From e6ede20ac47ae98910511664660e09434ac6c98d Mon Sep 17 00:00:00 2001 From: Subash Prakash Date: Tue, 30 Mar 2021 19:24:37 +0200 Subject: [PATCH] improving glass blur using numba --- .gitignore | 3 ++ imagecorruptions/corruptions.py | 48 +++++++++++++++++++++++++------- requirements.txt | 6 ++++ setup.py | 5 ++++ test_demo.py | 17 +++++++++++ test_image.jpg | Bin 0 -> 80864 bytes 6 files changed, 69 insertions(+), 10 deletions(-) create mode 100644 requirements.txt create mode 100644 test_demo.py create mode 100644 test_image.jpg diff --git a/.gitignore b/.gitignore index f0e87b7..0e43c85 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,9 @@ build/* *egg-info/ +*.egg-info/* dist/* *__pycache__* *.ipynb_checkpoints* *.pyc +.vscode +.venv diff --git a/imagecorruptions/corruptions.py b/imagecorruptions/corruptions.py index 5630596..fba7862 100644 --- a/imagecorruptions/corruptions.py +++ b/imagecorruptions/corruptions.py @@ -15,6 +15,7 @@ import warnings import os from pkg_resources import resource_filename +from numba import njit, prange @@ -149,6 +150,20 @@ def _motion_blur(x, radius, sigma, angle): blurred = blurred + kernel[i] * shifted return blurred +# Numba nopython compilation to shuffle_pixles +@njit() +def _shuffle_pixels_njit_glass_blur(d0,d1,x,c): + + # locally shuffle pixels + for i in range(c[2]): + for h in range(d0 - c[1], c[1], -1): + for w in range(d1 - c[1], c[1], -1): + dx, dy = np.random.randint(-c[1], c[1], size=(2,)) + h_prime, w_prime = h + dy, w + dx + # swap + x[h, w], x[h_prime, w_prime] = x[h_prime, w_prime], x[h, w] + return x + # /////////////// End Corruption Helpers /////////////// @@ -189,6 +204,28 @@ def gaussian_blur(x, severity=1): return np.clip(x, 0, 1) * 255 +# def glass_blur(x, severity=1): +# # sigma, max_delta, iterations +# c = [(0.7, 1, 2), (0.9, 2, 1), (1, 2, 3), (1.1, 3, 2), (1.5, 4, 2)][ +# severity - 1] + +# x = np.uint8( +# gaussian(np.array(x) / 255., sigma=c[0], multichannel=True) * 255) +# x_shape = np.array(x).shape + +# # locally shuffle pixels +# for i in range(c[2]): +# for h in range(x_shape[0] - c[1], c[1], -1): +# for w in range(x_shape[1] - c[1], c[1], -1): +# dx, dy = np.random.randint(-c[1], c[1], size=(2,)) +# h_prime, w_prime = h + dy, w + dx +# # swap +# x[h, w], x[h_prime, w_prime] = x[h_prime, w_prime], x[h, w] + +# return np.clip(gaussian(x / 255., sigma=c[0], multichannel=True), 0, +# 1) * 255 + + def glass_blur(x, severity=1): # sigma, max_delta, iterations c = [(0.7, 1, 2), (0.9, 2, 1), (1, 2, 3), (1.1, 3, 2), (1.5, 4, 2)][ @@ -196,21 +233,12 @@ def glass_blur(x, severity=1): x = np.uint8( gaussian(np.array(x) / 255., sigma=c[0], multichannel=True) * 255) - x_shape = np.array(x).shape - # locally shuffle pixels - for i in range(c[2]): - for h in range(x_shape[0] - c[1], c[1], -1): - for w in range(x_shape[1] - c[1], c[1], -1): - dx, dy = np.random.randint(-c[1], c[1], size=(2,)) - h_prime, w_prime = h + dy, w + dx - # swap - x[h, w], x[h_prime, w_prime] = x[h_prime, w_prime], x[h, w] + x = _shuffle_pixels_njit_glass_blur(np.array(x).shape[0],np.array(x).shape[1],x,c) return np.clip(gaussian(x / 255., sigma=c[0], multichannel=True), 0, 1) * 255 - def defocus_blur(x, severity=1): c = [(3, 0.1), (4, 0.5), (6, 0.5), (8, 0.5), (10, 0.5)][severity - 1] diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..4db130b --- /dev/null +++ b/requirements.txt @@ -0,0 +1,6 @@ +numpy >= 1.16 +Pillow >= 5.4.1 +scikit-image >= 0.15 +opencv-python >= 3.4.5 +scipy >= 1.2.1 +numba >= 0.53.0 \ No newline at end of file diff --git a/setup.py b/setup.py index 3146a64..d63be01 100644 --- a/setup.py +++ b/setup.py @@ -3,6 +3,10 @@ with open("README.md", "r") as fh: long_description = fh.read() +# Can be used to load install_require +# with open('requirements.txt', 'r') as freq: +# required = freq.read().splitlines() + setuptools.setup( name="imagecorruptions", @@ -20,6 +24,7 @@ 'scikit-image >= 0.15', 'opencv-python >= 3.4.5', 'scipy >= 1.2.1', + 'numba >= 0.53.0' ], include_package_data=True, classifiers=[ diff --git a/test_demo.py b/test_demo.py new file mode 100644 index 0000000..df34259 --- /dev/null +++ b/test_demo.py @@ -0,0 +1,17 @@ +from imagecorruptions import corrupt, get_corruption_names +from PIL import Image +import numpy as np +import matplotlib.pyplot as plt +import time +image = np.asarray(Image.open('test_image.jpg')) +#image = np.ones((427, 640, 3), dtype=np.uint8) + +# corrupted_image = corrupt(img, corruption_name='gaussian_blur', severity=1) + +for corruption in get_corruption_names('blur'): + tic = time.time() + for severity in range(5): + corrupted = corrupt(image, corruption_name=corruption, severity=severity+1) + plt.imshow(corrupted) + plt.show() + print(corruption, time.time() - tic) \ No newline at end of file diff --git a/test_image.jpg b/test_image.jpg new file mode 100644 index 0000000000000000000000000000000000000000..4d3e20d684291ab68b159405688a83f82d4f54d3 GIT binary patch literal 80864 zcmb4qS5y<<7cNZ&1Wo8o1QL1x3B4&Lp@Z}eDi934cThp3w*U#!B@lWLLg=8P^w2`D z7J65TDA+E)|62FqKHfQN&BL5I`+VO%yUd)~^Kbs&X9|G6ww^WxB_#y~G zsF*0{ZHYS)B6kEuL`D7+LV4}lHF{clW_o&N5iT|^k^k@G-+KxmEtMTj12v@p1r?Bz z8c6xCmx7yuf{L2*Ke+$*proRpzQlX&vXhgN;{WZtBt>=E`EQYeftr$n3P26Gyt0#| zx&xst&E%q@iKo?|WT0c9q)4a+b3+Sch({*_`2;k^p zpadIgQczu?q@;<>g6YxHK3vcAp9PkVf_lyrLoq5MC;E{9; z?IRZcSPo52PKM`MfUB@eAbjhYCb3tkWGLytw61humMn_QxGWkd?V!3Afd5&;yQ|ul zl67exQuD>#;k!d~i57f`nIV&(Cg6V%E-79Dq2S=tqq=MqJ^!^!qI}PvJ)?-B&;(yn zN_?bUpZKm$P+k;=YY@XQ}jL)iv`nxVX^cY91|KZK@0$fOg{i0Ed^K?NX4O! z;&_-EOS2ASq5`ne@gWld51&1Jo~fRxq06Vi#{{CyWQn!NqRrGO=LbJ?rM{znM?DiJ zOT(WTKsyA6@x}0^YyC%`#+BkBpKEMtIfpI)fC8$&Q%7;qKD!h}(MKz-d6kw%9ZJKj z!C~WDX|Vs+Na^B~#2Tycuu9l}B)2Q*YX@k`3d8k24g01Tse$WNP^r5*<2a zvp(y4cn82GN(ZK+(cq8O;s8_9XA0`hS5wnavr%hMzKWq0xC6*!k+q?rV4$J0qV9V} zewb>)$ikoI&z3)WlZ_Gkj!#2ouBEt}^;T=k{!D94-ON?o2QRBewB2&JN;UyArpETL zo!ff=VQ?H-_#!?0s?s|uS|(F*jtT7{U_1pQ4Xr>75CNd#g1E>bGFYfto~hF!8|ZBM zQ#c;-(J*mP@x^LUJQ73R0mM?o(l9kJ*m@6VB0*fV@hOzanMho``qiscFc-K;ECmgV zX1QxMHA_PuAK96sj=ArWovh7OS|(Z=__btp^fR(LfJT5q3ntP~X47YMRee5wUBT?u zS?N_lJSlC8jA=HWvUL8WPk+bz^U3q=^KU^^MGQ^$`PHVSO22qc*oN=>%4=H4A7}@wQH9`^Am}(jiqokpYg;X#xpgq7bnd*sr zw3aW+*`$F47?p)A*)`otzK^p7K&|H0|BUW(5Q`qgh)t{+buZtM0UZrLkfxfNjSic6 zhwXCdsOU@*5@GLH)GdMfI8I#^khz;S;cv#hkPc)gms4kx`ACuM+oFyKn%#=k458K% z%Br=y5l^VDPGb5qZvR&FU&npvum40w%;)ty2Xn?BqL`XB<ljYohRv`opGeu@2v91cE8D!!P^#6gRk zZyIfx&bp#tjc2I@)Js|>kP+LR7#drf000#r=6_~Cp(~K7!O=)lduND?zl;U&j4wx> zN!pCz5msE}%EK3TUNu1Et-aM++*Ev^BU26Qwj<--Afckb1Lzjt)=-|cPFhI518+ve zpTM>6UQ2Qr5u0Nd`E4Djc4@!r;I39s_EZ94>LjJ+Nyfs@e-tzAm3qwCGGJ=3k2*yR z<*Q4>y`rm24FHRnX@XIi9DVULFEjz_T2#PmU^)$&O!ZhRlRhIF3IJ^^4QGmop#ID% z+Ssyy1^|qu;bVBwHmvP>LpMf5i!#^^;6g*LUkq` zIV$;!v}kpm4K5=wXVzsv(4gtPLlUR$;d)lr3($2&DVdSQxsZIr=&K?Q?V2meeDC=A zz+esp6RkAU0#Ln<7E%X@y^@o9B>yewAfH(@DqkqgWkOBBZIsm^v*P%B=&`~ivCp+l`e;V{-ug( zx!yBn(J|0405btYd;kH;IC&T)B~vWn6>I7p?awJ9LsuvCX2m65fy0&JJ3&`D5pF|Q z;kM|Cf<2usg6oHcA_GDGTGNGx<_ zC;@#pD>}Ycv{V{^5nLLL*O1*CVFfp%PUWcj*SD;toV=G1lWbt|{c7{KPsKHr!*)hy zrax~sulQ(Vg2vd96Vr{2_W5YbHGS*A=)~OjXCFN$4Zi1WDe9wSwld?c2ml0VXi}Lx zVxWn291WLQl>sFRhM8e6a|A^gAs$tryZx*VYoe}MPQibbLkVoxi$HQXg=qRV$b#av znaVk;fi!&7fW~Jce%HBZfix4WQ1zzd;jF6`*uIz2;94WW&U}o|f^7p@B!D*cYMu?V zbEA-}s|@JQJAKMtuhLR++9@V0>Mim(zHQuQuGW{mcJzM1Yau-06CzZ-X9T@hGvV~) z@2&Bo`V{3r<8is{z1`2-1v@kOM267(d}X;1{nKcD@U7=zO-4PtEH zmd`DUx~Z}8x=b$T0onQ_^aQuj@x0zKVKl%RqUY_VnATPFJ~#QkPT%%OkW!jKb;hgV z?Kvy#u~C`IL%XF_uHcr5 zdxZfa+AW>G9&Ao;MiG6t0A;dr$3$|?8d zV-HIqoF`AaY=4`+94;jzLYy%G(Ekn!VS6kJp#$lK=Uw;9lC!3&l8x)zj1+LR*rh{O zIo5JntIsh^ndTPm=J}%QrSU>1+AdLbRiUEQ;l+azX=bgX(3H0V^{b;c2W)GWJLXdLNaU!e&<&hVRKJvMiu*}I zDP}z=+%3a=;@clw%^5ep<3uh{yC@yH%Yp{^C(BLb|qL zFZLwL*Cl ztB34(qh*mhVn!QA<%%|6o~6~;NiuzKZHBhDlw13Kg`+XmrsLWbV&&R8_M!y5jG$Xy zJig+v@wSSTX*i*esm|)xc0CdGf%0`jcIgUx5yQgctHdn;hJ zDT1runv0byfsV^C*QKJORzfXiq+AYaRc1(1$K+%4m%w5zjF?% z#Y*d{6FV%K2^N-io)M$ZOlkQgzq5ueWsO|OCRaq*B#N|HbBnQ(dgOXABJ;0u5qWha z&;5}vQ8ikD22P>+OF?F4u{Ctb{e&vJxD@f=(BOtsW#_k`?K_@|yG!}T!79jH^%=Op zj12GZx->12z_bT$`n-iPn2gWwaClQR)+r(p>^mALx)I!NlSH{iE@GI$TcjP>%{az3 zYSqkPS`GJ8-ph9#LGW8_5`3xGZaomY1MwD=Aj(t8D_vi0@QEYuicC22k9>8mSAHUo?pSQ!Sw3q2Q>=3hA+{@6zuqN7f>ro|Ob8O3S=yLp4a>=@>=(9% zVkw?{9gQQM@U5(Fv@NP|*7^O3TuLruwLP%YceK*zw&e2cw+0TUl%@x00%2H-Yr2N) z%NXfS#E4GG8kn71?c&pTDT`QKmvZv+o1EjUI-o5E?6+!ZRIHxgO|dJh1i|v1bL4rS z+MTDBSX)03clgranvI#leBfr0vZfwh8A60D3>zLUm>||v>%8meW9w(+Fv+vFTy+f+ zi%q#!1x*VH@JV7q(Ac7OZQ$X-#^$5BluDK)!ER}roKGfJwj7R*iKt$*sXgs+0mQ~!r8rQ09jNK-eHlNC-@nwhj3`~ zBa(&vtg^k8gj{-NY%q(hF_vH(E{j-qE;EkQ(3>&{a*YmL(XT%@!%5fTNgmw>G&m2T zV2?@sCoQ2giJCv(szg$GN50zH0E}B|M#Dd(1h_+Pl-m_Y2tAe@5}2je>n7wmgpSmm zctwgA7wV|vCEnCpd4dJ{;R5G+T@oGwp@qk?WN25ABhWt3b}FmiQLkajY)WhvjVUYY zdsuU0!6>leS9|^0r#rSq2Q6u-Z(ZEJuCHxOshhOW>=>9TuUmnxJ$$P|+}3p^k$d~e zB`&vCaYG%g#s{|bx3wxqcH@hpRs@!O99iY(5E{J$mDdUuoZUEmzQe`#j<@TG_FC=j z9`$JSoH!dm@e1?ZB37#^HaG8fxslf@4oNh#Cib(UK0ZT6dvdS|(Y2e#?Vhq~eUqei z;(%mD8l`sorf&V9nBx!2>e(Oy`ngbYZGmEh6lO!eX}im${&Xeww{oy!ikot?a;}qC zTG&o+{?Ob@HQ#3-`u^P1m3>f-uHgJ>n+?{W(KQGM8XfM>(=_6Sc5F|(hjk`;6v#bl zw$_ob(5)8gdQGncw&%8LWiQgwyl))M>RvU|DdoP>gEx4nIKy1=Mu^gzP#|5hMdlCK$q<_2ntQ#Ma8C3x?@9-V(r<-f61 zP==;&ncr=;&u+sqbr&{ENKWYnJb6+zP0e z$u{(?=-9U3ZOx1BHp~y4ZSQXQkX~fi?eH=^DIB|#Opx2+O%~ixC3)-($LvAww3OC% z^K4?EGIFUq`R{We?iPpU@aE6MJ}j8diBgX@jv8L|$8I&hPq8HUEy)(fTX|dSLG9j- zj)ODO@5RjR{JE|O%7Nox7cfr?#+$nfudh`cDHt>99cGIYKYN|IG>^?Pt36v zbJ50Ca|q|EE`DmrOgwHpax)UqEh%TIQdaajcDeIWo#$(fZ_7uulF21hMAjmbrLAw+ zi;uAGM^{?9+n+00C3z!aqBD5rWC*ECHeDcZfY6B1H5Z-R*7rhw&sn$FZs=FS#vGR% z(T18r%e#;khP{S`WX~EA#coS#N6TXWa(C7g;9!uO-Hbc7RtsS{hwVC3KYpbiWMJ7N z=8a;v*IvT!$(&kw<(dms;RDd!qRG7N{_0dzabu^#Uc;k1a-DMY21VBE&Fm-NH=Ttt ziwX!xM!NtcTY>-bSbSlmSXfl?Ct=LCNgHxeys2QaxoYkX^mOmeXQTGWFwQcrErarf zH?37JrmYVvj5vDMlLy6FUC=<9BOdA$)~lk*E5#Q&MWt22ZndwC*qNF;x~K?QxMk`& z&oIj@%VwgX!~*LMu1rVUlgFWIU*4*2N(<)dD6RjoK=_roa|Fn=R&}Pdx}^Xp7*QW^ ziz#G&nq$(M;njE65WE4I)L0#P-@YtQyrJ?f`a^xs&B{#pe1* zR^-a~_H3oYkltpkKHi-E6k2Ca6G?aNv}*;D!z~nlwCh{{dC{@s!A^$BLqnlDZB^4}w?u`pOL$m+H7ZhuaWVJS zXn{I1@*AB%lHI<-`uhqCXYJ zM~s=*#~sak8F4IEBR$f%g&Y)SnuCz}MixrrHI*Yr>Yh=vTs&C>adK^8*PkMNrTnrW z$GnTKb&%F#0ng)RUq|%NljT2JW%;3QFRUD!y-DL8!+h z0mpd4qiE`ik=eeM0GC&e=8&(fa~0fyHN+l%Wk@xC#m6eE*T$5qCN#Iye*e6Ezapq( z|Es6@^kJZ7NLWXTyQhr3!TscQUy12yH5=a%k(qflHj1>Fm7=<~ujNv6WAj`eYva#M z1<&L@@3c1sTTOn1AzyNkIV*tqTLEft+Xv_m^Xun-ba4Gk#RWo++RqJJ%UDUZH??ny zRc}PQ^UOJ(Z+h3)Xu*y1WIN`_F0bwMsfMRI%E?la$#}V0Mgu3+X>m#8v{vJpt(jtw z%A$OaXR{^Eg6!6i@pNwfN%3Pn?HU;?jU76>PjZi$_LnN<+sH*^gxkoJT1OcEZNBtQ z{~wN4sj`8&jGzc#6;0%1yAfgJSCa>>>~7NF!<(4HbOSLy_3r0=R{P&<#QcD|pKVq@ z&)JVwb67(xJv0p9a_p7n!UpKhcWJPd)z19+SyTO*5{Oky`h-$5PSR%`(t1-z+@aJP z)Uw+wu$cBJ*o#`(dt^5HWkgKSL*?MD1-Vw-^8iQhsNy2yoT%A)yM4?^>QuAW49X7k zRBre8p=T=pX7Khf^A1liw^x6Kvy>rxm3?Ebz=)~9@_YENfH^k@tF0+yeYgLlQfKl? zN#zS`xxsq%E6={msehxZO}mZ_d(F(B-Li!VJUia@P!8+Mv3VTq`D7~VBHzU*NCr}8 zb=p)i{T^HfMu|g_5OU&0k=!)i9!B}VexAhYOO%Ik^m*&1ql|jLoZi%{_RyUoda)%H0@7p@+ks(MQzjM_ zuFNaU337>I76W#1^|c~gmd<@9vnn)g(;K7Y{uxVx3}dhdwYOnPaV-TCRYPEN$y2F{ zk2RhX?EAG2Eql&8!cU0JqYH=F$rj<{`GEOZ%&3dCoX^b5@A^(m^(~Ufnl!qi=HSF_ zpA4yL(u`=-!ogeF(N;NIP{?_w?@;aCbi^$#^Kk^y-G98}wn6cN+*Zr}xQ$2DNUdhF zPOz|;$n@~(LUBJ-Zl$oY1Cz3`z_?l`f}21Kh&Q(w7k*#lpOInwwvt9vg9eS>=`*J9 zyt~MXP2n8cu@ruN|6a6oPi}cmUCZO@(-a87QjiGtjMk)r+I?0E+abe$e|%CjnO6a- z9J5yYZ8}%^Ap3D271uC_r{Tg-FTq0O_mhf~ef`5)o>XO`c-4%ZF zTN$w%;eFLy)W1YBubXYlqsW@r_{b(#J78zHfEu(AJE6}uYzvm;Q>vIyk; zV}ff3UE3T~l#7X?Xy8OJ^JTN8uKzS=e^sNBW@*H?@u)lL&zXyn`St&NwT`Bi7gHptia>Za$?_#2!#%4drZa} zNRg2D1^1%rw#J(ts}vaUrm-}h`XLkFs?C_Kq_6et9<>C@pROO2NqmeZw!Co>+w;v` zSo8Gz3271Qyy9+Gt=WC{*kevb!ay93R%{oHwVR)+)HcbVj~iPP!=5&&L?DzGv^}XH z_=(zvGGVvmVi%mR{KuyzOW97#4%__%10mGbBUXe=SvVEIh;);v+E@ zA`#VFHd{{hAw9$O_3oeKHf*uEjL?)tvNrY&=;!beS1n%64>BGQ5>! zhCx=bQslpX^BU#L?G99o_&r+Vx$)g^$zrZ_;9hynX@i#i)>`PdcCMedFs+skizpjs ztepuV-G*Fs*k7r?(_5uaa?X>erhB%92f3T~o&Ng72h|Udb##o3Sj*SR zT%I#2239s%6*yreVV3HVQNYI}LrWuXy-$5#t;)~^uiD4ef~{12Fe6)YX3rZLswL;R z0t=e9Hl++-*ZE+51JTDjJX3J58Vkf+h+1;fb{QPKpj}=qBVpVm-9zrFEoS>D$}nj& zdCg9&JCByW1wK;Ax~cq1`8}5m(mc@I(rIqEp18Wb>7R{|VjC^)DN@3l1{+1Xu>B1| ze0O_`wC|h$7~Q(QSUZWoYBQo8-&bK7Ar=vo0>L$v)XETzvbok5DoDd!`O-vG6(eJ^ z%D!{sVZ7ll$4B`s(0R;T)={m`hlGrto=o5h29#=O&QZ&2iiu?3GE3P!Vh>X!>hwRex6rf zNc?qqRq|L^0rDnSDL{V-)eM9a%6Ouczgd32UA*AgIsUP6$8)T^zC^rOVz6<0u0*$X z%V!JyB=utBag^gN5d8zq$@*5|^4Z9M*{to2UB-o`F5~zL%sh-x^!slj=#5Yi{04fn zAZInTDd_Gi7AFgff*_WxMNvS0Q?NUX&MI*RwqTt7md}0MJ9gZD)-t9(zll4(uHvyl zX})8?o)iP4(T<8G>`j^_%>kiXe$(F3SU*JMXnh~HxAFa5gU@S?N}*9k+b;)O)opX; z;&g0$=w&xh}LP@f|ve0|{menDfXWRhxyineXHz|3M8s6%fIy$@2Ub6?>Asfta zhP`B&}=?ArM;cC zs5TtXJ5^RbXXTa`d4;Z(7l%xYUwIA)S{x1gzFENeb;x+&)`?@TnYD@@r2axyFE7Z% z$oPktkqE!7d(AGH!qmg&MZ0H_>?UvnPVDSVo1b=QXvTIF7kjj>+KpWJJGgC6 zVrR<4a|PL75GidZZ#~L>Mb`7!SjoiQ*Mi8DRdn@mE18#)WgY)Iin-5}Nr1N9*LOL$ z{bj57Pw+jKS?RIWwY({T&`NV5lpY@I^;W(Q7hVJpiMAE?6n|^Huv%HFnJ>5XY}Rt> zw$LA26XNMN=vb((gP^tQU2De^^97^o_~sTz)1avU_c0PTJl*!y8+Zk((Mu5{|aA@J8No}o2O>CTpZBfOHQRb*J-(89OHCvze0!JfyZs$&P zJ&qh2^ZU^V!TuihiR9T_Fak{GkG=NE_twsTovnoFWt6qU>z}$M1P4f1JP1rZv-W$C z0#}fGP)wd&l)X7tAt8BzcT=u6q3<^}V615k_yO(aI24&Iy;ALu#P4ESEv9!I<>=$&K<1Ao zI9Fs%dwzW6f_HFTC$fcT=@U)2QhZ!f5U_~;UJ)(& zwe$tvq>H?`P+l`kZJB3;0XN??8l_J@jrmM~LuU1*YnRZ=rLwmb-468Q&7E?a!Z*#xh+zjoMG1 zUKT&y0Z>p;QBq%)o={%-uSSaEzv3q#HGqkqMnIaG52^vWqj`lzM*X3dAFHfM=4DM3 z?PVDi3( zAA0o5&q7izXY!)lBnZLO465b(_qjux`l7cgW4iW#8lqeKZl(#@JYrz+kz8C*CG1#v!{`bW{C73G#E^nkO{XlN|@ z#@(F&S<6hA$!H@eNrp|acSsf!wH)9jEYchBxJn2$D~Hl&QL%GQE&NA;>)45??d1AL z(G2^<>8kN{sHBNkTX5X4Wi^{!U7MN3TzWdSxwL#Xboh?~P54Lgo9=hO8-M)du$#-dGdryvJh!|Y zF@k;S-+ocevC!6WKk+rwkx&-tWsj0-5sw;T=BYt4=5C5t!$A*^%nIGTb9>08l#gS- z0s_AItH!m5zp;rsy%2~qnj8{yG**yAcXMKkdE#j(PpppxX8K7i-lwcP}y&Q8d!X6mamev*7zaW&saf&GZeC zg@z@~81nCnVB%k#F#ox6dfMTK3+oG6s|MX=3q)_rX9B(d!MuHee| zbjO7#&N;=zU(5<73p2Im@e6ki0}j^&b|Rt|Di^YE4!y%b6(>sX-;mvyQk(dTtq)sW zmtW$whwv#!A>O*ku_0K9;~PZtf~K!S z*r-UKX=ln4m#*;Hp!4*%U! z{#Av28^~LQ=dIN?g}o^IM`4s={q>T?rM8m)$o<;HBVtgd*UbJx&q*I*ShZIn_qD@7 zWrEB?B7|tw1Ui8Mm}L>$eLa_5mD1cq#Fxz`o_em=^M6S5r!MRVP8+oxegBiW`~t^% zfPK46;#IB-=4rDt{keWF9}d%P^n~ZuYEQY(Xn>GEnM+Bj;Rwp$JYY%{DQCxzbkpeI z?exH5w>`uc{x_eQoEq_#{9xzxnbao)#ukAdL;CQl%{RG}Nuh-8wFMyebq3e4nJ-W4 zBT^%CUp@7SP^}6mU1E^bIsIF-{QC(B()c#`a@?<%3r{Y@t>m4Ok}$R|(<$9R0coZXN3EBBVa?!r!XRbOY#Wzy~|_KETl3ki%W7A0u4Gd#U*c z+g^=?Q>WA9AEugTP`6bnotoL+K3rq&rTpyg1=1M=04OQWsJGrpDcWl6yDl@>xNbBSsFnC9$GSOB_F2L~1V6Oj zDYuMFYjLxO=XJ;z%lS!l;#fqzGPG8t^?{ux1Qkj%W{H>HvaftkcV z&VZh&0ff{V_$lB13O!Q&RED7Rd49q%{HHAMZAQMPrkUJ5HL}I&#P!Wa^{K!A4 zE@!1rvBYj}o&;%E5dY-^#P+2h=9bM~`ruh9lr-53;v-G=_YYJ~rlqC4KLnq%qc`sw zeV2kda1f5tt-;0H9N)8=b6J^Y6ArM+v!t_LyT)GyQZP71FT;SD{0rim!ru4<{R?aW zQ#ZUcjWfL0rCz()cQXjRU`s8233~`$mAh5x4L`3^0ob5ftM|zr$FH%zg?Fu!bP64S z4*g)YysmqfmVgy0EiHW=!3=3^>}E@K;YeYIM3f@?M?aw28gpRX?9F?23y4b-MqqT2 zrN9|?#9oAL+kYn43zjDIo_2egDR8F%Q0YADt4tiHp4tKqD6Ny<{*u#gL0jPB%@uh4 z%$h>#$0$w7+~Zh*7m`P6Zf!$W3vB^BDa?TGjF0p4!y?YilW90wEy1!$ z!JGQGyCc22?Pf^|blVeT%^45kf0h#fv&s_wpV8U2EepY(^RKC_YLR!xX~OTN9Nh*4 zNf&6h88mbLW!~7!h?UH76w#k#%ew_hA7aPTY9cU7Y!3(|-r6O^o;JBRpG=#iH3`n+ z_oQTolxA4jtP9z^Oy-i$fw`PvmDSky5J|cFFau$M2bZxE%9SHa?BNYyKsEhyxlR{zj_)0OX5cfKqK(n zvtDMLf>=9fGLrx?8^{JrL=kgznB5yp<N(J?CNijF2&` zqu%Hwuw68qKIif;>d$M-`fl+t0l8PLbS%rrH+9pB z^~L9#5h?cEGitn9kVa|fJx(=9;(QmA%M4*~N1%TS$ZovT#7wvg1v-3aeky410);}7 zIDxJ=@Y9udRg*z>I)fw5LPRYxBh#5}gpQSBI(3qr!2;qJN74=LW9Zps=seeq*(uNq zPn?fC?Pf=R$%a{a5F>;X%JpcqW{ElzgDE-(-LA5xpJ7j!Aq48X#c8}ZY*tMc9%qBf z!jc4_%cykW9(_{fWp++KnCJ#FU6rYe6{G^N(5d@z&2fI0*U5?}!txaGX~~+-ZeL{l zT{uorET$4nWaQ|w0l%m%O<&I~?%6msY3%iQ8PFza^QW0q8fd){OSEg;9b{xJBYWQB zCbNZuiFTz(GI7y0gCjEG{UB*lc!@K@FIpyKOG@hf(cQI{uN~&gFl{O3AySJ?9`Lq5 ziVX%cbhGg_-`S2A@_LM&?{E<|@GmjYH>pg!Z7z)$$$@zjY{re!sgj6`R!Jq?pBr}0KPbv+2k`>*PYcN=S4lT3`4t}Vgaps4zOW9!X;KsR*_pDJEYs#-$#Yi zHGmoD_L@Q^g^xXx)cX?s%llzo1m~kNHuU>OkT*Ujx*Qr0=ji%l%FjQL=fci}XKI(# zx6ri4N|*k8178CHU4V8r3y9PtXR-lgN~wgc3=X-(eO`;w^n!=$j;P zEg{{`7!uQySt6qalsCYX63qk>zv;t|ZA0r4!zaIY+oodUg<)>NJTDaoUS<{-GZ-Y@ zG*Dp7;^dv4sTP3U7Lp@sG2UO4^}UDjsUD`hQ6li#4r8o$L9w}8zCcCw!zwVr+#M5#SHsR=9XwRKe`Mq~Aw z1P=0&>{2~p<6@Gy$LQ_@9OWJb7N4>p9nWgWNPBPR@6AdcL2w%ZSBG>PmojBy|A-gNFTI z_57qJ#+s$2Qw=X5sk$0WF&6jk8m6bZT{ty&&*9Recl8@i7#b^19lFKynH6kBQR}}@ ziGg1XTBH&rqXrw_)%bs2i4ZmpzbP(j=)aGJPnnkv4u}hk6cQIb+s0bf2P7u=s;dKj za&&PUteroQ*A}g(9TwWoGC@IDqOppo7CIvh-a@y=wZk0uiB&_w>CRL*l$jR=D$~NI zVKrf0`l`*nj(K6w6Au3C??q}vqEw6K*FGeGf;oQZNj?-Dlk-p44g-9zcJ- z(Cb1sMs`{nn+^YO&*(x01o4jRWL3T|2qwiuN}+CVi;tBzwwO!+7LAUdGcDn?Gm$V;%qFfW!HD`PK5mEXMI)yL)N}p@c z_O_?OYutR(k`gu7?QDp9|swQt-yr!Qtb#bY_30x#i0~;72tRdh)MNeERu`P7hQw_NsgZ9EJuan|jsX z7P>mQtd|BRrZry8XuXlg!Cfc!o0Q_7yuLnRf*Or^f^>*B^l- z)8n|&zGO|e;IOmMi%4kHq9+UC81AEt6sdceEuL3nE7pMU2QLYB+VDv` z{)TrN-ks_4@@KkIDL-*dSbH^KYbfdDjdh=#_i)nKT&`%yduUFYeOp17}gq*7oaCcNjeHoZowV( z@3=;-^#1~(>1+y|J*P0bcBAR0aZ-ZI*z?hT_hniY^DhC7E*qs$zL=I`b3i;aE(J80 z8D~IJZe9u!=>2K@1@X-_q#~#)KJ$cQGUiL~qL#z5(htS=@okzSc(-5ovNsi)n?1)k zLQr`;am%(Dl0P4RkmHd)FwB`=J^Hr#M{hBenY+v8K*<%M#4ULj%^XSFeKf#Td?@Ob z6KVc+SA{`$p(S*rjk{Sy=H_q#*BVz#yH6QPuERf|uSMn7aQHeTUGbw!=vqNFtdn_B z^iVKsxkyw$@moMVJhX>k%}V!!Wk^4(pwO{y`q;JS=SSm(9xFo}yv|a8`JMh}3#n9^(1%TexkmqC*kv6M zKKJb~Ty~DC@LANi(EC`V4Ep@OGh3A>kpQs^mVcBW0o2qow2!w}VE) zWEt2>;VsYZEzN4wxg;V>#M7O3=EhH#fd-7G`3eWI5w@6$Daa|;mo_yQyfJd?=gIpo z!5jkt2yc~j=dOTU%ppgqSXMs&3NPo4$NBb*JH;iDdLR6Q&UGp?pa~l0(ehwKpAEBR z#&jIIPkpYAdJv-+cd28<%VCA zfO$sU(eR$3&w$Qzl4T8FXwNRPpGsmh-Z2@Hs)aL>5TS%gvYy18FB=^Dn z0tHlv!54+)E|-B_V3ou_id>;V12JiQdE<{qRb8m1s|Ua1YlX8xm7L01LAxe3$uVkw zGvru1g@Si)nkAlV3SmoP?wg7mjm(hh3u*p6CZo0dc>&JVhh`uHvmZ4D2 zs5OTJUGxLXtg)=Jgpulxw~y4IYw7Uz)g0ap%AZ&e;qncL=}3z6JpKONamB=AJ=T6G zgJD9Uck>bGu0r57TvEyKp&qv}(DfzRNbzofUO)RAHQ8J|X38(@^O}CK#W~N9+Zz_^ z%BKM?eyoPk>yC<@rt#ZRw?C?)^8QNS(>Dj7jWh3?{?01*Y0VjB3)-zL_}y(8QOu@q z?Dsp|FsN8>@-K6g%RyFltCEB3A6dW8zx1pII28|@IjbvnbhhYIw?4`d{j)K&LpoJY z)9wukC4Oju9<)s7dhbuAjTTodtR@Hi4#TBvp7*2(tqCk{ETy>OWQ!gAQd^Dq`vwPA zty1^jwW$7_H4I2f*~q%?Ci!^Ab^gm=g{h19MFkhw(Q0A&GVQR87PQA$(V-DBFis#k zxPQOa15yLYF(h|GdJo`5JPHFINx_*Zt!;hW(n(8>c>4d|?!IZ>s>xbbDo6^j*9yVH zMMWPr^A?-t9NB)c4`}PtSD-hnw9m=FFa%;$Uv@+vMuX)?6;#uNM^bGAASLPkq-#ko zxn6e0%u8}+HV19(3QFFo%+Fi@j5!qjuFG2)?)*PIy>~dWqLa@!YCzKp=C79)|ms7kt{*P_Z>+0WN^&Qb#x zA%v>^7l+X(XF|2gsA3M6i`3#&*LQ;GR;Sf?XO(JkhXxMc~o> zOngPU_-^QrV~l@+`ANU&st$ZEa8QiE*3eoayOrO|6(#gd$=kP& zHL;agSh$AWwG=>PUdM&~=6A%7OSc9Tr>}dw5>bfd_>C;WWb$=w|AK5hBuZFE*DUZ` znAA0=JDjQYeJE41;JhVH4p}$P=KrE$wv#t4RZ-Fr3(r``77CTVx6N59w=lkWKjm${ z4VGeQ>vGhMOYyev)rEQtcg8ffsHvrAhDj{^QmS{?4BnOVyvX{>pYK1|5P_8L{GuW~ zC1BdRtr#gKTYVEw5Lg&l;&|@`v6WDn3=uT{RQvcv?$10Y)FWxv47Te08{>5|Z+4E@I&5PllD9Ty%`-tr}g3j zf#|SVR`iWFTvX*hL8ssIK4AV*X+-l!kv(imPBHgOe(NhuXQ;br&QE=b!H&1Ip~`ps z@{^Uec~x@0XUt&JVRrNTV%d3VT;rI4O#4jlj)?pof#$~#lT=k_*{kh#+TvC8h$9rG z$20;HEiDbqD6&;VcOnNtndf;-wI>bCs)8y5U%CEQm&KfX4CNpS7Rl{zQ{$Hg3xrW1 zczS2r1zIhxUEjziSgcZzZjxY*_Jo$aek-D{Q48m{%4Ii~63v-Od|i$G-Xn!p1%~|C z&-XdZGpaXwT`irHa2f77T*Ty-$)W)Q%984gIy-nga>qT10~PkWQ>2_6H4llUpf&aC zZ2$9ATx9f32!Y=G?#TSo7S1VnvIht3Xn)%4C}KUjSS|Ja<8a1@oAokESw~9xh9x~V zXMtU#MllArN^J>;-`99iC81^mdL>`vGyhl>2Ti81bp3u*S zx`i22_m5*wA7qu^P4yLLP*Tp;)Ceo6DARbXe5qTTgpklz3{K+QJ4s!y6tbvJ_pMJv z%}nIPj|;wAeU0|BpVhLEPo_Nw8i$pWN%QX%&^mHftLN$Vbh9mrN_k+w6WqgJx12&k zf5zx*=4W^}%s0Lzwx^n_wi?56NNUuS1Tnhq`!6x_=(f*Cg;U*RaBcBJbbMdLW8J#M z?a_;^Z~T9$l%xrdc!E00?DNIuhwh4tOFRDnrVCVZ1O`WFPrTy{NcLKn2*?<77|}wA z$|&?%e>p=|?M|;ptXA~4&3(lg_#5yWzlGN;N`PmRW!APD99DkkzIvn_ph5(~IXYx_ zI<n!kg&b~ zi^*@_fZO|BJ^x+Yz{~=4o;!ip-P>$!)7kSC;Oyl6#nK z;afK`b&WiFr|M4ULpnroG)g43q$P50ChonqDsqjZ=xX-o_Qi@A!LXzed?nN`vtuJk zKXJ7oFZ|gz<-)H?#QmWx8_0b*rEP*t2xiwHJP(RA|81KC?*VKjOUk{Fmzg#id(tOi8rxeDN7uKL?A~=oO?N;fb5tr_2soSyoY@Fkx|FL<|q;_JvmdPM4 zn$5%gOj*M*vVTgJ+Bw$>M}s8wW+>nVH_Qb2oc>briY*+`O#L*q65UHbcyUYQp;oah zF2@=}|6ZjhZ@hz}#64y<^pi`-PCA;DypD{vm)gz|7N~OXLbGGov~h4bCzy$8b~Q8X z7)y7k91Je#4AJ|@=CPwfuRt&{jJWd8A6?5V?+`VZ;T7EexD!$PglT!xWm6C8TmeZ`iiRghPj{Y=U-#Fj zEcaN0Y}Z5i4IcB?r#x{Zo?YEx7@GpG7-jJ+V@94m7q9i06eY)hF1tw3F!~Kl+|7$l zdCoEI4cN?HhhuE2)dS7`*n~VU7rC86`uwL@M2kBw<#QcMPj0Ts=w5`3#p5vhwG1Wg zJm{a!^*<(JMu8;~f>uThXyuRm=^rM2dj!zD^dZqE>~FaAYifi4QW5efC7Y)`d6`>X zs{CE3`%?fR+}t=|-=N$K;H0}Xacn&GYM(KFiy5~f_U{v6=G|2%#~rkp!htWQQt!UG zb!QjDR;fk_2Aj{M_LHmUS*nPc7LAPP;U&B~?G+j8zONDImj)05!R?%dwS=YQf)JQ) zzWL$&;ehv`SzEIg@Qe@4Tfwl?*DFGdpJa1xrzb>*B+Z;iJd|-1(&$Zyp7!lo3O2Jr zop}p6Y`436D{B2Hie^^k86gn$O!D@JOrrAk27 zCH83NZaCrC#r>E9a7nZM58$Hy=Q{O2lyOlMeCz)QxFEMFlH7r-Hmj*%K&VAb=SHKg64U3IvX6I$!<)HnMMiib`;#=O3SVj|+`L zvq)&^r&Lx*P6*=%Qt=!X_^}lPBI}qLF`=63XFijVH8J!S6+TlbK(X1l9CNX`%&@Gi zE&-;b1^AyfO-LU-(@kk;R!x91-KyaV665`PV&F9Krc9#Le4fJze7=eP4KD}$pGjJ~So;O=-T^4ikmznFi`v#D)BM!(vFlhkyl_H^G#Pd7EOLv+F|99F{9U zIzKDQTIzo_=pu9zMl!?*ZrbSYj_il*FnFdW%My#~k5pucR48HqMM4yHYf$5; z;1HD{b93oW2O)1%d6HS^x|K0_1vwOD8|+x}?c}T`k|CdgX?()$aJ{T&8mK1Gs^vC> zhjazMoT2&3KkVXaBDjwTeLM82SO6+SL3%pFMA=$-1-zmW>W@gfosRbI*LUn}dG%2L z)ERqlkWVe9WVAtaLq!PCPi8*Klt{IMXQPL6R=o^^!RCo&iA98C7@SMYtPmx^HW4-E zc&nHx#iwmOPz1Ze4402nFq@ZX(P@+RFJ|!zK8ky_CR%4D&|p>h=!(y(QqZoHeif9G z2ZYx^w@lQz;HJ2DH+A#cz*y1I?94~m#qO>NRcp7;Kv|#0#-`>4w}pSnD>J4SDvdOx zpFT$viKwG?vXxgNEvIi~!1eW$e!-iEJY*0mi-LCPj)x&8(vCTK(4tBi7M#L|IJ>vr zmPf@V%K4kQY1dIlhw~{O8uv5Z0JeA7Jcwp^Lf^=^l!zLCi+qLoiGdo#7_s7gVWSuN3VF7vZw8kTi)4 z4$R@M!J*HUaw}9sS1yGPrs91z57zF%9ujgER@toPB1Z2$X-VLCCR7cgVJz zUik8~RA?#K;7xmBhy)XtbKashw!N9>)YL`s_dV`xtUx1!_VwAd&G22}nzpfiq!RA zUXnI$2wwzY3~&Ab^+DO1x4vk1yI%7F2 z57Q&xt3o+xjJ&8-`E>-uFWNAeted7U;Cp766j}}UFkQOJR*gl>@Wu)fEd1CQOXQg! zIWb6CJ@^g4@N;RQkh8z<%SEOv1PiO%i^wSQx*i0$UJtWu3+7vO z&eT8KHh0PO1iQ8nuu$FD8@1!0Uvd%EnAf_RNPQRbhZg?O^!(qf6K`q?Px?%)lS2+1 zBRJf9;^d=zJhlZ&BDn&qv!-ImX$I#+k8%yGG@!EYV+(6 z``-+UlTIT(J$#q+A3(+RLVPkNpcQrlX~JusKRYwBAx^BZtyXWq=543t2CrmB_f-y> zpWX>ZEl(e>|8R^Q=Be(!=aP0$XysnN7$V!LmB}{yhpB2dqIVC&^xoJk_SZ1y`lw+MJl4Bmzx#`eeD+cy(RY}`!Gnhnwx;|I5Ce7cPZ}D z{A7gka`f9ke0Iv-vqQTF@N4TIPGE#v7-O*9$ib6r_G(Y$H}kRf7P%=l@#=KL%$l5o zC&`bGJpAO6ud^*@b#kN1QVy^S^XX00hg`~@1LupI_he|%S`5-5TM07+`S2a3P_4uj zwm!deUz^Z?S5@+O`52PH(rl6Tc{FP@OKvrz@#LmgDqkZnlqcnC;{0t*`jbl3$|cnI zA>SFhl)+n=_s{BVG|5pf;fk7K?zrRr{bmf{6MU^pyW6!NNr4zLpB}poMxKh~R%maw z9pFE`!0V`dLbGC8gVrjZc4TKH$@FS}M(0;Z>vAveWv$Zegw03b!RxlvmNb3m;g z1pOb~cJ2SwZC`pEPgYI}PgY#dfp%a#Oq#-CIc&aRvftjwy^0}Md(vR?(?-!bE?4R^ zd9H)8`*z+flDEkC+%%!h6$+7A)z6tyj5bYg*k%*qKd4eBswmI9?)^`cwO&R2gry&1 zZE*p}*ATkYikWa%E#)IPjPnXji~t@{Yb+;Cf}I!`i@xl*Cc>TsB7xcrGj480$%0a| zQ{)ds$B6!1LDB_yZL0=t7Af%Zf+KB)^9w8-n2`Ka$>F$sI5d!>^<}SR*4&mqIK25r zathg~I8hqjB|M!rQ<|ISI*xQF@|!d0Z;kCeR8H034*H*<*zqQY*XY}C>-P&}SgcS` z)gG|vx)LN$Ov#u6(3%!Yo3IY(j6+6Q3JPwGRfBU7;R;jLrfVuOE#o9OlM5JZTGNQ-bv z7A27gzE#04ji3N#5Jn3HO3%p=Tb_K-N;L!WOemwGo;_PRAHlk7up}bIP8pftX~x9v zlxFJ0fW@aQhF2uB?XR3Hu#4?|f`$d?V#Q$j2p7dKyCtQhvnES| zH(sQ1NG~lI%vTzVCf30|NwHKuy6Lf_=R0}9$5vl&@c#B8W#`h`GP&WI=sAkAlX<{4LmNw1H|g2=FPaWcUHb{wo1u9%ToFNIfjcbu19>4eAR65N9{#SF~R z)@VU}`G#-zGgqC`P>Py{ly(FlvN+S=oh{*xj>UZKlpyPIKhuC;h$70MQs0RjBUkij zbKbQzm9J$V?e^xy(+Q8Ft(B;PxoqbQxbIU1C6&XSMPlX|1HMO1k`O$wd5O*VK3*Hm zqHlSS{83F&_*~%eu?iLw8k=#3oSG#6V3@Lb?&;B#Q?92FcB&RoLFtX_OFq}+M23cm zin&(IyjD(Q?=#RftahJw=es!ZzB8HB1l@@pOSVFqPqKUGPEgWg*lUHk#=lg6CW1+D zdqAs6=?HSAbwx%^d;F5D(Tu*32QByO{{}p!enJRQ`8h~qkv=*P6p>{f^?ll4dCuq9 zYS^RDR-8Mrn7P=VXlNhJ>6C8jx})D%?jrq{s_yYzmmQqv5V5-=!wYEhe!khQexjS; z;$qD`G@h7W$nr3n`A%_I=85nA>gJ+89JSLwyWRX3wA^17s2Ys6r=xgCUW*Kc-=pokQd94++BR z26|nrDNS^xhS-3qQ-?0TONJBK<#%H%;1}zPgvoC=4cpTMI!S3mh=ahnYLq@{JYh7+ zAyIg`M;S!mdc88=%q_#lqtL|;8i%TZ^vl5rqR{fZsiCeejL}Xj@e=dUJ$v)2WsWQa zs{hrZV4!U**=|+ck2F@M673K*YAZO1nO_q%VnBi# zfM1s0PKYK-U9+?-`ILyB?^!wMqnYUBT>jYV58?Dn-83g?xVE&C)e*!T)^br?!&(fQ z{|!1yCMDZ`-eqig^UQO>%yKTRY4nqzOp?@)(gs2*E@_Wg!pwq~ZCi~}lU&XgFss|^ zV-OOJ)WitLH_B@%BfPAm^eZf!plaN)v_wJBJ-A_NYp8vfd5>-MompkbB&tz z`u`~;v0Y;ohUl>0hPzz{-VK)f_rX&DGzg1Fw1`+*4N_Z&%#)7(%Od{Yra)S4N>kt= z3vD^R>*VM!)s$b+n)dqeCF@{;;?C-_cE_H1M9>VQjFCB0kr-_H<2^xp?PuW-y6Fw> zcLIXfGrwwcm2=vBA#M@M(@LM`-7u3MTs&cc-f~6i8pTXw&Hhp`Q+%qHFG7V)iROu2 z3@%jO#b$jlOJ^ja&(Rs-zywC#(%llG_YE$tKqVHH6q3k>3s;jQQLiY<%e*%{wG~ze~}mTfdVpP@`TgJ7&@g z4^!A&{5E4KZtS1nP588uHskPHOHu6A0n+@7mBUHdxKQ z_mbcr3^48Zkk2)-dYLJeBn@DH@a@-d{k|87As;WNleRNvq5PLB2`!7{QE#o}XINbq z`UCp4GyBH$G9c+wyhK?bB*Wo~ne%tNSOWc3%PW%2$vSY6iWyP7Nx=DMYKti%-z%YIqRqE1nBwK5>jx^` zedQuGv=YlkG11u@JKNZpC=BfSi}!EwITp=Tnb`7q&Pf0AIo`}1r>^tg7ACq{HQLaJ z;U{hzv=NUkuMcJ#RO)H#TFeQQrWoiUP5wB#aNqa%IDP!>SCjbS;LVRIZ%hLt*vzWa z^^FbIPNbIo4F8n7X~nbA$hN;h-@klVj`du3LgOm(WV^ZXweO=YlKk;c*?f@8P{4P? zZEngL&;JaaiiyZie;@YNodCPgtk8~6M8Bv~%We)8=1`46p{2+)4S>sTnn&ryAF zSEIK;{v1$t?+yBgKWbzqAK&p|#UqAZ@6oMt>-zG!eR&V4{8yvecgx(BWlkZeIRfo# zEU9cm1Pk&y$Dc=>-1jM_E;-@LDM${u~ghrE^P z#hi1Tvv;}kNIGlY&{kGTvv})SWc$j`RWP-by3bnGLqQI4G?nzYH}WRw?4?N?&+Xq; zhyJRrN@Z2py?3Eqz(y^daRn_WfbFY@o~?GLrupb|f%`7fXItlM0z1r{d(6W>9lHZRoU7M;e4dhN! zi;%As-4M}i`ZR)n^#;#=7PSI8OaCNuCdpfD^L%-5Iey}?sF{F?K4PU$Ham);v?5~{ zKKE1#JcaOl^AfR0C^yk6IgdFMSTItLWSlr>Z5(TB1DNgJi%d)L-!rot1Q)9nd|mbD z_=@sbUYN+Xs|`NddoW0=#{5G0>@_qdP&7+brEII3S27A#P?q_&aU9gCk`Vf{T-z|E2qP{X% ztIPuD`GQm_R3i2nRbx9>%BrP_N8IiDeeh6GJrH(M;q_yUiuOl^b3>u4aF!??#<8Ru zb1~=_QZN7bAsv>C_C+OYvPHZJ^Y1Qr=lP@q!q`f9?}A6`>w?|CKkgRBFY=&t?vvAsu)~jQ;z~#c^qNaN8r^3&7s^ zvuRh2H)Gwr9l@g~1797~2boLF6jU5X@7T^gtV^l2O2)o(jC+n-$gA>8vK>J}+g8k+ z6F-B$&)!6Z zA9*(lZ)1Ifef>yes}^{#Ms@xshZOu{YISvsH|lEoz&G6UM%o|jtGTygni9LeXUHxi z$FNq87{lgyhx+ zv`ExB>t*Nb1JS=!N4Hi+pM8|@`)&(bkKIq%z8)}ZeFZGxItU_ro)g^bpWb$7d=#K2z&WhSJ-newJ(v}&q zX8Mj<0=&eVs>^%-KX#ROZBqkkKkXb_3Er&CXA^q_cXM`nQZ3O8jEhpzsyVOy5%~M&tco3Ick7T zcC=^vLT>x5Vn0A|Wsvx&U&}ss3T&8bjZHSyx7-fFy%*83Hs7mFyJuX#pL1h)ba`^< z9!G>HZ<^Jll}d*}@r=bOw;Lk(4@UD?^2ulJmz`gyG&*mYjWA@gbzC0imhvRinu}i4 zzNz-eP0aw62_0w^NS>;pt?Q2UHdM^tq7k67N2Bv4Z1lTfs5b^b=xh!0iO(PFN`AE; zKC8z`zJPB@Yi;eJk-<;JE|V~*5~Zi|zb)M-M5U+a)#7Db|cksTDIjMy1;sg_5Li!|zzu$4brl+QLz-+93sBJ$0w*HE#-8 zRij1DcxpwxdMM$$_R`r{vZ=9Ef0}5qp35fmvJh+}&0pIhcGKsgEwyatd!aRMwv^H5 zv5Gpq5%n7y?SO4(BZrvu7xL#Rm>8Ogxx+2zFv{4{!hIT>@ALM&yG@$Yp9waVQA~Aa zjGz~@$;kc9KU$$uiMV%}Y5^fOuaB=6dw+I)E0@Tf8)3k{?wKO-yW>XklK)piq-_Pi z0ir;N1FG_k+?}m8>T%~oC*jKo>tX#(7*-1LiGLp$i}U_!ugMbKH$o1E6j=<1-*2&P z1$(PTqT7qglJkvm72eB@Hoe_VqY!(B+Tb_8+?fR){iSmIK>XJIZT-SHR>HU({oUG( z*F={x3<1GClvNAwZubS5bdaoi6 z$YXKeaS_tjf=I^HJW1q{YpVfZPbotyrKWktOz#c-eGa*rjy6W$y7aI5Rd>v*nvB?T zsO4+BhPRI3E<^KwAm4b^`o9ND-j~G9mnJ=*$H=~{u$whB((?%>-}`pGzV3)MFTHwO zrvoo*GqGNC-#nTAR6HDfLDA4wVrbhyUQS;E|G{{<yx`C?6;riV_S3Qs>3rUUvnx*OW71|NxHD8EX?Dc+npj~{1pn9 zitAM#2i!28cTC5}!bc5jm*d)9G%4i9X9~HzwHs4dX^mBjR^Ezz**jys!Z1?b_P%l! z_C{;mt#{&6#ZN7+l&L=~^ij-35A7DTCN0t!F*^@4kx9=hlkuN_MpYCzI^TS5Rfgdy zSOJves`YW%T5r(J>n<-&ucvY)6F;1tlqMRWdkD^V#uN1~Zx{?^fclKdK@&CM&pB;< z&w5geBnm&geD0eRwkPdTnY{JlJTUF8ma1n|rC8p$bfxIA4y}bmeoj}Z-x+e=7D&;L zo5S*+lRdn^Y?u6>oIu(i*Y`s8(0+%@Tk_rlSr2q$nB{wfcg%C>D%*8y-sq27FY1mt z$?Ck@GLwAcU0?7MVoQ9-tR+~>Wb9b`U0zgp%$)mKxvnFk;Cboj5MGC2xs2OHqHd{v z!Dhvkz3}c^slQb0NyfF`?}$HKVf_UHbdfP`W^(QS9;5aTn=ph`2kv$|_~~6NzUAM+d6FgZ=t0nb|F;(KkG3!| z_Db6IFBL!K#pQY>8B65;OVwof8vDKsZh=nR%mjYj32^XkZ2n6{*M9-RG6+3wlOF@K zw{^XU;|vN;YsdD%hs|O)%g-pE(>8VqoQ-q*ktQeV!poVte85v)DNStVu<1obefdkp zH}#i_xNmHQ>t`T22z$$lKWlE$6WQSG4U-Bc78PgB<=)h}ER+MjNfSzAQwno6?CXr( zl)C_I;i~yB#ixYGzfbJXLi?+Yt@2Y{%M79hsw$~g_I?T>)S6#KL+_=>J@By^EG;Y` zl%dUWy6J24nVlg|(1#CW2clghC_h^*yVoE8muf)v;*JnU_10CQoUn9I<(zLYI^-$S zgK+xa+QBZ{e=O5P8a+aVU8ePmhuN~Zr3u0>o9ByoY;l8TsV@AN2BiL*lz*V+VtK`~ z*+1plXmYMlP43T?9l|-urXw5ZgUiG#S7hJ$U#Qs}Z%&A2a4GwZB4UKfLv}qFUm$ zvs~}}7xTK%nBIiv`W0LkT8 zkfmeAr?r}wgSK8L{&OII6o19x5u0_-axAWpq}tn(tbD5Q$}3!-zM6k{V9noQ^HoIS z6?HF-fbphx<~kS7!F4&W)Z^+6#4OG}xF2C}c4}w(=+|5h^P3$+h1+bYYpt=>U#iW5 zzf?Lw?N>BJh7)@-OY$W5UK5{}sVhmD^&6> z?$u51!3)cNouDox@xroCc88SYpyc;f@RLFI6Jrap+wIL{*+ut1B=I($r;nKnK%tU- zt|<}r-vz&sMCBS#ozm=p}4`ku+S z1bo9Q@rR+LmG80VUn)~lEK%sIb~bDOfRk{v&>+JvSJ~Vl?$L`5(Xq!a+)pw50RODX z(Wal2(%*z(teaMH49(+#qM;PmBi2^tn7>qmi&KY1YN}ozGhUc=4Aip2zg+n!-}7Md3`lAyNM{N>rdG(RY;uxo=)P`5btMGg=As zU29r8b5*|fKzVvv%crXp-Br z&`VF?%7516Iv9QL?)%kyf}0~+@8o}9=lIxa__1fS86hj3ajF=@x=ZHj-~2TU zmrhzc9UCj2?LV+s$e)klERMXV_uwxT%XPy-wJboOEUl#D8Va z(0;A*YS=gboFV`G_tuzp+F5@#x%r*bLb|(z3BedHhpPss!Y}goWYa!-Ko?ObkFB=NX> z_Agc3Un<87esUr}BHZF6tB<8{hzvDHD?PfzSYOZ@E{N#$XK=%G8!EXgEv-85^UG_| zA%E;RH`HO9+3eS12TuD{q8FgeUB5*??kh`*Wl+lAm)v0 z(ca!GUXu$lWwFH4w1rK2=7@{|jk=pneh^NU7YTVvkj5bO{YcHJZ+S2c{1Q}ac=bd; zir-JlG>Ia^@8l4g#(=B|!YXjt_%l%`Jrh%i4*eiC`dF9_3dplKa-*N*1`ufz#3{QI z3MEE|>d?v19|ID&uQjP#v?N!B3j#d6_nFodXGfGXzDZ=Xzr(nkhE!151MNPx`^+Bfd>nFm;Lol!>7T!RnMx zqLw#%i^nhk=L(Bsk(+07l`iAko>mH2vqefOadzvbpIVVmjf;q(Spoat@9S0rxk?iT zz>;^wk95l$J5Zxz3B+hV_PZd7_XeOO&eGC!{)J-j$LdVr>1CV^S%J@N z)0JO3LXqfg2U-S|Vx-f?2qMoreAu9;EK7zSB zK~FoCo7JnACz|#Q8qLkm2ycPV1;Dm03`G?bh=^mxyTcct;b>MTvAg3lJf{63yAVnu zAUjBcM1Tttpn!ytF>{`c8v|X}oX|Ji?%rYjxR1G(aLL;#HBiPfaG8M?)bmZYmS^-v zN9r*H{m^10MQ=SgkkzB0VPbrUot<6$4(S79^sFn*z)D1K#{dF@CiO9mcb3yX(B0G$ zCBG~fQfCwZx`&Oe!HS`GvTYd*U}Af>~VsqInVeM-%g2^ zjj59k&d;5M$jmaeh~s{G_AGg{1rS6dB60UFY5$ z9R;u!>Q9keXvc^3h(SmX=hr9^!=Lo@73&gF0t}4a^D*c@3U3)Bfa=1+!3!y_P7XYJ z2g!qyT*|w2F!1sQQ)b-pyb6*htB;Gv&#xj{=yumKLs=LYOWP?s7@QzzMrVq+D46Rs z4NMgi#$0%pKU4vgQCl}!~V(aENmq0@*r;y}xC znc=eXvLCY-+3l00){p~>5r}|ulmq{eAS~fz{K-FeMe5rdIQGKw7{}hRJiS9Z%U1AJ z;Or`Gg6yhlAkZ7P8Azma;T}WmxCNb=#OvU<6LjV}x#^42{hS;HEYfc(AIH-vDM6kv zK!duRo{@XA3bq;VmeaHP#=G;lQQK=Bsj}td-0r=30m`4dO6a*r%5j4rG6z20Zl??b zK_Z^$-@*xGgG}jx-D(GN;;|A~!R9SosR>!khyGOcz`UH${pH&xGANpsNEW@Fg}pK9 zE;Qgvq&Bw-k=%r*7&^&C3;2Mrs$K=<5@otfL!@5TZ44nFCnm!uKF}w}YN$ioRn9O& zd2R*W?z9IeN1LGhkN{dT?_N^#9m7t8Il|cGEe3|yQQz=-HM)VoTZ6ORn>^?zbbqNx z?G>)DJR4Xrov#x+p5beLf`QP3sn9P0a#xU_nf23kdRFra~Vwl)cbcE>{a;ZCi;6j6c4zm@X7>k!4 z<=Jo#IJd&MfugnF39bnN*$4Ny{!+o^FiDxHc@zgotxZPgz~fiRgGb^%NEx?mZsr5C zQ`-r0`Awa4n1r$T5J@ie?KB&V60snC$R^vtROMkEYO>-)^2`<~3rm}##X8EId`ayX*2hM~rmGNRGf{AIZikEax$Tv+4yR;`lk(4vg zvPU)$OBNsV%hS`+4$~NJ;jd_!_;?OX?)nbTbv3Wgdfkt=5g$TLchJ-2m9it80C|do zv~n(Va15Z3rMyL0hQCDmz?;xY#7A3UNN$OfXI41BYH$*Om`OB-ANl2{1<7^R&9~y* z&=)$vu5(@$vDc9-VXB9J7{_CuwvGvjSWJAx$n-ztr&r>6cd?*Kum5YBFY>`S^~#Sb z8P9q9Lux)sQ44>ctN@|p6+P?>;^)=4Zo{zefJA%|{P~&=NleUzbE-xqaGU=4UoS)G z?Ya4%8!E2EtWQ|iXfB6ico zZ?ZQQPv7WHKG4sSU16^56;>Iql)uba9j1$+&WI4Sg`J9xIHKFmW@o}>glH9X(E0JQ znzTGl)cl(zJYGuS#TA>Lw5YCpP_K=HAe4(9*9Bf4noEHs04kigH6Gk0tMA(1oI8W3 z9Z_3LggX^E0Is7E9Vmn&E z9KSpjPIa-=QPW9SkK^$p&A|`6N7l<3vB|WoI&$eE|M-nEAmGQ7jERG3;N|h@4`Q;n zaPHtPw;*oNAfbdw515~n(5WOJPL_vK>VP!ME5(Fo@A#Z${C>Z3Em+gjsOe?5Zf)QJ zwA1d*C?L(t%rf2+?wKhLK&nP+q{7d1hlkMGx5aH~+*gNOMk>3WT5*rlZiV>CR*`>` zR0pZ~d3xv5qjh8eTTuF7n*?Hzh&b1`OoRdtj0a~dqnSpBP|g7j6fAGgo!w>7wK35E zR8%am#zTYrm3+Rt)h=Q6LqS5aT!#?mRU z^|t(_qP?NtKi85j?5ZQ%I+ho&k!Sh*vY1be>*Udjf}d^aMUi0L&%!E%=1zvDPLnCG z!bXeKwFb@2u{6g&ZwL1p9Gj>w?BiUiqfdw-FXu)QOg0(aN6}clfuFGN*53MpUE?_V4OBo0K!7GJgK& zC5uD%o>i3gI^X5IlH;f8);*uf&(KJgBTZI^yIRsix*Rorb0hph)Bpk5|B!mZ%NZqr zpGnk3A!=g5zM{nNL%u;9RJtE8IR82{UCoJASFKa|m9YHC6>~E)_b_$xe^q>}IzVK6 z@Rk-cGXqgnI^2qHP)>ZPgbzc1Kj$>a*{VERa?=P)kB!a@)o?%l6&C>*oV%D;Kc8>g z^L1bT=^QG4jqsO>Mya$LwRw`S4{27HyXSS$D>T4q*)pFLd7!&YG8vXV_Yfg72q%V% z@_%91jkHgZ{2U)-#Yh2U;97jWf;7N3B^l;;*OZTdxPbAjc-x;mj|WM1v?4K??0S%p z4)!#0F$D!_#`}|(jMNG8LJVxTM`TzX>2I1_dPUp6y0)!bd85QlL!C=EoSlzFN{#KV z@vskz^uZ!BhL+I+Y5={H={irz=997wlBP_fPMq@?2D!4|l>PVr0Q^7$ztMAEKeDj9 zL??pDlO}Xjc&6_;{>d#0#>|AUH3lyXg(V@83}cvC5)5%~jKKs^`~|~f7XoDAaG56; z!4Csu(}m%i<&<$Ds4e^p9|>0mgQrAc!J)Iol&Ucj;`pY;8F(iv5N<{!G&C{`L*z(; zAcP;lYdi}a9DWAZlzw5%N*l=7@;~f74BO9nGBA@HJ$VhSO##d#=)V_;0Y&V-AOIgORh1jVE@ zHWA7q;lhyY8$B~4rxM)aZ?EnXN4eKEQe)K-B)2Azm-eI4@? zFiASlii`3mv3VCISQLcx#d;a}6qeO3*`WDU(_RjwXic!e=-Gf{Y-0!?gF_(J zDDo5J9Jc{H8xsUH9v>A4v9ZG!!3TnJ$Y?!s=rN74XqXZd3n+qcQXPh5BT1L}9x+8txP4>D_hN@cUq znNKzBalsdz2`!;(6+))bRLmJn7RH(z1AVI%U|)eVLdPaHj-8tbOiDH2la2!^X>;+> z7E~GJp-{xJ5-|k43?SBcA+ahJ5Q4I(%?BPudk#EtHX~>-u0$^?E zY|e4mqfld?v3kI7K424~={5-}9jCKPwWf<5YaAKK= z=q1UU361h>Sq*p-DA05)2O{F6VO|8-nqy^)oQYi>XJtY*#z;mqVvQUx<@qpg3m&vJ zb0)#_&hCu|zhkW`%A8Fi8~PcUfxBC!>wTGZUW{BwHw$BE8VK0#w8>Xvg&yG*7*E*6 zY(f(g=90AQVq;yQHxHp+k0DxpA0kFPXxC6<=<^vsm=n^5#5@D79^$47Ulftn(kCctF?}I6 z`xKL<4tS96f>%b^;VVfLxx(8t1~&YO;h_RYKVpoxk+L1&Q!bA9{E@1`1%x~@`c9t3 zAfDUsV;4fw?D8W{Kiq#gA<#dvEsH3pA2%~BdT0en0ga)A-5H{$Su_z-qqLQ&b932ppyAZesCMj6O(Ufip z;>?FZ+ZMtOapQp)2i+8k6{b$1DGm%nLL?7)Fj2N6&KH8~z@4peIR?qpDjNKTBPJ>_ zwNe_xOWm8=me5=XNG8Igp3 z+#-}uig6}8c={}D1Xz{6BxET)0CGYYiTeq&62_?d!P>eTu@3y&++^8P(P-fd7&1}h zIJPp#=-{ayPa=b88d)?l#z6~DLj(xHW=Ep0(4(?di%NZrKOvDcCoCPZ7%Vsw0J)+% zHIVKPMMh9LEmgVME|=Zw1ww zCw4^9I5K7}GRSJnNLb)%v_BdVvoYoqM&d(lABm2)LyRRGBw;Sb%2h{>3r2#7kfg>% z{rex5_z4r*KLwdbNXBhGNZUe!<0A6fH3GK!8Yi=CiBYkLJo2eI+!lmo{1{i1B(PLJ zSXjDns8z9zco{@47KpM|y%N(yjE^LcyTYK%kmU)OS#)o+?=x_CHf%Abnl%PX0U8D1 z*?@YMgk2Z{E!l}OVMJZ%ZKE!NQs9~%TM~hdY`(N(BIAd8H3|Ah1fqJpVyTLhJ$Tst zY@&9GY8N1u;vFd1jil)0ybO{Id9*?tp2o7f;Ho#_Gg;qL~XMv@GCU0&pkecZR$A0z9uZMZ zCOng#Omu-Lm7fwsJeieM*$lY4W8>^;`4F7^auTYH zMdXHE593kU`x!Z;YBmtv_dkJ8>B<$w-+_BaL?40~&Ee0!2X8}S{{SL3s6wA%iZ}Z! zgU4DOLKx5-Jop;x%g~AxO$b9!T4c_*117dUs{-CEE#;!D#oENzp&}$|FGHvFE%FC} z`71THJ5et7Cr!aUlT2>C76YN)1#;+F2@~CtgFdE0=vzdvj32N%@gy^t+ZRM9=!oPp zK$Bj4i?<>@p_14il@B9$L(@VTGi4m#(Clw0%RUTCEwIN$4oTS2Dk2Ua!I_@Q$~8Kt zV(dvof*Lj89S$k z@ODZVBl3(c(4KKWCI~g@3q+C_ly4S)A+j5+h{uy0I%AA=we&5$3H96_3Vo3IeVd<_ zE&@=tHZ!4@n%SAJ$sVqoIA4)XWZw34GNWY{@O}l-WzqitH7P!ZzRI16-k8dH55G&)FH z8W}7Nbg*4TgC}%+S$QZ<&nAa8pp`L0oVGCoanKWz=wm^@KyN`3poMtoCt1st^i`zK z?2VxPhyKLHv3`ft`ytkF(C|+TOA|{%sl5-vi%8DDAUKRvhBy;h9^ky6FQG2)DH&T# z)=D;nnl6~t*(iX-qeJYmfuhh;tQrtedV&`AaPt9RG=%fnydLTU+xUX=0F5*?)5#MD--@1G zQ?UaV`vy?f2Ac+#eW8@?{{YtlX-uh! z@bn=;;{J?jTVVAfqA}D-Kb)D`-jc6PJux+KS`)49E`?fHvipKb5l5XP~ns7TWXjD9;>tB6Gnj zA{{nsV!V?zfv)1o;5WLMQMaIzZqoPUXr{V5B~xAuu&#usExHxQV$zYc)v|DhpDw$uzI-3&_I2UMdrEf+A?_(Jm?H8D}v_51* zG*7Yi2LwTKhC*yI;ZW*Nv@0(3%9C9hD@lxb$Y9e&H3Qp$lIw$6W_c(5Y(AW6lOcKayHL(4&!jADm5id`ojN;LWlw zGB=zUg*3l$BHl}OzXQ*sVvIGBa8W;z2NKZPOsFj%oP8NRQV`2RqH9|kog!hPaKtQ| z53Iu$vE)-Vy&0W!-XW>bYn+VVQILfy!aDValVYPt}zjc z2CIrHEo5H&GC3ulhWNJq4-`#kLxe8rj7>4+vn-QAxYj!H)(PXv%t1FvtDOqU zRoOx`5;>_}OR{Rkf-f*ujaQPsp=jf#3h6-mT-{!iMI(C9Oo8?~nfQN=6Jo}CJqHn=Q( zNN0+E>N5>AvmeP(%jC|cCr0L!WT2I~(hJdrv8KcA?A-9h5?!-azkwbmut^Q(i(tlol5Et{ zUI;jSvI!PF2GV%wb3+Q{q}hc1(=GXoo2nv1(r-8*Nxg$8-;4Ccc)?m^DDppK4RkH3 z;AK^Jf6$-)f>WZzT@agu3)#_6e?t1AeIYg0j8Zo-*x-uPU%<+*$|}fMn%>AX(nsXN zqcwgRX@hGme`3Ozux5*$v7)u~Vl?bzYb=SRy%D%AjQkmf3AFnXg+7Iajdn|TrRfXN z4vQkzTOs9Te?k`qPBzp}!=k4J&^{C~S&|`y*f7kRi+l1{$zXlyWV-6i!HBO&sz`B5bNL|3sJL`PU7E@=IzvgJ+9@|ahQp4V(B|^ApShGaeE$F?{{VcRD&#7pzkBbm%8cy0HehgOkXY%^df3@FQKZ0wDSvK$f4yaT2DTT5bYL?*({y> zKLQz;re1qO-l}Yb93`p@oJL79y`yFupQB{Yv9t5Pf#6HPmNV!s5eZp@Ph`h!k5Tr2 zU|t8ACtJra*dy%?mR_D7(7!Y87jGI3(>;<29p~Q1q$ei z`8OBftTCf>pS84MjoJMO@)uk0$gIku=f4H*W;Ek|3vzl6e#dWc5_(<-QWa{(EJ;#K z8|&lm!PyPpE2R7kLK{~`SGnW~+9n(EgE8&oX5>1Jng*A$8v9>jBJ`Gi`1WA{1RSMb+kH83GMqKck&y^%jp<13FY}2=N5|EWwoJ??tT3QZb*|0 zz~)?NC|c9CkHL`e9bxXqU5%!D$%TQ4#eT) zSsgM*&IbRz$g?uh4@`F2<~whG=??^&!`SL6&vilZuk0D9e)|JLzYL`sb)GkVjuDH8&>G%>5iKt06 zjScm&IFRcsH`nhMqpVlA5c?r>c5N7oO7>aZhspKJj9fk655dyO4)Xp)wAjs0mcRNI z$vqIdBlhCNo1TVjX>?|`AxnX*gt;g!RoQ%vC$_f6i6F{}6?ri`wG8y0#v~gO(q!8t z=RbO9HF1eN1tiP3=ylJ@{*N-e*CQov36_ z{>XMb%O)bnf1}whA&F_KHJveLJJ0$507Oz)?)Lf;Mq6poPe#xE{0_27QVYs#TYu{o zP6^ZPn*mMwLY*yH`vsE7&UNH?nl*L4 z!#0MWX^PJ#o%?J`)k1lxtB2D=HKsfGA=O=>@}ja-?ogg@z_~3y$I!Av`wG&fygy{e zKlT!liW8lK-A~Zj8A2r_Z$kOt{{zDd*SEOXO z?nrD#ISa7Q-d{#A_u+oXt$m4V(;s^}SWOEK)2D`3&3z3voH2K^s`4z078Ez#V|WnH z{SIK_8y{zpP-15XWhcxuZ$gmGUv3J=v*c}9(}S&>eLrCbixmw7d>O1CfgO7uA%~%j z)#CpEW?wJC75s!m@(_2q~oeZJ4LFj~UTr=gEJ4O?v*{{X&8WJAmi zVd1f^M-SMNU1ggop(>c2${gj~jWij#-?R0B7CN6sJhwP<65MQybSdrdA+8^C}Vq11GqLk zqsgkCyrL+ZI#_If$VkeXf-*ZMtrA;ahqo3*=Vgb{f=%T#D{1wW zGHmVcOTmL4NuHE=64b1WG8rpJfc4FNM}I6b}VW;6uAA&X7y+P z%BOI<8<(69@M2$IvSL)~f&)jffHvE-e?k6iUUlem+~(Gqi2nejIae5yqo!;l##wDJ zmhpKq5keC0vS7pIOiXNC8c@0O{>_-igQg=*8X5{#nOFJ=Z#6UH_zChdYswMnHmLlc z{{Tf~TUamMjKQN|J4>c!vy$9xt9lwV-$~>~6+*aaqQt)^NL-(B*!?3R^>_o;#o<5l zTQj%VDIbX5S(31xWBK-ANqkpBVVn_vsBur+P4*XJ{{V2_<}yUu6N%Ku_CloO*rK*r z&@t%JCQ}3L)extZJQ^9c8|V(lMprf)El7{pu56+X@M(dvNVfDq@E=S>X5yJbKZq)q zQ`pTItm2rxy&C~a`xE`+CVz#H!W(>SB$7+eOE64VM0+|5)r`$HS~bu3ox`uds|2*n zHX~u|qPht=BHay6ts~tAFRUT`ks9*Rx|-@xtEKyeN-?1Oir!ue434fG9Bv0l9eb^^ zT1n*yh2$YFN3?Uyjo!qsN=>n}coos@Q^;uzXv#GGv9WE&P^yQsK`Shv)1wHE;!0um ze$bWbjN#`GpXBNbWZR~HANmtL zvFG4NVfhq?%-H6YgvURmBo@+YnzZaDT@(KHAy%Tf;Ax~FPr)6*xR~da?6cdtGDi_@ z%w2B^;*?+N5@sF1T2}?$TW4A(T~_<>Hh#(Lig$tgZm)F6^X$j)*ckhf#BH{ zA(P6jiU>&`*kllWH}+@bR(vv^DBBostPFG>`tmU<9)rF~vaI7r-$8)5`9{W&?U8?O zXZ^s|Eu>G~_5B(8H7oae6D+7rSNpallNEb?hFi@aLm2%7xvR z;Doi?#s{>dkV2Rx7Es8Tm3&d~HYgubGTso_lx>Y$>--6qyAq@M@?qY-nd}cHWN;>k zmQPJ7jh<{WM}T#JWmXXAqR9LTDn{lbF`HTpMkU*2jCJqe?zTJe7{3HAoMfGI(TX0J zF(jwoN7x1ivLOuzIq_n}LXzqdJgtimz3W`Oy zO?{Bmv^6B>{{U@dW~|a>YQNZ~)n;A$L3)`yEM*{4$;bE{s{FmZ{pS%0)cUD85}ro_FibdYMvz$P;gt>V2e!2wpvf52iD zEWX27bwJZ!{UdO_1z)%_@7XN+>*#zi$wX$>$w%T2w_+sbm!csKrQv3IJ$~bI#eJEi zXqJOGC)4b=TJ`p4GJI^>6DBaz^324>TCXCR178GPiL|Z>-b1GfWS1~RPtwqUvu)^h zCz7X3Lt(T(pf4fng(h5tqRz^?%7>vYVCMyaSsP(nU9eReE$TIH#FHq`T|1&RA_{~9 z=VNB)Vq}I4qaJL8H4yUHr-7K-BV9;g)=Ub?dqyzrkYiOaMh1g<9SLl+1+LX&b6!DEhkkz%I{n~C z)isfn_k=ZcN1;`%gRWbEM)E9gjxnOcMtqpCGF<>?T!^dM5X7q2Bm-0heO2SOH4GX^>@yq04L z&3nl*vQ8=?Qe4TVdk(`3pX5&}h`_q?+Z1M*K-5aU#nVZ|KOvQdaO8$UzPzzU1#dhi-O z3DA=^J*JAnFN`B*j8W`LU9kxaMo6aK%#`SQfK<7$NcQ*=79>G&2NIG-DGVq_+q5TE zOK-sz)S$SZWWk1RhFY!qHheMOBnb;G3mLa(lGfD0+ z%VnO}I+5ED-AcQeM3`-{sgjMMymnewOs5;Qz`@(wENj5bL~NtVJIM!9sHJ;(7Ayts z8yZg7=*i?=Ef-`-FeKUgc^#3N2)4g(*&UU5LM2y>hz}Cep*3CbC5t&!FKnJnmMY3) z_aZ{N)F+lM%Aqu#yp-u3jB#Nhlf)2LMU@8h=|NOCi6>1eCyZ4167nXOgYpWhB)svq z$7rLynQD3yNr6YfBslO|g$;_V4X{~w65AphHKA#duLUUUijTC|E3k~-9UE1Pro)%L zngMM*iBg#zB_bu3%5Oylj$-x@tmsR28nLHFq?;{ z_VmTDuvIo&LMhT5*@^@|BNp4yGhA-M!)@rK!8=+Rlre6_MHvSjF+@9f804uGw3P_( z1{5!c&jzvIBFM=aK@Nfe=t{ufHIke`_Ku;E_ZRepWSV*8d?pMQ+7+jv6xhM;M#b2~ zY1xcOY8gr}Vk=`|8C}SXt0XTP!6E4)p=(Y{8t7XkY?|r)QAr-ieS=qGla!v2tsJ+3 z3;5+m;ntG$WXl|JqAX*{M7C^3p?$;@pVT#1*mmDUjbB(YenuRX!w@dTc4RGWHX)^s z!Yg3mD@ZXOGAkVdl?<4aprxB2z}q0Jp=LB2I8)SLAuO5_Y0k&Q@Y6qz%7{e{(hLMikz#+%5kwv0%S-VmV?!iq1zwvz+4lGvol zH3@_wR}^VK*qQbw4+vfd&@mH6WOyYLA3i;ds+%hzG>UJt!RC*t zqFla)9I6qjV#!Cbcu0qkT7Cp3^cg8zzRzrC4L=28id`}H^@2lnJ3}oYHjz0y0&xir z@EDBPSg8uS8ePeUz+h^<6QF&hy<_!zsv zJe1&dg&~OzK+4iu3oNlC&8-h$%VIW##A}2hY)nB|@)?B!*${)+o2@P}p3f#ntxX$3 zQ5a-K_9L`Ij+?Q%6D_fj*$^VZBPZC!8zNYhku6_=_VQ(Qog5mkW4E(mmSaLG;>n{l zHy5)M6&lpoWpITS$wDM{+Z(v}x<3IFp`G4GZ5LuOOY#iUq8``I*&6eqp{cJa=2qoK1j{Sdl8g8ME*w*t_H{1EjtHTY+KJsKM?g{_O2TI1Z^{hf}+i{Y&} zb>rLNUCjh`H#-lGhTL>d#)Wk{>4!nw`~2oCU?CY~%RhfbXQ(oN7Dgi`$9Z^C$4Yy9 zFB!xMM3BhbN^qbnOTIW7bN6Bm7Ve`iVc;VZBCF?a=$zq~$V{j?avC!iw{AR91lPgp zrw2^2`VXDt`d8!QAteVqiImrMo3Bjb?S}sVp_7E;OD0diB62h7bSl{-?bW$)Uiv=M zr<{M2F;mtolBliMwNU&%asG0#m}tc;z{xK_Q7Q2ZeRDk6Cl!#Z;C|DTC@MzGe9#f0 z4o4EI@xR5k8#Sgm@pP7&?eOp4G;Wk$V?fvBDd!va7CM4V+J|j%vQbF5LMiUW(@LOa(h_pFlCQ{z=tfBtNn!dShQ}gd~tgdBc>Ur1RA1+O@S~A z=oxEDy!L9ikV}ZVanU3pUigHOP;^vlPsjQTG_e=M!U$L#~z9EFQGRQVH|%COq# zV_nsBBaXzHSJ=*V{1zjK-7L1W1ktfBztm<)Cfi+=#usNypH**8xyn5`E9F=2G)77> zYhPs0g1z(t1ZSi2l9XyY(jg#YRd$|Mw^|Idfkm1#9=3p0!r%3H;kF`#{gVg7)KKWHqWr7&aT1;L}@Geb3oo+w1)z zp$LL}F9+_lvZ5KZ1{o4jJIy?JOA1CwWoYehU^FT951zV)`KiT=3j7VguN4+E3qA%P zarRAgipo(2Gbq)*;@zxj&hhIW-Isch7Y<$~04sutIXx>+NERU(SQ>Z(v5n3ScDh;o z{O4*>57x}&6f-MwD6e(eBDcO*A5`7yjHfTeuo0qci}GJOK&QeRMk~tG$u)rtB*syO z!nj-ki9#y0Nw|h-9keXNDPRS1G_8ru?bM_M!S8J7!-njI8(r3}^tZ_&ZQYN~X(xw@jB zu6<+hX5LLH3oHq_Fpp?eHY<$}O>}L>zCAJgF?zo`4j~!Fi<(>gpR__DCvM`w>%WeT zo95o*Shp6jw`*U(Xy2qNe z{y8usW9IgRSH2-^ zB^&hO?5nW1h39Y1d&;DoW@em)Hi2^@l)@Ukgfu)skLkHEQ!UOI{{a5&YQYY-rSGfLU^^(km4z@{ys4YMKv|( zi#sbghhz&=w7FvJZ`sdfQQZJdnHGI%tV*59;0Sj9zw(HVNrwLbukb0-EuIqwy$oe0 z0`5*v4s@}Ra`a`Sk_km9m|F7}S%T_=!FY>T12H>(edHjl#iI9YvmlEpJShJFDKiHSs&Hi6(1@2CIGqm-yKy=oim?Ls`rMJK$Zxa;?3nBN zggm22D6Qrpq^!-b)r7kR^p}S5?y}HERJlO{j4g)!A8vY!j+&AdT~9eA-=z#f1Pywi z@~Lph5akya{%E_0CB_FaeuuoD!MN^(>R;y~#+89ivbb?+p5Mu;95v=j7Zcg{C)M*V z!#Ipxe8}b}AU^ys1TlZj)U<~f)F{=96s!P`Zm$p&+j=Pl|?g8Qt*EP?0*0Nhux?OS!) zagYLPIZm<)+o?-58e!P)PEaFQ`7oezqgqd@Bu7{m(jfDPtGhQs0aT5a0-1o2o6wxJvW_8F3{F0UFnA{t8f1R4?5pG zsAs@QCiMXK*})wXHoy7T@aEC;4}n0_KvY>Y%Zt}hp{GlL!k1g~^5v)uHzVKWum8jV zDG>ny0RaF40{{X60|WyA000315g`yUAVEgS&Ho88hd$+dg;UzIXVy#`xQ9w%cvC+ikYn zZMNSVZ_90l+iilZeM(|+WSQXjA9c3>03QDUg|^%LTW!C~w%hOpvG)V+Pr^Adn*-D` z-Q=B-ISh07_vN<#00#Ur&lzQwS!I@4WtLfGmVYrm{3_X-8ib5paM|UnYm)Al zukud>d`3gW`~xhq%O~TWcjKN9apWBEG$Zh`b1&SH>1q?1Z)Lfs!)^HI^OoBLd`Ng7 zh%(QHN#iV%ei`ugx!K&li*<)3Hf)`@v^g*A^vGl5+xSC2z$=dg2rQGpStXW9GTUsn z_ExoKCHUkhtvU#Dm6v6CN1r1s?lzbb8(&auj-w&O(Wt6ttAv$>2d_FecIX8oZ zGsC-?^?OH!mR+?SlI@P5(GEU1w(Z2)$Av6|ZLW!lMX45ivLwhh8zE(>F3hh7hHZw~ zX79jf;88M|e{&MTeZ%8B6k)}ui&n=o>K*V&BG6cYp`$3aTaBN!ouq6}AS!Ana z6kiWZ9{BUJny_b-86v@u_=xg6Fl%FFIy_t2K?Q_QxQ||ISHw(UArlyU123;3izJZx zluDqC^ z1{ikfv5wCi*TH~>I^3a`6N?fVxXzm{Plgz5+a`UnjXhd>XW{Zl>}0|bvkpLPG7E;@ zLn0y*I`A`}R|s*2GDnYIG{RpAun6f8%(*@mj9vi9d^aPTTNuj1Q+2yJyPm*n4H=p7 zz60S5n=^;2d}{byhml!QOfkDTYiR5e`%*1dNThr$*6FZHEsS-B;y7~6VPv^PlX-}) z2xR*c5P*W|;kAspE?ZoES&&`8mNIc{w6^?9ZI~p6u?%H`3|>A~GRn5OSP}Y8(`;hZ z1tHH1kJ@GrcF6;fWC*fwf=F$gyGly4Bes*DR>=a!aXsw?hDmjvXHSXj+qN+tPvB-H zhCG``z@pTv+ZhQm6_-&kK=Neo;a7>20oYql5g8$XcvGfwQhc@WrtgGLureT)xjish zMc}e>cWEP!d|AjJ3saW&z~-Jj*&axr8*R43Bx>Wv-NskdqS0d`?qjQ{;w&h!*lWHQ zR%!4~LfH<|NsO;x`th)~SlT{5(s&{5>aiwQp-G^874jQ$=?9P#}N1ra09VU zwnf(2$QnkC!p=hExyc~QpDCo`-9(!qHuu-0L+KH7=14$k@U^i)J>9^YW^&AqvBbXo zERr(D-q$^}!*iF5+Fz*gu-ouo8xl=BF8+7H8_m@wAlNZ#;O@evjL188g zewR6QteGFAp>mmw$IBuzGCQ-8ZiM4vvpPo@%dX2ITD2xYB9yOI!U*e2QyWKSac{)% z_+lAmX2k8AnX`J|V|KB@&0vXMBdU3umfs-DM3Zb56pte<9!x?&i+KjJKX)s1au9M` za5hGe7Cwv<7p%)=G1+62Op_&>tOg@mxAuHt2R36D+%gx^Q5++^fjpHs%4eme z*ThI{!g&2huMc*4JQ1^de3DEdayj=K)WTd_KEgQENy(nV!`--alhfcd-HUl0Od+u+ zV0E#{8jvBN8*>;F3I9)5$ zxPI7JIepeAAw5C`ld5*b6W#g?vMY8JUEp_+@Ljv)j57i%)EnHY9Q9y-p(w9Q9tmtX z+5wLt6F)b>49>^D1fL0gX zHFhAnxG&g~Ui&}SXYlJV7AgozBg5cK_6VS zX!<^*iWta`t-++1+-Bta$N(Px=j@JphnsrSTyTLJ^Zn-}aWnq_He@wKB$=ZFSFX;wN-W5}{;j6J zqr@H`ESdNWvEYcGQ!V!{_ySK7khuIOisx01CZvn zxEDtr?M|6E=NL150N=Y$pK@e(3-pp;eL!^m-nn2oKk&!VazF8xZ-KCCFLDbXVnt)K z%y!6B?v9gf3Z+bg9J9Jxi}wcNf2c567%_{BpZAxevOiE+^2vkY_u%jz1j5`h*oiJ% zU(=kFk?z9qj(dfu(~-pYKkM%-l6YBrF3oOTHqhec20#0?xk?!}L}N0TIYi2f-_A6ID z>^PiiJrwdUC$h-8Hja|p4p=tRbHIpmVVx)3U)s!e>AGQQ2qyLW8nf)S5@q{2I*lJs z?t7WUH}n3nj$w8FrA0_D$YeMnk02j~fdYG2A%(ielHWsYVJoZ}#^aw*3(g7q64F_Q z$as&`f)bfD+??jhIQ0NY5F{LB>VDq(gd@&F+-zpE-e=-{iBlUQ>DTICXOecD(`bu2 z{w|VhyfjWr)Uein-M54S+!znL*Dqw_Ik5Zx0PWU(%VPT3>H3gkKhhWj)&vn zYiQ3Lu&J`%rS?bB`?{Ce4EGcaKl|GzE*d`V*CZaty=R@cxXVsQU9r8o^1(OmQ7t(u z>g)_JViAu4Br}n*Z6TKIwBaB)-Fv!!vg^0gdc~6lQ^(YtJm&%u)r_lt2&bsWc3ReN zcDR-j^Bb6Zx^Ly#e#rYCKCW7NT4DQHWd6uT)3euJ+TsucE%s$=F73URSZiS*4IJgD zcIMAWeaRQ1>n#L_2`1bZ&`RjoHsk7C$xmXhErv@y_yOFyCzkl~+xj+^wh)#eh}Dty zmohiW$2MH*!uCGbp)m-0nO1YFf?CXs8o+(a-Mo;SBI9(z4&K>y+t(S9aGp7Ik-fT4 z(#+CT*jnmV0v2}7*f52kd+3Hb_S0C8Ou6da1iiXP3+h{SA97)G*tgTUIY}ZI|15EQVhD;s*PeqmAiifgm>h%GiFPjs4wtPnja$tBp_Y9d`YA zVKTc0$s)@ECSrSwMrFe!WyV5ySrE9e=HAikC!V8>Kue(|<4xaAT1d^x}V$ww)ICI zq7)(92n)0lk9Z@4gp-l{$(Mo;z&P7wF83^)fn~LVSsmFj zo?0M%fOs&{?XqO~83~X=3_ESM+xR5U1*5lan-U8MfPIg|u&sTNTeqGAa6P_Wf zU>PLt-)y^GAc*Hk?X$$g67QTSOAya^7~|;RCYHs8t>a$+Hdd3DDf_}(ZL`VLrH9xo z`k#Tt*W0#se}87WwKfl&#;o-*>Jyn2B27Fwr>O8KMXdJ8!}>+Te2;>u)RY9IAn0yWRP(6 zX2$mu1Bk}-aAdP1cZuW}LI@BNNwDPP;2W@R#nN#lk+`hRSS5s$SG&w=(TL4hX(GV1 zN&P_^+#{2v*OQYr%)4GiR)oypBmM=Ps7;g1XBZ;AsV< zGF{E@cq}CH8y91Iv}`sq8LisgCgkewj1~_AdhmTOEW~!>-p$*9KHa#;x|28wwoeKh z?R=h~;boi+yacoG-U|n4lP2O}2;e(+#*PelUGNS9XI7zN@#V%O!do4VvW6Gg_o#MF zy~0RXdYO!ZL1CUexuj!-#|K#9)Q!unj9n6KzDwlUWtMQna--NIf*f6YJk$U8cQ;J# z%q929bvAcG?qn)=!!ToRN$w=~>zGT5ZKB*Fx5_2VC5$09rJABtE|FB4N{D=Z`~LRV z9($kn`~5oSbH$c$zS>IbB9L0dx^o-WKB%sbQG5DL$G!E@2J-wCaVQI zaZ6l?!F+>@2e?ngO)towx=QF+fFxC>);ajvndpMqJum_P?kcPJjI!W#Oi~;+u>6lx zRoJ!^ChY9(q|C>kKrwgmZz6eCzeFsiiy#vB!#R2!uNh*V?48k)UF~3YB&KhpeaWY& zO26-RC-)CB3l4OrqHX(VHRA6d)P%DnVI^(rd~OA6PD}KCJ||GK_sg z+7q@7PCVTiE3&B3V)s_}%Id;G&f_PH<^J90~+r-+8)iP5p+w`vbCr zZ>}7;{!RbsOh?*VY3`o1iYFIOLQK~+?{Z(*hGM>DXP>?HeYycJ#j3LCPfc_0 zOx$DbM})?#y_a9;cxgyi4*x;0NyKNC+&rCt@-~U-wm)TEIeh7SD5eU}J@9hO?8c`s z@?>YVQm9h#i0U_si`ZAfD>7o=Vn0$gx^;dRDCBE9btmLSSJXb(X1nQLypj<9#Ls;3 z_h_X2^Qaz_1m;8i(P@#pq}*!M)kWPU23A@>J~FhUQDKDdv2ud&(yjH&qu=iEY!G@G z%-E3G)ADyPiuMxRzCt?Kn{(^!9KC9%aPj_JJ3CV$Bj6; zjey)gCY12Rs$4)T=wHV~Y)Gk@y31R$|5!9Eo~phbg`XM+zZth?AMWOR-jDic=yC$7 z$y>Nk{xn%Q`iA9!S{d5G$P=_>Jl%Dt}KiT$!6O@zwu$)fJ7?xLl$$4co=Op-vxr5w~h%3FX z%4-bZrPjRi+97D$hMu9cNAT5?dRkq+f77}(=C zmsWjeA$~f(^JC#@{Dqmz$CoZ0Df{1f%98p0XG#X_M>P8h%D-N*zoR_Gq9`cmk0b0C zWOKwP^-#O)ed~=h-2E#{(TjtV?XBWM`J4YejUFbJPgel9sO5TPZ7BA z7J{a5;ebf z@W*mH@yB93v)J`VNWz<4W+NxkKc91CGqCY7#rp~T`_5u97G+ecA}>Pg6!ex1O8R!k zFr_P!c^t&^)Xe8#eteFICNOgI-{9r5tYJ$>Gg$7ty8&G}hmNoInQ-lYKD0ky9`-AS zJvnR(^T;?we4;pON*cAjRr$M% z@vduOY3`;}Qu_TK{KXutn$#PkjW;g?c@`GFzDCk;A6*~)FuYfN3R}i#-04#=v%Wu+ zg86)**-r(2r|-wj?xR~fz$+82x`LO?y7_uW0jKV*7hbxM6^jV*GZ_s3zR+=&o){Df z1nuiS{zCa-g`^z7lf?1<(xyAV9d9cH$1DF)yhmIh2}+7i;^*$xr5re3JH6lama8z~ z{EuzQ$IcTvE2#0o&_@ufY*V~9%MbCL^z$lz-<#!LrF^~5u4p#8%aYtR^<{u1GW~(H z?{x*gIeedsa&V?deaUt}Kh^*EhJu|${inLDdn1ZQ2CU1{s8H^g&$g_E{HO8FD`}aq zTQ+;pQ%(MrCG)qcQGS0X^&_)DiAv~Y)k8nxQv6`<2U+T!Lx|k{Je;^+YQ=SnC*x)p zg(|M|Nh^nXn?1rm`#qRKI9q%@$3SwvJl8%k&08GndLhKoX{dWoo6>-KN?{ejuG62) zo!1qf+u7%zf4A`>aU%0eT0KrF%`&Ag=yHSL(l>KLN4d^Q`u&$$R%UR8zB9}DWWPwr zX6KLY@5UhgwZ)FX$6um!_If_lvp~kJWk%ucz<=_(h;rft~yx3%!7G?zZF4WQAjO?62BuK!D4FSn{8^g8x{Q#+iG21v%tTOb~A?uU`r)Cx)BH=5nj) z0vs(u!rNS$BSQpl8Kc`%VB=3H@|7x)!gA|t7v;Mvm!zXlUcBW4WvPvn&szSR&LE=? z5YQk9av+0D5I0ZGRS=K>QE?C?qO&Y72cnI`X`4qub4gvPwPV8dD`hywAt-};W+nF# zhr+SL#Xx}-Tii;P$Q+Yd_5VDciOK*aYpda|F6)j5U@n(nVLco>SCuEs% zL=@CUs022_BP?^;J{UY@jyNDO(G7%;H4$AniKpb8wT;OlBx2`Okemj{mLRUll*|E! z${1BP6)eCN;C{tmsJW)gsZ6Ea*i8@MP~rkg#xTj`$-A)|RD$*aD{iF=L(PF0Nsxdc zoM#R)^*+h#w97k5R>esz{*%W^VU~n3i7j@(UVr3u+^yIt38%B&Ru5NR$BDK^p*6fI zsmK5caU_^ZIF4eDDOGbIx&TLjXd=2dCdRKJI?)X87|dn>u6THoDJGK6200g`!+bNh zEF|D2(9|4)R9L~RF@>>lfFkEWkRY8kriuWWgjC$hq4Hfmf;JgVF16PL9u?+)v_oj3 zrPw(W^Dheo>4;c6M)^IE-IvOG(`rQsHk8a1o2r*I90;86K5Kh{`WAVUq>>x!$Y(Ic z>QC?xL1+)#U%KbAx5{LEH$4hD5QCn?k(sgr2A;5xy4U_Up-6I(CN)PqfWhPmI1r5* z2ZEressBy)_)3-lkSQqQ{{}B1i20xFe(|IOH3zOS=Mto|E|8VaC1}eWyCzA@#sq@Y zZ{gNl@%nBc^ly5na$&p+_bp41+Y*htpX$pu<`;8(XQq;jfH2Qy{mW*9t zav{7%&Glx|KEL9u%jGfY%TH zRbFJBdZq1X_Ag~3^KUu+%_2PzJxSmK%JIo@GOKnpU2L_-S2lr&PRyH|Ym?ec{V8G^ z%5v<+8q#oWU0iiChiF7FC}4`6jG__%E@<*?I0XSk6IRi43ZJe(fN~NL;6Mz9OxRre zh|2|fC*vf9&=l`$IV+Y$EaPcNm~Z^HKP%E$UjDhuEiUj}em{Rinh8FGO(J$p3^gkk zDmeRbjK_a03O~}>qLgVdZzQuUK-|*|Wu9GgIV$LYudeLVxaXC%B`(_UgPQ!bkC%JY zpIkRfjXTX&7O5KeP+?XY8zy~l+r!X%P2N%gqUO@q^~=91c1l0H&eP@)R~XB*YRMR8 zvv;OqPHE?WMtG6v|M_#KGuF%jz|hR!2BLAg*zPp~1QIxqZXKOf7?UclNu~^wbFkg3 z0-Te%8iAk@h#!pU1h@qm<474eVdZBRW=dz3fMeXX%{Aq>3bo(mztFFWY~R;UJ5PZ4 zZK}^OdWBAn^k`9h;Ufz`Wh$@6uj+h@l>V^tM>APlw1l|tP!3a?*|}X_uT+5yOIBLYj_wOnP(fwNbR8>SgWNU&jCQW>cDy%-PhvbmpLpF^Hn#aS{qEMRjSb<(z>y=2zgs{!3PgMvFjt39S=(_ zlpn*2)*mX)m$Td7-%4M90eEbL)U15mXOOob3>w z)Y7ds(6Hk3-dXH3d!K)3T(|=gKAdH)NZWdaLpRb%@Uh+Bi1_~5zqtAP)pEmL{4#tm z-q0R!4T=fsEJW3K&1Y5wAS(X=Bhz8UpgB(kK5AQ^_+xzMx&1gCZ-?B0HHZ2f6B5@; zPG9`G^&dTMCAKlt&{H8kgNZY*5t}>0^~(NVj31qc36lE)V&1`1ZZ}a-MFRr~+>P|pZ5SAEMu5q8xS#&1M!10ov^kL(-+u)%q$sQ zYsXMii6rWsr>fTnhtdz!duft zd+@t8LK?so=AVChYcJ-0)cK07tz953~Z}AM^qCi&wLFiyG1v&-dSI;HZ{&_`0Mo_i!-+o={qCh z^0~@!gtdoSBsWKgb7!dL{WyQ{KZAcwHBaNsSY6zTQ3dbm9oJ|;D&KsOq(zeWqY0_X zg+<5E$BZT7vpjqLTK^`M&wMp!29o5(V_3wB4%xkSHBrWGHYR#U6UVjJ?BbJ$M)L!3 zjJYY~uq8A2g)$~4Es9fhiOC9}X)=b{e+PyplO&6U2;wFLm&p}oIIi64+FZZ6L1ma0 zE3K3hB=Xjfk};)$g+Bmt6F#zx;I>)LA9G3CetHpl#D--0N6KF=Vwr z!u+}Au2CXnGWEWy;k(%~0{dW_O!$%QMR=O^_<>x+5#?iefoGXC1j!*P6CjpZ*~BG6 ze0?#-?N2oINTxpb&?w}x@lRNB0G~7J0Bk8Tv690>N$nwqcvTYQ;m^IRL_4E9FWnwL)lWjzkvsEHkhsDUstjcYczr|{05Rb+8E$G8rjb^f)q~UGY43h>rj<^-A z=RcQfKLulSuL~#zjBN+tWg(iRF4O@8HU0F05=4LiEhy=#P6i0qSz;}7P1RwH>4{G{ zq66ttw&LrnLCKci1(K7$tCWvJEqMj4a6~AE%ut-t48kS@2hu^Oc7dMOZYj@BI#l(G zC2H?G%X~Px%TpVJM@)INR1R>w3}KNMC_{9sZy23R3U@G>04UnPLeL3tFvh~GinV1^zr%sYV2S`jdSjfv_lV+#RF;`Dlq zUKJ)AmYjaY{q+a8Mc)(Jz{4|SUTfc?b6VZox&e5N-=;!Y_}UmY2^XD^W)bz==J|!z zu$vWOry8+qX;Nu~vJAl){Y*2O?%1X9hj|M>KOAscLj}6_@Z(Xt=?&S0U4Ai@lgH^q z&lRmVh9`gl&)S)jI?l&GBeCkfwX-@s{{Dar3B?P7np6*8#`uzqp05kG7oHaT&PXqpaA~i9e&+ z!G}^oY?*<{bl2CWWiA*~cA(B14!hH8Qo_}R3~1;2rbY#y+QsMTbAPNoJ;;tCBw*gLtq+ z)O~W^@P)<|Xr;Ow@2+c=f4u+@0cBW<`z0sm+J1WKpv{-3HQ2pn|Fk8P~4)OdYbZ6rvZ< z%WvM6-Ai)#jFAvp@Bx3XlO3qah)i?udT8)G`r(+26CR@0Q5fI*2XBdl6|55SPrt}x z9+HQCxp1K~V==!jvfcXLwwTqQ4EglNtl!c7Gr50}JvJY2;Y!UFTP~=FR$=^AGNfc# ziSngqV3jd2ZU(m;KgQ+W^VQzj2!uUZ&~l{?54XGFtC_3f*3y;h-rC&6ap^3BN|TIE z6&?mv7Fr5lWm{>Hr=TvVgy!>KLMC4-7L{``$u6V^xc;+rw?omJLCI-PpQXW#DkT{W z5P_=qfP1Hu(v`GxBmY+QSCIVF{^Yh^8ORRGE4&w(@v-Ikvj?emJd=-Ho48wOt7B+| zro;q}$PXuqtZ6+RK7B44nRSE`zcG|Y5!*TO7S#HEi--vp{o3ub^9%d>9hm3P zh!ut^m`=8;6QM-miCKWGP0*6rnvvGXy;}JUrBvyO(MfSYpWRh%5|zgF%kYl zBizf4KmJ=QezCmd?92A+S^F%yy*nI9miTMi!Mbzp3a24gX z+RimCV^m&daBpkuh|e}~QaK`KQX~QpPOL|G_Ug1T$;cfRu6?#GBwNWqi7WMGC1iy_ zEucHF{UFXhK{keo?m;DFi5@PlUt5|dZ(kOqM@l5@C{DPW>}hDUVWOP1n}t=KKO*QV zdlrji(%httD%kE+sxknK_E)M|r@RxqUYzSf1cv~V{evhoy6Vo!f|>Y>=VMaWRzfKr zEIEQ!A-5?Y*3-ym8~ip6s8W9nwK6&-i*0oUoUFp^D3fh8+t6L*ta2kHm_cy6#wh6c zo)2TN>E(hgg~3*+i7Edm)rlf+m*O>54lv^dHjmlhT;Bh;-;k&35^?lez!J2Ncti(( z2Odv3L;n1g$FW@GEi9b4tRudulI>{GwCV37C**xm{%!F@uiPQPnz**{x`W=X(K?v3 z8Fb-vIX8TxVnbtOjm?a+#hFc6n0VL|Epa-?ARm0+so+JW&RbFjkh`fVa`ke@ILl;z z;FUMG2BJH>D`fQ;bGoLys2bQT*FMBltn=no=)s-gi?Kv=?v>bFbFOlvmL>mGtGlaC zt!yOx&Mk<_>FHYG;&`W*Q~`E32ooI&hP0h1lOTs^l0}3V`GEjp>8d`1U4V5~s1-vI z?$9Ylj1?nYH&;mwQ#&5OrW-NhZlJJnH<4wh=Omd%UTO1Ax$?t+gVHGPpMo*JA*|1L z8nSnzD-BN<1Fi%Gn>VoiHnU+aJ`|a&$n(?kS7DZ?)`DAv#Qd-(UT|ge8bO(vipd-H6QuoLsIV~XWaIB`QGrp8p7}E$jR@`Nt zYo|Y={Glq;%&-r*tZK7LxP>XXHAu&?N!2V*u6W5H^m(CC=o6M#+~Ymu0`hHB%N%TH zpq<3BWP(xM5d(rOsShi+)xj3WsV{eX7nMvF+PH_`&v~b*Lls@t^L%B#`Rd`FRk>Z^ zqH-%K5cdaX7E~*I+ax7H4E@|o-#Dd0;yk=7eG?SmP@wF(8yP!Q_xiQoi)$4vOJaxt z{OQP?5*gVBCC?qGfp-A0#2#p7)pf7!fv>c<$S)0HP>ib5@mzo8?3wbMFFlGTXXopg9#h5kM2e zKPp{W@~LFi5MhJOZPoC@M$(wH-ykd~&j;HPG79Z){#I&*f=C}Yw+Hcvh=ZzZ8~y)S zh-!CPNv3kysRmSeS#|(V(Au~j9vQvFjlDMR#z($s?DS&XJ=sIJY4wNfm+$!Mytrg| zge&|FHi#0IBd(}JFv)u)=A+{YcXF!hftA+tm*=bJl=14k6eUcGtMK%Xjjx`+S8x@0 zRJ|tqL7FMG)T))Iw=^5BpBcQ4N)nlXS)%vEgufQ|<)hFXLCzW+jm`U(0;@6FdSe%- zraY62gY%2b7O44^zp$FP5r``Rv!^*PmrWdbkova@LM3zPN!NY#f-QzLIFXz{8mX!j^TTbW!#sDUdY=0w`Uo=A4yxoj)f)84K?2C^t#%r7!rk;RIRcrj>f5soc_!)3$oPI$(MV5X3T&J za%ap|-D@+bs#~Wt1mo9)d~lHlmiki3P(!&e-&%!Y)hMKb^g)WLwnz*FHRe5E?#xF7)=0?gN_FnD zw^EIpkUS87Gpc{EGI_tB^uF#(nJENp` z6-DIoNe4J9g9PM=_sIM%jI`5xx<`p{#lV~u zvX6qKfH^IZYTMd%i8}%E+coChZGVl=eJyD_mEFUc#Y7K=Ux{62TgZH+!H`}lnWRe4AGj*fw?PO7E-j_lUNTs;KLjh8r`i0arw2j z1y$F#+zU}qH>mt2G;A3qaW546nz9A&M0aaWweqo{v8^;2o2nbxn{MnAmv^0KRa|OB zDq5_KGmQ(DC92}RAbh3Gf*28+j$>-_u$RA~EXfgng%j~4zXjre&71HrvrMz${B*eoYcCW;n;`pL`o`;31D^!OBZoD-ASyd53 zR1*H;ZhJoJ{*=qWNN}ZBQ3KRX@}`HrEl6J9Ac*GSx)v@B*m2=%0GU+ivO|^~5pTp` z0VU!piX5tR#46XOT4eAVz_?23Ix%DjZzC&p7tNp~603;&8ot;aP?0U9-eD6lCL&tT zV%1?SJgFOEgOaXFU?w+!>+&tzy6K|s91>OIU4hOSKxytXPETn~5yl}BnCaMj4SMqg zy(`BhFTj)_-g5snm~DHHSB7;m!dKqY4ZD%~>&ly}zn#YFskPBqDG)z5>22KK>6ZoH z0(Jq{m3}0gD)B4W%F$}AZH=}V#$6wX_*O7)q;P@v<}+=b+vql5uG{n$t{cfRwt)^$ zLceNn_UzLfyn;JhV2mh)zkJK4?G_fjCmo}nhn#e3>fXIpYDb7^Bz2Z{f9swO0bbLl z1VLYEh{Fskwup+3!maV$nipahNQF8mTy$GVwzBY-d|4*Y(lFd-Q@YtxWvQ~pI$Mw4 zMsZxPfik>JMU8VLT>^?oR^{QqrZ%HLgiTF~8qOCdnIveasg#b1)K$5qY3pPTXqoUw z$LUm0raC?g^5Pg6$Od;hybfJXw4@D3$?u%eg@z)HQW^eMy6d5L^VB=c8(uv3DGfw`7Rg@4~?A%3;`zP}5YsEl}Y z7r;x{7l>_&IZQf{U$Z$T9oxQTNv%D|ES>npT;qZk7yid$-pSW#PCi-Wv(|&#y;uH2 z@69Fz)KYZAKA8|bh``Tfy8tEpNH>F4PgB@rd!%B{=+YWMvLXB|0fD5OoOEft^=T&+ zu9OC+7&}x5-!Au*to-F@S>V^OREq#CUk2X_$IGN4m3l0}@!eBD}+GElhRSu{c{6V|g(5>43Pt`EdF8-&&2t)4KCTknPd8X1#@HgT7VVd|8|n=e{4;JG}=f zeeBuwXc?BLRCig9s5taEZS?c5=*Ld?I``)e%x$0SjX&Y7K7AEt_R&Awic6b7T4!Y( zmzg0ri=i0iO`IA`p;%qtwO3M|yy;e$!>icjB~nob;a4mNy@Q3s>sStbgH$DajF4*LARRK*-GE$l?(4c*l=DiboL5FzSu^gSd<4GAGgH0soR}`(KKSn&_JXTo_A8TMmzt;;;!WpqYDji?1cJ2gwH?4I>5<_yM&ya1A_M=_|#GwwS88qt72j#L}1%&TZC}hc3ZL6*B^{$ zd3(L+<-0gK$2)>oiG4`F$M4F82h`U_Ljl`@hxetkw*+kTY(9;;mUIq%QFjwcNt!@hymta8Rm+U} zLmVa;ClkY0PK!|wQSAyY9xPSLZ(09`fW)@`uvemg{bL#<|9A=el4<{tmWPpVV?LE6F% z&O0)lIXCND!b@-Rc(Hv5g5$+Ch(hDM;xt(ycQBcZ=d&FDITn6CUdt@=h^ngb*`-x- zj>hXNoG+oKzPb_O89k1F!T|bjRhMO&#&m z(C=NBpX&-JNL+0Ez$drHMKZBh9+QYq?}Lu1b>Hm~#z>40r_}*I@e~El`$5u(eDOU0 z>d>W6$W7M6e9#$>SqM)^g@)} zCwKd@I}t6fgXEk^OBK@qPflwW>zG{#gm1uSV9e4^JWw_BP3GH7H`e7LZ$7rOnZ4>Z z(=~Q1(>I1%Zv8IrDokrKvKBUX7%E+rE~X|Ct13bH^S4->LxxIROgAG*w*4i*{MKfyw`lypRv+#xv;xo*0S&O=y`LchZMZiI>c+Yf9_HIA+E3QH*++#p3fCWE|X}Ewvk=M`SR^9zY9d^;Zi~qWk6DuAy<>_ zfgcf`liLj%bLWUMGP9b#0u#wwg2C$_q1Iqt-90Zk43eokY9>~`9 z^#Yjbf*yKhT;B+FI&qS0^;_h+V~gG+vuT`j_p>-{+wT!g4&05)4L@fGjTJi#bWBK} zSPgXYgc99Y@LF&DsGJYnHg$EjF2C2_7ni<&GP2vgqUY8z`sQWaGIwZAx{7mZy1>uz zf?9U`I*9YrrK(sZ#AnycSkyo5@2c_-Kdi@o(oDz?cKV*~iuJ7%w8R2r=a)*HoSs%f zc}sQEriHC69%@wGx*2Kbzp2S-^~w!a6~iIIwsKDm+n~K{#qQ4JfyC%5#lEs^0^ z?yZ5|GCY5u^bg`KQD9f^75hz{Gk|s;C*j`olIx{Yo|jxSay|}L6*h(DJ`~~g`a0yx17kIXEM~kgDwqjR$u*a$`A>63+5Ag7tzN ztSQ-c5onT=dfC84@c_8%GQXEA!S!vbehlo4yI70cn$#|fBW#bs+ZI1=wW|@Wg9pe= z@XpKd?Z}k-KM)e?^pRNNr^G!Hk~})WtT%#^2Dz)11h%#K9u_Pe>uV_s%xr z?FAXzEbh8gH7?JMKwNv!?fZiSpe&l#_^lJ$S6<~_@7bC$x+=a&;L4GPnVr+BhBEd5_x!@aXij)_retmj#kv@38^ddH zB<~64qYZu00$*|5k#u(hWZT@+h;qjxE%TZzU5p)bL}Da@snN^QnTV1b?Jm4)f-mh* z6|HX0lFvl&fK>^#wg{wMF`3p`VWZ^jz&2wq%PD9#b3Rn%EdC8-Y9|ad1ZESMt-oNz zMB}%yxQt~zPlR*SHK|da?OeuoJTlqW2oB|zc+#Dn$L{WAu=1A7wl>`$*^}nP=DeoX z=YMfMdz%&jv}lh^;C20eB{J}q6D#!_F0yrc`ri=~(RlVqi6Uw#N?yKDMB^Vjo6l!k z@>&inDqHK$`#7_VD`UI#VJGX?p-oR`J}M1b-oc)$*lYPi@NK8?%lpQHk$2`>f5FZk zQ^)7Vtco2~?ek#q1L3S%LZH=7{JJJ0C$_CZ%rK7|Hq|f=$`X@r@Fj}dW`Q2yNKsz4 zj#_F$d_Y~AicOOaQ0;t8$_^;xYW7X75Pbjz{7U%6Okq~+OP`-G+Efy3Q|wFO<48c1 z%U!HGJ!M6@Y zR1%7)^$xjL zWK{1<2H{m7vgS$^D`x48G;zjh&bm|jD*YzvDs5F!3r)ei;mplJ)wHk-xIhHpc1fbJ>KZHvROHg$E}Fbi|p-!aI4Yz7N7`qQH0mq5Y4>PPn*oJBS9rnOm*>t4 zOH!&-m!15Qi-5_q_T6lXQ?5@PRPV!4X2)U?|Bw1r9W=f5pOw(g|9kFdiH~#Pylo)DJNw0n zq7FoDhdd0I7fW9XqNmLkOd=izwa93kEp+6R3kGv?7RR@pT8r0kNYLo0jAfRu?S+!+ z(%{(an;YLMAncum2rB$6_@2hxA@FLcb*GuBNe9F8lXH8U=6Wr&LAe<;w+7lt#`9OSx zPiZ4DaY5K=4Gq1<18<#A)}+5G%-8a;nL_8ulYkJ-(fi78Bv_n=D{xyuy|=59^zn77 zLEfW+x46<@Nn%8Gfl^ivPhBHQCKijf9(JX4A=eh*=Xw9qaDkd_AZvlGN_v~FuzCRC ztLtwP2;-rkIg;xtW#zxNAXRa*yd~QymoEY_mye{3S?Na8I%)M5ly0iiFIEq?N73c{ z6YYVX{Ld)NB=goO6ez6$Ja|9|ZW$URwwKXbM32a1(l>Hd_}duu@B^5p(P_aZ>)iu< zZ++Mo3szFL%Fy>+?kyp_xKwPvPPG(fYGv|nP6Lnn{j`0SI*UuLuTIs%q)kqvb#;O3 zRf+A~SNO!N8pA$L+t>y5?xmD2lrNvvc{OaKFf+pmT{NXFc}Zvvb6)9y18d#%f0-+{ zgnVcSzxtB@EmCw|u+VX9TN%SRMD1THykN0eOxCiSmfH;V)ernb31W-!#zm0RfGR-2X+Q1>tAzs?v-ulwJj>Z?;{W9F~A+&st<6Pr6-5W6`|T7Ux|MQ8E( z3%3(Ldt2IMaGe=+w~@TE0}+jQwyCICrDz-xsKn+U5_B^nGLADm3j;4`k#v$3{2M0J z1i(L_<>=hoJyits_WFm42&rUVCu!}!iQ9yU+4P0n=ELn{J z-Nc?POrX7&4EY9qr~;X-0<+oJmi);FWKv`mD%JVdt6Q^GG?D;cLwDHhRtK zX6oD*K5h!1;y@cE@or!mAH}h%ZYTot{HrTutm~E=mg%x(fm}wNtXv%5Bz1~?hFk;* z)&ebBmbULh6e>2orE1(mRb+fMMIawm_yzTl$CL=KC;HMBu9$4C$njr5c25G`%t~T) zs~UZq8?t7&Sf`hCN&nxhhedEk>`Fn!n;oRq=}(Ts+V45-mCp03@ftzuxwQBnVx#?^ zib{s$QAG)-8qjo>F)QauHalK9#3*q;@3*SeL`>_LMO}B@6T7FvO16_80DgGpMWsK2 z{WfANBv!Jp2Yj>6j#zF*UxA}3_9`i)BM5>ng@T+LU;iT9m&8CFUQL7%FxEG zKy!{j8*gGtg>PXs{aUBieS>k8I34hYg0+^77zx_$Leu6+5aroXZgtLtNWf}iqI9+$ zB=toDX&#O>9=AA6@>{C{L0O^FA~L~`^|c%INyULuSiab0+pE=;5SvW?F%D&Sdr1_f z?*};ujUu%43top^L<__LENOm04&(j}v%}PBowr#rcuCErF3Ibh*UQvVOds#2$!0L{ zAInV2$5$<`?MM0BqGr@9@WKW_mXP@_&p-j6po3OB%*gAC4X2!z;3ta(nO?}2OXnVC zG-BbHx-qe%ESXC)@oQ^L*w$*0Iz3xBbCoW&*uEyAR9xP~(qk>Z_osBT*D5~3M3A+7 zT6-bW=B!P${`C;!sE3@Bb#d&(dYs`d3u~C1iEPJQL2vg&!#C2rGa%~hQn$Ow`WvYuzNPL68t>_r6$sy8z+lu-*)KAUmriZc5g&^+}L=^Ka-==lJ;wTyTntAkdh zVD9u$mHnborE0y;23qm$KLr8J^Op!*wO$zG#(_$~kGQECW=*J2XmP{k633^qsI8;8c)>E?TBz-xlkp4vz_Ix(4SkmTL`OMQgBq)=bCzu$ zAA)TE)O)>C15i6dd`ckdQ4#wf_*-tJmIeRj~r{r6?f`Ina0T{5gtx%TxOc+OHAs)5Ea z3T$P#a5(v>2R)a#21S=UORyufzocT-0Mu~+4f;18TMh>>TB^^qxUtaw<&7W(HF1_G z?QzMcLU2>!N~Qg4ErrLsfmCFX(WM;O73GGaE~Q5w!BHVqS!GT%3@x+Aa7Gw|W~Ow< zV}+MXw-aG*Wxks30~ThAu0A18QB6_z4GDm}z`CuGsTzc*Hl|SeMYtCmJSBG0DMus> zs6$pbEi(%$arA*5)9l+f4QqmQ}+&Vi12T|hUFEQ}O6DmuTU!7DG zOfb1|(5YDyM?FqFKq?k)8M4Q5tk8-DD{dv2!<@?#ONVhqN@yW0YCB6hl$8;0_b6|1 z1zc@X8Pc6GepWHeQWfZbFfQtEq zSyMjr<`BZ0cNhSbd1@QOs0G@Cf)KQ36I7$~ z6NnC;ZaT z%G4^5^q<@-r+FOH4A_U}TL*9{2p#5O-X)D1fHnpV=ZKg=mL`Zd7|I#TsO?sqI6$9L z$YwVP`5_C!xFN>iq#3A%#LQRI!<#gfmiQBt3yy%54ZJEbns}&i7tw`*^rE1g_brLq z9ZyoM-ZKC$cN|-a?9m|un~6u1T2cTT+#4xo;zHnNWXj1D!5rQov&`uL($WHp0ka=S z>s_$MUCSc#D#qwRDteXD2LwZn^3a?w>9L6n=KNRMTB+-P=V2TATh%* z%W!uEC#1@qOP2`KqI!X(vvE2P<%+MB#^sYckq)vg&5q$a&EX-L7A%aKZnGH0^@Khy zW?E0)iI9eRZe+Uj^)QZ}Wg6*^YS^uY0joMiB39Sbpo-wW2VaSZ0Tj>;v8c6f;&$*; z4Av@sji20NqqvUlt}a)d&LGv_Wl9Z#G04MA{{WIc=U{l5l5;{XHTjsO3mvJyOv0d+ z<-r&>58f5lSGe~900aL3Vgj!@>I!hDGQZ2v{{S%1b~i3dmhO7Z2?{81eMk|=+4yF1 zv#aTcA~#@s&dltDU$Xuorv82+R4Pem2PKe1B3@7RI?6v$3>Qm2Gk=fN&}6M&?r4bC zCMNL@Q>kigl^FOU&@DEO;{s@>yiSfnxgrE=;&Qw_N``OTaM*m1052~Da|YkkPBRDd z46``Hi`++Jxcg!s_XYxmiLT-9fliO}38OtEwxdT;8jNaexj|Hn3i=ps2sOLZuX zTZX1(tzlU*W+Ia4xZ?O~3>pD4Evak}aad!sNU|g~sb>5-h^JYRCIP6ch=%k(nMBO2 zL8@mzS2Fx8H39gc0LIB{rc!0Q8o63dvj~8u*^xq zilWtovE4Ns;x7r*dy}h)8)9d!bkB|&-8;;znaiIlP4aY#^h{|To zMRvd+xT{w=CZ$Cq4GKZF0!kf21ELjZ4^S&Y>Iz z*Lh>{#u~$pVAz!4gf1=abF>?;)GXBjtJ?;xzlE0;@KKL&^|2|7>0(`_?&W1+f$9;N z7;sBL>G!&r`&%<1y*P+Bk@q5iMMq4|2)C2%7~fbCzdM^X zqK8vyQHaPoZYn&{h=y>(-Lw5bg|Vl5sahI5vXJV7;e)}2O~1KSt3>jZBEFu+M|Tm;2Pz5=gZ#N<@%V2UmE2~4bJsa!xix2P$I z;Bf>eiIFiJtstgUPS3{Gi~Mgi5(f9<%$DH7p-v|oeWfJ zF_A+Ds11SCS%5GBE%3)T#b<=eQ42{#Jg7K_R%u};pNNj-QHg41h%RkuIflMq>I`=n z6~P3SXi2YH%v%=3^@KBXHsT9dw&|4wy4eDNV@1+VCu_NiSaeGP9E`$F$y$_WWy9QC z@G(Gg6z0jqQq)H!Y+t;nAR~E|rojZq*i6n&p?epvy+kerTpUJ1 z*EBUXcRJq>WH1pn|M?TxG=;l=7m2bU1GGZ1Vxz9g;cOyF~Hw2L*Tu|lBq7* zYv@}9a05{WA`5yNmsH7t&LavB^A)+A*j~P}vs``m0+<2bT|nLEw+`9PFs6 za8fLB!OQ|Yg-0&JV>YG@k-s2?5LxZjI)uU+BZG+9#A=KyLRhM%CDz>@i3JFn&v7gC zDY%Q9X=YB#mNd(77K4r^5HRLp78qv%vdFG;#5l9}1N}!m(!QFwBCo|q6xn0cB!r2( zf)|8c&PYs`%sBxdHr##V)|LkhcMwJKpXypT6#~6Q>qC^qZvpoT$Aw97<9(tP;-&IC z7YGScSs86@H&7l>CTf#~L5j8aL_{piTd5kOeKVklJuc;;IQK6`)&jc|7c%s8f4cLL7~6_0d%jsBp~ZGUpO#+UU3 zErDm){{Rx;%$34j(eiZs!=RnMkpLQ4_YfNavS)fz=a_=`Ps}+TA4!}@4q~0S`I&`= z4@ANMl~>+>s8eX*C;fK|Xm-4QU|W3crA0wGI1Hg#$-Pa5Rl240_c3IJw|@8jWwEZc zRsA`Z$2oQwJ|c5zy0py52wpWPR-@D#_RMmRsgR1TyJ}uyiZNOHMPgd@0fvJt&Be9x zhN*(?88V8MKWshB4g;BaZfT7EJis0eUSOz|X}vO}AOQW#UKTH?8+!@v1jU2b+&YV{ zBE1|dxZcY&<{H~!f{VpKAa01|3aq@Bbk|spObfW6$+_weAj)XuKCG4TWY z#ur#V{{Z7$V!G_cy|mp&6Dsf2I+{(uS-{%&E8YUSJi!-TTC1;D zm+C`7LCW9zJ|o1b;IVn5v}ILz?Nt6oB(_Uw)WHx8L8BR;a1eKUJ*gd3Yb3~*R8zPG>Hh$7@vzfIVsULXoXVz)3h=$mOA0U$!K>5# z!o1;JEg&kh0V&iQBT71kAxCL-)KOQP)PKp4or+x4OVcIU8wtodVM}1Exr)(Hn+ttI z3?<~Q!T$i6NH{4Y@{~TJBAjiBZ_Pfj!UEAA_8^8KnunK=y{-QMFcho!D8h!%;7Wu+ z+;V2V)-f360avKfwh|di+4_SLBbR~@2}Ky{6dbhrg^(IQNt6vJdxl}TZ@5(MpO5{D zqkCMmIX5Y4uIbDM9k0KiQOO1`Ynu8a?jf=lZ}j-r#5l&WIfz+U?TLe~rRQ>?tTOli z0D%sRd6Zz#+Y-ySSRg^Cw@`Ks*AnZMHPo|ZTfcJ!G|cP7T~}B_S9ZTiYNtwB!Z%M* z?X=+aP0Lml4~Hkya)3iuZ&d#PxtTX2CWCGN03-cM-10+Oa?AQfX1YK2Jlu0R5$I+D zEZ5WKWGd7bJGf{8LRx+OVqha3{^E=Z-ED~|NA)NHeJ~Qtp7$+^`8Dy}0WEBXY2VDV zg=nhlgZ}_xY+!6RkNt&N7c|D|$A<|(u8&PXGo03{4YOu2pWItNF^8q>%juHNIL{Tt zAtefe-4n$?eS1uVELC+kJEmDEv=N0sIf@Rxo=6!gYI`*HFnyo?R| zbq>Kc&Q}VdRF$cm1uP;h$iO>_>>eM8#OAQ3u2dE|8jiK%qb(NaWmhV2O}>epN{fzF z{{V@0QoH{E31V3b4rWm)%a!U>s2rjVR&ryWKe=FTu=HTFaIfYVFV)U!HFGb~0p8Wv zWeb3AC>sz4F$>xZy7`HOG!h`L(+Ue@c*lO>V8Y_nl>DWc`G)Ycg^JcYZZ^dorWdkz zJD6KCM1U?GEvFPXeoo>*KtbA`>-wA=3eimmH|h^y2WpUN?wS%2QwQo1YYKFFnIcWO zhAcabUESn9k%*WG8fUB%3ij`3;tD1M5u6(*_?2Z@1L9+)j33-MUQSoI+{_Vxu0VG& z0Svl<#P)W(n24|;gqMKP*f7@6Tln?=0Do`_owXmZam6%LS2-S_X%S(W(S0I?N-ON< z5?CyKZjZ{tLM+i?^9U)iQxz^Qe&=G%E{{VFxHW*$=RKN}2UZnMF5is+mC==)0K}O(o17Hm;~f5o}YGnY&n6k(7XeRek>e%zaSV z2>eB_WH+OXR|I`7hGMy4WkzPpQ^Es~qa)0^0JHRn9S_Sa?_YQul_yQA$%_L+&_?BF$2ZIx8xOR`JmE}$BI+A` zZGTC5ls=n=giQ$G&%Bi~i#CTQEbdgMs=$HEd@m$vh0KO+u3nNafeUS@Sf`JqH>-^S zxe(;V*0GaP-v&yzHEsPWxPuk};r#yqa`-Bg*t3vv^q214JF_(X>NSA_*A$5Gh#F$r zzqA$cMQ)XsJc>OI;g+an#6?k4osRzi?@{LMXH-J!MzwAu&Kat*`AVuPG*w~{1qOI~gM95@4&#TM z11Mn0>A(DixQit3{^|f4)EUO#iFA}yKiUBynD`bmTjOzT!ibHO&mVF9#QF-UpxwZZ z^0Bg9)I$p*b}l0sNE=$vAMO>)*x`w&uuAv{jKI6Ls$K7fpqv^DH5`Gr3hPg#$Nox8 zYMZ`<;eb|c4%Q{$j-!eyBU1`8?E9X06Teu zFb?9jBa&EC^tTXV!{%hg9>2_>(&?Ha!MvG*m$T)m zA#(o!z91l1&H;b8-JdPQxtb{Kt-$P#1K8<>z6}R!2l<~-`iM^6Apmm#V3Arr((=e@ z!3fwY8{?_4V3)i0zye{eV_*ev^9M!wWz7$)wZGCEpj=&#oJXL_&P*jpS3rfjOg~47 zMNAhUcz)5BFXk&zsMCO5{umqT z!^@~YFe;W$ZKZx0L$b-@l>Y#5Z!4#Yf1~XUbKn893)07+A=VFo0x3?f(E= zK}himHlJ?g)HXJFJoha{kgyK@4_!viy4BlG&eH+S4yDUPLDh77U+PlCv8`1$cl3|n zBJ5`m(o`M0I;yvS5MlF329C}OiF-Lvwwn6l;xw^>>m@JfpOO}VK-aba0|jU2{7TAd zaH^j(@u9``Y`!4^qrx4LCt{1N)<00$NJB7kefKr|bwS%WZsLGg=r)5duaSN6x9cjE z`OXkn3nkk3@ix+Vmid~Dn-56u@dR38%-6D3Ekl=N+zNFj5J*+97j9t1R96{;oK2T) zH1~L@Xg3Pc+vq@5z!&4c)T#oltUr9KeHiGK1)I?dlGnmC5AFGuV0MS2>5l{pn6C}- z>Hei^*2ia8?vJb#>O#dF9?5v_Ea|q!7LrsFg&n5X-}Ndo=8FS%e3+O)X|!JuYP^BH zbN7fUAdO<_e&^CMn-wlEgXR#li4Bf#;&LStj^%-6iS+*fa1i39X?>HC2{kdyYfC8E z4c-F-BhU8&3Xa8B+uuyO>mt*5a&ZX_xOG~;oBc~0%x>)}RLV?_&dFrYl0J{{OL~Qb zu=JjoHC&hk1u5-O4O)lV7@#frg=mmeo8EHG%8$%oqmFkJ76$WN5d{^^m(0l(aQuX$ zT_j>)+$|5o1{7@56*S&ulxZI$YP}ABv{myQ!N$PL*Ac1}z?}2@Ko>S!-Rto*7`S4w zOdi={`rO$X7VFU|0B|{9aaHc!UfGWUZm`Tk(cxw6z1`FiyUW($bz$(SjJ*887XtML z1{PjU36_1Yl=lc7I5UZsq+4F$m@x6~Zj-gL&BrBJk<)bE^A%b?c734(?PdNVN~}fs zR%SXoSzBt~v>3=~4#+hXPkq1Y4jwh-0-LHgkTRtN4+;xD;E+Yhv_PO0!sXwsd`1#U zrh%pJ_X4!RMbmN-MUdec{+*uSOU;ubLH@(>0>rIRwK-oKkAec~taAH7GN?^E!Yg8G z6d4tIx2B;iTB4LLo#!7|AB7)*k5v9(AO*7)mHHOvOu_{fwQ|SN$n_kB7TK;t*@y29 zFQ$h868+KmWev0FET4DvDo+U3T0{KB7Q9Y2ykE;Mu~KHaE%4_a;z3Fr)ZKmV1Y-@B z6e(W0cLZuzLuF5)6xs_`9BKO07z6MT$cNT2H&fNIzoYQDZLJQ2({bkzz@qfvajrRv zvO;FVkXJ$kscNgQoc{o+z=rcKU)*A8<5&$>)BgZCmup6K$@MNPa&UMk%Ko89CJ{xf zuc0y-U`ES-Qrh}3!p&F)!V?H7@Q(L{~=`0yYrouH(xAz(TEU;3P20MZ$ur_sX_DreZYl82n(^JyDWW2E*7J9hxY{H8)BXAJJtYianRjc zt5rWbv6qkmF39AIa#;tr{6uK2Glv6kFQkEl5Q~P{QKBI^w`21K>dxL~m+1w? z*|opFxkz|MlEdV&KCtaOoGbLx>xTP?7V_Mdv>z3J7Y~E0CU*RPn0qDiwwcMzRl&Y4 zTSbfX$M-4&WD}4W`rwZ`NIo&2%x3T*zwiguj4&gYj!S@iS}#jXu!%;TR>(mv(@4v; zfD4y`HHfXeTZqB-Q;d13VG3_MK8=v-k&Le4z?EZ)*jlF3{)hT;6vZHH0aKgaAft0u z&zX>I?h`p-X=>A#D9L?u@%tfCTg{neV@Ed#pdg9Z;M6Cv$VJv2r%;7*ijfOLn)bjH z7Z|s1a0ivH;A+zyb&JfXqKs4sB<6I=o^dHFun{5)L%1Yg`7E5jRm=5oD$2K*fi97K zkRdIZgSEQI@BAX6mp`dUdnyrI7E&@+O}m4H7y%I|4D+ZmuFgjvSP*NBihkf$7;~sL zA#1pyO`LZvS;jLhGrX%3&=k!2C#Ve$p$51&LSpED;cRuio`4P6KSU!erFK`M= zI~C_VYEyz1>aPL}9uElQ*WrTq33b+3#kk7eBLWFUrWm&x&C6Uo6(=~dtM6AXqV?DoE0M{Mv?ty3cjWFe36M>%k|W%IuX9>KT^R#lS12Hf)yKBvsNc+ zE3oL_>+b}hgc=s#Nd3;`$`Y1xY)`8AVg-~d3o}{JsfKmv>kU0&B9~FHXfg^P565w` zgGp+@yU?=oz_S`AfWh*k7hLWl&|smbYo^>*$ zQPl|OCUSg@z`?#B^9`Cd(yia8si}Z1c3U<~H0eN@HJtrrL!{ye^!e@*mw*2Npw_vC zYPZPZ=zo|{N?W!p(0_7`x(dr1`5J!k`li@uu4Y3+GeOXIf@d%wema)7A&{p9^xQ!= z)Me~q&<(?fyO=+0JzsA2{U%@)b0%yvjm9WNHhA2(v>zspE2u^i)UGJRMz1D^&mTxk zZ-r2+53`OTD1F0WO9iV}s0eORRnd+(<}0soD(DX4*+eC|Z@rm~TAHsteaIYH+@y84 z7CSQ0_LnN8*BQz096_vDMYztP{DidN-hVNw(Wf>CA9+!Q0kcbPB3AGL$RC(yjYZWS z$5k!_7S@54?SBL;6&SWxF+-jd-?Vi?t7`{OuBGgPfeX=cg>q@^U!Zl{E7QhYZSeDEK4sc3`PZH~mj#!32&7RAus z<>wX;q>s!yNx$iRG7NDfUE*hGgmoX@gM{dHl>CK#f zsF4g!EqViW%&Fku21HI2a&(LY6%G&~Z-gknjw6AYcXJdQV+Ka3#4)nLB@2_)_TyS} z5m=R+6@r~9-W!)yibj)EJ#VE!*fur=Sbj!2x|j(xn4+5f&Gyl<%8z1Yf7E#p)K#)r z^LnlpS2pCU1qKfN{K3cW%Gr7_S8~mXP*u9G-1vi228*kUu6932afq(hiYvSyONPXR z2=)wnjiX1|RI7M55^;3kXkuR@V6<8bpcb#F^Z>JNmic~qj4NbIDu;gm036CD z*;iSyXW_Y*jf1v?=j#hl#1@la$9rxquvd20QDJLC)Tt^laHYYj*f(ET@CsLHs0wnh zlK>0{CvdR9ue$!uBj!4=5b4;%Kh(}qW zlt$0I6i~Qb96vahGkHN+BHRcqS;Phqj$-u8T(Yf(2;(v#Qp@JPo0p1GY8<*)js@Ul&0q%gh3DNjdHc-0Z5i27?TeqltbGroUvg|fMN zUZx!v-;P9Wu_A(i(ZfUhz*_?8FU)RAN<^+{$@EE3tTb$B(a#>^=)6S(&36S{@FV0y zUZtv%D!8ON>JjU9VEHn|v4d!O-{A;OX9yF6sFAg7RH?)BFck&4L3QbcYdBLh=k}QT zHkV1m>SN0y`7;KXZAryK3lyy=a})`r6gYa9A%tB^3&${(YVYD!3w<<2(MVt7A;oR0 zX(;lS?dkxcrEHJ1Id~H0K1g&z`8hw_X_?Xfw2cGT|f76l#~O= zY9s|)J9hdsKv2EGn`UX>HQjT3M?hOn*lTy};dq6)J7bY@LxTXj*;n|9l6)*9rO;zC zivX%S_ZM(iPk4X=cb@TIh>1I1+`?~F<8RL}flGaZ(nN|aT5A3}VuIZU{vgryyV;QF>%vfP-C>ocB^Dsu$U~~193IlhTp|zMg{{T>}rQk97{KNgI zDDjAdWS)#>{_yhSi#$xwJaBt~h7(S@g(IgiEOWnQM_ARX+PsykrsBw^&~C8cHL@_& z%iRsXIzDPRSq#`5pJozm%!`NR{N}hwD9VLtXjS6qtJp_TSZ!bRKS+n*Zwmx%^jE0I zU1X}Pd%DCyyo5af=m$O0N?KJ4! zWbiM`nt(BtT;iZRzu&0GA}?2Fue^8MB%l^D&|3Pok3?W}R{-Sp==qN+(l!o{^Aafq z27vOc{{W-Zqfnp>lYiEESy164O}jf|qveaukL3i>Q{+HkxxxrsV{;G9TrpOHb14Vd zVqs12;Dzy{rcuB-C8R8AA^=#`VixwM!=@w_Y-`oc`?qy#Q@An1*?XI*e9nOte~Rw{ZL= zlr+JlL&K;2@e&#{7XkGVV{P}TY^h>~nRa@a!@L4`KS@CHcVw9W> znBg)pTWnZ33LZ_{yvla2bw3cp0lSyyzn#EiEEbLD4?310umcJ1WHdQ_r7CL+Vzl;d zn8MveYMO|tgw`#9`%Ab1L*J-aS#@1RS~epsPf^mDpt(WT*K4?OC5O@^!3Kr(B>*LL zzGfwKFEZ9!2Qa0IPI-eWdg~F#*Y-tH9uRTd8}tHJPX7Q54GkX1RsD%*^}SKd0NLOm zeyFS4ABd?1caUA5_YqM$5y})0L$4>d{HghZy`ZDJyh84*8|!Qlt%e@inc%hDOzqq5 zrRYIX^pTc!LHLVeQBONDex;p8WLi)8+#4+N-4h@ee0|AVYa!ZMg3HBYtBxE%&#s~& zZc1^CADB?u0-RiQ0-i2nrM(vi0;*_AwNF0~m>XSkyi=$clD5Ka#uH9U=4=!JLY<5z zKG&Q=VZ!;tyhYC?nzpUXxbLJ=`WoEw(t79Sw! z@6-T_3UXiQUVT)((2I)EO6HDbDOAS^c{A$e##Ci3p}rEg$l_a7#XtnY9fkL=waNi? z*~}$uugYsS+f?P8{4?nbdWp*{ju{nZpPC`(1zdqt0}I3GT&N-fU<$Ryj2*yZyJZFv z_{mohMoXr+2~{L$gG}N21YCPTxX;jF_RF+DlMA|CKBHs8g_7v>mxMmXwCtgPHjmC? z{f*_u`Ti*4QTcxPx>pWp`&`8mq!TUO@xTxz@P=1F*f_W88jJ-Mlu%Qw(en*EmH~qX z9qRjnG%BfEN*OkSY6|!vY%X(;w9M1fB^_nQZVyq@FhXLy3?0*7#6-f3FwUnKio~1@ zNG*PNOchfK?+_k!Eg{1#;=$BSx(YB(m;%2MVIdYxoQ7HtaNQ7tiiyEW*JKr?7HM@A zNJVvk6emc$KI4~K+*M{WSZ>P+N%W`MAM8Sfv@xz??Lz{noVV&N6^%*-kvu;dYA0xG>ZeV>6Y3E$7q>YV_?mGE09E4}+38j5S^m28vdap2`%x z!{)(O$ESQDbY`LM7vA9h$R}O!asL1+5iYQwF!Wim92s_lK%lX25rH9zQ8GfwTZ&F4 zx(J5GH-p?;!D6VHQB0oy0H!@u41AD@4HSMN0I;OuGj=jUDt5Nodiab&X|*Od0`33{ zAHyo<^#?BzbRxf?inG|_6j~^&=2Vep(v*Q^Hz;+sRhTe=aWDx%bJV&H5F2w(5~(F@ zD!Z6dB9Bo>eVGro0~fKt(Qv}FL~DtVphEuAs(Reoz&`nmT8+D^85Y1bTK@nM0IWv< zIfm$HDm#)NgaTHn>k+oT7wf2|&8MFAE}@Q{OBk*T-~EV+skJ{+jDTS=D_O;Lb@S>b zpnYuZehk7T$c8s`gf*Co)RKn1oPM5CA&`rYM`qTf5U2^>C(>Ny%NB zg4$)Eo~FckDp(}Q0wQC(s}xvl%xdDfXcUEj#f|htX2Wrvj}Vh!4;SfiEfCrbBA!po zQphx-*zmcg1s)U?@_l8*RMM~_#s)nC_w=aCK~-K(<(287YU{75`G#yn4c_|JW#pz! zTi3s&c&sp@0$H3bUo`;If@->7ECG_7)0^SWeUm(^Epcv5R?VD2u_GE_S2gsr>nor^ zTWM%r(aT%kaW^7Sv7L<+yviNLfLrFW%B~np;lqu!-M|=2wp0;qcXemEYa+1F1)=ulAmZ4P58()|hirfU(6!&nOQa74^QFkN4tjm0?S|r2;=3mIfrDHB@ChOl( zG>W>4^}@YGw2Mt`JGJKLZJlpUB16e%NI32t9g>BWIHrsB6??)IDQ=uC=eIn{zrk87 zQMY&us$`gmIT|l?(9^2ojEZljP)jOa=5E`*qce!h22EUUcq8(eH3o_kk5Y}- zkYa`dbo1O1HA;spaDei79wkz-S(X;+=29iAeM&errIoWr&Jo!Jn%gf>wu0jMjT<3{ zxsOeMk-OVt9Ww344Wz< zHmp&+I!>Ex>l2Xd_Ec-bS|ZBXPeS;NFmz2Jd?s;P{6~P8Sm7au`H9>Km5PL+zQD|P z3bQ&dRrINci(f_v@M%TnQXQ1xt>3DZkwq_;(8=;c&D={D^Uv2Z z?5>v>C>u4A;ff+Qwe=UUHiz7nnT!q}>Ij`^myVOEPs4+(e{p00DH8Vl`-+nRFNii} zplwF4@e(hAz8h5^lX@hZI^)%ujCO#c9wfD8(!sQqtbY&8=`O)ml) z9-4^XdIyd3+%<0dmT#{8^ANb8axZeOl~_0b0I-z=%dX1>CNQpA?dR(R>QnLy@hP@e z%u|KkL=v^Cl{yzUhF6SLWjlbw2RPhM;&d*Zf^7c)$j(k?j_#oqZ0BU=ZUh*}6FbRZ~!AVte1oD)4S!g^$3NYLUoj@R}u+$QK zn1EAsIgD0Q5ulQQaVnS3IdzWnNa7!>R zCLmB`MWUNIxlH7Y!)3TwOUtF2mm8n~!E-noVk&LSbq*5HzK&&E4jGXxGDI6LxA8C- zYG#${ErnYE7QH4>5DO)HCIIERTZ@9|4ZMx5SQ?=Dn?0rkw~VCEvx z$quEPs*R5pm89-eSrYm{s-(5q#31#wcMA7XTtv4?K-|68$lPv+*gx;?P=?o)`HgD|)Wt+VSrOWctm&Di!Ep=is^mRN?E=K+ zHMAIaa4?pwn?7N^peHv50WU7z*+j*;)k_40ia_yF%neA_wjvm2Ox>bqIECZfI5a4G zUCk5_K0|NJITd$`_akg-^9sZBi0J~({qZbOyF0$vF>Mxy7ahS*=tz;k0WhAWAu1Hw z)U9bK@8Vbm7|#Cy>_!HqDa@se2Bix`fu)qpU0*~p*s1MMuYJp>0F>o~!X=I4pR88l zt*ayd0JB#F9}UFKW*dYNJ3u)gQm>gRx9LU`yhxZ?sQ5I*B^@2gf&w!NX2zvLvzmh! z2TT{1As;Bk9ZH24a|#g*j+l!iX=}JVgA8=}hz1sluF9-{-tnkduJe0FFIh|ympG(i z27?n#14Ai#z(BDJR-WP+fyBhO#%+U$hz1Nsls3e%7TrrRrr>9!K&_#1freFy5uFY5 z4T~xYomUYhYVj?r2Nrh;3oOToEm){$rNC~pNz@@u2!(V@A-_T(^ciMR%kaQxprvFC zEfVsNa>WX+Wy!kYP?DbI0*@gw^tUL=Pht6%5tKBlJBr7(z(L{xR(dedHHa%%R$wkt zR2+2}I<1j47MqCn4HU+bl7N1ZQ>zyk4P$Wt3aVznX?F$pVFHbeL!qgDvfdcAJu0AO z7nT?=Qw%`vwnk7Fhy)$Ce-Uc2rZCzj#P|Y`WjeH%2Ta!YB2^;ho+CC9$HWwP3<{ui zV>O6wRND0_^%cp?6W!Xlgx93GOk$WCS}49_X5T@$H9cb}-mEre>hjGmbeYA$5)eX*^bnP3`G7j;pr z6h2WZWn#H*7zL}Y$fAVThCFXZ;~T0YRNKTL2i#WIGTD4XqEb`3F>EdvQ7dr@G$RJ$ z#o?%{gw6mU8YQT6iIB@3P7!PvzOR^@fX1LP3c(YGD%pdW5R8xw3S$OlC`{7v zF(xU9GRM3y^~}L6?&=e<1x}b_nBx-PsmYm`sxsvmm5(d;fDKU;FxzsfS#-l;qqqXP zY9hLp23QLTz$7~BMj#Yummt#+^vZ1}n0DEK3%ZWcdX9_Om;%$&EIh6O3lP1I?0E7aVTimy?a57?kFWEQtUD6 zC}cgx=5YZo$U$PZMF6FDGaN&P^2=H!&Z@5H;u{+vn=+A4HryeP;I{D zYQffE1w%6ZRHN%C&YK}@0ON)S7+-S0OLW3VOhhYi8WeRKR}E$zsB;99g4ybEh<_0? zBf=8Tj|39KYve#w!{0MFtnoD%5qEBwDBlBA8)36T+PKmzL3nmWz{!e*YWyK$DBJE1 zD2FhBsU?F~FzFl!o6Bya*;1AhDAPp|m2B!T^j5t}=({6u;m6tvD@NldL2Q5$rBe%7 zCEhO&s22(*pIL*bl7*QI^)-A!Z*e@`#?vmQO8h#o=i>mxAT5p~;r%dY0J{xBPzS*Q zOcI9%x`fl_TYe*LnX}?=`I~+w{{V;%x$$h(6KuPUoli6UUJu#h)f>;5oW<~)$|=h{ z=1>@)z5?;_KWNZW>N#TT&AM&n8*I&!_eFQc{{T!)WeN14*UZUWB`{48oDFz4erD0O zC%1D~%Qwb|6weVTwS?g|!)5d1r_;r%Z}ouHHhe@Yh%)ioQqz}vl7Ch=*>h0 zNnON^USfA~6Jz&`7PZ{hKW~q`P3@chCjS7LvL^nCo>_nj0sjEApU;4ADY85h_hW8e zDg%#+ja^2$&)GAxKQMr!nU(#-C{rEA-!9?#qG^{=HqR{lBw_i{w#zcVF*{j{uIK;R DijoK! literal 0 HcmV?d00001