From 54c5277587d79db882a0b0c759e96122dd7f0923 Mon Sep 17 00:00:00 2001 From: YiHui Liu Date: Mon, 11 Jul 2022 16:24:14 +0800 Subject: [PATCH] add: fit2 and fit3;finish frame work --- Figure-0.png | Bin 0 -> 30837 bytes Figure-1.png | Bin 0 -> 30262 bytes Figure-2.png | Bin 0 -> 30944 bytes Figure-3.png | Bin 0 -> 31643 bytes Figure-4.png | Bin 0 -> 31773 bytes cal.txt | 40 +++++++++++++++++++++++ main.py | 80 ++++++++++++++++++++++++++++++++++++---------- qdx/Bind.py | 76 ++++++++++++++++++++++++++++++------------- qdx/BindFilter.py | 33 ------------------- qdx/__init__.py | 1 - qdx/utils.py | 38 ++++++++++++++++++++++ 11 files changed, 195 insertions(+), 73 deletions(-) create mode 100644 Figure-0.png create mode 100644 Figure-1.png create mode 100644 Figure-2.png create mode 100644 Figure-3.png create mode 100644 Figure-4.png create mode 100644 cal.txt delete mode 100644 qdx/BindFilter.py create mode 100644 qdx/utils.py diff --git a/Figure-0.png b/Figure-0.png new file mode 100644 index 0000000000000000000000000000000000000000..7c13bc32e54259a70c5995000d6bf1e3784380a6 GIT binary patch literal 30837 zcmeFZbySqy+xI;P28tk{bSP3ohja`oB8`-ENQg8;4UMP>NC`7^DJd=8p~O&vG)PK! z_Ylt>uj~HReZT8j_ge2i?^^FHSje!?ea7rKj_>Dt81zi}>CNj@*C7zdO*vUldDCAvD);eiCUOtV&#H2V ze)pUxu>)rHMauQtALZ!12)uiH$D*CtxN(X;^-!3GxQRVuBI4$kQ&hPx$H7O$eQ)*r z+eFO^78Vh1&&_?kMK9O|BmkK>rQ?~uuV=kpc1XyYaXav@mu#tJHSS%8Kd;nm_$3wT zKQA+g@^sK&EeIO%#fksCB5;KLSpI6t2VvRztEKdnX}sjWTDCzF8%h6aO8J`9?XQ*$ zxDNk+r~e;*rXSP9Abqo~)b`D5qa`i@52aCq$|;heDzGyR1O)@H3Ni6ATAYc9WlP8E zU~P11ZEb+|3bE?*U}=Wx$G3vrKLpCc7NG8x{>kDlaI@Q2!&)5RW*P`q@I+>Lz`+r6 zU`(lK( z(D1sZIWVw|wM+N!KY_oti6u57ty>Kbm8GQ@R+pE*!A_fC#^XDMt&FY#ORdw~Z znVHOx#$*Z4pA!?I8yj{HgoI4bPWB-Mibq2BlOc#HZ*p2%+L2oK5{YH-U{agmnNPrp zNZB|znzb5EG$D;sXA@H|CTrc7R#zWeTeGjMtUw?xE-oWw*5r^+Wo37AwF+hK-jZ^0 z5qKXE&^t91?u|LPM-|E-Bt$MW?tlyK@?c{kchwqva+JZOZlRR|5rKh<@RL1DudQ!a zE6)zbh=W_6X=`7D#0prGnG{h#J{1-cJ$drvpy%DAdwcu)E#BbS2SzsG*UF5?%SuZ# zAD!;@Y=_!=;r75T#OqJzxsCRH{iGm%QjJkPmUebBj3f^kNxn5g>;vVcrRSRe>$pCH zYG?eZqgJ7r-31DHk+1$hoASJh=>+_PyA=2z~$l%DC^v8Tg#9+SMPw ztUX!Dg}nCMsJdE%*pv~bX>}Pk2=F}{_Pq?5TUeNBXGxLP)Vu?k&dy4HWM@|py@{P6 ze9F@T2{zUyFJ8R(u19*Y6#&!UKk+?Lxv(6!7#to>tFNbn+zOJe#i&V3qlnMXH!tYq zv+*xBLxme{J(ahh-U%eM8*@`ljz^GxYdvEF)(2FrAs{yw}>M+o*U+Xxx7xKWwJdkj$KG1 zu$z*fg>Yb?EEzj@S&I1EngwzQggjpEK{CO;ovUCUgOK(7n585HOF>gyjH2GFXu&un znF=#sei%vI2U52VQBtPuWs!b|;nPcsJui@VFXfQs`e)Map*9nsq!X87wFC zxlJk%SHc`~_2Rba7=n`faO)}>$LzO_e{mR;y}3KgW354HsaYwomoaldPhESy>g*?e zG&|)tl>f_I+lLPa%(`_U4zx)c$?%woa!viT9N1Ev?8 zRirT<2Q3=nCBJXx(rZ_k5q3sF+Ey-dPm8Fa804X*SmL03wlatBA>CKTiaJ7hx8mU)&edbOsqSissrfF=Zv9W5IL%eplH1~3C(K2o-)*a< zD(dVxM(Vbz%`&)y@nR$!`%d(#MfFu{?!sX7H^?}?8d1~GNI#%@A}5CrmcjS$ z-$NksP@9pjIKLez=I7^^R#u9AGcz(SGchr-LZJ^86oNOWn(%^@8CX_ooSQA@*(|sm z4t9Misx(@ut2>?Zf@WfV*|&7A_aSWLD3F(CJE3u&SLO0a=SZLEWEU6r4foVIEEoUs z-RoKTp3zzFQ?SvaEW-xhfSp(fEMf|C&z@eay)X-k(Ct=l5jePDin6HHPDhob7t6md ztvuTZM!GEhytjXj*~~32=EIbQQVZp@w#sCn)Ivi;t@<;SCDb)85R7lsAKe^@&VVCT!O>XDV0)mOq+$?wq(uWea68<)D`_*V*QHq?GQXitCz@8GV5v$Mw8EbKfjp5G!&x6e=Ibz1D!l!s~>85R2M=Ng52PJy57;8**G4KE{c zW>hG7`e3hf+>!Tbh{)vkA0rfz2IJe0_=2w?Ic1I>$|r}QbtJP<$P||cdKi;-vo+do zwQ%vBYhZKq9JE$aQu>me{Sbi=va+)JIWT|+87Z+K0$X@5*tQoIUgjA!&^1Qoha?Eu zx7KXd2Zx0b+Dz7tPIkxUC+elCRmpUQ=gZmYJ1wGzoaKhEFgLjqkcwnRa^(h+2cxVB zvA3oesu!uv@&5bwN07!moswI@233=lfA6%IN1tzg&B=afL-!TRii^^iL7W0hh=aX zSvFjWu~+mrf?B?uAY+sD?nS%3w@w#|pIYr|+j8@~`5Q;(>wm687u>K^$D?-xu1JoF z8~4@MOTTa>$Nk)1U}S}tm6aVN&FSgte)T$b#Ox=DAs#{f4-Q{r$DeZ76^J z`o;6$!8;IFl$Mpf7%euhZ{=7&Y86|Jzg~zTSw`HhaEP3}X=%%n95hq9(yXDP6cHV+ zM9UKCt4;cjcf0HTKsr=_%QA>zOjhol+GZC_g}-1 zoSdAk0dz^6mg|EJ%bg}C4n3zZlbYd+qm}S9HTmqRi}OP*iR7%D9C@hAe8GN+ zMbGoMZ{J!uI6V82ETNYq;`FkkXP%a6pLaW~)~5%%1KxY zo^>j*897W>KBR5o*A#W>>+u;4EuVc_i)^vf#i%S~ng9SQ_ z)~Y*E1pB?xLT;qERKj1x8$a~0ragFbqh)h%N2lD5kgqOJ!H!vvo3z66t*d%6W)&6W zU8JWi828jlY!68t{*FJNrY=M%ZYsZKJo4;RdU6wuFfrm#S=i(!S(}eBlJWJ0aT!#< zo18QhKNvBM6>(yobep~Dj6lpb`r#f3Hc8!mjZGGsgGi5N=`R9h8BH#d!M-&;b#XSe zy?JrI>9*JV)WtjLom# zeUFE&;^{4nGcJ_5-QeXK9Ut6_8`M`Q-PAkzN2ju_bJO+Arx6K@aiK@fi%{;Buh5uu zw?RV1_G~iluo$TM#~>F?#OUhzsRpk~d(%ACPE?GAahr=M620Jr|EZr+Xllwxn$ca4G3DcMI2`rm#RV6K*Q|k+q>V?1j$a@wK z9JSt(qdQUjnSFL^WGZ~~*)?k}zLMsILw9$g$Psx5_uXrFDYs2m)1mmo4Bled3EOcz zP={HJM^WsY*(06EDn-58(n^u#gVpW>yXKYo)Pz0!m>7|P;LT(uk(4$CK2OFDH@kxG zn26em*pMUmOO+GjCb^SY%W?6S%!=0);~=rmqRk}xuk6~DixiIeK@Ts%kuk&lEIXCF z_~Tu?hS6C;VqX!D{!AV^@$lotf5qi~!S~aIy}TeGRSr_AADw9| z8i}f@g6UgsMt*FRnuJVrI)ZVF6F0g(KM?)M*7WK%c`S3O~Km3MwbYwYgD=Pn4 zrVY1HhB#+-v-S6)Eisv8w8X?wx^IJq>}oJmdwMZ%#zy>r#j#FiCJn50In1V(@daPp z0J+6=erpo*M2&8TC1Gm2j*e2x80K`xQ>BrWO+-jvxM%hDcHXsR#xpf~p{11)H7Gd@ z^Va!<3x;OP+>2OlUViHSa+V3-jBGUS-76AN(H4!!%5K}kxI|&ak(EO0pIm2^Ssn;` zgB!0h^+g{~Mot!t8+Say{gefh%^*C|vG0SDl5#2Fc3B5xCLY}@Y1{k^&1H;~$~)8` z?->|^G9#s&nG?)N0^Z4WXz(tD^`fLXB)T=|y_+u+_d%mvGirL|_jZ+noH%ID{4}qE zV40bwFy#y`Dt1|MwD+z=gGgK{tIUG2ErTkF+}$D1Un1;0UU1#UJ36s|%VpNLlP1Q?w_veU) zd`Org@EBh3tSiot-VDoAzWw^Z%(P|a_&6eWhGwi+fps{WOop-fTH6%VIL>OT!1L!u z;w_QYtlKm^ecJ8fRH}%S`SEppxr8QMW4f8iGIpIKo3zYi)Mu$#lQ%R}^-)!;9z{_Y?2|7q9tDio zb*LXGOwu$Mx3>s(<)oO;A$JOWTJ_u*`k)a{@5}2nx@@=x4U@|TIpy$=sWEp4aY(M{ zw<*2Mdi_o~Yf+K3W;$_2LeKfHGape@aWI`l+!{)=8RCp{GJke)ae+E%<5}gsH`v18 z>$4Lw0hf1o4&;|yOd&C$>HL5&bG|)wK6rH|%(wO^4_1*^eN$vukyO1P6O~nBC?7l= zjK-1M40hrBY?GN&Q@xsp%=Y#h(4VKt4Oz#m`^$xzi}j8)v%xG3ei~fO{P1*mb|eul zvRlJn(B3hw!MxWp`kwTNgQ=9|Q5@9T9)}Hh$U5O~eWU^czU0f#UwnwjB z`eBP`oQ5D$X^yd+ciGzy8hq64NF#P!%Dhd|;c7Ew-g3wOQBJ}@EtNe3{pM8Pij}D1 zN^r?#mMuz?&B?l>Zbbdt&KU05Z8ZJU$B&!RH!V!}-WS}NF^eN%F=xr%M_NqxBir5O zPu`6@P-B6s^M2kecD*8-P$?!t4o_DMBu#2l;2hS71+(pj@-%-VkWhFL8~STg4fLO% zUDMRmbUU7p;q^T~t%M;+j$3(fAl!azr7;%K3 zQ^{DaE-gt3)5yT#yqPK~VOQzBZsq6aCwm*#QY#Y^o8v-ND0zaW+&>6OF~-NfqaI@Z z{$W?asEwGiu!JTfDmR@Pio}==@X0F}8PR|E@L|n2;Ex{Ve&9Yt%Qegy*Cb{@qB|B|8OWwyBd$F6VqUS$6wL`ki@rCiQUm6kS)U)zpA(N*l+CXWwdO<>w( zeaJ^-VMzIRgn5qm6JbtQ9%4n9k`mISq@=daS>yMCtarLCteqT%1sZm-hXx+$A1Stk zMB{*f3ajg>XDR=lX$f|lkJ5UkrJ=D<|O@}!FEl!$&xW|Nwf`Vs;12*eSKI??CQ-L7%IBcSEndete04gJZ^9ET!V~6?5}BK?#geidqtiuS z$mfOh8-(!2Wj>I8HN+7qJ>Fia}BE z>R@c@K3Nn`L7HC8Ykf?NXDff_~FBK3@;3XVh`SYyUWJL_DogPZ=wb< zwrOu;BMr2%{EEpBK%KMQAsaj^{DZ6bm-(;~+G{BMxYfXJ@J=;A~Rb5`Bq z zXc%^f{kgH5o3>}-9Q^{@=B!zPBkcJCJ7U(XJ~bpQP|acYhfuDcpI@#a<~Nb=mt^mQ zQTV2W$KDqo`o)j$>m1K>UmKG~BGiklVt3-4f0s;anr^mY>e>W+LZ4*X&%mlFv zEc{4#(n=XBGq^EP6Qw3!cYd;J)gH-oFtu5au@eB{>!kZ4ZP}|{1|yRYatlThRo|l~ zdX$>{`bg2^v+1j_XY$LOJs`u&O*vb$09|wGSAGH-$3SZ+wWg^lHZTX`L78Pga|UX1 zCy}+=6djfwE_ou$sZ%UncR1;J;F%G%2ol19422lbt?jSUb}p49c%*M^Zf&>|#{wI| z#Jt{7NO^(1_3WiXfc8s0MlgV5i)X~uq0s*6EX?=Z=ilvlnF@I z3Nc(y%*~nN6B5>kD{MyJfZ+vF^VUguumA+4rZQk8z}n~S?fq*;+~-ty(qol#+y}F+ zU2KLA#+(GWQ|w!}Z{Pluo-S>ch?T#uFy4Ol z_ooSTgVo|5H#ZUZC|K=k)&<4Sk7k7t8#F+9zkcHe4y5Gek4GG2q?8uok+WXgE#%u} zh2BcmiF4f8p;!uTgq(dhss`SAUj%$I@dPYesK|;bA8G>w1FU3GZa49vDS!ye7=+<7 zcwsamZ-C<9byzbsNW1V39u^W}?BH-~eSO{SVAKK*M4HEzJ`_#Ta9u;6V{=T%dppvW zho|AFHSkC3|j&cs|k5P2{dWVkoyAd*9I^pD5u;1{S4Zs@b--Yt_}&UwzIz zuqfeZhP)v#Gcz-HlJpwht!sD>p13_>fXnk}Cc;j7!?Ca=fX+kK6g4OG_nlf<-adqAmG9+i7hM8Vo|TogQD9jAEts7z)_;{993&g_yeg!_m9n=lJlhqW zA@F~sUFFDh$qz!tsrwGJ`rWSryF_{rVuIgCVjw>7w<);gR^BJi!fSXAN zDghx_%E~S#!O1S)Ak%m8?zi{F=y7O&g+Ra-5v*nCewmz0zcE`q3%h{;5zjJsch%@Z zbkb{A2|Nc@!&*0Dp-H#2N@1L7kTbG!az0_bT|C9j*_~iljUPZrdkI1#?)Gz1QU~<* zucAcLq*d1aZtPV;UIUF#e7B2VyTUFBJ5zu(N(T1PEf6B$La+&GR|V@x7>fU*RSFdaE}DQ!U&%(^_{sT!qAG8VZINzXcO=wN9;C$7YR`*k}%kJ&_ufRH(s(h z9H7Ucvl(w1Ny$(D)u5bS^xIzz$UJtMXR6$>L=k|4ek_@Y_|c&PB0p7CXNf<^(jOqp z=DkGAN^2j#4IY4g3it$JSXLTg2}mgTy_jrs^bvqu;B5cTzx~+>QDtsDWDE>^_&oqN zy3u0MDChMm10+;Z^pNLk2{Tk)~Kqh>oIt7^%4%=CBJkZ3n!9>Vc}DN1_9KHh(Z6|z6JV=@1BjyI4UFB4umK>AEqFpK<%w*ch*AD}iUOLQyOfEx=&CKvF_8ZQ%#=Q?GzU1V5KRcWX2h!a1LV|s3Zejg( zNabR(=U2}|JD|wvBPLvqhJDYpl75qpjz#9<6QkJ}lLR7IX28G}5PVqNe~+Pq0K^SP zTTMjhI!UJm#oFyw>RCe~yh|h1F1hrdiJ8pS((FZ^-(x^xIr&VOt|JXL zyZJw*BQ=F`gDr~b`qIHD!u~}?HsQA3aE;1drEoHiOF*fq-Su3%@)YqV4_PF*axh5( z^y{~RRe*E~q1$d*den4>nc?Xl_Q$|M1;pRgywD3;XISvjUvtZo_xYt`1Wthdp zRMbnt>g3S+3`39OuUo&D`QJ+V_!l4y+Xl;iYFZjDQ1{DO&cKEpe>GI$N|(wBmQ)~zibfVhk7rzF7wfaSvPsqLg5P|;SfO3fCjgPBfOTRsXK8f^kX z+0$mm?nuSSMT&bO&oNdocbNf@hh5>#KP#C^bu%mFDQ+?0y-h}T3G(tsyuUWb6$sWC zpsE^iRu5$1`uh6H!v47ts7LTydWJ|w(gNs@cRren2wCP$r;v{{+3THE)Y7_M>JhpH z>GUjHZ!TjeCeE;r5g^|{h5}z#u8b?lGZV5YuHROIS`+%nvZ?>NRmJ|VJtc_B{Cr}C zaoo6qW2|w(U8XMw8@l%5f2rHorJK!s`o3}-XEdqGsrX)5UJ~4K3n`(Pa7)4Vv9x;o zI}7R6uAA+O?}g!x0i~xrnit%hhN*5N{P^mC^H0gugRLDTycI@MRZc7@wO97`=nzVN zU}Ok1?~KOMeK4>nsHh%+i4T&l1?w(mm7#Q^g`{mcPHXn=x4s{KHx{wScspz%Y11q2 zv1Ho@zGCaPkk&iPN43i^AnBDu_&YVw`no=W!xsrhM`B!pWjn8`m`^AeVucUBsA3Bqq`J-5slRpHRqQ@`j0PA;?XZ&c4pQK>x>!-KKB*n6a8R+ zvGNw~{kpXFqoR19Nz5x7N}SkIuBFH&I4T*fm>2HTnz-&=B>i$gE%iZ&LB@l5o6k<> znk(|F8e({gQ2Tc6_tK-5IVEq@T#?!q{(jBeNs;mWjFfsZYCX4DbgyPC@vELsj1jpEAW!4;N8Q?OMSJR5PAo?4vB%onmHYAvKL|c2AR&Pcdv*4e}=($T|Arh+f!n?izMm#@aq04r?R4wL2Z`!XA5A zr%kZE_o`l{*Ku)oAy3$@%=7B8cxV-SRC{I06lYSsoW&%So=hCil`W*@aUdEQ$t1@9 zto7rhh+KG2d+8ir+XtPM?PLxve4zp=>J(^=G{<(wb1Q?71z*43GCEt)!h!f6B76hf zcNabv7IJT3^z`($0S=k@WnI|9Suy?wq{v{yZ1}De=#)@gn$RrA`IIY?wm4cPN z`gU$Z(n_qt>YH)C@f(rN|AUGN$N+@SF|IL6xqz~aF!81yX8JPlPDR*_!hxj9d1^m74 z)j35vxROpwb=h`nx~~2jIzU=r9VMkH;`eiEGX|R6(*ImS#mak4a)^!){)2BIW8T6V zpok>)Zapv1$A|o9z9M*R%o7MkFvh~u)03Fs3i_=3Q*aeR#~dp^I0?q#H#%b@#O zm0L7T#%(&!HQufSAtDv=?RRG$zP=40^f*7L(Ee(S1Nl^5PF7gEa~&uGuR*r?xu%9X zn2d8rVnfkvpS+KZk@TCZQ1ad>n}B`ho2qEV7AghG&StTm_((-XsNN!5%`UOHT8CH^ zUxZ{^$M-X~-2&VP`Q-`Rhm zkVc<#Pd-ALnn)N-`MTNS#^wu))mQh=UUNB0q$}9er3@G?4y5 za;@RT0=CbP^0jIWX-+c*)|WWTyb^&)iY3D)uUf-EoOGR~$IUQHF}sF&fxcZ$WFwP9 zBfb?SxI_;1<~_S<&D4u`I>`{dBKWAGg1)*azbm|0$vn8Bo6{*96*OQQ(rsZW#;vy% zJg{?bSKGw{7#|tv{Ft5y+WH>ehow7?XG|zbsK@qQ!Ld8+dA?)K93kW55|Yh)qX8KL z6{3+hH@56RAiIw_Y#Xjh(R6(r%M-1$Yo{?~&QoJa%#4huSFB4A#aJH7<|oYMcWt@^ z^%={fm$djE%!eq5TJWX&3eiSp8&zN3&n(s93((BMT8LEWMV4N|x?QL3+~s?Sp3`3L za-(5h&GJkiR@%7&+*e4R4AVV!%9Z3qC8i{t1WVkzu($^!@)bXJx^5}8oN4J@|`BT3ohh3GjBN#u8b*NTtNH+>I z;WdXSp12K8RUdoSbs6-ri~*#GB!|D8{T>Q6WoO79actAdOrF?buoLpl3Tpou%;#dd zHM0n5LtVZqv=S2of7$
`gXdJ;~!I2v!8qUE81S&CkwiMd-`=?<^tOM#WK(Oc5LPx_cC0*FoskP zacM&nuzHSsiqFOaL1d8uPvc69MP=|lx}sOn#-28Bq<)crwa0N-$4RLZ^Nhi&Und<%Fu{>P#b>&qKi*qg2)j!vY=w>&z z`&{~U;p6k?Xg3SXhaE^^SVea@EuI|xt&9W$^f@7nPBmKDanCW8=}cIxinx#-R{>dY z%x}*3@FczZ*0R=wqv_{?9@me`V}eY|uoG^fuo|N?n`&?lLkAaAzt_Rv=cxX8wA2vS zNU;VjtL{T1Ell|NXn%^_pua-Q;CY(wb8;?&`jyT0^E~>zp0QoDiW(O^%(Pr`b#@D(`{q{os9*i$0x(wq!0@f;jsbTaMq zBR}1rTn|ugwpG|Z>dkB&;%6`D=?M=U&nc)0zvsm0A@@=9VoW7@yUb2x_aTF=vR0my zqjzREORsi{fq}SFhntIjB!4-P(|s`UdmVQ?yG#b#fumdBB`?Xn>!d$etebS3z$-ek zK3>qZrO#bv=od+H8>KGH)FnCTWBH2cV4SVx*!LNOOP@Sh9<%MMJT-`2a#PlH73GSf zppMz&r!w>^*sIrOL3X~(IoCk=IFyUz!b)ansVg?Lqv9)T6APEcF%qK|3Ll(o#MS5d zCeRYS6K>VB&e2(enTfUvhp}w5%!e(&CVE6rWYI$>0AQAYMK{gh$cXSfX5v+dk4yY^ zq>|{ct0(YzUa`<0l2X!j*G!-HJ!*CYr?9j*R4clAHj#~Mv1mvDaxmjmVrh(O zcW0xsF#I{;t248&+T9KaY$so@nX=lba(N?E&j3qsGrpSZ2`ESmUeVdDA{;` zjo;l3izN}jHLKVYC%7?HEz)V;nKSm$>BobqPUxsGAYpI8Cpoe$4^_#+MHkpSMjD2J zv=z_69MdpRT-MR|K}9#Q`zWsxpy$-HIZBL5!|Yyak6aeFAi!@OsWnrvc_|-%hU?@B zyHpfq&rm0*kOTRQk4z4wd6*t{nWGPlw>^XGi%t)HQn$2Q%%l?c4m{N@U_YE*&Pr(o z3;_ZG7DdSGP2UR)+?P42bxBcPO_URw4v=&ruAt?%NSsC(L^>uP`qqV=YZ;m1Y}VP> zwkgh(?~5c0&t~qx?Q?p&SM>Uc2W?bxMf&t3C)a5_N!-(vi(TKZh)qM_@HxE!nO=ll zh)jAP8rX~$Gi~%#^75Eu$w~Ws6#VMUpKL=(ah#OpoZ`;H&==&+RsuhWdIEHP;vi|@ zq~_uIcrwA`{`4io4svkOYx#x^S3Kki8aeNlDi^3J|1N${NJT&VWzZ7tL z1KS{cWdN!VBwTD1W@T;d67WPC6_LJvjRyy-h5E*3@lp3QTD%4hCU7s8fe*b2@YW(= z=0-(DDV^|VsiYk2ahx_bLUwlM3J(CnHCFx`=S7-Gc%PJR-154|t0E$oLymlrxWUJy z+?c3MnN{PAj^lLiV5|+Ib^nf{HjMq3s?j>P{@K!}&DCiqYJ^B~P9+2_O( zX#5%)8lO^AF9EZB`P9_NNFYd9^z7^IU=G&%saPPVds(n2mX^?tj*hPYTt&bow;FL> zb-I%!sDX&eFe?rcubkZ6^SEH z0wSW>dd$XS&^Zu%0uYn#SAj(>P$ms){Cz;x^7H2{NS(Q;YGPsC0Tnns55Qq?MEjs- zCTU9*d{zb(9i3WROT+#=uW@VZ>w$2)QJ2nnb4TsGT_VXYnN##3oX?^+{kG}{Y*By! z50As3HSF{^(O^lBq}WE?({MUXU^vDyz?HdnWKLzJc4$b*tKi+~Z*OxlGi8!szJ|~Y z4J`Iq)W$~izd%7qn{Zn1mtS?B6@cUo8~GXlZr6N{nLteC%RGHLD7IOf2H3}(Ldf<^ zh&00rk?+x4&=81^U+7P#ugXK~=Ce_1KbTv*Iod;aKj3XzkYb8?RoyYAhQzya8$J=^>}g zdII&=GV;CyD9ok1+}%=ljZ^L%VUb_IlF%r;z_5-A;5mTsDCp>bo35c;IGi39))GvP z3jt1UpR-k?G588w50)wh5Ye}qhD%(5#7cUL7BrlDl$MvL78DRdo@r?X7}U6q7Ok-M zyTQ9bu2cbVUFG2_8~7F2^KOfXh(KPitXS}HK#1!nTil*SZx89&|2`PA zM@KR#Yynaj6w&WCv4=k{lshC+6c^}<8YDA z6m8Bfy^Urlr#-L5F+GbDnFuH$gn9zX)jK%o4;YN`>QKJ0*AdT9p;0&~D5`0TxQ{K8 zK{Q|tCSE90ECRT9##Hd5_7GplTv_?banMBHY{C z!xF<1t;md)ABvEE25t4PQKigM#2vWpR{! z%ZEElz-039Ax=Tn0+nKd;7#k{g0hNzu+n%AQb0UBJ=ar)i7i-ffA5H52iW;5!0Fgl zDLyCJmBN1PNf>*dU21W#%4pSTsU>o9a$>O}WIAE$G;?IuP*?XudAVTi#W_a1%<9fU zS6rGzH&9u@*O+|+EyQ8U`|xva?v2ZrF9TEO`MHm0XI{adkE2=G$YYu5^!%^^&Fy=v z;OUUPJA!P$PMbT%laBn#mhQnKoejcqC9HH<6usD;)C8W@dP4;;5Py4fS<7H}Z*1zE z3=}ayAOk}~Gf`TG-+!)8z(#LA@%5q6k{ z03!qOb^oG6AQ1CjYsvj+Xyr*Vl@X<-lEVkvAa5 z&d#@c#CHimb&&-+J5Ah=UGHY_|BV;siFP~yyl@FSseqAz9Cp4PzFjkQMmTJMNcwx7 zY`M;3UqzW!THBI1uaelM^C0eZ85z+~&Ic89H2>M^P%e4avM|6WIloAoFi5nd%O8IOir`wOv1sz2!fYiQsH21+@+B`{~o>&ZOW7K!X7Il$2+>mg8gGgZkB&ZkE z^93sYslYOq;1UHDU=jF#u}lDmcqViGIk3gQszWoc|FrWg`v@Q?*ze&p%Y=mBtv0+` zts6R6+QWB?C3yqnf^9H;H%9p+mqIehok(rmz(9iLpe!-ry9_%-GvZ1xw*p3$-}e*30euoJmH|0nwcUYt8y!rHqX>&D~$rnYHeW7Z*B-#%9{NS4mKV2 zzYhx?%F}rZoFagRH~QEDI|86UU|j^8G0^KTL0B`szG%7vfEie1({gh=&*P$_$*>>@ z@FFll>wSs(0%%Hf%aas_B}1H7ns37jRmMH z`M;vq|5mNJRQUv_A(pSGjS-wOKwueEB3L#X3zMGUD(~?jvt9ZJPTItyyxqDcURVL^ zbdfne>A&p<|1979M^Q-uuGZ-O3zki~Y;#K`QD86SH8DovpZR5zO2j9E9&^IMoFE;2 zDk8V8K>9*=t$IcvKT)xXMtZxA4(DYRFsn=5o&L3H{m;_Q*O(+6E&V!jZk=MJO3H4g zSYJn9sayc+{H|ewoY}OcZk)PF`oIq}oqb}Qz_qkQ#cl;P({O|q!eCnz7DMWR;JvCU z{?fdV2)Tt>Y65ao-gyNKg68;_MB|TbphPZbKi(U;HYHA+u-OUTUjD&ND0`eyX;T zMg^6?kgi&Y{*7LSq~>iB{4`c}&F9ZgPTYYu@*LcEbB&{GRa#<2Aq4#Ihc9?Kc;B=tN-f8NP1 z6-W}%@@Rmmy323&q@yjUEL~8bh*h8AzLBg%&9Zn2r>#ONQ(VcV$me$GR)%#O;=7v! z&zbwmYMxl7n8rV)b2l4LlS_z?e+J64fqi0NVBk}BHa_GlPzkVB3ZRz%`0)c9sz9(_ zsedo|q6DL$-Zw@uD|b^RBXm{Vl)Y{$<;$jgDXd@f>c~`eQz^P7Qqsl}HJFG?WMLA+ zN9oFpZja1J@5E_sW#Ij$5CYXyTd`suZ~Jim5)^LDa&=nS+CDKbpoM$_L2Hfcda;pF zoreH$Hi1NkS6n;r4LhLVl8lI_q66s$(PL@6&xi9N)Wi zt7z-D_(ESeefu}6N4m1I(Lp~a;$F@)e?xssdV(-W$|01cu0>n(S9kJGHgXbIo5o~< zF#PQ741!&F<`x%mA;7Ha;o-4%xPNfKKta&z?alD7Rp)yL#MSh}(XYmalCl!hTSyCu zX#c(rCQEaPI}KwRwVgzp9Gu`nzKuW1=1Xf)Z|zOuP>Q3lFj=(gc>TEJhgoJ0F7T6Y z2-4e6M_-#LQUC-y7;I_~DFuZa(cDIM4fRfo%B&gK|3rY2|K%qD`+y|y7?5k==fswl zfgqGaue@tGwtso|O!B-tAy?jhtdFS}Bl8GmB@dfzJ(AN(h+k2xm@<7lQRCI7-*r9R zf5S{qe=>Rob>^Q5B8$pl9IbIp$|(g4(m3pS+PsGKGAI^9NJ^M8b`Xs4p0 z`s#b(12$W%=?r9S5XiVwj|3|h7q+zhSDAH@?U*1$%Fd1}*=t8mLsJtgVyQ^%4^&dm zx^pJAJZlK|W#$@JZt0{+=-!})#r5@6s=_i#p%X$l19hDNUH{H`42})RpUPl8UBIqI zn&QTx-r_Yq5|wbp*0+)b?5q@r_8nfLt7Sp^Kbn1{E(u{~6p{Jv9qHN=Gfz`ul&fCO z@&=)siv!6^N+y?2?D{%U?(%f*W$!|e-5)XrETWlr$6csYR+z3o*9RrxaeR_V7LOJ4 z>_@@s*A=1YIW*xL=g2(t!*M6AM61!*pfYT?+I%obHKam-m`o>GbSmbK$+!Lc$@>L$aJs!M1yKF{s^hU92 z;j&zl{*nsYVUfjE@TZ2bO{@403%Q2Xoa|Z-Eg_$ZAjHTa31;RfJzA;!&>+*xSAAyh z4fHHe3(cAkUPqpO&@viQ7B4-mQa~_>U z$iZqX+ZSfdRwW`*}Ol2GR4pFU4@SdE435xRaTB$AJtT!X9JW6jYt|oUt9~>{ z7H2AZ>41vyx|qzS!>2fdbb9;38RU5#v?P7Z{F(DS;+asJ)DmI4U z7Gd}BM`|KipQE)6#MQlud2e17*oc(8>o}_z9aEbVZaCz$j85E>E3-QS9drnck*PDw zfs!=lL>k_C_f;B&2)sOR#t(zMz<_qY8kfEkg_j&!D=x@P5D0Oa!JDgKLUu%+Mp;d4 zS*Ke45*W)=j8t4ERTFXbIYiq@+9$F0w{K8Ft>cPMzz}bom@_v)>>@nfZ4|T9K%Lkj zMA<`+Z$1`zp_WhWqoko!_fqd9H5uythz;Gnc|P)EF`v|2w49K{(xzBWzz-93G$A|f zL#Q@>#KBEklh82M`7LUXb0ymO%7hQmbUM*{B@uSnbN&oF*_2yiO#N4vkLGWfEbzLd1LrkyFoSev zWPN7~G)_`>5uvb9q9k%fAH@)<;F`<$Xa#w#K`XppuEVEwr8U|LlFa0)e&uGgbBFqg zRCl52Z;q?W^N&zm21vsG?i^-t5vO+TUgaC6#vSj3dWBu)Z>V=f@F6Mhn{`-aD>IxX zU&}wizCZ)ZE~Qi=o|m1y)%!8dhh%H$SLiG5}`$wM3zw^ zTL~EkCqu}Zp~>EaEZHh8gY0C=QnDl@OJ%2G7#s?beJ9)4_wD!o>Ri{|={ncry3T!H zkKg0|<9@>&FzE_&%R4 zpeY_3Yz&uDV@dO#7v#nIJ2n<5@GR(gE~>$;*v(LPkq!1*xO(jebEgr7_g_?1GVJ%?P1(U5iu9Bt9Uu0MZNG2 zp8j+EHR&6j;@X_`?kmGujyNaw4DQ_B_zE_j3OC%2A;-C;aI;0vEu&VkvTesIhq}ql zJ#Zl0Vu4I#UTex-Lks3b=NSzZ7xg!Ito+im?Q!c1>Y<&7E&jHmj#>#&wOsowm%Qzf z5Z}z2hdrgo&kFf($qrA$QE*3GAgXKGHr#XwPx5AEI;owK8{i&mgHh2d^VPW&nIw`f zJgW-&gG~P++a>jcH>v4FjDRX1flWmKH;~=|F=l<_SkbHKwxyu*>rs~2_$Skg5&qb3 zzG6F|xGWk;*dCc&3UTpe@V1;^qKa|ROlf|NITgqIQqJaIFOWc6#&o@|xHzCPXVy|w zm(vxsuRFC|RT6(fTYp3T&5AR}y4!Z0tzct~b&gyKr@bB91B~FO0Szvk$76(N7WZkXEm`T2LZ z6fJhDWJo$}(7)JrFVZUEGUQ*PoTta%IYT`aNwK78;F4*k8g3xu*uruFhF}c<%Eiv7 zj1E=j9*Vc##o=qH?NRIRp8uAcN7grUhvZslLx0HS>&7E*ut%Se7LQ|WD!ct~@-cFZ z0_qk-HA)4&WzwSXbcW^9=TDzR z29XdkmpO?)Dkp??{Yk~wdDH`6M{BnRpZu_+@n1I9Z7Qv;5RS&~-%Y41Rz4pcEbm%m z2VicopIg|GOEo^X~mHsY0LhERcNw)S=JKNBr#RN1y@YaafcsPR^=6IZ<@9u7gtn@ zBKDW!%se4`0S)3a@`DE&R#dI3tN#MGYud~etEKB3(SU#Ce8b7oV}M`i1T!O1z&*kA zN+k-ealg@M6yPSVO>`?Fy}K8wsb4r*7%wRGaElVFa0&{m_~;6(WG?;F>Av1x6Ie(i zjs_v)LOwgx0N^?9MfPX@jayP@G>$NPc1 z|LbsO`$L9q^QWWLokWqlOy(yB&%xyJJE<2$=e+3$fnSK#6`BC%{kq&tdMTo zn#~v=9}ljzG9OTdNJ|THU7QT(&+&1oSd!rBPjXI2>*TN}mKc;uD{jFl2<0sFKlxHz zT&$h80=6tI$bCk#=MKoYYJrd@d1|00IfPH+C72#gqS4(tFPJH=-04 zn#WjtEdm^4|JQJLj_(#orfq)=*34f@{nJ-~)XnBx8w>sNU9$6sUKPwU1I@>e83o+ z@eg$pP~(3&UrYTr^R;q`p3g3=%%mC6g_JZF&Ym1i51zwPwX1OLW&ENVrM_V~6>Snd zK^%Njdypx5V?I1MP)mJ?mbv-barh#KtQ#w!Ib|efzH9JNgX(@a#3Qe0B6L`e;Xe!6 z?w|O3$Y%McAzRp=hHR;#0QWtGGzvKwu-0C}9uvOcBFr6vX?w?S?c!=`oh-v^IDZLTsLTV`TnWMsL%Yb?NCOU(r+IOaFtMK?w*+C}&AiJH2p2eByacI}G%cibu~t>MYp!Tb#si3>W_q=@6=oNJ zJxitg+##FS%GV_)|4!#=1TpiC_xgZIstYou*^ZXx=GP|gZzsR9TO76X^aVBrg@SqT zM1??FCv;jR9EbKmmm?iA!_;&nb1r*gSGc9KLL72v;cgIb*0WgU{|i1({vY`~+y4Zg z_sx20!W7tQVUOjWgFO)1a)OWRG-G=3yY;u`Dg?h8YAgcw>!fI^G&%7q7hU|#vAq_= zzmU1jeb3w$+W$r7X3mK#GfkkV^`2Dkq~d;d0CK62lbBV0yamu+mtjJWXd}J{bNphC z@)kq7RrT4Vd58HM{NulZe&~vau zd@S@~qLA3>q%mg|T#-1iQ(TNIxN7KmA#`JBwL{<>v;$74=^zhUdh;*Yy(PjQe4+EJ zGOZs-`itnxj3t*)DG=f;J00elx>f>gp#rmOZ_s(@HMJ)jS^alqp{I5@J&Lc%*=*YF z-F^vWE$4D?+i8Vfsdd6@RgRgD+30^rCYfxd38}`|GnVuk?lAatn2R&w7Sx}H^_b^C z*Wnk1o#$ckeFl?Cl!#S>V2PdepM;;4+eujlV@O0b-RHtj^q=bqyu#It4W2Fg5- zIc{|1Fh&4b;D?^xK!F&Ng$er74}le95ocSk;RfDo z4Qk=1;L;DW%GeZw&D{cfBf6RwYDlr-FHCf^A9Qa@%2SPOso}9ZA9GCH!uJR+h$Zdh zWx4spuiAO&l*w=w;UHU%XS>zBsJBrKcdS38z9uE7roI{D?)YnV(S^MkKJ{%p)#7|P zJJk0+$r7XB`h+YdE^Xu9-1*Xw?V^jS?<3_?E(P2{C@f2p+7O!nSJ8i%Fp3i+iq`lv zoql3bL1SXBywpsi8(_0Z7L0O~SIKYKK#hvu$V}l$bt5_aj1ui0?k+zHp2cFw$GaJ% zctujBcX8yQi5=ge&EF!jEi7w?xM1AJ9ro}GpS5RpZ6Vzg2VTnd2=;f}7v)ZUCyMCv z1ohsAZpFBZ8b0%!mgf$f63XF?+7hTdY42G^F@@)>!r|2TD>^PZ9qXM$IIaewJZD0d z-rLon6V=bEK3?Ge%q{WN>3;9Ps{g}M7acS8Rxu4Uz3$H9@?P1q%_sXvZ}~9WzENlC za+kIb3}`sU&{<4eVZ!uqR7j&;9l4&Ryf5q>sC!&2c{R|1#l%`LxSPw4TP&#y<<~v4 zg)BWWu97i|kzW!!-j5AvGyeYZeZZN0&S=ATN%AEJAnW6 z4+dLS<_Yq!+iw*=yN*p_^;zi>o1XGz(yw9eUAdfD`mKvG73UU+bsWq<0 zmR%Tm^=p)fB<9UUOP17-5^KK8XC;hQuJv2?OHVSr`$XWky-$u9Y{}s+sX6~T=iG;M zEWJ5v3FwuSMlhB@z6vO%A%KOi@(c#Gr9_Xa8iW8@u z3QO2~%$oi8q3`&$N1>znx3q?q*r?HVuJYf|&KdISSjgrXm?H3tCRxio${y#w?3=F7 z9WLy0q{)EinXR&CJ=q(rat|ICKVC4Tl)dL#rSzbQ`dH|#|7oe9(ril!xj3Geol3fC zP1a*}9MH3knvmMJi-}ZP<9g^#wPgHcs|AiF8Y{U;Jt0&$Ubu;x;GKJT<@05xigG&x zZgM0k=TJNAd3bIWJ5y}-%S@IZfx*F;b{gnEo+Tt~YHMplB$L2#qfBa|W#Bqi351hS zQia6@)Ju7n{}?qkMNco;Wc<=SGT$9_HesF;o)#vNve#t5e#nu#Op9gLGKWJPZeTe- z&;HmQL+UmSJXyRvD?+m{w9u?2#ydC2y2?Z21y5*D2UeeZ!m7%|z50ECDW&hWbxIlc zKC5R+u!vEzwWVpNz4@symzMTZ{Z4LnwB`QQ6F#l22CdgV?tr3356i}7wB82d4Y!Hv zL&K&YEXNi4*vCYrJa!(a<(HCU2p+7LlpCW(Qtx!^9%+^WdQJb!Nw960a~P=19<4#r! z1AlWT8{zH9b6}Pp%5z>X)Um*g;6|T8+iJKa^DrJUZE%{ z;Yd;4xy$1{vUCaxwo|cd)2`Mbsrpp4maa3s;tg*9-MRv%^oif1Bt|W<=bZqy-gL23!JV;up2YI8_jLqWgvy9^sBcDO#(&AV|Nq#>J7peHQ_hb!sj z%VQ84c7Y6gzY|^>)2+7XfZbF#sI{W}*fz3j7EO%E*icR9e=5>Zb;x~#U<$(t#*i_e zD51Ao#$06Hikcsmd6FI#v~L60ZlpF(8iQz@KuDyCWSzb?QsHF-OUhZj83n{m4gP6Z zUDjl7Nnwu(s&<+VdDJ&pmR_NhP=DOF-nF<;LRPMV^0Msr*dOwLxN2v%=7iINesL{SdV}-{5O>H)t_vd z+;ptdTD)7_A6vM`k#s3EJngXXYw-&W*LV}GziFv0_$R1sDllpOr8qRVlrHHVq66WO zyj~(JRaal{4c-T&pa7>5@YSNcpv3tU$_j8=xoT@mS)3Vmyl2y6m|oCxBj(DbgM&P2 zizmY;oNdES+B4>0X3Krc6|vasWHj3}6CbMGByUdVC!5a7;vd{ROC$kuaj$GuGU;xM z`~Ic!qKTKrVyS*B5qt8q8>$q0d8g1jF8E+ov6{raO@Jd{8c5U2W~KdcpXhHm`6R*c!PUYnhg`?kIF2K%(7Y1eG*J*qFa?bJ`l61#NN zd`J69L)lkcdHNa!M>T{4g4l~%0u)igEK1)j?TS{!5fu$oIIP=p_d+MQaA=JlSyi6V zEXw?0RoT>1hNX#Mv+nD+oLFM*0>8$pu5 zltiP@#7AZ24?9K&@T{3G&!|>VQ9>aq1F%Fr1!(|M{%n~4-X&-m8~t5h-?+Mv4%5ER zO-&?_cl7pAX?O=>o;zWwcZFJxWF4`YVgds`QQBwE8s@m*n2L+_t8@C|}nIHNCJ5ewMErlCB3zY|0`ASv9 zWxF>uCyWL*;ucMCuhUoq@}#q0pUX&}WyHz<6ORqS#pj7DJ2%Vk*GfP1aUdpf>;h7Ci%$lu+xA zi(d^4{GiJZg8`)b`?%hIS8jnYWyD>>O+0E*}=ZYRY~}^h!uX zsIT6>@*Q;Xp|za9EC@4^o@Qp^pcAT;2ez7zWel&KZH;R0%s6;lWT@*txe?aG`GV}s z!*ZtP%bkI&^m7&Tfte5I<^w_UQsjQzca8>1eWHtQm*wu=-PXX^U zrpwxL*kTUO)P;(lLF>-2)3JW$BlEV+M%Zj)IXz#XZ2J3MTuxKu%K4nW&?K2KrRSl( zHO_9~Z5)pGboEQ+sIQoVPjitw385EKxu;zO6_|1#u>y~|JG^hp94gDl(Bd{hB@dU! zblB_}Hpidqf8n1I&CdBGCJKK##=PQCNzEh{06FZX_=D$?wr#haeC~0*STRZYod(*x zw%1l%EI7R~+pqd506rmkG|01?=Di=8#Og zbzWW;20Q5MXwqcR<+P+WGZi;?hbc~9$>R}G`~a?~D09mK8Jc2EpZ8OB6F^=nzsQE? zEGy0mvl!I>lG)YHpg^t|6ZZv~ z*m!&$nNa3xQp)y*f2=X5VRk%M4z znV7X8dPpS!U*|$`9wBJ#&7_&pMTCejCE=M0E6s?Dl82*xvZ6Lrm)WH1qxrf92&z}l zo9&ERINXE@v?cZ5;I|R^ED={CCC)PF_#vnKSb-l-Z@IA``&C|5xrk4Ornz}MZFg`6 z^aQ^kf#mGLmCRhw<*y`~;qlQAyvIcK{Fu5`DO!E0PrT<-@VNs4F<3TV@17Xt?M&U+ z`xfr$G3Zq5U<=P+>=#O0)>#4n%rzqQfpZxJtsND}lqu%#OvF6Y$xs+h+evQNN7x{% zB&157Req2jF!TB%e^fwg;B0n?^Mo=GgM!6jdpjYly(;Ij>37s__sZ3fbnftE?Qndh z4#BOV$MWrW8ED=y**0@=HcVNAO~Op6M@4-GCQDW|X)a-gomV=%(&8ol_^6cL#Obmv znnNkn$Wb+Uy(^Z+*66oF=nr3Q0;;W^q_7)tE+6H!Tnd`ne~Lu(Kdy80a_^e4=k|@n zMoW#X8U5M@2j5J=U9hDAF;Ophv{f?AKmYLY819=n8_fBl0W~GRetacWb6sNt zj_)^@K;=tRcWBVnbSwTsIGobP%H*^aOvlCZ5>=9P7$YU1_UKE7W7(%p?Ke4Jsabq6V{laXha@eKV zWGnL~V=u||0M#@tTTh&cVX&I|cuE74uC8E8_U~)$w~^0zoU6-kk--*_DI1aT`pD(& z)bE=W`8*855r-8^=`l+UeYj zS=qR*1t&Z}d}UG{3pKzS>U<$U*O#khUh&LvZq zbth*YFqx}Mu(JzdaDkWsv9rLJ>%!E)%}JL82Ui6J?mNIpesEJ%U}n47bB0QxShNjx za1AEXy3z6jTCQj+w?b|&)B-pN47>bARzlttTjck zsuyzC$bg*S$@$}4T*4A%{TDs1%LWG`WedHy9~L=D8o8-oilkJxNr=Fl?4u%fEITYQ z1@ADBf7?4cM;$hx8Ti^-p#gIUljw>w`I}_vftLY>=j$46bW~ABVlYjRnFd?RpEQW~Oij2FbO_wxS;-49u6PP#Wfi)b!q)K#KzeU@$oU}zqNi3g=!=K2l3)2uz`lG zR)Or%P;y&L%B@>;uy8WoXodu{$WJZX0Q}n;4@6d_z|Lk-wxHxz1~tHx<^!S|>*g$sS>!J1aWBJgSo0|dm4oblpGLjqDBpsRa?(y>1Bcl2<$o`y`=2 zyhO{}1zBsvDZ2xRQFQyy@~!Fc0R>_q0DH*pSXmZzl(sE8nlAs4(5A?!KaQMU=8{Q^ z2-JuhU>cMx@oqgVV;2!9%+ODN0I8S*0#N2e%|Y`xL%tXL+0Ud_A+s z&sViZ+Y9vhY1*sfV}JC^XJcpqMX_ zcX^D{BNkMH0@pW-O*I|~u%`&TRF+q-D%-SXUpOf)ek?xJ(%M=JY$gC}BYs%v8zT{m z-<}851H)Gjxi_Im=aLHz1VgZk6$b7W01&5;}SluCj# zx7BqxwWnP;Rr(R+vOp-KkiEr#$9O}*(1NdXs8I!ir%2NVTs-$90;S>xb}&!E009wB zwv0)F#}o$noX@>)$kRX$X8_X{1EWqAl_#Vnb_{9%%g>y0| z#KnF5GQl?kqz%doUb!8Bk6h}JhUji`a&jF0fZcCfY(D~4;SaIj;Xho4iUuJT)#`o5 zZj8oD&5c(>WO3g%9>*Q9L5qV~%@ha2Wu;+@fjcD*3@@X&l zH{)JDKYM^60XjxZW$-ujT^cJos4{hKKd(>S{&%?fRO^>dNB%1R=PI>Yl zp-Zc&zXDy_1pK?u<&}SgF6aIkbV&fKA0iNjmKn+m46yXjZaEKczm64}Q#LJkIIHZBFM!P7-^B1C&C7!?9|Vui%BuIjP{w*oI$?Cy zC6uThDe(;YKH4rWIgjN$3tjuk1OUcmmd8I@0*q?e_2KRiP|VsfZj+=HF(5?!jtL1} zgpbpkF?6y(HGI{*K+L{jVPQ!vws~p=Ag$!;(Nal*)5{E;()^a#FvLP=Z44zFue?MY z*>IND1X&$S@eq>zUE$1e zkllKjlA;9%)dKsU4t$=5pa`W6K!4)a`yba~dP#dF{`fRFn=Jsws|4@hlfWQ{#l)mR z(ZsUISkt8%Fe6}EX2R0k6y5s-jMK-yCX1>2X#DWu*z)7I8xeX9a8N9QCapYLn>5w} z4Y8)m80)Qk=3iB&6bpZ^d!691eYWn*1d#OqwqgC#4&49$U1+`57&P0pTr`B2VSa={ NVHDLBUdfx>{(r`?Jc?(Fyd&bQya_o;L0+F!C=| zt@?S4ZtXF5MbdcCNGlBKV`pNvOjeKmA{|@Tj)_Rfo9bHRsc1wC{rkokeBNpJ-*-}& z|Nl+?f9_d604CvS;^tfUjkzh+9Io>Y|Xe6FUvcv^k=(U zK#iBGoc;=#-dB}uJq&Yb>;L$-Y;bz0vb2b3P@T)cOwZ5I^@qSD+RW2gSm=OB#i$E3 zj7FaXoYR^H6i<0_0dukv)Fq3#4opWq2l>jN1RFJ;WGvD8U;jnKzBIE~&?S`lZis@6 ztTXOY9_)b}+0h#wE1Vf-v0&qUShg<#^Cb^f6ATSiXHD1Nyk0~Ss){r25q3^nh968U zES9N z5tV7<_vXc-E@!c5XbpDi-$LXBr^vOG@k#yN0_1$FoIt&b||Q1tk?!l*c-ckk^YpgtW(kWd4eM-xV{L*gl+X?&foI zrLy@?cf9Vnob;)Lop(OSNK`t5=ykPCd7RzQ-dk=-i!OpVtBdyyllLpprPCVj(j3nF`fLg1obSB zxo1tOpWq3|CvK^+R^7i~M;dO7Ivirfxx|VY%;VP4kBBKb-}Ia~A-jSU74e5-CxRY{ zN<$|f$$1ak#(ruv5IBNZGbXdfGX1_KBHAH7`k;$Cc{cuLHsXXnCk|b&zcU1@Xra#$ zyV2P~Ne5@myxAArqMV*O(H7osbNZ})&O{O#Fx}DkwVzGwjcv`ml4T%AEDLCht$ShE zTch=1Zt4eJogG$j4XAkf{Qd)|S^kl|?6cX$Uc64nW5a&s1a+$Gvc+8iTK`kEpmF{;P_VmmBc1^LB5ahjXSq*QfIJMp6%EB zZw&WGdiAvR8h#9iPHC~V^4z7WvOCgxHrw-Y7kRjlXx0`?Z5sNbJ7K1T=kN72h{b@3EWpPy{D^Aw|kz#Q4+ZQ00w ztc{mr(T>FygE<;cr;L3t>Iu-)oJD-TAo2Y=s`>rF?eU5hDTcn*?d5fC3Yuh{@VFZH zLyNh_PqZba;h(0>aJss4WXX?{K z*n4l^6RMcU+kd)E>>IBlD~3(gx>cH^qACn`C72PCnA4~``V^l+tC9O6CXSR3%4qHH z@Bj7dR|rHaO`6i*e<>_DJ)J=-MVt@o{`m3Z<&~Ar!YRn_WX3G^rKN91s***j4otZO$`6TGIfNS;Gw0sFiS|GR@bZyHBuZ39 zYR2lS_LJt9WPJKM^JrI*^LaxUlePpa{)9bsO8BjnR_HfHDk*(xS~Oa|qpQ1n0D~cc zEU&MtJbii_^0};xygiCu^VG!4OM;t+N2ESo$Jm(8vXlmtT&+@t411pU6;QMWPfM(Q zntK@3fGEQlQ%xt};&39%mVvr0GT-FkkoBIZ@F&d~chCg-GM2}pc7R`;+D|_m^C*AH zR(`7Zooh1xBsTrqz4NElFD+)>3j6wWc%M~pVULG&6|P%dyKzVIHT)K5R#p~12^DYS z#_w7oNy*S3Kklzh*3p40B}Zg#9LPp3PW2Q|1o9U@dXd}sjQO|KCWJoP0ymTtHFf!Y zwjV(O{}_o6V*@$j-E0ZXvsv9U`JJNxXq2WcUR6VZix$dnEsb6?f%iwMl>633?Pk`u zZ^S7QE~>u1GW%=eZ^5En`&~=DzP=85osdBF$j~qwtZSYp-y7$m6>dPd`1o3tNafzO zwW*4Vi(9UvE3NwES$$8_M=K~Q(Ax#ZP76qn^_(y3qTg-r8XeL|bw@GCg&DiliD6;s zU}cdvoUOa)>FK?hoHX^DAu(&L-K-Dy-K?WFJ8YsZvF?o3Q&>9P3_S0@Ac9y0@ZXXr z4~ivN(BmW@x5Eq{3~!%FM^~Xs=AXr<2AYn*D*bY?FZug=Y%mmq4MBsPb-8;&p26D% zW_Fu_E3=8G$!zV5;){2^gMQCZ5D(?U(RNY}53g=8b3iO81u&&GUN@(_K9(&tKWw8Zd|! zC+ANgDiib{5#-uGi63TkgR9K3vprjyWt!_z<36k_Pu)0UOY3T-Hwl!SIzsg)6v&ok zs^p%hf;N11-v@Q87F`{Z{16|W54$hT%9_}pwWmcC8(hwqKke0&P=D`3d`Z(ipTMo4 zj1=YMV-ad4W#oY1jcTk`=fodUbb8j!w!O>9=(-TU7}*&OomuDh#b36+N{n{i&evPN zODmq zA0IWkzG~xph}6i*JY>q6wHt?lO{Q{ikWt@0G9@UufPFhY?rO?6PEHQl&bSOrsmA&D z71-mOjxx7?6u{~xU%o7tJLUR@e8>^oyo&w$B3s9pVR(O2x?-154blFa>?pD>T6Tf0 z>5|$Na?ra5W_^q;aKr<}9a@DsbwT%iW+E1jYIm<#xDUN3dg4SH`z|_$ ziV(!PTSG5o{EMPki=)SoXPb_6(db3FVzeQqVU@DD zJq5A<+1yHi4PQ5M8y_PoQbnEanz=_Wp zAW)($;_f@siC7$vL?fI@*@`p^;t6 zW<^W4R12fil6yr2Ni4iTZTqs9k(!k+EPP#af+Dlzr}&gTJkdQ=0p)C4MPgM<4CR{( zvYzEtN#Ak^dAu6+1wn5MUH@L_U+G$|V7F?l-0D`_?<+Tjq%7Xq6n(6_c$%t=x$~9J z^zX_=#$Rc8r#o+%u9rCcF7+soJAIIYMoUGg>71H8LXI<5?D1t;+WStV7-OX``rfc! z%1p^99}p*W2p?T<8Y@tgiCCp_(`})#aw5Ec9et?!Y8xlA%sb6&6RdU0)2k zpG@tbC#z0gPW78Lx5?Pd0oPj2ml3)?dj*;?UR)2U#)t=0l;>{hubQk87Gv6q1G4fJ z@Hbiu*4ZxsjDygPzyPZ{>SA?FL&?nXi!~+tZC&6P{=Y zzI)Zo|2-om)TlA8`xH&)={VEM5_(7cI0!+Il)(D@&S*Rd^h~+?aL3q4!m{ZY2@fTZ zMMmVY#rCS?A_$5Q1V%!0#uzUpwn)Tvg@$*p z3E}^2tkS# z@n~-9?MZSfJ#x#fPrb8m)x_0_p;mPt?wA)m&(~J?`XC&U*L7J(t){^nyTL@dHj{~xE?)Q`70zW?V!0No$CrF zWc!Dy;ykNuko-&Qd%sw8Qv9fB$)kwpZ@qmt`&5&x30L{uQJW)zI7V^G&=`d{e#mSq zs!<)%uf|CFv_Dzd8N^JPteFtvW|qEOKVmJS+R399rcBt#NFcjkyD~&zCv$fEQ$Mj( zwnmejpLqT5o4wRz(kQVm0z(mst4CTea$+VZfeQaR&)pR}9zl9!MdrKy+`-RzY#TFViU^cw#0YcW4LD;K^iZcMQxzmxxc zP;Bbl$9qjM&ZD(r$laSxoEh^(x^9XZod0MQuEA++_F=gG1{|8C%@5_uPka01-9rnu z-A=!@ns=#UlV`>`l&W*jFL*Oa+2~xHV@K+5*sn{bV`o49>?3cJxogf9Z_}T?{-?p~ zc&%i7C$HhtkZs8GGcS_TCEY+Vk#h`*O@GF@gG_v?B=jKKz;@`|P%(u=Gt%&xUuW4K zfrh_0{R;MW92mr*6k9KubARjo*~b|5wYX>2v^%kF@j@9bJI&9Z+q4Dx{#f&yJNyd! zvX95PF%0`sSR~22yb_Die{Nl&>b9N>_A8QkW@M zJMK#x&(Uqncwf(lVcQ`MIen&?j(gvn)D}`bQ*N3&(j%rxbEHRQ zK4|#eEN?`P!UJW@bwg2ED;cS$)Z16@r0DDBPfY#dM5GN-w#3e9j|#B0Y5YiB*BOsJ zvH5d)xq~~@pg7Re8O0%GhG*qMvDCuzN@*(Qli3$%NlAT)zEs%Kuf%ZsB@_PVIa>h6 zidbjr2pq7ZC^hQwq)A7g>?84K>-+m9t0a#DFMh+?*OcGrw#onuB5`W9eWK)}Xwals0qj>6>MUQ_y^=Ll8tkie&JoO6vacvExNn@vo<3RY-4Txf2DKwA0> z`(UHO84jI>H~6p)-NpH89hrG2>0aHmf-nn;92olxh?6pZ{L27jfDo2P|toVDB9lj z7vp^&8oC|h=U(*QK9TKwb>efhni`1}k1o4r{g1n3F`oHH+(+-dV*5q2W?c!$As|{& z*4DoMt)M{2qUrKPz{&bpy??FkCg&0Mp|WzTx?I!Dso`AQHMY`^c{vLH??S&m%s+Ba z?DV!uzxe|xkYwada8Fm4G*>$%;Sj`Cls-N_vc3xG(z?nP@hi7`O_(D4pQO*S-&CgH z$WMGLq)Tv%t7{pA&M5Z#5hI)%iDw5{^}Rp_-#^(`v=+apGe|1RiR z_RTFn;=h4cmj4XVZZA$S8=SrGoW z^dyUv`W?BY%K1`3%p-n$dtC4k*yGc3o0*@PN-VQ=CmXe{y<(&0Bj2A^uOl#918R(T z5S~yU_mB>I<1WUXj}2Jqq+%32@u&*} zV_z!pzzW;yN%KzMEo8hnZ2wwZtb6LcGWccr&!46gmwLECo{q&(t~TU#nv53#t zmf*D!@B1G=e&`izL>+`EoHE~Fl#gf*A zF;0^AmzI{1!Ta}&@p}xNE$g=>OgoRb#Y`7@yWSDVMh^V`9Z78p!#kL8*PX2d!K^Y1 z87L-!XM4*V8&@DsQ}y)S34BUyZt0}U!a-2FiUr6^E2MAzVY>7y;uv){G8gc8 zA=3zqb924_$@Bq~X|PpBRyJbOf72JXJD{d^_I(&85`$(;hs_dwe_l(ql;-8!#lypM zi@tcSnN*?W{OshGnrKcN9b9>9CWH|ma(;f$Fjv;iui4^Qev#WIEhzY!=oZK4qM{p+ zpA!=iW*5h!a3g3H-$L|J*99!Oc%s>FArPg%^SB0@|W=bVbXQ;p4}dd3o(sMsIqsldndfCrQ8JuBoZnT6YQb)k3ke zvnNTqvRt`x<$HUrMe`M2lj@t4l$6;4PaIH?t?9RU_k2am#U--qQ&@1Q)j^ z-20hnBWE?uj>%`S)ypt?3LrRUV;ed_pg>F6-Ni=K@ z3ar7X%o^UW_afo$WIKcJH5t#fdtiIrs9ELrJE)ziq?q9xY^8-OmjFZjZdyk>Y8EKR zU$e}T8hCz0m7QZLXyzS$)MeabI5`+!3;}i+$NXS$a?%-qOTD`*L)zZn$fMyr`4YrBF#oT6K&^h%pHcs*0AGf^~SX59T(jLu7O;$YjCDBya?0h>hQmD-j z8*V1raB;Q?{sueLh*rAnctk{mQRG3aCcn_a!h+55?h5XQgB+f8Tf`HV2|N>d$-?$KMKsWl}F6%MOdO#xUdDD?rnC? znvAnGTbsUAsl|+o)1|K&-seY4y?j*@ma3|%J&fmDghOLvcC3%AdN{FBU?ebE=Lo69 zQwG>H-cI8sQsC;0msq?-9!&azc{+`ku?vx*BP4$1DV(jeTqM#K$FbqsIXjqg0VZk{ z5i`yhA!GygAe)`VUifJCz}ID1q|hRqGhGn8O}af1^0`-3(wp@sMM7;!+9~46t>M&k zR`a`4^N97;RgpHD9c(*eiucZ9GT3TwTUl5Bwd^ur20~^?MqrgEz$)iqkrsVfyDV*o zej!)LX9hI|S^>iBEOU(|>!FO#F4y^fRm1oVB{tltd6JYjf47t#GVXe`kjUvAc3)Z9 zQ~5vhMJRZh3OGg800aphQ!;EF7$<`DbR! zriZ6z76L&9KzI0(5;?&S5ZkW#*OJ=4S9Je01epJL*^5wR7CQ%rrp`D{fVhTJoB5IT_V(hy!yJt`u*u2V7`#TccaG7y zujZQ1(U%KVIfsFMvY^dx0Fx#2&yEEDGiL1%dHvroYw4r#xYF9x>tvAXqi=3nTmwRn z?J+L_`8BBHvyt}DZSren#4b!jp1xrALzprP7+cYqFFiedD1Zu7vzIq*Ggmlt+BODj zm}5WXz(d*Q#;tOaM|uN_D8Cx5Nj1eMCT3SvQA2)$nUs|YL;me~AvZRhA3b?u<0qGf zK!~?k3W1`P+@x6kaD_@XHRAWj8s;XI+=H<;<(cePwgzi;2ZrMYvb1wg{3;7ST3^Hv%AwH1{Q zyN7r3=|Ggb8JMT5a!TvUtW4q5cX~0kfADCiW*Tw zl8L!2^QpIS5QeXYr*(20eJgWNxzk}s{zhpS1^ z)mhVn@m2a(+SIl0`Tf*Mc-c3uaBgl$V|xMEP@P?fTvOC^GP~D5u=;2P zZE{Su;bhx*Q_rUF)O&`2-D**<(48hYI+t}MnV(QA>iM6V_tsV}%-kOmGz_~{-?kB0 z^LsUZG`X4Q=)MxpnzzXSVovG4&qnorQe9nLg6@kwEsmTzsrLYF8wt0RS)6lcoHM?e47lLaY@5F52Lt*cUtFOnh#O|1QQHxgbO6G9TI zzyEL0RXa)Ac))A#x^5`X_I}sVxRSDE;wIKKmqi#^T=FyL^UCU~l8Ooe#Qe{2{_?7f z*KLje5i%jaedFHU-L>{hP2)~}u&uo7_=HC9QXO(`^?JU)(eVrJ zWb4&DeF@DVrEsWmI{0{BjDJc#_HvCBc4{OBpL9*j7rS$JU1sJfx%q6 zal`Up<2ShSrZ@WDJp8Xd7XdENLkMP~x0A|kp>1GyV(;v=ozXM?Zuufc@HTbRqKL zYP|%|7z`c+=fxEjsRBEF^4;i7J7eG-$irvP!a^8)u0}>i+BrG3per5QCupL%o;sNR zjOC0C7hG|V15w1UI5o;D9RelXvq*Zkc?Oes;;>P;*SR(%hj& zF9~{ES$eRZ5DNXId7|Ms_j%fcm(*7Rp1T*%k|L9TgsR#p-;p^R-7Zk=w`35NK8z!|FW!2;~JyCY`oC@m%{rY3D*gU zn%w+Ta)Rl|7IeF{hX*z4CYAtT664L1;jOQDqvL=qk6fHyIPFhH_oiT=-owsMM0X#h zwv>RK?>pz!ER*1cV{sx92^MY>W(mExCx^^+>G%pDsfX1%o3j}a|%5Oc3Yt~P05=+ogriaz(bp*nM?O3DGTLOW!U&8lv^ z^8@VpIefxw10&*t)D`!0)^GGHlUJ9Hf6Zt5Sc0V8J!)5_(>yfY$>cK~w&OP8Fqy&0mGE2aB*r-EHZ!E2?GfsD(B zIcHDg7E;A=gWF@x;RJDl&GjE6Ky0u zL?>19&EldBP6Po26W}z5K&-CefPqh+XnQ`1k%Zi!FS{-M;J* z3XE9T9pLV@AMdT=L1er(lw}!!>!${G#wSH4_99MQ_pDg3L74T=eB(#nY)TliYZ7)c zv}(#rcC@vvJ>fciikD^Sx~^u3T*}M9eJ^U zG2&W``ekixZAtHKHXmPKKGi?;&{k#PNO%j0bJg3?aQR;UzUvmx4*}x0=B|`PDIy>( z-P$IESTpabOR=x9h-7%`-AINxAkbd(SR z6bU~n?1#u3j2}P7Nfj>M_B9m-M=cU*YqDT{^!_}Sfl*d1$}e3}pbp>-Rlk&%v9bAw zWN+f8jdM>py048TF!Es@9@R>)CC=Q;7z~<#tvniQwTJiZhviv{>vToK1=zB zJ9yyrW9A823sJA{GmCv2 za+6bZ)1J?$E-b}=$f_J zXJJenoOKcp2L{_wxkvi=0U^ilur>wxXQHoq2%xN8tNqO)yQsN+RIheyX|*#OUG)QU z5NeZ3Ou|@;kc+f94CN3++7ZUiNCKc0z~QdI(JA%XG_9zrx&(Rl?AgQT&m)1Ie>W<{ zk5)LZUeKME>s1M(aw2iDUu~wPZZ|PH5{Qs6)~0tC7tcbit(pchq-QSCS1my!y&D}( zcw(;qjS?OS&_;4ZCBasDeqP0eB_Lv`{`BYooFa?&={A$nB%iHaDW3fm3Z3EGx7hUl z)#kkI$iLr2X=w6BBaQ=zYNjWBH&p;M%8#5UPnGp1Z$u6)a%z8i7sshPJ7Vmj0)!7Z zXbsW`q9kkwYc!iqovxZb#+uGB_&hB|boW&j)~?5l)~YWt2bt7IWTVR}R6&1zxccqp zuNdk`XeQCg7ANXYv+T3^!q2~*#8RA)yqKh&)#W=UH3u-&=mXRp0TUj*4<%JGc}6)A z3!daNE5_3H8_mu;-$=_N>nJNy3T@&v`86e~P97VT7yIg3x#mYE&ILQN6O;Gt&fn$d zZgZ1?!|Lu0BT9Z!31F8qRqvz59mJ9IWghM_?&db=MF*QFQlm2>N=;h?qKem&^yH+4cv;o^{21=Up~@yWOqFaN8dn&ez)>IVhbt=bR7 zgV*miy}T6jC?LS5YO=dH={L}kI1_)tE*hZQQs>2Q44SNo6G2&#n}@yYh%E<(0dWPg z7p$2Inn~gIqJ2&|rZirhXQw^R>(5Ro%Z;(euauSNVyK~3I#zUX*PQp#m{JL{7S@EI zJGb=2pY`8iaw(Pg;N#58?ZjIY=B*n^0G|?~K1n3IRyg9K)^zJvQdXBc-g=YK`A;bZ?`~m91 zRVSR`4=(I_qMdi7FYNn@og<;W(0j+hUY@KEEUjD@P__np)|9~!h#(#(5*ujBLzB}F z*3JjIR3FdXd2El8PbPc>igz*=PydXJjZ9q0VH6?qR>a(05vMZj^94@-=d2F{PhJK? ze>l0{`u5>qel~<{Xi%XN`W^qgb?r&tw#Wf;&(w5Dq4(%lAvj*Ii$-~Ezpsx`;|5!= zoq>F3%i?_Di~9x1BidgTCk=M+KLqJ&UR1;!g!L)~{Hp=`?s8g^2YgmC^o6S?ZW;BH zn*XT$TzxPuc47zKY}2FFcm82e;I3b4{Q(FBxphA3Vge2HcrP zsoZHgr8^Y5ayM>Nxh3?X3i4g5T`xT)en0(0+B!HFe)A`F@jLA>Kk~x(Akhp-r?&56 zQcFXeY^gJlOJrxU^Vpg|>78!>jEqbKsY7ZW@!gx1g``d|9knf4HytK_esp{JZVg~Z zMX`eUcCw1smY?#@$JwzvNwT%$MKnyu-z?7wNDlWqe)mq~4)A`BFQPO!icj)H8i2#2 zkwxl|d}3h#>91DlDG|S;D}Fbt?7T0Ef6Ho3YA7(zO%xZ_#@cdkzZ%N9Xx#~aqHluy zSvEcFW~HPiA1**-D_Qa~PfOI)z**DHI8uUiJUx$C%CT|LWMLPMqr;_`GS_)SJm_kW zEmpMxmwH~b;HR5#Sm<{y9sMDneU)R(tFF+>W6+fFVS2E$f+>#5MLt{`6OQoHpmiUt z_bSuv7F!@cb_Q)5zI>3Jw+(N`HBF@aA=C@CIkAsN1htjQISFuwt35EgV%>AeI^>L! zBBonEqd2|)210u!%1I`;cGv(V3{6mf@Dj**+w|vp7rsY;nAh_7J;rNn|I_eh+UW~l zG86SouENb+9?7Azx^-{vL`kOu!s$49q0RCIIIJBbNNE1b{SoHrjg@)w=$s@HDTB8` zZwO=wo*)Q<-(61A{!{r>zj$2xH?J$&NIyuEQ*1?pJ1FjjOiIhqHNvQCp(}Lb8zp?M zJqzx{f&_{2mXaCrT+k?OKFKtx?(v>WYgCE(uJ~5rT5wwwyUT|4ao?9+Gc|dYFF7J* zuP4Nr*;-{M+invW{ui0XR_os~jX;)_Iw02gSG?a26dIfyjvBF62_M+n=2|e17LFkN?2soj0HfJHnt_o-;~%Giaanun*|MfKY2E(-CMkZHtN+)l46Jcbf--gABnL4@81iP49@R&-O8;{wJROQxZo} z$k>f84dq9?OB?l_y01I-A3?hMHf29<#JtasHjO{_AZ5w2bbZd?bo%7d=e#^Z5Ikz0 zg2^%(rn#}US+{|oXo{maA7 za3&z0&nj_^YRLfn>HQ?uh8@rv9?h!;e7HmbE6X;q1piz3FGC0rK?2rnu0QZx1R&mT z3yrHRL4coL$5>pz%ra||MB1#RKJKjlv)@o_J353$LCFKjEuKb%!Wq9+Cw3ruSz$P7w>!_+GeRv?|fM>+<4nppWTD(9) zZrh(u0HLuearnhOJUonJQ6)V<6aWM0yt9dWuUL|pBb9UQy0{;p)gZ5j@^t4`%`T)J z92{OYUzafQRaSLCMFFAtOcRNK*6C9Rl-Hy;XHoSmF^IQ51D-L2l<^8vo_z;0lwNJpQ0(bLk>z61>CEZ`If znW{)Pry3Y>mjN~p2e|gN>(}u<4AsXgEb?7gc?x=YQ zI`GsAkhq-ZD329=k5{i|dL^b>0Hso5Kg99hLHDrGgVJ_}WzX_(EXg37_A9L(%Yu4Ozq#JtxV3DS`W|{%LTK|Uebea%iy+0EZ zLso%6SOQ!Swpv&v=zr`1_y+uc&3aSF%UjoY13#(ZwDFEA$nojQs;#9HKyBe~AeYix z906Jc0y$8s&yQCD=XxCioS=T(Wnk>5| z;+|Mru~4KXB$L#Df+tJyqKq01RHu&mym0+<#Hy5)+xE{U+ot~j^cDWUqtQUKzoXG9 zO9J6`UtlU0I1Cdo+f_i^EQC#nk2eQ=BMl8r3B%_5>vSbRS@G!6qX^t|@EdWIKM)jH z?EU#A>3_VN1jCa#!&7J60S5beDc$!5(D;}g4<_D>Zf|W#h4w%(i0dG#*X7;#(pC$s zsiLCdGuS2jWp}OtsII+*=L@OX|CC-O8Cz|RXI$iy5fbr2Y8r2JQIx+u>P|^YZf*)E zko~fEy3?Nx;#Dv~os)y9(?tm(uMLw4k0EV&wFFZHEW>YGk8tbBm{qg|P~QV8zU{f!@8HdVgW3d^JABVk09-Jx za&84H!1ZizbS^8Lzv*Zx!$s%;_m!Q5gQQwi9-kLpk6D2EjcmPZdbHs9%PlJ#)XI?m z4Van~UH?A@HellcxMMvaOH)+Bsgh@AW?K5IDl3z1GyKJ|OF(kr4ya->tTdpe*>@HM z0>^2rdZ-%?RdxU)3nRi=PA zycNgmDxA)c=9ZQYsD5or(w(KheOm|%o1k&$AD7!|ytMd+kU_AGrW_Fd?wfT7w18?Y zd!cFBRDRp#n{MFo5d1;nfyXf1uO2b_bPNT=F<|QAP_#9bfT>eN3?}5{_!!X5ey7-Wn@NKvpPMF8*$M^EB(G&mSV(0AX-2`o5Wxjl;ivt%Iv z_pwlg1F*pylsj84>lb)fl|l=F*}APcTzB5D}ygLHd64c?0g} zX>s@qkYiY;>yu8*I@uBx8agcb&m=^}B`{MMSV6Af^!!|0ETA{0`&ZhJKSX%yD9KBi zgGD;TJ0c7~$e=3hs4igQU}qFZz#)`~K1RzQUo|`XV~EXWJmbQ0afR$eypr(n@W9QK zHZrRrV@imOfOLn366_{1?fPENkUI|^RsTmiBRiJ1J-(_hT`s&hV6VWa#^Wxqifa%q z0Rc5Yv%Gd6?M(dm5f1`{5x4r8ue|;@llu4{2{_5Zi<|J!3eCj!(Cr`i=^a-2GKCY~ z>?>^4Ew>)@HG||YE5%OE6`ogG8c}9+R@XLw9|4ZxXde#XSCb5kj}t+b{|`x4o(ydDXXoNV2*K^tH8r$iVq!+6mIMrer>>BD_V#xfe3qGk)0hRkZNSoNPy7V$ zE!3^Oy(2h&N0N~x>(M_*&;>GlZLB+gUj$SMB%&@^dRrGeg;LC})aIn^51mxB>&}be zBnNfXHOy|eb*I=twr5ga=xKWjZJaSk;6(BciEX5Qg@>x+Plg9~1fueVkip<>bqlA} zcf&vBbiHubKwo)O1IuYuXH)qzHvNJ_d9ouR1ZH66Mq=yClJPQ&Bj0V@Bo=}9k)Od{ zh%kQFhJ zDT(fVR(6*c#-xkFeXyTE7k)eC>(%ivlDitgT!!S-J9pHSk*?ch*My^PJBR8$w5}f?@7&va@HZn5OD6J0lQ4Ex2*Y-4)|uS154^E_Ifq3m2L6ty^??Y*~f z+nrRRg^MeP64e^T7p2`r$U~CFQlehPBlbpg!@ zzn0VmxlV5`^+8IMIHrEAw6#>@$XtNg4eu7>V6f8l&+nl$M+J5&2U@RD_Er;h-oDKV z5WZN-6UHd_SZu^pU~gNm5St?8f(byJ*TIlM7|MRcE1+57tauWrzB`kIX?V(MF?MeqD95= z4GoOY54+fa0|* zOu$KB3oGb79Z*O0lw08y5rt#gZ>=Bd}V$G4AqDLk4l&L% z(3FvrPp)8l{&l#YdB&a6-D`hX?Et&$%i?B?Xn+5p({OOMGvu9YJjwO5*Bw_tau5C( z`bY0>eQXrDqX2~gH65CoF+X}Et{%e1B3Jf%mk$%E1^wwa|5%fuYyZ$Fa$RShYCj-6 zLBK2uh*E$*Ac94MJVKm;5ajRyXBU^``rlQo@TrxxHDw?*!s!ym$5&34n9lS`Jc(*| zS}DTF#hLEphev+qm9OB1z}2HYB>dx&GAiQILsBIQn(; z|8^#*f?kn6wQ_7&xuRuhWn)~0>$KPk$vu`q)=KjfKzbyZu`T8Kjdzd**XQ;6E&46t z(4QU=i>^JkxbI|S!vBxeM|QILBrF=OPnk;(>l%3$pEj6W&1v^!E^BTZ>wZ$A(WiS< zR*E!P_C?DMF+abN7=H^!b#*+~WuK(FzFr=<^AJd`PFh%fy}K9D`oCBz1)#YEELD0$ zaay__wH=L`bxrM{2gC|@rnwi-#Ss#jx*@vjCm#|i zLa)CWm2sM;*+ulJA3xLF98bUqC{x+UUDu~p|3e(!a7Oe{L<7#o*vhL|5n!Vr*(rNe z(eD>1G1dC`r|TQGO9FeujC3j-f(Y~OJ+HGQfwa>qkj|JjIn>`9>R~H3AJ-0@5EV4` zi**CJ0<5EW@g!7R|ECfs%Ru~LEq#_wH6fMiw*ECk7G92I&WobN6gD&!0eMsnnZRCb zS2xxvyMx!dZ^zwWyfZNLUazWWO)B46y0CK^Jdr=Q@&X4S znYV%#Rnpi{!`=0tBbF=|WfdeorkzRv0MtReY-qu0E&ra4z@qDP9ob)rh zW`a3DZeRz$z4XBA13qqcT^+se{@Q)8M)o&;hXZ{CIFjVEI^bAtqfoU$Sx?g5wjK5&t6t`qQzCj1Y6C&_vX0~$62Xng8? z4>-cGAh6Cj-_83=le?JW0vs}q^R$KT#5o*tfYW8yZq#&-v|}ItQJg3a_I^kV=?qtp zz(_`f7ix`Bm7UaafRV^Y*#_G69MO`BR{!p!z40VM&1#DE;^iVIc91=L`1h~*+V4Jh zxd`qFg)0RK^v}oiwkCMl4mYFsxS=RjfN5p<;@-Q(u})u;)(^0i zSiL_R4mGyzK0j9R?=|E9Ty1@m%c9wQ@FmhLTsOcAIrGI7Ib$+%vR7d5R!wr%SF)%@AL zF0VX${{55$gzK>rV0J(%&}WAmtTLjDGQ>xx&PA^OdI$Tn7TXZNVd z<5w%HLMZvcwf%<8(WDW<5%my{e$0N@qKI1R82F-#j=lcRh0lW!o zRcA-sJ7&1DA|*GdtDnHP6g5dRP=Sq&AhGLGtMMLgQ%xViUhyM80hsg4GZ8yyYQBo^ z?5LIiRsEL>inEd$mVt(5KfFHKW*xmtc$c03d9Y%9`qlSOjH62N8h-|6hy5;FPj&2Y z6WV|B)t4%r0w-Eg;FaF>tYC~IQRJ%VzDTU%`GaJ|b`5et8Zo^^VOJaO^X3SmcK=V} zbf_q?tI?~>4?g--NQyDyjW0bZ7S}mT^+nalE;f-oFuAzqTov9nJLu?K%wBQFL_PQJ zfk8d55f?7qdN&PD5hKA$T{B-!-=;9aQTn-;V{&Nii-6S6#7?wc{HyJQJT}#HbPj7Ora}r!u{J9HP=t*|lBF#9R`8*HW=@GqyAG6STNBPL`0p zdc@_~w<}_3mn!o+Y`nO?=2{%dL!EVNY2IuVdZ>x$k<9Y+Wy(&-ON>gkjmpIp; zJ>oGUzTQb<-&s2TM9XsM$=Z>&RRa&34Url(NPaFCh+P$(q?EfAxkIM+O|dODJ~FT< zxdQ}3-`zQK0R2-W@UTK4T~uqNl}#KDvJPW+xZ^tai_U_Wz-F3iX zQSLF26Nmb>BYICCclcuZsx08+;=Q)S2=iRsb3VwNYf9E|F<&Wb#r*mF~2iuo7b)EfJqB}i~z8{lf*z`I*PX!L#L*J>5W`Bi1zC7_) zcE=IqmV7xt7&K_Y8#xM{i-`GKh>%3>jV+`DMY4>}K2ix@Z4pXGWt1^VyIE@;rgz|4`oC1e3eW$3P@c9d9?f9pnw>&wF4zdeR@G(~Dr*jMAX8CLpY7OJ3 zJ;A7|_06vz3~Il$r1qa^KIIv6uC-LRS1MC8D`w~ZfN*q=TZprBqSQu*iD{4iu&;}^ zLk(!eQ~g$0_9*6PmM~HwDErt54cv zShUcN4+|R~*IzYh-gv;JudhnH^eLlQz)kDom2;_FgA3x&@0MXRq^2pEgX0%Sjfh?5 zu1IL%?Tp^jy4Z)L7lk_+WL*1>T5Z^%>!! zpH!vyyRCQhnv6Ka#1&QyD))w}8ZxUkT=MCwpL*&l?#@k-;#XU5?J=<@@)LLBh+j(A zgQ$byt>+}13b5MGbDDXumMZeyYmp2mMV;-lZ{(*=upM~BF5r(v+bgG>yq8}cQTRc; zJIp%S#MN6DAGrNcu-7bt?im;xh)R=JO(ryVV!L8>q|+r|9KOFCr&>qN&c&!*%zl6a z-eEi&YsTmoPA|;voSz#^3A3BzL&yvH5<#biYxH329e;f%Lg`TtHH*JI!t+@a=a}b zt!J1;HhzK)l=ez#*OsiXWQ4VP9l306>n*0`zlUm_P2f-r~wm?bJ4YCSHH!yHIFi{-u=xA=%bXkZTl_d#UxCxlX1zjy$ub9HNS zETLHJivKNi%){)Gd&<~Hl`lsGG~(Xx9vFCkA2@}xPEMzI)#H2s>tgMGZTp&)0o5B} z&BdvzG-;a6UGO+Ns`6xzmcNwDN z=e@mzw;v-Ov+jLEPsxa0p597QftX75;+6}-g>Hva@^Ky%G}K9!({~H*KTP9)Z2W`q z5X~BjUqIkJk`X|EKO8R8^~KSWjmc*P+YMjRl|oLxiH!J8SDKDTuMcBn;cb1L~^AqjitlOg*Rb zYv*efw`pw47xrP6;v0>t9vnvbz^cR)3{yJBh*Z;%~w(9 zd+%%$XsEjL&4Q(2{}3APMUl7WylZd8UXKaX)yA_jF}?FUK=-q*?tT=aG(%us?DOL8 zn40EC-mj{KWT|fjU%icXu&7h<$t`~*Y!*Nu@BOXrQoM;-E+_I%=RC&c5EPW|0Bv6LErTlae*N{FmR1Cea3Bd0`4)@?B-BvgZHtPcMLPfY?AcRM zogmN$L9j7&5P+qNiBwQL{JFK58nbo+;YEP89R`Nb)P&;ZGNg!Ws78fV7O00+EN6;v zutkJ~ea**pOF<{FV*c7|){_r0eSo{AW@b`=+6w_hoBH}NyoLunR}g-!sp$wfu22KI zl^gUhK%{tod8gUkte3DDabBMdhH|UHNYkTeacCD8xfRmMA*Q(Njl<=vxcFxv9-$wF zIPM$0)|isKGFQ3&+16yXr?g}uE72p|`nh#JW_=`D#)~X7IW@Ha$mrETo9A~H*dR?r zphCJ3IRWva88{4~$f$&~os9j^UN*N88Z{a(PMzo3TKF0YMgxQ=hPAdaoDpL<$pqJ7 ztN#?vw3ZxY4=9$0BX@yHL-s(^<5-riMY<;^m1N_d@e7~7><24-ovT+Zk(dumVV|=x zB!L3R^G!p=`ggWhKLe{poS(NF8t?AvA{I1a64xAol$7-%myq;WMcyt)twTesHBg-) zM&z`07+|*WHJ}w{izA=RZr&us>Pb|)f8vRaTU>OIfQTLWOBaMCh8~l6UYn@ay$z77 zO5qEFm)+=N-2^VBa6loCL4XJFTz-dMm{?Y2Wj_=h5`fs|@#-^s9zTS$v=saL^=lA* zz20cs1U~IBvBk}4KszleR*LeDnNGhJ4$BnS8KEsWul@a?!r;x370@rIU21j}W9E`j zL`HUa9fO1;eZCK0J2zj|zXWf#VxMzyaq+T6Fq<~;)b3|futu8l(v=@6!uAnS?}^XVH>>g*V%&{|??n-sqp;O>L7?W6`e37aBnmW(EHh z+JwxYm7#_y-m^F_uMv`3pi`{JJ|~*P*}*(C^6R(L^Kes4KkB zFMc~UA!`)>GO>qFv4(dAAdhqCzHx-czYDIm3y|J_c4p!f)1sm21k;aJ&3jH_ZIjAum7|1UQl0xITZchl_OyrJo9{j1{B$oRCqLe)tikLWH zHFFsBpSFMfo_3?`xi;u%gY{1sBxcqDSnMt!AXQBa2fw&-z6yhkCLr#&Ao3s!hn(F_ zl(f;6@B=*Rwl)AIF>P1w%Lw$*Z z_fb-8oUW^6N}%=d!GMqF)t9l`%9wK(X9ZwZva`m%v&Xh_O9~OxA=M_=&6(E-Mf!hZ z4Gs(#ysxzBJzWl+KQgZKCqOO{%fAsMIcRVmTMVOY@d%wlq+(RW!$^0?Kka&*+IOK4 zh8mK)bm#3W)>1PUg+fp%3`{!2ufa@f=uJb;Ug@d z{`L`;SJz)AJ1+lrsT_J!N(LV=|8vAZ=f8`$be6TUfq~?jUwt7Kts51mN52eN1=GXe zGovj*ujO?1LAXS*kzAlnAyS#}c=b=_4n+|K&N7F1IoBK(kdVP)3`x3)V3|TpfgTU* zZwVS0GmgUDz)(i{!07<4e7jK)MguFb5B2o_Zw3Xf8C#j)%*-)!L zFT?QQQT-PYCup9h9NFI@slgqdGl17-)QrwaZ6_c?WK!GSG5U>j&y_cvmmpR1fxo`je zeD_rwc;;Q5IcMFK;?kO%IqZi}P;%uAM2DN_l!_ zJ(Mf^V>WrK)|DNs4g%UxwZu(Nf2|C`ecvth!luB?P@p{g9`Mi_slj& zyEaUuZk9FB*KPJs&^dYXML5$$YIxKgqUro_HQ*zk=6kWciX;_0L9N&B+}^a@IpVDa zVp$_tqc1hR^gXe7z-3A$y7h22DA{yf2y!H5vpd)Tqr||k?99e+ zr;N=<+_VlBn*k@NwB7Xj1Z9QhoKcHMbbP2Dk1MjER~_K&;gh0d%Nc&KY=Vauq=9IF zpLTFwoIG4q$P%U+rnA9mP+y~rwk|GewLgD1Un?@vSF)WhQl0nnrH(iK1DhGu1kI+{*f^&E?vbrcNd=? z-p`iF!5Nhkw=V1E7{4S><92qXE;i63ayIZDA^oSQMyihl%UUq{UBt;KTNt6yL4h@b zW?q_o1~H1$;Tgilw z|8hRR0_LDp13yFWf1aFqAF=>{=QRrljF__(jm3!GX*N_ zAvp_{Rz}TX{{yW43FQo}->yMZK6jxTMod{btuuJBwUIN`^PU~6Kva{Ga+YY=p5toW zX7*A!OG(9zyq-c?HQ6sbRixw7ISCsZ8$VyVvQ?){qQxOA83X!RqQq1yEz$rizXfFX*aqp z7Ohy`T(@&fy-=z;GfY%?&yaEWYpXnUQoR}yH1@n}eU+ae&@fU_<>p(S<^A9wGHLta zSz59EkF#_O)DmFU3J(FDJ3firdmo1@yl+$%fpiw;=p6YJImb~n`u^UY{i60mSO_AG-}_Q@ymgm`b2cK5?JaXLg=eG`eV-)-IT(7bKc#S4+$)H4 zXpF@#n4iwnyvFHrv_(pa_UZD8mc?P6N!_KEv!6nE?|kcQz}>m;0a}ab-lJ z^W~pia+CF&$rw5774k&h*mCC$-E9TMVG&;E*NQIaU`uA^g$IvyaWktO#b-AR$gs9S z`olgOc#^&bwO6dZor@1(_v(O&A}lzpw@F4jU*T&IGa1{IjxtDyi<@lE2Pno(3HlTX#J3(F3~_5vY_FgKI8pwt0S{3H-!~sWv#gdgmJ?Rm6*I3ji;g>JIBX{ zkoLXwgKNKcBf^v!oG;Q)frEK8AcDveLvCz5#dGB<46GPe1=6_q!W&%hj8W8vd9hy7 zLg`Z2@X*j!ZBD^4X_n?K)?2Y!_($5VSv5jDxdti;`^(cfwEV+Dm&^mBM%=HZ8D-y> zwLf)5i)xfq;*~<1HPdSOS~HV0b@{BYw111Z)CXREEwxYC-kHq9umf~NE_Sbp<^|`j zStw)G^sLpFTFxN+1YI7(`m%~Zwp;eM{oJxzdU;*&+;%?RDNtLvtnbqx!3lzdxC@DR zvcYrJnLY6(^m#^|L1GnMht+O>Ba`kiaWK~@`r4%N23=H5SU9vH4G zm$T&j@SsVymZL;)53f}#?b+GcXRReQ>G{fE+S&kRYxh;1{P5YfIYd0?!&>1ZYg2;{ zEQzPHT1dEwVGJp&=#$d;Ti!vrLKU?e&tIHy-jI|||A-Sew?D`;k*%R-M828!ZA)E4 znU00Hqbf8HvNJOn?sV3a5M-rdD}-NI6v;-YlBu>bGDS6o1Cz~rHopW=9uvul4MuG% z_Qm)HJ=1uFCcTl)397O(6wcDi_^AIh>QImCvHmC?HBm5GA#IR|0tv=8A{$q5UwHyE zZuiw$gfm1vf#o=?*buc#F#XB-wc&_8DCjg?XgW`g@E1VW>yfA^{F8tAbZ zL6#oB7p$v52uLCPwDG%8opRf=JIVQ5Z;YmJ>3!T3^^9rLJ{8A&NvUq$kDi?`k`k%2 z6#~ACHyW+b=rNZn&W~HCm=zUYGtXs`+)YxVl(gnj->JTxebJ<%vDskO5rJ}5(eJ*k zV0vbgiQ8fC`t+gK4mKEV+n-|_4Gf5Ls>5GE z(_>2gB4#$qt7X?}pLIKy=|;RJoz^YsrMkAc=Ta(keh-u+yGk;|__)}+ljd&A-<`Um z@9N~IuEyNWLSOd31jX5_GxWqN$Gq9$(F>bP^>*quB_f556q&rhYDTi|u( zpdVq@F7b>$@DSk< zKL{vJ4>4?E5E;-U%Dm6gAV-oZDr|=6=-U zIOQ)dxEm>m`?p()&E_3)?Yh$7O4=cI&OyvQ@|2<0NJ4Z$40rYne_)KWld>V%EZuFI zrnGuy;h8<=p*&*;aeuW}?D5UrPt2Eyjm&b0^~5>!p}{MqBNPekbfv{6!tpWO!t5niU&`)EhL7G76E)-*`F>Xg#-p@(enYQ2=Ct*{jGHHx zMb43}jmFdj_qtP37^X&-`mvfG5F1I0yJ^nlX4wf>vVCVRZJqhxdy0{Eqs)(qpGmUs z=dWSw8XLUX-!{{nS3c3^@f&RE%Z}dV=sVN#M_v6j$7q97&Y8Tt5c2bp0l;QH}&1; zK=}GOMRDtE5=L%%(|vBe#prYB&WbN0gWcHfv-!wS`Po^Ro8dtJ1q_Zi)ic_(sktV+ z)pco0s2GIo7u>s&LNdVsY8@VMZli>5u0c9{6N6cFvmGy(@mMM$t@B>*i5ibJP!2Lu zWhre=>d(B962*sP%hEJ|lb}{OYM!&m~%5dBf0XG3}qpNEA_)`UG zdg^LzmPCxSP$>h?INrR-v!(j*$7G{dB$b@4Q#uC6mn<+_@f83;u~$nmdNpbrRLc61MfZ)oAjgXJ)M-9V zrob64tYs&L!e@GZ^A3|`_CDDK@^EYCrJcui2aVB%NnS}Fb-!k`26Y4J6%&rZ@Z z+P+fvylUbtda=!Ni*~-1K=kd9ir3W8lGar{UNvDdq=zOq+<}hy&hq}43^In5H@3wSXE%gcND;pYHfc8#_owVuS-IY8U3woZpO-4nR5f^K zhMfv%Z8?V<%n6F8$j51Gbvlim7hY0dBp?1wM&nvYYpKB`%WRXwhTCm)J8fQuJw2gR zPmW=J7x>E1J>EN8Ol)j53adScI`FyT+^X>-8IE0dg9}eQ?Al+bHd8fS|HjYq2DgIN zx{BJua1%q`#jZB4s9Dd4l)?+D@&oiErFth}Yod@m!JG=}Ec>DIjo4~{MY8*PMfVn& zwQ?U|rFNH$6#|07#N0o64Q7(lf3fM@f#39FgDe=4e=tuu)uvsd7gM(A> z=y(x%Jvlq0|6wb~V9niiVC&qJ^o^Qm^XT||2rOB*FkCwyXR9AYLsS2^8*Ge!w;H*w zcr{?7JX~g5+mm*9`z;d!`G0z)aO+<4lAKm1M#HzChQ>0gzQta9ClRO6AS_(J|4kPN^%tjl=#F3%$F>?EusU4)FqJ6{sId(Rq0_M>aH1l$toK8{f-f^e#nYl%d zS0fy$4#hyd=H~_Iwzr?|$S2^-zKM-w$Hrlz+0@pyZ=i=HdK9`oRPF_o#T9}6-=x$>Ri=U9#__ZxNZ2k+F zcLB0t&^7XOs_7p*ED#ttO<8Y11P~&F4m#Ko`K+p{>Py5q3H7F`sw%*P+}bYCpjZ^{ z7Cud99-jD}f!t)uTP>_6y1va6Hhh;D7r~}5Ia$f~81JU4-w!g`KOn{Kg$F!ZmLIt0 zM-Jf1oI=~(yG+c!e_LWqw0T8A%+S^{gt3WHVwej@ z{W>cWzC`26*gNIYy?1oda3W>X;vSN&p-_dBE5T!`=vh2=c~AB(;ojKn$XV~H|=_W=d8 z7u8Yf$Tzeg0}lXoUpkDc(kx(BI!xCf6b*#^?!m7U&5?nCdIytbG0SG|a)6o<=_n$0 zD&5q1%>15yCDPg1@ z3Dt4bNTI!+*v=ZW$h)3lsWEo%;m0Z7aqj%=LIXJ`dV70a;V{@i{Kjo)WoZd5y6|{U zYB!32$P@Jrl8AikPH`~JN}f732oxFIZl;KB4tTIbFfShiEEH~UL%UF1T)Z2F(5};f zp-S1%N2166nrre9lF)tX8Q(ywKXT3EkZWRVr~Z~}9?4m_$Vua|HW+~NsRZ7wWcpP- z?LyaV<%9{_k8(|7aktF#IB#-9Y-#OvqT+V#N!cCI)t@V1{(H7!DS2)HD%~2~2{(b& ztwuN(MDT)Y`n_PYUGcqOQ&D~JX83Au+3W|z)bsVLzb)`drbEII8$i#ln5gK0Re8Kg z-^&|&5Fbr&aPTF?lN@8}IPwq7viSeAS@y!cR#$0UmmhL3nk!cZ0mg)Wmd!Xw>y6-0cD7gP=+fk95Sv?UKW>{DQo(`krC*7`v@yy&_TJkqBVAum5eQ>~eFp#~)7F zWpK*Y{JTzBQ=5Mww$z(23CD6GWAK+e!!W2turXf0L(`zR;}LR+b}8a@oO^jKc~}^? z9#9%^&?IoN^?%nWyT)Lf757h|$G|v8%VDIH6C@SW#g|*YsOmWK5kx&=kOz)IF2cZ? zCswn(x|#@;dPk@Y5gOG(UuR}kgCc;>YfQv@JtQYDPr9aKt}@<4bEZn9Vl8dGtG&W3 zG{3**Mm2fZyPT-7O(2qoua`$HQ9Dx8`$FE#BP+H&ZLTN*9SdThlvPyPA}%#5+Ww`2 z12-gMPCagl337p`6@+55cu?XAf;tLjdnK zHaBmCo`q|Klugf1D9+8jC~!2H0wU`Q-6r3zD6=<(PZ^?M09p-Q!vqjq)l^mI3-DWq zkl!kMXstnRf3~*jz2ky%*c7pw)og22+>wWm3puI7JEZm@N>NFSvCC!DJQH3;5fu%a zv^8{x8C~aUF)57T+BM|+2@>n?tRB~U3aj$>f>8@)OZjGpPJlJw5{Z*9SwVndGmt zxXqYpL4Q8-5b|BvUmwg;AJ)GH68m6F{5=(fYc}|=k=LGMsQopN3G)9>`Tx1Ke4i^0 z8C=kxIVWdPPRJ0y3C#){9vt-5%2!<@XqE5Pg2B%D)e-}-Jpz*WUSK9AB{>Glz+wlW zQ9;{;VeJyKupEYiSXTtDBoWn|rW%7Y!*+9Sn$%P#u(|d&16f!t5?Bx8=2bZf=jE={ zvG;g^I4KmGm5@*vBrgnXEXV(VtD~ref3(_E%#18zfR>7gNaIcKQ&xB13DOJq%j=%wIRq0qk-z(6lEkfoyVR*7c9>=6 z{T(X8Q-17Pd9#V;X&8_cQHSesadB*HY!6<(WUj5Pg+LV9iwtUr=WHpNnVCfpyBQaC zuPrS#)YW}_eKCIx55IPmhQSxCn_#dUdp4yH9Pc6 z2DS#?Hkqn*`uOqV0|y5|4i1h|>nSlvbEVb9kIBifZm}zo%bxq-S+GxD--VJOeS~33O88Qzvsk?;q9k;5bY0!u7?3a; zVFK_S;!{~E6viMueVJHaFHv4mQR9^=@2eBfre`im9g({HXHjGY#QP5H-Jy7R=Iz%- zye}oT8&TF07l%KqkH;->Ja|d*?vmoU?z_Bx{hBZs296(N-QT`;-9++eIErt4#U&;p zTAS^a?(_a@5`4t>+PXTslPQ;lOVm!Mq01CDgi_p@YkXn?0|FketFP}mWN~?UzAc#K zxWBTp5-Kb_aAoyf}=4Z5+c>eQvhCz&^x84k8a`>L=5Jd|NQ# zjJc%rZmV}m$;jr+rBR6&N1r}%xU-&(kLz*ilr~?U=cy!T#6EoV2um)E@@+~AZEvbL zg}BQ$Ok0}**h{IyiYhpx{mmV!_)H+4&Hi5(=w1|nW@XMg%-%ouzS_B(i_?aG{Z*i) zp{IujIo-1H4t-kqY;M|pr#+OnF^I;x8pHed0s{u*V5Pq^*`_hrRwS&jq>-Ap>9+vn z`LB-}r$Z%P{#1fy5J;NGzCsxFeMNB1eUfxK;B3JY-97*dM+|)Xl#Kc=H0s7bH>L=A zoyo-eYw>R9rB^>ydpT%Z%XVTvh>#}-GTtJhicB6MB8m#G7RD#S4hPPhDw2c=3Kbwa zF}s_U0d}gIfF2^c z_vt1Ss;JGiE`YNln1f%)0mUON>A4eaGWO*qcyDrccF2ngLG!+hFJFkUv9W<^q8AnN zfZaciQyWT4ke!or4d*s}xp!V=B{>*?-lbMnRsiyZqa)lYCtZquafRt z?rzuZWFe76mcvEJP_Hb<)+`=}T@I~5f60g-*q1*0%`+t&d{=0CZ_<7IY`Jji-HQLR z@lYE|@jS9@qz_$PMf=huLywQ0H%F0Jz^_o=e@$9kw=MSM*)sw?(mRS21G1^b{$@P3 zB)Mo;#}w`K0qgEHw;Cv`Tx`IPWO1?{agW&a|Hp7i``f?o-#Yt zQ{w&DU#`AoGmz%(R=QD#oYqqz*2IU3?78AM@Ze0uGFnqH z8bzVxw}Z#obE6iAhevaJ+S1J(%s;ofHEQ`hx#0B({%J3iRf?Dso=Im!JFpVlPCA!a z^ltV3-RV6WKx5s^aCQ0^Y(qRnc8SZ=h0#V&@#4nw*Y&^mzXidd5TAIs8*bCZmJJ4^ zP`jk#-EAqvSd*38g!;L{3Q{6K?G1{Vu%Z{*K{gH%?aMDP(lZf! z#8GR5R>Y+EoyIP2XrKcAPjgtmWTaS!GSh~BXKd0Y(lDt1Ju3Z1-&;3ctB;+UbKgr9 z3Qe64k0I_*k1;Oii3x0Z$$PMJFxPFfsSC5{NZe(bJYk7jv)b6iXHf|tCbA(mb(+@rE(xSvww$V2?lF!c?Ijm%b z;)P7qvk!|T_9mJ(>Dr|?{UC9mr`)iB)b3OEe~M8U#qXx*zFE3vV7fZ1JgO{qX;=Aq z!W2efZp7EHs$#Ymagh}CG5yaJ7K4eVoZI23h>jGT4mWC_HPxY5?q@<*yk;env zi5SlmqwX##VsO5|;uDZ6AU>;~VqvTmL1FqN;1lE>M#0E;ltUAP#~@yd56B-JEb5?D%45Wc4i$eKQD^I38C2x8wK-d*Zb@kIxF-%t_^(*z@h3P&U_K zk7?@|q6ap~b&}dsM7v z@=+uEy2t0nM*5+lA&AfV`s+7SwL_QZgSkpXc>d~ecm&97vKkub#GNk{u{-0 z1i%HoBgf9+^R$hz&-G!R#;dgOPwt+d3SC(gqQW>-l}hpan&W=w?P6b%$V}+k!gV4I z^@S%Ku5vw;ug_C9>~nY@yw}xfrpe3B#u613h4|PlbYx~{duvXB^kZ+KbE4$iw{MU1 z^^-S7nE5=b99J%SAz}5J&0CEd2+q+wQfuP2ItpH*ZZ61a`xu4s6js5(<%Ma4=ZZVh z%emi345s`rnC;-&{U(Lnt~h~!B!LyhxT7(UlnB+PDqK%|EE90U{~;=B3_`#rmvwg+hh%^?92*;h_)Jb3 zq=?wHco|w+a@spM7&g&=+h6)N@avafULH#rRrXb{CA2Pg!+^@UE?sn5u{NUc#{87a z)?%e)tL5<3^mI%yv*9JtXlzEpi+ zCTPRdZTs};(__{Bii!%I(&uk4j#QF`WZ3-!0N{<`<+^Sj!uP;B8u zwwzea+IJbVvQVOX_wQSrO#s)pFPrvuy?k|#R$Ow?dH4LJ=HgQMqMl2v)A%RSO5mNK5ubOCaLIU*D2E8}oiSsQ z(Gu}pJ+5NYSB#$KZ%U*|=+coRg^OOP*!vqNZk}X8Gv>mGj?f^VuiCzA^<*k~nJjyQ z-X-JXI}?ow*o!d>aoSBrn z-y4^yW5Y zIo(-fRg&lJvz2EmVO`S?y0Vk&P?|H37%7;vqm@9Nc$%u>+5cI!3m2cc;t{WjLJt^`ryGp?Ylme57xTc-{o z9q05m99B^7w;j;Wr39}BVDqMrjC)~gOl}_g^N3il(0Ga*Zr|(o3EYode0vHK8yN_0 zg@;jbXi)D$YZCMf^l;TW58MR})k9hGjvEk69m=t)S)HuB5s%lZ5DJVI)AK_!QH{vE zFR%B#4#I?1B*>fIA6I;!nLfh_j3YIarJy{%O^78cb8n-Y=h0Z#2NR9?oIZWcOwRm$ zMSexubB3tcb*P1y63+lZ?Vl6wK)FSVdA9E?9F|xfkTC{YKBZ znY)M!rp(;@P`t3eU^-thKUux=@fee7I1v%k|Axh3rxAB6Y18x(o`sciY@aXnBj0oJ z?l4{!vR4JYSUH>g+3sKO##JuO^C*}cvpq0Q;FD1`ZOITvwuLam>z~yXS6gKrBTQ0* zg+X!5;h04OW9ay+UbS9T|^SA@B1d1u|I{3wE zD!LGo*2^>bg1|HN;tmkP(h83|aSzo*l*4tY z&C_+7PR&ej)nS5+my*A`w7Ok4O_~}c%`_Ax?I9B(KYt-Ui>QQfrgqL}8c#5Fh+6CT zD;)AuT{P@W-V<6zzVF$alQ>opsVqvN-f2kc4Vh_^SPJ8=HNsf#(>MNJrW`)dHi|AJ z0T!gV@@^pUxpI6J(5qYme(Qo@aCG&K(2iiK{I` zuEP@>Udvn$>l?FH?eQ^#Q`UsnMx#60u;qkVB61hgm3y=_OMTR^z|3r1Ty4dMb?@Wj z13{&oQCv(QJmna((ZBngDNFg~;G&>bhjGk)?1b(ij7P==K1OC(E!HpRZbzn5UpD1s zXuS2TE7=P_+L0w(DJL@c;*QpSER)&cP3q{54mrQp7mF(^3q71AZCSFR>PAL86EhAI zQy+o=gp!P1D_L-7SfulNK(zV8G<$0TGb=m`$t9D%MI=_p$?AyCOqq~*nHS4B?%lpl zFTLb^QQ_#&i1v{Ft)>B*L{aZ1Bbs(y8Xvu#F*kgtLBxQZvron`t!4i?K+NVvYXQO2u_O?aZYw%QV5 z4vhgfgV}f)X0r9bicGzEcIs<((+bP^{o!ScVS>@zg~uJ6HhoHasaN3llE2Lee=Es*}ebdID2Gf*E<5SFBn;_>MP$jrA*1Y4sLBu4M zcL%t6WmoR3Bv5SJmx%a@v-4IB3x|NVx#@DF$+$BD;8hitBbX4cy-=g-%bPpqccIi= z(-(o(;?cKryLw`g39cbQZ1=5eSfXg#B;wK#+_KaO{3h3vl9TOzpV}GJI^vcz98-V# z^vN+$7RIDnk5W&aS&%FYHc11pM!0^l0uv6uS}rU6VfytiU%r%jUAUpKAz(&2m2ar> zloN?h%=Ps20K|nEvb!%PF3xWjmZG#rRnnBxj^7oUxOdJufY8^|`+d6uvi3foYi*oD z!^juKa>ZMPuj7;Yq5v9Z){e78BNa1tU7Ma$qq;Vc0?`O z7@Lw8JM`pVsK4O9WBoIR)wUQfU%pHbvZ4l$Q;M(JWM+bNog1pwJ8 z`0_=-X|@@|sbBKsV{NTiZmedc#D36t>5F$@z)G6Cs^oqbBY+#$*VlhFoJ?E7>H%u? zq%)F1TX@p;-TLNcxzSYzjm<~bgXMz8Mk(}MPoF(AgVo#A?**)HY-o9UdcGdWl66L{ zM+n1vjXd`JFOpc(5Dz~a);(i?X`QaFSa34!uEwqV1?IUxGgE40^ST}sg0ByjzrTZ* z)TvdsqXw0D3m7g|AAhQ<(q_+n^7wHe(OyTW=r{mOa{+!G9-K(b$ZpPWgw4Qt5Zknu zl#rjZ#I~G&*eSTXSf|crT5|5};*wogN0X_3!~J;kYl}ZV1_WGVwAP6elJSqi(;uH= z{&Ur|FP?4T^(ur-n`33KY-~p8cR;xS%2Ps6p+0*S zFg*N>aXy^lpkf4$pW%J~6o8u#*+{>b2qD!DkB{e9q_0H1PU>cEAsPzyY6qrRC+9sc z&sO#pW7OtDIM217Iy+aQA8BlVDc;DqKTYzOih#s8uT8#3w^#dXXOF~^O}(}9CVt-X zpU1*X!yK5H2nB|L#t{I(NW!Yx))mDV6&HsM0VNJ7T4^8|pFiIMW{d+defjc5TM&_m z=Xv=s!n`kK?RXGy&;czaYNHuVV%9=kGVK>Tq8?N>Fg{TLbk zQH&=kdy>DtO~X?Yzjrn50E^;XSnQ5r zHt7P6Usqc*KfQs@avyimr+5wpN>TLIFt`%6o0jo>Fa=QOAZ zjZb&y(D+{KZRxO=-#)AnIQSqs0Sre+&I>Q%7o)~g5Dh)+kp|l*I`(gS>HrIW-+ocP zH%*cT?Tg3C%m;q{#Dbu2+S-~2az|L0f>kvI0y#W9oCRfO^Xfo$MMs?{%6Vi2)`@@9 zgIC6(qYjWDj?T{WCrwuk7t}HH*v3_Rr7v1bUkyNiuc>)sJ~vArt#jd(LTw6ys0vIF z{bUX>TbTg*vx3JKk3)N-2-(3%7smo{m4eCvTbELNw%z{lfprd+}%Q`5TWu+q6&41_TB9{u~?> znB_M*yuZv2gzAMueNkP=0C^=d88F(1NA!;~aF zM?I^t0QcY+_z(uWZnuoHj1TR30=VKXN|f|gTZnXhN#OOXNA{suPsvGa}T;oB#M2 z%>s7J={iHRzW&8!N7)&tzFaYLhQ+S^ed5MsZ$yv)-Cqnf@!RAvB8@x~z+87MFh|2+ z*KRfzrTsZK_v-QA=fIrc#^oV!r~-QaHb9MEn+1d2xb!P;0@R3&ho`d1dAXMgjZ&I<40 z?z9Uu{QnI$16pERLJI96Mc;R!P7KdR+6h2g_tDd%9fd}=+^thRKpO%I@gMHK@Zu;} zDIQ9Smswv=Yu=xR#>D`i@wTT&5smeX7`o5_J`sl-k5E=AmvRNp4vS?+zp-b-IhFv@ z+r&+F>PLl4u%Iu}>gecrhm{ov!e>1x0=`2a|HwX_z-D}9Y3XnwmiVgm1b~4fC7oY9&g=m)m03`LYtmuMwHx#F^ugC^ zWPCfKG$*`lK>JnOKd;G{{q=ZzD)dnx0ebX{Y#18#183Gf@cl~q?fcoOLqTmu4uO%` zX(kxZDoH+~_4E(uX2nS9q+AhRBs*r3iJlSx+eNHO$wDQKG(QHUWD6hkt-pe#O?z=^ zX|A2ZsO{6!!cxl-9)OlVKiQtrsd!BWd4Bo(tgFBOu?TGk+S}iv5rRO_D6-MTx;8o~ zHtS7z%bMJTD!nJ$b|be89{spuACQn+q9Bv3Pb%3$RcJg zwp~E<-|b?Ie15jSq+mm9+5n0j4ol2MQ|W@|-G>P?tTw-fhT4ChgLrj+)e`&$WLO5h zBfMZc0pEFWPw1z@M)u^jJ_eSm!UJXJdmESgIy2dsF+x&*Q0etlmuVRgR4$LJnleF% zk6~4#-@SMuMDVGgKnBzr5L<^kP~z{43j9QON+N5yKWMzp!k-1}H!QXAT2qF0N3aU7 z_bAjxZn%^)EJU16o`#`|OM>{;ORL?O)YNeCoq7@wJHU-Ewtasa#AcX)s9}03w8D(s z%uf97x>nyEKiFx!zihkavw(FA+dcg4<>g7!!eouZ@zu^`4M}@@JNPXOwis|SL*)8x zu~S!LH^p2hH^r{P9t&b39LU(?$TfTG*TBGA@AG``mU4@q=san{ril(Dc1mswcc4(= zy!2a&j&I-M6Xhfi;Q+oWRK%p)q(geZYD1!xV=1gqP&k3mMZj~|?~;!9I>|iaSuee; zz!NVoDXHJPk33H20#88#RqA&18iJ0rd&BxRnKd<3buK%VE_)S11Y#g1xxARUn)0%i z(5QVee-N=|{%(?-GR3p`(Eo;__cMk!BF^KZf*%GtZ$(n=D0tH9bFnN3m=;^}&nYG# zIw>Qi_c7733}~G3&hDMaFV^=QrQ6(CZJF zn6uCd%0#vg(sz=Vcq(r;bx%gxv^1dhBKTKMn7-3=(Js@b!eTWv**jFy5lM~BwxW5; zOh6|R+_@q3V30pZ&A~;UKVUH z72RujLA*oh;H5ThE@O6sJvVmy4jTe^06<&Twr1R9xu7aT&c|P-0gVdZd`)?G<>y7` z6`f5U!*MzLt61tfziOurwoFd}|07+%NyxP#f695WtO=0kla#sLAbNRo&HSzLlsW4K zs8{_T6*-5ERI*GS$R{!<7CvQ4e-Q&FK(+8AKL2W` zWzRXn84Lvx5WA;v{@I8rG>R@i6}iT>%Io6nc9oxs*c^Iyx_5Q<0M*7d)c?!Rou0jn zNpS3gtdouWa9L>g@bk%}{MJEYDH|;D z@vw$G%-HoTAyua?7N^~cm_$;c6pr=0dFfcprM03@Rh(C_Nniu7H#zB@YrAN%71gh6 z^6S^4x}FT;DVOx`pI^WS_bfQpK z7sY_?2NbWw+^%SjtqodnDVAS4>2!;fP}*c5S;2=rY6qbib8e}vw@t7D$%4zGN=s}Z zzLGQ3b|S+R_1EtX#jTt0bebIewVR|rdPN1}W3%*81Ow?@16H=sKML02~h<@ zggnmC(b31^;_DC~Gco}pisO;^|0*w{W>g_y9U@g3r(AehFVpB!LgD;-+Hx*wPWMrS zw%!a>5}g{n@=`1M+%{>uS^hC+UA9hMoYO3-cK417NYY)JP=@HV_Wu3*5TA$$0#HFg zARXZ}fe{gxWnTYKK$QKJE#OP7lIq5+OM0*En%2+x`n>T9=l43o=Us@CXjEj2V6NiD zemq6f5l8=yQQG? z=@HSBhsVa4q>I_UZf>a3%RpiGah}0*vQQ@PrR8Nz$d|G*yOmTIw7LW^j1|1$HhW7M~5$1mKk@1v^p{DxH4!CrS**>~-weeJe2;+L)pFl`ub~ zGwV`MjMw{WutP^dJ5Iq;AMeANWI|B%ve2#)XEX6#_PaPv(ieau+e1v@bk)w|sZF$( z;QIT0le5TZy1LjA0f5HE6f;dK zQ>h~GdmW|O0cn~)3@t}62V3i-kZ-6GNR(r7O_28h`bc`aqc_K7|0{0)bKq=uH}$`d z0?s0zgw(>ys$KstU>rqW)xFh%95rMqSIMJjTV$~Cyz9pQjbmOV!cY%IAj=ZgKA7VY z$q0qKOUJ-JWc_wP;pWk#%-w}*%r&rgc{xm`qpLA{wqz$WEx01TlE55byGP^$h zz4Fo#^UuwV>6lpkEQJmHf%q_`>bM7bC`~v1lde0^ei4#zPuKCr>_*m%jO~T!56Tw_ z8P|q}hsmxLR94-;%hS(5CtnZd5x_>(p5!c%hn6?q$$S;b^4XKUp-V(Dh>h9WKROQa zY*J|8j@R6+Kx$3ht0wkUSCyEH5iT-;mx% z>@kWQI#&2|RJ1DXT<~Cmex@mNnq`3b*hy02Wp(B^R}+P!MwB83sprOr;>q{Q;v0WY3L$M<s6bcdL2>f5*D?7dUAz3%3wvQh4xoBZ&6`ElXtkM_K6 z?C~eeKl=u!vxjh&NyEvAs&KLG1TOBbe%B73f3d?z+;+B$$sjm3)VWHr5 z<|M5k zU~eW}?pb^D--S0fnXr)2hEAPL3FRGjK1n2O!sSQEzP^k;r;-mBCqc`DAK#3!_4JEpOI9WwM}Xh@3}H&(wtmKsX6ED{i^7jhm-ZQ#l^{l9k_gf@S|@6qa2yCKoEq;e%Ms5bXn;}>>4fhvW>AKoOHsA1kLonEQeK{rhX zA8a4x9;gN@Tc?uXkl<${>Nb;q>trKjYZa2oL@DTtBuR^ermA;dJ&#;eij56s#BMEl zY?0TJLmLx>Flp>wuyowEkH}})ie@PBRH+V}WRGgUX5neDj)|KqDobT?ez;cqh|pq$ zHN7yn3Gry_e9-}*z!Y`vLzR)LpRBIDG*eNZ^wFoCkaZ&?lswKSpA6GIiYqTr-5AKz zcDMcsDKU#CY0m2#k~l}xfh{4TVsa}eKK9F1XP0Asl7))4b(*W0W5&0KL#A!(x5aF^ zoL96bM5Iv}oxcz%qAW?>3vuOp_r>5^9li+TcFK~HRbm_K=Yw|3Ou1L<=e>#fy{+!R z$L*Lagde1Ro(dE%{T;{RN7#~mHR*kO_q<)0(Q=e5ZRWB0#a3FQl*Hva&hgA1>Jquy zgj%?AAdI|pplq)hnFlhs(w)0PYiaWcrYQ#sxJ@MI6B~o#r$?IwR z9+xAS+iwpRLv{kD)`H=HAEc8a``#$D6&_Tv`&`pwP{DFWM--n=*xF+6`d?Hb+R>k; z#GrJ{r>CBor3N=|z3Eps8T{%;8PMWN_D+FwBQ_CeVh=WM*2nHCt+%8GoAdm{ofwhU z92Z)xp#<7>on~`3`mjCG{$FDFjZf%RKJ+Yn&FbInPwZ8xs)u^s^{vmY;{|U>IJR=& zqQ*?1vY~0T@iJ<#Qik^)pITz)2{~KH`4QhG1p4P zWBxYww@rFQ+_kN(b`T9s(1O;$+YE95k0oG`DiSYBNa^>N^v=YYxN4xAkhW$xoLtqp zs(@RPH9m69k*nA7xqMs(Fb{H?c;(KNEaW5lU*-U0%f6!Bp82sP%}{6}S=n_4|J>OE z0tHm)_wEE@`!ZQno#d=J>4s>!QGe$lf^$`(9hZkFw-82uptQ!V@s#Zoqu;G4ra-3I7EmQkQyS`ic#;C{2{m~e2R^<%Imvq7 zRM58HkI)jK`tdRc^> z0!@Gdsbku{{U!@kAj-2M?|nYWdl#MN{I~y*sJp=7^wXXvhBKFG_n(WfRu5n!^)(v3 z_P!sF@f5!2ZoJg1YmVTtHn|va0e3UM3GQOQh)AP3 ztG`X0VgwyRCC>X_fYq7LzjdYa2d1jp(fu467vV~T{8bS6lYj` zl(sgSt8_u~B%jzv^dUzjiYf=2!>9z&JqUpLSO5Y-#8$tzXp5ZGrjF;tnS#{szFq0MLP^SO78bq9>N!&O0wR z7duMcw9C7$tc=8@W7lg7F)A1QLYz5ZE0&Ud>(}65mbl-8o6KqoXI$K2BSwE6#0wXw znX6*)oA$HJhxeH3ii-wniJ4~bKQ@QZiaFj`T3Y(6l9K_H z%YT!m|Dy7G&SOyR0~kW(WT9JHdCFf)ye}*v%|IK;@35>4FyBd+8P96RHDbu@e0wOG zDFrkI_^;kD*RWW9@hR`Ci-da?#37-fNT7LjbaBDz>b+bXmiquC@bgKQ#mKAgjrU4Z zWB)6mdFhsS#H=uB{~ZYNg7mFxumOwFe%oso%j0Y*{O9PjDljGBO@`?sv0(`tn7y;cPh>kfhUyg*F~a=7p>R9000%HxGhFK2KpF4 zQx>@IG-#{MVmMgl3r`~+0Uv~BS}OoyRF^7%l&-0W(o_Ttm;3APXy$dAnbUv^x8vNm zTZjLhHr3=1L`5?JQ2=r9M?eYbv*-Q-G}TA1vu{Qmxv}Q}O?#rC5L|0J=PTyCnb6bU zuPrGl`L>v_x8GyLN-;slGlSkq_^uy=Bz~>d#YvZ{C8OE(OZ8`-&GRq*~FgJuSB=;~7G>FZ;dnt9t>W=~JUfB#;Q?%V+^Ek=pC5%s8Q zzx0&^x*5g5PS*SNH_(amKG9QwxXR#QEkE6OxJVb`14x5EjNOkbR~`@>v<;oetn2sC zS{RgK=^c5RgQLCu=|7V4iIFk)(Na73qB>mlI8cE92swoBvj%0l22hxT1_$HCuBfh_9!$Pc?yL!R;OIab zLNlmEE86Lq%*DT_i2l5UySNC$U6;su!FzkKe4MXiRSuLNPo6%#%gSorY&jNxz4GTk z_TxRUF&K%1XWeH|^Z<;(Fts*{W)mAxP87ff)(P|Nu5*Nd>hn^PK}+gpdY z6ak4k0D;Jkjbm~5G^NRR9d%dw(>teJX2SE+y{Jdv?%ZkKm#)7jnl5NmQ$*f+qpG}H zAKjMB5r=IB+@c9U6BQK|WFV4@*e?cczYkk{lOHL4IeIy55-Ay=TV^%~Hv14|rdOZP z_&?a=%a2AyjgEWsvNsu|(2XDn05+q2*whP6;*^@@+<15kn3~V?+%ZMmg+Lqbn!8PC zHQ4bRVNw#DvxHZLFaouEii9h%tgI{oh%)X!9#hkc2p*~gFRML@@$oKbwwUWp6hy2S z{#u(g^vg+1bPMFUWK=tuDm9lMhqc7plb_twNtY~j~Z+T ztPScWE~NZV$BOW2#(ip0dnU8~v~VC2ngy)w>e?E{pZ8plpN|7JD7IWA{bz17x+3Rs zki0>je^0u~=g0TE*Yy3`=O=ja#ShZH6!nb1}&4jO7~4Y<_`Bw?HS50uw#585j` zPAo4j-T{J{Pld%Tz#3jHN<7iCwm+Ww52iY1{yU%#y5ltQZc82#f|kJDvh<7I%k!fV zqexHGF$Uy#bL<`HiGVzK`jkw_YW!L*DK#}UpK)7|OuR{M_WzE`z6hnqC+C9vm{A3a zbchePe&zGN6j8gKHAM>KxCLOc5p(_&r6!#OfW8?!3B*VoOE<01q} zUgvyP1Ocw15wr?cBle&X4AK#xQ!*B4HpolL`DeBecG)OI)CW%Ec5xsWa!+}tIM?re zSvIvShC+LYVTvMDahxVvvjPI@7D8nMpJgQvVbc16TYvXr$D08(WmXxLh{MnI+?IUKdIwGp&Ru8A1VMcJqxoX_Wuq) z0X4_e+)E}<+;9*FXA~4DxPTs1s&Esec;zj?g#*obtI}$)zz=lyk<{c{P;J*fx(kxB z8x9miL;xcRD+hQ;(P=9R6yf=3sym3dWl|Q+F0(Oy=b(KTu9Ro;Y>x6z11+;(O=wUM zwuFXUEr8KIR`QV50)^f;W?u$_Hdrz9Z78${MvD;~6weIWD2a&vbZ;Ycq3G{X5Zzj= zJJ5@wZ^VE4w7U!>{z`_7VLKBok_JI+Khdl!`0!_)Sk2M%z+x@XO}yX}JU3b8?_N!) z!7@knr$wBY@!ZbdgNuXcB{k?`qY5LT1JA=+pOY3eh(>*G&U1~XlF)6S0Fzx>3g%>F z`ZD^aArB<)ALp?1v|bv3=Rl<^w|4g zZ1?#k(ETE=Gh*4cD8-KDgki*gGYoDF7z~ZYW`maO@!P{J`jUPTiXv?YUkXKFFeUyu zZswS>R*p~+tK`;LRtQ{>qMLqKFj-vtJXxz2Tx9XBPPZ>^8%>|mqH?2Y z-{NSF$wV}4aNoybFR#@uonS|Xx>7V(9IOs~P#jmngZjCD%*aiYr!t)_Ix)Pc6U@c3 z^cEID1q3buLU~C7a`OH7(YqSHfB1CQJI{R029E;{h(%+BIRr#2VF^O6k;`xNV@#O8 zB*fwni<&8iP*9F1yzZgAE6FSWoNU`Y!jbZV?JFWwF^@|m>ZaMz8)&96^Qxo5xC|@V z#!hO}j~Mc9WlhZwjvpq`cBZw<7@#|jr^kmrh7HQb;UhX~eIAvX1 zDAi)*4_~nR|DTB))ZOsK3Us_}784T7sqGX;x8tlBldncppCcwhV2df{A0Tf^As0C49Dk zGdUfvb=pwZ(0B_x#givbo`YsBh>z7oC7S01{hl8S3chAXO5tUALo0x+s2;Ul_v+1? zHqgXL&2*Fmgu~#O=NL#jJbGvQf{_!aq<6Ag>H{bUv!4 zNfg9tt^*C$r_xe&kW2zK<`59>h^;!6G@gIbYxJnOa9Y`z1RTgzVHIIQ=v2dNG|UA4 z);)Nywk}?-hkb9;`JB+_Ib>z<1|H2vE~wVdGA9zk z{48b9cm%BFWwO}xBLUH$IgKQ|BT0NE3VENij4TJ;-*+4$MM&%tJNf>z$@?O{qVn%N zX=8tXAGDb-pC37z4vvK*PArleYtuNUb~uMuY})+@!`5iXW6nAGb~js>gs$J4Q}!S7 z>iZs~9K`*TU+u^N9!)U&CH`ab4{wvyHHQf8y$*as{-i?`aa3;_lw~PY$Li(aC0lp- z(?d(A{uf!YRq6WrNqo=V*MNRAuD`m(k5T{DC0-z{!1OKWtMIhvxOMycLzOW{qiM2@ zgDT@BLD!-Wjdv~XvJNRk@>p+C@CvCSd^;uLCUXy2X!VgIk-}OFv5WRSSr!KBaOU-D`SPxiKBbwAwHmm7w87DAfWZjZoUl{<@EXU zXV3%dbm7MJ@15mgi3-p(op&Y0xb6Zc7Wor-Z)y_|J30dRqU2MaLSz4SJ6|R4zb{kk zSkKOrP9JxzPvpBUPio^4StW0*X-D;4pQ^?cP-O;FEj%-QNZee&ev&wMq`+*q`#6{r#a)JH%Eu?}jlGVgwLA;qGa z^5-AiZ7tXDveNGsJMq}Zww!Py<J=^4q{3y2iDxlO z14D^1?w6~)FI0sJR@MsnND)JHbHoW06Px!Rf!A&eL|8I!1jFAQwWB9|8pc43Fh)~V zI&~Ox>8i6A|2L7}aJ$=z^99$izm*AjOeaJ!HMV~!iNxAKU}~C6fJ~;*h;tc@T6K6n z4y3K)0a4s!nn;oATg}}Brz^E0x(=1|f+aM=_coKu1-2eyYlN&IbqSks1GBlG6ytejwZ z;IWUD$Pv{kf3{Z@@bH}SdP0+}b+|X6em#vml$Sz65dH7so%iq1oeRF?Io1=96X1-q z?$C>#C^ZL(!%=AJlN#GShM{bdAH*pJ>$~KOpl`%_Xk9S zJn`bv6rAhBbtGY2K@NAAI$w3LVSr-QE%y5H$wmA6Q7)zZ0DT{CE4p9itJu6!trpY_FGAQoY?qgQoQ)SQX;9t*E!2UDevJ?s=xAP4=l8!um{o` z&S_-0VXjkGzk3^^DeAiP_vMtbuE}%41@^r5@5m=px>4Dv2g4uQ^_slXBr~0fa+cE{ zKc)U&Xs0y()KuosyyQ|&9bW@}aBv#q(Hm9uFBsB(Wx_f zW23Qa7i;Q5@stE*DWO46E_ytYah9$|6MJbDVd4(%W|R~WjNxG2W>thfU|;y>+3Eck zTzPK?3j>KRSS<=;9|gyYpTg7p%GxwUSd)<3;$R@gsbcB5;FX^V5|bUGzE0z(s!3!vLa%W!y(l6uA?N%i175uL6uqCh+$9?D>>kF84gUyM3)0A&kg!}S* z3>=h-4!O!e73WlD_A(>W^N7pZPAmq9Q0kX?5jF8`HNm9MCg6e+p;jrGr@>koOvAt@p zyJAx5M#_^M_vpCtIk;o`EjQ4%=SBES(4iq?gEFSl7IwZWAnb+Ha6j|kK2?D#c#n{ug&y*`)zlcpWe zRP7avM1C)YBu1U;)dylZJO8V@GmnRI;s5?f%h9GRBM~JA*}}1JWy#VEp)ASRlWdJ7 zyW*5E$Wn-i2FVoDku6JUhDc=Jsj*}$*|Yz?SDka;=iKM~?&p4<-|P9~dCse|bTrq@ zTr=19{e0f= z$8tts!<7uP>RH9Lo7wHrA|oo=iq!cXvC+Q@et$oS`6qQf(Z(3oFsvs|aWHoDlW2P5 ziIxL-1%shN__VeFWr4bazDKOJCymhBDg4#0Rmz8wvdR%>66P9Py|OTFwJfUM=0vp-L65S;Layi15;R|C zSfVIK?3iF3NxGYb<4SCpkA9Px&3WUQh$PL^Y-~+RmZsH ze9~LP!RNVQI}|i2%VgaM>~xfC9Gy5)f3n>VN!1Sz;(igfBWrbYe%2f@$$IBVqPdKF zA6su4n9wQncD#Yxf4X<8J*#QQ{Wu=y5I$CumOkn-8Fwz->treBJ|({x7l^B1VSM=@ z(3-Bk+mNj4Y(zo3Uq4=Fn>f$2Cm7;UNeAL{`IQT0z0T_OVdpX(tGFfaNso-m^x-^}?iCBshkDDq?(Io#t#*sEip!(k zx}uy^eA|xBPYnLJI{9#g9Cm~GsP}KrID+MI_AhgbuG~^zXV;**-#NXbpv;=^_66o$ zWd`l+QE8us3p3MN{oDVPYHKVXXtzfKBe-fr+) zk(Je&b99{|mf4r8FvvuegoL?HPHw|2hK>fJUKS4y*aobZt~}zfBb4sf z>!I#ff_7(TOGjvp)!NJTNnE{gQ^v|;nTmV+b7^z3ku(LlOAD+m@+-w-)0>{nh#xIB zNKEZmt@@FA)e3aknZY;_sC=Ijr4{hT%R+)DzT9kNLz${pkULtQCf{SGt`>9msz8C$9w^_x-lVGG6L4OG{<8Xd5-FzL zF_V_d2uoR2WNcg?RjaM3i0{m#>b{zJXa#X(sJ8z-L{9S0G;(RV2;1G~DTFQ8CccR* zP!&0Z@87|ja&Y!Exh7Y4GF6LLTv&Ys%N39c zuRp#H1$MAkG~`zE7D1&~KOte517AavG~Z<=apW!=Z1sC?hDIxsv zbMpcjo;ElyXdBF8%c6rDz$ca@)PLAgI3R!1Nygs`UsFGnH%>&TGH-Q$)^cfb?wYow zd9=c_b*{D50cZh#OUwo^fpua!I9?S3+uMKeL(F&>^6^Dn!SJN7->;MVqNMntvZ-++ za$aR-E8q!D?-efZpFQnc+k61E%M$9tFc7ubcmd;2IHL{07eUJ#QQI8bhyo0twNa5Z zC?~tIf>hzTsh4z>4&plZ0RBt?X!|_AQ-zRFBN}_yxgp?NvHQhAj_C+C8 zfG09O5C$I4QKi5ByA+L9p-HIU$C>LvY*UM+JCN6JBRji(Z%Sc7!DcQZMx)mF8o9BD zPwYGZeME(yn(14HXfD2GNwL}dKiVETX}|Nr{J&6^wT;S%ZM*>a+0#UXO^kJ2G@K+) zMsQfyAHR*3I4A*2i481E4gP@-{@L@_c&Xj3lI5t$hE8|_Wm&_Be2wfaK)ZM(%vI=5 z&n_y4Z;t+N_(20Z0DfM=z?IN~lS86H?~x=&6pABD>nRSIl2wrr)jh ztJmkVkPcw){mcZ^!B3*?J2=E2kjXnCpL!iHZ2Wb?YGXg@65yGLp9~T%09bj&ElW3} zka;19oK)e#@FVH>+UJUCr7)O>-vgEgBA>dza-;1crcX8HxlcgSwVOwIpBZ`jZ|K8z zo;(XOGE)Uo=Vojy3lfjOG=1BHB3^1l#~=8^$s%UuuP7wX0QeAr3qp4v05(bOl%CD} zcpI?9nudmZQv(*v?d-~7p!iv~e0_O>0BPBU=r;S<8TNxBj+Wx*N5nVm&hMU$BAo-O ziglKgDMQHhzOs)If<;2)Rk1pA^317I4?wHI${wcK3ia?OFi?OR|LMxrVF@H?LjpDu zNfRi|;~;>+4uATTo0^(>%=R-}gaJultS5X0=uAKkvyiCm3rxq)n3`t8LSnRe3_;>? zN>6wmI*~crJU*Jh4q95?FNLU#F-#gy{!c(gG_o241|#K812&0V_(h<_p7oeGmbp;^ zr)eAu&Z*vXrswdvX2$mi?vcP}#`{9EuQgWSWUE}o^sbe8%t8+sZJq;QcRWvy!dnKZ z+_<*datx$1XY_>Inwo4}$W6cHV!0|Nak_P;dbM@t2@y#pZ#NQ?Uav-XQGZ)`wXa~) z5(VO900zqpsDafHIRpWPQh+~%LWwfYXcS@_3tDbTL!lstL3T_}OUI8O87Gt&U^29m zza5FqX8v0oG8ai9WKh;0t8RD$QTkw0cf%{Ob}+Vaf^}fu9E`I68pbh($>7WWHCKCH zGl8D?K|?w$|4u`;wK3CaJrJv>ZLEI!);AR>_W{S;;!)OdE<{CNWN=ahUi`D2Ph5C)ezR@onu``^tui%hTP*Csz z(u9|gsYp81v9)$|Frt71BtjMSpInaPkD(9RjELaykop1)gXjYZbWI|+0t=W9L+D{q zGJj0Q6d~yD=ooi1Js4Ql*VpGge8==CM7xLSS0d&ik)sw91}_c0*}FOUBhs*2f8}2KG0@rDD^%m;d-;kC3rVVCl>)-794$;^p`fGUnb|M}ofL|X=R^^q@ zmj5kT`5w!X>-x83CF`+CGYNdzEjV~0onL0P)uRwjWGP`$)6sbV7lV4t%+B+fPA&3D zI@o-f;k}%=!9Of@%tZAtC-hrNzI<`(4Or|ehP?v;SS$t<#vqjlhBW%x;y?{l43JL> zbp(tmRUR@|LlYCU4jFQIBoaq`fK99l#6>7 z)HR6j()07*cbZ*aZ~O-B7}cB1yl$2FMQ`gPx=Y({-}#kJtM45Ss;{?MuW`939>I|p zwnQBIDd)k}veieAr=#q8iQ})6^V6GMVfD#5s4O^y#<2LL|+xXK&2X zGtX_uG+({=EzMe}R6ri6{NsUxkTyLNB$%Ej=s@RZ_N$2mUq)cc6GTlM)8w7YvDXli zZiK|N|JkX?SGU;qm^xAO=Y2njPN}nVYs+q0*}7YDei7LUP@!fBBA$hW>>!4{v^HE^ z@&43nQt;_2c19B-%)V#~+cL07=oX@zN(JNWMeGsJICjf@7E^XWHRi8e+6JerT*f~O zdeE-9nGj*1$9$m%h62P$1$2YM_wcOF+AU5VqrsOkH>|AWGLtw(6kE;_ZeKa}li76W zViVvG1cTEt`DS#N8ki02=e_(hlPh*e;PQ#$o&N*j-2*tdeO)~6QG%l{aF1C_@$=~! zH)x06JBOl0yz}L~jER<^*ZYxg>|sjCQR*SUa3S(SqZ$1?#x)`No}8b{P2O>mMg5 z+ZH_k=OF5-e5`65L7`pK39hFP$E6Py%CPsu-%8QS(jB}`qKo$1hRjM`iR(6FiQ`DV z6>PhHA<^bPkZsPz_zNeDu?p0>Iv;_zV{XR13s=T{v3q#kD5H*`oE2xzC6sA z&pS;5jxoD*NFzx2Os#jWlw54X@LJm=vrCKu178|;RiZT7yq2V9p zp8H~kQZfb^tv$*5)7|aMcmpe5o}hU~5GD0hzdu@5X%PI!C|%EDp&Lzk!P&9Qr35 zV2q#)I0DUtR3Jc8JXkvMG-9O)=bnsBpZJE*FQB@vkhD`8yQ8CKpEkX%#&(v}fxV@} z7-#axE)4%%R>dUSJ9#Z}x!$*>5iRI(v#KC>E7tinwyNfS?9)Map#=9?tc!n6LG%|{ z9Eo>Ecze9CJQv@LPT5eF^mOKHej$_NPUF%OxKhWX=v=YI)l9pWj$CWz$;&*w%MXRu zem4F}$o9}xG`acgl65y9$*K8Di;Ak&btw=E<1>EVBT+Jj^&dOR6n^H^Jztad)?!f; z3%*|%(w_VxB9pS#bmRo=S&n9;o##{iavE)1?OB;r`V(hFl-3>3KF>xzVUvv0i84xu zSw!(wx9?%GCEV{?gN^ud#XezqlpYx9jXrGHhbxcd>zhVignUE!L1D*Hv(vgAxJA)e zTLHZ-ezGyzDNKib&sbiRit$vqM>?s2`!E^DviwN;gt7ZWovZ%6Ip;JK8WgIRHM%qO z-mhI-i@I>M!RwZPtbW1~y+rF#w<%3Q&J?1zc2!1*r+=@oxo0$GOs`uW?Wwk}Zb16b zz`Z?;nY^ke#5Ja4_N+(Dzlrk<>0<6FOLC3gdA;U^OcbrS}K9xZ+x z9?(rFlnZOif`bFH?`~Rq^^3nVEgvexZ}xlLcvF!mZbwjzX$!fvIqdo42I+n4O;^yb zKdZVF?dm`d6+to~TG~O8sur)LIpTLWJM=~`ni)v=bm7OE7cflA?WO5MUY4fJ)xM7- zo)gHkOh>^i#$dp9&{+0{^nFs*yB|w}ffo952`OrQzskpvq2%V{rI9Ovya{-;C5zie zte$$$IKDGF@b^Wab!T~+8&^5`4fn?s2&d@BZkH=!3hue-j4|*^@to@z^@{C0uZeb6 z-+gSNc|^p4O;eJ^-P-q96TR2i!IoccAErym`j_7o^fU$sPI zrZeqUbW$fbFZpN|#SO_G_RxQGCDIwsu~k{Ta^yl3oslWCDWot!cgs7x)_GD#v@bb0NmV%3tX?PC`nGvz&>Q|NQU4?sZN-^V*R@qL zHtkn=AIKd_4kcCEl~+P?$2MPbn^XQ?oLQ;tmN<{QX10=tU4tdrj!We0oO`cpf|=*# z%dpq6crz{4|G+~-DyYUc2o6mw$fG(fbjY41Y40UiA~>B`iRnK*<~6^u0t6A?^5;|b zMjMApq--R`*j*CxC}L&or`@b~XFSLcjgc>HymnHUn50vWKCR~Aryp>HggpXtxEb2G zbHYTB5&C*awb#=Ap5R;bkM;eh;A-*Z4;^^84*w>U{N<6IaG`~W=AkqR`y2)olz#uD zO1huEqJP!a&IXHzS5%^st;${+U9PDc7B}?ka(8N_XQ$T6@UqpZh^v7T_PV~x_X}#u zbrlScY5L}GlI-j+_altHKLi2;1{6@D|7$z;eVdi2ut<80_d;7^qCmg4{AnXP{}Q?4 z=AOxnHIKE%rG3Jc)ki8hp7E=s>NgMequhJcyVax8_-T4<%sae~!z94a(sCCH0McrB z!q0gU|5{O%IWaDg%Fyw4ZnMzzWNv(7Cb!>@r;r66>%|3wf{mqs-j(v(0#4~zc!DyF z>!BKORSATL{>r5Rifez+1<_!aYxuoxKRSx|qEXhp#e~t((MsmBA9A0fAXy0sW|%9! z+J@7WF5eeLo7=pPO4V!5e5g58c^VzLs`_OO|0cHJ6lRRzjvrKS=s?~<^wMF2o4$Z0 zB91DAw1B=b_rlbG+J_aW*`}Wo${8>>HV%O?8~kd}myXCw&kuhL=Yv!>S{BD^N@6N1 zB+*Q_)U%bDg(LMA_VDLo!6cH{kWNXa=>E%mTO!S0pMrTK>e}R_OD~iLkxmMn417L0 z2p9jL+;**8_}ysVt;XvL0tKLb)xl_AO_cog+y3pjkGg?gOw8z?+a;bV)x zY7PnLcZRJVlC1PTAYH>zno@uNI@csL7?t2^*KuP5{t1E@BAh0Gfn*a3#84FLSAT5? z{gV+C&a^gbZHeWN^SEy}CEwcy<6Hd$?HrHLc&*D?^m4CX9lP^zj zlBLE~LdS2Qo?$)C+xGQDqJX&Vsr-MQ4N!Ouw8OxI_^|T5nN(lk=G(gDPt1!y{N6`p z8_dX^PY$F=k6k^ln2Y<({@vKqKG#UJqrAXgaUqkPnj|HwH@?lN z#;NjCX6dJLdvWwv{+mxpTvXIJ&2NV<-;h?7gU9|iZx?PW9-6sFl0L7A|7p3?Kp<$0 zdqp5JGB%u^UT^0~Y{AbRhb1IE>(s0rB;KUHzvCIQ@0b8iNEFY14wHSo>;m(bc!MEc zCdXcW(UEa@tk}5jk?_oSc4ea>ft8L_NMQj0eMd0WKN}6~S)Cfj5(A6Oz?KoAjG2U<7u?lU(|VC9EL1O&bz{i!N4Iq|(($ zEFq)=>%uBYN_DJjf)cU>hTHEy2okpR425NK2}@4s-7|`niLjNr(_x2wzvY~i-8JDs zr?SK+Q=b)@Z8XVEk|oaxo-f9ECRmn;PgG0kg<;havS!%P7qwLD@**ge*?N7;o}-#` za7w(1Ea!h>J)y^+BQ@r7BEwSv=M?P#+Dds{*}Up~mX1YnoQzmbgF%{00Q2?})cptI zEVz=JpN3W2ib+9{=j}Jz)(9ro6ztA+KWBNbdrGTuCWkWPn-6UMXZhuN30#|lOv%>d zV`4Gm)A>?(0T<-GmY?NyunWEq(t3r+mY_}AW6C*t`$B!`ATG-_bVeGlQ&`z>gnM?L z9(QvA$B&0->$=ZFQqd3!fk~7>}GWlB|mMF}gRUSR+jiM6Y z6(q6>$b3ncLPB<_>_x*9C+BA5`b0XLO`cw-+O;2WKjQfOiluDQ=s;wkfntwbOrgy5 zPHsa{%sH|6H=nJtEZ?y>_ew3T`xg<~3%nxHBC;*wc~NerjxLyfy_lVSMMitfI~l{Q z^{Wao5pX6Zq2$C^pSVXr@m1UXZ?Q?YlAC$OIke~en!75(3ZBe=FA9zpX}XbmS6t41 zMB|LoN4OnvZXITnF+6v44QF!gjuN+}_V}f1PL$jDl;e9}rTpTGLn9_!X{Q&x<~xmL zH)HMj+`37#9%;|N(D{<&v0-;u4|>?qEBG2Vz4;}Vk;TR%eZ-ztinMhC*7YgqB^;-P z9RaUv`}|4R_ob5*5_DndBiss_y92QWeSz6dtm$UciSi}H5z)>ke4Pcm7zXD>S}^zB z;;tH_wNf&A+FR9=;8{Gxd$*JyKcn2RNywMbG*pFaW{26*Pp^s_2ZUp^0$InpSH(Et z^}{nbT|Uzsn%wCi#KdLvjpB2AUa3Q(g46u<)AxnumKoSClIUKO9uVpB$s*r(F6~8; zT+1i>a1m|vUR1+HyOw2j&z?>DE|HU(v$9;(`JoC$n<^ymm}bqlU1;cauq8Gp$;wg> z3!5A>DeJv-<>-j;Z2q;zQy5-i;Frx3nR}j5kI3S1*GjK`H8@Sy+AF;FvQ=yENpfE( z?*8T^sq~+HMBCp@6~>%qOK!FbYran+91;RA7~I_e1H*=>wDq~{Q2-e$SKn4z!^I=P z%6;b5KB}D`KROvxEqGw%`UW=Aa?x&=7$%yAZ;8pKt2EcOR_JOj>+ItQj*yb1CTR7khHY4R6J8BLIGq5CgT&kol&1gEE*yk$bDA00mD1Dnl<&SYsvk)rylc&7NE8}Xb_m1oDO?W%&1-LM(k*KE{Lh<4a_VEj zuC`tO54Kc}x`xQg3^^3zo>@Prwz=e???&-DZOAR-HT56e61vcyL`K+C`m^;g0g zr<=}kO_Eg>k%o*Ir3j+3%#8qOlF6cEt4f~BpBl8_!-L^B`l``p6c7WFjcy?Qvqh3m zPb1qqEP@9GO{&LKgeiJqtU99YckkY{4sH@Po@ImLNA)fQ$#>+D(P^9#ybi>Z*rCcMM3BN0T7GyysNB<9o9msl~(W@<;NC zcvBh8UTo+c6fhAcZ1S*mNa_EvJadX3-xEs#+FP@=!@@tFTQ6Luy1URHQ4eRif}V7ORbUQGlUhMKmI3z`^IiE|1X*YKH+sZ)Lgi{Em{%bS z)4UTO{|FM|M_^aUfv!PYOAD(G8DfEPfKwqng=ClnUDej>jN4jO7JDCpp%p5lh_3Y_ z04-FQ2Sb@qW;`hHj3M^SYnNx{QGNt#{Ha^<$E|H$T~3wj;FvuHPA){$iV%s9 z;X8a=evr0|SY3fLL?}kI*jf9coTp}e^i`OLO?D_xQ&}&5?tZQ(9FP`JW_HI2>A)JF zyen!r@U2>IvLm_OAU8L+ZRB0@w(@>z;PPKd#CEg6fQ7p+zLcH>4amhvlT2b`Hqb|NdApF zWoa4t#G~mG3c*B+`h9mCx%T-$FTLy^1YcfWUd_MWlcaAE)|4X50wIP+1hIGS z0BUvy`G)-9{7kP`E{}`APn7fzAZyCc&+j|DSGm$RwY99jAaJ}IRu5z-gSCQbRCd$3 z>?d%|^n`+cimQYz2vV&YRloFKaRM>%*{Hu;Jz$01mNlH`O*xzRy1p6$4hTE`Zv>%K zh3`S=z4ojo3Z%z_$o;;`d}a%3#?hbt!t^yfQ1dG?L$=p{Xk)|HJdxS}Y^tmV%GW`^ zx;vcp=)*J~6<@Zz%5_D!iBrX5`4nIc=6>YqsBHK&GBPr%QeRHE8He!?2_Msc8qS_u z3;9sok1vKn8EQ6x_xE?rcpn7H2rQQxxa@Qe2uts=%mk3CZbj@%&=PnJFE>X?6ZI1Q z-z69n05*qci?pM-n+_OZ8{~gvp(WuQ6MsSiZPbe7{|fRoa!#zTtx$Ys&--PZ4>xly zh4i0W!DBPz{yadEg=DAt>RnAl+1B{}9Y0vDk_sDYzW20kWK%6hz<|NS1G*Ac@Gtbs zvSGmyiJ+sQwX{vDuK|}Hgw97bM4!>Ho$Npzh0tyi)O%Bv8>-NzAOg|33F+{E{*@c` z{=3Mr_oW@rUob#UHUm#GWTLQhkvQr*cR`HcHc-(wFO&5=hkXJ_k@sC)VFMfMizjIN zb8(@-OTw1ZmGJ)F*DmdvQjn}7fg0>(L4~|&9ZFIMxp#B1I(sJn3&m&U>r&-7MU;_{ zXyp0zOWCZx|6G%HHFbP48!GhbfS0>fu6eDeg1Lb0tKcnOg7-kvP$8f>(E*REarByFh=-nIot%>xMV5)thBvz094*tzEy#ce)IgCT3c^sNk1(E_S7;~qB<<{Co^WP9+{6$h;5~$U?FLiD zgS#goV@BmeG6iQC7b9i*DU}e=`fscZ)IbC6bH{{>u`d5G^1b(nXlwO{V~e>PMaq4N zLt-`|h_b2PhHrC`70=j05Zrw445}4oZEc`fY(@TtLs&Yp9U#RT6|g)amgL=LF?uDPy#?Kt;w9>;M`;44Kb?0cm5AP@+)jI@Lb1cLe- z0zvt92OWHZ6CWlA{u6YNRCiFdHga&*w|fs!(08!0uy(L8HF)Io-p=0C+KQWvmyL_% zk%@zYjlB>%yX8L*V6(O}W`Dv*B?(S)*GBrCJp_V@k9?s(5|fD`5Vt!r65_92lDDTl zY~GAav;W?e;U2f0v_p&bmYF2R!}8~!hpo#qR4m;cJm!0y@+5}v!yc25ZxZuG{72(Tf8wm?)d%^caJEB^O~u)nA~*v%{rP8Cs6Q26NTqs+Oe9Aq z$2FXsUmah2UMu6=U3DIP=XNz}yNpxP?G@fcxh$w5HyS|JPfl=3A+M zAAmymTjHH$O)PEi--e@9!9T<6wWiIfqBMJ0Sl>Ry}3xetL*MZb%|M!&t$MxmM z=LnPtiZLBG)+bM%SOkbm5SXT|S5-pdm{X~{mGw}9r?>s1_}0_WfM8T#_>0HX)Uv^6L9h%Mm^;|^b1q_U zujU`%kndJe+{491lYnyex=TtZw}FZ0pP#1niFGzH^t@XV`Na%x6Bd8oW#&*!S_xWw zFtXmw>$7cn0^V0*hEQ4#5`4K|Mo()ak%=~a|y0)sy!I2tXT#RSNWLdVJoSr z)}zPN2`)q*sP8>gjDo?WNsT{#f-&lXxy$%kKn6KiGrlc|GEu7pj@9DhN=og=5A3DE zGD1L8^V`g)17R67uDxSi*Y@e(buDy*o`5xRd+vwC+U1!qCh7v-61Y(;Ey}hP>zO}C zQ-ATa!{uYIxr^%Sn^!9f)7PyziXBnpalg7b2@JPYBM(; zNR@;_X}%T|42_S&>{t6yAR(OUgYm zJSKJ9)|jVz&y;zbM>KK3bhq}$p88e$6N?G2=N5{CL7i;{}5 zQ-OnL2f3o}U|<*pZ0dF8d%H`8Bv%{9E+pX05$ATFUbmNR-_k%V#b2JJ?7CwJJMWMm zPv$5j4Gs=^hlSzr@bKvU%u#@NQwTeK$;?EhprA0Zvg+6vDL}zmuEZweo3r-1Aj6>) zfr0n5c4QOAZc`)*cJ3PY_|}7|^949}-7@bNT-)3My{D(}qB1DCnT%ZJR~IG9i?F}i z3H|^}Wyz+lk#-7FYqnSavtrVdTH8p++@Fv#?6Nf=z}}%vai^hV3UuR%3N|$M z;Vj9K*rH`Wv%9@ohhfv+CjG-uX5R;UVr*Hd$N9(*yi zw{QJZQ&THSqP6>NcN$Z*G*Du?s~L-ko!Eu4f|N9bg*gY3RH&)%zo)5b;AJ~~@Lq0U zhy*v8*e}3MI59da+PaN~&Nlqzi%6F2Qw2J3~6f^_6Nc3A{Qr# zNlCcjo!~h%JK(vR>);o5*wdgA`4+40K-tcH-AQzuUNE4x#{R9{R-!0|a`AW_+G3k@ z)oa8M`7ph70%4>EUgnb2Tn$4X9)0Q#aTJloRGlO(i$H`n9Ua};_BI;i@c1~Rx|$gB zN<$;4xVX4&z|q+`v!a4$do#aKs|Ig-d)vg?T1q)Gq=mk4ICPbi{Uj<@bvml^%0ZaQ zVu&NB4jL1|A7~Nv6f^vhVn_=#Yuf}|Szpdyh4N#ZnZZ&jkKFi99Gm~^I?0w%HAXiD z1%*Je9C$^A-cW{Q;8>L<0v(DqIXTJUw52YeEP#ti$kMzsU1z&9C73Mij8o^l+u?(T zY2kVMhxcKIKte_GMy$w=9PvT4De=!~PFeF88O zP(G_ElhI;r^AOIJ3F9WOUtiyq&uTiH{Il-moE`Dp#{Ka@LHF#Bx85ONs>;gx z{mFvd8yEelPZ0r1FDA~{hToU3t|3-3<>E-B(78f?p4FV(%x3G~U~e1?KdwA8tRJ8M_ZhaBXFUw+9ok^WoFWbNKoB_o$%};}9dh+1qKoV%kwl;*I-bEzr z&t5a=g>bW2d+D4MH^p=K94lUJ@ut$Y|HA5QbgON#m1|z4(_PQz0SKD3o3jI-4;uRy zEibPdw3hch#XI9!o!x7WDM-VhwjV6WZltNKy)O+aj?U~zhFohmQLFBCOZ zOoV}6x_i{vOqkRX^ydoieAvQx*zi_{U&2L=`AUVvG}QztkwK?l0f+ElW?r4;z8g=$EjqxvAQ4T9y*0fb=x_$a-~a2_e|Z%sd1Ot)@)@KLx0$H z=l?k&z1Y1sa{XfwQh|1KH+N`NmKK^Hc^*BN>X(6n4U$kX3FfED5TqC(E~eOD(4uMg zyvi|d!F}@W;_W1u9sc27@p5VQGtb4m13?s+w%#c0EU-oXI!`*Q>*L~;%VD;c{>YS! zD+6}7aj@^ooB5*UQfYBTtpig{1$+zYANMi)4(q#=#aTJrII9LZ#PmHgIG`o;`>(E+ zs4tHZwuPp7{lccwqMFGpFo~TJ+1f*6v^rBWP3jAK0g;e9Nm4!eiO&AI8`sYTez#K4$cd2BVu9oOCuA~Vx9EtHaMkI;&~~zNlK;ibW_m|5pjLIBHZNXkE1_zfBazRDgS^+L8xLcQ_StmqlUp&oXTs< zO@aqc0s1K?L;a^uM2_e)9?~-@a%EEFR6C$*7(W}BVZMik^NZ#H>hs{J=#%GunV7Jp zhMM3^`EJkCK+N+~`*R)bWtU^341x^N*fPe^?jFyA{QD0={WDSX9RUj4aoy)=JZZz- za%-?2f21o`a|f)fPanUFAK?><(d&RVC41pNGl3h)%`dmLn*M}G8@ngbqVp=-g<(TZ ztH|UAo%XRVFqQFEi6>58>Sl#w6SfPv3SvY|Vq`Q{zpRNI2@ZTYN4d1YKr|m|-QQvz zJ9E2@!yw-Np3JC>Eh)^}D`-rvGBc>X0DwqMH{|H;=B zdBOw&I+5VzG!V7rllZVf0GAM<#DF9}bt4Q74MpN80J!>7gfSo-9eRC0wj8ei zv_1W;pOh};AG;^OnAl-j0$o-Ypw07(bcid-5+Z4b#+0?sP!lk`r0Ox!wEFsS!h?P$ z+#ID+{$52J$?Xz^kBmS(pY)7t^oGY&^y`!OW|_h&9rr!S`r}D+usdQvEG8@NVq;^k zt*t$K@dB04a`HB0ycCKdBqTIAH1u(0#i&rHVbW+k2^CR|k(y zmYMs>fAx@csW@~~eWwn=&wM;VoAMg9{6fB-YU~y|C)00gakIqw)2ELIe-XwA8rR!c zS*)kB*lK=l($Lf_bw9I%Gy}L)>Tz-0w%HTQ`htbL4G$^@ zgh>^xxEIM+`$Ji$qv=wwek-yNwqBkcaJn5^@bL4aLe9_6IcygsAkCld;t!7TSGax6 z&Ba(=UJjgPWoCY%q@?s)9HUK8N35D7V!v8}a<-b=>`te<*V()34;};Q981E^Zgt@Y zuj^WepOPkYDX5|0KTan0=q<>~yb3Y@MenL1YW)fy`>#gqkZGdtoz~}_ZR*|xwFcaW zc7{=$_E~%SqGI4+U0kTM_^Y$TjxF+q+O@zi9{4}sg6YR z-}mM+XVm1n{cu{Ajb(c!2V?ni_O>ra`^Q^C@JGS@-N7fH=x; z-uUf$p47Q4MM|-F-SWyJJDGCMaym~v-fInBRFNx|&N0P}SkyKH&C$86yX-gN;e>{i zQryON-d~cL`mk99@&5P`#r+^@wk_QAkOo{9-FeCuW5)eJ!F|U*t(AK~#MgGQ<2$jh z+in99$Z*<5)O15{E(dPpMLw{lxQL`y*EJaSQ+&9p7PZ+eP3L~B*~lww>o1|=uG6GD zSo&e8(INXwQ>VKNNkPs)3N|aW6q^)5KV3~UdcE1cIvmg3a_%Af;5Fj>NK}7|jI?v% z8x(~~dH83JI7clA8wdPV;8) zXt70412W)r1e4<92`W4Nil?HUfHG}~%TOH8?5enGdiu7}x3fb`h1p=5H8cu#MAzo= zD3@2}T&XvMvXAFm`(oeBoWQ17^%Q|s1tw)%zL!7S)|&S`Mb3wtzM1XN?p-za4cx^V zxQryKpS-oRtWM!DJNnwhq?UvwLbqw~uwnd1z79NcY`f_F^~>*zyuWejjy@17@cU(& z{B%f3?ek3Cbqly6{wzc&_o%@#xlxcq0Opn^l3~E|TaK+WzX&Rvc2N#C%KI>s12YGf zOH)!Y%jMTI7LE?XoePZjly);--8nB5FGfW2CcA!qko$?4>$7R0xbDh4T9R?%!Bd*_ zGuLJUD^Km?Ov_;Y2!yTK=9Wz{^ap@j)hGEhj4X@~bdv?IAl{!##o|0oHZ98I;y$1_ zO(taoJPl!#(|~8mz__D{vj~(D;A(?$t|qzjIc|7i5BJ|bxautF@vN}i>yPb_eD!S1 z$p~@vDCy+>i@i-}H@O6cNb>VAJZdUKE&wGqdR2o(H!wwk|LTJ;j^U~SPHE(}@rDr4@i`cF|yTfrQmoi-AG=$q^sf6@;syZE~FW`J`O=+9imI*5o*tO26)h! zt{&k}riwuEi4wX)pMI41mg2zmFQ>OPm^}F~`|WOY7N295nOLCa71uf{o>TBr%Uh~g zm#qkL@o?0MsTUGI476+G>B7lKC3XvMGJmG`~Z+m65cp=@1Bu{&LttG&MEEWo@Cd;I<}yUbT^im0k{ zZE|9H_Y*}oSpjIwea*cwCAO9oI(~gUn^%Ujv~@m|7+iulS*)Yk!S5D`H`)NS6MZil z6@T%wowkUIwv$$HmZ4|)0_U$beDnIGYDiboCFjZ`_w^HvYqNs^qU`4OKQNy1-KqJ) zih%+qlDA!Q7C$-t(DDG1257v55k_ZqBy3YJwl^(&MHt~sVZp~gjk?t)mh%nbm&VxK zphSr~!QWl{rSqeMF=KQ%ooTS+xbmm!gucJh)_zoxw(DWU2i#ZnM*ko=c}_yUn)$Z+`x-_GLfdK$drqeG4A{^?SiMcsB;I+GE0uz(dQ z)CsfIxC`wdMucUK=1HC}=h@aA(bu3hC7~!8Hh)IqEz}vgR0s+&AD={NiXf*fI}9!( z+JS<_JeAGDm#g_IMnu$92z7UmpnPdpl!BF$VL&s5B6Rp1-8l#s^Axs!uIF%{z8gQx zEma_d*x+=#YFSAL)}^cA%zx^KpLtkslH_pKF@2vOu#z|Kn@@*?#p8toFRM<}soq{U zQgF8YPO`=cMH}9K^Hpy6vQ32UKKC=}t*IJ({wW(&zzlvf{h9M@hWiX>t?5HLbi8ji zS*pDm67FtK=vjWaDBK$`KlE54hU^3zJ9{QXY9ln3r#v!uc>0i8P)d-0^26WBWQJ8m zY)DOXm)B8rFy6u2Rdn~L)Ko~w^=-6!VyPeRe+1+jbbqOPyxjQyj~_p54*K{P^K(;M zLiuOnkDd45Dabi`%w@7)VHPy0`{ie+k-(24jPJpuGr#oPNG$ih9CZB=xr45;L*8DF zkXWMk(9%l{VsmYXEOP?j==Ga7>1Abj(2kJr3+=%}lam{Wi<-36S}=%zr>ly|Z=ye- z`@$IUceu%^w1}Jgy$%gl#oYG5`b|CRQURx*_k0~6T{R^bWLy>4rEp#yk(@hq7U=q9 z>YgRWv$M_hb#Yf$*M))i@86#yX0KNe7j$9)!z90=)UIi@r~plU-*_R`-FQPv=bXp@ zrhi0~={9z$g_e>#rLxRQP2CrD@aw4(C1q?{#-&3XqaF&?4o^;2FLwn{ z(Q%c>>C)!oKTI3rIrpW#yB6c%5FlO){glyMAhO(1FDaqFtW}kkoVM|#lUvD;81wW2 zBP*+n@Fxbmjty9)yKF+<`0|{&ye!i#>*C1FI z74#lvahFoRS3+(}pc~Wkxs@dAmr_y~iYY>VfJs_d&rN%&sv5oh4F-FzaDEgS#i0af z{BYMN$u8)kx9?$MmbxAov8aE8#Ifsk1U+ParKu^ruufL0wFo(*l>}{ zSrGnaW&G{@ck_R$SaT%*qFqJvGQTZ+W^2m{Fs;zmk?zg;SYCd8@+ z6@5b;8X56p_gI&!-s>P!*3=9Rpzx}F;rexHx00knNs12>pydo0Ah}hW>8A} z@k5rIgF}zbswvwnuA}4S!R5gK88pOor)ITxs>UAwrpadhIk$j-iH_^?Ly+;3lRd^* zDXN;`3c#V@>L5OtaobJU*f6s{TvIN0+SVwyU3>`*;Uwd?;@KQ6;_i^h^%$<~Db}v* z&6bM`;p`~XtYRBtQx-}ct_)u;dm`G+~Df`sCwgT0R)*ALA*yt-?He`6RT-EJ}hp! z{s0Dm?(Kdn{hK<_U-c(5ZV+$hSr4KyZD$Jabfm%Rl^Ew}AT6Em}xpGsn( zpr`KSDyBRKfpeud0V+5-r{z5DINszX2GIkn5Ku$t5FTD$eFWT+qvK0a5jJ2D6fC}D z(m=6xYB$;B6S&Y$rk!;cj{Z)li4!^4G%6VPJ`hYYXxAb4XXMPf-j8dV+bAeetf$Og zWO{=@l2E(#2RK5)!b1}ifn{Y}K-41!+&@e{Eq&_GO>D~kbEF;GuueQAhbzZ)f&qc` zmzryAY`hRD%0qrYfE(%2tGZ7xiQ~PMmzVd<&8=>m0|ujJr3^>lh_kFPQBz;U=Pu0? zexO#_1@!YVBF2G!CeTzz;cf{N9rB1W z*uY1IvNom=)kqiAoXCYgA5!1!VTmX=bJZ{<$B=QDR)3^G+9Q--Bb8otzVHytT5qSB zU7!^Ql5NRM{7AdYCg2iaDFf^hwD&PxGQ8iHKNVeDZ57_FdVdqhZ1pWyd~o}r(fVYR z-&0&%)3!@V{qMI@8TBSC!tbAJxU62i?MrcJ$37@HPZuVUt9O1zPpkN3xRQ=Y z2I$)~EA00$fk=(goh^;|=NqC&-7OWno1${o+_<&Tr7><8AxO2r={l20_+}z$4HJ*y z;SSv4+!_!ApMz;7mM8*)!z40?YP*z{=$&Kb2=MwPq!33->(v9p2>DM5v`|z0J|vGn z5FN1Bzz{}z?&B}xSKbBKVEK%1aieev0<6Ez@U2TJ=I*f`b($bPMfX^=u`2AnU92eM zdX(+{Y9!xKA;>_a8U-<%-hIFam<769DhiPn$xt#APph8a-ibZ&F<{3%C5?U*DpWp{)?c{W^v}UfadM@lipzdS0G3tjMVGoG%X+O? z*+FB|JN;=X+y{7sFJA^}?q?9-q6HY=k)dG~mZ@ly`95D5{5%{#cxbt{OYhGK0B-u0 zlm20R7UawM3yxKF2gWA}XOC(ykL4HWsjbH;bM4x>KV?P6YQ=Uh`w*~}xv@lI2$cQ~ z?_1)ZbgR3Wc`GJeiRQr*MfkEp-Uin4%)D`dD;{nev2bt zExf`dKV0hl@KN`6TVI~LJ@vAiF5+j4(#+$*?2Rzs{lErHA;eoDi7!1p9R;bpo0v2M zX&wR*cG`Ldq8XAz2CU{tff@n}anCt&39BE8n8D%(DP@+ELAt)*n-^RT^zqNWIe!?7 z(L1=Jzl98J`(oh zhMCSqjs^8*%!gn@0T`+`^(h%Z*btO|D>wjbJyY1iG-#unuF0vn=If>RptunF~py(qG6G@|~MET1LB{ zc(J10ja0x(6^RUWsGH8}REUvptvAbJXnurF8Gy@Bwfb@jY#nOI&GU8%jFu=O3QE>3t>m4crrH8J!Eiv2 zrm&)d0P;#pD@4<};UNI35;8I}2IlV8*6hG7f-i;`8TouVy|c5^w#%SdV@EfMKn%^y zgk@y>mM@OREE}R^B|PLE)CiK?*J+GKclJ86$J=cmbzMD~SPd+Td*Ym3OVG=AvPbb* z(oD00AT0`0y1O*gFiT5l*fuYF;FYI9E8be`eX+KS-KMnDo9Q}dC{WD7&iPzU4ioYv zI~y&SkoDGou{~CXC&~w56#3TpiwnYtc`H!ow8bzD{#^TH*ZeFMMl1cfE_w0EnF@#I zFvWn@w}ZIYvmjv%Y2up{;$*oel`LG#!%p3u>9L|O&gNmvuXJ^(8Ub~z*AYSj)OVc5 z^N|vR`4&GUReZcP;R|5w)^r`w=2!^^#C@4rSN#2ZI*=0op5FB&3K!XjEh{}r8s$bO zMPGhoaJcdGGF8uIWWXoBZB_WL($NL!dBKYoL)EVjncsc^mIl>aMTPp<9vTHr4UJdY z+Mxh$wms(w?G-Er16EF#w3yHt?Of5THYMC~+%RP9ap|n9lK(!EX?7|f^jRvF8WbuAYF&< zU0+@FrN0P}x3siesH`*}O9U8_6dE#7ZJYV7$|?n<0;{QR{VZD5gIG8?iE28o?Y#-y zoy1V^uW|3un65Q2BS3)_!5oRGfk9zHc@_~29~!*R+m%CcMXp(%y?o)k;C^$Xt%6(9 zI^Eds+_cyd^D^4 z;F+!!mskh%S3M_Uli4aN&b-x#v9le(6_<)$8~-#0muISpHiYhe>Dsq%j*Y>3No|_( zkVh=qFb44^aS1x~^sbW<-^V#CoBVh1aGuJuJXOlz@6oTlvo5Z)AGYntWlx1aBsV25 z@1AaqYP_(pNq%JMK%p-ov#(&_i8HPd^>NgYnF4VHg)=1OQ*ze;GeAsu-_Nq&^fGMW zJQRUr;lj(M#Fp!+E05<%w+(kLD5|NLgrxWdg=b+5cxTkF+|yhQ)D;{q)DP<{Qx)Rk!6|_E`-){QLS2~)xm8E z{gUM}t@$fkmydfm!4k0;leIfy-hC!J{QPbtSplX>j}u;|-dUu4s|ao+b=Tq{VBe+= zmh|0s18LN>jh!+)v!P+yiI_m8yFE%R8cXcDuc6Z)uKdTnaa_Z= zm#JWBBPs|r; zwv)nnu8)7VZB_I{P~@POo0#82+12JPX_`OEhs%CB)uWRvprJ`vOTKaHDrL(HPE~0*A@M$KvumAXMo0iLjZlyJ@!(>LW-DO_di$!Mz ziJETuCc#Bm1sOsnTCQ<06$;B*koW(!C-m5)F14q?#1fUUJob5q(;2)79(`YYo>)=2Ie}L)HO|lI z!QIb(r6)Xe?yH>7!E7mjjm>wCdWq3bB@;xa@jPtPX;6C=99Gj|#+F> z`?sS>4R-6a@`;z=dA^b~6Wv1^E~RwOiNID*V8U6nZ4sFRO*HH|n%n}2lz_&|bRDB# zOK*15<7>y;CWP9i0zo$$;qRELNB3I(4YG8{eeXNN0)ySPUT*RZ1;a<_xTZ0UdmZh; z_`A>U!SF8wkYzmUe-k?3b~&;=r5SXJQ3EB7S=%ApXRW)Qb0Y>h+(gf?8p-c_veuqY zH^Qwlq-#s#Ud{M0-nkF5s|F(CChu2I&QgiIVJ!=k^OJxx91Eq3z= zIrnH)V7+?PGfwo{&FpN35oGfC%iTt$34K7@k{mGN`a-8XsbgX@er;9$S+35sb^y|y zwJmTran@tH#CE!*I@9w&oE573YCC_~Ez?AgJuBJtUCL2XpMk1eI_8>&1%zvJHgQsS zcrQ_|Zch|d;`-i(4!2JDre}MRsXInJ)ncWGrzP#O;V?*OmRa&TJ7uWmEC`bl>Z@Y- ze({lXErlK85t2q_pBJZ$0U*GzVj;_>`PwxNh1v^^H`VoX^ySR{?pWXG<&Soqf$ps3 zs&7MOtse~+lw}0vQeRzsj<>+JQ3=vvmzKesq(}7>D<8d|-)O$dOAOO|*1b~d0lx@` zqcH{%DhT!zB-7GWy_emjyXV=RJ7Bi4yKZvPC{0MgZHmX_`g~i>pp3Wq{k|(LT|}fo zWGwAVA-PMyh;v#B4O6Vsd7N~suznQ`A5GxTmYBK~lp~3Uz`T>C6tVaz$AE7(ncx?+ zwI1(v{bWa;`*~r`^$z{=N>vt_8@6l9CiT!UB(8fkGUnNEyTPWd1r5nM%N_vsZ58>g z4bvAOUq(vB3k$dX#S)q)xOPu69rq(Qp%*ZoJ6uxInt2p5jebV2!m$s6{9U4nl6*8= zeymhv;ga$L?@GNkGl{}D3yw{aD0d<#`<(JkYlu9fcr>u-{su7Ie}x$>8}*diDV}_!RZm znE30^QU%XSh5hOsskAazETe-NMd89k;kzKF+}Y+NB-Vy>li=LICvuNP#SWqS~Ki27#hUVkv9#r71dwh4&%!!h@ zFmwI&cpa28;4Ysy#lJ@M@47B<7{KQFXUS`GMkaz9UAq-tG|@UBSa2hCt9dz}HX%AT zi-w}$8g*4WvJHYr(UnYhB4?sm0|IBukH&H z+c&i4+gmbw>j%s z6SwC+bvAJ`jS~i`Q2_v{EZcLexW#^d8W|y4`iOcT6O07f2w(m^8wk_E>#r?bws+&d zP`_BnXpx>mOFC>(&=fB$5;F-NySk&hzGoEtr?lfS5;wWuT+DVZ_r&e(-dyj3T<8iW zMsXHWr$PvQi_7-MK>Ew!F>yZ)%@IR&1g_-aJ;LE^#qpsT8^|CRjy zfNTc?!vo3aHsOe>mp7*#20;!rMU!Q%g?*@wQt-xSzX!#R?N)vqVdgVqOih_; zYisemK<@m~)O7u!Se4zfY(-TSK))1{l9J;7(h>xuJKH1uygy?o0mrKRI~mP*CErFL zh3Xb?fpY_P#byK4ebu|*Dv4e3BqkCne4slQ)wcJ_r2 z#|o2WXLybaZ~HwCohD8luTVnk*ZVQ_?jhv)-#gWjLR+|HG*IWB!m&eNYElgml;o(R zbZqi>Y_ePK;Z+U(T`iXX@2bVJI(~d+whVYg_|Gej^YM^cdPu0&CmNs;m&_8EG*z_A z)uaET!VE3-NyJWwJa86(yv(qB1G`h|Dfz|}eJSLA_gpa;0Qz@~DKEt4MH{DrHF*_*Hduj_+& zK1YBx}M7v6!`}p!{q7*<{ zYXkPiJrCG4Yew}*r^);iQIQ$n#J*#g#qILc7L+5QLP*KT_HxCpm~cz}o zU$nmc{xQA$Rd+#;a&)ofek=-KG2U&u5d~Bs zR5**-q=%QLojDY)_4&yRpfRaHgi)_`VB)i$u@G#TkKb+aLlX&n3(B$(R(05*TFic> zS6o~i1xa8G4-dC(h(N$p0EJDz46?qPo0@*NteQrLoObXxMvgxxtc2G%tm7fu&7xh) zGeilBqXJoV8yXq{<=DshUQl{n+KOCkl>_;b0S~`Fuc{AJg(0_%-gr*bhYugF?d)^_ z9pLvd!dj}>lCc38RWHv5ygE{xXA)c#%x(r_X@I5Ro7;&MxsbyhFx9?i$wWiC0{pz^z&)Mgzv27DnW0{zmqHyp8YFC&jFC2ke1Mc~~X4Lz0!0doo+<3mxwh3a3 zN@ZV#>CfLF_)~BrQ0O!wGw*q`zOcQvCVlAz^l{KRczd#&n7z*D?N}!? zQvX>Y-Fy0<71HVjk}nbx1cfdlR>HSS<8xuKEhqqHnrnfuE>&dN25?*fygZ5H2Xk+O zrob3okQLNjs(?a)j!@yu11b(FfQGvi;sZMkvd-G|D;r>zh zB$o1ljSpFe!I2ZegaQW#A?#ra(SJ8s;cy6oqn!Y>(FkY(7)qty>1VKAPdTIi>< z*eQo2J!)#akD9oke*3c1UCs)$Ktj9~06iOAo_NRD+FlUI5UyO4thC>y z&R~qP*y)mAlJjj3Bn;SGE=`d8(C8n zL~4ODTqm@QAy=P+jR`(+Pzp<^2-+6`OeV4;P1i5YSn*Or|FaO2b7%V-gBzQcWU&(; zRr;$pDs{&A!CBQz_8N`+VMh|*ZC5mqRac@r!=bwQI%8a;k^F{l*d-`s+1M(uE&ezR zC3gt!pen{6tm@eOFvJMVa-w1)bl!?u$mumbo5|X_*Aru3?{1^7H*TBBdZOY~;ng%8 zUgxl=_I0c>#Bm85+_*+JzyAeDSHGh389%ZD=EWt&j~o%H)x7`Z`Q-RiN>|9)LHb7Q zH1#d-4*&LS$>Ac~^y%jfJP0e4!j;A-gcI)jWv+eE763;C4$T9%@T2*i*(&G}Q2`Jb zHKv|<{FA3uriQ;R!8KhxTm*fCG)}(p!r34W8CFj&VuXh-m3o1Ev+%t2v4xHu{yj0} z2rlEAaL4Ynfc@O%i#|FaGO}=?0$^ zvp4F)Z+T@(BeYaXxO=m1WW~5&%r7nZ0t;p!88n649roC={~S<60TlcqVJ!+hCrLe5 z?|8P@=H8vGMR~O0x<32h)9nC>jghBq$3vSWlFw4$8uya<8X065P_)?`|@cj zUHH2wD2}CR%i}v6$Q&R{uG~BaYne!~5GFtHQJ2K{N_zfSdlL2e1oSnhdIJ#w$$mA$p+x z16ghZ1X55VTl(S14Dtf)#vhyPcU99BHc;5wz#;ZW_$aExaI0=f z55-#9!{aHyHvC(aNVAh}BRS+7sJ^k7ZG5_S{vQzwQJvHFb5M!|jt?*|u0aPDGc}fb zgPl`>5{paP!;TvHc;#8QRY46H(qPGYp#(wCv{I-v&2oyiLnrI<;G);Zi~Ab-bNXqL zw9o6#(5$^j6y2P%VXPsvtQ*EH$K*y?THTFuIL8qE|5$|+n)`PZP8#!HRXCGlOuWw2 zGQ6&FuS`NDz_k-*ya!@IEK~paDim4#4^lU-M$ez<&UG@|0X2#p7V-;RH9CWWo`1{_ zP*>O`-=r;D`e~#PpmwvT`&e3b()%r$D@8Y^iysNDe8ZjgHA_AjYh_)7Df zBJEDM8z5Wvd~+|j$L0C*Qzf5-)_GVktPTl8KQiuVs_=~8H0tBN&+6 zUv6f0cZL?-Qu?5X1>B?WK735uxqFY#zW9(&P7>jRG4a?QolO6KS--68g5hrgr^^0t zsPM|yxHzyqki`3_Eo(lJ(=u5mqI_9*azVN{nv*QLT8l7Vz%}Dh=;&-zIGLuOgL>HA z_4Z`9dOO`o2GhsyvwBvOdw$VQS-(_CdM|q}gC6y<;YEB-PEK3O5)c|e4NgYeCNLTK za-sv>59rM-NMjosCZXQR&NR|yh@8<#1@^lS8lRYt;~CDlICkn;2NM(L$iErVx0Xz3 z*LOno7R&$ilh^(N?C@?LPYnx)?Y@NgkDR87Ct0m_^3p#N@~by{?E0@-$5-6$UA!H=DySbK~nzx`|JcE$FHtOBWn0J{m}5I zM)V4ahR7G(YC3VqZ2%NU#|_Yamx^Oc0_rCpm3A%p+AjK)j(A66Ao7Fg>qS9i)pQ53 z>t6Q3Pk?<@rVckXfc+6B-)WVOr9B7}CK4tJhI~FOL73A+>{6jthoFlS$61ZM6kxr#jS<6bb1!nyF)EniGT3V6zd0JbVbzvFmSokf|)jar#hzh-m*{e(}>SyOhp zQ5~#&fHuj^Nx$N25=E!sv&qyJ6_Qq+?y3Kr7oI)qe;7_b4dNUrDJimo(BB^&Sz-wJ z2JOUgaBx5dLa@@*8$R%Qr~7!d`eP$K(Eh#{_YJ^%Fv+y$(j*sc4Wh@k-!o%`910Fk zyC_6`(`xzh5Rpb}U`;FA@^MmlCuv)z)|36+zH@PQo&$YWzd~5nOsOZW$f!f!Kb)SU zlaq-8zK#FOICooogW90@QYYefZG%N<35^HNN$42QAvT)?F0QenL`3U%*MNI zLyaKWT!oY*azW?9xW?bl=Kqta@*f1!zy0I_hQjcz6e7v^Sxh{gDz(AIf}b5Utdw=u z^(&VlOVsZ+pT{imefHjdF%j`pj*eQ{E z)jWA>X-(D`LM0)M1$nx-K;KZAFDrcgpMK_~og3=wS&|*|W%quLiTP4hMFbf{Ac7Yb z3?TpDs>H^or;#~HMM-Yizmiq++J^@jcYf;VUC>2y@2(3-#w=+o@HL&d2g#q!t6p-?FT9W8+m?w?&zU!B$d{~v_ptjU-vC|-DW zl4WbHRV=eRHKym>KfSt=SiiV`4@8Vp@>AFXH-*&dQMuTa=T2qXjpyq$U(&Yn9}Q-j zMYEBk)eSAB0)VJ90%w_AI8tr2oWJz^t5z?wSYd+5p#lY*#_*Vc8l`@wf9d3yS?tE6 z1fFGz*dS@+HPt!dF4CO3n&itXDp5W?8)2xlY#1RdN!zEWnm&1f^2KcGr$bGW?l^i3 zW>~5O%AVWs!fMm*o5uyL%BG1X=Z?OQEN2s5m`@StY(+1v98s6TMLWoi& z&<9-n;?(?D@JDQPD7kfJA2Fs03(7S&5?azwXu|CtUeMNtzY(eA!jhG_&D56y9P*P+X&Lh+M=@t{pv1_M>?`f(NopO=8c*Uu zWqeoD$`eCjMpx#n@CpWFn>Y_KZH}fU%hB?q8?uhlsQH-+tCL)BAGf_i0*%X#e(miy zzy>{RdDOqxmT-N9M)gt+$+C`XQli`)$ioU4cyIOZp90lBQF8oUom2)Wsgwx@zNP z-d>qMX{;zpxqv}w*LJ>($2ZR)*|aGCHS*~%KPiV*LrUFm}??i5MouSu9*hk4s;N|Pb(jW1Hk zX{tQwRMakZlH@k}j^#`^krQ!^HEY0Qf@}U|YoTa;U6tlnQo5^gCAW{szIY-y@{y7-KVu^#1aXjY*jfeL!|Mqa#lk)UUY$XpXN! zq5A|wfno2rIP?bAeFR%zD_7@qWgA9C55Miin^5C8=09RQ*4;U^<8cY^)xu<4EykVv zr(KCTJHsOV>ifIlG8&SkYm6s+)hL_3zM|U{bS~uN&M6Pl68XwMRP**;P22RF?^I6w z?j}(Zo|R2A@vV+28ci zBJH3fk*PLw=cg>eU9|X8o2~!KTV3ggkGnAEUgo|N9B*IWEe=Pmx~OsE=_n;W2rYb& zrl7-+F;nJb${qk#nS$by=WU+3%dyXF^uy9GyR7G#5IxHJbi;t!)?!Osfpvp+<#8Ww zDMspjwEN&4X-UHV;qVx4ZuE<%7+F~6&Ib5umh;1oSzT!LW zo=NzTWUz%NUOXXMJ97=IY-*;_RX69YvtpQIzc=re-m$}*qEu;7Dbx1JFf@yo_We0s zbV}PZ1B0;1$e0`KYl#XfP|wg__m}S9bk%DlwZ+5PkbhKAEMll+%2Q*yWf{TR%yg=% zYX{BRQ0}*s;-GM@tYr8&zfSuy4$fSYyC4BAN#l##_~&(kE)G6!P#%B!@tEDSnG5(4 zVQ>8NY>%4PKXGJSBy@&i>PbHRu&98{;on3OCb|S{Hy{VZny z7F8o|m$X$u_DB1pvn~QGW^Ci_51_=2r;g)TA;X3)amz6Ns!J1Y6D^$3LTb6`>rki* zRfj*a$)C4h&0+SCVL-kqylp9k^wrn*#t#QnK8zc_h#e|dT-n$Umv1S2F3&x9h4W)( z)7j-My9^8Lq+styCxzdn!};Ad<`ca(!35NnoNk>EcJ9u``LyuSx$g%~9IrN8>ydx_ z-35fkKAUXaCame-_WRKhq&--VUKdpDEgkZ>tf(jNM1!;k%RRprW!b%H-4Ca6deUSk zo>4#FfvF_hlYg4BWXBorq&Z-FOavKK@L{3 z=uBm&(MLDz*#d_=qh~LK{azL~9OSqa?lA_ev6 znRvS!FUoy0s2^68r{qkm;a&cs@*%MrrLUc!Sm}c=?-7_;KhYANk7ild!jFmNZR|hc z{paU{V1vZDhM!maarItkF(on5#n{Zo+4|o(^9$Drmn0q{iNE|M_@E#dwZ+^NtE@yP z|D~QwOw%dx)_A)gD2ebD(CKD`Dze?ePu&wm2-yChXoGch+U>?+pSqfnI#qR2j!#JCkQtzL0*!2Ye6yWohv0*t zZ5@$N>Wdfn34-X?v?uVUELS5iXz@5d%0PBEgZCOVDSI(hPjy!?X8suQXU|kh46)a) z_SZ>`f$(E%WV6~Id~IVO8gZU|o^3PV&x1tlgYRzVL-*@XoR9(RN|Wd*D_;yw>fY1n=(OBi z&gJRFMXRXjXx(LdPObcU$SV&K4y%J0@O8}I-gMm5fppJmWG13I#6Pimy=3^BZ(#i zn4w!DFrt1Y`Un1aA**iVG%eQD*fOQ_Zub@V-u_W0nb_4RjFHsuS!oJ?1HKRENX{gO z%1?-zu>eYpKjwkbT$qlp{a2Wbc7sFFWZZ+*)+)>9k5B1Wd3KR;);c%q4XH`~osLr@ zN7#uctEXQ)-H19Qc!BQ{M!gv7J^~H79GVZ7cR;U$nqcu-ruvhD1jg>C;8Pw{pcy|< zPH2q7^KioLdtc4I0F23j?F<4d7>n*`nJp8%u8>6u=|f9b(%(Y%g`n#~NgtA$L4TO> zOxVQO+eavr5#gu2n~xyKMIugrVmizzM|~u-$>j0C6B==5f?RX?TOBbD3W~--Kp!Gw zJm~pOw$~lngjwAi6yyQ$*~m z^1^ogZ{t}PQPY+~|302=!}LZ={7XDbg4HryRG^sqxACkF{%J;*|3y5TaUI?BU&ga< z{s-}_x*hexU`Y!=am_GPsklE!f+j05;=Z#Be@n2gHUoIkT6}k)BYuD1(@2?r_iBFz zl~&|1;F0&>!+Rs;Zqp+S&6Beu5NqhV&agmo9459AyS*IdWf@#JiWyvyt8fmZ6}dO! zJVC?@)T3duQ+ zJ~c~eCnW6Z+Stekk(Xrw;coe1R$3 z@MMsdUpCi6#g-Nu9#VTjE8$7QQ?qx$s(gyPHA#e`pnB&lD)pDCsS=^4`szn%Vgq;~ z*?D-Hh`qL?Er-f}Lt%3u{gMl%d5fTV*{(cSpK{a7CXBoE2FN++KApP|ASo*+zmsi+$m`oaP2aPWOI{ne|JN-^h3 zD3d&z7c{iB17I399oS4I+oYi;_EdQH+*1tAD?nRCSKc$lin$4ncpZ2^+}!9WUuW7v z2hnVJ)==cxPk$55mcDxgclO^$voFN{5zTIZ%jj3UlsCwn8e-9Z;H5DLUb^uL!AmnK zEz`rW$5DStXCr&qG2xXSs)@o6f&Vao@EBn!VMn{y7VnEdsu2sMr*Lp^wg89?7Fnv| zTaK?^($P5qu=!g=I|<}A7j)kvSyc|xGwGtYnTEBKA5S{7d`a#cbOfR{utmbM3IDvc zFA;(BwFQt-T|z`)C~52rk8V`}0O{lqsXFh>WG{Eh(R~K5BXTN(0V|iBMH9S%{J-yR z;-J848q+^J(9`3C#$v!&1m?T!rgAJptk@s#b%=8_i3EodwCii5!wxW=kS&^dwzL0VoOAsp@-!Og`u z;Gbp)LM8;Lzj^cKxIiFsh(W?!6bgDM%Yc3p=4!q?tY3pJnF@1Q&SEO@fCubQ=;+|U zykApNa!NozAW%DV9rp|Ou%X{>2-6IbM9a$h{s2^878UU=e?3DLipUJAy}r-s)twoY z+c@<*$XYhOo$~iFtxpBa4&F5F*x2fSbYw?Pp^RnIa)~_ZJuq7!nT3HalBCfHk64S4 z!IjE~lLU%h<^TABe+p{@0xm?|zWO@0Bc+mPc$KL=hTR+iVg*-SUo4Sw@CV=^VR2GHtYAR%{xsQY`yidDUBg3ZhRQM);vH@cn zLu=6FAK&Sp;J8*c{5T-ss}a=-BgN@}0P)7d$&9|(mjMCqEe7#hC!GZ*WoLp2XR5up zze_14%D^S1s4RY|&Tqek_hnGTS~V}5zYpr7IGwmLglKf6w3TW;lCV)w1^B(EeTjI% zkJwR=bP*^Ep_di)jBN%q9Bjhl?HgslHER!Ia`moCys4G*BY~wC6fCcI?lF{q|;@GAHd!K)m_~NO|33D z4ciP3p-cRYgzwJ|3XcqAmJmnMh}v=A`rj*-smj={N07{z@;4}s*pi46)|2DRw3}Ol zU}k=@KClpG76!OtVLU63v&Q9T4eR8??o$5*A{B18rYksQyDIYJtt5d@|&iFjOi-3n2BDbpRyuh(jF*DZjZQrkxQ=kU`-VaUPK-i!_)1 z&!x%gR}zX%sjjnd3znHxSLS2zVvpQjqwiu#kkTGM-5TEC8WOQ;cXr_Ria{lPyP#0z z(pyGb-KHT0-SECjCgbJ^maV;MiLirRuLB;?1byo_3Nrxj2VxBZt9hZ*k}h%?iTd`m zz#aGL)2E1`#i?fZ4swlvdH^=Q&ukLgcvjWh_mB^DTM`G;2e)mFL~9gio-kVpb;L|I z9NiqgpGm&*eCNf_yOx^sfpt`&HH4|~&a1mhQpquiF&aOgk-{%SiHrSePen>XNSUSo z0s?GKjt;uzS)2Cm>lBe7+@|i$gBsW)?4s=Ar4_6rkM@B>pVXbO}j;} zyfObWrA<=|DhBtR?vzG0@nt;lW+3uLXsR|qe<=`7rBE^*i!(`nE6{fv$B3}{;QP|V z_H;@UA{Ruo7T~O)S{{w*7aRy?Xzx&@I#%Z}Zzsz3ylcJfdQ*y@CzmZ(=%wLwp+I`u zr~EOomM^{i%+`Cq$I@_gRNj}+xpPggR~~zlZKdOP8l0QA9Q$A7ekE7#Oj_;!rz>4MkX zFe0@!YMI0xF8<7}oBypH2{U27sgYTvPbaxu#DVUuc>|J0T!9*Jz#yGWsFGZ&i6TSa8zzd+jn{L zI40q6T*+i^g)=>wYB@vvELv=m?FrZHWT{P7g=r=3R)n0pIAF1JqWE*hS$pI{1o6Jk z_ZQ;SY`0n4jMY9g@S^)+R)4)Cl<Qkv{~glJxUuAJ)*^5#R02)F^dLF5WbM$g zj@OYymqJfmlUDM6)fOZ@}sY;IkZ|FzxId){^?goD>{7bx*NwUgeJ1r=e&S$<=X}5=qDt#);0Vit7o9aiAv>ZHHeU_P% zzM*Zyo8(hrKY@V-bx6~5)>~LDouT+ft(7bNjpOH^NL+hjPF2u(-}F)tMLm9XR?*k^ zY7w5T?cuH7XwSx0zSGR=S7WM>qwVjLb|$`~hj%a;BK%XDwKdB(ltw@$;+qiK>D|-y zT7c`6N@0=yY1M8gwxmYPnyXYR9<>WYj*>32r+|;GaWh$XyxGlk?trR^OJ(nt&Bv8D zW`U9KLUg`@$#3EOAjXfSo5rnYxpMUcwri9-eJDOwR~y^7WHgHyao&s^tAF4kuuXAm z5Tk70+NIF4nZ=^Y<9na$Q!q?uU2MhZ|nTd@MaomUlVa({n=ytb#_^_qDbO z?1RGOEp_3scF}EujMFBtYRKp9PfRM^!+&UTF_hSp^ zum1A;*VMW<#8nD+$}QgU=(37S@a&=-xW8;Qhb;w@(ybh(@L`XO=EVlugL+$FHH6;u zVsgnE-|HYbfll^f!X4dJ`@SP%YL%{VTe`L1jCkdY^wuXtChGmGYH=BctIiOY%+q%} zq|wXY3N`Wc0=3MEGK zp&D6z?zkCM!S}Jv>AtASLmtbnEIAVo2&%|f6Q@pwybF?)$T^Z}cKBqk@$9tIdNEBp3WytIXpY32f zd_Iya>?))vo{ne>MF&q$IbF>2tm+I7%?O^H{ir>0-CzUH>9|QRi4^BYgP+HGolVng zdunqX@m%++;ln4gwu@(H3_&+P32pij-%yIkQ{-r^F2O_J9u3ayI0jpK?* zmn#{Kl<=Na0}A{qba$Xh=(h5nr)E_dVhp6~3HHm?$3i)@Cz@AIlcKp!n#Ybh_nwms z8$~*YoiY2qNCu+2Hua7_#HWb%HDijmQa7Kf0J$_3>xt0R_Q^@kueg5hBWgQ_$JJw< zm){qpuC)GRSsD=cqRCjdgDoVKx16u?IU6aZPVW^U+zp_ko=tCSG+nNt|u8fpj&T|P9I(U ze(ocGjjd@sAF6y)LMKI|CE5#L^DkFefLf~lqhm#)^Xek+ryHSikSV4a-S7Tb9ZGN1 zHuZ+TBoplxMwDbb2r+kH(IwBlQ2zKP!76?^8R9uGPD9l>=^h z#7+m*v`7;Yo~4^{8g^XKY>9HGedAxw-6^_=&7NwtIV)LeEpDRzC|Dq-*Ga{M)iR~6 zeX6x4B!O-@xJK1rf6;OTN6NL*yfU=^`yEAVJ^iiBQ;3U-&N|9~i9UhH)no70BDf^ke z66>2gC8J|qW_mNY36XOrr5nFXO6helAH~|TZhpQ!823(LI^fE)X9nLKjDK$QlFmOi z%8Jfhpi)n;_Kd=UxCyXhwr(M}i7FfqIi;Pqb<-sGp5y2hftAN*puJ9JV!OOv* zE5|w!;Nx5rrzTHDEl1VDGEy!cxpYhFT!-;P8L7k>d2M4xk;(NdkE5=4l<$qbt9^BF z_+-gl_FnvI%sa-5<%)3`^07mA&ko-N!!Z2~?9ui4ua+VF4B^7+EOA}j$`z}@J&n!#}IE5OHWY1&s;T^mh2#ZQj`5CqqG)(TSN>x2oeEr9JiHIX z#}XAD^F53HL>z(D9G{ekbCZhLd*ilDX#UvGfgrNk<;(Ad;Q&#qVGx+f$;>GCoiV0d_JhP!kb95q$jfTu>a#6 ztj{8&QWcT%CfQtfdW~Raf%ATTl;XMRMH|9>k z`bW-6VOr_PR1el25#u>;_8xpHd$YbLI;LIzD?kMhKUA{t=jDa(+WO%sv11Aq*PSk8hl4UU0M;jS${`kN zf5MdUOI@(M;C*2&@D}!?&tpx5t0rzhiuw3Lav*UjEbDf4AEb{kfPcDW55s5pbHP?Q zh+qw;K0HPF<(t4#Yx68A1F>M0Eu-eZ`4MSOdUH{B`vT+jE7;VO*k+Y*G3Ix+I9Y36A^gw>RO^U8*#B4u}I z`s#INFWLN>8a>%Wl+k)nw0227-g(U$V`>W%lWecI$0IC~S5~>IvOMpSV$B>Z(>n`8 zE-)1)rA1`(e>R$ARBkb1DE{#qrhzwg!eAT&*(DX zFN+gy9k*Xx<4lScKGZl%!Chz`NUERb*-2&r7jPd4|Gc?6$28?{|0V`yDES{isxj-@ zAY)WTe6YyMAkg2v*Ph5B_zAJB!RleL7wuWcmxW;+v*Z7|Jjh(({`V!XrfG=-7ewl) zw>#MP4Ny#${dUbtN3d@y>FtnMRV`nEczOJ@Ki$#4S#zY;sxm8RJle@L zple)QG{ ztmSmkbuA}O+@qr0=Ck)jmz9j?d3pR0d}tb}IF5R3#=%N%0U;%Yg`J`Yd#g~dPIg>gu5H4{tgv&#IFDM8rptzpF`mp5y#dlu<+hn94h|;BNUars+W!` z6x07ivu2Uh96=?;q>QxdACx==t3h0Z&m6eiU&5IV0!M4bIK4!0*%Z5`(al zgmV#Nc%RbfTPt6OK8(E#jY1j>1NjDkbv*}UV}(rKzbvhiTX+U?M95T840$ zJKVQE`@>KZG8m78KQ*_P8C9``5&5E~L0O6Sg0g7tMrKtR5!fGh@r9ZO&411~*)ebS zR$ACOI3!{1K~!9!I3SzaU_VAE&^o&PlVAZmLeB>c@LP~#f^v0ZxVIPgvT7c(M5W#2 zaU?y3JEBC&(_D3%P0nfx<<7Vqfq_#a1d?IUeCa>I@%a(4c- zS65yXqnR4cDpUv~!<9d+xzy)wU@h;tL^m` zBu41JGO34Ic|XA+V}9ffHN4B;MX)HHhZW&a8%A$_1y!RFQ1zuD0;;~uCouxDGH+(w z9pHrJ`JxVZx|8LVg)>Vbwp1dGagz^PuMZ?epwWA+u@7PD2|%n7g!aym3BPPo)ar^p zhW;4U?fuJvMi&vI|6<*}@}I1`xAgy#GZyOp>fjAr*oQ%OKL$-5%!}Z}&|D(LE?5F> z;e5Q1#hu1XR6`ykR~$SeC%i6%JZ~$IdvTyucP<1JH_2 zn0hK~Vs|daG!DDQCkkkG9Lr?wX z7>l=)??M&~rHBOBxnrScqyYkCSixpA4)(hDzzO%jsUSYVs-n5-+dG25lmoc;_mIW> zCYvKkol;6p=khiJB{qbl@xY50YwLM#-{k{n1d#8wa$5NM%O%pE?Jooz{_*wyZW-f! ZiElB6F8Q#c5-gOBQjk@Z$(Pdi{y&5)Mo<6% literal 0 HcmV?d00001 diff --git a/Figure-4.png b/Figure-4.png new file mode 100644 index 0000000000000000000000000000000000000000..1337f336455cd18ebf4d0be94c279701b33327e5 GIT binary patch literal 31773 zcmeFZWmuG7-!?jkih$B3sYpsW2uLG1NP~ocq%d@MmkQD#-5@Q}0z-#1NFyC1A>G~V zHF`hK`@iq^-N$}D>@WK`_8bQ?*SM~=)~su-U!3RpBk+~H#62u>EC>X0Pf8M|1c9LM zKpb#6c^otc%Sm&@6vZ|vI%cj1rQSsNw*z5=?v@l+_Gn4XGc)o##dAoa9ksr^*q*|(hF!66o(nm>_-c-{whUFuBYy}&5z%@w;2FtHtSKgE6XOclpB{f_Y(OpC^#r!zp`hT(a5!%0|BAYL$b&`bSB zo4&$PLi7x*0~d9o2$H`YigtvAev5sIRdl6nxtD3DM7eTPRWt(`0 z!0mvnPY8EErX)!%UdBDFGAz^-gwOLRr+Ecv3K?(1h{d*Ue*b%ip=F!jC>1&kwkUG! zAv@p97oo^#d|xII}kA*4)7NnGP05sT;! z=Iqt47x&7-?R(Gy_>TiQOUHk|mWgB-6kbgYmrCLwa1E?aREgxY4T^h^+=%gjR%f$Z z=;te1=4JT|^;e%%wi@y_r-MGKv0;81i6h*MO14(y(L=KyoUAa9h>P?8`t|G1SYI;V zhngDx=$M%Fq9U9RA3i`J@Vh(~<32+}Ny!UEI+~H5js_W+o(=(*4o*%PrKR}mW5pOYrN5Bn zri41~o809U6?(%ta&sBFNd~t$P1P{x>F=8En*H|rk{&gXO(%Lx;(e^@jY$}+a-LDh z6UOZtH4qy;GwnHiiKl!dHzd8E+(uO!eJaY;1CM@8vO~hAQ%45+qu8%V5pdS;P2`67 zaGQ_*%F9i~^1kd7*oH9?HD`ziKjGr?ot@PYyuR4~lAqsFZaVzLaZTmt$VjLr(EzR8 zgWzYsq-&+|I3}cmpDFWR8X!xB^Q8u;{L9*q^&`5?Sxh4hOqLlB)7b)PcPAL5nYsGk zOqa@ZYnRSywU)k*%--(lvGMfuWMX21Kzib#=$@XWG_ya4hd(4dHU8LG{N>9XAt51X zW0B(Ga|Y8UIao%Q{GN2lOL>uZ?_%gy*r!u?li9Ae3a=6w#fKQk6Q?3MlUf_Prr|W< z@2Dc})C!)FN|CcjVjPiu7fZ(zOaEjnQViCXo16PfUY@9TV_h?^-2)kirjb~@3N~5E zCxcL@v#!V>4;HC`dY@mda~8YK)`w#ug!eL5xE3ESQJ=fqt&3UFG^P8^EcN3wrJJo5?r8416vBh;cl)bFb-sUxPE@+d#oW5^9}2 z_f)%+CD{^7Syz|FE7C(*nNYPz>;Bal!gA_uh^Vti`4~I+q-RM&QiC5oF3UIm&eW~kmyzMna7IJ^1~&Qz7kIR9SG9XV(BU)=3Eovi zGzWp_tqk9W^{_VAA1xV?t6!1Qgi?Eg{=S?By_S_TMn*mHdUkepvU+;yr(@oiYWrKY z+llltvGL%*C~In(-@bi21lk@F7M5u3wV#xemDQ^9`gMZH^=bcH+Wt5^JmF25(Vrjh z^Ga`-6=yXywe!6MrQJb4{Ic`j#)NS8kZ~M(J#zTyOFIgguuz8xE)t3T`CyL34;Z+K z-QC?gV_rKSXySX5o>9OHj%JM&T%*emAHzf;JNEPJE@!{a$c$TY>#?ww_e|BK1tfONU0yUbcaWpzV+FWR` z2LGb2=89_@IY{y>GhHv7^_@x0N*ff;jDHg3s%%~1<@3h=?3?WH2+ay>o9MX`rl$3) zn&}ehQx!IL*W$FK{OQ!_5Z)MS85oHWW1t;$=cw>3lKoU@EhA-Y5lK6^>}1kqt1%zl zJwu~ke`D~aKu0%Pq?P!CZ+`V@OqlXwXiYcg33DHq3qe0QP+)L(Njl%qgL7tCW+a*D z6>ZuZCR(^@O7p{`hyug3HG=5aY^8r&HL7o#W~Nm0$`DaV2zK8Q6=IITZ1Y|vGSFbK z=b8UG#1jTPe~0Lg!Th#s$^85*SUfUyMee&TjdSnigU<1Ko#cv%t;BG?uGagwZx(+0 z#0lTEWzh4F|28G9p3gvS<*m#-_ipP=s&mbO?_O>^^p?O1Rb z&y@B)lrcfQDT-SM$3z1mZ~h50kbzJboj$x{#ywxHxP4jV+Lcnoi&9)%+-0M*qr`UM z<;HA1g`uJ0c$qOSkJa=YNY!di(kmsU_h1iCyKmRKEJjE`AizGhgnM7WS=CD**d(k? zA8>^OOowwOF4R>eYr@q(1okbfZ{MtR-Rf}TPC8G(lowG~;nbcf9rVC&Svt)$YZ^4vl*fO%APNz+5t3TmfVBLeB2)Rj~8K?HD{Gjkb5xMKk z7@gK?P#fPCm_Td0w?eS%pl??3+ z*_K?XFLc^iAL=p^zTlx@F>PddO|E|s{Ij3kkToZ~Yn3XRn@fiZ+%2VsOILsVnm;su zVKOY!m&FU#)ZvNm^VR;&j#WYAr{btU(FL-?)2=PA0lZAzZ>MF-cH=LYY{)T~LZKb= zveHNpNr^E_5ipb`^!?~!B}HeV@*-9hJ&-AGe~ekpkwEsII4(Wv$wr&rvqaU(lGIgDpqBD<|ewQBX zkGo!$@gZL38up2v?e=7bG=H}jJa(UrvZQEKo4icEV^S^M^9wY9ZZs;VDB*mM^M=LRGM zI$olOE-fPib>7l)aBvvEJM-A`gE3wg$Ef=(VYX|ww#`VID|lu+`D%V;DISz7;<#KQZ+h2j;K&`Ge!*cOWb4>n}t_(I9WzL+-Dv*QzHU9vr+~ z>PeXM)>KjPO-)Vx^&#v9ym{E;`Wc4zwn?)3NqtOzzWt*B#E8p9K-L}$huNf80llgm zJguECc(@^0I>+5hzN-JJTu0;uqx)i)K1bsPCqF+wDv~VJtkl20x`bZ|6Jb3h!lFNX zN7(?W_nUqTeSNq0}TVzac*P}0iemOixYtwf!EV!a!Q^;Daio1MKQPoL+!C%m!E_(q2jSFVHUOQ1Lp z!^(q6)rHnioVq-z+k+-%7;>)I1KdZZb#Dn^=Vz`lX$M30u?7)k#{Kj4$Ftbi*V?sC z>0iHM9UdN&xaB*|%{qBx|_?(@&Sxh1BwUd=25c=KG%yWfD6Vk)J&#{XMV{+g` zKU>9y4Sqzd`SNrcbD1QQMGA=$o9d))Ph$O$Ol+@zuooNG5eY}SOiqsV=U-%zy1#o4 zqSKRk(#8PuqUzh&r0lIh#4IHqr*;<8Rrs~e+b`d|xqq}V@gbDr*$s$Q%_>85boA%) za-!o|cMfXTMf@LWO~P`7H;PZWBlh_fZ@Gq)%UW^EBa~7G%ru(PHwaXa2YVi49>S*N z$L~8e$-@o#`FK_?3JN{TT!m#y0Swaaghy1Dn3%Y;zS`Na-;z0gtttX?#~h)+3Hx%~ z%Y!Iv@`+bSHV! z$~P>AUJi%dl=w5h4e|5I9{L{m%@Utn$hhp@>TDW?N{{>vO%+a|O=SM>Lp{+Uo`=%8 z*U;*YoYHNjrQt~q?ojU4B?op@S=JQFd^Qnur~WsE3%6Wl`X|K9z|p$PZ^ZbnB9#nJ zAMXj&%>L zcUPjexr$UKgA&@}8Y5GDCp0{yb7`JbcXVJ{9sMdjQmBE;eOfTDsUCT0HEM@On^a;c zh1Ivy>CA(TC3n0$c~PG?;NtjTLMp!S7O~uAQ+nR3c{)~iI{O0d!#P>J#gny=Jcts1 zJ5T$figjU`>%-^6e9_Vcb)8~LD+yEtgTCc;L2X96(HnGqP7e!BIkWPZj`k7==`=YB zt)@JAWA?S1$s)||dVKobs#IUmXEZzXvmvk5%v~N&s<~R>Xngx!R&37q7s>^BSp2qT zwL%XgW2HXE@}g;rm*yDDzjBLAu$iJxQsP6>hu{0e2N+ju&!3- z-@L69q!t`pupzFAtRB+B&!4=K6dpq*$@1w!Ujz;jl_BPbR->N0BCPbaPurMN%*~=d zBflqwUWEvBGni_VnM6d@WGy7KPFco%fz3zTQOV^J3nWKq14D zb7>|zo?**UTC8UC5ZfA!ws7|pzPO$Ra+sd*0Ce;-@Leq~M z9zb1(Tw{7%Ncd6o-QCTJu=aw~G6a-kPahbVlpaOAz`lU|^rt(~&h zc)8LXFmbtr?2#aSnQ`^zgF18@g#SjP;i=rU$cv=x&i3H32Bk@4VCL!Ju;SD!>Ewvy z_}TNF=J@ezg&$DG%O9FOw zZXAYoK$y9fA*-j{N(J$B9pr_LW`f&v6@`xi)Dvjdv}-*dom?ja|6MAu;? zyTRjlEfnRrmdyKzl&t(1TZ$pk;>?dQbNs?2$)rPlk8hDZD8*iPk`_)UhrNgsO3Gjn zqLvpVctk!QR!K(R1q+VS(MyeFGzftroY7wG0N89`c6O_)pI<~U=+gQS?&3g%ob|eM ztSy2KKqVYtfcWd!UXwfb;1;KbCwE1aR0*o}kQh`7NpM(&+v#injc{9AH_Gz}!}pCD zx8u>w1*>X!wMHKh(dFAf2K1V9rJDX+@m`tWHgeq zFKYW;J-4|Mx!`EhqwCe$BS?>neZu;?qw7m`)xf8M3btsIL@hjVtUaxTRwjhQB*Q43 z>VmHpiyYtcg^Y%FKGG)pSC5vMUDcb6nNvgHrqWCrk%(B{Kz+=4EZUCw@gY-+Lbb`K zf$fx^P1&Cl5rL+>{DuLsu_RiKBd?j**u-DF_^@g7Gh#<&8pc=Zb)?Lf0Usq`RAk)} zF8IwIt#m6Pm#*$B>y&8^TH?|TSadzFn4wQZ1ir_*CQ{7a{%IJsP!MCP%MFQe>Iy0n ze8rb~it#m{_ldBfwB1ILI>X=y8~uP-T3VvUl9Iw?uU;gWcAByrueQ(KEC~qU#6ps$ z@h>scX8e-$au&)CzvXdzWp(vC$Z1==*&ja^Q&0$R18^Z{+*9b}ahx#89;SXOEiG19 z8Qem#%V8<+ZtD%jGUa?003FpUJjzfSA3ith%few7$+R60FcQ3323`2pKFtdlwnc0UwXT88pZ=oWq{){dGhh`xtz@T zms(74hJ=K?-JGoWQc#e*gG}ak!~zp#zV5ra^4e9CAcLP}bzpRcE4q0=;0Iz~cT@Ns zyU*X=+yV>NQA{Nq5tL_cCh}zG%y$0FZbyI zT%u|z(frk$H-Tvvi;NJTC`N_(n)RX=rl!mdXCuY)7pMEG3zYZoe+O@Ne{*=hG4N<> zYm0wsjI-36MC!#o1aOR3YHI!fk_1qko{i0bS;&hQFRBhlHEj<^)G{+NZeZY0;t?+F zE_6VxXX|#Z+3OFKEGE8*%X)>s!b6}mo(B>4DJh9a zGokHwadDF_Emz9eqMk7I|dCIoc-uK@^Z^r|7?D}xY6n{3rp`rnQ^Zl zHmR(oW#Q_^M)~YVj)s#AK9`-(c?AV`z1dV{`-RU7-ZXer->0JD1`pr~h!@LA76vmV zdQ0IQJ%?ku)>jwHBL0n6OG(y=)%MGYVDS?O8Rg?6BMF`g3Q|fYCu|+84ln)s{s912 zSL=;eKLF&M@C@lO>_!vTn!HN2BxenE&XG5};(7_z&AQYlH!E4leY7V{1PLPE#MR;4 zBrqr$Jj503gWjQRnZmY_krBgK);Ib`TQlaW1?qZWp~c&bWe)-+U0tjBJkQFZOY^Pe zb#>D(O~9ZZKYo<8wJinTfNI}S3d*1AedW6E$Kmmv>=8@D)|QpBii!aWNdxQ9143b0 z8JXbthLgo8g~ST;v5(gm!)aGPFTj^19sJ0skV^UVG=O-x#&NypXmcvlOLqXuKYi<> z-|Oh&0@mOkARxt|#{=vNAbO&-#f9^SA(E%6s-kZt>6R+oluvyH1D6sQ9Am zTG$SvKLK;vlk^PN)zuXRMi;y(vzaiAd&tO$0eST&fuc6w^;{M}e&_Jo#gRL*ci<`+_#-y+x_TrKNd*WVWM@++ndd zm2rP6F>xlmBaBMD-i;gb#!?;Ny4&8@=T#SbKNMfR@?loa`CL<@A*);P^=q>XN4@X6 zcW53v-!WXas+R{wM(DrZqbk*3`zhv3wqLuzVk71h;E=yTL`TyH6eTyg~k2is0r zR_Y-eJgcs+&f8j-ZM?j7bf{GeHT)0=p2g+m%*skq$iUPT$}*Yn5)%`r1BL)lDpZhP zqng&@5)%Gj$k0AlSKlAgacA4x-$#3{;^BU@@g3m5fz#7k9`l50O})>MAz(yt72Ue! zRCk-5U!ohxMjGW@d2w(azVJA-2Ic+B^=+5Uqz;+{D3*aE^($7>>iby35%;vmelNrz z6g?vT>2OOOIFWq^rd?@1Ta?nf;51eN8wBOzx(PYiX~8XZKekd)QTg?e!m0_FAq>d# zzo@+_eFLyenYFbPx$-H^VN?Po23-V#S0@Yl^XNYRH#sf={zAz8r%&vcWKl>aq{Mk! zrzcfNQzZnl(@Ln|TM4;=M~wU(ryDjps*2i$PuhK_UMcBboFlJsASdg(*FhpzyWv%r zM^oYz>5o)pLFPP;u%rlqnpj%4MKdcmPu=Q9yJ_PPy%`OWc^AVAfPT_nA zV9EzR8f&}ZylC?Y3>A)i3wM=HrJO?hL3W(6@E-~fT*r=fDqrX z6qV_M{C3%2!qQ(1cHOie84#ckf_*@Q9yN}HpL==Zog>#Osj%=b(feg+X@mR#BdbWF zsg)WmvHhieeoqUqxq~7*b#z1F0;ZiDD3br%I6YsK&BBI@j$PCP#Cb!)Z@2e4A^H|6B+kz;I*}Mi^VrI2on(zK_GyGdI#P^o+~Ke8ucaL zziPL9S)65~50Sblg|euC$&08>PHJdf;0gxcxQp;nheE^ zyuXFL^Xmg{nEMkQhQQ<|n|b-@I@u}yVoNZ1oI&uGiFok-(>m5~GskyY9;~^x`q^2R zP+dk?)b8=V%DM9=OlNWdu|8O)N~)L5$?rY?=9o-^gZ~1&g0#~e=VK}13~vP(*;O^g z&-tfDyeHe|AGi+kAkKGEGf9KDP$xgMY#;80gxT_oEc{hkMCPW^>zr3DID0p49*xir zdOh!wLTG1GW2`RY1C7X@8>V4lpz6z%{0|Xom|0fE^X%__Nm(095FmB3*^|dmy{z(piLR;xhZ9CXLOw%2&^L

}J@tf@hA4S^W2TIiP3&qTtkfMeD;^<{)TB_u%Od7vY;ZMr|odg{w^;Rnci4H2Y0ZEEng za+!v)&Mt;#$YiAeT55jGT>#y?!~Ai%oLztCeJj>)|+~ z-5kIFNU1m5Yw4GXh`{K!O!?a~ZsSkFYEs8<*oT%PN=a6;+NA6{`-q}n(_)kaM*5fQ zciw+XKLStdaXI2=tgm`K9Q5e6j^z)8c%%Y3G$;WsG!-xW5TN(d zmSosdJiJOB^DwXxl1}%Rlgx|jM=zG1HA36To*H&X?;yj&!aiQtf#ha?NQT4j+Nvv( zeyQL4YTs7`xs8yjOjB?WZabgg=_@tx$~|{q2yF}uW7BC%H9Mz|)FgYPr{f{ zTRTMtm(|rxOAv4_a@}ns?I79#oHYow@52c=etGXFA>+X+C~Iq5vNvAXUB5qm&cCeu z32w=Wy-?aPcJv-rcNBDZP8i5C(*`N5X8tBe|NBZsvfpy6fnZ%L`izfjIZw8Y?SL*Q zO<}4+>g>`0M{24fvYPuH!6QQ!5yOwo&0>(}{}%W8SGFJjkymhB)T2NN@2Qy?s;lFO z(LzoCqa!Df-9LIZcE!sTVbI5zqzTWgZ=;{s4n2NzNv%0wp;qUf!RR(C`n6QTz2QB> zpcPA?$9N_K0pdb|tKa@OMtzyqo{K(6$QRc2^Sg|gos@6Zkuw7kfVX6NGH&2&I~;Ai zsRMxi+;t-`xF8`;Z)l(ft{CD2Jad6oH38(6u5P&H6yiJC2M~S9CUD*YuhDtjL;;MO ze4`9yPuLytg=U9a7G?-j*7k7-BKq`0dfP5Lg~_a;V%;r=`Vls}4Gmjl4Rl92^>Yui$+)d@{4`Me22^#i}vI zKwfzHl*-FvNl4$HjG-@=$6J%%qC1qQ*Z2TMlL~ZrQMdmXs*86?FZHvQsoWI zZ0)jYfMb6o5%#My;*raK@3UQiA@oChK-vo5o~=g(oT)hwUyJx`@9>=e5t*g z(u0Ny4Cx_;ESTohuNWtBmM^^JZsibd(Ru=zTzqkn^rDvvGo6J(2+`(r6v-n+#Qs9E z1F2N0mjvzU#7ms;ijtDWHIImeI6@8|s4c%{(~Ra;J@1le-zpvJJl*@#&}pDJa6@33 z_M)%B)ILPH{=yIa%|7&q24odqOlvUMJM;YmWxr&kxKFtFMM=^+4=ykB-QNz{g`NI* ziKB2(zvD#|n|IOU(r;x`nNGT3^U0o{jZ~juQgrXCT8}swZ;`Ffp|i$;Fs4w9KLuv! zKH{8_|J|cgdX1nuF{66mu72~UPG4zz3Z*9&;iX=YR}&T_;$5uN<75&9DaA1J7Kd>6 z#~t)KbzbFqpX_U7tMC@;@+8h^Z@LDT(R^c{F(|g>wEo+vs1|0Y1NpfD?fdvASpw<$ z-t2hIktTIIsT8713cb~d)@xl>9$22S zkq0oTDTT3e(P87*qv+{C6En5YLU3FDNwU}Z zgu?HelipF)w95_MbeH3wL?Z9Q7Y^~4w;$0+n?~haL2RUvP=iAwb=`MaB4|a7DVIBHYu8;prBdqcX zgIorwi3Q1tmevFR0t*=7WVJoxXu%tF2#Q5dbz95Z8QZSgm-iKW$f{9(2jG%G9#=uO z+Irz8VSy(lwZJk;yG;{&2BGvHBb2|_6&AIzg39Tvt+tygsYRlPV0_=Sxew64DNI$9 z6@QAZ*?I6fqeE9yq?CTPIi4#}=W}Vb58Qn>VDZ-%b`@YI0LrDPtsUCl{u1&Wh~u!Z zfPDU`QO|Q-WE*W&ZY~CRLU*sH{w4@FX&l~j;XWs4geA@ruf0CM?VA5#)be_WjlI9^ zQKfEhp>9&z-wA~C5m8z$XT*vr{kWk~x3E3d<}Vv(B2qD=^V;lW(vVKbCaQ=z;okDi*vSc6zuNyK*D3ylQ6G=HV0WK=zOcD)5=x@8$_qqK3}@tS^Xw7A$_}pvYTP3uNOu-kkv|MZX1jJ?kaM! zLB4VNIIiJ~Urn@^%!FUr{daw-Lcu7G`{LSpbJFkY*T+A{#xnErFd+j#DI3G0b_24u zzFulM#X|-kn4Am(Seb9-r12xu{1d{6#FF<*htP$6JodePt+&W**=%NiSmfD~9}KC> zZYUdA!OP_*^{WFmYW; z{n+;AfxXp2r0|izrCry^>A&V7^S>lrn2o9I!^t$%#MkAAl8N(&{Hn{#Y>yMdfVBGY zWD|#b*pc3hcljeG7canJzKWXG3A9H&m1c{!e3h!!(+VKm?T$)9fio{ zmTy!(j3m;~^``fvbPSi!aN?J&7fW7|N6Xt4C=a{TIO8y6(0SLdq$MX4mc~-(b!j1@ zT5(x(Bkdl`IBd{{HLTZZ%H)1pdFyJ9;j+&WOKVGJ=E>2~i_wL#NdSVv|<-<>CDWm$IxXECc5n+T5uFqKtz++96=ZJy4sspqkqy2O6Zo%l0>N zZyt8Ob}IHF#b{mOD$H`9+2%UH3|-d1o5og{)NO=iMdUzVJX+=JW?n=K2vgP+8A1Gd zz6$c8cbInE<0%h-gg#j*%;Koz`8@gKeE-Xk)vfkBk?nzUUo}^`57cOBSGkt%(MsRzx5K*0xEd&P zh-TYIYy^47xNG37J|1t9RZG$G(ZKnhWEJ()fr@fgWO<;ifnceA)E?cK z0jZD$iG0NIc4ggcaO^WTIJG^qC+(pAn31>5HhBPo<j@8 z+2bB%RQa$WP+CII-@oYA?*oV+DwYLm$-)jXP!Gg~e_kf2#PW^I39HQdLPEf+zVfL@ z{}#xwX@lNMEMES;-pj4D1@TF9DPNl}VOca|^_F+Ow^pq*8z-uEBVww!ZM3)-S40jO zIKe!f%^HHL_Xz%B4^q@C%&FHyQJ#$+9tRH41oYA4l4$C{?>^ZWI!x!hF&sDNLsuh@7*r_fSlks0~|X&)rZL7@>z zdw$~y507cBmd|dntwZ|<736JE7>tO^R6w_j<{>A2A6h(+;_ zE=QF0Cn4d7x{uqyy6Q|wqM?d{geil64|0FV`111Q%bh}NPi)}RdEE|}QeEaTDTUmA zI;k%{Iv(yyxi(`7%Cf8Em>QuNN@e^M(rK)?Guym~g0S&jUm#h7+D(Bk2H1_Xw6skZ zecUg^lvNABCoKKNVbM_bt_0tE6^3wXhYpM>`Y_j^0481!a!(^TS{j<0n;U@mdv?-- zgMtQzhv86K+KirsjR!WfB~6S!8UHrkdN%q*!H|Sx=S|i>!V8f~A7EUXU4JL?f^3-h`cV7^KJDc=JLrX8h_6H7c;X5>0;}+Fd_WBwH*QO^;gQy z-hLu)4VB*p-2K~RonZoFo_Q~}%u2Zw}jo6-AWh5|ELoBlDltP2Ziq zjH38|@RjdepT5JOZgOrs*RBI}R6M`qV-)TjJUHQaeR&K&-TTe!v_Td|$@e}e2$=_BUguND44`tA2&4S|v|sQ8KwLCo?tfMaMF7)WpGdIk)VcJGg#)1vP`vyC zJR=MY*l^lwt#4pJSEAn4hDZMe=wLP`D}F@B#U%~rDu4nO6a&x9!BI(>Kn0L3BLMUn z0Vu?%Er{62!QrQDn(&NPmCbiDcu#(DgBf74&G@7R{*9zRN(lx`s+^)?#Cmk(FJIVF~S;2eRv)KG!`2ZWky#Qr#TfBuNPgj>AkgV z+lX@-8@+qRvO*Wg_j`ea!@6O|kAn=p*p^2xB6PYKWdxKtb0XIVxgy-CYM!?8+*psL zuwmQF!?C14xh+@zd3Wi*)@+1nJnT>jbhdt_F{@d&IK@0n;Ed?F2CMklsK#^vFbKZ?l1MW0J68k zBi#2WbuMCXAl?H?O~ym z1OUWdKzX+@EzJf~E30`As2D?u;88ZF`^S&A zirg3O!oX7?K=C;AKHR2X==d|xN+Hi@kDGOii;E=yKM(l~(pVO?qH^L4?xbhdFP)vA z0SDy=PV`%FHeD`uJ8V%i!Sy~t_t~(d_%(l20@PUZC%X#}pL+LWec&WE1g>pPf5&B3 zR1nj6?4X4}=Z^HQ@3W|S=K+HKpY?hKvx$-u`HhV<03?C<;EG(}p(N$v;(k^8(lS@P z?nkV%KoYfcjjS*y1+JkrbYXI@mry|ve^wZ`GfCOBTLI`%kZ2GP>geuvh+N?Vqf}dU z4(kUz}LI3p{l zK1!mz{}G?-n)mhgbttMv?}fZP4oc#2eT2M9+8p>s0)&^Zm6e}vU50@$k`-voOD#c} z@`5@mAn%n`1%OHvK*=^ZTJ;n^q>07RryIDP>EOj=dj z0;3%lpw$9!v;}zU(kSX4RW1!;Y>l9hfPfWvUo+?3__Tlk6G|W?A)Z#7OnFZYu}V$} zm$7qsj0Z}&`tI$xhD62^X}XGb7_IfK0qncX{j^NX26~Zyi%>AGaib^#Q*2V zi{m&xowsv8gWDo~uz$c{(Rcp-p@3Lhy#$c=d}liVpOG{aCwA)g@f`t7Hq{&kdlPm` z(2$sf95%a9Ukkgk>noMe_3&RN$5)I63T)G16{50%2YabG?#|qyYA~E-%34rNZPv#P zs>i{(l1^&P;2ovYR!$eq@;hh4jg+D+4w$#?EA97s%;=FONSXn}2T>OjB!P^jOkvzo zX|c53h~(W9mJXRxW_SB7oJIq|@<~F^pt46k7~?A*}_o zB4=zO=wRuVUk%wrkYr3R*DZNuGpo{ONG5-O^->zN{N0@_fWvG{FSb8ICQZ%QloeRc zSe^S6F{Ke;m$u($jH*aOK^H(Z$_>V`qTjal5=$)gVLbEibl#by{5eDTR8H+Kw{B>9 zD<2_^T$JN8`Ppybpc8ZQDR>I#!9)n^gOX@~6y~P~gWRUV?81dF*TNU^hEJS)^7J^& zA8Mj`WIry=phxpAQx0;yagMS}Rkk^yJO0@wu*^3a<*>y^e9mf`V?8SVSTcb!m%u+- zR9l*Y;l=(InsjosJsnlT&V44nEyn68@;I(pGoo#eIrVLhd!8`<ZSqSi2<@Qw%tDbdzQ?<1#>qtcU3cGd3EQ7&_(yEejh}5dan{vWWJCV zs0nv2a5XikQ_^>iA}5{5bf#li&$!1lgcvnTb*O^J9YJyeP2xY*n1;N0jG&i#XgmKy zGjt>1`0mZFh1g*Uy!V}CkNTf7Z>|W>mM&#S>`DjD$eC#wL_9R#YB;xwN=hZ5 z;H#g_x@0o5v2mk*^Vu%}iDUfWpyIyBRmb%c;F~x>CIH32rM`QeJEy$- z=f!#BwYykjEvUZQJaKM3efD%+qCXKZj%*hdpmz4ZxyQ{k1vua4rME^{sJXK#*AaRs zR3=w;l}UXfVN{7Ua$Gx&Dsp^_Ita)&f+o0_U;hFLIF%W^SD3ISTyAG^+3y9RnvG zco1?pJIMu*T4kdG6Topp!F$81m9zj-#>`DL`r%e{1!gHId8ntTX3ymONVC(sjzC3= z9%U!FpH91d6!*mOv#l~{$MxJTLdDIrBC=ARg1_3ZGNqO*O2VNN0xB^>PbdGMXkRe^ zhN3i#D4pzNxhcvMfa`38DJ&f14_8^B?BTXSsld$6}6P$P6~ox z(Ag+}GMO@vk1eqMlDN`bJr(Wd6B)Gkv*=ig?S#g-MM#)wJ-;~p{PXJh_oy*fJJLb|qwK#&0qBtb_R;`lW@2Rx zIXyJ_Cnx(XJ}Pa>bADLx0b>ohMJcDj&j10-#KMAV1gfKM zTvHC-^wf;pwEdJ(=Gi9z7rNVAExA9>o6SD!(Yl%s;f*!m3%k<{P-=fh)UE2(c7`YG zQwU4Iixw6Z#&a41+5oErNYFuajtzn^AjWDf(ym2)l0>6-*XlU1|7h_cRUko zdmv`=N{N&tQt!N~?5#9X+j)k2tNQW(Kqi4+rM_c5S&ms;e?&exIavaBvCUwboJATg zUDVT2j=WCXW!j^d4X#027rG7uzDt*%RA`4td;42) zC6o+VombgMMhS1?YR0r4oqn>+>c?QH>F#TY)Q)8PIUy2ot4>@&aQ7w%18wJ;Z#g(S zFQmF}eFuW&QlLfzg_-*OsX}vs%Ky&XN`TcqSw=ly>&8o-S+8@;Y0u*sgs{AdDAG7t zj?if}DoPSjY$wp@4KViksMPZ+>9ygmBRr3E^g4qU0;f zwKhv7Q5x^#?WpnVx&Y>t{uqmN>Io4#YVX9jf!* zHee*#Aqx0h)H=~HL_sIzr=7t?q=?XABVPY%OS@f)^Hr$gpxVT?J!#QoB}vI(vPG4O z{M;wjo|7qJ+4ZYH@q066jwO~qbCp><#(4eKt$P3Qij!O}ht1ti`2^kHc!o?!iYJ*|Tp!)Dm6&;zFuj4|Si7tt z9&)wWOTl7>vx!{>zAeO0^`6s*6x4{d0T*FYf>yp5wziPX!u_s0Yi}e4y_u7I|GWP1 zZvjOMA&3jKr}sQ098dCQBE8vdN(cU>&-$8R!VBg27x$rmyiX=QZ|uEyW_<1{TX!)b znv$8oMdBW68TE#1Nht5Vl?;a$P58BX;^YT-so*#FyNWk1G#n4@xz!d%gg7d5Z_#V2 zE?#aZ=v-Tfga^j`U+tZFI91*M_m2iDQW;aGbc}@vnU%;CN*O{<9ByRDka=jJGRr&< z8E+{ZQ_7TiCZur4OoMqkhJ)v`>+YVvzu)uxo`0S{9@pi%T&{E0K4_gd@oe!pK! zMnW%V{K($A4tpNFW9wciX_tjf(Tt#UTV_SO`2+5eqqk#k8swId;zF~{i$w8eZ+59; zZBGXUT3z&QjvUmYIW4o8R6iI1<-L$WtdC#-=1}5D`J=wJ4s6X>qK7si|7J1Eoxmg+ zJx9H(dBkWv^MN+S#k`M)_crFr#)U=Ugw)O}@mV{x@)|O|2hO__Tnv zu3JCm0w|uVj0PMwm88}N>`W@%d%~&Z)bIe)+2v?GYI2ib;ONMs8s$X64%6NDRpSx=QcE7gc!lE;oFgz4zHwTA=d2g@T z5{UzmGY)ae7|VC>qoR|VRN@2S-3N<r8_*cY@9Il;e92S zN1wy$;j3N5H`OBw`3om6h}%L$Z`NGG*e%~7sK-<$A}k_Ij7=u(tbqk%7=#tGYINys$zn`7OeFa^7~l;jq(aE#uSv`gBwLzpGUjP2S{%!4WYMLw?c%QXlCJC) z%PnL))b;43c?s(%Gu>B z@VO(ZeOE=KyQM`Y3gs{rWqhpNLm3{K$eVwGr>_#{STc19y|2Kp#_fa$Ei}t$R=mMI z`Negl3ADXhukH&K(+B9!_Rc2O$8hncoM2(?vELeUHH$yY3C-{%cimv!zY(u)N`fKR+tMFfXJ=S4bR6zv&xST^ zibQO`pf9N^X?FLFvSNFd5Az+wM--i|c>1bP-Dhk?505RM8A_s<@i1g7mX6C1F`;DT z9#7&8@6=Elhz%{DsgjPU{aj0N-d)212_FtN_l(NTJqeg5yRbTReHLHXV=8Q^Jvn-! zPC~{qc)hds+pA)7E_|g7Emd$q+~cD~N@%kAsxq2AQmO2|BPJR?mj`^e^|_m*L!5=x z)`aV(Yx^Pd|68M$-K?8;cnDVg(%Yf*pV1AMs(hS0d!_HCbavgLZpzZ|)9`KRjVW185}zvK`>Zij zgmaaiuGJ!8T^aSYcg}L-)M!iv?T_-J0UX1J1Uu=E{50IEe;G<-VXgz(84mDe-Pt~# zTl$r9^~VitA=gPyMmLKAKjJF)$ftwoK~1iJqDT@EC|o=X(?G9yE70)Wx=-29j3_aU!Xa; zDzX@e(Ys$%PA!zrG;nA*)NwBCF`2iRP=%ISjid6D8D1Y>W#i4t49CpY(OI`+?WYLk zuP?|*pcCaLQ5x3I>@N$ED!q27+HyZah;&u5`pQfIu}PY|(OE>jkeFsjk=$yyW65sk zD=ZMIMWbNHsc24+R$ab-#(d`Zw<5dHu+(s0T{fdZdhVAVoUT@3FQ3p;iNTWjaUJ@% z16}Rx*XUmxk2YH{&@iN^1re$!%Wc5PC_+5buT}k6J*t^;KsG5Iedmeo9l|kYrn*0Z?)6QyPNbr49uLuv6SGu#Xe~iyQ!hIrel?u{jIv+iF7p( z6?KgQ2RII%uM^At@_}DCWpNj`Srk-9GAX)%i~37+r-B*i$TcgqULVZ9-oO1=RID-s>LOWg{r~ zdQIUP{tY&Qv2-#;=OPK)dT*w3jgF=NiTc#@N6-~yAK~8gHi(cgyB#XzA6AsJq9pYKc&A9*GcpKBG$c# zoMlt;F1`;Ey!R6mnOoz<&Jw47xO#M;P{d`=zF2YlnE!V@ZC0C6@Lwb{?QtKUuBuav zpAgYXIjP{?fUD7c7oOd?`yHr%7077QH$gJ8x2hiQMNEqj zi?ZD&x=i=tc0=8*xQ30b*~}evYcx93$LC>#WJHXeCE58eElo{THHTyZOj;rhjg9wM ze9VzIF`4k*nS7sh4T1*??1_+b71mZOtbNX|b|1GPuku27bdPbZD`XS1D`mJs7sI{B z61nQX9^%E__NBh{!ZYNsMe#Vd>W|<}^XcCW^s;|#;%=Str_Q?r4B0Zj|Nq(x8phd7 zfEpq{f2CnI*@K2tz$9D!`-{JSj{nfer`^9}ICKBd&vqqhIL;1;Ar767`t}E*;;|5x zMBIb2ff7EV03a(l?aB>Js84^gOJh0yN7R+!{(z4EpA2@#(*JI-OP=6*0HG43j$E?w zHTx=rlAzw;6R-p&Sa8%Etlfj!J2w<8*#xyvYdyK1k05&r`j+9!*B())+4$ayjdvFh zA@q=lh=|^N6LOT8hXY6(KrOkbsj0bUfipV$x8x3USfV4 zb?_xuo76q20Nhm*a#Fztl%vAJ!eprW9+I3#RcsEOypDl_?+hB*8IZrBUhOlT{hx%Z%cY+{nlv*vXILuI!3m!` zmkLZBs1ci4TGno?e6#Yt%-kKB8J$|zAUVN1$u)OI;c7EQ2pPD(EG9dW?tqBa2FpGq z3=1oSGPnxAKu9n$wG@`^EvIkf*G> z{seE&_?|g6gxYsTNl7ofG-&-zq3GbB5~pWB{CncGv0~$25~n>mAh`;`MIDi8@UsGW z8v(0btqd0QTK?0e^M^}Ub!t95^1ls}wp=w>PMC8it6Zz&KV#liXDxH)46De8D_q`? zT1|QL<`@KqQ1|~9Ns2o$3TjGYTU#BJ(*r^C9fJ!a4kzvupV})#M1Wq18ZY8TDkq~5 z&XYzg^pI(~1+bc5b8_hVw6lRq38sI;Tenb%dH_povAYfqzLwewFM5Ca0|-jySmmV1 zKfcyFd@ZV~U5Q=)njP&y1WP2$t*woxWIyq5deIL`&<(%Yl#vlbU^v~{+E@|2`}wf+ zQcOnx{xQdic11+~?^c%y%!TOa*tVMTi+|IqdX~{9{AVazDg1q%vywY9dd2Q6xQn^3tMwY~ANaulF;C#@^D97ATl z`q1imcu0XLMT(_>cL*Tq6Ol_@Dk_OaL5pNd;RLu;b&T@9KSNqcpc`G$*SD0QU`u)7 z2qRP3=4@$k&0${{cN?XFnt=>;jvxs>!EAxg%29OgUB&`34o+heL!an<=FU!l$!21z zhp3F?Z3!A=_(>5E)n-2j=d9;%(asQ2WQ;^qQxMoO68}AT%zH-_6g(tGrKLqzQ5ohV zc*tLM&NfHc8Z1`Xh{re8={nZdC1>V}k5BDu$Y9r(vpxTFO44erNdF&Jf`83O`f?TI z^)53{Js+>%m6+fEd$hFX+5?|PtN+Vzq}sGwDtD>bYuy(x6R68zK~B)>9ynLZIv5OQ zZAJdOzxm(G%Z(ziGApXxpVx~%u&aYF<=(r(YE?P(1uhy{E}F&ZDd9gMK%y`&o?7eX z&{_C~`8u` zw&z%n)P-RsP;A`s&=lJnGk9*U0bIb_X~=^f#?W5i;sUwR=iWxdyCiNC}ZQ7Fl^VXraf00lXEu~HH+yT#g5vH9^J>msk@ z;hy*JlgrDcUMAUkI@2JMB}kGu{2QU#=wB~yoR+&ALXWl0Fv35jFPu<2xNzGiq^t&~ z!<^_4o^M77P{D6Z1aZ`lfRUHx{1qp8+U3mNC}4DDSS3WOSlRGG6KcF{`0%kZrg&2m@+%>$VHbGChnxK-+1Ep7ZXFXml|3NgxX8d{zX@0`+N&{ znhzW!-_IfAC;v5#?}L^y8(hgpm!=}cn+Ue0QzRN=d+Iy>^m3 z+elwMXRMUV^{%jGtSV26m1bHir^AB>KKW5$nUUAWgO4W-+7EV zg;l`YV|tnIcHOvH#8etr$ZJn+t1g~a%gn1(ijBy3yI8|ZO+BchEQglQ-y7TZaybO2 z7B0bVy%SXD>i}Z!Rq`=P^ChWs+~msWV4~ms>s^wcdzD4Ia)_nu`4M``RkL)wN)4_P zfiq-z<|QUZDQ-%>K52?Y=L@d(vTsOuwHJighZ#>fs=WZ+SB|c^YwEei)OBMPw>|5! z{ksiA4Nr|IV)h3WN9b*&cwtk}3Dc41E7{LJ%k#+g>%OGBL2|?->NvG}S3Flqc!(N|r!`**n_UGyP|3-LrzS8{mZCQ|tU}%7$mu77$+GjcC zF53l8#xHtpDOM97?A$q(ySk(=3i@L-jMUMT+=s@x7w2W!loPed^DodjhO(?4aJF}g z@s{m7V%7R8hODb;Ok)y7Be`j+L01X`2`Gw!lNSF|0f_&>d(Dq>dlGEY?g;zC30hik zP~4*MMgPK$;{@&d$wHm0^RvRGK%dae33oM9J=emd5l-$`Q7-JdEV#})DKlk?tI^6a zyRXcDUkmzJA|tc=dJCrh_?2-Y#u_rEt&IA|KSJT_7qiaS|8~Qf0fl)D^&C{Lx+0AJyD*$yAvv4{Zn?Y zvS%D8br`{e8)~xYuJ#_r^|ktYh1jhqW!$sk)9E?{@Y&Kmgqz~3aO-{-mr<|8wcbMm7Szmi^? zU|?kS+4FW==W9f4;41mA%*!U;k=rmAOQMgOGJ*pyK%guwJ~(a2kyEo!+9-8MuGE!p z!b%jKG<}4x<&o?O2qtxS8bCM-ve$q#_1gBNJP_`Iwm!F%vi70yjG;=(%nL&SZyyeh zEy)VBDV50k$n=Qs?LB&5ai&vNHe(>?{I($p|Np5P8s)WXZ-*mWgtG(3;{M94;=tNR z`}ebL#<_)@{7^H!%Jgl_I9gHcpnt5v#L1u?>h5>+1L$^5MY>fA!~f|>8jj}o)5Sls zO?jxCrrW=}v5b?beE8*2Cv`ilR4XNEJOwp(l&U;$!;UYzeRdVty$gR>^gUu^%wpr7 zT1w)1bpd}P4Sv5dSYLDT@O&R^0e5Lcm>mQGwgv*52v8aIR`uMVH*ky)1{AoK>P`kr z?m__|;+Q9Kj0FpY5}mwTB+Tyf7cR$%v`sb~h+ie?^iR=hIbeS!jE6txHrXS+$uj!y zA8pX1bA1UcJ!+4suj}gvfHmUQr!p5Pk&ry?&%WYYR-Y2d*felE55nN?_HJYqD{Ch( zlh-`kdI~$dxLuGmVsjd&@@;o2i*agolC-VmYuxH-8P?vZ#<67WFS*g zi8J%1ekVmoPfwo;bW&t$TaDQSm^eatHXN%DG&3`M3lkI1?WLr#*Hei#J6n}I^k5oe zM2P$Y_jb0NXNo>@5Z7bDgKn&Z=7%Uy9pEcSPTXqh`NWS}kBB2ClG&e*R9J0&%tdnS zRkM6fwX1FV`LP;HqQ1cD==0)??6nJ>`Q2XHL(_f#U5svIs{F80ZFcOZg1!vj@kf88 z#^%}YtwqEMwR>?(#ScDpJ;wRX^I&l-=>n@?)!hwJ%#_{Lac>pZokcsl#wIuSznUG< zJ3QCfvItbQ}j^A^1R|TR#67#mfR|>ZdShXqvPdY=v~V7YSj(YC<`1? zVgg`&fe@kq0#FZfKdg?n1@0v^XJ1)=b1hWXHE1!8Wl5y6|M~`F*t&NahdtdThKArO zm5uue+{D|aU+R)Cs>FMC3i+-GYN;mS>82vm|5(F?deS~Wj&V}XS`^nd+3cNbC~M0V zi7;S2oAmT!zWw!-x9bAVN-TM2_u|D$*M&zGv4)K;It3n!%pI@_T7aJSXlDn6`zxB7 z5z9ztsn(z1Rh7@&)U=&TI=;H%VAEtIeIggfd6hN3iu}H5*lKd9N-^fk$M9OELu$ni z-(bp0U%4i)Z{H>ij=2*+%z6NY7|t!8>&=qIb{UWL)6J!yWqrOY(@5x~A5z+Mu!#+# zHDRf^#HZ5d%I;mSU11*3M;>cXmmb10ll>*y+^vTQMhWu=vMPyY7}bW$-91cf%JKD* zGDr9uG%Ncrb@$E{HLeGRX~WhV@r4+&DD$moL2^?y8m_=FM}90NPm}9{n-B-Ts@^AP zfcY$2ep|5Kq~)TW{)F3G{zbb1f`vi4ZH025S9vJc1p{<^a_9^CN(Jm<*InA`;ME>c z+YfhJeYkAfUzgAEd)%&1H4_?_<;PMOUDd3~A?3Gu5KClp5@Ms`Nbnw`7)9-h*=H7Q zvv$Fb&B-i|ab2}W;3NbJrbJ}t9VCrHgbc*3sN}ZijRp?68UQK#b@bhkk9c2iWzG?s z!@+I-O;L~KX5R^l9Z)Xj6M<|KL1#7|4_lxd3Rdu>!MEnJARtg&MK~VqLma6q$sH-N zXs$~mH@z&k|7R2E7bij_3NHsaYktF8lBcX01=d83U#^CUI}%@cSuIFcp|Of>7r1|+ z*(${ZzJ%?eH@w2jR~H{o7la9F6(1DTrAj$yfF5C`dadoDrGj}^$TdoEPRZi+c{m>L z20f>KzLAT$!o%~uZLfc|U}SRrb$;vACAapm@oIM3b?zeHjMq1wHf$Z==?ucm&Cm?- zwQBZVT%`yVq$6Xnb6yxOVx@8^Ub&%KdWk4465IcfOR@bm0Y<7}ygH+7dz#YKhLOAE zD*J^7E=5`MQ3!U(^KB~{2mvPE9|@_X!ty|R=d89#@Kb^MUdo3LwPD->@PS3;4zhm@ zq-Oz-$wMvXa;KxyU+)yGXvFp3sf6-+XpK$1KUz?;s&kqFe@S|3090UvHcur@R+Lzf zRsV8giIgETY-z64lMaa;dD~Y87QeS66031KiPPU6p&v$C)zUD2In{7%(~<{&!fHn7 z-QA=UM{dGNN!q%urZJWLfk_qGF$p*zsKz-pkk~b}lDm!xQyc|{ulNZPyQ6i=$AN6%K_(KIX`X#w> zxaj&>6RL(52IVZ&1dr6ty z8gCydXLbw^Ig&W5X8E92&Qd~{q5((hby5cW?y#jz`iRTH5~9#hQ|;G0rUKHY)eCx7 z&rMQxr_ouw!;*9yOz|({QR`Y4)Adt}gSPNK*f@e^aaP8Fde%rtdYVg202^719ChH# zgQoQ@IFqB4?Zx!RLw$P;B_@qIOo};dph>*db0xtBA^2zwA)ncD{le~g21TZHPsX!% zij4L~MjJ0u@qm*kfUlT7xrBx zQ#7Y`Q}wcE!zsr+t^G#US@H41fmemn4F2KRxPADBaG!d+%G^y@s3w+cd<%_Ng8A6~ zp--M%UrhZ_d7dWt8)lIkd`rkM14o2D#?L463bDVuN~N-kaC_GGO=Ka|dsVp>bjXFa8K$)lV^30wGrb2Qnyq~0JclWKYkh?uL`mYD z)NQExwykR9@ZIUWPemJ!zm3*mSG`n-UTVZ1&)z~`4q{U+A&2 z{@hFuXP@nL*&I85A*7SqzS^b8kjbIT8bWo_Mxb56x{^+>QbcB;0ql@6=K_#hILwsu zt5;}$xL{P7vJVtS4nAzZHH%J=E53(6Y~}XGd&Y;_mS0>nOo^NP;Q47|zVt&1e4cfF znqAfV&UjuuEy!n%qcUNel7#Iv&P;j?HdVZmxaw=*8&w$1vd(8erG?_uhJ`JsQM?`h z)9FnWjC1yz@S_Q$Q61cG7oR`0VX-&z1pCE2|2@~^2#Q2*Hn{BVaAA6_KSlWK-%x7? zz^eMbyOqE*i0yGi{uanf9JoUt4p%C1@Z{$wjce79x|n)KywSeY-{wDaLHh7%ujqqd z>~Cy_>-DG8J1+T?-*43Eer9;O_>mPh>ZRo5_;%yXi)s|1_Sq8JN^zxf^@O$tiNmt{ z^zKB_rpCP|jw5)sZ`-LJm-Unbg_*!w^P5T;d*ECfTHS}u+^0Ln`IFPuX~~UIiBS%l z5TQg&2({Z690#H|lH=={50>BpCl3-LMzO zXp;|}eW6oc=}^QB4Ib%)n-YY3gEJ#U_bJ0)+Ap3=Ap6*NjAdYqy5UsH_(Y~goUaF-5aKi%EL*v}C$)Jkc$q-7+c9SNoR2}Y$WwQox*{fTquwo{oZKjFnDog`#fNGrFe96Vt#qbJG6clP24xkS2s?dq`heZ2`sU|Slf}$ig z8zg<2T@Ft`JhS>F^v)CBdD|*1GVzOn-8;0~n~h{zm$pw&5kv`h6gF>!VDPS+L;(S~ z=}vzqH*N4ojDjo3@Kb9`-mk{u&$la8YCr{SZKHoHt?jJB*!>aNlJ=~=i~*Qev?W|Z11?c^P(|VOnr}&kt1x4_DPLJPdby8D0Xr) zVTsv_FeJ7!ctuYn=htB3x?H$RS|v}kMos2B)BB(^4&U4E*zui8y2p&lgG3zaZLsHZ zYV^)y^>Cog1=DMbPRL}#5QI8u*W?VcX=h3lDjrmO>`mM&c%-iy#9&0g29X6K zUGUERF;)cm-Z>L~|Z zqaG^Gw>n!X>{`6GyWSYFGxcU7FKZBC2(}Vr#(Nu$sNVRIiIn^6K8h~ZAhi`=RE&<) zfvWQvtx7XrO_lijIXX&Yt62-bAFn~=nU3?J-&x3IyMEV=Ar}E_pQ${X5m{u`jYKTf zJr}7_ZxLC2(BUIuKtQ0yh{WC!;%N!m`O;KJLsTWv1Z9Wi1xYAg%pPK0W%Cx{|Jcnf zGIbB6XpW>O{#P)af#fXCLQ(>OrHj291VEfCkPh_ z38h1I_&b$>5S|;wH82-2-R?y`j-Q|3d=h)Z#!o<-w$I-=FkTb;9&FB4vcPs&4Zx4J z8E-rSBvKH`|3l0%1h=}pJp8e8TNuWZ1*jU`g0n2)IDNQJd&qh0AaV6or99vvkyNH> zq6;Zld5fbR%YUzX;fyT)&V$46i=kj zIF+q$-`+y33c{Aai)9&x z0>?#d?Wjgahg!dvKT``y;UXMNNdE2O6G|k%M?JW+m4RG4i=5@K3`u$+xORKs25y0q zgG6V+6rKvhSVIs~0h7k{4#_17Akka_Qk+D%cNu__A^CS6VEDz>gMM3^gy8i}P}8q) z8FRn!|0lEftTlPEx9G`)zh)S@ag>0(ggtu@x;&T(0s)vCgg4@ZbGa9}XP~dpAiW+= z`5BkRae<+e={HkD7>|Eh0Ks?+q4-Af>e+lrj|y5Zwfu_hU$nd;G^t!^-fS;oqF0$* z3pposeaAi%M69(LeoF!(t|0){Q18C;JY`!tN&Z9b(LaFpyl4=p>@ReS4gkj=#AOB0 zp;5`eEQa!i$VE9AYN5N?z$1+Wg=D}%X7}+ws{!XDr+ifxNTR!85=MaCWFQ1d_4@Ve zwOUT;2XS{Q7~qJ0y%nxdc^U>ZIKZA|GSm|M78mV)2)I9yqnufRN;&^z6$hQV@GjES zD@8ziLsc)4oXVc&J6q$$KXZqBtxHBoiBJGT{oGN9F15@ILO!2oXY1h^l!tAg1bfGx zV43ZbMjdeb|0@INet?cC@LB(!iX0scSpJSG?$~{p;oIL(#hON#z4t4jo1*SlLO)&u zu&56__--1PiW}8wf%5%lydHa5Ut+t&F%uWkru}kMFED)wTOe>;G;30>(?C5P|_G8XrD$gUFbH0c_!ZD5*&=Giu% z1L1zbA0q_i?q7iY3($P2`lDhqu0X_&VL1CsbbLJHHNa(WuV8kBf3ZaNIE))2W^i+J z3&22xz#$8efd{-#O(=vRAppj!z}K+NKx;vV^eK4cqNO@WRj>VcCP~<;8>J+#CYK|7>*4 len(self.fit_data) else self.fit_data - self.clusters.append(data[idx]) - - self.data = data - self.fit_data = data[self.fit_data] - - def draw(self, title): - fig = plt.figure(figsize=(8, 8)) - ax = fig.add_subplot(1, 1, 1) - for cluster in self.clusters: - ax.scatter(cluster[:, 0], cluster[:, 1], s=0.1) - fig.savefig(title) - plt.close() diff --git a/qdx/__init__.py b/qdx/__init__.py index 8554d2d..9497f96 100644 --- a/qdx/__init__.py +++ b/qdx/__init__.py @@ -1,2 +1 @@ from .Bind import Bind -from .BindFilter import BindFilter diff --git a/qdx/utils.py b/qdx/utils.py new file mode 100644 index 0000000..dd4564e --- /dev/null +++ b/qdx/utils.py @@ -0,0 +1,38 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn.mixture import GaussianMixture + +def file_filter(file): + filter_data = [] + fit_data = np.array([]) + + data = np.loadtxt(file, dtype=np.uint16) + + model = GaussianMixture(n_components=2) + model.fit(data) + + ny = model.predict(data) + for i in np.unique(ny): + idx = np.where(ny == i)[0] + fit_data = idx if len(idx) > len(fit_data) else fit_data + filter_data.append(data[idx]) + + return filter_data, data[fit_data] + +def draw_filter(data, title): + fig = plt.figure(figsize=(8, 8)) + ax = fig.add_subplot(1, 1, 1) + for cluster in data: + ax.scatter(cluster[:, 0], cluster[:, 1], s=0.1) + fig.savefig(title, facecolor='w', transparent=False) + plt.close() + +def get_hist(data, delta=1, maxN=50): + step = delta + edge = np.arange(data.min(), data.max() + 1, step) + count, _ = np.histogram(data, bins=edge) + while count.max() <= maxN: + step += delta + edge = np.arange(data.min(), data.max() + 1, step) + count, _ = np.histogram(data, bins=edge) + return count, (edge[1:] + edge[:-1]) / 2