From 94b88125136cc0a5fe47ddbfccb1beb119771ed7 Mon Sep 17 00:00:00 2001 From: wenruifan Date: Tue, 15 Jul 2025 13:51:08 +0100 Subject: [PATCH 1/5] Update cancer notebook and add links in intro.md. --- .../extend-reading/extension-tasks.md | 7 + .../images/mogonet-pykale-api.png | Bin 505163 -> 295916 bytes .../tutorial-cancer.ipynb | 353 +----------------- workshop/intro.md | 14 +- 4 files changed, 33 insertions(+), 341 deletions(-) diff --git a/tutorials/multiomics-cancer-classification/extend-reading/extension-tasks.md b/tutorials/multiomics-cancer-classification/extend-reading/extension-tasks.md index e062875..50b38e9 100644 --- a/tutorials/multiomics-cancer-classification/extend-reading/extension-tasks.md +++ b/tutorials/multiomics-cancer-classification/extend-reading/extension-tasks.md @@ -3,7 +3,14 @@ Users can try to set the `cfg.DATASET.NUM_MODALITIES=1` to try only using single mRNA experission for prediction and compare its results with the ones using all three modalities. ## Task 2 - Try another dataset +To demonstrate the generalizability of the model, we also provide a dataset for Alzheimer's Disease, [**ROSMAP**](https://www.synapse.org/Synapse:syn3219045) [1,2] +Besides, we also provide a configuration file for **ROSMAP**, named [`configs/ROSMAP.yaml`](https://github.com/pykale/embc-mmai25/blob/main/tutorials/multiomics-cancer-classification/configs/ROSMAP.yaml). + To try ROSMAP dataset, replace `"experiments/BRCA.yaml"` with `"experiments/ROSMAP.yaml"` in the following line under Configuration section and run the pipeline again. ```python cfg.merge_from_file("experiments/BRCA.yaml") ``` +## Reference +[1] Bennett, D. A., Buchman, A. S., Boyle, P. A., Barnes, L. L., Wilson, R. S., & Schneider, J. A. (2018). Religious orders study and rush memory and aging project. Journal of Alzheimer’s disease, 64(s1), S161-S189. + +[2] De Jager, P.L.; Ma, Y.; McCabe, C.; Xu, J.; Vardarajan, B.N.; Felsky, D.; Klein, H.U.; White, C.C.; Peters, M.A.; Lodgson, B.; et al. (2018). A multi-omic atlas of the human frontal cortex for aging and Alzheimer’s disease research. Scientific Data 5, 1-13 diff --git a/tutorials/multiomics-cancer-classification/images/mogonet-pykale-api.png b/tutorials/multiomics-cancer-classification/images/mogonet-pykale-api.png index 7e2e257385b5cf377f791d70f9bf6134eef48eac..411bfedbd07b56949e2bffc9cd57860bc362477c 100644 GIT binary patch literal 295916 zcma&O1zeQd_CJh(G6={J0!oK;O3Tn74Fb{)(%nNh1JWTOjZ)IxHKZUVHFS4}bi9M- zoO{o?zx#gfANI`bnb|zgj+NiF7NPItB`}`8e2Rd8fFUI*ri6g-qzVB6i5~C-{z=D8 z)&l(Hk)x7?2tvsq(H8tops~7?iJTk)J-iPD+(0qJ1~{1@TTON7V2`v?fqj|l(O zS9(PI=NLo;1c*5T@}FZg;ja%r3GfH}um5~S%6#?fJXCr>&FKJGzt4iI{L6VFCZ6`AKH-ulR*W*{I{STKv8OlAqAqBC%@) z8|$bHPW(TH`w7csGOhTB@7$S)TM$mSvdf(}yr;eT>yCfi_m5{Cti`#j6+%^~YUzG4 zA!M;dFtGRQ@L9%<#nch4w(&<_KnT1EX#zgfFv$(n-ts-~S4!M!{Qc=4-~H>k%>eLW z`e#Sch~dMud6<#?Go7`iRkQwnyZ_(*Fb3k3j_qj6?DT6jr)GH>arj)|P2U$wAHDbN zEQh~PC3s=SN_^;SWa7VEgjEccb=|44sUmoDM5R(pUlPa@o@qQW4x<#!?y?B{J>9lw z%Ec_l#H+Oay!2OHhzBoNteO5igMVL<)d>}xf0rY`6QLme@F^=RD(&iG8;JSar~kI* ze=YuxPMbF(c9j$T!;h(&}Y4G3c|F3UZGf^dnUk*bgKK&Px{6Eu(&dhQAU+ejOwn8}3nVgxJ zQS>zb=NSIWG=ya~{vVbU(&kG|CTuB0N}?kFzqeIP$UkB5|199YY_#7aIU)ZEUjfj! z)c<|7A->2=X-NNLPk*lv>9a3#@gpzrd*1)U>HlR`sG4t3{wJlt2Rz|;gsO>jb(rt) z|1t+S!9M$+)CwN}C)g>Z2ABV_0d1Mohb#&@)nl)ByM^ZfD!OoyQipA3S&KqtMm#B+ z3H_6?|0{v$o8g!Zm0d$z(8k|j0sWkCdV9-qByg*yXJ!)JUL|~Or0CQ8^HANz7f15w zt$y{RR3!0T&v|3=UEKX@t9a^h)q_%_abdGyGSxmqq+Y1-U$%fX9+h#Zw^x0H6ys)4 zS&eBY%He%5Af#=W#!gJw(&r@cnHPFbY0&w+M``mR6fNP?C+Bys92_0@W*vvBc^%i2 z2#p79Stn*^trl+gUH5*K`go~(4?nwG^SRsbDJm}?(LHaN)Nna#ha@-?a@$n7Hmwk= zzJDLzuv2z*2NAq!pD5L{CB0}v307$wSH~jwiG1vUX``!a6U3tbCi++g({o+f+dSyr zSPASYD&qy;{e8D`&1`K*x2?*fhhdCW45!V&?j*&Bf`c!pwZL$DThLv!sqQ z?7(ue1Y^f!Fx9-#^`K@W-D6N*;PL|@zx%1d`PTQ3+uIf%+XZ>hllhCI73+>*j2h=1 zRjnp)`P#}*Vti^TW`1K-Ew*^V z{2I8ZLFY$ADI^gs^+IY9*Sp1^=qGqKCv| zH`>dlVT+o9iK)7urS&G$nLtS3I3|jq8^5!BiFx%V`$&E zl0YmjEC>kTvm{wtu`zlY!61tv72d0UNj}?*zBqzIr{2Q`uO)x^ln%VJcv>N<6x7JGY==Y`jJu zgShNI@Q>w^=^zVuZu^u-^&E}!)PkXe1M!CiNyM=p8IXSr+ zqn>A4EuL*(^A&}po1xKxl^|sr3 z?P#5?#wk#<2<)0dF?5|q#LpsZJv&I;R%3uKH_8ZUipe_3`N4@yS`$+V>Ie5XL-*+Y zu^2*uPp?YvuS%l@ukTLt1TpIQuQtDszo#&`iyi&UX$d_$yqrI8F+B`JwXN{EO!PtR zPQBi5WMSSorUW!_Hj zvQO=qIm3=2N!1#hrKO;o9u`n*I~Mivl-i3!TZZ0@`VdVY&1GLI<|DW zL;ar0g2GP6N9T6OQ`MGgYAHm{FNWTQ$OZ<<<0SxVbbozQ({OWhGbI6`+^%!Cq7Hd+ za&o5iyOB_>l9E3wU^l-$+aqV>$Z*?tU;CuyUyHl+n1P;Nod|n~#j2kjNTO9>KK@Nb z_*7c=S>Z+a2?GJ=C+aM`pyGJsv6=18l|S$9y%cj+6pMF7E^TR@38P&VLnk18tLERI_H7a5eqv?JYFtu>Ew=ms$JJb3& zVOKQy`wklw7BdPZ&gI>}!p(s2&KCb|p5QHAIG>-LcrS4u1^H`e08r>Fcor5JI2=42 z6atWlM4O4Gxq)0KeRvf6*Y*gJ;5cwo8FpA-e?Qs~`fSt+ zS0JAE{q+JVce$2L{VT9Z&yjRkSXjqxiv5>{IGg5QsvajP3$t5YV)KE7A1L^bI&oaa zRn&r_0|I5loIdlp+JNzvUqri)7K9EDgCs_lf;Ungqv0VNd>kGQjQ8HrT6mdWXf`_8 za#jtTI262F5!`LqDM4FXlUGx+B z)p~z^Uz4ck%`1DdF;ttV>rMxnDblWg9TEf*E%!d#oyzi#nS8kB^!=6IJ;ULeMtG#W zeKv{H%~Enyd&;N@CobUqI5??9fzN}jRVPTT#2W{bWDyAiXQ|y6o3`hKSK@q7h8~1T$kba0w{@=`A94IR1g#kjL&v zh7!P&n91gS=kF>aGO&6ojK>=of3No-#n z`E|7k%wP#(X-SdkVp=d1gcBk^e|F_h?-QDzPc32S+iQS762?k&gzzUi1T%)$ETgxgX7 zG@#pjDTJs1yS1cO!w`Rd{1ltiGGPf*KlLrXgC_PSKDIMk3ut*jq!Y~kO9#Ttp-l(h zi!-y`p*gn==>ZQ~FH;y9xI?$#0Pf3d^CghebYeBdOX6$W2`8=0;dmUS``ld`XdGj{ z3_w}Ne?mb0}{u z{mjYYem(Pw#vLVdQ{giQ9f8B)dbSQ5+u39nz8(>C10$v2#jM9cvq4;K^PY8kFHXfaDEPTQ^O{&(9mWQ;6+q(e!;2QlyKaJDwY;PhIWad|Yc?y0l zuiBbZ2Zch^NAnaglUItxql7`9V@GX$uC*w4$wHsegHAf%wS(18(6RVd%ZTTd0LqF0 z=|P5H?7FLpK2i+131OxexrR708WDeyvT_2w>)rbEA zi5^*novX`+Xady1$D?>}C}Iq0p>=8N|6!0Lg&_?`DuTTuHJU4j#-GEcPxkqUpLc00Uem{2bCf-K zOeJj#gGfiusQw5sWF%NDi7+rnt@Ua=OZPPXZIU4$wg~CGUZS>x)P{Rtd!2w))jeiE zRs*$cQgjn+{xp|6=v~MN5ByHBa&mO3?Fb^)&A*u9l9$?c>F$~SdL z6zeJ2!;rd>yBdh1L}VL=Pw(EbWbm8@ln)jN%~m^ZDahC&63ZhAEJ^~-fZy_IFV~|h zFl>KEL!aNu$;nA0&t5rENbT{A#6!d~h>{m%BY&re`G($^J161A`ATwxDMh+YT!xm0 zPxlMc&H<4WGkjegwxi@*xBd73l0kn+B1yqVR+UZ-9jf1f3?c7-NQvbLWkT;>@~yv` z1YBEuAJy|d~$tJW8+gs5=-asc}u`9`p(>-p)9AWjo-O+#(Aw=sY7@+(qdeGZn0E1H}M^n#NRyY_YVBfsTg>!GjAV<<7{hXh3=g5 zgL3LH?wn9Q1G6dOS)OWMdGYsb3D>YCh<{sG+iYN;$KBl@hSHQ^N^zS!7$>%ocP}Yv96jo3e9@EqQxckF^T$FZbDJ7tx!l=cO@!|94HFdy<)dzHWWQ3SdXz9pr+!mY)r>{G&??iqJGSE#O{{2 zKlDa~EpGAiO%X00_3f6$!q@RD+JE9T!zjpQiFdoEf@o*&vPJYs*L3^`ZN;4GRwDWQ z>$)oW(k`$xLu{PCilxIo*{6nJmGs8Zet>C(CbS=NXIzctMaIhklYn4?Z^5o~6uM;Z zM}&_gLyvsRjo8y!{E5;C%VpSa(EO)eTTasSzq|!x50o=AZs=gPV`#CZy(kcTMj7H% z*7gWVi~AW6_H_%^TN9!lZutZJJ@9=`@}p<4^>SBsE&_Q9vEsIFqDdUKfDp5$6vM=p z_0N|61IfRd*zJjcKl1U2etgrCdde7i3AmM$Q!n8AWXaux3KgV z^5k~|o<#3TI#Q*Jdd+2h?09E;L}o^c4}@;mDLJOkEAZD!aWKPdE%jKs^9 z4Lcr3Y&m9JYrosXYN}&(G6vOOZ5IaE10ID9$r5}DiRz2uf2sWL$ECe}yYT9APeN+G zkHww#4|(3T_`!h-MQWOG)%buOHAccmXrjRE7Zfjp>2N&~R@~l}A_+LMwU>2?$Jy5d zYt)CtLxBQ1U7ing6Hv~`iB4gC@a^uq^SJ51l*TD=Q9KCZmd;Ml6AEz;Onz@m)mb!V z8nIa~HUNHUL zt~JYYmeGB0YoTf6hEOi|LEa7I1Ex+&t1^fT%<<@hNSp9%drd!|n%Ws`6;!4`iJ(Z@ z$pT6UffGJ=3meP{tJcnQu{r#v0O=qE9i>BEhl)rXSYC#&j5)1<@^*dzoZ*KPNzi&d zcOa62l{CnIKC7?L^DJs0`5e^OqZ%R9-MIerJRuv0+_-{-2KPb<50x!uFbVL!h=%ln z?HLDMOBh>^jMY?yu`q|&J0p+z4KPYa3GtVhcRn>;E9iG+1|=Z`kIXM9g?A9b1nzNz zGFHP^D!?L+QXs8~Ul27d?U`$IHvWp8OCuwspkj zfXgfg;f~wqM-jLzU+uNl1NAyB;ZwahGC~#+GZGTUb?ffR91MK%ffyefRGLKK5zfl1 z-D}X(6=YqPR7Q+1q~uUv6?gb1(CBNrwpg9y>oRhDhdwH2=WyuL+kbn#j))^WsUEx( zc;^o3pp8J+Ds0uD&zs3#XoYQX)@1EFC1k5n z8YR>H2Re?Eb+DR&<6FBg^5KnPwWE|#px9LF4bypEo7UU2 z#eq(BDBCvDyuxZI1m97N^9}WJdXEQY&B{(`YfEJZ=|NNz{_>s}RN#lHRWpy^JH2@Z z`!h0R{&^)>+EzZGbn{Zo%MG&1A95~v-2P0CMrxiWls-7bd9Qjh*g?O;Jz>NJGy-e~ z=Sj=MeqeQ%<&Dbk&QMMFmkX5{`e5riz$T5%yxy1^hDF7&L*I7XL?IUoym|Ca`A`v?1jCFl=6|p0Vo!4IE3;mb3D`|mG2fh#CHkU1*1$M3Y`zPYk@IOIA z&X{ak=UhUGagQ+&eDA!SFdfIe9*TwBfrig9D}$QR5r_rp6!)*lwhu;o^ihDn0JU6{ zUkV(uWGIzHrcG%d8bOX$PivPYDPOh-m7W7`)xBeNd14_DOo$DtyRcKt)edCzo()l= zs_9C@t=S#&e((+uaVA!vFM6&i#3<$pc#BCc7ppPk<%vztDNqD{A7h9#M% zIVX6XRc2re0h+$rwQjgQF12Z@l4@G~`td_K7ASETE&4T>YpFgcl4~qf7p?#vNrhMg z^ufU^BjRavIDTQK`I}jh+;4`$oR*g^nFNr!Bc)cwXOfmrD28G|qQ?|nGT7GQK%;2m zZE>h*+Q##3047uwn3$FxLZy3r`0k4Y^{?fiaIUsg{PCv;Qj&KeE}pqWx+UQDFf62e zlwT3f)Oxxt`5r|K{SS!D-`h_K-woG!q*#del3T|47Z`8!&#B1sr|DDWm`44b!hUPA zV6!7e1qlDVa>Mp%j|;5Mjr-#Ez=!nBK#Zxwax2~WMQ;BM<(%!LAZQO6QL5zH2#7YbJHR8aIlY$Gz)+=12{^$v5|0F4a*EN z3u;a|U^~+7ZKM)`n@Zx1?&@Xtm__k#0A}cLD#c;d946%AJ)&HJq@)53V{7@8qSU-I zPe01Z7YK&bMUu)o*lL9nNk|ijDD5OP@k_I@DJ3^Z*D2*vGh4}0g;U)iuu&NBY}4D5 z8%oQKdJUgYVvG%TLC`jrunnIFl#?=#Xz}ve?|SbVMH4eG+4RSMb|RO0m3{E1r($P? z3_g-KF756SP1@b1cqbnC%E$A_Q+q%70%% zj!WzrI;!`-#rmYAcMJ&nA)_kWlnM8`6kK)D;kIdb^TD#in*%BuU5nTgS#N41-gL_l z)$avR@qC_luUWjyM~9Es`uVuOn7&e$b>fhg2L$_EbddVH;t}Tp+EY^x4NaxxoiwFO zERWxK;r)db{As6SK1y$oTH{T1rQPj^S=(c`J&_fA3O!$<@|{$)5YcZ>_C2Q~!T=5! z_V{$Z*zM#&2busInGJ#cZiyn{%ftcCz+GKkD8_O+hZj(T<>P*q16=pslyl}c=t^8% z>O`*&KW7g#bu9H_i8J*{KleK{6Iso6q}c0fr*I=OPB)ekTb95VKGlvy% z^d>p`I9)|!Yjd|G{Id;>%{BiKx+F+N1`J5Ne?p;ivy9)m89o?2{Zg#R6|VW)zx%#} zIC+OrU=I@Vn2@UCpj`@Q(lOO@EB^g zF3t%HG zE*v|?6g3rl^SEWt+7@k(68i};HQfP<;Ds=_ClDQAEfK zF^;eu;Ej65_OA&Iaxb1hcyvKD+DupvxCjaPoaULe8Rq#3^57+$qWSebHz7o&ieRQI)y_JE$q%k@;eC1fyt}j3Sej>1B~cd2>Y)P870yM(&EFpgQ0ra5-e`5n4C) z3ZGl|>*S74p)Nm#vFs!5LaLr)@@6+Ixg~i1pg1py)Y9fA+Q6;~UQs-NaE*TXOq%)I zl|q+BR3M%GV)m{^_!EgXGEh+_(M2|(aJ}dKObN-)C_2hL4t>Dk>;A7)|Fm7B1rVEL zuwpTVUj+jshK1`4Knpx#Pf3IVXF5Dk$%Cz@f}`CFxU`x+9lpJS$5L=acG*l=v(b%A zbEpIHyOSw!N!{k*ND%pr2T?G!vxi80CBLphcvui1J~iQrM+Kk=w(pX}0lWoR0i*

3oQH>z{4mo^?ehu2Ds>QCsHSXS-u)_# z;0sU=Eg>5k*3%(+krw5lhd^X|SlGepV@!3nKw#F((&n@2G7`l|eU;@4(Z2HG?m=?(|1gGFwhA zM*nKsr#`WTYe*Z1&+50s6Wb7K-OmKAarlhg)8TA=5Hm-JP9@l2Jt!ePJaBJuO-|}> zicen%M}40-HsRG|*)3mFbQR5%KYN0yXME!7e9i&LdHnUk^;mLg>r2M_&4PQccP$m7 z=aENt^C{7OV9=b?s9eX34t?uu^2w~R;IF!Z70TShu75d7zXj^13}T2zpb6O-Z)h~? z@%okw6p4~0k{ybNW55Au%=!;{_>GBsi3|Cw>czYl_(OS!#v$mk2l^{x`?XNF@mL4G zBw98; zmYgMFA=|``6`sORf83#&94;lfPpb}=0AwZ@_QGL@{+;#@z=tkhrkRZm*OU8Kk##?Z z$$gVlw6qAD4nmfOj&z#coq?6W>i;w&#K?$|_u*Ki(}zM33a#G?v)MQ|&F;y4b6-*( z->2sr(}^XYO$l8lr&_M44~SFev2m>TT%Z>*HC_s7I`=CQ#VrM#&5zyp!%RL+9oJ@< z_<+r8o9i0qD}K&OPG77mchAg!Hn~o`p2%(Xig(@LWjoui%$>GX-K)azARP53s$^&1 z-G02r)j&4+`Sa*}=Q{+hmWi4`uahXt-A{epRrqhd(e?;hN}NZTQq zFUrINdf!<@pbH#I<8I!PQ`Oc6fymH1R0XbgD{CCqq(#S|lu<+QFa$<`0;VXDMa5qz z%D<9Igh;V@_We~Yvj<3YTZg_8YVS%_wsF*R2xb<#s2D0(#~J5p?3({NA~(}h(W#uf z{lTEBlVQTyNqJ6&W+*hRJ@uimW?VBNjBQJ{n3DUmmx-LTor_qIrG>SO z2QPi*$~h{EcOC)wOAPlXIS1O34(qsvsFpDJ)Z2t8+MKN>OLWpEc}t8RVhSiq&s7pR zfa+!X!azn+?~5h7Qp#B}UH6R)AMcma$_am3HGhlXbcD9q<5#^aKlJ@RC|xPND8c!W z&qlxSYVoPCbh&tXK0(X??5nei=Kve0Y;511scBb z(NsQk2n+gJ&-fDi0Pqu*Y<6@@%EqI;0&Z&NcUsw-GyuQ$y{I3kskTi&G!5@{1<9Z)z} z@vihJPmE#&t->Nn1?TA*7&@9Q;Q?Pr(InzOq!Yn5GIQOczqjRb1oym|Od|7M?eY6) z01*q~mRASAZn0AR!%?#$po$4UEvI)kVcXzCB@YW_Gf~2s>FPXVE3K1t{Jk_YC;U4^!t zeS3S|r^BKl8YVFyWt41fQ#)0^oL6Jm^^qgN!EWLNzqM}=v;k^7S&DG!Z)SNRy7ZNO zZSBL9V3SSDK#HP?k9Otcx0hO@eH=@&8;STc*`buX6FoIotW2NGiRF8Z7^jd)TQ+Yu z^`(Ss zytZSfRQEd;h%93>or_khG9DP8h|+H}v}>Q>Cfm1bL)G<#&=~Xr;)+M-ZgrHrR`Av^ zf#FYtpiPK6Gm-%5ax>rN-;Bcw0*tvi`AJNuX<9qFcW{!KMVy78-X_0nwgxcoxK6-G zGv+Map2?r0jG+)FI0pkmZ)o}5~a<8yt*gqSIt!rF0I#^j!ytzWu_ zhJ6WVL*{G>)o&e8`g>_X2ox$6SS;Qqyvi~%GQe_R_2-n7Vt888=g*)0d%J2vG=qYI z3@ARR$;->rDrQe8wpmvHA7S`gDpFwy*?sSmz6bv*X(sxBmi@Fpfr%Z8h#g#3o315u z4#AThgw&x{4N*pG$xryv3dW~J#;5HOmjt{NNw#S{4lUi1Hsg!$Xl1me%9=>dV^Acy z9Hq`3?&e6qpTXJ-UeZ?z<;Y!K`LtynVBUaZOqJ-txF$9H2G3&pw;S&+gn-FlBYBh? z7%gtdOQOM8T3A@A)95lan8p{7`MkLTSOrht5lPA|P|lkU!J>q=DAIz@ zVZGGN9d)b``DlC!SA_GQ5}c5z~*x zg6Bu}K1=$>0B7SmfYU1za!qkeMo`5=xE6|0VXbPS3J`})%(F$R9yUGo?lu`89~Yh# z>HYlLSQ@V1dzQbl2HrZ_fEv9^b&i7;v{HKHTTH$)@)`V;Y_wYvOX0E!j37+5?RrdX zKz^OaMKAsjzW&RIV+C$T1ui++NdId1-FW@tFB^mj~}8#ew4rv3OplYP7V%r zW8)m_`6k|w_knm~Nzzp`A^?$2Iw;m_i7`XsnX-dixfBt)hlrYy_1fB6kh27>X5m$| zPy%Tj7PBTN7tL;@U@2zLI-x7b8b<kyTX7?#Ptmm01*;CC>F$%C2xh$3gaO9&iK<$TA zJ9~d?CDRU8)$;4^ndt`O!U$r%iH~7ne6^UQr+Ip)AFlN)ysJc#OLvR8b2qs5tM4yX zEG%WJW(wsQYfsjrY8iAnnE*OgNjpe+4ve4v+^c`0GQp&N=^>ifmB9;_S$L$$a4(JW zWJL2p-|Ev12t<{2=i#&*Q&=KD+K_Nw31mjY1{S3Nwi)pG*@Nc#F3- zO~>AS>gueL{@*ye&7OLgSW(7s!d^g<-dhMe`mvJ`37(2HJcTPCew?_5DE@d^Pb@7h ztruFngkc|d%x$+fRu2k5*|c1SodC*JGCFrR#RR2$pxJR*K!*1Y-Qc`c|Dfjec(bK; zZy&&rYFX6EKj4N)=La4;~lE0ACu1|vYu zU$qP1FJQdnXyBRn`4js%()bq@ru7Uy^0XJISi5m^Olpb8^Z0Yn*~UiA%>4G-#c1|Tj}a^gn2g4&0ICoRqyhve$@J`Go~A? z^D2lpZDu>*VOP=LK6nRHY23E+`b90fs9WRg9@M@*BUd5LK z&?z3$zDL@XRN$F(Pw*dsa+h(DY4OV+WOHUv{&W6s>X5SWIb4r=?#85`%;$MUMT|yD z+dhcJsF-w96E*|I)-`4>8i&ITyFUtQ>?Mk^Vh=+TU8Wp&&NTzjG%!nNEfNxm-_G|9 ze6Ijyi1aa)kzT^ILgMt!fkAoj-sAcyE)S(p9gia-!ZndesnNIRJ}d9De=80ozt!uP z85urzZYdzQicj(JM4~p+|C9;A%zm`$bKsSTG!eYwPf46kQT3WGyYQ1C=HuI=d)NU9 zD&IrgygKsb=QxIVj@TI<+Xh`NyB+FUKa~4J*Uabdk%2XK^%lQ6v;@A9z1QEaGi*Fg z{kRyaqA_XZDp=n2&Fc>Be7R3}*kOaId!9npK(b|b3d5tLN5YG!L{FfMi^wSQSK@+K zupFr%w1me|6K*EJ=)Jen(>KO4th(zofc%u4O zKu^_qd3n=F^oxw@f405y)$j5nR*p42@cdpW@yHn*}q4`r? z?Z(2Fvop-2Ln+U)7(RZe+BXussVvO&F7k4}e&uN09f;*JLKkP{ehGlD`UDvARFTJS z2yt8%IT+K=ex-XVo!{flfzK?8TB$CRu;oQ6qD8^q79@lTAp5}96<9m*@i_w&H_;qk zu5KgqlmDhJg)zb|6R&FGsENzd6(ah{yh$vB8tu^r1 zI1Jd#lzr)*u$kU)-I47-JMlfLJqBqT$hO{$_6yHk^%XM|LmwCa%+}W8@e0@Ro_^1_ z7x+5mO%0FDxB7?qoig~@*~-wx98q%H%$mVfgN(+P(tk*JR!>y253izus&=66I40VdeD1KYSenvFDW}iSyid}(+@3pmwKvi&CwFAV!H-lZ=OZZ}9 zA1aRa4HBj?B~aa{{#^NVyKiWyHak0;6%W<%IKohER`tYBp)JaRz$5IlLrFMsGATX3 zn|6$j{Y2Gb&aa;deT!Yc>Y_S+Wru0;n7$H8k`@%a(GE2~Dbbv1>fe1qTDa3g(pNSx zlod28F=L6R;Ou8vk>+ezk5;rhYOmXU%kfZ`<9A2V*1X-0LK>eruGgj#`L|PS^QDP~ z>(`^I{5rAXM?M$t+gF6(vy{^!rS4J?c%w%o*{T+hUZMcOFzf?g82Z{R?cq4!kN*j$bxp=qr3WAlzv z+A|f6gIw07k4&b3&laRQ!8#QUx=-~AuKHKA4@ zPi)fjAf`~wTL;?ry<`;d@(ds`qlyY#+Zxe+OHP)kkt!5Ag8K@QNF)ff5kQqbG;aFCvn5j|aFYJaXv?1i*w6vB!rxfN$E zl~p_hmx#0QhrF}mw-Hesu3GA%mhy2D-R4oQgZ%0lQguRv4`4H>HhwKYG3nFJMzn&~ z`Pftff3?d!dnpXl=UzlTBO}F{w9YeKj!4;TG8G=`n^OIaIQ^8>hvPO}aL>^VFE6>W z;?GK}-|!4U9daai&o5MeO;F1syn*Ik7LWN%i>R>bxi(qDKln7V)){=WFNu|ejM16XT#Y9$U*4%RPgGEq8!czQ4~D& z8Z;$mPR<0otSsirUiwN2b(wZa%W5KqLS4(pdl+0$@t~L-O2$e4Dqsz;+z=odk@l$@ ziASs6UwF8$QeN;oKdC}1`I9j7=PD>O4V zFNdQb^Mmlz!bds^|4|@x^;t-vvq-&0tXNXS5$n)^3;7RFfXoXSPM=Ub#P{BQQC{Qe zWk14|`k7=ez#0H;Ce_ufg_oMgdqL~kGck%*OuXU=8(FIsZ!>I^E57Y^LNy7w2ZKtX zo(y#Kl@$0@A3u5$;@44`#14DbJ(OV04k1*->uNIf0Q#LB zNgL}R%QHLwJ?0P3H6tQ^{5rHn#sBtNdUq`sT`MKVx|qa;wYGhw-Pnz&u1LG^*GTo} zO8zSSnlSa`sf3i67b4FLf#KclJO_#0`O(5s2<;!mB->rJL42uvzx87ogto{&W@pl8 zN`IWhzwCR@_O!~>CZg3_fO68-26MU|o7crPW^fsVgmQHLwjs`H8b;ChVdO(0Eeooy zHW-IK6aju7-^@Y~vRq!UqhT?)Kr`cd;L&zNcqVfJ!arnBTN#<%{p~r#g;}pSJzL0++nW!xP7kRgk6@rtPF2L=Ygr)(UMc*T;Uk@Y@B5w;g%ux zlOm?cp*4TQnd-bLRj%rpl5kMJOHN^Z@%ZawP3tDoPdeT$lb1YFdtZ9AE@7UQL*}*q zO)&{u{S}TCd>8@WgN;J90+yY4Y(Aa#CvzU)=htDR^S6RRwD4Kdt@s!Sp`2%1)gD%B zpXbg#Ms-!Yr+HY|x77Q7?EO@`@TK2#w?u2-gKl=i=4vgD%T%c#g0ZjK4KC#misSe} z20QSi%ip$F$lbPLcQ7;$h+CmCJ5z%@zmq%{A6DTq&#u zP*$q1)PFa=(76!-8eeH;iDjC@QFJ}x%o4!=F+54#mVKYZQ3GI&?a%m^|o^Af^e05J5bNQyR1w-bx9)!NJ9cT z-?si_B@>byTisEz+);ePVoy(x@dA+#4z)Mo+bhu1(gKzq*V-=3PrV(Cf>!`c!Rr;H=1S%k&kenY-^^IpJFV5(e6`UiEH$W$8SUQ_~cXb zwn>(uPu})gB%mpT=v+GA+NRoie88N$(_!~5{s*n(u(&vh27Cp_c zJQqYzvMIdJy;`c-AM(4-7;b82nnDo?CV5}la|+KaDw%-6M0X4d(9>S6de)e-+02 zJ;UQ?jnN!SLi^nf*_&_|o6I%rjqK;76BAX_bA>f9G`<=BQ>{pdy^Ok+V-6ENOZ6*9 z>gll*Vs7>yowxRz3b|aX zzEDCwAboH>8FN9j&{6&Ce*pw!Adrm7S%;EoVky}jp&IRRoFmv+rSB_4w^KBCNAO*z z+*?cU&PoaA^bgYLZsLc2c`!p&RZ9dd>eAd3!}QKeW-VL=tGin6XH>E(CCVX8o*O}x zqGnL;R2>6PwU?U6@X8o;`+yyktTkQFBXQ9&NjdH&<8rUzo)0pWsn6fs$P$b%+2|;x zYKEP9-;d=u?jp&U=GFp-h=bPzRCOEgT_$fM6JhDVpC7RuDdf%2>`fxos7Gb@-1Yk%yoLHgaTRW>7o#Qa5ZYJ#8zK zuwMvdbQ28=01+FR{EoI|1s?w8Yi(~(S zpgJZ)HLr2|)FP9ATOC8wgN4pAl7Fv2qybU1M zb1J5-hh+ibJH5@NH7#93S&=7CZHJ%WZzrEka7ehx=?(4wtiw- zcdlwq;8;TIg8=%5J}>H`Z8=!&Yah4Yc+g^Jz4ZAQW)wBG5+!H@FVt{l8C#*$-=Fc+ zE21>4_pKQO|?GaZp>$4npg};uCwL9N@Z~;|1gV+~hT&3vtSmzikVfw)K~> zj42n7u(5@h-=vp_pgC5)u@Y*g6;jRCZ5u6l09_Ih{AF+rS-*7+edm08`Vp$e(L^kj zFEwAwmw|ej9C}``pl5lzex4ZNv3JMGXRRh0`P_6>D>o`pMIB~>e+?5cl_lPpr%O(l zTgOzX=bcE8SyRr1Wc;Yu+OMy6-V^X}b4^Q|NievSqPNkT>{$j4YU zFihQsgpY$+iDnvJuFPMwNH~;Yv%^nhP%J1ZSmT~oJg;qzF@Ll)VmddrkI4#hS?+q? zf&2R1($K!?Zn4XC_fSR|JDzNn2!5r!!@)=`Q<`ztV_xzPOT*N>r<&X@yD*@M-LLI& z@~_&vpfa1e2D>7NZWzQitd5lJ6(pGvUcKx%#Lo@TjzRB-mk3$G5sW1Ps6*#KwdLgW zkL0a${jgud+J6Jp^)IlJmWgS7E?Y*U%-$U^1l&nR2_0wUj0V60zKDWRS}F94wF0 zo#j3-lKAFQg6WdMf0gsUF?pEc&!^#NMzQPzwLAZ~TX*&=3y-oO^@FaB6dFM@n zZIw(c<1ne?t!FeHJe!Ji&L%kp9mcYvn|Vga`0`d``!!HeYcjQ)GblMRiMROvT3?G8a{K? z^+Bs3_|VRJ#Mux)yvY37zxJTYeAGW_e7ro;$XvWszec0lLIpPlW%@LYu1+V047b(*1S_0U+j3vf!wIVQpvx(ALKU0)xtB` zQ#n)-3kt`Um~B!}UBBf0SUZ#OjoP(B#?}vJCVi`&yx8#yo}O{BF+U~Th=kyQ;ICsF zi(EWEJlgWWqX|N|#<2{&;&FkGm`Y4vWF*u0MDE0$AMBf+VO*Q8!Pcko8c!~*&%&bu zKE>@pRV=?4bMIA1#eLkZP&S#i!lX%B-Ad-kv3 zk(ZiKqo;cnqq%i7Mxj{gtZs}MWpQ^zu87(+Ptnl!nob7UL6vZ(HHe6aNSnkhdBwTk ztah+O#IwF7>up{cbJrFL{wQJKL)HENarKo^S$5mnf~0hJOGt-wNh95z4=LT<-J#MQ zg2Y32cej9acX!8kv(I<-e)k!}G5lpP*1Ff6^QyTKg>v+Bl>|N}Y#8WRx^00Ef2!aq zU54)Z5f7wdV`Bry#$`EM+KtU?v&2QfZlQv!&tRjXt!?>61Lmsf6#NUm{5P(AMF}B1 z!{2P8zYq+0;Pu%4TFqYp64O_E4Re3)Cu*;cWYV%2C0_A8F2k?iCA7cPD>tUe;@*@l zE%>$U^RmUUNVLN5k#TIu_GO9NGF8GaSqY@yX8mjVeovglQ^1=k?ktV>*R;=7JS9iL z=hfKKphM*HeNaI2aG*L>hllu8OlQ zV%$8H!8Bj)%ic&igG1HmDnu{l|3va=vsC9EMb@#oJl!>UIOZT9#u$?pOn7PCz&&-7p$B?aegSX#*8XlyH3h5FjM)t!1h9Zm{eawRYh_vJf03u0iIk% z(wZVD7OV;OR8;hzr$xEH2kY}=cwiJ%$M=lsvo?>kxy|#P#!cGmb7{FRabnYJ7y!8; zwr2fsCoDk)J=N0x)T@1gniBHcb?i$8Ntuz~UM1R@A8+Dnb%tynOFLqSy#Ewf)C-MU z@LbR!LiZO|8np)XC*O_q8Jy)6a(tM@zEn-*Sgn7FFO`*X(|Fn(_E15!tuM>3CAXCx zo_tGUT#rYOA0N%HLo#o$fYy!~s^N@^x{Zyj>@z#jp5Ygiv*X43P`!0}GlHPxiwg$= z07%_qiOE4arxO%xSDps(CQ=XlQ7z<(Qf*$;(@Z=jd%wu$y;PFuA-%P=xSY0dl-bXz zU5%hLdXK@72ksowqC2iqHk(gj>rZwyJ(VGIGdSSqTKZYdXUn-}Rx`g8-+SZak_UEX z3Xv+;_HX7fyKmwsmu*(3Dw&6U8gVf!P2;>Y7N{hziQWF#urB0ppsKEpBk;%32jCn# z;YRDC+?CYS-b}Zj`$WIl*dQ-T6tL)zimgdP@py1Kr@L+wkEee&(W%sRcM&@qTWF}B zeYv`#ySbR9eLO5CT8D6d{pMlt#IU-%tzO*KCg0Ms=+oBKzj0yvqYrc5xjfToH|z6C z;zP2|`qPag=k+eO%XF3xrC-0AgOu^k{K^hJ3R%39z068>tN^EHf56BRBpof|ja^c- zkKC1FU+7@SlOw`KY4XJr`f<{!&sT~FzK!EHwZ+BnCeV-1zJFBhq{+Ke`4DZ?Y{oaT z<&&9nE;B`z8_Ml`O*ec>|H*QaLW+cURGADP^%2(WIk4#LAAM{w*(i6-C-QBbdCueCXHK^y8# zZCH+EYQu%e&-(oB`)D#tcb}VvU|%$O`<{KzF8xLSJ1G_o+Exj7Y)~SCdX#@{ed~lz zy+bqq%Z8fekbMy?(|8pD9XOYHSkJL>m5a8j_Ydp& zWh;z`CA+;=5&9o1p9F?)E_hQlHraNVd3wKl!~RPA$;`0dX;sTnoigqMF#4QAMuZR zWfSUrJZt&4yJk*`#XU`2GuS`ZKHML)%L|%uk9IX4aa%7dn{lpOB)eK$)U%?G$WZ}p}<&+}R=W!0f^z5ndQ|H%0P5q3G=LMx_!4yS4*3Soz(+GWilfp!- z`9rx3Vi@94$-64V_A8L{showSGa7iADr%$(o|3z624kEPm&_De zWi_Q78cK)Ytb7|WL~E^DL&fWe{uG3Jg^t#a3bn5)==D?C=0Cv++M`6UiM;2Nvw1h)wp@2df7Lxx+_!ffm3y`Ycpr;4Uyz)608sVd8^g-XVEO0By_@`9P|yd=WCB1KQjL9e-(0ZU zl&aMAQ#d4G$YSWhYl(C@S;9j!;U-QjXP>k~ zI=}E#EN!!lorxNtGfnG~_f!hsTjz1Bx2QA&O0el+8g?~gY>0GU2{Y!GtfAl*v#Bs3 zBA)>iGg0<7YvT{b5OJHGRY3?yEaeBq2W#6QXy}UHx2-V#QYUeu3Sc-~l>0s?qw;aj zQm5Mq?^Y7ST`LnIQ?3;%pOszxVGJT5OvxY+{Y}@e26Z~f)M8o5-{etfJ*Q?=|NIR+ z(-0O+s%atw1LAlO!FGJZ($w};Qpf`WaZ(_8h z9GHg#senxIc1$VUjs>k(Q_>mS_Tw7OF4lWiUqaFUTfU4-3*|v!VMr30sTropQl8T# zevImWf|D=DFn3^v=U3_X_F3rAF+rL;)zrM$=q^JQ6p=~(dg z9Pcvyi8UAYWVNWNYL-S@Vs+KSk{EwB5uS->WVf)ewWgqW* z=yA(+r}OLyn18~Fk`+^DzR8rP@UrW!5&@ag3i|X5FgSRNzq9|yZMY|F z?gqpR33D~~llU%;3BG#K(a}k-lqwqw85nlagfs*&2WAIzVL{Vf7!$NO-pQmWrW=k` zH6ZoXc&xh0%xkO`P;}|1)jGLp)S4}nr3NjxKVUr`Hi6ajxyF!Iq7%)FYwYu+j)s0v zEj(R#jnj3W@iR&_LbUcmla@Cgep{A{65mEoewEc|43(f``UIf6seCPltr=WCQH`fR zQSxRc3k*P~ISEAAHJq$@Ah>YgnSdWT(~0EYnh(LeKf{BFaPsG z&-`W!o=h2@KefyOjpY|t__ax1pQk%i{NzW3aL@67#UkK2agtd7cLZW!@E3VehH%Zm z?cc?j&tlo*&IlF2^fIdHp}N%MkSM zx#4lFQcHjFkM~zv)U66OFYC>z8y$<~(bvxe6O)iwp7#hhU*!*SfO~!wC=}8Uhm$Ms zhQ^>bUE++Fy1*PeFo7rUxm~*U;_K{p-!Pkk*5aI*4;MNY7PkPC2NS;~gxdVW8Z~Dl zq=v{JMcmE26DfocA-Rf=TP(yLZ&9=|k{goTkYckz+b-H_o`Wi8G{bcT4>8GpzH&_7 z-nLPh71=EStkXE9CU89`G@mh5GbP7uKG>-b;)Ub>_EiodUD?~Gny`AcIt-sIx%pzdTTWJu(6crsP< z^>|&5;Dq7$n|4Q1j0OQ`qzWo2sw%2k?nD3$hFF5l-__fq@}ipAKHA}-(MwC+%$Yju z1*63ht6u3vD}9r$i|UKgm0`m8d1L9q*xJh-nTq)P<5_dC4XP_k$zm{(Pxszr!nQp$ zbrfSA8uz1Bc_`tMGUwC~0)ozj1IsvnUoP3%88=ZARfMYD1{(+&gb5!LuUQ=CY%T|z zxP~V|Od%e%#}_*AXh-bUuXOtUm$Mhpr&N-EbYW*nh>H4&hX$QG6j%~rQxv?uCwL~?5) zpnPp5^PGaKmZssC+j}bTp7wo^n zS-!cS0SnJwc9%woj^o#*UA)b>?fd)teHtbA|DWXhKT^03d+IlN;;)nT*B6C)Ky$3U zw9}xjhK1@6@g-Y5VD|bi5KwtPAQ6x(Hb~7BDhlWEzn-!} zX-7sXQ$-W4i=^h7YPFB&t*-^B)ck83tK}`#GBPyMjnp%_{?PVeHGORv)#AS*@zKI?gWr>v=XcssD${;#Ai=M)C@QVq1et?tOz{2y{W7h_ty zNAPy~)cMS(7%cXJz3M!YWP^5n<-s=|F z*4vWiwQkV{feglMBpEF#w1z!$>A|p6MMGp0?}m$(?a6)+=yyS1xjR zyh96hvvV;AREyewK}O>8;7Iblk$HuBc#Bawe95H-MwbznH zuFb_NtX*7OQ2TN#dTytC&QpL%^5c5NcKx(;rT{NpV)fwQ?q-r zS{_TVKbpX7B|Go*H$%ur|DadopD}WN_6X(8Cp?R7-kxXXPy6z|7N?%8j{(0&PklH0 zqB-n0dh*Qj8A2E!PQ(CTSMBxTUy^AE2>;0K_biAP75o|&4gb;DA)-P$ymwF1`r_D88*;s zJf6ufvJ>C{$IgK2PbTN5kOM@k+O*eyudGDvYDSmW=+n?F%<^dhl%p{0(q_1wA)v9s;gJ-DqvnIui*5EvG zry>PXD6_b+C!0&?gyL83fJ|8z*J95r>r9^&Xs~L=BH2$_O|JG!&%3jMJkxT*7Mgnk z=RO1csFUkK%PUQww={=BC3=f8Y~C+O6Q-FXuxTLUqu%&+U0d!wDsbkHGH2^^nU-gg zcio--1yCaGp$bVPBo`MK2arY-X8k+F2zZb>&ZsIZW{M4Lcjn{byxxK}yWIZ1S;eg% zuJ!}*k%h69W!x;!1$y5cxORSDZt1gN>rS77$SwdyXhlhR8_(6iFEd6d))lN%kH5`F zmHouk(u|Gyj-KBC5~}5)Nn)qYVaG%H`?FLrHXl`yR{e_5vOCLSpGKz70Jz+cJVcWbFg}&uRaIgCD?&+mZSWbo3cCk>hERA3TTaQt2-oPw@ z3zDOen|rQi7SyYK+8q4-*;)pUO0If}9>d$KQsi$#_jh&%J`nN^$qC=!QCKw8Rcr`~ zZ{|WqAWP`S>Jtn2%T8;xge-~5>|j-i^q5WM0^YCZUR+-Aw$_jn)Df5$0W}%BL_~m`#n1wLzmj$Hy9s}_uzUGkRP#IY}BPncisre7Y5|B>jWD6oP zOClV$EA&Eikdyzo+97!UzyrOoS4zk`x^CQgcYui3;m|i}O0O2ujVJSMAFZd9#_H=d zzKn#5^Dzo!YZWu-w{c6_Tk4n#Q2iJBfe7I25Pi?%+I8|N5+nsYpbZrX?HGus=&lVq zZ$3NQmy6iI{7ZqT2dCv`Hrbr^gsPDY_o=_`>Ou}Ft-mT+BWX8x0S=`k)si7`a>*R; zB)qn{X$-LOWLTGetER&7;hW8V6n2*pxK!|hO>YBn>}PoL_5n>!&y=vG&1eNq{j6qd zq!K?~O$m6k`~3r^l3JY!PLigzToJ#nvT@1bg_SG$--GIiQri0Io2{tx${MWzSZqBF zd*Oku>S*}7pxg{*!+?Zn285^c=?x9ikH{)QbRTT?`3;72p+W@wfh6vwvZjOL3AU=b zy4ja=l2;ZTx)orm4Ar;^f>1;UFq>>6gxk2Spd3iW{~|Wtcx}Kk0%VAXx*}@%0vW?F zg&(X0f!OEH!GP<)PeflwB96aIE8TTUid^PMW&>*W{?UVk?CVXESFWoD@2z-=BOv#x zS~iUXkAKA%$gG9R>jRt*9y(;lK&ScU0suu5^EdUs%l+LO6GqKaij}G5=EYJO6-wAs zvc-}$2V428vXX_q5LpJS>8>`PXxqrR5M^guT3kn{UAcI)ivq4JtzLhzc zN%)C>#q2KGvs4$LbPhXQD?Vt4d_pK&-Sn*p zcP7$nqPNtv0TJhT{0?tz70|~>G-Mm}DE!N?=Y;X)v!O8H2r*=j$q}<9>f6NSbV zZya!@xI?*T=)E{Cjku1MPj}}W7FW2u)>0|n26FKX^ux8Yi99IHe@&rJCTsG@R()>f z#2@E>5Lin`$BJynD5jhcC3J`kU4M)f-@DH4Wn`{>OmfPPq949t4s-0^YU0%Fnq@bc z?_2iawp}F=OT0L5b6|-m0{8L{wkUyDU`WV@aqf9=I#^q)5=J#|9&v8xQAp+uH zY?>oISAHHuVW%lfoA2Vx%zr~_23Hsx8;Hjia&@AahQ-+#jk#)&+f@<~JFO4rM|$^ zKu}IFKyfLg*jLk-+J9kv%*5l2TqUKXq;$KUQIC!ntH<22qas49wo+A@uKMUy21VL^ z!khBj3kMr}K+~OVx+>K_poW1(wyfmx73;f+zvXDndRkNCyHReJ+ z)|eW5QWbhVL|W!76MVP!X;__H3!%GIkwunqVa$`2XkpP#>p#i5nTrtb%ET?2mqP5%Tik31#xcS6ED-qSJ1~FX=3Ie$T2V{9)7;Pw%{>chq?U z1megM&?jo6?+yhuq5I2&^r6End$jC7;gU1C3n5j>F@^gpvCP-msN?Brr$vIrkirn7 z(536Nj<9p+X0XCEC)aWDh=Bjl-~~SU#}GBlA-W+XrYa+HqX;d`G8$7w!u(YWhpl0% z`9Dg-T9zq4u1F}ep&lq9ngSp1$9-eWdOfnj+m37-x3T%|)&i+AXMsk67T|+Bs{Kdnm++AR|@i|w+lzT|11=L za=w1j^XM3LyYLfs29v8i{9}ns;^Fkx^Lh)zBFXV#C5b%30V+g<6301oXut>R5A>L7 zxQpRk2x4>u>XE>2xNE-QcB=%G`y*A$>apvZFCU|^|XH=nvCjAjR*jILDFbi>~z z!Tw@*b~D>%w<%=Wt&a(RIU&wn&GP8b+QH#^ivSut6 z4pukIWl8)Bp)%bAHZUN~_%KWHmZcpa+1;(fHD8Wn}?=T8v8dH(O$ zfyf2vWHvU}8cO2R5WYCvDgU{6U~KFJgZ{3yr>8+fE&D*S*FC0h`T&lFzfKT+uO=9q zmwDgjY*K=xmn@VJ#KT+^|3HQ?TTfzSCw!(P1K9X?Hf!`-K zy^T%D*m8K1&HDCc97}$rFyw?7=T9`BlorfAQ<|Ge+n;i~T8IX_^P`Jhsdt zf6Bf7Y_Ln`W9u%b8l(5fmsJj>P8~7orj(1V6typ)PqSPjru*Uc$@XB)yn&GMr?pHZ zHXX^=b2KtI6qmUXi6MCG>s|u+LCnS7mv!$RLHmphy;+YiNGxR?o%G6~T=%Bhu??39 zX3VzaJ=WM<4asCUu^ergJl3rj*$5Sm;oq!De z1klQF6+%8Ph)TnaS*AD^aDb@f!IkywbYY_}{+te4QP(d$qwnMuAZav*d;#d~gfN5z zo^Z-k=>>xXa2!mL^cUtKNZ|^`a`Y^l0iju&%3`D_QJP!@ibo6(fn9^nYIO*TxRqO6 z@|k+}hm8;x8c4MGA_pHLbN^0J|A?r;=yb5Tq>Zu7?fj}3G(({5t0LrcY6mcG_`Q+P zz<}QSol@G%nuy!s;~NR5<2cIRmh9P<(Uc9fK-#f8bhh4IX)!~4X|=w-1SCg%0GhhO z=xXQsf4`W(1^MDjel|c6>-T<}N-jMN82HmF(612Bhv>@J0Ig*=EQyx^4E^m6hc-(w z8z|8_>9z4q;+5uH1_guY&v;$a1`t&SYpp=&U#gse3;LyamFKO^rfEoL`l8g4XcjY9 z9k{#6`Bl*f-OgAs7){C&lQCahV8RNAES2KR`!agT6muFTcy41P8Nv%kXU~H<0Pe)Hx z}!eJ`*O7ipp$8I?_fj!DmmYuTGi|LzB6EJZ&`mqsHNtRy|NYqa)> z?m8Tr(8_V5k&d%N>EDZJdU|Px4be=Od97j1x}~zO@HGA}@*Qoj^N)ePk=(!iy6RU@ zo{IJyJmJq4K%v3TuEUpa8Z1!tq?E>we;!^(2dN#<8E*Vkmg`)!ZI6Z}c6)c)_Q)85 zL=fT&EH`PJ;B57t_|c9#lb{c7zSx%{y3(PnXoqw9Isxj35(68>^3UE?7pl$%!DB=v zvjhK#OKnk0F>;dN1>R6`?}uDnGp83oxy|phZTK6EfLap4Z)nPsrJH6pMM@`wXkCY+ zzW(}B53lMxMQ~z=pM@PQjWRAOr$`w=XX%xvnL(SFF>9n`RLR|r9_#)6xEjvBn2*Jy z+sgjY<)m}p&DC07=fQDB8vx6RXevL1OqX~rn!B4yPt^|W7F`a z%Ma0|9FrdsJ@hQ;KgKlB20p&1XlcCj;o?ThLl-&AVs{^4!h(>YFE|j%tN2(>$SYmN z>^XueLx3GC%7VOD$K@rIEkppTqVb-u! zLsynaFEqKsV|rMiZ>TsfqI|TZGwHC-P(+b^sS~Yli23(ebkM}R5!?)#M3b-RBGOA} z5%R*ZaJrqH*OnaWWMqHL$r+9meS@u!wIu*g zFTZsnM37(6ea`?8pX1c;A-k8#jMk24GoP$G^J^aXA zD+dcUmBc!0Un12%O32$C^(%t`)C_h&&zI77;XQG~;03^k-I`_@!GNc}cH{IlDWFaP z-f0vE+m`T%rfuuH^vE<`rgJWRYrPvm#E>PAqeti%o&e1P;VGJK_`>&Yp0NFoXt5?V zSd%9hl{+-$E@~5?!mr>n<9^R?&I~R|Gs(zl$U+Beo!3(spZNv@10uBOHQE;!=~g@W zcpMtEORYC3T5Pa5anwLFV-Eek{iyc+u0uT@R>Mr)kNTz*UwAswWsn@~<#6%Mpkk27 z6}A$&Uh9PlsH5}NHcB;iKXUF^>zk%BYL~oQDW@r`s7`S7Bplx~j%DM$i-i+zk%yWm zmfy#)LXD)dZwUPouFdXfhyFd+sKSX3TsyRNS|(naLLSHDdvIDhgqBmU0yT#jB^fRn zbY%=PFj^?o!(uAsP4^}7-gWq>v9UEgR0+ET1r9pnlN=sqIOSqVMN>Au`wT=F{3a43 zl=d+H9UmR6w5w`v%Mel$oDF7GZoqqH9)4^`@t%~ivAB1N<@v}+7m{Z@dOu~nliah< zA~+cFzZn{e(Oy&~Y9@Lr`z*ha3~@5+k&S`UW&=R68-^6zE80i#k3 zFp?4i(dqCUfIqxoR?B`p9ntP!&}rfdHQgLpR#(asFFERyMXpp6Q-b_!W%R z;?clnJ3r|lc&e9g+_$?X5$0F1SNo}M9A%`oupW6C%Pr_VT^}bW$s{08HIH|cZcKOS zMr$UU>s-s*nLS98)eVfJ;S9+dSY(bky&c@)5`A;A~oqUh>8Grbd`<{(0-Dz4(y39 zj_qp7Ahu$fi+JBte6|+gb3?_HUY?bUiIFB>jb(fOG-2l$rKyf$LW+ zieHo3pL)Gi-t=0M($bc-U)gI}=Ok?;_~XfqKXx2|gBy+}$G7xOTI+dLZCbZ{d-8?u z{sdQ_CBn zUgLzwKkp7o%4NRTQ4dY?CH!Y_11=5h)O9qPFjXv3^w-rFb{f-;XwT_QQ{``%_ zP+WBJw&7$Mol(Zbi@yLVM#u!*Z(l$W^r^XJlU&#%A7z2^ueADO6ED3v77mWl?pTKP zi&9I@-D8vOB^3Yv459C#Xnt$h7jUx-e_)a=*}wp8d3PXk<)BhB!IGi((~8!~65@wX z_f+29Gz)wE&<)eQa8Mz}jF6Hi70|6m;B~<Ez^kQ zy2UTDu;zXHeUj$8L@D10+jok1eZ^Q+Zm~ICC4XCv6VYG|WA?DfPCpNv4aj09wbxC86>cEio~!CPV96Q6UPH z!Ai|*_n4Sv1mU8&_v~_`n{;T(Q;OF;)0p2rt_*Qty5gv zToR|B5?HxElgvU6{V853EY9)$7N3+hX2MZmoUTGZ zdY6Yvs8lI^A4&x@g zc8T`C)a<4N{Lk2q>1%J*VZMH3FJ%W8D&vkfz$j zUlmcC4F+&m*bZFo$u>mPO8p=BrPR zU1o}!k%3)tvG#N85^H(2&F8Zh88Ij;2xvIsyCX9FKd*4D=t{ptYr|N(svD&ahK{kL zQ{FhpxY6i6X?0mzIW7>0y`KVg+YRP)$1xcOwGA)^EE=MaSlvvbAGYZU!!JJ%DPc-+ zkx>iQE}g&-@>?^PVf&xuMF-ERXv`qqpDbg3nzdQQf%q&3v+K&?d^b|TEN(TQHmBK% zGPty))AIWA$o2XJpj4i;+Y8~1Nk15Y$$3H$4);8q2Q}>vDiliAENd6F#^)j!$#mKz zSR>eA1M@D0%AgOOg{#{+zj;ud4O!;&7XA3_p&KaL2_40Mfxg4Z7_xqEThXxm%5f|z zT2l57Z4y#;jRB`ly0naNuv#jpc%s4}98Hol;2N%kp*v~>bA*5>I=?{!YS zY0d>2M)`YQDrFhwFNm5sR^+f-Z|HNJiiVLvs@A{S=*xn;Y_nRJE+1WAs0eksaC}}@ ziz(dqDy6a+Aeq|k$lpRoU0P4i-?Q=ZHiPM%+tJPA-@$&1!exPkhK7zlvD7&|YOU(+ zati&gBQF2gaaRP46qzYJ%0eEjcXsZKL&ZJ2je+4!{aXv(y%1VS3_1-H@!vJ6nk^h6 ziqE!Pp<^PM3_Ja~EOc0xHWG4wS7ED?qkFvn%{9fhdBUV3j2#>yG`f&sa_40vl%)H& zR!zBz@Y6~hZO^g3q6yLLadF%W$3Cwk*C;N2qJiNo5A!?v(3Pb_Ih$Ksp9@Dbf!#i)OF(L`+w=8b7Oy)y zqmz4JQy{_X4T`{Bc4MQtgjw~TQy%ccBBSl?@fYUxOJmZbd26`eOAy=4ie1T~Oh z#(z?%>kozoF)lw+imqRdHdpY}f2h6Axgh<}-_&Jsq?H=Y5ImX84MGhGv)#<*hm3ds zEH&#-t}*z!v7(>{yR~mpC+$CywxArRA-FXhImfAeQE4m<;XoURO1viymPm)^5H+w! zC#YsqVkS321@+QK7Wu0ge8&MdYxokB{NYVXlq?1FM{ll2e;1@?d@SeWQBZFZCDnil zG&TeG&&p~JEZ0HL6a1wx>M<7;7u(G4-XUY~#yvPl^*whPl-B*Gh?YqIfVpk*OQYQZ zk5xRTZ!TOJ6$>LW-iZ2P4C#Y|;mlNdrN@3f+;_Q+i3w&x*9T40#&7SFPhoA_Ljqbd zaM`}m7Lf4un}si5Y3Pz@Kry!6fe0N(SRTX5S_Bnju3h;@QRHQ%vP+-fOVxFUVymHdbYT%47t4J;zI}`-qb_o)T%JfGUK_^ zrZFg8voHBV9)K8m-xRA$_WeX_4(i|eSI3?&L5)$0TgUJhtAARD>AP=`DvM+n7h8Y1 zdzQ@Q_4ZU9PcLuJJq?U6ihuHye@wTb7&b-FBraFfE0Ih5w0YvadP(0uST)B%wb|M8 z$mYT6w6V$vuXUx}WHrx9uiJ!~l9E#3*7URSsA|~memiLsaFzln$CTW(w!Gq7nL46| z^l{bIyaK0~lpQbQ(jNSo+rmYR2=CduWA&oynoYa_1vLjK&Y^~&R9RM#`9>yVP#Ydh ze1wYR?f&8#%~z{)v4QsS$?cX< z1MTL2Ajm5@$SXdO$YPC}2=O2FmLCe!APc!D3vjdx$#}K<#KQ2WNG9#fv4k(S6cgWs zN-8Q)H8nNec2dmnoi)yO&VhZaX{4ioji2_7Pg|Ka1;@TUT-g$E3cMdKrpbh!K8zD% zMc(Brc(sw?99~+qFlmvKTQL@QSPr`wc>7Qy6Qo64g)u|TC{CkW(%Qe8E#VHeLx5fn z<27{L*{|<-JaO8F7*W+j&=Kfpbm*&%F@t&G;3wmM(_$SG*>h{iulD+Hl$B-XCadEf z#*15$WsrBsE!?{4ztvh@f`Q#goR4l@<|hC zWz-_$WclQ~PoiM`?SLH>MQYcS=y;)NJNbRI;P(^18J^=leNTX#_@l zCJpUqE|s+b`ywu*8#lxlcz+46$+GzxWw+tv;CE*4Gmu+IW>T5^3i*-5 zV&a%{v$H$bOx4s7Ga05m`xayQVo6rb^KB|LGL#f% z{`*kc;evvKaC0I+SkyPXf1t_Q+4qR7fGw}$(^Zcio`;_#6~jQezh}^dN{W(a;vGGC zall#VdvN}82wL#)@C`sKWB;&UXaw|u(L+ywvSCDG8=z$ftp8%YeTYD?HK~g#x`v`n zHN?eKut7r)l8%lY!wwQcFL$*#NL(C}oZtZULuJ7SJ3~(~(w9ajI>0n-x}^dej+G=m zh9cq53w2sH*uUDo6c!B)YNd1+lT;XzbY-BD@*Aq&iR!J)GeH$nArhyS$WdEDE?d$I z0HNq2yF73R#`zRKFR1m6J~TI6IYy4#7L?fD^TYfy%g!xDWGDAXOu#g{@Q2+jRM(5O z|53O(>Dv-|HG;M?x3-4ba?=K4h-7cTd1}@m_f9 zbiY4xyrV4?V_AZ$aJpCCvS!I*^p2C${ag7 zvig~r2m-cJb6rm>N1r}KMIjQp%o)rh_Awyr8d4H

Z8 z_OcpCKo^dlQz~75-v-eX`V4LcS{x$b1IUk)V0 zOWCQBcsX129^&M^$`TOCmg!Mw%epq+7#L(5yX@*+K+)ZP^7h{R2S1qL@OK>JhNV+0?dXdpI3ML)UAr6?D##j3Z1DSs-~8qXvrefiCkgllUwku7uwtRgq#X|wVZh|s(; zlDcI}Pi~0yk!AlEi3URm;bC~~0ZPz}lhh>F8$4$I0u=!_nYt4t(-XIa>(y$H)3%%( znhFyhiHR4Tj*p_JmGC}xiI=W~02LoQ`r*JL2x{8UN}O;fMpo1`y=NSqfWC3Ci{ZR3 zpy%s)HXMpl7i|SUGhvCNG_z*uH_E*!zwQ-v{E^-5Sy|6zSY$j7!V|6XUuu6i6p|g1 zI9G6J5?P{BdOyoK1%nPGiBKQIXx7tVL^jy+NW-Qnw1{q-Cxzs*nc2t~e?wS| z5JNEvlo&<+B~D{EECr{lR|;e<{PDvjK?OrO6xOB^YLSOpd8-P|NAHJKSMTe{@MwwF zrx*_Q0b7~F(t=N4d>kVTdFyROu8AY*9n)P2zy9f7thFg^_!u(V<=Y-@w)2Wc{j^57 znbo38eJIo#@vc1D0e)5_0uBD=!(1Zk*mIGK@Hy~3XX#8qI2;I~^{eKIAimEC*uVhRJ zW>gW6%~FHF-?dp$2CV9brST%H6EesQ>>8`*757~tp!@bav3^p{=z+}nWbWnF@@lH9 z_SUxowpLHXx*i89kdFI-u~Q?QVwJs$5-+b`>} z#e^6mQY4-)IgaBUdTAY8^2e2}XS(m;>8D^&$xH|-3g9w3lfWoUDucOSHv9v;J4{w9Esc{L&E-rZX&AK{ zwoT;5pcaM*?Ns1To}upnUVni1SfAClwT`C@yei6`AtzqW0jladN`s|J4oMk?%7P*k zha8ow026K3%}XTS%GO*6XEGLZRGa`Zau=Zu6QP)MQbYpRg!P&6zZ)HBfy|B?_g3ZA$VvUy@I}+hy@7Q1UTUh%rQxzp1YdXDa{gDS817>knJi~>iK zPY8&^fKj#Hvg$lRIy!{G!NEQT0*1yWIu@TfU)SC4$>4) zTsS#n`6Up5mPnYATl(n|a_&{JOt!eG3Tr92|)Xh!0bH%Zkn3x*?Jdcj9hf`-x#DpVX{OJaO zVIclrMlDDGE?f9}tYn??vMX|}d4;L;QH6ned(ZQ6|DEO)V=Juk%LKAg6yD+A~z2R!NX_tx|M zJ{fX3$z3R+1OuW?2t)-=L!`g?(l+Br^#HDbD!KcPra{ zDR7z#g)tD3`y?Br1wn~Hut1=5e8$LW5w8LpFz&R4rKOw*P627?-cd6Kb+5eCJ4NKO>*JysR(#V5jLbmM zyYr)Q#sg46eL_Tw-#HLw^8 ztgY=dxc%>BP>v}rCO0|DTXzLvc$TqnSn0PYDB0g=ZD6Dq`WZ{R1JL-@TS{?Z{Nvs< z+f7eXG%rRmru^h{@_P08O$bGO4!X@OkG&ZzLU*r$qN+&iTqQB>7u(oS7(pR_H^Y1U zk_A%#wH{RIHx`7Q5ZE`LVCCLp^xh8mbhS0wgUYD9ZD4ojm%_o(!lJ%T3 zLZ9+&Ob| zJtWe3%DYY{hJFb|p(+==$(~8T#1ZM^IT>tnU;II&v#w#1lOlgkH0{kmwUdC+A_tX^ zw#lx;^tsxyAO1W#XKhlQ0`~L}v!}F5TFxvTzOsXTiu_dK?_cB(kWdp=wF<1k2d4ox z`xYcKU+=Z&K|!A>g*f|3+RlncjxQocR^^H!E{~M7?E4>(z?&8~mq|4y30PG<3aR0B z>*-v>k1620O6RfbR=6w0zNNI|8Z&tp2$qZS<` zff?NWFx@8pIeepuq37Mv!o&IWMkeL*alQSC#+LsfLXy`tgeb2$ z6t!+P4lZ+lRKogG8C54*6c^i{m-;?~&u6w5u2w!Pc2F#!}#fkC*?*`++vHhk-}88^v^o3wOT5vnu-ye)_!TYB(&a z$k{gYM?+7C*~iSWOoyi8R(bfg&He(yceNWPo7@ug92MSgCgc+Mk({~NeQ8nb)Ag0Ev**EdQ!0>9${JUc%yF!0p# zD9$$a-_`=Am?DzxppFX367wz2%UN`b!#ZWhs2Awjv9yO8&$VWnn?Um~4tsXB^S@gm zy|GJ%8^%&|;OMX+iH!>lgmmkHv_eBQZ4?>IhQ|GF{PcoCHQTeF{iGd@(!Dr0 z+xRbmi*Q#f9BGzX>4^tQ%vV!PZLO{%4|h#V%M%!jUAMN)Msz(120s|sxK1JKpS0YD z%I)^eO>fHN!$n0gEopiZJa$(+j~hZIb$uJ#L*G{~=fa~;IJ-W)3#tOHu4^=#r^I+2 zwA`>2IwSRh<(3y1KKZ(}SgE&khS~}`*6FX@+D6>A*$G`QliRgZhEUS+pv&TW(>ed> ziSW&cfs)-Zq4S@pdp7Rap`)Skc7lvPA@SI1*-AC)foBX>^WQ2Sq-q}aNEZ%u#beAz z5&Jx57sa#13%|hK<*`*~f}MM1&*g?@mczZ{mr}s$DtuBBqdjrzVUQ8P%OVBBZZ#a` zYt@#MLmf99Z_=u<(C;0-OMEDBmmf8-=nO(GsLDDnZ%j=lU@>~l=zlM*H~#J2OsjX( zh(zph6+W8|YGaetj;)>Vq{@KGKNbx3HlaTt?zo~6_T1~KZx29K4`zP0Tx};pm{n7} z5AF(-6^jWT{XjMM64?_0s`mCAi@uNELIB919>6SK%5Kzr{1e2K;ZjjlY9+HIV)1JB zIaoCK!ZH$&6wuTwYo6)aGD~DKdt#y!u;jr;a0pQ1p1wit>7xW2gke*#B6O$9LYUr0 zGU2$%YT+V`c58j~3)R%=2wS+9lu8yb|3wk05ZT%3%-=VsLgS(rhi%J5!gTs7R`X+| zWWR7|Oqh(3I!w5f7~md2xFcyuD_RsNhlXYVLuU=PwhPbOgo?nTod_zI(ElFDtNqum~xn$mErsb0@W;f|Hs0>35H&hr6piL2Nl8O(k>8^KH zhQ=4gqC$~SG9PTqB$l4Zt<2B7x?Tt}B);M0yZo9w#2k^TpN`s&E9=!tAeX}}NXS0{ zj4vx^uOezD=P4$&()|HABr<IZ2^oWqb(Psr#7Ts2ohvT5Ts+F2fvHt2li=D*{ zUoX!j^AzVL@5_}QVp^ZshAo4W^`EzPM*zJ{lTFxW88cfAsb}KVtCK~^8Hb+Rq5l3( zpqGJ&j$~c*k9c##2-Aqy{9B@2@cv;GG6i9NyeP^~6h#9{XG~qy47q)z4Vm1Vf+HF+ zVR;~^=*YH*3pI~$XkbOGKD)er0m6O0%lPr9J&c1_b|@U0gIwwM$23=!mD3{^!|O7X zPjF)`AmL7-n$Q=Qdi~2ZB%H5^%*R;ae#&YDLb_10?Yb${sLbH|(mBe7#FYy8SW&;s zX#Q%NUk#7F9_5(%7WDR;Jh^{))hYO`RFwf1JS=QiT#Q+Bn}gtZH@vdESbeBI%uJ$M z=v>DbQX-GrJXJry$5sqH=e3SK;JL2L8c6ksex^IhhI8qECm*22YUuphV9>3he!Z^T zk=HWE$Wo1(qt55#bWiFV5=1*jI3{ZK6+0cPj#TcaPbyz;!!+2B8+=^uOY7e=XYY0! z>!%>e4&6^xV|pIMZ-^ZKP|duZq^g7u^W;zaY!c16I-7ll`t2JUM;g6C8s)TQ3mBV= z!#Y*#jb$R+8;y5h`_i{#hhu7sU6K5bQE6gnY+E+2q&{9dHCMe8F=4XZ(8zOwa?LdL zt*4g2%5g~4?^=r;-kzc5J}^$ja!Z}uJXk-kXP>%c<`l6%eHyQ{!mLPwV<5~;H7?FU z^u25sz+I!Kwwk>yG?uIT3^bu!RJPt{Ly>>$bnOl5j;=b_n@`XIbMH<9-D2pADb#-f zk4WfazkCS*lw=pxO@;5zCZdzJoM5JQ!#6%w0fq0~rj)9#;4pNx0eX=T@=MB1ruT(6D7fNEfYm=|M{BtVX#- zTS%kM+4AO8*ectE@G3 z5pAM}jhe^RfOw4F;*mS}9Q{>R#agc8Ijxp`;;Quc7Ua6SyF!!MhtvJXd*lgIQk0~u zXQr2ELHtLW%^&2mL`Z?IL^P5{;+l2cf=Nl|=15iy(8QP5((I4wV*`@`8RP_&zaUYT6M$#Sp6Th?C2I!GeD(%NlsP z*^a%Jea({cjn%;hp@GuPlB|avZ~M9Y=MUW#}DN7!#M zY771aRZusiyL%;^sm$z5f5)jIwGI0>eY+`O0 zSga791x57qT7rJ{Z((!`|qblqExBTRU zq$Jaeu=_9DZx_+M$Ob&MqvSS%;b$_`BEO%FF-Q`I!_FgxVe5Zan142fnDbr>!Ddz^ zY~ebM@i-gftBZH80Rgt033u$aQ!m+t|}VU*guW7!vhru-S@# zP@>w*>P#>5a3lyRy>YfCt=(LwZfKR5$LnucU5s_s`%zTZG5kY_orengZdz_1*T|GY zrn)NQ;W>V@=}z1G>^-b&1wFMw%hc`MS0=*=^m`n?AeF0`+0F%iDU#9pVf5a)r~l%Dhc)pTY)Ded@3^^rK8u@J#`KTp6N9N2xm@1% z@Nz`-QRvAeMnq}PyZ9QQFFmyj4;;Aak7gHHRDZ3ehHJ1Wjvw5oJUt%}tq_11YmMpN zq^K!;{`J0y+nEgP7wg7qz_@H=z%R!fPufr|w;cwlwCKhSh>s6D_z|yQP3I!!X{4BY znCx8maE#yUCbY;Spb|Ya%>v)BLofeDCUH;7FS~u&h%=Ghv;TRy3g{PK$~V-yJGZ-y znMHwzSakZjtl;1->GR$F*&XB38Z$g49i8YWQ-ES-CKoV_%P-!?VLlG{zJ>;VO-$vZ z&e3|xnF=n%L!~foTnbslI{8@LQ*h0uL~@(JHr!CKE?3O=4P& zjaBSkG04D^<04V`^Qi#XV_kljW%al@UZIyUiwz?9ctu=5{u(ia%sU`mnPs|ix}$(! z@qtLhgoL&E=1o|>a}#6W^oA*Uv+1gDhUX6VcLtX827#bYj69TBV0&aYmj`dY^N_7N zH#F$o?Sv2`V^MF~)9@P?AO9s&DIjxz2soQa1VE0f7-?wW;_2ioi-GMIjkPR>s$&W0 zg`A@GET03u#0DSt$NxS0xJ0V>5b!+QJZdRv;-GE`T|rwOw+1K-{NDp-FuuQH#gFgb z{m$i&FyeTLTuiF*+=S?a2+1EFXeR8Bd|Pn_^k0X>;$qP~@|9yHSHgbli(`y)d+2dgQWz{x$Brsw8nLiv&X z@ZgmcYQbniCO<5>EHi&hZ&dgRXW%}Rl$**(Mij9q%qxsGkrw8#?Z<6O>g@;&X z@KIg+P{3bJ*BcL*|8PlMJsB|jP%~L^UIL@?s3L!Dzbh`nc_t+)&sAUVzO;*VO=g}TFZC^&iX z)Zg+N$!4JukntXk7c8}Ov^*q4$15``I(yc6T~S|s93tO^i>auP^4Kyt-MJben!a(M z8DHzfqT~pJ%%-ljQNM`I#l*!9>YG8r!blJ9-=pIbf~e<~j^nZaaC$s91PzC}_Onj#x9bVnDwWPHz&h{qO_y^D>C{GsQU zz2qnb>Gg^}Rp`$e%lQ}K#;VzEmg0{C@1o7Qj@`(5-z_ffGtO(VmBBCAgr(BL8rx%4 zSZlKGy1s2@=4V%*$3Re0z}aJ-3WNHz^GIo%n5x^UColVc+SLkj6G6`Jv9S1xa zz{xc#itJQ$c>|2Bc*T>*J+>*e0CkEhKp4Z80Z^W6>jWm}qXo&`fjd5y8y5x>?nkdz z*^ir?`}&N$>T{k&IKIb{($z&Tu(0QF>zbGQl&HGWjEJ9Gtt6m8qR=b%p;wcaJP@Pu zTNE_imRfst!EN2n$hyCm=+cWJgKn57_7H)M&x1L$`Nqy_Q9C*SrJR_FUUtJ7Ai7`? zyQnP}l{-MZ)2i~swheyQ+lTSF7zvemT41SKV;Og@y#7>jjX&>={h2O8W$Bq*?ei%V z5bl;N4L*io8{cm4Qh&Sd;E9a%mf79GHr)`l&BLqr;U6_MOoDPhHe6Pq+VVRrneR+Z zjJrGr)DNy*knH)QXtz$vlFqNzR(|{Tsbs+ACq8e$hRDEr!ZDF!ge8@g{gi}(AdzU~ zl!crVm!*stn3Todj8bp`0B4Aa(u*DYDVr+0F^C~l7@jm-*K4dE?`|{AHnLdNW-WyFNZjf2$p{`_U*#S1 zqy-V`@)ei11t!rhXPJf}hu9eUyw$V4XFJcMiIMn0f=u2mDj3p7>SEA9)PvkG1w>-W!ay-qt` zmNz3u%*Z*`jAm}JK4o=W*nwcHqel6;WxP*HcYNm~RcT}Z^~m)uh-5X`ug*3$?4QBt zd}28B&f5hdkMaUw?kD`QdW9YgkU|P=Wm^tEeLH^z?B&2Ig~5OfZCoopMZeW;awyEE zF5D&W!mwBU(CzPw9)fRtJz;FxaxPiEIt$=IFAe&%8UMi~KASwWL~FGP0qENORxRm# zkHYp#`>me486s=wLZ;W<=`Ukoecgz{ED8cH2;u|Y=teIET}qBEM>^zfTdxbi^No9D zO(6I ztGgQrxPJ3{Ty*%CAPC`k(O3>4_L3h5w(5685ppa7vdCv2Xhd!n-bIJ7aZZ~Xg(6Ek z4xhdD@^!GN(;_Z4?p$J{Y@Yb?^=IRRX-G&&S{eipxs41&7eE47XI#8EF0fTx33=oV z+JC6b*>#w|39QuVnGmj?;m}J6nA3-O&p-v8BluACnQ2QV>s98SE|dN9Wx$ z7EJbRw{WwrlzN?eIE+Y>ftl*=e6^J)$!X;^`1xq<(4nnI=2H#AZioE4>&sz54BslC z*;`PE~(QvNY}E1cE;mchi#Z^fCTh};_&v07cL~U7ru+r52vH2>QC{l;8!(<J zZ!N*==!iqe(YwT6IawJesXhBzO{ONG#RW9!51UUFMmZz!k<_%E@f;i+>=vA-i3UDr z2)Y^o)8o>F(%V0Ymau|fM!|)DuW{2bI;+i=01i9@lT%IM7olmCw?Z*g*z`7aj({CO zm9yE0MHW)SJ=;BVXnXSkk7wjiR~x#ErmQ2#WOmIOdRJHDlxYK;(|XHT%ibYCWv(_V z&4|dyVQgZu3dqiNjrd$}QB$D`an7yYzw;Z>?HRlQcpcu8%QcOLz35!qLC2JTVS4|~ z|IW~0?+WzH5I?sy-0T+HKi*%awI*oVG;~{8$_^SZSwe=cQ|Ar17zSol2gKHX2$)8g zeYu@$M!{8?UR|)QU7c!UbD3`pvG*izutGQaAm3}rbP}s8{y|3m)nrsL$y;7}E;1R^ zh>pP3`_&<~Dl7*4PtmkHPMk!@Jxbv?d}?K~4R< zSgo9ggU(vgtXqyZ1yCe(iU0rh0Ea)o45v03$`U09)E&#hmH^x!Naz@X!w3Ac-z_Rk zH3w$UrF9aGhBLGi-8Lyx1FU39$vE>7_n~_fCM0^nPth)j)Y{}L_;|py2oG$wGS==y;NhO7(iB$GUG zL;37eexgV`I5Lsg+r-p##Px&|Y5hW4 zc(dcS8Sn0HuiZGY7$`enXvLloe^1!R-+AQsNMJCSkkcqMtVnvr&j5d+wJ14%y8nTq z9fr=y{pVJiyq8a@I=HiJ7Z_*$qm`0`6B-`Q>5WUm-YYd7Nb<3_;sx*@j0?<6=8$tj|ifI4s}m)vwyTrm_n<8RXa4PC7= z3MZL&0Bo%{>x4GoV4ae#*%5xaIoD~(cPzBo5e9}N^YR13U*IplmRYWzP~fsD1eBO| zT&~sgHbjC;p1Mf&!0DMPC|}3uPe#dZ+>e{J@%qI&mm^TzM3vNfe4_$|{$o`0Rjd#Y z5em3}4G3G5@nB5q}}jN0kWiixE?FaSVu zDsnw}fsf!!ail)&tMX&EP_ z7|JG#>&)FBK$s9U-C0oLelC`2i~wXTa{&ERQ<)C(4KPD)jjgfhy7xrtTk8 zbNWzO@#ur)W7W~hgJmB1r^N*03)?I@?=&I5snc~JL+boBOcCNLh3+P>mF{?lF>Opc zx&{XbDC=kX*6N8s@mWAdYX4uSIs$n#{~BmB`vVA4A`Ia(%o#-a513C{&i3NTNl77K z!`_Qkd^f~Vkqd+U}^|W#17O!`-mLxImOJE2rf5*H`<)3Q}#Y-!pSchYTB1|pRcD13E)RpG>wxqFE*$Bm0>)p;GC|Ctrhv1w~KT*54Z{gfT zS7h?#mwawZ8wd_(z+H;^ONoV!w4*Qm&(6-?*suZh`_RxNj9aPrg!iA@^*5*AmWE@{ zIrcOJu=1O?0j%FdZ}+*LC>2*77(UNFckUd7WikseS#aZ3B`49*vST9G3qZ{f7S}>G zd*17L02dosgMXh`xpoE+xw=!iE!k}sn}_jpw*El5N$B;Y>0GSFs0JG6@`768kKx`%Xc>7ct9S&a0qQvktw=bcAQ1rD6_5 z`>#4j81CvY5x`~A*`)H>Q<FFYAenG#Nu@g>FF5 zn%4K(f=Ett5|+Q0J4}AD2r?$?_})98#wEwb>Ir-xN{%6I{4ear56_(e@Ni#kiNXn{ zw9J9HsKfN32<}s?Nfpz9OlKY4(PLIbHiwL%{+qZMQwu0&Q^r)%+^mk31_T3zZ@Z25 z`n)3>x?L(3v@jAIp)NNOpiQZJnWqr8EaMk23FPyk)X{vfO|C~hviF zV5M?^^;8f$?kDxcItJ?mI1EjGn4+8){WQ^eTB!lg^{swO8ANJA)r|Vxoms% zwwkLhx>Q>%|6CXGeNsmjfJoo9@8n`*!g>xN2!saaU0{gb*`>R0rWE7_mP#XQGm zfQeiSNd;W5c+660DXmC{Sea6F(Nlez7MBa-k0gMC*$|; z+ZkcKh9~k5fv)e+Y0Ac^ynyfrcJ#o1%dsrVF0X`;_tZ@5MD&t*4ic*TzK_BO?T_gB zzHSqo;hj*!Zp%mpRRM&D0g7?ouVU0s5^DxB^re+1L#e@+OTOeEgpPwWOnQ%2yCa^E z)s)oKd5Zdte-zxdhu|1qE5fY~#MU^iwnUTa;d=1d3fK!ulUL~`x(m@i3MCif)u!WC zS@GAR84cZ3vOXLjy+AvijJr*(je#;a+1u<5HK&&do=yV+R&0s3{T7}cWg|a7-^6E1 z!!!jUiioRcf6W_s#xqNB+vE9wJf<3&$kBAUt}R0O)&I{tFQ@)}yYxuLyWkXm{Lnti z8yV6Fkk3DY#4B8e1~(NG=8W2x7uLC z%2w|hR;L50D&iW@6R=dz94DlwTLHb+oNmKeb6G*Ao|IMlYEaE8)`;n<%jSeKu)Q5Y z#$(};2E;5qGYIH>dM*4fGtO5zw@TQKwx(W1tdhX9Pi37J{A`nFmi_Z7%TIbt01G8D zJ)PtFxV$HO%GH=(35^(^K!~-1Sk5w68C0%df(!vHuYV zXF{GFtRm}(JWvdCPO<_{y^l8Zbi1{>Wv%fp;H3SacK73bl z(d(ZdBES1w%$geZ#Zo>o-flk_*3f!qwgW1E#KLLUgL&=UFy#MkCwP$i=SYU6!Ze}6 zcboy$yx$u<)Y5jh?*NU8Gtk*ncL=IR9S(ZnsQEN#LCz~|p$7o(gQwc13Q7S|Lv|b1 zZ-Vp^LTUeSSWIcko{ZcY9Qsxv4aM*P4EoG2!-jn}xLGgvX1pYia8meJwf-BGi|G?{ zk=83lrB&*tWTxHBnY|v+pHtJd{(JJ5vxa~QBtToFZTIZ;zFY_a^vy`_CqC`g9HKB%13B4zSjtOux#ew6k_ zsm}));_txs@uSuYrgwqdM5s(PhLzpzOYsJ#Z&$`-)CnzygM`}5PY8lj5BH*-)7mn) zK1>CY{&dMzNvs*HJg?(ucZ>8TzT1Nc{jG>V)a|z+HCNS_VvB+*gBDS#hfs33t3fhh zk7`@L@Y1d_?WT)algpidC7ODVSj(>6fJ#s#jsjmtJwAZud<+Bd{b?dG{r&HswEy19 z%P;ui?SKBl*k@lE#)@=5ec%G{PW=_cSgH|j@UjnpYOYTIAg>4t)cQMWvpu+XEy34W5b6BBQ$xO4+BPdSn;S*h#wn=l{L;({xJ9Z~tdMcEYqz6f zmhWZf*}07hbai|$&mI;&zxjOiks~s_cfv1KAjUTB=>tbEk&OV^T0pzKb&G~2Nv#wV z+!2VF21DW97CZ<0&u{L(_%@rHV_-^6nnhM(>%ATu3|{p`<>;RrODqlUuA9`;&Jnub zy2x%@<}*JvezEw`lzw-#x&^m>)zUKR_APz?gwQ1$pfUQX0CodZh$KxAfLoksGuVp& zZuYp3moEtDkr=3%e$Lg+8m^{e&-;wBl8u87_a}ITFpVrk)0fZtkw;Dz*d5uL$RF#& zLqo-!oom>ZR#y$Ukf>N#hU(-A{@cX(8(G9$vCLwUjRyb>^_S5GfQ9r?{O<}$rCnYE zPwc}qDk7gz!Lrs7KVZDBD{0Di`~n^Zy~nK<@xHZwB2NLP4w6nzPO>4p7a|gV2Drfk zzeg$7_shi0rCA>8oCGUR`v*C@nLl^shED#9%7!Xqe9&&e>iA3}vjQQKjKd}Vtg)tK zKLZg*!my{5)5f@nW6E(=Ri*}?4=>Sja$;AHgW7yrY_kzdJ*G=F5%H=$wrmS({#1Ye zxdL6fQ7n#uTIIj@{8`k^fFySUr6}&uI5KD%~_wX*>s)d8glr zZ%c%}yD3{<>0cCKJ&Lw@n0ET|E|WQ&x^2(M;Waqj!*MP1Y#vash=h6Qc8e4t9WvurbdZ#l6!(!lZKL03sSGN{t{&;Wj8Tp~gFb6m4-&Z6uo^CK**5 zD}4)yh$gj!9To)To=ruKgz{2BAY>MKudz7v#R*ff zg9kpOFPohv^LLlbt|6p2eEFu#8JTxL`amkr>#j$klqX@g{vB>KKOsIWcQzD)1m;2N zoDGR$FDpxDj&bjm`Ah{WQ;~nKM}dR%wau}SVQ^?j`u&|4-I(W`f@1g)vJ*z%m0EDV zirc**7MbJwNWL0-PvjpK&8tnana4T$o=1i~!4xvCeGg+@I2@cT2#$2$R==fmVUm*u zd`o7Rx+Y!n1eJ0FQX+c3n8_mE0=2eF=;)z(tJ!3rlBC2$Dmpq7-%sxb{`6x0?irwN zG=*a@;?U6l!8LR$s@7dHjQPv)M!^4`)l89ukP`grWl9L2v~vu){q}FZ!uMt(x>yp2 zO?IlMwlfPMl5-W|4XD9kDU9wGo%E z`D`^0XMaa$vCc6(DSAaSAtYLTPFNWbR}$9_$0oSUsR*0B@IMyP^#6n}vl z9B4NOcXC{{G%NnyAOr-beK~$Gq3xG>H7X$rt0C{R!QN_*=B8ywZ220@!*icttUrqr zw_kBP+3kwc{usU5FHnf)DHk%g{fiJ+_1DTuOsk}d_Nl#AV`Gcu!f(?v9x7a;}%`rq!XXT)D(Au!Kr1<{Kx z1OQAxHH*4?kJd=DS=T!Vu9xkNUUQ`vJxadh^bRiVVM8k~Km3?MLmy=9C(sEMsS{L4 zD!*p(FT+NPH$`60G*wntCp75Z9gVKIY^1O8Bp%t(iO)OY;^N`}uscBqUuQHmUy|op z4r3yH6=xxt=`6~wMo4pzjmuCA&yZHRvbsjM!f_3##9;-Go)DCIvBGUMyp*-np7kA_ z!6l*URB^B(RLI~)WdsYqe%3+s`Z=o_Xdu5QNbtd?=Mvv?fplKdwj(z_&1HxrBQpF| z9hPy%o&WXa*H=f)aVM@EhGxuKm4`;FOKYK!*2l}9t!_Xxq{4V0QJA%~<(FB0w_8N@ z^1n4H{zLg%kf8uPjk{9LM+?0M&JDb>A6Z7E_1&Y^G6+*VR}H_0L30C6EGEWg9flfP zLsn%?lyLj=o7s5ra<%5k_%pU?g2@s+eng!s5wh&NBz;<2lC9;pF_$4w3dCtn)Tm@& zElj6tsFwr8*jZJTrULR@nsW=KgVMdXPL!U(97>hM*vfD<) z)_^%|En0B+sZ$DMePxq-{wkaY?*K~|u^tGx;Q2{{nhw^n=TaKHG;7b>6oAI`q>DQ` z`q8s-n3P5jj=2%>tLM({J{2=4BLpL9Gy4ssXgnOm)gDYb&@-vGzKCw*k~)EtTsRf= z>)TtJ@PYQFbZ)e@&w$j6Wvu$a=lb*(QNd8-c2nWEJ|7f>Q#w6s`LsOl+_=t-h<$mO zTIeJ8PL1=weWT##CvtapZ#@d??3CD_Z@?iUBJytao_qF>69!;wkDqt@DEsINWS9)@ zYB2e7{Z@Y2{b1&!TZJ(RC;)lJw9~w=8(cW)7`AmU#2(OduP(5YT`H29+qQT3o%vOn zX`|vO^f5&wjI7>9J?PHX?SfF55v(u=Vv@^HV9qNhyll#re!E}2O71@qM%`h(I=;x= zRFk&l;|sB(rZ0^5Rnz%U9VgGZ(I;Bqt!2*+|2mYbh-`U#2~IP;F3|ad;629nrm;h{ z@yTWNz=D=s-u`y(fG9YA2|@aDschhV_B3{^<&B@S;D!6Gl zut|~~w%ic|R#mJZI^coK;!{ANaLiS0Ef`*d>OIec=HVg!WdGabrF%EJ=u{D@lKe)& z%gxiZ14cR4X?l^NM1KzWlh$8%_6s!$N57`Yxj>m~F!cuqHAv3t+Z!PpB`e4EyM1vB zlR@{XBOQq3k$|}9#3dQTa|RIA{xmvQ-WHDk58SZ-AtfgBQ4i6H_3R}2d9CGy-_Kss zC=5}MA9qu~;?3iJ2BKbun)}0&XL(s!0k_pp$;D_H5>qyc0U|iS7J)JED;C2&0f+*P z#TYl0kiiM8#6bHoJ70_u&6utPGd{=!BZN=qxYk(1v%KkH#IY>;ZU>Y|E35V;e~Tuo z&9lwE=cws&H~lpI(%UnhKV!+zQ^#%=Z}@aPVpwY#-*+5|GAWFCM7nvmKli(~_nTnn zbLG)~?J%w7#%kC_H+F*GjZCVupN;YOGc4(aJ$zDPN(srN6FbakFSCdpjW^b2wVOOL z&jC|LCwpmB!=6yX{;ia~PbjwU6V|i_1z6xpwE~r%988~HVrr=!)n;Q<48MAVzAp2( zh;YNEzuj85)n^WvQPZA6+1p!sC_}e_6D&baZ2lmc#X-9T8$aV0p{$Fo7DGFx!6nzp z7DRi9M!+V$1#TbK)xc-D5`Ob#IU>diXY3XZp27 zAC=cp>2W6_6-0R_y-=4=IYUPf>Zp6c4MnbQeECBK(dKj{DN zkO?geYx7+^n~2^5Kl%$vajM2!8z>;E^37hyx8udWlDhdqQ|Z{DMX zIu)%j<$LE9a()I`VD=CZNERRR%W(G)1W%Xvbc zB<{ki%A7jaw^&c6UJEWzYZt(qBt~<44k&I01R0V!7IAv#(MY{723L6M+??LR(_P8K zz?E(u!k48-FV>&86Tc~gFQppfUN`JmjFz;%_VvNX$tu;Y)a9L zTiWH2`SC4*x`-N7AMLkC`~ZAPWLga>nZuQPY1fvCt>fYS$%ublrrRpv&;I^?4(fz# zZWE(Mz{eBV6U$CicEFCwQkcw8bw0;ef>#%xKp6W`TD;Wym?nI2hvgJKc0B8nJ$b`U zp@$fe$jwm?fA+Hh^ILduf^G3ii2K492SMKrEzfS+0V^N(92K!&xkpBS46KuF;LL(m zw6(3p#Una}7BI(2a}3xN>gWq@00a5|yxM1w;0W}h4~ECIGc+&-nwuSgrdyQkuiU5U zmI6&Qczs3IwNAcIbQaZ7n~W)g@%iJ4?5SKOQSP7$2v!T0!L(O1MTEkM+yC{G{U82Q2@INWdC;V&A{0@jsE3T@jA( zE?%UNsPG4T!M>*j)cSD@y;z2%#FJdqsK)u=jKj>mVicu^CzoFUzFbPkd?O$J&5JTe zHPty4VtoF+Vq#VugBP#D>3*d41J0#laC8}B`uaJ*OldgN`$EGIm4&X1Y#tz2!j-=B zefjF+Keji5|8Xd2)*x}j(j-=qNlNbwj>ar1GocLk@3r_(WIhAPNXm*=O^ZGilZU>I zQ)F%zq36_omX0#z&Q$35@|TPb-Iz!Hg}5bU3`Vpo5_VXyxvErzd$&5?wHb)K0eEgL zm_A8{8dIPLor9;~yX-_`H_X2^14xFjkjZ$7(V&22qDjDwjRKk#dL276G?RcS;{SrQ zUO2KFr3G^$;HzD5l~Z(OE-e-?Rqa9YBl16wQ;q~?E0wVGlTeDp=+M{mj@;dy1^J6@ zN1206nF~V~9)JhAe)3b(fI|mW=#3#PuaRT;iS_lJlBQ7IjL1V`gw@YxY$kNbz{#Zr z+tWG6750p!>S<&Stu&6nxtXnfOJi_*d6bmR9Zyz0NA>3@{Bt12%jq%aCPGTy`S886 znZt?A<~|^gd&TgdH{?-^>4#6L1cO6Kt+p#SFLXSeJX;Qm_bLP+ogOA?c{pGOrEUYs zre|R^CFK-u!TJpV`O1u~5GtmwU8)OO(MiIU0^BD^w4^(anj_gms0o~Pg|2I#JfD{4e_sBK)a)-6Weujj3X|apMIobR45jwqsZ9Rwo<`G) zP5WIfb%Q-jY^zAEcfjQj>-?5Shjldba2IE^T)Zo(>WM0NBlLPL(#6b;=ywrIg2WsZ z;rm~>Raiw)bO&|cJv|^3CYW$lZf@@3bBb=}g2hE0)BGC!uFtdK(g*ne`!Ybxdg)aS=5M$jd<|>!67Nx}Q-4b!R^r##CYk4 za$aLXjJm2$$Z96Ie7tC|wVK_+QT9a%5y zKoACGG+B3{?yVW)eSAAIcPcZ-47-AYJsFD|$gS!UPOmh46K(^i>oSJjbdxSUo3!2X zXWO(BB547ZOT!0xK0d8Y5s4Z=JgWd0_!EG%V^3^6E8agIAg2Es&?W%nH;W_75K?GN z_)%|U;G(H1#P|4U1pcOm6tMAu7Jb z^eJ_Zo2t&B11sDy9n4-yI6u59(u=YhZey1P_Xz8;c`DE2Yi?DpIyZ-xIZ97=Uk@KM zJJz{}$dr$Xg_)*M_6^kU5BL1Q|(^!j%-JxXwF;Q2NBPr<8^w9kmY%2A@@ z8|c$|;?%;esz|>Zd^p?KI~cE-d)IQYmJ8i`zkAR7&df8<%;Q|`#P=jiCjOIvP)dWR z9pU}Rw-q$yL99Pk6R!$Al11;WtccK2kzss3kU}|k_pxx{wnG3($LA}KDyY~!W4aUO z0I@9=zpy4)+q*I=YaZt#XtsOFJ*rS0(v9eE!?t}kqWOmrX|E#Ct5pqj4({&l5e_tz zmyg%g0fQ7!Fh`O8`SwcDdvMC#xxt%cvS#!Y0RBcsDqvQ{ZBi-!$5lwTV5lWzKLxkS z?ON-_v5~%*9IsC_Um8W_l9|#O=3RR4*Vl$#sEeNKoq8*NJ?} zY)o3=f9wS9E_A#P1E+1VLWTHeH4~8t{=^|L@K zC`M(spJ{${4{&I4AT2Dbb6a~3A+^UA2}nx^c4})zjl<*^;_b-ZQ2FlZJ1(bA^(~P| z7kN_o-|H;~RsL;zz}a>IBZ67(zVX`B z1#>o}g&EkL;iV&Vf4*TnEGSh~o~r>2u4lkAEtM~$DlcV()3@|r_$5PEXgF( z#>N%0SWJS3*T$$nE%3Vtk1Hs5F@UYA$kUfF*wg*vQr@{_*1*KR>HEtiK4UiVez2;A zhSP$BygXS9?ce^0+*%a_FD!n8kV3XU8Zd)5z#iC%{%eC~zb8fPFVG^#!Lg^++s{uU zY=sn*%T3d#lwp@N)#*#dfb$u==~^?Z3`dFRzR+;&YGwL0l;l1N}kc3ZHgSLMa;@0$I}`|i$Nt;xOCVy4WX z zFu5R!GW9z;cqQyi<{FFv-*biB#$Ro(tK2<)vqsHp08dC1meC`N&K0gz{A0ep)?VM4C)i zHo%GPQ@3SL#RN87JpCTXg&DSx+sIIN zt?LuyXp*S1Dx-&19@6J-w}!0GzW1#4aP8(J16kZ5Z`^UL3WzA7Zp4KKm$ZKpI)3D$B)@kFzIbTSK0%v=5KqC`loXAI(IfTD9K1AGFt`N3TE zu!;%LS{q@VE%i^c84!UMU^eAGNX>EYl80NMgO(T8?t?8HYjeMC6)mdPAA=?CrGaCt zDfp&jDoz({R~(r3p;Nh#r2WSh?vitnopj9j3-U9$uc9`(uV-uYG3T6nXHDxbu^5LP z&d?JmEzUMUb+(AQhNS~{0z>@

kvdCQI(O!srNgYD9X+ALBN;m`?|B>B}JMi5r}< zW*bJLK$x?<4wKi<(kwvLET{C_hzIPUpOnvMXJ=deY@^>61&8!=gN{zvL_&eJA`=|Chc)&ZNhxQ5mz1yCmHu?hUHk= zOb!hPIz_8&n$v~Yl)p8f)_xi%3ua_wsaP!qq?@~d)0}J0I;ZjP4Z~E3AT%PKPY>po zFz;CGS&?IL6<01@eK&V{W+g#@#)^UjGl-a>L+2Zis~&I}l%C{{oYzLp8r&8gHDA}f zyei~BlitnX&-6`=pxuqPd!E9-FOlXsYek}bq|yEHX;eMVHzYfGzGQuW4*5sX{TY{&9Q*=NQu(JiTVabS>_W7#t1MHx5otY91bq z3Q9`DH5YjTe?Px<9j3CPhAv;@!E0;WAGOl zuk2r6v?;_;vsAw>o8u~`SPCYUNvg~tdiOpYNyzS$R9klBW{zD;pXBb|&W`$n;q=CL z3n0oNH5CX<_+h>Kb9*R1S@oC;!_OT^0K#dA{SKYcra@aB&0jGo9^?swf=doQ$8hu(WynV zl>dGZCK?z(OIX*Q4Nu}}3r+%)yiFz$CW>@80P#N~tHVZV;@m^{Ezb+8=bb+<3`v25#}) z!s@?w;fLuG0bby=^Ufb${GV|egbc`&M#boorO-6n^+Y3xE1kJ{ohAMsYxw_O0xyc+ zz#y}HOe|B*cj^gI1_*60miGMqYx98skoA6qfRIrG{BI*5g{FFK4d|Z}fXm&3g~%_i z)*{eK=TEnQ5b3|)3&H`!FH}Z9=>EGzZ3!5lHO=B+wsNzug4z;*0%m}ujU~(7zV!ck z4u1bnFklbN|6YO=4hGs+^b9$2n8zTU1H+m0Y4+4r+}0&fM`5%MzBR(-URWZuNA3k=KTwt zLrC$l56=l8`%_}(&{`su6- zvhQjUJHan^?Gyc6ZRnZ#eW%t}FwMJG+~5iQzDirN=~VL{w3FZ?qe*E zB(G|o|39pzg_X1fP>cPZ->MDFC@l{U4__v0Ou>d3i_C;xYnI_tT?j99(BA84LQ<2N zZc~HT{?9EEfmQUaj4uJG*@A69_+s(0$;tY*zWJ7GOZ7*6{oI${b?qJX^y?z0#{P$g zqsPUYo0}IAx4049r-2KudxZc)g4fH~`td2mC3!p{nd7;fXK^;q(=5@@6w*!GyKLCv z>8eULy_xRjHB7zgpz5-BGcw9PzqFGHJP)BxH1|Bu*9xOS)1d!r-!av~TwNy48Dl+8 zR##Q2(z5a5s)Mkmz3?q``2sGlnnbLuiUAu6ttW0h-3bnNp~S>T3M(pNFtf5E+1Gp~}q>J8AffK=ohU`Du{2XWZgxUR%i{5V>5=EhFR%M4uSzt}W8aIj)JOLoo2KiF>Sl}7+xe}6oSf|% zI{;ZOvvOY}yvX*t$rgOk)2$J|_PqIe&}!ep%584Bqvz>5Gq_F1el{_#fX36TQqyUS z?AGYdpZakcjtQmasZBQ%#k0UUvbOXa0ev!Qra^ca{gt*9_J$Rd??p2}1H3li0|=|} zj=R{KMi=i7og(VgC(nWQcT+SNZ1rBMn}gJ;JDS!=?pjHZ5slgxzUyI$FZ&=d;OS;!2ML)2_w$9` z>4?pm&timPxYE-vV7Qwz&b4Q`&?uQ*_2~v_3bu&prIQv^$-QVzx<&6aVwm;K*>C_i z{F%uA`Nq9xg!p|FQB$j&XijH_Jtv8Q{(dTBn^V912s9#yHp#8PpkYzLatwM9n#C)Fy}zvWc`I#cYjZFO&$62X*rze_qeI7l@hF1BM2 z>Luh5Sg6!V{S~WfufhY}F4Ix3L`9OxZt($!^HLU%K+8vLQ)i(N34%xs*6*uv2T(DxKyD zVs(!x_cf}L*Gn#DC`4u8n=YbDqx_mZ26|tTuPBo_Jm6tIXW0|9f!G7(6XKPoIoQwa zUrmP|Fu@d1?%y6SbPeH&(`mb4`<$Cl2iZYVi@GNRZ*@vzd|;Ib+LXRsQ>w>OzsSHt zWhVTO<+cKrE7{h5o`GDL4>+Ram3bo1jc*${2Or>B1nTmn6LI&hHl>E>C42 zd|1wut$W`4)3|2)Dfyf=THU%O1gY>5f&*X+H1GgDgkA3OPnC^0rK)_=BC(776pshb zVW`I{i@AA^)awDGP(>Z{5NWO3*{P(+uD4eTgYJW6?ip!UfFj*2-~Bk>Og7)W3Du|4 zCSH%n+a)I~H4rup=%K&)F63abk#A3)zUTm*2(L8b9% z3*v6<0qzI4BIag-g1+UOMkE_RkI;!q-5V7rO|GQl?uS8Z5A3Dk3^xJI_6KsT;>Mk< z#3XUEVEWb$PPz5(8*WUcMf)tw(uch)(*cN@`BPMsEkNHRYC~}GOh8smp8Yp0>$Z?TF8A`SIZmjKtj{^6#m zYUekvk>GXg$i&yA_^$}qJ3$nPsX*NFQa*s@!1Vc)){*)UOn!?(6Ufx_G&&V;;Q)o5 z8KdE$e(AmlsDpJtFiv`a1-znu}HE>G1U$>(Jk_bPbz9&OO_l}#ax56A0xdC>Xdc^w zmVWGeg9_t7KXeS;79dGkZRL5E=m=y2czQ8^g85I;5Gs@^KQk)jE#ZFlNapd<-QZG9 z^HS3bP~3KGf(MGG9nhLae0llp9=6WakmPeLbFs^ynfg9BwY&GCA+-qIh3^)by?sHO zX^{r}bA~Tt4nkQ++;CX8r`|Zsu|;%wW5joxz}3y$rS*8OH3vv)7{SW#BgU#500#YWcgVHpQnVTRZSFj=Uak7s$%= zY8wK$sa2UB>2O6|M#Dn<-PLBOJXVmjj32Ke9wG6sZ@n13uKU9j4fn;raGdE9eif1a zR9Z3Zg+_UCeeM2L$_Sb@YSsTO414z5^HvLOma6YVe%c}fh&fuX-X>-!{M3l@XH(+* z=^v)cA_P`7@x#Pp$pr70jURgoedVP2(>JqxeTLgK`pNsSnh*^?eQ4Rk~l78 z^X?rxxwbLR#qCVAcXgt=)^vpYCp|`Ju8rI77SrSIT8WHv$hI(0J%y?|zI2?lkrgMxs=OxXA9l zBDoI4%E0pqwnWA^YAwcl*cRn8O)BAVK29s&z5(Wm?9s<<*BJt|ibK)JLq|M8pGgJK zzB14N0+@2LbvMb2u7s<}>ZXnPJnJ|9mv$MS`2rV)H z-HnpmM-5B;FOv2q!dm{!hudqNj#Q{bZGL~S^iX)Kb`-MN66SR~L$&-V`0{DYjfl82 z<%Iz?L#b9<^Va?ny>dxQkbq{#i3>{gR!iVL0>gmLQb5~B6O-Ih={4Mik|Pl$$L2`? z=N}d?tsXC|q}DT-L@@#z8KarFk}PR4PJ^mbM&<-4?VT{bJ7q_FNW4E%&ENt%Q`OCMG5vSNw46AgcCJJ!LZt z7gNg8b)@=yAqI9M;*MVDN?sc^%zT=|wlmU==aXt04-J=>UXPb9swQ7yu4WSWydIW~ zdX~EURLY#sSf$!M2!b(T!A2agdo=KpIPd5SWLUy~t~t|5jrY+a<`<6Ee-x#xiEF<= zKlKR_&@(TTS`P}MsR6TgEWc58OW&3eYj(_>Tc~MyYsW$2kwXyqAhWJ+;~0j-1kX*SyL?G-yu#C zHX*C?&NzW5nwvJ{!=y6@6m~ihp5| zwR^~Jr$kIjCMn}FoP@LnMV_A8R*%JNsRv6NB|A*!%wxyK#MC07Z1OlAs^ea^hP*Gp zW$${n_8EoB6vF%q=%O8&FqtaSux$HL8NF!@7|0=W46v+(<9 zU|w9eMwf!CdS&+|sLXgnQZ^K4x`LihB_mD5skh>N2A+^?7?LjD9Bs`uCE!0f?8pYN zmDE>?)*1m7mu`(~B8f5R5RaFt31^KY`_`=}O210cI?mc(tJas32#K>G>Vx=2#!)vr zIqmcwzf4-r-*!}4dt<`#yCS6Bnh}4WGf>@TNr{u*fAxh#$$c#5Ev#_X2{N(AV!27P z>-p~5YDXE#ej~~NB@Rnoq14aS4k_F!9Ak-d^yJ;+Zy}d*k(tY7tSAEg+y2({LGM&V zW^Gqv?TmWxR6*4cN;CgyKkPox=-2<{kA^RyE=G46L(byV(}w+=iJmh{(cxamKD%kd zZDQ)_jDVdE$nN%Ep07y7x|l*<{EVB_oOx^RI<~x*`;9I$n`ube4mHl?2WLH!$W?d5 z-n8asJDBU*%%@xBEv|y?(a}nL%o-noxPJD^X-|{Lk*KJ40ng6pMqa*@*e5yz4|V7w zf*~nT()PPZEclO&_yKhB5Dq~znxbb}cx%`;QkEkqsD6Y}4ajj2o31ggvzyGP)g|XT_qAP)3my?M zdlG?Be6l&SPTVN;IQN6H9$Ji6xqrRwwjGTBNU%<``p9YbSy$?FP_n9g| zsW|Pey5N%~reC_mEiYbK4hxB+zG+;4&1jQ-pB9Sbeh5qlYgKbj3Q2cgWm#TM@F=J> zo4RSAP5t~VVO%wQ(nDRQQz%@$qjUsWojMrFasN;%KD`KN4WH2m3Rlakr?*a{xtW7q*MQ;`UjrSOG zLe(KQ12pF(YhkB@U$Gll-QWtK#|5)6OhhaxdV`$X-)5zaTb0rVxs|y$2$Sc%btyS6 zshsj!y!RSGI5VVZS(kH&ZhV1b?e@mzMK?nQ^_mYagYtS!upYbX`f}1S`!cq#9^0h1 z9#Qzq1d^?)ndZ%_D9sK?_kf@OfG@+M%ggqGs}2`?SIqBwPR%1DscR{dW<(KX^i|OS zaNiQSldpB3myhHpc(GQ?6oq4(l%Kua&C82RYq{7k<5H`=Kn?k_6pT$be-*jNsO%Nq zzWpJLn7QUEa$_V=*u)vSJJt}@OHxo7#Yh#-l2wZRAP6sc$R)=K}B0=(86zuS~hS;t?n{d7{7hH=`a%&Yv7G{ z<^c~*qf*w@o)r5|ov=l)h`{!5L?FOYcDdq-udYK4>iGugzKl2#mHgjHrR|EICeGDW z@`JPk3TENNrd68BW;t@9I&EYPcgI?o91dO`ro$VJeN#BU7%PaY_0Gl1F=4-6zkU&Z zQBaA5=<8@ICmgkv>v-b)vmJd8ib=O09dBkL5GaE!UcF{a3A0BTF0~|bMu~G*>y2zk z@Y&~nG=IEl-^kPxM6iy0S#hyur``N<(o&E^a;KgZ=V67fPkKH{{w1=}vdoCw^L7GH zxOtp+Nd+>#uLVV|MV|}N!%LKOAjLz-BJI;Fw`q34u#T!j{amPJ*80ZzRjEy;*~?`a8~#hlSaG?c)JRBD?69RJuzK zYljZH0m8jpD<;S5OpL~1!cMNBa_ZfY2`&wS@UIXj@inMmv0qIBP(f{IjRvyQ>D5dG z2G&DyK3G_dwjRsRNvtnNCOE^msntghI10-k*@K=eVLUht>f4_w!=oW@SGl>^!*z^v zyC6F1`^s{1s|{hyTEQZ`Hkt|N>3-ixF0bs8+zgdTU1idk5jwet#993DZawJ}MF?3J zmFw(t3E6Gw-P4aR~9vc44scBbDyP6cfPrDH{Nfxp~rn+)<}d)jUuhR zo#T9EW^bPaQ$|GyS>B3^*WxbTP00y-igTs-GurwYsrdFKLKRAE)djX|bl4-pLpC@Z^+DVUAKjPKp~=+D zZ+Czu{ssP^OI!5zrvB8s-c;npFJK9j6ucE!xTG1JTlM92SoUCv83w+ZywMPuSNc2< z(zR#Ny_f8@TWK*t`D6iVmD^Igsq&O9*m(k_(WxlG0b=96{353|RWgyGq~bQz{zt+T zP?z4*RHUHu)>Yb|X=PC4yIf+VY~!eyfc^}bXy>UOqz9?W%pG(bK!#5nK2L#o7rPZl z1iA1%=44uKP3QRiWb$sMXM?n$j9ze>!1Z)nktR8tS!cO3{rK@=>CsNh+S5D1ctt2P>4fC! z)z?Dv)EoxZnIE-OdTO#8TNESKL39-+c{f0^{4;qIcRucb${&)@Zi~OE+dt>FHWJ`$^dQx8#r zH3oX&T*7u;LhQPLnQgE>2t!1#aHx}I-whVLwA1Djd*<1)w%6@i>ea=oH3FTQfhRu_ zLvl+Z;N;625p@BI-A3%7Y9<(~&tB6dY3>P}lCiHp8{&dnn6a_$v#5E%kC4C9Tjgo8 z;2vtFR1&1!@PEdqr}@bML0?)L^$wLS3$NNag?ZEg?02Tok{Qec~wD;3-=}2 zTa7c#xp9vUPHIy>BponzyHl7=*%kMWW+aD%dxivXhNHu*B{ zJGjS~Sy(4{>dJjv*n3hZG-9BMV^4rAWKz$Qo1lT$Z6)<+TpkX-E`RHe#g8rc(?Fa9 zg=iPmMbM-+sFqdqAc&}WnCl@jTml3o^_4!L5@W*Z24N#0;ZPq>{gwrQ%xsv8s5Mb= zr9-gDKuvf#iCXVG(>x^nS9ZlJ<4cK+9Xc4lK4x5-T?0p3p7cQUIkM`P6VY%wn|pmU zDo<)sS;?jsn=$5a&7bdNSK=ZpzB9__jXjOq)OffP_<=T}z4`;aAF*q6)lBN^-6ngp z&92k2>*T~#>b2d(GbM9*?X`%n%>h{N&FPeM?8t){Jg5Dq8V?zvZ)ycl}ML7ByiEU3vxaFrV1rPO1QTFzV*o--ZEbZDu{$&!> z42bo2F66r408Mx!8HEnegh-At% z2I4kK%)9Jdmu?rgZd5^~&f)jm7aYw{)%X$x5yjD5pS+wIiwAiRht2rjKwY$7b7Y5L zTx2I)Nz?>}=sou`Ustz(8wc~EDSfB_VM%NcC6g4LZ8qu<$86iAy2-g2`(jH)UMpb& zG*lkkCP()v5?jitg#l3)OPHdcdoHMOi@!++bq5KI5v+=a%61-5SX4a`{_CxpbRN>A z^8Mto(E!a8(ZR+{b1&|8jMgNfbM3@3O;=Xyk5Nd~rhJhh)9 zCzWP`>?Q>0%9mX>yKUl9mp0wsY}qAHb<-0CjIIW+vAAX}#|MP;Ko|%a4t&{>!}n^^ zqKJE`ZA+06WvIl7)|ihr;-3!>rDhOxhlYiPS<=5J7P#~&po1-3E{%?1pBoYf3RGCl z*PDsSySpLF0W(NK56afkP^J(i7m#<;?ZQzVBZ?OhgjrC2V8xT#-IG;*J#Iky%hlSv z-8q97#C=se0UBL{^rnN6n~K?od}wa*;_X_Ot1Vk@Dm>ytj}3Wmeh+u*%e7!W-6V;= zA}%U5W1H9mpQv3YrcwQ`SYj2st7sr9C`eQ%2|`s2pQ5^-Bre}Wca(12BeS07$1Rhw zz6lr!0gR{u6OOn8&ZtS_k0XEcmMK%7J$kZG<{X7scP;`{z#|-(Qo&(Z7WE%(AH0fs zzB_k#!}#H#*3`I$`(o7Cwqm6k%#-L4`r|eC~q2VRXf_n7W?}V+E{Rkdyn7T zQ<-B+YE;d_Mi%qd6@-2*;eN-c^91FK-3&Hi-y# zlny2g-d!^O-No$!?sonq z(`6&eWMkfA24T=Yb@(-9jm#pKVb)TASl2%h=dh(5t~aQ?I=u~aCfeH_CCzPevvg+@ z`P%TNDC&Rz0Lp_nW^UkXu-2S!NMpJT= zfD)wa@83@$D=|vlUG9n7#Wr^x z1zCBx7J1o1snnm%yvg!%U^ii7Hnsx?t2RPox7e$rZ zhQF0neW_)sTNrGAhHihpJZvM4bR7K}5lORTwX)S4TWMYv29Z)#{MX>yoxf%QFkeF{ z9TRC8#U(6A6=@^aU4Iuhw3IjkV8VdGINxfZmI&~ieKr6)k|z3WgT6IxO%5uoY4A&I z9y;PES;vu3$8!M255b}BoYSB$mwzYSfm?C+S7#H0QlPnnNiu}pq50~+%&L9Wu>)JM zdW&VOitm`tL zxDX4FQe$ow9l7R5O~TMC1waqCR zBDqH61Hn38UvWOLQY^pox)9_L?SrVO^Y=ice+6SpRQv#n8cpjR*uSA5dlAs5T!JXJ9vMEHC08H!aU4jHGAx4OijZR*)kXEKQ6s>eXc zJCFwMmpNeK*k0M1kMI!>IG(S#Kjkqi3RalO|9OUhA8v(lOlRj8{r=7XdNq@Mphy^& zoNyS=53No!_{o{%ZW&Hv_uTf8<#s}6vLbb2>}y<{Uw5|>->smNDcsj6f@zPm%H!QYn@SZJ`eNh9n*%X_ok;Ae2bpTzDKAryu1qv5M} zbRRR>J2>B;PjN-y**`vPFnZ0@GX5~Yn(M)9-)BEd84dTY!8_78a*bnAPpf8HB$24# z*SjJKmiZMduoC1$uogOc>vx&a>IP^IV8Nd)6IDywu zgie}+THTkHma^}+pQuhRsWbo{qkYKQbA+^749bdpz6Z3ACAywyVd?5mIKEY}^Qv~pxRTnGs!w< zT!xqrEAM+PBDV&3$hmH3XbX-8Pl_z|QOBb->Wr8H!V3QGDy6!@#}#(w%cV% zi;VHr(!X2<@+nC)HvvI%hkF|TjC3TISPy^!P>0vMZ)MYp3;Sc(pwlnxPMD*p`ls|mtwNr zO4k0oM7P25@~c#qwaxKNFUu}4*FpV)`D2!zXxz&1vMrH3rgsn}QwXmak$s8Yu=fN| zLSoxiw8)5}ZO(nw60c6=J{pDq7mBIf^+3PvpUCjuT^)L}rIl$dCAkOtYFd2sWjkh? z<7aS6TnS}IFXv}G6$g#55+5HFMdEqHciO^%bZ;?2LG!l!*aaUXe9W|;9D;9hOy{F5uC8SYS8;ZJYcAIM0 z>aSx-8I-0&+-o3g*8RsEMrGs8<3TM4ITC4%T*-M^bwHVUJ@Q#sq2sOc+0tj;xyZz^ z)U9Rq!GRZY#`4=ZsOnvDypKO6tJkFGwVSTWD|TYfyqGAo1_e_&^&XOs{5BkznC%gT zlYyuuv4Wg)l#QrbR$nJIrI_Y4iJB2nHnhC+tbrk(dbUJ!pg%;6TRP64w}^4+%rh1n zPB zr0!9E#%psdu62u9!5tMebGwu_@Z@`tZAYpESm^P+EwMJDJ+`Md)M0L%@-}<^?>&qMXKB_j+|s64n$Y?8^zWIBo6Jh#5H95A6VOyrQ%*5(p7Z=a{y`Ic5i-08u3(4 zEG7E*;UCyE=JL{wIkU-+Z*uPVJ2%U<(JF{G?zo^RpAESmy*M_`ytm3#&(_Z%Dl?#% zh7uuWITY`VK`a@ z>@{5R)E+WGx4fbFnD$gu+lS&5ck@Ly;jc`x8RZ@p|zkXS>1lvbN+N_@K z0yHzW{Z38pqlw=&Ec%41jdV2~7qnSH1-1$~c4=0M<=m)}8TiDqjVn6N1hEr-s`74ZgyqrYouL!peDx~&j zQxWhJW-85~R#lOa&abXcuOgJrC&(`Ya)9q-B?!0{#DjiyA}~VFU{c&qKezz|l^tD` zQIut1W@pC+>uaVBA4SCcxeF(vo*MZc<_>DbYA{&C^aIR_WT_w@0u36JTeLOQC`NZ) z{Re6mf}!d$OgZ~4raj+zM5(+@W@&Y?E$1d1y6blI__}FG4!Fu~{We6ywFV>CGK@SfT9^D< zdt+3jg`WYA$q*Xqp~(W6%Ox|g>LxX0Cro&GGnj}VeXUGr>>+wdnACGQe9_JKP|EzQ zY-}5WspcGjmJa~7xUZ$?)k1ozC$Uk6TC~6ai>;~-5<(Az@~u9-?~OHPtOhxufWTYe z#}Zc`p>cGp%6pA~!u0A*+AVR)$Wy@?{w`nxEiuUc&CN{X@PKK(W^v1?&fYbF>ruqdJ zQ9z530P^+7f)1XGzB-b>46!I}f)Fr)yhTK!2%|uHv(6cY0h?xI6guo&y!=3R58-m! zv15{R-sLAwcAkYxD|w>tm1_8kHikL)?F|nRch{Ip5}ZHLIzlGR>k=C=aitaDW7m?F z;3wEV@d)uypt=U?HouuAvBgyH5)69O8Qx&T+Y02f&zNZ~x@J4*b>e%3ZM{*z`8aD4 z=MJJ9sw)*^xFm;y=hV+RCo}zaR z1u)})gvEo^LK7T;=@46a)A$KTz&z_^==W!C?Lx5;d=E9uc;`>!Rm9&Rs^9T`7~#AY zCDnhvmLA#$gX?)c2`8IV)i|1B#b-Q-(NRkK86G84#$wDMGZWnswMT>EFE=cH`e_O!#nx63JTR1sNwWCfKoH$Qc`%8i>k-x*AP+b;zt z2NcrGAeQD%Eda7#IBoYdKSwA0t_|29Yo5>GB6~y}tK}fi4b(Be!&_inUE=Mit(DR# zc+d-O9m|4$9Y{ED_+kvjuhajh%AU=6R2a7w;aUY& zCzyZ>TfVoV;d_moyu98McS$|X=)$Do^=Q!Dt~5r5i3a_eF<8B31i`m}nq$m^s#cET zSGTje2?g|!VNmeLP4bSQcks5qT-vwI5@SGqg>Trp>s+yx=ggwGgE>nWeVkD05JEY; z;k-K{;=)8|f7RGs;|Wqkku*AvywoAEgqIC{jd)go)utfe)Hal(Y+kxrd$HGLX=Y+o zW{0CRr(!^7p)`j&7iU~f9;!E9fU8b$(f*DR`qIzk<6IYW)B2GR)TwxhCHj^6LOfM~ zL*Vel((@OJ=4btM76K}-y9Cy|h0}>bbj0l>gsKvTDKtq-4Y<4huHgQ`IH62wVMVW? zY?AGheJU$uv3RF(WkpebuX*G4<7~V(EHCjXlfGJFvPu@-`?4|?{@u-DL93DU5=pOw z+Hmmn%)DFFOIPh%YRT-OZ@YrgyNFhfcnvuRd`iENg7pKW!C<=va`fo2{MaOm;U&lF z`-8RAvbw{%q+vQc^1D=qTR8d_8r%IVC$oh*2ZrT0TGbU55L_3`3X#WAUD9oZd_|6G z-$k(yCpYH)E&Gh+nTI>`rE#*Qv>Ir3Pf$59ZVBZGf7E(la|>5RWy3xHFxg0yORcae zd(w4zmN5ZMjXM0x8oraey8hb~P`48W@(Q(&1kL4f!kC3yUVXpm@}OSln1f>l-SFXp zs@bJem5P&BYH|pk+7wvR*l3tS$$Oamcw-mn&H)UscOD-E}eZQolC(fE7NN{YX!RJTP)lxlzv_~wA^cDVA;y{so0#{_UCs;-z-m| zb!p+WvXl#9V#-VhAGt6eR00 z`d2P;ATd;QrHF7%yN}fF4l{m|7edq%Sj&;m(f5L9Zq*Ko4QQZV7SydEjBy)*=!LQpC2GuNYvWc^e`!P+hJH8QV)k6Ef6~E3!k2gQk*t;u!otXYsW^i%5Xk@N6zS7EUR5Yui$=Y3{Vi%+UicuxfaiV-B zywY1lH)>I@>O@A5f@`o*B;P5lc!sz&Q#Q77aWx9KEv2=Z+a@Z#kAXJ3F(Hf|X9D}$PZ4Hi+gLQZb1hI~ z!$-nE2>hs$oyD@6i$CUcV zsMUVI3EbH{4!S}(27elf^;1TQ$2!q>E{X)-^ujzu4_s=%hA(Xs@V;&A_nqxqiza$( z20fNMPj(oh3iGpdx>2~otEGP(Ce8TnSW{ z9)rK&0&*r{n5*hXpo^qRFaVWfuZkwGtAf#S8}x4Zr6wn?FM|}$8n=Kwf{sC1ImPNP zjJFb}$Km9G%3lq`Rj@OUi(cAF1b`)8d8(|)nT0Y`ECd=jR8$YSYR^odWm2P+7N0UP zf_9`;iQdU*5-F;Ke67P3l|K{&qrQU270!gevDUGqrW}hi>U3sieA_LCh%+-ZS;C_{ zr5oXN-l9#9#%!mvfw%cte!5Oapz9m9o*?7MX@<+>m-lm91a;6Bd-b&_FWmSs|sbzhcZK=^%DdLs)D@WDA?9qK?QT z@#DKN@_rHYt9y+i%7yw*#I@xLzJ~bOXFS|`Pj{6t=W09lr0eI~MQdeW)U&h?=|k*9 z5;Q*?iWv|lC~Ja3%#B~-h}70ffJT)yiTw(=>2rEB)BJcPJlB;Il`YdQ6Z#G7-j)@* zY?p7?KcGc0t)}St)1>MZVKuwybEJH|RSnN}tW$dO!-nWk4;ZUyDbb4V2TQknQuFdH z83xY*Ic^mROLFaHO)qc+^Y!In*u($EXFRFoJEhE+^^$>ET3kku zmWK&lB(A5?XXoSWwkA5mX@Qw`y!)N?Wjuu)Jqz&~j+EVoMO)u;k)4G>=HOm$wg2H; zvu$DX{EzcrWZ@ygWCdmZ@WOmP)QLQ01M4U-3?R`}dgRSxhg!Q=_zyj&&v@iu9=JhQj9 zD$TrT0u-yPQ-{_~SR!EjeVUB|){J!>#&*>xW*pN#XxtCwkO<@Zz}N=F-&Pi+_L;b( z-gManWl-n{c(;H5(f$fk=9c%pK{D?5=T1U|LX^?WS-n@6?AHU;UVV$ko4?c}|6F{= z#L~7`yX7zs+3EZ{fYRPXUtYR;8gp@9m|c=-&kco0fiLj+7AgwXCJh-te|->PXpCYu z=qtM@5#_8u2(lt(x`Gk&Gda@9>A>{myFQp)WAZTUoM8ZF;w|GxkVeuahXo2Q$zH%n zx>Ui;kVR7*6Tx_uk7$X!g*)JF*5q=r_bS=ZNe90L32xY(GPiL?BDSZv(c^uv3{oa#};FCIAE_qp)z z(;wr--U<2m;hJuSX36b~Qno9iUizE`_ghGga?=I1xQ3i`%GnRX_rEoAWovn>9EH_n znEF-P-v8wrW2-S6HMVU| z8ndx&n-e#-ZQI$i*4p2<_xzk6Gw*S{&v8GuuJdw0qf1%Ai zaFZm8r#uIY{h6+?V+jkEVi(*d>QzExslNWXr0TzjiTPy?>$l2c<}=od>JIA4(wCEB zr!lO2nV+O{me#R8qYC0mZJ$TIZ@)y(864*2FM=9_ND^{Z%whu!Ex)h%xYUC(tuGpW zqcl{O>Y2;P9B5lBRLr?F^vIE6NnC;ZLarf47*JG?;`C7%ivioL+FCjmiBk|7@jY?B zKabB~WW{Vkge(M;ocL#KnTi{7zG39Q^jRT&zeW^fibhs@zlK!7XgMX5R zB{{Gb>D1@l0=)Clje&A$hy^S(6T=QfL_~CXyfm=1v2h{8j{Z^auwdwr4Yrnn)sjhO zbly%9R6rfI{V@sFc>T}&jDdszb10hdZQG~LyFPrd)h(NY>BYptRM}Uivjr0U=1`3c zoC816XPDsz`I=MhsW4R4q)SrpMBzh`69rPB>KEXS()McTROc&*r-QH5pJJe4GVwX35RuoG<3|1HO0aTVnW=K3|A}6`jPIaPPL(<7xNAUZFCe3 z4pbTH=B6miPAnT*-;sbKi)0aAuj;sTO(2k?wNE*WeZN`wy#J&A=9eBiQP)8EPh+7d zn4}=3qRAM)8(d3<*+tFZf@v>CLN~x-=*{;eh=oP^194qcU9KD`7rr}k-r5hT6}Oo) z^gmUs|6etHg$7nX>jkvx{}XxSg@1CLlynNn$E7qhG->W~_kibS!T+pDE(7?diO^ zIr{vL%raUaCa>c;jwQ!>ogSSxM3bUP)u-jH)-{OBjKx?0zk_$eWHY3s2EM)q2 zRHU~pN;4~|=!In;{%^K}1c6b**!AjQTG9X(2{%nrJU;jkXev}`Pd((6L-x^9byhp1 zlH=Bds>$*Rzhp7f*V03w4)fSUHwlD+9nPcHKqLUn1cti2nqMm$Grz14XH*Z=HB6fOdA6Ti6s$w})iw;|iq(C6 zXm@&$d(|-*KfP?iF(ZA4LwZU--!K3B3PI_R9j>WnxPd~8o~xBZR1CRGFGE6Xri~@i z79U=19a=E&U+H}>sU6-?ZsA|SSXE!@20S}47nb^pY7@mkU+fpGhVj&0;S5)a+lK*V zR5`?6K8fQ9q&ZzA)JJx8Nb#N4(E&*W^)I}a1d|j_eaSKUlkX{ZYi-Yy&L|{vt%w)U zio80yvR08wyP4_#kXQBfT=9=2#NWG#m5I)d;q#|?%CxqhnGD*V1s#VJz6MW+J6ITr z+M0WD;q>zE|KD7;7_8*RagMO9_bi^5DcVq_UxC8;V3!+vy{lV5b<( zFf6p=-~W(4yUiV;7m7saz|sJAD*6s&X?h(w`-!`>2VFZm3QMMl^Lt5G;bXehWBCle z>ouZ6qkevb#6~q)ZP~NZE6-Y^emO~<@lW=2!hej;ZY%O`oIe;1YULUR3jB8oVBA96 zd-vGRC)mDlGN<3kHA%u%FxJ6$D0677t9|xbFF2>^!Z}3g!42qZJKSaTu59B^ZzU*( z?&AWMo4=$b>G8eU@O-wMX%oWjwID|GGHgCTCGTGHAoT`tep+)sYRSO#dsB#S2N0r$Nh1? zo#cL?7x_#agIkVoJHj4mUq5X(jMJMGgfG!*i=fSxi6_?JfD_VVLK$)T1)hs1=tX2b z0&<8>YLx308@G6-xGWc*D)Lj7HqrdwJu#8_Ik4jm@mnYV&E!Lcn|ujo;#k8m$aE#b z8NVXeqM)K}vrwqTD@H^B#oy86f1@A?#10r4V)=@Y82HbX78&u0iq4FGZf3?vS6A1D z*KIS~`N2t>9nblomTd&9z)i5C{{DRJWZRsj@@v)Bo2(bOG;+!G5Uhc^zC=Kv%WOHb z=3!5HVrt|M3&%w`Mt^HOD(tGqpVv1ym@fxOTgwWu?1%hE&jbHkz^9K&CNS*=%uF~_ z?|M#jr@K&E1>+C{?v)_@EB(#ws5t^1x1_?jr1}FRv~hs05$U5m8qG!93DtJG1JW4~ z8kJ7S^Wka|G_!%MGJr2-45rfaU$6uA<`;jMg=%|RowxJR3B8ujx4T##DSWS_sqPgW z(YoGALY`s}Hh|{NpNbZd_&BT6=Nd2!nY#R1Ca=UzwnkkoXw0$fnc02H1L5DfD#FgJ#8or%3 z5h}bb?#1~@390`PqZYMk!(YY76aRYyWE;Bsxj`KrZz_v-ZvYU&nbZALXD08abBF zd`w8&TiR4?sPXz{O>dVoE-Sje(NfJp9k;paivx4mE3eZnE?2dPF7pAZKXeQ*|3ezu z@t{!C(bZX2whRz~SD|_BHvLYB(~<53GzpJP#^pSDv7HYegxtbKpv)CqSEj((_o+>= zWk>bgSV?_EdkSVRrXy5tQh|p(`8U($_%s6stJ3TeMXub@@2{HCBsQ8n6BeG>i$>6` zX9v7UOO=q$E}+r^m$~CFE~B;F_jVF({O~drU+K+Yi%42)bPutDrZ^>Ykq<;G;=kj9 zo|vJs^<0Sas+|I4`f638b=!+4E6a4O#0bCK$G5pG^LMR*`Jr%Un8{U*bb8hOSUnbW z7&hY0n-D10BN;!TG`0j_qS=*1_-dU5^su*e3(n5rmLM7a-Ye?XiGeX+*`>>R%)U_- zK|gszx3vg5!113#-4vPt z$~mzOsm^tDbTGQ8u|c@8DUHFw=`V3Ze_`;Aa%XwRx;eSHaK+MclG)Wozvl7H>XLYo zBJoQcNGvd!UtRS}oP0zdRT6}LnS!uNz4pCdeY>x#=(4xn7oIJpEwN*S+wi*jeIJGW zz79}P76ZqDf3n+3C|X+D(`C!52CxM*QY*fI?uvs>$C7D)m;!Wp2;R1JW7SS^LoXWO zGpBnBZ&OH;OBz01lbBdyBg*-^A&Qilc0vGGJlz?&9H+mcw=jy)bS!Jx1zmNZ+}i!! z22pKM^sJ^S(<<7%*x8FV(uz@N+G(Nc&DoqOV?Eu-=&3|#)MC=U5B5cbH*1p~$@DW#rd6G4wS&h}ZDJ#jrkVD|ip|E$9Fgbq(zns*qBF_bITu^^5g(rm zqPC+#_|w+kG8OsNn1rBjw@M@k`~AYe-`!-4rY5St)~ZJ=J{29{y_~I+OPn1sM#Kgu zMQ3Y4BP}c$AxfN;TG*BSu>{KGL<#ZBeuv4ADPg~ZGW;TTKOp#24l)Eao~42%*&A!N zo-U{CaGIy*tm6c_=&VN=tWWDoL zApiHB&m{eWgT9|C*#@^piqJpH8!HCoKKB0x`!<1#WQ=-h@vA?l3EpE}MXK0qSS~Iu zT1u#^BM302d>866U-eB7${x5$K0VMLROwjidk(&ww)DN6`DbXKajs<6EYDN+FNA5^ z64-b@M$*_J%1*L7H{dm$IeVVIpCK<1`@S(%c&wwf9i>}Z%^>>jucBl96ZjVF@ zMxlc%Ot6gekuzLv_{$fR`$Wp1PcH~33sqS$?UaJ(_s*>78$Gq|?66yuDVdvQO}z0VhVgyxHLvqiux?t zurlwYrlFu$BbXz9$$cU@R%eE$CJ~ztx*>J@uEXmEu>M%~TJ&+L9@q1oXZ1WO-Me>E z?O4-=x2(u)zUyPc2bD9^k1Z1Vp$kwY){LCur5Ep~Rzjv;!D&<@UY-Qmc1kx3dtK$i zwbhmm{Av8Qve4<8^|o6gFVmC30sZWKXuF%^Ll|~*=c~}Pbo1h4zS3A(z0hvhQK6*@ zdzAyLu4Ivyv0Bp~7a~BR-|)WWkqa6Ny@R%A-S$(wBS zP}TBy6D4I;3;W5ci}-qWi5*Y1mK8a9fA8msYxohJ8_UkC&-xpS?mz8EF>i^$Gundo z$ZQX^`5|mK+&`Mm#yz`iOfccCDWEEoE4o(a`#83g+q(?sz62)n`}CS$Cg}YWeY)#O zgs%4dp^2*ZMw3^-UcRdkQRYf4s$>UHwJ#(Zy^#LouqBYbFF#ZJq#P&*iY(-vmft(Y zd8gOR-mYxY`(VQ~R|_s5ScBTQ>`bgO8x@P*kjRdD?$xx_xF)a$M#=$ID9Nq{fz6oG zLNI+^yzi3N0<8%76zJ&SZGPpN=zg3ZLnsn7ht+`oK?e@ea{AT5MNQKF;pGjy27PPG z27RkF>j}>LUTZyA$`cm*tP+7$xNWsv)PR#dsBIH#{)Bqp(lvASQ<^%<30*T{owi;g zkZ@sE589C(@wQZsgS*sf0`zE|ab}r9#GPUCr-NQIa)vn=(!^Y6oUko7fc7aRb;)aXg>Ub4>Px-Bpd{>&1~t5^ifOy}un)BE?lJ|MPNr0U+9=%Z<7n^zEIpvw{#r!jK zwha@6)e>~ir?to2E?cY0Wq<>KD4I_ESIEX-_`qJ2fyYH0Pk2H-?4rmen!S`ySzkE2 z1y6dDmo$^x!AXhq+awaNR@>+?(ph~UbY`8F)ma6K+7)R&Cbl5ace+Yw-)GIX4~Z=2 ztPfRu#)dC46Ls6uwA$X|qgKPXOe6N>3I9*@aU|P)XRmPZwfOws#{nyy67_f`AW7Kb8qmp z95ia(7l(P?0)ozbF=}&NeB<>o?Q*w)r!-`ZXLAd)iTgTQ!g4&}N;j9qQ~x)U=aGOi z7ljR~Eb)e1$#ax~b9woA?>@6^or^A}H1?lx&gB0wvF_=&;GChJd*X77gp%n-?_-{o;Xd4NA1-4^6|tAgsFaUK z6W$RBHRWmBwDB^(j2#L=x>nx#8W^CI}M{PAJwgHJ%v-|77l>Fl7V zM+62BI=mqb-M_}6#8{EH^h=4aqfU{M^~PwXKT9r0Qjr}JoP6i4;A$lk3GnXIvRo(@$h%0Z+ zUE$P-NznQ;wMf{J(sT&n49*s*<{s=N{o~{mZqLGpIj7#*R9LjnDblLD1ot&-tEO8@ zaNcFB7auf%X(TIcjeW~Zm}iP=Yz+HB;&lb>FNfF!$Cfv%ho#7w$R^`b64Zp?TZ1;=rNQ|G3E&ITNDl0mM!R^~m6QRp_ ztK}ym35!rA6eDqjimKoKQbX_&18QY|wNaSdC@JfOVxBbKw3=Y>#p!jd$#LD@&(!aF zAbCd;TFu)Xb?$oq8mfSGUA0DRoAU5zBJI%ge5M-^GZ0rpo!_{^Uv#>-m^du9GQ#={ z^b_kQ`-xf&Gv)(DpTqGo5qp*c{>CnYEF0UWtBb9ZU(2~QaW0{S7c`AQ}x0{QtcWok;B<(JT(Z1rLv_OP`laYy` zmV3xX{%RNvD0+x^l*x9d=i8$?M?Gt623EET-Z?3hHAP~oc+K%{QSufudw>?1q-#LN z*5~?2X9E&0Go6X>PFWU#)eJL z4RqTSXJ!ynN6Ow>n4`^jwux5^mRfqogj7T$CKb(&p)3>A!849jCgZn{HE)qc$9)_h zdyy|b_NpxNh@R#Z9DW^nfaqS-{Fw$j`u-hB9h$bKEF9PhoEk$E8fBaE)Ezzau+8yW z!*ZI;K=L-|tGlYMfaeea1h&l5V1nyTeI{FWma7A|Y}3SVQ57u9glMUA#F@Xl zC@gM`1;lq9B8ys@5ovIaiao6uu0Tb$8v2P6;BKnafoj^a`NudlM1r$B=_D;(19Mrs z2kyv0#lU^E7tszs1DCrol{}FTW{2)?9Q?DvL%Xh;$?dbTmuTM6tk6esFGU;g z^gg$D6J$*!@bGGD(Z5%GlQU^pW0O*&(_i6!tiRX%dqDm@%A0SYeiZfVz6YyOi{Mk8 zLJC%@N-B{RMBQl00o&1F3%qN~m8TCzrFaDBfQ+^pT|csxr(E;WThd3YmMjDOL=@^?W8U;|YHIi)dzTZ3u(RXf!viMiZD%tw`p6S0}=B z1-awWe(5|`rV*K5Pp`63a`{p2Y>m=HUC>CtCEYn`&5DY^g-(~D9UeVli z(D~cyxDwJ0izhl@blWQ08UKV_%OVSj@)DFmRei035bALt$Su6GFbLq0Hdhx!_j zV~sOxUP0#PeASSzrL~u(Mj{HQLe+}n#)SobQ+47$6kE*-Bsa3>)7*&k4uri$Hxe9f zar$<$&n-V`lCwf}LO;TMQQpVuouKNO4s`bFS5I;$8_`K{d~xr+c9z4nEvugcQXmmm~)jo;wp)5$`b@oe+AxZB+X%bdmD&241y~D5}+AVRD=( zX*9wB7x>uCFI%6_?wDawUZ(yH$p1t=P6CLe$<{6T62cg8P-ad;u?wS@NHxM>In6FF zgHW*>(#?jU3B7Hd?JUzHhDFl!<2HA|k3t)M`fFp#2?5)AN!7f}JA(bR8Yvr(ousyX z5271`?|>NYax)fmArK5}G9TWHn;xXz;$rN0qEq5tm|UX(Q#Wh(B$@IVgDe_$+*UkzhBKRBr2#HiNV@aVT~PITzmI z38Qcltv+2YwpF=7m+x_8QpU>Wayv#M-C#nH94k=lH#|=Z0-xX%H;EJhnlwECNyM?p zkhTRA8R#|o)6h?inEdcJRxV{3Lhw7EmiUcpBx`haYq7=8s3{0(D0L**REWs_>8svw zAFmS-Bp1yNqdtLIXQCT4NQ zJ)Djadk?0iQ~su??k|^@CQ*>oC!Ytw=q)Oy^Z};#S82ZMA&Z1$@zO4>dP9pd&E=YM9&L(cJL;HB?I9D>PHc8s^_OPu^fG3mfxYW8gB!@Vu zY3i9{yzpx;kHbc0lsqv_vauBH`eJf(?7Lq(lFX6wd3TF4vftE_4NYu5aq|(E$}a@S z)e(Fiu0X$PYVZ6MA!8|5sa=cey84kOo@veXOpA2kjTO4?^#}Ow#u=Wr4Li?~yCThv z1#6gH)U%ss`yL~B^JkyUc&?($Z~Ge5{1*7JrgN|#SB*VD-$iZp@NdNXC$q3Kfzc2? z8L_LA&;%c6EdK{lAtwECi`!XX3YD0#eXzL}o)M~Ki^zh5bi@jYvPdh$&3VCGna6j| ziz6?kJiKlZb(YCe!}Hszy@+F&YQ~1GW?~gy>G6558sADwsC=*M*!t)0KiZc=&)UCN zdfwy^xn`&RjLsP9caJ4rgot~;>&d7nUIj?%ijFr3namLjUL}_#j;S>AH(wo8*SKJ= zVI&!P-#J+JIP2;YHr`{0|5R|1TI#HRC?&k5f7netyRU}>xPNEi;bx*>;y|w@vBa|>vSjfw$T4#)Khc$=> zLhyhGh6>)qnOQJmh`?!c90#Ko28C{37_CpjX`xw(m|952o)4<-fh%x>-*^+_ zA)--|0Gh3$C5|ypd`hW*Mj9nIIDzR~B(pAl=R8Z$j}2ekXshC$Ksw86|C+r_iwlr8 zKcrI=mbkSGPb2I6s`9`M&(o~A*9o*|&4(G=Ybt1;C?ZIrB`WxBxBbF!!z=w=*9J`- z@a6C3_yzIHIVpEOh>4};)QEVEkGm#jTR-+R7gLqF{ISv;2j_b0;@yDLrDH8p-^&WO z(U!gllcJ)QufG0jvR0-agXIXRXiLZwLlB26cwAuMF?V7}R!gmAH4m_&p-!K6uL0gx zx{tm8c8WIgs9!`J932yCzS?iJQQ%cHHF5kQ?G4W2+fUU3RUQ=EJwrK>`aS$HGZ zSE&%z5@*!KP#gEav4S?mh6t31GTfCV&ocL@l-G|lv6yOYkYu9E=oGj5`(J|cRit~w zopTYkq3@rxd${_(S;k26P3FQ@zMRM)f;H(7^>2Nn5rD&J!}{RgUpUH`kZ=#&InZt z#Ch<^da0kK+kRn)UXIG4pmT!x>}0w${I;Fr24fXyttKNf69ZM&UKqq1m)T3UAOGAr zSpFr#LXN9oYureVTKd{`Fn}3DlV!>e>!+E&xQGbkpFe+?ec!!iXJ<7GElcIQIZ6jX zU%2c?m3d&K4S6v0ft|ZJ6|r!3`76JPFKl{7B|Mlh zOx#=h$=L=PM0Qpcr5Hnk^CMy_WZRHp_t|~UzvWz$MJ@VX)0(=crKD9pk?kbhQ16A? z<#1@?-3W2{`FeN4GPTczSU1gXzwhm7=xYU#R6LYTgN3frO%B}b;|p^^v4oX{uAc}S_G8kjn)8npWE zE^R)dSAL2*CG5pE!+qaD^mcpor?u*!NbCPpK^GfLxWe-Yx87}-x^36wzatXTS*O*CG#u?Rt)9r>hb|_E0&R?(n(5Swup6}Vy=%kef*cz+JEOe zM7SGGi*xpEF4TNn^YwSdz zzljO6DiR!=c5a;yWADlD#WE_cX`ULMQ^2Jq-+^5_(mL6>6cT$ju}A(BLqk0L%Wl4D zijJyAvFD~byNZy1(Ol=2n&{)qaGi!IFLtaM*xtN`^5^eImbe%Gx+ z)^~XuSOJ%rz{iV+cgptmUywT18B%miY5%3@iDV=v5l&i4^f{pLeR|MjT-(~P)J@_D zxG0d3fp4@~i&$MXi-AuJTeeZG36QBgLX|OyNRWLQ`;b;2shUkfr9kdc5(J z7?5R>A_q&HLR2_aLzBe_7Rv-#qC4JEyXV%Ya2?)4EINs*n%_&te~By(5= z0#ZZDveZu%BRcGf(lOobe-g5t)4Cr`1@=Ni*o^v934%AdK?gOj-bZ4&0FZ^m}u^*Y=pfAI=cgrtbO;Wox^og zJExC<^a{2AVFAE%Io~3V6WbfD;bdvN7Fa5gT|B~6>Beha1y*^Fh4mWX;jO{Vtn_~Gvl@YU78Eyb={gZxY_YfoVySQpVW(i z{`3Fp#~)FC7!1nWH0OyJE~%-h;z}gK(r`ikJtRgrb|&;Y*nkq1ut(hLG#gzs6$>{J zn*p>-(!Po07KE?E!9WnvRY3Hg>@lWXu}eLb&gj#+BSm{wre4s zQwHhB7J^iqPW8%yLKL5?NaG7ocPwo8wl-lppQkym=1f06A8~^;)V>iTGj2pI_ri_Q zmG@Uf_U!>W)-|1D14Gudzz?1r(A^shUxK0U2cGAq3wSR#lg;w&1O6KI{6rB1Bb^jg zRfFAc_ES$^ZJHL4K7%-070LekT}eg)>6DFsk5G$a5l-Z^lR&F($s$C3nPL-=o*(*) z^P@H(w*hI7R8!cTs0GhCC)QiCG$kd!T+ZerKPhU8mYPVCIWrzw1`-o6DP5CC71bo6 zrHEr^@P6#@I`C?Ua35^fZ2w83?G+{j#|UVXu|}4)O%NRxTP9nJ7yd(uh|(PpHPFZN z7Kx6T*PsD#gh5^y>w(6y?R}*cr#P7LIOnsdBXd$dR#qF(|;QYz7h8Xo*baM*= zJyx?+vh|^Cu8z`;D9AVAU_x${53q`J2UJmkS#tMT?Q$0QW~=MR_WFiD*fv@7g0O#3 zV6d`H=H=nez$3BqD0N|8k9-4zrYW^HS|6E*4B>(0cF@_024fPAdB7pz$?l-iFS8D} zTgwcCk-zs-#(>g>ZbV#xD@vE&X%8pTNZSMzmO~G|KUDcTk=-&n^$dnfP3QDr+WEoo zC6$%$1!H*|P#YRVyi2wwatGXc$67tm}BD%dTc*dHhM)lA3XH~9pdUyX>1 z*c%#W00pQ%;Bh?W9CIo!Bi$%AXnrv`KeDXuRyFgUJBijRQ&hI=HgUx zF&{1fi6tHzNRKpptecLBO#^9s#r@ULc8pq6&?*|aWQ>Xe@duKueLP|2(9=ZB z1W^}b9?wKSD8i2`G0byf)@Wh4Z_)nt6Nj}|S{8vXP)+kElDLRl*%R}+1&^pDL#w&r zc=k)Lgqls?buEvV$B6{P=6{z+E$U=Cg`ws7Y73XsA&Ptkj|rA17v_=cU)!~{wZr4% z-owLU(uR7N{zA(@zuo?Hi4WW-&3X+UreHGr*YUv7%i!qFodL_RtCT2b_UvL3NFb}U zl8Q=@)qvs&?%4pdR5(oHC~ILjK0LxOlX?wbzyk0l)5KznAejVpd+Swwk4d=16$x*k z!>zFldC+r^Wq&__bXmeAMny|a($H9r#zt2+m^?Jl?OBu`=^@%q>z14;HL93O+Avb< zqD&fa>DHbMOkm&eAQKt71k_|(AQ9)4mJse%~jEeX{&no z8=AH^d=eB4Et!^iprtUt#Kc0?1p6*m%;p*eM#kLhW>HaAB5Zz0(d|GT_Agdi^`DSe zbwlDz_8!f>vDdlyL;THX&(%IIKOwmyZQW;*^3}HDWL0Q~WMp{vH^Em7Sd*5u!8{G? zGjg}=^~M6UXPXNFZ`i~Vq%VyCPGr}FT~fNg(S+m%r$jhKF9X#32l=R`niaTkv1em& zs)H2K3s~(CP`lnjsU<-U=2Gs2YU@s2HM0>QvdEUX5E0L;fmm;*?4rEB{^jWtG-BM4 zS!E4QJ!LcQC)z)$iF)40qfXi>@?{lPR;%y0t6mF5V?O`4jqqQ>xfIyVk$l~bp}3G- zUT~R?CR&L8M^?YEWPM_@lcwQfuH#d?tNsyD7by(jT>SyT6C6f_ZrM02bMPPTRV^=*t=m^51U5G|zlvVy!W5)d)nm#K)HITT< zI4mvmxf)XhY%#YNp;#6WNUCK4YGY344T+6Z>P%w$m6Xg9g~pBGp$nm}MhVe!G$bzr z&LMggtTk9ISo?vi#J+^tI(!%I!oR4V#ZIlz=8~Dzcp9**rRLv3Z(LO7o$6Kb` zw~XO;tv_=oAG%l3$DR0gU3=Hz-Lq}H5}fOOe4d^3IB{+Cf)Y!02TVc?O$>2&!Qa2U zAovesapJXxd8Mrj!kFp(;rr0F+Wpf9ChAAm*0Sz|*aZcJ?n|I*$xk0ZLL+TnZuKoT z+vm}g1(SUH%LkFO#r(`v4M8g_Ooze$z)$u2La3)6fTu%_bA&5_xe*M<1{aHcnZwT$ zbbd)9%<^aX@)d6|5dE&xai7WBi?+&=f%F8vW0S=NJNb!(mo6FJf8>ys30m-k00d;n zINWO3Gwp(KT1npI6%B$9xPL$ZS5_o8l_Ma+vKbcN9*6eEuHTHFD^oZ|^bGSL#X`!X zzw$B|bH6N->-Zd4sh3^PT~XDtp2d3+H(sj?J) z-QWE;MN{VoNcMz&S(rgXF{rJHsZWkGaYsl2;^WeZZuxM1B8>?0tm;sDGP;;4>t0=o zudWF@bRx)pV;i+xSMzrZ2zPO2KH`nN|0KW6idZJKaZD(jc0 zy4k>PZ|+G0q)k?35?g9lZ9eGxKo)*GE z+t245xibsFE!>VdeDO!|bi`T1`&QaBettI&yDALZQX@QrZ`lbB;ytkgWvN&!%2fFj zty9SZn_Kh;8MfCH7fjiJFI@kn%KHOEr^LTQ?p9PcK zuk}rSk6F%1)gHP@lpLRCET8S(J7uNtHOQrFrwwrBOwCAUOdMeSS++fhw9mBwbx*Gr zax2`dJ~?hZ@fQ~t`_-1$L=g){fp`6P=syC{kOB$A&~wncxZYAP_`yB0!FpJR%3}Yb!uX z0pB=w=uyQC05F$NFCl>r*HD&{Q(R*LSnE(OSFM76ybrDt#sn-y4z!y8cs<2NrH9kv%+ zixG%*l>Eg&dd41YZqZS80&+?w1QeJj$J!BS=--psXO$3+%u%h@6T(37a@>E2s~GQ6SRrqw-?&jBvw%|2ADoB{0GrUs0zMgCcRX#_TRIK4$*ZvZ_nU zZ!!AcMCqT&ZHfa_C3g-7vp{4k(|Yu0I83b^&Ww`AY=|Pk4-BN+uD{vcXBcdSP5e(G z8;b3zouJSwd?v5Yd8n1b=>vcQP+{%d<8q^5uc@og7X^+^Y0$%M<~FmwMyKON7WwE! zk08+#)x8kJ>McdfzzVY|BvF+o#>ZU&(^lgBo0s4W{_<_XCyJ%2jW?=dy5e3*C%5G) ze1nwpVIgXQzWJ^oPgt)^vZoj3|#4 ztRh?&cyG5*Ed=&Z>$kcoG&E+2kBthgv}eRAB~1a{3$Y78CX#VNmrpId$yi#-7(CLQ z@V_6V2OWKM<%z561w2 zDmYWMqN3vP;)2t-|0yrI!N)}&b-E-ha~uHQ_gc<36O?>CB};D;SAH~K2X^8jF!Fi6 z)nXdKbW#%U#5JN^Tl@to+z`uJo_(aG%CI#(ADWmD+#mC=4J+H<|HU>T z$5;d+sNLpq*o7Gw7^nuKhzUi3C^-*IWvbEMGngRlLKRD*+Oh^Y86t)Yat?S06h7}b6eFP?MXi?DU_i;98-ys;OObH&= zr5uVp;4^)$0D8-s(a$@1<#fq6c0mNHVXrBnP9A+^-p3n%)3b2wZRY8e{>5ZhALT zVHrnK+htXp2JR;$jaB9Sc|gnR?5;0u%dcj{TUy4Lao&uc1Vrb2iehB>JxS~a&IKVbW-%Ez#&-?kBFz8s}g|{^?*qy z#Vo5@n0%DUTr~GDhWFQRok1*yiP(%?h_1y@#Av4SrvqCZ6Puf93Nz9&t!cB)#_Jom z0t4xrSKhjJltr}rVBA7-xhGV?99_*_j-b8EO2z+O*!U-Po(cL?v}>7lOJ)G20E;`5 zLaAi{ZzW+ZSC`G}&Tes@abIK~LjwR8_s#O>AohA*rMJj>4i;L+_pyUnbJ;)GUFJAx zKPVK|+4BzTZ!0TWY;H~e%rxL{-6D=D<;&^AtLxQ07nUbyC1^8#g)Smf_pcn3GQIRU2T0?8*>_>%a&s+4zKR4ucxk)-us6iuZT&`78C^nfp)&8hN4-RDiVmTt=ZIY1 ziHlsd(tpAp?)|%{x~t{0#4_F#KYQ4C&gY z<)nar)QgzycOp&!lVc09Nu z7AZC55oRn(af#8YPaI~*NZB;KEkXIe%j;L`+2h0#VqGce>vZ@oNNP|I8ulsUzmLF} ztH_$N&C7k>F-H8|a;ddJt#?8w%DY6#WF+GLdk=eA1TKXu?uLz^tsR}2I zFZm{F>R8*5qY-vDufi(EGqtc4^rJX>2{+19o{W3xiY4;fTvDl%GM1d`WFa8HfQ4o9 zPL#IgW!8s#`c;E`o+ckE&k-z&^t=9)%@jT1UsLI>vS|sQ4xW5cPl8w zzc2PTxek1_?N2QtP@wGZA=JK$T6sJyjeMW4Dugs!_m2tLhYSDVd! z-L+%68~IHvVsIo3)to|+3^cN?{bx#p3=zc_^JlHFPM^lmi$}XzV-0U5@^7>klC+}a zF#HVX{xC~{?Bw4OfQuI1j-O*>Dn@8#h*H5 z&9dDm3Ee+wH;FZusBuY!A%f+w{Aomm=CwzpM`;fX#Z(zErC_x*q7BWw5Gvj}7QK(T zAP0$!P|nZm7~$k1kw1d=_UI$9&LL&Vtr2KLY*Gv6b_ajQGnPy}+DReI-b; zUQsKsCpG@{@nVfp2!b=Mw5Qmlxs2CGJ>XxHG&1BeS|R388B>F1S(Nz0 zb%kpUi?vftiSb-dTqdWb!0pM2(+7+R;2D6|OcF({2xre~L92hwrhCH~&aaom0bYAG zo6hO1Ho75UVIa)Z<^__&;pL9Yl(8W1@P}`<)dNx)Gx#yS0(wP5C_;~*Si)3g*c4S; z5Kg`&Y%XE*TrQVcM+OeVsNbFyap|-w!~vj7zX{PX5i?90zLp;}!idF+4@}>Z)taPW>DTT?gmTGuVe3v2ygm+bMY+uG zbc(gqOVf3~Qarh}1hO1L~%wzJ|p4kl!#$PIN<;O4pFoeJUD| zxU7r%#?Bm)%zG}v^TK|PzD1E7AdCK1hjvk*E7mwmK|;cO_FUMU9imr00D0(1q#|zmUq4|km%y>RB z#MsO5;1%LLpX<@HFLM~lU6CTdf(O860;*BJogPV<|7nKE%V3h>D>DS^;hW!pTk_^no?# zPaH*wyzI_~lkF#WofsF6VKgoEz)b%6f70j%7_KClcwRF#JK1%6M8Ps9vg~?}tP;1Y zYm?%R3dlT!I6di{pGrq^i)+t#Ytuo@IK<)ylGqm0WryctpC|5!KI931ePMgB+?dOU z-zt2rY+NrpisyH^Cnd?D$|*jPZ8>sM8sbZ)D`}$F>PhzC+_6L4G-;*sIy(H!?qK4Q zUZ$7l1f7uo$)dcOGGta@7Sg0Z{n&K}`~B+2rK#~we41dSVEc=D%e8>e9$sL_%v_<| z0x^UGa+BMYp@`&AulNLNETQzyj??;r`w1{ zhBT)pgf54Zq)sj_%9_5sYbj3*2FIV+fsKrDnl|H*>B5nTa*~(`yff5)X#z5KwU|McQw4-oi3!fHE#3JEOc5bsyo|&~Jh55Rz-u>pLWPE? zokvCZbK1ZCflaDL&SFHJon@If+9(|cg5kJgi-s$a*s4OphvO7`kKNC31BLnc_Dl>s zXm2V$)gLM>6eVNI+ESVf`XL^|5>#?A^h64rzAWQCz0-2IEP~0EPmP#A*OqzO>pNjL zUZ#k&n5GL1=+gk1$T=_->kv}(8hSy4g4IDQhNoOJAz7Uq!osl~;j964YsF8n*`dpi zKO^(&CltlS&5hhRGXjD6PWMLXwU%+2Pyl>4a=q3+vfJ!NcHZvPVHCf;A1_O#y@G%S z$Bt}Q;_6KI(}c#75s^5&~WSLJ!*^KtB|65FXSZfCJYuiiQka;D^BzEGN?J6Pa4Z3sql|zFjZI{?ha&I9IRBABA&9P6}>L8#i3`kC@~; z14c>$d1f@jY2pvuMO2Z|`May6t(&h~AJ5HG453GVFV6=BfzvIP)jvVrfPrah!5NF# zg-$te4cUE59<%kgd%rf7BI)fs)jR9&-NASFLgf%nc)_mC^HhuR`kSFrYqsS~Jb1Th z)AGMMjO)uPt>*tUe^yGXtVp*bT^w>*WXyEoXRXuz`N4Y9O%zt7p1crBx`o>{nw?YE zd)?Ev5rucTy(;z+qN2CqJBu&kDJQWC$eF?kqUzT35ao1|Xj+x-e&O4{-W9X3OYVti|B117) z^9ir2Dv#W0HlO&)pw$3Ht(Y^I&ThdXAZLww^xVfKVRQfRu z?`IAR8L@|Xv`ZK=x@$}b!l0<6n4DIC{hZ`4DY>SMi6U3VV_b>yP9f_A zFimndOI8c;7pKax#UJc>FltH^fLCru{hb!xcR;lg{|&Jk>YySBjzb@(!A6BaT94Td zy|7Dj3pxzszQ4#zWcWtItOpx{b{F#-V}fOFK3xg@?<`NmyI^%&dD*Aj*Y*V-?*<&^ z?DK(4m(Zhp&i9aZ50@#OQ4cyCpcNT-Nsf=T{{av;vtb}|-GzA-9`rrnx{_i_PkZ+r zXyTrHyLl*?C*RR-<`1nQEQ4V3^elx?=Y8SheluM9XIz$gW_324@>b@L|0}l9N(tTh z8RCvXuCRhe-}ff!c1sFCB=?jion1OVtYe3a+^qzfG69pZvFW$w;XAweaXTX7BKmKq z?|`V2tPa5@l0A<&`E=m~aaq_uZrRihxBbQfgHPJRy=AyqdK>Qb7En8yNZeDjz?2(E z)2H?2rLAc0fW70G=k3BwapBP#xD5=d@;^%+w{@Ghgh*edsXiy1ro3CDr4d1iOX7=u z)oeH{vZzT^1IF%x)Ew&}#=JQKqU$wjeSKKc^;z z|JKy|J$v6;2zFH5AXF+#1z0OkZatd5m?i$Rb~3^d7-hX+`F%J`!$@iVErNHg&?)qO z`!j*E2b=rEwt4D<^=`!El%A$q+Ci&Id^C!rEmBM00lg*o!SM0ps zKR$Ymud_1f?Zze(G?20dr@>jYO&>KbL0$%_`o=ZMVD$(N!~DKBWtx@uHG8Yc{>H+m zH>0Q{>t*r;5xTs_0YxE5VH#fk>mg3fH;+7Apv%BqKUM|&i-r}UU|^0C^C1-7A`h`Twy8Fso>fRA8O*hQb~~C2-wJJZHq9GXC9U5v*yy-N zhWFl|R1;?(NH1T)LjY%;jLE{o;;cLT{rv$`(G-#e1KtPCBvfRyfqzPNb4+;+8yN+*4|8aetce3QOm%gTfp?}obc3)LpLE+JItmc!n$ME8|tHozaOF|JVvo9IDCQpAK zIP!{lSNjE zj%$2=*)?oXsvQ&{?t*VKrcnN~rm9*%=pvTk#Eo}UVi(;AsBiRx^xXQZD0wFGt?zxj zZKw%1D(}|CA{mP++;l_yw|6;f$^*o_F3*8LigHm*TQS_z zt3gt2M?(HTWPIAImR93yqOEMqTD8os?61#A)&d_5qn^4KFDJQkwni}Fb)UHWwo&ST zj@9DfxtD~PuGPbJ5u?Vf$IFk6?Z9^rH$|sAySxOIqM;nIGarqdcyG-R)Npaop8Al? zr3!rxO3AgInaxZycb{7}4~YkqAgcCa!+DrqFlo%b5EyzTh?GzRBJSpjT`B~bhovG{ zt!$?7g4@-j+zZ>uI1PAu<)76r(#&;rb;aA0jmS#)Y4->BHIp=Eb10i?pg6sv{zaBE zG@e{TNBt3r)#FBK21<+G5qxU?!5A^@i4j9ye~zEI-*|9EX|Z@X%{a4oe9|;{aO4Fo z;_im=&b{FX$v4sx^(UF+r;4c7nS!z(MvGOWpn~BTj3~VKTZa3_NRQ2-nAb*JgMVGJ z!v}Vlv)vs|Ho1<O`$BM{(UuN)N;fNQ}8n8gZ~jMp)VvdVk2 zh1vLcuofP)=(!JFZa8IP$U9g(x_p6hqVa~7_B^oIFN$gQvp|OAdxVCDrpnzaXSq;y za}lr}DY^B_1YLC?IQw`kE4kBu{Aup(OGM@`X?Q_gEKU>r+jZh+D8EDYwpg=uC_8=E zLo&iv$ySL@Y;f)Pwh=1~eBznNVl1)faeyH(L&|!8{P>g}h0LN#D=bXxw&9u@p6$9n zf`*YRZ_9t1+UNtmoe)jmuVdeh6)}1+Se;ewyZVy}8A5Q2Q&IX`o~Fi*B@$yikxNXB zk%y;H%2CR1;L%Gjv7rCeBN930QS;ClqogV`u^!vev?%R4Xd27G3R&NYHr`ZuXpbyg zyoJ6Wt9_56xhwtT$?B2jWk}~wBqH{1>SD@FL!^`PFLT8j2z0F|BVd&mGuG|*psDYV z(d#6C+n0$KY*xwE3fsAMi9|hrqFbxu7_UTVXPx5z?wzJPQwqiL)xfSUusi{NK(olW z{qCQ&{^Mr4OJgQ@MATtgwyCCc%eCQ8Maw-KY(l1>5{s=H-Q*IPZPQq##@7B~IGvIRH@$a$=L9(d*E_|edDUFi2h@$v5GqtXf;UTrWG zV*58aw=u2{*BNgGsIjW*mGwWBv&IX&nC7~XE6V=~Jhe1rgFNc}g)h;Obb`T*_a*-z z$+?Bh{QFS-?yRqmn{V#=(0A_~-PTn@3J8KTzEL$Q{qc#+NP!NY8J)M?H@>b*PYlPa zv~YhV;pHG8P!>s{^SioQis?Bo(|u3=(Ad&38idArgri<+PFaBMWJCyACjG?@b}D% z7C%~^Hu%M;Fgedbj>?}Yw0EkGS4eY&y*kNU_dzEkwM~v_<`4~SkmZ|Qwh(+Q1R#Nu zDWY*HBDN$f<$V(RGRqilHRo`&*jXhtNVLK~_G!M7%j1&yb5Qpp^!okfIIz* zGb$yuoo3X|#4e%I6K9x?W@iaW~;qJk7pwC)vc=%QWO}%#Nbe)gfjO!@z zr@Ix#;pzt61$B$nkLeB2fwynvGCCN!1je7#*VG9=uz+{4zKJ}FM5V-y`!aQCcVDAb zZNA~|QZ#yY;P@Rx7jxVIJE3d>y3 zDo(k`YRj+>IIZgqDL066@J!SYP|VCD4D(g-cKnGTmJN-FY~}f#?Pg=Zio< zNir2lsHg@^dlM5A$E45bD;R8GBMB(l}A`awMk;^1( z?4|4AoErOM^SW7s2;LPlOJt&>N1j$e+}IdWFwXG6Y0U-14?>7nRmc!fIC3+h91oJB z!R#Ly39Fw6CoT$zxjDS5Ods`!nb;7J3|@gJb?lVYfE^Vl2=? zoAt_9XF^(`sTdR3Yqnb=ZAUy6S*&X_1NyP(T=Jgl+!Jf|g)8uGke|mb_2CguGMvH7 z_LZ^33Zy`rapm*IfA;X~2%tEQzH4ZhOlI-AgQ?)GJUs3(a(T}(w~4#f{{%v})Jl!o z9>-5@5RwHzWD6YZ8NM-1B1c`VkR_6DVoPky*;a$HJ_ApdwuB#sGcsMP8-c{r&8GbD z1ik#9)8XT#Y117*Bs-XeN}8m-u-Q4d-u24sDXEdL(nU;D&ZNRzBgC($V|ix>P)7w& zCPN-<(wozq(frxn`D@>XM6!jZI4D3!XXL`>5E#}!k|NGqc6>Y3E(~=Wd?zcM_Ld_( zTzowL%44;;ZhrN49)^D_Do4?)aTyddVk&XMPhX0U|D1GH0H&iS8>eqW2BS{NCy6K1 z3q-j>E58j9-YV(q2ILZ64!Xs(8msw2T zyPpKyS^+iB!zM?JoruY|_Ct%ILVkrL=EFw+_wKO$BgqWmt0P5C{Qf<}8fZu|dGIxA zTlDmTeN^_CeqB&iN(#2vco`!aR}4_u+?)!`SW?!~vNG<;QXI+p`~Ktg7*!g+Bg69S zOk|L_aLNP))F3+{x<}DYWk5#gO#fqA+b<{xdmvH@W`=tozV%>mgllynk=@L0S0D|FG0 zW6!6vp6KrOAA(WNW7{8APPcj>6s52>R(xQP;3`V)_B~%L z)Zy+}xyqoI2n=l>0g=HQ&2dVJ+=O5@Gih6l-skO#0rBja<*aF@1K3AyUmr$D_+p3$ z$kjNP1*nOidG*iFPxI8SNIWe!5>+l0c9e?zCX3Y6E#YJV-);4jBE3LPxO++0jtP2U z9e79KIbXVqqS0$;s+&y1ImXMW6J^YY@|_OiisI=9ea++9Rpb=)X4j9|SW9r76H;EY zIj$@zB(rC}fE)oBI--um=oH}!u`LC*MTn7&bbm65wSy0+JFXiAhaHV6h(AXeU{Nhv z`2st4chL_k&96Oq%&JaK%b;_pwaA zjJBEt4Z8!(+oL4tOE2LoS1T`K1vkl9tkL4C_^)lswA|T$q}UAw=03?HaS`{OV06wn zc%#6y8CqNBC9<}^+^4Zqw1*4!Ta-LYr9TdSlscSWl>V8se}_M0Hn6Q~U9^99-N#lR zARb{`(~9)JNc&$NXTpF0%S2R$Ep7j*QXjZGRq3r>zg|b;@2aZK0A#?5Ag?@?3Yj;r zTUffkKLiICm#A&fK$P|Gy`tsW3R_A->a)UpQo3P)r&Y5XG~g>`vNI$ocPoe1VZ{%Z zKH#seaoKS|aEoynv0zvnb&y04R@tAa{2$^q23>zVHZ;>XiM=*}xc7H+e3dxVl2eAh zecpQ=bO1_;c|y`_V5(ooKs$lnXz-9RCLTpyP^d$KXkB^v=yu6gP;eqIlu7f#%0jSy zinYDH6qsj7`dLkVu;|p0rN<_%#50n$e>yUWMje#{lUR*R;s96d1h!{KV~X=hEC9ZEwDfc$SD1I+uK zyLy8r&~&39Mpufk*85LbyAS)Ni%3T-;Ep;lFkoqE$+9RsshJgw)9H4_bqf}QGnI60 zOyYT-bR(ruc$CXb9ky_6B43gxI2YgVorlNU+R(0EFA7g7|ZuJ<|P6~Dc#(eK&E8V z%N3C|*EHP@A0tJXN)P0C67cZNjJI?SidLkDrR+H=)=1&UJO_<%yO&8wGRmR-Wbg#4 zrKeb=;@l<_D^XR+G$w(hA3`Gxc;9Qc`M5xG)=Z;;Y|RDuLVLVQ^cmw<31=z|1zJgc zJwIAah4Yh(FfqQtbev?=yH;Uz7e+Bt;l+e@w*L+kB#li`N%m@Im!WTbFO(mN{bFn+ zPrEp!C&kP3dCU8m#Mh-Pk+pvo&2Rw#N>*mN3j<;~2u9nfo)oZ*UO!p215*}o7QT|7 zByDTnkdY7aMPC33}?VLFmZJ$~C3qRu$UILe; zg%t?>K9|Pygs2Y3IN9y7E3AM~IEl13Hy@{#>#;u%#iDpKbu{~Z@J2>!e|J>>1)}OS zM_#$-e)j1w-Z<^}sK~6mQTVqoP7AZXTYe>=eUkP;-aUjOA3AP~`Lt z!M}cx$8*RtO24qADuwycWrhq03NkNci3{yVLf4*wphGi8O4$4sEEjj?*9^&1T*jmG zg#OBbM@(37&95_Tn-|tSSE`8rDCg9B9JN7P$rqHK89}l`iO7^aKq;GoyA-Y9L+9t~ zRZ?&LCM7fZa6H$x7sDS_nZ2?+Y>hNiWvjoa!Pce%ni%2m(08P5VbK2uEXD605OY6S zhDcO&ZO%+%aI!M1(bICI&4EvLWz@Z>s4C*oEm0Xdcv){z+-7(4#^lwVIW27Yt?hsp zc1|4m+co$%D4AZ~kJHb(FPJ@+KXCeu@^K)dwwOnktc3$*x&8MyOPJOe0j`;%czkib zYwzR6oK+?}v-`arQQ}!8O9Y8&RX+lY4)!`9UryirE^KS|p+5tc=3Qt+#cFCWPExd; ztUc;kmrn)WXVJ>~@xa*7>o#$`=ftR3%7W0XmtKpX0e810YrG2PlY ziIN!Zp|ZNh-6o*Fi5qr=%M# zdU)E=+;-cywNnTT-t)=@#`{d|Ec>T=?8T`Zy{F|hS4Q@pJnYa@4oN-5jB?B`1(jgb zX1vP6#IF&(Gsw`T7_Z33&h#31G~GpST!G9K{lRE&q*9_pYE@*D zlTNQhifSk7=N&O*T~NFyZ+{L6?}Rk`70=L#MXp{@ZwH}fAHfQFR$XeGlPGWp$V`ea{A z(OYj{9XPiZxV7?p9y_;ykV6A$!hStk3x1rgt0uLCkSf2zn^Yzz#`{gU?fay-Ho{3e z$OINQjc=?HbmY7BEWr|JQsu<`F4Nd2T9gTN4MCHHr^wR3M1I$ay@%*G4C^h1f<*f5 z(J8vmUBX93KKBjQ+|p|e;AHHu0%x<*aB$v_twq3(sGb$UF>JLtO9sn0QdV6p0lv+4 z+qf~w2DMA1ZKphQ_5g!wURBIZQ=7%-`?VE2#>Co+NT|`BXfyBpM)wvqBf*7Ho_916 z$sr&wn3u8njbkC=rv3`N&#=A+oyiOW=)#-z|c4h3)nNO5`bnX&yia`C(P8 zMB;1_rtwnhsv+i`xI7v0WntzC3)oR=DY_`LOj+3SwCMmYV~X_S3Kp|+;Bw*6LQave z8JcpzCDrN9kObtHONOBmgghUCpqP4nB*_q#uPAd2fj1<{%K&t#bCOtLZa_}b`eBJ~ zrs0Zmf@=LSD&OA5ahQwI%I?=Uj|+MCAAa;XeA7|vpUKZ-4<%!g_fs_fhUtj1{wkuh zAk5cXAKU`rE0QH#4z0h@5b5=NqPLn@lxcqr<$v6h^TYgR(8HP(GlaE6Z)WxryspCy zevI1*Xn9%IIm}(j*tI?QkxN@sp@E1S7GDagPvBNFVhcL=I6Tu}aov<^r)V8h?V~WJ zLhj^nehNLOdQTOxYCdVy?H=;S8?X^e6i2f7t!&UR=!rf5Qgo9nE-mdPYv}jY{(Y(C?*wa}|C&=>bjTR!I0Wm1yQil%QuQ3) z7pp=;(9{$+(*>2rp+IO>wXd_fQRFmwI;F8>F0xhk6b zD-{5z>Wst(t`wc;Pp5@!kqJ)@Nyt?7qEpEp(W#gU-*N&_&B-uM8;^~-g--b^MwpDxO0dRk+Jtpy-pu??$%nG z)=WhP{k`Ot1d$)Oh;H|?;V5|AVdYZ5DXMY&yI2uDyzyT%PdFp-ipjZ9lo5G+S*a7KHX1if>MrUbHHbA z3H&Wayu1Z@372&$>Rg{=^_*ld6^KTV?t<_YkKkgVbqvNYS zx&V*1qtr@r61Scw-TtgQPo*FI+4}pwm5D2%IulbpK*oXvcieqoLj0N*zC_C_b=yfU zRpx8K09Zk{2*tUA+Ey?2Tl_oAk*_9muL*Cf5$HBqNQp&$_Tyf4bU zXDzrg8;b$vYH9PrJ|?r9%YCEGxw0F+{Lqh@hNK5+vI!*^p-sM`bsVWMlsc)m*O7eA ztdyze;75iIH)0bMlXl<#q`efpe*P@YT`%84Xwqr^J`fyY64V91B4u|kH|xfjfzB$4 zHy8D-Av0xaL`6;qI5lgmoD#3DMS;y&Z;D^6sb;eNGYUD+tO_O25na5A&e?0l5!)4@ zfKgt&3YboB(|P0KrOhd-u}^kV6;jpm{l$Fg@0T^=1TlAQin1y>RL4_E@b}>1YgMj> zLS*%qu9@X*-m!M+J<@#!!V#vfG;yA~#w_|2dhAp~m?&PFMCGOXspZ`5K%el=M3h+=M^;NI_3J zQegPZ9;{nl_j4O*muR2z?Z<#rpodT#yHuFISV25Rz+Ry0`Zt~I|39gG@vkIn`UiC0 zKRn!RS+fgN=Z_eFX%v2CU-!D|*6jSr=zG@cJJ#ly(Q&z&@lS!LfTm2QBD04IaY%v2fFtAC=cbE#(s=3! zlI)Lfw0k7jl{Bm2DAs3R4$-9Vn6SdPEbL7ChB08J?^x~eoSGws09$BdXpq3l?d07~ zGm#$HlJiB|m2!F_P3LnT>AuBby0O!1s?&G(6G7)cvuI?_;$Vvma;`LEw5nzVPZw(X z(RTh8!Ftnzn-Q}tb927OuIQ24#l=eFaFfy3o(SQ}vg3TQ%tp?U{&NxMft9P5I=Xr9 zFDI^(v57rdTN?2hD~Z0X#P&!~1dl-tixsrA5_(p=zV{DaGpx(8hdp*pclXosM(i;y zoQ3Vx;oOw=a)P-@_vyUMg8XK*4kjW_D}~d}H;RAn6es#iy1gDnP5Y#TUzAOh=@VoZ znG%riyTJcXF!M>X+q2n`*&S@z!Z47XdLDJ|WN1DReGI40VY#%lwzgJQR%Xo%VL5vx z3zw}=p2d5TpG_rZY2T@Kt`Oo|4ELA|+J+wpDSpYt{+j4SQ9PG5W*mcRHs|toE%!8=H8`-FF+@>WqL88JDpPLrt z?;89Ho3?i$snO-CHcYh^oYjIXNn)gK5^}6*%VUU{;^Y9AODXpUM?pHkdhHZeB%kwe<`M~+=PP=8TO zg75YCu+6<;nUYI7fw82eh>h1nOpUkhoAUd(4QYBARrG~y|Lpa4JuGi%)=uDk4a8y0ch%E{X-UNP zcSehI`X=*U?ojJyH=*%Y{ykwApr!taUcHK?vJ~s@Nc}jtV3Vk9Au~-P2srKb+>R5N zy3dyhX?R zKB+famvH!#0^$5uT^L$gQGP~q$f3V3{lnO5*Rt-A7;39nJzhcg<*$KDmy>(2*EiQ< z%X)r6+$9SMCuGx&*Y+QW_J5jdeUPmetNO0qH?PvI#hBKbo(!*df&UKOgKrzVtvf75 z5l-L7{$fB_s@Ac9t31l}+Z^|qBq*LaX*^_MjI*?{3EK5oTv*Wi`#CosZTevtRiVC! zA)(oyouSBR_JBz>c-qG~pD zzg0BclbWI`DZRJlR@`Wl@RF3^k<~LJ5dNyNCl6X6?T~(p8<%0}NlCqd) z${G<@y%8)*xaql6e|##PVbn7kLG98o4eI51&6xU`M* zu9F9Z1Jp*t^Q7x}0QpdB$Klh+M#q>4bL{oLu8dscl>;$}fy)xyL6JWi>wUD4AATb3 zT)DaCS;?i?2!RSK7%A~9pyOrC$MiFDpMdTpN)|ONCraGIXS=TCG0KY`Xe}5=t||G8 zgJ$tjvLVM@jJF8*^`Tl&cH&U(e(Vl8qjsQr=i?kDkCW3*_cQA0Rd=|pkJVDkY)TYp zuwquD2t{>s;zAG`wN|10O43WuwU3$BW6QMg!LSR7h9nMNR)I>F80ivAD3`H+UBmI_rJ zpVS0dnKXL&^2aBN&rY%VZbh*OFwCHvLy`%4=!kiY^3?lzoRmX96f7hlFOWuhZ12a0 zooauS!aDQPfYf{QtJ#%*X1qO zH=^zmr_oaoyjqx)d#@21J4mXU1d~-&%cf#}7I8Q$uAeW|FJ= zVIuaL6p2BQS@rBbc)+$~UE2+#<+9;2Cr`t~#8nffyco}fnc7dxC1H4ndIls0hj03d9|p#5gbc8QVwbxxiLr$uf=xqm61waDUNNmeFR zbA0~bC?G%I5>l~A;*a?hO-nM4p{xfjcItF=5j`RBglM1Ql}6;g+zsQRlHI!p-&lrY z{GiDlAjT4GT0KZjBg~GSmbpamiZFDn(i?zztQ`oZ0?r4|K;dwC%!*9?8jMUo`c@Qo zSXwUK(c(&!<(z+8kYT3GeHzU=bjAYnieE=#O+>V!6wH50=a>ey82iv-q+yNIVSGa3 z%7LZVZb%q|XovG!PJzb`=$B{0Gqa+i=R_H;T4=(|%>BkNIteYE*U>e%REqd>{;~;9 zw-heTD+du-APS3LA~yL96MpUD3?5=aD<+F7(sPu_zUP@r=&^lDPjR5mr}^I$4bq>U zs_E_~H9p>7(f20t=})MzO;T>dq{m-9DsS@ zN&>Uoo=iqO&-%U>vYWps%6BfZrU8l|bbHo~^4*u0mU6okld0m&c-Xp^TuD#n{SYhD z?sF%Y|0yi=OJqH?9oo6QL9OZjP8;~hF(-l9Z#>|Uimp*e9VCz z#yD`~E?FfxPDMml=9R8ch+pf8XK-%ck*C+-^69(&Q37%naGaM~K~I7IOZ?CB_a4pm zpd>}@1i|=ueHSw6n|<&l_pz15#YN+j1b*f-0t1Ejmh*dmk))|#B;hwK0PRc_xMLxl ze9Bqv#~WGZ?jU>L+swmZa;cc@-~OMU`f+*;cN*Yyao|Q~y}*aW-S?uoqwqzkKT762 zw5rFFYXp>%l9Ta_W!Xle6HJ32hW*}#pDx{cBQ*?sup)?m`mWw;pcptXCFz1~mz=!M zvvc(fEX0AI36EphsUl+|{VjcRk|Mjp_eT&{!A;1^-<8)dpE@g?&Roy#HmPlAy@KOD z0pOtGup`PeArL_rxgUzk`?L}Fw3^B}SN_|LBr<4mbTY{PBA%q(awU&KZsvCHORH`Q zP8Mtcs?qg0r=LzoSzaKfvn;R4*4}$8i#U%=X;f%w-|sH3*SN!N1&!FkgzVVi0E)zZ zBC`VMw6_mv92Ta9OOqeOfmH6b|YSN~$* zv9ku0{4Ke?|4oE%lblgX-m*Nu^Ri=%LS21#Um_BF2dr-lt11ebwa^C*H(AZaGzmXk zb3t-JQh$OZtE%ldt)QWG%z7ydcTrPIuKy#9TTXdUe#5Hgz7sseKX#fixgf;&C_mCZ zrxHWJm|y%--J=P@u2iVJAlLia4M)94YJpl@?R8>%AXdW-J1`eY%gs%|8bNeQj~fw^ zZ@@!*G#z&;Gw>&B$Gz2qKKUyI$J3e8S>-_8xaf?b)I1g@vn1-)fFxbEMx@qBLQCwP@D;c&d zCb)t&-KiuV)753*c|u7u=y~p?{OY>3w6v7T8|&neGmb`k*W>%A5B9p4*=N*U>omLe zc}>JLCGrMfE;HL_5SpZAENdc#!sQmk(rCzsu==CEyAqvn($3RT0-n74HMshPM0Zb_ z0BMQ9$g;XFa8vOTHKPOXdtHwIhYY&%2vs)ddVhojD^bBIJiK*!DE7r7-kD6Cqs}*Q zFU5qBP0uMI3G(v+G+{c2lgvPcTjrnL#cqnF03LfMh(o!oUs>bW^DRqkTNNl96i)pa z-H1%aI9Ts7X#9&Ne~viA!q#^~%W$6?e`g2m(Bere0>s$6&t>>C;;-Z+Lbv*?PbAsu zT@x@dhq|+OoGfLF9yjZJL(vkvd_xT6EHwMz@qTv^fTp}e-H*BLjSjWa)A;OgYq^~( z;)5Dbs`9(Bf7)_EmJ&i9&IsR4{r&7Pf4j~UD7g*3ECU2Dja|>g`eLF8{P{)NNaXkC zNZu>W^t#yE6P%Ec@NLP0*pl3k{Ldyi$x#_O<1o0f8;l~N0GXM@YrOdWeSh40IjiMX z@0404eRT)_1pF~RLj=$9Zc1Q(kO?uMOI)0FQmr<$p#hYYlvoT~i*UmQ6%o*F6L$d- zwAN$-+oPXt=C9Ei)k0S_Y#eRRwt68H1kb6|LocOq=yWR6K009sZbHZ>k`<;HT7Z&_ z@#>z?<+MfG${7r9BV*G+199g7NsBhT>`8_1&1xo+L*HSlcjEbYUZm(l8Na3u;Q)E~ zE|xkXR%-U47-p_@y4f(5>s*Fgh9me2@g9=veFN}5WY1-tI==Gz`}&qniMJQ@_U0|{_Gds+LBNIa zK_C3bqd;gq=>J?XE32kNYxLm2<|vGT*5f627G8mW>y>xwF{G{}U;D-`msRq&{=PlPo&lggS+@sp;)3 z2EoSCZLhz|RE_~Rkk3;}4fc3tZlG=mlYV}v&kSjlGcZ-~%P}fVmQ$%4hx+=z_^oLAgmc-8>qgIg{deM_8i%e_ZpaQHZd^y%Y3mvOtBr`*` za^k6~jbN-!of*tOsxXKqCVJH7S5|`(s)#IJcRWujnM#xE<*xo*o=N3@`>E&*kV}Ap zgc#j04OwLE(ppO=PAZdfgW{MZjGTlJ36@@+Ytw^qVP8CLv6N`!$wZC5s>gGQmU5%% zgRX`*6D?6*4IG2jIc~TQJoThv$D;AZqdCc~DcE%0m;WpgYCcF(wwzz~jk7y#V>NYQ z=#eSV?ydfdq~KU;i8jLTB_tXpx?R+TKZSmH%jkM{?9Sx~n%C3Nuz;(|{rh%gK567( zJ}N8g2_3H+fqM;Z0B@4;8U<1Ry;y%Vo)YTDpfTk_$@K6n(eb3z)J!ET6*_vTXgwRK ze_sp~M5J8(Wc;iI#bOq(b5!wP5fB!kHLX}vlQe^1Zc!ZA*~6Y+$1o(EayQ$~r*LFh z9=iZjIz?3^t1W|lHX5{+`J+m(cqAU3bR51%cFt|63=NI*I9-5x)dt4Pr@8E;LXs|# zOb&!UvChZE}TOjXWeBPPPrJ zd*{^TMDF5%K;S%~Ry`~Vfc$3el*dK4Un-KF6d_`cvznwqHiD$*&yny$$QXn25vGRK zlh6gZct24^N0zqhUZ}2SqHoftw&g4%QhK3NPW|DA$}y$e21EO50lI!o@B}q(>0As& za9-+?|E#L9?#BY%t&QLbjH%nQBnb=z-pp~~`fq!%wZ7*u-8IYFX_)Ro?xs(Wzr&M*XDwBy zpRiq==g8|~4P)m+WM!{~vM@&$laMNY=Aj{XCxCZ&O&?BdkPd4|&g6|Z9l5!(>c=CNkGWMwgJn zR{O+XoS7oq_Ow7i@`Rae=@~cHvr>7~?aRZOgZww)aB92l{QSDqDY5(CQ@6C0A+#F2 zbM+02fqqpRk*z;D3M#TGumTSx8reJWN@n~u+_(&-^!N|eFilRzA)}@yBt4~|kqatj zfCS1++^ohijGV`D)Y@?k^Z;JyPaHQ@b*iPB`zM(BSto}HC2|xm`{BiLp)ZnMpOZ4h z!g1r1LXA#%&xy$);smTuODu4^*F3}0rH<-A4nap&mbz|eh~%mb6NQYToP!_KDmf`m zqB)ijt<&4@I~KSudj4Us9$n^$h;uB!ay&!WdlM1@3~cnAlnXQu;+F8l zgtf(ebPt1%?t1SjluPLrIpOE$=Z|gNKX1X68a1S63EkT&d8|M{?#Epzm0hcYyh-Fz2Pf+bWJri&VNv&sGsGc-TEC+dFmT z``D>u*I6u^n!%F4r0X30?DKJx+AE;+R6;b2JNLwC zIic@q0@c}uL_|~uDpjm~pe=VDDayNC@Gdsu!v(Qp}eEvs1R^0@>b)g;}iO+w|2K7akg4B`02;Z=`^8@R7z<6HM(lt z_GARQB42i*7tuJaK=t=n(@8nPU(CzlH-~J~cnHAY!uXUps*B&hhKh_l&1vm}jS|bG z9TJ0ROI)3e#Sj86Kk=Oa)fby^OcJG3;eShYxF7}6+>Fl(!``COWJR94beF?xF5G-+ zfojS3H*$X~N2(W*NNUU+G;}lm&N>&VXM@qNY?=~LH#s@F8QR?vt~t+%*0RVs`|#K? zLT`PV5V>_`w|ub%m(>J!%w7G)&%Nc{=wUuqsV-hWbu?h`af5Td(g<7I{gB~7l-m^8 z#BWEA8u+Wq7d(z0f0F`?QmPJOj}jFZ7ataS_k+bME+^@8)+^vk8mkFXdU1QYKz&ow zh`H>Sucy8M2Bo$`mTog$eeQq_B)z560piY%YtKR)VgezgMrQ=2gIYayB`B#+L$PT zZ&F`J+-2KE?LgraKIaAi(YEfU6I?bm7Hwk2kcwZ$NE40=9Km`<+6Xz;sH~(A zdC0~$oR(JVg2M|0n<~4(1!pPa$*@t}ocVy+7QT6C9aIGpcyZbV*>!mbA@V}W1MP() z4kD|fC7M`L(O6bc5)pbRzz*exojoq~YqX^jTA48wtI$~I=OO&Dk=zOrY$hM#{(>?% zq7b(&plXV|GrGE;4>Kj7K0q2h#{H;2 zGXJm8f{7F{G9ta>RhbdTvs?VHb@Nr$W0RX z#+;0{^9iKuT4sMH!r9$4IVLTZPwlTh*mPD*_IqAzLJ~y{6~0N7$j0hsf%Vx9>-Lj7 zE0u{rcg=C|PgDv2zzC#_XURu)g2=W;qjKQL{eFRflHE&BrxEoeT~4G6&aE&~LmO_U z1hE>fp>!5Vnlt6X6Z*_+vlx>6lN(tw!}!d$;#~oMaE>mcVAET%853*cA5~SdhM?vo z_ZK++;EP6S2}1IyYU`paYMJ^Z4{8~|b6;@BYXf(j{yZ%Ff!6!7P#fj;fu*5q6q46f z;rB9^I}W9qKaS0;@7;hraakMv`y1Lczrv0!=8yLU4FkdL?y|=sP>1VTozVacO+c_| z=3_&c?%eu?bM9+az2(Cky-e>CxUE=n2cK#q0tt0UkGIj{L#JcViH;GY2yS3?EQ{@B zb}YhOUeFCxoqyL&7lyoLbFQoOVeXDU^&qf{8ieDcF`#X_xu!?ZkU}8_iNwPJ&^>HV zI-RUZgNxw984s5bSTT))jMA+5Tn(2@x5W-hGkNQhV#julcqb`bf~8F4Jz#URn!k*> zu_&s?H574UprIg#(%7|sMl!j`KT4ZSUB)r{3|N*vP2|BAM>xBXaoD?WV6s_mMmUP4 z8{#~Q9%?dbFMCuoQrxpk2smetZpZXgYRCwDEKm!Tu3=f*{wW#TLwcOow; z+lH*xqweCQ8=`LViiWPI9$!`3$)}$cZ#rn_S=!#cGROq+k%E9U6}26(Ybr?_hkE;FT*5 zjPs8H0dWj$x*932q*09ir3ZgiV*fsC!&f8HKJ|zwKq6JTAi8)p8H6@U>ay)(&*xNS z32GD}hb2_|@QYaO$X9-HbLpF)>E1SMb^B%#9?nhoR=n!1A8Hp@2C++;kFBVLTOU`~ zR;-)%#1%_0Q+sb~Jm39xyO~pHcoSM&YBR(6a|KmEBjnOs5;j0zOkbs-l$fPk*(ugD z-7^7r5i5!sHjFvtq>NZwifB5>X7^4z!PCx6mR?gXD$^LL60jY(EJ$e*5~IO9j!?ZP zz{!AeRkZp$Sy3TReHcvdcf&tc1Zw{G)zThKBUSOH3B^p+K33hyvXmojP0HVelJL*w zBXWMsKUv33zQi1lN@~?ktc1I|;{RFH4^cMmMPJFw1^G`x;jki@KqVsv@956AuZ7v( zm0RU7c0U$VvVhoSq2g0ksjhg&*vC4Ee5B0%8viB86|^`N@8_EXsymmzTkQ-K!XMYM zCg9UenqBVKqe9<1|8haXlCT&L!ilZQl#|(ud)NWd#ZszBBXt90)?u^e*X@YA@p+}P>0urKjg^U^{Wg9{%k_4`z zsj+o%{IP6>!q2p24P*CxD9zG`mRiM=bRsBn0&i4txcJkzu^3h< znQ9nMjdfos!;Zv;$1RUrr;0hsqNphW<}36SA`e^N|>B{@)#(5Q<9Hv<2@-zWaR zT)xn2)Ntr)vuUd{G4krt#Mb^Nlq;Y>#dt~gQZR2gzv~kkd zc4OPNZQHhO+iq-|6Wg|Jp6T!ZoU_(h^LD?Qnf=9u&t2nupnz9MDmkd@Qk{_0q6(@yn79_7hX5(k&NG1lSw~V^i}C|1&j|QCuqP^5-1Cr12iN? zRjd$!p*)F!c2O!XA|yb+XgJA%(ygtyPOKbomS&Wy#uu~lVs$_4R=eq{Z1m|mn=0cg z$Ug0sulM3@1BN98eWAFT0vnZFI~}tXkv*dQ_>}NpD5=ReR4r5n?#&~NqC_~HKb*pH zCke}Bp=1dPSXLI)PF7C zr6b3&gLW?EM5W3%j!sD4DT%{u5smv6`Z!2Qhb`y0vCGf$_bSikd?FuR{;f_4h~Epg z_v@LN6D_{t$mY|4zmK#LXt7L=HS~L;PI*<;WXF^KFa?`n;mq9>kIk(G`PQ|E8qprv zR_!fbxeiVDJAI2uj^O^uXo%YTadoSwgqk?r!2kaN-wEHusnGulrQK}GCIJ8KIN{$uHHs3 zX2`S$U{YG%Ah@OY34qqQz&k-Md`cn24;1u4HDVoAgto%gShhD}WcL zUvQ2ZDY_~D0c}P$MHDa7sHOJYp8=!V)%i0wf(b6POv&GY0#b>_p9Kqu4z`0p~eH?0Ei@rmw*1z6dzlN|b~VOu{&2J4w{d zviKHcemyJ8`X@L_(N8;ahrpj>>^EyXl>>Dy=4lF)f-ms~b{^<;ap+zAWykoza`B0G zvcl-#BBJ(yhw(O%=*ob{m4BN5f4V;{h?0`h(3qyX>4__K%Qgt2wQQT&iHCLj1#>|J zt6zw&%LGsa(*^$>Dt;!S7DxFesNQ+yb;SUwM=bC;o6;5NaoGySU@{p<;u=Ds1~@5w zzLW^zuoQignM#N8idF&S_r2yUZTfViGhDpe_NH75c%D2rv3+?AH+JUaxUAV($wV1> zfPvE>lxW97^>8$EW0kDRRGL%K;75%TsOyIzSv89yW0wPQcx@w;WBKaCp_z8}`M7$V zpS~s7W^q`WtcM?|w4Siq-cLHqXUl#nXF7w6P1r5E>pxSI7=A!-Bd9|(7%Sb{2qf2Y zO_r;1`G*ttLo{Wy{#_b5zhZ!%WculMii-k zm^DH^RTP5U`L_?ER9CvH$`e;$mNtzt=bU7UjRQY_99jRX5Nx+~6b2sJN!O~Mq(k=g z*QzIzEs?w!UxYp`GWp&Io1!&iUeaPuzs4P1FUNPO3+{j%AtXrBhZTaR$i9Fz&AQEl z+@KQMd1vxleY&P#JsK;ZEGX>_dhek!QfK42hxvSAQJxYJ^{2Md+*;LUaJCt~Mo6iQ$( zk%Rkr9YVsAdMh_lf2$f1mN_g=)HK2~;`%hrI?N~I5RR58VtCvqsf3h}x!#oFmhWBP zh%$EO*45*@Jf7%%z`x=p&bo2wE%+?%O<{|ebkCPD|AMe15H z6n9E)MD{555ru*v5xlx%igmHxdmR>E)-th^E=`z=f`RTtYpKh@FT6>JF9@uZ8lZST zooZLCDciiBK9Fte*kpkOmyV1@+9}w#w#k1wLLDju~G69Qesd3aH>c-x_1@p zizA~fml$aNRE}_1a@lFR8`AxLSHIZEte;ShZZ+Plek|IP*nqI_MlU<@X$?CMJTqc; zGz8qsax>9^aNcqmY*;e(x<-^a%~4Rhff{kdg)8Tb4+(tY&j_l~l}<+_(rI-p!yn?` zO`lC*N*^&r{Jx+a-OxjNU9&awMhG^7>sRn8??;TG5-{;#(Yz%3v<_vVW4W$-_;%p1 z8u^IwIP6Qnrb2dcRqYhm`R}U!@59>o`?&{<`y2W+a54ho(}oM~Vuf0O1a<2`tU6GL zfkAqG|65+g-uTNZX6T;={S7oa3^+Y77&A6L-aqH#+{73}MMDGXK>T^!gxeqy(|rW1 z3KSjD(_oK8T}|u+bBiD*`-E+7W`1r2tD~VOqJCO}E_)O81xo{MExj2xh3?OOYF}Pw zn*p&wnTqZ0??#UZ)H;l{gEaSoFPH5&hm&wvK3+j%Y2r?&#aZ zQHgO83Q~=Bb(gEV#nq)UeC;??bvto*$b^V%;RTF_H;#~&pdaND`SjcCdiCfa#5X-z zq$eowf9jUu^9XF@DFUOXhTp$6&@adfov|yAl2H}e%ByD6=7^CSB6q^NSKGz&{Bc8~ z&S^(FlVH&^*k~s+LAVofdC!8FEVomh(TsFNmgf^N0&o1T7ZhRl2DE*PmAZS6$2s^Z zW> zc=9Pa**K-JG_zGQ#~rjE@f0&TS)pm1y@0mrpT5;w+c|kwNClvT|G)D)-1m@_f*ZX9)=rHYiH-bhVm~sliZoz?fKOAZoMYeDo10(Z!lx@Yh%72v1z%uZ4 zLw^V}nYmLoP`GjM#4zYk>L})VqqCu%nw$(qqC&AFh9es@9m4A2iD%mMypu}!(gV8o zBm}#Q?DXSxsoQ!#w}sI@RvdYOKN#4%gE})u7j7*; zF^Qt=iT7uSOWO>0jK?+GNVI6HKfV~;s?0`Z1Sg>Q<>C@r=k_~N7p+7eo|vHV`Hg8j zd<0$G6&gDf{4O_`L6nlMrnnAj%F@~(v_tAXTOYSGY$$dF9Yu}#o;Zw1mv&v~2PKa^ zmUc&bCytJ}X}{6l@OHc!acWl5@EgrYNBPNhkVj2<{jVrK+_tpLalr@OXf-{X)It2K zY*9^wsCaR<@fD|;P^el% zL7YpqH~+uDu*!5Y&HB(YVRSs|e4GAWqSpAD((69%sYut{f}_|ZlY>PD z>wyUdZloAv*wT73;;H?Hmq|4jd9&`XR@WXsfreg4mX8c#mvh4A;L_9YUD-;ZXxQjfMsEPXr^xUTK%8V zOpJPZ)WoK@{EIiI>EdCZLA@46@BDWnOA}T24V_`Kjn9VSxHJI% zxDw=-M6EyVCp-Nn!DBM5(e%;-5^!#)0@s64Pt%TSg)xDDyrFv$J|=mOk#_1@sL;7K z;47Auqq}YX3X1spm2;(uZg&vVtw-S~=hcU_$?^wK;KN_|Q4`5sLeIE5$hiELu~~_V z47BuoKEDw?=qUO#?{BrEK59#}Z~~9Kuc`_Ca%`mN_uGhxumslbNU?;U1UQ^U6pqt` z|4+YFJr`uL*}Wr&jU+}@7BiO6eMkF~--7G;3fJ)?F#(gDJtfR{U`dwdYxko5+8o*h>mIAfTI#t2NyPHk>3=^fB5VUH*@=$j!VN<$~Z;yHBke z^0Do^o=s@)F?dAvI>z&p6ZD#&uBk_wKuhq2$X zmzfJWxe0#W$}!?{*l}qaG>Eb@D0A(z$%R?Ofq~grF4(sFWPVaHI6*JCP?eB#Oi#3DxfS z>I2XgD64;TlDO51ncis6-DT=%;gg0Dp&lB_42A~sS3FkqogOlkLMZN>T=WT_P?>$>aAVcObj+v}kzT&jl-hpdjp^*4i&z}_2BCL;?C zyl*VWalKLM%4{pGZ2BHo34H8FT zJWGn_-)CgUO3J7O!AAJp$Scd=u%>2&Tnx9jJnZU|OX_8dbV5f9gf&|_Vg=LgONsuH zwYUFZ*7kZ(V&Ivz>1zXPNSrO|>e}4L$>#ECf=DRXibTjvNlwO~aX1K{em_<1bFp4; zfrlhEZQSswIkf-|OPec}`hW{Na{=&atA7hJyGG2Di?vS(KIzmJ+v^DdvgI|MK}b*y z_v!)E6;`J`Ye|izq!|Yzq6ciAlLHQ$l{v95E5gLggt~I}dkchmb5{G!cmg=g*DhVI z-VnjaMcb`TOv|!sQtFcuFO+_UTArN5?Sx#mkF+us3?cSeG4$qyRai=aMGnHc=cW7= z8(I-`X=&FcO$8Y{@clTCK})N|S~-UF7#Bjr4EHH2GWbC>(6sxyflrLswP;B_y;wDX z7E66t>a^@0Q4+oemtQrz8^(?dpZTOS{aDRbntvLY4wT$oPrUy>tpuo-{07bY*+FYpXi||2eu#AUrS`2)e~NMXE<+I3DSJa={ud9r%K zDkyWsNOPAVKO3%-2RoCcf8P^snlwg-6GMh8M!lI4DX0s={WN*8%Pb5Cw3PU&i)V<< z$;NCht_Z(-d7I;Mpgaf#;!S9}(8Rk~Qu9@d(=%88FLB{Yh*uQ#P`iqfrw>mP+>qb5 zz%IO2>0}`mAkVc_rkHm?JC($eG}2v@qesTYHlF9i9iARu`_~et>6v*i>y)YVxMJvC z?~az#hItn2#4;UOv~D}UsuP7ti|Lxkm5$Q_Ng+}ssf?gS6h>`>^IYD+Lx^Qu3{Z%d z91 zj%{%UMmmKfk+ZIN=G)vF!;&lRPOxl6mMN6LI-0&W z$t^=pX8;a%2D13212+Y7`}zcaLV#!&$_}k`R3UvWuSE(mkm%pHP*zx2^t27JH_S;$ z1jd`x)CH*~6Otdg0;uBWD1*W--Dy7R1x;V3d%Ji#ELr&VfYP=xgmKh(fB411^INdE zrR7fRc>(8RNSEN9c99@Ex;Cx<(?oW38L<$V#luc^inG3m*AH$V?gE$NnbiVrh5=n) zJq$J!u$(EBYNq>-@I|u1fR1eHKg~nML3WS(1e9nQ023rJCKs;$n=x71?`4r>1ca37 zQgq`i0y4L1*u}YL@aRL8|G&Mhc%A|CSJ?~ z(~6#==$*9T@|pg)S*9aBs&G~Gm}ckUypcb4;2g_g9cIry=-;d6$e!5w*rR65*;^@1 z3Ea7%^lAI-jy7=^o?irRXzAA@?K`$YqY?*swf_@Edp!Jng>qFTA_QmT_al;T@uu6N zYn!l_RiuX5YK!>;9DM$$m5$poctSdmv9hjYr*mNMp`G3pt*X?zUzyMU!ni(9Hc4Ik zi*zSGIV2i)sZzN}nH5AnBH=?&-D%4SAHbmR%*p5Rhv7%~zD? z@8o{O?j%g+gOA#NjCP!wIRAm?{>c{BqHE7xm8m*V6T;2e-3CH)WzA>88WOCOHUc?g zpPu)@1s!p$xMn$K>sUcai9R_$8V)9xPpINk08fEMP&luqpI7=z4-o!-YUoWDbiUX) za{Y_eMU#X&BQE6Rg<8FYrQQpt=&YZ+OaLAsVCOf0*{vQD3?W^5FUu%FEue++5&wT$ zV+k^dind!3K*)W|>j_-|YeIs^;NwKbr_U%wi>0+?Bc*1jI=t=7|zxN6K#iVBox%Wz$)9*Ff zI2`l_v*_L&YADN3f`q1LYw-)}Y_u7zl}j$@wq8=gpNTcQwhE1$AbdUjqnm#TL!+K zKMscFGv(E=%?U^-y7l^lv8{a0@BS~*2l1WU_nt1CQ!3RXqDy0tT^JG(S;EZlqB%J; z#e#fczdGmU>RpMtXX48|7j62Q=_G4|8h{+3@Y<1pWKzvf$DEKdz;>=B9>N5>QKf_RuMk|iD2n81aYgw-K zCpO^1)ndwizTF}oTeXFuRBqk zXGS&~ve@{~!;++mL|E-$naF!}Mv97DB}%NytHs&Atyk)EIOhtd$p2l!+tSA@wms&G{QwleRLGz255FXMeUBF82Uf;sbtOy|SBGR2AF`;Z zE1>oRWfCK3OeA_x(cPkRb3HgY`WshXqQE@lQ^j4ruo!{r$dPQ-3e7OIcWfuUVKt>; z7AgOTk$tj#cK`_=QRPySi>`$e>0y$~UOGd#?c58YowL_BnX1a((_85VN4B_J>Y5lx z3hJUzVp4!%Vngf;1*M?*O!X$--tmONANFy+e6oa{f+?J&;IX49K5t=qW$W^xdd$w4(;dcZ&mmvTw^U*Z9>#x_`;4- z?O*6B(_>8n1AP+37Q%8E)amij4ifUFWD65^^w98hP!ZsaI~YO>ayUv{SSfv{qT0@X z@zYg31R#sMk&MaNm*T|_dZcu2x)!j0j-`&u689|Ao4QXYdNScaETC6LksqGfi*J+&|BC3S zM--GqC)U3#9FPyI@6j)9d2^LJ8!`$S4DIOL9(VAkPmR!6UwIR0pJ-n`ZaX+ z{ZE2g%v^Dl8y|J4!YYTdsnx+m?r7M^a$3tQ?WWI2MVIbE9gZt%-~JY+Dn(%WD>~Co zlWMQ22h_b9k7qGrp+-*)sZe8uC~=%!4-}(Vmfgrr>Syz5D;(U|j-G{&g2M5PvJt=h z@pH^h*pEiifk)u>j@EJ`L~zX+|3lt0d(xV!o$6<$MD=`k%e6eaTlif8pFl^=u10v)Pw>!ttu{yU z(XlZpobvuo9wS~>&u806bcVxH_O;nre>R6h-W@mVjvHZ9YSOFfgul-UV#-0W1G3H= z&>VN8o7R@4HpB4{=tOeC2D7Em9olPw6VPsZ1$xna%WkPZ76kN$#C-7F*ayo?y;-6H z3|WzGiS$+Kaf>LN^%jQcHJygQDbq4T*a{qOc9T&$o~@CcS)3V&m^_3n%zZ|tY(39u zI8b+6o_USXlxaE>RVk>F6E!Ri+Ypzs)Iy<(QS#aVAv_g-d($^yOs~WW1w|Q%MM$ej z`=9K*N+TTYck3fvP~S)_w2RmgvoCR8E-uk`bp_;soPQ?ly4D8R_ zk&)#!E6d|BFLqhzUyz8J2nva~xuDAj#R@gmG%)3F0IX_*DTTCG}_iwXH4s z#`ppd-(@-#!iR z7)Xno_MgYG5uJ?hrPB1FL1Jv? zoGtz>M8na(hPeM1ogW~uoexaz8!JsrOiTshaHIl(v5M%0a+N(GjU{TssCo^Ufd|I@ z?7>aL_w#oND3t;w-0(Q>WA(w6MQ|puhiWtcFVDltN7IMq{88P%rY_uJqtG2_eV$uI zWhM)E`CsY_U0EGl@S#}CK+`!eu7zJ9D{MBwbLz46So(2(p~;i}=1(TXRH5(PWsNtt zCOJ`@7zOa+QoB2or}%?Y9FlFj8(1JdGA7Z*x%_r;C?VjYix4M>4h4pz)on*4B#^N* zyN#X3v~j>d*Kt@jUzWr<9jA0=7FMDbiw@-g#m;L{!eKXU?JpCU-F_;*J56@0b|&TUFCK==-i5{5(iBu$KO)fP2K zBvXA!vt9dstHW_W=i+x(c>Pb-+o zZiM^dMszaIMIoQZcVj|N(fYjS9@x{e(d4#9W5CEzSHF4PbXRon8Iafw{lz6Rm-WHL z`m8<@=SwZFVJ*)Vf4py##EU>bKJ7U=ccZNKP2WF!@OSN}i&=Pm`_r~+dszM1nK}BwV#GQw+U2q zG+i$k44nP_u%nc9Wr>1zwSM#Sp>zEQoKa6Ddv|m6_op>X8CFokOre!|qz#HL>rc~H z3}u*Q6SpLi8K}6YRPqfXTR7wKqP_L^XZGKRbd%7dfAoT}lPK2)AAkKBMXk7lRd%HI z@hO(Vh{vuHWjPd;+3;D8i)11WbD;e+ca%0!acu1-@t6?aZV=W54rV5yPlfipy}Pp; zLO01=bX^W;hG*UQ&1%kHURnxXARN_~Aj1tYs24+(4&Diz)bX$B{JVWcyZL{9yb-+Z zH0XkmP;l|<5QvhD$|RuFgqLhOXcAliz{(H@Fg%2j1j-y|Fp147`k%`$XgPEU5b)Bf zj5K?NJp2}#VEqfRM)VF2YR%?2gys8Hx*X1o)`MqBHu-gx2)zTQKq~l-y#fTn32bhh zo@@9VL#gOCTZN(_a8McdAGFL0%8F4@btfUu<>`)JQWf<*93TdBB(nH@fCFwL5YjYG zo2?~<$I~pVA9I1OFLyS((U{#P?36N8YPS|EGqcgdS3a|raI+SN;b$~lzOL$z=l0oe zS`Lwuh;hU+)i~0}KCWY0Xj1g&RU+QJHkHtuHZ!rjPD&4@)n<%G>u(otH}%6lf%B26 zVy!C$ZeE~NQP5NavjYATU1sinY=fw6F^Nwi!qT;Y%I7r_;^O+ENHa5fM z)m`kS_Tq&>{GQ3cZn#ak_X5nb6Y%=i^0;aNvqQK2oeuM0VqrmO@PrP9g)1+U@g9Ob zo~--2lb4>nHA15!{tsD5ji}QFaH?9IziOSBq#X4W9*lQp^riL>%;5Qg%hdNIwvBv2 ze?{LhgE6U}^`eEoTS1LQ7t2~JVGb_DdNUPtE#B%V+GVQ|P8XG?`*PM8_-WcTW-s|7 zWQbvh@mw(r&8AoPSzs{N@`!pS52|Cw8VN)E=k;9)+vsSK%a<6{Z4U zcO~v*n(SqXDwEUzCs_R>M%)ALgXPp*B?AZv_(|{62*WvW5sp;-=wfILdAL@r2{l#j(f8V!FrnmSd!zpEX@U3tnp;B9+U)~k(}ezeahc)VVXJ?XE==$ z9Trry6gDa3K;|9OKNfFpFZJ6|B8!zj?0RJSro<5Dr1+<(TGcAaZ+VvutcmlkH@X{>AUD{pdTqifIKZ%>vr>GGVg|L@LFF(dO4$ zaMJ_Z-2aNPz#7KT$*&MDU^R9Q;d_~8%-<3AYeL)?aO>_5=TLMNglix(x1gyB1<2*e z$+KnXe%rW;O-uw0D*O+{LB#oY=se+nmuP8MP)79dUkWQrO4heQZ8gnCq(`dUhlr`c z4&jHo4j0Z9W$GbOS{kygl^6^RCOhl!CWJJ8Y+zA+0b!kGsd2Nuz+wr1ECycaY7-=7 zwPsjURL0DuWdNz)T08d0tsy=s8>SP`e_+VgC0$!rYDRQ`yellD8xT^31SPjDWsQdn zcJ45}ZZ_~Z!@&^vMaS+%M6YmH5Uu}q=p@fwbN+_&VgAJhJmWXKu6@YtY;t@qF=ne| zhGcx+{UVyRXQ1GLT3fOn{@{7%adgoC8mr!lfM6KX?%oiOx+;dj zu%VTkHa2NY84LBr3f0}(VpowB?ij>8D4pV5Vl^VJbwyu2sUIr{ons1|MOn)u5DCrp ziyh;i>>ETAm#j(X3;IKRDTGn>@#opY7|qL+QO*dQ2)!`x*3K$9kgEl|6_5XNP;P*- zw}%Ux)}_u3=L9t`nj=AScxbJIz`!5F)mg#z-&Q+IBZgGZq&@w z|66K+zK74X(*j!lQP-{gj8YITf{`I&QV3;`mpVNY*vg%-uDM@;Tb;V7aoou64E?3N zo{DP4nPHbH4KRA~Mb=o4HpiC}F0<996?>EU1xh437pMCkPGNal z$=A)ShH9;S0viDXA%y$J$fhnA%H=AqmA)YM>lokCxttQhWIW`0T;uF4HkRE%BMhvs{pj#_ZasL4OKI^6xsOB5FVGuYPd6$|YW-A^cCQmBdo z)5q({ZoV~R8~j&IvEvVjO1Fk(;?+)Z0tq^!M8)%|&0_n*yT3*D15s%|6JiTvvE--* z%pAg`ll`3Oj~2RdJXRcC29|eP-ezzKN_4w(xy=?q$F*4zbGX0mIs#!i-%3!g4{|(b z$m#^8xo-D{r6wtrY{#Cghm>+UGDmSYuzL0xNYXmgdEQQ|Yh2c}-yh%Lb|ZK`LEKXf z#{Q`In3HFFUYl{gw3}S-(0KlC6>2TEw&?EUguYh;G9i}u@oBI*_Wiq-#lM0QyEjhdL7)co#lMRCr5!z;<0iV!k{({ zq$rY76P=}%FeI0`XguwHN<_9g0fl2nh&Bda96jCW{<8bQ%zl2y-nN~eZ-);UP2ur~ zqYc7py8rXqEylZn7ct2}yY0&P&4_ef30>!oP)aMZcO(%^z;5j;nVW$eH78jUhd|q9 zFu!nPZ+3F*>PEI^_`*w4 z2JGi*CaC`%@OX`kh`oV(=N_<=G_Ycl(+L+3EFkRwv#EWvMG{g~Gf*@gwp-jD|3PQw z1-DBfDk~}|8361Es*wmv@}>W|dB8XJ2WVjx`IA!aqDl;>4E2z4RPn7pz6KxaI zMGzmn&o^UrnP)>wRt05Ah(;ww&iz~O2bmA<{PtH4*P1uGU>VPfoPlys)g%{t4Wp@m zVcAcNO+hxEJv_ljeZ;=Ykf%tdB10iz`3T4T``V%i={AekUBU=%a)@rX=XZmW=w7St zcgRUr8x%+pB;n3dN4hd5_h*%uR6gPolAT};p77$fkMM$T$Y2rG+;C@Gsxfe$pX!o1 zJTP5NU2H9fI;^OeDwcg!6CT%t6gGpnDx9>X5N}~Yg&P@p!n`lu`(Z}pt8hx)$dLQ8 z!^>~LZ%G97o+ErBOGy*U%LWQ6PD?;ZFnYu7C@WT}KK$0y>#;tE=`0>5(N=2|KTcie z<5Xqh@zZCd9J?Xac8CsPKrp!QZ8y_SRe2^FS!trQpk2w=%?t@cR__)BnxUl0aWroq zHV!vl@7?oAt!|u;W5y?Rz3sW@g{M|o?GpQI;_)Yt@Yq@mFctCD4HszSG8Sq~N3QER?^ zuB0}Xf~JX)w5Npe|Hk)QJ)>nFNx$fi<^bv7NukV+;Ng6)z}I2vYL9Th;;F{OWn6dR z-QilCU5!5adMI8=8nN}m?MiM16?!~&_4YZBJ9>&!BN#x<W`dL_XwY9S1*Uj?*`T6;7@!TDf z&D7mbeR%Ua5)TJuLX{6l+)3{Z3lo82L%O@B$qWB;Q6hs zn*3K50RDZLKuhy`E`#MA8IE}Q#OZG1p`_F)SLf{!E(ul=V=Rg_{c3{>ZfJmTP%S6d z5>KW_=F7pp8xz9WQ-jG6#OfT6S>isKF2Op zHz)-tQKX)p^VkXV;)6U{QmrkG&bKN^h8BBax~uHVIo*UL3z9B&;(tfZ-f!%tS#vp_ z*y@4+2KN`biHJ#eHQ>AxT1AfGN3H`8Q9{!+t~RuzWj4HjblH8l$f~HtbboCz+~2CN zc4NG~LHPUb)6;Yk?rJ&uYye?TH`YT{TmQ6Q@ZYk}EJtk8vH91Up(2s6GZJGNQ zCo&U59PI0Enr}OoXBUNs(cvD3?!WEc2@FJZgcp3OfBacc=?b9~$fPww1JFY%uq^M| zy-c6zMT?01ne~v5MR_b>Tkm%KujGpnV|1Ey+5w&VZUw1 z2Wib!1x?h}wtdSGh?8`y-E}1(?T#8|C@~>aQ$OiiLM$6?D2|762uWxizekx?