f8p%;^O?aEQO+Q4no>zJm;iXnjhWW;3X2k#m$xngc%-dDghs4cQj{54~U=* z9QOHL;{FRHrfY(hsu4XS6ju!tZgl(x9n#L7BeVyv>JC1|CPCRF@E3!QxU1PuO@`<+ zos?z~r>Itu+I0=aI#_t0lM0ZMTJh$xZuipqU$f7k)uyI9ObikCq;!AO&Ry2drTCq9 zo9;kxF(DDXT30PvZghgNpHsojtLZ*P2{AXuiE_3iRdnHprdO?|JvR%?H|8gnGAEYC zQq}S{yyXo8@IX66cxTSh)${VKm0B&}nKp@4-0ju&+>O0WK(WuvW_9bSbo=1ROCUxm z$HbHY0E#Hc$vo>3>UW!RRqdXdyE&m-`sjC`V=9^o(3r%i%5t!H)?I(q?ZCC0?z6KF zT5d&FA(~*QjwI3yQrPo{`RpVS9i75(7DSVr|IJ~>E+!U~y}99Ijp+qWIcWYl^YmZ! zw9Yv1v8mpEY0tUw8V4GJ>DsuuD8BVpA)r(d6vkqqN=5bC_KurJK@J0v;AwT%XKp40 ziQHgc+TVY99M@wf>m17SOlSbZFqD4t33tP}Qq=t1-ALZ`{g_5s^CbL{5|kp;_t-}p zcn@sFBy(ET-z$CIspY|nlB-)Fb6g{5ZE3gaz^^jfea`rob(-X}7jG_iWjM6&>Ovgg?#}^4fu@`T zPHY1H*uU+PHtDSg@2%y;_03-Vsqg?2W)bP=%%S-vDtGUuB2NjIU|+a0h$sm8`$ZKU zF4vo7JWUXxOPH)TV>G1$D;eEKM#UXedtSQtPuHaMvf$EwdGQ$%*KL>(<|9LK-LG&_ z_(?}@C_rAV&U4yXrQ%6Z?@pP;EfYmL=E$k;kSeFZJU28-(`!U8{~t^W0;oA*vvQheZl zq!RGUhqpgb1RVaE1Hl%7V?g9Btf}1Q*FmY!w@dGB`qvtW5>Mvp-)%U_^WVr5kB?3L z+F)qi4Wn9@GNP2JH1wN#s*Ixm9VPqWisk6&@9JQ!o_o@7a_a{t%g8~=p{ zH0$#4bsO^8O7gh$!q!|s?5>qL+C{&K32np2za^9C9eY?TMh&=>m%VzEv3VjXD!49g zy4*v4&VI9n`m49=)iL;DE`bF~`&{rTJBK$<32`dJ?GIpc4<1^GCVVKK{P4ge&7-L3 zl=;L4m2Q6+O5DFI1$y) zKnoqbB~hJQz7&!<6f&;i@#?+qTam9*%_9x;Ku8_aV-nJxtiXh$KpsSD`k1n%FT~6G;AbkjW0@pb0>_2RLNsQ#A zG!uzEOJ5WA%dNM6yQ$=9Nw_a%f35r8o(Yu88fsI0&M$rVu1;a)3H|*Vi{|ju;oc$9 zW!0a%Y0!p-gY8#zv~nY^Hh>>cC_j@AG1;#R6u}X=+U5X$7R6*C7@glL%cLf!_SsVXE4#Z@q*!lR}yoy`7)_UZtt{t zpuUsYMm$OU3d($W+0M3!sxgc+Plah2Cb=MGVBW*yEoD$Ex-8RQ-|&sO?p*I+|d z)0Q7jh9E|@ujaK@%?tee62dphlNypWCvRMe1yV%P>{qi)+U#w)F)K9VAN`{N zv}2bX&6^;-am6V@tU*&iELZ&?}=)xcIN4h@r&tpgK+-j zsM2_6`rk*xi&oM6!8DT5XtHV=kB(m%tl2gtwo~uggMJTt;eMQXCp4i=`$aunYNQ?; zts_THZK(qCOPB$uq+qvqt2c`rxcLV@?<@JI<6$%50o(Pve!H7?ZNFzIs4CC*J%vR+ z{@4{SmI-Yj0JVG`=cYgCVV-$)w&q!XIg@rfPh}wi%C$4{_d}**_-Y`kHe1=Y%ZfL9 zZ?Bd|r)`q(B&=+Gi6t-m*HFU`Vn2s7=p0KC0R-8DI+(8qncZcySolGUde)ta+E2T@ z3Y4HC6mz17dnIB}U!txy=AfP*?|CYTQ!{Rk@@n1+Gzr`0Y9P~KT{}*S9c=O}o0tgw z?|Bq$Qv?BH2RBKj3@l6YWHkMZF8U0QgOCwWflenFc*VYtfyoF=vCN3hwsBe+D5DPj z1=TsCz-0_h^uPz6zSqb@2TVNC^q`Cs_>5p;v1~Dg!pp2e{b6YQ8gnyp3Y0T}N+4E~TAx^>)c5gU%CBJ4RM#S$dEKk@_3{9UBPxd<0GQi}x4y+%7lal3n zB_VO3`^4>Yt-k8uTk&p{L&AM#x1>T?#+7u+-WUG^sXYC0`Whh>>Hf=K zC|M@JG2=<+`}@e|&*cS6Dl!*?ywI+OvyFPQguvg;S#~pz7m+<@$*B|pXU%EBU{y+7 z10^JX?hx^dy#(_`J5grbSJ>{Xq9&bCSvaj~gg3)5Ca@!dj?Z^0aKn#(&bx`w0Y^BM z_dwAzm6Er*1>H>22cl-@Eh8X_B{x@$0P_+SfO#`)6Ni^Z7GfliJIAws2G3kf6h)^zvRNXs#&(2WY5wNvcyO&)#O$+Gs;R}Jj3~2O=e7na z;pzzEbB2U_0Gp+eAt@ITD+yZC6Xr2jjWK;?21*i>Zq_V8q!<yCFvpB(CgE>N>95-Z>;*pU=n2T(+Og&q$Ix3&ip2d1fB1(%_ctd% zOgWzYML0~5Rj%dp#~x7VA;W~k?0zioCG0GYC^tM^cnH1*Ys5aL{g`3eDV%zm8fiDt zE_1W*@b!@_oB~jl*}VYrh}K7jdf;0h16A##iNY8fsx{{aXp4pe7$8GP!~jcm&|7ynm$geJVb%WvtTA zHsvOK4|^PDLIPh`sE>d?n;(X_X8H6>Uv70%luu>X?bcmZSA8kNe!RL0b2glx_F7G| z*PW3ByCI)r52!NE6jc^~sjQBQ!~(^EgXRK2JXaw-%iK#)neCwGF+%7#jXMVSyOzJ| zxBYm=8rg%+7hrZS;d?`G87^M4%g#NX@YV$#fiuH>3DcG;&aE!qP;yQ6-5$z7P!N%$ z*9&9o5*gWV2(uK0*VmHZ)~`WbleQUiV3n||uB4L@0cqic(2T02xoZ0_{Q`+_R6BPX zS=++~kUxeNfQGUhuBjx=o%eZqgejp#cmVLFE=q;jUs9(6k7A+Wr{srwr0H8R{#G=- zcu2)(MoXf=mb*8wxedL-pals{pz4&*O5jH)y>^T5mkpje^WnHgXiyXx z=5I(ETIM}$u8|j`zz>dL*gO3_GwPd9B?fy%eqU|y^9@Z5%w;2Ebd11&4lkU~a)56+ zYPxCA2$4a_jB8a8U9Nr#q;i!_I!e3DIaH;aInveMK~i4(&Las;9=aas%MOuCmB*0Q ze-2Cu7B(J(U^va-$h*1LN5YSt%9TbkM#IOBKJx1vh_~R_rf5ZjNjh(Lr?iz&VrfuD z#!QpExKj;>ogJx_QFLy^|5%1??C9lJa1sDlT-kJ;C!;xit!CSnL`Op72&)C1QDL4@ zcciYHvt-<1);%Lte964Hg7S-fn^%~lanh`eshoPagSBTK-n?sM))=C;rac6mqyoHy zI2*t*WM$PhAj}h#3VmbCH$@7V6hH)GZ3oIDYepmOV2f2X;2AX9TW@wBDSoYVk1(CklH={tPoogNyJ zCA${LBJoFN;!V5UZVXQ@pFVxQvrjS8l*Q#1vGBzLz3(@s>1dM9kiyUh^g|9STXy7k zc9}5@e7(Xx4o|C?FAdCD^@SNKuv*I4=`h;d#PCkJKM&wGccqX(J)4(lp^5ry|6xCp z%Z>wEqv6x;z5A}%yMU$GnGD{51B3#fYl9^bf`8Q3DTF2KX%AW>%6Gx4R0zmS#g@2A zqZ$6wu%3BQ@Dw$MzpexJ{oF_yt%FsXYimV@&{of-TIpP9DjIJ)i+?x)F50gQ#M(@a zMF{yyErq2%3*~!m7TXac*6gjL!-r60q#a^0;8-R;56rqZgs*kR!lo+L)C6nx`I*gg zjV{lzpRyf`#v6PhZSX=-&xuy|7msK%^RzjlFGwe!B`B)Umre?i(K~UV1YLKmr=>S^ zPGkRbe_i8 z8goynoH~a z(mVnCqfJ`o`p%u`$ij3>v3`TJoLuF;NV(2vkVAC;&u6kU9N(a75%|Go0|0DbSz%UZ z^c$_3=spG%$03T^+&2|Ze%wKw-zB$op&aM!CVYag@wa0osbR^o)6pl(6tU?0z2D#I z3+pDhFFCK|xdv{^YM|E%W?@vQ22(A!ZDbU5$g4@rq(t7(>c&1+vxz3k zDkD?caawL@?=wi5|*-I1p;==!nc2ap7DH| zL5-ATd&@(|^))XuNaBEvcA^OJB1l{24bR(m3o4UipM}xH+a%&skT$lx*ZA*D_k;;? zUk5J97LZ;d0uSd!fyVjD$bR99XJ5Byni(Gf9;Wt$ql=g9!X{HTzU+ezIwFL^u_V67 zWtvD9Iuu0^uB{?T)e}uk<8QQLaFJN!nG@XJq+WL6!roY9F^3q{sU7ao8;j@*5 zK0cD93v=Dc9${a>q)9>H6H967F^EA*d+E56Q^Db1ScAs|G;P`Rj8S;Cyvbxd1|QAW zJ@M8yfz*=HGJFy-70bE!RT%R=rZ$eT|HlXy!0S=`YXQx!N3{H`awv0{7a*K_>OOG+ znZ1Cu@`vdb)GJcQ^>zTY3asRvX-xzUoHG;lyf3;mEnE!FJFz0nJLRwXOwjB)c40Xp zVZda{y8cFbZkJ@veI=i_%4yLpG8Ifg$8~l|id%a8!EIdlGv_y-OYSz-$^phG!YBqC zZ~o7+Lw~tV#^c3?C0y;Iq`^f963Scg3&YZtJA_9_G|x5KNvqg z;ONU-)~X$6vTHF<$T*(yw|t0GisWiBPn=^39*LNL2%|&J?c`&JxS$fQrB$kmx30vJ zc@8awU`zz~fR}x1IsIU(w2fJb)=IoAO_7CnBflabKXcB2MYZ ztBo&w+0m6}=lHHGl6Kdy)C~&i)83ioeP(&$Aav3jR z8)i(ds7!!!bIIE#=Lr^*@d*ZsLDm}w&a!no=!{)u+KXqf16s)LEI$$&?+@S0-4)*9 zvjgurOn$6#B*JcPLB37?A?HTd{<4vjK5Z2w1mtV^C8%$dFCB>=2=}3$Ut6Kq4>!++ zhTB%F)T8)lSL*zI?#$?M_PbU|Ka{Zx%%GtePam_3(#kF?eYHErS<2Ht?Q_-Ir2W}7 zr74k?g1%4QBjqIac=qlg_$c{FJ2jxQghM7rRol4i$Jf#Fs?B+et(B#DQq)hZ))-p4 zuh}u=+}XDANisxv>W?FP3ydf?=sn02;A!YMJQj7qIF)``VQ*$K_maGI0;D5oLZT3uN!; zP7P_P>}wS5F<`Vmig}d+_#w+V%o@>klY6aEI%pG6kb-r$JB4YdicX78f*q6j--pw} z987kz73`0zH+i2>0sRXIRH*wgW&%YiabOsXHkPj8uFCyUhh>9jAYLfGt({UTSY@Of{ zx6O3e`6vxfMZN>s=Vgb}Cy1(nqxeJl;5IM$rewo7mme4`PgdKwW|3e$%j2FoU%3rf z;6)ztXdQ#qGU%xUmE(X+W5b$)VN7NG*7b!TuEr8F4mYXo z%g8<0S8QpopTVH1;FHPy4rD;%8%aT444<@&NUd>LXHx%Kic(+!A3XSK7*{cP`sWq| zmzKrcgJ!<}R-LJ&YMkD1`!d*Fxpf7xGJ*6MFSbls^tW8ixf@Cs6TeCvvB?S&EB&uT zD{c_O(!y26+-6iG8|i8AhH;=~i1ud^v0uip27%9#`S22#6+qRdUJmB*50(<*Xg|P@ zI%;;yo-&&q13l4@g0rKgJtnpJfnO{f^!WnaJ5EgGxgU_OfGJV5)zVbEjVd`jMDk0S zkXU2l;or3i_utoEZz!w*V!mmevAhi)PbH5-zsK_oMX16J5#dnlx(IrPwLiy_Bt=YV ziuduMa^$#2j^utt8q0$LLGov7rVJc9QB)v@kVSb0PlM_8sOk2NJpS zORONWW^jZ~@HjK~I8bi$^*LP6%h*w6tc&v|F1O;xU_=3GJEJt{rUUIRQXAj0fN7I{N!zlxcDaFfgVrUfJ60J zmaOOOr+UT=L>B8Zy`XA6>y>cuO2rY-5ZAP1o1W6{pi0Q{zBXO{d<+9=A!6Z2K$smh zM>j_|f~_E+(I^lSfhM>7%)>&H;q1TS-X%9V-b;xN!N;&=HqCAt-@ist6qsxIFS917 z=;=bLgZ73cG!50lCR4?%4>YU?#l!P#K-2QL#u38j8z0R|uM9cIjiQfw8S-Uro}%Re$*$i= zIOjf1B@r|bbfGxU#Egj#_~Rpy`R#bqV2H!sMFdgl(VzPiom zMXDLj=aRRxl;Lr;{h+{oIj10Ja9KnjcNwE4Yu+K~)cN!cMW>UK2PPBU$w|1@GiL-= zK2-LwD~)e1T6q}AvPm97l8#XKZxgi2;=+U;5t%E2c?7v%^t^%?WH^r$`OV`ouVK(2 z7Abf@MsqMZkgIyd+YqIA=)&wfn)q`6D^9L~-)W=1^1|0d6K^qkT*9%o#iI05^e5+( zSJJ^hI zYtfzeMC>{w@;xhgW2g++b^N@JziJ|f2VH_o60f&R+Qs^;M^+=`@Ck10k6n($$A-)r zAvknU{Z#tarM-@)(0d`ByDy0Gz$3JTe)r7QQ#T_FLF&;hzQ#gY-XOfw)6Sgp8WpJO zi4y;()?Yku(E;=Ard_r4)qQ2ezq>z2gUwiTEoWwX zijFG~tj+VpY`ewT8G4yK5WY<1^T{r|l94J;ir25ab9;(2GZ{{=CY=l>dPS~o>DuYu zvq{w*aaDC-y@^V>9O@qg-h-9CKKY%vI+UyNRhKN)41YPC+5i2?>}g$vP|35BzDv2l zCJ=GZ1AI6iE?%VM69AEbvRpAx8<|8EiH5q^3pnC_D$`NXeyKu#z4)b{mJP7no`6qO z&(6uuTG>=qD|1R0YWy!s_J8qs5E*>oztKmQp$y~z> zRF_934>=^-$BzCAwbK5gGf1Ynw;<*7Aim5N@ssx;e1J~GV3^W-#r@V~8>7+xSnB3% ziLuJ(Xi!Ds;3;1@O?)=li7h+w_7f+~3(0^FBWJz_0!)N5^9JVCn(dUP6FN)zE?fY& zS(;>ro_fip<6sKuaY`ETj`pEXk7`tKP9Pd?%yNsaYtjL`esfq4ne6LhGk-gyEqWoX zx(FGkEp?f(1Ez--o|(*XkVodz!_WB|+as3u4VM@B&?4mVDkg_Z#*_*bezvi9n>T?XDj+IBFK!L zm1l!wFiVCFs-)B7KA6B7T4v^^#Bt>laMdbljM`pFYxM8kpD0HL=L>x{iQ{$C{NNp9 zx4R{_i~_d!?BAQlyBmAoEcumRcLw%{N-(T_^XbjlAp+MBaYzS^ zG?0sY|3x=#Fs*K0n#?L53sTO5Kp9X@S~Jh34<+zpFL#i!&uG7y3{nUqSpeZ?sXLW! z&btE1z2u}lbmT+Uwqv|b+AGNMotM$ij$*!Vzb4__2wmKJL&CGsf!u8B83sYp;1lz>fPq&3RXTwtezpyz1PR z=zvHaV0PQ$M8Dnt!;%FBM71NkRU(_*)_dy#T+QxhrfA$yNh}ljki?fhe*HCqq>MK4#->ZC<7P{YoFVCh8m8)xY=zd9% z7R~(}AABI{&iKveio?QUiXLk>>T6DB!>ap`5`FSMl*jiXeB|ulxeV3k3&;uP%jDrW zE~dlOmSjC73x`{jUgeWHa9l#FU#QLw*JO1EFKlr9`lYv)jZ{$+AIny}&OQl5a=DS_ ze&k%OWZMb<7uj!eeJQZkbAFCut(hM-{(1h8q=JuP(gYp+_|%5_sqiIk_OlNkDPg%F zJ!~l>pbD?_=#UGds@J+&v;<9WPCk+s=LCQ}yWK?DB?vJ%Rhc6bE2 z`UjNCrzN?}TxUs45`tBge2Hq!st;&AXO=LrU)|LUYEXx$3WJh=QF9ow9RA&sZQ{#9 z2&`?%J{9%wX7%}tA{xg>_dyC6$-3VcXC@9jwvgpMty7St@=~014%mLT7A?tqQ zewADDZr1L;)YbEUI)aw>J1pYSPVX^Rs+3D4=jPEbAuQ0fi#B>VCkcX@R2}#9xn6Aq z@lYGO+enOs34C2yb~*U~x?p$+crY?)*=Gqp~R#bqz?P2yRfir`o9V#VD+ESN;53&S~nNaA?^| zixrvV9v67GhF^5a%s0BE%NjI*-*_2M?3Yy^>zAnBB0+1jbJQDTm5?0+ZqwK)_8~?p zz@ZL<*BZySD9ifgI=*<>E|;_Ck&e^;%Ph>vQrAbrGg>BgHIs6*_9|Wj*9y!R+NZsP z>Uu?AeEuIln92@NQGlYw`)|(vWICFA^XR@&il57H>n)S7`)ZZa{$Xl0V(Q@pJl`XC z5O#?nLq7iVt6W23>L;C%r21daE5yqM3w2xFXe^`FjOqVl3RlA$2EnR`c8a+RMxlDY zl_!GBSx$6PQ%(M6l#;n!j@__43aKM)6)cw85t}Jlxib|X z&Y>zydi_%-n~cRYBrw6|0=4pwVEJDl(=NE7kto-Zr0bD4WY96|oR1cpXf=2R$#Aqj zC*z43QIesz@jZ5D=+ReOTwo9J4+^H#UcF3?y_I4PZ{R?l9 zezop!)&0{uG0LL%_kYop>y+bS$dBfV7gu$3D!Vpvh-*YUN^z>-=9GVEsol-069Ms~ zx(~xJ+S!f^eZZi0`d#C(l~j^{kZn>C`P|=buWb#dFYN&+VXMdXRF{LM20C{(EU%Zx zeUFUmEt{GEJoXe4k=w@RlX_+gsb$yXnzqbI85!W(6Ny!sHQviO<~KH*uF{IvBRa)L zwMswk_^p4;kQ6|I9fi%KRJ>h+EGSrC`3M5h2`Y;w?-xRO@gm)7j|&~QZ*B|wuXpw2 z8eLHlEEYdB)A^2=45;}3a0bQjxZLiZMzW``-B1+T@K%tCtCsH1xQ`i^Wn5NeOpzc% zI9(ig1uOq~=Ovy+FEH-DS2<-?LUr1A?2C`<&B&V(1G(3@CAS4j)JcR$1pQ&vc7tJ( zuYo^z1!5Q=u6K?W`OLfK^9XO~Bg!ot*%jpT`JgzygCJwr$%VHa1=FC|sbl72OR1oC@!*g3?Y-UPjYL{;98{ zZkfTgegBdZsELb9rxYb&;1*|z@N9@9{V)D4J$wc4jQXZoXjpI;^4!s@+t36Xtea#T zQ~F;$s;g|q2OOesCjmNo52sYyW#i1-So@|-mc<1H+B~pthNpC--G*=8*`S(!Y;=T; z__#`c4(iRvC;?5M9L-rWcfI<3stYmhle9mhmb*T}UD|5ng1*DYOF~oldL)lWbd4Y0 zGf;`Qx9a}0lQ7~S66x^bMV^4MvQ*$*1Ri*GOrrWn+R}OnB-# z2eY{y#Mo|Tl^kO;b)*+I7&Hj~IG5RviOaaXTCEB0*M3DGv5cBsOQ1l8*PYY*LnY|j z=GQJuEkD`E*vfzglrH3N*O;!eEZsiIe6{^5bct3vcJT!jXh6lx2?-f&cAv2C^faLE z?^@CNB}^WArOG`29((B*3nGSpD14>N3F`R523iY73R;-{ME4?kf+9$Bmy*;5>lDfH zlAz6=bAF!TyNCTUbLJ~k)O@ye1TJ^M!!PY45pk>Qp zc1TRmnzlp&4n=CV-^z947~8m=1IR2IBDp}>-l?fC>jM{#>1X%CCg|tR+IYFf9gJ&K zd^%Y0R*tNuMX$2VvTnXolXt@cFAmUi$gA;o=|A}TE`jy)q{W=nZ|GAwh0`)sFoOmR zP>G|!)Wn!4rxgS)&km;uQaE>F$S^OL)k+kGd^vk9VivzD5n1YcMGR?bCU?;~m zeS-Z(lxY}|WDj*?>EHeeUM{<0HtD^;3O|1b1&Xq*`0huUZZVN$i$J*SRHwTvlwDX% z&$7c8seBCCf?s+6d==W@2HL~BqR(jWYt^Y66!@A}tOUi+{)h5j{-B-8CCGapi?(!# z3AGf&HGH9W72P{OO35JVj~kRl1P%)8Np>W^>|sq)fC3pchu#gi#sRYW^QWV6;N-Tn zjdWtcbnG1ZF7Mi(i<&N#VN^VLG}j2_&973Aw25F5{>}$Sq5gw3#raor*-^$9*3v^j z`g)QL`U}BPgUZ&n6C_%A;7fU@{r=?Q* z;x;e}Q{fkXsexyZ{V2zakv!>99-}q5Ul4uTV!dRUZ95rmMW)wb%G~rdVF{xA^sQxa zbe)Ou1HhKVbaznv4#xGO-PGE-?@t~y-d5=~`Ir5(=LF6C`~;Q_vHk*Y!qs4Wp0i#y zD#T!VIUuf8;KNYxYcUpbg?uwa<0Gw%jqf$wW=HKVoV(_Pi5|yXstw6Pl41Ao*|jF@ zmI+|Uc%6l0(4fv7|#({c}%)Tt8BM zONBH?1+oEQcbh7X=&;+JYI8`JtF5^YT%~#nbd7o8Om@wEfng}ik!xjUH+{2%$Lr0Hq)4C^SKD^L_GMGmF zg$sJvlGM}(4Y*)${$@K45F;?Ef&;2#_^T)(>%%vzZ2A{~P{(=yt0m@Lw~c@MCu*oa zztrR5zR?N`N__^B=S}L2_dRQ7-f`+L3xNbjj0$Ta7-NW#3(F`PY`~L#(eR#=c1lJM z=AjnYZMWb-dN_AV``XWn-ECAZaqYg; zuL#Nnu(PnoQd>-)h`}#|q!Ouv%&EL=o6EMUiz#yC8Gfmb5n>7=|b)wcsB3C5En}Nd|E``AOWfmk>Ai!V z5{X3?hwZfx@Up|DfwIaso;Ysqnu@pIe17oGA%A<%#Fm>@_+@w}TS^ZruY9)c?yHj7 z=EYYWf&H$DGqj zleD$Pd;Oh`9w zpMVr&#hSf9n|0GHmm|Gimz3MZ_yX}Uw_k^xvK*L zvL)@b_NZwweio0XI66L-2?!r303~Z$1rm&Jnn6;u@yv{J&~*~_7`Mu{w}vl6Wi`eA zSlUJf%QA@qXiGl{TT&PbTMW*ZhklBV6l$MW4OFN`d-iwe#}GTYAt;d}>2+!43D|{< zCe8}Wqgm03TrAJt$XJ-2!1Z#2U8$iYuZu~c^c!7?WyfyA6}Le@y0L)?sqOLbjicgq z`jfq{K5pdXs(a(D`NGqi0}yTq^ePT!a7K?5cR15}78PtuI&opF zeujb0*wQ6cSHPx*VWm}bek_g*jsI*kT%HlCi7ohdRH4}EO1Z`p!rwP3Pc_AkIF|%>m`Hg@=5lRcx1UV@?v1RA3iW`T zeZK-en3Fy2NemFNi7SStkdrX6x~S&0_qgu@;~P+*3B@35J3vbFrV<+gIjD~U94P-; zG9{U(y3U;M-L6q_a|IiU|Ep+pq%#8sN~`0tJXl$@f(X2qz)VL$9gCzANepN5{!UV` zlh}G+wZGJf)cJ!O?E`=s$M-`8>)`rBu%xl{56FoW(_B-zU!ZRe%7a9CV`1(jJyuFI9T@dh=bXm)j=blyIc+J@L zd`T=5?e5R)*qdG@f{)}Fo?>%C62ZVHGmqQmXRwS6Gb*u@3zxqZ$~?FW3(TVT-oBDj z)P^u|3dEvR49BCc(l6z|Auc*IQtjLgI_UbvK6Vg)TR}K0I(D?BQdS7peb=H`53u{d z_}$j9-}b=5bu#x50kbUb{iFH%%E%@G0q1(=(FQ+seRArKe!2Cnw!)-14o6IUoI^@$ zD_Ft{c2uffc!x#A#dbVO5J>*fPJu2vjoNy9O}TSI?z+0W&Z*gY`xNy4PfDGEEa!@% ztzjZpSHACCZtB!2|o^P3>}>olM24JfE9UY+ot zc+^7pR(E&SXLtL8LSQ*?yqxFx>H8QnmqknuqKA{7exfFhMaU!L_*f7L>r3A$IWG9# z88C*=%P;6T?j1Jp#PaX27_{G@c@)(3Z_3$s4{0Zbi}~+l$XHT*q2kW_{``aKLR+ZK zt)4R@r@g-dND6DaAPUx1Y(0eLI>au&*daZ9q+RU(IEo}gMe``G$B2bqhO(8(EP0U$ z`&V5RQ@s}@^`oDB?U5-lyEwD4u`=(kC0W&RYdesdRr40FV4wcRZ!rL(2g3FVF*iMSFZg4<44yT7-G~$n!w%DoX5-;;4t=OwT`^Pv^`n zsRY+QFvBIoCVO4fXFQiXb~5Fc@FEicu?Aw5a}IgV zFk7(YnAz==z0V|^oUw}3MB^^94{y`=V_q^82XjaFrq-UuDA#KuA2$RSz9r-h8o7hQ z&kqvYjKU*@^5Sye5%TWaIGL9%=R;?R;@d(88d#!MmEOP6HGco#)ud2SkLzG*YddU^5-k2$J*q_q?VwLfPX& z@S#mLx?y%!w|Gni2Mft(inPe_rGBm$t4dvCp#noKYZf6IPYw1Soz4XWsKD1dX=}9e zr2a6U7kak5lCYr+uq{j}PKpzI*l6|)BDu0Pja`3YbjC!&RTp#XT<;;w>0@&rM4khe zCFjXse7PJ3&_@e7Gy=ifwYcx7z1FYEXF>KnS8Mrbhqzx?d>9S^$0P>g~fjyitDS5!TqFaS~{l`*=QgoaALj*i*a_BSJ*AT39N8_-O{ zK7xz8YvfazLL~{XuvfmY)CJXy3EHc3I>PBSz8ZC(Jtp<55la!s>&X&YAp&H2w8ERP z72UBmmcaSuk6RPe^+@JD8DDm~%igK`81}fcdsvuBb-yj)1RvK`l7CslJjwVP);P0Gtb=I2| zL|`otMyX<5F!mM)QCi$shr5~s?BcgXS(nT+7|OgcPa?QxEb0O9loxl*lwd3-4y1#n zK#z_;GEDrcUc+#qoz>n^>L1g@A|=R1LRnagd}aselm$Ow7%@02i%e7B_r{p2pg;YW1Py;I_d5Pm(7RCmY^PeM zyHKJjQB%U`O?zn|{Fz&GR0Xm|Q!964{=q2BY{&~U%BdHVaoJ+&96xP?&GI2Wh%5{<4m{8%h}E7C zsxi9{sOm7#ffGPgt88?Yy1q{{uXaLd3q0t4Qs1*MD?mifGekX$p>&9)wOIMJP6t_u zRwqz+wgEO7uVHC zIt4m<$X3l4K6D~_>8w7CeWw3KcD?SLx2bQ8#zkJRn_^7bgfpDz;<7gBIlSm9pGSA# z16R5meHHA&{cf~Vl^UR0R|0Wz@=2>FLC8)Lr~ zfP9pgDE5#c`O&M$k-m^m`)EvLw`hd)i=UR^X7_jvz2CMNi(~;GPJhS541KbdHg=om znETzAW7DzkoIo0&Ai#K#M_WAt5vO1!M%aL3uvIokAOTmvV=VCGP&w9R4j8e^_9Z!K zXPZLaoVI=$HDh!zFyl&qi9=R*mBDT^p0W3uH)kV5AQ(r66b)UL2SM`9M%)9@!N97tJBI7DpO~$SIN!*>I}#CxpgaqEGNqS3tG^ zQGAZz&?P!W_U3I%TY%13=proCH;!D-ymIy#CvP12;>?(ZX71nSY)21=`>8;OP=)A(dsLl$;LhG3yE+K zT(uQl)u%b-7#hQ(Yvf}d+N3A+!T737g8*##JcX>;jfF4&L#|>PxzkU+#5J;IOJw1_ zg<-y+J7!ewCqwd-;kIb>ep|gaWh7=+_$PQt9PIlmNm zu_JOdRzVPXL^P2dL~qRa)zKD`$YIf&5XQdFxQ_T36NgN1^c_cM?8pNd3zo(qqthRY z{>F@r4#7@<(6@G4A{s1qaW*H52^p-AX5`VB+5#hE;=?jdxX|$sz+lV=!q+`5wqBE^ zw&A9<_5fEw(83Vj-jf6WnSj`i=@75Uhu%sKAkgf7+d>BB$Une%S(`9!WdlF%0hXnJXdh1++h1Dc7 zy{xDQ8-ztbll_8^1s2B!&$f^;k}E^zK7Ck4+fHRyQ;^@bzr04IB2z>GS!^AZG0Ebp zhdgc*kj;VaI1W)l1odq!%P=LYd`^}*;2^-jK~|Z(e4|@k*XbNm>09d__7~Xv^b+jc zt7r?xbdqh7eQP^ogI?Fzj{X<}9rOh%dN{?H%o7oi-3_*5hp&J4h%fAcUqjqwN!g3G zlPQL|e%P71A?{=Qs(QzT0GmP-aSX35Z1_|MT_Sf29oG>@af zeVvm2={B-V*ZFETz+WsX?#sQ4>MXmya{_7bS;Z5q!Mf&HS7^&7a_OJNX~Q(HVX{g& zWHCJdgM3ilRrSZO9Hj&Z8je7Rt3 z{8QSrcG;!#CI!BTEj?vdA&~6HYk?Nd#?9Wm?#pqLe(RpYA;90{`EW@Qa_5uyD}L4C z_Yc{dXI?GjT3Z`4a`6EHwJ6axJ(?nB&{ukx1lw4>7gN=BHjWTTet5`!=(qz`k`vB+ z-6mz{1k#{P%yFv0WD{TyaStVeF|1QoDTcZfcb7#U6q%tqQ{H4GDSU$UF2}H{ZDWAL zuCZ7&4tTU#COFw%;RGX3xFKqSA2Q<08ZhN3kWKgOs=x;!5|BAKC0jvxUeMTlZanI! zze@jhHQsI8g*DwI7l-$YN~^!><)BN5RkFj{K^|pq5pN4Dm?2%VcZg=bLEp-f{MWVX zMPuF7b%Cg#Dc@CJW80;F7BVvB0zLbJHGTCPfk=c!ql~YuZsk<7nyguzvImiUV zT-{?TY?$tmFPS^Yxnw;~N^AvzBy$+@Qw~0p4~&6w9^WT^S&aDp0KHnbo&HSN zwOt!+jg8y-G*>$uNjC6D{EM@(w#B$(2MDX3t4+4>(`FIKAaUYn*~g^rIm0M9rR*!w zzNbpbjj1J&F=pFG0_3{Jr+#}+-nZBGJznhQDUCyvSrmqX_85J+Se5wb1BsU2%E$IP>THfC7ROWDI@ z8U%{I9SQK}FB8mRyH5bHs+SRfi{~Ca7s_cP-hMYyR*WN8U<$Wv0mD{1DaHp&bztv3 z+mVG%KV-d5(MCJ(ywA0D+B)XCutgLQMRJ0fGrZV{&&W$4T^GZ3<{f-v<74inJI2b! z$)Eppw7M~-olC7lo`?}UWSf4~!lD6w78Q<7iIX!*N-7$Z!=@7k9%oCyW&30dK5qxBPWw8VvbBBjH`|^ut7-hBCp65|zHQ?kLd8vcE z_*|R5DAVdF{2k=47-Jl|e%OqA*^dJEkRjw^k<7Zvy+7v5b{zWgp6+Nfm_&zqx1QA7 zR$t-6me`L+KM?tlN0`Qjb}>P6=9B0b`I1*;yQn|+2>$fSeaL~sJkCKji{?G$byy*H zWNY!q4znn+XZ_Y&^gT$Gf83p5zz84f2jzD+FLOCh9ASf6LT*kz(hqeZn zjWq$!D#}&_LqHro*ODxbpm1uAmZM|*aDorA;s?dOCr8GQh;Rg)76RcK9IZA5CyqfI zoEt1)J%odxB%o>o{+z9#%8>|gi;6z9&oL|d^)CzkG#BEO6*;GNj74CErE%vAK=cXm zcHQTSd2+mOfBW0J?J55fP1e`kWmshh)I}_xefHVzUlo#>Oau%#a&|~BBRhS-1@5l5 zMO!|DJ#3x54~}%hb#1za0F(PBw&Nal$9B9n7QqHtNfv{>rtfx~r}mm&vmdyT4+2S! zx8HtyCtukYpYO7;HL@pnHX>-V%Vot_EzEx7H-4j&wXC&82fwz=K9{w5X`h8a!ix>E z8S#f5vC(aIN!SLzI^bRB(cC;=^-2EuPvf{<{vb$1$JKq za^I3W(*6V+!4Jvspg2b)SXz~EmWNP!O3sNh;E+hcOAr&l61W#Z8q#PE>LUO$LguCT z98vZ^p&5hrl2Kbkq89aai0kk{S{OC*;Xn?}k<857b{4{NHGjTP7Rxmx)7%k9#8RM= z{o+tKj73GJ$#Xjbs@Jd**c{6O6sJs%oUnV~PrvlZdC@ugcdSKVh9kmc{+y<3aHESz zSr#7%xS$<9L$;9*dTYKRkZg<`TodSFfM~*st-(V-^cL2fd*24NMUJr%!2n5xadd+o zgj}j?tlBjGWyR-$Cw+;|*vg|b+EKg~Tr4_`+xYeE@cvXwY|4CK4li@1tAeUySNa;C z2J`qii!^!y*JZ`Mbjts_cR#;CAK7@7aR`vTSi^4E9lLdQoo%tPb13`+8|AlT6a6y@ zdcwx9=h?>3eC9Kqe=}GA+RofP+M`1gm!2lk*aU z_FWPLDY;d+Ltqoct;|;iLBUd>W)Mh=LqKnNwvSbVq@+Re8uA9DF82_27dKb~dBFAY_q3Ca^`oU~caD zcW7R7(2B*2#hk^By4sKdaBfRvX?#ee%)mnrJ=Bp=@7XjN34AanGy0GCh6J|lwXfNQ zpkZ$29{b@Jv}>-~GsdT$daBEEyJqg@#Ewq2z>a>J1EL5kwn0Ybh{$c4d0B-?e3ERh z#UR-lO9>fc7=@j%h2Laq`#Kw`J%4r}~&ZkfWGID{>!w)~) zIX{8l_!&Q=7tqNs!B9{_Xkf!JSWO}<>Mp|*5ki7wGzC%mBFJ()s{*P%jR%==Hl{pB zWBkWn;OU?@NEzKRZg!J^O|Rf*j(%3hdl@>bdin*w5NV4wxLc@@fp%Iwh9{ih>@(z@ z{pR_ARXR>7Eb{wj&^tuX?cs?UCD}Vy?2T2qWU^wQGVXA3>hRXga*fL?8@Q$-+8Rbv*6JHefj zJo3mRo#7ymoRR=(n+;*$RQFv3P{EdCwe=}0B48O?NNpQ@Gd{u0d<1k^w`}DM)nzDx zzW|~BDLD&H53v#C7`qjsfFk&qi)-d(-oC5?PqHLe4$|lDrvpRSAPex35kWlZ1&4wp zXLN{ zvU9Kpb&O|7cE)%$w>fPfh{y~b7^>^Kg{8XYL#Ix;n5)H=dGQ}15m`jc9wq0SZ>TAl+jho>MFaigh$jNo{ zFrNf|geP)dRHr{Sjzk8^s?;INAvoP}#~mHU^9sM)trd6_xU{7IH%B22mOBj`R6} zBV(8>p!Q`T5lGh^vRks1f`Ns_(5^yk&b*Di9e;led7n8AwU;`_bcQv;pcpf`xQ2{f z&wUG$O;6#@hmhqM95$I_Fc!Fzwboxq;Hu20g^h&)vd`x^WX&uNPemS^;I`>K@Fsib z;Nv~n+pTh)?PX_X5qaOV|6{w4?b0zZlYeFhDe+h8#K!a4rspD%n<97Q_l0!Ds5}c{ z>+6|kp6OO*vPQ{tQLKFwV?h!*L|HE+MIiLBc(NWt<1oI=W9aj9x@NA3&MM*?XRyxP zkrChQ_6#60C@9f^{&PX(l1v){k^>;n2Z#|OPo8Xt42Q;N?CZ|CKel6kk1*u1 z02so743KLJRoOt60@ClLkM&{w#_O$G{)*pa zkwCb5d_hn{IFOdR?z*cZ@g6DQXj?t7f|qF&gauwfS0Lu3Ib%W1bvi_TRc=NACIS~? zE^x`R%M=Q3NY2%KE1d2ldfp=%7Ev#}@Ipu2ZLuRAvL@=a1-V2Z1y43(0Y=W+&cEfm zGy+M#f9=#SuNHubv~Ot8^B2aN0#71LRS^o?}I5$=)-<0sp2qeRo2w=<6%E$;t z77`vI$d_OG7?TN7ufEp^zl8@!EW_hDGTYyMahYgydwd%^vQ_O_Q}`q3 zbe}!&PZALp4~L3#r;6=5^G z1x_BdKq!#7>~J8Cba$6oJT@i^jKuI^NPQj)kpat>cEP3Kb_08|_u65X zL}CJQw~%0eV{sqoqAra2OW38Y;-UmAmYU)w}z$rAkhfc^pFR)@ulQo?}DgWeFXKPKp4h9%2u3$2IgM7$qOaMe+5K>#&`p_p*$$qqZ&c)n43uoT8uVo|6nU2do!IZ8p z)Aeof(LbN%;J@@|N5ujFc|CU-Y>VHf_ap1@CVRS14(tZ*e3jQ#HbWp;-Bowb?d!H8 zkgHIt&-a2rGA225`nz=edzsV`bOO&7Q$t#XYwl_9%RM2*EM94h=lGI_LFJ zy`gJqH~qMO4EY>t>lCku_9)Tg;-Cfv^$8f0TIs~$| zu!j(=YkNl^&OYb858zBY+{Bq~a?hEYJlXw%50%gg)^nH9fu{2Nu=>&wD@ zuW%1`R=-R-2uoco1PXydpb#ho3V}kP5Lkpj5y(Zz)b&E35GVu+fkL1VCR1PXydU=V>Kkb|()#X_JE mCR1PXyg2>dVOl-i~fk{Q_m00000YQ|O5>o*I0m}dZ0nLMf`l^A094Y_GK%G=1ML=q%2~NH) z+|9M5E#&1vXurxZAP}H5Qu-#D17Dr{NldS zKhOMk4xR`4FY2$lJg|RLgJtA_|GNyD_eBj-$MtjeD}%L{(slv?!J_;pfl8}TT!DZH zfk=x9tGR=ocRf1kt!6VloMe&DMrW}JgFrapIgXBH;70FCt?B<=7WiHBUeRgZG2YWQ zZvF}Fy1HfAkCXfUcE#OE7$F}jLVs35!tA-zW(3aDlk$7 zGaRGR&O|3BLOr=2S~6eYpaGM;QC+T>H^j$aYIy#Us>$@f9rhR7NhiIM`u)tt>$Db- zI0lgrL4k#ShjFMEq7q?gxhQWP?oIQb^^SBNgAMr8g_!3L;PW{|;B9}*8}QA6nqLymJTnW&B-%w@rkU_=PXgvbEEt4lj% zeyRWG`h%cqsTY(>4WeEn44_B#pMwEBb?rS!;K~q~%?}I9NbngmCEBMBs%igoN{tA~ z>MF$8gbQ#pa00l{{4XCIyyq~3$Oy!^^8*CPiPaH1>g;ATY#1j3rRCELAwj6nU?IRj z-Mb9RmL_F1r)RL{&+eJ=5a0A(HnD}Mwq^d4_uLO*s%Yor00n78>0-=65rxLc7zZJv z6APlK*Cu7RcnW@7A;yL{((jckI!2+k!V*gCc;d3M@HKjEU{Uh$jq_cVG<&B*T#8Wd<7b>)T@WA7#*Fqp9B;@w{0CS8~o9&0_{!x8vrIBMSsslDC>cl>yy@?8=4SP|E>zmxO+BJxGtbn~3O{)^(N)4}Xe z2k`(YrrJ9AlM^5A243mcDiHNv94I*=#>h*LhshoZv3UqjcrgR5<$?7d+lT^;i3jWi zs{bfPoK-r&^^m;02`WvRRsB&aAMA%NqvK{3Oc5OEZl*|_deGtbw#McHzG9i;K%K(S zC5tefTJts;w24La_)gjcg7xe$_90IUPoWk;=VpjNKN@I9-4Z_5{lPNVBae!uMIWQ%FdcdzUVtK}pE`&xQkzVtZ-PMDBS~VqBw?ywSGeZ}nQ+^@Mg&Y82oo3myrMX@86*vcNCUtMBKIzYC1Ym*h+A7yj0gr z_{_P&UuYB2|SVIJN?m57=xQa^Dd zS^2z(9c!P}tS}Yr2mJtZIaZC+vRLlAn72hRJ=^%H@Jk!=LC^muNM;ZNmMAlJS*1CX zX%nP_AT_!mQ<7j44gk;JK6}pPWq-FtiY3N8F502JQQ<_8pdbvGu}kw$nUmAF{U5%m zV}+>_nCo;SWE)gLnWS1xDhE0l&tddflEsl^5Oo^%{QOK!P3@oKxqIfa&Mc;?#gZ(YUr3X6G|8yXm{DC?{glb&mIggM#D^loIeP+582{NL>G!`In-CMyVwaSVQ1L)HI5@Cx)0=oJ z-uUZ5hGKc0F*m0yr=U>dHE|nCnjtbIRXxjk>s`X5q%w4qTn{p#_i`eciYGa93mSj) zFXa-@9OZ96W?^og|LYg$K}Ir5rgd%YU|?Qb8!jzYf%fHlqj7jitNdb;xXkzOaEfh_ z%>ih_6r#d3C2bEmq^o5Ak{Md!5bSvJ+P>e@pTzL6pri&9zsApdym3ALe5|v98PXmP zm9HZJwMYQ7I?1B9Kr@0}I$ilyk!04pK3S+0MYxb0c#r{nv}Z`nYtmGLVCsL1wt#0C z8Bdm;>Y>9W6+78ihfoO45*f10mJx6K`VIWQ| zE!G$}S&qR5w-=G7ovZOA_K-~VD_TA*&@F4IzH#apr^LY4rud@N<@aqv-+xW5kvw^w z1ARu8vWt!nEh+U7`xvLV3&}MVmjrU0*6>~v7>fl5``^B#RNUtuKbWYa&=}Wk?7KosZFC3+Y!>S@6VamOq_ZXo z0fB4@Y6~mKr_Jo0(&q%p%<&fi%qE=<&A&G+;Z6;!>!X{Z!6~j;nv4kT-Vou+%YEYQ!0_KH+}vEwv8ibdhh_&{y+b_hq9_^Yh7KvkS57 z@>Exw>52~3Q(?RBJQ$sCaHo;@vqJeR-E4-t3#wf(=`DNMpVvp+N}0&KQ`vB6E7Yds zKBn2Np8ITBc0JL&nN+Ai%z%fXbY3o8ap!jERKZU?H?{RE3sH_pHXt)|jH5Vgo(izfuoov--2Wt~1@++gxN`W50SkuC8_Fb#1BQuD3A~L5fN%(6P?%K{bqTKtfc= zy=J%Hy{_V#6S;u4)8*6Nm@W=5!%9s#@AHCT!=^1N!0-dp*U<>Q zL7MaXUYsr-7=F0bd_%EW11N)?lX9p-2wFF@9a1haQb)2yHugj|-Xr4fa=qc7%gp12OH5^O#3;vS}EA<)gLrzL6a=B8EvxjKKHZVPj4b1 z9+$sww4C>TNU1E?_F{UK|01jPM(0%D=r3mK?w$LaZ2yxfc%n{4T9R&g-qMi-(ljx8 zngAm?iEL)vtkT~dPQ!Q@1?x@-ImXu>!si9ty|@Al64&DRc;4XIS5w$}T4F4PaK-t7 z>*-;IBk9PpPsQxO=huy;7l4oonHE)x90vGI#{GMMnM%=WDo#FrrK4pu^hauZzQfFK zrp7wmgg>Ag?al;-x#yw3e}P|i-NOAkqGGl`q4Rz^k@tQZX)L3k4C%^{$V%ocp|_dj z@#+Z(2Q*IOI+Yd0lmtSk+Vs0zAVcls=8(~h?@}?L%*nYkueibyf4q=qb+bWk=JfO# zzFl#gmpczI(hE2(>qkDcBf2y>eh`=r2xs9gl%jd4Q>TT0G)CNv3wx zS(Tswl36m8+uzkYjju@ZrewT&O<)x6{=8^z7fjR<*QV_Eo1-z_E+Xgl`Qh*w&xn5a zz^zbAwLf&nH(+$?%jb#*>A@*7Wz>+G>c#}WV>5D%J#P`Chp~Hg@OEN=JL(XpE}qyZ z$}C^LA0-y-L+TH)bxAdr?E=sB_J(43&CtRvoz2%ZFGv@2E&zAa$z&-r~JHUA9I)02|C=Maw_5<(!ug@ zOb}i+iJlA5KDSUoMQ3knT=1HVE&s!r)ya-9aPec`axGt%f`*b(hHis{LSpxdCXiw) ziU=)Q3bn*sXF$!_-0Y~ZLM^DaCQJDB$^yfI(nh~;rPsx8Z_*@FF4>&2+w6mFlXmok zOp~jn=NP_z>OqxtY_P#TZFNiL7{QbAX3zmGJfw8iah?uI&Ct+m-;MuXXnGY&8)q(s zSgq)@7VYT&T4e*S7cVhpMv?$fP%W>FxGjki^A3j|J{c*V-i>OY6iqw5{5sg)9%smi zXzE9Gxj>GxTN9!23w0)8Vc2@WMi!v#rehsbBfAi@utHvt9p|{mSmrK z>i)7m=X%EI3DD-SE|JVJu`+GV(TNL|VBi?sdUB-COM&A@z%Jn^-NR^p$Jxf1^Hj{X}>CVI|mN>Iv zQcb~q5E=Vh%9|9~RXUv3q3C{uQhD)&PK>$5`L0S6;Niwyf*NZm^MxcIck+0Q!DV*y#sk$Js9f|z zVewCbz9QUd`kG!=xh9@D&*#}7YNJtF$gU|VxN@@Tiz+n1jyW*Q2VkHlpR3loCfgk00fST`IU$bqAQe zM5XH0mS9^XE*v4Rep?3cTZ7(d1cX8}y%=wL{G}4VAUpW(7@*BULRpn@zfn)R#cNH4 zVDjBzSKf+G25sS6+V7q-AV@}!j*bU!%1vnx&&9av33=&4^E`A#rk*((VLMbukO1t6 z%+Kc_5vU19_dhIve=b7KxW82gk=Md_NNicYo2HHD3~ou0p0DAEpl@2?-wh~bB6cJ? zsKfKnAO010d*#?T#tpFSB>wrAYS!5c9_}8`BHF1>)ypT^fDE7kD*x4ph`a5Hq>f^>~FT>22?y`f~*K&E%HpO~i0XSCM?6z$i zSjk7jJN-o4Z>X+j5C>FNRG`2>sO&d1HnN#-o}ZiqkfaCtPp_kah9>F{ER~$KvJIMz zy{06sZgLA&$d9giqIjK7C|Q+?-);4hCm4n(uvoH?Z$9Ax-X=d}vLr3d%3^o|jkp8D zXPFGhvHp1c?uoQJtkW3+RBe=F!eQ<;K$NF-^{I*crUrp{pG@#|@HB`E{=NduWlOXtN+!e*!r&FW1;F1$eTT7Prz*=A*4VW_(;Ai<{xn_k#tCvY@RN1yRDLcEw4q%7RvdY45psBIp;z@p1 zFL3v_PIs5jnxe}W3&0P#cwHSn+A!NUcPxXk2g`aDyd!kK4UDwzPxYnzelVShVKrOO zDT7fgI9h9YdW#*ovLjTTefv98U)v8_Sc|y*@kjINN(SKC;|Ah|%#}CG9PIS@p=i}+ zk8WB4cK&wl%f2{g8W%4g$bdy0X!T$`O0^+vp%n~VvgvfL$hDfvI=>J$ti>)Vpf$sh zaCj+fY-NV)e0{)ocajCiM&}u1<*`2zBpgBIfUQ}Fv`%NERBx`Uz3e*rrl!N@*ubEq zcRrL9cHK|UpSiDAH(2d>d2|!D<~{WPX0Wns0!8@w&|~@r}bt{Hxhb-xk8^&BCjN66R0VF#=~- zh?`$|3R;v$K4bC0MXLFE#sPXJhkk5s(JS&+)+L96-*zVb8+Ll|fmZYTwMK{Enw(!C z!V@@KH^q3OVk8F+N-=-l-P(o}&BAbe z+Zmr0pC?Fv+;rTcZhouYOhd~z++}YJGa)byZctn3vqy zk(#i-jUazIoTRRTelT_VNpqu5kyt=14~3!mTQy>bTi~TM_R2w?T=S-RG_y0%^eA)A z+MW1vADd((8?9G+T$%0IF}WoMf2h*X(x%F&<{gn?+aspqF2Ih4sC7{v16>2 zL$)UsYYpOB8y7Dbpc4k=V#P2sTNC%1@h&Bx@ zzjUr?+I;hJUBZ!4h-P-tB)R>&@t-ARy5UtEeU7ab!y%{QoiBw{f!L=8y6bLB=*}TJ z6c99n=JloD=hUdl={*$spL^x+A)pPJ1dTXqz_W&nA9Gje3n-v~H~z(cN<89E<&Pp6suhRD9LC7k1KCxF&H!A7gVsqt+h$1sU*h zSB|_Y5_Am>BoiOnW#&gxv|`<@y^z=;FcUrM(AH7Zwy3o*26n5V*@TUXv|z0LF6_+4 z@uJ)hU(tQKFZ8Uc2DJj|rUuw|mZ0C$WN5<E+zDI;S3K{N1I(!yy;9cpe449|=`SG>Y=p5eW|tsBHBYHTyJpatQPq zRQK@OI*zOmpJGfB;91_Vfpt*R{Jax_L0Ts#Mh$DNp3eOqOb^lZY+lGlo*OVuQ0M^{ z>9JBhQfQ_HbsV{BsJQL+A*C)$#+ixxBy&MbVPUiQ4h{Vx9Fbyr#Ly`5;b_KCPKv3i zE*;Gn!;~Jw7(6viB=P#dPH$3z8EDV=C@F3G=Ma0#$yPxkhoQi~y zTLbRE+G$s#jZYkx)$i}li{0?i-@rZ6n>HALf;t7+b91f;3c%jVaf{F=V7L#DEsbn* zfKDn!WTG1{i-cn-b(PRhW6qjKL?dT^j(u?FSUP?j9D+VEK5%WyCF)|Ytj&a9^^-Jg zny_9!;;_NrJC78;iwd{Fw(-TbydyzTcO)wv=H+i7QfZ3IFsg}BR-SAz$~m%1v3kf) z(5m+3>mDPsQ4A{w(+a#2G(}wn%p~eWNHj`{ zLi|rg`gF2ay|`IuPK|Q>w)J3iV!sF{!osu|L2jlpt+iiI`qQ}zL}5YeK9wbC5}E>z z@S94=a(TD5TrYSNxMw-NPe#zTF7jkTrgF-^@HwYrqq5!u4m+iYCo=)duOU(2B}y?@ z4aoqCLpobo*J@erCjA@ycH_F2sqN0MG`ER=XoY@8IOLWJqs7tRFnQ{pZTd&k`| z_|&c1!4k*IwRv4$&ZryAF`iFb8d2#N)%UUwCpz;hC5jxUmzX7JQA$)HVHYs5hCoV7 zBV7j&o`=Lb6dfc}0@u-zxn_EWNx6OTr+kdX?lH@X^1PeQ@V%dyER8qrX&;DKja88* z@FK%_qKDwzoXLpt&ynba=ZY(_Dz_F_i3!v$^d%Q(29tylfG;Q*LtDg7s&z{KbB89l zit*-MNm1CdZ7qM2b5o38bq7OitVkJUvvtht$OnYESgSo_n;nXCNdnMWAdtNfEY|w0 zEomkoatU1|7?92@2GliDPQP3C7iUpOsPVVDyMc|Lc5&YgSC-9Cp2$X-qCglL7+^Yis<66>3mWmZ$ss z`_;S;3lNVw(^NaK?bagegQ8AG!GrRd%dCvX=p@TkC5hsFF+vZ%$tVrTSek402*0M2 zKdogAsu`pCU<-___Te(9M9OX$50Xl!FMX-Mwih1?C|zUD5?6>|SW_ZlZ{ifu}+EXYC5G zr13hTZFTc5ir@#$YlNEU{F#_Y&lZ*t&eS{S?CQv_d;SK0{JRav9`bzSl@MGC~(tE z(&SOLb`SV?tL+Y3qt9`QSfJ73ocm*eP_7#%SI@3<0nnj*IATiqEL`kca!$3>!kNJ! z{f<0m&Tf5@9VEXf9s7biGu{>5Ho4LQQ)vmN`k{CJO$(UD3Cy7@ofZGxT)d0^DXcFI`Q8DAV1o zifywO?-PcdAe0*Lb`#*r!gzI*wbB zDDbN|rgThb>{pQcPb-2CLH*vAPe(+_Z{cvFL4`LczBgSyWn-nOmbOOvO{h$VVfay2 zj`QeC0qo~bi*F?b)(OkWAeOTTFV&R4TR}-SquAbRnR|_&~EZ&Fv?@v0cEiNl}39te7{P+YHf2IzS_7 zMI$h%2t-HVYT9NTl|#8Vg`>rEx9^ZG#Z{vl-sB0%1-XN)PW_g2I^UOy4I$(%-meK? z-q5h9u@eM(Yb{JCWuOU4Yiab4u6bxt`V)MUmlB_h1Yq4Y;dW^gNBpozL#YO)l1|Sn5vu9lD`M z*gt5rm&z)6mxtAh`QZF%RN7&m1gKM%qx7oecTFy9;3zv8vB5Rqfa9I@Z~8J}@FE*) znqoSp<<|h>)$oDL=|E;j;W%ITVx7@2*|WT=c!3B~I~ZZW%OG|{P$Y}7RZ}gdX_FC8 z8#5jB=(K+LMtR92V|3Hl-Bf}yjJ~y zoWLzhNfQKTV+c$83D(S=&wshXjL1nz23M&702P)DWGTF<4kc6rQLwS6>oBD`4==$d z3CJ!l^oLJwc*?3!w~j9GcOpp9?r~*p?NAfXrpd-Kd)Y*y8 zA!+tP=ilEbsgcdhf`lQ%w3AKM>FtYaoohbwE;udFKCHy$}>4!h!H5A5ofQkwxj^hJG zQMmf!W(jTYh5D@yyP|IwUzYVyR7`v99!`z;Q>TXcv<>Twh@agm#PzuQus0 z6Y|zg{_q-OpxiP zC-dxErZ1-<(51ciz|(-L{@tUnY#cbm(kJYTcnmARpR4NSC{aV2?YA>*mxPJMi+bW` z!4qa%*fW>WWh}WUE~oDT8uLaH6x9p9#Gg2C7qbU*>YrE!e_s$4+zdwAWI0BcHOW#3 zahe!iTMYW$QahQKKM8u=f3nHwVT{D;DqEcl2!1{g+rPMz!Z{L5GFm1Rr%-aNZj91Z zipje`-msR%XE=H#3OS*0waO@uuk1XaBIkCbU->`F<+7v|lH*vB*Jpo$3)};vgmmVc zVV}IF|HSrm_(ycQT@?~{g?42+#v4bMCR7F6Bt-~+So~PwSGtzesuxu~CV~^n)(uA} z&DL02I*U5`eRd=Fk83cF3vDd}kVumZb7zD$J8n$D?scz$oy>D=Oj9lzZ0zwPCcrzuZm9L-t0U4Oo8J3O@D+AF;XiwEMt#tY3K@QleYy(c0q{-hNt&a_n$sp3=t zuP?*HETL;%;1!-%4laTj&oT`)bAnxt`Fna6Hlv>A*z(}}NF(rLu3=FV+fxE_@)mp4?pxcA`q?KcW)hYdRS?R?=uFfm2<%w}sRbqqsch3}QVt~Yp zeW{`}HZ}uzH-O-EG6;X12EqB>WYPo2?|Do3+@d*8PiN~HW`-VvXzj>Gl`Jr>6q;c` z2umHcL9YqO#NHynF?<8^k6O|B2VCGIKpYtvNko*}7Kn)Lx%p!{g0>k63hAXh-cNnx z6SK3`(zy(Aq`gUwa5=$hTK=`Z2rZwP($Slo?F(@Sv7f<54;!$Y5j{UFIyzaX@y8g@ ziSS@*q}AGp2`p{w&54K91n4JL6~#@RG9e8gog^4j!?zfHc6=*axo7;q{}BqiTT{TH zmGrb&LZ468k;do-$SC^2DL)yf6T>wH3=!1MuEoW-;6hh&Jnc;}0{>Qu!Gc#^rsf0Z z0$uR+-v{`96P2Y1uOoG&q=PEt_=;={f<~a$YnVq4VqGmRlw% zy(k{i59dn(F5=5kS8axIu};*PI};F%dqD(;7KbLN05nv`CnbCt>F`e?II6P`ASvUeUeer#x=S#HcXmfVh!<;!WkGN5u-<96 z#||1GPlG#TEzEkHqW>jA;OAZkpS>WbRmmI7wY>$_0th@InK7&fkEs&Dz&7iXsPv%i z47y$_|5<;LBhD{eUOX0qwE=si@)3a<#fmGy=GMRJvoHA1LJx}xg*V!5wsWZastj5Q z$VMIdKzuV~wz1w+zs_~abKV~u)g=|lt~4_WOhHztVp;)c z80x^K@!rxIPtb^CO1sS}%9;gx##2P|3~#``OEQ4xg~&Prv?H=>`-*eEW);gek;`?- z1F$*n@s(d2p)ev|j+tQoDE&zHPF5W@E1F*fBT2TRfD);H0YH`aX%5*#K~?h7AY(=c zqgd>w239%}?lCMS$*M%i*@lWfm0s+0)GFkOcMx9^`+_s6ACU~OTP7E!`VUU48V;J} z`HhUo|7~66jnT)X$Y6)5EXzEtC>3YD{S;EPBW|3ijFV(}P2%S3puWHzR5HXLwjyP) z$o;+eQ#>HTvplI?zAaBo_u{1H=3-a0dS5>U?n&``pJRZi5ASu=3_Zdw%(KMYmNWF9 zgui7>Oj5~JolLT1wg_$i;A-(PL4_HkqN2X}MzEawM(#*-ZQZ-;<40OWYD<^0Iu@V> zhO=?$Wp#5M7B=vpETpRLW}MY$=KPu>gUO(X_7fS^w`=NW#Mz~nmTfCI$_^Y1eudk8 z+K*+ZwgF(nxphVVp814hn98;?n=FwZ^h<~Un4-6?e+xIz=^WP^qIT9+z2=}D#+#0p z6b2k}l4cjWXbw~hhR_*$gPF^P5O;Tjb3n3PyBAFE-U&fpY@83PT?@Z?n6j{z4?KyK zAruLj5J$<4QS#c97%l-RG4sJZ>;2QZpbza8=6HOGienBaa!obn1*419W3fM>T@E73GDwKWEg+{Pl9UU7E8uZbk3w*N62 zZi|SmR0@{b46~W(ls^zM_=P@RLdX3K&3|6say3q*!DzA)MlF$4#J=P{LYZ||sBXHA zWJ7BLmKF|~4MLTdS%WD^cg&s%oLLblW<_vGGP?!ctZLpC zrrQ!x*q701%NYSQu|}`nuPBOeJKn(6Y%vP`DkK0HB42EAN0O(m&+eIO*VQW{I3wrx zssMrPTxV~b^J|A&VZA2aW1|O+&h&z)ab@G zY(m!+4npGbS&kB7L&y-ycK-bocyRNJSttD2s=gmuEEd)~`cv=a0%2OuJYA+Zk&@bL zjzg_C!A_0@JwpEkQLgKd3J#wZ`3*#{-o;ofJtR`(M=~o6H)dep+R4WpZ>#eKrT3T(7!Ky>ray81HE*L1D@X|rOvT4;e`1RjVvJp>dqoa39h zr}2)m@L9*|Qr?tqoj+I#p`kQ4KB%ed-gV38{S)i5@zRI4f$me-qGw}*X{0t1$n4=l8N~`P1{E#xLnCxB5fN9iOl7sPFSFGKp%yCI9%rdV zEHCozhvl{6Au-WohxY(xOP7TRFxI71?`cNg=cJG#N^l~G%rf4T;4Kea&u6Mlf0|e{ zH*$6;NQH+(Gn9L1qSZ8^Y{tFg3gC2k=$sVGR5_*7^ zz92*J?Vt{!ScJ~x1*d-`jr}jM<;uh4%_KLfXdq5Gk^%aW+&7@!BdIH5->kqtf(F-| zSDPdJLhtJYpPpn!9-x(EHcdKeimR=Y*f#pzEU* zYgbc6wWvd)3IT|MQD;`HM4Vac?Rcg{1zx{S;0fc)=Mbq)au-IOQ! zSBgj`^d}-q7f|erSYt!tJVH0kUj~gY_&!R+&^uwv?AlfkDV(cTT9i^-8`OaZF0+6$ zm@FB)H*|}wUSG6AOzEO^&N{~82dBl7@#n=9^^`fy4x$z5s{NN*%1L3=ZBAGUfFR5l zXDiRwpg_z(?}m{>P*7tyWz9NseZG_-&oh!%(p5loC9W&9-T=WK3qeuIox1&VBIZq+ z7$Jr>N zPV5*qmoQ&|q{1#-hCuc{RpwG`?vRk88bfutel2N00+uFbkc=}a(|(&y`bUWROFdWo z9|iG{8$xsX7MZiMh$a7hr}q`+apHeasT1PpY@AtpjdM8;%l>Cs1Kfg`? z%-&?qM7e34E@_|9yJ zk>8(^HAZ`w*vg8Wi00XWzsgr5LNQRa;=tt@OMm$SQKEC*(z%I!F5VM37gI%sUZ}H6CgsK&=HZkzRDu<& z53wHeYM&{(pYHIp&NTbg+c0%Ed$raPH~2oN)p_Sci{jeMSSqbP~levP4n?p`DOm_Z&o9 zx}P5Kg0HJ*E5ZZnpG!*h_ogc9d}8HS&2cJKkdoESfvoAj|>GXWzcrs%ig1lxF9cZZ8C zR`YL3GF8fdBTK)|Yiq(J0s=6XZatD$%f(3&*KloFIj3Oa+UvmFH$wIrKCIMMMRxIc zl-l3$%DyU-2MVR=B8sXu1#wbexZIFO>JZwo$lyf^RDuf$J4x*R5`sl#@YV_nWCbU% zA3B_FY6K(cf}28af}6XDZFOuN%04sZl8xpzc!^2C+lEa%bBwJq(mU2R<)JvTC~|aM zSB7Hf%lDmfX5A>ktvE4NN!6zC1-az>MKRREZ#)Efy)AxmL;uc zns>%GozU+vgQM6b5t%t_loUR@Dd%(0#()-)*V98RFaPDew3Z!;j2ahOZ?RL1pSr$w z2=`%SV>8Z!x{5@Rw?Kym0JH_T#B7ZvG(vGLx=2Ekg4kAeN(7pe$G|95iR8j8f!ci6 zdWrEc9y{4NgZpO4o!C8tm+djCjx2D=l=wsU9S&C{l+V=YmP>4;4<9oZ@4j6qQGoXf7K_OrqNc!zI5DTL?WTtJe?FD}vB);SguB}`4Xx6?!ZcCmKg3b$SsjG4D7b>bAI6cb$k);u z6d?=^qf8Q27G^*49r1hS!OgJX;MCYJgj~i?6X70!s-y`R%ej3jd8Vy-e7+|3d**aa z`DT>!&3+AZ`EvqMmc5xGV;6u@3~$;Wk`vyCl4&9rjG__$pP>m(FlB7oZGW$3j5a*E z#bXWy45$1;I8-z>BqRD?ZLhn#1&*}~o=OGZX&k@cwv<_N@zZ^MeMudBC@?~m=AGoQ zJABp_{ZTOseuL1TAE+_gc)^lV)-&r`Qwq5e6_1}@Z&Qztrn*F!au;ol+Ak@#m)r+W zR$V6al%|80esmkRv@)GE<@V^s>fBi9OE3$Z9~AlQ1NwSlseW~kxCgv-ma@1F(Z&cZ zIlWY$S6{AzF=G24PLObo_{uhgKc=C`Y48)QesHjvQ>&`Cv}H)mR+P_*&u4 zyK$NhDfZ|oma@D)_WvDraTQ1|q>d7@B_^w{;_mf(l#}j}?Q8(+r7KV@Qoa*wS%$$axYi8qU8m<^K8TwqL$VN&< z#KKC34J`~G{Eha&mR2?B$3-!>sMM%@Y&HG;fl{3!oo3FJ5URZR#F6DzcF?d2BJc+1 zUt5g?RqGMPUP4YjvT@%Q(I8gF>N-I$k|BFCLhja{8=+$pDRXML0L>}pZ&OtG>+FIv zf}!sX$Fy6t3C{-!xKcaZ}J5)prcx95^wSWp9LS?}cDgYf4u_0e=QeZD!h5MQ)Jo zCwA!)tX05p$d83Rk%hJHX+vA7f^yY}2G;_mKUJWa_2>>i!MgL%0{WB(WpBiv^A_dn zre75~4gV)djtK$m1cL3oz=ek}GAiniJ@>p|_h$x{yreMY>Enn|d5(k@g+2WWhFaxV z)pXc;mG(|o$-$y}Ov8=i3X^_cHrtVX^)G~r8wj2nf|0QYVKKUGVQpn3`f(UQjZYLg zm0fRY5BU18B{EIi{{7x>-aZwO{0`{AU#azDhmuG4iBAjloX)h?4s}H^t5`q4XBvwb zt#){PI!Gf*G7jw!?QkfATve^vlnJE;^>m{+k#CgWN`zk43h@FEFk>E3Y6+s4=oeIw%;B+Qah3Ylw(cn#OWI>@*G zoDzR1ZhTyD*`F3RS;QFArbmlje!?(uVUR9J{hWF(mAC6}_vwO)08C9O6PFzC#;}%; z*cf*Xy_Id42UO>at1__8Xh*Tr&}W=Nh@kr$SEMHBp;|0Wr8TFzFt;tR2@4@0vDJhm z3-Imfwd!p8!w*n_$QZF~Pu)R4Yaa>5KMpj~sE}S(yL=eggdf6t6h^=*Tx^JK91hUu zh}^1}GONmM%6%tCij4Z1#Xfkc>IdJWiMK<)6)7q>*RQ@FjY{kR@hDGAZMR<|q;JY` zW1|DWr`p+QBDVVs!4Ej+Su{&*U2`ehy7hVM*NOStm1tBU6{!S}j=7H!QCs53;|bHg zkfT@&Utc57h(HOoBPd;c=0q#zt#{hyOya$NEP_Z`hZU*QpC}@MgbgFfV6lh_d8b_w z1y`ahv#tZxM4TA1kUz)1%}c!q#j!TFwCJGromk1lw9+D*WHmJHI=-?fs1h5TfQg90 zgD~|k;hEd06$zz7w=JbMt3#u%C1*xkz&R#5=&cd8$ie3%XTUrwdsf_BG=tfi zLj?jQjHV~VL!%=S=&txEzJ(40cBKp_5Mj5vyAn_TS+{ql|iY-cli$V`aDY}Xu5`J>W>CT|7 zP~2vXV;8WE_>_M`<59Y-!Ks!KFNL%c_YN3Evtk?%qD}@x=VPEp;fC3^>p5 zT-ij{))!FLrRM!ZEIbkdxC3647-+LJ;5^>+$IG7%LyhP-ymZjvurC@_CI^2+T)KSkBN8DckyBAa@Etnfi z`yS6z_7GW0+El$;x8#TfrlcI?2vA~#YLU{jRv{LiSV zPn09*%_)1(pG3bR?D>;Z3NGFmP zQcyIfqM%gx+5-ZuerQLkpa3Bnr_r6WsmRzJzIrxhgj2$C%DwLf$v1bILc8Rr4ZVY(!f~OoZto|mJ~H5rNqgEKN5_4ijm)G9B~$b z5k43SyKEHhaV23hY1tGuGfBs%Z{xjgcp1Lv5)R6DN;1?zXQFEO?5;wzvV(8OT{nc?9h{)+F@MV#Cqmeg#c65;B2TW35$=(V zH}?AWjd&Te+XAM|2tRHv8;q!MS+4R|xVdSJMyZA6^#xyE6btYBA+_3C>woVDIy`Q; z_l$^Kxfu?Jz-u~qtssZ2M#wQ%0oIuEX$Ar&fe;AbCJtD^)!h)0;u>mt3Bs1_10~ma z9S3BdfG^vF50i*f#q`YcFWD#0Imc_T8kaC5>y;>Z^Hrcc`po0F4UJ;_a_C#APg&PH zKEe04;0bzAD-KQa5s9eF$n5XtYjm*<4yY)_RQPy!D%a^`5~{Y=$N?O}?Bb3Jd5>V- z&vz8kEwTHuPpep zw!357PEImpzXW&HgJepX*_U~jJgwJwJZMl(9>cOW^}qX}*ByxnZRLI29h4-G-L<0TSv_e9|1 zl;1gCF0prA`;$PASh}z=$SI+afA`2WuJ>vOs(t$As&x}%{D+W>$)$JMbvEc zwuGmGZPG7mb$ILL@pD5oVNjGwTmDD$InBVq)|ZD+#$?n@1E-Y!biVq0HDw-n)UJ>K z?AfE|`mjMCwt=pzsSa447F*`CGR4{4k#FQ+FEDb(2+W@1df2dez9n$yl$_|fCb6#l z#Y3vOOIIb~;{x3tyE!-%DMmFmCMZU6hJNRW-nrG)C5txsH+)%-Mntg~*Ru$j&@6U) z{F&=grvr-c4C9TxsI->lr-MJc@_mi4jkxUt2OQ(m&VHRT4uMH8x*MS(CLnj9-9j)+Zj50a!>MnXg^$Hl)!0__`ytzBKA z=y4DXb&)(GS-WkX@%UdV2_uH}fQ`J!@)=1vm?esqbfabK;e2|H2&1p!u7z&oI_Z zk+YGBSMI&1KJT3<;@}|}%*5bf{KQpgMz|#lD<(AqdgA$JhA&T#6u3-Q;ixf($V17b^HB+C`!&rc3W7bOl2TTJE#)jFJA&R zgSOF3pv+EiYBEn}Io*D^l0&SqH7n;zz2sZHtEW437^DFmMdd6Rm8t6<-*%T5=JI6> zso|uAMLfLgUMG*f?F{CddYKEbuo`3fnWWvWCEv;!Pv>Yt?!QZsLKF?vNK-PRevKm! z@0XH^K0nM*Smv z=4qBY-r`8IV`Y)Et0N>*gLVMOb5M%oJUYR5!#n$5%Dh^VNz?G_8;U(vfo}t@sSU!O zYz|sS_$PxAVO$6SHb$S~x?#d{sS7k*eS_qmM);UMDb~qJ-5z2Cc_p~$9CoYdUm#CB zm>>=ClOI z+umd}b()^pFdMz5u%oH&@@=*>AMH)zHqf8&=jR(FN%fj`h&_}13NZ{BhE!p~T$DJ2 zGma@bT!?#YSeljTA0_OW{uwc>XF!ces?f46k>dik!}~2g0#T&_S1^_Oh#2~T6wyj) zrrGvO)Fc5X7K><5IG=*o8M(zO@~dWbOkXB7y#Vt+`YoQ~nkm;OjOasJS}DLm5(S6nZ=&n=20_?kR5s2}Q0 z9#~mLaMV9wZd%6Y=}neT(vM1^U(c2+T@vcQ3EvfBbW`x>060AvK`RzhGrP1L%;S?- zifzDrDrSf*1|ok+yX+61>F!M@ zLU;XG5NS`O9H~+_d@~!WmXYNQabl6uDk>wfZqiF`NmHtJ$O5z zQ{FP!M~W zSK^aX5%I^YUhgS$9!8xRM>ZH8UThgd3}04Wh7GKn<$w)EkQcwfaWaj=yZb$@H(Ej& z9Egl?9TxDM7^F9nQrcKUc5;|yIa6v~?*KUsFW<)8(EJ|)1z8aEu3WPIy;5nhMRR$Z zGvdiqot1pdv=voIuvt)FBkT6PWcuL1YT3UnP(IthvmaqFyRX&cWnW%DFYZ0Z;WqM3 zl5G09Q%YOQs!8FWh=Ik8vdo`p=CUPLyjE5&yx}4w9>ccf=zBoQw+w zG2FW+*dK8juqz5v`aA-X@1B~sAG76UkCyV4{2+6EuJvY}k7zis)eUB<0~fw6khtFv z-{gKi*Ib8ejv(u9gv=qR`AK&W6S=#ZQ!Aadp^Pz;dH!P%r{sefuGjzVxNEGf$#=T8 z3U5xFw)>A92ARM;9NAqS+~||W^?VRZ%jLMum*zNyYd)YRXmLfNeiJ;lKUlV-Ryc8z zF?c2bP+8Oh3dhQ_x)DtO8`eI?X#akEWq)AI&%w#!Ve|KUXI3Eo znXUC0xRzGply3d5RWL88qG<0)vJx3y!P`Ukv>#+#Vg7&MP_ywF8scQU9D~sEneXeX zZ_ILY1WTH+yq>N^o*+`|(zoDb%HJTqCYFEg3Xk%DFi(^m zm7>g$5)k(sVHR@J11))zYcsMMSYd2nf&1PM*qE>AAhe_}ExAK35WjyfnYI&laryG2 zJDU{O@DhE?cmg-6X3OUvYxugEF>8@HW&!#(;}a>o>=tSv=1G?^23}#{ z=#fWVHdOqMkb>cr)@0pWhp?rgHF57B+5XhG?jvy57ggcW>4j$Cf>;SvN2MLY^Rfxb z*&ae~`TaF{Fl<)4$};EE_OzmmA!(67Lv2sdiYyghn6K-ITWR8;kNI->{yB zp7u}jda|V)YwH3N+H1v4W312uak8!fIGFIT?SVgBGf4|TxbV!_%ssDD=q{Jj#qshf?^E-4Ib*?bXK zw(618khc7a&`V>Pp z?0RCQ^{7-$t?M?3{^6om-D7b%S(xm)F!)$0E+<_sY&RnNru@+6FZ#i(bdqP(S)N=C z!aZY(9r}fSr2@l@I0k2gl&)Y5g0BnL&qP?|4-g zfqPTb#DZUk4w71D-%y$5q!ic;vxFS82Z7#ZNh_oHYc_OqlK~+ln;eLX5UAftPJg2Y z{ri)HKQYnm%MZ41$B7!7ejB^1!aVE;CE{RSnrUhLvgolR4zwoU+Z|by#c=v*KtMDI zvB&FjKwd}QJ){y}3sWWMPm8^$3;-No=HX}UIjxId^(t|)s>gVuS9Oo0TzlR`rj@ z9hX6m7~&Qlft6E8jY+tiY|Us1^zXY`XU18YlqLwDbhLx`P-CA0Y7^(?h=>OdeM7HwnLjw>} z+HQzOR|8TvU!2|#GMh#zr9ADG`{hXOX=O(70>0gd3>V`597KqP)@lu>onvPW z=24CpV#R9!df^QVd3uAv(5-NwfH}mu%uaY9MxDW0rUTjC2{dcT+#bRX!u73bypze& z^p4-e)>lfo*Rn+I+a1~S*< zlABdnN1?2K^=B_MjLB`ENrwr`{b%vz*4F8tNH}}DnsH{B;l#`OjSxi}=VTUrnxao! ztXETt&e@-zt6o=6<{( zqXQ0uii+iOuf^UH&3^ME#C?hH2N7hh_XV^_o>COB(H^#F^v84yJ=)@abkFco2#sB- z%8E5`EVB&nk=Ac9W;Xr^bayfGJo4#)tLgi)^ep|ZKVrjEX?_<*0Yc^A#@k%H^LDpW z@t9kTSFucoVvLOZ!3d|NOVB;zzhL36X!shP>Qg)oAEkRco#j_FAGJPIoD{j(g?Tj! z9f?hvZ@gH$q`J_-Km;E_m!Z+{;E4zqMUy_1xV2YKs?<*=Ml;+6Pnz1`ZlkBuatmDh z)}f4y|5sT)W>Vk0HK@D`9a>|+l$B0bv?9uRW}QHgF2mnNfG3Vi2IuY7$C)zQ-fa%N zE}CZf09{Ixi8Hf;dY-FeoKIPrc8N85yS@0UK}^vF@I87xuNuFm%5m^rT{nX@Dz`M__X#w#pcA|8Z7zW zkT+I6!#%$ncUL0mT8^&=x}iWS;}{yOljs4Ctk+a5w%2TP=Q$cynznZ<9U<&)LBxmN zB~9uSBDcd2S{}ahVQ9IkcG$+sD8q&T+T4iwz|E}#M-=@WuZ-Sp*L38 z4knvnuMK7njtYFdQGyIJNTnX~n0}GCB$b(J2q`Yd2(A!TxY6=RhQ?F@R6~M{3(F+i z`i1HZTxPqaZD{&Xlp zgvo%Lw`R7%Cp|ium!|vu)2-e29_K!-8@!p{6g=RpYOTlU+8G^)*b~a5bo=fIV8}f4 z0*6KlS0*5lzfGSK?r(NHzhEzfXq6A2O2!hamV3j(;>(?YT$%W7$t)nbA~4y z8l}dlPF=HM{A*kez3Ufk_T26!T6Q~y>C#qLhu+b7zqYTcJk@cAro5$I z6Jx-CV$va-5a!Ow|GE7;E7l#=FgvQq8RyLn8W(d{%=RUId#oYu2dd%1JW1Gn24$QH zvHm{m&j}>SE8nP0qjQ^&u!Yllg$+NdLBVQq0{090tPOQ&`~iW9@ZJy3TT~eyoqSgU z(tK(G2Z%6`-V!2SO496ZaWst=ymIlWbcX9Mpso3k(C@lafk)&f|GR=07+n|^rH|2u z$3QDIP7Y5#fGZi>OI&_&OUbD1-(4FE&#)N^i*6~=BpIu|_c99F7;zY1J zb5nC&*g5;(1!{^(J9X{+a|UZBUEnzbp<|-ZAomfmtRxY2YH~ob*;U^OZIqK13Yol5 zMBZPE;ULk@dS(0qltUF1O)iVKtxO74C+ffXTcrab6=QV_unb;Mj)Vyb$?L}y@8xQ< zhCqEuKMN|!E2S+v@rDLRxx|N6ty%VRA z!>>sWJhHqEZpYpnjEy7_Oat!^35wi8LVtcoLSHQg_q-wh|y6PU8)+)oGRHrkyvM#-S|kB zvtcIHn-UU$^x5*h0QAmRqf&eMtqv26A|K{}Jzo?|_nBRgc1V$2fvw85I2WuHf`=&2 zsGP5|!t$Do4Hk7k+wrz)X-Tvb&M&L}aP8U*=*^HdSZ9QgP6x?6pT9y#KbYODck``a zW{ucvE>f__IyDqe8e_1BBipJbV_)Bc*-=G(FaD6!5p#Y=&16W)Lm@R_Zh%WX=xBX3 zs#E6GjF*H30~}rezKq(HKX&SGk79{CYZLQYEz`t%gqpm&uSHSkD0KxC-aQk5h^zNa zYSXYv^g+x_ywTxb{FrX2h5D>Of{2}VHnMq<*82+#mYA;R8+dY=?{IK{yK(PdXOOE} zyigT4HB1M(qbA417N*(c;pDKOuDb#7zkTXzjNATCl^=s2Gt4Qr@UvuPm~zDiQOt>G z*iHReG&0lK!rt+blcd9v#TD7?r4Rg@c^J%iCRIf(gfkZwq06TFjb-B$a18FkF6Jmz zL_>0mFD_#U68p15>coMu5Cdbr;z|V`dXuMWr*jM`$sZu$lCD)p$#_H$*K)H2EAq@6Mq$RVAq$-p`M{jR}hK2@d2&b)XA4!VDH1vnTf`W*yojEJK zoHKO<-)0@)B2mw$#j9R1F-#6!ik~qYg5*u0l@3siPX1q=FGMpDXx~C_9W^s}^gNaT zs(3ouP5EdX$X2PxnqY2f4mAyYxMA|jaZ-X+?BAp6BW|PCKHZ~%vvL&v^TRkFqhOyJ zjf!=x{?xJ2F%xo!b~Y;|J|Q9ER8_3ApQqiV#d(oTjPGvm*yLiInEwL_JcjeyC_cf= zr*dopo@&D2tzQ-pk+W7Y@2R8B!5g~juS>UIwtjddN~1VsGc^Kr{qRP-Yifd>h-~xy66hkO8K?j;@-8#E#g~F?si>djJ~}kULrL>tJj14l(wz$eEplP?*P?b;cvfd z{vil(Px@Zo`y(WVY1y26F33W1k0sW+X~_*rPZ}0#&}srr6uU;oul_+10mR`UHPJt5 z`m6kD)tBtx^4b#lMq(efyZ*M=A3Q>|<7u4k=>WZssIMVud?b0tkSQyc>ZI17x)#sK zzcU#T)UkF-yXpx1DIVhZeKU{AlTP+bF>NRt{^;gHA1bCg(fwpniohaV$mcI?$KO9| z6t0PI38E|!?Re^-Zvb&2HTknYGgFz;Xmj-L4w@l>-p}8_=te;8NGy4^$>vxyy21|C zTJP0iuJZwc%}pSe!jvDZ@+EVPCieCyMn*;$&sa%GZIK{%(5JVUXrhI?f(Uj@&tbu= z@_JZJaRM(kQ=l0VTmGQ~(IE04%3OC0u$lWd!I=({#LZ#!o86-3^24EttOAc#Z5=pw zb+$lWfPiW~ubywSFNWdY7xo;%FW)7?{l*~n7J`APKRrC_-f@Q~>XDXDoti@AE|hc0gVDrWH(CJT^bSA;p>Yt0X!?9Rpcz$KMg$F zZ(wsaLNZizeqJ~e1HC#5WE2}8Yp97+!l>ZbFff0PF;7HIQztcdXv<_+G?3(9yb!qT zV6oyaV%HtQ=}x+d?s(H+fTk$E81$N<#^AY0SK0lnDwTJ4f_p!WflF<<3mM1G!#j=q zLwCIHAUO2|oixso&w<;^!Ld}5gI&1u@fg$QS#}PG?z+*H#Q6DJ13Vks3{!xDV-FfO zO}m*mGYeNxcslcXTmLK1D^bY9^393eC+6xV%7?j|5u??OCDkC>yAf-Mc}-f@_K*<; zRMo1#iZu>rwT|$(X0f_CXS;-dG3(X#WG17LT{e2Lw;C#fWhu=vYkyUvq|f#@mAL4+ zXTNTUXgB23pTv{2hucqE^Ons1uv&&2ZSU-!!)f$m^;b_XGxpP(1`xj3>(S8mhh}!9 zX5IZ-drr?N4J)cw21og9ha+D0Mk{}olm$l8StUS<6AS{AoeS5~l^Lf4ZClQJR$4gW zo=gsRMFvuFt75ln?Z^_k?nI%k%Y6e0unutZ8XATuWFY(*GJbqzZj>rIUDLe?ZwLTi zVi-lVeZ9r7;1j0C9#ql*c&o1mR{5*4`^Cb9`^h)E>2l4YebEUm4?eF}e0Nq#ns_y& z965M+oRV-~5Cd5?osB`rj()OA^QHZk^YZFO2BAZhJhLN!lA3}D(k4%Tm zeo2J1V63dMzbj)C6;u{&Ng_!`l*%yHAu8?Sc5j(F$h{CDS~Yt89K~}_ShUxgLV2N| zp?s9+)>8o=$>n@l>JitC>ZFV2-Wg}bFApgL**vQoB|jS(Adm4%_d81T`zr$MuTMI} zhrr)l1mz?wOQFu;`|QQSQ{gQRr~5*U3C3%!vRILPzD$mZ87C47>;8|N9;xFnDYkr* z;gqb=rEe2j+5$^AOHy~=A*>8WC~)|i z4UlBl7nD(T^Z^dSUoYA;vh$tAJKkgNn5Xl^O`mI3>kdxghN52mXy|E*(>12KWOEoVkF~w&hQ&x+Y-U0WNTpaZ zbku|o2Ls5m!!Vx#Q4dJT3};@C(0Yu@#%#S`H%!*?qVw<71%}GHNLL0CfyX?X;#;d% zmn3|wQ=^YW7+rKin!=%fHKk(<%)+p>WGHpbZ)$&BL3~8C5rQyi`Uc!hJ`D)Yjj!As z3hHWO;OXt);Nnpcrfxc}wxT`7t!yfHl0?XAK`>!dMPY^!br@9`K}s;1kgFIq@ThSl zdB_NgENIz78lN^xTX%S^;?cz+2ZD&349=I9g=eF96Yl!?x8V;Y*Rr{YqQ+yT286gD zEepY|hHDH-M?ijlkw}1zZ$LATCf4NLl4(a>!~?;G>J_Scn$HE-y%M1-u}@&|o15K9 z(!VkBBE5<^Mvv8_AjRq>G|{8*2JiPB>|Y4E!F^}HxWaEPE+UKt)0Rs-04utPp0(I1($@19dtJt?)2a>b`|_S};# zoaChrpq6`mcd+1gL}%=iV-!a}80V4iQN~OXK-d|Xckjk6b&-i1`OcGbksZyB5FcL% zQ{-u663siff42(A`3-$y1_X8!?t7GnF2+FUqpi2k>wj)XH&cBK=eCax>p{Yhn@kJN z&iV8!v6rJ%!z({ZyOzdolZSjtZx3l%o$$MM*qqm6j&whmW0uQSm2*yg;Nl3*S@s>* zFe(5ys@e-^H<>@WuXZCD1%E?YCmVa@*I@7A!oRc4+acD=C!M(b{PM6y{~<}0fpB`M zA7a;e4|8r0Gp+u)V7kyq+()~_eXcNnDL=V~X~gVeYjWDT^y0o{d*jpk)L{7YHg*w) zcV1Nayz&dz3XfR1SFX8~7am3t{)15Ws#-3$qPIS*A-Em8J zuB!h;=vDUfEi<1`z1a&us}1g;s_TM$lj|9hzew2Lxf~JEmi3K_Q8&&}Hd7%Q0U%P- z9nvKSv$R+clCVWmdP4 z@f`aP;|*_hDfV|>&cy`rkeE2*njUxb?=E#_UTLMKl904()3eQetis%V@ps<$JiAxg zA}&?Xd=yaG1gOA- zEr<~6#j`E%*r9t0OieNH2rJL96;Wdrb(Bf#`!8dUQoTwho3Ms66dPEBerNx-hg*ii z?bCxV@|xlMyZrmII0s^+(2Z`%LdgXQUM}%xha(0K#G+!<6l=5$tHXiq2NB(EUkIR= zv8`_@g7{+>0gPI=_BE7wYMMffX1t;7XVm>1`o$wy&kNm3bN!(*6_}KLbjVP9BXqU4 z7V^};Cm<+6tni527D*P6VV0q{YA?<@-+`;yao*t_#Z`I1a65V5-{T=rfAApz z=PYO_agNa9z*S|D;#J*qXJL-nz!MBz*(uHJw^Ox-p=X@SNIC@YP8laN>U-zP;@j^D zjN^4cHnLX^PYe>;=%l&8>rZIWqcTH&|LX;+V3jVqiad1&n~{Y|?HYS+(Q?ISY(~m- zFu3F~a6e_r3|{WZ^>+WOOD4ixO^#fgsjQ2(pi7U4;FYD@?MoCZDK|&$En;J^v1B?C zK~a`F4-j|aDw2W02tFtjaY!!s3N){${0@^lbs!MA6*%$*W3rD1@8c`EQTO{4*t`0? z#c&OsMAk0y&Vk{5LzSya4}Or(5&ZeGqK1f-(R`19bPsh)CW5~b4HlE}$6m-kdk#U(?giy;i<%MYsGRdpXx_a! zg`u)o(LZMMN9X&!e%-#j`Z@*gB@)l46E^VqjMlzJEpR!&DE6e1f4kR?nk>q9rPFuK zY8F)HPm!PfOzBQTMp7&{2)%moi~SsWW2uKKUi$Do_#peMGd-dy+~+yG1Hnd5Ni}VN zSYYDuvoBC)ebQ`!n~__gC!`_$$>H)b_4yf@nU3J+pBPU@I?D*}VrY=a_pQ`r)>5B; za-NoRt$OKiZY^3#qinNem)E>XTL^oH(fmOxJEM9;!^vOO)(v}#ib~X|Tx_17@fSQw z@U^V|cf}queDxRQq2xK1eFU|NiJhp_KX=4mCwD*BWi|e9>-_^sM9yz6Z+AwmceNB+ zn+wh6^bxgcuRYXJ)742MQ}Hn!7~o4F0xDNsyT!)QKOwc24fWeebU9QI+kCUo0;QUi zaPMQViA^}a7M6LMTBLmRFAtw2)Le<8&gM6RO`5+7z=D#z)h!v|@>xY7HE0mBcLpWH@2uoKub#opLpiSRq!H9!Cc9*4CS$_oNr~o;b z0`~Wv0_sk7!p4q>ufWMcalhtH-`J1KffM$YCl|7t?K`qAEMx z`CCmokE^(ilYz$;y8d^g+Rsv~R&SOBTRlG8fwb!sGbkcmUjYtBH;*$L$I(hF087+M zPafNiZ2eO;BN3lvMRzws{pIQ*XTM~6=_!l_jbn~$bF_gE)9jrHMR_t!2SDqU*qWh3 zj$&!OVv0EJQbV5~3~J60rYJh%+J}qHij3X@fp!^Ok9Ks-2|w%KZADS?_HW_chgLg4 zb`OyEGvx7xGE9kz{c~Vx)m9+*{gUyyhSZi7<_`7*Dv^r=7N=vye7vkW*1YTnXTt|= zunA(53~n$YlrV!l*)KqLYl@g zoUP%9_yCEfp3E65AI>k&-FM$rGG3`D9E02g2RuxT<@O)bkau}VCO?DSW08<#Tj`eK zBd>y=EyG5E?lX=_YJ8?_bLJ)2`Oy@oFKBj~E1FWHGcTAOPe1DrZmtw3G@CSTN|esT zZ)S3QXr}3R)FU*r|<8LfFz#s-@Dn#Bq0;>_1LrKYx%ojw%C(FjFj<;g7&Fgji z%JB+m+n}WPuPcSt-ne{&d`;N#JAT{e__`rnZWqH~OKN1wS5ZR^1H&A9?9lDL8Hetm zjMQ(W)~+#ppT=o(l-eXKgnLp@W^$41$U)v$sU^jxS(6^2ZJsZ3(+4&+&f0cSFu5@e zZM@pdn2p2nxIlulXxM1BTJCx+f`%!c(F{H2%^iAjGTBhlP^Dm0reO1liAE=NIL~G3 zn0_W9IB8cTuD5wnN!&>MoIS$}!f-zo&8FyL!`;fi^=1ZAqcx7T5^`&K7Y-zjmY}I9 zMwlJ^CpGcE+{M=x;)wpsuly%qk$2ZR_^;a;)+Iue0f$=9 zl49U6AGH0wAP)~*oy}Pc%og9O@e1mfC|nA1bdh9eB`uuW*rJLyL|CuMzG1Ki{K!CQ zNOjAyS)mgjK)TWPt`8^M`rmXcH2>^K!SA5_iRbs0tKES}H>MOdW^HM&T4Ai`TQY{8 z*Q4i(~5U~||Ofkr}PLz`>mkoOW~ zVRfGt(TV>u=Iq^H2;yV^6Yp4CfLdBiIqUQy^1d^HkE6~GJR1TWBjCp66e?TklrxVkKt38+1%Fph|)wr2tnfoFarUVbJppTJ`*(H=ek(tI~gc+w<*2sUOaROCW z(I7{Za2vtyvW3_*3#euPvaIxDSSx`_rQ&Du;y}rSsdFP?B2kcN(Vr z*Ua(X-rMbTaT4?i!|Q&o;qJ`VzXbYsZt9}Ue2DT8Zf{a-S9V{g()>I;kuNVE=1p2b z!lW>Jt_DsjR2aYLunde7;chZ&1zz`{&zQfmoL<**jno&%DNuw~q*y8r=nUrp$M^^U zwVV8*y^w5gLlL!?5xe^o&HfmYi~xPSdyZzZec1zqQcL#^q4`I+FRNo|c1{L2n?4@k zt^tP9@%m?wqcwoyDCOt0qsaep1%5%47t#D>Zs2nw>oFm7q^W{C5SBVIZED;(amMTF z>T0#$0lQppD~KB_kciz)R@e2PIOyNsFEkV&mtC(?JM#f*nppJq6POm8p~xjh@#~vO zDriI_H46eP!EL!#ZXfv(e+gMV6jX0SqeP=EI@eHBm@@I(gJbi1BKLIR1vY=M)hmkg+&&ZalnFY?5pi{6!0TYSK)GXpJL(=~G2aGp_#Qug-tjxR6O zfGJ*2m%$`CA0Hp3H8m1nd6mP%!zc(Wi`C0pl<9`aiwLGyI)kA-pAcI}lcZAr+8s;t znA>M>U%zgTP7{ci? z1?h7}P@T?|?A!VGes$A$%$&@;?L7^agbBOq5l8W~6k7!*CYl4Sj{F*-STSm>xFQvl zzQL;w(ti^Z{%c^LLqKFTA!WU18exEAV&tAw)y>dwy<6v7YF5r*P~V7>eecti;*jrpi`flM8#g1Uo=%6bL$3lv4<0|_t8T0Ae_ivUm*33 zJX96&m188PU3C44^}8e5d~3vKJw-vv`RCO6vPR9@((;`Me({hNo92@Yj3-3y1Q*nZ z?-M!hr0Oqz@y>D*aX(qfP&~sY?mm$iHa(?Jx(d@FCEI9{s3MR3p9b(2z#PkQx8k3) z_uC(;g`2~bLTc(vV~Z`+e+A{ab`Sz*+6II^g2e+B_+KD=e0;cE&vCr@bCqh^c7N50 zPM^XVEbFp@{anMZu1oAsA0E|GC<*t0NUc$!D@_<)uTr?#6!-_&?8yn~zN3HNP?*_$ z?#5d1tX%MCN@z0-zK#6>;ferSfSq?u{7R8(my{*3fu+G~i7YiuAPgAi2G3BP$H~g> zBaZ~0b-GHirJ9Dn|F1^R@PbK0#HEf@eYs6rM^2n+_LX7$22py%GISb)F+j4B!Kkx~ z7EU+Aj&OU+`~$?kZ_M3<*=DES54tQawza^M=+B@Yt~Y|mMGXzdmV2TlV}|v#PT6tmLf1Votl_xcH}sfx-UAYD-Ot5G*MJpmaqu3h)<+n zQ%&ipC<2x~gjvVn)te$gxb8eKzWUSgKS_;WfQ=Uz7^OCx9UZbik$=f0izO=}RoYP? z=;LQGwJTX_p*&eLxM}f_`9iCgwA?4TR}JiOpLs&eBNo~Qw)gsaWQf=?AXewH2u$`_DE8~2 z*l<>)Y4`&**aBp`zjK82|G)FIz7i zU(bUADO5kO?c?o+kT^HnEa+~5$F63q0*l4t1YDhu@bLOkW27=4;8+FAzKCmlSj>cO z6FSoF`Gxh8=l_2ag7xoEsgk9oPjw0>#kvmH0$oxoPuNag8Xoa4`8(<8u?55by8(M*zQlJ-e=!5VHndblw7vxl+zo&g_$>16(y4vKa_5$IRpC!Kzb?AUotC z>K@7_vA5>vQ6(Ic&HQs;_diLy`m_L&xx?L(=4Q1z?zQp1?aD1S5~y<78KU!Og=Ep9 ziTm}!Lcfy7oj?&RnTvqr+B`$H-Wo)JfPjC#2hBVVMe6^pEYSR`LjQyrUamGke-Un& z(q*OLe9mkRrZ<6vVr=Xx*|5N}A3G{(6jN(LLUGbF!n@@e!xvclO&n~;rvBGlucmvW zH3z5d4M$PyUjGp#Ygh=;ah(rj6-7~HnS-`@lwX$Y!CWu_=Iv#? zlpu_+^V46=mSTd~{>*&A;j1uMN{~skEI!>vJ*18!|I>r|6J#VRhvI;$5TbI9t@_Mv zBM$4Y_JS}+&1)O-mVH}9P-NJBewIc>p4_+(_F-_tN37<|Rlv<3nxh5YNnuF;*Ymnj z9VPzX5y1rE`h|WgwOHiliu%`a;snLcN9Mvn7gJsdDjcCWV-qTPHWEL>qm0oYtnU zkie2+f+y4!2T|oJQMN0%0F44owWBq!mg!AIC^4$bA~cuR`)9@NB&V}b4E42bX~C` zsKpagCy`=SpUKUZVw+;OmXPY9|5tH6fWQXW?V0gp5CM|KU-D{MzOMCBu*;%S>%s}?BwP3Z=Q5mY&L%8J$F04Xzo#R9ND ztavR|Vo`Q{3^#EGFJ3-PQ6(LL*0a>eAFYMg*5q*bgJga@pEtPN0Q4tyTb(Z6Xw2 zbNQ0ROXh(K3-D#zVC}27gW6nZ_|C-{on;GBJ)YE=Xb&o z^0dTDoQmSE_Pqq~`QYATN(mz$m4rUJQ<%eLba#$C=jXe^~&MSNHd93_7iUtd^^(O)p9ma)equR;^7ZPNJpSQdy%+i^0>aSEs#&g3BhcF1ymxz>vZ-Z3lbXaH&=ZRuCEgjJh=MJB4w)m zj@~~+dYA89xpqRcz*NteBJklYo&6;ym*wn>zgjdCI6feYC zoJ_8))i8oN0bUP_UoQ#*bS<1f*I(6&l4i3t-dO1W$WLuHYAqh$iuMznR>TO-%sSqj zQ+}C!M!+N)9;UfW5t^x~=`Sh_`|E8XcU~g$M5(CgXd#qe4!^Pdz90dM)$Q`|x@9_7 zV+9qe2@8vFqqWM(cH36FK0uL&kG|!~=oPP9vs#yO{o4f~>2^Tylx~6zJJXMm*{4lR zolE@wx-OSSiG{J!L!WC`8qj_=EFik?`lTRQ{UyI{T76utbyP=Imb2b>LKqOb=pJx+aQ#WDxTurYFPW-?p6Oks=h)i4sF>s!9s9% zC&68VySux)I|L6F+#x{YPUB8+g1a~F?(X_}pLg%RIb;1mjU{td&8k(^Ho7FAuaEfJ z9?6@+w-%|>BoW5~Gqo}m1Jj8~mdgl{qsv9#3}QO6bP8Y)G~dmW<(+uJpK}%eFBE_?tFb>wehF`o_bWdF9_am`rs}mTqt$$_12JAZ)Z?4~Kzhu9F*1u>T~P~>`zzXSJFxw_2YKoQeFl|YA{!Q0TPH#fkm zV8!*7sQ$PV_IUjDaVb%j_C4-GdDd72mJlkDGdzrTFVk-5C#$10{-%Tn?Zs9$eQzPc6;m5;dN?X_hT7CePs1nG{83m%`x#J3CB)gI=G+`!5mKEeb$6^yrOV zf8iOziJrxUj|J_Ex}Q2st~x=$*jGSX&!CE_%j=B5MmsWtA=wBIdQqiXGF`3NC+qvp zDB{j1w5)afz-XhBXaZ|_s@V1bIA@v(_%?iF%~eeup+95QoZFiq-dDD53Q=-Fl_$*N1LACFPk4a%$Uo>EdtA~zrO6; zayqt+A%|{2%fKggVnT5wTdK=wjjlcsoWI_=tVk+ex|<3trRy^7Q8=aFL31+t1S`mK zJP6yLT&H`cR69w?^=uiZgjrfg4F{Jx=Bb}b9jw|Pl+Z91N7{;6{poJQZ^(5@<@1CJ z&9{_A-X6E)`$?|)>vFtLP-zmzey;yCM>pZ$OPJ*Z_D*?|rKyEUQ9(XA94?D*Ws)S& z;krp!^xj5<$Z97P2M+!p9a;cR8?!k56#J-SK%?uB$;pM_pI!nh=A>lW1KsWmIvnwq z5r9#s{wiJZcT-e)0e^glY_2f%?9T}D`6Fo(ciEj?8VziFe-1@)R{S`&BcqSD92#m2KA;ue9iKAB&vMCU-$iy5Mgw(#rRLsLJmRIPM z3p%TWwG>gm8KpNxZ{`fAAO}ooLc?g_#}J(f>X>}+Yl4^eAark-Bi(?mef&ZOB; z#d|Ic+>q!zek&tGvYG@WBMEuI1ww^H7Zn>;s`a4O(|CyOwqa3|!byJ<+*e<)3YgWx z4Pj=D6*T;OMLke*=PfEkP?ThSJLI`T|KsLSxVB}y?-AzqF(EA`=H#5CdHvUIS zJA}EM-pHb|oASJ-Urdf;yUr0($J0pgyNiIMx>g62omm^3Ud5wZ=bIm@I?TscF7M(oZso36rmoIq9Jr&M7LdPV~Mr4Nrf|2}RV zlmH)oWT9!%B~KpYDSPLkEy`A70jOn)DY5$ zKGBiuw>kcnD14j_#m)G+dXPR@EC?B!OU@p;X)mHP=enUI# zDPA;r$f1lPN0guQI+|PQ039d(F2HnZ|4=2CG5~?cVp~$MT(w_5wTm|J>_U3{p#Swo(2vRk{Phwx2Tl9oieq73DrK7&+97d+s^sc^=Qv7ea%sgbkZpkf`mWY>MBs7M~spxt4M zw}4&K_#_dHIg~bR`@AiD$`%8pDcCL}k7%Z5ea=+YaRm4>HHn6_Xh`E%TVFr0S& z>;Lc|xM5gW-05Q7zJ8;EDMZsVitjjdGe*I+7G6a~1-Kup%F}O${nsVayk^){vhV`9 zmoBZB(K=#A+1Q-t;|a&YbG(jr)lfqd6pQ6WBKXRR=sfDEMCtmBA_leNw+gM6@Xeg&L=jHY2L8kXYCPosYD{j^cuV05&{E3Ji?@Fi_ii?|h0G5O5o95jWY zKd3iQ;R@ez5W68*K`2iHVlQiSu;STq`1j7+LPPbkD?u48EiaQ!*CDs^+lSaCFMsF@ z*2kH0*smE9P5dR?tsWMAa`^2-oj>;7Z~V#HR>;#^s5{~}M1z&Hp5(Ia@0C+X?P+t+ zBa>KDGE+aLSH{@b*m8hCE3ih^#&Ci}#C~&fZq4~fg;1NLI8OR2E1;+n%7SlZ-<(hS z5zSeO+?*oN(h}E1&kC1=W-C_icFUuXOBeqxH|13UAE@dPXG>F>CsCo;LGf>(C?_na zi!Js;{N^+Eya87u2gKI*@a$7wj#$eGcg32IK97g&vNrCUvyqvw%~3bivqBbz^O<+6 zmIz+Cr{Ux*__>##qGc8M<){U-xY>B(B>Z$cVa{17Nv>I5Z(nT!v5M|4*>c!3;Q+ z*KMS!bZ(s!H$=B`hVIkFX*cikr07 z>JkfzaMvtT%{7urzL}l6|BlD1G%=)@F)XFHeVS~c&SETMg!l9bJaqqiOyIuD09af7qYNuY!t~{Ho=09J zS-;@2eZL@s@w=RW%mB7N=%}@$KGFWzcFNez$I1`3UjPb`*4)1dvDzc`Gqp>kIJVQY zFkGGHtme8mo5-?9^Hb-IV%z{Buf9>{<~dbre^@dH;=2h~sOvX$JFzJNdL?c+o3+&j z&j7~}%D;pZu!KPX1%{0270G?U*Uh>IDRIPO50TW^SQDnaKyeww-xi$U=2wH+=2I+Gc7LW|ekT+|-MI5rADe)MiQu082$#sI{ zmiU|r-(yK9zd7S6z<|&U?hp^rIyLOBnqX}|dl^3x|5w{jZ?bBjs7fDf-q1`SxrMIf z0YTrv1HrPOdJfCd#_cCm1n2`7srcwkA=F9nZuy9r7SnMbJI|*8IR* zVfv421Gk}OO(=^*d{n{kaGaJ`L?RjH?_JYRs?W*-uZ0nzJu3GYf6UZlYyQNW6X?_yOg^Qr%iyuOl7WmJntuSNy-`vO z;hV05w(?2xZ=n^Op4oxrt*9NKTtTB5X6MEkQ}^=LGHOV*%zJ~3m$e5@*0thH)gKUk zX~eVkFO}Tsc}WYRHx!mjN5&IZqy37wbuF7MLCDrph_{yaGmH9$+YRUW+P8!{_;O4V zBSn0h&5uzE`U!m;;?ezIn3IIcqK9gPom$aV49QF=nX1Qap9CTf_ZQ$yMVS^GUE-mx zY=^3+*3?mY|I!OIr+`$=#+QoGDn9%~w+9h}X`frc8x0Kk)?o_QZovWWD_GmiLov_r zfA<{R%oQCqPV}1L0k0v;`jW&hMpQMiBdys}RE2eNaTWur+2}eo`An>@7K>Hoc5u2^ z4@Dt5lta!vr-CIsW{U};{Jd>2Y_ItbjxkwjbNDBXO6`A{9sHcT%*m>mMH3lzck@t2 zcH$V5Fc^nU#j8c1R%|LmK?h1+o#v6$Vkk*fMMjreimi;W4e^K9d6L=bsL_*c?cFyW z^3Zy56-@M)1Y@fdiy4BvS-rcPIF<5W;;C2Ma@R-m>E{18-|-*tFhocBP6kftEe{$q zM4OTYm=^u0oi1*R(ly5FX=2#!eq?mI)MgYnHYvjtxs#B1O7zJAHLZ*Tma zbf85H{RpZ3C#SwZ&_1^{M*i*T1{F0Kz+Q&X7KV|HhA&oD{Bjzhm_iYKB?#ayaPpD1 zb|_;y!P)pXDxn^yQEkEEW>`lye;3w}k$*06dy9Bm_RR)bKH%B9qNL{8aIT8@Xe=Ac z8U8O}H4gUW61JQtPisgvXTQ7Z(*Moj9og@8nejr-A7{}AW@t0^^6XrI@-ahX(G)rl z^7q{oY%rl`!*iQ1Sst?AkIW2gArDnh`nP6w$F~qD**Wtim)QLjEtV$uj?{4B*Si zLs~7LrzPf`mo0itdqWwu;PyoLvgHa-0AQo&X#SD=2#06zhWmC^^^WELZtxBjdcer# z?E3+d9Mx31o6hnXp{gM!)7M8f%qEVWg6bg6WYr1{CjBG51ioRl3Y4hJgtAab_$87l zD??E~I3E~iS^M6snB#%@d`aM6`pDLSFSD`UvX46Qt8jJdE)B+6=I=xO05vDY7AYCh zlZqE1w7V3IUaYV+XwT_-k~iaRf^b+%tS1q>abVOK#rufXf~TuEF=k@VAYI$oPUcA@ zLw`acaLfk6V8@If{V9cJA*96pLT~^5w}bX3P^u3+tOS4PcXSru#7_PS2ybcV2qCwN z`(%xj17r(L(}c;stu=Qc3y5;eUzacUhNMW<4gNRa`U1g&9pHvG1{a~4w9oQmYD-LH z5V1920xSmcC5WxH!Jpb;sFs_Fc*?%2gXNo19fV&kRLfYUEWyTuEV+ zia#eA=JqMQek_`xhf#MejSDM5)wj$8#p^6e&_fG#pADK18afz#2$kZH>7%n}33;;- zXSYbiP_(0Eb3eltIcxsQB!6Cr<1YZbgJ>`JGwMX%ekO^pZp_)e!s})?6wXZbjid*S zJtg~F(=%VpsS6IxE6tjSE6jN$1I{3=W|udZJ{=TWS^U(MyY+!WMLTjXMBsZ)nFj}S zCq+xTdW9e*%$dYn$>Pj{SiF*jHQj-m=D7-SJx{DpR0vCYsp4PsxH#E)-{;2*5X?&Ht(1uU#cx3l` zXFT6d@32Z*A^QHpfWvMJ`aOn%5l9kBol~Dbnv51^Y92@b6XP<*k@hJV}`tdK4P!#-&~o(HTCVopBoo9 z6Vv}0rtv@N&@L>Ye=LNq>%=6al;0H8!`wCi7c4#!`FZd`dJIH%5BIx7vb_uXQv}@sDeGNI;@oz4;><>Yt$vKw%Q4%t zBcatimLc}(h2zk}@@R6{_i{4OiZ#lD6vTxk#l#IU?gz5sv+kfSEfW!rUuI8jQ9x84 zJb*~Gc5!p35}*lk=|etXicI@@`#ZA-WKav9EG2uCHN!uFL6ygEE%;$+g#@+#_7iv` zVawAk11a{*70{6~-19Ft$_8seUtGmC^@z||F(W<`zGN0(JPA<--XfNiIn|9Ik^3y8 zu-C19PLaCdYa-W>cQG(Yjk(VsJSdWP2qZTY+0I2FOLQ_#LyMKgLJ4p9gPt0oo@`z= z3^B8BHfIfy1%%BSS?@pn5fKXh85vJV>}(5?&dZ_{rX8y zm5Eg}u}Cc`5~5I<)UE3rd?)Hum|3t^E^!=AvCw8-qJ^heAhEX-h8%86NJG>kc&;+l)`}zoF;guU>If@4<1u@RV@l^==6!EO(ex0l(;g?~ znu#nk@QGry|7y5!&G9xe(Yiqwy^((ZX7F<4Be3VJ24_lhal#eEx#kI999!RIQ8ci_ z(JM z#5`VUOboikj3xSYk)L4tw7YHTr=xn1e>;Du9?>tn)HV#|L$T)Kzf*f)*N7Twj&O>u zPr~u~rS;+b{er)vgDYYYgFYq#SJaEY`_sOIA&I@HqX(t-D(2|w18nE}5uCk3ks_6Y zLa4J+@nH>UCM!Jihh(ytstfnh$c?9bxF#MQS?QvngB*NM3XLhb*60KWNwS?7G*U+~ zTt#LcNn_FM)XA!bc9%^^nPslvV3$V}gX!hO{N6$lOJVAggF;dk@H}wkf3rmYylD=c z|DdyuB2w=8a#?CQjN`_bz(Dr9B{snkn>d4SBrq7Ob>a=;eY5I~_3iBZ9b$rAlgYyy zqbDDA3Br!C=kBWyqBgjkObAfrjUh0`D|KsHi@eoz@ReGWS5D$+1Lz`Hh8?g8M{&M` z5_Ff7f-S$n5a8&aj@n8;A0{^Rld@w0;b_rE%YvY=;V}P2n}as*7Efr(7NVbkaEeRA;)fA=>+H| zL>xTb${3W&>qZV{P~*}>Q@Wo!O)B<^U*R$Ecdg(U zw*h68B`^Oc9H9lAMs{(BQ{>wfqDhC)+`z!=BB8q;L0nCduHa4N9xOx`{jih)28d5^ zByj`MQX;5S9+ZuD>|2r27bAaENF6$=0)NG!ol+&{M;^LN!Aq8jUDt4<$%m4`(db)WDk7(HOR-4_x<$GHmhc3tsPleh2EK`0LRh1OH0pM1mjCeo%^Tz(zAdS!TJJlx zR4Jil-}Dy=D!_wJUXC6C3*B}cPI-tLp{`Yq0`iu<{iJ*jJdOq5+0aakl0J(}e1aGS(<2IlwJbET#Dkr0m8&F&D2TJEg#?BgyP_Og>fMiz+5G zHUTop^9I12dG5@76=!FKZ3tC7=0Z@rWQ_<>wv_`01n4D~a-j|B!Z8jo8h33<=&lAz z0XF>k0D={?2(40~zNEDI*~&jV>?mVa9RG@pFreme!DU9{%Mq2>20gJcA&LZ@QP=yO zeYaZh?(GjS`X>n8!0`O@Zi|PLNTLEdyKj%(LayvwQf$dx>y07H<`>--HUZ-KB8AGr zbUZH5Ucs7p&`DsOP^`vk?1lA=W zGpN)+|8_^jic+dk)e?o`$cF=YoX$?nek#n9uUb{jcHp9ozwO0B)wB>z6ynMc?M_j7 z2w&@~{DyuquNN3W6i5FYvuT+B2`hogVMeI!VFqadaJSi&+isbsQ1A=5eac(Da*p@R z04`TX^%Q4KOqIIHpPCWtl-=|P8hd;}$3vbsZm~eB8-i$sE|lV^3v&nM_Io0LUT{=p z(`*jC3T(EVjmzD}iorjxqO)O+aWEUV+}8r%B#F*fGeSp7`xx&&Z8RNE1uS z$TC`h8~7_n@{G=_<%x6GdV&}SrUac(-IX#9y2xi7aMOsp&R|Ykq;DDSnq%b?vv%uG zqlNia(^{J~bAP(M#&iK3qU94A5qBg8?=WHt-HeH5sj3;AM5TR`oF-xNy{W>CCiaFO zReX^iNmvfLnCA8XZ;r{lq$)!^1zBZ>X}PDmRI;~7n4 z-Yd2`1$t8^U&?@=zU&v?3L?pwd9QmAAwrlq+6`2cGKvF{jw;RXM4v(+=i2O>)i9F0+2gIf7QKR_@ZhGOqK5~2G%0a^S?v#zZ`MfM}Ntw z)if;nE=E@%OMY$2_8F9{zT$T#@o-tjxFHxxtp4gAYh7w+)GS!hiVnHyphQz-=~DmW z@qy`O&K&1f9on1SW#u+B5Cd9{l!ZuyU#aUw5el7;=)piho>`Goddfjkigi*+qM(YE zxlmp`P0DC~1+#4lLwM9!yw=!)b^?w8VL-~%&9NqAKR}xlN!x?#^ga{*%H=PK4oqwq z;OjA_Y>g+PA<*C2`G~_ujU8C=T;uIQZoT533KH8%K$S(j-;|#q)P4IBS-ObSx()3L z6}-Q9$H2yRdbR9p4SPzqBQa?4yJ=PbNU;HPWTbzl~VS+5fygr4{ zpP~hO(x)Dh=$uy3Ok9yVR>+R(&!nj^wYpHDVgLnmkVwr)7_?8=^5}1j86!HaUP|z; z9?DtI*-Y-SO4T;!su(cH{+}=rP#g_r4s*=3G}4vk7ep^IbG9r${P(i~i7EZ#FQ2EC zFjRz^MIrBJd7s8#(cdmP*Ejn;_!gR)f&xj%b=V?yuI>oE?sz=3gdOYDSu>L5trqUk3} ziejj5ScYrJqGmiCSI`8zPen`dx+}gh_1X&&SG&YTD~$>8;0TVef}2)%)Ct=E9bhR$ zba7wTd@b1DV`4=K9S6lETIhFyYgWMBp7))&HeH)HFXIi_-8On-{iAy1h*XP;m{|$c zyfOt2#qFB!RkZBqcoff9;4{a2v68-uvZzF9$4nb$PAwn#Cc1g#!{0uORDU{6I)V(Z zKKLXMevt7Q?_P$@&Ox0lhsF)_CyL5}5Y5QpM>Tr$&D7r!D$U2=j^&M0qC`b&b)ME}PlV!3)GU|FPzQYRK>XFy{l4bvodLSwdpVWikx@sGzYrkpHrBVHma?Tz3W;GbE|T6(=`p>`XC?;cSK5uD#Mn z)6Q1slAjtw5jT^bG+~(?kHkslt8Zdcw5s@HEr(m2xeN!~J{k!XuX!CT?UQ{}NQ6hM z=RuQp#T4UR1h-Zon{~evnopJFD4SejnXJ=S5n+_)ZqCOe61(mdYs)3< zI@G4;VVHso-#cBMv3fbjro03>MipHq*xK(hCa-Y(MTcN|0k^G9WD8O3Tn<&$xg7~ zNYJcJLVK1_4&pzg*)SBl z*Hg8<{s&@0B75VdkoKW%pZf*|@-&i$s+NMaha=+lS$=D*u4-!({BN-pQI^%ALGSHt zIbRJQ#qlICS}%~S`$xNSzvvAI_ci0pIZHuYXJKLF)940~0AK;Y!htHmtkT=<2=!_Z z{io>|<)*oCoIlkE=;&>mlBG-oX%@ZBpt$sV?GB`z0$2cS**`X zq?!0pukR=A8XmeHfZL{kVKu6pIF~OU%#{)Hz9_3&O3}OBx3M}bvu2r9?ZSK0uRnAf z7}~En7%>`fk9kqv)wk$yF-yuC%MWtp{}|?axECN1RU`vShUbkR{``PdD!%~zQZsSQ z>+MiBcGh!u;Anx8AOl+11EfzbXWK#9{=10Kp*onS>Vx^&PnZ055JQ$cjt({U8VHI) zMtIF@ca(FA)Y;kHtj`YAH7v^TMEpFn;~q!H?n?t{j3-dr{uZTW_oE?5>s})Aj*&Y(i!1SWn9e2RoBiUU_yzHtUNJeX*47;dm^J zKL*!FJR+r5TqTAFR>^o0Nh8}8X?mh07{$|{7iH)3%ozp0nV@aaoZsHxj>cI3KR8*Bn2Fj_^(pEFU3#0)v-3@hX1aMR}{yW9)Xu0f6oO5 zWndCoI8-o;nQy_2Re8)+!8XpW3$*!eoHUex{IHFMwF<@pbqh{y;a>S zxTi&i1mCFm=c~cegp!F!RdSX1DD5YFwbf}VY?su+n~Y)8;m( zM^tw_k^g4R4wex~<~PY`8(~1-%AuCf5NT^zEmyF-LiWXoYqK538$g z0^B{9;h>S(KCKa(x>BR`7q^L$Sy?3Rf`%kKrDmL8bucs20p^&Aki%n0Wum`)?w*QE z;pPsbMcyl}o{w+e^=OXgtfk>SoTuQc#|YG=CA@7^MV8{)7hxCvS}#ekKJ@rpt_N}2 z+S(nfT*|j)Yjah1c&hvBXUPJQ7CaZ7CnbwQZ=S7Ni%dHV`DqQuON&=+N05Z|Rp;&2 zpQfLeD)DXw*7F;HZek^t{Xko!Yyu5(ko?F8K78&mBBSBsqr017 zK$5DHn@}Il={@{;o@3SA@v?u#mWtccz6~axzLX7f{5&Q3aj9VjsR7;5L!)-c#crF9 z&a0N7O?JWGTa6yv)gE=gkL~_&VMO@Naf5%|b3x>RmkjA@ildT^HArDWeaKQU*(y8K zeVQY?c8f{_Em2!uc1n4j0h?Ob+{f^Euj0zsZ8mpt1U{mokR(=YOwV9;=g}%;Pz;&l zW@PmxaM-j2d(JX>M!3q6-grl!-oRWCNQ-OEp^b7z=d}kT4tnY zkXH(zI_TM~hP#=R!+#C=I9N3A87pXY%(ZB+{MVi@!178%b*Llk+&^Q&LYeaWUn3J! zbIZ$++)!EVDUiY}`LIS6by)hak#i;wR_YuI3Mu5{m9|#k%8Q6M*^5V?iH9%{=@V$H zbEK(#tW6V}oms#o^8|`B2;d%IhLul8mQ41JD7NIw^ADs&Jty z`HEC{J$tEzF9}GyPHM9hH_$=kejk@cDrG6Xr)esbUFYU(xotbC`kMj#nqhgZnJ4Gb zeY zi!stN;o6Sjn*tot$(*u-KsnhH*jAI6Gw1ImWb!lo#hKCB=2%9GB5Emsvgfm~z%xE? z6*V>*SO3YfzD>1}y^>T0DqJ~Q(MaA|WpWQULeztgw$W&#whVE27{!1zrI1*tqP_O| zIXR6?u5nxC!UH(aMDP&+4+H`+a3=4E)$mDU)ytc?aAob1Q*yHA^}h{1*xKJdzKFev zFJjyMi{^&p7tj!$AM%EHjTj0Kv^C2{-~nkFvn$hh73<{@X6Agrk`{t{PXBkS@S>Ws za#f(_q>rg&%_v+Q0QWJIy?&wMsQLG>Rq3c-fk4$)%?F7 zi)22WWQ=F?m>=yzH#OIP#61f6?4xX z(D$mg5ZGrqIjGIN%xt<2Vh5rm_!8-GB#$H{#3%VQ_*{AsdQ}@|#LqRD(KM*B)VQ*hNdp&o#2-Poh)1XP8dMt^bUKFiti|8#Zm1$|HgBV9 zHHjNw^i(<0vVA{zzV8VD?pXiplApoyPKnkbFh@>g%%s1ccOIP9B@TmJOFgO$_{Mg8 ztK_Us`b)587}VTcb1&|cl3VXjeF(yef(mj(?e%18oC;l(%-Lslayd(ZMJbPiC~9Mj znKzj-7fdNygP0BcglaUu)B~`*_!Bj%*BlzAGE44gc|odjnf1fPsq+OP`UQcX4_(>s zOpexKR#8n^ha|8ty-h(+1mzVf-WHL7!bn|lU^qTITBU5@F9spE*9%) z`V6-I+>_b<_hXO}-w3Aw6zb}#6u(Km->%X|+;tSKzmGZG4A+QwS)VhUTDn;Kx=YSe zh8dckIbo-5`iU~@cus8#vdLwF!i8Q>p6K_;v1_n~S@n-pGdrU_$K;Q_@1H+b$55n$IV1Pwzguq@!%AM0qOeHl)7g1V8Z|&!0Gh}G~ejv zF{nC#Q%Ao)Yqpx2Z#y>+&#bma$bf~`Nc{x4s6jspJpH8`&L746b-CRc=*2JMv+AE$ z&*^K4>rkuzXMNv7{T>)jQJ2=su=X$`aJ;Q!cKX=*uGGoXsN-AVR*DEJYc7-?T2xx? zXw1{C7I{X#D;>WIZhOuWz!F7I*mH*o%gIpvCiL8vs{FHnB++{ zvztT(bffNB&(cx)V66T5H46EN#RA>_FISpKYeye_Oxe<({hPcV;A$)ILtd0SUPCii35Zg{Hi)Do z@Qy8n6N;I)Bcv`FG01rNso7Mx^W665=qt`!yg61~lb?XPgodSD6)Sw&tg;Th(462|*zZd-V1?-iBXl)6#9Pp3$0mN_t*^?48Oas!M!eiFU964)u6ly9p zt|d_o6D>syzUB7<52}f~Sat&Lx)L6Z8_=E($1BwrI!*RgmX?zI*$S86b!B8^0NL41 z{1Kwe>S}6y&cuo{o_BFh_M$>I^}k(;j$o(CE;&fy@N)QG!SH%a5C!>g{LMrA0Nmxl zWmI)fF%RFF&>FF{lvMC3HXX|gaqkqA+AyJ+cF;enxA7$O0X8u6CvwG^k`4Hel;hr|L0%5 z5TJaY#T?6yv+QO?ZTSr;6k?qwb<8{gvze)f6NI z-yS99!)4VgL^Y23DGe%DI_a_U*J^6xjB%{t0a2(aOP!V`XEtg20vV{uqqNm1$d*Ft zi*~?hf32Bq!Id`n$7IZU5wnLwLFSndro&*}e>s-Ci~oS>Om&*{3>K$oH3n#QH}>|- z;H`l3{R(I=Q8w%Hpw|92%uI-9tB!(pV|Hd@&PI8;s;jFz3;y~9T3)t69ogG6Pm67A zX zC6iW8&mu%1w|E@U0*jEIPieLs>;^O`b(;7_D=~PhRMUiNh|W!CW?8HS!Wgx<>@=>T z!tqQKeOT0rVo!=q+}4oR!2bM1V2~KBITYqo%aGoHjSF=iPu?*ntHL2jBOU09J- zVpVzh!Q+1Rd<-EEo%7=KG}*P0WYNg3S1)L^Re(^x6ksz19V~=Cmtmfpk%FA7D6z^w zTX`jWz^SS<;M{kECgZJ%>Jz6|a(|d{j z1IUTb<9qDW@^LDmD8ls*{>rpJ8ChA4gL?sxpUP>9(m-tVF4soROa2JVlY7XSkm>mZ zrPq$mNbAGUyzJ3>@t@2*QmkvpSU}64?Dlw9#Sx$%BddxAMPhZ-#%#MsZPb-P<+(?P z4IP!PhTgrhmY*l&Y58C;m71%O7G;GwjxQGp6wPu1q$$iVP)5-{3-=vx)8DewWbr42 zgFgUjRB*IOm8~QXGvznOOqgTTT3tu0!4g6a5P-Ixknxg`| z8$Y0mV(d6Q&1$vcE1`&9ek@o#8TgpXYFew>YnX}U<;*9>L+C#SHT4U`5B6|8NEcA; z9;EjKX!S_9c!1_C=rlBd-Ia)BlARK(Ma%q8M;G5?nVY1{W=3tr2gL_qfCTd8I01Ezu zBdd^NqHf$^!+yF#{+=`+@eitlLrODkLL9GgQ&3=ERIZ9t`dbNPry3dZ12yEi^N+cmgHGe7?9@n+Jo-7mU&=*&`;M#>(hDWko-sH)!QgX=%0ExT63 z)2%rhHzvKsK&x1g;`~{AUzMZ6Q%+PkwVx-D-kJS8sYjJV3Ymrsg=Sw_9lyPL*oU%r zRZlJ7ko|!SjRhn}T=6WNg+Urt!R%o`O6iLbJ3;k+H`&dZEJyrH)*Uc8=P~xS^zYGa z?1y(H%7EwhVV790wQ!Ur&5&2M3V)?>T15EFaY#?x_d|GWb%|>skK~J`&GVhp7r@@Y zXwV0$vAzr%_Fi~tEaHsX`!>ynQF-#vwSZu;L}I*%+VB*Y)YhbJ_UjxWku8uf2SDc*D? zqtSzIe;wH!?L6fHJ!Jwq2#ABqSCuQOl80?CXj2|{KglAP?W@==1;u+Cf6YA*)^*}H z@VqXvw#-H*I!=y-DzoO@uGr0~nwWToJc$~x;L7dn8QxTd}P zBS6FM{5cmz&9rvMgxFlEin3tek5XaZ{g(4V($YE*!~51DMdN13Qqv@ER7-O2DGX?D z&eo<~)wu>L_+w67bd!4Gg7jav6&(GULHP;yxWl5^?Hskhuyfcw=-WRTtX($)<#Tf; z0241PnV!0|02otFh#ZX5lYasVxnS->vf$CeyOzuaI8>xZxAL?|x2d8#Rqy0*GY;jT z)J$1&gkfVLQ@Yqvyw_iyMO^yOWChX=@CLs*Xwt<=f+0GR^7UfY&A*mP|RRcX%a?|o2 z&WJ)`MeC}Zk59)8Lm9>Y&HVhZyhjmx3X*J{0)w%vQ?A^)G)XS?nfsVhW7GV_OM|}! zeRJS9xUhg+j0rXeqBq|L@6v`_=R#XJ1u;#0%F@D>A9j& zY~X1_^f2eJ%EYhLlD@_(kFFglg(X4hei{TVKz^p*s0;t9j8vPJmrSJJ<&d~2kKL#U zDnKD4LU?x!pRdx>VAn~L!9TjW_u7Sv5g8}k&VHQ@j1H2>`4McH|xhxlCb9j2qBbf_Uc zBr*VX)jeiv0Meq0D-Z8vg#(HxxKsU_$Iv_X z)hS@So>nBh&K1rNuDJbYN)Kb6_`VhUy!-l3sCb{~+oO+#wtbD|oGSPhhSvt$tQ)Nm z*A?_ol%YiAFy@{R7`R3uNvSsGFzLVn6#6&{qSYeVb6_Ax*cwm4ayMm`pH@gNO%GBf zIsZbE)~aTaOi({et1DER?1G;xH+%k7gqQUT6!g*#h40X6O%IdS;BKwip8jy2cZ78irOHfxaG?%@ogwNIbg({ z?8m99M358pV+_71W8G8p+fDKP?G%t2`uP)R85Ar>814`Yut~0!rq=`U_&;F39;aht zI>D&v7?jaC=(A$;Pe1!Vc);Ekw>Y}UCeE+|vdEMewSi~8JRp!V?K-leCta?}@7F)e zUi+)Du64Ca73~KUM`b%6{6~@RG3WCN54B*R_UC4vRDeB-b+b(LU6U;H@gBL>?j5EM zhv3W7nz>z!ojo|G_#9SG!ndL^lTl{nmP&UMkk1#v(C_-nC=xN#7{l1-_82=)AL6yn zx{5y}wC6DxCx^wTvF+3=sBHdZKoX}>V#tynu1Ljt`|jA3mRNQcR+{A-lyQ?|Ou4RV zegbF8RdDlm-75#?9);Al6Ol})qulu`}wbq7GQdsjq_ovgs zFZ1e?7tYdEh;xU@0oqVv{GJt!Z?Pf2eF^>(ss?0#gxICqmh>@Ij{1ViE-NV!UeE@? z`Or+ar3qEL$4nmo%3oiCusO2xkV6tTwomP&X!U}+!3+qtwUriWVmN#;g8~M%Hn=!s zY!=dYd7&W7Xq&Lu>K5Jvz5j1tANvjD7tTjz6>sNPyf%NZotj z>AL~6ze2$-h+d-xo!!rtl({n!0hZb7{Peg6*B-94PVK!vm*wMmh9|sG$b<*|a&?nQ zzU$~n)EX=3AD5-6%K}XgmR5GMMyV40%;mevHv=}DyL0(^H@(N zJJrnUQN{hisg6-*T7)&15ly<5>fO%7_2ZnfbSGZP%%#5U9umG+>iWp^&i#y z1pIp12Vk&9Gnk6wxhuHMda9YU#(c3itX0= zsY%I5Y3-c}6u~!(jz<24drtGM_8_vmBh^`@8X zn#$IFFHQrS%|9I@y6c(yE17+q105a$=>cRNPnlkCh2;PbZcv>=I$qkg0=_q{Y|wZNi4p0Z>}ROU=iclVZw{9%{PS?n@l2P6i1$njo%v?ZO5Q5d4wzUu z-Z2aBXDgKI@ICVWRjRS$piDeVa4NGGL#>nPbWbdrAyZ96jj|5lhgDQnWeu2Nqd1FR zKB|BB;7Jy~<@0rmxg2RLVi+6N*ew)3QXa^{;BYWk*A}m#~8835caVnEtvP1v*JAUW$k=yx1Zpw9Db|% z|D;DQl#>)m)Ap?bxXZiNv$`~go3|>n!)SNl<0{;fh>BUpGrP7lD9aryvR8Y24M^8g ztS1W_a4KFpdMP!G)=MLpI_RYvC-;2BYqXlkva_}+Svt6SiL=O7ps8gmyBwk(o7$z> zuvVU5D<*sm6F|&uo5<4{Ew}V@)+JAb*N(*AMQA83a}ZqSKB_5iy}s{3nVPMo_-Sur z=_5r=igHRY+ttX>z|u4!ifx?EPOlJqaJRra)t7uV-(dAzNm&2#*t%Dy!guI$Y!-Xl zMAphuxjE9r#?l@WDfJ}kw-}1MKEc1}j-wPBmszEN{U*%$=e)QDl?b0;dv)d$hOI)7Sab(;1zr~~ebNnzF z&y3Kz>_;}-Im?lhHN3{8IhoADYIRkIR_5&Z%-`?*>*_X|hDUAOPwb}7I2&mLm@Lic zWV@BsP4!)PmNAOKq-Q}8by*`gdw`lvz zMfwPENP_694WnbCAIGJ8@NXSlFzqO zlK}ZBF*d?6D~ew#I8&2Q>XPKNR;B3;US@HvnoDPUXKQQ!KgUnR14W`<$Ek3@SR8(0 z_g&oo`Pl^T0AW~YdZ~Bl{&u|ivlzf&7Qc$W46?jVUqW|=Q(*qnxnB|J>6H712E6y( zloMIg%`)?@Hi3&hqDpH|_NNQ4_4;0?sdud2xKBb1Z8;Asag};cx+#^bKcOb9%;V=_`Dv^-?SAT<-T6of1Q{dU%6sm{q3ktoY`!SI%ru+r{R{*4U;vUOFnQr9sjWb zq)LO?Q8^*+Q#4b|VD;TPEto&MbouTudA*}DCH7R=&RpFDTj6M%72D0tRp=N9=XvDa zaQ$$8>%oXzy2@TrrZI8!|Co9UrZ~GcS`!GC;O`xVOB{FPHIn+uQMb*>UsnAS-uvU17Q`Be6nY8+q5MVvMrX}M=!WB>R9(=>mY z0S+!yjds9GBp|vR5Ph_)h0haAUxr~jj1Kn9m&X!d=UAbgiaULK>Rj=ATlw8nxY@q2 zmzTOB_Ax4b?wt@dx?M{p%CgHMd!rmtHj_3%p15af`j{(Yj6K8f`j5{<$nGbVh`}9u zmv1S>(^0wJDjE4V)Sm~Ffn*v%H_Su*UxK64#GlzD&V>`!d;*EYQL1z={ zFFq}|rKAa4uN(m!52AmB2N&-6y7DinnKl2j`#a6!JA8KV-w62?9}zI?I+`DuLq-zR z1+d-?F|c-U9GBoZ?mN)Fdpg+BLxP)I+$@CH2eCUs~a0q3EUU8RyzqJ~Dzs61<5{Wp&~bQ+Ty7hSjdTW=?iDl?K&+vl8Bum9Js=q_q;Qf+8u+8vT^$ea`imIknZnl|66;wRE?qOA zN7q>pQLeV$rKJjn*ts<8%`IJD<;@x(EDJ_j5ot>O6hW#iRZH8cCm_@6Nw)CAYFNI{%<`~WZl`lj zH+%7PIT3Odhv)jz_jP>(T>F>YL~--CO{()aVYi!fZkAwaJ>q=l+tlIX&6K5s3X>#9 zsY}CzqJOra4y|u{;4Y$DnFY^+$0vKuFnp_uaO>mi&u>pgoB2+j26(hNVASx--8(gq zVpz($?{^u$x5ykyw4(U0c~p|>xz2JD3K|`31X`KBT*I+%dQ)iJm0uL{Isa0CxGdqc zFv!g~o&j4Qz28V`emkFDv(8^Ndkt{xG z(7Ns)6T(8IgdSELNlt4u?5{Pt9~L^FAMfL93_AvwwA42SIi63~TtP#}O$Wtzw?pFy zzhu8zzrG4Qa|mY|cgdffl}i1g$rQnaD4TQXS9n)f?Emz^{z~2pwe~fRDO+1Zlcg~; zd(%S;oYj!gUv*M3lfwg_EGPa?Ikr&zVA90}M44mQ#pT}BrDQmFY{bZEu1XRZUwNgA z93*5;8$Uc%CzzRrNrk)2$kBRa?=LZ#X>fhP7fDIdK!Etoa}R4TtzIaSvBKpy?hv6V z)+XrB-?Y80$);JNCdJj4GW!K*nN^L8#g?If6`2JW(!#buQ{{deDW-q@d|ioiN`PaT z7jdtWN#l|^|H5blRHKJ7b)}%tswVQIjCKuu_9``j}S56S%(wD<$((l%pr=~UK z@HGBLTdo^apiOf*>9b=B*%@2+q#u-@zdut2I*YeT+aC`pl1e>rc%2X8-M;>X=He(d zk}GVJjntR=%JVp(q@^Pc1es|5@LepbA?0Z-L((hyuz1E2MiH0?>pFOKr&oJ23mrd9xee#DI$N9a9n$`sA%53D^g{gIxc!~1T{wyO9lx}j(Sgn z_Qycw^>nqSKOR_9ENOx(H!tso!zUKaOu<=pPGN&Udv7TSEMJzwF&7N|EHNXEegb_a1=7mClI0%oyV^IOv zZweOBsXWYb?)K%Rx&hbpe4jZr?9}el5eT-Z>q@z6LX=c zk(qf?pmjxNOrSj_aZGc6t3nW~X``=7QbPo^83hnbH{D1#b70T7t*}q6Hd{Pds+R%G z4{A4?FBc8iMLx5@Fcl;3P*=$P=O#JG{`>FC*zj0ECgXvL(>z&8-*Tz7KaNo={gY?6 zdMnGn;dXJ`y)Jb;ktTXzNVC+FyGUGF84*Oj;Ztxu%9cvF^P!|zTPIgu5*3C)cGT#E zU8qJ8l9`f#P$95vE>4^~j$OMW`}H0ku|kR0e}GK!MfJbgyAk<6?&__aGixW1bt>P; zsIK{hn)9%YTc!ICV1-F(lb6-^s6yr912wNSB6PR=3Iu2nC6%n1b)>T1C09QGysGiq zAzgyJ#-=3Pco2S3j# zc;UbtRP;zx2yS5uUX<;SC=cEWQ{v56Yx0G0NJ{XfA6fl_sg;)7RZ>w&yXO_4{Dm`GyrR{FLc@i!gXAW4ZdY%cYDcC#B$z3Q8FkKXzN=yv+L z3az*{>BYdhDNKi5g?R;nMUObn zh$K1Zg13Fgmwk3vzNxpZeFuhFnn^Z!$M%$@<*tUJLfHlK@tioo9LNC7{Gi!vrbkm! zlJyL<35mzbc0gMD7dDh>TA7RZl+R|IJy%alDz6*=iB#Sak7sWG{^7NiSE#(j$h2`t zVrXYICLbm-U4@S+eHsrkw`r|00{m_VBr)e;kH+{ zYeYDc(FwSI(s*#isap;=zRk%dYkuW^>%7{la*zpVGPVFrW&2id(t*4A*L15NLi0bd<`b{?E zWgO06!gdU`lDP`17XeF93w?M;*WT<`145uC=a%};7Qd@)rM6uq+54D1*P}US($M&f zB4vYC%i=cuPj&yY>3a0>gS)W|V~mXkRR29|MX98N1@8H)tCWihotZ-EeWH`KG)|TI zyH}8KmLUC{7*BX6^}rX(p%|}G^hVGpf&!pE)iGOvET+o-vAL@W^xTY|((HFRxemn; z!C|i3x^!*+)Zi}hX#Ex|qZEnp^y(>P{~9j6MVkrvp`XktYH8lqot$m8RW3fE?F(O( zwvO6!Wa(^@@AfY@ohn^A_UyuR78b@u8Vh*0^VIWFPxdyIWlaK~v?@~Ub90YRBKf^f z08$7Ju7{CBG98aZjY`euiQ8a20uA82^(3-iYITMVQmlig@IAO!1ZFd5#^>Dx()aL( zoRcz(#BP|Y+b#S4iqP&jc&O}GOPHJZ&Tg_tfhI8vrL2-E3GgM~V_I zo%@TCS~+oiWwE~IFa-YQUU_h`yZDxgF`iNZIYwi>%M(7Rqil^a_~vMF_h`e)(^*Tj zE(U6&3~W>7)*%zt5%dgo0h*#M%>2>9nZ;z49{6Hr9%|3t`}8>{s}|G3v#n6Cx@qeT zV9G-RJdX=_EBoI==0OTdWJFaKgkOa)sch*)Dsi)Kz&|}R@C>I$&C%6dEQKedUAJYW zDPs@@PY6@-Wxk@&yElh~SbcY_PWkOc#Hqhmrt?`()r1zuP*>aR0Yk{!GOon|d%fpg zvUPgEJ4Zi)X(Q*%n~R^dScTU9aLyk+(a~Ae_pAtnb7*T!)^spfI+iMEEsKUa#F%?BFsN8BcExHetL}%jIruxPyS1VS1ycWQ=b;_*RNl z+@WkZbEL6k)F#&^`5XX8nib>64`?mL7Hi&hI0hJ?n>;HGCxLeS!BZ|vK7io3^X`J> zCnQ3Vn^Xv&V70!$OT7*z{F8C9Ak*>6LsQOAnnsgN3Y71<>gkAk50LoT(~$uF%GpeU z_Wae>gB0_9u-&$x62rRy`lf@|%KZ&#bifW7WQz3b$j&wJ)#Yib`w& zf&vQ1eWddX1@Y!T9g*?1=JJd9itq)**b%%;cJWNsp1>t?n_OyEn3`4`ojP&2CGf&wv+a6`{%$L z2D~IX=t2)GW)4=;{9|3S1hvwLs$KhaaP&n9!dG(|kaJza2+h@ssi?PE>cVq0*V5S~ zl`thkcV8C|@$e`N0A<lKjzCYl>|M z?T4#$m{9NDz>u|h8`kHS^RbNnv`Ph_a@nXEMo}r?ryu~{=NP=s2=oqINmn}Ti!Jua zW2>SN`Ot_xwZh!h4Q{>bQ!CZOQ)`lf^Y_e7y;5`?JQy+|Wi6ChS=)Ujm9&=AgXGi|g{1!fsP~usO(0z;C3|=JiciN=QV4UzPH+ zvFQ+ol$YJO8_A)oC4{~)ZPDJ!!$+~O5Ww*b-lGHU=a|p{2AxY`f?gNcAehcLmvDC@5;5(`4^g-;$4N?P;(D^ zvHp(B)LIv5mUrjs+}s@0wTGWLBTA}5G?Jo<@;_MC>JUzRuI=qv)F+2Bj8`%`T=U| zc4;B-Lo5I64Nv+u_w|rJPmqyhKE9ZX^IJBB!SjyNpf1$J)$2genXhkH&NI-!I*-YB z>fbG%_P7DdKr4EuoMxg+UhxBYLKIO}+Fx54kg($VJJ$Tf0b?b#bLaPgeL7Hub@CTA<2P?a`V-cQqKXYVZ;J^pB8}oi&~cc z^y_wkmX;QFEM_)Am9_#=?dA;HjH0!@lblULBB8hU{0e{y&+aWGL(W{Kv?+XggrH2@ znaa5s!VZTP?oy}Zn?5(Z-!_zCbsD?CSorij1kdGuD+VJlx2s^2T{d~;*du~~%12A@ za2lhhH^01zL?P3qp+mus=?d|ZQxaOY{<{b!*vhn^=rgORV9GwWuSxC2WGK4Kk}j3a zX9%9-m@cRJDM(^DXhLja?iXS6TadZtTgb6+z(_?;3g1kPp{oS(C*_sbaE(%$I_rW% z&Q5&I4FvdV$q=oZhtK|p#2zgi_tQb^xx-I~i1VK|D~4Z*E=7Ts!iPf7d{|1(N}jKM z%u`*(;KC-I?VVpO?7_zYu@CQPgqD5_V`Bc(&Hn2p`}Lv@G0Ws{tdj zuzcSBoe~KCDsXKv@;kp*hz3meu?okgdP`q#Mam_|KJ6*7gWInVZ-1OZRt21aLZ`oV z^RSP^8mZ(BAv%tFBq1RfLp~D*m=z+yVmTW^@u1DJN zb0X1rM)v)Q-2Wj{`dWQvuVo;L8%1srYYWU9NhZsWM{q3Bt(^d0v|hXj-Cx>l^JYnp zHjRVjz7hbPoPJ*vb{rSHeY$Jz>1~gTv0376wf*AkioJ?sp9@p;maYuO(;oPo8lQ`Y z0j6dZoYD}xqZGd0`MI6f-|h%0>;Fg}5MEZP54zGALI@Xi%e>I{SmV3T&ej`l`Sr4G zd%oRr=V)l#y(S3qBIZ$XCa$PiZqOiQq4&n#-{*Bt^K(`bjH}TT991j@S5`oIo<>LO z-m9C(=|6OOez~_m`j1UITX<4={B16qE{FW3bRPqr>6?n4YN(!?rlapIIgKg+Cp zrFG_@ZDWkRRveeCMQm^mj43mQ@+|x?`)}?JAT|Y9`h86LqHI=|iMHCs6X*%y=K#w2 zWpJ>Xn)6_=<7BW@|Hvsxys7#V*8wsaTSid?ju|=^W&U2gAjAYkE6x)7r({%=J-c=z7-m>Rn2DGJ=kP8!o&0~fzkl8ozrrkaae8FBXmsHOV(UGtYK1NY4%{r(eW$@p>{gnn7ygii z2b3f4Ih%7D-7aThi07u=jStV{NsmfBSr^)e$k&BN2Sj`G859L-|M=pCs$fPM(o|iF zo318?FR2NZBJ~t<{wjv-3d-JdU!Nc@p-2=1B*2a6AU9+bH)KRu;26Y$$r6I@pr6op zeKc>)aPd~il^N4~nBqYtG2EVBpBqMPP_}kYC^1s^)F&x{sFchMLeMKaF-~ghE?jP+ z)N+5rL)n7kL=`i%DSOy^1xvS&PYvqP?b1LeoZ@6AOZI}itKy_1B`Ur?_%o_G_p-xr@?Ei$o#fXfiz*0I`%bO9g8x3;lgyg=X0tR75)K~1ox-1 z^NBy6wqLD4w&qE?#pD)4ic8ucTcjyRd|dZjP>~*BTHby8P8a%!)BF$4kVzwYqk6FX zktSoT)-D!(*`DOTsGk^$UXNikl`9HH>281% z(a#lS1skqtb@W+TNm9Igy`&@N+Szy}hH=)GX$RM3rx`*qZ0^?Pyrqj^+@q|aIXk#J zeyqJRsSN$?24vj-kBz+Sr%;{DYs&2^xXIo8gVe4Lt-$NzfVqz5&grcp!uhe1eGm&& zFlSuE>xg}*%TP04Zx|&xWCV*Tq+{lVCdjsp$YP3kLs_b!YqKP(513`bp0LkqpIc$cA{o?v^IZdu zt77PjKUWF}cjX9OxdJ$((HN{(KTu`PM$)=+)Sf~RPHT#Dr5YlKz0CzYb8%irt-Dk& zM&80%(LGVC&Df-N?Uzi-I4-8hvO!mt;MZ=eA*g5`;o7X}xnc-fu&eaz-snHXPP-H8kMU}LXIh2$iYtYi^Y zQ#1!T8#C)C=+ADbZ!#Z0xOi@Qmn1oefxsb z(m3+NeQBVYcviZ(#);Zh2NB$!UIZubJ{ZqoH9< zAu0<96|C-XTZy&VEDa$M4K)0bt1#hMQyP^S_9Iq;Tc%DaGs?W#8dmCiYkfB>y}LKX z+UsbY$p5UeK0L5r5jCN|PQrV?UsAynHoFt4k)cS35885gb1Y5H#Nv8M3A6P=9rd7Yy;#*&x;C4=_d67mcNhTxYL zh#kaaa$Lf7*0juhTAC*)pHvtb8inAFZ;GwQi4F09{U!@cV`UjZPg{M*#lDsF)L;hv zQ?_!PG2Gq#ZIJDh<^KjTkj9Eq#OCwolN^NhMZP>7Ep7R^Hlr^YfAEf<9@2dl|Jwkm zayUP>hWWEw3S=ko_=RdukS)fx4AFXov3=6KcvzJkg+5x~LH;KDynG?&gTCD@J1mD1 zCcK@C@b-XaN%=3YI%#%Oa75%w;BfHcM^ixY3pr3&*5s=x`pv(@tF^PIJ&xuYq8j>}IPNmtClN2ogSI@VF z8@68`Ti|v3oYsz3F9yn1zwY=G!pCoViU+lHM6`Sl{57e%%sG>qRB2UNY)_x1h#4S| znvYxWN9S_S^FOC%4;)N-1l479Z7n(mU+q(|CcoC2Ad!PC$B+aM9RbHx#ODRy1&UWX zrYPKSq8A@)gRNhH zZ_#t(?ZFGF`{CAx0BXA&g$hER#X-i*0JD3E>q+_(--N!vs2NI*f&t~aKK;cNz2xR3 z=W0=2Lc_Vf*MijW4bH-gl!+PrgDJ4W)mIRj!SquC*VoGXqo>lB`E_yrcqz{DXiKT4 z7DZy(S|eQ!Y?UI}vsEO_;aq2>h8FHpLRC08mC~mYco(3O4+Yf(?+$vLIjXT5KJn~4`bqD+8%^CyVW=I;W^p3t( z#Ygj$S~Y8nmNBS;iR$A&EE#3;9KE_?!Il}(TbOd_X0xG@rq`KnUT*d-R4a*mnuUt3 z=DacQ`>CKRtI%JWk><2GlhAMkN4ByuKUVSsH z?NN~@xH8>(uWp)FkM;jF_cnb%uaEbL_%JEDi`&?r?JSf}254zrpVu^FnAyl!7PS0D zH?AwpLz#~oom)A36nP@T2gwZx5ehZxGfw!Ok2wrTRYnPr$Mki;bIs0zZsN4c+4BdB zpGI-gG$L7b)kw0xW8gcZ{y>YOV(T1XUNIf?@N7ko_ zU*|Tp4L-bYg6EtGc69q1;kkVP-h<0+;^GcZXNvsQ2`3uMRtG&wf+ z_fRJB0H!}=*ngHxIDi#5bAEl5@?gm-ThLK27j4SY&n$+1E6ZFujH@TWjKs#?+oW1B z<15Jb9^q}ZlkDVmsjOxle_?mGAQi8Ki;ufXEr*D-y9S6ib#y&lRAPR>Da2hAv8>6^ z*dxu?n-2RRp~? zBMhI>Sb2S=Mm2~+VZe&z@8&D*#i}s)zol?0_ce1rkw@>)eh|#?D8>8}puE6P1nPf3 z4$20cqc7TGj0nP()V`&%0eDKzDJZ`gEI}2g8!IN^>Hlb%nXs*y8a`^_Wy)2;E4mSj zbU6{#a>Y`&*5ncJG(f2)3a2@vfM=!18PG1t=vD+>>6|OOg2R0+!z2hvH0PZbTgTUX z#CSb1YgzQFZ!q~<1`%(7)JS`ZAsl}h%P2lL8X^Je@lUr3(bMSC3|4f9S}e}x-XmU{ z3%lA})X6lx#ORYSDHC@edxRBDzzR@E3h19_^wwl)G}<@X>UR-?q07<_~(dzC}quEUSdXA z`Q6>RS4{qObnq*PV~Mr2E*G^N67IentG(@0&P`O{$jnTidz=fJ)m&fkyp0UWbW3M_%YW`s`4(UE8-vtv1OM{F5ONmC?*}; zT?Yt$YFYuEmZVVL{*iFj0?;$Guev@8P^*U=hTZs6VSm`u1UVbWB{h`u714mkWP1D1 z!V>r~zKKK_n7Fbux+CiypfObzJk{m{bmYB@rn!vG2^RIO-F~_S2CG6MHMJ0M(_{HB zdp;fsY?Lj|1?d>{NoK@@So7WwX~Ok&m423x8R>{qEp^LO>?RsTQFX7YZ~cAAI#MbN zjz}Gew)NgjSmamozc3GpQ{Vr@%GW9kIvOob-}|ZOn_+FvJ>N0PP?d{wO??iW{?q7v zb6T#BA;LM%Jl|D;`F~9GYyx6tj$+O(NhJ4UeO|mevsLs_LC5CTn|p zEnhoX3h7mot*dqU{oak{b9-`MB1UtOVYcwm4Qd7xV_wp ziLayiWXa)n)kvtaUjVqvEX5_vDY2rbi{kyjx?@?qW2 zA=)iucg^;xgI}oTh^|l(<@a$dGacXC6Q1PF(qB|AOP!0}w?O4hy0Vi$jr`AR8Y>&? zB}0Tk+e?C$$7d(09N`WRjzaz(x%a5|<)xj!tsPW_IbjwE-x?uS9$hLB zH7t;K*heiXqo1RNh2CyAii*{@`>sR{jFH%@rL2X$qt?qr+oV?R5!U;4>g)@ocs6Ua zW^J2;@ztv6+i{1D>4_An%9I|#t^$SlY8UG2H~(gZW&=b|%VLMGE)S$+ACHQ{S_4u& zGG#;yzrEyZBnJ$d54Y!l1P5CcF;m*lpNb(Rc)RwV8Ik5ZwZBC*@?8oP-QjK2O5I0S zdyUF%a_Ky;U_Fn(@ya8|+pyIcQhVwC@`WC^XMV~Mp<(h;-|)~fZE@sQ`_NzfPjPDH zKs1wAzdWHbZTMsIgzQOBpY6YRb!l%$0EEPC>HL`ZVJ+!&fhzg1M+wN7-5WPd9~ z6R`q!e_lE_f_m4UPPE#$RT-qgkyyHcS_+LSB3xa78= zt|mT`S5gdJF9Zq-87Al<;NcF>Ck-Xa$*T(=B^FYDJplo0f{bnW4$RKhCpH6-cRuG7 z>QM}jdcoGbc@IV5s=b9q-C*whNy5|iBe(feReuMxdxv=!x7Xuhrj1>9Ywo3z1=5Px z7;Eaq>7Bk`)cPgvRQ^6}kC2iOpC7a+V?!W6di% zxUMxQ40<8At+w1=ts+q*nQ+f8adVr>VN5JIU zbm^kQ@$>0RlmCh4#YK>cudDP`r(vq@_t$1&JAoCG=9zT}5up%Q`FD6D`H}Nx_fQ-( zTGz`5@A-!AnF@R1rUnbWqa{KnJyT8>p8d*?X22-fgh*Fj|yAGs8ljCq; z5%%yGMu0pWlDGKG2eQRzw^i0Sbxs8H-CWVmXL9yAGQS6RJ@L=AIMl-PXJX&h4IM0S z`fS^EKg`IPa~@p6a#N{jVxDLaOc_J^!&5RuHh-9_a(a9lM8xtlu2vcnj@!A^-i(&z z!zXKijSK(1=E3`N1j{!lJb~P~9P-3^pg*4nmFhxDwcA8mmDe!#h;fqR3>)H&X{@?o zCw<+!q)09st2^$(9uts_Iy0bDJ*ocIB%egLa>dWA8tCfTU14>$7^^%`#2fp1H5Xr# zEuA6atgl`BCf)15LvVKfS$9W;d-D}$BX=F|Lrj_2WZ$V?2FzD>lk{qF#&k=%gu~J2 zZxuJD!uX=OCyMRVTCEIodxMfi(8DqrPJKyTm0c;!+xf)y4YT>C~6wx!@K1v}^j%LyiQ38uNbzxy`OrVgE!kkY=I8UE85c8`H|wa4eKWIuPKrpB6IAnL&7 z8M`rBd)9i*6X5S_+3KZlkl7jC_nOTSX-nY+Y}=;1h2sm3uqOulBuM}Z4u-nx%LzBm zCVV`3LI+aGV`T+E4Ao3&fpkPcQNP2%!-_qwh22jE!oW9;KrZ2lFZU-ICSkX8leiEq zf`*Rzt+V{h61O{4)}5nsbra3(OgGe{p#uxo^XD?=t_PM1D;ZZqZ_!VWRGnv#C)@yk zL!%YR8;eUn0<4Fe(6>lxqd?mly1&_Wu;OlJ_d+2sc1e>OcJqk-6SH^mAj;_7^u^PnpSmhY zC1Kck8uTGkv&t5RNzo5KPx3Y?&dVaCn6U6?lyp^iTO!c;gq$4~w=dvs2$ z>UQ~UWgjn@pvSU#E-Jkz4Nvv3cIz*nK*_|2*~+1xs6}SNf1+E<|9pSEEL6ROz~*de z3EZ+<3-B)E?O@0l?ef&5RWVpFT`9eP`|Xqv-@@x7Pv*lfdb~{942re%ioJL8j6*%m z1Npi1dWjon8?;TX=o_0RRkV%6kwxCnEPEd&P4JXUZ#x$ikFd}5+*QT2xd9}(xOxjl zpPJ;U`{!E<`5!pw>&z_7Z%0?x3g{U#zPFWn00lTb4q0ueL*P?48(gn+Mz)Bz`xw9g zbs?b_mtab98LF|e!`|cdsQwPF#xe_Zv-?@I!hK^05sm*gdk&8sMg8K;ioMAeyi4z_ z>FL>z;1@MYoG=%&eLFZo3R@pH^^BLTeJ&Kneda|8v&I->M~$u9LP+QReSE5nHd8NX z`2-2TJt}9UV0BRYJU_SjXZ>XnptWoPS4|kk=20qi{v)(ebslX?P%dwpZ$Ma52iHQD z@yiZ~JC+3V?DqM9JOaS0BsJHSf~2*Pd_{BV zV*O66MNPjW6>)4E3;*lJX2IrK8UzZ0e;;ELcb4&aGh-F(-qG1n*(t9{pCT_X=nE$c z1slHJdxM}cI9sNZELlNE-$8s1j@;UWt!bui_wrlvHWsd7mqYIR z;^qojFAag+Yw5lA`C%fP;1eHRM zE5h%u4EoF(IO@DWiOjG^eefW-&1q8@GThrpN1C%plh`CAR3`$tAv=xolt09qS`xqu zMc2fwZaNqlqvGRxj_vl2JnQw|JO}H)tEe&F)MOWn<24P@m|sKFi&~V}(g6k^Zt|I0 zesc3Js8kT=3^n0!5-}}m)H=OTe4LEcw+=lu7?*+jCxl1ZK4hLY`w{uCmlN-ZzzCI< zeUhH&7BK&aEwn}t1fi}!J+u1<;vbUw0o|dpdDujI6fVpY z*k^GS556R1#EojbpMGYfm3~M=M=^kN>5=e!BmCpcs^oxea;ySDe5Cr-AVZElrS=8V z{_AE;@yMM zCUs+n6;#ew{a<%W-p+FoPaYlMuab!y18I@m-jn?6-hGcukP-`8+UtT^8q5Q^KTF&u z7n->ECODZ{K`-qRObFT6b&@NT-ayPu)%7q7?Czsq-5AV;lXKw=)zE8RD8-604cB2VhQk94Wq&J9Y!!BlSZEY zf%YRdl`1OA`w=ayk$g)5E3wWhnrQBs(dE9^EhlHdmTDIrUfm~q9>Ey0*SlE>R zLop#$hf+-)tx!Gg=SKqA1NcEstX!V2TP!2Y%=tH|YFeSNMfEm)0Ir4y_VFZPgs;y= zQEnUS1wknnxeT8VcB*q``na=%;|i`0JL%3(o!^iBf9Ei#J1)!k+{x9I};MvyFWe%QQ z@|j+Z7Qr$ry}?=g(3y;;B4HD(>ek2n{XOCBly>oqal$ZEXTv9x)CUtxLp!xnT&aCH zO5A9yxXh8!RP2;q3>J2IN(5}Bon6Nex!oOW3P?c71l_pN`43GRy~VS?;HQcM5*|@b zeq!LAlhuz#@zeoe2CiOkX#W-<9U@CbP81!#gX3}jwzxmgTY*2BtyDSTP#kopw z7s;`YT@nfSo>9FVvG^H_yj(^q#l-7i|8vJ>rxxb5JJ|G`5^iI+|LvQ_@C?tinQMY9 zZRbHAHAsAw#{h{@eQrG2SThij|}q8RT_yiDjcy#1(2> z$dAFd%+qBvqOgVMi>-r$NVkXQhW)@#AJN>TuIsLYp7R$sH@8!s-lrJf*Q??CaU;m= z zC17tm8>jPSD((#8K&J1Qd!8!C-N{@{4g*3M_> z)xwM0VY|6~h{!oZxx|Z3*y?YO`_YUKncI!;0hj<0#>d@1q=Vcba9G(4D-JZQ5Bkag6>U&8cdsZJEKpG+SoRqFBjrWLx&!TL2`w!|8h(HZzyT;nBdf>{+;jz;2)L6 zE^nOOJG@Z+i~D0k4DCn9|5`IIZyM^LT@4s0h)v)8A!tK@z2o~9FvR=K@;jn~a{~R9 zN#+aI^LntattQVA$U&zvieKo{zdn_=?|QU5U8b(5JL=0>W+qLTaOkJgADuwPOmLr; ztL-puXQ*k|P1-sCV9j?thMAj>d7gU3=qz?sW_F8=u}^ z{F~p;-k&ER(@!=pMv#Nvda~TF7QSJ2e>eG1ew|;8H=OhKI#BrKJXNnU7gAX2(5AP1 z$Aucd$o5MGN`6jbK*zvIjQ;YKeWLJGVW`3P8oJnmV~%FK!E!K&ecfh3+9Cc^*8cOe zXIA*6MTm6m)nzx6101U0?9CKXUO=naNZf+bOz;tv4|xps)seJxe~MC0_*iMAz!b@Eyq3k^3~ICKp!7r@oFo2 zQ^27f=|b1#%OAc;IE5Tib;9{xo7p%w;>$8VG_U|_K$mb1^!J5P<=U0A!AK!k4`J8< z;h@2_KcrUOE6uvk{F>J9Z-q)gs2_$URW-V785Y-w@H#5E3v;=z7?(2tV56Z#up^h1 z?$FqXs`k^fOSV7yCi-?tvuxEHF#{pN`&Dmv7uY_ZuhbulV?OeiOGc=71H-Ww$+ zTwe~uF&fxjvy_Wu6F*8lIFX|iJhPJmTl6(a9ON6`eI*LH#h!A=3|}KO-#BgBiFBQ>FbFhgp=k~6U6PE%;(e*Mf0ML&WeO4u>R$ZPZcM;}pN@Evxu zA<01H3-i`55^^7w-5=`!5<{Cu zl`hcDmW!e{zI)k%;9zC-5fdKs;pSoV>b2F6r-jcDy<}6RuRDke5N@!y$pVL?Je*^p zX=K_RV2iCV&7H%NCTN=e@(X2GM$aP`yWV+i$aD+$F6VtM_{(P3AMEzsD6uNdN8<5K zmPBSlg?abc&S5tfKITMTCcj|}PW;PxJj_ENxd^0zh0NJ6qBnoSwt0mT7{qIy zVQB=Clg&H$8FN=+Lb^*$$+wezvQ|{6qJmgtfG$!*&WeLV*YZm{pnbR`BCuaG@f&= z#G*MWu`x<1^kkiSWdck34vO}RD^zJzGa%N>FP&X*%y}VfmGw_UbQ}rFnWR29#N^-OT`ins>d|)4}_RAZT&Ej|j#Vc2^=mAs?Rb9&OwOoYwF{~PC zBXtbbcCm?rZLQxQd(m`+41Jyk-wANd2tHXpu$;`CYv3jCrc-*Ock{o?JE|RQTbV<$ zb{l!ggwTDguggxA(%5)nl$k%jC)K}CAm7-dRT}se0qmbk1qgCUq>woM zoJKNa3(6B1XvT_$mpVE}DBLxD)p)5)}{`eyLP-DaVdVrM> zGJp8?uLzBU-D`*v%R-KXaG5Egk|IZ#7O-Pim7oU)xMOHcp6_j-`7F84U!nXFX6b$S z2_pQboWZF+LA?@ll(jYOUNH+{h zw}jH&FsO7&*U;S|AU$+on6r9zk?kV2*J zEyyryllZ@;Zd|`#^g>++P81-@QYL(y;dWJyOzAX#Mx>kXSwH2ja#c!Mn5<3Oq;YfVzAG%1C;JLfY*sbW_-BvS3eA8Xn?h9FV4o-RBbQR2I7jtfF&;Uar zL)f1FhX6)&$;#9$UhSPCFhF@=p{vX#Pqn}ej8za50J^nvEhd2-_+E>ktr6~e>qH?G zHc%@2%EsqVcJ4574}j!Q99^kG?SE|_j&-ff>$Si8KK{<>rd03+7Qay22AtE6pXzqT z_~JV{g$Nbtz9(!+Vkv7=NE!2x{DcUELM8~^lRhr+VVP$w)X~cysK}b$zYDymY2aRg zCV^rVHLR%d#l5HBGb-D$)lG^ac#k5SQeDfysQeM5AjO}IkrW!95vDeiMoJhj0BugF zzKAa&y+4q=GaE+NPyHEwA&$vrPlRQET`Es3l`K|9RLEq>y97Oj3zCcy(!=d#e>|R` zNi_;9Aq8^@ghGFg}<*rwvn7c@q9?iI(YpvLlhYOMYpj}XC3SC|qQ zq^fF?wS|TS7u0}nQnS5&8G%{4C0u2<3fz8}2;eds9c3y&FA0K0 zRox3hmGEs)Cm|yrfKX1Tg|YC%9z47zofQV&vr)QoJ|3Gy7ZO&$fq%{;9M(LXF_||% zWoI*vr*qYWfnyJ2<}gsj+ioCtDyRQFwR&5mg~zXam4f*HqHUnQHQ47(S2J&>bpLkR zQH;fjC~;`U$L`#u{q@P5e_%jDFqFeu?8g1-it)8wxE`UiK0=^S4(vvi$r_N!a4GT> z5Omgp|1W$jh^cLuyd@PK=`%j+$I2E-jJEQJ=P2%tcX&1OfTr%gE%a5rlN&JH;h)j zM5cF@GPOn6^$KTQ)8fCReD@*Yc`FL?-|4hO;^XH(T50jBYi!&fAw{nqh$_*n^XoDg zMQe5uuL0}Vn|b_pQH8J5Gvpkeqk`l0SpRKNBa9N!Z)F{l zDuDckbHLeNx;Z7L@e`AGxo^^rYYtU0IBN54!j_Sk8r1I{`!RTsZTTz3LJ?&5mNmZK zhh@_EGsX9Wz_A!r+7*i*MRvrq6jwe4mgm~ey>}_*0gUuQI(o}yz`+!c#r(tzu-=`+vLma|4^I`yfNepVnc7^wx=UIin%zT zucc+*hQmVi<6aqse?68ZpUqxuTkXrOTYVYse$Du}FYFJ7|7gbRady+w_z}^mx8o1e zSM*K9L$Se=3B=>XvZ$#w?ev+PJEb!YjiR*vF_@-`7S-Qc#oChUb6eU?o}(Q!f2ew1 zMzpuAw`9VOkiC#VGcI9WXjqnwI1@b#Y)N(l&D%U$oVXa1t(Tmj6C!H>)*?4{mM_E87a=a zIl|wa^16@xuL-0r;i;yqK!x0_U0r8>)TTs4MJ--l{xz!^bM6w zO5L6g{ZP|OXw&1=71}!HTCKuun@AsnwfZ@33UP#JkN2h?PVtg`T55bEGv z7is$}v1+LuULJa%>-@ekYmBF*QGfbM+R$Tx3h-IG)3j$ZleqYh!5GCGv$17$klYF3TVaLt)#f zlR4S_r5y27?2gucLfXi|VZ17Na1f0Q59taIQBc~qF`@V4kNaGTUz`8L7^y6e36I84 z{A}9pCfSP-eeATRER&k6aR`L}q@qo#0NWD)8ni-)8Gt@)VAh(BO*_CS<&-kDv> zk|;o@{(*~ysIR!~&habMIvc7-!M~UXqyCtM-Q;&od^xuvTU63gcJxL_LH6da|H|Y6 zR#t(7g9A9f5TkkikyFg|=AECV9`H)!jO(}*;X-gc;7X&wI!3fvk%17r43AtZ+V#+& zr&BNxn3Duv?sf4A2+@Ww>Tjs}BI(jC;GJ&9FF)=%S+oekH^f@VX&PViUKn*E9cR05v zqROy~wQmZPVvZfg@FxOqpvwmx5~DEY@d@{aWphxs;atGljL5vkPS`@t+Lycp{a^+O zO)jrhDm!{=kEKB2PdY%cK_iRU$Ikz=#vQkZW~3)tC8;A8obDh`Pg2+aLtdx7D?++{ z(bR_;R_2mUM_09zCILkcSMGcj#xi25#u^#<8(nA3*Y<&EAE~07>xUG>)8%=(L8o6B zCZ%5g6B7pNMHrjc^IRJ^V0-@BuWv$&3Ni$!9u!6HA-%rAA9rP1d@QQ;7+s zu-id<%@BJytQjRABTQw!R+pfzN||P9Q%Va$=8cu}WqfklP4$R2G%isQ7@O(`nS>ld z-YBKj@enXCHaexoQZf$RtkfPPUZbYm$1JsY%@)BO8`2I0wG9p3lt!v;RdL{p58Y}F zAF+huv*XeoP>$)F=_%&AOr4slko&^bOk{F5JqZjsqNDSolLiRG&9KGeNEHddq!MGx z`&Fr&X|*QPdAqw*#wSZzDm3-SX!0R%M7O_12Zc@lU6EgX4lIaNtQ+YnH(fy%E^_blrIBbPvJp z6MbL}TUahMwDxS=%pj$bHHyS*_^T1AkwrKKsRWm!Oil$+wW0T=J0&wK%=&8P<+em1?7 zs*V}2hX11@08xegBWGLOg&Rcc)E7cOq(?mWCt7O%yrjY2D5}NbRDOyvJsllK>Wjy_ z3x@ZqEe39*;}+1`CFlm7rk{|%9f8=xpacS-bl}%L< z0u{e#e>LLE0Tl33rsAWu9CJ-P1Z2){)h3g@4*&*&ebV+#HNv+eJq6@?=d;rc^yWG! zLq6CQ6~uB)?Lm4Hi;ghJi*nh$a+pNY>_Xm(X%G@9di-LGyw5lqv}K|wL3m=0%Kj?=xPn}Z$$TTEzxVy)KmAJ(|sHWlBQeVx69kp-waL72|A_U|hZ#ow-l zJ7F2#Siq43JN$~pfOf-ZXnMAG1mOtl=ey&y5Bnt*hcjim*H^QKivt6pA7Txg-N!}m zcWH%uQoho_asfL%J%J%ttVChh?msAKe(;9eU22cSKH-6WWXfGEa-|jKQ#ns0QWO2k z%1YMOwDclNX-SW*zoRSk(Y*8iaVo-UTe+2WbK2iS9Q;e3PxE%8=>BnHceHPt^8ORx zm;A=}ql zP4cVoJIW6O2Vc@xg#_~&r}o_)15stlcwClay1$fgEY$~wufVBd@*-6&P5p2D*_Ki4 zZ6`8uI!Pb*qeQ4wSmRA%nU<`@2pbM&nTj;`ed;1f zcJU-id)*yI)FljaRh-h320g@g-eJKRq#vB<@k20#5_C}h_VDeUM9c{gqZXiUxJLdP z2R}KGA@^ZVVsnMlgYjqXx{c0O{#^VY4E{-4TwL{wNL7q_G$v<)JUuEAGOyG>H1U1k z_#PMEX6L;a{Wjm_{QUf-2K66K+GKJe?9}&b?TETsTJ|=UIXOAyZeX_W#U%S4`|vn; z{zwCj<6}RS|F3XZ{b(erM>m&eWO=p5yIJCOsN0HzuMsePC6}XXrLE;*wJr~quQlw{ zDOTrNkIaNIk$6KIPDmLRpxe|ro>y_gm>?yvNjO{K6)nzS43MWPzC`j(xtkOu6XiGJ z@k^`8d$6KI|6)z%*EbK9TKv7N=kw3jLNx8~_=nDfjJ|BuAY*Si=bRyD{!Yuln7F2g z)!G^MHS0vm%Ǻq)m79P8gSsAtYYkTElKF@N2vV#AVKAk%oIOs2$=mPpHY!@E^# z?Ib_xc2xOJ0Hy~WsFy!z#%RP^%CW8jWMMaf-rMlG^NQhfX}+gzs)4 zi^Gw_CI-pLsZT`sk#-3&Ti`9N9U$%0%Hqf{1)}T9rFisrA~+xJ}JUg{S^>~ zpPzl}3H@`lZ>*kDkU>)CmNOpO7d7=)zN13YqfMh^iJR4zk;$*W%jf0y5PtG3vrnc` z_i_=rodfEl%qimVZ&iK%GIN0w-?*ng8Hm*zNgfZC_d}+`y{BZ zUq=u78(oxbmpJaq8`@Ko6IO3oJG!4)nE(rur4FAH0jHa;xR<9yuh{$JUa`|Xk3%O$RY<8u+sZM4hIk2 ze#dxVR~C8zQ*-wG>st7gD|peBt>Stua83IG&*(64Yudq5eW;OwT9Q-YJh7~6C@jf5 zv842ufD${A^d5qUlJ+yJ^o0eUL&T|D`qd2rsOECJIQQgrn{J7OlqP(ddk%$7)c~wG z<|dr3{<&?;sz+Jfac8_xZ7^ASee_s7IC?eChUH#^H`gPgY{Oaz-3cqF)cw3h$JJ|Q z=+_vjnduvJdNpV=($bvaGF34k3(pfabM;ZY8s@R0gc?SbbOD$)dt$~u<;={?Qo|Rx zW|`r^m<@uOzjD;}RC(#P4O~b>eQh zbXkAn$&bePn8E+fGX2!l38{(L{waxA#&;k{IM~l*k%-SOmRf`6!vn+D&yRo(41;$M z$PlA35jYy(hIomFpombo6xa{n%(F+D9c#YD&-a^xVa4l)12tMBi(+V;o=B&$$-H2d ztiC8px&7x3+bb&@Yt_&*W*4=R)cm+ZBhYCUoy60!Y(r^hw5%!Oojw*LFv}H@)|+r2 zdY*Wxxsejxq8Rd^?>Je}VLw5oxCnIKspppxtGhG^%a6w8LX%-no5j+2PUO#J0ByLZ=xI#@`(-4jVae8y{^kv{QCHuo-a0DO$ zF#3s|gkcX+r0Iin3ejeAgicEDWOLNO9kBS>xmre?S{`P}A%Gu@|G*%gbADU{81O1j z@GMUl{izs{f(l%T!@I1TMSOR^*ffebOu0Mt)Oa-f4t05E3xN!044pO9gK(WDnwbc! zn0HJ}^2jb;Fl)h0s`+mApvyaSn(*Hgt2tP)Xy5{b0{Xh*YWeWj;ME5oaNwa}=hu=~ zKf1DNH*hw2eY|YGJoEg6{D!-klIaG}0BhqPG5LjjewETvF?kd#03B)pg~;sV-Y^GD zJZ|)jF1`D#(owEiBd@pZeWu`h3i_5)e`@+DXyy#Tmp`I%#OSYsYmCHje)~N6#COr( zEb{0+6F<`Zyl@Y z1^Bw>M@Q%Ytj;*-^e<9UF^e-yD(x8VMqz$3o_b@U6CDEF{boV6Qhv<1dCahxjzlMT zdjY`MfS=E7z$^;-K9!=@i#oXmw}X}z<-%@VoNCPz}V# ze?+Em3T`AEwp1VR>5(BFO1AWsZl_axSyV=GDv{~WEM=APz#ai-n#kMcfg`!|W#bA2 zC^~wl);;WkUaYit*9`dCOIyI7;OY$q3{A^(ZNhX%Se2Q2ZU@3K4+OLuR60z)y{<}KK z`-RYle-72v2}RlobudTjiosQt(Dcg5W@A;0GCG$xi^_3=m@PeY@ic(MV^^-%cEq>! z^}EJ7?O<_gz`}02hFeZyV5ZwP+e{Qtg`j340_PrfKVN10qlM|kcP~M$=eu0)>-QN)h z`%o9_n5o2h1ZO^u7c^Do{EPQ_S3)ys^aVbMW7;2bf@K2Qu-CTiL|UCrcwlUb1;QeX zc=*uPUB#`>$)YR7(U_TUHlFUPV?Ej8+eO1I6~0UG_vn00+Nbp>Tpu`8!L=zGV&}Pi zyFCXs;V{n7_~C35fd3FGDTU8amEJn_wW5t+kcIx8lAIROfk)&v^%GPMV37u=r>)-0 zCcN5tnQ1+&Y~!k!4AEMXSnEVgFzM_H^#Fi7-VS@F!}?YTs+EgVT-0ZtK%Wk}9uJ#u zwo2e0;ROZ-1pf@+{*X;R_XP`oE1UY+#loZMt)mkI)$GLuKfBexekmfb?1x&)6W^yY z7pwDx<0#@s8Bv zX1>o9pVwwt)zx+P!;;s-A=}MyMS6)#aP7_UO=Nv!p4-`4Eua|Mj+hR72K9J8myk~q zKcbQEPZ~a#Iu)i?HE}C9J7_fC3Dd72`A|0*Cgr$)@Pndw#dR({^rm%ri7Be^iS~~9 z3?}T!SpT&e@w(_K^0T4^e!V0X9qekE;rd2U3*9r0i@JQ;HWutH4dtS*qGW*61D2MZeLDPDXIpl=wk6HiDYuTm<5m_I}c(o2h(d1=XsLMRDa%U zMxQ&hR@Yf=jFQ)%kpw7v3fQ1>C?}16T_+HyTY+keTfBUzF#ltI=#awJb7;`?s>Aao~5YrQN?5-%R2Mb40 zOL6}SoM@~t+TlBakFXZU(wZncC3KA{l5k%b{GNy_^;Z_*q6Y)jW^auGsmSIA`>ZiH zaaDn5Gxq84z2>$?n-X0mZvkCBnDcFTmN`cq8xk1>mUYwl9f1B?xYq(Od55lX21gb~ zRWBa}%X?V7QxPi)-!v=w`|w9(*Zg5rr~~g*`7bb0oprEYE!1K(RSgDaG=wrCGx2&2 zCHL-I7R{SF3EOXrtm^)t7)`eq!KKB`gtt82JfNY5eDQ)wnr7KtUdx>nw|(?_fQ#%z zB-c-g?$_}jEzh>pxAYpCHMseB8V-YOy%>*TBika|4Zec?4t$3jSH042bWZLXR~HLf zPT(RZ0<5(WE3F>A?ThSoZOuMcqG3Aw0$$>}r4{1&y<1-4m9PdtVJmGTQ!JW-;$J{( zk}~s4K|z6yiAhHl^!4spc~R0vnY**w@*17rpKUayKtjDao_Kj%iD3B8%x|6@d5CG4UOWEfZ@P2~vI_)b3aUes5r`Tb?_D_L4dB&i+D5v!-lc)FR}=)*>| zKZnX}cCTD;rY|G>eO>+!8k!EC1!=SX*|8409Uv0f4H;0bNeWTRg0T!(+#{L7%RL_~{P*Ff-sjMBG<#oVVWB&NyBM#TU=Ra{6 zG7qDR;l=w|nM?sKe5~)U;i3kc>AL@)e?<9&vNLT+`4X=+-e60%p{OCUy4|YN|3SaeXwgx&A316)~ya zw(9k1hQ|*6vKIv-;{o2=y2HSbNz>mgdA;_<6rZTU#1Q~Z0aMaQg^uNe34(JbZh}6Fj(K0(w;ryJ-D^<{ziq1?g+H$x zv%bvK9grRWN(^X7rF?|>@;;pyr?6{dp4nX_Jk{%E`2KeLp2h$gRjJa5^YEDD_<%1#+if}{6ekf7 zeP_7s_=le*M?r(GDfiRdu!GL~k+o$HqElu7i=k>rSeJ9-tmUHDitVWn%J7#M zQ0x$Gw`oIZ#pb5z-{AGW7hT}w!LO@{H(w}J4NJ9D^h-S;7X$Ghu$_xDoH&|}T6zar zSGhCqOg?WR4il4AJf$BglV1|EtMk45IBT0b>NYfWs2RFz#VkpyEy}_ZG8U?Hj}~p_#pIa5&~36BXE7tEDnB0SY9Q6Z|n%?H7oAcOyyA zMlN$ii{Q0f6;5&OYffeRcNGAUawztb4115`ijF*yiJmTf*VkGp*%1u!;(0`8mTp=? z{6SLr^ehcu%KQs%flJ^GJZ&4Ftf1z^DKLnN)3>zIL=XYWu0S!a>SZ&&UsA*Vy^u>~ zKD}^|FV7{q-t^5!68~UNWwkdl5y=u-mY4*${=vJR`&zPdISV|Lh5i zPxmIfp`4+Gt5#)na6a>fUNeisCH=70@mj3n=BI75hG)+`Xx%HzZZc}!kh`Fu7(Alhd%y)IRkhATWo_ABak;O5!gD8+5r?ze&D_XuyZR({Ibzrs z$CZZ(B=2FKpxGC*P*3`J1PyA7m!Vd89={@Sr1#SmzE@P&LNJ4uF5l6+EJ^|jwowiW ztT&D2DOaX&6%JA0eP*ChGZKwc;qY61?fH2~2#an`0CN8bs9{bDB0p9wciybOb8{x( zVzuaU9<%Nh`aJAAH}D+ddl1x3Xrj3zsGxK>8A{)MZHsAHo=dUIlD{dIqX#A;6`CQcnJJ2yujEca^ z1E(G5T6!5pkD<+=w-e}g>d8xKPa4(<^2b*~f&oru~)`gCb7ZOqmQkiT;e z-TsT>aWMRj<<90_eik7cla5HFLx3{=p+jWx)AkBYt*mvCDN3zv0}kiNC~C78%9@bv zejd=vgd%6EdD>|{5o?~LU)h9#Bc|7vlxoT<=exHs58C*|5>-6{iDFA2OVbzQLNAeY ziVtg>4dKa;ODN+>Osj1(;f+rhd7;aCg>w`G7Z<4_4|xEwozS@{PtRC(mR8fxPfa%z z2v^xfLpQGro(0AXZe4wy}j?KplJ(+=sl>6cXY$a z={-)X8EvLhqT4gRD_*olM)jPZej&OBhT?#lI79=W@fDncEZkx+qS-BCuzITY=H(0@ zkz(55{y=054ULZZ!kZ3L7M*~n=V%oE;;+?F0iE61yc+G3T?InQ=Y)6NX&|mJ0juOi3}W zUAguMkLAgK84bB`Wlz?b<+6HBzOrnfV`N%6u2CO|wVfh0!@K04Hr>U0Zy6C< zIH|Q)j?Q_bGt4PJ-!NEPp(2gmI+z1Qc(v zLzs+M#P5rZCcR#AwC=-q)WY}4T1PUcUM_LX@qZ;id`dcB<6M{C9f5$6Y#-FsSIg~y zk_7BBPpF!?VmvFy7_TNHfy0W3dgrkMq%g;8rEjM*;kuYtPA#G6m)Ka^4a#B`=<%Qj zJI31DkDt;S9+fm*tooV1Bhh9;qT6S6R(@%8%zq^)bAF_La>W@}fD9um*`P;&i;D4pK_~u!36F|F&jaF>0 zXEhx8B}MNJQFKr=PkV*mm3?r$b(X+}A}^Z(dbnp6lf>GoWVoJISP8w#*W z!99O1AxZq4@?fHfA;rg>J;Y(n7uK}CkA1p4*i7<_=LubF`qf7MLm;0tmV!hpmOKTh z@+f(FnwmJAKW}-Hi*BKgIxg9SIW}14z6X%@t;m9Tl%X1(apgNK<>RRr;TkI~6U&fV zf_Q_0v|{eVWp~8sJvCsxScIC~KNmBv4dZPdqU5{pEVW-2q>iLYNG)(V`l)K7^d% z?_!}@TAmsjPn00vBY`%@;=V7?+ykCX7z*@?T2O^KRBhXM|LVG02qNnWqVW`Sdr-i% zzdMr)HTFBkrmJ%0>?60}tP!5Ztv~7`$+>CmU&oqonAh}Ne2meF0#sVPcMo{-m^5Vh z^s@`S?d9o2zd?G=rl}#wnv+@OKbW=tkV=1K{(XKzigOqkRM7SgG-@L3x?FG{*+v z*k6)0I?7LaKpxja2K%4)9HwZp>U85+Y5SjDltWQa*3|||D8&B)ETA!-5tJhX@0b~Y zX*Igo_A|T4agF+rX(`>-cY*tFqAJ6*l$nQ&BYuTfc=LV6M+`a2WqXfH z$PN7y+PVwD#c{IVzg|kd2(0x7{OWa;4-gGRlTF@FGzL{n&U*aWMxGnJAYZ&#;#dt(cuo;}# zbhg(&eiH_V&gs_MHcUX{wnLd8`&E2RCNE9orH*To7&iqTyd1n`#M_n|VX=uta|%_- z_*g}D;F}_Ec4|*@|NPZlXKyjhUXwwjz%EPWH?1cBj=P8aI(OCMrIf}9 z^Ljb`F&KSM)+S+kJ^yKN@*z2MRb}TSh#OrB8Ibnq{yW=)a5sl&VBIO?w)k_oXTdo@ z`p8OTUeFIt7VtHnQzUi)_-lNIv_q%T>y~&GXX(LN%iZA6VQ8<*FpXgu|>VJH1MidDdt3?278< zzlP^00yJSWqj0@DH`6qWb}N(gFcF|92SpP5jEX%x9{60Gcnr#jcVt$zD&(S@;o4qK zUR(>^uO0*VFgZnWR1xijV9a^?Ts2 zNzURc?99ok_*cWJU?flmjGf&mrd(P(b?V18R0s7;>IGY0-DBX}=w4IiL#BlgOio5hcZIX=F-eLx>MB*a(re zl&jLEY^{9W_b}rXIr_h?#yS{2VqTA$q}qouZa=nbgr}>=U0z@*2>gc<%~T>MTkjS(qF|{4z+#%dy-%xBq%8+c%$Y^6@e8Ay zd=zbLAY0lkyU}B`u@c#2H)@}r@=j}WJPdl`2PPrkAM~&6{3DNt#s(#-CH$VHFjv=G zS~B2n7fn$oO(ph=EQIb`NE}5Bn>x8}u4t;bPwVqP%Zsf%j#ceWl<$)RoT;@DDbq|j zM8t!2x6{=ZtK=;L);WoR!JUUSLq-E;#i-2VR5Oxp)MT>S%keWZA&QO5Zx0rWoum<(b=}s zH31JN-fbarJ*~jasZI;odqYlpfN*EV&p zO|K_tjWp;gd_h3|M%W>RRMb#?%8L1vRFIYEQ3`eQZ8`^DwDPxf(k5lweS!-wZbM_$ zr^I{OQw&<_8TEK%AL1{3ni=Lz-1th_?aL4=T0T#QKC|Lp<{Ei% zXIb~6`uK1!z~&=v&3Idp!HDv+&%kb6m0DiC!d7~xD@*(Gx#acD##yDQ_a zt5eHY?7cTAmR*YVcNr4jpGe;Csrz)2M|fZ+ZWc9cy$F<(s^Lt(AQRbf(mzHLHYj(q zA;{D*PWXrR?PLZoOtoiLDs1W;Fvv=OgC{KB`w*u`_-i|=NiqlFxBNbrl5smd$E$Mc z3mc%<179IqloS1@^G~vO?;L%Sdp%O0Y%XNha-$%LM0BoThLipIDfRSJ(J|pYnHRSC zHUZd{#*0uIlbQo#V1MN^8~vqBd0Z>X=^u#}K#hmlrG=~SRxhXgCg-Qd2~cip4=p*I z>2MbIUBf#U?Trdv`yFv?Wzq*eH>ds?3%*idr}nC?K)k1!&mvzs46>p_w}TJyH0xui zh+Keaw9y;?qZ5xgf3k18wRZ`v{D#c{2;IAw8Sz8gLC|_VCfNlwHQiVxg;=htOcFG4 z2apZ`{f#T~>c~dHOeQZ?xEkfCqG^?LBz>{dl~W*-#h{c?8@>>P774Lvo+-pFmD2}) zhQ_8QEyGGzS0iO-K@soi6mav}60kPT4iBexUvhhE2AzI7sg*E_p7<-@3w1`G<<^7G zl1%5s{)|(~n{h7YG7{AhV5A&@mPVsV284U{Y8dEAz8riPx4`iZo!84LaEhcAmysmPFc{@BP}Ix%>(1G%Cv& zX$~(Hf$jkJkSOJTz`%QNLnQ8LDu&dz(5+X-$}8d8_aC0B)Th<%78Bv3@ujBj=q)8=odxKhsNz19DrEBpf=wDs_^n0q)V<7+oOR~liueYL(?NwF!*Yz^A`q0x7WBHK^&{c62Yf z{OpPEmH!+*;TbqZcIP&bdNGD1*_45Yx?~*R`Im>J_==s?tniL9GxEG~gB{_;CM3kt zhOi`LAg*;BB7X=_X(>oG)9?!}RP;&S6ZlCDGfsR~K#*ac z>GlkrUdr_Y4_wvCFPqhgAvlj9iqC2#xLcFGk5Lat5>)_<0?pi%Ou(C*aBcZr?Ib1A zo{|D5q^fZ=8d}l;6-TeQMGx_!Ic0xksqYvNmgPQewuai4RzJGiKYijN#wl@H=hb{H z6?P?0Zs#&<-=ZL%T=9OQTwLocZ&-3l(tQ8r_N<2+Lvn+B-dFm5i?rg1^bGR7NL`)l zrSh|Gd)(%LZU_1Tp7ySyV9GT=v)y_q%YA=J4Yg7Ka}O3rQ|*lVNl$jt6plR1aoEwP z!j?!LxQs;CjBvO!`DaU)27C&FRX2aF+tBMzIH{n;{kiR}M?Fw&&L%ER7M;i8Nyxw> zlvej#RT=@{>&3&3NTa9}*uEH$Ct z5AaB&g5pvnE0{A0E<3OLb1v=u;VY(7v{;^Z2XA0oL>t+|KkT$&yMCmqf+|*0QBRV4 z$|n|TGulVk{-|@7cD*}ytAh{YH;V9ZyPYQT{SaZ6dr?O z8&`&j5wcF_rPt3-QRLp9^E-osgU7!aRu!)TD0&GNR!p~7um9H|J$dL+)aUhxA>6ip zq*%^V+VKCnWJcHQKR;OZU*-SL3xEQkfIMSuyNUVWxIUX?@IgwNve8`aJqRPkt zaQ@NRt)~vc8EYfWW#p&+^ha@<=XKEK7?<$~?KM)H_BsH-F(Kw$>HEvhnFRC~GogcD zHCH?-R7M!qYD&&QfG-e1YU)y(33n4kD#ZzIz-gSP$P#K3U$AQbpj*KfSn&7QI^pyUbT=#}Fs_p4i7VAau!mb|wBTNN*^eCMPZNhdFLv|INc0PC z@+M+i)r;hRxYL{)Qgh7RpuyvvxKqaZ73r`K3LMo_mg?5C#H8fbT2$vLcG=*uwhZRX z2jB+b4TL!*8NmJn?ePzHWUt9@LXI_8m(|iJqim_aZLA>hehdaV7fD>`x;vCFZrFGW zwi(nM(U5Keq5!5eoJ9HGQr^jqKP1;a?uoL-py1-ZQ8yn=MUwmklM;ul%PQ|QS@wX| z~Br-nZ9o> zlFBRRuoQUz`q^>-VH|aNs2n|;N&;9n0qfbg(skqJjD^Fjaq_Mi!YzL3T{Gle6OkT4 zZLX3-_qtqzxlT}A>lN}(<%MF*)FTBEPrK@Qgazcb7+mG!mOAByI?@bK&hOJ)l0S~f zoOw7k)uIa5&57k<$qD>L-(6B=ZVB|WX!u@(7Wu7;H)_HsV4H|Y0hocC$C-|Wsk?g} zqcpu!?42IJ7Hlvfnxs-u;rzRGR84CXec+gYWKIS4d&fO;>Uv*&{6^Wtt-e?0d>+(z zlGJAYUwH)X|MQj+H9dUQ+rAdYTh^!sS(O>VWGBq+aAo4;aJ?s^OdU}YK-l4r2F!kM zZN$ECxrPcE!Ksu0xv-kD;&6v!+pE8`L1Ze98=Ed^ILkE}#F=@`GoDdlnmGW3VWUaF zJrD+DX?}d4u)6PYnxox5g_8r^u}!MtY6M{I=)sY=&LG!N)A0bdLv@K0Sy@T3GW@^= z0W>DfmZmoc%x{~1OG1=WP?G|*ELG5}BhcD`TXkVaSUt(ptLRooLmOu=Sb@QJ8iEGI zcqwfM5_fzB5KfbAd=q>Wc%}#ceMFuFP!0K_I3%)8(2Zg=!QgoighL!dPe$Z zK|j0zV3}@4xdRS7$ES=is^x9e4WtrB&gh8jKe!@v|1w(e|4It&PS9>&&x+~E|CPkA za5iWL*5~uKqBpsAlqt^->-2HJb>S^_kTCLDxnzXsyx;Ihr1!VUxvR@8BODg^!yBju z_lfFPy8(=#=F5orY;azMF|dse0Z%kdNsA5j^3)wm{t$tw58I5qj~uc`4&q;fy#6^t z@qPIN8FUn+OAT(~F+^3@SAgiyC`_Xh*TBrxak_~UN&zdl7eU-VAhaapL5n^F3M1lU z_KV78@^DFrG5&CXSVRj9a|WL6-%UAr8eKfN1|H#A?Lin75LC9yOtDuNHcax+0Lz4@ zUAzV@=~gu}^VC&^Y7W8R<)}}y1?a)K#-g|}Ff@fc=M@^jD0PDT{#9IjOp?lWtBe-P z#N|(r^w)=coV6R9g7gc=*Zn`L==RaPdAVbjI+C-ksv|LgZNs{?mugf@dyYG?+vN$tEz}cpm#UxYY+i#OG=pT&C%I@#?kZsiQ1t$ zQGgugL|0+><)`qqQ7pasi_c67;`|HEiUcc<(1?Rgc+9cn(g&y$EF?9AA*?jo_fJW)rbpkKGjZ>eR@ zRb{SawU`9!UR^*~<2|JexPF;{zN9n6qw?|m_K5)$>`)UEX3?=){IpawYwUz%^MP)U z3%jsS5C0-);S*0=iL5m=$Tv`oX=~M@^h?Y7FfD!REUX=Hd3A6qPFGONMZnet_Oq0!- z`MKvfXa2&KI+3WUGgs|0uy??dTIbIJ2Z^Sc zK`hC{q^~Fg@!a}!m{G{$Ddh$8YpCA;i3#g+WC>vk@e~OM-t970g*jt7R*fAUio4TH z;4R99=!aW0VH`Aca%~B?nic$36IS_Fqp=weBEH?%1>P{f;yUs?I&0=n8c z*GLrd01DeJB~$FD%zyq!N~LtFH)2L#JCQx)8>RUOW^+H(^nx>>3FfCRzpk<3m)&+B zmL=@#{8M}=>cBo3QV44E)(DdE>#beg5soXR#OUmbl zd}G2<0GYt_U%*VxES7o&1TjgKUBH?X1Wxyl$&&(DXVKg7@;||7r1}5U^8fDtSBw1D zTCmlcC!epHrs}@nS9(km^(%5rjxtL#%7c^wxesKoS?RAz_{RN`4Ms38v*fa#cM_&r zI>%qBKV(XpqN^*VjlLtm?W?Qg?Eit((s2k(H8jFiWY9Jw;4s zKb4tu9x`rt5650MRH1m-IXA%QyK1cUM3$NZP(5#Wlm+gwdL8^R7NzpMMpf<2sQzae zOzX!O)wi*Rf5=~EYDf35j6%#wCIKAMCAx9|O#`;UXH-s(l=?z>MLjT6EmX4i1 zCI(rgf7p#v2rdAZA;u{Y#=*xAdQ<}BP`D4X_iR2^9mNCAII(Ys2IA!v3rDr3_)z=g z*H7`H>4C!gglWXU1lhtQ_^M&@th3(;jI0LUKKZ<@K3YRKDqZ_vAkZz}q@Sv^I|8H| zpBkvV&0f|*LoRKKc1hvF`b$1LvQKjPe@i!pjM#azwW$hB^-5#Vx%^Upa;12Jl@CFmXxW zTZ$N$`uT94fLNS~Rywxbe+ebQfvCbMGX%u6)E)rN3~P+a&uDjXI6p=c2jLHSno5N+ zh#IZM4Ig%uq}>^+dIF)|K{Yf1ip69Mqpa7Q4VnorZWZz5=Xo1-4&LJfg4)rzge!2F zlEL}Bx3)@ecjMmUD(25l|3L8Qm1XK5f^?(V0or-WeG*KFPJlhs<>z*=pPMsio?$_}aPkLT7@wJvmg)dKHZ{jg(NzmvX zIaqVM*)-!VFD8>=6j1*ME_^_{4{9)V49p)IS;`#L^`zq)dP$JIm$YQJ`M8QO{~{!U z>+g=lKoD_I|ChO8tlmpz=V;lidLpv}(EwHzFf15l=~1N1g|yxP^=Jngs(Uh%j5?Dn zn9G(3Bty)npi75_Dw)ARlAz&d)*KJ>40Dg(w8#O6yxiHX>jkBtz=lB55z*}BlL)o< z?>`=hAzz@EO|Rt}J_NZvsj5cQAY4I#ZC`qn!5JZ{kBSZIUqg`=sTFfDdkHoiL^W?O zPap`z-~JInUiW9*s8#!zarBo-$%{)}-kfQ`DAMfz=cV^{zlW4Q4@OXYtu%K}>%d_! z7g!#cy`_)mqp*FtB`tF~9YYNyNO;Uk=V;cPJ@RP#Cl6d?>98cE;h$OAt}h(@5x=jw z{h*%huD)phg#qLIuN?t_99uaP>+fyU;EL1F9iGo;>&ZpDbF_*!9u~dh;>@t+&4*Ft z$D8tCT2p0oToo2eHzFJxGtURkQiq4Pm%1ze>NALO2!CB#L?*3zO@EBfu+mZ!G?Sb3!oCJt(sA1YJ|W{aNZPv5&u-rIyL|G3Qd-?=AuzXb7`zlM9pGC^+x6g zRVhDck}eN6;GA$L@G(LbLj)C^nJZ_V;%GGHk9(vBbYkg8Cd0x!Snh>>pAUK9jA)ri zsY+aOY@jkK=@;Eu{!baP;#|EAkK7delu*k(;XACm7Un*v&;Kwvx=+6OA-fLa zg)Mi5*&hRaw!OZMys`ZD!j7jAh`}{#UEQG$9fUv+Yc6kdD((2<&fgbL|2e%3DWaKU zM=IRzt{%^1b|@hhI7+5;U0JGq5zFV_E(~*3+d7jpcAMyla6U+!KC5LZs-9AHkVs6HsQv7mqbFJu37!J9$rnk9V?57RF)RQ~A{N zo|B=&0@>Ze`z#*0vXUiljXQu5`go0A&WD~tYg8TL3=a2yx{=xHg9KQvnU(Ly;KAAG zb*Nd&5fsPro`W;U>11-kyim)CY7PTPx0YvSUagGi@YRR#^ zE#YT)%tRr>BynnX&>N`R;uwp)w2y$nznVhIw;vGP25dyC)dLa4aV_xi(2|K?X*gx7 z9$@I}PC?NOsB^+L#Mjs_Lq?y-X6fL6%{`Buk`WUw@68AI8Wt>&1Mr=%SsdZ?F}LgO zN)DT+h>XIs zgbdt%dquWXmSk=IJ$AGHRVvdjJLyGZj_fX3a3!ZfKJboPG@cEy31>>jDXC-xJZaS> zqDq}-(JMBYWnC}4;VGY!%XA8(3$?i1h=PpNpPM!r{tVQ>w34-soxP)>e8_EBUxVR+ zn!5!sJg@N}2)n$MAG9OOCj3-C8Yr*G1@$eXDTk#6>Fpj8{6+Y~W&az8$nd1Rj^6aR zccc4eeS2ux=({sxApH~gr4HZNi^ApD8`AxplJ2Y`m0`!LJl#lxg|Vh+HKTVU_Czly z2!UC~v9r8*F0QlQd7j~pZpB%g=eOnZh5&rE*kt$@IC}}0BrYA03{lD*h#0nIWv?~= zi_J>lIuiwoEn}UUhg{|*_~t2=#v*PI7EC{A#k zWEgR8hS7oC*WOfk$Gs3&K3jETK|f5rbIqXCnEewPJg_a!`GM+Z zIY6)T0e2Kzk->AUVcJLJi2g7RFQb1opVSjpNDbb+nA06EA(}ITXf&ozViltQd*Zt%<)wBA3{{rb97ZFAwd3&*6o+^i0??wRisO9f8TjX{s z#t>)hmCdx$%in)O@2I3(sLG5-;v=$BOJ3(QX#@*38#KN?d%)EzIsdUUCO-&Iq(x|i zlffXr54P1PTP?1kWCJcMZ|TwrmuYDTALEb3#PjNVr=9Xtlm_0Xm>yAiQ{#7k&D>l~ zpsi_#b{|}7vM^qdrw?_`bTk|__9h7w+(0-Qm1Uam4JQw`W{M6Xpg}iD5dO2ys%_(t=Vv{v z$M#J?roAFoK1eu;t61E~6W*tA+_|@drhb`c)U|hp`(^4MKhEt-JVlU-GQj$Uf=(6@ zK#3UXP~Y6q8tT=7^jhJC)waFYE2^G7$XYE-n0~f6_x(JKI4IBpFtD!qJ1K;GF)4mj z(}DBZV)IOTNw>vN1QZnegB0o8RE%21gHo{*#i>)W?T8Mz5hH51XD-5bJ9M;U!#=|V z@A0`0x?ZIHe2Oynp4$7j{26LJ>J&p#K^)0jcJ*<(mPYc~Ue1ny@E%HzTJ80-*P9(dXHjGhmOiDf2 z3Wh!sbaa^zea7~G1XM~OZkYO+%iz4t?*}Oei9UO2lgBoTxN!RCi;sWstE!No+#rtB zr6^VnHOnmk@@mIeYW2m?XGlY;qp%rAPC#l5+)Dw?!yx+X&wTZ0C(hCil;>x;;C@Dx zt?Bb^{N7?o3~G4KQ~%IP|FB;w#40V*7aYqATF+MS zlARGSkeX;ILf@Q6jdDlTFhR~Z7`^P+jEj@do^h*y_os~Pg*i;L^!wrS{f33#^A5kj z2x|t%>=jUY0iMVbVnRyhaNOS2YDgV$iZl>gMaFFdEuH5H+8)tLDB2_0#~8s5Jip)t z7|dWJX$w^T0J4lH|H9-*|1Rai2=N;)fn^O2tIdP)w8^?vTP%$byoyn@EcU`&yiB+e z06o?b7>Le!AyQI90LK_}RB@Rm95GJhHa|6*Krz6^PXBtm0KaiI#aPpPcbYx2O6+{E zAD{ZHJQfpY?sy%6sdiA@`3IMYh(>NjSg65cUz`*p#zp#wIF3{V!s%zp8vadKih(u8 zTyCLff;a5NZ7Uv=b)7LHE)DYQJyNCh-&Hx!C$Z)-K#l%mdy$#ABwxa$(;cnC(Ww!c zAhHi181wS1-&`2R3#Kdu&ATsf&;{0me+e|0co^@f!m{+?pS01qym*8@kMF(l;qj(O z9qPGno9~OE5f9Hu@NFtGYVFRDvqzH398l^167nd_Y!msjhkv>vrCV|P2$Wk)uTXp* z5V*^_hu+|*&&;yN6(KWlI*Oz{s2|SIIPi8Ra)K%0GK2Q$JVe|3)3Vt;02u&q^(4+L3%;%M ztRhhC_1tdA-YKC3@Fe8qxJ1iF%>ftsO}V?$@<{7{&e39FgpDwA=HF|c-6<=FmwW8* ztF;^+j39}VoQWpQYeA2RBzb)vzyTNSyZ4Wmx5NZ`uq)e6aIz`Ut3c4Hg%zTfg^`0+ zWC^Eqwc1^nlT+KsA{T=yJq?X@jGb_&r-whTGQ@229&mijZ?YuL+Byc);qZMnemMPG z*L_iLdiC}WsRZV+`(Mz+@H{i}lCg;9ZyE!2e5^&)ES$HnHq|efq)(4QKiDgW7s>Bn zMVg~uVt9KbX7=N}<}+_|aiC$YLsRk1EbiUYJnzIGKZ1EKBz_{sgyQz&4mMPKtx%%R z<*26U6^nOI1i;Wo_kJCz4y{&~>R(D)8gaZ&CLuPFT%}<6Qe!pPUD6 zsmsr0p5T7^QngxK)*kh+5MUsG_OAGud$w(r^%vH?MN8ta{;-T^8%V~0PO}{;TdEaj zHHFOm=TP>Pi{MfM$G67%N1`R*^6)w2Cv1~0qNw>CX)h^RcVxVer9mLd|)VlRoQlH4*4)bX^ok=__e#% zDs&f)OH(*@=`Mgv-%bHesbWK?8Ut_v-g;*ue7NJa*gbu1Iiulp?Gx<$`*)N6kq9)A zj_?}#T3;0H{jJ`zRK*HGY&kPBL)(GTz4;FkE_%E1K%eapcS${_2gjCo^6gur z0%c@GuFFXGx##$mnZCZH>>>e(44f05rSTh-ud)NVKUD0Oo-3ASx@Z-ZmPslbK!5M7 zG9y?6sR{oOU{>MQyt|*lyhn5l7c-9rMns#k7?)OfJI*p|zRpZ#VT{ z`i$R~*ei7h+;Z<+wBu{3KdoXI<%ydO?^q@$2@8;ssPyCb__do)5tI`M<7t*`oR2yP0K z%dLIc+uQYvt)m`HCBiQ4eXDoT>f_mghxuoLA#1Wc`8+7AQUl-a=ZV0Co_39%Z<8e= znGfoa-SXSxTxa;%N2$1*Zql{aV$L4Ya>-o*Q5)1*y^Y2`cU|NJJa7V9yOmi-)UIn5 zjZ;C(b=j??UAmiys!>bsJio$czkE&Ir1iu^0n_2EwIPS?jW@cN+&m|;#8-LkA8YptbRfmj_`rWtXi|IyePwDnfs8cMTkb~d0NE;2wE#lZd z(4GP*Qs}P;tzYBU^RUlkuhQk4tNhRpb0T1`RW#T>f&kmq2pVoYw+HS-J+2Zb<5>Y2 zq#KrTDIudg?6Z-EM#=JPJNA+TvEZM_x6dd`-n2eqJ%8_(z1oW!EuQD@C9@g>r-93i zdQCMSeZzlRdt@xY+sZIW-dvC{hefI7n#vofuRu_ome=;Xh_DR`CV|*`^ufFo0Bxs; zWcd7-n%z!_O+Ad0zU>hS!tKep9F+F5bub|TPc5k`Sy5FL35(s!rzH+^GU`Ekq%yl~ zh`yM@ja&X9{`3-qWfs5{*wMv%Sw?^Gk=K&(>A0%-CIyY~W>2F&v45`9Lb#p6lrGX! zlq)^Gsj)YOZ)ue5H1p^7H24gU2#q5_l+7jn;vh!pUR>CV z4uo)vrc3}*0})P|!qnHJ-j+lf8jr$p6fao4O|!Z{KEMay-o0KishB4Wz5@=#{s}Al zgox>iDZHe>XN|LFjzgrt0VSFd>OHGMiGW2)aY%aJ2a&&(>oQYD%x(5_eR1A*jph#T ze-IKU$nlwmlK5js-w0~OB{z@Nbd?46iSuePh8nr@{ zGW!qBs|PX=Ex!&sbcD(c2j`y1YX`?yKbdg|Xg?tg?JZ1ThT zi_JnRLSOq--;AWmLWt6sUD687Zr55sczOaWb#Zz#Dm`aBry1}`jZC!oLh!}QEHUSl zzuoUQq?113I*JMMump_(g#9haK4Ov2SI;0@4bFR6jsYNb$9e+q#L6?J)`;Eu@N`fmpMIOAd7h&GB?v) zDiSXT$e2bE#PO-qh`3qUKWaE#%8~k##?DCOqm&XI@5x)QI@MC3jKh}r9fSD+;w^#K3+r1pD`^>Z2JS4K_!{Fk ziH!147`-lEpF7$pgyq3gHP$l3q#npn@vY@XPaUbvs$VJK7TGu7*@wGsKCPBlAstLm z*5wedBG0HqKiYNaYK=KXL2?)nNkm|fUf|XK`SSST^7vvw z@rr5w%frH=#cv0TV`Iw)x-U{~A4w{M!0c^vwQX;PwTpxMwv$JVC~>uDBRMz_^>N3? z$KEd$IR38M=wipKEIR`Fz5pDR`WuX|PhxF31^$`%pr|2v`uBIm)Ir~v};HCOm z!*|$POT#QhAGNqdFO&H|P=}|7&u4MrW1{;K6p1oNWqzw$pN%@$FKJ#sj4?JsaYfGj zc|6WA1LFBZkTi@h@kT_PwBJYFF><1d9*e+p*Vh1VJe2k&{QK&9kWQPYltru0jiv^X*p@dLA6Px~WZ8|a+6yx5{iW8CM5rvnfrbTQ)GM$w^fB<^5}$j9n`qB^*jV4C9%%F1XrW^Co!T5K-8( zng0o6vcN7__D5{WTP=o;@)zeuM(ae-Uhal&)<78aNAA-*eME5HWX8gz3&B3 zf!S4lC0=R*b+qQ%P~d>dGBMxv0*V*h1CDwp4Y0Ut3iw4Q?%D`qT!9;^y98w*Li6uOk z3g-B#h+NZ9E60N+>19bA*?|aI8satD^~HqSl|_RXcW|B*<>;!yHcJwIv#O+(^Sfy3 zpbTol$gRw*h@b-=?nvI+_uqJ1S4H&fXat;jYA^f=NSSSI#RBeK+z6VD%N;@`NWRcc zj+Wi(uB%ot#&gGyE{Bn^H&I z=9mXdTh2Ck<}y#)=`$ff!EBN`xKyM*nf&n{k+kqurUfQN`#{*4XKYhw$+-CJ9Yf22 zA{_})D1p40uF=2_#syfl=!N_j?6 zGve{GP};OzB+0u--69a3H!TgZ_osLQ6&U7zfHx%{ej8X3PxIo8p?o=Y0U7dzn>iiV zLV=TJTP@$z%CAoNHMb9t4SS1*NPtSYFg!L?5(E?x)hhy;1Bd%OP^RqAH9BDo5uu)g z5OB8B$|`D^F?X6%gHe-_A^dvwLtJnQ8yj28#9$8uEp)=4a=}7@N?(0yem?eHa&2-& z!#?+K`kP;ukBJ%_X>>xv+{On+?#jr}@7L|!B|*~(cw1OfZN_B_C^v^d4fNkkUEvaoOYgd3f;;YHeFVuH!Sd zyE&r}yG11uqEC!v>mrW>NXG?H{dCLW4!^Azbc>#Pb263o9rU4Ro9gDaL3oU&4X{?F zm;?B7aWbxKCPEuMT?i^UKrP_R(Ok&tvw_hZ;@6_BDIe)dA^CvBw!5~s8*r&TU($v%laWQI{#n3caL_h!Zpk8?$kcKY${)RD3 zWW1VYTu`g-c*YvUt7^j!4Uaz{+}3=PmuUo3mn)h z8q>vCj0P2r3%m+vy8Jv%Oi1<%q&X*6HbSN4DET$u`0>$avoms^SCV6j5LeO=)GwrV?BTH@)lbkk+s3Bl4t%PSaY7y$}UhXcmD z0WvH<@ERA>z=e|tGQsj%?3|?IK*@BVXifb<+3*GeKU5^}&06B@kvV$ZgaA{?U?^J7 zidv0C<>>>ynFwc0beA^k^XqrB7sMl+-18GZdWJjS(-S6>xR{cW)|%cOwgY9eb2_zq z+5V{6lYHV|v&)Czs&A(CFufT_A0(ROWalcq2ZcfO5{Vg5)W1(vwME07 zeB$Rh{|-Zcm`_lF$DHrT377sE5Y38w`NfllVko?82<1z8JcGg*lvg^HYOdHT#A$~Y zMMkA*1?NfU)#RTOz8b(PHKDH~pC(n?`^oMNVOFB8YG(Hf8c>Xu6Ws8F_NHPV{Fj^a z!ua>;MM^0ewz`xU97VF+ER}AUT&X0CipH5=)gYX$>$#U0!QM4?a@(IGQUs;1b$Tcwe4L_a%q%aFoPM}EFSgK@#c0X)sz8}Gz9u=4n9|c80IhFJV z8S57bu#;2Rx++B9bS#l9+X~e$@#9@Il}J$LnWGMI+}DCeieu>?C}592L^%KunH~b1 zpeXTj5HE5DZNs9kF}tMj!}Wf%%E}XX*{s6mB2P66$LzKM-x&YEPtN#&BxzbIZzKDj z_2SFAtE!ae8}Fx{UsQzJtoec1^Fh$vTzms<7GWp9f^EB~RDs24J|R?5)~BRlDT%Sy zx#J^5aoRC9c1Fe?6Qb?TT2TK*>KL*BZn#@Oq~@V(q(L)Q3&7O;n-=iIwzbTe@KfTc zS$slIM;obfdjt1(|B$ONV0Z<46ZtR_xD_MOcS&BmXo_3|a5*lkG8i1*(m4zJutG5s#o5K&VAdBU*k>?*H&iTSG8Lifix+1ps} zchNH^SOD#(PS0y|lX=!?ylWW~?MYo~RgyqTZ$8YJ9HknZ1Qe*1jWMd>i=i>?gaU5r zmGU@FDaulVm|g4rdWEoQ_?mYXIIcQw4|37%Bstt4M1Lky>f3K?^^8&|Ln@WYT9m#{ z2UpI3pad{%z*EJ84!Cdwx>`jkpJMU(f&mx5wL5F!)a%a{jg7CL+pi^y*zyaZL-$)# zM1Kt{YgPTEFfRh(^$ZaDRB<)c<78mWh=X#lv2K9&;cgQ5nuRWJ?TfcZ(RTu1RWj!) z)K>KNYBFK8+u@7g$yV|XA2(lizU)85TvE`42Pz0-0d99SKkxPsxZ8!TO^Sx$p|cER z=*g^#SZ7Fy1QZRP%^jc~USb6p9v(I<#cM+-Cg-?D>{a~iCD8XV(_n@v^ToEsS)mqYe66i7h&9yy{WNbpO*$R^L~`M6GQz8*N5zCAJ^f+Ua+G&B z0A$o$Zm)Hdk8$DhHy(9}off*vs!_04lcE2}4R@6OH9M~>d7gE)&Ox!}08sYhbrLqo;djjSwRk%TTQ58m=zTqsYF`lkf_kJ004QWQ|Vb<{o7 zDd7EXLR3Qd-(8$IpoRu5&lz)0f0!o-t?2aBmz}-<-Ezel-T>&Tj z#s`MKMuXT&QAbE3Tspzpn@yalK?IcvB)es8Och#yNnoX0D!`^|_mK4*-{pdWpSgUa zfy^w!IK$&{@f6lrO+n%{L37=1HYJy=)x_-D=4$(D zI!LWjFx&)zLfgMU7nlfR>a?*u@jHs1SUqWTPIG{QpD8oC$NhRJHU#YW}NH= zpQki`H83AS8VgGC&nFm=hKiQ~%?sV1x4r@y z4n}~Yo%$mAf?=d#o(KH+qN#%Q9y|%vp+zIz;Mf=Y!SqD+VUq%r6`nvF{qb?>5&qK1 zQm0w!aNK^oQ7Or_&qRIPQ)>l7b~q^tQHj_VgYtb1p<=hFZ7MrW6Q%x_sb?PoblghS z@5;jbhb&jCa<)yA8JV;a^l*Cyr-Y`7E}5@F+LM2mfz`(jR6%80-yRt72d;&;ycTj7I+vJ#JvIm*j#>{wI!7$idkCt`b62N2qVjh!2Ne7_6Sw8{&r z3Z6SRbZ)fgxLLdUKB2~`)li;zMX)h1b#MAbKF(CA<^5`TuKzBj@idj4WJCmYny0gS z&+B^;6v^uYNe6lG9dI!TUE>AZiMqp&_Q?aF1a$o@!VLuUeqnsqUaUc;WD~t7xlcS7rEM#9Rw%ypPH=kkQ@A z^@wKqYO&ADr~UTcfREPxFQYzJMB_QXdtd$B2X)8Zgb z^zEAYN-p^A6l>z|O;5Wu$!Lh)c4T7&41>Rpu);4ZK{&)N>#qdj7>Uhj_zN&w=8bV=XNO3f_P~I98H@#z4fmBxM{e54;6a{(tM&|V2Shif~MQdicjJ2t^&9?vsVR`7DUW| zum=crAr?VT>J%`#60bpy&GC?}h#5wVYeA}L>1k&Fj?=4umy)thIF}3#*5H`@zS-~=MUAbxwJTiP zc>2EkOT^XWUvn3Ik4%_Odu=fjx;AC~+QIy{P;l4w#tJz=_po3J#uwPLB91T|_@~=inm-VD?=@F*4Hv$< zXt{EJ{f#N7eg(6InD_|36+|er>RBR zQd$?Jb@8(A;dW|tzUbW>>(7QmU(f8N4F|e$j6k*t;VxRDDxgMLA(1`km>qZji!^R- zQGQ0_(CiFg#m`rvw4P%j0w6)i*U5^T7F4 z&_=PASXPl5Xhy2eHlI{kZwwvY|%6>JuAfBKVLGF*_z;~j9 zPZ5_1JPE`~gkHi139%{wk!)L!6pr+PNm zTE3V`Nl?#Sa)i(a!R{o&Ys4!NQ;e6$*!g`e*7xzwpH0qCo7-Bs+BSBjvtG>=VTH{g z1XqLVEO{-ZgpGUPMxC&2Q8eCHnDP#u>iuAD3H}TOI-=lPt9dK0PvcunlT?{R21C<% zKiyz>%5bAtS;(Bfu#E9Ah=n9~P&l%N)MeL>lxc?ov;O?KnLTeL4OL6 zH&QW}>|{S`wV>;1X`e26bH9r3&eghytoBgh;+ZXYG~1Ty!hX72OE(!>saY>3kowx* zca8DW?dZpI-mMz@R|#}<(sT@C<9mZr?lOW9kzR%=0fDrl!lEBD-KkNVZ;hZAb$;!d zpTKxg?6)+tx!=TOhn?Eg%V^bWm;`J96Av_|wkU788m^13JMY{zc=qG}c>#Q92vdka zjoSg%ZI2w64)n}*E{^O^na^uT_)uB9pTj8;(zHK`W{0RulOAfJb8x&jXZ&{~ zXz%lFKYUB~Rgpc5f`_15o8}{0x?ErNf{3&>HNYl9-KP1|$d%IM*PPTK{CliOaU~QeJ%tyRSc=iqi*pR6QbYsyKYK zuc;&WG}8hoS`LB65lO*(?0adD)f1RBKHFX={eD)A>LT%TZ)UHhHUz@!tb zK9E9h_|?6Gi*GzNM)3vW*Q2N|kce)Zer++9{G9(PA!np z!m?;Asb|G?+jxr2b!4+=s71&7!>vDCIh(P=$q5Z@j~~U$WLG1sFIrl&1iPoi9N|X; zd57Y=4}tXw(9d)Ql&*7?(>;=1_N)Lvb+Zlk*E6L!NCFPc)l2c;imlWWofD`}@8!3? z!nK~xlguffwQt+6nZ1+m!Y$z|L*JVQ3x5}*(4|(vlB(WBT*s|Bh`!H3egh052;4-^ z2L4CK;AKqW6LwW?^Tj7aBP;-4yWHB0r_u>~;BVOUv+q0gsHGUUH5Q0$QT|umccYHCRh{rK)zXgON9U4E!-Dea(nNqT6?AB zZ}?(wS9{}n*gURrD3}9}6HhkZTuWR)CX~;h7PtgAG^w+`gs;ID2C;}&pzJ&#bzP|%av-&Ff}b*7iebT4i9dhD5=aSAtFR8}W0QFC|#pW=xE z46Hy^;0kt;ah$da?nnd0O*>nkce|M4kn^wxH`B`GAZ0--yWwgF^ONJbj!{gBzgU{4UMH22TY zO80olPojq<3NXf!#;NrP-jv_(8|BiUiyb;+)k)>cb$WErZy0fQo@(_&2lTH(>AB%n zc7X5sE&VN=9qu~TglrKdQ;{;k`{%NUOh1@9ZB!PrmXBU}=kv$?_trUGw}R~RV6Vx! z$llB054j!_^jm3jEWV{`B^5L@G*S{0&&=WXf3*DN^4=b2=?*+7IQZW8-NM4aL7_4c zUvV{^lmT>x){Bvzu2&J<^s@dIGBkXx*z{vm?46Ts)HG=a;{rPcd*fXZ0`2h_2fE7_ z0y2s)THFRdGO~*MU}$QWoM2pESC{+lZ-$DY2)mp#m({2X7$45M<`W6qz4z%K?Jv$` z2kk_0O`cB`Eo?l`qio2QBsZpnrQiH1IttFl7hlJDzk8k~^o1lI-t{HsZAAr!g6-)@ zv=d)$L6m3tBr(7CJ=x!zQWc~quY1F?d4lnGj;;x8wIceAps8V9tpZU9HuwquhW0l4 zku3Dz5DLJ2WZS13JZk&Ry<;)4uU{#>7px%}z;DpM$@iXw{C*5F!nZ`! z5`1({BggP11#{`ynm}h6jW?ZvE8rS1XmGz4%voQ{p%7Gj^0Ni4J6xSpx&SA*i879& z&0z7QW)Jvn5NX(42BHiQA;zW^I^$aQt3$`eb|~a3Bt1Y?myhp`dJVp0VxpAa8B0%8 z(c-kpEa(e4)5U!}9mE-o=g#t?^G1u>?w6VOCPc;SHh zSCumh-E=T<#7vJcLiwfO0mKX9bJ^ivn+xa#aRhLMSi*>({RD7+KQyt43Rr%reQ#kl z0+3iI^^*Kk!JNC|QUu~1FJpFCd%|18(E5S51l2ExccM0=@}5_T#dNjys&{@WruvG| zbMlK3OLUfXcrToyLHATaIT@Mcq1gY^R)5}N&T#~0{2d}yv*bgJNI+7hnJsgZ$!gl= zO88|g#XW%{C*n9ow7ZM{DKxSW;Pn9h;rIS*l7D+JlB5gCxU=JfhU9|VpfO38N zcQ~R`6Na;0*;0ggZUEU9j|S5|uB{|Pech7sFYZ$@GajHAgd&Byk)^O164a31)+7JU zzlYZTO!>^PAnEBUDe``rV;IKt7H3o-*dC*3vo4^rtbbfkGj&mqCK;>*5?qqHc#fq~ zHxTh|8U?r8J6;`|RaI*jVPf@9b!|Ua2EAPtoX8 zbW}A^0j_B(Y9UZ}G{o1%yBYv5G zwqP3fu<3V!u6yXWiqbl@{6BKfscO?;x5K_)6k zv2fb12l^7EVh_*$>@zl*#reK=m8!u%DBdRhfV#MD2sZ)IC*K!iMC!*8f#emB8t`~; zHX`hXwoke)qvD8IbISqMKUpvanUoq^yM>EZe$lbb@`(JC4!5n;of!Qe=DzZ+jVIt1 zD=saxXpss~+zPZfr9g|jyF(Hvr3n(W6x!m&9g1tv5ZtA>OA@pcCpf|3@_X)w`@HX8 za6ixPJhL;qvoq(MIR{t5+0yKc0nkB(s~a@l!;pv*2TLTfBK;<&!|6R8&howrR_8PRP+KGHioi=)aNyXSw@Am1%!Dno za93UgXIKiT*(>j84|(Azg`0_&^>k1OXXAn-!XS7|H6yEUMgHnS7)bqMd7$t091X#A z_G6md+#tQ+U;ZQM{2)oKXQCy|o z=`c@zWus-u)uJcPixO-`IHB*`SBeBu#*#QiWv7=kAHZ7N@SI?sz_sVZ6!bb-widgu zf?+jTc!fZo>o~bW2R)q+g?P(dlk_piI4OAECxiC&malZJUgl_DSXY>%9xqdZ#-uLI zcOQK{^>b_b_mP90$0Mc}B}D%D*|2n{Eu+UR3{yh^3F0%4Y-mgezX zg{&C@r{%AKPb)IRyB_C0QBR8Gj*=4wFW>pm(S^#nJb3Do1x@>EtmiKFQI}~zbjnh$ zGBfJo2Lj-xYX1ABn63ae@y3t#TP(jHG86qU{^j`Hdoo<`JGa7FLb6WKeV^k*kj9q) z!Kou_^?kbR(RJX_DlC8uXNS?>Qp+IdTCk?4jGLTo%~yKABq?yGnyCW;HoLgS*AK#M zmA=}oFw%T5dPb#6RYpZ`ztHVIETzA^pk>#VCpzkcqsG2P!1lQPV}nO_gSS!t8CXKrBeSm9g`E|igC^L z2aZkOWt6Te23g3#(vy9S53PtKFL#331-{(SToT_a7JR1tP>5t02vsaUM^w9PbXxCV zOU+|K@rhM1Grnh8uPg8g&L5m^33~m8Smq69zU&eYeDCe#IsNJ4&rd4_DqL^K1s|UvLOW#n z*>IY49kO}p7~+}fU#a5+Wu9eWdlHXI13wa_7IBl=$T9yQ>^qtZi;7mCOBggPN0g45 zq@@_dcGTlkCZG@mqI!>CJt(7v3z)vIQYur;ELbfH!4;EOk9u8dfi8tiUn*LyVJryp zUBtB%8Di4juLvi-`smSMApF6F-ymZLeVs7>K!!(+Yk_swFo@Hyv{>38XQm3$IPoM)LFW2?5zx)z?FhE>S`Y8v!&UwHcSR$cA$;7?1GYXeh@2gLg zntp-T{_e}8i`klWWCSKxWc19dE<{A0?s&dggKhraM@U;5Idgs&GCh6zxgC>gS z`3ZaW1Y7>h(r>xBss0ewlJ34$DBTF1B+#4QkP4y1PO;=|Ia5akItE4Y9r@CFxx)FY z`F}i{PPKhIGJ-2i_evp9#7YUb0O#sfj+`zH!<1{rSy8zX4KP2<`Wb&f5z~b^T zmlhRr(BUG#;d}2EL5t)-GxU04h0O%W1(da_rF>`-P1=g9wP0i{Ze_A!Rg3o_gJR8? zj<`J7qWnAN9`(%Y@73G(caxm;JXF2a96urm;y|#9*(uP$kaK1&7>R?g7!=Bp8E4>q z-ZZ4;`R_5K4!JMxp^4)){&Xv z;fdy}Zh3P2P<(kMAt3?AvM*{CpFrU~Q&t8GhA=BDGK<3?$NB+VOPqJ@x)-IggiP^n z7EvOFWHXEk}*81;p&Zb#JrRAFDDq zD2WR68-%U|;Z*D3SJS-t1k^Gn!@(i2ne*@Mkm&MRVeEA%W3@<7)%B{Zj#`GM3UjXy$V3>ci7VKgjqWuH4enPqnsZC$h;! ze1kZmq&` zd~)&FOo90cj>8k}hHQx#kidgby<+xcMO=_3U9QQ30mtG4mqwYd340MG6A9n_Ps)Hg zWYnj+#!?FY(ldAsx4!tda}iaReM%IwkA>!YW#}hA<1{`6@x{Oz6TKj+UyOn_4CI7I z{S$4Gu{fpmuDB*aNF1m2+F|fH!6Cfe1$T^F%cQ$j{-XO2EuD=RQJt|B^qo~a$VhZ3 z6fZD!8Q*-!fd*K#`!4NVQ0o=v5>eiObARDQUi7}k;`*xP1$FUG7_PaYuyP64t*AyEbWgRT=s@@l{eBIki-ey@PBAZh_#8L&G?E zTqCf0Cei=w3xBrFRG_I1pH)g1ww(Cj@p<>d&?KQ`ygnl6Q(?@1v$s_w1%H*5mCGy(i)5`KPIpS4Y*Lof z9#AFZhCJW`cTev(etW3IURW25c;Xm_)q(5B5UOaaNJM9$KWv*V!4esE1zPsLoVqv< zFq$bh)NWqN|LidNl+Bysu4eQupD^5VoIS1dx0~4LoYiWKdKcE2u$%gn`*-IWAgGm2 zmAx+ZOR+wWvyD2l05Q|6`va)$*5R`UWLFkij;;j*LM0;w`_AU-4hLtL9{lOugp=(( zzZu+3BmI!DvczroESe-CBODT$!H*95@+1JyUWhwZJ z4-=6_Ex2?vr75K;Uz?`^US!Vsvf@6JJq1UJ>*S7P5W1ACmksvT~nF zXtwKy@3k${&HsE_LB2g;EL{M;*N{Kh%2Y8P;5ubY0}?G8c_&&1n+q6jbtEJ{)YpnC z!39{O~ToIc@`ond((Ih z)8c?td6lI)I^V=7WPa>By|Msb!`>zFx7qC67W!52$kvwg@Yk(NE>$e5Hk9fV73iI@ znys*Hl=%9{#Ov|hJ5Jw6K1VIac^~pF8A%NtH*SCCiLPiaEBVU`l(@GqRQ|j8j#i-R zXn+Tsn3X?j>z>$+pt70aGf)G%BykdsGNx&ER8L{EnuVKv7arld;+uvM#McI_7_yJd z1~${IGCC2Pq;0VO6-eDqdVCsbdsk^cNQMO~?0znEbqYqw#!9gmq1l-0%R(gO9@_6dJts=)0v-F37ZOg!EeN%2z z(8Sw>+8zM$@@H7EQAQ~!;}LKteHm}shfA@qwxYVUPaj(i`b+@UPEEA8Z+u8l_N6sS z@7AEkhg7m7U{rfJKlTgA@&tBrCr^^ly&RLY^*!mxV1k?B>le5!cyZvDRS&#g30&-I zFx%0Q-@>+EeY5?uEO>@r)k@?KNrWXq7SE_T$`oZ{+}U-;9c$7&5$qwb=KCo#Yx7SI z@0S*pCS$&7!MP(e23P;+Y3X~~%J%6+|Ms7mWi*BvW((yop27-Li`(z$*g_whgksp9 zz=EX>r6FHtWqe7Wi?iFkJr?_SS?HOhfx4*yo_7*PU!=12Oyz78u^ay#rj7pXB@~;GD?AdgWXz0B+GCX%1 zHZnbCCRV%nXv(J62Waqy?caG1i1%pm=p|fgl$?ArUZRevlV|n4e5DrvOLD9tU3{%a zuv!<2N6{vs!(9E*ww99crk_UogK?%6y^4MP3`$r{O3~^{S2NysdL#4LU=A^rshVmeuA${+)-sBx0yn1 zmVjMnE56MWb-y?5+I&8SHPNYKYq?leX_k1#Da#FmqsuU<=_9znTcV9uNk`RKny)o^ zK@nO?`k(!yZqJ`Dx74bu8|)e$^R5xYv=%I-_`UUL;by99+pXn~&1K*G{g@z|aBKie zv^V1RH2xcnYA)=~{yfDWQv+!U06*Ce-{y`<__wvSxHRyX*8+B_&-9O^@rj_o?`p3d zX&MrX&|57%_6pURNonsj))6un1TS(>N1|;2@@Yy0dimG?w3aBo?F*Hjh)(Fykzc)+ zc|dPT9~|~Ng7Dl=S2{0L!19{V{8#%(7^#5lCb}cz-P?h>WU#xf{;mF2Da6noi$_M6qr6)b5=!D$u`Cd z%;~r$2t3TT*1hv`mIy3OeEjrS%3r5)e_1Us9*7%P5-d;Bu{&q_R91uPw+<&jDQgulyx1%d^}$6MM4(ru5Y-%Cb`XSDIR%V{#yR zb%~ryy0J%P+zXoK2?kt%3m0!n^XFDM`+Tn6t!o<<7zjLoyPQm7mIqN^OsdCSIGr<} zl+Od_migJ!#>Gv7cXh@)7>mcWxttC?`n5b;Mmus#o%zDu_^re;*dnv8SuWu)&{h@h zIJiISGLwI0>#aSF$^TmmuQilrd8yBH7bq2;5=^mXLK0ZIW-wc-QMBjZw{qo>>jFBJ zo|&0YB`A96^!$aM{m|!$X^m`$=DbkHC#9O=w7iLz?*0?&>xF!VOE!_rTUoXcVMNp>ie>}8ArudI7Q!NxPkknivA%Zb?!;#8MO zT645gMAAMkjmVUiW>nR5Pdv@w;3X9^vwxSNwoq^5`MtNipkzMbk*J0{Bw z?laf{v%Tf>cd0Fh+y3YU;|*O&X|87>vlQ(AHAC+Iwd?$r`bVBl@%Pkp82rqQp)hOe z54$AxR7f%a6GfrHYxKLIBUKDoEiKS$Lu4`Ma03FL4SC$&q%meb`kxgMvsaqoEw_uF zg1!IB>1LYSJKTLJTn9SXboUk}vlC<^)hbV;>Kr(7G|vgJgCW$e-|sv2e>CRWi$n@v zuIBm6zx0oB)4kW*PtQ}snv@?pQh`ra*XR@f$Ho5*OQi}PfZ}ylQRI49-Pc#Phu_v? z|F87<|8@BNlV$}GWLkOU_C1p}8Uv=b?{&QPh|cYkq>3f@uW@J79~@O%y9hos0x4%$GtHU2z4uFkeW-Sw+RA5qcfN9= z*=NC(DiTT1>Ijd-%)q^yK=+A}%#muM7cnCfdR`3|kD5G=>nI{4(dYk~*Pe?Spr@Q$ zm=LJ-Ta6tj9R?~cyJ4maa`WtT#MHkZ6pO9a;zXQ44)f}lH^}j}X^5+}QW#+^^->{E z@;jlv8}}8o2!s=D54AwqGl{>hH^-iFtut%~^`Z6tWu-9Irir_vGk$BQ4GXWD;E&D} z4A*&Qqb0m$a+jtb#s5mB|HshcjM$5s`;xjvx`QsOamxiEtH*szcX$t5T*La%-Hyez zpM@OBCc75tJPDOS5==Gkb-$k;z~<|U2TisCzNihNfp2HvXOfOI!HC^;j64%_7F>_Z z73{M_39M3Yu0eY*&G>GpAGY&+BbrgcOC5l&L}lDzWBFbKU*4WO?0~epGvSTPxk*hU zfgCijH98=6gzM@gmgRLs z1NB&_eE9_)2VX*@31GHZE)(PzAH#7Mx`(lXX zjMME?%7%!D_ku>i#V@~;VSNY3!43{O>jXfVpH)T65jG8b8I&=Dj`t#-<3)FFK9RgQ zb%bovTW=RwwbgTyKB!5Z;j6nFwnSAddM%21P82RZFbeogay`Uvgl88unPnMZoy96+ zk8s@jW;8VrQY1Q&MHFxYYiWhXfe(EbSzoExz6RwcMWg7lo>u3IJMfx@`7AklIU-K> zYYZ2?`xck|&}b7T?1nD*>O+&{j^9~-o38`XysgU9q^Ydto~Q7;nKbbC!&R@co%GzD z?`uOW1$;u%ns}lXrPInqB&?HKr9sNF>2P0sT>~+3G>n4yT$`{d%V2SIYC5dJIIa2M z=M9?m7U)=*Rvs|wiXP9X+$!zE%=c^VYBuCei@!EK&SU`;+i#EShwI5sBBD^7`*%o6 z^M0c~m|q4NKv?`$>g2|K*QhDGXB^@%r9x4@2uzc!UHGpJtp--L6Gvp+eNsD1b|@Oy~hI=xVk3Tkk&(M~_r% z>r8VqN4sx)@R_0Ry)f3hDVfXjO7rAWL?#~^qzfIIn5Ur=V6IX?{t&%ifYjC#T~Otm@UjE(M57bFYu*ejOjiKCJ=V!OwCx)_V+|Nd{JiE(oT9522YA!gBho zv79nDW4AYB`aIzMss%|RpaN*5mp`l0qfi!s6t=IeGxo?>L|O;H>;q(UkTLuXAzVzX zS(Q~CI}q$xAGXJ^u)O?`9m>_$bn=VT_)2Yu%!yW4O!~{B%*{dl!pJ_n?RFucZmGGs zM}nH6Y5MLAyL6jXvAelaQ|EXF*>S_bX$hOIT3BW+%2u8XRW7A5*BxgC06Agyz-58k z@SDQBPh*hNDUwonJqZ4!OCADLh>G>TgODS$a&(^lQRV7l75 zyD&#L6;Ctrf<$J0c3E#n1FGFdGU2+CSX4M#GNquF5F%-IKT}-%W-FMIHO5KGpx18r-7&j|J-(wW?HyNiKy1y}B{*jTEbcsV&^D#Dm zqr#YgS9BUG`;kaf$k71;va1w{xmbW=llGY_&CTJ7trz(>XxW=IKk!-v^V_OfEP1W5 z?Umo9Zb{>z2qZ$7UriiYC+-glI1EoZKmTFuzZvg$I{qCyox#QQG^6SQ$VHH%?S(TgSQZ2fN87sbjtBKt)M3^{&`X>;Qn6^9CfZDDk7^8ZC zZGPdW!uv#6%=0YX&u_DcSr$4CGjFyM@0&EZ>!K)c8(m|4yWfbHnm-hwz9?hM`CVk@ zq}LRSx?QOA3rzW@MOE8;qYB+Rc-!Q^61LDN?Q%Q{s$75nTrW%ZsQkc7BvI8kEvp&8 zsY!|Sz43=`E&D_L`;>NyHWC5Qg+;He9~t$&DA&aXdxaV(NUkLL3B-(j=q1hz+v7yw zq8)U}XP8o|ZMczfRdCvVN>%`wsbGmJmYk=trAh33R%Z8X%(uCvzPa}6@M5b2q9WR) zVeKvY48?=(9O3KDGdFMwGd{%R;>6KF*0y8Rn=jKrd9sFIHjZ*Oi+6{Zn|%LP`VHJ@ z&)4@|ZU~^sIlrm=c=FYxhPil{PDucLf$mD&gLYw=z520xb9M{rq7LOmpz{I6Ca>eh zNV5h9+nP}!=icqx`2P1J1p)zpBsVn^&>a-AysV17o?!vJtI=}xMf(3LLe!xdN-0PfmL`6m!M#j!IYN72 zi8##dM7G67f{Gy#?2Kjk#f#h2#^F--mN-(kJC6N@B-=8+lf5dUb+%`;=&{cE%>>Do zItts3JzBsU38%?>{Z1d&bTFi#QB(bH*R*H3#ghA!!eM>Q$91IQspX9n!%(q7?o@LF~2HEFsi|*N`Z;U%7A2Y$g^2nwgogf{S+4 z+~smJXI{TxZ~yMyJdz4MLjm?F=V178V&}uMD`nnOu`zC%lhsjy4i5*MT!FM6r{BO| z#EhwztIs2!x>ZuL#1N*zks)tYA8|a08MUS5*L;V^PWao*rIUl>3lKE)eQDRk?XgR08iZW2K4$t|ss(Zqg1B691xxsbI#vykm0=0QZ8 zjdYq%CCR^#%a@FoYG!fKfz%paHC&nHdF*j~GbRGxzh)mkA}o6Efq>)bg-sTHB>Apm z$Ho)>+l-Gjc@HVMfjR#zusd%w0lCE*VzI|K@v=hl3hOc#hFPq8va}@UK;Vf!2YwLA zr=ki?evjo6IAOcBDX0UsQ2>g%eJp6~JL^NyotFpv67LC;pcHHXF0}@9$z-Ljv-FEZ zeyRbxAsva9e7Y?BVLdsea@)4f?~VTC+^@fD`GzJ96&KTneP2%<`Wi$jozuHHah5-` zK@dL^Ys0~Z$gZ|{<-*S}RkIc?R4yF#o3d19@zXBD*w#{GSX$7}i0;_r%E}RYJ^_8oB(sIw`Zg1Xr+vTg1IsI5 z1?AwS{oR&e$?`&98M{1I1v}B5v%}_R&4hy_Rg0Xo)`2dN0v3u#!}HjpDtB+nL9K&sLlD)2daI z6(b_e;h|151sqCzD73A>amNyO#i`=Na;8n^H_qp{2fwB^FWW7jI%a)P+=GsT30@bs zWj+mHTGWg^(qqrKQ>B{oLqFxXeN0_+lHj8fc$dlYLVaK2`RY6rXnZrZz}`GMDH06X zIyb~lSLs6bu9?$Hk-&=Uo{HTC%VwJb;gZQ;%qlI8_N9!!dM zsxY1f4&ZF9){L63O}XC&?A$b!v1;isCT)GQi1pHP5Ng1|Vc*eeuAt|gEm0qJX*khZ zGiQ`a8%6$2d=VY_K^Gf-c@hw%klm?zp@%b~q^WyE#Y&O3975h{E#QGD%jC+PLJcI>-_p8iH#mQ%MF?Y;==NZian%m7lg&~eo$*)PKfsZ7 z4?#27NHLZeNQSRhMUTj99s7y!8l5y4W`xa};n~wyczu-{ZXVLniNt?d5}YKb@<^Fg z$nqC~-+D=*L{eveDD&|9O8b(gPkCg1l8<*)=rb%yzcqh z8Oiz#H;;)Vv-ExZo1Z5?9WsnwDxQ!;7QbioGyA9}I=Xf9I-gh5OidIhoH!j5P@2Zz;M5 zXO~xt^rfnlXIWs9vKQITMW175oayRtk3eqroSHksJ)c}Rv?O5F+~L+^1c_FBr7Eabt} zdYpUH8+rs5MlmzJ=;Vakb!#5J_pj?W434D!_}5{?&Oj=wmw=w@X`sW;a7K2Hs?NFY z-1}b$Hm@U7(FR`B&&4@zvtXVv1OF{lNugKg)CBkZLgND)Qj;Iz?>ZJ}l1rHu;IXGL z!2)R+dbslHGNWC0pBll zQJWHLId8@+&O~>WUuGUNT2|gP5$(?PGl@wE0bkTGp!=2mZ(6)gk-LGF(^LuVmw2hC z>N7KlVTtF4pp#DZG#|&NHB*`bqs|95o#sqwbr%KxJMFNF5COzh6*pCalGj1iN4a1v z1&<2M{KFa^nxqsVJ6g8!M>yY~W6cnKK$pgj#xt;yCs`D6={wLS{yW@!H~-@xW(nWn zF!WOO(#^D`aNHQj&Wj->W+nTTz|*bN+C*zxde=nbFPDf;3u<*56ys7ne-z2J`aWO@63MD_^$_4XIxpX)eu`zstf% z{^069ZUX6wKVqlv?v(NW2D`vD{`Y=tu4epRjy<;p@C5n-duhdR^{A71?fR;QnX2wX zcBj9@79RTRez3u(2h_F>o6k&1xQZOV2@|4G|4k!UtQ`^^dU72<{FoT5H+ZblaP~Eg zRqOB|{z^5QaP)S@mC1=0{bqD>`SHz1$Jbp(bRHg%Gmb|u9PZQgI%Xu9QilHdzi5-e zt32ejq5h?0yD38%ZumltI>IUFb%JyKJdg>!{~$4aLD#1e8gBcV2D%%u{*G(-NaXdviv+p!a>|OF5cce6qxzY7iRsvuiV?J3A89-#Tm6& z=kYxniG)d@C+)=ocE0&xdlXN|{jlqhX1$B^@LU^KX^*K93s!{LtOnF|)?mjOY1d@2 zReRf#dQ+&Q|MzZ~!XL28S<#udTZ`}3=GZoOzsWHrsiH0!o-LCdd{0`0t{lYX;7K1n zfOv9x&J|D;SwN}9MjwCU)Ud2Uq72aRv^n^2w^?^C_G8G$n}7+q)%SbL*?#yg59Bo%b6%&kKRzSk2}aZq{8~2O)g)~3hg8%Ksg-H4%u@> zcqqFe-51j&FHL}krsD+_%y0osbHr8wb3_JH%5#ILWcIWskA8l0HVv1&VIPQ)x>Ge$ zLL6(VI$XIRa}>$kgO$GZ%>uvdm-I!o%6Rwe{WAgDDpO%o;K}M`HVv~y&el~smU#D= zLGN}s+%x*-NW20yEt_7auumhhEq3_YRu^(u+9me*e)!t3UoneQp&-K|9lsm|r#4P3 z-$LDv;Xabb@D>^6cl`V2ncpnGV9c=DRjD5xD)^g z8E&iWZ3$^EbBLYxp^V!zUz18w+G8`ARV~q7=-Ks$Hkh@LtCoDgGi>$z9G{>qeO-`zdHi0 z@0N_zp;T(5&kS(*PKO6ej5JI^uqUC6O&avIiDG({Hf6XeXP zv43}nFl&GSJJKbpT`CW84EfDlzl#X-hBQRf#zj$pdmQ*-cT2ONUG9c#-O^n^As_rS z08U#xV7i4Eu0WMm+f9-|l49_<>%({-4t{OzORR^b_V$Z5bueH^Q zH7%Y6)lYZH?E9}hLA&qhO8Wo9zhd2zN6%_U3iX{cMQw#D4ssQd9z-hUcU6|rChGPRRDlc^*tPi@ znNL5%Q}Sp}>MhB6Uy~YpC|d6=ege>+9$H~Gl#1A^$}ko0jNrnqZwugBM7)2JoW)}_*{(rYRX(#2IsmyK z>R}Y$LGor&)j4%CR&@aXUGUN-Z}_BM#P(@72u~`G!VGs$Ee}@YhPuVpd&D@b{#bpN zj14p1X_tYzJ7$6F1k((^Hek%*Q7)q2FMY%28j3)Z`GjB3St}9#r<5ywb%Lu}!msU3 zCYjXtP2WXWlWIpl1Ey$wI@Zk<>rlSL!~NUn+3K+0dREs`%e)^TLvZTr;LWPJGW!s- zi5QlIAQLko0FX;vodGb{_U&L^3cHidyi#A`Pt}Y{ijxhd{bo?bKH5QgZf5C4rzZP2x(=YRa1ZlGaLs6^*&L215 zOFt(04%7McH47qX?>D39e}b%Rcx6oIg3qeErM*s4XfI7fGryB6!!G(CG0hyml?q*@ zyg|-8xA@(t$<}wEaDHr$3jZP$_P`nLf50PDW9Z1K@h%J-Nc#Jm$m|J${d_)o4pH7` zZGqfy;Y+AHaZZHb^_6xjL&YzCJj&qtihWr# zr2fo~Jsa72+kcYbr2jIp zea>e7*6=2HgkmyFhUB0_slMv9kebIE=N`c8t2mtgqwJ+6ZNOsRgMmMJA}ow%J5D*Yww#5f7A##@|~H;;t8$~=udSp|WR{||3@W4P+GnO_;D*+MYT;LOzKhl)y1sZG7Tfmms_fnQGvPNP>%No!^? z^IOLdP#uyGvRAbs1~-0jd`}LI*9OrzwpDl0ag;l6gx7iWIqbOpK_0BtK=vl`5>R!h z@GFFosxxXY{dPu!f)+HmQ|Nc01y8*#jNU3(Q+Tb-*a{%M1K! zTFz17b-#+0X`*%iP*Jb@s0ifW!*2|dp7sOJ|7A$!%#etc?aXUovbXX;-66!LfL&86HY_$d|30?s_@JjirK zgtM+t7N@^T=^V)K55LB>cP&cGHuZ*5kg``AP`|Qw1YU0&VsG0l;3z{haI(M^5HKWH z^TxAFgZVbjPxy^hMNbpRHhR6E3&9M^BKO<)<^--XYb@5QV9|7ZerGx6ts-uRu;C%&mJXAw<){Bb zQqYjw%`5D8S=JhWZe$%MKlT&@UA#okmMG5x8rT|+zDAl!Ib^j4EaWsT*3GEj%#e&V zFX=dx$e$i3NP0Lh57{rw+JjC>nmjcwuQG0moYjm|RgovdgAm(lCkj8)22XU^Zw{A> zdjZMO*cG;Cp5+Q$J?JBmR(2b7c9Ltczj85f;okJ+T;wWgRU5kIW&%|3OcR|Je$2nJ z^quY@%YUr?GW6rU2h)^u~mh9u(y@N-B_nuoLqzKCt(U5Pfr;% zYVB5LNFv|QhbKUdE^By#9y-Z1`LWhryQ{S84|T8=x7o`rt{V1e3(s=l(+7Tc82@hh zjJgytLKgsP+p(y$^K1i)vcFMeixqB;rIzcC9hRbxpvF82yX zS%E$FTg&T?weNF9Muy)+{u{PfafZb2tvi5IbWu;Br8BNA#wjWEN zds|lqr&SO;ws>Kx*t$;k|1=x$g#RWlgI4P;+1~`DTh3`u8EOvIx>1cL&vBRNVhN!lI<{9Bmb{S&=yuLl^UyYdf=bn)$ z{<$f&fups0_U*LtTt^)E7oLbmSgYyrTC>_+Jo44C?8u1Gx%qc9q~w9)@5@CIXC?sw z(co-snX%Nf`ujsv&Rw%3b50H;4p!oP7J$=Xrn1tu(R+13d2iOPl^kC}n88>0pGdgfq~8wzt6Zy(N;#=w+gi7v~nS~A&w6`%OdHvnwZH_^~-uM_|P~mIaZx{ zrs4N63P20Asj~w!U6!ZGs3{4H`Ru^d*LTWWq^*09+Dwd@wKlpHrp6>;_4k22=2>OgIWC8jad2$^&0R(>W=`O>a-cGgHLWjqc@Qhi{W%o3Wi z%98o5fmf-l0M;)dX)87?-8Q!|sHn5Bu8cC&o&L#f0y0i0JWVFWIm)2fJ zNmTjxI*^zRdPqCEt~cYtpH-tP&1Z0Y?ND0of5MhN(V0hKu8RKPkO`Hr&8I*6VoEm( z%mO3Em3cC2Toe+^PkDzmk#GE7O9d;ytS z0asek@uEdqlg|kM5c>b76cfVp^W) zk<2%?;vUS{iMt6`%;}>+4a>?dOJDoGk;Up?Td(DajA+%3RQC;_d-<~%xFHsWUE~-b zP5dkbDE>_bIf*+KlNPg~5h0T)dJjOC2W;R%k27XLca*?&MgUIQoV>;o9N-u=x6;MA zyPM%W_>X{8HBhEzJxKaL2?tWZauIZs0q$7t{h&9Zh8zodf$hgIq|s;9av9$Bl(%}s zVSEoop&N7+b0e8bswOiW0?c)zt@XBiL;<#LIP|F|+<_k2f%b#BM{V9GG*`zVUt7)* zAV{_!YJ}wm)ha>el%59PT%*C-myIw!A2s$^hnd$4I>OVa=G<=oK0#057ENy!$@_1o zGG83nUP1EuEv|OjY7LoOn4iv*5#Xj2yEpl*)cYL|Ka%uzpDV!C>+JmH6$}QVKmu(S zi7kz8;iuyHpo708l9!mbO~P;NLz~DzJW1#p*n)wpn_dEKS8ErZs?XJV-sawXUJ3+HN1&0TONiAtCg6_Tl+Ha){gW&= zaqc*?<%;!_mOQhx|5g$6?RtGigG8^iK7olcZz8ZZY8Z-HHl6YuRZ4e_rRC8?Pp@X7 zf0H@j3p}m0Y-tESqFD@Bvq2T?r`L|kHag|16JgqJr*YA9j}Y_!6eX`$=pZ%zg{K@f zi42X_;@Wz(J&Nre?EeDCMoA#%P`RjiK7Uk4QLd3&w3|`1X}iT`aq?aZdGnp^c|<)GvvL zHe_Pr)wHYE67>?nS?Z4nEb7mo`&~D!mgl!JW1LNCdZWIoMq&b^(U8p%#L{-JUSo;p zo*vv&PMqItEdRR#V~Uwx{b`N{AG;vkq#nge2&?MxPzRb0K1Dn6no4{%E;K^O0y*vC zge+8mGIfyrty>QQz$J|w9QzulAv^qjvD{j=tEEWoJ3!CZGC4n zRnaEw=8&GwzxeqKY_V^kd{$KOg4d2HO@EhO#q6cD)t2{3h6crhcv>|>B^9}#e0Peo z`6)!SL}g;{KkU=75tMI!ec^|phN6nw8;=ZcsTXbztw%Kz2?X-#of$~T1>jWu<*Oh1 zucVDi-hY2xU;AdJph>*)D`A{BYbnn+ehHbfJ=3ShMancPGj3F(MX&iHM62~@N0tmN zG;&?UMc>%D^8E-m`bxBKKAnFYu7bS#z5P|YPi0e#eEfRUZFS-clp0RJg#on`jCUlf zqyiF>LKTy0-4rT0C1LN91vVS&N=Xcxs*Yt;g}psUA|xudhJLke&Lyx6dsn?#%U7^- zuZV&apHBImMhtPSUl;`y=$Vzcy9tgH_kL0_bs7!RcLq5QEuCBE9tZn)ZSnZI|7+f( zRE(z|vf`Z&Q}f)~>oIMN5_Pkau?!czn$jWa2dkIvP+|i9O}4}r%~v@OzxU-_Y7t;-{D){VUh zK@_=GdQ-}hL;7%F(-U+0S*uyT_4kGEVvd)2-;3?)Wd8}CPW;|DF1FCic5!}b zDrFc}$aJ_YEc!>G+uoe1KdGr&zQ_CU!q)ZCD))Uv4M*)az@d~J&l?B&Qg3=5JBxzP z!V}$}oQn|(nAxjo@#<_Vca}4Ys%DO|U=G-V&5AY{?q9m9+&Z3*jWH`u=cJF}6wY74 zmTqq`Ol-zlc3AG~^^26UaCY0EJvO91ezx3FndR+UW&Se|BcMb*d4O|HV7T60RKWTX?nV z%8P9n82GUKj23Wvvp*#*RY7d9W3{csLK|nH@MqYhc6W(3NIbk<1Tml1(%h1&xUByS zr=dNezCMu0+r}tvj~sLTPk|ZOfft{d9dZaUmpUqrGH)q}b1c=fz zJ}N4{lNNL1RmwQvUbz0?vHt-)DziCH`B)TnwL*kKJOJpXDu?GrSI+wt(yxbM) zl=%5SzQugYJD+IAN|%>S&wg}yp7hAxg^w(>6k~7CVpO@cdxcGn(-~)Dsm_iHf-kKM zTU5T1q%!#z?G#3B)wsECos5gPl=SQNhQ3s!U55**exAUijo)}_(*3DiAavvP_a<;h zy`^p#{E?~)ULv9opG?JN?)U$x?yH~T3Y#v2LvRQV3GRX5?k)qtA;H~!aQDGIIKg3X zA3PA;ZEy+h?!LU=ZtZ@%|H0m0yPvM^r*GB0Rp)dcxbWL@Gn0gTIV?ytsu%CIc4aoz zQgp8>u}+VI>8g8UlW}Fb+7E^FkM*1OHx@Dks%(n|16s;Q$74z{MV$NRbm5H!+*)Ff zLQr>wlGl6h?5>;2&aX^bRvY%ZjmwQLHEO=As~K?`)-#7#|Y#Z+E12G z4>K07l{_jmKQRved6Q`5oKXCIY^urkAd3xl zBIrHHk|Z@L)BDU{Wg^bB%QX=0(jPezzRR(Nh{>TT5rXWI;fb}_D6@PNm6F3-@=8+T z`plXu5n!K)29*6N|NMg(QtF_Tqh{k@2X-Ut-JGw8v|Y{$RwqV=UAin5cz6)zya8ZB@N%>^d{p9#&4<)b| zp2;QWk^UPx#IPB`WBnIn(}5?Ifv2W$!<*px#v=E~^$xhY|N8wa6k+%}9V^5_;L~AS zISIkU5j(z$!HyEyN|#;?jn!pd>G}Dk*5h%nL`7HSQeXQJ3uo%US*{7lv?wsgtuam# zkA6AtchN+$-WI|K56sqbv@lRNoxJll`X_fc_mK8EBMlwX{_I~DHnT$E$Z zx4K8-4(jzvlHDp&_WH^O2;Y_E?#cH)Xgw9A#kM{Re}r~df=A^k8}>R`vIUE-+)*fC z_85B1k#}n(IfSE*ySm8XnWvr+(0AL`@GK4-Ypp$NDd$KhyYF-w4lh4l*YkeWq*v?h zzIoBHI9*fw=^d4Uss^ezNucItqiGWzLlT~>*8Ub594}XqzAl#a`IZIz&qO!%>})0$ zOiHIh+p3*!Xsavn;y-&(#m&hO-Vh_zZ_7sDq(uZ=@;>+N=&~qqPOOa(GiJJa$v6$v z&VDD>dbhRGk!ZxHml`UyWZaoI@SXF zX6XC1YO(4C>CRdi*RDICFr7)g*j?X_p0(CP! z`v_9z(EkIys?xVpnSopN^0*4@rxb&JM!X7c(}0t^?BS)<2$j$DEUbD9kDdxvlD)-; z+H%x_`ILN&$ur8Hr{z;pb~&nIi9BycnOO6CoiJ9~D%MLX;&reRlGf97N`#=?u`HFb}^`7qjCM z@SPqx>NKeqC!9R|wOj3)FRMzWg%+|QW#d-MfE1a2t@|Ht?iM{5HI;#lGTlyAdL)qM zPD1EU&#;+qETCQ_N5s8mZeHRXJS+!(dyqshhUHmaFvL|MMe4XZE%QMxzF@=tM!!#f zh)-(|y;_ThRw9T8(9&ndXp*G{dY5W9`dUe?OF^drqH-EB;w1iV?bhM;rEvXg$cOj? zR`$N9TKdeB78mOl2Nr@nbZvrq1qF4^+&i0w%?4Y>iHQl0uA0; zQQTUl42!sGIXv)-f+Y&URK#>)JkjDkt-jds9Va=Tv4XGx;>^ufimH}R<5oAirYF=Z7x+^?HSSAJdY-~zCPQ41Y?%Z?U zn{6@eYA6@watFiZq%?wggP=E8en|AH{PM9w)SuwyqO(pZ@%PVhs3E2IzjLF-7B#VNB<07&nkuK*g7|0c&HUdm; zf?8`3)A1twIfm6$SAQ>U@?LPA(IPs&XxY!+W+-N#9n-uz!lKHpDL2GAN`K?9*Vs#B zs@B!nrABk5j@0@Jw7?I?IILLv_f^ex?}XVa7pGl1xKgO?%Kej# zt}>FGK!NbiN!V=iZan8Fb;$@F)f}*mjfR@EYHWgXq>_!T zrM8fuBfK-JhL%>IxH0uso~!;tuoT$AO7nFd6NqKp=y{k#V zp#k>MZSbReKmdW0se8UXhmf#{C(C}yFc}v*o>CtykE9KG8mZNvc^CM*y~Qrj(JNs@ zHrdS%yuYuW7|%N5H^N2)U;y<6x*i5UjO{AXYPPhi0P(^IiJk3iyI7m~3K|8&vu60K z$8I#ow-SHdZ*H>7vdFQ);0%uL-emR?=LQ2!7cbkKd++=PYCZ?O{6RLYtx~+vkb;b< zP=7Ne{N<{-s7dxZp|iw$5~xjbDO_j%>Zr_iYKGoM?vF}sK*JE&TOEi(1t*PmBeYop zy2#d%b=)igG_}&v{MydRrimaXgpoy7l_gs%G zs#!C>ooTBtnYN{%>BH(C04e8;Fl;cWcj3tR%Z^R6AR-MLnd<>2=T9)N-|dy8*{eGj@JeQ?+$ub!HcKkX z&e)|~v=pP5p8qAwnExTJhYAzwwO8vEHo(coRX~K}*k4l2De3&(GVp#RWrq3fws@mz zyq9>hsG~fWW-uu^zug!o={ZV?_OWL(F)?S0#X#uT%;0{Id*Gv{mWMoD&Ewh`nF`zn zyhJZ4#;9ydn~g?)eg?eU5BD+ZCpSNgkrmQhi$bcFkf$f_b#ch)5Ip8I!5vzm9Y(VV zzD2=y!|B7EjR^h*h+*a5lsfyo+OIF%sqU^x6-Mm!wX$B`=w8a>*7@>!!u?!)>57h5 z0X-$!1r{~*%Api2+PTi;aG(D+rScFA(aP~@8@<37xy=YZNk`v2AZ*+3EZq1#DURBa zS4GxLvj-P~Y@#_hl2(=9Xr1a=iooRId{Raq_Kd6_LQX{yFZ@O=&gelum@IV8tVN!4 zkm?8qk%!Ny3SPtA--f(B)c%l)XWxHQEzH)~~b<7E;Wa2jm!T(Za1n-FVo?YfpK5kbX~3OQTf!q_~;DvY+u% z*o$>d40+!g;?&q8wF7ooD=ZGPesrL3S!IUp5`^!(!+RS!$~l=5hzc0O*RyEk+3vPm zIZ_tb$m$J&aE>uLnE<1HdXth+nmU**{*+F>64U{E?3nUZ{2p6tHxqtaGmqUEpw>;3 zjOde-XVe!go`^G`-A#yO;Ddx;4aR?UP(=hG=vDd8v^4QeBKJfYby*=+%-wX6V zT2%Zjeqo#0&}w~1)>p5HB3-6%igyLVHa8q$E`vFlD2P5?hM-2FZ+zc68M9!O_7rLI(z?S zW1G8Ei8SD|aNy9kl-(?E@n7BmfzdKMfQe$`?}3a=84Xha`mnoFrIm;P2~vM8DC42;UKC##-v|~!b|1n@5O%9ae$L0Lk-Q?{%4*^;rHseoJhFTqOH9KB7$xY2 z(L{Exf79?b|9*S*6fd8rI$oiZHfruyT_viGG_^YV=VS+zKN8+MDkwguT%Ea*E;ptK zppVv=ib5DYy5POYQF5Ldq+dLO^w*a5eRU#j39+X-J;q9TO+*EGhh&A)zqnr=H@8BG zG+xIsftKE6L)6-mbwTogthvRX1G7s2MBDbz@;4S^v20?VxpAqbPrt_4G#8{Q8YJLm zBAFkDCTX_TW~24J&kuF{4pDzS6NNHXfi=3*>xnyEt&c;BPw{}lL)J^I=kd4 zk=soFa&*&8g*;spT{8F&U>o8&TkDqFW50ezqns~E*U&V$8Frg zF8Xj@q`7rh&7+?!+gZY}Zt1X5izrSVT!5Q?Dh2zkq1)J)E_^YW8VS-k|7J|H!1^X+ z?ye`Je5*%yV8DAlcCF&F~oxVXRuCnxIVu;Tx=T39D_5O z@@nNZY63ekR=cDU{}nB_dhr8N1U>Nn1*XwS&t$6mIdg?*k zB(zvc7|Ziji}v3hlX8APNT1ge)FQW=!)wm{oA)8|_KNzGDIOqC$IMMOZ(nBdNvl|n z{2Qt;%Va{6rqI4bJzJyf0kR~M3D~b+$W=A&9CgfKG*U2T43nftuE4ufc2kwr&G0z5H4~v z5_X>Sv^mC5(Q6e7vV14^sfE*W2LM2#*w4K=hP5)4j(`lRuj;El5{(F%_9%HQBU$BR zm*~rZXfQ=qOna=uZ7O4H8!)Q!KCNeOGp8d~#T6e8%?wTCC<9nKTJxEh~F?|>weSXQFoOp=&4(`DsV z-nA1439_Aw^q9I7TT+e(rPo0^BC z7&-RN#At49M|dr@%2KBTKP%4Zo*=yzBE_Fdim+S_3yMqhSW|81CmrwdEwoyxarUen zdlV`$+nSiNv0knX*Uw^RWyR%2UtpfLJsaZZi2dYNJlJQ)UO;D zC(y1Y4L^ztLTjM-O9c3V%_J~3Q$B426HR_(@RabEcLqY>iMT?BrfMA$XPiM->D#?} z2iJ$GhM;{BP0f7t{h#XV`~&qFxLPTdkzdCc1s+73C;X~RsC8u$2FnVKhnaB%ExP!N z&OTFu)U`19MhliO*^GB}k)4%qb)ldxpR$UOzf0=a$pW+G;d^oW3+|Yl*eiKLDbzmS zxhzm@ER899HhWDluH!88`7@&}!7*s$r_s`zLv1gX6vfs{ga2xHt8g|PyOyeQWRd&Hf^%W4vWyq(+sQ+2IX_&>JHfV8TkW z{`W%02GLcXu9;vYh?dLxOz{$I;?KABW53Q=~Spb~QJgj2=-X<+%fh+pA3p#CPO zX6_ONj^)5Clkq>6trJ8Q&@kB7GQEbm`bU!81%f=+H)N4wB} z!Vhy!{GD@LcbhWOOP_ypP=ee;3SxhUXUZb2CFMbu=i^q{osM$NPjp-cqY34cmqDmf z6jm-2g78JTlOq%5tN%%@0u3Vr|6d#zzv?a5R|zkg1JNMVc zU_WkkUY57pi#G^OWx3F&NTBh|Fe+nM@t_MEUpxZ0e0+(JQ|7VAs7v?(qIE@Qf4Iw& zYh7^?d8tZ~q5j|@>HJ4k1y#f2_P0%hI*M1gQ&40m2ZxLTWU2GMS${Ra17aQy1$Lo> z_So&#y0n(bHPQo3r4+yoc`foh6Aed)1aIIX8QClk29*e?jU{9L_OU5VsQLBzasj_m z*h3)NN>jy3_a-F{2!Gc1q112PUyZK}Yq*;Q=!(W9{U$6PS3gcI;kmn?iQOL?Wm5gy zG$P1zqSv9yQ9N9b7e&yCt_-!@o?J+F_kBXdK6?h6u)C+*qcO*}uGY8P2XAh+jB^1j zEbmr4-~5|MKDA3O!^;}mpk+5{9gBv&(WZ%PvU6OHtSd-*BbOHHiAMy6r~0kTF8xb^ zZ|v;o&m3X{1>D8IfE{iQ)eG*ff5a>+t7T?C8{V|k2OdUz+ zRF@Bkg#Iy5Pj$$_$=04_5X%^r_zo+_*RXIsiv5HcFLxGsF$vrV5vHLyE{MA=O{0rg zI9%|no++MJ%3Y<_oeJ5pyXhMyd3IxHfuNkIJqkZ^;bkiwT$N$0azeZC`)8Neil;=& zn#e@4yIWYpx-kS${7Q<=JkR_R~|5{He=fXOmOB zk;|qnJ0l-PK#u`>jdpnNT^n$Q&XuTCM1<0_F0B>`i$DY2&Qygm+KG?{nr*8z2F?Mi ze0MFyPxj>>$N-(m5eLW90hx>@fWgWX5CO;7qjN%D6tO0Zbv`iLuV^kJVB(YDd5dWw40cQkFMV|~wT zM0S{&oB>vXA%hnKEr|(ji%kG@>JN~JgUl>)Dqm12Ux_#g1ylH~m~%pb9M#{|y}P87 zSm7^m-U_qs7)Fa(C?>0-nwZR3$#8Y; zPk(DocPMBY%J9p+41e_k3@jS^m|NR>&oF7sPZlo0&af{1UE!=P^{X&c*dPLI#m3Q6 zI;hX*pJWoJPsFeGdqK(Xl1>|Ttl~#)EQ*6M#UIprGfLEto`bZ~5u#mSUiJdVa`nOJ zjX#C=EiiY%I=otkm-tyFCYJ7!tPVf$Hcv0wK}vD$L6M zBob1rNWV%jrEX;`<(POe?{D-7=AP3m4GCuw!DJejrhvgE+C<5(U93Tgs${@09NeqF z8i{tVBcf8LNmR6D&k0PoN~XcbP0ms#-Kl!<^5?nx@N&ui1s`8meuzO$g5wTv+N_&X zmQSO7G%L~&`2NqfDTqB8?I7h_-^Bf!8S6JLn>r%B$WI-OB2_xUzERdqzjREs8AxZ@ zC;V@BUZ_FAr(A*&;dSb5zm_(E_iC)yMDOOr?cv@#}CZqfmH#lh?GsdJ-qE3 z*grK~b-i@FHlZbQbLCGt;cz7e4Wi;D)8uTr5)#x8Av))3?8(6)D*B(rlABZHI;Fk^ z6td)~8-PPFJ`ye6CYuxAN*Rg`3Q`7m=IHZ0PWXG?xiZ1vzct>?h=J@Wy?!RxE$-Sw<7j z*~FR2G<2n-lM|RgUaJki_)`9Q&hYlv`zU_O#|?_OyD>H+A)Fbd{E?8%#r%gjJ3Osp zxmO+MEj_j|s_NT>xhHvsv{#lV@`fC{i)o8L+a}ANVj`*}OM;VPfuI@XmgOd!MSpi( z3!kXoHAv@k#&o(xsFbWTQLXdmAF|e{g~Zv@5W5SV-cjB-aNAfk2VNs310&cltL%G< zEb}F^3ndI+X@e=%+ZFsdAt7s64aS}OyROP*>}V}vZSA5Ia{XS$f_Y-1W2HAmFN2^u z-{x&Eq)Ei1!oDEpa7g8(pC3=P(FPl(+%fq(+{)4rt-TkKgxcIJg<0><*0PP9ai4EX zX%ke&wKNfzXtiU15iw7_6M?B|TVmJBQA7nRiYqSxCq2F*02<26)~s3#!aMFhSVe}p z1iw=$7iECc7hKfLq1sUD{lX3Vv$I3>vxWTUQ1xg=2_}5K87rLb$EOE-!gT80dBYTG zU8kInR}3f_R)b!G7(NW6aA)*RzkOebNxKhiKGS=~b3N@6Y$v()zF0YW>F?!`@jk^$ z{Y#Nb z<3>?y17DpmzX5?6YawO76O;tt-?uaTmBINqL;+G?xDXS~-DP14?@uLX+we?`!P?SU z{pFTOY9cQ??u0=#vPpI75IUGgPfW^aK7JtvwBqvyL=WQP|Go zzz)LBDH*kRBlC4X#(dn8TZzwni+Y`3_syrRfavqztKJ8xnPLY8K$8b~n9Z)?5^pwn zCkXB)scjTjy7gZ7)V%&xP3>m4HNf!|E7o}uMC7%(zm~q9w^c*4ukzl9vYs`ch#k!Y z7!Fv4tFOvDfB)`4OrpOY3bqHwwbTfU{dUk!&Nd}tc0sY^daSWd_q;mf=HMYn6L}`= zn3AlB|94k6ul>WYiXBlQx_)59S3K8G5n||r;cS;gAD+G(ep;+zsO^v=FpNBU<%uNV z$dLnkIsm+T8Tzmh$#aJbAt75N%mGQ7q|@Ztl1c1yXo2!S*8CA_v{Wp!tfCDHo_H7! zh{*6xc4>tWysSipVUhH7^xpLdiYS4!Fkg%@yeS$cu18vODJB}wS6}Ws#veLH^KSMg zIL7K7wBhwpVXHGOFPZJ$`68^CFcNOM%%6lSL|%Ux3m+MYRS=_kBtGbzZQZPKppxcq z(cYefb4#%JLgsyJ+^OBhf{XBq@_{@Ay?qXTb1&B#?Q#g8s^T)n54o4;i;)JKbvwmg z4wz0p7R_4U&Hcbr0rf=$cX7_rO2U-?{3udw%~2bzUy&%+TZ+-3KgUPa%%PhXG)sTs zgbCd1N5A>b)M+nZ1dE(wBKdSdV#c9M(X5@v!Pr=>Uk_T2UH;H*NyT9XrY;NSUAPQ`$gc7D z%c$-f+f%3O$O+8*2ZI%s^$PFl>Lk=IT`B;fAH7^bZlXKpz*}`^Ai>tt>e1vvmjI@M z-xB9msI_t#(~E0|Rpam6T|@I!?}tw7k=a)CdnX5R%S7j+2D^Fvn9%BjsYwYvkvr|? zXoQb<*1ah*&J)~ZD{9I^60Yya_UAW<+d>C3EIv$BfRv$>+XAH#w#O6pdGQX|XGHjf z^|F*QuJFVASQXoAU31rwLn)H>$C)|}ZD`@xnzJW6llrnK*|B&7NA3k~XC7^(H_>PQ zMCbStFN3Zj=BeN&C13#;QDnRi_Nb=45omarDMDhjKk{x%7ks4O-)V(igRBkD3@Z{5 z06=^ci#Wz`K!v3px5a#FFuir%o`8Ec<@d zE}4`owk1cOPBrPvFG=&8KJSBHqDg!zJBZ+xXxrkOa1+XVReub~0_VvJtU$X4z7ckC z`ZTbygS>P;*{bN(bsY|SEwYerKk!6oXs@cLH+F6_Y)Gh@fhlhq(%t&Al!n;%o|NaU zpyHURXV2I+JE*ecADq!#i>2ig`ESwj-$7n)cm(&@2sof|KQDt7T$ROulqYG(nZ2v!1n*7 z79jO+jNA~ko7ugn-}iszED-)48RO@BkN)cg`A=>h9RGp(%pIGwYX7Tw|I2Vb zPVpW^fM>hu@BeoFPyK6X|6yVhWu0jJw;1n$q04`w{QsKzvp>98#by{*SKEj8M@~vf KvP#@A=zjoPyK;{J literal 0 HcmV?d00001 diff --git a/doc/doc_ch/rec_algo_compare.png b/doc/doc_ch/rec_algo_compare.png new file mode 100644 index 0000000000000000000000000000000000000000..2dde496c75f327ca1c0c9ccb0dbe6949215a4a1b GIT binary patch literal 228966 zcmZsD1ym%>k~J=a!{F|NySvla;O;uO``|vf`{3^G?l8E!yE`=YGw<#0`FFq9r|VQz zc4l^VX2gw%8(AGDFDHTU1?LM02nYf|QdAKH1Y8gV1T+B#>azq-N%*q>1k_PcLKviS z0`K_q#?3?>U@9vMLj8FS0|Ehx0|NQC%ICokiu*s;;-KF^!2eYa1_Bad4g&FCb>u$J ze_t`5$KN*pK7(h2{#WhKvTU&bt_?1j4gTNPpb3AQjX2VM|2)CkNoqKPfMAgSJwO49 zWLF>{f*=4Gba{HUtScE4WyD*gt#aKl<$SC}5+v z#`}MbcIbWkYFF!`peus_Yl!Do_c6>xEC)f!VPtTWhW@{5Y*;OoNex1)-PlY&Hj z;;umzZ@2i`OA)WljIK3)l6#H z6GiS5;khqUxXdM1lQmW&rm7>zZPgn1%luoSU9BOO&@B6GKsJLtZiGCvg-%NJUxu&Yx4Q8Ao* zYH1;N>Zsm*`m^c~P zAv==4!a)J{i9T}4B!Yx9P5v%IpgNvd>{ps9?gL5bcSa9$K&&FQ0>yfnjNT9j4cg$JRkWWrsk)Fre6WF@H;86p|6 z5^j?zD@tl6(s0q`)}(c1Abv_3sh$O-P?+~G=cmMQ7eEt&l0tYY`}RzYZzU4*?NyYO z&BFPwq}P3y!ZnZE6DAS$myE?4*?ryG}*(VXg}2|uGe zec~*pnSh3t5G%DBNTw>%N4l`KVyZC@ttQz-w5z~xxTValvWkhAmgx#<(f*&I2s0?z+&nCt2Aj|Cr%72E z^+mruMo-eyXj$l>3~Kc^pC`s()U8$*#v2XIn~R z$jj~7+8-eaB<(I7Q5}lV^|DOPr=@zi3dwRAq@wfTq)8#{5+ljGDZx@qjF0ZsB_L?B z^?GTGBiTQ@4ryF%l(lrG2gt|+z9hPaAv8>zoq5~6_N&k?}ZV7XVQXu``VD>o)pu~0|*x5MNL=E)- zfQh^{E=v5(;DxL8(1r**Kf7r%Ohv%h%7hMdKmOkN(Q(~ENB;cHZr{TC zhGDco>pFpY)8K?IR(+M%trj=WoMANobwY)DNAHR8chH`w`iZlvlDY-5T?j@_RE!aC z&>2iJzB(CX3yWQ92~EX_gZ0hj&*sM061{Vh;5z-*Ey*H@H=bPJ477AJ9Xp$b5D0STi zTY1tG@LDAP1CG-|fw^LWlNI)0!{|7~F^Che>EDOi>Grdm{H0RHkgbhua+i)$JyIahrblWsjAfQqOkEk$NVwTIu?*Tu<9ar?Fvj7))92 zxsRh&SG!q>h$L-NuK#GeVKLT*GXP;fC}C!whI5{3mesIdrn-taz~}g$alX;?-OP=` zSlm;45ZdWLLNU$u=b@O~j{4Y>n5VLZb=gA2;&Xa}4t`>f744tnKU3kGKC8N3Z?dOn zC$;CRg!M0%dS-dMB8}f?G7lC^JkhOf4}$IF(;n8{_nNAbvpo9n#Z1`jq-D;RNJ;cd6kTHSdJ}N$+t`{ zT{JyvxLP))lqPi4U1moR=2zqut>)*L&Bn*!$;vf5bKj_<+PwR|Sa7cYydC=b4+(k1 z0CSB2?HvXg14>ay9-10w5|N9WnVTi^y-OAqJmNKYg~(}ms#USM-akVF))h0zgf#%B z4)I3Z0*(XpS)BTqP|yQ{-(>MKQxo=n*j=@sFE^>hWiYKao21{<>X00dYjWfuxL!}Z zgD()>E_@fL8<6dHKGv2OSIo(Ywde71?nT7sv$4HcGM8|&wzO=rVWPp8UMcUuzg;oS zL&H8j)iX$@*RdmoR-;E;IiPzS`PS#s1mb!7dMK^IQ5Lb>X}7h6+J?bYeB5V`H=0 z-Bkjn{OHJMjr+ZKVkP#$?5TQUTXpnjV#CXmmH{C95jwFF+9Jil`urH^z#Pj*eCj~? zJyLp~*0yhe*fLJ6DM>YR9y_t23A4*mtrBtd#E)%(Li)1~UR|C9(rR4PxJ|ByjQd4w zAT(VA65n&+`Fca&`)${|bOFa|`?-+kLCfJ;94!|fr}x5yq)Am>(`0ZZB7p9K{PaZ2 zkVdVt-Z8-JeC}8Y?`JJKjoMP9wN{0Kvm_vhzJR&q?Luqjm1+9_>PdG;P&dAr??JK4 z$expenePqvOWY!~m%g~Bb0-B&>~JED+Pz;^uIy0&FIUhf0wt8DrzFKHFbU=XAHItR zf4L(k)UcwF;*Fnea)p9Yec{R`rIcG9D9d}e{CM#>e&J53KfvV!VwK2fU>e(PXMH?p z(J}Nvjt|fd;bK7}qq=-{;MLJmb$VB)2QXWf%8E%T zVcR!Cd5c1(mN>P=rry4!yP>IR#c`64lx1F{?Hgc5x~h{Z+}6wG1NLPYK=S zdod?z=JCk)l_>lntI1VcEd#^RUzD1u`1sORvjIrz0nCZ_ z7ScUu#k9qB0Ci(hwP2HFI+MtIAadF7A~FMun0!h)*f=-(u~K1FO^vz;>g-+)k^rbY z5jE?(QF5<@289`XKvaK(GwpHA^EsRpn@Kvmb!}y(jX+fbVP<2KuGjduzI2_OB85&bb~xmJbsh+^urO+(a$Zv50}{yc?q zEBFEl>}27+rPcEdVoB?`S6A-tpN8)#8ir7d|ty%uX}4;G}~B)h2^7tp%03QIkC(`?3PkTVeE9Q^tjl-@CDlYx}Kft z4*UIP{2$*|L{?40WH%vNNzfJ~qVSsbYv&fa92zotc#Lg3-;+{eGOX2`gkbxOzgmx% zf_h31qCT9h8I18{)dW94EtACrN|-rO6v8z=cEj>`9@MiK$wnen#wCpu($YZzhWs+9 zcG~zDZCZ!(T~rSv?wHiPEQ^Uue>k1}+Ce&bovEMTlwG~r;yTsYus;5|@ryZm{afrz z@#tJ}|1a*x1XK={Ij#Z^D}(>&Rek|;B?k|5Bc~D9*U+o_BW_#oh*`DNlSf&>=rI6P zqiu@BRXgs>(@~_fY#2)pv0j{D!fzQ_O^O6x*hs560Q%GEt(a9rYOFdQWZ(<9&+y+a zPqwn|OX~q^{}^62b?(1C1o?cpGASs!?nX>4H6x61uRawhHF}F>(Ro>wDNjAoPbQqN zGz@hD$1$z7RaXdnUPTtB>Crh;2-rY_(H!FV(H$z(bz>YdQ%K%U?#O3n59L;qJD*fm zZ!b_xW=M{eiaPhx8WsvY(y>~t4jn}v#u<>fSQh4%NM_f~c}N{sX*@h>=|~a9Qb^zG zxQ}oD6G^hh3g(&wD%_lN@3rHfFG5jG&IBmJ)n2Jpm`Ozg>dL8ZLaoq49d4g%S?#{1 zn?MK!Bllx!b8eai3_Xmh3&!(3-t{dk)1xg)Icdtk9@IYbPfB4^sJGTjypAN$Y0MZt z+G?6nWv-8$>VIc1tK$NGF_#mEnK9I?{LNzyjdWI5k*+%SMMqpQo#kQ2wR1njm%#f< zXq6sqUY46^PaL-YidE7CVSV+|*}}5C z$>-(Kr(u_SHvh6*Qwn2GF%AR0Ks-6gN%G;C?71ffd=TjsLNV?KnDQ&`Kk1$|qQBFS zX5cMVz;G?di1@6nD|;ZoGolOOS4E#eyzZ3{7I7=d(ANx>w!1urGsaUCz1}>T*;v^8Ie|YTKOl zns89sCE!#U>LKx^_RIT^CIDB2NF|}IrZ^nAjQMZ|C+qS?h9owY9Lzj(89g<)GWp(j zp&TCdt3%SvGftSDwtxI#M&!iA6<;<~s&`p3HhbJQ7sD|?R|cL?TXydow?AsfFy=%*b8EkAXd$&fIKy!h4kbsZ#&l`oxOH9X_9a2qC zD8%}s3um@FBA zcC17~`v*n*V_$iay9A884Fj7fgzWtv4B{FD*p+~*DrBYjHq%?iK|~Z50hV6`83QDf zD0LN!0F@dG8d?uFwi#!2N>VjKHR^@FxKma#6KFH?PT_ulAK0N(zbP_C;RrTSG`)Eo z8IyVDaZkT9KH&~ZfUp#&^2XhkYRQ`}p8Ccl4PZc4d$zt4F27IO1~$qH&_;9s6+9X) zv+z~IMAl#rWOiAqOYVN`rh{0_l|XX)OZ)dF3Y~b=Q&gS*VOaks0uC8{?ii? zUz*P8SD#N`oJ4$I(szcl7Q#YW4M83(vB8Kl(nf~z`zFOTerz-a4AG^CHt7Wdoillu zY=n3P#gSw|WDsWN{SCik3)@s?-~KqJ)*ecds`nfDn(U1Z5gE_dx{1_={Q8`7-7oWS zrnCla317AoaN;O6)`B^xVdM4Z_ZVR1<1iaS|C2CaLtGF*6_;Z$@{0ik6&3XYut!d5 zqoh4&6eZ9cV~1_@=}{|#jAZC#0WF{wW{fj&{oP^RsK?Gbp<1oq``nIxKhpo8dX86> z!c!31!AhylmHwUon}SMq13Y==rX3wNIOHV;qp84CS7C!JE!_JqsUD6ZZ?#2EoM zflaIy5RmgNOm|PuH%vi27r7^oqDe@dG?7d9#F>f?X{=6^2|J|-D9&d$2(7}FDD(%N zK6WZJOaX$7bpo_!?udRLHIGc7cSpF@yGZi&miFGCnRA!axho_WE3|&Qe?LBjm2?H zIKqDdFfD}NFbEw)1s3~1`~KS!JNwc3cA!_{e+PMg8Gkq-B4$B2A)4UGf0FSVi=Sg= zS-P}5GKCZ1<2yGkzXiI;XLjQEJF=(W(@g%1FDANOSwn*gS+?wi4HRf>W_pb5`^oX% zd}A3Zt@+fJYI|mqj5j$g24MpQ3RHQT{(hWySC-KkH1IYzm%zr#>V^fhKAP1&z6{Ls zIe@J?3~G+iJsR4(G(R5oGBV23!-nR39cKAAb5X4hBlrQP6EGOql4O}Omb%%3QaI>BBU;CXf3~%QL&n1Y4B}HnZVYmf-gxg6fb3q( zGF#PKck_1$j1>KF$MFo0dm_N?&Y!e_ydv1U|7MZbXu%9B$uk9wu6BRZ2pq|~Vg4}E z|0Uc!+Jd7w()KyNx0`misK46P-0?TfL2(_N4VgQ9!5I~V`}s!P!Ri&nGH|gwv)Cny z@QaCxj(%}eQp$UctIqGU`MOOFYe|&5eF8fufZ~TMNc1@>5;XR=ByS0y0|LwxR3ORY z-AA=j8a)%;$r;>4rnfAC0jcjDAX#siV-I_<$Dbt(C-(JrDq_Vi&pQwCy z98Y6=m{a<$p{11`6124gW`MXT|JyC{ulNHA-;xR6PzTdtc_;_T3cO1YEti2FX39sd zexP3>y!Ge$ZhzjAYae~w>CGTc8W|b=-i(VvR4aosA(cBj%|`wUtDiCg(F#r%Xzz!? z#=$WunPcDv#sWcygM)Kpc0{&q*N=^jeeKRa1=vAOc5l;VW##;#o^J#i`8k3$ehAhJ z#cTK}*&T%I(L+boVQC!+xIrRF;7xLu)yFmAhe0xfp35M#ArN?4wVH0*X^zWbQ{S}V zF$TMTJX>@=ucp@!?R}TGFf+3wdbb@y*cgt2m+fiDQdGYaX3FRN^IN8|F9~0J2ayMBU#&F>fAqv6oM}c0xq}Y2c)VC|bU9zahRV9`Reui4dVKkuMeHfZ<8_;Qf3W>nAn-UMetA6)z`72)iR7+&kW@9UK}G|azWA$?2%fxrwVKR+(#lY|Prt_|-!3GaSPyH7fsBSZfE z!1lecLbGAib#0j#*o)bzulMrFE30|$t7R0|E|H$QKAhF4o|6bg^vQ9lG*1T|k|+yM zT!RYv!oFO7ykB}9#%IdrC(6po>b5npP1g~rw>T6K2jzd%NIsQy0cl?5_1;vn)@%!r z7Q*at=ANEz1wI^KQnQ}1J>Q=X`Sb=M;-(M*zQgeY(CP58&(FS2t?H4X-8z9F>3lz| zs;_&Y_S!BxEhl+zBWC&LmSZBizMV&YTtcyDwNc3_OB=x%Y>+o0`haD{G% zN3ep>Ylq>$uhaotQ54eyf$qH%EDc1U%G$ zL^!z_xXK%ytLVj0!KD#+uSD-LBv|r@$>_JG=w)e!4&%?ItdmV=Zvh@Ob-h{hkikx= zbpcgYs|^BbcCqtW^nf$T+Vg1he=aU;L`p{{zF80z2X+6M3R%|iI?Qy@f4@jn)3rCJ z`m@~Pcz7m42#m4b>|7txkmo=!BGopE{+oWf;DgAfw4!!Ec;qEr7Wdpm%X$jT{F)RIj?bmXJ;W&X zF?I6iAZAQHWPq6No=8glg~$d$&e?amk6NPZ2Lf^5cTs`d?@S7_91;WN-5@oq&#}=z z`>`WBJRetl^Z6LX7}4%d8N9EwiETn^)gA)e&4znpKrTkFwgpSV1nX?Q;GCugDvpGWe3e5$}82RIf_`%ApQ zGnyJr5Vm37R0P{C8wQ^FT=fBDc3AN5S1YyZ()QJFPXs2uy{(H zf^!LV9`e5(3WS{5ciHz6B zk9Qw{!|X2nxb545?J^Db;Q}cD@eQZsPxQxA^vhe;+j18643Uep&o!pcG$w+;qocrK zTUA1Iruq(}_-AiPH_MaW3*PUCJ{vjSCbx~;JF8tX%W!Wl3{&?F8F0=s?d5)2plcV@Yn@9!Q76uV$wp{L$T zR5*4Fqa)P1i9J3z&JAY_N{uhnot0@qA|Abp~(#lt=DLX3Tg?<8OODD06) z1hb4d;`s;rBRp>-IjrpLrpQ@}qo+d@052_BZyKwgF$X#ekjM+IfgS7T@8iipF+u|I z;D8?9kM+&Bjz@PF{@5=)yu|l8S&r2yb)xR~o*3YgVMnWXKKas>Uo_)F<3hBQ6}cv9 zB5w~T+g5P*g^GUH%cqheVc_Qv?F6yLfDs23=qB*|+XVvwo5IatA<0GfQ?n-0_Yl5( zoSY8@K)yr43Esno3U%9tC%Lst3D42-8?-~Re#;>Q5_ftfD{V)ZC?KE|58Y1PobA+ukmeJ5uLF9VeIR`k zh9JApt4_heuo>PVUxVBjDQMx3s`gO)pH%1~Q zIrDkigP1qurr+|@d9m|EDem;|>@acDJ4_00Htz`zcoKs6bUH39I726*kJi8onKXQb zw3i`2_VwOPIPP&_h!%;kN$@7SuHd>DjU@g0Qcg`|O+z}V`g8A=KU0%g^Ao)GM1}L( zl5L;U?P*D>bm9W+LeKi7eK{w5ipR`w^O&O29@tb_63+zJ@<5159^}{ zaTyp6^V~h|a;N-Z*+nRfWaaV+>`#2vkNKu2WE6HSiet~aw(7;dz)vEN0Qv(Nm&>X- z+un~A+an}V^$5-h95~Q2xM-}u56%B(p3IoH5xi_kYbb1#ErewXyFh(y!~&BBElYy$ zJyk6kUD_ae7Y?)L{kfgUsV*hF*q|K*nki^Wh_fai(!QS>Jq|Ba?+KYYoDGJo->yLP zyt6x@6_K7%`7GN=?1Dz``B(bH;7|7BTYL-{+nDzln}V_fHEat0%|4jo$w2+l0L_iS<2LrOdBkY`FZ*nX;tN%);QtldRW+;1H`s0i zB>>7GK4={KVAs|74iXAR6Uyu5ZS%uRU@@SS?k;*#PcS^?Fo$DG48C7*bxFRLj2#Cb zOW5}U66a6D>+_1@V9_U~zokkX^X{`}qq6g8*y>kYGrU?XwmXX&;B#g~IG=Ozz15jc z<_4+(|4O4Y2shVBIh@F!_M~|yhOFm`2(&kWQLX>vNko5yX73P1%BS=>u`BxVksXW? z{f-a|F$Elm8;6U9;As-*~%wIUT8_%SK)^ zW$FO>wpP~unV89tsoJ2=BlG_F=GDM^7&qXHWEf`~n#^Ra{+0|6w8MH22Wpq3;irV+e`P z9K3Cuje&pZ=_&G)&%UDOtMXz_tMjwBz7nFmgNa!f&1dAJ)j|le6>_pxk7120g<*>f zz_4x)xY`K~5jYMKqcLb6>cW{WKR65<5V#cwSv%yUDC7El`5g(UbYyns1S(8;O!IiPA5^{B{2^a5Y>^WNVU1`rh)E{phwKIz{sQ{e zh7br4M8|*PrJb4^9Q@N;=oDPdX5j4I{;qyR^w_@*-9h#BCao|14Zj}YV=J5KDaa{D zAs-X(5*+`_;uXE_U!l|r@g3BnW)=(&wN+;gIhC0q$)KIN3K^~mg)<xcFz8q?UVB5kg`JhIkT*9gDLtc^rS9`MB8}@qc_x389 zZdU}DmG8(Of2oZ}c(AD`L554{1xOM*q2~$z868&Q&=;87?2-=;gT#BD-t5lJWTh4|BP6-oK56Cd}!* zja((IRi76|+Cc>Pay;F2+$71#7x5lwt25o@F0t|&iqt5X;*UdMlFi#J4>bsG;Klo# zzK0L@brg37&YnuT8133FaZ!=^8ugO`S`&d0#0BF!B=CT&`0_r5s-2C=E23sMmEiC} zH6RA|TY@{kUNYqIRhYNZk07X-7~UL8;No8~n+@H6{k%}{9{9x=7q{T{RSr<2)v=ugOJba z=9RbYooN#O*unR{GkAp&!6EKIP7(tb*ht>RoH3Y2W`{j`eENP^IRAlW8qY}_?aO3v zwJYIG{AP!+{Y|gpr^q|8)u-S1xnhW5eo#=FNawyuTfcIRCZ>iNrn)~Bm8*Xnd&R$D zB>O#_u**Rc`v<{wGiBD6u-osJ=zq~Ed@w)S3rbJr=?vd#t$vAN#N({N+pQN#!Qra% z@gF#kA2ukZPYX*3^_`9yK9K-K_iUW~ehLi}xd7hwXmSq`1v+kl$4RzAO6gyH_G+=` zegz_3-jVY4K6w&^o^}?%h?X8yhAVtCX$ZZ&Q$kgG&M=v+TZbkWponzJoQp~LL$b#_ z+4~174?av<{!4U^tA}RzHfy+DwoEnVRvql0wURp(NWKD2mTgm8)7#(oyOqjumVB4~ zlvoIOi@qR_#kxS1M}u4_mXmF?7Q3=CH2znh!MDh~sV^$bPtoj*RT> zw)_s%{rW9$#qmM3k1dShLd2OfLBiZdf$JMmy13YviYxT-j^=$pt-4*>z8gKKgGQjH zbt&C=t-QZqCxhV8uH3DuE+x6ap6Y-(#TwfPIg*O`Zo@X12DwiWCaYx7tv$!$sz}h& zzCy-?GM$xs@$;rgydCknAj@mZT_vv!$gjuZQ3WRkegmrH*R^8;oY9t{DLG>64d~#| z7YCo;c`y3JTV8?g_EEFEt)X7-ayQ{;J+HWfV1N+s@%f>#mty+;skIpvLBGavdPY`2 z;{NYZ^45233@Xm)nB!yPA}o0?66uX6JxMu8F9uIf*Y$~o=Yz2UvW9Oqv2i&%w^C!! zO(_JG8ch68fwlCCs&J()im0s$C0`2=IoZgmgc_AeoQd9Li4EkNvklc#6^bPae13L{ z!3au9pF7JUZdj>!#J871c2QisZ1q^GHjvzuUp-2k=s+TtYL-o^YRPy!;T#8A^_|+y z%P$%aU2up=f5QvsdfG-lND|WJw^ugaF}Y?=Tp}LF@AR%vweKiXSs;Qfmh3zrJ(n*| zR8LgzEJ5$Cxbfc59c7V}pxONzp5j9pzwAMw%=ML3Tbc=0Gf!rI>sGx1iztr10DT82 zJTk`81X?0;?~Dekk}%6+n&+hIp?Gs69Z5~QLQ+@ke;`~i%2H|n{djrqdOR7&;3Ck~ ze^$HR)N|}r8okqplX4KuE)C6M<>#I z81uELvQbw{m95cqG6rcXT>6;4O!qMvO7S+}H($%vJWX0wh8n$d3M@t1hK8r-F z(+Ljod#4N4&HVY&rgcLD-L{L-rUiQW21%!W_a^NIh>g`t4=&~Ou6D_$W|>Q!ljjiq zwV-E`;t<0`bULDg0EZG&ti1UXz7ITGFUiEqg|co11Sp99J~3~wxJ-|W5T~t{8qm6! znLHJww2XzGqlC^);>wm4BEwz)#ALolGEb4``{4ncre(0E-Kf)ci%G7v|H*U)S)wa> z>g|;U3kDuP<5wuJlVI$I0Ce2zNLo&5voZl>t5qpZg6p;b&-l}=?M%Kjh>hG9SB2;`P6jdiBvO_ z1SrdD9Kd)!whgZeWH7;cyU}|&eXv2m^r6BaX%Z&FWAfPH|(TEU{#T z+A*g9&>OGV(0L#tpZ<}E$c>&)Jp~Nhpft(gVphaHj^Zn`E#AyFlxY$A?bufQlm3L) z8T!O^Re7sAA`TUWo+$ToSr}Rt7dZfsR7SfyWa%bs18sR89NDU;G8^}0G8V2NO^+r? z{OuOwUtu*$6suYS10J@kd1nY#O7e`t(ECBQIfwQX+o`G6Evf`3h+@RTkgjvvyUUWK9e<(El>FR2&b?F`P`RuE=vAWfdZ>_eH&@+xMjy7& zC5sl%V+6HTpSMpql|wd{Dh6t9&1*+69;;5)$Mus$7KI|z)-Eo$^#As_p^~OyZu7=_ zFl{fg)Ysw*!F{}EQvY>7tSD0}XbBCsmnXWT~iO~C~#z&a{M7i`$ZV4_kx~p+Y!UIP&gbGD^0Y{x!7%t^m!BQBP@jR)$kIL)0fL1FN zXl1NPA`t7|C7JrXy-U(Yi+Y}e)SplyX6~o*UNlcbQ#^MDw@FqVi#$@km9wl)2vAr< zyB+C2k}Vc1*B{0&e+~gXUe0djY2I^01OvO7010S=)u&)r4H!j>Bkxfin#FSN4gM5v z=3nQrB(z>ef*zcDM?NOD-$ym5j84_H%s}Eh=07dY!K0Ky|;k_1*&soVzfcO=bdXE#TY zZ1Tu8?1#+2(_SFo$F`Yu--`2yMiVaJjy{yda_|%bV-UAFfj=NXh?$e~hgPF?&3CU8 zXjI|i<+5xRLDs_XN9j!8>KrxlUrunRcz*gGo#efEh&GA8SgXRda%L>P*|ieuz%;U$ zQe&W^-1LxNQdu6i^h*Xl(#z#n&S^P|RiVOaD5~v@FR<(ZT5p~AzU$^>cvrFFf07dI zlzcAsOi;dhS4jK$=hXOgFa$%<_)V7`Pq~*Mvo?O_F!nUN>nCP0h4nIr6R!yuHOh^m zJc}J;9wy~NZJ|Imbes;l^|-{|aeK$Ib83d5Ao&)qF!5+j7&7IYh1Hh#dgq3bjF@>K z?K{?m+eh)a?VLN=@b@KMO|<;@s^5;?{QL!92kVk290unrPFs6ydT-pZ9xc5 z5G4`mB1t|D1(_+B#`L;}MT`$3Z8FmHxEKCG+M3>5? zF<8^CTBzs_l#c|>41{yGXDvLjvd5AumsG5&8|&+Vk3Z;j+xN_G*Vfi7lHGo%IgNO| z#IfUIw;7_1w$;@s;fhv7NoiT8SIfw|L@4}cscysmwTdBRO{3XVIvGzuI)XVrj?#gu(^d50Bt>x8ZbCm z7-&;g>4admqtX~im4#|E!ezJQM0v=Dz8c<`%pD!5(7oY}H?u|;|yGcCbH6ag8rkvVBO zR@7q99Vbc1yRwkg7iRLEz0|H@W!v;Rfa1E(z$=Qomh5n1YzS_8GhuXfWuXwZWtwxl zXr;6re&$O00wxL$%Y9U?sX5+o9L(j3kNC}xO5g0OIhGZ?g&X$vg>_E7fy_53&RA)M z2#Wfqj*fM4aq+X8{jvAy)888e4CmFaCj&>c)9s-feAdb4{(f|vXpml&w${jbEc;2c zJ$p;jc`i45fFXVJO=czmwe#K}INg5sZ7?MDG{n4Rl2?>deRB@B5scjL%W_pd}ne&sAde?^w=i}Ax zZr}UQw6@>d3mr#llOG#+<-YyvlfBumg(|&E6A}i^lA@x?m+5_)#k1Q|8AY;S_7dPFTsjQW%Ej}(&ey5dciSA$?E9N(`5UE?`AwMgYbFJa%h4+nfV~hxi zpeSa=$?KB(Xt9qgcMWo|icYw2-8#vpNYF3jFmBUSqd;M|bCBIhhO?_+yEAe6IdhFI z1<3&3%%|sUU3JaCLh#vPWQB*DIQ)@4gw!W}MS`;@aybLhpC$12S7yD&W}~t`V*+ys zV62{mhBV&jABsC{3<<-SPigQeq49o^3?^#y)SSnP>@HGuGrP*$Ua|dhI*EvTvpkM~5X|^)} znh6dk)C(Ic9^heypWgZyO%FZkCc7c%*fOSz#Byf(b8+4vOSlRdq?LC>WF+;Q@uTOD zlhV1q6*AaaVK0wAkF_K}lkiTP;>9LEQF|^yF9j^C6;l+Z#Kc z@4;T5kX`nRm3?XH+hKgQ)Z&jeXTl><;t8Y7{)=y?}8QHc!7iNvDe5T;B(%SExT(z3KI~1w(Ru(D6O$1A+ zBMrZ%S?~YyuKJ>c^2FA9LgJ`Aii2~S@W6a2jnx1WK*3~J%xxiDjc?mY4t1Jx9}cQP z%y#(pvZ2z#usRs|c-*A0Suw0-DH4D0;=21y0kO_M6=~FXjt^B{iD} zY{1Nu>9~Ks}KtextI7*ZiU-?(HwXTC-8tRiTD4M>eKT`oZGmcKf~^I8Y_=fkoXksG-kZwrW8l|eLd!Q{-UH#?7=hZb-aK$E0F=67O&Xto<5alR;Dv5q6p6siJE0i8_Io{?yZq2iS(s zxgt(T9$L>ermr^ninA60P~))6GZbj7KALx5M>rKTlqltvCh&QF_H+ut_uX_BY(V`% zFH@~jRR>7hOadz^J;CB%FhbBH&V5gEc~tK@nIkgwVV7z}(yK^Mx`(2-v8+Q_0Gm*5TH6KDOkU@SeyK$ZH)l-Qx>PIM2pSVr9!XO@NT z$U$5ppNF8!X)A$9Xb;a}wYC-RveTn|fB(?>6^=dnI?i8f(Pu78fhJ$zi9~Zd9=o|+ zjY=`-Ht6y`K)Ii&dNIHEV}hSV=gOr>&)08M@}tQ5h%h@AtJLs}Y_~XWSyEhiW^~@7 z?nVWPxI_68oxFvCuHgyadHEii7T2*CbaiJGMS;Fm!VqFe);Bf1kS$ z8e6f@6AaZx)-O@f6Ui1@t(0M` z2d1HP<7g^ru(nrAeK13k@Pn8y?P_f$hG2Tq%)xF@VsR=q4v>kO5PS}H`lpgi6d}IB zXxFGSejyv5%f;RC#wZ8k{{e?Uc)u2{nk1VvaSm%j1rthu`UGbPTD1$wb9p;aA{^yR z2Cv#u^{N)e1K#03Gq9C+u8K0f7h$Xj?sc#9i_eRIKp8!lZ)!;&oNwr4oX$V=Z3?MQ z>g(@{>}riEKhINOGbZcf8d@|Z70Yl(vq|^^Hmh|c0GE5k_8)p1zPEg7Ig$@CZ!IO zv+rnYq2#lTXcUV+H_uBygAtqQcuHr>Xh0No^M+B)FLaUqo4!d%rjKaCHa1~OUTFrri*h^1*wRk@`uXZ z(W8f*i9mvcRBA+qB{+Z6yS~%beC*@)nNNPw&td=%jMx6X`|QNwqm~wbwL~g%c`<8Q zNsXvmqCA;ETNIPU0t2;6<~-LZfccPLHce?MA;>3f!UYBei6!?r#dG@%n!8cq?iRC; zlnrdqrdTP)e*M5&8y_22I%em^5S==C%B~9cyxIh{IL1kXn0(anz?vLk>cAzX#Jv>c zsSN1{wOrD_YQ3%Q&zMm)?2 zehp#E{kZpbuJpXlGYs1Kvu9nhxLyp9Z#-)(XVjk=#tU-Z4s#=gvhs#;=VQ+kPWoVF z9<{ni?PgZWN#dnc$s=h44SdIh&3PK7R@#+ixKqyobH)Pu2{S^9J5``X$oIB0Kt8dT zMj!zCh8-P(4xkD-s610SUG?7`p!4AVCBOH&Fo5V}sDq%2a8`qf1D7jTu3E4jDGZP2 zuO!ithY+(1%OTFT_BIh$>17wDMeLkkn=Z)R%?(|pY+k)ee|fTL!lnabyidFD%%(_u5;LVT_Mv;! zf=)>KK$uP~8ewqyvm@m-k$u$G+GVjl_>XEZ$YM1v$cp^EPM*aLxot z`bJ68R`##(dB9Z@Mf;ieCbjvL(KnQs%UJXvCGs-sIcON*pA!SS=iPTD;ke+cWB1*6 zpG!1)dwOknblBDD#w3-&lIo7PcgXm|dRrrj4Ci8$z0ajC`Bpz6eefFBMi|ThjM}vB z2PNfUPPig4egwp3|%cXZmS6)Sx%@{Kx$XO5Ewk{dCgZ}cx+Ze6YIz8I~Sq;Th3 zZ`1>?xR=xzHRsV5NR4p5E|3pRR+KbJMNiJD zG3~<4l{N^8qvZLk_NsFR5or(`0nDi@z+L60jrZz2(m9XkHz1heYvFn08RPr^Hq zFe-KQq$H$0*In=3+|Y@S$DzP?k%QSz7|3LE0OKcqu1cW7VBjtfUAC)3S8QqTQpbvx zLTbvG2~3l>Lyfv6?Ng=FHNsa3>0b02)>?E5&sXhT)B@3m^+M9pfb;cZm5eB>_dV}; zN>tZm-Kf60fIJ8q=w)R#N#Ca5LT{9z5(a5#4*v>b@L|Zw+v!qe0(ZePlqAg0;6mT_ z{(Tpe?PiK_OBo;lqGJFU0Qz4wItR?W1C(H-6S{6YA(({eNq9ocNkHLPWb+?pdA^Pu zHFEVQb`Xui!=bI9Qy2Jp9U_*>ysP^sKD?%}3>(;IFiSLpo6FTu~?arZ} z&t!OBJFmUcdqy97RQmWVOop^m$hR~Q)%(C!I2JY6Ix2gu&wQU?@^G95fT&GPPT2|V zOrFsM$pi?|W9Kig9iQ=uF&&^irJcVkwr=e@F^Ok1k#u-G1}@D|tsLx~6`8zB0qUgZ z>i5L)+^fe6uWr>f6!)5|I-3t#AojvlVm-go%+zas!DFZeARy%(8LFUp)PLyu-u*)> zDk1eNCSoQCZ^oJT^fyf+5pVEClHbf2 zqhosU^vB1PlC6?8UZ_W*7PMvaW~XZ~FDz7{F(kr5^MV$*m@efk2CBOoHr*#&lCvo+ zyw|K+sRg+f?MjCQ5Q{@-FAK>!slxbVT`CHBqDrKBT08OyqcB^vvhpg-VmfbYrzgtI z7YIq}G~>+9y67f7pr{XMqZ*UfCKO6ONWV{>Jnx%M#6n#xhxAL55^zD9!UwpqdghA` z<&#&!^rac6e3C|(^+%%sx=s^a9UHMdngcG10obrkOvu``TCgRm#V|h16G+xb2AbT^ zB;yE*NL%5M#zCK%TQWN6OSfvwm$Z@#}2w@^f8Ch8}tN zVM+EbN_yXDr%z$HAT7fMD_p9F#6>j{tp_Z2%_VVCnT{Vn=29xGYY~6*<_B!k#`Wqa zvWhAEC|efhMP<*65rbi%T>N7*53Cx+K+snhTg&>F`NHqmiQ}@OC*uv0EM|l)4Mg}l zZ3ZT@y^sVquQ~V0g1Z2xrVuz5+3xg?Ji*5MAzW8P_;aK_^>_t=%coL`Er+@r7{}#w4d6-)1eV=v2%&FXcLZhrcH1xJA6IpPxJVr zXh}@QF?Z@)o(6qSbyB)@!lI5dWTJ^85)wZq;hfNrA&$i-VbrgQ=LI1>Ueiap5)F)D z-1uqCc|2j4I08uJ)8pu!#s_0fo!5#QqdAS&jOewe;}Hmd=N%ZquqE|`X;U@54k}xf zB36#4J70t9C0H~D2n+%a-qfWBFyaM$2vCyloPepR#NVO+oAQB4w_<=Qf;yXbdUckR z2Bk=^=s1KbbR)$h^2)2e!*@YU*XlK^C7!=vt&*~INzI^BDk)hlV%UxG z#YY{JL_lwDfo`NTQGX;j-4gwyZ+_sw0Y6O31b`(UCPbt_OP4Lv8G#i#jC)=?%6(qO zr8=1Ela0z$j(2&<)JhrvY9q%|L!S_g7itMT+Oj)!(rJA2fYbb$43t=sFy8Ut~p!_ zel7k^p4X;^j2|q~hD&p+j2(DJqF<%7GFqHFbE)x=(S)3Qz>(eFQvC!nWyUoz*s1G8AR>9d>J>0pmtQjXbwI#Gwq#0{bOpv-raY| zPM;Zc72kLE?XxB^5o^{CNWy(cbTMnoh0pqdfn>9Xz9I~y$fnjVYi}wohvhck08<@l zmtjfJPn)4A>Vg#df{K!9Ov=_G6)*Zthl~JpOR5hkduPuc+r9sQ zOZir7(l=ubdx zL6L58VCoab77X!OX@8v74;(SVLBC;h6vz8_C5fcJ%-|q@aB;d-qwUnIJ^tK3w0@<7 zw#@dc^0(f{WgeY=#64wX9mcQ>btn&C>z-U0ZL9;JAIvn&CyaJBa_dQux#7ZP8+`Ru zJN(kiHafZMFwK{TWjyWRNG-ppJg0vErj< z_Bjc#_8PNhgP$;Cf9qVR1D(<P`h@Pv6oZ4{`*`#)r84-NYyS{NgZ5faJ%xpVzb||1X|kA7 zyg+*hiz^?GWl?J0hO`;8!G$!#b8<~;$XMPd24MAym9om!tOM&(gJNf1Wtm}cu8mmr zX>M&pFi^a64mCa;xOmHohF#U-W!LWAk^nsE*3*#weDNz^u}P_^VKog)Y zX&+2NCY9KI!uW4c(@NSCDNU*E)MGd|_4XUD+tBcky|DHL>l0G}jz~nZTHyGiq13j1 zPgha-6oNIEpQUM#x-@6Bu)x_YW@b!hSdJb!Y-i7%k@}pBC9LRG|7KyB#PyCk12d^< zDUy*PQ74!me)J)vQ0e;Gj0V_N zy3ltWbKxD*W3EBcvO|U+9)J9CpId03MwJIgywHEcwKDC+ekPwV#$bXt+ln7^`1ii| zJ+~_Nj}DDKyJGt^~SL%`VL zh{rFqVfmWtR^dWFUb}X!w+n4ZS?~*GSV+FfsF_RC6Xrs7BQcE!jsSe+OJB5lZAdgV zX6@X_Ronc~cJJfbo3NvA?Y0(Kn5>(SDybx-ob!eesMp}09+6~MV=}Mj;Yn>WYjY~C z&6Wvi;LzVNAkxwx>8Zy3SYg7hWX5esVIRKyF=v4I4kTwXgQLtd!#;S%>!Knsi}s=> zJHNzO#02M^TEvvuBCiDwssrrS`&^Va(#B;*~_vyO^t8Asj$?V*s zpFE}VktPG0a+cR4U~;2Z>PNchk~8p7Z^P;n*TD2pe!@`(2s}GrTu}{ykt068=pq8Q z1A(*_eA*0i-o>};$Q0&>opSwPehONrB|GRy9yK9K!XYIV1=m;?;ed&90;0bx@L`sU z+V)E;ETpAQ{T*fpehNqbPn*u z&m;_gLpj0%gET|j*-*({2wVQ1y3e|@LhBZFIni{q zf&yoxFeAN8yVj`mw6?X122R-%Pds5eckT2A@W8-;9Xfc(CQ)^9Cwi&H2bMbdrjLtM zH22UQz2m5#!Qik+M7239hT*BFpKz6}L~Tp`47C_-&UqmyNU4AL(n@Vk_oD6mEUE6( zqOIx@lEPoo?}{y3zEtP5`ee$w$HT#N)z_;82}k9nO#UQoo%9tMywIwQx=-l4Pd(bH z?(XTbH{N*DUVQOIfXej55CabPg8K8VR~a6+Ph zbOi>9I5_$?V<9}d=K}uJidSBa^5pO*4*7<0#as(R^W1aK`FzMT78RNQU=;ZvEVwX7 zQr57(C{OqOdJi4}2gVH>oU|1V=@?Q%#tK+)ewa2Sd~hKynAXBPguU4-c^uYe1=>4q z)ly}rt%CIXrqfpfj8Eni#;t!qS@(QHYU}NWs@v1 z78+Y@Qs2C4Ld*;O@V3$XB)Z@vq*OshPBQ9C9`Ukh2;9*XE=B(F?@htejqAbLzx$= zRY{ZbVJ`HfR5gz3LwS@HqK-dT76)9B4sjNMoiT_DS0>F56475QTw^-75CP}_R9;u< zG9~mt8wz>tq`3-fi_UCl+^2NLgRk9V$qKb3S7|8fyoGk)V1RP4LhAqQu4mN0G4bB4 z4?a%mteXpxSkSPtRb1vhtuy6c+5snjIWE3jBV4j>!+XYsu^YzI%nRKxzHojO%^@wu zclnQZVSI(O@C!7CbZa@ngs^@k2mfF4*8_RtnA|z2&Vmk$k4edra7u)NB>~^Zf16tp z6~GC#Z!X{JixB1$zN2&LD&OEKx~cG09j$&C9%C;o(AN$OxK%N#P8cK=oYV0SQ#&4D zBZftPbAsx`@uR*|zDnxMk39O2+D~*;8VM|(=y@#4P`NCD>~TFAc__NK5q*+)oV~>F zvNoiUmSDJIjnWP6&pQdER38~l$nr#47#RM>ukI^v)aTgf;=6J%XkpQgsvC18u6&Wp zGyThlfUY4={1@Wrd!ZkOcr2RnV-bz?@hoi=$Lgk zwOEHXKSrm=tyyzMi(E>_EvfHvSypuC_%gR8DwySUT&xf8`O z1~X@0h_g`U2ZSI3!I6iHG({v3YjU7;M0)2L>DQwdnifa@`de>k(mZMZ=a2j!z5^-Y zrhi}#CTMbEQcO@{ZkDo@6PA$2&0GV4W6}w`Sr85|z~I3Oor6M0n;koF0vF0b7%b#~ zZzxlkJZ`2uF>XX)J_x{!a2AknxfI2`pE-O;7OIZuVECAJx4UfZMjh7f?vUymoQn>S z>g=2qw0kK=iL)!}#8#)>e((QckT?jI)#5Ov!|Lay*0DlX)9N%{iyF5nT~Rq;Tf}BXu!;ejitK4SYf%#q{>+G$(no796$4*3D))9l`!$- zoy5^I)P?haET}^|GZ~iMkT+q&_zVlQkT2yX|0G3KOSF^x{fvvSsMqAmgirZD2vVR4 z(NgFdKNyUH`o`XO_S%VKr^To|X@|9-UB>2==%0M$GFbp7hxCP{=BIJZE4y~>(s@aJTL#WS%bavt2kwzRYO$nFE15>+mlkdA> z$N|-eOZqtJm%sdF+w#C>-!0$1ZJRS#iDfuhoKxEL75Y|~ALv8n^BT#{$0hxmBG8|` zG#-t#c^9rQKAa(8VGTpZTywLoJiqd^s7p0RU2)+`KOhatLRpCiHmh|`7AA;w1!tL1 z14A7g{21q~F+K<`FcQ>-dsK*7Bk*Ba@L)|4`UQ1%qZVQq1HRsO6t_Csi;EEDV;r!q zqg{d|k#dIioKKFF^_uePfo=6ZpgA74c6G+X-8#M7=toBI{!C1J|bz3tO6_D%};E#b&qVf(?gf+ox^+VoaoNP z$hdv@si$oFr=PV8Vu0$3+RS5vrb8ALwYHrc8ny=1Y1Ln^DeHVH7{lB!0&H;IR!8H~ z>2Rom@eC1f$mpP(cDx#-HipUqy3AN285i+kaiX4Kxrr&?Wy6pFgM!Y&t_?d*3>JtQ z3wQ=D?-A*)k+qj_{slru90*#N5W-;h0+s%R!49D;zb6kI43slb5M6efMMNN!H-F#PJyTphQ$PBT8s(ny~=t!-UkeCM_w_H8$*B(6=Iz* zrEh=0k4%qTwgd0HZCB1~k`cMMc=TP%T|6V^U5Cw4Nzz#FT-NUv6*;uK1l3b9HW>3@ z*Kp;Em9F+RA}d*!E)3dB-}}CO?h~KVM-ZiApfeav8W%+|L1P+#ohw&s$6bt(`hF2c zs8j`(P6?&DwoddXm=z40oIG{X$5FRT0QdCv_|7*8z{n7eMe2wqw7W|u1!22bX4sKw%!I_vYCqNwVdARKSp9OIzgIP zc|k!R!KdA1_;{ix7{gpAca)!g1JgdN^GGkh`igD1Z-Z30 z9w-@LDEiL+QAz)Ii_td2e>lQ> zO~7n{F3eR#^K_I(xK_R+4Ea;$@^XiHk1{eh^2}nJ@#IX97Pm;SSUWIYNdvqXw~OII zdCRY)8`8(W@|kz#{^j?C4QYAA8h^acDD6;xOsz9ccJAEiZN&Hf?tUR_!B0wrbf5TcM8v?|yrSE$i;Jtzwi9 z9NBL}V?)|lOIw#LY@WG#+0KjhaK@@mU|i59!2kM>|FjQ1_L!`9Znc(lqjg;vu_Ld) z?%!sF`B7!9(3F^{3B4>_Z=i}X$~+LbJq(ZrE_B0nExFg;86Dq;h%OMVWNR%YMxx1g zA?Wn3bFEH6C*V6ex1nrC(@AZ82@o=M-+Rot+kXV8bi$UBHZ zAei9_W`rZ1@E*TFIJhD)VL+0WPkKrV6^gVD&A}q&rPs+9y0QA>2TwJ~*j;Ghi{GV* zll0lmWr8J59AzNy@_a*i!6OWQ!g+k9QOgmYxPhQE5%CN|6w>4xn6D6?bQ?7hU`303 zLfLBN^M3KCuE9BKU{@Qy5HwzI69T!E%(LrP-=Id(Secx-DlTZ$9$355)-GFWFMa2m zHh5s4T|T&1s;#n8B(uSrw?ATh#F0s6^}t${wCMBzbN8u-A9HEa`E%!ONW0@{F+!L3 zzAFj9F}otmjaxtTxQ&QOIX^aGAN%1SwzL*L`lE5BaVYx4)&x^gG96tD0y^S8HZ*B| zS7$A-#P;yR56ODcu&o&w@H02W2xFFo#2atC;frSutFr)S9HNc|H6%S8^p3L|e7B6l z`YgOSLji50`#Nn9gNB;Qx4->ux8k@>JN;`0*7(^G7$+QyV#aYn2j!6_xWq?w1)nhC z`*+Gb^xQu#rSj0T?*z+?OU4o<*S|8RYbL-V+=THOu5Lw1>AISk4`u#{Mhg!PBU3jH zFc((!Ib#CNzoN4>(7k5S-6dLlPs#8A^lrH@?Us5p#%T8J++}aSwZp%agw@O=hmY9$ zb?Zy>LRu2@(^~j+S)VLpvZzxwqVHOWikVc0QC_;}PlFCW=cEOY)fE*?`Vp$zgy%eu zGqEZ!&2U70kZJh@@@AROwb_nGv zk5iss7)M-*8|uPmFaGsk|J9y;`e}of&_@_M)ElWMo2QhO{5`J91mlmR{JaAT-jgo< zE|G30YYWyzis)shdN|+sQ5s$cB++zm_2)`Q8Ofh>$pH@!r83;CqbQ`3qy+9szd%CU z)Y@W?KK-nXYrO4z_pq(qw9S@p*kngfov?N>MoUC*&xuwyK6t;SrM^1Y*=koWOG4OI zZ~Z;X+?@8#S9jXxjrZB%)0eDG74I4sW2KFa_H>&aKX}qwwb6fk&q1AWI%u7n)|&>i z6~%y|*3I0*r(jqWg7hsSu}XPi4tif|LPbpa=fYCB`$FFy2B=286NZSF$$*D8@o_e! zHXPnX5`@{njCS18Vt_Db3jt){gaO9_pYtr(_GjUa;~mV<)~#E8kh0i7B7|cg1<6Jr z23(U#C)xR6Kto&@fDj$tH9R#6WXO>1J`QabUOS)nYf?hlqPwF^pQ|Ol)`W)zrYZI z759{fw1}g`eGxS$-RKb!xJ3w{JDsazGE|?}Bs8Uk-?Vnb8>Lpt4mT2yCiTrmS#w)1 zm4j(5>`xp#Z0*_zdF;VQ^nu6`d-^fPNBzeO=R&K#k;5A9R~B=7VR zdS6<>&=Ps6Wxl;*m(UE;IYF9SHi0Q4RXfz^=AOF6QZc>soQC?noIx@L^ z;esr#?R>+wZQtVGaAQsg453^4Q<^MjsUu7{v>qu3eTM$Ul{zoBD_7H`%*?->K|>vm zZ}TwU;LjZA^UXX9K>b)VP;QJCAXQ=`GHh_NDf++z4|p5iXx%6i=eg3-B0+@@=7-G- z3?@(y-s31gc!ssaJgeZrsK?CQth^{c&$NXz3<||PbqM+KK7`|*cl1>p{*)u6>7G^o zkT2yXZkY2Qd+c$0=9y=_&d?Ar4C%tWqPj>NutqD#+d%RC6ClbTMhOOm{!E#bMN%I5 z;aIQHMr_)!J|iu6;HPos5^(R^iFf&5%His$3JVUzrEe|NF<$%^29GBY9!k~!(;OXsc-JtZJF`BJ^Rp;cHr0%>+kKiWoy^iYdhbv^Opu~%l(^eSknERn4!0{ z5!bn-&F-S)q^Q=4w1cJ=&_W%PZA!NE(`+tFa$tfr1Mv_M-%;NVo2$_u3 zIW*a4v@_=uyNEuM6@wQ-j$`n%L(0H~2*Busd%`d%SzIts8Bl=$aPKz%^&Y=E4Z<+U z805)d)_~A`AVR*NVX{(qhzM6KluXNvX|mHHi#!@Y@a~&duT@#ah$&sodXf}D(AW*3 zw#n`Z>5>i%3ipA4kq`HzAId~sDNFF@p7+(94|WKK(q(rMqEVSX`Qk@CNrihbAzgkr z@`^4Za61t2MI$@rayik3AxUwsYAnD0`Wx1*ov~E|>vb@-O_qs{o0bdKEsI%0L*r6$ zx@3FzAF>XaIxc9({PejCQk%_NuO_hxT`x)6lGjGcvc6?5ZB6NXUW?vkMK31R&-?mU zBs<~i>M38fCM*!;@o}W`RE{zxDWuG=OMPMa%6{7})AmQDY6N2f4H};otPMOMvNoi{Q+$KS|LFzC6KYMTXq}g#C_Ga(95ZpzAltf9E z6d^mTkZwqpbzl5){YUuCPk!~I{o+uBE!(t3QI=`Z7AczGf{g?S5X-`_9K zS3TeKbk70|00Qiq`TCqwr$o)^NEz3S&vX zqrXFjlm1sFkdQt|Z=i2D*O7_&qsG}w`UNqKvXpCC?uk8h`h4u$KZXh9Ao~oi(I=;3 zq;DvO2O7MX@%^Pv66KH~F(3fbrCZ7=haOstyGaZG}oXUd|Rb(VRo zT<->lQJ2H=Q5|=t<1*v=5gLM$Y&_@$iQ2ldxF%cmHE-@ zy~5pCM-iNa+eHoMV1s?sP}Q$4+CAy346m)Y7X|mQ?U>+tBt6clX8R6K7*=`@WdJHWAm)Tu9pCHjI-ePelud z8ZXm^78dN)@M@CXwPRac#o@sj#^MmP=!I8bs~ljlIKE074$^S6)$k$tc9xw(zTmgvB?PsSSRb7#e;NVwKNMV6@nhv;%kY1g5-zfOV1bpjT z-->_qkN!~-cZoy_6qMn;1J(UN5-o!hrSFrF@SIu_E3XF+29=OVV9h6U;lQ;{Cl3d` zWm&Eaiscn}Tmf8I#uNh>SDB@1c5DWBH;2`oy>O8e!dqjANysuKD3)KDrmV7(cO}cQ z{6Y+cQ^ICDBrpb+ZVRoU`>@#dSkdgGn~)ycM9yvdXazpDKi(kfVXLC^|u zHl6hsch_sPkk;r8CQD|c3N98BV|lcE^_E-!UjXDEoeVSImUI^rbHWH)cx!ku(ch)dWphTJ)gP zT`@X3np%p74;{+<(uTrJB(1m!^2hd0fx@8Jp+~rOyr%6$*sYC-|8^`07Sho`FHE?M zmx8A>UDx1qGqdEu+ZXsLjJv%m|3&%uj}ixk57BP|F-iwM{X>)k#59J0NSF>pP;`PcuILoLt5 zpZ)Pa!?8m@?7HY>}zJZHyw_1m1s^bGqTJb>FV zV4p4hwp=#@!}1+33RIu`X0EEWGYVmXR+4 zP~s1~Zr0{I)oosbc|EUb5{DetBR+IJt#Gb$0^h5J5hnQnuWBXbQxraQE}_7ua4YVX zDYu<`&f)fP>uJQVxbxYo@4OmppWX=n$N%^rxu~MREKbFxH~^4zrLIOy7_3|VN0_Zg zIE7uWvwCA}n|J@PZucuQOwD>{W@mE0=63jv&#`bLjVlYY3B(3}gw?kAJxeHX-!I-7 zhDjsVM12`H{wHzuhPqPl1t&welGh?=iv5^753sd@0olcPZesjiJbgC0paW0nG=j5$ zhM?~gm#@W6zSARko}9;|diUc8V~E3rPflEk{a7co@;$GzC#Y?7M~t669i98P$LEeb z5>qd{5zoK=TH>0Ip>*e7kAxGH=2dHR~;6oLFWF+i^c4nCluXa2q56uSh**H=; z@bW}=)AMt{RfBFW8GKiRRMR>r6*3f9Bn9a&gf)0>r%kS!z#L9u~#45o&`uNefJb8grx?hEmtj4F=cc8~OecMa0 zCDOtt(NoBgAgL;rx$>Pq-?{Qs+FM|~69Mp@6N5jAw!}&TCysFdtlRUg)Izx5E$?fRM~=6xW;9EJp()9;iH_4jeyb0-a0wNc4h0<2Wq{sLh-m^b7H0^Cn zahR<(<+(%knFsRF#JMh*f!`(sIj$T#j+q%IXH7$73fx2DL3g>b&occChc_EP!Z?xv zc!zQCSk&W^tGNF3F63f`-pt%w?>Kkkt$Q91AAU4ZuXb6Qqvy6Z1T~oxX~OH6+_@S4 zG4`iuI-G=&9ECPWT>I>&%LbOHEo z+?ZmI&noFS(qT>}kd4|NqKa3WFzI98lklI!T+i?AJdz8B;KTc}sAWg6 z4=O0wFYQx>3HIH44W-|ea>^WQ7j!=U_P4*CO!lKNio5E2ORV2~rY%?VuP@6u)5r`v zcX}?247p>`XXi!V+a~8}8F$e6uG%NQ3^M4J<>H}ZPC-SJIOj#-+X%+Yc$Yu6Sy-h7 zIv}`+!vzI87ebtmpLpU}n)n&7c1E5?{>Md2J^h(ajfibmGoz!1?90F;9!%@CeA|NC z0+w*gBS~v4!?yha`yhYxqaVe8`)~g({_M~GEX%Wu6xF!O>v(Xi{Dk$%mnb-?A+s-8 zj#|{e{_DSvCyqUlo)x8s*D)1K#~!pAij)9=J5zWA9Ktv$q<={_s>OWsPH^nzoogEeiYmAHxFF%LYH zsYtIyJTF3&G#iufJ^b*)N#Gq^K0Cl97(OdpxQbzXQ5#Dj9ZV@uF#rt`1mhjt2M-=h z!l22D1VH<71rY@s%T{=Bz)P%LjTvWu!U(H)t}qU>A}DIRfMIQG|lI)z??T5{1I-6hi#H! z^qe9IxBIGOvTTEGv0bJUKkik~OON=H;P*jz))UU#tE#?ZV|)dj@zq`9yRG{z3~Y)4 z%zW%Iddz9Yl+Dn>ypUsFju7r}slFk6g+9tsL^Lyrxc{!1vl&(ySF>mXS}{YCa;!9? zJ*AJY!nn%RHus}JWsi}2b2O>d$JRVdW@|UAr_dII-i)!wt+>#7*Tw*r(kj?WpLSfS z^~n``%68E}dehQMePmxoBj6%V2lY5!lNo`&&2T=LjK`uv9bV`19XZrG*iLDbht5o5 zS3U^snn!5!AWw;)hrWs+nfEs8!K#*WBTcn5vvT52VksBxL!C~j#V}(=dslB4w^^Q# z8D%np#Z)m>gzxIFZn-nn2N|kX+yq_|GoR9vCf~FMPP57U5%-IHAGO-w``-5uBBo;w z2L+lK`R(-BXB(xh>K&a+q=U{u)|2kRLDU?=%FNsnhZ+tQso z49vafSz)fNvS$aaq+SAB9Tx~ad1gtIw0kxNFbi#miPUV)qa&OzrS0}P+h@D%XRgLe z&t-7EKFea<#000^bHKRs!7af;5}CKe-q(Y5_%o=@unrH{wEuhW{3%?{K?d*d7EI$@ zWxH&np|rK+^_}x)n)lVyly~=fO@1L49rVao^$o2iWbPF{{^>vcr@2TfJhsufyufoW zbtF9iHs^dj)v6)(r(+X^)BSi6d*OwjWZCjC)?u4Yo;;a(bS5!6TI~VU!=Hkg>0CUO zhbS;9Jcw)Iv(BPL%6?C~G9BgmtY_Un`IA41zxa#4Na0H!!1v~>G@4DRU4QY#mr|Q& z+b!F#X1U@;97wy)u#kKm-pA(w_CJn}jp1D6c;=f?>)KnL@tDpOpl8y;jY57$%C`Tg z6%!tVb>B}gwZA%*uRlpYjIH-m#QmBOb!_e@;8b~T0%?2H~3xGzs# zi(VWiT)lB6I@|l<|B!|V?d)r1a!P?)+O=`8?LxN|9wY`n5CKT7j(xXid|aDxaM+=- za?bdw`@w7wfAcfL4AI#;u)VgkmI2_ZoA(Y7?NrNvmZ-{%NDL$-uAF)pqARDGJXoh` zUGZ=bm4Q^s^;sdvGR!aWb6~3(QqXe1E3_1$LE_yq%i!cX4G|iLpj~2170`EzZLhZ zjRE_|Mgh6y)<6gIpverG1x922Y9SnEW42q~qY=n(%NSA5R0XD->g=HUb5>!OZvbzF zNsb*K{M1kLQVkKmW`5EY$3YW|Aug6Q(*RwdE;s3_U$ZD^9PrB6Dp_@OqPgh-Cfd}& z!K}+En6T21#HGeUX1N8SO#yIp&wiK+RzJ}up_if_M;lrv6XnRW;x?FPR{mQn2MY>z zO)ZPO)rSzw4d!1Mrn9Oj9-P?0m7rvPMl9MiWj#xlwpub!Q-3Ds4{5mw(g?nv z+H4~do`&@1c~GJBlX68gsEVe3MN(lh#)CpvmhsAoiKO3l1>Cz=r?ab>JymRChQ{f9 zLOMGGy?x_nuO;)}*W1S)F|>rx)6^hTK5^t2dz$uP;yji8P6k*Fp)}iXb?w>}80#OSVR#%3!YAW@|L^~u+Wu#r z`E=5L=M(X*ATHkSH)K8JHD=l5Jr_NH<2QaIJ=>{~5yu`J?);rF(_R_&!jo(S zgSZhd@*1Yob-Q}Qj$_s-pFxt#m`7S``#rs)-OtW(~^d-EBux4nNr;Mc>Ti?rrf zTjS!bJdE&Kk8PA6P{>huv3=Izx6l>5mM_me_gtFF>s&+%AwBA2F=jjaTwZzQCA2@E z1{Y{K&^|9M>x7|&IxZlDO#<^S`qux+dTg8Kk7~LOAAU6Xm&1qE+_?auwyF}u#8c@r z1!ux(USTeMQoOBCSJH2GwPz&(bCf z?C9%`6K}m8^9n5Vr|xBF!o|yRXb74Moj6ZhUqAqzn4V%U=x($=Q*q_mjcDTe=#$5y zi^b;Ce3QKo?T>|icvDPOcOd9q1#j2pCZPT7X2r&Pp*D|6lX!rl*?;&Rl2t>_G1VP^ ztFe`jTYnx12JWBAJ&{8PiLQ9FP(zHAB|73+87DQ-)S1y1l$p%aV5K5R~n8 zx1^ruGvxR~8 zf`Qv;{cRENqV!wKxb>-C+%1t6)16TesT33J_DQf<2rvtOyt)ja#E_{>n?J?_%yA~? zy$ow5Vbts5qQFz;H3bgKGGsaCWv13ko$uhW(^Nx7T~f9}UZ%^uukvJ8{s>1^R#ms9 z8NuIrefgYeY)7TBsB+v)V;0kuv_7u^m=7Q1p9(X!EFBE^n1E%BSg6BU2}tgLkyc4V z-JI>hnhR&1$1w$?q5$Nx!F1KvRJ(@u0Gw-vDehgJUQPGYnrV{`{FR?(Giv7Y@Kfm` zWof-|`s`UWK1;cOXlNMCVA4#4Hqx8d^3@oruG;gB z>&UltxhIWhd!=(zCv%P~?N=|IiE-wMmF4;P`^l@x)X6kHjliKbgma4X$7eqC*_?ky z#}4KkHo*B&()2>#EmKDLPJ)H_y5FE_qOR)2v+$_(5FY1R>r4CthgW|eW+?R+oCu5a zsq_Ay|M{P%cEmO)Z0Hz4q0Tun18pdwlvAD?ua+&Y6-ZoEm7j3lmAQ8wPRkN_hFoA} z9#$AqTcpz!>we>nH`1lJ@8vax4=CJK{R8bK{EKxT#q{?1=YN>z1AYJd{}7|2qiHU$SHV178Npm!*#`HT z$!918Y0js1=;@~)&ANQ=*lg5zSXU$7ycb@#8z}tU3~Ph`X4Kv8^4rw=7MH37_VKy@ z6U%}YgpbyqUcPk;czQd&G`c%}>+@fZOQY=T!3@>|?|aaewxikEv29Nbu=noh{+Z}s zZI9<)`bpHr=b~?CdyEb5X0ZgI%d&3(06+jqL_t(7C;K#ems_JBp{aHqP3r&)-)Mb? z*f-eRiLfnBLvkZxc1K($f#aSjd ziMCoIiNwf=E>dSX!0>vUhOj6^DC{(2rc#KJYqCoCyHRa>j?sm)=W<|6z$66LA;FRm zDv&r?Yf_W#12&1AFgH$2r41XQ(0rCB9u#&Ye&!W!+b99`-uDt#+a;kI9UaZI!r%m| zP^RX~yp}1R5~oQ%wg%-!xZjHV_+X$C3+(4=QJ9#}{P>iUQwkE*7^oqgD4bMLbw-#6 z)0u*yQ!(wtVCk1}{_(xzDW|;pvyrLsAyP$)%yo4pgjyw5KZ#4RjCfZtJrvew>&QJ! znot0zf>G9C`us@?3qV|XP1RH<6!o#qT~&}b#(#8zO=}F&c7HONE&|DH6?)p!d(-60 zxTLGu+-h#94wMDI;uh009S$@n?h&feW`Q`&9N8k4-z4W40FdVDv2FXd?SO(t3i_^D z9g+{|_B&b^x;eU2E68tR^}C&U!TR0vRbwxJd$}suq4!xnT1dX9n#imhm@Hc@oXnb< zqe_e^^4++!&7 zO455f$O8!0{eN-kZXM#tAfxU4=g;;!7g=|y{{d9{o{DH}xqN`UgJ&%{AIcA?^>qR9 z*=L_k{FXM9et4&LIG?+3(EV8Q5&!Fd{jV%roLG-Mfq1e^P29Zt4HbaK#>R60pYyYV zq(6rh?gqcHe1O3=x~EY7#r;Ko4}bPGP2etF;ecrt zYSj|S16j^A&$=VGPKBIl_QVukq6ky+7iys7%gREp{D&*U^r>snJh(f$Ien!WQ`H@# zy)lRYH2_;cq`%lU%od5xcw^#1+yH+a^rLPCLB;`ykfJA;!smKf!dU_PuA04->CPDV zNC`ltDGru0P`o<$8wsfI9Vo^-u>F}%=HGYzOz(R`dV?cQk1DP z{G7nji9-Ed5q`|;=*bDrw2o&cXjl8w=*|~}WhZ4AT@0zRJWV%bq6LNR_@u?uiZt-o zS(YB`6q587rm31`2~&;x6@FPO_2rdvHNB$dgvD#N%GXLqAMv2pMH(j)rS?GvTqa7> zp~CE!Iiq5##1sOmOdkwU8>V$)Z*gIcJ)AmAz*Gq4sQRHLPxCj06irrG-$IyyPt1K_ zz5VRls^dGqB!9A(U~bdAiiu?PRWiLMKzgq0fX=gImTy*8@brg?O*8$#ujtochZy(f zRR~i6(!tF#nyijEu>UCTbQd^0c#65g{S`JvQ|n#8Ng1@qJrwV}{SNefBIg?y=iIld zASHbl2aR)z_x8&N5iHwzN2>|v(kGvMGVAg?6fN9?sOLeHQTl{!7jB=OKh^knhLqMI zwnIi=enLFS8yLJVKW^%M;C84?BOb=a#wNbzr9UV>QDe??D zKrxSw2;?0Ue4Ml8AByYh^6i|fOujDTG0|t^1{yUdlbrw&io5 z``j8H3(Ugiy=M&>>^s#MWgPK6d{@%mj@>)O)cbS!G+aGLtOMBGSErXz0F4>U;9mU2 zJ8}Nh#pvs1Jc%dvV^TT$0?~$@yB5DVa~atOM-uGsZh_xh#mqHUpT{h@FHW94AFWre z#pUtIc=I@W$idw#nqK+C!$%*-p~_PHWxiE4*(Q z_(%yrrPG%I(s(TdJl!^eE}v!k4H75`mV0havXQVlXtmmW>H8!GTpi47dt=C3Tv0jz zC0Ldr3=U=m2ICx%IVh=b0lRO{Z-|y1*lFv+dMRyJhY=R^cH$v!?Qk8Pa60B!$S7?p z0!rH01B>ydv91ydK`wbp`^)=sE$uO{M9Vf=mIT#cdn7*MLnguUB=W)|Q8ry^ujy@H zfkj;2T%+*qR@lP8#}xx|k}?WjtJ}OXN2TxsgQ|9Sv4u&QF}?&d+@A9l6Es(+G9MLe zbh?05L@c2J$dkaNBfLx@i1#`xP?Ln!L@c(d>0x7i3n`JBFiPT?MDRdwFCLiLjJ%tm5A#m4%1C3UGZOv+a{OZgF2oE(FpC-J( zae^ZANcG*^uOO|i<|Hr+URNl8nY~JFD>zQ@z-&JnLY2QIyu7Wfy1$d}jGOE9VCMI< zcaeu)ML(Ef;i-D(DseaTTjvJ@eVrV}I~d>k<~QQymtKf}{%3#6YW%@ms8YCa&eAkV zx_#^u$Kr1|HbUmwy&jq~EiE}OzMiQ1F@@E`s|x>?plN{xXGKgi2! zoP+K*uRSPu?o>{JLp*pd9=zITbWG$=_+|7J7F?V(_}*Z8@3WkYx&4m|j?T$n{Nfj@ zzCn8P*k7HS6%w9c|Bn4gVNtD&aliljzn?f0Z)#BN%Q|gxF84bNv;Eq#EGPRn@T`4T z-YW=|v_fWD1yQw7@&anO!J zkFq~mhUwK(i8EnV0J08+I>)5-CO=Wfb-}rHcyHapAubIGOG7`&$b0;gl+9wisRzfn z+8>2LMc7s}GkXt?#WBnpTM%BFaeLiETRi06Z4N7JT`0Vu^goYOpp7ngi))3XY1+B( znWu1gG841lV9zHJ_Mt16;RUfW(41+QwsN&xA5{AEPs zJOTph5N}-`GzLCW0?=lSuLh2^6efaB*GRmLli)be-0bgwHNBx+P2+tdv2!(`lTNK* zVDKt&DS3?ZUi)hI7%A*fK(44ciH>9Asq0(Mp6KgjrH%9`{YmFW$TMH3X;#ZUp)DK z&2G1Wm{f2Wu{BsLTx|XQcwpcrBUrk-0*%6o0?(p9B^iYbM4JxcRgRiVAxK(aT1Wi? zg3>&j^_faDO)GRmLBw=wie#%7h?r}IhLL}c`*sTJkTw}Z#cFdF5q=gZW1*GJ(k+b5 zrlshBNjH^@I5)^bYJCv6V9w{M*SeQT<0M-V{UW46`v9OCwbkD&;3GDU3*_tjob*#h zOY;&yJDHgV$)NS4 z;c2F>g*o;U;A%THRQaWuJFqCIv424U?81d}tSFy=K2siWIWI}K-J9z76t3+ssM7th zv9VmS7auOn(Nz*w>AOLklsP0L9>5jz+i}?>DNbEJRv18SCG)N~vI)b-Gx|oGZ^_dB$0vSHG(Qk$t)d z^nOd>D6q&o6xgaco4(0=z2o^@%5+}W;gY6m3NLz}6bFu(bLTG5_BMpI>M+=}lo1Z_ zv77zPJAU&w(}7bzY3)S9HNYXfg`e?RL9dwCEBvT!GEU1D-h4;r1EfeQ1@Etp5wrvdhqsHx2gATY@Frj4MQ{TpN=%PI3+u z34#R2f#V8`&*p2)yZ+um>Bdci#BZbEz_hGFOf-e_^!ip-114ss<1hd7e~xQ-`}q2A z{Z<@4a+uY`N=@!yN~8mia9MYO*~z+^lqwCA#IC$6FqFaH2y=PYcvZNPV7d9wv_Jge z4|BE1GF9Q1iO6*6j+=>5VrZLG^NR!bHMuhC#N|q=`F`*BelK0J>N+^5)tjH?7MwQ1 zvUR_OfnRnElvCBqgj|iUI@PK7@x1UyQ#K8f*d-X3aBX^Jd4kD~bF^lz#8~GJ7+Pq9 zlOO!eI9k@`{oW7Cl?pTV^=$l zN#KN=*f8Hh#mk%*gTZP{F)pvIOvZBCN}L?$#PY#C(ZYnvj*mQ$d6jfCm|I<$$177G z9>A6-IU@=8thKIagYC99-Rth6PWcc!1kBGK42NHl#0% zz#IV=zb3wi_j>VbWkV41Q8GojZwR=W(dMMPbP|t@aFz=io=#SocfmYQ-oQBxi*emN z+fNEDO+5nTbt5PpJh(4rsoQyB&#ubNx}F7{npSX^KFd6_Ff++K(jLz~^K|Upr3C}# z)-Yc=j{uxnDRFc4%2oDwypaxm3X`2K#TA4ddYyQUaj9VXk@6S1`EDS2>-O1yd^IH*AWW!)2@V;JnlwZ*XhE(f4SF&Z!ed_V^Boh?{Jdrgm9VtJ zpqZT29paU^PJNcw4nvf7{ASFQ6~QWS8C#WAcb`eeal^=iDtu$aq@x#|%L<|xV1V?4IMV{US!kMp+2rj5cvg zX2^c_iNq8Ag>I5Ru*W-B<27qTYtK9L*t5F3_=ezoVsoV9ogGbzp8+`FMOg@ma}TKxrv3HJW%!ey~8 z!8K7LD*JgQ{FvkRkmG=8ab_sED|4jptFSTleeWEmxt7ee=2ex+HDd`A#Zpeakh@5eu1#^M=1pHB8x4! z5kKDFQ=okY;r3Sq(#E{TuMY~K;@!I3wjhqY-ze?+yz8HZUTCG|8Hlh(tEJTH!HeCA zF}j#SNfpgw#nP#GOhjghlO!9^TZtxKfcq#U>dg zd=Bn1;2b4(zB2H9=Y5vV=rFzeg&arA3^NJs!GjM+AKuq`xvvJs3PO+@sta^I7ASQ`d9S~^xHrKiw$8VgAm(RWt z3ut1_wqA_Kb{&i($?&o#&~-=5m#(lN@+Lyfs~3+m=5T}0?05K)!?7>W+A#4gQ>NOV zOY`ILz1Myi7pJd4pV*9xuIJgN&&DioWo#)H!K;QYX+B=R@J{^v$~$?eYFl?(d@i1i zE)K`Ukb;#a_9nL|K3{?mB<>O0YgYvqyQf%rnpr!m3v08sW9N?Shg(A8S@G>PM%~6Vd2fUj`KyDSvVTu{I)BxxO;nUhW500g(Y!U z^$$uRkG!A)k9hYm-qa$2QhSe%2Iio-XU?2NFkOxFXD;HldMb8qgPzilOz#@C!TG^b zWT3RHT*cd*<+EdnGIeJSbB?#sR`M<5_+Y1-(0A^L5l)qtt7^lf<~Ak~c=sWI>_v;O zNwx(l_=pSJyBSWL->Nhfqi?w-l=w2&R2sDM_SUQOhCk;V(_4wieQJ z=h_qLxc7I9tmLz4_>(-LU5MW@KrkvYy?@P@2~C_2^?WxUP4U5owYCBu-#y#*!9wu9 z)b_C!fXZNZut^9NdL&?a#MvyEr|~BN)I7%TUzjAz^XI!Y=7~~aRp8KTlf=XPrA*VhD&vY(4l>{<bTb62c2}to; z=R2Q^O25=^T?$Es`SafWQchgv@m@k`x-uv?s(UML3j-fT4AijEo|>9Yb5F-~8FMUy zq)C}mP!se+4bU7S#1!I2nH6O$dD!Lkz9o2L@)Yzyhq z7?-iFsaT#VBt1f-(1IYf5pVNR`>q?&$c^GkyH*e`6fkD=8ut(1W1(n?^Vq(Wrf?pV zxQy4QCRT!c$bg%~$jQ(_80u#R!<>ZLe){$zOW;r_j2F?N6h zZ|O6g9cX0uXa2GuD@|`G)4u4OF^{`z54b#W>Lj#y0WAdQ$M8EKgNkt6*@t-)-)|WQ z3$}56JDmp#t+z}CG(C5z@#6NjQ073(DfiNTe`WqC@s1Vm4PHwgpS^b>%{aAgJ{*Pr*S4_bw!+2Qk`sKVc(S z3;s4Mr{rmD^JZ!96kqy4`G%S#x*+V?hnn41=lN88%^Mu#o{OHeFZamVOmMhnGPzMj z_kauAQrhFyHf_{?VfA~-8~HunOSq+rmxqSWX4EQmH1X}_Z(5K{avf=Xr6g<=d>Gal zs_}a>@mdv1Kn?Y*-P&#{(86FXE!ne`Mu3xB!&=T;qd(xM{JaH}^&o!0usn$BKK24o z8C(t`iC1nw%&&Mm`b=8{5z~6_AS~ZmVkkjXJ?wz=Sz^%6iky>=!FV^u_4f28(Qp+{ zZ$YjYwlWwN@VeuQgGAZEEfH0)D1$vGC(0@Uif|Mnv7Ts@=d8Hlk1*JlMj~%o%eEfj z_PzH8?|tvDF^{;ie%of+^iWq%N3Mn%w{EvE@X^J9ef!Lr3wS5`Meb85E24T^TV;dB z?A#2dP_r<xz{;=+x%+Qu0y2pY5PtkQR|2MBxe<<91~vA{{kAFhLOTp(Gu|l4@7|%)t(?WeD*g(qj;EF`#;N6tG1IaT6U}%8gCg$r?|cRp&IAYQ}#Ug7B)CUz&L&T_wm3)c>`4Rdk5#-5{Y_5pV5 z1jf_OTVrx{CXP>?itV-D=w0H#=E)`O)|+EH4BjyN{94p9!MuMQhBjmh%#@k>?tN21 zH|Zux2VvOvab}xR%)x^PVh{$g4I1Cs$>NmwK{$1TbW?M+2gACgh7~>b4*HA0X_*EE zrZzl4ZQni|ul)3farDS1;+dyDMJgOBbk_HnCS4^lLX(h}&@PQ8Kde&B;WGF9xwGso zy&lhf<=vZtY=3F28nR}jGp?3#C7Ev#tf~lI9G>bfU_H23=dkDeFca>mrI~(A; zlGk~|d*>^)AFTr#L9>Lv2)FGfbDA_d7urV6!gMCFyPp5%ci*hEJI5D%mFt~T zSAEQOnBGv@cDH=xeW}OX(miqM9^f-)&SaT>E5D21=chmYS$;3~3%9ekSzMUE)LpKn z?CN@_uTf7?hux}9fCLc?SFD-$;mau#v|m2fES4*{8={1Wuhl|K!mggRw z(b3T)x+hPbVv=E<8Mlj;u@hBv!k&Z0VRGkSS~WIBfGLxd@wTtvrChT#;vHnB6<>|P ziL<>fG*vhhhWf}~BLIy#e);Z&xK7f3`GDJk=tISTV`6HGGaGQvDnsZ&fR2sM{vNKC zX7|+DlQD%U+afz%r*J)eV)A0l_D9^9!^r?tv>B&O(=di_ojM+UXi&OwM~&(z-no7z zX8QC1hc`u{G?86q57C8*OVK`yR$%f98XIWG?76t!Hy<}R%Vi!RE6^_8Se%ZxE}URb z&rI~*;E-oLf&F~`Y%J{MP{Eb?80UR69>%5?XX4FM@5J=-wdh7rnnzP{aqepLjt;~G zX_hh7TWng4@rB8F`|JtK=!T+m8o}=BbZUWYa~B?px^d*ET8kT$w&fGfg~cNy}X#84^&Yv4O*zVuR2 zXkm6CW+ta%H~VxRKXQak<$9K?m`b`|z3iLN%Qvw%yDn()z<*s|d)`nvlclel4f9qh zpU!u)PKER;GNG#eRDh>vIK5Nl9!}C5UD5M~v>V(y777zu2~28^s=3wVzVlbg$~lyH zpUcmMwX)!6Tr#{gyyV%S+S{T`YuO4W)?ezWuzp+ej3~mJ59SvR^WJMvQ>IqHy3FVN zsMCeQklzpd_gd%snNFrPO*m=8Ji@Gpv7R__GF_v;bNrp$3$$bVj`-c*`(4hF+L?UB zGTQN0_M!RhU6_#{5Fhv3_L9DQw`?aLFTY22+p5g+UR-O5(s_@(+h%yH81?FJ4y1ZQ znvg?`Ob%unA_y*jN+$Nj|cxIY7h#gR8G!yKh#B)y{PV#GKy(`WjW*J%`L(UiPW}NQ(1BM3A+Kd1uK!?m z$Sz&-Fu*S$0DT+JX|o6-J8|tedWg-BFgz1eiyUHw0JJ#EV5!A#e*W{ZZ_jR4i5KII zw@$}vZ@tag5DW2z&$q-rY_lD9dh(f>n2kO>IsphSG<#wO;pWZLXXE)7UP>_bW23$6 z;3Ie$iul1RZ?MXDHHDy0KeHGEJGMs$6CX%pGak6J4dBje4q^e%pMSi?b#8s-tC3KZ zc6*iRcy;2+38i5IGu~ezL|JJ4PnkS&;`i(e(@|eVI9x*!fC`Q(OZC1nre4(haH%>} z1zWv%qw;JNxr90t#^qAW2Lsjn(9n-;k<}Lx{Q9(%9oQ~If4uqfp4xXyH@l}CnQ84Gq{Uv+{zl>UI?b99Ceiqq&&Hvo53x?yB1ICBg(BGZZ*LZSaI z0yuB#^~rIeAk!#VlsVNl8=N~zC}o(&VEz=M>I-VdmGtFm+-AZ2mT7r1$ll*6pYO`g zJl5^Cz_q>}(^`kY_LMf2I$cz>UW0Msp`^*kck!pdU#^zx&u7awSckA1=Y4r!^4v?c z_Fm0*)ogdM^f8T4-qfTiVpB}bO~>%gq1bb9Hy#If#~^1*O;1fnTTe$!VSecuIkh(T zHP&~lKm*EG_FC?>Z&}1Gf7=S@)^mq1WnZXU7}C@X`q;$0oadWWP0VqmS(r2@ zsSe+1AC5aT@nlfpX3gyZzRS1O%{~0B^rF%=#vwn39^;K0LE{HWzuABixkgc{y6R0J z;l@GwQB3CQAl^(!`Gq7o3aqY#TdF29`Qz+<^xI4bzN8O~L9ZgftLM(S;9+S^(C)Q5 zOW~#9wHKwvcYiHKmlE<@+M4w*>Iq68_3?iCX(|7MxPCAK(7KlJY1hTPzmHB-^p>pT zt{;MAH72|!Hm2%s_A)EOeZwQMg8S+@kNUxsVU>aS_KCAGvJaQHgZ-THiwO+z(b9=u z{ApCkFc*~5%8KeLrZDLPt`E;^9lh9pbBZ|dtSsv%z6Em`4#&d=yoJ3&O&zVMq&YAP zZP0mEqx*;YVhPiWMLN2xvbW(an?yIvtAxH{R2=GMqA0{!;%V@?nB6%M_%p5%FXg^m zGb4Z2KQknCa{reJJ`h4P&zD>>bESOa}v< zumSB&I153L=;2(Lj@gKzj-KdQYK#6B_GYlJha>)2Olgb0j{ay~x)iN5wdh@j5FPxVjz}gpc|Yy(={y|-7(NI5JRma37c&B z$aVxHq#Rwd$P~!PJC&yJlgRa>@O`+?sg`T`ZeIO8sBdtWPjpK~*4r5DJHp{L<$we% z|1>7M%e~YUtsk^_pno6*1^2Erv*6^u2ZMb#YOP4eP&K zSsRsqFL4Ei(&qIREcc4D#=0towJ!X@T@OIhzVz8I##6W_Z|`f5kzGUa$)}&7D?x{P zhvRe4ekRW)YsXA8M@OAjdtddj?0nqc4943FYnXuQ^eG8TswidJ6`E4)2cJ-yvbs`r z+qFV`G$0DanNufO{B4gzM;;@BH~!>TswDUHH?x?PF`@ues+A)sf>1RXk;up_{bmg} z?|ip$xGfDuWij<@3Nz~xl_ZwvE1wP0Thr&zhSoFBJcaw~i zA*Y2s1Bb?T#_@A|qIYCh9R1WYfkh0ASXX@I^H0U4^KZwYqff-6{M=M)DE&FfPZ(+8u5r?GGV%TWhsIj(Kll5cqX9+lcU4>E-vI*>bo-ti*u_4- zi^1NLeVM#x#Z`>3>1Vb~yp zE1mRLG#=7ZnQ-Z)dqKUf&@s&CyRvV=vP@^ZKg-gb$9v0@=31ud)Dji??6c+gD@?wy zsD<(HP4}mjw8opxJSA*4j0()|e^Kxe9`mKyTz>yj!riaMQ>bkzb=wxp6rS~=r15>J z+q@g4U7xq{+4RM-L7Z8J^%^XDqtH0dncntW#{CA{Andvtw||sx=(o7vcHC>-1#j-t zu|7S@-u%+{TFT9IY7F&Bt3`x|nYFSn@X^tSK^|#pa|j4%GjpYtGbqhm+t+qe*C z5!RIj*$`>OO$vUq>~iOOy%jFAIMV{()1mf8ZMc-5GCcOokS?H0QRQkpzv@d;4*has zdWOZ~$vDKflMqXSUFf(UL{uV~B7)i;#xvz2x@O;}G-3(7teiVAK6w-d)8A`IkjP-3 zTZEmAxLJzjn%3wt7p_Z^cs4;vXS>CHnl2)-39ayynrKuj?Q%Pq_YJ!*mN=M{O1R@7h$S5A_IHCv;SM4fG2?!c6K1}itZ`&K^ zcRUm)ubhjqy$50lK}h2ySu8av<{w$@iUVESW4v!K9>!+lvE8IwMBqXA&S# z1B4a815U6ooJ)lz<&#-yXt*fk{bcLd>BzLjo>do!~2W# zs*YctztaBl%kNyLoyHY`L)xhm05^;)j6DDR^SPN`fxrVB6`DP8T6*hwF%LcTPzppc z&IUC>?z!+_Y4fXLvTWncBP}k!vWL@W`=!@XPU)|fDSSDO>Q~3rMnR@u_;u&3;5I`2 z9^K$dyk*>LFs<-9PAszsJ;JtGIo4|p_AlG%ue8Z_-D|LXk7W>kacKSKxBZ)iQob-) zulW@Q6=d#|Z+&^DHUH(ymn&feL25IhYkl7J&zs@Nbd4~1Z`vXNX`cTjrkeOK;felfT{&B z1sdyRk)a{K@7!OP!Lqn5o9sb%baY~p>b^YA=xRm#sz2U#(%gC$PeXwl-C8bYc?Nnr z^&5d@4U5{di_0u@;Y|j{NvfD2W;#>fd$0v%`jQ7LA*-%GG&a*HMvRTG-dey~kjJa$ zMx!-(leWxrhTIVSzGM-PRbMKi6fxzcWi`Oz<5svG16u-6BTnc%-E4lXEnJS{FMco1 zzxHFiFSW$=f;%WWcIiBk|5y|In*9 zBIFkSfPzet6NwCsj8Z4eo#SE^p(ICL9WEy@Jvn;q;LjlDW}iIp7z-j3apUyGIJ|vd zJoV_|=wRY*!fw8cMT>T9?DgjJ)h9k1Pds!azWJ?h#?yNr&qGlAS8#!iHn^=F_tu!T z?P(u~|L4oU8$WpIM=+}6@$A0GV;}p9x)E$TT(uR(nWfm(JrtjL=vXXWox(KakvKB? zXbhv<>8fFl2Yu0E>crTNEl|5y%IMa~M zD$ID*vCa>E@Pl+Ytl;A!lxY>HJa0v&+&G1a8S1g#J?ss&j>6~*Ut#KnLAch#Z2bCQ z8h_TS@RDZXB(hD7<*m=R{@MBz+zL#-w+zQk5r)?1SrZh%ZxO_bFtMKgnzA$bp`moz-67n?$x~a6KtRL=pD^(>6~iWnk?RLS$>C&!batoHfhniJR7Cm zsLb2rU=-xgC2Z-UmisPf%L<#1xhUkUAZ)C%#|>tMC*rJIbk#X~m$YnwFsyHh>0PQ_ zrcacG6}Cc>m*Sy?m41a>NZuTFsC#j5?RC_|0a+J{D9bjcRm3C+@;lDYApY!L>=fvxZ zV+uhG9wz`-!JG)45H=&orM%6r>j&@VDYxGI>SDnDnLj6Ux=d<;h*)J3GT8s5**O_z z%*{VK{isg~HzT=gTxGlE#k+WLBA1zIV_eMD&%2W8@Z6tdG=R0Sr)xS^TU?FZ9mCN+ z$VvCx4#e!CC*zTk{V~!#nC5Xcv^CC6%?eZqFo(9o;0|ny6C9M;n588)A| z>9J?B=}uWDUdH;>S6_{%pME;y%AuPIO~Uf)zy9lS?AWo?o>Ur}#-3QU*mU_9R%drkaB}8yO7VR%>-VEN%u!L-c{aOujMQ8pftsyC2t4~sItulZ{fC!WW+4W%O-y_tHkG!8uht~7s0Yg^W6hq} z_-qn&G+memFJK1e-V{laf`tw=mROWg10$`GSI=@_U}`+5Sx@IBjRiu#cI?;{O`SLg zv2cR?PD10&JqJza^txytL{KN6G){b5_X;+3>7a{B+QCmFExgw%EYI?*l6|^~8)0wG z2G?Wxrj@Y5)hNEJ`KnOCqK2MjtX!y21LQV{n)wm~TwF;sb4r8enl(-L z-a~=(y_fXim+-*|KoUQ&R(XKq+xdC?aKA*Dl$h9oT9;yd5p~cBK`TVzI->DO^eTfx82-P<1@~1dG{KE0KW4NCo zzl_!gH?(stSHS_!4<;63^7IM3I-x^iW9#*K&PIsSaS1_dVd9Y04 zzIkK>3&HgO*y8fjdVO!uBM~##8Y~XJY9E0^{i7N3``1C=XksjQZ*1M&@-(LXxZaC{ zGI8673^FDLyQh6cLC3SPB;b=c6`6-gTw+DbRcQN-eXcgo9y>C$;O)@OE*OUlwtyM;-re2*j{N%XTyDy5Ld=X&(rE;2a6>*})o++SrhQ59#g&biKGDy^KX zn`m!8Ld*XCZ87}x7Z~gPaSpTC1G~@&yJCrHNh{}Pv;hysZj`?gzy8_h;^O%W2qEmt zBh4bXkU@}9(_F+!@7P0!;~Ixv?(7+k7EIrA!>|AtsJ9($&_HKjeEFHr$F`j#DP&n! z8x9yiP~z0p%^OqKu@{eK?J4{KgOyVaazMbKn_52FHn;=hgb0J9jP=o-~siA0N;1{pRiyvRpMm zYK1hpvdm_LjY6ZV_BDJH%HFJfr5)C79~&APOuK4{W6!!s)LuSl9gr$8GgfK(UNv#(f`)E6ppIr62&Q*=|Bm z(RmY8392Pcr;pGUe>&zMW9H5JZvlg{YtZq@akStp9H3QNf%YqKUBrXo#j|HvnBfd5 z7Grnq+#Owb*VHgZ0mPs%mOQ*wac>iQIEnzw_CF3<C7vmL960fu}NtCJJ#=Rv?} z?TH%`*JJ)NOxfTroEdPYLyZ*ds>&`!qQaqws%L{)O<8|jmPr! z8`06tNz{0I!Y+k@fp<8(zAYmhwXzqWhkEQrt5Y{{jd~!)hWgpC+!5EPw-W}jmCb+c zxZ7^4uO1}I?0s~)suxzbYpCSLdpo!7k!VV^Jxj<{I45s|gx1waO)ezBh8z&&age6^ znyUoZGVH*XTLw>g&PYEbFquNos+5-a(G1xS0Db+SUH@EKx4s{h_+N#qZBM4G-roxD z>?iZAB-$VBKQe~yJ(z;=TV@>C7hA9`@8uk=9!|4wVO+G=-TG?2rEsK>q;N1>X9ity z-nk2xs4y@xW~&hG?1%PEeubd(@UBo_n4Q9~ScoO%k3UW}8FKt-G7sZ~kkLVX9V~FP zaS+f*&mauzrMSd`$!>%;mOyhd({_Co?{8f=I@me9Ev{d1HFWq+a6r; z_XArq8lq*iQqtj8yec`<7KYb6YQJov`v+TXEM;g$$H&R#ga?|^O=Q>$mc z2L1wCA@eEps6CPPTBh__L4Ozh+x&VXEO9zLFxWq5xK@^{@4RaBF(oDxNbh@Z_E) zzN6*)lOFjk{igm5w$Gn*L%ew{Z7T14F5k~Q-YeuPM7uEQvx1d^neZm#O??Fp+bP_Z z=lFA8&U;`kZC}H?@9Xi_bxWY^MFbQNcb4vqj9^|1Khr!nh1tus6i$!=$U@!FtacWn zFh7yYt``Fh@{V%yrcMjq``=~k9YKdP5$ar4Xr=P#V&eJytMJ%)yysxetZ#Y9Q|ySKpCL8wF9DA-C| z(giGf+Grb8QBfo3rgO*7#AOb|UctlWkxxDudl{GZmGT`Ov*Ou4SNcwYV18;Gy2wDI|!S_+tD?CKndXSBgTv^#3A{5&qfSj@2kuspLIPe1Z_ zJo&{h#=hSD)xm=HVzE7QJ!1GwTzzd{%uX=4$+N^^ijVBy&1x;CG)*_+JPcL9EUn;O zZZAZt7h>-uvewxcggN{RwXp29mku%r4V~RdYWMElYXq^xIf2*V)5z zgWm)Ulfupj=iVHE@$)dp?5+}W`m}3%RriH?hbb@kG|v7fqi_KxLFRFCVlobljpjj+ zR8&7RrRwkEGhy-O0R@ND+OXnAm;jf)QN_10PGqb!J#)h9;h(=$e3_i2Z`Nv!Oq4JQymzy3Gn3HN+zhLy zU5wuW+Dshjn<;w%Em{X!oau@AxW-<>y?eLgI-3<#=RY)SPLMJ`OKkl0n<@A#1OF;x zeZfT+v{fC@jFcN}FZkE1ldGD|tiqOWlR*74{sHFqBiOH{2hzp8?8#A>Q9w{bBO@-Y zls-yNjWexU__5K^#F?6R-^u*@&U=H5yfj+6?7hN~Oo?S$o_*gwZ5l%|AzYKOaopV{ zSXT+=k-M6g()?ca~!w--|~bPq>ixTfg;NDKLr~>ktNi zexsbD$eS80@|F3^df#~C4aPxB{Mwhl9NQ2AeJ5Ow!2*8~OogwF{D}|Xzk2m*{P@Q| z&c#C)5FP8*>31u5Gmqa*{0NteKRpOb3&gb%XMO%`k9)toO54=@?cl(3-&w!qnBVuF zQTFo7FDG3U#?r>DwBe8GOE6z!uqQ}cR%Yl^jAajR|DE6djX?Js{Mtqi002M$Nklx3+Y;j>0 zAp)U-^AwvHC&5DVP5pdhChi+>P~J2n`~>?g=@2YL(N|qX0vWA1rs_giX~!J-%#{oA z+D~8Nxik9M+xg0iFU2tZ!~P|{4faEE>^Jb+sogzz@L+7GFTe8BSJ?M=E}s43SE7Ar z8z##fi2`k%MbnQgnUhD-cy3+CGE`y^JjZviEt=sv zmY#g_$!u3@9H~u*JeLt-zxVfl&%Ce@|M(yOk1s&&F)`_B{V*&qD{} zv(J1Xx-f5J#L>e+GaZ^fhwUwnXgT|1VDH0mgB6Y`R!ojO`Di@->1SgQVP$pvLJS`| z7RTSge2xQFAAXoU1KnK=2v(-D2l9tbo&!Cf8yeuV1BUkwS{YFXsS}CM5@jbc-%G${ zEG5noX@ACcct65a+2pv`?W24Fr8jhRFV@KqMaPnB__&zv@uks&?`1uL~w)bZjiPv1%nF z@Fttgw{PDT`}g2okuppD5_E&l{vJdS!kZ;=$A4kA|EI$S$AW2yZ-!y$!1Q4|8Xmp% zT!C3?-_?<0PE7=mI-?~K=+&GS2PuOoyjX`n1&nF{%Z!n_9>B6aEF<=8tqnlOu1O%A=v^!zFY`<8vtK3lX8$rKZBUz4u-Ub<;$?1Sc! zQ8s;Hl#9S5b7dasY%wVth7tCQ8?TnZ{EdCva*VrM5FSIh3e$-bC*r?;;~R1E9?d?)_hzx#KY{}P&$lB53xoGl55_y&V-k%)JKBkz*N;Redm1$}d-KiL(N?d-QOrJvSWs2~UPddPYMsn2TomFj z12+P!y|G#-4r-l!aadyzgegEm}~y<6KU9{k-NpslM|8MwfPV4!wn0mn1rW@q7f zV7NEB(W0L@a~7+d9u}hy#nEF=toP^qJ>kaL>bW=FQ`=ZzrY;L%VQ$ z(h?(hc{

D^8(8?LbwzosH3}43Jee1Uk-}V36$aZOxdUz?eM#mEVcsi^t+E2F=JG z&Kugc17gq?J$nzvll_A+-}eI!LdCRhj8!@bYQpK{0`Xyx*T>FH=pFY)a?Jz#>XX>T zix;!gE9oo1IKem>Xl^01Dxr7cb3i}L>WufQNu5j_;HEL&bk^$tY5~rVV`wCvWfEz; zHonhqP@jCnMM?K@#LJ!9Bp#fwz1r7Y!QO$eGCDe%IB^x$0IG5$Z1!UwoG`slbG9@| zP~3p<^DeuwX)KpG$EA!?9|ZgyOw?8CScYKl=frX+BhwXT!TSgGEh@o;Nfn5MLDMq< zx2@i4-|mW=f}1wdP9j~be(v11GtQnnAL9rcdoYJuLF3ZIgtv;o;^f0EXED8SVtnhJw-KONL1lcOIe#wBpFR`2ckPV-_!oZ>UwiH=Xt6rtjn`j~ zJ(z#w`flPg!J?2~&0v2jeM-7$u%9Ww$V3!o+jr%?eWau-0!4W?P2>CQ=k@ft3d_A| zth4m%lE-|F@rt5q`21jAbd7%gr)@?eOChJoW za`pJ7mtM*?|Kuk>$+^Kr3E`KCw~WFtiW3Dt^I4YgOCOwD#M|riF@+#CYK|N0wcq+q zfyBATV0q44GN6C?mw%b7)~5T`x4soJbw*UTDe-%%GJ2ifnSnyGU78 z6mk?;%7URd`u4ZKo#_RQEFO765Wt6O_if_SV?m{;UT<&9@XB$Dsf!HyGfWac}sgoz-DvK}w@1Op& z*f%yB?0$+xG(c^DpA=A{niSu^v;jCeaDdRM2h6LN0Z9b`HIsv_?9Nh z_qb1VeXuOgGipa0s7<==9_~bh0USvEXaJD!8>@ zsD-mXiDU7rt9$!}TK#Q1_rfPWjP?gJ)~5D&<<#Z)@85qZmU~CA>S3XSI7E5c3EqIg z#V88TcG_CL3^EjXIYG2 zjw_cg$B`q4V+1W?4Vr)P!o@go`~=xoVsvyg$6qh)wLOKV*gk`OO9B1zmCIc``GO8{#8j&$r*{LYW#_@Ha_C?~KF#Op}W+v%3qCOFM|u%ClZ z_hIA89-sah>^%qAyv;c5;BdJEJ5ir*W6+$ARXX3yB4={A^#=h+6PBEoJP?cl+B$>j z!_J2o_+9wSUx{%B<_$V_KdRHV9s6Se&rgE~u_>RKh?Z^+<%1A4k0b&- zEoe{|@ch`a+RH}cig8KsO~)8duR+$GU5$Fg5cFdPClW>u4-cZ<0U&VLEF3T-6EL8c)WfxuG{N~Db?n8vXn9W|efleE@Q=!MLa{WZr1 zl`6tZ!peh+hsmATbgf~&$-5Tw$b-8j6Pe3iz5Xt<6MMuuah`Z@DXq3@wv2HoC&w> zwtnGOC{k!}Ua}19H?L(BVNPv|Wr$&}tJZwGU$#~0DXmWv3A=GyYrJ5sI zcfphQ*5|L_-mCe=jqklLzs7vVH3qqmd1yur+Pl!jUat;f+y=&;n$>2!)vhA^G{M&- zHKwmYo10Pqk`b5efKLPog&wd9A0qu$7~&=WU1w1*)4DJnoi*ru2ZBDl)YSAu^z*%& zIuNQaUP7yIg~gW(G5Xk%=*AqlU3w>=S&lG6TltCmJ$rUUPmR4o@J!1Hb4= zW@k*<-qy}|@x_-7xpaz3oG4IAa=fM zgrib=Vg{|!0?u+)n&c70672<-3YmslUGu{oco5gpY_1@>nR{#}&>A9iq2XZ*6^ra= zqZ12@hYpU$Ec>a>BmB_tT$pw~tzlMuQu94QhuW)WZc2Ph_EcVqS zM~=kNCyuhWeVKU;XAmsjxp%G$>x~%>qg~x5wktd*&>xdO9~jr>SVX3+2R^=c{7IDh zz)gi-9`fZ{(tIf~@*_In4TU%v=dTa|-!;bhoP?lG49s5$hwls}zf6i=m)dYOd+z$x z`2NeUVJ3DqZon9P-WBMfE>zcx@sppOj4Q;ydHOz=JaAb z_?$Q$pFDObHxeqaOhN=|&E0tddwcITRz4Qv<>PO~4_OJ5kW4RNLq0spV4RHq^Zn;z z0uN5EAh(X}j;DqXB#e5KN_e@}F_=u5an-8|k$Tda!NkT+?j+_U;YyipcVe)!I}jYu zg-8}0I6;V8aU=n%%C745J{bTxs*Gx6TT7a9&8++pCV$m;E3v;USKBHMgwWL-e?HrO zwPG^#PJ9vzC#;`>j%hIkks_9gv0hED8kW7TyHWgt7uJzFgI(#+RAcOb=hfn7z5#R8K-n z*r_{#3=a6s%k$*3(P3ycQ|-)HFj{I zKSmEc6#I7XOp}-^<2PdZ<(D{nW)CoFtdU|@n!c%>5|jiG-ivm9gX1 zpZ&7X$ugFVcbqy79EUO&B~8gw#<7|Y?@i}B)0Mn3^p5)+yVO(l3cJIdv7YZqPr}4` zfy;7^9z7ag{pwfK6z)@>`c!=46Q9ThG27;Q=ZnJF`D|W;_oh)m(Bwxt_ht6bCFL}`H%kSj}o8aOaVx|o5tXKaZ`frat^jk;Wh0I<{9S?H9pQAhJs7qo7Qr?_g8T0 zeSyI#>Wwo3%v#`FYy0Itwi$?dnV{;Iyi>6D=3t zVE|_{{k?9_EE{=pyoLE_s!R0Mkatqyyd;JNy? zv9}L(mey{1)of;SXfxh?o7jibj4;FKrj5MkAIl%irI>qCcM}?-&|@5P!~(D@{?)*3 zbN*PkpbhPqF)w4r*VbK`Xb!sY_6XZ3(5k-n%1=|6*UO=<#&wx}@L`;4{r~K}cYCGB zb>LYS_g>`KKqquUM>aDlQ4~p85)~|KW_KOrwP*d8KZC!7Kgm3gpJ#V=*48+TO^+3A zQGukyEV6S(18C%Y0qpO0-dpGkG|-7niBz+?FWyw~)TvYFoH}*t$ib+)bi^R8e&s7) z37*Dx@;c&*I22>ud)bN+V}U%hc961giL3d3n!`SJt0fK0&A zF(PU_*9WJ-6uH6s2wp@u2X%gO)vIyxH}f^*=X}k1 zh?dQGVbcZR^5STEA7VE#jrS^$>Z{E#wKXQTnU!?u+C;iEGL@PbKu7t080}~$(*4pX zo4&7HPm4XR=?d?UQ-?N|Z<}zKP`kmQsJMNbEkmq18NSxMk|tRuzIlur8Ymff5k61M zwp}7=JPEiOs0HP84sk$Cw{@1#ghZNsF&~k<&fij@`NDU<1Z66&*TtJ z5(tGwCtfGqtd%@>?pzQJmy8WR{_&3kehNPS`mg^Q+B|LBB^bi-e!~YJd=Sir1lV&x z#9jL?2m8l*TQAKzoa8On3D&qWR}$ygP|UOSu{{cG5<)ds_PcTYX2|0s*E>(FzF$To zWqHNuEhgqzrLj&Rp)e9=t?qjRC!)v2RlaTZ>J){Us2*bTzmMb}Auh#zl$mj!G`a-U zY_1!IXAbS*@bItci-e#DX8p6-;7^beQ=Ik86 z{vOS%0;{kyNE50|(B}Q*qmQszcQh^T-&9xt2kg?EnU_>)$sJaMcQV~4bi+Z@Eztk}r&nPV-} zUh~R**ofCT{kB(esQxjhGfx#bU;gr!(=*RJ6EsCSU>P}%aYH4 zU5VxxFnyR@*X!B{o5prn9bw_7acP#CXUBtiTdpBrgKpJv*Y~!?a$dl_xOupeq%fzj zCH(xB%gxtZw(W7A^Zl2;^rfJE-Yaxij`zl~Y|C-%Sr*IZ*V44ALUD9UD2`q z!lyBQW12|FAImYl!Lt16jN&S*Khk!Ul}?QZJEBCr}Kg^ z@alY_peSsN+ZezmPS-%lX4 z7g`pyuhS6!B{VQ)ym>qh5k7+i-_v&_J^92JV>!ATGrKQ;>7{i3^4WB7=ukRz;yAb_ z;unlnuDI}tgCn=VK-+J-ooFPoPJG&5dw=-w;UKhr*QV7;FfY&F0*q~5Y=qs-3c#<` z2ZZl7#@Z&U-}-CepztFOsjZY*>1Kk{giw!13Peu0PE6W&3%|eq>%UH4Mw9YwG@`yU z4~b#U%d6ogWbVG1;;lr&8x!1Bq3Dm zX}mYzd^2p&&BMvkt3StugwZ_2AM2p-Y##Qc40SVv)`{77lD;t2LKF3)AN(l&^DF<7 z{@`2Rij_taC{VlEH!}z3nelQhWYGt-nnAnbQavtO6;}x%z3D*6*W+ zS6}^U^sjJn45_hIbFJW_2Hgq7y$r(6dfGoX#>WbnL4GtFb4AEKH76c95w5Y-B-XIm z?nDdPitYFWt1dEB(X1FY!ik!5ub`*By#kJ&7jGbB%2;IjXu0;6_&Yf<#fpxesepk@ z9ew0Vl)|S1VC2QsmAU=<_eFh$kM(u}9|T{_YY+Q@R?wI#808+x^~uksYrOaQVGOt6 zW*rE^@%7hVkFhDvI9|jX&B5$5>9P!n_>!4fuX!9A$9vPsY>9uC(RgV~*E&HP1#^Nf)iZX>#2ozI7+=cER}4So={JC}7BoxXHYY_r;*yF14R; zju`t@K~Oqvdkp6L`@jGDK~sc{_4X$nwj9gPxMF*}_iA2#vt7bfMVxbyaBeKqGHhM3 zpOCt^9Pba-ya^>t7yL~qt}was%18JMXc4OtC4`1F(T54zaJtG~mN_g|x>A2P-I`Y7|aRM8LF|dam3+p*(UaU4Lf^Q@Lf7 z%?fo0*$6=u+r|)*hE^3AcYuR$!fROZwZ7u&^@5>imvwM4grNCtrL%J$m2>l0+vC=x~A(K(cWKO<$zk8?^7; z^W*8qZ=9nZDBGyx63VN@`H~zLOjM47aP^4szKq~Xu^|B6n3ztdupSy@FKH)ZK~uFs z>RLtsn#Hk&RtsfToXRNW;`}M6k>*$C(=|-!I(O}4$+8PAt$q?9B3Q^$bA)_|1fqN!5_~)LS_a`qriRmw z$+k4u)s(sz1f6_u;efI^Howi|`@V{R6`Em@E{M{4t#7$;f)vSZw?WOnL|b@BP<5Xx z(UF03BFRhlw`BCY{sP!bcqMG&hFUlo+QWwrhe?FX#WFCi0x2XaY>0PiP@V9FYlffi z#W9JY@E7*EA2L4P4LGffeI%peq^8DG!6hcQ`lKd~i@)}sjL+|yhX8&Oq5%FC$k|BQX+0R9M^Kd`Tv13Qmd%u1U_oeO`&|@T% zKEhFr3C%tz@P`Q=d;++^Kv$U5S`qdXQuL8DB|%keq(Y!N>PLCV~0%KYlHtI!ZI^&p%xEESNY1A1EXoR{<9 zkmE<&dsj-Gw;We8z1ajs{BbO2?SJko`^K?sP^jI!LQyaNju-LCU_A`ts`a(r{ka zE2|Tl)%EoCq?cZNG5EO_+(m~I8S0gV9}6ye20;%eRB;F=LPXb7&!o=7LztLRKlUPp zG^0dgT@`LvZAsV8r}XwO()gKofCu}%mKSlD!2E^)5hH-8h!U8S0p}HIDpq?Q-!#mD$F44&Ki>&BRhWVc3egT@4 z9g#?PUZu&diR~z(zOfkrE_coTwudr8P|lpN6;2A@Yi5!O4yz@ zx4>Mo*>C}d?aKS_q}teZe6G(RWUZv*hxc$M$7(wB=Id#Bd^DZ^@VzuVJ(G_0@4{{t zLWPZ|V;!2sNRmYGutkt)y6h=(i|839BE0bMS>{b9O_&+a>%$h*oamh|69HkRNrFUA z9P-)yQhrx!d-(9-0Fk!9GBOfI-^mmRzZYJ3VO^sqp50H#LX(1t0+u*#UpZmfLyi4p zU&^F^6+ulqWLNkM*599#tHj!S^U(WHOxm>P3UQrC{bpT#Z{FVfE^D~FH>fDn49ry@ z5A`&z|E$CF&wU}jxmi*n;Y%;Qv_8Q{JYhjTIj_j@9{%KXjcxaxb(KaOJa90*|Lgao zzoZQhDhMA1P=jWMt`6E>-zy-xDwyezaCUO(!R*bI7=s%Bd0dGeJg}b$tkA+OlCBG8 zVwwJ`po9`&)-7!dnH&{{6+7G@eVO zwYll-I`?NG0~6PKSB49LzY#yB7q%(-o`@kVkvLNX^Z6`n4S@_t$C~%{hn~{hbE#t) zg`Ud@K`PzyioB+(DkGe`oTKb#&*V_kuTnyKB3>y(Nqf}Rs@eZ2!F~t^WOBf!8!;d z>*H^`GIPpYFVi`WOyj%!KF7P=)wK4H>18JEA8EC4z1Lt`gXyiiaBQs4`n}Fg>fcP0 zSAufA1OCvXoR756`NH=G<245R(p8qYLLXFg7)4K(K_s{jM=cSf==l{qz=hKTtXURu z>AX02B-JLMvFxYmTIo&gOE_49*>1-CwuO93ShqCcYP(7Alg_PNYP_rH5CP^L`2gi_ zD>U&?v9||h%?dVlxn7MmcE3(XcVBAa*Z?wsAw-c49a}*G1eX_SQtjpRCfp%BxXO;G6KSU6)O)8h@QafTNnFBXV`Cj>epuwh?>&w zT^wNC(HV1?{q9eCuSJGVKI}7L?rMr-RCpicQ0hhYU7y4Ir``#hNz+L;uONK6C&+eb zfv0VPtNJ&1F~+ZbZ94T;6n6LmtzKMSARbS+A1@(zwkibkYhFcpj*v&y*}H}H11t3x zKV;6s4E*F{ILxA63(OnN56&a6z4m%~?dPvqTF{S|Uw%0qX4UcHrAzB`mbf8aIX1-= zS6Blf{P2*3Pox0kL|ue}pgO7BK@xB6@6~vVfFhnuh|HagNhb0VNllYvQu78w^D~X# zvi7B3$ofUZuAxO(ow}aRz4m?l<9`@lnx@ytAM9P28ck<@{%`5xyRW5Y#@hl1bgkl& zwuZgw)$<&X`pbV$U927r;K#6Kje&(P{8|h^84y4XbK`2zJa($@|MbV{!W+LxWhR3X z2XB=*)M|R{Vj4quy7KlLsc&^LO^lDEWlUOD&|<^@l3IzR2Cv@wVRIm!?Gzp|$hONt zZ2L2eoCJiK?;j-7xVb8y}Vp|%sbQiyO$vIX&=dWXPkB=$}$apQxk0cavyes|NXpoJXk-+hZD7N{TYn!YK2#c zxEr8lB1~gGw%?H3>*Uy4FH;yP_{6vMvB{h%vrW1KnCH2AFy93u&m`PQ`8iM1c%Sq2 zdOyK>8}c>h>1s(wXGipn%x3n=bU$TmP9wZj63Fm4(PhTeRW#uy9E~GmqDjoa0Q-4p ze>fcg9-6pGuhf(ufg#pa=@Kh8NEiiU!vI#ucJh*jX^K{8e2aO=Haf;FYXZhP$^o_t zJmQ94-zLT<@VYlppRCd1VY=ojkik_Vp{C#}+;o&shJ!G__)Z-SGFe5SUeVV@df(Yw z_t|AdmcPS)#bseBZ2kG{3Wav|GWr5eW?%DFX@lmcnMrlrC@jfTIaW<8J#qC&#fSYX z&WTsjaL07u1MoC$?!&tUuclg-A)d+1NhcIs6wJ2^d90Z(mu)(k?DaX6Z`Q{+hJ4+e zXU;3H;7DT)w!<_Te#I!?oVs{6p71kmPAA=waT9i1g$yh6_hxd^dsl>_Eb8O;;L;lst+A<}SqE7LFM2~K(^KF66IOmEQ_I2x0uUAg7e7eDZ~P1s zvN_f-5DIluM)_6t)9AGl$)8TvjG7fEm~l;Ob#Lt)R%LGth-i!Xsp_U~F#ie&5-t@z z1FSk}X19i?UH3sQB2ks_sJ5b1p;nG>tY?vc)e8j1wNh7FZovy_3)VMy*{#iTEP(V4 zo{aT!a2{9Lu8>qa(`-Ad^qu^gS$W~m>UNY+7cX2%LqkWv@3z}VFJFM_8(=R%ZDAV2wI8oubg4=S|{n_V~(v@>pQIs4>GuJPtv*%7D^svQYWIR3k z#1qhp9VownDQP^{YHn^J<}mB85>F+mbHDiHIC4(OW681oyLiZbbl^6Bwx$}}ME+>6 zGb$9h+>X!%QIR-F+(4mTT)sZ{`RCFKo#n=384@Q62fOAbGF%ci3A?{w5=p;|R$^da zXLPWGT*6?GsE81ogRj~dth00DY3zfy(&0`R2UdUO=Th!0AC{1=o$N{){4=o&M#k zsfyNNHwZtA&{LirP1iqsD+H=CXN2tZS?#7?*wSE3;U;5UCV5>7~Y z(lUu5c^_nq~yf30_}n|NTp zp+um5xl9>fkR+aSzP{5`D$0bQuEb;`^IqVSxTl$h`{p!{Go5BVaZmem-g&I$=evQ$ zc5!lEes}(}4w~id-NWH?Z@-0kDgq0Wmt`@(@c$+=zg?c&y%&Zuj0z>v9P^X`lh!!) zq))M*u>RhCNZ|?_I9Si90@oH`(^c!{#O}FZYUfboxTmTGrvuvSpT{wUCvFR8_Xe7_ zrtpF}N+HZ}qCCv7^=ZeUf`^$ZTsgrhg!UtNth29i@p&B3W`E@JV;}T=Sal;XW=FU9N#JmVypvi`^P!SF`!`M>W<@2Az6B1JjdwJ z&`_Map?TaKT4TL8iC2zO$F5gbNEDDvXCD@QTa3>bk0KYr_jePlr*%5NpjOw$Dpftqx=JNA(tLy?7si$dGOgcwfeq%efO1Jr)>7|FZ!*LmKam;Lv z$g^<`#xeM8yG<|iU4L0z8~z$^b6fH|+u=C$aAxz$?>EQK+2!w>pYymgoj>!kp2EXm zI)l%anV*g8cs0JTR{(nX<(C7V#utb3Soe9Wdbx@q#4Jj0VMGcuI7O6L0WhKCypC3^ zuP9eg2gD#&fc8H59JCAGWR^oym!|@Em)`%7RhH|iyUc#2gt7?Xq@uzX2Qnqh^_#(O z=~ENJ)Ust#xI$P+Uwkk2CGnavWN%n7qQK&}ILoRV!bArv8)fLF8srj=rCM+kXB03K zL4iBZ3L;^t9c!6A$J6d7zLa+0aH@=wTKbKF4XY>cLd036pjJ%yI$PMUvwJYj+?Yti z<2P`7jgo3)G{&UoLa8u%32O$Go${OhG*xwubsUSw_Ji9APF=W^-a`R5bogjm)%m<%FhclA@guEWgqdEMx^$K? z%R})#$599aDE+?r@>kMT=8nskFQp5YhtpB^l-vI*HC}w-#dPAhX6c0k4spqG>rYRP zD&8DJ&SeI1OuF;1h2Knz8Due_#Mm6_gFHXpawSb@Bf0kCX1eDQOaK@>GCKx|fIl}C zXTl(1lnD4Na>|^jRkd?75%Jx2A?#l{Xt0^XeLSUolnJP9g^gyVxwJfTB`ps?I%e?@ z#;Q*T1GqFj%rYv2a{%qa!dO~{D0H?}(n|gHhD~Ffhv8nq1=b>(D$e*by{M=Dh9FT%LlE8XIxkch)7x%X#}wn|z6vW;NE$`^Nswlcr-st+GsrTIFV* z$uO$qU-8TQT(MB_(GkQ9%z7VjgP9IeUbGZx^=uuFi6eGY@pz*}?|U-JIhve4V{?te$B%-h_+MCdW#>ja%h$yE6Tj`=YUS zIUmo{F=TCcv6;6JRCAebOf~3XZQs7Zbm83j5FqsmCv8$AtGU`VlUnu`rn1An&<%Gx zZcpc-Wx~*vCvieSOLIG!u_K2MNB(-QG*0vfaMtmPj9%ogDRI4@yxzPAzllerU?%tw zeHdmp!j_-ymLCbK+X#dx_2K@bP+@SqH8Kz4hjWpqt=mruK!&_(Y(M3B%l>rC=9LM@ z@^vg1WKOa|!|#qQgK6{Fju-Vm87CXxHQrkvaXGJMI>v7@yp1u7d-Kb9;+u>&(h%>> zC*zyr`cCCLR|_N4IbJrW$?5a;)*2PGIMd#o-a0g5fAg&?H2N~wpGq!iK($>R+rdILWft0LUnbs_v% zr~#C}arJtdVq?E&^31Z@U!wn7dEW$_qKaz4B2Yh8iP*@JT8=%Ho;!35lQ<4(bpMho zQ3^<`0BHh;cLo?pSN~9wV|_C+13Yk8^Q~|HJ_62-G=q?Q=`z+h2s^^qeiz2y`qsDN zXK@PB@4WL)eAi0g?1jr|YOa>Xr{~iy94f?~9q2lRkhQHB#{MH9gu1%ZM_ryjFql4f zU>`p104G0t#^(FWw3pk&LKgd!t}wrr(sQ4CHnp(#s-3<(iO}{B|MUv`NcR-N3}xB> zn(&1pkX-C%$GR@p{fQ_3a%jXCyX0XC1qJ^Ex47sKkkvYZur7m&kY~@FN$p7DG7Xx> ziJ%gBO%Lo)3GNK>+@z>h&UexAyld?6%}p<10*5gXNXn!GMz%2U+Yq}?;5K#_9@>`B ze9c3A)^JIkQgk^b@IriN=l3LpygM%-}8;vy)cO7vlX|8~MVN zwX3B@Gu(pv!>i-dX#g$4u|c#Ei&N-Oj8ul96GsDEg{UiN=y^A;1|2?p7Qb{s_Krd~{BU6rXoH#BAI z!!5P-RAcF|&Ysv5T2<)8>K>ZFHQ+ps*+ma@O*&&E?OWj=j0VaXX+`u+ojjOt^mDzj z1@lXN`EQhnMjQpAdXihgvVHSzjr$P45f2?((tGEpY|iRl9>}>?@gN z?`5v?in3tLxSQkM4`_4V;*vl2BxT`#yZmywxek`^FVhM0wBEkUakk1U?MRF5tmvV@UB;|!9&c||4~a)0DRF*{XO$I`2W};p%ZgzwsTr(!%5dn%kY}*(V>z3&(uA(9)GA7jRXKulu3>{pnG>a2!U0 zzjWnty1=Hp379W@N`^N23A7enXi7rqu!@Ng2ceem`(9$xUt3pi8ohQE4LhcM?U+sM z*qe?XIgzen4tEwIYkC})itWAWz`(u`mSpCFRLRsC93@ha&%y(TfVi|RemwBfHfCtK zd9qd0rzTju&J4rG*u|50ZCvAd_2(Edn3rQD=bOK0!tQu5m`7vqSw=22(+KKY!6Vnx zu@z-9AzFtJOd2!$IPPhe!Fo9%S%-Eu%PwC*2_gfDun_`;@tlZa^7%L_a_2k?mV(Kd zddd*1z4iQ}mX?Fm5f87}p3mb5Av0IP&jBtht+r+h25H|Cbmz>OvuS{QdJsxA^KEIS zzZHID1Zb}&iEC&FUA43MIzkBA$3v{D)3=teAsF$q@IWBo*iz_mOt{i2?872~=jey} zm~;Gym&O-|ea_=fe9q5)GvqmJ-Gu8NYU?;RpKJjkO)!7oo9|X3*UxLNi}CWkG^W7O zVjlASR>3y<%k@`yFm8UI^UP@*-{*JvnrWGEGG4Ar{(ifwX@#}@604)RUF1V%>q#4V zgj^S|*59A`SiaZW1=ASMATMHk({Bf-?ea3d^k1CvXCBs3#qQ={ncD~Z$M2i_DZh6v zu)f9j;5X{=V-3gG5fyylAku`Rfl}Yz)c-i!6L8ej3oUZf|8y0X`uh&ytN_I`jthVk z=?cNI$eq47E9&aizeS1hz#ju&kRWETq>;8^RR;d@4%!yxVG3ZeT;%Eo=H`5Il&l~i zFyp0F6vnP=o3A1WGZ?~%iUwYg-%1%J0C}|GzIuszx3;l*L>?Y?efTIQbet=vLmKDb zEI0^vqCi`VzIQx@87xBA8cwpBS>+EnIrWCO21;jTDH7Q)u@dDsen@7nh^aESO0JXn z+8#i~&$UoyX@02JU*B~w4=V_ku#2O4WQ!>sWqM%iGAnM_PZQbrz=XP~s7sa3wCC~POTT>W7is6=p0xjwlc|fGdZi`JjnCjA>=8V` z?MrKHr0X0!nff1rP>qhI!Tr0^&i#jVf`ZNF6yp>jh*g|b1_MSy*xYuc!N;CXRaS>a zE?!B`ocw(1+<5?Kx2KN12h!fBpH1(+@m4x<M9=p4>{X%06(aLC_%64%aa?$>7TUVF zA+(rEBFTn7*=)|04b$XFVnd{l;UU`Ogyxh}?=Rb?5U?;`xFr7=ioLHa)zV3K>=(_; zj&Y#mxie?e6k5iC-2>36?pVQ_o%MW};`}BjUtzD)1l^aq0_bFR9UFBgwyCiyIUL2X( z_OqZRk*ML1aPVg^FY_?3pih>;z0Zy1G$dcYHIBh}{u-b2{d#2cCHUT7F4wDdUZxHz z1A<=F^IcC{ziBKZ=at(MtF)UFYcbDeO2n76E*h9p^ zO7vaHV?_`$teg2+Cr!;1K@=aPbkp%BNX)od&z`V@>h69qnDE z4_VKnhTsJaw#}KdV}z^=Kp6e8;se}?V7z6vL{vMAeSvO^5R$PPso7yYZ_QgRtwI71 z2N&lu{);=-{j*R&;C7?o69}V%csZHq{X|0Mpw~8Da~-d0SVagKJUd-vb;GwSLq5xZ zY)^pjybeRryz4+Zw(DRTTWO1B&aPd(yob5NeC^nCUrGCpKAA?(Urfgj98F8u=-1eo z+6B@EPN~wxbtMPu~>2I zK?TbeN1ga2yb>@qty>1l%>>QOkEV07$V`*?pT~jeeKtSyHsp31$9sRqQLr&i#Pgff zcT*@P#d>_x)QN2{U1NV&XAfp@(6eS%ajssy67H<+!`KHz`xNF{5bXL9fTU{+tZp4Rc%U#%M5z)h zZuTYJ6DEJrO+{Z7f){iH)O6GFP3EiEc~0CT6(gbUq7jDRRyy(^Gi{-?`UH8kx(BJ~ACYqB7ZhXAMpNuEgS0#_Zw);NXS})^Hc?LYz+3cdw#*to!eDPuZFD8cw5GtC0 zCO@t)_hO{QmN4OO+PRly3;L4PX`qzw&XShrff1h0WZr|_4qLQ(7UBuFq%Qu~pF*bPXQ9*+uKvV{jPK5i;(+}ion68W_dF(b zI;ZiFRf%pH@82pFGXMZU07*naRGT%&u1YHEu|T62sGh4;R?Qk%J!L}M;uPyO<}|5#ea(K{TUkh%~%ee3aGw65qTaZ6BUol${k=`zY3?4M+bfBY+l{i1b ziCm$?)eu)^6reb5ntUa^3gRAwCtj+}RF}pdCV0jYcEoPlUql0z38<4@fmi%RsJCR7 z@SCbK&e}oCJUGUf5{&ieZYVnVxg@lqVRt5QdgmSOWQgTVwl z2g5lzIUQ}&jj>+CG__u3WkpXQNF`P9@!;3xDZc4xTBbi*{F*gpnTl zEK3hZg))dqojpi#ZV-4N3?ppSCAYlW+>g1`Pr&s-RW0XZ+r7Wt)hNVq6;kHH@t`+9 zl~x`y=sXp356{IxwvIY7WGrW9B)lq;$12QR9I{ylWfWTss!&Qa_HjMRZ7=4p;Gwy= zUZ504JQqw$3db%LfTk1}Yeu;~-itT>JaXdn>C<6h;VRN|xcim?lo`zRF)!0L2H(lN zS-$5T<k`TN2DVUpH%|!V#B-4 z0Gh`7c=cyG^YpuER8+`EWC6)I@*eUN3NqHgppw=4OJi~{FXI~uno~H4dF!pWLf{)3 z8e0FJ)7Wh_-ZxYIg14^_1sU@}|78BKA%P^L>oscSMZ)}Ke~v@BOb=)8K(e!jZxIX^#GSp^n!@dtJ@TxGoO3KiBc&(Fw%v!?!cuYP=R|1M7N*rG1a}4@Uh2zpaPJCMPO_I zXFzBpi2QD+%jkJ;6bV+bz{-P2yB-{nAc;RDX@dhj4|Y3HVJK@x{GL;Hurg!jlJ#Qg z-(yZ0BRuCi2FWKuv7BgHu#HinaZMk4dnAY)cpUMuc#VO>kj2dHaq3UzAXt^gtieQR zOWNDthn+s>4ODs%jB07xdSkeWVM}TQgI6RF9ERG&CTLEr@xXC7~60R9NMOk98 zXBR6%2w`F0>ImQ$M1sHQumF*5D2P=ti1-^!aq%vQi@^9S{6-*%$jHLy> z7AVg*#D{PM(Y1m#*Wf|izHxX7@Q zW+8rf7F@%HObJG3wF`7*e;X#4i=6!3#vrIFk;i1=DgwBy*PN&ZB;0)@Ol*!*K7n-v zP|-6T(4q1VLJh7~5#~JxJleoX)-utn;I8;9ZWakmOg=U)8fhMmLgU3tKiqYQF^w|A zu*{@aVUpCVS|?1=6nkdELl={QG|96im`$h?LQte&jKt0D%f0>A$mrHTz$1qkiS>0&UA`4l-#$(^zk%Sj%4y|~g}c;t_6<#8 z?y(3>(zbp#tLBG~VP*?WwdPLnt|VIb^_FlGU6k7<@ape$!|iHS0ngm>-`rJ5Iv2S5 zCC#nv?ih?^COc6IVtZm$qL`>%zR|)J+_nFdIzs z3WB9`k@YErN#H|Tl@cX{pgGd(u`lwV%oPre)T@|7LgWm6xsxM@Ge&4=L~f1@@SQ?# zQ@+}-?j_R!hiyD_=1efvhYuePfyDi^GWat7GTWA6TJhHRUeBIA8!Jc(KNm4KfAr+Z zV5n@bF27w7k}+IYI#Q;cU|NO#G2)1q3KJiE@IeSvPje>86lrAATw&7GQ_q*0^IE>< z?AFOX_PYXy&zim~NGZt3gj%iwi+S6=%=8H-g(Kr-*W12xCCvD?)AGLi-S37{!M1<( zt6xoj^hbXbW5GHYPhrNo7+-jJ?^Wj4^sZ)EhV}5=C(ZGNsdW}Mue|a~)cG&}@-NfZ zzV@|s{>8cm&RMB#g5QPV&wlo^7@JQ&^Gv|U=z$Y_S2)ah<$l|oopHh3A`Mrt?3R#m zEPqg~=DZVeK~pWy0#}iUWYAl{Q>L5XN#?m~Znjpzw5)am`o;dlAbXUm@)!Ol90f$? zQh$)%Ic9w|#}7B@jy%}pDEZKTO-IO^RdRVQ6$-2PwQgc{+~Z0vzy2SodGb0(lCY|W zAQawwfftm3y*?(SZB^#g3VXcg;U#BSz3PABDV$Zcr}3q+bneoJoW+BQ zIG*kH?%ox(EQDCc?@9>p8E?Egmh2bts*63{!*9QtR_5PN`};YUjdnCC#IQGKm9{T1 zWZynNmHy$UZ&NnMxIi~mX4^)%Q|`UeF5a~u1eKuA@{M|ni)(E@J%6w-9hqNBJJ`20 zw^&Qx`~Hv9@4x)Dv}^ai)X}Q1VfqO?Rbl?_dv9^>*gFW#i*dH0=Nr0z%(0Wt9&_B< zt{9(mu(c`XsA&4eKO(?7a@21a8}V-oL=p!L8MpH_UVei9+?kTzV`aC1#d;3(3jkSv zYyfESPMB@@-VoK>#-y7*ZT;Agz}v__(ClXPB8sS2gkn#Fqn39dcca!=X9gs%3qi7W zFdMkDmU$>OmstW;YG(z9->Hk2(v6v^bnM9C)LXafXZA$40?E`+(NIZ%1VQ2uts`%j zj0+OrfRH#4i@~BVc%ufwDR7xj)Vhc#gJLUkJBrqP_V<$o0Xp~&Jruoa-@;U>kX%B= zw#4Cb%?Q}8{)CzU+$nGYyg=5rb4?#iPyb6RS zW<)J+^@x((tjV`v%|pg>Q8Dufsr#PW?#1oO`~lwHiC zelSiwZy)b61bvNUw2U^Yh1B%U6%Nmfkm1ucwuD$AZH+OMnS7J2SLZIvdmzy$m~JXy zNu8SL(~~D3O&9Sx)H1k_)t%NfeC;}#z1;{cs5zMAdzkDB?ek39!6A3EGqdR`r;U3w zz#7bc4OiK&3bjFFmSDhKaga%CLx8G4S2T-jWv`(O+a#+*JxqeFFq_w}jAHxFso_*e z#?8&YI*pLo*c@&LtNV~$H)sDqo-=yhYi4<(Hl2AW^vGZ-+{oaqqo#}kIM##)7WoLe zZ#+)A*UdUiS$8*wUejMKZN*-nqCSi~g(a{}PgWLC<=OGGRtH?!P0|d9MmUBd%gOQq z2K%{+Nsi2p_~dHgegxz}JdeuYyDw1YUsKFQ_8GXkVO(*;pa5dJ@Cpfzm|k4bj835> z3l|DOg#f5veA8o=CTFgmSe7t1p2CCq=&(qfRd8y9DU(?;PviN{Z@yE|u|B?6z)_QJ zovnxU_3F4cuH{%?%QT%=>l1XLp4L2si}lr`mu-FY?&FxKN zdh46Z6PCiuI#@@`(d(awvg;DveD5U~-#Vzl9~v4;pJV0C;Jf_I@^bxbgJo|O8cS}x z-zu(ntIYve9#lLlSl0&yNor6CgDZ?r1q<|oX&%K~ zivmz6QO>m?ny{0UG_uaou zBiO?J$#?!ZJ#zRk3$Rcn^}Q zU0j3UD6z+ez8LbvuTPqxK#WR%_UDrYfr7LbnAT9U{F+xK++F%l4KOqt%?_uoms(?G zP^@re2&Hj?wg#4f3J^%Vfbp`q6}&*W5f8LI)|_gEQ?nyrW?4A-U_)pHrlEvZ*Kc9h zKxQJRlLfd`2wJY>m7;-1Vk1i07ent1yQO?h--WfRZpK zN9!S0`&|6;z1MpW5^b}xoCsWXlu}~?axD2#!O-uDZNHJw(3hLbv%1lAE{1BqpTq0`I@nmv1U zZ0XR#)gbA;3{u!b3qf#{!4t5&348Az9L_34cqsUhBS%6QJ_z&n2rD>hgcTmLkRcot zDzb2pzd4@Vck6f08#5pAOJ?713I*b7C=lyHgYe6OgN<{qoBI_smzTsSI?nY`^WdBRkQo@gBYGd`Mx;$R&>0u7l(ZCwxFIHGqFza4c ziHHIN+#*99*{!5@EaR3(Ce!4N`E=;uk#z0yWEw|M`Mdw|_vvfjcsWcXv*4|;qX6Uz zpE$aqekwl{xDZ@akW@M_GiJQcp}bsUbw)5YQQq7NHbMHk#-Y~I8Y?hrE2))&kn|wj zVB1z^;zB4=1ZB$ypBKr?Gw&{)y%e{c*r)e&Ik}!Y!hwd~1r~;NN&^H|5oR2M^KdmDJ7zyKDb}w8;L2RsjEX)U77BqaCxNVp|HzPbD zL9vB_Gw0}25A$`VA%WS}F9mIXP(5M0WZJXyAXhJPTZ74@{kB!O_>-9zCK(rer@$fe z=L*RV@-n?~jO)f~<0!cJ?0ux=s%fh2knws3^DV#iBNT{>3M7`Vz;AqiRRoGG$XG_k zOXFDw`@^eojhE9|ZVrug@ZNmuPx_9$o42omT}M+oU;Q z94bpX^YXjt6<938cg4QEB5(7zzIPjptI*?^Rj|ozwVWKXu$uGEaq{>3z6M%S*E(vd zhjkUF1`YRH0O!zni%hdn?6RgXemE=R4m?-}uHiLg=-R-A^YTh!5vao#y<< z)^u=asK5tS<{jHr05w+^##UIhTB%L5CsRcTJR|$NS7H8i9S)+|x&XC+bJd607R9<( z=3#iw8uUp;dk+HpUiQy*L*FNkpGa@~^6lsk@yu+re0ZJ%PoMkz^WaWhF#(LkpTma_ z2VJw?;-qKp7|#-7*tq$=a_a=o@}SjH3w5Y z#4zTiZx)e87@qtX92~%0DaQ?TkUn#$6H_J{21FpR_4Y?)3X&pmx>;9q`z(ACAh1=R&~FjM zw&FgvOtS3VRDuZu1)5r>Qq#gDHqX;xLtSa!3-h}p%`+RZ&H-LMr6bD9L!aC_l}_ zM!Do??VM;Tt$JSC0Yicy=E>R+?`Dj`o3XLR^$%LP8>*?mS=!oa*|tf<MaUA zC|LrIGDgB8Ucq=MGD9nz{DO&sUR4pQWaMQk>>3>+RG3Wdw|ne{sK=-2Pp0#^&iPp; zb`lNm4}bJS%t}6Fb>z|X=wpwDi$Y8RioSG1^7p>?LvXMX=1^b#%2!z3)uUIPnX?ZK^?AmAd62<& z%Cxy}#X5=$GCuj|JQvI*7*l2Zc<(pkT9v?+dLH7ED?O_+o7_9*jF*|ze04l35D7Px zik?SR3#OGe^WG7mqX)~9i8QYH=(NKXNy|5wU*t(13a7TkG*LIM-dm5&!8Cr0Rbaj= zWN8YjV7ob3S7Blrg_lT2IhJJ~`fPgl^klf$?l6C^mv7okgK~Xx8?388(`206T!*cm zjT^9`{?^ac;MjbR$z2FvlxbPwm}Yr0?A|LBedJ)r3s$c(A~5D!7|5pkD})%{OU%45 zFO=9r+JZam3gaadFW`I3D>C_JLqxDA?r;9t9@(=gq-|6Xv~RSINX;C~jgzR#?xECv z^odj%*qvIJ@btT~K(VUctS@zCl0-G<CyyGyb&Lc9zD8_7uH*RTo2&c!x((&#HDgCtA$j{U041uDK68 z;pagHZ283u1gfTl*+3dgW23)fnSTUkVkPws9KxC5ahB%?DP4SnA*cM61#GJ4E~bfV z?=rD1AoP^b`W{OieMd3pM99Fi4<~}qgc;6K7)#SP&ZMca58|-kGMha2o&4Wptni0= zim?)Se?sDq;CB&T~NE(zoVZ?7`#BxT_Le%wwk-?*d^G=V1f!wqHPVc zTH=UJVeUaWnnYI644R*GWfgeI)Cv1==E9x56U-v{ed+>;m2s=6yHB@bR%UFClNnL3 z{w6R#Jagu3`uCsw1Ua6u0o>gi1&YH&EOH=qD<&k1>BjhEFcn?B1L^!l+(N^YH{o4M zO8{5XF0eVehjXzMoQi<(L7cbVdK)+9%ob>epZgqVzrjpJtz|CjRs}_si*a&m?d#dy z$Hn%^petz05Cxvp+ii9}3mZ-R98Z}!igyk1H0R2Uyx(LFi*$vC*>bG6^Q7?<9vpiG zQwk+exTxcx-(_eO%-p}{^E3j+G(yTQR;cp0^&0ghUj+*DvrL5vgXs)WHt!qneHZg7 zdF1wcHNPCZ7bfQIx15h<_{+g>{$zr4Jmcp27|;8tt8l2N&F_3~T{q{O^WW}jS*EeQ zI&XeEKvURA87SvtTeu|EYZO2|ba z=qUWy^WqOeNUJ8K)D2di_&4#{JB6nLs{Xy%4?JuL!p#l)22CFAAMs6ZbIUA6t)YfQ+7gwt;Iq*ezMx;$r{y_!v|1^Z(ssQB1&x-|-0#Gf2I9 z`ufrM?F#M7jT_@}F2{-E$J1Nqf1SqXCR25GC4J+$7t(+E_Wza!5PEd6*nuXk0%nWE zS~<81q}FT(#GQxWR#}F;IyI60=l8yse*Wg0_=v~#Ez6wGJ@@(av!DKy&3El-iV2~c zP0=UONWT6bKf%@(FCc8-`@jD157WzEc!AcDx10_QD>f;5TQD=(^dO#vZ9PatM1BXf zL^%^?2X`jk_Jfnyc8HuosTMoKH0S@>^==^`6rEUH1N2%yjc@BNhpF%?P{7B{bgERJPUD$O16)tzMg{+bTm>c&POiGv1`0!6sY57uGS{X+pwL8`3o==r_7!-wlSBtDE`-lo5%SlSS zfk4Opw)lL{f6Oa~aK#PSoQ5^8866o3uT@8n9;3~LMj7Oea-}2UHEdZh7CDd2*Qn#> zmp)6Q8pc!c%8@7oEJIi@lbX)xPTWwmx45&<)P@_J9K%@wo9R2C2Ohxp?wfCgUH1-F zevTg*ib=PEazzD=D@LZtnse*nSwXD`Hwr{*&s_ntE|v*DB2f6bLT$a}QJ7ePh4%(E zn^dU&=t~pTKYGWlZ+@F0_eHLU*Z9#E|JgoCk)$x@3CEB`o{;HX^f~R!G%vR_B9X_? z;lt@K{^BpvpZ?jO8gklW?E=+{l(eJ_)25Ekp2belL&)fovf7i$2NU=yQh`oh`Nv5Mfez}`3B zOD5J()=EobUn3sYW+xZYLbWq>?(i^CgbG$4tgS6ylRnDb)Am&eTJ&2(<#NCJ$~Nk4 zEyFb8l1^KO8tpCPX;&VqytnAzxr$e$r!i#zR#16!RZ`8p3SxSwYljqy+4dL#YI|9T~zM>rWr8#RTr zy?W{tnsPL;L4E^&? zuzAKwjRAaaVl4g34}X;Y?bV;8QSAPgnJh;}M$`EPm|X~MWqvxCw{graUcG>gsR+%4 zF^Id|Q3NAbs+clExDqxoL37nSLHj8Q$T`e4octu%YEcYMA`SqTMg67?dk2%b6GJAn z4iX90ox{EN%ANE4U5X)gZ4D!tsx?dobRGa(fGHAtXjs|~H=Z@lHdq>mLmH+Zu43j? zn530U*U4`h;Yc$n_77QdgZMVLc7q6$AUEo3Cjut0QW-P48YXo$ z1opKF2q|Zi$cHbFA~dm5i56RCJOr^7_OC5ZQ1eONF*p!_%DkgeG>1g)KfuUB)E8J3}U^~b#$qoW9T z;Ju8cxE^@TcnmLJjGbVf@3Ek*derfxmRrXYd2+NYdJ{7U1W?M4eKw3uCk6K;Io6t3 z)g?h%oSjQ8n6-F7stipBW;*?tRrIje!iiXc$;nmISKFz;=W2r!cdRtjD`h#hDKkY* z_A;IZ>s3I!h+N#$ok|YABII|))2+|>{U_xrEQLkU^FuHDdB@tAK>)jdV2DS$DzHf&Y@ASHetdN{atu%vn|%o zYi26e>)&t_xJDZ`hs=OvrcJzX#l`&cJM%Z>tM{f0*wTi^ycJdyeq^T1BiG9~+l4|Q zVE)7r*Z6OI_pZ7^E55q&qu}Tm(!qk}T!G8=y5+J=7xkgAT;F`%s(im0-)nADhKcd> zy^Q3YLXO*5UVe9{wE4U7GvjGKjrGcL8n5g56IU46md4<-ed5)=HNPw{G{(E%`!Mjw z1PiGzEuJ}>-u<6{pDJTlF*if#SCB#b>K?@f%=_hSYR&Cwrq-PLk3W_69X^Q?j1@!L z>?jmFV{W64(i`UkU0`QEBf~XcZHH|$_|Bg&fW(oI`G>1xP;+eY2vrW~#oXhMTrCsw zR|J%YE7Z|FITjAZ<(YX?I*QO1v|03|O^*H$9*7zJRljWQ@`pLgaocz|7CQO;d~|n??2N zL0lJ4)?efg8?FT?;%~iOk;{fSALU_77=4rsKZdjov%$xZ`zIjF%_tDv&C4cMpWM*L z{bw@$Z)u^F5&jHR_S0fIGPQJzBb>QI(R_p99q}uIhaI< zKpVn@Qnwmk2f!*4yXX0chA~+poyf4%5KI;*_Y#8DKYafO=?A!09EG?{G9a`;$7YVi z3{)p#1gd57C?j|+GBMQ9^fqx_L4ay<0y1~%9|O}-+H7--mwMS-F%|b)zMjIIkX1mqX$sj2nFNr9o5HF!RfJhFpnzz>uN#7Bwv|< zFoz(Lij*qMdsdE^EG8x*)5|^da)0uVQE#jqu3CRGP=`xCv96TKyak%|mo=+k*SW5_DXx@B$iST{yeaC$nPa1#F@9 ztoRtm{#)YACY@7M$e!y>22&$fRn_-#(#_`F%zGB1O9=ljO^^^fs=t2hd@&f8g7xLse| zlJ6Z}gmnoD0hy)h)NEQhbvm_94yVon}tUzG%GZzP=j{~4~cm|Zcz{W-aSC}RU;mhm{%|YjtRG6j^s&Pl2MO^F>4M=Nb{M8gd1j;K75PX3Pcwy}5uW< zqK#dF0MBBFKLeJvVl&#(iOW+GHZkB^kkUJPGa%W_5Bt6jIPqOyAiB&OPIyXjNUQcf@uM~R6o63KN<1vWkYSnZx8}C(*EB^2QVZ^91udI-klj z*D;V|wXOw0$a6?4<9MoO1!=j3y*aKRpp9FqU|xc-ju5n{si`YAI6-Iv@fViZJYVCa za|HM%@|hW*OY_$+qvi&m5xN#M%Lyk5OW-_?4!{}DB$%3;NvmVzhgsb+F0>ced(__H zY82mQVDcB5u}R*MW~Mm6@bXzUnPMZ})Q8z8D?#NR+EIo1!04cA; zU1rJiZ}xGv&iM=HIpzCm+RuB>7%@0X6cUVkugptiaGO6fRai+_ zLm^_HYy0hL&f?sBaZV9=sg!V)*nNF#(4@VrUd1MH>bJ(2m2Q;jE47&l$D#P+oB4V& zx*N+wLkOd>NIA393t>9a%fYA}Y|0I($yNt(;Eynm`+7sX&wUX0{Av7toA&;;KQ%Ip z3Lz!vr1%t`?RX)*Q$P^LApk?)?DxiW-p4!MPh*BP%VC4#C>>^TK2pXFeLHkL4%g*- zH>*T*Gpxo^RtvOv7*k8fur$^U^4k8lVGbv)wIZ#!#+HuOR2-Dpr0t3v0&7oKH4Pp* zMqifGfBf`k>E*9~1@lK%`@oSxc+zYQ6H|pD>TdlEwm|{Jt9b5v>9%+rSL4;=HujBi zg@tj1g&}g>B5r)+eJ;~$zW19S_7HLA-XQ+Z8#LnL|TE>%x9xJ|F2`i2z|CR`G>Din9vK zD9s2ltq3@+DDG;kT&}q%2efMD-3qj|Q>EN876U2*7zcVUTjARp96Yx{Z&X0Trl4q` zPqwI}yoYVdV|Nj}4W|=21z=7ym4C&pqMv;#=2dwk#Tvi44Izl8pAFO}%-}$!5GWw1 zIwz5?`eT$7xLL%$tG^0B{>14B3TE8vfToc5{NM|}I`0E7R=?sg65RY#j~V&Feexkh zCtJzSa%^`!rNH!eOW>VRw)%8S+~S4VY*n9aqW@03{+$+p?0ZS?#vn3*=)7K3Ylu4B zQ+a>-_OH_a^Y`CP@8e}<0<(o>CkzIBJBMYhG6^j*ke6_^SVs8h>h6X3qnQ!Y zgYfg*qfe*b`}_;358Lr&HoCSj5xaqKff2EQw!DeWYA$%5W^?v`;{@LyvBzhENpg;O zV>2+d+9kvM&al~**)uic*(0@IQPv885^yu-EP!9)tf#Htv z7zd6!G#jx*N;`FZ>V)NndR0~$j6S@?J$P)y#^ zC-D=EMEgW{#Ik-FL8PU*C#_6jvW5UrstmGXgEIqG{wghdQ(NaA%tdyfX~W|WlhMrb zJla%DMi4&A+^-?5l$zMr!^))_J(saPu2gZK0a0#35GuFqPBYVN2Q@*shQ~+4pJOQJ^Yq{ zbs25HIC1XuX%rvT7`F<;l^*&LJ8;jVVNeI-U92#v!7LORr#}2J%!gEVSf2Y0$45uf z4Cjy?KYl!f!Gbmv6fru%2E@yHOB#o|DETP~v8v`6s<*`!+V`OqXA^T~_GQ+y5Re&2 zulAAg;~n=pn5aVI*JfFfpPfu4v`@9Qwlq2CioWy4BFs8tgVmdk?lNAvrb*A90leqT zq1bXC%dTCTauus3IA)4Gwc#&gO;BbGU%Y%h&GxmYM~>}FfB2n0O_$G|N>{E8r`@bt zu0Ye5@T9nZ|3T_r!vuRe%$F6S^!{ZZOV4eeOmA*W?k>Ad7;FyWmhIQf**1G0OgQh& zW2+F~`HqF%ns`81~gNcXhUNvY(V(2C=L z?$$I8E+zz=o$UxVDsAw-hWn@Bc|5D8ibAiohPF=5pH7xXk;W~tZ)my1zDUMvm9uf0 zTAUwlUpxESVB2D>TOUdbR$XO6;I5fu+@qg(avi6LQy&pwc3Q-@J}MMf;iXi>`Rw^X zrZYC;4{yA?hhQ~HLNy~qK2*z@j%BjqBTvOzju8v%pd$9o+WQ(q{p}EJD>jcmG7tj^|N21S?3Tv(0GVg4V)jeQ?`R6gHQp;pFxeJ zw-Qs^;bbY{_SuQl(c^nvygJacFl0O@HHoNUt3eVU8vf++^Q+={Tgc~V57~7ylptbA z0&3INFgtTauNAk^^iBxLh%af1!`VJKg=2#&qX;JmsZ6@NF%zk@>`Tr42Vi)2g2St6 zj7jBJ?_W$Slk7)>vD(|tL5v70JDPW;&fSN|`yhGlPIGKry?EhNI```f32zBlz0I)4 zq$3UP?@w*L2UC0XARRu4c6w(TpT3^XoV$^(T|EPXcQN(0PNyS#2e@{m7My`Jtx|J4RL~3OtX$g0w2uoh)Ig(o;jECs|4I_KQ z!~LU2Fc1hf?)i}!?eFgohE4aeS1w%+)3|O{RfFlfwOj7LU{WfWEK=rvw6fzjZlrVU zzjGxhR)d%XyU^5Lr4H}D^De6gFmlA7z!cUxy7%e~g3P&7XXrB+1IDW6v;$~5%b4Ff zwl$w35%6b{M-bJOwJW=C{Nm@FFn<_NfO9d{)e5(1o(uB~k`?lf@U0I^^Sase`rQWj z*CT!;X#8dpM}ONIV4^&0&^@pwznzQ&UI#tX6xcpj(c>Ny87tu)%&ZIwv|f{#GIV%> zeU{6t#8ueOFw4Tt%*YK^C3;v{V?`AOLkp&CuGZoqC$*rcnq@wi$AeBQUK*EBh|NH= zrJW0WpC$uWgmhvt%Y75(ql*Yu3z!d;Fd;oSbTmD3;z)Yu&DYcEvuEksQo3;dLag#Q z9ZWNqSWgdOeC@T@LNHe2?|DAbaO1 zfH|Oop7k^TJQvx2*2Q%`T9_locEBXSY?Z0^ z3g6t6>%?;z?YG*sIB$eV5)%iOgH(Y>f@wLscI}FZu?rzit&$<~!RGyzKpCcY*;xAF zM!#TdVa~{WLv+DtKNPx)4WAy82Ycq$5EC2bk_rT?I0?|pnxKmf-KfQ`VEXo>4^}y- zZFlO15gTk@PCM{ISZc!iknkkk1WpjH&R5c_XI9hP1gDZO45n)c>yLNsNnNXZ5^gPm z=sSr`t+c1t&ab3jeNai=r9GUAy_SyQ#<#2a5F1!=*^Ad6)-%DwrZhZTPH&uDPQzoE zudP0n2H4ZnUBTsO+Ls1ci7K<-$X>oSTS;%6siv#Ly&THcl6JEqRb_8nZIM&c%O|KM z`)(?nf{l`(hL@|dCZjT&q!u574uIPw%^9`^)2)E3zcIQBfUSaBH|y8J_>$S#gK13{ z%+$HF=P=cq4%4^+_S(q6I3A4CNLge+3b(yXiVgUj8L>ttB$w|y&tKBy$pbH~K|czM zJ{Y+XOls#5UKUvnXu{s38wOSry%r|_vj{vZC_Q=*%G%I~4h-x{gB-f2o9n9=hGCGV z)8M}SG1+VCrkBWh#_d5EM!z*991ZNiy((#ZUPXD+44mg!Rc?b(D9a#IuMm11w1jo2 z<(r^&^hR8Bi;Alh+V}OO8$W)GPr@_9yC|lpoc(IGrLER0Z0)0h^$&idUoTy{5Z_#F za7-QG?2HQ+E~aoPx z_GR|>_N5j2YGi5>_qn~S#5SjK7{DsZv?k1>r*VQ{<|RBe&69Rv7Ue)Y0ucSYhT^MQ z?!>VU0>JQW>>)-^RWEGb=)+-Qc%!Z#OnU@X_GCcXhn}SmguGYtBNWJ}hkGRk*LFfus&HjLIt(7_8 z8=B;~Mr8`njIV^nh0a7wbF&N|sE~PYeCvxlgh+I2oDHvYNtAzU%um&u0;?WSl`}B% zHD_!0(}(nX@g>kf49Nq{Z+;56=7-|B5y^RTPXU?`uC3iHZpg%=2~z|I)_bQ^*D6+m{l zBm@(lDX)jgRiUV#eE;m5-%8(n@%Lb9F{>eMm4V8bC_pO6_+_}qWX^*clpAQGuUx(o zMAtS;M7_#jxye?|$|CK(HatuwrO;Ln4b3n~V(z5o*}S(1mgSwHK zL*w)Mhlk{5>$Yn`DPb+MhocEEG)&=i7{F9W05Z!>JJT2|Eeq8FOt9w>R2I`ThoLPg z)?m`MhETDBa4`=9G`@;S8+g@K?MOZCcn{olkS#Yo?99rW%AgX{@v zV^s;wb=yE%Xu(+kCT(R*)t1(pIirAi4Rf{eS`YaipgNeu;r4n0le)zU6BY-jHidAH zfQ|sRi~uzQ(^o68XQ^pC&9ma!iUx2oA!Jde9(F{L6%E9p=uI#I3U8TohLZrEiYZ}h zSZ#+WTgC>aF_9vaYwD&ZLt&$v6_XQ>oQQKYE?&40IIGaFpkoDHO_MQ^k&sa_jm&kp zj3!TMhwX6HCML%%a9R&z9SAa$QQ7O?oiL(~1j6EFM^yzyI$=7k3yn3}a%5PnUDUkD`ekOVu9hj@}? zNtR^|C6!d;t*Jks{k^;Ds#K-HmWRl7q+8$V%x9lHoqhJ%yEhI+*29(aNJWE(v)=!} z17R-pDl0yr#dohEx$lMv+RVXr?g5!XXzGSh?ZGRYrf^+N=4pt%e-j+I*@3BT54b~x z#i#E5RO!b=c7FaiD|9e;Fr-~D=z}%GD%Hlg;m~cTN!(jW>Pn zeyu)Mgt}2^ojQA_^mD&q)AlmT>dpB1i7=g>hT*2uu<8H+KmbWZK~$QU!Ax$bH;zJh z>m++UVai8#E9`78qd28eNpR-OJ5i@WR#M#ybQ%-RaK%j41A~eDA#>``fFz=qXjW_q%W}-O!v=Q@n!*4~C--=ZZmEqnVlU zGoKt6m5-o|GD`pa@X+h!{PbkG6VuEg_LrRINQpak?k>9+kJ;nXWn^SOCUTn9N(U>8 z1esqMU+1SngMx~}g7epVzh^s^XuNf1E~n|E-(4+zoBe<(2h4m;Ox>nTsnKeDR}>EpS^%EkBR8X zb7i#aN9b7I4#Ttte9O!N!mWOxnJ;sgT)%nZWck|HzE&Q+_o1@;p$E&@SrkNgJ)B~n zt4>Aq-bMjY)7H9M2Y>d7?}fjpAMbK+S0su*RYa5q?+UgRvnt^SK%{PD!Q3Z~ zcthF?wNzxOa)27e9H{EVhpUH-npaX-vU{|n&PzEMfgh660&`cox5VRe)9m$#BJD9~ z(Gx%Va*;#F7n@ES77%hSR{~aPB7-V*{Jpk6EtS8v1V8h!Zm0nCQR@xyI=GaHBU0v& zL>PKEsk*7J3+Bj^*Jp7;umg`aQy`*?Af-MKdIyY0jmbNX*0zC`sy@i6zwBvH=;=gQ z=z{qC;uBAlUwHiSvacT#B47?02tsf(v(h=p*K(Oe?)#C+!FD3{2WdKY3R8$-kftZF zZ`g_e0%J4-B6jc1Fho;RnNufmH3`Fb+sMB1zklwr@(`zzce+~;!rTqhEbWWgnlRhE zI+>hsy4>!@%*NH6Pu_+*N{IY9H)un=w_JG< z;l}qs5HSeiBm`VyX0Xr4F{PP65J72-SDk)VWZ2a1c=imIpW zgc8>OFW`YmlOL_L3vRUMI@w!q0=!UbS-62h^t zh)GvBW(vS=FP`h>Ipl2)Q=lh>9qm^54fG@v<+2m~ypTLpRK;jFU_V;)Qs56aLAuc9w(ZH@zH z)39%|tE*BNsX!ZmUi2WKPNQT1Z$Oa0n!l*`PfHONa9{ymZlK^A$Nah%ac%*w1m|#ED?o?ZaTwiR;0a z-YYPfRvf1@3LS8rV;=nI@T=t;PyHu?A5JDNoGV{?@aM{BKlgaqig}<%0o<~GfBC&V zU&WLYTFI)A`B<*_QRde&fBfSgM?I~V0!)_Y)nMEd5PUYh`6%cd!6fykKgA4-zA(Q# z@6`QxCA`=+1sv1w-n~0kWNbsUtqBhb&xZ~js^~d+-*wkrQC9X**2Q!NulA4Szk#yV zdRb@r0qdnXo+e(#Q=qhthGh8p5NWd?^t^Z9efO2yZ@)eAupJ(6k$b^RYrBl^w;K{F z&<$>0!Ca4IfxR)y)(!LQ0Opxp&8S&^{DDEQmE9cFdE0HbmKR?B z3Fp*}m;JkTmOJjc8#CR$SQ)g4#Hdm0X5DjTQdqZdZBzcPuWj!6fkuV605DRBc+sP` z=IAS}gj|`okDHtDa*AQPjm2#5?*t`heKs0LygI zX{KKpE`PH!#>f5nrWSx4TxpLQGf)|;F#tOZN8M)-oy(u-?ZTvN9!7K%%>O*AF zAto0{jC!~UTc1bKFE{#+D+4km+T_RWn0iI8v>CgY~u($C(n3d{Yh47I?9Q2!1~~xa&c@HFV<-2 zSOJom-qbG}K?E0a2yV!nB<*f>g+am-&EtX7;qKU$8X_y~a!d;4xy zi)64DVImvgmv&5tv|HB`lIE@LFy@Plqe75zdT5tk&_sG2>;V!VshPi-Lo$0RbHs<@ zUKz~;x7>n|fY~y5TUXUGh6)V(_PHXYW?$wUmWckEW0kBO1(7VY%tefm-N>_`XWMuuF|Ra8a+Q2<+Q`_ zkK+ZRwj(Mn*>1zs8Cs?U3OW)?}gs zJtur$VW4H~HHUW3iGAiOj*PhZy3(Q`AOkMLZjj+Lf1lkyXIzB`?+u!6iMMhEWs1E; z(h1)2h@;GjQ+NP-bMzz%lNoSQqrCLmtDLzsSRNUmEeGL*I>u$N$QDMZ@9Os(f47S(w3Vx1o1e z{`Ke+(>(g3rD;ZSx>g5(W+<(+ZxwA=saLSw)X?&Ukh_3<`|b z(?<9FC;*Wve&X)%Ku30-{iqOB7tiwD6_rZ(FqSQTZ(*%ms`s{sQYpsgsyLs0VLib4 zyq=E%FoLmsQ`ONortz~1ajgiJL*%&pxPG^458U(ukVH|zX8{PAX2bZ{`Ez9l=3RAw zY&Xc}(Fg7?rzcr~VG;~u63_{w;pSmiZ}h^m6-4N=yQg=b!G-T#w|%1g;%9#zhEcHx z9XrfNmv|OJ8UhdH$?VLLUIuCkWZw;=a^D?yg)7_z;S|C9$RN-g^>ea%$f}d1HB{PO88)1D>&!;S9&83Yl$8d!hcOTbP~%$AdQj=~f^_K!92E>&Z1 zTCHzO*|_IG*;L251_L>R`l^2#K^}hO8TK~JEui`DfRV>**!DfQl_Aan5}D7jzo}ylsrt!?UH)i)kDtZyUB8D7*IzmOgB^`yfWW15@S91V^7D^tf+r7E^&)7&pzW zcJIEu3`3}DxIC3qT)-T!dlsh%r)NtqLY1E9>V24iZ5+W>dt2FpiNgZ$bAf#lu0#wD zvMK^RrlzmL_N@r}#`Uqp(VU$ft;EuM&Eo9)tvHm}fTsSPQ}2XXOvR|O`pUeM>5|D( zd)bB%8p;9s-1OEP^5ayxEXYJ_XFkXLSG~|lS@=YW1CE_n?FdF=<1k<_Kf#2ZWDmfp zlQGAfdon$D-g`H&fXSOoI}Mmcz%lNu-)jmrmTdcU){4hQs?-7F7%Ktb1aXh`Ft~zY z-EZa~Q{;H75OTcz+2&olcg5yw1;%aQ`Osc7ey+C5^tz%ZBdc=)ac~!_J9J%urFnW# zEusR(9}hpBm>CQBvCMJIru+L<3^1P%mV_x? z-%hd`+W|dtb>|#=#pXCPa)6bf!^ckszFu6|RrYMdJQc5Vuf6hG`2?n7x`iHwUUb9Y z+YT9O1$J8-ZRVYU?EUMXRYQ6}Grjmm7*9b(hTLc03+FP_GS>cN`eo+rFZ;%Kw%N2k zo5pVj$HMmp<2e!0i@+}ceGbb5z362f%+I=6 zhnU;c&pKw=#>-$kjGytWr@{BJ(o0=a;4?pk3Tg4L|N5`Tij0DWd-N2h%)^lFH4oeA zSgJ&^4#rVn&ic8kW4;PN)=P&K3T+Bz*2QlrpxJN6bN`QyQvUXD|29^FtdIGbw|Q8u zbUgYqYD8DjMt|19t9_C6ZAN*|7qOlEQw3y{38x({q8(ILOgzV@bLTB(|7X5X7I3WN z-sBns$j)MvY&`XF^uf%0nH-xypxhET>pS267BuA-%aiQA9_-&x9>Jkg&rWCs|E#~i z>{m^J4ep=p@1Kn^i5J)XM||0wBaxQ+v!Yv>l`*~{{4`l%KsRD4XWWQjn^wt3DndiE zYvVp9i+vlvssi@8d}O%I1|zA6i5#1mN>4NY>S}uK@@3?;N(I(mMGxH60+1^|GaN#v z{k*>F6$m`zWEvaf4w$k}fOxjD5pM<{#eV@Fwm3%xr0r^s3`_$7NJ69cB^i|d9*72U zd&noOMd3bN0g@+~N5B#o8vyJa%lYaOBm;ApCBe>=&pq;)a?dTd;tm@kfM&1@7p-cx zBrXP-9@DFNRv=OM7=l3)0rh~~>SVSEVeR0%2U#lhF9UgG!5?#=9kf^T9hokLArYqw z*CJJsi;U5t2%yOzb%2P?ESV+E|M&!=U)~U!C9Gd>Ob?;Ln8hyo+ZVq!4&rJ zc%F{2n}ygc;;y=XLob@-UOWIYHjGcl6gKVNJ|!&Huf76&lz=-UKC0kc6J;VEGNh6B#rl-Xc|zK3`M!Y#oH z-uRIHnOEUnW+LZ6gVkS|1~sZ4!Z?PYb^-5S?zM2SaECSNB|P}k<@LOR zOq6EdP#X#edXV{(Tqy0*odDnpa^<8uHj8}Ea!j12Y8#FWEr)rC3 zxH2PtFdxn5HX*1en5Z-{o%y=@W7`#Uy!!K<_4wT5kC*MN7>NVSKU{xfqW;iB55@iA z!-r#Emi=uyTjRa`>ewVMvyGXz_Xg{n!Mp<>XF-cB&jddNdrnY}h_rCZ{jrIk5{@@Ob3xN168krozk% z+i1u!^xnO7u2k9{$H!p1uRm02q_h}6@|V7ZF9UOOZ+n>cboP=%sj4bA=Y0zmq*@>D zqV2wEjv;WY(nUT};S6I#lnC;dwm>DDX}G1|B5*J0J3jAcovXrbuD|x^2M`#Y=2(3I zg)J2!((lC9dJ)Z1UtdpnnsI`4K&&Jly1CwnHe3Kxe}GpXGxkOGisXcK7#(mFsG zQ%RwRct}bdEGZKrQIp|tdYN0jyfyj`#CQ&`Cr(`AlV%%df#~@OJ}`uwer#piFm*Gn zLXW^}ouP8%0WecPiMbVX#itHOsdhpWIMYOzX1@lKaw;3a|I7C>LB6X3?-h=Cu&xSr zLFjm=KxC-7VkYqb`Pxs>RQ`zUMYOSZi1H&H8C9sdImFg?JzP@{$gD~j?J+ex22Bp& z7fR#8nbI}O$_y`H&q6>E_H;TSz67kxAe!UBE{G6Da_E*}q|n-8YN8oe4IxUcv>XK> z7YK3@`|Iv@7zp51=CB9&^3Yx_5ZYM55rKB`t&KAr>J3&ZScd9G^W6huQfF^c7v4nb zp@BkUPQKkxj4s>(ci|3O`rGb__reEF5oY)wnnV77PZhO|7hDy9&1vk8LtR3PYoqwM=jwM_F

ElyeptAwS)G?9N_9|!UEh|XzYmN{S-`F>V{UVAJ8YK>LN(vT8uT5Jbf;W}{BpJ4`e=U7@z2&o z2he64>c#eZ(|i?kDef7sv#j>pU$4FTYV?te>(;IAmx|=^*Zk|?JG#9k&}Y1lz6{*y z{vGii=Uc&?y9#vf>=@?&;l>w1dYToB8Vs@~h-Wz{xD5oqC?^lBFcNWiwH493na3!2 zuN&-snB*El(D{k;r5$sy zWd?VtXIkoi`K>VFs)g>eg>g;1ghBhy_u?V*^p}0^N{R1%HjM(*=RWtj5SSDOGQD%d zU|w0Tycf@Oi$Ca#fxc~}_r6D1^%yVvcI{!6nlp7w7v<8qC~q3{OBWsO8F;PCuJU;2Q)>=!gLpv3UO`NU61UuPOXRD0o_*?AWVuvusSW09c?w|e zgECL^&%QT}-*s$ZKJPYUpJd-T2jp`Cvv8CGSc*C^-n5I6W5~ckCt89s7-?H;z+G<4a-LakAfA;V|oU?d_wk zG@{17Z|hcYXj0~(Q}kCiW7!3srNfz}T)36L(gbZ5-Yxe+Tc+clu;8=(ZSdarjzzu~ z7OpGU?C5A}!F>Zh%qmkmm#0wUsekci&| z65qL+<64g_O(hbzdIAw(QYb!jv(jTww$Sb19893*3%XEjZ)!!{^W%OZ&+!4rhj20h zbi^iRP={RTF_x9%S)9YAuoh!UW6vuJ2-1x)JUglSkN-$ZN@t7+VEJE1CukVxD& zWgN=k+0Nur1t0R~8&(j|7Mia}(G{WC&%+lPDdQ^aI1$Xl{xJ0vW*fadXrN)*MADTz z?TRR>ZAijPHGPb}w4bb7guGTy>wmA%1A#F4t`KBs_8_=yHq0w~a6Z7=W0+7O!j$%@ zi+BV?i%RqwV;4W}I~Ei`@G>@aj&C6Cb~KN`J*)`Cwt`>i7xW59pT*-8ai?%j&^y51 z2;Et;0NL9Gj6jIgRExX&>X>=pzO;^;)6PXUbR+cC*{9Om&f#@1Cv&(r^`PGY;%-2K zIyZA3c)}clJxLu=e|EY-AB7Y1vvGhlu;@DwIU3&{52*ys)S~NgOB;LltI24kRyp3m zNF}Dd+1PW<9o7g@KM&+;5Vhst$9xIpTil1a}zBD=4w|q3w&CC@+L9`qOe! zSPsPoQ7pGLIOh#ZZKpC;d1YAozVgFI;5l)4UaL{06?C9|Yp^e4?3hE#ZJ}rBBXQ_+ z&pwN}*kownHUE0`)z{)cS{YbUR%z(+7%Q%f8fmLM%|G}C;<+-e_d=Z=sC%lTpxTHa zG|8Sjm0vx5gRJ;Wq1~Q^$sdTbofZ(7EJw3zg&^_z468*`m?jH%mU*5te)KHI@-EI# zSW&_Zp^LV>bC$Wz2JzwHt>wS{w?8QV@ttp%!-o#TRQIvk&>!%WZMUA+5^|Nq{uG|Y z{rO9H$$YXeg=Oz$_9{9A{^6YrsloK7HP56Cnbz-?X&8WUlfq6z3;&0H#1@o$b?mI0V*JDeI;1WPfHE zw$Y#Fb?zB@7Pz*&RGON`XW`95QC*pH)#=>^%grDsB=1l|*`@h2CppKUEixAr6kOp9 zVZRb(Nyh35dq(ARsC4Pth^e*v5fS{_X}7|>2mXHX7r%h=808-D@3@N&v)sJeCh37! zgY9e`lX!W>KjJ;cmWkZPRs?J>*>H{f?zxL@>4f$%N7=ii^}{sINL&%t(TNVJIyuh4 zdRV6LE^Ig^{v311E$fo=$!F{8?^^0wwX=!Lst!=DDN~fGI}FY#$2tl3@sJ!m=$FOr z0i9CfXoAW^ljTnrp+|EI^byK=`8(hZystKWc-mO>G)$X#y*EeFcoxr1-Fh9!V5I};XC)0*WQ>bn>cuPKL?hwSDrDew00`Ex}n+27}J`O$bCDf)Zcz!J8;M<(}wNkz!uEF0KvMF6s!sc zF~A`3!f*c;y?9Jv+Oezbgs^QIK*^wTkh+~i13y0Qren{<*%+oDJyclud56vZx?k@Q zMqwmf)l^BLiH^kMl~-N~Z%5wWsL-52t7qq=A}qyWVpt!wfUXEvfqBAwb$e#47q_f3vW>UKU~fMQaa?-7*5;M@nUBgU1q%ff>0`X3?V0z=G;2L4!)!ea=3|};Ft$a- zNiwJkK9(izRw1PMobe6WAGXDKS&yXi5$QetQ9-Pl*!@{^=QxMz_#sRdIRF)B7VKhI!m+jp3s@4&A|%asvFfvPgmjJA8?CZNOPmGvGjGDf-{yNa1x@PiMBr_X{c2Tp zKUB8McIH@Lef;Fk4E_bGSjnF`dAQ7-InMDT96rnI3C<#!?%Gs_IKa4bXcG=`POvZg zH16xW%J$uR=y&)q#w5#k9K5#<{uGSzoiL_wBz)%hMCrs^yRO#FAMK(Kq`t29oCnXm ze)64i;sSdN;VY+z;(0**=n^3SkboKHBEkzW5o4 z%XTt(^+43H?}n(k|43J=l{N~E7~kA`kdq|9mOs9!{wC3m7uDM+gSwH=J4__^3G_g8 zEz5mSPHeTBGJD4H+@VPjtCM{KBT-7mlbVeP>5trfM;UzmNQ}X4ySK6GqwoQe10I4YBW-tAz1)3Z2PSG4%5L1} z?%F(DdeH_g!0>5erKuL|PR#UM_wB&!2IlF=8=O(IqwL(sJ&3fOappfx4-jjRUfk<8 zvYUKs1&3Z9ov z1(DEnlL$Xi3&`8&R+Jr!||a#l2a+i#K(?A>*alV>12Xv#W(m`?nH$ zyV_w^8GFr#7vR{YS>@{=+<*tL(K0xUcP>op^ei~Wp06-}q}(|sDT|!3r>mS)vZ?-A#-P2^e8x@v#Ao!cHqle3@-~DE(oqdbdO86d3 zrE3h{JOa=xPL-%hIFD*)b${pA_+_NSm1ND1H0yDg8rR**`m1 zzWe?Ega*0~ZL!=(-yS${Fvde(OySdclYMKS=R3bUFEnG+w9=3;5)Z5Xv4%Dr_~+`} z7ah3rbAmI&zWu}J%a4wn!22s+5Wx*PzWOA4rapcD-Q^rB&CfmmLb(Mq+1M}4SZv+V z+#^*@rV3Wz0}R55@FIPB^UXKIlvJ1M_RYsV+|&Y)D77785{v{ZI<9WGfwZRw0@6e< zO%W&HK;B1fM1W}gJD-yV($6f*wD*S}egdng`& zI>Tgev+Di#-_LS?qkQWd-zeYy<~Pb&TU8{!0W3PZYeyz@n()PT(VbdH9j{UXA$T=RF|9K zMToj6{Al_#h{J^!UwSF*k+nk>@lJzuCF&Zqppd%wA;kwlgz3bt<^}uSxGd5%6 zMsxsA2Q!#l?%uQkFN+f zE5@C&7dgZbcAyL*G#Bi<2hebLJDI3U2Z-0r=%>z{46W12ci1@0nJJoVY~PM6Ul>w} zhAXljMmdB))QuKPqN07frXFrA_WA0BFA_l@0Sm96)dwSz@Z1nDS`t%uAYfiSj zlT^k}rq#GABxDA&{w+CQ_15&ZQ?0+kh|I8NZPmWKwMt(-TkBwc_MdsKHWt21VaK=% zN-2D*Wbs`F-}`Kxg!>!20z^5&3gcFAXFY!O^-_Q9wX%VIpWUqVIC_gH1#ox4J!YZ` zLpboL4R0!4cy3x$Bj$co>ez+w(-Bq#!Vdk(W>>^D1Y-JeRbXB$$8nb67^)1jPi$vv z+p`byT8%{WZ%%Z0xeg9*ojrXN=R(wfYK-#T2g{+wTlSZJ;PWg(#4!ZCk=qYKI~U7| zw@*;!ZA)YASP4f7PadYNLc*0h`85^Bx-nOjjv$ z4i3XR`S!_jgvsGX=F^;j{F5L4sEm!C4b!FFY@(dN1?j1GDo-@W(1`!=zy2$jy>UG8 zC~OFr+udwQWfed=Kx!xqtC}^bLkc@y!w|;`w!pIPhvy*F716KEKb!yxK59eNz>6d$ zMtyxCS`duP@i3EDk5^7=_W(KBHB%C?N@Vuoli$^$_3-}nfI^5viEI;|*miH-%&Gz! zK$h@b{V{}#YG6UzYuE7x@QAP%6EnxV6DF+_LgT)!*o+T^=s=^BeBrg?T&o=*%ngHR zfz@_Fuw=p;xUvRIqRkTpqbUZVZpI967=g+CZu1ZkU2vkG3=OvRbUt~8%681@2KrzK zNau-Gis~*O4X{ak0#l@J5W1V18xVds@oMJQ$9{&RM~@*?b1n&Wb#r*^y8(8!jW>v( zKMW)tqKZvWLmj~p;e{=ut_nd_9N#Sm89cgxfVP-;u^eX7_%-uz4jaTx{1+EB-&C*T zTZMa?w-Gfy@+Xt$^NqS*+Rx3p-l)t!gnXO}4?g%{2rn9NlhL2<0g4VODYp~l!d zhuTok`4iW+vq`&-6+j28x*d25)me{>ng>$9ap-V)nsa2N54YcbN7bXPfa9A>!Lf?d z{F~!zIWluHX8G>QOj?zJab&bjBR$Axzj`mTp7}M4T)NDlh4GMPcEFZ8Ca_%~w>BAI z@^Ts&yr`@plj>=ew)n+WoZhCR0NWy6(=65dwSwQQW7cnF``1d>`d;SSpn%~o1Y!jb z-kJCH1nXm6Qpm}=r=aF@3O~m4y}uN6gu{R@%2lZMtQ>zTjdZDP`)*W-R!7^}F9UMx zW7Ve@Cjy&MsP;{dK~rGe-K-BR&p=BWtXLr4m3|!f;0*-W)?8YJ0pqJ*e=`(`HLJ+Z zN-Sj)Un{Kr#^GB^x_C;U>39NIp!9fSRaS} zu)mYtNo5u#jtYGAw?DrHZ6nb=1uS;{|IzOzd za6n!y{>Dwgdgf-aHdxm?rMKst*j(2=ked=Y)?p@{NYcH2R zR?&8FK>9O3c&2Q_Q{KK^BLP>>{^-Zxizhk1Z=yW>$iwBKhaV25qdZ`Yr9*7iKApxVG8?Y!4gqbZC&_ z(sC7&MCKKO3a?B|=Fzif$~Rcy`GAo{M_?pFDoQ>+c>rzT@pFgDDCdog;^Nd5sLeZfFoAmGJO@vgR>*J?J%WdtU-{CP z%43f|jw@7b$sxSf&wQNFv?4mHrTToS-bFijGE@g7&Omf=eTprst&NSmv`gab1lFua z4{#z=4{mIrp}h6rt$}Pjcq|aGTzIpC)E=15K6E@}n!}I25iB6;=WT0EeBb%?er2|4($3|@mhZqZNEN#ckz=d)($lbtmb?QA#7MrVkvAI^WiM2TKWLAKd z&|EVzVAgh4iX=j^?p=Cc!o)^~jD;NL17(6>g)1H9#4007-cE#g_vQ#I5r?#uSr_pk zViKkvn6(W9I6pu@T7WQiuzI9e)_^J8yK66AvCgnJXcq)}UpbCeZH7Gz5(d2?-F4R; zWn|<)c$M17-m)5nD156;_be=7Py%vIgzqZ-dZo_+zO50OFY>(vBUgUX?QqnonI?&{ zkZ)&K&!+b0yv=v3&y6g{*IrVsma0wjnlcmJxg8C*Db#hXvC4L9A|)B89UIF{fyi%Jo^kVD=LwHL{&<{kMK+O7^gZ{c&)_%J zTfR|T6pjOE`0J*6QpS8*NtrZj|6e~|&tO>?+6+CFrf|48hqNw`zZ+>UoMT_?mL1`}w>ImUQ@!Oo z|NbB4i(mX=oD(I?D-d}Yulu*RBN%xIu61)o&~`=Js8U{YoUQxnfia{3bDpAI)p^C3LGMYzBe1nWlNkFIT!&6Q8`G60ygD$PT^?ocnOBnm^;^)%-L; zn1)G{+1IPakAC!{@{j-ckL6q6`c|AiJ%|9~0g9jb%xB8}{rkh6<%zf7E>Ax7bRcG3 zp?1O)vh}=-18B#wxg6;1FB^ArwgbSv6C2SBEFZu4;!hz4=Ysh=c|>9Y-~7$r zgdyAyAbUOmXCokpEU@oG4f!Sg82!qtOZv8IN4%v?uINbY+zc$D^e{c$7%TL|<~@WV zJ+Mr(a^;5FKtlAD=7BD;D;OEq5POJl1+FkT3-VH!l#%8pR;r8@S}6$`W5w&G&~m%< zZvDotTcc;__j(Ni5$80)WU&%c$4~VXfYz>c=_PR!olik{1EGz4o<*s~geczN6^OcFo-TAwEfW=w;!8cs7o<`?jMHi_95FyG!SqveVNW}`OY3PfzOmox)kbwJ~#PPmcOQ1=HIz5=lyh|TUD$ z8A1*3@=PwvF^>7pE2fBd~bbkT=U9zrZ=p-8qYCQFtm<7o5o-Em1(pbaG~Eh zZBDY?!GXo(LKxsn&GrN z_oDGPZfEZb=h0!lWnMKV$0DnKaZVTUUGbZK2MR9tHGa1;Spo6f)d%fBo?`N>aW@<}`-1RfygL2x3MH(r0eY(%s8fB&C=MHW-=)rkFKsfMu@G&b6UUHqSWJF+d6gihJ!Y+-K_% zQO#Mq-eVYZ%^AW2phA$}DI2m1{J|`^8br-Jq1`afX72?Mb62;T*rusZm@+_fprV@j zL})y${>MBqQ3Im`ty1Zd>}mlYzna~Oo9*DC&!#se}qd!_g z#6}U3iafXC@>kpJFXOdp4rX)^;b1GKZGzwlyn&oSm}o#K0L^ldldp%+7WU%uaT1AL z9pW&X+uc8;wlJVmghKGF0o?{yh&9$(c)J#gh$NT&No40LkOb3-XuX}R5)g@?NL-|1 z&=Eo>6Gl^~3l}d$d+dj|5T49S6TNNQw{dFyP{enFi)_}zjqibq0jd!ByhKcaga38T z0GPdq`O3^f>Bm&Y4U-bCHjt=?xv4_}2coIIz&Ejj@as3|qWW zf|4kU{D8sscvcVsv18Wb`44KD7c}8v&_$%d&|#L>!#;&h3-vuYNa6U*547Hd=aoH_ zu$c@)URTCje_ro_53&a;xUEXmDrUnFn~3MTi)XquaQQpU3P!tg2Bm_lG@7|BaIVM# z=5jFyLJQ6LIyyC&JcovvZwN#er_M7UnI||f(LJz2OO3g)z$)(|f=?UTS~at14VXq! z4+J3@(wJum8{pot(Xn#u*zqzlvOky?&m0N`8EM=PBU703D*LQ;UU@GQmyBF8KtB5| zpEIr3OmE%>nNQzImn_TG9BG7k7*@+C>y&vJPkN+c&2(9=-;JB^f@vpiKKni6gk=Ww z%zUI@{(Kj;XtvREGMLVKh6gz6Zkbt@`Deby_dc)Qx7N@1_JK58dYWmoe~g>y{hsN) z+GhrtX20FYV7UrqZ@u+a^oect=Sr17gLRE7e=40n?}CCW=13(fdJ-co8V_vFIX?^R zajW--xuzy%SY(#|?fk(yA%3i6N;4>cp8~uT1(=u`CoSF(G3{jSgs4y)v;-Zol7v7j z{7Y9TU3k~9yQ-nJTn-9~uCO>>*}wKT3#Ktgti7U!B+HUD#d8FyUF@ZqwHz{DFg;c{ zgIKq)M#Vs|KM6jl4Zddr*V6r1JM<0@kruNv%;e<1MmdOFD+FQ7F%-^n9IcPAVBPHN zFbk&-+YXs0@DcFa zgq4W=G5B+1XX8!MVFHYRtj)NqG6KJdOTZD3k{AS#qZwJ?`y!0sG{TK8t(|mF{qUJE zkNb_U{Cc^A)gqUHnYD3MIT1L+D`m-0`g6k60A60lq|>Y{Tur0YJj$dnJhpU{PcWJG?5`#!#Q~@m|xwXux&UX+7$-^?)lUiYA5- zhM*E6_)ZwEf&O7UTUDkcHB93w0wUTLxQK_H@I?;5?PZ)gfGg7rYkmzR$FuoM5N5en ztBhQU5OF~KfdqMIFwUJk&mq+K&wUBPqe5~6vji3~F%yEIPzjadf|0>Gh3A=gTKi8T z-;5FE=fnDSy$3$v9$-4etP_5nGoIbJ5%<;@vB8Ka1nF|vIiXfnoh_?B)1xphFgiHD zX~T2W92#+%ry8a{BKn@bYR}{}-k5ay5yvKsV_wbsHda|@aA!NmzBy-&UYleF)x;N+ z4GKq-Fp@uh?saf;d+a}$L)-fbbGv~srb+W=Xw&Uj9VAoj-1V0Xja?`mF!)ZvQpGu{N^4AL#A&nYpEX8M<&o`ne=bq z5!I`EE7V3Cq$>(2aB4w|d^Sj*43_1+W&amWgS2Syz)#JQ4CWnmP$5Luw}z~fG+j5v zdciXPFMQz(kv{90ntY#)n|bEdI#{k271C_`Tn0GPNmDaj@CDS@G-MR*w@mql?9cet zTG4lLZyx5S=gc?Wcq7WQzB284p#8a@`?(N`jOTmLhY^=Yh>JABU8RaGmEfRFCY%g3 z0l4IpY|W+Huoqk85L8z{S;`@zic{{H3xIK%!_vQl{WMYC* zCpta=06+jqL_t)z_{A9x5p(^|jqL$p1g)?vmINJy7YaAt*3kZpPL4yD&=A3N$vkQE zJBQnB?dLms`bq=$y7S!EAV7>#5G7ZMkV>MO3ousm+*c(ChcaD~AqYS3WxU*+t()z6 zmfzdRr%nYHIA~4gPe4&?)(gz^V*a*>CdxyD+gL3!7gvb@J=wTbLn2(S{xXpBdRXs) zk3KfzO=w9xlE@xrRtG3#QmJ(l4ncwHZRZ~mG*+5Rlw zc4oV0feGoVD}Ls$;N}X!?p?b=Ng5fy$3NE3@?8P4ect<1&{Ei2V#bN5iF5?;JC$tS zBRB|a1aY^m?c`f0tDa@zOqsvP!SM~v>R83W!3P{Tok3bwG8rxH8leYJs)~EB;DA1u z;;0ah$*y6w(AJC92z1141#BawG=&E_35`hor%<+fa7>+B!kS}{FlJ3nN;zet*X&5m*9B6Yir>5nUoXiCiE;Cel2=8i#+y{syXE>ty36do}t7 z2RKo9S1_TTebVbBkx;^5E;7jkT)knOtAY!-2asJt0Hp+Io)Ol0U)0DBHh@mO8$<_%^VUIY-8(v zYn#`4-x}w7?iqccA4Y(`EM7Ae_|f+a5VU8e49;WX#@>Q+9Zs}t{iD(Z8Lym8;__tBTIX5b%Y-ZVxOw}Z|M{QGqmMosjGefCwO~4FhB)8j8_qUY zK-?edDvkny%(rn;$T5xat&5Df@7;4G&H49#|M$@7YrggXqd;80^{;4P@WDM{O`i{{?0R2?~Tq{7N66c;bn0f4p(yvddue@eoOwafLz4w@$XjKCp~K zhYm#@tkX#xBYD1`ZvV|w!O#6HfBeUP9B0~C$7=~0&$g@#_N_n1+@Jm6vvF;s?*b+$ zE7EI9Ahf{f2kBh`33fmhUEdz zz^!KPzB{pmaJt(QMx#JQ1k#&>Il1^Q|d z<+(1e&x04-GBvBxQFC_bmA!8<)Tnz#Tx#u-W%D?Jn96ZZ3V z^-7;rZZ}XSV6_B1xSv}gyc>A19}_ODn{DuyFlO&uZ!pERLGtzH{K3Tka0MVHfddX4 zRGr9R7?uVF;BriScEZNB`8^`?CxJ23#9%tG&2Iu}0%8KJY4e@;tsx0W>pSl=ZGO*Z zzj<~;g|sz)V?xlNUj@02fvAVjl1U`>q$Qcr^Hxj?+eWZyHIPO$G@jLFG{4b`)I1pX zT0_<`<7dD5zV(~$Mc|g^0eumy5JADrUd)N&vT~g^7%K6qs=G+dM(8?R?aT6Hil`s? zKaQjQU^~4xxibReXnb8hC+~R(j4-4}r6HEdr{6q*#ua2}uGSSK=shSe z{`E8I+H?gyviWx&#@n99<86k*$m&h&<1w2Zz%KU zkCYlV)3Y2X*WR}oZQmvsNA13=jnU@1GOXF|l@ZsUKY~3_!F)9bfEW-*V5$mTeJJ(K z`50HHgK*r$pVw0%lgNlUPwL_Vbh7^K<-UCb?qo4RQR#5u0*7$+_mp#ExN~Qfr>EWp zQ;3EfH`aYz8_e0pI0^<al~Gig<>7=O_>k+C4IA<3c8;=iU(bBO)qN+LU_}|P zPJ4Go3}JqA;MU#bUn#^qD^8|JuW)*Pv$i}&NZeyT7@TLVb4|RjNsp^8(kf4^cLl@M z4jChHp7>2>U7Vp%;(Hl7ah5`i43$h?zSlfl`eC|c#4SH)3|9{Wx2&w2j&w9BQh@LP z@JAkb1ji1$qfE;%pJd{#hjmhjGQDNqamO7Yz$gfMFlOdwd46}5$?^=QGf#ikNufj` z#r?YqP$MHFQI_#-=W~}e?mB;z4o=MO1Y{Km0aadj#-Xh_NVz8l73qUgTwEL8$aV(rqA}9?~GIB%U!IB zC^#&oj61fRluj8G&D${bT;#06Ge3E;44gV#Iyg7S(puFjGnwup8oFBIIr7P#@QRRdF!U|U@ClAzI|!1|E-hr-~>tldqTn1ch5cdT-5J@ z2Oe001=}E8tPJLMo;JL8dc1t?Kb|f}&d^^7jx)5)?zJnzTpbfag(d!$y>q9_T?hA+ zv6;p46O`hcDphD6*sIc%*XyNqppZ|Qo zsdcj6*{|MTSFn!$vlCVc0ej6nuRHHm@_RpCT|P4JM=5LMX}_Te3s{y#s~G=F5x0;K z6Rp{it)1GMt;o_41L`%Ns!8Lm=`zGVmV9`R*EXd$7|K942mxx^yRg|DW)rO&Mf+IB zR0_8~Dqx~sS-JOE_D3%H&sw{H3E@WAaQwU%ev)vA_(XsbpL{PE3Q9ivUgTyR(~2C; zD`2!aIL0$1am@0XpD(+_VVW+hC}z%%m+2FS$}3O*C#yXd%N)W_H_T9Yqk>D44k&ET zL$oX>=7}iTl^slTJhWEw6tLeUhE{$N^|syxWz5tth1WJpv~FF%tmYe@3w05#v$pw@ zn)#5I2d7R?T!hdtZ}I9h$L7)LMVOqP&1L&-50t%ke!6sUiv0{oH%@uKtaa-zZiXHR zm@ zL}u|K#kxML<=uQ^UNKjOQC5tjKycG{opVvfoilKVdT^RV!;GPR*@&m9DU=F2MA*QA z!3zjby0@>>7WEo+1RPE7f_VZTxN4&b+ARl0LST^DUz+bN&0T9W%;(de{&e}h-}}At z(n~MJfvWDKNpEP5sq;T^U*aqC3ndp<8GCVw!jO!V9(RT`9zx>O;TsGsDU!0vnk9jA9Yo4Yz_|D(H{rh8&g?W3JvqF%;dfV3hd^gB= z%5*9e+E1qa!$17Ph~G;eQrU=it$)nhJj_$U)jS=4+ZBO&2mU8sT*+Ui+%&Pe-%=jy z9x+86F{et7TwKWqjyd=l4b&7?IuB}UZ9huD%if4*F$OKgjMY`e3MT@92pMmm#H5rrRv=G(5)HqM_a z$6k8AEWYtd8Jcy4$CVG1lR7bBPt6=c;5fq1MAu;1ayR`kda6u}jhACb50%Zh%-_6a zb0`=R9)tt?+TRgY6774(_?1^)iE$SmR4fSBnjX4uS_cZwSz-pXJT7SUdev%2=` z@psCh^C%g+Sq;XVT@gN4xE3^JR{(;>$H@@1)pQf=^?mvWKLihTF$ag)uCSSvB8454 z5#W~z@XYf+d4YX|IDH@-MEM}xXgVtV+lCtvRvES%k?jYT$A>Ba#bl+a&B%d<$pZ^l~+t@leWuY8mFUluE}t+ZXP{;*(Q zwSh905C!$ubXFU2HzKZwk46uO*ch56B$lc!iy4ee5v$WHV*31Q05}6I;*n62sN6ea}i5Rm!WK$+~s>(y4y_2HbNvcNth%&fb52bcPxYS;STpY%+vSgmw8!78A$uUd-F@2pFD=orm^nEkx8~3VN-!b zGsfB3YDJKYv&gGnt%E-WP*?GEZeYGihjPr!DDN%bI2p1XsQF^t6-9FH3g<+pp8V1F z6TII5rZ2#+Xr|VSLN}DR&NIeF^GsK8BC3KKYq;IVw`;vP0lC(Yl!RR~tdd4c_73gim( zDk-wA!hw7LQb?z`rQiX;3O_M}u)65u(9-h=i8DGtvF_1OM}~GW1|BARdX$62S)J?c z!*mY%?rNe!&{zMD-!5+*KaM3*H!He3(0?+zWc=cbFR(gvER+<&twNdePJ!P#t_+vI zSsCNzd;U-bAosoqgaVfgonV}kMd%g={1)$dHu&shZXH1H1=9T9dheu>i8W59Nn{-f zuJKPIkjtV6AXR|cz}^(SJaZlwp(6A6#EFz}7UWwy-a~i2aNf-+X@8H3=nz zEfc<*d?9v1TQ~OM=2{&e-9_FIAK!Y9|z+sMl{Nv}!fB*A8 zFa5nef`GGG{V#fd|D2ypw6mIqI_^@t0R=X=SNV z2@5iJiRX-;c+mTx-OW5R597;#Eqy2dpvRQ&H}R`+4d!co{HZ)Ljpk{t8QGSsw}L^& z&pP;QKANH#QjjvPZ7`mBn78q4DZ?3g`Yrpww0Up5yf=?r`8SRs^YY%d%Opo1kWPmP z4K(x7R`S2DKtEWnZLkdcz`EpbWnNjwD4UN!(4X|62K*0m-c^mWbxH?jgqTMox-n)Ncvfphu5uDP z6yAJ{Rh*^#TW%C6Jz&&!Z^Y?`MaFgkP3EjBazd{DP!Q!~sy4-0Q~cP$iWwM!8x`$z z^#^*VQb7kNtS^>vtQW?yUTEWb@#1WG8xyp9?|r1abofm?>K!e|j-QOa)=X2uJNw#I zLj_xfVNEH8p+R8Gdb)?q`IM`w341L~TDt9oK5nL;jzXtvn5{SP?#gl-D>|@>tTfxX z$v-N5*1-{*x7eShyhQ!9Jh~h6x0f)x(}Bk%dzm(G+Yv%h4}!L|eed3VC@VW-b;><_ zufP6!cs_KF1spEbX8FcG{y2pXRRD^O{`7W-W;|%aE@CR+W-ZNb!XW@)J0CL*J5V-z z34~6HKwQL$O^I+w6f%B9dar*(mgM2z8O(;-Sc05plls$7 zJzdV8Ia40}%%f%RuH7)p*jGYge8@e(*y+GRxDd9~7LIW$w5P`p4GzU= z?h-NKB?+h|44$f-NW^7tiK_2~wO|lHKBJ@Of_V`M`c7o2`GUkr_!UvE7Q*hAWpGr; z{6O^VJ1Dr}tuJ7QJ;tZJs=DT7gfl+yyp84_9`nS;8y~7YuUcP-nyBFpj}P#)<WIGmR_c z&dO!BuC*6EJIFbXd0gxln$qD29;`4U>O%-}0ar6tS5aiVZolL9SjBO_Wz{mrqotx& zc8wtY6UQ0ET^?rb0g0{smW;D;@;((ku_u(G#9fQzV|&D5UJc1?dv99b`!2jtHLIAy zjZD0>S^DoM>t$S>r)0TaeV6$g$9wUkc-Cj}s`m;`e#^M6b+Ep^x6F)_^~-nG%Wtjy zlV!K^4W?6g^P4mw>uPz)Q}|BBZndws61*(OpLu23rn%N&A6Y-0Uqn5uz4z zKChPJFWVGl6GsT}SIuO_7X={372zPn7+}0(u(xcu=k{{{f$gO}fnrO3JchX%>*fP5 z4WyQqC<;-Y+JbowUUgS5F-W~hH8fRgegN&)4ebRv>p+{4lB6Op~o3G(L zal`KN*60*<=`RmrB09Y1WI2A~ZTd~`a~FdraBLmFhjEOc8L95j^}_i4^UntidjIOH zug0+_uCxe~)gH3txv;W*VMY!d?db0=pT6spWhV#zT!8L3ScP&e!1XDG9?jhqgzD6J zaOxu8P^dF+AAacJG5})w#Qy!|m7l(fz{3uwMsvR%g-Mrx@fUu9{;+3Cn2oCJ6ptiK z#D|ahpAS_43fZPP0H;r%DQ_NrqYMxB2V!-Pfyh&rybi7hhAxso;FD2R3nFu>G#*RM zJiF&cgzeR!y`%B9$#l@2JO(GjjSLksVS-U#&jUL3*2(ZVGkSKk?Af)aY}vR8m%%L2 z!&tkNDXv&MwA3vSL(B8piEiu{id-EfRmEIZqsw00*y_A*xit~0$W0{YSqd(3i^McF z`2P34S3djLV}XSAo}@5y*Ijo7?5UZR0P77%a}3QpgiD1X;ql2QpDZuG{Bpz>L24WP zrC<4#IJitizE*HfG_>Ufxh=B6x`r^(iD?afs7jA3Fl^AQaezS&8?MivpDKsmI$Z{L zZ{^I9E*K`cxFYQ`n7!yEXTgOG4lL<{JE~(Q*8x-N z9PVIV-+kv@<$uMo&h59~&T~b!SJd>1oi2V;nc@CE=f8r13}(_oagz6!JvZs5XQTK{ zp~t+8FH@~U0zSlj(pM|8oKJOc8dpJ#>mDMX#iw2kUZv4d4_^>ZyzH~zEK6ozW>~!I zH<@GW6SSRg!e*9B!fJ)VdJ@<6T0i5PhxfMM{7rAVEZgUJM>QON zH|u774CbNmV|?qIeQfy|q8#$L)?gWy=@tR=%{ti+EA#T%kOGqFGQDHyu^r2SI`F+x zB9I20?S7L*>yMz`zJa*xeJk?-rpd@U=D%rpj-x+9__0j-o4@UN37wuiQ^wA-s?pZV zA)Yu{5=2BK!SE5+2ZR{63;>O+)zG%8+C*9ownfFEG&S3^bPdW?wMA;9Xf)` z_5TQkrDkLHv*p$il7s;jnf9sXppLy`qB)%39B1KL;a(4h;)T_MdQ5iImHnIh%9kH~ zxLl+Wb3|>}iG*lVv#Z<_DBJk@3$JkqYOU4tMGo$6)`9o#f*3CFu zsXRu`un*XJ#r{3|QNc%tCpo8ti}xH>8MF7C=Lej@hbjQcj0w1NE)6pvhhacR9{+4P zbm(w-8*eLagxm--3MFArL2o&&OGYMxwwb$kcp_-X?BzHAxB9Wni!LoJxws40%w0XF+ zp*3uf$08mdm~-mcD`Z0Zz2$ENwQ&nDqaKFJOr`v4sgf!XZVa@o)%HY!QIS>tv?3_+ ziNP8LQ`Efo-D)9gegmf5YT3W*caE+7k$ob87I_Ij5=x1Klh30wM*HJ!s+b7GRHxGqk!A;w0n-AJN$i z#Kml6OIbJqSD>umz8@F2kAL>j(#`x;k&!g2ifta(5Xf9Sq;h6tWF(X`nacjM?=s{( zwVa@V^r@dcjP$9eo+|g;b2qegXW%lwS8=3U%R#!E`H1rjDvti;U;ZVSG51U)Lngj8 zZag=$$oj}+8vLe`>bu|lZu!!ez7#axZz%{hlT~FlX}HQz^D%#~nki`t^b2UmGykk( zUNfKU4d3U_{T_OP`;FiDjllU?w@jPkV%~Y5bzjPtZw6^brf>b0dF4Cv@u#q98flV2 z{=@f{<$Lc<>%D!I!S@EwAG|d9%zhr=Yx#@mSW$!7k089d;u2Lhf9lPj1~g_40L7*y z;57`dsYiDWwq6?0F;Nz}HC%T#hzI9~|PLqGE(seY-04}cw2M{X7akQliZ?6wMcs~k~J3`R+XeRds$DyiC z;mopoxX*g!)%VvNtkhC>FWtmTVPduLuF6?0qxbRM@+^5D3t2ns3aJXzddtwQrA(Ix zaH^?rV)qXX1ISFQ9yHDj{x+CVH*=~*QuxtJNK6Vw!BrsGX8Zvw7^BH~zy zc(RTw$1>C9^1PEld&(a2H@MeF*ogBAxT^t>LuiM7;fc>x; zlfdb+RKhB}xRT>$N8wEkk4xO)7MAhxUK2}U(0mLL2l!Nb<-vDq4gGE!VN^^~p**jm z^9tEj@1YMu3qlSgpYNjWiUDxxzJp&K?y4O#gFfJV2s$u5bq<0;*$|Wl%jRm#hR{s6 zw@sJH3uD+rtNEoZ95~fL*`ed z2jlVGdPt+igWg|n5Qi#+sdO?wf1#{eBcm+SI#^dNLSB3AwelD%`_~i9$Nuv0S(RYk z%N+YY+j*_|rNCyt*$4izek=3H`upBJr^fZ%A>YeztCV~1p`t;{`Be1AXIf3&TE_`k z03fAbitxH;W~~cX(+V{71@x(gML-wU0d-bix>yAgZd99u*har0MoD<9d0-lWf0f{P z$rENjNvor;0~X2SvOt~UHT6S4Fj#Xfhur%kbcWKMPm2g+bM3gYht5{3TEyX>u~Z=T zva({Zy!_>JULAv#A?nwB*?PY+p3l}$dTI0R(d_2Pm5r4OP$Nq2yAO_i!u2%Eax*8oHYlPLmlk|+=<@Z{3A??g~)-(_eGe)H$ID}`7xY(`iK z_!1D2|KI)H-vuJ|S(n!yAUXrHJcEgnuI=52F%KeWsIj3QPAma6>drE>E=~Fong?D2eR&Cmi#4 zDTsW9mWtd6w~`mM%pm~jc?aZ-@S!I-c9OB$!baTwg)+)qSui>R&jd^QJ=ibzP}Up* zxTmYLIiYOAL{3pk!@(F3ixG4H(wxC`>$7?{sY z;k?8v=d`ojD1PR@QJPnu@_zYye2gzlUFenhdli3(XT($28gn>YHxN?R!nI+@x>F_IbbB82J9( zgf?i0RcXu3qyi`ZHQ_>h1N*bufVWc5s8i4Y5U^D6z;4W<7df8}TBR#zDhLn6>J3VP zYIDE&NPlxSTwXi-Kw&fCHQSZf%TrWsH=S|fN+efHq74*j2q7toui{j1{m4uuo&VCo zQI-|sVT@+JrpfzA!}}W<(wtKv2llwCSF?!LlI*?8ftV{}bTcri*Gk(WOst11_rQlL z0ELTdMpuOD9t0;f=qhUL@?iiU!h)v@yAMcHi#Y(z3E{y`YLVQp(T$Ll5N;X~lL#x3 zZFWH`5a+wKt~rVP?!DT45tiB`PmOjd-u!#;dGE?j;0Gp}Hr)*bq1Y(TijE96Jf}Qp z5DAyDZLjsUj;?NbHJG0(3LiN8BVzxe@))u48M)j@=c zRWdB?YP-m7sCxi&w;nX7Z0z1SgsB{^tnnhFo8L}cX%4e`)QQ63?55E;t-gjiT<0Jw zlWxkSoDMc?wjqeM&tYzd5Z2DhlQ1q!R~ju~o`36My$5cV9%#j(c^`NixX-C8{0HL_ z#DJE^eDGon=0je*8aF$qjDZ!}rn%&9SdHhAlbXSS5>im38+j6K`F_i%HS zCb1>rRc=jhTcyqN9a9{Fo5JK(l3w*ufLpJ4egHnYT-qOb%xt%t71caR}0j zM>sZ%VmAt{qz%)vP%>zib`90Ipge=`TdNOjuPb)Kt)AHAn-bnuYoj%@wtmZTkGz|6 z$FI_*ss;RA(e;_9bU1+!TO9xV7HA%d)F$vo$m&;zUAG z3n`oTt5qoTSnb=#?cIke0EM>{=14n;MdtvT)(CtdG&Bc0$OHo_LRdtgZ~}<@6hPdd zCR2I_Z);8t_b}+%)42YOr?zEeq(T&N2pJ=MH2??zYC=NhBXj$m?|i5H)nENpm_(U} z%;p?*3h!?`%Xqr#6MzfC>T*vIt3l!gU%D~Qw#G^0JjW(;7)otbMaVO_L(~*7Hq_FN zIf#V_zN)X8Twlm`Ia=92`<^Z|dqBM%n_jxL$Z=LSp4dF!&5e~Dr{xZwloMI>D^bCEZhdPNd#B8>W)!9P( z3!91CcpoM|w!ylS;d)r_ft#QQT5)6EJ8j*w>AbD}Rt;r(F7qCIUkXNS2IEw$SoN|( z0le`;6BC$g6)OC1x&DkJ9eFoF+@$bu|9$s`;?U=-g)BE{GV#TG_u%kFyk}jOzE_P{ zHM@-G)$;GT=bokgJF6zR!b=sNrgxRy5d1>3Usg+InaMPZr`;3$2%fy;8?Gma)6Gjp z+!cM>VaPGLp1jOQdSO~a(go|;8Z1-#?|a9}`b$SbQOx@^12jLwyQxcSd28M0ib;Z| zU>%Uk(G0U^PLv}*`hGd}!Vk(uR(>XD@NU?LgNW_>%O`sJO4rbq5O`*=eCcw73L*GD zGvKFF4!!=a7VH<{O|wVao^&?bds!O#!PTXhliV-$NAsQmTu$PB>oZ^CQHA@8_sfY^ zzq{V}tLM`CwyGzsfs$4x^rd#3&Fiu8(GC-6>IH>mPs?+{V-$G zJrDW|(?39eW!m&GBO95_W=1_`QkV5eqn1jlowacXSAYaaki?eAeVOm`IDYfy&2uyJ zf(ax5W&k(OIk9?pczC!+ctki*gg{5by2(4J8{ks$k;vbD_uZJ0w}aSWT&eRJ3)WG@-YxV{w!GH)sQ^C7n*j2E6w_Hu?hF}OXg;*hrXi4EEO)r1VQ5pmP=3;IdXKOp9>)Syah-F5v4IkOPMx#Bw_Qm<+d>JpkN?*X-r_% z{B@~rGWNpU6<~B3zx}=4FCx|P3O^tRlFAP}6i0rdAnbSYjZD+a)3lC@=h)vEyhwq2 z1^mr9s%Yex`n9iPs?N9h`IEo--OY&wCkBn9Ft6Egr?B5GZKuDJo?oYY6|lsGb?N5h zyOwJl-%an>oeIcmX*=^YA1wjQBh#-{_s%^0R(|kQP**nGi{&9Z=F{#Hw*Vhuh6}6y zuA*7KIMme1oHUme(m$czCT>+oJ z(Z59n%n4%r6_(xd8DNEf+77~HCI_J!Zrb}s}CWA`Cbk<%bqatKSk^$;c z7>$pHKZe`k%trzD;>C;ApZ(dNRX_XL&%!2EINcO)*oT)c$9*wztguW$6Cs4gxCoVZ zPw)z2m65Pv+>Yf2J&#MZnw}gNr{JO74e>q+1M!3|SF_y1;cA2{OEsz*pl$Y=q23DZ z?p?7=nMuxCiMPa&VZK|A3|@ws@$*}JSZ8tQN|=Bv5If{41o-VLmIhV@&ZYKihVI_* zjiqh?w!S*+oA~fuytEH4e*4RKowYD5o#~9H%e*o?Vl73DJVl(b``Lff7k2*^F6-}H@8}fJgMWP2&x|WR^v}4)H+_ERdw%CL)2sX> zZd&kLZVij^{Tbh9j$aA4`TNVZ)8F@~BlWfhStnuBwdZGA!_(jVGk%tB9G(7-t;WfE zYv%4Lx0?A&FDhi|jIYchET%CZ^VH9GX=)64W*6hIij(ouB~1CfF;7Ph>so$R+qXpy ztLg)O_h$Ejvq8p@1rBcl+AxpyS_H_Kv1|@G2{{Jqfun~HMjbqe$5kD3Qn45J*#@?2 z;?ue*yQQ+5G-=$mT;jr~_$#jMS^K$X#uL-xG)w5xYged1(AQdJ7@p;am7`g3oyq@mT~+?pp%*6UKersaBGB~k<9QC9IK-B>m7g4)4*?YG1fEjlh5Xu zo9DaKdo}}x4$Nf(H-Qq3%O6-zn33fYc*a#3k3@xtA3LhdN~OY1>bJvFNX1XQY9J zuy@EiUSM>_hlqrGJEz_4+&NZ`AFl60DwN-a%Gv>Md$(gdpt@Jey89D9GLd%k1?wPl zZD-OlXycg1dWu7j8rRgY99>#(UbRXsu<92dS=Bap?&a53dkcC^g!$|S_gdkmYmc++ z9R$fZnp`XtdQ2#a$RevW`%XPwJ$K+CHurGyAS*rnv z9^v$0_58QK6-UuK4mr6sjmgm8{oUWitpD-j$HELu-hP#R4)SG>1lBw#1!b>!uuQLX zNTDy(A>yWh-3v;E!?gm(DC=Y%j$O-n6I~Z3;m>i>r?5FbHPU_I?J_PGH;)brz*D*58P%s=9%N{Pq<&saFu5F^r*;qSDbm~IPFPy z${Ly8a-4kp{`boj3&v|V%T9Rj%(Jwsf8$M*K&w?h@&T*iL2 zF76Q;9K~V)8veyEU#b3&|NLL7fA>H9kJSu);MT42>Jyo zmU{Ze=e^-MdSZw-XJXv0p!ow{bWq(C)1JH$@KlL=1lV;CwcwsXa7?D_{Tqv zODDh`7dCk zEY1859XJ@@!{j+co~Ct1zMtb(dv(cha|KAH=E8*wp~SdKmV>Me+q!r%jyD@yM;WcF zJ)UIdOpT0M1t5__t%kV5@k|9LM3M9-kfvLRo9T+uZST} z;`MWxV`PLPWIxi}Z5;nyT>Q9Tc#ub1nZ(`CFnaMJZFl4^It5o+55-+sILDtonbmZ|cT__S>080(SnMZ^vNBjrjDu?|skuUV@2jLERkv1u`eTc*e;&vs}p~gEv|cU0k4BvkT-vXpP%`Kr9{+AKmYS*%Y7j* za9=4vLG&`y+R31FG6o6UU%uOEWV(Lql2Q2WAhMQIVfb5S`u_T_|8sTa%9UU?G8|`K zbTT>1AKhLQqELD`#K2V`?S$sMzd`UY1#+cl5n(ni5d@qeOx#*<(vf9;J6Ul#eE1ME zLYD}0cB-th*f|k1qs(6Z2%q>;q4DGz>m$SWC*yVi$vWh$(^F496$5SJ$~ZdHr`>d3 zEY}MxTXENqff)`GnBz?A{(+s6IXv2C|GSWN1ygBk3t>e zV#YpB{@Ke#jW0a=6Xd%sLv!r{hKn_C6Ix9s8`e z!no$&X+_`|AuOgf#1R+e!U3Q`ky*=D#k!9Nz6}w@#F8ri4(C;DddePiM!Tl1M8i4 zx>=_12!mx=uJO%Vd>P+w>o3mUdFP!dN99M_5pLniD-%?BRfP33PjTtbiAeLdovee- zZ_Ds`XPxSabXL<^89vG#CbTtS*7G^PR>t~gRA!%{fKFq57 zt7+ie$-bZ2nTcw0{A%^k5zM8D`#$yExoc1LyWjkpHk?Dw*b(%3`t<3bFR!GqABZbg zf~>DUzi-Qd+t{O;lY``?d=-0aw0@|aZLsCO7#O&(6rgO9B+$;MokPFyuirbw4X zHFCE>_po6;$A znlR0bhJ$I>gP44T)t;SWyQ=3ookk|@?3A-VyHJV-Ilh=)-;+gA;zdQrQ*UyRFkhLn z3|kxaxTgq4u7V>om*FH6HxJ*%hq#E%`@msdvI^H6w%o>JU~vHR31-QzaLB;#F5akq zb@68P*%V6fFlVxXc$H!K^MXtqrN_;YrA3OOUm&uD%3$GBSB^7v>~a;g2n;1mX3yX) zjSy`IQi=llMxJ4?T3Wn!r5h!o>^0|5Ye7ecrQYZwR;U^U#ekF359J zu#WM|K6x9?JQSkk_5Q4vPZcp&DRe1ZT33Z`l>=8=j3pN=F4K%F(*^%&gNGRuf6tKjP>5Zr@)7C>6^8TY&qqG4OlTdUd|*74Jk7*^ z^PAs9dM6IwMbP*93@23o^iTgZE@5>d((zUWNEt&}!n{-{ZI@j2adk*PVK#rC)+O-~ z6}+Q=91R#-WTU}L3+*`xHp6QFFqR4f2RRXM_mMDf>7TxdaKOdfx28F~XIpja=B?@) z3gA;uKUKZ_+g~##%vXDM?x?PO@@ZI{RG4{BjB{D{t((-Z?0ZrHRUuS%5kI!2IFY83 zK5x6q(RZwja$@GxWd-iNAz2%!O^AaY1&d$35+&mnoycb5;%-3Iz$(Ao%j#avRH(%e)+xiK=N|Wgf zGcOepFSk}PQ<3trQ}JV%KjHA1PM8icnK)99i<*e*OkKBOrRhY%;(2DYzwy=NgaP}SLC6r#L2zMNJiLvdG3Z*IvXXJtB>nLi1=^C#oW zFqy_`9mz16rB6Fz3~Vq=JEMN4mk~KI$c&xIbCCPR&wmlN)jJqaW;izZ+}TH}^UV6( zWM<>k@zXH1z1V%f#fe=Dp-j1gv~Bws8i>qdIuwer-8;i{;!y_K0nFr7oGepCDF-KO zuAff7CYSXUMrTr-`Eqb}AQ66N&s@cF5Oc6|_R39|#uY9H44Jw!cH-^SsZ(LI>k5*2 z2QFa#SW?BEHE|k=cfbHvfz{S-hmH3d<|cR_Y(EE1=w0O0&R)_-ySt928siBxGopw~ zNSWuV-nq`<8?U}!ef$}#i~St;icR&r2M=&$^#XWQi7D76E$_2)oXn&kw&2EG?ZQz{ zxS89_Pi@N)Hl#{o!z0c}d!Z=S>NQF+WuO{sOa=`#-6E^c=IR+z{kBStHb^kAcn&*xGsb zQT~D^p*1eVN^lL(VV?T;aqo~=L;Q$6e_r4!WqEwJFwZe5pngTpkvRGR3Hr3j!DS^w%hfJVMAs*o-#8H>@KB!oCIVeGzJPpAuig7XDG@9 z__RA4$0jIP_v7w6;mC`Og~u_%2^yPj$vGzY)jOo}+Tg*`gE`dSzVF((yB3V?g^oW( zk&vf4DK>=pv$VN?|DmuFaB^&f3y6i+eAq6;Q!*v6`KlE2HS1>iM@Hk19&NQh=h!4v> zbLLDa9t!-fz?fGmFj=PQP3uoToq4MmIxhR})ADmtF7r>N#x%lendW0%%}eD(KP@&M zf9$bngLBVVs29_p}%>pQF^(@$|(PUyOK; zt18iszbb|1YZ~#Yl9_n5UOHhj&gs*qqkPK&zzDn3e`>0i3~Sf&sYYr0bda`J>c!+5 z_c2sEp!40(@eWRjJ9Fd^M_=!*PV74f?PEnUAtpo48{WfiLCQkMhw>Q9p zvX!{=0FZ3g#BsJwmc7DrNGk>c00R>}CLSDv;U9x0;up9k zZ9dm3Yqjvq!)L)_`J1R!sSHQC)-_J2bApo}J)*)Wvbq&F03So`1DczAVq6?d z6zTcH|B`dOt_D&^n5o)QnqLAHdACQG&)EL<)pq}-_pI-d&%O7yfeMh7>w<|0vXP3w zR?r|xCbEmq=lR=-?EDU5>w%CZJfU(1%Xb;C9Z;o5!C!`@pUbqat~i+O-cwGRTSRHu zONX7EVwMjEd=4f%{;P>DCXy8s~vQ>V<(Pd54*cM z?hFuR6-5G!g3`p29Y5=}8m^4vPo}M+ z4x;!ti0Fa|0g=qaF5uRa*ce~;Iz@rT4q+#442WzW=s&h!{+4TtS5f0W^L{UdAsRky;E4J=nuF2XHGtLui z#-8_RZBBVxK-nQz%0sB5JdZn#rVJXOtqE75VXnHm0e!vo(bek62M4OJFez$$=eh?` zXzcs0RLM`J?ZVQHQ+~c=U!CEQ5Ka7y)la?Wun&)Ybo8}3@HB{^DJeOCE;67he8yd2 z%se`=qVTAxj&$vj@|wm>q0IH8H4OucO6SZhYi*3$gB&mJYL>YOiM0)9CBLAqz2;&? zlz?*ZR<~8+1wWd<#$0;do*O-(72jW`!CEAMi5PymD25?sODzE{h z49m$!$0J~!V+>xPKe(zl%lI*X0u-FCbiP*mubTO721*y*oMDc-D(hZHG0o)R;4q^# z0vCp>$Y0dRNM%6fg%96-@F(iqE%R0VGo?>lmeKm)#d36v#r0eHz7PK{aq9aJ_&Wh| zFcgT(PUtLz-!dZKbuP`iPe;F)IcG_CYGw?%(GBU$-Z8D`GXKR7Kd8<s22o?DRRc7D7JJVcHs|&2cYJ%uuNyPzA0^ zh2a%tW?}ADb#Ol?^X%OZeIoqR*6+UeL3R4facFIlQ*}P7cA|J6+_Mkc^$)6JN1+W! z?aGx;s&P&(eDv&-)dwGaR(*DZ8@(B@W@iy3QL0#rfds9IOwUqLP*mQKj6Iog9yk}N z!-pS#QvLFm6V;hLPgL7>U=~E3hFnpCo*W&Guh=7XOF}WWf)M*#KPxzvKsSNjEP@#H z7bg@328U4a7$h;RaF))p=SF1pebtSd*BL~asYbc!8*~o>0^TU_pu|m~B&i&Y@EdU8 zn-lxs3Yw-D^T_uyZY-TV=eP0Kf;ZFqG_FE%mb0F;j-9Qt=;u!S z1+0|MOMCXkze}5DndTScF)7n;Ste~C8Sc|E#k06`Y}M)K%1#RU`WaVVD9p+Sn$NxT z(o1ntoE9BUQksux{oQkpE^!lUf;Y~;S?%7thsoZfoDf&z8XhiV^`FY{nX_l8|K6A! zP*zF28m25Fow|3*`f37b9OV<^b)(rve6*t}23%JyHK}Amo0EHI7$deZ76)|TG^|=3 zpf&Tx7<^xBkvP`7SK^GjC5my8lT( zF>t4!VycMN$)_yQOGo>?+?23!X3XXo9B$A&Z(R7Gy7)0C{|s(tDV}!2RG<$NEy&6d z)1+bk#ZVcuKrs`N&sV>g zxmN8N8>t>WbFli=wfCy8pF7Mf+xF@YFZWfizx{6Y*h$RfSYDr)xXw(|B!dKs5349L z+H7-aUgoPZr1{$%@Iw;xo9)$26pHg7ep0=6;nQmWV-JTp!6-_PW_6~B4r6+&Vusd> zr^<_JmKWz){^BH;N?!V~`sm_^)pqtkIAeW?nbJW{3L;bBp^vcdZpc}}Z77nga?PM9 zZ9`~)Xj#qjS`RHdl)5qz1 zKI^i(#n->RjD*wl=^y!#&#I2HtX-zbxT~ejxW;i(QKw(}TNmXBP2Th~p1+Kz9O52h z_x(5-nI?J}H{(Tud*lzT!+|~QcSDKUK8A^;``4VfW5tI`1`cJaDn~n5AsS}F*p(!4 zp=>2Sa&=JpQ0en&xNbFkM}&qywyaW=sLd-p7N)pj0&~On-oH@oWU_E<-vK7sMu3$e zLld|)$f2Q_4fD!6#s~yF(#|aoOnL2&^HVR zcPpbU1*iklc0w7CKkbxdKJJTAQIHT_G0AsNc(Jqe8~51JAWrv5jBqNDOzj3*yNq@i zCFIhTj}gweyI^`Z!rvk@)+#3b)#=lx*f{$go@bcsW@evdPHo9&nU$Dl3GM?YY%h{^s0~q<%W*V8#*0Tu%*=|0U6xr~_ z?%yGG+O`?wCUSz$U;L!{?VA_aPXld0Gn3q&?J=U*W739F0D?U^v6hFDV0p4g7$9$R z9Jb*epnV5-vbwXYdheZAt4kN&Mll*@uL3h_2X?b3r$RY8SlzmDwc0tzX4H8$6ijTSNt7Ie7%L~d7bS?Au`*-*7MVrs?`J)V zRhC!YzEmCBd$2mO2SpB8-5|^Qy&yL_S9Dl+Bo2F)91L02d5e>j&cFIXqOBK5(*^6)thOz#w;n8OdM$(@(1Je*K%( zG@9H3eQF06RZcT7Pk`9{%r;h-1jYbOpNx7&{knqNScfgoFBS%p&#t%Dy~bZ}zCFdG z|7I6Vc#`LL=9A$~{u$=e^eLcr#`Qbn`ffbqJGQj@8@3*2n)nep_$Ya;<=V^f-SX2f z>)!6ylwXutrzL~n6`4mSD4kU^-oa!#C*3$X1p)GnhazvTDr z(v7&t_K>SPj%l5s^}^J2*&Z+$CVGx!_K>yd$~^Cs6Hn33fZ|<{%46=A8g`|M)gMOM zkRu0}xC?S@05|*jor3W}$ahNtYHLM1hzgF3$d!=qfB*ZjMD1#bD=9iVqfSPpvSUYb zpMr{xGacUlGlLQ}iefRvjI^sOv#bzFjALvvA4gb|kS%N5w$Yf?@nXE#s7V|zdo@h^ zY!#u~ai$LkY{5|T8&6N_k%_3-Bva`u!<8vJUoJNr-pbPt^4)U1U?7Gx5f^M#?78B> zmLFDGSV2KK`0)Bd^@sBptB=R$t0|5a?PLGV9Q$!*T>+e@n?f@lUoB%cw=zTJP8!%X z+Qkfa1r4D{VZ_WTYuAfF0_zE!Gjgyoy6dQ%M|%Hs68IqT^}n+H&`tl z(CmZv{mgicbBW~J7v5)|Qh#;j@<-Koo_#)!;?<`63NV~t!s6mvZ==YKSEmsgwlVwo z(WT4P^=s4zv(-;_9jre5=wr~?U!6GjNHsy(*XL%cZy;QF>Xt~QV zYr{wivu$4S+H3sI^mpnzglsd1x9d{Cj*o^vYt_SWagccE7C!~sjGNDfBG=`W<+YDO z-O6syP&hK4<6GvF^=OaV`5q%G_09CWbVgb6t*oHn+UcSlz?(3X{K^WE-#P9&G3i+C z)1TwDCAP}vJ>l=ne>1;bg&5@Eg9EHwDHmzZr<|cI(Z{z3ev}E_r~rQ8fHW!{;>tQ% zN7MM!FVf;K4h&z5ZaeF5J~r1t%2SM~gN&8#*M90t++BCz5Gzqw#YDeArZb)iHqoWh z7s?~!rxSeNeD)jF0Ve&1!jur;gponjLlDBUPmt?QQ9m}Z2KPtND|_difE%LKNxb!I zDdjHEn4LvpvJ+Uo8x3`(Q!FuXzjZPjpGS^HUL8$8A`JD7@&t32-cG5rG1INI1aP_qogP2ryCC5*`! zRwHoX?dFmpTc1wXUQgeX;UsR1U-DK+yhj~?MfGa{>t@|_U~LgGz6@^wI)l7F4oSZ9 z#s}4_Z(pe9hd68lbFq099|sE_P(}<8s^0EY@t^0%4Ny6fqpTRu%TrNy<_D@z#%HRN zk350mQdP$ev9u21Wl+<0q;G`tl)60sp{? z(wJtQd{59f-~Z%Fb>hj#qfY^X-7TE3ENiFYz4dn!Fw~rMAlUBeJHU z?R+qKSi9ePtJ77rRd3y|b3f~EXd0C$M)}*om2c58+w%x52o^dTh zc$!>}y~gq9_YjjhzUwkvbFh5ZEX?=(&V0ing?LmXc%gN7?~u6Fd8(YkbK+mWRLnFl zGhf4W=5759_m{Z!IfG1No+BtXWCzlea zoMT+^?!>W<&zPW%Q_T3b{KSFb!lea{?WW6#=x%M0X)`>nbv$mnzitc1i&5~^$K>KR z_R^d>^9X=QE5PFT1ZdWMYH9+@iTeJlC|!7$l&@6EoTN65Vc9ledBeBx+lD%ECwxBj zGma+TPI#xEjLdxe8CN)FnS2!go?QAk+a*XrW|5MWA=*gOLST>&YRVla2O~5nGrD)% zw2>EKep{A)y66LxwdBZTRcCk|zfKn^M8F!(I^B!z?kGUZYAzy5Be#&bEPP`>lAw|R zp{^hZi6R@tcU{Jj@N^P+Dhz&0w5CZvrSq%&6n_NGh*RRJ7_~D8;mpn!3D)@2Ue6@{&h+hZ%ubvb z*RpgO?)%#0ZmdmkwqsLA+jM|S=U>4B&?yA>z4vcaFQ0#h{WEUtXElWZUPZ$|XU6=e zsxv5;t20r+%OhM}k?9}c0zHnl9-m&QE?&7_9Y38bmE4Ci7gkR{Q&PCo$8XE}V zMP&Gc>EFQS`8rC)ewI2PK%x5h>Sri2d#XA5#Z4Ifc~*tIIC25=(Mz9w zT1_%Q96o%k8b>I)aOE<})O>Z2qgW?60HTk*MEfv*J9zX+_12Y-sspV4=m)X42v$|E zaDbNA*2|`2KpF``i@&Wd9rPmwwR{57rP!Me_&ozaJI`Rhi#b3h(c-#iH7UvxGSvrGrfK#UU_$1a(vQXK{M|sas$0TPl42#)^Ov-m|r{# zpNSYHPW`%Jk4{{4eity{m-4&X<$KB(IaV9o{+{ubKTLCl{mH+_^jCa|PpwrvY0gPp zEm_2oKb^QRf4_Yi-+X@j;~$5zKv0%|9 z98or93ezAHRe74B)-gqP;z|6hXC%faF_8ZGG~9a6V1Z-XS(j+THk_3_%3ted_^*Hc z>o}~+BedPetO?;HdrCbKR7Fe$4QUS;HStE#PzfR3GzTIKpqv;-1={1vRUo~T-n^}+ z^_NE7|1G|K7e--DS~gD9fjmu@I1@IV`2?*~A1iNq_nKe5cD35SZ+|s8p~Xf~1|3nw zvqyA~u(x~`1#<}aRh+H^n|pv9L&s1^og`OYP(qXbl}8g++grK_OC#a%2mGOYcEM)= zn|})E0k2-dwU%40t=39=x576;0lHgND?+@DV270mC0O5e5~x4JCDPE!>$ryN-y&o^ zbafi@k;v>cq3yFz!<8jB{|#YA6O5X;hTG}vxTetFRWl(sUIz(v&`>v%w;@lzsym-B zXC267Q(Wm{n^N=xQK(dXe_W02K2&i|0aj#FVPqzgk?#cW z30g@pujNaat3g9BbC@E7)s34I%mi_=4Tl2Eb2!4(+Zrv80 z)F9Nvbz)$S!v`?0JI|pZhn_hLqp#~iYG<;H8QX%OY25&(dv=XJHlvR2+*6%kHD{3i zvVeKs=%K^aNlX=XF+dEnhiT6H957{@CGTlwF^`;hxH`x2@|QmRpgR8Lr>Z@iuC(i^ z$GL6(eDueMjvTEHULCJK=#{9eYjZx9{$$^`0EZ zTW7K-RhCHO>8zg2s<7)AsetFVD;uU)&@{ahBvA%}q(b3?;1XBoSqXpr_16Qh`hEQI z$JHxrm=_mb-{E(jHm9N}Zp5W=wQvzn;>`B&)H(6^hnHUtyeWLY^X|LVzPQvy{_`<17=}%niCtT8<@%`C0S_-LXshp@#{rsmtufD^6 zaB2CCH{YmUdHI#d%MF7(Acm9nx z<6`Aw$B)HHdivRJo`NV|EFVCk?zTt3wcdtl!}JL_?T9*H@L zG2=+kGE|8re}>5@>|DM_hlw0Z-fl)4!c@t967#6yp4Wbh6R0F;8N$0Tk12?C5Usr* zZGAZHH|so>9z|=9L`$Az!Lh&yYR+oOoYL8$WLQNROW)O>)}vR~l%|M?z2@{qj4!_Z z6&e%+*#auc18n|z=goIwAB(e4Gnjl~6Hx8&md{LACsp-H(}BnbMZq8yk!dz_4su|I zhGcyMEPXTiIdN^Ky3R_Z`^FIl5s? z>UJ>;#?fk_hz%?vYzzQflo+MQyLQJ*myQ}*YNtxpM}E7x*J|>{wd#$RU#%WHyssK# zRceHzt6i@*rnJ4Z#^o#;vv2e#A+kiK9&S zo#jG7X1~PSK30j2&3u_7u)X_eGHlVmcJ2|vs0(499(UNMg@c!~Cm!P64{Gf+ngP+@ zS^X5blwBh8*mCzI22x3lsR7$eN1NUTt80xFC6lec8-;-!LmgWkgI`9tR`CA$&wm~> z-zlIgFgiZF3ZdVrQ>P+a0nzsh7cPV#sZg&F>KJ?N+O-hgzm6HKW0hsR{r1}->^Xby zl@*$RJ^l34am~bLPabX*PBS0nl=t6%KkyQF3Gpo+|NPJYJOt_O$~i<<@KwQ7xm3Uw zH=4@1LLz>YCEjN;$&==cYukw9Lx-7^yM80C_b|;7R^YwrLt*|mFa4&v#X(Oh94bhA z_wVCG(7Eb+FMc=T96Wd!d8xo7-s}0Z1igL+qwVl3pTa6^(vNaZ(oth%JZ*nzLRrb} z2fka^zyJHc51c&0s+RcjVtDKB%F^Yy%W*!+u}YXn6t?zkhrLre<3iK62~fQLD}^WM9RWPRKxxid~4zQo1$N15#V$xnU~ zbrF}p!3^9wgaSkz#c9j=4m@8Z_dqK^c8C<ScLI2IlI=tUHv0S*grxqPW6?X;>d>Q^1;K(|PKlQ(Zwd(by-ai`I% zzx{o6Y|nGm7^^w1{)Ey+nvzl#gf~`zq{BWAQsA}fhhclEX(%u(6{!HKFwKuJm@<(t z&;3Lr+jhlWKPDU;=Ae>c4sl>+ZD7ZqYJ&ZF{SInON(?jOH8fOg*2N(`81n~h+o>&2 z^VNm2B@kp7)v4>G&z8FfF^~i#%>kaj(q#UPhFmw$%Y=b-r`n3R76!!YHC7lDA{9=5 z``h1!LZXS0f|vrQP&9IBq`oyR#nFOIbu2MOnpq>F0{ixpU{LU;XM=)wjO& ztyl#R*NIQtLV@_(-~M(8>naPU&zy-#R#!-D50zApT2>+T)LPr*OJ9Dbdif83h~v3k zWzz4=*|T9DC$8UTFXmeuMDrr~M%RSbdWkiSz<24HOL(V$;?=E}DtoBFWWUUI^Send z(O-Ccsu=r}HuU?&FMbgU@Xed!v3ld(KhoPMlV#&5SyYfB3^tS|-4qv}~B=s_eM3DLu}CM_0lwqm1bE7w->&Tl0y1;~>B`Q_-<+ zh>!ii@YK^!1^jx5yMAUI-ESopM=?h{e$q>1w^#d7JY7k86Bu-7PM@JYP*O38^ByH} zV40R74)t?2DDmhsTxatX-v|2deZU25oZD}iTp^Ko)yVBQ=_kRq&n!s160HQ`FBwZR z7bzjr8zz&OzlCs!kT;D<&MeZ?jN%=83a%m4&d$zo6!8blMl&mqAU6ynP|TWPwJ4ZD zU5@!84^w8lP^m9YVGSnqy&rsUS=pBF32%mfZf73Z3D%X_N>;Y6WOq4I-L3C(sh!2y zKB_OJowBtinK}E2Q`x+iz*)De3&YjW;&3&}%Fs?$NtRMj3lfzR2BD8wsX!_5X}j@T zbh(1|!x!^8-({98@x$atIo)O!riYYIR8}kZ?M88!t|q2#a2g>Dk&8t=qPky`veDSC zibWXaD4}qmmY`_Nvbt1pAOh-E)I~KV;A_zgFbE3&isd~qM|M?%Qv=n0{P!-7RCDa< zxyl}#z1tpQkS2cU8!8?|&~bG3f^ZY&Y7Qbw?1l2qtS|wk!~v8sT_{I@GQq1&I}F- zn?ktzSyYTnW(Ao7I*A06RoPxH3uPYlW zE#l8fUf&h^73zIzt|gu{BmDALzKoghrRs?%o`}^3S1QDD;zXRfN+<61n;Q3$ZFnrW z)k?sF0bG^;j00w}ofPtqo;n??MXqE_OiZx~v5SLdCcr=Z)k!QnWAOYA%$s>V1ayRi ze5HJrlg|lblk#I){l$r^DEq)euK1|HjUbaD)1_shgo^^`il0wK+2m=ma0$%4j8Mft9c$ec&Ivo zsh;?^t*@bIMSB6Gajl!Qp)-DyvwuXsO@Yh&Y_tc%Z7?S&hzXjOs1r{#K)%`sB0M?- zdky$jmeWrmvGj$d9uX!seCiYFc=qZdZ_0B9+EC=MhNfQHt!))@F(s8x|xNd9%cFI)f z?CuIS6;#9Va5g8H5q@@Dg+=R>KjW!{nRjGu;lwqKogvI()egQJjikoJaOd#tkZra~X<#)#O+c>tPIBjwS5veHDGAMDjgF*SRbB|PK z*ypl9drlC=yMUDcJuR@{6(JsflZ*YLB$scCvJS}qQBU8E>(Sbh7iVrTfK)JkFY4v; zTg=`$m<<}B40^rk?EEgBk5HIB)W4x1L{1EPgj=rn_(UJ|gP*Xq*VM8jh(AG-md*PJ z&ps^Yymq%AS|1*C)dgAt7pAdI;^|*1&Y}_dl-4nZ=6w;LC+lC-UwXyQimLcHi^pbL zO#m$4L0aX;y3Mod<3JO*qr61`TO?sWN|ap3x(>wUtU|z#N@bgxm*3X2$whdS*c962 zXKDAI6VoeQ!G$ILi_2g? zqRveK6Sw5Qei%bZZiv1*Uv5b70DDOz3S3vNe2PiWsW%RQkZiw!PJjDa`NQEm{?7t*qo^TyFdBw zLqJzJo<^yh=Fpf&FdG&ZgYe2d$SIn*J^j?vtg79>e-QzCj8(U%0&gA)FiqRsLI!dS zIDpyJvnZ^eUAH`$|hsetnslzBQDll`% zq0*`r37U0VcUOFrE7T!>^ShUj5ofEfk8vU(I8dJ3e_&s%03D&+xQh~uIC(HJiM&X8 zPk-qtCJ!#qR|Z-2IY4{wu1=pmMXZ8PpN@^TgMEXNc+HWaem9t3%&ih>!4*Aa!bs&G z+OX!S`OJ1Bv=!$2z2-Jp0V>sNAx6aE>PNh%a2J!-n!51MzcH+eL>nW15xpcfL!80c zY{jRCza&n$JhoahoIVIm<)U2fSh2x+Z}r$yPX*Db^}qAZdk9gZ)$`APC60fz6WoO8 zj~+c%J#^@y>Z4Dtz%;G}!*z4r7#+=}$;0~&R!8=i&4=1DYYKPl*zxF$pMH7;dhvow zmS;KDLs85-NJiPD=SDn*sqiXTNn0 zE=z+fjDpn_2M>>_9Ecl1U6Ek+lJ?gQxgRFCm$o0jezV#EGoE2(!ZwqMc==tJzLBqo zWCXq1F8(8q?KK2U#wl$~UAZ{T`Y%w%D3`n4nz_YYJna2}!CGss`Hi|;7nOTwNG;2H z*xn1Sj6iGV9p7M2h1WPdq7x<_tZU-K^pOW?6;tio{UfCwi$lDlfOzPE*k5vWj|N^e zl2({+u9vFo=u{kwt0~M+Xf#qszmSLcO{u~uPD*Gb^WLRsags~JEys7lZ{^aA&+r%w zS`n9CtXFSzu4vs}=cT+h^R1be!dC!FXvJvs=^AwDO?oIqP(0)NE>vQXL06pn6K;RL z$Dj;cwumI;rGbzIv`=6_@3YNiCT(7~``U~@&|?|*UUT1WH9uE6QQ-#kQ>V|y#N7@| ziJpJ{g%Bn+GqQ~o0;MCBpOLBA>e*+%%1RLThamu~#7r}j^VXZ^<49m>?+`QkFMjvC zF+;z5_f954iW#eU$g?yBlNXxaS#x=k$2ZG_y@O94Azk;}NI_GP@SgY+6JikIb`;2O zeDhmTZ})W$an$DFLq}t*khh&d;gKhXtDo}6Jato^{@ioVH`Yms!O>HC){4bk#&+$k z&L9uS``>;4B4%+z2;V1Sh3-0S`6ZMm@vo3>af8gp(F9!_T)9hMX~9g&C~~Vx*-hE+2P1-ph%k&pr1nWeru^vABr+J(R1waO~JopWjWM|U`z=g`7dCKhO6@+;bG4Nzal;<)6jNpEC zi8HDXvw_8n2N*|oS{a4!GEl=>;l$Ay7EGy5W4Li0e0}QlGoFL7D}1^u87m>g?;qg!Yi3->F}Vwc zM#hCuV0pH=141093A_pm<{K*~Fk#<~r}G{N-yJkU5hQGg^l`~=Ak?@jNd>0@N|bQo zY6Q6Uvjm?mJbcx%Dsz%Q)85D2(U@uO-)4S`fj9^0RE`$j?CfW`i z+zZciugVN&KVt}+$5>@}j0we?u^+m?O=!ChhvScEz!t8z(G>Eprng){;8rS@s9Ut{rTvmZx0-l~4t-k%j z^VJ?Yl8pJU|L^}RnCZi(PE`+|JkCjS93M%ilA(Wa>4WO*=`+>$zxyJDR%RGn`t;6} zuVC{$K7JDdp00lMqkmO>^BZ5UZm=Zki7Wr`-~Jnl(?iv<Ud7W*$`b|FBMKp|N> zVP_d!5_L1Fvt_sFw03+44m+(K%oVM@;)GR#z&ywzILwTi%D$ic#7PSIzB}`xOTTu7 z#&-fjc??{_1Z04^R1!>YmysLVl(88EoumY1zRCr=p9T*bcgv)P#(uYoF zJw+YtADWH&;)QI+k(N}BgHhJsnp6m<3Qw#cp+L`SlSjG}$Btv`|6B+-4g`17EeXKu zETx^-v?l>>>)zx*_qtu=u}WU+&S--pHr1h3-`2|p7kZo7X*pnH_>ks;g7^?jHwT9& z@8R&5?p2O@a*jK_xQH$U>nzBq>y6ujBNDZ~)_iGd)KwFa|2n}h*d}t1h#kW0bp}2b zya>KA&3-&57{Bwvw}O{B!*1B=(`63>oC!XskcIFGpK{XV6enVxJa#OER(Y5gijTri z-Dg|OwiQ%MMGHSxd}Ew~U-~V}k#7Yy89aOD5s`I|ZLuoeKYyTdlY1K%X2B5(N!d`3 zOod!x{hFH9s|*OXgG9Rr?)dChGfnDLGIb?C6bU+`?_R`tn2WaM=L*H!Mp>R9pud)j z++V4}S*%sar(_U$E&CHR+bwWe%=*K)DqJM=I)rVD{ znJMZ*9@8j6_8T1%1%DaaRhWPwCmQE57b+9x9-M$;$QZqdnWAHKyAyY1R3<*}W*hQ= zF!LJ(zUcM}ec;MEEIqnfGs}|v>#yD9)82jOU5+PwqI&*Y z&vTL$2P)8+T=qQs$XR}mqP<^>&4fD;avy&j&7FZnYE$zL0++Ib0t4jMpZ;1}aJ6Uw z#qJu%A!~}~z9ns>6~L!BhH)OD)VpFXzW;6zym1u5?HuE*OzdIC{`Be7tbj4I1Pn%6 zgt^4hcB{1e_obk&P?R*_hC*ja95C|^0Tn|xD5_Y97ni|hIx3Lj#&?ws)2g(1@{pTD zjVr#j=`Hx?NKs}p{WgtE)m1p-doqs-vq!leVDqDCwbdSgCO*Lw(~YMdJ!%@2s&_fT z$M|k)Jagtub@;%65DaXIH{N(N6jt}CZNnU3ihP`9RnaZ0ev(XI(3y4c-3_ni?FM4Y z_Lz80K;4jOy-sOcPn|Sjo0^-1{(v7^bpRZWO|GnTA&|`W71I;*7?f7YJCt#|Gj&#p zjuU~JIOaw&(O#KEk7b*E3KGvCZBTy`@6zYAU*`U(D!t4Q&b#oBn!mAyKVA zzT=kT2BSwzjD*lO53k@`%Y-mjh1Yp1W0+)vr?QvNi6U3eS=C|hgLQM_5G z5c(XG;MwM@=x>}sCTiqu@^zh9x14zAgP`7Abok!duD1eiFZKXJOsr;vC{P4wdr5aX zD1v;pd4D;Lrnzu%Bt{j!b@K3e+Ccm(JGt^9-W>~+vPG%*cASWdP}%1Y?XJL#ED{kS zr;b0-FFO4EG{Yv>r7eQ4fL5g@k`m8$R{0%vGpyx!*pGgMSuYh8{>Qt1nz6YjTxVU} zUph)A9zE^dMg>&TT3`J0$0v?&;tWvl0j@>?5upr*L`#|Squ^V-5245q5oKqZNlX+I zhhoc{*=y47N|DOXAeK8tfh)?4?V$3ffwxW!n9nX&l_s$QvOhV_ zyM<$P6h(=!;!IPVicctwferc`PtEsTt-_d)3It_A2TX8M;UT`4QfDsr*K-pUp!Fk4 zw&Sn2p+<1mfA`ziBk`3lJrf(#Jo4~UgjP-5 zJdV>n91@L;+La?u7P-Qzi$dy$T*|1>_b%tND`39*>MPX?-+F;%P7hKz6h}NdQ?A{r zn+6{_bCwfweulF0QJgjJVFzwbJbUJ=aVm&Xmt?-u2WndMH{oW0jv=@=)E9AZQ0 zXP;dSlPga|iKP6o%(1Z@v5C%^eK$I)2!4hVa2@5#4s+u8iBQ5~=7ioaQ*c?9h|3GT zAHQU5)TOMLRn_&IH>%(N;rGEXUU=b!z}F!4bS6?WG28PXCKxJ-uG|!6j~Wk7R2cO4 z@-**bP`OZ{%yv*odW!vJ=gysL4c7X}h+G{?bGUsdGcq$-i*zXsY96wEV0-wfqotkHM7QrOPzY69$z%6}4L^ zKHl%(%9MR#6#9@}q)qE)-;oiYK7FbvdDaCy#2~@bSvXDpG{1E4a0Mx5tXSB*(Q_OA0zgT3H`xW>%z_^~E<<7qThi zN>esn5;R4{Pl2pwN4?9Y=3Y`-`CeRaaLsVa)c}H)OoD};~; zL%w_Acu|IgMJY|-TogtupJtzv%@Sd%*O4>|J(om7csN0J*LZ@68lg8 z`Jbzcn5NkQB=(cch)Z{(-#QWnv{^JmMV>bQ$3!KLCPMpB< z=p&Di<^X~%M-;PKw4dAUCHNhjB;xG5g0d%#ID5aFl_HN~bmgGk30E*3drgN60Xnqv zzBnysTc3N0hGX^OAOg1a&?)%)?nycd`EEG1UOP~VjvT=b7WlTY!OlTLM&~mWA=)rD zi`y`@vjds-UUXgIA|ToxTsadYjzj4{5ppBr-~HYH3r_Y|&wumz>KJXH0{ajqi>{*i zlQF)IlJGM3A-wqFi=jApHQn@rwWtSaJq1VQSw&I%YwMvB9Rf|%*Zw7b zi!xN|-$W=&cuD*$J)7b$g)Vsp;udbtr>rLgrzU1)@~Q9rCjd7TT`8v z!)lB`gQc&C?qDhpy-Ss&tY{A(fK!GNg)+YtXatge!&A88Q?K>7i0q%0sa(5=^89OI zJd1F)cD)NsCLtaFdqGtkh!f?lgsFR#62|2*grjhj<^HwU)9G1%H`PyAn*6(GF~S62 ztP;Q*gkffSGL#mDWR(|ro8!M&c3)vkcPmihXP638v?pT_%p}GwR~h7Oj$w1~v_4Fj z97E$DNH)IdMsf9qp$s z(-gfU1IzHFPV?x~G!Ca6q5|far3FNoSb_Hfi}R$k3lg|1K|wbiMMowvY0-pRBR3^5 z)ynvxG?14T3YM=6Stw+rI9*5sEkC# zBi)dPY9Q;WaQM&FnNW6kpN77}5m!aZ1F}m0E8bQ~1*DJkgB*&4Jr)&W0ssI&07*na zR0VP%7o8$Qk|1c-_zMVGu^WVskh|tN@sxc`gF|Iso4B`r1FW!Gm*_7jR5r0~1nR3v zWDI2r>oGkui9DxSqOb~!loAjBMjFedBZXWTMjRZ9Fu>`p_9uI<7nQrvq%3G(wya1K zIoyAL?wSHr$izkmZ8W|OC-yxJ%jLkCIkj3CB?RNLE=>x03z@e+MS29R7uU8>r=!J! za3R3x1U4o=mj_i=KKS6nFcHhyay$MN{O$4*fqP@T1k4j{6#PDmS@K~7-jCy`K~J?& zaNMz-8|rZ?I}*3T>t&8vJahU?HGWHC(Ggah6uP}tS;4gQoI+*7 z(++RYYEoZYJ)JERNfNEzb_{1TqJ!a~f4KVHy&Quhg`pYW;~~QluM8x0d*NwbVj1%A{W%W$u;4lC3FJpB~Q7!WCeu`zHGaFI;fjlC5*C#uP1!8hdj(W> zBVT8Zfa?IXBdZZ!8L-N-jPC~U$rMkWIu)}~S5dmPn|Ec$6OW`n+uWHt6*c`-+AeYn zwnKnsb*=#EgvHe#VLQojskWhhU;XM=Bfm$^o@Gj5Um1yAvlcSQX)-vNiEMG+DOficJeXIMLG~|h?<(u{`4H$5Up=J|FLRO;BOzIzxd(8okeIYr(C6jdP;$f_-L@oF zTXw9tM9A_#1DuW*D=qYdk!`MaqR^0Zp3BQ4SMqlC#&?yL5oH22BE>t@{)lTD+alUX zf+qd~t3H0q{&uh>BUYI>jkO#lVt(dms&tW>4-zjH*y}D7?WTO_1cq(x1gr9q@{Os? zryJkQ-0$V*QcK-ID6TD8Ja7yk+K;tN0-Xe~J8Z98dcBMi8{53PJ?!e1@ zn_SE~*~%0$?+@W|aAX@tJnoKr2^0pkeWWjh_OE%9B;&q^I0XZOn8Gf3(zEl)XJYbZ z^-uruQ}ThB5oTQq{@u&3MqC+#D=^Ly{QB3wtN!bM{fAH%;@|~@)Bp3Y{~v@(?kS+& zpIyCP{o_CVBs!XR7uZRk{o2<;_;%Jo;a4Tm*@@`9HKhuh&Zq1tsuoCdaBz05)Wg}B zm5%ziO66(LuGWE`&i7*C}~GegrGUpn!UHrv%fMkOTfEP(N((&Va+3X`*K=AR~d;$G!v zj6*Y=?U`T&OB&xc#+?QyPDVL0?|mM80Zc0IDqrTKBBL@SZRv!~dWGV|yD&N+xZg*U zN>7CII9b!VQlxpn08F1DBIwq8K6aqUIV%`-p$qmo6H7f?LQs^{_9w{l9weML5Wg_5 zMUsRD9e9fnnuDCQY=6=D?o?Izx*OP$KKRw;r{HCunSv(cSXO9w7(sf0zB2)z?1atl zP+&U1jhsUg?+D;?pr5@aXaKuFM86`T@QE9Ka#U*%Fe?%$c*rx-8BayV+2)-1$gtI) zLREP8>hbDO%N4$*qDz2YZSXA5%gCJx>KKj*4MDTcOxq6YaES-`Zr~l{gm6l}j<1~p zs9DD9j>=9$*)?e{FS(A_5WNZfR@#KEvpQpgxIWB8}60Y z;_cHPkQq zPZNPlW8U=L;mjheZrUii1zqc<#y^pxNYK>Go#ka61;nSRmg6?^!FO1#i(I`VT{*$N z+Z!*70`9p#cSQkO!8d4l6&;n2k%~=c+BQO15}gfJW(x|gY=EV<;w@Wbov3WthA)fn z07h9hD*3rzL1FRu!>6iqk3Sg#r1r(G%&6?BM0t{$vj*EdNdx6Wfz(08v*7jDF4N_E zwPZJhyJ_9!RO8CzC7QhmpAH?K_Ti1bo?tUYoY%SIfZ~Jkd+s_fp^#nq^eXwV+VuMC zu{!kV<4=Tnn()j3b1dbPpNuD+xT@!8VgL!;LG4Cy@bFZSPUmv0^=ax9nOA!n^9o_Z zdVwR;Iq~DHzx8kI*XG@#<5f~;bsaw9@)Z|T8sabmvu<;-pcF}Xl*ENZiF6b8G@BByUDzY!k-@X=a(rcB{QRLYJZz$$sg3 zt+yz+Yi?_$ULIZmU+%|OQI4~QZNXiNjsB(V*5I0pAfv_r%WNoDFL+8*@%AbCv|;k7 z`aeukkG6iqXK^Hmj+o#1#J^pbYlsqVFqnDRapH*dO8%}Y)dpq&lh#>&#(ea!ST zNDmCKSsVq(V-7tB-h92p$|*u^M`ON^cZKyE+SV=vcmVYC07m z^RZ8<2nnYvO0N32U&o%23R&O=Kj9Kb;=?*-`>Je(BQS7CdHfIjnUQ!>X_Nj{vSg3e zV?@|^w{GU;z~XnOD@tjn@7DKS#{g|M5N%spgsCCg%SLyV*j6nx6Ps5PSz+ zQj7)pD@Ex$O<$!GFd)ye3gpBLeHFg}b{scxu2q3F!;X6B6@(rMQ@}A2_zA(SBSFNg zvmwaP?B6~kzdFuZ57Ro)U|H*R^GGU95OvSNIyI%BY`mM&^{v!dx`JnVnkVQ(8lib& zA`WK3O0p9|D>XuSruP|QC-H!NQgwH0l zio1}N35;+&mMM=lewXPsMC`V)YJi6#O#DzAR zln2r`tY(S zx*t66iUK48{jU%g0v1f&&2gVz{O5@N|g~N zm?>A#USJ@;!OZ;>0-&Ib5NB?>C_bSaVS1&aq{1^i>ZUtRm5beHz(d|)=-D?{UFL+Z zYaC~+vQZd5d51Psa3g|S0~Sbgl8!3zC;pZ+yyjrsPMqSS9BV{=CKHooiSP1<7*GILh?lm88AZjT9a;FT%Lr{hi-70%NVF-dEBq^` z5ecxX8VFXChZ46`Ncd4&2n?rtw=P#1$8vcnUjY@{y*(G_HnCC87zB zmX)(Tvz+W=p2A`NDoi>}-4?uCfN$XoM*%8J;v(QDore`<9rVk%P6kLfnXk%FD2m`I z=!CS=k?~b>%-551bTM&ZSvB3&rCVqN6-AQxqp4Nhvz9!=N6h%!a(4p*(nk@xi;xkD zEPf$|)7C+6w0o>fD2?J*oGI_1a|#ld)UfOc3?E$jFchDlVd%e~mC(7)k=*pe4LknG zt>aHtrQO?V>CaPsV84hbUMhhRz~6QkJhm`S(zfHJj3MoDSA8dsa-~5NU|mwS+GBZm z{t~* zAhpwZ+E%Pc0E;Fbaned4ha#-2|438Jkwl8ag_^qW;=+14fR*q3>t~*tl79JAQCQ(f zFzgBmZFL9}vF&UejFZ2J*bqCCXD3~e*G78)Kuu;XSZq&Cw=N+hIlJvbBMrfYVc-jV zxTi|mONGJ1CR~Y`=1>F`6x+b1UkC1CgnbnQ+g_!?mBfPQf_tmuOu2Y2?SQaY8~6j$|qVZ@ZKY$1yb!G%C&ww0vnHlo?>K4C_!}DvV0u!Fb|c zm`eXD_XkMtVb(?|MaU=xM%nmTX93ubvgRtMW=7UYGe8mqEyv`5unJLKmUOBBJ&V6j z%Qi3J5Wn5%piFhF91z5L5j3Nir9ZaemfLU)h}J=9LmHC@v!++mP(KH2j0ero5$e5} zrR}8?n)wd9TIg;o$Rfu$Idd){T5Xovf$3Z4frm4Wpe?xf2Y&5FBIhFB%RUumRC99 z#~Xjdu{1iA{(?}e_66tzRP?mhVPZNHWI!) z2_GF9-y@#|iyHupO%m7wGxZqIj_VAIK2;+%ikQVC+M%ZuT{2p#LuZ6C z5(#*RYwyo(K}bW8hX*Dshbz98dzDmV-6UEW*loPagBeN&OMl~JW!s`wsOsh@JgcD! zrp!1?x$p+BS?u=!1_4%fEKlEyJWRj!v^)Bu2Z4=Z5fkmZER*}|gTwL06VblB2TF|astZGy87LJ@*nP1X*! zZ?K2z6J{(lC3N6bsgPN_dQtQ6WzgCsTHV5dw;p_r)avlWiSl@^R$Gf`a?)An;J*~F zDaZEVWhrL72@8zb+N)ft@TpWOs928>HV6yFT}6d|%_Xcvhq)Rza8keXSi|)=pqX0$ zv=Uhbe=Ge>ut{XLM&0l8U{LK%?u9;<+R^s+nD}GI9^!zEW3iI$?dsB)hQv+uw6U0I zr-3E7Amv6nNM6tc!$!f{4pCD%oqon&4X)1k58}5t*eLubesauiYL9MZ>E9IAlt-4c z_59*spounCtNp!3H^P5AFm>R7b_AG2NeKCNZMOq8fHZYCT*)%v}n>CpwFbu$hzbobQUXpB~JU_6?xZz zmfhq+&FK=TV$&Q{6d=or6-}NhJ=Uc&! zE&r0oF545aJb3HtE@Gg}rr*T^w~E@rzypQ>d8tPAo5lM-FFKLs*tNciE`-UJqzNEO zI>=`mh0xo|2chb=()EDHmJr=TntLv47d+i*+^vNN#rqKVfiL!JA-$^vs2IeJ*@PR% zdns0H=$3Fpg_hT;{#x!yq)v|-(suf;y;_f^G{!GFN-NsZOP4YfOqD`$NxcfGQ8c#= zE;36WVNK;l$i4li)fVkwQkQPnXpi=}-f0Sj{`I;CqF-Ct;K3{FtpIOd5+&l^!7r3- zzwbfX>IPFc|Mj->=ZSa6Y4-B~_XSG3)ec{v#@?#x9mBx=-j6m{0kT;bI8(?_q`3=X z&8oz3zc=WrmD|9;u6XJiuz`iInUz3b#uGxaC;Vv^R`zzeiQm0fZrtyxXDH*f)kB5K zgF19AIWO`KulQ5U%$B}eZ_b#vK9*iIzw2X_rqj8fHshJ1xi-zSKqtUEoOX`w6cJbLTTC%t?dx4p2wZ_PZ}O&=n8k zy0@&GZF*uJkw_-@ZevW!)H>O5A7ad(660zA>~J=98a=-Ng-Dz~3M7>eH=$GbEeL~_SV+A3fR16vr_!oVHHz=Ocb)?5Kn@biL2pB`iD%(Bk! za?(`U6ni_E?k2-%R^iNIDng2cmL(kJ)_Lxo;l3Q-!;w+b%$^P85xnmI&_pTYv}VT% zPe1d?IPHE}$MiE!;=sIp&u{a%Tdo~e--Xj7kcBhDgwHnf?wP!_GX;6$Wt~=oIommo za3(+V^e!4**4sFinH%t%@=KT!R^if_pLu5YsE9$Pp)8ry>vyd!9iqo`vRyzUp>%GwP7x!IYx;5VhNMUTQpDe{uRFk6atEB9XI zxApV5+T~6pHL*K*z$~ZDac@l@;?}9AWMqV&J*JWc_-tV>j45 z0Ws-#)jHQjuF@?Ui`Y0w8?%2PJbT6I15xR=N;rN?(nIt;dAxnut098-^KRd#L&SF| z*llSy`qeVMi%3{>!Xiw<Wsd{HUww{}Vf%}>7(bBIE^`lf8Pvp0Uku*uxo`e^QPKuD{+oNM7{r540xW7y z8z=}nu8aRd%F>m}Pdif9qV0ko+f}^94ell<&tBaEeKZs_2hN(lV$*$QRKqIJf%AYh z1J{09-w+H25PHbV3y@W2@2mqE@xKU0(oDbrZFx79mnY|)V}>Oy*(RUgnO|ui+h1HN zgvt+m4%HJG%gU*XZKr@`;SC=f0ck_F52RNwczsY1kbSk#ccDqiTV9iNo?+HG!|rtb zh0C#~jEOm(mhoLa6caKiL^4O=%dvA+xQHij(J8mY*v9>A^4{=cTyf%T!<^;mYJOpz z1OSNRZbkhQ?wnXQddLpeDdZvLxz0&1WA*NW-vEQkqb?^~a&oKp9Jf;3s~EW7`96KK zy9r!$SUN}ww(X6OOe_8DV4Z#$w$`&75@QB|&KrskecX=iC1{ot9Xgo{PrGjS^1bl1 z%;<#DLwp%p)Qg$$*rF~Fbs6qU3PDkYu4XF6HUBKbPTu~#RvkZYc$Q~A!lJYMWNd!x zFV0eNP{1+VU#3ar&-g1`%||=^z4%V_^l^xQOw7AK6xwW$VpdiL2FpqObmo!Y77+{* zScOGA`|VR)_mPL+sn}(@UY_0Psh2#w+_rzQ)VIt^meet*0H6QFig+!Iej`fl1;Ta2 z4Vng0268Vg^XbpkjvUzYUH_tRwACZ&q0OtYRN{rwL!kH&cemqI)(X!-`6N#-M-E!X z=1Ta22-WTFpSgn7V?okq=^sUbDoTOM>&6WJE5QM7{-+am73aRiGNGU#1Sj%NUg{2_ zfv>E9nP@GnxfrrjYUoGR2ao5v!W@UacX8Y>6 z?8GBH*j3)>hbRXdQAf+rwdbXmpa%>F;vo#WLCTFZ_*vJ4(aXHOe7!xNNN_uUD0?BS z0_0^*7y^*vq^GWKxh)LbV;Jaa0vDYldQyQ{p;Q6KSyKsHLBftTSev^TE|b_OXIXYg zf9CCqfistu;kS&+IGT2~D+2B18?H2^z~qe1EG9t;1m+X<3&95lhj5?(rhqa$JX+1n z&BW5U^_;FvN7~DXeCvWjXlpO@4!pOwMV4*3larHC59=d*;zfKVOo=<6wp(HNMcC8N zU&|F<+WO2FXZ7X$rnk+_dwhI6%nwasxrS+uXqyxPGgGg83Zu?C89!mQUgl+b-_w6( z4tK{#IIW)pg-#{f0Zakb`fuO119(e6P%+PV5&0haQzi{;Kj24!&Gw1@K)Z?a(QVse z^#+0{17nV!(#RThu?=0(nEn6RyYFbvj_OYI)%V`cxz)<4TR9?uBqR}pFv(zSz&6-} z%{a`=nz21=#-26yFkZ9P@I2%3v)>SM91g^$Yql8-)iS%pNK@ji2AY@rR$z0uZ`M}E=J$5vv8LRZZwo9VF_ z3=P$-m0^&?pk(uyY)PX&F!j>NBR;XKdBZcD0SMiu?W!w3W|~`Kccp$N&Z+q}1YR0} z)cL)(-P`ueFLk|VVHv(J+GSk<4V^+teaG8|e2NM4@Zx#Yn; z1)Fero+$4+^AUy*7DwWqyj#7X*lcGCs$;X?kw@gkXK+k_Q+eS*+2zqKuV(|kngIs) zqQiU5JMOu)4PU9ege7Ja9A4dZDjPOzD6?X43af4>lVz!F_aJ^j2{vuq5P5`wHC7)z zLlH*9aSfI^bLP~1(an5cKqNfy55vq8@0`1|%8`mQ%aUc7N1lOM*Uk^@LXjm>X30VHQN648Pn_FSefea z#xdJTF02+9l;;3^Y#6`weS1C(u6q+BRkorIhhs2LZtVR|6t_<^@tbyF5Mt25IGYx< zFs_~P!zTl7+SKV)+{ku!b#7v++xym4%b)kQqM3$vFe&ya}&{jF~70AgDwdRO&xL>dOM!A1KZwA>P(*o zM?Tv-J}>m$K2CdU2Xv z^Gu(;Sl=cOw3LxdDX;jPceG5Jz1U=J#+^teE1?PhY^f7l(scV@`Db5CkJK{8gcO~L zPx0OHBQA&c$#7YA`L18TzD|UhAT|ETyvFA7S3-VOy7v-lLl#&zq< zsx_<1!o`cLV(`IxDzPV?c%sakH?Iow^iYN{No7|FPn7v2`>6|8;z5CZ=R4miOP4M! zXPtFcRcQPuLdvI$-PgbV^>W!|mz5)rJaX5#3e4)VdCRxPd^>Te}6gWoU_ZzU;gqkLnjjDVlqtRdXy## z**U+RO+P-K0k4%$m@{a8bmR5qiN~KPuX*)r%KZ8B%Ce9lMu0liIX(T%)6s7F%YucA zq9hFa9`@+Kq7G8(^R_>=>kNFJ3QUeV`sgwc&-aYU*lS<&nrb9&i~SN$k#<@bWd`Tk z1ev2#81JW@c51o!;!DbcdGpKgmKbQnKgPtax}j*tK6<|C=9|jH4?R?V@~3{PmU&m{ zjK_L>`reSDC$HLuHhuTK_m<~F_go%wSbqa5>V|Rs!yo;y+!tXc5{^FR=yLYi=Tuo5 zPjhG9@in%-8pcm=o8NG>;hS#0x#IfjSHHT~Rzp9Kv58!-zN6Vs6xjS40=t0#9mJ7? zl{ogO&``-7eVDtOzXFpq(hf(C20!d>bXL!)zF%O%Z?N8{a73`sO$5^ZLlgtS#E|H?x~Ocvm(v zx_A@^?=F1f32(`7_Z{zMOr+xv^L$SFFj~E8Rpmn*csw10Pma>5+tuP3&kPOx$m^z? zZYobb^;A{nXmaushA;P3L6@Hovkm;swi~dG2CX&07ra&l&DHDHmM?$xE7h2KbqsPD z#=SE4X48^Z)@9~}AIec1`lo;Tr&>?=R3`q}At<*x^o|C4_~MV(4tdpr?ZO{} zyos(LT(KP0DF^+L*xvP#4}G|N=Ud+{8`p0rE5jK2_Eq03gMqK`P2p#2Q;aTyV#N2& zSv;+SS9AcuVDALEpzGO*Ty=Fao;PYw5q~gncj3p$bDkODt5&b7aUBp)+ghYqw{}hB zw=u%eiTVsb^(Ri22Yp5vqeMM^`V;?LKKxgIRc?p@H=}m>bIZy{KK$2le=dHIbxZl| zr#@Y-`r0?j`oOv0>P@7t?I19Z5&L#@m21QLb(Q{5l;z_e{b-pHtAvAr!SonhuUfG( zzTt_wf=TeUUL8ld@N6|LhUPW>x@b$`QOmz2c(3bD5&pSPf2v&jz3-P5!Q&J>0k99l9vWC@*!QzE%fDlbodk?-ix zVe;n05vG5U-mV6HkUsQdANyE&?%8K+zw`X_&leZI<*(n#z9^sFvrj@B9hd%9IluL- zZ)+v8Z*_FwAjRTvw@ZvrB>E_|NxrV^*BCx|fYZ?|oCCuOd z{`bq1Pd-_G^EZF94tzDzY{XYxbyXEUjoB=|S@G}2%EaSit0ol58{Y7SI=ez4EM2;^ zHgd}4=YRg^YvVRcVr7Pt{+x5pDfi!hf1N$S1703}_~ELQyrUui`Sa)3nUAl0bJi2tM5sGrE%?b z*T(k-16z5JuL1t;F>s-;w@_sK2BlyF}>I|ia7m8keiG#;ePd&A+9^D)>#0(?~#w?if{4iF0_~GI5%P%i? z-gQ?oTX#>C^Wj(pRPGaF^$lG-GR%Gu3jXoOAFpZ7KKtxiU$@?RYpn;fO>i(9^xf}% zx8`kj3Knp*vZ#}w1o4aSXkZ+xgz{Yz zM$Fg0_O2VHB#{Pkj0lRW8&E|JS|lbybek zxpIB!OJ6D{oNz+S_@5od^|#8i(fNuyFTT;ZBI0Tj+H>Obwzs{lV*bUiel=EWo~d=K zUeNmXx4&K6f{x?jSlv7~QbJ4Sk#@4S{TR!^tAC0y#P}}M3 zXuofM%UdcAWMf$vrHd9WET@HBpsRC-o%Vd?l~QDln^{eae{ zFzDvYo)c|8R&&GDP+qHL|KeZ#i)t``>eHVt9}9!>q~IGLFjueS@XBZxD?^{kpT0o% z$AA3C%cGAxT5h=UhA@nV%95o^D$XmTd|!`=8!}A>wX+Se%B?R0K1{p6e9{N^ghb~;#1 z(3jE`+AaMkp20EQYP^7k_HGuW~i!jchKM{G*RPT4shmVNMu>(Ea* z8UnkEfXUAnbsDI_sV#3BKVhQ`42lRYf!6p9<}_*@_BY~gux&sjK7T@Qmc6V@GRdEUbLDJHR-%=% z>tpaH9V3F$N#z3{1{?*a?mqXq&sD7CsbkVPN=` z?=M8XiGx18D0V#PoZ!eHy*)63t@;#(*4M(YP$v1o1J4wjwxUz}hky8oiZcUBUNBbX zz3Jo+Gk1Aud+Jpg{`PPGwkmx}nbR4r4TX(w?O0ti0evWrhLpq;A^gAwJnT;M+k-r9l*1GB`ix-Z(o7r*$0+7Xk3t3rPmJmCk{+Vqhj zYxLC*Vv8m$l|{IE!K=It_~{XCP+h1$dhOVFmk&JYG<<32+MN^fv|)n-m}FjPyR?N* zed<#+PdKZCM?&8i9GC#Yhx(D0{G*kwzdu%KLXOGl5m6tu$-od+g#6)2dp4ke0|w(wU$5#3$+)gD#-|v|+N! z2+%+B)28)BVQ6yy!nTF|dT|w~cRZ3^`?HFxv4Fmj zZqq;Mw~VjwWXz=8(q|u0fo*>p0(*eK4p)FQRs$3ru*Pe!q~RH05I%~GGNLdvP7RZA z6MTMz$E*k;r_5|oG3X)a6c7a_uEB!=7K4cp$(J&t6b)7=Ftokn1C0&wj4v}0gr0zy z9U$NYo?%2tuZ#h`_yk-&_(y}`LhuYG@cy3nyrUcsicHk2{PDH2R|OO>imTN(I5R$RpL4p ze8NzjdOte`yR)Jlh^w9GV3fgNSH0kgLZe6@iNPSn7!_GpIPhfM;aX?N<@UB{yx>n9FfxUkiPKr3 zqqBsEHl;n;k_lhW2I1l}I>?lIlphRq1lp923VsH`@PRX#&=!9Cw|~2~HJz?F+OWG0 z7Cp~8E*&u3$s>bI=W2HGylDR?1byv|W5iq?@pXb|%167g?F~=bFC$kypiP$44Y_6% zxwKC>X`9+1KW*Kh#54If(1#bWl2r4R|3}W`oJ9e8n|utIo)sI#i!9P*?O5!>$e%;#ocn5PCHVUBO-X)eCycKW*CdsxRg5o$QE%H+oQg@rS20bnbiK``#*p+J*T1 z-v9phS2_k2CSzdwrZ>H*>Nf)wdPoPAU|ZD41M4OA1F&=0zqFwcIYwv%-i4o_G%RT!5{oV zm1DY7pF&Rc6=V@@{$xN}yB8Q8cw)@Zm&O2Op6;V#$OCyLFLd4;Lyk;*8mI764t$<| z`f2q}hj7Lu^5Dp`cXunr(vU0pnpjj;;|OJ?AK+o)LSLb8)KBBjY6`w!_2CbHxau!E zXXu5${L8 zlwA&1grxwcF(+KQpZmF=tAjHN&3;(3H3ZduTzCAtM~L zPjSjy89DxDr_f-?7*tX~Fr-|R4L;~QPS~J_@JmNA8tDAa@BB_x!Uj0&BCas;iDn!^}nuzFb1FU!vSx~ zE8kj=wOl={lo^j1uH!=gmw)+}YyLVNH0F$TE|jp&0Y=&kK48KL^Uhzme3emr*WPyW zgjwe68ES?9tiVHn_B8R4%krDG)cK15m6Gucrm{NdHjH{GWWt2{SbeC|v@gp||8U{1k z7T#d5&RrjgZzpOUMg5aC-zx=Zm4@;tZ^}yMEuM0~0N-?%vdLfDF$-~KcN zCIJDuMcd{aB%^KnHivFtY%px-6a#36zp;fhwz+E43;}5v>)Na1@3Wnwso#BdOsKp& zCNjyEc27q1vo3wr`t`l)*Ojj}>=pB8L{NX2zJf|)q|MGL`ACwhudErBu@osCMI)k71{O~WX zzEIjFVU(U5x{v|KNMY2`ryTt&E*i?FAHp9$V?z1kae36WHlPf@@C(0C^(2FmQS>Xn z@+-BUrTf1fD{<;p9O*na*AUoK1a@cuX=EC_ff(!CY~)9x^EFebK@$MmD<})I^_(;m zgw9lBCxHA60Miiwjh8TL_!JyLH}H@jfxU8UE0$Sy;RKk_Tping3__NK;1NoLECUxS zPgax+Y7ClODfH44LVH#jPQDYMV9mPY5r34DG?a@x4RFooRu|z0B$mR>T*yy+#)AAP zXR{UZqrjAb!=JKp{NzKB(V=80Q?n=hZo28lI%~{8F}qFKQ#i12m!E->*&8#^6cyf+ zPQ^Ir^E1Gq1NUaN!R>43EzGp1&Ey=&X}*KVvV zp(U<%Ws8}*t!*Yc#_2(i;jOLvM&|U;IdH|JI?(lHXYE@VD=v7{-ppKzXIqB0gI@y* z9k5kScSej3*R1L>aarv$xI$AIluP;0ba!bF$_;m?wrRJ@Wa5Ax!n+F=9Quq*+gh{@ za$w-4?V_dp?q~}$AkrqZb%Pu2-vk2Q=oK^PWXv`gg9B|zdIPL8W6)y&0wa@0|M5Tm z$2x=T+ekF&DtcQzkX^b@{g8bVPjs(5v={s|*ASR&1js#^c`#)9*M9BSYP%z!biDRy zV#&al9O@JGfzv{+46dz6n6%M9zw2G^s`|lrAZ5)&fpD_Y>yrlRgp~X~5@Qx^{;s?3 zj`7NsRbSD8r3bvD$4?w|P39TX^@UC`4tPW8PyDGHV<7zzJxZ_6k92g2ej8r+ zspGvU7pHu9*0<9w>W5x54zkKc$J0wD`QR@O9`Ga#{`9ni9Po%f8u)ImA+V53X-CfKTJ6T9|}r&#FICSgV8#Wv}afvj`CC=@(>^Iu%M7U8~pH3rAp!EN(3AX zlJV<16qv~iFD}o@sf_3w$a{vFjzZh8O^))F)^;YH4Qv@@I+=xmvGyRnyLbkfc(e46 zA9d~04!le64u9>#m9G1oe!Fu|+S&&Uwae^m@u6dW-MXXSYvYUSv-~q2zE25!mPT7XKFVbq8Xin4 zBp=F!A2jff9>?%;6z<$Pvuj@Xafwg9+{uI$Qanj#;DnaCQhs^~O?9Xp3a3-ZnsSRH zoD3;5c?#j#il6=di^57CzxzSK( z=)=_|T)V;(%wR2FxC%=p*Z3FErPs%Y&(bvw< zZG#J~vAM}YKzq}k-L+k^LI$)~eV2BqPbJ@Eh0N2t+N`!o_UTA^R9Z5S`XJ>eWtIL~ z5;95;&=2GaO=;<0H04WnUJ(;RCJ@Lvy(KOF$glk5g%&+(0yS4SY#*h|=wRiNPwHT0 zL?7Sy^o*`N$hR`0DP8v8^osGpl`-*4cFCW~7k687$vp#-j-wO!$s1jAZ@XFQ8Q7t# z+;otGitu+r+KBYZoDROO<{ARKiopL9E>7`{ z9&ZOukV^w|*BD*CKOsySI)UfsuF;EYkcTM0Oh@1e14n2ybV@F1XyoDwqa39r;QY|# zSKq^*Q6?X8Txdv-zCn*P{G|~l-PEbl_l|JP!2$t9hj7Y6IZ~-ehYp(JIOZh=sp^=I3J4{75jIWgaQ;#TCSTfTIuI5KeQ<(yur+cw_Jr0C-cg? zFit*6(|gXusSmD)O>d8~a$5RVPW&rlmJg2{dWli>i!|!H<{LcuJ}b+Hp1AIuI4NI_2TIlZA;DCN0{_@^z7o$!A~SCes{+T zviRy$Sjvezf0t*MaPR0Uf5vyu_JKB9;z%QZ^&)@eNQ|<5Wm@GBA10i1nV-B|@`hdJ z>s>k*KX>uaPCl~S^6l2CK?xm*PgiZj;U}FdX`_d(cjZcdaX9iIKW!${$tUGRIjoYA z3u!Z*wCE~x^55UDEpO8|c*a-8^X@{YxrV@GBcLs6%PFhcooDi4rP?Zj)pUb+MmuBP zYPo}rvR%G6zA>>POm1r151J{jDHr+&D+pE@9K7S_It=cAIku89w#d%FfPS{u-_dCt z9jfi4$5mO1clr|T)RTC|J9!l+<)#Fd#7P|>t^CA6KXr?5v1g3&p}hPPM>JE2wYL#39JyX{d~&@T|P>lTJf+aoO1Ui|OyrVA zH-EG^X$YD;(D9r?Ek1!7?=qj{Te{?zpLcn>l3&=QK=T*JB`;}(a}=8Igv`EBOi3pg zt+V9f@XK`QdzU_WsK+yp;h1r|Jfb0PDjYm}7dL6}OXZdL!-BuOvOLO^WkeTEOWTYi zapWt!(vP%i$~!vgFL@R}T@E-BBkeQ!mq*f;Hp?Jw z@+h2tz6%qVzp|p+El1`(-Y@;7AMdI(j`1Q)e#wh;^2_|uYB{gIeFv{J;MaipC}j~3ak?{sOjbNz%cZQ534mvE~w^c9!7 zDP>J~%0ZVuG`tH>8IhjcdrzGsT)d2*&-h5aEiB{l=kSsK$%}W-83(Q8L3%Fp(MMTf z7eD>;E)E(s4`qnws#EkM5tce1CiIrLy&s|tjS=DTQu9GidC`I8k|n(rF?EI?yF_ep zUm7bk>PS5P@=rSWbMX^qtDbjtS$}ga^2qT+mRr4c$2(arSa4b9q+LDRpN7CLAP{Zm zMGT;5Xa>8SMwh~x4NgP$oWdv`zjWjMz2~fGeI66e6mAWlKOrStT(_~y%ey$qL*~`x zqbJBczW8%^PnUUTz8NRO2_B~`DU8xn7-l7;mllui!YDa(JiEKH9PY_e73!*JIy1FF zk0DuUMi>Py4-WVFdoE~-ljZMXxi$V+-racUcuyWYr%Qf>@s~%}C0%*pk%LS6XZ*}> ze4FToXWPhpgrVc|Jf6Qyo8i*AvTbzv%;!v#@4I`?@=2d%L))c}lh+Iv$6#D1Q+bFo zsW7dP?FaQEaR^TEGoJY_ygF|sAn$Eq)v?I!b1 zddW|w%W&_Ud*IUbxJozQmu*tG>fzEYA!VUmQH5k@1sWhIQj7 z-|1(f3flNidfjwr%XVO(xB8?EiB-~Q_lCfpBA}gdDFfOdx#h3DX`l3%ce*Uwdg@T` z+0S|=1H$r-cFJMu12hfZ8CTL+iOJm_DXaKNdGce!IjJjcx~J{(OaO3llz8fZ1cf5wCIC&QrKkn#ymQV81qbH|r{jxW% zmJg3{sT+Dtd^ENic)`Ej1rFv({(Gr=f8~pgymO*ReWAfm8sS+csd_wZ(}Da>UuihPrvM7Vvg35odHQF((V|mloP5e*e`%u&Ama#G;r*dj zzLGIm5<$GQA>6r8smQ1YRzGCWTZ`xjT zuQ$3|bvEtp7x}b%x@>+mHC)$h1-6yE$Wk`NVv(}` z+G?v&G(YUauyYUb6sgM*%1jCi)i8b);b63F4!90Y{5aBh?846urPGtZiKS__qgk|Y z9O*|o&r?3Q^!vG#taH7F_x_A_2ok29m&3yD18zHA!-)5Z z!ykB$k}X<}4#lryCH5wGAs(jgh#0f&9#V+Q#L^ZB-F;O%)3UD4uHnpCP7oG%gz(3M z?C=1ojgpr{(|FP#V-DnuErp_nGek8X1b1E*a~>fE+!r6o+`w$)N>c3w3GP2sCcG2= z{ysro!oBY-SuU~kESAwKX>fmRaElX?jMeHb%Ql}U)&vvn>{k4O^tVVma~r7e zT&|rz=%m=8*d_W2ddRcWCjJLYuI7ZAaQ)3l!RrrO$&f@Ek-zmOxQ{??UVt}|z}z%z zuQ@~U>#k+~CNfu%a%`)Ol6tknR&cnf0+bzn#$!-5Mo@Vs(~`aQaSKp9 zuzdP<6|gMcIqKr!mOB8z>XX(Qg9(kDIy)v0IoA$olii0DTHJFgdDl5;OBk(XXPzK3 zknZFX6l~VJ%zJI(og@B@wADi=S={6q-LAvlm15e7OXCC_j;BMd38L;tlwR=h35)|} z8AB$*;F{Al%&4AtPAd3Ya7WLr+w$nKKKxw2=9yyN;FW*CH&ZaY^VKl-ux{RYTF1;e zG315FnloU^D|LlS8uwn+F%ONYbdf~-i+2scd+ihVSfd3P?x7%}_i*OC{At$zKp|y7 z(|fqTwdy*}=n&Zr+q&Uy&xC4TsVeNmv|OtF%4if@Z}dVe50+BZN`zh+b6zdZm%vmv zC(lp!*Wy@SPwcd{#}5NE;8P^N!&(jH)5Y$u7Hz#cm=G|RU4MDqamnRIG0dO($N0OA zQ}+4nW4~gNniFunru9Exe~V-C>@A6(&Mmp^ePgnU7|xcn?mbW4Q1p(8OyRsY4N5y| zZ|dD`aOCv~RJUaePCaRudGD8SqmJ)bA*Qp_jouofi-@l3UKLz&9d|n&uJagnU+NuK zklf)dx)qZczE~nmV#lazwoRQ&bG!L|I`nkd{ZO~XBI&Emv8|!rUDxY6+Sq0V85-xT zh?Xr>`osQ3;x$S)VBvxLd#~I9kjDOAW*JKL#j_8UUPrr;C9M`#8;Nl2VU|`R6`20G zOGYE|L*~gwY*ht&vO$7$+KI;pIFt|I=03wZkJDPLl+rJkm-}SW7F8_Qd>;KgZ0Eh> z$-t^8TqE*Im48QT;mii5)P_(7hE*@-$Pl5WBjsZ}-#{suEcy{bOKd)j|9os~|BiNR zF&}r=-r)+b{C|)9_r!h1$Af5diYs3#{`YsKWL8#WvH((82I>3}RR6sA;#<@~RFjAN z)c^gx|6Ud7jm?L?y;4}&CJeQ3nqg9XPcAc~ysF`Vm}IdGiou@4u{r-3!#gMU0YHHvhaTz61v51s6=`#VreQ zS({`Dhod49&2&Ot-Z5=>=;CHF_2~eJBc>;yhqyJn-(%oc3fu0 zU9!r(+{rP3I(b)@^j}IDA0`@el;}!$V+1c&#UCGZOHFVF(6UM%-8iZi{gj(P6 z=7uQ%XtMc9VY!kWHW>^=Ke;Rw0350}FIqVe9A@tB@;gVgCD(DI(KLfAjc@O}sV~Et zOQtm%m3 z;r96oFy2>4|Ag5&L-Dkg!!`bWTHTAmxO;9fvFZ4%Eb_o{hZ&&0ob39dW}Z^&QZ{YI zlFj`g>c(u25C`3Os*H%)&!G6xa-p@zDTp*5qT{=9*o6nd(5+u>^q?6ZZf?WZNiMK1 zYStZjD^Fa4Mw7twzbrg8#>L(rWGoCOe#)3PyVPpVM`C*5_Y z;FwqlX=vr7KM#y~5?5w5qv&eXZTyknFp74Y%g@hGnk_6jYjIkz+M>eWcbq&h$d!WJ zM6QLwDDAzd3SJhs^^G5R-EShH*lWS_C_6s0Ts=!`^r;=g=c~X~UJ8piA>2BGrrT%bQrKo(AD|ZrB_Z-+}(QTfdU~-dUraD+H5Q z(9}rVa+sWTUDR@GXxLM5uxZ$F$^l<lCZei(Uf^QqePS73 zBWOUkW$00$c%_Qfu@VxW{j)6UrXvXu5}(t;T`*-2WTz6eW#%;>#5Xau-q#8}urgW+ z!$2>0F2=?4cMSMgbQ6YATxRn^FDG0bcrV`hL2F%D?2CqEYaV-ABi&LUENsSFkVgbq zGaXkUTyqv4cG1h(avVBBr-GNcH4TcY7)TSY#C=OqFgb+NnQzQ%etqT?TUP&1*<+|o zI8%zL5_wW?hRRz|FqM6XPK&o$ z{q<%lOc+JvRT5dPGuF$uhp8kBI?E=D^Wy%dJ2`{Kn++CJZ(PBZnR(ZAGRrcdj8m!@ z5+`Rr5XYSaiM+!il|YXPqE&KPHCy#P0uw7JA0{pX8*b)`869rQDtCl!XJ~i&(oh2( zG5zYaCXLsAh|`^`V4OT>Lr$6}G^Cn6Rc<%&?B0l$qj}0;>EU5~eQGwECR~18!J+}i zgavG6sB?-P?eo|S4LI$kyTu>r-Yp_jC9j7n*4I^`M4?+#r`VW59YSAP3KqbZcN;Uu zl0CvW(W{med>XL=c!9pvYuBE|dad-hal$9XpD5(Y7wwk5dzdXX)tg-u?KBtLIkvU` zm`sIH8~sjqn!7gpaNI0xc}_4;z$QNJZ&YR29=$Qa%gNknq@ozEp5vM-n5ff%wi`+M zM|DUne*jnVtF{KVUw&jeDG7zNPI0HZb;&=K)r>fXQ&Y3opG%?1I@j=W$Cmk(5f$xv z>oV_C(dop=a`l6p@gde>PDq|@Flk1&9F6v&m$$YpQ|c!r;oA+f$sb$LPGxZ&CE@$+ z3is7D9)2-(R6)yeojSd_xe7Jc|QRsmMn`Q~8jUaCP z{9#k67_qFH!M@iX7Zo%)Ka*yDZ1XLc4O-jkqo_?=$e-G2oWkp-uU!cSX}hlzZ4^u1 zZ)y=C%v2zNIW_1me|g2YWG%Z+OUYQKHi2Oh*)n6enuH($p8pBlzmCP#wGc8_boJHB z6M!pI3h61TkSNM*3BFy2E62_9<|V)*g$uyLeAUHw`;Kfj|D)gkuWF=x9MT3B__iBZ zx^A|&_~_Aio-!N3lBZk!<^3(RKVM%f!oX9*198g+Ba)-mA)|#Dd$`P|@Ys*8IdxcB z!~vW)6D&;3HvM18!{QS&RX4k=l?;HFHAdq-PV42pacs+HfllLiwegBnm@tsrq7F^n z!%yzAHLuL89*fD{YO~XHw?r!f35s4*`-sU*SH~~95aEXf9N3OU+9w)_wTE^iClcQF zoxl8f)nWgt7U>uDmaFR0px4A~0;=Xc33XOx2L-NX++j)c#*OnoNQV;yn|E9{W=za` zr12e%7u)vxY?Nk60>=ifimYCa2`_mW-V{|B9n57l{!s`eNTu<(YIho}En#KKbg=d4 zonQXEIh+KTKQgA(UnC|EN%WXyB%hMdEo|rj|zxUXj&4&^zi<2#*rGFyhkaz*kwlGQN zWx&_bs>`C3b1acwBy-!;wupBg60Z?E-kw7YkV_ckoeu`XD=oU*#Hc#kX4N*8GHICV zyZ@lxq4@S4RagqQ^_2Yr#j8|pf-e-$IxX)42RH7qzV}`USi$;km|%c2+{(n=M^p9^x(VT{oPX~KaCGjbP zY1zXW3dy;?XeHPstJ~FGw+P`H{T>J=jeTNtbtXE=5u=#O%cW!!>O3iH{N$CA(>xGW zE&w@Twlz2{(!cYr-zpJ>5l4!vb2e;OIBh1&!v+A(cX2ANK5pSXf>Le?#L8mzK(9Ax z+~j;FC(IF}GzA8WxZRNnsHU$HpM4eA%WQ&+-m2QPJun9f-BWUQ z=3x#UjSTP25U07ZT(kDH9kat&unK=zRaUu!G_YE{rfG6o5V#*P)k!rZx;4N&EtU3` z98*6I<*sYSVI8%$vg_1TqCd_`v!ZOWNVt+p|GRm3k|Idwo6oKxBg*C&g9)Ig}fPXO>#R) zp(1L83=`}OV3ec~PCOlmGIxw!w?Ot@a>AS2aAQ}?PyF9ot~N@$e4my(Irp$^bj3z+ zjVCCxxh;EH)Nf2t!3sI+g>X}^4l=dN3;4~PwP}Oc2SP}*qE~ta1eVDLlN-x)oo18G zda9NZTGb2T?nm=SVdLwYK@Yhb8{`=}n_WxIR};+ONahHQV1!bL{m+lU^^t^cH8s;0 z|Bo;BKeBp;0pp_Z(fTyVQ}W8H{$;8Av(EgM?xj)=Frllpfw*FEsicOitYB~XNHb}c zl@W)+AEt7=_~@VEM!@U(F^BRE+s=_dZcAfQ7AGw}h@JMyKBD5R3y!Lid{=&M`&;a$ zEB54Wc+TmB&48$tjgMc+gQ|#4f;Yd2>vU_7#d(vONK$vM^Wrx=B80Tfg>=W5w zI!X|%K9yg4S%;%6n!Nzt18rQ@%Oxh?@viOfMe`7{X;pS!q1NUV7|BNlS&Q=jlPejP zqE%F&bLl3_7kXNgBj#%L&T>=i&AwPvUGUacpIHT5Df)Rhpd_oR=f`suAn+uW|uD z#2qp^zvIX=Yb374)z)=8yT9|_Igu&MKJk*xHliQQK*{<~%&*?Z+1S_BvqKPn5E*XG z3>wWZ1~ulHpcV3VR1J-BMeqLM`2stz_chTijdkI*PHWyfvz0f{xh=siD-ad*$yTO; z(wEvl3ly!>&i6YO@z>=);6a~@(Zm5kSYo$b*=GGLTM4ld`YHlF?HG3_py9PAm7Rn; zT*_QJdUh@FB_UQXX<=~x2Q&D{d!YBRp?0;MNgA%3wzjtm5>q)1|8k`>vR9xkd1KMO zrApyx_K#HRP!U)Hh_!avTPB&PXF!-d%^<^Lw;yE)OEPP=Tp*k}PHNev7&IV;sTby12!gler?Xl!+AlJ`Md-><57{@=K&l*1THb8C=zMZ3MATnXy()C*X?gIY!Vv`Va5z`p zSZ%apwn+Ch_Bhx`>{-P)g~paUoh|&B+`zN9cV~oY>`RT7(&% z@W-)X;TJRyN$41robIO!sVyo38^KGC1U5>on|{@xf|i75Ot6B_8_S1 zv`?v+%K*_vg=U84=5VBX0lm)rn%t+(?H!!^8vjRv6!IeIMttX}Eso;&HQOoHAIeGo zpaq3zSJ6UB*u{)LjnMwlxz#A9VLjdK?f)9R+#n?3<;?DTey)ro;xoxjsUtKO>uG28 zFEJabl{TJlPU#E@N;jRsS`F*#W3)Z}P*OZbIneYrS&tpbtSN z-5b7x!-?<+T@|w7RO(jRsup(P`=l%JOl{Zdt)<&Tu23=#RykT91?2l3bfcyPm5d+b z>l)&%c?+~X1H1e-ep6D~wRRxn=Ft24T{Z&_dB}#3nUIFbVbfiP(=XNLBUTJ)RVh)35#;|%) zvsuIz?8gS%M+2ngE(=rUry=33eZ-0kK|-osW4-r7%2C(lN5?t6V+VWSe6u?^4TC%| zP7kbfz0`nH!aw^jPG=1TMaM9fgSeH7jbi|uH0*lv4I!K(vBY$e2>7iuQt zGI6oUaipjwh>vS-D$p|LXLuWXzpBc$%NDiXdFuG`VuCw{EU@~u7ESYY3c@gr%x!9R ztEW~fHw}nIr|aGh>ts&;Bw!EZ#Mv5TK61a+SrZJ@h?k=Q|JEfgRNFJ&V8kzAv*;C+ zW}#b=XUmNi^i4=QX!T>80Isq9%Rc!xw)rmcv z#hSUx+lGWXWzsb1xwJnyxs?=$_u3PKWEhF8FaKqk+z68@UM(EHOpD{ID9OGx{V6yR zNnFq=mHb(td#Xb8u(?$1eqwy%w@C!sR))_PY-TvcZWjz-=E}9CLqk#gZ}Xo8 zY$;h_8tjn_t?dU1zAGo2GMEUnMs-$xxf1z2>#lqFkF)dO6ASC-IYG-dpz9L_K6yW=s;v`=f zArkS)MAvpl`@J*=K6NlHS2|@79&VQ)KUs24aiV(#E;*Chr7i_M1J!i*Q_%Q}aN?Pc z{ouZVj6X&r!IG4P@*2Noi|OCZ9G5XPbcd^Ft!Rq%5X2x(RwSNZR$Z=<9He+eDkZ6c zhktL5@s=G66GDD{ec|CPN0PsEkRr{1{zMO=n*}ba@KEQckGadnw+T#T6EL9Q=?S(Oe?!liNy3*jbLp5z&YLMW?1Kq3TMJ z9ww`^pI*oqG;^W`dh*t*#fP1+)TkbNH}oouh)W@JG$o<`yAyIuMN7r#K~2K8-T8;! zG`%_=UDb>DbEc^%$ny)b)ngioXtfKS(qO$C;B~Y3;ITUq(_u*$gy=KJ@BbY)a0sSr zLz`<|Mk~jy6VX@}FsyCh)os0}E!LUMBk(68EPR<@O@XN)S5qcr>uQpO;Y%c^*?TLs zEVUDvom<>q7F1M$OQBqB*utXcir;cbtm-s#Oh_3MTz+kV8+VV<(+ zV5TgKFSetn(zy#!r#2E#-24DEq9(c9qYfkI8+n>w3!(}ayRo$iUEy$Ca1|-H8A9Q6 zhKxygT%-TooDF0&SgY;4ZR9tnIr!khC*Yrwdzh`Ff(xXq{U^Z2Hb}O!S9{SV8o2qn6nd@d)?3@@7uG z;om#2%&kK@2aI?==#eLPl**-jGCoc9Dx#Ro*Z1~-zjrU%Q$zmUZA{bnOJ;+ANb{Yr``ILvb^o1<9UYW`y|p7h1@k z>;+7`JjqWDu+Zh1M8@V((Ui{D>uZ&&J+APcf9E-xNS=NF>#2_6Kdjj(lr@|7IFZSI ztEN2tozVD!EwVqXwy;Ubd?{Sxf1iy?iELqaCAHkQXoy@6HJmla~~XPr-#Y9gU+>^zbmwOz&Yy$fi&kIM~#F09+UP)jk8S!t6o zG}w;FBfxL+v-5)RF}_MR+r^+tv`ZjA1zi`{dfJ_q=TiXn1KHAQ(AV|K!5E0 zSkkPnfLDT)tx6x;&%2Lq_Z4BBr)fpEEo=Pot;mMqSoH|meEPD|IYbGa4;`Y44Ov@< z5;$$^bR#b9>nk(A`7rRGV1)V2;@zE83S=;;O70V*Te`c~73nqBpj^=+GCG`gY->BJ z#}0s#&JsroH^_rju}i!-cbRg56&1t5PL!;aXlkF8jj5|O(w%!tTlYuM<2h2nx z2$17ntEf4&Ey6T4;usybb2P{d=%ZPxJnxZ_Gk7MNS_Fw6&2)FZ?YD2($e zFtYCG&pZ>uo?@y%yfUh1a$`L6{%lHGowbe{ujiu55KG6?-L!j`Pr!ajH%~cJUo=v$ zn^|)fUjUb~^%nEd0sBU2YWC9*JSu@WtMNQ_VZ|qK2|m7w@SB)n6kMnOEyo+wmT+ie zD9a9!55!+Aw_9xB@w(VAka0rTX`&uum-tG%HLd{4=4}lBR(|BMm9F`pelVb87m@2$ zQaNhK5WudKN(vK>g1IEZ{?^K);3pP|_0C%fe*qyLr<;?~lO_0vOxYt?tl?d6ungO- zSNsU309U+2LM9!L_9CFsE?-HOkOcM^xN3}FMpuWoGlZSZJ@(6cp}*dR?(Sw^^p*Zk zn7)hwJ>Z^On+I}_MD#I4#s%PzPlY~|G*EAp7rJ~wqBiZy%DZpnr+<`v3L@mem#z2H zJWTsRfY-8su#@t1R<8o4i-t!So_-!5kNq%8#Unz!qUA@R^UPs$R%~0S#ee*$!vlWT>OB7I=vxTjO+Oc_{ z-Viw{N&D{JXQM|C_eY7LoDIL5PQvYrd^A(zM9=nGbD( z{4~&weciLThpED2MU|#)dZgit(DB2~v|Yg$@D#yLN|J_gV4_k#lL)h&&96D>EaVD0 zL6yAksWTkEzI66MF>p-KOooeVERtudMR_@j@2E3Ch4D8dvfp$q9{5^vt`F$$j2|mQ zhVA7}dh_j%{zt!tO6^821Rg12DNbD(qaGdwKigZtrZZ=Vvbl6a7Io2Zy}_5Daz}Vi z!%cRFE3+tN)#2}=MoNgB3qB^~U^^Eo`YA00i64kK5ST&Nh%8p`Z#P)oDLc-}Sfaj;jCA8} z$+u-?P|yWF=(z^*C^i1*HtkVf{Ao8KUqZR%^FEb^S9g!_#qMXyM83JN(7|ugtRka_ zdl$J;0l4yu>?pi;fAmq;_R-HM(qW+Xn?@>HMX|ol0^`KU9In>&Kl4K)s}+jo_1CLR zRvw24rnJ<)Qu49;Lk^6J62x)FM89Z3c5}B}b|Zv{Zk$tzDvK>I?7Vn=YKHMv`{XKD zA}Vi}aA&Q+iN^8fO|839Ex+x6GSyz7MN^a8PQF1S?G?6Zvso&lq*Y~lRxXU|T^`^_ za`aY0I7o!be2K|82L&qYVaTH2Qv+pAe63*Eu%PQXVIX9oaHXR-!U%*=#~f$X3>|G-lN<@JX9Y`%hxw{7S$NXTanTfCF$68Iq(T=zhs1?7UAepW`d9mr81?XKjOvlG6NzB@y3`=x;-+d(DnQ)&AWG#dV zs^_+-&e?Lc<}~q1j+9M0jPis67Zboje7OF~iaCcA==43I?!$bgd(HYs3&PH1KB?&q zZ3+)kNrJlQh}Y|$FO{C~o;dWsN}Q!;wp6hgbK69&{!QwUb>s{k1o|&d0W3K1zTbsTA61vzlihhe2 z|8?3YRFyfnAlI^1_Vg7m$FO+T8Bm|QQ=S#Ch%&rK@|OBxDT<^04}1(&^@>zU#Xk}Wc{vA(TcQ~$8Y z^r>NeD;xf3GELZdH$BE@_fP&V%e%`(Hv{z?u<73QR_1@$5U7D)f{;@|*!L$m_yC}e zG(HCgGdNKx6ZbD03OO!$r+PipE1`jE0s7L7_f zmfQm$%}Oz)Uxg9)kq+zDR`!QHb?RTHR#c*xW28XZp~C}wT@I?JH6*BaB7+8GL@=Mj z*}|#$Mu~#<8*n;@Yc9EWzi)9G#QR=Yw9=0h;|woe-u0-#+%p;49Ig%1u589Sm06PF z=sVXnQ?samAY?ZexExw9k%IgSjru)pkLz&+z66H8i@;E#i=U&aZ+a5PCQ@j zl}n+kskYsQX4lIQ`|^PqbxKi1BqO$5SU!K4dBeq9H?C2Wvh?pa?eFuNZWoU@aYh%@+ModKsMqLwWoRh{krmfjxOZxeB%;)bh-Pw z7}KgF!(%g9L}h?9-;btCcIk`7=R{PvVU0?j)0Yd_cu==q+@2GaYhlg-2HbbX}dGU}hd z)$faoXTVg0Cf*v{Zy0EJd=!p9j4$;z3*W-x;Vl-`ekU4E>wzHNj4_BGehoPTIPr^Z z3%D6FWM!nFHY;5wE;(^5_~>M}u#~gZy_<~{Z9T0KMR;yA6=th=kgvTvjb~PIT_VkLJaLvZ&mVkReg3uegosq`>NMzdYI%;QE~(WJm>(7LbqA}%toLMmRGYxFNz zNM6=cDx>;2aA14JI@|k6x>^7o^%g2Wa=+(8biJ%G$AYcbgOkj!uU^O69Lp>z39b5D zyNHvB@%Y>7(dTP~93%e1dhlJyxb$@`ei+=&O>5k&Jrn%oc(aqAc#FzuAXqY%6Fg>N z`Zcby9y}r)=rtt-JUuMMB|=dT-k>7?Q!AR7)zitF*`!tPPYYVtp(O_J3dscD>^Q9kkWamG{Sg(zcjcGdSVxlG zPP&n-)xi7xv(XZ*pE!CijI*(bQe-=n0Z(M@>6YNA>+jA?kg{+kGRQNTAP-@+CBZr* zjpBoCbr{l9X~HR@`dIyK%{4$3AX-3VX2FZR!1P>F(v@s|ToN%jepTn9(#8fpV^SS^-rN zFC}AGN-s6lzhbDsd9yiExkynnKi6?l;?`UUJq{OK(sGTYrgZTS2}iLQYuUq}l6!tv z8qb$MN-lW;Gfm?xgLOiqNbPO{4WOR24oFm17sZ?eJ+agrnNxNom`*Pyq0j9@L!|pP zx5d5aPMx19+CRIzlo%p&YeL~C$ecC$zro08gP3w+NHZ$sGn^fSGc-`HVH z<(`HPuE>6>xv7UkA*n(kWNhg&QoRkVQY z;6lF1b#t=~J>`f_p1o|^5_i2gZ@sI1(D)CgMHj#(eQ`R!tZcV**>X84J)kJKsMbZF zi3=dcIb1)}gq&;c83u+uW2(Ipl()sf1>C1EU#DA#0j{*#|3h=qjN2Sc)eNV@B(8rT zcvzL3s9JaH{;}cu6(EVKN2Ppxi}mOZbRcT-%P%|8d)oPIRBn250Y&YKCxBday6Th^ z*D&h$RUSDv-m&`ywq%WOlM%CJ>;##WcOX%A`9r~~%dB$ONB+)_LP1zox@VzYe@o5Z zp$hv%L)AiShl#kEf34Wc^E&Y0#8t{9{XG6m^dt2LH(rvroL|g&xD2c9Nv^WUn!^}& ztifOHj`s+pnmV0<$5=EKMNr646Y`f;G+9=@X55%OnG^?bEb5~$O!An#*E8+-0fTBe zz7|5klq6I&b#XryO=PtP6K(yb@K1Zr#4qfEA#T-=??G>%k>3O#|CXO9cf=hKCx{s} zo(@Lg{u;nuT?WZT#@eqc=Jpz2h|MKf>j3?NZP#cc$M^u^BVR1wTMjbc6!LU+u3ulT zkq9>Q=LFfiDOAmvdrhHI?7}~Zw=r)*vn6?&FXL=P{9A-KXH52>H6I8achH@<7XB`T zxO7%H;sT>N;cF>_)GPoy`M?LYz=faBhO{R?m?b^q2mDGBb~~|7ahKT1i7i0zYw?-b zMOn~Ue3QGT4E|JtdP4YbF`T|-=~1a&ZT8gEp!h11g%w6q6RaUV7aCxv+=;BtZ_-|g zQybcKWx61B^NJegFjlr)$xCNRO|wAc%x(oe<}2J6I@^8mF56iLGa$*5l&Zy(`DIC! z)7LU$z@Eedmoe_BzAu}Dbtg(>Cvi^987M@jiBx^#`Y7fbEMs|)81*i8)Ir=QgzeZy zw9s|9n26Ejg>EcI82$3&>xAK>@51MUri|zzx~cnw1maGpsZI4$v^w=un$C>cyN|F< zFyq`gIgieB@2s%*G5*$yK8^Ykcjt%p?&BY7=YiL*RAG^9)VeEgS$>SJgpZwxJ|_9& zt393jhOZ6!C_dQ+y3s$gA+kcf_Wu4(pDW$_#WB~0zrC3)xv z$oQ7Gg=m&oquQUCysK*uX#e5nCL7R??y}e)MM_@CyGGR&MPSrIT=85+qpLQ20*x6D zz{6;VZyrM%NYI)hw=T(RdOnjh%m4mGZAX_Y4>d#IPe#U9BOg^ksoS|0Ago2T_Hqv7mfI3 zs?63vghUc@{F4j1IGsLZJF;cOv7-T>3rIb#D`RLuWQnT4eNmmc1{eWGDAn&}v5=&< z$JkTeZ#^J0&$BIik@^npPh86^2+hp;T2@}kC#e0-IbeN1yu%a`*-brpiv>BxI;SwC zHKD{_^0{1eHM~0PvjO9FpadMy5_@|a@7X{B55*G2GD2u>Zl#UR*VjZo&E79<>|$=Z zDNl(miTzkqv!?I0G2-m)^083&;M8-co;-r!CosTew z&iP%R;ZqKB_Cb;QTf=dC+;#RUK8gDbB0f~G6&Q>i^@L|tbE0})v&XPg${+S9Bs(8~ z;sAPB-0^=siturRrhuHmnZ0xyf8l0ONo1#F9OTyi0d&_~iV_r z78DjlRR!LRNvX1$zsGJFk8_GbZ|r>3YG?5gFy*VnH|bjb@DM#?VM|cH%&7gma;m1t z$^!EvrsClRITf8pVB%R^g~dlw#oqmt>gUsLBqTzw*pUv@TJ57nX-d6cWvEkpzdB=K zK3;z#nnx>UQ#e;|0cxbO+eJk;N5@0gpWP4vc%8QDGEbG&otMPv4Q#^}A7j!Y=6hq>4& z1ea0lSLXa-Tys4-)+5)CZeSD?=y$9JX4P&{y$sGHp5GaY?(2d+XVTzaIsJZaVRB`N zV$gc!y@vNq?`0hhIcKoMRo@&zC{wyv1?_anXTcHjGfmASY0Z?WDg5HEd5cLZCQ_C3 zXHRzBd3Hs%6=s>(q=Gc!tH$x&sH;8#og=?wy9`aaD&x(<#M5EDR&g6686@VpR&T+0*I^9h4`%x9cOFd ztNHaWz`%$Pat+^UvZ(qzpdz#RI(^L{QE@234_Ax#*m5P`Aax41C2#CO$|JtnU>fW* zR4Za%kaUmlCZGGqi0^x>8b6dMB+>K3@^RNr^Xcl5ppP*X@z=CSBG)9$~{7?qURl4KW-U7@9v|g4c43 zP~;^G@EVTWh7^Xu(s&lVNwNX-kJu=gW?hwKUi5~x#0OEUYn8c>&se`y6GGB>fSjDK z9o(pu%p}uxlaLLc?Nse^^pnVV2A?YTexrX#TRz^~+v|?*$t}(yQk(x&MT_}-mOKL_ zFXrLAxV1Za59GoAZGX_a$e-MhgYxSYcxN>T7wuU?KrN!+lmX0Yxb9aj|C4NXlETLJ z=bBIG4~36^Q3(6JO5_krd!-tIi0cs#_)y=S`&Rta?ZoCUxB110P5#_*O(&WYTFgOG z^lH82+*zLc&?79#gG_iYHgtA;Zc|1AXa*|$azlU{6`6q>lbIHx_+{)wFpEA_Z+7)a z9G-*ADg!MP(xuc`!Vt`f%bpgakDAr@oPNzhh-M5gdT4HXx_4`( zzV|7>PZd2Qe6Ou6tp3KywmL{H#;5}3UamgmuK*3G64#s3VHvX%kkegV&ukihvSuZ> zt%xJp5Hg2rdxtt0imps4@op>mP0orF8dKQg z0be!BH){=J$3)7ME;;0zwIA1VCA<>J?$n^j6drMGDuhv6g>=Bh{PMC*>l~=Y2(<8y zvC7Nq6!2=yG?k1~;Z}fq^=KDg;HJlvVZ7fjEZD-vs)xU>pHyoZe*N`*lkRA{9JHto zncur192|e2Rmgr7jn%+Xx;7;}F+;~}M)Hs*O?F>*R>+0bMk_=ep>)S0%J4;;rbGyc z@0xjTqr)z&d1;!iJLMT^ac^3=8*542p=x02?buiDenymd(9>+QK4JkB0rc|fkF`ov zNd^HQSGQb#*I#79jFK&i)~D|MmEsZp_Qm{vSpXBW2X@($E4`v%&h(dZNj*5qg5h=U z+^Hc1Z{A0_uI%I})63uU+9G{kWc2jTCc9m$;HD*$w8DL{db?Rw1v3v%hep8VLY9h* z&Ezl}Zwln(lUKo5N6=?jZk&74LJwUZM3g8s8z|-G%AGz$Ccsu;;#PHAm1oI8d>Pev z!n+_p7*9Vh zEP&==UD4YJ;Yxc{0kqt#p+vp}tzM1NQuG}K<2S4cOv^~6=M1Tm6LbX~9M?Y2ObTVm zU|U?pHp;(xD$`6GeDFaphLqPqP_D9Av(NZ)E-^-AYuN87yH^hH%>?>86-@c-K;SQR4Nt zicjkyl9cp6$C$t763%Y-lBYzKR_CdH%Si3i<&Jctd&tL+4YKZ?6fVm)zTN}tnM zPPpgL+1M(z!P?2?kR;p%HmEFCX*Fir`+3Lq$9O}>$RDw;SnmqFT!X}^h>VTs1I2nh z#7=^joK@;W3l(8uzAeM(-EZk(y>r|O;>h4FLys#x><2Y%U1p58U+M3z_ zO@tTBz`O2m8y2SJyQq;6{CT;*`|qqvO6hJ)cpKBui(q zthXk#!on&Rf02RK1kdI3a845}7EscP7F#%;8A+pTD`hP6+hZcS^=xaf_4HBo~r5-e>5C zg>xRE+VBti4saK#a~D-19-T>_ze9X9nLb^Fq&b)kT*&-+EfN=*S=LpkQwv~}NaSrJ znIHktAEuoFDc2fq$&4*6U%D?`5HZeiLdlj7cL!OS9=b%!-x=V&JlbX)UgVh^V7l^y zc&K?Fi%n_llKCki2lC<7izbNi^YwgOcTd!;3n*0R@ao5v&#PWT81L(yJgZ@@w{&~R z0Q%Ui?2_F8Q!%%Bq0%C`;n`WYYv`73EpauLRj=rQ0$8`k{vbeJdqPPU;Sd7)EJd@! zRYFQ;*ChL#$!hv68b1?CkDFdx)teE(gn0;*Jn0eL=_bk$>tw6l49@fj&i7v9zZ}E< zo!vDMscPVT()}NVc3(wyxH`7@7<62@+B)svd$?;Mq&CwmpgUT2Nkl#2M#xDm{70J0X6y^qW54(GeBpe(PS# zmyu)62qbFE&?y(}2dlw~CII8hr_9H!HRd0lejn&t(Zw|`{KjnU2CK|BxM|(4UfQen zJU_Zqt;~9$MiF3&k9I~_Z<^=&m-+Rb;_K@to?%kh%kvZ$cAS(iH&jR;9h20A5uO|nuuYPu zPvEI#Kh4ABDT{MW@uUM8{>#d+n)jiy^*PfmDr<7 zdS~)O%N@j$N`iW^>D#%wq8oEB+o>SC3%)em$8A<{YFxztIS*S@ya|=E`9x)A=tV_1 z=M(&B!4#S_p?Cv!$u{sNyct~`b={Cj8GIxLLw@TpI5mz)U{I{xhxyibN+ji1QJyLriHR0dpXY0?a&VVYS4z+RSwJyn7}r@Xy)o1g`b z$CN7;`q_WE<^#g?%yq-E9L@KCI!_736GJe&78>)IV-S)gLo{;hQU>#f+hK0uCt9s! zMvtLwH5Rd3W-ptbiaTBP2VInysErc2b07b~qJoDGwbh?5x1^|Ye>N@Ab9wl#3Na-g z>Z^0K!eWF^mF`vTsZ`g@p+eX!mi#n)9fF&?F3BlfB@5A|^yZZ8qcq8XA1p!Bf}RgVsrK7xz*UWzpxZH--VsV$!& zoeFPnZ?YQ_SFhv5R9Uce57CN;D-Tr&-CNh0lB;wv1sT2jsbb+l+Yc@?A(*Le@)pRH z%BM3LqdHxis*9pTfznO!kp&oCz0z@l#KrO^3Fom9hd&i`DMJb!4jLHK*7O#MrU_WC zn2$`U{td6c$4%zoXCw>r!!W|G0WpSKR7;tI;(R1pD?eR;le3jg_J?I7o}9^ogzsVt z;`*#tZ;alm!rcZT|b) z(3Mv+ntp~vQmyp2doY68)DrqoZ9Xf$rvSY^>pHPD{pvFI7{k6=EWP8g!E*)6wTl1R z+Ico1yM$rjlKa|^N%thv{>L>z>E#w%eVv`N;RK=8sF5U!E{pS@h7Eo_i37a^YmDWR z1>i*_PlJ_zJszizc&MXYJy7${S%PpsQa*i_{#hnW@iL$VXX9_o*t2$YN! zD70+h#I&NPbu=`vNE6adIA|e~8jJRfG9MNtoN$FLu9I}GV&{)^g(jsCiLvyD+xVd& z#rIu%c`WsevJ20^XCK_LI}4H;*q6j0e-tObKkUvi^lo?)pqzmZ0RS&wok(!*qu4Dz z^PJfOhtgX{gTK@baWQ6C++WQ}nto$7e{|;a639*F>5UtE7Iyy2as_xezTnq&z4F!% zo5zDf76R{Y4+lcM)S+mdiiN=G+ZnTad(H5U z)3;J2DyAD-Q?^25vr;>sp~sL!-y*0mrladB4An!l6jX4PjUK*Bw+u|6L=Q=wN5%eQ zl@y1cjKX}vp!zmdTtb}zpmwVntA3VXI$>abYsFN?soGbk*v~&d5ASg z*%Fm29J(QrdXJu&s>rCRV*O~oNOlnSKv57tf2P0{Y)}8S0wz! zlIvMxd4ne5$ragt2fMX=*yOTsy7Iv$*#xz;0RLSu@To;vcD0rgW19%25WZU{SR<7oQ0qHYvM@eA}Dg| zX=(1-)oc@8WQZL%jz#k7B^E{NcuAO2|I6k#onGv_fT2VuG}-5B3D@@Q{4`S>K?4j-`71$-gv;KJxjgZ8E;U$Nmfk z&9n0e{jSD7|737OuO(1|tRJ1!^njSZP zyUUdCletcxhwid6`cAQXVTXQ#zYSBfX5c?fhZiUW9|x^Dv)4`$g(yYY_Nkzr=MTML z=?HMQT;TfxtDqdl1IV#P>g0iu8<=5o#<64k-Fw-!%LycQipdo`|Fys@J;W;kSndCS z*(M{hBB0#ybtR?DlhPFIvL5ZjlJ@om5jzY)GKGDPz|qv?+q!^KY~tSAJI#Q0I*9?w zL<4W$9f$tskD8N8)YmiYk%_Ih0e;Hh^p1k4267XjVk_a4f;c0^FP{+wm+MB&^PC>$x^>hYeIkGUrhy4&rXi?w-B%waN&h$JJ{g%-s zWqzzV@0GdTx`h)sMO@N8{ZPso zuSQL0*Az1Ac@nZy04=ky0F$NL&EK??`DZuQL<=IItjX2(0B_Uq+87XcNu~V2sV&GH zOq!G~dLGcma3|>T$h-29H+#My&f&)J2f^^bD=@@gcu-wQ+9C2b?0)Uuc|opz{<%mu4%OS_yuOkj;K#faMO>&ziVxbJQZI>0%PC1WzEH>Y8vLYt zo=H>jw%3v{V_l3+druGIg)YLfH1~lB*gtAD##2NDpZpfXTWuw^P8Gf0v%G93F6Qs< zN0K7=6Qxx>Xhe)|`q(3(zsI26o_?_HIG9>EFi|N3#W!CRR}mI6IVy{ZT48F2*~wW6 zSTKl7e0fb~E(LSah>w6l<&4cZtF6bz#ib1@*Q!F#e+eR0&i-v6T1}0Y!jbbfDXuq4 zZDP0U9LAomcf+)o8=rFfV(5~IutrP2vH2u`CHmI={=$9SAXWLWHbHp)_XU6*qlCb! z6sbj@9z{nmQi32^c#>aw5fX&|JY55%x(HO1K9f`Gk`J4#7e)A7c zih{ArId+qsJ9;NudesV}ilTgatO@0>q^=L@mhg7E0hY@k&TfP-3$pgdm`YNp3`CVG zrpg7dWS?g1;uGsO!xLyN2Sm5nkO^Bb0hnSXJglUpsakjvCRjIH z@ryO=!GHaw6D5wUHhMWof2wv><6+%|*^?u%W(k(*;{Q$~9w*+0*^1eB|xqq{V7{JyE{83%u>D&q>!?LtX_~q=9|g+ZKg-!fQlp(MJD5T{`9&*@3~&knTV?>*NeaQZ|kjb z{_Wr+vi2cfh?N;Rf9Ow}SpOhyj z8(S~KQW&=VA@{SSmy#R4)ZRRMD_=L9c;)2f#7B>#gO8I${KZ5^t?AFio(moJlD-=H zysTH&IV92sGR%44LoDQ#9`m6P7r5o~C%K9;ELBYmdYK`ZaFC%VQv-|R4&*kDo1y^b zoBvt+H?biR@J-T|LC)d$Q5!T7JKxw!xOkty;vECL?zG2;^xGZ)a*qa zK3b|=@3jQSnoHV8lz`~s4hWa}z|7fRR|uu3(A~n5+6ACgw?n0z{b5??V+s}{A>h>h zyrWES6AIU7MY>IBzR{|5ZEvUvyqRZF4G11K+YJofQvRkoP5p3a#`6%v(g^8v9E7B~ z=d_{SZ7zjU?xX0%7jO#2uZl95N$&-}v7dbNp$!SnlZwb+GWt!wrdohpVV~RBflo^Y z+6x>_GyGD+VOG&^_{+c_vZ=Zt4T|ZoKAzHCJBcnp(B{=;Z^Y0))NhA&>u*pnu|G9K zg3SSJ9pw`Xrk&>+&%n2J-lp#X59C^t413uxc)cUR&GYV_kAiFt0!X3iA3!bya*j~R z6Z{;9cLdp-A4M!q5}P3vjMIDGRw*Vp)bAq*iZXb`V~R@F_<8h<_?YY-yHrXCdXUFi zg`ZL@v@t%w5duDNYm1?A$Wu!9GLV6)FC75G{g4`Z((s1;b*8*uS-r)H?#CU2!gyj9 zc=WQ3>wp+r76J|OvMA5*Na)Xen!&=}c=i!|0snHv=8(pvU}7T%emUyNNakhlCEuhavnUR)?%_&ZfdBi*1k7j5Eah4HGL zTY{H~;(+tnKtm;w<}iY3;R4)hguo%0X>D)&}YQ(5K@w|{{mnekJ&+)Ot6^%ls7I2Az?XLhl1nBAcQo1u*Q_Of7254Chdw{ldQ9Gb@5hgIP! zTIfpos1BpiC3cSY;B*}LV~*`M5+AGnni4(L(hz)stoBm=ASQvJWG&7?zLV|c0P)Hs zgrSNx*e4cPS_vRH5Ma+Y{fKz4a}ODOQ}Ci|dNmpLqF1Cgh&ft9Ju;+iT3-|Me02BO z4Q7~<`_aa+_4~nuN%WaF`tyDDy0V+=e8gOSaGQ~Isx~DQ0~8ps#SCu<{#-& zcnKP0nAZq?PS(j(2ST204c~ak7`a~hw%Zn?j9DV+z{aNS{ob8xP+;pqa>1?3&F|Ft znH7&}m(ux|!w6^1U!xI!5~ls$EgOXDl5Fyo=9ou_?K0U zR{Lx73}T3nx#F*|ZJ^Q|JQEz!C)-awPB%oOPKzi*eh^TN5IhFQC1x1d;WGd*ys|bu zIE;#jKF$0$gs4<8yu>K@Bz7+*mN`uDJ%fDxy09vz(p5i?0?gmuqI-X-M+(8G+Bel( zYDxGH4mdvXD5qH{(ZC}#> z_6oifr?+qf5jjTBeI2uYxVj@>wOaHmbV|M?0x&v^8=4WuVY+!#CNtDD5H1x(o?wS; z2?X7d`3|bd);gah=$(pge!gkE_{P6MAE;gRr-s&rYQ@_xw(A@7qN!31v%(uC4P=8< zY$xgOT}jjDMEAP|cV!D{DIo_o6g(l29CMFs^#UIQ@`2eYt~(NnD=_l49M^1h_sm*s zt?Ec!98CCnNCAcLn17UoN=WjMH#`(-JE;ARK>uMlc_6=+l;jGFJz@s5BMGA%T*5`W z`C^ruChc@a<`opyjOPFIF=>yFPt2z1=f{i_1U&_NRNg|9j-7IJG1e9XvW~WGXxaIX z(7pd|n>5t4@g<;9FBi-`nqr@j&>gip>(D;M(=O5hn81gqU(sj};TREnPDI+Zk(A~K znvfg{FCN9OYM2%5waR+SVQVw}nmU?3ei6yYTTeX@Rj z_e}jX4(Pub`G=?AMwd*g!3m>7m$+ZFL2-vjlW9H}F?C7fQ2q&UKcMTVgxZ=R@g2y4 zUal-GF&e%W|DE#Qu2Y86I{t>67kfI;80Wp18R32xyDv&KCTptvc8JeGTX-m=WwhA- zAjA2r*Z7MDGhlOkbO=4#!#6`zoklkC`g2U3Qry^#Y4h?eV!1(8qqqpwJgREHP|=c3 ze@k{#RjJlsrPKZBk&N8+oaIen9P!t6*_<49Vohwpi;p5aq?9jO?J({v> zlcj2E&i}t1i_Tff8z^!aA-Ia`5?GTnWU160hf1>kYy5JT62Y0mB9 zggcnM5JGm*8iaFY=B}#J9&ESO(dW7}SW^dq^GnRbm3b0Lc+05+ROsgZs4FDaQWhC@ zLcrd=lWs1yOYIQ&Gf@}r-97bi4n!=OSpYW`+*}~^v+Y;+Q9&KSf)95ybrobD!_+WH zwhrp0DTf`lfwSKPtsUMwItj>Gp7t(*FaenUG3rDYogQYt<|5HOz}CFIGfyMYN^3oK z*%A;`LsO(Eg9I!AmF%AYEu}4415}3x+{EGMI<{t-@bQ0(t0c%Uq}=b{#-Dq2!}LOpY_8?|;e($N2N@Wk6yDy4`&|C~@Kgp}Lb5OhmbOQUwLVsS?TvJLnQLw|00#wp))Bhx zN;v$Tz}P6Q9cBu92P+OD&uXD{bjrRUCsB3vqybch5z5SYG3J$yxr+)9+4>M%v`kLZ`Bh^auF{#OTxN3^*93(c( z7hUI^&Fc_po=i3al<-c}wyhvbjZ?nA!T$vtHHhy6--t{fIU#{y{4U~b1mLmyYL5TPudSPl=%NI$-3kvEs{^BLIa;V5H~llSrX zK?gX}oKJjYd63=01Mq<^tLqV{!O;~Hgg~Mfoye-r`i4)^%_A#LC*S%ZY=O-k*N95$ z1)IL9%xg2hSukLsG3g%q?8{9$pw5S}ScO=z^kW>D-G-W+w9Aa-5;;_|s%H zz^(3|8UO=p0*F2)05-+r<#{rWey~}3xr(Q^!&2tm=N6|LT251fKa~hxTb<}#>~e)% z@E&|$oXT8Y=eh^|mD7Tgl^q?V`+DgM4@<9HI7(j5(SJccS!-%Qrzn1H3(yU>X#Lfr z5XZbM3KH-^{hiBBQO}W8!5;J7QYFPnjaN>psJY&Qnbh*t+sn-7eAI>fa z9%?^-Oe_^~F+i)m>q#PfZ;}_*#Zu2M&sB}Rz0nS8|DgP}WYHrzx5_&*i4eEKxwkwl zqKg$T^6vL*#0u$16H`2{H=KGagU8L!%;W{24U5 z=(|%tBkC z4m^KgMlz2+t}GEHCS7;P9ZoM<&2_AzjHL}l(H-~?;W*$z*u(~g$QJ9*NNjwta6IMj zPX%Vg$pjE`Sqnxo9#F}j_3!{OzwNB?M`zmyVZWb5Bzkx563I4%Tc;fYE6iV9DY+Nxc+QU$ zQ+gBuLhxeS&m3PkV!#B%j$%NP!$stdt6J1RyJt^cxQ6WE`7btCq)$?1%XHXP6rnI3 znF73 zL1twTwspab+t>BqdiUOQWSi6*JoO)3JL%o29Nw-x1yp3ombZJVI_uE3^9M;&q#!<= zBJ|gz>;0qD71-qO(VblWQoSE5?;iD|Jd!itRpyEU)~kPfP0ak{)y-pN$c=ffigbQn ziBb#^XIp=$1_dAreaI^Sc^PGlpP%CMPg%d%RB+~V;N=tN;HjP=x=Ey8jh)=?*E@tY zkOf&1Tts^JP;sPMX;`92KnyS1>ofNCR=<eP{fLF@d0ckfKZG{)9Av3%58XSGt;Zpd0A4 zB|WuSwHaqIrF=F7`y$!X8@e?=94XDUpDSN_WD;&gFBXBvNWGj&a*mEP_j2f4VG|>S zuCUdP$HELiq%5Bcqaq)+eae-T^4c?C7K`lU?4dUPZsYT%Tt<=`Ej!d<_F1&H#Wwk1 zE5>OHs2s1vQUBF23`3((GYpM&V}6W+v4iKWsoNDSjY3G9dtb{G=dL_syRykpZwoym zW!=rL3>ee>{HXssWbloEKkEH!*T9JLC96oL#?l>qjKn5@2%HU2P!vvU;%tRBrA}`8 zRR7)DG+-8)D9+w|MiyFI&YHIq#EEH~B`hQ$%>h89xD$v(6J`ATL0QLJl$Y9=OB0!R zg`ANCVrCngSFE>NI<9oJ=IFceZSv(R-#rGwdmuL4iqdWa^iEXj|04s;Sl2G(p(hQi5dX^V0l00A+ULzrV{5 z49FfuYIbw=4&c7xO-@TCp|j|9%6ch((vP8!v;_YzKRJ_9sOV@MKQA5!yW| z@pz>WqIIQM&*A_kVPI;`p z;1nc{MyB;VsD^V53`(}gKL(U0*YwNoB$5r#n~}Vsd0C`!AITlt-_lYeF65}An3&XU zP}?lE_k-itk(%o}u+ljF)%!v+KMnZ9mv>il7I7?L@(J(k11FIo_+o@b3{=I zbWq)?U6zi;A`K4$eT4goM#tT7xThDfRVL!`>O28Qf$bB_SVSP<{HKPQ(trr&a?ej0 zV@qidm%ly~Y8P`je!3cv2@_(FK@H}1S5-Z(5FkRygPyj!V~Z!|)gr!4koM1pUfxG7 zJBJv|zj(WXD=%iRc=F@C!V!zB}LC%%AKUp<=QpryHV?D2IKPQI#$n}2g zC{u3PnrPvtu?Z~_Xw^zgd+;X>}34tI; z)x$N^SvtsPxMwH4s16O$+l{Jho&jXXM2dwTbFg1(CRC9IELGQgmIfcp<+}tPH9;-} z^EO}a%7<-sSYUSZ?*to>ysccf+NBf1n!#VfDi5-gND=+CHTW`H#>hhcPO7j-jRKcX zqVLJ{Cf*hrCh|7=|F;IbY7yqI^d+DhSh_a*$6x@=ki1M8+x)c zh#;z>k3XbvX`7bq)33)BLPYt78L09JyvLV+u^lhizy4RfgSzw<@x&_#+bcfWcRc>l z8DC$UMCu_kwK|918O&rBW=5!fd+-Y1P{@PIr+e~opIR9_gVt?lu{GARQcxzdIL5lr z)hl?UWb@FP=pKH%gB1wGp8YG%nX)?-1k;fsh+j;=N?ugHpt2hqVHroweo9nZTmR*Z z@X_pn=x5G1zpm7iz3C-mH<@p;>eZ0y?wjN-$&~w zB78KLpdge~Ij8`jckVILQ@-=bcb-wQbKHp4Y` z|4`a$wb!zJ%*?@Uh=>6~LDVIU%UwGfs%1-;h?WI?w@pgaOw*C#i1G+{n|}~A2r)=G z2#+wNQj!$U_6q4{o*yFEoht1Vi|uxbvhdk`oip{bD)A4dhfkGWuAMAuQ7_c*hOH;olMfxGe(KI# zr@y{S(&v~<^Y-<5X^ie~X!$_-VHL@9LEt8Vl0>~<@+l)kNA4wj@8u{m4qHT}ESBjA zP~}oI-wk|h0h%)g`A`dKC3nJoDg5>tO4~Na@Cc6*$#fl6iLOh{mJ-Fuly0LX86gS{ zN#;t~;N3}Ie*r%VNTBO^v4B*j7F(&q-#>ghEiCzFlJKK7YhTv+FEYMFM_2{DOTtCh z{dJdnf=+O%{fUzUrYC;kRN5j>;KT>!;MMe7B7CaR{2P<^-Ef>G9Z8EksI#JS9 zeM7AV=xb1tsaqmrgvo?mz1ZZOvRe)YQ^Ga{NCeuQY~~zt$5ucV7gE!2ftFX4$(f_C z35Bp4{=X{KFY~W9;a3t#b0HyN$r{PqWLuF^7ZkeS*-WhVW z^G(O+ngO9bFD8(zmaZf zN*0;KsFgTYq;DC!%}9ga6nnspaBE znD1$4yCUUXr;ABW=J1L72p+VOV6}%@E+MJxnHw=_=(_cVmd8Zw{P`DxWwq=2`j?6o zUY!DjcGRhPKi}Wv;)FE}i(Us+W+jAyoY&h(0$Nhm1efw=64Y*J}x` zX=QVpy?nLw7gYz9{3YkQC9PqIk=C-IEEe+5(C=*nRt`7LSY_!>i;=krW+Br00v{(l zmZLZZ`<3(8;?O)NIa*PF7XNs)F#QSssk!l%`c$BtN2%N`XTg8@SHtZw)Mtd-jK2S^ zBD~pTx-WJrgN)|1MuJx1fc$`?HBu=)%=Z(mmHN~Am5kFw@APfso1Ey;b8FPh6>|NL z>{Tt?T!8XM;wGWNG``hIf^QUt|#b*;tg4wH|(H&l6~D74)Pj;|;#T z7My$ZRkm3Oibw(Tnr%LBc%~6zPCof+J*Zv!crdkga|TuFCb*L!SAdob{rLsn_+Cx>HCmfV(X6yU|8Ztr9-E#^0men86W z&sW{(kRPKPgV~y)2FF~N68oXP`}2k`e-rJLP%i`Z%|(KpAL}AAuu*G7&%^hP89Ptw*>kZi&dqwA2B`(!b5!uhj``zaaYCWd@tSNq)oPPaK! z-C)M>(6y)TY}JOwOln+CMeHXvEj!bt>0%o$M3;t6WU7((?*9tq$C33Lx5DHlNhK@R;6~*uZ@fw$ z9;qyF-pZ;(SonpqEM8$B4jQ~y$-VzjIx$MW3^q@buv-<&=txBG%pjkzzdCgi2{BF) zZcS|rF<-NN7q;P2E*na)@j5pzZ@uAuqk}MRRg|=>Y%E}?0tM>PXm@my)W~^ z4py@q_jU~jGqD3`=R_jR5c9akT7*X_m$2U%f+;l4WgTi?RStQ+oVobBINq`4A9 zYd`fyr!KoAO`;KZSc*jsTtV){jP&HY*p$j1PNN113s)zFXvRRD0oW z)<5{<4s0~j(4Xq#^5X0F?`Df7+|6==v4MW_k}(fQZB`SSLQ zyACS?M=>;dR8G3qS>Jxlmo32d8u@_LU~V)M>@(FfdslgiOcevaP$=uNSzxlas_+b7 zwp|?;Z81={Ck(2-b(x`U-}NoJefxH2^sD7*Zd6M0(hC(fJ=kzQC-BWj@ZR+IX9ss>*sf27eBfpe zMT%<2nyF1nVhn|9v1hY=_7u^Cw9KDkVFa=JdBGX9FLJc>p5EgD#bOM%&pJUXs;+^* zHMo^Uw^M?`$z1)h8!p7^tW4NymyMx<8yGegFF#u5N0H$OKV_lFks* zkh@mtwWk1n>R=K%IUq^saDz;UwZ|vD@NcnU7M_c~J@3odMIt? zkA>=0jT;=T{=hI@rDDQ6rEhTFZ{W|7%rXoA8tu^OLS<9ZUUPcTyF{f3Gh^e~gHdE5 zeiguMoBQx<=^{~zcOa>H*rH?Aa$2CgouW|dF)rOu?va5K|z z{9a+YHQzb&iqLeY=&2(4$A7Y&rN6xdWBqiERaSiaPCV_2X#|FjD4jz#wzxfjr`2mJx6Q!mZ6C^z_a$u>D8!zH z@}>5L132bpgR9npRTq_PZ;qs!0%w{l5$OjGWL3o}S=&vIze;%hz(8 zWm}u7qU5u|H`O%lnn=>Y+czt)TB08@8J7YsI~1I-^0;d$6Ua&hPdy5S= z9IwAV?BRfWnA)-i{5B}Ye$f8!PD+v^`-rx&EI&iX#=|N{%U{J~ndIbOh~)=h*lbsJ?pL+Bp=~c^k8e+nL1D$hi}J5* z|KA0G`L*&3TcV-!GZHYz$_9&zpC+HwFi8nWR5ovXfSInIeuQCp=7eYU?EB3Gy0_o8 z2RIe0CNs{mP%x(iyu$%qALg-y(Uji7zfYqEvx6F77ugVC7|M+$Bi3ZBW-dLAU7T5t*1ZQ8!gElD}?ZCZ78!02*X~@;?yaTJA7E1l zrL6tbf7imof)o!U$%GvJTE?-`Eo|6^O_G;ajr+V^Pv>)!X2BX|j?a$zv6CJ`okzY^ z&gYdU$FrvHtSeY0QSpqPY=y2&8^$L@u$5~f^`lz;TqvyBFoh{U$E~$Y&<*_#(vz@Go_uwT^>U7%^m(p@{C#%wuYf{| zlOihiAd=+JK8gMyHGdeF5JD~P=RXWb2wM~wC763Vt|rT0%-hEaxZ%G~QMhuU1M<8|T41#kTHDGh zDt-k^Q}gE}FZ&~sbdRMx0=GSOGKChcsG@5cYMk(Rt6ckxLf5NyMUwFBFMaJkZG!bmYwgMwY# zPn~^WxI7_f+vrV`o5$I~jiLLqK^oRfWc>QAQx3cTNbuIS209ufW}Px@o=#0zfOW03 zl2Upz_2Qu=W}aBN^Nu#`_JsZ3^V(|S9fWoECVPNFaqO)T=T;fhpi#C4vd1XXHp9d;#1w91 z#U1)PyJTX1p$}_9a;V2ziQl@(ZK&9&CrAzKz#C|7n$-ufrqVUgtSNT%^QV`U+Shg| zlSl@LR-Bi@Fs`qz^a!uxC=MpNQ4BAWm5ML|!8H_7>WHuFw!X={0oLG^YNx?X*`TrA z0u!@gWsr?VMVy{DnOUdDhRWz?-)s}7nO9M<-~0cOZaGipMVk*Bm(>5qjX&7}^Ae~n z>0mvRpyX8s-Q*K7G#=ISHw|`F9HNr_oa@EG-&3@^-ypYGDFa z{k%N`_Z@Hogr8X!%%J+F2>nesq-^&W&wnmdU4@G??-K9=1!t$5jD}*5v54CjHwS8u z^FM}?mhV;Pph6uxio1aakrdC#e(dkL&9?01FF9(EEoR0K)?=saWx^X3=B-YW@mKb8#jRy& zu233^&!Rt~4~^VOs>WW6Uks3+^?Qihlb7d-$o-AuSdFx??N#-5t32>u@0zUjBHojx zP(O^O)pJy5Jdj;IN#>><@srTs_Y|64`ZRatf2i&vejKTTUB2Qym^LLIsJH7 zZ;$+h<-Xt7q=b}T8lbKo9O#TszMY_-zI1tV2D#bMe>!pXyHw%NL1YYtrE@ZjGTXcL z$SkNPt4g((XcjAb*GTNVXsBu!Sp9BdHlU7FM109C{#~S;=ea-Hyplu%Xw8VCKN#B% z6zH^UkH4Q1Gfct%up9a^p^bKABH&ipg-@X`%rDNRvhH=dFtE;-=C0OLf0kvQ+<||9 z-I@k5Gx*P|3IZo+92<20>!7&05JxCioj8m!I-JhJQ0{8ds9f}O(cA|KSPC{eBQh}g z%>o6sei)t9*BGSSEjOaBCFS14(@?|!<{%i4W^haKqk4V_a+#l6q*lT7*b!xjHP@Y8 zv|ew{N&ue231C*d*Ii+!8Lsq*gStt#^Q)a3K5pf?(oHk5?+jnwR@2^Fi}>OB=teL! zrRZXOI1y()C)ewXCzslczOqlr3t}jvY^bCEZWG=QCk`$M6duZ?F`s1xJQ4<5pSHbO zU5^|*O1b#l^lV`2od|$P1~_k7WOI-P?}??BZ^e3azgSE`+V;|3D~CUdtGKa{ciUi< zJGP0mqueE9i3GNNbvZCT56v%B`s$4~tn8Zq`&RnKbcuzx%Opdn)qDwIhTZ2Nwd5>~ z3TEiysP@Z-R2t)Gt@fP!kT>^&46VF%9iaBnX3hbkv)!DCgbPYnkDH}`!<-Wy`zgRv zk+yWgH3Zg0Xc*DX{eLyoCa$CjVd%VpxPc_b3uKNOOZ(M%%>%?cX3S2DN%Z`Sf9_+2 zR^-MY4!?&p<4wd;GPrkX;?J@_xAph=20EaYmYz>Rsz z`gyxY(~wFWt4(R{lANJCb=+S%l?|1YN=Bmmon#6YOypa{A38R_0C;sOjU>Eot=*Pg z5FeWh(J5iL7Z}*F#Q?Z;3(gbN1G7*glJ8kEs!AAQS2~I432TkiQEG<>8^dY(Wx1KV z(y*&iT`4{qyRCAPbL>b#Q}r}YVRHE!XGCHO>a_ z6%OBsPaJJ{(kcGT%bUx5P2EodXJ8}zeIr`FP2v^{RA_saE`5*`%Fl9#ZEr-eJlgl% zLk}g3u22(CJ!_mjyZ4E?gNftL#@0G5I_Z}p^9sY=r0G8qgO-)QI%~n#hkJRqR6C*4 zFGGVhm%PJM*29o*Z;~j81AiQxjtaYr#%K(zo>%%c$O5e&rFcb^`k~|5>lu+J!gd=p zIenlD0ijxH8A(rhYf_xdHJg-cD%G7o4}&v}|`) zAMf9bfl*WeSV6dhkX=vJ+P>52<2f~{=qui$!K1Uu zDlAR8qSRF3*8%b$b{0%RG;gbZJvxT(}i2O-qxC&MWo^XOgNW@+$O+ zywgOhdaQ4m$yl91^r~Ge56ek|T`<-0RXa7H&2uP{;rAr#=&XEElF*--9s36@vI-~_gH%xNC zfH4NV^LHHYpRnV&_dL&aU!Tu;h9b(?+$8buFI>cB1IjLsr&r7mIhwE)k};FgcR}l^ zYVu0&1Wxouw}r<~jiWzI!W~GPNOs9SHc@uPvZ270v$M6p5P`r#M}Ukg{ff=!IG4y= zBgXz9MOGZp&O}R6K=lWhhPlm3;ftB(m~=Uqj}OxlIA+qd)aNF}Fbl_)qNNUaQX@6W zj7OkzLm0RG zvhBBFHeYUp7!{ExiAn}c2#R%54}J;)@mobf0xno&oB~1)+%ekHKnJ4@N3Rd=(vLio z|5dDJnR5b~T;0szlZQ-k6N}66&B{edIdHbQw^n@u0#k|fJn?-Ob~ZrQ?DOcOg^Pcx zTiADOe329Kf#f09YUg|MXeQ|z9P%lWF0B>SaQRoeRYXPpt^?%0PE}DZqMyb;xvoqv z;Eo{{Qd_vY$dm6q7a-qaV+>EWoch?B$5<3gI~D#f%w-Q#*? z`XQ5UkE^~4!ouNA9|e=XZ%!nGbR3(XtDB0|jJ*9y{zlw**IKxk-JLC<{GuZh7nnIh;i1iin9Mpz-aXVXmsMkt$fAc`xo+1wG-Vc6a+nYdt?^8mUJm#b0DIKtx z3wg07*!05}<1&$K5pZWZM`Z_cG?a%97XiuTc}}q?k2ojhe6l{qZ&A5M?H5l4H8}fp zB44%=6^aFr6oz_--e#uA5>}c0f@^r~9=syW_Y{+aFA0_e0@ULc*k8ik%8O<0-b%|A zOb{um(?)1euExGB-w)=KjjKN8H5!!Mk=w&s+cX38S5b#*9(|;ClLv)Rdy9 zwULbSei|$tZ$fm4+2a1N5TLxj%1|2<`0*q@I@G}=Lif5~2+d%QE-q*2*F@;cSd>*S z#mBGYmXssRH#{yV$WQBPa99Zpsw`Y_7%hzA1i9;4VJB6AhaYFWx-SQ+4~hz=^Z|BD zkW=MqipR*_FS;}fgM#*vW%>xowRgbvuIrIWetJc@ngcP*{iDP`%M47jtmA!h`QO9D zhdG>)AL>`+3?$oUR9e`N_Tkf^DUd&*zFw1o~lM>w%3R$cvI+oREgjz2w^%M(_S=DniO{HYo*I|o{fA4Rne6I;i;>zY zqZ_jXA32$CP)`5Xa9hVL*1NH8w03>c32u;1##*4`Oz*G|H`B15DGkvFTwP4sA$-mM zCmuGu_aYS(`sMH5zT$Q373^mKEvzAcz0*trGk6_l;_SMQt|w~f8{uw;t}0xIb`P*1 zJ_?_|h*nRzxS}^4kPF2Gt^+NGTx%XlxJO(?v!Sg??v?J(KvJEw zV^c1tbZ;N@JTqO1?@I$ z*D-tV6JAKUj{Juez`Ly%qU*Y}<*3)VT|v5PawNi%?^c{Q_bVC$cbE$k%gB6@&0GHl zr>VCZ>b!&$?`fvoR|1WHeHpS+_hR}F>!?;r_3oBRHHtiIgHnjR;G8Iph~a%Xy`rur zj4v453aDi*_>(j0SE08vMRT8CVoZ|Ho#sJ)?|%$x+XHg1AdgGbu)9UR8P?T5G#x)a za!qK&rBjRx@Fs|Ze3x<5q&FJWeLU2YM{zNdBd)m9@4*U$0ldUZITgbB+vC250bnFa zqYzW((J*rZ{q$086BI5wA>auX&f*4A25-C(qN|RfgX^F?uQXSjN}P_uURbz3F|?hO zFWh(W-jYgq3R>)}w0R-Q-GPdjEnp!M8i}G|?O1#rkeXZ}XCoO6?}7HS+vxcQ(?+p0 zey<~pn$4CNA4xF;;b3-4VvA|!^sRy&t^<=u0wGnsc#y(X3-=2w8M9awAWeiPm8zZ$ z@XavEhvw+F(bvr1trtJ9U}oBlh-{nJ#({s{SbxTmB5;rElL;k#^r$@Wv|6}_E63pl zp-jmYuZ2@&xY4Zqp?~8|o{Qte(Ukmuu_Lz0mJ+{JvqilphV#{i{sAr|CwDY$rhdCb zH9Q|Gwx@sGI>1Im5!VnV-ScgcE6Zm8$bW{Z%@Jbj6F+WCy{Nl;eAoJ68_xlB%FChV z`cv6j#`QhN2c(pzb&|Jo=+l&@loBQHdu{kpp1Yzk+pCQ+SQdSB)zaezky-{C1kE*(!v75(&VNKkHb)zDG=QVr{0gJrU>=w)PC1d z^Mg@-FrEh$Wl(k6p9TLU)7VTHMI9C@s=tR-Rd%@QweR}#@Lwd$(D#vDuV5G<$Ol_O zP?!JIXcWLh^(eazKElp>d1FdRUnI#HXiX>x;T%RqEt3;PW-b|N{!C6MP-|g%^9|o% z*Ar5|9(FMJYG_f|W2q?++@AnC6gAn&;rDS|h!+t3G&+pks@XG0uLX{-ZvQUs@vCxA zLF^Cl{EgCifom(~AwS82tDCVX(-M=HOCJ_{vMJ!kI&4y6MI8)mOJ=XOuk$Q#EkO zmjyaR;!489dbF`!2n=SL{mE4;tuPPo^h)IAZr<4xt2xX=x&21iS5M7$Dn5G7n^UVF8 z&w-_c$*bLjC&}DOuadYZ+jc1BrFjM3zb#Kv|77<*?Zv0E&?P5fu7#}8z{E1)0M_7w zYl%zZr%=6a*c-Z)rQ=sKmg~vjQ{uwLDej9xc^`J8EX;9$FgNRm7*HGM zzy!#5O4Xf+ZMc$t%#b40{rsuXztxizdnoaw^+EMtv(RP5ui^1NJzvb3cHdUpRylJ^ z>vwZn8x_(3eUIgX8CQG*>k7IuFMVa{tiD>n>xt6N6#qGwxaESKa*SBu$yW>$=`ivttQ$R5hQii^sfFWb$U*hz|Y z+Jp%^YYYcYYFb>xTs%J}y}r`R5HsNMd-JZ9M#cM=WlzPg3+cV`B15UQB&VbUD;kqq z-bhKx*ZawTsne|$7Y@OKDt1}wD zk6lqo<0OKkOkn(r4&usEXTAoVihRTQS=nD7J0qzAvtw`+@Az z2p?R#p#_7lCi3Rh=)6G+650SRnC5arg*3Yueqm@6v~xHkYPi1lwlIfGzp6ExFynXA~?>+FZz9WCx=}3n7j1C9Y^xh0v%7S+-a&bl;PA zjB+!YuItLL^=Gp&PV^pz`TfhBNtjIx$BAXz!MsT@C(0_ntMd>8d4793n-Ro1=hHYF z`23eZ%e<LuQ~sZV z`0?GdBGUEnhck;t1;36l-GCjjI*tI|@@_u;ZiH`jCluu6nR0dRTnF}_J!cJ=h^{ut zFXg!4H(FS(Vs%`)gahw(f;>DB1^#!flE5Gk2ja>;ecxHmMDeh#{70M#DM<3*0;8<+ zJUQ{2Oy9^+zpgwlOuqCL>gf}g?OE6^r|aX{wN*H?TQcU5I>+<`P^KEAJE=n%x?6|# zG>I-68zIbR2|G%=){6u_$KzcA9k_Dt6xOg%Ul|&%yIkV`DACy#Y!xJZ!l?E#Yo6B&@7P-{X=f0C{;;H{C zAYG_Jh_-kyJo|Z8s8!5YM_b`{|v~mdm3#_WwDmUJkJYtRRQD7O1KHZ7S2fX=R8Xs61MP z9<4ONV3Yf|PpgBzG&BoOw+}ZfGP>@%>N|bvs93P93fD4QNaj3dwBY+Le|i2#cduvG zXrZA1-@k6$Te7dXHH+4LZG%aH-lx`qYo#=gX;ic|q+r*E|+NbMG2p=pzqg zl^*ef_v$r^{5fJF+gbb<^X~@HYqy21*7fu{1~b+&}XI}XsXpLKA%Bpi9`#D(-nflQd751Ad-ac{J z%X=PSPd|d>ARjjt8K4Eq%|j9NQmuXM7$3Ck!j7VM>k#RV3Acn?Nou-u3zTZrk)to@ zpg`LfSh;`feb5b!92p(9+i4$>W)c@Z-MGEUiy;8FeYuyn*B)u~*akNnIB7n?0->0- zAxy@|th7XdjyzX7nf+`er|;Djqr53jc2HqIj)Ug1bcBAYpJM81uNCOYbkbAZP35!7 z5x%uKm2bl~b``r9b;dE{{)qFIfV0cLL2FI)U#;_w`GC`aN{%zqm9(H&1&6;uVr|@@ z``%gd2*1KVPA=-pzUmg9czUeRE`j}Jk#BZjvz`~Hvx>IAZ`93%~PoIv$(vYaKcd zzu58kTr{S%^lw0yW>29^%8@bW zI`$!mr;djlJc*kPB9|!KI+O>63fhXvitO-7s+^eK?##kw-192Gf*e45Om*Qm-?6}u z3JUmnf!31NNWeET`UcFF#aJ&GmBCcqpp0{ue_H;Z4my7h^ZYXjjq+!F$SBh)7_z%L1^ZSs9L@u^jaz4VLWNhio<_c%GwoH(mf z=693ea~b)Nz7WN;4oqP+o4wAggK|Jen`zL1;=GUrR5RYyRwllEX$coTLr<3Ah%>a+fr0a*2My3cKJJA&bx_y8*y|b znbK-kdk(F=OqFKj0928^Uii&qH{Ewv7VepNoP~AJoP=+ySLC(iV0eeO(}E-% z-SB+2Y${x18X}QU%?R+8vC@|I|+afIJwsv`T4ZW8-8H?crDX{=CI7Zgaf9qAHiEra4=dJa&WAd~ ztJghPjyuHq)ICmR6mhtNLEgU7(Ere*rx88V{!=8ZRy{p<)nU`*ab9bo7rJxz6lMQp ziAm%a-#c4hRNVJCc5Fs_x5PFm5Ws1w#mi4#(5Mlu_cD8|+W;-qzadxgvq%PztR5pF&h>I8QigYkAE zdEcS-mn~VQ9KgpdG262I!91E=>g{+)s3>Womu2{>Us)3EEZ;1TF+p%rq(VPi!xjN5 zL|VE(@W+Cqr}V>oL4f3KC&uWGZ%YmC9Eq#w4Y9Q^pNaFn)6uRUZ8Y&1$??e%?-;oh zP!x>O;J1NLE|Dbp^md8IV^IYYYcH}1ZYytY!nHebFD9r|iQku$3gg=y-d#&=hWg<3 z`BR2YT*Lb)*nk*7rbhyU%FrF2xRlfam}mE&8giAn?Vg@h^^kn3Y!|wz9&Kf*h=P@w zJ^Wjl_#gpqK3aBv4D}J5;02T?Dzb?dr#MY;>M?~RX2>3Yk_$!o|BsoipbwYu1Td2Wc*5k;r4hUhp_5NmOMr~zEbx1Xg^9%}ArY`L zQ1VIJVb!$Xf~8#W!lGky&oX}eP{qIW&Q-#86r~#))zUA7)Tt4+GvPJ&8Gk-L-!o+B zRT_wnqzEmR(Q(7w3s~{eAo(LG8~P@)TB!~k+7m>eb+g&L%LYU_E5LcK|Fr#_V637c$AfiOVot6EY>g7qsViQ?=e z+L}$ekXKoXh!ToMfBip=5xec{ckUHK9Fe1c%Zt{qr6g<4TF>PV)XI~{^rvl}I>|dJ zlt>OS3tCr7BEv24l+m%-r69$G-7m^d8_^cL&1BIJK-N2A3_x z;Epm6y|e%ORT3j*c2DqwMIrmSMLKI+dVEks3+4loxddWv?)`j-G|NtmS~3sRaW=@L z;SsXD{EEVI%{T8p;r%~VpF>ekQ!BVUbKKSi!LJvUK2ZXR8rdUXeKk`Z;BRRxng=>C zW?sR#RNX3VWLl39@f1=S6G?OGAM(iwEs%;SA^|1uLZjpJV~G?C_%pwH0Ncu-v-NwLDbxhsCEdIBJFiH zs5G^)X}fKUlhn!Mgsn?Rar3Y-$Z*QCg?Fn8Tq~pzSYU4p%K#2uu@2S|)#k3OJh8vp zZp~Sn;*NnFkA2*d$7#!UYd$^Cj(T#LD7|}wSoT;0sD$9*~ej z2u%X?uIB1ZqM}_~BK-$wjT-RMs&8)uuD3xU@;h8^)Ar5uovwK?1GPh}%dYuNN4wh~ zCCPu8j(lo5LQLieM{pi0>7TPUt&u?Fw$%G&slIHK#g!vZOpiqPcr_@Sq?i+(n)tPI z3LQdnaW=^_Wh)K!m84t8O(??Th5-J*8k<$@K0RXlVUq%+IPk`Geo@lpv&2>JH|@7u zG_5faVNfbeFIgH&aHZ+WF|Ueq_r3@!)AX^>j1+c?ajIJc3am$PX1X-TCW&7k}fY#oZYxJ!#}jWtW}KqgyV>Lnkfb!L5ncLEQSf%hYFN8uK4DZ}Cj zE9>cg^13)zUiosc_pACd>kO`*St;f&<^zq&uTvaQ8zTb;ApzdAes0>3L=QT1PnEt& z5Hzy0Eh=we9!w-X9*t)&*^TQDhy!>mg(T`l41TK-j2hMtJ5Mirxa+=OfN@=PxZ{#O z;FAkP;&e`y#33RpQ`OI3TKz5Y&hOsIs)|Zd{KTJ;;F6KVKq>o)|r?#zq66QUmS?N2-;MkBe6bO5crYZoq+z6_p zhLfkX0KNX<8bfC{PlGFd6D{lKx)#8`er@>VK27u~GmlKEw!=J5- z@ep8av}c3W1Shadl&-Qgr5~J}K-4M17^>CovbzvpW7MhgV~qx3eC+bUUnGYYRcxpC z=ZvgYT?LmL&f;1Cp)>O>c z8pQ=ZzJM2rI4WC5e5{+_iZirCj$*AwRb|VLbn}}wlwpBzGsNQQt*pvuIxp@ubdRIA>zs_L(o#GF|A^HN( zpgb#l)Vd+DGkRuXflRsvOdUuw)n&>oDtw5Y|91dKRjOrVnK;e(ohW%{1FqtH0Eypi z6NdAW7(xCi23L{4S}I(VUCxI`(u`!v`JQa*;5|9mG^C)*|LSq2x0*0!Y2sw;$!9B$ zC+Jz5;zv=2E(vrsAfxWEW_eXs6 z`zWlw!mYUC-o~q=nzIl4rdR`AvT?J|!=g2q^1jSlzW#3k`?*#@7reJLZIwK+Ppv*4Gd2o(MysjA;8w_&7cE;-5?-iDHj%66$$reR*1Sfl1v-Et!KJ zx82%SjVIkt*_Dh8){J|SV@OH=PM23;M&c7H)_~BX18VC@XDZH$5MpIyj||Umu!LHv zg5z$k-l&~XS_;P70URfUs+7p%rf->S5Sk)}_&(@E`6%tbp))>hZuUc30UNw()Qo)C z_V4tZiCXWue19_GhF^bVRkD?MZ)5j6UPjF5glsYCk>k+ngosICF*aTMAD-;@!9O(I zKAgm15aK_Wi-(TznXI>?S8M6tCxAnEU^Pp}^=G9zERKhdJD@~6gmd-UI}4EH8mprs zjHF(h+4p4X#nmFOJ%FlK^g7$%3QBm(;}n(7Vw*li+PxB4)qv?@as=;!Ss8eYQEEd| zgY%x%i|>Wf2?(0hs8dxzO39|yj|7E4>{kg-aras zFX7~aH^vn@23rHJf=lo+zl_F__P-aMZ-G~`h4pypQUGH8zl{tA0!KC{OqE}~p4!qG za?%h6_EdD?H@N#hENAvyafv*fo9^OUijS>a3SaKngew3uH!l9Wf;kg1*>$^SyUG3b z2~Do9bqvdRVM%)K`zd}jS0IlQ^VZ~lbM1>SuWz?eM{ivz7{O_>_DTKD3Md>76tI&t_ubmhqXm zE6J1eU5;mOpl0O!%7L9KZy|h{aoK0$b}CUSuZWpR|2$i-@Zm-o?5FdU?Qy0NFC@+_ z$`vyYNN+2=SEVlBAfZUH&_bf8s79Pn7bj_^*zXfAS)h zT&*_8%~^mk?A=D%M&OFzaDDt+YvC{yi8`i*Pb8O@R9!R_*K8(C^YuS*LO655SuM4V^tnlcR}qJmjVQ z{#Lf)8AW^jP8_o7PjwE%0tSZ#KXS3A}g4QZ@F9<=fggH*XUbo_cLj<(B!<|SR3QVfR2Cu&IE z_es~2+2NPJ7K0qm+tW-bJxH<4M;AGq#GpoQo55sqtwh{glSVb7Y}v@(g+hU!iI?wQ zrHw<@|2thdUGy1sEiGh{gXU`fP}I_x7+PayWu{4?yM3aqKBe_zvhTJOtynDzub?RDa zjH16!ZTcVAUEvP3@1Kk?yNdJ+k>CX~AI+JtrT=mX+XzG8(EJ>GR29!CpMWQVvu;Nk zi?i0xQ(g7R<8!?o4k=Omg55b~1oFL;D63_c(@Zn}hq~sPK7LaHK&PaDHi?7LzGjW0TpP!-?h5m4YS#(s6U#0FC-o?VuCE{ zmb>^eD%Fn_#;adDJsP*81<>p=&WXubsBtB{g{w;1J;Rc4Md~YDmK+m=rt6=@ds)7# zhWo{UJ{vjJLN@<`$Vl~p$OhwKBdYYo(^@>UmHOh|c0302Gc{X;PZJiE_QEqGYPo(Y z&jG5l9{PKstTw}bY%#IZ3+Mb&JKQ3A0e1+UlH^M?HH82br0&g!*_e)-wm@!wUgTry zL`va}IfC&(JhreiH7lU}5AP(lYnWJU75gN9*X_D!`oGg;(?Oa5k)a1itH^W|0oA!E zNXP6P7oNWy+z?Ep&y63)9-!FlX<+KnlI9O|ECL#CzlU)vzWh+z_xf0(3v)f-hO{OW zS~N+0?a6(5;{5~^fA?h3Bfe+NOpb`o3f+IHj73L4%r>O6%|p0_%X-w}Pgv=DWC|~t zoipvfcTyM(zeQ(Ck2s-{A#hyEG0OMR9sXmnxc#|0i8f^2%`G)d&RYNyo!~+z`BF&> z=o7Os>Go=yeB&pJkIi%nxr6A z{<^)=(m-5q<~^x7ymvE&=IlLz^wv+@;pbg6jx1S!Fa@kw2S@^AyVrBoH+VRWS zpZ6%@jIrZ&{zIoI(Snbo6Av25l?9ID#4j!#H@S?lQ(3gz8)3)sKl1M{U!=diH@tbu z_Im%w1JQCNfyk^5{x7^=P3bCM)M=yIX1Z^*S@5y^bj|BCMy4W~d?d>8gYDoDHj=+( zqd4-{@^I>M!~m!P!qwDzjY48XBx{!6BOU8CLN|ob!>a5|PlIG}Vtc^(r-5aedY=Op`e~y*;`d$5UB4K8FlfG$KE;JuYc3*ge2@p!pt$jdgW*1tv4!E^r^`C0jGQQl3J)R(Jo$T!*HFSyHG zQArEYDJL4d2QyEPuI!9$(hS;d-8FkZdHL0oJ6(3)#*Wp+(nP7@)=&mJZbM>_36cHGs5T;)Fqw9uB?R0Q-l?L=M$}$3ds(h>>&x5gP=v zPxDbCF6^}zcL3@uUH5t#GU$sSeGu@?lpR5s@w4H<3IEtMYKqaS0-<@n2P3FCfHKXo zdLJcNLjPW6Cq9N~#f3g}z28}2*#{upPpj1`y$`yov#5^II;h8*IXP6Z5?EHKFC2uq zRIwEyqg@Lrs-^oTOxUUcCC?&s9T4RP#JMp$c575sz2qHpYi6f%X)6wBBS*Xd%bQ zE&-z>mu9q*!~QqXJj6!^QKyFqh0iXY*211&Iy)i-BoOHfnmYqrVLieYV^+|1G8~}% z>YKz&mw3@IamQ$g$MM=*Hl`Guc!R+U+lyb))}$@uqK`am7{Xs({OdDjDj}nljBjR@ z?q`#}OQMEHGNY&aiF*a4?U93I(I60q& z1C-m?j~GXQiE2^~1rz2YooqvSQ@zYmw9_!Rd|A#7v)~tiJ4?7UWZ-HY#iR!EZ(* zS;2l$Kg$CiESmZO&>ZC^Gf7U7{A9;#w0?Y|V`KY6x^kMEBN0jldXR~El$t!xc$sZ*U+o&cXSC{+W*sN%!! znrzCXd9|{cjX962V;*=a$V2sGw{Wb{^B#AGN({96-6o1yO}Z@U;)R?qHo7XQGKLHl zn2N*CbVx(q2!avWkAn(!ySCW$w+d^K*!gUqhti%&d|CzQNb(%LD$7+m=%X8OM0Ecv z#v31Oa#`IUu5Dtn7YmpYtH9pL|9z#sig3%CW)T7FUbw`NnZ1LvbQv-{jM_e1fX8Xw0adzXvT$UO z@7Da!uHwn8!+vQV-A%t^dt|c>;0I6u#1*?w1!==qj4C$?LKoTi<`))zBkEz<{PF*V zi6{6MLFk5%xa+h`u9#TT{fbpgg>+MOVaF#PG|@KnrUO} zG|*>*gq(z`dwDM(zPQtIk7CMWWugNp0D{-x(?itEfx97vrtvsi+3H-TJ06%DN((_p zwl_WLqKhxmG)6@ip3!Aor|xpNP{&mXSpU`Ziq)t(cuX=d+y4yhbd8@H==!F4HfG`* z-u-G_D{k@_-fM1NVmqBRTYKZg6r8-@h}y^Rhe;D5w^LY|K7g1vA|GO_V7Btx5}R67 z(t^g!%K1<1-f$rU*WX$B!9{!}an$*+l=Vv z|IY&8tc?W5GuhzWil@rmwi$0l8{0Jh=^UrkinRFedh652{$9-$N~=GSf3;e)ES0KF zBWyQ&x~4hx7{>^7R;Xe-*rW6o(%3x*o+F+Gidq&V<+1TgABaUBmRSg7S)cK_9rTPF zJJte7wWwKRVIfs9iHAG$J0bnQ+QT9 z23|%wa7#rK29QQ=X~fk@rQ|kD?c8pYkr91DlmzQdXzlMM3zI*}vLIrv!yVoG7Nc7$ zT9oZjc9d`RiR&o8+w_ZO*J2a0uN%s-jG^~%k6**G~18AIZ2+ZM0kMt9JvpMda z!Dm~He-Y-5=z+}%>Au^a^*paht>hd5@*8_EoZj>hf~%lg;U#VftKH>oN#`_A7P0T9 zDLYdY6lU7-#M(=)SL=+iYoGhC#9FMrWDsV(?EG&m78!0sb8-xD*lPa!zBg%w^RbPw z{<(cN6lE@z0H z32q-*l$dQY!@L>|sH{UO?Bkd-1Vg?`*2ey-HK{GTt2i=GOf8pAyM+^Y!7>h9&fF8f zn2)T$IEY=B0`JpwBl^W#po%NjXE(7XUFG4oA0WHis4qRcBO;7c!pI722lPOoJ{Z~M zg6D?Tex#9)d@9-VS5ppZ$H}_n#4XiL#aT^%JJcj%xUwK)rOp=s*Z`z6SdpjmcLYRbYJGc3`c^njQ2BVw_C z#A)n(MPAxoy4#avg^^QRg84rihx|fH;ttY7 z7JB(RTh=~@A{gFBcV~K`6rjY4iwtaD4k6f`>f1Sc<4DKqA<4ip+dp`y@;2Et*(Yr2 z65zAhehH%M2F{nee12Q`xCIg#mSU2gQ3UAPk5)(@x5V2FO83D8lUJx8LDIx!YovkZs zpILe$vLI{>^+loPatunjhR8cH)wtM!wonc^h%|k+{p_=-AR84T@A0ya-S`-9V5qdt z!Z^YDyRF%#(oHl9`SH-p>r_$ll#vDLwk~LDTTycAdvAERVSRg`0j&+FiE>oX8+R6; zpZ5R8VdhgMJCIJv<*88=HEA4u47wd9~Bjhpe${diAUU?dM4 zU&B#&Cjs4Z2_Xk8yi-zVOP8{%b0>_yenj{A*~A}y>z=6M7;?3QRD{(>#g2zCOUuf$ z8O!zgh?vic4qX64O)O{H@|MRor$RRpgQZg>8Tg+xL9#`)P8eeJjc(QX z4-EMB6WVr2x)a+5D_zA;Cjql8K-=ck*;_+7d@S2{gg(F(bX1y53Jcvp3u3bMhV5Wq zt-D+=bwKPJR~`i~S3Oh@QA?@^K7J&kH-#Z^ZO9Sn5QJY3T=;HD&)XDt!{EkKVp~Ns zqMaI62j1l4wKLAZr2_FFkl(i7;7rk>x@3XkVA4Xu2~N8+6WWP#6)i zUlB$BtS%X);?oFWH<{=QNxO2Yuz50;a_G^?hF?w^#QO=$c6c=TCK(bu&UJj_n)Mg>q zt2QyVp}UOZ(y6p;+`ae-2aJ827A ze(l$@D+>-fhMf52&(uA7Ou-aTwUR92Q*aU4DTQK<;6Uq6%+@BHi1P@1Fnbq(wWiL( z+V2;rEwoqZ%2UXkcv*%azqNd16`%d@4nl~w{J_TY+s{98kY(nSD~OrAx=erqZ$eLY zv1CIDVB1@d*HR#u4`^=+5Rj-%xbVCS$i)TGtk@&FvJVClJLYp@UZ2LYsXdj?xdiey zu#M6m$o%mddfnLmy_A8qCO z584angvu?sD=WF1KP!P`6C%Roo#jm>Ntj8T1@pL>$aSN-f*Rr+M!r|81%VdI-G``J zmIoEEWgb;)1ig4UVS6{+)THiT96qQs87bF`@spk%@LNjqp{3Us0zzxKm5MF;9e2dt zmic5Ny9tMkDU9Gr3kG@q2Vs;7ku0*_MHddXR0i{t&z)xPAIXB7m)Bq0W+j=u6IK-5 z((mwg${$?*qal3O3?=}~3vWugi=$NIct~3<2|P1|03(D4RXoe)6pqKQc0^|s&*fqY z?(3(S9zff34%8f%vtAIscU&ARQf>y=yBpK?CzrEopp-nLd9gjt@ReBuR%7*2dQ%p2N+aHnL zPu08$*|JJ%lX;5JRpXA6+-EXQ<5^i%)*kfC7*z9QMW-?Ua~scT;)bVtJ8w zKmCnu3sqZTq)(SQY`@fG;BC6s4TmTUY=@ajeLeO(%|0VN@%IANh|LF8t`m3WUs9~7 zdqy2boY}Q}zhJ-Li|;y#6fN{2(@(3MO244V6x}XSu(c3oDtF`O+E&XK{b42%b|lp# z%p~5psJ@+@gcrVKwT@t`zSLd^51lcH&wvkW!w)3oKsAGhUZgCW7PoBon`~D`M0fCI zbGZW#=6V=oqCLWmfE*fGpSY)v%$~!Wue<8|#kLt|xo=*suuo})+L3RBAS@&#-Nq&& zTfZx~$sE>`UPB!zD>?paW|)*yr)Gvw=g4?uSNG&5GkNJO>-`C_y1BT4_tVNqwQ{p5 znRkIku?cGxabUCYUB%nZqsiG+qYaP$0BJMIW1hMhMPPf72G?T&v8wPS{6aR105x2B zyXvdBY%(SSsNP{s518>DuWh@_-CL=F_QgBHp_pX8e|7Uhz#~F@wzYF^bNzr!EdSBe>N1*=%bP-gG}E3 ziOxdDB|G;rEqT8*2-B~@{T(?+9Ym05YrkH-$Lj9&X$0H- z?x3Kr?_+MDTuvM}-&sNwy_i+y@|%7=l91xCV|GdwowF=*H zuyR&uLF+(G4OMQnJ$2ybaeIh0UzD{-(nl zB=pH4uU@yZ(h@rwrmCw7OVab^fg$ie19HDV7ISt8yWpySK z1{-S0iSYBTj&eJR7w!(b2n$$zu;7PMta(%4iW$s9fAqO5HMo#aI2%>7G0^X?xW#C9 z-bbdph;aztO_fR$oPL_knZng`Qm#;IeYjst-W*;)m?~|Pq>c?bh9al3MBONSa(x}| zM#{+lkD{}1XzFdlu(UWr8YHFyL!<G zc`z;ZMOwIXn%CO@^=MpM2{O0c^WTzNaQ87OV>Oo$> z7H?)yHigK+iI7V3#&0cwPOnZ1*WsnHY0PIg^OoI)%@HNS7k%l;Q3bvD7j?CV;#-Wz2^x8YB0++H2k5m2psCaDN+z?5T=j5S<c=Lf42?>F>H7 z$qneV+6ID+nIr$!U9IgxmOm@T1avVx$b73z^`g%8@BwW*Vx_pk)ZS|rzWvzG@diY& z9nE^a(_e((^Qm&S?WGF*YuhIk4q2Z0b@;;M+8t^Xd;HQp7cpwr5^{qZmIW`II}`Sk z0|S4(_tGIqRJMz~oFnY$ySj_jb^ja99j^wPYNfF*h6g5a82Bq~xg0OR2>6Cq-GB~$ zL@mE-dnXK3$>n+byvMgwICc(ssrTAF1i3!ICQf&90xxMljR3jqtdw7B7ZZ05tNrPQ zKCD{(b^pSMKX_A`1OFREg`6Vt8RG`aObB+Z&i>t71H0G5l?7g|&~SKmBc<4G#nQFb zx5j#(e@iT93h_$f^x9iTkj1;Mv$Y9`PbM?mhu+GSp(Fh(t7^-gF82MY@8cz?WYwv8%;0D(;t- zI8*-$#LT&M&q3(e9UVjD?!d%{t+q{$hskc;_jsx;+oORWVyZ*g5EK2hokEFyrYmNp ze^Nh_#>u*Y0CR)B?y`qJO5B=3fM%bMQiS(LgzF7qJL;l>P^%>u6I6Kk{08rw6&l!l zm$%M2alSdBT}OIf$DJp=_(UwD?>|||Mx5Z@Bg2*=sgq=>+$0W#;_gTDTV>3de?=`0 z)M6D?ugRI&aJ9$1!K~^1t%W`=8r%5RE!NiDM*fAU(nv8WhB&NR2CY``^SSqXI6kke zl;y@uDOm8vJH6>T+gUB9O|b!DMVbVY?(LhPaLN64#l zTEImP(o6Vx5{*J&u^sJ#mg-*erC7g}_f=RWq&pT?AG9W$Z*oG8)Xzg+4p~~S<+yJ_ zHIvy)ZYckp^VD7W1>~Z3fP<#o?dM+ijT#+XlRV8`$??7Hq*Fx)(=U{9&#+&-#6~mD zosT9Sx#o8qB=i$#FciU z=|llOP6$lw!NC-rh5Wn-YOt+CDIyrWo|x0z@3mPxLfag9g}sh|cLk9Vy7EAB4%74` z8F-T15N&{eCK-L)m&BnuDm-`x2p4U)AF${OaEGs)cMLd|4?W_!N35N7>j?UHzCYq- zg0e36rK&Lgd^zm?{#a6}`JD4}Zpw=p;jtSQvS8(td-Sb+qA6^EVS;A6Z?TpK^%b0y z*0S@qsdjVkzSv0tjrc**om-y*b|0-Be1-C2HfH$~(80bDm6uz_p+2nzx_Hf&MwZ1c z^|Pl$^pWKXhdUwBbr7`uA$b z+RVS;J?ru#pn=}u94UD*&kv5N_`ej9?A|2wfS**#D*L4Es2+ZY9s(&#q`Z(#v%uGy zR2Y&G3Ey$K)#07($J9Zh;#Kw@6 z!~*$mbYQABHUo*NaaE0i|j2cdq?hG?MGY!{=;0=X4wxER=l$K1Hj$|}T`D~*(1 z4V1`!(IE8&jL(|D2 z$`$?MNSbybCg*xA8~6Y7hZPx(`uD@AspRf>)#cg6(gpYYwu}dbZ&kEZnB1iUXtPy? zAbjGhzb!Y~-TQVuAuJw|oEXyhmL8%U7I8U4E$_MZ{PM4t$PXH%*U8Xe*tOFG)3q-@ zc8i8hfbuygBQC#;94vNxweZg)k+s%7+-zulg}x$TP0E(-G3fcq(zI)6c--Yi{-x7J z<#71F?@5Z#2Njo1`CIf9uuvL-8b-^r<6TR?$=bXL|1Y(#3`SM6uN}rRbU{=^tYhLs z;*a%YY}*=gCG9RI{+^gFo=$#l(a2f6TAE$es5mG`vsi41HUAw3VZv%VuJDM)62zFlxLv-%7Y=_nISLmkI!@u$7GhX8$xsCtqoXY^N;FE50#UiKGqYg z6oH%!=4KQM)A^-jYTPvq+nxy41o%>YdCas+M|dk*}%QJ=wpf;ius)p^_F=eqiB^FHmLE z+tJx}_-jT=8H6#ancvljR58%BxGYy6C|+$=4$!}?A;%L=bNPQmWnD(<=#PBaR_sQ& zgFJ2=Bci-il#tE|#a8jlAH1=VTK=kT_S%(;$4+StZ zZ#U#>Si3hU|G<#jl@%2g%IgXvPMAKIQXF)0&t5h1Yb96E8ZSaU!STsZ;uR?oc+EeV zksrMz->Ptj^RcuQMGj@I=r6n5P0Ou0NOc)SrcO0#`A9Z}dxtzDzM4NX-4Csk!tw`0 zmglzw8wFxUf%LpLZ}LDKe8~ph*>iLM4Ph~7j&IZyshN*$h$4+x(`$F-lyBtmC9hm( zWw?rl2HHU5c7w0ZltP|av>{5|jXl>gQeLa+KChDXdpk&;taGx`zjUX+ef5SdaqzQk zP(VlY;_nFi24mqDOIML2`LWeZly^M z_&Iq`zHI~kv-k@vg(Y0et?$1wwKzZXE5}%sEId1ONSXfHVk7CH(!T&Z8$Hmw)Wi(U z-3>QA&`^}$p16mD&*qBJ%)z7T{1?bvRRoo)Z;IdGYgX=~@4I9Ge)>a-Y?b%}@|`s& zuGd5cBnPn28THoPf4MTM=juqwcIE!JUKMYl2a;->rr`B3dl^0Pf3pzceUBmfo?&=& zI?nx>>DK$VCdamI&Wa);H0CLh7yJ4#II4LVg=9@yBheWwX+6U9qfw*7ksMmxpoKbu zH9h!SP#ylrQ`r&avY@bbfj8bh_QU}$5|Vo#jhv~@ZDXSO{DqN`%N%aq`*AufByJ<; zipaxjt<{VT&mp*2$IvRax4{;ce=nb!@A?}Josr1|2@3D{n8~L-U42SOX$v_9|r)z5x^j;(HgpGpK*+_63HT&{QSPuUtFlZ^#98t7K zM-Nu`i;~Sh`MnmO*ZU4WMy1qvx>+`BpnPZpNP*R*Z@_B+V1c^e6<(jICoA87_%wF` z&%g$d#<-uE_ZkW!#V6bh(JGwYx^ipU=Wjb>RV?o{js&9sZw+B_3v;>SdHnBo9xw&g)zH@sU zt?Cw11GmXAhFE}Z(+C;QnSEZDeV}k-g$>Tb+dXA3x6X5TZ^HNn*YgO#6e>vk(?=*t zfw8m>YlWd)a`_qb{@?#6ly5oX9wmqouCs&Qsr3nU4+=5*2G4I+u5b0P=hr*33$6*qliwsJ+jdmu0!Oev1c7 z90T};{_4+z9QjsCW~O}Se-_X6p_&BU&-!~|sX8Hg@^bveQ*DEBZSGd**Nb8vixf6= zYc;rY&#JxSQPbTdE*-1rSm@ou)=JTTxmL#9tmhdfX^x8ZZk7&p{D16gDpr7gSY5#L z*DnQ)S`lr$@&%1{19M)1wiJwNWK}PJGXdUoI60dI1vpU%EaGYTQ{E`Dke8Exi}RQU zGA`?qGfS0NIa*?UUu7ZRo0ic}*j>9kdyhO^&SJ-i`$cJa+NQb#)@DW9+$Cn^)M|nw z<1yE7zXAu5+boV;c}=z)SY_4D&quBT&$t9IvP!nb|MW#`Ej z`C=M1VpzBT>bwT1XoRNB>*8Wf&EcOxug!2jR6t*0o?Qo4QZmZR*x_ z00;L#>QtIoV~)q806BRN@jrYC8-GRkKT3?Mu{HEwor8A1K4TDqGK&SN)ZzY>{-19? zqp%>}Nw_dmQTWGuI`gGVFy|m13OD^!=uqz{*kMVEv~*Nb-=`?Ck`z0wdErUDSpNi^ z@)C@PDp%>slLT^D)vCEvnB38oj8HuPpTM5=qUjnTJ!^-9?sVbbczJKe;f#-gg`DCr zasRZ8Xrvt>!Kbx&qwZ#)nsCKA;DUf4|C6}+FG-6SlkAWJZCb?zRQira0|)-?W|t$o zDo%ncWbSME^Bu_RV9h_4@H-w~9IE4k!ondkwN(_Bxd>Q}E6yrd!q^2iny$~i_X3)J z8uOwu@Sj*f-p}vL^h~+cN==mJ9ZQUEju+pq`h(B=8~iS<$I{Mm6FG6J537KR9)vpw zO@_GFbLy7(Sd{`A%hj&ZVTJXxTM7P0C3#XYE`2qC3k-`u-qrcKT%a_SSr8`&=_IXI z{SGg$mM6^=yeknG!iSdnN;L6eA;Gd3V6LNyy-V}&T5#3eHqK-~3bA2x31g+ZK5AMO48+W;{9@+1-OM_XAf+8RP9*;J5Nu`$hK;eW^WVVGQ> zlixL!Z*=|K7bmfbbS+&>WfeJ}Ei5)_#l(006p3_v zi7}{{Z_(tM8!mid3Nly2Z`GrV1mUK?wFmS#v4Fqcsx;Ejhq(2PLxe)J#Ctt-*`uY- zc+Jz4o*Z+&dH;z3xa{QsY2W0J74hN)fL)TD{6G69l( zJB7m*Q3rOw0Y^xwA)>x)sX4nXyGm_rv93p*!+US@^qHVN^~87nHl~DrRrK!6$?CF) z2{Dwt^3^g$q9Z%BCzK56_x||VBSP57G((3OI;;@>iIU>eo~E(^HQ3~%^&RgxOY4T| zPR|2uAdC~azjmjIT=N(l(w z{Y90_)*Ds8Zz1GNHcOsKl%L^`z9mmST^hiS3;f+D()P=TCT-c=gnggjW1qGHwbE`o z{2TgEF@P`%b@zGLwqh(*s0Eg4w&f2c7()*OT^qhlybBG5$Z*^=8>0|8ei|=8eba?f zp+DKq1Ch`}G5S$t_-muU2R_vS0lsy;keme+EwyT6{n^`uus+;x6YL#9wQ)N^G~iYW zUEPgeC`QgX-zTqTU!uaH9V>Pq4Aj&$`PZ3l|z$|cYv(k9~j*7G0Vs%6$`p67_L0{)O zPk;I%m`st1g7`77Z?7Y^zpd&bvBJ_T%#O*Q+E4ztxz1X>0y9`#olaG@Zoa8}9|!!V zkwEi#Fo93p9uqqCNH1zr=vG-;#1ap18t%TGD4ZX3Wb&_)tASxDMY#>9A+<>pCvpw+ z>=JhV|D5n7eZWc!NV;Kn9&ve>q684A^8`Jz!%qTH?S0Xuf$pe$FN6kaW7x+QgBFP_ zNok+;&*d91xuC1$M`puz8KgcY{A7xBM>KOl7GBP9StbiVdFB#oL8{`Y05qFo_j*+t|U2=0`->z`M5lZF$wc!vhX?R2itinBsjUT;WAdP=E3?> zW�QCHfJP9W+CPjiG$KDEvb1a3(VYwJH^cbF>Xk4@<3j+B#; zOZ*5p5R9ag$Arr&RM8wB7$9vzGOT2K>J_Yi;Hk`xLJ|A7g_m^+Qe z_e19#5VpW-+o1EcsWpmbqQNCj$V)n0vd5By8}!{1lG^`I?Jt z_Cy2;gKu}>vo1dy{vf^E!)8Xwx7p(Rv6i(sbzma8O#u2{hXTaY~)5l3RjFw)E;+S zK??OHnPPswLRQ^2Sv~MgTtpT5(z=)5xWy;^q}4qGY8b*IuMdiwNs#h;U>D6R(E2&j zE!5(9?Y^))y?q!b((asL!Q=s$h2B4`Ts5o>y9L{0ofGEe>lccoZJ9$nbmAhT$9+13 zi^jv^7{A}Tm%d@KfnM%!k=3N0T4x93moUZxEl6s3fMTy)6Z#!xxa?c%chQlLzX1`# zZ$Yw(NXt>97f4n4ochu~Cb=S(b~h42-qkc#v(A>jc_1R^U(NQ8^)cNoy=GLTYjjEH z*Gg};=H73rOFR-4OC?-`+ftXyQVo)rCUZCXn*Qhkd)#%$TW~->7caLLU7H6KNJ6uC_3Dh8aBZ%X4~WNxq&}(>F%Tq( z@WZ8^)7TzuDYjmInZEj=C1 zQmih8Gz)ZQFW;zEC{q$3VloF}5aY*PFl2Wm>qoH(;yhM(xj`d`0Vx}zMhmnhlc zB51Vt5kWkvu9@YHwIGUBzpN1+Hci?bTI@kxebYE+o;p_t!g!RuGBR`_@XxECb4Y>< zL`J6UScWB=bnr#ogqHHeVq3M9K}guX5K9w^#@)#oybix~c6l+7=h#@AQlC)sMv6@6I7VT#>5W>;eFl2lfm*QY}+`$VdZMDAb#iuTnwqIKZO&3Q} z<>eKZR%805HlJj33&(i!R@!nN0B-*(dH%~fjzKGF1karkMar6rIS5f?*_4#yD_A*V9jz=385@$bzdxvBue3 zVclU$B_8cSZrScN7-=cu^nv}L()#$6@%GGt2(#z%$4$L!j#${{K=Hp<3Aoz+oY(Fw zd^FHhPIg*#&D-GsRZVVb~ws_fF-aeZ)?k=?X4YIISLM$ z6G@r?b7N}yF5e{dMxq7H!hjmKdMuH-!GLR(7BWw7Wn}*0O?QOI$}Kd@sg%F17AZ7U zmD>JcQD!?S&p94R3%$AIFhRE;BFr9 zFZEA2RU&t&mj4~4L(W6TB8X?&gW0-kv&#vVWytQXZeOK&)|Yi3h2gQ@b>jC|^#xWz z)yJpEODkjcr_4?}6WlBkm+E>o`*=TWd<*X6K~e2uJB484FHRVSM4W=q4m9-YQN8Xnu|S?M?} z>)6~HlDeu+>BT>i>>yS-GgSOx0yq#~|2=a1kZ8nfwYqkTKgI1~XC#-0K1&NRhN&Tj zuHl(M4EV!A9hFtm#miV(EisL)9Ih6doyB zbRuTxbI+}sn*lx1LqqmLXO?0R4pWTM*`?VucfQR}yaiqkg1Pou3KWiF9$*OccP~&^ zqcU^kq$At|C5Zx;oY#$>Fw!->ZN0FX&SIvt^fnFVH`+wHcKF zd#Erv#DX}5k{ZmetQAA(T2#NX6cmC!{H6}f8hn<6LPB4SF(Q8dTNR2bq_`rfjg|iD zBk}n98usTOKFVW2!WFjt+?kwvVdEu+zC3YrsQA+2J*IrN>GF zUA%A6YmA(T5Xl3}=a57zNMNWrRx6uGz!=|F=Y4Gh=WK?3V#u~m?rmw z={wC9aL_6vycf)mkAR)<%p5GqojQ*7w>4^{uTeGq3op#M3Ao*-O^EA8H686PE;0$b zPn(y(Q}3y>j86oA1AQ!=T+vFcpa~reAARtaX$U>xA-O^gbiZf*r1LiSy}ACP2gV1U z#ttp2IuSIlKLm&+orV6G=eW?LCOxSouKug%iX5Xi_8uP?w{!ZLf)Wv}@4RcNBulBV z;YdU1*4Vg%$aMCEGF%xpG<7z* zJ~ryO9{R_74L3o3J4v^T4}Q;z7kXUHb4p{{IR)ia9JOJvpy2`txBQ!Cl(sk%FZc}) zqw^HhlJQ8SYp}JpH5y7#Jf(I7BLzZZ#XCJ+lyBj>Z20mwgBs=&IfP{`0>XfcDVmC& zE-B!X40zyN82|MYtzvBkKIgQ!Bpv~@>vGWBZL_RKp}rK_P)o~7%8ZXPnKLD+#w%nY zJbmm%3iF9S@@Oye`aUVXU4gBXTV!G{XGY7mTN=?Ujjb-RnSwy{lLP3cTKW1VYCjm}j{K#{udm&%zW&METodrFJbq%+~ZeKnWUuT?5E zs^>K#Q^~R!q}#I4Z-eTsuh3di?%*FEXcNy>U+%q=TF#x4QI~6>3jgsVjcNN@u%*85 z>QH5Ted7Z|%7H#%hI8`Cf?!4xS4&AMploX1JPn#F+{0wk^B5kGk*zZSZCzqi;vN)E zfO__Itp4g+{r`>I|4s;Pt5zSJ7TMF+mpK213{_^~?i?)l`|fcG5@5^yT(hrn$ecqW z@5^&-40)1u`Grd~52N#Xl;1KPx9|!cgAB~d?}~+bO}rQG#nn;8Ie3D2gL?WqzAdKc zU+0x8fDTU`UWy%9nps3vAGm!pg`!$NLN%N@M!9jkM z8-nid7a$ZQ#j4sR1<0UMBjq5SvZfsB16c;c`68|O!`$6Kt!`iIi?sv^BA0ZJq;d1^xX0DeR->79;=+;F{^CeSYt6H& z*JHo7RE0GtFr<>ag`A!e{3SJ@&!0=AYuGF|A2s+2`?&a4FQwzs5#(q(vYu{)o|0Zy1 z%mpp%=S?+TQzV(;O?YpuvIp|2+AhiEwX%x9;%2TR6Bkp(W^WoD8MSM7oE>dD=isnV zPOfw1{jYrV!x#~aYK(dZ;lkl$MYiQK+8zj#d68_SnRPwCziTjNmNgAQU1$c z_)PHs(i*N`UBdiEQlo-XgcIamh)R8Mu%yPXR4|gvbiwzIqhx*B-hK184u0PG528~0 z3U|k$ff?ji5Nj~_s=fcR_c1TW9=O4$HJ#0d;%PO*ea+q~(WqDNx@_1%?+-z*f1Nzv zzHf5-`T?sH#YYd(xX>48LIs1J@@fjmbI8*Z|iZR=%+kb88d@0?1|UV!3r255pE6O>0|Exk1=;MzZZS#$JhJNCpn z{~~*Tdb^}mahjAeiViND2l##r`CUrPBs!cPoUL5A4(|E z;La~F1$@_<;4ybBQMaup%NkGI^k2RiJrya_dwZ(8NlG2e4U#7nKMmQr=o^V(s?cD# z^tX{bi)CC+Y^$}t7+|*qiu1It3QIXDO>tS&q>R6_wvv%e(0?W)JibhAfl3M4SBdra z*GLcW?988PAbSZ<4R(ZOOztT^Uh9QqTLBV;ut*J z5t0>lt8~BI;sj0i*j751xeji>@a`zb6$@2Y89zwW&LFxib;+sw*sw!v0kEu*y?2T> z>U~8oth<+Q0zpz!2mYpm=V8mH!M=uKhNhh@_W5>kK$*^;8KR+4sW41~P@?4M(}V-2 zc5bboQ2)PI|3!}cM&QhU^ZcV=y5z6$`S0o1RfAooBLfirrrS9*N9Z`c9bdB5uFs@H zAW^mx?t%BCfAgPK1Bv|GoZQj+WJ{#QAl|vnN<;+8F&(KuslOQ~Xj%PwPfrBi+nzQs z{U~QOTCx=tUP0)xAoowY9|kyX(C7tr0w8aJ#E-JS5}~`7JA>f~C_!e8U>C=S3Fqw1 z-XkLHK?4-Qcs2YG?Q7VB)2gO2h}mkQWME9%X^eVca()XJ*QoVUxTbW9IHsn$T_$sp zl~?_<@6F?0A)e)j#Ta~mj>)1f(^g3WQPpXt&0|s_Q zYr>OxvWX9St@kx8TeHJQVGJECBRKBdox%A>bEG3)%ROwqO`zTEGw#c=MPrXpahUQ) z^VJxK)!bGST4E}=?f@6g!(*zhvXcMjDL`raXXD4ccn)x(Lh zHWP`4)@?1)u0wQG?R*IlgCr|$`%kkdlC7y2V(nBx>PP^vTidlsE^T*5! zG%Tos)G`@W3I)#&c?hXl4a%Az?Q6BQa@V zs^~(yYp&7Ceo67SzsmQ&Fw^}wsDEu8N6;3M=Rl&6^WTu{3=fN-{1^9%GU&=TYD^^p zlAr6^lSH$hz6$)EDs}9>33Uba=^21@A1=qb=v+tZTG(lQ#m5JaQ30{QK2h8|uV`NU zZ)@_SD32dm-lmaitYOm*+Q@HTLbvb8(WHu#BE#%m;9r25XnI5sFKHu9Qiydq4&g|? zCHvGERi+2lk$mANNsEq!@!M4@irD^W;rPbOa3i&1XJ2xFT@F7hUj?feO)QOpyNPi9 zNJ*12JU?_`A5gYDW&Cp7U^;npwms9)l{c^hYXy<+uz2ZMjC z`Fc|izduR8#HM8T49ml{AFI%hPC38zq-)ST(kUQDijY)j{^jTSe-qJ-3>sxTd&i6& zrQ-=)X3NKW@2gpOvBzS>-+sc}xd{CyU?5|i?=Cun`J&jANa~MbZ`Jx4WWS}6ukajL z1O7aRUY}tT_tuEQ8Li*?ah}iY|3kM+&mxdh9I%U#Hi@Ca&YUmr#x#XV6{@)Z6~2(sqeyl2E;LZ8yk>Fs~< z;}-2dkDn1~(y}sx5rd+i_1g&7t|@QnJXL$`dpacc=*W@%T>L)HD5ZxUM(-b&!GK@; z4w(0NU1_c@ufUEtr0b6;t2BQdEmV3_9{YY>Vg>PZg*?C7UnwgYi zJCc{GyHndSa{HT?D_gEdXm)Q{X9?3hp~o84;by_*Uk7j;CTO_A`MB|&C|W%s%7=Wo zzeqi5F8WW`)UUp{jg|rt{9~+U!%asR{=hw3OI85_w&oj=-aM7|q=3at4OR~?%zpv_ zQN})OerSEY?lj;Zc3g2KodHV|n^Rw$-iqV8AciLQi2{+HK!mK}9-W-PXt?EG50Ixo zOQ$AQ^Fn!0em$o)fbu~#8d;s99DAerUkB+;&S1Ym!D4%0J;!i(JVL3MH ztX9t_9jw9hmX3+$^{^Y@00&@-i_Xo=RABJqp8=J#*w~6X9mU}7Da4NryJOIW2)k_cG{aC}RdUsuPfht&64tH_mjne`95V z<_?Rg2BBCb@DdF}!|@Y9SC7;Y?dH)CEfU_bD6xF>=|T#Fw=+>vloB9em*~A0gNUO@ zXAS`{sr=`2&vA+t{PrzfZ#Tob_+SeASH{4pQ`4kO-?Ox=lqP?=lWtKbYheD5h}e-@ z9nt{`qU6+aFHm$Q4P9bhsJkv9*2Ao&Mx6lzSr;P(E8-U#je#et%^&9kAHPi?3-cbWt^PxAndt{i6j6It#R*-<~y~=D3CF^zYj5 z20|3#SagQ}pyrh@0Uer;3z@HGM%tM_xgaz#ppn4SpWHUU<)}!8%xGZXsP$zPn)+D! z!w>Ccaqz%r;Kx7FLyk#-%jPw@!+j|owWa+Bu!ZUk)XqOf{59pHDDXoCLjTu6ajzSS z953yxJwIaZ8&@34(RIgyPM=E&)IfX*zd!>q=gKD`%(*+G$&vK8=ESg#bg~-3G|KSU z#M5xH?vm~1*@C8pps$L z=7a~sv(RkfYV)nxC9mBa=M}S8jn1|l$D3(6XZCcL;UWi@L|{jA7-~bTvK%td!0)%j z5uYPPLF0tI@2GisaqLF;VqqB?FSt<*5y28DZ{4b^9LK2C`$n6kWW=q64cRT}8tu@4 z-;H-z^(M#tTcz)^0(>4utfMIE9RgRGB%4_s$5+&^s3{(dJ9+VQ_uaUwVKy7Bnt&Yz znq7=H`M^rK#Wt#+4@S_Io{B;p!MnLgA^tX2bRuih{KRru=~l`GGP5 zocm$HgWF}67n=*y50{XiX{&m#^gdbXG@H`)a#@fBOr9;Eox?_HvGb`y=F`~1unudlrD+m@tEotEyS7>u(M9Dy`QBk+wUUVe z4ob+5ORaM1h9JTL0w0#ivoH~5N1Bl(#Ut?FYYE;D##rW*geYPWpOWGb9i4PNtf;X{6i$YHce*+u|5zEPGubtBw zz&|unzZgWDg+bg~JobPYrx(M!=LRBG7Jjcw?E;54e~9!9}a$ka>P*=@n&vy@%EP(;|Q*c&%Khg220{UM%fPG4{dn5oiU=chT9_9;kcu z3C))0Sqbz<7bU&$z0P!qy%n3+NgEC$us2o+O0BRzAf_@V#nC|mH>d>WoXGYFl$1jc z3*YIosamQcp+~+ET@1zjh4Lz7#~#Q@)~I_O6t>H~2LLld8S`Y)(*1374@Z_3Lbcog zgjZ9JH|ct8syJ*9_&2tr!p|KTrXvihCYAsdEEew9z6*>zgGs=B{#lCU!i~4^@tPS z8As8hW8>b(2c^mN{V3hQW@sLl&G%o^S^3Zph7Pjn-)gB}KJ_VxSxqZ=Z(I{$b%Ro3 zC?$>Z_?{U2>Do+Rk%XE_zQO$)bnCS(*AQV5igk%q>aoq8v`ANKnr8Jf4|4VO{0L>h z>_Cn^WN&go=DsmJ(Q;*?HXAdleTAxsSJAjBLApW0$^+oo@c7RI;G?g>o8~JcjqDfo zVttL1J9O3Gw_;D3`JW93c~M_=^JY4PHRygGyb1LF{>05O5!lyI^lIB`I?Zz%{WYn? zzY4$kZm&Se7UPQNvd|*%tXM>w<6iQOTPT* z(0i@(E3YdJ5_Ub27^qI(ve_hqr?ByL#S;`h=ZvcE2eJuL&OVLyVy9>T@UwhpuUj2a zj>gPA?v>PwhC5Gw_Gxe?ho50J0U1_>ro8@Prt`kvjIh5%KFl8m=E65X(nKl5xMENb;;>!OTRJf@vDV+l+LWr5^8SNL0~Slq)XNj-5QHw_ zPpCtJ96XtVNH2}W9cMakD6b3I^?gN~+tf9y1b}Ty0+c5I0B!-IY_yaWuP-Dg?$l9T z9rBsi#G4I-UWgKw!Y%ec@g~|F`fS~%IzFvp3Dk7hM3XhMgreNJX<_qaP61?5z6UHv zey4@`^E4&oq2ieATqpp@>k}ndkXaU83hoJ z6FtWB^G8S86gzLDD)|xeadcykOzy9KfnvAHa9r(kTcr~61I8@~?9rV0v5hsMfFh6d zOv-z`N}Ubk$i#ojE%;R|x%RS=$RwwU0ZPyt`~`z)+6os z3_6F45aQkpNXy65@aAFPH`28HC^#*e&KUSzUj#W(8uM8%_fp|j2hBVw^+>=v-8LnS zaJMeKPzxX>v=tQJ4`>gA>g2a)F19dTe1`~(@N&8 zU$;>17|(4%y(>^U<~#LtUz@%EqomA-&P>`4y8axxi*}mo@cR#OJo%`tbLlbEv9{Q8 zuPle*Tn;pePO>=SbDB+!EDaqKX?3O#OM8jPywU z?%xbg$kBGod0>->rFF3TQlUHgE{=a(JP%s{^kh;=4zi)n$|~)W8htSy?_DYx*y)zc zJarMyh!j{S&^ydNkJlL;c0g?)Ca~W{hobdH|3D7z@X{F%Z=x&s%Lf?5gU~z{gZe?f z2Edh0na^Y!N3;m=p^39k2vzHBUq7eehjv zr*)BE$45GU+m$9(k7})CT$M8YrW_A?0z^=~nhMy>Rk`!3GDP85n>BnWD)FhIJKj-r zZu<6PtsCYA(`q|}_rMddfsQFGEnpsrw5#&*pYx8o zYF^uL5qJ}FF;ptjm7Q>?9xyY9TW?5Jx= z9L|l8-hDsRwuNE$=Wyxk+%32Gy~MUzhrCLSp$kHnGHs8>dRQsN`50JU)a_dzj;2>{ z9(r|hW#x9^hEh@kR7FD-Z;&O9;dA0 zOP_nB#G{P=&wCviLiRr0dz|}3;ZunoVCiFx=J-Yl_jJ&IpMM%5P3dAj`M;=0t7m6KqtnUWl5<65J7IJmB2tgtBN8upks z@w*Y|B7;{sVI$YCManxOwGp-ccG=_Vf|4ZeN4Zir*198qW*qL}{e(!H=MC8dFDQ*K z@pL$PN@3VT8h9@nObP$00xYjhZA*b~`JM`4P+QueMoO9gE9t@!3zd?z8W}pY3iWqkRQB zu>03(h-L%0<(Xb4Z>>4TBbLxUpywZRE1kSDVi%2CnGO`FD{MyW!u3uz>H#LPB|SnW zrdIbc`HL!sf+n;SCaeHGt4ynj#px~QY9TO?ON!+zNf!ENvsOwe+-U!3j0Q!P-q;(Q zJvX)<^SqtX(7hvCU;4XWB01ZVT(fnX6QB;fc*Bxm~$XLqMk`|)>BK)!C)RM_5R zSo@JWtjL0eyyuw#_LtF(0D0gsx#~S3TldJXslDVaB}UAje~av@YIjFc9V=KI+CgAl z4o__DZh~gUM_RTB$m7ruh_^*;gyCs-C^J;*PsVog%G-AK)}aGT0_{~f3Q zOuP4cC{a>I-zL_B#qFlD-k`T$s}G?xVR0Z}C~dJwgLaP|VRiQXa~%DpQ@F|ni3p^F z)&Ub1CL7Ko_PX#Pv*>MCJJ~~wA9=R>b$?~J8EVrg!YS9zikCC$()mM;p?G76 zW4itvzU1Gyg}=BDfbS@g2B{H8eMG}P`>9=Bhcq-ZSvA>XZ;>3Crur=t^GDM&rlKXt zs=2AP11Ywz%0N`t0bgR^rHS$d09L>f3$l*;R_{%pMsArD;p{17)-HeY;Vo_>FIl2w zV0xlll#Qa}GCc8--qlzxxue25eb&_Qw>T7Dvz_U)ZPeyihEb!W2?avx3>;|Q_wDVU zy~!_PRkS)Gq9AmV2ceXDmc>=LJKf6rK*Q3_(Qt}%dq^`pw?SQCJ#Ym zq{ZV-RYpl!KaurEm8=l! z2sO1`!YFK?1|7eEyRkWek+CHy;s9gHQS@RwQV)5r#A^|}F5R%!%E)}kwo@6MJHg4t ztG}!sH%fJ9ZGNui##Z+Uvo6z3ekTEIF3<2< zTutjoN%}4n;&2Koj-`2O-p(7uSg$yS(-o4svvF3ynu}6m0%RW)JUOegWb2;vse|Q6 zE-zv+${0Jh6^km~@Ut&1E#0ch4_da(DnD?Bt+~gPUC?t9`<}xzsAtBsBkkNnmVOnn z+=W9XPyDVexVcjq30tE@2bG#tf(UHdf<=nL!a_?($Wfi!BI+_R4AuQn1WN2g0`v>e z-Rx}poO##!5Y{2MnudC7P`0***`ap!oI4In+Ofo@RLS4K%DO~Hf5`BH4@G(vUUH3k z$Y-H$*T0)6qlHtG6z~Z)xDsevg}cb=X>#HXI9UCfvswSq@;7_x<*#kIPH`A(AbaAK zbFSz$jZI;cYtV1a?rFsN0n6@$KEYHki+Ci*K6`(0AV#XqcrRb`c`%j1liGSz?h4XM zBw0bluQsgcee{u15lTm(fsEXh){ty2UBsVu0p-HWqV8Rx|F(fB9(+-d z_JX3~ERNCBXkMGEYTe zrjx?$fd2(y28}Wei3>hqb!U=M z;+GM0l3YPzRCLBs1Ck4F zMCq*$c%2S0Gh1Q8=e7$A$rqEQCHZYV)RIGG4xW;&=k1O{JpxZOyta;~cnSY$oz*z}^uuGca zXWNDSNLic>2Sd~)s_uS+W6I?vhPfZ8cudmM9+jMLim5QOd~0{KCc1xC3bv~5PSKC~ zalz2P*m)T4sZ`3+gLEm!7qX$wcuWs#q+`CiaIo2u+K#3EZ0~Uu-M=k;2*6!~u&2%X zTJ@z;m;yJVTJvK@)E9;sB(7<5u$@sXDoQ{btPlXd)N4eXV^2_btm>VR3AyZeG&8!y zw6F~JKA*|t2s6LJCR~2AZc7hSu1tls=hOKBh5znd=YXCN;!2^-knzcO?ffW&+mbrM zIg%c)2w5u4x|is3TbA+%9eT8dI{3f*EsW0s`oA0poti18tYa-3l-|Sxf`tpL)nEL> zZN7f34B{}1XX3R6wC>-*qEXAn*-$cTNA<^*boP$;SS<(9#O-n|m*Fy!C1entsc)@- z}v0>r|s!m+PnE@OHiSl&4OP zjxMtzy!)9HVjTF;_i8HD(MC^5BfCO5RV|MWp$!z_u4d0LeNVKi-Y&n>H}U6ZU3RmY zf3DC;SQ~&j9~V=-RlA}S_kRTvMZJn4i4H?)T8YZ{-ponnQYz-OuZ0VOnc8q51+H2nKpP8zB>&cUgcVuZp=8 z(#(mbDIVdZ#8I{6G|@lUC(3=d0y;vemie7`Id23cDJt+tL3#u|cjKF`az+{Roi&n; zD!U@zuS|FUy1H*!`%Xq^qi10e_f@u5CpO@vKnF8AGp!*yNZeV>HTpQW0_@4t1)=80Gy^Hgbkat1FzZFP`0m z%p4qE%{HY&XTO&*V3>eW`Tca6Z!Gl%Pv>Z@3U>dWTWr!8zQoaYBP78* z-uZxdsszONF`L!KE$ay80}PL1nc}$YmIc#Myb(Fy963vU}F;YS0<@eck1^h z3zv+d<{J};DFY%)&;rMGAUF2l#Y$9!ht+`pz2$$CK5Xba!{A7nVt(RT!lSFRs9efv z5oEI@Fzxi3;C|oY;!*Qhty3+Sml-PhK#VtzQh7kXAEe%$a-UuLqT`whs_XC4k*dSx zjkIpY)_A=pwS4BsO+|tzp`boMC1% zAW-l=Q^f&72*{T1Ov+;=a~5y|drY^wIb(A7agc_Em9Ae+5omya#O~`4XM(*aVvjZv zn`NPSx;bh@P~Q_}(ohnM#}2gq8GgQJz&YLrfEC_H_=SkH+$7b8q6qit3<6M~fa!_NQ&jgllF_mgA{>#4EDIyfTu*k$+ww=oO+WNnW)2zKi=oY0`a{ z(|_fd2OaSJX(aMB=Cu0mT+7Ab0AFu);&@~k9+PGDwyZD8vf0d~F&)58Tb?YRBMv0% z&Ym9)if*C%IHch{>-EuS61v@_0_vhDaAc)b-UtT<-Ubf#V^KB>EhM zeo%jXhVA;cF-O4=RP1l|!RKW+XFf__7_~e>XD%tCs5NT;mChV#Pj82Qeor3Jqh-y3 z{3LIH`OxyB);KKh=ti+J|B2m5#;pHjLR~w{<-?(^oQmIoT=^VPvKA6~6G+y~z1taa zpUGEg!14^!r%c=VG~c&JJsmiP(pzz>OXfSHGahkXnBNrXzGyk4_*kY-JxMoW!D8`= z)k_cMUNPKfV(4)b5^PfANYY$icW!^*s<#dxO%ce+*C3;b((HG>=RNY1P7s?r4`DJA z)S~l7s(rSq7x4a6dfIX$S*#qJ8vS`8b01qo0_Dn4&0F|q3(hf_%P<@Kr3orhu)O(< zu&@2fPK8-)wc!u2l`Nz6fg&2|>?mpa+~2hSlH!TW3zSut23 z+sZ>wwK7b^wrN{G1lnbbhMxW9`(2M!;TB)BKl-86=Y(2!!$0sGiFq0TWC98h){s** zN<*{zHK9espoo+`&cC#-bO83EZJ=dEctTw?Gv1#ie}^OcFZTg(QH?6*;W3^HwLb5+ zSVBLU*MKuq>j57qpOL#vC5<=?_{Atg_G4i0FU>nB6qngUl|uGxk4ky&*C3_ot-Ol8yEMieo3gv>6m*Dc4}$pYx|mn=&*||M`)7SrwCen!b;BD12!i-f~)D7_!i8y z@t*n7vhvx*<>#V0FBc0tQ|JhT3=2OV3o1+I$G0gV-R;mRiWQ}@&KeUA?;q5STo^w%W$d()!jX~nH-b7Bj~(#~#_;B~;*o4j?TL>^ zco`X5&6}4ZL^pjJS!h_C1Jx3+;+$Wox6>FZne+uA76t6Ej{!Q*_4HRu_CB|awo+{O zPyMV`@=QZ44kBip5ybjd;*T-M{;^3z&Q%#fbGqS>W|v=UfJWfm1I^7NZJ>mmjp_v> zd(z%#3u6xd>T4COn<-vKxL z7ap1#({xVAc9#cN+{ixSH zXdoVJ>i(U5JGEn>G|Yb~Jjc4tk0mG=TqBX@{!0Tfe{Ym7f8IKXH&yQ4QFd>SL}vqC z^2tA;zuHkIq0Bv2$@q=HmwbD~8&8NYKXE#=C!H|RF)OPM$kD#qiTCQw&au+ObQkna zFu#(s8#W~Na0R)Ht~58p{Tj$R7saETBr&mI$c`LBZ=H^G`SZJs-OSF*B0+?5nNjWb z-{~czw~SsHIBYzRx*5Tdx5&9)KweC(buwlB)-B`T6RIgfGi2_8x;?sKKvCTDV0lO0 zJJ(!U@e&(pxvj(#h2_Z_TuBbWKPfVo*$pVc(BAS`Wzh}Yxwr8VH3sagc+{TR_C)az zLrWDD5yPWlhMP{Ig>qhCv{}zzs;kp=9@q-lEBi-<3dxY&@pY)&h?yoZzQg3T&=wYB zHgiS8sG2KH=md#}%-AW5o+254o{12kdigZ+lJfZsHtQx3QZ8l~8-4<;aZ1UwtdJvP zYJZTuOg(yTN@NpQd@637cznLbFyWO}p zsSghqpWvpWZRF-w5!!IZr7zGGPsd6Ias@>Q5H{sSG^i~Cpc7R;D@d%1_O6)>6&0sL z;vVftrXSG5Z@&ylcU~wOaS1CwkIx-qv;ANc^FGV1&Ul(zS0+q@4&r8jAq|%1z}uTG z0XV&CP*&u0zQ|m{wqfgmiHk71I`DOF@j=X5NZ-WVl~_RS&;&;GIi~#5%&p}S(EA|D ze^eIrDPVQdFL?Ff_Jw&jMeb(DN2FB`q0XsO>S{SwmUyjeq0>8zr#Mtc+D8s8oswTS zD2+xSDcBD&)M7iocf1d2aAepO2}K#T8=$i*wr&sT%N5fU4ORqZaGK@`#Z6?($;=lG z?qF{)(+>PQ2VpOSxMlmI2-W#!J^-DwifvW)^#+?KjL5O8Jh-V#;rjtBGCbu>&Q&m5 zBBSE}zFaw;8o-g|TP`Q5Is5Ndj^I!wu^=dC87X^^m5q(<`VjppQI8p$!?XC*-e%nJ zVNv{EKTYJ9(bqkX2*ci5>`bkc08{9EB2IWrO*)RLlfeA z`4}@zzN~) zY2t7xJj6DmxRv{&O(bFc{Lu`4#bW`(5WYg45aan(it%j7&;?q^4rFzS&(%DjK3ld> z-qTB7B_iZm_6e?HA^))Uiep^7SHK0seOI$F^1ow%RZ2ZbOd< zcgLQT(IFzn_^M_eDfHQ*#Np;wj+~ z$izHPw9F7b7|v%~5a;o|n@?X6ITM&OwMKh}mxsim`RK?OImfTv2l34|oKPxNq6aUH z_ftRKhqWhKzA@UV?cN)IL_chI-_QZ$o9m8p_AUne z0eLB_+u-Y??J|(^AMW22zow^ykDL}67^1dAXuxm=T{*<^?MG~Q#%F&;^rS9w#3{0} zmU*pWr5b4NY_FL08cVYTrF?#zx6muwPTNU&(>oGs?Cx(LmwRJ>wZNH7T2mtd`$^K# zzFh2NL$Hy+)G5-F($@AwL(fp=(VOq*FDU7gqmv(#Oh^E?@FTCqhP*Y79B)9;edbp*^9>Z#D>uAcF z$$v&*swmkCc@HmI@!EOAd`YQa0pw58&D-o?*TWX}j9}UoxkP{A8QT**CIPJc%cgnD z1V~65AWgG}xb<#S&e_rT88tR?<+JW6^~t~*_UAiO#^MRxKtqyiyHmQ>DI_!BFZX># z`kC-8VluYLPS2Lv`%g%E-zmie6E!#HTop($CV!qbalxu=#ZW34P5u%*xXV+&+VAs4iwgA!}(!B_UH+T{X);lSqqUrSF= z6H`x>vMEnUj-T1RAIyoM???j+Pz`HNRUQVDC~FVNd2wYU+IsYFd-3?{!Gu#)SDP(^ zk0&d64!6w768-we+S<4|XXO57P=I~Yn(L8(;mPy|l#rQcWKt^J2+^M_?{U_iQ+`+t z_5_uSR2apP!LMP&aAc*7#OKG9?7$I0HGRrYv=_P`1T~qec~s!gk$iT+VF+n7ieep0 zA6&eS`z{)!0~1tfZ+VK=DRWY&Q9a*n+T%*8ju@bsD=k+}dVLxWSU`47TgIYCRtgHZ zL#RZtw{MQQWs&9@P95ObV(Ne@WTYwQpvm_a%6FeH4TTMi=+X)HYRSm3({z)XF}|1txVpQn<^L*tHZ*E5BS~azH#ievlsrh`FZ{52y5jqK{U( z7#=j@Yox9LF8bstheB9d$yzk`Wv|F$#y%hZ5%eOC=5DCDHGCT=tQ6OhB7F3r5${rz7obeuSWfr;C=?3lrs8Yvp?*H8TuOCp}(={jwr_DoOi%Bb~y5(!! z){w`US=~D1iw;ZJgQhxkT29(7>?blKM{ z%dKX$;uFKWAF0upcgm zhhzeFc(bZQ%A?{m7b7DclK{3260OIXVfl1IlHZZTi?82dTU(}Np;k`!9B+R?S^c{5 znktB7DkFk!L-y~r_p$tXx{m+_gE4*$z{-l30CBi^JAeffYEGs@G``sWl*c10=h6t? z#{L6(HzCBj-<`M5*G<0{meKnGeUw|swBk*_HJ*ATeqwm$U{;{-9m+{NxZ!wcKH)_@ zhfQn54gVF=Z0Kr2{KQRu&2>^?C#<^CoajbUIAY-WVos+e zEHNTWjS|{xyR`41_@fS7G2JI??2ljIXRrHtvY*OD!+HvB;dk!Ise^zEi)fOaw-N~d#PwnAgY zfh_Y1F;g`7ji=kg8BK`rWSD<@_algd;%{iKXEZ~J+siMGhx61L(lxj7G+e2D12343 zph5XT-X>bD*eGUs@e*b(sy(%88UR<}NdIvRBJ=AdUo}RDCqMUbgsxV_bCBaPXVRNj zGq6FKRQP_WICQEw2%ji7b>C=FB@**B9`1!i$xA6W{-M(E$K1=Wz^kN-uKelV3Jqwv zs~c4pCfIy!z5N!wjZLBj`1(@@IrW)oU);zm0$pH~!F>wR@7HVJUs@A>7J4~%)~&Q# zi&1L-gdG1i;KKvoH!eQXcfNpq4sf?u#XYw%!i6pPCrcr)=@3^3Mc*HDCWTqR1^Ch^ z6Ax~qt~$_NMrpI+kqQ`!weBxW!CUi@9jw@AyV&4ExRm}E83=L%w?Dx*_SM_HEug7%`s?0PkMQ7&4F$|2%`$=ESYEt0|xa+4(EkVW!(9 zj!Wt?KDD%#se0hUFZk=y&bS zT77hgn}-3BqLQBPJ!Ci%QbFPUe$TSwWEkSZCYD!TitGRNr;r%taCRcRF=J!V_zK6e zUc=UC=y%d#albCXvNSBVOb-;F=xf3nSXASSsbVNyI8BIyV%lI$JD!*I4T@i zJI1#&n&@_rqG=Z7&5u(y@Y(za3ndtQoxi#pjQqKj5PxlR9%eZEwY-0uHTzgmaI#9` z<+m99o$2?Fg^crmxJ3mzY45J1sPrdu<01gWHl0kqkdStmJqciNiqAuV;Bis#ZRw)B@O{xfrsnTb6ZBVM z_cIDhTxYgqg8@&NSNJk4Z+RdYC;T-@%(~a%fiAPX zMSi%4L<+a#!hwFU0K;i_W5VU?RNo9NgdJ*5Wx%K#wT z;WFCl;ePHmlLe#{sly35FgVl*nBP*Ux@l6%?Ohu#6~cN&0)X|)I?TkuV^|h?5n}LT z1ecPS`lpDmzU5wAgXZ}Om==*Fw_dUjHtbg9oC16-0$bjX$o7+92Sc^XQOY$WQ-1R9 z3eSYg5yO)$@IXIp6YMiaA`O?vhh4{(XmTwD`vT2%bFVq0arN~l`q!IqXjCh!K{Q}} zgCjOa?ro^MAX`8=`r)&t>R2_q7&qRDGF3aT*3`vcQ417#6!&C5T`ts(E!EuKj(S_s z&+nKH$PtAC9pGJ8daYi9x9I=Y%b36!cq&>@UM^FdhAbck85hbs*YGRJ#5q_ zvUPsRlC5)NNPd#;Mg#I~GDt&3LN<+*lZ2+^04?pdpAfELwMms{&q7v`Js0k9`;Wt? z9eP{a9pl=nE=_afK#<`8jRti`E;D}=PX6Yp^5@|A$y2tNW^Zpazwc&0T!V?zqOSX7cX30p#sWEo+)lU zP-V`lG!!C!W0IRv`JC@v`!CvRgP_ z!ANyqV+ost53G?OEh&dLGE_bzQigV4urE0%0#+5wdzS9&=hTGX(^=J)GTanBQt!qU zTviRilwT_vq$err05UPA;7Z-a@WP;ly)>}1d_&qWBi9%Jvd&|$pJAVrZoA@KP0B+^ zjW$#a7?z4-1=)|!A~$aPMxM&uR2K5H`iOo}Ns_5WF~DlYd9g55k6mi+^|> z9^Y2fGj(*U&1J$-~P|oA;MF_;hFVrR! zIq!QFt{83!5}));=qoEy^mQg{zR{%#gLX;}>{OQI=}2py*B0A<-Vz@eo*~xSMWZ^S z8`e4g^1Rf`;}F)6iuVHR=vBT;Qm(h`cyIw;mp>kN+a38Ekaq8Ibz7qO^p_lGdkp7; zjA7D6QK`X^C;b^3dXlU1{-S$DUVS4bD4E@L2>2;?dd6UIv2N0Rd2Y~fO6!jwa3;I2 z42??$P^XpbLmc>d! zLe*&Uy0NyCT72*4Ya4XAz|LgWIo;l&d1)!sshx;f(LGa-nsWIe6{g!FgV&J5PPOl$6aIN^~KSkSWaA^@h9Ta2M? z>0N`=dks-*&a|;5ypcldH@yfTWUOXY^?Z?W-dR!O(szU0O~HvNUwkDFMg{H~^bqGX z%2h4T)HGRJg|5TEFGeGT0^Q$jc^E7OPSBf>(0;qPY|bf~yKoP>y z;OF1s=bX>__$I%<+<;&9#w*WG6VcTVbB9r7J|_nCNeUS&N_u+1_U`W&x8EnH%f$8_ zOZL$bt$qxf&fCvUz?BCc*YTq{V&}~gawsJQnOJhD*R!Jixs1@-Eus4HtnBC#B*c5I z(HShPKQ1U-vlfIdk*Xi?A$aGW>z>UidH1CsVw-~MD$+(Bq-IKx&>7?;08VT8drWD^ zLFd;%w(Lagw)5eeq88gVMb|WM2f3HZbeTG3Gw;itJ^v9J@p0!(fJI#%1?T-9Gn|GQ z3a&!Z$O z?~y>c4U3{b?4;&;s+hFN;=eFNXwVXr1BOuSe3 z8g81?NCL%27Kk$CWW~Kd0I&R*w5)4&I@LzpR0h{xT1e~Si<`CQ@pf^Uax1WTrp!-B(X&Uf4@t4iC{5nliqRv)!dthVzR%B5cRPlzp?GX54tFDRYk zj`0wcH%sWSr-fvP{mpF$Y85W>Tx zyd>oI%Ze)Oa4C7_T$;SU;lT$kjPmm4_9x1s>}IU#aCP%0zcQg1Vp*261>FjqHrf5vj%ew>tS$)Cv$D7eVG%svuj z*gUETHZN70+qb$XBHy$u9ZGIx?XaIVXELhJ8@()N zgcgq_#jX#^^wTBX%et)^&9m1;eMtm#*l1FFjZ(hHv7>$V$;FMF#E>~}RcL5aVTRyS zEpu~AoQehePfThRi?!|Dr}2Iax!kx`*= z?X;{>aLMw#?%{t)mHgMA*-uqG{pSBj{Qo>xv#IR=)s#9W^~qNs}RNURUK*k-qW$@6M}R`CWT4ocyL_R{!^?uJ6G1|2jBQ>7P|k{2z%; zs{dj|I_iXF|JPhykFibo-ztR5j$Cstwq4~b-vRR910 literal 0 HcmV?d00001 diff --git a/ppocr/losses/rec_ctc_loss.py b/ppocr/losses/rec_ctc_loss.py index 5d09802b..063d68e3 100755 --- a/ppocr/losses/rec_ctc_loss.py +++ b/ppocr/losses/rec_ctc_loss.py @@ -38,7 +38,7 @@ class CTCLoss(nn.Layer): if self.use_focal_loss: weight = paddle.exp(-loss) weight = paddle.subtract(paddle.to_tensor([1.0]), weight) - weight = paddle.square(weight) * self.focal_loss_alpha + weight = paddle.square(weight) loss = paddle.multiply(loss, weight) - loss = loss.mean() # sum + loss = loss.mean() return {'loss': loss} diff --git a/ppocr/losses/rec_enhanced_ctc_loss.py b/ppocr/losses/rec_enhanced_ctc_loss.py new file mode 100644 index 00000000..b57be646 --- /dev/null +++ b/ppocr/losses/rec_enhanced_ctc_loss.py @@ -0,0 +1,70 @@ +# copyright (c) 2021 PaddlePaddle Authors. All Rights Reserve. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import paddle +from paddle import nn +from .ace_loss import ACELoss +from .center_loss import CenterLoss +from .rec_ctc_loss import CTCLoss + + +class EnhancedCTCLoss(nn.Layer): + def __init__(self, + use_focal_loss=False, + use_ace_loss=False, + ace_loss_weight=0.1, + use_center_loss=False, + center_loss_weight=0.05, + num_classes=6625, + feat_dim=96, + init_center=False, + center_file_path=None, + **kwargs): + super(EnhancedCTCLoss, self).__init__() + self.ctc_loss_func = CTCLoss(use_focal_loss=use_focal_loss) + + self.use_ace_loss = False + if use_ace_loss: + self.use_ace_loss = use_ace_loss + self.ace_loss_func = ACELoss() + self.ace_loss_weight = ace_loss_weight + + self.use_center_loss = False + if use_center_loss: + self.use_center_loss = use_center_loss + self.center_loss_func = CenterLoss( + num_classes=num_classes, + feat_dim=feat_dim, + init_center=init_center, + center_file_path=center_file_path) + self.center_loss_weight = center_loss_weight + + def __call__(self, predicts, batch): + loss = self.ctc_loss_func(predicts, batch)["loss"] + + if self.use_center_loss: + center_loss = self.center_loss_func( + predicts, batch)["loss_center"] * self.center_loss_weight + loss = loss + center_loss + + if self.use_ace_loss: + ace_loss = self.ace_loss_func( + predicts, batch)["loss_ace"] * self.ace_loss_weight + loss = loss + ace_loss + + return {'enhanced_ctc_loss': loss} diff --git a/tools/export_center.py b/tools/export_center.py new file mode 100644 index 00000000..c46e8b9d --- /dev/null +++ b/tools/export_center.py @@ -0,0 +1,77 @@ +# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import os +import sys +import pickle + +__dir__ = os.path.dirname(os.path.abspath(__file__)) +sys.path.append(__dir__) +sys.path.append(os.path.abspath(os.path.join(__dir__, '..'))) + +from ppocr.data import build_dataloader +from ppocr.modeling.architectures import build_model +from ppocr.postprocess import build_post_process +from ppocr.utils.save_load import init_model, load_dygraph_params +from ppocr.utils.utility import print_dict +import tools.program as program + + +def main(): + global_config = config['Global'] + # build dataloader + config['Eval']['dataset']['name'] = config['Train']['dataset']['name'] + config['Eval']['dataset']['data_dir'] = config['Train']['dataset'][ + 'data_dir'] + config['Eval']['dataset']['label_file_list'] = config['Train']['dataset'][ + 'label_file_list'] + eval_dataloader = build_dataloader(config, 'Eval', device, logger) + + # build post process + post_process_class = build_post_process(config['PostProcess'], + global_config) + + # build model + # for rec algorithm + if hasattr(post_process_class, 'character'): + char_num = len(getattr(post_process_class, 'character')) + config['Architecture']["Head"]['out_channels'] = char_num + + #set return_features = True + config['Architecture']["Head"]["return_feats"] = True + + model = build_model(config['Architecture']) + + best_model_dict = load_dygraph_params(config, model, logger, None) + if len(best_model_dict): + logger.info('metric in ckpt ***************') + for k, v in best_model_dict.items(): + logger.info('{}:{}'.format(k, v)) + + # get features from train data + char_center = program.get_center(model, eval_dataloader, post_process_class) + + #serialize to disk + with open("train_center.pkl", 'wb') as f: + pickle.dump(char_center, f) + return + + +if __name__ == '__main__': + config, device, logger, vdl_writer = program.preprocess() + main() diff --git a/tools/program.py b/tools/program.py index 0b766928..798e6dff 100755 --- a/tools/program.py +++ b/tools/program.py @@ -399,6 +399,57 @@ def eval(model, return metric +def update_center(char_center, post_result, preds): + result, label = post_result + feats, logits = preds + logits = paddle.argmax(logits, axis=-1) + feats = feats.numpy() + logits = logits.numpy() + + for idx_sample in range(len(label)): + if result[idx_sample][0] == label[idx_sample][0]: + feat = feats[idx_sample] + logit = logits[idx_sample] + for idx_time in range(len(logit)): + index = logit[idx_time] + if index in char_center.keys(): + char_center[index][0] = ( + char_center[index][0] * char_center[index][1] + + feat[idx_time]) / (char_center[index][1] + 1) + char_center[index][1] += 1 + else: + char_center[index] = [feat[idx_time], 1] + return char_center + + +def get_center(model, eval_dataloader, post_process_class): + pbar = tqdm(total=len(eval_dataloader), desc='get center:') + max_iter = len(eval_dataloader) - 1 if platform.system( + ) == "Windows" else len(eval_dataloader) + char_center = dict() + for idx, batch in enumerate(eval_dataloader): + if idx >= max_iter: + break + images = batch[0] + start = time.time() + preds = model(images) + + batch = [item.numpy() for item in batch] + # Obtain usable results from post-processing methods + total_time += time.time() - start + # Evaluate the results of the current batch + post_result = post_process_class(preds, batch[1]) + + #update char_center + char_center = update_center(char_center, post_result, preds) + pbar.update(1) + + pbar.close() + for key in char_center.keys(): + char_center[key] = char_center[key][0] + return char_center + + def preprocess(is_train=False): FLAGS = ArgsParser().parse_args() profiler_options = FLAGS.profiler_options @@ -427,7 +478,8 @@ def preprocess(is_train=False): assert alg in [ 'EAST', 'DB', 'SAST', 'Rosetta', 'CRNN', 'STARNet', 'RARE', 'SRN', 'CLS', 'PGNet', 'Distillation', 'NRTR', 'TableAttn', 'SAR', 'PSE', - 'SEED'] + 'SEED' + ] windows_not_support_list = ['PSE'] if platform.system() == "Windows" and alg in windows_not_support_list: logger.warning('{} is not support in Windows now'.format( -- GitLab