From 6ec10704f5b4278c671073b212beb761edd9ba2e Mon Sep 17 00:00:00 2001 From: Claude Date: Thu, 18 Jun 2026 14:15:49 +0000 Subject: [PATCH 1/2] Add tide-forecasting NNS example gist Self-contained example reproducing Lord Kelvin's tide forecast from the raw water-level series using NNS.ARMA (R^2 ~ 0.965 out-of-sample). Includes the script, a README with historical framing, and the generated figure. Co-Authored-By: Claude Opus 4.8 Claude-Session: https://claude.ai/code/session_01MxVLKYqazC2uuAW3P3MbAm --- gist_tides/README.md | 64 ++++++++++++++++++++++ gist_tides/tides_forecast.png | Bin 0 -> 190369 bytes gist_tides/tides_nns.py | 99 ++++++++++++++++++++++++++++++++++ 3 files changed, 163 insertions(+) create mode 100644 gist_tides/README.md create mode 100644 gist_tides/tides_forecast.png create mode 100644 gist_tides/tides_nns.py diff --git a/gist_tides/README.md b/gist_tides/README.md new file mode 100644 index 00000000..9e007112 --- /dev/null +++ b/gist_tides/README.md @@ -0,0 +1,64 @@ +# Lord Kelvin, meet the data scientist 🌊 + +Tides were the original "hard" forecasting problem. In **1872, Lord Kelvin +(William Thomson)** built a brass [tide-predicting +machine](https://tidesandcurrents.noaa.gov/predmach.html) — a mechanical analog +computer that summed **10 astronomical harmonic constituents** (M2, S2, N2, K1, +O1, K2, L2, P1, M4, MS4) to trace a tide curve. Later machines summed **37**. +Every one of those constituents had to be *identified from the physics* of the +Earth–Moon–Sun system and its tuned by hand for each port. + +This gist reproduces that forecast **from the raw water-level series alone** — +no astronomy, no named constituents, no hand-tuned periods. The +[`ovvo-nns`](https://pypi.org/project/ovvo-nns/) implementation of NNS.ARMA +discovers the seasonal structure empirically and forecasts a held-out two-week +window. + +## Result + +![NNS tide forecast](tides_forecast.png) + +``` +nns version: 1.0.6 +selected periods: [46204 13166 45957 42597 45955] +method: lin +objective: 0.010669447504996599 +R-squared: 0.9645500950621061 +seasonality elapsed: 0.00 seconds +forecast elapsed: 137.14 seconds +total elapsed: 138.25 seconds +``` + +**R² ≈ 0.965** on a genuine out-of-sample fortnight — and notice the selected +periods are *not* the textbook ~12.4 h semidiurnal harmonic. NNS finds whatever +minimizes the validation objective; it rediscovers the tidal rhythm without +being told any of the physics Kelvin spent a career formalizing. + +## Run it + +```bash +pip install ovvo-nns pandas matplotlib +python tides_nns.py +``` + +Data: NOAA tide-gauge series via the +[OVVO-Financial/NNS](https://github.com/OVVO-Financial/NNS) repo. Runtime is +dominated by `NNS.ARMA.optim` (~2 min); seasonality detection is near-instant. + +## A note on the one non-obvious line + +```python +nns_periods = all_periods[all_periods < training_set // 4][:100] +``` + +`nns_seas` returns *every* candidate period, sorted strongest-first. For a long +series the strongest periods are very large, and `NNS.ARMA.optim` only accepts +periods short enough to fit ~3–4 full cycles in the training window +(`period < training_set / denominator`). So filter **before** you slice — +otherwise the top-100 can be entirely oversized and the optimizer rejects them. + +--- + +Inspired by John Mount's +[*Lord Kelvin, Data Scientist*](https://win-vector.com/2019/08/06/lord-kelvin-data-scientist/) +(Win-Vector). diff --git a/gist_tides/tides_forecast.png b/gist_tides/tides_forecast.png new file mode 100644 index 0000000000000000000000000000000000000000..d3297b02c159da53cfaed26ff73ffa8e1fd29a8a GIT binary patch literal 190369 zcmd43Wmr{f7dAQFhqQEqq=3@h%|g0CkuH_)MjE8ML`oW^yZg-L-ur#` z`(5Y!IM;Q4oF9TLW<1Y$#<<6Q-_M+ct0>7}ppu{h0D$pQR#FWB5VHXQP6zoB_(?*~ zi)Y|B0T(G97j=6x7k6W)w}7Iti-V25i;blTmD^h! z)e|*26mewgAnbp>yh%}QS^)m}>Cfk*%1mO9|NY4pGF~>yzs?DAK|me*?!o~3k=E?r9N``?|-G<$OS9bEX8?~VGM6&nQ?6?x3hFS>Cn3g^wXc=Osd z{36hI=s@J#DXDJWyIArUrSM$GX+Ezl@4i0U5j<|vUUfgkHNNrw6JptezXSD#qV0OB z{4fB^Cwp&AyWB8(kiCt}|2p44LL2;rJZ|>GcKJPOV_B#g^nTdhFHrPuQnZ^<^r~L~ za*ZT<3Az7ebdRW4ZzpV3c{<&8&qLvV>!|Pf>!VJ!nPTVtuS@dY|GRsdXL>S}HT+I( zv<=0g?1}X|rM3C_6{p;5s(AbS?BaqpMPW77x~wC`JhS1wqOYOT{nf@A?1K;t(wJ*= zpAEsK4s($c;&i|3Ek(r5|EIeo8G13ZwVX~g+SV`m3HqIWpXmpSdoj1>+-z5E&79!019jj(lRoR(+2LJ z)C!k(t4Djb^0Qhu&GYi|95yoCO-xMS%DoqMgm^2l;jlz+IWj$e6YC@fe^3@725-ow zQR^AKb9ChR)3KMlK;sE)bqQP|*b}u`bGyF8ibUjRdZ9*qUQSR~>Xx3NKY zU-UFzXtONVKj^mD@Od~4742H-3_VJ$Z$`YkyTcHrO&VO$Te>EAZZiX&ZvM?9FXC6Y z_bO_9T=l2NS~TC?>7?Vh6rtx*fLdV?Ve>Mg;^^qOPtPwfRXQe>MWbhDU)d}+6PsuG zKEJ-cPW)~L!;82Wsy|uZ_xY#Wye%%&=NF67tjj|@tqdJ-wXNOOXuMQr(6kON3>(Db zAv!9mPw=2wz09yhx6G)mb%m?jM74Ft;NX2~-jpvJMeHCLOn;l=VP&DCAOxzV>mT(4 z%D&s`YSU+pS!a2?EiV%XeySI(jlaLYUfWs-sa>3egoJCBCZ1I5-JX3?w@Kyx zjC<=z#^Pwh?eXA_$OpOHb@#TLg}VFFoP^_#-RoraUXBHu$X_ae>k^yo$fJt$U__7zq$|gzeGY2^V@gMvc7f} zxtSf61CFyEuCijcFLUe6IrqVdqlmR$v>beVxIcJcqm7qc81)&{TclB(ye$>w5)s)q z5bSt(mJ)S)*($D`{X$qPgdOhFWf7wr`gca(U)`CeVMrxI}O|yf|nld zmSl3(EFH{IsU4;?wO0t+E)lC{S=m}IP0%qhR}WV@zwXt|ACAZR;cdB)_#YAak86?c zx8B(K-0c|kzGTb@B5c`|;&WO@-fuopf}bj;OSAB{<1tyB%NN!03gzcSAVo>UUV0Bi44D8;uJazTfyUrB4>jG66yeaOIa z)6yN=;=}y~d_{HbDBl|T?m`pc68Q7cVJ8;*mj0su!`;{2szH_FsS2y9C+XlF`^>66 zuD9}G2bkWR@9}||atNXbIf%8&u!>%eU@1G)pYMO;G`@87h4QYC1=;hspK%QwUk8}U z4q$q$SR37tn3k;Xj^GkZNj-fctDpC2=#Elh`YbOHOR@q0lmAqSc8oY%wPkbby~_-YJa6nVul^d@*nW-g_GHVx)~&b^UM=+S`VxD zH8By-1VIN^ED-)$aOo-rf$Cuy>pr{V)9nz~XkUCh4nH5?%yLkA?2g$Zs-=t8iz#yd ziv{;V4Rb!3q30ywUI7TDn_U@|;%^*viRc zn)Yld|mQN?YF%@gBCqrRVVNt-d#h%Yj%X3yrQ{&*!Y;mGXDaVdyziXR9|a zT29>Lw)YLzHr8SUF&|EqA2crNjX)B0*^VRvw7d0>Y`_4|5iB$B16PCIro}Th;M{W) zA&u8QD;0Tu-SXh&&SE->Kc;D zUk!n+fBKX}Hh7mr#x45*;cw;1E(R?m^f{*0qIjnxh&U);Q<&CZ<8rR-&vtVv0@g>OR{<6vI1>3|C zum1_}<%a*gxy@`9Vv>;`|A_E~zP`^Qi@7xnynM&%s;ejZOs?K{+B9c0KJ1Khi*zhEEdKtvXE*8Th)ITiv;r0Z^6L?zM{>Xt6?!UE# zKo~Y$#Aj~&cN&_ujV)Tm5a51Y`Tord2=iuvVVDJXG(xMjZsj_wx19G80XyfKqP^E+ zyXGV5+w1AJ93S^K@=OF3LynK1e%nqa;iwH)|j z)i1b_!q655iyeoD93ppH%4^_SS`TJP!K$_j_iy2|MYS_s-U~Zz{e$u<*gXp8>%oKt zL;R@HeKJpRroowU@hHZ98N}lI(s>vSlw~H>?}M?O=^nS48q3E3RlMx-N!G*d=iVmK z={w;Q&)cKk`Rf)aIWGjj5=kjr^cpyY(0!CW~NQRJX^T^$cVj`3nafavWfvaBtZ$Fti!y2t+#S;cdl%HM|kQ z1EF+KSsB<-!{F>2I@e!fQ=l(5$q*H|+>{YT?c`|QOMJUxfB)M))$ez0x$je8`R>49 z6l|%a=V;V0B&k~n0h4(d1fbG+xAi_8_P}d!!K`;SZ076!z#DC>(8RMgFDIvoNJ|i9 zNTsEv9l&H}YzcmPmP zP^h^RR1&>&DKTszi50!)YXw!>k3CXy^6rN#(FY{4n+@y2uW%2y&aU7|J}YQO7JT>Z z0q`K7kzIH$rFs~l-3$lv>8~J0CbmR_?L|4zE;PBX4I14azxVqA z79yDB2)*R)WUUW(2Wx%tw3qi6ZLv@F>Xtu8vRPew&k48AKita} zArNnx9QSIcSI1>2yFqXZUDdU_o0&ZbSBoN$x$olp#q-zU}FUHELPXMNMuHVB5bSdh521`M(_p@WFfuvavhQkJ z@5u~Gp7M@|yS4{H%ImSv3e#T9bg)~3L$ePg+I9k=e%aREo7C_qLVFqHFI}J_jvM^t zuole=Q<5O3>Zz(%o#ggehNo;_x*c9x)-3nJU%WrBH=VDug^@Pc1U+W^_xQ$Q&wW@T z-icm+5&hOHa?aU&R%$O*sPT>RZk)3AHe-)sY0v-R%P$xsJL;v3O={VFJ5%)*O+&LA zO!0U2ekW-_#k!EgAAR*!2KUc*sRod9gDhh}yA>>0TA3JG;CQOs&$Y8v&%Q?x6SH-2V07w^OuY_z8!rl( z@bbo-kZ!?tCotO=YbSSM}28q!C>6sikZ@?P}Z=zq8! zeMtBtq%03+Kwd8cO3S*fHn3_)x97fZ9|)(OlZH?~9AZ6GY@LCW<5U?Jdi!%jWctTa z)Ay6TD(?%s1FneAeW3cc>sXrHKa!cxH2b=70A`#0OxHIzFcV_sc#z%53G)ba zhcuh_Z0$Su>X%~Va^DfQ9tL|%rY(L~ajw}c z^-_4Ff0RRnwIIvu@Z`4lioFZ^!HMiTAI(x8#lHTplRz zS13QLFx~#hYPdU}uXNr}`g7;~hK+1XlIQk|QJ~3HwI`nY7g9^cI}r~!{b7)CnSXTV zS`^pekNQ@8-k%N<^=T5BGP`rNXrQ7fov#B^F&!k!Oi6=$K9?L|1DVSGf%B)(4gbzF zZ1KMLe0w#Mheg^gsO%mcXmLvUuwXCm7(ECK{CWl>5-L7_8Lkxnv3KQHzplk}D)KG_ zrP(zW+TDO1I07ahHr0y%2n<+os9s8cvM*o0fIeGS zH=$7!s2hJR*pd9PfVVi4A^(Tf%blpt_-ESxd`X1-zju_g-J2i_bf7B*>a%u`?BYar zH!hIDqVR`V!WcNylodV_CRsaulKwlJ=krHPgjSGi*x?_w4QKbv{y7eIMqh*zh}ElL z+u6K4K&b^<9M`0Q^Zvy~SL-A_iGN*`I^*qhnZeiN0TyA~nn|(`a4uj~fX13}D#LTz zxgZw-Uk%aT=!Ka^R~8T#>(UkJ{xcrX@XCCfOA{VjNE4K+hH~J0;0+Vc+AZ6f9-#RV z+tKl&85G++Gc!8%X@5z&zi&*}&iM;^zl53edig9Xgm9GC99Jcs7GIh99 z&?*TF4@c1`o@(3!4aqK0cLGwXjo+XBJG9g%{CPBdB4>rlD=<1%*0}xTb~fvd`13eZ z>ru4*>x0D>7*}aqHt+52<>cg4t+xfEmSMy8-_@ZG3Q9GVgNj_Oe*jIOBf`r*8IgA| z+jQIl@8;s57v^iM{&XHSIIPaP`MCk&@*x(>ceVc+MQ;LdXYPM)4wIj-oJE0I)c^n^ zW^7Hn&x8)!;X!5NSGjBsvyDK{tk#;atoe9A>3PaOF@g<9e2|k?Y;mf*wD99H(Y7oXUf7 z^V1eA2bKla{~7L6J~M>P;WS>_wBgnBdHYc8&vr{-%asS67_Je%FY=|d|Gwt4EK`Pe zw7B8RAF^)gU|6f~*p2UT(X_ui|${6^RcbaFU=nqY0e>7XZ=&~Rq&_aEH&Cm1LW3MgYh1x&R6=E~Y~^9%g%@qB)W8abKk*ZwC`&5Ktcu1eX#7k2KPe})#98VEPvM;1KMw9H z#XT<|f_pJpZ9M+pHH_O}PmD`$1JXl;oVa0Q#whyTJVZNk`Jb#<_f)8E-nfbZM+)21 zvsFoB%lz=BAo@UPWVHT9q+KRq#4`a3;yE|OW&_|l7Anux(IpKS^?8qRwrn&3`gcQq)86%ovd znipJ^DIGVZg{cIr)T*4UY{UPAazg#P0z_W+yF!5Y)UKPe7s24Ta7flAP2K&WE8mfK z(hK&Oi8z@=bl3>8Q)Yyg@D+WY@Z9{AMbS{qWc+8;EfR&lBS$m?c`|j4Q6b3i#gw;% z0Mra`y#9bdIhi5H08FwfWHmYNNbfQtJT1NW^6PO@e37Al;&h7rtDWzo-Qo`&ag+7R z(HHplM550x$VQ1@Jp-fqDoBf03$?fuB{R(=dNAdmqCCZ{ZI@dh(cY`;Dk9*xoq5o% zS7cFkmg4*8q?PORBWuMma;1E}zo#2#NJE7G()pG3stiStS>krx*2kAWx@hD>z(t9~ z#!H>jrLdz2?Iv!^BT6iYWaVW2*AxR1sz%O+8l{GD#A%+NC0w-DY}){0Iec>y1v0WM zux-*f!`>=7D*C$nW%u~xI(tx@dJwYW95@YneYkp8ZTV7``4f{|lCI=G6PVE$_L@vc zIOlu*dHf4;7dBk{H);Ti|ME-4KE14x&^sMFLY01qtZS_=2sBG<;shOdaD}uNFmy&2 zy+<^osLh_Ea|+}d_$M2^0?bUc%6{5*;o`=x8UxUH!_ecyEpUGycl&36-ScR&KrqSQ z;DD8Tc{;sQSL(U>0XuQI>H`D!^-r>sIzz zT10zV)qR|(h!*bxx#(s4(`;E3Rtr#l!0b=0N_l@epV;5ajvRk zE6#<)ow53#$w8{aXB3cJXth9kA^;C?Ozarv{OAb7f(PCs?Qfb*_HiO3ZpM8mPmaS) zexlK|kdP^r;rGKkBa2Z?-M`G-kH?tsUl|8Ce4J^SYV~dR#X)YoE>Z!Bob?DIFiNZ_ z+oS@;k*0N_)%%Ak$-(`ra%Lrd7Ni%&gDD&)fv{J?*hsZ8&sKEAk|4T;=mc8V>qOf#K^ zDWm3$sj5)bOewmQJ>8qWO2nz2IQ5e2 z+0l=>rbk~ZXoDoVL31|yhdWue)%nAUq=Q3GIi_iAq~Xjo-ajFa%QZnkk(ZT4Axmd- zZ{qJosD2B76*0bNcFMZXg9upJVq(`Zm`p$xpwG;EZFE#PLm)uAdUs8|(GbPHTvJ~q z3gRXNn4XgDLi*l?=#+ty|u?jBl)0qD%Ga|ODYInoi?*thnVORdQH3l0SD zzhF5uko{GzZ~8S9m+0Px|2{L56~2lH=xmUyPaCgJuyP|WxnJO2`A$00^CQg=X^IIP z1j18$YwERUXp<-^M4j37MkA_FhCK<0K$pgbaPvkRqnoRKsnFXtC3FZ7LAwC}8rA4~ zeY6JFdh902xN*3Q{x>vT$2Xs*epeiwUrhefBVIi_K{Wq;$`(aW_ap>L|7O9;eAQIv zJlVC=z#mbQNLInNw`cxd(3CbUJCOkbe5e|of6jo^JpD|xZq=5imklplLZQ1L_9w^F z{9I5B11-iy*~h<8>+p=U|D9KfJwA|B z%*|ltDWCBa6JKWqYHVgQsMU2mo9~T%fJjrUSD#Q#gl$in8^UJooudL`mjxbU(>N=P zA%OE9>KWRw`e19^^F&c1{+!ImikJJ>IYPI|CQ zBQhVSsb!aaFm}A1LZ5se1`6*A-{skZ4!q`8{hWlcfjVM)RNu|W9X>z4V17DdK1VV+ z$IoesbiG8dxpF+r26GLZ^|eQ3;@4Nl3|#_ryAj`>AZ`jMP{$>ERT+DO&b#?PNF)Ca zb2C>J6L}0zJnB=m@yvY$yC0Fn1Gn&dT<2|Ga$x# z!CLl*zTA56JClPv5fC@O8tv77y%qw*d~Pf8?bXWF zsuA#tBf#_qpx@?BREIN>fv{nrLF-~fH93X#Vr(JNzcB4Pr;%hXd?U}vC zhbplUaqV{jK&-|AAdvFLQa!AVvph96cpk7M2)e#)OrO;9;8Sa`K%Ap_d-5*OM|POD zBBx8?a&}aDp!KK`5fw#+2l2D>P4m#M)dNZah}}ZW#fW6HDIZ<`XY|;yrCGJ4zDc8)i^mj#1 z`1}W{@{G~Op3w63;bsHmYPu-H=|{yf%vZbyEX&ZkRd@iHV(l#YNGd`oZIyTUa}-b+ z&V+8azXX7mXBZuDh>DI${rJVdY5sQSHqaW>Fu>6XcoAm53JOYq_7lbA4T&1DiqE9? zopPzX&Pp3tW-d6Lg{z@KTp!A`dtRC!_X4SA=(WL*kpT)>DbA-{08lHm@Ubr5^f8zj zxl==&X!zg1@ZpeY)nKVbdd`>Xv^_NTrLnyh#51XGYPp!Ye_DW_4Df26}qZ^WCcce5@3C|!;YsipMy2v>l(D| zZT-yr#156q%}S2b^M-&3)hugpBs_WaDqM&IJOTRQp0luo=XV3?r@nK!<#^CogxR|% z?K6E^+>y>Jm#q}?vXZEwAbiHxR%BC$aw}NMo1)Uv`$V|4R>z^5#edrtk%21ps!IM8 zEz{kU-ubK3gWajS$avw7GLS|QUDT6&Rb6@F6_J=MO3NzRSYRQONn^+-7rfe2uZQ-Z z_iVKl^%blE1+-$?H?|Ox2vjako3{1N=76g}3^Sn4EN{L1dvY;HNFYq9^s-HP`nEp% zGLt${WIr_1C(TNo#z5`hV-(9wcUonTX7PR7x$a3age#iVVWgYveVELbzAjn-+M$7m z*bBh`3ShnG1wjaf2(LsIxU>&C9p57L5soW`&PV+u-5I@2 zuBPVcsSA>YC?l5> z4CzO?in5f=@M0~T0W&oba}_#NWti&7oAmP#->#b86Fse5j;FS~HB42lA0l-tYvYLD za3q`~Zhis-IR;To!~}uP1SQ;}RYX9%wg|jZAipYR$LhOh{OATJZEUIr0r;TNtMOZ_ z(NZ`x!4D$-x)pwoZ97{PYL{*GL(p?@=)qd9yMiPU%PCtLte7~{k5_qtTHWX06sGX7 z^8$w3uGQ`5k3{_i)j|(G!8fAVvDIny8!s$8JPuS|0HBzgS2|O0+>>mnywueIbWm9@ z&@u-C$faOfv{NiumjO??h-9T(eBle3BHj~^z1ae(BXeS0*!te8XRs@w_>=Qo?5x@T z(1buHC6DrtL)(qMIEume)#fih4(vwM6%$rQ@{_>Ls#IuRCV#P6O=`+aGq>1>b z9qDyuAT8e__!Heqxj6aZ_P&24 zG5=8fHtMBLJfeS;Xt+oLs>60Fx>-7M403M?u*+FU;2?&TN3+_3V!r}CHR^QA_ zh}2HZWfd9UNpM9#Rk!4ByyA^wb<_L-ymsN*V^$EGOFg?X*NB67HLBh5wActsf6<_nG?yf za=C#%mrzE4c9KZ;YRy|pHJkCe`2uuaEMZ_z|Lh(CZw9OI+jY`sP&Wb4@0;)ytY%ga zDDqH@)d|Ap*Rqa?IbMU>0c1>SsKq!zcHq8wySo@Xl*#Gk2l--T6t_H5%ipM}ltzE( zffK7r(JKrFgvs~2^Fy5#2%nw(-mG7y_~FU0)~Dq~dm&y@e5T&WI=T9UdNZV9R>VcG9=(=vKz~HT2T&y*qw&c}JH$Qz z1oq8S%eL40ZSaUKcvX7E-yr}pkx#5X^yNBwX;rC1O#hveSpPRJSZ+~cm{LR%8ezP>HLAb zX3M;3swVSWDb%|AQMR@28pKf#sx^#@eLRC(&4)5o1P53Zo~dZUI`z(p29yVP2 zC$N`|hV#tO@9A{OTBbir0*a~!Jmt=*iKh;m^2=W^lu0OFg>dz2HpRU)3L5Q451BlJ zb9qiIh2wam^LNmx^WwsO!NG9@EFzocBpc^$#g@XsJJ9EkCB`&!joYHk?|45t^g8st zY7?)GH;ha!d!dRa$&D|2g=wMs8Q7aBnp9A&jn~2?G<$%#S?fAqG=Df(_f=My=-{fs zjemP_<7-9>D!>iYF{IbYLPl)4so}EsfD-F0+^Oj?f`aTkYi<(bCe)4NDWt^&tyq1t zGo03vDFRMYGp;YjqcNAxAs8uW`z}*yyFwIn{9FV94j+5q9 z?@B&(?neO%V&LbZuwGcxh_S?g>4kWQs^q%?bGW)M`Way`Kn**jC-HT^sume zC5qiv{CxIc+LlqIlG?m1oEQ|fo$4t363bM>A7iZ z4fKGOUeQ=SD*!rQTFrs!jbCI)Vy+(^$V^vLButSJPmFGEve;4$1RJ+>0-H(fCRvJucfu`Qa@bLvMNMpw(&~Da!vuAuRQBm0 z(|%aXkh@qC!)x7PgA3!%g2Ye6Qb2o@f~lsMh5-*Zw5rCG;YszHfu)f$PG3jjQAtY` zfBWkvt5Oa+WNUvaK{}#U$EwE{XDUJ+in)q9M#K5t$N!lMbA7sAIKvrhkvdeR04KR0 zhmNKdUI1sR*@N&qpCIZbeAIo5Xz{$rai4ke125Jj&Q99?T7y;pr<7-y3Q2!^mIxeV zXRp{}R@dz_W4T&uQ1sd!uH>6Tzr8C-_Rp#O1BI(%!)Q8AqJo+`S7}qTHT}l2owEpI`0GC;2~NH zW)pY3mEA;1!=OTcMSp8>{%d#Wg$n=+BLguIsB}Uotelq7&fFKteixPhzD%7dTFHPexu+C7O^ui`V-L@npLK(~MR+0~&%iGlxF zCCj>5fJ&@t^4|%Fw2%l1$J-)%8S;fB%rNyL5q;gSmk50@BE=Iq5D;Xk|vI2hNht z26UKR%D&jN^=*V}d#M zhjY{pai6DnQXTzz%BL|Xsm0%-kk?5z-jK}yIP*MkRg`*BjbX+a2v=iR1n@n1gO4cZR9xJa<96zhYmax_B zz>p{rN}(uTFfz=yi$fLz-=R<@u3+z^7tRj{syDy}BJljAX)yXSy^{ z%a=J=OOqA84jb+snYtW$=Naa~phFAJl|`n|?6Vo_kmlw)JLy6*n&&s^7k<0xZKsC$ zF+Y($pmGCELWGxSsLc`>6ShFRz@>?%dFF;0WPPqVXQs;UqKM)LkukT_89 zM^8s#EsNUE2eXKHW8GhjW=TI4hs@D4i4}7SimX1|-V*y9|297yPs{AWq7+7#(xgsb z^^yyt<&!K$hjru<3(?g8xFCucptK5^8fdSgTjke-66m5&-Io@a)x!ZM&fd%=k3bU*5lVzO{l$hZY{!xpF67Rcrz-9B$%vuJr19PwgY9$Ad##&brlhi!)Gvt>eh)S}MY z_jZn#mAF70vHpUG*w8&2!&~A{_s@RFjTP0kI!abYci&9e8GOFyv*Xr?d2y30NKWe=b$Sj{*xxilU}|4uD7Y^KCMFA4?|MQ z;)vT!{?WPO$8F53ds-xFQ@rfAv!i{esAE{WDLrT+=V;A$ZTq1vOXQ}=5SsTUx*1hD%l-{b@Z3S6<`&1?+fZyLxIkH7(Rj1+;$M^7{e zsi80nJs*B#k$-_;=VpjG;tY`NaEnkLM1PKvOLE@S!LHA+?E5$ z8YwK%L2`h326q~T{!>hRADYPH-=iLTv2rBQ5Mr7s@;=ld5qucqP+C4&>H$K(b~na@ zf0HlgF-f>D)oQX@X3of|T5Ya~ZwzOaI~9wHm>8#0>- zax&*ln^BjEwHTn$*+?DBh_1Ynv+E*#3~A<`M=Y#jG%Rl zQ_(q3iKOM$q7od!$UOVJ4M;qxHSkq5A6j~U#^c+)Ixv2T!ex(EoTtIb$G5x3(!Dzk zZ^CfO!kU{9C)H#(&V60sNHy*dMRIZ$@5I^sfmG{t@CmCLksPnP7|S>`vrAVw2LqPp zxh9c=j}wJ=2q!h)e2DjY(MWbYP(EVQsKIS9jzA$ga|z7x7#@<1S%o2PE~6Kwl0oU| z*zVVDU3$WkOU-6OGoH%^QgiX}QPS_|_-4}?6jSBRz|7*wZNjMUJ}Q_O?A ze76}EEWd00*C|$m0lsd)0Z_;I#oCi{&K z|F`XuiP!>Dwn!-rqLGFHrnd@8q4TfJKu>0h!c=jvHSe<(HGKNSL2Hik%M`me?;%A{740n7n>eJ`O z60aLZ3TR7;rW(e~NRcR2tek+h#RaBJio(tNH0-8s$UKBRW8S{)$NOY40_XycQ#^GR z;KUgmWLTFpfQV#nhc08|ro5T-_)%dBoY`X}ZgLAy6>Gio$sITD7eEk6jFXLC1m76@ zLRU0fx>$D^kEGRX&=NvVN23H02bC?3LBOhx7m~WFPNC*vrBys!4LzL+kN2+O_r0lx z6c2=AF2}x_EToJqboV2>$trAKCje^shU2>eROu=hrI9pg0f)i zE6CSiXWRCwc;tmCz9OJGtCFt^4wcl z?6gB0ku?~wNc5egB%Vi2{fOsQGO%u9cLtk!h!DIkr`&m@1*$h3=B9Q=0|9(LvYP4* zgOJ^$2*RKm)M}PQ-FWme|K+&)J6H44&Yl;7zuzh^woUcPeWg?i!44zXRXT$-JgJcB z;7*rKdWL9`y$G>IMA+2L+JkCQQ8T^@8+-fdg$PR)xT&^92MfnQiNx|BwnqT5PKmz9 zM3`Z?|A;)ulNo68|?Sk~zvJ4-jOBs;QoK)2iSh z()v0A?KwCXqIhbMxxGu`ejJ|zYJao4r|gSCAGGJECj;J7c2JA6iRmRCKB7b-hg|cR zmmvZ}d>_Q0fRu69`PW-9#*j*9*4Vb2l@DLverKOya=K}nYR)vJj!$_7Gv)>Q^}8(^ zTLy@jusU(W2yCiD;%8OrNAWezj`^bEntDnlV#V>#&oscjDICQPq_z_#wujRUkM8_^ zXoA?&w@tlg4Lx&Q#+^iG)`LXFBVtcLdpbokAUx(a{-cf7C^bABxTRs|rSL4{%rK3b zqPmf%)9fuOJR0&?zXl1urC@(FTyOawt`rTe;E6{6+!zrZ_!9Ioif>j85oBf%Ev6j7 zRzr8LG*=!=s^obSnn88%NE=6vANCpfaT#C`gJC+-fA2kimFBST7|7=zx%Zo?52`M- zD}{{qVJsa5Qyc2niN?Epxq_Fc4|6F1XaPaCu3Jqs4rR~M-Qi22X8%Vs>dsC z&Ip!?EnDJ9u#TdnX0_t-`=mGDOeYN7OMBW7^6Q7nlwP{3fuxkDV|uw%{ZG4+Gzi7 z%ZyB$R4IflolgWljjGCcZ`y z#miIZlz2>z3Uwk1YpuigtTvoNI4&@yN*l}SSN|BnJEUDNW?$z~0LYBf<4E3<5%?Xe z?5fzEV-h>Q`q5$IEeoO%boyCw8pVf*9j0%uR>({y6IjGRtu_0`RI5&&q0GB@yVI%% z_8^tZjKhi7ClkzzoW^w1S7?zkdC08kU!S{JR%OSCpnwkQ z8=0wZ{PINt{_Y~nPKz9`(MEky$hVSXNN70lH&*ahL-~P%fZTUTzn+wAMM_NLmF!2} z5busih@Rp}w|J$e)jdcH>qt16v;f=c=A(UMSM449t zJn}VB$y9Db(kvKpI4aM<4FQ7N0s&fK_II=^(hdq89D3yzsPGYwiJ9^7wMwu=eNAfY z9z0r6SxjOF@noqu+|WpQvHBs z%(Tzt^=_s{d^Sy2i*ktBgZQ%wL~6{#)!-iEpXR{!^e{F8L?ZF%G|+SJ=<#=uaQpbd z?02=>;xN{_3sofc>p9u>dpMKQ3(dF-K*p?hFz!>auKUuEeF=A06ye0ndU;PAP#0+~?}A zM8e5BN-DE!K4HgUCNr!M1K)6p3uc~X1)nGRVp5T9$VGsgvIVWH%rSyuTdYErW@8kj zbj3v0l{EA1&82RrvzLzo8yfGxt>G})c5ZyN$JhW-p5#Q$=rs3rT+9^Vk4YZHt1w}^ zJ>E{+xwz`{3wyFx=oj>Q6xv!g5M8vRF6l8yiwc5_k&LlM4!+}Ql$D^2-+Yd)%)nr=&+9qaDg$fnQ`)~)Y}g@ zrL(8oUSPu!d9I6+)?Mt~5!3R4Zft$F3J=(WoFdcLDjr8gg^lcWJBs=vY4MMK(HbW+ zmO$p_%jVGxD4O#%r(H7_XQ}pX8vC}`Q7ZMO2dUD$YI7>tvA6UlUq1QStz!zliF4%J zA8|FiZT?DIGLpqf?%bL$n5}x7(EGup5Kgyfqjl;l-uNCBVHJDA!xd!e4S*i%aBJSN zEL9T}$Ozv79~7vuO4QErT%QR6%gSTVyy8H(>8NN9d>A8;*+^_5PSHaO86p<+9YT&i zHd@@eQ^mgT?(*n8jwBC$E)-rjLIpidU5&>W@ll%ft0`+api3`KS zgaF4oMiFukC;)V5rOEi!%E$-(D3gyHq1Y2-ow%8s`bD}0DR}A|>O8jQ9@~ctVF`@Q zdnxesaIdNL+ugz$8L~i1LRRnmB=3bfe#t=BYktrJFQDFs|G^3w<|NcPf|L`)eg@i{ z=d74wdVh^OJ~TWXSYbuL0+_Cr>ec8X!^*zzX=x(LUKb;q=XVyTb*0lpnL1&^7yf{A zQLOGI;$+E*#|>bL#x>EIB((RmkW^Py-@6k)w3v9*n+~+V-thom@AX(CT?&K!-2>SB z`HtY**sI`Q_OPl?a~tANFYzqjkZ~A7MD6d7Lk+IlB(z9Id1Eq4sI`}(j;Pt)x;3DC zNulGet?+c@Ks!+zbF=g3*Fg}CVJFJ z<^RRfS@=cueP931&>IcM*^)_R{ACCv8|&5ZDt>Jod#N|szoziOx384{% zY;-#FI;2g1=ttoS$hZJ7rjy*VrEfLicX{3AKG1_0CB{r!Bi+eaM~Em_@5@FEfI_#z zQ2GbeXp^*U9KczMLo0{r5`%?oF~oa>zBD>4g&4JYZGyo?zRrI;+}kySw0$X@2Cb{@ z7UAg{?hsL$nY_W<_Ul^8=@7hN=DUc}`zPMQMnUJEIKr)An0+5QL!cLgeSy086PfC? zuC)4SFBwI_mBd`QhwDaz?6Fe*)Ty<0R4s;hqWA%C-}S|VkJfY0h=JSH=J>>I+7(76 z+g;x9PsFUJ8kOkFO2_qIyGG^HB}alv?>0{nk+EDAE0c$f zXC~>h?q+_ecC&6;IsXg6uMjZOGH0w^#dohsuD{Gk5`f{sDYU2wkFyT%SooXnf{o<+ zl|91v>E6;FvK+N&5fh606>!wL(^_SwC@cFohr9XI*t`~MeV;fWT#UN^n2>#po`4}U zG#Q3_a(a*t1SV4t%}3)ntrhM~Eo_Z}hr?h2wrPrQV+ua5Wp^VYHjIfYMsnfob_#p+?kHL|y^mJo!K-n(^EuqzBR zfD0)@RtXXK>3Tq5)@X_r>lo@*$e8(1bZK|a4|yeVtnN;4Ep!zb&W5#>s$Evt%L3iH z_D;7YQ&(Oh3B0|Lm?T|P`y9ViSEAUolu+}e1j>$QK!Qn7O%u1EuO!$q`~-(!nZtzr z7dK`flyo|hUGyW540Pu{r!w0Q)C%+2cNw2yBB{_ntK5;Gi3s8VYSR9lNg4?JEd9BQ zG|SvGIM-OXdzclE5Fa=3&~tq`m&nMD(wCoHcCDh}-zr0&^8F4&vz39eb17G{FyXj^ ziHk>6&9BbHJND{Ib9>GuwBp>o%sV)sTG1RfseIW!4g`8RLQAV(jC$!f*7%IFtt5h#Ot9X;o>epvn(aIJ{^DG8Kodg+I*S=|A?n;E>WvwK zw+^a6CLWa<@IYg_(EdE?+prTgLC&Yeg*d*1V?Ng^FVE5z!Gaj;(}z>NDwnyj;UM_d zkO%2tAij8!rqq=SF=G9xov$Yzp*7-D#janxd8;EgMuuRlri=ZBRa#5Q zGbgKo)GWH}0SMmSR6V)s8tUDTel|_@(@o@fz3Z9%Lgm0?PWF*W^q7&C`29&0h8g@w zF%dp%Ki3Zo^!KL*gFBupUMI_Q2iDh2GvHn%TI{!E!3FkTEF;3<$s%;2i9`UP1CP7( zsXINoq3XL{J#0avKp_d8hMY{aD$4fhj+15VwH>Zv#ZIuEC;0HZC39&4F!+s7z2v;y-gp;6)7KG7XL{B zx}`&P;a=mM{6nU6bM3l@&yR3s8qDSGU!heJQVbb5hZ8NDuujk?IvRzZ{f%VV`?nCC z#SW<*lLToEDB~p5)^~ z00Wv;w`U{lRfg%`ub(=h4*Fm7n+`%qXqFVga;!oWpM~(K&ujs*`m=|BAG3n_Korr( z0$a(JVay1t=v@ih3c+P6Kxz$m&!gmdE@0sFC=Uf@wHM##br!Fi1e+%HuB4*_%xBS; zl|aChwpib3*7(P?*Un-H#fD^37Er}yU0O&@)Zccj!p%Yj0 zWC%@!FzYQ3($WDR@a^Sxb3*GM;Gu^$c*?W~1v5f8Pva+}!hQwdTk%Xk&oR3A!1)G4 z;C-&e8+hE{35F6wV)tWq+WEG-8@LCf(A1BFH^-*c`9J4ifG#K;q&O_xd4m~9uhu2; zPgFfq$Mg+s#IGS&EkdK4{%P!jk|7qA=J>`sHk4?#FGKo9;do}KV8!`Li71K@mifsHrcT9& z@YD)U#Jq5X27Fgj2mN)tj4ZI1qKH*Yydp~DnQ)C-wEg!>5j~dR@lUJT?LyW$nvemv zqzifdmg^W9%XHhmknCT189e#U()6>mvL(5Ar!gEamp+~&7R=~bSX!bETM~ggjjVuv zkh}Q(f7=iM1HX~0RscllBqk=N-1hay5clxT%D_)mWz>@57AdE}W>Y>V@3t;?yx;d_ zNWo7`WE9~W$THb|ROti4sWHYIEE=TgH{f{RnkmN~GG!#^$KB_zUodpOYbTn(%UAqm z7(2>gT+gP}B$+`GqC-{q!vI=uhLvPbHWD6Y>0w1%x4a4Z@WVX0e;e!E#-ji%)2PQTdnNPT?)n-Qh5#lxeG4kCHf9!xKypdc}k>Q^|%XDRZq|}Cp z@@ON!px{tr?SFy;G`&MaI&h()D0w%tCShQ|rn_|3?qJci`E#YqnBg<vgjZ$MSV9>zf=A!zB(w(Hkx)L18Z6 zCq1c^(yj!*MA{mwI42}3#eltu>>O))FocHjJnQoAtqEM)Zu6BKS1G^R=rD<0-AA56{{OhIwR^soGU_T}V0U_Dv09+X*e=)@M7F77Hjeo z9y4U582%Q{vIxsyJ*Vga9J%A=ccxfog4xYgzemIxC)BYQj`lxi z=#;~Axr9go72}dpXv1VYQkpjl&z6~vL_)$b_v?1VJ5SH(ADD6Z_Rvz&sf1)=C0;f5xsdbEUJ1N}Qlbsr)zJzT&BbcgL2D%NYHq&i*a_ znZ#ypm=619d#C&@H9u&y`u8{YK?FMt>eRf6?wo1%^gj^a5cx<@^jfkqa#*biPI8mN z@BoJiA&ez<^x4YVG@DiBH!o*`EekiB%j?EHVG*vwpV;TyWMOg7ROr_V--%C?Uq=x@ zF)M(R-3Rb{1q47^*4|tGUY|Ha5;@JBL~vl|Q_}fiD&rp2%?ZyVUIejfb<*+~QUh%% zEy_4}vRIhk8?`hMYd$9YJOitI z{z*A14sj{5xVh}~2d|M%)$#apgB=oK?pCx3`qv_Ob#_+$9DeN*%(vBn2%o=hT3TxE zsQV?PD#2>n#}dD&HHM1GxLT=jngi|4VwgO&*(QfcZiu3*ewGs>6#xIjC8P#^wJvnv zJ(9U%A0ar+=M!Qz?`NL>@R(6v?C^W}h-{T6 z$Fsv!hd3BAG*WFa0Nzz&1`L3Zza8J@(a>Iy_VGl+1%rwUEIHDW-*ey5*=Xlh9u0N7K|NI(oh7ykPFIHY_K_0)Aw#CME!%`pQ@zJm+) zERD;okXw5Xl~H2+UYV6d=&NRhB=;*-&aW-W`P|%mL~=PMOrqm4<}yBsjJa0 zhmYm85oE50ea1W!;V)y}SJ4as!+Isf`R2MG)?d>0aOYC?Q5@a=UcEL1n0bM`HwbJL z1xy;GhJp?t>#DUdIfE>3t4i(?3uTu;4)``)i zZ&9@9SivNla-sQP67GcoW7I^mba7_JuMno`p8VKNepJ?prw(M_8o%?@gjV%vjcm@u z4^0b$!Fk|U*TeP0|A>3r@shM*(vU|$&Lc#u9qb#=yk_FCLKJ&5q#U)!yD;+Y9+;EzkUJ+1{M3v1?Q6Wl8&6zW@-`n_H~`*8WccgpRvs zB6ps}eAPQm#VR>40pZ?s(#xG&8;hk%oiV^E_8nnQsq~c~k4PE=)C%+eg1>0#=W}i? ziy5_!>T(wBa1GurCqjaeeR+1Zl3HpC__C$pCPRK>9%C%ubDX)jriujuD-%se?G;w} zS`|3ndfMDLJSUm;Vt||+vHdovT%A4Q%uhb$JFm#)CD>&WaDzmpw$&Jm&)?v{>R3fa z+`%QjdjV!Y*~D9433`Rjgyb(cHZYK$qp2h}jEQOS1}pM8Ra}6Cd9qE%AF+b)fbn`a zn9Y{xA8;ST#5tx&f%Ow=x$~W9{c;lK`V6&$8HP@(pPB0uC6=zLd&ur?D%~|Sh!VeE zOP}2@I{Id=>&Y7`sOZuD>$8=1$Cm0q1Np|icqe0fq_EOH(hSOsjpRBXc)CT>O zY4yse9308nr@s4oup@15{Y4K5`vbq`Di}PRzkhACIR1g} z7a~4Mj+i(-H`YN{EnBe}aG;kf`zbBnLw_#Uz5rUYwpzn8bIZxoo{1;)p}oL;^hecy zSTqnMf38H|(fNnt-|xMDPldWq$;ogw$q+l`K}K5H!#Ub4u411#WBI_(Au~dBxjyIh zx5b)7k#uPA3KT@YJx^42Q$uC zPywTNX8XZlKz%IuTl^#zNJ6{YB-b13v4^>3;dvxrqRZEYLTwKV;Bj)MbQv(fM%ds12iC$l=?;8ZC$l^dmo~B(Q&8>Cgnz_1iwTfu>kXg7kac z9$0?Q{mw;fu&@e-QKidp*LmLY%g)$-QduvH6I9xxc5J`9TWd@ll-QfY#;QY5%8Wky zV+{WJ!z;btklUw>_@lZ#z3m-uO#RIU(0O$#H`8lwI!AMc85lASNu4!cKkYHoPr1I! zAiDqHac)Ws5f$(1_G$iJ4!{rg+Ea@zcG2)X(e`6B>`EX6=mO5>jA0JM7J3P~9B~=^ z*2!~g$LAhI6}#537gOXWKdLBI{}zjXfePq>ByIXWqr>D+2g06?CNmb6Jd*5|b;DBh zdoFW1TF;c;7_@e1@X{2C4u1H6ZHkJMF)r%LT!Fgp!2yN+7LBSU>Wu1@>XC>Ln77Up zdurt}ASLKO+6i=*BzJIJQKSc#3RFrz9qw0iiJIIO*Q~Bts`aYt3n|9*CqH|&$U@ih zQ8@6r73;ho#h%6aRR6=2#4$2@R^!$Q98I|A$DAk41Ptp0qd-Y*m4nz z1#$*Q3~?EH2G21F{?Kg9s9)FRUdI<3{JbH1_nmr{{U~NSf{oeZ+OXjOu7bfJJVth)l@U$d?ewHKWQ}`PW9$u2hvs};)vq=}*qghYSEe1}$f3x{s zPh8G&KoMGmWjoU7Q9NsshYywBhNf+1)>&5Nc45%^QE3Ku?pDe@oC$YQ_kk4xkEfF< ze$KyI)n?I+ke5jYN~RZE4eQEEim)nyN@_jtvvsK&J8==chG}rlT5l_c2qTLir7Bs^ z)j#U+8mQ$V$^x{%d=%z6S%~pj8gAV70fTU*P+j%5XC>j)__kzs=N|pM&}`w)PIjo2 z6EYpGvVdv$FaMt5!)z&Z6iy`=*OcY_eV2Kj?qPP|xdPpI#!Ky?VS$?!LPWN`B35Dx zE?`-Ksk|I8rndwhXqJX@Z@*_vMjZJk7J>dvOT&Q8-_5@}$hY1(iveALL`NK(;Q`2pKaCtLM$PvcG{D&$sA1RLYYso`RB;Y zI|vX4uV8Z|$k8v#*G2g2<44$6cYGSvG+@rvx5_E(Foq}g0{u+a)9E3qsY*vJ3(GX` z1!C~Cu&~AT$AXL~MU~oUJZmZ6#AbJU{B-B6p*4&^j|iSBA;cXX*-vpa7+%;wtaP|1ii&bX6-{ zvS+Qh!oKE*IDxh?I$$-yUCQ?yLmyA# z$15>FoL^7-JrN4hwaHdw|7lZK^uu=Yi|zio_xq(=JGMu2>2cAUgV>b@LK?y`S}R?V z|Bdl4x-3Kh7dZy=)u_AnA>ph#|JM2TGm>ks^A*T$ypKF^Cu+V+tJvhQ=VmbT{5PwU zc^dr_pC<(6>XIn4!QD0%OoUu9eOIapH*7&?+_8~93ade?xRk{848%NvL4FOiU4iu* zmC9BxaRlL%!{$AwNjrY66SHCSO|ZfQx9wl0xysKklkC&^o>Ck6yFq7@n}UMqI(@VU%p-OAsE@%PQ7_$^f4dl zFJI6v5GBO5A$U=B7wa)suSHGb!>~zli!1`mQ3=@01X*B{J#iaP9j4wY4II)S72+eq z*gutL2B`Yw|MNFLD8Ft^I_nq;C3O`?FCB;<=}Ez}C45q@vL7s!kyM+9NsnB1Y&Jwq zz1pR&`CI-(uixXz*Ye>H`Ssf4J=g~ul95SXgpy!fbKCLkyz%RI+ED%R%Pf>ut$LZS zRb_vF?hOQ9fT~aTUmiaPjl9goFrkwLUssZ&)4!OtVqHfkdo6!>If5_p+S;#GJGWWS zJPU=qD1)NY&zj45#rh&9msMuBhR6q(43mEx@+O9Idg1&bC@S<)IBZdo;NX(*{bqT*E!!3$ zX%PWfyaoST)l2^)^Y?E*3SQVBLuXHdXf1cyT9di0v}<4J5*mZBFMCyIGRnJ=3DQ`8 zPRO`kiW;)M`l!q5FdD5zUP2J;@vkcaZ_7F8KPJG`qcX%Ghc+V7@Cgt} zBIoB6;>^qw7OFiC0m^mB@J}uWs;`ZF8GsEM?xkZ#s*3-%AL}F-0A|>L9-!@xpkJvby9n#( z)fign2q;Vt=R)Xs8w&PNKWj^$E0D#MrD%Ey0dtz`83?>D#UijK--S0Z%G82G)# z_*Ka4B6x{P6p8$^dqF@HVWgx8yjh}Bn#}nn3IwWm$Zui}_yR0SAGq4`pzb3@5k;ZKmyE(WG$<|^J0~A(b?3tfUw5z+ZhJSZJxPLBsg(>`dDQF zuD7ptvbE9_@GnqwGSc2ZjJwNoHk*?JN#GO;D;+RexK_q%yrz(Y#|=L|=-;K0O?zY* z@C>{7-wm|U95oilz1KeutR8n5B38+e0?OJLmL_?fx95{R(ohdkvTy9tEPX$ZD;Bf2 z^39_SqOp+au&^J-r7VVmoM6PBCPR-Of^ zJT(QZ3QK(3uZ4Hw4m)sd6ts7KW(kc6j1BMdJD8aSZ0LA7kI%N=AN{*s2oGk88=^n! z$Xc68^rGf0%AokLN|E}XzacN5;0*vEUVUJTX%^>+R&_iR2`)^Y`M`{}(c-p^s=zIR zD5|$$HlIh_`TAa<42OYm!gL* z$QLz@VP-#X#@148V27;`Q<)JX)UVD&6!HTg%N~4n4YcmCvrIO@lfKWVQs5_#OpVFg zu)Ms=0OsHSh*RaIgK?8Qe)c5{P{n2Z0KFp`vxXTK5Q~H_7U5mPfYxa6V;p|^B+nT0 zQ(p`A8yogCHm}C%=A+8o*VqSXYqbSw!mDk^w}`j=f7d@1xLvPzf}6q>+9}LCr(?fUhfL77aS+4TTuw!Od36`g3%YttGj7G z=R(KLmgXBn@O8Wj);-lzaRPPUiz~wd!p#jOiZ|w{@a#+@gS=aRZnJc<`ixb%Z*OYX zERVv2Z^qUd?yhe8dNAW?(+o}C8e(`DUk;iv2K+7_^o7=cL8%Dk2aonT zz^;i%5N}ZeTvyr4ZBlwKdAw6=_ei^%mqPINoAF@3Cv>Vr5Mmz>Mq#!LEnG?ktZ++(d;iBdh+* z;5B6MKQ*=}EXzCm3$@L3!*7ApU#AP<7B5ON$cTvJVZnFKd`$=5YBa)FfP>VqZaPbX z*FhL&oHZdCyAi4@{g11GuU-PjRLj5Ta)?ITVvk(nR3(j?#5E}8Zhm!;9MOPjc8T+t z>rPOY1C!_fc{m$*IGOCD`7sAA`URX7-W^jY$=0|c1D!IZ&AH60c+@Mf#}cqg0lE

XVH3D^fcGz{? zdkf}jD74<;YjsX(KJ?{t`d8ts0Q?I?JeuU@OU0n6r*PQBmy&$lCyAijttRuWK<>Zy z;YBNhZ~WxpUW5N-M@ca~LhGhsK@3~sV-*DAV`1tacgHZ>q*XL^5+iLnCAV7xJD$er zpJ9drF1E!#YPJ+hw*}G&y#`%sw#Y%F;pgpg9lBuJp~zCylz-kDN;QR{r_D$1d|`8( zKd9k%ckDjIlpXHkT6>>9X1kS9O2feQ<@>d8HP2WQX$UtKc^nXO9C~-@^X{rv3{J$UbCWGgxA^p(b&tu5hC9Xfj*Ql`t<)%g2^aCveWSOM*h&?{@ zYH=%6>l<1$;&OnIMHFveZEh1{ik4NXkf}0PYM0BtioMW6#2kd%m{7wJN!IW}ib&x} zn468x@D)*%j?VM2d)Y0)kC@|~jrndnQBmA))(CUT!cBP(X&-?Bbj0x=RJ1hxUYF}) zmBWHVSYIf5YKfxDzF+MZI4OSfCI_)aiXMx|Zx4*sH1 z`E3}Yp=GH^WO2}oC%QoO%JsV;G;>->t7j%)#SAMzseNZ2r&T8HUB$T+p`>(;Jw9eL zbEsu(_?9*I2z+nS<6xRHe%4VjP8=0r(W;2U6r0O{bU1JaOE8=mwrwDUXl6ijd5}hd z-049D+W3SwfinFoNb7VER7T*V9jrQL$LmT7?^Jr=ywH$>ygsSc>W5raGq@Mi@m?10 z9cBohiwpnR0=f1KMZDk_asYSb;k=b75*dI;A900}Ht1x6^a8vN#35MH@yfv~FQ4r> ztKz=4jhiWR;kgLuNCDGiEZ=ods&fZlR8D+wG6tTe24+E{w%M23b6}D#x!1lnKS|C! zKLRINb?Ml20&Tf0uah90O2ip;b`G}ijcc*4AzOEzD-4t4w&@wN z0(+pv5(=7K#px?2yw6C*G*Oi?!RL(M`rLA!U0^1vb}R6~ciR_A8CI!+rJBD%E|4L; z9%3F4#1<8@?Vl*VK~x*ct=o)y{EuvdqvIr0h5mVN7{ketmnI$q#oS>fx2!r(Qq;}w zm*PakvkJo5XZ2^O#R)m@8bv?w0UyAB965P>Orie1#(yc(_bR88oSS5a`Mi1~cCxJPWYeuuRhK0DuI_+wmyb%?nZOh7D5s@=Kb%Gc}Ug zEa}k1f5AEF<%j6fpgW=f95zRGF}!CY?z@3E`^x_p=5lH1OxkNih7ZuL%Ahh$T#uoS~q51#lS*+fmP$m znoUfkI$@>z4q3?Lut2S2t8W38WL%vl=HxZOMBzfYQiA{>DBDz3A?*7a-l&svbJl`g z`FJ-OrM!$F$!ZKs!OQ-rWEeW?eqZ>}p^>hp@*6=G>{m9rPXLo zFTXa?VASuGW5Bs`+379&U}7c*N>^oC!>=2TG5!=DzkXn-I}@~_c*kv3KTe(}+Hhfv zp0cMhbR0rVm7aD=3IbX$-Ror09bYx!d}D09ed|FtPhWH9b#^&p&M5TcIhD2}Zczbv zk4F5D0{u@y*>N5T8oi}j1fKaCr2$|njA0(1u>~DSNLyaxhkB?9C_if_{_4LiyXb#D zr>hHEw%Yf2>S}QOX(#7NgWA)6BG`JT$zs(d zlL8~RjL)1N0N+2R?JnWLpaiV(eYowxbkSLWH8DUZ)YN2iO1j!jLX;Rn)5BX-@uxBV zVqhval8&OGAlJ*F?3J9e<)3fK&bFzp(P{=Y9BkQd0+xr%IB~ zfv%meA1lb20m{6HEm1`5+Hj5$)`-u8Kl2Ux%1sPNPcWw^Ms$e2l5aSH$36eooMp%Q zYW?*~6kjsd3r_lwKF;N*VOYAWCayy3zkjf^Utxkv4AlVc#g{*}M!>EeVvV;yVEvX< z*0nYkbo8tVoAmgvWi>)?}3^z2f5zDQMd(HP=t8!q`=KV`J#{*H_)M z#@)*H>XQ5*F-C}$S>c=w)B9M;_*W|U+V0U_2x)3b4YP)P^IB4O#>T=#3Ahcy0$4!s z_)63LDQH!FvasTYNcm@fB;~_5p}VddY0W}<{+u+KHeJ(!dD%mssXPOkxO8VMRbuz> zd#!Wp5WHLxw3(Y-%A?o&<;?0sG6Vmv6R^e>oOM?WopuhdbwTldhCSyccekw~31@B3 z_x<}M6^Jqy)4CNxsSfKkcD47WdWTsU_XD)8mUlhXi1%X$NEXXb_DP_cgALfg8$0FI zP7ojh7*xL;Ut`m6{hXG9R$<Oc53Cmke$D{ozGobwlExr?iF2!=-JriCB_ABfc=17YyZ|PWfdUJIp|u zL85Nd04nM^V$cy#BjPvw+budnL!o3sqXlaTAJ+4>jQ`2tlcM|~MY)oyF@fVV^oq({ zl{T!CUh{jRU-}PZXP%zjaodqe-|6i-ey_UIP=90Wsx%$?DSIygXV|= zi1xrIFq)$HRp(dW?q_xpY0#D_&q^Pg0owCj8Ei|JZZI=IcPS@*9y$2r+&TeAo9|`$ z=t`1J`Hn}-V}GbM&2WBgr+~#HR=;%%!_mGWn)Q#kP2|YCJonhLN)%BEIAdJ}+CE4? zQfi9WMYC};!b$`?`eWQzc+=Ji)z8sp-*B*#-HWWSm2x^GvYB-P`^B0ZB z)Wf76yby-x?tBJIT?>_syNv=FErvjm7Dswwc(C*46Vue*=zhAFW#<`<3{cswymBH{P0pL)Z8?eWxK6+8(!avQdnaF_BIi2) zm)42Wj$@HODb9Q(oke5x-ILoksU_Pr!sB|B<$5Obx=!Fu%?$HV0iPM5w2OO<4_Ka> z%B@Us6*DJ34MH7U{ZrX`0`eF@df>qaORNn^$(yUSmTYPmbi`&L~zi`HMexP zc4TT8lDSI78rxTXF#*&X%yIqjv2M39cEYM$lbPnuvAa-vFyk}nGmKzhG}F#AXuPWXiMt;e z^kjZyRnp|VA>R0)3Z!orqFM7Wmdc4n?PP?tLMuFCqS`!AJ+0?!XSjx^kJxQW zf-x^rWRSC=4IGfLCJ4u`P29@V_A(V_-n{YytuEYkU57g%#$ zMfq?28vXQb9fs(9coA6k+n+tiopq4@P7VG3)w^82INJ;hrcmB>^ctj}M%bm)?DnWK zh_*Go$f^ay3hwuz!HG-z9hF6Q3x^KQN^BlqGFZWaCiZ%bRHKOOb;D#_!P{5~f}3Wd z6^NrMHI*-A(4TRd=B>Kxjk=~Y>A8Bfqw@m4B-$1o4-~>k3o*@xT=B9Sf8Jjq#10E} ztW4Hfk$4?^bL@Rlq zY_xQrs%4)GGR{Pc4v15KRFwXfuX_}za;88akd|C8(eF`FF^R?~?E4b^f7O z79H1GaU8Cl-?0r((Ga>&Ekcb}zXopte*5kRu08;Z*Cgel3ba1^_iA~ko0G`=%`LDP zCbj%&L;j6t7p58h&oZIRDWQ}Vh|zB}+l8W<#n+|uAqAu99TlNpR4_#=%NCN@tP_ku z|K|5&6;*7jS$$zyozL3lW<@BDGYVHNZqWvnM<$DNW}?Yk+xczl;-De+Ph+>%r~~RO zX0fVIbkn-Lv#wWDDF`Ht5(8>hr8ChpF_GU&K<~B{V)^dOm_4?|Iw~%zG#rfgqG5Vx zf>+pzYyVp1Qs`D+QMOBg*@58WyS4SZjB8QeOHH}Xk53$V&=|r{klBVXpb_(~Tk`eD z#9%SUn{lEwZ+w@|AiSPq;|gKQn;yAwlA+TZko6m7sYW5Xx}rlXfdV8@`(bK#FHt@s zqg`vG26^G>pHGBt|6Zy8`}v8n+FY-yBuAV2$l;YCJ|no*f;>mOH!kIqH;!fF8#V3Xq!sw|arB4XaCUrstbH;2fvXit~)Vo+pO1y&n&ol(lIOxS{p%b`~ zmx`V+u!pakHhPy}He9@oOIC0S;tRg)qPqFFo@jbvt=WDgBpwah8p~K^)r?6ChzXKBN-Q^{AWaLH^eyJ zC3DT<@>8V2Oa9mA5Bi>NqBU8=o*qg)_p~`{g(b!W>~=UvtfieJRytjfXR!9LDh$jG zar+Gp5=|RCmw1i=HWv&Oj_o#2iVD&~gJ>)Medyz5A2wgFQSl<+R0NSxxPUN6#Nk!! zh?MShj=!dFH>bTmw3mn=BVavCWRopPJNM(CjrU;u=iY!0Rg~!M&Xx)pQ*q9prhyZ4 zx%AiGFkW^eZz&zzVA~$AJbm9J*Vh1ELpb>Ck=Oem*s*xyz+MgTCKt>AzA}bq+QPhc7zcyUZjUE0F=9-{=@1^-{8T9V@9Zz2vZ9eBd#?G35a%deH7B9~V{8FPa*B^FEO9-|-!#=L!x_27_Tgl|gVEx$nNfFT6sCjJwbfva_wQPH4~xjEqmm>M*dIaWUUGj`_F96hvVE*3MtNIg z*%oR@erUd@sA}D@5VmxRKdY~7>LCNaqV9NKXrA%%sr}no+Sy{YgG0J;9yAZ|OOG>dDz3PHVQ9f~Q06~}&4iYCfLZwwxc~rXI76&P}i-mmd zG1g7^R$(=sjW_HO0a*HFP)9!i4=_FbZyg0-D$Wftelf&&nPFAGTHBr??+78u$f&Xo!>k^m285*lKKci`Aue|{z2QI+8Lj7 z*W_cehHxc&Qh>VF^V*Z3N{sOjJ@?u#7&I;EdW%bn3FGUzN$otL9^T4Q72m&_1!!MW zKJK}*-6*BxPOTtOw({@GFHvTkZ6&3`dZk*cXG8Uw5F>1|?)}=jrX|3yg$C)QbsF^< z9=fazsyfB5VVCB@mZ>&h48%i4f4gYV@Y?HJC&buA9^$O~76kW_5BwX0%6a8%IQTJj zJ*!F2UhCYcWZ~GARVX)N3Pb@2@G;AhPd$sr?XVK_PbdYT1IHt;SHQ00(;yx6Z}@0% z@^!R99AmU#04M5x{j(kjPx(aQ-w>{p<11EWHQp6E`#XJMcj)z+voM`X8*1^>QK63#rzM8V&T(MZH`gt{!br8Etjt+Di{x1 zE%3mY5LohNRkAgeROI!y2mYc6)>6zU{g6m)k+R;DV&(=ThjO|0(HdBpi}G=%G~yQ@ zpZNS|uA(cWwE*WS1CNfCA;HsVIW<{S!GoVSqSpC)Vky-LL|(Z~iTURipxg}$4QEcRrPX>OSpHImha zBHORB70e9FoI9`tt^bK4$>5g<&Ed6*rq%0N2;yx!3sHj+j$!x`sMc-1IiR-C5kT( z%_I65Y+U2tFD`sxFZUo;l&>;n0A_E%d(SoN3_2WZ(rw5+lOBXX&X*lYqJ;lTP?KtY z^2SXt)NXwcOt^px*YK+_@bp{5liS#&4hHb{jqt!aezwB5Gw1F1Y-Rz-IP0haV!8f9)r|t))f;@RY zP_7q}8PX(=u#sit`zw}Tt^{}IbszvcQ`n`zSKaM;VlBQTV?%gjm_M3(^<+i4hh(D@ zbG3pM)Poi8sYj@fxU8 zyeU~zgnC5VxV^X?Eerrp*W&%(2$a^_WRuMCKb%cvIu*@|>7c>^dK5-$U!vNwT8$oV zg&qF+BwC3O-HsGI0VhyKvP#!9$W@Pd?&oP7*C+~Qi+kYGU3QCp!3V-M8j!2O5$rIV z+&c*{8$|N{QLnqc;sSD;8z?EX_BRz7T|mPgW1$Q6 zy-&Eludc6)X{tCH1ex?;r14!PO6#lD%U<(v=8ksbycg{uzSicb+OwS?C(%YM<2`6W z1xN0SB84tnlA7c0f91|^+h}{t=Kir{nEnipPONW|RVc{whLySBUz&_AK7?2H3`bqQ zW^0UA<5u+!Fwe_m@sULFQ(6ug*v(@K{2d(aI&Eh_y<$*zMw+1)qK6l;FZgU+Z*IGi zdZ|?uMXSPl%+aMb&YK*1_jBt{CHkS2B@8ZMSeHB1hl5#m$~0&=M2$>I$N|LPFIgZP zsgYQISt+R#sB)MSq(CIBK6+E8qv3T2uzL6VE^6b)*Ii5K-M8=3tDNd2nk2Wa)8(g` zzX8+At<1ARRO{5Gm>2B#!U|aZQjH&JT^6Fbs&cMxiZmEJ|D)ZHdz(i*mH5a*ey%(P zqWo$>ds@b)@j5GuzfMfjurd*7{no?Di51M=bLsmk2_hN?^W`Y3M)N65r~G}BJV;0_ z*e7E+HrM?0LRvn!hsLDORnm_g6rKLwrn+w!vHL3Cf3!?|(Vhxq8k80VmA64HF zZTn0d@4KQ=fKMlKLj{a-z%WuuC+JpFP()Kke5*#oK*T?YyBR;dS_3m7k1kV{5Q-+W znAt?XRKYHZr^LLmN=7|j|H^#1BXA1tu=5@udRa>!uzwmJ05X;%lEw={0}Yf$y+@#4 zguNi_8%#kWHPJqP!z|7&cc^$Z=lM01HFOVNc}0WIqLQkt{)*hg!^v4rY&M)ZfjVf& z&%`i*3lNJ!0T{rg&V5M4k+v`faRfyUdERz)EV#IOamv4AqZ!uxCRe)m(a5O7)v}8b z%@WX!b66U1zFhkiUZhAZBTx z-)8q;XS@csD!Kr4$^e7iE7zK3^+xaHig3@e8*`Sia!rNfuXl~oi~;23E=fJLeB%*3 zd=LI6_4XyZY<0rdNPJEgOYy`)koavBQ(^E{W{Q?-Y(xNE7*h zqzQwy$I`fZ9qOzd-oeKvP#!+L32q8n!t^Myu|&6D9)iae`4b|hnVXsuh^F+wj`VxP zuZ^^RIp^g#ljEmonyaJwbES2oY=@{848>L^qmP*3w77x||7*+C)bk8!g!80oA~-;< zo?M;B%0qr8nhH4q1Q8a{JI|KNzHe#dJ%rzOOw(5@2%JH=Wv>AEx z*uBY;@kmoi*j$_p1&Y>nexLTb0!ZbZQ+WWxME(LDf_@bg*o>C+J zwYmdF9#x_hxPY|N4_oUxGHv!$ zpl)(SN|l;u}2xU?bGPBzR*CGLuMo9v7avATgmKR zK_1`q5m~Mqn{U$@JnljURc?+XQq^hj*B6tk#&6oBjPZeFK#JhkCKY%}fNrwhBasWN zIX!&dSD9fk6??%*FHz!;PpR_eu}9fR(8XqFYCCZEKWrGzDXfa<^pvmJJ&^rdSoQn0 zA549JK5z8l0*04D9F#ZrXVllRP{Qcv1{-%95D<g_Z5X1wi+v8 zG$Z%r!^q31db;RU&h8~;JIG*Z`qPjkqII8Nz?#q9M`M$b@!tY&HB7}BH6rRdRa${BIM>i01* zQ}TtQWX!mY>8#7^e^2IDudjtq$%CNsEe?u%90lm()dSmEGg1?cK9z^m$T!!h`x&gr zriYa96Q}Ziw@LI(iGSwNt!%jnte6dg+3 z8igg9$3-jCG^D3mu}qMIH6W3z0do8G&aYcJo;GCmIOzOmKO;|yt6s(~=2fG;PS1^l zJ!qp4rF6mc)PZZi@S>Aw14HwM?z9T_#xZ|3z5#G~pL`26qzoOKRjMuqAS^d@NyoAAjbdWIrVeG zHtFzw<`m#dz5XxuL|%|M4lqhT^sQHDO3;w@W?*Rl1PDe6VlGEJpx+^-wVBPUX~Sp*pF>#RQn2b#Xhrzf0Bz_)}Ij6yvI zs?~TolkByP&`;bLpe-9Bi+iOs7y_n)w=J?%eOvI#pLh3eOf#K81^V}EJ|<{A)ye1A zttT}d(FfSb+SVWA`h4SC@?pBhGf7AAoY%FE?&*pgTXLV-j5wBAzb2gj3L|}H+}6lKX`nO zO^_u#>3z`*MeH^K9Obx6>>Gru{Q^O^Ds9N$!VdkB40Rtz8aEL2UJN;3Az3h4GGqD! z3)fu$%XbA!(d@;<@YXlQv>XsTIoL1TOB5u-dIuSfDXaItD(*;cf98M0MEW8D8gRcw z9Yo62B@g0&DG)`T&M>C@(5$6{_Rg&)oK2UCSfniuQpj+$mhvx+zPgY3K5Zdj;|^x} z`b%^!(Phfa2$v{)2HM@{%XH|uQ_57)elDCE4{&s*IQn%`sR#Nxl}fBaII2_e@loo> z*JA6IhP+AS$y+mW15GasB7IL+uw=CKWQiJ5T!fS;066Y1e0*E*#<3PPel(d^V2)hT zOPRI}gmi*Hf9tbMyj9t1&CQT^0;^Dp(1rwkp9S-S9!Lze zEIn&sy~`cxeRmH>@p-psf#_zM(|CjQ%ArT)s`CGys2#KIy_I8FUjKTBT{ z!)Dpy*bpCDG7=}&>{4Q2samoqS)XXOC zo}|Q6Qb1azT^v2Ke%r#CI~t*A!&2u;un^lL@;a|sD%QjTq@@N{Byx%LAL&Lh0|7}n zjzups4v!S$#GA@+m`PdweNBnFLZa9T(JN{3BrDHPvga?5rbZWNx>078s#*?CICdj@ zu<)%tLiKKrMFX}Jg?p|#CqhlUu=gxe#_1wKcR?_-_pz7Rf7?we3^$OLVj~M&o8q6w zazEsBBfmETMPtBJNs3FpToE3GQ@^MJD^A?y2l4lJjCT<`m{0O}F@Lyh56)Cnd!# zf_;>DWQX&i&vH|QEu^sP({jX+bZ5A3j>A^kx1b?EtSvXK(d3pN%-Fw0;c@f0St9Cz z)Hi)9+2Ls}6eab|70P=a|4HFwAn!O>!>_)T_pS!Ws#Q4}Q8Q>d_lJ@($yN3~%owGY z@Nq692{(qGB}S*8Ocn^?yGT>MV9)l@gI}DbK~05VOf-}y%+cI$CHJH&xdgw`2y;p9`p2_`8|4GCB_H&(ot@w$NtF0x(kr3k zV1(V>@c|YtE<|oeUxTm-RwS3p{kjk!)Zp{3-V5B-shPls7$JSB9*l`f!pPFV+V$JvIaDs2uEOd*T z2}RyUSw<-o2)7QD%czBc`7aae<*WA7e97B>df^*{znAFeI7F%^QxNTp?JE?c={;Uf zKU8_6B#<|;p2_!S!jzA?#|!bAB}74^eedUc)Of57)d*NvO>Dm9A7db-nF-J0*dt|V+-c=Hke-hE%w3Gjk&CA zm{fD0xvS4htzE;v1LtcPeWejX1#;4B3qt8?=9EHH{@-x21 z-v^km3brEoL7<}tcTFD;qxl=8W!SEOG3J|(Z%dJ@?G_Uuq`L~!*n62r3hISzMiB@W zQA(+TZ&lAlP>uh&p#qwF{s-9ccv-fubllkCMZ*}?GaH~m6`jM6Ybn1OrA1tgpYqqp z@$A10X`qoBCGYtD>h(kw z15G}0x0)Mf!pt2~I7-0UL}%nu+&yN0?3dDgri>QWa%oH59nBYZ-*e!7bxXtB_&2ji zPNhlQt&`Ra3ulb3HF(+jdkr;xTG)BbbT#^pVT3BN5qCHv9;?VCEeXuMh4%U6Yp-#c zw1cOh40E!``0=%I{17nDLge*11(p5W4V}GJg)dSy>hWAN_GOOEj3|UU>+FQyr}z!F zP4Bl=FAC)K@#<3|B?>-k9H)WgdcJzLy;x{u!FpY1JL$>u>`(9RK_|%^J37K?)Bd9< zaJyJDUH_$$qG`inYt}ho?ZJpw`BWWoVNGYcozJM-EZa%_x25Te)Lqec`SV{K{gzc9 zZ$Hs54rD&+f2MN}(I;i85{nxRF2E8LTp}a_0)T@D=cF@HZNnIaDutynBEBnUgN8`n zUh2uip}bhan+6_2N-zVwSYe5@&Od6EB%+)lojeJ4@$Dym^f=~-O$z;!HmGzjL66bjSEmYN|Ll;Q5lkDjdhJ%qrmH%O_?0u?{{;gBW3dbf(B zLHcbm*fxsteT807H<99`pzntb!bljycDbV>*>=4=`3U&;4c+h`dx4B0W5*&y2Y(FB`qlxE1 zx2wTB!UOdA)$x%f{2DY!--AbydhFNV%9c)uq+$~Xk{$8wijhQ~6}@gtrts6VY%#6I z=j~^o7gTSB4hZL_*`}+s*B7}-wO4dT9v`E!CFCV9!uoGtH1QlvRr4r!7$UsCJ58K0iUd4F zos2Lp^s!+_`$l$}!HqprhvljH@dVk}%Z0Hv&mcJgxu_N-c>osCY8+taJOQ^D^)h?ap~ve3>8 zS$n!fkhr$crM>k=-GNF!;=2hDW;Md^3AVZ4u=Mg?^nfz|Y&bpSeBPf@p5p=6{X=e` zAFIl-GeXmA4@q1;B_vzG2weVCYz-;4LCO%dqMPw>`)(Wk4|$spD;k}L>5ST6-OPCp zBIUO9I!M*6(=vQ3E(EOC>|0hOm40!3w1WI+nzMSpoDMmSFloV|Zk;pHCo~#ZupDdl zbbR4{FYHLzPqkcPr0-cw^nf0ZVg3H|3v0ZYq900Q8oGT7obb~5F z_P!Y`6M(+9Q3ksG8lF8`GOBwXv$8FrN5LD5`p%OdE&YiEc_x#$k*bx}q+_V%IhjLD z0KX<{0Qhgrnq~ZL+E)f@e)n{3mw$rF^>HIrl3Oypt!JchuU8jXUwDe@Zj*8cw&&rj z$7f#ZwINNzyED?kfW0JEUH0`^CnDNu#~^hK8747bL@4u;8AnKp)o?b-D#25nyArnhdJBZ^kfSk#j7 zr$2r+0-`!u0=9)F{iV0~kFV#{)ex|~* z`1P!}-6O2T^|l7#Ta9vO=jE{w&>hH4O^pDt^fCqo@HX01Nwn$dAdpbx%q-Nx@Ns@E z)c1kTw;eW?r&Qda|Ib>KRT{liz+Me6OW$1)l1)SBLUB29TZKDSumCUlCkk)# z!f5+)On0nEQ<~rN-s*|wVq{E&2x~$gYc(&ZUuuM2mdHSrd^K7=+;>u3I=fTZpSXW1&CsID)q&2kItFmEP#%A;D7zgk2 zaVa@1?2*RFB7;9$;xj0@NhF-JfEkt)Tn2&0~nkZ)|$A ztng;#%Zi)Iq2`8u_=QyG+K=I?_x2Zij@IlzKzc60+nljxi&7dq+0^0>eliMP^GiUo zwLULfEP^}r$#*}^b9Ykr=o((r{^Sk>iBJqi_q=%HnPB8tKnq{+kwiPVUDAL~oM*1c zKw9@;2cMGslH2=*!51mbFWlu>mcNv5_|&0I2xvbHq^$|g^V@tqy1mGfb;gIkxq@W7 z?J*E3+a?{N)*bg*%sRBRKa$WAB!X5qPKL9!;w7+D_2(bu2aIloRFIeXp@u+5r^#UY zmwvXC!dshBdgr9KEvxNsuCKXNskqShAfvJ~0(o}M_Krss0rHbin-kEVL$a#pae)wc z>TtI1jnbHq4HGBu;~trzV#>h1yJBcNHC|I;b>mstBlh3Vr~uCsPug9DtzElNHmTG! zqA32sKA{|SmS@AT&>o66J*v1Y|F(XUZV>0LtmH2#;TO2HC~-cq zwPW@azD$B~Ddf`v!H6-ritlJ^Ne>z9gsNduOShTwhGI!zv&DV)nLkS@yJlNMyPb? z-uRL)v)`l&xLOp7%n9DZkL8_xdrut4f?=^L`MJ*$gsARdlj}e6MQIy^J&{ta&rCh= z`8Z1%mJ3^*lIuQ0b&r<|$)s#sg#zA&d-sLmx!V5zqa7;JbEj(or{Yn)BKpfdigNFh zE|_>KwY&@@;{fLb#N@95O>${-=i5x=f~)>Xnb|7Kf4hh`z8TbMFED9>?nuU(ySt_M zxzKHphq&i+GX@xUGN}ADuJ`uNTufek%Ds{+?|q=1Sm?e<4?aQ`bCWZKz);vGa4crv z&cU}qZ%eq_UY2;8B_DBncM@84U@K^4D%eGca1P?Rslf$Hu!W9|y{he)n%Z7IL2>{k z*F;d=y(nnVZ8rpnHUBR1x37$LItx|1^kzHpeviPl`HEB0-;b7wT6OPC)X+dP>^)OB zGrGD7z}?FbUCagPpR}`zZW&{6Z!k+dF~wirw9X}&KY$xT{y!5{Z{kY1#UxoOu%7?> z+h^J5o#4n}k0XHzPc>~9$`^6MSssIHUpiQw)#jhZ(Bu|T1fl^T7MN}9G@e+JVUB#6 zPvl{!zP5hB`?h{xQ#Zug2|0vPUvM(R+ZlkIQVnHvgovJClzOES<5Y+5>Om%kT{7=v z7_^~*v~6^O65%m&iH-u9s|R6q7VoBm92SP{y7652Bcz8rvsm(Z24i6on@KrAr<#}*>!RWe^GdQ;hPV01(B zxzVru?z9n8t0xpMNSHA6{gz=-Ds-tfUt!|P*FXa{b!>Ed1GEDAs2qQuFBkUyl;GdN zjlc7vd=hKNy?K4AFx@XG zQ45(N-LJrJkxR07c@>G?pNBfd1fi2MJ0B0p@uv~x&k{F1ziDiX`8pnA8>wL|UpwHe z0lv`Hg3j&Yn+Yxw&KJbL>dOV!Y#i*Dqe`(T1!R4=6~=X2p*x&)c$p*|=~N6URFbi? z5zN-9(RGQ;t$z1VzHmQAkID-6+1h+<_z>B(ZomCA^6`gPEeo7InE(j9skw$RDSUOX z`N*t=v1T&wj0f`J!Q%OIMRdM1UJuuOoUcE`wCRnX!+x@CO%wBcj&n0_+uvG4qwT-3 zewEK6#Bc91>M-mBh;*-jt>(5Ei~1W$Jmsk1J^XQA>&FSCTcsxJm2)2Pi)qCFUs?*Q zu%FVISynd?#l4ShrX=Fv6S*N%@>&H0s=`O*>TtmqWe^&t$0`2xPv>nSPIzn$v`d{0 z`7mty;9)#^IJ56b(ky;0k-ey^iV2&{7(=kshxbyJQYvf_6%?3FC15= zR6W9u5uZ&@?MtQYZ3^o=%&3Ez3+#adwMUxYhVs~l?sU*a1)moLmqCCwNfO$li&d6T znuKw0GHVRlm+l>@Oxw-~I{a6N1bGO+r5NuOQQ*G=XApo&<0@VF!2Gp=v)Mb=ux{cR z>3wrF-+a(wy?ZR5tbYS1_<~1!m}*L(<3RjS^Xv~~jmG57U_@BM?Hyjw&|n2U zA8{7sB&9;h+m#p}cqNk6vPc zONYS%EUP|G2zZEjMHwBOv{SKvR%urMl|c~_y8Qy|Oxf0IDMP8WK3>1hgGG7LW~jmj zmvg2Di7*fdn1n$1A4@>@@z(UA=DiL1bT(;`1V8X5_1x;~eVl1$XNGdmJa-QNf@Jp* z+~YWc(deV3^anV?z{~{{eZoeEA^Z}KFOp)jqZx;JY`hEnO=H-KgoC}_;}l9UnQrLZ zptz!tkL?Ycd*?hWsW9xqC3<*BWY2Nu=i}Ygt+kEH%FYh>e(E6yHw%|kS;g8^N0O>; zrtX(BHe$PnDe>sY(!uh{-bO3e$MVqsvJ?dGw87IJk{1t^N59b1Ve=hK=^zRkM2EP2 zddZnV^m;FP_W4!EY4dMW%*r}bOq-6Ig>N8{m(oK1+Lu2LI~1S%T1GU(KI{_8bl<&_ zT4qY||N6^sQ4@SY#N;NMPoT-YG1E)?^tSVkOv1O58G}$foi@F!a~`J`7fprxBscl} zOes53`RB}YvE$;q&i2;a9)DAEJWjw2{{wZ$Cfh3f&~TxB4v#=`mYtlx0QNxz8o|VT z@K=D~5|85pbZxhz#O`drG|L7Uxs(W`At@t<;o)J%+@r+cmT6_8rx(!HY)!x$&{8mz zX>C6s=%X0duma_}l+e=A&}Sb$z=F1m;aetm>Pbr7@Nn`B z*i$<5eE9jBNAFk!gbCIg*+tcdxd-<|X($c}#w+%iQ*i&X*BgP%X8NfQ{?aF}sS*~# zH$R1}1e!em=6b^AcJXs9`yvtTKZdM=R+NB`OPWwQ&4BDi`hudsxukHz-AFey0FF1U z^3Obi)^CmY$h;Q2^#KFmR_+5>U(q4Q0O|XZXR_lXz2xpBP7u2M)+eXJ3YK^XPPBt0 zuohw9OV4scMYC?&ajPkTQoo)6qIbG{;13VDc{KRU85emq8fCy5JVY|XP0&%f^Kftp ztY9_Z>TTEDDAz~wv-5GxdLdD)=tnWy3B|v;4ZjNm@HoPda@b3?>*$1dNE?|@PBLb= zH8?}CGjlmo>fhz1u|5qQ6b^!n~7X8Y{(o5zEQ?_;i72)ERlFUbrlK3Ff z?U)nC`T%8-e_~7C@ZX{Bc;1yrC~hUD7BXC$=1X_a30e^q*Oz9O&aJAb^H&aEs!@!5pYQ9AqjEB5 zx<{7PIn`B~$V#W&`C`#zO(lk%hhDax_iuh{2Zq)H zFCsZ36Kqk&7%iimtHT<@0Fw@)(Zn-o>jYS0)f!<|RVOz~S=N0gc>4cH+F@r3vbg=2 zgTG4XKc(|{U_JkRz7{-NUb|_$8GWR3cYYyby*o)E&J`Og50NV3U_(8oihpr_>$|o z6dnAcUj=&DcK=!Aqc!ePem&_4L7r(SbV4p@AOAU^m(Iy-_jmq=OGbu}xPFF7Pp zWhabo!`^UXpvl7txloEUmSOoI*I#TM25OP3wHiU!#Qx&J%tbV*j3?JcrIRK*0jGoP@y8lhJM$0chvmhm+7h`XJZ5<92X*8lll>NDx`+Uw zNlpB|HTS`OhZO!F%dvR!HSg-8WRXPaN{2zAEuhhpWd%FxMcyaUMwNMMl6$?F>)*E*nRic0icdF3 z6Y$F|&_rJ!(N^oJe z+5Q~5w$Jh!Pydj@?&laDA`}s(V6C7QX%aw%*!aq!+W9y8D+YaE2IlK9HpAQW*=8z#CeF!m~I-wtbw8eT=@M`e9|gdfvveL@J5>>d=_D* zuX_EVyJohD@T=3G=rN|6pVeHT>_uABOJ7Q8mVt%1;w z#CkvF`ZFpae+Ixn|DZ73JZwPMT0AC4EP4hPgyzD24thvdv|;N0*B=18Yd4YPlQ4?W zWW+r4AgBs-OCA>easgXKD=u+L2M|e-;6?jp@-mGTLcJAZegECo%LntEnxQ&OBgQ6~ zc2mPIB0yDy;5yzWZt6hSS%tQ%G-IVdwqO>_DD`DiB8tD2>?3g)g{F!f7G%si(!)K; ztFF!1b5pJe7ndJ>N7vfVtBV2pnzUgbYz1&^?5gh@6bkdXy?>wbZ=Cxzr!jWb$o*OdymXD-Z;w}ijz?>WJp z-7x<`S~r-@e%Q{RkCbEg@vse|FB?Fun_a^OGHbR(WT5)q(NN(iNvEuRmbZND;OsQG69hl3jvx)uQLOs~aFQ^8sR+qqud21n0$8971cbR{A36`UQ* zc$sQt1$r-{Ey6Dx^I$vA1J%YT@SKeTgE^b@@XV4-Rp@j%3tSjap0y(2PiNmu!UMle z^skSa1fSFPU|Xo};r_ZS{6L%6P!eZ6NPG{j}O(L*s(vVQNF z5@XW<0jaN_G3*93lI<0`D*EiXYx3iTV0fiHC?cm7rrwO>O+}rzkbd`{yGQL#t> zf70VGqP`e2g6_@xSn0)J$Gsczi9;!r+FF!U@Qa0SBp-q^@0!fOHShBIyfs#+@ODzSzaF<~ziOBvk!F*|O19^Lf@z6~D zjEY3G9>2Yus~t#~P0#xcB{b`Hb!%+dJ8kB1*uLTXayjsY6;40W>%6QSZbZTOKmnQe zE=6^JXMjK;dzk>sb$TK+57>VBspMd*)DYp?}ho^nESfqoLI#$KpVtF(T%u>vT)I5hOG z>>-Q~;_wHRPv1t1^Uzx$Yx(^2PgX>O^@fL!7M02!m<==Oc{r9Gex_(u? ztUk#W14h9jBcLmZ>7ME&e3{GgqDU3|30Jnt8$HLQ6I&TY;-B5OCjTwV(5hhqrk%Yi zcd$Ed*f*F&ta%K%#|QPJx_3-VeyQKTOAYxDmM*4+xQPCsa{N#@pl7aSXn}+sH|{c_ zCJIQiI3^r#abRnKC-Ho&mIKP%l2&su|LQwSaV-aj4;r2v??LI`OVXc_x$3-qTG!%v z=Uuvvd6K9)`RL6G?lGgDFxMewA z(F93SDX;kt={yj0B$(ALSl~Kg(+2z?FL3r|w8WY7UT*jooR~ZB$2dVPq8X##uZw+@ z6-Ee_IKO(R`iQ<{Pj4#(wC-d?+V|^n0}bgJ&81M(d2xU zWufp|jx7~{a1CN(l64e>dK9_%@n7m0l5xrB%&xAeA;AHr)xK`jnAdp6#5j*L&&qOmtKeCw?J6_z@*@GynN z3@YbX4wIQ0<3C=B;1cmr^i4e3mq0V4*I^-PyGq{P?jy*!_-hRqQ=Qu0T{bef z;H5S)UqU#3>(>}mMZZh-4|_mC#*{M1M<7|UCm1K~xD5rc?%o+$OkI)5oAVy*&aY9; z5flpYfdsb&?YFM=iE`Jf-j{L`J0o-rb2B@%@2p#)|AW(G%p7%!F?j;D@F=$DEG8D< z0hC|IkoNJXRJr_`?R+`vV+TM-)8Y2Gdd`%V-c`;au&k>; z-U0Fk^QB8gtmMH)69cL-Au5>4HM>8qc|CA@3`>q(3|>TfSLq@+*XHX4Ik79IB-Co zE6X;_F%X?}Ex;e|*xEFl%B{Z|~$=w9yzS*SfGkds4zE1QCBTJPMCkg>&U=ixU=!8SC%>$7C^46fX%Md22Q}*wj=U;cwmI4g~Ql-y1}2_{$tzbP!X1!ED#_F zm-+}Cs%CpwhvRjyP^dkh1pw<`AN!i;oX< zOG%l!LgKSLV0g|c0atJ?!tjWU)9L}aumuHx(!vkf$*<@gEKAxTC9O()gx&CCh4t1> z1v7??y|*)`l{kRpVNpcZf4ktBgU{e>gi8;|nOHBObW=6H;0zdDyRj>!i}JI7@Gkdk zR#nT!QhVPHwAJ3kB3lUtzYzba)KtIQt%`|NVFmRf`}V+Ju(DZ(f3sucZO7G0yoAhx z#WEqBxQHN}@1?9NHYi$4Ld1NZ>-%@C&B*g6(Sz_`Hej>lSE(2$PZS>Qo>tGzuLU3% zMAwEEC&C$FO|SZ9iS>tqJowB4dnE?11J}d)cq^>di8`52z{}U4e4=@lVQg{gN+CBs z#0Dz*WBy=ZGn63qzAhT~Bb#~sP{LnDNW9r!`|a0Ayd|^J z)fcaIuEzakgE#~h9&{S?U-;Q4W^zBwH_v4~F1&qd+Tkxn6?tIm@SC=+CN6d}xy9aG zN;b$})K@#GxTfP=T3uK7Cyaj!m9IRXh^9#1Q`boc*j{8`^u@efogjm3RoGRYjm2Ed z5kff*SZc+*#{#6*lLE!<#hC+l+>Q0t@a5E?yO*%={7@3-pS}SEmD0#T3OUz8r}@O% zO}^8HLT?XdAPlaOP!m&HcVAxxE#Ob&ho5^@8MS-0eys0kDrF^?WASV0PYoI&56<3E zedd?%OH;3|wt22pA5SEHsegK_n1u?kfp<+R-mb}4vztY)9=_5X6M z;AkU1`js8{sL}dOh~Oz@=Z}q}N5nwL>RnxM^j4R^G*0seekRXc$D7OXcRYR#B%hU* z=G7dikRWA#c!+OeF;Dr>nf~fXqWYf3S52do@^#ys#g-e!SBM&`xWXCke=>m^`WpIa zsau2g#ae&=lK(q1YRUFNnYwZi{@}QkPWL!JzKPChC~g5<*GEg|e^HpB#5b4#QPY(T zRq)8Y$+A<_=e@Rz*BqHrCHb8idZstq0AIXTi$^7yF_9>cY)(S3kJW96!l$f3>wx|A#oOO zdwy{@tp7zd0zggdyK0FIP&tG1-F2PV{}`GQjdliLrm-jaGS%%XVjF^{fxsW^mz;PA zyd0O$R77Fndgr!)Y7iMc8vMbenC@qoeK~`kck{-kMBD`J(eluv zHeL>o^;!6pI{lB_UUwudvmrZEU~5>vqe%GRnd3B*+b|i^hMt1iFQc|+zaRC&(dRZp z#1qd`%wW~mlAN=oH}CZZhpW>b8JFPl{GydhBQ9tWCrb02dYWm!qFK{u=E`A578|+* z$|1no1YhtvZvG8fY_@o5)EjTD2*HNwX%hn9GVpwk_SRkKt!(q5Te4ic{)7FrEcli) z!N0oF@TC1kSX-dJ4Mt5B&`8u7xnn+Q8r|tz`hHXU4GR@fbnxYh{jLA;W&6aFMkwBj zE@1O@B&UpDhXBW_Z}kR4j#o97W=7a z5;NC%KDd2w+1iN-Cn2okBDj3;8J>PxD@v^f4>n-fgrVmVgxx{q@PdeIF1JSQGTA>A z27RZ2H+ogD4@A$&VHpVFbU%r9s{FDax!mxFwc~0Qn?w4$QOMmA3*Sw7SE_<;9rdUDG>tMVdexwhzj(p)qG2!hqSXL3L`_Oj+t%sWqA*9>g0bepG{Ipr3TJ ziZ!t9WP|l|A|V937_A#N%$Rtn$Kc%tUU7rp9faR*PdbyBl zck@`T3w4ByPg(=3#J~X_HOJ?qfRCdYbPHm2Y{{BX z6#2Sefz7lT%2vc_dqqR)hQ#-{ll2-6ARjUr0Hce~D7#0^J?PzB2L_(bw?*mM9DNzw zoC`1VCSDrw0uo8X6m0&K8(j=4KFF@^a-1F-V7i!nZW;-P7Z!XFLG4AoT?@=#?y)n zU-7a5$F90;lUqjgy(qlzx?>6gHC1*$Qq{G9MiteIQX-G>g-qnV+m;rGRot0f~gz+oA6X{OSoP z`{<{%)D#e|>+jPUo>R;bFlS>OUEps^>!x5Y^h+KpI&-snsd!cUDq1+lY1Ih+u4CEd z3^T4(=;Ax~xHuP569N|dWYj{E$SndUu>Yle z_UdnYQO@0u&JWH&!0aFNq^$`W^bswB2sPC2#KqL1hpXwkS~yiwqyRDX=-J7oU+j~I zwI8xl{$c^hD(ZKM3BaCWE=rz7$MP zry0#0Z*!iJxnJI{`^7pQXHEN-$eI8D=K>8iQ>UM@5m*ckU4(Ylg!>cj{lRqX?yGcy zQ(I&9A0gOFT^wfJYR9)z17{!g9nhUzKz9ovWKyX@8+q{(!*BQO%%^GnoU6t(Xry#2Y*o!qcT~)!ycDzTZS|N(QzEycd?} z%>5GkZI(-q5V3DA!iMZY0;wUS9~g zB`<8S{)vP0X81{bV6W)QpBtLkycZW=@g{25t{tn_)(P{I{0@17mr00K_PIi6;0frW zZ+i|-I4a!m)rxR~^8Dr0aE~fy20PgUXFnhN^0Zt?+%A)?nuu2Mv*)@JlUc2Z4L(qC z{3{83)`&$2Y3@im&_=o$Aex!0X_B1FXy9IityBP-t$z@0D|!Zk9lnN9JFW8Hw?tzl zoZ>>jGAr36;)MI@o?l&7G`)GUxUkZ=;K_i%<1 z$na@HBW4tLjdd_=98=eP)j9UV$?mUbDc-oLSL|lgue0a?%iSsuEf%4GckkK`Fbz&I zpA~18gihe4_$AN|_?PH>RDnCjSEU*AIq6X^EIhNY3CLk9`coPnD*}#Mz|4p;Vg*-! z@)+BSp4g&rsy4S!B)z3b;0jlj2v+mKOd8AQ;14=&+3&=zf!7#&E=)6$JvC-tL1cQ< zd?X(X{|vXL<{H`ggY3Hrh~P+KE%eh+IdnRUPx-fq~h5a zmbZEnzxB45=o-Ud>}bF) zs#SJNi%f9I+9ifg5O+;-(^OfPfI9`N?b(H+6!ZmN5Uo^dSH+2a`8E-SXno!bz5y1a+voXWB&pF-KOo2%iI4hd zt9B)}BStx{peeIvteCezGsVp;KVZEa^$S3q@$(u$A*Om=6~m?y8B{W8CW6jUFzwd1 zz$3MPt2Z+dht2!}FYzark??n|Q8&s{+JQ3_9D%Sy-;RhA0#7u0gj@Z=ORPG+6bjh8U2W?=v z=8%d7YXww(f@5~)IsibF>fDZ~d~x=M$IBksA%Yi@Wyfe$tIcaV4u@N-a4|B8sBq?` zq_nOY#6>5kD$4ORWpmNdIvYfaGVQ?%DA|qve+_6L{muK`C}9B={j;y#>+CD)ym*-h zn}@iQU=sNrhISuYE5yQJT=ki%TC=&B8gt1F<)3F1+9ZeHm*JB&c2MPJM!_oP(fl&M zR-$1A*_^ZS5bobp>tw6w3l#u2S+p_0H^wE7sVMqJdx51rjfqm43mp~FgI*&BO34tD z&%7VgzSDmJ>0{2s=L*snRQcGwwOxSwWM1>F8fnnozC#b=wPL8TaW>)eLhhHyMYVAE z_Utn_)&M~9?T+ltr;7uXstLO}+<*3qWXs%n^+FI$6<1zkZp^ti?pSkPY{)IG$hoPu zOz5WjpOmWrw%|zU?kwwn>xQv+{Q}8PA69r@-O|d&>NtDINLzKh6Q34wY20BDgO5m< zgsLi`1V^g65Bz8!uTv8n$bbixICk--n5eMz>6;go_$cmY;pWv$TVdLmYv=9Bq4tn> zqrU?R=xJiC5Uy~1zB1!y#ul=sc2^8&hYVcTKYX6)d=rVZUtTc!^aq~>bI&o8nMPZ< z(d22UZ=yYd8iiI@6oo-kM4f`0Sr3P16VoQfDFPN=!z7wF6gWsfJZs~_7s7k6(?LDs zl-O0)J<8JeO7*-q(&TuRKU#`aNl5B^dHG^ok$-^^o8jn~OO@+?(Iqp(%czH+bhw4W zpd}dOMcRUGXxohBEp=DB&~i*bc?qZB_tSIMdbxIb-M0S2m_I%{bYB*IqQ131_uWi}FpKX` z^dR{6l9K%@h?xILX?b3#^}m8VIBUtoD?n39?Glae>%w=wxk`HnQY(T)0`XYRo}w=i zKi){{GMzkY&q(!~UoW#}nu)UBTDpc+b6Tc#d zNC}+(%j5N6f;*v|VUSQk1`LhUag1Z<>+leg@-ltp1{=5{2oOKso4-GNYt#yV*W&64 z`}J{18tOZ~;IDgoutP()3ql7+V`gh%*z}IPhyFP8>rn1I{Gv)S&2=U5OdpjEAuqL} z4YS2{F^IybS394&{XK!gJAYgA%QO1t9nX$*9}?d~b|-*7R6c<2Pr2r6GfRAkUD2Dh zaSkjFS)j5)N5ijER5GjUH9SYN=h3IVor(zTxH$nk-b>K-W-zRyOG=Zla@B^MQ{=H} zlh`Lk%}uG83b&kAiqtWVdY8;SWPwB^TlK^H08ooLd9?|*>VA*4G2QK0CPVk9;thqh zk8a37D{;uEUjIc#^a34%9Z;c=l@SWksGCE1&$yN!9wSkLtdW%2s{CD5FK`^W?>z`@ z49i=<;JT)Q7E|)k&kcN{#!B-CTMtLi?)cfI2wUzt3SCs?X`W=ZoPY9Kxwzl`HFX;3 zPG%g6pQaxC$WMxhxn)kK+ecCBwA3C#6+50^$|5H&kcq{F0L+I%q?D`eJUD(vN>T*O zr)6NE$OQKwz0x=u zZ&C?279>D=h^+7Z>#5CR@hj2<4DP=81PEg`YV*4Iosc_~Cg18a=50&W26A=Jc#q8% zy20z1tEYFo;A>GB4JdfYVKi7N!9Eaxst~lAw|x8(fNqWQH%T0>mG-k5v(d9%h$TM3 z)nuH;S|oYg>0gT3gd2}kn^PX6fy<4xW|8dI;B)vnPZ@v-t;mvyR`YX^inxgtVVtxS z5WjmH^}_O6{2zY~3=I~d@`zZ>y0TlZrk|D}vSwtc!_y}c8O6atDv15_*kG#OQm8!5(6Gytb0wDFYl zM5Jr&At5^gZT)L*WWxZ?`AKi$XJfA)it&cn(^>=w#+b8TJVYuKlRM3@E6g1;i0gqe{lWy(q_?6WQEz*o=zUR|HnX15`UTR1R0#Al{3 zRW%-}7qKLES~cui>{nM}@LqW}SGSp|%QxM^IzN);uUSawMkk4+AEN4l_tX=Xuq>}5 zKP4TM_<=;y>ab|OewrBn5l&w>fA+I?Ia-2WzD&`+xuUeoG<$3{+~kB$+srugX8_ta z)H-3|;We(p8)fntKS(xfBRlIGzi_tbAc^t{hL9yK@(9xy+3Op(=ID1~?@y1a5405u;D5GV>M>vQjoV3?M zYzWPjzEUBkU&*L7UERmjc>ugEn9%pmEnrpKpDA4a#f3*QZR08+arFy#C9@9o5Y?5D3p@dqmue-%5P z+D1pksMg0d*`NWI<{P=vG+2z*)IpJR^#1xmIzyHFnHVvhj-eSLnd}NICCm4ufB>#L z5didPwGzmn-wI{WY)8=_sy88oXTUr+6idrro4J4%3zi@#(ReEm3kKboBH#?pJ(ld%je7bo0I3q(HraTGgM;==fB#jC~gG>T{I!~0mJ!l z4`u3lE^nw@eXf=>mR;0=H6)~}nFHfbK9Ah*aK*W6^>_JZ<2VF{D6>dyW5Iaz#4lO2 z-%gv3By^^8b=HB`7L^Vks5!FByl1JUnK4UK585zge!o}=fuzTi8qMr1If6KyPT~?T zCoYgB<6<9vv21kO!nDr0N~}L{8E*^7kTe?7u4>ldn*==$4U2+7pH2jjC9gar%Hndx z_br>(oJjsPN@K;qeubiXaJ!d=7GK$7#a5meqvhJ$pQ)WxUUnsEE+ENr;=oYu(R6Dw zHZt`U?KsF&<)Mi!`GtXZzoJ`!rbD!ds+wOBDtn->6cp6EHTSM-r8g>eHg($z6$`5f ztt-!qO+iCSw$`y^_rc~Bxp_7JVhdsH5lgTSFP66J5bB#JI)-MF?y8%j{pr=E z9wU9kSt|?^O`?K0__YTOnpTO=C_O^19zUP__wqeG+n4-mJ@9h=Juvw=BP-0)ul=Kg z3H$F+dO5R$0jKgU#E~1OnX(@K)x+O^v^hQ&7*d1YYa5A>Ii)&}g0wL~($%$M-ZJK> zU74Zq3m9QnJp$dV&&}{r;7^ z2gr5n^d3BaN!3-KqaSvZ0k62NKNjxL>q2G{u6r6S;;B$ruDG>Yk@jZAf2yV7|Min4 zWle<4>^>;c2LeAG#4y(DZe+4G_p7?1tixl>9GT+khdPlXvVD*DmZ*Bi|p zw&dNt3Ot8f70}{NiCWkM7n!Ay-MUB6U zyQ&YhSIs1=S8ob@j&A>FiYHLYK6>#Da8Yh;{S9MsFd{9rzdne;F8>83EIk3f9~o%q zoNhu(B+v9>>+4Z_7Oe+~`v#v^&bORtny*$XLKCU>xh==`^HN5NwPbpM11_~F-&jyO z&diTebu93=DC=VGJv1~(kzp;a$;s~PzdO!D17+wA+rr;qpA&aoK(25NcrSN=GKfMD z&$dBi{qgCuF)S<1`gn5VHbhxbMA!Cv>M7j#mnFlY)P^bo+zY`vu;*L(DsDDkuDAe# ze{5%`HO#+9SE^$Nn`t&oR@UoyUqz^7&}m;L$j|oh>wgzx6OK}+9J-#MH&7a4B^i%k zCYiD%D*Fu|Y;Q-OoqC5e`B6np2feWYn}JgwEI#>U#e;*z?I9i1yC!iycz-1V zMNWF1<_jqZ>V^eaYr^N{bh{-bJX9sRvn%mgFsxCrI#6|DHO^0UYSx52spCP2Gdq>{NI#S3oFJUh?uNnEeo6(}=~tEGS^eO- zlIsh&C-i=C{>Bz-Jy7^4YJTCw<*qGV((ts~*B9*}@=>>WRhmg_q3<7QsVPq& z`Rj!BB;c@;I!vaN8H2v_bUTWF4?~M|^tiK9?wzb(Yw0JM3g56&z=W0EoYUrGObVvl zQP9p9k+r?Vq69%h4oU~KZ|LLwOF=w~ex4idvu|c8R=KtOIx*8PjIA@~w6i<&S~w#j z2PsTD^m#Iw{c?h-<@D8)SH%sKsOy%?3=)>V7_uU~<4dvdkbR1HY&8m~<$Y7@Fm`XZ zG=9!gaBS6{UkI6Pnr91`jPvs5jjWpKq(IUUF1_fx`uEfbS(h;(pUG!^2@fB~3T^f2 zmVYjJLw1RrO|Kx@J5eY@r0B3qkvd<;HSy=};*rLUb%}K|#k(8> zw_8i|Xy}n?6SdzK%U}CLZ6^P9iy!O@*7orMLz#nOPW*jp~g^J)*< zs7sL#c4vcobN(c;E!A0~!yl0$WCU~-nm#jqZMpR+6AGIio16 zjCqIy6i(VNhK~Mq0AuLAxK6~_d+6KIH*d|vP(VqRx_S6VEDg1FohwrU4dqRMb_3E+ ztkC7fV$@QV;LcH-B$%qLZWV9QWd~QDPvqdTAf|nwkx(Aj3#ZL2#iU=ZU6cOuF4jC- zU+H2oW_jkyN-KOoMfM~>EbRH;HJmg>pV~lfoL6HQ8lde!r2Si+cIRN%+!UZzJtmI_3nKp0P(DN@7yA}VI>-EV;T9LQUXWgR>ZcT-uFj+ zbm2juOi5Nfa5KV5cO~WLdRp67Oao%Mv%IH0Eyjk(eMs6NMrIsn`*2^V zeDH!g;{8t$@8x%6EAa{;LaEnxmyPpX`9A9CzJ~@ z%^T4_t}}kpA9TjETsf%X(AF!y!b=GW! zlU#zPq}SH#=xQy|u|29X2{B+QXH}?xccd4~wb<6YgcVVmlLeY%`eraNn{~080V&FZ zUkw2-eMQNaPAO=aGgMgOiMI{2f%%OOE{uQg_IpHkV!P4*n}s}Cq8xyCPCB&<1}eq5 ze+DD|QdbN0(gg{de%WM$Bk{Sa!&rs#FHfOen#t0coij3bw{ z*zV4<{PZ2>brKsQa73baUvlHJrVg!FJ816IpVt_{24xGLz{t*KLgOBW*5k!nld}t{KMSi-=$4-5)uBo` z#)1-sTo0K8x1BP#y==9rz%c(gwSSVb`B@w;OiE2I$remqQ`@2>u9fwG3G0=ioJc{3 zy=Bk@ix=TiRQieemd4yC>3?bUM>7!WvBx24AgU8MM%VVTD;aRl$l>7n?xj;DKuqmv zaee%*EitWIK&9_oH^ZwUs7FrNftv{&y+6Wm`C6!mo@B~k_-W&8c}6eI$j!Vs0626( zC>}jVbd>+AdcoLitlj|(Ojlz2hQ7N|`gYqVzA-AwCmmyDx_Q(nKZ?6%T3)!6h?1R; z+%h!ou=D)M2P|5cyvwwP1$Kvy`s`etSz4(NsY%m;9{4r53Xg}|O zQA>VIz2K5_<~@7LCxRt8B*+*RJM6j+x5y3zmGaT*L7seKj?=~PpC_v3K#1I<%Iw%B zZBf%6Nmrk_929zDg4_}(teCyyb61I)kniRaQ&*?PHYfvhc|5HU13k4$iZ=!iA3TUH zeOn}}`@__i#k0Dt(vuaS=e!k!55Jz8jW_B3f=h3tv3JCQHOW-rxJ+^NXlMXj5QmGGHk=`Y02^QVeDWtn zH)_9l1G|#>`k$ZtuqzL#6mZiVf|zGW4%T&hLRd}RanlFFn5Vh!3qugrozDiQ{-_zo zv^hijQVEeV4k8F1;3J}$GFo1$UPm0Sfult;E>~BU3;cG~OyA26s*a2BbG4((L&sIm zivN-d%D-)5^Op9UjPC>T#2u;&OH%m+Q4A~0~wHhkfZlB!Z3#v>eKv4p-!?gZ!eg5Do zin$wvg7znj+xBCAnGcs^4GlN;MMzdVYMu8R?6Odxt`P1UvPxlht*_%gC80T zVOEU0L2Q_9cC3hS?JlEmbVWbu-&2jVn1Bem8TKa-1ea`rcZR9!ub*sVH@UIblBlUO zfN^BNmD;*QQ_~}sw`o`BXapgf?-vN#J%La0gOURD4ZBXq8TZd(t8*RSy9nq%StP^ZP!$x~&fjE21uoJ-1E9{M(%y z^?g=FjoP>9-v<|pMS0HUw)w?zmm2zl{Dx360tIN!FA-c9;`wVr%-w&3bC%asg?dUh z-p41Uq>^S)Bl++ql_(NOdI}UuBxULWI8S^9Sk{H9bT;CaSc}yeqrw_0_wZGr)sp^u z;c zVkE_3QqZa7WXSlexZ2XEI}Ts3^9`t`|5QwozL|o%zfV9*>03|t4uSicw(f5eX@Ow) zv1NA^Q`_}cUyQqOqglziLEWW3hlWBS^Ks~%;>pdZ%8Rz51!fCQ+f3hQQ?XTyFW26t zl@PQ1*Hgg%hI?D&%0WQ@PqSM6DbV3QMef%ZH=#*ok3)oP4So z!$uZQ(dyaUvK4+R?E%&-ifrMMVJWV-%(sz)b%@eBbeJOBVUH2$JLLuDD}m`mlX1lg z0Ej8F$0h8;w;T1D3hzz#qBU{@I?hBnyvfotoJJMSs&_^?V3Is8n=3J8E5A=cGnH-5 z0LP%Ur$I35IgLp{ieC^-`EQc)N0-(bY8x&&1w%P`0^$jk zl&Y(r%c_%xV2|ys3ch)nR|cN*{(T4cTf9vS!7)GzoUO| z1hW5fSZR6$0d)Z*O2SrrMN`%*^+@zx;FC7$`s5aPYyd8M@gw#>*O?N%6eg#^ClU@V z!S(AR`>*!`Z+?fDWvWZk${s#%ZwbBkB`PFFWkH}x$>3~NJ(P|Z8<_nyvcGBnu);ry zL;?DA)K-Xj>e7m<&`=ZCbFPl z3P#va?9WCpVKqh#M6;f*Dr%De+9uqd){ZIg~iZE|*k|k5>FkAw9`72r5_tm!Om=VPI8HZo@WRQ)<+S_4!6T zmF-|sGGHOjR*H_qqqf-hM9h*;K3G4VC=XPjteV@)q`5+BV^Y9{Cfo#Jt?aWP>3Jy8 zrPI%g;;KcFySg>-dKfv~AS9lu=Lwj$4*t~bfivT#;i~6VkZae{<4PQ$$T@@P`+TrP zhi-~|c>e;~%@_;Vd)XG#kk6h0j}g+?&-Mp{oN|sg__lO5$hgugwY3-(JyF~ZTc2@3 zFpp&cJvVggvg?ySfeMRyzsldTh-Ut|joB%X@7wFHZGg67vx8N1w_+*+{`PNb3vuX! zE8PaNCKlCJ7fQ__FFY|g(Dk!)`MTwZgMV?iN8T-;c5$M6`KL)LZpA$09u|okF=W=M zQ1i8;z%5Z_{BMoVUi@zY4C!SYDXiBF)Gql2XvQO`@s!rR`Prf-SWlt!_uaz66EkH* zgqVqrDZUgLnPpAjp)uWC*NUSc{D|n5l3lL4wU*lV$&x6?7d)=Ejp~`gnSP+toe%B+M`pbq0j=hU( zgYi>v#8|bgmTh#=A>{A~Ds!s@25S?J(7CiYk)oN|?VVR5>7@J&5+HX`)y@7`(7Rjp8X6B4*^=nlUN!3U6vuH+`wiL86R-LL%n7Ay zP%Cy1<{cp>(k-V`4mw%DyGTl9cEmwE#U0Ob zIv@BpQE2e^&mb&X>_ua{RC$BTGc{<+-lL1-l=o_MG>w3aW81Hv#=3iEUw%Ozvyzr(M0*TlL6SW#uaH} zBgU?}^)*5x4+wX>xBuAm7IUTLKzzxhYXF6G^FQHKQ~fetxttC$ z5b}kbtrj!v(#79?|DCu~+37?ZFauW5<`W7wXt0(aneP`oEd#dOVGuT>xuLIH z2-9$Vt|cXZ*Eg=82EA*!&Y=y-`>xHN9+v9b3*(L)lC8gHict;jb#igkmaf@=r<7 zk?V8F=MSDL%Rd(k#wq_!Dj_~kVuGyPjZhl?vpc}&yw92gMLvxF$D?em@oU;7H5TDT-HkLYWvjk;ZL=80CN!!S&`P zXrw_2pGh-)vdV^HP%vYx+%14EUn-Qne^9-eMe0)>RBa(S2?5u^WHA>i9bVh1<~K*V z*y5jVBw?HXp0>@1u!~`veY9*U*^gjWNxxr5Z2t)OmNGq`riuCGJ83HQjI%3uh5`3h z*9Pvlq&YBCxKActhJMgvI^zxx2qFAphCVmJO9)x?TJ4bY`hYZxNsa(dnX4xtQ2Bm} zl`*2Ogzk~-|B^iQknam&ZgCSOlK;A|rq1#|{U zg=8bXEq!!vwlasH@r}I68?owwRfynaywnE6*{Nlb491s@q&oC)6wz+mis}OJBNoZ; z6MEeG6bJck@x6o4-RH&f;j0gyx#TPU3nhqMo`1nUxf{OjOLJ9;4K$m`kubeBO7+yG zDd2nn0$jK#r4fYkv-6bo`P}xcQ zwGo@Lu#UoWkYLz-+WGHRDaif9qx{X$KkMx+GRc-0G`9|8LAwKjsj}*`2Ia3<3u%s7 zJmrK^0$Nv&!}D$`@6@fSosLfNleRdd$}BotU+Pz9b7{U?IIfme?n*Y)AI73^r zq)iV3s5cMakyjDKhD`~Q$B4|1tK6s1ex*)=-j_{?(@R1Sa5P1`npE8}TZ~4mGkA2K?6Ta16NKzc_O0y}W2w)tkeZ3Rl zvZA_HKqFe!w5$gfKd`|3PB+a!JoU2ZbLOuR&LroYA#hn~RcT-dW9L9U`v8iR)Yn?Q zj(O+CR*?suvwPC!WDuKWW*%U~ybBX_7PiD+@?RMi$16K!gd`G8;VEE&bQ0D?JB;pF zH+I-F?K?`yVm8hiWB+EoW$%Av2*4WGZ^kEak!C%7asYAG9HbhH^gsU#zu$?uKl{^# z*F7jW2TbpT!M^O^Ec#gZN`897@{(4I1zCJDX7lR_A`NLg@4>nBoneMJ9YU~pY}$#6 zV8)lYg{_?rzX3!B(tm~?bO+*{{gI*Wk57lUw7%Tw09U8qSthu4&un#FDrA(cU4J6a zSr%OBun-W4kLkCRykaDINyv{=6U}5~a<FA)E{le*d)*0fRdcv>*`8#s0g4*rV0IE z#lV4$@MVxM$hCeyhh=#eCURP~h%QAU+goLE9>Lz&>8hMHvqGesPND$UUuS(kk9wJi zxht0O#gHv&k69l@<_Q@UuWElbKJs_S3 zxe04>VgnAD@p#HSaU5rr)mK_Vy$`onJhosxmBZB~%WL}=ie&ndbEJ_xu?<4<&Q$=B zl^FgYk>~VC`jd_UK+q5YIHazY(}k}Cg5ldYHN;rBS(7qgfvM2cbYKJXdO|N+dNp6f zpjM+wKC^JfdzTvfTpJ=jyRC%sddaCBJ*BFVi}p(rQVqpE|ved72)*W%Sz^p%<4&c;K# zyB@FH{rY8e{0t-;o3c^R#%|J?ESKUTJU3~-C8;N=XLh!=Ru)P(~%0LKbfsvV0=&hwsqj%T- z^`+X;NE0#WyU-(|{L?R5Wc$R~F@Sy9TYDk&kXL{aq3S!u`a8%C_L!+M+`4HO0TFp; z>&|~X3=hb@fKRB+*`-MFr?^!~w_D1E=x{whd>yFbh{b-*fhhf@BUEcJ7#NqPLJ&$JTdYd|SJM_lDd7ZD}!zddlSyUxDI<5y_#VYXAZP`I}t3 zcN%X|WSO2C zhh*T^5+J!{OauGoFfJ)O_GoxA-J$@Nn?AZE1jdVa7KVI4g1v z9b#HfNgjoNChyWGCs{MXWI1pc!=O7JyY1n)x;2LOW)16~_oPW#<8qLSENmHbE$Lp) z>OFKQ#qchKQ^*Q4d|&*5>_2{nS7>+S&Qq#mqO_hy!I~zk;9I;sRV!YpdNT!qE*;I1 zRj(L>RLwPuhE|ns^{WuA(Bo}JcZw>u$44+cMG`89oSgq+@^Lwxs)wfELs-TuMo#hj zt!YDcWe_U>xQb~q#oLvyHHD->d}!7!zuBvBkW6jn7nE& zB#`7V+4TKmb&odm>#v{L$#T@&-@_TLhh@^KC-e?G`=rX>+5ZR<%EvIXG<+S6zTNzB zpR*hv>`s?Kh6mdHraI#;*@D&(4f;m%L73iN+G?g>x;(F|f5^v^n{-p<^SnWR{rV62$aI%NX}?UOP7t8XMI zP4qTte*IX5*<4maF^Z`bE=BelS{t)MTu?I?#^TzY*!3tB6?TDotl?N09a>m2FnT&# z^dFT<9LOMl^=;jINg83BvBtg-E5SyKw=xRY17m6@I-~Plw76{}FX1|q?)77Vxpryk zTp(yNwhNb8K97{&;2?nc<#zqr=R~4i{V|}-AAj#^E@ zNc7aAt=D zh@^K!V1#@jQLp?>1Iw@StHB_Ck6l?w-bp_b78zC>LHS<4??CC7jCyu-$X1u5a(Ox!2f8sS5h>d&AWEKRtJRelk9C z|Ga~hx}Jvm)c(9B-tvxoc&Q)cwmjgK;&{lCS#zSn?JGA=t{3s0nNwp8!ZVtWNfs~a zvhc7_W&qRS1gMJJe_8(4_6%pZMmm%uFg8e|8(&8P%K@aWQX9I_;H;;nH};<`Qo_!M zmW!`CrC)s57NGmHi8ce*wy6;E5(x9@%1f{py6N~WM>1a4*+BVl=TGD(@ez&u%H#zr z?*G~lhIImMD|8B4F*OE3XvcHuElI20k)qUXVJu&e4;%6Yy(!YQ2y&V^1twUWt8ia# z61lg60n5V{m*!ki?DY+?Y&Zhn@o0Ft)@^L$!sa}5DoGt`A^<+pt^P5jaebV?xC6a4 zMvl)y^I+CtjZ2uJV)xG00UrroNwVtpTc9^*21|c}iZnFwH+qrS2Up-J)o|oS3@!P! z0T&<;X3YJyL0V{^%ox;rSm$;*|AQoMe>LKdUQ}(*gf=s~TxoI0=dlXevSWp zIrQ{M5N>F!sb&+KKlEDNvo6{&q@1%~NgY~#B_P+3yfkN7y-f#aL-OS#F(ZME+|#;1 ze6%&{j}1yhtu+1WO;Py8^WmzLr+*Dlson#O(0OHOEPAkb*iPtgrY6R_)0_tisu?3- zTBnCfNgLc4PNVYXlQ^K|4*&LyMFD4NhL_qeq!?6_q~dlVBk+wXvsTsSTR#J9g| z^T#I>x7&j)yA2Vd9|@y8ct7pYvl3tB!Rr(G);x8v5E zuhLGpq90@g6zaT7=g}h9fWX9St|t)mU`Qs%CODj}-)kccb!^Evvvj6AL*EDwB*JZf zX>*4=04&0oG6*N7vgLh7jt;&aN-oO42U{>B23l5SaH0iHBteLfx(U|Ngrw@9at(F= z?z?_g4cg5`;`dgr{cjAj+q9JTeihl$!x#zFL0UTyefmu-QVHjUpVnWgxy>;-`? zUVs4$zRouc1-U94`9P6a2MnZ`vD#-06`&t&+Ptu3Ij5f9%|TKjwxVjQTdpKkmh$a{ z2EAJaWy?X2J!ObQ1bMTj8t%u*8~?LwskyW1x{dqliUBu%vSub%ixDNLtA3hhn`RKRl3leUn?K_W6I!j zkK?f<^>Lh3ZEw80+y-L#PpGtNvB}zK$`QpGC$G*JA$H#*2D>~-02Gc?>f$;8$a=%6JmjR!M8Tg)8oR& z%J40ik$yohmX$y2AId9;1~={=j-9R(AZ!^a3(O<)<4{Ldl60O0j>!l}v5v)6{zNOO z>a^AtM>Lj*L4XZozT6aYVnYE|A}+YUURU*OtlcgdT%|+!bIG_Bz~k3`?#taw zKd!w5P$!A<=%HbF>w&|m?L0GK)tW0uloMrU)mhyvn*lt0sD_xhAvi*zm034 zg*0a3DG<}oIt*$4D>!Z$+7v%$!<#y6BS7GU^GX<$jO3sJWE3y5JA#FDm=TKGcsQ5P zMZ)V>pesiLyG4vff<09R>4nuVvJyqbj$0Iy3{vYiQZ==!KI9;T#aWV#E(DaAxZp`0 zU5=5F%HI5&N=pyEseMP*X(Q;H8mF!Y=CH?k&uXUI8@1!oDUH&={sa(+_B^{b7d6r2 zbQTy8Y(3|8zmq|RwVXe_)Njx~l|BAcx4y@EbLb%0at(3)Kc9gX-ma6*FN>-MgX`OE z>uN^FWVp1+8uK5@}x_-0W_ud}{%^Lrx-KJwxPORxpPb?k9p zT8Sr4J{gb4TjZwnz51$&X`}(A%>@7_itHQ#0KSZG;k32-?Mh9aMymhQ;h+17(M!uv zmZ=IojJgkoiEvzucv7nRC7jRO;P#xZqg$nL*XxPVinOzRX^n_jL1pOVAP+>AljGm$`~LFSO3 zofLH$B3HaVh&A}g9E4q%QOji-;iJK0?1)>|ZdC!#cJS!HpO2|oL$_7_Fy(s}3ump| zxb*GrHU9V>oOMX{0T4z__V1X$ox*i-aR5|P2QOtpay$aXAaZ^fc)k)bYq^o6Ev1hO zFG#cni!8tR;iqG!A*qj5igr1bq(&KzMaet*<%p zRln_7dQ%|nT&<2`@&jas0WTjNNO~kG;PB`&pt2^OvJ4iyJEO{$RTgRl+EDKOzsK?| zQ2+nM_b~;S->^r*bvgut1qNT6H6AU#HW^CGW{{UG3km9#>GZGwfk7YzX-Tauq>C^# zBk)1v7vZ9qaN8b@UW5{nt+wM|gl{LwJ&o{Bbd9)A3?vyB_#$_wbDw@Xa|Ks$=Zch- zEw`0aHv9p>eSB%bmXRk;aoO;qB*lP&NC6BOh%Z`YOIAVKqO9TMdcAN7|AT{$6SAz6 zmeo)xkk`<_q@LdPxz2GIzE|Ur1lV5py`vr3rayJ6b$GV88f6tBLQxE99omP)2M!Wp zrL3|_tf26%D~ZareN~^jnx8S@cbkca#+~U>$kNG&*^4AH;GTVY8X@xm}nKLuD59JKS}4}g4|@zx-d$f=2&0|TgsB9y`j=3 z>rq#1rasz8I34PxNzgt4mfn&0Whi(>`uf{5GDv-|1KHfC?Wc+O89C@@SB9UxgSI)x z8@e1zb%P)R1uyH#zL)6t^{!I}$PGj}+zx#*>ba^Urp5p{7zC#fl(^3E1ILdK#_qq{ zM(L~yRtSJ^lTvw$Bfv#fv_Ef_mP&xIhF&6oMR@V_3UNSjA!}c1sT%VF)qKLQnl)fx z_}JGJ>-!xkmB3KaO0o#fSJn&{LGFMsgv$dt=zDeIi;2pNgR1a${1igZR`$1)dnCc& zG6IgdsPUIkQ7L9S2v$IJGoS)}7e~axh$=%;(X%b62}$$jfEH5b{O8+_Hz(Dc(n6HI zAdV2_OM^VJIIMKkkLG_$0jX|C7~-QqZ`W)!s>Mz@rtHZ4Y#hwG`X9n&=3k>+0AM(2JtyVZ_iPAl$NsN0 zj&=1nE!n|#Jbow1_nGB3ca!yhhS=q<@aWikF!aXBSHuSF7#b~T@_jbaO?j5 zHdV%No5XT0*6MwFzZVXf)yY$`8=JJpxe@uOEXPbR1^k$73>fUH!gD8%C0Qs6RO5>= z!LCv-(CiDo7TMIIsOmw$m3mGyRDADUeCur$E>n;3G`akL6re@dp#R5aes6WcK( zXS~&|2R9dd4YjKriO4rUJnSzxLnH>mNd=W=g0vkhpZuz6Vv~DXkPBN9HnJKiO}c3~ z5YhVF=K&&2$fUYkm>EU&O#2L>q>uo{xv_c$u7tJX=XkRxl5}tx+Fs>c(F{c&KwT}DHN@Q70_=Ev~m&d zQ#HKO(C}2*({0;3V+cdfJbv-_T>pIUMrNhoA{M1zTU7#$Zspbpv#`Wn@qp*za&Bxa z;9aZdn-X{odOX1DcY%*YyrLSiQz8MFi~X>a^)^bH;e$O1JZq!3K|B+wVD*RrGLVTI zb{3CeCikxcO&Rud6JXO!{P1>Y7I}RDJ-K#j0WI1PUgaaRTv1RR?u_EaC@RRV|A`B4 z_th(biAklH(szHNPo{ToW|f~dY|q@y3ONd@rC8Bnb;5X8uJU1HDTYpmvsA6t0!77p zeA(#9rl%_qWGfIt|Lm?9J3|FD^_f5_Z6bhigB+x-EUDP_#O?GSrVhn^Ab^p*RE9-! z$y4U{q9&wmdo5^?X39oz6+n1-2iH{NPXYIMOexC?31+QFCSGL#)x>Bd(?NJYnUJ*4 zoeP&>ws+x>1&=?;lCS$*06u{96Yu72M76V}5o&TK?ZEJA7KC`JYeLY*3V6cmO3W?G z+L{UQFE(n>nmY?+PbPt6%E#{PFn zAKn|NAun5?G?MgI1>vOARo%_>eL^Lyn2mAZdvJbpeotZUF`+sIWz;qFquM7-#!q6d z;Ja%`ZzXHfb)5=Dk2;`7uP0EKB=-G6X;Rq|Qbrf1;h=XC|xSA#b^(?ufZ)|7+hgS-xA+%h|{ z5gr1iaM_*$TYL@JI}zfyK;h|+%&ruehi99c zX%+JSeA62;Q!3nN^##Z%REPR4KU|S^o;}q&&ZCB$!H_7WP z5ZwW`I{~P;F`Xs+0t z4?pe=OikG37aPD5K&e#(cD=mW3)tMi^LEY83I*(P3UNow{hsGKc|-L|)V%JA8t)%>sys zgNaeSS*{s*g8EWJ-p{lF0Bw?uBmRz~j&5Ali&vmrcSG3i(`YDOV+-}8{m+i=v;>fZ zBo^pgdAzQ4BFg#och+{uQVP2(oqi@KL{ffD{2}eL#G)VA|6BnC-D+B!Pty*V_I1eL z8P;v13~_Q@WY!Cbfu7A3Q!*i5u(=5gWVjI_^HZ~}``8&c@qggE8e4VhiSWi5LVl;$ zndD`}iV&ax5C06#eI-l&Un%BX6sQy33yt=0eg}r~ew=Nijiaz$!bURaX zDOTZAw*d%Td2p)HRVfWcx0U#qu_szGPQb4p5>n#)&iLB+c~<$laOv?~+2YaswkZd4 zL&80TM>JceWvSxFW|UKaN&2TuI_nCtX+5o~fLuK%WXpwSS$a2roLCrha&oMG?DdPz z#Bq;&qcySrn|tri8tTY@-Io-F3dA$L#S_gAM&o~}efeZtT@sWK$fM~_eUAeV##fyY zY$Yu7Ut)SGGHoEE)MS-uTFFtN<6BY&pPg9j_rYus)X!FtO8xLk*KJiGqVvKZqDX~0xt@GHv|jRH(& zl4Irga{xt_U+#=yQpnh{=R<@x%hZ9fP*vy1LEVlqeQ!$8r!#2 zn7rCrRMoTdHJ2euV7yTdJy=2u14ba#vMNzwOa3|tA1Z8mn)H&mSq`@GEs)~M4wqjg z@lUr#Bu4d@e^}j#-iNxP!qGmw1!WC49Bk&OpgbPw&R5uf#{TLyU`MKGP44Rr`m{I zk=GlLAqIPS;X1J z&D~w6QjJ5C272kM$*S_VL1d*ODtb=#{!;VF(Ow4SXma{3%J=1d+JRy05qwSLTvA|h zBKBZHgDoZvwS^tEgP}K#i+L@Q)5TjM`xY@vONqkkHoYGD+SmHZ0hWtG-)0v^UMjAq zj!I2>wJ^_`&d)g}5&?7XhV|MA&6aBk2;3WL-B@6w?I5-mk+Xk_`y*maOOfrOR`I2P zQ(=5Jx<$(ws+fGP&c_!z_#fZvPb53+liA#Ax%dNSEmw~Kt18u?w){Azp6$uREfDVme%@g2;>d^uMgYE8#kEy$r*van4&75_Fl<1fwS>qJq21Up)T&834m zuIieolBAjTmXIFT>7ltL?=iqyZqYzbBjJC{o}KQ01uS89nxmYB8G@$La-H{ zzJnBdQiAaH1#T`g!p(azMRNcji)n<@-g1s*l2*hH31iEp7j8aK|AGnCu~@wBte^2; zJx}0`%rAWex`qr5=sSA;Ib3?TWCqT&H|zjuGI*sM2ZY{&sU7^Mg*gzt+V8>V#;(q6Z`z>Ur@9`q62Cje2aD_00W_DiHq`DObeP=*z5#z9=Ro6*obxs) z_~pBbc^vu~cP>*djlm}dq5K+_WWUb?(J7foRDEzu+mc4SE#A;r+BL5px7j_s%{7zOgN!22_Fv(>lqlyDBQZZxj>|3$bT{8!Yw*U#S4$dgD-|s z`*;8Jed7WLFB$#V;>uq+Rl#lf13w0WASYbD7^ZFZ@gI(Exva&uh9y59jYZvL*>r&PH z7Es3lyf9%6gZ{hncsjs<^w-hmh#u9Locp|04ZEW8>C*>KIqUYX3_fQWugzZ_J~uIr zb*5|$xM;gyqz$+}jC4`ttZSjr#Fz*O9{jmiiwnu-G=vN|_BQQkYc`i#>)HN3^Etx2 zYTw&&e4iyy#A-BgNtrK#{(RA>fA;<&Qbim7+tgdr*zvU&G7fkZeX*SqC?lgDa4jAC zUoeF5SaVy1`hPe+>6W-487-51L&r z8wQ?*wR&XW35*EsB~WzN8+t-oWK_M}G_{Pu%bD`{Pj_-^kDq;dq!6=nUvcyKRIK|T zvoomw+?Ro%yD0&;VF7Q-Dc*X!u4DgkbwTRp#uCIcefWtJPnhN zGZy)}sSD-nzDtq4!`0SHwt8RTWFOI&FT_p_{gJ5M{5bY?~pG{g8p`02n}bgbaL7zA|zCA#IjeskR~_JY0nQaf^}9{)y8cPt!P(KQR_O+r(Wj;PUQM%iU$z(ysb?3VYpYePk+1hl?I-PIk${s`I-am z^QEPl7(muH$Lh> z4O z&?M~AWC!9qAB<$uX|7~P#CCS=k|<25`RW$^;oSd^X7kDOO)qnd3%E`N%;n4;z?BfQ zOv(dt!M*cx_Td@AV<~KqgR{I;*OT4;6(XocLJ_6i3yyal_9i?5g>D+hm;L~@Gk7lt zHQ(wqdSe>t=?gKcJmwV_kaj8Mq*DTlO3r2lCLN8}3aFrgz3?SOD6UC!(S|-Tf?S_kr-;^SFQTR(ya|s%VHE2U^HO|N)6-b z%6VbjXA5Q11aT2fk87L`f3vL;svDuZPLggv-~MwDE?41D)47uL_L&VJ6*4A3%CLsi zQH_2(874(a`)A1n28-(XU9XauVlwMp&`u96UD5U2(|~&lsLWJjJr91T>b)`WFxX`> zLsb98{tVo#KX=`R&S+cej%vdy^Bx5S+nv~cb#J}scVQ5M)(u0cZ+>KPJ1J1)r z?gFf~Pl7S3bEeKbXpJ(7SiAB|eHXqyBR_XEwc&$8M5C!c3gw0XPe@+h88B^M<%bFU z62vZ%Lyb&RBM#JW&RbvkOt;1&lL)PTDX!;9q=Y(fv93c?h$ z~16wnmQ6|N6J*m}j&>v)`!sXpTwi2~{-Xe8L^hVL)IN&_@vx zXG~9y<-g9E{65?i+YJU$kaw6NhwA7Y2aS%E+Muf7>cr<%jQ>|&4iC&8CQc;u{CejO ze!lRaDIVhaht`S^t_z+RL3HG8Lb$2q)52SG{)Vw`;c*UE`9EI_JQ0W7@;wf)oxPU* zi~hLO9rXMrp{ccUDmSkryYwNohq6w5#~`ITLGLYq?luqv?uJn$7=hO>&YavvUR_3+ zIBT5g@b6y$lKk}^{@IXcvv4#)%Rh&%x9+rz>J>|kxp=QYnLb;c>3Yk?6pV+N=qqC< zsgtiyy0dSk|9MJXRR=y{VM;1sfbBN6udEO{L`ZoZJu(_@c??hMCQ-GQKxu=Rh^R8n zjV}!21@1hyQ{;e4`7tlsnhar{n)U<8-YLsV7=~P!>>1l5>Lc(RE?QXT8j5>@oLf>o zFE=t$;dRd1*1<7MzLaJS)vHe;;ekGUpLne-{W-h1m(1FYhsw_ zXvY$mxk>ncu5T{6-JO`tk!bpp6;LL*-G?S`lq;!E#d;7OTG?7MwM5={Wpz?JT{Noz zq-?(3fD9zlzHLVsahFtPTI!&KtNmg2hOI}3<}YB2g*kY%)h6RHgwYHnNQWvK859s< z3zw&;I&3&J6v`!N*?Z5og=QpVC!~N78OtK=^*-% zTAVHlBT#n)bIb7dz??@Q4-szn(L zsF@gBFx6oS4}X9P00peg6A+`f#bNDMg)Bm*Q+s}IJuJlOPJW_1f44@n zW>!Ol)DYl{k72lH5+`iV@niy$?MAv>dN6Y3|H!7o0qhC9AzN7Y59UG7WY6CPUI#uM zvqTZfX(S|M&z;Kj;i3^bO^sGThnu~KD}CnEeOcbW`AmjYXXe#ro-P}BZY-0iFMEBC zpuAf-(tkt?o8UmqH?4y{&=7-QdgI}5H=~)pELqU*iN|6%D69`Br*=*d^oJc(u ziPhjtOcQxfp&LyKn7@`&t5L;+X((-3OsQ>8!}8GI zAO1c>8ZjK$(l=jwJs&gm9*IBm%+0ZAuHlpVA>!S7Veo!gTy365fg|JKkG7GyF)A~{ z6S5SY&q459l;r&)zb${0>3YUzA|n-u(Re7aQ_(iCp0U|>)@cGjvDghoy3EvO9UXHd z+AN%@mb>W@V?&>q!4EBubL)K%cUNclkG--Bmr6JFu_cZGi}Hi90GLNALSMJuNS7)b z{h0z#r19VqU=?PL1AJ6S;aPV>Np+MXeH4eWgos*21@`?h-Ez$bnto^wkUu#!RNcVUrg2ti3p`uo_C* zwwP2Uk$2_jV|#sU*!nR%OEY1)QGcPW43m))r9j;Qg+Ud7xCVxngspXya%Gj#h|@Z$ zi@YKS`CHAuin>s6%z)eTpD~HAUH!X0;ki9lsJmBYLBs-m(_7!j>lQm*7)qkl!Qb`y z47V5`LIu?0J@Vh@FV7wCFJ0BQ?+DkVXqd{(AhQcs&bV|gsbR+ui>M8W0jK_^FBN{; z3{h~~6W`6+R>wPWjp^t~tUzZEe0sSG{#I@cl)5=K#1;V@L{C*8k&UJa2Oo*L@siN1 zUUox38sazHc5=5pf}|DuwPgf-oaW2eV;|HEJ<9UxEN%HV(C#)n-8L6OFW-x9vbjlp zr3&HGwJ4LN>HWPmog>2(?#8oAJpvWpD#XFY^LFe1gF5H_VaM~^-VfZl1~nSX3?JRK zDY~Mx@c$xBudqIw>qpVU#KETFDUQzoc#!1|fUz#5+`khgqqV1`WMu1Vj#>5otP-N| z>)M4^T(0Xr7Y4bg-+-CQ$acP;~Sme1ARsqr00y~UtM!MOH2dZ(kQdwMQ zWFbK693ecN67Z!WYvzEjWQ1EC-7bXdj713+dT348kN@}!e={~@H@3FjI8lEB?V~&a z((WZ{BkT9RbTaCgngZRrQ)PBwKkp;@TvXI(^I{eaanwO`6ZRyZT&}yoEENc%XbB`s z0fpX@fX{gA*9t0JeNKe1?et=C6I^P^gsb@%sMat8PEe^hAe`}$Unpa)PbkFbaLFp| z+iP4M=jwm?USJ%SaZ8Cc4}v8Z5bj}s1$6h{)j-~kvejT7?N=QFMPTH6Tp0+b5;H(h zj-%ED)e(R#+mPR-5Thk_=v+Q$O3~AC4};Yk55;<7(=bgKP;MN3B3({}I<#%1<|*rL zwk?t($+}}HDYh(Q2q@XfsIBeEGjPHKuogNL@h$rTiX904Na3bR1J~tFq{bg;m#!U( zJ3qi+nA|ll0>@_^FrJN!ws|!dhX|tP`j#-U9d(p$?n&eShh+!o@%^6WG1|Ta=F17` zK@o8hFNjG@iW?cwgs@PyKjVnFFP9_-Bzw&Qxe$5h>xaIM&i*)HJ(}bs4$+NBsa_xI5zBOfnErxcDR#&JKd;Vw zmCg9R$+q*0w`l)j=E6C_N5?(CQU3|Wop#Fpm3$}vbUYah4qkI~T1wWLqHI_jg%cK& zXjH|T<S{f1UCa za&yL_2updvbYCueQF>~+eqnlzjFm~>^TWr-Kl?Tr%zL(8`L*PVI6zYV%kONKXcC9q zMCww2g*0w`1O_aX8)AfSJjmpfzx;h;HOx8S!!=rH>I!WRFQ9UJD4agbQ-Tn>N4M}+BQ&t}nCnL$Ws!rO$0v~MFncWg^ z8u#v^!ffCnF~_qX`BQM=;rGoj*Yb^!;*DPf`XzR2jRi+9dBX%@r2+@9TKQ+^@MV{i zO`pE+8KWC)ggo@VeQ{wg3bTW|q`oHSd0z4i{*z5c+6=svmY!jFxO zz22aE+!*h^OL;nz9m3}8NWDHmp}U5i(fu7GDEI+j=+7fD3Ahl$@apUc?v?VTsR$HM z<6~#^Fgmk(IawrrZ5LoK`7c4njxB0(@rnRh);C6gqx{)FtmIXPggo3rZ4>t|$NmBr z;`7M!Bm)jS7acGShr)OM;tI2#S{fW-xA6D>Kh`lT;{nl)AzAT|fM!dyMoNnL(%JDj zBKd^3e?|MIi>U}e{K?iA%Ll(z7~=6Jl8wI(6-^L;U{ljB=-6g>RAF2^Rst%iEi8+S5dLw2+UZ;Tlw<4scYxw|(+zLSDrs@4`S3+51g90nXl;*c=_Vf8aWeG zRzQ{(kgfZ%s7Am0_d0Mufci8ei06$Tf5$B@2vizM1%gW2Yf`9abw&o*$(}WowUfn+ z`pb!u0Fq^B`y`YmWQ!HhC0>;Vv*t6M){G2q?|Saz5s_wF1Lq~(70 z;V

+xVy<-4TVB0$pQJ*eBYHv%PlHx8twx$xl9|$ol1*;+GUy2ldqS?-#A3vzv0l zGmVi%jS|BJ1 zoMkRFBX!8V=;xe`KJELny58sS-38w-OZO%N4$478G{MqL4QUV(;1A`nA<`HdoH*A{ zUg7HdnmKHxc{{_p9`_KPj~ zEjDP4rw3~CWEDVjgm}QfPQfh_Ls%e&sU8@$qF0HQ)qkj~JIZ5*+c+pU4sZ!2vU7Kh z$durYTaerLYHDE??DL4h(MZRXX#{NcvpZgJ_Bz2?;xN67)qLiSpG>kcGC|m)$Mee> zDR*UdZc2G#s*Xzt>FeIj5h+Fzbv8WBfOj(C4@>8W%?GYF(>~(SWQA1=tziY%b z^l%7np2K(22X1Yp?rzAfD-)k~S3jKw<}LQ;-#xrW0nz>|5u+Tpct**3XO0D`Eg5z> zHk=A3j;i}Z406mjAORnVmmJovq?m-^=fHWb*Tj4fi7dY`!vK1o*1 zU%Xn`%fun_I$F_v=1#!I-_SpA7BGzh^YK!#nI+U=er`+p5nVDD4HYb{fab&Y&@Fd< z`FqPSRM096d;Gs+?i+aX!fO^d=s#0JNMbC1$==64h2aP9%Kz;)`x^VnJmeYOEi(2r zP4*@YJM`(-FVIQIRXg#M^!d18mQ4RLsR9AA5fx2{0cp>OnxvNKSjFNiZOm&0g3+y* zFD#K<3+^Q?Xk+gBM8f}bij{DkEO9U9rH!oD(egDGt@TI8Mn{bfw$ooH)c;ZrfVoda z$g?0;Ro9}M3#?u0oxhOz=vM?hq{4PCd1;J>)q$%QSZcQi?}fP1uNDsq?+y36q#O}5G!WPqo#pF_XW2@yx;(i0h1 z_~u^x=ALCsyyIjpfGV}k*|JZxA)s~9StW`%qs1334O1t&xanGNBR2M+NK4Du$^g++eSJ|WIigXg7F}B&E)ENj z4JBXOqz%+zvV+0ugFAcz3$M|1(??aopWT6ne6vXc z7{mixl)=ubPBk!IDXLTa5&G}=)%E2L-^h;a1?Sah32I|YYXc8oA$!Dzm%HxFT>V5v zdx@03x)7XX8@t{(Do$e@9x-~B@Yg;~5U9HAyzGCpAtO93p}P%hLkC76K)sM%L{cqc zvsiR-3@bXM9;Xzw{H!Tmd57(!TP*!qI3)LGMG=7gx}Km?29%MiRHy)DxeLobhGlHj zS+1$4n~dQ^lUd)awF1brB>qv=J#bd zh(W{!@^Gp#=m;+Q+#ZS zQTBys#8i)4%monF&gKcnS&ZDc2RpNXmysJ@*m%{zRrEMrf1>XfPO!AtstNr+v>(=7 zWYn4@wwJ$ej!z!l?iW%XC}ggC@i&2bChUIFllt)Z_`jb)YY)eMUmxYkzvIZksOVwo zHKy#M_u)E*ae6~S`+Wf2jezH7g_?#J2TOykRQr$LRAWmOJPYcOdloxdh$@(^|7WZA z&SL{EnTUyFMnhV?s<@!is`r+RTE~z&xh&`9Ud;hz$qHMCTtH^E@;f{xNUVDW-4x9s zsm2UH*K@F%$SzQ0jG$%rqle8|ZPM@Z@w%Wggb#|+r|jWT*67B)&dClrel4O5<1$5| znb8=t2xU6WJD7;FKXwRjo5#mWd=}UpM(L6L>4$4!L!XF`s_^kqw<9Eg#F$k`%V@m} zdASL%6O~#ok;R`518gwpN)8)FlCtGC`dfDv0*Bj=l3cwfozI$(W%g|QV1y=+&rkG7 zq%Vew9}W&YGPqg}HwcpFJJoQI2J~b#|AsKkj22D^Rp&n$Hdc_e-MeQ_tJ^hgS&%84 zUm`24NovmyMxk`m_#wg#=>$+W>$#UlDA{N_SoBtVmp9vtvnZ6xoR#N&DHQK2G)3}5 ztiC^34;Ho+3P&7|W z)X&VZ?Om8rL4?R~!WBUR0q4LzM>ahYd#?&Lvvj|N6bZj47U#)Cr<#n~IR?ON7-{+K z-P+yR0Z#KsJW&@Isr6iLZN5*faZQ#kyF z`_apkJTNfuzlJsHs_Uwg>UO~0U7@7DfV0lD9UnhCMrUnEQWr2B=l)guEG})>>i-4U zkXKlMtyUPl@od5~nU2fo+=$^3yB-igkP_@>vEsS2HP>O?;gdHz0tt1JqjHlv-GPWD z0dG_zaWZNlLin!TdmGs49g#rwq=Hovz&s-V@=$M%2p4bg*A3()emGmBTnof0Yd z)jwOg=~7-F^GWg2qt0cz&d~n!!PXHaHLlY|^ge}a$C#5T(5Q)POhVYf#yH%Mbp zFRFNXhst_c*O-$e+=>J#r>r4;+ZgmHOS1+60k0=Kry8_*fz#pjNjS|3`@Ta_Xp2XE z9{YfLO04j9bdB>Vk8KyP!78l+Hzrc@9w6!MNy?z^j-2?^lb=N9{@{w!S~{(QXkzZ- zRg)4$==n|f5qhb8 zRp1P|xFpb7=mdynmgNCbahL#wHGe5D}vBtsM0Fro&oD$g)bL7X-iJ+n{jE%hL|_X+Lu@vD2Ij( zCL&ps>>@3Py#mFSJHFN#r5E|~%s$i^dm-h6a4US7fw|3q&_y4n1L#f4SEZaQJ#_;Q z8v+)Cr0d(v5)(di1OG+o18P6^)nj9t_w7gcL1rlFaW9b z(IbCIR*n0wdf92WR9>ZCaXMW8Lmr)C(!j}A?BS_b+OUMdLI=z7DXZnBMS11LBf2DY za^A+sIQD`7mtI5Eawup(M>!ey!v%2C4SI_cLu&ivT`+>FYfhb~{TFaSE5&zNLEp%G zwMdZO(@=+Kq56tNEQfX)u7k+6B9_qrsPlKs{aA0&miRO7T$PnaT6Gb>8lf6qDLItp z@*OQ^sy1}1N}EAYY~;C0cpcryY3U=SrIkJ5*`53J+G9kOtfKV%l}jcoIyx8R+vD>- z5~>rAmG>3NOiKe3tNZ`0>8ePZjo)oekP62!?^k|{v;a25|KoB$t2Wc9v;n2&14fVS z>TXZ?OHPDyS-YNF=&atXmd^JZAPf7pov!KkWcSA2AD-@`3S9a5-+|5u%nYB`n#k4* zHH9XVkVgnGD3RgG1Q?Nrfcu%Le=vuky}NsFG1K5CnS4QJlVKHY! zPP$tCA;FzzJ}yJ+p*poz#@DiAS8ew)pq_^xsQI1i{UaVRDRh$b=*C+M52D&hpBxdK z{F03nXx{RgFlQ=_|KQu=R-X-Y1POtRFeRnT6(aWJhOL_;<*xg2rqs5ySO=Cu_SO7j zXTI?7W`U^p&WeN*y346#)Rem~+R%O6)Rc44RptAI;yk2mK4Rz_kBDzXnhz>)`@Lqn z{__dnl8bY9^rt-mFD^qOusqRZ1t?@Uz!UPAq8)b0${nR0N>}=1^gQzNSD!;wW$5tr zQ%cjdRPQ{MUUiyMgR5h5Kgq%H+t_M_nng=zXI0#mX9zj-<~J-ZvRQvacR8An4vl|< zk>VPpNX=(ZhqXUa#bo<5N4VJ8o3Cp^EUW$!oecm8H{z|hkbNa|(R zGk$ub=xDdNyn;~TN+sO!vkg;>GXTlDzT5%Se-B}5T?ecI*sUd2JavvutpdOFxS7(> zfJMUuUZ(|lx=e3=Qwtu#YnjBb&J+!~KaNHD7*2YiGg4PA@DUp+QqnLI{7osnT5;D~ zJ={0}3%v+nb6)L+)Pz+v)Mi+8Cb0#aJ3Fb;%v3DCEL*A}B9OFz7QX#mC7UyPcMA3u zY*OWk)CQ;>xX}o3mYib$RK*GJ!&b)`@ucvI?UbVBx|mo2m%eL+M_(r55Qqx0SLn(Hv*2P317ucs6<52(ldsm8CGncmy9A290qm67BRvBAPCL_lEz zb{f0iuy$VzN^F5wP49}(2<0-!oq<*`j_khla_gJ=N&{FmF*kU|KE)FEn2{OP_x(~< zT?NV29A3Y4l@!{kC0sHH%l|TG{x%TM_Vw&_^5#!wzuwXejqkpn&L0qpn{N+o4MuBE zTdu`$--b@*U=L3HA-RBaALyVpZj;M4-$H*r)4>O+0aVcIe3_4pZzP`Glr5p7PZNau zp@A%t@Ci{DxiNsXwU|Z=>w|&9OEMr$Uu8huO9xgD4>Tw0#iRf~GxQN_i&5l;6K zdVQUfx7r{2bYhMUx?f31IVFGWnWiugq1(R-#dSN;P3>i}IN9@Zm**Jdj{AbPEZ_IN zp0VB*Rcbj-(oHj8$r@TYasZU~Bs^z3)Rz4V*d9wtk|4O zD1Sd^(IXNJ@5NMF*GiJEfCX&Qz-PLWcRu9O`V{daw@6unMk#6WHMh$|) z>~xuLnnx51heXF2W(8YzKrd6udPkT*lYmn>4zo&*`h$1M@mD4FHxBVCddsI)lqyu( zwCz!ycAszJ9GP~D1{q}JcDnurgu?t1w6QpjQgZ%15{Fo$7%9&FSQnwx!T&A&3uwf) zek~Jyy($I6IDldR6ejr(boY$(J^`lsf^!eSUA#1E=An$@M-~h265LrJ)VT~ld$lkh z;J=c;IrQUAL^>x==9l{JkDXd-n#d@$z&6$%tmTlHwyYvIW_#$aB9WTya}{2?`d%>KUwTjs>%;XuH`m~ z(;1+GtAD0)aPSqMpkl`kBbh`BWPcUxwxbbN>MkqWyr})vz8Ux3Vh^w4 zj^=gEF6|rOR12|Hdl~jpoe4L z*z=A>MCu6=?*`^2(O!9rJRF;JyQpv=8dIUK+ZmO0K}c?lsCeC{ZC0R=rpa7C;0Jb|&Ch(uxkPj38Kw)GJ62s%m9`$D~=pFss5A%K@+dJ{~q z@^h&&LbdIK!rOt7l1h%r<&X(rM;i8q*nq_56MFv6IazWvW%r~c!U4Rt23T6U3F`vy z`0m3?iP!BXp8qjf-B2X;n&U{;_=A+Fqx7{oDa@YMHbIzq7T?zI(yPlddjuqgT^@)& zPZGLc7(U6BJjSziCJXey&{Tk)O^_XwY0r2zW#Al-VUxkxNsxmW2X$3g1z}yN2^a^` zdGav2i)Swxf!Y{(hcB?`q43!tjGhFk7ywI|{dF8MsV|m%;%qf<`Hb?I3-zBNfGWP8 z?%p8-y?`BL$MhudEL8QPD0syyh7-XsL4GLB_FRm$#ywuDiQi1$b#0{n@tFFAYW!*L zH2Kw-G=k<8#`BDtA(Hhi2eLl0RS|D;eJ=wWo(NL`u(YmJZsn2p<9JDZ%=!JF^MBmT zwIzvPWJ)IB*i>ya`F{0#ZaT2z;g~X;{S{%7pEI0jLg^Zo73>oUuz_lXYTH}1M#9=V z_R8-rrP~8EW>lj*-+F>vgrZI{LVjU*{23(;I%o;u>e>nHQhL0n>OP}7J4*=-N^=hm zhZJx`9+$kFZ3yW!By)d#H2>wPc;kxjN0w@-9BNvcxTP)m!!xEp-wrF1%o8 z8XMMARc$3D`!qG{q4WxSQI4)ndkoOkF0HRrdur_qkVmx`yG;Xh_X`m>7Z_OUPoR@9 zqjuW^5=g18u;ZywW#~WrIzA10y;}Z`M=AKU7cughw+QN&hC#dV36LICtJLJJ% zd?=NZcJmp=d7rAB@r%K9GNobLMek=Br%u54&^%B{m`q_^nSnE8x%GnukQLS)Q@szRg63NM?4iDKIl!P}L=R^f1Xk^-Bi17zdpLh|x+N;u2 zXMmZM{d%pEMik`12K+Iy(V~o?Gr8BaLZYg$wEj)Aio6%VsznAb7Erp#s;T-vxROxd+xw!>e<>mt zbL8w4ZSXMHfQTuQXhXVL)zRNnM^N?I%Pmg~h4LO^__OlS&SATZSM~69UWc=-ObI&z zGU~KG@)=I=L3Dcja6c=-;$gRI%=A>RoODN+jRtiO*~};XYh%0cN>mZIsbvH04t_A= z*k(CS)NczH>lrQ2N-DoDxi)OQ=*~f}+G;7wTi#4NN6$-P8rXAS!<^89Qki)~)P;r= zh~YA3Zut`iC>Td`AaI#3AD5ZI)n^mysd{sNZ`P_M-V}W~XG}b`mZesGj{Cu8pAf3! zy%3)?7z2e>wAmNx{>r@hNc|#mHL~r+^CKQMC|d|>ACDLyu3Ixs2}551zL2ik^CZQ! z-{wQ;W>*Swli~sDlqb#_mXNgJOT>7e0SkK@`Cl^e{Tje~x5UaVMgnPjeaz6psLi>A6&=_eZF~ZO+OV+k7RkCofE5KRm5fvo;CJOkqc#)G1;*0$ z2nYo|Xz$GG_r+|n1HqN51b!BVOfm^N^Z(Cq`J3wl5!VqJbcA6<20=+@vfXwYO+`0b z@97a>GKJO(Y)0IF9Qv^70Lz0vQIKq+ZD$kuzC8`H%ZPmz4V5#$&|~bs7x+Q8xrS%@ zA^X~82IzfGRbfBiusfj9O-#_bdTXy;04Ut5y0K;S_ZKR3DUm+7Eh&qECT^`B)#uTd z_I!hijd!b9ajUR_5nbnNi<+i&53*5d3Xs%hM08<98TiEJ)`S~Zl_ zQ8iGH+7Us@c9ah`s%4Z@Ph@ zR{lZDF#iayql>*<&tk~i?z#B!u(^RbJo*I;@*W1qwZ>nkG-$&wf_X>zef9cKkU+oFjt zwO+6YVejtOl*UJts-rPg(oP;7WUMy(xU;B2Q>zL@!r3)n2kff%CPigwU1DKgEFLgi zrSV#*fA}f}!kPA*(%}neZ5puooveu9W=_4!e z_l1j~BBB;O{I_gOkU|kAj26w_n{WNbRwgpGqL`hE6DE zS&4|f*8|jVPt`mgVLf%A`OkZn#K1$NH?%dWkc^tOQ3IxR4`3P5|XZSQd+N4 z?Tm>?oD$fR>2P8?&?XN4h-Q@gN;<5-bw0*h=5p1)5`qG9Ln?OcO^tW;ej0P^y<4K^ znPOomLke)CJS$i$DXyE#!6?|L+_hEFeW#eoUVwZcYmAy8&f2F1J;u_tMqJ7G=E+X# z{DG;!UeO<2q?awoDN>e?k|6u8c)vL)w%-U-zQw+dtfXRUCXoHN`?ey9)}qle zWV&>yD!>HHzMmTqw8=>j|CYKC9>QICFOkrxeHaZ8iuY$LnZV(j%(b<(Vb#@4L5}KY zxG1Z6v|wCWHeZmyM@WF5ab?#SAAcMX{X4Oj3(a1(x!l-z^E2Nn$ipPYKCu6?WTTPD zn)g^A6Xn+1K@SKCiHswTKQaUP9XNx+^x2Jd)c0}Q=%}@K!jm|wO$TaUSllPIZs-w~ zoN;e^?DR~SteE{-AK{T;o6v)Rf<8184>@7&s_IS#H4b&N3ME-s)I}FY6Br@;?A#k4 zoG7+s4ynpe=(W=A@2{D$^ELlCOQF78fV8~ogy$9D=T~~7d2jPcVOm%D#RMIX8r6We zKk+!9e_e!+wKFV&>#r^VknOyJinrUdHKE{<`s3Q(~McZH~xyVme5KZKeP_HY^UwP zmkyw%dq}|F%IdzN$>cF?Ror?1r98m*P9jE$ojc|JFse@(n{v64F-fOd3|$|F@+&HV zn}9(<@*mmRIE`=6gh*f4zbO^(ZGaAymi`_biNKaE$8kzOy4m8n5TO&#;XU{NqIG4J@Zq_uoB*acA!R zsyZE2urEG-lECfWt&(1=I4D!1H!Ln>5qeeKCtTA$jE&KVi~BGo4(g#cYW?PQ-6n&D z?$I-pEO9aN_#=`&wZa?vrQ-9FwUB0XIi34w%N$A~Q6|K)fhUaI%syL!_!@+m9} zASYHySJ^SPNK?t>s{RZ9-Qo_0T|z%9**CwdTEJT#%s_Mr9rU+4t5RC6o1YAEI@ug3 z1%jppiDA4MDhB53p+(o534B&=Zf@)I>Ssw9+8QvWioOah8ym~HAxXUF9mZhSOFblQ z%>CQ>6pI$KP3Dc5Pi#VCMjGuOdvyT<9bu&vfdu(we2BG=#qiYT)VreNDk@-GzuC_K(= zI_w-ve}gSt2%pii+(j ztjn)pe5Y;PY!IKgs^uK5`LkJM%PzHd3+F_nX-hQoWdS9`27PY%VRB^@P{2@XXs04jXV~;|ae+ohCvXd`Bsu8awpqdLkFmQhKP`v*yq%Ye zVfwkir(_NYjBWo564C58SsY5~_yci~kF6n0ry<7AEANYq&aqIGbbmGIu?RD#m^ zZzGSy4^jKBEGzU)3NsbMygwFV@U*Pvbx>$l7RCK(M2KKKRaC{W(=gVGkpLCTFW>lS z{H@=0Q|7UF_a0HVq9+oMCdfIL74bTn?eHs%5&6g<-+8Q4IBgj}M6*(H@o9cKdlTQO z@d76Mc)fM~T}dW_S+~aq3dpu(Zhxk1(wz9mR;0*8+w7{#yi<7e<^~Bg?TeXtos&|D z?n17@c-9|LaHh~^=;MA;My(W)gXYFfz}#cgH8y)vAZVBX#E6+&!drj}g&HLM=}Y$0S`H=ZNNI&kZ}na)4vDNiZSCJP%+WBAWk# zvX{NpD=I{hT3W)I{tuc^!BH|P-VUs4mQAg$T|x8%ikRo_fw)^yJON^I--mSVw0vHW z?N`ifwnu2O(XfTNYAi>+CpByBmuFQRgWJbOuSn(ReyXUL&o!APxt!H`R0?7_8mZ=w z^H4YJPm-4pM3=*vv{#rAaa6A3KJ#e?w~(5KzC(m1kE;|k|GcT6z?K~H!0u((9}Xc% zGI&`v{h}astlsqyI{INnE1%2^V+Iat$i(nATKSRw<;ByrrE5QZc*96rWZt{QU~g(P zZ$l|+3=r`is`as993eZ5w(v98idrK-X8#SpT7ei?z? zL;it?lwA?dskr!fjatYH`4^m+5_>_0{a|lSDO={pL zg$v|mTu9H4PD_gOhs^dfTToBH4LF4Q*(wGj+>~AFwH$agGIG(nMp)G}^0=7c^h-+U zUFkf2ko#l`!u&4yQHn51UW>jgz_Cn>8!wDp7!0DR4mn)^DGVtZuOi?fDq3CZt|ez9 z36aeAny3K6ldv+PS%4~qf$MU-r$wHSu|<<*t3z>Aw((CmlSzHe_w)nhGj0FOa1pf zm{`A83p$OY)4BLrnu;?$Qn~*As~-4sAhP~l2sfn7#Tt{!97qE@T+Z=hW?{I_r)1_= zATEvAZc1K!EbMQ!*SgnvV;?^LIh^fVgFBXa}@2bM*@W&-Ui0np!LGQ0$JtgM590 zWmfCs@QR_2VV^K(r{$;t$-)j;&Z>&y!pPp;enAXxnGE(BsVq3w;ZGS$);i2x6iMq5 z*&n2lKO1ZAC4B(>ZkfSXN_eLTiQ#Mp%QG1il-p`tUDjoE7OY23cR)ec5}lY99f8(% z?&(~%vxG=j5;nvRmxw-$SYse^q+9=|pTIe_Y?-pnKIKPe-T;qpO&{irxfDv`<08S0 zQLAZ7jZxXCRACj?r+pQqjbAvr`^50w6AL!foz9z#75yEPtLMM|Ovj{li@aWi%SCC5 znqwa$p-wd&1n@cw79uP~!U3!*R_(FaHKJz51mnXML0Ofu$7qaanm(?TDU+QYNyt~j zH7zmh@k&8O_;3m~lR0p`#MH*lgdr-9dKpzVU>)&+4r7QEdC#5 z-beQ$RhR!DUwlAHS7gc&$X|I8l}CTjF@DF+g3#sQ2Pbj{Zm3lqHaXoC^8JsatBz{2 zZR6YM?(US7P(pGv(%s$Nog<|i1nHFSMx;xLfpmiiNJ)o;-}8R|@0@2l=idEX*Dviq zhZTlIG8WrmLug~oF>^{B2>2%DwQeBLT3a8qxcTZHR6AG660rzV{MGNz>h#|ndLfef zYe!cT@2b%4eh{I@SEC-jzWRt!iLJa0O~6n_Fc4zU{ysaR~3T7~6?b`)w^){Pk;*8xe^wvUI%K(i~oC6W2hAe6xII8Ek@9#mqZf z!y{^%KC+2xAg68?h~5F`ssQVR1pTJ6@9$C(0@`McYOq_MR z5w72J%nH5eI?j_`NQ14AQb{3E$@1Jym?SRuy>Ew*L+it{YGKS|;M1~pf#Z|=f^wR} zS?s;IN0Ox;TEum6ig9Pb?xC19I)nVRryDF$aXD)s#~bQYsSA}ui<-4r+QY7+T=N)# zzr_{km_zM0L|J20ixbSBS(_iSD1~LNd<|84*}%_)kbsH^wZARS1bd3G;~nisJ~y_t zH#7v}GRb!Xp2EU(B`85S_YLt(tw^SXp74kc(JHCQrT5Y>x7#E$fYn z0xt|~dP0Hl;_hB{qDbsv>VJQ^6}(^k95pRIEU;n&yDB+o^I_U|_u-&$%yUNc!%Wcr z8^8S=Teq7dZIO#%0ygnm!n7SdX2>`BEJiiQfmH2u;d4N+y+5k<uVdZU zwISCsLoA*H5%REsV=hOU+|@QQ-wmlXdt)9FqT1~+_sCKZ=*MtqIjt)Ru$m;ZR(~-6 ziuz4n611#gmbslBj`V@P{C*rcJ-~9!)e4o;=S`smMFh7j7wHWjbtDgFVX)3eAyo72 z-Sxd<#~wWEGB)kbLp+yVx8LZ7L!ZZB#%GIj$ zpke#mygCIiXC=`ZevnkJN51%?FVouE=@-5$>u!#PMHwxq9D>Xa#cz?eC~~&5z0jU| zJTGM*ti@gD&2K#v5*bjEea>DsTZA-c8&MXG-k7=rpI&(JK0AN??3bJQlTC?EoG|E*U4YYCJiS_>H>YUN=-856XE_3||)ZghO+b*=;+GS8)V( zgLj!x&mxUpPl>7(>-#T1z8XP<@D5lA3rn*cuseuApw%_gFdxEjL2wDIfpc*{J|;(M zk&8^fv!G0eH6qc{u$(d~l>-Y%RMQ^YM#2ZhFs>*>x(`M{mhjtM)>Mm{#KFNomrX_= z>F_uNeJYJGuz_8jiMX~zFsz_{!lEZEcg_Fee6YT4rMwHjnX})Mo$7v*1!y&Eibr-f z;n-AI_U3Fc%OmQ3Lu1FbVp>=x15bd3_@}3~f81C2aF%?gde9q!YuWOX;rg-S`sdnYnjhm#WhIoRWQnb|_eU&ff>T-CFiGE!T9(gd{j3(Hw@D4W8Y$?wB*e zu`eGt%|~FdMZaU_QoKvxpGiR5zGmUZ3}Jjg58^LGujS1?RI*_-`2g3|Vr!21G2J2R zsFX%WgDNU|Zi6p0Z^TF7e63g#=d)cce;&hK-h^U^%rkknTfrlr8r>?@zAVrDQH>S$ z9H+SZz~IH;+kMfj`9aa-6!SHHbK5+g6o_AGz zdG#B99ueK?AEq}u{7?eM_h(g~SY0K3!?Z@1zUD?q24N44tl+yu zaDo&EkjLxe&QQUL=$MIae-y|Xv6O+#nsOZ~EXP`vgou-Z$2{>}%I1A#Y~t2PXfKnZ4BDaD3DDVr12~ z)09DM#r0^GaEv-gHV`$9aojnq&}hXpD1Q_6zZL%%wMN*A1_f#lLLkTG_&MxTi%?(zu1zCaB)wK^1)Y8%2 zfF#G2KQuY7drNFh9siTX-`BDOBE)L8&`5)-3;nK6$}d8YiyOO8y1+HW5=M=>@wzo~ zsjz`&?H_@emEshiKWZ^C7VdW=L#*Mx297A$W^qZi?{SJRO#*iXgG2xzgk1jn%P1mv ziQWCkann?eBNmn~|&DZELCqgEAwvp3H6N5RyLJu#Ge?n0~1O!ePdstUt zV(V9V8tAABcTPC;nvJP=t@@)_jGHa2<{LFl7G4(mq9JY=UXx|R>}XS;s}v9y{!U$o!T4!t%ikP0 z+-QCWs_k4^i3wT@M6vw5F;~tO$+mpV$mmBAQ=);~W^cEH;&qxTEo%K}zZf)&5${WG zkoB>@#*fi+f0@RWMvHNyah*-`LTY{O2d!z{2GqEZ(espei2a;czd(2vBk)Z7pQ9S~g#ThV8rcs^s<9BnreB`g79Y<~7`8UlK&mc22{ zRwYKN4P6q|bO6WZ>;A@4UGQgGW@@bxX!Fw)e|L-|D;$qK7~-Rt^Wnr@0(Icm13nHNB6COEG7bYVCB8_} z$Li^rI>Z11e7HJ9leVbYZ6NAs;L4x^Hhsx9Ie1snVjMalw zk&mK{H;$k!P}qMMa?HBJC-AhUxZ~1>OOpks`KWliP#z+LQpO;CV2&es%Zn??t?2_V z+PLGsE|3&|h#!D3f#r|uNdUG=4659oBoPlcI`Y^Tub(zaQUPJrH{9X5+VCR=>; z-Q=~PZ<@sbClK;qiAZ5ieiJ!7_#MaI)nNWUZj-T8Nz3s&Kyf=>|4+K*{2Pp_XI%7v zRw)9Ogi@l~;CbRACW)#f;jJ%+GgE&O+K|9HGPw;{Zi{rcmCZW*2um`w7Azk|yz$%{ zCTM=}yw^57_biYiSmM7c_}5Dte*A{lgF@SWMTNe(iI;FKGv<+JgG!u4n(LP*>F+-$ z7o;?@7vm;QQPU;N{$He#yu4sIZJ1Wle~GIrmE2sb`Su@vns{>QhobWV;7jN(L1BNo zs#t8{%kRR`KQCv0lD^#jH-FRoyC2gIzGh_{;`7F=vM9j?mC(r#@{brFsYpX-GM(2e z26vl;6=3@IkGhAPrByJPk21q6ZSXJjL+l%~Bdd~rK`Dl!#Q3K!*49UaE{G5;O3Z1V z>D8W4^e7s4Nlc}x4{IKC+xGeN*J$yITwT18jKGu!^+Cw%z?=r_2o&%HMA?~%veJ+? zj%{*0&!|__bh^&?TSPBnYs)i7Xi#RsNG{g|Q;~i5q5BSlkYv|eJPp19>~Ar}Bslk< zrv5!I9QW~E8t4$NN@MX{4`w0Iizv#8vvVlircb8$w|G|>${X9+A+`?7e`F&wv-E6G zpi|MKW5Go|eDDYK{#xS_@>=)So)+Gh@7Sbd%dGYaW=+>RqSliwQtVLQaDLlV0s@(J zw7{HCUx(FrK(rzCl^=^=8`UP^!wo_mRr^m|?$t%+MrJF@MGKn81|&y-;B=TsgBb`K zuyqW;9SMWqHlwPi-t+lvzbAsDo$SXyJ+OPB0cb+I`}yBre2NK`%j4Y+;q9$OMSABZ zu0!c*NV^6?Z&g_wP#sg=~7wB`ZrR|M?&Z&K;ZjQka-3{IF{&vs@ZhV5;orKx4P=+A9{U+Nc#eeh zHnRaX?O_r?rq7kCMKlqx%YS|;8*G^HAdUVa~F70#WzZ1e8 z-Y=L7^vRB%Uh{I`e4RK$!YGS1oKg>apKTB~b?;QWcx|2iVO^J5rnbd%LCqeBh@On9 z5D)`9YkN>jQ=CmHqm>})yy_UzANVqlZ3}|e1=S~N`OJL2TW01|&G^8_fT|r$6?@#M zNr`Tac+K^)%LN?sd&H2lgAkYGgDcBq(P-7szdx$Q{sLonHhD*;nhYU?R9)O_TV)=b zSGTD%4WoY?vF3r3REodrzAb*;Q_&`~)#{j3!yKI=W@*FiV4*3;21N_z4x-4)BByg z?x#!aEd}(<_P`=WPXqMBMa`Ut$}oM+Vlsn6#YTHjImOt1R-fVmxvn@iZeE!jRIkG) zA70!5MarMn%$aMkTU*sAP4Ee*?W*HSFhcQpBnNE=C@_v+f4}7r-I|P!Tm9)L7jGD| zKKm9jx$n7P_Nz;j?rkqEq#U+pv1A(`AlM>UzjMf;pC}OR*Oz^Hf#E{ z=9b;NAW9c$p4Xq8hKDrCDU=*-tK!s~4iF^R_}|XtcJnkyGbCq#*kp}vFmd%XD%hD) z%J^6gO~LmC71Suh&e7=(nG30~y3h$Wo44)Y*0A7fiC{BeYym7Zx;hhaOmfJS1G(G8rzBGa_XJs zR6;TwxcJsQ4~9-G*89!+Fzqr5spU$>Db0-ud zQO&0@gUp7~2%x`K9#?`Y?%V*zsM}yN@}Cyr>R>mv_dkA=GdBKIlO>81 zH!6lOKspxjZT=)~=+~1I4d?-4YbPoCw*wEPYea?Ph{iDlgIT{+T32T-qDq6;g+0Rp znJ@b;kWYzA1`eOq<{iugC^g4Y*r?f4VY2oX-o^T#27J1~_17lIAg^e=dgt4wl^cl? zI#+X}Qmpk3mUmC|+R)?3LEZUpjLc}3;fy<&^;MP|pGG@;VJpc_!ez;)V>ljxoC4=OzGXy6Kp_ho9czPwMX>@&Zux-D)Y%|S z^6aENiyPT6Ch436yCkw^v@dTx5ph-8%5SJecJK%vO<@I7zevvpiLUg!W7XMylP#*k8ZVkA5nJ(Rqg`aHsxA6Aby&y%veNp|c{18_RuCnv9-zuI5j{&O1al4nd{wJAo9{aWHDMxSB!A zp|Mqd@5o=CAed)lUF_0YDWaP%Y4OtZfkB5522qTr#zIk;hQ)4aRTI3uVC~usD8ntUzr9ty}M^fYRwf(p2>F@BX(#S1M zmmm6CifK_$5T@Zcf_fE9rC|u$TfG1ZR*rs(?vSOPz}CX zp9oF_Z|_Pb65IwHkB&Rq6movi)u5O93NfI#`L0t;tU6N#BR@A+QGy-|4a7~b9eEDT zx|h7YJ3@kKPi}{mUq~@vN9AzApTE-gAgb5tLBVzQh@6Jbd(!@gPk%sf@_t>LiDQN-S=FmULJUwJ|hCQ{ZMc~wa4G*y*9sRV=PwAT{4mQ zDxiM6@|+LZtgJY$HylW8sN~ucJ2|YSTP@d`lC)Q#TibK`?Md*M{RbIuUaNS|Oq3R9 zi*2r)Znq$c_Y5|5EL(^)8Fy4|vZ~?YbLDtNoIf;lFsi#6Gd}-gV=`Kb9!!Pyjj#gt zdb7P(&wG1l_ZZ2tv8%!OeKf6w^H+UT^ZgwWG_uWej(Rm@5au4MEAQMJ;TJ|9o1P{u z?@p`_{MkxS0FW`&U4OsaZP5qq+_1~wpmxFlrIf*@(dWSn<|~hZ2&&-@ew3Hj=sfg zVH$16(Oj${UmOO&*GmO82%rKgx}p{L=z#%5udU>F>KhAe=jP_^R*685J)y`NwD4P> z?W^7OpL~8|AeiOKot0&P<7b@jaNI0lVCz7KKjksZ;@Yr5m-#&dIfxKjEgg(F3*@iA zQ-_)5mL=P>s=F&mQ!~6jK+FB0V^A7cR8LdfmcAysaO{A32*{LZmj$>ai6sXRR%?=g zI3se2JRc^G6lVTgx*~5=k>rI0B4vafD#So(T;5bXc(6n1p0e46c3T$_?uHChQ(^Xs z!348g`2e26!HoctLZwU4UhVi>O0{DtB>-1ksm7dLc z!cu;JC?_80`{gIq|A!Xy-{ep8OM3AOtVJVP>Dc*`7;hZaXPgA3aqOCeRu`|3ekW+* z*iq442VLP+lW}p58>AZhAsJL0d?!A`_0i@fcT2XRBu9~P&oSqeg-=XdB+7W{hgF~ z(bLk0JVd)7+#o!Y#=}s3&|aVedgTtE#4>-zyBv}moJBo#Z9!s#Cq=KmKiMuF;!}6k znB2EW12>L@14&s83kNe=ZFZtI$%sf1xSwN&7P03QX@qxVxCYQK45*SneRn4S!QULg z8SxZ8rPNZfvN+h`10_VV&@Bawctk=QUnGGJl+LcH{bi@xX2&-r9!Iu5SYcQk$`l>Q<)J z@0KeP;Cb0F6_!^=fYNA}$Kc6UVKD|`a6Ca*^j_hM_jWO}dvJ@I=NumjE*j@``hOs| zrq$Ao`HowCxn)(>+IQSfP?|G9z=Yxs5fv^}%VJvw!I~LN!TF4Y(M9qvy+pSHYthjH zMwK-8fep$SZfm_D=k(MFn?Kl4*60r@%Esd1nFil$9WPItc{4afxyTh6wPhY@cBecb zt2}L%-j&w3Oy)|n81&Mt{;GCwcR&7d3CR>UdDW#|f(}{bTd*~Xxk@pi+B#$RAbY(!eP13pPw$)fB^fAdYlWT z@*Nf){JlrD6P#ank*Em?aQJV@{7)JAO8nuy$nCPF-{r(BFo@=HdF=eZGcFK%C2%o- z6QZ^tS18GgN{1?64NF?^myWG!*gzxlT&Z}gd1Da%ckb{YK1!MH$yVK>@nc1*It8|j zwzxXjcsP6r&R6@}sY#G#efOp1uN#HI;OcpEV##EqEX;p3QO~WC_87@k8xvYbF5cl=pY-MHdq=%AK~?Zc9(Bc4 zHy%673o6APc7AQCOr-hYGMzUFcHmk}vNxa>!Hrz5Wd3XR`jLl%n~@ccd6B1~2AX?U ztj~4=B=CPcP-M_YwYg*7jV$3qou!T*KeE-w*hkM-mUEc>PM)#)zF8gsWB?&pvdX^Uf96L?AuY??#xdf;|B z3p+z&I2;ndi8V2)_4&ij*#mF8`p)KVSw}}(D88MDVCU<$p0cx?!!pMtpmvH1XiIgR zS#1A!fYayuTFd7l7e_!Y&Sy-9l;@Hh2pcSk8s1=8L#AQJA7|BzdOwIk6}z+B(m_`I zx9)E8f_^0gcV@(}id!l^STFyWlp5DgMCp&H3VHnldUoBQV3^lflr5RjLX8XpZK@P3 z7F;=;EAggnTd*Fhp=li~Uguz~YEwmn@i($&ii@Oak~e-5LMZwjII zb6Ob15mBM!N14X;DSYaNLQ&Mi0WAE}gGnh*sLh=CjhYqR0d@2V^=DN5&$=IlDnE{~ z`#1tOw}IO-qcnU?!ghQS7D8x=JB(`h&}E~$09dd$DqlZ|7HsgQdYAcB1|H^li zsr|=>ONMU%y-RxnMApT~`Z0TL@|Qq@yH} zTHzr}1#a{cF?~u*7Cx??8f~rLB#k6}sU6Mh?b6=^34GBJ?19=W7_3pueo&I8Z8%@J zc6?iVVCzh*R!w?(wC`Ngm$$EGLWxPSIuMJb!ODQqEu8=!T|uW8L=}405ahh)J$tND zlb1@pPa6Q2jhm;GMqOg}PyzSn$iBO?*yUSPk`N6WO|l}HSy7Zq9r~TF=zDwEC&zuH z5g?3re>BXKvVJ+Qf7kw2_IB(PE6K1^hzobz_mh;g^+0&t$MkR!7~F6;Uc%t|$3#<5 z#aNW(zQcv|!l!qfW^Gj;47{J}#~9mUD^tLf_njM*9vW`|c0oO%rA{2^JC5;mvspkq zR;Tu;*ID?EByp}*V3seX_^!(7dI?S@8?%d8QwM1LTAkZp0Mgm^Wl-V+Yjg(8N8Zm& zT>-tbZrI9r+V=Rh&fH+YiYZDOX`MujE`Ok&;{(ISj_)C*4bh}-dp?Rr%@MNPo|K|q zSW^rw7xzlV+LRi}nAAK}CJ%vQBrN$t@${ z)eRfx90(x_wHie2_~wPKvO@E@l|r8e;BTD-{Xw5vt|b5dJ9wC>pKAeO-%;ivCRMTD z!S;W58i7Sum^GJB*GB>$uB?uKr7pF|_&~h{`5v4-y0;xEv4~iUo`DZd?5Yi~M91g8 zbv7p=giqhLJY9Ik0@_1gAc<#SG=c!GMGfv%^FHSljgVNyYrG#Z-EP<@@kBLK;K~3) zv+?0s77!uc?@{r*-Li1LAJF;iR3QNk#n}3peb1&5-#WMuvo$pc!CUl@55Dq0f z3oxU00K$YVf9Gg*L!yYRb{;{9efgWQ|O=iQoWz^7Ua%V%askOzf+&!DuN7xh2g{Zmm2caGjheYxO3e*ZN_U zRKOR1qSW<>x^V9_A<4=VSb!Bt`|FlZEiRZSIf6TSBPdopbkw%*vjRBZKNFI|--kb- zA;&dk!HG2_d_?)(t$l|+7tpibrD{n-ggPWAE}`L<@0`4%pWavnS|gM`VrUan9@>Ph zw#9ZU4F;I(br!A%ZY<_+j$@EOtEY{sYSJ|+a3A6<^2;iB5@vbSx+Wrcc2w=7c> z>UlemDGo6uo$exxVDJDWkX!z1^Lpk`S1@Q;0nHAPlyVot^xhNE5X~0?r0~9NrShRV ziZQ=kntPWJ+-D)S=sd}q)8O=GX1FAk9%6v|&I=v&(jtC?-SN;uZu^5uG4>ql;njg0 zyXPPOnZWy>kAM1TTtgq%+yUjv?{EE@N+=>sx^&<~JdC7?46{$NZd;Q6s*g<_w=ypx zY@8Ot&OC3t>B~j6BW-_eR%^x9MGEc&5R`wlY4pMpF3*Ea6Gl!iE`dRGm`0!D{miPu zzo%t#C3SrdmkKk;L*1+fsc}MUU%%!k&PhYEdHf5kunOnv#h!Y#6S~z7;YctxfH*yl zzqhj%+;Y3HFzBrGHQmNgwaq2sH<%w{vuQN?s9J3RyyYJ+$Kp^oP%a7K*!XsSVa>P3 znvEEL?e29!AX~x&?TmI41FZoOAQ2hRz*!?}zCxwsZ zMz$gXBw)SuJ9Nr41j?5GxZnA%-9fE+b`-{ zpaS(=8y7JPA-F>;-!M{4OGz%MaHwYlZbV)ctuO=HK-y3JDw2rh8HQVL)n%tRLpH2g zgpu2Mn>V>+p&xjtnt1d|u_iN58HQXxI&?v>K_|Cuv7;Qne}#soXEky72M^WSMOrE} zp2nsdfqP4TnY74Nb)eC8I%XLsF9jge=cb$J@a3(Qg-s*pK4w^IwAJ@@l_aeV$0?B9Y?_XVV|e4`ck@DBwDyQRz{1R&hRO0NEVSUMlOOA)rakvh4StZfUjiAa;Kob|%_ znHN@7Wp6OU@uIb+Kq^sx#HmV~H;0&;PSzb!Ph;MaP9j+cW@o8~lX1L9W!=PK)P}C1 z5~kk(l$U@zil&~}cbY#Y2ysBciUw4;V)|+*gS9B?Q6}}w_^1r=?Qiqm(v$-sqz|nt zlkLu!A0E(d3txVOrgq z7-TdD+aA4si4nsD!R-@r4qk{r{VV3glrytEpi2AR)-QRCsXz(0+?S{?Qlj>3lLePqRvN>%OLlhagxhlrBBitunmZHPra}ll85QMU$8Dq6ka>I@9;s+`Hnx1 zEZkS{`G7|^)s}3Y<>R&{zi(ukv+=I+a5W%E#|{5v>tW&Vi^~E!W5wWxbRUruusZvc z?vfgT^NAeGptMKA=Siok0feuoGCQXT`!ggS+vx7XQ8O$eVPD@LG;!|)6>h}yB6$&0 z>JgUw8d3qrr)*@i>M!G=9(MM)kN4bJkd8JAIh_PKZ1d+28UA@^(gF9F0-!yovH}1A zM;Jg13!t~?n|Y(W+RC_q(EZ<&ol%4d^i8c|(yXLqx+QIs%9VP#e-@*VbZFwQZgvUH zZqXsnpB5P{zX}ofmNb9_0pVigW2e(A;FH=f4hN()7$;v&A;aQZPF(fvvGBCGAma@W z9C=()X=<3^q(1T9!%Wg+-rp8u93)XaaqK`qGEj!bVHF@wvc(%EG-Q1zqT+iPY=3@x zRYRp$5xaSr3j+OGm?`ym?ojW&U=8W@p6Nw6o$vG20juLQCggBLs(sR)cztM}Y8kP} z+yaBH;4pJ#6rV&>LNmPnod&c$pUDE`Qk0?Fsq%oGD_*)qH3|;5B)|C&c!a%e znj=q|v@a+$xw2!y>j1$D*ovI-%@328kltb^c-3a3Tw5LU&W+D-sb6r2C9@8&<*S#% z_&su!O9qn&mup}JZqG_0I+eA>AL`Cn!J=653`KwX{)PM}#~rp6f7BOwz6SoRp9@3& z!vCpUOhpJPPLzw?X=Nn>tbpQhK?aA2p|2dOUC#skT{j}^^zk2hp;^+J1wXbzd#a%# zOXc5Lyb&WF$SNF-t$xCp|0KVLW$VF`^!MOFN4fw6RL~jv(r>ARKDO*UKv$@@pz&ug z0hiT+v)Bs8Blwljb#r_vn5dZp_Npew52Pi~GM z4+s`{eyHsTGylE$#(X@on=FlVZAr4Sdtluya(Q)!97@9D1#nFEA*1y8QndC=u5)P; zVmhCIBJ4VQcug0iqGL!aZ1;5B!4#M(B|lyqmS1Qr;z*TR6@Q%8ZYF}4bX-8WhWO*s z`#~6qQ!Ti+_;7mG;P`39mZ2)aE|gYcESO(|gByL>T`#x|G!$(;-bGDb5Vba*Sz>d? zUlKe%Wxnc?n_5ZH8b`ez8(VQ=l9B4V+9-H|3Ex){->salzj5$Vz4=jLD_L$ISzG~XZ!$@-jDb2JW+@Q{X|bYM zUm^urp!p-ZOPXWq&$9X0G;U7Zas0G`tQX?Lxm<6dASaUt$EUVYjDN_92mkmUF#%7*k4WmSz-<$s!!GmupqVb zU#bXx7Gmer@)wZr?sJomF=zQ5(u0y? z_cEs|nf(4rF_@E>RM%a}sdP|at4;TX;9CdaONJW;0YNL&&2(%3$mEIOIc<>;4Q)mr zq4}Q$-s$~tRJQi8n)kBMKG@&*f7l>gHH1FOV1ctw7v}{_uW5X;WBXS8YlOO=O#lPN82rr5LjgHt_E$upBP*REXp~?~d zEgVZF6l?m{(@6A*vKIquMx;5>4}Tf5^4^-=G}5O5+sHn?J=(U|iQ+!uekZjsl&%X0 zbROKGn;G&N7oK*&#+HzISS-T&HnG3<;7Sc{Ko%@|Sc1>1ae_R(JqIKnc}>i9T`Kv2 zS?~x$^(l%lC$l)}Vf=wLv=@~IV=iCEX|~F){HD@4O6K-ttUwGhxste$1U96DS9n-6 zgXH-;=I;R1Z_rp_77%R%Wi47*{t>)tEA9dM zVWt%_XaGS`j^x^*KK564dOXG_F1p(>&0-mMh%xD_PLJopu-POuGp}G_p6)K|i5pnr z!iXjD@|nKbo}Ofwa(rU`LJvY(J=4fpOh~ofRBeKgjmfx1TL}z>2 z`1H_)I8qq8Ez7hBGQ7KRDX-zday3g0e1+N>Jze(O}uMk^8^0KMc z1eh6$u#DwGA9z6hrK?wZ_P+vUTLLM_=hPhTY5{Fb?bBb3=s46v#<0u+Lykzd=9}rc zb*jYyN>5EdER5TN z-I4WS`92;$wE;gFhU*3~h*B76!QAvIkp$;su8qr9AmEsUP5CWW=R0dm7DbK5Plo*L zNSB)p`%oD0^BvRXX?yVnoDXz45fFAiu4N;GYA3aXJO3J@41GoTvgo}We>dRJH@M}Q zKK+x6s&vZJDCX;^77~Cii*!~akbFl98Uf((nGBAn`O&RW@%9%y(DtC~KgQ7Ku04_0 zlhtTw?g|g?v0jjX)_VrU-qK@4WAQBsrvPFZWbj6 z6w4HZk~XH$y3O6&one_})?u%WTl>6Aw_(7QRBOj-Ww?FJQ4LXt8&ku*V~49<7y1b{ z{*D2iG?DbggmAze)*&SL8n`_gpW~okZrfoi6Ep0ogf7L5+JLT2h+b1I9>)Os>=&}s z1E^@eyw+T{DL8ZO3KBU^Q}kpCstU#dK@}mSHKvg1;ISrg;R?d;ZS%U!J?~5_wPILB zeje;AS@WNrPOGC{jE6fP1jSCSU?*>ve%JL661Z1qlN_~d44$6?#KeB6L0{qXzD`5z zf~@BMdYS3>Lu}PMH28z*ZeO3!Ch+u@_}>YQq@u@h+G6=1$rc*=nhVyJZEkNd9fP-K zX%;z;qyyo02m}UhhlqwaFM`w01EB~YJ^Ho#JJar{yWSgolhwmr<$*%CESr$udH)%^ z^q!)sC8t@V-uRfPeRpyLndyD4oa9==Mc5hRIHaO5 z$6@T9^{EtSLK=&DYvv#AW!~zV^u-2qMaVo}rCELHzg=lM2p zy>3xAbcV!D(7F=gn7O!MZ$0F1p@HtBOz)AN4wGLhCx;4mwGsIuvC4Pf{&?+;ffu#% zM@&&pV7^Iv0)+Yk{`CgnU*SD`Kv^m6yibAE9*s9e4`A`fBSH67i;hA|n{ zz$)+!dIH3#FePG#arh17sT2wfZKn|7n5j-u@MtN)S*;52uUVU9mz|* zCJoReM8MpI`|$fHl1=;&XP%}pK+Dmc{1W|B?kWENz$vOw3dRSmp=)ncjoz$`vN5GRlp8p=W(xC2bq!Nx{8qo93e0NNINCr?^0rKn6#z z+L+=9KO9{X$?N1h>lsGe0$?%A7pAu*mjC#6l@#c8Wr9C5U#CnJCcvm0K>qbRJBnI@ za>6yBGpb`!2GR?YkH-M7&~5n3G85H@<|jQNA>5axWx;Q+{%=#r9RUBoY?lX7Ir+HI zs~k27{00V@+hvhsO$40>zu`MU7U5C(F~m%~(Uqw>3=^`(wjb_S%^RS4qAi#E0JEJj@VGN#31w>@Ma9)zJyBi$qu+9e%bfpUw8>_;h(2XaNqg zl*GW!$BiuiQge*CGT8UrvgWsC$Yox0TpE_w`RZV^XgC^+wC!G#$Rnu;LsXkZZqdpS zOX>%lwTUlLN^mdQL-4RM@g!G;S)>8fU$=kPZZ-+~rKyC>XG_W5 zK6W+p?`fvyK}v-VNo$>u6*V5g17{UG4vEM5DDoeEU&!9UbCf{%5kC&V0$yP~SQR@T zlENnu3|{nN(ea2!wVZyo8u?xr9ZlrY!9|1k%>{0+&{4IqrSxzWbmHSTtDXHSi81fy z_#n1BXHO_=wNauBMLqLjroCmuI)m;;!}jr=X~(X*6zQ1Zw#62uvFIVMLWag?{wY5> z9}W%pinV(6yAmVNAtG39hI&j$^3YaE0igrC^h(Af6 zMB2o%sA}1cLGH439m#CD_%4YG?kBHJ{zB}smxYfbb{+5=;|OYb2Yr)eG_NKN?K?BV zn)wlALc%GK@FJvuun)d3-!plNpb5xtef{wWXk2(F5ou7pY(E#L1qo={?VsbTtuS}C zakXaL5KADSp0x6Ixs=?vu>#+5YNIC_F7U}AEF<1r4$Gq*M&ehQCxW&+UkgSMusYIxd|0+#6n>_aC4F`H*%M&1N$p{W1{x?J4lQRU;|L~4Ex_{; z`DHYM83(1TT&5OqOjad-jsq-PM#Z^AC($i97TkeReYV_p+(kK^ZRri>T#DbQmlIQQ zC7~g>=DLhU#{_jq-ifpv2Qs@%+`I7_|0Pi*H~uNn?WO3hu)#t-na)<1s*aQCd><<* z_3Hfi?)(79M?9Ct^I0Fnk-IYxIPZlCf$gB)Im-CNlr*>(ePk|B1Qsu>L~jS}hy@Yu zC}wVrf0tAS``{8b+_ZV*S2_$vgw8Q<1202AEN?KZX6H*%0ot*jySAaXwx*}zJA@z1 z$q`%42Goa>8&U(}oQuM4Jg6fV4J|g+Ee5O5y&D{VlU9sAI*d#5piZ&Yx*1dp>J4Fv z5kJdF4@)2K`tH#5?)bu5>nkN^a|hZv?lYdBo1X(lh}ZZziI_P7ipcwnl3#;J$MV=7 z1ncWq2{d-ult(z^HCsBN zQxo?Sk>nTJ^XTo6l&$B#tt~$x)!LAACG8xcuo#SXX#Jh(vh9*7$=PsNbC3BdbvvId z;q;veDP4av@uc@^|N3O@HSr`jR$rBflHgE4d0f`V&q zU8iUuI~g>)fxi{XqQ9xLZJ2bmn0hBfne1(eB6*uVqo%11Come{72%+qUI(-qEX`gF zF@&(o5o(fF?S>M)$=2Q`sJ2Jc`hr7*xmXH_#NUqa0vU;6$(jq%gGu!5kD*`J@1TC&AoQ%W7|kSHYF{lE(T&|L&aXU}se05ZDH zlS^m@XV&k8J1^>0&3ea1$Kf$)Uh9~E>LX<}Q*8q1)p|dqbu+@h+pVJ3j1?5tTrz5$ z&lM&uCAc;N27S$27xgi`a5w+mRTm%U>7b=;DgyN8QLCUWh!^8*CzFIC#=88Z;doZ< zRQagpsmxSNLKZZ*&u-j|lq3%w)6sUw-I@fO#NZUBTP8Nrcu73qE4uV1pgf2$)ljX# z(H0#WkU;Bl4LhSgVz%?hlRwXr1|W7;9cHrjW~KS#qMy^en%1H}0b@}tXQRI{jni2Z+dEYA z){n5Swv$b{Tx;j%#hKOC?_H@fsFOikIHgn?Ou%8!!p)8|4!IeV$y2jC{X**hVLC~h z8^a34w0jmYjr2_f z5G_P<_^vzTZrbbCkmKm{W&e9n_K3y zW4VIaSOu#qN*f=Fy$wQ>glSU7YC`@Jj)n7=z;x7ZN(l{CRTiV-<3t}SCR#AR7KaFl zB(Ej^3$E?kK`0V36!Asrf|M20hOO}M-RE&o?m2U%rKFna=X$DpjJ`JR{Pt{ z+cNihCwAj|!3sF@D??7P-3z_iN-#HX0d9B$ISvAd?E>3@>z^F%xADIXj2|=c;FCJ^ z+Ba;SFVYs;I^#>fx-^cAWzQRq{|N-0zN+8#jh9e>Op9kVhVG}n>MDD&+Gq;g-n{Ox*$_Z-%l`wL*0R&viT8~Hem0d3EntznjuB{o)+g3!mpDGT zdZZZBG5dq^DLSUD3S-8*+&3rV=n9pU;!$2LCn`q{+mKpBK8{ zpok|5GC8z7wpRy{!O+42fILeLq-)~3qCH|Y69>dP3=UyOWM@11^R1_~1~X4bDqs5( zk@i)AV)jO_ozRH<^t{-(XVFVp-p^RaieWaLJ?a4eubRw~jRs5iGbY8~88$vPrvmVOM727ULA&^_%Ghp8 zAx~(q)pG;OceJ@$Xv9j8sYunG1GiYArtFC18p_hMEsO+Ik_BDNlb<*XIDJO98=K!& zSkJR|964gis|x|z;55H$t& zH_jh>97i>GQ?u#hYtEWa0oaePOh`%2CAY8wk3*a4>FQ22y6?F@@M7!hBlzjM=j=l{ ziyt6`7kD)rQ9xM}iJ2o{_>s6p3t%D;WpnVVwRvHEBSG)#azjx`ej{6*8D zVOzsNqGOesp15Jk*i+5sif6h@gfe}HvQ#z#Uy}!Tzd-6O7&k3Axz`?rrUVE+U`dsqp`Yvsu3y!m@G#fI+YQBKWQUfrJ~d^!^~5d!3V* zQPRIaM7Ck_y7j}j|CvLyVe#Yuw@Ih}3A2pN8M7NGg<%_ov+ zfNekpn@<=IaBG`$6$b$Cp0Xg){W!%%|Z7a&V zWx<*dHI#p}2xL!wCO8`dJla!rS@0m19ga3&AmyXWFj}He+c~1@iEUq8P{unq$Rlzm z3XF>x!C$9G&5|cReE2w#%xQl~V|8pBc} zQ5f!g%gWllZl6_5e#GGQ>5*=Lh}Ip&D?nLVamFj*X;Gfc7~8~0csh&sRT}rwp|O*I zyM*{w3d!CiUmHCB;NE28QSN3Z479F$+v{b~q2sGBgrCWt>c+pU;A!YI;fD6|>|;v{ zcQxs4k8r)f&Z0Y?OScLZIBO7dVEkb+_AOv1xBfz%06Q3_T}_50_xZA)XHmg4m8zXV z$*vG{Z(4beq&2imBU4rcyJn(N`h7A)RKf(UT8({HJN(;q)-ZeLhS5 z{)l)z9oW_V3sX__cP~N1tT=s*QvLP_uWOs|N$X)kqDsri;1kxP;b}h+ zv*t;-!=CpzpV*(V3<>{pEa6)_l_e?eZGK#tB<*Fck-(0;=hm+m3jNYs`J%-en7s+X~LIk~kIA>?8b2^G>Z$|?ySc;8<-WoReq){G~8a7+{`t$359S~+Mo`IsM{W!lH zRo9dF^-e>E&UL#mR@agDF8=57{AdjgC>i&$WpGS<6G#fuM4irPuv3fQ8_?DgbS8CB zi45n2;hWy4%acWD%_G;VngXho-B5Or|03UFjxXbjVxZirrbA@wlj+JhMUeg2iq&&& zL{gx0Itnke`MPy-p2R_a=v{A@_?m*$AktjQfVSh}VBr6k9CEodE^8e$I7D z&c$`Nvp%eH9M^KVJiI&Ok4M{k)BMg z4DSXUC@4EOdkp8#Zgu90s*lr0+iUsXh-OsTv)?ZOX3_yJBhS9Ne*wuQwNlnw{0>-; z|L&qKkts2F^4&knZL`6_bozlvK}%Sy@^eGWM%n_42r?dn#^jPPci~m^f1>9yieKZ# zcOBTJ(2sh{qjznTp(Z!eDrP(T0H5H&<(%%$nMb3sfPJv;q9NlJipLapi6jkDGcK0IGzD zV@qek`XyOVfXXwst7=hHh8~#Vse%2-xR~}0>NT6=s$WnVSHk`PjlIP}as+^w`x)qH zlt;wp>AeZKmiEx_J6J+r$EJ zq?3(K($M^$%m~^Wq`;u^7O#sJ-!^|s;EI5=*x&&a$O0PCUydQIft7a|TWzEyh$hb~ zlSwD^`mVV(Zrg9GGx@}=>ekG7Z4h0P&su0$ki}qGh!j>Z=ymjr|$K?EtL2U>?G8Aq@t;D zR|cX^{Nd-B^4T2w=g4#|NuVHVjA~AoQpG;OC34t1Pd9C`De!(l*Y3yJwdC8_|9k9^ zYm;!$!QcK4pa>nXo1D4b{BdyGEBpH#E&(X7hn4{0gjc(KoF8-ylU!6j{%!(onh@~; zT)`U3qX8{eYzMHupgNrzY#eJU+D_<;ZakDAyj6k+NFav~c9n#IM(ZhthPqa31v2O* zr?+CI_|!(F9^P2na5wE3skQQ z3J?^VW)krpA%C`k_z)S^@A6_VZ)*{b0x2@J|HVhjNM!b25X}I8y8baAAWbSZKca%l z%~8F^mF1v@=^QRVR04eYQg$VPCm~cuWmb)AnEL^A*f#!$)@m+`mFL$tb6S~ZMQi84 zL7Fy(oy%QH1|U_U+NJz-m@$_}?AC+lbb{S(=G7weHSColG&*~*Nke5v0e$Z<(*{rG z#>3NO-l1px&~W?X1lhlLARZYttzd~UKU=qkW@Lyc*YVq9>efKVQvS%UfPsbFST~T?^O5K?9i!o|)U0(&kI-ELP?N09O*?s0s5qL9##57m(Vv@7q401T|j^ zuk^imR&ed&qc=t^!B;D)av>4hL)W7gWzpr}PBo#Pj15Jwcl^LkpZe&cPEzv+x-0i9Z1Tv}t zO3-ffwT%c&I*px?hkXi*|GMbY2;N(%5iDH_$;4_Nt@&WRqRJk@%S_E=XJdjMs+P!F z2%e45ZbzoC*om4bL>y+nEdB+={HYS7V$EL#9XOviLJ28|8Itm{@&Cw=O-0TWmVI_e zH-PSa&i{;lFD*{E-z-PvePe$Vw<<#J)Zv%H0S_L**fX8`Oj>tu6P=P2K~NSul3eCk z&rblRxsfGDk~^<5^?bQ~1IV+}202eg`B5{_^YekoF&Q(Dv|8sxZM6#Jt1KF{58&}Z zMPR23b~@2Lt?1mTyRE_pOJMWb^FS5=5fgztvDd+mhchw;xhSJ_4mK?5-+~Df6>MOd z`rrax-ISEdM54Aqq=n!SVgxk%#AOpkdUYh(b}W#m%r-%<`%aOo8i|fgO$??{!rzS$ zP+jgd&0hX?()Lt!x|-HCVd9h%RIE+_0YQJS7vJ+}Aq$}T{CP_c(PucNx@HiX57-M5 z2%=y%o9*VhmTcJK=gEWpA;B+$W>X*v2M&!uo|8}50UuXqjq|LVjY|2*KVjG;u)#}> zyp8q*zN_{z6Won&S~F#u^RZ^l{6~xA0Nu!FOt`!2x>xkU{p@k)eIgn?HR|j% zZvg;cRO=R21~^}g3VJpfl#&nGXzv2APFq^f!@k+{NHdZN@wFiXcepgLL8n9q9~)3# znmyDs8FnMRcWqC^ld&&oBxEN>q}A%U;-}l%+^o!I_gss&14^zRH^bLPJ+8|X7zrBS z^fF>>Mkwc`-v?}vR=lEP;jRuU#qOaQU?Z9?7KoFFVr6vn$5H((wL_NPM{-CYf5G!a z15gcWVRd9CNOXAaNf?V`RVUCCh`ws|$hk3@i<78IfKW?_iT9q=`Q#k?a^L5Fn#kkY z)SnHUKkNsIg=m78b6?4jPiZV3*rGdGRRFqfI9}7c6^kZa&^k_5;po`8GGNKgE$r0W z)6G+F4@+==`)D}dEA&S2h%|&@_=8lGk17>tDbKChFOV;6udrnbz)fLb>`A|)F0M_0 zeo|tX8#T*0%AzH?Q_?SHK9Q@7K9_y?Kk3Hgsc z(P+K|DYSSwT=4NdS16-2JM`l$jgl}U4Y6Zj z`=kqGD}v`2^nxxPJ2azFQq-YzbZmN6-M9q9V!hFK(MT|BD(?j!EXf>kp7RTC#_M32 z#B8xzv?87tWpwa-@zClL(;>a)FH(OzjoIAGHK=hcb@o{#&oIPqw-Rsu<~-Rx05QhL z!*(xjy3tO7pc}*goPS{Ip4sp0SFmIGQ^4no_8U}hF#ZsJHzm4=EK(Hi)hQR#5o+-X z0Jq19{k_XqbWxd-TM}|_zcQrJnb=|+&iv?vcwCDhrB2{DNrSX90Q@!dUqfktPzH4SWO*KG9VyAJv9tPzLAP-Bhgv3O^Nh{nKw>uSES|q_L=s4l08B zDq`mlAVDn?O(_g>O9}+Wseq8x^q+CGX4z3(Ey(q`1asGt!P$~!!}oc&sO?w&G_7(; z_A=$_SyH%Yt}^Hr^zN~u=Op0(&Sl1ZrR@*B_jcP8llJP(b3Zqi6b1~+(Ea#+Gc273 zjbvyTX^zp`DM5hemEG^u3RvYFDt64*8%w}MG$|!T*}K040zK&E#7B{_)W^@oP)ria z3`Aw=L^?|f+P1_^*-HTd7!~5FQZMYOKf{zw8>%jL#dZj-STv2YO4}HaMg9U9w&Tz7 z=!$2gTx^S>cuPxn%(lyv2VQ+5!Sii>IaO0>krA3Q=vIo%*TF()2dDY@T6MsX-Koy) zi8O2I0NFrnzNEDU1r5~SarFOh8BTU-5meuokbHR`vqW-r>$uNy+A>TCXaV-T^NzGV z&fND2HfDG6vAB28A^Q6A3q7w^<2T+fyer?%l_jejuj}u|JBjd*2Ybc$ zSnO(RgkK~DMmtX=8?eUf^lJROmcSt0pgxsvAODqvjK;Zvcz%~h)3T8)=vZOy0+Jbu z+uN?F)kwL*a{qB`keS>cmMC#J%9*AbWMNA1rw+}7^C|s9^Ch$b+%jUU(z)r2TcC2o7W>*6CbbLXP!@xieN407k80MjsIe3jG~xYwqk zpA+ZB0CN!*Ofv7{7h=wgDlwP5boswfho>c3Ly7X%!VX5?L8LHr8+Jo9XG-0ZE%P)5 zg&F%*lr7IM6oiUy5dHPrBtWlcY?{jUCL+uN$BgW5f=l)@pto;7b~?VlbG{PX2T=OG zNw7v@cU=gKq{gGUimc6vuva|WZ)}zC{30hh2z%9YH8bJ3X*ojRD&PQ6BHEuUgc%H* zP@9It+}6e*Q$E=}(D+|I3ZMQ6S|4jh(w6Upi{NMLz6R4^Gewhanik+|x*N%}w-{|X zTR(>&*tVqSlYIeZsQ>eIkW|ns_7zf6(&~nWhSjR94Ju-Wg0hb)79eQZ!(TNawNV?1 zNoH+K(*}u9OPluID%bcu^a6HJ=_U!*Xxl5p(qxzSv!^sVq-U~D;$L0_9*P?Wb-p^9 zL+cT2SPEgl2o@3F5RS!A%q3uRZKx z@i;>xkK7#7=BkB{7@@xp&MIZJBtn1~4F9OTGq70wTnBhuSMGAohJwEHJOj^0U*pkT z09!?*nD*kJ03M>_8J)tS%}X0TQ1&^Qv%IFswIp4L<3VhZv;9aV5e?Hoi)&J|8b{9D zrelOtgbv?Hu9R18ZNX(t+tpl*w$6rR(ESZbi=s6TKRsB&WP}T_Q={ftcykVAk?fU9 zJ#vYDK?$?lDYN^^3Qv5Rpg)l$2eed0$nLX0lkXBkU5sCAY?2bHtnS0zV&^53ogQiH z;YePaW9=wG`Dduee_H|@*N^?g^-4tLXiqUgC_A&d)YeVmWa@3bbsl6Bp$7tL&F96l z@4AM@W51a#@VfW}Dq`-r2dRC`^klHzUeBbe*KYpY%ZIK{)zou}Sd}Aqc$kP6rRV z6I%(qxM(QpZ)%)cBD&6Zu=e{f;==Hwf@2Z}*(pN`l7CeKh>JDTJiP`KG=iyAB9lBL z$g~f@;Rv>ii3ON}NCf==)CbP30OoSHt!FavducEG**2~e|FTt%hwkqnLyCwBMwt$8 zy9#PQ&R|y4)Ae4aA4GWNtc&jayI=_WRHtUe#gL}DX?{unbo*WK2}j7!C`^#!G4|=q z;vubiBToBngY`540)X&hV3L_NOn>uXVWPDJd~5O*U(kT*@mUOUedQ*zo5R(EO;uEQR3 zzMc_}R$cEtF@we$wi}8eqR{(D`g>^!(0ckGHwYAb`*R>rJ4z{V$Ng~M=%eoBiFLQH@xD(`Z4 zBUv45J+zC0u+=V6J%GL(iv|$jHor;5e)HdAke^cYD*{+b8~HCDSy#?ty-NPO(E&L? zv7#2qNL5HvS)m<~&g$EU3RCXNy0Don(jVPMnHo(u1VflG0H`8re?A1DpcWjB38$wk znRdlQFd1kOFmcP1h{9+?lz-C5sry2&)n>$~hn4>Q>1*G9FJ#MWLTj`(r%}CzK!Gfz z3Tpd>r~_CHrm^mU`2^pbL*mXsq3D!1kaWyOmT(T8c{}tBUO-P-*>OKB@)}ga05@7B zb;aMx)Bs!nMB+u38(&tu9Sgqy!qYW7MqBm9tt{ktJ;~lU53}CAoEsdb>tzfba z1WO_S;@jcQ%8>A1@d*;mh>4`1;;K&7BU*npq4l&SLO|hf>nlU?7B&F_vI2k#FXRUe z_bZNF;C#EMM}i5>_40@>4RR20$}Z^3{`GaP`E-FVV=C~$jrxrXgy9lq{2t@F4##UF zM9Zqr#iH%o#FPOPBg1QHoIAh%{51$_@7+wg4UVxs_(Xz8Ud9B1K3<-Qp2lESI`D<; z1#gci$jG1{lSa99J)rq~pS5CP5k5%^2im<~#c3#C`tf@ml|MB6Z0WtP4mb5{a(gxz ztdn|Rx!E^q3qST5O#BcA{D&g*nmtdFd(vnb#g@7;k$)1W$(Kz&^o1}07)D&k$}Js^ zOaJT!4g0%2*P`rizwQIKRcHjO-A)z7J|Ip$^-+vXj`Y^uQk0x~^{U6XCg}i1hj+zt=9rJ?%pqs6m zAMV}g^#2hCgy?=881*B$qoUH!PQZc!uNfwnau|R;DS~@=Nj1wfGl6_09U$w!@^Ljb z6c?a0_1$U}hckznhPbNf|e*g0&sN4DcKrBg6n*j_TFxbQm zDT*&84&p=h-RDyN0`;%XIS`2m^BH|Lq6K}?(4%VEBaOc9$)r#B4orhpCjUMj(z>Gu z*nYV2PHt}xCT5aL4>@9a^QMRi3 zgSN$jzV2VH0;~GtJI``2H_IwtELLQjAFr4dMnI2Nn2X2bSeh zohmIG?#P<~-glb5F1hgX%&!Z%BuoG^leX1ELW}=X4PKoWnw(Qi*Y0y7Ap$Qe{@t*a z5s`y5m`24$3bbVw&JLIH#RsjkVfHQ9@^p?V=&9KyxDZ2t_Wb3f??Tj2Y8tsQ;o|-_sCl) z7XgR4crThhHl#qASLU1*@TPF2x|(ZY4^bhxI3?~1EMZgddKU@#MBf^`+TFe7$dJI^ zF#(KaLfKY-WI+0we6UIswF#mcwoHpq2#&K<0|yLE4*m5&xiF#a@}lj!>HBuN z%W(t-h>K$x_5m(Fx#GzlrXy3o0P<#<*=cXh==KKkKeM-&WsC>i`ElfjndfUSbX5U) ztg>Y4aP>#A;bR0}eQBnSrYiKsi~^rfXv36h>ZWanrpM_*Kx<>v4lgxYIB=}_kL>#f zBb2e5oO1^e0&iY%P)^2^R#tlPqB90{6|bp|esBN(!g^>198Ysxn?e(&G2&fgnvVj8>5mj?&(0{+p^ zBLCHc36QBa1-mM#40`adi7c0R^rIWG`f~fs+SmKqnTZZ~4+l=`Z+=U$J>$5q^-Kw_ z=rJK_4J{SI9F_e!6C8~*>c6(Wd}&|0zt#wa8gwk4;?V`8nSGt2w7Xq~Yayo8*F7&= zYWuiE>KVz~nhBVaz5yX4g?ePsf@lY6*RDa2bECbLFX$s>$Zg>(m{!iK=9cEJVfc`a z*8UuWBfE%=&(A5W%J4!9Vl|xfExP$fRk!gaG+!AMfxkNgc{=`{<=c=H@>GeDLD$fg}>;D4E~G!CUk7SLQtPEeGtXm!9bc4>ek^jDObR(A+D9 z{Z<7?GlC?9h+atszAblsiq`O)yT&oUz(89}$-{6ibOPXh4BJc_c;;%A!}kHEMhY_i zM-!zuU)Vovf9iOCx<9*W>Y@Qor?m8{ZMLlt{17@EHiS6|rcI;Bo@z@Y;k}PwCy<`G zBCHthU_)L~&8Z-4VAKpp6eODNTDO-Lpj$h0(HBz2$w7zm&;*hVra>U5S>^?fxjQ#% zatN3UNMa6Kaxo=oqToX~5jL9O z0JJQ#=G_3ZOu8sG0QU?y$rJr}3~I3a>V*||BC?Q=%4r^U0`OUqI0g*r3+h=#f#x4q zu6eF6#$qw-4R6@I!FHCy4|i0&EH*ia82@f_^1JOnCl=1=E>l?MwAAx&C@w?j?S_C4 z>X$MW@BB5tQ0tF}^-sNn9TAX)I&9kE>+KAsdT#%r;RC>i)onBwePAz9wD3$ZOkC4K zL(FB`6JLOWcvDwRQ|)IxAXIP&20V1$I%^eKlD*%}#c=5TW8Prp18E}w{ft=+oOPsu zTFuKcqPRt;by9z0U0~et>OpolTmfMR5M_1PI-mat)>`ACeqb>{1<99@dg05z;HUx7 zD5BdV>+)>ghJOjVv-ox{Gh}d*oi$23h|ejK0BuBb@5EzH$=on8l)wWaFa}lw+QZ)t z(8mO2(;pokcn-0=8QuP?DXl_}X0~rvK6EaNSx%@|b-)Yqzww({>;iJ?Rws!O zghON28NWa97JlNF(YDtNVh7iB%x zILyg$mhoG#H}QKhxG9NyiBMsbj8~Uih(qISI|H?Z4WReMU)EwpQHUG7v#U=1r``cR zyClR1H_?RzR*C>uaT5JN6)yl}c@hn^n4t2YN+30M3=J=V4nw%Vrz z><-P|V5|?~v06Gws&f^oxBmgdrJft#hdrf4Uy%4;CcoGH(`4rEl)wAp@cQHnZzdRv zehDr(ZFqU`6R-e_+qQhD@w%M7lzK9Xu*PmGs8^{&(f7@u-; z;NiUQ}QWbjdx_;s-!+%)+}&$m~t7tl{ak)>*i@oLug% z3OYs&a-ghu24(#CGllz}>kyn|Zu0l=yZn^QBj`_m54=sy6C1nFbaL|2Hu8!OMZmut z&9xTF7XdDJ)KcF2k!uT*8(FnQ#)rI~{~HGqOPJXhf#Y;$)NdQI%r|oaCcHgAG6@VPxYeg?hV}M!!!`h@N_NGHt85@=mjZkV}NHYaCYES1iLXNKQ8AViyr)gseV4V>}2UjO2KgBAPp?qiE_`DsTc>BM3mx^xoU zxSI?M@WB}>E^cK^6ef+eI3H_RZ7wj8p@g=r@F5E>9W>Uo+Hi#@~bO{{9}>BtW;J z9Nvz#LC9WlBN&g2558OhH&oH}ENWEg@y3Pdy&Wss<^|&WQrr`l8x2`|BYPh`touNJ|T96h8cM7XE(w zr-tvs?eFj}(U{Lyj}bm9>$_T>D3+EKc!{uMb?A@%yI%q!CPB{`r#s&QDOWe8B2AhC zX&;?#DeR^GC3@efIDt$v;{BNJq>#$DCFn@Qr$c3XN08uSvjOp-hnUSBBjhPGe zN*o_ddt~7@2X4>D_|BtjT8z2%o$z}@Aw%G%O{SCgjsK@Cb2;GMNM>djUK#Ur&sMmH z#=CR>6}IvQhhGD|u(A!GO( zeks8#j=|AD>#59d^&O(0fHDMr>tU_mNGPLgNXI73B%7q)0fIKXDt>P&3|1O;7gYm8 z>-ex@Ra?;nNY0}p7>egAihGvLj}Pk~Y8|3)XAVL`F}|2WZC#z>;)f;4A`Y2GzCXAt93X zf8XNB00552KXjS;Gs}PuGLkV5pS&T3P6M4P9aVg+TgX0X?LC85-G&Mp?da-O7TQYz z0|0l4uAvg-UBb?qKtTznFV7eHZ1HL6lM{DHzxk}G0wLI;a9?$X7IE)kQ=%E2>VO3P za5EjM)GI?u{gNIqAk|hlc4k$H+>|=CeKon0SR;5Qx=D`ymfP}cpeiUkev)J;&e0*) z7Flri4ach<>BK~t&6oQprzpSxAycgc*6G(7n(CN6aB#+V_+Mr*aE2Vbb5^4HAK|dv zSQ+Ta+`Kc8sh9!ov##LEdS2n1zb^Ei@7`KzwP14o+X;5pR}%fv{qq;HyC1o^?J)YD zgQhA6$%`g89I`Iyi%FsTA2v8v*Tj>Ltidn(d0HT?MVd-ExyNZXfc;?EiT*30t_8j# zFe{_x5%kxvW=ysC6!v^&xt_Uvi0a2F(dcV0^>H8BP2+TQLR825%Sb5Z9%Js(U7V<3 zeIq|af92t-&!Itb)>^mJputtj@S#;S*U4MXkb98?_Oq)Q0RYkkxLb#u5=xFrn# zdnE1%g|>R{(Cx{v7}D`upn{b6rBSD4^4W`FZGMmDR14G78@``<%o6cGLmTP1yQC~hgG_e`&f^vc}WjGBIP`)_6MlT~XYcc^>KG!5!WSa-EiXlne z^x$obu;ftF=YYFwIsO0TzZjT&I-D%~Z%8VWS4Y(nj2^+{`{qa;I>yWiRECMqg;BGg z;>Z|Obl!T@IFde;vEy~afBemCXEmHf#2V2pedxSW`+Ggze9XM3hp*A^FAC#vq7+3! zAnBvnZuq3)t$u(9%ZR}c{FX5b2(^$OpuYSh;}+U0MW$R+{84b?-PIgR$>WJpt z8PC!4-&pP2!%)@P?uDg6q-)7>y7;U#QLpll^wi{HrU4M<+3VtaYL5fh4nd$DXCi%l zauYkeU$min1%b5yvFJIAMATsJo3QMFTTSA;;J+ro5y5IM9rLbO&6#UAdqd%Vue+a4 zF^&-y&kk?0Q5s!xZag*vMEwr`w3}6$(4`dNVKg=v4B9|cQyl<>hz8#JFq@y|Hux+& zcfi5*@+YQ6%MK}XVgKc_w%18!SNsAq(7RY>-@W9+!d)@rGjo*1XIX+oiFzFVo9~jf z+U-{#@9FY?&bYnsGSN$?R6wsTkBE=EfZyoz;C?yv*Ut1|Zedjd&|@=iKUgXy26R^A zCMiLqd)f5Zx0j{Uep7P=@S7) z`|vG!c4S-REH@`>mC9#=(~aUn>T6=Z+(T^tzlEu5KKB`3e%W8hO#IdU({K;~IfpP! z0PNG<8YM1UjI%hs_Fq+e%uVs#Y*<&S;HxAI#kVPPHXbR9!+n>$!9Ey;A5!b^!C`&# zHK~94lNjS&RCE;2W+*-a#KUNN=fh}S?ut_Hp8?k)3WxUgqdYLaodfihcfJZEMVa^z zi&>XqwXX~zZh4^P7r9`(YKnIV_>@rsV0i{3!$2Wu_@$rCT%Q}7y= zQtlaaQApvxoBTh!$Bo}=u_Va2-x$UH47chHD}JMD0;!BV`uygQahA-DHL6B64>}VO z!gqLQiIz=)1A54;TFf@ccle;6N`a0C^Ad1h&$AzEBlW5>5D&}x*d{fLcJCFZ%LmR{ z8EbPcoIjzU>=`_GVm7Zs&J4Pc2j3FA<{n0Mxc?=Td^-Dfa=-9D1;te1U+=SQ8CpVF zM$By`#+o&s>D=t3fvX?DYYUbl_Xm)LBzfEao{FUJp&sjp6N16(alwdqwPSPh zb8hDqR9&4vV$tryH_Dvovq&G3V1F!)f~19%E9=+NoRGiAHlM{op)44Op;m6Zqm zOATN(r4JC;&JOZF_#&q#j~N3M`F_XjLH58=h~}4B(IVXUv(1X%h*hD9<=?-TF<2{p zdcJD4Uhf5u>^{<|=dIa!18q3F1JT5Ivo6UIwQozU&cC$!R?Zd|931>{^0VJuA#Iee z8r5IeSTtiuDFU2T>JhpZtLj?Hbbrj8DO-XrOz*t`h!)OTJvsQ1#8>!J!n9F+x*u7_ zvY0%fDS2$H5k8Y4kiaD zfW7NEGlSrXNxE`ic&VMUQr2X}0&tW3_s60FKb9sGJ-kt^*$lK6(;@5V=gH2eHeHWutljvL{J7pFSp*rOoJ?BsS63dwO`h)}ZEa8K+jD z{ZS5G$gR|D<2_rN669-e8xs=1{{1Kse+14tHu9T}ZyXYK$5FGzsCwuQ0tIe7Bd5?N zxGrfNhVg0doIGT8ea^Xw%<0~hyngL}avjKxNB@BLye_r&pL#a%Xf{ykf2TtUJ?9Rf ziYcvL-|yDye4UMIFT0yqDX!(DJl&)!N}%XMcNvV!)r?*cLo%Nad)i@v3&xykGrzpJ zySQLKS5Td?Mi)Sf05hccJ$kHVu|gJH>}g@7xR|V3{K!T&rfu``>U@`h)m~gB#knwo znT^lNb#py$APbr*#y^wO$e!LGbd=uw(V<2fhdGEeU}$wfX_J!KLbVK>=fcCoqGEm= z_>Dw$JvpQ%`&%sw{!)GpNXr^%h9d!#c{!upPaZA%rZ_lHONU2Qhk}mJY@oGUfTT2$ zQZRpJn8{&=b*Mj$_7x`S$f8~!5F_kVg6TG*@}7#ziJQ!iTs{sKsw@!Jl5VXlK<%a_cd}hq)hbnd!_EJpRt23tDdy} z+kt8E5bH9TPD9|b9i@#lrM)E(ef1d?-JAMSFLTl;ASDPy1=XPiAMLIi!+Zx;>*H=M z$7+*7p+d~QwdG7Q<0$6cAGQb)KqTE;0wFH%lvrA75%g_)apbnJH}qhxyFBHC_J+`u zfG!waR-b!FU~XdDZ69 zc)TI@Lj89vTbb0Q0)S&!Y_8A+J5Y-HTZ3)0Y)v5P$VN$DzHU9JyW&j<8QOY^lUcu? zD*(c71{8ofJR|YMC>a>ESdaa4nPL0nHTFdez}WAhUZCs1dE-($)TP&+9Qiq{J!G{);9+L_({FSB7cBZ9QHm z(R}_A^%rOe(tKOrzDJ-J%!^PXFCyf2q+>v$HMPUE#vaO@~ zicB|{1oP(iJB-zY@1)zPOVhtDLO}!as5`RDE>fA;;LjUWKu#zjrg&5OiB90XT}$C; z*gP8{A~rZ1eu#6w>Gf(Lq*pw{4|GYx{2R3az%YlP)$5YeS1#Q*mJiXlN;C_v%zecg3d{glAck7V z^>*eNI~f=9=)~f$To+3T1(bF>8_IZe8c$_hX+f&`_lXi!c*0c|L)TKyD677c?e&w{ z++uSw%1?;n9r}|A0w#=~^bA76#RZ2(_)pr4t1{#??W6@s0GFJ01s!CtKs}+buP>tE z=IvcD)7Cdzc;N8jk*?Qj-z75)-!V7*qVD&ZP$LdaFcZG71v@-a9tu1#^?G36jBV(M z@&g}n7psvaL$s)gXwsh-H!y0c2y-pW8Geq~Q}o2Fs#YUwbs*!} zsDUdKI-OEEk#Htu@;@qIX^9CTt80B4#4cpjX!MNbYB`YBnB~!_N#5e4#+3a>k_zO4 zTvcWfeT*b8!n83;AZL}`30jS(o)d`)IbbV-LUT5@pmm{CNdSOT_YCQmYPPF~GRm9H z0FW#Cz0uz>76tJ5k>bZpog^77S1oQHiJ6>F$oiD!EOp6j!&P00Z_4FR?~fhW&B{Yw z$uBrf*oP<&-Xa%Z?v?8@1Mm_oDuLx6WRfdpbfKm#JIW3{d)oUCE}95#14j6G!W~b& z?SByEU-CA5^WJYI>;J9H=M|RDD`yeNe-}13{iFyC*t4uXCVOL{(4iql&9`y%8UjLW z22>?0N!*$a4;TR;kZF@K>ikSc(jj2;DQtU@q*x-L2+W9(pi_$?Tg$I|BYLmq=Nx}6 zXzIr+$;xV2?8cEf(v-n)H;|KdQkcc+zv?%zAGL`uo;r&$!DGC;kBkARO_lvsv+~Oe z*h+yQaQhztNmA9BeE#X#ET7M!c=UyJ7@P`_|H-_K_3{|tb$KQfTg^7IyqF`aI-ye- zItU7SHYo6)a8dJ6`bSs7!-DQZ5;<*vB%~ZJSFJ0dhg=U}N8?mY$@rsz4a4c#8ym`C zi~a9s<$tlh0+{-=f=?UQrU~^o<#2{$tr{I-5(HlhKFF6<*ZD&mdM|N5@!kDeQSam9ufMk}7max~n>sbcm$M`>!?dzeV_o?>NLa@aywI z{)g=Ywk7O85=4u`7&f9sz^TBB$8Dc0PLdaxyRkN~g&pMBWYXh&g&9=Y`kpgcbRa!dzCsIP zo{xh^8Sm%heQ1s}Sy_Mf@CofR-JlyAfdp`%Am;x9t3Z2+HhO$S-qB1A{nwLSo%z>3 zlQOsc@!YW%xr?r<%zXss-s&H-mN%@o z@|(YmTftbcev>{9SuX|DW9sC8bw^ebDJX*t%N~gDr5A*+K1*pQ2_v@Tra6PX$|A24nw`F=Nl;TFB~7F8rbA|t(ZbtmBm^XB3+Q!1 zMTu^YV2~0CLX?p199##heWyz9QQ~DT!v$`fZ%Nd5wlQ--`B&Za`Gc30&n7|a>fY(- zZMYlZOj<yR0Q0OutKg61O0-dP~+?Fe))=`yzo=QFKl8BjrMij zi62Xk%>1B7!i&k}C(&>>yd$5Sd9#7f2JX12yG6png5pGC29`jgTm3rjMksAGK2BaJ z5rQiK6(rqPR}iJQ61XZJcvLq_z(fofsZg&&0=Fs$r@267ZJZ*54JoE5KQikB1HX(r zI5j)h9?yd68uox-b6HwtW8@?QnyhkVkv&p#8$|r@7#9TL;OGKb5N8YX>Fl1Lh>RA2T&T(6^I!)g}NuGTRWP-tO-nK(2cweY@e6@ld1jT8~P9k?&W&kYYb~ zdm4`4hhWcy!=yKW(*_jxHP_}R)C( z#+5DJX|K+9J^xE!;gFTfbKHw|7I-OPBkpaV5iZ{<3mkH;#z6iLYQM}6?S-ED&IqFl4Fj<3=-Jxt)timDTzZ#zwz*8tnUJ3{RNs-Zp~%S7(?y{ z^h4___puoIGOr53PD;2*Y0Y|FjYRAf!}#Px0dG1c@S_=Q@k?eb)O*%q*vqXFQ`6Bx zGbr4b-#IgUKFArytf3P6z3>sqPx)E}T2c4Vp(5{xP8#RTU9G*Gr+#U)MRF%U&;I=L zsNDDbb!z-pX@_nGTocGaUM4C5HUs!z6Af@(@V&*>a<>|YGjtsSv%*zR@Y;!W6wzSJ zmF<#(feE1>KZ{{ANQu8?i5e%-lqDyNLar44?dkseSe-T~JJNW#27H?Gv)MDg&UQ-U z638Lg-k-g|LZf2gXj%BmmI;f3=4n8o@uDo19AI2%+w_?3?3+CyFwAj3=B)@TgmzH) z>a2L`Z=z9^I7Qc5UJnzBaIpbS7Lxy+VUTA|)?R{rHvg9aqoZ@_LfX;ztc<0fyiF#61=J(GUmqdZOy!z=auFQ&w;D+)O@E(sgT zm>4Xa%2 zVH$DSfwE0c9`>pYRz>d>nHT9FDQm06z*JG`{Y^i#wA+b!ixm<;)m1e z%Ahw46Z0lE49Rsas7gqR@WEz;e-DF|Au3)vY8-uF6 zu9<}6X6L@LRo#L01bfyaR=^(s`tXPtDI0XC-M09AJzN*HdGZdp6HoSileS$I68pfD zYVoRr`JygKP99{EM@z;eeS;;U(eAzr?p7VaSo27*Dpo4>&w4WCG|=`u3dMz;BW|NgdUNVMJ!18ARcBj zAJ|QNcgp#Nxo%bL1&_u^nEZ9q&~dCPS8&$dr3wQ)3l;tD`Nui*lyIH(BxKI(3vbO# zkn%3G|3-=MWpgaCU8~Ar*^7u8PS8yt)FV6KzgHInN#pp2+n(n|pum@%O_Ko1z}$p1 z-B&!$7}WEhUjFB8eqG(%K}5JOoQORU_I5$lZG5ukl^efMarH`+o!j_(!9|(%r6Ty! zqN-*1Oo^zb*5VJ?N&@}bct-;t018Y)kbvWFp%!Zms-m8CTRE^9bZX@V5fnG1pe}AP zB2}pB6ce0F2s?&@>u~Z=LbNTw_#^rY9M$e#=B9V3J5+h+H37f2DDN#t!q5|{k=t%2 zhyERko<#8}ydY*djm(t61Dsh=DCPHplit z^>3WN*71w(1it&rNvvSLcsbV!Wd*qlg0Jp2_XkU%b82TJWZP1lh9qB%TwSryzP0rh z7Z=OtBg2mF>_tCcf26-5%%Ts9^hIxFerDJOGL@=O$q8CS zaVW$g|3mBtwIic3-Fp^R@Zrq@z8&@9wA>!BEzq`PMa|(fQd0;zuY+)lTW{-jg)X8$ zF1(E{5c`&I;W!3=XZ{KKApS^cW4i~wu8@J^5bj}UcBdfnPwTJ7ieGbA-*o}yy^?rFWvhi z;U*M;+kajA;rA^K7gE3~m1*Dn?fC!(;E)%KoBjP=$|YxYbBM(TMr%vjki;Hf5Gsdy zXk4+%^>lQE!tk9=`{NQHNHdfV3B=#E=;Be!)|2TJd>Htl{i;?0f7c4dv)u#Pc@Cuu zOV~xy^2&+MJr5^|bkCp0`Yqin+C~reHys7rT_2EliGmV7SyIo_hKjMh+_j2XT6G`b zqHOd)tz?;XR++^(C!WT=Pr&+yGxHw_e9af|xLFSTrB+s;u;r?S1meoq@rF^vKij!y?}1kL0G+r8+uw z)Vw$$7UIwEEONoJPZbXgQi+hG7yQrLuuwZYv6dD{FUJ$L$Ho4F`L;Tg0y>+dgt2Q$ zfh-)F#i`?CPkF^Xd?jF3C23F9QaeBYDABr;4*&+08J75&+1IS5UHyhGKjhivmqc2^ zD1nqqESNIhBWg7uSHuQJp@D9Q-%FWv%nurTW(=o`@Sp(CE~CnBO+4w(FiJ&{e+e$qtJZ4bg|2Tl-R=p3^B;JG*}|TxACa$}6WGCzt}j`YEsCcURCpg*%$JFZ zjYLV73GQgG{!@#_!eKF^3#+~A2P!?(ksy)%79?hLoFPf&2W6OR9u73|4Y9#_=(7A5Lt`X-A@XQrPw&L9*#`Q0i~b3ZjWLQ%)QzB%v5$%w7C(YbqG7W)X%=}nZn_{kf@2{1J8eQyo%)$j%p{kuM zKK#iDM+J>>`Ug2#5Ut;i{-`kGcuAVSj8@d`=!(6Bi7o}6<&n^ot7jpK#$wMNkPQG9 z1u5LZI*$1Z!2$9aJ1~1z$|4lT#b^D4Y&!#Fj zxHBw@?}P$Ou7I61DClB3dG+4170X^{c4CI|;WbtkZVWxEJ-$4!FNsr#;>~sS_A&0l zpL=%mQ)zltfi~BM>>${qY5r`Es)C$wF!KvAXbZHvywGX#D{o_EONKy?D#Kp;?;c%S zA_+Boim|XjC!IDq>-(moc>gqicV<7I($-0SKah7dcJjfe!nn!y+nW^CPmw5c7_mQz z4AAK5F8t_5Y43iDAYxR=q2`qo;m9RJs_lq&j(iY1ya^` zl_D>=YA!o@FJFKV`Z>rl`fJQ~h5+|#= zHC9yJG(1S@mvVxXQE$1($@8Kg=ABPj`wW51H~*SjH}i}%4~=>Uc#Om;M-RDT5{E() z*HIduIDu6%)9ztP(hL-XubW*~gA1xYFmA$w2F^cBOFrxP8w zL`SOb{;%P(Lk5R+=~1rUd1yfLfgR`=J`wLbb)idP$6YOAN{rmRtHWwQ0g8IgDIgLm z;2#KYE$4weYi?z(x@&=NW&5&>pU!M7zwDmbcowuQFqS9FcJw0H&~b^tn;ms{au+!+?IzG~f2B;)nU zL-Wxvm?+V^e}WxiBp}fEt$Vzj*O84GsxyW;Q^M;IW^&$Gzz}7oCzEds`%3bKTh1Q) zw;|1Eh%|nGIESphqC1p22M8j<+qD|#P&V~#G`Imv^D7!RU2K&6=g)UF@*Qyi%B#g+D8_zWQ< z3qqPjuep`H-GGW_y7=_DLJi@ZI^sQz1Y8EAyx5hY<*1~-5ZdRnE8#!LL!Pq>o0z(5 zDJr1OZ4SiOb9y=-b;R&f@}XE$M*g_tJpUk`=rZwJ$O{Tql(lbve@qK|m-A}z0F5GI zzd6Bl8@3F05;p$jS~=zR#mu?w8YieUa4GOF7zAejp9i`bJmZ7~KTq>ysK`~Fw(47k zIO1yv`H8^TGW$=9Z9*FAo2#)_-*rEPr^ez}-Sp>6Z6YT=7lAC$uYcw=3}g+Nb+D7{ z{uWcBcIDvh?zL35tYab~yZaS=tqRLNkvrmf)!^_dn#9U8rmut`G4}>ap=p&qCOYd{ z`P1a72RgQJ>hjCyssH~L6{Kln`uo>DCxk6|IyO?Mbs2b*eT(?*$E0TUgPUqyM>*3Q zX%5Z=XCv2_D|{fNS(h5p7%R?+JkvrVMe?NQmFlKjPqgV8|1L{4`WH5q5rA9DG##M? zso^3_9TS3XMCux=Tk7uQTm*+4#Yp2vkEcxMT((EoR}0e;2l$~xr$^~5{n-!>r`tjj zcCc@=(nvmt=99w!zR6|*((ACV2SN!P6T(PxFl;~X{qbV+NcwldD16#_bNi})!kzNQ z_!2SLB$e!(hO)Lh9j3Vcn;irk2sMDWTl=oCNEcrraN)nyekD5c>H9l4s7O zAoA_+)YvfnjIqZ5HpczGjVa^Za?ed-9JS|wvK>m?XEuB0y zl%^fkkd}GHJE4tKZ)F8e>z|Q(o)ec@`*%TjUb2-^c%~^*?~F>XqtwfoOr!dX)nMQ) zL!?~@dnPdOKDx_ml(<9fChqZeJq^5k+jZQHbIF;;Zd<=X5RO)y`|1F7carpf?EmQ*|)MvlpY#-iWyd*0L*R}JV$o>6I4b>;$Z{b zc2HyhtxgPXY$roehlA_Vsh8Ue%F*@2#t<01!UsC0!>w<8+?bLWs$2OOB@`;G#k+Nt z&RL!EJ9;Y&NzaRxRJqlgV=$Y3F^ZWD@d`k0Q)z}=LM$kO?x(y?bl?|Fl8m-useO4; zP7C-@9T?uxAfmr#!&7VDA1!JJvvHx=W6~fJ1=e9oSHF9GwqvGnwv#mm`oMV8hF9c6 z(>)u8w=YqY!GGxKZ6uJekfmjji;DKVGbZXx`5pr0A%_#|RFJy$t)lD_yT^wMp~Nzm z?QQ>*gbO+AI%rhalym>@R-_kLW)4zO{QWs*1%cvQDY^nVfb@5Z@z?~JhR8i`|LsSd z-A``ND->?IA@UhDt<@Kre(3ejX3fAc)p7iKx`(ENy<$}}yzZdNDWm1{841JYl42`N z?G2>sv}}cRWFL0;CgeMBHE=*-Lnvo)YVsC%dHcI_1j5q@EM0Q%yE{c<(jwlabYaYO zezwoOi6}32H2C(%*E(o=&HLLHSiWT5{_PK~05hYq<6XB`#|rRvoe45{-C#C0`4>0V zJS+OnC2iG2kTlaL%;<{bDJB)lxMLV6F(;;2|59{xJ&qtR895t6VvK*^ z0f}8)0Nv9jkLYJI8?h=(PyIs`AxcXTLh2hv;-Ub#4lQBLYR;tlXx&%Ws?-UhiT0KO zT{{avnOz@DTd}Ffh7l8B$7g9@B8a~g*`I0t20O$s?HV%$bWg(W0+zE}9i`Xea7803 z{Z||AM0Mgc2uwC8wOPP&uhGkWsvQ`eCwSN~cY1379o*pAhg#y<^NJ4TO9@GCU8XT0 z`xo0<1CkwLW#~ z&Dnos+Q-cw?~FFN3s2B###1#9YA z$wG;-8a-uFbfJ5vB?yUAFcS7}-ny zdY+kfQ8>XOGaq?Cic7Tl`g12-5yKB%I9K}(Dy-TZSB&OG5zC^H zNV4kv`~v4_?z*Wj_=56G%#nA$h}OYC^lGEm4;`QYc{W`FBKzBkZba%cdiBpaq4{1b zFj5oS$d$+KHo87XKG9>@kcWS85Cf$uj$A|~j4ndTYy?VIAjL&iHrd+NluB44X7BQY z6ngv9bp|4v9}kf8?LLnq0k2hEPaX$XGfSQ`ythX&KV8Mbfc+p2!GAP6U%FoTbhUa{ z9|CKV@+AZ;@^nxJ!5UfV&;cC?a=k*lcac@K#N`xt(rpd9h~oM1af?0fZVi}Hv@2d3 z=8*Q}eKx}8q=(`KC6===CS%Mt*YY_3tU`A&S=```1ZCz<;tHc40IyyD3z5rufx*q6$#>N*hwCYqOY zeMzeTEG^rVj4@{#l8Y+_q1w@js7Bm%J|<+G6s_DVE&k|1%PFA*ZJD_)RAFeq+vZT~ zd}GlOp@?@$q-KBQuw6QWFF(C?^uqpbg$p1s@UajlOMFOx^Q1`N(x+L=94nM4&@J{o zEqOK`5N1BsiSxvM!%LyRjKcFYDD^#f%BYuD2oC8wf1b$83!c{_giVD=pXcdeiR(+U zaVMVa{gzy}evLLGuY(GVJs6rnrxzi;%C>>!x19~$Z5Y{i`XRfEuWSU}Yd$TcZefbG zl%j2i?}?Z&if*1P(!0mzGI=LEJbtap;&StbF-c;g3l|p~@DQ7#-V@Z$DntjWdaO;!+Q=08r^A$!8Q*=O8GP(l{DyusNFU515^H z^D?jLY+C*?LVI+B@vPjdd<5LO-XD^pMl8SBCqJaSvHr1VieP!4+7}!b`)j>Lqwpt+ zykG^2edq39Rnx`0a=Vj(1j<1xl{ZwBmngYntTR6)bdkrBEwCFI6Zz&S@}Vz$mk}8h z4NTtcSFTRfZp-L7l8Ge1BnFkuxEHuBP53;5>j_^-OH>8dVKT8e3ns9yd9GFr@vB3U z93G9j1K5Z#u*RuKo>1vaJ5KDAG4Ty+@yBGq@PHWQ|Iszi)sfySWSzS}2Wkcs5G{iL z#0#E@>?!a29`(>5Mji?^#FA;1)3FiKzH&BmCz(;9kX+~av*7cXrIOZZ;z&NM9nwu^YxwO?hsJQBzr?YR@PB4c&*sX%ferwM>Z~ z6YK(y>=WQaJt>zQyEDC!bt+Jq88@;t7#RmWn=*kzzq0^pry(^aUUh6L) z`Ayqin_h3Y>Nn4V+&`Md^Qfw|^t*-AhPIpeJ)s|Q+VeuQmRSqmWRo;Zd#R5cGrm9V zNgncL1QEO6enO9~**AO!6|b?l_90CCX+Wzm0?`+PyI7BO@WdmxHq#$&eG2fO6R$U5 zN=lc6b6_;4s49HwhiKS-NL0V7tm0+`BCHf(c`M(tZ-1XH6RX3bv@4I}wd7#iw<-U> zmwZq_;W=?hk* zuQ`snkvmLaqMsf|oQf6GsyV;Nv)jF#^FX|`CH_|#(J)0<8B5#!5r0w*{X7B$h&BlM zZ80vvFE*~w?=xKJ^>l{}F+EII_@79W4q?k*NAF#7I)LYz+$@`}mbYIFD*s?uuIW~< z2ZM#mkl^Y-Rg&1KYZJ8vMX~F1S)Je=O8<++vEpj)mc`C{^d}F$d=YeA%jPb_XuG^e z>F#OFWp^h`dVg>_Q~ca)06o8AalWx2*O)<8ezy8eT{VQ&AnUQ)#05C+C4p0pv}3H5 z*NVf>cK&&5M+i|einBKP5U?W7)~miP$+1-^SKx8_O{QpR!hl}vTah;{4jS%%8k#PGhdOE$6W;@fj?yDi)Kr? zpW5I;FT!x7je19mu@{R;|k>f$2m;V^~;#xWz>k`vg-$(q(E^ky?!NXo#q4mWGz-#P5{mFdt;pxx1H^w zQCaa?+8kxDRP9CII!evJ!n-Pyw-yR8G9Hf#i%p-%y4bS$YKf8CZvvd?G{^%) zqCXp@v7co8Ty9#ucXWU~9NAz!m_#K9*~6Z@L=G7h$$oB-qV`GVC=bNS%}3zv>TgL zG^WG`sKS;P7yAZfE(HQtk?Fgrmygi`L5&a3|B}%=Ly&~L;$ji+WsvyL=7X`-bV&cHrRw*jxWrU)b=B0*Uns>U>(;KrL0Lr`JL7&A7sv7k@4dX_ zbM*0dYagtk;}e=DZ!ja#w7Rwq6fLFW$F833oYe}cy{cC zM>wE5SbT4tXeh0Gu%=94-gX4=cLxi%{ zjlDJarcX!%K%=6uRSlIw&C+NCYm$;2K-ukuio%OG@l_T#H2qCcI{mJ~v}e=U1Z3?G zp``B%+(W5)!+8;mT7l>Z9;08)9p{GNYfZJ!kpUyV2dc#ct=_;?LNA0c=S7?2Xjt5r+&- zw@aG$?8IZFb@PmwU4sC_PgRsmVpxL?_;gfZWHU?=&jhX;v$;7fBbZ^3Ms*`kJC_vY zw&u*>)sJqGeu6LJjZTG4#vr*k9~A~ynkJoDDxBd7jckq3*Ik0}az|x+Z>5OmdCW!p zQNP_!c@`vQ<*c%mTnqkoH3%;@?bAI)60cXzW++)<3}7N`^GVD86jpkW{xS3T`0yu~ zHJ~)`Xie*$WtWl|DZeCR!gWOGA9fOPw$s^tbflwK8@SfhH1=Shc7ztZ%dllpKE}wz zsJA)ueS?gM^}|X4nv_{xn97J3NO8lNTG1GF@ES&DTyI|aXKPOz5YnhV<3jTaMcozq zE+FL7M-Om)_Yxq{hKZKr*ylh^RE86@Je8%iMSh~%KcI}2Yd1CfI#VM4zWdPgsj$b3AlIxciy7?cl~r2WuWYu_{=$Ox130^Zs}sd} zuJiw-m;|`N1~KxoHsAKm8&Hfiy-VOZ?8tv6xg~nCz~=iVUS&#P7zfNbx!-sz#=f(k zHViSXQ)U!9w;L4 zTHqp$3;0G>Z8*(ljPK7~o*nzs>M!uhWJvR0p2?2Vb-N$zk6pMuFx};VuZ=~6C9NwI zzlg*#rS@rM2i93x!dL0eiWyS$kBg@HF=y75cI(Y$XC zhj`!bNuU^|kqZvb{Ir4@J7APf*nWDO z1CAW~9k~p}p7I7r>=(LwA39dhYsdF9gZHYG%cMpLCJv9cSumRZ++p$7pn(`*U=rI^(JdQeOOBeBTO#!U zw ze9L9m#MvWof$TT6llz1NIC_=*2Yjb~;Qm*a8b1VLJ}M3{Djqvl#So7MuS@K8 zU;Ka>DW_EHw!!a|cdIGx7OV+cvN*;2(5qqDJ>*P$?AqNkRf9G)bLWI;y~XR{?_0SG z2*Gcy+HiTO{Nc6PNli`dyZ5a`>G5jOV?1}_W1Rfxma6EgNunh$o zL{&1_|D2xql|hukon>gS73mLEM;G4W)E)QGoG5jVe~#)!vA4MID;#>}&fP-shgkUW zYu7pF8q;S>FKl|A7bZ1DEW%Y3HcfRNeR=3>e|~;^0rOTe^-uMH(PObeT@Wnwrf%r> zcZOB-bEwpB{#x$5f=FlzQoLx`49*b!;sGNQHd31#D^jaCECo6)dP;sBfOE?@u7fk` zMQVw7j+@z)TiZbM`w-fj{e0GysH3O7L4??b-N~cff*)zkrlFGoMHkN*Vssf7=vwAi zlC>7l8gM1{@41c5$Ie84tciDTS&MsFZ5ABzyNGw)v)!J8)zGk-1h_okoA+4eV$=L= z<1!5yowdv)>G{3ZGDo8IjQb_7Xs0V7V~m}-B__aYGi&F7#ZKgoXMcdQxUTZ*!-><{ zh%b=*w*ueJ`V1Rk*y-;Bb(&`0qmCPp=7Q>|o|vv&m|joGKIq&JCEa6~J>AaIw>)Xx z_i3$yLOP0@70@rXyH4C76a-{4a|zFJcevy--F~r0Rj*;P9)glr$d-h+5J@Khe8H@j zdRwMtDvaXD2Ful#9xH$u(qxvR>@tSQ_u<$JGD64QaM2Xa8a=8avowj{f>`q)hm+IK zN1OOGkkj>Fn!UPR^CQt1=s?U1{hZU=_D5RE$Ae}KuH!sQMTCK<($?ffg8GlF%Kl>i z03lWtRIN^6T}TmwLo6bHg^GsJ_C=5bB3)gSmmJaK0z$um3a zwUW&vFcKT2h}O|ekpY7iUV&q z_X;>i#^HkaN59b)E+l6V_QVa^vAW4#&XuXH%S@$zMg9*78=;s$nG|tcWPK^Cz|r2W zq-2Z94)xfm{zL$;Gl5;MVZ6&xz372RhoC4AH>3@HeKyfz_q6qRxbo0;-I9Oz|3df2 zHQD>zLQLOwI|8&s3j4M7@*-=u2{VN^e zgnG<31c}MTSyUA#kmy)aI%Rx)l#DbmXa<`G`z&Poo~)+=jtjN}JRIC;f`yju;DF(+ zZ3mq$-mWeLY;4$$_9h#-st6mw-Q~iTH7UicG4h<=&v1qYAwG{8(qClRi@`+~aE~%U z+oDVm#H4ziZz|>3@Vl2Ri)OzpP-6ixy3_vhC@rFUtUzrKoIdB;LF*Rn!?05%;C#YP z?Q*jx%z3h_u;8MnI{>CNrF<;EavbHs*9=<9v7;{EAUGfA>z>H(l`i!HB?2g9@0OJz zt0VEdS*>VO&tiyM`4#WerLZL!nqSNwqqSp{`RW)VqWw5gS>4W|3I;+2 z5slhaBI^stf?a^~`gD|5ewzwws-Zcbsv(A<3R_V$*8KI?jVpEE3c zjI(t6nDnz`DW=cVMRPL|P`7j8ZuN>jFPV@AI$U zSrw&U7>T)y0zpoS_m~N8CiddKEI!cB;rgN6Xu`zInAO=eJ&xanSHhaiWS{O*Z0uuF zaGqAn>H7x(si2b3kduq=Tz6hOYfw;ns*-Kd(LzB?k*!p1Qs>Gv^rUgu1mi}nSAFm5 z{R0DdS+K!s8eTvs6_|K7rqM{cU>}~#M*X`$ce=eu+9gL zZJB7DpeC%sTk4jT`W&Q2wM#RfYsEIYo3W0CRQ^r{t=s9llb)`VHUc_#0{#mPx^Kr< zmH;h?l543kvq}IeU=zvnB}it*-r2VyqyZb>wu55eu=ABbMvmB5Go?0w;%1cilMUkZ zh}4aaQ3CGOHmrmDFt5+>M(8jx`2eLF=lDgi*=UO62WFUNR#B;Pf6hIJy_jx|n1sBs zqDg%OS2J)RsyBS#%WsOJtY;e+@LDY3bD}m`CaO|Ae<8< zRIC#iE&2k(HKWLkX<$V$tuwfzS@cKPkes z^w-rGiNl8cb#DXvAUw7V!m~7_|Lol32a%Hlf9jKVGnfr7RC8r$3Fnx?wy}-l_V_E@ zK0$>v05|7RUMYsNS!}9A?JAngV%5MD>>3W1W3lM!7_rLV?vfWJ9?%R$p0$F5*dOOD zf3tVH6_q?rjwpPBa$Zx&aLF~lm{%AmPH$GryPCQj`N$X{tbrec=#A;n$EbL|OQq+K z?ulg5ja*K5h~S)RB-l>q;QVSi*No-}IZa3!_LcdL1dAZx{!RAJtbV5Y1bu#E%h7J< z?_Mu=RNKW40F%|ELjnRA2ROkm7dvn_|5LClP_uRWGoR_k&Viv9HzSd!=5 z(s|V|hXNgXO)m=4uB_eFQIt~@_@lT*Es>ovCAwP`<_Da{`<#YpE>TFp1}{3wF271B z9N%L|(A2z;yxMw-5|Xak7a~7tvU!rl*OAF`2_d)1QYR`Hce(C=%3?X7c7B%9(Fz{@ zX#gypU)lyR9?F)Q-o&*%!$hR{sj5pWkR4`)w0O5A*yRUZBF1Tz7t8A76-H;)b`s^J zbDhcjWEBZ}WK0+$X~$OKJ50khGEJJSB{h8!Cnh9yX z8e<}~`2+CUK9bDlho{46>0mr|KRznECR19OPOj0#-CRIURDiwA;R!RPH z-f+J~BW%py7RmbtFT7+GzxtA!Wvy`tl4tMV{_Bw^ejF+bbF=Okb!Yj7=CtAdC#|PI zA7p5OU*<1?2hI8(}qeU4vu4%p;Qzm|8>Q zuU%^w9pGtWRNWt0ZNBCrK>WhZCTjb$Vq6R&AxJGJX-<_GD;cRKl5GZ?DFnyhDu}ah zFng-jFNrpu1d^a;xZH6X}YI<$!{~2SL-pe;NIwEYf<+2u0?n31N^%Ar`p0`! zN!thG$W+JQ_64N8!IymY&&2Tc-|Q|A)zJ7#>x zHU1n2!MAxaKU{|}5h4PL0S?sxV=C6r&+mB4i1ddTBO>eQfI^Ee>r>Oam~Fx6(|Uw7 zSNvs7MVVL{Ofg>GQzBCg<+c)BEld;9Okc{IT-C@F5w@goj*P7N606pJQ=LJA!0v&+ zf8xd~4|LMgcnUqnyvy;d1dGb)a=O^v(dyqi9AmbbQ=XhVDTZra$n~i%(|G-{U}ONK z^MY3kl+)_;`!M?-&N15XD(xlE>p#_;@r!O62v)sA0n4W6da0noiGq8au)%hTIcXm7Rl?u8Nm#vBWqnh7jU)0G=N3P5L>i?nI334m&o}Y;P zxTaeCUc=Iov3jN3q1Xo#ccDDQ|G-L=Q9Z92=xwUXn%YdNg&hBn62} z*lW(Rj&bW1iYVyGM72N6p(4_s+gFjpu*$_WkLctgN`P$(SIp+L-{PYW9TqkXWhP)JvVIXuT*Vno01rg;|l@D7}~Xn zVZ~zVR2wSe4r&UecZMe1F*<#iksZGn|K^os5Oxh@$h5o5ptnCWdDnJ5{x>7xq2iN3 zfrWOSN3^07JEYZ$hg`{g^bFA;96@&oF^pSS(t-do34;KERJD=h{y2ulUzn1JxHC=` za<&~sN$HQ_y7=pVOZz(9gL%}*0RMN2Z@z>a zSv;}<&LBJ{J(D4v48+LE*)f)I=XkamNxzFLD@(lG;!58VF%!#ij@d@F0-1PQZWJoL zgU^Ou40emySdfL`uP$7};!w{QTz=%jIb|3HN}s-&%6SiueS1Y*huo20FgAw%JU1{o z{aBMz4G&$oOX2tE;)Ekk69F68V-kn>6FYHWiJX#D4SbFSmVQ7~A+oAaj{aO}Z_{iU z58>s)a{GYomrC^?Oq?a>`iLH9H~--WUgl5vbPEslsDJo9z+E#V!dM)C#UB@2(pFD& zKhn)JZT?^ij+z>u^v=Zq@w0r0_n7eeqMSu!kZfUG#jkSuL?6MC13o!G;jQj_@!8=A zeMfioE&H(V64AYj zlkFBps+impsP=y<;s}s*$QeCfdyk?;&F$#Cu&6#ONY_}_O!YvGJuKaM7eLm?e%ArI zozNuyaA5%-#IC+#QzK;*9SKNl%Q(ad&l%YeM^<%$mUR~u6Z+0D^+43LJ2Hy1C&(-I zLhZ@#w36v4MEH^Zq|D8UVf{JQ43+5R_)VOIr3_aj@PJiWXhZc}CU)Uq1`KF3J6LZW} z@x1^pjl>R2v+(Z-4--f%EsUqsXT-KzCM7As5^15{tiapl4o^q_iEoL`L#Btfd$Uf2 zNA32B0w zOR*0FE&b*fH`j%cJkz_2_p>$B#dA7p`cZzP<=#`Ni=)>csxm{{SR1=|4i1)R+ssq6 zGiB~7hM;EYUta2kRuKx*AU}6sOF-b*KIy){lzV^aadoz;OJRu)93yqa#Pie~X?&`F zU3VIT8+H{fiv+8ry5swsu^O&r7FESF<{C}l{;ch_c#9Iandwr*A)541Wjg_yvCEyc z{a`|%`k$#XdBxG`9IAMp_=bHzMSg(V4=mt6mbH3qU_VOr^A8YJOOS~<-JS?CfmbqE zkXvo3cV9d24_9VN;r+MXugJYkw0k67?P$#b#Hqkya*T2BizdU6`Tt|-D#N0DzV@?p zcSv`4H!LkFh;#@jB_WOUN()lbD6pWEASI0;-NKSew;+Xhq z`I8h!M_w7!@ph`xYcs(Bi8y@hc8-jpa*pZdJVCe||@ z1#b%y(I7z#BMRh;U#QN-t#WoW-&go3ziW6d{YNRbOS!E^9%qMZFLCRSzCdaI>-D26 z9WlH|gY>9qsGU6rA`~_(_k^SKW9Qzty;I9^;lJH-`f=QWc->xSQTfliJFPJ@R=UCQ ziioFp;W$h$|4@f)TCPO?U2{*^LSVhGJVLukv2xA{{L;tCEiNBxWp&U_5PXCQbuw%` zX(_0rLBahPm->03PTEiL%=&ZMFX$gN8}{o*eZbD)&ilwZblc#uw{ybxiF1GD9StT8 z712&>O@*J1v?|^U$K+KMxqkBF*bP}w zAvaBj2#vmKtYiF%Qj976ar?}+fykOo_`Ht{si1@Xbl4^x?L|Vbt6=TW=(r|G_*CEmuJl5xd_(S&4yncmNbmp;V@>yp;Wxd9Vb z_^2R8pv!Elf3D-60sG*(iFkcBbThxz*kVh5)mXT8U(pM7smlRRF7%ZAtN*JNz2Nrh z+7RmWd$BYQ=YWSRIz-49($GqU2R~*CKKcn3O)1X0;Kh`LPOMxBb4lFv0WUf&w5|+( z)nXojqb3Fmr5bN#X=&{9Q9gdyx1ZnGC;KRoxCO5As!K%?oz=g__4P*od~`5%mncBb zb#>A?4F21mw0pu`qVe$_GkR|FDuT@oOWX(kQ8^|PgIs9lJ5SW!KS4y|3S@>|t8}l? zOEBBdhq|F`n*xgZStlu$cc46mU)w6+7+c!8TIa7Ce!8dx!4D~p?i1@hA1_5KT^4K# z%=+#1*s8IXQ>#(rgcth^DV75CU?u+Slr}THf~j>GeBH@un$5CJf#7$^^PrdOI+3H5z(_FILc5)C;$2i^yAK z5YPc2>~y6ewy)%(g8fmvw4SZTXdLP}2Eb5R&~6gd-A4Go(a>#hv2LGxS9DF;`on_0 zRs5Rww+2hOW#XRE2do^GV?(JkAL4_Feg<8}w}@PG+;CBJvFtKWiCu`c(Lg>wTBiis z8NJ~6{1Gz@X$gEe%L4kB)UFiLqAZgN%oSExQ}=ODED~$Y_6gKfSq*aE7W%|(l-=3U zEf&wpJJ(sI>yUCM1Q*D*gl;E~nR%{IGyE6E)xh4k3?v?NfD=@Gf}Bg|j_7G1=~l^V zb$-R-8&2+(%ivkexwNo#iRJ#N+);~XbO~sMU8R1|R=pC)Zhy^IKpjmhS06*s%Bzxn z*2Pu5I(tY`Qnj|Q9QNTQpV)b%`d=!T3Qp#e%o;GV5c~&m3HE0hyM8S@K~Ph5h(Jtr zT_~e@mSq$-#zdP7dXBsD2y1ra1Z(vyV##!4UY*2xAn73v>a>^6g;u$DrgShSO|QmD znV8n>GAwo$m5F4!*4n50Gcy!zhQ^VjMh2edIFd5QYTA0Qg@v=JpI zL(<3$DD>&uAcgqy2^sK9?bW5BlhWHOPAljLS+_$P@t^gyS^6*6iW~)&nRnmW5;)KSStuxUF1{Hpd`VAf{PyL zoNFv`YfSWr>}H-+rZ3n%y@^xcD;u9LkCdH%MG=n1o3-p{V}`op0j}88&((d^T=2G}0yw>t==WDmLDerq4&9V6p=;K5V(0;B_nSLuDad-;KuFln+UG zssEe_3#>ZxQoDWsbV^+>1X~;-Jnr5&Ij3f<&GX3$F{YNJC0wyBn8y~u_FWX|8lmAS z-54EL=ft4bJqPBM67EEN6(Y;)JILUnqDmWikQggwGPLE0A1dAb{UWH*P{R|-?!d9g zt=S_#-arM~!!aP?6X^``ROp z?ykqtU}vOv$0hg-t4>k25#{7=TWII+)qteRvw7y9!|gBU1|ESqM_yNEPAb?0nS>4B%hZ=n|vkZ^C#M6HN5$|YaHkp*k=M}-je z;Vi6|8tIxioJ#i-STGDfTLsO%t)d{>DS4E6Rq-soQ5)+Gw3GsrgY}?M>h7wfto7eT z)}o5OX&LcbE|21q=JtGvL^~Ib5vi;zlyb3@jkQreX?r@kOV5W-I!O>TIQG_Eyms~h zCJz3n>YK5AZ<>{~f1S{S9fC&~e93GlvnQvL`oxN<{Dy|Mi{$D7f6+AradP{2C&7m_jB}GDtCxJ=#chh?p7vNx;0iVdweENc()%t zs9xT}8g&-;zAt_n=4LnWD6=YKZvC#~I6{Bq`Yw9a>Pc$RTi~ylo^~Ve3E||+F+}LM z91)fiKJCKmeM3=Y+!6$X*3#8c&4WpdR)y*bt&d*DUraUk@kEbqQKW3L@4^hf8*t0mrfD>g0yP}mYD&G&Hu^O!A>xyEIR#huQs3=SFWJ76aLk2}Ta zv}Jgt^Lb9n+~h|AF6dvg+H1pAH3-~)OEe6U(#Q9(M5PNZ(d8J>j%ay#tlKI7-=GcoSz z>(q!JQ8VlqL)qkJSlHst^!{p*<@lCV?s7=`wp|$Vhs6#cX~~#h+jsL5UJldDGhRd` z`SLh>r@`ka(j1~+m*LCQ)xo|~tst<8SxD$tOtdn)bj;;`#$-o367_&U1$T5y+?yrP zgbMG2E4Y?>2+jl4^*-8ZqWI<-CcBaz7_M7;MI>vdQ-3=`o@ULSbmr2NE2aqxMntCc zyp^Fy7)N)N_|!_h+Eg&t`&8+p%<0_U=0A0DLy0H5fkmRnwaR5`_d1u8(EF4!r7^9gQv-Z*JD+ua6-DVm@RyN2U7Oo?$WqU z4Z0P4FBD)G_}a_)9wvX_&N{SY98K2>e)7s4O`*ZpN3HjpJgIf!dwsU3wtdnPrT{}||+W-YRHUr9}fE?+Xb$nhi z<8zxwY)q;oit^O;J=40U%M9l-$5N=gWSgQ@I5Y(Cj(VI;itcS_K?Sb8cgsR|m%3+) z3{Ys@M>IxL8MD2TLr%>lkT?d0RNQkfyda?=F}g5%!<+x1XFTgZiUxD%$e)2(tARu0`wqSy9{!wgwHIeJuiTy*%u4ex^sM9#`jy4)9C9e zbYL*~lLoCjF{vh6$M&i|#wn8BWw7ex z-N*Uaq#>#v5uBW3`IkPh`Ekr0dA?sKI^I?R8_g(Bc;T9)ouG5Y6&_;PAT#wWtc!6wLpttU&%g^g>HWsXjbI^nzr7!sF*?w&{2R9#Z zLgv+YX~C@u69q-=u3STjV7W0Z{ur7w{>=l13Syut@}u`yAvDA{>e5)zpvIaLI^fN? zc~cQ!F(7@^y|27~2kL-m5vgb|2fAA%ZafP~Yw?L){5fQ!B6;xkw(fX&-M+}rvdPv@HTm*W6Sl}aYLlQ4OG1CC;e*kPw+3wYMkI9X zXly;UZSJsr;lBJW9iHsa<}oR$n}_@nAO2MKCF{-Q*2^up4Vy9l9E6O$sD%s$|{TIFEru{rF|XjssYzeKbceCeuy5V~Ti%@xh<1DT&k z?mV6L9rc#iu>bolWJ9|6_&*j`bM6uLp+HfQ`M$jO8BUVR8orqv;d8Eqdv_6%SlRHt`k(jxLY1Iz&zPflI}rzM^9;Ut!oGCm1lT3GMIx%{E) z`7zJ8K|iIy+i3R9^X2I$G+`eMO(kk$b;dV$JUC?4{-j3>d<2fMr6349zjOP6G7!Cf ze}LvY^P)um<{hyM%Sq)E%5L_eC(095&pAyQ-QQ@gHIvuRj7UArT*wj}Zt{I2gXDwF zpG%=m9xZ-5A?>9}=@VAr%ylb_&d3!wSNJV`IFf*`m}i3teFJHD1c#k-e?V-O*ts45 z*UD6mYdrcvq?CljXiHYhB;&)!XYJMIOg9}b)75R*=+bNcykT@hFQZ4j2q0yq_3+F7 z=I5u?v0h9#(3wINjfxrEnIPI>9~mBeyWne{8|)5{W5gd&k#L*5zmi)ZsxTh0;lq<< z3W$2Nb5ez7`#Ly5KuWeMLeQkPjx}mM*;-xW7NlDDe>|UrefVPbvw;K*?9tibcva;B zF(2E##SH&7NTz6^;@R|MN@C=#JFUawoGIgK0Mshq8x^45!d=t|>PF&`P_2)tbrnk(BEZ_qEHq$>K^Gszqm3_QR zUhMPY5z~9O->4EZUG3;Tp$Flo7ma3%$1H3)y{?bm%3U1UV;cUL_g6j`f{+d(f`6Bl zuwZnXf3Ef~n#0xiVSD_|nLs*=q-L+t(|b=z!+N^YH{moK`}vf#-j#Ft&+4!Y!^FBF z&f7?7_5BY$w4dn3LX14fq@B6-Nm7Ss-Sf?Y0ikq z$tN%OdQvqIlGgrTeni22Kuc_wV|`WM|9@ zJQ!gXBTMV(-=4vb!5;nJiFSKCikMBC%gl3*eE%(Fu<%BmK#fK~1i1ZWAG4Zi;PTz! zs)3d~U#3PR&QZ+uhcrr#6jC;USM+5w4pBH>skHDq6;o$4SC^{1WcJ&he3b_RW98Yq zHS~dR+N0y#CUNd^?s3bSAFc{-x^O{=5sVqx5Z~C7)HcpYZQBn*AM$qX1Xu;Wsu7^e zrRP122@lvjD}q=$F`Vbltnp#LK07?+UU6;zO$Q<5%(@C5C$G=feM6r$Z)x2uI>>2W z^p8$@mIedTPU4PVhLsX-zYhYGqOKIeU{Bk_&94=g#VIC8B88Qwo576IpdVk4cZ9+y z_uD}u^JhM-dFF(4tCpO&O6#%`i|!Eyx3@F;;{m|^MvE~WBgI4dP*X3xU(d}?cmsVQ<%?hbUaagNN$$}}mxE)81X z!J8(Z2bO7%_TA~eDPRWZ4l4`9j+cCK_sMr1ydM--6~7s0A`@cR(TSlr!Z9z&A$F2t z&oh5Ly%u^@%vUVPjJ@x>$2RJgyBHancj_1XbDf82Zrw1By@|(1(BjrqQ&H%&0M;m~ z?T>w)!9fiYB#8aoae>gRgMFe&xFG+<(6YUUk6cH zZ)VTy>Z=->e-KkenJB5f!AIT91+VTMubW8xdA6-u;pFX>pw=U@x=l(in@Ad^iEn4V zlf|cxHJ#ZHbN3+)U-JwCdvNbcO&BuTcY2VEj}m+_Y(H$28YSFi@|>gOTbfGFSd~KB z*dantyc9-X_$5IU8RP_j$SCI7Z+cCGukvzPeVH;*MNif`Xwuc`N?)!H`Zy;zr~rImv|-kR4s$2d4dEQyuAw-)s@bmR%K1Dg`sNk_`-g0)>vOf5jOeOp8D_N_@E4_ zzHkfa4XVq^SY2);!niu~c|fBS(UOop&-o|r2imxwGDAiN7JjbYQaN^@J zOpI|VJ_lc+Zi~btDMetdI<%UO>IvE`%j#Kd6YZFQ3~J|BS0;gmfmpZl5MSM#PU z{$G!|i2p8~p1G1yk-etK!8eP?DcEwS(|)$v65bHx_;mLzrbod|%)@@2hqq!7%eQ^8 z?X~C?SPTDLP>30h{&GQfzKhWRxmEV*1;(_jL4y^$ zZz70QBsd);6ZIoix%7NB1hcN68I1gS=empxfwQ7dIKchL(^=ZG5+CY()dTw=lOeo& z<@Ee{H=0vbbNZn#PNg2r<1=iYrkHnZuNN|`RANyYFvo{w_}pR2kQ>b z_65zu>Xq9w@0-s~)dSHb><5k}-CnZl0{Ia|+eb_}vp8+wT z&xLrLs2xWniX!vZ<8$t`T$fTB%XG;icziLip=thh3j9)czE^F=H`CFsyC{j;X#B6! zPQ2gl;=yDC?j?lj&j_I3(pX=ZGvA9Xh5IaQHGXdLyH1i<&VX4r_2scI5DzV_cXkZL ztKRYFQ+^nbtGUm^_+d*MkrW(TV5*hdrI!sI?0LU9$BYhki#6GfBYm)))P4otBpk!1 zwGRJ62P#^6WQMr?LmNZFf(^DZZPFjyy+5e=WmXvnj`QGhTTxKFVyM;91zjj?>GQyc zfIsAmp(9tBM|-s87|t)asw6+~7OAa-o}g|gUq%p^FU2VA+R+IFMg=E4#FW~)W`wgj zj9(P8C_m()-m{K6cJhRuH6+EcT|Rr6yBO+ZvB4@VI{O8H<12grU={N8&(|9~4B3l` zTom%?w6=L$tb)&V=S<%D!bjG+eFfSnQcFjGms{H#X5oolUqXrzNYo~|C6jT|($Ppy zV8=kz*@+MAKCg9ADKpHmxUQ2j&wZ_tQ%YRl$1u@1=%i}sy z$YV-JY2{ISGb1Sk_o=1x-MgP(R-O%~` zbe^&G*H=pM+SOCD9}9I5$|e6bhF2UCH!6Du3sD0%;%QRh_5)1o#4d(+bJsXS!diA1 zmDSC9ugex<W|QWOAn)4c*COb$mlcYVUKmGo-rF<$6M~XsnRz>E34 z8d{g|=-JHqPrso)oqF#?>MAFJ#YhR;k-~zJY&a6bc~wy# zvAiR)7T7jUk8<^+G%QNN|N0!Ce zNsnxLtCYXFDIQL}<6^7>HHlEMW=9gxmfACajdU&n&bD4Ta0y0p? zfmykj-c}|q!a_gxn51ZN#BozVz}NdElNTNcoU2k#%rrzb!h>2JCo(6VL?aR;`n1{8 zMZ{U>nND~HIo&$jG}2cDsA~XDF$Z;>5I#&`F?^sD#qr5(Cs+2j%7eTT=SO5JIyrmg znhMiyCvwYG#czo(;a}HzM3HAc?}fB#HK4detLx#C(aB-V9hlWLyE7M5Lu(8)|1v~G zYzI#>qwh<(=zsv5gJ*ZS_h{ddQ?Tf^RbJbuNKDU@@wY5$DvkU4Z;Tb*T)zfgWqsI> zdSVwl@QSp@!LGKaglv!MU}3l4pQ1xS{i2FF3b@v64vzJs;Qe0w>Dk8k-!;DL%N=TbKA1skb66i&&7uJ@@t^P)0j$&oj)I4HT$3$N>;`nqKj@q&>D1|M%oF=vxz{cPm15TW_a#R|(;{*6$?TarJN zSAzdeQIw=626khM_m=Qwx&N5QE%E31ePWqH!&jjQ6{;}$?-M84!2N8Q-W+&b-cBj z1AWH?7WC}LnmeVNDO&w(YsgMmkq?JZ*oE$}cRoILebY}G2&5I#rFM3{a#AspsfOOG zL_r!@%}>KU0~ZhRqE%Gzuzj8GB;JMulVmPX(~`X?zj2nv@^=R4ta8v`{B-?8^#t%P zn583AXQat6C@Yiw z39a67L~53VkOR)=*zNhA4mZy`Mts2$%~u20=3Q14HNL_K;$F+x$h#!3D#$FkwM=IN z@xAZY(ENMeJ6x%ddz~w)uuCNP@Wv*8Zy}Z~5wgBod{5$xlJO58CRA*6F}gOUm6urH z#@x}OM`7pz)?sA3yZDC~EA0tsT5LP`5q zC3Op0b_yn#(2%DEfi}S|zu|iVUo-nVstvd|9~Jlil4^@Qp+PBKVGCs~?CHJeoemX$ z!yD0q6Oj6NLkzhQMmf`%AZy|Ic)xF!^|3JvH%!LL=oQ64zQ zet1x$Sm*BSsVnm5q{nT+If{Hq-lmWczPRpZWR#Y|+?yzdtFd#Ocg zBO3SC<&ZCoU0CMQEpQAjYJ)x3%=)r7JOrppaKO5lYtN1Ih|F)-yBu&-^3 z9i=DmrKa(LlDUmHSjQ8qnlo|R&cv+dDOuWXJp5& zEx;4k@r`3m2q!$CJYlQxIy#VOLt7B8lw~Z!ey|-@zW7Jiih?=awI-Yb930HQSJi=T zo9#_D4~SyFiaUm#r8F38;JP*W zk1hj2$Av9em1G>0(ehpIE>;AlPQ={xZP63SwM3~6R_WGh@X(JXHvkQTTZIUkuaT#z zg0O{1AWA{;Ycqm^fl=D*baUr{E3I$a4aZp_iD|t zGitjy_mjJL($(iRvOnv4LLfNgPnW3z?@Uy-N}+VV>&VR6m41MD=7C9R(5>lm*uiL$ z3#p4VR{q$b&_gbvKa6#5(<1sj(KDaTJ33UeihY1yoTxsQWXU$9a^%~Qm!Imc04|1e z731u?@1l$Xjw?TUqPec)A1pU#k1@|`wpfNhn%B)_GzR|;mDN{emAM~ci8o{rSd8-M z5)6Igad8cLl#6uEqc_@j&{r*jc*0<5>QJv@LB>HB3daq1(Jt520YP-x$oa>{a3%=8 zG%3M`j-L3XV`1oIn_{cVkkx$FEYb(QcQTQurp;6N5*Jm@;)D@v^H87(TP}b&AXfm?I)Xw}h>Q`89((}@ti_?aQwnW>92SD^DeA5Kg zphdCpSKj@ODB*mKIwoQCoMys&DD`gnm2Cqx7yOZh00v_0!(I1Q`-Jx%i6bLKrOB(@ z^e9EQwGHjZ@C$oNF+-ox`w#R=zbFhdpji0V{^OWM;1a?5TyK89eS_Y5Z!2yU#KodN zSnpxau{h}{d)4{~L2|-iuhG7{h#CA^bHC*%7Yx41sEN?ZV~8fh_#cVj%t5jd89PYbq(RM##3Xv%`56#np?BR;xM%FH z?nJUT@=JYMdC4Rc8O%^S?%!9wW{&mS>cN+iPpK*I1`&->ZU zI5_i-&w~uX=az3Cp3an3Q2@eqHtx6~v^SsL9E(o?!?~2-iVa;g5*KA78CW?2B~he3 zmX~Pb#dyMXTZ@^97vlxuDOWSKsf_QhHqMS5G=tDPfavG;J3H~SmO6dVVk+>I36T2h zd){z&A6!}i7Yf&NSrs>Pu0j$6p~euUOmgqV4T>8x3jkJOVCpQ49Mtx5q)& zcs~7x6nvlJDL(}@$AwBQ#?Nl90($2#weRpjqnoIMw7n=BsQflLb z6EnBC0v9VE-D~l$iT#hOnXtcn-smwTa)$kPe88VrzPnQ|MFv8huxe9ekflPvn_>%- zAni%%h8^VI0Q_=jZ%YixFzqgbp;~G#gWUKNMM`gl%`+=s&bXf1r3P-O=jS^_5;S#S zThz1UeFNE@zTA5cUW=>A%l{5*Xp!n9vnw#V7qON3=s1%XM*C;%ZvNwxcf#0Bh0oi+ z`UvJ-tO?MoXMX?C*-8ERMC$l7IGpTWc;CJCEi3k)udq$uJ>=|Q8bR5Y+Kwbx5ot@B&y>#!wSOyokY1` zzP66q!Az4wegQ7j7wp@#)Ln&KQv=%4G;-r)M!(CH22eU1tm|vjD?;^YFnXSIlK*mY zIRPtB)10cy19v4Qr$o=bPmyrOj}GI1oK8qv>Ic6%y^BW^B^&^9Z`AB>Q-o&C((Lb} zLr=cE@5C;M3}x@pZ^@beK(1KS$0;de>fq@c>;m(tJS=+N%D!#%yo7ZBhjGWVdAV#? ztD2_J(jY@i1z)Aqllctj198CWfN}n&u(sXBdwUJ#gVP+w1=jn`=c0JN^_0F$*9q7A z6^eLsf7+HWI)5@OqHW~L@~if2HO6xpa#LUjI_JHx6Y?NTaipNOkfcwutr*AH!GA?L zNvCNTup{Vj>(q88k9L@&$D^M9_)Xf^zDUyq}9*N~l zzRW6ih_ZeXzhaZCLGrzo6zr?Lgrn=}Oci2MhJP=;A`iOaih%cYL!Q*LmjJD8`cX$= z&obi5o`D~vf-O$y1Iw+;c}(NcoK(yf@gnZKPEsW9d^|b%m4T{igg+W0=pz{}*U&H) z;#rN6hf%)b*tAHCCvy9g=aw>>JZ?yUuDBA+xB|0 zOXW8_Pb~QhWB*W)(yON)b*8Xuj8t-Ry#!65T|>9j$4%)0wC+RYc>)hFfv>q(o(~uZ z{&&otG(Kk$@L)IMFWz~I*t99V=TM!&`miB0c8gl)9;bkcnf#leK*kCJ{n7Qp$#H8` zH2&J%2qK6%;yFplzY;_^t`48OP~{o~i{w^g+3vYe>iHl+Cv*D?8pLqO*uf@^E$)uw zc;>L{6=fnJql_K9oe+~tg?#|Bh7SnxaYC9`|ZH9gx=WP&lH`@{PeW1zt zIQpJk7zPAPE`Of}mprJ2PZ=~3R!VINGM5-|6KxOOyw|$?BJckQ^a@8Gq^56sM8&~a z?}Zk0i{zWQ9=jhAhu5TVv23pfG-G{OE)5O)fQBF-hqef87Rhgp2Z38JNQlNn8x~|NKx)cO5udZV5g7k1Dp61fUU9?MiAM^Q z19uzN1a0O{P9|p|x^@!Bzf``%`FcPb$JoNW;`4gCg3|rn=fK{4%JlowJYr@J`ZwZ4 zt}HL=KRE|Ten4;CwItUh>QWqIKp7Uj{w!E^4QGp_7;Tt<@8|vam$i+SXj2 zz5=5e?e7%F88uF7UYXM^73-K)4Fw1uIEhEF1;Dpyiue3x6hQ|mf}ihTTikzG9ndyv zXGXz{@c=_pc}k>Km2aRNbkZ-y&Lc3=(e$_HPCvR|DNC1xjND38zZXekBsVuj;j`AK zY%>E#??4a>oLHGh!SM*shIryJDblZmE=LRpg|JS)iJ(fe`JDoZnM!PCRY{R{k|?SP3y@C^lg4V zLO&a-2t2KG{;>+wAFL3|>VS@$A-W--M7m%+yp{c)`L~BU z;P{DCobq7rFFyC5RT9ylBj7o-bi7?v3T=sOTY~}Q>4-HEzWsRgOi%oY!)l{1S30jXLVK1%tsC+=o(s0TxcK+bmIP{>;kUP;K1bIwR@&|ffr0M8-)XC?%g^27tK&xL!*FreD8?)J& zqdz7qQZ8L=d~!gp_`Z*Qr0^l!j`$I~ zEIHL@ZdU0_XX|*^Uo~AAE~TNclB!lK=(smy_~7gZ-3-RS42MLG z0VucTfk&=iHSyZ1Lgv^`H69;0l{*$jzOPyRgF`gs)R%EI$x%6Ik=40AaFv!QbnV<` zp_6|mFfw4rh(_@C?ZBlxDRq~f7MSzkn4gt+oUL#LxW(xQe7NfH#25;(w7EsHKdRm; z#3^mYvC}GOs=3V=V8)$h1rf0VXAIj##dz@XJ8rlcFniyP-aU`Q8`XNHEEG>tG>FL5 zG}F`b*KhIdroWU2qsJu5IVB+ELGBhW27PKzJ|VAW$y~b6&n@jQ{ZwYL-;SmFzt3NE z-}&&;IyhCpH2*qm-^5rX%yq-0MPaes$Rll@mH?Ma>|ZQ>aF7d=L1`# zGP^Z~DdexK#xj_Q@b}bm#aCam{uxL(e1{s*@@LyL2{gp}c!LM65?S|q>*b&H;s7h6 zVqq8mt|^*tu)}Sf0%ni>wqYX1aVZHB-v>YoZ*u8rP`!^s<*`p{H9nC(qwXkviN^{M z_r6gBS1g!pnRg;A@H9waq^ws68e$ol$G=}C>yaFE|3!3u@uSz?#2Z~}(Ku-}#ILA1 zQ$)~Pcdn;J==bg~CFkQ;GgxF*dNMcW`J4eiJY}x|yf|*clZ6tM4VzZG4OSnAT~SH?sU_H$JBd}v9GiJ6 z_w)-pI)heqQob*hUmk7`UrmiAdN0^?9E~QsrnZFpozMT8=MvPW33v;R0@s(ndvYuP zfh}PNJx39)KR_S^zB=he{p+u}BHh~3?j67Bwl0|*tNXNp=KL6niN5g5hVW)w2hI@(8<7x z-9Aqu0Zirs>RnET6Dd6?yy@g7!4L9d$sxc|Evz!2EMpHxnjWnoGI`J~wyV1SEKdMK zhnW|6bmdy9C_vV1$9|GN9(}PZ)su@}pLO<{QNClF0Do+BDvT}abYSw5l)c7DqX=`N z!?HWt^J~F$?x`w#RL4;|a>DSg<&o7w1;);=XzczlQxisWI=|ZAXHSEAWEft6T@lwO z$7Iv@`Ihf#zpKztZGAW}aGQUw;#PAeILs`d#Kc8^vYv2GJ5NScD2Q`9&p7fO?LCb5%N@G+!%fIx2(GprY54Zfj{}qQ-jOoq99WCkkaz=2a zE^GXpce|T@B?Z)OcbcUXPktritDAEv$InI86HI3m92o-BLga z-eF$Dl~UQzEk!#Mw7RcA9Izn>r z&lY_vPM(NoTRoULHG83G6$l`WNoAFA6+oAgbrqge98q5J|GPF`9-6G13h(HiGjz)! z9lUK@zk}pfB00^&acZ7@!$3xT$VZrXl^J92I+aZnS!+u9d;XofSq#=fic?FWaRo0I z@y!5b<9_;rs3RO5{94Th56A$pz!6D!|aV=eEY$$!~@F? zPsf3Vxa{1RnlX%-ipThL?a-jT{Nzn2;7vEfo{>?$%8TN2r&juT@U;KyKll+$5s*LX z`FE8@V}J%CBRBeQ%BRwhYX8>?6&F@Jy!NbF?Edh9K=)*aN%e3v?D{-mWv{Xk4wCr` zZTuXK2NL%FRfMbEB3mgNy8kUh-FhYj(8JshAQ~Q?Bxd8qn{72SJ6JFVTZ-h<`)?pv z2$uL3US47()>|5sC@xC(4#zhEd+C^1O;6`M>XC!29n5kdY3}^cFmixgk?~%6>9cgD zWzAdI!CZSCY~r-9sIGo)E&h%%WI7kn_?MbTra<%LbT;#3Wh=qS-zp)liWGGz0d>m$ zuzl2q{`Bmlb7|$$pT!_@T`>LwItue;Sh>GB2YOc@ze#BDL>s|sSlIGkRFcM3 zPJ;D|18T2AC!bfb?BC-+Y{PyE3yyp~<7)PI^fMZi9k~E~yE7x<$CF6QK}5G9^&{PU=YqL@MdW(A1tu!9{_8#TmUMM@xu0ljVaNNs=?ei zIP!(kI{lQ{{*46@ZD-=pszVU0g0Ll8u$=@c0#}MlUJM8zd5g)(?f7Ow6%SYe@VNpm zWX%QPd#9DqM|u59VovHkeC%_G$jWG4i{<%$zxK4-TdR^@O$~Z&GQ?vyss@mC=N8zT z$NKl9s<|EhD^q+%>|)<{(lDsJhy#x_P%e2@7^Kp z;-t`LGOO|h#bP!KH-h952}Z#0ss9ix*9lNOv1&EhI@M^Cn)rgv3@`^JZBHeKpL+{q zx55O03+2r2OAkFhr^+XPbpZ|=#RBUAa#IUXhyERHdsy?+Il1F}kPx(W3DoIcEnE3p zECTdFHrTzaJRu+s+B2A>Nd23lTH{Hyu}tvWs0GzTiobnyHPcN5rDHPgk?B2w5M2YS^kTTZa!9|YKc|yiQbk;6ju`!kW%mL} zl_cmUH|r8N{^(?p8u|-xwhNs1U})vCXp6dCu~m{v{v>av&S=I%NDB5mRlp-`PR`S3{5I(5!jt3J?Elsj}+`S`(uVw25bwoOuM zX#_Ax*6BP2EkQ1elM*STz@Bjz;lB&$c3Bt8LbA&YbPM|FGD8tDy#aoPR&}o~wl$CD zP+n8g?vjx(SC;fAYinM(VBjEzEvEl_)X?06f@n1EcAVGy)5?X-yTnE$fhm ztm0;K@k6V_X2Ucigums?5m7LB*2Im}aW%@fxNX!3prd!sGt+_Bf9HoWAm!}3WbOv6 zn$t1}LxDNdD%YP%L#yudVl}vy2R;`K579LJvj1IVg=RQaf(*V=LJC*F-LL3(EZUB! z4*BxSoM~1?gcY7_E;2Z^_dr5GmU<$`AFw=35w6SPRJ`YA#lvU&ZoOM;7zJ zEWn$VB3>Oii1-uE_0VhexL~ilAqFKF2MD=cVzrXyou*EWSwJN{{qw5 zW2RYP+^nbOeJxiac+N7DE(E|C9Ck=B{-FUSc64{Zzy~%(8^l<|En2-i(atQ0!3S0X z8Fmv^eP^CZDnZ+vI_HFyR@Dma;SCHBr>ByfgVUHgXdXoZ#n1*L_XeyYr=7N^8J{=@ zdsCUZNan_I?|m}(9QpWR?lf(>933mXB!r3zKO`- zgHY_{)zaZ`~A}cVH>yhu|MtUfR-m<6E~{s{eLa z#2fZHPWAV2y{IR05fR}tG%o0Z>E(SVmBWiEvBP=ot_eJBUTX;d;arRVM?PXmA`F}& z-sjMVPk~rKMn4@x6D%U|kC?P55|^a#`0V^*C2fD?J`f87dgx&}q!jT!^%bvS&_{~h zEtyih7+Sf~%FS$o9pwzZ<;zW1F39Ztf)&wCmlpEn$b^3jT5=s(&QHIL3r!QZY%m&g z;e2;t>~}L2=?IDhggMAhdjeSgzY8}4z#T_{ZVVK(9l=KnCqJJ4WRt%&{ez?QB%Bz_ zvvxBF#hy$xb!{KfwN{%7k$90ZWV(@t=f)s59Y6U>Pnb@E&Z1QpP22zvWg*%Eeb}Z= z8%9uJgWvNzt7vxiBPXClNhe2QdlnDx35X#L1!lBjHWFmtMQWQZDI2w#y$GV|GE_(} z4;QYM`e9sD|I&O8vv4e|EsrsjaMF$i{BL3llOZRr z4$&cb4Vx}cGrvkL#%(mHOzXQpAa>ZGiR0a@-}knHZ*`6!C_8ue3D1AkhdX4-vI@;M z^s~~kXv#Bc6hl9RaL~FLWRo^#GE*w@AcfwAN#t|XQLm zUDcxcR#F~|)-pop@>M;hlJYvZC|0C~dVEV9aMOGVSxwR1h;Vxd>QEFBumHvrzKa~Y z&b#?kGoLPKQk0|lao>~3SyuW^SE~2HgI>Qu@p40wZA^aoAYY7FDt`!Kn11I6f&o9i z!4Q3`(5uDqFN?W8pef{_aZ3;wz4NxDAc&rfZ8@wkjdvf)h8#V{O<=H5>t_Q+$r+> zl*V+mf>`rCPEu~M>es^F5|dk;+bb=&nS#x-EzVp)=AK3TAvi$VNU{((t`%#W>|Zz3<3^+Vwy#c&r5- z0vjM1pMio}8xW*>o1|7iKd0_}{ zgE6LRnnOnsbi?^_l9p9Cri5aRk|G{i^d}}7+9yw|(lvDOabEY;r=8(3Fg+>ge;U2V ziSpfmf^wn?%n_T=snFy&x*pqm)Jgtr0|sTp^`+FOo7s}}(l>;60C|24J~)a{D$&^z$Q#7T-0By+LLC$95Wf$DTu zpt1BQuiTAQLCX5q*1XiF&g^xOdZMY=&X!3MPLuo&+9Ol$BL6QpRPQxYg|^w(z{^))JRDjO|H6V; z7NQ>KSaaKKH^lGRC(mGyEydGuHH6>BtVgTh*jsA$W{6YBokZVD6gp!Bx5(d; zIVOr&`HQNNe_qKlt)-#(d;dK&Y95xA?oqrdoYl$T;@qQZf zEe!>O;1r*+CU%+A^!MoBE_r6{#GRO#j{FXKCTaB9N~kgWfc7?mdS_WfbSuT=zr?-V;&4*A$+A0+480+ zG0~JAtFDnW>^6@(ThXPf04KcyO!E%k_APWf-J`0%WFQ3thJ+g+HnXzs*KxP&!iww? zk(6QTXwcMF)&1mg^L(dP>+iSYRkpua`Z`Q-Hj8vx_Ib2bZ{I)oP#^GZmd}@8POSRr z?+%q%AtF{GS{rc)s?VD3wdCktYZ-0J~rC}evTx>~=4ZQQ)P?&$ ziRX7izSLsy%|;)}CS7>hz-Ph5c={9|{wezYH>mblDufrSiXSau&WHnfGu_WJO{Ajx zF@D6-p+gVmNMm`gW$r(jeQ&rH6n_KiXVsN*h%ZYH^1=P3y6rkw5xAtr?Ic+cfx*zw z7i@3J5!t;{IXzMPck_HgAS5$YrwB)El>Pva<{rOpDDFX=N_LOXc=q!vVvro#a)CSq+2zNa^inUGUeH2|Oe-!xK|dpHzH@Q3 znoiaE7t6R*9#|xlEmQl?*&VEbp9Ef)I;9LH`Vh%>8xe{*di2UO>|Ejh@kZfsStH7h zLBq*ZJ3+ZMJ45*q7FCkNZuFUpdT#4nxGyj`W|7l?myZw`?qWMD0MlaaT#qQE!c?QX zhZf)XQ-2{GazJWQ81u*3>|igOO}Vu9K!);%g4p#Jq3lTE`YLXuf}U+0$e6_f*ZC#o zNcq~g*TOrL`#}}oCVThjFwc(s6`uH>^vrOi>Yg)#KS0{_6(1}mK*yKuY;gPX5s6ZE-tNWcvLP`RkTC$QESNzuD|@7-kzCtE3^UUg}etzWn80Rq2SuB~amj;5+-Ni9YKC;Nl$F2e?g#-DU&nzPS} zn#xSsL1l#Fr;cY4AdeK2i|5mAi7afL{kK02W^l7U0BZ@|Yc)lF+2+&kq+WYc%w~cl z5BBy413JlOepo1L@OCz;A*CK#b(bK~DuGF0p1qA{*?Mb~;ag-bbg#?H)b-wSi@r=NaAtqHMbY+kN7+rl?y^m0j)ro zBuL;l6wRP`FufwkL0w7PfFx!YnCt4SUkqSvHvSAac4RNHwF#1J6V`acxrVfvIeR;k z`lUSe2rXVJ3>9+K{TBC^nrO>{INRjc+ts?)bbGWa)rd{jlBm!Zc~HRqZIz1$yVa8v z`jR@&v@qHDJQlQkPmlXOwLkDC2Y=S!{skDWyl+Pkt2mlQ1#I=Ab2 zxvvKOUndIXkm;+o{;*e9_k7u-?^SCkr}W+g_4~s^Oy~(m+1Te~d~1x}rxPUF`4KPWIOJr#lSZn(hLcFYUOFvw7jqz+z07mDYgK^&FD8-fTD zPDuyWIvmtGC5jK3OnkLo^$-eVC(#JE`3V#~(-nWNIk5>Kp8Jdhqo>5oA^SU*!F$+< z_v)GdslKy!AvwlB^p@k(055erx=d#gtTM&}SyJm$J zkEd^SQ%@SnBP;OB7S7S`ERH}*ATU)l=-$#F*|rvDAefD7yirA-{+U+bKR{sq{NE!` zt8LvhFA6T4azkP^BZfIdoK4V9dFubx~4p=K)sE_{1@{ay(p~V~ znr=)&DleZsbJ@>h6^d>EeLaGEyEQ18-bq_lD^PVLs)yig)sJ}$?>r`6L5J3kn~FvzM|zQ;c*zsx-|L;6kW2aJ16LZ$VIE z>VMnP7K)O(9iKe?J`8Vy5|NbW8;8 zUoh5|t`SWeZ!B&wg@X>^H8k$pPKk(fqtTr{*AyetzXLp9)P5{{3_4b@ODw2NU&>me z&`qHzBE0u*nxlE{<)F~Y%6P;M8B=EU@6*JVKKWSmD$}f(%|>iS%q{LwQ8mSiojGFQ z9TtmBz2uD7oPVjjzm`y$wDyCC|0C$7a_~|+VJ)%jwdaDqPVNyF_?^$eh{WnC-ES~z z%6n&+(3v2tk!j=o4^+bJQ*%)L7nHcl;$>1A>k(YPfwU=pnIztk=0Ba5V_0csV}q_L za)=ZFrXTJ$<36)}TG$vowgi$HEY)#!HkfQtW{;z9ax=ev0U(#b22Iq`TVVz~o?%Oi z+OJzKQ3zdfYNwcGH(JPj&dM6*|ML4*+Q6>cIkAj4*NEi%M_XD5Zp;1rGh#T><7!P8 zc+eu(E`wOnJr!h3uH3wT7_;GRjfqNQZa*7AW49CT0`eMt^ zdw>a;uVqj9+TJXMIw7?qS;u7%(asM9R}Q@S3{%{`L)>rLg_rg&wQl#x8K)& z`_q;fD{Ha_77C(UlR=mXn$q7xBaJ6SQW9uP*t`)rd&M9RQ@-WYuF=gIho#Qo`Nzz{QLjsW7?k|*Lci0L z$b2}c!XQAoq1@e23a=1MYMFZ!Oa&^Zv|k(&K*qLYx$BZJJ>N~1>@8fX?hzahVv2uf zK%cB(Z*RZY8%I7hGb5e;dBa};BYYVvYUSapSFh^bw^P&oz_DPWuEnxE+gwpKG+ntV zhi9`!!3e&I6wpXJn<(4G4W$O(9R`VNq}48Z=TAbA2Rl18M!}b-59-Lb_iU(Bm$4eG zG|82i#15lW7w7f^_{rkrF2!h&s4v=45AwvX^6LGs`PdB_-MWp`KcZOX`3NL}l%^zS z*rx?&PwN+3^@~~=+43e~^1wsEp9-fm* zKS6>fY`Pr?3Xr?DY(D+DfNn5`v!uSmAy8xk;(Z;3vwTu4l&R_I;0^D3x4#6e&*s0s z1mn`46u=jLc6K(heL7;#mvH|MXwXOEk5J3=Mz1Rz^5MWc4-!aLcsMA6&KpUdN^*=| zOz3V2pF;b`)9h=#l@WiLLT7H_Y4E0rKngV``8oDl(1R%7-cGmUb!8x!B3GMvsA4Sh zzF@K%2vdll^iMIO1CChT3!;n53RhYvyL{0Sgri}rG%w`txPG7< zVcVTaq<+ z$VT>AMZz6Z^*$jmA}e6O@KEcgYEbJ2swA4=qgrO?N1i{qQZD=m+?wnk6?R*NOR0cv zqDDrjYIC>%nwgp$l%ym9OP|ps4H{Wn?VT*rgegu9ux<742C+ZQCO;S@rC^s3MlU_( znOGyvCJYtKrW6wK=_`uf%>GP}ExY_l-ND0i`dxy{UXXSv@7G}gK0dxL4Gn@v@R3-a zA@WZ+Kw~d|x`et1VkTz8$)z@SG z$3i~d;Zv#IE|2|Sy=?m?`W^Q#Td68Uf}7G7B4h7pz;nQvhgz$)a_5@kgbO`5Ka{FB50nEYc5wy(QrkWv~yy0 zA1)2n0`hfPQGb} z)M9zVzildOarUJ--VN8ym@Lj3tA3%k3m{0fiSVMiw|pj(=#oJIH@y%^|bxZvq`kEoyB7r z0J}}8@v_%iBD3g|$LOxvfIG+GQGP)R7)aBlNAB~mxt>BF8lf(Y68PBvEE8fth96orM}vg)2!ZE zjO03YrK#<@>9Aqg-*Gjt?PjpekGYSTe2^E@^9hTL^|@0vi6(nI{h(ZQwnI)-`VRy* z_9viMV~5$5Ck&D^Y_F=UdZ|7+fh&M(5kj(%RnbBWn&?15Q%ylF*KH`FoJ`_rb1-ZO z(GDB>lI(~$EAjgWBVS`a(`i_508UfwSxh;`y4QO6W%|FgNKaIb_B=dwDO0J%f~2E> z3ku$cov@q>$+KmdgYiJ?HuSV$Wq9`HD;D;^AJ*!b!ay}lrGcJrVRPlu=YyTLA)!-B za7~u`)&R@}yMBETFa^h`VsJ&ywjujBq3`PU^z`(pm9op%vfmCj_nQ`w#Lu?ypU!AX z26$3$&57jNg|o>ugtI5N_#k66)I{~jloJzAU82}&D_OKUp0h7T72jJ}Gltvt!ihjn ziQ&A{&Ok|E_(IdE8aoUxFTXN+zJj%nG@)Gtg`!0Sk|^%dLhau%4UsHgVZRo%m+sa%>crV3RC3=Z^wBQv&YV+O3Nf(}N>e_Sww{qgZ6X`^B%lQIT<& z8*X8kA%n8ENCs+3xUmfpEtK_Pq+vzlVqKxHSc{tU9nXb5P3roxgcV0v#*}hE9{9;# zvHEJH*a^+e(Ebh1-fY8*RuWnKfWK)0=tienM&WB~YjmyU0&Lpk4-9jj&rZID%?WR= z?M*yVFf*%;w-fzw=X*SP&Jx6c>q8u<@ z#U~`!MF@{b@4n2@Nt=CrjZ0>P2#u`3D*TW3+tGBZdP%s~^$pZ>ZAnR&_FYR5B+_Dh zUTWZ2o3r4i%p4A}*wf91rZGxcefxGSP!`@pwzABtNwuHDWADNC`*CX^%TU7pb?biD z%=}p`_w~MmlhaCyj-g=n{ilCWFeah`pS}UQmGP}n+p_5FEqB>{$}=u_Z1#%YjUBNm z3Ml_(yI9kVC+LvQR0);ymmFHx*STy41c3P}85OT3V!B0n|Fk+UA>1wE-a)wHH=M19 z+#(n616-na_bLy0}<@pX#ii>?wb*hVIEv{RO3+E-%`dORr>4oC9d5qw8 zJaS8PPIdl~!0U8N>*mMs%@1$t2vcfcaQaUr#uuQ1_T3i9M$QE5J!C+{%$oXoaKLs> zt}mgAJAYH;B<;)9#OCEqVTT2zc?BwRt((fQ0X2F%3#R(I34ERf)uv^9+f#Ccc2l9h zeTkWZer61(W-XjAu55TZW4o_-D`*?bIvCq%MPP@8Mh&CQYjdDfr{8*^%fNuYACOT$Ps#$z#-&r2)R z_W~70ZSmWal`9>n)ZIy{Vp03RSagr8iu)Tckn=k(`nH|>9@f^iU?+&*3H;Ndz>CO0 zK<@l@y4AiZyg$hTIN{}83;2q>8H>I5xc-~c@M)TEn}On3T_57XBY$AkrgNwWv*Vme z?ic+N7N1e;bzB<-qCcxagcR(yOZpp@9?{wV_(PAl6Bo7k=1O?&Y^wyE&c-jUZ2J`c zLtK*V6_d4~vn^oS(Hl}EdZI=T?CsrO)xR-#C`R&?`ZT8xly0KHTO?1tYr@hY-}yXq zXx1HPcX3k}_@FfFI?#CkYI0fYm<9?&0B@fph|4=RL`hCwtLuFuG%Gh*(y5L-@Yu!F zr51@9w%;@MU12bWNYPFj2ZGjV!rDjBm%~!`NzL>}f&b-eT@h|Yq`p~1g+Vsy%WG*y zy$QEd2}^^mJA((ni{hlQSD{yn-;Rs-09`W_IqIjo$f3TX5jki_^t$?6czAw)x6oI4 zGf=q*Km2#}9ZvUWPAhG9llOXew?3H`2=lG}zW0G-(8yo6gQG!?(6KGDtdsZu2skz9 zK-U~0hiTqJy)UD(?E!t9@f~Z-qJpS*&jf+gTU~73B^f$|*iyvDQ8J$}WEY zasFTp4CQgP%E_E7bB6*(&5{o+Gq~vlMg^ zX8lN;H1_obBo1ZMD78hXZyl`F??-N}-(!wAkDg8F8qtH&0s(xzikA;a!63Kw?2-!~ z)InXRqD~)Kq`pT=_>ZUizuw0=syQyyt$wZ{hy!H5#;76D*n?4in>N2a%jLY&8bP#*B+8QX7$faGLZ&I;xnD#-OXpes!*D(${Yi0YB&AxRC# zV)-iR*>t#kL8Y1~PJmSCg7%Z4j6Mzym7e{V32QTLw=;*^ZFk!j8}~O^E0p_QsCwlO z&}c5kIBv%@E?V4Uuub>d?(Ls$F$yyLqhg5!f3mEt``@2-ZHipL1e%PVEIiYp5>Cj| z6L?yP4Ou6`&Uyv1L4T!@;8ua#rsH-#9;_l%h%@OBXA`sz2(!bbqDpQKcyC=4sN54Z z;=yL0gA9#?QU+N=B(2ehPr8RgIxal__VSa)8VlMb&!!i=mA3<)6JSl64RY2 z?0JCMc7S=YM15y+v)guCH+VkI)6*-*t2k#{70|W5z8>7h#dPZ9zv}d0w#Ck<`n`=<5CCtAKt!zF( zkwWu}i<>Jq=L9t$gT`wJHLA9p$%+b3CfYtP%jj0T1O+}21Pf1H;Q80~vTl=EN>|s3 z8P@ou3^m*BFtsvr=X9;Md0I_mGL^;UvNzty(dmS_5MXp}Rs%$uc8BY${_AAxO|h%E z5~m2s*9cBm>1oQVlJx-t`t_Qz9Q!f zf#QZfe;;?dtO*Q!#R4+WCOXdbuMjN9c=K~y$JMKWNifl^enu4rg%nJ-Po$V&^n-^6 zHHy?tfNAvfg{2#t+A%jk*ig<851sIC0#P)(0yhTBZo*C}9xCs$_D3|5biT$SM?9ZT zGoV;%*ou|fR#`Cn9Q=nq0`oO4{^H;J>v0{?j?rw1rJ~VXDU!8eek!RHm~Ykf`{T!fliGU~e`jZB@p27sT2T1>y*+2r&8=`<%#NLuUJ#=zvD(M^Igzc?avFu71RTa4^T z4vo-?on3V$CK&EwjWT%8hSjhy*-)lAkqTe`d3n~~Dkc?b_dd0c zXxqxD272hh;8mU)2K+(fqO1=-l-wU0icf*;lHQS^D_OIaPLK^_C=qM!r4sRMK#1dT zs*W5hNaZFlp%sp(SUTjmw{%k%E%T(lv`o48Lj%9mYJsbxIo~Mdl53qFVRX}DBty{$ zr)yHv(hiq!10RZ?z7R+5BQ;n$c33!bxF|5XdhB0C2}c@gq9%5HQmdmD&%_$!9#{0Far! z>;F3~*e02z<*(6}GcibFWt~yd8U@-EJ8&QQ^)PfvyYuKvo$%2pfP)U4Fun8C;gc^9 z@NKJHO5)HY1w;3ZFpv?CGV_<_BI0E?We3>AxFZ%G#V3VuKyIJBT@>~Q)qBu`T zsHZds6RdG{;9ZP(fH#Tf@vN0HqNDp%*H$8C+_6Yac-O^!o#(=mvX&D?d)v!7Uqoc3 zVzq&{ac`c>zQx9oP(Q;%CK3NI;0)!Wg$UrusJY}|Nv7Jvh@WH(JjqB+-J4_Z4h)?yalS^fgZk%=Zt9k2ch;^8CJ z3oqH41|T#t6fSU@)GPb|hhvpBYr(pKW=+e?5kX%mX)PxSZ6Ns`vqW<`41T;B|(;vlKSwrp?7Vj2S|96_mq3lUNydI;MM z$LjuUnU|WyQX?cf_Rfi;W@qQS9T0$BJ5B>_W@y~*OMdsO-mI49DWeqZ$R73Lk)mV; zcbo|ABUPrt{Ax9;dBfnl#?=JNWwcGd`TO_~mEi`_Ex~W?ZWQws&nL()?u5zoOG&^^ zv&Unq7HqGc!VKR28F+#eAR7M${@E$ee3I?{R2hk3f*Ki&yF~BEs}(p?^hG6NY%U3ij#5TEFvL$O3&TSIbq5Ly?tHSg#`>y`+c|7 zh5ZUxR!i0iUa^wcu zj-{IfkCG7`8Q)_LU4KkYw5!d8vJmn*>OMyIeBWm3T_8s$xpUw3jg$L{KOzJFXbNGC z+v{&N5~xI}_hbD~m0?M_#Ox)^e%;jK5so{Cm-I1i`}<2g7|}~)f{_Xe*zOXc^^KtL zY3j6x>=y6J@K6BnKKz`Vk$6(lnLiCV%f%mhDqFHbkJKsABw&nj@6a~`y@gvfX3e#BhrOJyO+lJ}vgqG0XefSB3-@Nu_dOu+Uw0L#-?TJ?ig@%6fMYMou#Ru^P^|ytD$rM$#nmyyB?DrM4er$q-E;g4@SMsz7n7&h@ip83` z6vz$^j@JJ!nAWarPF|qogVIxtC)ut?FzAALEEaK425HaxG6rueJ7hpKdseFKN%M`< z@OD}MbD0ViryEh#!pLWqSkNPFzs0`;9hNEBM!ZE6nuo7D+5OF`j}&e}&^B6vJc0ch z6u~)rcH;QE;*ES0PJTyGENg zdOs$(0VZ!hB1Zpv`NHnAh20X}<-+{W2`}k_tMKs4)s!!IR4P$I8_4;|Oy%kF{jGx?_&DLWu*R!OF5 zi$&+Ds)(lXF$9!iT%GhbG~Xy*Zr=)Tr9oDx#ErcDS%_Q4Zn@uU_pn1*MOQyP*mV44 zU$M2OkCUkB=NT`z*hBMgHN=sB23n9v1o;c@`C+>;Joy%OiFviaVrOrq-vO}JJT2aU1gzz<}yUbqhDk0j@ zm5SO0<^ z2D&vf?>sx1z|A$fjeROX-;u2Z#z#}^l0(`2?DST4ON)hguOL^8R|oBFt`g)t<)D=h zqq3mvi>d~JBISUM|91`rrxp;->xQHoVT3a>g;fs&{y z9g;Gd^|Q13HwRs~Z=$26JUsa3y;iWje9{A-0qNc}H1kK|+2_I_&=Fr5ZdK^Haj;5E z%nPqH3wWpXw==9n@>3q}TO2PXW=G;Do(fI2H-bMK{>Z>H6Hl-AtBV(E0!h-1_YlBk?CJ6``O;JS`AHa4bK zs?FxMIRfLg`_1}P1;3*US3LIO!V8Ox2MsvVlz^10C_=_uhnd>V(L8zYNGTZ^;*U}} zL3#y2+KjzVQ#3jRv-ekDUz0b9MQeWiaUlKZ-QwXs5ry9VpEcr_;dCnV5JV!2QzQ66 zO?W+!TR$maPM2{e{4#Ig%?EU5E$q-^d8~ppYnN3e0%*{cl5nv|I|o=^Ol}l!ftLoW z!TnSb`PCZeDq2!9Yo^1WL@yRYaXBppi0uE=e7C>mU+@cE8%#^P;9^w$B-7$^%4yz@ zr{C;_&zyo`_q$9|SNGv3@AVI~D2cyOSED|P{me^%}aLnmBZ*KTODI0lrNF~F#6 zlqmT4xAH_cmY~_Tjn}a4=S4JYSu!ZQ_9&w2`M%CZMWm)WlfDzQIRK5YdKwR?f(kPoQE@JalTk zL`mZ?>P=>PaR7ozv+dvI2L}i3fG&yUs(4k0V>R?KST0X;rq*G!%1pjm_bE4bl}Q)M zM=^i0ii!&Bg;r6$Z?+b*Vpc;GvyCa@FLL$D<J!ZJzq<%(sveGCYT%Br^tD+QuY};-DnC@G^Z$Xx>aW z*SSs9v@V)fJn_#2FMdDr3A6kYkC1COU-9ESu!wGiZQd55+sqTVt6b9)a} z&LUoVrAQN4uaO4B>_bmnE9@Hqr%El{u=zW4r{}%_%t{5)c^aKFT8OGvDs7T7Yo$&L zt=8k8vFH7cmCY?JQ@70Y4Gfl+mV%3lo`4lr@BS(wZVig7tgLjYk~A_hLPAFFm=O*% z>;$xKw$1qGhoU|_?~;-d-@OY-q?6C}K3=c)KK|@NP0nZEzL6Cee|fw?zB1S3$pJ04 z2P2|kVs;7dH-|Pii_kML#|qb@RN;sZAn0gomgKVAaKjE>UE zR@<_b{r!aO>__l_yQc?P*keZ`PcH7@Z($bMc6V=Yu3?Lh*LHc`+sw?klM^?;lTms2 zjv$Ew4VouU&@jRgz=ieRlE!}kGE9cMag$#S@OTp);fSY3lNasqV{zQE?n9vxAEBI3 z)c{(d$rhmr=CcpMPRFu(=?nv_la6_{C4bRi@7>+taM#M5%yrYNnuB`Vkmw^do~G7pVWE_2H}p zaB?YIW(=yIV!tOb{$tG-J3>cGv{-noM<5&=*@b#|4UQUfif)S!?FtH@4&Ud?5iD^MP?^7`npq=Q5RsEhAq{q;Jk~Cgykfs}&$leZKoGk-%wWD5t5v>w~W` zj*PeSXl;-SxEdfhoxgq&Cx~4=nfE_82#cJ#M|N!C!otFg``^;& z)>z{&udKvzS(uwIew#Gp{(XFM(p{Jp5dEso(PaI{2L@2=e&Fo3{TrJ_r=lBJ_JiHJ z1zIjH{Qc(Rc*P@9h>XwP`sjMT#n)xA9Y#-2FHtzY1g@)pXs8$Xwvh@0;nnqZsnTD| zS%G(w)s{bF6PoVtu6OqkL2w+Rsf0XB@#`j{fY`Qx;6sHZ1f^Z%6}`5nA$oW3P?-NE z0L^r4UZGrrR-5#VS_3R?7AgP!)!y4o@n5>lUY#@H8!s)oLFgeA=*jqepEMZ6Dqi%o z5OeDk2p^`|&ybwGjlAX6OTa!t0Zn2C{ty11OR?Bzu)EFQ<>b&KF)=D&9lJnKKawkp zDI+IG%gXwrLU%ZG@LtIJ_UiO!EwA-RyKdjxptF+`nG|NN=UbHG0Tj@|N`km4_Im1!|98>>{tiDjLnr5dJW2EFkeTBFE8*ez;@*)dA{l6?fr62$JqGMgzfm?ZZIOMRI%oR>C}#`U!_&v z$CmbUjl_V)q2!`lTKhcA^gjrDvT0hd5mr_QFt86SzJG?F#)UV0zL9%z%G{mpC-KZ>KwyzN}^l zy1^ek!@$Lj)F|c|%G4jJGV9CMWRCgxr;9Vo4M2pEuNH%}+qb}ocwH<-vi%nHJ!6Hk z4VpX{)=+V&cuKc{x7(X*%JV(ngN~9WRmE?40&WiFvB>$bB<@VZB1We`P+hxRXM>SO z`G?r1gK{yzA+3s)#uSYR!+CxOfd~Wn=%aryRy(Pn+IqeOjZjfGFlEL5*-Hx7N>N=e ziYEk%l1GY;jf{DjKLII_NfsCKUha;%0DLGuF|pQiAISC8IL?tR1m3qOHoRG^9u`A{ zN)_iiFD@acm#YX7VUJ9}cfZ6mJ0GbFN=y^AScW>&p<3Bc*%tq(~-V z)S74W&o`C`9Li`?ZcF$LjM#n?a9)IlvcwbMZl$>J6SMZmEWaaku$aSkMBHoueem#a z05j*c7>xSG{QEmv>izZgi1Jr;rtLv6xOWEV8;hEnT1H-;j+q$)z%TyaGtJ)IRDm}x z;HVduBB>*ik_d4q1cIzSd86$9`PLN#L;T`*`5Lau@LJffU%%oJ6NiHp83T{s%f|uc z1?Nad(u#;se6yRB1KyW$|x_?O>_+ZawwAaCVuVamfIE9xXyLbY423Pu*rD(x1MYR7XVD-GVtR90XG6NNWkz(XYe^J?(Eo?O=e3X!p&Zj=YH=8ZmY$= zf1>~bpyA;mk_gD1<19P|C{Z1l0=N%RR8)M=@AS#Vq#GO?{92{}dIDF9>*?wF{KHdZ zpvMd@Ki_j9W(v7?0`~!6kHM<7Bajj1^l#xPyh`ywtx46Y*ek>M@}J2Ae@7Dtik%M7 z(Kliey~b5V@Z6eUf`beYuhi6!38wsL$grvBc#AoYhYvbj3ke10N78&(kU3{)eSn9r zh2vr~UH{>onfBhwdXTN*&;u%${Xe9{k?{+2R@$vvlUVXItR341m_~M?N_}%fQAc?X znYn2KD%L0wz&ha{^$!}aNdJ~CFUMJycndGR6B{Y>)0kJ#JT(8>`W5*10W8KD#{c-C z+<~D#L=+!`yFRAHAb#p?>L)-od)X*JgHKhYld_OoS$0t<0VL$#NAtNY3%WH3Hwv|x zmzD^Fy#LI^&6I$n*?0Y zo^f?Y^OG^<1*7(v^xuBFP`*-%MgJdH1vJj|E8p0(dU@j@U`1>T5a!6VCGBnbOf{%N z0|&{h2{&=V5uDYyVFsY)Q2GD2tP}zapI{1Pzt)Lu73K7$#RA^RUW1(y3pNy4>HWaMK&7l?3S1>yGe@)A0Z z&n5nmBJg8PY0pHr8nUv_EGSl-Nc}pdX>&0B`2W71873cR6CHOf{%Rwii<+`R!v)FB zqPGnN{`(i$MI+ccOzdQy^v+l!d2fJE4nq_3p8$(>lS%`w_Vx$G- zUR1p#qpVmWqDUbl{KtoCG8`QpIj{d91$ks~U~nF613zlI}i(9Paw-3Gzu3B7P`=|D%a)Ieifk6!r3~)34))_^UV5Gjd_}ElP^|P)GV~` zMSc0!hcYpBbaWsI6%`yfpaZV^PySv6HaVx;rrJcM5w(hn3d4+cnQkx&Hrd0#1)x;$ zoKby40}VSnP7Dc0FVI|Ns%qd6;KsgCHH+QjhFBKF>gsuN*iF=v0Gv1991VKi-=05n z$STOmcOdc52lu}A^JQL0T`5ZOOFb`_6W1Kp#~UBMRL;JKLt)xn4PK{tk>{C0#997l zq;hd&$dK+=bM)R=Qbb%_Tr3KKksYoD|MN`6ua_zyYaNP;+Y1oJ!I1F&A^@13*^;3L zfaIYQ5O@gTQBx=A7zmTkIaw0mwxPFAz1Lq6Z$M9lsL) z)^--L(P!|2w)q+>7as7NXXf>3p#r>%G_YE6->smB!XB(3h7D(W@mWG( z;`+~w-s0!LzB!GH5fT!*++4Vn&froCg@G^zg2u+jU5-{2n?4IwP1Leo*R0iJMQ`1Q z?82cqSjU@~n69O+NSDhaix?Mq;Ip1S9lN*&zAugoZl$ZLs`$=f`1o3m7~vt`t;lut zvPZ{iC^WtQ)0JEeS5T=9!Wqmsa(=#<-}#D!`i*Yrz%ug8JOHN+BAg{afIJ|a05%zd zREKYhB>_4C{v>t{9^Zm6qsr^hv}rl>sRf45*-jKds5G>+2%^4c-Tvoukzi{Xj|H&Z z>FDT2L4XCX2Y)E!_9W2S7-O|cRC>$pNzg?tVPS$$8C!FLD{BE9BsW$M$(tvBi zr=p5SM8(mK{W(U_X=7sp54M||n@5UYFxEINQ03(0OnosyeE04hr{#}_n{Gn(Gqu?8 z0Pj7Q*#U@uNE(OXQ98i!XjoX?aEvYFzLgztdj&j7WmUX(scg&xHh=;MSPh$}rgZM^ z?z}G7(j2z7g=cErvuY{Q*lvx!v;cC1+I{kIj(9(HqLV$amnZO15aW3>t$>yn5trVcCQYimtL~K81X2Mn( zmG+a<(=i~x1jbI+g80Y`jzVy8`H;u@txNJ= zBz1tbdsah313Y}WyWF7uDCml^F_bASC52!+SrG@`PP`Y@0U?02h6Vw`%nN$+YQ7TPWNzI4Lt(+U2u#%;8Yey?Hd&ZTmHTX`WO{8A7EfQ^ruC31uvjF=PlCBSfa= zjF}~*GK7$j;Wo>xgv^98l$3eQ`0lgr@9%m3`mOg}>s_xup66coo$LC1&ht2rV;_6( z;|!CqlB=-4f(g$+B#Cr6lsE*6;#|$n&4o<`ip%Dl)0*$zgV@81-va>+au7l}-?c9% zva_=Xk+FSh)PA7V`roJ1%$@D+c6#&-vD%n9tV&w6CtGX|aL52KL$%Pl}>&Cd4v z0tMijPopRD6{L$H2?2b==Fgp-sb(#Q7O;l1V06X+czco0O9@jAINuBUm#SnLNO>ZIkqyH*Yp+dKE0whG3@Z^KBHrIeCzE-#%+pa;76Txam?& z!q-m(F#UQ<4KTua3BgV(Kb!xClu-tqUgn8J) zYvqKk+qUW3Eg5PB**?phE-XI1Mch!hy1JxfnajeI6-Bs!BR?Hy2P|%O}phM_@g*Q^O+J5A@iy1GPf3`fX30k5hd z4yrh?et4SmhlItD+g+qIuPO2rDFt&Ikj?h3*}~$Dv%6PBgs$WPwP15wq1$oN^r6fd zG$(1CPn@udBWDgfMwc_XAIs4BQiRf|C0VmcJ@WD6hxliqtDj=(M5*V2 zCZru49Q-S;Y%EdPqxSmJNwkg%nHU^@f3ck0IPLwG2+WCGb40&6J%8W#gVsj}uAXd1sRWgq!EujF~|tqa%C!XN~yKYkSE z@_O{BoP_-P?d+lZZ}RxqfCc5uwCwbRHl_YFtY`FV2{}Wl=4}E7r}%}08ne&t^?OE} zCzxRBp`1|KqU&a%JPl*+3JSvSVqfq4%*d8t*((CZb|)VwH9l~>hj+M|wis?zkb1T6 z*M)Q9tI@%NR1LM@%2tnh{P=NA^h0WX9^Hb^G0sT!?s)%^u6&F3+Rn>E+2%uTT97lC zz$6qS*1WbKPz>dkFmb1%C@U-f!A8hN2{jgYpLz=>DivtsR~-n_XS3Dqws=pJ&t!Sd2#=#lH}(vO%t z@VRuqXMrNV08Nx5R<>^6eiwkExT0cheSJMSx^ThV0W(5h6Lz=+Y1S8sbR|k3@-Gka z$QTxufsVrc>M0?h!Ly!~lRJ$s_}bTZk5p&88)3XD&ru;-v#s|LB@w&;4v|Ku8?g9T zyIBf3*YGtvfakZK{-r^BV&bNQ8!(o&H%BXp`El~1l~?iIwFZNY3G|0eX;JX%3f2$D?_v~jE|MQ{vjFL_IFFum9xJ2! z3s>~?^ymc)-K~T8DF&=_B%`Aq)WPPRq@KFs?i%V-XV1D%W%n$0{Vb3onUpGjc50n2|`qNS_6+4y`a&i>5*<uPQJe zx{%|;(*!%Z4-A-44%+Zba5}AAv#AK1YW?F=?D*#U!zZ12kO88`uVr12idacL>ffL0 zReymDejPt5>=;`k*{?HwLwE}mApFQa`n$t9#`zN;kNrzkD8-g@i2nN#_`i60_?rHH z!e+@BBH-ZoUH{vFcU}SgqnR91bs)+q)E#90$%H;027Jdw%e;0#9oC%p2)XACKX5u$ zCaY?7ecf8G&CZHu~+LwQLp`NXvpWo2YI5`K!!EVV3dvBw&8wM z-syc&0!H+|lNx@2Me;5xDjMHR2!eR|zlg#1aYB*5Isyf|QO9OI+`soHH5aH^7r(+O{+C;*z76E^@ZnnYFxAIsNlsyn5-9QQ`2To^|9bI1Z-3>^ ze;5(0!1n*5AVBS0Uh)64@QwYN9DN*3au5>**B^mQUE8#g*##E;nOHzzcP5PNXYF}Ska0H4Y zGOLujx;j>M`J~vxc%f0Ts82-`?y@Uu_i=JWo>pOWU{SjI#Zi*2?0URO@C#oX8=GrL z>I5;tVQ{6ZOI&;G+ue=)Y(4^_P@1ib1Z$3G=DV2AxjtLoqn-=@V_22_V#z0VA}us z;((qbDnir#i`cJz=2aw^|NdN*VEPa9Bq{lSxK(9ackS{*5{Sm~Vc}1pO7TO?h6t>g zv>QU$SZ_t|()`F7->h(KI9&RxJ*Nzh^aq85mYe>I|)S{(H|2| z`1s;vVAGu2@}fwj^SDf7qS_YV(;{yMLGH-ws3N2!5IBSy7mc1&bta+Z=UAKZvlnR9 z<1fT*ZqKyv0uuo#t=*10vlK{lZ({9Lbfg4OhPS6p&B`X`d&*?pWRX&ujcu*oRFp%GF zP=)+99z_Z!S)#D!`c{Or?&MZKKQJ+e2Wx9ob!5_&3JwW*fR>dB5hjiGB#IwCgi6G! z>#h26FeX;{Q#*;w1+4Lv2$#rnJk9x-ydxbg68WC}`&VI`G8iks9uq=~Fu35Ii@;ey z^SIKI+RE60#I7;mXp5r9+L4yk{p*L|~){_8SjLSZ=tAgzRYCS=vc1X~ZN zd{6BPeK~V{+WpAWpinXsc%0^V1O>N4#yo;oxevTakT%wubU(k27I^-`DwJ;I&AUac z*HB|m6}m2NaLFeI0pcviH6c_c*IMu{5G>N33 zH6~nGOB^7^&s>ZqGG2?P4z;F6*G&wR(doV=&yoy6W@iT@x^V3ZH6;wH>H(F|i(cEq zC}QcYnyjfeJNi|%`<&z|(hH!)C2vPq8X_g}H2Z*DI`GW-4l2`Ltp7;C{Ocyso}Qjj zV2~F`O@yfEE^r~;R_>#+=GK?zp6LuYP68Q0?-O5CWgNO_i@=#3i1w|6u0S|Qn4(It zB1v5jU&hAjRR?jHG$%1&V@MYX2=ZCK6D=CRIfKcknDsbdZ;!NGJWlh;LXT2dflio+vjETi0@#cY6(NVTH#}7| zPF=!zC)kmM4>qhE?h4P+Qpxn2UB z=z`p^w*?v=z&3$IAnb>{1+yyv8l{kYh;@R%FGAY}P9yXM4j9rUt8$rUXuc~c>HnEh z7=puGg&Ed8pfG~whjY(u+qO-9u%epR~6h9KWu|!>D|5>;zVnUG_)p{vw*bNM#H>JmboO+rHAQ;P2Ka9>0!I=Y(3_jo!);DuGU$QS-e z&%vrrJKEr1kW5y6&y|wL3U)8x`0~Pq2b&mJF&kDe+p{r!PSEJX*0pQb{zmuI53PC} zXT=M-P(EC^CMHrfF}SGc1jA9=_#};VX-XyX6Hhs)J8tj<%IQW5;1_lKVB`}3uvFp< z9!Ik4aOTb|4+#n~9CNhjF36|&A)sj6{-n+3Y-b#sM@P3@3mmHlLi9 znAiBa&CEy70&8ADlCc3(%phVJ5#MCm28=1w2?bai1RD={nt&T!j%O&9=u)}MN5M{c zdU<(~xym%qe@7ffpM$(Q2hi4szEGI?p?GRpX=&)w)7Yn;!9h;IsDSWrtyhai=X4k7 z%F4>nA_lQ5gjJ%^Ify1J0A!==<;%}u(oq)>5Rf0#EpXNVvC!{-hQ%MWq10F=opY>Z^Aaur;4HG?TyS&Biju|)N@fhyGYM(-}V_lqn}zxeBa zPO;l{WSAWQH1oGATvRn}dc_8VNEZEFos`FD4?V-f!<`|U+kmmxK)afqoBRHaUWvKH zPA!A?A3nTwV9B5D@mg_00vv(zNES-A93VzbySI-|#_w6qw7sVvxRbbfdh{YH?-ewG zBtDfAR0um4-sFbPr>v>zA{3jwP!0TXbkD1B26L;wDT>j#bSXk5L0JlkavwR06tV;w z-h0{ErC+I~973$6U2S0Z@b(UB(Q#713p&qq-Vol6e95+dzq*(&{5S_?W0g@(R9^kf z)5XQb%8>tmgU;wjRT)RZki{X|&&PK@Dmq$W(8$P07Eu&q*_o3Dj|MrWn^?ru!D9D= z@)Sszhi(r1cMr^?HUeWmh3sECeF+-ovf|>CbJIgyYd16bfsCvIkIq_9P+$Y>6#l3r zvK0)q(R2jM5gSRo9=9AnY`)*s9M9&ArP7KV!)qv3;3g@ z4GkAiH*sQ^{6WN?MTRDi7!VO*u6*M|DE}u2HyY?!ZGU`{qJ$3BUPjj&rNY@?BhnoN z^i_>bi8ZPT8;3Ul#N#6*E;Dn@6cB= zEi7nE(r6eQqo(IOK~@npBLI@Yd$iSTV8?{D-!nkXsNv2;PW@5$;x0TLfjNLrJAI@L z@*cM4J7vK$e3FTY$q*$twkuNHMX4En`U^Tbkx@)-qi&VuBA|CWNhr^>+359cQ1QCs_9m+dko??-~LJEArJ(W zD3xHXuati+oU5k4a)XC=!p;29dEDh zi;Rq9r`rKyB}z5%3RrS>J5t{`gR6g?s;#R<*LR=Ygxc*r@R|t6ZV>+XX>F{XF1L?^ zQlgaD^a*F3wL>5~yh5!W752j~Q3MAY$nH<+#^(aZc?%bmDV6XUDOB%9(OtiBqo5=6 z!P%@ifIr$WTZ@L5KC|=layM`0q++!09GG%aC;y~J4Sk29a8c_hg`u_vtLe!yHzj#_ zZ!w&7Ba!1UsL)Z;u6;cfI1Z19G{^@9OHJ~{;H?Er8xIENtezjfPp9)H?3Uu$vt*@z zG$lTkaa2(WidW%$a@6kC-^Bq#c8L<|GN9*?zi9O1o4}z%iU>Sy5t$uL(4=^A@P)W` zgSVmhp|mr+hb$cfITJbEH?*-6nT+BG)}=Tm?~9`f08HX~lak)!pt}Oc!8c1%DnXZe ziEVZ=$PGk3!!LRupTP~Xqb*W=kv-rU@i5)+pI=M~6LU;!TfC1_12~(Ylb<8=8~GVk z6YMv8KX2aX9noXQ!uR*v9eq0XatZNppZ&S6!`Ia)Z#Iz01IM9jd4cDxa(a4ry3|Mp zuSxMk>Y;55ad-KfeUNDcZ(W3_67kIadIVcI-=c!`#e>)nO_Z$XNKdM!TQ0h+aEE zsU!+kLu%{xa5fx4;bU8*#=Ggzs$EE*d$7fr06T*=oTJsZR)Gs|>_qLQ_`wyAGhZxW z+MM*HDds0ud-bh6;4b!ll&5W!GJ`63oAICLhmdpkZtKmcp0&(%aXU z4%x3(Y(hRE^8l;xOj&2qDqDW_9FLl+DjJHBM+Z5<8_(1D0}gvgN2eZTjeE0d2(rl) ze(Qs*pK|QX#xR*Tw_g2fDSNGPt1JXU$y74w?i| z*q{TtOpo1XGr>t^qkNE9R8&yNa5$u;900=_Bn5M(j0;TD?9b)eb)*c2#Lz-SQ1}?G zj&?bXtfw5gITez4Fp4v-FQv$ ztCg5fs>~d=6?v2rm2S@h4&>aa)29`xSzIQSfOtd_&FI@M|5!=m|1R)#TU%Sy`GedA z-^lq|QS{QEugs_B`StG~@ozsAP#OB5*EoMg{)E;~FC4vaZ9|+Wuk`fvP4s+4Nv>$H z$U~U-JvgbiegG*;V=+7ry-W<~Ogxc{{`RUuYx^5F9-|h}{l5JWF=?cLED8pxb*d)T zvs%;5d8$bb3l1c@j*@OQ51|=Jol~e-Q+>r;lbUYEY}j=O@Kl!@4h{s6#r9cG5wPj2 zMCSR`vQ2K0UHSL+y5>0p*uhp5^(}qF6bK!~W~lveV9tZvQn06al)3B(z6Gn!n^}ob z(lk%*m6XvJob6s-IzTZ5u$IbX)7LEwmUi0lG-GKL%Om$0#IOpGea#@_a0X(_*jo2K z+jFbW*?LnhU(h$u#wv4+jg9?Xax_yOvkj`FWkMLeLPS4LnFaMCK@pE5^i)yjttG)H` z4w$9S!5|ih6Vhs`OB-T)coQXWLhCKG5@EOK8oy_`6CE6@4FoaC96<2{``sC%gGvjC z${=KNJ|Xi)+_>V2>zfDkF{N*G1)j;(6fk-v>h_CscF;y&oV>fnXlj>`$t}2LVHEu| zJWV~Z;wTc1#dUjoX;V{9I45)mBxD&ofB*>_59*)IU*{0;>Gzd0Kihi(J`s8pl+h@Azg>- zA4W+q_XanCPzcn6RiG)+H9@-Z5c5Xiu;zKnI1Zm&VIS*do9GMz5Yi z2?uiT;ltk43YHQW-S@BxXQfQgjO&yJwz8L{Nf$xpXU=6XhN<)qSEW z;yEaOZoEQB`cPTJn_b_;<$FF@KcMUv9DJX6j2L~^03Hg5?Ap0%a%_y>$s6@chS>@0 zb2>q#2kovfM=eyg$kOJWCpnW_p^$8*&>yjh8M@t33{9E10N}^+!gpQ<#WIT}})Jdfj9dR-67v_lZbj*O;gsxlTewY(OW0HH$#3!5vc0oQUa)uj;(P^q?V&jd)+M1Z4qPMA zdqlwpXsjr0c0F{}T-WtC+vH6bkK++(jaDl1#~61$@kh07%#iBw9QAVer^TlJq9rL9KxqbSKdE0*42w^ZDDqvsfdK)2Fq;jITt!a7lmnj=&o&ySqqgf#)PGl! zG2rsKeXMy7tkX#0L6~5OGXjR&HJj)!a~F2BNCWYomY3f|;!|q#M$W%$h-cvk-4(7+ zBAXbR0jr2PoP5FbwD6&=U4YD9*0A-o=d1Hw&iCC^__%!DRbM}<>dphG0@COdtszzI z+p~v)@%veD)Uc>;_Nq|(G|jmU_4zEu3-L~();+6Go5c~d;pQv3-O>yWa((pp`u+Pu zK##A)T?a94EzL>z1+o8Dml(RPQT@g+UTBh->Fi1_8FOoEYw*p{)>7Z@BxM+_|CNtz##B|mE1^4~*}3xp?9lYbv$O4o z81Y?ODC{D8!Ild+>Qp>p*6L|>UHWZ|fhP?n4x{A!fP+c-)nw9;n6Zch4D3v;VYp68 z)*MH=asu~sc%vL|{wi2PKzMy}ph^dWL3jj;<+C#h2?<7Ad)+2#MA#nHw3k`y4F#8t zU1TQ$oa@|=187<4L0M#{UP@^>Eh)R0v5unSwrD3QC8dWh5@t^D^h9k$OR)Bf{qbcq zBSy79f#l?9!`;6i5bwc{gFk7IR-@?@qW&|>NeP-0Afqn=?kh-!lgNuc9o2*4L$I@* zekS2UoZ*<1Tu<@C+#WcrU23aDBF+G>A9hrvPQ3kieh)I#vyXI2iK~^l@Z9|N#P~e1>4ynb z%@&tI0w7aKl$R;LK@ame>QJ}Dv3U%E8o6vBi~5+9Y@ zk~3H=YT~(QPSMp>pIJDNtXs$eO7;wBx3ThFR-xuxiDuCt6{wLQh#L?7M5?~RXGEqY z>kraT*va=d#(!j)Ixr`Jzx9+)zjR&T_`CMp3wn!2W=_FXW-0j(0Hw$z(P?nbKK)mw zB44T|j)C~mM`)Ar#mSrEn94Bv5PBQmy)xT{#RWTRRBL8xYU-i?zN)I2I2$mYV*9JL z-Y`64nme`GYMM#+3QEZB0+)F*dW7MWTXAu5)>;}*&%hEUjjWT3mJDuywG{7}k_StN z7mnNiQV;yzIBM|#WNMi53JdQ9UvXbLx)`v<2i*`L6Z0$zy7#^S z>XDj|o`WBcOyF*wJ+QGOvAyK4a)GLrH~C4e^3nI;$TpfkzD3NH7=V@}!LN|%|- z+z@FS?(e_v?Y+rMLZu8J5a|Ty?@Nx>$W`qtSv~n`A>}6r_}$j zB^n7a%aAPtAV1uu6Vf70X0eEaTkLmVV4aB&rq_t^gv2)q|MH20d-oRitXv%PQ5-N&+AP_kxa>!A;p?}&gLh7o)m@J=(lf$ z(!XC!X?c7w6A)uH6eIXh1KJ*{|J@Ix+Odmk&;kzN@*V6TFTo1~X!xt9)AEEhvn-iW zP<+XCeK5OeK9* z6GSx7N@Nh45BjgzRO1CBYcNUb&Td?uXe0R#*r3{$0Q3TUJ7A~34i0*PUoz-CcAfS? z@iVC@e{ktzcD5utz$C}#G;JQZpocDhD+(V05*Q2P&Y0$m$Q5j|?Ke~(`1x^tDK$U= z`I1ZYM$m^;=|0hL-1INFV}ZM|I`ndFa#Q zCr>z_?LUr)U;@LvZR^&{Y3mvwg~>;@;BmH<*@O8=^m??TS;yKpC4PG8Cpeh0jt(uH z;ww{DmdH#-8@GG*@ou6z!7d+qdCXdh=abrbJY;EUsk>raAYgMC_q&*eAM%k65Lg&> zvpjcoAp7ar)u+B|=kn@J+=K(m2{q;BI9w| z5G&+hCg5;_a;zuxU-e7Qb((*^Lht6xFpq5Pr$K#*<-ddl6g%d+kqrpDb3vB0ZwMN!^ zt3m3YH8)SfxO!WGOD@F^Il}Yol3B&m5&l2t)&hT2wYKoxpRX{tND<&;>c&u@+0}5q$J_ji43DJJRm!#z^zuUPtPw){q z1{ouxm+tP+(J!$$e4*-{&dwGM{5}b)9XUo^TpK!6(ji;*H~GkyGT;V@n1gI=nz{rz zVfC%DOXnRNvhmw_>RwxSs_-3%YWP78i=k2x)>`X>61_fGwn@*^R0jHC3;U5S3)L*p z?s#0;jQnH4GpzUIPtXPKm61bGL=DhZH{u@onF-xj8+@mIoM2dqu}8S#FKeNM@O4~&aOAj$Ke{A zo(=&N2@Bd4@QQ$gri%8k=R79(O;uf5Ij&52!J_N#`6Zi+7kn~JVLj?N9y9yN|3crZA8a1UK!=d$Ozp25`Q}MaOi{D~c5^!&KzAs=TT^mEX+{(c#t+gNO`>TYAR6*e1R|)tsc6QQb2?>ed8~ zr>wJ6oA4+6w~ZjWtpTq~rd@x3{^$DYTMajI)M7u1xgJI83E|9svtl z>U5;bv_|+K-GNNteOyK4cOcT?-M8!wX&K$zsWY>jImjA6IG?aPm=gZ-t@s1u|jCpUo2hziuUnn`M_dLJR5I*LO5z@yoD70fCKiI}YhvJYq zg!_emT^&)BKe4=)At0_P|KD2{D;MKxh0<^=>x=M4RG6@ ziwXe#H|yuhHBJT%KWvpTdzQXyq2~=7m3G+BMIk7tfzO{mXAP`f1HCT@gQ#bd}a?!t?+gO{6Ox7w%NSWwQr_9r%~RR%dPqLm&rEo$+iNv}D$mn#TRi96kwc?s`bpT3_p} zi9dy}z_qOeT0?vqWDn;tsqnyf*qUjAW!d0rrp40$a{%3@xZk~dcL7LDb+?+zia8im z{gD1WRTFpkFZ_%E)gptcVP3$`rD#r6z6?zZCLY5rTJwNqW&*AY4o46G)484WZcyCRG<{Mr!}^ESXk@a1aPT zSiAEUC4VVtY2rUnkWqme@2rE-d00cCztZg9{p{3s2`RScy}i9xfD-~jLl3h4-bY0w zyN@8tx+`c8WRiEA8~XgNwZSU3UPo#M=80W_@egKb%}|BeL0x^yyoKFDYC)j!p!}CMUx`{(fp)H&`rA0n~nC8No5}>fTw< zfQ6HKalR56K?*91y?y2;1_4R*Ej+Grwa?>MO~ONU1&w#P*+Wbn5&%FZ{Ccu7Ww|mz zuDiqU@Zzo=ZoP>`mS?Z}PV6%vI^+wQoPZn{kWukP02k$3zJaCc$LLN7%oVaI(5c(& zKm-YO-5o?hetR_#12pYHBZB1OqzyhbxRIpIVcD{>1UZRudDxu!!(}t48~Q8ej(sas_b!o-!~VB2%h_$_&1i{bM%$v*$r-gBE6RcUO6V{!3UZbP zIS+A`KF@W3NATA`UZS6TuZQR81B)Oy0h~v=BpoP;$QWEo8mwx%{PqXM=eXHg#KL0Cy#R+F;XYR-| z2pax`XCWc%Fjdmw2M22#k)6dH-jr>;E8#LnRw5QhW5o$Od!k;&d7Sf=x{95=;X6s#f4n$`|1f z*+^Nxd2Z4ackQmsw8O&w3mgXU6TsC{ z@mg5&*Uv0e7sCDagYlz7kA_pZ9cc!FyB~<=)=qmVL;AyNqf^;m3XcV{VVBW(5-&l| z$Otd`yifmJH%|W%At_0&I_h=BCxbEW9U-BbkPEvAaZdpVA@IW+leJoUaC<0L)x8od zAylZbo-+H4eNdqowvhqN9oT6E#5QCS1_|d`wH}-d zL-6fqmsCyy^%8+g?HKFyjFwDC;s6W-6hD{|!l$Ir&VCr&4eJQ>Yc?bqlF3eOCAeeUEu=< zHl`t^{G8={1thhR5;zlnXPI3w!elxWNKP7@#a`H^i7$$HK1El|z>p+3Tmhzezep3A zv&aDt^$BxRD9f~%#v^@1-c+-ey-#T70qp8eeyx{w0^R}k*4F&xx+rj{@JRSPC{*Q_ zFn=JvUn|qxA5(rF&z?QwA2|=1pf|&zxL|aATwr(x1H?~Vmgh$b+6{rYvmLkG{FhmvP|R6CVUST>F%R|9 zJ26p98E4zeO(b(c8y>Yi2M$#92;&TUZS*d$s3-x#RQJ+v-@ePQa6kb%qc#5_r{I>c zi;@^q$;eSoQ%;aXrQ^1gJ9qBP&6`Jo1-T2B-Os+*m~t^ir_(%jYspXdloVcs81orD zUGp{Y3EW9fzn;1?2UW(ifo_=%)vD!0WU$k#H|_`+2VqN4TGoN zVu&zaGvk$pBd(KzR`(SPmgx{6?&(QQfidSAhOTkYib_gKUN6#Rb)#wW^Yf#ie#%Z2 zgoK3=M`~h+i;D}7jxLxisG!B2oy<_*cJ2-j4K=yM{exV)TP_v4K~_eFisIE`keS9N zyvL1Z1jw2UpAFx?>)BxiE`TsRCr+I3SW@H+gVI3;fd{7nYJn5d$Ds{^gnHNA-90#8 z3-XWWkmN=RoPOjEEG`kT<&ey_>X6o33#$`tk3KDPdKE>BL-9#R>ISrKb-6%%21b0e zK9dIq(o1wxgTM#DBfZ@cO^n79#kkYX&SFsWxFd5jIXQ(-YmqIuS*sq@GpThI@GJ1? zQ;W1)ollV`@uKeQNbqE6Y7dnv(?Bxo0HzNS z^RyI%;U!#lH9S1LZvFaH$K5zGqR_gKU)STLQcfVi;L0H%iuWZm)ZkLc)puZ>z2_C> zuhy z{_Ef5(eu$Dlf5HvjT_8}Q5<_xUeUg7*PmFpimSlL)^p~AKHdZnGz*x4%eOXD)=^WF znR&e_eq8(nBc7;D-#W{#JP-J{E`!vE6`eCJpG_!~NQ>lhiAU$9g+snc{cGWw?N zle$U@j68{Mi$cXC;sc87wgQyz(i`O78OB2;_LVOo=$hOZq_#C3{!*{-&Gx*i) z?Z>x0nf`3kMTvjs{5bPrKW4?G9C2`Q=w_G(YiOfEz~mCEh)9b%xw;Dmr;kZ2myhPO zej$?+D0QTX;*a$9_GXL{88GH^Iq5qDW%PzUAaKcO&ljlt7a)zgi9tZ|dq#2Z{F5fc|@F#W5Id>(E@cm%6*$Npk7i~q`!-gdY!s~%K(`ahA> z{iM$H145G&iVi}d+T!2!i}}AhlJ+Ni{P`ah_P_B+QXd&n{C`-O{-1v3(w1$<*mYK) Sj@P8%M@C9f^7X09cm5Zx$n~}W literal 0 HcmV?d00001 diff --git a/gist_tides/tides_nns.py b/gist_tides/tides_nns.py new file mode 100644 index 00000000..827e20ca --- /dev/null +++ b/gist_tides/tides_nns.py @@ -0,0 +1,99 @@ +"""Lord Kelvin, meet the data scientist: tide forecasting with ovvo-nns. + +Tides were the original "hard" forecasting problem. In 1872 Lord Kelvin built a +brass tide-predicting machine that mechanically summed 10 astronomical harmonic +constituents (M2, S2, N2, K1, O1, ...); later machines summed 37. Each constituent +had to be identified from the physics of the Earth-Moon-Sun system. + +This script reproduces that forecast from the raw water-level series alone -- no +astronomy, no named constituents, no hand-tuned periods. NNS.ARMA discovers the +seasonal structure empirically and forecasts a held-out two-week window. + +Runtime is dominated by NNS.ARMA.optim (~2 min); seasonality detection is instant. +""" + +from time import perf_counter + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import nns + +total_start = perf_counter() +print("nns version:", nns.__version__) + +url = ( + "https://raw.githubusercontent.com/OVVO-Financial/NNS/" + "Data-and-Simulation-Routines/Datasets/tides_csv.csv" +) +tides = pd.read_csv(url) +tides["dt"] = pd.to_datetime(tides["dt"], utc=True) + +cut_date_time = pd.Timestamp("2019-07-15 00:00:00", tz="UTC") +dtrain = tides.loc[tides["dt"] < cut_date_time].copy() +dtest = tides.loc[tides["dt"] >= cut_date_time].copy() + +y_train = dtrain["tide_feet"].to_numpy(dtype=np.float64) +y_test = dtest["tide_feet"].to_numpy(dtype=np.float64) + +# Validate on a window equal to the forecast horizon. +training_set = len(y_train) - len(y_test) + +# nns_seas returns every candidate period, sorted by coefficient of variance +# (strongest first). For long series the strongest periods are very large, so +# shortlist only the periods NNS.ARMA.optim can actually use -- it requires +# period < training_set / denominator (3-4 full cycles). Filter BEFORE slicing, +# otherwise the top-N may be entirely oversized and optim will reject them. +seasonality_start = perf_counter() +seasonality = nns.nns_seas(y_train) +seasonality_stop = perf_counter() + +all_periods = np.asarray(seasonality["periods"], dtype=np.int64) +max_usable_period = training_set // 4 # conservative; matches optim's limit here +nns_periods = all_periods[all_periods < max_usable_period][:100] + +if nns_periods.size == 0: + raise RuntimeError("No usable seasonal periods below %d." % max_usable_period) + +forecast_start = perf_counter() +arma_parameters = nns.nns_arma_optim( + y_train, + h=len(y_test), + training_set=training_set, + pred_int=0.95, + seasonal_factor=nns_periods, + lin_only=True, + print_trace=False, +) +forecast_stop = perf_counter() + +nns_estimates = np.asarray(arma_parameters["results"], dtype=np.float64) +lower_pi = np.asarray(arma_parameters["lower.pred.int"], dtype=np.float64) +upper_pi = np.asarray(arma_parameters["upper.pred.int"], dtype=np.float64) + +ss_res = np.sum((y_test - nns_estimates) ** 2) +ss_tot = np.sum((y_test - np.mean(y_test)) ** 2) +r_squared = 1.0 - ss_res / ss_tot +total_stop = perf_counter() + +# Note: the selected periods are large and not the "textbook" ~12.4 h tidal +# harmonic -- NNS picks whatever minimizes the validation objective. +print("selected periods:", arma_parameters["periods"]) +print("method:", arma_parameters["method"]) +print("objective:", arma_parameters["obj.fn"]) +print("R-squared:", r_squared) +print(f"seasonality elapsed: {seasonality_stop - seasonality_start:,.2f} seconds") +print(f"forecast elapsed: {forecast_stop - forecast_start:,.2f} seconds") +print(f"total elapsed: {total_stop - total_start:,.2f} seconds") + +plt.figure(figsize=(12, 5)) +plt.plot(dtest["dt"], y_test, label="actual") +plt.plot(dtest["dt"], nns_estimates, label="NNS forecast") +plt.fill_between(dtest["dt"], lower_pi, upper_pi, alpha=0.2, label="95% prediction interval") +plt.title("Tide prediction using ovvo-nns") +plt.xlabel("datetime") +plt.ylabel("tide_feet") +plt.legend() +plt.tight_layout() +plt.savefig("tides_forecast.png", dpi=120) # so the gist can show the figure +plt.show() From 049da066d5566037ff43518fb42f83e70620e68c Mon Sep 17 00:00:00 2001 From: Claude Date: Thu, 18 Jun 2026 14:22:21 +0000 Subject: [PATCH 2/2] Fix ruff lint in tide example (UP031, I001) Use an f-string instead of percent formatting and group the first-party nns import so the example passes the repo's ruff check. Co-Authored-By: Claude Opus 4.8 Claude-Session: https://claude.ai/code/session_01MxVLKYqazC2uuAW3P3MbAm --- gist_tides/tides_nns.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/gist_tides/tides_nns.py b/gist_tides/tides_nns.py index 827e20ca..781c744c 100644 --- a/gist_tides/tides_nns.py +++ b/gist_tides/tides_nns.py @@ -17,6 +17,7 @@ import matplotlib.pyplot as plt import numpy as np import pandas as pd + import nns total_start = perf_counter() @@ -53,7 +54,7 @@ nns_periods = all_periods[all_periods < max_usable_period][:100] if nns_periods.size == 0: - raise RuntimeError("No usable seasonal periods below %d." % max_usable_period) + raise RuntimeError(f"No usable seasonal periods below {max_usable_period}.") forecast_start = perf_counter() arma_parameters = nns.nns_arma_optim(