From daa4fe3b4428634f5a745e2e969263eb05d9b351 Mon Sep 17 00:00:00 2001 From: Tommy Rushton Date: Thu, 11 Apr 2024 15:06:23 +0200 Subject: [PATCH] Exercise 5. --- module2/exo1/cosxsx.png | Bin 85472 -> 22437 bytes module2/exo5/exo5_python_en.org | 134 ++++++++++++++++--------- module2/exo5/freq_temp_python.png | Bin 12556 -> 12226 bytes module2/exo5/proba_estimate_python.png | Bin 14660 -> 14417 bytes 4 files changed, 85 insertions(+), 49 deletions(-) diff --git a/module2/exo1/cosxsx.png b/module2/exo1/cosxsx.png index cddaddf5bc376e73d8f3698c2b32903e6c3e4d3d..42736ffdd8056ac519dd511816ce51d7a933e780 100644 GIT binary patch literal 22437 zcmb?@2{e@d|L>H_H(9{c`jzEy$ z5Qr0mzs`Uw#n(xB!LK_`vN}#0c4khlCJv?uWfP~D)^<+T7Ef7SOdT98>}-YjMEL}7 zu)c6|dg&;}&u{aeH}KgxnDevlAGU%;&c2k_bwnVjOrW0=xso{+2!!?ph5OQv-ICX* zTs^T1wMR$Q&%3vx=H0qf7{$fe|9-&QYQpiz;p-2Kaz@tQUAW&d_*BP-9x93+WXod6 zWIK;|8#*Q_4^*8#S%t~9E8vEEE{vR;RTsOfo-4#kG)X@1bh$fwMUkbmWNGe4kd1CE zzT)1N{-~Ehb(;XW4A>L`!J1dtX$b#?U`;21{xBvxY&YrZB-cO34QoAuD|Ze%@?ausEa zx_V@sGngJcmlz?ejc2n`Ayv) zbX4Y|N|Rs4%P4IUgcOPmu*~$H0g9=&U5GhQaE7{{kfZ~&`cZ+JC5 zHcA1%R~>AGB;ekagB9&2bywGFOH0eB+Dkx)-hS4f^!VrF)lU+W>>8mhZW9RCB_)lT z_Im6po_9u>l&tRVFYNBx<^6KI8?1K?ff!5`8DqgP+=b*STU|Z7hF`BjUfg9315Qc^ zR`tBMI$APXY)~JF#s^X`%sbRRWr>N2Ico?Mc#xJF+;pMi>E*!4HQ9zarVUJk`!A=X zgI%h<@t4$uuC9m9PEKE!ovt|~AP`F8M_WxLt8v({hf!uU^SCU2gT#6269{8N=5RT_ zIIA!2!g)xXTA&Fz*$~8=4E3EH+Q`(o&V!d;THrBm$vg@||XP`cp;~U(>^safK)65r}1;A1Bax zc?zROK4^M+dT^Es>v2Kk-h6c3pRMkTXh6l6WF$Pes3A(^k3Z(wcZ$3~H+&T85t|B23wS=#I`eGu}*m%X> zF%R4&umB6M4ibHEadK%#6T^T+3X-$wDxO5J7QyoS=}hV?L(TU*3S@*p=Sc>oktjel zD~O>2g*e|D>m<$bDst*2EQbOGW91pJb;y|bn#l6tYIPH$G99$5*olxBa>KXWuuIpD zdjG6Dg1vVCq*(MMc!B=-1*1Yg=Cj8Vt9N{5L*YaU891y)C}h$C7uLl|kW2GqbwO9` z0mDzjbcih}Aw`O@_pX17ynmVr;hT34GIA{;w)QOQ(i^x)lgkSFw17Dw@DkLk(vlV- z^&)>q<>ZK1tb#Kd9G_7obvD(e`;m09@&$NLur(DZJmkeEly*<{;@Dl!w4FfwZTHVs z1;p6-*j(t$GXMddj|s?`=Fg{KOAFt9eAL3|oEpVr4TNtij1Fp5IEbEPKtlh{zB@h? z#eEdU(fUAUHW%W?KZ~_&r^}IuX#ncHkvu*ozvxzksH$p7-2qxb_rDJ$JQ-2r>583n?(1{T#Tfq<3Vb!}+0czUYw zi?4k^R9la?*{H^iD`re8vx$_vl9>B}1o5{B{Hgb?L+g1RzxLgr3GGUlr$k6i!kqhi zS}m|ufrN-T3k1BC;&>nD!W!BP=wA-e>q8V|fKT(Z;)=cck(w36kT)#?@-n4!^+Php|=Yq}`RQYv_}vyZ_iLE0|WaJh3?3{*LP?R3JcyIhJdA zflFEf&*jD1F1czy5Ao2*G0ON98Buux5zz~aO2mt!+FL}L-3vhmbXuYJOk`{f4)5Op zOs#;A?0=uL#$1QDtLyTfY5;kGY!+ob`?XrIIu&p#47aT@?n^10K`j{r1M2Agsg03T zq{js`IWQxBz>GZ654=IsojbaaD+~_9`QyYv?NaI>r{tajD#(XDd8YAIAh6s44nJA)mrw1b&pQw*FvqI)64>#>&BwU+_FbV>G;5p_-;^NrKu#DPW{@xAxa{*2XJ z`@2M8tC2UO^#?oH;r{;f`=So>@+Y;=BAN*ov9q=e9;eZzALRl~l$Ps&IJusknYFzf zD6yTVx-8PP_b%0IN4FDDMV5AJ9XJ8l}8@rwsKBo)#;=f5A+}%}?f1UqA7i>u!E-+&@ z0DJ&`_r>I4Qba}dsv1D?U-W%6u3Q5_hl{0@ zuvdzT@}>lY7l;Fvb*?CVuoyUu=dd`kmXZ-KXV?5A;>VY!r7B3htW#dXGRgw$&R4hU zn);MGQJD`=kW;w?>qaXr<4i=&D{7~}&nFQA_Q!9m;lX*Gm}2;=b8t}H6f*V4>dku4 zQTVQi6p4+^psT&DK!8j*9ejs8Fq);B7>>^M5JH9supS7+#bdz+dLO-Y$wJC|v;Qo9V9W!SLoNP z3+SVC8D8Y~8A6)=jo6z3q zpCRCGTBRV-D_gtmUIt((QfTvkU!0mvwPM)!6;owH32{#W+)+_T2q3e|3Ghn|R58fM1ByCdzvTXbmeq*+e{N!&G zChJhz{v8ZAUPIiGdJB2p(Ff2u?;me3n7RBK#TslL1Z+X zaoBp2mF1)}R0u?S7-Y7dHhd1I3U*w4&Ye@@iVo%md!B;w|A2}hI)o7h=Cisbp;bRgR8uxPVWT)sdX z9?_luhI<@q~4-O{U{hywacKlw>a+isTKIC42qF za)VNdxbq+0se6J0nCfXJ+r_p1d$+mi*lR36_9dJk04Q)95(-v@t+rB9gD8Lt(_yiA z7Wvcn@XxQl)%=2Dby?W}fKj~nu`}0DXAy|+?13g<8Ioot_L!Y4j8CV)A}jla1O=k2 z-n+k)4t@qnDiI8zi15@slYlRg7OR`0(Bj36ux}R7+H?=~WE?5d&v9NI;UL-qsC4}U z7Mmq%Yws!>*a}PV7zic8<7PI%cevNardw1EJqTnpoTQR@TdwLq@Vq@%n-WPT1{B4& z^yWcC4F$vPuL}-s65KpI(P(z?R+R?M8VJWwFhS_ww)z}Gs!q^Ls_EZus4VUjLTX|; z?K^W*k2Ai}7k@5resjBh-Q@&AUOO9jqH3&ZH8vV@=>v%(f1kx{u1LmZTI&az%}+Q@ zGCcP0;M6YWwXLQ=NQnu00lR@vLgUU`Z6p94tv5xho71w^z4+ zwoq}RK(Hi564(l{YGp$v#}8?AE5<_&NLNQ?cTmA`u<_<1=)MNbHQ-pR(qbGK> z0KUQK^^GQG4&8>-leQ!Lopp^;ZQ7sU$m0i3GznA|G!D` zm(Y}%74tw1FKoP9wIM-7*g_g>+=asYT2F9zE_Y8-t_aAI7_?%1nIk6at1j*W#2bw( z0F3z_Ua_~AFjJ1|O78zh>geImek2`kM^y($Ii-+eLAd)zp0L#@ZJU~M9n$j;0+zJ- z#qlTgO2@(Bgcc;O0$DP%qURvi!^?Atn<>-lNSn(8`hA42=$uBHa|gEGVMF3N(9+wd zWbB)~01rMh|6omFPnCvR0=>hK5g)H6rz~NJ#_#+8utRQH6NmelH)Yj-KRF`yS!;x4Ta?EcKCrs5*rPa5n$@o z<3os?pmtJlc#b7ZJDNc&JQ2^@J&lm!hNvviv*#DdOvt0eMLEeRKTp~ptWR`$%Qgyx z;Wb3@TeJX|B@ula)4ydT*2-CVJ>&M*|4+H+Rd4cw zI_sqokk?Z9*E{am8Bw9GR@cZ)J<{Oia=3=FyPo`WpA^xobWHJJ2~w|gp17C-0e;18 zCM0Tceev~-Bm!XuMd!weitQ0Kxxg?KBTLjTv;fW-0syZ$7Hg_(31pON}C1(egTADM+9H7F$CtG@vF>}PV>a-Hmj>a!dd z5mZHWo<^mOA@H)eEe=z?JJs^K2@Rx3EdVIaN|@QCZwn6-S9`A=5Qje!mw0G86KoVG z^Z=x$0TR(X1X6Yr*r7b+I}(XRvEgZ^%MMdTK@;19yg>_}%q@Fn)r$=DvK47!zevhHc+-)-&)-*8HIj$0E;z$g;ux(>u>0& z=c~)P_#K%p(o9YBag+c*0esEK=;P%XpK6V8TZuvj%Y4&Hy{IZ?1S0D5aq8@CP{&+k z_ky~dTu`!#c^Qa=;$OFiF(VuDv>04PR*kLV{4#zRMLlG40eg6A;#rE#+soQ(QDLGA zqCmUMzfPSP&dqVTz5K|^bqpo7 zs?9A;bQ@`EQ}otcTJP<>Z794sQ#EYazm-p?XDBRVRQI%$vchS(L_CQwRD2EXJ^$LU zDAdz)zjF#~BBxSuO0Pas$-I|4K9(Abqr=^)dYc*O$hCEJv>(?u(2``i{WZG<@SwQ@ zLQ3qfO)jG>e3F>mex#?)U@z2rwk6*KqMTLEeePB{D`)YQ{->ocyz^v!DKZh~6Zb5) z2)Jc~$WM)XQUzcatJCIGIPjA@WHP#-*acY)OLt9^$q{3hY2)WoPXzb-NQpnYxFHJr zV5c(K)(tgj7O#0I04zfe^iv?qFXPkU?+0jRx5J2O+n@4Lg)|mZbPILcA8N%4%2-XT zxE#$^TX+fxKVmeu2&cB!QfZKtW9;9C=;Us@0~4^sYZOobN;gk-`9|#&wic5ncGo4vYZiTIgIIN<0^Yc zO#H>|{42mQ%8<_43`^)0;(>nVHz+KAy}FHT+SEwv}0Y^ZW<> zNk^N-z3A_OiI(V3C7P-Y4)@bMI_{ZrZvGYl8QadgCG8+5@W|&&PLQEkW=9pXTAXB= zS6!>g=(~b^=c&DN%?R-w@2&f#=4LOpKd2itq~AXxu8I%}*5$SnI*c@`dh)wfcocWG zvfqz$1GBq4tKM_tYk%oQiG#y!l-Ku3P+5S^1X+#Q*`jAm#Qt-n+Z`hGLkwZ$-ujOc zOZ53u3tUq)uXtp;pZqRgs1@3{-DtY9OtDG@bn2p{kEW!qPb%M&N6Bkh%5-+kPms8% z_a>D%Vj{QKDu4YpZc)zw?Wr|DItHA`Uy#_m23dfmohsaCTFRBI1Dn!rt3{gSkF4%!M&o+%w39;J;^f1F(Ls;x zk(=R$;tuzgzNJR4aR3~!0M~L@w=V}~G~um>>W;jnMI;Czh7&W{Ad9kbxBQ+@&H6p$ zPJfJEdCjebFYfPoTk=^van=T9pYAsr%ZniYgt#!?iCi;P4hCWMBC5~(fnn^lyIBDH za=&tArvU(DXP*{pKSTH~+el!t?Idf(X>@*-2|BHZj1#|}9!?Zy^9pM%GdIH>uEwpl z2US^ie|DMrITyG6Th6K?^Gm{7R$C1JWu^<}#lXZB8EF<70ox{t9#1cMQhT3+(xWWy zHP;17hKbS1ENx3{Wl@zu3DcbnTc6yGoCj;D2S;%veD4}8L?;*AbrXPozfcI!P~=J0 zQ^%{Dns|mgp7M2rJZ<}Y&qpR=uaWC&fLBq})r;eHb)WQD&@WP-)K;;V*jhfv3KBkU zFD(bMG!<&Es^Ey=H>X6EI#AM1L%qrS9+;k6?0hSP1iloZda06;6wI9dDj~0%hTTKq zO?0ZUJSfoM&dql~`%6uou9@jOYxk%_vs;9J@aYreI=G>YJZ_!H&Y28L^I_n#! zBRnDA=TcTVElZ|N7f7P}Srxh}^avTh%vY-vmkNd=Q|5=2(I5fKO#Dh_u=|l0wHhzS zg8FHCu=PwhpRZSOXJGb=)c`Xg7ue-(%PGo(KMP`Bp4)ftJq{83LGfb$#~dn)|80|f zh0Lo*ZWw0=YdW!XpeAI)4`>ogt%5W}QFGI;1R5E`@szPBUS!6wK>|8<<{H z_|9$T{K1(5;F&77A9<`zfLtT*_3jO-bs+;l<*$(`sdf@41wckP;whZ0^A>jhV@V+7 z_78r{4r3N}M-2@vYhP#7axn{ByKObIL_RK5)Wy8uSk=SrVRmFL=aS8R&M_wP!$HfN z@IcD6!bgfuntd3HgPG7GyB zsmT~}8cP+rs&p$qeamRG4Wg+}iR@cYp@vS>hYdd5 zZu8N}Y{L^)nwZ1s+;xe|ygW|p2l`H*D)mQ^HL^{AblyEo$wP-W7s||jSWBQIeg_Kn zd1iMtQn~V!(?#(C{4g7EML8l2pavu~zvLMD%gJ_|JVo0e_gDToP0ja7KMj8tDiy>& z7Ol+ulDEsB#=*4}_@#fYQO9^@oOXgi4D}ehsA-d=?c-gpHlWhO(>a(Zn+43m<0Y*= z`QSOWNHI{{nKqU`G?sVYQ3Cw@rWhZ1qrEwgo~wCo6U2OZA3w^dEP?#!`MjPPhJoq! z;<4EJlx-#ewz5=?#)un*G0E2M**vTV5e?s|P+4BfG zngp4S8HT8)4aYv;z7F&&9RYFOyq4m&1+Q0V{)RrDp1JV%w=nA)!!rC#0|$LfZ;>?G zk7-woighv_3kH9^DGh#s`?zoXS$y4;1 z#>)(opB|-DIPYz{$mAGGqVDyr+w||WbdaK@Q{!SX0HCTgQ_Iuh=T?)YU(5a63XE^8 zN)u(3OF`BkzY%LDUaF+w)uS~lBUW}h@IA9Y(iCQx!zudPuB4E>Ao)&$gBf=IYiVaf z3YU49a<6p~bg8Y8nJ8plr96I(@$e3l((RH9n4C8zmnWRkm4(hZJT{C_c1vg%^YANm zo&RX!>EjrOlFRiIUrXS2e(=RLL1^non74~*!8Z$Sg+_w}jj9uO)V3*tLd*^JF>qBf!kvvVh7(h_J=1H z;@DHP@Iy^cO63b^V}Bm~5LlULAT}Q)4FeU7a>!w>cQ);!?5fAh=@SMHZy)SdnlBre z_bBZ+JRlq$c-9~OG5aXtbZ9-bohlTCPPXU+62oF>hXG8bui*UyfQFutMiHRpd#eEh zx{Jd<&aJe06;0IS=mMw`j5K-x;P;E|*$YLwkMkEah2rBP%*b0X_I8hg^y-~+EA=aj zro@Iuiez}Fpkv~ta6=+d#$jtpnzRcRE^5X3p$4FmZ4I3IWpnHk?S=ewV``8yNfkPMNUP1C<#$e0txh z--Q0j@r&d1+B1?7W|@!lBdi7oLcS8lvZz%6jULNNhi$Dd9{6ViTY*+inV7-=^q;EZ z#$vH$8^EJa%YUQ4?VO_1=RZ$t9n^)IGYcM#VK$5;vo|Es+Hw{G$_D_~-oQ_w^~OmM2K7 zu6M*{@ESF~U5aM6SSGA4@w1HdRSmVBv;=5qH&sZHMOU-vwCS?rm(MSNir3TMov5h? zWVY$Ia_$iR>E#-P)S%^i^LUhB_wk3aOLhSXDnQWkZMIhczPHpziw#X=$=DbU0|9TL zW!&5ah;!ualbHIl81ufzDq4YCWrFXMhL4<8w9ICfz5;3Q?df`C3$Cvvbaj2|Vj%CF zJD1-=`@VzreNImGhT|hz1B~6CAlaAqhHQ!H8`5YY(`@_964eDJicGmiP_^KG)#|z*>ry|2p7eXr;B*2^m~e zrpTp{XmN(^mZptSeEZk$*`ThKR%`vL_)bYwexK-?EddAkf_p8JOFbNbn$M=rzFTa4 zOMCL5!9~Pn#atw<vAPDv|A5x9BhT&>sRZCgB&yf=ZF@lMkV^?{SRz ztJ!~3GC=Af67GU~_mK&;suKk4Q(h&Hz{&<-oN$h)>TsKTqQ-mLeUytyahYJx=8+W$ zM$7Gr)ok>ufvQLLtw;8Cgzev&5d8?uV@yD8qQT{}8^0d@5^iEQ`la|w^WMV2dv(F| zG@rvgv87~3Cs5sK=M!JA7$o3boAg29>hiX$21mLafWJF<-!SIgZ7(-f;#xGnC^7bO zsBC_6WWiom}iZ|MQ?e(5$n zm(!n?Hrl_I7i4Tu-gX74SZpB)@07o{AyCJFU!l&MUoIGwMXcPrn*8$&VQhqrxV)%0 zyi4)Y!OVQ+V!_gCyXG(#?TwyU2q|Lx^@o->hGox%Y=5U%%6>dE(>61nTjx^ZeGse( zf=0ISZn|N9!{Wg>pI_N)30lZMk<|GK+V9smvMPc03fYM)bMi9}bd!X!i+i}dvaK@? zD;Awn#xOn*wZ^@B#)NWFEx(Po=x2~qCC@io#0qH&mB_~t(1$nayjNsNPdqrs(=R14 zu$DIar%?VUU)NxAl>FZ%_x^H~&1>knfRCrmo_QPed; zx!oC-*LRu2LC#j=T6$X7a}v+smg3X>-+Sxz?d`uXyg9WA_WW@pxWPN#q5>3Xfm^j2 zzY*6PzdR5{7N^4FnrYBy(7*_=)-Mlz!k=jxbWM|H3a3q|(VENssurLdwZlT{+~4D; z4i{CB1oa~CgO&cVu+-Tkd2g7bsp6048$Y2#U*5dUOq7X6j+eb;^a#nFheH%9Yj$n&l8b_`SZ{KNiuXB?wE)cc)nV>eRlj#!9p0?l$w1E0gx)G)H|jR4b85d4 z7u&;)iE=R4YY0swM`wHj0p0mMe^aAXpbWqR#5l4I2ZYkbzOc1twiA7)0VH(Ki?&lD7X$YoYaAJs*kdfTj?DL*JlHy!2}QN1HTW>=1B8 z#IQyw<~>n&-!%4d!5d;llX*gBb;J;!(|S6wX&3qi&H68rLyEG$f6{|6XKc0mMst_E zfTK#&8#t(*yLlTSV&2kq%;jER87W>0?YT zC+;sub_-+{8PzIfg$=zB-aLb1b) z9u6bY98P#O=ufJ~S|V|sFSqLT_lbujc{ZyO3(a-vL0%Yp^77EFtIVz;^e~=P2GryZPmwJr=7S2*=_f>7U}?yeHzEB zTXuf~HCjJlE1#Tj9EMna^k%pqr^zCSM=J5!)cI&pQW7jMffNM&qmp9%t_;T0hDH*;R< zp;;LMGoXYECy3>u?S$L8jWlIz>+Cfvr<**r9y0I8tblwb-|vx`;mPIEqy6vWsHFtz zPQ!sWpxZ=jN%E?kA9Kwri-v78NVrI`c>Xj6K1xa-~^zms8Zt_%jeFU_o z^wbP;eGIDQy9>yo8^rGKdB{v?dEDIzbS4bFi-yvGPpf4@yP5RX!cOf1>&jK`jAg(L zV<{pnfA>CPUbn_!Kujxb*DD9Axs_wo*$rA8TlQBxQD!qLTQX4q9pR^7Hf6eByj1oK@UN#2Ar*89i8* zc`TZZndLT3f|jC@ao>BPj%y%O0+hW`N`C6q^jCAA63@>Oei^}%jO8|3nzR%tHFp41 zYun4KMxK!YK*|fa3V_`ic5hkfuYaFLGwKKO#T#WR(!^Nye7Mk)7@6vmONweCcI#6R zJ41sA#Qw0cg@Q%u%jy%#3|6zTKyN z15(EZmBc5}IdUK(v2cZ|C~g%X?4)QRFO9h>?ILaAedCi{i$`!vDn=OW4t2M!v75d3BFEZnX2~y|lCl&}iFR+-GZSp&cr4_A>c{v0oQOJ^ku51VSj0!oq=|-n62t7Y`X& zy@;iwg#FP~=bqXa;?8~?hsT{3)WO%Y=v5!Xfp30{XhN1^G&)(~4r;Q1YO-1v6bpgT z#g*!7Teja~&gGCzrA>3M*PS_7wOzMaiMn+5URvXEg!b@xB5-v~ckt^46>@(2sqHFE zma7t`O&gEDc74hpvWUYb6bWiqP4<43Bb3#0>@{QrR)FfGuZfeJKgz@>^funMKXhOJ zLGl=j*Qj@=uPdI%eEwR+hsU670VlC{Y7FyiMxlhH&wc6z(`As56)OQ5NiAA%{%FZ! zW!wE9F6fQvo-%X2?X5U|p@oLf9?}WIXVU5y-WH9idw)1U?kW>R+^ZzJc3Plt1N`Cg zQgv!tEJ;QC)9%l=y_PzsP?h-C>>!Jjr&^d=!l11=SR$^xck;@*O~|R89eg^RZfhy+ zJB)5*`CXeM!tV33*?E8Z7GGDldY+KJZH|Ghc2yVgi>vNT5H_X=bhL5*h}Qx|Sb;Mj z3|qH+!`M?+V0U#*e)zSgN9Kl&g3(JOb^Op5LAfU`F0WexcW%43R~6V5Ad8=Iddd`Q z8@w-YEI8+EXmmZTMfWFHhXDD(AeG?|NH#bA2@l=w4_)H$P>}iKX4ze9{L)r5!eJiF{-`J~flMz6J5_vA-@ zH8;s+K!2&AKhF1lqP1a)M2QX}yAlXcoajTR&M#48rc;N8>$Zf}u$SWiX{KhYIPZB> zR#qA4TVbD#R+{QO7BuE@zcorl{yUJ^MCa))S<<9E#kqaP3_u>eA49d8ky4Efs0Uri za_=H_Z_pH#6i{&+G-u@SnHx0u<#OnR=15yU4vfOS<+O1=(CLE_k! zvJTEtflSqQn(BH#%gl?2O9=}O>md)lhy$m&owq#wewXRo==vrw`im}t50E^&=&nb0 ztTr{JnAY{nWUEq&+Q42)xPArwhx2c$gS&dVFn7w$TdN9lwh-cP@hRq-xZI>V)4C*nr< z4r*TYAhl4-upw4(FRjTlW0{kQ1Q9sPe-ClFIo4!dJhnY=H}zueH#otr;o&MpBg=h; zZT&Wjn>(S7gufb)(BQq;(%@5vG8;OmJT-OnM;gGSPs=Ck_-QbM8-1_J&HFH_ws%!m zStjz$cPns%;ppt6JbF7HWe1eDU z8DG(Iog1LMBx2L2*)asyM1OvfMmAN;lIqvps%DoQR}2ZZu~#i8Lk;aYh7v#=zp@xq z4VQTXjL^lPrgmenlK!n`x=5j9qgn}Rs$}leyOb#Q0$E~*P?z(ntfRA;sk8&_Ux@fy zP%no@Zkd2~953H6i0)T&^eI=Zw0V_xqMkxy6wB3ZUg;nz#-*;dZ$Ar=z2fR}-p}wwthF zE1_1j31*8@b=sJZ)1{e8u0|fQ5(i^esHfQTz-rgcr6?-<2z~*TOC(|T3i7b)yz?HL zUG{siwYp6|OM~hUA$e*&wrT!q4sj<@r)5&%Q;*)PpjuFL&Bm38<(!~v&}efjBX&sY>n zhS+5{eOxnN)Zt4TC88F&JT?i*`5?22mVu*O2X$+5@iJlk&V40ZP71^`E+%j zhIEjF855`{N8T6ew%I^d%6TN!RV*0STP{)q!?Crqou0E#v-_%8yy+pR1rj#_yaBDj zHsYR7u#_yL20qh80j7I;^{qvfirr4_O4|2MmNtoG&aCH-`uDL6H7@cgsDn~#L2S%w zZ0I5=^%Zj&kszAkj!1T2o{sF@WTXaE9|ysNu!2;YAvGb_H4Uk;A>om|qWYWg4Xcc@ zG>@)gv>u$!=3BR!C}FXkECC}bd`1`Y3ezO3A5|$Z_nBP|q(>qrrpEG+BoaH-PFxrU z(Eo%L+Wt%(1Ne3aAn}XgKHLb_HmJczJ_4%k{fb+K8WV=oe&${6ykcEvV=t)-a>^iH z9-$B(Uio>Z5=c4JNddGdH{+um)T<#U!V=3St^tYbg5qS|bG6_t)tmDrEwpRrzJuiD z3e_AaQ<{_*;k!oU_;N=odCa;KdcKPw;^B6D_ODl~Wk5&@6>AS>L0NH=g@(f!d7v@5 z=hz%$6{IOk_I9i^&8{LY zmUbFB^kS$$bU3IxgW6QZ*LBPXLAm*IY(^JdEtm5e0~jm%8A6VbItdxmSpRjDwN;9Q z^Z1`kmHD01Ij*O@*ugB2L0yef93P*?b!%K@-5d&~9er3=t_GTMY$gXkyz|g|fPM$6 zf_n2VFH90-LihcC1B`U-6A9u0)YZufdP~%^0Y|__2umUigw%3#4jW$3wsZU5oIFSu zrRW>v0vENN6XGbZ*e_UJpI>Q?)pu1eAt%lz2MQP9SE@9M}{j3IymGT2qPtFTv4hjPwlc+dNDPB!~LbU{D zE;~al?q*N}GwWF(08#7*Ki;7#o%b$!AN8-)w$gwe*KbfGm(+!1P2F_U@+V-jYP+?H z?QD~eoq!-~Z>&iqufHVdCl??wj06I9GPLajkTDJg$r<&W=|`d&yDZ`)DQ7|Nb38P7 zLc2GTqm6eFC{v-E+1QQkY)wzG!@Zj5O_EgqrN z9BDJSAKMqjjx5V_>DmZ~M#12NBBE@cb4OJ8_XO#m@kq4Xa z0=eqbKr2U>E_nUc@tu%l6(xfPxcLdtfi5_bfG3r%U82Cf zW72pmO$E)x3cv$R*XCUo<)i4cxzpuxYJ}K9dn`;`<9iDlI?_}D6sJ)wQJGKvwcAHN zRH#2BD9{t!3R4E^Ui3ZN#*It;O%)tU`KDZt-Q$`M800XfY2XI*zNc}Ay_X^Bdn#9G z+l5^$5J$MBy!myP0qB1%GB^Q3b9?mq;R$HL(l}ZrYs6s+DF$v$n$LB!?RDi2mh#oU1e!aMfGzHpJ0(>>^#c6cs z#Tl|XyJl#=#>_DPyQW00+jdpeXg~~n471_!-X*5WMG66k20~CHiLpAKi~hnAG&zCL zIKH5vB~A4pr)Che`}-!a-%6hWvq*ZCmN6jbuKDOu#Mk;W2-b!BJh+||3i{y(UV^G^*y*tyH6OPS+Q@=2kcU2T(CBEI}=uN zXccGY?bmiQw$7h~1SHWnl)Who==Wrl`4rmE1)auT(D^KEu zES>tjoEphLKU)OJpM53$!HDqv0dNmU^g=_p_~uMIe#YBi{6g_5v}Lnr#AhSmo?dG@ ztr*d(E$VaqLHO0A?|jfy%RkDUTyOX2i40?y9uWQL%rzwlJ;Lp&&GS#qGdyNNx3$X4 zYSY%NG{CP`$dn?YLzmcH?IK{?N_~7m#UWgdO3WM*Izw1Ki<|sFr$6CP2p&j`hX)d) z9mR7#_@&-i#sZYL33<8Z`L1UglOE46w`baRGvENc``6B%->rX^PIJ?%>9CdJL2RA|5VH zpRSp6q7j2;BB7=r1cJ->JNs_u8^GrfK(v3}bHDGN-PR*Or{mFB`4gL~(&3cw7!sl! z>LQFdIXmo+KldQ0^}qL=>H9)zV{13RoKy4%)&!Os*qNW6H#6;uc@}-EmK$X)&j=l2 z5MJZzEZ_(SL^gQVSN;B7BIcR?q|JX@-^@2SHLK{n^!=0Ywc|s*(K$UemxS412)tq! z0TTw|gYTuAmAPk6GlD4DjF%YwKcW28NTX@md*ylSjJ|Mq^iGZdz$bw zT@-q{g0U@p(u0yhWbXnj?>uk$H1AYcY>txbt=gP=oI_YOMdKbL9@A{Fq~_JE#f zn07a#i~cc$uuwjIDl>a`t}vbSWyt8sGSAB=IhiY?mqRHa#@pt5-aQIN!UZ}aoEUDz9Jzd z__O?xVgU~_kV8-Z%VC|>y8;yMcB%p%@LLJucf~a(%tp-|C7Ae7lLXJKxQ%lK4-;{2 zqt?c)6qJncR!<79{4X3BFKm(CqWxfawJ5yIi?5z?Nh(I~OsJJ;7#J|^*MYjN)kvY5 zvhq7-x9_hsrW>bh)+>hlblVh z8_YY{ycc8RH9nmFq~hkE7#Sx#>kJJKH~+a%)$s=m4!<|K+~N%$;;~t7Zk8)5d7(>H zxN{1$GJ-MS7bk(r1;~=N38NmcTv|GQe89gTZd#_CAeVOK2bfVb^MS2)x6W575wU-r$V*n)8Q)rP?ZT!0*>Z0N}hmw#u1C zPybR}4llEjHVeHAAq34XMVx^q6CrOauL*tRfYcGY>r6x%K-|#3O0b!uzg$U*ybK1R zVPFa$kmO@Z06vr=7`7}4$Cqr)!`SmI;*W=EBj{lkyaI-^l84pD?gggr@&z!~ZwUui zXF#d2%>04jND}f;S~64%<7flNX0Xv8@CEW&MTKO%J%6qY1YQ3eQ@JMSj%AT~vx_Ti zwP4Z@+^^*kyl(ql&8mNW9XzoEI?}P{7m=krEj~1nqJ88UA>LFi~$$`ebhoBgewTC=;9)Avs_~fbK z{eF81CfxtysRopMPEUy#%QOCKr*i=DM6HmL|AX9*SFHh~pD2SQZ4)*JIvD)HGt?H> zs@kRoFV^1}g%TCbYcN3*)N{NryP%KU)a+*zaFOF2gkfUJhG&jhUux0XnsrQE+$wRk zMBB^D>uMZ;O%uoViDw6i#X<^smI4P1aX-J$p5pp=xm?rXc8T-%<`d|ngALVr5WvLK ze2^FVy*P*aNp(Fmb_=D>Dnb^pNI z{cfr>3j$&6*STtHo=t+;EA4&9xeGCngfqwg<8qWc^?^> z!C+e>9cc2_ZU0{nZ%}dR1oDdp&l!N!B!d1%`-^2aay@c73chdf|!&PQ}{*-)D0>?GTP<(#x)(3TKJ29Y;5Iwr$!@+%ittuEwYSgG09sQ2Fr^QA>58 zb}AUo*DW{W@SvNUbrMrPlJeX8S@Ze+=Gf=^|NfoXHD`7;=GS$|R)DX6pH(7Y&85C^ zr?RBewwlv}Oa97TTLHDZE&}KO_51wbvVF7zBqrcXUJha``1(ISM$Ri_@_$OG2&_4S zq(nscKE9s6^jtvR+XZ_KZS99c?P6N3Azd_-6uh)rsZo@ID3W;( zBrhN$0{fhHzwVcv+4G5+GjllSeV_Ax{^xn0_qWsffepKSmsBcEgvJE*SZAtS#5a`i z22<=-#^-OFDjTasPjlf+N&6Ntnt zMSj)mOk0w3Us-n}TIMs#40DGIJC8ItsB5eYC&YJXy%^a?4c|yXm;j&QkC$^=S@m}O zy%10{LQoA|gj7o$_v>YwX)e?CS^*9J#pGc~#B=ksA|42>H*+aR%j4AQf7W-n7U+c-FTSf`ipC`ogP(;UV}Iegar`^$4;n}fL{?=eSGDt|t=d2=g= zERvK&PABmI3KS(NM&SzG*N8dfI}i~__>htYN}S^d!(eaPyipytm(j!C*iKu4POM-NGR~BO|}Iwss}UBtmslaK;NdsINve+_(qixNoDaWDzh7 zRC!i<>lW|xxZ;;D*UU39O~9jUY&x}5RyZ3cM$~WgNLp3m*S3%QpX#Vh3^xj#%meMgZ^aGkVWJ=MzlI2v>CNr0{r&>Y=?E0m~ z{zAp#{)3xR^O1avj1NMtlb)l!&e-=0LKZAv3(ou<0I(|NQy0W7iVT2SxF&$J>r`La5qqx2z>t>fWlbw7LdI z`B0s;au0tIeURMFP9wt>;nL+MgOB)g(Op-{|86}cb1+}l}DP~e4hmqJt0 ze!IiIF6wj;%uKt`rCGYO2|Ie8Aulyfco+MdeFaGV5k#P%cS)VADPMhB`^gu}imQ;5 zaCW4rGF^pd%B7AU$)Sw4FqfZNpPQs~q5vlZKm09iyF?;^ z_w-uvxbDJPSI>VfsLE&4#?Aw#DF7PPZr@%U)mG~FLu+6+g=5tCYJ2L##I`4-SApJ{ zYd@+*p=`uc9VL@R0C@70CdyepC$={9G-j6^tX}}o3@_U(Z+7|cWmip^p#LAAm!s&e z@^A&0g*ZJCP`C;K^yo5J`4jk?Pjy(s&;dKsRq8+OsD6n4BE}HLpE8myORwwfxDhn# zV^dSUUZ<(!VPpEzPAkMvOmIiOneXTohhjyfxFc1`Q+GcNJE!EzZM%DVzHPA@-#M4a zIAA#t?H?5M2%{|B0%D>ggoG4HB)civ`cP!1?xJt`=bl47qv{j42-8v-mgq$n_AR8r zS^A6j&h>8u0yNa}888FVQph@tF#8*ADJvf1)zD^Av+>N>)9CID;vy#}C$D|`?nSpo zaV%V1T;A?+^f{y(9jMjz-XWLnwOxV1v<4L)zBW|CrZn~`mH1I%n7a`~Gn^0*U=bV~ zTk0z;>Q)PQtDLN1_A=o1_A=&AsPz!mkL(Y z2jDj$cNsl*O{W*`US_V(5tPl`o$a06?QP8IJfFL|**H1!atdySVNFAA;^I|I7^m0oM%v6R}95&;|h!0pY3iV=eFW?RhUfgY{{YJp;;n zVUk$Ut@iv2C=hR_!s+H|oA=Xk1}NCg9L8So58IDnS;3aYR=h(RQjNFiBkmH& zTW7%_j5q`YbX>C|u%^bK+}v(_v~T_kC;l`v-CS5`^kH~X@LzaJPILY5-2O!hEhk9j z-+#rS6MaL!eOV%R&>i9byah!~lI7n!`VcTS{{4A?OcF8U@5f4^kt4BY6aKjb_{9PN z+5O+2EwQry*F_Nj?=G@zoz)@lESynPSs7`_i3;hb+!_DR{UCBtxz4?6~gpLWPZBzuq6iUd%wCz`AoKQXasg=LW zOTOie)va`z!ynp-5H5w-Y7ALgS{fCnmWt?ol10<4E4S5B{{<;b?=4LH z9z`+hmB-S-eJr$yOR@d!0YWsT)sdL>~Td9CgIB79_Q2jCJdYi!4=zf1imM1b>lYfuj z^6e{8RB{C@)(4p{-89K(l&P-JMm0C_OgjM^_E6=VjKH)+g9)KE1||K^`nl)q1F zdC1pbP*q-wpBD27>Q#@-FLx8@6M_^rpseAVBgQUFCWRPyclhm}gPRzfdwYQgC^gt3 zU*1<0%ZFyE@aK;I+}jFxOhEsFIm~qn>Sj)ahk5_@F{*=aAHy@%0q4@MgdDzEI%8;| z)4OgGNkQv;n>4Hhrm|9KB23~>ql;bW(eTh^S8D%m-@X*$JTAy`_MC0AVU&$+=E@w{bzv`6|FX#`a1AFE6>h(Js+89Z0WY52$ z&vU!_tB~=*C2M6$eo{O5?b~KVH!F9n(?5I~{W^+{^^Q!@H;N>aiYJPZy{lvlh`5^O zPZCq|q>Ww4z{4@fGf@4C{2R5yghb!2K+;a!k2fQGZ38`aNQ>oT9k2DB6K52^3yy`n z_TXr?0AssU?4>L9Bb1u{fIH&2)7%*RRV??p+11fyvaRpYV*Cw_j@z3fRD2$rME&gH z{Pudq>8FclN=cbyTbl9QJO?@;;(fcUzD{Nw3ul+<^J9i zGr?_8_T-PIRo8`KZ=rtna29O7$zuw8S}m*?|K^#k5(M*cXlLA|D}NQK)~4F1`Ju4! zdxc@`=n-WN1}RSR!N@0nl1m@=?Ps0kfJEo1dr?1Mm}XWj@@bag2SM3qbGgZbS8wpp zPpu!lOESr^c;Xw5WA$FRB_Wl7{)sV<0aJjAE16a&BI8-&pN|_5yxmKo8?pzU+rkrZ z$}$w&9ClL8`OW@m3~FIN$l1z1YnYkY-ko}1p5Gl33ePng&e?`rb(7SlazCc|wzq3f zp=!UP#F+o?X#L-0CWTVbXbgGfgG7=qOXr#np)lCS*%m47{mFn`|MroTU9D>aa?D-5 zS2V%e&ulrKLZqD~y+#}PlZlZlI^YZXv=wofCXm}g>W-1-%JjEPJZ5B2Ba0(t|1JaG z?J{(fzqAohpu}3*51K|-C>vC_@TjLykLef{uX9^*<`L8??k+ILt|t=sP*L9OoG#zd zefe}*?@fMRj1qBIsOVG{vtV%3uZooMVugMXM&c(HFm-du?Wb@T$9?yv$i3V^ z_bmOhV=dIBvE+^2mS;;nHh<)L*7rR+ZrAyOoy4}*nP~!qvgMzGS9NH?f~@pXm_?3^IN4B;5*|U-pg|!D8FG3f3Fv+Aw^_@EqNOw%?GIIaqQ2L^uj(b9 z#MRjpoy;th9;jlA&G?-~n7iSD(cHV+u}>j}!3Jg9k7P3#wQ=*_X2iw&7%Uczy)!-9 ziHC98efI5d{Bh;{&0Sc-DUo*j%_9&-ef*$#2k0VFU_#?7-0@=IZEq^7#6{Gn*R30emZi-yGAYd@w5DTl z8a96;&=F#C)v&{lI1~R}bNav8CviXMHVX>ANJDbVoKE0R#&(*2gvrjMEq*fYsaI8( zhc7|GZ@LIBzg(-OjVJIivjl_U1bH0m1*PX(J~ME8o|*O`gEL|bG|Yq+FHuCW0~YeQ z-q|oGFm)-{#4gd%UHH9cQ3RM!OKp93RY9>P9)PICd0nc@^(*a$B?lp@TW z3yP6Y+1v*nT1{08G#H2;H?<)NYJEJby(Ug#J~X#Wn_X84iRezu9I+ipdMQdgcKxI|$zQu*zJ?9{Jn zTnMUVQ7Fi8Zw8bxLdQn%{r)CVu7B&W>dd2ex~=jZU>_4*<=!{E7LnV~3>{R@4BIY9 zIK?)rL)d8f#(Ors5WeZ{f%CEewmb-_wtlW1g&!l1Zk^BE+k#gX+VvErHQxuKUg6p@ zKlV2$w7Y5|Ir|~}x`C|q_^CFsi_E%f^6RMA7ZNe5e@>;3+~0gBLh&hMJ&|42 zO&N)2!{&+0XUQ_pI;S)mfz#Bx$|$@7O~z_D-Nk)4mHw|7E$3dJ0#x>aC^$4g=}#=K z^WG-+Pj-$CrVA4F-9JtDuADd}Rm#lu+A~3RS>SyDkH)v=*jPVzt14bcgJK-cH?96I zjR0lzF4~q)GWP5junF>^MunnN8*&3odZ~l;PHD-0ju72hv(8QhYMj?K+ACikp&VX5 z#H)P$F?e3vn^WaJ_2CpF{2qj|Zet*#4^Ae$`nOz$$^GbHtHC!!R`h?*JL2uv0^ zIyFDXBZNa{N(?p+)*{oXYSM{c%iH@V^vw70K0Q_7tYwLK+V4*<0S|@5Wy#yxLxIZf z(YSeZg@(7EbaVP!y%@*QO%PzB?uZX4_MBsqTazq?G;}>NN}d##$jRL!pWe;unbwI^ zw;RTSnr{DKG&?`{Vjm^yR4<+44`+D_p?Z}i*E}8ZM7tau%)(yM$xX3>1tiHlLr?)n zp6W0#F+|<@doV$53I`bZNvIiFS%8ax3V;3T!}ft52hw}-n`eUQSQu>XP`&R#@iG(; znq_zrdM<75ph5&{zfx4yE~vwX6EPq?*t3mggF0;94C?UQYv;0I4GWn941CwYL_g)^ zi3CP%2gA`%7JLpgSKEkmO3cS(W~!Ql{r*S(f0m*%`?gkO;Noa4k1P_=gM_$)`+$O% zvCwGQSvHCrI*&V+_>*8z_!5;@=~`F{4Hp=J%@F znT>fQXk2>I_<&vbT`8KxeOK$kT!4#+CN}|C>kf8(0FG?e+9Vq;!Ww|>OcAc*D>W8G zgdeJC;ptIc_1{e#6*^(;F9+L}4eG4cQNBnx{&g7rhrL+97lDW`TXu?il1WM&tiLJP zhPN-I83aw&roQ7wp4Y3`-=8$qtVRK>5%R%laG9s<^9#Aj!alYLKa?;~IMp*2CSr{u z0nmdmcp-@7n!S)>6<`WbD7!z`$<&7+m4R<;<78Fmz4Lf`FQFG38b!p2 zx&8_PzuuFyfy7RUL8(^E=K?1Y9Pg+S_=ME;l5#?%gt@z#>bpaB@|B@lWu2Mh4`{af zbBPe=9-U4{=X8%5EG%29&6susyVfiCJr2h?S4ry^C!mMd*`$=OD$!Xqv^?~-DDZ7u zyX56WIxox$h@o_9!QYxJ@4h@c*zcosTH0w?lzsXXePwmE^|-REtOxU9OHeAW)k-+2 zamNRlSUBVRToK?e0gkM<>9pmgr_82x)^HHeX?T=H_(}Me`nyol9r#@v(9cA_W)US| z0&K{j8LpP#w&4xG&*9sYXk>uUqqU#eU(_!f7LIUXfiPZ@ z6auUeq!s1{+e-xB&U-AA#L(o|@7|DMoZWqv01uGF=;w3D?xhnL#ab~V5;s&SMxNvi zSHY+>9n}{7Rd!Pq;xL%1WP=_@m0pv{(qEBEU6RET?b(jX*NcA7T6ewunIm3+u5D{o zZ3fb9HaiMHmSg>%o!8mnuznEKlE+mxqz*4^Nx%2G>)IteBMFh;2!lKb$KP_ue$|N( zdWo4AnJHAt|}3Kvfzu$qMEsVaD9FEkR{Xmj;i=s-jpZc^jPKV{3**5 z8CKk2C26mGhCxtN71?u}KfxFIXskD7M4i!(^n!)0n%^LPVp@Im1$97Rx(W)*<{?xo zuk)ulHk*D^;kB1hHlQS3CH8!v3NpH?@Chf|T?scQw0hhNg+J}5~ zrvtfQ;1qra+x#!Mymk#8FEmxf!g0k<5uQJP?!S;F3-({c)<7AK90bWtXP?A!-RH3e zE2%fJp#*t-5}i^Ow<9IEG&YLICX6#TRE6_8ypRILa@cj|(L(pR4sgp}1r8s_S{h{e63D zNG2Vr`k%a1AJ-g&Qzf(VVmLk8V{6i7mWP+uWsoUFElE(SFBOO)%Wu7KrD*7+uUEee zf3cmVXe9^wz(1PfJoH~Q$2E$t4lwq-KQc_94ra4K%@OpQB>db0WC;=s{Sw4b4;3L} zbW@$FP0K=Zpbu`5dHm&9CXPWm` zd4rmvVO&_)UD0ExMNw&K_XVtdWPTl5ZGjLp>(owdV`Jlex*SPQ5}TBoIt`o31vzxj zMVOr9dP=ouGIbB~#m(8F!mG6B;HhRacosNSKt%mq=lrF7APNH{cDE1A-(3+}2P3Fi zrmNbvw0OVP?;3A`8eKM^Wd zPYIiKm*0qRISyQnfMW)B2kGYN;dy3UJoA?k7^NSz06XHgt$85K;mHZak`3n%e^_;U z7uu&DzNX=bSQ%-h3(P1dRzp6I@g##mGrQ% zCy^6l<(RG&!r&^V<$w5Qd+tPeqy4;iRJh-oL_Jmx&%SlmSmQUxdNa9ag#1MOONGfp zRgLj;eGw?;4mg0^+LoDjg?Ru$c+9i|C^`J30zO(s>-#~e`#FX(r`2l6i?&`Lsw##i zCY2+*-w2bH<3RjF?n!-Bzyb=3aym*!T^dueGV=6B0bsKS7(@{a$Es>EZ{J zl}$8=q_b8CIBTz9vU$+h?I6;r-Rl4;u3~TQyCCvCsZQ1mZa9jP#kiGNE&Vjq;wAjF zqrCHpB(4JX!!VK&IjPqFY)Auqb?1tCPUfQcN*^F0cBiF+&BVFip4- z{}^Zx`od*27g2XbmEy6N|B`Mc9%1brxS-49eycn&t`EXu_jeZ*099GuNwbPS{-q>H z(v0M*(qQ@|2gN|~5m%#fIZkqPHIHI^osjL9LH#dQu6~yzfh-m4o07M*toyn(rC&* za)5^2?->@O2kSAzKbY_1i$~Dng1vEV``0`u0|m3u_XIu*EyELo=)Q&qYfYJioe764Yh@`5t95%0JI@IwGV z`;SD*2!r>5#*W7al(klBntuZRgI6`t3z@7n2XRV?NvQ_orxpdr|J5N{*-W zu6oNKTmjdDS4`jF?B1L)%b=Lmv6orNphBXJw|)#!d+&`~So2OhPal$jh8Riv#kSyY zc6TJ?CmBbUB2$3nq*GnS|e@>oc@$uWtC(tl4HLzg>q_qlWk7=K<8yE_D zS#tyDU&FrP?{ME7@47zn((72?-5>iPRNxo;P|Ogh1KR{e|*pGB`Z zlmC%3Eu;S3Q2#tF4P2mcOivDKH+nBNQ~1QElM5?m6AP*aIC?lX4f5xnJK`h-5pdM? z)~X~MEnUydXwjw{o^yeo46^=4tw)0sCN2S-pMz@mPT=dCJpp1H=c&j@RKNB)X(k$@ z0DdAT$TA(Rhly4DjBG44mSR?0njG<^g&k`sR}4z`Z*hKD&i(!V55+yp^A4 z(WlqmV#afx6hk|2uVHJ2l1T^(sbt_s4i9&iA+6hNo_QGZC-Ib+95kX}i4a~~IC7{C zyVXO5$s#&Gu6yOQOh;nC-&II0>c7~Pq@|+EJ30W>xbNPr*0(Y0HIsO9$p6k^_%ZDhhPCE!FBk&sS{&NX z|1v01b|XShCKjJEmZGX!Efie6A!B`0pzSZKQe$V<(SzyV=}0KEyX2e!@k2+jXZBI} zd=B>ZWpt6lj&%OyM$O45k?J6b;Bz{HZcC`~wm4+pnn z0XZA(%_n3Zi1SEW_^0@#Ncmp(90)*tQMZ~^T!mb_V6ZCggmac+nBQC-D>4vLQEI4n zUQo`6fo-C^K<7nzOdojqeM4#c(J2FV!c^_cIeuPxBD;?hddY-*yBDrr`qZoyQ>)$& zM1%uCN{$c9$TCIpCPUdi-Hk}LYm1J8{(o!#<@ zfe5dR(K{KVeQg4t7QFOOue=`9&>dpIG)7Ee#&i$0n57cKWPgF`fJJp1knY42zxHEw zkG<`ifwSQ97ip^h!pO4aH?#WgZ@e7_O`$EF_Mtg$mQrnc11FgwFpH9aDv0yqkxP)Z zdF17c4k0`tR?CNWYnRhBD92)U&QS3I2u2Uo*?itZ$k1}nQ)Q86#}--0YMq1N{CC7i z$mjyVaGK`CYN)7^7F@aYb%fy_K3Ny%AAdApR{svq602`@9?~-8;X@gOI4#v9KMmWc zs$!gu)nMF9%TG3~7E;gQgJXDFl}G8_j4zPRzV@hT)sv~0^X4>+1G(YdH%Tt6*^k5K zw3p!_O9=F1-(8hEZq7FW>I?bpTQNlYklqB?CNzP-5CFPLCpY{;+!*l2r-LUELHF}quUDp1 z?@}7vml|iA_FthOm5GN~tll`}9h15pvr7!TV#SfW9TnQW6@1Wp@GdE%K4H2+V@jBKIE#F6i8&Nh|~+nm_43wk`oMyn97Vc=2fA zn_MHTjgIS_e$hY7gkcS0&1KE=4i3w(!zqAmMojh*?}rc&VmAg0|YuptObi8x7`7qLNW>Qf&bNgZIY+L`Q=b z{R8GKvRXJNzU4t-7}VMeT~ z_^cs8`cQnSfp@aEZ3X}TX?<22Ng!3igkx9hd;m@9wDKAbw+>Oo_7Em_*Yig`%iP)% zE8O-9oHMJ#WxIRIK(Ke7Ua~kV>~}JHi7>h(6`&Z2Y!Cwkh$6&`VOz0+kiz1%?ExPZ zB4#<1j02glpPrZkYzuXcbGkA|pxRAycfKR|g7Uk#nqD3)8E11#*G{={<;Wk&(TbTE z6X3-=2vs?1t1h$q?G<4RRlbLfN){cPq+Y(;2hjKKmp+d_%HjV0Ov1Q(zQ^_X(GC!l zK_;Zw)q95(frz7Jy+7SaVb3v^KK{rf2phI(db|?eJ?P8`Q;7&3T_O7x4X=8JSF-?}fQT1M`hr zu#4Bp;(c@u`iJymyO{^A@!y-<<5S250M=2zC3Srfg#xcvhO)j?gC_}WzDH?ivJmfC zL+!<>)MsJGD|>O+*Ag7&2TKa@WDAUZz9H3?II`tIB+)pMbhUeu!H){sYb!uh-WD5Q zQ6Clg-_pd(cC%^I`kX4Ak#b52_1OrYR<9yLbZ>cGRJX@|3h8%}8A2i~ubhD%q}$p? ztF1qxzT{pdvEs>d*RY=^6Fb(1V5>bUuJ2u6D$LAzZ%0&OD+E9qOHfODDw?o zOrWt)uLZMI;Y6@RfKgOs!XzRB5Ciw-v^DX!-*Z;LYL}ZWJiNV}o@YIn+%*tJ2b`j4 zj6!|XTq=JuN}(K|Pngg?VIfNkbb}G4#M7}T7pSq23X{pzj*j0YN*W3>VJts3hh|_= z9KA@lx9jWP>2oA0*aUSN%}E z;KF>|yCVD;Nq^5H1uSmu%}?!l>1~IyHT{V79q?)@$U0%BSBfdM>NRszAOmUK)}0wN zN?n?&sR39M?`DFaD#f6g7Z&wbYfg+${5B)ke)P_v@n<{|jo1p}(&Slmk<(VsPjgTI zGr$@aT3ibHkx_wQqGi<~bFJGO66V~QZ zka*!Ha7+TQUapq{NV+nNC_7uK-yt~~`E>n_W;U<>eu`5pV%1i;fLJ3Q5GX4xE*DRj zysey&5$IINqX69jemkqIGtS=#^ldG^G#c9Th|TpAVf}4vJ-g!%5Q0Dmi~9Z`$}4TY zfl-&*bc@l_$hI!Tfm}0Um>H^A*pGnVF3axdEkesA#>sU^M04+P=jxYBisw5RFaYN4 z*5;!Wbc1LU_BcuQlE^q^T)pw~%n|KXP;d$f`B6hb>kKp^Havve4H=|MO6iQ=vqfD% zr$%f=P01o0%%;qKOpb4zvnEX0*5WkjL>MwyUW}a_|6Ca3l*baPt6~gOGX1xP7Ise= z1FnFvKtTq21LfKC?s!wVBWIRDQ$rxNzfbMPeCgvp<~tzZJ_G0OtycPK1va$R2l#t0 z(Ow;<7r@xR`$qZ|OGnAI2`02!)z0mM6uS%>fnCCKhsMg3=1w~0^X()cL!nbY+3*EDw2Tgt0&Nj=9(=D zcAtr&o6}$T=7X*2V3GSo7dSq57YP%yLR;nx)nJkl~0XC#@>C*<^dDF8t2T&o~5 zq(X&uXZ#*xkQv$cx@zKy=E-=_f%i{XK}JP``-76TAAch+FS6T_c4_S_J=Jq<#3EI~ zktOOxigJt*)F| z^mLG$%JnGO%SnAh5jaKIjm*T1@AsOtJ@`3OpI`dJd-rqkK=kt`E!~4l0Aua_PT-~K zS3_2;x;_?qM?@aR97;ab@)Cjgf$Y7Ar~9Lo>r0^1R3+a2UgW2Nz!1gT%wwbFR=Xy@ zaP|&e>?hv1c>DN-1Zd)rb&MSqK`N{=92EWB{HgcY>M;l-OBLqqpHX8*vVJY7upos_ z|Ky`stV>uBgL)AUY?X9#sR5i5hWr$d?WoKiHk!NOV086qI0g{S&VLHjgPUm=iklf% z44`K29f=(vBEYHd$T=fI(9OIsB`_Sx9S{w2S^sj@)~ftfQB-lHt}Z6oBj;J$Wijvl z0TQzb_baLJ!Bvs^H~cTlgc1@Js{n=P6S7@nX7hc3(9dNb=oDD6N$F?5Rmuc41^dy8 z5wh>yf&CI4)c4cHw$A|&e7Mmn0s}};z)L%7R{f-7eHoq)L08rh`x+3=y+Ws$#tSk3 zXE*_=q$BVs31DUV z-rVIo73B*`*vE(k_Eub-D6P8@W)I1rM&Uc>P1)V6i2DlnNukqsJnUu8D#)?cMQVmd z?XtaakM(tfL3#2}3xCjCLE>p7w%#ne?TdLxud!c5ihD0i3G3hChxf3~ZlH*1p`ExV zMnU#d-{;!>48l%MbRXX*wCKLVyxbL1?xP8vj`*P8D(73%#1FgUEG3TnOWjpB%Y{Eq zHG#@o#-nB^803XL_*%XNKAZ>GZ$a^5!Oi<<&k(f8yA_WCMZD`$6&(?b?3l~%hH;)lcR z7N8KHR&ro?6~8{Bdbfi!w|{L$H2I5u?O<;zw#IoiJuE4J%ox~!H}yr-bDqbd26(m5 z$av%)hb=;7ppNq=_9IE%k(pnf zC*FP|CKd2bsjIwDBI|`Bp48>Pc8Txq#VKo>gfV2xb#?FS4^4zB`mLC$&I|O~m-m-LX(qPWJfS}ZvUDZy6Cxq}{!(}PWA>Gl2Ghv1kM96S)Lx6Vjrj2U9@+jC8C{ybHBzt zlUeeX(I-y#HSL$C7rl)q=~JKlx7ojKiTF2cZmDL=FX;>|G&^MY4(KZMs@>JV6pP;&%B1BZDm95nK#e6qKs%em>yg)uHA3lv#b&eb zGm0F#_w~h8`06jxk12tz4tXE2#eoF$2){5)yJ;#FD%L5uunIb*-##f9k$p&7q2Q-4EyD$E04%Bt49Z?WDrOQN2c z`ewluLno3DXbi@UFDQT@4m&Yy6Vr)A6&Lzhy_4p<{)C3kvhau3Ox1-uZ=0autX;cv z5H^KIb;tUv(9V_pAiC;rR>)TivHM3*RUSY3Md1F>aFPrNC-EJrHC-S4c@29c1+*|Y zg5Tty8P<7Cs_9IN0_6De0vfwt%9))D{&!8Rs0=Yh#Bt}eE*8$eo%n5?c@6%uWL+cV z>AO`?`)DG}sy2JGTuQ2u0$W)L8-`U^94~;92oFbZ(WO=cw`wjvbE1*M%OCDMtWMlM zad9c%Dg9Jvv2kBHYkn{6xzEKU8(hUbnfZCw8H}PtV#{DdwZ2EaP1waZ`y?F&dO)tp;YbgnrIrpNWWU*}938JTS8$SmF@(%!>A=Zl{M zz9wL31a}8a-=I4{IfhB{1Y{{+)Dw9jqOoXQ^#BeqQ9@19414Qg^kBzFtIbIOw<0`4 zi6dz6=bnD#&BmsCg<7U>HZD#!iDy_G|1E!q9(GQv5BkY< zT}CD5z6ewjNn)j~(a3R0wi19D=Zd^_Ss@fwny%C;D3NR)P`$j)z7HsmD4M#PlsG!Z zu!tvLlmedh%D_rr!>NPMX&2bq5`K^;d0$1O0=KcCVScxSK&JHL{NYu*xdwNFfQB(& zl!5%p-J_B|PLkjI{dMGxHjZ7{Z4fX)p_vI?sovSI`*nI0Vz~=at_q19V8#rr7sq6c8pk?w(~B9Ai~QrH69@e!Rq~t%Y|uz?4?N7TqNNNuSu-1;%fhor8PZ{f`l)9@QBD zN0X#W1|l&1&3#4l%F)0Fu6;FRR5}j%xVJd$YzA>f4t!>06n9VaaB!TJldKFn@{8Br zm0^TviJtO%TUrArP3`e$WSiBf=m};N63Ez4eh(vu?T|U~x6wJg`rJTb2d>X2muTqp zMz{LBg(h$V3aL6pj&63ywGRV1d-r}TNKz@~vyo#cNI&nfR|90CrDTJ4R90lHS16|# z35(f$Hi`l9SdBLOh|bqL_QwcEERkv2?GxH2@(u-9{NK|=m%TG>XV#7d~i zkC$;DVW7RAws?O}&@s#qUU7PfdCfoRV`Nd6buyY{?m-^{%Bx$E7W{R??cxUX2sCa$ zbCD>}Sb=Pz)q`JQ6T9(@+SC66*hg9d4LBRhEElIq=8oG#xn|FCdzxvVg$U*o$(0zm ztj?YRvz}f$Nw9!pI(oDk+zYYj=NGnBecka94ja}UiLUG->%MrGf)WhqmsfB6k~ONQJ|PnRXTKo{tjr+ zXV*_$TpTtiesunINaiT!AKFGp+Sbx<;osc+H0iOow>AY&Zb5g2o8zhrQe zFMTX=IL+!OizCbfsEn!-rw;?Zay7uLdzQ34Q0=(UN%nkH2sK@W&A@qn<^y1-kcd%fCa z46*qmr+%o?fjoqKH+OS^h2Q&f&?I z;GQnkiyCr$y6JkhUK6aPrHYf{LFy8V`S>T7mKN;@Xy#nk*vlMe-uAzMbm#=D==fED zvs>S8@;;v3s&AzmN!#0FJ=ORL6hK2@pZs2xeqj}93q;RM#v{^WQ9pp(wWu988Wdf-K3uY zS9t~V-C1dWMpeyZ7$YuxQ!J90_@0nE;gIY9Ih29qH}`#pD0caj0-UZjc_Bcc?+;+- z*p{Q4P?z_{&Z_v%liW`+eOZ73Hbih78eGW#+O+{3e(2?FxH!bdOVA~+>5o;urVO2h za@Kzr6~SadjFgwq+DC-GJNh>A>Wz-h#i`2dd!14WSAu^ew>k!HmlDD?NI<>qy_fDt zf3^`5?$BYCnAp%!Z;dD~ay;So;s+LG%~eC0IdkHHX!SU6nWOzaU{e5+0H_X6K(hp{ zboCwqtDe2&%h(ecT!eQNq#;hbsr}^_pta*|wgn=rVa%c(B*^gmUnOQ@H&b32y%PLy zU)o=+6ALxI@bt?%;hm-Owz;rrIdc;NTn=>VR1MR?tCRGuRz}3Fh~1a>gK`6ngYoXq zy6!q_vjb6tOJA4+?M+P8?s=+l?-ujN0#9DJCE2$Cc~&7!RDa@#=zaVn4@KJhTPhyd^!zcX?;5=d0V3~O4{OKz zf%AngYIS+-;OcRtZocoF9KbbG#mw8Rc70$l;=-QT%gB-Hx{5i}U=oZA8~;OO<#w+P zi8(qm_ot3|bn~yfY_yR`xDBwvhmBbUhhIlXvdRjZ; ziGE=~pqs@-Lx4FbQ8DavZCJ>V&l9xt0V=`ub0vCC0ZS?Yf>Jd<3kEx{c9GpyPw&n2 zRvnltFyt3Q!7Z1UvETRxVS};S^%&8D;nU@-%SKO6s%uZ1`YG5m)$lqWpisN)a#sv! zEyGe?Se*PK5xv&V8L{ws2BuHp-cSZjL3xzyRrQ zj7G+Z$RPfLi4~ucVndEw{MbKmq;vnXy_+dWlxPdXW*APS`c~)AHv@^L;(N z5rVv&QsbF^C4mks6E+H%RqFy4A*ynl1E1Z)!_9|QrrK{~-g4scbp0!8X<%TW#mZCC zu66}TX{H|aC$)>b%G8ag627J%g?*@PvRKI?9s{9>kk4VRX}?Rjb%b9GG?;~Ui6>U2 z@RS)1)X40%Oxe1~hZKlFdSLxZa)D0ByYDoE=y zyTEh;BEr;q?`kFK^T!;b?V+Iymff8Sx~7%ia*9-7+M=9bII3lhYmMnX+)mNM^(!c_ z{edT{t$T*x`1jxs!eT1ltBojpO4GPBfItYLqn*or1uEgoPVxHqH|vR@Ck>VuOc0oY z=y-R|3MHYr*O?|T)Dw5A=9o6W+>*KO4}e-GdPM~zP!40 zC)(;p3~P+QFps@j@oV!bVcCasy}hq}8ZFhORDLvj=h(c!jd)_IaEu$q@s}7sFLJfhNfK^ z3{vAi3=n4fJA!c1iqyV%jfLiGG%vI4FL0i|O%`7H0A*;`dEBvn86+)W zECB|j6)?JIH>d#mbB4NlS;=`lV7Se#iLO7wi;zuU>93v+y4O)LFLHH*KUT{#tocS< z&>${c`B(M#e{jP&1KN;1yIElcZOPb6L&Io|yQV-J0U2}ap!8F{4Y_)!_r=d=QRwJv z#}l4lMs@fIrMp(pj|Ic?Czz54Mw@U%G?5q*#EgcWUtjI@i=0FB3Q4lvP z3`-z(y7nVcbuyiDkN~2rp&0wHT~>cPXOG<3#N7Jk5`ukzGd+<8KA4~Df=P(rI7l!i z12j@CY=8~;Gi;|+>M0WCF&L^At+MB-NTn87$~w}Ov)#WKfpiZdq^LqV-E@_Y^f5k) zw_^leHVs(J#!e}9=Z{;Qi?xA}ob_efyPVVn1vW7n+1p)NcxK2G9MGqNhJX*ms`h(=YY%!#yQN$mbR1HfLAL==dL6* zRn$fz0_$^gcYSKHnEjV3zi8zZtFKQfe}~??^ICw?CEGA|wIWt~7mn3LHN)SevRO(a zuO1m$?Sn^{+kOM|nHKMOE4k3nH^PQT=hu%jyg>i7VMw(LJa1743%v!}ZSURhbm9ib z-1ixwV_H^NyW#6!Zdod&NGUB%sD%_FRi>_j3(b69UlZtnRrK{EGUpF{2iO+~jXoW@^y&1WwVy56ejk0uj4?GezWNP4KUR8?ByYy65JMJcwky&*kp(pm;M z>wxB14b003^&Q$z(#TDypBuE7gW(q-{GIL;_5*?iZ$<+g+WX$D#9AWh-5)FLlK>%+ z2iNi*rMfphpgRmYRPU0@q=D~+CpR=Q|3&2VB;RjG={J*M80GlD{w1hZA+l}}i|m&t zjY6;7TOXvTIha&%T*eA>=GkyA?>|A?d%H`w=#~*MlD%j~-V}?4;G09wt{-g0IntSH zk_jwI59S=a9;$S9vyTI`@NLeqQAo(djUQ zMX@MgD)>!nvS8=5F&@7IFHP{NS>kE(2SB#~TL)Elnc6sgimk0h`w-}TE1;j%y=>{+ z-(@M<#@}t1#jCu1FzoN}YsihzdAvn>?qpQmkw}zX7;16uJJQyReXasVuS_j+P*6+V z{YiY@6O?v)U-HSiHZ@9zW4bjA0V@f=^6q`oR)$$*{t{pt+> zmRJ``R404G2~BCvEd@iXC+1vv=E3Y$sPu2PRypPJ40(#OH^H7%c|(SEZIw@t^{5;2 zEV55Uok?c_u+MDbptP|SnnD?x+VBm$BXb9C<`WoE-1dkd2j=I0jvQQoxnyo;qA846 zGF#0tDl&J(S{oIotXZ;9{SLQ;jAdFPE=0j`2IRK)$fq)iqoetQk4o8x#V$ij%O5Fr zF5@D|RnUw^*B2a_&8{(1vHoC$P4T*BDtGZEXc>SD_5fU)1J(+(nprr9yO6S|R*&!d znLp1WHF=Nq0yyp9w%Rjd{mMILMkGo&{a{O4Cu48CRFSWbpP(Zw=>qXlmGs3awH8?W z`w(B9I2vnehK;Wj)#U;jhmjFNO!q`L1v2E*O z&|y8de`jG)_2j~J(YI}VwMIA{-bATOFggeTc3v>5oV`pn)jXnt^~0yJut|3Q396d+ zzP%eNh-h;luj1%7_!tVtqNDfxj*|!D35)_y(ZL)KNMNw-@{TQu3>jZq#(glcR%@^w zT2V$zND!5_&b0LY*}j^5|3bJSSbm_w6!b?Xq=xwakJfZLI?*fyR%r3&XNY)rA52^% z0nkb*;;$8Qv#Sl!u=osP-KCDav(Cs<;@Hx^X9w2%O;B94)$o-Ki|hwpz5abeM% zZwt10Dv$0G6kG~H8E@nU9wvcymG+Z0mHR*Sb&0JEJ8 z(7cMPG0K|F3gq^IBCLDMKlYyhnlj8gYgQ++50peO{hc@EudE}&c|BqbpRDToj&=!q zJH0L{rejt6F?XfHc(vc|$neO>OH1AVvUH5XrPuBPe7nqJuDt~z_LmmRkS(gNPW znNARHu+DOH*6vgbgcf){^AF&|U~96&-t$K2MgS6-ag(PoFj~f~JR{&azlHy+Uv9sz z$N9%sz00kVV*g!VjqwCU<9Vc-p=dds!sX1~92>{>0;{Rdmt)r?;zp#HmN*bk8K&6xvP}%@72nFc|MWsPHB_)pv3Q8#`puhp7 zyFmm5Bo2KD>CQv*+t18*e((FoyVk5(Gi%nUobx>Qz4x`R>$5L?2;!|44C!6~5Jdp! zHROmR=l^tG=p^<~wS-ei+L(lni6f8B<*G`lK{gTG0LHQiS6*m(6=t`DuLxg<6M<){ zTw!IeOvN8BAMfECnwRF)!?sJaBQ4ynSj7^HT?4vkh>Y4w{_ug>)+`HUGUNGRZ;l@p z5IfX1S9{3xq%rh{0Bvonh$$2N&7piuT&=cFWJ%Hr=W22wokUTQdsfcQ3TI}x%C6RI zAyZ+GJ4&SR$}fglLqUf!TXyf~XRmu&M}tYiM8U-fZJ}B(q+BQb)+-L;)B>7T8s98v zgZ{8xhEk~w?5LApzww3JFoh8X4%-_!OkTEsz<7Z;QaY*n9mMg#mH;}-WXQGCh$SL< z`?iK|1__EpwosNHC-mVKV|J^@f0|k~+c&$W>BXJB%FDL|pm?RZs6>b)g#jeP_WgO& zV#V)(&QtPL&O(sOt6H%tz6Mh3ny!>@aan`aOSB~}d;x|Z;pyQEXTtz|V2zdahYArK z@!pO&!&|?qOy~d^Vz~8-1ICEPB}TFmEPgeYSiyyo%hAkxQq6K^qD#R9zFE%dON|+! z&%MVuzLM59^`z!Y%8-FYF_3Igb@|C(`Jzz^gNLOQ_E=eK#o%urhdOpQrIZE?M+Rnn zb=qGwjYeo9UTa4i3qxMgVT5D|5YjC|DX~s0b7KwUoe>-x<7}ygDk3R~ovHCMW117FX+?f1sPS>LTq5 z;hCBApfddm{v&})S0BP38~pz^mmeR*a4vUCm|g7vC>Bs)*dMFGjb;Au_8lk+Z#z zPT;jH{cps=7-A-J!YQNS7p)X{NDEEnQlp05sJm-6K^+`D^`GE0-GzpYH2Ndxq<BVuIcXK4y?Ys)T8FOV4!;D+MX$TKOb_bUYHd!cF||g{KE{P%Z8ml>ArC>6o`H(rdrWC%#fip zUc7flSLB*^dmrDkEAi{|bu18QT3%Ohhk1@+N}NB;KYY+(CrhT3$6L0v*{;0s3_~p! zX||W3@>BOe|DT_{P-e4*N&ccQ0HOepLFLgoRNcsb>dhJ2#;R`t7r@*@!%felB@n`` zaph7~aO+yWOd^cWd4R4(3S%twmBgM!@|F^}xT#fz_nx-c^$H~wSJpe#e-*q+-`}Y* zN)9J^PwmsD0N)2^4S!<`kp!@MGKAaeT*}t*@DdurI;s06KTv+H(tfK=LIUy(OculH z+jli;Zg#rZbJQL?bv|FB&b`|p7okZ^CjbtfikbSa!8xrNu|JWZ0X%A}jS! zWv-mGi+(}I%MfpFe`Jxs|Mpx7fU|-I7yMhFxQ({>Fx36*rvv7KPpDTu4Lo|LU(ub; z`k;+5s)i|>m$ol5J4&HP z-D4;uB&G==vHYo{VJDb95>PaN*?G!6YPQ_bgud@K3#x^I@Gf}S?^@FI*5TW|G!A;L zD0;(^`{#vvQ7LmLc~H!#{TvBQ*wDeZezqKxOmpYP^?QeA>B9v-cJC76l|wOpOX0|F zPBZzz_=fH!H`~eLFD?c9&=?rWB-X~=eqJ|=4{rp$&hN z8M3lFzkG$o%5=h4e@Nbrnnfp)eYkb?Q_GK>FSLG#>0Q=Qo40tE9L;KVcCAj;SSJ|l zu9lN_7gfy?5xrTgSM)n5Gr2M+U3?HsX=0-Ox4d@TmkmFKBx`h@Y=cUtW>XDGgeLJO zcngut^Fu-R`C)#`TY`dNC8B!@!M)1*@NTEl;a}C7_PV^M7<^X=Y^7ZMh9N;B{E*U9 zp|HRzdrG@!b%zU6VJ6c8o@*5{l`Vth;MkBz2&xdZr-x2LYdF@|lS0Nwi6{5p(cYJ7 z^S_ne! zT)`9)bAf9TnW_sVvy9IAK)4lT4vMj1lP3D&v*f#waBCi%p+c>3aGY=cbx8tA*r@&Z zfq9m7@Vj_C&VJg<=AKU5dcSG`O-3x$oanrat^0n6iYh6+n*MhdPHfh)Np z=H=*oP)A+uio?mkY52E}iJ*p7ciRFPrh!B?)WOveyQ%1@p_ZBQ+^RTR$qeWF_eDAF z2rxu=IE_xDAeuFZIvy-}cPD@V$ir{gJetySiVeM*)6x0~Y#mb)wnrSi7j6&}&m9lC zvNtSS$tC;BLwyHzSeX>uG7ojKiWN%;UgDd}Hxg818GV^U>fS6!W-Dj}bCR)^)|>?b ziBJk{pvg=VkCEJ!+;@s{iq_=>>a_vtI>OvvoOx6f29V~m0@s&Azq{*A|h!lu3Sb4AMJa412* z@~NFvT4mEK(3bh^B~#HI2eP3NU=fG9;}*YnWY;|<(swSQ2Q=Sa33Qxtx4`Jh7QA66 z^4{_!WY^XJ$k?$HDcxJZlg(vOi!5O75KetQLB(UbzjQ5k&8`&A2zvM zmZU;W5=@I0DK!QVZ=3=hoyz^Z-&IF^Y-=7@kKj+Y&|@??F+3RtsA12smLqQeQ5OXh z+(fl9=7{Y+3guO!JK?J)$?KJ$YW-cDc^IBk9Xt_@_E4?!xBPYe6)|VLWH01uy%3}s7KAvMJpw=hR}Q?71k7#6s!BMm|y_A z;GYmz$;gWItd#k$sh)A?!e~}UC0Rc_2=~1m11Z&iincq=bPvaD!A%K6t|CPE z{jJ20=ijJsIENE;J@yrSJCa`9xql$JGK=edJXk6(Y)0A{e{@vpc0>yy_5j`57WgJ> ze^6j~j*qVO4MbZ>B{dd5EFLfdEd{!{3265bS5p-DL<~nrlMHC3K(s=pt_f+)K&>-W z^2{0y>s9bzL>+7ji#ZM-HsYT|yXY>tyJ|9zxzSfIo`FiUIF#Y~McP!T!og7UD`yio zonCet{w(-__tcjcYfLm2r>ndv=eGU{Q@iSmUw0aE|GE`?)aYkec3ZnxczmVGUSfA_Brlo!lbo98`5ae!2^|M~9Q1 zazX|zJGsYGLllReW*Zs`ggf9H4OmbZs{+>cyTJfh^NPXaVknve;)0z=$*0ca{_b$ROLrq0CksgtTFfWWD?ijKkzjdF;b|;q*6r($ zv2xAt#6-a^!7a>>Fh~ItR))O>Msi@v!5s+rvD3G+4CMBQkO*`v%gd#wL;w$RN+Q5B zbv5Ukd?yB%rR*0*RZc_sG7K~IO51sF;R=TYy@_&F?6aE*t^FsA99BOp0`iY_oHOZJ zKREoa&fo!35_C3Tq=RGuAPuE$ArB0H5{y-)b-8EINJa2lNMIfMEh%bN5ak+5u`_NL z5MxG3z;`)o9}bn++MtoMD3APBA_rEti+;`peJ*#|G-J#y)YG-Mx@mG+JLFGcuG)~K6X$~ItQ}%=eO?1Iwwo#J4Ld(B;@SA^gd0CshSt0Nt_FAk2%$PR zcRC-1MiryaRdw{GRObD5*1iSp9`ZKB^26{ZbGUgs3|Jf>140v{*H^};lE}d; z3b&5UD(=jVmy8B@6huG2d`0<=Tj&Z6{1Yh+ne3D6VDRWIc1_i{x}lo&?57YD>8`A| z*Q&Q=iw2ycj{kF2goG;Fy9TeL7120d%+LiD?pv-D28}t^qwY3OKVgOAQ?Q<7!uASL zFwT;%a7JTiTSO>)H`gB=x~JkpB5ATzQl&N&ptNAQUaQQS)B1Rq%EP}at={#%%BRkvTuU+y+6P-M41gi#=fXa6|8?_Kr$ z2W7u$SMZ5LM*j+E<|2A*nY~E(2BsOW!Wnwm=X^R$xIa9o8_C=SY{uJ$z~9fv z91vU4p))Tu{06=iG~WcuusB<(;WY?(e!6R2|8LIaV$_%Imu5^%IngWIo9JgdMx2Y0 z+J&Vzs?mW*1JZYG-vGYY=7FqGSA?m^aDIbCJsBPnQh2U}CuL+(J2io@Ck8+3qbwku zS!zFj9vwfT@`i-;b8MJg`fr6w0ZJGMDaUd<{1j}cKnx;&eiw{KJ>FO3NeXh&q0o15 zWCI}RLnIUdW>5xyl#f7IT(TZ_`akv047002CY(2=McCb&nLF?l9v(m>5kWo>BpxsV zf9S3Qx&wI#K6n@0EnTG5dW$C@1rHOU?f5&8bQ6(z5Z3ezzH>Gpf9m|ThaopA!W7&K zLh*DjVP1zQ2iL5>N5IhtY(dxe`I?wcNou3eD99TNB`^d=WHgyt>76|;`$n;2to*01 z4!_jHm>cYaH(zN*ibdgPnT#ywt9MG%^L(z(Ih#VKH5C&mF>+!KgZ{S+VT+rS;BGtv zPA9PL=X8e?`|vIdOT(d{3||ZqLqEyhNwm^yf-EH1<7QOJAiC`UXf@xI69CChIj;XL zAGvzCoqFkclXA1%|LWaZ0RGbL>pk#svZRp_ThW(F{{A*avj{UbvRB7tBV^YI!sVJ@ zoF(;KHCP}GtL-?msb(|pUr+p5P9VqlcT{=W3;oUN_WETDbf@U};Futs$1n)Ho`XJ% zP04J5Sy-BrnmIma{^yq?b6(!4`OTZ#+}Z#c00C}tw2FR&ZX9uFx<8Ws(>uo402U0$ zzp#@117mugv^s`CWB_s(KXlMBSbRC{de<|HsLva+E?R> zT;L3bzp~Ld;IV|LvFb~ErbOZ86+DG7JKA{l;d$3>59&CN4#Q^<(}zxODsuSG`$VQ< z`e8+btN+I|=PC6%eBsW77>u;^x{q|UI0b<1G9Gd=!viNhAhC!Kx%ZEb-tD%PG|`-P z-`QFY}+r5xIO+~|fw+`JR-!n3S(Z@ia?QVJs zm3t$61u!({`5xQh8!wQpi3OFX|E9hLS#!pcq-HSEjXQ{e0wnmPak514A#G1vxzoQq zA;6d%7i>m$`fwP(3xP+TmV3KqbOJ$dp0wQd8Iy#T$biF;R6d0SvJVP=nn9h^1>)S0 z-|tGWf%+XJZ};PcZ^p~>0{W3?nxD~VgJ&;%YMDZo)vNpHe?=@(a+DyPVs6bS`VVg) zay_(opC%)#a}T^N;NWTuldftxNf!CQ6!C{U55~3R7jG-l&dHE+{;MWa4o)3l9%(wl z6ai%m9`-Z2OKaZIDTfCOX5T({H$BZyyN(TmddYamw;c14{0OWSDrJqS2CT@%^UG_FuprJRHYRd6-or0sQdcIXW&@9 zmf3Re=hOeC#q;2~%SaeH`ko1bvIF@P7h=F$*tZ2~X#?R?G+oW?*9L)V3>A&&m+;!{ zt{)RsRS)o3M6^D4V-3ThUzlK?)W6)Q&Qf%14SRr)_8r?QNXl$itlwMQJoTB1O3@&L z(j_NJo}7(J>VvL7_>Y2G&m(ySHokz@oi|mpPQx_hdttgS<~NLNB}+r^(B^Kjd7!A~ zy%r8ZS^x*>9h*z$Sw<1T-XpS7__#~SK^l6iTnT1OBgbQ0=vM~nNc&iy$Ol*9&A}GO zaxncMR#Y@*7*c#}}$tW}I-+lJkeCgSq|RF&)MQ z_)lL{B>)fzsF_gXA@jq9(dTE@JP_s+!Zw3qqLsE96LZSOt4a>uxU|TlWGS4kz&rM{ zkzb#^LAZtxJ+2Z$!KQ#+NRuD0J^GBXg_i?~bTH1`x=zb?!y|$g>5agrb1=1Cm5d1X zCRp*#Df73G*!n27BxgY5cL>*~EVNO5WqhOae8 zi6egXF0=e8@WUYdaW@;B@jN25KYVl@&^SOj0Lu~wIDbW1sF^jVZoFn^k5uu%yDuq2 zktE3^z5LY9%3$Leg%9ICB$8iIK5i)Ya#;PYh?NkWdFmnv_g`eiF7Qbv(MtTKw!RNj z#I2B=^A3)B+p_|YBZ-z55ZczG_vILupAc8+uP&^>@NeNcG$gtoVw(oXH$8xt5>lZc z8wt52s8nF?f~M(*7VOxiuUGz*WP=D$rk=pjkL%vPfHrrI`5oBp0xd3b-GeWCNqTTe zbQ(be)%Q98=E@8T?)m^v6LsUUkqNTDs>tNrknVjLQ7L$3kV^cH{&^j%+Bo!^1KiFd zr-F+kMzCFjT1Z{VJ07<+2LU~5&VRHkqx?yaX!Ay_m)_OSD z8-Y`R)T_`ta2^WeVt>slBtNaK;$+9itMuu)R9RNR2JH&mf=#?`?bFKdE1q-U)kZm= zSu45cgOL*%X4_qHmjfrsbho4cpbp~HBCZ3v6h{8zSv*BI_5XgC;(AC6it>y2Wteq( zUiR*bQz;`nZDtcuO8AxHojy;sy#B1?L13Gv<94=g?!vCo_d;a^iC=Wi2U2cq*)3fuH|JvfwJ=q{Tw6>s-LKyt&&c5zR- z+&E3#F{cX(b&k%@Yv)dDTPh>}Fl^XPqCcp#IX)S;R?6;?M z(Qd`@1Slp#yBSuOgCN0xuwc8)3qRFKY>Y|}80W51O-2!mAMW*$LtZn7^p=(i9_Yle z&xWdY%7mn-FtZo#&q-SDtGWKI0@TFqYFW`w2LOIkA+yM6({$&xAo|zqbyhW@^%sME z*1XWKv__=k8ncT~2JMg3fLhIXVkHcSMIN3)vQdJ&4~zQTz>uvt#rI;9iKe@mbqd|vRv5?*Ca@9YwQ7~t8g+O1NJ z`w`UF!RQE#eQ+0nc9B1Ozb&({Zm}((b)wY5Obj0CR}Tr@33tHo!R$Bq*Chp9c!%b9 z>7bqiR?dYnQKqf>+5d+LL$lbi?Ykp9;=`mja z_Tj~5YfPu2vD1J*hm~L2BK+*|?dD%~IgCQP(H|{75AGK~uNF-KO-wPpzKP~~*n z$$xl|m)mX;aBRG-&ue@%-jNbM3(=qiGKt-Vr?$EGbpQFN9)I&ZG9G4AldajNGj^6^ z1iy!Dskd12kVZI|iU8qkyf^*AE=RmU1fF>$stFmVH!b;==J@pi=YcrTZ!jzx_6oI% z!dQTnL9O&i2tsSfCx;M}>ShPG>_F4>!f-YfKV0=)fo>0w_CI=NiqhqWXYofTGNV9y7M-K|Kll(S#O70Br}?wcJ(8A#rhYxnE>U+vDnp@xkAb{X<9#3&JEm~ed;HMP<0`^ z8sHrxKEOq#52Z_wihrDl$IXtz91G7M5X~R#j-p633Gc!S38U}4W5uFQSFeAodTrL=={UMs_LkJ{{0sZR2R4jK-r_~TYR9K(Nago4n)m8pJ+IWBtv_0 zA5_o^Dv_&)HDaSLaf$YjSe7lE!4d9x538Q z+|G#!P8%D6eh1tGSSoa6GR^(yLJJTSeBr^#HC~?mLyW!$Y>T7m%QmK~k6%<}b&XWU z=7};AUveecN$GP^8e^dxWpv+@HFZsWYoMMya4+7qRDabacq2J@5_YXza?H6MR;HT^T`mqP(XT$++;9ns9z22oxvxEPWv850Z(Q3mNY0i_5zZK_jZR~jO2@a zP4RlsSxE}=3M4wGqH)w|U+VlH&%Z(J$e`cADDn=LS6{BU}h z8}-Kio31}rNWJM%fw^4xgGbK>X@@}atlU5A7S;7*F@@*N8LmywYB7qya>?RJXBeF- zZF|x|f*$8@SvHGusmKAY;&oru~;aEL*;o#Q|O+B-0HUPoF_cuO>+ z##$=P)MSr6AM{^i>~!KZ!g~BTy+>bed>a$@<+j6eow7d65y3Jsp#2NY>&7|p9%%HS z(1ME>e%+-arcaTq&cGm%Yi?mf!?u$EHZ#``SbvT5_ECyCvYD0LniMn3b<9;UfJ( z7)1gBprHDorxdVAU~6OgG+M*5@?rQ#?XyfFm(TA4VEe!johmhG$g^zYzIr_HN?Q|~ zvkT95@gMJaiqjJhF?_Nz8@|<*zq$Ws-H*xt39eIkRKVt~ceA4Nn==@>g0r=l8k>lSHKL_Vu-F{gko9nPb=VD0ek4!>^GbF*t#`94eA7)HO&>k}F=V7r(amX;+y4=)@mk?i4mtb@OvI=9eb$pZdMeo1_TIrM_Q)H@0|EY#OdTyNQGs~+59Ls zsdj#RBCc#53;=BHlA$g7t91-U_o7Y7xs~|`x>xefod&yHmvzczYN4f~-vKrMmraWC z%C0Qp|CegNQw#L-qw?2|@=nsskhA5^?zFO+fVOA?a3DDsS>bG~bYH%5iTReGByP=k zLO=`CCyB0ELzBJF>zOVKa2e%U#EdPI@kYUX9>XQ&a?Vz~Sf zRv57zwf%CI$DS>+EnTl6f@}5l*|b`cnqR@XKU+##7S@lC1!5&%sGm;e;0#EZxd`#S zSWK)Z2n=K9f0Zw9wz+UHZUAd%=3=Osqdp;EVRxi2z`&w{2suJ32)xXa#%5o5`zJ*w zv*#$f-WOpU^CHd%%G7byHXUPt5&;Lg^Iom}d$k*|^#mA)kgr?c?$-A<)R@BI9L|9z zE+o&N*{pM0&Y)nl;ye-Va#AEh$%Gm!x84J}y%y8;e!gPa$B-B)$Vg@%a2R!}E-X~| zuB0uhVG1|V-1c%-R9~{DM|!stnSwh_fh?C-W7wu@lxw@~ZG1nRVp0Izd6$B{OXUX) zAgF`4cW0imQ)w4_jsOQ`n9speL)et=`84#6|Cp@W;U<|KanWb+KK{k>Aa>LBx!6}TZ0EEsZ3Z@+3 zc5MvW^~JY`H9xD_3^MAH6B$1)=5{ZBabT9Zkr4M~tAa=q93+#TlG$#-xa7W)ip;=M zuR&3;!Kipa_XV_Qpiu12ri(4fj}rJB2_G&7x0d=`7b_tie45X*n493kfeX2|4jbAs z`#)-YwK%9Y@X5Z(k%^>r;cdv1VH!E;rp+B223HYcFU~6Hn>{Sr|07XeU69SJkhGD^ zEE?a9&_8^v3}8Ri>EU~bhG>E(yjUu!OCp8`k8e^Ln0?6NmuOVzIWB!KRF_~BJ z!Ge{-xZ3U`rfCEzN7m~*Ifj2fmV5+Xu{w4Ccuc@^6t)clh>kwS1n;eGC2zhu+O-l558hsSiDzBGe9U6plhYacyHx~!IGxc9=K1-Lp z!4X~v#)bWxj)0cyYSxfnPtRtkLuRMY|{@;HQU%u|G{>E2! zdY}B5tdGONewnjKfJ+CRwmoNY2gV_S#>1%hROC>!x}Ow}_}=7g5Gh@qN<-QeunQp~ z8SLDQK`Jfiz$N8NX+VohR0C3^TdoZD=x3Q+93FtGLJhE&{ksO~%wNc{pC2d{tH@^5DH%GuY&4$oHUN@=&+O z>GyB|g%ONE=8qXzW5L!EwLG&@yTa1CKM~}%&gVz?YInCM_=CF#DASAceih)3y_|G~ zTQj-};7h+F=PX_rSy^IY?ElU3p$2s!5ZmJEWYYF|iHbM6ztHh>rPcHfpAw#dquk{) zn-_z(%U6mU%x~W`aEr(XES+Ii#Y-40m3q3er5ZK$??Vss%w-%I-LzhJjg^&p5Eh3{ z2T#I=E)iQEl`y1#4qNx40(uwCska39QI zWmE|v0_5p~!pq36(xgCN<;2tVg-Z16&m%br4T2ce7O<)ll91j$^m9*WT@W>@&idp1 zIHKFC&A<)n5VS<1SJqXs)hWh*8|0f!mPKiqzsG5teYP!Kax;^sKBgz5sgfPQD>oc< z(t(U9O06G|L16bNG1{f{J3Xed4t?8i;m4Bm_qF>WYB6<@@K%IED~A}s=aZZdzn7jI z1Gi#&*qn4v7C{NYcQvxVavcv+i<=^TXAZc%XMl6Ecw;oHjJh9|3X~pI-JC1DhJ*#c za?-Y%dIQW6u&fQar<|fR1Ng6eU}|2f`6heewz-FYES;2dRZq)StnS zE-&4h{&aj1vOuwtrOHD_6GtyJZ`V})s(_5+6~ikRSRl@U@-upc+NjE^JUAPxAg3F3 zyXMl;_D;9>=gricqh7ZY$!femWQxFz~OGT?s+AWO=kx?z!9 z;5iaTC<~!FzQ<>RS{u=*CQ@qi68^^s%elDqJSi31m?D;bOpdI-C{J_l;D9~+;R{ry zn`)f86Mc5tEM`CgRzv(hcNhg2 z-F?gw2uD$m>askh?n0@+cXc^x!SASav~M3|F9Aoem3X4}-@*$}DX}BsCy4^?G0quK zA%Sk3cE2YY#wGGN@hj}P&l=w4u7U%89HKtsF#Xltp6q=3yaYiBLYJ+FCwtrCM{3~u z)KS$5^+pR?v!itC=q3b@ke&jN7T4xx{{m>#JFkWeLLfIovs86IsrUo!4lFCDeRJZT zFcE*HTwc=JjZuX=Z($vG?;?XKfP2ujn6m6JiD5QATaizhWB%qCm4k21u67I6!XPQH z=*I?Z%urQUPDNstp%?~Hx@SMp2Lb;fkz}0Qf)j+#kaRB;{1Zd#l+9baH0SxgzM{4e z9ODgwxj-zkwzQvd3xWSTlNb-UvMB6`8k|$%Zq$r>JT>{PTRv+)?%7ZofjwwJRmXl! zA;jE9?2&-lfS9CVcM;6OP-M%25)dB1T~e!?EL4F@4)$9#z>dT+2Q(?&gw(x@&`q57 zJwbzjfw+i;vGlMs0e;^)$b#OqdwWLR*QC8@y8=mQm0ud3G6w|cI4*^=1tYgW$9CM~ zR3nfHi#vJxY<2xUktxtgI-ibmw!CAPs{>rDUwl*{&NvLQj_Zkm(Q$K z9-{%sc0{&P^$+(stW1QH;V<)2gW+(wyf$HYh|PP|EKn))qLYLaUa$Qw3U_Ap$yk%$ zZ+@(Jvel#RI29#jK3eV)uiz&?<~~JPd9*Xk$IpM=yAn62q@+ajqo81Y(d2~1ZOnsr zXJs_PYo&~Y)9+9eT{;==Tf;&0;twalbwzuN><&TAy?gL2bF9za`)+o9+M_ef*WiF5 zPaX{;u3{E86sHF-gIvbcwIm9JT?G?Iu4{%Nt1A_?xnot9a}Zk{*~NN83PTAPEW)cF zF^l_pZcx@DtWv<|!E^wjPfkj~3Op1q%j+{-4Je$jBG7KY$kbn5nNVTUByQcw?_ewV ztPu=dwF?gBNV=uUx7q(79v<wz3m1#AcF6HptLPI{cbs9eKjXT1PJ&h zqi}Ab0H|rc+*Sc=o2TAB>qcgyg&aOXgY0S}+Y@Gpvl2|U>Z|dK7#m_3hO%?A)ffM{ z*eEy{;P;=&12*O8;MyBv2WVjb&zIw8JZ?2N{q*HO?P$o^Ub3n6fi-EPt){T!1rf@B z#udPMa!AGwD>Th>|y$*W_Ws6UI9}D;v#M;K` zq=`?gY==J3vRW(m^MkhofI+Zs{quF~pp}xNJoPK8(=Vcm+e#nc+;v{B>IMDy+AyiF zKK5!fBSDU=u=T=?OKK=s`bf`E*56FpvP82;a?aTCL}*2#XQ&-6KUJL@>Fr^IN6)We|zX-+^tR`(|E`0u7bI=5c<5 z#qirg(nH+Lpigwr`(9QgDg+|OlrfJ=khkF#2^P?(V0|m;kss3+st9)QBIJz{s7ZRz z+qH*1a0ou_<;o_azx1>#Vg2_Q8R~+VRf=)MkyTOYNlY35I&B1tt<%l!c&_FQ0Q^s1 zRU1VE7k)*9w_Dz-Fw;T(EdJ+*CA52=(0IZV@~$Vcg(-@#z)rtHziB)33f9CO))r-s zGREnZI&h_{r$omY zdxj0~Y-3EO7P4|fS}g-q{_b`DHqWm$pFdWTVxo8z5s~KaoBUiXzHECEx@W#@+s(mW z!2;h=>X7_u_j*FIq(+R8%73JGR;dnszRQmG*u;bB{z<7U2_|`}+;S2L%YcZ6BrdpU zH`aj>^E%LWz9Wwl74cLFCTZGeC2pegyM+|AeYv6I>weakjWOf0zGY< zQ;fP}fG`5LAo38yW{%S3R$4J6W(7u;uI#ew-~X`WSH)KG4HWRD!k`S~H&O76ZSf%l zBbF*=N>A~FG1Cxb?BMLBM3VQa&GtH9QsFIe%T)+~yaOHxEcrPDA(N}``&MpcwT3h3 zJjIknHCy`x9lSJrwNyWa&-Ic!m!?y-g8J>b5ecW<*s#yB;bkW>;33FTGJIED@#j#n zUPfwTg>2Q4Zj8ioglKDj-?Oo?(R6jJDqhN-qvU8lBc<7EwJJ1*SKV`zS3-gw+1SS6 zcj#z0j4TrLJNE9yV0Z)sep#IS|4R-X`97(8BSP1L;c|yzPoD&F0mc_b%jSC>w{NdC zgb^D8Rt#)k%x^8KcY5>=oi&-y-;l39>hRXrxq2gcOe0*%Pbd^7`>ay!jT`q*JV$2Z ztk>I0HYXg!-1mR58Oq2|N!1wmk7gK%NC**{j7c!wz~}TkPABDL%Ot=<6iYC6QSKX# zX6PD=1}?YBzxBHbzDux7uGJk2paKkHcmf>&w*y7n6OGHK*wMyA3hyK)GBi7`c3YG` zgI!caF+6$aFB5?NaHwA~90y^}-=wI!XNGL&vSrxdd)!}DNKz?{Zi)~ zdx(H7RPAyKyi#xhmWQoQM*m=wO~=a+oeBBq@m7*gI%Y`%S`8~cla?0(qmy~_9=z(csT z4Ejz7yNu3Wjw3}FPH`QtAZGnXa2yPa-kzDn!gewpQLkni`PP7W-=1(KZ($DaK;dXY zING^qJI*R|EjKIu+%17-1bd5F4Tldko|ZEJ4uD|NvRUW#ma~*dBhE2=yxBIt+Z6jW zH}_GudE-7bW0NYEF=F?A&Vtv11&UqH-r(HLr2p)T5@ue{&i)#G&$vYgJkz9Z={a%@ zJcs>n5+fUDVA4=?q*32@9>L$lDSx6jP?rR@W;43m19Lz{E+b}Ncw?4hC92PsS_fzXkCn7-=#6AK46t9(MLlW%bnX_~_tj-NXmU)gh%bb+z5c7es5UWL;>g;C zTOJNAbDnh?PVrpe_g(sqGfokr{*I8+>F^i&!j#MT`q-0O>&K= zz!%DGJaI{MqwU|Z&{YY7dw+ODzqV-g zzC@5goC&`idTo1uNP)>B7((e4V1_iY4+h&H-iLjzX4tT?TZ;+@+{iA8d4G)B=*p}X6uBZH^lW`JavmoIl zk7|V!po?`7c3`Cdd(F=#!`k`)ObEq36Crr&m~;z*(EbvGPf7GhM5YUauMvv0$>hk&JyUAWpMd683nh*DhSf~4g@r)?ex zUa)W=m(~L(v31!lZ7b(uR%dbC5ttgCf>+CxXFX(LF+@YxvzrxzRDpxr)jh-!sE7|n zAYJNY|F&H|*kc)MF;e6V<6n{MX4wi`etWXC&h)_{H&gz?`P z4WJxg_?>*shHM`nigQcrHm#fPu|TxeKcv4z_8_Fov9|#x6Tpsw7b4sQ=X{kJh_Ld& z^e}&DNmE_rCVz!k9I6;t5&YFptt8F$67=z)Oxr*$#`%jhNZ;T;z2p>yrhXxim-}fJ zuHojan#7kd<9bT*1YkyT0zVHH9LJ_pzjgnNrcwr(8_1Wk>pr4Vo+-@qk!lGIX|D$y zV7rXs_q$_ND>CP4U;>UTiJuL%?*4>J-s?-z`1UGGa#gQZEd*RYvK$VOweNGQVg^f5 zO0Y%+e8+XL3=^J2t(1cER66r(TOnc)jUcK$wn0`)fF*|FJ3}Ct@jFIs@`XcVu7hLp z1U9EQnbRZAiUhDc0-6l3wjt|}L+2zN3afw^CjgtbEcae|$=C8U<6lt4*Y8}HkiVwe zAgALlYYN6Lcps4rwitz33Z!4s{h&3q$v{3tfgjNey=Ow?-?Le6WE^xO6$-Jb*G|C7B#> zp`j0e|9WYBsueJu%S)xAn{Ee&@V^e-@8_r+{Uc|Nts_1{D=G{`ybkOWujDPu@j+?c zT`v=_;JNA;x;^JrH44v-eDos|O9DBvazQAQy9;{S2E)9qZoN-HD zER=q|+4ux@Y9OdF$n|#*9MyFt9%yd~*jS1#sxaF=;&BQ^=+SfO6TXMBgj7 zg`ICJKon}la}&CYAZ`z!$ns7P)?LU;GxhsSYvr@ib6^nxg4dOjGhkKKHmQ`Nb5eDzQMUw)a5 z_Jax`lm4sHo)_A7$~re?aqO-a`WDmH1}BJRE2gz_E$-s=3?2J1&Q7Ku_Hrl$N*0{u zO=us`(jB(ASS9m-`}lQYB1s#4!CA-oY{E~#cDX7{i|n+%D@pk3gt+J=HGtI2?8pLwE{6IdB{dFTVL?fcDg-ED6X&KO!xJ`ty- z;TL^yBRe@I(t0*y%OEW2)m1t9!jDO#K_w=y4(u@oMmN8A5!5R6OgR|av7Je~@Jds} zT-M>w%&oN3C%b4uqDQA#*@ZgHn|Y)IZ@FK6V!Mhhril>y(DIRuLw2q8fz7&~ac*)# zP>WE4Yx5&F{&3}thO_1&nCa)(3rkVgZTG6p9&X{UbNqBsN4?3T`ZxlXK>EF0F_t0jB5*6`HErm;DS75_z3_Nec{a_MsMu!e?)zsyQ$ zU}H9|!>8s~StghL)wpgf>uFCUWfNQWbAyc6`r!V+ihPml$4?E zw3iFEDtUjCYi6qD;P;KnhXKQq9G29-?0%^?Vf`d*Rjet!sqn_7+QipuJv5t}u!&C~ zukntY^qPEJAbEO|nX0h>!WUAV*@lh9^}?;;r|&ghlasHk zDj^nL&YauyKm6#?{?gT+#92Fz@gR#*_hhH;b5$mn$Q@Rqueb2Ny$*GaApd&#eI92* z`Wy2yY?I&q1kXQ*=P=^iX)vebzHFVWvdopEn(ukz!NI}}HI=`QGaW6A1%9_tDtvd4 zrFD>|)+#qROiiGld}1{)#Z~nfc< zZi?iyQ5Owyo?MrNgtccD)_zes*Sjj(OJ2)c2p$y~8Y%TPBTFvzmX4NqF&Q3*tH0On zemtbN+n0UIM!q{hW=yV8-j2_Cc63&6)#Ms8E-^u3?kG|co>kaOXQ6rhGS&X@8~o-Z zZ&hCbp@er#-HxA{)kt{y?+xc?+~71nZk%!wk&^hBMyPnm0W@qkrK=X48<;gIklYw$J1w2HD?mvR*-w4^(n;_Dyu(qUCj(Tcd{k5*(!BPu7 zck!&CuzQX%%#2leljOxWo1KkMWh>rt-_GPbVg{5Ycj4Mkk z<=HYZ%nNhzv z+uC9$|Gl=GNUNk9;D{Ed1K& zKjD~aF}?LE6rXnPY}_Gl$>+hpvN<0f);CUm*V&mgwQb4Mx<)QQSvuj@F1zoCP7V`n zc)`pY^yi7|e!s3T_pkMSh7^+hd#xuGQ)Pj6+=gRT61+(#9+1sk+ zQ3D3^JK7XaKPr1<(Hn#tsL{x|--;D9c)lI*M}rk$AI9jEmEk=S&6VwQSzs^+Ot5*msY3Z<`gCah=^*Yoza4&(aIS zi+}UALV>To^Ktv7|BtM<4yv;4-arWnK|oqsLPTllR#F8)LPS!!ySuwZT0)QzkdQ9v zk`j?_wv;qTNu9O7-+N}x%=zb?d1n+i`?;UBu64z_|6Q`)N9;H<2Ro77n4Mji*Bae) zl)oVg%^6jIO<{WkUxM<6NJePbPBz6JS%Tw_vCjDACT$uOK9#~xk}UVo3O}LscA;5u znj6y`g+8xR^JDuWsus1GbGzU+!RDR#{>=`=LQ?rix_qU<-bHogN7^M8{`Ss5?7v)h z(Yy_QS~=Xk?%Q6p7ZSXhIDFdAjfw)7#WMPwj1YD{=$yPrhesu&Zuy3jD&jilPX#;q?5lXunyoEUW)$<{TS?3rwoL!krQ(7N;j;@Z!YsUwB z4jyQhc<7TW@^dHlV-2N8EoAc4CGe5RAg;fOx0$SqyG-$x^vTn}V<#q&F?0>4rNXtS zXs$~9@`stF3)xFbb>ae2xDJNQ(_{cHp#WyLCHVkiRr)4BwN;iCgEFGlQIy~1Fskf5{!g^L5 z-*NFg6Ecfe)i7>Nka)jb*wS!^_+EQ6D@;olMm52co4G%JZFC<0RJUR)+!jE1+~r84 z4K+?k{Vo!U4j&a!XjKd2)w0Cv;r1emk0y5f$>bB?bSEv}PZ;Tt*bK;b8CMcB64g`S zqYGtBP|yVKKvG|Yp5S3P%Ja{+AGQ>d?boxI*ZiHLf0rM>oU^enC?FU4rf)>-;r9Yf z_S2q|ds}@8ZP}_}7m0fu+?jdNe+2HmWrAM=mB4qNwCnf)&ykCVB_{Uq9k%~!L;_um z0AlC_pHV>9e|J|$c)FiHicnjZ?jUOxKX)*CVtk8a*hAziGcdk{GC20Hw5GI2Mr`c(iEe=c~(2Q@mDi%YqJ(>XAzWD_lF| zu>QOuet;Sq7@6OL_%8G;>~+KliJ92$U);Uy`dz>5Z2}IgAK$y+z{F?2zdNtDt@tux z=|F|WvU<@i@Ut9=Mr(=H83}umsU?(jhC`)=lQYq*xzt!zJqp3?dnt}zt2I)KJL;!2 z%}AGNcZN|IHL!@Z$%n(_R146%23K_#h@rF3x-suqYoakuS2`)v^HgCL<9f2!{LBBo zM&spAD_QeM4Cc`L2E(It4uo{iA261`BBFPk;;hS^im3VF+X9CK<$1Ut4Y%2rQ@J@R zltg+7a)2IP2`N>6D^r?GMNC`XBr>^Q=OQG$?WwUWggr`%Ip5{ndt$v2b%!A3e$1=q zS_5^4s;^0A^f(5)j&N1Fg9%ymx1QYaxO3ZIoZJ22oT%wop49WD;@um_-w^6F5!9vf zjig}01>eT5VBD+)jOMZ6vBP)!zh3b$Tu~F_#m2VNq~q&rnN$5X5EuU@Mkll%cIH7ECJcIEONep ze$*?+K?QB`^MO0Yb{<|^C9Vm5;hKQ}*Jf`WI1Ax)_rL^kJI^Jq4kZk4K`y7vNj98?Jv7nCVaOc$D|y z^hN#VinVvz?|Vf|y#)-1Zzrd@1Ai#9eeumJ@!A+SAY{%k3Wv?$f_0)=dqi- z=Y>0W3}nqKjWzH_elv*kD!0c)xSZhBK7Z(^^7CE|DN$RtQq3s~rHnJp-ntC`f!@f%~nrma%vTxAs6GbzKH!Ojj6hAGhPufw?#y* zmD6IP{or3z+F|@5R?qvWztz%5-X}6`DM`9|kn$dajtgbH~8Fk9e ze{od`rWN>B&&jkL`9lQyguhbkGPK{@`}LDf{gP}?UlUl+ZIh9!i&hc?PVjADp=uFl zP1w#^a`02y(Fl6eR}^RQr&NN2POY?}M{dcLjs^sXv^Ipp-t3<@bw(!b+2ca$`=^Dv zFD3$t7ecrglN%hzW|@AQnoU}`eNYi)!>U4UBfq_QUL0LOx<<@SdRIgdHGM|J3{j7g z;2h<7er3V=VhOky@0abAbcW20S-m=HH@83SI8$Xfb{*Z= zU!q%Z9z4Sj3LEY!aAgaa+GyLs@eb2#)sSW-rx(%nkGezg>(NKOx96ll zWj{l8j-2-eVk`slxUqTJW_R!F`oFgQ5U3VyRh2AzNA9*iEv9s~lBlRS&gk_&#t*bO zTDyAuHV75$j-G$D1aCdfschc7i;?3TqDfkFbCDOyTyVjGuCp-Pd?U5Pj^S;S)F^M} z>9-rUTSb_${cV;4LtPQGZ9P*L$Cn+j(V7Rk>E4P?q<&SS{Z(a4cE?VeZIbCS!J4Vz z@q({p=ymqrtk()X)wu1pa8bg8*~>P47^_IpXt6kT1+d5!BDdT+?Vg+s7NiBp)anHZ zxCsBSa>$-r{KYywx*IEim}_r{n=Gwl?pe-nQezt)k4eG(+O^S^ ziG!ZrIB$XP+gZ7aoL9^Wxa5bC5)A6|Lu5`hzWzw7OjG|C>T7jDL; z_gH_EefqrrLuLw|3r)p@&X`S??L4PsxNp)`jB)DerF%l#32vutEFZ$%*K0|GLHXVj z#U|=0dmN*l{`ma(v*H=a-k>J#kz<8XUd8G+0Fv-#J)I1q`dxAG41yaSpIj0;B1nKpEG7=k2rk zL5uX`n$OH)y3+8O_zY2r+WE0 zq5-2%aLfXBQO1bN^!rPcVVm#si-?(V3BUYOyCkqnNBc8vlvkxDSo{t96Nf4ioN$z$ zKOz;CO=3*Bx(ti@9yvq_PRcKz-C!~2N4VwIPn@~phuT}2N;jf~KYTEtND#x9QeGgr zV2l3`In%}%QxKA7X3^QSGU{de&20zDGI#oxriMfFm^$B#9$<6NzVy&5@Vt2wJ zR2h5p$?Vh9SMu>W@&DEqjKh*bP8zvC0EG$g^NzCabVx|dmDtUY_LWNF{nj&8Nt2Ob zwX_%bvq$s#BxBBKC_ar|L_1o~awf6S|Esk7K<-A$wTSw|c{cz=mD^0+ey3AzMDTor zrcgi_6jhVOG=0iIGaeE95!}Y?+6Mc%01{DmjD0EWy%B$5(NhY;@#D2f2fLX!6oK=h zV=G)q+-k97fudH#@Zgb2%rld=9>|fQf-BBh$ z(+Mai3`4u=n+feu8nwu}Gd^kL=&0??S)9TI+AG_Z^_bVsZ0=hA+~z6On(xI}lM$TD_*F<;0x@Ok?X^`iZq8TH5LIW;XEkbR;)Q@n-7lGK)5OPqRH zqF*LHzsI)QeCMPPo^VdHo@W*5kv z9aeH~dz-5=L1VYW&AE!k=F^rk#pO{cJd`_!HIJQMwQgLb=MH*z=i-Gt5EfG5Rq15y zx=K(oSSJ}U6<4Ik7vkQ`HS1OuV_C}>^c9%Yw?C55y-U7Nu~Zt*Aj5v>Yx<2ytstv^ zj+~wOzPPwX?1b;<0B1iw%-r|b?T;$tmF4$)i>ONm#-jh-466v6k%vY>TB+=Se4X+C z-`DwELOfuYKwvr3vC{7Pd*A<_{JodW8S$SwCtC1Ya)dP?kJs~p>NqgppS(0ZTK<0T z?7_w!qK|C$Y={0O@96kHV1=ZnhxJ;-!)s5*@4jJgQ)uGCA2ru8vMdgga)1$vRB(uv2>e? zRcftaM`jP+U5vS|HrybhCs_HS{=v-X#(6liYV2g)+h339XLXB|Mw0WQ4OS+>U3wF!S#-6`BOO#ZpAD3Om0%l}oQQI~AD1~~DF*RgYUlI$RHt8vQVHdz4{NN9e6 z)ihy5`}@ZYXDP{K-|Tht@-3tNj~x>dqFJc0gHsk%oz9ErJIovSwSVwNGahBY1C4|Z zR>^G+G!K&Z>TddlI(QBOLGUX~xa|r#i1T8+3azJpYh%F+^l>?ZoIrN!o4u5-$IyVZ zdBtcGx5uA!J5l!~EY$nQ?n z>#&ct4JjqIj;C2i-@?L)mS6(v2G-$&MdjPU^mC~l@`Jj`^F5(3io7N(2vU3ajx~>) z$z`;K2s1j?x2si!eF5nH;e-HB=H^UwkA{ zW)SzObA6zDo=3DxHjauilvUJWX}KC)Z42-)eSSJN_bB6K*x968e|y~Xr{x=(ss*|7 zeprLPwQt&sF^^3ek_vIGB?#{8c{CZ6H|&kHc{IJ&=#l+oFW8DCa{83IzLsdzY>O{S zUaH!&!rT(7=5h}WS=|Fkg@ivOe8Fp!XK0;&E>`MmsHZWLZ~h5zjVhOza(HFdmC)~R zwc|rQvsGs5PqjYiYJ3=QP3Q<*t4XSq4K^gL@H_MV#Bz&;E%f`>zKWEz?8i+iQ7qha zGx9T@Za1*cwAqG!J?>o7KkQ2qKjGtf79MLeOjqfvx()@LBnsMH$94S)L z^grSj;G+bpl=lVPX-q|XUV5iG+#%OrJ3>M_f4?C;|7&Nn{%3OqQl3 zg!yXoduw>vU?a#GesuT&Pu?|bY^`xVj{2#mw;bVLDd#B^#69#;ld;q*4~0RT{QSy^ zL+$61$j4CwgVm8}egWWN+7QVZZw}YTJg7>2oH_rh3y|d(?+^XMkP9`O4Fb;Qn0amit!}79K3U1T+ zmSSJOVZoa=vaiewkV@b1$&07+e6jscK1kk5RP*~vCjZn*Q{g=}t7ElBd~V0`GwuTR zAAk~mOVo>PZ5P~sXg}D*Bzmm#?5Wojak5g+5w52aHVndU%jZN^Y}nBx2zw!oG*a|> zjUUCSb1kJGP-&ApBD^bk?p`%=xX!KK>`#8no05}&_~LvRpZ#u8L+bw3nbd=0b$sv6 z#p$y?Bu&#(^&q)pTgteRl+;=sUO=ul%iHR|D7Ts$iU=^plhNTP$}S%DV5lPY7K5iu zoleG|J{jeO(~5IFJs@3S+|#%JC)zPycHT39?!QMMb9egT%U6uI{{`loYyWMxdC!}U zY=W~5PJ6P(f%>MPYRdzo2ql`PUVgTP7ny`RicGW}Lh zeL9%$5wWwxuan*jMXoHCe`%f|_HX^5j;X1EaVb7ef*PT(@0>190^OPZ%h-_z(qas= zHhM|^Si{4Z$^ED@Ba^SKJIQ76PM6%|%S;Sk4?SyFeXWR<)w6vl-G;n@wmr&U?6wz4 zbiN|i!|4(rpt4K40yrZmv5wNZ(PMQ#L~12{iama$0XQ>(W`}$c2s^5%; zlC!ldB=|v{_v(2DqU~5P|8O5cW&zjeq}p%ZG1!aH5qu|Rq36N1U9EkIS_fTSd^VDHcPhG=V<$-PA&Nc1o9G!@zwXw0~U zMl9@ubyB0liGl?`V2NZD8^eg@<>p0li(lZm78{GrqujcwsCUeV<<%{r{qFU`y_cnD zpt#|Lx7rR&9O)1`iK(#f0jpOqof6@e{ZMzrWc$RiIO!($vwm!AXg0#RG)J-`(`+AO z!xJOzhWxKNVl5-sfyB%duPh|~-Y zPS|h3!QjVrY_F{ty~&*wc?ef$Ta6kxEW^;WRDQkNhn$zM5>>mMCb0BR|9hT-KuAo* zTKfY}FVLbBu<`8sh%S*n^;<{x_>)e44Q*Yk24mDD6Fl3fB#=NF1aR!L^U+6%NKdzh zWQbkxe*m)$ozt$o1|7aX@kT>J72ZoKza!aJr|tSL1sWp`iZx_F5Cvv#Y}+(+qwdXr z6F$D8^K~W5@9e{BmX$npnx314vE|FX0a5qzrBt=v4k+nJx)hoSh!)gE+pXOJniqCC zsWhBFdV@5?Bq#)a=i$pUA3AFF@6V2_UfLuOvPwY%Xig0ADgNZZO;-#oE(k9vS^4-v zH&5p(OfL3EbGJPAuzb6nD*M8dUDa;=`K038DSdN)5o79UWIVkhJ?;BZ_w0vyhUFh+ zZKbN`hjdGK%R~7NxTmq*wON?j&@u_?pZ?gc;b^mUJ^x|gk~8*Ox_GK%o&2yzZ#Q090y>c6SBl*ra3I*#Q%}z6HtoyvWzK2N z?^=G3e*M2b!}}n=$D6qktJ*(Buw};UOMGgeEx*Y5Wz#`DHIuA-!0f72E`s?hr!1Fx z@&xBMnv#X5hFA!`pOYJpBc~`F9$Be>#nHPmv5&p1YbF62B`6wS`_Ti;VLcJcAG#Dl z;pl|x`j0`#{|L0K<8>u5w50o2F5)+S-{PWIxH=fS*`)e1^3cKA?J|FFpi?mv=tOd{ z7F-$^0-GW5c=+&HPi8rO+COEP{kCx%ddd@yRRjVS9S|=Z+Oo-vnAJ8+)*Oy<>)@`Y zxj&<~UTaP*9i!T=yYdZ&88VK9y$!2&1#kVX;vGt7Oc9@lHf`hY)Ts+Mu!YLUzRPID z7k7Nura9o@^;Q>|VdwCwYrzLz-q5kRo_cYXng*$tE)S%HxwPJh{q#3jqgAF!ZlXQ$ef#)pe@xl8RU%M|-hUvj6;??2}T)C<7oEB>LRIJqTx-co5L57ys_ zY!=EvlL9?Ip5?~wR_#)Pj&Ls~q|JrpUVyI2USp}&2ig=GomH=R;kFSvU@!(0mFb^6 z@Yfy)1%>#Ek`aI0>F;_uAl(XHR?Pm&YC+HEY*h}-N2HL zm0}EhGWi9;zU977-O0+R7r!|K9<373a}<=tM5@(AuwQjt zePG0p8F5=2%{{%~;yM3UD__9SwqQYfdv5URA)N6k({wvMZDAf%J*-soW`_>y*|T~5 zV~;ZgIlcx>30SW#se;WO3B^NEznnP;$s_X2msIAB;de5yyqN%NA3_{2J_PeV59mcVM>^7r~@g#C6l>*a=hsv-aJi4{R}7+d~}YbV0m z3S!1D{JR4|q8u<-e=`4+ZPxnMvBS*qC_RsM03d~ifC~&^_c^j+VDPAf4g8b)V zbiW3P?mo~A*xk{^$#dG1P^FW}9o^{;XXe45a9Om|!HW1Jd_LexX9GVtfqOT%Jt8Xs z$KCB9Vk0FvKSX;#?tPp@iJ^vnmYms2MtDpy-}H#kap#Y84h2KD|Ym)N`g?nk)QmgCp5zv#(&y%KZmfQ^U(qs3$WM8cB~JU36W z1dL%1K_A`oz3HKcy6 z2jKY{l3G~&WZ4_V4m556FCXi7#-lf7W|eQju_G=r+Z(|V?ibo`av$k1)NSO)jD))^ zk8{(NJS9+wqe%Xq5}k!%=K^zqCQ)^H0u+2SXGqFv3u0St7b4XIL?Tq~yS}ekBFLf*o~L}M`TDon{!g$i zQKCC|cokaIE~%wsBm!VP@Eu#X_Kx5N@(C#RuTBm|7}KNG%1_67ClkDM=`f1>`@2`( ze9--M$LjRoQ(~MVOqY)!MG-oVui5#r(2wRUIPPQu_w)ndal-GD8Yf`%#LU4h;L*Y* zsas2m?V}^xupWd%Ts9HoD|V>}+3z?fB-clUTv}^jC`|7n{pm5J{_QduE3FMH<&W!! z1yd&Fu8WpuYR@hg?uEU6)~-AHwp>u`wBvryB(Zw(uwo~1aso>Y&&~gkaz_!l%aTz7 z1?K`67Ws>83nqOdpxB9h&V2|CRv5P2_db-b@hD+|s8(G@zWmY}%Y^9x-1v58XhJ); zv41q+ zp3LXy&o9{9eFc4Sd@8+ES}Y$}R=}oRQb}89!wAI~S6dxHqfucr;up0*RwHc~o9}6l zv)vC^2qla%y;w+p*i|$%A+_>!91F>!Be2<2FiYT(D@2QIFKpmup5NQr`jhvDyE)B+ z{i!M7G4hzh(B)S02>#uknj9U9V|uOkOiMC3Ra}ERA2U8MDz9xi1wGD7agdi zlti|t3k(xbFxq=~ovsn&ZF$*nxn^dBOJqvq^>`XPyGy;8z8KnYmi5d+Q)d3nEo(i^ zVr1Uf>GoBVQXS*{{~RO8sk0`zddbY&wD%IcsYtJ)<0Yo8Lj}sKZS{-8P?Za{S>eU2 zGOakY&v96lj6c%oes%A*u&WqiYU6vPHWH-#!I)#-5K5;LLei&znXqrE{-N1hT=-3##R!N}_A?7dm1UFS{0*m=pwuyji6^s1%t^*0K7@yS1~ zOyDOfyH*J83UpX z03sW@%rA$^WpH9+4c7DmWdvBiy%;K==JbC#TCG#?*DB9KCWZ{=6x<9+FHQXKsJ?zA z)g%&EJ8W=6E1{M6Q~=2T+9DDdzSlK(P?+F)B>37JN z!bfzhyE)1T?o&2uwh)ZD{Iw$^2<`FVBYh3`!F@*g$s4^^n_&=roTL=qg$q75Q5M~b zs;($c3BiD`XK!ep64C|cE$4$_@k=9-j`qjzC!c)j+t_y=oDvCK z-3naY8EmUOoijOPSKQ6+3I7)`yb=`QrX1(_jcHOQtDgGaa>vF#lBg;f3rL7Ip)T4K z+-7t8q8)^>VF5zMOT5_E5mMrohKT{s(RZ#Exrn=%mk|;Z16xZslv3RO(k`!!K zDTv&2otiqcX%ae+@mkDYxur5yZd0UUb?KGZ*^4~9_yn^Kya;O>Kg_BxyRh6kdL zHJ_1(ALpn$JJl`_uiE204sU4nQ{mnKU!{i{Vwz2{<<2hBy-01#m7)IX_}G}j?X>*^ zZLNryIMVp-g;cQJLdZK~Vh>?gndok_< zV~F~&e78i|2cKz%!Re3$83^B(CfvmCxVV1x8v zc)?C=0Ke-KcH-sBOXt(giTj>a7dURz+M8B|_-#mc%wZpysFyxJFit{93znfz^Zs3!#c1|Vd7#w?5APZjC-`2E zsX;k}5pIxKPQygXJH6ET)i=IJ`qHz0O1x=yKs>^sL%v?gwkgE%=$Wv^zTLOxy%ZyS znV0>0GqAYKHV?H@RSo73V^h0psD0Wz67|EEpiq`yZKFdbK_jlTJEZzBwCmKA0rbT3 z=1+K9&oyE5g=eqn3yx*PmK8ga@3(TW>eT)zm-dwmm!Is{Vq}i2i>@v-@(7`4z{^JT z1qwcxu(4l?czqni?!|}!Xj2Ll)$zQIMLR*3qRm#M#rn~;#2pwVdWV1AWquwM!4E`q zZO2c!&R_q!Hr)2wA2i2sfP|;Nt%WsNvI`2RBqQ;^7c*9uL*3}DQB3#9lp^#y>(pbw zu~KeiLuGAqp*(USMJWhv2N#hWBHz99K`m9{wz}2+Z~|TFCidq^<{~EGm%F~t3W66WHq3tc zslJQH-q}Y?tA{0cpVL+$Eurc|36I(Xn>}(gkg{2#Tvbbbt1(568# z@oCnyH8kna`f|D(6G1;rtOTBOK!u^(ofI!d!QKdl6jqoAJ{ErC`R!PmbkqL$x5kHr z+^(M`8X6yHFV1@&L0IJTZU!1?jc8YHSMPNjGrB2BWTb2j6;JtH1Opg)?;xu4hxWYW zps6gA7%=_SZz3xrihb&;()wm$3){MHcRptUpd{ezF^`#65gG<+e8aHM*bc+VCk%fA zO^-?EZvFf8Wa!_@7qZ#?9eTBD9%U;ehs(zlVJ-RJcz0#aFBEtE+hwng`ornw*>98& zcAC)c9J8jvEt>I^w8d#AI29=NxGz&nxeaEyKe>+y2H&wfP?cJ3LA+n)Ui$n0m|jb`D`#P`i#(sPJ8ukKJXS%{ z9ALSykyfOQas{3d49g{bTCZx+C(OffN(RC^BDC2Z5IsYpXLdl-<2=N3E6BzK7%#PI z8SKSz@QAm(z6pX_Z?Q)O3E$2l2!3(#XhGwifGY{$; zqC0*D+}ivl8DPP7E)aA}9yU29SqSIC+qyOBt445YGQ@s$JH){`<<%vk|P+|{bf>|2)_S5wV_r=4yX4#5M1mx9lo}Elc zgJ6X8RbL!l?wcU38OT6Hqh}Jb5fl4eZx^*A77~#LE8AUNG;e`XK6StI$`(fJhT{|4 zhzdvq09){_(X=lmeV=bitZua$?R~Xo9GGmwPguK?{Nq_w1&N>-Q|4jHiTkCl-w z8mUg8UX7n8FCD+YQie!g+;A5VE-zmiV}Ev$fT9RdGCm`zx~JeDwp*%l8<3Ce9{H!( zR8f3=_6J2$T%hweJELp}*umw#Uhj^Dh>bxG@DWTZ;6Sw6c^O!N#o5~pnjHhP%VxC8 z7KoZju)uUGwxFB%`!o;nP7AJ@s@O zv*p0L`r}&r-PLL0D12)W4(tco`~w?DcYQ}seaEu^4o`jOv$wA9`p)jkmgPuZUpUuW zdb}Y1X2oXPN(pv>IVD&@qkU~Sf@5>IW$yO?h+^;#%9%7v3+b0{TRLvr*@yo!JkWfu z=p={oe=T@lsa1QkyNLvxC4Z5s3EB^HSHmUZnZ*MYptYpPBKF10n6KA6Mk7BVGFRw-$0=*FAs39u|hvJ)fsrZOTK#+RocQvvr?wlDu(2DuV& zF>)gb`2AC;b!f1!8_j8FEM_vmQh=Bzh+NDwD@mh`T`SGtGnsFU|1`L4wAu$&nMO&v zcTY-gAKJs6mU}f;4qGX%LbN#ewFK3&;2PfC9&q)w{P$Sdz=6AEf?^BoQ#+y}#L0ut zw;cbjyd!r7ms5DN51cEvy-LKSW_xF@4nHd@1f{g(rxg)nM}uG)(AF)IQ#{$YO?*$< zq-5a}J3r1FVIerh$dGr;FIN~?7HwP7BB;pn(cb#R(w+XjgUooMK+xr5&KR23kJ&w# ztGe@elsLct1nIl3lo+($^5!bil`kJRz*u#2Xi&fCHxE&wo2M0vdE-hgxL>QYbc+NGZDv@9T67FL2g5V#%+KaOejVk;5>_=#NG9j9#G zrLg_K2`knYDFfsGa$5YKNv{4G(vNdv>H3?ne>6rlisXw4G%WEs*2VZoI=C-ws}MQl zE^YAGk1HST?a7ECqGTxn#BBr21A`n1(ge*2{B`_!qx*zs=-%Z%*}zkkWzJ-UF1|9- zR=E*+v`a9Ox~+82Cs2N4v*^5}qeGS9kz9v=JEj=@=cs?axmwkm{R9b|?WeUuGw{@r zknGXxP@u?e+W!RV_~Vcn!RG*;lo1uwbiB+zWdQ{}T*-k1ao};?v(aaV zA8zns2)>-s5B(|Mjk{%!CQoFBcX7-U#UPoxG$=L(NA@#zv%})g)SH0Q-uk3b>XGm* z=Fudgq=Z!`+oYhE#db?&(RE}-T(Nd~BYAgZCeOveDfW*&B++WWIikE^z7MBKw_YEg z>_r4>tF-LZex)Heyuk_#ic#vN2<4(vlL0s@kWRpwcmESUh3tD)P!3hbG%~+*)eC6? zZRNH#vrJpzH|M_IZUqrAezwFXY58CoX?*pqF$y`w>PIWyxWdA~-R-n-T*R?=yYCl@ zTNWEII2g9NGqxUQ;T)G@a-%kubZU;10E-&`F7W|9>A~%L%TmlZ&1}T`cZo4|$o2{0 z{~sEaVsXfw?Iz=#Sq0r~y~wiq zp>S>LH}b|Zk(0xX$k}hbFSqZm%qZ=}G2iU0FI}tvUD|%8I}pM>r>DnW7fT7bg+FIJ zQq0FL9AA~iUZ1`dqrKR=V@6qLVMCPJ;2_)kWK_BnUc$nfz`^@v+(9)4LkcPeGBNn9 z1%J3??$af|B1oPH^~i0OBW(gPt#WE=*DPFx==PEVu7^id6zNJ}^u{A0(bK;#(dXGq z@VGx{!rTjx#oneS>5>YHvAX!Vd>Ge2|I6I+?~{ftQvMyNr70Of3txHzVht1rARAz; z!TvAs9x(M=f*1~nmEQ2z+21;1Ol#hEYb>H4g27R zQJR_@)Z(p5{k5g-Dl6Zd5^P>DOm=}J0xBc+=YXP5Xl&`!ks#F#2MM^oh8>+pmphK| zivd9q{cL(vLKi#`X8cFiP2-archrtVst)E>{7O~B7=2V=!j&u<@#o*2fB2*M=6YO2 z^$eAId+*Cdht>$A)G&h7xHa-&on%jJGeSCLddWt4H~AY)wD(6ni=}x;J?N-2e-t@o z|FqiFb>2}Auc?@c&G_D|&>N`2;3vu8_dmydf3n&nfq1n3MudIWl? z6zYDrGyre zK-a2^AL42bC?ZK1{95u|l3xtZJ53S4P!@kL4DD7|pEi3}pB|FmM?nFQ*@kFI`%$9&%Lx0CzitXK3Ay7E!?arwKEh3& z{gUe>4B+F&P`XwVU+*a!7<zSQikgBb}^Zh5`8nC8+1yP{M^Tg*EXo;1wD<1cB1 zu}w~VW+$SroTKileja;cMTPKlY`s03(V5$o@`fAIn}J_N%qyDgu@ z8-C~D7XNXo`uOp5L-@wk!yj{N#erI#)*N~o`SwyzS`nvRjwd)yg()!y3lq(n?1!%l z@_Z`TmmS-d>?EbD2Dgp79BdgHdM=y8%sii-pG*>t1gj?O>uM;h`F=#QQ+|E!X zM*R;$4CV(=ivAmWhCHUOYZ?i1|2%TKIN{ECrF6WK#kyBE zXpG`_tu03UTGs776PF^=c@h7rzRnuaMmyu>Am>v?dR}|1R{5%-I`ZdUvb;l&abBGS zXg~ki@3uBfeDdDmfEj@~%WLEJBzOA$&c3qQx?ND%Uh7FWzFZ4d4>&x2qIFyOIM(jvIJ^isiv z;JM}il5PPfJ>KS-w3kiT0xAkv#Jc1shBpNC^FELIZ|7N0Do=-qCH{-ED1o#?jso6L z-w3@7dzXl(B_M%oimOesPmA9Y-~9M~F8++P&?i*wn@Hosg%=qyv}Jh$pCol_>uvLo zL^YX>ienWC_}*d&J9Vekmlex2t%=%wf=)Wj0XG3VRZ9l>G49S{nSj?|ls2CJl-iM$YP(_PQb%`~O_Z?hY0Wn0RAvL%yS@lc zzs0GSkYP7o>s!l{jZGbwDvOmgEMPQao*jzV3xQ{ZCiU<){oq0fwB{hJhX`)vT*h|P z);|Y1V_VX%8u1{u+_p;0PH3?7zb&nIP^{h*@Y2a&+*?HCAa8H{1^^Eq`f$Wbd@Fd_bEqT%&bcM?oHqec7uf zZSLq^kYqcZLs1z1-P{j1RG!?A@=lVtzjTXZb4EyRFVS-wyZoZszNBS>cE$?d$8zs_3-9!UBP**=mBR*KM z8%ffN3;nuH^k#ypzo65=y@o8B1|O_}IZa~$$b%e9VU8AJBo@^ZV453<;S_h1B5RF& z1f`A|zmD1uQ}v91taFZaWKOGAPE}eySoA4|=+mHqz8m3jSZ{t9e~$ZH=jlZ(5dec4aowO?+jh&&v2uC67nhJ|!KKK<-;Pq#t%1Qc4t_=apS6iYaLn!h*J(Lv z_ytTPYA{gjeqXCg-lJ)T^ngB-+uwd-$WP!_D}?Rtz7a0r=?3$hM&l9+5NH!aO5F*s z6=LiBJYXght<0l_D8k8?4^eU+pEHvseCUHNN^!WMGeaq$O8$GEm|%ZW|AtU!;;Fv9 z$DVvWEm8%|W&0Jc*=y>M{(AL~olOmyW>@cEf+|Tgb3$M$I>963V*W{(1v(I$=Rd&l z`gLlt?ak5#_oH=^4$gL%7pK{xewehJ%eXDp@K;)@IraqB3rUdL&;=75^K_d?(h8JJ zErM!V=lF*CfQJuwQ#;QGO)X_)oHk`|b=qKrvOoW-&~)Hv{PeF@_I5MWVG({BgF%ef zgJC^Ls%;+($L{P^->;@J&U&L?FIVhF?0@r35`z#A1O_nt0-bGl<(fxOAshrLUm4vH zObAAS1aZK%VtHZ7jZnrFod&hb2#PC$?)}NE-WxWx}r{v<=#+@H#?(1#M{bu zaSO(Cf37VE)oAY@=#mJeSKNIOePXL6$hJKQL65rQBS{S%-47D4LX%6gi1*h%n^i96 zthsh<=k9^s^ukq6CN^o|KabngCWPj)AjMs+SA>E>pqCOolWZ*Oq|@;NqUm3*ybju* zONHH0?GI8AcaOn0eG%iYCg_y_1RXN3U@u!XKBEktv>~(I33tujHHKH)0!Fx1x#wMO zA0$QDFufIHW4}1mV!Udc8BnbHC*ul!ow7HRW^sk@{&ET7!a5BSusWEpmp9tO5ZJ+= zln#{>nD=-RcD(wzKL^XvdPRHPrA6X~MJCK}3pbu4{7v}Q7EkEt^c|-Pm|3_aUPME( zBj^OJk&yV_t$smkLBc)3luwC<;LLm&e)kj6V3;X>>qgOY$5t<_&<-QplRvXGqI81; z^0A-7b^y-4fOkdIG>O#4g9x#;NoB)$)Txyn*`~*HZ4u%1MT9rY!J|&dCUJ1+DJKa+ZmTZ*BIPh#d@5r{%QDZSwy%Im@Y}7L&@T9PxyC48|A%5d81(- z7{Cc_(S8@{968F^P`c!oZw|@VNtUX`=gh5DjAaAH+7oN}vU0qXG5O|IX*y4a)^)nA zsxduVFf|}t_~1{e%U=#c4sfIqRX8^^p)PGpHnzZh&eL-i_V^aMT5O99iu57s93f9z zyS_a{lnbe2K>!yS`2Fgn3^@VGB&53VruSJA1dL&AT}K}?@mB=NWO)H4FP=6RA3kzr zi?s>)(7%(I@+=JE=bsz6V#|m%nxqU1%IoNMYB+{l8VFaJ=-i`7kABnoDRhW%m6-=<|I=Hc4 zv0U#tCM<0>GxwyHCvj)=l4i+K2)!mORIMs-Cjr|{+K71Q&VRE9CsLCKve0eotGPx( zGBVYFTQ&-5dd?(>Xk9|tEzxSFWX#|I^LnY5F(;)kH8}O*KC7WXZPB`>bvx|N99R^F zT(y$yTY9TrkCj~iI_q`$#Dj=#M!k%;T9()LXS}oJc3W3NP`E*ThM*5}L5I}CLjN~2 zq(WdAH7VJu!dHNG4~<=yq!$CZHm&U}0^-TMWmx~Mz)_`64{41M*q>FUh7CKU{AM5Az{C`{E^3nA*^U z`gyu0UFn*y$we-`-aa4MNr~cL+zmpvx4*BT!4hF|sAWow<=RdGtQPT0SoHuKr2d!l zxNMgHC^AT4{J#{&Y-|WV)=yp)026KHVTbCK#Mc*@_PQ+|HbnE&s-uSK5VKin{72BBa?q6i|R6^a(O8fwVe%|5#v?jmtL?4KJ)=A1bSz za-EW3Q4a75t!uOmhS`46o^?*wz7-rqkcJ6Z0n#SfRZ~%%k(8mYqBy_*dV6$X1nd*N zkjLKcYu^%>&}fXUVg8ruJQkY2Nj5SkW9Lf9j@wWMMS_oWaNw1kiZnq`|K=vQ<(#if z<7SOr&fLGi{x&~@hLiK4I70Xyquj$D-;a6&q4|^y-7t*VIEq(jOA1TZ97A18)A%5i z+U8A7B)e92u#ziz z24D{Wj4mX4H0Ef@=%S8;$OUNj8smH<@QY3UvDM)$c@#9DZ($_)A^rcPtyGdxTTI>` zq`0Ko7z6_$6O>!!$A%W&D=5!Kp71PPJ#+&f+OrWN?DpG<;t{ap$iTEduz1d2Xji=w z%u%dXOM`0;@WHZQg-LY^Fm_+o_I15{hS3~>1}hFA6XufjGZ#$$phUy!fRK~lQV=qa zNk161>l--L7ZMtynqYsrLH}da&?qIbBmmNvNy|VHDZLLP0E5TFW_E^iDz?|dFWL>R zcb{aTc?HS*eO%Y9Cb7LVFaB^^VbjewgLMhsRvddM1I0OzVSnCBM@EN@=Fi1{7cGO! zWilf|oW**G8I2>f3025WW*(@cfF@qYM z5*uC1_V}x&@E&?7tccbsKQqET)y9WqG+>et`hDfA#}~-gd;n(RbA7^Z5<^zkuyUrt zLiVD(gjE~1KJ_v4%rxlEQVZ9ngYOFDLy#y8)E#yYf79^03Yh*aO>&Z#z%&IpO|W}4 z2rGQ=x0!j^s5ci zAweYw%iqx!wAf0h&g_tS#Kyo4h$C`wzQF6kzIm`S@FH4vP~tT>cw^G}x8z_}0{cE5 zjSFw4tdT~}b2P#%+|vc0;?YQpj*aj`Jj=Bww$6w=8q&fek(QG#7*NWYC7gTRhvPx@ zZ!gk3anUf|YjN8acC8B0_@@gz8GOU;RHg>br4PpHO2c{qMnK}QP7;~SQ zSdnDb83^xO?qTcB`rzRH{H5`Zl=v6{1(HreEQH2*8zA;%xr_K$L`Y9$2PB!VzZn?( z`oFY8Qrx-ey<)rS7UwzO2LyIW^(~*V-VnvtZScV#N~aWH+oZ$>o<=_rRZCtIMha4( zP(A6AJFrXq`m|)NNKj0)7u|9nbiQYgBc-Lz8>hklf5`goc&^v*?=P7pBO_!hLWJzS zC3}|{N+DbJjO-Paz4r=b6_OFk-YZ+k%-;1}ALpFk^Lt*;f9G|)`hM1ZU-vcM1N*Mp zy=XGV#|}*w7N2oxTrZMdN`}xIH0cjv3DVx;Lv!lxvp1X0VQg#Uj2zg(AuEM8R-~p+ z{R=1c{;pL+b3h|!0Gg9SHalT@9CwxEgkXl7v;^IEXMW| zn4N_7fJVdKCY6M`Av1Kv%MNf|lZ_1DKbE3-<`vGryF^8ce{HzCS#V6~)agBD!;}*a z3h)K~UN%0Bg90M1CVc&7kMj2F>Sxzw9|f^hoVfd7`5Sa@YAYQOj>o74!5}{P8M+_g zKY=9l)UEJC`>Eh8-jeQzE9z<%UxKhf5fBtZPCViy*l1m8QgSUs{uttd*dGQU4LbNc z8|!%X%1U;OlN1492pDl-^bJe%c-xOKpu#2lsX;akq(BI_Ke}3X8QeVsXlmUtbFd-b?HPb_+ovV}>{vJ}0vS$ZuiCb>78M3;@l$MI)syEC(`vL6Nga zmw+&XmQ6>p+J?|7gIna9)(05qeiE>(l}uec)W@4D-gc{m(EJ=C#L4P0=12(5{Gs{{pbw0!za^#g`st{gAD)hG zKA~-8dfnG6uf9LF{aur6q`!6NA25kHBNhO5fJb|UCRN2wK5qmF;<|2q&y#XsoNk2A-c_yhn^o%*tC zK)r*8Y(DR}G^?NOln4RLc^^J^D+iR$sIhebaB+}YAufZW>Ukee1hCx^{Y=}9cQpNC zaP((eJqmtx2_&@WcCHzRV2a#NHu9;gEn4^FY*p{mkW`iC^{H}6KNI1*H@LLsmJJkm z=y3#AMId#0HIchwZ4(_eE=Yny`T(A{wJcS)eZ3am-*Wj-2o z)ScMZ@MI?>6Gs%3Bw7?GPW z38UkAn*y$L`lyUg;0AC2r{^~!5ePuUtshkmovKl-nVqRaOI@Jrv2>f<-g{&$p_#QC zZRSlHn|hx)FjHPOQc~7eTFQxZcl9-{?LJ%&JQFY&!TlH$*o9SVq+n60&7%UR;6K1P$%a&36s?`4Vu-luU(799<-6s3uUO2`Zj1X3Z_5)YaJLX^J?Pm7XA=z{F=KmlR;yY3rzp*Oz@;;|2^J^Ro zbdyXeWXoT%vt!1x$B??I+o>Q040A|Mztq#xG#(t>x*Vc7pBK{F+*7VVelDRS{9Y(FiJl4#Xrg zz88ScD_u!_xTYo@<#r5Y`;zFTCzeqB;;npypx7qgtf>Cm)dFw_B9g{7w;6pe^If$( zb=$6#6F#8`C4m9Jn=rbomu9k_0%aBQvg47y%6G4pbqzoZwWl~WgeB@3{zp*&GK7!j z+ejr%KUozZ8iQ!a=^jny(i9H_)mxsX*T!#gKo?$Ykszyp)Q^(}5s3hz>5NtqDRk0) zcYng1aS#;fdy0VYn;>|c76{cjoh6&3bY$P89I4akeNwprgPNcY#o5-s>(apBfDtSV z_2_e%Zl3(e16oCWxncnJc9RtzACF5>ja;aNcLm?gwj|yMmkK=odW^S{mk90FA7D34H;I0~aHyjwFIj)wEqsrs?(an}lF1tq^@b%~ z#dLeRKK>J_(uIwZLnc5UpJTeC!k3^bY|f?uUB&mgk7ogUF{)`o-b(sXwb&p)tCGb2 z9+!+KO@Jpph6u;WjfJDqoeR~N(>;Eib_vtZCx2!1nw!jRj-MK@lQCZ`!s2&^Ta(JX z*V&oJR=YSzd}hpA;2UfY;W^%y&`*Wj5o2!1VeV%%PMciOO+U`z_Wo~Mh}aITm}p?0 z4{O_i_?rtT_*lP>l^uiXyFP&osHXVqefMbqCkAVVmd}Kg6pyA}VQ!nBCe6~bl?J&u zlUC=Tuf>l@&6!w;*omdsi5c`*1LT+jqI(`=-k#WBGh?j+aTL(pvO6iNOq~fWsh-%g zVIQck)*7($s5LwY+qnCAcuUGTnM!kRA>8+;I;*X0*26h7A<|$YECginMbxp6$ z^Ox%aG)kHGUOcLV_`q`Ig5!+0WK#NTnKd8i)1U3EgsU4=Hnw&bU@I+P&6}sjWym>H zyf(Zo{NWu*RDwD#yaT#$(ElTDrCK|6;||dUTJ}6L5rD2A5WvtLnrBZNRihlrAC9J- zfWpeMW-y%mU9Gj4Qm-Oe=f$`*}N94YPV?(OY_9V`EmydM@aFE|U=> z==jTA>X~H@pPHcvz$&>j$n&nenP@*zkZN}vms{c5OYze0jqi&`gG&-5=m>F$FERAu znnix`FlNU{G?O)R?N@x zv?QeOiog#eL?=r;`KdYM0i3BdCMK*l?TQqY`2y$PkQS-4SwNMe?OMW3iYw)Ebh{D2 zed#{H&)~T`qg^@id*$|9vHyHUenr}h-M*u%ACS8wMK(M z;w|4rigNB=o`=rv51n1rr%g7AB8ILOlOOn~{%(tVQ>~}2R?r4GF*r%rw38hKB>;#9 z;2O|nDq&)t`e7IW5P&N>Hy+#|bt>`s|l8Nk;n6^Bt(?Dzm4neLaXtKGY!^P?GYwSzEXL_`Z?F4;Q`b3KisNOrv#xpX& zm?@3gre(sTP<^bsPMiwAj9WekxO(NBhN8JDR76Oc;CWsd5OD@4rDQT-^I=Hc2FZlB z2DZklvJrqqaXktY1XgA1kHM!TT9m(kzGC`u=1ugu!G&coZ)^jwdRrif0%-rt;>y1| zYt%W`0Ay~DjGdpo=@NHTuEEb$sltF)BLjP(WBe3|<=Wt1jg{I$T-| zx~M$xluuB4yG1dvi+=LbY)pPk8H0#o8_qW9Xp@5nIFQe0KdIDJ=3!}@EIJ{bEI{LZ zh{=N0`x5v>fN_Hf)mlOC{Hxnh^DD>h+;|F+bSEmYY>AFYOK zJuo4E#SLoXpYetvB!Bge8W&9-iL_nfFRX|Ze9&@j#6DRW=|=A&pR0V;f&21G|aUM;737Mk~s&?KhS zII#nH4Tug~V;NXgm?>>PcgOmRU*kM1`-mtOHT<^c+gOj6;Wi92ks{~5iOtup@_1td3Qm4 zJ-?-@zp89MfrzbnZQ<#4Sw-ln0RE|W&V}T!oe%ZK$#Q$TL(g+iG2?w7Ex6*lrT2o> zVaOH*lQ(+p&4=_;gTG{ozEbGa85J80YVYBv{-s%5<^qWbfcstB*D?bMhkX}%ZN{(T zvK9bF>JN^;a|KyRb4cq%sZppVj}Y4hJwteNv#7bj=hg+3h`T)pM_LMrgAbsm07&NF zVKnX!Z4*~BT~Z)HPz-+tMHuTFB{0E5P_Jw2FaaH2$jg{|+6K}+?q0>;8ap|v6H{uo z-@J%E0Rch;cnm14g;us!r6=JaUm}}y&daFQvny^4@EY>(D8TYXQmEC1aKZ!KmH{4a zK8CPd3!a2z0j&ve7~+2jvc;tS?RePnB5OdPgiQ$okvN-#4im_rduZ1cQUA}6q0^!H zxZ-lK%vH560z}&6Wgwb%z+oG?OoO5iJLB1@tYNKjD9Jqd?Au3!{mAK4`uR;R~aDYrDH!*cJOdCOKe=4-9is zpW`_JL=<~5N7l^7a(ZVOdR?^C#cduhpFdrDq|_z=O#El;@ODgoWs?I#1g!Q9FT7K? zeJ=gQZ1G!9$IvVg^{;5f(ASN(H+F_hJXqQVktcdNqgifQW_g74fl@)I^fks6@$rI82Q;8qg{k z=$Z1wD$*n$Q6Ij0h1;gI8xK=|?32~9@^q{c^Tm1?`Ge3l`Y^kSyh@$vYu&r>1_DAZ zBJZGC-RGJGtk!!h7Npk+(br0P0Sp`Eo9VYoc6}Z+K7P5Jz<*@{XU8^@duMri@&ifV z*nO5XrBonJH5Ab(`; ztVGNT799jhb;`fEhmIB%c8u?l)@KaS7idWB9SQU7s5MbWeJsb^nfkgOnndP37{6{02qV6s#G@6+!+$blLWeu)YCMpqH`tU(EWxk z;MYef$q7VJ5i5PlD9%?8-mF)pli6V3OJpC_<96MmeQ5sv;*z-)s42W}(#c!?-pe=s zV^sIC1f+qRYbA{ZHXnXb;d4Up_Vjt_X_P2*9X&kP0#2%`p*oMX`vY`YZBj}jnYAr0 zb@!;8cSl{DfE59ng9s}68Y946msBH~k8gln0i~$92r;}7KfA^Ab65g28x9$VgZ+j5 zP!;jX_jeY($)DLEZ*VUOi#d=bl*rb`C+S_BsY5og_7wx@Rzcw&2nTIaM;NGkn<*-= z0mh~r9lH6TBNjH&6>?v@PrfgoYZT;8TVVi&q&U-WkEiZxDcDVEwFYx2GRvD6hg(+? z*vwDqTP#0L9VZ%I-3UYIB#EiMVYzJ(=~o?vVJVf|C;^3_^z`>nUQ#_2!2sqa40z2{ zEP1GGXp>IP_EQsStOz3CtzIgKzH0f2Y`t{q=TltOIS zQH_n{#o>kL5iZDj@Z+RJ(l=tQUnONVbR*<6sgPQTNug%h=@9z7F(M3m(Ww40q9U{m>kHqbX}H5ClWa>0y3ojTqA15 z2s#_up-?EKdDo87ln^kvj;OSz*9~1vkqU@dy&CXXNgKW=lCnM+Y!5Ypz7|5nc@H)R zYdNAQU%@ErUt6P)ezQ3y+^hgNB0x0nZ*_LlOc-(r6aD>UDR;ji3*bM%0{jElHK@+nzJt0qJ?XH|AG<5- zZ+q{TLcE*-{ed-gE@yX7Xj+9Jl#JT>E`PEPM3qZJ3l<)TRQg}QPgGXgJAtC(a9P6Z zK9f1XE7?rVGG&&_JV38FfIS9n20}Z+*h5mRq8n#ADb~bpw_Ez=vrEazqwKLSiA#RSJ0Ac8JGPPFC|oYz6s>$VbI4UaD_9N zac3#u4hf*dgCP2YE-oU;T502*#sHrL@i+pHQK5>Xuh=jF`A0e&%GckWZ?_5iZZ0^E zxjCT@Cvr5oKEzE|dud|&=;f
    2$l=EQJ12GiH)PpmE3{Cw${&U{ zp^RTE-IyR1eP~LSoRC7k;L8CjorOc8kklV8KlHl43T8=7tUg7jgBXw7J;f2Vp&IuE zZ`~^W^3~U$)9UxHKcG%Lp*C&FjgeruKD2pPn~$N8FMbYT>Z)CxNCG|7V0&vhT}h@f1)g5E)lwAe19X z%-uS$4ci({r38Z}#0Uyhq4!74L4NVtC9AFZ5Hi<-cjA+P?}FpEaNL@H$Q%%1i0(hg z>ph4yqa*rlw^SQc4s%ct!av+d%~8AeX}l_hhL!^iFAB#!y5A8nbJLf~+c?KXlLp1d zyLpj(*JDSjLwM=#0%-?dm5&PUzbJz_2jnG6aJKSY?S7-3`S zMBsM_3jB8O#{%55E)alxe(4W^AnOc}FO+Th>SnhmOjkp!ZK(Ydy37~38hZF_Ae_Ty zeI_<_#rZk%Q%4qky(}%!VMkASYkNm$zjTP}22zU-(*n%~Y&vk4ey&85O!}~im>eQ{ zCJS`Lu{uv4F`&5_;BzFmwq$oHz(9!R&bCq-=Ji3h|Fnf5F?P|H;0*oQRdO#*RiW?-brl$1$LB6AVn+}dgkq+e%@f9Nk%VnE{FFTo<0tbv!+$1Z?a3)dJKIV*<49;#-`5nm_b^ zyKu6g+`f5{yyewJp;+vq0yp!NB56hb2&FZK1jUunH;3U z%m>gS#e}viYv2DkyJ7Q7Q+EQ0NE!z4DN=a!;@lr<0aG~qu#GurWvf5(`@ncyJFV#3 zUTYmuy4LyEP$__B$&W{JFzIec?w^;aESKj8ppWm%Uwm%uiJCYe>Me^;iTTzF zBo!Rv82=&?bPd<36`8+A$MYa3gVIf8aj`<34%~R4>jB@M3IX;qHf>=M+f2Ad^D<0$ zzQ;^bt=j!m65S&U{zh=PKV~NbU&Np(p)!A=paE^!jV{-cuC=C3F`+B=U3e2Hl(M9P zjHK4wZffBx(Ne2 z+LzA}0Ysn54Ed8!pw7^QcX^^pOqQ7$-4?Ik+8&!HP$v2IIl>??YNotc7pQy zi|pmkMbmIp{)N`%r3uvxkHEIb>9olup_`$BQ!7#z^h=)TEnZmP`PwzR6oLH#7+pXh zfz}yUsXT@EE;+0d+se#zjVSPW+1I|-XF<@#7#DU3vH^15Oat%X9_YGP%;G_f9(u+R zwvl{|^JZe{02W6K+^m+ErElEevOoe|{AhTMM8lus)xO?d->xM73n=fiRb#WRMBc;2 zB->-p@GkS_xvydNV7)kBHDPnDAm@slFN~#8&}Fe(w42?jZ5oeE$-vi&d@~nqS#yt- z+=AkVYg(KegE=l1RFZQ@oDeOpR@ze@(VMOz8NK`Zz$Sd;#+&y_$TpQWZ1`o zKG;i_A!}#+=Ya&w$kqLfG&Eko!(^3}5nj5=fq|;qYQ5Ip(5r3gP`aCi!TY?7G(co9(|K>{bQLMhF`902W}?@pr=#xW z#E>qbqT}MQb2LKgJr4F+da=Vge!l1c*2EJ&f|9)$P7tgnQQ_edPkPYOm|}-IP1t?Gs|cGD9^JObDv zaO+wcX#G6>=a^#C@Ye#xGn{XRWMSjdFITpMNf|$FK9$pmVIC=V3V|9<5Qt}Py8&h zixddNPdPUl{(A3!8ha+^;NZ}*uNsVJc(lZN#Y%=wh7is+q(2K82?_-^S|Tp%w;r{9 zLmUVJL840VGEP`boShP(T!WZvbco7dWB9{tY2=;Ex+!wjcEtJWM$st6wqQY@OihGY zG7T+4Jk|HGR2#N5u?56O7{E}t~B#eWb1zGY9XF)wpak zH|J+9makvwIXG;t8>7=pkr#6e9K+ws=FXznl9j5a2)%T$EN5H#~x9E&AJ^FD$dBA<@ zIyzXf-&&0R9

    `+e`}WyQio8x$Sdw>Cf><1ODGkTq0%w%~7y1l9HmE1Vfkw83LH0 z0_z+h|2aB3&7|bM(&q$m)t5tt?5p4#OEUo!?$bL9mSA9<{Pu&e$(reVkKeO?Ldc$1 zW@@!I{xUxkLxGFrF$1x$v+AVI_k1fYBS-I$CGV8i!K8QfuT;`H=XJee!&+x@U0HIA z$g=fyNIWITFGA-Ox`QGud#3}!+b{>C?pxv#78OvlexyGfmejROvjj)Ayip+KQ3560 z0i7OG_%bDqSs19(Kw22lgU|c^l^5hepdT~W`jVxW^{x^n5_52*U*i2Cl6#39Q2$&> z`1|;8sMG*=2voxv#LvrG@eYFqOEoC;sF}%R7)Pf)s4rnL^_o zRGa{131fKV_ymZ@*u)3mKtjS3*R4cnb8`MkWI(n6ml0pKPk=H%9e~Q{^v|H(f*AB9 zU9>_&Js7_UTx7D`8~F8aMmNCpQ5joU+Pkg~!;N!-r~4@9i4`0_3j|PA0a+MZav6i z7$)^v&*TwtGTBcrdaDve0NPlix3;q`r~E#Y!gLGO``#J-r0`W5k-xwVqJ<}vU}Xt% zL34n4THbBTmJK@~cjSD#dBytLZ+KyE;vz6TVA)NfEk#z~Q5Q@vaL0$~hD z_U2Ww;LdSApn!`mwD_f+_f||^!U-I#snyf+o6uhXJ;MijoQUEb)vmm*A&)5j-(JThhn^rcU@Zbr~;2ROt76qVK#Ac|iSfl(*@yc|PlRa|qe9QNu1uS9A$j zLaSHh#c+L*i(p7iBPD}9I_d6%>wl9amPw h;Rq-CK=CWWvCk0kmD`LIp!a7rjKq zF1ArBJzE=V)MHFeRgGIF@O_9O<$9l1g%!!@w z0vjnApV=63UaA4fXyQ~5@`~$F~2)K zUyb2p$O?H4_@?xy=8M|$?;UUh2w^7Mb|H;QHt8!S*i4`3sI56`0krhnG9009OARwASG+GnNd19Leqy*$}1m^}B&nvNV=h?|q zWTYfRzrKzkr3&X1qFxVMvw6xHAi^+0HJzH*f9M=|(E*^&FDVS~EWmMS_br?=<0?Se z#Kb#WvbBFDV4yg#1#a`>BXJ#cc?A=s&wrZy1@hjmaMCfrucJ4EWdnz|y-U=D_-)Ha zw>xA#K`QCQv7Hw8Lw`YyL)p(jw=_AhP3r1$g_|y&h<3W zoNXE2Pq!9KW?|yz!HRd-0b*v8a!d;*-k%av=;0aZUIhf80oETj58^4ym-f_8{KjQu z;Ki=e_Qo-m@CL)*{eOP7Bl_=P08v&(Gg|!+CR&vA4?h?kK+XgR6ws8#)DAD#ul+h? zRts|0hzkcqF(p+kDG3ZgdL_UKOw-!7!Z==F_@Sw-v50~{a;AHRz73Z+KbAOE5Ky@( z#`uKe94X&qg62kP3+(Rf?@_A!cO0! z_%BB24SijcLAsY~0$*>IMxU?!riVxi%M?Oz3tc2<Ds1gMp=Uw!-^SRUiZ*~(;v8{9&;v^y?k3vD0tbWNH5uW~L zAV~iVlxsl~ysomE628#dI*d|k9xDiOB$KIr;yjOo@hIebA~N(Ue2Hk$!LZ}Ay4D^o zwSk!~bke0amZ0){l`WGhzW)q7QL?4PkhKYbM}Rq8MnV0An9Q|rqUfK&Tv1H)K9Yi$ zr3rIj*VyTa4Bu90PA2*9fn?5CA@t_`Cgkb$SS1PrTTTdD`P_@bNavwzq*XZ~wXx*j z`zz$$!ej0S3p)dY(a#;*IBdA*KSxET7r(KvYA`Xm2*h1%4f>-GisbQNrHRP(wqdWB z*mH4N0A3Gx35|)TTGwS`8?w$fv64*tD+Uu8kY=;AWgenwx(|xXW@!zE_3)`Qt%sve z1gTmdi%uKUr-7QX)UD;`#(=-@sV(}w8}$>cFA%-3zf6af>PiKIzn-FOY;P?esjWr6da4( z+qIGT1!D9C6fLxepJb3d@QdrZSVXTdbCQy)mFnfsV*Q|A5~2{M8Eik0sb#<~{CQ3QN5>-9q*Mvvkw_q?hS)%NMD(!XgHh7^+PG^?n4#liTClLR&ubgSRr zS&&~58XKNL{qOVsZRP9Ab8b;_`H$z9V!&VI2Mw21z?~#;JV(|)Gxn;9Bj~FG_k85U ztbguJ^Ul$EL(h-%Grj!l0F$ratfps+E`c|PGdmBuYU49k7v5k&2I1RrjkSHA#Plzo zAY*&%P;=5HWp$pZaee6)?NABw0c4Hnz-RzYe_#W~D^Z2udI3}&iOgm__`{U5y8#!s?|%#?o&Tpb z$+#Fj^~~X1M_v_^IIYU_-mO%a*vKr7;?C1T7E~I=W73?u65am!r>1GSw}Q}HrBHgC zKj(X!un7q$WezRVQ(}w?xHR9kZX9kM-%NhW{o&36=rBLKW`_dbRFMYqo{nC+J34%< z3`>ZPGN_9H?EzGa;Y}L+DC2yI!+}2Dse(AXgT7zmL&pm!NC**RRAtyeG{rUE|Jedl z$U#y}azy>(+v!n4#Cem?oOMAPiz=TFh+Totz>o7kNT8*bY#CT%8aD`q^n_8OaWW^s z;tvbvK#$~)M@~Z+$h9OAgIr+^i#RFlL_dvt{jC42d%VlY+PEi?-ot>u@q`43xq#n8 z_vrwh!G+FlHOY5`JLQ~NR)LllU4b<@^tkqc%tErGyBJx937!vq-i z%5sH=RMo5VR@nYhv{f{5DY>H=0pyKOs^5Y)=bLm3#DmQdl&WnC-4S2T8%p^9(~K$q zz{a#5lYo>pm%%S9t5)K?tid6^h&*Cz`LRkb&%kkkHsPI;5SSQ(jdW)E_h6~NRBjKk z_L7 z_Ct_KK!klEOT=dE6zF1cbN?1L>y=^$#%H{l(}pII4&ZLh(Q)6_XMw2MCNP3DVWaqprKq`Tj2 zOeLQ;c>&Cn5!=M1ZOsruVSiwjfQ>K~fSRO(rtcs^<^ZFGcGhJJuJ`Ij^yh_Pz@76| zDkU9s!M*4j(2}752lX(i+dN5B&+y$~?d-LxNrEyyC)1w?c90SD4WMS6hX~K^&ScAfpOz6+E^yW?PPl?b8E8RIQfne4EiW4Bm!Jm&A)~ z=kadC17^z)=t}T}S$mNVcM^*5&{PPCFCdx4!qhNk9FD4#mhz%wN~VtTP8JT;~1H z_7GrzIq`fJ-GcpCe1%2G_y1lehSXK!ou|p1D`i;rEsb6+AS5=rWUG5Sp9iq{ybIp= zK^9B+@t?XBHPeVn0QIVKUd!3?prH_odV`VBUbyS}6K;URB1JDCA$La(pSQcW=4Qm6{gOv2Xu_~^ema!U}7lT-_f z4L2wiq`$=luW}HaWWqDg!^SR*c-G+#1OguFPhGHk+$exMVhLz#|ECFdPGrL0D;^}D zqgg+Qceq>V;QjF$QfgsQ7;<6&X4lq{2@_LEzxemYSrnV26VgYxG%(bXa$fpkG}ZVb zSHUU+EQpDE*6oSGJ%v@;N$NzaV)?+d++ywGHZ z21zOlTUshWqGDSK-Ot+teb~cKEZYF)SbYy@btcCONtk?{p26yODx*OSOd%Xp&Ij^y z15CiDnYS}!hG|eM2;;16-Yt|11%V_xuzqe2X+Zt6h=3{ru>x^LJ<(NR+G!;Q0%j8db7HxP z3vVP}{OH8h$Cl@igeO)C|E4AZ_5{df`fcpXDF*JuD0r%KLMkM`A`HDs#^)(^C;8FV z&@|Qw|A)O2-f!844Re>P)w(kc6RPD~7Kri^sIO+#^GF52GDcL;p*fO1w1$p?w`%}G zjnJ28WH#dZ?_8A#21Q|FhI@2>MHH_+Zw1->dXh-KLrk|Ew4ha?neD)f+X62~#ihG( zwjY@mUggtXSMtnLD$BnlK?7fwXI=))#v?Ga?7da%2%mTXBFOA7D5;OGNZr$PLX%BxxB~o()DO{U;7Bq=+6tH{JlR#skNFA&jZ!Hk0lk9Rc&yTZ+n~<9q6;+=ga*! zz^UG&8}b%fQQ$+e3)*DR9ZMg_3G2A_UKxgub>Z(QwgD(gL`Gz)ufT=~?1BFuH1hwr zHj==!9-LxZxxfyLIMz9xhKzX!3WOcRb{8=^%YMqeEqQ*(%yvT3CDj5BZ+>0t{z~oA zZ=Fx&_0>rtpv=8^O1gbEgcYBX@xp+9(ac0{1n-C>B^jp`#|*aYq00?dA7g41!X&z(&;ibEt;aV5PA0PVPw*7jsUYV5Rh~=Ibk`xNojwP>yKlX z(ydgIJCH8mT>)_T!NHJ;rV0BvyOL5OsELs}UMY807s_pk_-k|RpR6e0t|Tl`Q<9-5 zYit)t7tG2alLc#19Zn3Gsv@}wT<^T^aTKhPRXzJTDyodxlOvTV3cMky@3DlaUQ;FE zPXNq_rRVbsTpJ&yL>2lb%~;h1Aq? zV9(O2WV^2m8Fo>>P zF|f%qtOvj#< zCY6m{wiYueC@vwh7FJ(3P*uTEHxE=0r=o5qs6zpx?}cw9{wrhCHzs$tGR{ayM@Jqz zz8>^+4D>t+8DK3Db?lxOGfJgQBA;8MS5?4!Rmy*Gr&jN|bQsNpTGb?cox3p_T_*0{ z&fK-GF2s9X*6vT@vY1Miono(l>ll#Mlozz@f472J83vc4_Jd26=e66rdFURbrB$Q~ zdN}_e`W~j5cCG!y)$QgD`WAbFqc3)bZ^*x6nc0|k%-%a&ne^1=t;mmx3!+Ko);ch} z?kJRRhqQ!z(BZN7Z1?BCb?@Jex&1w? zDlODjn{?`)pGu{nB&J=f3-UD3$UpTwwAzU5t{C6l4U~2ltyYWS5nz?*Sj>I;=vi49 zbMsg7z>M{`1K-Cj`*Nj8xx0t6FNg1rG~s>Ns9}v9p+cd)9JIKo*O&&H+$^op(P-P8 zF&gTf!<(N_(OPXOXmzAH*o~HJ!(>}uyRka2Y~pm&<-*a8O1%o9o};CYoXy!j^^eJQ z`D@A-`I3e=*)?^X{qR#xbD7pZ(ZBkh{AifhpCMo20t!_lb)CYXd~V>0*5oKF?QPYF z@XMbvOP_x#*Pc-I{LpdS7a9nc`W-FTiY3VZymp)i+prAx1FeR0`F`qs{`lz3&h5;t4KM15DO#2DrF!*{GHIGkzjV<~MN#k8 z!Ox(qlht1oS)_CFlW&E`jV-lxs$^FW-WGH%)#@8sR^DEFy5(PL73Ks2N_Q(Awp$N=yX}HxF z^Bj9{)Kb&8v^q6jOvA;1RNgBwsT>x$(EW_!XJO9wRfI>{ZoITKfkjR}mX^o^t3pLa zqK$OI@zqJsHNEl54>J`GJy_dkIXYv1S)vKTcg6KR$T9}eOhR#fub*c0-LRz8-&-E{ z8h1@Mh~b$cDZFZ)cauK+n8!t9&@I#WI$F~U<( z;VjoMbXoIJ-}-Pbrj;q6u%Obg_M&C-LG)7G{l_PHGB%OFT{hmQ^3iqX)c;x*Nuw6c zF|Plh`(}@Qdw;igjzxMm)(TrAZBg!)c7)y=&2$%M(xUPqCWVW8t66RZA&F_`8h;-e zCBdZ(LwqCI9MX%s-F#N&c-_YJHC9g#twKz^yFJ~F<>t)S2_`zN>2~`V@UwPY=tA%A778lO$4K=EDt4cJt&i%mS?)%Ei|ncro8le<^?%HLve$#I4_{{%RpPqXg`OET?&x$|e23f6& zWN8=Ev`)sn=;ox3EhIlFd}w37Sws8$CEVRcpfCQ62N$07<|fO~JS~-)mtyUySKaR6 z?yE#zj#R}Q!|X}(kv44B3WkZfx}P#JOz}+>u#=PIWjd0OWrnJjmB6+evrN+4n>aXF z&GKTtA?W_zI5{P=#m>go4%13AX=>_0wzeQ9>jyr?m}6JBr{nSW**iI{oJ6keqM=Yu z*ceWzxW}vItfHqXsjMqhdln5f_GRAgXA<3=pT2B;$13S8U#`Ec_&m2uJ(g@^GplwW zW_Ny2Mi#R#9t%irT^rCGvG-?{c zm|=}c$p6~*6$8P9H?Lnmoo|hZ$v)X^Fy2|}89CltZP+`^g%CScuitPox%oOdxft%1 zU9aNqK%VNzJHy&f4o>O1EG42@K_d$+2LV}P>$$Ui?&gb6;XXdOzMnF2QIF7hboFWT z=h*itB?^joI|DDAV$BVyOTT;`%!UuR%R>`rLTHRo1Sk7)=E4%j~P=4>^Ty350+umO2 zfraqJ(9mLkt^dyQM3uFson6_TWJL`Eqt*)rZ&&m0E zWN&CVN!oRJmkdJv*@pj_UUjun%2RIuX&`ooiUX{J#0;tFFqlv97#%W0-z$@H+ov z7l#5w=AqMy>s^Y^R>VK0iTpY4=q-|CTI;Wz zjr`zHxVXDFoV8|O|JPv(7EblzK^FKDx&&ZyNS{#fzJzoKfQ(qvlU@nikh#-`8TJ;A%E3nyZ1 zkleS}^Vn`65tkN<(5iHLjiw zQL6C$l={~4{Ca_KYpaE1phENU&L%ztDBIrk?(_@GdK0QzR$GbnkYY2c5+KVSmOpk8 z!JdWgnw?vU&NKGj6So{oYnQ=nS z9i6gK1imI;%)7dD-O4~CzDRy`7y@Y$fi8IZeRZR4Sg2v0HD*fSeXbSmS$8yx4Zpxa zi$=Zd7pXnCdewI67i3)u{cA<@d$t2|@43cEpFXu1sjUq~5*^GTKhkyC&M3Bb5;DLKGA3f}V9Haj(N=ee_zFpzYLj z-gqwGk-NuAbv6D71PqRkpOx6x`MhdI)S+B2?*8b#9(@;1++Uv>U!6zn^Z~+NKbzvu zAC(n{sRuo36|XB~&Aq62rV@%JiwQA*~M8d9+Ut^mmmkB z>e>VWc9anEDs!F5l7}G^*3xj4gM(4E^jf|w|78>Gtq!~N&O*{LOuabWT%9DSjeOLM zCu38yYg?IF2dCT4^X+tg`t%EvN>;UoKBp(@^{2md-(S-(xGRnv-Nc=Pd4?C0CSlx% zWFDD6i1Sib&4{Iuhy-tXfQSHYA&w6IeLExw?0WU`CyLYu@;!B|MvA#nY7eKyI8r;$ zhWM*3y53!Z{2~8vmqH@|)FDZDi^)S^UsvW)ALb}&Et8^o+Te2 zxqfuM3%@aw23ZV$mA%hL8pEX0MEIVr9xHtX%}$###M;JJdm*X)RL2b)6~gD#M=`gj z+1$(tycTL0LypKD=))ac=B=n${kDf)>8@LT-9knw`fZnTAK}X9&)Sa-Km3W&&*!hY zS^zav%pe@B8&p?IF)5hNcW?mw!WS3D^b0nN9Zi&?6+)`Ac}WYi^k)m>e(uYQjoW*R zF>5|mr7iG9$x3=|YbJHsQ+vRdnoLT~7Sv^C9gXS&gdD2Z3wee<^AD>z4YUK>>}@G~ z7Ck*GI^(`}@E&!>t)2fXSI7nhMoLvKYA;^@kQ*NSmjC=UE(hW)`(6{UFO(!G=^mK6 zQgq#-byPsqe&Q~sdfMV6(SiS}ketft!E9y4$e|{@*w&Vy8fOW(_{>G3UbL$aOl>!A z_S1@qWZ$vo!`#~&*1RKUrRPvwB=2~QS%nwkYoeZYOg5(v?PN+~K5gEO@+49C*Y0@e zLNg3`EBd?b9!JL~v-cDt-PkKCZu&w=1(Rz0LHUkorgX7~0$W5oFHIcVRUGg;gx|{1=e*7>E zh_p~&Xr4zFnlN8{r;OZTXVIfs`ufVOyD{_Ozu$jkp&S-({~G&I=VRrA(j~IxuK&~9 zxyM7fu6=w|(kir8QAx2YhtxuH$}lKNlMp$S<7yQ`sEpG%*NWAN-4s*FDQAPpsTqtz zNkR@Y42402VR8uLFv5F1W9@hE_x%+%U%tG~nV= zfLjOiC(wWdg|~hD-GoYrfm1xf7)JAoZ;i=e86lldxl>P4DtH#-v;kXZ&k{tzxl^>= z83P7Of4P8HSSjS<#n+)*>tT8n`)=ARd+I91v(BBp?u5}hd~x*letXPwCk4U3!SVrpMo4q3FW}X9riy**Txu5X z)F=S~TMND>q9M15AOoh})ubzn`rBHHrS5>EH$+}S!shZy&24x05`|Y}$_jK@u;R9j zjM2+_zBl0WJ}9+9uxjsdA<7^kd7@p0l@OPerSHyw5uonE^;5?pcPw*)mS*cyHe)To zbSZztn%keA%r;XMhCkUtvgokBud9u3DAnCBcN%d4aeEFpO(LD1aDpk%O>BLkuA5Yg zD!itXm5Acl;82Q_sYK4IPgA&~kD2dzkMfQQzxK2c-yCy7s@(YS7dl`I>m02I{A}63 z4mti@p)4< z1(lwbwOO2iS+r02L9kWCYn#dE>~Vdds``<~Rm4>3HXRWjSIR-~g5*50(eJgKqC$_^ z7KTZgk3DT&Ho{F%N)iHl7ZPD6mpfgZ+&;_KwR>rb?fps`aZSI<=udP=>ToIYfMw9o zpw!x1RNiKcta2n21zxZum!=^T$v(XS*B^8+2MCA9^sMuxhccrbbQQe&`-68D7O4S+ z%{~x9yvGkRJi0eqns@HUPJf?kA6F8r~ z;1sPhkm!u3KGVyqjr2C)lmbv~;7%&LxwF0aJb{+EE&R13KIfkSe9IX)a>fcytMj4_U6|Nhsd7DcQ z3t!vLevi1B;E8Pm@2dFWh}*E$_v!heBt(BElcrdjQ)buv49LMNv5q}BOHU1hM-gjq zOL7~)E%Zr9qSC`eH$%UOxmeo-4x}FhZFGv1pT)6u#Tu_j#DEQrv1h(TnQ zLrz`i-g5^3$_gsGz3=(4uOwJsv77Cr9W6=B!`>I2W@5IRfQI`$X5kC6KwG!}+)C## zAsSF7Cp(RnOaU0l-WjX?tZ+tnvQjej^S4M1>3mDrrLPmR{PN}H|2U{xlO`Pag(pKfIlM5P!ut%Gy93THu<@-LR1kTbSSo#ew)>RadE^rlL zW%h@Lyij*5*tcx2gDk1=N#t;!SGlJ5ttaX9%|;Twp@zSEiB(r(E*1sdDHjw9B z9z5juRmmaqsX18gKf7C_JY{ud08D@10rw&a@Otzj|7bcG0|!i(vzu3u+j1}D`R0o$rN)FD*Ykw=k!*b4rK zm7(hymTh&oa7%Hh_cL2hxD8MHD-l;zI=EeIzzDH}Yjb(|Vtm)^C!wVhc%O`d?7owY z!)YJHzDy3(SH?GaU2S`_88l1r;J1rm_2vQ;07udfzL~8ZUIR|S3o@?%-k2mX%{F4Bdv({vr z;%QB{xrGga^PIu8r9fT34qcW|HmreJc_UC!m1#+MvPU`>APAKy!S;)HSPgo00?GYW z7X~5sZ$3XP^Vn;*)cBls1G1;twi|G`!=>^$+^K&$JIRfl5l!Kn@ut`R0)U7)Ebag+ zQP*hD_Wm6xsEetCw;lL<3gvGI*U-xFY6BuV24wW_mrmck1nKhzb^;!7^Tuw$GNk9T4ju;HlLd znXN52l=tEF)y7BXo4J>k*CU&0w7!7vhEUWi8*o&`a#kyBdrZ;ySGL`JR|k_o-+F4! zf7IU9))OCQmJN{&mkZ$=q%liP#};hF^JC%s%#R{M+NM}~d3KO{StR9XD=Z;ja$EK) z)#rh+vbf%VBzTQ3{J^*jSKz1dO*`ADbK)`gY&^tY?x(yO?qIPDF(J11yk%ftis@8WjITTpNK6m}820Urz=E=GHD2+&uFe$89xSb2l3LhJ@J0H|1B2 zD|g^N_6+6czl*O;!e9d)gMV) zXk9~0@o&p;(U--!wvWyym;6)0xrf>khSTK^9c`r;k066+UHZB8%h9^SoRX`)iE~8s zSeuKZI9ayM2=^Jof_>H!oq$L*zic3Az)gz}?=P)A{R2pLifS)!3>- zonr$|t|;|ioE%G#>jv?5*48uvVI9CyuolT=%J2iT){0R%**_M2dBSi3sO$S+H#~c| z)Ck3tV5XYZSesM=`t1B!wfds%{ss_M%I~{B0WT=I^@;ZXfIU+~&dBlA+|zPw9ONr?&S&M^~jcahZ8&Xx*n{ilv@ux6oAGCNIt6q0{Mwg^CTjj^p;y+of~E zo?Yo^H&;pU%Rn3n3T;cwBm$>yO44(B^XAQFQPGYci!)Ysc0u%(i-lM20!)_+3k$mw z899c)^ttiwa+lxikHSVL_MBkxR$se&-?cg(Qo&_7T;{%g@kCT)1a2u(Tarv%wOlQ9 zClEjz4k4huvm*0h@lb5WACjIl+dZS zE9axIPt-Sp*RDt?7aj)QXd-kN_gdCu{r+Xhvo^K$Em7L)$mLUeV_jO5Of>#2N5=|O zl$2P7t;{5e@7a_4_3Kw}Oh$UTp`xNFH@pE30%Hrx2?mS9r?Ccz2chlpc?rYD)_!m>Gl_kd=|KZ%`KO zOMyz6aeR!&V%%WiXAzig=1kG!Sly}aunRY{MW0+O*JJ2O2ERP9 z9D@Em7#YfSJHY$W0sR6^3EJ~7>z$^YM0(_z#>}>(0goRV(7&dw_WeG=AWg`faaz6@8HaHwvL^RH;I647u9Vv`uYiV zlFNlc4m_CauJ!N*%V6FEnfmTF18BoYy(1y_&_sCr!*?X=C)=?ZL9J0+rSt8)N)6{( z{z;C3L*m%z=Oxn1Y@?BDKWkq5bVSji%u?0mtLSWkzIA{(J>|c^yCXMo8VcK@7{79c?QKUYz!c*1Gxi&s=K~^mjBG!$3Q7 ztVqbJn3}r&P+HH?Dfs)HQ_*`qGY97n0f1%$2PEaBScTAZW=Yb*%++UV{e^yJ5d5K0 z;xH77S3;>LoQOP;dz%rPruzPUc2Y~M=dTE&Mq!Q<=aS1eW7xz@sG}ok3`9IZM&zz& zYoXR<_5E{?aXlrhSf*>kNcZ;71B5T)^7{r@8qWEX$t&x`hfWCH?J1c%J37}BeuNLR)3ZQfYv#ro%J z3yiV0x!4OOKxes&&hAB8N)3N*8O;o8d#pAx_HMGGjjwNKcWl6Az3MVgdR?AnO~7%U z?!x#k0ZMS71<_!;0N!qBczxCN_(PxNv9xnY$*1AZtATtd27vdE@ZS4K2ZUcN`!1K? z0RbsDG;HZKD{-4YeW@nTwX4|0m2dZo=i;9i19Jin!FamxcO{-Uax?W?j_XgRn`*uu zqn9l57Q$0?J#QgU$kaMGt4~m`&Vrd0`*}yjjPu?9g#{JRS>D8tP`ZE#`9+{&CvWz2 zdMMYc(v(R-`f_&k=~&J?Y3n=oStPmaiiBi>1XPIj2^_$Khd^45DijcD5zsON8Tsud zcEyKh*71pp-F${nPdBUt*nX;3Fv=(<`hE&@t!m6`0=c8_?WJsCaz0+BzOT->DBrXdO0;Kx zS#i)^n}m%UW~G{4G-sWXLeh6??zJjsowH0PufX#UK&A#Z-vD5T)VGZm<(Xbkd#R0@ z@ z^BQOn$b|-hFiyxQa{b}aM*5Qx!ZirIE4jiF08ZTq!vs*@o-jBt^yN!RSB7;3Bt-I% zSk}j`UjZpi<2uqpx-n~qHyi3tUP9Vax~nGIB147pG ziv%}_tN(@zR$FaiV?K-+nT;alH|G!p8qEGhfetQ_+>y#J?;BfTq~O5sx1NA8aI06D z=4SAd63YHzc<*|^KeHeEL_M5MBV^q4)2iZ{cjaA<72&-pY)R0j1Od+78e!nWRUWZ0@kV`^+9$AlKl;2 z)%oooo|G55t`#Zi4umJVN9-Z0n@H_2-nW$=U81{B3hBt*e$46VXClyIaut`A-f||0r`4@porRV$&aXoz#+p8Hg z+^l!h?AXpYpN^=y4Wla_P5)qTYI~8hC8z$}%Cfv{Tps7Gl~2@L9(%zB70Day5qoI- zm)=I{~63pX;`zBarrW>P6LC>+h`0fI zpUrTD@uhe}eKMI$lmUrB4cLafq;F>9Vj9vB z_t^FIzP`R^PMMs*7AM_uj*Yv6&-7edfJ~ zo0Eg^_(Qt7z0AwiB7%Z~-(67l`yG|5(+9ch?4=x4+1SdKXEWpiEI*w6kGqv>GtK2P z2V?YRv}jr+JYawz`rpwdJ~G zQrJpqhDm(Jr%x9G0|MA&cut5`jAUdAXtskI8rI7^ZX37LiM(D&l<6wwJR$t>mVz1X&im?>j$m6DXI0xfI*QS?9sB2H%r8= zP`vweZDKZ1AHIKoN>*OpV{v+@kGD|NqD$K87;wCisNC6{pv|lb3u6V(H06-VlLJ_R z&ZYd$`!cMXjfx|*k!zn`rEHPk&{OA{6q1p&{LQtYsfh_=Z}08RS2&-MRZu_=6rNNG zzfBla4jV=vc5 zE5IFcDZ1!0(#!s(9ho9kE2BN5d0^W_6e}2Y;4tLw)^?FIU2sc(ZM0;&7&Y z29fN_rHS*-&gmqhbv?J3?y)j=?%cr+U^Xro0eRe=ot=#zFX^29UMJ0A+BjK30}P|B z&C0=He2k8w*f=^u_eylMt}6zO?poXx?tL}^ZG|*2KvPKWNK%-iw*N%Ch-Oc6T-*+u zn2ppYmv$j)TF&HontAG}wU4nMh;|&5RyN#&!51TKL=o$S+?hF6$osa)uP@uWb!&`| zu7>a+O&!H}q2=>pRnNWsphF0kdFIR+hLLp0SK1#t*$<^aO@oN`;B@4TVBQA_S4-e# ze_vTy*$rm}O*=ehj-t$SLyA{}=D5J@&~1f0Pt5_Y7``!!e0g z4D4$XmHKpk&+M7VOKhZnrmMuGByh&%S<|qO)CkcSX*3;}4&VJdh zjb_5-W(Lj-mtJ?TR)@9n)0Qo51X*J>=uN48_bw|rS-)zr$y@A~Us5DgU8u;LLg$K- zMw>MI+J&TpldG%sN1jdh_y5M_bec&?Nzv+1u7SHEFH!NEk`I4O(6&LgV@^(vn1n=j zaj_a^@$2K=D!>0hGFspBHZv(Sr~a{g5+!u9V%~kIAr{K9W;);hK-4_5z5O6~*ww|P z)zO}>LTnQlS|B{^#dm3(;?a_b$;r#J0)HoGmY6G_6m0R+Pd~x8>8|H(VHs8aUb|WG z!Yh43K#V~1{(nRfst`ZPpfvUM`LelM1d7i{fVsXN`U#Pr9+bfU_gkh`1$c?EwbyLE R5|I&L4NXtxpZM+8e*w`LDSiL| diff --git a/module2/exo5/exo5_python_en.org b/module2/exo5/exo5_python_en.org index 39a203b..9ff283d 100644 --- a/module2/exo5/exo5_python_en.org +++ b/module2/exo5/exo5_python_en.org @@ -33,7 +33,7 @@ Challenger. * Loading the data We start by loading this data: -#+begin_src python :results value :session *python* :exports both +#+begin_src python :results value :session :exports both import numpy as np import pandas as pd data = pd.read_csv("shuttle.csv") @@ -42,30 +42,30 @@ data #+RESULTS: #+begin_example - Date Count Temperature Pressure Malfunction -0 4/12/81 6 66 50 0 -1 11/12/81 6 70 50 1 -2 3/22/82 6 69 50 0 -3 11/11/82 6 68 50 0 -4 4/04/83 6 67 50 0 -5 6/18/82 6 72 50 0 -6 8/30/83 6 73 100 0 -7 11/28/83 6 70 100 0 -8 2/03/84 6 57 200 1 -9 4/06/84 6 63 200 1 -10 8/30/84 6 70 200 1 -11 10/05/84 6 78 200 0 -12 11/08/84 6 67 200 0 -13 1/24/85 6 53 200 2 -14 4/12/85 6 67 200 0 -15 4/29/85 6 75 200 0 -16 6/17/85 6 70 200 0 -17 7/29/85 6 81 200 0 -18 8/27/85 6 76 200 0 -19 10/03/85 6 79 200 0 -20 10/30/85 6 75 200 2 -21 11/26/85 6 76 200 0 -22 1/12/86 6 58 200 1 + Date Count Temperature Pressure Malfunction +0 4/12/81 6 66 50 0 +1 11/12/81 6 70 50 1 +2 3/22/82 6 69 50 0 +3 11/11/82 6 68 50 0 +4 4/04/83 6 67 50 0 +5 6/18/82 6 72 50 0 +6 8/30/83 6 73 100 0 +7 11/28/83 6 70 100 0 +8 2/03/84 6 57 200 1 +9 4/06/84 6 63 200 1 +10 8/30/84 6 70 200 1 +11 10/05/84 6 78 200 0 +12 11/08/84 6 67 200 0 +13 1/24/85 6 53 200 2 +14 4/12/85 6 67 200 0 +15 4/29/85 6 75 200 0 +16 6/17/85 6 70 200 0 +17 7/29/85 6 81 200 0 +18 8/27/85 6 76 200 0 +19 10/03/85 6 79 200 0 +20 10/30/85 6 75 200 2 +21 11/26/85 6 76 200 0 +22 1/12/86 6 58 200 1 #+end_example The data set shows us the date of each test, the number of O-rings @@ -78,8 +78,13 @@ Flights without incidents do not provide any information on the influence of temperature or pressure on malfunction. We thus focus on the experiments in which at least one O-ring was defective. -#+begin_src python :results value :session *python* :exports both -data = data[data.Malfunction>0] +#+begin_quote +This is suspect. What if launches without defects were predominately +at higher temperatures? +#+end_quote + +#+begin_src python :results value :session :exports both +data = data[data.Malfunction > 0] data #+end_src @@ -97,8 +102,12 @@ We have a high temperature variability but the pressure is almost always 200, which should simplify the analysis. +#+begin_quote +"Almost always" is alarming. +#+end_quote + How does the frequency of failure vary with temperature? -#+begin_src python :results output file :var matplot_lib_filename="freq_temp_python.png" :exports both :session *python* +#+begin_src python :results output file :var matplot_lib_filename="freq_temp_python.png" :exports both :session import matplotlib.pyplot as plt plt.clf() @@ -120,37 +129,43 @@ estimate the impact of temperature $t$ on the probability of O-ring malfunction. Suppose that each of the six O-rings is damaged with the same probability and independently of the others and that this probability -depends only on the temperature. If $p(t)$ is this probability, the +depends only on the temperature. +#+begin_quote +OK, yes, let's suppose that. +#+end_quote +If $p(t)$ is this probability, the number $D$ of malfunctioning O-rings during a flight at temperature $t$ follows a binomial law with parameters $n=6$ and $p=p(t)$. To link $p(t)$ to $t$, we will therefore perform a logistic regression. -#+begin_src python :results value :session *python* :exports both +#+begin_src python :results value :session :exports both import statsmodels.api as sm data["Success"]=data.Count-data.Malfunction data["Intercept"]=1 -# logit_model=sm.Logit(data["Frequency"],data[["Intercept","Temperature"]]).fit() -logmodel=sm.GLM(data['Frequency'], data[['Intercept','Temperature']], family=sm.families.Binomial(sm.families.links.logit)).fit() +# logit_model=sm.Logit(data["Frequency"],data[["Intercept","Temperature"]]).fit() +link = sm.families.links.Logit() +logmodel=sm.GLM(data['Frequency'], data[['Intercept','Temperature']], family=sm.families.Binomial(link)).fit() logmodel.summary() #+end_src #+RESULTS: #+begin_example - Generalized Linear Model Regression Results -============================================================================== -Dep. Variable: Frequency No. Observations: 7 -Model: GLM Df Residuals: 5 -Model Family: Binomial Df Model: 1 -Link Function: logit Scale: 1.0 -Method: IRLS Log-Likelihood: -3.6370 -Date: Fri, 20 Jul 2018 Deviance: 3.3763 -Time: 16:56:08 Pearson chi2: 0.236 -No. Iterations: 5 + Generalized Linear Model Regression Results +=============================================================================== +Dep. Variable: Frequency No. Observations: 7 +Model: GLM Df Residuals: 5 +Model Family: Binomial Df Model: 1 +Link Function: Logit Scale: 1.0000 +Method: IRLS Log-Likelihood: -2.5250 +Date: jeu., 11 avril 2024 Deviance: 0.22231 +Time: 15:05:37 Pearson chi2: 0.236 +No. Iterations: 4 Pseudo R-squ. (CS): 1.926e-05 +Covariance Type: nonrobust =============================================================================== coef std err z P>|z| [0.025 0.975] ------------------------------------------------------------------------------- @@ -163,13 +178,23 @@ The most likely estimator of the temperature parameter is 0.0014 and the standard error of this estimator is 0.122, in other words we cannot distinguish any particular impact and we must take our estimates with caution. +#+begin_quote +Indeed... and look at that /p value/ (0.991) which more-or-less says, +for the subset of data, that temperature likely has /no effect/ on +likelihood of malfunction. +#+end_quote * Estimation of the probability of O-ring malfunction -The expected temperature on the take-off day is 31°F. Let's try to +The expected temperature on the take-off day is 31°F. +#+begin_quote +A temperature at/around which we have /no data/. Extrapolating from +higher temperatures — bad idea. +#+end_quote +Let's try to estimate the probability of O-ring malfunction at this temperature from the model we just built: -#+begin_src python :results output file :var matplot_lib_filename="proba_estimate_python.png" :exports both :session *python* +#+begin_src python :results output file :var matplot_lib_filename="proba_estimate_python.png" :exports both :session import matplotlib.pyplot as plt data_pred = pd.DataFrame({'Temperature': np.linspace(start=30, stop=90, num=121), 'Intercept': 1}) @@ -188,9 +213,14 @@ print(matplot_lib_filename) As expected from the initial data, the temperature has no significant impact on the probability of failure of the O-rings. It will be about 0.2, as in the tests -where we had a failure of at least one joint. Let's get back to the initial dataset to estimate the probability of failure: - -#+begin_src python :results output :session *python* :exports both +where we had a failure of at least one joint. +#+begin_quote +Opting not to exclude the entries where no malfunction occurred +reveals a strikingly different picture. +#+end_quote +Let's get back to the initial dataset to estimate the probability of failure: + +#+begin_src python :results output :session :exports both data = pd.read_csv("shuttle.csv") print(np.sum(data.Malfunction)/np.sum(data.Count)) #+end_src @@ -198,11 +228,17 @@ print(np.sum(data.Malfunction)/np.sum(data.Count)) #+RESULTS: : 0.06521739130434782 -This probability is thus about $p=0.065$. Knowing that there is +This probability is thus about $p=0.065$. +#+begin_quote +This has an air of desperation about it. So now, we're just taking the +proportion of failures to total O-rings... across just the flights +where malfunctions were recorded? +#+end_quote +Knowing that there is a primary and a secondary O-ring on each of the three parts of the launcher, the probability of failure of both joints of a launcher is $p^2 \approx 0.00425$. The probability of failure of any one of the -launchers is $1-(1-p^2)^3 \approx 1.2%$. That would really be +launchers is $1-(1-p^2)^3 \approx 1.2%$. That would really be bad luck.... Everything is under control, so the takeoff can happen tomorrow as planned. diff --git a/module2/exo5/freq_temp_python.png b/module2/exo5/freq_temp_python.png index 93cb9e626441d23f6dff59ed252d7b14eb37abdb..e5d55d1abf0eb0e665dd23b7c19ca916310cf190 100644 GIT binary patch literal 12226 zcmeHtXH-;Kx9tHDK?DOLf)Z3v0R@$$NDvjVKyuC~A~{H=h%G8@Kw1<~Qjs$Sk~1g@ z3KEN)70DDiRsnU_vAe(S@$UWZc<+uo-n~D*F%Ya%RcG(B_g-_&HRpPwsw~gAn|(Ke zAdHxs*VPe(+8;rvhUsYGifC*95BPJ*MNZd6!{MHb`)wz4MCrDRqpgFBt<@cFH*+Uv zD+haF!Ha?y&Tw10xHvjX2npH!;{$>YP8LGk*4_cr>EDpe-M3PFT~ zFxO=@J)(#MUb4FCHI5s1fAwV}uSt zOb`F-jsJ@!IcZ5fT{a$}5dO|Q%?>i{z|3nwR@L9qBrv(%d5 z5-S`v)4W)EfB6?jTeE#v1f-U}3a1oo;f=~fyw@EW51+g8=+UE6$~HOl?c202W3Q~Y z0y_~TC%h*2OvCK)h=`hREk_*6<6fSSk8zCjnyb)ps8|Urv>%w_X!!iOB?af3-WVxP zj#Gend(kxR8E!7{T)LN(n7IC&kwZe$pwRYZ-N?H%e%S9ZR%>@EH$FZ-H5ZrsW?lI8 zg5z>>ZtjIoA3ut8r<9iJcXV_Nj+T~6a9nh}qNb+ibn$4Tu`q(HkDh5zH#bkZV`kP7 z|LCpr?ONI^7{;pxTLbgVk4i2%k6Dg=ecNcviXfK0L%!rJ3D>E+?reqU#1OZcZZ%$B zUTL$Wq@>-9j9QwSnhE4vkzz`EdU}JS*8-W+oX4Ab3v9ymi|hw7S7?t1*CmMBbXtD? z?U<89v|D%pS8I6nbrWjV3i?}(J>m8B3cNf#hc|kSn!AxVuU{t?4f*z2*se@YgIstm*IXr!@%>_gxad;ayt|FFTCZ?Vz>n&biGmC}{6OW;`NxT2xfa%F2qg*dSEkG^*gUxlpH|qO#^Z3VXcGB0_cU z@?`^fAFk=ZF${h6DxtXeVk1tbs+CAt$@WWA3>U2b`c)GS8oqRjA3({dH`n|bPGA=x zeReFJzo@7v|LN1J3JOn~J>Zv^U2pq@^cHD_Fj(Og8XkVCA$NJeeQ2^n$E4%e{USEptnS66dlfl4 z#+Nk7?2DV4vewek@d_8<=jXw22Fr5>r_eY3m{Ip@IvL}|ognnflS&#vEc2U)JfUTY zo7ARKfi>UqZ1uDQ-eFCARzfcb3$Ik~*lRh_66aJlKw834GM_)+1M!yA>H{E?@K)GD z?664%wg6(nE+i8tyq#q~K<8OaB8cGQOoRG1wRvu*LG+L7-^@%7-cwbDI6d?sZ zo*d^&olrE57y9MdAWibv1cMJ#i1;rz)wQ+5jJ+4+&g$piG$^v~`0?eHmZ2fKKA5(A zE5hrDh^c|?(rG+lI=c$Lu{3To-W1(id_Mu!)OBMtTtG~$6HkCMW$7k+e#dD{f_$*H zr)SB%#t7b`zAWPkET52&%EH1z2v1QTap|o;Y^)Z5evIcBo6_40a^o>xczh+vT57f1 z%qgpOsohCmp2(`z{J=^>p zyHF5F%lreq$~~9btNi@V>gHUjdCW-AG4V-iioPsf+N>l#kT_RKR%T!o)a=3=Y3b{u zps-Qm1UpaJ9f7=wj?T)@7fDJ}>v;0N?FaUT0>m9tegSD8^@(`5~3)w-`R ziw8xs?K5nUiYA7tj~)7_Ymx)I<&R`Ge4yxMVjPsTYv|1G#?7%G@T5M6EU z9({ulAx^Z;%&{IHp->8-H5utk&Y zxk~JcHK5DpBJ(9h2=hK8YIfPbScbewdU|@q<{OJh0OFOSOo7e0=6Z~^Q^2&od~>t} z9JMAS2PKXay`;mMY^4o8}(dPL8?P9#Qa~iO0Vsoi^?Xe7IswXeyOhX$$e@B)<5iPm+55@#& zHo?W7jPr{H*!dHq6NHv8-IS(1dFITmCr_R*CO=tPTI$F)sk*T?IaF1(IyaPE6S&u_ zu5z1X1GMOBw1lg5Cl)x#%v~>}zraT4)zMP|0*XSF>+y%q>L!<4BvChU}u{_brFC^5Jsh9V|t*j$MM`(0(luugPI0Rk-IL-`gM>#jC`TAC# zy!9rw(uWK*PeFXZ<<-6Bm;s(~AlmyotVCa@TFss|Q zZ|lFi^N15Wam4+!HWi8ylO@ z$jFSfAwLs{pY)83B|XafU0mIofJ#>!bEOdFsEcYPB_-_V?>xk=Oz{TR+;+#nQ^_{2 zBI`1gB^m5!s191(l_|o4o_j##+QAGo04ly-Baj*V&%?|#l5e%XQjz9s$ej^{Q&>$0 zCwwsHc0gyQUV{6er+m1f(~~IWlx7m_^+0kxx&yC>RP+7L%^i&5{ig0P6{I#t3f+?K z*#q$6`5m&be~8OW_xXyoK`;Fr(_i=n1b8vzwYjcuHGy_`s3Ex5yQOy&TQqZStrk^j z-M{}19xXH~DieyD>4iG3uGR$k6&Rq$=r}y5>N_7=$L}AXKw*^)4p=9{asyM)3dVd&Q-e485h_O z^ge!yz7t8LItTpe(xpp-=7BYF03p+`yg#~XV6{Yc^f^#bw&wi0emi!}W#JR+G{j=* zN~b}A57`aQmvTe6P*IsAtYWO07xFwPNDGKun2-rxMS9~p45y%|NZ_KZ%j3i!!BDYQ z-JA$-nt4MQySRN+ZO{=5cRsi*+q{Yt-~AHu3a_H1w4%Wam+rw@!nU?r^o%T|rl%{w z$$9$guiU6KB67ZOXs7r5uq+NmJDa{jyV9xj3=d{FWLJdYYhuYj#<0t+@<+Zh!N-Tg z89pPYF~^P_>#g#u8Zd{O({MnTdQWE+d54{C2wCqhE;2py#+1#9TQ_>SEbo zZGq*ZwS(wkp|fXEvdGASLWnp(2%OT`%d^GT0MXM|X9qGWyw;|m!T@p*aU+P`+}#uA zEL*o~f#AGmFDXS!XcY~(MMAC4!zUu53Dpkv`;$|)c&4AHmJ>N~{J4n2prq8oM`jcV zL5={T(UGnt@MjzkQRBzm$^b(V}1fPe<6`)ga16AuLM< z>@n(CtOOSoMEp;jcy&r8j4-JQApvDY`3NxMPT(arX6WX<{{oW)n9tJ6&`yJ*UwUMq z)Rhn;!@odr$1bM!5MIUd22hCLY@&}Oa`*GT zBLXP)C_}{iqE|fTP3?Me<)BIGoeaVoU{)Q#>8){pjoV+9l*d6Te!2@exURV(aokYLNw$BWvVD82CD#7 zqgyB>2~(QB7^?g;4Hg^G?t`r$X4$60x2lg8R?#O8s_gjo_Kmnh%z*<34uW?X zkJE~a*AvMc5-v9(6_k!e*fgzs!Foq2*?Q5oen?iHEF})Y$FhOF#t{a1=gWs&A4n(x1t=Y%4SOyfpunFy?S+dEYcyS=L^gxO3s$S zAH<#oy-H$XU(>qo?}c`Y&)UGaa7;)@yi%lCv}4t$XRJ05k@}@BX}~&s>gP0!jIy9i zo^z6udz3g*)%tN{A?o&uMK;MK`#zP)ugF}sM|+}!d878aJL&z@<3 zc5wW}iRSY8yw`OjD5nZ}^=i~bf+)C4=5L%aPiVz`{??&`R5?avZoBE}tSG=gn>qSa$;cnm+i>b_G2@($w7l?NuR__4ry~!99aCw@{9EWd{*t(|#>D z+s~^$!xqnT@lmf4;=QG+mGE^`PQPf&Yp%Q6p187nHatz~A)yv%hNbUHb^sUgOvgyL z;)xjJYyrWE>SwIL$ zHPT|j-W7_{;aEIJU$>EV%Q1vD^`RS$4B}t%J>mHBXfQ>NFmmYJfBV+JmjACdTTZ4@ z4?~gv8j6Pbc}L!pC#^vwJk`It(q*FKgrC6*8@@56tJW= zb#p6hYioNQ6N87G%75yV{Qdj)BV_!16Z*z~{Fo5(+j!=?HEoiCax5q-+OrJAE4Ehq zeDOzN_^O{OWqW&jYHaM4wE=hBp8}_geqCxth6XT_-a>B!nPQ+h5}B3YmVug`jk*|6WtnC4kC% z0Si!d3LHQFeVm2k`hOxuDyh;`V#~$I5fEK}>fvTTLAy~OzTHpT{nn(GhRRvh&g1A8JEzr1m z^JYL#B`hax-UFEeNRLpzSb^+GYIN{*ZnHBI3^x?i3Ahh;S>DS?XqHj^o4eA=N;=Bp zKu!ODVC&pN@>!EgLnstGpd8NJf8vIS`&&54RL4%=LwNb1yax}ajI>Gw&4fpavbprP z@_vojm%^(Uc2k0L8w%W&AFouV>IJfwn>Y(?d(`cE^WPDH$RiO3Ei~0odt{WC8|K|> z1b(cYZCvp>JUj*J2@Jek-MCc^RqRCfJF`+yf?Q#vz3S?ovnBNR8~TL9#eM)+BzGh4a0E!#g`AOIxhPmiNa|Ql@X|liF&DT%YrZCi6r{|@=BxeLu#rwCt z#amvOwlNNKF&*l46;-JnbnWE0^c!y*p5@Qham|E?u3+jP2lE^6)vO-*xqZ3b57v~2XGM+(A{ zT>GjhJw?#r`?J zr>onJZ7aBgT+1rQ{FTs8E!e4S&nSndY8P_uRSFy&zGc)q+5ZYZN7#_09Hj1ki2NGs zEK7DqpZC$lqtYYCm;!0tY_cD^$p{@3Sy^atnP6;ck9{UFQO;bBnJA}Ap>?sD8-I#W zjw8oUqboEuR1n>)3+TKId1dFvKfYn$ZqmU`6T|wg9sXyoA?Ht-KYxx+;ol+k6l)`` z=pVyq8fre=&2_W2lroeR(6^n%YOm5>&3WD}eCPU3s(rF&9#ve7K6b+Mp3@0F)>6&Gi;2LgCy6i2;y5l{{Bv^7idpEU}<#)9?}`S-+i12xwS; zknfH>3zg9yKTz2dgenIYGWZV4(U;w|m6cy$S7*|emt8;@RQ4nH4gK+T;51h>Qq$7Z zWMzMuEt`|ZExdkx5YQ#9)kn->FcV(j-o;%DwEp(t(V~YW*vgEnX?VQ0t80P#1{gIV ziBP6}9$DCIBV3#Yc@@l~wDR)u)+(XyfJ&N^qyxnhN~YFLm73bx3L$42tlLInlpY*M z!u}&`4D!T{A{n=tH$c`8GBXoQaetWOjJ3=M4*1HhK+a+UGYQpv2h6*VpZ>f5rC~SJ z?NMPxNCr@CC^OX2Nr8!-=I5VE96F^7#1>r=)LjP-{_iMvn0Z=muKK%o@076pc^F7F z;6m~7@Fc#sHGx_>K(7)DVxz4Kxur!Fls3`Q;D*tVhS5c~%WEL`l+SbTXJh*U_Bc50 zf7;_ZCbyzDGFT7(nGxb41NqecL;uAnC|Kug0dMapaxjUZf@2_i_B3@Y50t=@pIA*$ z4K@0nR|V4hFxXr>E!B;NWl`c!_JKxpniVDsbI1Q?{)cSA$qy4iQ<7M7+kmlqZ;L)s%nHqkqT|v>|wB=8f7+(GlP4uYt=WN11 z94~rTO1RBT7{Qiy(@tlXFDe`n5UT^R*QL*{h!3P>sIp2y2h~zl9X4{%3qvz{ceic< zq_==wdppBTe67qrja}4oD7N3s24jP9yNQD-aJG_ck1-T-lYr~S5%MkGd-g;$qmnTQ zcgY||+BymCh*)=+%AqteFWcG>N*6!S6*K^Xw$j#o&0hA)Zke#wR~89_Hw}dvYpH!712P)GH#&h_9x_Y=n7Ljj=t5^PouD526k=3ViXJm@OchBexug$@ zJf5ztg4M{h$*$-u`?_-AqHk|xtz(4<<2_^{4<1wjG`LQX_Kz5GF*7Huudg%X{PqnMsP_*dkAmakHR7LN~i=yL4q^9A{9} z@AQm?nfaPSL{A#F#?=f5GD!xUicXN(`%F2yo>eHfAA#_>hJ3^XaZ2?*ee&cT2=^>U zj@SgTi`Jt}9cLSIGt<-g1$cQsSr1iKfMk*d#;E})NAEyZvBUT7fdwl>%`0$V^`x-N zIWd0Qp12i|3_An%N?W?lbhm=8*jfF{j;v-GN`JC-qf_pn<3P6s)L~&fs3OhSdB382 z`g#TIh%{3}?wK-+V*ts+GC!@5|JSa*YKNmtb(pH!7aTV3Pn7KEhu@>A9h7YUVAV1P z#FPp81Gbi)vIs1rof6=BdoCy-qp z|2|-s064jT!dlSvU|%wN$aSh60{}iXP*wyE!t8*T`UZKo1W+6V$72O0v?bRlr+lWmwGPX~>0*&V)?bGwvm`+;UADW@)Y$23C-uVhHp? zIoB_-OM4fKn%5tkTa1+r$b7f42ktgH^GN`Ve0{rW2%rp<4w%g?h5 zngbL=z(XVoyMcg=va$;o)I-|AL50)wrA!HCH#Iet4_@q}hYu%UeNn>$UDY`;hy@Km zCU5H*u+*BJAQf}^EURTfcLiia4WOeSQb0gwn2@@TVE`?4;BrO7&Ye3Yyw`K$LNYLG;eK=_iI^+~I9q!u)icbRIdzwubUdeX`gjC{Cl?hO>kVI%nMRyP- zB=HFeuGuBvSte=T4baAmR zY+^@Sk|NA$d~4zjoAAA;MM>yYLHkx6hp(XZ7MSE+07RMa*9#X&<4^dO<4fY+jnKS= zPfx%*l350si0N)X{l8jLi~P|SHG8=KYf|bqS9+@I0N0SI1?wX^7&H0uH#p7EU6!v16_deaZ?aQ{Sq5j;eJDB){ zB-V4jYJYsrZSa{^-E2OXn@=TY=l-4Xp?vz`ca$FAqE`*rMPtYuEcx`=5gG<&xhEr( z4b?IH{ZB`EoSu{nW)pt~IAP5y1BKtN-NTBAFgE52&>%?l0k&Qvcoc;40@;Bew+_&9 zBZ&X)9scmrlOqT%f*g4Azi<2pTS6a+6uXl2mu3hCuQ<+!)eN=vJ5>49`gCXLC4_|R zdmI=@Y*!HOT4<4;4U~tCpJo-Mnd|vrS~?bKvpAjC64SNpwLIOXbe@o?{QjcV!dR2% z>QJDV`L_cV^R*lWhNoZ+6^Fvi^jz80Iu0=g4tNp;3BF`f%6IdhpP%VhdY2U1^^YCo zICJNb)Y=G(T~E$OE;Bg3o}-rLh+i55$GMY&f=xCV7A-M-#rG4w+ZQQm!7@54Rm*ne zDBQjscgNJUq89#g`T3cim5q&GN@~CY`|FouXn43+SUL{pJkfgO#*G{GL-#s8n-Js& zMK3JrnC$D+`@^-R6GuhHKfPq|$9P}uuTLLJ+39rf;K4{KAJ0tuHUzOA+@O-X66ILR z8gm|hpgAohr2P2tV`Ede+D--rElo|$0A$rv|}>A>=5Nq<<{ftdy6NOZsD3L4~aWoudlC{sdUBOwM7(_l)5g> zmJf>+I*!U0*x+YEHd_sa!r`mMz2*r6>%oJ1{4U$i7WHR7eYyh{Fn>+Nzcsx2x(O{? z1-)WHZ}{6fk+tQ_*pfM)#R)aL-rO4og|@+q!*%7h@ZW1|YZ%|?3JwYP91HTEV=|V5 zl|J$+DtOrXeE0b~g8KP4S&l2_B>6)2_|ZomtcFm)+2FHcM&E{82kt%?&#MrY8XH^9 zvYq#oxVRqtVVCwTkMWuj7qkDa+aj^>a)Vs8**{yb1wmFdTDMjU8I?{rb6FMNt>26N zz~NA?7In@J_XP)+r&Vb+qy@mL?)~2^{r?VJ5wSb{A!9Wh9dkd`)P!O%@h-&f_pan` z-xR4+I#ufLFS>+8M5N9S*AZ9ehkbGT;oLZ{upr@r2FZ{=Rt+Ji`pP}>F1k!58drFp zl9sOOBZUhY;pE;Px0>oq>npU2+ApY|Xx12J^=qWwH|r35zAE52()>S%zs( zpFUlXey~f^)wPho8_T}Pd%7*W`i29ohTURPMn*<$kVo8o-7vFWqt9!&)Kt~$*B=@C zQC$f4>kh}ve=x1HZVVID&oh73A_YgLPF^N0jl5OytTpysGo#M9Rduu_$hx%MsMM)T zkD^gjRMfnG|HIK^$81(JXtDhyZMdoD;>3}Z4l6hDReB$K#YNtGZBf;lQ9h>x1+|== z^D8$uypEYvC2_x_*}ZF*hP?dq+`POB+FS5J`!Z6Y^~x!J{snrEBS((p3MiyBd=?5< z5DIU!_&({(PQ6yMxWJ_O*9UqmMJI=ZBrYyGGq8)^B=r?&SX<-v3+TpDDBiCQoVkh- zb)UP%%foZ>*s*Jv&N4TLCI}b1zWjMZTHldiS!ZHq5g!lF=VlG41F2dNj_|zc7|h%I|S$8Y$~>XQ7H!@7agl0x9dCCyQ)F zkkh+qm?4}`Z@ml`s9{E6F}tt*?;HQGw&V&cGTs!GGBR=(S`>a>-W$a3%uA%@L7$cP zGOyT^R#)BO^>nRt?S_ViUm68)M$0=;2*|bVJqy)M8HK&N*N2xmKObLbf-IAmb>~e#a{pi_)PK@ol}Wgv<1>aXw7#i8eG_*Yv+T*a%`W9#%yUXa zM1x;Dqm{C@5E>jjlt=yf<%J709iwAo4U^9Dn8Q}{@+0It+R#_DZoPp>Kv(51Xb?6k;;OEt70NDVow#k+{*ydB*H4`~wLTW* zum~^|a~4tly-R9uSLZ!`oKH|tDL6P-%Tm1WwZ40sy*t^{Tfy`T6tb-sam>o(BbmcT6spe(#6c!McAx4$8sp+qb32 z#fCy9hC_`fssN(Dw@7Vl>xX!_wy^BqpA3C1*6JtR7LF;d&*!4+bn5#{ zZa5sSL1ej0$K;fhRAt{B9fB|m*fRMGS5b0bb4mLS)X71|gx#cA2pX5`_7~c9KuHY6 zVzZ&2x{2A&#F$(hD2(-0gR1=*oFC7_-E)@}W> zH08suFNK7LCP98Pa7h_nd$N1JbY=GE3*qirzfCX6g>NF~wCUl5B;bS~l=KU%L!k?C zZm|0~JX~N}$0)504Lox>dVZCwKMxk&zi_B@I=7Lc$^b_&mq+ESMw^;m3+&QCznPNp z#UBru`c(J8d-w7rk;;vAqV-^9MT%(65nX5?wllD=zLb@b!4((x zJb4ap1VoW&=5iZ_I-axgd)Mk@=*GdSIrz{6u`jHmzx%!TKKpt5XgJ!=OoQ`s?c~|2 z?A|;JVp>W}ZplU1pdY4QNcqZumkVX}ep9r#hDM5VD36#``*pOlhShOKr33KnkSe6R zEXOYCnJ*K>nHdm3+m)svyF|nnmGQteVp*AK<`Mz+$`oKpJ3QgWBR@VqTqimBr30>^ zASod5jmQRXT8EKD{I3Nvc4ZlrEw)}`f_OJ(46K>KpwALXqPYhpS-;FRvoGJu)D8F> zB9j9l`}Vj}#1brH?pXhpADh&{O|+$3UngdhgkY@9bH1 z<&+K^A2qdLrBDFBtta4P8G3osLhz63lMtx4Yo7EP!6x~u*;di1VwPtJ=~f-dR;{sD zViYO?gF1no*k zn5@5a0K!C1Pk&Amiahgoh#>0vQb(fPTj#kSS6a>ocmutSJbgQ0JL4fsCl~a(b<4;F zr!mDZU%sF_DI3Ju#j0Z%$9VYS1iosc0Gho$WsT_hT`crtyrruf0TGp)UAZm~oCrlt z=#tanr9LBe2tUH8X%eGH5&~_jJF%VsDRb+w{URXD$S|t=-i}(nksH*y- zVA{2;z=f!N7`P-LSYa9;8ck+ii1+w=H}6{I=nHWWY$lod1-WrY(YMUWW&Y_b?Cdyt zmg5ukC$RZt(Ej+xvb>>D#kkH62p09*xgCTXT&Y`DsIJ z9bW|!!-aG^>Gg>O{Vd>t+^fBuNSP}MCrzDHv2KfhtgfNKE63$M_n^>WFpE4>rUISh z*iHzVfETb4u!asOlcKQS+4H9~k|#i|=t4m`iVxjl<-)-&t9>@vlSNh3%$C*GxNA!g zq5XekcB!Edl;!o8<6~ovYmf`E`+I!p-M>YgVF&%;oWnrIGO1r-eV()W@h-Nhp+K&} zKk_sBtl4wS+qYtFGlnSsV>+Ss2pSfvZrQ#&=Z{|sNu=4bop~7^m-2bp3*k+Jf~^oH z(3TJ+g{uiS8g{QaC8tCx0UK|~%Ko_{pvPo-PJgI#2Kht|*bCYpi(0kw zKn1A#Bdz8jZMx47dM6YYU!cy_Fimx5MhR6csspN!y`@jX^EP8iD@b>`j!H>MNkemU zH$Z@oFd>pekHG7eGMM_dpH0qmuyHKpE3Jvy3ivWg6gZ2-CfJcDS9tJwGS1 z@avcJQkM>FG<8uU+r^L_A}rOTa9cH@%#9zE3p6a#(Xc$$>&kQsZsvj}wIj$OOHhvb zv>0K(&e-nq4>R)+v@kQ91fgr(0}!>w6sW*e1W8NJfdgmOw%|atp)47CEQON3vAKj zZQWY=q-k@sIQu!3S=yQUXixd<*|SJ#zl~EXX&D)v1h>J=$&M6Mi<2C$gQqHf z)3bb>xiMGNc|sMM9=Ud?XJU6g@4yB<@Br4^;-2yR`OeYNQLFYuIpbm2>V~E!$x&Ys z^KYt(iZ7oqaJXuRzi4c1)G{`n(GwCB3|$;PA6ZP85t-q#{abchcm`oSc=of6$B*g< zc9+&OI!#=2(me5szOmITt1II-^E`K^hzGjn}&b79$5&4+&q zVXrEo%y+Gx5f+70>RVk7!kSzy6iDxDY><6@sIB_JmV$djS0Q4tOY;jV6q6=8eb4pZHv%kmzZx(JemWOQ|{biWD zp#p_$f{Q&F>lX`b|M&hhL3mO8=D@Z?|JF}_v>*eRPvx~pb-+)FD*K8hZ5L9X7VL@I zojdVW^3Ye#mBmKT{D%Y>f(|9L_zkG^;XK&;5TLhML}_vy1}phaooah|P()KzHMTp` zfS;dVK`H87D9`BlI5GZ3z@1MlkaFc)m4IpoACt8n`5N4n)mUFIPO1b*N?QwnETCo9 zxC1}_I|TCsv94SaxUT*e`6;Urgd|vso0p#_wO>cw+==(&sm>YNAEdI}ov%F1UUbh~ zm^euME+OMLJt(tuH2R$OcH}bY(%QwwP%{dz6;|u(i%_FcB>1Bt6*Wt2WuUyI{^kMn6$T&7Q@K*Fvc%7!FX|z$d1vy zMRTc5mTT>UKJ1Vegt=j%?K>bJDbN*I0yD8Fq=NVJH>Yk2Hbpxbf|K=53tCM-QnNX*0z(Le*PV*qWpTtN-0T+@st;_XohYn9WBgQSA+0I-tfjz zks0TUuQuXtudmVZ{Z(AJihVeu#0_j7D((Ec2HSKF}4tbVEXSUxOzvj z60aP1D5Vqeo6RzfWDcBvIU-A!OQ!&c6}X=8*Al=PG7pj2+U@hudrlq zwO_y#=j9)XvkiQrW1)ij)oFsExvLUmT1qWh;^WV5ohBxF zZDLY(=tP7Cm0o$KHs)K#@~wI|cR+iDPN5}Ld3LiYdr&Wt z{tA~!!{yUQk)spSmz>vy*9HuJHD0}<#Kj~QIPk;JZf(7+BWp0kuLl^+GB^B|sGa+| zms{kGu7V}^RPn{_<5PXdmsH9s?bNqOYti;RM4rYvS$+G0J}!VS-u-D!Tyv9Y$RX-q zu1Z)J zy;tuQSa->TekHG{*aF|ZdR=|IfT4>H#yz_$xh*i4#)cH zjT?`D{rZLSsqA@hvVePPm$g8Z5d|if{UJuuE9M*$_Rpd~p{@)nU_dtDDeCvh8a2rQ zuNwqFO?CC7f8)%EJB~c%sn5+|mz;Ub10pFnI(+>6tQ;IfF-{JS^iQ8Yfo?1yK)KPc zpe`fxBv}PJBN7uG?ainKSa%5(43?(4^2&A_{Hu&B)vxk<3Bcj_4qtS>sivluLJ-!4 zZX5OJ$Sbotckd<=Mt_|6tL*$GR{*^v2?P*}OqdI!Pwq0<{e+sjplbYSVdlOUp z`fz&l`%A=UCt_OdiU`T5z=0}<8`N39eh-jekOHB*pn7#o3&kJLw4j-7w(8jDYwBxB>q%4Il@11C?;&;Tv1?mdP8QU3SQl?$05jG=w?Wp*q$;!ed6?ykX8>+FUZ(Oky*3|Ck3{XsoDD(Pee+ zw##&n8k|O#^yZohYNY_t`n7Hz39_dRFkSuJyU+CVE#pubQ7ed3GT(>nYUEhYdrq6{ zdvo&ny)7Jm?l-^tc@Sv^1&PF9}p2;t4CTP=z%2iX9q6(mq?afVP<(LFvg0=kwAs({T@tQdnp-m94=j>>MXq`t|lvKjRRnOB|3N*o|M zwdVP@#7Oc92xx+XWbtj(ak7@fLDSwo>o70JuwsSyv+-9x5D<&M8ik24qyehDsM zaZykuUL6#X5w2Lo@TBGBsABd3N)?#E23s7qu6yTsY`*+MKj?Uwvz26J(4|3&Sm1@+ zhc17v@AdeLO=|ghjPnY?jTow9tOnjJDygE=MKSyw7nt_X?K&js+4=m{tAZHc^+{{I zAIKkJ(4!8x4>L&XnC}PhOiE7neD#V`vJX}D&Gf@S0oIBfr>M^IX@06r-k%&18F$HjFkbLEw57z7w+v)5j>rWjf{$eP;P`atEnKR;vf>4wRHPuA^;&!AHC*+9pxU1U$l z0I;q_Cps8HBgZu>dP|&A#DFakhl8XGm#2G8D?ne?hCU$^jD*&xh3m*?E3oA7U@#U% zE2nf7-#1NH!Af<5x+2(^n*mIYA7;^>KYR88-VF^2xyt~87^r(iCDtP43(c3bL0%LL zZ!{~g?QPf3x%B|Q4mH#Uh^V%qVf3hDNd^=j1FX;TJEgA3QRj*w4^u2;mo6rQ)L%r- zAcNkVLC5J{ZQYX-r6bYA9upn88&jgaMpzO2$0zfXmkWe%D57oz@k3k~h zVEAic9H{RkQ0^`$J(8v_Q=K0YG8WW<^ycK8u98abCqdRN5>07$NPR#9p z917R!OSyK`>H}8-2ZKV-U%%GIO8MmbZThy{N5^k`sq0oycVTDMz*Z0gHvuR!>e55m z(NR~&0N70RjyDQdg@8a!%&y9UZ(~r#O4p~-(Ok}EmxlOQn(oyA(-fVsK~1y6QrNof8&{ zI{$2>p)|a5}*bz##P~8B( z`i$j7z71Z;W#+pcrnA(=1_q2;)_Zz%ja<64V$4!H(!eNAh31!dAuTN}M!L*UsKBmY z8wLj!B$h$Z^5!(aKxt0`b5>3r+9U7oY_Rsx&LZ5zHw^|QASiL=<%TDeqg5>@);1%k zYo=qPqmv+sqbFwZEf-A^^wa^~$EguW00#~81W?eD;N&$F6m2h;X0Onv(A8NpF(+B1Se&y55 z#lP?^-%^(=@S9E!RKuqb7No7EWd-3;3YFWt(5^kPK24bwkw9Z!1|BpN4192;v8@^` zFk-O9$c^BF@%5&g9czl}O4ku?F}1L;Kpl;xM|pYkfPOG8V-2tz^C8^Wv)(2OU2x;L5@CLX!U0N- z;kY%Rl9Ghz5Zk)l+(6C#IgCHF7yLp0+Yu*}q5{{s5-O~e2I diff --git a/module2/exo5/proba_estimate_python.png b/module2/exo5/proba_estimate_python.png index 77fc4b275dd8815b1ab91cd3b67b1beb93e00748..7124bb498cb0f155dad9ede93189cc75c8308042 100644 GIT binary patch literal 14417 zcmeHu1yI#}yX_wv15`w5LL0Z^sV$D+LiKks|ab-w%EGw0m7bMMTVZ)PJ>d;j8z^{lnF&pr7&Cyr7bMG)kK)LrrW2(r%; zL5K#A9D?ugw)T#~Cjnatbz3EiC$A^Jg-BARTBAbb^4;s@D812 zi||@6H~pdUrebafni`6WuqgG5SGvgH^G(bJWFLI_3ORxx4=DGYM-WegBcAY+4-EhM z!GGdNZZjk1xIC#&9fzo(prBDp{^feM?8wD1e`-F~t5@Y(TU)2Qa^j<17wc+bF2Q-f z^^!%l$0ID-)73bH7rv7bt+ceXbbfwV-CpV8G1ptHwASyEog^QXhD}%FTa+b2kmn5# z{W!lyi;LOt(`e>C@i#9TdgZ*;>$cYCyn}AHJJMhssi~zU>QC+Uoz0o-kkHWNvN9nl zY@t(KLxa+-Th9`vv89~)HI7>f;XG0?u8Tfg+}!95T-7O2micg{HOir%(r;=%g7AEN zt3lM8qwk$nGR=y&Z%V}F=+~NTERISBXDD##T*Tt4aCt<-UrF zik!WCVNWI;Y)D85@03%E#6YsDe6rHe(2#0nEnXQ-=^15Z<)35Lsd;&MQZ1%_innh+ zC!rM-=NIt8Yo&*UQ7|zxvvP5LIrYS0{vzal#_)pU`tP#^0IwJyhMF zQ?W5l?N7-qc~vv--lIoxbZ*OvC*U41$qH+$R{S*1VD0@HCwE>8q~??7>$QAA=QMf>Jyv#hd8H)TcRh2ftCu-AIxRf5w3t{} z*dRQ0N^Dzw$=M$JDNZy;t^B+gxZXJQf>h+5x_X$%&iV*mPx;s>gb3+?w9AY8BIRC@ znX=d|(%l&r9bg#kBnkKHyfs&t@3`=&SeyL>#kHHE+SWeyvt6I~23(c&To=3~{V0Zn z$FoZ3+csBb@}D$OWoi}5Q(u32&)j_8II1u&PgzaJE<`iW=#yN;b>oH)S4~>uyt2wy zHC2?A9k(*|Ds|~SwsShN^|H~|YY637BYvk}T=b7LlzC zhabN`8b-Hzozr#HT=H1>agO}#*`(wccbtpZ97IH_-Ao7W^TQWhTwIJ&6HyM)(T>B! z0#WjIb2yc1Z_-XJi}FPHP}y3Y!wl@K@{Ns-8vTmB6_fxeky2Eo9<-dUN046YbBHOh z7|5z{+p3?lHyx`F*~G-`*lODRu!0yznim#+`M z8M75E@A2{R!R4EVGD5H@Ko;*mbUbB=2EIup;#%~9T_+9JGY!F}rlIlCyksf~6V4W} zm$IE#zNPjpz2ez)5~2%~_LXVpDo9+D{LyqFGMT?#ZE3s-TWm8S*kc+qQ!#iIm5lQSGc)IwT0@rr@C#eZe)B%^BAp>bA+w6^t`pf zg{Feg!pnXayzpFCj#x0W+@eO)))7xrTmB0hcY#CYkF#@Y)yKLtilCsk^~**XKkjak^`ZB-#j8M zE#1~*QJI;R#)|f6Vdv#vdB&LbG!-_BpIZ=W32fPA_eBX)3cNv@z|XEB zOP;!7VTfH;R%KPyj!C_P4p}!anw0v=nwn{GaToH<`!wYzrrbKeT-^(IMn=ZFL3{_U zlk59c5LUH#O*=B`Zch|XZ*`@W?l{0`M&Di%Z~m?(U1^iyn9|$b3}u#&?E21q z7(t9Q8OV@xSJY#P$(W6XzxzygWJa82*G?H7eGG*J+r10zToFxXyJ=-u*|aZP)-SWd zz9iZk_B;!XfXKsD?;fb~^*uT^KF)gaVs*0c#fxG9Iy0BT+zFdg7zI%kd;0=E&duRB z9Lu{q1G^Xi77>r?5d^tKMmI~$^AZ{mT7ni97DVRYAJ!{ZGXDD8;)!U?&vzG9R8^De z>!k_H$)ea@!oV)pC3Q% zIXO9Bqvh|t6h|^rQtrvh`sq4PF%epJw*w2^pgh7ffvNGQCInClJLlEc*Du43IQ103 zHSG|#W|mq+)c|J=aN1=e%q%P@2s^QJz`C@rzOJry@aqf6jMi9vZz>aV{y!c?H5n>a zRynu=GgCX{xQ|TLyLazkMN0DW0SZVX{3Ucpy$R05#KfbdYi{e%LxYs{m;-!$?<*_6 z*K-jU7mp`Mm^c2Dv7+4<=l#?BCgWvpZY2d#LLS;~gAYb1_F@CCkTC^x-Rcx9FZ~w0T>I}mFMfbY2-e+%)}%CqbUSSFhm$mJQt?ABLTl3D8zos_`A5l zAKPw>g_f-W`b9zQ~K}^%V#ktVClr=QE|7mRtO7J>% z&SVakk4EVB#u8z(a$`IKS7a3r!(}Y=pu0hWwv)f!D?!v8@qK&56QDpn08?O$MljLu z-hF~;p~I;WAW<41+sQzW?RXRd0REXt7A2(4SMIu_J+JxSDFb$P_79B3edfh|^M{;y z76Y7yvs38*nA>57htb`4)B7$WuC~WUgWk0E!AJmTFw&Rz z06ifsFRv;o`Rb9rKK1W+%DZ?*7M43O+^ItCco9HrlA<#B=YuL&l~?We)3c|EKAZIv zKnr(IcaxBia8G~Edzy^Q?(4yGj@2=YfC=PkDBL!ul1nDz-fRc>{AUZ2*@FugFT#e# z3uPmNgX5vk0DCePs+ZLwx~mOiRDPk^K!w}UW5+Ns5Ot+2q0y8C8xMN_@nb4XMVc@~ zVWWjzc=T(Ilb<T=!Bgw-MFE3`SRr;M)>mi^L-Y(XRm5rf@3Nia4!W0 zCcdbM-=Bi>HmT6>o1f_bzT6Bx@)5Zt1@#NP)S2Ew*A45+f-IfVMX4*mwMD%xK5!gf zt_p=g$Q3c<0D^ozP6R8c;zGwQq~Tvb_1(yt9LZVclr z84ouNH%fwA{7TM6WC=4t__c@60hH~{DMR19(0l{PEfrWgSJ1-)&>}H8nXh$^0c8{F zA~QPj&q|X^?-zrH<%L>$bT)S$e0Esg>7PKQt>cDzh2aZS&b{}8vpC6a4Z0 zd*sgd{cnSVF_%VOUHAi=08S~YNl^hb`y$XOi`WNIuLkPsDYgDKjxiNrU%aG$TW_(= z$_x7K^Meb9&5^0VOX2MS&IAPqhd|Bk>gwW-air}vFSNF{=5hS}0C+N<$*xbY{=j&E z_WkzN!uDou zO^r!smJUF>r5#z|LV?Co)YXkE z(W6IsjN2Hcu%Q;BTeIB4TeG=Pwv+l=>Z=zQu+5(`gjZs^L(7?EdYXgS+d@*X${zi_Sh2vrqjX~CViLk?hHx4BfVr2RRWXdPA-xyKd$_o@ARQ3Aj`m{XGOBE*VNO-h@7ng^aU zjjPrp(;Txf;IU>pH=yPeh*=n!p-8XSS02hz?mtJ8=&G9`bAR}`j_+Hv557FEzbz)I z^DObpwBxnZ9hLlo%40$*&kml&Q@EQ|Z1shN;B0<=B3QUF-cb*8fKrCjPn&-`Mys^a zm^*JJRKuseG0T_V6Cf(7|D3=wtz5dh9g1`vfidAE$5wLo~tvO~ozQ2lK* zLs&jcjD(VQ2k#Mb`W)G;H)RkkNIrGdAQm@tA(lKylcA&tpI1@S8y`@5+mQY-;_Z0Egh1O}3;nvyhYGNi3KeN&)l zp;V=MD2Tb1q(Dm(R6S&rC&~sY3)G+!Ga+3@6Q3!GPBJ8}`bsC(Doq?K zOkVYs@nmDgG9=8e;+`d}PRqF6N^Db7JD)l~v*kEV!nzZfnI&`Qen@S6J!^bWc9ip| zXoTDCcM3&mhO#%jq-p~W;b)0nhTw=88yUR3y=e7xQp<;}ADvGjKAOMpt{X#*=r!d) z4t>x-w%Rjg&Pj;BjIm_LQa*KUVX9o}d>I=2Dn{@{@H9o`)IOQ>X<|(*RM#^iE?l_q zT<~1i)xX9OpcDu&amt+2bIn0X4;aBayVn3oLht>sxVWec;|Wmv>SzId%ODo+*s&vB z-@Cau!$o^JSVTZG?enz>seyRwv<49tE#8Gnaog?nO*L2fitu616@M)UM*%CQpBBC0 zv8ofkZ3{Lkssg-(C_9FNxHff~``v{nMAC9Q-dM`rBhJ2f^QD0D+A-Tqh~0ED7A=j1 z;)Kz2_5p=As=uX)Nt91y&zlO-&EZxobe!v$e7D)#9XZsnIm5$i>(gPoKIvR`ULl_~ z=f0A#Jww?7_MY^I`vp&%c-n|V<4{Rg1zL6rWQ}+1mD|==b<5O&Ai~b~m12Q#uG~Q} zE|3c=zr;vUr2yrzK_U?>-px9;THEmc|nwVw=Z$PjwwLX!7-~ zwiu1ztL2x`fDpoxV@;)oR`g2uiBaEvaX$mflv0-OL#>3_rb6OI@Audn>V1|2Sv1r-9b_wN|JTrKS|O7Na?tV`bbq%6>l| zZ~Pcvxl6#KAf}w~4V3@DJ5J1Pec z9t`I(4oaAAD2#Di{TS`Gsv(6PvH%e7JeyOyJVL+QRqEUY`fI)kmenW_{}}GnZnT?qeg3q-0&BHAd(>wQfeG-uB}4wcBUN-Nbn$Z=cT|+`C)r<( z$MWU-N3ysw^`)*JZs-=w=2lUhYOOarOwMBbqu@nJq8^LHtK0%4at^vfvw(&BU|Vme zeS=*_W6y^!R?Xb(nJiNm#%ODg&ykr+f=Wxd4l}7u8@@-lH}& zXgY+uF#9b}Z}Xj~5*PzqwmA@j-*|aRid9H8X;)_>dfX5%GPMI(jCahoT%H&IplL?7 zsii;jN5tY7XT==d#jE}Avp2d+UvP6GMBtC%H&k}=8?PwPN(yira9hfa#zpGk-K9{J zrh=8f>OZTz^x--8U;9ytSW>`Ez{1i}MyZRQ<&p#V5zybmYTlHQi8$t*{l)3K>TwPK$bz_mEt#b44OW0EgK~D%RCi>nR0deodH8J4K}`1bnz| zB#Ov^q%;`Wnq{!8!7DEolbt$YmvkTZo#%i42+kQ0=*(k2IbxfXegcV#$8>>(NrYsW z4&m?J`pe^EmHLXA8x{LVtGa#ACmh;Ceb~ZtsZpXd1B70jXnsE-h-a&0Ue0}>{O^^% z8+zC;*g4U$liEvqlK;&@AsL+TAApcu?k_-SI{tZ{rH?*iYc9&9e*))*7?R9n^<>Ge zXb~T`xm&1H=Y~AXrR95m$g;WkFSMAlM$Idqzxy<5t@sK2ammH_bX9YL`lfZ^JYAcY z#Xh3uQ-FRa7!AY3rlN+M9siC3SP)fI|E=!sQeMIG7Z;9rR0%w*OobWXU%saQveoN< z!(>)kjYtBmc^Q-&PyyP($k8p%jS^4M(9X~rxIBdca_|c3Y63O46C^&Bd-v`c?t)R| z1od@U^n1-wH|+4`YbL;hYL+|Ok+sl3F*1f?r2YB9GiKSaSRXQ$G*B)yi!48(({V_M zis3FxjO%?=)7>n2T2IZz z|0A~{D>pZ$bZ)`Xc6m|}_{pecA;UOuD%9200fqY(?t1`a0hkO3s#`!DZ>w&YfQH%LEh;3W4X!9VIQ`W(SkIdn9Zk`zbho1m2CqY>2e7ozmq_sqkarAM89}~) zZZ$oX9MjR3D1-W@n!-56{^(ZVD_K~Lfz~CmF-nFuww7pN%@W(x4_7qeZs5zf)k%RE zh?RQzo#}xT)qm8jHhRgf0dv*e-Hqy6JBy)}mo8tH0xw39`)Y2?!5N12*S@}Ov)#D_ zc7f`Dpr>i_O|(h$mkeW34)P2a>RmzpQmX$^eWeiB(9qZ%BK4RouQLE?t>1Cv1m0cW z4+R(CRDsx+-G7**-J9N>;yY!G@OVoMhj;a-DNM3UPl{T;fX(<%;Dxr~_#M}jSoF|V zZC*Tf7OwU(SkzD-kF||W`Bti0KKLfqg|mUfPLln2!ACF(^?X%s_2E%%;Ym|?DugUb zk$^FxkaR^b3w&`Pj;cZD4(ByZLN!TL|8x+|H(@+^akIGm20t2sHb!RVaBu;hZxJd2JB&HR+XMIYYWi@1 zgHAoL!0ueb2$&kWinQ7B3V?zfMC}CUf%su&V*24n&DUH8xSCm1bO7brdFb7i-@!W5 zzzI0I6bUjPXHX-!W&AnYr^JCO_Vju4hC91*r=+f>g^#0rImj4%2O5z7=-$k~zdn`Z zvNrz&`s zG0y~BFSIcld@J&yWyt&YVQ<(=evXcgh7s*Q^6-@Rk~IN?nb!n@Y+*m*&lj#`Ui^cidTCl5ieb%^ZFr}iM_+O| zJk67i42|}*Q&z<5R}@uL5@F<09B^Io2bhMMN4|Z#4c<)0EpZ76<0?-g99YUu8d7Pa zt`z{msNW;TetOIlHVGz?`z9u7?h9}9Caa$94@yxo%dXf=LmBo6^AaggcQA>ex@pPL z&h_Y8GvnfJv#DjZuP=;@S@NeST~*Vz^6GbrcZNqt#dd&nc^@ zgaGa4hKqo3xvEugFI`d`IsQeb)IJp`V5kzH76j*kb<7UmuLGXZpoH~x$Cw>ZuKV2z zoWOdu0wJ_FsBEQlT7~M^??KK?ol;c=;g$CQ;j!6zqEJ9z3SzAXtB6pyPTU)IFpik= z0uv|~C8&ZLx?nLYPT;Ov#;WNVgINaMro(_+p?Sr|6V$K*A&QP>yudT}xh^#YrF8nh z*p|AyY}@CtOW53AYJs|&7{aDD-RCe6(l8dM>VN5R#nE|fY@*CLsO(c9Vzq&*fEPSE zX1ztNr2~+C%X~HK`Q3xin!>M}g+s}kSQGt0rpRGD`Rh~vz}jrL($v%xD$+$ejZ+fV zYeheZN0~SZ(XC8j?vM&Ezh#^PkdK87Pszx*5`!m6)~!H`)h97;*2|acl3{CF`6eN% zS=y-}!|S3$H_X^5RSpEL@oZO4zk7Q+4#apK_iaZV%dZDPIGP5tl%zjZBA7i}db~Ax zg;bFjSGc(DN8NBxjS+F<0S#ehyc)Kq6p_E{tps_rCdxoPIzFD3l5!V#=cA;g zYCzJ1OKQ)e2PVP(@OvB{pgpTWMa}ovb&podhn!A>OcH^%Xt(5U!N0P&R>u-E39f)- zVC5&x&=e?{VebQ}Z1V?)`zKJ3&_M$&sB6;)R~E6UN-S`Wim3Vo1u6les{!1#yu2Zr zychNjYSd7~gJ}UzCd$H6Tbd0qNzG@j4CL{1{_4RZ5Cif|JK5n{oIKDt)`J=iWU>;N zd{Whf;eTj%0O#alS=!iQ14n0nxr-YPbpXD9e?}@!*G?S}!n* z?u%rYF9tF;zXxyWAGZ^1g+5 zq^S7N?~|&(7eXNp(1#C1IA$)cwn#9~!O3PVyb{$y8bsX^@2Q%REe6oB6kPEz+_&cP40}M*+=S+4sJ1aM5 zlXYt$pF8eyLBy<}%VuL|zm7?g^zV>SQW~E= zeYz1Q#zr+gx3NBjOe*hc3jOEhM~Ok{OR9E3&^G&Dl=^rmy{oO-V!*C<(8c$J`C!$v za1l3WppX%fZ!d(2kX1`?5DsL6j*c2QSLgd?%s`~pxRzum38D%RVz*aak=xW@Bny`X z7xY>(;4W)^8WA&~h3;!=hC?yL!s0<{Rs+P@KSE35eU?KvBW8P)1ypCnLi4^naMrs4 z4@bps8HkT zq2!dqz}FXtp-L|oRubd@EGXOB=AqT%;+=p=2)zzab5p?9w*rL-r7hNqV9&4zN8C~Nzi^4@b4u`ecRbCP6FJa>R%qpbXbWd9%TFd z1Y)Ak2Vn@+cnA%oWbA_$>UTo*Us!qvJn72d3)0Qy(%qdc-Y1O|kg2J#W-4Bj_vWQ@ z*P9{*l+ZU6FcQZ3Di;LC;{!$7P#bOeD$djy440^N{<2b%Xt?yO|d}`$`YaP6u+VSys0uKqX zBR`RwC$DG~?16yNK6tmq67Xpo%NjY4yrg7hm(69kP)JqQ0}03-)ELAhQ)Y%9xlcgA zsyS569{wnK8+c2DMGv(_*+cLu_%)1i)ldXSMm~-9*l~)n8GtUtEG*ndp)c$1Uh(cR zu&a*swY*QeuG!SmIye>{K2Grf4662RwdQ`D5RRNIJHbMbp=75{J%k=xW@b^o^1;X7 zpBD~6q}G1Az3z%`+4_5%{hm~1hvAwSU`xAjk*=!Sz>tAEF$szusE~JqP$=fS2C}70 zkn`&76b7i=q~YO5KWb{EgV1+X9OEea)x#nztV0)g2l6)rGt~|ais#|C1AWdjnf)RV z<0ja&kQSP)<*AWe9q6K>+e4(9(6~fEp@XYThuH|4$8N>gTSiddCZX4^nNN(5Ps2s2 zYHLR-R9aLLIwrpGA(2PXi26FRU^L%bT(VF@O<09!ck%ETKFna!&#k5wQ9F{lrp@aH zV772TNkKTVfxWabIR-Pe+?_=`i@NOz8!a9k=xCQ~sK9H{uZ==k&?*U}%J;z(@5d=( zW?tBntv9y>9%twfCSc-scQdU_K8eVK-)Au6SE+-=Twkdg^h@*KImeD3T?XSC8^He{ zG-(08OdS?oe>OZaf|@c=JhchVUMI~F^ZqgofNtd|2A9GTnE~)Zoq>f4j~^$%fx8CW z*xg=Ixqm;-qGF?ldeNkR#DNP!O!eWzPoS$};Y7iPjYPgi*I)?-_9+(84Ih|U?I8az zU%4W?yR%lA4?R!#ch&v@(^)XM_|x7{4HQ~@4dx48$UW35K}<{>lqPC*1HOdoGXWF= zOlxNV?Tuxi=wSfN?Y9DfJphKSgElY;yDL)2g!i&B_Vfb9-FW7ZC-ur;(O@7%q zzBsT}!^9k*3xLv-J!hZiRdu32oD+K{xzEQ@Bk}(UAGEQ{aG2?xfy>8A_s;I2?{6@6a++Qlq{%d6D4CyP*JkvoEk+%k)Q+-BIOF zi@9-C1BIgWL7^x{sQ1Aq=(d3|c-iA1kI|xrKc3Y0pTm0^+Z(qWP$;^)$X|+d*)((b zP~7pFo};FXiKEM1`v<6pcO7l5Y#go3@11mhVDDgVV}0_1ps=9uxszs&jtC{|u%ka{0 z7zOXnT|w@)|A||o+_R_V;;^UYCqFt}ze8+e_N6N=IMQ;#cJ}RJ zRdaK5{}(URyK@azdyIq8@+okq6BxxPew8m&X)X*^uBOTE*0=3EeoRSwTuhm2-yf}S z1a6BO*Znc*&?46FzO3i%y!u{t%II@>p<EUd1rtu0|Y;u8`Q@^~#HJ^kjjYfs7VTP8a``tBzdJ-l72 zpSuswfzJLLa7&q1KE4|V43nF6+IRzuyl4b9D6v%UGpD+G~KtSt=V zgV-dWl?A-Y6GIi*3>$v=@`b{fo15D|AV90X=%MAH>DJ2Bw{PE;WMw=z@+6$5li^+z zTJ?S~oLP3SbRP}8C~DSv(oHJXUD~-MLASY$fAVLz!^$^t_i_CzYnj>E${86MtE9?p z{d*5l%4%xeN#RJ5(Fb5oTg6J^PpEz_+DzU*Er>bu>zUEQSaLvRD%*7BeXoru~J zL;>13&!zhK_x$(@jdvGqtZOo1ilbulXnatpOAi8I?!q&(vW~A-7~*wbzkV&@zG9XX zx2?Z?#eLkloRNjae6?jG<`8V_JK^8HDKauLW>i#Ew6#18P~TpgE5wn#YwOK-S`EL{ z)$yG@i&0lsr@c8?8jPYwRyE7Gtejw=&2(ld^ng&b01j(!Y$ilmjf$OZxCZ1Acz?>{(vTl{9RXr(2Dlr>AFY1ze#u?y=^*y@ydg4p(6X^cCB1{QB-( z?(~IG_l$^$W@KcfMSoGwvqNlr7`Uoeb-^6?jSbgA3!-ATp+`>9!~SEojeZ>7dNedN z{x4s4u(=E*Y|odgd2O$)+EoAW=XYGFT;DgloFBKVJW2>&m(5L2Z>?M(${HKHkG2`o zk1+Bs9r9dOA+J^Mj0;(G=f)VijWaqe3>gSu3tIE;ep(^w8tpydGS!|k-J72V3zYcY z_`1qFF_jQen7KjM(Lf4^N<;jQ(b3gTO|@O0puU<to>gjE8FnuGuAjz`{S$c2-kN zM_=&9-n6pH7PB5mzxMK2{p7Ow&(;KFBkSM|bJmAE)GFOq+tJb`%g?W= zsu~pQy=9&Qz!vAdmEpbJKfF~;ULce37eqvyx(!^Wl7eO04+>SpcXn!F+BX(QR~K;P z+pyh9n?jWa12;x9O_d1SD3LeLQ^R4R@wMaZ zhm{a+rOr|ZQ%rj@CR7wh^28A2H{cdz50lo4%V6fYF>p@J_4z?=4AuTaT7c(;_r4r} zosS85BV?3Ie_G+mn0L^3ADE;X@q4ZDa@Y#j_hh@}iKgASIL}_4kfr5ir;T5C3(Y%t z?(BSheR^x9Lya3F=`!CrRv$`Ll$Mre2}m7e`K_fT0ybQ+^&n*(KObLMbo4Cl1QXLF z9WEp+ENslE4L)qwHS$Wa%q>lAUJl@pHEf6w($&#<1M9TVeRbNWq4AOk6mB14l-od` zu<4DY=!VJVjO+qsfl+K`B*Ck0`y#B+$vB*MOut2JmN6m7eRs9ncOuqh$StUag`S?? zv9xbybzd}LbkVHgjeuOW&cYZ`F_^%R*EDVq%L^m1_D)jOwDGNQl(<7GEFtO2#k%7X zK%=?wl+l!Cc{ZJ zm|c3MS#sfL*KM2C;L7D@NeTy8^x9flV>o?n?G(W9?cm-tH4e8*L$*t{BiU5FZj&*S zbXia;)16f10W5k_%=b#uV&wCpThSV<<4`Dt#>cL zed6ZgN>_`MAzh3fnJrQFs-_#{Oi4+xAZCUi;*iNkYNm8i_Y6|0p3xpZw&K7*eH9;_ z^t*00rx>zHyKC*;yBDct%F4<~al^3K3JSFB?CkuXn?*5wpRXo+=NMLE7vS~AOnQzk zQaF%G!pN@^Ev6qky-;?l8W+c}M*+lBB??xHo!$G1mN>lgT;EjLOzuG^%%l|MN#LpN zYx9Fy2L($m$4EG}84%13=MNbLXH$#4@SBC(ftTPX+z1J*7{etU}hb22mezI^_C7^UWGh(70yaQ6S- zc={7-nxJ5bX%xZ)C(w&g z*p7b-kCJlxVA33&A#l6Mtj33eRl+eH7@K7b8PL|UufRMCZTZG|ejwvP!y9wt=Q3XI zr*#pcRRTmyP%rN?U~mVNEh21os3vE)xv#xs63TTV)de0WR^xDk?lU>l?I|xWT)5!a zAW-~scYWAq>>JDhtFGRj8dw|Slau_XPoKUcb^7#`<6>6nPI3IXCGwk_n{e__E^}b~ z-(9tQPmxbrjwAo{=g)m5 ztN`R3c0;-7!@dHE7EN{a1b_bnj&KxS!K!*JHZJ4k@vzpX0s)Qmfh2U9$ksoUOM(Zh?ojhlTkM@Nd@M=Qa-$!+vNr2 z7VWV%8^4IQ>^dVRw&o}M2s<`Dj{f@3M^DrpA0J=!ZgdE2U^bRF_)Mn_M6jnvPkMVc ze`~V^H_y@1*x1>Xa~rluS-jW2KbYeigsSy}rIw!KtiJd&ZUKL=@!Fm%_J2-YC1Kcq z;1100p%a(l5#;ew1wQNM=Ef@JnkU7sR>>|o(E9Hkz==xx+*2OfSZpQ&7QeoKS|#mn z>(d|O_W=T{sHCK6XlQsD)!5L`L3?rF=8OysRPI#EoO1(nQrQK&zd8eHb~RtGQy0hH zf1>?|8<(iNBBM+h&xJ7j&UE$Z{$hN4M@QlP`Xh|Tj#<<`p$SQDOS;Z4E`AHxMo9Aa zPkxpkAMY(23sKsM@WHK@4^M5);3N9y4vlNV8ZofH?tQO~L~4fHA&?f}Juj zpzkz4a4SShPmek8hYNXky*lijgRkA)?3If?om>I{Z~SGDu= z3kJ)b%edTAuz`%e)<}r|mM3Ls)>sG0K3XfWBHqhY=9GQgB zbhP8on{z$yuRskv5M=~A4VrWQQ>Wxwq}QV*oM+Q_x7V`(-A<*mLj$__Ld&^z$B!C7rgmBqA zI24+;u&YFgVgLuXb{B9)GcvH}qNF{XTQ^|kA3c72`%~Nvfu*G-*0GZB&;Jho;B2&Q zS@4Cs>_jQgxxdH3OHk0CJlP{~>%&#+;@hCrY(ev}`t@{hCkrY~EiN}Z``mAcO-W8Z z1Aq>kW_A6l<1CK%Z-_)bg0}cKnEicKrO#%Gi~O!)2VbIkat$O)2j}C7RRF8;+8;;Z zWo*%vQgD6kXWJFfK|s9Ff{y)jA7GLhTJnhSRNi0re(Q7g+fs?-K9ry zL)WH++iWmefr&N)ks|8C1AnN9=)1LhFzr9vlF(jTj^v&4`7$LV+-@OsafKf1*1Oxo z`*SV&0XmzPZ4rD{Nitjp)bnqsAIL%;v9;clHu}!s{s3Oa5RqJ9&vqF4wGMAb5%@CR06-}?TUQ<>X&k|fC z^y?v zk53UMU9RCXz}<8=-l%m40LBtjTSO5hj{*{O$IJN^IL+t)K#J;2!MY3-Jg4&~>Le)y zY7AF-fh3U2t@I`x5CRnHS6qSY(%Aa?dZ<1+NX=WFX3WDupT&LF>;#m(0Vr4}gzr76 zB5heBb9(LCHE6CQ0RD-HI-_y-ZUQG~?Y)l-DAdS)nt$R!n)BOZp=wQ8HuE#4r17)%^7vgQz|Q zOwK*6ZWXk?#9D5Hl4ifC$*sH-c%>R~%9B1K6G67-F!+$8D@|(~qqjbJ*bk#c`Cxbs z$neI~Dnklf?{gH|FuIE8cx5pQu=o0H=bYklHK1&^J#B_Eor7P9mY8~Yk5Wb*HH@g4 zqDN8eoSdhQXfH3Mbz-@Ug3mJSXqf+hYGPj}fc1eARjFg%4A7brSz<}zixXcfZAtHo z-dOH=tLjPGjYG@g*A~(kw!7`KE#lNuiWP5H+h;6Cq-8CkWvx;i$rJ_4o^{V0= zmShN&jW0%{Phcs7G#lLXFKpc-d#5;0d7k5n@!VmhINR>^LysP9VcSiuj&5OaYhN6o zC&=F#5vB@eEUBg>s7aVy=Fksm7`Mo)=ErwuL6b&16VrKTGLMDg@ZFRNf5q??-IT+1eV&5z3h@&j@cK4j%;0^VUMqF>E(_fxGApG&s_nyTE z0WzESi`{oN2urS+8H2uCl-Pb#zrF4Bs<)O)piM2oSMk081!rwaU$tDf-mQ#M3A@bj za33W_xx15}OC&je=%uGG?+_+fjaaim`WLey@qjC2x?8Gf)DnGo- zoml6Z{>fhxDrD((7xSKQ0~&OVIHwim$hUBQwA<2suvl(D8`KTzZEnI9KMO(-8#E`H ztviV7@#eO*dbRiNQBamPml3VzN`JA9E|3rE*pD`hZR*Ywqu*wnyb{= zjnwT*RY?00duMP&gwZr7Bt6}c3XR%$F-+#ENW)s^Zp ztWNgc4SLGT8}aDzbT0i$6$jl#7;lrmY-`>S<_Rn6E-#Gt@lp4$G$<5vIFbd}dr%Yv z+Cb3rL&8EslR)Cv2I)!1+1a^uCoRrfVq_7SumOjbsnu?yZlLbRQzpt>IrW!H3_=#q z@?E$v@@~GKpCxT4p)Zth;@MG`K<&tQ2k}475^9MohFdhQhtjG7G#zA(oWi@R7N6}i z@(4^!l2X}PQcDMl=;EJcy^#!MTtGc*0?GtJOkl;$bohA25 z3lP0y9KgxZQdj?u)5l`@rg|=FY2)B9`{_oNMLkm{<-1p-_>L{l%4ht4k&o_Im5JoLM^JPi{Y+0=aP#o&3*hD9 z$t)@9X%mJXG!?ux1CO~vr{?-UJ!ap!Zs;|7dY-wxa|fZv_r%2$f9DSW)`r}*;fn== zR5x_9Qn?f3(#8QvO5V$pE#0!DMY}vRC|vl<3pq+E;+{oD~odFpInd zw#Dw&YL-Lwb#}L_bTS+9h@l5YshA_;@2kk`Wup`|fIcb&vZlbteA3beN^j1o14-gh zetQzb3OaR2Xz1<&b*wC|${UfRz>O;}bDa8NByH7}_!R70`VW&pty^0`{tNiAtrVrPBkY`CJ))_IJmm5ETOm_#n7=6og0+oY-AQ9@U*=1Fb+!NqK9i_(oVV8V!R_dC(R{b%@KnepY!RJs|K z=_OP&C0T{aR`nLJw0Z1%@sn3E8jIhP$}GQ_JeZunG`>dUU__ggdZ%ScYB|N^%nq=* z?=(?vDvy-3+z76|6%QXIoc+V+G%%pa0E@V`*$C&aoge15hj+45W)4md2x9V$`Vyw2 zGEyGJKa+hG1IAM=>>_UgDJ)f zWtF0ZDpXp!#T`Vp%(CXL^c6vg!5B+UeZmBVS=8_U1$EtoR@T|$b=2mk)m;J`mBtKm zjnCGtR<`G3a_4Unor)4UPw#l;Ho$kK94A|!ED~u(qL(@hF<7Y&!F|OCD)jrRv;&R> z&n8WMa*wt5NS`luDJyF!+(xN#bZNRAQl`by1lVF+4voq9T-GE6#=|VbjADE}itx)9 zEuyVGG;_A~MZEOXc6pM@b*whDwoLp|4{Zup)9kr)9fC{Ip#$`SDK3^CU4L5xFd$LB z%9r-A6tvu#+^BIi;*aoJuxtJmbNVmq!3;VSwrz>m{&e^PKz}Om-rdq{#(~R5%r{ko zW-`mPCDwiM3)At8-(e+a%u4LX6;)!TZi$#ScOr?VJ2fa;HVLh#PoEYx50}^_DS!;F zo}@74ODEHsuAa1#WwfgZ9;Wqw%8l`c9Kt?2_Ux&Sv@FObfQwU>TROoChK;EGILvV% z|NlrS$l10UC{fo;Ri;7mP+!kd-GPh~)UusmIu4n07zx*3@fC&(y>E;V%D1#+?*+~{ z*sH7Vv$j|MvQz%j`M~Cg=Z#1o_=kn-{$iI`^v1!a;pL&9QWa(eSk_Xnn>rp8_) zLZcf77HlUdsW&6&k3b0tb|}@S2o4mMGnTziTAAtqpB?6_nu1XxT( zjY1%B!pO$PcD}33X(m6rFS4ZM66v+=KdPog{@c2wpo1?jKDzq5CaHi9Kr#9^F(79< zIW28}lTp5jO3X3}1X+?gc&cp>%(%EZKX^N&!1lZRH3fy~y5lxs zTyTTZVJ%`o^PXsq$*QfD7ci{Q^W9H(XuN}Z1oA&bZQZjME?C*S`~LS?vJ;gSmjsQM zJ>uci=Z+qer9u*tNR$0fQrjJBIF(&8^|iVAO~ZIQ#5{J5S7zSsXLr4f7;#B36{NX3W@)%cB>4p*c4}5`nIh0p zy1QQzR=+SAnSoY>#FXwC8?T1O?OX*)Mw(lhc_L^~wx_a4Uoe74C5r0>{^Mw7W~L+9 zM*L{BHsX##jscNq5lQ%jq3$DCYN9}k5swM^7T7P6``Ik+!0)?r_yPn7FOVS<)Rb#b z-iZ7SU=ax*j0$sjt-KbldrQN>^A?C#Xhejmn9Y#YK3dlM?(6dp;f(V7Zf0Oc);mtM zf6@0`{K6w5(jlu_9fZ(=(qFX)RlwdNCnYC;uJ#(La7zVKVq$YL?jp!XBBvDs&V%!v z3f}G$ZNECOFjPRBZh~}|^^n)Pf#%JdcMLt|(94kW+L&y`Gk`-vX^7Z>3L$O~e+Urv zq-9@ky+RiWL9HmrTJ;`1di1SnoL5(YSzGPc*x1J8ud)LOrhHqO?d^aZW-~+*35`+c zhRoh^XJt0pidpv zVa9_0H}UwO;CUFq#5aEY%Kpn+PPN&$@|D5QwH%yS-c$z1zX<|WJI2?8+0i-J!VAID zYkJ1vJ@+A_Nz}Ld!suk3W|a0OGSVD&oQbClhmkLD>3rEtBV?7R>bw_U8ohme`Z}wz zs{v8V(9jyfc5a*F5ma>mZx6xH##FOXNBF#Z4!l@;xlv?mzI*}kV0LyqfxADre}7}r z@n@?XlJkOyhPc9xEoda;?wDZi~^ZB~}_)Wnij1EjL}Xgn@@3NlQj1ru{2t zB_y!AhHfe0Uf4p5@U6AEEVv^PkV|Ogj?hm`QHt1twNeJDJqxgFStXsb^#z%b@k0)7 z1w=qgh((1Y13$fNQ@Q#E2Eg;8TU!Nun#|l>5c!mATp<9l0s)^k{Jz?p!Yfv=1Qa2u z3Dzkw@!G-4jUO+O5L}VstYDvIG2HaJ$GM~S2=QNa3{AX+wgZlc<*RUxI%=k zSF<_)y)M6QZl^yZ|H^tb*?`H=H37NB^`X33U_2rN!m;DC7$D$QZ9d!cUQt!`4P0%U zjF%%~=RtajB)*d6ZAWwIb7EqmBY;_!&2SZ>+rru@1kf#nG%wVtt%-LwloJtQVS9Fk zzU~8vg8ZmD78?bcGsI3a;4-G#u5)PLzn={8hACaPsEanaF9pkPK)PVD`gqBNe?X2G z;()>erK&@2D1bI5(a5Q%*d`7E0qBT_Wb3ML@ea5QdqGDUWnHytV&K?zjTLPXhJ-+7 zXRR<5xfUHcw=W{WL?m8>#Ev0MSr18HG&=nEj4&7ns6(v>_5vPUSVY9+u#T2iaU*scb%rz&1bM3u_AqZb4cK@uAJ2E5!{$S543cyUZ{v1nO@9L~#3)7TPL#*U1KKx2 zKJyL$r-^mx_%TbHv^*X(vMxhb<{jiW@*&_zKC#7^URKuUINezfNQO2$ zZsbdV0#V1s%e!quwOo5p=q=jT#v$=w5p2hNHyfjTMIzriX6b*S^ciAj`dj6@`O&>e-A zx*`q}%HU*wkNY&k*9y9l3j9_D+*kAAs>(=F^AK?e4dWztGjW2(0W_<8T)-1p>3*|@ z|EfV5uU?{`tLZ)9y*-y8`2M5RT8}Zw$czr9A_vhR)Ez%)#mSS%Muy(q16EsuEG&ln zn_;WI5K9E=nyC(okUQKJ*41cKEgioPiuD@c;4TMLA&@T*u!bfB5Kg7Ov(|vg?*vnN z_XksTD+FbB38fG>L(0L-qy6kRJv}Sn&L_d*gneVNG*)jhSXPJx@=(VgqY}qUh9Lu z^VW16f*ANwtYF12d9ctjA&LuBPz$yQmpKRyNWck6MsMm$PBy(ugLv1saeL$o3iRjC zpMOFnph@3;%4FE;LqTC==2V7G2qq$Z&^uCN4_YkKORvb)uj~d zVCuPL(|lhD1Z2Dj={*Y21SeC4Dn)VwnS)P2fC$_(rPN{40v<>}tTQA{fuyI6>jK(J z>_-1gY?G_D=R05n6u2#$AP9{75K@xoFn!gy>fDMY#S{qg0(QCsY8N8uP3QiH6a+mm z{Gha^z_S_C0ES>nO0gpxTyoE08*vfxJ%ymjP_)txp`Jct~y{4tsj~4M4qh zmemKKV3xsXRu>5zmJlz7m~c15$dM2l0$T1{Q)%H55ou85MCQd&N-QX|`w$Dh2y5T~ zD;Yv$RzTX=&g%fRfSAXvV(S>7b`V;A%dz|Odfnvm=A`5NK<^*yQa$974kuTY(DJyqE z;T*%wF1k7nxlLxkG90-C^qkZJXCgv?cy6Gy12?}q)4f0D_HT<6QVE!lPVlDV=PbLj z+mJXs+}te4t`dnvU?Ml+kqXY!xDDBSbW3Dh93Gy#k%t1i9L!=ow(5>NG6BXoX~cn& z+6Gx<$YT=j?q#vAKVHN?gaSZnv8UfTd+k}zadrl+UlOVKS;&=^9q zF#{0)M^yiNV?tRhA8G^CA5j*strc|$>LQQu$g6p|LaxGbDkVZuV(rinl8J-|14s^& z&3a0(zx4fkFX zXk8k>74mokMgy{jGUOeHz!TyckPEIt9BU*a3|VyPabe)+o&XpwNQ54V{6e~WzkXDB zGPFHNRtX6qKs;~+S3D0;k@NH*(=?(YfI{pDA*f3S;zUduTP^XGsYnV1`36kuRd|#^ z6WV_9hGtYAEydx>q4Z2lX|NcO=oHd`BE&;-zT^r_{pttKOEyDNNRE1|Ud=mkeHdp1 z$f<$2)EFds+;3Bz16qYD@}!7h*-uXB4lhq}G|pz1c1L&#JRRYY-az5=$`~GZ`M0E-?VqM<_Wx#b cW`ax=Y@rZ$WbSk-lr|LRn(EbD`8$vQ8(UBFF#rGn -- 2.18.1