From d997ed2751dee37f1de21abf90845cf66a485527 Mon Sep 17 00:00:00 2001 From: jiangzhonglian Date: Thu, 20 Apr 2017 16:44:03 +0800 Subject: [PATCH] =?UTF-8?q?=E6=9B=B4=E6=96=B0=E5=AE=8C=201.=E6=9C=BA?= =?UTF-8?q?=E5=99=A8=E5=AD=A6=E4=B9=A0=E5=9F=BA=E7=A1=80.md?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- docs/1.机器学习基础.md | 108 +++++++++++++++---------- images/1.MLFoundation/ml_algorithm.jpg | Bin 0 -> 171499 bytes src/python/1.MLFoundation/NumPy.py | 2 +- 3 files changed, 68 insertions(+), 42 deletions(-) create mode 100644 images/1.MLFoundation/ml_algorithm.jpg diff --git a/docs/1.机器学习基础.md b/docs/1.机器学习基础.md index 699c66e1..d6da2f20 100644 --- a/docs/1.机器学习基础.md +++ b/docs/1.机器学习基础.md @@ -1,61 +1,87 @@ -# 1) 机器学习基础 +# 1. 机器学习基础 -* 机器学习是什么 - * 把无序的数据转换成有用的信息。 +我们会利用计算机来彰显数据背后的真实含义,这才是机器学习的真实含义。 -* 机器学习的意义 - * 我们利用计算机来彰显数据背后的真实含义。 +> 机器学习已应用于多个领域,远远超出大多数人的想象,横跨:计算机科学、工程技术和统计学等多个学科。 -* 机器学习的任务 - * 机器学习的主要任务就是分类。 - * 分类:将实例数据划分到合适的分类中。 - * 机器学习的另一项任务是回归。 - * 回归:主要用于预测数值型数据。(例子———数据拟合曲线:通过给定数据点的最优拟合曲线) +* 搜索引擎,根据你的搜索点击,优化你下次的搜索结果。 +* 垃圾邮件,会自动的过滤垃圾广告邮件到垃圾箱内。 +* 超市优惠券,你会发现,你在购买小孩子的尿布的时候,售货员会赠送你一张优惠券可以兑换6罐啤酒。 +* 邮局邮寄,手写软件自动识别寄送贺卡的地址。 +* 申请贷款,通过你最近的金融活动信息继续综合评定,决定你是否合格。 +## 机器学习的简单概述 + +`机器学习`就是把无序的数据转换成有用的信息;机器学习将有助于我们穿越数据雾霾,从中抽取出有用的信息。 +* 1.需要获取海量的数据 +* 2.才能从海量数据中获取有用的信息 + +## 机器学习的主要任务 + +> 机器学习的主要任务就是分类和回归 + +* 分类:将实例数据划分到合适的分类中。 +* 回归:主要用于预测数值型数据。(例子———数据拟合曲线:通过给定数据点的最优拟合曲线) * 目标变量 * 目标变量是机器学习预测算法的测试结果。 - * 在分类算法中目标变量的类型通常是标称型的,而在回归算法中通常是连续型的。 + * 在分类算法中目标变量的类型通常是标称型的,而在回归算法中通常是连续型的。 * 机器学习的训练过程 - * ![机器学习训练过程图](/images/1.MLFoundation/机器学习基础训练过程.png) +* ![机器学习训练过程图](/images/1.MLFoundation/机器学习基础训练过程.png) -* 监督学习 - * 必须知道预测什么,即必须知道目标变量的分类信息。分类和回归属于监督学习。 - * 样本集:训练数据 + 测试数据 - * 训练样本 = 特征 + 目标变量 - * 训练样本的集合称为训练样本集,训练样本集必须确定知道目标变量的值,以便机器学习算法可以发现特征和目标变量之间的关系。 - * 特征(feature-是否有缺失情况) + 目标变量(分类-离散值/回归-连续值<0~100、 -999~999>) - * 特征或者属性通常是训练样本集的列,它们是独立测量得到的结果,多个特征联系在一起共同组成一个训练样本。 - * `知识表示`:机器已经学会如何识别鸟类的过程 - * 1.可以采用规则集的形式 - * 2.可以采用概率分布的形式 - * 3.可以使训练样本集中的一个实例 +> 监督学习 -* 非监督学习 - * 数据没有类别信息,也不会给定目标值 - * 聚类:在无监督学习中,将数据集合分成由类似的对象组成的多个类的过程称为聚类; - * 密度估计:将寻找描述数据统计值的过程称之为密度估计。 - * 此外,无监督学习还可以减少数据特征的维度,以便我们可以使用二维或三维图形更加直观地展示数据信息。 +* 必须知道预测什么,即必须知道目标变量的分类信息。分类和回归属于监督学习。 +* 样本集:训练数据 + 测试数据 + * 训练样本 = 特征 + 目标变量 + * 训练样本的集合称为训练样本集,训练样本集必须确定知道目标变量的值,以便机器学习算法可以发现特征和目标变量之间的关系。 +* 特征(feature-是否有缺失情况) + 目标变量(分类-离散值/回归-连续值<0~100、 -999~999>) + * 特征或者属性通常是训练样本集的列,它们是独立测量得到的结果,多个特征联系在一起共同组成一个训练样本。 +* `知识表示`:机器已经学会如何识别鸟类的过程 + * 1.可以采用规则集的形式 + * 2.可以采用概率分布的形式 + * 3.可以使训练样本集中的一个实例 + +> 非监督学习 + +* 数据没有类别信息,也不会给定目标值 +* 聚类:在无监督学习中,将数据集合分成由类似的对象组成的多个类的过程称为聚类; +* 密度估计:将寻找描述数据统计值的过程称之为密度估计。 +* 此外,无监督学习还可以减少数据特征的维度,以便我们可以使用二维或三维图形更加直观地展示数据信息。 + +> 算法汇总 + +![算法汇总](/images/1.MLFoundation/ml_algorithm.jpg) + +## 机器学习的原因 * 选择算法需要考虑的两个问题 - * 使用机器学习算法的目的。 + * 使用机器学习算法的目的 * 想要完成何种任务,比如是预测明天下雨的概率还是对投票者按照兴趣分组;如果想要预测目标变量的值,则可以选择监督学习算法,否则可以选择无监督学习算法。 * 需要分析或收集的数据是什么 * 举例 * ![选择算法图](/images/1.MLFoundation/机器学习基础-选择算法.png) -* 开发的步骤 - * 1.收集数据 - * 2.准备输入数据 - * 注意数据的格式 - * 3.分析输入数据 - * 为了确保数据集中没有垃圾数据;如果是算法可以处理的数据格式或可信任的数据源,则可以跳过该步骤;另外该步骤需要人工干预,会降低自动化系统的价值。 - * 4.训练算法 - * 如果使用无监督学习算法,由于不存在目标变量值,则可以跳过该步骤 - * 5.测试算法 - * 6.使用算法 +``` +开发机器学习应用程序的步骤 +1. 收集数据 +2. 准备输入数据 + * 注意数据的格式 +3. 分析输入数据 + * 为了确保数据集中没有垃圾数据;如果是算法可以处理的数据格式或可信任的数据源,则可以跳过该步骤;另外该步骤需要人工干预,会降低自动化系统的价值。 +4. 训练算法 + * 如果使用无监督学习算法,由于不存在目标变量值,则可以跳过该步骤 +5. 测试算法 +6. 使用算法 +``` -* Python相关的库 - * 科学函数库:SciPy、`NumPy`(底层语言:C和Fortran) +## Python语言的优势 + +1. 可执行伪代码 +2. Python比较流行 +3. Python语言的特色 +4. Python语言的缺点 +5. Python相关的库 + * 科学函数库:`SciPy`、`NumPy`(底层语言:C和Fortran) * 绘图工具库:`Matplotlib` diff --git a/images/1.MLFoundation/ml_algorithm.jpg b/images/1.MLFoundation/ml_algorithm.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2d07de1636899a97a1b473694a28dad562253a94 GIT binary patch literal 171499 zcmb@t1yoeu_cweeVCe1|It8Rt21L3+1qqSvZX7~DK%`MrS{e~iq`MIjK|nx2Iz$9! z1YsoKi{JSD-v4^myPo%1&%tx=XZG3W+`adyeZuqU^F@F{TU|>XfIt8s75oFvmjHjY zU>8RK(9;710RSKX;1DJN4@4jfpafz57pp_~0oWfp6aeB}0QlcL`r!K_fTjJ(^Vb_% z0R4vpVO9Y92SW=kSkJcsSwm+pe=k30FK>1Uk;{PWRV_XEMTubegL(cyiV4=lFDXC` zd^3{p=?~o1@bhJIWi3@zYeQoLbuC@BKZ=lFw(<6Mhf)B5ho`@ouh$Zlw zBmfi;0iZT^e%>mEhPoGJ{`3A*{=bid$v?6Kkj~UA3!=+kiYi@#(xHctQIzjOg}f*-!-;^*yd6Y}TB|ILSodjM#!KYE@c*#$Qw41a&;ejo+uK~z0Wk}R=>ptt zsQit^ZG1uWhaal%;;(i6Z*1%9W&C&f&_GXj{R{hEloRjlp!E;VbMR9$0qLL&&_G8Q zbuAEsEe%>5>U`Z4#Gste-awa|7rlTC#G`(0CKobXlrtadta?HJ!{ZxZd?7P8NZ)t# zRlm>?%qhusjEMjSD(xXV`1MK$Cy+j`{muzo3IQge|+;XkWD5 zi*Frx`x{=^2b2vC1#|&b;2OXV1c1>N@B&-`mybUhet^IJN>K-F0AIifZ~%n=ru>t` z^iPT>_%s1Rfo;GOjHq{*RpaYWUaiHSyK)1^%G`cA(VmVDtrC{ueYIFwFtf&KG=o{-eWx z%EMd7`-HcQ_Ze>y?+b7fSp8GV-N)mV#e} zUjgL@Wrx$jnE+w9B&dlB90lqo1ycX9-i6cw|H}3sTmEDBfA}t>X8$i8|E7}(l1cq7 zh3!9Dfi?M$CH`kA|4DHH>_IM_|H%o9hrNXjz`9_AuvSyH&6$ce|RoeUf#TX@;CoK8rXoT7vI0A0Y86-V1Kaf0jgf!A-*n7&i?Ew z;Arf?uH|Vba*191vX~42T#W4(JOHpq_h-z8(7pc;&8HIpb>+y*V~40wPt2LWi{9uNyW1ZTg;Ko*b>6anQx6;J~-0Ifh5&<_j&qrhii7Hk)5 zz!rc34uE3_1cHE&LZ~5(5F~^LA_NhK$U>ALY7kwBG2|BH4#WxK2?>CpA<>YBkaS2E z4FSGK0&@fmLQvupO7Oc3`zo}fwDq*p`uV(s0vgEdL3#7b%OdpL!mLy zWav|9A@n7*9@+&Rf_{cBLbss5U;vC5MhD}73BzPzsxSkXIm{8}3k!!Oz%pTluvf5V zu%5?Zi?AQC-*9|5HJlwT47N>8_zk!n+y@>GPlRW|%i;C#UidhC366oE;gRC8;0fW$ z<7wfU;W^<2;l<)*;+5jn;q`(2W)1HEA0M9%pATOK?3cIjUGeYYC*tSgSL1i$f5KnE z|Ajyx7!g8qI!3%I#YM@&r2 zNi0WfMC?KwN&J-fHSs&*CF0*CR3w5Vsw9>q0VK&JWh9*>Ur6>yNlAH0l}XJ>{YjHa zD@c1t=Sgv7)MO%LT4eTQ5oFn9^<-mYJLH7qJmf0mx5-1vGs)kQkC6YMAf(`>P^GY; z2&c%VXrh>+_(e%gDMo2P=|P!D`GRtg@*5R`ikC`_%AP8Qs)(wGYK0m`%|)$BZATqV zT}<6ay+(si!$+e<<4W_8ri$hx4ThGAR+9E6Z7^*%Z5!<(9gL2bPK(Z+E`_d!Zj$bZ zo|RsO-huuB{VV!0`a=e024w~Zh6ILchR+N~jO>hRjBbo+j17!mncz%P zir8bo$Pxkb%I(?kbE&n`<{cE4PFc~*={Oj|5UtXb@*xS+V5c((Y2 z1gV6&M1(}61XfZ=(m^s$a$1U7N>3_Is$1$*T1MJe`jzyi47bc3nH-rZSsGbG*+kiQ za(HrA6gm#_L>t-E@tDz6%*+IbCjP2*a^wU264YB$uf z)aKPW)t%HU)iD}U8h151HSsicG}APvv{<$5v?{bP+A`W<+Pyj?Iwm?#v6wO1c)*0(#MKTiaN_y@Pkh^v;VrCpHE)g*LxzwQO^2F?OnUPwckr zmF*wdZ#rCYNO#z9yyBSd_|55xQ-;%~Gs-#B`G zgTUjCN0TR&r<-T57n@hG*C%fw?^y3eA9w_pOs&uKMm;Sd*faP;h+xQrkd09F(2~3GyLNZG(H!V|=%p}~u;<~BaNF?i2(E~j zh_y(K$ntwc_uTFcM_rCekJ^tmjc$%%jfsp|xvz1*GL|gXH+CvcAuc~29`6$W@qxsH zXAjO2>=WKUy!0V!Qt?wgQzz37nT>8G0G@ zkJuk2JlcP3{dh1_GBf`P(UX8Di%)f*Ha_Eimip`@%Q@?F_SNj_9G091IfuFSxnp_C zd9U(W^B?9P6}S{kKi7C(U&vdSS%hB{ShQYzvv{CHwxptzsq|s#X_;r)V!3g7Z-q=n z#S4}fDV5O5fXdC6mM=%Eu2nU@5`Oi(ny&icYv6Uj>+f&wyqT=gsp)88Z7N_l}zkPB4f}IJR zIi8K2!<$R^O7S&wo@KspL13YJQF^g$>DtnVWs~LE6}y$KRln7fwU~9%^~??AM#VSr zZ>^i^o1@`mC0FVbp9uSj& z?+e%ax-tNjkoY%(l#Af!C?Wm_KuCN+*93QdzQ+mxh-Lsd^*uj7&OJXrEe3t|F96W# z^Vgd1f*YR#015;y(8mu%7q9U{E*=5AR~34haL(0XQWd6^ED#KDChzg42ga{9f8~0Xbbsi|vdYH6EXzj4zPbjj@O9UPsU zU0nVA0|JABLqelt?#IT(KS)T=c=R~)$K!Ha_ura%%d^%+m78>e~9ox6SX^pL_ei4i0g@k1q6r0Ib_#sdGc-5{X zs|&K0NkULYx(>2skbA?-_W@HuKVv>x5lH#8Av|(IU*P&ig0YV>C7$GI<9c3kfMjwH z4G_6r%voSEtj}NwBO3Q>NO;0oskJA|H5SR+?;_3Q%O++}Kp@YAuXibDG}jrj$YfRf zogXUECleqUHw?&{R5Z;9_=;r#=H60tKlaN!t~f)@-He@RsI!3h|M?nla&d~`)10tD0fp(bM)9{h481^9P9 zMH>`GLi%WovH$_Gk1oyy&;$W-en2wYWg`1NAj44H?{dNWIq`Wj3$(tn z%BGGo9!<|=Zq6w5lcs@WEfBL@XlI<36_aQPdy*AMP~Kx(dfXk!r0*i2*(bvp$)qk< z2FoJnN}#cgR+p9<&D_a!0nCHhWx^0@Z%nQxXtp+G?CZ=e6 z&;S@U5j71pKr2oC;)U`q@-8(}CZ7{1UQbT|1UfHRQJhaWiwYyT3yaD;!QQ3!RsA~< zAXTAKQb6#nY|+@G0RNNztbXU;dXv+9$O6I`%O4t73>M&Z@#ZEAI2RCk9CjZ{36K@> zW~u>aj}g@7y!a(04%M(Wm+t_VPYimi+?! z{Vf%_P3^A&MU#=pG_@OP@v>#=y}t?wt$kRoJJ*PsXG@vuM81R`?I}}>zxn10)Hs$c zG|7lc-EvZhmxSEGXLVJ^7i90N_@P~TcNE&79ZeEKGrc}XaK+`fbH7Cb@L21cvyI`U zmXsmm)QyHMWx!-6>w8aDc5Z7xseRfW#u-XG*OPFydcHElyT(1y30t|@SoTq_fM~zb zZ!9&cde6TCR{}d0GDdW08~< zHw?_(Vz-T{?+=2?QLJLMGH;V=mI;!oaV2%>0g89WUz2OQT?Rt4oELD0P|YeMarswz zIy5cQ)jm4B%d^CR@)E74rR7?U&!C8W|Fu~F>5+Frz zRVfq{FWm>!8MVsN8_NgdS&(Zw%@PY>t&kCRR>W!FN7qc>?$Cbx%n&^RTxN9@8(gUq z!Lt9BE9GovNdxQVQFLdS3E3zy5$)$@Ls+bfuK;0Zd4nN*;sX=SdOkSpj479=+Z}1e9*@JXf4=!W@?)sLwZ7*zE+SCj9Pe%v&vL0omgaXC_Pu<5PD;b9N zpF5DX6sBhRWkM7G`Kk@ zp?8Bw`d**F%)`7$Ll{HeXNYjtQ_Xbp^rWWMzykc=zCoPv({uwqI_>VcgZH+wVv6Hu zC+xF;T%2U2V}6wBrOQ6L$!Y_V5Pm~}#EIn|29^vxHN{z$zHIi{kZ%(?XzVmoWJMAp z%I%op@?9W%)s$%HXI`A-pT5pw2t_`>QWhP*vp67dV)-Lb%K+p`YFSF z^i&(i5m_gfPhCBpo362pLSdPmTiPna%B$sbId5buM&B5<-Z?D5*JemeNWgO(++Qvs zQ$GFHAHif7@*ssn2I?Eq2k5<%oO`{xUm{u;gu>4jP!MkgN3S{A@+_H;DrIV^(E(a% ziKB3i+ZpS-I_n$vX`1BLBUxhncLaVAvRwC+PDw=%l&FtsK5QD;QYJH;#ki__6R-|n z77OkvGZt)hQwsVhmVzF|`#`PCP^>;D(3^v9%>u6KsVg~lR)~|cekasX7mwz~CIBIG zRU@HKZXHEtu`}Kq*JuPK|P!n&LeM6WsXD;Y{ zj7ex+Ov{YX>ZD4bqjcdc70DKZPKa~qPRY9hyz=kb{7`v8U81Y}kVhDGfnwYAi{W*! zWDxXwjM9ugDO1`1f4z*U#B>WIi3A|S!r&0E$5(eToF^n^=_UZ@pZ=OPn4TH9Isp9Z z`9>3u026ZaFsX7VQ)*!8HaJl}G6^!?p#dm$5{*4+JZXShlOUq2S_OD~b<(L>o_c^% zf}@_Ie*s+bS(%YC$(-|G*`m=sWs<>?VFhRcprQk6Xy{xR$)r^brWoHbgaw&wN+)SJ2PzIcNmy4# z)Og)fR9ozb4XkhOcp!>a?{--|R@>gX-GU$1=_T0Ixkv;Y_1`L9<;<|O3ts3Nu(Br3 z)rY(i6BG_QJM^}~&7SR|w0}n*JUgvEL1J{SJ)M4Qz4hrm2VL5W4-DU4=Tge>wkl@9;bo|23XaC)()pmF0=6-`c#+p8?6~%WkacdW7 zP0<_ksQ=wSE&Xo%F5EId=nkT(I(zD1`ZVov@bszwDKeMMcjX>lr7sHC8!%>=`~tg8tSn>lmhoAJCm5zZgE{ti^swC86G&r9BG6 z@-3a^V)?qMf@Li8mghgNxVQ-4GQM-2;_}B=3gt%&yyUp&q#~7F zKD!fp1lNsUDKpUr;bVa!Z&t#@rzP;1cc7~|*dx zX6*wdlW+Cxhf=@C7Tz4hpj_)t^AxR@7pSamWh?0H=Uurf=Kx*b_UN}yhZYg_o&%MO zhXXW_1r*BVd@;10HO{}u8u!R?Ph9>ezG$VZ!S{M;0dHi74W4mYBqJhei^`~T< zpJ2JH@Vxn;usbUy>*R-`lR*Ez6a(4R}c zIQhV(3YT>tEH9Lq>iO)k%Fj-|a;3U&DDqan65L_WK{)%TSH?eQb{JNv)K!eFXpd4H z@jJ*tLp<-OL*7#o!Re28)zcjw`De!ZvMtjz2ydw8G7qCy*dFhv{HQp-gOZ1t1`L<7J zg93}WhlD$n)fsUqfs7W6U2Ki(9SR*b2GLCPUEAVr`E0jcWZK2B3hi$s-6T!EUi0FN z`*4-}+Oxp-Rgc|ML(~0kMmUR3S1+6PMLcNE??n=zl_zV771mNb>N4N*WO4D&XeP0H z6S9VTI>Yu=Z()^^O1d4VP@gzpJgZ>^Bu=Qus!Im+I8<-U@W1jGj@(n)@mpn{Vr|O2< zT(^wcWZZa$7iQ)J9#ACp^S@iu>L=%uDg zvanqhup1erwvw!ZGVXXHhmrzU(*f3&sb!7r6>NqXZg6>o^lW5-^wp47#EV;fk_X94 zX`=AVq-ITfZ|F0~x*}|FL>oADZO2tE<)XSGFgZ%kNkT70Nhg1M{WC#ZJVsg}`Efob zXc^SyOv1(BRj`m*!=wke9MTTti^Z~v(7Txx<}I1C&pYRBcZ6{Dm$5ms z@Ufmc!w!3C)B0D&kFICD$8zxBf3tau@~et)Ommi!ZHiwkA}T?~o^3HXPHN9O1?7f{ zIfGfWkW*S&7MIVW0#-NJx6cGj+kjBhxHDNaH&&?w6{{$*{E&Iumy&HuvxJm?58q_% zkR<`LKo~xClTGxr;1@FT;nLRA>K~F{ev#KcGkk95*;hSB+)^=O?Rt`qad*{rMbtn`n^-E$$;9&ixSGVRy5g?QC?OX6zjBB(+}7%jc5L@OwTt6U}aY z`GFKqzAP19|EH-S>yMErKeQ2ccZohy%2^W06#Sw`XJUgqp6?OYI;w4;UM=(>ze1&a zwraTOL6K)-8)<};HIrgkVfg4mom6i3?Xdiw%-wL_Oc}FvE6h#`ytZ8YJ!Hf)XX=Mc zH~B2{l4$R+??%@=r1tZz+IK5~=@!m09_u;Y*!P`_zZMMmxM!+4-NaacpqzhFP{1-_EZ_<015|>zUWD&vmEjkWh(#1%)=h`-F)BSq zQ@nir`fH2QuiuoQBf>p_4mjA23#Z2zJPG4Av}F!QwrEky#bXB%+%jCU zl8~dxN}3N26k?qa80C7*f*kSDcYY6!Y62)69U@6&RY z3aSV@7V|sUIIYE$WN~fvrzgQL7Pt3Dj!@v(&%1kY)jsy~*Ax~eU;T!yx+m{_K3kMa z;XJUW2ePLHij0_*-g&99aH-%I>qwGKndZuj<-1Sj+^gmtRcmNRz8*Ir=1ki!rlWA4 z;J3>%-CmS)!2_nPlRG~|wr#2BM}$A*bY<+l-w9C!7sy9XMg51BoPU($QibT#YOSSM z68%nDezL8FIb4e9ZR1+%c<99$dw7eka7N~tozvZlECvk0;Gi+03T=m7Ie0X=Z#`?; z4bJs1pN);_;J7^6?~w4kNw{5TSeALVi<|m@!We4tAnRqiHjRw6N}u$QkmMxRKbK?N zO&mq+{s?U=&W!&Smr7u{m(W1?^CQ^yUh~a&aD)qlgSdVwUWs#yO%fNh+#=+`s}pzk zu3UiCRsP4^0KoA8oTp_G2`gwHOvf3K!IBrgYaSPt?}4HeYwSbVoWw2H=7zlY@+nUv z!wV;qUoyB2{rXHBBh-h=hpXNW!QH8=-2>DS47FX z>|#RE;~W?*(KOqX4NLAYKMlXi2(x1>AXur$F45@DYpe)O0HQb=>+c#XCck{&M&nop zi0c2ky2JOBBJp}!Vsrw4t6V{BcVV6^o&yh7F$)i+`vQnHOXksfYdb2ZItkxMdkX38Qg!3@riHS9^<-d&cjEdCqa}#))@s&loiyTdBzLgobq%)dArh z-;fw1>wDo`6VJzHZ`3EK2fUNfdVICZ*Sk%wxPz?2|hUFI0**N6Ia=IioJ$`q~U9GRyb@42RzY+q3wI+;Z?4$vMz%7gBEZ zoo=2dX^gM+*;>G{@Y)A=6|Q7;`8=_)wv~gJ(>Lw(Cp6eg9b{;~GS{P;g-wpmu_~(V z9!o|}WatebGUZ;C<|sj$iW3H?^5HUyAE!1zRfln7ioQZ=N3)NiwY-p$TUgL zROa`H`morHV?B*yc`FxctFKl=4n(@?>Mvqh(YZgNwl z%*_-#t(jgKI4p-9+JWsx4%4uhTwN9%)HhSoR$u)>5?{!L*KGCY4(rOz8I^Ynj7amt zU6SA@23UR3KLGJ8^aace8wup!(;g27{=lR!&LKO4YtKF8eKCI-!pJ;4Wgtt zf+SZM*>n8%tFuuqyI+>tWpS0)bj|@bD`x=@KjtA1mrCL1({_YsRVx|Qw?n5^K9_Zc z5sA*c@`?t#adLG9E?l(s!>~wUM(Lfl%Ye?n+UciprwDz1*pV1c0o%~Ez_>psWli9E zaP+wqLXzUX)crfVdo@!22kP-%>zQj2?1`~g-VTSGq668ePE$G@N0@`-79B>@?=*)b zzU{veINwKq(sY`W_;O_Q954(I#|eO*G#(Tey>!a8JQ?>YI53QTo)z=;JJa((O$ItP zvp@t_qUU-fDv-1B!K0k*8SgJY!USulm_pKJ^OWtg73dY~k=8>7(oJRL z*s96ELGX@KoxkG}QJGQ|6k+BZaR^+kZi8FTXprLRU?TG~* zYMYTi%@fE$E)(^eltHai$kM2}5zWnCyrsco-brYrezuksjwS+rEX%epb) zVP{n>O_6&qzVjpD0DKg&Jv;xB3#~e=zZxhd=|YouE47lWAnW8O=(jxzp6W$`uD_F> zlM$x0#IJbaO5cN9+q~(7G|c7T;odVddlt43+TYJGyGtGYxlRWm*((Rnu|?K8_Y>BQ z?B{tJ;ip+ki?DZhEK-}!fmC0wQA;E9f+Lr3S zMzy@@51ran$sGGmlS#W*=#%?CxO&}S(W_Gc<@#;6o!9NQj0d^dCojh_O>^fs?QuRKw0#jXY&jP{o9-a4BUd+e)2QV2R3OSdzQZ=P6>w-cW*O-Vg- zOtiFmP{oz>j!&XXWRi$Y;&W&;&JaP5**F*(RpLXNPqs5T&-iC<6@GX<ue&q=%=#@~WHq0Wt@K8$B4n}8hoU|=h14Fd*H3*5N=oAiFd zOin6wQ&ii19+q-g(Q;ceLlEhh0DcF4ggyCe%aTEtLCoYl^=E%_I@ch>m&EPk`W8>g zpLoz%-~Fh+nKq#BwrvpI(U5!}o4tHHWibrdbM!Hvtn_C^=AMCDSPMr8zV(Q=(h}1D z7Y*bfs27QJ4u{ud9^RPXd`nS;+9f~+=mZ^^l4DX<@?+bDT^9PkH1+e4?uU%SfNM=gK1DEP4y^xLykNtQXHx-I^I;hjN?#Y!R*HnTJ7(vUA9jCB7mGxm*RwU z&8?K0*$20B27bn}rz5J{(DcW_;S;x&PO}wdN?n!6Uypmm7EcjT{S+wintQ3&-6v@^ zcc^HHAJOSGt8M+z8j04zL=h7T+l?-@WnB6sz2X+a+5m2dDja8>l4cl3&GV%H>V-58 z`D9oRb#yOKpZMbtSP7HU=TaSrx(~N`$DJC7lk-C)H5hvT>Z|N{&2e7<4OZZSH&gVt`7AWV*4g`O%JgBOmPj#`;$B6+kKT^yxX^F^oJ& z#ge^Q8kXs4keKi z5^H8H&A)oqXL5H@S!&8_r8Fzu2?gCEeV$Akr;Tg(i&ubvE$iHlnuhJTYIFql@PQ)l z!S33($t`}_hZRqT&hQX>l?$~I+Y!qPQQ-bm?Wsg}P;+di(kNe(o^;5P)pMxhwPzF# z`LHVn+9$V9<2syE=+Rub=w(p~=i3ZTljCObSBLRp4po5s5bgm^kFJ$;XV?)J?#c00 z9Ab(0jYrvu>Xe5+^WAJ8_PZ5yVr^g3G`N~few#`ZhEIbYI?u$A2ckEL>F&Tekg4M< zV-F3r8_zl!0!QO0ON(G|HpLl8cX&zF<_R>6dO1EYvFjBT;dV-_+!1Q*IlWzlpN0-W9RKh-BS?voOdgTHQ^ zd(|2xAAQ>k`($}18e`Y_GkB{{M!>CXK+^CT_nn8$#({~c8nTs0qPo?|Gq%l)-!6o1 zn*FqaQRuou#i{;t0AtL`Y%zs$e3+!5@w(}=NNiP^HhU~zP7T)^6em=(faG1rVyQKR zr^UK%p)+$QTqin+K_9`lbA-KpSP?!EPS$`k@WMJyU5^T*)A=Ht=ion0C!6>|#*T%* zy1Rn{H@Vx3#P3)#)4+%xD;UMf7;K|(YQ<58_Bp!bGrk6Z$H)1c8*S2C)-9)xB_rZ= z8%(rZmP2+$JPOFhvKN9M7WT11j7ks8E&t8yre(7B4pl#ixBeDG1!6xK&&TDEoN3@vkyYsaSCo2w;pQ( zQIS>$57O2kdb=L!T?HL?MAp17^6~~e-IT9gXutA|u=2TUDB{QP606YlgzxXy2e#MU z?xucfCX`|>wR+b{nX1AFV~NAfH%;kpn^U~(C&zF@M!4mZhkr6;mvFLvn%6FjYgqK^Ls6quGnRImIi_~)o6Ur4 z-J)r1mYomcdo*fE=SaabIAm!)qQmXfdSIcJtPK<0_rf1rqH$;RWg)l7l+P}^yWv1$ zfMob5>-x+R%+&H>Y&%mhokT^hx(-bv#czEh$EHj|i8d{U>87q->s&e{&5plUviy?) z&2U!SbI)qEyy>ZHPlkqzuZlf_OOv5Gew)SzNAz1$vg0-?(C*lQD5>L09=Evqr2Up> zR2&D@b!v|uowTTjqFCF&u9ZAq?HRzzDzdZeoEs_Y9(rslyh8rqHU-Y5RJsm}xY;mT z`C#h|n4lX!Y7>N+L|1ot<8jv^R3>d%26&m`5V&IFxx5eRza zb3ofH!XxF2V%e?||F=6qC|Bf?^;4&=h}YFUDe+zyku5ze@%QX}nV`umn>exe9tOJ~ zG(+sa9?IJvo3?&OVYDN@6fM*4%eOT=2>2$v;3HIWdvlAP3&ws+_Is-zSQFM7#~$H> z;be3^&#PG~l`h@sZ7!ahNZs)1gBT^|wXS;jw)a9yYt-nA#QA?Rh zG{aoKYlfHfNPn)@YrT&78TxBWnebTq#BDSj|3r3D(X{+_pHqYvQ(e}(_atS*54dL- zC;}hg`)yeZpFmDKTIp9r5u|p@J56p&gWRoIaJPX3c01!1eM;pnV}ntnV~y~kc^TZ+ z%CVl)GFby@Ty$;2qgIOBwJPbsh1Pj;E16smxQyikMl9{HvAfzhx61HOf$|O$q2o9O zoxEW-AqKF{mzoGgOk5r`@cMO*go6th09SSFh~~jG^bDRDEsD~ZZKW{A3t8wUD@7dM zW0kAsIDLZhTEIWi#ngSQ##&p}jXK7YTAE;6Si$_G9y z=t%HDGomvr6*ajMNo$ao+%-?0-|y@~YG0r8V#mO{PfM6n~IH5=cBQgAEB z*G^<{)Gn-tNp%du*E%Vm9uD{HDcMb?WAR~G6J~TxeI2egtplU^8 zRj;PB%9@(3`sTHyIWGyNfAnj>uD9CtTQ?xL z`6_XUf!j3TY$2}3-CWYtXoWPQB=)1$Xw*CeuZr@?_JbSLlLlX^SN4&}6G3nXuuP}4 zmyWB()D+c9q9KSlblZGB*72<4i^RbI?hU4T>Ey^X_Jq=}@*Vh}Y=s4P)>-)P_}b0ysjl)<~JmJm4~mNey`XU&NWg8HvBCTf!&# z2)uHaoncTs!w+eav>&fekWK(R^+di~5?K-fp5Jw|!tr?V02$uItiVs|pTNssMZCGS zMzw}8U+_HMg9f~pC0)!a@I1_A0=Vv2T>cFzFQ6%TXB2Th23`P2rEqbEkZUJ3o6Hn} zS2g@A5ZXzhCKIEu^1@W`_GDvm$wwD{pb)&E#sgk@N8wSR4G2a;lgqdyhg(Mhxx(Dqu{)zsV<*Ye(xh4dHj}F^_SX%7 zi(3FR;7JqBN{)}=!1|6ta~MCwT;)w9>N0$4MP|GD*zZJSY_@j+inc21su*eFt)4zlE1pptgz-uz&5x-;BS9+lJg*&$v5xc@Lk0lA&{38OdSg z7V-8 z-J`;*l{BG`hhKW@(grpRMUS)i^263g7|(jb@vu+&uvn8`^DiO1dydi`E=_)t+o+>1 zenmR2o#UwuL>x!W8_<{RvUJXJx4j}gU<74|4J;2MefB0V#MAAF**mRk4V&7Cd>o;8 zn@!yScd6vJO=@$x6L`odtc)B@`Z{Mg0F(Ib`jI|TPfv1GQTf?r0yqns+iLYp!_q)+ zM0`75-B>%DE9JCRcIKS@{gU72jP!+xr|Y!8W%zzjADicf1n8vDS;UC%4ovR=GZwO& z3BYLwxLEJDj?JgFiCtK}nS|ejSGvpLL>{vzz1!a{zis`#Y2iV;B<9JFaZItQd zxZ|jnj7J4$W)DGpy~VuKm;AWDp*L6NzzJt!yFgvdt8>$B`}bL*hOm&*P0k!=DQ*&M>q`VzG5oc;-O5Nk4t>>P7;Dm zIica1M}6TNAd3!1y_Ma}$32^wS}psbaZK;Fz}il%vLYmkvF#E+6cOX871#&sjsRpIvGLmhAU`mE{D{B>CM zwB=(3ew(~?Gmja8h9|ek4}<0Q3&?X%RE`yK4|Pu~rk31r-OC;->`hS2Y(Gn}sTZMw z%=T*1^jB+7wC8EmiRvOUT8SHrUZ4}L6L6=R8+JePH;THwEIUC@Epzy`^NP@#C=Hq$ zSG^Q5^F#-eTve{-^}^Ccyw;RT`F#rgOx~4F%5=ti>{F8wOy_|8LSi@}PHq{+_+3fj zbyE!3d#-UjL1D2hE{CxQ;VfXk1IGhn2q$?d{qxz??+x#F6YU98*+}m;Y~vjV&Y-EV z(YTv>R0=(eX+gC=Ig~7`kZSh_Fh^4{piQ_(JGvECAIG%otrv7Xx!0)s_-H7k$R#Vf z=xYygy4+l3{)YtMBm=w`6IJGnjbD!-?*7@8PS~8Ecn-|gg$GQZO&i=jzA=Y({`^v{ zMWb}KGcDxRQZK!m{HrB8W!bY`WJ!cU&>8LMtJ(_5_1b&3K2d?9uR@nQSOPkTU6ere zqS95CSmik7-Sd!Rue4K{#dXRH8~A4H0RQHo6IwyW?OCrF_WNYyIifr~rw6C`iBn_w zHB;LiOA9jw)}K#MB^Fg}{i*fa>^GlvtSk;TJmW}=K-ju%=i@Z?OB?Q5zqR=7stl;N zLZ-21d8`;z?1?}?*xgd)G%fU-m)UpY_fj^Lk-*vHIZ%V_(KGEjlfZQpeNjWk3rmKn ze%pXue6|rsibyIOZ|A+ug^M!|%KTzq*O*#Z(i&^X#v|}M zZQI&2{BtyY{Mcid3fw6+ zd(j%^mVoQSJnUW|J)=0G|Lh+o!Y_42=N6{5W==%4d4y6l|5@CJp{)EfBCVxra@Tx% z|9m_g+l#SJ<5Y2bu+R)dLB)^+@hJPY4u4r2D_1oZLHI1{pUE2pY z3a=mUh%(Z)GN$rCU*sF2i||r7UR}UqtxL-Bx2XYCZGJSEjVf#R;6W?qSKVY&Nw3JA zIbP$MTN+IS{tF|>uPgKI9k?5>HqV4`A%$*7x`V=xCzv~pnWK8iG+5QbZ-mc-YkJXs zR05ma=M$qcw}a7OX=XEX9mj^$Mzcj?(cSBI>EvUPvIf&--SZN-wUu4wv+ujc3H0eh>(#^=yd1k)i(q)U;(jqtMjYio-uWS4gc_opoSZkZJ z;d6j4!ZXQYS*oh6*MM9npeRIKNRPMb&N=XPW|m8#O)pqT z#zm(O=BL}Awl6L8m|Hxud>Aap5&;yDeF&aW%`4n=%|>t@FWV9Fd{~UP@pSn^1H))^+VBr~W!C)mM=@xx7}Cww@f!awT26 z36GiawXr}T&Zs^8Y;{P1dw0wVY(|4G?bXgep^J7aNvi@UK(|=Kjsg!|(5g#vD95c|`Tb+V{xW?Ye(pPGmO6B|v7CuET;6g=2i2bo|%Cdz_cy_}A{WN5UVIsC^^m zN6dkv>I1^lYP173#iAW2g+*x5jenE3eDRYxUvcQbMR=PiHSI;x>@;QoSrvxD-d!B| z@ftg~g`#amIWYu%T~{=fpc^9dA>_*(a6OD5IpMNGtdCpSDEWQnrA#e;`=-DueH;7|Nf^6@izGx$wZJMdkvJbcE43%)^P7_C&3TK@7SuyUqP$-r;wdhF z3{HnUPsU!YL7b$p5Ud*MlE|5l(@&qQo%OiWZo2Z|1KFzN2vi*x^2|-}&##NOKkB<& zO3<(OrGLIa&Lh{Y1D1kZs)a4wKohb%b9hMc_}^WIgHj$lPQjAHVQu`QLROR zdgt}d!wGV9WC(vYV``)8!uEWbhGO=1);1yz!mT2Wk7+TPRV2VR-O5Cx&zA~yn&_k; zPnLJ_8E^(;{X5VsA!c|yK`h$Nw05$@ue-uF@Gm86=!<^F&qGgmoo3z<3xO!Pp>D(@ zO>&n!DVZD+@LL%(nK{=N@rp8PeI1X(^6xsu9onKx;gf($)z#ReJthG`WG5i>`3s+C zY-n=T_Xxy#uWrRrXh94hAdGayzoRcM2Sfn3;Uust@nwxtf_ViN2T1$7p}+UfWXIa6 z))fPy-^5QFMl-@s0l~=mj{UAgn^h;jn(Y#OTjxA#P&@pYKePkc;F1YQSPDgeu$5$w zhr~DX6w!hV&zXQLy?a#hSE2sGRR=)*$Kib_jonA@EN35F3J6;@->ZUwRvAk})`0x3f0-H#jY?7$uae zDi5LO68_S{CwInb^-d;!J_7XweIN^yBs!W-0MELH*x^=#o@etoscu7=v z13IwC$)!C8Za(=86apc9+C)z(yg33j2Z46_CWBk={3LFW%;shH_f-Fqcn)1kd?5}X z8Fibf^&zU>W$-BoV@YWe{3kg2`ZS^Sa^4M9?LAyywM)ozJY%x26hPIekf&ay!1kZM zm7X_M`?|%{{XMg;{{rI*B+C1OKR_r!w8uBTU)K&sn>dCp#+ew^fj4lE{kPxW5ZNO2 zGp@lpkW;X^%w|?|1UO*9iY!8Y1KzdhkzRTQK71o0@WdaL*>nTZavy5n$4`+bXhj1j z8G|YVgsq4++GdzNLlEVhwfhfTzn3zzRS4`XCWnG!7oj0jqs+i*Q(zbx<7Rh|Czwg zpDu>xT)p=D&zJ9-vQ)ty16s zV8iEDZ>N#H+!rf>r zyM4wYiu^^!yF<$tU-_6?+H{K)x6`a(s}-TQ-jy-SrS-_`{s;dD1PA(rxU|k7u?}z) zlox|VB~gq%ISrDMT2Izz>3LkbFlLx(%U*W^1bUa$7PqBhiciCKwIUc*_uG&h<^fxs zx2pQBSlliwEvM7{CCYG($Rn0?3IvaacSG2kL_&B8)yW&-z#&<(pe$TS$dX#71g6{% z`AMWs-yXL8MNfU&XAS1u+wWxMBRb-vOU2s3@rU;+3{LXhTkr6e#j^Ak*ML??Rt*T< zY$A*x6{lj1FVq_e3C*2$3Tj6<%BZ$Wupqj6ztnRxZl0n@?Cj8(jlYm;JDSAs=r#yL zfZn6A!isN0)!#ZQ5`I{BsEwTYa$;M?N^>((C``?rG(r&5rk1G~6;ZgUITY11hj-I% zSZOL{%|uMyc#rT7_zHPznEbtKEUpJH)g}p<+rj}sFGjgQEP7YTn8~ zS?S~t3np6ErQ5R9)Kl^FBrm^3L&h=Q+Bg*#GJlBHST!{M)`@jH+%$ru1V6-WX!yF1JJ9uJDmjE9H#kd_0+q6%y`VSE~WP{_Kyu<%DWQe-HeUu z20oFVqDZ_QJR166K8^ntN{hhFf$8SX$@i7}1~o2t?||fm8jZ0fgNVC^|K;fr#?T7_&B+h`)z8eOlqVrB~2C4wf0@(JYY&UGS}KJ;0`s z@A+K4zrGVge&)^nWMK>ZCUg=+9wX+GbUsrgsnHY-)s=)z700Z_3-@ceE)+Z4Zp+_f zWafD}gKm`NK0a>!Iu`-T6sqHi=wQ)CGHt$pK&jvO%Ih1X`Zfa*mv zVISA)1?*7FA{7hMrgcJUYFiL77?5j-)O@I4pYF(|x&}MF>>^v6Cy8hY{(i*HATdo9$v+a($Nu zEC*5UV{V!Z^^oGDJnZ+tqHBkxRBj8YNPgF~GFXmarhMn-rSelNLd*y|trunmU|}Y# zMSRE_g!9F6E{u0KSxtjsVn6?IVKPkZ0s)m2;xU&zzTU=*iruR(kt$QsllG^xgW9`j zJ+Du=(FHMIa3Gb>d2p@@a^Yjz+|KeeJ}q4$~e%_YZT)Y>pQM zh45ae^Z?se6*r&jeNkHUoCd5Bz&9y*sQt`itxGFkp|^?M>x&xr^ZV_XudAf&IVjst zf%jFsuT#zPnPW|qYm@nweBI4-ur8}el7v>mwNf}II7X)KR&*0_?815q^7`zi%n?Y+ zxEW{teSr*niC}@#ksMkvC$D8~N(9Q&hcZuvmN(Xm%81P}x|?N%K~FcG!i0zoR9R{0 z6S_L|kW9TED-Ln0;`4Ye3Es3f=`kWV)+uUxlN52l6+8kZL96{^n)pMMNbkLix;`iB zWE#smA5OZ>OBXmmTtzUe5(~#yAg*$RQ+DJEjVpSnUxr%aii420!fmy;b5m%i7L# zUfOaj`6fA^Y>)nMI`44=Ch#D<4>;UfQVSZ{u-Q^ka7lvX_d1J%YaSXmp_m9$l~70e zCFHnFS6d8GYcQW+_r*#he{!k_Q-|Aew}Z6&@mx29RmHSp#)m9PQiRKGZM9!(WBX#Z zGA2$X9==BQJmon{IQe_aI1WYT4+VU$r=idd%=&d#oF2bJ`u7miNO%jh0@AV-e*|LL zYD6q3yS#L-w)l0YJH`K+^IgSLTFjnpZ@oyiBc;(+w$T(s&likFHoI72KRIh zJ-HTQG4CNjQ6iMm(m$>S30ns~&sP0VYP9H0?gEed7~`^*5pzgEHBuJ=)zTzCq~gC2 z+#{c@`asWdC14??bIMn2Gs^nON-6v;tv{s#{u{|rXhhy3Y5JD%BZl79q1sU-u_F); zj5P>DvZ`HLR}=TO$WCS#zx+)52sC#0;z?z5OamC$Vn}0YJrL|7Qzzn=di22hL?ZL*qN;WmDMl0=$S6QeX{F~#`E??pALj3 z0vuv9tAKxudig5CJ@QomjmcbX8o>(qRz2*%hCEj6))|l_PHiUJVf#+b{zpL^7<58i0kl+gc%Nw7ZHy1T`Hl#MQM@= znw|@r`~sV7)R5L@YhZJ4`mz%5uhJeqT*UiANJnH&-EyNc7O^oj51TY5x(}R97Cu>9 zUs<0ez4TZ2)At(oI>L(#!pY|3wsvc2YT7b2%U4xlti9nj;iMX87H5KW=QFbTI48Zm zH&Qksh+u7dTw?QWbQ8`SFgp0>ww(0LIJcQ8%h!8S2G&({MDRvE`2j_NG={b4p(s~O zO5B`itkR2M+%f~p+F?L+hp7?E~RFp z?Vx-i9HegxZdQ502v!5TXO}P>xprz!&$n6@kp%%=6!ver=xky&sT|=7o)~*X5L!8z z*h-w8Ed45gpG6CAM z#ba@|ybSd;*Q$ei`i^Kvduq|iuz;B)b$Kqzg|mF|n3$#$qxm-QpBFyC3YAwXjA)+L zri6voNrQN_YjQM(B}B^S>r{Y7TSi9ZmiNV--Jb_SPrEM8odqvgALBQo&1~?HNI6HE zeSN$UOE|S>;|*|DLO07r?_iT+eq*j*ncnXnZ#0d94-%18MAUpS9X^A}O-0GW)g;j7 zTb26IwUWmP-ZD+Pwz*vkFpUt7^0YS0*(&|Z4iHB@#{%C~KNXiG@DA!nGD%#l6~k$^ zx-j3AUXpKaPr_Nx_#Z^Od|tF`fk=VE<3OcA{zeSPh|k0pj8@NMxU4OCY{j|}VvNtq zBNXpK$a7;WsF-ThB(#-CfcN_yhNO_hmlrnn&$Ik=tB;L;+mn3RmRv0sd$6iBUlMY0 z8_q^z3UMMNV@>1aOL^E4Q}h1O6DNMGwpYHYyS9opf_*Uu^nnKc6NdOCrv3bCnm%^M zo??UKkSZMBm3*kGDz|mZ!b`|;fU;f8BJ0)e;HO%Q z$IKIf3=OtN#bpi?HG2gQ0Ev2pW~Q}q^d+UQ?R=G=-)=??!bqa%W(f;7dK%a3Nfgqf zG)m!BRYj$Q*|gB}XyfuL70 zX8)n5l-hZ@hf+lU6D|TI4|L%w6nTU4fIh5zQ`*Jf!n}*dN$T$9cNab|d;?D$frvE1 z7LKP#AHTfQd~Qk$!Tm`gENHmcpw%ABwk803P zxRCd%rS0C8@s2}u9Nu+TgeTEj6i%`k|Htj)e(o`S$Ofc-nJxjpU z;<|Iel>k!3W5O5CK>FF0b5+qUyTdeN|0-ifn5IyicK4YIH8?HsMAJZqSdv2>YgjY* zM-v_OeUlmqI7{@!JyW}mzfg%)?FF2WD4Pd1Dc^#NAP*(R(M|@F{;fcS8XDue*T*rX zmYel1RfAbW#IxK-e`RZLK1|J#s~>F{y~;slMX0f_0x_S;524;| z=yP(c?mrfc)90(Avx zc)#WZJbX4}U-QC>GsRy}Iyv*hJ}R9eTDFGZYm$0Gxl0g>-wkC@<+V#+K)Q;=#PlrK zbJ5Hq`$|CwBWti}9VxJ2N}Ck8aVbHtPLeqsmJY2EYXMK1>WmoAgIh~YmL(+Ieu`^} z=BvNWr$dbX;QO#qz0Vbfc0|9JmCU?P3d9;*Sj)=!Y-{Tw%M$!%@yF$EgC9)Lz?c>5 zQUZAX!h8Hwb7qbVL9RTW#rXUMo1*+5EnFE3pL4q3zO1eq zcd3k@QHIo)aM2JA(!{)5&=JTgb=KfyALrLWV+WMXn0W{O;d4>s9;% zsLlJ5`S`J_)`^@h=QN{5?%`VFNYY@Nze_hi z`F_6o!sc&;%ZWHkUcbq|AtCyo!ual8X9YSby*AQ|RA&PIe|-q(EQ1W!JOz@81Mn=z zzg|ZGXp!R%Qvdxk8Vx&RlM3`N0{YOXJn|LgpcCK({y7?=k_sbJv>BYnJ3w+tyV*_? zD;&=ZPq=YxFw15EEvPQ?nqN5~Bdt}fk}w1`AM=ZI(0zCIYLw#%dflpX-r7L*-$kCn zA-WFTDp0Ns(8>(-Nw8{zSY%+V4hC9n6m2_BJD#xWOzg~?(LEaoAYkO&+U zfs0Q0^I@XEU5dsnKvRxE_BeO_8?^->ow}jOpvR%pL$!vd5@)O2cZ(|HWE|;sU(CO4 zO26$43UKzr>Q8iB=DV58MEC3D+{4gWr~J)a1`nkU-9mZT&%c}>cLSZwsvgp3nS-w6 zcLP16Bspe=rW7t*L+Y5@0o%4nXp)T86^MxA-g7Ex44)PS` zJXuvdcffm4Si_ZAyAmU9!69ipJK|56Qp03?_18-3HtFpO%h7=T)PEAsc)6p?QBCtH)&|VU+HA zgirmcxNmwl?g$%HV%^(|>dq_9@cV7SK10tnodnQk?~B$BYZH7NtNDJ(7^$59rp;Vu zl^d3n7pA=Yoy%aTv?@_y?B3U~dv1;?9lVjv+QZ^WUO@nkisoMi=cEKsqnbpW)uc&w zA17TJd@45MuD;m8nn($6n#Te_Nb9c1DYbek6Ez;{0#1NdT`vFfa{(x29AC{)s3GU2 z&QAW}lDYQbv|31+bc6x_*xI88yY%MXuL)EG(wG<)Lgxf$EzdR>;t2HS5((47D5+d< z24%K4NezTZ*f1z)bl(W z|8*sNCdM09il{=gv0!46XBP3ac*xs8Cr?(2u0rCV1%n-rpP`Ir4>T$e){J?vKCdd= z3gMt#Cz(lx_(d%1ET+!si#+JSLgda0xwdmWN0&L$Z{%(fANk(%vJigWH&~)+m!Uwu z>y)zp{3g}8SNc@qqh0Hq*>vH#1YQs&2Jo39X?=()Xcvm4?Vh+@z@9Y-m5pWWl-my?D6oC;f%d`+CUs}w)zl@S8P2; zVrd^BNGhV+69hYszzshzjqIDFu z3n6~rJFZQ+dM2maC_^EaePvwb-KYTGj()vv0j zLV;N1DG>ET$Rz-e;y-(ORPuVr5r|#$B>Zs`miE%yP1w86@9Fs1cqWpb!j4z~lOD+P zaWoEt{>tBas92w-1Ww{UGy(D|6I+Rt^-lc{u1iE1yrNiUkbs z19e%a0e4V}B3c>%!wNO_S6%flvev#Eo(_bDG}pqX@TgI%uNjQ=&?v82UVKs_He0Tu zA7^S%op`52To1&cTrO7aGY>2~&UrwH(=x%~)VDA!Df%2%gufft@tk*5}{!!y4f zjxFqO5D3C%)Izjdz1r0Yr(Z61cKPNO9*)mqpwEUc+3sgO=tF)#Fx@n5hsGR2+mp}0 zNE+?h*X4fQJE6})U-hM;?)Rwi$nCkfMVbJGndE}6P|cyk@0tsLZEN(>Cbx)Nyc8%; z&82bBZ7}gX@f=B#-7D1Ra8Ce%$TpwuiHGa-beVr83yK?K_@4`n8H`<7k4)PPa(IS%ca&}fhHLc**}mi({X~Fm zEX_gKDT>u3lZ?-Hxf5C(M$McvckayJg{;#**8-|Hw+)EgB(ZsqBpACrX^&7)Hc1Df!c*4-1qXdxxOb_7Bd(=$*B*0ZfXaLR==^bN$cS+%o3M0hh+uMaXPZv} zYo1~LIv3e}GZ);NJRT4Ds#6OFu{0i%JZn@zZFGpdz^_uuE9z&_8KTpt80dFt($#^?<&r}_bKESHAjszM0ljy&7s*^AV#-oOhm`s zA#urOi?`y0#y4<7yJu4MENQCQL`@N|_Ib|AsB6MEKG3bervBhEH}r~KAIwM{f`sDr zEZ)c)M5EcIT;t=zY~q$zC!meGN=2&C z1vn6W@uP)UDdvhEw_@k>&JWWQ^QapsU2NF=S2@D`i=h&u6d1M`!4=@O)0Qc@)Dgh$ zZR@9S3w=L%^AIph)nwfe4SZh*VyX+f{C#fJNw(C{@EhmjBhce3#`}8y`>0iiwr?>} z8$y{|S{&l=52r%>@nb{~NdmvsabZ?EQ#;0VWTVVva~7NN#QbXBEA0f(``78hbseEy z3^}jbmOhWah~OeOMJfRZOI6wcphhDQ4jwFpu__KH#|(c|a6HLnN6s|rPCQ&c0;%4E z-*g&9up>O6@#c1zmv@P9y071=>k=P-N?5)+sz9Bl`M~}ZsDdb!uv+v5wUZ?J1_P{o!6540^lcO+hy_1XqHAX{E7w)P#(XoxsKhuJFV3Vf(E`J0vL$p zWC4mRNuSIcB0sdt3RivT!g_0z?}@dZ z2Z}j|mj?2l2)$c7ad`jC=E3F@Uz_@79@GHP2?`15mLWohUThN+$#3id^8RhP4^>kx zGMw*DK2ca~Rs7op5#qM8oxAYp)$uY>y1wSQK;@jE~Tok52ER6kPfKe|2R9yNh9i231>NIoBcX5$$Tg$T};s9#Kb$Re5lI%}$T_p|7u#4$+L$nqk)p?Y;GPnM_S=FkrE2muFyfX-k;UcWV^&TkJTrCN9M(*G+)& zTU0fSB$=ktnj!R!Mp)ojO-i1J#^p}TZ?W|ii5S=D#Yzd+zCWGPuPc2~Z0p>uz2&Ap zQZbpA1fB<4)qrCg+Is|+UKEReh{A~4XgA^Cg0PJEv5{LQi7xq03RzYSbONu9+MDL( znU!-|!=R85eX=xsBIgPrqrjK3{k^H~z~b8kw#k6#ZGj>!dVA(1t=rZv1OuW4wTQwt z=W*USYrlO4VNq_OAgiH<_Vr=D(!<9b=Dh`LP%@kD5Jmq`-uz;|72{LtqW67J3ipCI znPAWJDwY1y#`D`iq>BKQra^5HSR6}7&3?hSL80`m1Q(AIdbhrJI6jM~{&%<8-NMg`ELwKYn5W)I@e1#{XoP`pyFJZQ2N9z@6OQSlQ6ca@G1~pM2hrUCxtF8(TwxW$qCB2AiZ;gQ_uc6l2sK zBx{y^VyW=3sMAk9*#qcmNk|!cZIxtgSm^MM-h6XMOK6Xu6Wcme5 zq?a(LDwYJQ$E8@?Dgq`U4q3j^{>z}tdsP80Juo=$=_JtZo;RpUUEOYHOGIp znjBLEfFdu9G>IcxXY1@}BNmQseg|&vU+Id%vU}-^Xt-d>z8IX;hJIxGc?A%A&u=K3 zI)n-S156K;iJRP_S9U6NI5aRz7M-f zcMwj{pfNMK%oi`?Gn-Lodi)5fDKl11+xg*!zzAk18|`lYW|UuP0(uifgkn$|TcrT3 zl86QZ<`eF$bwq_hNKw;)Ec3)l_0Ed?6Q;sG*s zi@b-b?6~`t-E~*I7=rs5=k{9>Q_3)E&c+6Xk3eosn6%G!&*;~2d8+#Jz*GF5;Qc}I z1iqey$irG(hkRi6*Y7%5#$Oi<{hxA;rbpS!VTsFErTON}%bb_cSQ zd6`{5$r%j^FT87=|CH$?ZpSm1{8E71gCMPqno<+{*!Sr6mrYmiedss>F`dK%rKZaH zn2Nyrs7`8Qecwzj_$|ysxc ziPuR_)L5TPP&Du+@!q9x3uW{b-aB23E9BD-{7W(g2yMIVj&Ee#C`6>cZ?r|38@tw? znM!kfnqbJdl({iM79my68Q}EiAs3!>xG=u(z3OY`W>foILCaHWlj}#4+`U%Njaxqa zrfUZASfN%k+{pbTXguna7Uyt@o_+YmWS-6kPV%g`RPWqCb;?eudhPHr_s5Wgf+JcsJ2qlI7ml zk!u5@UwyM(HYFl9<-OXMxxx1+0z6oe+tu+gYCl}$y5%{b+0(;l3aU<9ao zU>-eD)@E7$b+qJi;IkW+W=MtQrNy*ttGo{h+d2#H=1ePTofwWrQ9OO;tT15($5$8- zNABoc;vMz08H;~;DV3)uW5G4@QkUk+cf>twc9K69b81pDDcrrLU+S(^J6)Lcj`YUI zuPQEh1a?2^GCK*`R_+|-y}y(qn+nEP?4Jlz$(u998RK_|XO8X|=pLvAmT-7AEj^dz@NR!?%u)xfp{gbN5cJ?lPWQIZPv z&f4u`BPnYU6kY~mXZ%JyNBGD zZ>>+4Bt?YvLtSTB?tJT~am&X!Nl(w{yJz}mel2`2GU1US^hG9U&K{i$K1E^2!@?*m zKqPIaEhy;8S_j+NnZ+B4z42|zf=tj33qfX*LoP*aU`Tt=ZB%>E^flY-r76$3N`Iia zYrDrJ{T*u4bvU06pr$WKGVN9jWLz*E+tJ^*fLu$^x<59G!RvlkBR?SNgtGR^w1<4t zZ}k;Nj9L4f1Y5i87MtOl;^$rHZA->W1{7pUx(?aaA5+BUW*A!(B%flZL@S~qBECGK z4z`ERBN`p)f1w?_%TQ2<W)_RaH(i@gJF+&#k-ZfGlDOI#+0#8 zx-~&?ykYIoqm#pBtUu@2c2bfyyoV;k#PFD?-7UrddnnjRqK3tAN|PgW|9XI7Ua{cF z0Sj5;Peul$cC7vKoAkgCVP9UtNYZBpMssTJc6^UeTCJa~HBT=57n(&yp1`m_Z}Rrz z-7FlnygGG}$KTcI?#!7e_+jKef)_*#R?0FcucuwvcG;1jG0WnUJJ8(MD3|gB+{{cy z=QnNok8XZL%UBY`S)6mM{I$L79P3;EQPO%Vine?3Z0wpae5Q`H&*$ogB1(oK$T~<`21wM<+H)E=+Mto|vAX zro2`=5KiQmw!vz8wdJBl%ucj2X4DI&CtuHI$nz1ITH-WD&i~d19NvR5vKf4&7Qy;- zBt#7R>pF4gaYL9Ex1L%4!#>`I9geu*L(_LaxJ$7K5|G+;pCHx#9bs_Gudr<0e@CW4 z?!L{pq*0sae;`{9#cW+l@`rAvlxz4;-%(Sfj6c7)3~PKnrFwP5KWJ&vhp9?bB34tgL^f#cgB840&^Xt0B|{=%*m@m0;S2h{Ui_ z^xb%@>{$eK^+GavQpD^Zn7Yuk)Y8dsIdshdaBAgmDDSo^%Up7_3bX*@bV2;1z-~zqSt&AsWAdI@BtF`){3ilRl8;zkfTI z2Fp!)#M_z5{rYvYF#xCmMdVJBg6v=wlf9RXs>|!H!nPbf?B#;nU~%RMoZb=WOw^|U zJrjIw^xTl!+|Wawl2bk392X?2&^MBZo&Rnf8VU6(#qEv(a1$g`JhpcU>1@7(*=A2*(wQxyg%6oXTd&j(4C)NV9igcBw; zTI^My?B|}1Ah%80Q3q$On$s$B?`y}kfmZ6|mw_;`FZgVTGQPSi-florG-Q_m&PGSY!;&>|pD#F#KaoA_C_Qsu` z5)3=nZC*A#F|&yBQ-KW0@6KYbLnXDiJDypuU6@R)G=tq03oow+gXR{!z(v162pJ4V zlMKa;T1&COq8Qe#dECU>6oL}YwoXoNp1Ovq%aoAN=jpaF;0FSMsJYB2<5n1BqX70q z{^i8HHDcUpo)fbZ!aUscq+mLWTVicTptAu%vl0S=Et0lL#!^3?PH9|~YtG7%%$E3~$qPB#^c>$v~w-iAO;BRUrv=nvOFn>`mz}NsvPu6xl(%L3jGe|39xYkDMI~? zSF&2r!y*k86<3OmKz7p9wj8zJ;C0wr2;LxhBC-X^OS!#J3_Gvm$zdYB)}itNEa;H~ zKJ0#n0Ik6Wal~YX&(B83@Gs|muGor!BBY0T3CI_)N<>?7#8_6-hdEUlRgrax6TK-1 ziS2wf+uLgJ0~Om+P#};n9IpO@< zG6&{}Nw;OFix0%>wy%zFFO2F3}-UKM+oAz`7(@^m#$ORt_Qz`i(XRE5Z)Mp-Cp<~eFkMlHi5qmVc z`%6^OS@EhXde-ms%`PvkQd?A_ijZ-@C=O^10Ao7>5gyTv)c&|xG-|I}oS~+G_YZX* z28yEF5tPSDDsFR|lfMc9W&sC=xZJZ}>$`M4vO*=Y)a3Ee&_!9NBM@Q%KplONUNB%R z?;`%MTl0RYy^a^o=p2e$EF|0f{TPc1VcItUuGV45 zSX_w{5NB7K<~Up3?Sui!fQv0y;zRBG6VA|RY5)pV+^s8Fh0TrKN~g@MD8YeY{?ZWb zl)69}_x8OTF&nG_*|dHL_Sk*Pq~n@gRVs|G>z+xO9qKw7|z`WfrEo>D}H?j{+`2sK^= zaAshkIwrMpN8!!8Jvqp&!9JiJnL>hu*}BPKnHRa>0arbD5NN+yc}SP}V0nR(E8C#^loZG z$|ADFok-WMZWBdj5BC$);gy(+F0W7)jC@qMg6_@9eY`0F|Jtw#hWw@wOR4V?U^!KLYi4K>m3$7wmbp zPxmdusQ_t!pT}3a{=HI&XuCrZiM4Cg09IS`FQqD!uPa2rUkg`;&fNAv zxv2;RfA^adfgAtKQo#ue3nNw@`9dZQumZ0E8elJKcIC$glT|^Xr&GHzfu||rt`1ow z{o_Xah)Um_JZh#wX~;hRS;;mrRW-N04QoN_CpdRNMz?c@c}Jt4JDuROm;CRFo^EIE zLf?Zzxd50>z*Q=+_Ny!H$3l3_&owO^6F%*~Oaul0KE=&B2gnYFn9cOR znGFi={O^6x|L?y4^S-7Qov)@Zk^$yi1(@?6zCHjpTIAmw?aY4|JM`DqgJu*nw2G_M zopveyUuGe&xlR9o(uosd4-Qu9&VxgXhiTQN(wWM?`Ju#Z3 ztwl*N`p@3E^T;Y_t2D6Z&N!@J1EfV4>WFyp z<_MG$0r_WBstZnCAG;%`aj&=j``8;gcaLa^KmwDYIYe+#50Q1|izxqAcHpZ|*4w8=FEXShTQ zunz!^3FZj>%Zb7NpOWf=xGD#^I!-JC-w$I#uRi^ka>H83YlbfWhlTx&jp^J)aSne= zj$$hS)t3E7#>I1>fOaS>jQwBQpqP8>@h4N`^pj(8h_>4lQOM5!Xn?ggK$?#=#2GEx zjCEYEA;$QtQihLbNjAi0jx~6n-EDACyi&Zx!h6ZuLTb7am z>1_Hl41>TSjcVR5CK^+H#~L9Q>}q4NG#U71%6dwfqbXDg#p*FBf&Ej1!37(T50Mlr zU>U3|c*^bw4!X6C0MsCk&?C!V!A5$V`rs!2Smd!fA~Dh;h=~0ID5)U@;RpdKT3H{f zd$D8nFF5MO?j%jugt)Mg0B&&=sEn!i*F{Ch40MORJoTVTiG3e{0XF zycZfgM!#fEn0loQr&;QwI>7WZuh`A1m3DKWH1Qh7gb*S1rzPgzeTSrDs|T7$WoLhD zDv9hY72C>OIccggD~FGTD3seHaE*Yql?%YM3NV!0L;wB-@_EDd{NuYazDUdBfU#D_ zvg-dawp@flAoE9hKShsI0iFZ-%(Jn0^Z?%`I;maV4dEfF?2Y0KsEt~{ydR|0KC0o_iPS3%6CX|`@B>cbacr@;q_0Jt3U_XKSN##&a&Dqa3H>P7U$mP(%) z*g>X3P4f7FwNl{5xx2uC62N>;?)=YBkngyFGuKPI^+VnzaAJtyt#v;PiS2l}JEW-= zYV|i5IsF`L5ENwbvGz^S7$BBRg^_)f&Qb(k2q0J{josk1EltA&{m;|t z0v6&w6tc8GXloAtR{ibrT2LMj4;cOT?wk-eEZdklaG*Z!Cv@z@aCLEi2moL$i+za{ z2=d^}B;ucC`BTIM&jH%vQnms42=osbWV^L)>!z{~n_dAbUp#qkjiCPZaS96)RUiq8 z_CvtFIF<-QMk~XgC-fpF4j#B?(kOscM4^oskIL2;@3x@ z7gH^O=IwSKI|7{$2DZy*1XckbxIlIu`=1x5drurX~ z>I21Xj?m^}g5IYAgbBM~5xbiLD5bg?+io6hbggL{8_IACDMeD6g^(D`Os=Q*JREZ#lj>Y#+ z9DKkUkltpO~*=UBS{f1WKpj&^AmC@ESwUA~d z)i3hk<-mMid>_dX8B=!zdIdaiJbM1I3*j%zQ8(<1)AL{|K}SJR|HH#+x`1-uf9D z6<|i9;xndkYQhPCZ~ml@_UoY(jt!pxKHwIj*!`m+y$#-kv~kP@c1pAw;8^gljzGO_ z-2d@)z>{2mdsNYYv2e5fTYt?6-dIsx^Q?XjC{sYsN0W2_OK=i)>??``zT)3T?B2gd ztcZRpMe(}jIj0|flyCY0F%&sytHB{RaN7LG>FlI_fS*V7x1IaXcyzcev9yfI2hLL0 zdZ(s@<>#fyw?l-X!RiCsJxS_s@*N{MzHs?GV-w!lV zI7GB+aQ)-i6~HE0uo7NP|1m55jFtJ9#}n&4MoZY2!&^A9TfhLKkl=P{#6SM>U(}Ck zY+?}nt4;*21Tg)e;5v0sk$*$&w20};W1B6M*wxNvOKUh5b5oZ2e9teI=m2&| z?URDH;Xx>Fa~i4um1NiB9eOYD>UM3XI~`Sau&Gg=b9)IwKh%Oe?+?vIzkynYUnMl? zh9arv_E)o|SUCf+?6Mq@F zLY3+{kNe+NvARI%+|p2G8(TzgDvj7^%(1d7mVvB=M{^qznm+$Pc;XB>FWg{IF1CLV zSLlnKkfcBZ3?FV|7-ph-t+-R0@4D*M@vaKdr`Po#=e-C8@~PirGNA+)Lul}*ZyP6Z zp7WMR&hDDKI6J0)?6Jo7R-6!;sYV@bvye-fH`53KXN4E`Dd0r*hp= zNZ=H9G1Cm7!43>&K2>2rpkaf?gYk|$?Q zn(3R2vxRtkx(`+J?QleA`Y^Fr3yiJ{l>;&P*qLM3&FG2#g;&NWrK%j0f(r$^A9Yj?!wWK;WD>hZ3qp1{7+IJF zZ#0eeV85sn;m)>&H)xj`8xX2`2u^cHRULeWU>Opdcl|*8q)`Cd)NRJ=2O=%&2ZBd? z;LN#B-C5gx(WU-tDi#5a$(=8_;cy;hfnLoZHsr#iq&X2Pnsp8k`^rC_aAGvGO=zEG z_vaGKO}aDNlr(eFF+LB6X7MC+7?w0)=~)MMRo8BZbwYZ9^ zEL}xnNwL;XN`coEl;zxNjky0!^Ec8|g%%Sj_m8N9j{jW0Kj`W;@BETTXW%-M$HiP7 zHjT|30d;JL?2)GmDmrk1n^{c(c77!ywB>})b0wcQ_w%l=zPNqUOhE)R(({=)K51I` zz;i3Nm&h`H`~!iK;@ozW{h$w#t9SK6;P||>p%e10-5aWJuBi|wGSy~B-$caNIry;7 z@|X!JFHZvW>%069Z8s&hKE%!hBUl65PaJw-r&snMuu7i}ScJzA-kq#!pGN=03&jka z9j$+X?wbFlg2>q?iK<7o2)8`YxO@q*wqgl1*rANR?$wV0rA9{b>>ZJoPAya$WVzb^ zR<_BFimyFP>$v^w`?P+blr-nIFuP_NwXnu8Pk;5V!3CB?=a6~CM=%E)lA-6n+svVh0ho+X(#g$0N)YJoiS5lhrdO(yl#jWd zZu(GR&_eX4c6RS;#qBQquwmDtN);EC?Q>TgE>gd(O9Gjz8!daH=at*{-9?18YQa@} z_y72c{W4Yg<^k_&QWkzKg{Q6oftz#tKK($nrootz7B-f31izHAM}GTy%2%VNIF_Y(eFZC zMcMmLlGMzrcl>A7VoU54J-uwze-}t_%>NnrNZnvD9ef!M60$#8&sT7E7Z;q}AKybg z+A{XPnKD!t{ySkk2d!1hl(=%s`&I3jJ2HN|Kk!yWC`%mul_fz6df4H-3&q&FBz)SzG=yVINttk*$NXB?h`u{HIoFiEo zu$(VKt>ZsRFOXvYcai8tXm0nIi`0J?0~X3j;MxD6hWy_B{~rn1{JX5sEc|?ICIgB& z&i}m@`De}MZ}R%W>+isSFZJJ0n=6i#c7>I7{0};i#oJwY23h>?5`?+pcaMkyD|*h) zFr-Fi-kK*;4h2vVAz>$U?*0i&#y6BXiHo|PiSD>Uf`CE?>KK=P6`2mCDl)6-pfb|9 zBhCKD%AV2$#AE7*-;=Ts!LLs3JL56EOWiuxs5U4sKo0Svox{G@Dxy5Fwiac&JN4$0 zOTy~rXa#O3RT%Hfh^)N!HB~S!qs-~nvOM`aFDk3AtQ7vodwMQ1hghY}HFoj%T!2xo z&)NCT?)ur2L5l`iFGm-1!#=rnvmTtt*sRW?5uA|h9|$s2C9!T5_R~EIchT4n#N5Wr zt6ULZ28B`sW~E9Q&AyGJJUn=|?z6+C`1eE&1Y6vPsnSt9O00JxvL&jZBi2puzlm7+ zI=d(mSPK&(*QS74-V%&@bIWCOC+`hJGFN0D-q+VEd;NkbbZ~ z#s5HPgF*f@Z;7QvV+;i11}CuJ#mQ_k?tQ|r`5^kHek#%DO&InLsD*$lqmlTDh-IqU zaqaGd>!NQ*$$uB6E)~a){(R-!9LXN5aXRP)(j46sN@7buQ`qnNZR~)d19v{}ye@4T ze06lXCRmb6w;0oC8IXF!I8(j+#y<1bgWnxzBMp1px+rH2F&jT-isQ03^0p{+>`iYgS7Q7BJRp1^%r+C82(t@P;0Q6= zra=CG%?MBW8+o_;eD(P~2ciAEI?QggK7|1npbT6AZWyt#P_KQ7Wv^%e(P?X9`jM)C zAm-%3`3E9C?=A4gn=Wt%B?Iyq z-btCmP)?S-1(6Z3GIpIvL)GZQ05`fEyRH_jS$I7RNXODG&F5`MT$G0nfcB+ zhQIC6`V0gk(}&RDK&K4reokq811MO5P8I(9Mu|}(;BCNL2#AGZDq+LA;|6);+{Ytl z3#4PocqAJ47b;KdL*iisr|HS2K7JltT1>yh>Pe`h;s1?_FB890zJ@W#t>O`#@L}v< z%cx-45_Od>-tPw&z4Qaw1zd~^&`c$_>T8(=(XLILh_yUv=H!a39x0v3d{sdO*pvY_ z(s{$B_`|n;ARh5Z`VUX6(0u6;K7-0zM>x0DxdH90GZGNavU5K|e8MC2U17FFY5#

^0+hANukA72)Wg<*Y1FlLg#f7r=p;%MMdEVQN#X8>RTR9PXontnNoA0 zU^Q6!J}sa{TLyR0TiWJ&2Jmb>k7pw@naOdj=$mUt3O4iJffy>>2#+O2EYNR393lP@ zKS`G?H$8&pF8PU7KA&qn|3s!w5$XjAlu`=Y|E@wnn7lw>9#>P~m1A_-A@1@&T<91x zI!W<)lW2(HQDPmC$}TKp2CH$dGgO+#Brw(jXXyNp z*Y*P-U^YH|16hzQ6C!>&&6DbQ;zTH+RYL8n^hEZTp>EzQAie@8=qt4Ug8q<7-;U!O zBK-uF$dk~`Psd3Bmm&`?Rgjh2c(I>Cy&gj4_~B~qqIw!`UV$f|$EaYCO3)S4l4J_B zWMn4sX5&A{h$7OS;J9`<1#F4<%3k(iGIQbGkr~QtUmJnd281nOZz`zNi8lN#wq%IT z!VQ^xJD1l=kXV;&fv3}~-B&^eL0B@f!9ucu?vWb<<++g%8T{nldmyVT-H;;=q*z$6 zpo=k-IyjLdVPFiKi|pV9-9QPU1GN&o-+j1tS!j^1$l;EK2PI%_3c8x8L#3asR&4D+ z^VmSFzEgpI3a+%`m)5uQ14;3sL+b_w>NpW93o=~T)knR#dfCjHFzj**wgjoNx*!@X zis1Dhh>1`mVwHRuQex=$5_Sb$gF`HWQ}bHTV!-=6plOW9jtww>n>WWncw`W`cxUQ@ z{aRq#hq3sl=$osT|B@#hPf8tIYZveYJnn(W3wYAy&fs}6_!Fwf4IQTlPGs1E!^1=w zY$Q1>nD~-6U_mxOwZe^<0;vnHEIi>nU!r;%OkT!JH$c{(c$r9xQIrZ1;?^I z)bh#uv~M+Tz9SB}A#ji(uXDY1z~Fs1SGn>B!epKs<*Q?4Le$tkDSe(N^(l5tKZ}^) z(pOKg-xq_YvH%X(_ExBn*~@Z3)jFnj97}$Ldviz5r5`*k_Z+3a!3FG5dIFJdMP{e$ z#4(keV@>cjSf(=gv4XE8eCpLX$7)NS86z5lL<_hvG89T*r4tvX-!lf__UT{vOi-0l zB!2{hUEj_@CGZ@-_uPVpR0d*c@mR?sMhteKdW%_+8fmgz{}i!Glb|P#?e{6=E;c?*1t8JHPM`#9AjDeFPibIXEy$q+LSs0*33M3Gw7@ zX{bsP)1O@HGrtbF5iWzB+jxseOCZa&amNQw*EeHF24 z1IBQcnF}eWas()o1_-@CDYN$nVw(eqgC%c0=kdr}08dUN(G$U549DAiV$oB((J&A^ zJNq`UBJuzpOj-KEETsz=%!~H5WnG3Xz?C?rKcyC&lm^f%d-<3E+m;N;=_0W8g=n6P@paFNcps^EQc%lw>X<-c0eju*%pj6_KZrwb;=&N%L&TBp+ zulr~n9*cG7r>nv0>j_4e%bJ+`3jlu}==TAes`VJ7AQv~brt@$sOPt5Uz8b@wFWRr= zWNQe%xbuQv*;6tuqG})vE9lG>ImvkGO_t&j{4{am_%>DcvZldk0e;5rM&dVN9}u&f ztdW_7-eQ9e(zsRVxz!e^EA2C0Xb(p!J>yLhsB{SYy;i&Cv z$-(JtOZ~=knQ=qZECfNMfJdSrBlO>OwRlg0OHd23t-?ZV>rg0Dy2-w;{9Zvf<^=9$ z$sJ#FbhrmB^N>04{ySRg4zWiZI32ICh(b%CDC`6ezQloh5IlsqICW+YSCJl+WTPB+ zufX1Ok8b_>Q?JeZ=6OP60%7ua?QoV(L5+m~v5iNe`(*kEE>`0sb^)LT$-|YO(W4J) zE?eG1*LYPJq&;_ishw%;4J2~~krz|fS1!o)0&~>iZM)d@-4+YL|HAx%mhy19!TG7I z6SuVqj#J<+WT;kmA2LneKJbkeEsSo7aI`-X(LN{JJ9q$z)E=I7$ zh)k8H+L`~9TCjrQd+@$~Waj>d*zdm>HNL!lwVAg1p)dC5o;=+21w_}5$Ic69f{65D z+%Fa%0Q4j4mS)0!!}c>49P=?=YC#FwGiOj}qORc^7j?Q!OXjAsjbd0T2$?aKsS;4z zS@?y$_iP=fYW0*0)micwJCT3W-&6rXC_)gtg0mAWrjMpD$16;bOW?1Km)v(&=lZTU@VC zVGHH%t$n=#Z(dh-UEhA(r}ttV*cr)uFxFgT3}4gWqPGFq&O)N~{8_lXj)Z)10xPp! z_;+|%V5d{N6RWXHb&TgxB$sm+b<@iIAa@_CukQ2CkKmLM z1eF{}ZYq6R|G3{gXnz-9NtrUL0}9nI1UOM|jJ?=-SmHM|euh4U7K0HW6)dc9jKU_{ zK!|{iZDI6`USqh=FBXFcE#ih z)58QOnzFDA&oZy8;b{!hL+X>G<=~=ES7fcXagvStke>rWUqnwe1nX1T%lv5hwPdNR z8}Ij9Mcr!+lGb_}o8wV7s6YSOq418@XFD?^Xsy85GRR%jN@rwm)QTRALD8XlY!ed9 zsVFhkg%vI^w`O^w-P?y5;fKL#b29xjQi4t~35F zeLapT#hcD4hbt1v(gD6){XGLAF*)i?16+^tX900e<0gf6i&!Y3 z5V%5%z4+(UdXp>8uYtjkNk<+bydzJo0qUN2rm$~<4P1_zIfkD6^8}aOuu2L=Hb*CE z0)1X_ZoP&O_0Lq`>cp!!xBcR1dnt5{S@4qgr$!niTlEnHw}q)(>;6J=1A9mN z-QM}^N5LDW%ajKnhID|{7O&>qdUr80Y`{Du^xhOivTN^8ec0Hk@<`p~P&sT9-A1I{ zq7*KIx{};)%pC!R8qO^g`!xt5ZTC3XJ?G*54XMQ&pdfIYNFTN9yh=F_J1Q#gQ@K_- zDCSzNQ6SBh-<01yfApASs(Tu$f&b@BA%CfQ6zWMJOqx`~^GE79p$m*9B#9uidH@#q zrAnK4yt11V*6%w!bN@Z`jrFgDt#TrUbmx7^@0#%iqFbB3vy+nxY|eCqF(T$z&Lau^ zyR(CIFCa+1z^grpV36noM{O{=G1%|2!2Ry|i=h8F)N&KH5A4-=dXNekQStqud9BZT zq{K0Yb-};Z9$La(G)^zw`INOiV?bv5axK<>Mz(*{qEEW61A8$lhXvXiw`<=-- zfx(&v%u9Te@5&Md@(^<;M#WJL9VP3gUKi!|J|5Kwr9IpXUQ9}#mpNBoy_(?8KCU2t z#e`V6_LSeq%s2m1w#1A6^0M>U&?nfnbmmkw9B8{gb7!5zv#_R?YxhZZU{+U+0o@^4 z5nW$W(4FzZWh3=O3RWSsq;Q%Sms-5cKcRmBEn$)US{VCP_ie0SAJchsZ-B6{Opf-T znh*gz{w*-w1(63JEO_Z9>w_D8Mw!E8gB|0A`VTT$)LzOL&QMnB$Bl5eXGEAj^ z(LyLz=#YNr>TQ>o24GWGlN3aog$GL6o32)F&56zcs_|?wWK-lyE9@tqt>A$dN=cso z1dSx&R-^ppVE9uWSpt{juvLbC`VGuAcu^J)#Q@)EV$ViM8VkBeg*kcbVSLs~5groG zT!k8%*1W>+6?oh@N|yjteFMoagd>oEJAY;+ZAE_o8iCV_uY|oYy3v3#FGn@uD!ixZ z*0EI>kgoH*&NR#Jv--$iBEkH1v<(#ct>08lCzl= zhhMS-`xBE)1+ZTh>T^FU8FQ``?%J!r6O9quT4?fqQ@DbWL zDQ0#<)}N8hJSIy*$?qM89}0TEv771#^KqOm$19-lRQIRHlSh@SUEJ|0j(1iWc#u;` zoHES$nL^J)f@>E>`RZf$vmyxfiJ7z0*c7zeR_LyQWZna*=;QZJ)rQFbG_ULv&!h0> zCiYsLKN?Z6+Ud02knKbjE#4e`6;1y_Mv9}Z4g#;B{KaE(P9^T|f}A{q_o9l8>A}oc#Tb7mI zghncTCmIC@x;H9nzb~_Tp84&)LDf+@y7zmXroS3j%Zg)iWEFY?RwHKr?oIJBGm=Qr zHTF?YqP3yAoqQzkfau2J6>?$NA0OZ%!6-H4J;d4+TT{8{*V_=*VIjK&9lA1>DNfPq z;Dd2SONM*Z@IouIhf1=;yDkopw;}$q4@grDPKaM+&nK9Td)ES_2j% zg6ylMB<#uO63=<`y7R48;*TOsY}+8HiLm&how>o*lw@TiVJ#v z26DxhvCSv)9!G7BokEJwOl5>P4sSPU<`cr)7}znkGd)c9S-DzI-;Kf8DY7O)JHaf^ zP&@C87@U1k{4%zEe^z>!l4#$J7s)Mvk*@DlR{d0tgSnV;Y}?C*T`dx@mgltX9SxIx+G=gMKOy==*edbfVOCQX zmUs2y;WHtQ^hIByk0ykzQPZ_7a%!tx6ShW4lBV^QQLf7p14Wev|%_NcHaFe8?gSpf@*J7m39-X8kGHF7BeAl9a1~Nv>7q19^mgb)a zji$ukTw67^>+r6HmU;c9C-qJ}& z)J{^O&%C7~aL=wl+0m2UgL_NLZWfJL;EFCRTUzJyx`#iBeUvH1LbK(VbpidPs}upe zwNGaC@tG_7@={S>#z=P*7a@tB%D^@&M8%8*oB>fO>+^L)!X`Qk5#RV zUg48dcW!pqX8t1I`!*|`-h9)!Iryvw5k$yf1$$CaL{F3i+l-Nz;(OPlLoRdC<162_ zn|IW&kgz;>%%4AM20o5-*V(?uEUO+I8QWACd-QI{F2yLTKbvq)A7fe zO?Mv|P?C;fTc#iKoM@O?cjnONw^n@z_+{#+?1hiueDNY5*a2|9yMdq;F>{_7xgrmH zRr7GH?WU=(Ua9E9-ZxJ-?t5^c^nrVi>q;|s{$4gDR)ScjlK4fBT=$7@s8B+lkL0es z2bF~e{!!Wf12OwZceo*xMK6VK1dq6A=7HJ}0oXH&clN#?cPTD_D2+`a>Jd>DN+W1# z(*t)24SgG)P2e~6k1wkto?7X6vdA$%331dZ@zy77@D{V}r%%os#jR%g(<5vj(|enr z*luW4b4~WSC8<^^f2{Wo>q{8sIOiVGld^)_WZZNeY-9}End8DBMR8FcU2tL1oTy39+_Sjsxjk+olRC=mH0J?QjnBvXGttcV zoWy{^aoLokM6p*h48xg2WePTxrAsYkz6l@fXh#>$z8ddxw&G+#|1#<_{4t-iF&Zn4 zH=pS8zaexxWJoW&Qh${z^)V2K+4cVY}Q9CD7th`K-N>)~YYTk|bXAhuljJNdhF z0|B;!h2Lc(+fUW8m2>um)6Y+A&Fr+2-TEm^%d-xdId2MN@MnU$s@sC0 z6`goFYY*O;lfpF~Nkz7&Oo6lvmufESF+LzOvtHot7g?1r7W@gOWGlpc0+y+6@iL21 zl93Y{?`VAR97AvY*|!gF%gaA`T6vEQZkd)|A;nB)$c^{+ozF=uo6HHk*j`2_ui3=s zrd2u8Qo*9zz48&p@1lP$c}!dBqPhPi?M6`go+UTuaO3w<<)c7>L=17fEjNYlx-S+d z+?5%8;&}$yDv4xGyZI{z@9*nd74!P7#)PoZ07Vb$gYG&|LlG%P@qc8Bj~w~n|Mq}M zOuXqoH5!`^pVNN*T0wE$l=G`sb^Z0rOsbAl&b{%eYcxSmHV`*q#b8U#xFWX;E$zR< zAA9+|hYr)zG4xbZwuSb_s?%%iO-mzLopVpjVh{ulUY}tcNbXOJEWY~8zON~(`_LgT zuZAx&yFYz96V!mWqx;PiwpXm;wpZvdPiC**$h5Og+`0F})40L2`$qem*U6`3Y*ZKK zZ|G5HW4AO9Z5$vJ%8Lezk$ET5)Xl$p|MdOfH%q>WnWHo9$~ zplfTjv0a^}>VTe$Lc4zNgr@;1>uQeTKi9inE}46uHg{BWB5fq%x-MMU`YQNyep_7k zHa(x!r*-6o=KP}RCqJRPU1t&*=+P$nH#_OT5UY~*FZ(oGy;^sq1r;u0+HEFdwis482lFmriAZHG+9lu1s9XE>Y(1S7kk z9Ojb#$V=YJt)l5P+YnPDgV8IheT37;_A{`N#NwtptQes&0kfnPBZ;$4R}S#hM-opd z9iBb2qt0~;?(>OtvlJ@^>f`uKIAgq;B+rcDD&n!v7-o${vsCv>OJ3jADQ|xzWN!2L zsmVSk1=j+ZG}Mc; zAj$N7c+v&!fXO(1YGO-t%~qpY<*9e^A-#fV|ClHkvuN zH^_X^CEw;F-C#63kE3hJSE;B9=>sBczx=H^`+L0ituSZb%T>Lx$4oph4Ta#uQ9RyK zW4oj;Lu{^6c&XZn{v|)eL+!$g6Y|QDek;zLvEFe;Si!lGQc^c2KWH0*S;|SBK9KBn z^zB){J%}YI0?MteYml!t-svbF!A)s*9rS3 zXIkp3CJKu!9HRYj%LA4AJH{MYW}eTR>P|L^^m#b;zKPeRbRM|v)J>GWMVaV8`%wlE zSUc$2X4h5GRFjaIPYFjU zw+;#SJCC`twtVZt#poT<7_m6Xx+_{*yUzNe)8)A!b=KpFK~rQBCxvsv6v=p7rHD?n zV*Ef{ZcHn277~@055(*pxPtwhN_-A2GkV#gNbB9~n)T_J;I@Z5YSj?yEj$g;R`weq z`r^a)-GD2)#gwCBQeG@hO4^3lB6|@|Rk}*14TMSiX0G41!J`N%ual;`m>_5bacX(F zdUummyn8m;6LDfkmZ+cgHpGTOo4QST$T92KDMZg5$3>b|dAVteE^IAVv~nuCFc79R zkr1(LHs@ID-cR=Y_{^L|iNzZe*M_NlthjLsXLZ##$2(0}((yz3M7-WJy%t|{)I=*g z3a9S5%63O~*vikEYB9o_t;E)TL!1-TuFd~&?eVbrrZhnbwVW}<8$C&f+7MEXUGYcf z9nUvtBJ?z3+ny@kfLPN@@ka7CC4Gyh%@7e-9dWf4vlCDRT#i3)vwEt3GQvhf5Fp=S zskduL4=Ev=vvwP_S~jmithJS0lei{nf0*3f)>5>U_cl|-HpH=cdp`(r*UaT%Jd>gj z(aU$rLO?9is4lW51!Dfa?-O$3`jX8>5;8P*E#8l~s<{wDuX*c`kmsJZ=t!1-fu6Y?vALDbQDPw)Est5SaWAn z4$WRbXsd0H=XQHBL!V-V?mIo&mzb1cCqz)1zY&8V;T;E}5ME}%jz~#{`I2ptAloaVym>vdb93L$JL2CUlA;+cGV14uWqP9Dji;9ix%s#94 zf_Hk^g$L6XV2d*fA7yI5%^w@znKuXfH}n=Zcty z3KAr^@2Sf$DE2rqFgu=AUynCo#KB zX78c-@W<%^o0%NOp1RR1Vi&p+FB9I%bz@##$yz6u%O8fQT$#&1+{9E-`EXI0A~D9s z%o@C}JsX-(`ta`H>vAKBJfkLMu297XPBsR`l&=le&mon$BtnhzrSxh2l!Wi$sw@F- z)}cc?jw@{v$i<{nl;PGT;*~B`H8jJ*)$CU(|8(DDVBhFJ4s+hpD-sgd2lB__OgqL( z$Cmib5IZ{tR?@$wu58az92`9ZWpxn`vdqIW50<4h1NAah;d$HH@kQHm-F5aK=oHCx zKXzhu+0)J&V~+JbI>URhE6W7)0!w;&@ta!k4rzU9uF9GUCCw8`OD@xdA074U8G2T5 zhagtZ@NTL}8oFGu(sS3x8vUNJH5O+c@lA++`V`SBHTC`K004^K)izZ6ygcZbiJ>k| zy-8T%J5-l<&>K_e2L{fSgK%_mS=Q}E1UU@amvY$9CL*? z$rN;wE|C}Mk;17cZ2$6S?GN>r@IAUjc7D#X#A%)jI~HfpN4S&3UdD;jEVK1z?eC;A z@7Zl+%OC4Iwk##WA?*CMU^jivI%ZS#o<2?b)N{d44WfQGRoaA9W7!Q-in-$pbgaqIVol*xh$;>6n;IZ^WIYI*^d5vX|@j6YierNK6`g^_}_F?13^} zXJiZ~Oz5LLv5UY6v*lY8H-9*O>)=Q;U#indZb{dW>1yocyTu4dT_J#md&w|r9y5xo z8RXjJm8#b5M<>(6n6U#NM%DMMGJd}CyQt79>!G9?+8OVa8YYt!gePwl2CT z+h10cK%3j@IdL($RH0+Yr&8!v1b)0BW0|L;NBl|^n zDMzSF*b0m_%bG~ zDxssoMn(k}v7V@vgx6d(df(lCiu{P&?wXoT(mMm`;L{bZ3h%LR8b23KL^Edn4mppV zq#F)M*HQ!z1UgpA71u=$U78W;vbNl1ptJqSebk-v5#@n1Qj?^Y@EN5pT<=9y9{zCK zamMxsJ?Du6x}R?N6K`8iJ2Dp|Xca>2pc1&-tyRdtzC)EpBa=P*=(hDyTRZ)PfhF`!GOPQ~=HJ_=Qjz|>^=?Vs ze9$eLbrJnxb{ICeVom2ti;WMsjzr{5WM{ho02a^Y|(fXtd zU8c^`21L&jsB@ZI*E??w-y54Bg_vJ5V@Ow6%5D9DSPE?mZOR|FPbZu7p8Ht;CFtFl zxa$ca|Gv$qcb?-Gf5$$aDHyc7h%QPbafJ+$Pj{)@Npd>ZvVNJ&HOrIwZ~Gf-WCKQ1 zAfIePKM}e;5Tex`zpst3u3Jp&Rq*f!pFX352Ol1f-$-Db!Ei0if;&cWudqw;YndzW z_p+@!H19_2W~}(I@quWIPT}sW*TYg*K-h$OXU9~Xz3NyC+qbn|+4{K0?$GP*-tu(u z$4JMBJA6HUypKtVY^gh0b)&OElAgz&N+$*G?MOH>ll3(t-UTu|fin7qUFykN!S};++o6UJu%-rI}J)m7?dG$_Y%id2@adD&l!xjIL}${)PycVD47 z58BmGqswQF5UCu)6`&O>)ZNiSc;WoOc;}Rx z{iOkWUz+gQ^OLSE?+e4~5s!??HG<_kTwMPA(1vOo2J!M(b=|7cu2q+MP{{~Ut=634 zAeEd8qg-94+dyh$1~bR;MdY^f*7Wma2anbMLHyS*npReS8Wq;38Ee&Y-1@22L^%)N zTE>CE@fzdU{4Z-cFS~bN*4ifgWJs92f9f_ym#si2jZ%GR;}M3tss=gRm$>HHBwX*R zSEe6acRX7|iWFbwhUxvvZ$k4Xr!jqIPSBlW*vyz>`z6D6U(ZsZUojuj~U@_mb#eKzNM7k~Y3PtSF#R1fX3ek>-(|aQ9 zpFa<4@={*ym3FC5%Hif>1mdupX|wRRUQ&bNp!4g7W5d@UU)nfQ`c8o$n;(o&f8e__ z_hS^ozB8w7Q_i>~VqQJDMjm3-=*1@(+ZpDl489DlVRPbs1cZaF0Zy8#dPp5luQe;% zH4)B7H)o34+I$n+sADc%2MYb*7Q3)WHh%H*;wsbaffg zT@i7%*J$=|4U0k4iSgjmo`^*?t7P>$JUvVGkQntB+ctc&cSpY1rY19N*C3lF$j=up zXc!1Fok+Hmo)aj@*RF$8WdGGLAxc4_e0CRl?mch_uujql>Q^!JRDDmT~sul0K41 z%r+?@h84OcY;Af5YQ(zC9(w8czz?uFa3hyj%STvm+gA3z46bx>I?y2Bu<&n-PYuF0 zZu_>)We#Qb0?#Cm1v?$!(cL<3c)LZ`wx3TGZ~R}6VX&HSocVG`h31Cy4$@7Mh_qvE zPi1o3FIw%WL6|pMNH%=Q>W;Vm+${W~nKRd&>bW-Ytx?{Y%{59F`2CvsOwu>Z4&2xO zWHe_tvbS$d$9la(7%w}A=a*_fH1n@d-0--Tf2q*E%PZ~t4i+cYXhmMH`SNzaOQGOi zAAECz!(Hihr}Ot1=Hv(UGw;)zxciu7E7(WSP2_Gk&#>zs9vKK-_XELyc;OURb6MMT zc2KUJ)X*6G)&<|tnlhnccM8ouq)$+1o4M9qDI&AQA{LI#nR}QITMj9>>Q}1P_(Tep zP@>LWgzW<(@OiDUJqV+TH{N%yAgaiVGR+Y#;G9iEZKI}6rMek4oW8q0U&f)ArM^QyX0to_`nH%HU8#{Zv^LJbT$mQM$zrS)8PcmOoB@iD>Pe>$|NSY zXcRfFJ$+AjrjSE!Mlm1gU9;n0JBf^W#QY9RbiQ`OQvJzWoO}$zm1`l!BjqTC$uZ%| z71Gw>t80_ggj4t)9xUeCv+o9z@5JCn- zc5oQx63fP=r~*$Yo_x&7hXR7{VKpy>PjSsDJKIjqKb9SPDSR0JGY{+p5Hq3w zLwwf`i+S-DOG6Qs^Y@YT{2Kz1oLmg_$$)mRzi_POf6Ue!u#h%x@tbVWnec^nVobyMM!&V*xjjN~n_mHTo+`UtM&# zt4xyHN)#{&{DYts)}tWYXs9Om4_`=|Lft15Ka?%!$}Mp0_b+x#4{G=(*lqRaU2{d| z+JnGB<_TU|tevAT2%g}-v)fQH@`m-^9cm8AXgJ=FckABc=x{;x_J z$m^auezHal_(^{d59!h)l-lPK!stl}p0KuicFd5OOE!Kk^GXNFJhBdS+8n*v=b)QD z|H0b)=#H>Mgf=1{ja6azUgy{EJBa|-;S!bwd+l>s*lrO+&L$2OBSJd5k2dP=S+V!y zF}b-4Y!{ifRjg^yb}6xEdlOGy-m;u{2Y~N(Z$r;Y{L<%ral($ay4y`U8gpjAvUJyW zY5g)4Xgb)ACU)bW2Z+$+Lv2D#4Q%4N{79PxjRM-9C) zX%*|)T8^J0dJ@Av0`EJv{T`nUb1aw_W4K!Tw|UX(KAIEy5G+?G#gh~UDy*A*<(Hvz zfbo0qLQNRG_gK2C8;I~%{;!{(Uy0R?if`CiTj5LW%AlFs)C?Y48b6ZT$uou2_gpMq z{e$^QoXpp4cAS4S%XPaP%@t`15_j5c4NN*xOTq8Wai~|PG%IH5M25dM^DcdeyFc*7 zKcMR@@EBnxkFn*7#PZXT1BulRtu^ziT;XnBFEmsXPK<<;2GG&q4ZvNV@kY5iDvhr^ z3HxIR^2FxebRsR3=c0CC)Y*pUNh9|N?!XE-c5nz0tmMV78kIM+cE>|LyC^tW9&nLV zGcOO^x1*yushK{2GHUl$;!EdrKX}&6Yx6<9;<(bI;`H=G1m1y32!wN2g*+IU&~PY_ znL_`8Ku_rNfB~LJo39+YQ&GHT#{*p#B78M5?4RX`C84>(RRCzKT@5xeE+wbN*d!!t zN`MI6K)$|ci5Yf*m6pKWy&TbbXRZ)$-O#(Co|`okZw}$;MO@zY z+y-9oa14S6G`*Ohh?=`S^(T1PzTxJQcjdY+p$pIr{ROuL9YsMAzn*9z(hX2N##L!} zH+oh*-IcTQWMgEFUF5T&S6vodA>NwpS+QTH`gZmPsb8tB3L5UZ=DIZeHXmtNs;LjV&~SGpt2W+0ml4#HCu+pI$SRfS0+l4 zyjW|vO~F#59ZBM0&30$@z9w{^o7;%K)t|k}t*bl}@5J;D0%j+|7CpiNp5RgFMFe@+ zU3ek>&m-hy8TK)Gl$8}&(p_6ZP&{(KTX&=NO!rIVv5BVFC%OoZu{WpCq%w>tj%Mau zb$D*id`k3;&5*K&?UH}|!cmBsO|$nIY+L4u;pcYCJ;0(A@WQ-|_yJP2!$iTAqU$IQ z<|movNc35*h!Wgd{ zzfKA6DY>ibT6bz0Cr5Q{MJIYWLAEwP_41Uz>eI5)CT^r7If^Vc!+?MiJI(s3O|Phn zDYR6IFjow35m{Hk|AgB(fiHh7`~8d3+my8mZ%txzO`N~JJ0omgmmkDpJ25?%pJ9?M zHKFlj2~Wq?W2GwOH?p~EE$4aIfFCJr7Iw|eH1w6XKL5OLr?PCVMcbKmlZFGZtM_ex zPHct7{=ky6jz<(2hsp@YJ9O8NDdFF0*KT!{sUbvQYfzW6#7!MC$*j;)K>J%JP7}e{NE;*Qhy`tZG#qyv|{XF#FV)|X zHdeA?C9%07i?|S5BZ7!^TAd^PZgoC|-S}-S2OOi`vtPgLX%bS%ZhZ9m_TYyn1TpSg zq5y`!4^vDZ+~&2BYya(?_xGIF*VMdKZ`PSuc+RY5Z0&z5@#58UP*9$7w2>Gl{b~G) zDlK-LiUpBFzSy{=FuCA%$T{xrhCtU!7YTa2op9uliPdF2D!7dnO}EbUyjZp|RHGjH zRln9^NAq-@Colf{06PQtgt_4wc5H%&Zkk|Zf7AIX@^Y={^}wt(H%$y#&~wt60(U)OH(NH8y@^zsux7N&k>)v^6Zs#>6hiwTnUOmr@W@|mf9Wf zS{lgOh#v^OhwnB@1{BB^K^Y8P!wCad1mDUB9eqv#?L@zWvmF)*g7nYVGRixVUMBj)n>e&K<5y zp!Xq<{Gyln_vN#RQ&$?ti#8t)XDbx)#EXT~w zEI0~0>n`C9l$zM81N{S>b=%za!;h`q8gRDfb=HAT9#&JT#k@UK5JOW?1kK^n6X1=hQEQwJ(f5r6BU9L2Ey|YMC zI$MJolEw_~u1*Rqh(9TyE?%vd|1xdogHKb6#h;RLMnhPpCzI}UJ69 zzMF5mg=#6U1iRsVhSoydr*=4kF+{He3?Bk;1`}7$vI2vlq8_{ zj|+nh|6D?r{(68ox|-+ab{7yfz`bedhR&%QniE!2$7X2UCrER}giBIg%hRXw*srDw zQoJGIIj@bW9`ssHn!mgd6*zJ35%`|IW|aI+q0G@+^xLd_lLX({Hg_}@upqJ#Cdqw` z{1rv)hVlHw=8<%8O0~Q|3bGmko=_CTnD1z;o5^L0V!!ymC;p5{@+kCnEE3YTKTjY8 zq+qc7O_`jNLs+IK1?uNh#=M+qAp#>-?_P+b{>DXVs0W`2EoM7 zrLmsmFzUbFM@~UQfc(`@qXP<3NN@uMoasFz{VTUi#}>O)691-#ka=p2`3ASXVkk~e zlGysrl^_j&11v|?vEB5g5hQu{XK==DA*SQO@`^uS`(1cNNHH|bS={@2kCxomz}Yrl z{suAnY?Tc4EoObo$NBu}yXbl2Ff;a>oV(dqq(VBv7qYN_=R!NM9w4g%kOG$Lf9WK0Hlr=!Ok@RCGYCc3b0Rv*h6;K7(jrZd1aeI>rt zwB~X^&L?&wLYXIQPNcE64CUix7KS&mC)=PE%vCJcDx1VqgC+nI#Lo$^&d&v5_GNj) zn{S?^!K3h4LX!n|-#6k<8syorCH-cCejrl+1v>doQNQtQ!Fgzx6fy&*C^b0o7YQI( zhZaMru$hv#-~y%Wg{dx{EwWA>RZ85&n^>mgIk&tY2nl(oZ%9Y=7bS@S{f96vcgjfQ7-nX&E?+Tlx*)j- z*Hulsl)p5QyUYu-H0V`gLKIQU^uq%(sEdG+;<{E8hw`(8@dL3*O!3TOx-#h2A}qV% zcdG2m$>#n?VE{QU)Nc`dxhLGXBOE&h)eDGd{#G~Aa9t6!qLxMJ43`@Zdi!RY)#k~@ zP}$knp^#+C4eodwJPUPX$CtB9yQ$3ZH|)kY_dZDPDbyHmG+b^}DKpd>MJ?sz5=0Mn zSp=IpWY=ELJxmJme5m`8WRi~vT{3fVI@6Ho(~!O z_8e23_JUP}erc2k63`*5)NjEF~W&mEH z_}&4ZE<@UFd1{@pK@&@ahXG=iRVuLA4^tK1QqM8Mi0(P^o|Bt#i z4~P1F`-f)`*%FPiPpK@)PWBm+WNR!%Q6%e-Erl#I6CpcE$~I(6B^6SXu}hLQLU!3@ zCfhJe&owQd&-ZuV&wU)v^ZVm>JkQZFjd?HEex2v*Jg@V5U1bg;XgFDk;R;)Wu37Jp z=$?1b0`i^SIZc{M099nQcA#Pk;FZWaAk&pUr2qsWBTom`zP^`eqyYbFCsh?$$FnV_ zl0+3e53)ql9wUK}*cQ9?`vQ>P2SLEb)-bTNH?Tmm&H}e*eOfv&z5%Z_xP)BQp8rz< z;HpCa?&W{d{F?-FqJ$2?cC8j*$3L`#2J2$$`U1OT)5);*%YQ;>Jeo*4*Hhq${BIW^ zVLTuLB$Nayi=u#L{Wp!CUzR*TRR0zTp39R5{PATu*#D9rn6}&~A|Q~-{@Wm6oB}_5 zEf6hH#bls4_5U^u61X;hwa4GG1HKqW^=Iiq_;EH+Qp3L`1u_PLoV(G3B)Yi#_6vYT z0hw7m88{u_YyYWuPl{y$dClMN+KUtDW}@cgf}KgDpF2&j`<5>d5A;x_`{UuUvI9OG4(v=oH)_BF^d@lFuKa{tNeX~IkvN;?8=bM$ zj~vPzSI!AVKjfkOMniK{2GQVzO&oZ#{H^ljMP;kk@5L?_eyiwQb%P(h`eGJrqgbL) zE4E7T?kM9ju6F;3aOiA`_1nAPY=Cas<|o^%xkDF=7fsnj&NSe(ou-l+chY5p#3}WB z9#_#89=G|7F6$lGa!%CyaR*Adzc^aUge02kA9azX%X{?C8Ex%tIm!hB*llTccMjj5 zsIioN+4`Z2ZTbgbcyP7ClP}m3=n#F-tsdh*{9ZBx^b2t|U=j;p$;+71ODR2fnWUJ1 zggcNAQ^}oFIavoV7#u;}E4e^6(w|>qlsu+}mw;22G(>Ys_2a*wdttR1g1Jg|qO-5$ zx~nmnSv6N_5?TEGJcZm!mJe)W_~-LC4v>Axt~-lGa~(H2ei{TBj|W9v+{)1K-^pOCf^20LK^xjZpfKqg610lsmb=cdAW zshmtxIfPbgyA2Vtdn5ENcKBCX8~0;14h|WxdkOK}HD{Y0Ed!>)6j`*?R8G}QbM%KE z{=ss(_Ba;%#aa=xoHM=inVuJ4Z_;*v16{-6;g2D9JAW&)aQF{*=GC{@dL@F}Q|$Y_ z4Cw|0nn)3xETOja{RX|M0yMS-Xn&bC6a}H_`@$GPT>v`vG93)THI~130h;))mt@xL zmZS~8SmKac>2&rKiWU%i`|VKF9l+QDO8fz~{LxRyec56<6W|vl=o{SO2pr@C58Kh% zQz@GGt#IH^1<6j`1tOWHjg}ovt@lC_VOY`!8XraET3903zBcbemOw6jw?lq;6+s_i z6#Q8P7%bs_^p0(vp$nZ8TAaiOTh3Jwk#H?!EtZ4wZppmYx=lBiCo_FRiFThU63L~4 zLC!w_W_=0Uk`qN9+bs`-)Cz!5lTYR?t{gf03I<(8Q5Dmd-X(2GXd-D8B=syfMiKn} z2|3XSvLpZ@9a~m}_$ZBcWx^rckuQ>#-VIM+lJMIzSn}gYf)jEu8J<4j8jl@kV?0`{ zohD+*cGkD}rY>BG=S$~?lMZID``BhZ$n&utMS%VhzGkxK2c|B7cKi;g_m3Y7a3qxW zPp~dPwo(|$-3}Xz9MS;63yiE8o>W2l$87rEx!-9#Sx|p?Y9D|0BSfYLpIs}j;JK5L znZnuSIGqki=vSnZ{9rVpVOaz_tPIAl`Phr}rAB=EL_i{Tnb8bS=BD3OR7DPbYw|m( zdl?1U=&(aN#wrX)^?%Y>)P<|aFF8`=6}IU6=BDU_c>0n1*vkNUhR|cY|0Xcf8behY z;Pw>l^OCw;z&3r%*KpR3*a~x(Gyf)xpVx(}wo>-d+aGMz?sH#2E;2HGgnUuF)KYef zd@(<5{RgAk7dxALV(kTpV)+xpvRAidluPa7tXDt*5+xv_q zcJ3;dOCT#-uSgeLXDLM(^Kk;_5LvC^a4{M*PjMRsw9bAP#J;(uFl`_fn{BGyhwkA^ z>;x<3;z^_rufjZS`)5AmmnOJOgX%TFQhG->rUhRvlR6uEwEJ$r7CWe4iQy8Oq7+p} zKA-Qk{snaF3PzfGj;PjvEpMAlupKk?e3;4dW5-wL%lU$xmWuX~6U!bT3hj_k4 zH;H4XNJCWB&!Ku~&$8Ev2IY5jB@{dMC+zy_#`TqB&y^PB~gQLA0F zc(7rc58)HJt&Uv(2*k~qMv4&TBaTF@Itfe&9>!ogX}=&O`_%Q~>52WEedSL4C7vQ; zmhI55cOW11z_Iiy&{ZKu-FYcvoNL#?0CNUb!e>ER0@Bs&Yp85Di9W#?B44$wCVklE z1bko~yT9bkxr9BKg@39JVfT6_t9vt|OlKE}xbBG9P^6`I$`T2Noiu+iX|(79?Hgbp z`9sHi0Q`S-1b_~%mT0qTASpqgbGb04pTghi2c$z3NP#eS-yQ5FS_1VsyVmu}eogo~ zIL2KG+bBS9CxCf^rEGxi@TJ8QTvoOvG=Vqm*Q_Wj%osrv+(5eoQWf#PCa)4W2#AmC^iHAGl?q~7RECZ?PR(fnxYASz zAnt34Qk>N>(JoWASy~6e2-CLV8_owa^w0tzrU)lT7|$Y^Td8|8 zHv(V3q==I(8}@X5d^MhPpH9QzZkwOs_KxoZXX)*u?m4&-c(!rwRWx#K0XWYA1Mz--;gC0W*=+EM37@1MI7_{i&Ynck*y#Qv3sK|%~?Y@5BGd z+@)VKcVTSxpJ$K2$pP@C1(c?25puDQA)p08$}2Bh!CcP<8k-@#Q;>mqL&`kc*MS!B zu#;Gu*El|t^$FisnS|^na=KBp? zbx&Di&Vlrfp3t*?6XVFJ(S9{i$jbh;&Z!F`c%rEeV3vEOY8o6C3#V&2JdJ`ef8&RI z-KD4tzZ(N8Su28V{_+_~WCeGv4XJ!oZ1=f8KOG*Ar&!*&3*9mTd$tJ<+cHAMbVwsm zwde%!;@jk`R#J#{d@$!Ps8hBTo(!TLe_-jNfk@ike{fC(AP8z}rS|`Gp>n&vIsuF< zfYEoo&7{ZeEdw0SzwnP6Rr5P``zQlYF>>)-kMqlyz#%082h|U6Jn?lUmI?t9GqJCc z&K{!h6Oz&V1o*sIkkkNzb(K(%6Q~iExHylUdjTw7GL+{hL=?b;!(e8vo%{Rlz`~Z3 z*@!MY72wmwLBfALS`5@wnJbw7|E6lACKRv$p#slZw0*~a0y|wmXVi8R_%;50_I#k9 z1s|w?5FoIUK(79iVGo{sxT)hW@;ksle%rMIGey>bgGvHBF<>SCr)_@SIsz;vxtUg^ z04OhmJvnh;k=frEmskPa(r2_+Iz3M8pZ0PDlHlS;_Le+KntVhn^Qx4H^ua7X}PKpB2Qy8pRj0Sesrzckt6DM@b+2^A>d zQy`jb;Xt)p84b?`8a|yaiUoT9cTX@b5Ud04c(|MfkT(=m<$r03zF))bKDOhZtQ?-W zi6?_&l5MD3On(adYj~A{;Z=9vAFQGM2b7jWi->{t1-#|=_h5e)moa8fBZ(&SsQ+xk z?WegjMWAYu!gTgPHEjGp09_h6o}TK&JoRhDf$;+nx9cSjK5hu+G~lB89w3aJxau+g z{phcr=tnycPlp{mRpH4AP}`^{-)qPPGqh0kcxp0BHi)t%n8kYM+8qFh18*+`Is!x1 z*FQRxSS3+OKrSw)1WZS?h^)0Bg_fsi(R878--uy`6l@+CdI*E9$VxF!=2Jk-NvE(P zpiyVs=tV8*5P?zzwf;5l%PMR~Y_pz=cd@mwgC~{FE&v=-22|eUJaXbTLP)FzOBBVD zt0@M#C-W`=j=DHT0-Yi-0EZb*ElAL!5km0q*l|q;u-|Are(TKTK`202r}57_8_fr` zkiXtHGu+@KpM5kW?D=TwwLVqWTd|k6O$qs6j5@3gcu?k0WC@=olDh2mydfF*b^sfY zj^=#a%llM!-)nHJ)a>NyZyZ2 z!HyO2U2L-!py_~QZ>3-QBlLm3P+MC5S0`X%X^EPMR#6D%8i4%rOUuIs|EK`u#1}$2 zfd-ZR1G@!)R3Cc|NY<`_x%>j_hTUee{e#gbz>sSB4~%|&TY3Xl9F_>gV73Es$!BmF z{^PH{Xzm3Gi%(r9Az+6F&?^9q;pE!^PLb?w2l&9o;Y;s^>k%WeO+NGdbH-cW zt8HRJWl9&U=BrhyHh}@&B$SBHy~J~$M9&2r3GRm{AP$iC)CKyf#jA#dDIOjv?@V=F z&I@#!e~q~Y{icX%aVQs#V1UVVIs||_;Dd@%prsFdr^`+tDSv!jcIJ#?`knP( zQdQ2n6&59v%8}g@w?#?z5ASs-?)m^MtZcR=2a4<_*)czf;tU{~@CK-~VrwI}2r&1R z892NvBQfvcyhZe9IZKxL^eg_IWT8@*Ku6ylqnVr+43B)fD10Ej50nhZRM3RGu+!=8 z2h;;KKL z6{md+1;)b#ZVDlCTLb?m(Vt}>q+pr6R7cFE2D^IE3rMPajT_)>@IM<6qYfLz8UND5rA@1GdY&Q=4|bFBCrbf(fF2s7b~4E(91Yb;h_T%IKQ!cpS`8! z7FriB``a8vu9;N)hURR*a#Gxd=lt_?JGI>y9SH*9w?gOw0~=1-@W}1ojemsRf_(WS zyPeo*$VPtyDqov*>_ykT_tD}wgah_VaIa>Nb3g{A-?UP{eB{R|{ErLmo+yGhtm=Xhn{TYrHz@RN#0(J+_ zR*}$O)1eRvOk#$0-}=wP_+%axlE=GdNazQw6VKqabo3X6;r?Kct6A?l}%Kdt~<03bR%ff zD0y0X2ry0lcp*y0h@j|m00jJ#rA@Dci-R%ZL+xGYsytN@xEnxW35I`M5ruHzfT;P; zD`iC(@GRcd!5FfY|KF@IOE_rA|7MrDp^Q=Gv5>7?FhgF>N}!^I)S2lIK&Rv&fdj(y z2SNx9-~2`(Ki)ojfH&)=l{eyVVTwW4y{AB7z({De65ddyr8#}W2+mQly%G%LaegVo z_cBn>1b%vhL%B`Nn7SPNCJGqHR?Yy$=8NgjOlx}`ty^BHPi6N^0WN4tzdrC~0rRd1`D14#(A9dN z5Cd~x;)o?omvKn70XlmcMRiw(K^dJ1#0dc!W7Dz0r`V5TpwFOe4E&#;xkGLULY+eX zx&vaF#ekW>xb@2?=C<@1zr|t;w9bA2HPg0ro?F7e*0E2(0s^;yT8(p{vVgsXck}7& znG{u?ty}*-tMv_U%M=WhvLsbYZNn43%J!##t+0x48=gNQx&QAU1&B18qKfVM)hbAe3nmfd{ySATBUNA; zcOGdDvBL?+5S_E3@VgI-)f$SZVf=I1Z`NN!=s45$Iig__qnK3r4FG<`ec``&woV zAp<*&Z7CHv2!PC17jTHe%X8-+{&9My%^^7mj$^k7Y^tP5B-{MGjRD)WuK3+U6v4nKQ9mxn7j!W1DrYD5nCttCha4 zhVGP9)e!)!O1G{M{j9-Jv$`U#8Ajkp;aGQ{;3SC*{~_E_XDjyEQvFq{I&hiNGu;;? zo<5Vy=G=`B_USN+(Bp{j>Aw?=lHJ3hjTB_RiE$B9@x8SAKdI0@amI(Y0D_Hv#Yk-vtXMA?spyUUs_#z zEVmoFUpK&erAm8}z)En#^S3<;H7Dm&E(8s|S51mqduQ7+cz!eDSjyFO&ksBbp^vcN z9x(Ui$gJgWgwRR~$cvs%fkktE&8&GlvoD-(4bN=l5rTKZpc~pfnDJx{RifK+?HDf= zK2B4cbZZ=b;P$4w>{9m9s8I&{-XYx6y zScY$QPi0WQ(@L2GX(!(L0#x#lY5LuZ}ckE&uV@BQkb@C?B`nyMT&BGRlLscoZi$gq-p$0_eNiIutjs%gO z9^%E{@z{j#!>iq4ca6(Uj%|#Hzu?-D}MLj1QJ))YD-;|=lq||D}YpQeHI9YD?-FmI@%@D5ELqLY|7JCkiJumlsB{$|$ zS@}wBCkJkLox3C}iwHKgw^9W^zhx%nk3YUZzT6;H>T@8YNjyfOT>SP3A!zrk* zJd;q7PL*{S+HBfPCL@=Gj-^f9C~!bppqK9GxyXDt_F5_5$6BC8d6<7VNNwXj=~ER& zd+dCWjd`!iPY7?&UYOj=j-$Ij4Q!g)2uqAf^jYC+!b2kL^C_Y8#87cs%FJt`h!g6w z)91C}^V4zP(40(nnCyJFUPL5)BFIw@k0TSF5UWwbwxQy$H2Ieti)!d!Dp{{5x+a*M zbY5j0cn_B+7(Z+q)YYI0;VX=BM0w9Sf z3yrE?$?A~FRJ-PPV(Ry_W3o{!Y9nl;wZ`O&PUFa7&W*dDRm4GFti zuuNpJcGDxfePRlCl>5eIDIWv7v%BH&&^@%2(lt+>y`k2`?1ZcUvqLdjhSz=dE=X%R zf?erDIK%{Tqsp@keNX6FR*T8Sll?M}2H$A8nt#~EE?6&usqC6koxn5KN>J6wF%xjL z3GFz)Joi;mMUGaL142XU#5}hX-n^+V#I`y@f>O@ha$;=GJGp=ozw2VC0@+rOdWhrV zP=A<#@_+;w2=eoGdZ03JqN%!811eo%9=Z*aDt^i8UHjb@7JIkE;2hgF} zXpQw;b|~x(KTn6D3iOzP3f?#=1K|NlhTC2T>abo%3VKR1ujsCi?VX4o+>w`rvPGll zb(%-8Sp{^b%{mQz%!oE+eY|Hmcc+D&cB++^Kp`^>tXBxyI@;pJ0Wn9}tDGmT#_3F{ z>XSI(BoD=96oW=luxcpP%Lwc%gedz|N;x!SGyYVGFsd5DGyXDsl~5^RAP9qe46*bo zVX$xP+~6@*jJ=ogh)JjJ3@+mA7on@p<}7P17kaBWlmMyU-N%&&#BpHbrFyfP7a|s- zn`_x^l%mV+XU1vCCk4nAAp*JaJ>8(%y2Za(9>Fe7uwl}a#~6J&NQK(1%QX~+E>Kvp z?AGP=|JoZB=6(>y919790iKi0N6#}BWhl^5MVLe7g)IJFDMseSMp&-dZ2qM<|)S}r@Kiyrj zXR|pKG;&|4ic8l^;Px7F3W7adq}54nEC<+EOpaq}x_^tj3JT_Z1J72o5bOHbY(o_5nZgV%Lu zme~j;r7;#|xyg7yhgV$kv2F6*RnPZce6CnI(X)Im>|7rU&+gKNevvoLscZ-CSbfC) zIRZb1i>%y&V6DB^)37aTkkF{vD7Sa=GjvQ?VIf{~t&EH8NF+=qE!&{I{2nj#o~LRP zn@kG7I<=(<%?$E)#~Vy#BJ98srAKu9tuP}SSZ;(UbqCR=0S{Tg4h3Vu8-uXcJ zbWHV1bi!oz2~jvnf?8;xivfVEMlB^TF$?o?W1|FA}D&aq)>gL(r~j= zV}Sjk&(qSMo!CU@m}jwo-tBfKiX2H4pXoIJA-m+G+Va*g{j$>AV>N0xU3DEb z4F4RqQf>KQAhEp>&v}i&Wa8!L|7@XJ_9=x^+mpXfiS zijsU{BqJJg_Zzh|&W*Kt73d;COjXvZg#g0!zSZU$@;dXyGLJ7I}^!H|yRtBUKZF*VV~IZ4&VsTl&7*b-{3B5EDH} z)UpRAr6(Rj-gA6lrurVmq^~e)w(Zp5!CQB9twXP}UFF6kj9{ASf+U-SD{oPgNM1zV zBednwTqE=+V-~o=U7l(-CtYFqtDF~)&SN^O@i8h-N@NQV=<|*NhMXH((K`fB>D*+~ z@tjV&Iaa=eQJ~>NcaZd(;X+g=U^bFZT_YE2y*(u>yV>@733W_jmgAIgOr7d_;BtFm z0(`@^Z>>_pt zInw#FY@UT*nQ)D(k@y{5Y@m?y?tJo#h?NV)%U+(Ix%8Imy@fkoHV1}oKXs{}zT(Z} z>-mKI#y_l(UgyB$b13%g%9ujrUW*SrD*B*3Wl&FyEiW*u90-^6EuxnJLzt2eKC7UjLa?`6X-`oT z4{FoEa?wj{YiHyb6zPKJ840!S$G(_KQJIWh8rY{{^8zPN4Ka|v=F>iJznTlg2rw3b z?^SrT-7!C?we#v3C@r%@E=ZOd@ECckiw#N;ci zk1h&8I#h10>qKHwk2YyL369o0A<5I(tDepS-iF306B?9C(U6^?&Gefly^_G#KsL*U z-JD~(wIXvlQ8@~J7B8o=dXhWd7aU5g0CZp7sf(sae0DNbxH*cEy*!rpTDC=@OEO^ukBjv0?DxwQzRdV_u zvYPoLu@^_z00TiyiIO`|4NC59xomz$Hy6!-Vd`sPRw%fvyQ{9Su0U|bL>Fx1x6s`I z)T&ia{%k)^j9W`QzkUhr>ki$5Ia?{X*XOcLTclW|#G1lwA?f1ru|PY={~!Gm$5RS9 zh2j^R$`Do+?0}qV6@NI`A;q#@@}k8ZdWJNA`u(HC5X;a$=+9o-mSFKEpdz{2U=62A ze7ThXxfd#*DT^%_avT+m?(|4!%Fo@oV5}gOyF+lB*^BfH(>i6ssBQ zD(kYFM4*^q=FAH2&4~NKUC^Xp$U0y}gM+|KWeLC~CwkL#-XzsXcL$^4U{>j+kb~hK z)d$8p>OEQ!n&{$$svXaMX7SU3CUqF|btfnA|(DuW>}Hj->DNEXdQm_gTh;r*cs}{RUs3 zrF?&Xb>~5`w?f;28&}Dw$)xB}f!;E0)U(lr;9JC#1H7n!0p6!kI!|Fr5x8Kt49He$ zBSL}plB!2iJ6=uVkNXmY;f()!wEA59EyeL~4Wv~L;L6=`oETL(=`;AU!Q6UsvePE& zyGzVY9|ez%^KKY9@3U6w z6m7$*4|{#Abw)0@x>DYJWxE1AsBx3>w`Jd2fCVx-*@d{rz(>AGOtSl^ob18Nq7CQ1 z7Q76Nm_;7R$<`W}H%!!)M&hu}V|&~a7dK4oI9skmBBJlUnFcz!@hn-AWVI1OVvlaD zb{13V(H66BHAuJPv;TUyAi|Nk{S15dptufzjB5lKW&ndAM-cs+#aKuV;onQW*G;7N z>$?<H z`(l&*N)P2FPDX~W*dUe0bI#aI&(>q(k-ITWRE-y1p~4e4R@^>czg>)9er3Z_5V*VL z&ZVaADY0`4JfQ=?Gj?-*S--g!R?&YwsJZfUpW`S$*W+SI+*2b_tuD5y*`}o1*z&4| zq^RJP$d$?JxF-MM3x=#TL$;9cZfg9Xw$q{&rh`y^y(}8T6I3->RJEgjWe>V)J1zh1 z%gAG!{YEOGibEq?B4VG{0+%x>0zqIX?$S1yMDYw^n@#xRS3FqErB?48HC)|knjN+) zOvY})^}$q!)`nJUgP62gMq+xNY}O@}=-u^2hc1OuY2!f<9uLS?`-V6OO|Ar(2d^oon*VFT|t-?c2bRy@+KEHbd6Y-mf-n z?)@n2=Cvzs+y4=NRmF-N0SsH_b}bo}BZcdgQwFo_aGFTDLW6&f zp963kIwVBjUau(&AL@*Gdd);uy%~-VI^Mkhfy?VH)aceJ2qnd#0M19>Ph}>b@mVY7 zX>=f_EChn4LnmLnm9lyAMjXqfc*^x>%o`H4)Y2=mD+oCbM*Qza-df%` z`Sq*rSj|1zw%7c~pxFpOn@d_*mJUNt^rNCOTx;BC9XOpfK3}>dzAkoj*Op*gs|SsR ztV1G9L@%`w9qMXDNT`^j@)BWkEs{T;@hQ(-Iahs3Z$Z7?Rn;hGZ~m)_-CLF>g+osl z4mLg#p1k4@j*gu|z6xAs3nQjaARhN?@_(DI&XRjIpva;qbE11MQqAFAqE;-RI&$+F z?5r0GY&L`o%B!k96hyS&DukepPyx-1G&8XUo02&eml?Kbd-~+UY~V* z6NIWAHX`mbp%oF(rM9yTtmshL!V&vs$rb1OE-3|Zo3~GiB86xQWEXf{C(I*(I2{AG zkGSMJP#C?^c8xabzZv$XER*2svlr8a*+WdoE{j5l26?nvyo*(rj5TWjM)h%Zzzw=vRe7f5 zL$9y0?#?$Qx|6tv_i!A*du?awyzu7C_l6+^fo$I{h-W(Ax>08A8*18z&MwqmZ$ z!a9(Po65EnlV(t7@CA+_7^FMng3xssy~JqTlDDSfK>FhnJFC{+RvSTogRPe07ce+QA8H!*-gcr)S?KOa{3 z;SPP>EDMx5ZoRM$oHVe93A7zlxbS#g-`af`)P_YU`<&BIGS1yxK`(dbj6=oowmp!q z{_`D}v)FoFZBbJDBt6q{d?hkNb*?JMM{dK>qqoIt`d0o`Tw1-3=ek8_x^Tt8nJFsC zA%{@$EQJF6+>^3|=-Ry(hv&saQ7o2G6(tTU9P4FZiwv^y333p5?sF(7OZsNi zsIs8ZXxQxX3+W+t9oB_UeF)(oY(oIjm7H*_YD#`jLAyrc7Hjck7u4IpQ<;SRsQt6* z8VerlWexZQWJUAmk!LkQqpZZj5WmIg@~E0b(VRIlQNSA42Z z4EQT78|>PWoN%W<uWriwdU*u@04LkqBvWh-shf(`!#ePx7q2cf%!BL>*D=bfQf- zIE9`jS5oxnfZsePVnSB<^qbyqZ_>PrGMDY$kH^-9C+=I}(*Vo3&uP{DD6(s|ZP$}F^fk*5hR1YCzXNEU7RiMYVjb3Hj90y&Zn?3R5ug#3_|^q@DD=D8w2 zG+;LH)`FsrNOnwFwx(r}V>P`qY%pj(X!s{os)pX8~><8tS-jIU#AE+WfnS5I2vpo2sv)i)~ z>wzB}n{=Wc=v{j;nH}O#6Me4o^|jZv_oiW|3b?6)i&WYi^Y_j{&GBLSCo!fs)t6p0 zUkcn)H)F#@*oW9X|B|XrOQtI}KV>>hI+jp6Xj^uq#X9AEoi{fUu_q#R(+0WHd%(u!8UF$$r=R zZ07@Vy0@MjZ@P1uW3{h~ts89kExw62re(a9btAHJXmE`QnSHQ*e27cD~qVX0$;98`dI(af-b-9O6xBSv#4{<{NMjb#2u!eLqa{Ax=SnVwKhV}UCa@UoxF=a?MP2zS>CZ+de zoR(JOfc)(HeFP7Wv5S$J%)Bmlv8)6)0>_b9P{bPxG5%8yjtd#aQjkJ6*j;m$yH?O< zE#KT7kK(R+m^I{SwB_y?F-kqjEuaE%?*9Ef?r(C6!FLVL_JI`NjCD~5cC%34B^2vZ zumrr8yVLT*v5(d+{SUY{AATF>+Z{YBFeO&`_{=VJJ$YW2-|Vsc$Ae=nidmO4Jz3iX zUtMXN&-y$*_$ZsyWzMp1uMv{_?DEoNtXU4~bfD|A8wvB4d%4~z>hjASh_X5BzUid1 z@X?x7cdWIpFj4#JjpCQyD$tWA0@U997rwK=TkZ^-MvbCWt|MprD{ytqDz9Ns%O77& z#E$#Od{U0@_Zp4!d3^4x?Zp;e?@K`f*S9X7(%HFQns#@V#p>40Om9V9F;8OWgm*Nt z$|OuikGah^7gvaxxQtjuZYBhz51p-CzO{XEXsdtVRCk-;xYFxJu8151&+^+u#jIYt z84x!Q>#l`THHaHe5S0_9Lb4J+CJpbM=PgLCdDG4(_+D_^=Fz)c_G#@P_-Lm?LuKf4 zF>JG`J^nIId!Px+xrT);3c1#V>f%jahtC`>L8`FHbVvVCo%gL1PjdA?&HchJR__4P z81hY9Z@g5#DIhSwW?UuEga0O5Zfib|@jzwwlGnpoQxhhV(u+QwK}`T)mHqUgWY_n1}mYCf$eGQ~O~?%st=j@})T0zViZY2bX3DjY)p9cj3k3^NHoBVAU12Kf2=0oZK8^Lj38 zw=uMM3I>VLnRf?ZjHeQS9VG)nfXSe_GudFOoJkW^S1W~R#+t?|NkMd^M5VLcfkZwG zW6qF*MwhB(^}b&L5d@G$R4x}_=l6(T=a&|-l7brAhACVx{tdYP=K1Fv5>`S`1*;R% zx2)!Jcg_{3%$wEcvJ{sYdvi0Y$(W>P3=2(6>vLJTdP{uK$G5wf9|1_ofR$+Vg0?~( z;NgNw>lPHpLv^{&u%|AbpJo?szav_=*;(q~x>lkf#hjhmc<-v&tZ(fX$@Px&Kg6rj z#1naM=J?yn-8x1x77jdQ&g%N2a0n<*^rk}0vQs_!YW3mR z^OZ|c=Z)`aWySMd?YQ`fu6fqTiK4d#PW_3#UCZk(v=SGpF=dxq8Zz;~?H=UpOWSL_ zuXYjHm|v^T-P_19J>fHaPqMi5iukg5ZJPaw(J#3iE&XcxZ@t?V&tC48HLVT2E3iHN z6OwS{cI!R9Oun6|ZiNubH!q?{q5>}GIe6C}RkWXdai%;*QAE1(#xlO8V#@ptqNsoa z+8GQf+X!lkx`;oZB3-Q9qe(3Flb`A(wA_jj73d7zo=X&M zlbNVbcEwgX4^-bAvUlX3xAbZCfW&z>LHt_9OP1_hmBfF1_6e9oH$y=Rmnx0C?=7`H zFAW` zNEh>bo%s&UUzUf!N$DfT;K(Z$Ao-wI(ScU(x$MdrM>KtXY$4ZS&J4fV@6S#ke64^( z(>q_{ZdsuOH{|f28-E}8fAY<}Kf_cgOpY6Z{rUNq6#pe~8A7)}2gKj(oGa9}G>4u# z1*>oZ%VG@)Env0J3nH8#{LX#Y{I&taXWpnzGo3Cv|@xpn5z^g7JoLxhFuSK|qzMP0s{ao;1gAbR?8@xI+JhDuW{ zWuAofW#(ZlW56I=ba`R154lLfv^hLdx3x+N9Y|y%v zAZ9vudMfWHgahKpa?In$l$RRENz!}m&wdK8okZM(v89mn>9@wMcrm8EJ3g>$-&?f0 z(e38?-2lR?=-6RmaicAZ+4PR@Ey;j7>Ks$^$qR{}t&Mv6^=1+LZ$3#+ZhU?3G|~$% zg=oK!D6pQ&h%&jY+kT9#RMA^}c;@8rz>i$c6RW7lDPwl;mEic6q>4N)y>as$QJ3G9 zpJr3dkHUpc;WG&cLsP7ih0g>xA$`Y}f-ubvtVb2?w+H?s*cWIeGSa3woE{HX<#bK%=&{}geUA~mh@$faVEC)Tu#GO z<7{+Cymt}ApP&s^xqER(*qsjq%I-Ej{9zLYdCZD>r;#aogfn_~b`udT`;AY`oyqV@ zk}>b|+KS0}Ma7b7j>rrxs|R)-+g&V+2ShzwGz6c{tqXgmJ4aSIiL8zmqw}lcYpQy1 zvVGoARkoosCtvPqctED{!H_}+AdT?TA z_GAR?&{f{g$834%W|TXVF^E-Q9L-Vmy^wJdN2QiVQ6=QqFKzxutEWrciG=|9cU^_Y z_BsS+0Z{Irj{xjGjB$nxEYl3=RIm(DBE3tii&?5Tv?4b#94BZDMk?TX&N!9<{3;_4 z)7=?<4EOy1@oV?mqqe#d59LvuV3yT9&fjuZ1!RfCRthi)FwU7wtYFB(0?Eo_IQVPJ zzH1~g(>bEjawB&Knu#kXEn|RP zweQreOR4w|WhUkMv>_5t>^%qG(<#@HjRgtMrY^MBVh`RqbDhNrY@b`TSuP~)0Wn<# zWY2w3vuC~hTZHVhrJym27uW;2m~`04HiPzi2wCKlJs0&_hcZ|WiR}tlt)F3V0-)i$ zL%piW6k_p2bdwVoAGX0P*Wuvd`AoM=-^S^6ed9@Bd4=5V6ZUlR&H{!@ z!QMNj?AC|)Gq-hb@u{mXH$!}pP>k~8(Co4X2^>lAaiVlh;M&QX!MnXnLt7Tcx@_jT zyzgi-k1Bj7`xEn9ZFwTFK4Wp|8LRi7em_W@OWtu*A>-->)pNtjl!Qo~e5XutYP4Fx zG2v*9$$2l5n#|emgr244%hv8&kVN?~1!Xoxns5&pB)_(*xLH4{TTCSg(K&703;I;bjvRK3-%FeEyBOGtN(wHEy6#47m|OUCK6G{;kT3GYvd;{tnwd1ISx+8LbWV$!@6!yWX|R~H^<&GUmq#XR%5Du6-=?|| zH=F2EcVs<+_E30Cl`72Rf-atTkQ)BR>+7cN1}X|LiuI>XIl#WUzd~}p^@QD?zLIWc z)_!}CSnqO3M7|K?6Ut7qt|I17EYBoOCRlHtim-ThXZ4EdPl!?nm&qNrNBUbfkI9mg zw3P_e-pR74fIC4^ljH}=!FNvZyl>k~XZv0be*{j1t9-bSytp0gAdG%`vHZUGKIbP9 z@h>+zJ*e;duwL@Ft9_Q4pHT(6sj^|E?=lwlDazi<@;>D5D?ZXO#&bY zOHgAe#5dq!1*G-WYZ|ZOx8t{M_{YbF;gcSio_hqY&>Isq*-FEfb~~r`pl1dnMvR~I z8?xo;K&hT=6X~sGu?Pv;>$f(<`k54}TK;G&EY>ag(Rr1535Su?s+F?hcP`Yhi-anC zgn**8TE;HF`59RVrnz!j+FfpJI>~z~i#uO%_IYdY#I+T`%eZcKw!%!ZS?F}$qi|+B zJNw~wO};{$`{#Bp+^MNtiE8fib;R|rL2Spas!bkLB@a_r&`&1E5<#^5^^0b4MiYU= zRomH_)}hkxX`~#(5m6AiyWoSPtCN{0ZEjb>ImsULlC{0!H(bwV2<|-h^<+@OVD!hv zNAT>>G|CxFH*ybRABYUAiqKYgH8yDbF27Uy4$}|s^RZm&jyG@4JK*upeOeuMgldvg zNiq)Pn>T`c_kYf(HSt||9wUFyFX4?2Y}}@V-c6_otVaoidJ@@UyybidFIrM1Y&`|{ znsrJ$(}uY=XM1o+?;Rak_UDz3q<3;PYTG1H1IUF1LCh0nvFp-@*#kZE$IRHjMr_9T z9F(-SykY^IK zw(3Uez&`EkL75vL`?MYNGV!-+nMjAfb%#AcZeWMJZV#RIXGs`IrXe2I7SXb)7pDk& z$g!LRl7d=aQtwW? zj1^S*9=Ys5&tvTm@()KaE41`zu%)Cp@M3yLxx0~W$jDKFoX$qgz_?Jesmz*EO`}Tp zfuJunQ?!L~QkH)m|5Ttuc_26>FNtZ+CWXx0(0^}Vy0s0&@X-mLJ97dqCVoGvPz^Z5 zBO0FIl}<8j_PH%Hm0;ay+@)&r8 zoV-HcJ;pOQ@*Z{f;q(o8Z_~s*(MEQ8+9ZcKhf25bxBA4ri}l-;E4M1n$*Pc74C<>= z;D2HQLg(w_vO&4Kyo>e=XZ&XD$t&Ki;9 z8PfZB6|GiJe$*_PGYi$D=u^*;jix&JJ1E-JGZhq_Cx)_pftR~Jj(R;!;Jx0 z&3J?$Sjplf8$2AA{i@kgQfP4Pgc#Z`Wbl>7C!!5=?N<)k&gW@GRYnq*US7C)ByS=- zB`4=Il|r?TnEakbxlHCXCoMc2Lp_>PILSBNk-Cv4eXp%m-=Sdi7?@3>lX#K2eHn7) zi0Frg?xBt7M*^Fn-=d}^v&vX;2y)C|mx2Im_Dq0kdf~?xt<&rYO`e<1l80X!X&^>q zY&_J&aYFkfikM-atns=#PofKi!eEd(Zp42gjtsk=R0$k&TLFN}7lahhbtG`IS#Mpl z+>U=8fL3;;ni(VR&`9K7*K1wP0XuGW{p=`ulfQZN-qepDxc|WHWEkn~|xz z!>A{}v2YSyKgnqzSkQ7q*LMtXpnu?5HDGn9c7K zs+Ja6ZM{Bwb8Ve4T+aTI${q!6(WgW=e84vCa(P#D1^Fwz5T@SnLh@B!7`K$hB!2;&k<7RCMv94XV|;nAru9)_%c??cA2qTfUzuh2o**ag;{iUJ741d zw&)&M9J^5Va?EUFZD1*g1|58s3-Mf}f<&R}3*ynD+aRFsxKRL!LGUjctkF^=0z?q;El;co8H$sBE8!vEJy|kF^&+ zdkdFY0>@b2Pp;1KEpbyTEsJ~GXqxfkif!X{uGFt;2LO2GXKd1+ATJY2m`C5Nc(ic+ z=Sj=%tV6q5W5YJ`!QqtYIQxJq*_)w#~TTAa7jW31KV(>bgf zbCS-X3XdW0!p(8ub~H`xSuL3d#;TXeoRwU-g}olnR_@A`fNhg;-$S~zv2GR!w0S`J zVH=j|#S<-RxjH>)EI$i=!IJ5hXcRE!Ij*yq6dNaTz1w=%sUBA){wWz;KF99#Lw-vY z74awNF+frQWE))MDv?33<%>v5ieYu2|SD7{1e(UivT{cBGQDqe~p`;OL}Km^t4!1Slg5R_repfx zh3jDwB`dVb;w)Klgdf<8?_w7!O5HiP?ZxuHaHkl}yp+{?w*NJ16&`l70RqejyWSXN zVjz+aEl6NoxmW2{zB#*AHB7jc>lfj8?tzj%ShA3HzMOoSVA2U?RS*p7v)+w~bFQ!B zFeta}aYs9*Q|dYg@QDd9ZA4m~B7rPKDNAJCW&vA^$^pK&%DHQr;G`Lj8uSKYa0xL5 z)cie24w(`hcjDzrZ|UM7^TY-t#gC z-gLS!aA7!Kztkm2XAUWt^8K{P3Zv^vr>eA%VQPAwfB*3iTprL-eI4iNpc(y+~Ae6;;Kx1cghQ=E5vzNE4{*Y<0esLWMJB%go zW1#olkYEk2XE-nKNUUw|EbduYxf3vC?yKcNra^K>kwGa0)W*iLcOR=DAqby|qwO7H z7-g1QSy=zF<#TYg$VBe)> zhj;ri5zGh>Af?r6alldO;=H?`Rf!u%noSHBIIK%|Cs9x=x_o6Z;X0)!%8_gclNc25 z_NjOG5X-b~Lql_`jlZYH^F965IK8y)@U)>{44{RxG62ls$%*$NL@p%?2I)>Td{^w3 zS-rmL+jq6B|Nh;s{yfIW#W0U+kh%D~_N)XmB-`BMJu%mrrNci#no{c{1c~YwxdnZ! zQQW;jDSEY2q}JAU{eh7+`;wJ{*}@w{{qJ!4(Rz=-Ecvp~cQ(+Rwb z9C}0^SG%p|y}OSUSr&7C)`*jZW8Q6+(;gPGP6~STX@Rl!DW|FN*NPfrF1gvQri%8kIZItgXzaRLq@`?cdotHxN{1Rv$McFwH)VSDzRnq?4=V6;;Y)9 zBX4<1;h#+_KI4&8cRNW;^Fi3?iKY)BJjml5XJtzTJB$8LH@-HHYFv~G8q^vyfLMdh zzT#N>WTLfbn$^UUH9X(AH5bDbTTYX!S`vKtX;d98z*1D>Z$?7a6rrgl2lS7{+*Tz;T+bX2Q4;1vcY(>xLGF?WNSPsVNQL=sW}c`#T<{&G?-;LQ1&`!DtN zx7z~%1nT!+h1~%p*5zwA5h!^MqZJkw_y+93TI}{xQ>yS?GwEAq zfI|FKq8P9_z4&{(@E>i%|L!WGQZjE`d>-_E5_&1+n|b=}c%N0GDV11~oTsKoJkBMK zq`6cjWQ^?QsA|nCoYzQtaE>~fuU))C@LbT7PibKHU&{D0LhySa8C7SxOHj_G(VJKF z)`pY@!enMaQqGR+i;I_vIRMpRB^15ehJxE%_ZbPFd$5YpllyT;XBP%mXJ?|l`or7f zbc@+$KuM>$XXanVRZ}VGtG&{abD?_B;A_KSfEmXJD3yA0)ze$JD59eg`KVIygqa#+iWiL-gCnZl_A6;Nx4yc86A;5xBBsUCwKbl zuQ<=w5jJUvdJ4kGGC1-S(ubULz~pCFsKkpjVi&%~dbgDoLVPjgjjE8Ko!u4Igfc0FM+tZ&=u*dpLZ6yFdP-!z?}5h@1sU+wi`g6#_q zSV@(~?%pgv%{(^CyUN7dz-ttWKXzD6|ApgL3Uj0+5?h((le(PGFd)a|R{31gM}jOivYpIJ z;942sCg4@;Z7QYsoEjs$uV$S%|B(}Z@H~LlmsgZlUB8fqaBBRlw}ABsh-)4D6U4EE zLlCzmM8Y<|ZT9l}^JP*zyC}5#s+dnyJV-noibB@vB_rszwW!D8%Gmq^{<@;>bi*10 z^(WHna*-P$Ve>=qOGG{bKM}|r#vv1Tj(Voq8|HNvR01RrGjYawEeY7mQy`EpKUH`} zN&||>LnzY0iudgE!z?y*Clri!{SL(A7PK4jMLYO$`Cyxbw2vywCSrg+kH{l&kB1hb zG@MBo$L6j}0xG4Vg^RFNmULIOB_DP6^2T7)clE(mC2G%GX6TsN`Rp8_`+s0iU;6|s z*9v-MxJXh2Bxcv+0l}$w`$AiaVn>i;laC(rWJ1+WwZL9HHB?ij^G7XS+8dsx+>cKO|OptjGBGG<62i9`I|wVQ*z6n*&I|*-HYEdR+OXA zLL_g(8f!v>>(MJus}>EuRf|V)o_i+PN}*~shbqMA_r*C_WkqaZjUjjP5 zLgstV)r7iJZ%+fJP^2Reascjz@(}v&B`{k+xD?}OAg9_UH9aDsGZ(ex*IA-A1Z%Xx z)WBYTjU@Gck>pDV$2{Yb`)Mh9H$ke9rZ>%<4NY@r|MQ3;-ej(*-JT!ky$fFA7c~3D z4xIO#)7GH-m%5a(ANHYelE7KP(S8*23Hhre!w)+Xm<4y|V=JoN_GC>}a23LVyok51 zYTD&nstTOd16dosx!0uEtQkufrQMzFQXHz+wUR@4Es!S<^>%OJSliJo1X&#C&8cJ8 z_YI#@nYMbT#96HJja0L)f*1~f^zh_R3(?tkH2_x5W65NWnaoNEx;25m2;19Sn@WD2 z#eEuL?A>fvV|*3*^B~iC;frPDp$o{A76Y&`JRQ2Nn|6XxTOr=v<0h1;h`MfR~5@2wphl$NrAk)+!LLt7CL!Vb9;^7oBwA)y>reIG77(Vm6YyfTee|q z@2p!{o&;V0tlEnQcZN{xCY*H=_?N)+FsU0cC!Gux9#!v#4(gLwvv^q?oi#^pTLN6V z^G02#4Zt~?9d=89-9EU!AZj8E?`Byv z#2|QG7pYr(mp$dcOeDJxpIYl0qrD1^_!4j8{>XQI{FUPS1FF={rZzWkI>cmF8{Kgm z8$4jLg|^Zb=03H8ADcF|Y05XCJex>aziyR)0kLN+a$yQSOt&LbrtN7bwJyQbz^t2N z+tx`PD^p9KZq)A4U2?b}CU$Q1+^>}DKrz1tZ4@TlL{m(*@GV2*Ef5m8s|#i&NlMSV zF8|yUPLFv2K-nz#nva0oY`Az6cLB?j`$Y#co-q%Ah#R_HXbhT?;D8euAu~|8y&=2< zGcMK#Syqbqc8I0RUT}PWy;fH~g;lg1HO9&Smp&`6B40OJN#*irrog79%pm$4E^U3K z_F{UOjA8dH3?H$tr(oUfcncSpLhu6cphRi26RRX0YH-`fxYb`#Ou8K=!zOo6E&JMP z7GsdEC`yv@hZgMp=-!Od;jrQS`}G+5tIJw$x7ZKmpB`@%R;3aoy<<@IXV4DikkE-i z?_gvJ-{V7m>cQa4`!ARr1pJ`}fK|OdHb#re#+oEIUffidaqlqQ=aF%N%k?3kKz0z- z@^*p%6r1byz~}%7r5++$|D5eD63F%;1fJaa=t55!W0eb25Q|pi!{lz7Id^=uirr7qkir(-z)q(IK!MPJ$4iFBEk2ylzB37)y&2FHdbF#WlPHBN>yW+SZT(cQg&?`gR+E&e-&WDswIEx4gy|u zGvC|W|5TzdsFZCe3QDK|c6G_$hVFB3Gkl5wdEehJrA^j$ow-2m_RrbAXBwjGj)i#%S%oz1e11Oop&frC)&qMp$GhpSnQ%#8oc9I#^ zdq>YnIqJQ|#$8->N%2<3oEQ(sk0PiwDhI8QB$uh7ywI^_98wUAri2F;;AN0eWAmFK z*NBcOw~+YCU`w8L-+@F?@~@vdpkTeukyuEbOZUjkvlZ`D5)XE$MM^89$YV%o*B*Z; z<3`1PvPzW^`6WMZ`!@k87tJ_kv$PoZ%D9dwH9ub@yRiR!sv@7!GK+MvaTHBY?rP&8 zNv^P-|9NuZm|U=81gomrzgzO$pz77&{S*`F?{!Qd3NftIW-8&bPRUtz`>V=Uv-#cR z)v2+vm(j{n)_wi+6QL4Ro$wn=&=?>hjR($-mFcq=QpR66>lteK>Qxrysc(TP_5xQ3 z3Lp(jaJh5%hXhWX=&gjoW%;e5Ub7jP@gAoQI_|1v?RAKh`i6IQzETYtTU~@{il>cj z^D>E5K6K-0uBR`z&1+-}-f6>Ki}I5L4QPZi`#~CcQs59Ae{UOY3+o$#iS>B3N$OL+ zwT~^e`ssI9vo4>l$Y1a93FZZHY76PDn8ZL>(2Qh&9l?y!;4EWh*+h$e3-G8AaVz^Y zYh`twCuh|m%(qu7a|g`+<`rJ^tZ-?X#OLKyi+eF@GyKJea%S$Lz{rMBEx4HnS1pAv z$9la9CO(2+!{!&L9PTO@-(^o!)_Vj~sa;LkiBG{$Pf9tk~7 zXi_r&V{C^h<-8h2n_CCuX};9@eq{coZ%9W}Bw27m!|?(w&X(OkQk{!L=z1vovTOJU zZlI7g0nK8^hg>QUQcOaQ$^+Z|ScTLPR2KkagXVar#asb$u7PP6afVk&<7#l^GIgGy#Kccv{G1D!PTMn2 zYutE(2hzwUk9I{=e~6aP#MQ--T9*8iSgR139BW#0-vF-T_f|t%?Nr+BaE}wRe-%;#|?4WwRU(+m!E&yLy7eX;Jpo1 z#QHB!_d%Fp;65Z1S>$SyJ-9a8tZB^A^!Z&Nf&6)o0~T*Uk-*zRi_?;stM(LHy!-8P&}TcP*|8Om7nZR^ zWo9pj2jM@6VTa9>{smcK5MKl{Ok{A`JACJe4gk?oD-Fua{?HD*FMX1e%6p6&7@0G| zr(*N7F`v*pR<5+xcDh0ND^HtUBl@#h`6)~2ck_7}&UgvT#5)8YjAF#>?45KESa+je zJ)=nJn)YoesgKmJ{iIgg;-LIwHUjMmx((>8GdBPmU*B$1dgpfWoV^v-p_Nsb8}-Wt zxnh>ssW4S=EHe&r3)`C7l^T}M{xQ;EimETDqEErR?@5ii5x+vv#hfO2{URn!6J8YK zSxr4S0m@32At~ebyJgO^vTasWy83)w`NFT$#IFA3m+Wd&*1H)@?kTj(UV_jWFr(py zS!5#^bp&3yU!eQk>gmvJP^sqI+1nDTvxJd(&-v{Eq`NmSY!Lr?v`T{uo7lyZ>a@I> zZT`8X?L!d9dv*h+O6sZJCmHLM;bFY1>Do-eWO~FHl2?J13i^|(FW0UouX|d{c&+DU zgsZ$rC2!JgebFH1RCi+0O5aZEQfmCEWi*_x@XDsW5O$}@m`Q9zg>t8I;4mlajxFb) z&_`abUw?v#GH@fnnJeC@C9EYGU2no;H7~|=nw{>&$cr~x`-KvC<)1#6-*B2qlp{1F zxk=~00XI`(o!_-Kcv(o};HQk3fng;KfVB&RvtjpQA-$<_i*^+e)O$?8d|$u3h$A&ryNNb~g8$<84T zYE7748bon=pt-X5y7ZQ6czj?(A1{itKX;GvUd7uC1xc$z8+!rUMc44 zhnfyP+g0Db1`q;@Sm0@D0@p)2)dy6`U+Sm6vCxX>r-2Xr?E_XIJivK3qOhtl*3~Wm zMpE|_jUDFslKT4k@lnrHaMRF29b{J)+ounlOauZ?$6^lVHYmkZsRK}-G;Sf6)S>aR zurco##HCM@p3f(HCi64+C1r)@Vux3BHG$d82x^Y8uSrYptg?lFsr+g0b5HRdD_`Md z&j86Z(r3Nt3X;bh(rqo@WUg(AI-{C8wuc&V!7s#eJRMfoejznsuDc1$05=U_m2Us| z@!MN54kG#2<3-p8suj+RlV9Pkz@X+9m&G_;Pi6zqk(bd4-qK$$MV)%V)L#m4;kP8H zc7gD<#6EAL{5HY{-rGrFMa_tzfGT*FW9GPEW(4n_ASPYW_ZFu9aDVMesg1xjK-zO$ zhR-1c$#joI`~A!gYHYMHKHus5DXkmc6rK4Y@Wan%(;Iq`Plwc37JHz~Fxo#7Y~~@$ zh=^IMr2 z<3B0YQi{t@O)1P$8hE$OSR^QprpnB%!}$M;RpIY;iJbK??%#FvYqblWnjxlC5`Wh^ z{?*XkD;WYwQ_Y4CX)u{m$=2^V^xTK-RJ$a&iLzd$e)&D+UXyL8`)0?|WN3l_7huV@ z1iJj!O>jXgE>Rl3CvUNP6{U+RT2Lt`QB|-k?VDYK<&+Y4*PXGHJn$E;o4rMarn2F7 z8u3!EMRx^z<N3mZZPxnZG zqMJywwcwoW<@x=6Liin(C8o*4^Pj$=KIuJqTyn>+txFp${s1v7#NCD)ZpE~5zn%Z# zu57Fzs`V$glL5Lk}pI!UREAG8i3TzWa&7Zca;;oueT^1h^n`j)1~;O z=U!c7kkmd$fd{zihkz1=cU+5xK*>t!HvQa$BQrQX{T|Q3 z*A(fW!T>0;Vsi`tIlv;-FlZq-Gr@oPh4$24_mjJ6D|;(k9D5YOm>*uJxu*<&1dDuU zVI6zU9}pkB*6K>B`l{c_&rcPVOO^w|3YpRJ25!h|w^6Mshbu!|UD~M2t7hfO%C}t- zPCfWvZIr-jJJNO)DEeVWT>vI68D^u8{R-Vu_^dCTQTXeTc4T-;4^w*@D*8$WaXJA3Bu5vHCR-am5t8$&YK61jUHdTry~lI?4?mb zsRBAEXA^q3F!n5AtN971hfDK@cpAcgY{KZCRmM(0nvd^4aH26ATJzKLQ-^qYELOuI*hb3tSQhz^Rk0J8v)}0`8l^IB4%|{u`%{!C4s!LF|T+5$~0S z0Go1Ci`3ExD@?g7FrOQ{Rvb7Ln8-`PChQ!~eZ8AyRib+G`Sw?8eWi``aC3tbI!%3m z@vKuq{(6FkHe7%QWe(I^?Ol?3i6d?+H43-{SsbAn>}RQ2CGLJXy=U>wPKqn%5d0_% zVvY741x9u8NH-vn*_^N$P^?(@+AYYUj>Ytm=epZ<<@D{lfY>$x0VX-%<_nTZFkqhe zOgS@)PdMeC))P0rRiMo?sHli8+)EoAIoAUHDNfwdKzl z3k}X5*|!_Ad1Z%%OaSu9_)5oyMWX-0w#7yD>cXlc2nzuj^LG zZc<3MN#CQ{JfT+wQV|&MC=VOb3KJWaEU5r=+ByKL4s_Sx_1J&3Vg1tz_Mg|he_6$J z&SPbN1LlqZ<+y06Q2ptnZEc1Ik#RjkzrPu?Qh>FQR$48*=bsDhUkh%ObC|5rzl7?4 zO`L#LmVW3jn-1XJDPDh`3-IH7%~%>JCyGh{=%2WIbe%SbJk!JbaKV{k)gjG$0KZR6 z$k9p9914aVE-6)EkjYc|Y7?u4mEISwV3!o~yk-SNSYDXw#3mzQs+e z>>3@&0C(#d4h)b*pqNxPt1Yoq*4Y~x{stay-uyaBV?mV>AzBFc)46ss!#6nlvIm%s zU_UQhTN@)0DH3-=mnM8kPw-sG?eYT$hh0I!5dDQdG7iWwQ!I#JcL(z-Amhg+dNbvX zUSA}RUe)^i+0qRo6D`Do3tdlrht8o|{COJ1g9E(mlT`yw!UZ?|q`p%^E~Z$HrHjm5 zd^8I5PoJ$ocLpm7tI*f=ONgxIY??x6dD9Zi zpe)K!PU8ndb;myw_Tiy?{}_ z_xjYb6$p7J(_^b*@yM8?eubYo8ch!z=)`VbZpZx0qo(%#Xe?ZaaK8kuH2!M1X&f<1_2Itw z$j9gYow%u6_CJYV$UiaQWOF?^Rb2?+2Zak_+wi&oSqPYf@DfJskq!2+(!RUn(;>QZ zBCUCsc!e`M%)^iuc8&^W^g1qR?!M2KMoX|~)0`JgPnkR>H6DDHl6RD(_T99&S(l{R zU&xw7;v))?B(Z+mv<6Kn^8w{%^qn?uWAz7w1p>AgK7*r?btjSN^X@?*v5`9~jn67B z1vB|xbxMk6}TKo|B6M&ABIGOtfnf#LvwV$JN|B2?gHI?$SvCYeBU{;M*s|E4I1 zH=FSA-m^ed=~7~U>SgBu5Jmp?x2{g=QF^XkEzVUUyT(;Rpu1P7_;Ld!Zt(l|DIQuT z0$U@J9tIp%W5`lYnTHdH^4Zz3F?vl zORI2^ub65IFn<1b;(_Z)X7^r<0q!H$|3PK`Ut8foP$}tmYdf||ws|7?Zc`OVc-y3u zrT!F@_7vE4c5t`D*56V=$mW0Nt#$2f+SYyR7J#OfTtiojf`x%5)=J=wGUkSvQUIfAYf49a)SuK5n>FzV~=>(ZYL z8O{Jiz0%AP!`m5S1=?(KS}J7{X-vLmV;sJH3KZP@5JiJwmBLk2s~qIIi_fVk<#LSv z{#|v|C7j7ENr#UQU8Zt>Nk`6xi5Y+2C^5LbQ26*&n|K0<@AXqIwyQ%!4`^#j+RuZc zKJb+f>sOSw7c%s$-VHZNo=0OVc$v)g1_4K!0aZfcS2%`CLbZ^|^qkLwM&k#9l1fSI zd4Ekf0F`x=b1}fx5iRKe@IBh>nDgc%hEAaKfD*;n9ptGYFfOTQ4Tx6$WzGGcIB);; zoZmW?CCR^hi@$4(ChOqs+W?lvC}ol3LvyG?I*kCn;-EB4*dh&QewbkGas6&qA&u;l`vLqR_meyN1`Qg+ z*f?}0;<;=;Y$w2M&BB{?pwff5~qdq|{5|S*&vAN z8+KdYM|(SO4Gjyh~wx-(= zumVw17BgmQBY1y03}rwb!&mTfAsmitZE2 zh?X{62#eT4SfGvelJg4x;pHEP$+h9H9k_ng5dBGpgjeOHJ6HuF)v@=x>qM$mt6M5& zoyb%7jW)o`Gpg9ITeVv@Cz@`@f_Mm9!kn5fH`k`mNUvFDTKa-kmypNXOUBR@$gbPN z>_GH|Q4LwVVC8C6xAMy4JB*HEg`qnbs?sZq9Y}V>WRsR`YbznK4Ccjr>4}qPmI!f| zKdL65+lt|AXfZ|eC)Fk-rGQJX10W1FXQ%E>{8Ey$DZ8Y1`pZIgkP?!Bg7XuqmQjfd z=bLcQ=sd@Uk8(`!BW@5sU6AkR-70OPv2ss(@MEPk%Z%#~YNa_*KsH zQ*tfe>zK`s_V?a1iTK3kaRk3Bf(GjnefdMaLG^u?kK@G=AjiD#JkM2WK;rqpVYLzI z3Qmn&n#NysOg?Qaa&s4NvZ=(X`?Rd1X*+#nVR3iYn*AhJ8~FNrq=_ zKwX)9VlP4nDkJ0za!5E&9vLMDe(=a!&DoR z;9I@4oa%(j-R8z?bRZp_WFXbEi{V6s4oj7LuJ52i)vR8np}^{rM|2QV@@zd?cl_3bF!Xw15$= zS42u&!UUjowfX1uluk2k2ioq4X{P{1nfpPgcFu=Q|&#)QM~ln z`5!snih{3rLAa*Y&_Be)DBtO;sG|D!XXf+>;Y3B4a<|$^&m!}Kt&rBf8D66@Yoov! zz2{1UMm48~twgZl9zujXmk+_}g*oDWXmNQwdjMbAepdG54SQ$w0OJPg(KPU8kBjG7 zUR2fW30CfbB<8aaZk1FwVeG6I^&5S<4Sbf*??{wo{Io>`#ACq#2+5ofy1XwmuY1v( z%`K}rUB@h;%`N=0u#|cl%^rorv8Ko2Aeo`7!e)WQH{QUkW-gqs-U(6#U!8I&{1bEm zbS4^!S?pAwbKQvT$zm1&ikGM^-bV%7R%#==T-b~oXZH)dn*<;On2lcx+T>xsn|QdbFD#=!pP%~;7k6= z<>?j9Vt5c!E(r@Xt^@nt5+L{htY>~5@?7*zn>S1Cm-IRZ)8>bCp2f=#EKAAXAoVfn z*fC9Hdq`<~<(8@a&$=H~Q#p=akMH_C7haS|zb668!lbacQvE;(kziPv?&QFeTiC2R z&v!pI#}t%hZ-{)>6E>TBK+(}Y6qGHbJc^k#iFM55zt68X(?xOF*2`YAPmw@D6h(}Z z`3R4Eaq_)Nvn-!0TgeSf>C(xuvt`MSH>0lWnU%dx&(GY0@*ZpI^+B5QBa8Z~w-G{P z4eHyxQ5MQFF1~+)gzoPBD3Ckm6A=1T$U0qw19x0^-(Du}>N0xXZI|*oczl!b2`zZv z_ZW4n$x+x-bqK)@2_xy10CFk>{dkMErO`9?+ zjKBE>yS|Q6nAqEwYU4luAx@yUkYjiUu!$FoCRqQb{t0gS{JTuy|L3t}d&ns0oH{SC zG2HakRt4g4^8QvH@P>@@SLsjk2Ncq>yjUxr%KzQn1z?4WP8_0(EkEd;9Z088=DCr4`r~-<@A|!xyp~k zd%h9XYpEp&1bGTlzu1eK!RTan11$Kr_M1yui*iyGPQOIu1fp^;&ZW3g9Wk>hi9L$x zGrZOM-ASM87yS})&K&;%7u1!3GuDt=9#G(tU3*wR!MrddVii7v&w_sZL7Mm21kX6& zhsN4m#V4+MNw?MQKLz626=dimZaN>PG932zQC=l$kwBs2ij%GHyz{l=U;`S?&mq@L zFULoUCPk=6LZ!&#`C^2+R)i4!u zKo7}mTI133KI4Krny#t-^Mo{KP&TYqjl)WNMdUq9T;tTTz2F11FEt)=0dBA|mnzWV zKX;KikqNEPATP;p5QVc#s+@p}b zD9oDsmZO5Yrd{y#9?c)k-jaT@!_Ptj3K>0@y79Bzh zEsiXJm?&j@MLE0y)Y)eiv24jFdD%BVGlyYK+ZG?XHNp>luoVJegd5zLs0IuZ`{ES{EqXZrUIXdwn)mEI)w4V4{rzSa z*k7j<0`ztuv8N|BcGhXa!cwiL*4EbZV6>k~2@@WEjJjd-5#8S;|G`ubSuKT)#J6G} zVp)4wV_BC{*|(Lsvt`}>XxLr&BjLo4xx2fZw>EqP;c=XekHJ;-b$N&9E~bdC9hEPs zfYRV|M1;}Pck0WuC)IEPD# z#1t@Y+KXf7e}p8*RC+K^_;+@sk2$gwvwx4ELvhNY*mXgXL1T8xPU zyF|}zj>|0gj3l97LX-HWFbyi)XMMsg>|WRMrG-4^JRr;IC*>9o4}10uWmxx(dd_+l zUqD@^<0PCEmxF#m^ztW`CT>GtBSe8Vm&YJDc6v6esoeFOt=PlJM?s+<5m*-bCn>Uv zQ=b+I;@}=+9GK&Mz$Pi6VxZi>%^&&XO;PC*g)|gK zjliK=*^}RG0w8sK`@em2V^f>`Hz4bu1FiAD)y}Mj$;|*1PZv02WM0w(ct!t@BAha% z{?vWEoZ>gI?(XRCXaD}mLluQnkYtiu_ey1*DP@^Vr0I_iM!76ragFiby`m}>e*V{( zg)lAIvoZ}gocHoxVmU0eJ+SJTL(!~3sL#p@uaX|MnZd=bwG^e4u#E4P?YSczfRU-; zcq9UGHP0^~&h4#BQ_trse5rX&{sZhP$8*qHvMd(=YQ>v=Yu2K0>(S?ik1@AiGe6h; z@*~v&8b_8mD?~vYt$?(IPb2u~yoI-erNtCf(jT-8lLiJIfZWl#O=!JLFRK7~#$~xW zCrGh6vgpTyoPRMF<8A2MS$swrEZa~mfb`b&`@^``m3}25 zDS(5s1KC*C=N*%4(pkU>yWddTd=#Wqd8uHg`ucD-d)C*tngtRYF&hp3i*+TbsalGN z5o^ufSFUhQ&FzJ^Bi;&@PfEPRw0(NylRuF>z979(Gfm4TU2S2AD}L@ z4(fJ43Kj-kJOwzok_5j8+k}PEX-uaA3M&nW^Bgk*8kbK&$SztCRGQlBRq`3r=6~X^ z&$7q5$Ve&&#_N2_F`{Qth|5r*&NW$Kq&pI{8O*6FZXA?&LaGII(WYb`c<(?~P#h%c zvv{}_CQek|Zp&Wc*-O*rQnL-?rhs2BfGH=%aStMrJdU6mg;Nl@NEXe&6x=H4d2m3Z7V-U4AX3C1V#eG%dD&NfQaV1=8~w4MNIZIQi; zwd4w%)zca2-TjM=Sv)*bRrUNmQA=$6&(*730nONSJX(s}xo`=mm*ni`Ok}BH*njvZ zNI_}1D3g&?*-w%WCYpOJ)(YidGqkZ)q|qVwnmuC`w8rN}NV(l&r^jfE(~{k@e7_y z(UQQ~_2wo%kTwsJ-BQ&@oUDJHRnlaGtPFg+k_96eV+hWa0x*@O&4Ngs&y)3 zugAsiV;z18(5tZ__NR)^YFgZ$RUrm)A+h_UOBJpoWp6CAHgA^8ZjQY zoar_PP5BNb1l5$Hiv8dnWYb*fw)cBs1~BOZSU&rln-In}7ZdhD*e&;<3!3X0=cBH>IM=*#nP;N0k{_Y^ zgkl3~e(U|Fv)A>^)P@nEie5?m2rS1IkJl$b-5b@Z_yhuUrA-KKJYDUTS(=O0`TY}BgR8d@$d+?IpKzWi0lEERbL*>PvIzb76m zzIj#)Lw%=7r)V-&dFTsG&fpwV}5vs{Oy9y}MM>-2QNCqp5 ztgZ*|GhkX_`L)8nF1cAR&*Zg1DrMvMd~^TBn7YVUdhZ30 zE46>;A1xS7i9&!r`tu*({{LJ7EM;IW$n*SeX>utbwon0_a$y(F{oO4Gbbc>MZX0N` z3QD^1lt_aV-zjaIDeBIi<`iHb;rJb)-UDgufE{_*#-n!f^M1> z2Bp7uL2Nzf%N0Wj3ZRAk7yS|lyaH`W76K&Mzn@8%L8h(F$&AtnZ(!vz*)2@OBR{q# zgL2HUd;2|=D{Tg)j!suP+f)DraG7~M803QSt6gAXX~S(DQLI91%ewbzNy=yGZ$9G? z?+h2*8hakQIz1G!Qxk6KO&*Pq+JF+op@4vZlYqkHZS*8c+K|~RN}AHsc=2*)xm)aM zU&WUDPLOxpv%|G$wzO2w54oB3mMBY$93IUg}6(9f=HZQ?bf@=E7sO? zGce!Fhv#2sT;T8@1;Tl5xfKXO+)?otqzHg#W`W~6%wpBcD*Il2*A?05w!mda-gG)5 z`b-ri2i&|au$T=UXgpxMVA#p+-fr@jRR187OV8^>aimFcYB>i)^ytO6oO_QLnzdWc z31;3+F80rfGMDmXex|}FTB@&zE!z>wB3~RQUvp!>UQ4sl{aoXDLH5qN>%P?+_K4f6G}@_H_Na53PQi~h)sIYmqSgR?raBpgaeEhkA% zXj86CJYA%o&H1(mm&P(RPmF@IlWZ2;V^Fiyfats{&4wm2T!Bg{U zNDCr&PMT9>HDBw=s^v`Ehl2JIeu7Mo^>jCDT!`(d&icEo4zqQh@c2eI&aigY&yjsq zpr;7Qvns&G&bR{DOgc=$xyx)OpW3L($oN9Oe>L*-@hs(QPEqho**vk`(4eGHEFxY< zOxa80AiXF)5^gK(^T7uM09=IsLU?p8?M1dm3+(!s++9sURvcvmOO=E zO&96hgoLKZOk378ud@zqJ@A8~k{wrsX+IsK^v>P^T_Th7aR12VtT%6mYi^a!x-*Kr z2vp4}lKR4;wHD&N%Sn{o0&{6NU@=ys4WB)p$uPS&P6x3KuB*RDxLy_UiApR87=gDv zc@;lxN)QuFxs$Uz4B4%l{yDw-ierd)88#%wADiiv{wK&A3lLFuasE!Fq(2B&%W296 zPTYy!E#McwEdBb@7iqapFA;5js;##XRbd4k`9kB@6!UK4)tw$xv3*`w?{|bqZ0toK zskFhVZEO!?$-G_5);GxpP(jBIbf$YSl_sYA;G4o;aR{N*yEH z!E9Pw1gVZ(+Gx1Z%B~#XTIdQ1Md!#3_@$>yw|MYVzV~BUf@zG>zVHC^l2r_f2oZw* z%a>YHvfb16UwBv?U^j?~hoL(xQX4XaOOEtH*(-Cg>S6`=CtvqXTqefdkzW*)IubI8 zgVF~O-5!3xF{hL;X@?fy@JmkXTU`}Wr9D866c8@`FV5aP9?JK9A0B(jzRSKu2-$Z- zvL`#C3?W++vW;!VF8fv~gtEU&l07nZNwQP+UAD|*8;t3>^m%`_@9+D(Uccx0XPA4r z?t8BNJkR4ij^;j5#B}L#VTGr?4QQ=xlkGL&@vb!KCVhYPr_s$d=9|;{2l2imKCkZs z(TR$@$BVv3z-PqBpG&Q6Ky#Vc!Pn4qqz%C8_}I@dC$I8mM1=|{%$7%(&Zg}w_o4z) z5+=+UWzQcTZ9ugBzlMYUGc@%7;eT3#%WA+m_0J+jH2Nh*Gzwdp;(!Cg!ekRfe-sg z=)|F1ycYWDi@y8H=m(b0oYR;3Y))fQH$nFBs@__0U<(VFT2Z0$AN2MsA5E4NF3#9n z%%}!8*}>X4->5sXz953XY-Cp&kUQK9=w(|}Th43jGGap91=1GbP+@`)NY&oQ$S>fv zF@PK}_+!IS;jq8jHPqJfx7TTP2a8ups%7Mr^MY4Dpg>kD&@o=jXBA2Z8Zfr!~IZHld;6ZHs1=# zC{=rHjz!A|k_N{YLxVc5?x^nOS~%T|LN2wbm67cB9Hd1p(zeC>pGggbhsp&7R&pk2-I&@AtrP#n*T=2)h2-=nL~RSQgA ztSB!XRgE-O4u)wqC;GxU)$e|h=gHx`$~$JHVqoXy5HIj+oJ`x!+w14%64tw;aJ?q-(=|vkpC*$7 zV`h7}O5T$r!xPuG69W&cEGV@f7pvizpSaD%^W09pR}$(?rIk4JH8fORj9WYp=tRpV z$;n(l$1}ZtPd%ODn`A-}P3X60`G`TadXfFGZN58ucyrKiGssMxSk)@MP}G?i!n@dF zje9;nM}y1iG1;^&XTQ2+q(^;PZCuCl3`m8`QmfpmY9 z(-I`(99{$G4vodrzeW_AHv7o)jd2kMvg*^xz2k7tNP2EeSe`)fN~5amm?%Arb+R0c z!RAhvix=b6`qt`*R409d3rXZv#dX-b&$pmYkuF_2Kb%nl9A@EARst15Y_YT*nj{9$ zJw$RtnCRhal?Ts-wBB7GR_LVzEPUfl0f(E}r*_yoAIEw+`tJzDb06;-H$*QxX9`lc zsp-w!nfl)5QO;>fk_$Rcs@IEB_Vq3Zk^_GgXL@quM<5UVUL~>ZH+P@S$>uX1i3AVPib^>+dAyTD3jVS3%3{mudUU=)B=JRD(w&Gwe`3_8*L(JwGJ1+(I zK8TJLe2NbM(EoCvz9AXv1FfMR=$eZ`eJ`=AIKS6@;?mdgBx8Ne@uZmgbZ)W7US*=3 z&n?@ydhrAHi?{l;ITPk&%DfiYdgTt6v4suPG}z5t%d#hy z5YrlfRF0scsHGiFw;#4RU;SJ9 zM`zveAL2d#AEwQ-`O6re!k>B74e*;$*g~GTkB)8L zEFiDdneosmxd?%j5@l-|+d^!w)c_{8Yk#C3{@gp z)gyXHhX$$MlTTmZ9b%PQ>oCuGdc!=he`OQDvEEkcgV1`BBLbWf!lAzT7Gg{Y2h0}|&FW5bLGk=%&7ULsFDsKgDyGY}5 z=3|($PN_HS*%6Ul&3BxW ze|h&rO5NG%82HX;G^9>b+UCV(-~Z;v)gEGaC%3OOutXPo*)cMy5;2vp@CbYF~c3Dn^8v7m+rJaYgJ8oaZ?$PzjB!4mM~5r&nmyetvRqfRC6%< zh~eiQL+ggIb18bEKmS^UHlGCDcGTDqo81TLl;kl7m11oKNp+5QN>JC-o4egaM@ZME z0g{B{z%J6qO%;w8e4zL*uOpjc`)uEe%O^=nu0f7eBs*}Ty&7^ zATah|{3o-1QHr(y9Gk=Ucny`RNW?nKr_GbfJx%88R`A7im)%QJPv)rxiO&f{eru1S zBm#1QsRu_O=fW!~7!~c8Pa8}B&GVw=XetM@AD!w+LR!TqnsbMh!@vq#EQldhYVDOJ z!g9{N=gbots>y0PvnRRj6lX%4sO>%*=N_{S-0<0#%XvlU>?@rq-a}tR@=vpUlkfGf z_~ac-zv3r%_%8IIY$ZMX2r%NP5r*^M>n1g8V|ClI(Q$H#GaeJVEb7kLwL|H>k?YgB zkG|f#8uHKx8G-l46~7IY#7rEtBo|9m26-1fiBWRLe$_gZwsN93^ZKuHs?hjP9&bGq)za?j;LXKe3frx&8Y6%ER+k z6z}+3GO?^%g_zCG$ zy=FbODlO|{6v(=p(a*tm*D^RpsdC81(T1j7y5x-@T`N&Ma7^&i2t5pT9(~)%Xl$OY z*Ov`(2=-UFC!)~>k;S+_Z(Gd^9ywP)QC=Qr@b-mAKSU^~OI)jI^-Rp*T8M>igl)-nK!;{WgM1RMZ?uUsA#o=OHh<<|A-EVWOi`=+lDvd-kVL7Ps^C$(RFjS^ros(t{4#MfAk+qA^@4+kN-MZFuAWFgJmW43OI z4UUt=1N}8-`jT1UK|rRJ$$?nrW(nZ-`RnrPE>|X77eq}@Fd^eLPx?VZZXK&E5l8t~ zUo**@?)3F#au@q@vBTj)iba#6WSJrK!=<(m;)t8AuhMc&h$1v0gYH0mJ)BJ1#OA7~ zZIXWh5$pM=@k~cyIS|(MJLB^#sWeKW`mbx&LC|JPOF9E{5H2~)XfNYTewR?yZEk5QP{3D%Ws?B#s8gOQ7 zoWK0i+owgM0_hgfOWow|)q3Db|QYfd6@}f-I2)q{yZJ>SvO>MFXI&+qYlcQ0(>) z5hgG*UtInLR{r{TlV{vlO{#VZNYAI#a+H%=yz5)zy>Is3IRRq9#)MCJ za4jKHpK@1&MVgi=CrtF*O8?DUMA;B`n62j}H9LRRLDI_&a&lU$;XXGRoEO8{tXIK^ zJx89&wroP2{?+YM8Gh)-T*I*m=~RrQN4&M_YVIu((B^3(pF5Z@tmZK$t%eIyXWKs^ zec&4@dJkSG3uz>^d?@{`^t?gFCF`hO&NEc zm>`Kf!M7b2i`Q>B^+QxjnQFOxHDrk{Dfn}g*MRNN*dCCI&}RCFAF`=j6Ii)_V3X#C zU;xH2 z8^9inrpy8MlPJMkv6MdBoz#T*>0a5?@C!W(P~#9*m03-D`g$#2p<&8KYjuMB>;e%<5V6+@ZOLUu*9%}(HvE&dImV>QMp z%hA%#PG9Po+#;2+>5oQauLshZ#?I^dbOT;fdv+EJMoBE{rbu|EWGy1UV}}QKcVOY? z^Ea~|Qr~ag0eP^J!pRD3tNy4LITRFw*sc(=n3<1T7sBAuw>5rn*$Yuc)17PM^ji%V zulXUtLbIKDWEGHEVe4ry0FSj?2mMmtQ_ig z3;RzR=DwbU@0q9It@~ls*4tV>n6>%+$_RgBYEOb7RyPhg;#1z|=ymWog(H4e&!$5$ zoxGbw0wU;>uEF!}@Iysy3G*~bu2Vkd_0wNHsu!evnq9}yBv3cWNyBa!3*H6TJluFy zOwXfhZL6$WJFUR$E)K*69M84Q5hGG> z=?mz`US{1o#M*Y#rlOcaeXy+dh?-;`*uB2UyT<*0-tU(=|BY?!iPI%BM(m|dZ|jy{EOT2Q6S6)O9< zL6Bu+*}+MRFDur@V5sCS28X17-VT!A$Ax!%dx~!iHn|Z=0f7$Scl+~*Yce2( zO92i6GE2n&37d+P0Snro)LBqSqyk`~c=_`xCUbQ>s;p)bAoZ4n5uWEOuGud%NywYc zd!XFFj#i!#POP=NbBV%6;wOB2BqIOgmBc|`4es^_gN7^qa?VNCu{hy_C=jkXKZww^ ztQ)gLuM}7Ge{6S!oc<_!(8=?%()*-vbzK8;sevhn+A^r+euZAWj{~s|@>RIFQY{7gvr_vIrA}$*)GPp0>A=~VrSiGevLYAKOnKxtr1lM0w9hnEW)g@F#~>ws@Br#% zv4IN+uP)XW6%2POyi!we=o0QJD<93sVG0fHOEv9>JS;7e$l(vDNUu;Y;nYy}a$8xm zH>mHa0#XQzWn!9P#8&Vi#SWE@Jdems-ahG2l~+~*?&Lre7xx->GT)NFC`tGE(nnJ` z)!SwPJveWGSO(%s5Bq9Mr{r@sN{Fd)+2oAJo1bMQUYn^|+%5YY?`0o;5;VJ(OSRjD zyowx{JB#M#6DY+&LfT|k_cnPuivEg7Z7kWFt*T$QQXn92a>~NwFXFutcH*eKu_x|V z(BClz%dV>fYd1X``rqXU#6gQ8w>d+1gsHzuU9aG3-_pN|d|vq}2jt8#wES5u4OQzrO0J(@DrF`wSKR z!b(qzD0yRixJ6dLjt71WOVI_L;xHb3D;H2ZVymXATJ2=isHkUBy_Q7tVqm-mdUqfd z%|cM{K+19p+ZjvhqEl#R>|{d%JNr|cXU=#HQY+f0_;!^CB^Q6;+aF$l_Z%^U8I%bK zUT7`MC8#RRpV~Xr&x(AI59s(3@5`%k$~BfsfzwnU!-Um$=QGhx#qP9=OJ!=*VQw5} zWi(2R^prj3K*Eb2vyt#5Ly%R^)2MOtqh%c&1H>(CO{Xdr0uAlt_!iZE-!)Cjn8767Wo`l zrnGq*8i$7g3P_2buE~dWFTKiby8;=e;7`8zUKhL#7i5f7W>Bhp*1}5|v|Wp}*>S}A zE>69^^`YjXr{Z!M=TDOI0@~_jgd^{#DPNNtm`~RCn}P%Sks5}8p@L~NRCg&68r#Bv zv2QBfRQT0F3Y(O_Q2(XDA^wSt;pw8Xh~oMkSV}YO#M|RT?c1oAcifas8|rrfZA5p)K^tHIh|Go2@H$5UV#yYr}w4nt z>U4mcxAgOOaS@$4=irS}h72i~++=6CK|hgTmsqw9?~KOi-6n8({?a{&#ASlSIZndx zEDz2Rlf6%0BlZbqAsm|UZf3F@`}EfZX7&Mzg5Y~CfCM6{d}Edauyfk=y6F3JNK(%- z`}M+Vd+seeDJo6Nq|^{?*JZt%mS8bjn_zqG#ow)=wz=y>INy)e>daFI1mSZ@%h3C^ zET4bQzlz-CgNDU#DNoE!N~VMgEZQuO?A^K7XO(^R!fDE)$U*EpV^uuhwH=0e$d7xJ z*j!`b^*dYp8#xnI#Y6$hAC?WR?dg$BKohA8xaElrzR{kDTB)zA`Eai`sBYTON6KrK zp{ksocRn|zp(|_%Q{VFx#(?Bp=T;jb7>3#N$PrDo()8l5^i5S2(0skH^5IDV16)*Q zMDA_jGKtbs1@bxo&obaq1)+f;+-6L1`wcxJvonB&!HY)ICj8S8ZDrN5_4;o}gwxoS zn(NgQ_jErdiPlZ0STb>Q0O3+Sfn8pcD7F+h%LLjmZBR|d}Mt=aj z2|xzx%f&l28~<2oWxoLV2qG?KVOt}x!_`)CFLVc@m^UZgCNC4!m>(p7&A1EG>8s3t z9(4mp>$1UO{Vx#1f86qqlQ+Ps{kQFY#>E;3w^Xt9uDQh`=5v- z?7HUan9*@~ic0%+&-+*Q?Ye4iEt=*G3aL^tKIL9xehp?1cFg@*VvIr@o(H~oVcYqG zZFv2CsYgGF50+ADbq~}r#yzN{;JT)h>i|cVkVo=yY^`bVj`MIutw40PQmXX!&0FOQ zL`T8%i_N76OPJJc9>=AA3N4`cEQfnicBwg)^Xj^MwkL1G{rr6mlA7dcKzB8Qeh{Y8 zoqvvSE>xjvP}Tact}E3Z3-kI0x}E9oPM&QxW8 zyDQjdtJ63g^7HqYw#vL0<2S=4+9avXV6rDQR&(E@G^^__-OW%B-Me&@Y@>WQUAV$YXOxh=jH zoLK9CDeN3_q#8%t27Uh$b6T3}0CBp?2C-nv0$Q;6|fKJdpN^&w^IR zCBqAbYPKKV@iZOnd_Q-a`p2QX{6bwuQ1?Tb>Fl3Kx{Z9G#e_b;4kjMYm+rw8bB{^u zM&^!83;FJoed|bm)3YH4XpJ199HA^jXxC&!s0NnoV}`DOz~*XD$Km4VDU!o5oR+foJ*Xpai9ko-`^?v$}PAsKv?P3NxxaF{^orbAQh>WfE$&}jHInMADVfW`Z%#`bO z;L~|y$3Z9Fp;}E7vSFTtB+Rj^4?b_>^c&dsW*fVtX#MXYH z$E*OB>uK$4K?Qs2F-f|cL+YyAvM(=GIYSs)^8#sa50ay|wcg;oG;!t&#@}7F!+YM^ zX!$-6)H8S|qN)(LW?KEz8Tn+dbUSsvEK~|ZvOq{D|L9+4bKAopQ8lSV&n3ia+JuJ4 zzPlwLs@wK)el1yCGJ$tWj_^E0u4C#B%PqRHYNPz)K(7^Z7n&}Q!k0AxKQp$(wMIs<%K z;aurDXB6g0ZFZ*5mx*tzCZyzi2p1|63@kB2GC`J7MjxNCnG}@5)31#_148aZB zAF|X(iG;M-ndyZxg~EkCm1Jh83S}ytB^dtrKR!f`m}z_r&KI07D_fTi0}n}%7Uee* zGJ>cB%s}o?rUv7XY1C{aa3h&->zl60(t1FiyN|K;OBg|*ie>9;*^jFFAvUCDV-91N zAAku}q^Z0p8@#c&cILXF27~F}4C}(OBYAs}t%TdFuka$lgQSm5)P4ZN=N`xi(bv}1 zKKn2{BhP%EsSj>4-7Ef6Eu@1+AgSc@$)h@xH8F_`*74?T>Q|Z@6K}l` za540>&b=ENeJL~LRRIomVvOg-)xN!rGi+xKWZ0;K^XpYlHY>X6z_PkRNwD{EDhqMj zva04~9_brM!N%IENEMArsyK$7#Qf(u9<=7S|)v~N6-K~7BW^zbkug6($B zZ}{5uUh2u_O}bPZZNiwosxX(yd3k-dB@>Vk@x%hO3@c)BbDq2W+^DL))9WjkPN4>u z6K9PEp@piB_cT)55!sMqR;$w%sOz?jb-qEqNz3k=nOBdson*Q>{g1-C!pMs7PMCWY zm~DcD-E=-q$3Sn<`dVcjJC)?40afMvHCPOkOcl0}A2C6Y!AW9AI__UWkJf9J_4#2$ z>|7@GVj*)uAMFzMcczHdI2Nq8N->8ErLmP}yB*nYK73JNEO60ee{oOnC};WPr!E!k zLKh_LH{>;8W)33D1}rK$qid(|z@w0iZr3~0c^!k?p6jSM7=0)oR;$CxULNDuubx$Q z{r&Z?vGSs)(xqt#Ic!C0D^G0p+}0D%!XHl)y|a`>?|j-6?;T7VI0>8K?Ej4Byx)TG#ul-0&?m|LM7Zut2@?rfw~HGwIY5 zlX$Q-I0w*?HCa(tCamsIs+9SC@9*eZlUN&-(47%HcEx~2tAi0Q2(pnXV=tn*3{8D} zxst!t$9lrlZj-C*ruih5SLP6|hF-_eRAST*JDz4Ux@Gdu<~TYz&&#H~VHK31cpK(9 zioRdII*Js=^VjBgR&9Q@raGwfV(NPUt7$}RaqcZ=e1O(jP% zYg-=Ap!m*Kp!?HI!9#I2>F&21E)+^D@!XN&BFNAAwUTYAae%uKFO1om@$f|XxRmxj zB+r*u9~WPU`PJ%x?;D-iOnzE?T3ckg`qj5z04MTf&Ox2^%c7h;_PPV#Imq44q{yJk5|pP`a&S-EPRxhOc)ZL79)_6Y3J0^8 z>G*|Y?5aTNx#eGIK*ljP?={J~sL+X;TwH2zVSTcKf#urOqJ!D>PMHn0tBo|`c3k3#sY&;hv0hn_>0WsG~7wR(j5{gO3 z@d@XROEqTeHisZM*nQaAg^dhXU$6={}9LF1!) z=_wWK`N0qz#lan{P-!J$2Ka-2{zM^;{Rz$K5p32itlakG z(bGE9Nm;VDE~<^`c5%X-r5+gQcTGW{Xz&2wLf=W>)fvTW&;_T8^n46q#WPIVV;`hf z;?Qj^e6L3S3foVP5q|E3c)Bv)9x@VjMdVLjZS0xRudM)ZkJ(f!BgNnG`joy#7VlPyiB!@D($J6N$uBz=3zonX0sd}1$=UVc*uz}`yt7`6esrch)i^x-! zuxD<|*+SRkGlEQvf+g_`r<9&(?p#bYBIA4JbP%lu8>*gO4-F>7@IYUl8R19E;#*`j z{;dcH8(Q4u$3k1H=bO)c)nqs4@c0Nu;7{}eJFyw-rOMV#4oeAgwB(Be@@F?=rgl)ptwOJUB8$(e=oRBWg6T(b{?q9e+)WgyWq$P5EjvMU( z7hSRe;r!@OvQSmtJEYcz;+Z<1Dj11XKPBaFN-F`ER%jeJzv$X&9B$7)EQs9+--9wE z=4?KuT)5CwZZ!R_Um&jDQJKNqk&QI}DO!_2hwxeo?37G6AgJNc6?Ms;fpFQU2UdZL zi;5Wm3`LIY@g~Iy5#K0r?y`x#jd9Zyx> z0blW{#%X>i3TwR>*KSu%;6oroB$+04xt9bwK3HW0>7J()bh_{Mv2oz7=PpSnQlJH= zfQjquK51vPMO61#XII8$ST&L*Sy!PShrZ{Q*@Yk|jg5c=r|oIheOb7{9j`lBuSarf z#BMt_R8RF_WP^;cyoZY|DL8kR`*U>zaRTa>M^&v$zRh;~9qkJ=j($vW5v83uYFH{G z{va;XWlI~Q&Vn{`l+{Tc*jYdF4UshEe$Son z$@2-1_c~g2`bSJ*VtX8m3hl<6-|^zuyz(%tKqsq7PpOBD+?ywcSn2W;ra#)8D4X#w}8`sR?xRd<*8dwQ)e*WL(pD zAu+;3C$uQ@rvWsz{&wyl1?vd~g0++TGR|o6ylg(Z$E1PrrAz_4z7_0l-fzeaYXCB? zmfYHZi~KU;3I0!L)<-R>P}G^P&gxZvYT|5SwpbHT1Y{Z)^V=#@^508t?JlYbYvaP} zw;vpwCnqe&7*u7#zL3XZ#}S= zTVzTOhA0w)T+)N$(>Llgb2DHjq~3>1)q08>TUO6b)Jdmh7+y(R2&670Nek-_seGg^ zgU~$)8{G4v{qgjDT?Ey`D|B6Op)PI5))c9TU3DMa#Al%LJY#4N2HN3S^E{PLydJx& z(;)3=5bxB~Xrk=(b!aoS8-1gN8&Rz>UUS23!d-1Pjakt0tHozK_D?+;VQwVY*9Y%$ z)kQGEFzS4>wufuvls=Xv3-MQ#@{3PIiuR3vvKQ#l@Ct=%HG>t+JS9e9fq@6cHN7CF zs2MON`9=A7cf8sB;Ijt0PPgrn&QUEbv)eo9Ns;8y67%tP$$Gzw+rjtQ^Go#r3gLtk z?q+F`9=Z9_EmjsnNBKU_kS3Y19iZ2hB~-qCFz1rk_Z8Lqns@u_WnvFeX7Sw7(SKx& z>iJIQ{KI_F0hSZ6SlG`53!ck550d;SaRye@nPv08of-y6YYV^s?Sm4M5oIJeLJffe zDXN#f#pL0aT4mu(G>>b}*jA4qtN8$Vz~O6}zG=?gJaQgnyG|ApKhF-X1N1wSm#5Zm z7Ah8yI}Fd8v2^LSgbRw9&W|R1FP%3bWs`LnjjJHZh9o3BuHXnOBNi3CVH%-9Ke|*< z;$Yrm0P(bNt+)|v4(Tl*kC-h6zF{Un1Eo0Xw^Hh0LaHSDTuz=$Xh?%@dB|-0ps4#Y zq}%PB^3YB4aIw!#n)fHZLTfE1USmkQyh?23RwnIwR(e+0wHQ@{j&y|+j<1Ciy*x^e*&ho)QI;Vsp+o84EPVPZWLr3pC=o#L= z`;wHzRBxF{Qs=o9#&}?cv++b7pc#G~%nDEvJUBklJ)838%bE%58E?rR_JfNVj%@FR z@iW(tycu$eongK2^D0TSY>UDJf`2%XvzWSd2YYk3CwMmF_%M2ZiMR*;(zf4M)zFpl z=(!Cky~J9k0F`f4E;rgQlBQudq^k+Tt+! zMcVTSR9Arw?yqq*opZZ&N@>c;t*)t|lo&4}!WV7`CUB|JIO=wb?p?C_)wY8?w;zNR^d`;#O^l&j=1Z+lv1|f`tN=xE;wJ)c35;4?3xyG`WMg z*k5i_jxpZ_-aisuRV)%#cUXGar44|`?&GMt-)f<;wrd@5l;zQ)aqW*usr)Y>JhA#z zH@xa}9^n`^IDl0kaRD{lN=nDU<+Qhet8g^)zMA>mpuk2rqDD&M~t+U7!9#q&d~_X$fME-}JnAa)V$* zxKDp**ojl9D_{ag6X7Tp<|3ZD)r!F%D7u^krmreLvz1USXa8!)_L)$7Qm7X5al0`R zOIih;vtp-?O3!~;nb~~jgb#lK3r&)(WawRJ;s~ngYj`j!{+`bH(OUVkGZ15N#xZ+c zs%+hfJE(Thr->*oB-*H}iW>juVj}LeZhQZtL=G5zI{ekO*AtlRnFTbMEofSay5J<~ z=^E!|MCHnFIa@f~4QELk9;q87b&}&BjxhX#RH5oE%tn$iL8i04&jQdzgQL@{;dCPp zJv3wt-@RI3sZqCGbaGhD=_b6!FczOe7D&2Dbn4$J>@ng+HA7Ri<01nQJXXwnDaY!E8jo zfE><5R$Q9u0nuowDWU|7C~7UEFWvW|7sIIlW7!P=Ky#8TzHar#oTCDw!%}>~0I-)4 zMd;U<4dnu&01$;xFk>m8fHOHzx_N{_m>f*?(>2J44FAOG&(cgt&82QqQ7aCTK!iZj z4E0x$J;+Q=6Y$bC7LZPg$RC?6o2F|}w-ud{5s(9>J;(XMi{YHwvXLU+nW6`Y!4bd_ z04V}2X_twviYWFgzr43b@)2U#R@qmHyBu4&ICn8r7UVrqVvzN(?f?4f>s8w89rvZ) zh3!|pf_Z8ataPY*qw}d^*=h=NUsyM^lR}mVSAKE{2w1MQdd1M;B)juT)i2F%m^`w~ zH^wYA3-{F}u<-U>F*;03|FzeH6st`=NX8{%PnL`$@nj27Qe1tTvhy$dqFqFsQI0Vr zEY~2XC`BJ~R49;+H=wYG+Ih<_PeUh|bF+n_gkG|gz%vYS@ghpF7y4|9>Puke<{I&v ziwA}g+EagjhX+9c!&bZ)t9{XIzCLN$T}XOE!m^|K3%!MCc^^r47_}pgwiU&=bXvC$ zOGupWcQqQWrGKN=&^YpzkG^=ST1Tqdp*xsd{d?t)Ym1YlncGBP%;;<0r|9jKB&vv& z*c1`lm^i4=KBI)-gD`9H%|V5DOY8vfcO=7TLp2xYs5eNAQ@)09@!NHpybG$P7wHZbNZtOjsS_=; z>RqO_Jw->`_9$iONJ?_153Cs+1f+FdrxZxgxiqFr-L&JnslgLD$Dj&dOikperV6(D zhzaSELJ+3iu{q!H>e%jOy$Y3}=$bXv-PDTU;`*&(tYkO(z5R;?WA5@WPs3Cbx4ZoF zhAkoWUQJgn9o_IFN%c6*G7LG-_lsFGE;WnOXSgDWh~UoFz$K%>lQIiAEo zPNE(S+ie(o1~z)}O1&29b#gX~%hOri?hhL~2+^h{ma<5D@ri=EDJs9>mi&0#kWQ5j zy%Pr$QIh0sO30e3*CL{sYa!<}c(r}UG-X&Q{pGtPL+`c_{)|T9dO4giwy6`TiaR~g za3cs}0)c9e-P;&a`Zw9#>6h!E&L5xN&SZZ~cRi|MNloQ9M1ygv%a=sUn?z?m*8G#e zY}J*T&>Q+b~(*s)iZA5*&_qls~ay-;Vl8)X?ET0xLtaqVMg* zK-u;y_)mI*@3fQ(rBxT{t9|$^brm@I^8I+)Kbm*U(c+aBlErIgL_dqGe;+N>rG&gG zts)MGs-W*yPI4>|o`5CA5NH1S$HjrT{TK3LA)fL6VhFgEU7{z#A^lMG<&w5la`O(9FXA@_JKd;i4n*2`+cTNc+JU1biY0l*$DEJ;ruD^6*l*MIxo zq+881N0;*ts$LU*O0UJaO{iE;R3O<1pMo2)Fg%l87m5ilRth*N?s@1v74sQGVk4pkY)-JPk-rxH5`O-Iq2+3J?&fV<2u&T?%>^I!M zTXUF#lTvO{Ea*kFn-3O!Lz4r;L;5w1-yc3^JtP16Uv00Fhv{UA(G7yP27 z3HyF>l_dt=tob0lT1@nlYSvMNz$(bsxbroidb{T7VbTNfRWdG47n@rSk!n569SBcQ zv9YSuzJK-3pQ>|-*FKNlJvt{ayK(h`Q#qiEjz@XUpcX1)nzd--_oe(%i(a%>8|!Ln z+?>5+J{uKW`@*^6)7tI1ii(_sr4UGPFzeGoaX*fe8S}2-+D^Jj4*h%2#cKsqwryVW zowIaqQU_C>liO;?v@#e71F~;~G}6`~0kw8Sty!^pDsFJPzeC<1v?_ zm9?gHCd1yrM2XS-_c^Rdz9X23ei?VnT_lY0(D{X+=-dyEB~qC;;z@&xE0$>*2go!W zl!K40+o5&93D$kG!w@P`jjaiWFZ&?ERPib6el>IQ+Mc?fXswz#aXtqgxpj(ZYapwI46Y-WV6> z{;b3>W4SzY;B8FvS(#*XVvV(HiZ{Lvs36O^$g0~2l*X9slOc)wcQcKWNcAXJh()(eQ(YFH7vaR(gIUrg5)0fh z>*FJ2H17&b0=PN^zGZ6g#KG!-CK~sq@=gaWF^qmgB-4J;KgB&fq_&voGl9NpnFT$?uRdv>d!jw9EzFn= zW7=r(k&bQO`mdgP?de>E|~_jS#6vF6V3`*qWhxD|LF#~xcx zLu*+(z37pHAGAW5ahDvjf2J-%4%RGENCL^qIv?(MzP5U-bD^*#AU7SPAMCAl?|c_- z15DVjhPV00)`srad^2Mm*)GuX649Mzuc!aSN$YW#AI(D^N`eVAAbiHSM9b6DN51P6 zpjZne@B{*G5wQ~<{Jmk6Q{pF}BAc3YRqf+A@Sr|sP2<-k$~e%2FX?8l&)kHWMRu;50(Gh#2Y0 zlNsA~db-)EV4FzckTk2kT=khzRKME-gSrSZvnD+c;xU9;4D@z3i~^CQfA7HKUI^)l z3QJ?^i&^)9`j2PS9nudd@KV5qBfc!wVx(nBDvXH=l2CuLzt&k9-NJ#b?*IV@lCW$= zajzR>k+0H1pId3RE&VmF+XjoC<;H2xt0}Z1nY9hWl-*Z2Or3s1U;=swPJhrca{%80 zjJJ=0UG{Vsmc+t-|D0s$^|wxS?($@f4N2wc(mINYJs-n-f%FOcs5+N+Smo@UWKcSrY6)j66P61IZqWG-7>xf&KP)O733 zLTs1#OOwB%C@CHQm(u3Jrvw-dZX6-QdnKytSXe`kZ3>{~wRO$t!vMd!p2L)ofYp{avE!Obp%{HxqBqLsko|HIsT4OzYjM%1zfsC* zNki$t+@XGzMV#p`v7m7wLWc~5lr1te~T zZbdUX8<0D%l3!)|1A8d|m_SCO56*l%lOhV>Ues2I!JO(w!kbZJ1s&3 zqUvjyZpsK=271Nv!Wym)a6um-lJ ztY#<@)=h%a2mKxGX<4_cPgG;pI@39Qz$PI8g$LMqdj?U9ZpF&ff$hc<hL0bE$_h#`k>}5vwlMaO(?$kMK88MdFpw#HW1tbAg)LJ27Sc;m@qY0jYiRf zEqjC&>`#%H@64ct~7sQ{PkjsBm=f3{M!+ z;Bf+JM7SLShwDLD{h}9rSN`#FHKCqq@3aBs8mE}rY09#tKKAEsqWz+suS8|0Q{ydn zqYm0}N1z~bJpcTt%iG&Xc|f-k9Il>wqdqvT(7!*lX0CRkJ^fGu zMmPoxS4(?Q2On^@sFfA8A{2KD3DdER3x2>e-r~Sh+tUuP$&%tnV5aI>M=ewk05QNo zAJQ9zJ%${I&~EC3_|7xnMyWuuqW(S}N4U7O5W7g$;j=>lsPghZjIaEPpV@1q-(h z95doUn@2XG2!;i;!&KSQXUuQhaTpmw3@wmmd<%wm#(D>VG9DZOie~>j^n+wCdhMfb zCM*|)*)xuCB{={4+&UVwCmE5ycNqbqVPpZIJ+d@-3b)SN#$FCE;6^J$7k=au|Azc9 z#%2*H|GarNYQ79j3_LviDDdXif4{kwG?ch@;;#H;+TgS<9nzHpK=8R<(7mLa--b zwMa|7rNu`s`~+hhDi=qKXBL=$Kxwo<%T957jd1BHNb~<04mG%Xdw!4kDjQp6Kj;J2 ztr^}ebl7z00ae{uw|H{a79@5Amw*3wlD*{kE^XYz8XtI@0zCC^$V;tm7*6a@H*yEZ zUgD{E{zui|N803$8bOb|j$;Qs^55->>KIZd=Q+y!&u(|)e|Ed~XWj0s(m~1KY0!T? z4R9#;77C#ibn#3l^S%#NMHW{Ml;I7~V{2W!>h3)1lyX)aw7Ea}H{{YF#X5`8WpFWc zVJ)8obT})l7vVz1*-&|mYBNSsq#iv9wF9p|^^aCD5IgJoVHg!c3=9nY`MN)SAGNSH z_un^%L-pi`>cIT5u!bgS!r679aT0&3LJM?vbsQJ?x%G)C%$>ixvAWLX-ZN=DT+m_b z&N1`9o>&5aOgpXE0X+YIy)p^orV+S)_fJ_opsY$zmffGS!1P3>hU1wa(Et1Wz(7p& zDY8~N>we$?yFGaRma`gwpVh!f51wgfJ`je}{?}7M@AJ_{-cQAevbGL-hl(xk;8{T( z{JH}N!`93z()M+bH!h^}p!2Yys$P44^Po_JC(KZQWV|Ti`+!i3!~4^>NG6!wg+keM zk%2zp?_&*1r7x_|3vURF5syEhPBuWLrJ7KTk}}R_dInGQp)eCX7ock^zacwiP~5%% z5`5JFmt_5hv=o5(c$8?LF;ZpBDqubPC=EFQqwGC;oAZyUdS4hX*VAsMZkIJMepc!r z#c&@VMW$6}Z;DaqYv^_aCUz)vDktll8Z~-9uiEZl7DtNS^e-zAz`5l0+x=2tBHABn zObRTxtrIfw35uD9RS%d~f_=`sQ9fAIEQAl%PV;nmrVc>cF#cKihz{r*6VmQz=Mz4L zhNJ5xw|>p-@_?po&5B#x)e=)%Cr=BQ*1*})=jJ7zYj=zfvT*uE>%D&&FNu@iDq^SaDzmLA zOlz*pRa%=U)_q9;C;`&_b<(SdCcQeR*^ra#_BWM}y2I5|cFo6MW?0U&Rf_U(v@ql! z3HKQ8vig{&H4*>O;FVTL)?1+HQ9XsqoIi?7^O%j zDoPbm0a1tqL_|coih>vwl_sEq(i4!Tw9pX{f>Ht^Mg>G_=pafF5TtjIo=`#{#s3D& z`+mQ_nR|b8=gz$|IzygkpDkz4p8cHNQ@YBYdplF~hZ-1Q6<0CKisR7L3lzPd5Www0 z2%-akx(zaHUE27o?dzcUGiLE$FVVkV%A!G7t^HsX0}>%9Dj*=?SS-t|dPAP{vy)6e z^#A!5UA_3Hf!}q22H;h*Mms7B$Famx1~0k|e21lpfE!g(6XJi?z%uLA-4#ANd+nTt z>So*2zfBW}r4`_N`Uw8_=aAKu+1WFzt9U8kjWj@vVFWMopohDW2cd(c@mkAqI~E7!t(u zN0L&%Sy?S()q|JjL^+3^{QK@KO2u1R48RqSkuvmmQ?Lj@?XQK+k8gR_4z*ayCzTFU zkn6CrW1@^|K)MHjSpxfr$%rL{yA6yi@QZ0?CUs_$Y@SsVP5>rA@&1H>S^UEUc9a2P zEc(ko4~K@eMi%@l$m7+kIO6QTrI_%DZbZ^!59PJ+%T zQm!Gn^v3>Sd9fT$K%1cz1O=d+{!70|llR)cD`Q7_vj>cJXfXi0f^Y{bfjR9D68`7Z zzHRp#Oy`q@CoKh2CWt`?6s03*YQv8VOgpi3;j3AtRAXp&S?$t}DkpUFo~&(%d}pa>o|Wr_F8~n1;oGUW4>& zR+PS)4hcCXj*I$>cF0VrdQYK;M&U1$(*-+iZu+&P6?P zHr-*Yi(Z1TL1FvI>pvlQrijgg_4yAU#LlSnA?rt5H?9J`b?J|swl3N+VxApc-dl}r!={WkGW2NU%}h#LVj3`ZW-!^ zEf0RMB)_9rKtDhD{uAN}Wt`N6=?U%`Q`z^z$pv||Xx@RCc-$f3cReu-k-iZVYJ$;E zh!5CTNHdU)$XhHi`Vp&3Lo^k9_28P~rUn79P|yd;mBDGSkLIG8bsB@vq;(f&)Ve>< zgT4U~fQ?6l!Dy%y7-%8yqv}C~=w>;S>${eh&ku`93y{d=R0o<&+YP%6K{tEfcb2z{ zq9Rz1v$cwm8p=J`!4#R{AMaj+I(aLM*5BH{+e)qfMZ-N*cSk!wJY})75%!W2qMQre zQ>rvL5D`vCLAm~)knd`M7oukbnb^>K2Vz;?9ZWw5lS)k3-Ef**sA%u0h;K6CnvG)JlYnlIUwU(& zgzp^#%>c2pWTnoK2qdchQg43YOtzILJ5J1acHVzi4?Y3R$oxdy`=3vMfq6ET4M>ZB zX%Q?Ni2dgpI2q5NlZ>4$J-w2{cg=PunN)PY($rKhSKPv?ht8u-_^nguZW21ax1n zp2Q^kBYX>z;;C3k_^r?|6%X9zR5`d3|7n_K1CEo?HkFjS#fMCGL06e*Yyq-6>L2|; zfk`{og+tZ_fE3#GGVO0!hV+ZJs*2sl^itRez=1PL`CWvrMWj#$yJz>O66bjzBK|@? z#xz9ldW6YGUDe3wZ1|0Y*5fJ<2@Z-u2e*a{KR$UL#?J%X!P0-ODM9>&2`umFxsy^az#x|^V=A*ih+pT{> z%U)Iq%L)8*=)4^|N)EvWXNkms8Z${uz>-Pq|j(-21D% zSvR?Wa!n9sdxKI1;954@bmOj0+LVfX-N(giT=)cV*ij(}4m)Z#4?EB_6V@A@>6H%sbp?OSaz9}TY!J+P2}d5SW`7grB^j%n>%zcFpKgKE`7z~H$ zgAVuI7w=3a3<9|_w!*Rs@QdB*((R%7Kw?C@q{`}gQ80CZ{6ozq2P-bGq1fj_cIS#2 zJsW|Tp82&m&GFh53y>)Ej|iJf)1$`;L^*JR5iJ8`?;t$|{lhx+_qi7Uq;#zNLnedzrF;e_b<@)Po<0mk6Cf?m>r zqxuo~Isg6?LWL?PO2m->7ajWvnFD*K_J1D95mt`W{XJ>Be%rRGyMaIiGA$oR=l*k4 z2OujCfvSdXYY_a^4#da5*hi+nB964SSuNN>{;OK-e^fhR_n?rp_`fN70ku? zn_-6ODY}xiCSslg%*lrMcy{lKSkJEbCgCuCj9!ekN$sT*80yQr#pHaSOU=6GSoJ%V!a#=go)-qi6EyPe)Fg%9lo8aMa5i zsJJ`!WYXn3ISraF&_v5Kb>^>Sz3eXoLSNJ65K>5c2uLMIse*SLxDfY9wF~#Ey{>H1 z7yfw^34{U*?NWPv9EnZe-y+|*QukhR>=qd#NJOUK5$hG7*z&=Ao|$>2Q9F+1d;cKJ==$k zIcpKbMQD$vD{)IaP~e$m5hH_$_fKbs6##_kD+W(y7r1YNRK9_P;Z*Eu5?zZ!lSu9{-|{Dni+Q9;ghr2jV`y1vfkdoS0yO3N z9l@+5t}OQ`=z9}5M9pS){=I*>hOdS#ke;{DJ>91Rba3vR=hxjwkCyu~)(RcaHAlU- zq6xzas*H66?V?v*Wvjq8=|YIRE&Z7WD|9`wV2C;lYQI3D9`WV?iY?Rt9A-d&LIkeO z?DS;DmE;TrynckX1-#?id`AIofm*@o@9zi9!h>eL$!|A|IiF&BVun@GtkXklU?N6e z9ib}Hw)9&vc80@k=>80q1yN|Gx-&4~tZkTUAPRA#tNCz0Aw!_DkaUJHW?0o^I0eC= zFuRIO(3@!Ed|Cv`i3dR+yZ(gy>ZuM@$$N({R=O&FJC?lJ(?Q8Gq4dT}$}FQuVl$S* z1xwMsi&*q$D5GnR(F8z0)oMVMW7h^hjArc2=4Tl}GmD{r7`**GR$ZEsO%-y3kNFh{ z_-9_SE~^_I%Q6D0LvtYhFU#qT9h;j!DzLUQE>pQ&bP8r;jND!J8U879n|I>5Y#p5W@5g>{8 zJq)H3(UezfXa$)i;M*t35dL>VIRxgw2>*2W+RSxr6Z&&w&R}$ninjn_`Aqe z8Iah&Ni!MwYT5KIh*m?4p&s+*|6Pz~U&b`~u96QpLhyfm82ud(k$h9z;IM2ObYBI9 zhnRes;A3==m=e2o=v82%p1SdMx0TlIvc=ex|P=#UPjwR zx%Oe`mVZsx+iK63FRH2<7q6C~^Hr;4x2rVx-(?e9ev73imABQpk&L_^-ZkcYjP1b; zNApd%9|LQkax0KcuiU|{DdBNC-v2cx4FXvA;=;`VowNIZCpI{(3{VsN6{p5o9$(txe;p1l>Zj!eoTDR&5d zLo562hSolTwZUxHVe^DlD&;4{8_SR@pZa_bUXTU_Ywf?@VE*&d+(GYxjHPH_IE*2T z2M(lLlicV_fGrUJ)wKIkOgl#QqzoHai~sp51Cfse6y4aRyhsJA2I=CWhN;QK0f@UQ zO=jvhfW7!bIqC= z0XZSc2ry6vd;+C(7Yorjq=tSiO_(o^aSKR5rdUyB2nP?#On9?_`;1@n^QdqBtTB*t zzE-HuFvz0y;nrauRR?aLc25$0W_iGjyoH{iVwW^JRjGE33?|Oh$PByK{hdq5+TRS^ zd|z+-wQ&&X@$WT>TM{rEqd>k3GPt^_auUc&H6$H0YvohX6%}JZ<#%NvnF6&+op2in z+eA+NpAZ6&eW5@G)|8=d!!~xh5~yH-mr(WROgv42CUl0^&Nh$DTv9 z0%ms$oH+0S<_5!dN=x$aQvx@xuus(Oj4vSIY%#?x6G+)Nr_pmOBg|*-xtod0=h*Kv zvQrU@uc$mAGNbY5op)M6M)qL9H`3I@=&$g0!s1u33Vr}y=c7ME{7AJ!u7Mw z*p8iP&}hO)AmR>mL%IY>-vA_3q#ef30Y*N(d=5}e7f=nK2Y)fG8w>b*oItsO?D1zj zos0t{!T=KK{?F2{X)ko+3s{zH{>Q6yhLAb=`cKG9k4*Fspmbe#7s{f2UAx^^<2>x` zf3=E3*K9`t=(1v@jHj-Ex!PzvRsQ2J$Of*+5V9m+Z>7aF%QNUOh8%`+!@0*Fv1Fu7 z_+3y_sqRn%=Yj}iU71lml)nWr{&(1-z!WE+Wr`v2cL+!;dW!Ianxw2;nMi#6qc+Y@ zx@3NOV#0#A`fuV*&r-Qj&Bv!k2ARWdWnz#oBR4UPO#r4S^!Hb?kzAID+n_lPCvRffREZsMtS&X`4s=k1?G#Jr3-C+`3{ zvR6=ya0ZhD_CX{TkVArO%h|E-9N7!@9YKB&)Z=)Ecr57_a@~2tyE!KH3}Zlk&d-_O zpGQw1z(iw&)(r8s9)*5~lAXS-Oul&P{6H_*g;iluTG zx#V---V@tC*!cmC+hLXOE+;3PFQR-}VyDKBW(ewP!)C!dx&C-PaI*mZH`p<|_l9zF zKxG<1+o%;Ac`H5DHCd&gvuqd6KAQWE$Iadb zUp3B?Rfup`PO=a^@f3})V+HJw-IALNgOz{Rx^?D$lYU3-$%( zYDpzP|FBxqg*eOcFl?qi`|ah)7f9d`{AB1YX0E1hL*xz#r8cQ^8__}vjk!6lca8Hqr+&nNgQSAYqRmj+8d8_VFDq8?N=`bYA0+LnBOc49|jb;5BSF&)g+Dg{VkF=M(dY#32_}dDNg5wcmo{!^nLp29(lN@w}r)k zIOHp$@!`ov(g>pO^e>_8IszDUjUGR`r;Z3LbjKLaz!I$Zs(*OM`(|EdnJwsV;!5lH zS+aA7qfXg1NCyCTSDAFpjqV}WB1uXWCdW0 zLVA1!s$Rr{7%~XXhU$`PeIG2f>JekO;K8E?rnZDIx^H=%!sWh_yJrFJ& ztiKL$z8dgbeFESi9o)UEfqR7|J-Z<0kIh1oidhwS8~o5czo!cMs6(?ZB+yw>n~s zVB%fIt=~$+#f5zwIqcg2SwzVWz(IS`@Q)gE9tphZvcVDyIL1_X0IeIMH_@5|;tt^E zXAQKyzc8=J69&)|z?zEMEI4*;dOTBU4)~-3J_ShgG4`)Uk^$!PE=3m1${)?+zDS7O zQv--QlBVSRM`vOv1ElS}8?pRH0m9!uHX1WG>I(;o3-aHZmMOHSbQtvakKQq;(1jh( zgt+^GA#X)&v~n^vpdcQ2)Cp8K)3r`!yF<5iQmb2yyFA$n7CN%>`%n=?M&# z$qc!6)Wb9mPKCdUqlYH+oM(fk1TPwZ$LT{9xF9Z@3|2>-*=>3PgX3!Ber#1dJLd8y z=29D~4!il%U7*C6)6al<*n7Jv9K&u$`3bp)p(kZw$hRoFHJ9PLaK9N3f1j(sHT#QK zaUH~+KvRNMA~$#e++`|r;V>p3eTSi(`u%`(ab91rP;Y{2%o&83t0D@m5Dl>a=mTJo zM0gKSDv&To|2!%GlupiiQf|vu*A3d_CM@rt{t5Y|LTgi%Xj>#Ir4D>ilLd?rKvT0zWOnQ%bh+Q09@8Rh(4&80up7$EYYm4Jdr|30}kYE8~q!ho5(fX#!bDcxs=X_>qo>Ug_Y1_iW4H5lxtkHgy-{^VgZ} z**e4Ghra|%t||0ezgaxDz|>Jtocy~~eOKmlE7y&jDFR+qSC{O3-f2p(qi+xOtkyfh zIhZnl8%?&qiE0|kPy1XqEUtuDZ6?%L_?tvPaI0z1`&|_KSV9=GfQ2Jr!R##ZyX$k~mFei<#lx%!0l@;upL^0+@A;a7P z7)`L1J>cl)JJ^pa2D9D=0sop^Fp4yKE)_kg$=qYB0F0ec0yWRkV_IpAzvXeo@KWWp zA&AC40$?ulRm0y`sfb~)v%d$5Y$Dqq4FF$64soi|gz+*p0m5zQ#!dhlnVJAotdlk? z7Wu786ulL(d-8~Bs?R)b0^;cR3m9<`)}zh{_zn6idY8(7fPZYGNTvb-T0FJoj{>1f zQ*R&}g7bxc+W+AFLN^v{EYAO{!ew|*I37gfNMMMMQKivsewkoen0y5Wy90EW@Z&FO zX6NzpgBW>`O!fdUf^uhk8UpnEy+fjb)^iJJm%qnKb!b{kZvxJQzlH|H^Zz?T`~SGN z(oE_a!O_($f2h*khcYjhj)rdW)z}Y+;D%x{)ij#29O4l?tj%md|_|fg}|ZvAmWw5fL@H|j^o)O%V%cpr?CqQ9MaK>(F3Qf`|t8;R%Sgm zQ1gY=N%Qw=r*=ZbOmBIb*(L7tJ&rM=9 zq3Iy9e7i9lB{O?Dd=%~pqS6A+M^GiDE#E|+P| z+Z;v0jNP}b&K8dV!Ax%^GyUn+`3wHURg=xQlcEDra#Ur_%-R(Kar&xP)D9l#>iHR- zw96Rv1&MG1n^in=K<)^hzL0R3SKPkW7tn`L*9ssF2ZZF-R`E|O4l%yBdCO7~J&5Gx zYR|#fZ*`qMYb0lWat&w|La#o)C}sl#u1r3e9xl$e*{rU8_#PvCTso(6*rlt?%ajsI zEa_b`aJAPuWDO~%!pA>qRZ8E6cuPyu_{XZ^88XgX{S@lJZpnycJxUH+ z6`JlUDr}|5;DXCeItonY3_A;Ym_F9leR)=weMi>){*ZOtsA>oekAM~c z2>T>ojTp)p^(y6a)u1dz)_LT!rC*W2Il;5|I5&Nb}I%)3@$v54)gC&Rt1NSX6*Dr6X6E~)u) zZFS~Fp{I~-prffE=R61=O3w#W7=)%Fhhp;}+Mv(+5757JEAdaJ|oZZvyr?RfS{ zf19_;EY#%@*wZA5{Na<^>(rW8E}4Po0?Uoup(31#Y&&1{KfgtaHt;+s(v_l+SZ?V{ z^owk)oO=GSMXh^8wHhD1HdJ8bj~EdmF4pJ%SXAErM8V>dD?W~+B=@LC^s~;u=}1Gb zI|NPC5qHG~jjfbJC5JGhec`*O3?m%ZzSfAArQT|qIp?&;k=xwA#g+}6Y&c;1_!?mO ztr(ih$gIA)Xt}&``CB{K=cFs-tIEk0-PTlb2&>5i57` za@p=c>j{@{na(vywB3}ih+3euX>2F1)#a?_(9ZhT?WEXC$Leq`&qwQWPRdj+4?J34 z%bme|U#v&)d7F&cX+SBDmn`-5l~V=%y&uRrxL?MU`c;W1`69GH$ZC0_lYz*rdB^Kj zhm7|IO9hXjO7_M0Ue0S^o6+$BSK?z5p``T6CHE<6qgoS(KbkP2##fe>*Gf?W^CISR->B|( zsBJJFjfVU8(?*TE0L0h7Om3;`w`rB0lm}eo)1B`FP)XX3@}Qr=+#$+ ziO}juigQ@1#~{T*k*m-0YWQy1=tu7adyxqNr-EbdV~dwor!QdYu)Q#{MR$b+O}(rj zMyun^{9@ggT?2hh??qh?CN9y2N?MNi4=q9HgCx}u!iYqhGyD`O@#VYl3Aqrf#;{wy z#lnbi?<>w!G-daa!W~&x9wVS2+H-rsB)DF1|eqiKyLQN~b@nBrZ+tg1mKct=We0Kb#Bj2UO4A zJK+#TcgLrrZ4{p(SqZj7TvDYYmS?RAx6dT0L`<#SPSQ+w%@Ml$q}7OsZ(XFwb_aRO zX8lP z==b53PaECMh!33e9I#5~01HBhYjDWar3i(u)$5V0@2d$%Gon5=eM&8yN3iUB%GgE` zPQPlc-O=fz(Go}TqiWMMC^)JtMgnDTJ2XWOgmR+%NZjV|lIVbT68gNuk1)SnQnyrED zfSm7`HIL;s>uY(1vMA*0 zaLb&I_TQs%C9(Ky2t!3N5Ve(dhW?hJOlcU!1eIC2jMyoMn=TA;?Fka~fA9UdA$kA) zTVg)F5XR$!59i_jb`L$amSJ9T339^2)1Ifw!$zG$vWQ6F&P{3h#CydXk$KJj#x0Jh zicf4!EZZ(bo?GEQsvc2DVR_-6JO)&zKL2X;)-p%Z4r=Y&=4@^LS@_}8;*5lwzgeyoazszK9RiKGmm}x540uaNQSP_~t?nBN?iirH@8%1mJ8y8oe zE^}iNou0X@<{^MOT6LPCP9cn57~)y^3E2wBt1}KAnqJEuYqhFz+c2SNSga?L)#&dP zHK5)Howr`5XegK}e5m}=9nM8>kK8dNTQb#EjNoE)36==X>y2Wc9;RH9f3BUS+7sSm zoO*t*3*qyApc}b`K&Z0~=pxkG#I<1W`y=xby?s~9^9z?H3rjh4`kRGLL{Dh$ zkrW%I^PpbYdX{-+rPw^$YV8{6XJ|auHr~DbkZQ!};AOOzv_4KNBbHfkv{U@gJ(ku_ zzo&QQc3;==%1;S|^IqKxDZ!zxMvnc(IQd>A7 zZJa^0L-hO%iXW-Sl%o3(msb$KtG7a@w0>%y8!~~ryUG}TgCpnAGx92UDE3~M9qXQ1 z`S)Qx@n5w*Mhc(K#mdQ=)C+62I-l=uk${Dgy-2O~Db{0(b8DmMc|~45XZsyVNj~4w zq`J5H&kNdzE`MAZn?|Ncs1eQQae3Yj-4(L<012u=$Eszi``1FN6A;$v$!qU}M~v3c z77!|otVn-V=9T5(ISvylm{!i{mgsrm@a)ju3p;gBc#9^!Ek3|0JiCJL@j+Z}UzoqN zX!udkVNdHq4-${4c3A&H2`5RDpU`ph3yfX1$n7sXXy%y$PX@E{?U!=TUK)O`H=*<8 zUL1AGf7TZ@Oi$1dVtgNDBOQoO8M8Vw<8!RPdTke+%;BBBF9B8(_f%9%%taIS`omi2 ziTcC3BW6nPG~!a6Qm^iv5Vi4Ea;rM&0b-;ynfi()p0w-igx|z!@<1Y1%GKLDgxXk% zUZ%e47c`%PG(->uA&^3dlQrbVTBdLsr->f`$^qN%a2$VZR{*&u+ZTA+WiZ-Tx?lEz z9Pod#WxX3>=j@4*iuOIgW5_O&mlUlOpT_m-nDT4;Ez-&?GWPMgvMNUbx_%h~(uHjY z0R6O~tnFsR-ObOvLr&>v$DHE=8J%F65lZ(|4HLc%Vnhwri0@2Uh$Uc*Z1F7dhIwcwig`$=8PnO63NUOz+{&Hl|px^dW8pl*u1T!TtTk&c-)&gWp zqIrGAcsemdT+RJI`3rOk0#u5_<7Q9m&J4(~xGZW9hh1P#x_5UqZEI6%=Uw}^Am0lV z!9w&Y@Ul^$UG|upYegT&**iL+Tr6 zIYegGDC;rDAsvWpp(l*h>vig}Pz zYMs-)F`tnZkuuC|Pg)?-mPA490#y0BF`F&u86Z-VELBG}1f-d%WYY&ZirZDsS)5YR z=-bC`gm%O1dphj@dz~j;IdgXll7^cvO4(vXG}SM~EEk2t9j{ z(aEABuw#v!l_PtazKiNv*r))A9LvSAIMqI8{Vh7o2x~w1*`cG9IaxL`$OM5sqHT zK2jZ(SoSstiPG`I=AnUw<*+cvv##@#S5bFzlc>NIc>!N;9Ki@_w}Se+VA& z5`R<;8!CPO$!4#6Riwn(Ghz}(7Hhy1d6B%IqE5;mPE8(D6!<=qKO@+tE2-=mSbII@ zUnEATQe^W(PIx4+eiudbnt$5xYb3gvls8& z5&xu8$*4jW+EjxhT?Bgp0pebAWv*~QW9yjv#M6szTv9HdORyz1g%F=_z*}37VntN9 zh%qBRj9V>R2odVHYCc~5@qSITTF81SW19|$tJ4fWl3_1#;^}xvu-V(oAy+*#PfJHe z993%Z$fU=k?_vdMK9s3Z#P)(+Q0V0=S_%d4bky>{bR4`Zp5!4Z@86?^2fmWHp`CE0 zQ6BVZVrtyIBGq`o_)s_gOp622+l%8bR-P>13a*eisD|E#lp9_oRkC++J67#b(4ZvM z@Q}b0z8c8+k8tnG)mfxAO@fjLVpNGxk-^Fb>$2THsJ<`bozdIt;5BJg$$9sU(J92X zb!~D$@^FoN{;=otSBs;ADPB~&eG&b2TWW*n7?(`~2U^^wq_gC4lpJf~1EXGi)iDe4 ziYURr*dGS)#`xU5)^h7rAs9s#k8uzNumiQVju^B^9tk~5v3sDPpg6DMkQ?ZQKdwB} z+*oydOw4=+F)v6&p~JA;DhMv0j5ABM7x!~is%L~_`p3s^qbyUjN2Y3!ed;xXdx^ca z9|mCw`kexA90RtW@VI?FIcZ;L^pWS?^A+KF)1IlJn~?d`9%$u5JDNeU4@D~ z({38vlwD&tMn5^WHM@zN{px%W-d|sSR0(r#y>v|A>sNw(-X$ZbgKCn%0BzsEn;RdG z1*t@niuDB91@;_1alGEkJlnEi?6X6lAWR%?Ht|+^oOC`g;k!#6-VWORH;H>KbCcr>!^MT(?|#~Nd}pi}6t%jsN)_?uCaG4>vo2mH9m^GG1m;JWKUyv|1EQ zlhdA&McZY)8%K1hNwSZBtX?kCvfH*oZ>OI9t1E^(glzVV`D?-u6kH{N^~Hy-jx*hN z3(AqksVBrUN`ExfxHUnubWnG^Pt#)y2B2El+IDZl4rg4UdDQ6Rnd{>+V_{=SR6Ouw zHbevu%5=Xe({&-~j~*!Kc4}ANz0uF*6j&-JdP-9~$RUYBq8_3hprDBfwGXbkms)x- z8dQ6FCmB5%Hf+bO$7LJfH<{V1cYrL@F(5DROgqJ)&g6=P#f;nTm!mERqizWAII7g+ zw_(00UELala*EtBsfQ`Qb*r$=A__8 zf*mktA`x{~F zqlXI(&IlA}+~l7;;{2R@+`C`GmTi_Q8o0ZOHGZ3hvHDn+d}DXh@8~}GJ^(7zhR6TcUt;L)8ZnvWrmb!U`{ik?GMlOXcaA~r+uyR7~skd=P zcx#XdmDrvdb5eaF5oGY`4SG#haB$8T49$`_RifJXMXRZ)0kaU(n+()%zAijm3+FBO zO=UY*L5>tj+@GF0@u*2@`}3&9B>M4EVC-yz@gEdQxFWH;V}4#at-^8Y`@z5t56nCL zvv0Euk>Vdm35sY(=cgJF&_|Ne2qwTAdVha4Y?oc=9?j4XO3$8(>icTl=;LRhYEj|u zoFAudX&7MCf}50;6nWyiLnIHaXyL_0;rc=MDL-TYY-fd(_idu!{My)}i1+@sm1awm zE+^%heKUuz>hp^F9Fa6SsI~v@QQ@N75od)Olv%3WTPqPlE9l-*aINaEabkvCQrjDm z_j1p%56un%AIr8Dv$ItWtOGk1#mSJ==5QE^X)>eTp>oxI&nc zG}>K<;8iH-j%YcmYA@?#awTF|aDE#)6nD}G1Y+zS?Mlv}gfg~aUfRc#1S}2C)IE2c z&}!df^4xQjVEq$fYniK$=;zIf0$haY*X^LBw8#u#sAa1niAqrn~D+|iKU|HhzdKSuiqGj=}`AkEQ;%k~P zai+zgdtaaa)16Ag(c)y<0LwVIh#bF@IP3$hgb_`{ovRppm-0KJJG30%pSVx`cE-u5 z_)T!#HSw;pizKCb*p3xvvFT&o=7J@0GnN__*K?J0A9KRR*cOp|lv#4hZt`mDFeC@vU#5Fv)7Y(_#3(0Md6;6+AARS%MyS{{v zGwo|C4l~+25m>(nk3@KcJ^Tzph`A8;N6=4J6vNQGu0GDSrA2p{0Dud!(gMcrq{OxN=01Ls*~Nd=G^7GzbWK==Bd-LLAu>D|L)ba z?I+F!pSUTT2>yOmJ@Z{%cJ6+cud?pB8~c*>`vtjSS{^&Ll28Q@pj_)QF!aT)$mIJ& zAmi69vmo^jC1>y;!4*`-)YetEVZfgm3J`{3m#@^oqTa^~>cfn+SwkMqHG%~sX5TZ5 z7-oTH0`uq9kl3B}yp9c^@}Z;sXu(-cL8T`(|C0a?ZB(Y?OI+Q2n z_!CmT(Z&&X!_-E=SXq)VYoy41)BA3LwkXIuSH(%i`i~k^clAWbQ$O-YSGj98*KCM^OXoN zTCOEo`xo&nG-RH1$|l7MmnKs#qVM%D(Cv*S8+bO_*c0pa-d@ed#0(HDp3t$>9-1v{ zi)o6leHs<9_Kwn-{%LL~4|48NL_t+Ss%(ZfD0cDkH$6^F9!P*>GJeqnuHLvTxSSIZ zDG{wWxtY^Qwm59%#(LW}=qNvA!%ic%G=^H8{Ol)$*~4@0%FW;=-P@!Du?RR%n#VvP zB%r{W(lDi0vH3*mn%%h&-zJu7@1b)E&u#c2rI)aN#xQ%X``;NCSTs2H8ryRdUeI2h zzSFRWaRD;_GJ?}HEMZPgauV&@#t{iMF%(|BP_`~fZM?sNpLve8Zy$rT>V>Uygr`dr^amPdwzMvOiP05pb*pFyA z$Qayt__LxI#dNCL;$?7Q@sR~~UTFO6o*x%hO$ICMC@`vkw=`w%>uV04TcY@`UX$A^ z*?g*0=q*CI1&TaJJ*X$;p}l_L#U}=zrjTl{K;i1s4sl4~!|z{LInMT;aY=n{{t4u= z;i4XL53N;|I6#v2oqwqRIexHivP3(j)M()O4&O)fNE_!HwEYYL)3Gnlu1ju%kXi#_ z`M9dq$M-+MYGB)I(mc|Fj_4~Vauof9e7*vs6ypWD(Kn#J8d9W){4qsgis?|To9DoM z^GcR(D)0W{sLUI&&)JrboT!{_Gw-=~iX;|kV0q`D#xyWdXq{uDN|xq>!$LU0jNDf- zL>^2}U~o-SVQ1N`M|9%3s6%(l){Wl48Q;jg`5b)(9oGH66GkA+*y1RjBIPzWlGgws zE(AM|tOdN_*gfj)cz0~F7d8|Eg2!tp**pTbleMKez zOV9Yl?}>4z1mJFI&<5-i0`WZ6Ib=v^g5>t3%-Aqls@+kf^60SPW!kK3c+)$W+hFM~ zaHf$!5fyK0<$uS`7Dc{N+)6L+p7}6BkhsFWR(EP-O-vSa%m?_Yu@i^^37)&Y(#+|J zx6_*U=Qx$PoP{-0Yh0|xU1EmvQ1P}Rrzmck9c74J%X~&fLH!!X7Iy71`2MN>{_|UO zhl|>ecXZUj8>cAH3C$gkl_b!;_#lF<(RYF|fY(9=o!+Po$M;ifzz^W~dgR`5BjG7< zpL4oJt$rv@JJGwEYBZrK!ADi6u>;#08w?A&8ra{$di}DNd(r!=;t%U^t#d~|T=Jt1 zkou&DMp`PN_D||9r>3S2ufT+403&Wo9na}HSt&pOy z){J5vs~}lt7WU?U>pJk@!bf^%j?C~;z9#6Xz>-Z(D@D4sk`SyRlTW&Yc~PmNFFW=z z;)lmbQQe*>!;X73LBi8Ww=W_(z5F3h7K$+UE?KX)ZMoWeIH}XF{n$+iOT&%IF+^7x zMiY1jh^BdKmr*cIuX@ABPR}nLKM^9ibLxxa3&y-xt>K+e7g=PU>Gc`+78$lC?;AwK z$XdAf?M%ut@@smB*#9@~F^pev^X@lGeQku@m>)RR6howwMMw7nkf)PIm_ zAHUSogECLjs$Y_4BZtsq?lKVe4AE~7^BnG~N#xx27#DRM4%L>eA5p$_>#VLeMjLs1 zB6ghB?$uexFI%_xo+#(5CTmC#=YxY@Yg#(09SDN6t(oK4V>XgVK2WkV@r@q|Ye^Y% z-j{;B8qsnh;q!IP_hDzSh-X^EkF+qJ8!E~7N8>_|3RD5x7A4A4svu1Tgnc$Qq?F_P zbiHz>bGL?H+0Wsf99(Qxe8;5b1cQ$*KaJsYmoy;R1WpmZwLejC@-BO`J#eZ2IOBkH z-0GVTLcRO+*e6p>vKp_O!vZ1RW5itY9insf5DP4b98y$btvoj*SqtqIE9Lfh19;qP z>5WY-;_c8}`KV>SSDrV#u)O5t9f#1&{n3}7AFOmF{;SmWKb|DgEU zp(Em&aDU{Ld>zT49SF6!Fh$IBlq<`%raDLMXDz$W3>Aqh_2t=$Sto_*iG(?cd39J^ zZma~G0$b6rY4B<`XFNI#CA>y;O^cmzVLZ-CN$%Mv#u`71!vl#}g2Dx4{>B(7 z2XUWHS_iiP7Duzv_6;%je$`_$E~Nm@AQhxcU#Zj{U)>N1FuDts29M@^WCiogsTT>> z*!t)BReO7PAVeT>PcqGto+d$&U5QhDcnG6_<(_ppOyMHmsllOe_*S(AfC|t61f z04nf3qcZO^If(hp*R3jTrA@Vwa@dVodPS<)Wj>Zk4=>yNTF@C-?OtJv%RB zn4o7bz(Sh5v;yx!uAP`s(8@2!b1=1ls5O0&%mg(laYiNEeLxaJJ)tz2*^45sL&1AB z$}UDWHl7o&>Gc%@V8HLflHB`s_LK(B{%-*n#9lN*^v-+VjQq^|T*((z$k)ue)BC;%o$fMELaP3Sv?`AI z1)tMe=72G%6WS81?DHM;^Xkyb%J@nc+GDDui)G@& zw<3?fZ7V|$!BS*xHx>ctmbKUXCTzRevL+MnfQoL3JQ^|K3}d!+KI#_$%*-jx$xIi& zigHaJhI{w}+}$mNyXfM#20~BYY2-c*@EeC{pw=G9Z9}`j*oZQ~&y(@FStsq!`+fQ$ z!!jj49pHD?LaFh_db?mKlP>J_p2k|@?wLD6TZZj2Ki@mU0Xg?^Uy9#_^MQtfnTkoa zY(Kl`8}&R#?cfEic>ZCo$+*W+LBL!eVT+WYX;U21vhc*Qb04}DGkEy~Mq)m5h#W?I zi}c`bAPOuGMv=V8i{Dnz^P$ecs2#haznhm8n^y``GnbJs1^r%x9@ZO=84_kZL+&jcl2RK=1!Beinig0v3Jg|ixwgLtzV(H9akMmQ&Q)(8Nrcwl5fE||nibJ#p z2q|)YKW5zycyml?Qp%|wKOtXF5YY?{0JKR>?!TX?{e42`>qk%FrVXJpKOvbA)FW)@ zP!X2S$MjhH)zYh0k^_0w3A@8v92g?HA!rW>x~k}+4Kw`>1PCpgY(}%7mnR+5q1+!H z9^VP=U3h>HU!B+}3Ly+w3Ez$R0PHeEs{BnA2@$}DH>U%i3~7}d#SR;1TZ)~;K9?11W{o?RICxE z!EXX^NcdZ->1`68#-D1MNB1B3rueA^?|KAF5l7W8AeK8;UNz(FI-=Xp2q#BB@Q?=9 zu(YAJ0%YGSa^0QI`IV10Coi46^q`zG_tGfEfehMA^>k+N04tr*+!Ymtw5P{Te}sjf zx>*GX1;KEm`oIFb2#lMDyPO$v>CWH*cKNdbIOKgjM7xN3oZVoLssvtHQ@=Ku}<-t3EuV*%0^>;@G-A@uw59?$+c1*wR0p@PFbrZ@84rwmb~p z^dtUxgJA5!^f@y;>^KmwP4UZ+uzm4BuFsi%pk$Fjk8j_2KiwU@ooAyJ+fdts6L=Yng1azI4mrYblQ2Lt)6`kAqx$d zmMS4kFEXON|1+=W;EGfymM?$XSZpn*#HaMIm0K>qa0>4L>BET0ppoCb(gVG+cenYE zNkIj3?M?7&k$tJs%Ib^I&<#R3z5{t{{;-Kz19PY3~`=R2KCMhprS+igY4Hsz{M4CD`a41qCH4AWc9-sv$uTsS=T< zh=6odiqfP;I*LdYl-?0AkWfN^By)FgoSEmj_x<#K$nQXM&e?74)%IHdwc`kO4cK7Q zV0~eWDSuB+Eo>SL}#1{J)gm-8eXe)@A_g@%Ls+M9co6 zRL7NFcIrOS^?mhaAB47G|2)Uz)auX1)hzpJeT5TL)Vw4!iU zv4*TJExUA(K-o9fGUtzh`sxFNJ0O- zBWV*4fJk#F5oEyL8LLr%mph-z1j54lf!Ob7`YFS)*l`xJEB#9U!r)cSUr%@uvCY`TtLyzX2m@(9W2AbwwviRavVkjy2 zG+?{Pkyx__0^~?KxJ;0pL*>o8nj5Gd^ZwL~bh3%)Da$O)w48<6S-(o$F= z33DJ{H)I+{Vg?I8v$CnoN&XAc|1y!h2FOy2y&XE5N{QZn2y!`OfGCVDM7P7J->m)l zCf@dE32G#F2h%_mhZ@ALy}Rh0f((#U~gX< z2FQaZo@{}lmH;k?+J&XZ_(;OS*Kfq2Y0;3?5)j!>=KdsPzgd|11$Ng230R@*to+Dd z5JDSHWn^Rpc1TO>t2wDoWiBVn>y6~A5;O17HA2ayYZ$f)FI@`DBt--M&Lkc{K8<3l z-UhvfjH{vmgLHvbW3V@Md~uWdKyC5{8Udg-Hjsj3dkDjJ&wFoXdtW3zc*#zxCQEG` z2E5)IOo$+C8iR44+?A+RBjZDWLLkkK-QKfTQy?k#;wk+T;hB3o@b|(uQ9a)MkE{9- z{i+)SS}_okC#<>$>knH@Hoz0EXALyckx(b47v^U#W=g$@?wfCs*#PbeQshr_uu z6fQgB3n^``V{aUBpk~kt7!HWk?i}?-3b^_-qhb_;?MEqgHk8ME{)hnM3bY08LfUBJ z#{0Iw%ZGy5wsvQpjOcHV!d|Kr|H`}GsVfHZb21O^dAm!{yWlowtQe!|Hz&mo03j>XL*@0aCeDlKck3GaQRD$SA>ezXc4#t7IraAr@Vg0!lo%NV|B8ah zJ|dIvzHoK$1nyAMQtl`UwbRSA*h#LcgzoaV0J70UQ)He{Mr+aDhrruI1E4@|hlhIt zvg{pva9s=>L%&=kj16LbIsgKOtip(|1IZs$Xog!7p?khm3VO47Jfbn^HuBy9EE++% zN3-*DvWk*D8PHOW{(S=g;hG$@UJLXGUGW0y)+J=bGi(RYnh#)m_8$OC#P;bv$n+VT zBr;I@Yb`*S!Q5CU-u3zS3D4a`($XW%8>GviYT8C0%Co^-ix`X|(Np{I+Hucw`53CR z4o0B?OcBUuW}PoE^rrGG;Vw`hH-G^3-SdHCJ4j-QE|hwplD>|m2n1M(!Eo{Wqo(%i zQILPf%gL`99FzI3bQ>)c0hARTQwx~L-}A0Zu2wk(vdR84t3fe`YI0e;V6oIWEg-25 z6@Wqf^ZUgdFmFuo-_uHM;Nb(N(v4iv$zkg4FDRoU(M!`mI>Ou~B=b!b%oDDnkeIVu|RULnrS+$zWBrKE(+ghZ~ zrHxMUo)7VXT=amJiun7D)|Av^_Xys0WKrj8?-`08{ZPtAej5S_;xaUfVV;?sU3o#( zIs#8MGjuLi){G8h1OyMGS2C;7*yG;51-YJZV`L~NMSeMYJAYUiBN5yjokq>7VLVPc=ncS0u&;+ z1@L$%$H;j_ud_&(oq^a_AY&Q>bU?LIEP2nSnl$jwZGw|vPhW3g!Hw$u%|ei$qq$Ik zPrO`^UXlkI06=M;gjXiHNKRM9qo&j*Nq39&fk2@nzsU^84N#wwr|$i(#(|-$NUpZ; znDtR$igdt;-jgHMd;sp$BL_9f1K>k}Qosg^(sOpST;oN3l&9J+pMqk6o{lln8iejY z)!t5Sz<3e~>pW$$i2Y-WNA;!C^FkdK@{ zTr&PWSCgvwgY7tp`vA6uHL$O?n?b<<>LLRxlqGgwwgmlQ>?@n+#QhRC^S*-g0Ps`> z6!!t;We()gA6apR+7SCr!JjWqV$KHuE655+C=}I1>mgo+SId(*Cl7)e1YnZ@aEg=i zzl9NiWm}{oS@daTt|5~KGS_Bt;DJ6odcO<*$`;hL4{{8%X^uD!3@uxbwup=Zy#?lu zzd2y|Kz{@~KLYduSajNdMAl~)YBPzH=*5TsG~g!rO6={mV4Y>K3fOF^wH@Aq5`9}o|l%G%90OPHEu{h2SA*B_^}-qQgjkn|?IFtBEH-`=xiSPR!WrQOT2H;k!u*~@~yKn7_I zixdR{X#R5n^3RzfmFX?NyQf|U8dZMs9)$I=WS4x`Qq0ry>D8Yk`ZmD^b^# zM&Vw4a@)Sna}EF)10%1X;6K_4vNyudx@Kc7CR#A1<9TK?u=1ELf&m-3_@3FR_B)j1??kY+Q?Evb^2GVu6JOakmz9SL7vHtN zp*s| zuK?6ZYk`1~2?5+9iOHr8wrBM^69Bt38F!GnkkrN7pRUsHE}hI(Nk42J3SjGbw@m(4JCpD;XrgpHAk_ntktm#J0M!*i;MXkcSV#;Xh)J)Z z3wS{#4k7zC(6%6|vvPWpBybJLozG|rM=4Pnh~xjZJfN1YdhVpalK!*n@Xct9ASwca z)MV#EHJJd@M)aR1q|xAnMH-D_BLZ2-I84=LZyxp5I$E765=_F(8l0Sk%Jw{3qBh(S z1Dnbhs#p2r7x-+s-(%FAJ#LM{RzlULku9+=Bjr^uZq6hkeoQVRB7w0iY~PlNvp&)U z91|Ee8?gD}FFLkia8{(hAf5ku56G#8mcumbZaGL?<1MQ8<_QP-yor6mqklXT<~mfT z!*fT<114kC*~t^KV&r|6e=Hzzf=u*_j}ph$vO{4J(|kJE`NIdlF$+kjD} zAs7lm@{cr(-j}ui^NIhw5_l#4xBUG7`-C4b_x~RHANArKRcu2y{yW3_-O5h~K1OrE zZ8Y_P5&GmWNcTTx<-KWqIAPukHtq0d^tI%}d_B88e=OP4sA*5ixU>Wwx7U0gH9QVh zpXW0F8kTO))wNgUYt9rq>+1r^&lyW-Z~g7kf$Kh>ykzpeRRkP6r3wMynP0$xE~O7v zrT=)yF(;6zMdk*p`G`wxtfm2zK<;Aky$u8q=ryv3nK!-I{l%s#u4D(FDs4RQjsP5Zk7$3GGeingQ%A5FH&-@VLop=@r~RU&wCS zv!c+OdEWu(0AM>CB$QYE{&f1N4nbSkbf&)sg zvGLnpm#3U|(m@T@*bk59K8UVe-~7%d^A_&!R{w?24oik0tyU(hB(VWmOSs7%+=gyo z!3DqX!|~sd&uPuri+x7aupN7smu)ZDPfx_fc31{$La%7QA)GXJ&ECPzt)H3{DBl@$ z>bTQrKNcxQ#ciAe)+V-Y&-U_s>hwYkadYnm#ma`0G6C{#9fs^PBTt{b5Z;jN9l)@v zzjpdTKgRLs*M6~DXf@)tiE2?lv&wKr8hh_BF#<)T7Z29ic_Ag+MSW|j4Ikmv*9rz2<>dojDERkU+vUr7D z@TFySobs-7mX3Q@!m$?XQ%<2}JEHqkaU*vFJplb2%E$RimVf>MWbRw3w7YbQdVA+1 z{?{`os%QSMVe+1kl$dg8oOO8`#POk*a2l)eN6}QTSxaTDUi!M3EiO9fO&NL73{k$U zgGw3MaRr6>J2zj>vk&z=@UP7FT9nk9*|j zf~Yo#aS|a%8f*D%LqB;Sn?-qW*tsQ6V{sb67j&;~J0SkcojKF?GPg6cS&g8LFyET=3hEa;!Z?bO)qVqFX9 zL821cPWST|v&Ts$?ko0=c-^Co7T?#dwl~bem;>+p8m{!v)&kYBx?6qjb!>kRMt`l| z=0+*j+IGP!Bg2))J*FivGsh)lyVNh`Byf2%3MFQ~wtlE+IQu=1-P+mUpE^5Ngc_{wbt zR7hSYZ?VAHUz)jI7&wT$FMT6H*Jg1wj1k7X8RFe!i>X}fkUf<(F-An4c^AJVp3<{z z|BO>c==~kv0g%G3QVoL7u{XG0LqwUoPwNN;iuOzc zmx>%hLvSrfuKM}&Ji7bd3Aub?@oLxaGyhs8eadz+%iQPU`@RKvpP*-?yJ=|M_A>=5NJ@x=^7YOA*Usl0|~V`3im z_yX5jPh)<~vp;T>axe}GL8fBO}m96 z1H-n?SH2xo3jA75&{0PtymzSNAix_KZb`ee?9NkIBsbsiLRnf>thrm&%ocNQ(6(zr z8z0#ui;Cy3{~YQ%BJUaZdi6f=F|tU=x}9=S+5*Uw=vqq#;Ngw%iz9f=X28P#|a zp@yT>6@9l`u1<*!5)8QP%y>CeEa78^5CZ_DBQg=vi1v7Bd+8MFfQP?b!_t*}oASD< z57vT`Pqm7!pi6w>Z2Osib_gB7PGC->ZhD@Yo{UG(KxoY& z=?L3~-^q0m4uglYL0%k4+shFu6t@hOI>rw{$Muscu%PT>sKC0_yc@OdBE+=I_=C04 zfKe}9Y@U{a3f#4biy87{Y5;ku;JOtzV<@kc+T5Twb7r1NA+<2Qbga`?cT2BlOV)T} zU2f9D&4LqBOh##m>RAU!Nt-#J%#Biuxo9l2u5K1_sBnuM>$jj)mKt{}qAmPb^q^Y~ za@JzAkYCK!tyq_jVwtNbc&T5yg2v#yuT8%aqx47C!K|53X)W=z6!j=>r?^cJ;!K;< z?q`jT1{=-sq>dmf4_!}OWj&?(I-=!s8u$JOlhLkv}7slNx8N3xL za=BY2TcTL*bf~QOdA|Z>KW#3WD~`&=d@3L@GK<;4vfCixN${m~W+__6xOWTa^8BEp zpIHYUD#nMQk88`=Nzp=&YfCqa3o#f1{FN^2L2E?PW|3>wf%>G)T!n%>(+d!rqd(cX zProiT@?*+_C}Y=5j{BIkyS=yoQJCsgjq!mS(e~2DT?~!6ZWm~&OCxLfv{J+}CORdQ zQ#9AA^5{tNMZnj&()ksn*_lK^UCnHlOX>xwukRwd6Lfj*(#{R3ET!i>Sq^0-joqqr zWbJyibR{??FYiZa_0#jO19!fI3}wZI9@D}D#qcAaGX6>lE4u5UkyPCxF zWijh8)pna0lOW%tf+c$MO!Q97Wtr6*#fjIta4a)%29TY}Ga|vWMXB679k`WCeaf(r zo>}egju<~r?vn`PnIOxGRu>uvEI#b{Uyv;thv)3EB+WMt-`$GwT^%<^PzuW4g4sHZ zdUq8EsU_oW!1mc4K!o6{O^G4Ua4o}EpMnWK4+r1&bFgmYUb(T5h<-6Jgt5^2_Eb!U z^|0QVW$ni()yV_*phxT|--9J;a*1KH@PQKx{qt$Fmg(YQQfp!^QyF)dj3^II>WBw= z@3B}6aa`~F-aY@tv+2oNyE)5KSGvKYu9qEy7Y9TekCUr)bS5Z06AZYX=!&Scbx&h> z)xZ~@W64oZ`R3aDmj>IJHcLc7fxsiURMR2x0hfwK&ph251y|GO1N`WOR;FO1D8g&v zeY|YT1d|6{(DBCPnJ$)4x85!^cA4+&nTJ1vvctSl;S?xN|B-UJ;8^;yZx7#UI*oF3zMw7Cy z*!AdxU*{ZDsX*4eBE?2 zl}(_HgTCrRV8>*l>$JX2Nw^)kg2HYW$VFV9yj=O={UOdzF{^zGpJKazN_3c=26!8& zL!f2`P$68}X%Du)I$9$PebqJ?S$V&l$TM9W`Rlmn44Y#Mzi0ihO&M2>@jay%(aL## zi+pn%nRXDe5m6hT*#hU%5o*HAn;Od9d(k`)^*aHj)HCm_)2>gvfrW*Vw!I(?Jdw zfoXj#-#jumA~&;>(3ygN&wc3T-ipY%jYHkL!=K<4(5B;LAQ*4ScCnzNc6;KKi7E$9 z6u%lgZYcH$R$gJ5Epz7;Eh4AN)CXQJAFF~DBRKYxRIl5=ftN=-IPO?M<0qyj#3T_4 zJFi1e`R2ev&QgheBY)t>wb81Ky!nk*n3N&CQ>Ki5hh&2j<;P^jJ$N}deG;%9crIY` zVLeWy`E+u^bKlCB2j@T;9CPCF_B=nwS!h(X2k%qYimr}$TJw~v*F@;>TDHZ@6wbj$ zd1663Ql9)u4b`lc(ouXW8ex3H&3WdU^j6UA#xL)T%ztFNd9Kf%sB!)kh}DIb zrvVEp2v^-Ce4x({!$m|J*A2>Jr-DQ(>MO^D&(g7>l@h{7EAIm`=Dz1fVgOz*Y?9LW zWzo*LbMHnEio~t+mRj5&UQqi*GoASeE{x>rl1C%BbBKx7eHkO;FD$AIe_TE*RMt-$ zys=eUrK3%kB@D18cOIC&b$lx|0Xpl!(1?%P(YqHpFiKh6jCMfT1 zuM#c!pu;cBpI%HG&yUErWc>KcO6@Ke51k~h7XJ*uV)BmXcL9-059~Txqj|?zq~G?6 zGw`2V9239F=qKp4m_{0W^m%)_y1fp{Md`Lns!fiJF3x%yqBKuwbHA|lxl3B=g`wna zx1LLq+OluJRt<-fZVbbmJrTso7CW!U1qU~=-EO`Ms>tCZ@T5f2WiFcCGdT8{)tC5= z>HJi@fMIz}|F6}Fshc}Cs^r$5gL`o+-%f4U+G5T+jvREp9T#@!3^#Fd@3b4d0-TR= z5^YAO#(aA29skzoR*L-Gq4soEQmoNq6E+osX$ui+8Y;qvh@mer9FAH=e(Ol)-TMJ+ zg_6=B+xW+eLNe_aFCK>MrH2gkzxCwnhN#Wu%oTWY^=F5&KSe)Hq{0pyWE^oDHDGf0 z@6%{Dn^1pKEoxEUH>=FxE@;2ABjMt?a~!gI1BQ$ZR1^O%%mf^B^ZFR zctnty#?oBcWE88*!RRnp7jZ7m>OmSL_3pr-zRnfBJ~J6b-NQ#PmBME;e5^tlv;bIK z;j(@FH%K*e0CPjUn*n2}Ow^;GA{*r~^`bk{x_nvmPLPEsojEZ{aWQZ43!%^&cpj~2 zX}oBu#z7UQCz)oQL-g91os;i}}#1ArO3 zCNU;ZJJmGEwZVR0JvIq82$z+o&Zgr;s34obV>RK;XF3%S@}M`@7k(3dNUEQ}>yxev zp~uH9Qx+1_6kKVhwhO!pKPoRn4z8I&tZ~`fgHE!OV*Zcfw?+e1Z4nK;I+rh$->FlYSu4Wm5hyUR{G?HWB!_2e?m0x1Y_WZ(TI}fP%{?cxe(K;%)KR88AH{@d+K}GBJ*$bm zt@2W~t&tvImC5~jxqsR9{aEw6>fMX)^q94BG+HyF$3?T3k#iknqC>$(-TQ)WDXVNKR!sjBF=Hh3E^B^Htgx|ah ztUmYf@-?~cxSs-Fu6>_P-qe1BKSiMJy_Xq>ja=)H?pABWK*z)+X)i ztYG3=T7Td0>L)QrAIq@^@sApPi5>VHW4t$sGqcssreVg_&-<{J9qc9K;n|-nug|s$ zMZMY93*0OXEF;H}gr>1KJ*{UYTa8z)X$#F)Ke~3OwV2nl??kLGM^Wb?-b3tXCh7$U z8~r*w_6VjIP0)i|rl%}ZuNd&F7oR+qF&)t`$001YBQACG4m)I%FN?hxdBF8FrF>7$ zRhXr=G7wd@>W%ek8u33PTg5xe#7kLXnrM_GKcR3hVOUV!rJO%iZwpEGsr>k=7H>Lb zKI0E-T7j2i*ehO`$~KLJWG2i2Ty2e&t8~VreQrTV<-4letp#fHcs-rS`zITqDJC+(Pq=PwB$p0d~REBfm7VG z+UTxtQ_u7y_m(X-VhYU#&NY$6g4{%qjQ8!cA zaV*p2>=TYHb`~3_fwpuuHr>BFuGrJM7hoC%EFAM#(hpX3rJ<>3j!Q0PTmWxk$ z+?`~flz%r@SRvT<$E&9oIHU#4gCW3{{5Iv+O}}eFSC}6@@=})pByk@6V6~_`o}a{O zLAww02@s5)w<)I&M0Kmt1E8A=652m$+DpZ^3r^Xlq z@n2T6K9EJX4?JX&9STj*n+6x5+Gl3cZmPX>GMALcE2auSTAeh597H+&;{Bpley;&t zmJe2|+xb{!Ph|*pVzYnHlls?lWv9N1zHnWZ+BEaxlLH2}%8*yDb-x{E%2TIhgBaI7 zGcV@qm!dh?eO%Km$1RKgtMoa`ioS|ox~BX@BL?NTUOLd(Yx$4!0l!pFyKZd;V0sc` zblv=WxxhVGvwVo#CZzxVMW?|Rrl&k1QrgQ#adKK<@QE>TmFf%6^jvAwtee^t@eFhCZ0)%tp#59y4~4byJ_iiME&Vf7W=@5B#Dd`E4*@tv7x}_8kAz*SzG4IrIH!pEAV&l zcL7cE3mh5Qu<8GwilfOG*o z)NbG&RFQn)Iy{$cQ(3kUu36Ia!6EV4`*^_Y1CVP%)5JJy)&Gw<8 z5$`A+*5v^A)CsyeQ;E+UkXvCBVjtq<&!A^->1^#DZ#{F<`el0N?ctdM?7=KzB*B2V z3Uj?C`gOyycdMZGLtXr54atj7x4uXT`LMd{{n`-Gd0yHNjl@*InxQdA1J;SqR-681 z1|ITJk1m&ILT$F&J|@_&{rZJj?5yO5dh=Xk9G!iy=jx@cqxU1%^#X3I2FTXsE7rx3 zV)3dExG*?#G@~0<_=g0ZF;R0JxqjJQHXehuUFN~Qn(~g|mwa%N{F+C!IGtwb(_2owYun3yB)hrKvN zqF5mXFTL4~Y(n;-*p(lW(Q=JY;tPw4syf{2OS-Ih=f}dvaykZ~0)wX%ucIDvV*5i+ zgK`$MAR>nK)fC=mn=S4Nh!vA_-Yoq(N)`h~MI6R$^2iE5Qxu5a7U(VUJn?Gq(yy#q z4!eBr!8%CSN^;Y7X)l~8@#~%Go>ZWb><@Z_+c)Q)VAh8m7V6*3xP&1tOnJwv1#d^x ztGsddA6B%JR@5Cymea|tQpOK5E{}th5OlYvU2)fnEDa%m(Sz2nY$mHQo=>l zF7DVa+G2gDCy#y~`8lDHsE1-5pI9cS=8ldUI-b(^Jyp)r9Oj$(Y*kxxrm+c6f^(2~ zaC>L^k-S9zYyQhK8g1QQQmh?zB95Pp$c=KsebEs5@N*ySb}D(-CY@ln9i<|WN13cm zBODD4gLd&qS-<-6iO?Ogx92k20cMi?+Wt)thgMm+OU9iauTkZt&E`x9#Q~>5di)h) z20>Nct6%h(l2YxAXw*~+_d+HQLS^qd5pxyOE9Z=RL6lf`6Nl>v%=&ZQ4|2ToIOl8g zskMO^2&tKzyfqni6h(hq3kFt()BcKwslY>h&edCcCSL;0QzJy{de}TN%j1I0V?n%G zyNw4A!4p@-;H9_s7E!1WoQahEqQ!zUZXJSEpChuH4PX}rwB-CC99l}+iLnjpU0nwV zWo!wbN8eYLLA8_hejcPhk zQ2~y%qj^S9yLvBuOX@~DYnbuMP+8WExZvUCfVQYt<|A8*Ior}~u|oIX zB2;jsk@=MH+k_)$=woW0_7jvCckTwu#QP3ws00v5L@YkG1J3FPeVB0q_jo8=HBYWS z+WW-N`Y9HVXLIV({29#D)H0Pd;IlJ_b9@ivnbME1cbt{JSzA{&tWrZ6WNuuOkve`P z`nZhY=frBUp${xVOjhJ~Ix=G<>p{O_=sDbQWM0OB0n79e!_(J_oSY%10-?H}CKN}N zX?{?89FCIe-gTHEO|3$JzPvs(K?dfpy|MzTPpsGzvBkuyRcKuB z?Onf`M{WtX?44WI(C!NiR>Avlmpq7DU1IS(yaw?)EuL-n~BTmKnfDk({->TKerXHb@}pZm9n(|e6QuY`dklj{lgSE!x{1% zd)k>Z2d@ozeX|?GJM-+l%*)WbGQkj&nY8wV2a++gi9d!pZkihh8u zuDzrL5FP2(rG3+Gu|fDDAtLH|`G;L;q^Ab%xI%jAe&%xJhcZj2_jN;b{s6E8%?kXG zzYh$V{hW%8u9GPGqMKJDl*dnGA(g64F%CS)p33H{%D;zhjdRzhVD)8p!<4__(Il`5Wi{|>hyuzlolgp65`pBg07%5<88@UN5K}MdY zF%_QcMl1I(Hd2w|3b-*RhgnxNTGKn7czZLU^Xo z&G19rgqNJnDM#;ye^9;?q0y;9`lu3cjcAG+XywQos+;bTt#M?yG#8}^Nq-{SXRE#t z$#>O)=|!OTG(a^ta7_UCtcdPiMm6f>xg+$qOMH5&OatDHem*WI9+4`bF2_wTFEG5?dxGFjF+NWI;#}>;gUl6J7E(IX^aQ1eI{O+EV!f7fqcy{VK1J$JV(g z?8TPn{GBztQwL~6m9ir|+vG(Y&o zm_4aUq@iXbS&z4h(I-sP7hY)0&)#6x;^ezN6RN{nMvm1|$w%m+qPu2B7ly@sB}Whs zHv)L$#8AODQ}1|FbPl;kFB~SrFW3BB-+@kp)M1c z-&tZir!EQrABaAC;!9Ar?Dv(u2t)rWf?}?sp6K~YkGW(DAvlPI?5{2ly~=^1UIQm5 zrUh*?Gk1f={atwm zvY-K_lBJXZ7Uu=vQE{?1?1mht5|KKyCsq6ZWBTkPxb|yHR~}c0qgp?p?g9AB7g#gd zg+RE#vwUq5%Wf-%x*UEvv^m+K;vfIMfc*Wq#(^OadK7qQXk(=F3TXzd)%XJ!LYdFSZ*s;sL$q$D1hgLj@ z424R(SxwfJW%Z}>I(%7r`tgck2eqE)Gd4Ct-VhJC|y0_C#&hCcEbNj z?z`DYO-gnZg^tn_3@TUu1<7^CyERHR;2kGT2F?i)I#ak5A2R2eUueG&^0JKf3KGxz z8Y}VTEx=g;DLzdFlkPtVd-Ikg8}{Tv&g;4P2I8 zV?RiQHG^U^!!1bmf$9ExIAe0gxT=0bsMQ_KClHcsdG!Oi*~?ioDnC!}Z563XkiRd4 zs+aN;d72$yI8p{bKH~*rL4lFQGnX@>9C3U|>z{faGf-w^6XhUIvdz%SORcFFmYRO|H{ z(InYl5t<#VUzvh~AJP{B*9I-J3-hk01rs*GUsXF)Q5T}$exxGKJ3oST`TX0yBcdEi zuXTmPKFE*g6U>Oo_>_%LW%&HO8wFai3wEveAU(PD6#7$#m>b7}naNVFKUUS$v}FiC zXi3HB=1?8wUL6|ujKky?zZ#iIux|x@TOOK$BBp0YovdHQ%$a=G7~PPV*V>e*{|fuT zLI8*)7%bn+)(Oan@CjDb$2Xg@fwsp`#lXNMyC*YDX#^?hgoVOnNxpkD2m|7yGP}T) zS?_3-(fa|0*~YI}9~_T*8b{;x+VI%kuuB1@eNu3<;k2ePY=ouF|J_-IsK-aSIKlbo z1jayc?8sgfSvsNetB)8Gyi$|Ghy0w$t;I6yghxkFq*josfnS`?6e-&abR}G+J;xcw zIQgoiZl*F4dujHX3DLX7UwXQjNt{iu%QDW4`)UNa@5Xj207#)TDSj>>yP2n$gTSS$ zmD)jepacXt?F913a&T!>z4;7FDc?$M^^Y$2vSL9-K8d?Q9W??G=-1eN%IZCKDtLb=}oR~zmaKr zbm2nv{q%L|J)e(DAZR165a)IWi2s{_7w@YJPtzFwqd5FgAi$NC*@PKHBAf=OW)dR+ zzATp?Xf;$s>%cZS6}Q3v!Mgv;#()1UvZQ+?Bk6O{l1Ua*eDbjl_h`4NnNaANj^JC% zMi8V;T#U2S3INpJ2i)e>lg_n9+ZjRPV}iI|0Q7=>pxr!4XLg1dUQkxi)BsGL%IN=m zq>FXgsLD@vj7bc{PFhK-Gm9ZRQ8Z8hLQ{6@iMQ+qGvrWkS|X${ zzfS6^HO-Uw^bl8?bDmQdW15O+S$$3S(g|5ir&IDpr~23AKC=!cK|1JT+;ak6H@hLQ zkp)7_WQbxkZPvzx6Y&9#l_JrX8I2%Gf^h?(D$G?n)`OQG^oJgOvI+3X#i)bNkw{`4 zC<9p97lFjIpue|&q0?P6%MSC=W#Hrbl4i7DOK4wO{#FFp#QI;DOFZBAVji;d(>G@V z;{9IslT84I{kP!Wm&1l_r_;uP2Fq+0PsQc?3D*37BbiI(N^;TtEnlfLV>$FR$?tdF zqoKl21sRomE4qi6lyUAV1@RS-V$%W@)lg;&9}vz06HPMoLo!flCyn6rewuLIBi??Rx>Ht_xqDUQ;`=ZA_ab}TThS)Zb5Q(@xs zsuYZ*_gd5Cl{Z($ew*URH2H{%Z z*v#qTJ!J26{n%@fnaMHqq9;p5I|ah z5R@%-**;|{b{1H+K@9cW9)bv~#5AMdTaz7>h{9(6#iY=ip?m|yqC(v$?lN%JRZYofwMD_VF>z3SG+@=N8W{_ z#sZNC<9UY3(>udCr}&g|WY^&8$Uz7GzBL_Y;?wmtv&y>KNA$8M@M0e%Tsv6x0N>;V z>G9;`)hk)CGa2Dr35$2s+zmRIwn|c4GAo8ZmhxO>fwKip8V}8DA03&#j5{?tnnrpI zJi|_;lQ{2q#F?2#cyvU?wOi^Ae?g!g?;lMS+CPJIq&<$K1@&F>Kw9MwYXfwXnvOD2 zmNW32MgM%XkaB`>dU37A<(ZMgt)8=MhtxsXd47gCzA<7tM9RH(eACXki1mD88O!<; zcAX!kOfLvSmISz8t3 zswPo-JBI%58wvkYQVzD(g&C4Ci@1&%;v=;MNq*)l9u$3`{I8BAfPOkaA z&{k^qG{5BI?8%(s@?`qrq1-gm9WXOd2mzw}G(5s8aN}cDO5+hcTjY}`XY%wt3Ub~K zE9O4TReT%CY`}Zt!Ens>TDXHMF&b}9I9-P~M_-z0Oqn1lMD}nZR~OC;ntYw~)6)R) z@;~a~d#;GXxbexP-SPY!!Mi&ghTNZJI;3u~7AJi3d8)lqiBrSEaEUYKQOX#$K(V%? z{24ij_bKIJ&QF~ba}3Tv{6=!g3`j@hM~7oXo;NVG4is@_;Fk)U2{GKZF5dj`84uYA z+L7Z16Nq%Lu}f#Sfa3=&=Mu&GrsY zz(Ihz^JFBF9(O4+5^-%h1PX7gsESdmsV}dtOCC|TQZhj^C#G1n&OS9<(-q>0z<9ua z%(k6w73S}66#2Qm`>p8)_ggg?=bNvumF1Lh8}2giDlWu(SS!2SP3{!KaPRN{xO#(1 z+$2_I$~?C5(14usI1E`NP8jmZRd_rUMlXEPqHyY+R&|kZ^6vfD%Vk9Kj{#{zucXco zVDnx+9}N{d+aaFNAzVSz><;IzSIHuomJw0DAsog5F2`F${Fs6@OnkrIl^wUa!YV*` z`4?n-Z3vSp{}{tZ@>c7x?}@YN@exkQb6;P2r?BzRoU8iwvYz0$6xt8F`c;yc&dd?Rrg1+54 z(Os#h-9tCgPD^RS2?uU_+5-jB-4+r&hv5UXMDJ@t@OW1#!Cl4`M)(!#_SE>J@<90;R&bih5G$THvW%cLAa-XuXsd zB7J5S$o+F4L8Nec22cp|l&QMbZ%e*LIq6@)&cJ1v0NztO@LpOm5wwz7VKuWa!kDG~ z)2`)*3S8JfkYw!p`{8DdJX%m)@VD5~17RF*hEhG%S@-R80684DRdhKZ|414r>k(h^ zQu<>s@U^M-gV>a*J}b)yx<~rVMhz=KsSe?EtEoO9q6(*3EozA2N^5jz zDE&G#nBepv2Mlf)Pj=-#Fh(bWMs@R~eb| zbr*7P+3H+Y2N4c3ko2iT!B&bEHIgw-kCd1-J$o8uB-X=%?iyB40>m*oeDadH)!TZ( zZ+`dv;Brn(lcF!7skDfGw#M9E`VT8Ht`Nb2xB15vz~lB|EVVF9zFk#7@>@~F#`*S9f~iX8b7sXZdLcenBg3Kx#uZ;`JN~zJzgil zMYIuQw`|#%Ioc~S;lSRPF`A{_;V7d1>|`jye&$UnQ%lK+Y0<~RPqdwlj>?ZCX!JEy zb^=}_zh_p$TfD;w6DMm15Yi~^F-y$%Ek%^v@a|R|T6`?W$$Knl3gU)fo05kTH(EOg zCA3{uxe4SZ=mb2B$Q0KN0D9kXg zXxh*Xn$Qq_iL3;|=M;q*ik~&=_d1byzSq+^_2M<9$uD8+8hqk6qp*}D_HU7VSa=As zs|?xeF3%LD#RKKdhk11Czj+SZ zKFjX7?L@1mBzTNvHIUn}9d$%YZpxF(1F49KG^z>`(;fJ5X0PQzH-cx+2_cQwUW_Bj z;@PLG3R8kHgvaS9m-{IZf@j};Whq5TPR(%mum##B$QNxz9Hh)>hvvPU0DdS;xn z{bVGKTDZy-4!YdoH&^CRMO2m z8~&V>{A8Nfk=_>zzlH3~P{38DHnFqY^%VaIsa(``+%rMCeX)$=9^q&vnT?XKwGs@p)QX>h3W00{X`hPS-J6Xtpw8IERuKgyzsUl%<};AN&7!#J$WEh-}ld6#3WnUrc%}zoSn%kQ}t$?78|9q9tf zRiqV^HV)FV$OS=0-p43px+&&ycgQt6=w^F34w2g-`!+R+y)12j9C26}uCgJ5r!74L z!~&25P_zudwW0RmsRt36qz#{;lBW%z3#?USHSnTwIjaJO7gApJDqG!Tcbz*_Mj5xYU(E0&Ct*;(CtY z!##5vbY8?u1&&N41`M{+txflJhBKp2w2cMT=B%|P3e#Ml*)M&Fe|p9xctF1T*pQ~> z*S%L)L*bHL%qkrvDCVm1t#jP%c0Vro+0f_XQ}2|!qBa!9$s7`2!}$1lf`nBy?X;SI z`gvR4LzPO8Apc_Z&6BaqhpHFlnP-VJ%44;!lh!EFr0#_JmnX_Z#MUvYDOwV}V^&9I z3d*nuG}()tD4!OnEajNiVsf=8Ue34AbP=;LAJ%2}cq;oYSAXxFk2&QZE!Q{^UMBKU ziSf&FUYml98|O50_-Z% zu5U-DYv=WkZXP!a9CN=WNPiJgJCnp$%jA|=R-@Zettz`Pw?s$6m9$(R+wyO*aT)1H?{V)YDCFR)v=B$qfu2Yk_`m5)F;zdGm@5>+Me#8BD zme-#PTxVQdutvq@TH=e@0_ryfG9vJ&LaR?F)|17nVli@sAsxesyN$9_pSEEF zUKyM+Je4!ou({;Kya#P;I=t^vMIl{cnycUS)(=H-3#E4Y3$QEBbR-CTeQ+u$rm}1}wr;&1-@0=Zw_%@W+gz-scFB{x+zp0@W27XqW~Jsk8L{*W1KplR zv>fV_&y!k*Qx8Ta8wkc?)$;HLGqO?{bi3Y)-p<+qD}OCz`~F^0y4t|zQ5-GEt zC$>30ID1Fx?spBT?N6_Hu);;L+bW~8q)Vl#!N(mp`5HPzVM_dP*cvkr zH|4gya!0p@Wcw-GXIqM~)0K_;_$o?B#g-lsmR{S*qNQ?PhYM(_S!1rJM5&YaXLj1Q zwPs7yDOM>8v$5n&xUBKMl@sf*k>)$t+c{<2s&$6CY%M9!JlwqH)q}qC0oyk{&@DP} zCw1RY#28*k>j1S#cRKdF=_9v&o#k91Fv~)o!NHxA*V(aSw^LN=dQV1>; z(TkR3Ye$0LE>ZO=(7ohWgkY^>{g@z8#)!Wf&uuu?&50>cTd!cO?~Wn=ondJ zKZW)4_+F|&^GrK7E~?fVAb9j{)qGo4u9?@1+WyAnMy`P_VwWhcI^4fgy~6mhSkUhI9itV=U0Ze9ne+@Jw7g8Ej+E($u@60qzldqs_aLX5&{;IUGrW=_#8vsqlQn!xxyis>!i!!EJmilWopOpK4FZ%Z?e*B6U6 zO?{6~d6!g?em%jP1E^mA#s*2elrOShz}%z>C%Zs`$E4y8YD&)7UHyi{gq*fR_v#Kr z;CT+mncG^SYW~0hU;LUB86jwFIHAfSX`&(CG?C8n18w0~mZAX3T{O@1UDQmLCC`E? zTb8uyUA4M&s=}Cw6m;qMXp_!wlEj(<7X_PJrs2F}^8s-3`{cUi_gr&04!d{ps8vve z9HlL^T(7YWj4wP~2#KNtzy8wKlSWO1igc8EHe$%JCz*4_bo~1No?rG)?&jI3g4A6; zf@_+;{T{TbC+Y#52ZtTZ?~oQovyun7ccMt|g7D_5iR|y0x7$GC7?Q`K&8yKZP4pl; zbnLUWVcmlfq+f)s`S*wGHCZ80Q~ZJ!+6a$Q1^z_EluA>>Vwc%z+@8zMg#`pon?}RXEo>78 zMxksKk#|YZTL{XL_z_OIC07_v3k+PDoceCc`*2ey@4FWKDpsUuEEH|tEhVt;B&g#k7 zvkmEAwn%?dja1wiW+uS#=JZ<=#EUnD*n<@FJlLc0#P>wDM2L2^=XT(5ujN8kSYPt|_JXciXaC0d&f2Sn)aESnxXPM{vV;xs{8 zO_Z{U3sw}$o|~4sggiNx!EVNNvhOEClfzaMZmWyFr(ydoMP^2Cvl(OOoAknQn(lFe z;@`DZraDVv2wiN0T(@+j^r&^Zv`a#@w>Tp?A78=c517Un@MC)RtYR*6EO$(WIuSOL z$~QWfY^6I*2llv4mnyEpi;u{Nc)m!?Us7K-p<7Y0$H>YECQvnrpuL+0(LUYIPLpYGiAEh}S#=w#oC%Ic?wvI>K6 zDr>HcY~Xz30F_j%LQB`vj~CJ|CAo1bdf3Ze{VS#=;MGu|;oVZv%_Y`rt~RJePRI9! ze^2e35~b%e?c9w) z!U`L*y*DlI)q6&(?B^aQVqPt4miXDrdEAq|fW35Y?~I}40&lbS3j$nKqaLN5@jpsC z;dBv`*jfC=KQU%{FodzA>9i-ML%x1QBbK?ged#CCu8Q7by~hYU^Mdgxhknw1I)s0q zh`id=p4-?ZT4BEMtD>*u$5fHFRC{JQd3~uIt)YggLH*t%DOwtw-p;wK&{Hic|6snr zOe~`MI{78%i-D|gf808{P~St*v3#D6Jo3)zv$LCd*VM~s3|-jE)>E8bi=+B_@lbo| z3fNWd1x&?hxWK8FYMTK{Igm1f&li6MJ+dN=d<`YYHPP4!b#-7Dk$Gd(pkM z%sp|&S{WHyr!f|$FyFSH8kp%$ebuo4d20%l{=&fDQP5b$Y1j7&841ok3pq8Ia4erH zh24h4zO`_cl&_|(Ua2ndG*^>fwSLwwyLru?8#$v=2VU;l<9zfwe=#d&*c7Ul7&9_W zt4Rp68M~_6%hUDAs7HG6oUsbeUO~fSDRm1Mht}MXoTC)n$oA|b2TQJ@`44KI8ITa> z-Lt;6=@NhXgROPbkzxW;?@DnBgScNT##}s=qPib;ze;^??$xqpxixELW|) zcc9^rW}-qDoiK2pWUI8AFxJTzy*>3zTJox?O-JrwzsNZ+Mr!Y6hpN%{ylfch`Q%_S zM^0WA1=-6PkWqDXFXK_kv7^pf&#JF(u>VS-$@G>fo)};>(6Ev;) z$%b@o537lS@72__x_&}Mx6+~9F2RCFSBJYJm+Ni~URr-OAuNhz1S?F(PRDdNGlc?Q zJErYT?|LUztb_kzrLo1RZ*DFJHU`d4Z6G#MgtRaNN|+wn$C;6nFZ`rNc9s{bzWiW0 zo3AtA+e$f=A7!Ijf1r20Tk7tKdubHV52ta#yC@jvhZY9{_)4*l~-o$eqWo*xY3I5sYN!M>)UEX>Pc)6!z!|@ni2g2buhPWd%3Y{2D(L zUaP6u=d?IbY6>>z$huxcFcIf^0V>vZ`e--IpQ5=;rwci;+M6bTRmp4MUqW^vkoRi07h$@ktv0Iv_ zL;l$53xaUY2lhm}KX2!NP3zmzWs+=R7;|aO<_aBiPQdYbcWH<$mB(3Z& zL0}u2U~%2<%Hufjfuug#%2j!oBaq`v@3VLnhlERq#>LvE$iwEkrQcme4LI*)>9TRC z&*HvgHKMDxZ^GZC7mtPZUCYp#jAc+T54kxIc`eNdFW$UXZpe&1{&l*)NxK~JFrE)~ zPvc`-!()6zuBF9RYa-1z*zmkN&ksCoxfrf!+sD%6v+=6zQ6ae_+Ip(D+OiSp{sYAp zKB05zmqA8PpEki=OSXer0Wm&n!i_@x<08MNtphhF?&RaB(+lZddB_KDGr3+x=)b%( z#8IIqJ{tVC=Tj!>L+0?TGy0lb@)fPKKAajtC)~NzF5Hre3$klO9-Yi}Q;W_RjXV0d zcP!@U>}%$3siS9_A8lMZ`l?#I=`v=cQ>V{vS-L<{mwMbb#jj`HDy>_Wo>AUaqj|LY z={}Yrce`^Ef?n#&BsSLQT>mNa>D!%YqOE-k#1PML{i?{)Px$Tca|D# zX*=_?&n5k3OI_T-r(H3>#NG8agUZv$C6z{H--1GyGTYi z|8=bPf-Uc3WL>wgnq-I%3;oIPr-X%!2MtC@BGZO-vu3lrLrf%e*c0WHKNWSK zEeqAkm^ zw_Z$7*4hQ`NO3}|@erb6+CA{jBW0Q*T@cM|P203dJ9RY#)d%n|6FBe}XVv6a)$FQ< z9!Xp}965&PgQK(FaG({A37j^+GMB6x5N?O;Q`Xy{`amZNp(-Cr^E25FsWrvzt5d$T z#MdJ@+vF?iPUb_6EdB@dhtneQeCT|!PLL53i-Ujph;!POafd2T99rWE$A44aK^?ay zI1IBZWT&?r^c6(!-=T}1&r07oUoGFS}jH%jKco=+wlA*-0GmBI%N?w9_xh2i49Z$>%%+?BW}cG&LR11(|1AS zQKl>Ru5hCr@Rppqd7rtE#3<|TT~A_a)fUT_uMz7=>nL`svWs`8SnuVFO@E%KxF9Vx ztg64OKcbCtCXTUbll;!3)-`nzkaLZ}UBCt&DdYObX^9urg_6YsDZ%GrM{MR_ zEWl;dgG9Ky@Pb@T=%CcbQEs~^v|o7H%9|4}=z4MQ?F-QcZ!;baHEd}OpKymhOhz=Q zl%{^LHSdlcfo3pA%ibQ-CtAARnuwCfGnH$q#l|tXKdFtPd?WcF1 zRH&BZERNKlmbiJ(aQmiv3I<2pBOa|w(W_xiq+5;pgvg31*M`>w9r1dZ=KT_nje^R# zXR)^w22W_44mJc&6(75jlIMEV*fT@IESWue_WGfULc|3K zcAeNw$*m2h*ep;33IbA$?e7TB9IJbtCf_EY=fUtDZ=-g~+(jFB(3Sv2Y%R5!kC?g2H8XYU(V68<#O6-L;fTT2#maqC{Pt_V zJbirfxIv+d?Ddr0CW8`OTHK7%+r|Yiop)4;UG*GXYE8;7h;}X3)p?MF87Z2N`9!gm zaHwIjl5UG~#@jlip0qWqD3x43`1Wq)^=cMOp)7XC#?vezOrNuHo*n(g1#fR&+LVjY za(=p8FWvdg<=j<)y3>02dt@WXUC0*GF5Hu7BZ? z)vHRh-uOUgUnr(7;e21B!Y6Rft5rW;DVC!u?0<>wI$bVxsU9#slW|p+-z~`Qd~LxE zgPylzgbY_vj}M_w?<+KwO(rnqiNb_iZ**Q}+V$*u zc{D=rLt~xr%)q9gzt}0?!g1=CouBA%Fj8>#;oNR@Ce&S&{w$t&maWAX_Z7_KRy1w% z%)QXL%FOc|HK(JU|Fp#x+qPGBQ65)HKBh|NY{MH(FP?NNgOeOuW?W>uwmr<(RA%Q7 zf%hepmq+iZeR=Y1{4HB#jb~dKl+!KvZtG1gs+`x^GhO{5e1L0Pmsa&%&Jg!cPH$k7 z;#v-=iE{Wssy}yD^hEu^IU0xdq4iRE8vXzq*s^R zGT#@X%d7!iK)8MmJVfQ{Arp2d1Dm%px?-pGyKf0C$z+elx!%evx}$D!(|WIySk34G zB*;Ad5!WNNhyCQ$W2c~*wR4GR`?0QLNq2+}NZE*c511g%!lxgfc@tM;_J;mm&(M&k z9@(y^s2eSlZR`v8ZY^A!qK})v&SdW)-UH9g1E6ap_mLzlGYDAMYn13B4C430&0AVCt-T7+(`_K#f;ih-6?&~2>i-W^H`ijh$>1{0 zDQI|sEoJY!lx^-l!Y8QT{-c`6hoLFtR9Qno;~)_x3xPEKJ_?1hbkjO6`bI~VpU5dI zC=Bm|b4$dB@Jy3W$?v=(ej$a8$w6oc3I?FFaT`VsGkp7Gv1wj)_H#cP4(LRWKq9Z) z3TF#vv)ODgjO#5p+E;{Rbh=ZCo{wEDdV4M9f(DX6R%vX#NhoNWh~7rLPSKv*8N^c$#h97$))DJ+gV&}2;~?uMGt)tYi~9Tc?OK8CJ^nSZ;bfUa<7$ED7n z$O_5lc5UBA8OcSbe>fknwD_I8(3mq4MJmVtL@tw-WJE80C85hjpt)fuAimu{c#xh0 zPy!kDk!|6-#CJatZ*J4PcBl>o34qc7k~S0`=2$)lrQJ1}ac}{Lx%)7gCMz-lOZl&_ zbqTi66093H^~j)e8)@VX3B?~~`R{v5bS<8Fa0wnerV*{6L^!P9BXZtff9As40Cy&i zp%5_L!|8(X?gaG@gt9<=Ut)Xj+#%J5_kYk;p1+MgyIX z>35$#{`k4i)wt z(=Zi(FqauV24p*eE)nO}K@g&C))|Umh<$9Kh}Oq;h8;6& z*^}7ek-Pphb!$ulspP6d;}5Q!2NNL(^On@>n^>~)V3D|GqIbM_a4d64i2iYu1Q+Wk z3Le}2L^>mF&A(-ElV5gQ+pW``NnrGl;^rGM4_33lO&DGVNZZPszt|)d#hKZ` z#)+uRNirv&*;^X-Z}Ii=(pAIEr9#`+h6b+&;@npYjLwCa}CQQW~k7y zFnAZ|$+MqH%1l-F-~Ujf&yXrBDVKp#s=Wt+bzLyb-Nyfb@;AoMbl4;+HNgGr06$Fz4hQ$1K{x+9p{amyA?GwZbR}p}|DB z621A(4x$LEdJ;(JqHBSLsVHp5^rLDKNF_X*O+hD%ZFq%hhs6-4JBBW3JYS2QHOc#f z8!D6Q7%$$yr>|gvK+U5Dtg-DOfTS%lD;Q{hrd5w#P0~Kc`fa)H^p!X(U;sDnB1SIA0x@fsY1_x zbX@W3W(;L3USe`LOdGk>JnVBTSW?TL34>!DaB3z=FxJBXiL-lO`-Gon)py7rCcQ+< zmXHdVVEpXKYIE-!suTZzF)Q^N{57L&}+Kx zyIS9~s5bzurw)P7g1vRqvF|Sml@GiR)R|Dib*uK1bqRi;&IhN(a5GYRXqzJn{dz1@ z^6T_k(udpNDEuD!JKMOvwgUAa3H576uv9-_+Ld=xV6H+sDD_9eN_4i86;55Qf0b;z z2W?*mCEnb1!Y1xZnO|hoI&&QbfgPVO$$(r*QHJquG5# zO7aBp$Q~2vo^z*((X@xpP^XB#ZT>K+LOZoyaS-!x>&w^sxuhPg^SD^V0Mp%1HOb3o zeko{qL>W;KeyAx^uyvH}M~e}ok!jhhT(pUvHKUBWOC;9dMXRIO1wP>B+i6f=_lwS| z+6vvw!XH=mc!8`tvn+i(Pg?1?Zp^4$v>LiZ*RJbJxA#UdZH5JP4q|eTP_3BWKa}Vq zrcm#^k!w8T-l0*FJOL(v9_{pCEI5^Z4=4V-(1gxX%1vr0O$Gh{vrl`2FkEJ_%Rw_~ zQ+I#p!X#khz^xSgiID%9rXB&*vE`=!po!YO*Iq*Zp*PFY^e}D# z^YzfWT{``M`NsbT2#Ky;+eiL~;z^h`rC+qQb;qGAe+P|0{K&IYzcIZ}>U&1|n-nOd z2(f7OmdT)*^rv@LxJzS&HbS_WKc6I`Aq4wRWTb0_e80YVvq208OVTVgk1~q`y72!3 z1C{mvkIe9v$T!&cu`4U{o6NZ1Yl04{^grAKxRBH+fCNDq{gV!dhG9^F|4@iRT~P8P z%})HijwiipnEmw3(iM(5vM2_;;YgDM-st?zgJU2pz&`n}{>AyuE6bSt3ot1WCU-A& zH>FMQiOljFXB09`rep^d{!{Qbd)5AjjX@^|z4BVkoXke0i9&mG82I4|O`uziKo^09 ztv2HtzZHQZLAu}D4XdwDs_Y`NlbpbbMEUWE7ODJ1Dcgbxc;+0?traAG5d2c-=HvPj zYa!&^VoDdH^r_qYAkc-uW2kN+Q0IGn*%{p@Pz|v1{uh~84dsHb=D{a`EpuwKb(!3s zsFoEqRd#6y#W|Zt*l-KoZo^sden3l7v5m7SpRQxNA3o0BJ~cj*4J!3cVp@H09$w9i z8hWM{`ezo^kW_wpdo8`}F4*~!HgIP_hAaD&SYu2$c*1H_8#<<~&5V6Gq<0~53G_e}6^I$787fJAUkc_aYo@Sl<7rC~J- zz4XCii7L_Ae_O1E*U-Y%mUym3lrFGhD+ih9Z6NYqhZ;+ZwiOFW@qPT;oC0~OS8MZX zvz)4-a2n8s>IT-2|7}{qC4nC{{6rr7%OZYG_#q^A-kH6v50r}EYp;JB%xHMm?~T{~ zi9VZuth2d5sGw@2nBzwN6@*Oz;lJ&3Dgm@i6>f?Dk4*)-^WG~ge^NxaaU+f{<$ylc z>EQqZB2&%Z$G_nPv~f^{d<6OvLYz^_4V}=kbUc~juQU@*RG@~;qCSb-1g67_ zcXe#&#ilt7W5X#ZLnq`qsGJ+6?zhP}!RyJZg)XPWkq?jz8+{<{J0sH2xX2TS{F&tBu4+6qPp^%kV^qZC_xHm0nY3Pjxb;NPA^ zDfryWW)CJB5ZbnRIXw1zTbIsA&I7om-dNlDcvh16K(qrPz&SJt2T0#IZjS71JKk9u#aQvgQcoUYKnk0pH^D! zaz4!f7}9x#js7HPEN1B9JlCxtiqk-mbsjAcTmd|{teek z*+a4RXjaA=-EQZ&NPDS$n^&c5`T?!X{=`=-`2hfaT#Nf=Rk_dH?z9T8=0ZOtXT)GH zAe!TKJ@CEm6Pl<{VOeLE1M&T#L)X0;4q90~Lb-lNZK3@sq(E=PA=cijyGG@KHn`l} zkrAO6AD`Fs5T%QQhhTck9r~m3X_4BZftkhAU_qM)w!2aPU;_9C?ewk>!W!j1#q;E~ zfyUQv9#Chj0s-$6LO)3XhDxs@_OL^WVkO&z5En++((GP3oF!Ti{A$5ZncfK9xP!4w zmR?9K0o)vpG!VUg+ekF7-!x577>QQX=ne~{u%o6Jl2`lx42Oz;Fm`S;P}#?|7mboU z-RD$`!IKq0J)Bz%`s&{!6KI~~Du*S0DG)@3l`K~YN&Qjs@SGZI4KPl$J22^%-#Iin zT>m8L-}4~Ed9R+p@c72IzF4qI0|vivTuH|zqdu<`^X9+PZ4ULLwu6wK1MO$clv<#| zz$@6uqX;_DLP^8AC<pz*o;(`SeE#WbLf-mT#1*PEKu%f~^I@`)< z(<{(~_x}5f-nDLH#$-GCx)lPZ=d9!fQHr5F_1a5sq7NJbD);iQP{2wjFwC2m$c;L7 zRTj1MjSC;3 z{cf#n-SU{$u`i4ms`~g=g!se#9{4Nf!CS#c$fDXg(6(W3-5oqYO%bsl-TY1#fgoy9~x9ydr(N2Ux zRRI@DtKlm?&S7!5H=4)+csPW5kSe5Lv54DIczA%ZL#N$08uu$~Jv6k}HG$L%A1E zSXH%jmcn*^1@)3cip4S)wh(hT+Hp&}o|VI70iVy~+lUf@yFH(r=)M9O+R{9hQEsx!o6It@3rNQn=*m!f@N7oOHP*7Qd2TR0RZQg;p{`+VVwB=0uG#NReH?odlm zpFCAF`1a$MoO+7ZE0*~jon}g3&ROqM&C7)SGnWre2gfPcKOX1nFV5I`ecuS2ZNRy$ zY2vTCjN|sH-*a8+9AJhGru04QVJ!%VuV@u<-RV1%T^(H^r{z)^?$PHAQXu)l@w(Ls zYJIWr>t$+Jx5~uZ5zbSE?_j@pa>&&}xpLniHGQ#3V0IJYx|t#leC7AjYm2Aj)~0U} zU-;jr-dtvx3Qv4WSB3}V>S>t)gP>xLba1mqml$sg*5#K}y!m=SMtUEYRACaPT~}6H zPOE0_>4d05f$f-E2ZxUaoh56zB!dk)NX^v+AQiLH4x03GH15@OEQ&89Kq^5E=yNIMsDXEQr`4UZokcLRv)cy<_4Pbn@%Oh z4;hGiO-ut%ai1c-O=ohT|2_2}-R*Pr=pSaXrB@W)MZL#)~^A zN>HaujXzg(Z`yidq%Xq1#({tc4WSz=aHr?>#GikPNzVd3ie4$Ty+Bdmg!^Bl!zp)!a+cR!_p>p1UDEzC6(E= z)fwm8uqLAK&!X=qnZom9Fv;hqTd`XayjJhxA}DU#8y`Ka0k*V7dHlN&B<-kE6Qr_4 zE$kg+Kaf?HW{=JU-W94xtY%X6Rz*&*rPrC|M_Iskb&Kg^;Y0SuAsR_*re3-$yy_%u zB|cy}H^m2b1=Gu!lelObWot_@vqT%#r)PV%-MZLCK5M5tT%h0-PUAg3^O!Y0K;kz( zppzsr@$pQe3X0FQl5b{~W*j>qCLt$~%JkUkrvT5e&oOd`CGuES&yq$^0I&WbgwT18 zOx7eghJPQB8yUw@`OP`VzlIWWursGW_K}~6X995s^O{}){cCW2o3kg6yT139Wz%~4 zdkLC+)mN4*pTsk9u!0-O3MP#V0#xZ|35!7Ou$I@>!ztEg>|y{^B6Nk^bS#Ko093GR zwd%b8A&SLHfYeaS)WoA8px+6d7Lra8^EBg-h6gaCY8glm8D=Zfvx(-)S3hgUfk*KR zg7O*J*ZHcg-&qupYzMdDKXi{SU1_-}bC*N=IjQFPV=7nB(7xh5>W62;8F3}- zmHZR0E7YL#im5!xR3CoiN=Jxx& z+)PR6?ygOmdJPlI^^3Zwu20s^V5=kbAMw%x6gWWqhC%$k?WJb*PnmxIfurt5->h7t zn_zx9&_}D6DRil_hul#I4KKH%Iv}Xusn}I(@MyYSV7Jm zVDxhChxVl4_uW$%f1c73Z^Jfpgb|3l(8J`p1qp$#3qO%9mj3gijM%karQEkjzkac5 z?J~8qWpCtq_ihVby$2|kzdaX17noK*3?FeGt{QKRNsqT|TP5w+(nm03+ zx;hCHN$S5vx`b8rHy-LXRLEhhBs)6U?~YQK(gfml($C7o@(EAUN1m0AVxZ9}s8^?{m+a z7BBkffT#06Pqc_txR=7Xp}z@J`mEiwnehP zX>gPDA^sQXXY@4CQ85IX?jKZho`za}4VM6VH7^4iQq1#jf72F%qg#}JQ3XdhzH=m1 z<-ID)j00U+Wtk{!e^YCV1?Ic%@(xnt!#}`#+nF_MCBso}ng3w}x!(UFbWT>4!IvBc zD*5UzE0Y=@{22v{PA|e(9r0^Xwpg{EknO-@rC}L~|G|HSE0mT5Hvi^|oTsl2=l)tM zp#Q&E))%E5Fo5141~@j6q=srIvkIF_8(R@GPz2#^t)<82Qn@W=~1RtnQjm_K&3fxbzZ)OP{Z9Y>-W z!MF<-tVtF8!ld!}6-D!{KFq{$^Qk$O83kq~DVH8zq9wL2qM5OM4)&a@J=BA67aRN~ z1_R1-=yIEPT~TE2)o^khALX(fVc@P>MKE(zlbwQH6d4$6X3)y1@@Nd#{7S z0mX0jBW=+U?nT_k1Yj{iCx0t&H`)>E0@HW=w=N!U_R52HakXtw9+g7P(m_={?BNc< zkZk>zDtni>{#Xcu4k1LZ(?@F@)#klRoH@TNM;bPOjKPhHQx;~xT9hcAcdOr#Vu=p+ zgegfv&BjnK{iFm-YDZNmMv7ip-z(_~P zOB*}WM_Kp+KzM}5Vv|y4l9Mn>D2C+4Yro7=JQ%R#{t*US8Sh*kkf_RHHhv5vZ1{UB;YM8$szHEz{H4}$` z9@e{8Lf%=1&ws@&YkP>LZsXrR3+H}khiE7Ip6^f;1R+EH*0B@)v3|4RxjD_wWWd+N0fjDGVg<4cDm5uJ>n?v3^xu5K3fV%+xF@Y&xvQgeO{W2KCKDsK^l)jY1_<_!O zm>fu41y~*V?QLg4FU7gknR8Qk$qPW2x^kIR2(r%9nse4edf-@=s*@6I>r4uLlXzDuR|L@-+UP=5Dub_M} z{^{m{L*N^&croOE0-VFt1^{;ym=s+yopwg%jdZ|*44?A=Kx#mhA#`a;{l_7jRTuXQ zeV5UqqjxeV@RBaD8eQe2+2LOUV5!-~La=dT5909-<>tqibq!*m3(yFTnvHIh{r#ko zDC#B~PMZY^utlPbYS8W%^&}!pmhD4BC60ZBsV%}>0@8$}18E@hvJ!Zqkc@u{b!_&l zg}L2yME?bnGsJP|dw(Dv|Aar)o+6)~jkp(isZv$wxg81^lNnT{U{-`UE#bGQ%O#r{ zu^;{&yID{{ZGAwc9fWox?J$+*()`D9Gh3CMFQ+%jfw{e|1 zx%m^g*)1R&zOnG|AnrNkdqHnG|8H|()u!6Y4(Cx9*ApuVxueU!{YJ{-X4HPFEN>^5 z^ksmpA&_SDyf5VYW^#hB0#-1*!=8Eb7KOSKH6ZdT%RIz71Lpbrzkg5||7e>ciY%@n zR`lk!x=}457Fn@OnWX+e(gh&GI*^636W!llMuOnv;?PHJjMaazu%MvBHtx_85@B+#fO?fv4ge+4&X7AinKui6 z!zD+iR^oCOOlkWD{!ITYB<^Y@7|QVW6Z6NxCakjjGe70`B!4WYRck-5+|g>pD*`B^ zw!EE>%kR%9Y2odc=1=ezG1q25SVuq!O*nDIL+jNzyp9qQx2zPtcn^IYb#PNri(g?t z4~{s;EM4)jUvPW2++Pnb2lhUn`d*aiwE_I4UZA-g0}va*s{3!2Vp5b~SxR5oEY@qt z!K?n*?`q3R!KmeT-tXc4Yyn+~Df*7K?}a*N`fmA3Fgs8>3jGL*QHf}M7+5au1b!Cm zC9WmbH7pbh2|(-sZt)h-NR@ody7A`n!)Fce_NTa8`6%+^wO)z86Yt_hDFb6wxvc~5?61STm zQo*|`ZS#W=ye)k5SMNSi}^1h<+eSntEN{NhnVNZ>m5v% zinHf)OX7OsBllVIFY|5ws>r;Vos#UubS~9^sI{xd@oQFbXxd~*Uo=;4jC&vkUE_H2 zz2$C%8|iCgxbE`KV7+o%zk2S`iI9_Jjchj*cVtYMC(Nht;Q1#6`+S@XX@ZkCX7N0} ztr2g`?n{N3TWP4WaEB&{M%D?Y@a4T;KkOrxn;^*7@=ad@I?Q#-afh1St%4`yN8LkMApUnZonvb4Yt~9iL4Rwn;ZK?_Z4Llx1NJaXXHO-f~dzmP>W`V{?e%Y(Zik za?kn6In5_+nqiX<(l1-oBb!5;2J><0g4axt{d>_HTHo>GW|v0RkKu)pvWzWS)B7in zxMd{Qxg@RTzi-(Wd5|Z>dN37Prz|1AC>vxN9T5cjLc#L?+zH7FE{!MYN7kyZ3 zp{Qv6Uu>;+l2wt<7i(2TwB>c1R_Zf%^m@v6v~7 z4O4hwmU_jFV}^e@OF-REC_-_F)1z5`z&(k5yMbN!2h~Ln%Z(aZVX~}dA8o$a9S(KW zSHTO_y|R5@pJ=x)?>>|cl3QKPCXuNw*C%NMm&6oRB22c1cMtnWo@j~^|9q`B)hH#R z8qrFy)a=qoAByxp)Yap&CgEc8cBg6u;VGjhHY{avzC+gz$(uV?b0^KV`fNTR{v(S` zdlcb|f@_%(O^^BP?9NC=A@L2V+oz77uHU8Wix=SJd}tZ{cK6ljYilh zSsEvN_IW*S{B<@0?x%enek?Vd`I?P0L69X5xwak(*M{Gadtd!Ji8Em?oh8m&dM|XZ zZa*9MRPLjtq+Ql(b$YS_UPSnzuZcObkiL%VIASw?Xye(tVFM3}xZvb}y1x-Jen`_) zDplW5YG|mDJzgmD2x~$}2zJM%59>2)NZg2i+BvP}`yrZU><9Bgc4xM+JL;}wsYj&c zIOVrq+%hp_p}%*rFo_3$HY&lw7DpK-9`jj1hueezYf^bM#ZVj{3 z8_7oYm(8cwU_4@3Ls{^=9zLQEmn`LFSubpW>$H}qEizbw1S{`dlbdK${rt5siSw?( z@$kgxGcO|G8pRsxmSoPzE8={4$XdA_IPS|Sz7zP3HLH?X$eeLcP4JIyJ7*awxB5tO zC~g|7R&kU7trHPpvL#3G*7XAuMtzAs)Gax&R_ z?mDMfFC?+NW80kd^iG24^I9n(mi1bV>_Z9XEe|%t-FHq+;%1)X%j;DgPPuEj*KiEK zj!Qa~Jap3rG~Dh fs39BgE|~{qh+T6UGu@EHgA9iR!PP>xpB?`Pj!`&} literal 0 HcmV?d00001 diff --git a/src/python/1.MLFoundation/NumPy.py b/src/python/1.MLFoundation/NumPy.py index 8aa3c9cd..05432bad 100644 --- a/src/python/1.MLFoundation/NumPy.py +++ b/src/python/1.MLFoundation/NumPy.py @@ -4,7 +4,7 @@ from numpy import random, mat, eye ''' -# NumPy 矩阵和数字的区别 +# NumPy 矩阵和数组的区别 NumPy存在2中不同的数据类型: 1. 矩阵 matrix 2. 数组 array