From 775c6bfba7172f658171e27f269f836fbe6341f2 Mon Sep 17 00:00:00 2001 From: Agriya Khetarpal <74401230+agriyakhetarpal@users.noreply.github.com> Date: Wed, 28 Aug 2024 17:46:25 +0530 Subject: [PATCH] Fix `tanh(x)` example + README --- README.md | 10 ++++------ examples/tanh.png | Bin 67489 -> 65772 bytes examples/tanh.py | 39 ++++++++++++++++++--------------------- 3 files changed, 22 insertions(+), 27 deletions(-) diff --git a/README.md b/README.md index e5da16c8f..dbb1c4696 100644 --- a/README.md +++ b/README.md @@ -25,13 +25,13 @@ Example use: >>> from autograd import grad # The only autograd function you may ever need >>> >>> def tanh(x): # Define a function -... return (1.0 - np.exp(-x)) / (1.0 + np.exp(-x)) +... return (1.0 - np.exp((-2 * x))) / (1.0 + np.exp(-(2 * x))) ... >>> grad_tanh = grad(tanh) # Obtain its gradient function >>> grad_tanh(1.0) # Evaluate the gradient at x = 1.0 -np.float64(0.39322386648296376) +np.float64(0.419974341614026) >>> (tanh(1.0001) - tanh(0.9999)) / 0.0002 # Compare to finite differences -np.float64(0.39322386636453377) +np.float64(0.41997434264973155) ``` We can continue to differentiate as many times as we like, and use numpy's @@ -40,14 +40,12 @@ vectorization of scalar-valued functions across many different input values: ```python >>> from autograd import elementwise_grad as egrad # for functions that vectorize over inputs >>> import matplotlib.pyplot as plt ->>> x = np.linspace(-7, 7, 200) +>>> x = np.linspace(-7, 7, 700) >>> plt.plot(x, tanh(x), ... x, egrad(tanh)(x), # first derivative ... x, egrad(egrad(tanh))(x), # second derivative ... x, egrad(egrad(egrad(tanh)))(x), # third derivative ... x, egrad(egrad(egrad(egrad(tanh))))(x), # fourth derivative -... x, egrad(egrad(egrad(egrad(egrad(tanh)))))(x), # fifth derivative -... x, egrad(egrad(egrad(egrad(egrad(egrad(tanh))))))(x)) # sixth derivative >>> plt.show() ``` diff --git a/examples/tanh.png b/examples/tanh.png index 78127d0b056f3d9b64e4646cce6c85d9ad38ffa4..a6fd8b256c25dc381ac81797f32cd8b04dedd0fb 100644 GIT binary patch literal 65772 zcmeFZc|6tY`!2pxcBOehN;FWWC`HK7q*|0@R)%CALWX3ffn6%KOp!>D3?Y(vC`slr zE0KiEnKPg3S$xj-ob!8~^T+w~_d31y-r3e#@Avb5p8L7)>%Ok*S+^AxPOf6w%tWD3 zR#8tKSE5jsBvB}fw=MezzuEueF$4Y*x0BVdQ?@d)bI`Lfq@2;Sv$n9ZvoO81?W&=T zt*MpeenD|TVS#NXc6Qdb5<)_k|N9#Rt!#{iwks@d#6^}{pVG9YP}b;?e;2)!i8iGy zqEM*EkEmP=?fvc;de45YXmDKIc+7R5{>p-edI9R&wT;P!{0EqyWy({dRPwSOL}ncd z5bg7S%yVwtZKmzX2Fvlf=}M!Pin0th_q*caRwYhLTBe^pD+;`J+z4B%JSvD2D0w*UP(LReE>vrNjO zVQ=BbkAc6%eazn9TrM1ZS|NA~h2p=8L4ZPOYRI(jIiUA`3HPpD63)DgE|Xo+5>6v8 zIb8m{yOeje?9sljZ!bU2ot^Aa(g?QAo*DZVB5wO4C8#yIs=8W4@BK}AuNxFfzSO#l zizq)n*1ftAeS5?1OaqV6mbqE=8%x)ySzBAb*4@I)9Cg7mLslqn+J-kie&oAj=aZ68 zpA=KgYI}=HoIOTorv}U`!=$3F&W?=Ooe33t{h88(E2Iev3(H-$q)>jiEYYA)o|er_ z_9T)4S!VUUEtM|1oc8^Nhn&-$$3NqEJfyS;Ru2Sdy7=njS3Trq;%(2NfIG{B}K{|8b>#cMbL7!-qp-V`?}4 zS#`j5a)hDt_Pu+mi8?uNjLJ7_yU&ac4Gx~Ww^?MQcz5_l2`e?VKn~ZDbF#;ee`;yb zotYf1j!}+g|L8K&9yByGq%<|w*H?sxP)XF0!i_2;LORNV_s6Ql(7wJgecsfhH8oiA z_r|rlCR{@zsbqTf*C9^7dc}a8Z`QvGL+-g zUM1^BZ?VcgM>9x0FLLGQ@!ACK3)0fkOl#KEuR7TDw7oP)*Cy=AA%|GyXoaECQPluG z)e&5|)F_2n;%Zk_lv#bklj)fm=1rSkhDkY_byhrCt?#vJ%L@+=%2qM!!%|KoiWe_F z{rU4}Z)N*SjYm)SiP5k})@>1cQ%z@k~yRlwP?|RFxZ>Zlh?UipaG5_l6iR-S7>*>!L5FANa zLZNV17SKyY)N}W_*{@j+iPAG8$~l<&SjC9zT#Yw8x~ik&^a{MXtD}7-B_-dOeAyxO zCx3Brqs3+sGyj5&v4NIE+}-TMzw0(j*u9jV{JnG47SYq>Sqi*XZT%=c^7$Cks#Udr z2ivgww&#p}HFx^+ZmEb>v*gqx`<}WOJPLyH4d?LaXl)Uvd;HtW-@4~!2j)gf_!Cdj zPTboZ6&cA@9xATP;!`LsEheUc;I8?aYCigDr?1vX$|Gz&1_p+a-_L#dwrx8sGyUgA znCqA(_wL<2d2=&~1q~_2m9fs_{oO5jdDtPM<>4~AZ6EJdi_~j9e{7Yjsif0zwffA# zu1^nlZkBR-^X&O^Twh@3Pr(}5OwqZKujYwe5#Ah1hYx#TOtWWcDz7ieQXN~%{CSlR z*!((0qF+uyq3*?*$8QWvS?s&2+OKy?Iu1ojT6vae5V}wAS;JzIE?zEFJB5Y}H+_>t2gBXz%KZ`TO^p zecxAA1gXz^I-UTymBIwR}!^didP<@+fVk8hI$?sMj+gjaJ&YW&C;85vGh`Dw{MT>tH!GA`)B1Q#or;}PTjl(7NT3?)DuOe=ca9s(FU<*%o1l02O_pERq z4!V{&{@o$GwX@UMz{u#UFXHgs0|OU~c1&MWQ}cw1ihqHVu5+IVKHF#<-sl?@6~%^8 z33IW@%>HeYt@oSLeB!RXS=7SB4h1B?Vb__EO;XNd*}t5pqxb25+(f&JkZb#t!Af$!*FAU;Z<8DYF?_n3Yi&9HY~;C zKa=%g|2X>lOF^r-!0z2epGrz>HrZnHKF3D>_}!u9vdq=)8s1~HeQwi#8EkzyWtzq2 zioRkHxcR~6YXy2ui`PhAT(V?ILmr3QWY=!I(|OFo`$~)3)T@HQTPs*M)9&8ea**W_ zy~@2^%RsRXkjPuVo0pfmeEIV3&k;B9q-(gjxyA2Z{`}MvYisPzzHVIvmWk!7dv~+* zfPF&+NlWb=9o@)aWBSo&!_`boOd@(h_Uc{7+`L3ocY7}7P{d;%a2ol2w8+cLi*Nh( z2#o;|Zf;rJg=9-q$kC~RyhC?aEnD_^t3#8XdvAMtR8L}Fb8C*EX7X`lSeu4B9i5%g z*fHZYbKZmp57v@ojjF+4*Apn9`AqHA`7V^aG)|v?|4p)*C{1&jutB9Z`}APD+^JJZ zbIBS4DF0CfYPl{5_Brm(ftnaUK9!e06dfHfqkD97wNS^BIa4$Q#+ddzE`PD#xPoW* z?vwS}4o}`%G%Cf9hbAgKkudxECZ?b%BO@b3#y!_*y#Ml?(_iF%W_I>?LG4Vj?D3BB z$Nby2<cc7&SZkIOFS3Z@!GFwyk&>@!*7r5F8{tbT1hxe>pw!GrHBDt( ze(d>FGtYW&FE5tg8&nz^rk{3)>#r){vD4Pk(V0Xhv-|Vo2-2R($GdE-7FR7dop`u8 zVgQqXcveP*xPJZm#&zrT*2K(C=)|eSDE$bXb4m1G!-<(mWx5-8A+4XgUP-G`YCLrP zh7GFG3R|^p%SA|KPj#Idlh5tP`o(HzUG;36)6#d_TNk6e8?{<&dJ;upBPZv;-sXaW zW7uICzot1jI5zLS=z&tq?`)OCxPs-AS*pYm4cf?H5og?$wvS^Ry4d)WNC`|@kAH4L zBB@Kzj?*u?Po)8Rk=)>&G2ZtL8-h#r#0i#b12Hi%W8=*c$Cj?zwD<6a-3ltGNp_`s z(#WIA_B)~>OJJ8mbC%9T3h2S_c78|<(ds&mvitV!1A3^Uam$Z%$0f3ujJUcD#0)dD z9A!4NxOVMYM5}tPVQCh6}@kTa>sI3 zHRIBytecz>f8Ki|_wuVJ)S&*SUVO*koyDPJGW(3=EVrq?GzR92&SSk9y|y~>G=aJM zZUx?J)XmIdzouCw0;6ah$d5%ZMtoa6m+>(~#9WTHW9QC3hpPg-ec#g5qvQe(p!|Qg zE?70$>do1ErhAxFWf8NQ&(|4OuuI<8LwsOx}3f7ANq>lab-3t!(_ zOQ9U>7#I-ZO=RkFnNU5^sm_daXNtHpOilnu?@4QM<4>z-hjxVLl>;_X2uK?^G^D5kb2os8Ez#L7#5Z=j&zw^ z*)=er`$K~2IP<=Ob?w@x7@oGx)OlYHsW)yjPBTNLLdc;CPxurs*SxxLkdcwG>lUjH z&zn2~mhTJ-vImzNtzs8b^kLak6|b4%@8_p{aq6O8y)jVLx-CtAVva_>mvK*{XcwFVqoT){|PW<%g)Dy8Q&uZ%J z$#%uH@jwBYSNqIlW|0=nd+J_IqGKUY_~X4TJ*cC#z+YD65dedee6?R+y0x<4^PaRO zn=csz=zspKh$5&0R1sKgKpru{ME(aV=JSIsF3Jwy?Sn+En&agH_)P2KHOC&b+aP4L zs-w@=1K20x*1SOVPbBP>kjm}a?j4ME9PS|C8aV8L`>c!9-yb(vrCK(em5k6#F^U2H zbNbur-99joh_yLe8>?#jJA!%R#z+Kr4|aG>YQ0Vzunqr?9Y;^zXa9mBJSRA`{9sFV z@3@G`=WRKIAGd6lam!A~=-6DFsN2#yp_Ai8P)>J!VmN6}(ARZ8acDk=@%V>?m~nOj zXk%qenzJ3zJ=}l){yphX5#ztF+qPW&c6sxmtMMQ2Z;eYzN@8F(+A3l9*>(JTG_Udt z6U-!80!b+;lE++UCpxiiA^)sqe~Fe(10na8;5Y0lK9tpgyt!PI1NPiqz*@XE73FL2 zw`MRpq;nZIh6EVV?qX=0!3~it@Fo3w6E+@g2R|-}g+}O2WBkSs`FR`lp1@-my|K7hZ8g}jH za((pZjCHlB1<%o6FzU$I{Z@RAm0ex5np4_hq^r8<&+zbm6z+?X(|-y+VtZcr?K~4b zUD-WdIq|F5?*y9Td-?f?kI`mQ$SmC>C}P?2<@;P*UGF)KcC!I^i6*C{2uK-y1TMquZ8I2bsIM51Hie@P8b+>Nb z+}M-4`)rsB>W>JLpS&6<2+Gsx=S$JwTi;1f7gK$8UezjRRPD9y6lrZj%oDa}gEUN+ zBME{2C+Gwt-c0^zZC=E}^a$wg^e(@GM9iqTvnKt8AAIety^Q%HA{Gsb{A%$@GGl*! z$j^UVY-!9AruNp>h?g&UjD;4{-|j(KaqC-}RXBR9_O`a?$hGFEe*^H4qM{rD50UVj?x8Cw6~ayxmOlTEkQG74yCssKfxfl5#a z6^lS$OgiDozOJ}&oW8ky!vVDNyW=;KOL*jMm2y%6n7J}0tjM%1$(oA(0ktVa z$FZIH-ll!e@`vZ*^X25^l#mqcNnu=FHiMW$9z@jDBK3~P*PD5=nF6bv=+NvKo!>){W{|F%CK@KCYuD1jlc@es zaO~>p$^;Z8RXA2Pt~+PE+4h=Se^W;H_pG#;D@H~yNTY_%s@|QL)1gCqjJ;VJfAY%R`Fp))@-Iau74<_XFjW20|2cJ;6|4*{ayC{orGwdB$0Ke>K3xj&kHz3OOJea!hhg^idF8!3v4LTet_HS1_W|gmV~}GVkyV9!?XjI zO=5&4n?xg|nr5ku29yr~@ynMltIbL0h$7*5k6l~|wYRRdz&rKY;78yHwe|f%IA4|pKQ+UZ;D@KVMA%5ttX;b>^nQ=4$ zWZ3)I*w|=8u?e$XAWM{ighmK2LogtkA{5QFJbXxiv;FdPUr79nZmKXx#883cNhC>6Y*m%rfu6@c|ue za51XD&Ak`qP(^_+RQQHPO+Fvay4t5ypP;=pEDJGfUoKK_0v0i|Gt9Xr!`7IftXUU? z>}qzgr(k^p{$^6t-?JR0-+~L|y%~_Ogx&84>({SW$+~)(#4j2;5}l*HDV1jUIZD_e z&GI`TslD}4^a9;xCyZUu2H)}VQEtg~WoBiK?(MahdW3vf`t92VOoU*7{i1~H3o;oM zeQZGCB?9U2h!K|GGh@J!ZU(A3|JEV~SkxTDjS?RJciql62F2^qO;BlWb2AQ7pi-RB zBQbB-u#-xD2zc<|sd1R&$JxxYGBYYyu3RCU9=X%|QFAeR6!0tt%l@TOX0F%T0v$;R zkXK~(o}0zR#UT>*u`?5xWfrkY^TeEvKj}%Az2|zL*FHV6c(k`snc%@Na9~IfiHG&a zP=@o&8@BHca7`n$q&!rTteD}F2UB)F#Habp&uo)TqW)+9Z9+l3Q zFR}muJXQc5)*f3UrSfZ#a3Tp={h3Ny>wZYQoZnLv5BZ({w?E|<|0lr?I$CBAp18-h zzvE7&E$@b1rxlS}4YSN@mw| zE*e@$``fy(cj`!E;Wjg=ZCyr~R1jY!MMWo>`PFKWDY>Z#wrZr*1DC%Z2tK_F{{SMt z{A`OY5r>|Mhyw(3p(ke02k9aLY8adf4-d~NY|SblzuwADtJbL>H`b`+IN5`IIAs&h z;0$4@7W^MWr)5>-ZPJWWtI#~vM#;0PzEnH{(vT2y;G`~bZrQShpGs;xu-MGt#D!&f zASrMe9#mbuFw`my+$UK^C&lOT*VyP326Wzqj6_nM2ufHE1g|^3 zz7CsgdtRmSNlWX<2MN}K46}#)(EZ}EWfg+8SD)wtLb-pB62=-=T~W3HyA6vdiyD)} z`7OgX`mI$_A8*AkF%0$6>PTNf#J2-L!~0WIZ;oj9XUh zgkcAB-QL%?hw228YZPxYo1LD>M6b!+etFCEFTb-$ zAm@H-p}eagat|0+uuBb>?WaY8+KB^eg}@5r5?47ztwL>%#vTTdCkLh`Is6b8*RSgX zrJ#&}O$n`W;_jyHRMKe^)VXN!Kc{FfP6t23Bskk^fNvZHq=*9~43T!t%(=cYeeD8< z>PmhgFLeBnaeuV0yv{7QO)NM}o?W|6faX>j@Bdzl$wL-A3k^+Hx~Ttq7J=}X-EY3g zD`&xFj}?7;ds*4c%*>NR8I@;stqLY9>*BQlAwfX}(nN+icCY~}kOb!|J^6BGB5!t5 zeh&0ks!h8bL1+gLsso)!U}HRNQJ$5=6IKB(F>l@aicA6u``CEuwTXMhaWku?3 z0?q@o_Vk#?(v1ra29F)f09Y_rL}_`Y@%kv3ws<03fY_E;qNvU%B0?0ps*(Wy6_O6K zlC!fxt2+RQpMj_}MLB@F`uWTAlLUfH4P%aK(ftF998ir@JA*FH?0aTv4zJ5OaBD}2 z#)J}SKQ}XO-unI)(RT}+>0$^F07D`MZ}z(5eeLb}O{JJAIWxo;5h~)aeCW>~MaY1) zspjhUIAwG&bA;lm$#Zw77sG?&&k_^W6T@t5Y~DBy8%?piN6#&G;BX#fG5eukRL5)A z8XmvUO#s?|NmfzH`7M;v8YBb|hhM{W(MC7BOYf()u`dAmfz2Va;}vZ%88V)@BWQ`m~h24iMle{pm++MbWscm zt%5dv6s)d8;&dFikyxHlUBU$%izuo3P z@;%39wdr^au`IVn`tQ>d_t|;f-QBSpWRu1KYk-_gTr>{o#-bV9oQ`D;)8Sc zO#v>&0$Ox|tqSl@bG7>NOqLM#3n=?!xZ7k5L19!v)&L8l^gsRg-+xz(JtPGh?JOZL zMh9ASvC$KcsrrM*0zF*=Dw&X~q@w?Lcf|cCS-0LgC?-%b~X)Lsyq6LmYnPh9mfBxYESxDj#n<6wPp8xHYwiDlx zX}PcFVv`laMFP%kbx|}5AZk}&gJk}MWM~eF7605O_Q!!abB|YB%0J-hquKpDOq2Mo zs%w-|oZ+*W!ur~*mJh}UxjpCKC@Lu24|AI|C1NOmEe()5B}m<(v9Xbu9*!SB9$d!C z&aSm<_(%6~Mi#;DLRMW8FxW1kIiM=68Qo_3lgMof3*t}o@s}EinpRHweI2ddXDqae zqDA;GqQl4FUogA3jVeN8cAmU%0t#+yUqnR2B%lS^R}&KxF$jxE)Pb!PDS)Mfia<92 zlH@s%w_Pz^k3qpN1-eNprA9sz;VAZdLHGKSOsz)_=#o`#Su zTt$0sVhmXzHGf&_#MQv8$(Mgv?5e|C$EqJ@dH5Bdj-&M21br(*FqA$$aZtHGwqNhQL2A~ z&jn%H#{N;`l^T)KJv}{v*uvjj?K=+;`4X%$n25K&Q>ezN#+4jo&q4+i+^de;u zSyQ7j^%~`!S4v77(w!d{gypU;Cpl{YwMJ&fTS_fN<8<@f#`bn2%pY=*lD1nRl!zcq zWdvMxgR>#1tFH)yeh#FshIC1bL|UQ}f}F$cuO3Nq(C8CLI3OMBjtrwJ?YYUL0x<>( z$Owkk1GT_m%!bTd!(dx@iCpD56K?m~3~4!9&C6qkeOj)kjnBR?FY2XptAMw#dw}VH%_t5`gSg~DaJ8%0gpbok-meh)jqFqp8`Cr3 z26I#aG~q8GO7T%i*j(*xh?tx1lwl1uFTBG%iKkArXcU$`dGcGO^KkjWZ$)K~51vK3 z;dJ@qIWq%q)iKn}^BFc#kQVr;#5w^qzD-Cd@n|P;MLpg{PBm+O z6`Rw7R#9!ZzxK_g4$D3r2d(lfb-&v>8WcI|2?ek76{cPO83&tkkGO@o6}o)~VLJls zYl>3G7?#x$V&0oKK0dClsQ3UtlAD_4FrZc%cz*z;xsLUTIV$X(+qYkPtKZ5o0t_RS zTgsp$C^)z)DQ5r_ZpOuH+*C-lnSF1+9YCi}W(T;xn(V9$+s>~=z2DN#60js{(eU)< z%_Yw51o$%DbYvx<+_^vFBGn_MyR@+O@1OUP8%d=a=VFBu-cGd;k3`pc+OXf9c z#3;kS&N->`uhcXJSiCzEItDW07#Fdyvx9+NBQu>8D5NXM$r-*Q#|Wh{Y;eWf?*H{fn0DMG{pHwF4d}d3J{jPBUU#r7cIeV z*w%n6n8i-o*d)iR#bNfD;u{e$^}DGkg-Y!u0i*B%noJC}6VDj#=Kt_v1Uwcd&}*F9 z1Jvg`D8h9l1x_<~{rY9#ox$`tPd!m*5{=Ru+fD^y!vpF`mT7@pg>KV|AaADZ@L^}W z_R@+9wG$`2Kn`d>{o?H8fd^72{`cf_j1$Il;kxN4?G z`7Fu2sWJ)*3TmfM-$iyg|C=-3ngfLlK@f)?7A`cqF&oAA3xvE}+h+IK9wTa(S#{1s zGi_GQ9}^qwX>UxvUTxns8S9*OU-&}935^i45?XE9doF|VCPa3@+{QI(NgLEv55Ss8 zSM_1OiB*b{8&l*$i-}4+CdZ5R+}pk9(dk{zNwCV85T3#b3YN&F56dn$XE)|b3GLmR z^x1vqXjk<~0wY1jLga-g zb#?KsS>wxK`>4Ew;T@?+(zAc{`@UzXgDuIK$$&)>0b!29LYmL}?BbUOP6p($$jHb{ zOiq$koFs1-7nhB|EWf9b7gfWhUEhH6`+lWp>*`9v9>58D4sR5>m`{ON4OaWiA%}kO zE`Cfd3fMZ}L{eK`4Z7T7yhmRlYjp3XMfbO^F7jH#nE=uWeC8F#_xx0-`GIL^4xVjc zVPWchx?dCSo3}OpXBE0PNAEW7=`FS^=2Ep{*ZeIWSF_wNEzdi-%EoT8(oVLXDdVT( z6;l_^th~61&7B<`ARmh@L|M;Y{#DZK*twOe1d*NnekBSE`WM@VsQUfByWrB+>%_ zU*X`Q`;3cMQsS`m?5(+rR&O7vzS2t{n;i;TJ#cDUK7+MtX<}05Blsp+URukYK5cic zDNbDocPMRbfOAO5shPBL(cx~Hznwsj5W-sb4?8xvz{p?3BNIC?%`9V!724ob5WhYN zhQL>w#ch6ZcOHCP4x_|h#`-2$9#Gr*u2(LeC{br$4H&=UQ0{m<7jLG*C)uJx9pxi5 zJCmZWDxLMfErt;cD}pc?a&&=8%S*qLFG)~Um04NlG|jH#T1b^&N;|7v>$gNao!DY# zqVrht>@SbqUsTOS{gQf2P@-;kzOvqzSz6?VsSWauhIm8aNus&@@KV@%<{=lO>K|Su zS=Dyi?doo|P_;bxw-bib`dIY+UyK^-_Ib)~=G5M;LbG$Rx@5Ws9-AM@bm}lY;^y-h zS|pRI&!&q{;_@Y21yqAg>#EM<68VM;ml$J;-|>%z+Yue6`+uNSamop%+Jp1eT1{tW z4*ER_e*WRF9aXmFC=d1F>m#(tJVK*;_{@KNfArkxfR)8E4RNPdH4UrAhp}EfN0eHv zRfOyGcr5NJd4{%8hx@5UV%#+y#z4JI+_{33^pMlopJyJ6?x{0hu)u%#@PR*M>T|>~ zu=!s>ZZbcK=2_rk112RY3s-X%7RqOO^-DLtUiIJQ4;n8iow%dQ8@*p%-<0yB>c!dc z1XO%}keV=35xOK$P`kU=kof`d@}|kHi0|#i*t-ICtb+t5)^+&F7H(5~M-isljzaGy>8K zL8??ko~}#Owc;e85F}6>KqNt$Fcol9L0UfJQ;UBIX8{r3f`fw+478ICZg_pxs zPIEXM`SyZ05Fw66xD7z`KL@eIzh_VRtP7Mc_(LN>n#*IB2nV?J?b@#vqC_QwX5b(; zkeD~i2ZjcgDR~-^p@};Ww^zq3a$NhdDC)%vxsq>R#a#YcLsCF@N*Yuo`LT)Nw6$P= z`iKHiAgLCo%FL(o8K`v!68FS z9AOW=JIjnx2wewQFUB4YDvPumV5J(1NS6Ex%9xZeV$F8?d3!e(6^hRnG>(wfx51f2 zZ=K)-SdmRAVKn5QI9#YzVAqMH3|^l~CrZysPaGe}9=?CIzbWPU@{GO`Dt zjWfgEMXEf!eDMF{2_W))<6HwEP3km?2p1J_CmUw9D_{8HNx+d)3=;Nc%@RFzwP-*_ z!sn)oqzNp9G*t~sfQyRMSx3qNdUg}StPKu6)V=$@;oN7Lew*|D*(6za@P*5?tCr?j+G9;`Mt|D8K`GJiP#A9^VjoZlc~AllLQ z987g+hRo~Yzrb}Khp}k=X`;+0Sgt%z=LSO+U8<7Cn>+(rm0xl|Sg1BlezAuQk;+IM zkah#QsV>k1AYB&w#{*XVn?Ck6=Ujky(N1ivGWL}_Ux_)?5yHE`zMnq}^Qz?n^XuAV z4;JuC1~IP_u01Y^*d1UF`0mv6YHS~jC!f*CMS|_+-@8|lNW}`_(yw4H_X(SF`5(F= zs?z!MA;iIo>Pe*$T>?N4>TzMKlqyo34-@r0IGxE0z7zKauSsxp940 z^oP7EY?eE*qRWJe+ZUzF1-rPaA_Ahzwb^0TCD7eKIWcK9yN+v5ZE~M0o!b94 z9jKhni$a8942vU-aUE&55Z%9lk8483ZHZ)Y%e!-i%^fErP+;YWIe*vLu=u2;y+r;- z^eA4vdi8b4o1((P7|bGMmwNCu?eLbN*Z$Vx%jF6%K=4OF585{$$)yPjben@E*My1} z7cW=xwYiIjbZd?)o@Wk7?4sG*^uw%utE6RCOy|9r<}kLhH1?1(gpyKDz7L$M-J;1(3YqWOcY144^JC(wgC z3Di0J;D8gV&;cNFq{Ubih_OzjB5t$`V6%>)rqn@a+scqIT_6481#t(cgED}YjYmFg zIQtToG6|QzNw8AP`sBXAkSBlo2#r9IilzGPa_W5IKo}b_x|e`#Cp<_jR@e-DI5{>0 zUPiZW$_J?ho03i^hNYz@lTV^?BU$PsTD&T_Nkt4xHhR~;HLX5DpJPZWkUM`z1?gn| zmL#%1y1?4EmoIpCl3EDu`-Jj~)8`OsL};SNtWM6PAs$-l^vCvQ<&EhcXaiwA=7)y@ zRkK28b%lQF`Bc!C?)_$$iRN+!|oP z>Ccr?82|Z>qwAT56U%_f7A?Fk=sBxCakT3O!D-9pf5&qhDP?F&MtHlzO#q>V!hHMJ z&1^T-Bg}Gw`Og>tkkT3ELE%Fi3E;4mLhtt6++AIGCJtu`Qsx2YqQ~WmW|soFc=wh~ z-Kk_{@8VA>j0}y}LV3^pIZSZn^7%_V2zSRVUBuYv zW7={`+%L^_@3yiFMkz7JE7&&6a)M6(v6=4TX!6LJQ+;&y_LKebN;-^nnz(5COE|k< z;=rZ4OBhMlP$utGrT~>g42S(iXD~ys&_KAWR47ki)RD3<3SCdtXN%PAJh=FhC|XYl zzQenr`hRS_W@7TPbSZGe8=^LoHuF+vw&E!V$j;wghReA{*H~{~upuRcx~|Z>R?Mgo z(W!co&1<_~jKSMo3?6acU`-_{7rj^mtY@NewR|`jB`Yf%Q0!tTvgR-`GJ0$|wddBJ zoA1`;(x@dBWvVCcq<*MaK}isRSO_-N3Az#lrS3mk2y8Cu;(t~?C^jJOrGjB7!Q_YQ zH*Sc)91UVb%Ps-W9g95$|Aum&+l(CwGlM=UE!sGHw{QrOm=D{3{b~q57<`(juz1f- zs8L|j8}(M`A@l$kQ|-ExyoUv~(iK4|!>1F(1$J8j<^3TfXS14@5oE`x#nt9kU}_+H zT}Iu;KSYLfot?h(2D4^@=6UsSsD!;7x@O{B;v!CeBpFp~Jz{i*UCInUvd)B3=rU#g z9{-OlN7tP7nQ^&2*u{NShoa62lC8YNzC@^C@14{-9K?$u{wnC6o}DP&+o+R(TJ~6v z%T4KDW}ATJNFFgm>q&G%l08_V#9tq_Xh=FjfDSR}gHDgdAPAeW_2V=gS(!ZvStGa( zIzeqG9K#ZUqn< z2PbNV^F*1TT}VEHur_c#oOv7ljKI^T{VR|08mDjtSa@(#w?E946Mqr|5WuX>A9=iT z)sOCnewVAA*Cg7MG>t3tY&&Zu|L`LSVM2#qS@xoWb=|t{RHo(2d6Vobj8aVTEOd67 zFtS9nUvcxy1o2s*diUJk9rl2WbR+=V)lgQQ8WW}c0zp&Ic_-&{#;LsrN z?A%Itis0d-;j|Jlv*}t-V+vsLlJV9@$Xs2PL_i=guf)xZIC6!Y{l@zojTCilyUP%6 z9)Rm5sDzNy#Qi}m@3CbBSKuU~HaV67A{I>K#*G_Q-W+sS0N)FSFP1n9P~C`+fOx;i zDIHqm)yAhQC2bb7eu@xzj`~EHIMUcjN)GMtgqu7hJii?;hsTfHZ!TJUabihgF+xAi)!duJ&4siK62qb`OAAzrssU{{1lPHnz5j z*K!H|b~bCj0DDeB8xiZ^96ARVM8dUPG+V@qNvJ=N+&?~BnZqwY9MtdAa1z`u6D_l@D`E`o6vW=>A4mP^YvGB3mz=S4>UKVwIzOfipi zJp;C*mKo$)k1nG48zW~TM?NgrhqMX~^AJ1EgT%W1ZC#4^QGk(yv0p`loGVd7;vB^} zo1VZ6mS2FD*x#;^tHSxJIEa+Q?LcN9EhmXQV(~p(FfMP}lA8lgYa?(vQW3G{0QSL; zM3h#v#^C;CJ!dtPnpuir>@>s1CCn?s;>GQK+J6SNVmzaL-_$E5hwl;>1zgt+;c+

_rFbd~3bddAaz=`{ehFROUf+3+$Nc2_39oJD+ zI9y&e45RWA%?`6d@?(K5_}ec)q|XQl23J&zP#Y=RUnzE%4M+aq?o2>u%7+s%&>OoL zJ4wGuKq1b6qTj4-&0yPa^c&v5Dt%w67x-u_&SiZCU+;M(UncnOPXg+0{&!Fp({N@^ zF%xP54sc$w`nhcU{Q{iJsK3_U+mbpQ-IkeP9DjZ+;oQ%j5Gl7Dg6Q_>hs4U|B(0a3 ztGziuj0%D1wc*h}g0p=y$srM0!obqx7L1I=7B4s=W#}&O5^=a|lwRi3 zDh6&8K7rZR!i&lE35N)xQO^qL2rxxv9f8W$8WrMR_w%t02wmw+tm-*{T; zl;*yb$B?j)&(u$y`WHTzl%OTMK?K9CUo_-=abjrzh(#`EMzt#9$PZ#+X6B}jtu58w zi^{q62UMWa(OnLncn-t+5G_%9 zWC^)Pnm~j*j@c<>A|VmMi8w4M)5m66j?O7HAKkR6e`hcO)rOJjl~=dnn$l}8MtC&m zILATcLA&%88~HiZb{x4p+*6!Wq#fVy|kpHB$=pDf&TSBK0nzknt5Zo=binPvkT6g!kmv?)JEZz z#RfD1$724upcMGD~U0FMN$T~KF+hTFU^P$+WpS81AqJ=2C`Z+SD7&&O0c7){e)=^k$dmuRAw^h> zZcCuy$v38hdbOsS=iuy!uIaQr30Vi{ZJcrXCIK5ArdUr(={?}ITf|d?`ol$qbG{y= zH1Y9~^3M3t$=SK|Th_%k4SZ$7tfIp?tu5mp=aY?kjd|#kFn-=dPiIY+GdERNKH!Q9 zt@vgBhiTB2egFq2Z=BLO`h9ox^Q?bd-l1rS#1JYpXX)YQ8TBn+N>`B)Y?sYZqu?^^ zw+FsV0vrDjT@fmy8Xi6XHdc^3CIH>=hX)}g@n~-w;62Of6Ca#Gu;^!= zIpJVdq$Y&43l23_=#Y(i9n@~_5yR^70s~=QvG?lBPbvr4@!cS-yFZ%~VS)XXp+tBj z$IugEz&RsZd~7};Dzg>CP+ZzyAwNdx*?6xBCkPwocd_@%0>u;E8GCLT)-0B%UFZKL zVsn3+lo_}LD zy36hp^lZC2s`H?=P(j}f+Qv;CJN>97#cz3MwAKjXnpF$$Fcjm>Prmkud2LAjQhssI z6a5s*Q;YclA0xv}o>P^c#DjSxFML2ejzL~xK;dRI0X>Hs=M$K>Fl~6T0GdyV#}wVQ z&f{Ixhfn7+^q?Ka6!?z_rv1;{bjrQTOAjvomYBm zlWbe+;)d$5kmkHY8$W#i)^bconuV$~)Kw-N&WRS>bsl!HT}U_+Y+BLdX($}L@f2yU z6}{$P2`+oXUi`p-=E6|owjzRy@z&HS8cG$0V~AzNgN7EjNdLyNr!@ZZ7g_Se{8t#g zDDf#t0k1D#S{QbT>N;Oo`~hQ*j^TwPnu*kr~CiQi*mT~@Y}Uc*ED~z`m;Xe zuKu(Yb0<7Mce@H0L(=6tFYkcLc1zv{%2llvN<%QXDe1G&CdosfS z`I~bck~%3oA@q zzU1IA?|*(9b34mU$HV>({lPdE9;~$X?OL@@-;O>C^nb-}p5Uhrd9!H&9uJM9m*1Vp zAFYm!`Maze9dlDqu61}@J-ohZ5rhv{s&^;s4x=5Dp~ zw8GOhKs!8J=cnqX-lj1o0W0_V2B?uoS|=QKL=s-gpDtE<*t`!3;J*B1YpqdKXG7cvASb!?^Kjtd!@xbosgt@?T6B)KuYRV~aK#nCZj8~*3lpKQ9A;%yhP(4TZ8K>;|S{SwF;UA+p9F_Kew z#KBDt#%hfUD`|`6mstIDlQ`y8Zarj%q?5HBNuHeOgX4>w`zIbjD0gT|RiR3d8j-JB z-n_V!F>UQXH=SVmEDqG?*~9y-u@rmL@*}>R$)jfi`ps63N_+(pzJ}{-wqpuTUkya6 z;tlGSKP}%rV&2s8>eo$}c?@{A)qHD|$M`L8G6`rYDJjvocm)K?iuv(HWZeOe_5DQl ztJBQ?(O6GU@?DVCSq)Pf2@wG6y&4!WKD*QCi1DRDy}o{a5JNFkwYb#Nb+?}t=W%GU zj(=Ey?XS&4!$Q;cR2tAuhk41nZT+RL%{?2?LF=(){I8NNm~eY)KbzN)pfg&Z;rmMj zSxq;Vzzh?iPyE{;w^+oaaTtQAxMTR9hIBp+<+4fhdwFGHqOuNG%X9sUmuCBC*I#f8 zc*SI1_8lnRa5v19#D_|w(a`Px>TQ3Db!okhFK0XAiZARSR2Xznw|7_mcQC}!DYIj2 zgO+qcB00{R=cC=WVakvAdKgdsHT#@WFK&8^HO<{N+wD=t$#Wt%YK%{BFcvD}{x6J> z34^t2#8DKEgJ9G)Ufkrx;q-g^98FQnZZ4OwKj~`d=O|qe>wS@O&$TQ!hd5J7*FFX zpCC05iwOj1?x{rR1LDr6h}P8Ps^O4or>TtoIlZyvfBe1EWQ8OB_m9xSzsP=$l_S*a ztqHOthck*w&+K0#RI!cy&ta}#FOw`3NxxotdT+cI+ll4@?HNI6$AxD5w8t0RL+fHTiV#nV3Fwlfq98(Rwn z9dubd1M_dtuuM2pR|ftt&3z&!e`wW+KiDvb7Q=pXoUHzj_sNwa)pO=S;y+v?zqB@77^!1IKGXfO6-hJ& z!%urx?oI@*_cxwjDgpi+m+^dIdbb$0+whPxdj6;Ebev zb-O-BA957IJ0ut0F~O{%liMzoPm6qTN`|Vm-W7W(pP7za@o}~Zsicw?mZMZA=>^wM z!V>zjtthSF$ve{&HM}`PnP`Ry^Y)z;c+!C3JvZr~kDq>~98**^%pj0Bq~mGN_n)G4 z*pYr52(OhoGO8)2`<5B`*}M{s+GT{pA{bpL9hF$0^D5^VKhspslET1Gb}U`v65KE! zI3*P&0Tq3j!$YZJ4*S%93`lFxkx$Tkn8+GNUErp&oK2CGEVc3&9e=Wn9z_3nHDDb3 zfe!H0>4+y^w!Ovkb5>}x=Uz^-$A8Gp@4J`Nl+w~Od`YzR!Un)}^ziYWUle~RLgI<} zOv{EJHWm;tSF=ADsv+Xb`+s_a@Z&Q~2@mq_J&-0?1>A(^wg6MvO3e%q2! zO;oXs^n<4!J|$QEm;|~25a`qRbAF}HX|kzN+w+zNjyUWb|DgOoz0_~RdX#P+_)oz2 zXEohYoXle2hX!wvAvzy02j>HZFYk8Np%ILGFtD&d0AgNA@M(N;1R`qx{2NN1yj>eo zwrfiC{f9jIjNieOGREuVoF_geJG(bHP?0-5Bu|dGc*M~TUEb~=`QT3H=8QSnoes#D zl1nsrw(Z$-=1jZq-sO?%nK`EO|yX6aPFe-a#&U=DpU`7QJ0e_5TYHYBfubZpT+v)E7$4 zm$`eJy!`Eszxb;y%)Ql5>8u=^u|Y|3U8*}rK<MFbaCT^^!At29pRe|FDaz%yyjJdBCjPAOhY(;m@1r5!bADSEI`^vCWkaUQ=BW3L;N(?)umi%BY`9#+Qi{lCzg|6f+CP72haOxt#xflz?t- zQ=|N0-k;<9_=|vV+aT~t9>RE^yz1NFSB@MRIab>D&9lt zB_#pL7M-(?&6NVn2h(eJX zF>!ajQQ*(BV$SP$M2vV_g^Y!somO3QKxMzJZ%WXWb6s63#xt|@@yg{HqQ{J@Qvx1@y!v1lw|;-T#N&{dGv6F|gPru zH;nG?99;uO_ZZv0m*00?aP8s`V0+%@oO7SLZx{uC<{MkSlo6EB(beUK5dX57QM4Rl zzN9~6Ep>lXkTR~{ZTb4vIjUE)uj2MBd7r^W!~-pmf)*>IowsWcDi3V6nJJ=+n0IL( zt&z{YsQr4fVdSJsUZzl>7P33dQPD-G!>Tf zoG!-#t|_00uU<8R;@7vFs5E17dlM%mn>ATc>C&{qT${_E55g)Gm~Eu^Sf#Bs&pw~sM)i{KsFdQi1BVRpDqPC zm91fq275>XnTUdVfOfP8Z+#1U2z(9wpDUOD#-_c{psI(ebhEi?_)cHwK~i|~wosYB zU%0$4f3OwnAF#q?b`qbJwvDp!&Wul|KhR~iM`{WkOB$+rIMooU8QGkvF8dMB-oEGH z888BRnA5r>4x0|ILq>AU;bXfz6pFI5|9q-E!v~SO8IO=cKymyC!Ag0S7)gxji+&goB4ohP^eAk_4C;{lG zNZjlq&JQ#u#xK01{Uvj?vUA`^F@BPzJ5%#8ZDRvP*~lsT$|>{-gdEN4Oua%_)cg;e5iJLJvm zwW&9OUV^+thzq#k^q3Vv-xp%C)0g6AFX*BLjiTS3%??}e7tx(>zzxb|=KA2C z{Q!7Too2Z%_6dfx4dfHf0H~22?+!eDP$Lbg-f-Q8GUT35diRpy#X692U~99F7Xr-| zZ-b%-@JzpNIcXXF(2ncQvxymuoW590fKjY=;k4IpjXI(mZ0~;Ps3eg4$%l`sdTp`b z-2$sWfZv{knR5~ zPvKqJ6YDZLsKGNz8NS~>Dl9bz-t$16cyK?CP*ZLXnK;GD?zog6kVL$kMACNQ&3)v} z05o%O3U~5bap~be#2&;gSLZ6Zu{Qb^a4l*mP9;!c8b*pc>Z>~h{99QiQ;F$no1dv# zPt_EYIbMw4zsLArdG;Q=Inr{1KUz+=Kek(8@A${mwn=|y@l@W>K)F1#1RhwSa7McE zh+!ATp9{jo0In*pF43ojns?9W0SjBpm^?5LY+Q+tVK$@!OFp&Mt3Yy~j(s5kf?m>s zu%)MCop$Pz$uDb4NlUeOJKXK3RS`ZF*g$6E`5!8FdPf@O-9GJjc1Ee)VA#0D#+0R8 zsNz4~^pZF!G->Kkt;hk7#r$?6@oU=#$r`TO;w2 zK&fMG=Ge$aKkn%C&*NF83+m}oj~}HGFA_3I#1|giTP?lTrvzXpXXuRVv%|PpOuQm- zVW&Xhl4)$NU4S3+slk&7nygYDm*DD~)``8Ovswa5J(i0=m7?X+&FzLCmm^R#udI$@_EJ1_2flM}SJwZB- z)tGm|T1hvp9NpE7ljej-_8(H_C-FjJY}1GIY!GdsW}};&Xt#|?Z;;;h#EJ(naF{Nd zQo8s#jg`2{#l>E)`6yltdY!Mej~;9h9kYvFm;(RJ_{CDF-^mz^NLsE{0+9NDh1;)C zuIG{rlgfKe119P6;<;VmPr8c4-g+WLhXkc$?Yx?F<>4YjumDm$d`(Azwq#>G1oJpK6gl4zPCU$9&!A!>WYWdKTf~vnd}7ILxUs zUGpU$1ET2&9OfDX&__Z1SH>7i2Ki#zX2LJ(D_?b%rV+f|nnyeFSJbE_%)q)yVyGqQqFmYT zOQyz@bA;;d)Dg^{$xo3hO~H<=le5}y*2u^6f(l1Gp@{xe_2+aB+$O|E2dd+4|B{X) zIyMatNR9FC@>^AhyJv+tKxc|U&r;M&3S(*G6m9UwKT&)UDv;8AHvOW6g$gfI!pLz@ ze!QjZaI(l$d{;P7{NUtr;xk9uHs-wGP{cJKJ$-F-dUnn-SVt>2Fwj>l%N!&8k{Dzr zx|>0jIkP;f3DFc4R@6T zErU3zt7`Imqc3HXGQyTtODFEBC(!5qzQ_7XHo|gjEH$iKo|^@lhaYqZ4bkeYyXyNd z?wrr#mZW8Sj-^XE!%^^;ff`ah2&#Vh)}-~a8-^Wuf0?qe%ANNj^7(YpmB)Y&JsjT> zD8u}hoNvk6coc~(UsQ-KBPxJRX`l^Bowj=@?OE)faLJVxUXQYaB~55&=j>}Ty_Iit z4^f<6D9Fu8951Op-H}(C=alN5jDjz3UG4p|z`OfB64b3WV{!GHdL#KNfkJhH-KwS> z?#DUNjdDx*vTV}w^pkW(04C8oQW%S;Yq~)86UwRojSdZ|D=BS)_5grGVYh!?kB&+3 zog{F3y?v6}wdC%e@P7x%WjQzy%Or1$>g4PqG5I}P0Q09tGt3QYG--C1sm{K&EJftdndZ{KbC)OCeYAU4qUd(Jb6ahP(GTSS zzuSCZV`T-^!A5v3^df*@#y_S(%A^JOp1eLA?6lf9!2Fkza$>(-V*jKDy^&E$_{+b* z!C(DnO7aQ3Vuse@sGLZ9XhMZ)C|D+XATjmk3P5BT@86%=PkaiP<7Qg7va;A!<6btHU{A&7POhaxA8{daA1vuDp5$3MHdI-+&4O@GFs!U ztVEr<6a0c>2T8MHJ9U+P?vp>eb+l`=Kl)GLPi^oq5T0|P7INaPbZmiIH})-VE}=YD ziG*siCOby`DL&4-M|#)r_j0jG-QXrY?a6|u8p6FJ(9UjW7M7dcsBXGgB8l46sVgmKD)yXjLw3V zqs$0+Swgj07+0Nr>$P#`?~A@yy3yonr&&@$h+8vkkAtkQuR707wsD3RcoiC?OZ`Os zE|qh?$R33l9y9%LyVP z4pE1O%}WS-Y~RNujxV~6S0r|ZaKL`_aZ}qL3te1y&rH-iD0iEqCfFQhe?4Mkn9Yk0 z6a#A~9f54LmKzo1Nwvr+DMAN>YZ|E)DOFQ+>qcX9DqR9$W!^I6?W zJOb({uUD@cyE$23@y+)_U3HZ5^hs-_#TnoX+#A|dq<~igv%}?*NveRHcwmx?+0rkS zClPZoJD5Mtds=FsKuN^hNB)|ThDD)4u76;mPK6X&%j`aFWA3n08lStuybE>QnxCRA zi?XOGS(4f)rOIc-6s)uLapt&}DX`GXOP3PPbC&rqLM$qjT@9w(Z_44JjgH;^3mN4G z*@3T1Jewf;HqfV4qf5bKyF@y$;u*c0S(S;~rd&yH%&(OOc~7cVsa8}1lbj7cL6%${ zkLCvRJ1HS^t6<36)49rv@VUzb+Wsa(QEZPr+E%!J9}B%SB@v5!$U7Qg{h5v41oz{= zT%Nai)fe!y4)6gqp~1gt{f?>a;;;me^wI^A`tK`*H$8NF~9A_k{AF0rkwhiC(c z36&OL^yjMn#JF&_ICi$X_#1nUNpQ&BNs*xsoB$ikaxU(*-utDoWx|f2%HP+2V({+) z-0yzOM7j~PD}ojQ4pfS15}%=k>is(NR_yd${QGgXyU&h&p>||wB~W|j4TpkS9m{lC z?5%LMcGq{j{;O2!;3$4?pF4x_2FCFImKxB>2|j%)Z&;}*2ap>8JOl~V#zC>ftiLfY z_zOB(593zcXA|c1fhaPv^+lWr=t5RH0g2G1{jGwGN4nbW8X+m)M%G5NA8V1beGZu? zIO}Kf2jt0+K@%b7bWmR3v$QOJ9{l%ki3pg6#Qy&CnXa#0Nl)3EvQ{ok?2T@`ZKE82 zz-ih!>^((`sPZ_*TkWH$58;7XZ=HN5Ucv}vEUV$fFeWAyk7I)3oITG$$3O|rqlD2z zbD*5gA2(kQM%;K72O5nFK8xF87A?oAaKVs@Hsm&wS?HgK!`yhek7nyyFbuA9k7FBb zVn$+ampp~UE}gx%QgaKS2?rEeeMu|vDj!a2Lwo@4it?sI%{c>4X4I^ayG4&;F2IIf z&1)N9Yw_#u1UHl4pB5TnT$Y)EqTajGD~(rx10fQe2g(j>IRX0qiolQvMaHwD)ocJy z&(W*F(_D~oWJ18Dycv$qHILc+ zHBB~U0e3}gYrr(m>lB; zChY{dE4$=@;z*8WAW8uHi`d$MTY)|mFT%Teh@n;v^XBc+b^H|Cd6(KVLGfn$4MpIW zKk;eBzi}xDU+?9{SIx^`b4!8tf(4^JYxF*f z`ZAwZ$ZU~P_|L=syG26(-6Hjv#Q0na7R=PhbZAi=D0@T2$?x$^n$T3`>9A{W__$s1BwgC6BW=ukk86G6q=9?>2;{n%eT1EImXe zppz82m`VfwP}*Gnz7;vEMd&`j0&V@8y#RJmg@j=m>0Ta?q4sv1y@}k_{z~=SZqpo! zOqgh?Yt@uvH0J2R&jh( z8CuEPkV^qN6>IiI@Dm63Ex38iULXUTzr@06MfEB6?#`n^3^F#bJ!DTVf_V43o`Eh+ zsofu0G_eUII%#Lm{Ue&IA)`^o*fszoBFL5}U|{sS=1liNy`baJ&DwNqQ5(2gVYyxQ zB@DP);zGtNA8`QycJK_pR=>@ z4o9fM;MFtnDaUqxCP7B6R$lVLyjeuy^3OyrB3D~O6OeY?g0lKqI5tbJB5?$>*jeQB zVo+G-=v&%j0}-sWsp_sVzlLPDK6r%9PvrEEHbtUYDpI@@;=SCtLlbNvoSJp@et zm#(06=GD#TcVh48Tn<@Dc7qbqO(&<0E_aru17%~2f|0weSZO;qdoXOJ3^Dc0+1#R% zobG7ZJFEzQyL3~bxpf3jX)%w85=RBb4(I*WcLYs!0SaQn;Xj{_QMG2McZ|p58#HO# zftg!@Q9T-&oidUwngV}A44xwxhw2T;L=^j*5KsN513^V*ChDHdo5u2 z=1RyOxmExiQ+UxU@ZlBT1jT5L`s4^GV%oOPXZ;7-&#F3V**DV<*KYix*P_tm0D|+c zByHki(h_O*n&jx8drM|C28=ekn*HYg%q&*UbE;L+=p2zXcFdd!thP*DpWxK*(v!~5 z3kmIg)QzSX^mT#fPaxAzJBr(^tgrD44|ddFl+pIvalwNp%7)5LS?%LE3h|C%=iY3GB;Sd%`V z(;PH8s@$xGx!l*&7wC=?ja+C7UqsuN&~@j3!~&&Xgk|NouttXynTvWT_EM6SWYb79 z!=u0FaxnlW<9*j`S)~UWDF?T^^?a;1l0aYWzO0$uZ@r7cf6Nz>5eD{ObV`KIfK|?m z87SApBwd7*iRV%-4zSPS@U@j0ES3k#JRFar!o&j;X(bMY-s5Mvx|8PvdD`dm%cHb% zpa(@(>QK2x_983KaBgp}g43xa_v?|S_y*I^DACJ;q8CpRtzi(zeO}>oXrmS&Xmck2 z&9P-(S>RPXEs&OlP#QOC}>$9~i``(N5Zxr(V18TpcLk-F1J}tc= zT4VpM_AAF%dwU7xd_`^DuQQK}28)X;XgWxIg8)Q&=g;B}))HuuO84QLSyVU_ z!dj^SV78heN(3<0-~-wPmSVTE0A1N`w7!Gd_0J~IS_{(b@`CNe8^|{Mfq@P{<-*DB z3gDoJs1?HwL0WoI03Mj$2_@EQ<>swo5GO76+W@^OfQMd2!+kNsNzTuWiKP#WWvg-pH4;<)is+XQaYe6LJ` zQ3`WaW;9o=gLcOvU2H$=(seZ~7CTSi<&hgZj<=an$ZpwnodIOSexR>^2`=sB?1pr82n9>^Q6 zl!Ce?4?zMG)Ihor@-AIWO9-Tc7zzjoC+C*tCFY0?M0&(d7fl{Pip6~{)d%pz&b_w)z!h_*81)MV}#$W=(LF}#fzI(;-ckxiHh&VeV|^hOuAvWy19BwoPmfmF3ZRVc_|D`MNwfkR(`jdD6JCUL-R= z)&$Ci;!~4snYH{j9EpqM-Upb>tkgg8v~>G8nm!TM6TdcSUHi2U38$BS9coqeS;$xA z?WWX>_F2raBR})mF7tBxCYznGHc?G0)0^8I`@(rGJ71+JPJE}ZwO(#6(WE=)Dg|hn zYrIuS?N_FDSI(HhS!5WdGXJWa#Xo`1dFPAE(cYdz6YHRo)Gy2a+6gOO29ycR{XVz# zXg}llC^S649OG?%pBAvH|K`2oB>@nrchw!>FXa3k*Ior!oK)XX1`%F;X5rmam9kJc zL5K6ZxVm3Xs<^LiQ_2I2Zh!~r`}?t|!7WVU=E`;M^g@NrcUHB=wj;r|#u_2h6d#v9 zOJzIRuS8aF^;Zmq(vX|5cXya1@oyQsNGNTE@cVE7<=L>X1}Y?_iKVNy00MS%x$z^_ zf^Vf){m>aAR%$V+1QM2--7=*c7fe!;KRXQrQ1`yPV639wXeAfPHgp7!m&xE0ZEpOF z4yhTN145bFP+9iboku&l5$XT^;7u?~fqY~2p44u3>BKG;t|{j5JE-#4B1aD}8(W}2 zGJR`N(Q!n|T*eYM#Dw-%&`~swl;)+Nle>dj@_n-P;ImC_V{ar8Mvpkj zKY0M7WdKj64g(R@ijjB;otAWrb@ z2ck?wT@k<%@0Z5IG}GXR)jV|)1qsk;MR`exqZ^fDdH!DBW810vV4npg^!1O;sS3?i zafl)Ql~}2fQ)HimoRyt@9xr26Kuzfj5V7oC@SFXLZiNWStA0ia@IG<;8^2F@2d|Ud zaiI-gDkoa7Ogy5LR01j_H(Hkq$h88Fi$WZ~)>X-H8%PCmvz5D^l#_G+Q&PQ4wByZ9%|Ru-{wBb21`Vp=xlVx-`6`_t zKLf0BIc2RgL214_`+rpEI#pFOm+uU!V}0GMlCU*ts=qqUXKTt;=;dYcP>61N^kQLj zV?fSRdwRw(U^E#PH%xEurQ*|6Y+G?I|KvVPt z#$-Zifv038`jI$JY7m!gvT*|*?vJaF2G(LASSIR?AW88XsWU!`gn3$&QS^S zJ7MV0Q%49B4UJ@rQYvGC_GoM7lTzxX3-{%kYA*$(wya}~`f3Id?tj*+n>x6>Y zi=?}u^LlNS>Ccs){&_Ajr3}mK)+#>sIiK3a6L-1M0s$i`7I)XCzF|jSJFOen4gzkJg}~I+uFl@wLcy6uhZ=|%y~f6U(b-&reJRQE z#!G~Yo#4$%DP}j3!*P5-T-!$SR~a2%ngl^Mkq<<#Vw6EH9Al6=uc3ESZ>AJiRFiOM z#8Bg1{vq2VZXR3!(7e*pap-}EnteGONANYpAuT{aqn7j8O-hP49c<`gAt#*yU~@u9 zXa3}rn(L$bTl=k zzb0?XXGV+`8;5QBU4X7*ZvljImOnWH2k@aX=-+~Bx3QL-3bQfx+jowI1k9x zLntkQsC{}DwO1w3x2Q-l0Lide9;pFKSitJyo->BG(Ogj@SoIL9_;Vd+tp(G?`lu+ z2;@0KD#8z!*|Wyf{XCTlQ>$GJENQr+{YT0bV+|SV#bw5#AW

7`^rp+Q3zT~ za$CM`G(jSw1$!JQ&tPBdypt2U=t=7iaLhINaB#nfKu@NBzTd|dt}hi}fR5^n-4D7r zX_WNYnKVjBx7D}`QA_o7w3T{;SKNro|8P%R_lgl#?qz_6c#Ra zZA`!<&&aNOg~flz(<;dR1S0I;xzX+Zd=treb@lVRTzRZGDK?2c!NgVh%p34F#JRq{ zfYPOtT3BE%JV`3hY9$XMypu9S&ue3(J9|~co{6zMYT4Le9<7eXjJORKXkUd3^Ev4B zoGZ&pJbfwg?B$o(4}6Yqn{?+0jrrX*`tn$Lfl9j(K!{17xScZc451o)4Eo@ zxO#?xSkJ$I>oz((LAr)F*Ei!z+%HIXC+SWLu;M*#b$m6{bYB_c*~ct*4e@0*-B#>D zT`-ZMFZqiCk;2rzm+BtS1FtCYjP*biaZB(s4N<9AuVOyR5$OQTtW0B{Nj6Kw9k#=K z6Fq-u_YQMx7aeh|R&yvGg1n|11F(D@Z@7G0y+liFXN2>mWt6#cf$T>t{{-n9hl zR7fq7m)#$&9#DT9I)x2?9mgAznTd9#6vd3wglOMW2G-IoBOk10*IiQiy_`oG=!#UTmH0OYpN?&cc z{hgrc-g_*>{D^2vezzamb(z8`O&s#dUf8P0vCeyD>8^Z-VKRrh9<(7Qs$3&_6FRz1 zq>GK@d46O=ufaE>w?2Fjgya)GI+um!FLMW*{%g<3ul867(Sx%U-pvpB?Tn9J@K;{t zaS$w4Gfis%>Hwr}nn85b)DzLE@NZymdyY3NEHsogH^|5|-L`KL^r}2U#oDHi`0cZ{ zTaZ?Ur;QgsIzKMM%Komh7lh}o0>{aNI$(=Z)G^&Wh7|$;)LynK>Z{ zC|Nxx#wiC_wQoN92WJANvbM36(6yoE#Ovb1{){7~ul%WCGa2{sTIiI>@jbNXa!m&3 za~Jl;pB-f@;kM^Hl+h#+y*ibiPw~LMUk_erO-IeHZQYR0x}qZCCxZT>WTR;ZUnUm) zYD>Xe*^eo=7l$ylhJBg$ELX56IYKBeFNG2#Q@Hz+g_CBci>zY^XIJP|6wz-D=x&+*wDTjU1Q9M^>pH1Ey};<}yV76n)yR{8^0zz%7P z7N@&X>3ruZ^2iq03;0~*DbK`s6V)_MeHQlu{xPRJ!IUUD4xh4u1@^^EkS-!l{9Ztz){{>*_gO9*v9pKUL&7NzDp1`||h%YfzLK$V`tZt`Oc;l~tA^F6kdP7yvOmoSDN6T}_ zN3cjy*iU5Y`0`a-(N!p7orXonXht><+Wy_>Pj6OOaC3&IXV>?SWSQQNzTU!H=khD$ zd-U&XNt%ECEB>u__VTKW6P%kDCys54d3c0=Kz7*?d(_#~`XjjR!|w3!nA!Y|s|4Gj z*V5>97~!(dvl={+4;#-o)&pS%w?~kOy6X7bH>JJJR%-GvMrvvUO-cxj*e@O5HEMEJ~! zUFz*?hLK%w$DE7-A(-7C8fl%u1@sBtX=y$6Zm&pUN2ElH04hS{cpU52XShtz^qf?{ zE;Qgdw^G%t_B*ikQ|E)u!Fly@#g@@-s+Q`n8#0%rjb#jg;9aneDb2_$nm&<(YO!Al zF}u`FjNkM2w2Cfy-dp&5oTb>uE&hkxw>3tsfZrB-2;ZK`9HTL9`^EpxSyboF-txyR z63}z5=Zoha&*&F=9|O<8H>2%z>tP~Cub=~~V3j3-_{Q@-IWz*01SVxAG!FaullEup zyRN*e!TDol(x4vBdwikoIS9HTLC@#dG~B)-7G6h&dzjmYFGfWqAq}J?#@BwE2F} za!~mN%qa@&8VQIw;SfbTnh&1JZwFdPj24gh^f?LiHC^fzp^>fD*Mo7^0Pg-QzTuOx za6{Nc=6P~O5eRdQ6Z7m78+Rffs-@HseNxU$_WkqOF_(uXl4-!@tSd<&MRP)YaE}aq zN_(#%6C)C`vMlPIafV^TAz4U~Ag{NWjyDI>SEf&Kj@l zjzzFI(ud#OyW7>rgi9{Z+yig8Uj!oG#4PzT&NqiHIkre0ZY9O}c5l`9Myt$|18iE4 zaIo(prvJ-`?)j>g#Nnf)Doaxe3;jSA$J&Su6{>!~qpuHpTv!cx*|H2PB#s>isu1W@ zWNmoE<|^Wc#e#x8m&1hl>tsy%g44X5VG$yzlS#Xhm4%brp^lW#{3xLjQeWk|v??m{ zYVw&|(wW!1Go#|A5*7ft=PC_7xGS6CVF-gyQjehoyyL+258YdXd??1w|y!w{p56E44 zdkOl&A4K+@9K*Vwks8fa1(-JzEmnukxWn6aX|GNP@wqJeukC6}z&S3S{H1(WRh=hE z?UAGHrFACrsN)lsa+JI6;2S*G(wdIa{Z~&@j2s1IBL8keG16;nb*fi^7#V~l-da&f z?qQ5ff$!!k$QdlocMH}pbR=Tu;5o3(L`@w#^54Zg|81Q*weM&G4VSNFE&E%;w0N>` z941H}cq2FBs4yGF|5ow#9(!7ZYj65sf<~#C$M}8*=#!M*+J?5tQe61~h;w7+ zEQ37x0$az4n~-vLi%q#MJ*+BXt`YJrT3hp6;pi5|Nlx6t z)6Zm&hoM<6Ao;P=755#H0C0C}XtGh0A@-DKA~*55#1t%ClSA%XRmaU}8O?%vo? zZIJT-jKQRi0rU85agaS5k)Unmw}u_wigL78n_sVOLhL;?+RDhiI^OA#LEOfVdKPxr z;FUK{w)y*lxV1&A|LkqQBnbBtIoS$+KDgT&a&hwEYaWTw!?#C89JF?eS>w8M>3rYV zUhT0w*u*V+)!sZb~y)2aJ{qR^RxW( z5nx!wFD&@GwwrJ5bz_~i_1Mbml!+|E52yEdZPV{YqEh^fbWtOZ)_=F;?r=5k4%g+O z#bS<)3U|}&Y`LugZ;d%RYIYy@jj1IuXRh08;Kfb&_xo%$z1h-SL`j`h0Lq=(7ni-c z%DdSt!=JAq$shOV8}?FZ%g-)qaDh&{K5}`z#NSbks9?{F4FHYarlT9&1md0G4&5cp zJAwUB3di=DBru(B(8Bk!t;nDaaZBC__SD6aHEE?`8XBmStwyr{8~AH}mImz}tYbEz zr@(vvgh&1taWUJEIM0s@7&@%?TJIKtpiKt!25<{IaNISGDVmd}E{iN$j#pi5^duB1 z61%A!nR6M71F;&n`Ip~PK3OH_4v9pZ5%85RnV8P~up6l5Q*9~v2fME&oHVK@B!ILj zSTe!Zg=hTOcG0=|QRD4WQv604#S4qiI`kr*c^AFW68Eq4}JgpZh0CJE7S5$29c5b{oi{$P@Pv!TC zpm^*u4nbp@*DN{##)3zQ&4a$?M{CjK&u1aH901A*1>B_U?(syY;lW|~o~Qo5>E5!o zkw6JRiJRB)AE<)s4Cl4`m*_X9(0xAoQ4W)(G~`@kR+iBN)=me8s|kfd#0n<&WH*13 zzRhJJoi(E&xhZLRnC1=TS~!#T@3r!x*^ZL;t2-|iJvHl`rX{t!cusxlg~KDPA{RKE)TK~D|!oj_uua~ zG?-;LKWd3n>G7QC_`$XWY@v9z3RjL!e?NIf z%3u83nfuwvb=1<1$jmxJxeZ;A`QQnMkusom!(Ik;bvaHCAk($XklVJ-cQ4KdY1D_A zBa=>|+r+)DgG1++s+$Jk!KA@|#P-}q$XtnYI~AOvO=`b3$|}f=j&Ad7K9!rO%+9*@ zw#BP-PCYBh{dU>nZQ_Hm$%;E3 z$&6;(=u_~%0}otx;DIaW`iselsppU23QVzqxoB;XdChx+~z9ulo~XB_F4mpMhB^L6$_ej{ZiZ}~kblQ{z5i@C_`p-G;99>V+j_mSFqb)Yv*ho-JN z(;$M;T8ZNIT`kxBhfHK~QXc<8^HSd;`DeLJl+`+V#PDYeV!U9Zz(Xfe;%Jp&Eo*8)sWg z2h&VTHgQ`4LaS{W&%e-4%t$8LT$=i!*k`3d;iFZf#`v-A;UBdQbk*)G?$Kg6$_yF1 zlgA?&NOt&)q- zLwy&>G}5wzl=G6-$&%v4_K2mE^R;+!Us14t z8z(V?X#i8O1aPGZNwzel6`XQL_c*lX|@jF3S4`=;9IW5T?UsK(4ihLdAd1)synZJ=C z^kTHSPyh!fmQUvHp#SsMScbIZ*%izm{H4AwaIusZ&96u(`0tFRzv!bn1R@8ye2*pf zdi`gYaBf`PEW#_~)1!Gwt6pUZ{koTnUqFJNii`0mCLMZ3&ACXcEMlBH?EIc7cL|=3 zwTLRM(R=V8T6j)6)biU|+Ae9;PTB9erhT_YObYzld8o`N7Bnwa#pFbE3`j9J z&+Jq=2|*LN9_@h#ic+Khxny5__vrR{!bfhA;qdzXW9dvQklruBr(6+DXEJ{{Hy8VI)mkQd`1zw5M}f zy~pNwL4T<61U;Suf4@JOH!hMuxsBWO5nq}6MP;57fv`TVYReVd zCEt;`_6EBL|AB?)#$l%xD5!=U;12Zys;Cu!mmx?_6n_!jX$sQ7e)HE^d^~lFTpK}s zNn#k>NTJ$P0-wI$^n9;8QRIa%rSwpZL~(4&s_bxVl}BgvV0*&a+d2GyE|xUF4@x)h zDG-QjVzv&A6HBTG- zmiBB)!+CRy?m&Qse(Q9N#g}nq=6AKJTN*!Ao{^dTz43C;n$D#Ov~~d}Rv&J1)ig7c zQugGOL89Gx&ZYM~49J-4~`R=Gkdg3=fSGSdZ z@HxJNSmKQrF=v55*DC?}gRi63zkDX3U(Mj8oUK0*=#A_V{PM6ghNfw{Smo0v+LXI2 zNOnM~^Zf%Q6X5Ii#XF$z$TN#=T`24&K8G*3_u3)z`{EZ4Y#Kkp$N}osG3C-?B7FtX z@ja|h%vuDx`pVNmSf2(4!pH?afYF=^dqNd3*ajIt?p1t$eZFE)n5i{cx=hKMrLQgT zV?A8eJ@ClF^S;s4eC%DDJK*b~G-|6& zNZ2#nB)QSFVMY8@dSYQ;j0OOE2rHfCEl6V`?`pwCJD<{ zr+VYf&$gx&7oTaZ*xrK|=W6Z04k)dbJpc--2l^otI`@u`9l=-LF7GUPHY4{M&7xj4%TZgq0$eU0gU%(LCR{D{R=NIMZ1>qe5GVhC2V`0To51j z^Ob;1RM&g(Lm4%-{1P3a&p-mJiBrB=9&pvPa#EFviVP3OQ5INx7;u)hQf}P-O;bhT z)1$9mtjYzv@_kfvuYbNgm3fLy{SfM)5B*m3!L=TUGY?IBDPKD^KKB#*Zs+(%QTr!r z8kG^4($SXp@4?us z;~n(7>nuyG3uZGuv*7%)Z9Nx3FS$lrT-2F9-~4`}>smM1PG7gb)SdT_+paUpWeDs# zlDE!IvPL2N#2@lvG`=6@vUqqs)HQnCCWEIsqb?1Se6gA*NVzeH$DR%Tm+&-LEaNle z_d0m$vB25^6gb!5HMdyr9#T2c#KDcfR&Mkl-&7_{eFoFBP=*UH|Lya(V*+qVm9d6? zcTP>WZS8ouE3fy7UZnANkO`^X*MSQeO6Z#4YYX#49U_C2?%y$vY@S1XRo}`ZA+>B* zKkwHL!#agMahDrh8%3yWZ7Ms!=}k|L7UjII*gMS4@63ar58u}6?abH*r;VP@sAtAr z%>v;#!V+x04y83)o8;&K55AD4fUXmulr5z3HKC`p7435;CZsHUP#qw8sG%a-4QOnP z0Q@;B*49j|H`8STnA@}YMt4BY00m`{`V`yAqqOcEr$ejEiqEj%@g{;2LiM!w=R?y^ z5^B`{UauKP$`;r^lNMfzeudlpvfV7O}fi;@gZ)tOp%vg0S; zeJV7p=9qZwpGS25w2EK*_m)O4jr5g+xeiarEDs)Lo5tB(S3KF`MIG~d7a1yWUmu0( zk`VV#DQa-QE?r2v&%4V@N*%1RWKzVO-J=Vl8T_$De8-7s>(K$~v-3%y)gc7nz<90u zS};Q$CAI)A=d)}&DC4t7q((a%9Q+(P0>T$-L?0%L%kHlVBh2=7`)#jR9Hy%MfU;(l zr>nuuV;!0G{#u{WU*!+7b!a=9IGVeHNeq8-&)_JTkLg%|4EPQmp_d=e?pqbsGIM5s zv|6;aU)nma#nu;GJq=ke?!vl1^xh@F01lj=q5~n2=KKBss44 z@;*-}-?;3LzM!Rj{VMXN&T;G6`WlQ$;5NFeUHpA1DL3By?2XTQDCs|73+POENM+wl z;x>-k5qcI!5Sf-ampv&W?0`!}o1EwE6qPrA(red)ht}1D?X3#J1&Go!95GdOm+#vm z^`kfPcp=tHsd-_f{CH6Wj>xM0bG_c(s5i;ZKYO8u(P>@7-=jC2ZCg%iQNrT555I{Z zMqG`_X3m`7I8RDLP&3sgsUGWd_n;;iJN#}+`)<;cjh~O4q_G63fyMg8NS296mc^-B z-K&F&Rg=y_59hX{pu|hIPJwFyEHb}GFH-F5#H{*${2sj5VGm^>eVr$#%qs06qO2^U z>;XRDqh#PG&gUeC&*6M|kMrfkG*lymg3AS0>!X(oo|bI2w$gQY33K=mHN1rdabH=; z**E=pX1v1ujL%)|z@tAoK+pj|bd!)x_f(_6^mWI8Dx;`*gM;Ss{a3{@^J0NNox2Uu zm0s`Ytnm%+^R(KqQ4I-UZUY3D=SUIY0CPMf-?T}OQe=SD%}SZbJb=^=`j9`cv}!CA zc&jyQmmKvI=k!);dC4JEb`KSQJ_MH(?)RB`#x>hlq3OxA%0cTPF2 z$T)x2l6}IWuP{auGt7|LLbJLasI9j%Cexp6TdWT+6(t?K>NM$fYU2EZYg+{^(U*bF z>u)|;`L1LtPd*6Kfho;K_gdH<2|YkOp^KZn~so-`8qtJWX7vU1r{o8A~@;;1tb3>FFoN{ag&u0AFPg>TFy=_^0>2$2$x)aYKNu{njh2AB3XnR^wbnt_Abq zqc>IQupO^Rk%dk&BKSeE9(I=oU9XVbNCI8;D&S_IL zH1y4(+R<2xqx$e@9*=?P<>}R}XsuU{eZ-fp?759sb`>u#bzaM`{uCv)fr61yRy&-d z*v`@=Z3D0D>1-kh+&|3Wz6!0uHhAeK(cJqs+5gyi4EtkJ$>4?-$+hSsHc~BFBB$>J zPHFV)lU>1K!Vc@)8`taf%U*x{Ce1V#yKH+-Zj>Nw&JbsUGVA8UUum0NrWEf$7K>fw zP0)aQuKL=$t_aR0EvW~}nMCY@{>k8l9)Ko?16iOL zB_&v(ev|DK4@=uZQ(+=${*{XPFW+&wRi~HBEm)XZduvzT4v(a$rbH(mtgpA9zptza zWIiYpwIA{Hnq`-O)&_M3!KO5j=7!kW%>tqxdTBJ|b0C%Ry{6DU~IxfmKXmbI5eY3}%mHhg;&u>|zSZx+6JbA_!coHmp6d3%ZbBo@}o~XFu(|Ahr zE$oc0aMO|CajKy_J=h=NF{@4Rf1sZllU1<+#qBu(jq$ug33FZuWkzo;dAz#sP%llA z6v95p+XC}(%Cq04FiX8K5?`{Q4d)RAHG+D{Ydqc+N4WE6YvD72PTHC&l}hCqQYlIrO*N7A(W5y~1#lVsF#(NkFc9OSTraZeC1?AZxcrI!oa# zqFo)$P?_Ijsp}7li(2`{t%98^3F3E45!i6ajUfT2VfNd`_&+v>vV}wR945+WoL%$g zD}=}j72xynQuxt08Fv~O(WM3|t^K(zhsz6dp|7552=n)oiIS7Z|M`r-98bz#<jJZyfvG>l-oD&n+XaXZb= z>De$PhwqaAa?{LGn>{4Ap;sJ zTLP#4F!8NMt4e5sf_YQ0FL9H@yRtwpO`^j1YS17uE4BFzCc3oQBRao;ix)KaZ&L}? zgMuFFMTR$>s#5SctG^ts5A%ASI)LaXGHKkZirvV*3P`*P(0Nsq1_(HA&~BhxbX%;b zxL8@Bz`#^^7s6d^UXWUO8n~Je<~6RJ%B}kX+0AnWIgvg5=$Ck#j?1vXq<{ z(JeCS#mUW}!V+=s__Vb#*)CDZLG26A_-Q3_%R0}`&*|CT75Uruh?kjT>LhB0$(}BK zT2{jfYj6nfDsQJ9VrN*0;ITe!$4~mw&k3`%FiSrTlGJwq%C>T+(Mx!#@T~x5#Zjcn zvELB(cKjWK8vBQmB1lP_@&09*CgHCs1P|X%_j7KfIh3l&ntzeX_bB%b4D`oS{ zvLYU|2nMfgbd`Y{<{xnQ)it2s=e<0CU(D=($NE@krEQU}MIfnKzG;;#uuPXEy46D3 z-ay&S%#a+wve87otFAHP$FR{#3q)G0d^{N;v zJlL5r@3rwKh~+ToO^>z_p&F8aJz`w1rr3w34HAeuRB~^?B30t2YH-HY(A#HzL0H3H z(BHYZfY{D{~C{dT#{huCUQx~%O$`Az2=&p;0_Hl5SHIHG&HB=_#=myKuT=5FkH z7#T5v2CSkR?h{smR`Bn%&=due_eh@@!E|r8{GTzUigy*_So3svkBZmH%OTG4$cC7<7_-WmII6W?#bzPq6}!W-Gz#Wpv|Ql?x{mEh96_FaIC zaUC&2yIWl6Dv8iIQl2gN_UQEsm2V+ykNIPKWx(OMkzSLd)MjJ&Wwn#BKgM*@sdC%? zw9U>aa<=V$Q>5?s7Bl!8HoIy!ZBRxt-l#wyMrih_Uz74@1qa|i$bEb0U&k%?jqW+0 z-GR)06F0t%k&unsM!DE+P0O-w#fj2s=Squ_6elVU%G;T@f^yDlsjK<}`;A~*MYA>| zm6Lw#M8TKd#o2(*SS@vfeJYGZ4JCTKEk9tZXBp%v5e_~XOlefLAOMZk~i-Q!jESV1zoSKP}>FLpdJ!KBMadN6@+G5i5L>5SVO-kwjZ3&6oCP0Uq6qIcR`q~xiHlTYQ z=IG4A5u*7rfCChT^CM#c?R8;sVsW$`K}*?MYGTG zdv)XT7H8{=DUdQv5k10)5i8y#&rftyky#pf=k62ZxRmfv_#&Phb3pCJNL8WJ zOH6g&mp*xi8l%0?`I(_|zwF0@Z>HmxyA9qBJqSDrd^5-XeMCbpvg{L)_01RLFYda3 z-W4Gp&g8rM>2+~IK;k+3Kup(5n{SObd`P0a83pz7jufa9G&Y#3 zxSDWtam8>mpFjU8eOI?#&+~j;XE^E!h)F&IVG(}*2zFW4k-A^C)97r&&A~#_Vf4WL zeX+>eCX$1EnlKhiI4n_}9KovbpxtRdE{T+x|gW8NExg+jC}vvwmx63us>*X_mQ zsf&NJ)Q-lfB-`s89vX9fGB~!Gh-S$&yv@L}JbNVa!4g-w@Q3f6=shK#i09dsd5b@a zBGk1?5(!u(7v@hRf@zo58e7O)49X zJqHu3p4H<>aWMUx4Shd#$^rqwSKBs{=F`t0IDeM=w3IDJ7qPa6My|^rNOAJ*3?nv{ zeQ`3wIm@+l>5FGbO^Y07d^d;>qJA8FT)k_2VBJ#~drF897%sH7r$&?w^^e_^FicBM z#|P0GWg(Hz>AeYe!@C>jmG=$7{%~ARgMmfk$@8vSyKu|gL*;*d&?ecTdIJJ(XU-YA-L9=`6a7*O|dxl|IioO$3~$I;IxdaCow z>_oRJct2#cDEDJZPL9xF$Sc$7-=bEnqi?H%ojax$&x_#ibc$W$ms!KaO_ln>2MKZPHv!M<!%bu)LkK967$VB+FaZtf+eCA2cl4`3t5M(mz$F!ttG5npl~8ul8EN? zUhBAfd}=bf!4iOe2RJW`hAYjEEOHqrL|k4xZt_Vl91Ts4g@J+NQ>OV%n##6|fhaTZ zSb|6={X>2W{o7rRPaZi59BKF%b+pxMybnQ6I-7#7XFoC3OW41M|II;9%VDn;@z_p( zok^p<$&uthPEg<-k8yz^RyHr3AMf!(X~~t5eY+Ohr{K@sr18lD(BiSGzqOng_r%4O z3E+TV@;)TNFI?)*JOLM|QNw*YUAS*z_k9L$bU+iS-QPB4A=ia={QX-DKwB!c$Qo7^ zAska@haQLys}@@tF(JwZh$Cpv+?P5Wd7X^W3^EpZ?POA8F+x7Qe193R1=H}*zdf$1 zYNso0P)8%U|EE6}vcBp3pnNsMKSF2l?m}WvTyb7@K%<D=!gu3Iw$rj^zu3!3p)V2MiK+bs)58o|Ot&U^g)dOVb;rNmbW$d)bqti0gb%&r>Dl4G5Jd=YiA8Tb#?=q8HuZ z*2s>CMKGi27sj_B37N@#oPc}^*crB!n|}s^evgc{?abRD4v!rhL@sL2x5et_T|ty| z+ocxFWgnK(Q(@3!AoGRggG+=|V@A9}lxf#6__eEn)eik2` zBsT?AyztY{w+%S7fDvcIC8br7*7znEFDks1--#{Xb{=PYDh$Mj+a$KD{X?tjBtVRw z-NahUC$fSZ6}BnFtTm`D_<_Doj44VJ6hvt<(bl7S9*QmD=F=m0hHvG*7q^e8$`277yY!R=m)g6skRp^Ny#`!(nyaMf>XpOXm7_9=ra1FIZ`|-(S{!=y% zi7owmw{<>E8gIu{P`%t;8=7bH%*09NPB^@1C(5?A4&A@WypA$6*gq-lu#MPi|$(*96Q zt}!MuIieWc@HnTMW}VWr0Kl6SO-*~l<=4Ti(|R)By$zR84I=)4TRgjYZsC#{I%J$P z_Loa{qw}e8GS5eD-o3)nL4PfvG9<2Ktz8rI5)=#^+lkNS%#;DKSzh~s*`O2BlIgn=(&io~{2bKQZn~MPnsAdv8nIO_0FzfH026 z`C&r-0+uKHb`60#osI~(0C!Neo;IM&p(YTjOpJiH(C+Sg(;{iTM-H$7=!OVcDsYfF zqp8W)ge1J+C3dTx%4Rp$+oVJsyS%{M{e9@n%-hp-pe)5@*=xhIUkP^xaZST-udgK1 zu-A)<5HG8RE%DvwP!I?jefBdKf4OZcfNuSW-=^sY>u-YR@o$sc(@5i#k_XQrbQIyv znk3yqa+vq(TVPt929&f0AntzwT_u>{LBwizm54UF9}$jLky72R#*>M5N}l4v_cLXQ znDNUjD_*VH^T$*NHz9T8?1uN~9%*8uywBkH+M21_e#NUahUtDuwKlQXkd&}oH&a1( zfdMBmH6Dp1;%=HQf8iG+DwZg|$X66U|IVuly?Oh3AHa#ZXeF#oUVyuxLrsh#x$T)j zAbw7#G<2fFZR-AcjV1rY8BFCyBew!sOw$iRj{DQgYrSNf=LPslzPA3VGJv9B-Fc2x zhTM0enLZX$Q>cjg82XW>r%d$ySS*3tawm`q8y8yVmNKhcvEpTZ+2UP*51U~#5LvM0 z!WQ;jie~(n%zNt0jj`vm+9Q>6=Aj2!K$E&%F%O5|)B zll6_$coX%A?Uclx0dB^^wQ5-YYxA0mK6U<-X9lPFnul*HyT|xCIM{C;aw(!A03y;j?{({uLdG512lHL;s(x|z!N8W>EkjgE0 z@YZ#{`_Uugs(j?MIKKAo=uF|ZMOiknrGOuZ2Xezd7B1Xdm-z^2Qw|SMwExIIufZmP zk!QpC;MP8leXj=2wmpyII9fts+!m7>9}nY5+(ClSutB2DY^UCY`=Z4}_*4K5*o5%G zFB4q&wZhv;Y+jb!ik6-s=9yX@zjNQzh%80M?+W?Gu%hj7sDJraNW6O7FI{Nh$e$EP zGt=A?3QL--k;!_=)<~?8Ix~An0Q3VyS80l|Rsyk}EPUGer$R>Ou+|uCS#%90psoQ% z{Xw)e*K#$tA*ta{7bg_=Lh(wL2BdQj@j$a{y3XAuQ1pqmw)?7T(jUeJ#FWFey9^SU z;WagWNG~H+h#EUt69I=XO;sMeK^j4VGdWqFKGisj_fE)zuH!b_d>rjXluqhyhc+!7 zYCl?=qW%m+N(ze{*7I^@B$y9m+_cOWWsOZXOIvRl%rX&2RMvq^tqQoj*X}Im$Z$1* zkL~DuxzQ1OvgDSBg_PStxY=)9=p1d;NNEuf^ih6Bn#f02(ohE80`J%%klOPT(2r2C z^D{%+kq#|1$w4S#(|i~PktEv2i+DhHj$UIDdzM-QCgo2YoCLxqXS-G zaxMwyT|O(6#)k+FTP>O7c(wk;T{ma#e6XOibcRPNUyT#QE-rB!JFzj>Lyt6Rigo+L zisWiDkqjq=qC#XWE^5fIfB?OPUDA;;|@X@s9)r(!`)zA-sIrL24z6}!c_ z?UY*#RH21HZU-+N> z4n(>Eg2qA~FBjjaD1YG;uZ_B8BwtP~uvKFxK-x`}3Y`Z%1}k`}o>!iv7W7<*aBjOL zM663Lty(JXpFB+4-WQYW7gP7;2koDmjJe=v+||1y#wZi-ok@7>YAHB#-qX9zUWIF< z13|etM_NJ`PiuwYN%%c-6Rzuc{d}V}wSn-9(y-P?>uW(T42pzK_U6fig*jV_iGgU8 z%)Yvoy}j7xipq5~!{VkyM<3BUhg9DW=dJIJ#fC6*oJ=At9+;=sFVBJCu-pe1Ol)`E z3ZBa88xq6O9qh%{XfuN5Ue64E7xwI<0`ZXszqElXAunAYi`+!c{R+R9sEhlkar<5E!_RK{oDYcNm*?(1YxB1i4 z_DtFF*uxklbU}2!GG~i}&H@hB(nP=eImOdk6Lnh`5`%P?2~ww?EV^qSS?0rx1>^0f z$ntAU==$%4)vq)KK)?~e61}=-0wH4*6>8g-t$bZx;!ZH0MuJ%VMCLkob5R{P52mi~ z5Aa%-_dAF0acA5YKL7Mod;?%!Q~SM5%xSC{PK}GkrLiv0L}}d?TwPr@+KpVRW~(*3 zzg+1~GR|7f2|s!kDn0`m!Mt^|seOi z^I^*Xffzoxg5#zPU=uB)TQ}Iz5&VH9bArlOd*!{J#v2`{jQv zxJ9c)4)kJljPKt!=>7B}S@1|q-#8TTq2>8#HV3KX`kSYxkY)|_I8gLRh~)bV1}nEs z<|#6S$(&SjaEX0+%?={8jVf|&6%FcbF7ACkD>LP#&k9x$Kos0%Y$4)ArKB!;Y z=-N=tE_nfzmaou?4D3tf7$JZUn8{v;cX@cQrIbB@es}m4j#{}WRb1(JXsVX)@G?yG$=a)U zG+dvt>Uit(=fDLZT#IM@dWX@?r53;zf~Bs?junn4WQ_J=mP8Qx9tfXk1iIM&m7NMAe&y&8yWq{fA?%D zE0b|?B;^Hz?HspxmWFj=xwF6{^SjQmQ|<66Bu$;hzUaL$^=9CpfqCc{PD`Z6#LPHk zXd!bJv19kofs?SJj>?Bq?gYK8tLj$4e%q~onH*FKAoG$yXR2x3dldJ}4q*pih+F0x zoa~E=W@AoDVB<;frjlodHRu2O2nK)i7ep4woxYGsQwHn!I50tega#3fZi#>T*-U`E zSVi9&v18+JDlhj#O{rxK-%rjB=oD$5vGpM&=Rh-!XQR+<(;)oc{9G{U{!wk2tLOH* z2O`CKKTZ)Dz@|3zX1c!@X|^P1K~C2_xm+3Cn+%e|Jy`?MbR>+#P%557jeG+KI`%Zh z&|F7irQ3$lup&W^Y{Icm%i{NBeQJjI8O$BofJ{D-90_H>7W5@yh3urp)0`Kms^reO zZ+l0avm?-Qh6gwItt8C`2U*Ai8?w|C8aExGAeB4!T~S<-<*j5_km)OJbmXFt$F5h( zmZy8JfiTU-L)Ud45xO{t>=gHAo3c18N9D0HU&(tX@bMzx5Lt*4}=V-j|ejzo3Q4*Bn5Qr5V|EgzW)Yci+(AKZgv&$Q1_F$4xNQG z#6^44I_=WZJ3(4oZ{**D4>MB~mW#tV-d$+|$eTX1wX@*Jr-n0ciW`w({UVkBrfbM- zeQt`UQkCSg7Q`CQR}c?!8CyW^9a$+uP@sHC-dD>!6JTE-S!Od#IjKBT%!r;>q-@{K zjA)LFu2r)@<;u%ltJjBQrYda%%=dvYA$@Dw(+NY=JQr(RN640M`n=PDXEF#$wm`v; zqESBo+i^4Zoh(RMfxF(8CdPdZ$w6n04CfR}-Tvwogvy+;9zKh`DNHP6vLPI_K{}-) z1*pzKR4&V%uU4qs^yLRBYT*~4gTNnbpAKfN*1B$_8jqHELG0J4@&n+o| zm#WY*ro@#eN-?j zXz8=+1&tqpyIIo1l(#3B1LNC+jxI$B!RX@57^?l6DNH<6-Um9X8Z&6H zS*D_USmKMA)f7145g4?ZE1*TjczZ8TyUt8t$4gpx#d(UH>U72Xc8#Aixdjt_x^di< zIK8vn<=xu+b3~)lo8webfhJ)@65c5$NIKymHi$@khaB>9%FSXPA<{#}x*b_(Np85~ zCq3C6VQZD^G3g6tTDT>9q4E%5$c3Hjeb`+p-#Jdcaeim*_VGiSq{&TqVn+M4>gKXE zr*#G$VFTC9SYP4UIHq#jkwZa)leEv^5apu;5qP~!ps4Kj&&ra-vZI<7!KpK>2<@E* z%6pj()lJPVzch#Z&U%a z(u`lQ#)+69c^|@yYXZS$g;wL;V_ZBAQeG`sU}5!YTzA*O&Sk~-a-MY-HZt5RI34NU zf^u7U+-_=JJ{ac)EB6zA>Xl~<%>78l2Nv6YDoz^`>WDS;iPL5?jwv_qnEP(=IR(lhXsiE$d+B+Q z#rzRI*;YeGxK!)CHPZ`sCJt}m#xJ+K_+TaJ%+oTOs!co2h3~<_@oo2HdAC5_*Sa@d zJHnCeJL6IP8XGL7$!}S_4Yi4^k5p~;qmoWcXP!!-fgG7a6Xt@tXwyWt(PDph$?7WaL`@GG0<`uUX3buw`I{ivBD7iDh6N~Nv#KsjGK1_je#|t^7K;!8x*hR+*5jiPG zueG0b$cT6;hh*ITNNnnH;R-GSlVLT3>9+6U-xY1|{MsF1&$F$KXS?TxlpY7|t$gw8T!Q^22A$)}U+`n`aM``Af=W+XmI9PKE|gKhkTY^EiTpRbCak3!1w*A>U zt-kUmGlYkVe1dBp%PQU$L)!$Yv-ui@&;_m}b}W^GXhjP-Dr{Jqm#St);iBK7o#+S3 zUHoGFY@Ny*yl;ZvWGt&`15zf8@d5Q8qyhZNN8sp~+9f8lARhS#8Sq+Y>Ui84U-y18 z;RDB8cRA0qw&~l6KJM$}d?S+kM@>%`guLsvk41Yd+ygzk5D?b#N)XRQ4G9Erf-gWg z>AB&jEBBgdN9y{=5QwDP9)oIS?l%*=SIo%mjdqW<HOKV6Dy-3@ zx=bgJ{H6Q64xjW4WNGpv`7WTl1Z?8auOJw~!(@%S94;QmE0u2r-jfEb0V0xYvt|~#E&HVwSl&3u6Q(`a2eD}lDCZlMM z`H8}1v#f6b+%kq>FpBoDLn{GK7YLHJSmvwiv2QlD2^G`yJ@?Sod; zJzlC-n+hV4TGPao#PZAx^p2|fQwnL5h$T_Hx~9Bh>&3&G0u;P?=cG&C5U*lX^2@42 z4+f^rn`3h?Gh8I5Un-@QYZ~f>pg`@)%C*x|8N?_8B5v=TRoV@0ny!BZ=dFVSj{;?YQK>XBCw3fZ9>TpYU(dS`sObHeE<5;#x|mcxOI&&=eXDWAuV#(D z?PZj2A&}Py?+wDG`)oc-q=IPb}c{ z02591Pk#8$5w(ws7Kjkh^AKKnGigB5y{BVd?x#jc8kX_YdWilNFT#Aaa!v)B8aJ^zC!-;Sv|JsY(dL<-?-`pX0xdb-& zXuaymf0qasZ{>Xz{G&AVPv)H`E2v(^v|ss?xy9Gf#0D&wqucTtH=0s$HF+Y zt#$qnykmlzLv%ENoKLk($-6!+3ev%ANg+@W=VHL{JwmdT*U{{0>#dVKNJqb-EY6R^ zLw|`2GRSuDnm0ww?agz2+qE;j?4)M{ zfBb)&-qa}Tq5~zCQotA$*&0SXvlus+FFfxs#g)q156ZGON1vhwj*^{Ze5nODvV?Ub!~CE(uG-9Z zPvT#HeU&<#5Otw687Vmd+lnyzE&GPS85%qB4sA$gub@hR&VZ&GR}Xnmzvp~V*S81w z8+XXn@9MrHg-_TMKqADC)XiAHaa05&q7V#jl}q0hDm?xk!N47D!>90og5hqMhDLKG zt(Eu0#rvQ8UffS3g&IC2KYkD*X%X<2{rdyo*SYh%g^zwz7Cm`pFl>VVpv^%!el>%u z|HYe(q;$6R-5pH=20LD|n4~9q8KR3ZZ);)%JI!#WUnl&9biB7CRWEs@*R?=^rGCC2 znR|}wFL79h3MQaQp~d3A^VU&QP*L8279_xq-}NoDiBchIq+Rm}V4K|tgF-S5IOT?` zJByS1@D%^jo2lgNf-Fv$_z(o(8MptXbG}vI)@iG-@M18ckT#>?ptnbPx|X@$ z-(_6Ew%=krce(3_xYhVHDko^&Jk)u^ey6l!WVaOl@9^-b@P}5Ht41QZH!pHTRHvhaUyPb5H*c8~&ds2~KU{s2!tQ|*P&=KCV z_yI5HwuE;s;Ul78=ucB(6Zvk~s#y5~8_j2;2quIgV+jvlZo%+0A^kt1=GCnKYGJ>Wv$~Bxx ze1(d@N~CU8cG+-8*@yqege{Ev>>yK8d`%)r(AwCHld|vP7$&);?lv-NUQiP_yuLXY zfBv1(imPs?O_GhKICl1d=)tes=>`0Er8Rn^23&uwl&^{u(7~7W)VBpiwvtk|Xtxd} zB%J++x$AF_Sm?rAtO`^-1zk6!(;MEDPt=9LmW<9t{2lVF>s+=7F47aB&I z_UN!^R+M1b}dBnw!KL4A|lWeRFpqx8pO?_#2vh2J=xwd?~4bT6f zZ$fOMB^fZkL<$H|z~AwpZnb0N^JjASX_UlaLkLWc=3>bm;;{?E+cgx4b_<7VonSsq z5_q#0O&fitGCv0D56!c*+-^#g8A`3FWi-b2-{GY&*K*&jo2lRed? zMksKdC*Vfz&{2Y;eAxrxaDG7`Xa0(;{-isBvrOU-ZqI*zzU*Ste-e+fy~o`rJeLS{-90=BB2muMP)Ls9AKRP25rTh6N1)Ij;#ip?XD;qCttE zjdSIuR%4DK4p2kQ^FpxjhIdL)0|vk(`^4yn(g7&xYQNMun_sn+{_9tOu>BI3NjH^h z-usxfET9Vr`gYZTUht`vb%dQohb=)thQP1a9p>r1?m z|LjmHgq5KJO;tDGROix6&Ac=bu|g;Qm@Z7w=pOz;&+)veXXmb)U zC?QZq5It2SN-9Uhv18P0WUpO9iIJ-n^@)sJY+fz&y9qp84^uiCB-CqeLB~LE>k$lA zs0Stl6v~Wt!bgqi;@j0c@te5X9{z=VD}2;~rm6v2F^@Z?A0CQ(c}o-IGOFmdP*C2q z8oS}+{KQl#oDM8upU(B0qLd8}8_aSQEI}=)9+>0Aa|n8ln-_nhA+|aw+;pD?#_uK8 z9X0op>KQ<_KkKg0AsSO=c?~*iN!Y}!E{Uo+0S2fMdb0$CU&-6wJzdeMrFwmZjHs?( z(pTuu)dJc=PZ2BLsGn|

+0#&ufJ~bHoH{;3kmhW+7w#pFMeON&uzkqpMG}##H~_ zrSXZM-x1*naJA)aj3C}!T3EWHBfvl-iSy_xsIqZw_1Am-737Apmpsugbdgz}V|&;N z>H)+v`>N17Av}SHorj7nFmeaPQw7{hp+3@5NSmHkj?7Cl7L!hd%7I)|L z-c|6{s*Yt#m#W0(RO z($TJ{{q()U_xM7>EvmG+4!`SB$=wOu7%LY%jfNa___@&R0a|K{2Vk@%vjSz*o5Re zSseNPpNr>kNSoN=SO0JjhoO&>x&HJj4%F;@Ff4+aj7g()qJoTu0A#F!1TAWNq>TnR z^fo>uW0f)Lj<--T{{1B;2Mg3R-d;uJFcgeyv6Ck6)9{;S5oEZDjA(KIdkte!LuzCS zqa%8TM*RYwyT&^G5pzT{|9`!>a1_4?uit`v_LU`wfo?1K#3VEM14fW_*NaON%kax( zK@WNiB?VgzpBOA)73`##1xWcWb_AEvcq(klPY_r5b8W$ik9VFycobDGxjufMujI{_ zF@!GvuUD9{z$l_(2s8+6ItE4k*J|m!=i&%Y)pC6R_3QT=AZF!9%2CU_dRe046aGu# z7uxqdV+kn&pDe9rVxVdmNl%u6yAUaha}Lg^qBv#~7m+|d>gJ1FS=ty%Frvn_#~~(m z{~93c)N=bfYSN)E=ASp&LNv*PZ$jn3+SfS$&o({1TKLC*ABv4&tiRNIYu8o#+bN?3vCp2CK@d!ZCY*CsN|x%#N0oLuMXRNBN7*oOw#)@`LTh} zU_V-YY^1NV-b0%OBmeI{gUG*&wz?xk#RCN=VS;EosecIFGdTa(14gL@iuNWSS8_0j zDfz@4Uw~5C)wdrHy)$94kVEaT!<7#XD>qp`C(`|yiW{FDcAFU<6jU#!8~SI{wjO*N zO0S{Jr z8an9IbVh4C*)TcfLwTyN zE4gxm2bz*8=vBLmv3_$;2)y@mkVi0JqL3_vb?P=ju@R`D&^GRCfJ#h3R3owdtN7p+_>tPzm8z?(odR$UDO zHbq+W+zis(rOl~6rDP^1&*WdIS)E>M+4qPToTTi2PVmN>Gdl=Hs#o9#uBUu=G3xs} zXw;3x6y}S2(9Nb$Cc`se1cSXJ|5pS8Ap*l#-159F#lmlwgqL-Dx|rU-do?LJja|=G zzqqR9L!w?9x|1qC;vrGQS$;oKnFO`z8rOHO<1bv7j4-VECSQQEc*-*%uIxB!$$Zwl zt8snC*PEf_H53IGoQmjQ>~~v6JZhWeP=3z;nP}G*bhg7DV|BER`aY;n3Hk88<_^S} zGman-zMXl}C78!uXJe$#jM{P@$h9Kn%&duYmv=jAuv1L*x9+8DJzG#k^S^YGybZ%L4CuzWnf%b^)RGm65IKd%+xj1l1N z{8}Y?3Tfi9iA}|Q>@h9{Hn{S9YUhH7Vl1(YblQtDu(t|p2Q@4da6~Qs&KO2+E8lG> zMBkMOBJ_;??Zt{TNa*i`$7j4+B=G)39z3H}PB@+ZqCGVOwa;V!Gs5pB{{M7n>F<5c zbPFR$QqXR@25yHuhwsxOcWJXy z69MD^UAdpAYJdy0c5n;&6fFlmXC+-RlG~XBq{bgjo{`X#kOXZ|X8qQkR;!h%{uK~f zVgImlG4>+$QZbAH#X!wbK7&r73Qx96vu85j!es}>5I zWy?=Xs5g`{`KJO02uMi+Re5o?N1L`->mKhXS?jmz6Grs!Eop4j?%{!XHGs-J4BIt8 zE6D9`phTwHs1WTu1#p$65ps>R1NKvW0v~y_D0?# zp5^kwP?w!2Z9TH%1+UzsreS_*-Mcdx`$@G93Rsd&8{Lc6hA+ozJw;JDWy_LC;m@R; z5_4Y8)1HFB3DZN@Be~m5>{2sjsPG0L%xC)?EMXdAhWMXfbFrMq-bu85;LeZdb7z^) zz?}6rPoo~Lws%T02`jYh{eHNS%Lh%U&lpJ6bEr__Hv(!2je!uy2Ba4DkBq!@a&pSf zWO(%rVvbWjA1->ls_5-D;3;4|)j5!*EJ_m>6JvY2nrYukZn6XN_Gu4m{;zF%8pP1` zoc>NM+q=e!<GgfmycJR3UX#kf&@WqHd+>GsgRv%|LL)EyridzFd6h% zEmL)AWzi&Uc=fT%6EkPZ5dHK8d?meofX#V4GgL6Do zR@-t*aKdK56P$y8wsqCj$-F&c(JwyV+nwOW?1y&bK zhl*Bv3MvOlTz_hMvP_KkPVLaqow|G?C@b4egxgq-rP@T0qd<_o4(k<_CoO@O2+S|3 z+xoQkgzW6D?k%(zFJ9awA#pUHE-K>b7TcFw>PmwBh>!^B%8&pFa6DXwr0Vh$e(ZNH z(`Vc~J8zb1`Tm<9#I^vJJu+2EgpT^}-@iihp}b_g#`u!Rlb)>n{EYPUk0DK(V;Vpz zPL}gfxp=4w4ZMx^5{G_d2SO|3Qc^^w$`t6x%gC^URNl?;vSLq!lT;YR;39vC3^4$} z_W`L66vNBPh-rM2kd>-H`n?pFt?Ut~0||)#awO_~vw@UW^?Y4TR^W@A z;BVm-e*2FWvwpsRn*ep}-LBO!1+Xe1iDv!QH}%@4RecwgF)wwe;+1lG!jQ)bMYja) zN-j-_PX|}LYI44@g6F@Px4;|d|3i#?MW1t-{JZ$`OoyA^$WL6p<0=-9Pmyp!gO8CO zDdd}BlbzZB0-A>%D=mIK;wzy|;Z$`?CzaA?iO+n2#;gkWyM`Jauq5uRUL%#?3qMU6 z;JV{PPa|RpQQp&o_$#scwy2M*J_NwUkKB*1-}>z8k&gh-V1PSR66rnAWv6Y1s0Chs z^Lh?%i^f@@X8oDyIVCM-54Mj)prfI8d!)eH7|vYDUOyRWpBO0;^@e*nNEN9J))rnc zqC4dAS8(K8l-37!I*TkkqR%bLVw4>X5ZUvB%U$?y08|`RHP1acfSqDAN`BF(UlKC!tWsZLvlT-Ubx&ww|4#x{b9;BpST~d{_vs+; zYT6Dcd_MS78WWhwjiGGUyYt^KMe?7kC()3oKdHO^))k$N+@TLNmmXd7UEICg-aD(e z{(D#1VZBTogmt9Q|Mm68Tu(v-0GPb4JM`bxWtR05ml|l)-#aQNxXMQ!^*LFgi$9B0!?pYgtByTTGraqJFl`z}(8&prJgn;t| zmbm>b0ZQ*j{x=>~RSnwQrLh5iJGHATHhq1?SgXFBgSmrn39&Qk3$@o17;0d>laYbW zN+Wplgyd@Tuc5>rB`seP+~-{K>$TT&zQTlls!ow4y8Odf!LTkbNiTOKYuT{xWPXGe zYN=~}DJr2>{KJXe;9r~2uRA#8v>4z+!0_O=Aw})g zwb}LCh_qBicksv?Qx#f+ef?C4>&y235fC-dquu?4$40I z@3Q>&bo{3KRp0U=-6fA2LSD@IqrZ79i-UT=b#x5hjXG=su`A>6Yn*fX*I3ZTo%-BK z6SYwd01BaI?M6+aK6tL?>j*{0;5BibZeCi%evwzl|KPT&?k{E(*BWf?^;ES{*xl^Z z_NJZz&efVm;andg*%z3q<{AXK_?M%n_XOv)vV0}|GfIolL#C_0IDBMpmjI@eze z?wAKVcjL4GcU_l&&AE;WWc)lgnR_LQ1WY=>4BLsi#o?Olc+~#aa|V@;>+$Ne6+vxZ&Iw0-rHH||{ePq3xs6+Yc7N%x ziOg~OO1xTj+36RiIRk4Um@<7ZI56;BPwzW=?i0B>0xI;7kdOzD9<2?!&+iI7j`LZI zzA74_rfw&aaw;t@zdC^rqAviI+HT*)FO%p536s##jgifEb4-fcHy}HU<+l-d=?1-5 zFF-9eDyXsIf$xP2{n@m)*zvByjwv(Q4%gMybz`K^Z`*U*T`pN@_tT&nI2ITIoUni< zQwECQekD@I%m=O=6BzPCoL&RFUg(n=5dF2q89#6L^ep1t%Sdi;cVH zK&?IrivS>*+8*nVgod-;5m03+!v@y_10KqDbw7f?;j*oA*)PdWdF*$+RRm60MpL^G zp5LtSe)W_INXPU&U03@9y!)ub_x$yx;Ke5wZW$_S0G@WtF$^~LOPKKr=So-@F8tx7 z%e~EbDC8@3{eqvD3L`Mo4^1@+XcN}UoBWFL`tuGq)cNz8=Z*WquXtaP%~#U;mO!=1s=ZW6_XnRVW_9Vlu3Z{hTIFonCVx!6g))NlI@{zOZ%qZ zp!R4C@OEzvNV8u~;$P+?@RM9gNYblCXnTC+p9=iyCyRptS_90^JHORkyn+R;dPzuL+?uCULAabf3V)7U8M=wjvJlRDswo*%FxOP-JxZH>r{S`M2(g41TY6S)(= zBq~^7YP)-PrO1j|)}ptm^#@FbUW~cw?Ip~}=HC_!rd#*0FpKN-^p0Tiie%ptcE41I zltRA{b)F+>_f1;MbhpDVC3tOC28QnfOblw_D8&Iy_|HvmSH!MO7oPSfCSC_NUo*j; zr<1wj79BNX10}FvoQ{R@Gt<3>U3K`PP|L2uAPEMqy!XqnOh#SMZRG{f#uPbSy@OA; zXIe7U?yvtoK^xuH6{$R1tAS^Pbq}qBPh&b5v*J`&6n*6tv((p^-Ick(5Gg`)&^N3A z?&h~1K@HANpF}gUo-}y!^P31r6f|FHGXf|w$WJ$h#7Ivjhk6KZ5_q#|4LySuwr)ji zP5*Q z)8czmv^Hz{mzN#3;-K0G6mPIS9q|Dtns$sffLfAtFJ{-iihVRSnACKa(eS#p*=At< zgpdQRvgywzySUh%tyMZSnwd8wnng8-at_wmC?sH>634OlEV{&uQrEpMz$qB>P)l zB!`B;Q{M6!n^mrKLDa2$nPpjw>`|P&4xe+V$e!~5Ip%2E~P>^t&ZU$IjGqtsO8CP9#mE&@LEYf~e^6f0vAT{+3^uUaTc~w?D zFIcb(dc6}mW%AwADUHZTsndjd8#~qo%-1Fb8_unD9ajF}5z7FJbRwS9o1lq|6H`(V zW`Y=zHPY$)_m3VKGqCi7?)QYItT@j2S1C$K%(SH2+ikS!jbEkn{1-Hi)-xq}S}q-! zSucGH*7z~fV~a2cn#!nmKv_hA9pT2l&__Qzty7I9TK!3bN5>n{EBeukIr%RDiZ!kY zk<#>qCy<}`!C#^slER<3|PXyr7skS zOF86r&|I^xU?Tmez$uC46wpX<-wp%4 z5U*I2%q^eZj-q=*Wk5 zZUP#oGZfgz0}vj7b{xxv|L*++_h6>;rhoN*s8a44DxIb#Pp^Dp2&|cBbMsp8kHCUr zBNE?CBm;#bndeUoqg8=x5vCmWQ{3We!S*pHul3!E^Bk}91fFBNnV;Q3e7FRe^B)nd zkpOY@zxX{5J9nX-XAZJ{Y=2@-etj`INIsLPnlM&yZBu=3?akuDlsdx6Pn7q12*So# zRx_UTn))CuD;pLcA3sFa+K|rp-@qiO*wAosk#g;EI~!6{@lRZ6OVy!xfZB8;#rgp7 zdQE=6yO)`p1}7CSM_;-x?3(kiM7H*;?Zku2zh5Gq=M&FOQKBADc+GXvb6_uIE%W+^ z=zaeMtaX^u$hFS@4Lhogbt2Zars_f=gOznG&ReDJq|5pc9Cg;Vclc^4yBoXDJMw$n zkiE_z9x4)cfIGE7n!N9yzc^ZIw$P#SIGl~-Si~6;o8{q!!wk2wkp^`1mqqE$C-T3b zBH~?0GYQfG=UKqxdYGR6J$hjYJn(PKxY@&`{_%0=X56x8g8R^39bMh~3TP|G=TZ|v z$Fn?Ka8sKZWQm3~SyGx4l)$yHmLH;Oe1d`qZ9_v&E=efL@;`98=CWJdg9ogYuL3r5 z$>{L49#KDY4kB=|*~V)9Qq-HO-{RzCKNzC?4%dmvOf`jvm-=gx?-&K%u04j&=Zf>HmiFU| zQiFX(oOR0@l}>NE>Q7*%fdGkgOTlx?c3Y$Tl`|P>D0eQILT>YiU)mA&k$wp>OIjB6 z>7RDOo(|We|8J+r&`lpY@$Vb{Jxc#u)vyZUmSd}yc;SGXt1~#Ej2vWiaJ}StlHik) zxV+f1jI8XAko;%QPRMi9&vJ4N0b$jyXV0E(lXWnot1MDH;4}-Xo~<(=y!2jb^FDxY z+=hZW$I>6NJg{AhF^!})IhX`2(%AbCA2SU zA<4)RrO}Nts%*V?dm$JuMd#=E^V9WKw;)`#h=B#iPXt7&F-_1JUAMEaO&P5 zpW9bX;&?>vo7UDFfQpZJ;LNXY4k10s%zTuT1R1M&SvT!;NN#9^@HP>>7Ha7cYZX1( zL}Bz_BT2g$p{Ay$plt^jWA)lHxr2u&chQ=|_`MY9dsz4SN^+M$>hC0E>O{REn<@Wy!QQLB??lj>a z6&K4_<W}NYpU2OA`SV^$`Xs*Z&iPxsJo`1&05#m+Bzc*Wew4x2IwyN z^VL$f@jBs>g`cG$HZ6AYh-d_#oA0@&xN6reZiv6ee5)C`}$Cv%|=Rw9x zFMAH*LFf?7rbkFflR}@{{njxPcz{iOS$p;chmONMhwS^TRZlQvm3N|;fsxy$WO z>Q8?DJRGRlxY=j_5tg-&`YMLB@$wwxnM+yer5P0g}N~60_mYNc+~1% z>U0s;f#20Z-&hOn8n%3)$g{)#uiSEuUwb@82jJ2{9JL>JLRp5KnwH=mh=~76f4;c$ zA=A|5C9Cj7>fE5Au`!g_Y4eo>{b`r`aJHCbVGtBE0?D)dXxYTr!V+{+u&O>n)a~Fsu1 z#h1WkQ0}_?PVY%Vu;AMU@rp)7@&C>M*A&DhWtNX$55uiL^;}S!FrA-xsn=`fsmoxq zk--snG@u&|ltNKAu~+?<&<9bm*idniw8Is+Kf<&Cz}d7FR>pQZxpdg4rMe#sJG5`# zzQ%aPD8R3l2VhQTKs0}*74ya!X}ej`ePb{v6W~xib{FASLlKl;5{!nSiHTnm{&aJk z!a6>cI0LUCLx=XfT}Tx(=x*R5CB*yH@Dx-4wX!1=sinnWN;+lh%RUJ{!tAcWI2V1A zi)`#&Ak6kp)s1?55g)b=nW1^Yj+>6&U9UQSW8NiNTh^K+&8ePz)$? z9DAe2p6YJFuNKHC7P>3F{9r%w_ey)0_KTN|F#=)}cd3R8>{%-GnB}p(bM<<;u@AX~ z2w-naL$6cl)Y}Zo#Enc!in~bbZ%~;ERhc?EIxmz?oj9QiX|h24?mCVT(%d(>iaL;6 zBZb752%62PJooi}mUVdy-|{R8>0(uLykf~HaUojTenT#CUgXq5N84}#=G`B7}~4Ler1No)x^Z4hH2}`%FU)HtG>LxV<_#yNe;GjDvwytEj#x0z5$3P z?9jsWkN)MQie(ba5oeWn4Nx8wy6`~Jbw6(YZAi4#SvI*|PbtX6eglabK%uAKI!)w3 z!P+M$uRGk1#eL}uN24XKuVQAyB)sM)g9p1E<-i=;K+$Sl+{4M^t}T>*@HX!fETe1S z#XBRSqFey+dUozDKday*(xB-fQVU~aW6;H-{t`2>8pYAFYA5dnORz3iOOc0)5FC_BSI)0oJghuLe>M3(8?shD6?5^LN7RLx>0P+W_n!(>Xt{}< zFy!66R{1e@uFYG zcx2ttqF#bx+bM5l_-M{n-C$ZAGOc(yI^zOecO|m{$G4mNs z72tGnoHF3Ebh@{)04xqEh2`3mXttWLP zKa5yBUM~un<8P>ZdGqGYjS0%Jrq*r)_iBDhj&(te0EWI_s|0WOI6_L!n5nl`2M8zB z=C`Ocz(-N%O&vtzd<~JXUTTtQLxmG+ezrq~sLq0Rq#TfG;6Sq$9RGSoqs?>wVhW^s zE4l{7{IThX?PS@e$D!@oc$?Fe{3%yh4ziz5yC>PMfOUrdp31?}esfcm1qY+Oq>s-L z&+gcl-D4j`oC=0RCYIl>7Q^6p$ZCdu)Hmj#pW8w<4DiFDSILN-`@XPH>geP&OrcPE zI|&uJ`e}xx-8p@dm=BNl{-}o3DHhCU`4c|>3Hh?c!V+=jNXDT{KHfOq`-ptzBJR zvxOP3S7YpAm=8wke@Y}0hh}Dqpy6Q!3_E@jZjrvKk~rMgm#p#V`1&=z7GhiAu^GLi zMG0##j>G7!9aIwACMI0GJUxwyI#1_o~kU^n>P&&y8E`=vB);L z;^JaxYHC_wkv%juRS?-=H|z!%p;llBnwYkr5&0j73Bz{A_%Okhhoqsu80K@1@&DD0 ri?4X=p<8;|>W7VxTKpgM_jyH7^O~r<&!24JX_)pAef1nwn;ZWDtw>~v literal 67489 zcmeFZ^;=Zk7dAcyDk!2-NG2?&?(*Bjf4mY$WYQK-Q5g) z_ZdF#`!9TddA+XZVjewn&faU^>t6SYL%=IVXfx%kXe@WfOe1dIr6VP3Ky3YW%0sSF+6?^r8{~O0O%%}Iy4X(a8>)U!0^EWNm z{ID?}d~e|3UtN9s|J?{Pu03Jo6!qf?4g@i5a$0d%tS~a%hq@OX|DOv%{gsCVY9}5a zJ{)phf8MK%@xE;)6B8BZD#u;p1x;t?g{SlT7L4?rP4gWQV=R(Vu2|pad_XTSGV=VicG;Yf>P28!bu-h20M&QBFC{M+Vd+=v z%BgG+W@LnqS8t7uhKY?IJ;;4POz*U5?c=okmR;h}qYUSbb&o)pFMT?OtzNMv^fqPx z>`Ou=iyRsnZ|SXU8=Read!rR-MT+L5kYJSK_|nmd%j;nFns1q;~`+b9@|KE zvcW7gap9e>fy#^-?}-R3)~%Cy@#4qgEtuvN7ka8$m{ zu1@K!4)hGxc_nUE0v{X2?KQwDts_d5M^7co*O z@P*jd_G;M;(2d_ER2Y0hA8b^sxYZ7&`8ATQ%*8;68_&!RLq0au=m~=GJbwTLz~I#AgaQ%7VUIg;)OqQ zf!@IC3a2{6ek3NAj=cW7?Vqh92DOz)Bz2+QJ9Zh3;%Iw^%s;O!_RTGZ7*@uuGQ%IF ztAZ|ryC!-etVW1MO>wJ$M3qad7! z6`@gB#@<}JNMg}?(*yp9)XGsDwylR*o$qZ%X5>gAl87xbnzh_^e7wHeajzHE9-ty0 zJb-H^mOV(;s zHiT3TNiWA`Hhx5Jp!5jFasO&Prv7+xTMg8`Nz6(7RJwM4jofkk1A6f=Sgk?5SxO%kKRGn@*0fn3WaROmE%fvZab1IYsDL95e*l0j%$S~<~ai^ zFxc=jQgX@%F=hwip}>>k$9_ z#rADRhM&vEFqozh#@TXO!^C87+>)uDe5&hFh@PQz`&@Pt=81(lsBKbOTGXJD+*G~X z$_lE^35B2qECStrvmJB$S)ZzRNYh^>wwtFvsZmB@a4IUP?CY?{AFv@Aa@_FGaAiO` zv&m~i&ZgL;zN>Z8#^--C4mP|mx62R(r!%2XW$eiGe<;jX^K4hnL+jrb`@3;tF~P?$-@69z`{0fZh+ewJ(>!k1lA+4{3J(ZY z-xe`cGwTFEBeWS#;o9Pj(>GqJ(i06?g`0+@3j{@9&90x}KSGes8;A?E?Mk#xu;NXa z`PZv&@*Hj;rGmq|yEBTL5U2ak1Ruh_r5av6uk{PA%H_os3LraanKX%YoTqe8Kk?6??z;qrN6DfFzZf zCMo*sFjp>&m$^11l36UjVieFCFL|*#*opZPh6+|Qa&lxm4%Y|zl7yT#Do0mQa_l^U zj~a$n1_1~_nDd%JB#U4chXpO}o5o0?PPR0qmzu}Xrn;6^98Iojw&HlTZOZiOmz$gG4jvmE zdYfJKHABc_1N|@M-Xh?rTN>qg6M9V@?*J0!XxQr$s#`0nkBp4W2x4zKj@g=VnemDj z^J%(IA)K?kY<>g3Rfm9ZOsQ?GX-Y5pja%kG01Vdj1v;f689TdDLFe@xZ}h3fK$_%I zgUjj=qtogTfNBV8vep4t_KvNxHd6>Wv)7Jag=vUmFArwrPow9-DU!qqxfF#`h~#xr z`ZS!z7{M(V&Z%W|NC{P ztNE4h|F$xTsp{z!^{_X;`TqU;c%4)JFVhRXTa`xTa6C~4fbt60Qf`Bfm{kYQ0QP9X z>W$-)URhaDSBz2H-rF0rDsIerH&JEL5lCnwf7^EFd=JH3EMwaQ2Y$wZ@w3^6zGRX7 z`{aV=Exy-IXFuVw9iJ#B30nOA_TqH3`C{RV<2KP&Gy9aC|Nc?4oRYACBMA%^3qhQ? z#BoK1T*z5IOyux&h-gY|Y|g>jXgxn+L)Ym6YRj8`$}PJQT-bsSk)rROcB6Y`oy%5H z5L;c2REmdW77MbB7&nHgNkNX9S83Wyf=eO%`oo70m33^-o+)Q5rHpJ&)$2yy z!yN{xo1!Y4Dee3Pe!`-LU0EKR$ygJCocX!1jm}$Q z=n8JrV9eDNS66o+;_C?Lu3fuE!toa7huyb>K03_gpX-$KLFYr)@nhuTt4wJ94oiKO zqeZ$&MZmB_(X2X-i@%;M-IDke8D)~furdUX7mAttbPbjq2BBNcuzak-v^QQ*Ax2FG z90VL5&~&=WOiw2vp{B>C5cd>l{Sa(-HVW@m(1;N7-<3eg>z(QEJZ?DB$73J=U$kQRe+Gi zmn%1Yl5`8^JC5PlB?cxYl%~E{W~zk$$eCV@zIQE+#Y~geK@%}a^gqKh3x0)onah(f zJ7v>6w|)*R69*<=A<~tRVxUQsZvmelry{3`TP0zXHzde^Ptc z>g53_6l?XXZKeSC%tv~B-y;{In{rOzw$E_9L`!8~gMHhCklKRz!gQmD(1y2ey|cQC z3Zg(Ge{d7KUro?gC7ky^) zg?ingcKRT20w0K{XNiTJ*I${N=LouNu2*>cXm4kD`t+lhe8X#lRL34xmHuR)CZH35 zEzL%P(7qj%B;=B3)}Oq)x92b}qCkhNbKdCw96)?Fn6jSGSoE3->*iz3R_owtsW zHfb!66q5P{#DG8q2qwelLUnbh3$i&s9)$XE8WR(fmEWlnic{N_;*bRs6AKWCN7*x^ zKe~QJZq`VUh`y=YQ-l^h`vzL{bHx6X%M2XRLnq(e-Mv2-CMJlU=I9eSk})wsB?^#H z-Ggn5UR~%Vp!o9TXApO`_C56NyJ!*ZKZ^C{+weAu`DP;1(jlAq?qMP({IE4cvsjO_ z_O04~oSZ79rKRge|7bb6HU??ue!%hRFuNMXYNWgxFwUXP89b^rYN3UH0?MM05ny-FL?Hg{F15HJ5E)A;F{ZtU zI>%=a0c=VDLiG)sX!dD7N27;xRq12Im_RV6m6aoUQv6QKwKHeXimSh0oc8Dk zL#N~cozmcH7IaZHk!o*1^Hy#5@F2J68|U zIb@IUW|aq_XL46~Xew6~m2$}fNDue%TZp|TF%(H@T0RCjZ!}ttCf8|g1n1tp3=Rv} z#UWpA#!L4d$#f(P_V%74kd7_>Ny2U_z$`Y*^1n>W$1AO}K?tv1aLY+Z63X;J%ekMJ zFba-CXZ`pSq`*C2cVG)_Y9pw}Viq_I{?!&}tZde2+Dv75Y+~&3!vJy?%4i^4T3Vi0 z+RjYB>kkeK8wIRBc_=*8mnZ-d4%Dc=+{Jm;9oV)3l#$G~9d6AOv+36ToC&!!dGpKw zF#P19{E)n2D7RHK3fLG63kx`n{hEWF0bp^Ee)o%*IX?Pd z%I6zaHfC)jqEaK?G0lW{&EWE5%mWyn`%-$qRkMAb^9wHbF1Xgo6*9fCW#4 zrsIb!o~Su=C*d19Zr5P5>ENhnYL7mX!7V{Zeo9Rp$FcLD)rbtUrYxlw4c2W^h$i}5 zphQE|^6~<0Ig}FtOu2Mu=1@_x#K0PLaV!lb+IDl8^IyUc3T4!lw0mt@es+05BPyEQ z+Ah(s7wUD1kPMr!C&Ms&PA3b{X8Zmbbumhl6&8hF9x^B2~-njhSYB#Jwbr2!8E9GGQWgAb-Xav&NVQ zQw$Jg0M#1<0|U#!tPraHu%IC1m~|G%v!6#Za+ep?`|bEDt~F4^-EtJES5z!I@2`xR(SFh}x(2%{tj!vM=P|%nhjNjr0>IRfQBj%a=bjP{$AP={E4Dt! zNBEf^ZeWOZ36d2poiz0HatNTb&CNrPk6q!0TA>M^+aExB?NtZ7;LT$wD2Oi3e*Y90 z6r?I6^A&SjngA04n^$jG(C95xjh#xd9ww$5V1kloFunCL6P#72N)2fBSPr{SAXQ57 ziPk9Q6$JOfy$z+8$FcMC#%)LJ5db9_;JI}2Z`OZ3fl@Au!3;KC=gnnFeGHS)TlE!^zSfWmhQf23ZKbk8W@b51#>Ln)Y73j85!;AILLJAFcR`M zD?%dKeld0s`S+VeoUg&2<6`V6A-o{-7w6ftXY#Q%zY}a_1q4v~mzL0>kx)Rq?I~k# zUj~E;0WqzY zyp2bpwzt?jTw$S_o}LJJb;)f@gppYe6Cj|~L8{U>Y`X%4!1nfbz_T|yI#74nWkBU? zV*+9u-!E50Z?`@BB1|U~u<<;Zh`SmPO3Mtm4|dq(FR=l4m~h z@$r$AmgX{0k?t3vKiFVC*s_JN)&RU1I07uFBkhpFbHus>E|8Pdn~=$>lVQ^Hf5?;g zYL!GmlH`Jp9D-7n01L4kxt~A)XKQ**B7nl|g%Uz-Lt?L~s-n%&FIBSSo{%reJ(S1yGN89jz)+ z+{DCV!_pgTfY~K6bb8QLAX|_H6e}g2t6^5>Z*63PYu;mOiw%j{ zw#Q6pK?9Jf5Fbu^r~n}}!eMh`{9@)!c?7IOD8Aan3$TnpMMT8o&n`GCxlVXDrvg1CRL$YQ+QOetz>%$hedNpbK)!41J^7x~WJFvjZtv|d#G(ifu^ zi@L2>F!J{u0X|WB)x&qgB6;=VHzcMGsB4C@6i`LFsCZDK0F;ZV8P9f*s2DsVCC!fl z5g1Xxo8KgIS~#LTV(D?}{7$S&H#<-fj`&4aF4g{WdHR?PE52}P(#Yq6&wbYl$=OeI zzB?wT{U&X?&?DdHjZerrw+gGcPR-G62LvSO$JOgL1tEnrON#MULx7)$471d>|(#(tIuG)L8P-Fbj zu+0efBG-zJR#LlEJf2G$N~C~vwB-OcOc@x{S{(`*Cz%kM?iGe>=pnhpN z3QtdYab3RBE3NQ{K98P}P}p!(sb+V-HTz5O)%%ne^`T^L+J!nZ>7nHM=uDQ}@RVlh zvqN0u7+IbiyDkVj-bn=lTCOT7v_4r%NU`D5p#!G!Xp4QxbSKT?dTxG$l3#TFQ{x*K zXPF&AnJM0gkDoBev4t{Qs>+j2Bq`}%>9Tde#4MCK-H0T3{HF|M zwi~!t@pkKaW91$zZIZl7XBPRvlDE%D#pWQvEb;7qN~I{Ksj>3mc1CszFC?0q+8i#K zus}MT00LkQT8<@~CBDirp3QsB(97*uPDE_pEmJJE=*ZShACV`_n4Pm64h*AVXID-@ ze6(cQ^9YWEZIMkO!rNuaJe(>Krg;*#{q6nK@EO|%8m;Fgg0^xB+bnvL()((OPsnOI z*$o&;V9DR<wIX97S7T-c!x{vP919vyiMQ`h-tu_qJ-%{07b#w#k=>tAI7?TWQxIedEA zLLH1;oe_s(OpL6Y9Fhi->A%SqM(lepY^nqs2jF*+M5})7#KyJ#X&$GO>Hl4R(-$@4 zj3Xc<%nS|=b|~uaI+2ZwqhzG|D{yi$eExMdHnyJd5$Xj|&!@aDoO$2^`vafDD$e?* zEJ+76sEI>{mL=1poCOOP#R`ysSIGrwKvDdQB*@9kFvOH842WWjt7%l-p$L`4yg8Jk znC`ee{mFeh?>6D12Pz9o>FMeHjPll1_F61>3@img2Ro zh$S1@6rgI+7-mFc2;ud_Xy@Ku~Ht*+HeZy%Av4x>}m88M5cUrDRPqs3CAQqt0w zW&Ut2ttJ%8G}ojDNEQ(b1;ZXQedW%{k2 zC@MA997sm#^sGf@^XmEN1_ng@2yr+`2XzNR47aI(VziBZD3@)&@PTW#zan80YH=mu zV13rCe=K`m+*`=N{`{CMDk@1uyw%~Ln}EbUK)W(NHO0sKg@zS8X>&j*tJ)cD6SKME z6-J?T`SsByGAHDE+6bC2p9ovPLgs(SxqO|aD$>K*0(`Nqp=QT6fD1S6+?3BJmBr6rGQwoijkQzJ)e~$Vv)KXWrcI|w7$sXTpt-Y=*E%@gJxs3stwrU>Q@Yaj7wkB zbeYK617_EoIjsA_`Z&wm4qaiic;6{#Rb%T+gMf~xhe=X;MmZa4mp53paP#DZM?>nz znPP29^O%1BJ#Q&FdbZ)!$l*Ho&0)cKmx}2luQk?OE6rRVANtQg%{W07V_#xf1qJoz z&wa-$Eavt-VxnVKi=tdsE_jaCJ}^`K-c5*M7G{`aJPHjgqZCR^(oNGS%o18iCOkhE zA1+%k20Ybd&AXIj&jq5}yIQXx&bwU0OH-ob-qs#TTTc5q71nWHb?v?Wq@d)488dRF z0?H1gHYX=10tZbe9VaBE?>|q^pqr*i50Wng_EUDbgtnf9kn(BBeAVjc&?O)sn5#I` zFdw%3A}brZGL*}s*l2sSyg4rFP(LnJF$#MroIUEtcahn6GO8D(Xnc4J(CC{1-m2kPsmhYM4t z^Ej=vDpM~1-d^cp7m$4ngDG7FD7%q}R(*;Km4HjQT6K=iIRCr!cs|R`VAtX9Ztbk_ z@cV%w8~;!sS&8Q%O+P;;XJS)yS#hx0va2Tw)ybhfi!uKvjjyhv2SNx)djkUzHZ|Wf z?EnL^V%*gPq#Gu@3B#ZmC^%!})NP5Y!y)fAu|FKoXqD(}{ocu%H@~c0Otsw9Xedve z8OYwehDkT+OF^)g8X7SZGoQsWGqu=1PHCcX+W{J6Z&FKxI`eWWmJ^Te;$)ocWj^5o zz2lfp0Bjy;qQ*C-^fe1q4S4nHRZ@|DRGF+1QP_afM)BY-yoZqF@#_5NsD-7iS8({3 zcs|NP(CE`D)G#rvv!O)#`ep@wtUnb*JVW9%z)+ajppp=3jmnWs?_*RTVhIOb z)ERUit1{T$RkjXoZ>@pM%xl#>M2AzcP3Zop^qiPViBAb~P@R?8D()Pez$n~M3}}!R zPOq5weuXOm*l{qMFRy@QCbK`6gT~;ihJs$EZK!wpv!KqLoC+D<1h4W@<@Agi{_1v+ zG5&8`xoZ)v3HNPLu^mQ`M2w!SczMnH8k>w}WkJCLFxKZ^raqFAlAzRm^vq(~v%5zM?agUM? zx8dJA2SIDuVf3B_|6SIxF69QLrKu$elj8SICVHIhuA5MW_Ywsy>hi+-C^C+Rd8*u^}=@GXLQPMr~$|0(tDo|)zy_L-p2 zP-i&8c z0eq%xEaPYzC>HBjqF|kGSRTa77sE$ArscIfAj0JQuZ^_#nuVy+a#%Jsbx928`1#^B z+>4{PmG4j*R@p`B$XPlYS=XZVb#+AdaKYG5ho-F}YCcA7wgZ*Ft|} zMxjn7rBCFvs|1N>*UbgOC5uHfF2aXosXq5k{dG8@CM#xqgk1%RtMAi?)*AJCpOi)- zZ862VM)2g(N|s}ki5a`*>(`W6Se2qnXPZp&G=Mdq33~9VoAsT~MlZn+R}jap7PHUK zn){apB-rVia?F~%rPyt}2Hpt(k2t{8B7!oqvhqOrakwePi%ti62%t!9A*Vu!Rem@w zm5p_SPPu!f#opV@qe-pUmoM)j#>fg(vqu<#EQk?f=hK8n6tv1|_G~X!S5uqt7?-R= zDfBK&;&1W{{OU2Q6TST6$t1^-n;Txm zn{Vv0!9Uo^fz09+52k+cQc*Fqth_w`4MJ60FK>r3boAmET3f`VQjllO_<5_t!n`M2 zxqzC1ffrLFF(Dx>T+nSdL#OPe)O`(`O**Z@BC+YC#-ohCZJDvL-CJ?;bd7@R>I$`v zfmv)xdBcqPy2$_%YM2riyRw~l=-lUkVbkG_9^26`6}Z}hcDcZ9OkOs~DyB^5eEn(# zLW-I@yP%*pVzP>bp3^?OyXS6XO7mc5|5&;7c&%#uv-H#cSWwv`=hCDW4E-H)*{D1b zYU5x5eDZ%g`rKg{k>Nlm52Ou+-cbqBy6(5j$!$tp_+vx028Y*$9o@ZCZx-yyy3l^` zxgRk-{p@c91XAkv1soQEmIrmmy&b+YtAUW9p>lPlkT={ajAM*!y&xfEx|0164lD+< z0)x*Fh7vBT4=z_SZS_%BZF+<4MfkY#E=3IuwkDNCj86?;MQv4^4~T=N$~(V+vGroG zKi#@8xN^k)_uGe!a@U#ghSeTDdXTn&jLvsUUnDvG{t6`Hf6J_auX18e=kwf`Vh5N0 z;S|1etuWoa*v$=x;tyR+LSCm1Cue->b3dl?J!in22&;C*dmV$P>gz^j>I(~!Y_*qQ z#0)6ujq1_!_$(@gO4DwVBvzsPzjytaoB3yG#{jHNFgzA8G&H0iJy)QpRT!7jJGA9~ zp{R7<6*X%dHFm`QgaMg*sxO(Amge~H^H~CaRLWGjFWPpPSY6ORDu81`O0!t`nL!!7Q5c;k_X{YB=ul6CnI=xbae?k`9B{G< z5fSR_ow*Ol$u~x@k-vY-5j^-Uo~(5hTo+_%W+{5-C=|`%TKn z661kJ!VD$&67xGO2BQWC2?v+A`6A!2f}7kFkK=&OFLzY7t} z*RLY3_L7qjJVMrI})F)iaI z@xlAUsWr+B2lpNizxuGfJueeSNu{{BVA7GpCYwCX*-opQn~<7D^iqXKbhPZ=B3w0F zmWt}2estajd2spYG9`KHykL5KCt7tENTIwF%v|8m%!g06Y2ahu$4;HQs{?Jw-n~y- zO%g@d0(RGbpBw(nuj?&*p&R7PAVN8Ii)a=iI5}6F$T|lkG(|Gf-K3qi@;rtG3o3s& zQ>-PDf-;W-2apQSZ_va+D^^n@f~1%Z)bboCfg-@%_vhkPTroYbNa~?wv0ltR zr(hozxNqw0>>#rLA>=gdz6|JG{GRLc9134A!2XpcMGvfB*K$XlU(8^;WufTP`H_4uJZEx|;TU z{B6+g`-Itm?_tuPY`aVH?C(3D4rKo^3);_r?Ifl%F*#vk_;V&lWk=N;&x4%5Xr2F!vE^f9w<>A*Go{EzYnmTp|XJ_I@i)$Co*;^aZ@ zuitnV34~=0zeNjdXqCPLV|m4?ry97w-h<@6v+PX%DADN%6L3i11@-WT_yVp0kR4s-$QKtF1^@4*0i83s;Ce@Wc_rpI+{Jk z-eJQpKxk@kiGsXOpy2kXXig2C9fVsC;L5X-Q2hROtz^u)&TK(sJiO`!rPA^17%AP; z9uH8*kd=`MPf1DnfZgA3$*QV1UClGyobeI#Yf@9EOnCiA+_d@{+`y2aN@r+auR4A| zy=d`HOz>!=QkMBz|G`8J5e%je<+{&rY@bIj@pz0{_fiPx1Z?2b9@GI|m3-nsZ`BlpZBRaI3H@3v9EY@Bh|L0-8~S=X0CD}e9@?NHP5;ng}Y3*!p| zW7Wi1`5)e1zGba6bO*4{aKd3%RyP%eu(KmTauq}%Zs{!Z?$nK>#WrMtV#X;I!jq_}i!J$o*goLTZ^ z4aXZ?Zd{AJVO0(0W*Yr;;*gOz6xWYi*8x~DtzZfApTggu{05ZG8--S2 zWo3okTY*SN+qR94Z|FZAqn8JD#i)dYwU5S2#1!6{H08UymQ5^XqihzJ-gD7&{DEP? zqupK1m0R=QF(u?1CIrUje?A%jp`;BRF(7SqZ#Ettb%Yru{}5e6$Paza z>17#^$8ckMT@QE@6pjiSq^(%34hD|H9JTgMh#Rt~$Qa*@LZcu+?tlrzFAA}0EYv_f zxqt8POJUdbu6699EmBl>>A&x-fvi(RvC7#FET&lU3V=vdj0vC;!qq1Nz0*88<zZQ4vltl!aK3mRE7R8okI2ZfzkTB+o;>E^8Wc77mpe#H z2)Z$gp>g@lM#V!QLySyR-^2F>JwG0dc<}|Phxy1-`Tj9a*xDgQ_2@E5LT?txZ^Du} zx_Ztu5QTkyP^+mOau2WWdGWJY7Hyh1c@QORaMbZ$T)co3XqtFBxAk`pAiWG6X@FN? zDlfOr{{1G7Z?dkl+3?O!e!TrMq!{XO;@rI}(!eps=5s0I_t~*vPei-Q+TsuBXNl?Y zi}_R+j36wwMMI(8W)^z2<-{WGa0CDWCswPcm%1FgSXX;{{A#;iL4@ilcH z9c_S_?cMVQ{!pk$1svi)Vi7NXe}^VYt0y=VkcTwJ@BUjkS%Feh=%P-1QH^i<8;W(H zj)2Jc{Q0J4dp;kqRzt%E&fPWL;`Cl)`vEB({5+;U+)3I`9T_&@~o3$?3l3Z+6w zYX37p6B1LZTdZLF`HvQJJOduz&;B}uR6pzdyxR}16$f4l;C3sU|4uKIGFlSawtx7w z`rxpy`rzLPG2|7#o!d|+71oqh(V#XbMpj%gXaUvNL8oiYkrI^qLdn;f_`c?Y>PI+@ zpWi|5s24bt+=2oYPyvbS{c*0Vi0v^$xRRL2*$*fyHEs9R#4R5%2U}Y{RG$6fd*brS2PLc3OjW0~?CRBg zYW*kVASr6YFp89t=LslK?lmn2C#QeM{YNT zuB$V!L`JhkWyzOPGEV*m$yVBnB9+52?r{$@xJG*Ja_Ixf&jWwvi*L>QmvW6;njpQ)CZdy+ zWMpFR&p*NzK$ywL#>&$HH6pN-kqDwvlNT+XNJdWI(~r~@fIb0>@&Ga=j3jtW4%RGz zDXbZi4)R*A(yQ|1PS7-R@6*O5mUvUs(n=zrh6fl&C1i>&`s{a*chvaw>C^eGEn9Pg zr(;LYx_TzqfZ=}0TWn~b*^}84jM6AF(-#kYU;hL#>HqPI35?OjXEJ@VOXYr8zB>O8 z$|OyZ4j0P`aJVv%9i0@6i7CwzR8-`I4<0CQdBpXaVjK`+5K3fOnKkHTS#}{V`=`A+ z`Lt~D$S!Ft1d-7;4Eevyx*75#8LvMjy*YNrzBuq>;J<#q(GN#?qh1eRsJ-$1sW#TF zC;p*KPDl1G0YiR0+zdt2EQWf@;D@49_^{{QxXVP-zvrch^A0(yKQOl z#qUsU(kO=Be-3V1L#m6?PwNl!+P2#>nEK;np2)+iE5^te;Jh&ox-UA<5^$Ff{ITym zepk)|bS9aeL7K+dzeS?%lfAP)^)6&V#6sMOOk7l+*R`;;gq#1mc}{w|X09=Z-iL#` z=R87iJOq!kX36I8_YOKW;CS-qaGCdf@}16?SAr_8`{on0G}eslTl_?F5eg(t(KvVR z%(nX7<<%)ps~DF-AP!RpT4uk8hGwk_kM0O?-sN<2>dAMlcjL;PqLKEe`TRiqPZEth z_;H7{n{ScJwd-x)Vxq~Yn6q-Tlvjd2H4hJAqn;9&`RyI8!fF&Hd6ha)Q92fXadAN= z>iNfXO+7N(jK;>M=ZR>;9T%6F3Bggrs&Ee)Vu`$Kek#{wU*$!ak6XS+XiuqJ5^AiBo7Zl8q0 z78tJd4^Siyks5py)!l1qrQy#i03&95nWjPdm~ZpW1Gk>JUMa3IopQK-l;UZg<2_K z4*d9x`&dCr>QXp3m7#N)b!&h_j^EEN- zaxq^9i&MB1;@9Uiu#t&V0yM(O&o2Tz-+a>Dq5K;*^FVA;e5&R8>y}8fr&e-APpr83 z4^WJVEL!EYl*&67N*ruFw#6SanHUIVn@G>e1^fi==?DfZ%<&Cm>Jdx((?TcYC*K8u zfT_!v_nF=B%aPy>mxY$K^@{! zQePBC8_7F5wg;8imJi+mEu?>FS7)dw>VRmQx}UzQGT`i^^HfP1Wo}B{;Nd!_JxVz0 zUQ{#U(n0;}lVJY{m8S&1E~@^)Y4aXd>U{gw zIk#_mOqd|X-CEgb44#5zt9|S+G}x`{Vi9QiEZIi%tYqhTy?(i17{SOI-i^h4YS(wP z|NRGRNu98-vi`uV`5ySmg1h`%X>zYk5Kqz zE4M$rsWHZ}Ep)hl%X+V_2%#OoR`qIZ_8WTE!D??@d&rrX0CT0v5o8o?L z@+AZm(ra|_$bpfs862cJcRVjcRMiHTinhVOoX>DQit|(EVA9)wr8cD8(ckmKme%|J z{`u7Ty8`vw(ug^M+s4UuUU5R?-45xh^!XoGgq}>RHMgd_uFme!wpq_-RA zS(3A(3Ku!{r`^}wJ;bX-MYcEG;rp&3m|>yuXBS>yT~S>Tf$_N-;-iLbzwZ(c{I=Iu94t|Eb2EG80swLhK>!*g{5 zo1flrnqD~xl|azK;Bfe`z0m#F%<>iEcj~=t$SP^gb_`v&Uu^H4?KQQ|e7csy#Y`NQ zMWId-c7&d;IBg`XLks@<(QfceD{ud_8r4#N4LtPA^tbHMk9rx40ybq4&~Bex`J~O? zM%}HQ)o4w({4<^N`p#zZXqIbv8=uL7IzH+(&)7`ZwP+it4C~nUC4HKzH~1ARw$&pN zEw`&G$q?A^s?y~b!xYJs{jNCgb@w=0~Rb^08Sj`-{xqHVe6E}q<1h46*iV6>Q*j|liCS=V9VBor9y+b1SwOn-zvInVC&aYZ+cl9S&DZ%jO8XAk@R>TLf` zZZN9-Lv}X$5gmAy!`Q?``OTYPr0Q_PXRU_Ex9;C8963FT>{t0I7NK+|u>l`;o<(Ka zmb_-UFPDL(fRn~i8?MTp+?ttu_ZszevPaTdBxk&)KmiOmcq@%7SV`}68`_sSm`^td zus3X92d@^jnscWOuKZqcJm2Z0{FN+{0N$I70b{Q_tNF#8uG?>=#c+Y@I%3GhNS6zs z!?u5n@WqxI-P$_vEY_xx`{oV>fpk0P`>h?BRZ~TOmzMlH45_%d25m-bG{moyiJmVx zC$>h4BW4t{4$CVCK3i??2e+6vh$|2HF$H9^;7(gSZ}|iJ*V&ma^v%JXg-=CV)!(}d z{qvaWQ)``H!FXlhTxZzch>q<*rIjXld*ypLmBeE)Z()6}143Xq!!87EO*P-33~X?|%&NWz5iY)mGKbY*fhexW!+7i+5^(O4n(39v&%cQc1>GFgRB2 zgZ;XC9;RN!YS#70$^_o*J<^=wzC*wi5_rp&4_1J*hxyy|Tzkbp$c-*yjDL??+GhAH z;|Uo_eleA4-_C3^NuFC={E?%a{-@03E@+|AGBE{$ z@!*}4r4%FHgnSNn$gYC$Sisv4XoKmf!_If_IHWCYAG8#^<@U&h-d_;}WBlCazhT70 zKs?x!2XzGN`Lq;ayyv<)lB4u>0X8yK;(IS{S(R}_6?aH@n8f?tGMn4>cDW(t4y^w4 z@~}uY+4y4f(AwYflgs?SIzp9LjLpmjYaPr&DaHC0dlTHw^li(%{yCGl^JR3NQ>-hD zc?|9m;$VUCcIX`o@T%l9r&Tpz*Drd-#c5{$eSYvyj~*KzEcyCRATf=*9%!@|z8(8& zB0R8(E$zS02fE_lK;b0x{+uli4uT`jeqGN%C7vTU5H27c)*666vcYfqDX!h@(a!3k z>pmza%) zhGxF5Q&?B{#A|ZPv0yL)$o$gX_HO$^fwwKN!_6tV7cZ`X@!0i0rEL_c0HqH!F(_>p z0q>$en(|pz^mG^2p|ehPk+GHbH#Xsw&?X@hyMK0M^rtF>D_d!>-TDjqtdJaD{N`Hv zz(7PAm`_+F3e?^(8eL{+fK{M4Mw)U ztZ%cCx<+;6PFcfLZyjOSVYJ~XvHA<6Go?ni2eXyTzzekZ$oRLvbh`3;l$ib^xy4KI zv#p21)MkIuzL1=V=m$tgA)0g9nm#{WE3Uey3*cK5+Nz@KO^eZqrGr}8D~%<5ejR?+ zp2pO@H{vzD9>m3sD6^E7j_AB0OBA^q!>%85FW`2o@5b{ZtA5SgZ!d0`qi&M$ec^rg z&BG-}v$#9CHB}uJhU9|ycC7nn%^*y07;D!TWTE4Zl z^-qo69BZdo0;_2jS~NuK%xp({bksF_Noav&z?z%n3E&rIje@t}eehrso^B1L7tlUe z7sWaNvcA?2Mf6B7H|L0vnBmr6)+Wr7d{=k)8%gk|;feEB)%3r)!lU|{=Yv_l8w4hO z#D?-r8ixz8DJW>xC$alQ<&cdY--ik9?f(-ZWz+lI{*vGA(MZ9EOLTvo9{O~o9sE9$ zk!S2SHqLH>rsWZnlWoUmVHG{6J_{i0Kf*zF1W_^E5v*h~z5Km*Qvs*WpzLPL*chJX z=&j|0fng?te;H0st+gKe3sU?W>d7|W*BTB^OXf7e!SVZ;0$yf{?s^2v6z}@g#Fe|I z9uvdc_%cw`&-RwrC+*Cp6*tSucuJr1hh}DGKSIgn3=F8kL{D>o>IK358b({Ti7*?27CApma0&_$H&6(kbfJ__0WX_Bm$@@JkGmLf zu(q?i`?N&j_S%UFT*+Uz{_T?DpE4{WmXf|7UdvQgw+BVNo?Fygerjl#i|zGuP6<~9 zzYCxrnvcMaX8lxZ^!ML7f&2;GszS3{rJ@BTa#d?^L4q^rU(k9nh@Zd23%8k(pS2MsSvY1Xs`AAtMxUtpM4q_tv9rAN{Ng_;(9oN zqNJo0OJe@y)z*q6Dc7Pu1akF}+P^x+QZl~E0%e?0Oy_50+XM53AbS#rseAaEwn@A8 zEbYxEstHv@>vsSxXt-kor-?b~3&to$m!?fSXfCdO@`ZF>QAzJVqD6X0?@@U&1*pw1 z*zZVc8x&7qpZZw83j7ur&mJ?0_DxO21p_^Hs_yr8CMI#CP{CR3Nj!fexocl9x&&1y z%%^N@)RZZSksy;cbSZqQO3f3$nlhCTW9PodKeQ~eUl)n*2kenpDrYhP_-XaUx=78s ztFc7W1i$dc!f!s^URRhOuo@eir#MKHM!Q^2D%RH4o@_))uC1=N&6Meo*|>rzv{sU} zTL3n;vuB^F_Dixny55ePvcw=0C@g(3wSduZ`Ls7x6{2|iXm6sez0A2k6_4xoOFGk> zP5D)HT-bOPY~yWq6_bb@a;5o)5q6#6)1sR1B`uE(CFvkUt&UBeTo}$+}P}zrzj4PAwj0Ut%e1e_XhS~Y zywu@-4Jpk+BVmNRH+XmNx8UOjdJx=#M2s>;el4iooQWDv!>d%46Y&d#R1ygfCwYW& zmYdh*Z7{}(gd!`Dr0EEnOp3}N2H_&$y1h+LpSlSQB&#fxsKJ#Sf&U!3&p2x>8qx;A z^$ZsZM-xFy_dBhRyLO`9(H68=^C(hs13*q=jLR^D!iaBR0Kd(}VsU;sq)!K;Z4L-W zaA?$NWBb3S;fVLjNYs+m{2z!SJ_uu)JBG;Q=`J-o!r`#TeZm(gb-lk5=>ZSK^WQO4 zr{Is}sX1;aJ3o+^3RdrtJxnbhYA2R#KOf;eoIAM~m&$>ExGSiN*r*sO6ppYGyC(^~ zxUiw6qa%x@u2b-Wp|;MpZ2$-^wcfi*Q&>!Sxx{r7*@%Tx4Z_G1(@YKJ2&H^ zv|ktK?e~1@4pf3e*=ts-QQKx=aa=oE%F=a~xs=Ov{;=097fV-?%I#ijCC~3(rQP)o z9Q)4u;}*?gSf?s2$FhjJ7^5Qv<>pAcaw+7>2XJeyttt)UB42XNdd{}Gs*o$uk z(2eDG*njV9DqYlfhq?qx`M2_cqbY(b&%K;EcO>joan%)`(b#JgigF@R@TTMo3WMd7 zlg*GG7$lOIAwkF$H*5IWZnv^)47^v)=!ciHUTe%dUBQw@A5>wXK*4lx0iAW#{1se4a2!r9IG9$5< zctY`CJW*8nX#=U=yw3xg#sg;;T#8pJaxOH<@SL}ubJVtfzx4M0x;`tB|$j30Y@drL)4 zU!KbC|DTE`4vxL)$OuRMmLyX(NWZ5OyC$hpI(s0tNXLDDvcm0PZgMV>fE5F9Zi@F} zShod$h5@64mQ~xA$nP8;Ed7G3%tz3f|JKXrV>|frG8qTH3Yeo^h3~!s( zAI(*T#TukLy1ZL*Z9IM3(B#vqV)hy((4(;tEwNkA1V;;p{vquvs=oRcYaRVR)Ayi# z*;#C0DpIYf=C;vu&YHwOc<7OcsEG8BLv3pdd}HC%2*AIV$16+#0J2~FyT{kZ=f!mc9*em(Gn6x6*0eZ+8T6M69RF3l#ibxJ%(*UxShH-;+=eEz zPd??%TYPui39~)0h$K20pqjF5+#XgYUYsa4OKlxk1+}((EH$J_Ro_NmsWVenHqU(Z z$-Kohwl=-Kj8vH1CM=S@z5T+%f@uPEUtiglUpMogm8C)KR8G#CCLfVaA78;h>$ z-_zy(UfgHL1r8F3iPY-RO_mQPG9iG$L|_S`z5aFp1*BrIMc@!HhvQOvs4r{sm<~6Gb8fEk>-+^+A?Y~%uJ)~VmZG9}}G<+;9+melyWD^!*%eu6L=X}ir zIp2+0sukNCzR(=2V}IV_;5G+B_Au!8 zDAbl~d`X9YcW(3-Cd|nl3?Z%WMpg^FG)FfZD3gXs8;A#hl|?*@H4&(wXetawira-= z-pB5L?;|AIq*w2NN+-Tr3uABb^m;tI&3eS6&szgGSY-2eVq!AJ=#qC!ON%&}7$}i) zO#ZBFtn;nh%-=kpqk`iBqIsNHH7ML?}F#1ewN6s8=9ZVV#76!3W z>ka!$1{T)^!g@=oz`_SXFt!S{sG8#)|71%Pa51V-ZYN;Fe43FG)7{eZOnJw%nVo;4 zqGIOUszz&mJN)rZnZ%fj;dFhS1~s;&r>D{Jd}pbN4GcC^>)6yxRV%2%i?i~jhH=7a zaz13M+Hl_O;N!U6XmtmncYwwvpZVVd;QjXinQ?sUwo1By}<2CBEvD2Lo(1Ngx#NWyBf@a*19>aJte{)BwP}W+Z*gF_=GW!TY) zVyCO6`YAA$wWTw~{U|-$B2zWB)|KsI2Xe82R{-YWfewr1Rfn(QJfCphm`};)!vZa9 zFBs`cy>Bp7_;aCC-}N^I$CoHo&HI$A;RKx2+U)gdfo$amh zH!1Fiv*V*LLM~E-rZQRJaB_0O0o3$e23abm*=XG;GPa_kqC%0%@6b?$$NTG=+e*Th z4HCQeNGc85C6ZIHi@e>@C1mswRdE;lotu_;i)3P5J-c41)~G}ha5yOmrWdNg`XY3c zYE5!V%jAm)zKe~d%tC`WJc2XnlK9-RTR9n%R7lQT!7X{%sAeo)E)E@9b-E9kSSTOu zx%{phf5GcUaE)d&v7deT2Q{_(lS_9fZfJqYCZgDtR6T!=rXg4N1G|qjnLv1Ws^ub0 zb8~Z{W=qP!fhmYaJlt)EmllAGu{^G&)1Y{XI0l>OXAUlx>tO#RrF?L*GCiX?LTGL| zKq5y0z1>m6$elhX)kyvE+6p&-3|VQf;lZw6iGyWfdMR@c)R1C7vlVjuaJncB!7avn z0q}Hne=x?jYi$O;nvVD&8U!jR@zc5u)UMKyDHanj zGsm5roREebT?HG{1guAfj)TJrLxIz&Q-H&(c(EOm+1o3GLZvZC)$-6TO4YQ{`Vu_l z6#tbN(uW(!TPGU{#Je;tZ@A~az;ijq^~`bFt#jg_yf0LJgUzNQ_&QMxw4Vp_Z=hfn z!u=y&Y+g}sq$|bPnpYB(AX1`t?pZ4{3C;A~or*<7TYpQ>_H~CU5Oy=YaQ%sCa zX&=T_xzO!k#&l6+ZZ5=_a#URIt@HZ8X-yR>yWH*O41yliBOL6k+>n21AVWnNgv(N@ z_M6=sNte;*_tlaM5<1J6L6i)MMI6A?wWe8Gv7qQP5kNUgma&sbzJ12T3IIw9k@p~3l-qn3J%c?;_iZGr>!ID|TSane@ReCT9J zf-FLxU}vw3i&V-eX?CWLG$=qvOq|@QU8d%G(CPuD*60xKi{sSm@o9J<%xla?097 zVUTdpBo3mKhy=w1@@@t~Nh@Yq;cLY)(O8k$If{nV?GMY%-`BlIB>V$xOpGRSKMfBL zhrn;xSR0@1)5adyGXO;jWIZmwvib(wTc{rPHd)c z+bWb*YKF8Wu)AdAbq|l51=l5Nb%?mQxb-%>Yppw^l(hoX07cW%PmOo6-(X7^GU^_& zx;+UZm_%;!#J6ksK#&Re01uk^b zxGd)StLxbnn64*^#)9|?N^4tUAM*l-<0v1*SI|uxS7E>To-+@^&RgTE<7M1~$@iep z`%Jd-8}$IiD>Sq!RGc4)C_a7#)Amzl4qY>p#R)s9a6xcd?hY0V?<7Ne6~lA-)5L=T z$j_n~D^a!qgJ6x(=?yNSy?n0vpV2Qw~_-%uuV|$bCm}e z=k%m;djTTE>c5A9{O@7n;>c(&)c!^ay19BUeQol0W(~0{>Q-OIO|L}*n9Ef^8XJnI zSJAvVqq(>FA{L6XykBr|ksT~j6X)ICA+tM!4T;MW%U}X@g~2=_3^6frV^b4ZBcZ{j z6&(jf-fM|me;Kp;Se`$R>PHi1EPr?md@|srkhnNgkSvM)LPJ~DtJkCcxCP%8;#4F= zXDV2+UosE17!K!*rj|d%Zr%sP~?zA}cF-BF31_TT98FQ&V39N9*~-3zen7nikhY;7@UPbtnp^M>2Uq zK3@I)UwqON(?_z-+#b6*?;hl0O+~=H35)BaxiFbH9`P!#SZ#T(QiuRYh>x!|opf9>3xxJMq(TWI%^bjnO`dHYN znddvS{>mg$x~TdQn++TQjpU}>XD8PwQ?-uA!=s+XML=rICUq-!_%?BEoJ9Jb+MVkU z#?Vwcm3=md7@-E_2oUjMV`l&)@6A7M(vS27J9z03zU}8w*Y^F8;B=07-hXgsE)c;; z&}e*1)dF|9*A|36RfG)-TWXV6)wa)(ZNno0^dp(Pb^R(d>3jtgJuSW>(19q*WL_}v z-lDOl7=fv&n!l?z3R5i7pyFRkf|(JAr~FC~Ol9?t~sU7T`fQ`ZY>mQ9d<5awP^FJ+sJde{W{MgW} zdxS+xTPwZg_4^z1Ui*oOs75Ug%U49=o-iL)3Q7v+St24=2dL692;b+csHtIrDzVrO z$%>slAyX#0g0`arYN`-25LzIpbhmajz`RfRf%Wt6S3D^vHOk~n8IuA(=(Ansdwzv?PXl*PCzf0J9y)aURUQ#_=0;xuyF*6U?n2j+{T52%!_2wbhR z6({{jXI70#p(f_OBN_k5_>k1^4(iF8*FWLm~f#XBG=i3g}jb z%FCPbXVP@hdOUCSptdFgHSu)FM-&J!(h?pMqfmrMR97bmF@C5R7v=O|$@~){#SKHH zGWQ}2A9Sb}P8?w75=8W<{iOHHn%&EN{xCW&WVVNAW5)PLH{B(`SPV#Yf2D9Zzj{&8 zSlMlVWW$T8zMo&qs$v$wM9nV7C%xg@}Hu_x7 z`iRvY4)HRJgLphVpSUh_)@!hp?X4C$F6&+(;@|&vja={SL50|(8R@0L)OKX9qyznf zv;>!Z!n552D(Cwc-ue)?&5NBd1OQ7h1&*X$2ZXyHIY~(^%-h&DC0i~ z9)WMhRukb1g_ZFA0fSi^xPWOJ1@gb?mcyPU=gcEypbpCV=3W<>y2ffe{K!h83v_nN z`}1vH4IDU(*SM~)5!fL_?l-n6P~L+fdRn@W!0iV{U*BJ9V}fy7M@f}14MVYsm;-vBqY78=CzWzCU}RJ(`1!FEiJbF z;*OXt`jicx4Gox!_l9IPO#!vlrv(kpm%?t*ihwqhmX>aOe!6#eCjTk+g{8qtC@H~@ zkteXa$c(cDCGhvbn)Xngz=lYNs% zr=XuJ#r>~wCIod-v30|Z;fNsULSpJuY;P+^a@bK=5ksT*S2Vq}MsVJ~{go$Mq~p0i zS#V(+IH-?!e$FDV)En>lD&qZnVM_9ijJ8%nFAp*psBV!5#u}eUq_4%r-t~2#_O=A* z5D@SxRd^N`q*#A8NZFd)7}M*^N`?6;-20fJ94ulkIY2Er4XFH{$m}trk_JMO6z{&x zbA2AlKRReiIU>&Dxs%Pc^^ANap+wX_O{3MP6~H7PaD=L#YuPB_c}5K|ZwZsfAYQ^s7CL(Fs%F#GJ?dujiG7vQc^2q+*g4_`s<8?Z{ZE>F?%ZO=a9U4VgScl8`;;+&izLQ@bl6jWcz4}MF`u9i(fa?kM(zWfu4NA#*Rp;s9Uut8?2)S z>1T}ScU3a}D&WOS{eS`c;AJ-q>eB`bjER`X1_Ut6D+$SPL%MHl{A~LH(JJ}}uYEky zTtnmH{4_mTLG=%8)XdBb?Q#~Yr-nO3+S&(Ai;W?s)ljYVm@E}K~qx`Of6Y<^h5*k0hPsY+tnL?Oe8^|lrMC2kpRj2%Tdd==+zJz7v5`d&$+&y8|vtOeII1T z5@Up&GfG-IX{IR%_WL>sdHJXefL}B_|8&tXIZ>X64ik^W^{fziIi?Q_)thq#uleGB z`38%@=UYjEG@FhRENi35J}r0=&vW$gisQC-<++R}zf^u9|MCpP4{G!mh>>N~dM2hZ7$OuR+b2lp zOxfMV?GfAV@D`ooVSo{Q$27dSQV04!`ZQ5F@gt#mXqV!3hMJ+QuS%4R_ zCOi+qcT|(=Oc2qcteqFM@PpCkp(bc%JVqUJ|cLg z8Q#^fdN@^dwZ0z~ni9k2@VG}J4R&uvjpr3^FUf$3Xeb7Q@d=0}G()tb zyY!c+46D~i`Y0N8JW&$90)H}E0I=rbva`OkGIy z^|!RmlMXl*_sm03`6E|spfs6|e4*YJI>=GpzoEj`eG0!N=WLD(@`S@VIqsdWueMom z#MsOp`cbBYSrdW|#p~;tV-UZuPC|-DO6*IL9Kykh?R((_l8(6up&0|loKaQfxUo^e z=--J&>>T4cn=0}$N5=<;&3A#tYO5~NpAP9UG;&pAKRrF=nq8=E4aRp=8jbf33>2V< zYl0N(eDxX;`2zU^#=|@(s^cnj9Nn9Y%yjwN8uE+1$@g4bTrrgDDqA#M5+a$yjY=4T zwqJ5H8z?fGD2QYs-5*wk4R^?mr&H86r%Q5y)bnqR#j+Lg5#sroABJnvuOVo5HcSk` z8){DKur@chT19Sr1=ap(MHG-BI+ zqxTc&0RtNv*nsGW!kYZX{{qRydIxh0H(AojjWv1CX6>{(lrI041n33w4;)``MTVEm z*~zivdGv}4=RO>|2jycdiXg8o1l<`vI+jkW$+(1xX2fu^)`5}MSGL*LMi<-K58?ww8`Q(X*(qmW~2SRdRB? zLJg&?r{~Xtjl_;`ve~63)0Du;(G=Ni6Tpr7%grBEs?`EZjv?;VvPwU)+LVT%hlIc| z)mSAnI$an7vJJ@9MB{q~;r+T=s8gj`F|Rc1#NWVI_H<-I4<$UVl%knW7nC&jKir-J z`fyFWAQxoMM(Zo`g0XQ}T9(tzig%6Y(R>FczSb*;*U)((U_X81=YLt$lIe<)EN#kV zQvuk@i<7j-Skz>8j=aR^u8DAb7W*SCFj$)@naZhGYy!@_t@h_-tS2Aw9L99ZDQb38 zW*wEFbU`m1=5Ga(RmotZ7W{(@uKf<$O%;d>^`!^#7*m(ThVU3HHY)X%*l&(GJu`B9 z@8%zAbbeeIzJ+f-dLV=8nCuji>%;WnsX#~l?P;e%ku17IZF6=}sGxU!Wyj7GD=90Z z1oo(hF@pt@VQZ#`$LHddUBEE_PmdR&A!A6TcCnhWn9G9_tGxseP(M!*%T1iF|83@A zza?_$T}PEnWX32@^whdUzp{2!6>wISNO4IhETrHQNcpJ* zS3^ci8{zW-vm7iXCTB`q>d3yqa49)OFp;@=qg)Bj`m0wfp5eUVzCZJhdG^hUr0W)y zCkZ#@O&O75Q%5+HLz)Pek=D=8Ax~(~q#n1qbouyC2i>0s8pgBJ>$(&=HV$-~xgIzI zwNWfd_mLrSAcNpA`{H7BcI0woqb2MC<$n5)?(9@2$LI2rhb>V0RO306!-N#4xAA+z zCy0Gl>~A_BvVKKXgzk>ieo=armQLC1U|D11e!k#v)B(8t=fH)5Wo&jJa0(+>Juz+R zTg2J9BR)$!VO}1HwcC+lAMft(mZmUJ0--G|EHvD1^)#Fh8QA!poDq>yiSc!S_bSos zvv#VxIkxEIyv5&|V+w>+8XXu-_eTa)Dvid~_4l}EkQ9vQxs^{4>6La(b$Dv{1)>+KDvH5o1Ju)*Vmh;<}3n-sH3S-(Rrq!XNkG zcbKh~Ke@cQL#!r%`+c_LP?4%fUtU7sSk6WlsearNs@3%l`SE_->dvMf=Cx8}zlH|A zjct<_B7jSOuB<_#;A#$z&HPcD(9CL9bQP#U8`?q1ghhah-2jnO?(4rpu1>^26&+2i zP>yE~%@$b=EOg?DW%f^2gpu5GC_Pj@a5$?V5%BtaA4}?T|kjUotf+A%l{+7j#LPraIfi@kPPyYZRl$Cr!!H;;GH3k^&?NlC>-f>(PsNu+r=d7B3= zi-9-Q7~+4Ntrh}7#NqmrO-u0&HnXe!%?Hdgha#04tbcWg4?K4N@As&0-@VJvFdWcl zL@hIkCI0#qS2|~SBEN2DbKq||q0Qdw0);klP6Hs%(F4NMjg5_!+gSZhRK!4*B?kmY zd@uCs%9N(e=5L@8I$CU=$UA3mYqMabk2!NV?Lt+qxB0d`oXndp6{aTDy3xt!HZrK| zAdE76+V_wp^~U8IBr`_pX;+ojB@< zkVwC%W!Bv_)kNkHe<;r5p-Bib6>o5WWH=TPd|NB{y^bZJ>DOF$=@MaD&XYCv>2Ue})deLlv%(>ph}; z3#YVGQF+II(ik zn~9`Z&jwS6VzGDvq#gvw{C2~Em_%pfz^-3820i%=hC>M_i}utG)Gm)zRXM`w4-XFz zfYiEIZP(pzK%eLm+n+v|vHz0bl%`+TpG=TVEG!8lav-S zpuI#mw>PD?f3qSdeOuYsh|G1Jyx}^yaepspxLD5syp?qUR~CfH7-W#*=!3v{191)W zfm)foQ={V1QdR-QTBJG-I)BoJeD-bzrAWVObJIhLvYN; zBI8j!Q7EO}-f8>ezFtjEmS4z&pooy(T-+5j35pa5vc|}TfqLkVQ&xa!@1QP^3;Vkt zS{3>il-~xP3jhJ*2jo_a<_k(ykTG8g^-yvon)qtWS)=+%%{SN_X$MmgeBrsrvzgd8 zfM(Cz*SEs{SOfTLl{lLgTfk}PgEn$bp1-mNTm=J1sTL<5OKCL8`pt+M?d0M@x4YpO z5r~)GgIXS(pbAU|9_PUBKTO&*s(!erl5m1@(7sc+05+@Cc-br(lx08iC)f!Nm8 zMy^un2Z+e0!`cgz8lgQK(5Cc~30u`r7V(^35R_-V+f*B7nMzXY@R7xQSrNx>c9%sL z$FxN&F7BQ(*U+uc zyZ_Z}+oc~mX9QF-t0lm{;Nymp$VnhtdGoT86-1qjV%`=h$7puT?4lJ zXXaio?ul7QSXhI-;rO?J-@!)Syj)xBmX`V%V0U<>@Yr>Jo^Gaka`G#eq?TK6xGNAf zPrZThMKIp_i%SqEHIQnHZ^qoJhhBF^(zbwhk5*6jK|oB*9T<3bE^qF+PC)XwI0v^5Q2U#p7F52@C!4U2#6mpl(x| z@tGQ$#XZ}Kr9Jyh?qHa+b1<9Q&;0@-NPhqlRvtMKN+;N3*jRa!OHJuFcko%#neid8D=XYPGoPL=sp4qX zEf9bw*6Q9~|Mjx_2+$3cEVZnJ4@{`qc$UV6yspf}5f2FNhO;}q%2ckvg@wb~-uc;o zF>`->zKCh@*XiCarpkyH-`+m4(4?Qv@}ezsBegf@@@mRZ#n`m`D7pU!^~u$|#d+Hs z+`om&bj?q9Cage+a&$fp2Lr!ziPb-}2~y+Nrj!a$5_KfAote}|->4=`YQbY-W}0Nb zz`yjoUGZu4Smq0Uyx43XryD=_JUrB@$@s4n%Z&j*VG85Jr<9b+X=9_Kqo*2?-!dqX z&^kV!bh5+O3bh010!yA|7DbRlcnzqEQ@!8Ok5S!_8QWPzeZveS22(Uu9lVE6igNx%|>(|9f45+ zFQBDNotaSrvUMzMJQ!XK&>Q_NoRxeH6Jn|Mg-*Y<;kdoobt)jT<>c&aEtqL(r3+QF z(P>$cv*)kWVC`TF?y=DQ6+?GV4ni=7>(P$XQ@3f^Nos{bJdF_|XDnqn@ah?=IY6%n z!a8(}%80^iukp?_vb7)D#)5yrcOEZt?1?qOx_Y%!UFr;_#G$K{|k0#pd5izU^5x`r@V2&k=Rci!J< zlL)&_*juJY3-H#0kMElzdJLY01*vbyO5{^~eybTC8G-yvPY&sCJM^I9o^fKw#Qh^{ zA}_OTd3KBWcC-05i+Of6&PK)k$CUlMv?1UBD7(V1y)%e}w)Q}mEryL;;wvjg)2aWY zlmAJ_XVggzHah2Bjexm>x8us_0@U@^k>R|NWuAPOD@}fQ)`JTSHrKG8m&c}-Rwt!e zFX)N_G)j8%UNzyFQsC=g)6hWq2eAhyszUWZYg2#MC5RLIi2cDmei#Tl+x_7>AV^T(+({(i)EJD9KZ1%Cp9YK&L<(h!?$>zcyAHl zh#U2pFPrv65%~cd`j0l8`8BJ(B{qe=CIfH1y8{0%1eeDZ@6+-*i$m^S#J+my&E3?7 zkg3qy9OKFMwDM-OE4e(wts@E1U>}8}qssEyae^M$So#WvU1y83@Izy+@6V^NhWJQKkc3B-wnny zfu2>A)xLS{#vNST@fGith8y~l<959-NT%TOKj>w*dy3ZQ3j6I->51$09!n#aJ zSV5s$SSBlfyjLkCq$;Wf{3erAnZ^Z|g$k#+f=&68cl>5ee^X=T0<=#B*guBhW5I4f zMEoS!SkSGw#%kdr^8aEW#Q4T7g|j<;F*$hz6ER}(+Kuy=sYFwaJGJH=dXwWjqmFt- z9`otqZIW+w{&}*P(osica=nRrig_pMuoOF?zpmyCaX&DAr66!GOS912>jZY!X z;b;#U==kAc;#QP7MF4@a<+Qr}zu`UY&bKf6(P8HGAb4CsI=E^WuOir}U^gzzM>i4A zwkdY|ghHf}$;>;^ydrhMwDga!*o3|e#sx`(|3!nYgLZ@-GQV|n!VJy*u^uX%`qOJ} zL$5FlZ4)!tKl4*EEvIar(2hH*1JY0m1SUjJolB<2i@rro&a!cnv1b=>L0jnfuK3h6 zXgxwL$=n+6UH3oBn0zRVp5yfYxY%+W^-(lp^M0desV}VQI-XHib;R(i5gN?u8Flb7 z!fras>Z&5GJSe4lyebl>Yg#Jk4yFz(4hb%y3K*LTEt0qa=!O_ttK0r7d zk9A%P)?QnfK-H;AL7K#D2W9 z-7SRg_F85PfjaP){D>%9ja-30`~Y7p!jmVF6e4v2=BHxttF%MHPpZ+8$V8 zxU@2dJ}*c>bwu{!tw?QvUke=1=a2bcM&E|%)I?&Y zcK+SKf+0fC{n7s&d?Q#)Ub?K92CEOx`|=WQMqvxI>?X`J^O+GWR$=z~Yh=}rJ1}Vt zqmph8g>TmBawU4RMiaOvgb2&pcto(Xrg-$L1X5Xr&Ph9`g_SU`9%)FG|3DFQxrL!g zuYEq%KK;VO#v}LKkg)fAlHP6J?;xhHmf1_AWtacK`$p&J*bK}N2Vt|tkfBg+q#7A5 z%$DG~A1&LOaXmh{G~b&O=ybb?Se<=SN9=$!n|r<9(=o)<(SZQLJsQ&wF!3p|zTy!#x`Svi%*hZ*wo}Sz zK5Y?%qO24s6j^1CNBYK3svTjsygRP)#}b$g#ME$J{DCMm7EA0?C7LhgUmdv5v-YI@ zeVIx_bDUjfemMuSwkq{Z{W1oe)Q*L&0Uv(NQDI|5v5u6=0k9Y?-)zK`BIK3Zt>J{U8y(qfBOuk!7qWTe&k zZ8LE#s6`@;x#eZ4;SlP>1(Za1rjg3t91=|PMxaJC!t64z_Sqta{6&bVWhO9fGG%s( zr{g+kI#hC2F1wm4)z2r{{iG}T`WvNp@%<=0m(M4&B{?`={%O^a%s6>zJpy5vtS#38 zGiZKGya7t&uBv4XX~Z%mM0aE=BHqofq?&nIYk%Igv$b~y2WB20-$%GvvX)mFkn^%8 zfg38L!4H33hWa zF1b5jLj@89_RH}E)8BL3Y8`*2Ck5z>AmuMJ@;?|RAgG5{K1mp}n9t(gT!&A%q!_Qvd1~+PK#hA?d9Cj@0!8W9Q8yXYx_M1U10ot?Y=3E|#)V{mhN2pkjCx-0SlOxb_mAF3|AO1jlnrmsyd3Z1 zFe0gaY`L=}wETz53C26v33R>$)19xVd~4wo%mfrT^h{QrzvnH?Bs}9(GbH)Td|S~? z7j5i6;&XULd}>?s*Or9M%;F0}>JU2p`twcOr_NI7Q9`czCGYIRrrX&Z>_M$Qp@`4I zRR+W?2nX9zXAF-pc z)J8Vs8+XB)Jtl+|F8?~9@ZIkeafpg=!@Mq?}N8Tkq@oteD=`PYn~rb`K)}y zlfDuNek_Cx!}kpyPinI)MYTV|cY>TL?<;?=T+Ki%SSS=R_K>%@itgi4>^pi1k$`g3 zwiKH0HOU9nROa6b9wMz;9eDD<@-&1bp@q z66XkP^Ge;Fune8q8lpDG0w*>wTS5=q?#OOE#p?4sGEjR+91$_@x{S<^$3U)m^p(jT z5*@u|r_z$FLrY?K06%O0<<-xIxHepnE0z8N0_mu^ITaZh8CHs7+a zDnsO9k73HdKLv&=A6wj^IG0&pdAxe%LGk)kBCN0dk+lYO+#srEEtoLFRjsB6w{&Vx z6^5|9rk;i0hDdS#kEelU=J%$q|eCTMU#v5vh5#8huCG5|TiCjvh=iw4@-M9%*f*RV5}B**zL;E=uL)7PlU~o5l<-JR z!WywAP->ykD)jMq;zeqgg&9|@mo@a3HuTvLgzX09)X;e>6%)u{3D*`D2{?}Y6a1^{IKb&UVKH|^rC*bgx>kyQmP@gQ1T31Vj%*v+e+hKFrxqB z+1V_HWY0pdm3M^@%wIc68%lhRAy7TfG2GG#(C#s|)vjqMn_ZYOwVXM$9O|)4k{~v( z!HgaFJ+L{qJ+u1r!VgtEf9^YpoB)ZO2(=Q=ms0c=cRG(&eYq-lhysS-+S*eBB8jgw zrv!+IA%fCs>R68RuWO*cIhO|YE0S8mThXqBLuMtXPT@BTP{4J3Atd~*YF_ud;i%pu z_5K)){=v~l^sZwBCsHH1e0tc|c}IqW)FwTMi4s*pfG&t<sw_kPbn-+heo?`oJ^a-gt3{`$i9~$9TSW_@MZexdDx3A1@mQEz7H4Uk3?Nb25O33HHD74Qb2cTm6mUA=ng#?RZKc;m9XdX4&Hcu(pl z>zh@(?KP{-H5>T0)g9l(CDewdV@|G;=_1u0Rd6%zyhRI;d4K^s^d#4-*%x;aSxJuQ zo13HMdgW>SdqQcI5c$b#uX~rG9xfO1{De?+r*W+wI1G5YJiIy;BytMXeX~U#rC7fm z#Qd+B81H)2PkF71 z6|hiY!2hm2)L$s>Ef16a4r{oOACWu$lK@w<4~%ECz$-}H(O;=jY5t{LLex9NSa68% zUi-cF;=}(mA@o{2IL%1fh9V%_U6YqLXH$vaq_`wqDNGa#WM&o@6}|3?0(%(4Mv5yFyr|K6X`|ww06TmzTG3T}Em4 z%_MmTOclXBe_;s;^~;vWOHFKJ+Wfhm^NqR;~ zLHYe~g7*L&5R%~ZnwU`T?2%+%ll;=4GVViEy;L227rG~$l+YXYjOpp@-B8fMiU+P& z2HZs{81fwEygzWop@Z`>2@G(^%kaDw2wp3km}#*rEOzsKcz7RAt4D0-e7#RUE;9aO zPcDFz6ir2;JCdFMd0DM9={7l1$vBikwYYs-wX4$~Q=3ykX_`gn(TVZq(S^ett7Gxa zlRb^m7{Lp>0ySwoD~yM(>SXm;d-$w;n?cvkAL-0cLF1?}5E;v#Ry#8UKozGO}u%OApU4HgE8> z@E%AOpBn~X-#q5l`=saXU!1Xg<-`x6;?0v(8kZjD{B4;RZy6b%Nw7fK9E+JMd^DARa zVMHZl*g$@saJ@nl^gz5!5?X~o&q?Dp?W!LYvp;7JXRswen6k@(O6>4hJnA&J*RH5b zxRyAuV^b*j3~X(O^!H2GW99?KnkDEc`hYuGKz=?S-Y1^)j~?G4T9#Xum$uKP6&0uJ zC#R;Wai%9Gq}0`$MlK^GB6|D#@yN&mlajD}5O9Z2Ry)vXv|rj zLv`xZl2&}A1M12^!sv;KiW3Jn5t07g-txy2)O~H+)Cp-9UYc~XuXl?}p>FnvehUc+t@IJ6ZU7ULP-S*AJv5kxr|Q6>8uPB`eeIiP%n-I30|Fj*60`*Y`N@{t zyjv>HW&2;;Y75K}k&^h|j4)tfiMuzPwSW-S<)rP63#i{+ZZ~6ZTsYMzQDw8mw1ARU zEP>u1z^0M$@w2NsxPdA$#POoKUiakjlk{9)heD|qzVp_?Yj%o$*~3S^{4|vy#o&H^ z`<1#~NZ@S{39U4828j=_)8r4(=I`t^?IJgNAwZJ{&0PNOjF#|?E zz>*OuIDyIyT*w1<7oW+i&D!-4orPLU=4AB-ea&fk3`|8S#TxH~glELJrUKH4!lH@1 z0^Mp6kp?)H6fwnVzv=sNDRUlHt*}_&eV%kkgo(S3#EqPX07PJr>Ke1Rx93Il_f* z0A`fg?8>}MMT3bTVD9_+3qF44rTyrV|6^rkr9`mwOlo|VKjX9?&HwTA)nQdA-PbB1 z3KCKh2c%INq)P;(Q9!z+yW!BF($XOv(%s$N-QC^Y_093Vzt89Tc>mCcGiPS@?7jBd zYwfnfk3R`qMsyke?1Dl3kQMx~%r6B0ZPtz74#@{P@o&L@2{1nJ{x%mr*QGIss(*QQ%p{c#T-_1<9g zX>y2hXsB;?tG^T9>C`Ntg3cZBYSh!e`jH!8zcq;c&UByoZ+Q|d~w^OnX8s%W>U@~;9KnIu*lAG2+hf<96m=P8uU8bwWm2gUack1 zXk{wfP)NTtr_$1XR&BAiLOA4FWB$hbXXolN2*?IN_r!4Rn7j~ z#CnpURd$^6J+X(HXByN#UA$MM%oa&_j*Vn%_J8dbqW8#c6U%%{7o zoU_j&|IC3-`Pw(y?{~&q4EG6wgMBs2vNB%-o%WmuTCe&tPCc7M5<%25rJBpuA!Y2y!WLRk`qIWwY8H-p==mxwE? zRCc{dUi<00T+SDJ(+1T>Qd0eHto15Eu6&C!fn;JMm%U+^;wf7-4TJh+V?MLHP?7ME zA~BpiS(|4qMJa#3Gv)PnBdMBbe-fCc5zxACzJJL^Zu;XDUM@VFa!ZEjlpbE3aI?Nl zkqXux8!}rQcI~|Pym|XZnO3Q4F}K-N0(6g_8(Imeo&CwX@RM%9kF48^x7mxe*^kgb zFsPJ_iX&tN(q;a9YX5t2G{P>t0Eaes!;yXs!GZDtL|9^%qo@A33>zRP2mKFe{(D=u zi_#>kW&~VYv02g9p{#-j25u;i_h993PtVou#YYnGe%dU`~LU2Ez(a6M#ejQYeB4P8R3iVrRVS7l0DBC)uIvFqxP<6jnTSpc4teO z@?Ciw5QvT=0pE@-Mt~wtW44?!%_7Vasj`Mt9Ibvlp!)+Q=<@jmNlzQBvZz_^^wIXv1cv z9W&XRbG(YTV+|QTWiy*;0|J*yATWRz%*38hy}5CEu!6fn=2n9)=mE9Fyr1+`F@|Y7 zB;DvK^uQ$+!u{~8KxAw7(q30@{@3^nYw3Lug|`+ZFX=c&%D7AltBlQ}3t{$4%=u}d zGG@btO$1hlrNUxKbYv-|W36T%FG^Z*^jx|2m5Jgu38gTsylw?rBJSUvffOu66f79& zUzkg%5M*Q7D^^R`uD41b6*v5csYq z8alyuy?SXu%5rKAzH9h6x>UJUj`*3!aal{TrxzN~&-WHs0}twQle%DsQ1F;NCpF#c z`v(KJxH1bgzsS68s(FFArDvfzyO{wRwi>*@nRNKbIIC|NjGihjX-H8|3rrU-Y>X>v zrq|WYNk*vIymGlBiMRT!=;I)|JCWeoAKC4TfjsM)?>Jj&54W+cx2PPeoYEQO=H3Ixdo zp+3X-<*tdDQ}U)zerPqSYT7gB@6XwcijTj+1E>bOKQ@g5Yz7r5vjDV4M6-28qA)7P(Q$63 zkQfc^jpf+nblo-c-NQ3VNhQ~@$t}sk1ewn_oqF+K?MM&Z?{I832hy{%UsTS%;)XVL zg<3Wv9GLv{ql$La<%q&AryPuSuI9z^T{A<5{g3WfTzpPu=P1b#BtSy>;G`$9oN z^79ddGZ9ud`wX_6Z}*Mwp@WN3qcxPY?{G#2zL4E#Zj<**a+#h8O{PXf@k=UCdra-$ zzu~zul9d}gNZYE7EZ7mc6nb%p%0BqOVM!{KKVMnuuNzgAi9e z)fbn)*c|VkV7LHv<#?+OyokuiFd$c#2)CCIEBonofAE(3)*LH+lVO|D*27TBc5$uqslJcU zh0ymxd!#VomWf{P{K{9(3=pvzxXKged!~RyP2yb z7eYk&5ls(rKyQOHh5rWmwp*1{yF8eF*n`^K!c5MVKz7Bg)n z-iQ-H#9toS+|)gqWfcnc27NIe+gD>o4;-}3PDR`<;;$ir2IO0x{*Mb#8L%|h$pgAw zk;ki@rB3I@KnutsQTL60itfIOjgd6Lj+1T1VFQ7n%bgVp!Nf%jV3Efu zq_n8v>8bs}oS1?F4iNBLnX?%*J3VzKZDll6SrqE8WgT;u{j%Egd8jFL^{tyV&vE!X zJk_0t_`OX000|1g#mg5jFl)H>TA4q1h}wCI>b1q=$zo8-Vi@J4jl?2l`+m=IHu%&O zIUJ9)ZMJB?*z4VY(5j*6X?N?C7Pza`ibzfCX*lNM_URc4LB%7R<=ZkA3|f%ML3};^ z-XgUGi>j+b(0GoX4D#L5y55{Ehl&s_r})$Fj1_Qgn1=TvdG+8iuQ@WaFzl8UqqPsc z`dvVuvO5M0cs_XS~e-=iPZBgeA2V5R2wwS<{sBU0BQsC)o1#3$q+z zT3Tp0kK0u8CI(a^ZOb(H%Ol1Hp^W(#@GG)dJ-xl%0|WYC1STE~xGW}BIagMHFqoiq z0NfkoEA-#~?q8((Yb9f3XEHYFaH+uuxmIXmExav(sf}uU!aL$ns2{qGQCcN06 zGk;Sia)owNvh3au&rpYo+gymGSr?iGPs<~^E}AIG(%n)CT+GbgP8I7b^|SSPKUJ-4 z*%{xcaI3GDSB%5;_h;e$8i=R!5ZBYsib)m|lj0HZ7OAuBK+g3GI=p~yHLxE_blQ1W zP=BFfUc1jm-*Bb9F_<(62A%MjbwxAVLP8irk5?7tzMZL7m|jz89Lgf1xmENc2a1=p z0e-~CUv!N#zmf^gZsbjk8@?$jmYU770YKvlwN^iDyhpXw$7ZF*Zca{RCc}vm{9_Qu zFMM?YZ7J?OR6p}|ly(J{l!=D-H#xb|L%(|G*2M=zo6VLlZrT$cw)H_?4hFeK;XP)9 ztAe@*zWUNsm}*I@;7?v|+l=XKuCIs2$4e?GOvq@aW|oqx9Q7T4=X4}!{4--1ixux|pN^X0n#F96~YzF=#N0t6y;QL|GoUULbnh}WkDqSbU z5MCEJ9-hYr8yK`!Sy|58>Hh+>5*xfg>Z14H42S%S#&<}sK>7renFrz66BdhyQ$=im z1f|WaS!H=`Vn^s#EcWW^!jO0#kCc>MLsPZ(uF%63>sLY7Q$D2KuLU10kh;D)=#hMs z45Q3d$bZ&X(E>37ZxGtW;b6jSg_W^2b0#@4-&5^3h~R7HNldacq%D>`62Oc}esbX7 z_ywt2jb4p@^5F&M4+;98_6tm^uaazEJMbjD*rvAkf=0me%D*~ z!Pc-=-)DV&oe8=(C7qx(F%NQZ<>{n%boD-IX)$XX^o*(qk8h*0bGbs*F+S;$0CI>> zPQNl_c!%1!{`W*0M*i=Vn{PJV{!h0y&WE42#lPecx zC>4{lAIdc}nu!$?&i6$cVx62U#aT2gzJK4>3Dn5_Fqb#t`tLno=p$jRLJA05Kse)k2xcKGTwOUPnmd-F_!m z*6v#DpJww?#Ewn+s5w+@QKDF&=GVDOk{L+%J-97jS=mKau`@l6z0|D*p2tV*2ZDzx z=pu(jd`NB8@$+K+@+~}|rEga5qM9F=FziIG!#RhOJ3KgoiCoE8(72g5e(`fWRuW+5 z;2S;Lv1`{FbWf{`*VAA~3dS4VAT8vNh>Ggu+>9SBFgeqW#rfVFNdw@}xV=4RP@-Ul z*)A#Ll?by%t?6F=XepGE(wAM^E$qMV`Gb!1W8R!nh`t^xLy`%Td_Ovw9O>7Q&fATN z7r)-#b%Fhbsr~^KVE=x79gwf{+#R(V#zL>C?4MLRbAa0O*VUC+o~AouEtGfi-73*< zatRbibEL#1Cm2wBGq}Tjb^}xY2LF`lT30iYT%)(2!uXAvj8fOK_#el5iKj7XY2jQv zkwKtqbFnVJ*CW=NP90&x$m2EeP~EnDQ-#E%!QU^2l0m-!_(8s5(U+_(7?tyCtyQWt$1g8GWYKQpK0D+;{M#L7&Vcoc zq2Y(~!Ov_t5>C7U9?XZs$G()j(~TIvaBoBwzmu(0MuQ;HNC40gKK+-Sqd$4W>+}Jv zU_7Ph*NmaTNl#&>dI(#vwSFn#i3 zqXA0%Mw7je-JO~NfMRpGa1Jau&FGl?yMa;=d2T2&(8aLjNj0PX)HPK-f@?UT-9D2|)#7=Dnau znSH0zTjC|)k*M7jf;(M*i*R!4{yW2qOK;DkLpL1ndO&n8b<0Ws{A{PSjb%I>&BeUWboYOyvQ8?aE&X>x+xCQSca7 z+caAE&%7e1OoXTIFLg!T%Lsd&lPZI=wo#D{H`2VezOGfS(%rvLlwZ#+p+29vwl39a ze%N_+yof=(DERubo!!xds^zqvzCo;5IFN#A+Wvq^<>&}v>GG$l3zbq2DRvbnN{}1K z`N497Uqwmb(p*4aebNSyysRItH*El}keXwh88BaaDIY+1O>bvMT%y$)lVvQJ8Q{$L zTUBdpMP`cG)Rf1BEObY-w&3!7Qj@Hg8IwwS?=KSCLGe?#uCnPWmtLGQIND1jM1NnQ z_fA4BZHy>tG&xh8Lmu2(kAS(R7B))Cw_wUp=fui$^*w;pjN6~$=hfBmbE#FJP2W&-<4$cEGf7W!)0msje3dB=`DN{Uk$Vf9DVxGE*TT-G! zigMo7ia$t*s!qg#Hg{IO*X5#5oH;Z1v@bmyfFdE%ce>axN+vZEQ>gpn?IO>^)hcZ2 zGad*%d{a<>_DmTWmEy5%$lX1h1E`64*-{v`>Ip2GRK7P}8B!T}XUip~ca_V+&Xh4CJZS>2wR8oMb@2dX1Uc!4r8ga|9*J9!6J=I&36-9`s#I z+P^z|dBM4#J!R2lv{{CzJ}nK;q5gJ~Df_q3m7NyJW?F`|u)e-e;N%F&W~cV%fWbTJ zs_3&b|2Lf0GEtRG{BNZ^^m>=<8(C(rf{4-Ful+ew*Sv816q+0zkB(aPJ2Rm;_y5-T z<-gyr%l*9wE3}T7Ro$`M zR6~`?w#eSfXu40cU5qGTSiUC!FM&OEH7$+&A>>c{{A^|T;iA1*=wxk#r>CD1tyKcf z;PA}VVhna&Z~;VPP4dbN?C%t75_6 z4PxWF4;GD612`?ta`Jz`JM>`qnsR+TSXR~=4uqLDP}Gq2&QlMgzXTIK(WRf6S+s6! zOJ7}ZZZ>5meUb`vyzQY84pjiP1pV88U~`L>R2*9%P@E1=OdJ@?mUBF;zvR+Wt8|86 z?Qr!g5b5fTlcp|vr1cw!V0`y;4x##6qk8{^^Na?1B~a=GG!|*8=qEfO;jJGt!+Y5* zC}-loGVVsX46{V88X_K>-EhYVNMjMVxKH zzLSbYx<;8>tkwfOS8q6utjMzo z>dpd%`qDo{scF-f$M6y~-1JEP26~L^>qmQ~mObx|$W)jqU^%^=$09yB%AdZ#MDQB! zP9y+H9|fj>0HAfZDYh&~^EP4ARB6Ur(_G8jaWENN{ehOY0mULOu;L zRYv{z_;565b9A$-&(u$^U)+X4%#TrciTniW{pqeD%~Mlf*HYs&DL)nTqu>~=*Sb*a z&F$q>Zl26mE(%Kz@Z4NBGEkb;1xFXe<-5C|64+37S8v9ii<;NIVl(^I@~PB!H%%-B z2gIdM?4)j_$Y7Zwefv|%;hvBl%A?FOUy9COoKhC|&?$tBUj zj?~JP`k_qh9xb^qkJqn*t{h<_xPa)<)^7LkIvObO&Lt%Dd+6!q9bX?gMUjdryvF>p zccwIBd}`yI6$0t2qks6jSw=32I{VJR0%XsF?x>S$I&L|O?J7Ib0I?be@?O|ppbxZj zWOZ_SdhEdCz>|pD2(_0{apF%;zYGaKeZt9k36( zr0ER2`weEm8xpP=ST{`WAK3o34B*KyQP4UNxB8O!lO*V?JuNv1Ppu$9rX4}|&q9R`efiiH4Cgt$C4DS*x4ImimeIFLQ5#Plc=L(%cur!cEcwS4+bk$7E%tR^iCP zT234q!U$N%cFH^=pOCl70RhQahzqr|dGT9C-8KIT9_9B2G1mu2QBgn$Wc4?PCan-V85K?$bl}9Da?AI0K|#z}ouY;O#r?`fH^Q6!)=GIMdLKsEnYoU9E$qa#X?r9aj{`c$D8zg`l#>U>wf2o|6Zw@uH8nxkU~$|LF84jH z1`4j)6HrM(>_3{*-yOOanc&{-TQKVVjuwM8Nm~Dv*1s&rU^h>M*tHGTvj^m&^73*f z;!$t|qnVP>Q4e)jJ4$87Gr;L&401#Del+1&(9@`xuh(L1zoq1)k(MIATN;e2f=(8Vdg1$ zx40j3=!*{VL@;7PsUwss10q;ZHy)+D{9{Vi7W>(OE8YFAz3fSD)s$qAu3k)nS%sMg zRg&j??Xu?MFXhrc(pFe32`2v+JU`XO0|7T$)rtU6Yy)blm92%+Y}Y9@CWSsac^i|LMXa*hsaEpN6Nb&-Hno0 zkXZcMV=(pNDNXjjo2Rgog#FPzmz%jgR=ODb<_(7GiP+7ApPYAY-2d94kUPbFVL1r6E)pC1O5 zRst49>X&HhmvzV9)w(NT5`FCL30d!7FMF?O^Sm=4NtV%kG?MHv+77XyrI2)KU|rkP z6cz8m19*@4p2~B@Z=mFghC~kV6T9#^?6caib%UyXwWD2M4b*4Jz5gAsArcr*szk3h ztFRDeu=LHgCG)Jid$haXH83ZKeX5}za~J#W2e}xEs}Xet3IPH?-ACjDZWA3a{ozo* zK%cKULW=dC3Z42b)jc86-eOXw{lQus;E$p1{(#nf6Z=UKiib-)ofi)lbJ1_v)5WNY z;(kp5W@v^rH>uS$)dI-Hc$iJ`=_f6Bb|Tw!<3T_e868!veR*!%{QVsPTYTUwZ~SuW z;-^UND$xS1rV>5NVPXBuI1wVIsA;e>i*6=3$WRV0s3dGvv;WFY_~cd;2v-D1u!qOS z+5nSE60i;XIwij}`aXptO0B!of*vLkpB|%jgnid)Yr%l8fTzB8?dA)n19!%!wRx>O zyq3D=Fvg+{8xX42?Okt~IZ1v3RD)!yKXStp>LoU<5o{rjC^AExp)O&q67N#N>A%$c zyq`2NVJTt97)L?zv{Jz1Xv#D#tuLkEpf$QLmMijQ!{^j<(>V@gVJjBnF>S2%Av^OK z^4ClT!G!jNz>a8lvK8}7G=iF@gFqi8C>X9n|F;;ySNI=%!7+Q*xHy=dnK<*nUL^9C zW*6;j+XiStPRgj>3iNeyM^`afp}0XAu^GO7tzNp-9o|fG9{^%ozVqgXB~vP66ZC-N z3!gVZjwQB|B!hK>At0}gpgR!w({-V0z_4*ojc&v;sV-+I4fgPi(7AtUE-VR@h==V7l<`y)s%^6hS zlU?{|n*?pCHfKMzwsrt~Cj~Y(sFv*_V3f|VUmhj!25uV=JNkq|8M=)~dN=ldE!1lb z5c)1J_8y9h`{E-Gq7luhWPJc3yksw<;=&!mr9l3glagx<04Z9_@*mg=bjPwTEvvoD z9#i7jTgMgS=FK1O3^*>;sHquepCv(K4W9!v^oWe&zo;Mybm#+M@X^SKEFcef4Q~2x zJA|b%x?B-dsR>S19jlRs=0peCA90W)^0U7&srmCu6RXH{o7shr*Z_3hqS{I;y}b*E z?H>8SL!(+!0%MuL4qx7`I@bJU>`AO|;c;qzpQ)S(pyCM1$zdjc&AJyLCy!3}3O!^q zz;9bRT(6JCU&zZ@*%t8VnlrfwrJWU%=1XtgjV7dlSi@)wgNX6x44WjTnYU-uB(*ZKVAhTOd zaG0&vQZ}}4aBY=qwIu4imMu^_D`z@)?dzo%8(e``nM+h#37Fxhm@=*R^(QDDyvI@A zfE_?Wl#`F_O0lI6#k^x$>uGV}vuAaYpEAG;2f^$bN-p~TGls+Qs5z)wzx2j1!UTu| za#MI!;Oy_nb4Rdcb$9kz3LbdBc1&XDpb zVRl%@rltdY^t}sMyW&boB|9OIS7?uMJeB+@k`{w zgA!=#i*U@YY6c%PMfa{4%mGt%^Wi@rP=$n9FDZR)Z@03CvIR#(m9lk|{zMg4w7c`a zILfE-Fk+dxU{0sd8X@Tg(ZL247_H4YGt}Kfebg^N!F?CoahEKJc6BZ)m4E=5)2K=p zlr}at_E9foVP!P~R|+>Ry`O|?le*@OaO#F^u1snl1^ahOX*N?v0}MM4d_mZodP(}< zaqEK>BNc!>IPB zi*b&l~}n;E#8ZdShIU5Sm|bi=MFqiAex3(2en!UYNt}? zC+qtSb77$5m@oCAdj2Y9P+%dAn{c{Htr}88n@NT10+=e(;C!nUG_P$m1d*37Q<%O5 z0_|`fh%uV25BL4)9E&b+r3P`VCLjpFFF$FsK!QbWIW^G7Nn=GoTTC z7I@p#y1t(9X8!W!gG#r;T)dmQT3pgBb8A{FCS@2r@F@wWjG4EoFz4NoV9k2p2;@G` z)^rQH`gqo=v$GB4RBPX~Zbe59g6xf#Su17tJpuy1;3QlCVf9wm?DO0EqpMZmo;2se z5^ozeO$6BMHk?7=OuZ%a{)ZnUC2Y)?6s`lEoDCoou~|N;;eYJ_hj(2*o0+I6b;&A+MDbG4N>b8Bc*&FbAK*y=ecjrSDQt^ z$=YUQv5TMi<12I+FxnZZ?ds@$Yy53%Ns$+S}{)+0#<*17+Bpl9u!H7Qh z{d?x!;Q%7YsRJz8(ee4;%61-Z4>x;g3fEx2ThaIfww1!tLgH>8L-cU3ulWT=x&Au$ zV9bD~BLQe+!ve&8i!F0uSK3vF_Ote%(*DVSRVo06G#q$viH5K34GdVuw%2~ssea|Q zGLl~3b!Pk^dZRoWwfbW^xoh><_6{W+Cp#N-XTGYNHM~G8+c&wkQim|ee>e=8Vm=RVR)P;+iO^t5F9_Tkw=5WhSuDILB62IFBhb`hacI-}QcP_l=Ia zRk^(;F$X(8%Z_FyvZhi&rU+@p5TaxyFF^4lkDQ$Ig_dqOdY8r~k2|4`3?ANQ{30h+ z(xjau@1)?s;bncY8tz)_eZ2)HtUs2SDs%H}2_Gfb$h!$8S&T;t(h)UbdPfet{J4 zec65|P@B0C`|0QF%aH)QRV?a`5p_BOmIGJ@{#I2@C2zjMvnE$o9{j3&{R|tMf$J=f z=&<3I9tbn(cZHBVx$?XU0kauW1hG@lO}5Ojq0|h0JT0xvm0g12U4x*Puk_5VneC(g zgf7nQHSL(*G)1X8B?U@NQqlJ^^=mWIATTn`udXm`t{2JpgZ7ym&!(^L54DuyxHEV`Pt>} z@Ev_ar0Xr=>^RsH^M4o#=Vm7al8h-R=KA(eg8OuL;@~YiTxuZ~SI%_pWn){LRjACfyCs??)XVHV@aBrtngH=$Aih8_TTGEiX z`JUz)2wJ`S`O}q)^26DiyZi90d{>)~>oucIin-&!CdSLwo}Jn0%(|}L{lr8;4z6-e z8(Eylov@%9v8U&I^E2OI_7q(VjN`8_C543AKy4BVn+GT>FSnXdHW=PplJ@TF>qL5i z_eEpDVtdO{4YvhmW;kxVo>w|>Gd&q*Ax^p1##o_I_h$gHvk<=^-xc|2=iDy-9>Kx+ zG&qz@d336a47DzHw7k%N$9>}H@W5dpY4}pB@Yd$)PyD@99O589+903FY>V}ep|s*$ zf1r-QS&gP>bz#8lxNlFF`KVY8_Gx~DYv5uZO;)q<*WO+`Jp7)0dPWWY#z1*Kg4>01 z)q|7j*OMVZbW9zkday;+|F$R@R=WWGnJ;c`d@Ke7X|=eM1UJ3Cy-6~u3vJp)Wc==k zI1*8U1EBA3&jFqlKklX(rSM9>P-Kx2@M%|e37xTDI9061|1Pw6EYK!ox20w$r#Rj$ zVg7x?u~t@@qgmK7W3DCliKmm0rO2LhU3}nyzL7A|=_Qft*o4tZI7zkpdpf<#OGT@? z8%t~h_u=8u?X4``!v*tC@jr*bmqMQ!ZSgJ3Ksj zXn1J^7-pHO*oW3OHiG;a2p%ON(^oAmv7#Wq-OZ*o#+m$j`Z;jkWNUa>Mo_R7w|*hW zhVe2pBW!E4bKT2JiSVdVY90Ac-f5ujiKP2Y%)7h4o8m!a?r8UYtdmn*Qi+a;1vNW9 zLu;eF&JGzVzkEhV#r9X_@zM`Vvyf&H$J$iq4lOx{lSZzi%~GYd*(Luou^nB?{_F*5hDf3o9z(-d^kzT=m{) z4-n3>pEEQdHQqv`_V?8^l)C%`eXQ;H3s&|9p>&&-_YIM9N=iseBR~DxM+Dp+t{of^ z!XOXql9P*ust9$KBzEe%)u`5jD5@!MSUWT`GQvccRPe zOpj_YDQr#=p1T>78?&`N8tDqXZ}?rxKU*IE@?!tCW^fP(2j?{*p`^C<%8y;k2r#T< zG*=lULrfT`xgn%fhICNXiW4#CNag8;r=H^Li}LATyhxvOf4qkg=>6$yz;MY8ducMe zBqb)<=Q__MO+rV<(X9ibE0>@_{zt;nY4G=KoX#B=Ej3GU^+%7y;A)8$S(i>PCl@rt z1X~S+L@r&q2by^zB0mQt5i3q@8%u8{O6O?iZtzO*jM5+BAK4KWsdqn(XTLhn)F0e9 zMdMq_1}VDXwe<)A{@%$6VsHpUS9N)eNY1tg zmkMgZ9fH_54JCh$q9P^rh<=8NfnoJdLqntP?xdH{rjO}vgS|1iYRbw(#?|E$9_x;j zimE?|=+Gt`2H4h=fQoC`6VvHl@+y0od_F{IJ3sw{nGycb^=)pB6CMMDdrInHIC7SvWLR0DPp)y2NouW6Y-(GNh#YY_y*8b9gD`2{gfbrUseZMdHABZYwzUHn z<=;-6U)|oGf}|1?0_g{h2Z&QWDY-5Rcxh$i&tLxe!*G7f3t&uI%?7Xu8)w&=Cvuya zucI+UoA;j4?%!)dW?PNR!J|yd#Du%FYqFS&lIiVZqvrx-Wh1^5HBAsoWO|)Y^}Le` zq#&ISK3?6I(*(hZAcREG`bS)!ehxR6gHa27UBko71PM^)s=MC!u?Qh{N0^^?zU8?a zUw;-JNT4-AThpN%!hS*b%$H;rZI)@C3(XsasfG(&d17it;4L17g@FM&EiNB*bjSch zlPw<_A9pNgWrd4D{OJ7Kzc97f%C&Lf8065P4OtDCS2uTg_CMG;{cQ~28EVZYRi5wO z-S1DIz5p%@zQK*wO@~||jp><~yPKWus+A*p+nP;swRMpf>iazMf7-4$b)t4To&c*e z00)hQpoU-W?l=^bgduEi>%t=l$i4=?XL6Y>XWN#mfk5>9@bWog1_lwI*YDrBPWONl z3C&BRu*;UbINiEM6JP&rZLEO>GIa19gi6v_&jwI!NAyX>0b%lx31DIcZ3)Fs=_ul zhXvPXrd@cP*1C;@gy{YV3vRO$dNwEBUo}wuaZ7hkce7rp4t9kyU=qfgNt%HJ=#$(8 zvOcvLAgBV;op%yTny4($sE_^i>sdja^>+xQo1KE? z>?#>cP3`04LV;U7DBWV`YZpmKmc@NguX)V3zHYoC=-{2LEUgHpak+FY4enqKba@>r zB#jzCWVSd1=2zmKD1bXWb7oP9`BFOED@E3rB{cURj}N%ey`pSuhn1flKg1B#=+aTl6z6FL(a?+f7 zA2;Lbq;wl&r4$8m+b7R0rp)BWX`&_h+B!5i{;D{w7DQlmAU?Oz5_n4Iy7e%9-bMe6 z8P1WJJuHT0-yV`FVryF_$1V9FBi~+YXIB^UM>xLmv6-L4=(XvLE;4#S)iY`Sd7Qsz zKck|Et*oMC)bHQV&-*lHD1d1+Yinkped)@Txp;EAJYzz_gz<1C@`fE%q0k%fFtX*0 z4ztJ^4qaMWf~Z*S8f=VTV_55J2<|&3m*Tm{8X1OM(jMr*f?_HY+D(moWkwMLLy%}C)u@| z$_axCqj3F8N~aeV28jDNGH}xi%lG)0{5te8S@fqG=?yfx-DJt zqCm&Xr?r=1wuTN^IL}kMUn7^5pWpOdUD0gq%m|w8pR~G7yo1xMtudW6m*&O(9QbR! z*Gx-H84uv#bkxsiBT+#=S&R7^^urJ}H28w@C4_`@fBZ`bXB~ilS_}|qF4gZ}0nW45 zQ=Hk^m#=Z4%m7Iont&cTVuDi1@pJ=JU4{Ug)2lqyVF;jba{3^wh&`;au&}#{kI$Ey zpWmj{s)44fYsna_uY07XN6~AHN_@2EWQ)s}%txE!r?(;moQB<{25Q1aC+7PBSkQKR zeQc=dP711YZ*5>qd6phs}>71M>$J-*6Z9~ZwoW!6lvKDH&?8Ru6l24PmJH%qTvbtGhe;D&b|o-U>CP7DM} zgRQTfC}bd@7PJ35vI;J)uCT!_(Es`XkWoZ{D_C}My14;x;-0O)UzM7^0e|-kqOA%o z4lL`k>V$Lxj=It1sVkWa-gS@YMc!O%fd~|GaY{$$1&UoNrehT!RA*lF@a{Hbvd`$- zyS)K-E?lT16veB{kmx(9HB^a|dI)`06Vo|N>UU`9L1e-JF{^$1=P;2^T-e{|vk$!o=O_H%TIE4`cBi@mAiApuQQ1%=NdBArce;Wb=W zo&2WiOvS~33T5WIn<5OzK_L6Yq$E5$&d3M^L?YYKk@h9?OZ+Cya;vj4-F6?@<(UtST zK~&sYk`7q;JQ*7w=Ultj%g?_nC<-}ENvYC*#BPDJyE{JG&IGE-mMeZonf%kwes7PO z*$7E+rv0K24>;Y!lhRLFk;ii z2{MJy=qvZ={>jmyBZ?>L>gsb~*Ci9U{$NUTG?Q#zh&nR{h8&ZuX@JBEd3~(E8B(KVrXOFb*E(EMDQZJ`%HR&)T0CQr1X?;~?CgXTH@C~VK~<5X z=EaO;{7K0R3(qx3Owm?5nsWFygea7g1|?TzYH z#8|Ph!AwelPTG`E7DPe8 zE(fZAvY@LUO-o$&V^3zm-ZU;{e(rCRsOO zbWSL)qlnuH2Bf0Kdt%9g({65LjU&e_O{a?``FeeRJW(ocvD!SGF7@&CMS@Y3z})x# z#ezXkZ*@jhbd*TI(uf9BnM25#du^jdQFB;5zO&MxQQ*p+vgC04YPeJS*~*WkcBkd# zkdW`QeJsXUYiposACmA2sucLD;%S?(uwrP;bz1LT1IUTDY5pC03^2CMv71+VwGn6G z02CWymVaQ=3JYsmo()s67=MG;bdd=H{+08C91(zp0_H3Fuf|vLm>1X#%l;oFCJo2rw&((292 z#!9>2LZ3gW5yEp^T#C8gi?f+=CA78WcK5loBpblM!7zOoiY9{e;>9umi*;wpj9_IX zP~Cy_3RIMziHL|ik5aRyAt4!_vzCBMPiMa~wFyeq;|UY^Dvj>Axjw8sDJCI-F+T49 zDoNe?EuMhD9Se6{p3lVy+nCUbogb~b@ofW8*@QS(bnBA7f8S%SXblDI2s(yfO;7KV zx4iT8hh>={t1vB<+#&MPY6Tuq7l9B7c~@RCV8W>rT%J!SEoSAQG%{EBr>@RO2)JVL z-edSAQh-X{@L$QL0}l^>w3AzS0^$%0@NWhT6CN;N^ZZT&sJ*~y{7Q2OP|~&t;=AE| z|2|Rg_Tu^8SGz;U=T0m)`NOuX&`@@o;Mb>WQ88cvBJKt&YlF)ciYgBEM(h%iO@;1e z1b>zdLA)KCm_WVab*`=9usPMgtFKeyGRA6v)|6;}0r~Z!MW1q8gKKru6Sg&!kE*lM z;G2Hs{zz_Z9l5lgF5?J3?SdLGrvf$BQ^pv{IqP0J*sB4H9C|>q0tWWoyJ<>DAj2m0 zzVIBw!*X2Mi+X$<1@s(<_4M5JCkv?dmF|}jP|)5Qh@rlsO)Yp>)Ya$Pww|YW5{Zi3 zK8ek8=9!$PhSj;Qima@YZ?grBzZVt}L91#_o7Y~hqf?y%3E*>`4)oPcgUp>h29o7V zPtO3I-3f_erJ3m(JDR1srnJ=5$UuV3CzL@P+6a7n(xUC4rXZArVO$PrEQ37ZfF%kH zrFynAlLqpXOS5*S5l18_C@5e`B`~fm;Pw<$Z^RNeu(@3AlT*z5PT#qIlcy`OzxKg$ zapBfr=SQIV;#IiEzcfJvtC19JXkxzTok%L+Y@cITej$26wQtjN4ObtgQ>;>LyQ`qE zKi^xMD#F4=-WD`IofH+tKqk`g$;5<7Pw!F|q}sr5fU(1MJErOB={cv}d>|b`cv2l1i36j$Q%c7JV*%tv zm(y23>-AyS0N^JefcyH_2IQ+U=v^MTbDm_Lz~zpM%M8mqJV!)VhN1y-(omJ#(qzzH zwwVEe-eqLynGgA=&pu15>t2^|oI(f48+9xF(W)wh8m%7-*XGn@TL@TLX$QKOJ&PE* z6*f3XNOVNSs{J9{M3fANpod&S=%#OPPZP(UB&DkQ4y;7zYlz9KHthfZ-VTFLg{y9h zfq;OZ=5pN5^LTd(NI{l;Or4-J6kG(9KKSmA1Yu))V3xNT#6rKIpp6xvPY)hvQg-$z zvLKF?zlQ@oPKjArHh=~BS*l;w=h4O3SR=FGKvP$bS7N}X^L0FC-v$dCC=&XY4K5YB zi6xF+oRh2{U_GfY{dsr3z=Ol%ZAna=VLBtEY?3QzvUT`}5L`80J-s{ENqVBeuBFQ1 zVbrVvtFUkj5^`PI>uXJbXKxIZa&Z$(m2H2(Czu4hqFZqE?6$zgARWjkZy_aR&MK>{ zJUw)Oi~}vw5}<)nQ&Z!1c1{+|69yz9PG=V%B7rNVM*XPvw(jmkFX$>J^z~7JM`Gg$ z?OafGmVTmu_m{74_SzaP;@{L7kMr<}RqUnqEBV#qSC@8O)AjQ8Rk6R2k-OY@qCJ!#S0DqIE5(; zRvF-x0aKCw{{Fq$%HVqEOJ?Aw8x|gZdrqG_{%iV91ho6fDAvur(Hcu97qc!uJ3C_o zT8(e}NJpFB?lG`aSvH~bqRZnq=Oq#Gv~2rLc67p?@w3d)gk_hqfb3?@@N)y#>+o*R z@t1gbmM7guEB+OO@@17aI~{?0`#aj}Q^jlW&u8l+!KY1t!5+Y&FPD=D)L8`m`b0Dg zo1tg6=3ASGaEf2$<%PlY{N+3d{3l4=-Rx86_xbr0rgK*`w2^G!{E&V6^m+FD9&B8} zCq-*e)eQkAG2p|KkW*5E6^$Mi!8hrikdm!p$jTA_&D%47iR><7Z(pjuv$vI{wb~)K zePFIXSM|jmEAk0^Ad>c3ZR+&xxyFgXrp|WR)cRb*miacNyA$8jZcx;QUkfUgLFpnQ zPg3_eUH}&xCUZiWhKBeuEjWU`qMPf?l*UH!(Kt@Zc?B9pT`Zab+&%hKr zN>iI(l$@+J+4}mI>HT?7J@?$4H-ZlbtnTGsf`YUy^&JfFD#iq*#?f-+|7-8N|G9jl z|6fMrZIqNf8eZg0GE#(8M0iE1tn5hk-kTy>AuFS@8g{bx_DWWfy%n-$&+obKSMTrR z^Z6IPk8eMuao^W{UFST{xXyL1a|CTCdAqv!psoi6MHQ_7>X+X=|?qvusfK z_{@;+YW1G4V=S;g?r`w&%z>{vocU4TdVX*lXC}`p)?&LvvAi|b#BkofSX6W-mBZ^w zV|!S8W5`2iD2TPWAU^#5L!OzWpr9b8i}hE9Lt-Ls=yMZCFxCdG}8vNnbtJg=@kzH^)p>`F4asqWR#8pPrf zirK9ekN(JcT@T@q8q@iOKW?vHUCh(3`(ST>4|3(XNe_jHPEMt?g&K4{NO|v869Kl^BM%1%+9 zLYsc4YmhFM^<$mk!@G2HP^@peQFdS0kuRp9Y2c@MN?a@4H;bg8qT-bFAflk?QMtG3 zR%qpQG$<{lebLN>$8c|ZqPJjnF*QvRT1D_K{|U0W`V&Fa4aCqqBY|n^)jr9QS11kt z_U(a2{v*y4C)zuQJT@&Z!WkiK#hUsHCctPhiaTO!YQ!ooU;6#^tZbF|tL=lX{Ga9L z?2FbU-_HaMEiR-lJ-8=$LI31J#@b&>PiFY#IO?X)yAdIp*pLOu*Iy$EiSsaxUk3s zcglgnA$iLM#^1lM%ylEQhOGjv*^l7lva)arx=Q`t+y?@2t37fc|Ew2Q;Si#}2Gk$i zD5-;r0f9MIRDpp#N10vuu3Zz`+~GD5ihFF8ll;MiBqYQP=p&fEla0 z-MTxVyfLRQ>v@HZp7Ka)n$7*|#KR_Lm z%SGOxHzWmB#d$UpjYv_xB)G51vFCjE`=hVFW=$S%20wcy{46v{_GYuFub&-sj7TXf zdm0^mT~l)fN~>|Ntu0P0N(E0&N*&{nBDb$!0!Khu9V zZmS*_rax(RW_e}H2HZlbygcjKtipoYiu*l%`0{TmI`1XM6cXW7mi$WRu zHiKfkb(VlMoGg2GEHLXP*5NWdLb07c`v`@w26wYDDm z{CN_>%D9`&>esI~(jI+b(8GI#txWuEtVVT`^2UpcQX#OL7j)UEGOIJqQ&~1Y)ZlfN z>ya$g8Qm=xb>gLVui8uv$bm31@sOIDt#B*(`2N|g*46}O`bLq!zyvm?z%aE%FAJp7 zRdPfmlgq(gxw-~^IGf*6N$J=6Se;~cMylM68;1e|1IwY5JW@C_VAott?M!QHyoqW5 zRks~}ViI8rnzmE0qrY-RI`Li}tYQ{D?HeD<98y)VI&U;pCr)wYbnI$X8l50ExqZ=u z$MmhW(kZutvY01k$C}+G{=6A$i8H?LA(^Q&bWmExM<4y;$I3kyv5bxRGo9^WeR+Af zf2e;>cicX2`)m^!TIRBb!xbebN^0_n}fqWhu(`7oZDNpRl1MA>F4DZ zq&=m{IH4OExCBMos&ZfWQnMUh?+A@}4V$kRq>NxzR@NrR$=d+l@Zmp#r5I#Jp&cpG zOb0)m9jglBBc!5o7n&V5k8E(Se7%|6_WZN}?@^rIijclZQLgb%cE_r+cz*kuI>JrSKBE*CGD(Ve>hW>_vie4rinRcQC_%YVxp9LV~gSV z^G)Ya8fqhRYk?!4D-;K?+q^~>?QJ3524%gDM+3)teGtDQ{93)C5bfT;|jdzSvksQ!}$X&8&d=AztitsqYUJ-RHWGdhz~Qf8*7^&qVf&T~ZlW9b?w7}qEe97FWmSBE3Wv@Te zYi0Eo7ENWU%FCxoI+aMCog19aEdZxEg2l(C-oJnUrl8?F(vpZ> zp+M|^xd5fd-<{>>Z-l1jpFdwnQ3M<;A4ZXBSY29b?x$niM#{ku_u|+5{4GPn$v3|R zn69{s!hx1-42(Zci|U7FZ;x%BdunBE4hihAOg}CG!T8o!y2u3N{*Fa|&Nq`!bme9W z?^a$c^on)B%KZT^MP^P8T@ckxMauHMi;(Lci<4FR^RTnC(=WLW8VkO!gNN$d{(c7b zl^tEA`Hz^i@$J;nG?7rcroX?R;3S|iOIoHEH-hxOao$wER2uP`g-;mw^^veQ!WUX` zR0*8kQ`M&CRqf55C{CW9evIHkoliDq{I(?T)4M7v1cp3Bj|#&*-S!-o*8Q1;gR>{A zp-brW!b1Anw>8r$tRGWTWq6+g@8;0mmkH|e$j4N}X- z6VJl8FQp^LS2Ej1b!5GtDflb8rWI)Txwy!xC&;U!U%q^tmJ2*fL>;zpPmSWE1_qGv z1796=C8kqefb+ks--t73gF(6a%{VbJ*IDpu5_M&zteTy*zP`S*o12@x9@K-BwzJE> zj2NT;X4d!o#O()^aOuh(8}RGr&$YUAR^|IDD#UMSP@>#Lq~Nqiq4lX?HnW}f?uPn$ zXZwJ_K6A2@=gzf`D!@n*K`8xZA|axwJv$*HI_tyf!GngmXr{}*|9hlZB= z%>?YYHg{OGZ!JQY;9-I0hn$>CrN_%=HFz@7mG2N%Ua^AbzI_KOUm@QmcAjL7OsbY) zLu6Mj!6>Pz8`|63AByAb+2jD^f&`H3 zpVK-V$t`V=+!?i+2!SOa*BKHz2PBpy8XDGl2!1{@Un@4ns4ahha8@fo-o%9GO;jyRDfI7@K4!Gg#{!nFU6WP& z4hck^>^=IRo`|v#HEDC4u)N#6s#k9u(z1El8AXLNH|Oi_?v{7hfk3=GEh zJTN3Xnw9sAwJYd+?dGz8zAro-%uU86$zqFJD4f!OMcyKa7RkrVCmX|d2Mfo%i;G3q z7lstg%rbzTAr~i+bw;Cj5_|KMvZjaOQ7e$%XSSqpTprF>QQrK;#iVhj>VQMS%=c4# zU#CsUvO#5j{3uj>Y-f6I&Ja><2*fzakwOVUZQ7nc4GiFV9Bc-FG7NZkh-;w8>Rnmc z19U{1R1_6kaSXaozT!mpol|)8!kU|J!ts^lF9juec?xe-tXOZNc;0PJl3e-~U#Opx z^vSyclqY~PYz9$#o7>wF2?^!|dMN&Vc)X!wh?+sy+#b7rf`MU5&_^By1oaML%cA`p zR@_8TPExs=V^0}IGxJAx@;KP*B8ee^E0X{qf(G$~f}LelMzU%n$bP2LY7)y zp0K{|NPyViC-nfRrk@URC4q4W{qaK;qK+Z_Mpr?b{zVUAJ{TZBKJpZ{VOoLp%)$;& z;lh$1Km=Xk*A`~p>3=!i{6(nr zSd-mGb!vLLKe%xy-jzll+7rQd4HDL7$KtI<=ZiwJ>&2kk`Jk&m!aDD46sA5XB*^lN zlYCM+QSD?C3iB>nK!AXO-2jsovgMmXRgKV1kqg!14NE&Ce(fh`#2hww#UACyJ$XXv z>*p7O`T-ND0boki@i=i=eC#=IaCW_mYxX2uWKB_=VX$aMv?V(_Kff2p374hQudr9C_<2&?={uJm%&VV9;K+6F>Q+97r&c6#6P zRn$@0`Hwr$hx{OZpz z|AWq?I&Q7>ue4m!V6Nx+`Dq}SYGIMpnYOB_te1?c76QG;$N1=-cWvPA4&z18S-}hl z#Z`N3K_aC6sZN2iCy;>puhMGT-h9|wdLqedcv?YA8u&cw=_BvzdYLN{|Mx)@)6T_^ zX|p^r7E=Yp?>S0GM^db&mrRfy)Q;8rouID`;HX{e@q0yQ4!vf9;Hi*NJgwr|YJQOy z^)7_a)w9nnH(6vnG5#t5BOPO4kTWt$>oi(baB~wEcbx0+X9X5;qlg}V%gk(^@g%2` zd3P@)yRiU*WGXs3mi9~)P)E?e+w?xl_DB@f%eUd?0~?!l_kCHlao1yXbbSS8F)-|N z@H9TFsDowbLlv6yn{0mP75Rbt35zkc&7Khv5rgSRZU0vP4d_uK|MJSzrWM4&r}jgNV#Y+ zq)GwpwJPfjp$W3RqvO8_;RU_-|3%JxuCaR@Pfh{J09h@F!*LaKS$Q~m&1%ZD(37^*Cf&xwKAj5x#f(CJW zNp!*Or9yp&`c?;r8r_3`zNhQ4f52%uBsxwx4}tN>MW;g$n`g^iN6kK+Y z*t@W~&8!{b25K|8vN8#*GcgHC2>%p0wBo}+j||l6G>@jCFuWw}bp=8OX)(;&fjf#g z9I15)ebZRWSn)mLdZUKT%lM#T$o`1-?%#g^PdSwZksWC^nxFSH7X(eZs?nfH{- zKsWn`z6#W^adsAk^G|d$EA*Z)FB`aQqOWf~UjUja4iwP)%*@n`jFxE??*nRgkvQD{ zdKg+9^j(}7w522^XVDHZR>0w4(+bTXEbMu_v+87eY!HDWXyB(qUQ#l$wIV%?+JRG0 z*NE6UPz*e<`{+he>j^5g4EMFDC>d&B?~@|#_(X{-ab%*n6SEe@+;By_q}w_{JPx6j z)aH)UFolf`L8T%Y3XDRAhoR$waOrV~^3UKC?RB>A_M3eB_HBB4`b~0jZ7y?ZSsBPQ!I`Js z&OmlTLAmOqg#)88RZl+Lg<-AbZ{0d1u&Sv9{dCya*ifMUN71~;;TGa;bw~X0hV~+U zNGVqDw|=^A|Jm=q(U=eTQx${7DK{O?U$sHsLcDR>5*C8>xH*Zct$e%jn8W3`y z5U`+ho)dhZ`DE))NVegUkZZwG^tlI+Lvvh*SqE`Ij;(Tkf@#(`E*2ibs_9b4#mTA( zJ2SDxLVY7a)2_31Z44lH94G}1a(5Q;_eR7QFBFE>@Qa9a=kkit2N6ySf>0;T;AB2i zk|*=8R=@XWVRC~&90ZhUX$>>R&=w~V&UvAV_xx%;sOHIPR3aFsqaU2)r^&7YzaiDQ zz*<8i?t6P%OAEOv_qWIK=uOlr2lQVvs7V|jS+GsbYz z-0XwOh2T{+2I$R&dqpa24B7_+C22>eri`0Mdy=-W;Ew!#c8gKl8{W}d9S_Piq07`D z*=Fw(advSDkBBf(55V7%WBa*khs<-708m3}>ZK{EI&6%0rJUnA*-ZKch_bwSa}|vq zXa%EE!CkhY^VrM}A-0U?zd)fGbOSX%KTqKF->3S)PjV)PS}WsFc2U;zUnsi6$GWV5fBaO(U6#!NF$|)ItE%Xgn5?CaOJ9-|52>> z0DII4PFbJ19VS(%-K3F=F)#?umfcR~uAYuNKYrH2!UFo6WT4Br zff6V$KbpSy_rIbuoW-juuuF^F`ArH%&0H$vW|mQbGJ9YtSjx=w3~Dpp)znmgm|I<2b8G9*_bH*a zy*sc*Lp@Xqd+{C{*Y41k?+T$7o2niL&DG3;>Ota@dvIV5e;~Nt`h@WzE!BDY6gaFBHcLH-aGhunxL_Ky9mla$UdJ6 z5}iiVVn7g1Ne)e$*3&|6%hJY1(GF|m;GmX271MQ9)oASzUSP<28sej-hJE~~*TyQk zW4<}G2pD2*Xle?81C}zUSftP`-#!1k5 zyUxt!jD?Ep4NJsI^ufHDV1W>a6^8gyQOgb#TBLkDngI+DM=jzvO1JguuW^MZYMn+b z>_x`;QslzO=8AZ@A%_J5PT;1`tz1DkL5M5{=oj?+moE%a=2X!j;a<+Rh}hVh>gusW z#E}JNJxH}P9J424b5>Bsur@vnt6BM3C{kM&075Mqi8uT-FxmqKS2ahcHLr=?EZ_^G zdpZeEL*if!^u@h(sm5gr_VtYVkg=5swYIAl0YPctT|)WHR+{_BPKJ<3iGc{h+Jgpi37g_u;Hvmj)+F2z(;Q*bkChZOtr+)ZDC&*|lPI5M=LM|&^Qqk7VLI79aibz5DwRY2|yg5(czO>UY(a@_GBykch zLb@JnC*Z8k!_~6k`3X{T@;^bkyS3M%5PqB?ytSC*Hd@d#8l^V+J_Tezs~brA*ve`O zTJ6q#w?oQYLfLU7(EPvNn(tP#@Ih{R1~VaxH}86Xr@pBv-}dJh9jSb$MI8W378-c8 zL<62wny?fcXqH zY4`HZ6Mfnz0={-9r$nmGo`1LYeb%QGeaJ2&3B|RCiEW4$TP(2>q`%(QfKMw^w{B87M?03!VEP69Bvx0(O zjRwM+b#cBKOf7?R_(B6iBZ;#l4EK6DdYQ*%Ch?=zZ9ZjE*@-kd5|aNhlotrN6)|-?aN9lwb0Ii(K+>X<%ga z8K#=&D7>x+uR9GzLAgu{uA;$j@Y$3!#h6FX@94nG3yM1$gI;wR^&y|*hlyIsd?&$F z&p0mW**3A^KN;ccjs#(mn}=WJ)zs7)Ls(*rdk8yDttNK(>d;Xp(aJ8#Y8_t%!Lr!g2Z-WpQx!jA5!L3g{Aff3hg zUJT})k^qrj$3TU6$#Nr9O_w7l!C1Q<=E6{!LR;&vvEk-@5xe^v_=28`lC&7i{8i-X z{!iGg&8El-x5#%%3h6i#WbFQirF3$PcO=9h@t;lbZ>90ym4mPtOoEOt1;(!p5(Rp+ zV{i$vnVL~rw({TUh%gk;U;9J`pMN{WrBnI^^O)g-~uw>=cyz`%W}cK zDk+VUZ+SH^12#)MkzTcCA>Yhh(|^07>lv~VKEr{H7*iN0ls2`Yh+XQTW2RS z%Z_#ccH66kg-P)d`RvNeV%8@$DlTvRD5{6~kg)?eM0r)S6n?cUU$j!9=Q}H|C>v(! z`Y$Z~GV*^Zj`MKaTD)YvKQ&+2Wxa2*Yy_bTV=vI9?U^dC%VhYZ$D(31|1ElczM@h0 zCBIwBWEc!L7fh*Nazkq+JnZEeU#acR$=3(C%9W_e1iM#BR2a-KBe3uLqk+Q7Q1OTl zcO%)vBTn!}$Z^~n-djlLCc$`LYLeC^5{1NWY!E$mWJgEH^q%d(9zN0O@*Ww+yGBuf zXf$JK)GG#D!o=bx(a_{hlf?r#soupcp6?MxcJ+y!qGgEjlXS+y1N(3c4FSUE|bxLR;;qY8@P<7=Pd70+Yyjk&9K zjf9L8(7D86ffi2~bot&+21wx?7nLl_&TVb?w44*gU<8hX6miOfXFT&Rl4JLz%kHwR z#1cqqPi3^0{hjaMVJ&?kncb!Zuh@ybf6Wc3DV1xKi}vNdm3TL)sH->-1PtkWR4~Lbv zN3h@1qh_BnT$B`qN96>FL~mrNuB^2DTzy5&@EO z@9!<1>7hLTa&}>8Z^WyoOo4RfK_pj{sO@qCG$sn!V}{3>K-Mi%ii#u@4F?K8>A2?| zxH>cTRaG6dC%9SKcHYR*rQ?nkT^Zisvhpyqt2zQ}WvwA)>?kdZ1T32EtnZuYGR_2@ z9w>}zr(yejkY5+TJ<$}SecIvp%!7wbmrEHy8Aa$3C)i}E_I2l(seQ6DF8N_L)wVL) zRhQDdJ`bi=Zr_8AZST}%;v(Pd`u>1?z^9ned%noP?A%%e&|Kz{VFMU2gm0eK$Pk;u>zb~ zS{k)it*kW2kE~Z+>EDUmYwNs{LDIZ@x;f9$sGPPgAcoN*>K|wne#6iG5~~-}NJ6Kb($) zv9qx`TEf!_d^M!-jcO^#2qgetKQCO1^(Mh(ZhDuKW!pne6L&zW)cwEf9YI diff --git a/examples/tanh.py b/examples/tanh.py index 82f9be9ac..3d9849940 100644 --- a/examples/tanh.py +++ b/examples/tanh.py @@ -1,5 +1,6 @@ -import autograd.numpy as np import matplotlib.pyplot as plt + +import autograd.numpy as np from autograd import elementwise_grad as egrad """ @@ -19,27 +20,23 @@ def tanh(x): - return (1.0 - np.exp(-x)) / (1.0 + np.exp(-x)) - + return (1.0 - np.exp((-2 * x))) / (1.0 + np.exp(-(2 * x))) -x = np.linspace(-7, 7, 200) -plt.plot( - x, - tanh(x), - x, - egrad(tanh)(x), # first derivative - x, - egrad(egrad(tanh))(x), # second derivative - x, - egrad(egrad(egrad(tanh)))(x), # third derivative - x, - egrad(egrad(egrad(egrad(tanh))))(x), # fourth derivative - x, - egrad(egrad(egrad(egrad(egrad(tanh)))))(x), # fifth derivative - x, - egrad(egrad(egrad(egrad(egrad(egrad(tanh))))))(x), -) # sixth derivative -plt.axis("off") +### Plotting +plt.figure(figsize=(12, 8)) +x = np.linspace(-7, 7, 700) +plt.plot(x, tanh(x), label='tanh(x)') +plt.plot(x, egrad(tanh)(x), label="1st derivative") +plt.plot(x, egrad(egrad(tanh))(x), label="2nd derivative") +plt.plot(x, egrad(egrad(egrad(tanh)))(x), label="3rd derivative") +plt.plot(x, egrad(egrad(egrad(egrad(tanh))))(x), label="4th derivative") +plt.xlabel('x') +plt.ylabel('y') +plt.ylim(-5, 5) +plt.yticks(np.arange(-5, 6, 1)) +plt.legend() +plt.grid(True) +plt.title("tanh(x) and its derivatives") plt.savefig("tanh.png") plt.show()