From d08037ebd94f2f78b791acaa241ba57483da7e13 Mon Sep 17 00:00:00 2001 From: Laurent Perrinet Date: Thu, 9 Jun 2022 21:49:34 +0200 Subject: [PATCH] results notebook --- ...6-08_prediction_transfert-des-voix_bce.png | Bin 38968 -> 38956 bytes ...06-08_prediction_transfert-des-voix_kl.png | Bin 38975 -> 38987 bytes ...06-08_prediction_transfert-des-voix_l1.png | Bin 39075 -> 39121 bytes 2022-06-08_transfert-des-voix.ipynb | 1556 +++++++++++++---- 2022-06-08_transfert-des-voix.png | Bin 31202 -> 28784 bytes 2022-06-08_transfert-des-voix_tendances.png | Bin 29495 -> 44532 bytes README.md | 6 +- 7 files changed, 1197 insertions(+), 365 deletions(-) diff --git a/2022-06-08_prediction_transfert-des-voix_bce.png b/2022-06-08_prediction_transfert-des-voix_bce.png index 7e762a5b67ad05990af5f311e28bdd78e5022e1b..cd3a761ec76752677be613e80238d8cdd393d4be 100644 GIT binary patch literal 38956 zcma(2Wn5I>7d{Nrh?IbIeI*qnhEyq06p`*OM?e@D+M$saDG}*1Xkfs*7ADy{KopUxAELTZD{2imn}}pn>E#qGR{|? z8IxT9^I<$Z@*%j$T5d5Ft zbw~|W{(T-iU^MvOF$z*cok#zU@m)7iX8dal?qc!$46zS^6hvWf>&c?h z^y47HagdqgA3QvoJuG8CStL7IBnJ>obcvClu9iHJbcns%$pU47gOik4prR1ebM(GR zBe5}|stIgu!uHat9hQ?=v2_bN@WroXdmfb*%mS5oS5xjCkQ)nG2LA%qo;;8JLp@8L z^}Ou-W13dU{$g64@?y2X24^3df)(cQRj#8Gi zVVxe>b}WRh%>>p@@THo+O)E%WO#-T+rSp=XB=o9r{~e+inv z7Rdc%bX)9|gQIu`Q_XZ9=}q!|$c7ZCKd5bwiG}dSLMUH7`;WPe#q$fqJ``df2PtS{ zkwmjp=`OX$Lds$xv@FmRHmDIR)QTL>GjK~;c9jP@Ko1>|M5V#iP6w_w^io4m8W7YM8B_qL7Zho@(^RZH z--}8UGLHy@*wC^bxGr8d$>pRa<#d8OJ6FM+rcy_yLskKLFekPdDW#$LV zzTex{VV3;}h0*P{$ZS`+G44FmJXYar8V?nE*C0dqsZHpEVa1kf9Ygm1t1CLsW9tcg zuKCc{k-nfjBSuUFnZvgFF!i*{4T^ zanx4Sx5ZH$WM{J95l<@?s@ojevCc?{y*|bp!#|6yCizY6Y!)^7Wf0Of(?(mD%l==G zUh|D@hbE5iv{u+in@h{EKvANc?&S9UFc;y_@{N6~Y_b7DQ9=(lC0rCLZ5};s*REK* z)HitE#(rPPqJHWJOI2#Mj8W92S`De2t6LUpTjlyoDb#F;uztd_=s?%2khaHdN8y&` zwA;C)UWD7=A^Zh5t8Q)M{LS666heApAtGhfwEUa6tJ_#C8Af(?VK?v#FLZ#W&7lp^ zR^P^EQ9Di>3kh>#N9 z9dP|j!^N$2ANcioS@nKtv^$;n6(2BDW*hevxaQ9O_;X&2KjxMVe+45lwXdMyJB-_U`w|* zU7S)abp?kH&!4nRjF40+Ij)u}9$`5eL`&AAz-v3B-}WW^)PeMr!?bf~C&4CnAaARg zJ|UrW_%?~6*0d|mrnQyNIWwa4zZHJxnOjrXUuN@TVy~=U#fG~Ohpok{PcfAr9cuYq ze6CAcAHZCcbU7a!&6(K{4of(mdSN>AT(&|do8;<(19r|{N^`W1Vufr^>+*6vu^1D7 z!RFQ>^rFLejiYnt+`nwO#$PW_nvB(7q19FjuOGEyg2*j~LJHsI_&}wpYmp71~-e*^c&^!B=rQk67vk_57(wmZ^N6iOXQ)qr4Ed0sTp)|51JH5gs2~*FT z6rXw)v`xQ>)3)etrkZNbvHL-SJ-(&P`rBjyR~cVE#+3HvRO9KHsVi0AK9kz163uPW z%Ft5>l5&6j(S?;y7=17yzOk*ofkLCsuLqRXz%tyI37l@w); z=xK_&q8U0WQU+yVANv!<0(Cl96K;Z)iD-PEWS?w!eX-SoHcWr4=totGN~0Gd3%deNdz#-H`!5Z$C>Bi)?Hv*>qnfht=kqc zflVtf|9cw;i`I}LGgej;Rq~eZH#-gFJe=XiA^tw$JPefkb75vT$uc&>B00?>$&FJ? zC0f%t4xDE+{_21CkB|59jHUW;vbUJc?Q7~cgUOCwz1cIK@H8iEBpfn@O^)yBwVJ|$ zV-~)mMLP_OWUj_fuuT#Aw39(A!_MuOM8zkL8i6q)N-^iu#%j&dM;yh8kOB~9UIG?V z*JpbRc`$)73uQOhnU6<#Z*jgms#;PE761f6({FmFE(UV`uBMgYQsB-HFU%xHAtsY8 zATGh7Y~%9v$(hE+L1Srm>Bg=F9R&rTdU`#Ox;KX07Q&;BHJ{9(v)pR9<>VCFqC4$z z3pMSAl>|%6a?An>O2W%uNuAajWA;}|xp&kRUmS3@Q9 zy&BOvhHt-cqKfe%7Z=&DH{kx%JG|lxES^bfW=4f<6X!p;%9p%p6Iu(r=l-MZ2>hW$ ze8w7k!#p>swSgrbHt552hiX!fF}J&_0H**CoG)Dua@ckEH%!UJ@cG_?rRFx2l*k+L zTX8vAc0^YL|QC=yN8izt^Hu1USn@gBuP1yn=}|Csy|_ z@ZYzhZY`C!@U=+I<(~DwCic*`?y0S%5@pGrJaS@isUcvpJE?Aa0JmgTh#(WC;VM-> zMpj`01K1F@%P(MC32KdAgfC^`w}XzUjXy@b*<(u0^=i$_aM9VV8b1hD36$!>BJX*h zn_o}7HpXI*IKEp|meyT+Pv+0XC}xAT?U&GDLW0Pf%drIlSyX)ZX|*Ylv*m`BH-nPn zmRUE{GUULNOAt=6{j0Pj*M-l?8_ek;gscggpeA>7`k6 znr)dN=cvJ?)ZS%w3fcJz5g?!R@TS}`5+_4YApJdFGWPsV+qrijO~PVVc5WOHR{YE{ zcKyqmzu_GAc2Ef4*R%JjxDSttpdHJP+9!YE3L27je=X>Gr;u1TCW)u`a&En0FKtwP z)}L$YzqPF7mW=w6_teP{J7Koc&XRN{$&6{JnonRKs$()gzcYV^sh=zLZBpEG$NGEc zl1{`EM?Ot%^{o^AMyuQJaTArs)TUd9%*XLLFBH6)+t{;0uils?&0H?4<~G_r(woKN znuNHBWx4zVC-9~mUqcu#;JzY*V|eJFIVm%$xh}g4vSgaWT9HdkO3^v5<-W?__;c)? ze*IVQeZUdvq&FE{Ih{;96){@t%mS@QcgYX%Saw*A)t72r3)!({2J_HZ2(jBTF++0< z>}!tx;At(oH?#U>M)e`ttlD&g!EE7T1DmViAWWdP(xyzL1|1ZhNsuqi*iSJ?CL@mW z(mJ{;`x$QO9#edRo49J+uI**7kdvF%*n*w-sEku?8$`uypik{89Ep%bxfXEkF3So| z=2>f&U+O`Fo$GHu3UFgC;!8?(##IAGi}rBSb?NUCo=#)cEn?Q()n-ahX0kO!lstzc zP9!b*w`vWO+t-Q6=lqn&wIFI$^JwF@%j`C8!y?=S%l50BDqFdvlgp^bxv}h5-D4rE zXBoKC+kzPgrS?KEQ{h@}Qtu47qXS;pKvwH5DznOyZ7bCy>`w>u2E%$J4A{7qm95~y!Ih8j7a zpJnan*1_SIrLN+zGHH|r)!Aen>pSbN>H(Kma`l)^xsWz}Ni%WlhIxm!Wdfx$Wt9AXxW4D5ilxW*oH z;AF?5->&rXJ){gCV z8q=aO32R%c4@d7^Y`V)X1v$8~LAlyAfA4G0I!t9xDBP->`b&$+MNf-`xzG~u#zAt; zV1)(;@~|xr=m5#=+BkO|?&Nj}oDR9+Z)(^AbI0y7w7H_vLMUj(Y8YXfJxalfv=>2z zdb`I}wbh3^4NX>>>n9-CKQzGI)ty|JyVsh)Ga5VLEyF+OH71fJD`fv-wka~ukMuN4 ze{ea9hLxH_hs8Kdm7$ZZCHiSPcJiS+e@o(p}K`xDM`CQRr+*SR&nLxIs=FXkNy6^>av63V6vQY%|qG7qt+3IDMa|G*&ZbJ=?r2F0dFs zZvL_)jnak4$Q-Af?N1&ZGi-X28J;B+tp^sI>=^?t;1rZ1q$Ie$+gLhw`b1i?eWM@~ zKDclH#SjrlN9Q;n3t^IF*jNa3aHNTa_%91_oSMLTe5rYPc;4NI{{NDQn63X`1*!VO zo7ecylbb*Y;raLZ_~B~Fzhke%Lxqa|cZ~ijP+b21JrUi(vL6nyPlT+lIdK8W$v+M< z2Gk@r=*t)DvF{WOxcHq71pfVK7;rsW*Jd1_Rv_iD=vXbzk4Z41+Ut2R2RUnKvu zPClY9FT7vBNaLvw`1SLX=AuwDO4wFmTP54eyH{E4vMKH(AqD1Rc}ZTM_ioyLmbmrr z=hNOzz2K4$$ky$)+3?f-P!}FWaJMON8~jgNk^CFJ-oKpxWwStkbb2p*@ZLbn9sU{X z@#LY%UwW2yFWI%PFU15VCyVX}mt~(H3oZ=gE)=cM83^RZe~GXTTFm^!6ZrV)oi8SY zlJ+~AQY8|%7R5aU7H*rPe_z(J#|RZ|xGD}yE(Rso%$R+tP9R7i*!(u8b+}R93P1B2 zl`pf1cASJC-jml~(Pabjfn^^rm>2Y>aOZP7X{U4p-}ipKLp@%JMP0B-y6ee?N~+C!eKy4&aoVXr7FQ zw161)O7fg9`Muj-@3pv&C~l+UioVZM#jKJaw7GqjqMZ=B>F))kpOMHPvS?%)ZHWpc zjXr<+)TW1Xv2Gc&-B>#NXhk<;+}yPt)4ubk5I>lq4$QVpp*W>S#Lb0= zZIlgH3p=+qW2H78F&ZRRuqbkPcrJ!g1_;uHkWylL1s6A~K4u!pzrE(OqioW`foz>e z(9=!M{Hd9-iQ>ex5eF91g=i~=P%z9otejAX?I3*%nbjCu&xp!fuFB4RQ(V@5#P;KR z;x@_VdTF2_o%^zuYJ7MYjfbVsqX7S7yQ3{xpFjEbO7q%!T@|*-gTJwo0fMHk8GLGd zR9u1A&8kCN&$_{gwc{iD+U;tB?E;xcTD(M;=jEBPkIM?_nP`=$%;6M09LsXiSI#cv z0(J;3+)2N^Sd<&|)2A$X!g6-H;I>{o{Pi=IkLPU?vC=t-on1@P>pOxuS2E#O<*=J_ z(XaPUHpF2m?1f@WGxnM7zj}v1M`8J>@%r$>Gl;Aacu-&t_Z0~5!(}ag`6WA#R7?B; zh7l9WGV@L&^J6Vuyty25hj+Tr{R{;Gvbi;X|fgn9;Xx`jyEsKc$r4odubc6R0Xba-R8=I0O@ zWceT~R{Ua0jGHA^u0gUih53-`NyjP*cew=k|jBt*XKg zY&oc!5E+OAx9X~2x;ho)U)!be2LBY~P@CMqfWm9V!v%4f6gqsjPYyMU?HKaXV^n6d z=y+_uwv&lJe~rB!_W;-|W4cJ!?WY|a1t#$&B1t>a*cyMw<3(~7d6v~dV2G~zV|&@h z)_hb(WggAh0$P8w^F{#1kG}8g!=#woocVn3-OYYXqIfp!ZEoH)gzJi*oiK6ahCQR3E;xjSUmJ&IjG#_a=ED(*4Zss;2h^?mmjTHMBU!8*33T6gqt zcV;6>9$9yQg)?RnYn=si0giHtMOgl*o$3Iq=yT#&+cZ$5+ma+D1QOwlK7cGkN{zJ1 zR0qh^Yhdr+^Ln-a1OL#2Q*ut%vw~YP&mMNwo?@etg%?jY{XYi zpwyxN(?cD2(3>B10)xZDACc15&~rX2vucli0Sljxcvn|Et)qB%f&-7&b6pgpyf2Qc*jf04*iC4qO>NB6PJa_2KPd(8Z;Ts>)$-8y7 zVZC#XYteswXRNTZthVC~BYx{>%P-pJU#AFrM_;#nFHN!sJn~v6?c#{)$8Y0^cLE>5 z{Gg}n!gafkk1)h|52EA6Twc%`l^+6Ir-&ge{c{6G@fW2#%$l^`(#P-X{@z))u*?^d z-HnH+;+XO$P z{FeH8*m}|zXk=fYIw7JE^pwsz=$I7jUw8w>bj<;9mB;a33?deR)xb15CRY%1q~zS2 zLL@vb&1Vv4hwM#%^`^fWsePyBrm<}7V0Ads8ht+AZJY<0d&&L{P91z41Foy^x+VYj zT2_FBb7eGEiU+>==hGwPX~t_;bOZc-;7J>#2cYDVnU>NK0kVnS?AuOuK`-8EO}<3L z$-d+k;*>i9-!o+|cxu-jn&ItoxHUIw?!T$q;<(v$CWO$ORa}n=MQI8Ac`?W~<*s@( zv+&KTKK!BMt<6T)X=(<2X6r=Mv)IhnkNIxP%uvny_Tbm8Fl!0UV>{d+Eq_smz0Sk< za%ON4lWFhe`y>x?c3fyK(f)5NTE$mCs{#v)s?H{K7wGaJk3R35?dw=Hp&y2k|1vy& z-?de^l`><}%V&9h#2av4jlY#uAY+Qies%{X@LRUd?}=_*bb}=i{=4<1=zFzZzA5t! zim%4j5g#8e4$9))6j@J3BR5bMBD6FU%PQ_uk=f5j4e)hzI7P%$KZKT*sM!yo_7XbP zqD}{@&CjvKF!FbsT9tbXAXdOWbrUYfJV93OAM)W^Z_tPIi|%K4QN{t6eQ|kA`^AiO z(sB(%j!c{X3z8Z4`eB^AoXTwd{@8ZJLjBjE#D>cp20^tFBzwj8d#sAHnp5735x{HP zxP$9he+=CrZb0C&QIvo?O63`rVsiX3-+65_T>?Nzg+Oi4w`*gg(0`Ng@Zk4%_}3G9 z8vTMc;qtcp)CY|(@s4Ku%+3xud6X~Qi7EDXhQ(&_qjNP1n$y_<4 z@h#$DV*M##R(4mtHd1OVZ}Eq(4tjQW$;=EO=w0!?b;G5#nSClJc?DeSIi|TC8jTxO&(YU6`=}`!5qW;NpDlndI-6PpzSQhjf2;jbfO*4p z#q;aPI-==s_{cIJG@}{oHDP$*mtm%nuWLeC-n^PJKMj{#a8#KcSoK_Mu+law=fF?n zT;bx*ZIch~hV(R?avhsLod#2P>M%ri&fI>Fbb{F!6S63A;kS`W7pr(%ndy94CYJBx zM@g2%gRf4>rw)_Njd*bJtA=sDSm64HR$YOQLxl?IY4Y>o5*c4^PuUQIVTBZV8xfNc zDv~f?rSoz8GQAPD!Q6lS7;M3imHxS%s8ekD*fvyfHB~#-U?MQ_K*s61 zb3^fl)~%(?YPU8*x5J+;N#XGzJ=$Fj|F0?7k{*NAS0Iq=HxafIr zV*pdL5sfo&&$*iupTum%;T#%i7y;FHPo-XHJ-5`z*%UCXJGS@EfA7X}cQpHzNrqNnMMRGvh-p;+;=0K@~`?NY0}fp+_o zj}P8PB~e_VA0Jw#KBZg8@gZUoi)4rI0NZ)zbI4Gg{0;e>aG3qLi<;pSLtMA_^uBMqvF=b(=M(|O06LRx*_&-+FWk|MNPyTX&^KhyYd^4H6*TcQ|r%;+M zF1%9#ci)N&gj}#9d0?LedT(7#5^%idMv)+lbc1T29^#3KckbB{^ybZ?$+7W#W46J0 z|3-9)0`4#P#`pIP#E42~SINJNO*XVzq#*CYBdX!O;dn1o$y<`FRHfBa;a$8YmUI&P zzM=wcsDYRnM7$f;QzB11saqtwv#;^G8_y~~@l1N0^a1r6G&@BHh-{QU&r>D0BdUO5=`$ zM4f!UrD^k1q7JKg^VaUY$VYa1eG12X0jDBfzcJF0eR%|o3?l>Cl-c)uV?OTPTxq$O zwrtyP`kT_1_x=>uYP)VQ<@WG@1F^9{dD_m~ZroSG@If_N^X4vSnqHL6aj_7|4}ZIr z-#d%o{$jP|&BK0Q>{xTk2iqASFz z$T3|TMJe`|Nf}J*d^aj{@oYfSP`NBZs7QK-G!0&sZCfTnh$2ws--3p`Y{zYdkZPuB zXY}2 zZ~q_r(oMfEOXhdvHucgR&xaii1V|MxITTL^EWh{vI80Yr(aoB1jWR03RQ3l5;!oDt zY$spLOR^c$3@oHjs0N9A(yPKR)e5g3hJZr9VM{qGZ9f)b%?@p`YVvVUihO_I)j{Eg zZ59VClh0eXP@;HmDwdTPv9N_iowz8J2`Bd&)Na+dt!2CYxZ9F69?=KA2Rz^B$hLg> z0>}S9ShmLcu_8JujVlg5USSyJcfngAv8I1cYdi#0V zT(RfckGN~bY??zk$jrCF)J6h^T$vCk$SXT5okRQb>XOQV^NSb-70bV=+Nx=3%Q~$3j%e8Z9ZZV6n%9EYw-HWz|9S>S6x7k9<~H zO|HcsUo{YjxI9&2QDF1%2oNL$W6zhjHhc|Q2-=XN_^@}gZjp9KiFTw2%lE49`LwW5 zXeQjFD$C#EQ$_sxpAbs(}9cC9~^*v|v|3~{JhX9rQ0$8A4 zw(LT9ZZM#M4eR{2;sJNOHm|JZY=Gc7kWT#halN!aqt~qk4s3_{+;qOT<(NU<{C4Yt z2<2KZDv%EN)ZvV6s-?|BU|^x6kr!G-j}f+rHvecW#v;*$&lDHQ5hK4U`#)&1;{()} zW(-Ot=BUQ6dSl*y%C=(e|1cLxhe+GzJ$qG=A|Au&$3X7*;E#~q2MiWu)PD*)`BU+n zV6!F@HnQ-7x2-yhhU;x1liu#4m?~p{eZ4`#@(1 z<_J3JMO>wGIQE!qMy&Kb&7ANMnr}LnIl~6Sed6(~dg#0FKJe)p5USM<6N1~UFNh-W zRIV=AjoIo7t->$Boc7y@;j@4K{=pxPR+z5X00mCS?vPOwpMT;>QUuDSsd~f6K*Pne{K{^fSyS(>%&SspF9s83m{x?-hW^+pnK)Mj5d={?#k?V z01`Wq^#2xjw`#$Gj+HqCKJ^2OxouIa@lomu$QM#X!a8ZAS}!K>3PM{${LJYw+fNfy{Wn1l=bA?L;i)A|FWNe0)S5({d2p}<>a5xML=9>**Am1PQ{ zsdRx`&0G9CQJ+mt*y^Q`@)`?3b4 zgl?x>!zGMoD`H^IZKL@+!wg>tc+x!_iFCN0Trb(Z(Z^)Wt;n?$GE8*-XYM}OAmG2=1Ra3E^VwhAbB%b-a5hLT%bV#}G395ergq{z7GPntXk{{2t_10u z81}pAPdGV)R*J{!@#6!Ys z^VOS@4EMb76dEY$B_2YyHf5(-1HB=Gvbb!4{Ni=7KhPZ;5V03-sbu-?e^8|b9+pSP zUt4J)yT7I#Tpw}PGSdhN=4nYzR=&J|)89=LKl;r(`F(ePs3j>+-cW~M;p}hH#=DOo z`HPXmdZ`P(DCVUIlZH(_8wk7Z{rk(KHGU2&zg}-y>=<4u0!r%Z#}j_jBnH5MZZj_1 zc^jkZ_ymMs9q4s7zjda3pbL(C-TXCaMvd?#XhNcX#d|m}9JzbUquF6*%=&wVIsRTB zSfjK%Bh??QeEIRpvt}P?g-{EWv~Np;09<4<=U)Vz3P?SZR(LD0uOWIkD|)ypPPg&7 zrnzfQHz~(&m-4zv2to=Af3}&_?`$~0_-0cj0F89nlORa0mPax z_IUxn=>8{YefVGK1scmZ~e^?90Lwc#vPV1%eOifGD zlZ+=>e79OQHJWC&F@(Nu9Tae*zA&1S1MpPO#&4!cl2=yZ(*TiLud)+jGJrfXz(C`Z zABj1F{-^8A|3nZaUcGx4`A&$Q38bw+tz#jM;#!w`WTx8_q-Lp}+F|8iAF{<`yYu@q zNb+Gn;4b+tXhm@w?NzgQZ_a8fNTzE=sYdw zdz4KlCFV3p%YT_QU*^coel1GH(4EH*cEQ2(=WUng+<-6wf2$hP+QGGU?)HGG z-@1AHOCd;4$!mC8@Bk`s{Td_%NuHyIM)pWl7?uhp+!%fTbb1AHoVAhWJ*C$2`Sl$j ziJ|4^oB)F!#UrO*Wz}MqCth8z7kzcP4XNLT%|Gy2 zza{%eHHrqNz&xHIqzT)Z9D0~48awwQn1HAKZ?;g>(j#3u3vWh?pu5g3^;juK^{S(% z>#w_KsfrWii4tD}G~elF2BFU^#<*koaAvNOLRVT}?aHsU#u%USmUUo_{l8;wm*?UL zB$m%n69nda^FG7^+L3EHp39)_0F>T)-g>E?6j66QG3gGNPcgG3YQQztlq#H(OY@jc zXm}mVzYJJ*vH!0ylJTve%14bF-C%l4cJ8{?opyX22F!9p1drZx(+D;-NOXS(ADjGt z3E*-2xf58_yG(ExPDEX~v8Cab=R}zvJ%37mq~bg!_rT|)_{Ox_8D;reCtjmeHlx&x zr*<_Tt*!GOi!~8QIyCTKm0oT!24FwFGordPVGJKE(O`s8gv`J}<#KT;29I2iVlX4B zi{HjRIB0{2J#}`V`|HbhhdoE*qj(;@uU5xsa}YjGwUQ12mni;dr+#Ps=ACmd;F=aO zK>$)UymHL)@-CcU(r;?tqi~vMicZwJFd^>G6~jQs^3?on$5fm!!S3a7vRGL0e8Vz8 zmCikhcdM3r)+;G8I^tDE2A?z)8wrr8R zxk(Bnc5guesjO4Zt7t}3;F4Bnnser4CWw0=+i>uRS&zvTSqcxn%PM^TxMtWZ=@9wkX1_1xC0$%*Gv(ei(^?# zd0)>{R#0S|PE`st#83M@T$ym_IWULQGQv9CcR$U;&+l6fnE_X4pV^6m!aKt`nP=#W zo@1@C_XYx;>p)S9lb!WjahV38g2F)AGC2LdtBos$52Fj!fE&uOL4Qc10$gH`{dSkS zHB-eIO({WAa(C@M2$N&sn%RAMeNf^|1$LRKHjy2XUIT$i{k=OQYba&{KYpy_bcOrkzAyL5>IOIkp)xXP&)X_KMb*dpu9p&+d}%4rL>=F z1jFgV>a`_8eUVMe`F_UjMkkPFzQo@lqLI7JdFdLJ6T~Z>N%B_)<@_wRmn@Q?TySfj zZTk%~Dov{n&L){54n64|iYnHh!~Ma1{3OBpSm_L7_IIpYKD6)okqIS(KwbGCW1!SL zEIJ7N`ORdnu<^4*vBaO=spwA--(E(@#dX^*N(8n5AAyzsOsn;lypNXSaI_!Ilw6_pB}aMZdpY2p$ld!&qbC$z%@iTG*hYu z6glVpEh7N$TySgx4xGN0i;n{#G0ux|`gy!y+Nh z3<`XTzDZcE)(k@#_NO2DoL)b#<0=t(_d{iQxm3Tnw7l>6_gD^!k)q5Vl?Q5!298!- zK~vtl6F`9`0|!3^&A2QM|1}xYX47s;mhwH0SK00Pgcg7P0rp5UV7`a8bx=`BD;)5@ z+d#j)0f_4Rnit)_mPG+E998ko{RkLU`@bB|ZB(t|PeJTOCBdttmxC@#@AViAb@GpI z3VBf8!nP`HR>t5%~yTesM z{IC#f0=h)QMu1=r=|^+iMj}ibn+TiqnI3JRg%~7!5G) znDRE+`{SNWrp%348qc){s+JMSZ+(8>00IXOpt*bz<95gKufMKXFRS}f-F1^plPwL% zJ<3z#i7PJIe!uG?TyrNUiy3FD-2X#|%B5=7Ov0s7DCM;<^^fnBp$Q|KuZ^@5A3viC zI829azSU7Lyt?iI+mdT}`2C()!*x*g*2=~wl_{d$%<7=0ilov=G^$c&xFi{Sljjv| zq|i=qvbuH(M02}dX0?(gabt^tQtR7!U%bsN1fSxvG|C+4pZ@s^JDy_McZCihQE8k@ zvI`&cXr4i)JhcaF1QvI@nTMMjH(CTnuPg~#?B+YXOO0Wb|F8VhikFROj{-uHG_b~# z0l~kiKj;34O&|S+h(@76$-LR870loVgSOigWM*V<=&$*win~t>nZ^m*C$s5mOl_=b zP4g7zeL6MuFLAB-yba``E;Ajk2&=Keqf_=nfY?As+#Qliw^ttwN-E2ae@*HZOH+YX zOvEH4R@*bS!W(J()v3~zQ~xICBQ5!!J^R*=oJ~f2Z<{3>5+b^9${Nek-WMlR=oSXD zl_#8dCopSFz*1Gxe2K8_w5b}j*|7nRf;q)5mepdcFGJB~frW|oqKaBxn_U4YZ9bj+4{XqBVp(E;vP?xnICzHum-^J{;2#Ov`Of<`U8dWxW3y%k zw5W7511miEG5Tm{3hFlPcpX0639??9;K1v5h4+q+-?yH`^EiIGy(*M#c*ya(+oHVC zrDich8Dog&|hE$oD(g8t5px-x>CzZp-QaG0=)#Yk`;yo%Bhv9s5Y^vKA>x3x6S za}o3NyKPmse17tpitFv<2f@YYIls^7Yt;p3(n~n?&pKxIKYt|)rZsF?HI2B)qE#eK z7zRIh#;|0YcYTjG@!&~Gp;PZNXo;43Go%R0vB*{~iP7Tev8H_eq;Y%n^fLYSgUJp<*g62;_=!NXkYQI%+xi@BOI67_ysWcxvJ11yBs99$XkSTch?X4nYn7~ z7P&HZo{u(EM>s_4F4SjroA$f)mmiMw^q?1sL7**Ou0vKBtkb=xg;$+ELhKQ+tu+Ev z+T5!LL+N<}U(?JbJ_ZNlNulq+_g5k{|1$ROS+*u(GN5lP^?in1ufcx*v?&VGDTA{G zba>>T);&WVF_Ih_)F(C@R=3DW6}{%%pipRnH}MQ&7GDJeb%HcmS}Pyrx$x)B{0Yfy zk{>@bWkLfe(r*w8o88Z4w{9C&_KiLH)aGK+oWXcrQ@BIryI=TX? z!KMUlR>mAdqaw8q>k+aB(@J0a{k&HyAPyZV)A@s@Db8-MArK2DG z6LniMNBi1S&l!LXY<8c40*5TD9F#%H5)>Xc-fjI_5Ca-kuD$MN**VL8&WN-(JpBPo zF}zz?KIPUC_5NG`0p}yMa$hZQTdl8XMObV-kE0v`dOFc6RP7+>a;`ed$~PZ%qIL%a zyz7kk+&?0Al>P|UYC0Z#O}$nhXSG}2bAE0%j22Wf+peO22?F_zHZpgv`<{TGp64>xV zU|aU(v!ML#CL}D~b|5@-&*dTc3em8{SVOx1+R$2R>2~q>0e#U+nenbk{Zwg39dzYE zQQ~cE1D!tZF3rm#Poy%*krShJjiwr5Sv;6zg>j zd!m&TeJ0~~IwV&l3ycs4)_KKeBd!kft!MC{Dc2$Zxda-DSie&3sP>P&x&ol@Jx%uNDC>LZ)5*jJeQU8l|Kc z2E6Bd97edQ@CgN(k^3$7w^xLV?#m35;i?4UA6gP}VEGdbTz)+hW*HDdEOD1!=CJv%R3z?S)#Qy zR}La5w!a$1FjsVDPf8pmCRTJat;{Sh4Fw9cSTGOs=+6yx-dqtwn8K94qAwU&UX-0X zbhzYIAIdHq^Hq58pDkR1Mwem_p+#Wqo%K?r^P3}kk#nv~SxdoyC#L;I_&wo{zFrf& zWqa=&(g_F#K@H0}!JJ|+b7fVaYU08BJ;rg81XifWG9nh@i%P@EuO_O{Dv*$p;u|S$ zuth9(+BR;1stCR(W=Qe#n6@><<#+znz-@eT>pNii{@aT|2UUyTa&NBu>`(prvs4?h z*0v0aQ48+R74jc4FVty)mu10AZZ0j5f|wq8dSe3;(B=VpVjDL>N5++=LpF^}GO?x) zOo5JWy$tLV-Q1J24{Aj%(|o&b-Jh5nS+5$1!voJvD%g&R=W9n zOL_~se2==t;9ZmA3hp*5F|N_e>XJrf&tkqNh&v2*n$A{X&7j)qq5O$UJ@VeQP1W)G zsgR$eUZcgKC$bn%@VfRZ!b5@|`|N52Q;vdl>q1lhu6SW;j}sI_*qsUJH2;chh}GLk z9+TX35*A}ll2_JqhYJ>P2h%8R1?c75Ir5;4rnLo)Mh)z#xqpfH+Ju)f|?3G{6^K(6FUiWKk3iP5 zTr}f}z7T9KC3mPLr7{i6H>#r-^bRxxS&*%>YncTg?O&4)BCoYDu%< zmfhVTk`q+?oKpR>vp?AaeN8azw<4kCvupj$w0<1#pbZKBNnFeGZk?Wdc6kpe*OS5P z#o31P_920pGV$;I&%Ntbn0}9u%l!OT>|9f_T~fg-)_|h&)$+up>*&nuks6#R!U6js zLs$~x&ZtFO(!QEwRmL;+s&7Wol=x^Z?MmyulPVyd_kF$GLj&!2_4%W^|AIRo=>+3qcKY3>1-mk6_`NwB>q?>b&689JlU|aR=lYs#a zi6pzxFF+lJj24uZNLntr=KUz)&5UM_*=iIaa@%fIPpp0OH*ma5x>}1uG=3X|Ez^I* zSDl-rucsWx^Eo2dPRoZ+67B|gc5h|4D|P4L!OqiJGr=5Y?O1aA9j24k649s16*BN% zEOL}%7W5&)3U>?jKA*&wm6km61YB_s5)=)+pf}ee#|eGhOzinCza{niXVUKg*;}J; zm3=3;Y8C7GsweWZP~0)KeGj{*#y)-6W~KOXZ2aC%9MdfLqS1*J$NiFDGUl1{#Pm6K zzS5F{;3q3G#x6!fM3`6eKc>$^MU6M70)#K7w(c)D=7r=x9K^iFz?f~W?dZA%bKA&+ zw=HNpBikd{ON8^oJIh-;V#GSUCzatyd@&3+_xycwTlFMhFAwta(w66&GO@MunYl8P zek-F#OU$Nk`ewW1nbNn3o&@x!apktCpQeu;o#iHc61*(@LSIbFT{JAFEsQ^Mf94x6Q9_la>L>e6gSa zwbWGWZMo=hi$JrRrA{lcxm47wCiVPM&z$oa@&}EpKMm>@jx{1&33yQS)dfuv!q3of zZ$`)4BF2p3E>+n+%Qgq%iEb6B3Y*lx^eUV#;GMirj;}g}=Ir)4+T4H}SvxxY{E38> zKQY;?;|1;?>lQ9*BY6b#oEuapSbTU{=fevbxG?EFGujIL@Kem zc?vLAqChE03C%x+qU=aUUd3r<7UoB8HX|Vs&0E$;?l!CS_VY|nUvno5^DrkT(VK9m zm2kIT`H&CZieS5W)V0bDN?(~<;QCrcc#RUfgm7$NEwL`4jHZl_I(BpgKSA_xJ#Xx_ zO6c%t$*Dh=&V5)&b0A@h`DaUXotanb70d%G##uz{o;_yeEu16odA>X*xQxIqgQGLE ztKfYZr1E+wKGC6_1QcgMF~8m(gsQF$R?o=;gs~`|MvLwUMdl@YGHaMc{+C4AFwo>6bzuN9*PbzHQ!)WKlJFt;T#*gd!MskSY zwu=#YKJnzAouu#_ephx1&=NEAF2e^<`Nm)|#0Jt;au4#;ZSYKjW=v=VxN?T2>n=xu z!qg-mx+@*WY>pp^icCj}4M(Z%ae`U%=3^&BuLn}k7n!XRw^_EQSzP&n{RQ)imJqFZ< zp!(2>Qe}dw7tjWBnPe+`gqnOI=5x#5s!$Y0Tfl9wy@l_OxG(w&+_4T62ec8_qAq;k z2(Q)~|M-IMnK+)sKRpjf%-T;abkp;=coA8z`ph1s+Ef(Z-qz|Gp8Q9d_&-o!3p{q8 zMN}npSkuwX%|HBj=8&FsFC=Z`*9_HwOe(jcina5uoy1~kpmNNg#F3u&jKzN=$Fl!I>;NuNXGJ?v-{UjP~jze;@&S@KH6&L7!|%E z;H3#l>~hgaB-TNF$fqe@1e&cfJeDGS#XLqC3~FXES`{X!ci`(haD0(+dcn(u$2qF^&|lA{c=w^<9aEjS#}joIT8ygMbpdl2mQz_sqP(FxmV zI!1jh!FN1vbd_UH=kTMu8>4bmcbT_Br!S=v+fv@0c@cj9PqQl=D^Qfx)OFB(RrU8{ zD72@yzYg0v``C}vCsh=;Kf~hj%<+n8uIU>*mAP1RyQ^zeU#_EjB_o?UfdFTJ@0iQ4J6f)K(s3U7*V{* z_Hb-CFaB!jrP^WnBb4f77?lri*joDrPn>ivg-T3%$n5B}-EykER*D9y)Aq^U&@UP8 zA(k%YeSSvqK2-^%Tag^BftZ2API$B;4&|(W(wO91PjRuxF?*pCx%)38neVr-7Us7 zFnCBS`tEJBKSjFqGpG0KxQy7FV)oqLvQ4IPl{Umr?{Zwo$swBTd*cCL3w2w84)z!- zuGd_FeU#~lTj{AU8u_DB6mC;RRe(s%d@8Ak$3?rl?ixxND+X2L*zQquMs7>&0&Or4Xq#^n_vA&kf1{UQWQ;}&uh=g8DebZl$wfq{81Oa zmU4N4{&L|CL&rkrX&Bd_Wp;#Oc3!@DH%+A*EqD1W52S=)G;n7ywxzaimgm-jFf201qdd&ZFm+^HwXRSVrs$aE-dsUCNh_r8t8Lc(5=w~w5hMVSjm z?4tkdhQczUx-U6{l-th*FY9Z8y)GX~BsYJ;fcG`%yWZFX5DbWX5(mxh?5-C4#KXe1 zrWMU=IEsX)6``?jLwwJeYK2a-Ulk@C@-r5544NggrS>FL9+FGx;Wam7G9CX$L<|F? zNpXhhZ<0I=^M7P);oK36*IKxN!AWO{^#rTJ-)OEqv0EU#TKNAatIfAv`hnY0}W%( zZ^V||mv#ywiQfJQX>uwo%-j)@E&)f1HVklsc~`bzBX~1ubw*|SnavV!=Ok!}MG4Cj zg&O~+4c_bcgp;$-r0SZUZz;<<&z-63$D0d{(=uvFq(e`%64smv4|%Z(Y&Rr1KN-t) zRc(kprCHba<_h}Kp4>qk$XnY%Us@Kg+CdHt9`;yH^S>D@Y}uV}3D_LOqccywb`z*{ zn4aclonX|ZC;MTs3eQW~AvkM{T$X-S5N=!7g5EoX!q;q^p5zh;ySzp}47j zCEN@b0N0QcT*F!8y*qrn#wUjR-Vui{S7LOOW`a2AQHYk+{b%QUV1RH0mfuh-+oJ9qvA{;ly|kJ!3|LGzlDYIV?xDTnmIT~;v{a5>9$k4I1r zaiJBBfk_$0jG-hW3vGVQ4V*loYHZQFD*<=z3?1_5^bVq(9`T3|;MDM%S*MD@}c8>6>9}+70;^?VlGT#j8+5KlDq9b&GdXm8AQnKV4*37+Q$rQuZ6wN zdR0i8$+n6!|?hhB*~=eRrbY7GWa;{Fs~v$Qr5hN z^2DWu6VgB`IG%wx;FB%;h`GlX#+;A&1@5yU?gC?s{%~S0?8ZTz8#lbo)5CO^Y+KFC znGRnDX*Z@gw`vf``&R9)0Eu<`L|$_pTU=;)KG^F>3qgTWl&%`9p5*4AjDX8nj|#tJ zD+SpaE~bk6tR^3y*Q|xl@{|Wn?{}=W`cQF5l64L4S6JTm!p#w2_3M|mW{P&>vKqlhyS?Yhk70o;t7HzE!N|`}FnINj z$gY}5V`*&OlqdXeH&VU!a8W*n(N!`6h$=644S|RWlPL}Y*z5a0RD9=kid1mxanOhz z=Jh#5)nPU0Oqzjj3d!gwd6j*Jq@UltAAZU-KnUBuf z1XEXgh=NZjmU{~ln)hM1gRdle@H$0|D%1Pvh{%lFF~RZvM|7j!r;YdCh$=|0B37y3 zn~3?agT(w^bGtu#`nOFI0sgZVV${>D7cpsg%y18|fy%&m++y)Wy~=48{n-cN9C}6g z+5@$ere!|ionAU~9kM#(Ik}D0uw)873v4CHLaDmT@jBHNPSV9`i;q|#I6eHG^{fUa z9dP?ttQyl>&tB}|I?*uU<`e>#^{5dnBp5y9z|ZMzUzNfr3a>270x^~rR)xZ@c?&HI zkkYjrIIk*tfb@X$IWOgf;XHftfF^@}ai|q7zQWCU0E_ih6kmf-C#VMrvL-7$j2apb zIWW}bs3WR0v_LttyP58y$2a(w!FICET=ZeLE8wB;MQD6N(aN=L2eBsV7vsij?*~4$ zVdtucm`hlrWqe|@aXJo7h}HepJ?5vVGO8*>A=i>K6>ny76GgrIy;%2bcl>Q;tKzM{ zeh_r@eLOOwDQ^&PhHkfto62sF!3nv2fg*-??5T~pp5uN7Bl&)${ zJe{l6eno@ng5oWg=4GIl-7Pc}^T2x&B=tB13kYTN7E-avUfl;XZ>2vk_p^+7Ex&rb zLQV1yW|(@b?O`j=LES+TfdrCx(n#))H9q93xr5+<6%B`lVwi~slKV($@=}$4eYtCE zk1!-7c$ZdxT0+@fHuLwU-271HnowBq*XGN?X6@=nBm5}-cL=4m<(?L?s2&jU@M}S{ zTPh1~F0z2=`%x!7^nU4t-GJWX%o!2h^REWI=f8$lx0^~~AkKQ@`odI735;(cyCgAgdrGJ+v%bwf*7Sy8^$@Q(9I}K29?yemK_ksD@S=g8b-39+yCINB3J| z0bFc;BzK@|1iaRndNS{@x{})o-HWO}F5q!$;8MjF=>^G0NJ%q4LTizK^W2p2sl{q5DuAdgl(O|vUKQhDMnb}8X6`zh!1n>$^DSqCvfM-L1nA4uh8nOzn^Dd>o%6s=aO zQ>DfTo~d25l-b;XeFEuaXp?(YO}3|q@MywB&ga_3%ZwW zf4304INus4477KaWuou_YD1k``cdC<=h<7Ju{*n1i>vzZ0&vS9t2RQ&{&nq;`zb-| zCodEzSH4kH$BRFU$!1qEPI)2pV|+R3aQ1RHnmAxlOiRvI@Sj}OsxmpCq+n-8N$5Y{ zrj;Ru4s`gxn-ur_-Z3pg@SsCfzOpu&wHasdo0C~l7JqOa=s~X;SwBCgF`Cggu53e; z=Pwq64%>qmGC#!8hI-cj`9s6#0L#pZ7Dng_1PLoPzG-(Hxx-;vfhmlkvL2CWBW>Ygl|qk}vAsPj;tZ*vah z$TmrlpoH)Z(6T#)@?>D|Ms#dItxWh&1gMooarg!dT_M$VPvrQHFP&(!1T_J-Sg);1v4@B~>G`mPjiQpOD#>6c@${c#zy&O=gfBO30>uYDhv#d9^76;WerPy9 zX-HjIABTr=YN^G)87+MHk?CRB6(*L%(J>bJWwFRDzKEx8AS|H)Ne#B5bY~k@7Op|} zdEscfEnVoq`tNJL*5c80Jse~Ar~eR?E`I{BescKc@CP5fGdJ1>6sm#v`MbW5rZmBE z*>KHgtm`Ff|Jet#M30>Vp(yTG(0N(VQ3=DuKX6-x+6w=XKt_7bl$dn&;a&x4{$7+4 zDJ^E;mzclYO^&*-?@@ky{r->xOz_cIW%;h)9R0*uNSFr+npM(%d!?eLlv`SS^Q&rN z%Ya+jiDvt*%gBaviuZ37c%Buffs^p@02CN#7%a^gF6SpLUGIMP^8q68wH-nCSJesJ zR|3cO$1*ZKTEO12?B#H_se1$reu)!f#YjbYquJcx+9oGh|5X|Eh*GR)wrLF*?rSP) zpfdd1yA8=zS4jRlkc>nAag1qmz0+%7Y<0dUE{)!zN`fw}4acVosPUB+wyem^b3 zEj~>67n+(JP)mnrL^B4ARFuOuH_%uYW)_UdU2nUGw%9S5+9V~r&vMq}Ah4t(faDj$ zE{{Q?2Nbe@b$=PeOvBot zf*|a2nuJ7j9nC4o+g{6^$Rs|^>5_x_ma-m#Dr;u0E9WL#d(KjrsX6OBvXSokaW7%Z z$!ccd2k)esCG~}NFM*1G`gPl7atc)V;LU3U#nIEfrP|X4D2{f`&#EJ^BItj|>wrZO zBD8`5(C2a=rez~6;ghcxafxGE3#IJQcbnjvbN-~$_*?4u(~>pxrzJxi^A4_{4dM}b z@8y55AWY2*8u8VhGm8(b?rr-Px7QR%`-Rb~hbTDT8&?aAuuA#hD1o{22?=5zx!K{4 zrAsE#zWZB^Sh){Z+v57Z`4%8Ip`$BFm*HnI*rVTl1mO73<%Nnly@S39@1LNWnqnm% zm$w8Kax%WCI*t`^)omJr0W%;$70eQ~!v?s~!`*U08fac2Sg^m*iskU9Oc78vuqY}p zH^a5GMl^iCR^y{#4vSq~IZwx%S7nds&kS=Pt;fD(zq5Q<%exrz+tD-Oet+;~IEmnT zV`88bK~f-DEm=jgafqQ?M{ZBW+EVjvU&~To%N!eZR(ao~dK^gp4BPkUWPw{r741i^9OTgpWgIrULv@Ckjqy7=eQ|Neo(|aLhP( z`pQ@avhAzb%%mr4vR}Q`9vc)iHIH~+3GZrM6sj^S^xLvvG3R*KvZr+w%yk@^SmI3~ zFG};wep4G>d-lnC!Fwyehgz^r)@`?DXz02~D`|!iv+pZC+XbhCG%r$Zz&&~3^GX~` zHw)g}3*pEdLi?`{F8?AGx;m9#mvb@q?e+I(TA;~WvT`y-Z;Cl(Cq_v#0Eu=9%!{GN z zYhcUOPqa;uF_0;^g_IS$Kgmedxt_v&ZBw(~%7|}aalDc!bQMKC{EexIvhCH2fO0m> z??ymIM*wRsaKvzf1`!ux()Hzv9KmZyD@Tgx0={AZgc8L+bPidXQ)_y;o?+ zVL9K^diuIlPS!o7Ty2gx_LPL`Ft#wx+gb|xd(G*mn5abyTZZ5J=g3Rt``AmRQXHSP z=fGCM1%USV-^*NjK|#f8$R+3ceB6w@m=nD5~?D4+|^lsmp4AoINv>t36)x z?5gbo)u=WDHan5=yCvMKJV@hiVK3}}frE@{LdQ#TcWuw6Nf8I^m*y96oQG?o+v`&L z_qY!^%CjDZvtE_}CIy>>L_~@b0%k~1aK%kZ3GFkI*G8k`_>s=zurYv2M_K_qF>MAh`oe2|YDK{+X5c0(T9hwM3N3bwq9q+ztIe$gZq+l*Ry^pV-=&gS34+E?r2F1TuIZWkXNI1a{(-eIXBwuJest z8836?EpAuBeKN|v?$%^prp5rRqq_dss;e>`q-^w%3-o1@Coi>r4M1y=JU4Hspcf*R zE6_StgJHaz%=bPiwwzB0pKD7q{>ID(Fn>3(Ss4i?0CSQOU*IZDQIS^A6SW_miT1r z^vlR3)vHur)^8?JxsP>tX@{zTE7CZ1xh^WOBwLcOG_u9mC_S-2;{Aa0}q{?$djT|_6Rq7?Jtcc@LX1* zhm%n(9KJE~ugi#s*#pPt4iTp(IHG>27a8-_u zw6A`x+B}3;Io)SP%wK(wuVH*9X{t0acX@m?zyK5!2u0TN`S0%%n1F2pm7ZR()*-1y zbcFY1(-Nl3^%`xI$oXUUY1|1s@X6Ihw0;sJ7T$JSJZwOp(5>q&8!D8)aYtG+?=RUK z*M%SZ#tN3)wDm&`XqOj6aJg}4*_ctPsEHk$ONOd)CjC03tGN3^=2G^qM~LS)+1F~* zD8IiieOVsFQCb?b+7nI2zKQe>UEMe9C5NToV9B5x{~9EUd+?C@ii=g0*VQS8S#R{A znK#=--~choz;J{Kg=v#rwhK4L!VU#Aq%@0I4qPjKH?pt}FRt|FKWU z-KF_v?re^}E$>j&uR?w6E2nFjp&PA9ORKS2w{e$oaYFGfHFOOV@7T?W#$w+g;#W4* zw3W>C1eXjfltK3UK@PDQ)ErwgN#=8jp1SJpJtBmM^JD?#m*bqFFrO(26;d7U*a4y6 zRC_`pdH<>_P5g4~Xp*)%Xu+u;V+q84)Uf!JS)hXIKVNc(*a%STNSlhKR zv<}y2wf6KUMFc7^S&qLlNLIS3(UJ{YSpQa7$c~;3i#SHo<8$DS<6B6t`Juo9Z;*xJ zBI!sl89Id;N`(e!&_}b&tHG|ju6^a%NrO_OK(SR(Y>K5A7aJ9|LT)6z7(^D`Z)yu` zpr7Ec>Z6$Z!@22g=kBfoChP}k!*m<|WJm@thFiF-DN@BYSbRQw8JjctDb-yB-7xp(m~vWLm~70nX2HKQMZLqbh4<{fd9T*-c#*e>}m>gEm>*QTLBSA-b--z2V&`fF8`J5OS{%; zgyv(`v_fz3Z*j^&zT1i-!?CQu!w{d3he zo{hzI_$vC&0OR#}H+;dRKrWA#D{YI1hQI9{k>FZG!V#v=k#{ng!j zi}%x%qRKEWRedBmFx;phj*xW;q)|n=2)g5Z4jo8}KnV)5UmYJr3@~tmSn%bc%9W*Y zFkHj(q<{Rg(uzWB&0rYgFzjpDlq_)@OmuDYjJCP=U~h_$_i3|sV(-FG={vM_b?>(3 zwV2a?9`vITtKiTiS(Y?kI|UQ{EYnk+6a1<)zmI^Z; z6{EO7qcveYoYc?u%PFwUWiCY5+<*pg+*9q1JcIrGUy<4i6<`CmAW!?)goLEEp?4&{ z{%{$wZ`caDueV@6EFbi=N`f%CbP?sM$F)|*0@mvBK+v-?iU>uzKtV_P6DZx6JW~$opxryCsEUKQM{;buHG2GEW&Zu2 ztxyJ|U)1vAagS7T(O$E+fI9SqExI4RnEV!L1WD-prahbz{iVE5fjm zn6qj}BM-<~pbfnY;i02w6ov-$LcbxB&peMQ?JNlYC^UT|?7Ey(MPI8p^B$1>IeE4c z%AKKh8DXbiml`KVHH@x%*k2Rba7yw1@2S>fzJlop{m{{U6oJe%{0a;Mo7HKdZxlkt zm|4mnS0UzjvDuT1&19!br7%G^paq#WtYwc2>hO+qmtgj?>u>=v4fl7# z$^W4|(Xon*A8J2(kn$+|i984ck0Bi4?1Q%A?^j6!K!jqc$VaK8@}`z8E{!F%w|%1T z&l2)xt)%UB{wE84O5}R~Wq&!A!O8Cd#}pEzl5vRxJx&<|L`SjxzI{}R=>fY?y19ci zI0MqRUlnA9a-N}Z_u1%0bjm(7R#*+^vBpEJ)!Am^@o{l=cHwJZ$=#BoDMQ@iPxG%M zI0})3kbS1AM!h<{kjU)olqVkVjv=GrguKJCPn`jHZ@HW|V|0Fg6_gDCK;JT8+?9;q ze|-a8-h)U4Iv?2uc$IYqlWQTn;Vk6c)FM)0SQ? zfC^gMMq+vERAT^6@6$z;0+D zQxPNu=Txo{PBW_!%3%?($b9*7DyKNc)?}-ul zV`u8XzU*lW+_B%pwV{ZyaF1Fu8-qA3e3p!tq-^)8aY#xnSV3}FrnfB=%3ZdhOCJDG z$;-|Jd1<=gdbtBWFLHeimUD`Cq#CuX(J7^xHQOzwugrC}UiNbT=4|>=Mm6iah!5ug z=AHk!aG4GPiuCnk&u$%|Ibs*gBM9W&Z3+IG%&5%CRCp6iQ#d6QJP3FQsvU7o_*gq~ zk|9Yd1s*M6xOCWo1Gqv^s+f>MIaa4f$N5=0IZUM2@Ei0;UV)a*RbvrldG3%7!3!>{ z7^a%e!F<<|hah89$K?)`DAOK^Xi!X-dvJHKo02TgHG9vZtlI?5YgP=&syyMhc#Hge zm91Uk(|xmg`EfEu#K6sHKQq#7c0vmkB!uk`-m&(WZ6LT5}|HuO$SWA-IZa3kDkG@qKi`}1(UDa7n#1c_mMexoY{NY%vNl-Qr zWgawd9RfoPYH5x+iVlu{84@CW7_Vr8SR|YlJhfphgE*o%GT65;F5ldx39IRYUXX}) zCu1QX>z|crCk_;=F0UuSRNj}Q7o=}!(JS8FdU58O3paK2spqF|Xi;*7h0i*l-mxrr zv7g*H;Otn%s-&8xEL^lS%&m=Xw|Y#(b`?;=`L*aHu{hn`0>wY#*jKNW< z@0WhXEco6K(T(1%j}=AQbQ z9BWar74X}fd@}OOTOIci;H_&%yL*Y=S<2V^d!HeEz^Fq|z7qO_?Seu=MSP`fvjzlkb_Q71I zyw_JgG8GjU6k$BY)R$G?MOcY+o^B)X!1V+KRPYUG*s~5?A9tKB%!6~)VY?2hAuLb! z-C5r&KO4-C0xhM|)^9N{y{vOCXD2R+f2EY_t-G9@bf0YY%)1xZ{<2AQsH3A$B$ok& zaCH^tzJ$Ic$uPRpTYc3H-g=DlVh0u*bs}AEN_DV)rP}D!1xAa0vO>6kS$5nR^$6e-@Z9Slq{O&n`=JW!pOP42TGx_Fjh3)H@^ud{u9PEdof`t@USeq z<@CUiykE~6upnRb7+3;hsztnrpi<4_4PEDI7nW0=n}-gI<*TE0rONhu7%!8Y@eZT!?u^aC(FaZG zR{|fG7WH<|#{)3skX>u{j5DsHI{tAbk(i{fb*iT({IXg+wiuO19XM11f4sp!M8yn8 z7zt!Fe+{4BO4dc>-V4R1q#bs4FW&j}KmUj$mbV)3cy(7a0a$3{r9F?s!aQ|d|KAr{ zfZrKLeAa>&18BS%B7~B_F&(%-f1!MOcLVCfjQ={#CH34Wap>-V?(oY{l6#h+Y}F{+ z5*<7qano0qzmvAFH?bri?gVm(r{hW3W=s99IM8v5tg1a{REo2Dv^lWS*(IdZw| zf)YgNU#Oy5euC#;T}c%PG&pbyDDOUqYR#V((t?TxtLlb)j z`_udS%lmqhN(M0K&zQnAgej>^Nh|g0o+K6(Pe_o(JOVz(Q=Wz!E_ivj}~$%t{xxkbbf6`{ntYI9i?nRMdk~#FGJtequ%% z6hRL_;{=x_K)ZCpey^l2$IqX~3UL;k5nkXUQ1%w5 zv5s5tE%O>LLoWak+{MY^z?la&wtqOPYPf?E@=5l*CQ``n8(yrB?#@#8HTl$A0?|K^ zcZ)G8 z@ppqeOl)CWk1^^Rul-H%VZO0nyA^7%=4SOo96CeqM^F6d7xl!mBq_V)FJTb*S}vx( zQ_J^E(Yle*(vi`+Q_Y1cn&7)@=I0+!!5mt;D18tn=k$`-%jm#3=;u$P(yIdU~aak`5MdSsq4ZhZIUg%@SvQNByb2?Cn;QQj;7XvZsZ>zrt?F1~i z4KT-AweV3E_U^393EWkJZ=#m-)W+rP_RlLzY~jm)iOaL;Gqo{6C4P|$Oi zfa?u9Q0sBD5*+KAM=c}i-4mUUDut0N154wGMT%l(H2;pPL za81g>I&<5CtPh!>d1i)BP_s=o`U>EV+O^-OnTa0G!8FG5r-?^X1DfFDYY5eq(n^6S z0~K@9n`wEhLrg9mi{#iiBE|CSty2W%r(wALb7xBQF@LTHW63kU~>h zHY?o9dO{N?2~pB}(Z(Hg`Tg4+6_a zacp9WwZr{|7yuZP1tt(1;FeP3N*Jk!^19lzrW?Z&pb6tBKJHUt$nLTnRN(jKEKVLEd)5phnkm%R3KQ$)3JGD?*Kfw zB*K9+DYz9zgZRKV=f4%QQ(k<+qD!uUvhu5=gaoj|1rC@!I%TjHaWlVO_Nv~N`MxAi z5WN4U<52bU3`{?)P0A8PT!?6^Rg_j6DG&6LE7+^@9u+s8s|dOy(v zeCifi&!*hq@(TtNrVxrk#v)ATpIWjVg@-2Qqr=G!qcI>}QIjQ@+%WquToOPS;3bQs z&DM^_I1TiUHPs$+$F7v<_yWhL=W$i!Lk}=?TaDx2+ex+7<1ToL-&SvS*R)CF7@2cN zYcFa%OEa_^e;k1IXv}Tp{o36%P29aZyErxYA8N9uN@?L#{(%jPpP=kt5QY%X0fyK~ zilS)~=KbX3RO#|xt9$KgFELO7+Pb=DuDdtIj#IoTwOB|}+PXQ_FWatpQHvwm<$)hV z3L^g|09*o}Q-!fFVcZphqm4ej1mb8|ftez^4|*})VeEz97Tl_D{ei>Xq-upQVfo#{ zP86dG)j;_{=tUeA*@w9&V@(ll?847Eci@y&Z0q$U{l1AVcac1qmqX*n=H@H1#OCjr zrc>tV8|ubQ#q{pkby#$Vj$0g+wzYOoe8vwoNaL7_h9wlR(+g2I^PO1q)vF2L+Y=0( z$ZXN4HR^Wrsw?!8nJyjufL*A&q7zy>dwG30?gbcJJoDBB+~aYKpfVABW2uh}Os4QF z{DwbWJv?u!464pm({~_%|Da;H1P13nGUmY$CZTBXIn-sOkGfgYdgPP7Hw-wQW-^`NZmaaw=4P#+!7EpgkW98!l%@Q9g<43K8;FuC^?1q z%P;BeUv%F0wop>FOQv1bCObDHJZ8WI15ob%Ys4>Y+^hWKkeNwxC!rS$wB?6X{Kf`s7F=t8P0^Sb>ZtYe{o=#OIH@i76qF!vjF;)6u_cvhSU&m(^WRGNW!m^Ra zqd4#0=RggA2wU(cOg#0qiNpzjU4CMd z<|)8glL|XtE;Z!1rvtmc+9T+r%=?_c2@l;C71GMdz6OBlN80R`FL$B)0r$QS8!7F0 zQmI?>Y(cx&R=PJ)7mF9i{y65sl6aZ8>%SK5Ku(8bCE{2BjNOKT6hu7TGV`O;Dj>bJ8A`H4 ze&H#0irsg8VOIp6u;bzS~sz?Q7;K`<)R0XLPb4 z9n4{3#%C`;r>~Dh9_J4J16UkZnS74+q)uQp#70QgKI2)3sJ(fX_Fo|ko^i*h;_#zhg zd*6nG?K#VLe`O|(-*KQxEl<|OQ(u5rY~yMZR%QzvYw6AGdoP$}pV4vfJC2^SuyB$K zpTqH84+hFm(Bk5Zt<(0eFGcTq=T{Y{J~2f)oS1p;^UMg2)t?`0lK!EMbXb%6D!Ke0 zqX-*%ALZ(j3LZTq{(M= z=6<#sKU+7`3*fFq+?TsIbx-9oA-IGV5EOdCTSzJFzJ+Qr_Uem4?PAcJuwtS zNxaW&u8pV%z^JBSW9J{wK)PDSHM~Mb4>A}H-6lG`*c-ht?wXzyAI(Hki;B>15DNjg zLo>}EY@tYv=d#eR`Lt*cg5t6-zoJjSEmUymx{9Izi~0+OfG1ae^|^oCW`Iy&Wo-@2 zooUQ}Dv`yus7cK$v8R64t23AsozfuKt!QhqcYniI$D$)q1`FAnofnzqg*sn5 zG_8-SHW*lQ2HZc%@>TKbtdqjq9;5FDk@w#?{0S;B^66jdrXp^2s_qkzq~3)ZT2b7YBeT*Z8W^_!{5o^6lsq>v05=h{ zATVkE{4)(jJ}YA2`34d+I*isJMfRpA@Yfp)@vq!=C&Rq z?4x((3DianlE2|(`AH@nb_6q5ECs^^5vYFAyIl-$(+SQ}#A*fHR&4PtA!`u4hXD>h z-j%vc3E?}5H<0o|hW*r1nG)_ybLc|NlXoGnM>E0R-)L@5$Tm6D1_t5%HJacf_sT;& zc!*;G^;qZ8GCt%G1B^BT9ByI!{m3%By?5=$sL|H6{Vdar8&Q~Iwwk_#8q6>M*WVEf z&psS$@Y#Lo`s?!!d8nrpzv~uK97Bt?uY^i4Q&A?1Ho9CxE4@`dGx+vv-H4BDcrrb@rI{^RGh$C1iG#tk2EnN=yt|ZG_JK&J>#K z%CuT&stMHdidl3i%#V63jpF1z&xWnnf2#`+7z)-62BKgG#wnaoNc3DSq0E|K^1XN)r69k>>vy`Z0obQVvN&@jz~v zS)bk4WHTOl!!TwNcd)k6!*8y{rqtw9*?cWi)5jDyhbn8WTorGq(2?_%}wZ6FEv`=2R{$4-O2%jK>VT=EF`z1vK;9W$q-^OE8)-;$G4FmQNb7gwiMEA0bUaKv4IMtrBxX>fHg0WrdklQibqy47W% zw8ADinEFMowr|=ujt$|Z)+L8(jt$E!uSXeybnWl5$<^m-IB?oEyo4{8Ud6x17(IL~ zz+^jlf}tKiP*(OTexR!L!FT|9d0@OQD~1nt%EbqpOlH^CH1>K(FtwN0rRQ7J%8E(& zOed@5%zgc^-v_ef;SCfKyn_pjdUeRCu&EsV7^RlZRM&qKJBdx(>!%MUmqK@?1-esE z^b(nP`Lt57Oud4S%#@=bE^2?2WRj%UwRE*=wzyOTy5mvCYvn@d(1RIdlbtU|swxn^ znQ?)OeaT?N^IYdYOJ{k02IvYn?P8RdKXq)=UghQif2Sv8;2%67tpz`0yjA|AxB8N0 z11|zGj)EcXH5?m+OSZQAyPd0@T;MtGN7i;ba3xUQurDS{#X_YW-=H=6o?|N8a~!6ceRgupB@*Do|Pba^Z$L55{_oi zy3WB%7DOu0PXLTTBM`%0MY;Rz(vP$ziU0V0kfr{F(Owpc9WFV;_*a2*WF1tvA@S(*1;eSH!vT`cfD%s!bR)?l z9`;Mo%4%oY{QyP>>YzSP#q-DRNd6TY$L~IRAfaGArmxrq=S4DdLR`R^61A>u&e^)o zp^rG3Twuj&HVgjBg`aHg77$K`K>n|0=>O+!nPUxqV*Q0C$Nxbp@ z+S-;nQ`y>+RFQ9K^>6Z;MTuLkR@C(XD`Ma}n_?6p;7!3b$p>|M!xx+s!EuaQ-qyl$^gNu5qmQi9%GMsN z1ilOEU4CT8XEt1qJqL8iltks5fgFKSZ`e=nHfU0= zpL%p1jVv_1xoK5I{v_nvBx~+Rc-*{NlAHb_4nS`=ta47Y;Hy_Gam8AcyQy@5Jau7= z{+0@`#r0|hZN#Z?7LWcEFIJ7-T?n$aa&UKJ>3_xw!Ec@4|)H8$h)5AJQZ8D==&U z($%_#qpu|u%Ddq+&JPZo(?NRF8KIq_l{KN8G4H9-c1hJu!%d^@r$`Ye$KKau1$b%c zUcTAlAX91+(^8GVdgK7S0H`p*!Daztc+B$nojJImWZ<+i7$BCkf*)RN*|ecJw}8i- zDGWI4sW?ajRK8>I1u{_^AiUBa!K6`X(jz<&7C~QAT(@fRabpW=wr}vPm1+Prhhs(n zTOhMUfhezMTW9?Z3uX*X_#66sEbO{w`VnRRxRaD^{|NS|lf-ZAn`e4DJ_%j1{Red# z=<=@r(W&OEq5K0%KSk&M9?bkHVE12maxIfVIU!KAWUBm>MJgXytpc62eCY+H4Gu$P z4;;?&=K}Pp=h6(ul~4)B)P^e$I^i)VluUd!AW4kf_nQ$cg+a)bVLsTK zEM_i>qiFXcN1N}@ZJAJ&^RT@0{5K|xw=K)^XWfzb@ZI26juVPDIbCt%!7Vqx@xg%gt1S*&`??JNo9f4l*=A0foF^O8r44mMpBT zr51|5{vhiW#6|?Y7s;78lq5p&LR?+qy^rSFc)9s2^Wtp9#al$FVcA2T`e#Ic=?iW( z&d*D5Vwmoe&T`?RdW$m6(ypX2t|^)q6O49H?kOh|U)=MQcECM6P_cKQ>LBqRwTJ2g z?L6?58}l@}mc6^Ys#{+ZJ30rw8PIJtXU1o(A72@Z?KbPK9sF!i`F0drP?#i$#4eCx zB}^UZUqVYS(<`&#v5$7sLAuoD=A3n8SFs*$p7MG-mP8Yftiy{sQJQx^xZF_;+9Tpc zL(!?O;z1r@N=@Pc#~HxWRQ!PFo%2g6%1qu~Yvmq<<^$rCc?qawg|H`$Kq4ZgSz!o` zE~Nb-JtR5edOlIL=CHXVZ0oXdT6Kp}PkPtpRf+t7Gx=ZuRlrx1Dp$ReY$>CjW|gw5 zCR~Bf>$@s}RmK(B!J4zkNP1USN>foKYCX8HNLJd!k>22NgmB35#%nFM=yL{Se zH9k|*xsaR)v`)QZWSq*jx_-U6&85nsv`i*e3DOp zra^0+VVCab3gdPf#m69s2!&;ksGt%PE+g2%m2;h#B(}^PVtma^ishstxCMdbjoJrSm9XV=PKzt58N z)BFMmK0c%@DW1-9VFtztRi*j7-JN`bSK%M1hAFQy2gIGqda4HulNNvU{E9n>z4rxx(Q<3p<+3k}M|gA?3~1Eis6A|sbb_2#Y5fZU-A`G~C_ zpQ*HciLx~&t)IfurP>0No~Cb$C7C6UPn13#u*Hlzln#2Z7_aJa!0oDc`#rr${8dFR z0F3QN{QNvXGlw?VaOUd1L{(4MwuFmCMgRnhmsK)p`B@OXv5sN8GrCH96vG}*LOD9` zti0QbtGxG~Hc4(rd|1()4gqS&EhLDugvN582%Own$GB6Mu!Ii^nq|V^{jma`ipO@q zBFlZ;s%1=Sa|YlOVHvPI-x?Tg#rD$2@`Cn75iEf@jXp3WsVhNS8`(p-Z14%&^^vfka zCBeISlHN)a!>Gjg@8w37Apk;X8^|OFcud`gpKacIVVAoiOq~b;C6eN*A0h+iZhL2d zCQrt>i~9jtS!cdBqN}Bbw94pXkrW-muKjICm5y(3vf<@Kh6YTc#{Dt*c%PBJqNhJv zBhcAfkB7AH5kna#9#{@XnxL!U^g_yG^DMoxRC*v;(Ek4OR)~~TBdLs0_EnK2> zss@U?vVEdOh*@jC=C*x&S#)djjCYWgn##Ry%c>SyLRv=kvPjN(^Fo;pr@F@#H>98l ze8#lo8;3lVnY0ccom9oRw+F_=mZT0AU#L%}e{-Z;BtdccYD)lJf#MrH8Q%>@dm1fj z!W+$qi44ZM?Qtt$?Y@vv=3s8(h@NV1esi?Hr0* zLr-J07Jp~NUatcZRq@#JQj$j16Z15o(Dp_cpjtp?a!isuHU~N9mH9Dgr-t%S9^SyX_iX9-S0=COry@GYdAKJkIolLF{YoJIC+knlEWM zyevOX5r8UPK}(>G`OIui{-0)#6UJnurh9R2t8(osXms?HR1&1$^z&s3iTK0*QX&kZ z%FK>*?e72X>u4(I$+&1kumg1GGSXr|yG7~Wv*_Qd{?egH(SmQf?L~|TlUrzttk|2j z7SDQXl*!#iT*r-U zjsPnqu4T{L?+7;>|A}I@UDxCl#iy}7mFhNO$1J=!*UNe@?hch5`sGihDcp`xFu^33 za2@k}vVWC=VO7P%z6lNmpzTIGToCy7I*!x|)*E~)XYyEES#M~O&~9FO`77;k6ZZIQ zy`-=6*15g_>E+pK%ag0xBX7mytiI_TZ32(&G#Y*#zEeLH`Js(6^ktX)nv4PXW|H@V zakWfBy~fn!)n0@YX7dca|&$W|FeV{{}+n~+Cm(5-?)931mG8#?S*rHp7Fc$ EFNgV!MgRZ+ literal 38968 zcma%jWmr^U7cGsnfOIJ$NHerjilBgif`rmI(w##iqDTxN-5^Rx=g^G|QlfMW3?U#j zbk}{y@B8kr`{T~TJQ8Ql8+*TNuf6s@hCSDOLP5$*ii3kgp{k;!je~>#4F?C;`Wg}V zje+DC0{nB&UHPT^3nxo=n7OM3j)u9rv%QnMz0K>Jo))fdHcpOWLJ~rv0ynMQ-JRX; z3ky5^-wTACT&;xpBsrA9O-P(oUb*4mkkMk_xHzflj5s(+xvEMJb-dCyW?)`Ax(mpi zt)83*-?AAV3f%S7(IFtKLBO>iif%Fhg`xVRpan9P)xg*difSk&sS*D{ATj;lj`1;x5Q!b0i}R%+LaU($46X4dHH%>Yl={!;?lC z$h6X*9g&*2y+qY$A(PST#|^=7h!it)h^D5@%`XcMp#@)lE1_2KRSFbwx^>A#c9045 z`L-|PjoM9ZXg`F-x!)X_+&ccG5!|xLzX?f z2N#KxZ)n##`IhyHFsgLXjR;q&9Ah=ai5lErCifi#0P)j5arbrC#iyyQ1pP4`lK+ zvtq;@oUtj+&sk`l*dL5>bn(U{L7(x)+H(H)YpsiPqF$oMkV zU+8R=;aqy1m_HJP)(-I18{-b!e$ajuXusm;>(*pu@Owx`u^z^%F~&G6IFl26l_^jJ zs$K(GehBRsh4$M*`|aB9FY55GFWA9t%;EKS{ub(4!%v18_hKP=RgmS!M(ex}T#Aca zx0}=&kC~yGlnoFDMra~46v+r};NIBt{iWd;3bAZ}SVlsY*FUqkMZQ}ZxVEb)fz+Ae zV};}TPB2#8oPdQumN(w}H!wmoDUpZt%usqJ=orCrP9c6rO^A19zG*deZ@Z zBJy{r8Q8ZJVmbYOg~J-2Vhw*qeg4yu8Cn|c+cbokknjj2&#Z!ojKsqPIp}0-ytmJi zY2BZtv$;R(4^xmYml6@doY1bVHlOB0ECaTuvY4T#+`wxfSJ!4EzRVpTu|N&FH(%)1 z7Zn%n5kUJ_kjb5q5Hu5%v>+StlhG{^vOIkgS_)aFh4#OFKf{SkPJ8F)jZ7Zb=&0NN z3=en%e?@a1&?<&Z*XvpL5J$>d!Cx`4+EqiAzo`WzqM@zbYO~WUv^AS%aBsmMSx)ei z4#p}g4+U6}?c*4d?ue^%Ueew4 zr1EF>j6ZOo{bWdgOM$57m3H6b4416iFW?Xv{n$q26?KB_3as!rJ=Aw5H2{Y2;fQ46 zd>sjyWplY4_2Jv)16+&!l`QcAFln-O$z_o`XPicy3`O45s>{1>C! z-R;(!=$`ffef%uK)+(@v8bRZ48C+V&IX_F4+X$LeaX-O#!c~|HaC|$V>LG<1^y2-* z(lqPQe%VNTmQE!b%pbf$Fs(;qD)p!NK3y`I(X}`80T`-CNOK9IFWBD^nUF^Oc08!W zW$86Bw10MNYRI5T^NZkH-{8f5qC|bfSIDxbQHl>9%slVLU#fiqZsewqgY(ta1D-ib zl&|Dn$1Dw(RNV>h487XALS!hI2jKlQO1V^w6W=0aMdkXx`e#mzDgsX7Z?KOS? zOyYzCe!mu%;ZOi58ihaXPNkXABvR!_aWZJijgF`?26}ew} zIhwsafT7#rj7|SxZ`kyh@WfUQ^X#zjTbl<4sG7@mH=gef5xRc9JhE31l&Xi1bD)P` z&HZyn!Sd_YndScU+vXiLW9@dcY$ydGuYh&iDARcuU9G=j$KbuY(qo_BA04F_oRhD* zv}Uodu7q2mEyMVI$LeYi|tushT2U#qYpB2j?>)jZd>ZoCJSfvcID_m zXSyRAv*`PY_h_3|c!(`N`x~SC3|ch#&4@5!yq8uNu;-bzDic>EW=x-`Q5^J5m;;i) zq(H*0c5avH=xc{FGIgd!SJb0#t}@i*dDgZYiyTs#AQPUd#|)MW zs3d$UyunHgmw1_hodfD(#)U4;DiX3G60Z||{E!s%6L`e@Czh!VRvP(sH(qP{3&OU5= zW2V`0b|mB&8&?v1k%yzt3>AVP?EzRzT;?pzR*WroFRe$~8LORVln}P$oWl;~N@d{^ zNLDLmo822w^*qS({l$j+E5uClWbCt*srg9zAHD~P2v3cTD8wPmD8j#ZsYc;bm|YlL zieCSrs(=FGpb>F+X0TDKfZ6){+hF5Nuj9g_w-l0B3t9Gt_T!<>jL6efyN~ zVL7eHPag`!+XaE-t|HRN0>_^6B|Im#E}V?K(z6B4{w(e1aU$1KzPTI(#g8gZmu` z6VmhwSh(n|CLXJ8)cfMuKK?xme{Qg@8_IWnUgOsRw;XMHOl+h-+Z#~x-66x7$2x4w z*q+sJ<3a{^eCCjE?ul6tWZ5UKyjYX2@H9hCt7n~^-dAJ2;URnISvm*)ITQTW^ryJi zDaIhX0WTuy8{^t^XI~} zN%ZeFA_tb4*Y5{Xl**h5)seVYE@Y0={XmS-^RSjl1~w+xe6$n1kXlb{B@0To4bZ<= zw_7K#pip;oQ!m8TIiX`JfL>?$o>5U+m&ZwIWWMuE%2pRba|_Stx~yK>uCZPF*|9jL z1F1DO#X;-2O0Z#$dU;;SQmRO{v?RzaH6NfwH~snCs$lafwBcJc+E~~2toAPFtvm=| zl8aV`@)1tD_8k`%?c?TcBWj1yk%HkD!&`6`=o8dMssLe4iA&j3SVpyH!Ji7Dwh)16 z+Nv9{UERsSF{W{CmMZe`LN`^q?o<+s5(Nev27IAWiw$ceNCC3-I1d+Vl7L9#f^tMoJP5j z+u5-OlfDQ|ZxJNdWxsbFrkH9DDOTF4Cl@6p<>h$9$6gj;ggP@BwR)Ja_%>T{$w|JH zY_oHuoHZPh$K=daYPTxqGF@Br=4h%ZNy3{E*1jxlxA`$awuSuYOs+AuyDhSN_BrB$ zLyN)VWM=fhzjzbr=!ENRu2fi8W zqZIkB{4Eywj(0T6I`J4f5MNm55vL;LP5BG@mi z%-dQ}RA&Vrh1Sxg3vUS3VAee}VUc>V8$)vDA7-~BD{1a)5!e{`ymOG%J^PY;-1W@C z!lJye?P2ZgU{IV!M{%tO-JfG3MppMe;@*igL6#|vV4K4wh%&v3X_CruDbg3`)q((#LZM>_}mU8=Wzkq{^R-@TgdB?zs>L{;zajC<FRQb!$;PtrcFH~0xU4&`PAcSd#( z$ezI=%RlS<6Sb>s+A;x2ci!q7GV5QFX|q8lXE{SrQ6#Rqhv$2d5FVV?dChlMZ#rj- z{7}qowex(mSM39oehhCBp5D$2fh7=2jqO=`!gG$&g?-ENED0nW|EGxKMNdjy+`>b| zkLP#nHk}^ctM6wVCLK?>7rss;*J&VAO8GI3@!Xz@5$f2M&=@!$0CQL{+4BbpLtSeM zW&GfR;j0gU0^4ss?NAuqaesN|%s3=%X<8vmD9zb~5hWbX3f`nv?Iud|Oj(@5*Bdx_W8XN?s#(4P^sA88MJ) zu3UL#r_TuGo|n(3pPyZCec>J9?11j;-8GK%jm{znkU;K7`+9{5n%dnzJlXT!K9ULE z9n5+-Hq~jn=QE0hGFwWm(G?|!K-l_)e7Fj&-t=U=`>;l>^X%QMY?nRT!&SNsH%q!` z4m>}&%)IeaZwsgOI{!)+V}YbaO9Ow3afj*-`+OZyF#*h1?HYbW?GvY!1+|ISq zzB$u6dhWDOzArm=G?9YF&qLSWNfP}{Eg#&{k@tO5V)>gu^SiD(sf+P+RNn6712<=$ zaJP3^o5Dt9!@2E?uj(vZ@`$#k)r<&Rr&8W8R$iLYMQ=vQnD=#g1fQ|NL~DIfi&vex znqnbKLHW;!S^qh$V zsaf7Gy|rFnw}bf5UcvMIV%A5i2W?B&8tm`#wE52>-w6Y4zh&w+Dyq&UtjO8e9R%CU zuq;8Gh4-~5lzj$fnElfVUH~#jK?atm-sNn*S@DF+Xx`w=?cr{D+ zE{z-e7S8E(b)s1>kv!Mqtx)e3TIczCcB}XtAcrHG=VLv4X~*M5ahsEq<_YxwB@{83{#QpLM0^ep z#lBSTetXBq`R|qenY8fV??T_d0~*V}7Y!-Uh5mmp9BX6T%YiHlgWOjaBtVcOW~e0- zG(a4=F*3n)$K#u<+Qc{YfA8dPvf(2ceBUHk2w8Oo7K!njgQq9k9z}jq)gHgA!+yu; zakeP$yeMgcDoL~!_S!ITZTVOLsX&=!((Rz%V<`mH5=eK4boW?WaJjt>_rJHg4!iQ2 zCfx|dI9oCUEHI#4<2!M}6A~718|<4l;Ykd^Y72f24YYr<4#QGy{rmNby#J|}CReu3 z%WGnm+Zw7p+I9}zAwEnAPYMtUSAWt7$(XBU-}UB<#3Do-n9(Q` zq6KdH@t)hU<;gD5RqM=iorg2dWN+DBj-*IyN;(bB?rz_G&>C>DF>V?-v%Q*QV}KwX zZaCmr-%(F^Vsjmte83z1S(KL|JBJ`H=J#g{?Io=>E-8lL(u_-|r_wJYRG%862UWI4 zx?r8nMCr`^9b+6X%}b2`$i$0lJxx-y;jOksv^;t49e;W-Zpz|Akf2(iP^9-TKt9Lm z*MSH2r;5QJ>FEb@?|Q$EaM+pm(1;*mu@qnEN0@n(MdqeX+$rr8T?M^igJ@5F(626lAtN734Uo8po#SMLX9QD4N<70|g5lY!Y zn^{APdZS5<)mH%J56f)?M*ixvr@<)8D1R}69gNhLq8Pz5wp~XkWSt`&+n=W%bcBZS znCXIfKbCOi%E@gHIMc0<=*gSyB@5UAM zjx9_L?m=v@{S3=s;J7sOw;w;4u5rfHx5S0Eb$r+!dEty?`lZXyu5wLw|9bID+;Nk2 znXu6HP4_;*@?p*G+SU`z+jv=icyZkIgS`|iMDxbOn!>RHc^bj`CPC|E=ubQOoChmE zWoAew67)|sITw%_v)(+cUZ2;sc^9Ui3b&WFc0>qEp6mp~a)nUAO7c5HPBbgq#Z_Zf z7-bI`-&l2aF`R*qCEjP2Ak~zmmYnM^nyW?6 z1yjvc_I-XOhPIK!QmBr(n(4Xt7oYuo!QXH4lLefTsHyq!P`hYK<4Vrl@SN;|(NM1- z#^;XEGt&OlXvt~vJk1Z0lDio>CSX4n3~dTn_`yQKcGT@AC+4~2)38^F)~}ahe-UO~ z{DEH3EX~0$pPKgyj>VD5}#Juy~Gus>R=b;XIho}E=px?a&pR=X;l+W)> z(0zRw?7o|d z>AS~QR(X`aJUc9XOPq6iKx!M)==iE`dB8uP+QltdiPOVh%49r7F942*2G)QD+bRv0#O-n!;U3i6I9#auVk!%xv+2_{)sE~bvnYd43F@G zqa%wK=P6LHVPh}pS~aycCA01M7Wil!Q?Mr z0cXpMe{Ex(->7a&+=vW7(&JxE^@b>!9wfO6t>=i=_IFz6zu925(o}MPkbkW#v3}H$ zs&FN{(O9;{#re}BsXa=j;f`f29N?@xBmUXOqRa=C`b5DQ^|zen6{C8p2>W;9E-|5L zVv1Y>_hBKo9{J^4Ute3`ADVa^9r9GjMJzA;*itavou+9w9D7G9g|@kNk-!%0_Y_if zkW)_cav#L{rnqYz} zt?#21LS!({BU;{f{)j0RF!3n>_xqGYOeH(lknU9R0Xxh6VMp(j-(UTCY@TBa6p2#k z_gR6S9DFuw#=^HmfL-l~t+F4+)#`;oqnv z+o;Xj5~onZ?nLEMBG!X4Tr^TYXFoEwYeAl>f|J{5LHko?5V*QkmOqL>)&C6pai0Za zp8}aI^v4TP3;LiK-U0fVCVhK1zd&TvTlSO9U{~jWw&gLyVVO zS951u{`uEkEC=4DIfW$fgCpXS={Gc>#!Ew_tn54>Ap$GK8tfxS2Q>PjOT`vfq#~GK z$l<8|_EumgF$Zw#1vo3o)rD~Jt3}|0#V_X@4&@Kxu^&o?I2NP#SFz`M=}l?lPmSu7 zKgPb$kuLq5>_|r3d-og{sHoBO0&lgx&h?AU?22->$nAeB%CY5SCJDA4(ba@akz5{1 z0gp%7pPBkE$@34t__~(JtdJWjJe=2FRMv4Y{-{W=WjM4g1J)2mU)nSTw&us+M{wYS zDP8ICsL>`qBmoz6CVmhLgCed!kKu2HjLjxQ(5lRl4aec)Ifjlw^n!B>5m;of=$o7W zIG+<|7N-Hg#|8TA>a@?ply+ypU_7$&83z^*ZIq1qR*5;>ak+SwtPNS*S^(G*!}%M_SMz6ML}{#d3juo0f!c*jqf#wCktllu1$T_78cPQ4Vg z0Gx8N85g;~P?JOqNCwxU4>J^VP(3`2X)27>*0|4P=dp$h!k-~;;eDL+QHi-DE3n}X zZSes(1t)X($BR^GUZr&F8=1b8q-5jX*5`jvYFRX`{`(Bx6bb6uqtOZ-L7nj*ozbl8~@8fv>CKnrdkCE-5)1sZ-ND@Kd)@U4RXa6gt#s z%fXQL;29%sUKL>U(;C0}G*Z7G*Z+?8fq+rl@@Jt-!*;_4llpDz+R*dYw7>T;6i?U? zKRbhAeFghAJJZkDCTfB@RMk$GS-g&nYuTMF^T3I5o_4q%)^;c9Saab6@^kn|?b+7H z(W3d(e{fDK0KDnqtn>3j>~4m)!O-;;0WqQ2bITMh=`h!{2S7haIRZt#(i!p)3z1&g zq=hQ}2F=Wvdg3T)yqf8sU~-Hy^Z{3FnC4p5lGUVPMY^OM2|sE3YOM^OC*d5y2Dz%HjM+bQ@C!z(|h2P~3dPM2+;$6i1c5p}! zr#sinu)*CZpq?eoR2zha(6mXvB;&ad7HqU+_rFmyffsN#0HfJ*CwY-0-?aU%am`~T z1G~=7kB@2{|M3q_yw-EP#qP$*0lP^b=Cm8U0g7B2QCtVhm`3BW{1?xF2NIBy%^yyi zZ#BR0*|5O|36{d@5e==@gE2?eh)^ff01}Qsau^Et)hq1zEU9g%^jgiuLP1XhyI0$R z&)Up1u#?xRO>I;E-`_29{|G(H+JMxIbRqR+X7>HakUO8^YXtlmE|`a9AC zKBa%p7@;PHc`6+rUl-xkxPf=Jxgw*1O%p1!O}q(x4qU;09M{-0`JM6_c`{YougXMT zYdT0wV_XgAU)!(#j%iw( zd@VIWyCd7*7aTUk@>8#LUm;dcM*Hd*FsD*H5f@It55N{zO*=Xc?3Nn)^N>(vw1?V< zjuy=*G-773xFTU^wEiGX@>gL3aAJ%Yjn2IU=et6lalhZZd9d;mY)*XOW6!NpvObr6 z&CueqvKH5>oPbkopaDVn;nn5!NGyQx>($Lufv^Jx6Y~+bZzx#T?)$az5?D7Ic346(vyr=h$Ei4}0c_1>e?%q!oq?5&VitK;5(NccO!~)A&_s3! z*48=3+x|`xNfyE7)^LrxtxCu&&QmF$r|A(VfN~CQ&{mU1dFRXEHtwnccQ)HJ(C4PQ zf6a3WYX+|!i# zQlmy^`q3l`1g)3uVOdlzt32!Je$dyb-HgZIDQM5;@axW9t;hOdslT+y3RR3RPC!AW z$C=fT_!CYH&*owPrxZ@couLD`Ll%mmYn&ILDAvVKOQ;% zaYmVzg0?6gY^sNOiOk8+cNH4?F@U{?(;)iB><<2jlq}p+5+6k*M`fiK(d)ias1Pj} zR3Ra=GwyPqdw^C|e0ssEw6@T&KDR%dT|ELOeD|)iV7_qc2C(4X(9=@RaxV}~Ie)rz z*8@IpE&}qGO)}HKO&Qg11@8>-|5asEkjbx*$sR;rOi&+YsJtZ7&kBC>o6#*aI(_I` zqVUHvOz;=ZGU!Vk?%e(t&)RFzijAHo&~NIb&*iBHn!JBy2iG$4MQbmwm(38$4nB1% zP*+Qtb_`|``)nu$rl>(TV#^5SY{PGBZyRe1LnfEddY&HwwM?H*bVJp zZW%cqW(|f=cY(lJSI3f3zD`aM?2wIH9RQvOe^3-(=PC^}n8q}N!P>#8&7(+%W!7Hf zi_^CJ%_-G+vYKB6mZbZ9{z>ok=7^ObZjaL%9HH|~Y0?86j)Gb26?VhmW zPCKlKh4to0L%Tb+S{of#0><}Wq};GNc9z2I|B3U@d+vS1YD#?E$LF{5uLh5SGbz>t zRToSXt(w|gVUZsXiJV5PPBW&hsqSnqXolvnp4w}W(T(~S-bAa*7uBym`&vH+KG>B3 z1hddaG5)2#ZFaUf|Lc)|zE;YO<8!y;4Kdg)VKKL0s#;uH&H~wRxAl@w85BuI07-ju z>daqL$r12mUQ2UalhOEFK?43wvZOLCd z-JQ)xidUC_h(9jr&FO{GT9TsxIcHw4J*ckH;f|XDpv?wrOR+lD)Mnv}E|}Zxn~!_qyF9fQ#bp^WxcuvXdtk8@(vbxr`;|Cz^QQ)bpB516-gNEf-@jng>f-&Yc{91AWm#tKuZ|#OpuD88_Xs zymwTmWd7o-YOJkUi9eYazxnim3;G#8k))@P4M9bibN?bd!!tN zDj}T?_lv3j1}j8B?{QB(iztb9Bv{T%Ma+!wDz{oa1Cai?jxmJ7?W$3^!)#b%X2|d(2S!FU?yHznOm9wpr>_19;E#@b1Lh-l z0om+j3-tTYSW%H{dy7tZs^-JA(-EMoMpu^@ZVzm_9M*Ehp6QK@WV=oh%#-;xD_}Q6 z@%yWa4v#HkL@&U=m6F=I<|EWLD>b^8^09yfO0ZZBVqqGQ({H`!U}VwmZQO)?o$5~raAy3BZ~_OR&X5d30B{|^|c=ctBkA&FH{Mh;LFmcrVUJ(3}Wtrs9 zuM4%Zrb_H(T+2g+IwAkOCK3YiRFem9nG#cq?)=#ZgIuF<}>Eb`*sb8QgTP{ zzTIAt|Y zq@)JS>pSA_5vKWPLq6wh@hkksElQruzaW~hP|Y+TWTHoWmROVkO;5hOm~Y(j%fHSG z>!fI*4UJzP100f;Bw{hz)T;hAwG$^bqudlMJm>S}bxs^wZtETblIU~4<2ii6l$*1~ zV)MUi(POqf??e7Z74;u6hX50Wj0c9km+#KqZn_Ft}zd#UkLwjlB_n>_6pu$J~viJS{NPmZzUX&02 z|CBSlzQp!Us>YNYshJU2YEHILOYBt38Rg;hGh^O6tjqmDbo{8%mxxR?M)edt8s=zONoK56ynBPBMmA^F2e4e)kQ=V8LgVZWH;d4UR}eGOB8CIu5@2S zgFg>}(fuU@E+lT;z$V(P&TmwvUcSj;2zU>_$#@GLw3ZsD0UjyP)2{(PH zGP7209Lqq)dP|M<@6R*N5*4u{Y9^WM=CO%+WZX2AZYvEb10L+JwyHnhaG(9{xbQR zY{F3nY`+;6LUE(y03NG~A{fln2T=U; zKsPD3j=6M_x*iGUvG)%<9nWo2OMk0egEQi8PItbt`bW`9BAI|NMx1dUtC;}?ocLiF zenvxd=MIK*wzRRM1!y2~@$Q~N1ziSpCzj(Lo9}6{`TI;i+6!N(p1=TzMvn;`TW9>6 z7f4(0DYa?5@j9Auo-lVL5u!#TBi*VncFns)Ux7a)t`5(qInAvV-7;po#zg>tOjljF z=@(d%He!{XWxXR!Pv@^@i{?E-pF{h<)`;cChzhU$!)eEop8wEUCOPJsNg_%G6mYOy zF?Ur#L#IvdtG}}|Sm+xwoZkxk$eQssA}}}Q6-Lp-JbUXdmjAVn6kx7uRT!HNnfuf7 z&0kZ1WLuR@S=n(YdO#A(lEV^u{+<6=9b*G_;;oUP0|Bih36h8js~o=k^&iHx7UzGA z4uq`L#~POADl4%{XTGX!;px*gpmA%;jlxK&tuFm0tZz$Q>Tr=eHd34(xIr(K{P=l; zTKs3YTsh6Re?KXWSzO8T=TY@3{H$hsyvj3v=TS*M4LuAspQ!mu`^nG`KDM|9Pr(nh zGd*95Jq_GVI_A3=jA487{@A=SgzBTUPDy?wXaiQI0E&}lgHXc{uJXTLJutnv$wFOWQxxk@`n~g=Gut0;NAG8F$GaLRjWpLnG%_~~o(um6Rk>Gf$P2kz zC#%diUe;}hT90Eh`?@2OAA_(e)rey~9fDf)&)Am6s$!==Y<4gpWjvVw`>Vu%az{te z&VTg(&fhYVSTt53QV@F4_x3$DDxm$H`yr{Us?5rMNwaE=M^P-qd&|FFz8@si{1~xJ zVUFFejdvW!u$d{y{HGjKT9eCo}G}tnSy{H`jpL1rWh^>miV!!0GAc*s{!( z-3HuWDgF0XbBxiCAKM_7)S!kCYg;vGTU@-4z~%&OPPLnV{1;S{jQw~%analDz!4$H z+HlHQ!H+v}Zv2?IgeATL-CxpDHtx+n^*{?^#Q(^;Afv3N#bByx0GU9ZGdESKGz%f1n-t(GRNMJvoTtQ)~@QKLhstTa|I|AS$D z6PN$NaM~L&<`4X3`x#tIAei*5#yq(x#ZcM|u!H)ppobv-v{RXj01ai9KT%fTPk1)N zqkpoIWApBYecdq_SqUXl0rE-OXYVzn4l=lxtYf)UGU?p<2tsstsN0B^(4ai3C0J_t|BS!mEb{Iw) z<0|Ld5W&q!@wt*-`)xKpATK-7(HZgGpDypgvzlb8Kep?#KFWb4RND{0hlOFV5obR0 zU$te8VGPW{d_7Buaid!J0(MK%?Mhv$w8P&&C{hRj>CGKz7g2vTpLR4+;00^&N9OF4Q>)P$8S=&o2vxD%e zZZiVAK`oUsFEL&>=?h9ftNHUm#AdUy!2GEV$7;J?7aqy?=`#JtA|KK1IDEhM_t!(? zpSi!eJXb&L_QWR3Bx#`8h*z=(V~7t*_v=4nT82U~tsHt~o(Us^vpPa>2}(qRCq{}_0Dehp7j1< z<4e))2lB6G;#8cC@4fCN&R%;RCSK^WX!et}?#ywZZYu@2KCArcwU*P~l2-|(uLW;8 z_X++gq%(330^ICWge#4iG>`;zI+%)O^Lr+PRTlCfqnqPPDY)&%+ zrhr^c5`3};6tr(Y8@N~-0xpHrvoJCt;twk#*b!Q3cg&H`elB$hC$`;=e%@p&cycG? z+lOx-=#)di*OzaNqld|yEcU%Oj*p?^XR6>)4Qv&bQWV)Qj_el&P4!%$Lu!^$Y=BX0 zlyT1pYNc+Ya6!-+(vGEhLqH;UggKm^{}X4dETQ~OJw!jpOtA4B{ef2k659){bJ+iV zHHUIrJss_C`6|ww(DSMB)Ryu7jqq?ko|v}{$9kQNw7BdzlsL=ypkci1m0f<<<}gbg zJ)?EW04SvI#z`vAxJCeP1qBQqn;U#_w`$*n8GeNQeLmp@McXic=zY`qGK(bQwV=kM z({8z=S;(hacyv_LCktJ7meK+lmlt1l8C`R8?GN@d%18D3r}wV^=TkrYPjc<#nina5 z^a2$M51Rt(n}Ie?$+r+o0cS1|LC37Bx5UMWdYmzX0|^I#)(aw_O#p4K(G%1F=o5NG z8dun*es_%OgKQ>Qhr6@z+cgkm52qq5WcER6sp6Zgk9JxFYlcE#v}CJ>)zAS|Ov?QI z9lH3sZiBo=OhUzyB~r7u$g3iERXc^e3RLv&{h72HKPgz`u8(+U(;hC~;6(?bjSILpHIKCu6%ywii8Vaw7G?#p@Kh8QRCsCX#A*yj66tzdI+|5 zuwK@AC+R_7B8U*Ih|i97?w_SZu1#D!9$~D?Ku8L^JOM2VZId{1zK8bTLsfqm0F3-8 zOWWWHAlcqlms^*8eUc*(NSyyv^!Fg0Bp%Qc2$nlE+i^TQjiQm{iso)`iEpV^5emQyEUgNbFG+vD88k@S;CR|6A;_=ds z12J}3HFmf@Q2`Am&}2fki4C^-9|2dK_$PaeRc+S7#BwoBRiJ96VIi86N6}0mfAZbm zB#$zo`>}Q!lV`VPFTdeosHDU3pLwZdw|x;(H8byr%zb1-KU9L@;=Pu8k&K3(Pk~5a z?r}U13W){c>cu@+8Ro^?SB6<-+ zKEKOM70y6Q$63_x{bGZq#H|TmC$A+saG>HL%Pe*dtw=Aygl-CKaa3?tYWD3TD&Sb{ z;+Ed;M+D+3^oFKP!Z>7j%M_)4Ozb6Meq}8O3V!ZFO~S7{J%&ss$F1JbLL8Xwt0)x6 z8)M6^E}!A-h7Vb%Xpuh9OXcru&uOu!I;LDj*HpwgiX`-KFYNXiL%W4r+w#&*HHXcZ z&#pZEwaE&_1*2sb8jk;4P6V}yi$iA>+u~K8TSt>t?#C{oVjoQim{LO@E6ybv-gQhI zfG+~Q7^MG#!T;!m`dY8ei~Lu9xvN0CCF9*{RoG}K0xV~Htw_Wz&oEjF0hDH<>vpTf zrFSF_Uuunr0FFUg@(n07mEF2m*>?Gw8~f;pLfH_NuPI{0nZ8k`(J~)9YBsY+U^i6> zb^Swtc-%J@J<}@*>Vp#FI*nz=38Hj5(EbN=kIkT{K?fYWlF_BOyoL3$Tf$VJf{NuB z7f0rM1M_u@AhO(Y>vDCqyu7AwOf-;o7Ihns!=HeONuA9V1U61H!Hm{Z0w7ilSa4=z zZ#zda$I&MBV8o676^HKz?%wi4P_hKXl}dpewCZqSI|!5=rgp~o(JuW$wj`gBFJ6)9 zyn1@2*ByH>bkowx^PQh{+G^@^8OaE3X7VgY`t&gF-<6^?ddTga+fER#rw3l7jXH&& zOUuXdX5&M8UQdeFYU+Y~7mU%DSRZi*=)r@9Yf~(({(s-rJiODEVQo=t(5@9M`EEa* zFYESDvZ%g5{x=KXaRdyI$=H6RhAV@T=3mnRZG#UV$Y<}f86XPF>vhJJ6?qf5RZk}v z-O?bIFz_@_McUSLZL-|l@^KUA}+IWsMa`xifb zJsYyx2nLZ{`kDNyUQn{kIE<#?gO2UP8Np*_g_%mi!-G%CYYPYCGvWtVr%70~ER-6< zx8c}0+Ek_@@wy~EtRw@oL_#7fl3N#A;Oab&GbeNON%-!)7t0Su^QqLx--qG%{E>hU%)`-G*E|D%26jAWgI4|!=2!t z*e7w0LwJ5@)zSVME&r~p%I#lwUnk1X#O6-|Cgj4+1o}p}4%4Taw^eU?a!PpBvi`$I%kQPb zxl&_GQnoWGx*JLxp;=eNpd;a6w7lsx!)$K@tkBoV*7^t9t(Y9yuz+mHW{Afb8`|s2 zKW^TdJukPpstnVVbkN0Xi^Z$WwMe}~Bb&_BKU-AEOR-Qj2oi{u%;0LBRG)mCr@5qS zmSa=UMa)$<<6d)_i1yR3PdbHLAAlwlF3w-|V(J-dmhto?!F|H8xE}`?3SBtG4I6Q! z$l)wiXz|N`<-em@fa0LV%&!?pg9W+Z5G=Dm4?#B|C3t@7+8^JaT%){#A2#g&P6KD7 z)@L6cG9!!JjXRYJa20w){HM4|@HO9TbRtoSKECVc>iC@(dT%FbY?IHw-QpRb#zk4> zK>pO)Jk#PY(HFXP{j9Zwgd!~+43bGK%LZ4LXmd479#_&vWCgr~M!Dcm!)7M|cOKW4 z2$YAj zX(P}9Zi4wqrll1DG?Ygud_qD;PG;)Cq3{UM&vsn2g_F4X3k_qXZg}RGbm*41GmD6R zJv?-CO(rI%q2w`I!+f39lEXW7>ux1`Y|A^+@AQ23x;@YuNU(}vBr6FM(>9fcmhi3e z*Mz9R)^*pGQ9W=@f30u2l$+rWm)3Oy-d~>Rkkt~GVC=KI-qNiYw)G%(ZK^+2?Pw4^ zpD$LH&DChJ=FXtOscQNVF(yyrcNT;=j5zLo7Z%H?#kb}gIZdQ-T)0a1@g+zUh0NyncgBZz;&v_ML-w8e ze&IT-?@w_eAYQfUe2pQs$)Yio!!64h5nHcw2h0K~w8jbCE=} zUa{Tx&`ybWR(T5TJ)kPz(i3cF9HCb6Gi*8#Qm@-^3_u-mp|zB7j#rEAQWXA*gin2o zoz%JG53s39Mg-??vIr$Y;`&aUT48)5QMc`5HIkSpw)y>G|NKwfpM~^Mi)CZjT>jG~ zouN*Vf8-1$-pwjX!5U7AJE@a!n~zzV)e|F4RVue%R{iEKo>Ymmm$U#IODGzYSeGRc zz`CY3CoLS7;|iN40o{3Ew$ZlCjd$-lO-q3@%4MQ_gK zl^?=p-p#ESzV4hoGVPkml-V0?d6bg5b-Lr2WvmtuHqBF0tj<-k;G(=%*s#lNsJHx{ z-EO{v?B4vCp?QR0Z%wz3f+kGF)M zVXOB_UqPqZMmavKUpaQ^SbDU|Z<+2+Eh*Otj+m$SrBHY(!mPu5kiy)SyU{Q@L@Tv}m8YU1nHxd-rKe$aSd}Z+7`bG9~vQX~jL{+4r zDK}45{L>=`3LOPI(Dbr)(Q&)nQ_u)hSMF+4X@i2fEqv9cBm+EjKFO#N$Vdr_5)llY zdxLI%2&CRsQt zNh-B6U~Stxoe^R3x3B=1{fy(2Om-9H+pjGfdi?wqXorv`(5K*2Rtc}fYqL?^S z{~Dh2+fN6XM#;qq{(PaY1{$>+*?x?q5A-;oGwhAmlSJzFweuXBlD2MWKhw^8XItXm z%~(bIOJTyj0O46Ms7^Cs!2km(zY4)mP&p%2>y0sAH?-xh2|U?zWkg$WDfHjH zV<4~nA+*BcOxIIAX6-xoLO7$L9yR_mZ8rEh<7ZGH({~8uPRkeRb$~0|953FxN<=s+Doj;HT*z; zV{v?YFBSK>;_KcUQay@5-v-?2;;8da4=5kud}_A6*By1HU{GqXEE9eWXNJ3JJ`r7M z+w+XO;MY5!d(QOEPwqs&G6S0YZ3`1$3daT#&>5mp{kigeTj1p)AO3$R!(_yAy@!`@ z9gb#GJAiAV=7VcbnncpePB{qKMqdjb2#-yf7(DW?8hOXdYyQ#qvMcs5!@F!xzBsJG zvld>x>yKk#8IQNLsLubD{qB71KAn!;=BxH`e?O}jX;2jg-O5B%Sg9IRGH3m0K{Iz{ zm4ANBCxa|ZwZx|3t0OefXjjiRE*$As`-FKK+A>~saqEN!nw;-RXvK=h7oU%AoFRk# zn)|Z*r@ahc8m`I2=G0|!G^zI~yPceJ)Y>91xZ=R5;J=#~l>^UT*H=`kq*E!l&+u~i z-x!K(VN`p8m8TjI$Sk$HZv@XGG)y@b4fcHZ-x7Ma+*YO4P9x*3NcobLk^F?q+9f>l zsqqU|yD&hM>FIJRE~cOTb{%!a$Q^U^zkH#XBv8w~)xt*hc6Y2`d9|hkJ|eMn{gp7# zKqO9ub|ujvg!q)8IKtJ2#164=m?h^h#;pTe$wvidDu=j&VpiN)S1T@R5IXuObt<3K z@0kV$hm)%{S-)BrtSa9>8`6JXg2=~bgwEpE)Qky{Vqk=iz2S)s;o+dxF`o>*$&YPF z1h9FCq7`b!HrwR;`v%DDiu)X4K24UhV+hHiQ9+QF?k?%>ZlxuL zZUO1;`tR}m-t+y>Icwp9)S;~Gb8==59 zXiM=g)gKa>CB?1DiahS?@4OiPN27>iGbPxk+5fyQlea#hXD~vA)Z&{?@R&v;FrMRt zUvt?^`6|i2qg)!czEpSAc+&^R3TGD(yd)2A_gG-dx|c13nO}AK-l+d~t8QD4IEeF| z_eVw8)ZWweCdFfR#AFOQKc3M0IBUo1NXLH~2Oa@dhtmYkjazT$-LFw&Y%41E-b8Fl zN%Ni;2ho@Ll}$92#4BaDQHNs4VnSDXWbJ2WuHSqWxaA6FVX2F@=t+68y>be{a*H+= zwfcHBwXyp}Pqhh3saI z=V^d!e>CBQEJ<2gXOzTxJcm` zkcNznYrn3GdT5p12isU+b~M^U++z^M$NK(KUF0ifV|hRfzkZ@DjlfW z%sF5T0?jV|8$LtXR1MjCZ$>^vG(B{ZHwS{=GLx zGJmJX!QOV+7uKkI{!b&3R4R)}d(FjU!3vH_-5&M9MJaXupd2rs5bfFDj%EB7cc@lk zPLD-8T+L<}gi?ADmRdTuT~g;dIro9`msdTVY@1r`%qf5DAm!vhbQN?*d<8=reb z>$G-=+ydD3*YA@@D-*L{598f1rLi3*YMGn%*6Kr@F8c2NWbNg!w&=ihH!IMye^XTV zI_tQ)qv`RX>3F^{OP?PuuG^eWoHpD_NvU<$Lh0_TPsNY^ezJbwi~kTSh8xy1!nKsX9*loJ__#Fw;0o}wW1o_den3V zgT%{ityZKu)dMy7OdMP{?u)GSW;oA?FMrKhUhu-IgwzO!hxoI$9JBqk8(U=sg=M}# z&MzvL@-AGZ56&^(pu1q6$4-36GwjByG5*4ki*&`?v@Jk7#Ksz|~lcNi=&Ek{AEX={&rmb7|FS?V|flkF7Zf2kbV0{wq@U=RYH{s-yNeO9szVeTe(K zBc9J7(3qb;L*Y&q3YoAK{Jzpmumz6d-zP;IIE^GZVu0Rtu-(ZYgPT)!p$xa%{+=9n zwN50cm(sT0$MI7la~na)Cl$6$M`#ff%qe~32xqKPu+*tpim1i(Dx1i+l0(7p&)QqY z)GrDF0XZTgHz;iVaxhYf%!}ag5QKk_t|s%BHgykyP37|RBv~v%qq4rE7hWy(>|;i)ym@lX*z46-NBzA$u8F1Wa0+xNDp1*}P6A8cN0X z6FEXSDvTrXXbG?3nZ*R@C(>!oOrscgL$&uXFDn_?wXr_MN%mBriPhPf@-^q8#AB_> z&mIc_S!`J!9&&w0mEr34cvu)7e7*!M|1@ zkpGlvy#$VpDUjWgt!Arx=y&^MLpUVufq2%+nTg51(1loXnoNDj3p71Ys&Hn2qxS6# z{8QA?m~yEL8!)6I7ow;D>v(quA&6^%5&+Qz4WVaj)$a>7z(e7sDE5x2$57i|bD#S9 z?4yB%XBd{K1wo^|Q28yGsY>|to10O#s02>2Jzk`|HZoC|wO0_v3JdEvFIZP=UXh@b zx_q3EjJh+I^4fgKqAjdSxL?TDcuw&@*&&Miqq!YpdHcg6PZhPI&nJx9VK1w#1}Z7< zievJ>_x&>j%qnQp{n*YBT~=ZdRh$qp9$Rk`T(a5PRM2`mZ(zT3E4{V2OER2(DDB)?pB!6qG*hicnCEJ> z^GkU{;j55=mh-4WF2;*%-@f?Bz23b|eI^SF>WZJ05^&*&45kVZy4Q>h&qA@#A$!6F~jMW+{64M>m2Tww81EQ1N+ocvPve>fUKXih@cAQbV<7hvX@UKgHWoIjB zJQ_$8L1qJx7BJx6oT~>;lGm!KkY@)y0ZyYKI(1=Ck<P8%h|fSg(3`udqPF<(WjD0%u@3$(+r!zsg{-gM_r8}|k>$#Igrnwo4=%#yUkNcL zI+OC;*Dv8Ni+7g}Ab=-L);Eiwt85Dr#+->K2r4V}=b7yc9^d%0E=6sD7yCrXV6qRV zJ1)A-8n@JQ+ucYegcL294gI0?7*O)Gl?S|fh>Qx^a`c*VY%M`@qtbGfCNtbEmt9kQ z!TX7A(?h=9zkHG-Qhw~3sk9Sic%zet#K_)^rL5*^`dP(Uq?$(SG6bISW9%tgO#6@5 z5n@vxBo!_u1@ko7qk6i>8b3m4J&tIOrkyB-7-!%~Sz}L4*k$l#4fCN|oObTpUTz7H z2HX#_Q|F_yf-V8oL0;?rx;Js(6We@ev2s?64WYXX^=2_60u@m|vbPa+uJp-?u@Qu2 zCVh@wL68g8@e#e}g8w=tVue*jK3a@0Yq#06q5}6~Hk$kV?=B|CUxct}sh8_9&ekG+ zVIOdC(vy2VQqE}|SBFs~prx_bkpYJ$qG;**2zXwk7$TiUt)>jQ-951!a0J7z<%sSp zE~t=g?M{~H<;u2MrtEqL@6kz0nv{o1Nl)#@H)sySv~o`Qe!__ksBr7gZNBMz)k*}ADg$cA(WIC=P`1*&=4NH81~l)ZKT&? zgzre^e4@o8SK=Wi4Tm) z$z!?aK?I_TB8p>C1C~Ui{D!W(VIC=0l&KirOvdfxn7`r=?(O8X^fa-|^|o=e7&_Hh zZ`6wl)!Y0IyP3hS@V+uEAC>+k$C54T2R@2QQ}%$ff-%{kKA%t<=2pmj#i@81T=>;y zl*VC%8hzOAx7C6o)q}Aw&=CE(G0e~K&yV)As+{xL)@T;NjU6^l{#vv@;UQ?~sB15Q zTat2oVYd6Oolyp#GcXWsWZTCFCujA@1mB_xrf~Gd7+%?BNUz9^Rja2Qr zyqn|OG#IK9Y-&}Q!<^U_&r+vO&d6P?{aY?VBaVskWxAOYd@md*xlcK{@tmB>VEBwU z-D$iyJcEGZ&&aIwZrAT+V&>bY|=wkZGO^|vd=m=l+WVE^;aG;vXzlB41A$B zCAt#$4Q)M<2et_f*uwpJsYz!~+$$W*V3~9dL2`wR;b+7Dd}3xPW#o&_9~w&^80ji7rYFIhsf<0 z3}VAm$J^l~823~aOgfk}P%_2ZG|hx#nUN1YpC|3T(fIyj4=InE+*Cv?n<%p!YE}S{FKo^-0Eve&7!Cle19c{no*w+=>%D?~h06 z_{tF}U7rMJP;7YPV+eO)P-+n+*yTlmdn5N=GBj0bVs~ZNSXK=)W#)<#tR)pEnksic zDg2!Uz4nx`nP{wWxie(e37^FAJBaO$yfcjU0}aex8m>U6y#W@sKd}UA__@C?d?w7B z^l@JJYY&dJKf*+aeIqbWv9U<83CN0uKi@@yt@H1p7-qD;t=VXemmiv z0iv}7)cyAsH%L#@WtX6VBOIRM;n<56szSQUg{#p5c(CxWkY~wF)8Idn8@`x|7HN3R zVtbTs$YrfVs31_RcZ#MCC}>py_lK+EuM%u#*+y2n)4IFsX>`Y6g=Ogm=K@s3stN+X zbY7g0rh8d6RW$_o3RB%j8v9?RE?R`-@ljo|1l4Dgtj#7Pwf>O`J znC%&}H9f=s<6S4sZXi@SCYO0tF|u328rPV6eads_mFJW;Se*}JT@#T>c(NW;BfZhA zRs`3FLC7}U`2lDEzeI8Y?jy>#bku*ZphKLfmP#deQ?(CQVU;=!BcN18@oPF`6_@pB zgJWU5u1f2@bUil!5x&~R`=EAvMfBDCjyQqGA65)b!%FYQ63W%GHDJFtmpLD2`hEM% zEaV}a8cSv*Tmy-(=}0j)tH;Zig+|8|(bJE_`Q4slxL>n{h@TQ7OK#yR3xH!$Rw7C? z>3eWC*YxDB_x|EcqsMeHw7a2Xp9(&Vw}d++q|fMETQ?E2sD5 z2q&xCVO>Ec(*5~(H#y?CDtQgp9<@huZx&HN#}uicfI#e;jLXtP)@T_a`jMZ`9&2)H zH9J4YeB@3^MHAA_Uu>K^Ilt)YJ{{2BkX!fC+;TIEW{!XOu8+DR?M-TNfqLn}HaS7d z02$M~2`frNjlH~0^fO3e)7jYKA0ci{b26JndP! zNB8_ah%Gps{X0u&!~b)r1L-*}t9v~pE1*|SYU@hHFS zyQVm?0y0|gEk&3HPxaacDA){U*x*XT8Q9)9f~23A2Qp2H^qv_J^3jLAz8P<)3d!`m zCBnJ&BmxYAp7L!(^UAl6*S?CCx(#0xQODdEqJedAGpF<^AU>Qx4w|fHu`DiBhHQR67u@B!r z75yFlti9n^MUjI3LlYAQEkm((2wb*uP`YTWru-nSE#NX0Hrh)Q8n3=MxSR`dSgqKZ zExAWGU_LlY8n$vt8b;YN!;L~R|EtKmUeTdOOm=wqSJDnzzlJ*b}|2{&XlGh|J__=1m8Q8Ad7u(R6!h}FT<6hdya-G!?!W@W@$eWS= zf*wu9_0Yt?Y$e3 zqm8cAnA$c%Ylb=8X-8?Z0W*KBq;u7Tow67US9I>i5w)e*{w}QLVpQj)#YMx`v{uAi zN{9C?c@gHs{?CQM%u*-(OZX1TyB;QZc%4%zw=K9$98NJ87(Storp?R4>g@J@e^D;Z z7^rq+sL%6vitm6;D+<=ESso046uatPh}Ji+y`a@#%CWvRNl^dxo;{+fYzw zR|)8lKbh#4JLyX}ERJ+8^46WfhA-Wd->dj__>jM8OEJM%*)l7KHE*gjfYsnWc$6Vy zXq3w|o0bSH=DJS!bBp`ST6hI8li<{+roc&@fnd$@o+Eh!?8nyVmQJFkU)&hC;Ea)`nAQhwWsUC$=5x!RqNl%v#Q# z9!)zhWkQ@Oi(U=EDKL1!t~c$A5ngEih|mOHm)e8j@JC7Bf{vSiz|8{^!)$1BChKxn z%Luj}%_e9>y>o?kyOae{$$PAsP7Yw!%QG`btlUr+^BEhj8luQlK1G=+#ML|A9SZZ2 zTS+RmDaw4l#hm2$3#a}xM#qXi)+IcXyW%{MyxA-!GJUdo`PSS`>6=Yt_?PU5NIDj67z2Il7LUKaM$OVMC)#0+B%^2mmTo zbUg9zz)_CH!az4#{4LIvSUCp0#?W@6bto(II-vC|i!7BOdMP>=!Dgd(&cNf7s`lr| zI;ffdU_sJqWOjt3AgXZj0i)sUk)u6J$WGm75f__Q49?LzYmCoT@dI^-rI?b88XMp_ z@(kFd$FI(f=opkhZyDf)cr@_=;EB%aY-XZTJGtPHE?wV>zTx&Zvf)!MJN@g@gVc(@ z_4auUne6mcS$HaW(*UM(d)09=(Sgl_Oo?|3FSs#Y-|`**1;(4K+T-Q-VuEjih1_;p zu_qdr`9e9YCyjruEI9DPGe{s8=)sA;U5(=QXy=ROH(>psRbL;3!! zQU*JYCz4N>s7w+Gq2s zT^3CJ@MvF0RCf>dgu%L?^S}B2lZ-tfM?nPU(Mxh2emLe@O9W*T0kZ86-qyvs8AEct z*+MU@8}>Is(XW6v$8?S@t<7HCVs(75j!~y-x$7ZFQOnte>hF=yua@cHWJf6-Iukx_ z{X7Ru>~o3YeJL}{1x!I?U8EQ3;>P-Bvb>wR#^raoe~j=DkW zm~0hkWATDtsM=SSNu=<~wbF5ptu$bcm$9!Xh)F4#)axqY`j|;~(%BZMSr{OOh%mwO zI3@f?WBFEbwOc&nTA;?Y$2jt6_w6e82u?#%<_M>f*tOPg3V)xw8?q)o_!+4vk))^W ztZL+BSKx^L4~x8_H!t=Y$HU9_Qm?#X`cB8`01;Yn&G1k*YVa!gUaN4?+}B9CfmsTdF;y}2HYY|)Vj6^42Tvmb=}9rt5x#^doqP8<-F52Odv*Y zS*~3TH#gd8FS-0}NL^oy0_znm0GNzqJK&p^1Ps?{f@V*&{rGLsPbMLCt#w}puS5yY zUz*9%Vv^6O!?6N65-&n2-}_&Wqx>;5c9o-$jfN^@XP}dPy1NoOU&RNYid)f4a0V~! zW8UxQK>Bd@CM5aoh60k#!tl=v?p}kE=|!wd85L2bTsGm)NA-W?w3h0RnVB4|A6MLJ z|8=g;Hg=x-Qa~;ksdIN8<4$&)U;_z4F^^xWKM}+F@FnNlWLNlqg+A4_k*_Z`^>_;$ zTu+mK^EZtb^H0Eq7VNSDz*_XKu6Kas(QZ_Jk`zJXb$Nq^{m}q0Ha`zk#mPW`)>(#r z@WNk~Lppk{>-zj_y+2Xo7KJ)ZNn14h?bC=I&59#IM=6$UWi|RDpWb(>krW%odPGuZ zEo&c#V_Db_;xNm?A1Odr96k_@46~%rGD6$&=eSQm1R04t*?&C}oJ_s!|oB z7b^PsO6aj(5#8fc=CwkeU479b#BAm2=k0h^sTnNkJ#Oj`(u`#CSu_Dg$wo%8L9-Wp z@y|3gUk3Z&oL-o=QJ_#jrcs7X#@RzJw+WjC7LB2{WATWnh~(YJMs|7ba!36m{5r`eq!Lhhg*jvJL|@kR{f&G)&0_BO&_+oA=e- zDLF~AT)*F*5#{wY8-4jzDThHb>gJr$kgEP?x|;0L34$_km!x@`G*5CKhM~R zkFsf?C4LAyu968WR}7;2t@Jav(7l{G!i9oV$jH{}ees&GYv5d%(}_+(su)y3Ft(@u zUd_g%)=%8eMlz@?e+GVEu!cd60v^y_5A+Uh_V)b&4gy?zRW-Q+hK6Ws^@qaGv!lhz zx=U#o6S*{}z_t2Z0e?Zo46?F$SibQ3>6JNJ^BPA%Y3}KEq^cv8nIw4dFpz?f36?h`m`9$UmQ%mf zVUQW}Kl&LV$6|Kutdh7jLf``5!irYTHTigiE)%D25_~s%(BsKH?=yCzE8+gF3QS%i z_k?ngkRug)faV|ywRWzu$&_87{Y>P_m#HV2<2|8#3T z8#gMeRaf#*82>cCJGQ=Ob|N7r`uD@uv9!mQ42f@^30^$dZPr5Czd*Q|6NdH=a`C9> zG2-Jk-1ewV4K;qkRhf=qpH%XFVg8HFNrGXC*#{Tl`kz#-Fyi9AEFWf@#5|1rZ8bfs z`e-^^d~#)H-6FCfPQJuDDrM?-xrqrPrc=zS?lCf2)fY;5CFq5F@s>O{bsAjjPo%AelTvW7iYBenN@6iN_%`Je^=2$?9^Mt?(l>?;8#%MZ-n*lO{ z77qxYO}fF5x)edpmg4oiwY1kpPMOzos;u!nXs-v zLXQ*m6L*CW<#Yz>*P@1l+h#NUPyPL-SUXDZ!}JAOuAeKX6Pxf?CFSJgd+j}|u#shl z61g+g+A{7Yn)dc=RAIzqY|NEEsGbWH8vUg7Gf=~C=XZ6xozbe7W2xV29%>)CdYz08 z*U9F$y;~iksIJMl;f%Dx=IT!DhtjDx0q%|F5WJs!XKKz^DKka!S01x;GoIDmy&p}7 zYoT+{991V_`PpLoB%(30)Ih*g!{LAGb@31NxR$uISuj^F4*c~Wq-(dT+$Ws|&yW}2 zu=|J>3Foy;xtb;66Ab^YdC#a!uj^qrmZXxUu&gMhczbTDWsC}jeRT8PNe7N-sQfMd?Iq~RP_*tTZG6Cqf^%(z)-aejXjH^kA%10w zVl`Ut3lz!^MU0ssWjPhWPUOIV-3vYSxaEcxYD*~wA&k!lDd}y4guGY2<)xPXkQK)} z$Dx#z#2r)N@D}91;Y{-6cHG?t=O@7U05p@Bm}dt}O3+@((H28!?7&4i-23#9R3ag` zv-n%tuUbQn({A`lh_#mDpHuo!wZ=EG(WX-wsu(EAEh+EL;`NSJqv7F^$zn&26Q1Se zm=w_iue4Rw9VJPtHl~S@%{(RzwY8P(VwmmxG0PXy5khV|{)+*vgO0j0)>2Q!DF+V9 z;$Zv-70NxkJ@uEN81*S;V)=tVFum??E+@L})^<2$HvX5#RJ+Ce=3IZ$t|#FP-$LJK z?XFj>;E15=stiz_6ed^e_%!C4FvREGklC4=Vw zH={ip-S@A8jd)ksXKnJrwi8;2z#}v*mNGkJpz8&_8jHl@tO2NK<)|9g%{ld2I^c$Pm?zVPL#A7R1H9<40dxR}fJu-_esGBpK-Tf2o`a3-CA5By2X zFt}0xvoI&ZbYSsvYY9*n!2{`Z3LO}ePA5Bn!C|CuwT|?OzG&a6M$rbX)5``0HfJT> zuR90$T!uz*MsqesSIh(O8BCwz@0u1d8A=-Sc9c2E_88J=sZi(O>$EFlkF&Xa)3>T; zx_P#HRy8af4OWA_)kHKj*y3RAN6NDk=~bzi05fjx148*az;&4*C$6!bv)m{9t!a^* znPgeId7EQ->6Lb-shDIOKJv8I#>ulZ@TeQfczoH~Ke9C+30kAriEDv4@SkLKF z=RW8o?xM++mL`BaYtWlIfd`ZkJCWK$POC*5`tB=zg3sVfCy>c6_W_7V+h- zZ&BH$11;w@vz{Hh-!gMw?kX>^eLyj9pb7JCyn0&XaCb~9s`Lp^iCMczjDzDXg5yns z>vAG`SU9?6IJ&RFsHI_o7tL+S7Z)~4Spd1VA^uzz{yS`{@c3XhI%tQaB zKqH@Y{aB>MBVc>n74*Fxg9rcr5UTFAdguqTt#QG2Dr@JOQ7<)N69Bb@Dt4ci(`(w2 z|AOlJB$g&a^1h@ZP0?5InC*is{mlf%P3$Nv6Z-LepAhU!O?_8jrgw7AKffJ5TlMcn9`F#d6HTI?t@%d7}g4DDvO8MqUyOXa&Jf?7~A zf?h90W2J^e9;}mN7)vc<|7=BI|2Tamme53v1AhxX!L00uQpZHOt{Qu zTVI1LgCFd0mCb#FqT1z3^UV>~-)Y=6H6euNdlpWU^88tJc%d=`m2@!~P0ZG>q zK3109TMzvj%Tpm#mj>Y%nZ_)pQY$W~=D{Wo0iN z1rd*_kR7+mKqwJ(zHh~E`t~b2YqnyMdJ2DnV|+gY^PfK~Jsh4rH*qx=p_RFla4N}r z`Dq9+2J6>5A^kneQ{MlGyD1?r3U&AZ*8+z(%T8DReP#~(Mm9eleg{B-fY7$7=}Kdc zuNXm}G3ddh+BRbj?YfI)Hm3NBd&c&3B7SIWDVlcb{G|&d3iKgV@<%=)o7uXuORKNC zW%zcrn{~gVVjh|=(I`W<82CY&FTwkbMMV2KVZ2Ul3=7XzkF5`jZPdgIAiBZIQT{%I zduQrvJp{AgK6~GH*Meadyp5|mRa{j31_MSS8DV&_<<>zr>Rj>6ldsg)UQtFT6ynq^j7zvzMgq+p)>fI zY#$EF_LQx7&bB*BVl_iLxu`MPXhC;OtfrQd(_Z6H$`=ah9aC;1_Xr}s0ErhHW*xw`_I^?4 z)qQ?o*9U1;jPq&e712lH;pYUlvjjt6A_HaP*HG6zf%B^c9g{^+0|S4uWF&JW&n(Jb z%M%b2I-*_CIK7quhq6`u+qH?vF^@S}FVL_f<37);k5|q`=Uyl5a@V^$Bbn6vuIDBsV{ATQhZI)RVA6_7 zPTlG|Kdhg5mG-Zf5HE!&M;~KO9@e270LHkUkV2g_gKU}1?%Aln)#U_d_2 z0FXC6zF6Pi$o+UW2NHhmAYGEK$x-{~IjB|5D`>)A2)g^hFG<^GYt?7Vd zAO_ZCpQl%bX%%23Z)7BFB;9-6Se|w*8IDyNQy@s*Rlb|pmhNBbloj{Iyi3Z`%EO{U z!j8WsxW8sLOqMj0*U>qxDvLz}tj3G}{+p?QHP=h!l9}j7*rE8#V9^qXjI? zQO!K$YBU#)riI8_0ZQxO9bgkBez^|_F%VS<6vQSJv3=0^G z<D)zv|t`#FI)!ty(EnhP``ylU2f(+h+K1-*);@(fb9q@&=>Y4fz zc~O387Urz0FY!!&t8_jtXMdH;_Ue?M#N7%c#;!l=h6{&L9c#f(dP-ha?md9aJkaWG zIOtB{$-2ALdnuVDArm3Kn_!;ZvT%MFbFN|WacQ?kb@%x0s}Mpba9@feRa9&H!%$52 zJIN^rLnGPI=gfb*O01#JgV_e;;0rH1{h$x7vL1R94|&Isxm+~ zLKGs!l*2>);a4D?G9>&Vsfm`qPl#nhK1_1~goExQM(%{x%ZEh8|DDcbj=W4KMX!d> z26BNO@iOK9XRp~%`&+{ zW=F@-Ly;C(WyMhx^H}6^UjEGeynj9{NM>OG<3wJimX*njA^wTl%R1-0JBX8>Y^N%! z+y9GaAhYF~;PMPYHPBSh>|$pZ`9monk#$rL}X7JC|%Ud|~T(e%`Qs zcF@ybdwxeZ(4T+$hHa~&GrYHI3}Lgfn@&X;w9%6aE`@LP=QLjd>U`O-_R2^)-s1X)I=q7O_fL`3`CgNkZTEGVPb@3txkDk^1wa+5&^Q&mabkY{GIevT$4 zIU`LbA{PCfK|?6kRFU=9mChEqWwvo0^<~wnewjv%y1)?pv_LL*Wu}eV?A51SpacP?#o47@Q$NQI?R%i z*k3bemFVp71xgTBrE#0c3t|M}H|#c1G;4zNw@57WZhL?PYM^Z!@ST&PJQLY(dTp7$ z5^TG{y=s(`bf;JTh4Erw6asvj20(;N$W`Z8qW~1TCLj_Onpi9#X~eH#1CO0OZxmy8 z>uc&0rGNbRGOdD(-{9?tir$VSl><>z>~aa6fJ+Lrh3K}=x07F1TlNK0`hzQ5R$FzB zzCde)QgO=!GeD3lkk>y|M%bSj_f!?GdteaDL!Nt)fD7PWXC@@Mw3?vH=-** z#_&E*zWot^&zo|`USgFBniqO%^`kf2X|%uU5>3K&OJfA|no>n? z&WuD;NfCrcv2Q{-1qM7rLb5|i`MB|LIlEOh!x(nixj;rjH z$cQ7i_Xb8_VvT;co!J$LI6{R56B}=_9PXS+U=0@F$zod}e=A-wo83>~91o7tTL1!* z=XR!}QL6wjX*ix&?SFoi&N+kiM%lmVy6YiFCzUrybXH-LERiVcf)-e29^TlyI2`Aa z)GKSbSr@9&9N4Zc_&uF+p$zelQBVRutxQ-w(0ON8wvz`o_ca1(UIaZ!r)VDy{K~e5 zRaS66{H-Kysz&2FbFwm~PZ+its+qXkL9qon57wS3qWxjdaKdytg{##|4Jn>mF37gg zjCYQ=aV^?$csz$H9Isu!@`)i#JyK)B&}l2$FD+gsA>nM^$Lj`wl91PYy2w&_J^UFF za9Z60Up%b(SU&Wv9sXOdn>_IM4(`-+w4q0;eMkD5X^2ejIG*TN#HNBHW|mZb8aEf9 z6Xef5j}Wk{t(8qN%Co`mjP!xyt0(*=GGf1=eTTxN+m9}; zU5NR5Ikn2_=2)k2vyAZQjJF+56wY9QWvR?=_`vZm3b2jw1yGeCkEs*&7d_Z>>04i-FLS5|$s2$Q{34tbCEoW`h<5nJ5Cnkv*h{B`U$+LV`2@!T`>SNb6 z-59G1%pmx52b=_SFsodpeexs?jf7WXnAp^g`;*eQ}(VlYH2;JQ2$ zH|Ms%_)50dA`>Kv!~L3Fti~`rOa(B07GQ8}|mlURBcvOd+KY`kw4}D(s^5nU%@Y^t<}`_oz+45YSiL5*InwOk$7iTPzKQ!w;(o-pKx0gr7;BK=8{ zgXO%su|O58vXvJBVW*6P)wOfaScAiJ59z}cnLScEEtwX5a_0QI2**mTwm7=hF6 z-H_0BGjkEhK>w<&z|thr_Mi>DxZ&c{J>p}is#BQGx^0@@`uVnLL2=V-05om9;m*#z z?g0#Os3NB2Wp3Es8ce{9o&iNpH<K+|a|`#AC6wl3_1b&L8-AIWmjmnw6(ZY-NPTZ1 ze~r|(X*{}1n#JVf`ibrD;xNR=svpw8cR*zN51;^G9N>jV1nn&o>um&+3ni#&cOITy2M()p`K(>Q&jz`N(5bY%V|9DBgPak#mdUI@C28785eB(!+V+-t;k1OAV$qUYD*+UG;*oUXRMdf z{a-b0!io~ul!!+6{ISO)K0YT)<^yDJ%eXjB-uyH-ZW|?PTKS8M{nWc!0DKL3#f`?* zjO!?IS3P_4TdLb5T)f0qFlUICMOnqrBHW-aCOKe-oH&zV#2m1~O#Anf-#_?-ceFn2 zzAf_MG2${5j8!2-eL(}{`}Tj-p=Xfc|ry}2JvjM{O!l%@xWr4 z)h?(oACYhOV}uSwD3VBuod1@rvvvxhobiSJ(*q++n8~BOL=57T`J+DiPgzgrjjd zF*IK0!${3lgQ)R75KSk;-*Z0xmqvV4sI%4k=QDb{93Lnq{=Gwm?F3`yV^vuHp%}C% zMA#QP=^06P71DG6!6SOyoY0@cL31$ndHrZL&?*Km#@jfl%#0YE*0plq=c}n$C;(0g z1lrn#^uW>^Uu@C=8A8kK>TdojBm$k>FH-J{ZWEC}?9aEz`8Wplb53A~6@r@-xC*z+t<(8cjg)&)qfjc>wdC&M0i+H99@74=PGsBv7Qg0$<=Kd8zqZDyc zl|O+e<8m&GW?RHg_1X@hxl1$Rn-^rO;Q<`Q6{l+TBq0(40WtNx8}z6%>~JUFyn-NJ z{bh$ZQ)~KJ<5!8s(IX6*QN;t9xZTNWqALp7^I$H6$DyRFw_~{2Sh0z3I_h)`HjJQA z3&-ckTYta%YklkMrKch7eJmo90pO%XEQ32%3fP@*{=U*ZH?;UVP!?#B-S_+3SY&0I z_yyQ(biqX2x3|{2BxmGuS3AVqd){x7E2QXyiR1`1yuPUEP^&=lmG*XPQBUXa*M^V- zxQf&TjUOf1`GKE4$XL=^)&qETVCBl&kp5<%o|o?ld7MK|ueLb=$1;?BGQHg^KTgUh zaA4m3md94%`&2Oe)|oreG`d`}j}F4F-51S}I`TJ$1>Q%4MR;GpZEVJ1{E&LfdW=q^ zQG)}Bl1KuR$lmlAAgV%AJ^kmGPg%_3&Ofis{o5$!=$I}wUKnO zeRpx>0spzc>$Vkh4Abi;bgxc-Q=9XA!9E{MDxw20Rz%@F*$6u6R}goILtS^NQ~)D%}r51b+J0k`d}#=?N`o^=rjJu&YoZZ z1*?}x0E)o8H=)Ee$j$AQ;B8l%Vq%E{?A-S{Y}op8K>n{9l7Or z{g5g%22Gf3*6VD-nqmvPfb4-ry^EFaFX(rto2;tm&o$ju>7&KCtcd_Y{@;kJ`|q}R zInr(Q-W)4{)8FjVZ`9J-@S}biuX{ zd5)=>LK2Lrl2^kc&ha{<^mhC!+yc=WrO2#oUja@WBg+Yj_Q|s~`)(Y~;W`j)rx@Ix z0>|(Cq(JzNme?Docf@gAeX<{vF=Xpig^mRgZ5g6~7g}kBVX^s={+CGhR3w;dq1#{} z@8@|<1z~5J+Q?2C7Rr6!mq#NL(OvE#8&#y|6%`S}W49%X9D+vj5hckb1G!Vd@F+a3 zS_})|0v?ezxY_}PT1lWp{ok0)LXNLlY&3lY9Lz2rGDd_AFrcG1s%bdfogQIKu{nakU&_p!{_5n2)IJ|1#wYxQ_zk#d&benxZ>ZQgPJ zs~cF&6$EHwj3-{1l&7I|hr#=7E!K3ALiK;an`qT&a-7{($)z)d?~1FO9Tu4v5z{0M za|x^0_N^F|(^-7+7T=S1>(9Fxvh$NJpPimHrS}@E&9f)0LRM}lne+F4M*Jb#cCi0V z0Yr18UN@q@YIkA@z~IHT?*SH8j;K)P_9B-tC{`ER@>%r#JKV9&oyYy zs>$yniHYtb$C;&e^q6c%RFBY|@4v|ln|viyEq?To06lj&3G}RW+ylA0i-P~o-7FgM zEUcn#eVpbQB0l)*v!LfDZFW`!8hxY%HPSPMQ19@NGc~O*hEX_;vaZ^JE9TF09>Nfb zInLR-Ke*~+^6$gH|7L0q`AOiw{n7bj4FEM%4Do-)X;oTytq|I4HT4}`FPERpQGuYB z(sv!6MuN*_?&>SmYb+*4&}*zQe^>hF)4s9A?9k7xlDqh=65F4#g+--}cfDoB-H=FP z+rpurf$b60OuR(bcg`Y;|JURX)#@P+Bbm3uXc}r$ZG}}~_rvZJ7&TWTP7BUDow7)l z`tLDIQzvc}$@rD=zjrC8>#66>ccIJc%d#(IWYRn)%p)=Ay_cs+(-DE%9!V|3>tUv$ zx4EpF#`U;2iCe*wLj$j=g_c@L|I z5Yu2z>DShVcMn`fpnT&54lnkrs!q8UG4zAkOz}!d&e|wPUj6UnQ{)8Hf74I@Hy<^7 z_ONyF(L>uWC{K^=TXo)h?$jHK;mJmfkB3w5{TPuChRNd^oA>;CjoeeqwPvb%WxR=Pjtsg zcE@ERI7DEiZbARrrIQ8J1&c?yBnU*V$Ve7IHEY((QW_q7da_D-U z42_X%p>>SQFI}2MDOcY=Ovrb~=~o83rksgVYPd;6A-`L?iK$W&+nRA2c`1B$Eu^Rl zGng&$J~H%7FP8w>)zSvuh(CboJ3O&K7C$qGIr#y6q#RMJam=LuGvEZ zrq^t_@u!-w6ZRQdS7a&0TQRIYi>Uaw6&Zqh|GZTJJCTqjzBiMc`vIy!HTdkwy(LuI#LfGET076KCbKO7NBRUZ5fmw*D0L_bG1Li7 zK%59sga86kG}4QJ2q**+BPfI-p-4bLN06eFF;oG06%39>ktPICUSI_2JwyrN=FY5H z>;8bd*ZFexr?d9n=X^Trd1AU@?B(KmbI~`@7b_6%X+tuwpk+VYvXUjDAw1D6I3q-h zy16oDh|Bctv;bCwLWGRF~zUaFL)hA zA|p(CM1f1-4#@VXCqP!6S8s10h_F*_*Hk4|y$nf|*i4OIo*-`rABwnPGb6S8>pWG^bTRAA|;wTKkI}Gw!l*pL?Jad6j&=i^FH}&`lue)}( zp_frGk%8oEk;5{Ov%{D6g11qO^LVCW2* zZ)4d6zxP5}ThQZP2b=eH83h*&cb__;vGwV-wU@^-7zM&FdnMZ%u_G1tkQ$b8p@qnq zi+Bf*SL~6auHi|>jP`@E>C@@RNAv3&6uy_E`!COs9gmP^;r!`CBoV;F^Ky;(kO#U( z$-CmH*AMI$!@YE-toYmmqui~IBxB)KwkQaFxD=htu z;<*9mLv}(wjd~h^ar`sYwAb$Ab#~C<>($!RoLTWpzU`YT)B2}Fb!CsJ|4He)6=r1E z;lMHwlXQ0E+6xJ5jU$?`^CqlO{(95ERRo!-=H3ZX0P1Fpclx>wu5-@H( z-&jVN1(oo^vXkZ3YBjkyH&=ERaa1<4P^YT7%n*5?(Wc)eZ&7=2O&XK|nCn8AEvm*r zwoXQgmr9UxZl_oO$EMPfza*SsqdNUECXPySs!talEl%l%crhi$5pak?1fn9$} z;IKw(5pKQ#KezdVI*5p~|QabH_IHb@Bamp zl*Z6OOhclcxb*TT4Ct-zJXUv?|nuPn^9j2c)>M|`Mz>}`goL}i9%AF;5I}# zW7iP)DCYCCnbf2rkSv+#%q8;mj z(H&wUU`%9XyTTnRKQ=u+PDgWX6^Lf|gQM8Bwq!%JeIw!q(P3a@*l?|!W zw&mFRgIsrPzjQ(xGMus$Og(4k4*~7NAn``2}7IXUD`*Z!R3<4VcstO{ukz%$_y9 zKzlnBS}jN`0+vV*gd<4q)MEn6#`MlcR8oH=u85sk(8fI+q)?CRzjM4u2~hd|yb8~u zxTj+Mn=IFjL3kS(xa!{|cVR5MhZ@(B(W)M>Hs zem0ZHUJ=r#%Kc2|>Je>a1YirWEsmSk+52{f#@crwAcQ1m;6oY48LZ+S)~p<-XC3UfFAR0b3M;F; za#DSGpBsoew3P-=QN>XM$33k|xM z-i!dXIzexSvbLMxn^uEYjsEOgG=hxJ3UYsJn5>qMjNyJ+&&mCJB0mnYclPNOu+CwW zyRXFMEqYY1bQ0Uv&IG3tTE-BZcZ96WLStn<P8InLh)acI;hrGbLds74JK;2qnT+iFkaN);xpKqUYC%=Ba3tx%Q zO*eb8mOVKbB2oq4)I>{U;M{CD+bSCJP=o3oM=iYweN z2baQt&ubpj=X~P=2~O^#ZX~_aqnU8vLOk`^JTZ*gH1%s|`Lzw9YU{e!>+BvYj{{L| zZ%zQE;xX|gGWD2fV#-43)xjk5<>&6+Y)P(Z62X>ld(GeLX3{xQX>(t{-&6)ecsVGm zyueK}%#QfjuxjGt!abY=7G3D=nZI2KHKLdjvT~165+bxQe524m>%%cqa^b%lYBZET dg#U*f4=!_6f#H~!mJQ(t=HwaMT5I2%{{gAi+3ElQ diff --git a/2022-06-08_prediction_transfert-des-voix_kl.png b/2022-06-08_prediction_transfert-des-voix_kl.png index 7196bfb02db1e095bea0c983dbd17100e896b491..552ae2c8dea8d958ad5ca44ef71416c402b150c4 100644 GIT binary patch literal 38987 zcmb6Bc{tSV|2_cQg>a)J>z%a{n(TWe%P53Ub`8lk1~Ft$LbmK=&Aw!h8T;BuwnWy! z*t3p(?4E1x&-48q$MfeiM;$RU?`wT6=Xt)atFWiq>h!eiv?L@X^iYjQdL$&|g(M`T zuP;%7cZ{V*YQR6TZ&aVZ(RY6J25IGLL!xE%2I1)Z#?kKOzaBQOZg$RaaZyRpdw2eQ z{pJnAO-@YA>HmE})Y;Wm?6wq-DrkfTq4C0vgoKWT_?MLAa~c~7NfH|R=)p73wDl>Z z&#>xw*Y@ao{x9g?rduD!m?)oJ@y5T)9&5<3Rqi>{#y7HD84zXNyHb%Au;^&};QPlh zy4(NqnibI~IwAf1dy#QA(1&EuSJfweO57(J9)yMlyrW=hdip>wn}Z1N|6a|(KGgp( z{r4huf2#V3_~M5a2HpPO$Iu5{&;Iu*ly)`iV<_>Zq4$*9;J+_EihUz#>! zghxWseQaZjA(%9)h!?Pk@jpmbrXqPv@(3nb7Lz>NTpb!Zd47>_s-B;ey9uRel5 zc+Twzh+-ghz?YE;y!{G4fxJ@L+P8u|N$rG{*7OAA1cDh*|M8vp>9n!-J~USd3{|ho z(vk$hyd_&U=@BanL*ZHIpSAyRrZ`F?P=fSWiq(c&}iT!O`CSo68Qn7s%{TN?9?oL^_3%dS7!e zTG|wiKDkYyR8n+Of{%b$wLW)vO!Box^}a<*5q}IsQ2up8EX6wpQ(srRyZ6|410kP(z}?n z*AYj(Y}M0jan2DbuOn8N{lUo9Fv%ei5a9@jLnNe}B(+yxq`Y&KZD@?m&HHJwA$X#L zZTB4{zZ9~BM-S=;%snr1MKriR_KAdayt}tV2J3Z&_3C4i4`{l2>3=S0OJYtPBVO1> z9NoJKoBoRP5P#RG%ntj>b(LW$K=Eb7iz}S+9c*q^?U0QK2rQ_sDHxMH13Gqsf8#qG zcNWKBEhCQTZ<2X1lugdC?ZTh_ZUT0d2zgcTev;=^#L+NY_3gv-J_!t#6X{#GIF>3L zb{Rf&Rc0zaAu*b!Y*Omb_mnkWsGsI1i`zV&XN+e|X!Ahd{%_qeFcPb+F&=i9$77j( zHdq;LMtC;voJRs95iXyf?O|kIw0i~C+l5JnML=fQV6@}CuhSvK`HeonD8PEDG09CV z40IeYIQ`Bd2h3cOX16^^>No@P>c!T{8HUZxP&RrL*y2~nD|dv&d<3K`X}7vJ@{GI3 z3x1J-7%#&l8@)T_h=63W!Ke%m+=Q?P0`umNr6^j$IeKI_aX2qyuqp7LM;sCuPIyEL zJ9gkUthWb~yulJRUZ_aDAwI)4B)M6|(6%e%B0f%#z&!cr022qh5DB4Yi7MG~OS$>Q zjeS>js|MD7_Pyo&3Z<7QR7OyW-r5<~OEGUQp4geOi<3RYphsiGA|T%Jao*Jzd_U{@ zOmBOphk9fC&Nhqp6xgLzJHZm&+pIx|-2GDJ!yDTu@$PnPeLXporO2Iz(wD?*c9SP8pu%dYL8OM zLrCjd=h0D{Uaid!mVR#H+yCv^ZH>H7Z7K6>fNiMDxIt=jE3oyTbtZt!^k~}wlMEl3 zIMw8y$Kh9N$-Wa9Ht4pcsuB{~&tTPT%BJ21X)FYY7$>Z7IYM@i`dYFi(~ zpPAowle$YSE$zuw0j&7S*37>%6*%--VD!70aWdEwM%-0P=1qbz#U91mXR{FLWeOZU zP98fz|Btu+6e&U6oMwSC8mW&s4ZtNo4lHnS+RDaN{b?I5^(yP9SR(f)t8!5$G+>f5 zMkW&4AgI}izMD9MEa@_{b^D0%8Doyp_IdsZ2DCCdQ?~WzM+OPZDaUC3dC-ZaAnhJ? zJxL~p>n#j%Zkk1pxV9x-F5rRL{xRLre5l zNYm<5CgG81LFLL_qJ_BqP&&1je)i`*eCo zOJBUL%&Qw*&SJ9NFqw8ScV4^MdZrbs;cH#`2P%}lx=k}0Sc#5$PE|I9WGc%cxFVjQ zaLMH^0@;<5Qly5YI{a8$q-n^~Pu%H2+u7771h%8?EQ1R<&SnY69=Qd5j?7Z_78ANVRP2JLN*tcjvsJI!VAC9F%CczRYRygmoEZb`qCT@< z|ARJPdQDHi%(C`@PfUc9am87PlIZdwFo8t!NR|m5$kqVPht71dHTnG{L%4HJ*alpD zpyLXbV|J?elZy#ImX9I026PW24IF9TzI{=GL(1i+ zoz$Ye`YU(wb8?z5T#|x=dd#PL-L`IQ28F04aEc2YHtk0=eAU{*PF+EcC!raTYFL}8 zpvmcUgn!t;vU!`!MXNjZae!~h_|lWDG)B6K`#q~lNd`V?`K_0+4tl2p$EYkt=Oo0b zf56rIuMp?!I2UK_!v<4!1?s7JQDrF^j|-en!nyjhSYOe_M(tc*D+qwa@hEQ_EB`n zc^uYKz2Exmr=RW2+(d^PCOJ-vOC;lEME5-m*4nga_rt#(>TQ1}ja-M4!LChLjFg3^ zSB~_5j~we#gP)MUK*#*>9GI268MaYSykzXqQrhl9J%1jhW;8n{&D`(&+anU97zvq= zgoGmo+#m=g4&?!I1Xsf~=FRfk{tc;@G+z*?1<3}{2etv-@ii?w@X1SK)SejQ20wAe z{qUNDq_OJ`8+xW8#g7pdk%3CByHd$?_eUE*|8dkNZO3aZS?PH{ds>w?An0s$ixd8X>W3Z)f4>to{MWIg6Pcg z)~`6(@DwJW$UfWB)r-*8(uiK;4)YFYZb zg>}Pm4s!#fTk6<-2*=rJtz%mRRf2+= zu<0#lFJ+TC8z+SGFXqgKF@@T(T_kN8_CTza(8>$z?Gv;zNvD0bCx46Oyl+w%bw=SFYgA!( zQdGP%0rPsfVO4D+Q)!p7rRFq>{$mQu+m*)s94B;&WW{kI8xHPg)YQt%o)_<+Ofp!} zgTGrU?M_ZuKACjmZ(kebMlCE;6F563o{E;~KmRlOZbu=U!@U|Ei!b(MHtP3LhQE2M zgR8>T7k|UwrpxH6L^Dc7p+@{N5gHtp7V}GUNf`((Y zJ|9jQg=G2hJ zy!xX<5r4Ib^_dJKo7C#5NN2(?rS?~~DiDkWNmNHd;`BA-QU4;RdBU=*8+V(prCU|a z!IW#6Mc~Pq`SX5v+!D;W^uM)SJ>4umQ83(h)_oM4toBs(_hbQDnr#v|;+^Fy-Ykmr z1dOXj`$kFC%^#EZt^F6>M z`=O5lx2HQJpAVGdjwToSQfoZ&YYqglsoz9a&;y+b?D*$xFu|xQ%TkeVBh4WuBzX{< zNt!VYn{MvbPn9mA|9HCCH0cM0D|NWz zSSB}ap&1JF9P$dajGh`bvOVCPSa^*Vez|v>*)%s`4R;FiAl=OI;Wv_~7t8 zJ9N=MLToV6;!{EE`HY^<178o>F8D#+*9gdxsA=7S?8rotu*`ZN4zlyLM*OF&Q&~j) z?c!tQY~Iw>L`X1H90pPoOIJt2pGF+p&xB}GD_=M1;csLM|8Oe>=M`_wVX-iY)r3|f2bzQcwK zCV2@R)h!<1$D+hwv~=L%9`wQiP>XxG7EI|U1ybpIqpXA_cyrCcrsZPa8De*k6{nfx z+$mBop@?n>Lnqi~N@1{E$X-_|ypUxUWa%|_w@M*-_ec2xrS-6H!Mwx_Qn>XmH>r zB;(m&N|>|0Z`qDlXLjUH2S{}&u3L1tKO7KUMwhsRb2ZsS95KSLlwXCLTa6ies|eJU zf8SV^l{_@N(^(qOkXm!FbNhT9;@@%BZ!V5ecyID+nFl>u(Qvz7cgt#MCeZ)6LjhHi zA_dkd;^>$0iJKRydZg?g#^-}~`Y{*5H1qKhU%P>?XipDPaZ}ch?C?9=kn-lLO|4`3 z%GlaKSKAE!@=tSrsuvE?Wk2T)@{2F{Zr6o>G#4s9ZkU`~)_t^ESzMM6vb~(Za#+<> zc2wy?GQ174Y=k(AX+1$pH?G}UTi=h8&u1#@bQOT-{V_t=%+_EW;sk9)v(clxGn2cgj zYC+PN_Qb4QsKdLp{NYwNcMiDfNN}6m4iinu+T2pJ+0|1x%*o{nO$pch!6iT1QJNQF z!YGB}v}G&W#jk3ODPOP6FO9NN5flYB2_uoN=Z3eK)gaf~KsKI!bMGU(f8QA++OU{V8RtXq7KE(IS33LF?iH zYtn=?z5b77=-_wxRD^2U(IuA2!z=F&B22cHjZB4P{Sr2*(7}bxq*cP*)AXZI6PD9; zM#EnqB$y`dvgzMU7CAwM&6>m3`{NB}| z6mDAsJG{SZ{nenZ8R$387`AYeu>A`k+aksYNDzW6iu`Mhe&YwA5ryT*7XD8(ioF6r z#DA($Ol}sl#sBF?AfWu;n+(PODM_LHl>bk2y7m8;=Ja1j#D1nO!+KdT$$6OMm8+)C z5fB0g>=g&BSsJrfv=$MoG|Vk9UZ|y6rJEXWoqcdq&v!KoKFx;P(kxRZ`+Gf2l!Ch~ z=t*odChOp4x6NhyxL8w6mej3o*k$`@-apw4tFN9rC{q|3y8du!m09zlT3~}sjB3e2 zrR}3*9ft+~Yx|zA_mv_g_opaxb;}3Xqu@3hUZq0C|8rbS+`d^y7J9=d3mmtM@2iGZ0ksoq~k@20=&k+Le~ zqK}~ZJBcbk+vyQ=P);A#aTu}uESZX;L_PD4H@1oxk3G0#AE!r`afFcVIB+&Aanb|5 z+b=9gT9gkAB zFbv+5aH`KEfHjnKSovMrL|p?dl64qq{Xn1AY*A8Lca8Xan}fC05LN_ys9q#H^82p8 zEZe+%x8dNW)mLmV40%w1AtpJvRph>4K+ORY;MN+JQWe}XT{?PDnu2tym`jZ(@H(Rs zMa}fj;?!^V-w9uxsh;vdj-}$o$Qs zWdtT8SN&E}VT***=dOeUNO54fY%~1WSw-LTMG<>fFA^VVcS6Mse&JFPFK}nVWA}+^=BS`ho~78 zhmq_|hdA=Xb#a1mif&7T=e~TCM)Bc_kmrg3`e>;%#s9XR+h+4*6KTVy9I??3s!>5k z`O61m9pFjNS<1u3YsnHt(*uOKD-a)+cZ)UlVfdOvhne)4#uZ?b6^T?KX3iYp);v9q0W?it8-$(-1|tIcaAl?l9gTh0~c~HT`hNA z(lvz3N2myLJf_}RFyoKRA#-kCA$BxsR&jA&0Z#`V!MXP`yxSEChu~?Sy_mI2r>E7# z{_B?WI~#{Qfl7V&W z2)Y|k#vA4~t_W_d2z6U^UPAFMUbhAFClj}A4;O3CJYSG2;%%PtE9VPb@Om}%UWQz0b>m6W8rbS1G+X!4Bn4gT11$_g4 zvo;wDAE)R_&Czjj{x{#^QOuXIMP9`$@&t`7f2W$GM zu1=s`5Z|xDzdvJ|`5HW=9h79g12+3;Q=UzMja76H{9L!lDy?q8fBmc3T5)>5)^2+4 z2nhIkNt&9t5tG>=og4C#L|Z198P(Q0rV#ftlnI_UET~0XAK}z!&XuLCkNiP{IkS<{ zSnA$engY$d?sjvJ4)={vzuvKC$5`J5mha4Ho4zO?cB%I>C5vF|{-}y}6j*oojnC~5 zM+H@VgzvofznIiwS(}+bem2fwDAq6wQ!}%*4B^6|=Y0y80*mx#&j_<+4HDU6-Bt@4 zqpanPzrl+A7zokLG3`F`m^=cT0qd&Yu)#!vDHsBG*E2Hr=gQYXirv0pF#4F84MJx8 zEr3ppIOozac{r!(n;4T*l}?myj%6P^dRq;wI#!}meltLk@IHuPCq4gvjnvLei$uj| z3ztC^-yE;NB`n;|_^(UYFVt$G7ns2_Y2*wDI{uB?RIoH<%=n+eQzzY5G6nOAa~Oxq zODC!Fzj)n40TmQ6Y2QGdXy4F#g>RaI@?W>MX(bg4uW_wfb+WEfN;epA_tw(9& z)w8vemizX^wuLefC3;|Wvw6|8RLROSL?f9(&VtB+9z({;eF2>~ot(NIPR>~FSQ8(J z;hW98c<;UjHYd=a#MBNSrvpO6oWg#5>Kb8pfaoq8*6{jnk#8w;c}USi8 z3A@|GH@$765dy9^r=~5W^TDAkkQfb%#DQxJvpRfnFd}6CuF50Y*3i+}LC{(`0qnQk zG}fs}5@ETb%96k6bnptM++F_tX>9FCd5GdcK+CzoNy1~-o1!1c8J{%Ry(BJ*2nHSe z`cdq6sma!h^JV#9jTEa6EZ8&&_~nbEXrlWajCYmdQeW+Df6{O|oM%MYysIHPYn)I= zqgS(js7%Zyg_Ap1Sc$9ebD`*Slt+BX{4I@P*49XYCgG8eB;curwQt_f`4(cFl=}aYUF=J$LStFNp8@Il6AA(vP309 z+4ZOma`Q_~R}#sT_n#4?CJ1^h3$X&9y>EBlsQpK4AOmr_P0T4q7HuZZb!VQ{RYZT1 z$G=Cgm7&{_%wj1v(s6wODNzJ0oo5})di zYKE${6Ttu5${ve?tU=*-F;$B2I~e~}nS+-we@$VKD_CkqN0_4S;--_wuggbXQXp{l zrmxj*|H|--y$nLTcKSD&SpJYq{}0zJ-uH-wyy^qP0dZDS({$YH^Y2T=8d}GT*Io}_ zf;SEltsOO!rNbkQ((FW?`VbyWyN?<)#JipjpZ>;&F#ISQd>)JOJHI}G(wWrLgg&IZ zR&V!m(s5osOqys9xl>3a%cQtCF~P!{$9*lc6@l+AETE74VnT_LEKI0gm44sfB=-B^ zHvFwN`;a_q%;$S<`6g#N7YqE?pVKLy;+l;BLajjDSXivn+r8|oBnq`WeiN#;&wi`h zYQtFi2dUkR;GYLqi)aJ{5DPJIC?dvsYqO!EM|5koglG_>rt?cnN%4+@ePF=16vG^A z1Rh%sD9$FD5Cf=M^oNbwAPfKf^iFxAO|-wK+0-w08`uX{dtHfB?oEISBlwx(Ro}ZX zmf2o$$+x$=XQ#c*{tTtq5_5iV@D|>`*nEE6+vFp8^7f1TFBBrCGyY}%VZ&$~MfaS2sk2s0ts7jHF z#PV0|oBL1o!Ms*)i9F&X=C;>^WTK6~z@8*4^I#%_!o@yFIT80ReMr(_`1+>>fIO5s zC*5>p{{A~-_h0?lWGyc#%S0N*j}CPPE*-+t{>MlqPLODg9M0(An6jo3&>SiN+auOc zit?EHLp0v1qj!{uQL~A1g)D~RA0x*D{s5}=mBcRmsuJi;Eg1BHa$mE!tjZ z?%^5#Gn@+hgw*r9_QR}G3NA7HF{M&)&b`00KS408W@V72=$9V=or5g)Bat1_p0K~! z+yJbt;x$vmb#mX6hcf^9#c4$N1R-&PZR_J(?R3Oo-LWanx%@D#jLQII(z73G$GriVv8YV>JYai%>ccJ(bn=l!D>Hy7 zPcKabeRAZ$^G`PE$f=2mLi1M31ve(@&qIk=&dml!SGU>ha33M4Ch*K>MhzZY->(@n zn8tSfF>0tQkY6VT9^p)%3*R3DfJt#@me?!2fnK*ph)B5G4(L_Bu7;pasf_mah_Jtpa!Pk)1*%m;Ln z4aOji>6O6rN?{!Dwe_$KeP`QkhAeTwdI^|hKHr6Sxe8YSKuNA#^-AvmgeNb3#ox*EM$%=6Z3~ z^!+LL-MNW!#%JD~PtpC-Ft-gK$m_dHh;D&tUO=>q0B9FZ%XEv9D@^^uV83`k_R7Rz z`ME=Qz;eJmb5!O1YTU_E>zrJ#kh@JEJ8EvCva7vc{^SXmO26Ac8@8@&9gENKvyYp* z%(JQ|}C%?E{AAKeI3PxZ+BkHUc+>V)$f zl<`&kyLtLB%c33PPdzP#F=ddTVkk>}tycg-V57o+_-k13dtV?ogv?`{k_d>|YoLMA z${(VYTzM93Y>u7)nV_Ewc|S)DAll|Q&_}A^!B)rJH#dRr$!q-{y0kjNK^svy;z1Tg zk#P?bf6~Yf6P3XD*hL(?#ZO(+{f2Nj57$+3(tU2Tnq}B-Y(jQQ<4JdT9o0S&jY&3%gmh7bn30=; zqZ4#HGa&GBUA5^X1t|k73z9RX&=|Fd_gncrQ!jiOu&ToM5<&@-~P$5!wi(9 zM!ikT-}B%_=p!E?QZNYf2c%e^YLi9mJZtcNBr9~{vcm>PD+f)|6erpBZB_g_jIB}`n)s{;xcdQ z?KqUbH%BwHlYCdCygk*xBmIZrb;+Mjbj$wVeVL@S)}!Pt%bRemc)Aq?U}%4_L0KcRkDW*uq^AQ= zGaf^3k9?{}n$$#1|H?y~@&K*KZn@w(KeZjJXal1oFmA>^#>J=;5exU*AAR!airzWl zlJ{<#KjMYM&$Xn9v*|n#_CIq6cwQvo@MGu6w)!F7AE2BpJN+5EN7%%BgEvk8zqv~h z>&D3GLa`3gq6F_q`CroVTa4udLIBnj z{g)R^NfJP-mx-dm=}4fz8~|)a6Jj-Xcg%_!w15ru8_1X-Jd5qBcfV^%a+zxtq_R}T zsjn&CJVj?eQ6IrcJjmHehxE)LAb(3l-1kYsVDp_immK-<=c4^PytrC9&9P05 z&Qt^&k-_o`6mmbLu>5(&Ddpd8SO-`;S&j^Mb^ZYV@Z(lSrg;S0|mPXqzW6DzR;$OrPS&i6U0m zr90;9O3#&+IbRR9BR|JyF+GDi18EV6BQ9NS+VX&p&l$#MNDny8f9Vh451Q@x;%1AQ ziV1aAKBEw8{#zRaVkr^tS$IKdP8Y?R<8m*%KNV<-#xRgLQZasia@ z>ZauJp!(K!7h=l&Q-T31T0}1cuywUa+<-sW5(>kw0qWc?!cYP+8~l74R-TJ;ZVn7$ z(7Tn#A2QwxzJDBY`GZb;8LazPisbTABD4^EHife-!HEundA+2fk3PoeYQ9;i47h#Zx}o~TsYbO zp5wlToA#dln={2~%G<1X(P-jsags2~9+{>2_UOp=a8;OK=lJ1s3x8lirU%!M@>w@n zmWQgrZ!%7q(_ErHiq^{qBPv&@n8;kG*A!i4{N;|}ee=UH|yYc#+X z@u;f82cw;8iMnZ6O*fYZNH3jEZt*dsBF01<+-c7DM>fIQveY}hxBr6^YCl~tuV_td z1-4}=v-^ao@dVR-(HD}wc*cJn>m{_ev9@#?c4(+a*08a}8p8sm!Z$5b$>!@2()kww z-d&ju;W34NP}323fpt%slzU*p1r>R0YFUU?jTOd0Ex;C0rbMTUbF=Zmg#vjCjeYPVkk2s8c7#V!GmTX((zlBu3cWQAm>D; z5o5B`XO0I=OYE6AAn8 zeJi|le&)<3^UuK)>i5Y%MJ(klo3}IJjkPkz9>XuI0CqdZb?-GXH^uOMF_9*UnSi-rE)&xU-hb3@(ftwF17FlM zEg(P}lf>i@$=){UtTL2OoVdydw81S#`Cc$rTdWM=s`rTeKX3zu%sDWjdj82c?s*i43BR323-&i&T24@Y(p@jIXiJIZnlW>c7E6+Z?aPDy zCuxaYj}nr?oiVL3>JNJo!DQ$`%yKV%PI`jJ3)Y772X%1=?e+(~BO~U8hZ0>})boHw z0R?EA5+uAxKMNww*-dIe|28kuU(M27eTySK+)^RN^e<>O;4OVN-TepYYIl0cW8j|xin zAnG=edVQ(XIcf&Rnz!_fJlMP$*Csry&#i*Sdys5Uno3t}n~5It`H;@m@5fuH7TvKz z+2=Af{@Q(1SBjz<@E#`_=EQ7mr_NUx`V&|C9tdMM=$-dv%mww(+z| zc*A#7HZnsKAWISFxT@)G{aw;aA&zwdEh<1K8Yx}b9q3sZD%7>RUcsuuEarDYpW!>= zu5D8DZv3d31zPWoBYloyfTP=xvEOomiDo>#bbh4scWM&se1WsYVar8OoDMNp*PXil z7(ntF@=98VYkHF!f5T1g!Y%vH3v~BhC|SXz>))1WhN#wdZg({(>L9U$|JUBvJ3tC0 zng|FeN)k*(l#7v{7`Skv9Lka{Z{ABv70bQ3FUpcnZ}}sp?&@@iM!NlU8qYvIYe2>F zODU@g@5h?4Y?8Es z+I#5_J8#_#P(Gu1HE@v5UkY5mh>txu75;88=f>9oO92|69U7qG9Ly!i#mVrv{|!j{ z-2+6W*}o{B4=0=Rhf}GE-X<|}2}#RJo!%<~?KiNuzBFDlwJZPWou?hawWcKTBCE;M z7t}Fwql_$qdHmnoX1MG=RrTQj-g)>X)(uLvyWF9#)0UU?aBYN$c7qt(Cu+*#>ZgIt zcnb(@sw|$LS^Wa~&hO9D-yhpouzp}fJ`QBOJ_kUR&xuImxtysBr39QPaGajZY_8Re z9{1fKD}%koHzD>0;dG)*Ga3HVr8j-&BaK~V#6du}_rxn60+q$q;KSz{{=iA+kbJG# zsvcs}lJv9pv!iit?9`hAQmEC6p65CQ#LvIjI_$~NL#SQ>xA$ekvN!qwyM}KVH4kZT zs<3Qp;ui!YB^)mS*ZZ&H5XvzaT}qN%B7GK1A?1j0u0P+oHUrJ&E{fbRdr27g@THUE zRE&t`ZJM1oh<`K{YM}N5(cj$Xu(7TB)8HuyH5bLnW{KTP=zS1#=)LjuVlC?+9m67| z2#KY!=rLWdxoh`7DoZg-zE^>NNde;wV*2yy@}Oo>>?2lA1ScJX3_~^uOSpsg&3L7m zTl`tkmvYZJ82DCH9CR8l1%uYvTFIKuE>A5M3SHTo?9&PMx#|a{w8n# zHH+30e8Z{`@tz0#17ryS>wN<2b%Z^sQvrv9Z(x!$BOu^Ren#n9gxy964{p7Bb~XgC zS8@9|=;qAD2dfTKbxEy4Ey2qDweejG|CgiG@PqW+{zAo(v{gs^y~>Z1SJD;y?|EZg zB%KPHbUGhGhtoyJ%4M&ukERKx=n880z~;U+#*dq;Io<0v^H)ssle=;iAb!$>L&J79 z7AiH;5E8mTa0tEpxr6^l`FtS+Uqy6{6gUNr(V38NKiPl>5BG=>(sQ-JAnI&-uu6>p z*O)aNYwHUQ3p%K~U%T^BB;s55#%4<<)sgVuyE}=r(M6iFF1}w5k{7adQFG@E@)ef2 z7y#yJYP$KQ-HSOCo7O~s^q1}Q2~w692vL`(hb`Nzy{4#f^(L(@t#JcaEn3}L!GSGP zl87pBE#tX^frGITD4=F|GleaS%WV_!< zo6^alw!YCYcii||dB@%goFjVgMJSkmN+jFtw2Has7d$_+kdrxA?bH7|Td-YAUMr6A zc}cvJ;pUm1_ZZ2iUN2%();xiXt~V*+(mVHP@0555L}V9?|#XJ@ZUp?8k{*#@(ehP$>cBPWdqYr_?pB;Q@zS zee#q^-%Tz(sUBe^Z@CV8HEV9&tkEd$u<_bb;{HstZ_Tr@k-Jnxa%u||lN=HJ!|gC8 z+R!?nT%bR095G=Xd%UtI{CBr?1{ZG7oHHy?(`EgqQ5LUwDrc4IA)HpCC0GKB3e1U` z$iA5T>}}jI{Gb$j?Y<7|2{>=xUDRqv)75zSGG&GY=39G$U2jp(Cp#fA#>6{;=1spV z#j~VRBAQPaYNtj-#uEI16~1^$vpJLrWKc&uC$Fwbr{JAfYmp7V^Rxu{1Dp11C7RBe zFY_9&>Uw{LRsQkr5#Ek8yOyDxsbMIkS~?M96i;(Mr((^b^p*#pF!%IoTk=2$N*A2R zdoKFl`B!qM8ctR#MiNQ<$)?Hts04wdfIBbt5wcP;>mruHkR>6UFHX*3gH}0gs1r~q za5(Fa6gSXxpoM6*C`DFnSs)UK4GYHox;XD@Tjo&9>3^R< zEAcnowVm$Kh!|6lQ@8i6RG%68=0wv=frD;TTWak#(p|pJfh9q4!?ltQ0K=JuWa$gd z*fl;)eR6L=i4KH*6~-g&xyT9YzA%f{!fd7iEAQn_E{990RWJbY<^wpK^W2j}*S#12 z5%g)Qt>qKqs_9zzy@$H~=4?x{S^h*$njk@s`uq&Ehn%602{q|@6dNm7sMn%!TqwLv z6oN1FGNB%wfnAPSsVvCkM;Xp&=j{`QaDmiBhQ-PBHnJgljw&+QWk{D{ z2EwujG3u6opZ*;rFSO=ax%~?}Gyy7~!#tFfaK6PL#t%&g0Ps+l`(1z4|K?=-bNnRx z1BK$hk-tHW!||qz)5cfdpS20Me1rCP$baS2ry+p>?|czH7`r+G4Y zX&Ey`-B;VvOJRC)&mn%6Rlb)tsqewmdZHw+$?Hj)==S4%LmcZ})AaFN?`cVGY zRe~FbsevkEW?e3O^C|Pr?reT4kqu6Jb%{j1+35z6|5J^$f+bw7;YL1*(|T$KNKiLE1EeFnF%VXz&){<|os{-<%O z-(&Xtk5`4WROw#l`MbvQ8-7LbBmy~@{&qRPw4dLz(|u48WeQ{e0ANI3x7#hdF*f!^ zxNGXprh0CEJgTp^)6UDf)VO;N;qb$eUSM;F+2Kc@t3Z?0yyn~RYz`#r++$zW+Glgv zUvWqW3RTr#-|SXw-fBHDU-{P83l2HUM?%QKg_oB?GhcFPvvtRul}l>{yXWI{vS8{U z^8=VnGPaSCDzotQ0en`JY2cpGvfBbp!=UZ&n=`t^`gcH?*;MgK>>ilU1mj=2%ha2+ z+7}0(HHw%17|jCJc}|13+p_Z#;g(|yC=_TYN?RG5uM`}Dibj$-_leSZ)!6oS`;8t4 zF@K#=lwj32{Cz>6I`*+Q-)gdZ9@%%)#&Pqxof$6?t}lQEjE`^q5mRw?@T;yGFQG?i zr$6UVs@RI88YdfR-!8`__q>3|f#+Q*+OLj>|QM}NX zAXgfj&=Bedb^@!Ir$XHY>gScZZGFRTz|M@dc`hzhQ*%P6Yvq}#46oH~e;T3ZmH0V^ z{zgdiO&!(LhWdu_j6E3tF{vidJfKMJw%mS32!iCH9vA4=9}7Ck6@nADts<>{ZK^yZ zC}RhsqsIcN`_tZAN6UBLN?7M=xg}V8fP}lZch8-wvt|A2R)Eo)+Rbp>C)@{ffp2gCU9*y%6iu2QlXGt~CGdsEY%Q4w>zZ?W#; zifQ?!{e< z&zf+=vq7}WT?bZcTOzk}nrx3&t_P}LZ0pw{QP`+e$b*3l;DyXZD?8JNv9tOo%Oo~= z&D(xrKX8NoI)a}w2X^SKjBOgOdYeci!jYw75NqnDkq-}woV`j&!iSU32q6PXL5c@} zv=`qv8f>(DX&^JAJ!uSdn%>?ywvUMvG_xnsLYh4_G z;6Wcx_$+nHv&m<(`n2j|(s7^&6up0@7Z^uDUCO&sG~w{Ns8;4!v<<(!Yt4%AicDv!Nj3uH~sN##L3217tgPz|H_h%*FktT zsWEbU&VOCuT&8d7EL((yU-nVX`swhLwbS#Sdd|p2iI- z$|0|kYYyySy?KGAiq!P!03`$T6CeB0{tbh?#a4kAY2KpW z?1;x)Z(Mm-37dLphRJ&PZ;@7IskQb-roQn6M}wnQOlq_Rx+9~}d%vl%W#DdNsk^f< z(%$&;{mBm;Vz&!+%!^o1(?4zHxz%*5v3oBZg}&$dQ2${QCmG{-oqm_G=K5>Km0T9u zHmH!(xlBy`?|R8JwK?`AFGB2$xpnVzbO{v1^E{{-@gwoEjJOUfO<$Ieeg=+$9WEH$~lB%8o{zskYG$Yu)=p|7ij>br^yJ$t%Mfm}+S} z179H|8eGDBX&V8l!z7~=mSQ}k708Z`h}C=*elk9_*0P3nCUsEgzvXy3?1RziEC2Qg zb@Szqqqnz9{SMR0sVzSA{h%;?;e1*v5k_}AY&ib`3qHT%0qh*PkOx8n5rIrLN>FLb z)7QK2a;ewq{fy4S*x8i!MT0wZOV?rF9{S(Ac{8A4^WFb1n0mjQIU3r`ADoVvB6phD znuK)ts55<8nX6krZhNF8yQw!K^~Y4Xh^x}c^5r}}jAy~=n|rU&e3qr6GpEa~66GGD zE9*lXx0fwE*Uz&@%w!*hBL&jmus?`oht+q2OWXC?i;Qs{aXRg>0*E0kVz`z41$4`S z4C9K&_D@d#zM6ZfG5g7ec-m)e4i%MhS0uW&#YZK?4!?8Oea-FnIhQ70=v-<$r---4 z3AMc0^`YJ8&FLa>%9U_>tiN&^f~=&0u*0Qpe_t*#>-_5B7~3wXWk6tSupb`{iSJ2! z&1n5m!GEe2&vdQRjjzGY-&@+#3{PEmj!xf#dCtj4|uUWR6l||L98{^Z9>4I2Dtu zbpHaEEe!rg1K(G%tr_0+aT@n7h0N;p6~!)8Hk%1G*LmdP*?99_5tQFazkPKa1wbn7G-$)bTDX3TB>{cyy4=47zpJo7rI>A_PQfC)4L66AG={hK3XU#M z$|Hy7AFbZ+kQ5##)Px+a9)<^aG|y|$rabF^?LB9B53;QH8oFj?z{WeFerYk z@5J)+8JAqDyi;E2$OPTHa_V?Dz2)Jgv4;}iBytr1?hwYl=>qa;N-AmuL+wxR5$HpAN*F%#;aT@iJQ-RDxD+dn#>sIleFazqxc>! zBh7QW@w-PyUrTD{{60dDn4ZCU!xGG#OMNTLsx;D&GwzG=IqE8EKc!WQ7~w5kpCyM* z^`W%m!iiNIB|2>>wpCx8gl1eG$@uK}zpnKVi00Y01^Db=cAF3v!l#yvsMF?wFHh&> zKMm);`Fov{#m9+!oxbr}nlj1Zm8aByLO^v*g*rh`(=}O=PVh+p2OOMp2Zk`Vd8B?R z;Y!>7Xou#EU2b#H*G6f-@6%(1O3I!t-&n@h&o7NEuQ4qBEj2Uhyp=u5YI3I7zh_2TwC54x2r&zTW z{;Lf&G6 znzwR^Wk8Kaoh+*%W7&_e*{{ZAzFDOcE&V?4R@C8@v(f2-UMRw=F~=xB#DQ9w@{8`Z zR$Q~?+;vbt)B#bzlwg)=)?^1kZe%5=H5myigAqpgJimG4u-rDV6`- z2sMiu@v;Zn<=>!WHeXP&j2Da$GS*p^rY)_0JLM7g<@q;9wu9o$gQv(^%2XdR#C8<$q!lI?qoIwbwa0=KCQjzBm_H~qv1QE&~4#$=eBVEE|*2B zfNUH+5j&C(h7W^?0?4%$l9^zGrp}FT>gEdN9H-tQuTuU()5o+7>VJ<4)eT3vpd6ZV zrIZw6--r(Sl1Um7=XEYjnLafc-puj$y;_b5uNEB{*ere4LC(WKwvqTYB=J*XB zITbi3zwz8u;fxvmMY!bXSx(n#r(*LCD*qeBoziFb(DCKREI&PCxo;aGS;q7L|Kr4D zArKNC_@;XpTq~5|YXnpV^35y&r~%-R6wm1VP23#>(zNRnAfx$NTMBX~#}!{7{9h=P zWebl^?Hwa!gV$_H=nW!NBswOR&WuM!efxi?5posvnSBzVN}Jv;ovK?lypF{^@mni? zNDYc2@q}(PJt`dbU96V<=USJ*FT%~UB%VOi zR<47NCyvFKb-&dMyyBAe0y!n)H7gevcCFI#1Xane8Dq?(GAdf8;dJ1Y=}!~OQqE}^ z7z^SkE{wByT~eb#{fg2m${JGMO5N~i?qMp1QTYvUZ_FZ8& zGHIsQ0pkg|SR{l+olvjwO8xBZVimS}Y}@A_KOT=aTufD~t!9=P#klnL((fce*a{$) z@hbA}s^w5%g5Schj07c8h8J&v;~ynm_3b;*>%CI=*YTklt!xM3#>*UWWY|t7!AJc< zH-Nz@uJ9aUZs6f09GaZ?r;GHRIw2d2J#!Svk4|sSq*Hl)n`R@7hq`W?8>m6XT{bID zbR%i;Ch4r&{ZUUw3#v+m6HD2PM82TREHHj_C?PSmzeh%9ii^sQZtypSb%er=gjH|5 zE)`!6BUa)N@ta8Qo~?+>M$wTW!Gn_1Ve(QLaq&x&Tj&rrp`{r^;yMSr2!5lr^@h&o+#3)CAZy7`42CcKVF;|!ywZPMOxj`vR$40 z6meD;kwe|mZ^_xRRp?4^c&)bO*=Ze@J2s@474|u^UrrEg3I>6$o62M^X&3bab3AK z8X86i(K}=l8K}qY+QobdAfj~G?-lNJ*?)hQpajZhEEKV)x5NH$svmM7ClHA!j5~)I zJ)jBs7?#I*?-Ty^WsbL?TR#=6VO_G+Ue~a8N@u1kDLI5^l37Il+y0BR=L#161klIO zM0?FAFnMX%&=j8aI0%EK1Audwz3qEpmJC(kwU6NXBT$@qMu6#+1jALh9^=@T&VVOg5gywcaO^20a8CPyar z%X;(`=kuv>(OJ01%#+UAC5(XOXvzJ#mKP1JwuRwE4SdxfD`oR38N}qZet8vVe}KYY zsD*+m#HGLr>cr^3c$Cwx1;i#sNLi7XcT=m1l;}{_5gTQ3>(FeEzS`jq_*O9iYoUvWrIKe_u z0wF4&k0F`d+qpgU6IH0F(MC8&){|QyV$Od?!(i#JYBHbg2Ds<1t1mJ)4p`C!XL;)S ztnCUV>b?*sMkDHTE}v`fX`PIJwtW#nR$T73lw8-j+&sb~VDRPPGeSZvGxQ{uYSxVr zzUkYN0Tz(XcD&CeImZ&bw~b@flil=ZM%VtnW>I4NBd@a%pr+CCTBjc{Ubqn8xjO&O zWWPAkDr#H(ua(*-9a9GMA}|Tp~Z)vE{ySTXsO<)!lv?EwZui zpP;Gs=2hr23h(eBMy|@q+Qh_ich+Z*F(%q z#dL%gueE6T&G`OM%5=9%Tku*a!PxCn6JM9CYwgw@Vg0QUE{F{qaN}%c|&E>=fXP2+fUF zwG8FEU7T#c%R4Joy;X3&78j;=ZtW}GRnvl3Mr9%|s0pB}Tpe}L_6e?*NxpkI3-JFV zL|I3rL82P-;@6eAd*7QXu8=7iu5>@mw_ccHlcwcUhSa13DIW+n+*X#5Di(fivDO^l z07qlgA+Ntjl=SqaVp=L)KU^POASj>yt}A+`UQhykuD|em;N}BM<}7J5yIaJ83Ry-0 zHSDC8^Iq19XPiak*0I8wI4j4aqm_-r+QPY-!nybie0l*|oy$N2t+{y8km0Hf?{uP? zH-So)U*vt`j_KQG7T64Mdj7v%KY76lCVPXu+VX*Pf@NRgw)1;b-ii;$r|v-q*f>q@ z^V(vh80?D3$*W~7db}+>AD{53Mvo^ed;g=ZQmkjcE0n-`CC^23F#gN0GT(HE+GlEO zCJHs4J3pz`w_JNSGeeZhS{vQ!iu)hKlo;B7`hG9$xKX)%Cb1Ti$&-}1;=h^*Un%kI z6wY3_QJp!Z!0O0F9CEqYA4dG7nQ^>a7J4~f$CqxY!?*L3!B&HJFneryq=rg_%ek@( zXkb((jPJYJ?xPRa%>aPhQ`9lkz9i>Gi9ivQ>E3@@=WM4CI9;hcq(=BZ7e>v{GsZsm zbPezfa9|R5oZtz=Lv702bn+4Janj-lLj2Ce4c!*AsbPQrP%>(kDrvn=iCxa!xK0CQ zS7x@Fv|cs8`>rgm_n&rW8DgDAN_3D+Vs6`&`!10<>+6Ro2!osi-i`-aD9HS+kQq9# z+W;5;&+-FS zLbm!TW~)4S)wvM7+v*#mh~(zM0AFX5v&~U>;(Bu8K-4!4Y;?{0=CIksWvrjc+<&8m zzvy<7Jh^v>FiDnX1W||o|k$0wM}gy1gkTBDY~%H6v;o{&~ktlG%aH#>S|C6D@rn9bA{w~ ziVAAKPJO1pCB;a@Q+*G36-x(+o5Qa<(cPutBt&mrvUTcP{tOPSUEQ?q8p9;CcV*)B z0}Fpnqg77!GST1sAbmW(P`m>iib=ZnU1CI5m>O7%nW~;}_K@%pZ{xM7jsJE7?MYjR zp)F)(rd)Sc%`7%55DhOFX?Bz|2R%ylHnESkk(gB5B2r(~Gs;3V#oUaP7?adyXrO&I zVZlFq7EIm2zp+CHY~ClplBw&bU&=J8gNCRf3cwF7MRREbAwNqsC<1&dgO-;;m%vZJ zSOCBr8eWF)jbCha-QDEC33pyXYM6oCRNQy9AQpTyru967X;CY(sZk+G+Rmq#pZ$cY z2#&K=#akKnBP`F{E%DB$HX;&XYhdqLX;)oq7dvfkmx#%LyR}Wdd`3x6`9(?V)of0Q z)4VI@0_neF;S@}7fj8C8gBM*s)Y9_y*eb4vBldmCHYjUZaYS6Hc-AL-|)jEp4Pt>5q zy(Dnf+Mcf2WBoZ? zH2s{PkOS>mL7r`jKVjpcJiON)eRs}hQgyMzUyie$kLCB)Up{`gmb1QX2rxewm;0i5 z(Eh5)U=egv)i;wD20ma520hm#Aa;5M`M{%9{t=Vf#aYGs?{O9bTcK`76!pO)P!T97 z2Jae0P0=7oXA3Mj4L!QV-xXjJ+AlUn;VAjPiQvrKnI7i%jXS2^oIY^@<@QflkD6)8VN zw>0ahdfbrT5iKH$*u&udPLBHXG;#}t^OL>i3QwC?!Uhi6iF{7M{I?`sXuWIlw|YC+ zPv2-d4LRk^pN!og>Ip?8h&lrapWxmkxAc>cVo#}r=~WGd>Z$o^2pNF+)>?jUCD*Yue!amBi40ZLY9ix#PCz0^mhm#b&sJV1rXIse!GBXc*twqK(RBx z3%Cz_t`?)g*iVq6{!h2-cOwg#Gd{lCq@XnW(+?t!Ig-=aeSk31EU*9-MlsECgPgqJ zz4ac11RE|wjI#OXh#2Md8XNBmy|L6KJbKe*0m9mCHLr}i#&VQx>ir=YG#tbw_@b&I z^Db>~OhOW#Y#o#ApkpEuxLfa|9hJg58M7v&LaTfo&0u4j=N$Y7|&H1d=jg4{! zcZj>2Sk#J+`(H|#_|HJwAcizy(LEwT0SZuLHuLwX&k2s`QLrwZT=#dsu_Yzr^-UlD zeNV9CiY33_C1Xy`}a0#v)qxfVcLXQE>`K8_F8)*u6;Y2`PDX-FDzt zyW(Vs;$}nfTwuS@-wf&zM_OEy(Q+$6!nZy)hB$~I=RFu2`I zd^wde;-Yn*VZWesjW*PiE36}BO=v#opY)~z6{4xvNf6S6FWpUNpL*hIhGsCS^RHW& zp9B;|`fW6aG>WclVQntpn3X$6x_zo&sXyhHfqp0gBACU<5~VNOVx9$%R*Kf_;-_Gl zc%}0OiX0+KZ^KmH9qKAT2)RbmRlCm4(DhOwKSRQxFqzF^DhhTco}8aq2Nny;A7l8< z#aAho6)w7Ppoi2v>%;_`8iij2P(ureo<62`=qK52BSp5AtEv=ch zK8ZY1Mu^#A2Urm4L7g$=oxt5`RdL0m2Bn}EI6VAR=@Ch|ISUdcgN+)a zESf~jOq*p)rXJRnPr~eO9py|HFg3sS>NISUHC%tFFA5EF0H(Y;A+JqRq}oC7ya(jx zQ<}WmP>?d=lRYJJT*4gtuslWV3o>e>SUg6@rEhl@XN@c8Kun-a`$dfp-hu|G7O`R& zq&EEV_kkDu#rvl7qw+7^!>hVbO~+t~^6t{TX90w6a*HQHyq zAQy9UmG}OZuDe^mB|e17&t4u~9z%}3oEaJV4qkN8&-#UcWK}#7Hrz zM@$ecj*aTq90*FO`(+!~Oe)-!=9bH_wss&7!2@=8euth1a}a@s)qjF-pKV7H_Ey4$ zT3`*^4gbonO6c!t_q-6uBf{Pci66zjPi>#Mx$^P!3^RRq+c|*{^VkTswWg>ce6z$= z-DlH4bZ7ld*z4=36gmTo!eAAzgQ42&8|z=72i1x}K2ufW^pF7|5^g1Xl{B;oUWN?! zVJ@JmWghta+vrggRqIZ#6;1Z_a*;q6{IVOWRQ{Y%&S;_n^T=cD)nz*yAG6b;<-D{` zMOHbMR!R&|=bazUlA>HYc1sztNk!{6>(*}He;JzlyT#mXzSTUK|Mo6h@QjzgvbLr1 zOS*G988{~gTkpj8zvG#iLvG*4E!5eO4(GrT;?v|Da`!|=Za+%H?1wHHywvG3h%?@$ zH}EO!$et~*DDmGd5l*3yB^6@^mnm!o%aXJ=wD2&D{E zN7cx=MfF+K7uc7mLQa$)=S&$kzrCoG)pXV8kBxW4`1bOyzGx7fyUd6o4#z*8_JMS9 zW{vR*gY;X4SG@jJ%2w@U9!7Lj6Ra4Sb5N%<*Jd+cmHZnVDat;CB^v&IdV60 zJg{{?nfl_4B_j{Q53e`i?W~TYea`cQy{RAQWB$=dfa50D*%H}&fd^SyLqBkh8T`RI z@D0VUPW~?L|4C{@_oTBTbbQdAO3stMbMg8|*p;vd$^4xKsEydQTVVwG-G=pDQg!a) zirlNZixENn*{p4+ODYhbL&?svH}arO<@zVvV6Vn#MiY1<$83670DJN&ZUG7kboZ&e zu(T@Obce#GK7uBn0^#%70Xq(j9K)2b7u%dYssVizzJ!paNO(QWKH{v*L>>CG}rV z8Kr7y5q=I`s#Anljs~31`YbUESHAC`yBW=Wp?;MV>EAqZll*r+I<@NL*~;5ODxi+H z8zed3rhQ+Jyf(`Yly`2+pmjkPzXo=#`R(f_g03wV9&OUHFT(Ad@<(5Bd^~3KMO%z< z*dFi<;OJh~IqK4zed2G8eJ|v2ZBWJxPx7edp0^YqDS6R!6n1@?n<+q`vDwyYCN}O` z(K5qpb+2PESzmCit~7HQ%2i^{m;21b8oz7;#(YkeF-xplEnsJ7E#zcJ^y^KMe&xjS z?|1WcteRQv+RKn^oMK6&!qHm0s&zPVOadc!W6a?Xw&SsJ*ZbP5a1;vIH*%CLa$vBp zo;cYz(w+KT>ao`#hkYf=c&iuh1yJDRy7jon$9jxVq+s}s(KwC3*UHgSIy77BgfkJ8 zJ@T(g5&n&~@8Y%fWaR`CWVO&hlhO)m%!WeF4VB8X1F@gEX@T^s*$SX10uB6^boVf+ zuq-owiG&x1A-!EH;ajE;>BRor+E97;^X(}-I+^{XtxaGuLmip+x6kBq^g2zwIaY49<0pr^h3A6 z-TI9_?sKvSS246devaKKxPiS^`1B9*myNti;{J!0LW(nS|B3#V+<<}vw9&;lpBrbZ znVaag5=trVEVfkzB2#Y1DrR`5tFZ+Hi^u;jSs3B>^=oR9KV4>rq}T4k{6qI?PHnU# z*B|K$x2v2e6fv9V))Jy$$%F*``sj%DV+LB(l5ezpB0PKK;}8hMv-@N z=EC1`KUC#p(68(LWKAnvkS6o|K!le~Z_E@^e;Wji&H(dpa(l(;kPYiaMho1an6SM# z4{@hk(;ng*nunL*dAQ}|mD$b>|2t|CG{0oAO=FvoYM!d(f)bTq-|d_Kn5JX_rJKrd#S3-$HwslX3P4oJJj68Vq=LH$!8p#XzuoPauwygx}%6mpfUS|V?g^d>| zyasLCmPu82`uObpL!Z4ikOwU%HovYIOS=j75XUt`HBoK(tjZ;ib zl@P4BSh78$!1BLBQmRI04PV#W1IZ|8@I3$xz8s`71PDZ`bAF>$)o^wX{&;Mw@aVfh zu&3WLS$0l+NQiU$Gs_w8Yu8hB(d*%8v-&+b3oNovYzJi0*0Y@QFll_SGct+2nwO-Z zf#&@R;cNLYqD*l!&hzig?8bv1Ep97VLv6xA(oDnqG5v7a6I1-^(da*(m1Q>;5C8zm z7I9~r_D)yIX};WVpVG;j5&NBY!7yskqbO0Gt0BQ z9%Uh^qIzsMrF`?ct6cMSC5yol0)uf|UE!-!b$}LZI5R*(OMbK5F`ZZZttf8JXR1`f(cTVY?M{K27qTJG9js@vKX= z&fP};?pgc{?$s(&`X<}2F5?1ZMqw+oH5oo^yA)l2MbY!C?L>A^6_YOu2qMdMN?YE= zcjZgjZ!9ZteBx(*LU5;iy~##K3|S4o(KM#XNO^zkWpkGqJ<3?IO77rW6`=Tbs;aib z*XY(mcpYQ?aoQ)K5KNIUpt(Bzo znyp3n{I6KU3mB<80nX04aH-I4Zt-_assPXc>y1VlG=a13?`)pC1God|Qu!fa<^^o# zC^Jt(&s|%+O*PN^IBHXm_=^is0_2*hhFfNq<~bcXMKCA>v(kyjpV=vF5hRx|!|~;K zAVwDR^~W2eI><01eUk2{nA7d|=`QI8jpEOfJEOK(@ zST@2y%^-fQ`mInNX=Q{QS9NLBG4R;{IpB}H8aDCVvRZ-m7jMEpam<=koo3XdS{=dq zRMq;8A8u7`tr>c{9dOHg9V)F9)7L)G%8g1o>pgS_=m-YIp-IN8ns5-CU_N8fLv-qv zQ9eZv%B@yAiZW_2QsPRyAL;;`qa+O1!S%hxO)t}a)vOggF!+LntJ2EP`uZ%~S&8pV zqi)8neQfjGVcE@t_Xk1<-6naD9VRhS(p&b1_rs+yih>2tA|E~S^lz0ob-C3M!Y@tj#YUPe~H@Z&^LJH=z$J)k2>G?HdX2e9n=RQh_@t;;E&9Y#VvGI}^ zZ2F2Ne4ctdzaMBF3MHaB^K6gThQ)trt}I(+59uC>o&X|~;?};Ep7f^&sjla$;4?q< z81!Xdu~G-LNS>vi%`L7?nAU9hDy0xT6#5MguC=Nml9~+NzCu&edbssIQ5~H%n_wjX=F!CD}AEjwqyG!JXV>QGrkm=efc|BW!v{kOhHoJNLQ#=MhA7$Kf zIqSF@%U8A{vuFk<@-)X6TBGDX4fu5#c48-Upq2ApeLsdNicAD&^U|PnWisA?42O{Q zm=kaS39X_uY&@NFHv~q=Y!(MP9#GcKLJNrcywOTDk8)kZ9oyUPCtoW^&V9Uv_ShzM zNF7btLi@^qkl%Kw!;Q@<8NZ0mrXP0`Kjd|te9oq=nWoK;bpEXK+f$Y_&;9v-b(_tY zpwzam+cGOK&xlaY7`*KX3`&dgr8EO3TUh{qi2dgE^W}Z9&(H%XsAYt@vcZm~d;HHR zUl&fLEV-|*v!}pj;5!e zFdUa}B?3DAxH*cSnw@$#Dq3cZEXl+7pSeS*w*3DJo5r?$T(5&{vp>`lsI=>uj?a|~ z{m7qj{*2zcHDBqyz0oBF1T$4ZBbRh_OF z*V*lDSqUK)-KAhL<*hIz(?*B;wy6jD9%7?Xvr3dC!}*-F0!+fs>+>N4TgwxKwk&Uu^5(J zb7?I!7Yn`_y6&+%Yqv~wogyWyx0eZlZY(>PYbP{ef( z<-OZ8c!tbv$J06;#AUyKgkHOC@@4+){hY92Kudlf!mX7`&;ct%F5^ktE}&Rsc) zNB$CQ>l?!N9K*Jipt&`E&%k3V%{8bW z0D*3>3IY7bBM!MBLVP1+{(Dv9$e5X~S z{cLJYR!xBSqt5FnuC9Q#j@u-P|22RzypMbeSV|P0W=o>kbkQSFIgW$s1`@==!%@*E zH8s1NT=dp-rWwOw(&t~c3`A#DHa2${NMW=c>9|YhJHI2fVR^b)V#Rc!W_AhSX&+g` zZ#<1xCb!=*#=ZcI?oHNv!hKnALcKaLh_184Fz}`v`iW>M4eG|rNtWxd(pG0tptYK6 zx+te66^;CCE}kc#X{<~ozZ;dpPuf0aRkqJx7cdSa7>_7FcQvg&R(PP7_j8w^>xzYz z*KUd;V2%DeHj%?>3FOl0;@3OW&y)|G-Y9HO%q3Ow4Y9K9vB90_nWo{hvPQkwTeH)z z<(9t8LOz&(*IM*AL_-1mg{-&#+naUbU?{mqK1~nCWnogGDr|r2l&CnJnOEHBKY@xvT)M{A0T+KCubrO1@#}DJ z-$)3mv(25-RzCaus<`0J&wgJLg6fbcSKGP6u32r5?eMv%;R%R2@MC-*Sf@8&kSiaB znMs`p3#5~ifgvzrzLw#-&ki%BD&ULxlZbu9q|AQS_v8&&!_A;`jXX;KBZjvr?`Ne8 z+}5vR^>G~+0w{9JZu;7KZ`t1r0_JB@i1-AeqHZ!_{$Uf} zTk5j0yP(W98hhUZ@zJ|qVod^r`Q8PrUi^*`C19#2EqA(|7~}tyWSdx*qhzY(nuKi|Jqjl9kW8eMgWzwIwMK4 z-ou8$nQtkO55127V!M7iPWn_`+1DrRyj0QYEgx)nXwJ9?tn)zqp-q ze(Wh?^*mieof`JLgTo+iZ%z9ezR9Thm(Eq0a!LcBpa1*{b%eM6BPasKTo8sMk}((d z(??&tMA0`};EH14V;$`0wEMHtS!U+?=%n-BHtGD3vRq#7wp!v`*tfBtjvH!Z%3c+x zHIqRHf+qE`5Xu5zpmCk~(CZI3d({lNa9wo*bp$|c|9t<373QR(gGY9MQtKjyj>$xg zeiC2)qtwP`nUj7X{9QR_uGF6L{@*1LyE~Xbi|;{Dt@VRdaaE>Ao9{wDUd&YQCgiWa zPRh61zpUx=y`3c>^tG0!{Zd-|3JthHk<2(i zQWD1691e7x1HdKYqexPa3%JsUIQG|AW!bt1rOTw&e0>fRsA_RK5@ThH`tZgc8$u>+ z_1LZc;AekyTQ5foU5!vUeM7aTyg*_DR{%qred`qHVEzI|0@sqmEL|_yN8GHm>)}45 zVQH3Al3dRvs~V6rQt{Dt1XRgJXclq0k-;%7?B@MuE@HW zpZFuP`|k{Pgu)6xp0k+`!Zzs%_z0yIt$o8Y6q;%{-<&8aoG1>d>~%fLxO_xgvD0^W z(r#iED%m8!miKCofd4VS{b{WznOu^NG26|p6ZX~Jjt5AUq_P${+zZsh`HD(*Jku1% zhJJ5IM0j4rn&|M^D7F`U_uRk3_yBtsJ5g+$$d6O-rkqL4-12=559@P1Od7IGnz!x| z*rd8%%rTNqi8WW@&HA;O!!)@BD^t}*s8QsY#0Fm)OX4a1m6b#OVf2Dk3xl5+v_)RP z5XQgwo8t;<_)4FLZ`2VbZ6nnHO%WU@@HU0WoHmOE!^8RCbsI|#CQQ|`O5~R-{_0a- znA)iv@6ES$$?8mE*?eu-W3P`p{*M(6!0Lb%9Vhd{z8O?-e{_^`{PY{3V8CnC0-{5T z5IjrYA-7>6lP_R>x#(O!3=;Paq*f8k$uAZHE#!3Y+nC?iJ^CNC(ZaY&JP5M8jyL|* zfPwpPag*L@FGW_*)!tZjlbruEY0cy450@;o1MoVrlQW?Ri|0d^1h3uZ;)zTWAm(pu zmZnPo++JP#T(pN-n4@i^q(s_9cbDsJR}YY(JGnOCe9Y*pO9)T;+lxE!$o`4MrR$8i(1rzmX_U08dM7}6e6p%&2h|R_*Bc|4 zzy0rm0H)d(QF`@~2Kxi?Xz@k-#Wm-?yq)YFf)2aof}z%`bKi6f_&^? zp@>>m(loDdN-B{jd@6dOHiOHOZmYA@Sd#voSyMAJZ6w$!C*f^FAnS_po1a)VHz_&r zwy)02e7TF`KX=34EdG$qdt7U;&y)A2PI5C{(})dyM8}AS8)SV_k>=FV7>^S`V#aNH|L3ee|vgmOEMhX!K!GP1cmVqWCV?A~08DBT`Hyk6)0OW+a1C3=Y87tf zU?KQ5l7}B&Tya|bv+lXpN3$iAeUNrOdqxAZl@IcXcZ~t+C*R z<6XE@CA7LPqTSx)hpm%m$~4rh|5;4<8^Nmxw4Iw{fACF9LBzF}0jh>OY5-M=+?{~_ z*ODC3qp8yC#5Pb2pa>w%!;#c2GkK$rOk+<%BSF}D{nd;tK^xGmOI$LWC z%E{lvSLi>Q-21dN5nM-tig+NNL@;R6gJBq;#G}bi)-;}R3)G_+H~=BI`yx%Y2aqDZ zA1J8Qtgb%Mo-J(#?}m%_fi_u%-k^%5{sCBg?-eS!&Z>$}_*sQl--G5Bb0PlJr5WIu zPe1rqd6sj^xT13fWw2BMylhVl_U0&TXKs>-rkEdcIuUn2>72}5wgYloZ%vIEXIf2+q1B*r3FbS;)(8|2@3{*Qb(VUVFbf6n>vZGhZrxH>mvv zhst}{{ec`$xbv+%$IzH%fB%W`<*8E4lcP1jmMqT5{Q}zQa!%o}qVAN6Wcv#fwoGT- zmW$2a6o)>hfkGU{#jJ$hu%u^>z%Tv|0@=_5LT-$k;6b8U0%jjXZ0JIr zndqD;tE8Z}XjL#IFaO?qVuX<2p|iQq;9;+wSCp*27Z_|}-*&c)JVIEiLHpxPf}*aM z_KVaYFPk+4$C(5c^;7oi*44 zJ)?jb=C)(IxV46vmE1U|(=GEp+$r)=JOuC3T=l2nG*+#L<2Geu?O+#V) zVV?4Kv9=Ms{+jvtQ)WO_5k&>sAE2iSw&3)Lm5G8a7M0H9jTYbi4c46WF>ACB%q{x+ z{A4}xI!~g1gyEO%wuu2v@-LC-!oXvB$hv}`?)4ub%+|X$fVCHCW-ka&gvW^J>9!op zr|yYF$xd6{=Sy31rzRu>gIJJSMY@@4#mpcwHdc!>>;j|q8^P23t^urhrI<*8Lc_UJKb1 ziIz>W2A_jNfhDlA53F6KwABI#`nO%c_-6gtnCS&q=6pT2o)4G$2X~9dB9 zvoxqfe|=3kW#%?#d`PF(w}_RL_bS93yxrMZ>0=EJ5mt`<=812HHZR1;6EAvGP*du2 zqh*!A2(p9PC!*JmMSb6<^mZo}3sfvspnP&q0d?f&3^}X?!hED84G8xVx4*!g8xK`g z6L}TT_9+=)RJZzz7)nfh&n=nED6Z23l$=G*s;0C>yZ2?Y8j(=lUs{(QDg?+?6f? z9;0C_Zpn(pv&Fy>77D)Uwl8XX04fC#b^>5xDQOf1w!k9Fw|7WP$~P@AO{VM1Taawn z;U}FlWUQH-#oDjUR234g9&B#+%<#m~Nd=t#Nzx$|v zZKN!1zXZTeu)>ihuIvlm_S0*y_t`6?$=(O55JS$m)W3WB8KV1~+mn6nWN~cyxHjD3 zZx;Liqaip>7+n4~+?_$*^%LbtwzBhcXRqP&sJ_^ih{ayx%}N|~Rg)Lt_Fm0jqcp5h z>E~_gS8$`ryK?UIXx&TjX>|KWda2NuOJNHWp~q zk6QktP+t912m0av@}}oKhm2#z7O&Og%syw~FlGXftXict_(B6CMeA3UGyVG3r{6Bt}<^<<^{%hz=0w=K=D@+0hsOjonLZBE&z zm5YRbboN~anI04yN(gSe_78kRpzjz6YRsl&uapQ9a&A?>AtK&^Tp$j=<~MOjYKv&3 zuLOxq7mn?Gxh@`JfT{RZ2-^~|tMh5Gq0J(-e+MRY!&?n7waGlfHic#YH~_(*mU!f( zqq=nAFLEZc&Gtr1fuYAgrT}O`mMnrTUPINyDxQ>{caNNk#F>7}hd+=inud3{3cPN@ z+2Dhdl8<}+In-2g_BEqxC*8=T^=r(r1UM?B;qQer$Ov zdYITk1m+{xrjjZLx1_v(_gYs?Cgycv~;oWETTYK=QLpqG6D zH6=?GK?E{D`1k#cuBy*oe$yHjJAA~TGz44t8&~+Wuq$63hnrQYCZG4pl&VkBJ1(s+ zTPmeuWB{u%W@mHIO>>3?x*3QG#*2Vvu3Ts0{i`Ir{}jP7|0#l_y`vw60!VZ0X?J}4XFcKT{)sz`( z14dNA#RZtFPDYW`nu{!A<3qjr=uq*u$;kOyF1z=;LI9;mjkY$TQfACQSti!7Sp8={ z4i0;3V#0?HD6{y{@W(x)C9fIfuEF-(siVVj`AJA7bFh^0FMF$Umg>=FNzOA`wEw2= zprqgMKLO(}kW&~4@deOL=DFY5XD0!>rff984J5R<;{U+dr1B*@!4<={&{00D-*F1h z(u`Z+E;M8Zw5zR=X2Z?JRx-dw0OMFNA3kkpy?G-_zQ{p*xrFxVQ$|!a?hK|UpX8V+ zAJhsJv_!Oyh~)5@kN)n=uDpMDpPz-?bWq-7U8E5BclFaaJ;g2Ub^9C9GQROV8!#TF zI4f2FAxa?h&k)CUq-d*F*w!@y3^+Ceq&2 zu4pcvXs++kTp6s-t)m9`dqt`BBt}Rk%bCw$MjL96{`9@-BS3%T_yNdrBA!QQ%1hZ4 zC~cNAbi7ObK8+G_71H!BwBj)1I%f%ElOcl@qR zk#E4K1Q7A9%RDR~mpA001Nv2q1Cr${D6epQ_Wh}s_1b%=FPYBs`w*LGOK zhf|7Dga_PmM%&R(8m}PGfkm7P-hRW*F-v{T$vFC+>4m-D@b=g6<%LO=uSGKp>kCjY zU`Efo8~|Z;Y|52xkNz78^gU22K0x?O66|3rq&&;Cob6sVT8x6=rl67CpBuW>XQuq^ zhb`5~_IGXCv_)$A&`E~7b2P+CP7u3bOYw>P?zb#{ZPit+L!6zJL=A<5R_QuBY+^mt zNl*H})5;lo)jyzp{16-A$}soKF~i1~j*kr|4}*pV#d^W$iL!e-_K0j}XHR2Sm=e2I zs3w1b+k%->b=}ctHcb%-H-I)&glniA)b;^rArc>+kgmYIlaE+dFz|+q&=JaUFIW`g zlA5yLXMZ&MG<&hK$0f(}UU|Sq+v{A4jrlfyxM;OldKaEb2m)*1L_{?vdfLW2_``yk zg#~x*fSKoQ0zD?3N^+BLGzc(v7JZx{;%1ukLnoCK8DC-i^U!Ywv;xVj+VS)<|1-=} z%O3xy(4kMsYRz$swpG*sN;(?LVDo=mO8~l10Nyb&6+NZFxJ;oAbEd5|GTVfKIjZNL zH81*#g_s+di(rKx?3lG{w)xbA;+ZfDEi)98DL#v8$1{b(AL$~^X;=5Qt)q7AqXzCN zqZ`NxZW67QtzIPro|QrCaCzjtkRwz7XMSmXG$1MPS>J~e%q$R?4(9~a2XOugh9YE4 zhs!&_So(JXcPJ`=y@|%+#34!pm4v7v{|4O?D3axwKr;>47GRL-3d*u7&s6xg5xg?Ei&;J#_5()RrCwNG$t%xMVM4VVp}4kSnk)y2O> z5B#6ev1lXz&pcTh9G?Hz-kP}wUZpY2SrwjMm&oSB-qmB^I`6U(>I2iP0mpWQ+;o|* z*Co1{9dK0n1?iQ4S4Oj1lA9*?h;3dt&1QkY%k+X-Nggn=Q709>5bfU7>xMm>eIc%1 zQR66WnfhJPB$JGXO*RtLHVM%S@7MZ4w54QUzVf z5Amn5BLB}6gFu@BM6EK82}adgHM6VnnsM>>nPDK+%cp-Re~SD{RS1;%2vIxCWv{Tf7egzR_ zyh8O208?=N>HbJ`pxgvn>t6Z*_^hS3VljVO%)wg-w>;L9Irl1hkO-fBocb$(Wlcqp_75xf<|E=BNTFPz5Y)%vw8W=<9c~RDe$|rw|JiQ zkxXW@d5cdmd`l}J;G3tar&B1e9pHt;0z<9^gqvxBwh#i=DB^t)Ym#b)Mn;*nO)U0q zgP0eXBQ&y$#Tq8k&e>452=F8H9n87rL=L(MLTg!}SB3P&f#7{G9k%REU9abS?fN~F zF!8w}cW*a;E#f%yK0WhN;Mp2`#lV)CGxJ~*{aEP2@8pdy2Z;COS0{@M>eXUed|P(jBl>*<4Kss{oRknEzl>rG~1Ih_@_*Ho_{6D-gHC4kvYynlcX zW(O-1)XG8o2n+D1(xF(}6z*;6j@pfVB&OT}n;j9%%XJLSMo~f}=PZukedKg&gu1=` zL#_gE`huMHY=x~_(Qi)QgBTanV&L$Nq(8`F?j4+JTd^Ay1Se+ z#-A2(Q2kYVqEu-n1%XvM&yY|gro|Mw@S9-@jIbi*NLnbM=Er9EQ9Ot(KqH1JP)42c zveonlS4#C!Hv+r!Or+-jw07pvY$sYAkHk{ZR!yrkv9v{0sXb_mZnhxSwz1P9Y7Mni z#g;B~#?p$two$Q;wLw~npS_5oX;4v-YH33{LY3H`H}9SK>;3uex#!&T{qLT8zJJ|w z?)~i7^8p(@YgJ!9Nb63v`gF~`z8t}gQD#Y;&EyZ({eRIs_?s!cw+F z=MfN#c-+JH%AIp~$R+-`$V;HFW1XRzV4g-Kb)DcALNU;dti?jU(y^(m?HR(<(I8C8 z$UgqAX@+pyWoPd`&12bl(0|*qLZ?zE zH((#F^bUt#4bi;f@E@$TSl#}afYIOaH;nEdF!ldrU6-0CYoJp!vL!u}msE&uyB%$z zqAOJ@pLt)CZr?s|T|HH)fgq_ghj60_PX+i5BEqFIo}iTW8emAfa!dcWi1*Jl(x?MN z)n|N}Y8B$eXP|=#s`W39f!}}ATZl}NSL3br|JY`6Mr2z%+E{<3eboxZ&irT}*(&^M z(6Lk)%A7i1+2(~OZki7oEg;!TB$IUJNqB`Yh^S-Xmq|ykRZ-ng-&R)LAF)8o2Ezvh zmp_!PZAlYds9zejBBGw(_;AUdmTWZ`@QgmL(4YR@O1KHLeD5)-UtU^fxw08A)fdV6I{Ad77fK$% zrXA#h5=cHJGMRx6ndpZkbXv0$ZH_2-y%*E`Tad03`pu&a& z^tqb5Vs}7P&N;1%@2EG|yFwE93fzJh>hVYQtY};}t`ggMu&nL34k3`w=NWg4O*QZL z62LK5F>lJXjBh&VcW??%cMqgazBtTzAd`_zH=SJFboY2ey3(*G&YFC2MW1I4N-&4H zKDng85!E1@u!eZ+aAnJsMUFQ>y}Eq^xS%!FPwfLO5|l;QYM^pcPbGHDVA;FCkPv#w z%QmO(dG_eM4`CW2dIMrI73IwC3`YYtQKy_IZKLkzP#*9tRihir@GxD}kNbfl5G zVr!V>9ffmAD;RT_^Bx=3EayGymUaqI9!q=I-J&c68$ISeIJm7 zUbM$$Hu^~6(nuoLeD*T5HDov=5QOROKyT=g&2}~I*ETf8)9sEl&ggQ>V7LRVkSIeR zx6S@_dh=(5{$`uoLwr2WC=wbRb7M0Ea0L!EPOOf^FXc@xg0O2XxvuXA?tc)%adxYo z#mWRfBWX13ovuHk=L_FOw3#|;GvufoX%FFgYw3A%d}wo`?8Rf)EaxB){PU6(fCeUR z$DLBw=}H8z8%K)QV;&{;&iDfPS95<5$`0T_36MjVojb8U9%hdcA^yuU^oWS2?OwPL zJiZvn1(MDD1rcKvQ(2k>i)E%`ylecGm>oE$!dbY9a^j9aA=nLqppQ-j0kvW>BHMCZ z=rkYPn}@+lOvyfAY zB(W2&TziGYpt+I(xQuBn)TWUB*X=aDP6Tx&C$vYN^6&7vjn@ za|-yi*MH(}_U*rX>Nz1_DZV6(|Ha{m!A2rP*LTrrU9@*5k$^?%f+=gPSKvRh!}z&D zQgKhCG@nl{66e9?pCpoM>yPP~(wIOEcCAiz-a6{(OJ7|2Mux1sv>-K8yL}LQQr)yY z$WLq6p99;X|%(`GL|0UZW8jN~`d$Kdv&_Sh+^O?2CEPZr1 zken5!6s*goz`SFjl20e3w>wu}UyUj)911ar=)1+MkOZ0loQN+aZ?YBeLuGC@gD@5_ zNp?-Rl&5KFKvXaFrnw)`6lL9d)fM7NNTgEb+oUIk;wEfY-$)M2CR?AcgKIe}vTa#Y zt^?V0W43n7Aypl6(uIZ-N5heqJF*3n~X(i&QLfr-h}tYeJ2-YGk6u2FGqkp{W$I8FIE z$L49c9i7rOAViSkiX~xtMU08hGfe7kd=z%+!I!TWf};5yWS<9t%8V30nuw2+g1XD! z0Z3lJFY#lSJwHwn&aH3snJM2j1o&vox^z53ay z2(Lh0q;d{L8?78<9ojCts~?{aIj!GEl|ho-S&IfHv-WV<+~Nxpa3Wo=CoXiy^Se#`|>s;)GAW=)i~88*YRO)N{>6p-jRI&3CX$- zvf;%#wUIO{m@|2fca23rrji9E#pHI)U}t>ytgIYOV^wc0I(1b7v#C&`HZ+n+tp(tt zLJ?j?`?E5x6^!-8{!uks&a%G@r&jZI=wcdwz*+0W1S3~L%ssc9T)s;}hHAd~xitbZ z{Y`G4Tv!ce%JVT$Tw^Tx@LsyA-PM$KT+ZYa&`XcBHn)?Vyo_c(%r!V%-GfuHC!{OX zfC@pW!sOf)eGm>G1e|W4eOK3NF-w!U{p(ldvc!sGAn9Anb zaVG1P_KFICPuL%qneZx7z}*7#<#==ZFh#)Kdfkf`3O5`Mw7v7?LbTHfUexH2T&&`o zW&ABVMZ73=LTnwf^>|znQ(6Fx#?Z{)K;~Di2K~S{&7!0xHWZ}u6m6hw$A|EU3$*5w zMbPumNRkIdCK63624sT^njY;XEm!7^dE>g4e)t&E2Y~h!YpQ;VTCv{i3+`P1=;64R z(r11(xtG3bd21`A#~QO`-K!l|yx>{2Qh2j_{%n+?oOhxz^L(Z}ium7*u}J+L@sHYh d5b%Fddyou1iNn&Vp<$r?Kp9&Z)n4^@@Gr6C14sY> literal 38975 zcmb4rby$;O`!6_E;KDv4* z-G2vr@_xcT4@c&NQSyd0l{7`>7?f{JP8lB7)Nhn#ZB91Wc7+5iOg2nh+oU9tkJwNB z`DC*1_}p=uE8*7rM4^=9X0tNS+s-QkAGs5_6TG)2RwPh{kzxONI9N9mUZeT9Q+pb|4;{1d)Mxq_!tnS;Hr24|?;^Az?5$)MWU(>{g6FLHGEs#3^A-`I_Z0EqZYOHR}S*5S6St_jC?3 zHYvt*yi`WC?zA950L;bIkr`y9<4E(9?T8Tx5xgo+lKdjdn!cs7%1sh^b;sptw83C$ z9wL*DBmRxeXaffa*%qno*5=$PHVSHludfN?9EBv{CmPuD1yqSLuIh~6EUs!9KY&2H zd5H3VjsH!RgsWZ=9Gj%Yv$dxwPn-SBl>xoO``rYF_n5Hs-m&vfA*O?H=xc@@GUS7u zmuGavRTx5PrhCnI9{Y!Ks3m!6K8+tAf5Z$|El9Qq@)t!#iK6b4Tn)6tgZGi4lJB9C zec-AY(ASO7e9O(YC@5bPl==qz*$wy@Gu)I=G^N0B=$aW^RR!L+)uvhX1m33&@9RY+ z51^7;7QHm^BXZ^52d(IdcaB4xy#%A`S|OFgkiBAPz6x4q?~R31M-;S$2`&nOHfpAB9v3dTeP#LkSlTg;2>w zZ?HLc#V-g^$)eCx-4E{cl&%>sqmI!K=WozuZ@B8M(fzR-@BuND4`XMtZPalmM2HJf z^A5T^cC+~*yl>+U!qnqkE;}$CQOhhQ8fvMx;|0P)00JK)>1KjQNtC|Hd}X?iHE8ob z#n#$O-GG~tFU(p+9k)X&HS}cN(azjV*ymrNM0HVe8e2=7a3 za~y-fO+`?4bTt}vK2*CxgOCy4*GA)WzAR>Hn+?qHJDq=4CPgu+A<@)Dgw#+S-W7ae zRB~iMXkbBrQQ%nXtfT&x`?s-D@{H5F2*_{QH*gk$Mop7zC`vhB_6f3D)^W~B2J!3P z@!7gXTn32`sa}+>doU7JG!mh&xDYE4fGBP-upRH-Y^E-!+!4#d6FWPigsVE(+MCjs zIU;u|o5+j_U5K`c9|WX8Ppj}{NK+SQD(l(?56T_&F&Jt$Uk3LaH`a2zRSFjQ-a2GSTC*3{HuIZ%%dso%{i9h@K|Vvg`ZS_qPm2#d2FdklJ1DG_WJksb2K{>{N%Z< zKIthsq&JN;a6AydwsE2dQkhvLsvR^QUL%4uL#9i#uK#coMxBu+>1fRH_sIveJ<>3D z>MIo^!4Bd};=3=*RGz~R*CJ2PXV_RQ&E_28s?N4soY2#zH>al!WJi=(cOTg_a8&Z0 z8#~fSnRl_wA5H?Hua)$4h@zn0cnJZ&TlHF>7@KZGYBoO9w$y30DxdR zXUMk0T<)BuP4MYQe?-&`s}d7k7{s3>1aFWTen@zqAF~^jS->M5$R1D-=-TR5tHt9R zXfgV*hX0Vf`GRR$vu9;+zBQ-Rn(7Gzb5{4FZ(v7MJ}KNRB7 zQoC}==&t>d4Q{~=9W~$;>J`rOM`~%tH)$Ftn9SqPH4*I)NzV&b5 zM(BqttLM~?l%M*N?X%6NibfkrGZ*+De*63)6V`?)G3%>VZ}WE7>8o}?Qf}`j+xxy* znW1-YJiT*&ovG@Rple(yAeH#pT#b1}X;vU2NQh0jep-3K_kE>g@z9^Z zfcPa5R*|U8+ZjE(v^yugN>_QFY(9Jb=2YZ_UF+%Q-sd^z9EO&L)a5_3LH7E;mYYV^ z#HMNY@^3YB^uS5BGf!>iZq0d$@;%x6QZT*1F2Z@|eOoi%*G*RjT9OLwC|U z6Uj5ewp-WHJ=(<`0fnvTS}exII4%Ld&CiT*{06*K5VdI@1s%P}do@!rhKLF;V=r~T zcj5kl+6VRa_mAg=$s05&MN&Z$aglPp#`=LLL202VbuNh zropaO&qV)BY^TVkX^fPq+J&1K4aKWzY6!Lbi`_vycFhm|^wKrN<%~OxRiZ7aNhke= zr$)H5Nt8Yw6%v1@V$L{so4K!t>M$*`p;dPYGi-QDUmA$jH|9L3o^#Gq2E_-JECovD zB2#Er?TmiV23e^-C>R_FD@^%BCO!68sLN1_ciY-wo*zXKHg(~)pEf668Th=-n?Z#0 zi0R{?;m9RT)p5%DenSzeQ}Us{JndV6<9Zf7j61%_mNKrX8i^J|ZD8ngtK22RAL_{5 z8dhZV{eac8fme=$u`OnChpo$0;}PThM@*N_c=w|{AAUg(I`m$BEnKu9A~_eb`)t3m z%VFcK)Z<8hOwQg!4rcaV?R>RAz8?X@4LCy7v3FfJ=j-fmI{L+40-GoBn4{gr_Ov&2d8`7Wc-~v#n=&tfe*k4tA;j zNdyvlXQfWa<5~$>*;?$)R5^)S1q(G=rpw>hZ-!GAEwj7ddCwVm|oWP^7AM z$?%jb(3%RM$fK?gdVfozq8nOxjwA_^pS4{K)jb{ZKl$kByct$!_VIn|;pn!W&``n{ zACHF}c@}@~qI^l`M<2cYN>|juFNKo!gLPxAo{HB`tTBVPTW>$6c~^;S66Hm99a^O7axi3QsF)(6AfK z{Oz)}c)L~su3*erm4mfO@DW6HUiNv`&KFZJEDIsppUK3EiFqJul-bInjnSv3zbzks z+6%}wUUayHxU$8mTgegu&A)-XkFZ*6f=;=AHpiwmCXIR$xwkEI*=~i>KWx5=J#ET* z)7{$NU0RfS5&JoM@@(7YRAy}7K}()C8K6|{sh4On)U&Zk2cFue8aV|E>i0Eby#3T7 z-ZYZhSwucgT1^D=Z|zdRb0O@*41h;8k&s}4Dh@e@BJ@^K5ZuL80F z*>gs~`a>2NwEtp?h)V<6H#Q9)%8G7JHtQ=Ab&%rgM>C2QV|&dPzusE#{#dtxuRL$M^BE(Nh=|EsgD{Wvd)5U zPlSvIx7_KM%wOS?c6iB>s*5@5IoR@sEgG3y3EpSNTjbfJ%03xG2eVvkOv;AXeYpIJYLO@*Ae(n3qzY;x` zDqF&os$+7)gw@s`)59#rCaX}%8%RBNsfFdcC2a@D%~0O^yKk!8@}bMbb7NUUhaw2X z8jXlY$_ny5)Jzx^)h^;@v>1{(122hYxWubPLH0zim9EN<8#0R`QW6!Tp@YQT+aX1d zj+yC;scTaZZ6d{HBB+NEMGL3Y=$%Rf_eCbL%p34+ln9&A0#nJUfo-e^>RXqHYDR%w z#!f}81p+fFDrj3Gf-)vJ8?3$Bvxt;-{^-c zbhloH?*PPEzfXp@aK^=)9p0x^i+%MCnXw~3BOgb42~7+#!A%JUL=fjaDYXd; z=eF16J^>y^>giMk%@;x3b%uyhc!g9Qellc1IPFwQTSe6oC%IpSo=#Uqd-h|ap_z*p zuO&5~b=BmMTpG;v+(d~Xqkq!SZ@P<=P7F1mlDUyh9<0c{t8!zL%wNJz4bfg1W+W|< z!L?Uw2}`PyMt3Y@Pnfse4@02Kw~QZW`p?O9Y!`3B+Pd;v2rtXW{BGEJU#abd>=jlW zjz?rzmYBe!Qr?`V8@}-_8_Zr{n@?>{qVIB--j?>GJ?e)Di7(I7SKF1Wt*#8Nw9R5D ze#rPA){L>~C5#s-t6eJUI)?p_;kG$xnA*f@$)}d5KGPZgSL79*2ct^9Occ164|=|T z=tr~z-F_>U`4u%2knC$X7h+I~(lhj>6tnwgT&2VFnIcl^_(*Kq#)D@2tsBA5dmazp zGC!zg8Si+xxWGo^-Z`28C2EoR~EigA_fgOt82Ro+IAw}Qo1wAxmI7{pK5!+LGZ5YwiNNQUBEl7>RPGzmacN;Xamy_3n{f^dS zkp-IdDN(KLE@XV`3ns9b=LII(Hm`)-?~s(ICz7cpiM|oV z^E>h#l6iU`SKr~ii=1@v&bUKa~M*IhU}@_j%9}T`J$44qmnZL z5fpZdikD1`jkiin`1e#wjOC~*Ah9{fAfYN+_}dZa*S1A4H?I%|(;gqW%YM7!VYHJr zZSTlk?%R$Jqj$CPp8a}M0s>dZ+?Bq8g*>Wa;QGxe$jB$hoCMumpG5iG^#43_e6ANt zi)e0?GMC?6zGyd33#0y_2owGR`}gGfp%^E=)=a1bvZM1)T{vgwO!-@Iq(oIf_uxgtDU;4$iJ9V{vyWuHh2hxgY*m~V^yqp#i ztDc(gx*=#k**6)Yk+WcHDw|(XOI`V#Ooo%(XvJ=uCNWmqzxb2qjItogoy#?c?UxOZ zCWsD6C4rtpP=j{^Z){RApeBGb;P)dLWOb&}?R)8NOm91O=0oXaihU9lL@cTHG1M9| z&)4{Wz^rw16+0GVJNi=IZ|9^ZD(L7EHEjP7;m){%MR!!uZ{~mx94x1$3)$VJ+xG0m zosh&vq`0c!*t`^hi>d?CnB&4jm{|+u}JKlbd?Pw#F zOA~#+oez$`hjuPU-eU3d_|yP)YRG`RW?I2(oDbr5A(MV$Ig4*E1H@9=uFqQUK2kE8 z{E?!iF=&KjcwHTkW~{gBB81^l%Tm~mwML7b#K?C>yVak&O}t_}8p-rg|>!)yb{L|#y|ThdF`3gY+P9FrsCUt50 zll{NolV=$JQb@Fy#%-;KCwJ{CDOvm*F-r1t*xC6Y>bdoz?B_zWL%&i$(9*WGTvA%5 z<8Mu!#>f+W{W`ajnVr`ORx)s};L&Vz`RR5uCyk@2H|27_^WOebpD8DmWKqg`cPuNc z3CNtCHAHSbX?be)2bMG_??PfF^_lw!& zkmj#-5A8Vb&VUr|;M@U*zw=StVkB0$x*A6e zfFgb5f}Jim$G59`4=yMxt5rl(NXP^e5av+Ue0A2B)T9Bo0XHOQcXzYg9l#=5(RGNr zT&^?@98qm9Hr-MV%yf!i`W%njy$^grjAr}byvzy`PI;$357)S6hr(KGX4@Mu^{?hr z#jvc=VMP|SSL+s(VDdm2H)Hd_8!HQCMu5d$xz511V%1WBgrOobfH)6TICwP#5!M=^Obg`|3&q09Z# z3o|fL%SWl@i!njm83CNJxGUM)=|IHzz0L>LL2K?Yn!P2Y#=Y!(Fj~GhfCx|F$^{vg z8r6zVdKB{{PqpY-DQ%Wg&V<`ko}uXD)LPB&qfysj*FQ>ilv_0CT3usW;2oYoMFsMf zBI$LW`cyKgOHtlY|97IrSV5P&_l;LUEUbJmLbLeB$(Q>zF>eXGe!(a)MFD~tU6@CN zXrjNP5mI~~XV*~ndJ9|LXGgdl68WL0Y(M$~Y;Nh-71wiI>^d@SC@xE<;hm|u*YACMZ&6$rQ3w@QlCH(dj(|K1x! z%I+dJP%|^>F3hphCxq}!fx>+hhqL}2!=ah1qpYdez zN|QCAQw~_xV5O8>a%eR!nwPKJUnL#K*?kmmE%aqj)=ZPwj^o0? za~G!nUYm>NI(-|ZSS!0fZUc^Y?SRooBRY$pU$FxB-dHNgP_HeAN$W>Zhq`_%zUnve2${Gk!w5?&qY23w2RUfW$l9HoXijMZBto}YI7?LLiB z=sZaG+rc+>rWCeamP%Cs@u4JF!Qge^#Lk1uiVB^4k}a5K@AkaL0e#MD&fe4a8zKufPhg9vj{@i?`g z)e1|LICpWUgAwr=wbN(BvzKqrt6pKOF0I_RYicciNVKDfpW!R%A`aKXt(u+f288rXpDHe}K@G{i zX6zV@QEL3jq8oQ|*h*OLCyho1;i4okcqrFm$9%%yAGhlvt=QRyI=}39ARy5X*zBj; zyBKk$=fizR`T@nL0K~M9;$kqUOzR^j2S`j4vJYC`L51^&3b@70!&4uM> z;YS~mR`~yzxSN!OYNHrn!$`A2v6hRgCiQunn#!<84H` zdSD#o41O2Ceairz1o-05a((vlTD=TE*<6y@P1+&LJg$&~4HItCJRkKhfjrvm%F1(L zoW?L@oIHRx z5gRZ$sNdkntqUZ~@zR|F*<)bb*Zpt)E}FRRF&$#}E%;rlGuiVGUWM7%ZGM$8E8NOW=3@zKS^g~nz5 z4=8`*;wClf^w`_b#KhW2j|L1CDeE7pR2&mfGEqyv(&XI`KgZErVo03ncU9kvvc&K> zMuBL?tCwD({&3Pzn$J(XECj3ERL)@PJIdEoHKGpI==i>$@jfy)OA5WbibIrlj?%iA57%Sc-P^pty50ZXJm4nn6cnbaS}a9ONUDCF^v zmAPMT*1PV3f^0W2=S4bM9XwXztH`+^!}&N`2N&$65H$r7m+eg{rns+z-x1R;77`&d zWO4lmqxz-FAVhH~xbDOT@(}XRV_H*15GNf$)c=5r5Xs4*YsWoYWu=lJ8jv1$=OR-C z>9}9SCXsopVQ&CfIq+XPwWyiCd3~2P`pUzz@-(`pl?U?(+(AoEi3Z*$qeQXK!2QQcB-(JU~^8QZ!uk5Kv)=Aa=% z#`~;QO$;2jlkyXb1nmhnbTMY{Ul<;?ks|v=eio--tY~9EINR8+X?y&AS~KT!dWdtP zZuZb<=J^n29}t>Mga8hCV<=BID}RS-4Ho`NgC)#?)RtnY8>T?p(S&`XPG#(ojZvbF z2T7``s*7RgV4R1PKYVe$Xc|3YUvmHggIVVIZ}+>T6;RMEFV9UJMw?In)xJM8?nCk; zojkbqzP-VQdb2JBMjKp(=y@ANwaXf=^xN_!cDssSUPmu>?WnMBUF&^6T|dlMK{=;< zOhgqs3AhEB$|8%r&0>Dq+-Bu1S`dX-u3xXs7|}Py1?1jtZ|SXaJDhRS6V#pdGytYf zmk>nW^x2CBD^6wlJSvD{c^#Ev9hG7q_50EhfW z8A@31cEAdIqC;496_tE#=O$8I5Knv*B6Jf`b4iGLZtG4Gf=?}iNF27>Zea&7+b~Q4 zd^92wAfOu5AHP#iayjt(j4xyJ<&3YwSjFROCNJ)M$?x!fAFDk8;7&E4u}?+KwZsH% zn;u&I`LoT+QNW#MgqQFUpa{BATkt^9HmrSMS2QG3_=D?)aaR>QCXm%_ z=SH}bcKW~MEw+iqr274UIV!}s?5S(WPFr68q3D>e;oek`WI|#;soUb;p`{+-JZ_?? zP2hhV3Cx!f!KGL7k9T@CCbC}ZbE-B^tO2=sS&G=odbgAtCP!J+`eH3%juZyW|&WFzb(#du( zn;qhMc#t(VUD!G@Ho4tO(^?6p5oYz_eV~Qy5CxqrHmJza3QCleJbqb=k%2q}s7XXC zH(ggo)B@Eijjb)J@blKNRhCHEbVJhsLNg#W2;PzHqe?t(Oc*P(?keNLcb7ZCBux}y zozijvIE@;Zq|q}X+7GLnm7ZYOFg9lis5(^1x}iB=05oW*?G|Eea$3@Da{_N(IcROD zgOYByY{p6Zc;f91LjMz;ocn26>DS$NT@OY}yMG8Q<%$C?;a%&Q=%js9dU`2$jJJ#i z2q=dlKfy#mHzXlEt@gqY*bk2s9|EuL^8LK}_1V|E_X33m-V{KSNNWm$NL=HGe}*jjlDom>vs zX!%$(aU*@r)^akYfY4jS&3O1qPOudT1#;Az?yb{>Me-m^^=1=R<(OeFRywp->7Nqs~kLu$%APT>g7Ff zXvF`A`CUd;Xxl&xG)t%ZH-iYDi^M zTjO@H{lr`dmd%rE^IHNA9SK*|In!A*?cPz8{>(v77CPTamu)1b@2S>V^MP-^xN>e- z1qW<4tCBW`Fuz9tRM#}7;8du+oaPA6axkme9~)9Ujmhg7N~uwLIy^Ej;QtrL8%nC* z6l5OaeoD|dWDQhG*|Y<^=^u#PF?UZe904fWL-q`BP3jBZ$#@|r^1nLO=dm!@5@*?m@60uFo>TaV27UpiC%`cI+# zkQgpMSHA&1OmKV*!~x{dJm9iRY&M@wN4{L;4;Qp}(_oPEL^%E~U?BV^#?x1R-v^wl z6NoVSQOjR@aUbN>Z_kZw-K%4^B_wqghibXHbSG?|>kwo^V1~cNEN{8Mo?(0MP8XRJZe*+{9w0}!lx6^+xp)^6RVuPn%5DCC(od>$-J3&Qr zM*R=ic&xahU;MiJeISH}6SpOij1AK8Ar5c8Hz8ttUW(X5t9Ro1xhA;@+Fg(E0UyYaL~y=Fd&@xs4?cnY^Fx^Ie& zzyHkmmygy_now%{iXz(@*x92^p`$bBnm<}V7Xdmzj8xYD=w_{7^me{;md3lxHaF+O znARV^|8;nd1;ibPn=H1C4JuJ4f?AkD;T+{iW}qm#tSu~Oi5}WUcJlIvWcr7Y^Mk?+ zM81Wq--DkRmNjMoZAN>_d9d!dfFsqV1T04;KP5%q_FF^YUsdhjB z3pwYXM){mreFc6<4#1mt>Jn(;_k4?$z6aIgk|uj0KxLIt$KZK4fWSkUuLw8SWODXcbb#f6U}0#hBwD}eO9T~=XiuN(vnP!8nNj{oM6B1qA_zSym=~T>RD^Uk$?vRw0za++v#NTX|!2VWyUf^TTB5tnLtR1pIFVtaq)f3 zRxw{2`hRC&67|2sNzmhrqE{d<_pFp_s5wS+Z=gJj+Q#P}t zTZZDJln0AMyQl zuo*BYed)cEqs5m?g+TMUVrv37pR%8yfCI`zpi@xK_RF?(NVq~Fivt#aw%i9;{X7oD z^U%z0H&BZrTt@Sr`tb6+xjZ91{7rf|gOee4meUY_Mv|dC@|@uozwYYy?X&~K#?$WW z3-n+BwTXYAZ?*;Y=KEmiDJGOoUDJ`v`ub3g(qh5#13#PX{N91a{rDoK=T9-#uY%vp zzj*3gJfIL8GSg%+QC`okl2`h=FW~ZAW8=LT$3d3zZo|Pd@l8R!Pl=sBbBG(UY~K*L zgRlHaFwy%VM~$NzLa!;#{*u1LX#zymzflM4)J%V*;uEt;zHqg;Z2?yKub5(|eHCxQ z?9P6no%U37XS)%+H5$)8*ycUUZuczWp#0?SfRlkxtu%^9F&v+)!pgYH^oq<|&e5H2 zfd0>3w%4sZdHhdjyp;-%4gQZ%y>~DU%AeprFp}PKMtpJMKC6|-f?Id}rQgxM4qwX6 z@a$R$qJgsB)mi!(M|0C&jFI0)?IOrFu$%$utz3n+#Cxh|tjZrg^uN-hZuY3~fTFzx z(w$>4O4@*_-IgdZTH*P`=6&C;r3nXB1V+z}frJHZ&W+=uHA{TGnw9RO0k{1bD9{xR)kzD8&`-Tc?yyVk#P`MLD_YjKKklNDebAggf|D6$8mjcflZ z0H=AxwcthKhSu6M;DY)b-eC1lZ||E=vJiTJqt+l`hY0vv&>*M~sS|*378X4Dm!Ktp z(AZOug$E!um825=I2W|>n5gmUf!2ejCmWw`ujLD zslqvuA#Ia)`1A5WFrz6ldW4GgZt8o|)}33wO*`VRyIr1_TM+(}tF&<$&}VpfF7xs& zJ|QkcZ&ov(&0e;_xN$7EZu7zS-hXDTvL(GdBE_*};2X7z=+uHKd)##bn#q;frz(zl zh^y6Wzeh}jX{?DVnzG;pf8HNPQ8A~R)ccpVZ*1z_PuY8y{}5L6+bqnLXPa&wflnv;ldIe`xB@ny=>k-g_i*G9C{g zEGkyvKgLXIo5K%4fPJ9aV3ieNyf`Av@MRc~&4g2L=&w0HW$GuSZaq1`MJ#A1nRGHg zgdEP!x(nY^a|RA(K+dUHuRX_|2_zGmqj^$~JvA}xw^u4SDbfF8vDwtSWL7+{$LhOh zPnl0+0OzH%7%x^bad6k0_G&3_Xw>u{R}oo5rY;qMx`<&cIyd4pqc9B?-=WCfrf=3} zc0sUKzs*55cQ}>pYFqnLK)aJa@bsBw^wX7g>Op}P(eSDzD_E>zs=5e40{6QRLrT(7l zgK3lbnFr223|;0b?n~|%l#gO~hvy8x1$bi)Sc8dN!XKqJTV@0<_4)!OAGBDOE8gne z))O^TyUOsMH{d#_WT=4G>DfRNk--U%AlHwHp9*pn&?MCb;{I|O<(FYM4fe1}ObS#p>pvy1eeJ=1mVR#>T zG%H;B^w<&tC1CTzbqEwBQs#g_D1PoTuBk@zqlf52=HT{aed5RMmfyHPA16=L`|r!T zH7(lI`y5nYG?}8E9<-VGOH;5@J$>5D85a<8^sEg+N5Dozh0j1>2JRxL98-_|UBHgy zEKjNu9fyqcXnec3emG?k{HvFLj}?}yseY%Ho)<0I2-+pL-rsv9@mtWwsQm6^?{#0( zwe!Nk`1dst{J9RlUuI6M+))YST7ticl%D{E-(bqymSNlZEyju|7%al~_|t}T)1LbG zA3!`K0*rN%t<}zUiv`^2U@&K3?$sx=LP%|B>x^Gq#bi5a;CIQ2iU}?%3vt`>Q5-Qy zObFkc@ixg0-Y5etPq?=Fox3{5M3)z0n+*b+Rg8HkP1q8gv#6&ldbKNVAhWrnx#jZ5 zFC#X7KKTTO;^m?H)0AZ_qT&tTXb;NUV2<7 zA~?ZdYin)`?_>OT`$Y#6U%jrF*Eb{W<@H1!t+I4gUE8tRrz;xb_|?;6?!wV9iQlbX zQbQT1cqLsl)z{9;MfN?sAKo|qUchbqY~DF1{u5R>%STmr?7>`0!^F=|+~iae0MLQY zrF`}~Ap=2OT1#M9^<`9tTebhylRiu9Gv7jHpn;f3{-mB@U#0S~iTd4Un8w%w?${xi zBM8Wl_7;5+2K#O}QI0<#MP2XmmsKsNP)nVMedG7p@y|LTv_~!wY~q}TgNj9pfcHNa zU41m0&Be5oOS;B9M$_~CC2B1RJ|gtU_0NlY+`h@O?A2&m{-$5wMhrV-M`QS?9;iEXGZ6 zFC`|B*`U_+Te&l92YY`33FhX|%q4)&;ul$_KD*zUH@!~vC|DEa9#3dq6P3R&fB$;$ z^wx2Y=i8{;FXQubzBoP5V)Yg7OMS0A(wR!}zcmyx3PRJ!sTDmmy#Tn$3E3gMEc_y> zkXwxLbsuuJVCKb-A3gH>i?OAOvIn~~i3ybal0IVV;K&bUC8&{do{{bO#&USJYvNnH zPvjw&2dTp=D1PaL&cxVoD?l{9cKT*|WhUT`F{-br9UpN#!L?eW4Q3L_koR`@cX$N{ z45j)Z&PCAWWb+#LKs{9QT5ET!>)528ABQ>(P*A7rleBw1~hu~)u#$#USD`~As#ZCF+ z-bZhyCV_(v13u-AuK!M(Fwa^DOK*(TElGifJ+2F^7W4q+V_Py^0yR}RHXt2*xHz`p zyGSX%t28?#oQ&#IRGLnY;xpIP(y;Ui%q@5Aa1W&%;P*WXAg3yjo1smXPWwAsqA|&) zIuLs_yA(X402oJaNY#gvi-VMzu2SNr2K5J;oD$6fI(q-+-C>Qk3QCj9a%N`(p)?kr0ywz*?YxH_gqvq_IIl^QiIXwnu7TP;h=QL!zmKjd?OR8hr$Zv zlawicfhnP1yw=J0pOrXm=(?_gWJY5-%Hv)kFLCeS^Ots|q3#gs9{y>z>JW>dO3#BJ z&qQGdGCn6BAN5yL@=SeS^d5bu+~V71jmoS4mh)sdA`(DGrpYxS!J$vXEWf}|^Q9m(+ZLdAn#9xoN2u`=jS3cs@{gp_8EF&>7A2lv~ipJABR5G^y`n4*ZHE842kx+Xx zukY?$@trv;jjCZq2r9d;o4sT$s()$|NSw5jTt~NgFFt8guV>BK+SR=xXIZ_)P#8UK z=KgB^5_5?|dw`vm77(<3t~Q_lNg1!C7J$sQ5Iv?0A-PxpL?CedM6Wmvk!b}p3-Y+QIcbp zVgN%s^geoyEik1Nk}uGFJ|ua$L-`ur+%wxPCVwqhmCVVN=98@+h;3Q$rrqq25^Wgk0HiwK<>*g& z+wZhZI=+bOMOY&^89n0=b|7tSNjPF8X z!GuRdv*z1a2E_T29hJ=PL(C~6{FuVWu;rBhN0g^CnRTzZA^f+j& zh6qTgaD2MA`Ec+B)(F{+ad)$=?VbN-P4J}^2mfK`EPyCIDDbvz*4PP(6n0pNG1NRmB%;C>* zfD^s~y=6V4(?c*<6($by;#JqD95^WXQ`9a1pV0U(b)5JjuYp@`^Df?CY@Vo-Rx z>v7N0gMRFO(1^4`$Jq?CJu{bJDr zQmi=SGhaTc5?j94m+~`LagF6s7{5m4T92O{;iG7L+_g$cdozmC-jZ$LOgy4e(tf;| zK6E7UnO)|BpR@_MAEJq|MXjH&#zAc*1I4DZr^Bp2ET$O^Eikgp1g#*}8df~pEfZ6M zgdgV@4IA{e%S>RhrW44BnwogyW*D$ORY#hshwieyBvjdZrrwWPy?f=?zw|O zGj;P&lg@;{qOMuM0 zpUGnmUwocu0!*_Fh5g*vO0ueWL8gOf%p7PAihHX&Zn`^h{A1|!FMUp~^r?y%_oKv(8v+qm}t?j#2B=DdBqG3#yiMf5Lf&5}#1cv|DS; zpTW3fkb^83@}@a8(7X$y?OEvB*&jh}*ZuqyiBmD-6u}Kb|7IK19;uOEdx{PBi)K&V z*tT@=dcYoDep-8Kkz``Ek)0=7l1Oxo)r(nb zvl@L3eaeSpk`HaDhwHsA zq&sKna4&%ghHt_^@6#{tg$Q3$@-cc~?k-ci&gLh%Dm0qu5V24mDiCneJPSxtkaMdF|&9D{5<97m1YB zz1-l~g-GtY?ohmUbvOhlz`$#HF3L}I0gx1*5@9NfHtngn%Ay+sG3Dz3Z0Q$ zu4WMLfg95Tg=lWfsBPUQi7Q~?g&1bPauAom8c+F+J#PJ30<2zJej;_aE?;X7DBez2xGd+o(Z$TbtAw`-FestVuZX?Tnb?|9KDFzV(#zHdm> z%}!nU8XRc-?wU7DYyis|tNUVF612N4F3*E3Y&kNTb_i6{ul%QuxzBHp z8ClFf(f_8>S?T8N|EeH7Hr{)ZvRN+fy3P>#r=yPZ@3omYySh1^6h+0}T=SWtc{49@T@7GPI>WVE%wtdQHtV}kK@gQbZ` zpHPk`%c-Mw5`V36GgQ;e9|{d!bUuLUPc?+P2X0Kq(Kh%)T0KoXFdRb4PT>vcFPLXM z&`Xw}GxdT=pTu7ydFU)gEWw)My}t%7jO*{&pN9Y#kh~B`e3>-G?RD!_AERe6zsoDB z2P0Yi3w8UaRs;z#7eeHzu5UT4k`QadXtgKyY1X~cvXZI>jGB4b`^?z8YsAOMAg}#| z#~`b7qLMSlCS~!WpiP>`9i2PBbjs~+G#=&P`b(NW;yAO-Wa&5KNwl<}c@;XlSGtVJ z!}($og%%a-RnOmLUib)cZ;w~GWKKL$k^Gy465jcA8kQG)v@_A`8_GejF*f9YhTlhH z?$%R7=A@VkNeh2HI_KS~gD%sx;+^6#9#O*ZChWy(4-LgGb#c?MB^^_BLT`0fjm~)c z5QD{ZgNsUjCeHb=UobX-J|ROE1iemW_?Bzu{WnmyjcYg6;K(2X29XHJIK z#m)s$DiI@Dv(Wq7ly(7BZLW>yQ}hY%8T$J-y`uHh*LelktU5li)h{n9$6@IKp#1zQ1kEM^kYG;!kFwObQ4P0fbYz>TNj!E>|5~;C!a(VHyAQqR}*e{XMpfwHZ z=#{=qYJC&pBx8bq{iL_&vtEgC)GR6~C?=?M%Quu0_VS79pry-=l=YCq=KW*kn8rWK zS0~+<&-tkE;CIPBy!Skee26#vW(a@imF0_A*;}PGB3>;yuk7+1Z~GFC8hZQf9N^7X zC`DP_O69A0n=OX}>!AAyrar;^B%dKb|FplBsWPMe)xS?Tbw~KId;8D%BXTpLjgE75 zcIl}qS`+VXOnytcc`?B>lV;4rL}EIPsr};nB1s5DT(rNPT*VZdbe-9=YaF(VUQ|Ad zw`69HkuqBov2JaUMmeeL_&@o1+d<(ae6LT;P^cj->yh$I z!HriiWDEJux9*?X`dT!0RrKjdf|svwLtbE@*7q=ww+!b8cu(z}lYRT1+fA2ce$kF_ z?;l%%mdzr3eEvMe$uhfcY^~6ZVh)VJuF)0gqD~eXEv&OUDwvZuY zx_OO0F(_KrPwhiR9P0f(>EshPG?F4N(Y%w9|F>Wf2x$Rp|7kr=DV&0^d)7}@Hw18?lRu)*gpii!UGu$&j%+9hE@DuRy*cDU`SO?ns zIDdJU%;z7Z}tAE~9!R^hv3r}x*LPgf@llzCQFF%9#}CvqvMdYA-R))!K^jye$> z)QlM`CrTDPfe1+g|lcft$)l2 zz^X6&f`$vkt=GN3>D?IN28;N!>^C#s>iY>AzphvV70RDPf{e`lNDd!KH!5*v_te*1#Zg)C0;!P$9h!Geu=v!*1Mt-B6Gz$)v&=SHBN0^|O#a z%C9--?A1&He&g1599Q{!=%Op}4(EnBUj1I*z3=6xGgpU;@2;&tFAD?0h1b%-R{V&*yzYC zUmI?#eqxbsNhnOM-Q%6Fc&;gk`W6U6k&``3erdJAhf~C4r^zBpt$coN5RUR>vb660 z)8kDfZGNdXlJ_A>VJ61q3KUi?ts(MW>HuxUtfx6B(~4^n-Zkh1pagq9qA-mxrPBIo z>;s9=m(S0CygSwn4P5)aW*}zQ{E2UG>2t+HG}7B?h~}BDa1;t=`Vf<-yu-UlNGQffZ3c z{jo}9o=;CsR>L{KBLKg~y67jcUx|Q50(>e`N>xMsZ-3GrO!N!f9np~bJ%kpiM=Y$wT*iyhZPOYOXk^2CL@ryazT;{TM_~SK6868V}jS@M8r_^*0 zC5p{FGxyiQ5_$J;kqY76kD2M_FYYJErcCeEJ*}uxv0D1t%piM=@!= zohb)E=~I==9;}Vv%Rt7Mm)e|`Ky>mR@%oEs*{}WIpKaa{%Pf8$cF-J&f@F6Ry{1QJ zs>%BnQ|rQQQfFYSh6=FK7Yx6G&k{;ka?E8n38Zj~Dlx2fL)(ew7bJn7?dHsJFEf-n zFk5s90Ex94cSs+|o0x<|e3#tmAWwhl?E_?{qIRABEnNfzm6VaEpvq~ZpwJV_Jm%D3 zN<5Hu_a-?u({xrL*28W%!bDSsI+xHgnMrcUrfY)q%?J0&+R<-u<^9?(xnF)o2jY@A zJuyP^839~hSrg}^7^6sGXBIbat2pS#-dGijtV5G<+PK>wA&xm zN?)s;_4<`;lf5dd4Di%Gkp49bftRK*9zbhK^-|!`S03x{n{NFPFxj5gd50l1n>4rR z&MQS9@9fk)wfNlrcp5)He!1Smow5vn%vfzjS5xbSk)t6|80usa`C>D7*m#}hmkUkP z1~tM2HNyI{_o1A&psBB$4l1p)4b--_w)Gmmv@P~3XM6orP;zeZw=&4mVwkPqveVm} z3c4apiNh56Qqd8#SD{Xk@+>QD5iM8ZT`Kp{w#aQHH9bA8b>UpGsm*y`&9Km&%C!5` z%WpRYKBaBO1-=p&eRYCO6$$)S$b$n~p<=U}Ut2Wh+`Y{X9Fw3HU>%b_YvFstf$#%o z&HGM^+tCttJIGG>YGbvgG{(1a%da)X(W9JM@gz%C!X$QC={&*pJ(kwaf~%q*7zivuC#LA$AY4%eMWMF3ST|p+UETxz zeyB$t*%Uu(U)~esZHr=hrXoNt+oZPWb=yRANeQ>CtQwR+{Vu2pzEK{{dA|JXH0ft=WpP2yG|HP za0eTMl5Uqi+bWiQI`||7g2ZOwJpe-%UU!jt^;y%J9DxjB*0y2E z=59kSgAG`++H)n{&J+H9=`t;PT4FuvEfW`H<5{90^wIJ&$Nq7_rRw5W5w1ed#wnMu z8L9-&uZh?vZJM?%Bu&z3Y=!%_B+jS>wG0^RV_4q418rY;w72cog+h-_9k}`7d+dPP znD;03^NE-Xm#=G-$>Es)?&1kZVn!~o_xJ)R)H`@5m zAC*2iRX=N%y$y|JdBm~BA3G)urG^6(=Zn%*um6u@B(R#ceP*m&ccFCQ1n zSh)*XKg3mgo+Zji%NM74y4T8e-#+eJR-j4ONpT(TGwW>KG5#e zc3iM4H(9wSrYiWt@gM9}9Xwt%bhIT^X6S-P0jb{eu&P`s(5c$WciA&UjS=tkp$_v3 zgNBA$TeuI?7l=|4KYm=~v{~Yr@bt+x_;sb=Nhpi)`Vg1JUDP|Z;sGJxj4O zx%p&BF%d!)C*N;C2kncoIA4}yNm1d-YpB-9wPLs7K?%M{kgiV)SD#p%yz0+!7DN4f zo%gltevwkNaK*m>8t3kDbd~C1V~Q&MTn*uSLIz4F*?~6vcw2I+cS`JLJGTPM(Byih zfSy_k^A!yO&}uCK&`?1HeLDkH+vXo)wnL%Of@jw{0q~Qg80>oQLoziRj_)FFlRg&5 z_KEq1qi0NQ*s9Zw%=!#9px)eklQL4DDgP(AhuKtj$Yy0tG7w0H|84j7zl{V67K3#5gz7Wx<9#hPUHjjbJm~#}F$Fs|m93qtxDzZXJ z+%X0~7g8f4Ib6He!IsEa9{zRDhf}r7hf0qi?@BpyxaRFzq%3<>^^H7V*4i1}eMS*9 zPR67ms5M`5aS)%(0Z=cxau@`(gir^5M1~3Mzfw0@K+Vo>uQo*zY-OovIlAx8cfbFR zh>5Kz(B*ya^P(X*Y*_8VQWO8(~_^Pm7;t7`Ez?3D$i-aYqht zQWP=gkEW-kx~NnVoux2J$q~F%6mwPNw1CK*_!ntb&Pgu%y89xL_+o>_Q2nQ z@64`P?orGX+!H{PdTW(6xaIi=3kIgM0cX7f!NUa)0S^X*i&czB4FKU90CoWS5YJLZ z_B>+ARQ|6*dfst%sD+b7$$LTvQ-ZRETZUSuV$z8}uq@y7nEUmto%+!Pf-{a>HeLQ_ zwyL3O;Y%jwk`Y!;b*-RpPYCw0`?UQI)5~|Z7dK}7Et94i7{XXvt^PZaXc%WwZ!Z92k zR0uxclWpomjVTt~*Dh>Q5V3V3kyu3tN-Bt{8H1KqLG`9to@I$$hUwWcw)Tbp>@#{? zT|KiyubH!1x4SkI+^y5uRUA4E!Ov&w-H>h0Avf!6J90E3=*u@OI3r^_Yzjm=*VWt; z1pSDY3U;eHQ;U-~`D7|ZZG{rSit zUP=wdr8~^mvLL6vFm|6(`mnA)9aNWgF@fV#d5Sf>TbdJ8O%D$0!9S0G<#tBpiXTin z=f3h4+7V2f=^`E@Ml=rV%Z&JU`+cI3;?Cbb**{xcdRcEX1f@+A-9wX6?ERijNPiFk zngdm63}?{A^&YR!1!n7Sf7TMMdeD9$x3rx`#F6*+bs(GMkouU{Po=^Z+s z!1U+Y#vg#G!6hO~zG$sDWp<8mlxbv$b^saoCMDPe7^vu_KRdgcF5w-n4R$f2UZt$o1sVl3L6g=6`yQz zeEmFzA#d9uXQcH0T44dvWg~FN;gt|ntqN5c8#gduYPC66bq_UFxctLDg^{wOUVb<4 zGiw(;gI}G^Mm;eR<(KWY5?{t5o0D7+mL?bPiYR$}i*?2nx4MN%?zH%ueBLg+1gp0{QdPXXYdOjV|I@n=SmHY=4l6w%AW*L ztM(zR{4qYd1t$NOx|f_@PiUwJsBzm2*qL9~4{jxKpDij|5~O@);JO^3J-S%f6!8@E z@!FwC5?KM@8Cdjbll0O$L@Qj`jH$U_M!^AZp) zP)8mNS}=RoCMj+xN=J}#tIb+_xqy4fS7zqFb}^EUd2s7^kEC#Xpw{9%XGdFY%##?a zUFT#i?ruRwL2`Cz-lqzUxR~$nr&PjU@ZtQ_LmO$Lx83gZJG%txK>evGo`UQ2;r0kP zu2&w59T{K}Xp6}{E+z3|#n|lXcp<%s6T*r2Ql398-^>womuifTLL=8s?}KZaMR~k9 zQDX@?DWxF>SKs%wek$q89@mxz_X->@@K|bBM)qU0cLJ9CMM!1;Y)kT7nMkIM|ErNi zkUkMj&05EqX9nb+c1!;S1^_(x3yQ-=#JHL&{m%~H$IDmQ4s7sF6PT zwa*3@Kv6c7F;x=}ybyv*q&(Q+l;1{$B1Xf?EHZMYspK$jL>PXj3KG7S3v7Y@CrqO8 zz3xa#7p^+!P*c8LQG~^xbM|3aqG>C8y?+T)o#e2Vq89%sXX576P8|B)@Gw;CD{tW1 zz_go;m+czFM9Qr>cQkO5moZt8U40jZu@P~g>wj}92q&?hu6y`!v(Ab4OuT7XTMzE- z7Nokk4er+FP4>pk??s=Vrz8z>?r_aqppMYaYjJEt1c9Hqe^amr8H@0zogNl0**cWT zg%{oI!70T7GIymmAnRUz%lqg90~)T!vtQg@kBt|>EM69EUi2j`7n?Q8<*;iSE}2H$ zr>UpQhvV&De3-u`@k~{-D^dpU88)S*R)tP+A-Lg|CqDEjez05u&f~sLFuBY~IkfWVGbGicl3ld{`KIZu#2{32*V1k3duc#b!cK=P>E- z*OBhqkha}F8$Xh7 zKPjs{+1U;#kE9&4*WVv{Sv>8yoDX?i;_h=X^#vg1w_M({Ig*ix$U=$I8+kX?d1j5l8kKV&J?p&VS=Y_nWVuZ5g3m|;P z4!y1b8kRFZzYvO!-bx42Z>r*!tu5@b(~lX2&WG6Td=F!_W8ve%9PblLku@pQU(wsh zSsthE9Ou%WYw0WfO|MJi+Qh}HJLshqxE}z(hs({q`NiWkg5Kie8!q{LwKyiFs;{VP z$>utSc}(?3q`>)o_5!#w6B4kF-@IgA+vkC9MU}Z3_Q@kbQYFt7ur1$ugXLaexsF(P zbjc<{fY80S+)Vs*O|^2q-_hzo1?Mh!PR?y&a_r`2{e1o$-XN9q;;DfFaYLN!o&kL_ z9^3EH+@Yaf7DAkKXD_G9dz15JS|;B>sh>b?Pl?rd$Pbp`tzSFwviCm&9?TDbE3)XQ zt4PEIVKPK@o^HXZV3`S?A` z#Gl*n%ew8y2|i!+^xplrSoiK-xunB`u&pjXBJp&yfF{$D@rai5;Wo?n)EdN&bdFG* zd9!i0AyPU<3o)_8xR8-H!1$?&^Sx2sZL+}#_PZC+TXYneHm^GZmk%5838YrzfrMgU zeu5RKfYW=}33Xj^i3Pkc-0a$={dL*W}|*(28IU#R~NS_8t^FqIs@S3=3_!jm8URwBBh*;Pn4pM0<6R?Wnpe{YpG_9 z7*jWAt*EqN-fbwEKAt3WA2-_IuSX|L$rt}M;3DcHYMFZRM%7(EuN>f$Ye%Uf1`W)h z`3YG&rzkvHWBw3xy}<~|wAYg8D)ja}&t{b4V-fz7dVt3iSg!k8Th?xLBBlIOFB}x$)%)!%I0m*51ohuERLnn;gWvIxD2NZc(-adM$xZ(zUQh zf92Q@v3`_Q13Ct@gAte9$su&AXUNHeGcnWRFGEsZIAc{%|C+Ig#6#laH%}iLL77}~ zV%PTfpk+*LasKuD^BCglYFPt(mbNp`S*voTo{P)KWa(M8Pk82p2!-9D<(c0diK-MC z*n&-=t5;`#5oHnqNBp$gkoV{gLLOM5~E<;WT&a|LpN6IG7f|h+a@&0YfiOMvs!i(HU5pi=$OdsF03)QvVp4l~(8cgP zQJ+`1p4NJ|??p$cl(}LRh5v}t$;=z`-p4}&(bS9DC1YeH6Ji*E#ZC1dNE}aHv`s7G zBz^a)ZJ3ed$okLTeJ~KE0DI4RSF`==dE$}yOgn5BK!{8Ju(Co|wW(I0=zkoeHf>z6 zKrIWgS-S^?{p-_US;4)`xF0VfRC0^2N2~TW;J+C6aY~e&2T|E&YQ96<-5pAJ^1^B< zCT%T0Q#IFyON#C#wS4(3 zOx6>Olr|8Ap$l|N-60}=Z}+-=GG^5$o$~B}kTwmx6s}K~*va}-V46hlzw|p3JxuP@ z>zcQ&CA02*+pP|r$lRRv8vvljNM-+2>wr>0;#~&{wN9tP1+PdPZS(S62ZiDKU#s;0j zm>%spjpR1nIq;Aw1msccCA)rJ}-aTfU{M6Zwu@5pZ5|x>|g*FRsA@?m5stg0sd8QqkJHd(`!T zKv^z;uNN>d`E##{DWXAF5oIvH|?HK4lo(A+3`gWr#=tu=~!Q?Me@6o4J zE+1}z0SN>zQ3opK8Z7b8ni0c9ji}n9yzri1E&l|gUmNxy4RLt7nhur(#QQiA&C!HcpqeUU!3B0VUrC7`py?>L&Bc(9{s-6Xx;NO zIjrX>3)H)hG3a%W7(aL+@JEop*4>#oO@%959pC8bYA1B1;PS8dqRW0A184*#z&dby zviqE%EILQQq*b6JvY19IZ|nwIV-uJxn1o*2pWOyM*)rj-(r}Cavcf^CilWtpJDGR} z?t5%Q+(vr}iL&sxhE``E;y<8Ct4BRv)%6G(LcW&B`acFWx z`Es4}p9GI*xbs!~xJFy5i&5qV z=uIUB1QG2cR#xt@>-*^eAe( zJuyg~{t0K27q3e)fXrMg7HpI76yMTlTdKd^Pu%fCVjiDnW*NPxsE_i5eMeVzaQA=U zAz;uf?^tH?1~;KZ;}?My@6e^~$8{i+g1hm%=Kc^am}q7VlmaW$VoEsL@Y3Z_*e>3yvdOzk6H$UpCy?T4{S1UinbWL(dfLfNEjNjzHhluQ=@ix4K}#vMpv^^JhKEPek)N}H z99qw${%UuaI`eI9VU0RJcUA z{Zh9w3dp!VDi8cGn>3ckonvC+e@x|-2^{U-!7Bn6TN}2Q`Cp+Pc~T*IwcphKMBqU} zm&v)Q3tb2tc8^vJ)BsMKswVXO16q24zvv89c(X+2LHviN+OEUe4jYH)=Jvq{V`RdT z>{iID(G&+478bp=d!BYtvr6es(x+#vhP4#(K~a8W4{Xmuk#sSx2>Ad zd!JwmDS7aNu$iHO0F8Oe;y8wfuRV5TXV=?3^$Rdh1Zl$EXh3|J=S3DO-7#r6a^-25 zdrj$M`JaPwtk)2S_5M(sH;&uipe#f12FGVCPkzmP?>AlP=ur;V=^ghwcrr^#kdk3H zh{+XI?)uyg-728efcGY7^{VH>3I8a^S#e|ghqTosK>^6N#o*{0=Ik5h?pyrWwV_UI zTmTYpfE~&rT&i^-otUS&ud`;X*fHg43?;3;=TF=ZDcm3=Knc@l+r)>(%q2sgZe-*q zD&bIR-EJw9w6R*Yp;|TtQwbumvsX-&9pTS1ehv_r&U=3APHz`IvTQp!+hR*}ua)>c zdCN;7^PlTi_gx;$pJE>m0xCq>PaUtm+rUgWZJC7CCP8mNZC72@8^;Z2R43g~E8Xyg zD#!(aPiBj4=U97gYvGch%AFf_Ckp{#BLtc|MDmlxJ?~EDO}lfoa2o$P?&#f7N9}aiJ0e^2d z_d@5tc*VbTgicNiG&O{r&<}n4zC_}Ln(aN&{E|UFPiNP@dROfd4wGD%gR6p+MpVB3 z&1`375ze*2>e}#b&RQGf2u6ziZ&G)Hw6u=Ae_sSqvQ#|#UyRkPH4AXB0k~y}>psor zKV|M;dY*lql;+o&vF37~U+XlP2t_3EWn< z(tOoE=u#Vj>@K%9p7G9U9->r*u!mQUM5Jb z>C1j*B?KnAVeCKKSN|!D4~GwTwm(uDsVk|GLqvF(&V+ z?5|;)w3)as(ck!zvFNvA4>12UA&l9^&BXRbf4fGmY`13d6WXQZc9Cne{08a7W~0@{ zD>rv~^!4!kMSo@&r~VQIT=Rzokg;91AT12C^^u_6;m(d}X=}`NmDWW)iF&eMzhGBi zegF6O#D|tt>M*Y%DVFP`=qK*Wb95{;5q&c9YAP>Yx6^Wg7KZ#~o+df>Fq33%mVppl zvUS48#b%tEl!nc|j&_u{+nl_u#uR0rGb%o6%~b)1`Fv({=P=GF!dskIF%q$(1Ha1z z95yuFVXo~6Q1li1qMvc}opt#pp&<-L$Z+=UqX|AIF)PzuzM@d;*7CTq1X{{}%10&t z6gzqOOpGx6o_9!=jh;@H)qI{u3eZ#Mh6fw!cD)cz!-$M1E>gSOyFaZE!{!oHorpoV zk;TRpj?2Ly*S*!>>dE7mA8ouOEbCU*h(;HtXok)Id`W7`p1|530|Y~7BIDAJ0v5ki z#J66-di(qvs2KAM!SUM7=Ys+!An+n6k58ieZ1}slx*TVx>`Fci)^B#XsxlGI@EMg5UV-4rPCn{36mjzgFHm=>VUmwVTu$%g}0c7@2p8qJ?GSQ+Q zUdd=m5j||2b@lqj2_iVudbDowj?@z&;b|{XtkVOn1pYgNS zyK3#fl0r99h4fp02%#dY&*T}G}y0jJZjfpX%fb? zE04ITD$cD8qyn`mfZeV|)S=ngQ6lpPvqYMF3-4Awqv_R$OYw-*OU3V4MEUOPSgXb) zJTqn5Zgb>06|f)J_l*P%Y~CxbkFgUVOe`BA%{>FWf(;&gJP!E)!LTzs;m#Q&W~2bg zrM+2AIJL;I(^UPg#?NCV6>aG0_~pS?+X>=*38{8KI2~)x5FVl2pRI2^Yodv+=KBhA zB~*DkK1LuEDHP--9q2Vi;VvAEhU#7b=-&Qd)#m|5*^9nvDgO>jD7^Of2|zudd|EA~9EE+T0ta!!!DcEuB)gy3J8O z1?1$&q-x9tt`)XPuD|F(gYz<FwjZ7#L;yPm}V5Y$yk?lXkx}wLH5>L#e{pF3fD;-0bBw=KuVbTOe`~*YnU$*$5 z+H4sGJ^w9K)}XES&sa}{d9O$ayok78QqFrbK$5_wzYYsDt!s8wHhzoUbGg!UvCwj^ zATB7w!kjmmM)(HW(k9=Ux7<616@h^oWyhkeM%8j=B&ibC)B!T!aFT83pJ@*=*Q%&7 zY2nM}@yDZoiWvR$?8+;?MDb*eU0u`v@^A@`*J|!%f_)9@+z8qWdY)1qDiyyZyE9k4 zI|v{)@}MAdB!A44TcfW}>;uwMe4G+3yVqWeR}^gkwBhIMnm_>l_4dpP8;$ADa!)PAF-RY_=xp-> zRc2|ncry*SNbTP2_CX+c&ch|{Z2l#>S54c@`)SIunbVuzA4M&-HdKfvg2^FkGtea8 zeHh>UWc8Q&VcrjMYcq0>Kv1avwESjY-FPam&VBIzMz{51v4V_ifSm1~s_)dgU_`B4 z<$#8|t=Q(5?cD`vi5)>dW=bp(X<{7Aq~S4D`8-p3$%*54(ZNH^JU`1r#1d`CFlM2i zlwygEmen=Wu_XGGNu?2@-~|DQnrQQa*#^k`Nz}@LSsSE#QiojOTwc|^;t>7#(&bwa z+RGsHY)(m@x76L)I1fF4^%g2G0(y4R)s${pKN8_G(@;UO+V8N1ACi(2A7drW)b^*8 zqrLFchnfsT=PVyTF!I2U^DLANcppyAU=RENRn0certRky5eBKK18jH#EWCK4- zmld=}+M;(clfngaRAF|n^aDDKDgU)7V0CY)z-^o1(=_#QTE|B0* z&QjnMv*uPfAK@|lT^xidsid{sF7^sS9`Nu?p4vqN4`_lOCOXh&pLf~kh z?rl_A0g<*T*D?^g{xytOI_@#s@IEQ=l0Qx2D6b0E7oX0W|CkJg?&`*~~*2w19DQJ9oF+XZRaR2O$9Q9L+A-{YW^ls4OF(ScGVsMlr1r7+v?h zV0=C)ZJ(}Ho2ML>uz0k5An5!1qLyCoLm1i+@ELcdw7JDr{4U8zL&00SXnJ}E-$R~wAL~nBBg3il*!As<+z}br5+xhWC2P+>gdn} zqYyn_X3$jyi=Y+@@*J^NDZ%+HH5#KS#9L zPxD|nAN}k4Zu_DL;@#Vun!I#3q7P&u;|d0pY&WtuzB{bbwiB_g2*Fnv;wCsLbkkEBdv+kx`T`abAEV;pG2WPh z_PMs}C{ySnU~5E%r^JzASwn`J1N9juXtE`D%}xAfGR8|1w++M`_$<+eo*jatAN{-t zsjkQqDg=xcNvu!)jqji?ve>AWh!|e$(cN5bIkZ~+AyzzNv#E5^ab?loxWznsO8|HZ z5S4^L?khHrt^n8UK#NYRHAk|z)2u(!NY8^%6ZWLhqNDx=M$dN&pN5rzVZP%u2w&+$ zQz7n%Wd#1xrOAj;{4+44rNHcuq((c*zkF-zqQ72pLqZRG6|8P=YAqCNmerz1IQ^`c zK_|)XCcXR`G4lO8tf)#ZoAdRaT0PE0$;-pd419rFcUUACNOkB2BpBLK5g)PrBc_ZR zp2NDIu5U0kOj@L_uQ;WKFGKBE1dh7TF`~~6J&2k$F#|1ojEZVoLFzDL8w^qne?0J2 zs{^rE7KGNPvsUZMtTqJ1&DLK+r~?W!a<2bw$_glhH1Q{5GmOxgsIN#C;QuhAAKOa* z%cWXvJq3jbJ;OXQDGyg-Y=ef(pQdf8mNV=~p;G;L@o0wma!P3>;$!g$BX1EI^4o2M z?;T`zji0gw{($g5vYuz^X~qmO)ad1TPbH$ve!8{P*d)TZLy&gh`zR!M{PbUdRuRzY z$o&LI^8d+VP+A=L?6g{)DkZ}KQm;)Hth~{pZ>mA2m^TZFvuu+Ugz}ue{kh9NQCq6Y zH!@f-L+*z4C7Vyh&24MR2^Wrva!3vRz|srmbX1~vyf^zVA{*_W)w4J))zoxEB25umnp@~4CT2ay=aN(ScF8Kby!4M%i&)E_-G=~u+f8XfGl%`f2sz_&>uE_ zJB>w6X{`~4ztGLQ?{j%QzfZ5@K6C>;l4YkREam)BdSy`w5O#-JOT3%(Bv3fwu&jfLNtuL4;Fw;56Sng zicumqUX`W4LXKIzw&DR#X_3^uQK$7pI%!*gAUZ`6fh&5+o8{%p&hr`I9Z{0>Vhx5l zuk#9@5a?a8N7b%Vx{-L3%OGJ;*ss3glK$DjvmBuB_sKl-D*6czhrQObtp7M+i$^Nm3cnIH@ZNG1D#X_> zwKRhK`GLe0P3rZdC4@647HRXSJJFL9RhSeq`Kp37LX9c)bgpRTbo+jRbt_D8G+fi; z;VaAOAUZ0ZCEaEaqg{uP;GIMKE$w?mWhv6rNTN|NLh9de8{f-oFnMEo>T}9BKrH*; z^^Cm3J$@xLqJ#~Yz(8!##0rs|Q|}6FO0>5%E<>pLTk(hf^BHr+TZ|EVD~~~hz#TqnR6I4elexcG507KM(WjRXxt?T^a4F?G`kdq5ZL-*5SaAhm48rnf zTPJcsT0Srd!l;}SE{8eOqt(x#?uJDjzfM^wtLh}OP5 zTXZ%I16j4;>Ju*2MBrHl`LE!o;rkJ?^%Y;|cb(OiY6xfCG-1LS=TOYui<0MP{T*la z3ANBJd!$U+1#B?WLET20I0pn3sIp2CP1RZ+{VgdE(1A^MiGKNy8e$hcd;n|bFw*gg zBxtYv6hBE)#jjm^YiC^ap8=7oS`%!~E4>GXnfuRR%8T1P3Wms{yJUq92r z?1e!zwB!1^F_-h8;q*RE-SL0sWx;L}9#o*s^#2ogs_54(mDdUgD-4hR;n= zgNGQm1afITM^W7vF(U>dbo+Rd7eBoVN~|X|~O) za+7nTd7T0ER9@xxsxRTLLxXR$)c_F+s0xN=Rm?LoyJyyhet&;*Y5ys5n1C0f{U6^mk%Ne-q->r(kouiFD_5{K$5i z_&)2!$FU;Lc5s%!IHB3Scy9`(2+JO33IRrVo91bHmE{+z8!CT)|4YX%S2qZT1x~+@ zy43&VdAj%&#~6Ihx|c!=tVjT|2+6kb7y1g|iAB-2;JL+rKJU7Ii8HuW)jI<>Avo0+ zUktqjwMwTJ|C_Xt{T})JAI?0_r2$jEJWFFLeTi>rFdtD}q%lZ2P!3>-=~8aBo%=*pHVpPzLFBHG!CfQ`3$d3O)}D-_=g zrfbQjs%e=hQxpC``kgzT#`iK_-=J&C|TvLy> zAp5*r7v#t6@fk_Ep~u7`BC`6mYWvB=d(#X66BMGcEV9Q7UJ?ShG^=pJ7Yz$dZ_Df4 z7+399BU4BO80~TWNx0)2F3Hk3>4IaQHLbO!K-SfBFstk;({!3*wyf1AT+f(PnQ5u8 zE4rMV2CxZO-+}>0Wtc{D0Y1nU)1bc2 zEwZj2nE;i9xM8fSlcVbrC*X51G2*#cbZYmu)LAy-s?=f(8ciWtP1BM1!W> zTVw8sUelsJ*V$a=yibkMvTPjtb#btEce*E_C*_A88(X5*x<(=?8=}iUy`nnO*21RO#p%XjDB#6Z?N)H<72dH`| zW0q>kO_++3cu%^Fp11A27+s7(?XWBrd!G)R&WlARLCcRV`aXR)J8-3Eq)$V0DHk~Z zbZwkYkhp13{-L5Cg}!x+o5{LH#swgX1mz!-oYuz>Y$R&=Hxajlo~I)n4yPmN*D+l2 zbkL6VS(S|~lM20?@HZ@qMpALSME^Cs)9Syu4TgF1Y_`{=7O17gI|kG9{Q>>JsJNnG z?Ot;E&05Nl+Kgn?sK~&%ZPSEuiwb;3sPQB(gC|{)vy!6?gQ5`_7qu>#$NP%QnO$)` zpf`jjdi{vBXA8VV{)?wz>obAx37A>G@I>cjyn3KsrLtBHQzr@sX8|_;G~`4P_IqB! z)MqUaD;dJJrL?O1>Zzb*S-M$x6Yf=?)-BP|)1y*0Gww>F%PuO&tN%M)6*gt{--J~# zW7GbL{ZHE#zO7q$gB>%Hn=1YwHT{<#Ji)rCV9OwEnsh%dlF>z;Fho!d{NHb`A8M>z zlob1)#S6`i43~KEpFyvZlwf4ozv-`7Qpi?W(;UXbhW`xdVALxygNGoPZme{4rD7}# zP3pHps~_X+Bbo1X)UgduwhO-=AUMrtD^MRcHZ&f_>|*kx^cU@A?&4RDU=PWg<-R|$ZGX4KBrKNS^of@mNjlPkH87S?Ua3m(- zY+V;s)AR4G4|ELN99o}+0E(rmj$5Qr0I`8tUG&F*w^Fj`r^~XslCrv{&f8AIh?o6E zonfihTB_C4exW50^V% z>U%X`GTpUCu10ZInu`21&!%yj#OMbW5WK6u6oANfiT`YYVXsx)vrTa);Cwbj#tCPeKrCx(rR{nVFWmWoEp_iys7T(l%5L;F zJ8iL*mx!O-+Es9jFFE{LV^YJ2##^2{-sj7o;Q_IM{`uaVv^Tl1Z7QN3`oIDXeJIC& zcuoA8ro=k8Xtn~DqiD7*bL#^rIziuFXBb!?E1gu?J#F2B;vrwr) z>3}rZTA!zzdFq1$a&+WE(gCnP^hySR5kRkjRD8PPzrCoqhsNPjNb~R|R#%HR;RwdV zU7h-$j7#gjP8>|ni+9cNby6E_kA&w+RB2eN|7?BO=q#_h=KISSNzn6+I6-j?D&@)$ z=IXqRxoN_*VUg!kdT{KsWx~E?EN3j0pJu~wjXaPX8xj-66)MixgtD0@Ol3@?EPP{# zV?b$Bz33nWadud`nLwFZ_<7)rvPoMXh1$Lnd4jXBU3rbOV2#~B+BmR$zh1u$r`dH$ z8nE)i2-`#GCxm9}cHqx{@H==O4LTk=1p~PPiPwctA}3P^X&cC;t_KeE zZ4bfX%MSa<)~3nU`KZXhb`vfzl7B5N%s?9-87c>}?4Jn6#`hn2$VvFnA=g zX~A_jMad#$CF60tXUwu6c77xhw14g3fzW^aq!R6lqOlFnh8+HmbktBgIgHMk%4(TyOaY?q26*ud~*EI%l7Uv%l|$ z7zU4oywgkNq9GwU@rceY<+c|Ax0AhQc8?=cGLth?2ZY!jr&mTPAyKhLJj-T6PI_KG zPjCAD*4U5mj)U1p;(g6A9zSVSS2l6x>5JH=jS8c*A$!A=Gjwjd^_6@A0oTl<|Gv z+=M4{{4e5~r_SPejWPQ1nOJCl%%wcnf_NIPz@1ib!Ci6eqS;eJ-ls7@0@=f}m&}5a zdF*4|e(!;+h3TqJhv~D_m!tjo*nYflKRyUaEe~u&KjNN4)>$RorsG@ds< zQtiN`F^fGmZ!R5{u&mL5(^z%-WigRxL#7PJ`)B}3+0g=ARLeUUEIBM}Ltsr^p#tzoThDL40S5?K-{ zCSYX7DU@!t3Pn=;nN4f`c(W|1fB1*WR=>FsSbv99L{@$l)M{dRMVtq*OP}_ullH5d zm2t-2VL9PS{HFe>{!S^EyV9RV6C)OscPsep6I zhmLsKrOa2voOiz+r|v@+r)YUN99(lo0U)!+0!qyJ0}zF}32T1w#u{NO>qBRulehE0 z{YT2l=rcl#-Do+D8?@&p2Ya6A8iEDDFdI#7>fyAF%$=aB^o@d|@l$@VK>lbxU2$4D zNG)r`mUdWRQMmzCp0=4n)Ovog_xl2(=rK>d-R&Vg#`#td!yz{1#Ou-4`L4CVYysT( zg|(PG#%))Zb7Mu3mRWxW<2Ye`!#J&0+dqhkdBrt@U4njDKUTTqf#I$)Fq;yEGKZmh zQ)zcd(n)HqC2stZ|9wv~V|D6e9>a7`QW0By%u#rV)AVb2=fQmN>79h9+c_U`UzZXu z6mtZx?X2)xvVdr(P?sHD_oyBI)Uv$@(Vz}bOU_}+B96TrK6}7-hI|WED)$Z-i(B=x zVX%6%GAMIV52R>Oz^U@v+ENtCS*pWDMy;+lUQw3~wd|EDaAl8N@6(7m4qhRsp zC{%<_^IhRE8Plb*S=qC+27qPZxCHl@zYw%SvYRJzFJzjwV+ftXwP4c;PeaKzj`et@ zl_%=;M=<-=!3Jaon4t2l2!xbNIM4RL=mG~!cUO0>fbe%OM4bG`nFTkB^<&`Vy+(a0 z38{rAl;{Nh7OY#{{$g308|5_f3gu%iprRGWWQS833Tu!|eXn7nc3`URsQ4HXs^Mg_&hOcmMQiYc0?~L%rw4sr>-H zqf=QKq)Q;BB@xz;;GSv}0$3`waAd=1oGcfls!tAQvwf3|Nc3e!Vn=g$2!;%v5nWi; z8+f?TEc8MCNRCPC*$T6_VpX(;D2}sKch_lU6u`msB>$z0lf0_H0Z@rthz8pP@=@$7 z_cC+v1X{-VUT;!3Q5#UQeViX0F0;Z1i`#Ead=ca`?uTs~+9n(oPRi7H(p}Y(tlS|9 z28%J`pGkmx!6+l}WJU~188m$Du;fwrl~RRp@U4JuvmO%Pke9-7FGYHq%s33*-udyd z3vGik>!w$qtg2WBT+dvRwX-sX#kQBkS3>MG@3lM)4Fqmn=Y@>g2zQM6oC>(reZ9dOMv&3s60l9o$4V z{5DZMB@BSKE~ZHirP$=vLpC8t)|J#9zNKwanvt`ioq5Bnh->u&pl}02RdD0!UH@M; zWMCg4LAmz+TLvCo#G~9f+X3jliVs~CMY6F4)xUolEEpw}1#~13;M1ZLL*xk?P6d8g z7SmojfhBC1H6y_t+2syCU26g9Na)h@&>ML3&;djFO5m(D_4)I4|-9ut8n^2{LpK911W6V-);l9y}c=(R3UgSc8G>M z4OM{MRWUmzT+oARddL&4{XC8(^9~aQZ%@ulxj22?=X6N>5!NgoR#pcXsoHSuU{s_i z3kD~W35hRph%xVnakcpsU1uL9Na%seoBSL*tQD%^{v6l0i4^UQvCbGlwy=k<-y0xa zEG?|zd81NGnE{qBq`MOiAOS=d=Y(I)ttj7c%~eg=qD8v}(xL`y#?qd=WN^|@(Xq;( zFZVUX$_rbx%yfNa}v!Gl57v7MRJ7u~l8~nVqA^ZgQPgGD{YPVeP_g;xRV2 z;&3nh)jw&9m1E<&RQyjE%D)lWy+0Y*r{mE^w5yn@{5!PwPFb|5;@E_@#}fips~HTF zOd$iFy+nPnhi|1rK37vz_A+_(n%mhADft0XzLFZ3PzSl=?zEE-Js;`!5!&2|pDZDc z(e^lEE~Ob2EjpKCSS`;bYQ+BVnN8-Z%ZWd2y-KRj-d8RoV$LVhHJYzcqyjpW6{~aBA1j4Y zs4@_pMcu+RN^G7EzzX2|VCvGI+}GjV-a+sT7O9-{Yn$+IwWd>}pqzK&)KNaM1$Es? z{saN{38$fYdDK#~^VtwS!}C#w(&!-%ZM)>*g*Q+cXX{?2*!+v>-@qz}%OVG0_srJT z!DUnC%yX`DKwzVD>+yngHcNg~Gr?OgY8qQ`-JQ;EiM+Y#b^IY=Vu7_rGEEd)3JFm) zktg@e4pJu4j^q}(3uW^!DmyQ?T|t;#<Z~PG5ncr}8i*pPeIox9Gh3?`ubWg()~gr+Wf!5n zmMi|IFI9Fa@F@S+>u{|&BC+b!hgSKdXVXb4&z^`{gw_tm8w-`hM$XDV9hH+U vy_Kf`|IhkU(bqcve;LA<_on{;S@$vUzD)7WV6# z_~43>@HhEYtw?BQVh@}8HKo4c*Eli(wvM*tOCHZ<)sPpVn1>{`d~XRgSa#_p@LegU0$_fB#7O zE$ZJ7-dpjn|6QZFx$!aP-!-LsU*A0V?_%ixe`6T9Q7ZN;`Jf9(q2NOHKh}jfQgZ-xj4kp_{O+ zulyz=jCh4Tgkxi9-#Qb)aE+}|y5bmtB~rO;|Jxj%w_fJhoANylvfd^)XKlZo<$3W} zA8UFKv9I=oQKy)QT2bS$JNyaH+%>i$7BqA*WF3)FxJzJcZ-ZNeqnSPyeYkb2b{q5J z=P(6*IksOx-^T}I1Fl;j)|_*0Ki3QBpmbRB<3>alWdryPj`lb0x0$E?m?6ihWNH<~ z=OySkNO4HzI2E>mJyA&DMPafJA|p;|Iu$F*V{RiQmX$UCMIIeA2v_<>1hysu)n;^# z{i{AP1N z)zT*=1QCyg5t6Ut454v$ko8^O6MW=Mfp^@sN5%hBJ#*e`*ZUNrMgj z5UTbezavS^f{Y%TrjU>WjT4jE$v8q}*s!?!@5e)eX`!>F4mGTM)hN5T`azm%EG{gs zL=*22$V$GFvUfRTMGD&QlT1HnM zOAR?Jt%*01_PS2Nr*!h1fD{YA2YHo3=U09;L{rVSHblQI&VeM zj7Y9z>`j>(ei_W8fwu4?80_OtXK7M2+4DUS8T)Y%l)Qj7Jyco zvO+>B!YBD#K}Hx+8gmiUDuT#`L|tayky9rUPVZ8f2By9Cjk=8$mlsGM&R{)}a4gag{oR~XkS3+*RIWY{L18`{MA z4$xGqA|YR<+zSF%XrQ%;^$v}_`=Vcxw*uoKeBCvbV67pD3It#!gIK)X_y@Oa+xmM8fd>-;$61$j%Pb7UnWHk5nnyz0*2{`R@E;ng( zNjh1zHa?I_M5vQjA~I&;{CSZ#)ylc@qVUocp376{i`>I=z@t-qbS{IW&)E;vxi>`P ze*f?7zjs`Sei6fIkBcvv#-~VeSP@W)#@uVmOoD2yn>uDRwS-r z+af$+N35+SssHW_>NM#gAI=2sG&VHk3Xvf_J{1p%L=$Y`ToCnkrZTtM#;x0x4HVBo zNTV+toU!$>9Yc1X;95BKyAFi%g($#R9b}hQ{d(b=Xml*Y*~6XqDWSHP9~oWv*;~_N zvI+Zp21o{Pq|rhX@UN(Uh&*sZ!rE4oP=8)R`$^k2+f?Bwd+c9~lb>!S8h)S*tqWy# zl@WPzpnm8D&)dCqPh!tUL@t4uMr`HfoR|rH(>=F8XT1}SzU2zIu_3CV#K@t`BuHT+ z%*$~p!`O9u1$&OHH6~50Yl2*XZ1(-?d`y>dFZ#sOORq)uShX zIKY-BXdxKH6`ud8CG!|T{Oxs22&9ntFCjnKiNtrjiATp#5*~_36w<&#Xh$sTW!yS> z*&PUiA@rR7M08J3sQYrTl^=0XJN}556VcsvZ_XFmj~&ttYgA9lD`GJXVGbz@C21>% zKS*T^nNLM}88h5IJ+nUub2AH0z+;MPx2wx@<(k~gIcw*=^*>zCU)4JGT&hPY1->d9Q|8Rs*d?3@t%N5S(3OvPW0&V2 z8!cs&CqY{}Q==4|r|%dLNYZ-e&A2dT^02IWMQREwNB(ptf-4t)lAsAC zb2e}>H#H;VvMChJJn_j8TPno zZC;lN)%J;3V&f$gE;44Dv`-JM)?M_r54C!d5AR#WX6`l}m)y%ZmK)5Ys1Mw~wbMF^ zez3BqxezpXKk1x~;`l;ZKRoX~@5*ttJ`x)60l%H{6AND}__tzpROE^`qrKf!V4 zo%8A|p5M9N2@+R?79_v!xn1@5F3!>%d)Eu>F?ht*U%-1S3FHR#*MsG5{JAcOn~1i% z*!eca;hbRNcX1_`^`+tHR5n0@4&nJE{QkrE< zf9SqsU;o7xF|fZy)bt9fFj5K|adl36$%x&LMb#x0jGm_wTfZyj#NiSTS#g8*?;vQj z*ENk6OzpQq42i)_d&S?3*ugUJu~LIS6+3uxviwIGH~8Pr}D6+3koh% zJ*N?E7IVJ#+l4Aj8{YQY=wZR}sZ=G z2kI2(q0$~^41W*nc^%KQ%)4n5+gi%ILt=E{PMy<36?mo5ojQGmdqQXc68LbJV~KXc zUXYFE`(1dC9P>znKyRmO#r_aZAFF$B?ec)RZd`Y~wIl&UJbiIY`GVo_J`;?0NY}Tu zdabEhU|MrYeUGlzK}J_s&;Oxnjg(G9IHhqKVY*!-qHKkZH>Z_Ue{hz%E<{72e_I^u z&-hda{Ji8R%E{1ZK|%GpJ8c`Sb+050rAt*V`ZIMK-Km z*-^T?cgnL*&5&yz=5xutp1QW+c3-Bv_Q3D1VX&hj__HaTb2<^~)|0oJzn&`l$No%^ zFn>O1^?a{d=P+2#bF>RxE~$HId?yKOgh3~%Yd4nHu)9uDc;_OscS11K(29XM$N0`= z5sFl#Cm~}$)sSRMZ~cWXW#GtEOWfuZ?sS!u#;6@KtD-8X)(f6A^;HP|BB!sfzM}rQ zb}m1 z#bCu{L&npoq>TE0W7~U9m|c-vEdNvp9>f1-iX;q)x3sP^=jwD{9T z>Mz%q_IJX`95gD&gLDvw_Aafc{XRG;GGNP5ckG&c>_raB)HAQ=+ZAt&Qiv^{E?a$I zxc{5V6xdOgfX1-Mu%L_c!^rNLmItw6O=LA92nOSJ$nfwdg}V&6JL;D)Cp|(=H%7Nz z-3Mx;VZv{D1f|%$*m`M3m_=mx#~b0~oAS$&!NyI#)#HP(@!1gnlv*Li<9fK(qG_LR z|H%ugQrPMERH7@<$H$*uNqh=_A^}y)%E)t9{H7O^rTM3|0s$utDy{zJdOnF93oK8F zc~6GpBxGh{h_30CA8}c;N=*yZJa ztd&L<;>xp6`gw06Y}3^}U$av^Ty&VmUA9}~KJKvzq7E(CCtCY^wTcCiA>q0_1-Ohk z&+2z?*2E;ovK(zhah1Tvx33@)>^baun+>35gryQ$v}7;~9BpVnK@Tl&FFTvW7g4lj zbb7mph3sJAGq7K!gPLJEMSDzHFRY|7>4r!8lGX{V$U*xJOl<0C%P$U?>>WLJ$wErv zAZV;lRkLeG_RkQGDSJ_nmHOU5@2;{ZrxI3MWbjm{4$o3^L4;(OarZF_zE^GFy(lh{ zM-SaWcrszq}=1w5BXWORc^=WmecZ|)i{WEH$!#i&jI`+K?K7ae=|MBm4Fta zY|FS)T9KaZ0;TdQr{GG+iq0GvGHY(xVcH!=TSxFW*fl3Qcu|j_g}%+GQFsq=?FUtJ zTB=_sypS>JSug8#9jDo6aY=AJ*BtC_=4R3gCtj`^zaqEg)Te`H&Z~TQ1{YWp8=s;s zarHKr52_^q+-QDkM#i8&a)qzL$~d>A-cXzF_?IE!~4bTrkrlDxACQ9 zjFObz*w}lI-^xW6xm<>yT#Ifctka3DAl=GkZe_&ycQ!^R51LhEKw!$?#iCmmto8wF=lxudU5|?+y^Z$V(Z4fgkF68))Q#eJ9O(>~r z&xP`z5=A}RyXqEr<PE*xtuk{B#ab2A!t6Z&If){4{N#g3Sg5iU)>z2DRoK_WP z)2w^$PBA9O9!q=UNeq9IM)u*pe!JTRQsr;p_uXbVh5nk%#26=eDldthX2ZukUENVv zOs6vn(+jv=WnOX9tS5#hoUeGxk$Y zT^3$uCcG$q8q8XiX^V86o?BseYD-SMDyLKv-;W5i$0V>hM5>&49tlirMPTM z$?Rpfk}~Lq=LPd2sbs{Gw%kMPdHglFq4N63r?Mj~$JL}0D~r=7oN`lwPVIRzE;&n+ zx()OTRG-h7dcWTD*EivGe70oM+M4b4VtKVHuIJ=!a((4)(Meuw$3$K)#6}Bo9aWWU z^V2yv^(v8T)rNcD^E2H)miNAzqDe!1T}MU}VU)TV8>Mt<9ajlYHMm}vPz|(*qYc}1 zVR&73*=0{dPM$=Q`9DcUDgp9xm>;&=Ky>&Y6{UX{|8JzH|KUa>LTG;qA|n+D3P0;- zX`nkoh<+gUyoy`bo}gv-{VJvM>#O>|&%3WuF*HlGUZY# z-&r8TwavbxS*{r?JI#1SFiPt6&vL zv&CKB)6JxD38fvvSOzv_mwnz`#YK7*5iT^DLeo?J&;8$L!rYc?XWvW}jAoP2TkKma zO&1PLjB$KfkuztluBts^8fE&jVn9@)7Yb=faiEO6?Sw;z1;&a$ zi=TkAf}IsoeZiLc)@91}_N{hB=2Tx87;5q9{wGB;pS>S$WG}Mbiwik1NM4Ed=NRwY zw@cBoxpm6|-8{dPGN0@JQ&MjG#m1&5l%i1S} zd2k%eWwY#8i_{h@9sPJ(j!`G+BaH-=fZ%)wQ6MLIs8!!wanW41`^Pt4lJBs5*6thB zk(Rg4dQ*_=Z+lET{wgA4@XA0xX8F5b#2?t;Uxuu;y*)dIK46J{dF0@8s0-gkIDQCz zpyj^P(ASLJxI%|gmP0m;H133Tl6kYIva~c`2wYrAG#zL)=beBN7g=`QTpJ(orXxQ=T_ayUrjttj=(9vVX+z zvspcym>-gvkqjh9c_GQI2f{RR0yvAwfnIz2QE`!*e$^V( zk`e_Ee_a~Rp>8o@8dyZm?Hj-KXT&?1E)VVeMc-DQoL&$DPB0kEvlTB!hH{t!0QQ5n@%U9=? ziwf`^aqy*&-)|%0-(cff^xj6<%FSIK&#bL4CN_##u(ZT867d?f$y1+#X%t3Fofhz* zw8(VBI6b99hmK_f9LAfmmL`J^h=I*pzANZfw;_twrEGae?2u?hQ~#5N6MdLw3bk7 z=u2UP5UX6+XHy9pX{2|I(I*P?qy}M29Fw4WV~B2-i2Z!c$lRDd=HWpXr$75{wFsl>L3d5n$$Zx7CAM>{D1;Ks06ahTFcx#Xr%|wg-Dv%rpOellWkZu!k8f z5r0!H3tzjaBgflL&OFQ#DLO$_0q+2Y-TNbyfXRh@RRX;QZj#)On>MrVzyqtC3JLE_5-m6&gv>{y6|@HF1}i+#-ed5$zPu&7PusIG7CZifS%z7}JzMHbJnuCOmOp&9nk6pp>f8B>in52Bv z^b!z3&QVRN{rx@51>~O5+Dhnso<81-`wP>*zx+KIaoMSN@~0(7G5Pg+YQb*DR@ zi5CT)wOK}qNJ9s`9Z9yiUbKPF8}job6kPX7f~FZ()J0*G_*_raYNO zVT?q`er`SzSnEe)5#XCh1k$^^LT^6PbR6kE=mxPTv>~lgKp}Z-XNhr)6lj7 z_(aRNG<>_xo9{uH5oVymIjG=Z_>mE29jSPc053ap}3ncdnJtY zq-O9h7006>_Vsmo|KNwpTedc{z`F_wZ$(fCz_m_$WaifLXPCaSv<&2tJ&SCBsU^Py zrYz*RZB%#Xzw`m|1H`54 zD{3w6`MthC&fTZL7BjuBFTcC8nt116+%`1abx-G|JE?y(e` zSLwdhlYM!o0!6jIl?CV|#(5__hvhN5X&zjEcW_9OQrznx2SEg4gxzmMJb#cRgEzxg zOCuN-zb(bZY0)&|ng5yc?KoQ89C2G$Ho^$=;BbAj(7s1+Rt7NpHqsRnWAev0Sqm%( z$K{p8V<+MXb2PB*Y76Xx^~DvvG1foz_fg~p!b?kVvc2;9LZsGD%ggEq%@=X)A7HmN zl7CmUK8++*Hdf)ru6Y%m#ZkMM(30Yl?`SP&_uI_BK6;yk4wKK2KKbWua+tBavTisH zx*v#jAKUe}veS!a04;sY5FJ(@Qhw>z!=k0VGU!=yy`Gni7Yh5kKeXcyQzi^!SG^}O zotjy+zVAvHVjdLgVo;GpK};{wAWN!rCR|MVO-Y^WL0Eo*n`&4r9soY=O#W^3&LcDD^*#xs?)s+7D=XA@9mfVZhk74LM>|yC<@xAr4qxZMn4}_ec#e03%+=qVE(y$9 zb}aqa(XOZ-I{GgG)=ra>O7w#ecd{*#A#g(>aeS>9uM^~vZ$-oT80>Np0AC~(oeL?* z^{4xCO~Eq#fWb?3^mt==r84S7*pW^x=N8D!w6qw@*sg1=_36F~HWA+4z~s}WE9Hsa z`QHL2jx4Yd$HQ@BC#JsYA-nr@gb|g{Pgbg;*8yO#7Q-yZg_|8jpB#;WKbow1bmEu6 z`P!fBEJ=55PE(UgPkLuQ0S5lcxcTgX$M!}V9`&x{0Nu%!Abd{+q$yxzAUV|W{~puV z-?SdCFRYyIdtY}WUMba(sG@nLc6Q2L6XWPVS7NCfzj1EslY&H7wVmsOlg2yJ^nfrz zugqfpY5a<+i;2&D26tkQ4NN55!~)r=)N~X4b)>a*y1MBZ0ZJL?8QMawwi^+@lV{ok z%p&TEQ#n23>tURK(W$FhAxyl8f;c?f36hCV^3hZRyjI1GRl;kOpbv7O7UfV@(dt!F z5Onkbloh#JM5&=uQh1h=7WWstPE+rC5sL|v#eb1&X=;gF@kySvu_v_^ z0FYHsJ$Dcl?Aci8IoFBPh;3ZxH02#Fi$2!>*4wpYxn0vP~Ycxf99 za^Dss=;unS?=b*p!rR+J_OA0(U?$siQMGxq)LZz0y@5bIosbu6J7BI6Mv1E{g+c!&%rGVUd5Z?sLpTu_0}pU-)c#!eO7@!#M+ z*^zkt=eIpEOc`5+>a$@JjZxhZ)wAsvF@gK>=U7Ag;_8^Iyoa5?=U*j-ni3}HLNS$%LvgtgWIM?_r%-GXQ_D%WHpvqU7@c5 zU7{Y9Et}N(=-z*-k<|Ax2UiXM`?v-!9gbBCosm5=YPRGSgzLF zN@t&9mw1=~ahbG~{Ua<3=8;vwQ{lm?7gQ`2Q{BVV(l?Ml%5mfOZxjE~pk-a4S#(?D z%)~=xKxYa(db6U3vHGScO&iS!trYxu&v(S zzd3kdVf=3YJ}pG9MqAQ`2yn+m35&$C*Mbn{J2E zx$s{vq?HIFK!%>iWTL)+RF3-d`dDAtEd6cpg{_i`xfD$R^FlnH%Q^}a&jdBv$LgER zODIENJ#1+?BxKSzpG7`B-f0=Rqn)Mpa!7KqHr@Bg5T(3v7o^Ug`zu+0`}lU`<@5Xi z?qDP;Givu;#RTnGs`j^pPKiHi9WjUqFoo%kQ*&4IE_KSrORu#FGE(tg?@T{=bc6iQ zm%KVyQH>|JhEEtjqPUNmM?wC!`D-Ea8TCaK<|OQ^;HBOa6zhzx16-TZu>+IpCVW;;v+%HYd^%p2F|%t#N)$M!3LYENr%Fhtmw?}C^M zIC3L8f;I7N^U)sQ1ZI9e0uA=|`i!C!!YsE8)_%2@(cd?gXZ^}j>C`yDtKj}GN40H? z{q1GtcPlV{VboQ}nfF$=32NEJ(?{BHB zcc;(_&gCc0eJlBh5k)q5<3Gm80q{)8*+8;t48y#Br+FeZ)BGRuef}H^P^6&q_LlQA zz!6q*uMQ{yZ9L*h2jrcqs%kEb2)O#h!Nfxfm>c_6i-d{q7m$xM>>k9?-H`If;C+RI zM(@bYii(lQve)hG%5L@b{4V$6XfR17i)^N;-k-Vn@@HK%$iScRi9^t>$2m_6y3|EZ zHSTG>Y}__k&s2I&OkcR2z$U7tZ3)OKH$@n@7fbr|RV**1T+^Q>TIq}D#vDp60mnJD zYVRz3k4?EA9^`anm2wmlkC~w744Nh#wYh{as2*lNp8=gi2ZJEl<-5Txdhon%GAxSV z%TK$qaQDH`{Di%|PtjB+$-Dvk@y5z$pCU1N+o^d>ccBd6CgrEkqbqs?kL!IOV!SOn zik_TCWN@Hl1BC*JO+@Rklg#Ocx#Qw}S$?mFudF*h*ns)t^rh94r45M_8Px)eaQ`)) zZt`>l35Es)OK#O>Vb}@#dN|RHFw+Kc6z3NOUVtwKb7s60Q-6giXl+^#Md+KkPPYp= z0{|K|UD5RQ<`qU4p@>j;&R+j7Lrk20d(UEZD{`i{4PfeFMT|q{1(TWw%-2e)XdZ(N z{VzAPUJd~NGN{I93YsiqYwjd%8DS%i|ES`2e&sKEVv(w)!vD|!3-|+>+GD>5vi$BG z9&2+eANAVD`>DsimgpE--oLmI%np{WaoPrBF@Ew$NEf&>KjsnsJ7OZ&I&3!q8C)5P z#3#Y5TY1xOM^O~K64=8IY&XmK9^Vjn|LU)2GYq2~>H(a}Ty(OjOFBAus_6~r!_O?T z-yJ>x=sEc-kd9|z`m_8_36O$sy1AKzE33pv^Cwvt)by4)luz{16_I{pEBcZ0$ynrM zR}tfUNv!j2xPe9Q*kJM>wvqKaLVN2)_Lr5g_&A*(j&=27L7O0n0#n>2AP!M|w41|r zzxd6AADj)h2L>fNcN#G(W*&GWF93%#Zwmu<&bOUj6aZ@gX2NTIGWP}~B%^x$u=x)* za}})z!HsDExBgfi5Sa&Z$&#ljpfz z>1f<`{Zyfa*<8|p4!e#wTMwCjkL!UO^TOdK0RiKZg!jAgxRv@n)PFU`~RHrPF-}tDq$HnCm8?*(-JW8WR{U46KS@`vK zRwh2L@mT`P0+7$g#8U48oJx?Mge|d+SqSY3^W>gipZNW1(05n{li7b2r(^-mIQCmr z+b^)L#Fq!I5vFcmv-UX`j9-u+>}*pdQ4)qF%6PqDXuSYox)KzwapZ`cyR zu((4zpwiKZQPiSlz3G%KI?rqzA;H!CR(R<4XB=?Dk-cNYENi zK3Y;97C{nNr0fGqMA6Py0U3`8%bT>^OW0@tz!G+ju&+1-b~UiyxJasZ$ke+ri;H0j zb+c}%nv@)`|D%#KFC&25CZVkL%eHIF?I@NO$Z@n#7ISm`1#A@PlkdhWj4Z8 z!&wOjnpdyBU;omsS#QGYd`tNKHTmP$bHHA*lS7kmQV)&iu!3@9d@4%bzn zG3iyngj1J|tHH~YGwB{beuDT<@0fzm6z0k%_Tz2X1n}r>kYp#JE`wq~wU&rxOPYK! zvKFQc^b$eeGow1Jfv#xXmS!cZLI+j<4`P%Fk`z>rUj07Ert1SV4MaHjsWpl_IRR`5 ze5a92`dke}c>X(782_k$_>ZOk3Yv;^I_C|vV3CD*Jygrvp~@%Ub^IehBg3Ru`ZtGd z9r$RpZ6|)6*2Zp6r&A+F<5DQ5di0jw>6fGo;oICHBuS1$<932vKo*eX0>>N)CYtIo z@i=MV`OWfr1ekh0n0lciQ|Ok%e|qOV1}|1z|E*8H54AQqhI-4tKlC=Zei(80;%OFh z(f$B;`cpr@@MG%M#BWMv@NMC`DCB>|iY$(!zn%Oq@c@27KUP+ZWm8`G(f39I{q_yn zc#J&-F(CCS{+#N+F`5O)*@YzgiHzOSpym82tNs26A67a<7N(oyr>=!>4zmoKOi{@e( zB;ydllA$n{Alvfpx^#$q2NBuf7*H0ZJzC^xs@;*i zW%MeQ&NH4l`fhP7#q=js6PDw&z?Z)JPm~)OrSDabGieu?`1-mWj=6N-{XU`r@)s|l z_0g;hUOWZTXIuq^0HffT2NBkx%A0-I`Te9sm=K9QZ-vy@vESuvOLzGn>SD5mO)kK; zA>FZooXU0}1$FHr==trbB(IyYB0=o|D6I`Jl|gnID&EhVjeH&K)G2vmQy{^^uY)Gx z!=73q=cKI46<>P;ze-wQ5z}g|&ucH}sZP8!6H;W*8z1nI2+whP?qU=5*7*cp+MwM|_H37)nNqp{ z(LATEr?Qh}F0)(%X}(QLW&XSJ2H&xE>J@o*{0qTGL?p^Y0QJRR?@O_vDi+d<{;@rN zy2%1?-cl1nP%6t;e6~6W|@x`XJ_NRhgeUHMT=~PBc;u4m8Xtp5-gJ zTYqI)S{RQ z)ph~An_R$6wAl^qIZwF10OZWY9_KN2-7vHL1M<+(V8B*>PRNB>{Gbp?WG~RwV!t;V zKpAv7=6y@qMcew7bLDHbrcamEG!5Q@EzLVlzxUmh)kD?gBh=;D_b;{L*~bikyLk0% z4z!Neeh{?W(9yqS1IIe-*yA9IG|&|~=n5_LCj$ipK`e;q7e@38Aex>}(56fc$#j0O z>3BwVs-a~w%7MF+AYn1eHSt27!Y)O~*^S-#0D8=uBgxv>zX*JWL&%vj+cRx?f=~IY z6h87j_g3I}YE2#lIEi?^Fs;jk84;`EQ`t~78^tFI)GZpQRwzNpvrzUnHPG@tKJ^FE z<3UhPfNyMH4NfIo7N~30&8+AtHDmJ5#@ne^ZDmHwNArwgzf*NMuwg$ersso)IyT0f z64%&19?`hW^T*M4o|Q{fdtB!S6ctn2rC^IVX3|SF?`vQPrveM0-Uc!jxiBy35QsH} zizL6qO2&Q&K`HDH*0|AF=6I^iRfuxR94L%hsR9lVGxh3SJTscg=%4(*kv#Q^_v_Cv z`C;g1^Zfj;toYUqxVLW2y(ciJpSUNjym{m9!_xOph}epy#*BRU%TpFGKO|T zR@3Dk#li%?S3_1*q5U49&)+lc(Vuww)!O&<0>x=x^|Oe-d2S*L_c?R$FoZ%oeU#(P zM*S+Vk07Zq7bxg15DjG-L@poi6k!26#{BPAj&LmMFFFA1EZp`;B>b0s&!xAiog}32A`<>y` zA3p4QTbBji@wsD>7kD(RWjWnJBO-pA^jt%0!md>Po7DJssUsJjFC3^VTd?gy{!7aT z^=R{*LjlnLF`o48y@*C;F6HUqZM)xLWK2Fp9hPo;DrTJ8tOM1CxW{)QS+2(wNq?5s ze-A2F#~-Wg=@?ezT)f_H8*wgpDHytg$Z$ercvy)3^+Q4`=B0N#Xh!Jt3n8tff*g5U z4jF-8EXkp5*A4Yn! zX^LMSfeIMcgN5#jiQR>R7=88hhIEe#iZRRoS5>*e0Zt0hLY+WoKDF4EltnzmTA2SX z9AVUm&|F}H1W9f+*lRg1l7A7VeFC%qq^rwDF(_bs5;hcBs7vzQDal?yKO4`9smtH8ZZr{zFGqvZt`L&d~LM<^^bWQ()K%d&l0p&fp@=N*P3*ef$u7ylnWRh z?3TTS9XZZz!~2}TITsv#1r4ofVTTZZv?n8`^k205)KS2~%mU+Yq1 ziIdIRT&-GmT6On=a`MSSUC6H0Nr;-yU)fvq!Yf&ed@$Y z&bQSO@1*pxh#Nf#pA*siEJRdoM11_`1w_4l4)Wj7lF9GBHE^PTT^YKJNPV}Z1XWfn z?z0I-CFK!Wa2N>R3BR`I5{a*`Tlr?lM2iF!fGZ~E(n$g`izssdmc%w*QTD(5WcX|x znRnvYCI6OA7^65yU(wJ#o-4APLOjE1GdlVEOmrTvE-e~Q@3+VEP|lE6TolgzA;VYp zTaA1V&4@AeN|pu53;t3wl43gQcaGG&i)CL&Mf^-!T23a*{K1{fcZFgp z5cikDnkYqDq00msm4#M=@rPKCz=tl*`EH4 zJf|!sN3^ZxHMWxy*1R(6_RfJFG1_md*l%a9{Q&JjpM~s^oaSZ5CGWMuEY+8m^F8fb z#pFWp>BlW&VnDUqn_~B2;EWO0p3&MfE5eYAfVyASDz|DJ)+OR~SU!k<)sBZ;g9Uqx zIEc;-h)jNPGt%<mXcfac}&UzPbh=9I;jmBtw;;)VRkI?F&s(df%>qi^j zdFra|I`43*54lc6e%d6`{ADqs5Hz!YPxwyZJ8Kh1XTO;9sc)7U?~I%3eC}>=VTuww z55im*C%<26IM_`h{xaM=I+%7wx7PH>JWZxJ$SX!K4Wgjq^KC1yVU4T!O(y0s4vh-UkHZlT)(P<6-glHKhP&rJ z=bsH%SQ5SMWN=-)?%bJ-T|Q^3?XDG|t0XHdpq0ImizkfL$x?LKrfo*4yv*cx6OCz-b1_BZ(l?{JKo`E&H5o&rRu1kpKSJr&dQOU z@-pZoq+hE?n%TDQK9L1{u{IH)#LjQ(wjTCIcu({ivRoSOSAFSUVbN|Xi&Jtm8nfYN zmb{Yw(|DlJ-F&DBgmDpi=n-r@2pcp<5<47aD?gwhZQQ2tJH}|Eu%7pKCVg!%c-v)? zH|DWL2oM3vrRX{fsmcsdrSX7hbzj#_>}-rH>Jq@NlnO~Vc8R}5M{3mCA~+l z=FJzRAiIv5!SfXGK%F7&A?O~``S5NO4rW3t#8oot%S8)OSFZ#()wC&WBWmWiCA#@^ zug2cM??kyRjp$x?ZsKg7g3gy(kIS{Yei}g;H$>Dp8s+^_u57a1i90%OoU;ZYk=H*JP}!bc5ahuctn&`HRFYud5YFYh~lZV{qD7>%nMm$r$k7ua#b0-fHzgdEG~ zi)12heq*|so1E=HIb2${y-!yRsRaIFJV3mer)#%#2dT6X75V|>h-WI6*cZpGrCU-_ z&-g??k6ub2>yqZPr>O z5FCN#s=AwO$#t*cg=MvXhI(Ll@~t>}0us75)b$RATNo1@qtGgY{zpL6e_M`jxv82i zU|&1hb2wd_-OlcC4Og6RrrA$NzSyPh{7+t7}{F z;xd;}({i!!!u4l;0Zn7KtNeWOa`I=M!X9noL!NnwuaF(wGo5*X-QqxhpZOcSacu3b zM}L0RmVy4ruaguQAdvy$kx%t0Fgs;+ZqqAz-a~bD!GOR;Tn1z{_x(6yQSLo!dqAiK z`uutP9FiPi1vcih4FQsQWTG?PcgV4HphhVmy3o$Ay(o!US5E z1<7t-3fg{f>IY>jnc9xv4~qAJewvr|M{8u4)%OIF*%!3An(w2SJ%z*RK`9~Zex0_6 zn}p|x&YIstF#advPUW_APP4Y7eos=^!#I# zgkJ|2p6$l6#nWWyu5>65pJz$3($D%QT2?gS)S;N_XJ0?osWp;kj~m|PP#?m+H)bGA zU4Pv-oa#&Mtg<{ASyA|Xb2dQw)vH~{tRkZ+A-9sF2xR)gc9NW(c4unen)@p3!sCa! z!&X%aTC|FUqUDWU+2x&+QJVc4nAaz?q*ek6{hZ8o=>2D-VyPBjwLw=XMomzbYcql` zQ`J$UFOPBQ138n~CcNey@LPBJ`y%avT1Io%atn({xh_LhwwgxPvVZ4rN-IV3%`Qjw zIp4U~{k}z7JpScEO|}Z!{6Zx{Hz1!$1o28?hz42(j%E1vvsN+%(YU$Qfaa`cTzJr) zj$HqaBt;+=Jl$k2Y}Yq$7n*?U4$4c?3oJj{qZgi^$>%#_lz$7*)1Te3B14ZgZilJz zSTLb@iXc281$%o(je|It@HEZHIFu>+=RYOq8EI$`rm!ChIy39t=ewzeKJ)47<+x2h z?|+b7iRy_B`Yp5cp|Q8muG6?NPws2B*2`_@2cBO}t8Q$auHR`9zj`SwY`-j#a8p9l z_ias+`i1zJ8|p;?KASdykVD-1%Q90ui?}~b>UpI9TQ4U!=;i#?+(@;R{G>N?AD6K( zxL=bRrS#R36%*v-R?|tD-_>_hF%9nzlWE>6wLB6RaYONs{YHnM-~3YGcHW*2eY%q& zl|_a9>(h&j(cW>UPJ+}HnWU+AX^o+#g_0e~xCxelbxg{-OqpMki{G3Dw^4)trT`mv ziy#{7Ms`VNr!z*R&qRVM$N0)SF)BEdC7fwt(CGM)6eC+V=HPM#eE|~VvFU9!AI2h z{xeah7v%@N!luJ9?`z&C(<`EjJ_qW3*5*ss}CF3!uYlbS}PY-gXUwA~f5MewbfsLD=yQxtO( zUT=W&!Iot?l@DfZ+azJE$Icoc}d* zBRoK3+Cddt&iOl0@Hb@V3tB~J0K*%#&fAp{XU`}Qm}%$ zNP zo|+B?r{cEt%6@qABe&3!$W+EByfBz|VUx$Hs5f(AQ)>ZVD}S}`o8B;T#6snS^c!TQ zAf_A~h}F_JWJ4%2*Sq}$tzI>6og=iEF`AZh`Du~Xr!vELTvwCixPr0Nn^7&6F?_gJ zsA+exv*8|PdMP?_??-0*#Z^{~HDhWEB|qsmV#;Gpn?)WN{iNR}c6i{1UUR>N^!wVn zTsV9_5NTWM$~%tttAd2e9`>RHW6LZ~c2`ZS~Vg#gPD) zTK@PYC@Q=M_({be7+P?Gyh_CNH0C0a(qVdql(Qd-qP8hD5tECrI>!5#Y!{>*ZVwPXK39NXg*ZE5rPo8$75jhn=C zgcic~GI!Kcqwb@oOi3omOH7mC!I44ZKTpzvO5R8@3Cu^I2O@VYxU}b{Uc+^m+XYup zaW1~A!B>cdLncFOv9geN?5EjW(Yv3v2PHPb1aI`^@=nlE$OgPyC6J&>Xr9qd`{L$A zb?C>GWV@W^OM|hWNK0ySTcbXZjE8{_i13nfK*d<7hJ=Ko>|Q9T30Jy_ zm=vgh1OI0oPwY8+j>uv-xW;!M;uV|^VAI^=pW?#^J#IFQTu+a^f4-WCO0l`VLAf}$ z6ie61U2HNi|Nh~FOtpzcE(#Re<3{pznw80xxxQk^M524%r{vuGFdX_av-YH4%nxp+rNEJo1h#P0<6*U({G%_x!{ZjKyzPdSf_#=AUvUL%{`KWv&W}B z>0+4r*5OvN`nu_dVUfpG!rg-t4PP^Bs{?kPSPzHylS7i#bvV-xwF^i>Hqs9WFkUS(mgH?pIb<9X&g^cD>=!#2r{k#rr2c z)OmHT=;f0!rgM0{Ua$%(m#bPRI5>^GWJu>f#xH8sx?3_KUwq#ECLZ~>mnoAn|CMQ+)d}UPc3o7}N5LL~@9a*;Cw3gN)g2el z>qGph!ir|(XsQai-L-qhC53Ek6r}vw)o1I;r_A*#GKM`XlLU;P%Bb6|oRQwJrRj@8 z?2W!4zuTaJy2Ovys5h819ZWPu_0V0rgblJ{NNDW`Qk=+eW9JNShiPw~uGPD`cRrN1 zRC#`Jn7@|PSg2J~$h)a=l(d0pCGGFuj3byRorz_{UhW$PUumq~$auE4I75J;yr#%7 zi}^p|LBmuG5?;6jAE;nvQL2=rIxJ8tm`T1&Npm{4N$%zVr$SFMl*S>%9r=gdFe4B&MRZ-K}n9v}{7) z>?oN>OSptcsvw|NyaNZxLXsKO7r5SF#Im&d1YWM4GPL5S+|c`vW6KD4W3!kjO}eUt z&yHFhl`tAl1Wci%tndY*(TVwTXw>=~gbBpn8aVIC*gk#;kE=ZI>8=LJD^Lg_fiC7F zW|W1)SjHY=_qU8{D^+pNAA5I^IoRC4NBsKN9(Hp5$Kp5L-v)aqUSvHDsz27QPInRb(7zhAycM*Y5*r&4( zH$0)4ATb67@Iw$=%|eNTVWntM zW$ybX)c^}~*lz?BOrL)`w?9tHkAT+)i2DGWDJ&-Al1W{Yei&1bDjwFVem!q1D4}Kl zG_NxR!hfPKcXR=oAT~I_Mj=B{Y2MZB{x@5KdBx{o5#Ee@-m}d0eA?KT5(j1%g{)92 zF;H6&Ap*9b?s71~_Fwt9bP6|`c*&zd>oM#XN#JcRK&~E=s)RfS+A{rszyPtO_CTmV z2L&U(u8(|C;k{7}6vL(A47(haRMb5Zx9P7WiPR;}FV-?owa&N_I;}Xu!pg3zps1ze zGhv=Yr5KEda zyg;+hw@ru(m89lA=H)FvAL)pJM?e?}c4qvX`tYRDKQmQW$f|rLZ!2UO=^szM% z=Z#ecSR`MW0KYz8U*GsqjK2?Fpc=UT=|_jsM2-C5U}9uR3AtT2Z=<8*XJ2ImcT93f z^Wy_Ism^(tuG(~7?!j9{e|QfOY>f5=ZP!PGeCx5PdHABT)Jk^jfA#o4@qMNm$B7O= z7eyr?TT34s=cYB9P2zc-vBy7Y~BniYuNYS(s-h#_eNE#?%z0*`#0O1DIsmbpVY3&s<6Pi*3#;gPTTr;PH zKvTV#a=~Ii?9OF8kQk0jPq+6-757WS&lj^NL;z(VYI3oKG-aHD}ZTuas& zq5~JsK1U!2G*!A^$jopPx|$C|vzH{3Gz)zeEp_z3R>*YHLbn5Po;Q$5dEJnw6}rjl zc5E>HaN3dya@{YbACe{4tf=yA3+^n0PGWGi=Ff#do|;YIdm0#1D^Vo8Z~7Q8ClN>| zph;mg6sgQi0Ic1??wO+tyvNr&!$pZOxEjb06Q~2M$5+wxZ@V}C15dR7G3N1U^PAGX z3WyBb5w0FuB&VE!mf|b!N^XPm6*&0RxsU5F9PL*II2gN6Ko=I3AyV92NG8!_S#UtR zBE@Daf5FjN7?#8Zad{6irV2}TJ3HfmDA*>16(mzleX^YE>BKh;p2-y-o8lhvHA>*L z2^x_MQA#Y#A#?Wxx<0tZj!Gv_R^?+D-aaL#P*`Q-IE|^Oc|})RsEXJ}g-7Y#bY`?@ zM1hR`i*cQ|A;zl!?o^6vLzj8tq$Bl;uGvGZ_dt7OId_WSdaR4lWF~wUdh@&XFEpt} zlt^wa9RszJc`0r3QFgDhsE$LR;5mTHHTb!YY9o@hC<_cX@>s?Ut`KqU4*v25Iz}8) zH%-nKX<>BWM?T?)5I zoRIJ`(QKTw;Gm{fdyK+@a_Drd*rig~yey$j=eo%fPo{pqv(PORG9gHlt%ol>k9+6o zG&u{xAP~R4uyiHpxWl7vpl?$Ew^j5) z3QITe$<3sW!U_oO9{0iVn)dpW_W92F)KX(KnVDN7O4BjBrcbax+R>sB zJQ4AmYl~VLv)CECG`lTq8_g($Ja%zfL9CnZo#j9bunBVu+>$Dx~jUD|LyMOMyNceT@ z-a7ur6&LY7hf7T?&na;l^!lG&myXOf8!`{x21xIf5@IHv5fpJ-EXBL)pT%bR{gPE_ z*C|=-3OwgKY=xp;g;J1GyMi-`tuqVafMBR{ba~=+f>39>rRdV?I%D%ubp=+EdO#&r zz-!L745I|TlJ=h0qOdBU(9Y{>s$6#3s%CP!v%D877Co~Q z5RNZg=$^qz)F1Zdl4S;Kf;IbQu&Em(iB>ZmZo?{Zg4MThEHItED^exgiiJbUZF8Yznezw&i_`M3lUa6D8 zxBXONX{og!O%&ticd8O6&g8g zQXp_WZ9vm>!s_~Nt1E2rxSzOgDWI~IS%t(XBinm!zK5*8k_&rxgg3| zDXI&HENYs@%W6AU_wIQv_DntB#NJ+8hPo#DAu) zahVChSV{AcLsVAU`RB)`Ja@4ypCe{Mv7Gk~_+%C36AM4zTnVx3og2VZy@F(A z|B1;HrZwwrAPb)zHta|}RWA>IjO7198rT+B77>*8skk#)U!sN`l87OSQ2r`2-*0%? zrc?9Jf&O)jrsf9vb_Iss$psrmzO#|;&T3-yd=|*E-7Y>JlbAz0E_2tcm&FQY< z!c%(<8Jm|y71dQ&w0tZwcI&M<5`G;9g~pJU+#uCq{WZkN2 z8!#Zm^VtLtwUMg$m05%K3MOrtb}PJzPcx1gF}XKDie;8)Gi0Y9rCAS`S)cPaUT94# zxO|Y_3!ImuaZil*{<%YCM$gv2?*t(ly5=^;;tf=x)4^TODRYZ_mPbc@kkwlUZrAaL zp{5Gj?#wi=a|XNzP$X@fM?Ulzl2p{yMgfmnm28RDe-O1dt~EfB*}+w5)`izztalUj z6R5)=x6?V12WS)>$D>3?w?Em98%_-u6{y~Efd4soeFlX4hcF8`|ErYKGF=L{;Q}q- z<;YmbBRa4kb=;bCQtR)9$Ktgk;zmZz!NgxhC)7}Y_VUlzDgZ>$&-U~ zCzmyt(4y27Qo7~Ns(wPr%ZP3j$)^9D^C)D!dZC{*ny`sEjQDLf#ebpBijXU9GE|( z5Uc$V|5GA3v?v8NAZp^(Sc%%rLc18IneyAicW{|}g)vg5cx!h!==%lmNCpaxR@t0C0PR7F2^|_i*~xsjaU_Qf^i|=s zskX{K587BE4|ZK&COSn&Se;3fvPoj=vCf8O+?%EMpyPpj9xg*tvL|aR*{iG!j*^AH zSB~uRISlS)DZN-Y+%1ROR5}k&r10QI7c;xeoVm#h`C~TNO(^I%EA||8XV2@eLSG>O zQK0gCZfaYOEbx$nO8P5Mh=8DkX?M^czc(s#eGc=uqiZJPO0xWJyJ(e#qR%N+G;!Qg zCjBfkR!nu=?YE?}&!pVlJ(Ox_vcqN8ZM4f5iX6xLOObQ3?UO2ym-fda z8JqB~%v>zin}-4}=4^TdIH^gFJ6Q5XfS*c?} zh$vvBZpnKzQbV^k2#{QNOQ8qH2P+j4H&$)C`Q$b?Ip(IlyrQ{Wsu6SjQOc6Yt#F=S z%QZz|r>~^HDY1y=uYbo{f>|t=cEL$1AnZ@zp3-V~fhIdyoVJMi^74LZtlM~g#DVyE zXzB$L(=pfapP%fm63<%!=yyK=yIrVb*UoEDrB6@sQyu_v(o)JK_d2lTz)lDZXFy9f zoZ)-G5#jl*+B+Zx%NGL(>=2<@h!cS%%`ME2RQe^-7$^Ee=qKW`Ym8SXkSz^%B zJcAuv(ZC^c#ZO!56n+DDekJw$JwwS3XP~A1?tT>qHH|$gp=257V9kpHx4pKc$@`SS`xMSirwvLMG)<0uv62D0wwT-6iAwR&JL_pstu1LC69`5 ziEsIPzV#~|9-p5lTM*unKl&<~esdq&-PFJy%lIg5?1H7V75B)wS@&@^=hr(-REVW? zUj){Px;XBhbXa1hhsoT1^O4gxcBvJ4)QQZ5OO7fzVi!hYn_y`+D*RwC2{Jp9PvMZy zu%g#2g2x0qfr_udzKZr?VZ(^#z%A@<07H3Wwb&TQpEX>IRdgI+-Tg0s&5ESf#W^+r0nY0 zff|(@LaT!ofv%cyv2C}_b5(2uco0yzv*?K&P##0n== zaSBjQ7MIU<{o5)09mTTs5hxsL?&QcEApoc5bpUvq&v!u=FZ&q}tD%lC(0(CKvTf&n z{5;7K^znkfACNWrc9mErw{t^yx%DR_Zc@4z!gn-f2U``3>xjb#?ezp~ru0~QLJ@PA z^*RoG$h0#j9J~kEX=1B4QQhRGw#&>?asZT^0YVeQ6f1PfN((r7#(zm(sC`fs^E^)n z4)%Zh+9M(jfq!m;{X5(|lywV9CP8;itvDMkg08mY>u02nkVe@b9J*5MF{hH|qX75l zxWKu23)q2Z^`BBy>Vm{Dg6g}kC32aKKSFAl9krjsMKTVaq@efx~X+k?$Y z=f~Aa?x=3Fwf2=Zk!>qCef_kWvqY7Z$;3s64ABHU8>ZG{qw%8~v;eP6Q3xoB+8gA1 z_5T|Rt=AeQNFT#p^&x1D&92eR1^26sO2v~P9>Awu$Rj11Y4)hOH5b(RBC(%>-dY}6 zG*peHm>G?a15n5ioZn1p=z#0&4*ySt#^K*E-~|LpC_n-Nfjw|V3i0mthuwt%@YDx4 zadJd|Pcen(_S+Lej#IE93EHdl@cCU-h6@l30 zDAKIg=ufd5)}yas>&2@LRtfc1m#+f#&jAnXrZ%ih zP4EID6WeAF1Ne38S0?i*rq}ff?8k(hnXhKURI9XZ5jh@>6zK(iI7+-oLR8(2!Ly$l z2VhzRSkXW^V#iiZPY?!Z+iV5hpkxBnuM8=j?LEnPIn zAPkb3z}W?lO^N&gvD}CK?J=H>IH~vV7#Ziu{^Bq@6Yq`+!!tz79hkwkenacZoI{FlLPAhe}BNa{xoPe0Y zm?&6GQu)=VqZB8XY?Ln2 zoiRt^GS-=4Btp3?DyL=3NaHClf!7hn_#{>fS(gDp%se>S#E{{RJ`r4F2O@;y0~@Qr`?+``}?U|D5X_ zaO--${HsKpl3MvsUzhe4XqP_sl?u82sem@dj}-&Msp1fbJWXoH{GRIWJ#P;;EIaM< zT>iz9{8)1P`8ll(Uu;=0eq7Hg!AzF8PzDB(2yTqIJ>^+)BKFbMEJ}Y5(@L(GOpt}c zIL1L4PXUrs?T+zy13|%w(&k9UugmLk?4r%Y{*^x3%J$|FCaE)H}LWnP&{(8UwQEFob zo3#1KD}6RU_MwLF>xu9bj>mw3_sXD|l4Hny^L=~Sp$yLj0Q8ZM`cuZd?`~{{i zM&W)9YJpb@>;SpNtLTaJysG*aFD>c*t4-H&qsdJ|gy_8>`T!~Frk+7{pdkl3D}c0H zHQiv=+546>1Fm2@J|DXLV%~rTo2vtzrl?ou6=g?6__r$~eH5Xh!OmOO?HiLdhlTnAy+EucxTy3AKThI@d01ipwx{e! zGtlxrT%@F}ZBsLD)s%x*%JOLsPB{_+>Tsh1Cgt8^^93J;U z3o>z;fU-$vTs2Y(9p~s&Ar^EV2zc7oZ(ZNf$SX$Rm*rfRZMqH*h(VEsIEznN>&bmH zB=vRwcB`Cx8tDpfyA714C{SX~8}0qt zZ4#l*&>Ups!oykCF&s2De^nViy72hK8e(*H*9X~6#?mZ*SlL#1$i6w>7mduET|*jv zQ)%n85AN2xtF`*ljH!-?U=xoXVKUU$C z&KhRR%=b2KB%_+cfb6VIO33xy-!|72*o`D;0pBdY$!)UYmT}%~_Z9$~s)P?H;0B9j z3{L(CZ#8^GmL-)Pfty20}$7Kabpt1HfsHxIKM*>x; zz{4j@$X58pUS20|>_?HU(S^+ziIIrK&ODv_Zl*h2b4!CbRj9L zEV8~2EZVFh!btRS?fQxQGTHEnJhs{l|Mjb`I>ZaQ?(!f?STAGT;}*X`;7SN?bg}uc zTD3=1r`xvnfhj~#&ekQqOpr0)fm~mD&i1ieO9b(_u&j9V112y!i_1Gq(tEyuR4+UM z)IV^3hvs*41*Re;kg63@@`_Yau=t9H_i1TpN%m$~7@uv#LO8l%-R7xs%UgGHe{Kd;qoAi-tHxIaL%PtQD-J{D^cqUysj1^QL$>gT29?ZkQ z5_|`iV5ZgIrShQ)>3n2Sxlq$cf3o7iJmj|J6OW98GADked&EczjUQxNQXx-YiuLuu z@0;2PH?csc+nvpKqHL4N7S6geF}jK#OH_SMG^<{Q>Jhy=!n#Te5W{@WuDFNG@JOOr zoQy9mWwT3Awi?OjeZF8SDyE1ivwuaa7f3O%--F8#K^{eB?!TZgw7lhK zxdYdM+8Pe4JH;-Sp_C#U2SV9*Nfz+}+ty|Yoj8A**$o6eL$G2B^~VcKF3Z($QxAq=z<$6x z7%v6x!{2(H*ynOXhhWu}=L$**oA8dwHH?EV^(&#UEDhK+Lb(5#yD3(P9mzp<$8LSe z0aXMfBNLbv65wV93%c?qa$kKXy8bIuI-j}M55{6wKI#s+tqE5jc4t!Uit5Us7rN8U z=1O(kc3s$N)h&v7YcW82Q)Gc}6(pj3`h$)Dj5?GFL@M9&|p=0PK<2V6_GQ zH#>LwT64aWc4O7UE-OQMWo!~R>kB?-%XQo^5{uqovygXEAE9kzs6al=J8e|j!{+c`~qU~nho^sqo0uDM&Pv;A;v((HuJPrTGUWfHn`~m?u zbAC{PsHMmbpT|EFp5!LyL@RbQ%Xbfa7d+tK1X-qp&+Q*fNnQFMVpQ$-+YJ_V-g|nn zEOeA^V93U4v;}O{q0?{Hb!WNk@3)$*W7Z~ksai8<8r8N6_eIj zWi^%_e#CUWUhF5adc3&Dheo@F_MQ)~bgll#;`Gxb5o5rihs)~55c_rcV}AZ)MQaTc zJhVJbb*enX&N$^IgeA!|yf?sX$FTqVz{{<$(gnhT@OPU_9|u&7gBs+XxUI1s5w%F-Zt2R$Yo_>io4e3la;A9);u(~HVN!&1Co6ugA_Ngs-sT`|2KtMPI<70~@#ghT@`=dE{D%Jg(1&ypgg0_8>UEegn&I z(t|tA_G|DG`Sv@ugk1kz`^h@)|L&U}w>OlO)x9tfs~AKZ*s9)h(OhlGqk=lOle>haoZR=44)5HW%RvY`U*H;}lv1TM%%FZ3Ha^ z-^DU(Zqt13i+N*9OKhh+&!2)Uu5UgntZ6@W4&!rPt;yWR{Q@lxXqlpfNv(u?zI#)=Oj&IMHdPN&@}C=re_U~ z?{Hmd`0szQ9(40btjf~Y|fSt!x86)vEaz9p5-sB4$FLZ{{+%Vq8YsL&7 zk%&h86#tj;#n$=dNrS%z;jNVE9;0qQQw#Ux?3C97qO2EP=fKeyy&{1@jm=*di~i+9 z_Q_uG=t*%CN$`Ym&m#kOV-TKbxk1yIB*xJMjsMvYy#rA!KsIQ9^aq(tz3C?-QZil~ zp16d5Rzgmk9Lu2nGfnrfe%2Va7IQ-8mw{*x#YRjs9itdkVoLu_XZJA6MRV!eB;ILp z^`iMqCf`f>uV9)+_h$ZY8o2+$f86O;KIq|j?YtE-!JQ{mVS%mw zw^5+9lY1%WW)_+2afE1`PLV>$HVg0sowHJboYjpH(@~_tO&7?Fz=ikEgZGM&+q#MT zhxI@{cI&WkJ*5;b#`Wor$_|`f?@v4MK)Si*kN`XZ3veMIzZ>|tfy&P-iZg+So~`b5 z(-5jh&eSpbX5x6>`Ql)3mS5fM%Rt_k_IhJeSGi*@Lhyb>YiEWZhpdgL@+%EC5h6`9 zy1K>>yG}r&I|dsXGuo3jxZPj{hhdBQpxX%)w+a^SbVH(jbwt4l6wB{9>=`Sd7#k+d z^p8D#(U)sCmLg=*WQhQl{&p`YfTL$d}YPSkqdPV^^?Zx{mfQAK&%fg=W zlWaw9DsoGM)9-nE%ZX2LtmS8PV!K3R*lM+0JshaZjP_6%|IJ!1*DP`qEfcN3;TOk7 zSucH)(isFzKkGu7y1KP8@9|EcW120~)M7TR+ZCDo{k$T;HSR_7RO$=v5)NKG9O?Bc z@r@L5p~3*tmnzY}mBYam?ny-NG2lO6LXW?l{$%DP3wvucax zl6sGCvE7Gk4ua3kMt=IUIC;m={80$s8ottz>FP|6=n$g+yr>0mxiK#DDc@=u*TKi&=a}+ViAP1)ZPJkps9S^#|@n3 z^0anRA0@>RX%0oDZxUr01-pU|pX8406t?pAm40rPmdGactjCxWI9;A=5EC`iTi&iw zRO(DUT4XOUJ&@c`{sYVqFMDLUTV+^4{om`-QJq8#l6#A&?plz*`t<%~6i(rg{A!{l zl}P5kac{EWM^Xj~@$n4$m(%X-IhUc0IDvC=hD^O6EZUiC@;V%EahYrtwZ5i@+GlM# zaVL#{i`^~T#G|=uZm(H8aK0z@?)AyvZ+VTCO$<0AP5y^!>NHKvJ%U^@_Ii zuOBb9>VqEfo#|}JHEv~>xyc+l3^ zT~FaMn?>|I5pw)-+c{ul(<@IXv7REnQIJw;5u|v5Q}pZyj!;*H zbUcsETNpQVXDFAYhGZ0B5QMi6gju6X=0}@mCXZ}D>Mjs}nVC$a2!#^2zFSnI+OoUa zalni}Vq3&)_P))D=KxZU75D@7b%OqXWhXrc_S(;lgwTI^Qy<>;Bd{#A_72t`iZ<(R zZu9-53J$FD4seIO;ES~dzIKPT3S%JFYQEbO(&Lab96cq5_+ioVa5>i>uV(~~XN_1a z$O@~YET-C)0uTeVUOstB>A#;9H%%*PS;a522S$XPEroy~(7Ie^-la=;~ zuA?3lFfmN=9&I4(L{i{Ww7EeB(3K0$P0MfgifU;s3-U`DFHMFBGTFQoU3cx>%@iN| zC2C6eoQ6qJ>V*)uka`Y!F_c@qQ{$R9*BI$So#^3JU)~6o$@|`POcM%xE|91*R#gO- zh6B$`0%wzwBqE)KLKbikqWQ|4&oZD9BxI>2NJzV)i}-=9`$NJl`=gM=G6(7B#&lJe z)0=x0zN74p#{uzKIA-D{J};2B(U8)w|pB8?aT@vMrZn4XsWeFmh?lXrBe{L|I z_CYZO1o2}lW#BTXkJ2dW-d`f|+NPcOm%yX(T6io%Hj>J(hrgbPgN-=Q7`al=dy>=&Gv#!LMPl5}fz(cf;bd*$NY6AL$|}riQyb9v>%#)@fPB%AWq*)h6+@5~>l0 zcD^{t_;vp8;k!&Ce*AOT5Lh4YB6BvBEwE3M9hSPtmbY?WiFFXHXfFmhgfB8iriSv! ztcfU6<|~a7dF(PgB+72)<*Hfk(msJzP~vE~?jEW;|1Cb&%Ik)f2nhq7u|e{^1Ndyx z3aFJ$&dZNJSD*o<@`srZwC7`Y;>N|}+zgZ- zf*#py-ghM4x}H~7m`wP1Th@&4eKEG&x(US7Y*fsmIZZkxry>5f|EmwM&*?h%G|tVZ z5cC@ok#lC3>rhHXFp~Ie;_jmTzjj9ufG5{{-CNm*q8_by3%iPbO=~vpv*?#{06=21 zh5k?r!M==kIh`^4*^)1}e0u8-MoHxf7IO6fW(;Qn{epJm1u3IO&WO@uzlBDf&ZpCE z4*!(*)lmW5AR}nVH6E$vxw7R+ntRiV5Tl?8Em2}6mB4!4^i80qkrb?7vdCooM|J9b z5=vgvcgc(ZZE9X#iE*pNl3trNiUG=!@399ETcW{w7kdNU1B4`2+Va^jJSMWRL6(rl z4|*Cv-MKj3omd#dG%p3lGqmE<_&OLkW{Q7mQmfpk2~>`*^ciFST(6-`drTt!Lf9Vq zt5>7yeHh*T+xJ?OTjTLBPf@hI$wz5aPe}o-DH&e@eeZU1e*+whzrTW{9*V*4aLcvm ziG8zt8~Taod=9qO{XbgaFnI1e=Rg=Uja|nROtRUqszq0nn(#4TMg!EeX^_I`rall` z%vPM7T$CQ*h)VUqK-YyvgS`@mj;Rx?nhG>$Szo}y<<{+N>5T^A4gfz`THy|50TQ{k zEUDodtD=qPd4Z%Xf|BL>=-uXvGr%&ecziOw=8G!z80R_k^VyS^;j?8o6;sA1JJqYz z@;E8TvC^(Pku1$VLxSI3_PtJR0p{5H$=K)QzqQh_`VggJJj#yE^wmV}<;hZH_ulvb zKzPa5_IL>R$XMK=3qX|&&AzK-xY~~C;uQL5BKDT;gn^pvjDsm#uj%e!M}|ec#z6(a zzxh~u(qSPS2bH7`c!9h|Pd+o4<{nY+&cc*UzJmv>2OgNkndDLo?%;3BSIZkI8yAs7 z`mtQ*aDyZs(@qG}8HO)L9vv&J^>#yWx*>dVsODQx#8O$WGX9xqxEmuXOa?0*KL~ z^V8g~Nw*gXP?mr)2a{oSk#yB1gY+}Xl^mhltJmcc51I`7GUU6w%goj=XjiH~7AV}Z zLX_Tu96v2+?UjWGK;7FPO)lu06r+3K*}LHrM$! zgcs({1$_!K%9Hs-7h*o|AtIwa2#)DF5lnGJY*=n68np=vgqJZAMIzV z`U09}{OyGqcm(hW2rQeplJJC9_>%WsX^-Hi(Px@v@2pNxL>RT z4zMHAVoI=VZv2U+)8qNHvF$TY>2mZiO}aXZdGp`w4wmfHzTWYCZuL-5ZQy=7IY)Dk zL>hj)N!fV4r2XLCMS7Af67k`dz6oq*HGS6BOJICZtae~Y&_SGv@uRQd3CFwTAejZ& za`?b39o^%?@}+qP08}HSO&kcZ>h=3_d?{}O%bs2Vm2(r9#hxMi{uIoh0S_);w0?*m zFctTFoSH`{X;{I9(EYVvn^(~@{j=|)t|GM`#iCkzbWNmo(tHtjJKxC^szgvSUK=I| z0vCgTVx0o<-ND8|&d!F#b7>3Ej7diS`c7!;u&^Z<(s*qG_LJ5Qu-;Yqt2wx11+?6e zLwN(GoHTg*}gdqB|}Jrr8^z03ufU(~^1h1tVeH%IJ} zjg`=1{0dT(4XID?)APC$^>Y)|v#E~RIF|g{T*Xg>!Wd;o ze_yd+{VP|btY0?u>)0-K!u@>>7vz|=OFvdd6zoJg61f*`ZPH7cwF9C==iP22XL|nYBlT-iCmNTKw`lTR z%G(RLnHhY$5Iilkc7IjZq;9U>K@3)XkavtGf4ix8WM_!=z3pYXv66+FSfIWh80FLY zNfl)5C^Bt>7hm?TkCY@y1mYlX`JSoDE4nOhvwp3xJE1A75T0WCY%q=FTlGB1>W9Ze zT1~1oy#%v%rZ7Q@FbFX)0d?^Y5PAvF@s*%-c>hH87{}-9=~wQ9iZ^DPKx)X*GoT}~ zZ56ywLJe*P!W^soD9@+YpSJrw9?-i;3!c1u>_a1i+frdT=e`y~bQ4M`MP49f5^uw+ zowP50QSGrIhC)1z``Hy_pG_=vx zc~Wrl6jkt^<=n}HkqBL>X5;T!FlmyS>(i*H8*#ooipuSsl4Y_7OB;EH=k>oMBxM7N z*NHT1FMeH+dF>Q`KihGWc$wbXd3IX6qwctb08aKQaLNiReclxRcriaU04DM1f8KtQU)Ez~olFov{8%ibOqe$2qe!d7$n0au^03@y#wtq0xLi%eg>w zP74kyCkyjYNa}ZbkQqGSJ*8!X-py&MvbC)KM#=;>_>#=$Kbe-;&*kPRk+ht7qo&Yv^^zD0R`VNL$ zlSkTlN|Pcxla?Jg!}-xbIrpCN8K4~P*d{(h{Osv`nq2Cyaw&v=h9kUA`DOe~u_W(1 zA(fgMpe{QMtJh?kd7mnhj65G-Mw;twe6)f&c{$&c9fjRkeR>J4e z>J78DcH_+#D-a0Qu@#dZvdSY(*V zd_cOtQWdRMDgxf^&1ZB#CxeMQb5qg9B5H0DKQ9XQ7w%NpE2%Kr!FNsT-r^G4cC;4r~C<;ezBOT-HfWJ z80Roc4dF1BcOKMs^;b4mF`0npaW@d*z{^=rQKa!$S-@KUNi0P^D zjeaxx!H?%jtQD`Bi2Q;iq;#v(pXafc8;YtEe(`98*POdE!}Z+6ZWZ9q&?kTLKNZjM z3(PwZg4Z=S;8!bW{Ue%MoVoNPoKav`?|780#^_xTTi8Sls~tmp>H$jL@EI)33A+8n zKHy7C|B(OX%e!Hp`#TW9TwR?i2@m(@UM#%prN&pU@=+`A)znkU5(JsRuW`Fmt3B0r z6x9e#`u*ClxyhoLHqP>FpGfl{}VuUAg7-k5eNY116!`ka7R3=E_l;b{%{7Bb`x99<H7wI}cp{sUUv7;!OJdLbIr%r-46?t;4)IJKBXBOp{Yb(EUJv2(hFZM#l$l zhvP8K^RBAW{`C@c={$eVp>M8|k@r}6w9b}_q1}4WooSpE!!zvx)1*Kas$Li2$76cA z^w!*tYC_4hB+}#VQKPf*N1?nJb<;2+?lv&gWna(4B2t(Zy6N^AfH_b~)M zBji6s4Mew}YRU1deLrg#61PN?$K#qseBHvz?2Gjux`k^~3b8gL2>L9+REnYM#*r9P z#Xd-wOT#BvEKO$MdCtm3X&z%AsA(@N2(^<)_io_s9PM1YlyTX#jM3alDa|>xW>eL2PCTCr{^Plvdln`s=!?EZmFGGeh$|0?9j)T9U`ra9SPY zNlt%At7pwgWThd&$7~>V=-+7}2tW9UAXsd6pV!R=W|F3XIiKVTF7V&6^Ju`p&=z$K zz2I7GM=Z%lDHW50Y@Kt6uDV5TB#wxVllbgdpMzYMpXcF#sjcwItyCsq@ZTvWa{n(j z@6<9}RI?*d&8jY|5IX7|fz;chC}YlcC{&HwtDs)X^P)kPzAMH%LaZd*ovte;qEr@z z8Ws6Se5p>4kQBDoL>9h^0 z-M{W$1GZcLDeF*%5LOUn3x@s(vUQq~*=Tm-pNOtv3xzjxl_ePmtKpo)ZFGKd@MB%S z=-vvxgiTt8*6Xs}8U*(Q)E0N9y!_8#+ck4`y(AY(9uGE={j*#7HETpMCEj!;(*1rCYT+fH70xk2Q8mcLa@ zURU8IYT*avCJYjDN3qMeY`;P_^gPnA4rO?z$R0Hy;eUm^(KSuQ0-?NBUF0CAz%0xp zvei7SXO`ysDCq>v1kLwJFg)k3N<#Z}NZMrK|6*9*3hu}K^)jSbY(^$F3uX=Pd#z@A zQdEiV=@fob5KTNen>RTt8(uzUbz?o@m(TxtjfeOWOyizZPsDJA5GzRVh(lghAD7bW z72Q3pmezI(MWy*{$otbcc&lYnfDHI8`xU$r%)&GxvsGsGBC5LR^`*+V2!5QSNx|UP zRuGkqXc7s+jAi#& zf<^{RlNKaUt7KI7T#u5zVuk6+&+6Kh{gRE5PaHSZD@8U9(=tkor!ovCc(jW|{LJR) zd~!CsGmgYF3_L~}rVqb5@GT%Oiz>mGB6Q2tC#1?jVXE=VEi#j{^8NaDcS%%5kcytP zN-*E|RNCD7|Fw4J(NMTu93O+RHKCt%Y*|OizGZ9rl`z(jeHp^o8A-`lhF?k{B~voC zGMI=aBSsCTg~FhaeHj!9KTBhbrSVSZ_n!BU_mB6l_nzmR=iL9Ed(XYkInTMz`Fw>U z^5l8TEi%UO@A*%2xV`o|oX5SFU3#DHqS-kuPIN)`kWWBQ*Wb|{&e6RIIN;;V5PS3d zW9s}MJEjUOp3z8+_zTCfUtV#b&BG3__?47ZR9$*6<>>2W1%^Sf$F!G+&HqWV_3DdP z+lwRzwTtLy5f6eR?r&9EoVnQ4Ro=)+xifB(a|nOsAXOJM;~gkKDe6fvN_pUC+`HY+ z0zCb@p-oPAlG`;ndw=LMw8=yDgFm@zdTL&)AE>7^(+oW+&#`Dm!lwMu&yHj)DK&fl4IA;b!3R}#g3ExXimq0l z23`?~pE$^#jL|{`Yc8@xJh}EoOj_kzl10|zzY4E~(u++K9Xo*}r92by@1pS&B<21u z=JaRdG*Oc@eU#7SY6QdNO-c<@@_bh90gR6d3kor3HmgY2tx z7v_%3B4*=$0|Z+17xuq&7UDEo`s+E0+co085q=g?=+6`wB#51cUX%~=aO;>|^H6s= zp?MtqCqd3kOyh#|F=0gs>l`axpkk)C%;RpD6t`!(dPdbnOQHx~Ol9-qdBV|HBF0+? zdqzl3Xpk>6B3y=B@pPj1Q}gc4yqAA7Xy5v1C4B{t-aXScd6dHRN0+_q|J7>}+TM4~ zeqdI#Y!`wla6kmcNBPcoO3oFj_O7KP231oi{(F!eoQj;=D9n4nsp%yJf2zA`@=1Q9Y?Hzew*ZqS z^rP(L*lCC3QAQ*+eH?(2lg0x9=%agRjs_&d6jbpPCPw>Y!f302EHr%k)cUa{M0Zu| z?RGvu====A4x|+_C`r9Qf6RJaXV2Hvk}ha4JG0MCrTuM05=wIRcTor#Tuw_D$iLCS z_P~T@gEr_eQK@6$QHtyWBJ4e_2%|ke6Z=d@v!3JuAPH`a0G4~B6!arGSXK|o0R+G? zuhV5VW9<9~=XNwyb88P6Diing!k&NRr(=J7{2u5h8zO1#g$oL% z4@(&qLU#<*;e2-9N4C7x%G9u?t3Dt~n+lk(4U?Am%g3!tS!GID!K;R`uqHA>`4U$w z9rw$Ozfkgnv|9KRe7kkZfl_$?$!R6H) z99u?S@iSfwRG_@r>p8P~jrwOkBMy+!U`(P{pb!v=s_AtN)O zvJ%CNczEs4)c}tk1SO6rDkV@XK+9>A2)LB{>g7WL-y7R~z!jcD%WE?M#2D3~X^C=h zqF^Gp(DN+fHNea|QFc9#-`Kjeb>r~c%EX{xXn+L@HJZzR;8OjU6Jih(sYJn-KS$Ej zsH21)V1OQ**j9eGeeS0cy_{b-x527|Ek+;DnCcKcCCKuDCdABqkdc9&W1*=fqA|DP z&3P1}Jta3n0gGa(H~sc}B)Jnb9{U^5R@gNI&E`iskpZc1kepvsqmrKDampBvSL)4# z83o{?H7ksM2g1B+>CH`q9KgI}7UK@>B2zR?%bJnJ#CX?aO{MPtkP3&84G$?Q_1*h%YwY3eGH`CNX%Y4=V;cr0nB zKtV+gM8g_9?nbKXShvMQ2(bg)10OxI_+w{c9XAz8jYkd(*00()l`u;imLiX%!mr2P z{`KueJB>EXZSzWWZPJrJ2YXo>CA>ZY2}uv(B`7Q4s~N70l0aoNo!W3~zx zmU!M8M!$8&4;F+(XyQE##wz8P@r2mS`@%qLy0V1kZOPjzhR1UKYsoU?tZm0N3oaHv zQPE%uV4v$qb~yeFzWToU1vP;cbp&I0+I4awow=9niWfIgVCl+@yi{wgeg>J6I3DQ$ z3q|Uq@2(~77a1q*k+D;n$H*pjcMG^yY=b!Ofb!5TvZ`h8v<6MWaWp<;l z9-tsZa&3l6E?22BsdgR2NcS6qR(_7W7nzPI9IL5eJ!Oe~0_jIm*LuZQ_aS88fh
K|0yKqI?0n-oJfu>n}t`GTumkp_~lb!OU8-)-{#Bw?nP)_BeY@h>&n!#mvM#O~ydzr)47b;5xlRXA(DclQ;nC=LWyG@ep z$WEmn4tid&RiX#2W;!r_&nZ)u+uVgX0idWYou^+V_j$iN=wJ=?{%A0s-`*i9{Rj>~ z>_CyFoe$3!`<7_4#M>5NV}}bYD_+|qRS|!w&xI1^t1m*5&TnGK``{QmiQ)T4v*TKBxJ>%LFXk99SuDcLEBh={1QG*u0Vh)6yY5nXb)Ob&ix zCOw7#|Hyf%J@GPhv-9$`effe&$JWc;#m&pb@!1WZ7cV^>-CQL^r9|)Ex#8gDZTqsV5N;6$9b#C87^mtVBc^*R)jc8TnTcLQ4AghEhK1 zkn}Dd+LGy#W~6yHbLMb&dqShS5i=8PFEP2c)*FO+;!O8HU)v(xzC{1~^hlD1S-oJ{#CyiyeStBF=dAu;QXxd zm&QqYo;tIP%^&5oLvuL1CnZoB_1;0~OQ?)c@Rnzyn3eP3yQm;1`0C5pKb|-%lS)e>{>v3kM|SB5>*k$RKfP!{6`A->YUBZ;gg2eH+FEj zF4o;F$Pz8I_YD@ui^`z++GFONPSQi1&JLwtojlR;gTLERyz409oZ_WnR+fP39XWhg>> zNuiGpR}>^rk}@bo7x+_0_)~khKj(x)w$ls4pg0Kdd}DZtQzR;bAC-{~hj7M0F1q4! zh#57CgemIEyke>#cADaG^=+&*9jp>ltiy6k8TIXw_4iO2j;M?vXm4G+JAL;xFKBN!q{r(nN|B>{T|^Rf>InC*DH@E&+P4m~de%VfXdaWU zUAOSfgDe%;X#2K6mXx5qx{x}R4%S@+#Ljz5A=4IKFS2@~T?`$U z$2P#iF+Eu}0rP7%0nc>z&PXVT@#-_@!vO)6=XUU?tcnNAsEnCs@gN{u$p_T*-7jd_ zpk`{EhQ^I$E~UH0s0^_$Fv(CLs3S>l2A9^ONNFa#zKenvyZ2Hm*4v&aUW z6^GzDBBW2gLhSsv@MrC;p1S-Ak^(9&G7fOLAyx?pGItb}VHyXS z?zwK5uSBsfF~B;^yIL*UzAKymW-X8nY6W+KO28ox;vjv`;>-3u*=`qkvTy5bA)I^9 z)LPFO$^1oQiPOa7dt0QX}euE){JjYTTr&s^qHE z+GwVffD)nmipt1_2Z~rwz^g=a-*$=piztyW@h>zETowm1XpZdIuxpQP;Ps4tq<-v3 z5{E0N42LCWqGMBtb{Kc34lmx+ojd9h)QQp-EjdE_$}+6co%dr!81Jj=*eezqhr~9m zH$1%$eLdbSl3|(isKgmpoZ)|=6_zaCN9Sz^Z7Q#b(R&LraS){ng#V}_D!+Z;fZ3h% zH(Zio2JPxWbH zsqY&0>3^5u95XY=|96S*iSQR!`bW9i?czO%dY?g%?Fjy!>7o_VoBa z3ak~{Q~JhgMumGTrZF5ZN95PRI^1i9cNp;yTR1;=C9|79kLP~Qzy>`bvL;d?V!4F# z7&cImM6DUl&|iY~&bAe|-N9D1-M45&^Dq6b@Cfzne8q%Zb_s_RnLaOi3t7@cW7>M! z2S$hw6)uKYYcdf&`b-c}ii1lzGN|j9pI9`SbDt`X{-rs+tVmK$=F`<@FiFX3)CrU6 z32PsBOr$FHJCmbiWotS|b9-_R5Es1a@pyRu4Lh_ttiU6b1@~&Mtqhe>5y8ejG8d{^ zE^I9*z2Iw_JnkN9?z?aAipiJ9)$GeUH^+!$!|WjG1H{TP_2tG}8HW_hdep9%(hvBmt;U#!)8UL<&;Q)5 zNuK3kmYudG3f0d-d=mWOVz=c&JafvJ{xf-m7a~6wlf{tBcw*mYOw&ZW7JOZ=e6u`f zh~}7^aZ2>yKw}2qI>kpT9uz~;t+_2`KgCRcA|2Sjc$NE6ROJqGCNE$nv-ExlSz)9&f(Jn{lFFOM$KPlvIg zeN=nTx|MSSDSFPR#y!L?9h5;cCE7ie`5Z`KxD$)99S<|&VUH@UK^2@z_(79p@3tQC z?XYjy)B5&>S>|2e`a6C!weW`1BkTl8#4h55TVLm(-e^Z&KMG?BoBpE`@vE}(muFeB zu6*~hmSK<@eUBGf<R6{P; zvm)Qc40wiG^lW^}z?b!5Hq^sQ$|;B$UJZRduzy7>sXN;j>Dc&k83qc_;Hq`L5fl#ORmsf zZe+hL#C2~Js~(Os-a^NB>#TD!p4H4-g$g`%4o#?^oJP_@19~jZb^m070&}UAV&G}l z9@hD}k~8c=V`R~OsvKiUZ8Zs>j?v5lIFQdH>oxAlen%WnHtbiil=>-~r}B{F@w*)v zWa4l?QkVI^=fTTE8Ph#ERgcVV42zw+ofv}R&g6*FR4uvn=a%ah$t3QU`NMsXB~7Vk zE??8V+nVpi25<1-CU^!gf02J{Wr$TsV&Raw_Zcwn(#NBlYd^HP4kx}t&19%|E~9a$ z4mMg}-ne+qo{pl#(GDojHV87YRFi37HRtdxD5<3<*=l3!##15TGCyulBF{!lUaWt; zn|Sbefmzo@Q3rW{TB`Dc^YhiyKIGrEz&Xm5=c+T667QTVMB?jPr%u;Ril|+`?Qy%H z&nrn^mL6L!Vy700PEWBp5t zDc=gRfrT0*t+ej9vGePmniMuF3uE)?+3uWXx7^(5>LJUqrO2y4L(`_t6F$eD9L*Si zstt|hq3`)d4orLM^sDU1q#KoG%@(A@l415^I}xFl7<$6#;k@=%-a477O;?J`SRqlS zB3rn=lHrTo^nz-6Tk~=0nmz6cM)&A>mkDI#Fqmx{z zYus96?(W78RhzYWR&hpp)Ww<{#!=ru;&=N=L?f|`l3a5V-hpFZ)?4Z_>x+sr-#^5L zKgL*%CwrGmOEFLXkR+`f7>>2P@uk%~M^mYv5xtq8Ra`4J z&Ifrz?G~C7F1ozgho8xpq$-(mASj@Z)&{boGW+G}>vBAJYgfIS>f2$BCLY0-f97)z zORcC%Ehw%s$%j&T7&>r&db9o*4td{p1zGZmR@Jh_lRs*FslNP20g~257cmxM^ke_F zM=K`wc0CO`V6D%1`hw0|KOJLfncFjUE)t`8efV;z=1V;LAvu)8dA%+*i^uJw;KJ+^ z8hCv$EGE2(7GTBerhSma!F;>X>m(aGXG0S`QkBF`v}m)MzGoHG3q|j9*p=v?!~e#b zbF;2nqTlYH3g@)O%{D!CwtwR6*4?Z%of40~iZ)u{Ec5G~&}S}3M2<}*c#u7=zJ<|s z;QBqtI;_09jQ%jC(=AfCgE95Apir6e_eKVLZ8RvGYETSQTr!Pgk*V-~=03=0L7`kb zlM|0`I~c~E4&AU`gK`sR>o|$x(^S0oQcArg8)>g9ry3;@HRWF8_ThQJI3KM z6!nhf=NR0F(X&;~;?5OPD2q!?b{3I;wvmbT@kklp-3kP6_|HrV>{x+Fn~r4*nW@*` zaqNZwR(L?!9?nMR-An0o!11LOvh)PKTg~%i_gK_D9AYw!;taTTE zuA(#NFCo4^=67D_zNb(>#yU(dlPU+#Bv+a-!{6uJ*uY`!IUM2joZ}nk@%R};d_XTP z9AZ6xZa1ZG)m>Ljb0Lc@xv`Lm)Lp4hz3wYgIWZWB$`JG@@LPAsQ9c-($}Ia4tmLXP z5Z%7{>}DnLhU?f=nbUEN#wp36Lf|m#u6SkMK&yL|?V*Wx0k*R!l=z~0O!um2AS)*Y7n>*vnQ>%jP2Vmo%|iJE0II&D*m)Bo)F z?h!s)_ZT-o3TxB(V`$%q_VqA&AVpjBfB1cwEPsMO7Ob`_G zE=0R`?pUX%w_qg?t^+G~9GZs*R4_dp(4u_`WCk%0VK#&Fhk>sh@EmUlPQ831PV>Sm(+ zz=|GlvdBz;E#%UFv$tr^RdLV$vm!k69(mtLg@|qR`DQe(u!1_|Aga`X1rZ{8+aInc zWX-`57;|=97JPOkUM^kxT*K%<(a;-TwjHX6rVT|?`!M($ZY|c`a z)~c!>q@nO`<7a1$n|E}=Aa+ERogVKH2ZmL)KnwclK>h!r4mreB{U6B)(7}H%H7)+1 z%oP6rOJ@2fNO|1jH2NR8Dw=9FZ>)`VHw9w%9t?L)+j@+vVLmYV87)wQE5y7kb`EE?J4%d4OX;te7ruY>|3vH{z4CbS!3N&X* zA{vexh^apIi(M6E*ak<>$4wP>aUis!1)UOjAO^t{ngXbdSdU?u?>~P|6_{38ksp!h4$^&%_hEFGLXUT zdLy(-R1(L(XJzR$Qy?@-RK_}X7H#00e3@#zpQXf6a58eDbvT47Y&uL56qbUv>9)bP zJ2p!0Ik|;N*ZO5iI&6$@G+r7jJ_5{rrYDN-*aYn?$LiD$Iag zN1tx(D@E2zN_1%Gr>M_L+64hP5!rRgqf<|emUOKAXQ?k^G?jA!R2GAp9(;+xyVOBj zVSywjWC#sMqt2)Y+LYH{YNkek;3#-nL(Ua+jYf&l3{koxj?i+H98jX5V(HM=F!p~t zRUpakJlC&~Zzwns?2B%FJuHX5tdwXclV8KZj z;UqqK+VevdhuQ1rJ1iJ2RkVr5fFel*MQ57%3Akca^HR*9!=BN6H#DLBV7gOF@K~3J zIP~-qcgW>&E2{VJTZUbvL0)!6T%1z$%TrC&5+3O8U2M8_USXFnJ>Bx&ux(j|O;vM{ zAf1O*DCbhYH*QZYXga_-L!PO2qQf^SARmarZl6B6R{WQ%OnByljHHj=#q=sXu$P<7 z!Qik+hw{ksI};un7)RBg*1WzG?ck__gkaU6lU+R-;jN8EaG31jEENUU<>O<*DZGCN zu9F?kEGtC6-R)+nY8Z9^qU@0uCisiZC6}5w@bkxyvGSk){&n^G zudB|~I&!l$O4O2YyKiVBn-o_jhrwfHNc6ybQ*0h~Np_odr5l%72yG4PnNk?fcMj`y z4t)~$DF^3qWncWAzp=kPVi;UZ7q;0FaX9Na-67??q!9PE%$A;&PO?Uk8#1%uj!@{oNpC;q#tw>h}|ddi8&s zEgMgC4XX$@5w(w-3!}gy7i`ikgTUojtlXJ|+?tI8PqczqrF)GF6>)cfKW$J~{f=KC zceKZ~n6}r?@iS4sWM)?sw3-3(eM{T-p}wz~!KLq&q^)4iWj*C9J=YfqHv7)&8W$4K zK)7(}@x)j6t#*Qifx{a&H)=Dq#0eI(xq98}-6kW?qS-h1R3f$cZW;x?k=iRmU6J=I z?Otm(txV97Q}1Mdyay_{CX_>pva)5$_z}}~pPB5!Rlh|haC2F?A>qTi5s_2`FT1wR zR1C62Q{cwxCv}qr@w!7cU~u60h@aoRhjVLx{9WRlLfqw`y~NDg+Ms%HYyDqrD-E1t znF$X6xzrieC)2kgVIuWa>jSN;yC9Mn`~m1mUqedF1`4a^>L z!HG(U%5)81a{*Chaq~mR{c!=cpxbv|2X1)$>N?rq%`R#OlZl}x+7B)5ZK61_uNeqt zj%Juk*2B&QN_`aD296tNuBu0Y`1t-SB9V6{Wp}-H7kDuzcnl^c;gqt;N3G3il!)3H zGvC5hZK(09)!_JPu5ysWrrNq$@VY$n!Uyr}Wa$?3F`;jdq+jxtTT<1b=Ya>z1$+)? zzKmPBf4|u>EO`qIOW1!MOgDl6GV{>+kS8(VRd8&E6Wq@8_pF0;yhsOGIS<@%``x!` zSAsp>`;A*H%<2go-G%%+)@QmNaffI7zPW&=qT@94M#C>(%EXuWwFOvQql53fmC2>|CFyB9Y{%u+ zhbd@O(7x<+rm)bTjE83LKU}x0`*S3u7IeHW*g>*2PA?L^mNzh4- z+*Fp`(Hy^d?f(_SLbi$|Ss52ruT|3J9Grqy!62h`;v27V%Xg_{p~ta=8-K~KcycSt zgWRS5)21Yk>-yj77p^BC-nxx7IHoiQv=gc!@4ULM%IUSrMw+`4!Nrb}?7$MY#_lI@ zZK!>MnS6;ta%l*gnoSK?!|ucdE)_{+ZeZLU>?&bz4)7913AA-Tf*M#aeTPnldk_LMo@KD?Sps#xo zj`-(~kjuME$GSJ?Uw4YzU1elG0X9B8l?cLD5V91s36qMQ><%hIJaoLJb4PouUegS^ zb<4fLNK0BxbAIA>Roi>}j!ZYgacDo@>z?pw663DA$(p%u!xkdRe1$Znn!)CXpQ*&$ zl9vMx_OjKx*2U_*O2%@ugWfWJob)l5-R_F3#l?Es9arQ%Lm__UN15c=3WDoK z+R+cFSQ=hDGk058h?e;9}2Qwq$qW5qYRu=WZj$7w{Gpb6Y=N_x@jJW=84`u+W&B+u zOP?^ASpp!a-;l49ZvEGkO(%n@nz0AdgtE&OdcAg<=KQGBmwppuaS820PorLQzX}Fe z+J5En$`BbL-GJ54d^5x^^(&hf6w`BWv|{=Kb>t2XvoyxmrTlgLmeRv!_LPNvgUYqCbROPSR@UnQ*e!@e&I^E zrf@vp{49d?NLM- z2=I5gw0)TmaASmY1sGRnB@3myJi2E!>C)X@>8h$u?zOf8B7auHMUfnuHFjUtm*Kf%ej-!<0vM(nL^+Ze{arfWB2-@`l=T zIKUS(1AO=7+vOa8@&h!({hOd5VG}jbA6Cu@MaY92J>#98sb2DTiJn&Zj8Q=6Wp`pB zvCcNrB%@(*0}oXlhDPKc5ad-y%Gk)Du?o?b%dI!3{v>ML2WV~hZCk8ZNBPsOp@+h% zyxX=QUPi9;D~*FkF96Dqj>o@ZYHGO%Y9Gg^fIWTL-A6K?47%!ybHW#Y&5fBm2PbbQ zd;Y3TD_Lv$E>JV(O&+ix&Y(xAEg}r~tp~^r`R~1Z*#a95q{fAnX?McDLTBFW!lnt> zR8R2|hjd$?455$8lh7&>;nykfo14IXncBy@16yk~rS78J03_WIq!6v|0{29yV3yvi zq?n+Bmson0%I2{Or5RfaU`O=c4?X3uCPjitFOi@fMlVqiysCKe8UI`LSC{Z7!jVsK zvq2@|NnKRVH$|uk@kO7wGyYwqc4FAWs+7TeB%%`9u-O7)S)|YNT1l+A zTjXxPC;oHvk;!AMx~_G|Byh>{r*sPqo4*Ex3mWQqGsqq#z;<3>mZ|c~o!W91#$D{K= zhhdcSRfN{1pHzc)o)E21jUF$7nr9^EWS0I+%PGNNY1(au!Y`+8)*v(G?!__fqg)!x zh9h12aX?nzKm{$yn7 z+?sPu_(4Lu$NT_%-*m_Y%5`Ae-pI|zfhm+AXU8h$s(&@90Ty~U^!%@IR<3UjAXSek z5CMTCHRXt!3WQplEcSH<^v-YLqZX+zNV;7u=+nkAV+)0IzX^Z)T&)p-Znl4=e7OH? z<8QIFP(Pq9Gk@RR%nUaD%3I|9B%$=+R=-{XQU}9ZE-Ru zy7Y%ed?f*vVPyKtEX2Xk_+!B>Fw_^mK_&amBRjt%A{VDlmZ=tbe^C zK@JLOFgwn7?_2GN0K<%EV_WlKMYvDE{4j_`L(yoL7bP_R)}1xB%LKG zniDS9kwT$u;d08dYw}pI0HN3R1Z&}3v7h{8b>?VWJV5eJd_n-3Q*y_}88@7hijA!$ znaC+wYx58@W7fLadYDc6IFJ#&69s|ZxPAb>$$S(*M&>>ZtNdBtBSM+U&ZJce^cWa+ zJ>!>a?8&)|4F=WEA9usxZIQ2=X|s&(XB~mBRjqIIRJ@(_778OM!MWEr8ZFJ6mcS$Z z{H!GK6>Z^nWD8V+2_Jy%eiGhqpX)vS3(mC;-14!qNz-^Xh#}-`RL6R_*ovMOq(Log z?qe+Ic%XIJj@%mOQtAU~0VrEJRavj`u zdkF|);oUiLAZ~cAuL@U1AEl*|EoYIKTKxruxMs7(RkbzH7nGhnBrB-aXPeB?6y~tS z+FAJxS&Y_)>&?5&C6Anh(S8L4xB6)%hEUUuORfVcR@R4%TB9#gqYfFAP}PvJZHVr!*<&?sqD*2c2?KN!!=uOu4A zC21F2iJF-@HFpC_Ls#^g>G_y>OS0rsfV${mt44n7Qphu(|6u@ipB_01q1_`0NIpaf z?aO`Ln{lnB5g_@k`Phxlq;xBTo9xlFop0_f_gA{UcA*DChH4{D)D*r{T1M~~(`}G{ z*j@=sHAgy3P5@<^*tkO~P`C(vZj?$_aS&jL3`I8Olgs}H{#OGC6`i5Pfr^iODCV6C zSP6bJ6yUZ0&Gln!j@&0gLnqu?<0@T0J2p?r7?0~VO&*1r(uZAlCFf)pcM=^IW5o;x+485UQI2d_f98gup zEBAJ9suC%m83B%X3dA_&)5nBYprgRv-`HN9@y$n0_)^l@w-eXtG$FF} ze3a17{ua-D>9qJtMn@|QH#4JRu^`gmwp@r3FcTAwo1b>GDNV>4O&Y6bNmSDgWJa~;&&R2wwoH%HsDS(H3q_YAm36Avp zinlp#+RfA9z&O%}t3T$iudt*7&0jE!NMZdCX#QnZK2J+(T0>$Oz|7G2Z9wE(j)+@M zhhY9GIaUjE!VY}Y8yk)J{+>s_tO?UUF^Yb;~#pNXQLAdBJ{UK`j|9@ZxQgk+?seDxzz1nzDch? zN_|es($=;aNbUytbX&`R?5JzEZF{hw)AEa@TUg5PqpJ@=c1i=zu;@l9*;w*xs;dwYy zd247;g8iucsET9o^t9UA=qSIyO==46H3gmfLyewVqGKJ|z6~YL z#km^(@YmDQ~wfWqjBzZ_ofD~>X5ioP29ss zT(M3>M+dnszrn-e97=$?FEBvH+8?)VCl+CF{txVZ?%Wc7sismpI|WWHI3z&OKk4b} z`t+TIzc~`*ItKqZqh+J{FvN!UU0#yfNtEx0*F}}BdzHjg03k3L$7d(&c4l?f_75!YMKR~586fD)0^Db|Vvbo) z5{wkw{7WQG^sor`e+w$m=XxdbHE0P$BwFx$ulbK}o|S}BuJh@-{D?@X>>MfhmCep` znec!a?|1M2D(G|!vm0pz)!26;J>1t3X6F3cbFCMV)EwBNOhS@;({C^Q$OEv^Io@-N zU*q@+KmB?|9lEzzzrg5i5vAPIo4UgX59917#7%p*k{$*LYEgpwn&$xe&^gkCmxP{T ztSX9v`*pIOi3cBejwY2K|+faD3we4N#O; z0MDbR1M>N7D7RVdUbbqI>YlX3g5WZ}sMKqNJJ;YvG}l*34Y)j1?O4ur{zV#1+uiNHoc$Y7#_^Tj@kS!-InVIRg5qV9 zj8c5Rf-Am)L9hJaT(a4ez3+>yxMR|7^g0xtsTJq-qd{e9CFO<&2L8Ps`Z>N7GKsGz|c=z{?hieeSHTNFe7I z7620z^>9U?Es%@M1Z47UB<|{3b?n$z&1MduD7lO-t+X@$x%Pgl~0v{p1K)X4|ltFWu1Ci?XrC!nEpqR@BIr`J{bfB z5a>@7p_TIql|%?f3-XhlZ(ij2x)Dg6(&6jY3r<}nkmFkaeRWplEy$lUs2SXc3NF!U zfAx|-RUE?S_6kw>h$sm7te0v+g`845N2uKFHXsqf8gw22O|1JjEX21Y^YME>=HD(X z?j#U_n+BDEzK8kInpsb(2W*M7TbzYeV;>AlCSU)k&#Z$z63IGPXVuNTu$?^q#`w@I z=EdXIHFf`>L`q6Z?9bb_V_<#c$=}pVQHjF=&g!o3kE0?W0iyiawxB#jDXFRNN*#eWaWG4Yawg zZ4`&Nx3JY_p%U-ZPf9r@va-CCETZ@bbV zvTEGgdL1T}BuwXB@!gz7EVTL+bfZ3j3D4Eef@_pHS%`J{6Uk!Je;s)dVvIg~#A&2; zl{@sRVG&ZP%wV*fp9byC^38=HkZ`AoL|mNF_A7HVcmtLHb%hm&8tQ{Zh{CcNMql;k zA&6)}*@Gt-$E2Lu9}k~7j9t~0z0@z)1L}j!NA41$i~>5MlF-pOANAVw=<5>5P@3M% zX*ySgox-)q>&>%nAZE%HUA2xStY5L#B2hhD1<%(5D7CLf+TObQz$*V{)o&wNlj&Z~f}yGgEw($2az+$~-7puf?*4<2qT`9!w5!C*XQ|l@5at>93A^@-j z`k8RgLo~^QH^_LWq{o@%p$pD_hRR>ubSG2L1j$F2D4)^17V+q_jS`uCw)qR&Le;_p zR!r^DkrZ;zKwj^-%Qr>6K$>mYwc$#?B125fs#gt*z~W8^U+}x3Ym(h{?5K=u;`Fjt zpIi=t!u`R9jQI#;nz)V#Z|3Y72jM&|)G_d#Srjg`@=o34i@OiI+b?2Glb{0D&h}U4 z6m$w6XTsggo25VWHl?~ItnlR>ur6yqoSd7a`_f5sXX3&E2lyg1-pR&hJ zJy#6GUNUu+cA>JP@hPg)#*#2VqMlN6xZ91MrOrTFk7ncCbNIgV_9F<47dD}f4n0e}A-E>}G`#NP0psWZa2O&0G3|B!C)qZNGpLwwryiv}jSGOf@UbaTe^x@>cAlJjANXSvo$Vi$ zJ+GhxHOPdUs$5)kYr14=O)X*utfNnmK@7rRVVByN+rY;ivcVSpR|FdY!x)Gbv$vqm4MrVh^gFHv^Z(wndK~B?S-js@ z;$`OcLf}#Vi;g`5<$xm*yBt3*Tr9PJq|hIxv{q`7TM)(+*8Y{;KDM(Oh8F>1pLI}G z3-J+{P`#oT&vf3%e;&n?PmHnFe1ZsYvXVA&dG?ke^_s*{-#T@MGiKhhCF{A0KFZx_ z(QD~T85LL<)KjUaJNx6DkSEO+S{|vDj2{2voa~g~@%eb(|9Rz;`Toy3r8=kxA;Y{v zKDKFSavnxosvN=Jmf9BBCTRl}gi9eyG|=AdcH7NMx8oqKmvV_@o;aJHXl3z%`H2r2 zQc}D979_?4018gG-B13uB>Uw{KMnm@7Zc5-@RLnc3Z9$wYa-g8F_K!%*3fEgCEGVI zH1tjRQPW!W3e1t-rRy6pqUY!vj^qOS+mogvg%KY=v@#;F@cX0Mmy2^C#elG6`bLf* zADgNRtAmO*imV1wS#V?(<^vjcaaM)9=JFNbbSq$~_YkPfc@U6Wz^DjR6A3`(4maHQ z2Di@SL26}BK~H5X+-Ob@ID!rYFuB1b&f3HImvlU z;)go3xl%yEubzZg?yRCsUw%Tn#k?PXa`az=$aI@VI`DD5?yOWj6KzEHzxr{})zSsrAEikAt^fyq3s3j^`x?JD!BT`F+FWb+9$60QIb{&VYbEup04gwD=3XAXhM> zN%^bCfPZP-KnOi!)c$%E&_WOZi-zH}7e2w|NCI`GsjFm0soo-<*p}Qs}u&$i=wVr;ht>5*JojuGcncOOjC9K-#d#XErry@`R(Ex_*Exb_Bv$WIU0=HyJJQYJhP=BUdeKOLUto2kntyNI zeD^C4b@_2F)ynoPDRPHWM}{TOwyyWGxlF9k-HN*}m8YZ^a&ExR1U;5*LZ-OmyWI<%dgrGN%b@2YUhWrb)!v^i_GvXCP14x= zlo9x{n6X0b2M;Y<ET?oAa|30(tyYXCrvX2f|$2f14baqUFLHNaK4y{#Lrg% zyl6?tj!|$m;JOBX_VnREdd{;YQHq@xhv!}$#yD8|-!b*7TkeLxYlgIqD@@sYSge7d z4@Dt~wTAfk3@N;wo!5o*moHwxj|WXzOFrorU=J}jdBKR34s5j)=^B&$S0a-rR5z%W z@Ui%eIdaD0+fDp)iIA6~`Peh#KN(l%cIDQ~NNlEIY)!DmLy;i|xb4Upw*gXk03;HR z5ad^$bq1sHRZ%F*l;XB>{fy7;%zlNNPFiZl!{Hn+%LGcE-t~Sg!wNkB9}~R-J~+lQ zft5=(D*iSCO9vw&f(5{m6!A2Su;6597DFAG=LW_Ks%Ymzh>OEansMJ0C^iNMp@F0E zfn!1CU8&F6aV=L_0d{kSzo$?nwO9qGTTHjMKp-|-{>`X2QGD0fXxi>B24#3`eE!BIMMcd+r@= zy`X7b5wA880X`*tMN+Adoz2xa?0a>RR7)bD!*f|79@^ zJWboq;?@LI+&ypXi)N7D{1vml%pWH-mcfAByPILMw8uXYGrpltNvocbI1CecVY?ge z_0x;{PvoO7sgK-MENjqaMlc~>>WXzS!xhE9ylHDnZN7|?q*pNaq)=DCj)BeXdg-N? zMCAzHCeq~6v+bzcS3+jI3Hvi(I+&N&#`KYH`_3oi zc6s{4TlgkR0$4cwCV7OjCJe4e%jWWTuhC6dy;x8r!HmUH@>;UnzJj476-y2#!752KH zex+~j{ECz@9BNWCsIY&;2%Z`-rpz3K&qo}Tt>D7%YticgvQF5i0UL(d1a_st?VUaH zZ|p^?{qV2U>ZO(8DE?p|BdgOJy(rK~{KYf=wD2ZO<>XRKW}VGg3CnRjPv))n%0_-)($b^#vgPZWOI@1=LCP$j z?#`7I+axFfu|~E|t~-jyyjOL@o)B3Zxy{@ALPC$~VSI{PL~3I$dl`dubdFa;4`yQz ztNdU6h`PE>2&EDhOovQp=-ZEDA4GxsX)gXC3MNeoGi=D%iuY&dSBA}eNk8LQFX6`8!H!eW zj<*p{ToIC0S7oLmayB#+<5+lQA`6infwy=2CMtDu4k+kS4TaTntQ&XRj4z=y^cf&> zjHE5S-Hv#9hW#n_e~IElV2SvPrXtzM2(E^(5~V|IX2bv=hH2%K+U4qD%fv#>lEQB` zKdUGQG$YKuU9N0OVzx*BY}f!?nm6<2T=9{avr5g_In|1N#hK}d<7xI1b@Ddc|>481T4=U%ua*zffcR{2#J;7J>C<8%~gX(Le;R|T$$N>%QT#BbL$EsIcF|}mx#7^l-9HIHkM3aW3j$Z6ix1ef8V(q-Z~Y1NcuXqv+-6{zn=gz0 z*;=A$I_GfBdvlMeyA>(DBQegpyf{-e_WMrfX0@4HvQ#vRX;S6~JZf&6nN81E^UkS{ zhFEvmY+jv(#h$6t6M-#_%2qDIHmE8{&KczXQNbxhrNEeih@$cdsknrD1Sjt$KG5E#YL&yHXZL?GFM-mD9a^0(otIyrsY3bhDo$;CocZu*V5T}HP#w|^i4>h`y;nXs_Po~kuso^xi+ZWg&1UuS zPK7VsVot79vpt*M*ln+VBXRhH{Ack&TFR3Er9hSX>9z0h=J?k<4{Rr-TI}wb-?2`1 zx{a0&h-F8NAEjJXidYD*;(QhSDj{N*;*vGVYTk*s*DbHV#P+#hzvA-gxdNP7;o5baLi}a(pktaz&*I(1)|}rfj>Lq( zL>wrB|8)ZYpPTb~Zu@b6n*>(@f7M5x2|EtiZz3^W*Kd1pW%)~A?KH9L?GME*Pjq7UVh(wSSU*(sK~Kg4cXsGL z*z#<*vv6T{blm?M5=?F$oR$M-vDee0~{AMaZ4QkZ9+ zz4yJZ`?`L22!Y2Aa;DcBe}H5%k(u7ZHm(fEV5DNmcyz12FtTJRcO-Tz{;m&4*qQKb zx{_|^*I3yyb_zgxKzX(LTmen!B&Xn!5P$NB3%(Nfm|!&r>RlNRr{=8<)i~%Oo7_1$nLs_Pff}S=aYDU_SD9tsi5V~ zZdfN?z9@d+ceip=ma-A+y|-rR9v;(gj5qnL(fd{S%AvbzNIMCuHd8cJ)yub!%-Fdc zJwWGBHm0sC!PVa`WLv>Hk~I_!zW~7#EK%WiogJ)0U>w<*GJWPR*ejO)UYi65$iDV zZSOM*ObZK}ziuz!YGr{yvsRJ!(`)w3kEVXnC?{v!n52mQEba2q8-3a1^$c1;<9_G` z(&xQxfk4!`Hy=Jg3!;BP3+H-$Q<+J4Y1y2)D#>JxWs<9LH7XYd`*jJb>v4_RwcMkK zhkm%syVkF)mXJLyemaD&2?={OMP#Hr ziu$wbc)QHTr}w|C%H>}yo-MkKaUhjTDT3aaO*NUU(^AgHwlY4`Cu{E)ndzRKgrZ8* z&)ICQlYf*`3g-BzkJZhxB>j6b)~)R=*}(?Vp%xWZl)|L0lmSefeHk0rcT}v9U6uCQ zOkyLOhbcrxm?+F>3kQjBdP(h3fglb|dI20N0!wErcp)g;4JV7I74T0g*jJ857Sz$3 zjs91wZ)pociGjrTT=p;1<3t}_t;JGLFR6o+IxDWSbDnQ;trRl$_LRw*Ggfnd;y+l& zujQRVWy>^vtE)KXQqD|p==mIw!HTCc*m_?k-{CBvzCrUwW=39kbhpQ;RGB11CM`1w zN;GhHMR)O=&G{9u7PgMV@W)q94#1IUFs--AJnvM8Z=RuUBi|uHL@}AXb@ypZ2Ia|Z?d9VCvR9xN17NA_{ z$R$x1W||wG&^l|m{iNJsxNw^}mvTK*c4VGlNspcyfld{|QC&hHw;ulj<#MXGmhEow z>3;>41j{?=0|!m)CYw?Q*(Kln{p|C(?2EZrc8&OCjCaFpt5k(#?47LVO9>x7*6eXy z*>fIIWXAje-#Z40ktv~3gEnOSdMNfIP?L_17K^J8f`A<%IIdh4h(P=5zbcaNhAn`8 z3KMu;Q-XU^xBC_}B=XM0KjfW1_*&x8nYo63ru@7qKQk`1E6Rr%`K9CLzRty#9W0-F zy}4PQI=iNbrrwrugV^cur=n9eSZ@Jywxq6csa`L$t>EDKt$fzYB2M!_TV=^mOv{&O zNtWTs4^||Yt6}8(EXrRP>3lu*14OX`n$N){2o-qcO$Y3*4=ojhEl`(~RW@DTMk~Q? zZJYde(#~Z0x88`b)~Xm%TUhBj-me7f3$NBAuUGOh20erOQE%?v9cAa>6|Xm|RO`F3 zNdYNJ*b_~XPeB+%Cb46>0#p^gHQ=nXYAl(%{`jjZZBuy6?MTAYu~+zs83$EP$Ib{|PXZ|8-B=4)-k#G4ci2>a7pl38kou{PE zxytVzVQ%sEp`gP|}az!K#xH6rC_;4i;d*V94J%`6H20#G1rFuCq!hGx~fSpUJaYe0#Y@K}A2i{&`F^!C8!+LuURn zp(^O#vp&0Alf%qpjef5l`Qv4C@;;C9Q(n#QbtHw6=_1;bakB)p_5D+car@V4=n~^BPfObmQUfr(!!rS?!5Bk{1KkK# z$d_>~gT$Wmt|U&*`DsE&<8raVH%0@4lccVptX;%LXT?(|a&kG(<@ys!2_q)>YkK*v z4kdt_e%Ec*cY=1?^qLjx1;ZNyRoj~0z>(*>tmJ$sIJE0F93@<5m0z$$--l4fec>m% zaP$fmo(k$=Vq3u{($h;B>X#W$<}@R&T9eJ*E!$^3=sr)LD&^m9ILphqO?Wm#8$>y` zVrP*03e!sE1G=5~y%lJ!$k`WuubV)~MCkb`m9*^5;;=y&MeB#|T*stlX9~E|uh@ST zxs3xSu956x!Y8DU-k`Ryb~V|Q+%m1zCDb{W#B#reh+J$?A$pzgd*B&CE|9bNV%V9b z%80lPNnyv#Qj_4Zg?fTQD+2eOWqd8@{Zb5uQ$4CGSLII0*8rLr5X?jD>YGo{#W$n{Fk+QCg1ii)E%j={mBQx*mzjV7EDLFBQsLqZ%7z35CAt($V z`L8bypmE*%Hu`<(dPa~Ki0Qm7Kg>nDNUCYN7fM;wlXCL)R zI`q=M-13z3c}+K;BqROu0DT#I?t1A>LjcIjytIsU9yu}99BM^d0UpJ? z?Em#cXJftXIzevGguvOl{){9oEf0Yk%InOw;1}P%?>3VJ&l>9r9QZ=QK$MJM>Xpna z7ZK5FIQeGr&NV10QFIJ*O7z`Q+|bh78f>(2el%@ueeqB{o zTio6M48}@;202i}&3kKoq0q^3{Jz71T0CE;k8#g#;>+sdRB@e8|VLp<-jfRt~1EESpD0vgmIg z@YE)B>p#%4w(%FpGwzX`ZPD;kQ@<(H-R|aPPIu2%GSj+%uQoD!w+9<8p zK4uOxf3kxLxP!@0Pf+yAEbSX>&g>z(8L(NwxmsKJyJ$hSN0>r{TGil3MFX$4?8VvR zQYLcG@_pP8dFx8dBj~JOjkeV)zxXQ^k79p2>EJTxc2Qv*2Kb?vN0t1C*HGdONtdlG zwS5u;ZKHvNt|TXe=Lha9(vV$Ch&4aNS^@kqz_x3uInx%l7i>5XxwwV{L(wD4*qRC} zqLWP&eNSNFW0TzCBGP?Kf8>?ZqqKrrzI)LGi->1|E9E%S_sQbxQ78~TmhVSMyc z{?mS1sjV{&?Y!!^=)X4W)0x6YWHdwtaxjrvi`e>$2GPxGW9U8|HX4VwUW5UBg3<5X z_xVBGe@)0mZOHESBwREmiSucOH*sm}0`M{Bb7{(82`s`syxw>{aQMNx(iC{?b~x5r zi+3AnmcmWHj$9Q4jw$Z4atjXtD~ldXLam02z48vXZz?TNX8tlhVD&FntBoC;VCatA zw-~Q#dOvD^2C~4?G;#is?|dPsbaOAzW2Fx00-T=o?QNFU-g{fHZ?LtqCv|7Ik^@{s zOz!;Or{7duf5-o->(B6v;n*9>*1R(G3YXq@Vsr4&m`Q)2aZ31u`&&!mdS>I7 zq)yBr(cn!D@hIkm@VfSqycyW+@Mt8JCV;!e_|6)iHVoe;Be!}F_;=sLV-O93`i&=x zzNOObe-f3553i3s zkT{0*k=yF^!wtnu@ypHxRf;C;YS-~5TF~RonHgWF%*xV4wCJgj=R*0IGQ?U# zSPoCx2`cm4Aj+`y%SdYbcVr)D1PJst@|4bY5I*<0;}c*LEU5+J4YrOk*2e-K8dp#U zi@X<`sQDd8#83XN{qlZ!7$u65@pt8C(O_$>ggAvmxe8VJ%?R&j(N{-1m>#1I1-?Hx ztX(JKIM0G;RlPP8Q=6@+*!)kkTi0@t5Bfs|Ovln16|P@r*22FO2M8-oS5hJ6!pJ82G zIEnq9;OK~LZkM@=HGUv|zq4VXXNYe2R6_=SZMzb5_gcAWs%0gyF6z3G<0%fC%}RB{ z_0OFq>ZrcFiNF&2Mob;Ql8&sG>N$K{e{P;5aS?hkBwbT69j~F3Plk%6z1@Y7*B!7r zXhX9liV~1^=JE=xEN$uX*rZlisZ_imGE~yaBtg>m@7vH0yW6DHJ^dz=Ks{^WFL)yl5NZ$ATuaF*I&#iO-W^Z z2}%ko@u-)=je?Gm{IMJ;gZ|Dc>-+GAj@hy4>*p4abz#Me--KJtZiY}a=6^(hV*2Yu zbtJn>I{iB-#bSt;)Nd?Na?Qmv!TE9*8ub=$ior0hx9(G-y*dX}To;SKTpX&7Fs-JZ z`I2ke*e>)y%#E8ZOkP10yh_C4ud<^?bN0Y)mcZ;h?jhz`1q5Vgl|cm|#7&#;_D)dS z>zoyy>HZLGWxz3P*A+$af{VVX{1^%N$9iVV6WE2k0;6i-LA<+-*O65Al2irC+`oUn z_2fC($3i1Vc-{V`tWX3_;}~P8mo@K!*xq9~INYtj$REm~6mLC)U3f#PNsyv$-p7zK zq_e&-RPqd(N}qo2-zX=Ayqh?TY)joSS1m$b$~yh-(y>~vHO1_VYy*5B^uRV@gZ^~sWPB;hAK`Qty*>lU zgfzFjed@7aVtI3F>S+a@(xo1^bBdodR5xg;a*5PsO*d_>E1agh%9*sH_0yKosUC`% zf671k`8`%1Ptpey8rermE9z5rDIZ=1RW6o^pa^^-)7(zDK3^b9Qw(v1E zsd?#j`UwfP>y3?cT{DPkkgrCAl!I25p3Cao@M`>XwpiXt2KljHsE~k#J8&B|Sd2c{ zYnel2SAYbU4ZP=+%Y>c7uk}GFMKT$0P}@QM-bgcZd?;onELNO=3mUy!0NkJg3_JS_P&qv|Jsa*1=y9+F z{Oz>(_^TQ6v=c}kn&ZoUf0mdcU7Hkrk&sGJ>a?90h?~r(J+H>{bgIz=<6-XJjRNBl zl6lR9YLt+{lI)tx?x3yq2`xZMBJt%l`m>9!o~xe`vc^jd7395?`zoHF16A()op$;A z*fTA5upxX6+{#E*qNxkXAWI-F_Os|u0y(hR9-!#hKLjRA;6*^%IbXg_yE)*j)@l9& zK4%I6o?SmbRsBl#Yv3|OUfkG+uLVxscQVVYU4Vrv4_-Qc3Qr`s7ux-G=2>#w#ak=F zYRgr=!dH{Q3osKETlR8WOyFvbkMItZ!7zNt2N%Rwh))8f<5)5)mwb~i?e|Jh#PRUpiIXp-3HQ`<27?}INTS7{pqYaQ>i@pvc0eNmzMw6;XHpTo7gupMG!yqyv} z?F=}@6XV}ziMXCMxCB%Uffxe<@1W=T!lwSA7TEs9zY6NRB~93|Ql#IgYh7Scoen7r zVL&OvQ{&Luvb<-I@c781xo@{+7=-SQzC365r*DBXX&}8Ts#igxvz|GD8#4@HJQ-sR!R9$8Z;rR;+bpOO@`J@UPMoX zO%d+bP2ozW8qHJwV;xg~{m2m(aM~ra+*#N1n$>0>=hTPaZ`C+pOW?FYDBn`}-kBVU zUdh_Z#LojGEp|UIL*d5j5z>s0XBYfjFyqJ0p20IntwVN!gmGfrJXBXvmyfD|Sr_+X z9{Hcv<&WpV8(xYvp?D-IbVD61jt_36( zk3pNFf%m7@IMIveeQ88g*N-~- zvmJoXoG(1bMSXEd4>T4J3V~F}y+_MF9b&O|pWmG4Hu7xDaRc=mdGU%{;-F_63!7mQ zKS0?71P>Tx1H?|SM+^K&0k zCgA6lSHBIoBoQIKp5)OT2YW6}qXoeh)S(9Hq&)nLg$ySr!&dp|_eUJ1xwQp$V7G zZ3a(|k?E}F16tT$SNx3;zL-kxWVP7Lc`(P#LZ3RDn!J^FB7Ro#>|qsCw_IP5!c z+<^I0;#MvbiV3+Fmx761abCg2f)OpA(l*3M@S%){ZMS9fQr=pRhRGaQF9)?^W+1{y zL*{>>e3q$7LO+Qc_bueA_c$s*7J>oX`4qL#|6jH}@0|Sq#sqinCK;Xdxq@mHTJ%8l zpIPT*6z2_OK6>hm2polv=M#tjX4SVIZJl{kK{aLI_BkP=kAGSXXaOMs1lEybGH{IWbRguktYu(T{}e|CSU z`kLQ3uy=@#sj;k&JioFVXGW*w_;{n`6Y?;*3%!^{a?T|twUlkGn{WjsXZj)k-d|7w zyx+>|>k9W{Y4N@BL}U`~Zs)6y6RvR8mOFzfU5|AR-Dh)hkQnYLQ)yjNc9IPC=f7a1 z)J0#~mCuV$Hyq1^{#mL0f&ro2fo_^ZZ}rm7N1k2P(yjbDk>xYRNB$OXX+dNKf8iEx zAA7`L9Q^UPgjwB$qelJb@l{6mv2KAch6NGW*Kt71{$pI`zW7fEhb%FK+Y1EKHpax# zRSLOBsnSLh#fE}pFqV`>4e1B8x4V9LYY}{E-;0wR2ilinYbG?9D>Q+32LEoQ{nv=&!SELVJup2vyTPfqjrTqrbHj zyX5)`A544H=8_p@ELMeIyy5i>sd0ZzT*=jTSBNL1nB6+P$`)M|=gn?^9fDrz5;uz4j2LDtEIxK@_}>fPS`1bot#-gHDEz zE3TRBJ27`w~TeoEDZR!;s!4Gx2`cOfvHR97dtg{N*oS zK<_h{sM$k2rEz7enTbV>n&g(EQHH`I_EusU@w%^N4L~3WWYSR$HGFudIIQo4X2%5-l6dW-tM@Pw)l*X)`hJK+tiV}3#;fWu&(u4)0 z)|n8J?*h|&OMdhh-9djrH>zz-!@su*Ma0ch=H3nf6PO0D4sOSb--D|2Gk*mE%$m*o z9}q;UQJjY|$CHsTmt1IZ`!rv_G)_&R@vLV{FWe5LyBlwovTU?`fp&AnszBjJ)6e>b zPV&3h&s=S_C!6g$If_i&Nd$#h5(;hsiWX1y(@)eV1o8HZSEu!bOqGXqlNY4MJxq?l zIW@Et)Hy8NiAY2Nmc%*f%^_M&{*-62B#QP-C7Hzit|0oX6Qb%3{`oUX6Z>ke z{{s-XhSU>B8A@d0rHMM-%;0iGUz`!eDtHE2IjG7ihU@7F;D@xdPPY@V_`i;(HFkvB z^)kwScTVw8zn`ge^45x$==z~g$r-Cy_w|Pje?_S%Rztpa15#rR!*|iDx9h)TeTw?& zN_+C8pETaj$+&Nct{TUuQkZtE{L%7KET^YnFwRrEc}c}hH(SGSakZCuiBzp~K}DaN ztAWz*zW19gOFzm6X(wJqV@b&9DLm)HZaYcx9*Jf*#Z2XPfYjch!hU{-Ztn-Nn3(h$ z;1)lK@i`C%etV2;^Zw8gv;dLpR&4bT z{;+e8*_^V0i}HJORL&XTik3}51+oB81lX+z0by&-b{|*_tfxv>zEUi#MR>_~=j9-2 znK8r{SsK4)t8r0mJu0lWXm?-j!G9ZF*b=>22MO)(#v1#gls7+DjkK7=y`Q}s8o)7U zL*mkJ|Jw|`V-J(<(^jvT0z9JSjhe1_HirYvsIs&SuSXvQH%M7?^k*}8r(be>+3Njy z!!x7kv7tEq=_${De6}m6&zm%W&t^V9>q;#3649x#X2D_R1P*&h*t`Ysyof2GmoX`< z*Q{=O3YsxP-)6?ehz#AXNP&BRfZIVpvHsh5^5oo;o;SJ9?)2+Bsm-GaoCxB_=Qq(; zacUpiyvuG9H5)MvdNDn&BB?t3s#?CU|NJd5cm4ryCe9sjS`=oDf44)45Mf=fN9XV| zgvkp?pKR<)TSefV`Mw(HoOUxFo8Ehbf1JZmWy`cSG5r0sF*n}s26A52 zbe>_n(~3n8OPFV7PjVM3(C1QY2{Li6|G+f`6tb$n9fdbWBdzpuA^v^@QiNMsv{fKP zYBBy2M6!WTcfih7&_s33s^a_2uRLI8TX{2S(-PUU zlJCRP&c21j=jHb4K$??&QDJI}aR@Sv;X7#4j{6iC-kA=%q4D#C%5l3Y|fn>zPH; zKYs-^2~5#O@rb0WggliPxbkaG7+B&h;*C@GsIbkU+Loo#?)l2#rb4bM+K|^n7N;Mh z>|#~*jlV@yJjsamj~px|{$yjK*h&U82>XeY#7uv%r`41#{F3RMvFW8qyBREcV>uo# z05_zjEc8#Y`d7LJfH;068RDD@qHxL1{|Dfs4&K;o7BlPw9gTi*ln(p^>&F$9JqP1_ z>dl^=P5M1|yBKuzFF$Ja5ea*BRAUNWUL=uBx8`m?bFx+wNex#H+=#WnvDdmn#A8tp%#fi6UoX97ox9)xVV4JOyuy%NpbQ74@sdxRil#Gw}#GUt> z4VeDeiT)LaN)`jqW6SkoLAC*+o&UnHtph&u%7=4!&pBNDgob&Cb4?Fcv-^ue0^=}i9Tnl-v)7W&X z2A85n{>b@*h)D3EhW@9dO1^lwS~0ar#M~4IE^}Uv7mKp`plQ#^esb)1GIvycwBTH| z!8*)FPE|aVvHYXzAx(78Y~3_gCS&R>Npi|{>##b?>bM`(xO*plO1>7K+;!ldu;KBAIe&2(4oR~AQ}5nMYrj+?B*9(+ zVUc#I*01LvZC;>>#b-i<%Mq--A1k;JhR|K5mqWSeH(qUbuq<3orsAvrF4rp+GRlG;63^$@m(PvC z+0puhN@K+55-%Q(AkOv5i{2#=##Y47k|ZKfCbP=E^Tn1Y1;L$2kfk};CQ83c}$v9Q0(WeBfg z45i($sg*^`>AkA%P6%7C+%~$GNR*-g%F^jez1bD;o#R18`I_}H^UwRgPoz|iUtzlv zS8=4X%8au*`m_z)`i-~x1X1F2JHqfa)0!Q*-Hih_qw(@4lwCsq__+7PkXH%-Az|1j zT|%nxd(MO+dYoE}S;vZwUeby@NaT&8G5x@_1dw`418O_m5fVbH@J%wuX{w;t01SWqaOT%NDjm3T(BWzJYt#XPJd@P|Qb&qoyYsT?*( zIfk%M46$6ru_n&k!sNI-(=kY|)tTM_$uOzIiz5DgB&NA4-LSWslrmKxT|>jICQY=7 zR{aqJ=(K3rlBs`}Y|26j;F|Bs24B@#dh z*?kS0J#C+nYQv96t8o9P0`D}k?6kJ-b5vfYc&B=v>s}m6)Loi#@9Ly9(86hllW!Ox zY$?Yb{{;BdvfkQmQ^vcTsm9^sZdNnpk_K7lGp${fS; z^gr@6>Xn+~&BHc+jFf^>aF4t^URny`Z02U=xaHyn?#%5qn5fLFgE89dr_aS&#G$dk zO_E=%IJRFjZl3zWR4(LN0P6K~wbrCxO1m`$!`i)aa%_f_!x24-%tsKaZJUDJ4aFGe zqLMYVn9R;1CX3Ks(4(Rn$L>bmJqW)eDHCJDT;t|q(RP%!OTSLhPwOZ(BJYX|OmS79}l@7`vNn)7B$ITv{C*-49bB?VUMe)9#cAg)tw0t8jpI0F3c0pomJ|S~gf8)xsA$v2^F+ zJ}l?TVeX`=7`Cd|UB}?ZH*B^>zmn1{%)O~#j%Q9bY%mT?t}qqEwa&_MgJ5QyJ=}$@ zzpo{GLV))+%b6ZUE3wif3|lKFag3`f4&>3e-AO|rdb5A)q})s?_9J0kV$W>gS5xI?=U5KM%>A6#+UMpe>0DU&}SfEqL>L9v}lq-ao|QX-*-u*9DT`c%G#F*?RadVZ-2pP`0F?<9rnS+vRnT>p;*H5}SJJ}Q5%aXKKOXsM?aYqH7}zd!3+rRFVY#i!*m!I6Q23_l zT_2vmz89%l%XYgPWigN4gn_upU%4j<8TbL*L(dDdGRQ0OY*h4Kzibp?j@AILMVr<& z*MZA`Nv)Wdk9l^`&xr4$hG9$wJTArrclA?gIae6UIAJSX!p;!7agg7|{iJCK;WMps)mlG}ACv1rCb@^%=uewM9hWyvi*>Q)?EdC1z4q?VNzqs( zLYX*Vz2{Y;S1o(^lmge1p(QB zA_O%b?~tXao9EVFtOZT+h?y@h1uM~ylie2JJU0E2xL=w0YnW*{lPY0vCKKk>>GG8Q z#pQEbl4Cx(kRIzN?AHpfj^CVc+#{vzPL;vnI4I&p@3<34TgqDqW5=bO+Yjta; zI;UT@V+YS{>u@j5;X(RJW%~Di;RkGM&UkrfrFo)Tv;CoMZdYq2DPfFAL;HMIB!I-` z-~Ur9j9Bw^5oduip0gs3oGGp64eM7%%^K$APRgLRotZ2JLmGMTNFMX0U_(#HK46PG zNl+U9X*~Fnh4b8v9b8;6v;Dab%yv>S>NXoM(;JW5kM-3y(lTHm9=iKuU&3}P_j|Lz zBB@roJw6xik0uDi7@{br4*OzV)8L|N_HMZoOBirn>TeaqxDZSzyij~qu1T2g`oc<( zKSTT_4ZYRWtAXyKF-b<|m7Mr-&8F2Mryk!7rcmU^M31%4@m|I)^AY;jtSJy{^t-Xs zo6q@;C6plKZG-L^IJN0!o={W8MHc1>{Y4~~SwBK`b(33Kv8erqO6%k-V zF>zKhhh+CVC`x&viAGmJFeH4yVAtYc?6dq^Cc#&g`4$!vd+Zh2dSdMm3*+GlT$M|$ zk0TS#g_2|w9{^wpQStvTR-G3IpfiDZ>(0q<#_C%~E`|BGY60ds3u3MHk)9MYG0u&g*ZQqlyfArOlktGC?UKBYLpmilbh zgMl2}d>(_YNjF6h`!G;F5%vKv7XiTTVA_a80lsD;G0~wcmL_;clVbE%(W~gcOPIL6 zK9%M*?hq{Ast{y~sTGF{8t4b!z=weIScnkTTg>+{o#b~?JXa* zrnx7B1)=4i@*GfrL&N@2FkaX%xS?V4Af3%mfqU{SbBa_y&GF^ZK&wdT-L4er=W|{2 z@jzjD9t1aKEcEG&*H(U$^Fh6p`FOi4>5GUg+OK{nx~wUf?n==-hcNAOhg{&CKq}sV z3Jy0PJpDbW4PJpKc?~7{k52nb?S!oQ^An=@x5|u9$T|wqY?YS0f9$)eoYjWsZZ?M$ z{q#~Ss-o2J=W|hdf;6aAHG$M1~>ar8;@U55tdm6pR7QIHpgxo#?%a6e0J3COM z1#@IcDrIjd4V~aV&eiC^XA?<)j<@7**Jd8f?X?4zp@LZ9j5C z8v8>q1gZGKF6w)#M$k{O~ZUUEEj$2ui&xKaXxF}`9Aed1w*Hg=O1sV-XkIgm~ zS%+l#{d^au8ep$dQPp_{sQ<4x{)7H9hM$Zp91O4{EK7##qvuM~Y^lkw)3$+XKbXLh zx2|oJ?D*$7`mFO2=(g&@KgSH*Ov(ywmjU7MW0q^Q++-5#Tb~vH4)nMRu|*K%5VVOd zB9K2CaUXJW_q?NR&2)J}qsipe{o?!7bP#KyPapR4U_V@_jcAW6p~cZp zt$p?6zNr4C5~WN>*-R_WP&Bo^8sX zjeHMLeCZ0HXf7$sR1G*Cxy-~mUYXh+d4)}cEpj@5aA+1{^<>F0!@cyuugj22-y%17 zz2BMP(UHarHe76Cz%c7jM*<)q0Bx2bkJcDed$aVb-D7lVZWzHz0toU*zR~7Uu1L8I(o{rB3)tHQy$rQ38OmZm2U_RnyPtsG?L-F$-_AA#~ zXb!ypyKiV+TcYXEV{hUis9xi0i!dHh)s8l(SUgTyo{Iy6C3a`q{~<1Ac*_44yjXGF=xCxs19?hiCTGReP`ze=UNy+l`)qnjnuu5-q^+rb^QkdHc&>_b`+S={qE9nd7~&)iEhQ=&M;=~;IJ6V zn1#80{lOB_o1z@(Q}=)NU~dTQHF(|OFP+GOHDf78Ht`v>#R2qky9{_Nur+pwC#FZo zdvNs|nKQq5?D=O$1p;VAV=3RPyg2a$Kr?$lN#1kjt^E}vo*nrChde_V`*0W0x(EaCF-5{ zBmQ|uc7EsLTS;%x@GA(d-$Vjm!Ql=9@qlF0&v0Ff9eFwM?efE@_WDL>-S)KO?Ggd(oH|}xcBPVN`XJ|Fqqkt{()H2soP1h)k@qa zUZS-3)1U9^G5R|8>H1b?AJbJV=tv^I?N#Fl97)#H&X`ZA<{%FWp2?mmd&G)=1C^;$ z-_Fz6zFJNovq=Et`1a~ywOBX@EuK`U1OVo@-mSv2LO(y>G!}q*{d zS|p6>uc~hRQaf#y^uHYTF}QLJ-tJ0v3wmYnEf4fTr9eX7j*Pwarn zq@?p{ll_S6?6W%|lQPq9L&>MAr1TMRk^q}TrPRdx2;hy}qnP);28rZX5iftoMR|g?B_SVJ^oYmNnPE`qIykb* zXQ|)MXLY!Pqs>_|^XAjv(88@W>1+Tn0IM6p0)62p7WStlAK;49`9LnG1I8jOcGbX% z7{3KhRO}M)Qves{Cxo-O2)j@LW+PC-?I4!9zGtG@XyXapf7y_u0gERjzqH~^B-5x+ zRCdPm726t|C_LCID)rUrPXOgZ9g|6i;eUf@c)SvyeLj4l-kGD2>E5VcA{gHVT3rGF zXx-CR+6d-_fnP!DSJKgDeRgXf6%%TGKwyBrf@#ra?8PuI)%3R*dGUgzeoU*uTZ%G6 z(7ieelhYK_cb3gn0xT+HlXm^P${ANqAq|pzi#BDPr?`nJ5zIcjx57MYOA=Cof1hp4 zROwMv{lt8KvRcvo(S;Q(Au1GkKB@j+Ia1?~Ed_de{Sx(#(nVrMe%`!Q@UCdE;yAgh zx4>mdlCHwktv{L2*3{RLb(iJ?T|WD1HM*D_(81#9YV$guoSU~;`N%ajn=yB|nQd#Y zWm`iNf&=b$@~`B8ZS!!sn*yA)?x$dxA+UqbH|cGzlYS_R@{q2zS?IsDpQ57It@?UL zrZryZ7QLSoGXTK!MC^;cC>)(1h;_kVFgqEJ)PiLGg&u57$^=AH3w`Z8n1uiw+P9yz z=VR3tp|)unE(@!6E75xo#dD%dbO`e3EWK1~lVjZsPB7BW_eA4Prqd&da#!#hwgKh? zR#3>%0@8)RQ}W-StLu0y;uVH-Ff&bE&kuOF{*7lbt}65=#%j6vf+;M&(iqF)uP6z* z`W05p0l2oapE@5>2#CMeqBX+g2^(+7sZx=D!lZ1SOQuqzZt=MOQV9%z(OP9l#Ue(X zZ@7F)gMB!_UhY(gpez3m#KM`X;FVk&UqMC$IDI+;mA=g<2;O<&WpR3qUCcrs$9rY+ zd%WoOI%a4k^B`ZRsH3{)`SH;I$|M$_ldbL>~l6m>`Xlx z%AI0>rG0n1)P~X@nf#VF@yUA=^BE_1a&9p5ryWbUZmLJI0GtZTh@WjTd_lC}7BoOo z8n8CVNlc?x44xeiVL9>5&|^s{!!;uHZyBHZXN|opQkOkoEi>LC(hgdU_~f74BG7l5 zs=#LJbiHVj#6M;I7vvNGTpu%l3F=EJ3RZC;!B&<#?C4y7W+V?q$Ge^{e_3wE;|;`u z%N4&Wl5}8E#XT`11#A!MYD?-lO1EdJj2HI*M(iPtSPng#w&vzpBLpYkAMD`O{&}b4 z6DMF>+6w6NbgN_#9#GLQ4x}1hDe`*cVC2H(f2HcZ1FFUpae9oOa%v+uoPp$UuLl7E zzIpqh!o1O3Gqo&lG#1a!a1L{1RXrv9^+m%b`~MI*KcXfd$k<(QDio9!D91M)a{4z1 z2oSS1YB80SUowI8Y_vO|=e~wa5jb|MdeM3AAXg$bRc4}t)Y#{4ez~WVJ zS5ihzJsiJY2ANK9i(?4h>O7+*d{{&uuE+f$bwF2pV6RNz5gNrnU41e}j5fBqf0O*$ zTEmM8_964&o|rb`t$QxO@k?ZWYw%9+b;5_Km)4b8NVKwcbGC&JWr)Uikzx1~WGX*I zJk-EQc0Z|;8OfofW)A5b*>!5IWv*Dew~0z2-=k~@k56ngJC~T(+Vk)(jr(J&?6CF| zMzyw*+OAv2mxsCSdav(qaNN&f8Q#jTF<|6VCH@M+0o!F$Cwhgkk07x!33brVgPf-% z8q}DGITy`-ny}d!*z79L8#7KbCWe^)P~5=oy6YZ9Mx z9zo~4SD|ynN0bmoy$qk#X^p?oUUI<`VojwcUc$ z#V@L)2Ks_s+5s_%6)`#W!+#@ECCMyMYlva9*hT|@a{2D@=RPg|NkT`ogOZvv=S3-l zYF1PHa`f{Ks%FU0brQd znR6(s1qFSiPZnt7jf@Us#LA+*>ASmPD&)FkF#mnBz!FC52 z^W(3wBXSqm<50?K>Na7dN9a7y+m)2uzL_>X2XlF=Bm1F|c z72~w~N4!2@c5O&Q>CkY{tZ}*{hqOnrNx~!B*xp%kNHPsbPYP6bFSf)~f?po|AN-o$ z(5WIYw}{PfE}H%e0(4_;qE%ECH;;7w6r zG@%e?QM`3i$;7JZy|9Wp1QTK^1Ocwp)ND$7C%}N-XDGcm2#N(rxIO?wDhlYiA9tX zYrKVhFWS&xv#J0ywTQCVBi_eKNZ1$>rOE`^U9V&CQsqS^G)b3w2W8D;Pd)Plp+!~+ z&aEmz8|j2c7O_&`QN`2r&Km1fOGtv)E6Z+$n&!{%T!mbk@CkAw4hN4D5weM^Nj#0` z&fbQ0nz`K?5EsU$|m#h5G(WD zRo*8cLG{Fw)Y;xk=rv~{!*-qkg=K7NLiYDLqx8LD$5h#0XBu;FMzNdaxZ=+qhk!Mb zD+r?jG-2Kvsb=v6sq(Xp0BEw5Lst@ITSl9o62W;njG3*=>Y=Aq_~mb{YYCLD&nSeD z5+;r=oiEoP4;CMJHl={oR1FKvW`^vnQ(OFgpBi3^7~`u~C};CwcQl*F98hKHm6o#r z3zwEKA`4db{}#GCc;0yC7{$e_*4yl8T}h&Tt;qkUweyT>LdoKI5~Pg2uOH>OEz=nv8`v)>kOZ34`339x;Dr0ilK@Fn%#Pj&s(dmcluUNO2FE zbKCN9R~Z6ci`tq6LQCMh!Fo?9VtXer0**}6AY@;#wWLO5J@4lgo8-(euQov%>B@JW z?BdowZ}#5t^P{C&MCda#YHRg+7@fBb`^6d}i!<(kG~P zN-n4pm=mbkTug;5Nk{C%m)06qS%=0iliQvXd9%;tkq*SowY}?|5vBX`cjB|oP(Y+2 z(i7PZyv2xS;Qn0ps*%q%{aN?6y1vIgNnR=2(-JAozv9;}%Z}kjhKTa_M!jRL%nRlJ zNIof{Qei_87Em zAVHWIa(jqi^i0VCc(4NN-ca^Ho+v5@*@gI9K!U_gm zeB+NixDTcoTzN!JlzB8F%10G@a5k%RAlzE2#DnTEOm_3M_GB~MoOss?(Sl2wM7T(!Qg8(vG!ygVzJ|1PlF9V0sCN7N>W%`OP+7ea#S)f8`hqIN z73B|BU@hYhjj7 zqZ;2(2pXDqFmm)P6d+@I9{%ixYQOnffp_SM>XjR#)l+92RPT`s5_EZxv}}U%r@Zs~ zFEZ}&QJ>Ih2?B+m1NS*x?Ju5+y0&L-y2BF)EaWxAV@?8P#L?_Hx5l#$s`8St5(mVT zuJ{c7a5#11^CMmP{J?eiN}2_tx*Mt7W8_i;g+z1J*FfjSTCujY-vS@u!RvBXU96pSg34FuIbIX zjMgZiKH&WJ@^T;R*syF0hydGc#6|SVUlnXDD5MNg*VmIy*ra22XdDI^9L_NTP@n+3Y~^4mu3M5uHniWRuCtko@Jk-B?OyyYUZ zDbnjKL+KixHjuT5W2Nn&6_ZhB+hQ^JEwF`3>h8-we3R950^0Dui>K8U;aKYfNl!*K zPC}!TfK`*^hhzwEF2|hXn@BOLJXucL>$r$;Ft8B_fQHQzE7!m2ZbWN7L)|kq0Bf1r zxNmf@T|Q^I_GuBfrSR%jSZroH(`Dd(NjKe%oV~f!`>u=l`&VvPTlze(iTTiJL-kyb z@!=ivDO(k2KaTozJ4pLV(VcJM@2+=2F!LA|*T7D=iR;anAl8W`y<+hVucKF*JQ^Tr z3>1@@JOR30Y2CPg4fB<{a1Wh>esppI;hLz3nVALE0j+>lKt9BGgplhhTN2YL@6xv~ zwG5fXCVt=ejdSI!JUp$uOD<~xR0={AX%UmozdO!F2Ma?2?*VT2NKOdx|8xj{cutIe z>Am$t@l+n@zH@b}R+kA7wT>Iyqy@XL;Mh>$CTN$kU*ZdL0r$GpDHl1rYpWW8T6cT* zRF79Je<(r!%m7mtYgLAR4n8>S?RAB{a!iL~-%#!GBxafZyIVa$sMfZR`z+7wLM z>FGd!)21nw;p_S(y+>9c&V2bZBw5hs!TRa@L)w*LDGHpt|4__Qq3q0`gH?q75AN9Zai8{?{vee`s+@3NSTE99mr5w1kEUIZBtcYeTp&gsJ(Rnom|Dk-Qo0zt&*IZDFh2IQeCEF^$5)H5Y+X5&jh`-R17Bl+Y zeAEOZjVY7$IX4Kh9G;NJucaquWVT1Gd-EbW#3z^Qg}8OCi`PAf8)dP(adNFB_Z$X0lAH0|kS$ zp({s^X9LO;OCWscW_54uK_>P$-;Cw)p9IP6`e5f$?@E9r$6~LobF}f|LKj3V z-8h#ycnG;x2Uf)33zrd;xVfH*#-oPibxJN5>Ib2yS(zhY4sCUb$pswxfGg3AF zxM68*yJZ>Z+A(~bT3Tm|*)nr_8AQllu(&rsVB8s2v^(k$JLk;aPr8K+-86C1`C0PX z9c{w#41%7N5$B-uOx{Brb_nOS+Wf8q>J~>2|k`z@-b0Zw~52H718?B8t(1A**&+8Q8z)uIlxuxBs!Y*lIBU b59<`n;_}?!xz-FFz!)%N%bS&ku2KI0;CS9> diff --git a/2022-06-08_transfert-des-voix.ipynb b/2022-06-08_transfert-des-voix.ipynb index 8b2e4b4..496cb22 100644 --- a/2022-06-08_transfert-des-voix.ipynb +++ b/2022-06-08_transfert-des-voix.ipynb @@ -14,7 +14,7 @@ "\n", "![Prédiction du transfert des voix](https://raw.githubusercontent.com/laurentperrinet/2022-05-04_transfert-des-voix/main/2022-06-08_prediction_transfert-des-voix_bce.png \"Prédiction du transfert des voix\")\n", "\n", - "C'est à ma connaissance une contribution originale (jusqu'à ce qu'une bonne âme veuille bien me donner un lien vers une méthode existante similaire qui me permette de correctement la citer...) que nous allons exploiter ici. Cette prédiction, si elle est efficace, peut donner une idée du transfert de vote entre les deux tours qui a lieu en fonction des préférences des votes de chaque individu.\n", + "C'est à ma connaissance une contribution originale (jusqu'à ce qu'une bonne âme veuille bien me donner un lien vers une méthode existante similaire qui me permette de correctement la citer...) que nous allons exploiter ici. Cette prédiction, si elle est efficace (et on va montrer qu'elle est en moyenne correctement prédite avec moins de 2 points de pourcentages d'erreur près), peut donner une idée du transfert de vote entre les deux tours qui a lieu en fonction des préférences des votes de chaque individu.\n", "\n", "Nous allons dans la suite montrer comment on peut estimer le pourcentage de chances d'exprimer une voix pour un candidat ou pour l'autre en fonction du choix qu'on a exprimé au premier tour:\n", "\n", @@ -92,7 +92,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:22:46.946555Z", + "iopub.status.busy": "2022-06-09T15:22:46.945936Z", + "iopub.status.idle": "2022-06-09T15:22:47.255501Z", + "shell.execute_reply": "2022-06-09T15:22:47.255922Z" + } + }, "outputs": [], "source": [ "datetime = '2022-06-08'\n", @@ -110,7 +117,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:22:47.259823Z", + "iopub.status.busy": "2022-06-09T15:22:47.259337Z", + "iopub.status.idle": "2022-06-09T15:22:47.261017Z", + "shell.execute_reply": "2022-06-09T15:22:47.261528Z" + } + }, "outputs": [], "source": [ "import os" @@ -119,7 +133,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:22:47.265767Z", + "iopub.status.busy": "2022-06-09T15:22:47.265070Z", + "iopub.status.idle": "2022-06-09T15:23:57.992840Z", + "shell.execute_reply": "2022-06-09T15:23:57.993240Z" + } + }, "outputs": [], "source": [ "fname = '/tmp/T1.xlsx'\n", @@ -142,7 +163,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.001651Z", + "iopub.status.busy": "2022-06-09T15:23:58.001158Z", + "iopub.status.idle": "2022-06-09T15:23:58.036558Z", + "shell.execute_reply": "2022-06-09T15:23:58.036914Z" + } + }, "outputs": [ { "data": { @@ -379,7 +407,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.041180Z", + "iopub.status.busy": "2022-06-09T15:23:58.040594Z", + "iopub.status.idle": "2022-06-09T15:23:58.042782Z", + "shell.execute_reply": "2022-06-09T15:23:58.043119Z" + } + }, "outputs": [ { "data": { @@ -414,7 +449,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.048311Z", + "iopub.status.busy": "2022-06-09T15:23:58.047832Z", + "iopub.status.idle": "2022-06-09T15:23:58.053944Z", + "shell.execute_reply": "2022-06-09T15:23:58.053423Z" + } + }, "outputs": [ { "data": { @@ -499,7 +541,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.060279Z", + "iopub.status.busy": "2022-06-09T15:23:58.059660Z", + "iopub.status.idle": "2022-06-09T15:23:58.062168Z", + "shell.execute_reply": "2022-06-09T15:23:58.062512Z" + } + }, "outputs": [ { "data": { @@ -642,7 +691,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.066352Z", + "iopub.status.busy": "2022-06-09T15:23:58.065740Z", + "iopub.status.idle": "2022-06-09T15:23:58.067834Z", + "shell.execute_reply": "2022-06-09T15:23:58.068225Z" + } + }, "outputs": [ { "data": { @@ -676,7 +732,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.071456Z", + "iopub.status.busy": "2022-06-09T15:23:58.070983Z", + "iopub.status.idle": "2022-06-09T15:23:58.072749Z", + "shell.execute_reply": "2022-06-09T15:23:58.073136Z" + } + }, "outputs": [], "source": [ "col_start = 23\n", @@ -693,7 +756,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.077588Z", + "iopub.status.busy": "2022-06-09T15:23:58.076980Z", + "iopub.status.idle": "2022-06-09T15:23:58.079124Z", + "shell.execute_reply": "2022-06-09T15:23:58.079526Z" + } + }, "outputs": [ { "data": { @@ -733,7 +803,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.083809Z", + "iopub.status.busy": "2022-06-09T15:23:58.083239Z", + "iopub.status.idle": "2022-06-09T15:23:58.085402Z", + "shell.execute_reply": "2022-06-09T15:23:58.085728Z" + } + }, "outputs": [ { "data": { @@ -773,7 +850,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.089669Z", + "iopub.status.busy": "2022-06-09T15:23:58.089168Z", + "iopub.status.idle": "2022-06-09T15:23:58.099523Z", + "shell.execute_reply": "2022-06-09T15:23:58.099859Z" + } + }, "outputs": [ { "name": "stdout", @@ -811,7 +895,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.103175Z", + "iopub.status.busy": "2022-06-09T15:23:58.102704Z", + "iopub.status.idle": "2022-06-09T15:23:58.111935Z", + "shell.execute_reply": "2022-06-09T15:23:58.112303Z" + } + }, "outputs": [ { "name": "stdout", @@ -857,7 +948,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.116805Z", + "iopub.status.busy": "2022-06-09T15:23:58.116241Z", + "iopub.status.idle": "2022-06-09T15:23:58.118375Z", + "shell.execute_reply": "2022-06-09T15:23:58.118924Z" + } + }, "outputs": [ { "data": { @@ -895,7 +993,14 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.122142Z", + "iopub.status.busy": "2022-06-09T15:23:58.121640Z", + "iopub.status.idle": "2022-06-09T15:23:58.123683Z", + "shell.execute_reply": "2022-06-09T15:23:58.124102Z" + } + }, "outputs": [ { "data": { @@ -922,7 +1027,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.127160Z", + "iopub.status.busy": "2022-06-09T15:23:58.126629Z", + "iopub.status.idle": "2022-06-09T15:23:58.133165Z", + "shell.execute_reply": "2022-06-09T15:23:58.133503Z" + } + }, "outputs": [ { "data": { @@ -972,7 +1084,14 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.137200Z", + "iopub.status.busy": "2022-06-09T15:23:58.136591Z", + "iopub.status.idle": "2022-06-09T15:23:58.139143Z", + "shell.execute_reply": "2022-06-09T15:23:58.138797Z" + } + }, "outputs": [ { "data": { @@ -1002,7 +1121,14 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.141946Z", + "iopub.status.busy": "2022-06-09T15:23:58.141482Z", + "iopub.status.idle": "2022-06-09T15:23:58.143310Z", + "shell.execute_reply": "2022-06-09T15:23:58.143853Z" + } + }, "outputs": [], "source": [ "# df_1 = df_1.drop(columns=['Nuls', 'Blancs'])#, 'Abstentions'])" @@ -1011,7 +1137,14 @@ { "cell_type": "code", "execution_count": 19, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.147521Z", + "iopub.status.busy": "2022-06-09T15:23:58.146955Z", + "iopub.status.idle": "2022-06-09T15:23:58.149140Z", + "shell.execute_reply": "2022-06-09T15:23:58.149623Z" + } + }, "outputs": [ { "data": { @@ -1041,7 +1174,14 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.152944Z", + "iopub.status.busy": "2022-06-09T15:23:58.152440Z", + "iopub.status.idle": "2022-06-09T15:23:58.777858Z", + "shell.execute_reply": "2022-06-09T15:23:58.778225Z" + } + }, "outputs": [], "source": [ "import matplotlib.pyplot as plt" @@ -1050,7 +1190,14 @@ { "cell_type": "code", "execution_count": 21, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.782345Z", + "iopub.status.busy": "2022-06-09T15:23:58.781729Z", + "iopub.status.idle": "2022-06-09T15:23:58.948621Z", + "shell.execute_reply": "2022-06-09T15:23:58.949027Z" + } + }, "outputs": [ { "data": { @@ -1100,8 +1247,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:23:58.954102Z", + "iopub.status.busy": "2022-06-09T15:23:58.953415Z", + "iopub.status.idle": "2022-06-09T15:24:22.275340Z", + "shell.execute_reply": "2022-06-09T15:24:22.275733Z" + } + }, "outputs": [ { "data": { @@ -1346,8 +1500,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.279840Z", + "iopub.status.busy": "2022-06-09T15:24:22.279239Z", + "iopub.status.idle": "2022-06-09T15:24:22.281330Z", + "shell.execute_reply": "2022-06-09T15:24:22.281729Z" + } + }, "outputs": [ { "data": { @@ -1375,8 +1536,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.285427Z", + "iopub.status.busy": "2022-06-09T15:24:22.284817Z", + "iopub.status.idle": "2022-06-09T15:24:22.287148Z", + "shell.execute_reply": "2022-06-09T15:24:22.287480Z" + } + }, "outputs": [ { "data": { @@ -1402,8 +1570,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.290980Z", + "iopub.status.busy": "2022-06-09T15:24:22.290500Z", + "iopub.status.idle": "2022-06-09T15:24:22.292726Z", + "shell.execute_reply": "2022-06-09T15:24:22.293055Z" + } + }, "outputs": [ { "data": { @@ -1425,8 +1600,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.297145Z", + "iopub.status.busy": "2022-06-09T15:24:22.296567Z", + "iopub.status.idle": "2022-06-09T15:24:22.298817Z", + "shell.execute_reply": "2022-06-09T15:24:22.299208Z" + } + }, "outputs": [ { "data": { @@ -1457,8 +1639,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.303620Z", + "iopub.status.busy": "2022-06-09T15:24:22.303134Z", + "iopub.status.idle": "2022-06-09T15:24:22.305222Z", + "shell.execute_reply": "2022-06-09T15:24:22.305622Z" + } + }, "outputs": [ { "data": { @@ -1489,8 +1678,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.310168Z", + "iopub.status.busy": "2022-06-09T15:24:22.309598Z", + "iopub.status.idle": "2022-06-09T15:24:22.314386Z", + "shell.execute_reply": "2022-06-09T15:24:22.314714Z" + }, "tags": [] }, "outputs": [ @@ -1583,8 +1778,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.317983Z", + "iopub.status.busy": "2022-06-09T15:24:22.317409Z", + "iopub.status.idle": "2022-06-09T15:24:22.319514Z", + "shell.execute_reply": "2022-06-09T15:24:22.319840Z" + } + }, "outputs": [ { "data": { @@ -1603,8 +1805,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.323518Z", + "iopub.status.busy": "2022-06-09T15:24:22.323053Z", + "iopub.status.idle": "2022-06-09T15:24:22.326249Z", + "shell.execute_reply": "2022-06-09T15:24:22.326564Z" + } + }, "outputs": [ { "name": "stdout", @@ -1624,8 +1833,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.331218Z", + "iopub.status.busy": "2022-06-09T15:24:22.329514Z", + "iopub.status.idle": "2022-06-09T15:24:22.335413Z", + "shell.execute_reply": "2022-06-09T15:24:22.335771Z" + } + }, "outputs": [ { "data": { @@ -1784,8 +2000,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.375363Z", + "iopub.status.busy": "2022-06-09T15:24:22.373079Z", + "iopub.status.idle": "2022-06-09T15:24:22.471612Z", + "shell.execute_reply": "2022-06-09T15:24:22.472005Z" + } + }, "outputs": [ { "data": { @@ -1822,8 +2045,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.475438Z", + "iopub.status.busy": "2022-06-09T15:24:22.474946Z", + "iopub.status.idle": "2022-06-09T15:24:22.476642Z", + "shell.execute_reply": "2022-06-09T15:24:22.477090Z" + } + }, "outputs": [], "source": [ "# à décommenter si on veut tester des prédictions sur les choix exprimés \n", @@ -1849,8 +2079,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.480869Z", + "iopub.status.busy": "2022-06-09T15:24:22.480400Z", + "iopub.status.idle": "2022-06-09T15:24:22.496134Z", + "shell.execute_reply": "2022-06-09T15:24:22.496478Z" + } + }, "outputs": [ { "data": { @@ -1876,8 +2113,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 35, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.500807Z", + "iopub.status.busy": "2022-06-09T15:24:22.500117Z", + "iopub.status.idle": "2022-06-09T15:24:22.515069Z", + "shell.execute_reply": "2022-06-09T15:24:22.515428Z" + } + }, "outputs": [], "source": [ "df_2.drop(df_2.loc[df_1.sum(axis=1)==0].index, inplace=True)\n", @@ -1886,8 +2130,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 36, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.519307Z", + "iopub.status.busy": "2022-06-09T15:24:22.518797Z", + "iopub.status.idle": "2022-06-09T15:24:22.524048Z", + "shell.execute_reply": "2022-06-09T15:24:22.524434Z" + } + }, "outputs": [ { "data": { @@ -1913,8 +2164,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 37, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.528514Z", + "iopub.status.busy": "2022-06-09T15:24:22.527872Z", + "iopub.status.idle": "2022-06-09T15:24:22.542764Z", + "shell.execute_reply": "2022-06-09T15:24:22.543128Z" + } + }, "outputs": [], "source": [ "df_1.drop(df_1.loc[df_2.sum(axis=1)==0].index, inplace=True)\n", @@ -1923,8 +2181,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 38, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.546814Z", + "iopub.status.busy": "2022-06-09T15:24:22.546328Z", + "iopub.status.idle": "2022-06-09T15:24:22.551128Z", + "shell.execute_reply": "2022-06-09T15:24:22.551696Z" + } + }, "outputs": [ { "data": { @@ -1952,8 +2217,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 39, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.555393Z", + "iopub.status.busy": "2022-06-09T15:24:22.554923Z", + "iopub.status.idle": "2022-06-09T15:24:22.556542Z", + "shell.execute_reply": "2022-06-09T15:24:22.557037Z" + } + }, "outputs": [], "source": [ "df_12 = pd.DataFrame()" @@ -1961,8 +2233,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 40, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.562941Z", + "iopub.status.busy": "2022-06-09T15:24:22.560228Z", + "iopub.status.idle": "2022-06-09T15:24:22.565461Z", + "shell.execute_reply": "2022-06-09T15:24:22.565959Z" + } + }, "outputs": [], "source": [ "df_12['1_MÉLENCHON'] = df_1['MÉLENCHON'].copy()\n", @@ -1971,8 +2250,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 41, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.569861Z", + "iopub.status.busy": "2022-06-09T15:24:22.569277Z", + "iopub.status.idle": "2022-06-09T15:24:22.575106Z", + "shell.execute_reply": "2022-06-09T15:24:22.575442Z" + } + }, "outputs": [ { "name": "stdout", @@ -1996,8 +2282,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 42, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.578901Z", + "iopub.status.busy": "2022-06-09T15:24:22.578419Z", + "iopub.status.idle": "2022-06-09T15:24:22.582655Z", + "shell.execute_reply": "2022-06-09T15:24:22.583151Z" + } + }, "outputs": [], "source": [ "df_12['1_MÉLENCHON'] = df_12['1_MÉLENCHON']/df_1.sum(axis=1)\n", @@ -2006,8 +2299,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 43, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.586237Z", + "iopub.status.busy": "2022-06-09T15:24:22.585771Z", + "iopub.status.idle": "2022-06-09T15:24:22.966503Z", + "shell.execute_reply": "2022-06-09T15:24:22.966905Z" + } + }, "outputs": [], "source": [ "import seaborn as sns" @@ -2015,8 +2315,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 44, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:22.975029Z", + "iopub.status.busy": "2022-06-09T15:24:22.973571Z", + "iopub.status.idle": "2022-06-09T15:24:23.725560Z", + "shell.execute_reply": "2022-06-09T15:24:23.725871Z" + } + }, "outputs": [ { "data": { @@ -2056,8 +2363,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 45, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:23.734030Z", + "iopub.status.busy": "2022-06-09T15:24:23.733460Z", + "iopub.status.idle": "2022-06-09T15:24:23.735880Z", + "shell.execute_reply": "2022-06-09T15:24:23.736370Z" + } + }, "outputs": [ { "data": { @@ -2226,8 +2540,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 46, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:23.740186Z", + "iopub.status.busy": "2022-06-09T15:24:23.739663Z", + "iopub.status.idle": "2022-06-09T15:24:23.741958Z", + "shell.execute_reply": "2022-06-09T15:24:23.742309Z" + } + }, "outputs": [ { "data": { @@ -2253,8 +2574,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:23.746097Z", + "iopub.status.busy": "2022-06-09T15:24:23.745534Z", + "iopub.status.idle": "2022-06-09T15:24:23.747788Z", + "shell.execute_reply": "2022-06-09T15:24:23.748209Z" + }, "scrolled": true }, "outputs": [ @@ -2282,8 +2609,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 48, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:23.751821Z", + "iopub.status.busy": "2022-06-09T15:24:23.751341Z", + "iopub.status.idle": "2022-06-09T15:24:24.253490Z", + "shell.execute_reply": "2022-06-09T15:24:24.253900Z" + } + }, "outputs": [], "source": [ "import torch\n", @@ -2294,8 +2628,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 49, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.257665Z", + "iopub.status.busy": "2022-06-09T15:24:24.257051Z", + "iopub.status.idle": "2022-06-09T15:24:24.259263Z", + "shell.execute_reply": "2022-06-09T15:24:24.259593Z" + } + }, "outputs": [ { "data": { @@ -2321,8 +2662,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 50, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.263741Z", + "iopub.status.busy": "2022-06-09T15:24:24.263249Z", + "iopub.status.idle": "2022-06-09T15:24:24.268391Z", + "shell.execute_reply": "2022-06-09T15:24:24.268773Z" + } + }, "outputs": [], "source": [ "from torch.utils.data import TensorDataset, DataLoader\n", @@ -2344,8 +2692,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 51, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.272332Z", + "iopub.status.busy": "2022-06-09T15:24:24.271838Z", + "iopub.status.idle": "2022-06-09T15:24:24.273456Z", + "shell.execute_reply": "2022-06-09T15:24:24.273956Z" + } + }, "outputs": [], "source": [ "train_loader = DataLoader(train_set, batch_size=32, shuffle=True)" @@ -2353,8 +2708,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 52, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.277015Z", + "iopub.status.busy": "2022-06-09T15:24:24.276471Z", + "iopub.status.idle": "2022-06-09T15:24:24.282108Z", + "shell.execute_reply": "2022-06-09T15:24:24.282542Z" + } + }, "outputs": [], "source": [ "for n_1, n_2 in train_loader:\n", @@ -2370,8 +2732,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 53, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.286001Z", + "iopub.status.busy": "2022-06-09T15:24:24.285428Z", + "iopub.status.idle": "2022-06-09T15:24:24.287688Z", + "shell.execute_reply": "2022-06-09T15:24:24.288086Z" + } + }, "outputs": [ { "data": { @@ -2397,22 +2766,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.291825Z", + "iopub.status.busy": "2022-06-09T15:24:24.291349Z", + "iopub.status.idle": "2022-06-09T15:24:24.294953Z", + "shell.execute_reply": "2022-06-09T15:24:24.295290Z" + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "(tensor([ 897., 213., 298., 993., 925., 97., 1073., 216., 1017., 1266.,\n", - " 745., 854., 918., 820., 728., 564., 680., 424., 887., 807.,\n", - " 1182., 88., 938., 923., 1020., 225., 710., 932., 934., 465.,\n", - " 859., 1086.]),\n", - " tensor([ 896., 213., 297., 994., 924., 97., 1074., 216., 1021., 1266.,\n", - " 745., 855., 919., 822., 728., 565., 681., 424., 887., 808.,\n", - " 1179., 88., 938., 923., 1021., 225., 710., 933., 934., 465.,\n", - " 859., 1087.]))" + "(tensor([ 722., 98., 1090., 707., 905., 944., 597., 1201., 334., 987.,\n", + " 652., 134., 1153., 38., 1398., 793., 1018., 840., 263., 64.,\n", + " 1067., 572., 355., 912., 735., 733., 748., 1073., 335., 536.,\n", + " 629., 1030.]),\n", + " tensor([ 723., 98., 1092., 707., 905., 945., 597., 1201., 334., 989.,\n", + " 653., 134., 1153., 38., 1396., 793., 1018., 840., 263., 64.,\n", + " 1069., 572., 355., 912., 737., 733., 749., 1075., 335., 536.,\n", + " 629., 1030.]))" ] }, "execution_count": 54, @@ -2434,8 +2809,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 55, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.298958Z", + "iopub.status.busy": "2022-06-09T15:24:24.298348Z", + "iopub.status.idle": "2022-06-09T15:24:24.301244Z", + "shell.execute_reply": "2022-06-09T15:24:24.301596Z" + } + }, "outputs": [ { "data": { @@ -2464,8 +2846,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 56, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.305667Z", + "iopub.status.busy": "2022-06-09T15:24:24.305060Z", + "iopub.status.idle": "2022-06-09T15:24:24.308612Z", + "shell.execute_reply": "2022-06-09T15:24:24.308967Z" + } + }, "outputs": [ { "data": { @@ -2495,8 +2884,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.313732Z", + "iopub.status.busy": "2022-06-09T15:24:24.313256Z", + "iopub.status.idle": "2022-06-09T15:24:24.314802Z", + "shell.execute_reply": "2022-06-09T15:24:24.315190Z" + }, "tags": [] }, "outputs": [], @@ -2527,8 +2922,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 58, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.318741Z", + "iopub.status.busy": "2022-06-09T15:24:24.318119Z", + "iopub.status.idle": "2022-06-09T15:24:24.320481Z", + "shell.execute_reply": "2022-06-09T15:24:24.320809Z" + } + }, "outputs": [ { "data": { @@ -2555,8 +2957,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 59, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.323943Z", + "iopub.status.busy": "2022-06-09T15:24:24.323468Z", + "iopub.status.idle": "2022-06-09T15:24:24.325258Z", + "shell.execute_reply": "2022-06-09T15:24:24.325736Z" + } + }, "outputs": [], "source": [ "trans = TransfertVoix(N_1er, N_2eme)" @@ -2564,29 +2973,36 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 60, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.328892Z", + "iopub.status.busy": "2022-06-09T15:24:24.328387Z", + "iopub.status.idle": "2022-06-09T15:24:24.331442Z", + "shell.execute_reply": "2022-06-09T15:24:24.331774Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parameter containing:\n", - "tensor([[-0.0558, 0.4303, 0.1279, -0.1300, 0.1681],\n", - " [-0.1728, -0.0023, 0.1632, -0.2731, -0.2193],\n", - " [-0.2521, -0.2836, 0.3464, -0.3662, -0.2816],\n", - " [ 0.1549, -0.0785, -0.0792, 0.0718, -0.4081],\n", - " [ 0.2553, -0.2703, 0.3863, -0.0407, 0.0869],\n", - " [ 0.3088, -0.1601, 0.1509, -0.3137, -0.1447],\n", - " [-0.0256, 0.2125, -0.4346, -0.0850, 0.2056],\n", - " [ 0.3091, 0.1924, 0.0066, 0.1477, 0.3508],\n", - " [ 0.1942, -0.1195, 0.0385, -0.1068, 0.3877],\n", - " [ 0.2745, -0.3491, -0.0826, 0.3621, 0.3890],\n", - " [ 0.0750, 0.3108, -0.2916, 0.1565, 0.1199],\n", - " [ 0.3471, -0.0504, 0.3403, -0.0309, 0.3322],\n", - " [ 0.3344, 0.3492, 0.0902, 0.4193, -0.2342],\n", - " [ 0.1400, -0.1223, -0.2870, -0.2157, -0.2823],\n", - " [ 0.2923, -0.3204, 0.2395, -0.1705, -0.0248]], requires_grad=True)\n" + "tensor([[ 0.3532, -0.4249, -0.1104, -0.0098, 0.3663],\n", + " [ 0.1314, 0.1393, 0.2407, -0.2820, -0.2106],\n", + " [-0.1837, -0.2016, -0.3132, 0.4245, 0.1353],\n", + " [ 0.1423, 0.0523, 0.2604, -0.2651, -0.1407],\n", + " [-0.3224, 0.0649, -0.3304, -0.0631, -0.2614],\n", + " [-0.2406, 0.1892, 0.2505, -0.2691, -0.2399],\n", + " [-0.2697, 0.0210, -0.1019, -0.0457, 0.1510],\n", + " [-0.3081, -0.1536, -0.2883, -0.0966, -0.1921],\n", + " [-0.1968, -0.0381, -0.3438, 0.1664, 0.1303],\n", + " [ 0.4051, -0.3519, -0.3098, -0.3335, 0.4097],\n", + " [ 0.2001, -0.3427, -0.0740, 0.0525, -0.2990],\n", + " [ 0.2742, -0.4451, 0.1304, -0.4326, -0.1397],\n", + " [ 0.3331, 0.2803, -0.1192, -0.2880, -0.4419],\n", + " [-0.3071, -0.2627, 0.2995, -0.0703, -0.1361],\n", + " [-0.2800, -0.2266, -0.4155, -0.1032, 0.0963]], requires_grad=True)\n" ] } ], @@ -2596,8 +3012,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 61, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.335089Z", + "iopub.status.busy": "2022-06-09T15:24:24.334446Z", + "iopub.status.idle": "2022-06-09T15:24:24.337011Z", + "shell.execute_reply": "2022-06-09T15:24:24.337399Z" + } + }, "outputs": [ { "data": { @@ -2616,29 +3039,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 62, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.340787Z", + "iopub.status.busy": "2022-06-09T15:24:24.340320Z", + "iopub.status.idle": "2022-06-09T15:24:24.343505Z", + "shell.execute_reply": "2022-06-09T15:24:24.343855Z" + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "tensor([[0.1665, 0.2707, 0.2000, 0.1546, 0.2083],\n", - " [0.1837, 0.2178, 0.2570, 0.1661, 0.1753],\n", - " [0.1769, 0.1715, 0.3219, 0.1579, 0.1718],\n", - " [0.2455, 0.1944, 0.1943, 0.2260, 0.1398],\n", - " [0.2315, 0.1369, 0.2639, 0.1722, 0.1956],\n", - " [0.2739, 0.1713, 0.2339, 0.1470, 0.1740],\n", - " [0.1947, 0.2471, 0.1294, 0.1835, 0.2454],\n", - " [0.2211, 0.1968, 0.1634, 0.1882, 0.2305],\n", - " [0.2203, 0.1610, 0.1885, 0.1630, 0.2673],\n", - " [0.2248, 0.1205, 0.1573, 0.2454, 0.2521],\n", - " [0.1965, 0.2487, 0.1362, 0.2132, 0.2055],\n", - " [0.2306, 0.1550, 0.2291, 0.1580, 0.2272],\n", - " [0.2246, 0.2279, 0.1759, 0.2445, 0.1272],\n", - " [0.2647, 0.2036, 0.1727, 0.1855, 0.1735],\n", - " [0.2599, 0.1408, 0.2465, 0.1636, 0.1892]], grad_fn=)" + "tensor([[0.2634, 0.1210, 0.1657, 0.1832, 0.2668],\n", + " [0.2225, 0.2242, 0.2482, 0.1471, 0.1580],\n", + " [0.1646, 0.1617, 0.1446, 0.3025, 0.2265],\n", + " [0.2243, 0.2050, 0.2524, 0.1492, 0.1690],\n", + " [0.1717, 0.2529, 0.1703, 0.2225, 0.1825],\n", + " [0.1628, 0.2502, 0.2660, 0.1582, 0.1629],\n", + " [0.1589, 0.2125, 0.1879, 0.1988, 0.2420],\n", + " [0.1803, 0.2105, 0.1839, 0.2228, 0.2025],\n", + " [0.1706, 0.2000, 0.1473, 0.2454, 0.2367],\n", + " [0.2906, 0.1363, 0.1422, 0.1389, 0.2920],\n", + " [0.2624, 0.1525, 0.1995, 0.2264, 0.1593],\n", + " [0.2851, 0.1389, 0.2469, 0.1406, 0.1885],\n", + " [0.2791, 0.2648, 0.1776, 0.1500, 0.1286],\n", + " [0.1579, 0.1651, 0.2896, 0.2001, 0.1873],\n", + " [0.1793, 0.1891, 0.1565, 0.2139, 0.2612]], grad_fn=)" ] }, "execution_count": 62, @@ -2659,8 +3088,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.346998Z", + "iopub.status.busy": "2022-06-09T15:24:24.346535Z", + "iopub.status.idle": "2022-06-09T15:24:24.349775Z", + "shell.execute_reply": "2022-06-09T15:24:24.350128Z" + }, "tags": [] }, "outputs": [ @@ -2690,8 +3125,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 64, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.353771Z", + "iopub.status.busy": "2022-06-09T15:24:24.353238Z", + "iopub.status.idle": "2022-06-09T15:24:24.355159Z", + "shell.execute_reply": "2022-06-09T15:24:24.355638Z" + } + }, "outputs": [], "source": [ "sum_1, sum_2 = n_1.sum(axis=1), n_2.sum(axis=1)\n", @@ -2714,13 +3156,21 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 65, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.359246Z", + "iopub.status.busy": "2022-06-09T15:24:24.358725Z", + "iopub.status.idle": "2022-06-09T15:24:24.361588Z", + "shell.execute_reply": "2022-06-09T15:24:24.362009Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "(torch.Size([6967, 15]), tensor([1., 1., 1., ..., 1., 1., 1.]))" + "(torch.Size([6967, 15]),\n", + " tensor([1.0000, 1.0000, 1.0000, ..., 1.0000, 1.0000, 1.0000]))" ] }, "execution_count": 65, @@ -2741,8 +3191,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 66, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.365486Z", + "iopub.status.busy": "2022-06-09T15:24:24.364904Z", + "iopub.status.idle": "2022-06-09T15:24:24.367196Z", + "shell.execute_reply": "2022-06-09T15:24:24.367549Z" + } + }, "outputs": [ { "data": { @@ -2768,8 +3225,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.370996Z", + "iopub.status.busy": "2022-06-09T15:24:24.370499Z", + "iopub.status.idle": "2022-06-09T15:24:24.375676Z", + "shell.execute_reply": "2022-06-09T15:24:24.375297Z" + }, "scrolled": true }, "outputs": [ @@ -2797,14 +3260,21 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 68, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.379177Z", + "iopub.status.busy": "2022-06-09T15:24:24.378620Z", + "iopub.status.idle": "2022-06-09T15:24:24.382294Z", + "shell.execute_reply": "2022-06-09T15:24:24.382695Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "(tensor([0.2211, 0.1732, 0.2216, 0.1803, 0.2038], grad_fn=),\n", - " tensor(1.0000, grad_fn=))" + "(tensor([0.1973, 0.1938, 0.1855, 0.2101, 0.2133], grad_fn=),\n", + " tensor(1., grad_fn=))" ] }, "execution_count": 68, @@ -2833,13 +3303,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 69, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.386864Z", + "iopub.status.busy": "2022-06-09T15:24:24.386241Z", + "iopub.status.idle": "2022-06-09T15:24:24.389756Z", + "shell.execute_reply": "2022-06-09T15:24:24.390110Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "(tensor([0.0185, 0.0501, 0.2538, 0.3701, 0.3075]), tensor(1.))" + "(tensor([0.0189, 0.0505, 0.2536, 0.3714, 0.3057]), tensor(1.))" ] }, "execution_count": 69, @@ -2861,12 +3338,19 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 70, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.408422Z", + "iopub.status.busy": "2022-06-09T15:24:24.407679Z", + "iopub.status.idle": "2022-06-09T15:24:24.509456Z", + "shell.execute_reply": "2022-06-09T15:24:24.509798Z" + } + }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2896,8 +3380,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 71, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.514453Z", + "iopub.status.busy": "2022-06-09T15:24:24.513937Z", + "iopub.status.idle": "2022-06-09T15:24:24.516756Z", + "shell.execute_reply": "2022-06-09T15:24:24.517188Z" + } + }, "outputs": [ { "data": { @@ -2908,7 +3399,7 @@ " MACRON 38.497926\n", " LE PEN 27.257536\n", " dtype: float64,\n", - " tensor([ 1.6625, 4.6286, 27.4464, 38.6043, 27.6582]))" + " tensor([ 1.7085, 4.6699, 27.4290, 38.3725, 27.8200]))" ] }, "execution_count": 71, @@ -2922,13 +3413,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 72, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.520807Z", + "iopub.status.busy": "2022-06-09T15:24:24.520251Z", + "iopub.status.idle": "2022-06-09T15:24:24.523099Z", + "shell.execute_reply": "2022-06-09T15:24:24.523425Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "tensor(2.1163)" + "tensor(2.1197)" ] }, "execution_count": 72, @@ -2969,8 +3467,15 @@ }, { "cell_type": "code", - "execution_count": 101, - "metadata": {}, + "execution_count": 73, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.526770Z", + "iopub.status.busy": "2022-06-09T15:24:24.526224Z", + "iopub.status.idle": "2022-06-09T15:24:24.527995Z", + "shell.execute_reply": "2022-06-09T15:24:24.528581Z" + } + }, "outputs": [], "source": [ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n" @@ -2978,8 +3483,14 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 74, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.543437Z", + "iopub.status.busy": "2022-06-09T15:24:24.542934Z", + "iopub.status.idle": "2022-06-09T15:24:24.544872Z", + "shell.execute_reply": "2022-06-09T15:24:24.545240Z" + }, "tags": [] }, "outputs": [], @@ -2990,7 +3501,7 @@ "beta1, beta2 = 0.99, 0\n", "# beta1, beta2 = 0.9, 0.999 # décommenter pour utiliser Adam\n", "num_epochs = 2 ** 5 + 1\n", - "#num_epochs = 2 ** 10 + 1\n", + "num_epochs = 2 ** 10 + 1\n", "batch_size = 256\n", "do_optim = False\n", "do_optim = True\n", @@ -3032,7 +3543,7 @@ " trans = TransfertVoix(N_1er, N_2eme)\n", " trans = trans.to(device)\n", " trans.train()\n", - " \n", + "\n", " # apprentissage\n", " if beta2==0: \n", " optimizer = torch.optim.SGD(trans.parameters(), lr=learning_rate, momentum=beta1, nesterov=do_optim)\n", @@ -3050,7 +3561,7 @@ " test_set_size = len(dataset) - train_set_size\n", " train_set, test_set = random_split(dataset, [train_set_size, test_set_size], generator=torch.Generator().manual_seed(seed))\n", " train_loader = DataLoader(train_set, batch_size=int(batch_size), shuffle=True)\n", - " \n", + "\n", " n_1, n_2 = dataset[train_set.indices]\n", " sum_sum_2 = n_2.sum()\n", "\n", @@ -3058,7 +3569,7 @@ " losses = []\n", " for n_1, n_2 in train_loader:\n", " n_1, n_2 = n_1.to(device), n_2.to(device)\n", - " \n", + "\n", " sum_1, sum_2 = n_1.sum(axis=1), n_2.sum(axis=1)\n", " p_1 = n_1/sum_1[:, None]\n", " p_2 = n_2/sum_2[:, None]\n", @@ -3106,8 +3617,14 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 75, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:24:24.551818Z", + "iopub.status.busy": "2022-06-09T15:24:24.550806Z", + "iopub.status.idle": "2022-06-09T15:44:11.805938Z", + "shell.execute_reply": "2022-06-09T15:44:11.806279Z" + }, "tags": [] }, "outputs": [ @@ -3116,45 +3633,45 @@ "output_type": "stream", "text": [ "loss_type='l1'\n", - "Iteration: 0 / 33 - Loss: 6.47318e-02\n", - "Iteration: 1 / 33 - Loss: 2.32968e-02\n", - "Iteration: 2 / 33 - Loss: 1.97930e-02\n", - "Iteration: 3 / 33 - Loss: 1.87879e-02\n", - "Iteration: 4 / 33 - Loss: 1.82340e-02\n", - "Iteration: 5 / 33 - Loss: 1.78684e-02\n", - "Iteration: 6 / 33 - Loss: 1.75892e-02\n", - "Iteration: 7 / 33 - Loss: 1.73635e-02\n", - "Iteration: 8 / 33 - Loss: 1.71964e-02\n", - "Iteration: 9 / 33 - Loss: 1.70736e-02\n", - "Iteration: 10 / 33 - Loss: 1.69818e-02\n", - "Iteration: 11 / 33 - Loss: 1.69022e-02\n", - "Iteration: 12 / 33 - Loss: 1.68427e-02\n", - "Iteration: 13 / 33 - Loss: 1.67925e-02\n", - "Iteration: 14 / 33 - Loss: 1.67467e-02\n", - "Iteration: 15 / 33 - Loss: 1.67045e-02\n", - "Iteration: 16 / 33 - Loss: 1.66726e-02\n", - "Iteration: 17 / 33 - Loss: 1.66355e-02\n", - "Iteration: 18 / 33 - Loss: 1.66078e-02\n", - "Iteration: 19 / 33 - Loss: 1.65777e-02\n", - "Iteration: 20 / 33 - Loss: 1.65565e-02\n", - "Iteration: 21 / 33 - Loss: 1.65362e-02\n", - "Iteration: 22 / 33 - Loss: 1.65118e-02\n", - "Iteration: 23 / 33 - Loss: 1.64923e-02\n", - "Iteration: 24 / 33 - Loss: 1.64744e-02\n", - "Iteration: 25 / 33 - Loss: 1.64554e-02\n", - "Iteration: 26 / 33 - Loss: 1.64394e-02\n", - "Iteration: 27 / 33 - Loss: 1.64228e-02\n", - "Iteration: 28 / 33 - Loss: 1.64056e-02\n", - "Iteration: 29 / 33 - Loss: 1.64039e-02\n", - "Iteration: 30 / 33 - Loss: 1.63816e-02\n", - "Iteration: 31 / 33 - Loss: 1.63698e-02\n", - "Iteration: 32 / 33 - Loss: 1.63595e-02\n", - "Erreur ~ 1.7%\n" + "Iteration: 0 / 1025 - Loss: 6.40975e-02\n", + "Iteration: 32 / 1025 - Loss: 1.63781e-02\n", + "Iteration: 64 / 1025 - Loss: 1.61895e-02\n", + "Iteration: 96 / 1025 - Loss: 1.61289e-02\n", + "Iteration: 128 / 1025 - Loss: 1.60956e-02\n", + "Iteration: 160 / 1025 - Loss: 1.60780e-02\n", + "Iteration: 192 / 1025 - Loss: 1.60647e-02\n", + "Iteration: 224 / 1025 - Loss: 1.60588e-02\n", + "Iteration: 256 / 1025 - Loss: 1.60487e-02\n", + "Iteration: 288 / 1025 - Loss: 1.60473e-02\n", + "Iteration: 320 / 1025 - Loss: 1.60419e-02\n", + "Iteration: 352 / 1025 - Loss: 1.60354e-02\n", + "Iteration: 384 / 1025 - Loss: 1.60370e-02\n", + "Iteration: 416 / 1025 - Loss: 1.60405e-02\n", + "Iteration: 448 / 1025 - Loss: 1.60306e-02\n", + "Iteration: 480 / 1025 - Loss: 1.60271e-02\n", + "Iteration: 512 / 1025 - Loss: 1.60262e-02\n", + "Iteration: 544 / 1025 - Loss: 1.60275e-02\n", + "Iteration: 576 / 1025 - Loss: 1.60279e-02\n", + "Iteration: 608 / 1025 - Loss: 1.60300e-02\n", + "Iteration: 640 / 1025 - Loss: 1.60278e-02\n", + "Iteration: 672 / 1025 - Loss: 1.60227e-02\n", + "Iteration: 704 / 1025 - Loss: 1.60187e-02\n", + "Iteration: 736 / 1025 - Loss: 1.60158e-02\n", + "Iteration: 768 / 1025 - Loss: 1.60266e-02\n", + "Iteration: 800 / 1025 - Loss: 1.60175e-02\n", + "Iteration: 832 / 1025 - Loss: 1.60171e-02\n", + "Iteration: 864 / 1025 - Loss: 1.60178e-02\n", + "Iteration: 896 / 1025 - Loss: 1.60152e-02\n", + "Iteration: 928 / 1025 - Loss: 1.60174e-02\n", + "Iteration: 960 / 1025 - Loss: 1.60232e-02\n", + "Iteration: 992 / 1025 - Loss: 1.60135e-02\n", + "Iteration: 1024 / 1025 - Loss: 1.60157e-02\n", + "Erreur ~ 1.6%\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3169,45 +3686,45 @@ "output_type": "stream", "text": [ "loss_type='kl'\n", - "Iteration: 0 / 33 - Loss: 7.57431e-02\n", - "Iteration: 1 / 33 - Loss: 1.67776e-02\n", - "Iteration: 2 / 33 - Loss: 1.46716e-02\n", - "Iteration: 3 / 33 - Loss: 1.37774e-02\n", - "Iteration: 4 / 33 - Loss: 1.32329e-02\n", - "Iteration: 5 / 33 - Loss: 1.28944e-02\n", - "Iteration: 6 / 33 - Loss: 1.26591e-02\n", - "Iteration: 7 / 33 - Loss: 1.24462e-02\n", - "Iteration: 8 / 33 - Loss: 1.23173e-02\n", - "Iteration: 9 / 33 - Loss: 1.22121e-02\n", - "Iteration: 10 / 33 - Loss: 1.21207e-02\n", - "Iteration: 11 / 33 - Loss: 1.20510e-02\n", - "Iteration: 12 / 33 - Loss: 1.19947e-02\n", - "Iteration: 13 / 33 - Loss: 1.19370e-02\n", - "Iteration: 14 / 33 - Loss: 1.19167e-02\n", - "Iteration: 15 / 33 - Loss: 1.18631e-02\n", - "Iteration: 16 / 33 - Loss: 1.18358e-02\n", - "Iteration: 17 / 33 - Loss: 1.18122e-02\n", - "Iteration: 18 / 33 - Loss: 1.17773e-02\n", - "Iteration: 19 / 33 - Loss: 1.17646e-02\n", - "Iteration: 20 / 33 - Loss: 1.17303e-02\n", - "Iteration: 21 / 33 - Loss: 1.17081e-02\n", - "Iteration: 22 / 33 - Loss: 1.17084e-02\n", - "Iteration: 23 / 33 - Loss: 1.16911e-02\n", - "Iteration: 24 / 33 - Loss: 1.16746e-02\n", - "Iteration: 25 / 33 - Loss: 1.16572e-02\n", - "Iteration: 26 / 33 - Loss: 1.16554e-02\n", - "Iteration: 27 / 33 - Loss: 1.16328e-02\n", - "Iteration: 28 / 33 - Loss: 1.16215e-02\n", - "Iteration: 29 / 33 - Loss: 1.16067e-02\n", - "Iteration: 30 / 33 - Loss: 1.15972e-02\n", - "Iteration: 31 / 33 - Loss: 1.15806e-02\n", - "Iteration: 32 / 33 - Loss: 1.15849e-02\n", + "Iteration: 0 / 1025 - Loss: 7.55288e-02\n", + "Iteration: 32 / 1025 - Loss: 1.11190e-02\n", + "Iteration: 64 / 1025 - Loss: 1.10002e-02\n", + "Iteration: 96 / 1025 - Loss: 1.09653e-02\n", + "Iteration: 128 / 1025 - Loss: 1.09267e-02\n", + "Iteration: 160 / 1025 - Loss: 1.09112e-02\n", + "Iteration: 192 / 1025 - Loss: 1.09057e-02\n", + "Iteration: 224 / 1025 - Loss: 1.08782e-02\n", + "Iteration: 256 / 1025 - Loss: 1.08378e-02\n", + "Iteration: 288 / 1025 - Loss: 1.08269e-02\n", + "Iteration: 320 / 1025 - Loss: 1.08161e-02\n", + "Iteration: 352 / 1025 - Loss: 1.08035e-02\n", + "Iteration: 384 / 1025 - Loss: 1.08113e-02\n", + "Iteration: 416 / 1025 - Loss: 1.08095e-02\n", + "Iteration: 448 / 1025 - Loss: 1.08075e-02\n", + "Iteration: 480 / 1025 - Loss: 1.08146e-02\n", + "Iteration: 512 / 1025 - Loss: 1.08062e-02\n", + "Iteration: 544 / 1025 - Loss: 1.08053e-02\n", + "Iteration: 576 / 1025 - Loss: 1.08002e-02\n", + "Iteration: 608 / 1025 - Loss: 1.07952e-02\n", + "Iteration: 640 / 1025 - Loss: 1.08064e-02\n", + "Iteration: 672 / 1025 - Loss: 1.07950e-02\n", + "Iteration: 704 / 1025 - Loss: 1.07948e-02\n", + "Iteration: 736 / 1025 - Loss: 1.08039e-02\n", + "Iteration: 768 / 1025 - Loss: 1.07900e-02\n", + "Iteration: 800 / 1025 - Loss: 1.07911e-02\n", + "Iteration: 832 / 1025 - Loss: 1.07972e-02\n", + "Iteration: 864 / 1025 - Loss: 1.07919e-02\n", + "Iteration: 896 / 1025 - Loss: 1.08087e-02\n", + "Iteration: 928 / 1025 - Loss: 1.07883e-02\n", + "Iteration: 960 / 1025 - Loss: 1.08002e-02\n", + "Iteration: 992 / 1025 - Loss: 1.07893e-02\n", + "Iteration: 1024 / 1025 - Loss: 1.07961e-02\n", "Erreur ~ 1.7%\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3222,45 +3739,45 @@ "output_type": "stream", "text": [ "loss_type='bce'\n", - "Iteration: 0 / 33 - Loss: 8.21151e-02\n", - "Iteration: 1 / 33 - Loss: 1.95231e-02\n", - "Iteration: 2 / 33 - Loss: 1.76244e-02\n", - "Iteration: 3 / 33 - Loss: 1.65768e-02\n", - "Iteration: 4 / 33 - Loss: 1.59231e-02\n", - "Iteration: 5 / 33 - Loss: 1.55598e-02\n", - "Iteration: 6 / 33 - Loss: 1.53418e-02\n", - "Iteration: 7 / 33 - Loss: 1.51944e-02\n", - "Iteration: 8 / 33 - Loss: 1.50302e-02\n", - "Iteration: 9 / 33 - Loss: 1.49220e-02\n", - "Iteration: 10 / 33 - Loss: 1.48681e-02\n", - "Iteration: 11 / 33 - Loss: 1.47845e-02\n", - "Iteration: 12 / 33 - Loss: 1.47164e-02\n", - "Iteration: 13 / 33 - Loss: 1.46870e-02\n", - "Iteration: 14 / 33 - Loss: 1.45894e-02\n", - "Iteration: 15 / 33 - Loss: 1.45400e-02\n", - "Iteration: 16 / 33 - Loss: 1.44822e-02\n", - "Iteration: 17 / 33 - Loss: 1.44155e-02\n", - "Iteration: 18 / 33 - Loss: 1.43605e-02\n", - "Iteration: 19 / 33 - Loss: 1.42926e-02\n", - "Iteration: 20 / 33 - Loss: 1.42245e-02\n", - "Iteration: 21 / 33 - Loss: 1.41213e-02\n", - "Iteration: 22 / 33 - Loss: 1.40678e-02\n", - "Iteration: 23 / 33 - Loss: 1.40237e-02\n", - "Iteration: 24 / 33 - Loss: 1.39924e-02\n", - "Iteration: 25 / 33 - Loss: 1.39805e-02\n", - "Iteration: 26 / 33 - Loss: 1.39731e-02\n", - "Iteration: 27 / 33 - Loss: 1.39356e-02\n", - "Iteration: 28 / 33 - Loss: 1.39067e-02\n", - "Iteration: 29 / 33 - Loss: 1.38995e-02\n", - "Iteration: 30 / 33 - Loss: 1.38885e-02\n", - "Iteration: 31 / 33 - Loss: 1.38700e-02\n", - "Iteration: 32 / 33 - Loss: 1.38602e-02\n", + "Iteration: 0 / 1025 - Loss: 8.66346e-02\n", + "Iteration: 32 / 1025 - Loss: 1.44177e-02\n", + "Iteration: 64 / 1025 - Loss: 1.39880e-02\n", + "Iteration: 96 / 1025 - Loss: 1.36400e-02\n", + "Iteration: 128 / 1025 - Loss: 1.35635e-02\n", + "Iteration: 160 / 1025 - Loss: 1.35378e-02\n", + "Iteration: 192 / 1025 - Loss: 1.35256e-02\n", + "Iteration: 224 / 1025 - Loss: 1.35254e-02\n", + "Iteration: 256 / 1025 - Loss: 1.35203e-02\n", + "Iteration: 288 / 1025 - Loss: 1.35240e-02\n", + "Iteration: 320 / 1025 - Loss: 1.35519e-02\n", + "Iteration: 352 / 1025 - Loss: 1.34987e-02\n", + "Iteration: 384 / 1025 - Loss: 1.35054e-02\n", + "Iteration: 416 / 1025 - Loss: 1.34933e-02\n", + "Iteration: 448 / 1025 - Loss: 1.35059e-02\n", + "Iteration: 480 / 1025 - Loss: 1.34897e-02\n", + "Iteration: 512 / 1025 - Loss: 1.34902e-02\n", + "Iteration: 544 / 1025 - Loss: 1.34938e-02\n", + "Iteration: 576 / 1025 - Loss: 1.34798e-02\n", + "Iteration: 608 / 1025 - Loss: 1.34926e-02\n", + "Iteration: 640 / 1025 - Loss: 1.34872e-02\n", + "Iteration: 672 / 1025 - Loss: 1.35011e-02\n", + "Iteration: 704 / 1025 - Loss: 1.34880e-02\n", + "Iteration: 736 / 1025 - Loss: 1.34943e-02\n", + "Iteration: 768 / 1025 - Loss: 1.34903e-02\n", + "Iteration: 800 / 1025 - Loss: 1.34824e-02\n", + "Iteration: 832 / 1025 - Loss: 1.34923e-02\n", + "Iteration: 864 / 1025 - Loss: 1.34855e-02\n", + "Iteration: 896 / 1025 - Loss: 1.34866e-02\n", + "Iteration: 928 / 1025 - Loss: 1.34847e-02\n", + "Iteration: 960 / 1025 - Loss: 1.34858e-02\n", + "Iteration: 992 / 1025 - Loss: 1.35008e-02\n", + "Iteration: 1024 / 1025 - Loss: 1.34896e-02\n", "Erreur ~ 1.7%\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3306,8 +3823,15 @@ }, { "cell_type": "code", - "execution_count": 104, - "metadata": {}, + "execution_count": 76, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:11.809776Z", + "iopub.status.busy": "2022-06-09T15:44:11.809304Z", + "iopub.status.idle": "2022-06-09T15:44:11.811104Z", + "shell.execute_reply": "2022-06-09T15:44:11.811607Z" + } + }, "outputs": [ { "name": "stdout", @@ -3334,32 +3858,53 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 77, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:11.815646Z", + "iopub.status.busy": "2022-06-09T15:44:11.814432Z", + "iopub.status.idle": "2022-06-09T15:44:11.817903Z", + "shell.execute_reply": "2022-06-09T15:44:11.818289Z" + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "array([[0.5, 0.1, 0. , 0.1, 0.3],\n", - " [0.1, 0.7, 0. , 0.1, 0.1],\n", - " [0. , 0. , 0.9, 0. , 0.1],\n", - " [0.4, 0.2, 0.1, 0.1, 0.2],\n", - " [0.2, 0.4, 0. , 0.1, 0.3],\n", - " [0. , 0. , 0. , 1. , 0. ],\n", - " [0.2, 0.2, 0. , 0. , 0.6],\n", - " [0. , 0. , 0. , 0. , 1. ],\n", - " [0. , 0.1, 0. , 0.2, 0.7],\n", - " [0. , 0.1, 0.3, 0.6, 0. ],\n", - " [0.1, 0.3, 0. , 0.5, 0.1],\n", - " [0. , 0. , 0. , 1. , 0. ],\n", - " [0. , 0.1, 0. , 0.9, 0. ],\n", - " [0.2, 0.4, 0.1, 0.1, 0.1],\n", - " [0. , 0.1, 0. , 0. , 0.9]], dtype=float32)" + "array([[4.22462106e-01, 2.38107704e-02, 2.16653920e-03, 1.35150552e-01,\n", + " 4.16409969e-01],\n", + " [1.25217410e-02, 6.02925777e-01, 1.24712114e-03, 1.87495118e-03,\n", + " 3.81430387e-01],\n", + " [2.24835298e-06, 1.73289554e-05, 8.99260223e-01, 2.10442711e-02,\n", + " 7.96758831e-02],\n", + " [2.90501952e-01, 1.25755202e-02, 1.87223486e-03, 2.31431494e-03,\n", + " 6.92735970e-01],\n", + " [1.59886003e-01, 3.94331962e-01, 2.60606105e-03, 3.01951393e-02,\n", + " 4.12980825e-01],\n", + " [2.01579169e-07, 1.28099327e-06, 3.69888876e-05, 9.99914289e-01,\n", + " 4.72215652e-05],\n", + " [1.83704972e-01, 2.80349672e-01, 1.00350019e-03, 1.77587860e-03,\n", + " 5.33165932e-01],\n", + " [6.18519664e-07, 1.03414561e-06, 1.90748451e-05, 1.76127705e-05,\n", + " 9.99961615e-01],\n", + " [6.31992426e-03, 7.43023679e-02, 5.65578565e-02, 2.04505101e-01,\n", + " 6.58314824e-01],\n", + " [1.83869135e-02, 7.29578361e-02, 2.77632922e-01, 6.03558481e-01,\n", + " 2.74639111e-02],\n", + " [5.71057610e-02, 2.14592353e-01, 1.46875379e-03, 7.24952996e-01,\n", + " 1.88017054e-03],\n", + " [8.52782905e-05, 1.16634439e-03, 1.20680554e-04, 9.98534441e-01,\n", + " 9.32412731e-05],\n", + " [2.60630436e-02, 1.25730798e-01, 1.33752404e-03, 8.45501304e-01,\n", + " 1.36736606e-03],\n", + " [1.71328634e-01, 5.20844698e-01, 4.50346153e-03, 1.16699608e-02,\n", + " 2.91653246e-01],\n", + " [1.81171037e-02, 5.42829074e-02, 9.90897883e-04, 1.20818859e-03,\n", + " 9.25400853e-01]], dtype=float32)" ] }, - "execution_count": 105, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -3378,20 +3923,28 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 78, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:11.822209Z", + "iopub.status.busy": "2022-06-09T15:44:11.821698Z", + "iopub.status.idle": "2022-06-09T15:44:11.823877Z", + "shell.execute_reply": "2022-06-09T15:44:11.824209Z" + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "(array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.],\n", + "(array([0.99999994, 0.99999994, 0.9999999 , 1. , 0.9999999 ,\n", + " 0.99999994, 1. , 0.99999994, 1. , 1. ,\n", + " 1. , 0.99999994, 1. , 1. , 0.99999994],\n", " dtype=float32),\n", " (15, 5))" ] }, - "execution_count": 106, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -3424,32 +3977,38 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 79, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:11.828393Z", + "iopub.status.busy": "2022-06-09T15:44:11.827864Z", + "iopub.status.idle": "2022-06-09T15:44:11.830015Z", + "shell.execute_reply": "2022-06-09T15:44:11.830346Z" + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "array([[ 46.9, 6.1, 3.5, 10.9, 32.6],\n", - " [ 8.3, 69.3, 2.6, 5.1, 14.6],\n", - " [ 0. , 0. , 89.4, 2.2, 8.4],\n", - " [ 41.5, 23.6, 6.2, 7.2, 21.4],\n", - " [ 18.6, 37.1, 3.8, 8.8, 31.8],\n", - " [ 0. , 0. , 0. , 99.9, 0.1],\n", - " [ 15.3, 23.9, 1.7, 3.2, 55.9],\n", + "array([[ 42.2, 2.4, 0.2, 13.5, 41.6],\n", + " [ 1.3, 60.3, 0.1, 0.2, 38.1],\n", + " [ 0. , 0. , 89.9, 2.1, 8. ],\n", + " [ 29.1, 1.3, 0.2, 0.2, 69.3],\n", + " [ 16. , 39.4, 0.3, 3. , 41.3],\n", + " [ 0. , 0. , 0. , 100. , 0. ],\n", + " [ 18.4, 28. , 0.1, 0.2, 53.3],\n", " [ 0. , 0. , 0. , 0. , 100. ],\n", - " [ 1. , 8.7, 2.8, 19.2, 68.4],\n", - " [ 0. , 6.7, 27.7, 60.6, 4.9],\n", - " [ 14.3, 28.4, 3.2, 48.1, 6.1],\n", - " [ 0.2, 2.3, 0.4, 96.7, 0.3],\n", - " [ 1.4, 7.9, 1.3, 86.7, 2.8],\n", - " [ 24.2, 40.6, 8.2, 12.5, 14.6],\n", - " [ 2.9, 6.6, 1.2, 1.5, 87.8]], dtype=float32)" + " [ 0.6, 7.4, 5.7, 20.5, 65.8],\n", + " [ 1.8, 7.3, 27.8, 60.4, 2.7],\n", + " [ 5.7, 21.5, 0.1, 72.5, 0.2],\n", + " [ 0. , 0.1, 0. , 99.9, 0. ],\n", + " [ 2.6, 12.6, 0.1, 84.6, 0.1],\n", + " [ 17.1, 52.1, 0.5, 1.2, 29.2],\n", + " [ 1.8, 5.4, 0.1, 0.1, 92.5]], dtype=float32)" ] }, - "execution_count": 107, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -3462,14 +4021,20 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 80, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:11.838215Z", + "iopub.status.busy": "2022-06-09T15:44:11.837163Z", + "iopub.status.idle": "2022-06-09T15:44:12.494172Z", + "shell.execute_reply": "2022-06-09T15:44:12.494508Z" + }, "tags": [] }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3543,21 +4108,27 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 81, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:12.499098Z", + "iopub.status.busy": "2022-06-09T15:44:12.498624Z", + "iopub.status.idle": "2022-06-09T15:44:12.500847Z", + "shell.execute_reply": "2022-06-09T15:44:12.501176Z" + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "array([[ 25.2, 21.7, 99.9, 5.4, 0. , 21.9, 92.5, 88.8, 99.7,\n", - " 96.9, 46.1, 1.7],\n", - " [ 74.8, 78.3, 0.1, 94.6, 100. , 78.1, 7.5, 11.2, 0.3,\n", - " 3.1, 53.9, 98.3]], dtype=float32)" + "array([[ 0.3, 6.8, 100. , 0.3, 0. , 23.7, 95.6, 99.7, 100. ,\n", + " 99.8, 3.8, 0.1],\n", + " [ 99.7, 93.2, 0. , 99.7, 100. , 76.3, 4.4, 0.3, 0. ,\n", + " 0.2, 96.2, 99.9]], dtype=float32)" ] }, - "execution_count": 109, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -3571,14 +4142,20 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 82, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:12.514123Z", + "iopub.status.busy": "2022-06-09T15:44:12.507431Z", + "iopub.status.idle": "2022-06-09T15:44:12.828750Z", + "shell.execute_reply": "2022-06-09T15:44:12.829142Z" + }, "tags": [] }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3650,25 +4227,84 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 83, "metadata": { - "tags": [] + "execution": { + "iopub.execute_input": "2022-06-09T15:44:12.832727Z", + "iopub.status.busy": "2022-06-09T15:44:12.832247Z", + "iopub.status.idle": "2022-06-09T15:44:12.836708Z", + "shell.execute_reply": "2022-06-09T15:44:12.837044Z" + } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Nuls 247151\n", + "Blancs 543609\n", + "Abstentions 12824156\n", + "ARTHAUD 197094\n", + "ROUSSEL 802422\n", + "MACRON 9783058\n", + "LASSALLE 1101387\n", + "LE PEN 8133828\n", + "ZEMMOUR 2485226\n", + "MÉLENCHON 7712520\n", + "HIDALGO 616478\n", + "JADOT 1627852\n", + "PÉCRESSE 1679001\n", + "POUTOU 268904\n", + "DUPONT-AIGNAN 725176\n", + "dtype: int64" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "M = torch.softmax(trans.lin.weight, axis=1).detach().numpy()" + "n_1 = df_1.sum()\n", + "n_1" ] }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 84, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:12.866108Z", + "iopub.status.busy": "2022-06-09T15:44:12.864444Z", + "iopub.status.idle": "2022-06-09T15:44:13.370370Z", + "shell.execute_reply": "2022-06-09T15:44:13.370716Z" + }, "tags": [] }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 Nuls\n", + "1 Blancs\n", + "2 Abstentions\n", + "3 ARTHAUD\n", + "4 ROUSSEL\n", + "5 MACRON\n", + "6 LASSALLE\n", + "7 LE PEN\n", + "8 ZEMMOUR\n", + "9 MÉLENCHON\n", + "10 HIDALGO\n", + "11 JADOT\n", + "12 PÉCRESSE\n", + "13 POUTOU\n", + "14 DUPONT-AIGNAN\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3682,24 +4318,25 @@ "source": [ "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", - "p_abstention = M[:, :shift].sum(axis=1) / M.sum(axis=1) * 100\n", + "p_nonexpr = M[:, :shift].sum(axis=1) / M.sum(axis=1) * 100\n", "p_macron = M[:, -2] / M[:, -2:].sum(axis=1) * 100\n", - "ax.scatter(p_macron, p_abstention)\n", + "ax.scatter(p_macron, p_nonexpr, s=np.sqrt(n_1), c=np.arange(15), alpha=.5)\n", "\n", - "for i, col in enumerate(columns):\n", - " shift = -10 if ( (i ==5) or (i == 7)) else 5 \n", - " ax.annotate(col,\n", - " xy=(p_macron[i], p_abstention[i]), xycoords='data',\n", - " xytext=(p_macron[i]+shift, p_abstention[i]+10), textcoords='data',\n", + "for i_column, column in enumerate(df_1.columns):\n", + " print(i_column, column)\n", + " textshift = -15 if ( (i_column ==5) or (i_column == 7)) else 6 \n", + " ax.annotate(column,\n", + " xy=(p_macron[i_column], p_nonexpr[i_column]), xycoords='data',\n", + " xytext=(p_macron[i_column]+textshift, \n", + " p_nonexpr[i_column]+5), textcoords='data',\n", " arrowprops=dict(arrowstyle=\"->\",\n", " connectionstyle=\"arc3\"),\n", " )\n", "\n", "# Adjust layout to make room for the table:\n", "plt.subplots_adjust(left=0.1, bottom=0.1, right=0.95, top=0.9)\n", - "\n", - "ax.set_xlim(0, 100)\n", - "ax.set_ylim(0, 100)\n", + "# ax.set_xlim(0, 100)\n", + "# ax.set_ylim(0, 100)\n", "plt.xlabel(\"Pourcentage de voix pour Macron\")\n", "plt.ylabel(\"Pourcentage de voix non exprimées\")\n", "plt.yticks(np.linspace(0, 100, 6, endpoint=True))\n", @@ -3731,8 +4368,14 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 85, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:13.375131Z", + "iopub.status.busy": "2022-06-09T15:44:13.374563Z", + "iopub.status.idle": "2022-06-09T15:44:13.377168Z", + "shell.execute_reply": "2022-06-09T15:44:13.377491Z" + }, "tags": [] }, "outputs": [ @@ -3742,7 +4385,7 @@ "text": [ "\n", "Total des voix au 1er tour= 48747860, dont Macron = 9783058 (soit une pourcentage de 20.07%), \n", - "-> nombre de reports de Macron du 1er vers Le Pen au 2eme = 5863 personnes.\n", + "-> nombre de reports de Macron du 1er vers Le Pen au 2eme = 462 personnes.\n", "\n" ] } @@ -3778,15 +4421,22 @@ }, { "cell_type": "code", - "execution_count": 114, - "metadata": {}, + "execution_count": 86, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:44:13.382250Z", + "iopub.status.busy": "2022-06-09T15:44:13.381354Z", + "iopub.status.idle": "2022-06-09T15:50:05.537703Z", + "shell.execute_reply": "2022-06-09T15:50:05.538084Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "TRAIN: Loss avec do_optim=True = 1.54e-02 / Loss avec alternative choice do_optim=False = 1.60e-02 \n", - "TEST: Loss avec do_optim=True = 1.54e-02 / Loss avec alternative choice do_optim=False = 1.60e-02 \n" + "TRAIN: Loss avec do_optim=True = 1.50e-02 / Loss avec alternative choice do_optim=False = 1.50e-02 \n", + "TEST: Loss avec do_optim=True = 1.50e-02 / Loss avec alternative choice do_optim=False = 1.50e-02 \n" ] } ], @@ -3798,8 +4448,15 @@ }, { "cell_type": "code", - "execution_count": 115, - "metadata": {}, + "execution_count": 87, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:50:05.541773Z", + "iopub.status.busy": "2022-06-09T15:50:05.541204Z", + "iopub.status.idle": "2022-06-09T15:50:05.543458Z", + "shell.execute_reply": "2022-06-09T15:50:05.543847Z" + } + }, "outputs": [ { "data": { @@ -3807,7 +4464,7 @@ "True" ] }, - "execution_count": 115, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -3818,16 +4475,40 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 88, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T15:50:05.549571Z", + "iopub.status.busy": "2022-06-09T15:50:05.548978Z", + "iopub.status.idle": "2022-06-09T16:31:55.691782Z", + "shell.execute_reply": "2022-06-09T16:31:55.692144Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Pour learning_rate= 1.00e+00, loss_train=1.73e-02 / loss_test=1.69e-02; le temps de calcul est 11.536 s\n", - "Pour learning_rate= 2.15e+00, loss_train=1.63e-02 / loss_test=1.60e-02; le temps de calcul est 11.698 s\n" + "Pour learning_rate= 1.00e+00, loss_train=1.51e-02 / loss_test=1.51e-02; le temps de calcul est 352.325 s\n", + "Pour learning_rate= 2.15e+00, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 367.290 s\n", + "Pour learning_rate= 4.64e+00, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 373.419 s\n", + "Pour learning_rate= 1.00e+01, loss_train=1.50e-02 / loss_test=1.51e-02; le temps de calcul est 362.251 s\n", + "Pour learning_rate= 2.15e+01, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 352.767 s\n", + "Pour learning_rate= 4.64e+01, loss_train=1.59e-02 / loss_test=1.65e-02; le temps de calcul est 351.497 s\n", + "Pour learning_rate= 1.00e+02, loss_train=1.60e-02 / loss_test=1.57e-02; le temps de calcul est 350.160 s\n" ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ @@ -3854,9 +4535,42 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 89, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T16:31:55.698396Z", + "iopub.status.busy": "2022-06-09T16:31:55.697583Z", + "iopub.status.idle": "2022-06-09T17:13:41.143462Z", + "shell.execute_reply": "2022-06-09T17:13:41.143795Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 32 128 288 512 800 1152]\n", + "Pour batch_size= 32, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 758.352 s\n", + "Pour batch_size= 128, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 383.000 s\n", + "Pour batch_size= 288, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 335.277 s\n", + "Pour batch_size= 512, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 307.871 s\n", + "Pour batch_size= 800, loss_train=1.57e-02 / loss_test=1.57e-02; le temps de calcul est 365.565 s\n", + "Pour batch_size= 1152, loss_train=1.58e-02 / loss_test=1.58e-02; le temps de calcul est 355.077 s\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "results_train, results_test = [], []\n", "batch_sizes = (batch_size * np.arange(1, N_scan) ** 2) // 8\n", @@ -3879,9 +4593,24 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 90, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T17:13:41.147887Z", + "iopub.status.busy": "2022-06-09T17:13:41.147382Z", + "iopub.status.idle": "2022-06-09T17:13:41.149258Z", + "shell.execute_reply": "2022-06-09T17:13:41.149563Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0. -0. -0. -0. -0. -0. -0.]\n" + ] + } + ], "source": [ "beta1s = 1 - (1 - beta1) * np.logspace(-1, 1, 7, base=10)\n", "print(np.log10(beta1s))" @@ -3889,9 +4618,43 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 91, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T17:13:41.155752Z", + "iopub.status.busy": "2022-06-09T17:13:41.155169Z", + "iopub.status.idle": "2022-06-09T17:55:36.907634Z", + "shell.execute_reply": "2022-06-09T17:55:36.907976Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1. 1. 1. 1. 1. 1. 0.9]\n", + "Pour beta1= 9.99e-01, loss_train=1.67e-02 / loss_test=1.65e-02; le temps de calcul est 350.914 s\n", + "Pour beta1= 9.98e-01, loss_train=1.59e-02 / loss_test=1.60e-02; le temps de calcul est 345.636 s\n", + "Pour beta1= 9.95e-01, loss_train=1.58e-02 / loss_test=1.57e-02; le temps de calcul est 360.138 s\n", + "Pour beta1= 9.90e-01, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 365.451 s\n", + "Pour beta1= 9.78e-01, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 363.748 s\n", + "Pour beta1= 9.54e-01, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 364.457 s\n", + "Pour beta1= 9.00e-01, loss_train=1.51e-02 / loss_test=1.51e-02; le temps de calcul est 365.186 s\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "results_train, results_test = [], []\n", "beta1s = 1 - (1 - beta1) * np.logspace(-1, 1, 7, base=10)\n", @@ -3914,9 +4677,42 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 92, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T17:55:36.914316Z", + "iopub.status.busy": "2022-06-09T17:55:36.913107Z", + "iopub.status.idle": "2022-06-09T18:40:12.856794Z", + "shell.execute_reply": "2022-06-09T18:40:12.857158Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pour beta2= 9.95e-01, loss_train=6.72e+00 / loss_test=6.12e+00; le temps de calcul est 377.528 s\n", + "Pour beta2= 9.89e-01, loss_train=6.81e+00 / loss_test=6.21e+00; le temps de calcul est 381.881 s\n", + "Pour beta2= 9.77e-01, loss_train=6.72e+00 / loss_test=6.13e+00; le temps de calcul est 387.187 s\n", + "Pour beta2= 9.50e-01, loss_train=6.74e+00 / loss_test=6.13e+00; le temps de calcul est 372.071 s\n", + "Pour beta2= 8.92e-01, loss_train=6.69e+00 / loss_test=6.09e+00; le temps de calcul est 380.279 s\n", + "Pour beta2= 7.68e-01, loss_train=6.69e+00 / loss_test=6.15e+00; le temps de calcul est 378.869 s\n", + "Pour beta2= 5.00e-01, loss_train=6.67e+00 / loss_test=6.06e+00; le temps de calcul est 397.812 s\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "results_train, results_test = [], []\n", "beta2s = 1 - (1 - .95) * np.logspace(-1, 1, 7, base=10)\n", @@ -3938,11 +4734,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "metadata": { + "execution": { + "iopub.execute_input": "2022-06-09T18:40:12.863639Z", + "iopub.status.busy": "2022-06-09T18:40:12.863008Z", + "iopub.status.idle": "2022-06-09T19:49:34.054862Z", + "shell.execute_reply": "2022-06-09T19:49:34.055218Z" + }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 129 513 1153 2049 3201 4609]\n", + "Pour num_epochs=129, loss_train=1.51e-02 / loss_test=1.51e-02; le temps de calcul est 46.162 s\n", + "Pour num_epochs=513, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 183.287 s\n", + "Pour num_epochs=1153, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 415.698 s\n", + "Pour num_epochs=2049, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 732.785 s\n", + "Pour num_epochs=3201, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 1148.116 s\n", + "Pour num_epochs=4609, loss_train=1.50e-02 / loss_test=1.50e-02; le temps de calcul est 1634.783 s\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "results_train, results_test = [], []\n", "num_epochss = ((num_epochs-1) * np.arange(1, N_scan) ** 2) // 8 + 1\n", diff --git a/2022-06-08_transfert-des-voix.png b/2022-06-08_transfert-des-voix.png index 85c5de8a0196d4a7eeba35b5596b51e43453d098..7b2a0fe7c3ed28afabd132a19ad7e538deaf3175 100644 GIT binary patch literal 28784 zcmeFYc|6o@_&=(i)RT6RHWV`@T~({s*wz0U7<{yk@2uWIJA+@Jft?(2GA@9TYidaA9da){+L3lkI5 zA-JldE)&z9Feav5cmLiCj)*=EV+H?Q^;Wv=t>=dDMp}8=G2OEAc6WC3c6P8n=WFNb z<>2ND6Oj}V7dm&>+uPksT2$2Ke=ZPl^RySec$r%X46@%{)!2)P>A-QupIuDJFHbTt zxsl+C3i^I8=SWCDcDupm1@fWSfA5Z1zQB2Y|1M1BWz2w1r_!E#28u?qZ_s0IQknN<{QMlHf8y~;XDhn!64jtFL(yw;l zhwLLNabO1EbF@y49m%}&UAsh;Y1gl>jaON(?;P`p+H>^Rx9cx?ckTK0?darxFFU(O z=tmm*mK0XJ$()<1sR5sM3HuOXSXnW%o9Rl$3#Q%fU&XNUXmqnTuH6}prjzik97y`2 zHDWS(z=vk6{Aok#V7AFVe7)J)W|DD3OBFr)$qA1P%mzxteXWGYMA?XC;mMJZ&rrY#I02pHYp<Sz;rf`H3GMrsfc@v-yt5OhWZjK!Lzts^gT~s?n`{PIYB~Vmibwu-l0}k62uE;4)SdwZ%hGM3UKj*B^(CvX!ty2j)pPXwWc)r4pZ5|se~}u%CWW*VbqMz8Ak2a($v zx^r*%Y1$)HrNzoSWW@rrr??JCMyhDeTstXIJ;#{MZa&MN6#NE)9=OY{u=^c`dQ;u8 zhUuKt(C)qG(t@Db;TXqLf8q1O(Ih)W8*gH!s1!D(Jx?DmajKm6r5i#kW#9sgXpQJd z8PIuu;1aeKu^NWX7sHw(${O(n&mp^t6Z(jFE*N$N)r%hJLhXg;objR!MpPTN;7_Lv zoIxZwB4*lWL*V0{=v7ZxiW@?veYUT~izf$xo)AT>=A-AHdv#4XLz1m zdyc*pNhx$ebSNg&wBb)A4Kx`~eD*$&gkHIX^@h=$5-4d>*yjjC`ShRqQdkwdvyUx0 zvVC?jX`vK9%K;07wguhfS-B!eNcW)i8X#6XTCQayRs(v8J$UDbXjywiV)B4B90yHx zxH`1^#6X%M+BgtKgRrha5xxl9O`n*>vZMhCSZ=7RFa~H(rKK$Ns?QMJ;k_5)l9BDY0@5TtaV^8{k2%bwc?=^;h$9M zC2TZ4?^c4{7YS^1`|NCsZ@D_bK+JCF7;KI+#;Q4KKn77JTkK-adP@GBZXK9;13r1I zC~CcIzOwNGdH%_`C(W_9LqO``dVLfAwDAwRCHK1Xq;W#9wnjCIXJPPygPO>Adz^PM zX4Ixu24?dKSu%pd3A3(I5WQkfr`|6$9<;Qo50S}`&p0IWIegU`i|JsgqB3doRLF30 za*`B!1S*DzP|0@jO=frsG(KvXPc<3pa352rHhqDDfXhHh95Bm7RewRKER-U_Tpr^R zFTsnb(gho-US*-H#hf^b!_-Y`4?Du6Ra#|?bdNKaU#IhAdtsbXngbFH++{jX!xL4d z^$58!0achsVqIG|b(1kPo|P&{@n(nh_fAU!7rY!UtyB-Cg~m!;iI(n;FEJt*7(e1Z zlijc$vlW4=)pPgh7)NO)E(h5rw|V`XwVnwmaB*aN^LNiyc>h=+NW~4OgFK_AMC74NHxMNE+33uRp z0u?Tc7Vy-ir%N?4D*lB~1-|_>PD+(fh(aK; ziMLoZs{)l<&t#7T{+JZ%s>H}xZzQU1m=V@lG`VQ-08QP2@J|;B@>f{r^`NpxjlVcN zH0NM;xhHrxRDAGJfPc^hr0U{FS3&={wKw5q-z@0E7IZy=fbn3-IBJXi>Dnc@4CK~O z^yOl8d{Hjst-7=!b!lf%STHTZU9{r5;1tT<~lJ1OIS-A{PLv4cha|{>C;`5V8j22JZMn?GR7FNiowLG|kS8hE- zCGI9Mo;ax==HgIN?3^MtI;~<|rcG#Ksg=@FmRqy9+UR7A*)sRay^k?u3E4y!lIvvh zc}7hH`;{kEtFG6t(IZ=m;)K%2@n>5t&QmC72aDoaR!vFlOTk$g85uGstE>x|fS;OM z;gaqbonSe<75(gN*nEt)58nGPp03n5yR8&6q z)y(SQc9f)V+xqU-3CD7e^L8D=+u@w`TIPaYV?s|XV%<&;lzFDQam&$Uuo`Psn0e19 zqj;e%x}~jOs@b%TnnK`@B+R<;Cnc>GcC+(S5m&$AU+3Lux`-HNH>p#; z+hse(s!zFWk{VNNWZx~&Hu)nL6JadZECJ83e$=l2qN3#lv42i@bt!@##5P;L%C9P9 z5Opf#mhE7MO+u<0&7x&aq6?|GPh{8fgK)(K9pguJStAM5yoC+*U5Quq2+dayhUzG= zE%y49W@rYxCLUsh4b&Z7q<)^xR7|dndW7b*Cg- zXRp8oWheYuxy&5XOVec8&i2cv+sVr7z0kNSAWq^y4c>NlQb)pawLb)0lfNPG)5otY+|sB}_2UGuv~jg}U)vV&OLFS%@GZk_n}tcM5qy!`{F$L1WAij> ztyJ5OJ@l=-^e(oSA8L~tRt4!>l_$Jqwr>#9@v|2WxWWa^!>W)*MJ}?*%@Pmkv*Z@S zb}44>)i@gBaF>9u3CszBh{ZdXhL@eYMX+N*HB=6qqwIrk7mf6mA+Bn~y5-?#Zy#_y zW(M3+?p8fgEX!^ZCqm19MO4!axOgQyIFG6AGX*P{MNU`O>%T0XtIpoIpw3Kws6eHz z#jj2TgO##GpPtl;#*Z z!_3t5XwT8G`vd+cY5t0MN-*3AJ@6rEK@!55Pd*X=tLoq##me;|%$=ig^M>y6>ZF!e zIjGCZkD52GB7*Yh!CeM(c|NV#X)L{Zs9K{{pL`6tZ|M}=NNpN35*C<&u5n(kL(%P+ z%e@aiSzdc4w1iG_$hkPV(k^@%T|v`j{*3lSarvxu2TfyCIW=`xebP>!;-&}jeoo`y z8Lyk6R@Mabm;3d#i|1WRpPT4UOPaISOQ489vcHCX`zSniVy?A1q)zb@H#^K+p=`+t zwUs{tp&ft&9#av-dhgWI#ENpp$B@-C*yVZMFCC?=4$=aw+%Orl`uM*DSX}L{>40dq z6&Z&|m?a;5sUIrfkcXMa&+dca#1X~UZ0zc>*_kT6E=d@9#RPg;$o3{nwa9t?sWMb- z23v`f3`^0=&E5iQBXI6%bigp$m;@y%3G zRqzkF)*f3(j^WY2Nw{uj86C(oiY;i{qTXC`OoEKrO~K-2`v6=7I^MwjMTNBZ-3&|)!tiq2e$D)(h4+iJ zacOxcD0Je|wHebpmld~G^;ct`PW^28+))PwWkb|6jnMS)M%ApLi{Ge3VZSGyq0EIj zwYLdJVsdT7o%O%e@lT#e(ZJ6VRD&l}t4MeY-?j9`WWHjHI(|Rd0L_HPxb$};3GYRr zsWyno3R=n8iO-ZnGLq2tHgV@rd183~tC7{@<6fugE+DFc%Ds@}3l0x3#}K|H;r7;> zH|zILKCi^5c=#xqH#Nc{=^L|a4IV6-n_Av$(XhSB1^g|sxb1Teuh8i5*wI|5tSv%t zh@QW@aasay09o-^yX%>E)TrlSJ|mJs489g{8h(IiTd)w75!MJ2`_RV5+wcclUeql+ zxi%qp88<{J+tA^Scud)eYO%#FFx7m{+o^W__Z;_Of(F;j*p_9AVT>EL9F*ki=B>&bx_!E3JCKMsr< z#MHY9Ry+$y!G)r4Caw^+^Z1U2>VMS?IZfHVMA&W?>RK^!xBi*E2so$}vvHQH|4O@1 zz=8YBZl#}1I@Z{Rd^^u2u9&5j-a(SbsG|H8sY2OIKK{zO$6+!C^$lw2ZQ@%u;Vbyr zpF#~Z0ae17Z_{&pUL|Hfic9y$HB>u`E3#$&#M^QxCod(-tT)gJv$=@6AW%{I-H+Kw zLe>i5o4!%h7bH#W%t@yyej zC1{%i^I6Yq)lEKysah|+3_me)&mUC~d9d|Fq?vVmS8%Bt7H~F*u$5hgvQ8abkAF?wwvKKJzJ}NatH-OP@5LQ4z7cOVr&HRnkm3#H zdeJeXi$CK7vv8rQZ6(Lq&C0fm(Im`>?M6rIqWW8$C=82($lgH+vz=Y0>bvW9-z1Du ztrScbpC+VGzQDsH@e6OQ@%l$z#&@`?`cs7}Sr zU&fwiDSK#-&r?aTf2NOGwuI5j!zcTm8T|P4uAfLc{5LY)0TIh~t#3S?#nl0B^y5P> z3__ZslC#5zmFVD{kpT`%^})=MQzr#j%CJMzMMA8^86G~(!i#?ATvXtZyzs`X(j)1? zf6M9om?+uTKI_YzP8Vh=xSNe4YQ!AhqOqH;uhw7)EL_wo6~ew4hsDSqS_~!qX=8O+ zxXTLP94*?3tSa4wA2xLN`IsEUDy8$V-_SD|`3PMDp`^!{66Lgi%)X3;)O;IApNmVR zJMgCKzj#vBNb2I5`(VcG#)*SOud@t(vCKNR(A7hdLJyGHu8sMj(4`%oD_w`-^T`9U zEUxiYdi7190 zv@ZBwb*sK?UB{NY=0?3i860&QM|;a`Y;m|&$GxflAS7aq{Ov3jqr|&bKMPa!PHfU zOGOA7{t*18%-peDaWke|k+LS0x@_n!jx$zxGbZ1<^(d*8WjF|HST8zA7Vx|CzDXli z$71d5w2_X&M;krcWcKwuCmZIvCs`N$0$b^*0__AT2c=BTS0f5>+Le6A6)wKLn z*r4|`;n*PNp9CfjNvwB|r?q&>f3^#9VSf7Bl6PG6g|~-Dx_N`@b`6VW8LC(V85w?j zR(?z`iq;=ADc2u))+>*;eJURX=wMhD^ArI>y-z zv!l}5UW=Tv+Y~_bceQ@YcWeFjT&vXzXZS+nXJmNnU@D8I>V%*lvqyXqg{3%^{C4EQ zMtRHS#nMH;CB1|y`qf2$M4YT1!Grd5Knm2ohwVZ#43y7eLlEY1^qz0#yfY;?>z|S( zjoTuhu5rd}JMpWI1#zrDlLBl>P7<*ZWb<}Jt-2|u!!8C>8`BZkBv;V3z~Xvu=#(kh zOfLFm@B8aSP?SUY{hWG{EVU{#>?Jb7#ogtB3G3o=U5~^XSh|#bpDtVGpR?-WRbS^& z$;4gyB_jy>(a0ip+h0nb1l1m~A29sH???Zcqbg)C&_=9{YfH&0c6EE7o@hO+kz{I$ zQpsC#CNDj?rBKJKGPO4ULm3{;ue#fAP}9p;xuM1Ts*jdEx-2cc{9}HUGq)4F*|@hy z$U>{ldMTT8p=tbhejtmhTZlX>c8(b&-gD>8rw{&T;+g)5$3F-*IEeS6{s3H$Yh>Hpy}D9EBuTraiI_gn}qsF)#Q`wp>Hr=Hjm^-?+u`$ zE@21vVczV_Z{KUy7^YUGTS&_@>)ZBlN#5P1yl&V>snknA@Ut~Hc<&$%_3GsAVUg9Z^e zme+UA9O4!`#IbPj_usS)_hTJD7HW=wL(MO*dWHC`O*fez$+qPS>qQ&8fT>hA%_O$` z=s`_4YZ!@&3!OoR>Ju_h-L=7i+ly_Yk;S!2)ACT;jCthI=1V6Q4wADohWQzD7_MBw ze=oSf->=-DqS2sqjq!I=h(J)Igjpjjs3hYXPujOjSnf#N;Ztgh!gmVQPP46tzQ8z$ zHSAL!-rH+Ta1$$!*ipC7MY4J@zd+wYbt~yg!c3tQU-c;Q6?6b7_l(bt>;LcFWq*@7 zV?fp8v|;lhgBOq$K`LlLgz?m~UuO)>#Pq+Q#Q*=7{hwMB|2qaLXygmS&zitYZ4n3B zol)p`DXcPL6^#ydLx?6B4}34+V~oah9d7XE_;rM#5kV3)hzmqv2&fIUDs{pYq}xRx z&D1v;ssFkz43)3Q7skU1;Y1+zqb{nN2xjMEICw|-)TGP(au~fNCMFQ|Qy`WL6TAyC z>1>dYkXQ*70s=`sj&_d6R5j_{{5?`37zsbC3ZGPUgk(oyB2b!wjhl%n1Br;$@r{+4 z$ae|9E@Xn5KGkG`Pm4HI;tG*#5^zy@-Zz)%ICxbX8y=(#^6aVC648 zo1M{FGckN&A*k*F{KX_R94M=2;4p~!Q8WSsPm{j5UWLK0|{(0Vl^3qy=k#y6(*MRvwOaNMkTnM56P-J=Zu< z1!CCP8~;8kZqExe=O{H2Y5>DJ8Y{aUusOAJU%!-<`7ZBNOdFJx*l;DWTM{$AbK=#D z8*rvd+IUP|)&m``ons%5Ps76SdCxF{P`hhu_L-PaT%bu(+YUrruYX8CI`tSDAG55D z3B7LHZ+BjF-_Cu^Y`(kS-N$7$E{EPhEd6VN*ZM8vbCTE#r(_Ymw+X{95_d)lyYV-T z<<%KTJ3u-J8j}GvXI&KE8AR!ZK-K8*P05j|WNa8l%cr(MZ&gJWL46MBRjI;-5!d zv6A0o0%}#v0bY^?yrJQLtSQnBtQmYE`x!<6wKYYRe_$-PGdmX1S;4TqRW#I#-wyC0 zyXf$(`rdYG-PY2iHXJ49u|@ z1v`i=#~=0~@Agf@SfI+(QMkeweStB%opruC`cac<&KH?DhO$Ml-xT5AIs6cK!Ckd6 z;X5ix14rTW>H$Lk-oW}%2v3@q#B!m^R2|P#E+a!l@&AnGe&ZGsTo>}~CSk{&UOo65 z3M^*I?oZXy9IEj=`HusBdx!#yPy-LmfaJ$7=Rsn-Ep_KECH(fP;Nz<|UjG=(cvkE10oq$azmFJNiLE9z1Sy4Aa1*F5R6e#FT8y<`ZNhI z=t8s*xEqcphSG%u3sT%rnYch0yo;B1a?4^CcVOp1I1ms%yKS8EBvm8xnl&DoJf5^Lp&P zVlix6`>Z;Q=1JdJq3Im@^{BA>M*QVrO?Qv4%ZMYA)TgVW$MaDott9!#<+^w0c9nd= zJK|_2uv}qE;!A|@nhI3*B7BZm-XRA6-Lansj#5bzIG?zNMdwRkPf%+Wb*12B#VQ5V z*0FUNVf^?GxowOE+YT@}W#QrKLVV7 z@YNty?qX(W3EKSRzj$h8xof!qy&{R#jVS=w@JG%7Ip`>SJEp{xAi`Y!z}yO9+Wu_c zjU8BEyAPnuPyoO9Ytc+a+aE)~tOlA8zD}6BTC~r>e^I%}ZC9Ww!2`9Sv{4QZxb&~% zgIjL%A>Hf|UeM2=s5c(?BjN!5OTYw$KSMv`bJW$2{9&x)*N;PLc(Na%pT{h}$J9Np z-l48cY&Y(fhoOxH;BC-DiQTtQaOpl$-65xc(6ag~>vd|HE8<91pea1E;o?r%GST>E zO+RF&46Gv%=M#54J}emE)D#O`4>~7~6-Jcx;L9HT`;d2q_mFF9RtY=15k}|uzYF_+ z-zyPW2B{+T4kA%;tI!qk{NsOf2uXyZ4Cm#!->MoQ@-N(dtld3z4PFCrNrWIRd7nz% z-w7?Y3;_5z5(!!fK^r%{_{Sg4KTKsxwq~IH1N5PoAR5Q#Z~ za`jqU`@>a07K13U%0Ys6_E7DKHtTgnnL*6t)>tD+@bUYzJIC29_(4rj2!SIms}W4# z9ctomI<)8T9|S^vPgNpLevE2L3Xa6d3sGMFv5_*nN=W#P6k`XNpdEq^b@}gB(jhA` zB_ag6nE3BqY=X@8eJDIy9<;OOIDX)sJJJ1T#{Bmk9T4$o<6E%6kNDw;<#KUs{hxV@ z{koQVfQoLa>NXO!b@~sN=L^fJq_M#%s4;3FWbV*^yo=aA%MTZUBN(;RdC`B8;ESW4 z{(bNO1E9px(lOI0kw4-WfC+Ug9u2hGhmhD3pj!Rc#^{wV;_oWa^a~Uxb=NeB(Gy{!aKIbfQEPK8o9km)uE^Hr;@HmJD>{LpC${@K}`hj=g; zt~N6~eUz8pp&Ia+WKIyEX%8=;0?-4eP_61YLX;4=N|N!7v5T()P==EdSe*PtiVob7 zTw62Wu(;y_hXbtY_71aOOPOri%oM)k&kK3}0@K2NeS4BhZ+FhY9AK;7?+i%1mC%u2 zPd&%=aO2=P*o-rS>|KTtT@Zoo&gw~RPbzc>K8V$taQoe|I(vQ-tS1Mo$h%j=Ftsdc zySgn1*Wv9A{QV?*wd7Ol+xy_04g5PWac=k_{luk8+8Rm?N3%eNsu3Kl{&5Xv1_ER= z^2Rk7&Xi!nu7KLVvwUU_Ur)q!3_cg?lBjQ~JO7`k0IyBWd#?#oL$Yv|e3ZQZoRi>x zY!%A#uUBfP0lLEhpXSSsLD!sy<)ARnt^VP3v%bmB*$e~JPQMoB63 z89$+B0&$2zw~Jvhm;R{(KklcU{~E1U^@SAey9UZY?o+?3Cu;`DdV}j|netdeqb@%B zH$OAzXFc9Ee%TqbZ4H6O6Je52_NgAps4$^&Hl%>06bbrv4E?j zy;$~F{mnA($UpR9)?W4%1xkl5dgt1|6>jf;#Rem?Qp(gEQy1#cE(3ix+Vg7BpwxB4 zJIA2uQ1R*#Zq#TFBuY zx)il61@9u&pfQw~kez$R&Vfw&xRumbMKg-oE?3(y)HR1s^85WL;R)>!PGH%g!e{rW zdGF>=KugAT8xrhy2>rWsXpc}q!0!y~y-#U(3;uB8G73{y6_{zyQi)SvG@HN;;Q<7Q z_7z%&GC4BdB4+43aX*1u$LqY<^dBZ!Mjf=UN0jo8I;n3!v;0YP9i-blbuQPaFyzj~ zoouiDF%AerAP)E-!86qDXQx(jFbXjMc$0l!&Ft*7dyy(Xm1S(y5B?V<*afk~)8L9) zJ_6UnI~QTNp(_Gu)4!(~1eFF5!>wLyri_$%;j?q}%I)|m@Dj_fPto@ORAv9tv;XJU zei`@ve@K%Qd0ipM#P;}U@Vp2^j^6m^t?9>mKwI^f9sid*1CX#^*Z0P~C;#fn(wSyG@B9g%l=nY!}}7DMPso6{K$LJSlHT3{(0tICP zuWG@Yu)F2&oK(xaFTM+soq?Gr(f1+A!hn5wMO13;oP_FvHo+b49?(3<42{QVHt8q+ zWo=EyMdDacm=GXaj~uN>a$WJpr^*;1Nj`~jS6)@*0+W1Cstok#d;JwZyBnTWNwbUD z+J%y?r1cnQ;>-x+F~h#7*)YT9qt*!NljU#kGcO1SG*;X_Mt-9d6v-tfV$xXtpC2ui zxWp&8LN!I`YP}5<*{--2eLYO&xfHQvY~1`sYRHS zIcM+sYwy%#dZ;1zsjI82k44<-$=2f=taIuU0Syl^J+zkWO5CHvoXHNi!6hQqKR#+S zXv(eI1}`*mbZ&ux1jWR3s0F8Bh^9HVeH({D zy=iPzO!esn?>su_c@KSjc)+JsAnTp~(uCt+Nw#v-+3e+I?@F9&9o?7Y)gg;+mEM@j zC=H4q2%GRjp-Mm$ z=xcm>JcDSzG|}Eu<>OT9Mz-*p{PO$@)_)0c=;WpAw~{4vMn655yz_y{Ww`ok6{kAk z!T#fKx{h#4>jNX{zi-aDWZpaPOX<*beUi7(n`cR z%@5a{zU-XDdi;2NTpVU~jyUs}JLJiiaX%*Vk;^KknzVy~vj_=X+!oj#}=wiB@Xv0G^3@-Y7+i&vn?~ z6z=cMwrY6P=@2bLt+;y?k-5G!sgiX|L!*0fyltF1Sml!|Qn%?T={j_KZm_iLGhg~y z()>8`;NpDfwyCg5iFV`(;qKQr_q8WW3QAMQVzqkTH*=kt+x{LY>b>}xk0Wr%2De$3 z@@!6&w=CbZ+z^XsmjL^aZ&oSZRc#!-J|x@M(Ms|m2d`x-MV?SoQ`4R4&G(rr?Q>kC zk~}*C-Fr>!BaeIS~iGjMVdjl zh~m}T$FEzeIwBC@#i2Y*Ey_YTDncV!0?zl+J^aG0WH!!T4E%U|ijf1GP zs3i!au4@0K1XRwa3UZpVE~z-xY8ovEi_c24f%q7Y3z{2C_d#?xQfAGQRJO3N1E>9Y(qw+vp1KOuDc6=NfJ^7|mT@oo$ZoQysy9{Pe zVT9}9P=Gkg;5=oiL%t8JQvw+EnX)Eod2^}53CyT!Iw#k=;gFQ#<0D+xZa+UG)e9z4 z2%sukCqubvwz%!hs8jd5*R=UMOB`}uB&SE@GKE437>_s7uL}td{`u{3=eKf_Z%V-O z)N2q-GbwJho$^}?N8p45qSdc}_3qY(GjD9n6t1)i7TON3W@@J9d`XqDcf7ya^z0Pu z4RIBK(`s%WD(@V5^x5Sg#?`=8mx0Gib^UneI`ZLOr~d>Vo#9ryKEaf))G0k*y(FGL zX<%gjmVw?`X#tLDV*Ma+4GRuZzih1%-LUZ~0I&q~G8Jijw~{e&adCII?;nwSrzN+p zxHQ?(ha?AQ9phDI?9E`Mm;Jrz)P(`fl*_k_%sd_v2!vJ1J+B2+X#w9Jav&lcat;0K zy1u6cQlDzl030Yj?#ngOvibDvvqxH+2u{Nw*RY51R$bEm%URi#ZoQ3_KFg*2?U};5 zg3xUmdE@73bgAEhwd`UG?{r^bI>6Y;DT%tx#mM1+nf#zO>61eshcLD|LCE+`nF}$; zsjmRNdh;sh()dJ-3Rfp?zBYFNYd-@9?B%cwdVN~bQL+5t=IZ^03+2J-Y(e`N?(tSV zaoR1EmJ+Z=<#f5Z=*S^Qn}sploL40Zzbxz6Ut}egXH{Vx9om*4oU6j+4*`ayx`iIF zcn~y`U+xHy&ZNTqb?wHqAbqWFy9eZ|jPdp)v6}}@2x%vZm`i}Yb#8kqELu4F&8eXB z!eDO*$j~4++%CxjTOg)qOu`}MnPOP9G{um}6)MSeGA*zmLBu>~zLus*EOY5>J#znu<8ZZqz*4&u zjPt%3z_)<}83zKyXX>khD2R@z6~>Go9XgZw^f;g6!uKYS%+og3<_p;c4HdHl%&SV$ zf)+oU^$C~Tjg=k|aX8!x!~*bQe<^4X1q(Vv;6$aruJo6=q{wakw2=jYoqWyTvupua z(y%#-voye`EHakGj(~xmzH}!nV0AXzp(}Gv@0816NvBIWDRUo}-<`T?-Iq~}EF!eM zl)gO$cG{>TO%@7gzo`H9uOruv$~t^$16XH}Zz35lXrzhK2VVeXQ86ud?Magj^zPPC zfumaE1+ze6XX_k{6S9Bl@o3m@^bov$)wffL!|pWWZHk#$Y=& z{PBROYHKCuRR%)>=nWF0CbgiP9AXNvFTi`#97%c$EO{MR47@BcJD?Z(vw@p|OB^|0 zK!VkK$iiL%?0%!&NPp4Evca?0*xsS@jgm>REj;rZSY4NWdT?fEhKh=O1K zj>l1})Ypc*qQP`8z#aPvQuiJ@%|;hfM!8medsIPOZPx%GpAT38`z_aTBtEexNz7&$ zSXCt!4?wSnytOK2P+(ShomTG`ORN>m)ziGHlxP`J$rZe;1OHZfU>}y@@*Q+-N5>ql zz*#Z+jOBI&7qK_bSPvlU=gTg$3%6YtrMbQY6W3P=|*|DHVb5&-!Zsyvs`UO=ghbj3{X}uL=BT3Axd}r(K#d!X2Kzv;D6x zy9_Ggh^{!{uAdwhehR^~)gC1d^AgLt#d4=U%}5T>;mP&LE=GzB-tboNLCNj?J@9Xci{WO3?gYN`y<5#)sFZh<9O4@}d=d%gx7!dq(Q- zGwA(Ye3F<67V#W2f{`B8odsws7eIUl0klmQ0I~sq1Xya&d?aI9;0@k0Qm)&E#d`$t zYgZ&C4Z5vj`zR~ZvhAPEfW{57}8ni^q#20qRgjO^;r+SkmjKGWzGX{08M0M{Hsx-Qz4hq#>(c~ z;L1Y{&K!pg16OA|0aCM*j@XgXEd9PQ2XE8Y90B$$H&;|Qaz&3DT39qUFruo;cP^(( zOWqt*A6A8w{L7a?*Q4lsT4{N;!L;ed<67M)sCtPjsmi%a$fQIS;8h#;C9vbvgX5ZCu^n=z zQ+7i^OYP`_BEjs#gL|~$mq3zOnIjtMx`!otSikfLGhLISh79m$X$6BT; z81UGWW1t6WkZwSm+CgyvHZ_iI^G3XZW`j7}WhYZs+u0<55^n)AW~)SVF(-?bUr9nA zmfv(|AZ@hV#yjA^1%TsdYsu3~Ae4n>?!IM8R}UcQBoKC0%LMg|rBB1sy1GZa*9?HW zmRdKlfYJ;OU|u=X103iAj_LzS9Y$?=Q7`iuU~{)$dD1`<18C*|Jo2=(_ubdi-M~tq zNP};$cZ9M?TEfc$*IaAXCsG(rZ&2xJ$2bQlQ51yIt*6y->f56;5&#TDcmI~ENUt}27 zJEJtEl-1l+vY^$zJo~IU*Q)Kx7K5k*|9Vw_f1i45t!#5yhyT^_I6eJxSM!>cUQ_ho z@K9^poZnBBx=1I;L%D#cMkinO%9KV@^UQI+@KzuM$6mPg@gO{=O?blp^GuM9CA$*Z z>Y^%LJVbv8M5XexlR6{CYm@!*8P7!wa^k+oZwGd`*Z#3LsG6oCu=lh_(1XB?){lq zf6k^kZo$3aS=$%WQpfnYzH;u6p9-J`sJLiU@KX4)t~=c6)7yRq#R1^x4S;a^-af7; zpY&No>>0(z3MdlnPIJuzcX_)_tJ`k#)x8X61wa)3{IsMlsO>ZO!~v7(1%-ba1%2IE zc6)Pa1N@M<`}NgS@b`R^QUa(i#3ge;eQ;Hd_B}Jjl>kyayVSn>4FA0BHk>y$W-IC3 zugx90>5&=xgpmX+>p}un2kd)5O&z@4se%e`D+KZ6&5%|YS?)~-1}))$N(Y_FJQ^ZH2)jw_= z;*^%?8`A_+)X&s71-2+~8jxIXKTy>gyti(0p8E`Hrnsaeet~}OM!7TRX5{7voeFz^ zY5>eF>hNQvo;k$#>%AAIw9{n|9_%p(q^DkRoEJzVlA&9h!5d1FS-~!|_Ndn&TMWLp zd5q{tt8rr&eJvi9vM4>#2LH4r#(NAoot?!XwV>)JP)WE0rQFZR9fVp%SxoobSZ1GBZ%=emEmL{ip0Oc*H#*+aZ zW7*8O15eb$dpZ794v-w&3BQ$cxqTssw{GeEX6-gj7okG~8>L_6?a=d1C*%4`+fSVZ zP&s!VQ#pHVC^4poTu8#rIi zS0k%9HU_ZJ_N#x0KRgP_Dt&2Hes%nT(eJ*%#oGDIh;lwXb=~JkH7nlz^0-1#}uj@>-HjluoW;{xa|# z_NI&6?u_c92K!f!v-uHFpPujY-j+dr`oN zr|$m^*b%3&TjP^sH2S5xvp8|P)+sQo?3CMUBG3&*D#uu5m+-J0{cPRW6S5$_K+<%ySv6vd^Zr-}D^zw3zjSg6hTA zDPeIc*DbXZ2>Fvo7J=Zk0z7oOQ-!`KF$9^fRutJ;Mt5)G^2c;4$6kXBCDHa`-si4AjJVoO9nUt#lnIStQ%eF zTNoDhi|+vE`=zA?U)lnmoDDEP8%SxD325?K9ncd22fVecFa`2o#zaSYAz;94q=*SC zK;Sk&jh6@Fzyx6knK_$#u6YXp=@)N&e242V!b-!THY{^?;E!1$LzMST~rp{mWrHXty3pArlpmb;}ptOLPO7gXHw z$;mlDE4cgd!G3gzhird|3(*jGT$CJJAb2_>cLJ$ArzUXC@k7|ID&T)m=ENbOMD<92 zdvM$qk;5oQ07%2@qg;S`Fj(!61vt|U6meOAu%1W~ptDs#+x70ZdYoD~S?qD)A5rZPY9WT}Zr|p#TSFJx2u6gC#9!8qmpk$?cuk;uR zodnAx|;RUQ*HS{H8?oH>c1}~Z=sG_H3J#nlogpeV#jurYQ`aM zF0us#$8611>0gDj%N5@DexP2k9sDE*61c{Ays)WZpPAS5UxD^m7Er&ct&N!;u-BZv z{Z=`K`N`DE$+VyuQm&C`zD11*qeurHqMwZdP<@p_t%)TJ=>pKeND^N%< zpbpe-y+GsB2la(n^t$+?$z@}6|M7SrRpX?6rZGUrpn%G|4+IQ1DV-f5?^iU4wU2I% z6NsIx)!LxTyZ~OzsO$kwM_9a1v&6Z-`&@BLpur(4H8XT`l>0P5U%(JglsfjPF;-uuoC0&7Mt1CBM_YwFhiz8Z*Y_J6A15a`Wm?q_T|b=;5gEoKN>*XVuIFW z{DZgKfQ|!#Rx{De^QkX&D4PM-U|B}-7Y!nO?QCqFIUF1u)Kpc!hVA<6O|y>D`!B}q ztNo#iW1oLXT!(-Pwj|-dIHu7-QrFb%WjyEJU;7+^$kExHH@5r;3z#;LXG8*;v=tI# zbhbfjDC@(D{8u3h*Zh`f^!n@Kf~I=>_le7?s3$*9$Xc6~JaOyfsa1+T$szpRv?PMJ zmLYrsWG#jYj2N}vAF;(OrsMjA;nFe=F0SO%U$s!}hhqs?{cXWpVw+Ou-=S{s+C$=OTs$KNcy z^z1s2lj<39IM>AVF{iP5sh(!1fK<(^G+xWTr+s^mJeQt$CiteSZ{9DHwS(qVX18{B zy$Wok05Y0LWi%uh%{I_Hc+M$vnfMcs>f3NQTn!HI1e;t4(wLSG^|2Zci}s90mgczN!c=*8>f-A#;$ujX)m=Ftwwp0DIFJ$`OnC z{C$B>G(x8`n_CbP_%H+G;IS8```>3Ih+1j}VZG()%du77ls5^&rhvN}o|X@(9x^W< z@{9xs6%RV6jMV}mXkda4LJzc3S?3t~rjdoe614!NSw>@&SNYi!O?k)ecT+!a3Va%E zjyAHkeq&PV$nL`D23o3&p6+R!)UY3Kv%eSd$fKUa%}zm+pzQ%#27&?taQjrB1V+Yp zUb3tH%A1i3=#Tf-O|ja2qaKa*Y~<>yVA3O!`S#|dJU~l9=!FY8Zsb}9BOh|Oe}FL8 z|NbVYwD*%Vl_6iE%RuHj*t4Fu>KvsGUCN(7f9@@1#%Vqa+JnS=zX#lgrDe#vIrjOhi#~h$3pLWR;px%w#l6M)DkOzGV@Ly>_A-x33 zxs5zy>}J(WffsTO$X>&s-q3j`-RKoWBJDeTb}CwSH3^5C2eONl%V3=rr&8sBl5jVVp?J&Bm2_Q`l_dfH(whej%qYA6qqy^oi}G5x_)T(*=V+8; zEJOjt2%-=nNH0ok=pX`8L}37piWCtk!+;E+m;@979R&m_p-3-Em9Bzd9Xd!E+6WAt zk>2mxn4ILa`}KYcKV)X!{qFa9*7IL$Pn@`w&&W^O+S-%Qj_<(sj*%w?UNRe>jBoP* zyor(8T77)9Bs^gGmE(Kw|42QVx#m!kFwbq|+46bx$IJ9dY+x6l=$5dlG6MK2f@R9t zY)na=kXEB)VVdNJix(Fx1RXNYlzgcMp9YWF;9idf#ukXrd^i zd?{D7!hT|)k%MkBhS^6joww&3|81*dr@GBOvODllx!@t)BPUnKW-m^atIfc|J|sZ> z0S%{!)_;OdZ-cW-A9!Dd#i`M(`D)|t(k)lGTj_MOOp7~PFhLKo><;c*_d(GH1$F5v zFcoWqPbjN?aLD~p`=?yjj?JH&q?~e1SsYqPsje{dh&OsAc45=vo1BRFD?WaS0Su=5 z!b~)Gq-)DDgEtvo;*kuT72Q9*BC%P1w*RGnyvHpk8@4b-gZ)U|xc)o6yOM6voCl7* zNo^-Q(rSIJMJeaSPt+gx)yp(*9ebXv-ZBkkPSgbP)WL-e05oAsXKL2yr&5(>7O_Cl zK~n)c_0$2wHI5xKfbh$_*tnapSCc$PrQ1n5QCL@7=uUrG=aJKtXA(~Sik;q?HTQ$F zFR{hx4VcgL;khD{aL#8K*l`?lk|ku(i$~j+mr=yRVo3u)6FVTtFh4}Dk`$Jy z!K@`oA#ZGCWR&d|7HkQn!Ss~Rg-T>9YDsu|3dRxMg6hGVP@Z*G4U*9Re8;xO845Nz z*(t`6;^QF~HWfQPJDeECU|NYrBu5l4=rA)cTu7W4&@lKpG3(>5#fFDw31!k@qLk+P zH2tn7-*XQ&4woAzR3}pN?_|$^)N?#pvR1P4=3?Qu+HJ=74Q@!lWIBOKD|#L+qy|ft zacmN8BoWuNX)oi+cFp_36f!%0xmqy(@!9eviH<4gt$;xK$s$HBp|M9La}R=J*PRbC ziG`hbA*7q=cmnz$H+P`>z}hY*H#72pS054``5?(L4=&|VFo#qhQ()gqvAaPBnbpH& zB}yUcFpt(Rvi@STN#T_&5`VA>!C&{@l40p!)G)|*vN1@|Jrv=2lY3Yyhkz|Tw zU2N2?OENS>QFTOL?uYA6Y!TTi#~l<LQh3uF zxRKRg@;^uAu8Tb;0A6zdISucj#oaBKudYD->%$NXvn$&;13o2sgOlmGgKKwLtCL4f z)sainPrBoDY2lEX$9!a>oOOg{ORCL-dwF)geu~P+*C*8l1ZY*((d@&CiyQY zom69tdG^tjGrl*_#ZJ+GXzGw+GIA!eTV)+Eoj&pP2sO0%hIl#fzOBn{Z6ugcAIqJa zk6_n+69(@^mC!)sMNlA&u4#@4BUlZ!v60`run-~#0ZBQlSNDp z+;0mwpfh*~4I=k1gWl30&nHB=BSxh@xa|_LS>k)mH#8mS{)KN#D#&~<#9R$w-FLPf z?jw>O-Q@lB;1^BaU-(a%=U`$bGdrXZW2`Si`fQm6Ny-3CZFX+IM(qJ$NGV#Fu_k1u z>I~!#iC~bqwjYBDA!D-UZ@(d!9F6wmoiuGqRr>j(1O@apX2fZ!49XH|0@6^AnIr+# z(-IUb(Ih`RwRmCX;%Il)mKdScA2zfRFOhH0*lj<&iVZu@0RQq`)-Aa5{RpYlZ9ymD ze&6{(sC><#v*JT-#$XeJ1Fu(IBMSh=7LHS?q|vp4pI?VK^w(RqBPDcvbob$)WW zx$Bj@>|~SFlB9+TSr5+L8H?$1sSQpBo$9c%WzKU95#7O)*{$q`W)dC5GQUjs-Mq&L z_IJ`y!KfCY6HBwa_|*f1JYf44T5MnNTq#+JjSyfNg3O2p*hgS6vGt)v?`)7V4Ydrp zb!(3BMPT{fq5R>!=OnMCfC-H;2QYb&Ih45~dl1;z5Qy)!LrAVe&ucc(^2E9$I1|nq z0n<@N53jHIy$k>rx-MmL;Evq%6DzugHbV9b*&&E)gxN3_7v@I`em2L@OM)%-1#V|? zYm_J6pCvE^n^Tj#w2xF#d~I#5PD7-K0AvY?!@z+$0)!Al4BQYo>qNY>IQ$4?x1xY6 zRGS&g8u_YM_XxJ(n;_JY!$>86AddGJXU%dt zND7JIe$-$Cv?vnhfGtUhwY0dtvfF!`U**oY&?rZ`&(VGH_Jd_J9VPrxHFF~! zD-)@4H!$Ui)fB8xYG~-F6R?}moYtOM~RPO8A6K2%-HD%ra70w zNK6Oj{o!&CXj(LBKP8>Kc=dx)JeCe= z7pc@!85b%7^ZP;HZ?Gb^a`=g`7-S2ytiH12g@W2A{pvfvx?rl)rw?Kz*6h&@+sh-$ zP(GwNG?>s$9GwTUm7r$G44E4!4FDGPU87;kL-ydFb->s;;8!b|y^t8#AEU1GoBQ%Mip;&g6T8avM? zV)u{sW4lhTx0dy0(OV4GQq8?S7(Z>fo+B)4UH=v~??Cine<%7REbTgo!0w?TLcemX z>R#*V>J}Ugk}SI1@tj)#oH|KzcWurifYL6yx=f@VSo~6^)L*;GT^UGJ_LEUxOiXN6 zsV9_!*Bt{Ecn{C*4AeOE!X&q<3 zEv*Se9H0E~M(utl-qS42ASqBxM8p}DZXWGs5>drE$bmi-?Qvq=p1l(uK7Oul2Jb-p$Jg_V_|Fl5A~OFW>|0w?QxnZGb?I7929xM{*e!)(qM|OKgewe|W_?fj zD2p!sHbe-gmhn^DQ5kr6e5O#yqDH@NdkVQhW#R%|5$=tPiJ20xE$BemoWNUiA>fxSumTLF6-f~hj<)~nD+tw!sE8r$B zmhgOzQXyKXVqe`~HQ3)NID8HjMbKD9@NW$FMN(fiyM>9To`9 zK}yjT+CWuFsd4Svweu_$oK<^Uz6QzOk7{!re67e-Yf~sZdaH|=vRe6?={LiQg9uMf zqT^hFaxXwCpcNwpw_q!p->ksX7LyINJ#_PK4CwAxtF@Q2@^iu-CimYQxxbOOYyY2l z*B|M4z^~taSbxJ-kx!~wd-*UY>C?du9bu8HgvKF$Pu*Yt+4;BCZH0r$PmX>SAY~|- zX{i2fKHQ|WZQmaJbIAT5bd4nLfBOLdPP@V*@r!N7QDW~3Ye!Rz5`;~ZGA@=}F-(fx zw)X4VU#YnklNLT3f@3$fWhT77pRh02K2a|_IS+j$+@^6ii3wKF`nc04QuI?aH`3zu zcN&$+jraAIiW{uZujnz(s%Dww-<-d8bhg=di<;?;8#k~x0Vt4SbRu-fXeBBt+MArg zss`N&v?+Sw!;h4)XcNLoJCzqlI!ciENJg~(V4Mf^ZZv0Q(_l+3((rogc!gbo#`o}B z1jEOVTS@Lag4eIcs1o#5jgdnu%NX338{|<@HgI;J|8Ypb9xAKDpksgPgVF>*~ zQVW6&#o7^jt&mJob{dGs;=K94p`91?mgTnRy~JuGDLPzS)foZ#i#kYZlX;dl+-gEX zBl!|w#DuKjZOG^NFVt;jt3X>zUO{%r-_~xA2Y4V0MIvbzM~6O9DIE+R1X{7NZ>#Jw zOP2Mc-bQ0=<&t0s`jNr5%1W8D~0x5 zbJ#X>!GXI95BK@NdY@KbUDk;iX5x1hT5baF@z4=^ZJB6(x*|P z2C>e_{y1qLJvxedH;s@?A&|^ohi*+e-J|n{*j%9TrB@lDm}s5BaNKZNML76C7*Kvb zBFyjkzdPBEp56-4#?||uw$ew`*6F$F z(P-OvROo!$)`G@{8TwL5NGLn6$%x@pRB{iA+ga+c?WEnRNH^b#+S&s0JIVF61 zr=I51`Zu^mzeRaUKNf-J02)Q3PeS~=;#KEyD<29;{sc$10v^-1YA}r*1dD+<)R1~D z1ZJpG*j4o+inW~CXUn%tfztqDMS5+%SvCp4 zG7e=tjRCX}fD9<_%=4eP0?$@(PW#(kDz{wLSPtb}My_*cpK(j_DH*KRn({T$6FrKG zIW9iJMK8id940$GzSOalky9J^e!jq!UQ`oqS9?4p+kO7Cc!O7?{~3bRlk7IhMlx%o z5A%^Qj7y*l;)jH8<6uDM@1!PQS5J@VR}#e{ZYSimgYb!@(wDo6z&!o5h@&ki<$JNU zAQuX5JB3I&3<8k|;3sJY?7IxrGB%*ezDArH zdld(REQ4c%5ypT@5~1X^d#*&v9*2bRuF;U~+==`@fY#1mqZuSFgDq?x0*af}gya!2O5e%U;P>N5Nl)JPwcS^G$qU=* z(ZWPdaRN2ho*4tj_uPZlw~o-JN0|_W_W}dA%R~!F{)!&i3%9-!U?i|#mdr`ybVz`d z*iRc5{v7WpgWFT#_OEvm`XrJ7Xn_I{5HryHXR@}OvFE1or~3?- z!WbVALE}Vy%5SVo$B{HCYz3 zPIdkl$NHUy{a7kLHtyclTC_*mrss7)){i}`&qaMYk3kb4WAYFLg`g`kc%De5CID(! zY*VH6>60@x753W^6(m!QZspZb5DEhALEebw<{}zbpqJ zM92@iK_$tFTyFmX#?T2u87>t~n`0K8xmsTw^Q-R;qkpGKjM)@S3)z<5wnKP;NkX1@ z_8>z`pbtvrrCm5QR3eHJvEj+N3Q)PK)%=xai!+8~wiP!J?}JxxuV9+p9}p`gF_F&b%|X{$JC?B z-#QL-cqJWss9{v>nq!40;xVeBqBgvm&9r-_^W%mO54!iN=!5C%!qpgZR`3a`&XA}HE=QCSWa1P|4&aq<@t~54mS8Us z^@lGTQbh1zGYLyU=0g2!xnCU;__zC|$^mujKzC&AI!n2JHgi+FDjqVo*$eZ-9@ePK zP-Dhn2!Yyx#*A^a=Xi(=!mHBVzWkl0pg)oFL5?h7;<>5R`5>}ne`ErO} zU*tfm(-7L}MLK~c?_S=t*C3U(UC5t_ZVG@5^oe`tU<( zZ>7t*Y$+ndO_9TTvIgtx_LA-QpvKN< z-=rP%+LD7@?BM}2qtXo6GBK>ESUmdF`R4FG`n-u}uvVIpfvwGZofZS7cK7Kneo8g6 zSurqyPl2ubtUju(-N3Di9>-}nrG{w;mvx0Pdy_B=8-Ri9;_TVP5L<$R@>#o;b~;p# zakjV?nxICyT=1?<5dn&@4M`KC!R|OGK+dW{99qK?M9VxZ8(oaR)!^R0*j{*>hz)F% z=a>NNI2C_qji>_%x?!v(dCGBUM}uj~;2ok3Hp$gUZToi~Q@b^1UIR2_r;|V^zzPd9 zHg^QEFZH2RFySQh`6}ZVyRp%XNhB4IUf0kSB$lH_FF>#eNc1~7<1w)UI%aw{KO-Q> z>Qw4((_;5R^wsYuq`xDMSExBCH+Xrd%ugr@9num~5)(x_NwFi#A*o!1cOeJ5NOBv; zCHIp!3nE~NkV1#!B3H4DKWQdRqv~Ugo*TXGhL%e0jbThFv={3Q$^CrC+b9nvfEaf| zG|GoiHSb-oVv6vrBE11;59%-p19sDt0^iw{E(k5}k+n^Ja?=)!BdAVjlY#=dV=ef8>Z_ zOzY>}L+(hIJ7WYWL@H@vVRjhC>=chvh-aV`nyeT&Y!6&lXw>6j?lZkrF8@4E13B|Z zI9~>GY(nK5CRW=(YX9qv^ z@-+p^>QWU)ZaXf+hn0`PU>J&Q%yJH9=N&>bz(yDdyDv*Upjvug{#!u^yK$647x*s? zDaH*XYP^VhScp#0im7cFB51>iI|ueZu6ZMHuz7}BDsw4`}euz z7qE%c)s{~lkScO{WvSAVWgRp*+}4IGFNDj4c!VRpqF_};gjyRSnHjG@Ia3-@81}6{YLcM3zwlc3P44)ar zP91++6p;cnhbm4xB#er(EmjUHdrw~591cbn;H|?$LkGx(UF-ilpEPS}KRv-s%@qNb z@hh8x((?{{^QpQ!geV;F=IxqLxSE^)U3|sxcg|U}pJ}KGDb5#9tDkCE-ytp2Y5Wty zJf8wV2n&sQ+mYlD(m{XxAn|qE<;}vm5v%il|HcU&MUkrnQ4mOx-S9L>+PGoyfo;I&VyxITv dw^ht~{7>!ZGXL~%uaZwgIiz(kb^mG4{{>O|aD)H= literal 31202 zcmeFYcTkgS_cjXl&Q?UWqF@OkT}8l9MMVu&x*$bGKtMnU#n9~vDjG@*1h52(^{s z!^g+B9&_rrF(2QuP(D8XORHAEJMwozH^DEoxAqxt6Awpkzw=%WeER3TuUz)}z-*4e{dK~7Qbpv=xo-riTRD)RDf|8s$yhnJJQl#-Y>++_8YQG^JsdGhD_%}3uDYHj5PJPPDc~cT9gfY?(`sGLcg1lR|FUoQdq|uVENxyC zLo2SM72hFYKdvbWmiR#$>LZnMH`ku(=9OrrwK!w$tk-N9YXMDlUm zG|zi3MXlS}R=uucd8on$SYxN0XvczT4lj^ly$5rQge{D- zP?uvHq}WyXL}EuZ={}oCSge9=RzE2mODpdqiTog)m5{_VILL+TzA3A0^krC!FggqA zMcIBdoBp5$Uk@DEY;HU@`ru{hcWA#tKgy=^%C1Pc_el?n)o8kC#=;PZ({;8*l+h_n zD^8XOdu>-1Jg(}#MU_FD2+)wv4hmom1yq%4n#{8+%#D0T(&5S#TH>mH-LqO$w|kx2@#a?2oLl~oxP6QU_&wBjUY zwyQ1sBiE;zdYEm|afLFzv#_#ebxV08j^0>VK1L#Zd~Ng&*G|zak0>Nz`wm7$6O?iy z{Yr}2U;U+ySqk{qUWz})HM}~n%Fyxe8NV?hqFIY>?ZUMuZVaBFmUem4Cg|$@Bu)*w z_27FYVKk${muB-_eRPv}SFgnvN*Z@!;x;yXTm17IOxqKwD(x9fJ; z6I{A#_H>z0@{bkH4cJB_u^wsH@!TsOs?Cu*R#uXI3V5++N@=f|zB z*hPgEg)_2##KJP(gn{xz#ch-MnA9P^b%DJ$41b*5Q2S0pfy7CNp0d|mZDUQ`!}Jxw z4)cv3ZLQ)v@C;+ZF1r2sdwwB_lN~L8vAh%x4)=I_*s!KXyJg3>_pms!ksUqrA$VWi zZBopmIJvmMqsE-=Kjv@xQEX$pZxvPuichImw+6o;ucmXivVzJ*tA6C)jhuW~SoRjb z5S6#@Sl6eTiKNof!m`!lWdaNG@4faigDK1h_~1uPClll&xZ>sFsi)lS`{G3hAFw~- z6UN*b__EP(HMeWkjSJ+$^@@f+V>{)m$Ne)%Ps`Z7&LRn)?M9kIP(HNJ$!^h;b{=IO zkG=I8noKV3QJt+T#Tdhul{X6GA|7;LUk12G@XW`p6DIHam4uNsQFXK*XWI5MMLf1= zMW)2JNu-u_dxiHp*A~`HER3Ke_r~>%1hdK##UDg9={ICd7M+@FDa~~4b!JiOPp53} zU<-bb029r*RGJeI@8v0@Z+zRnkyUI(f5P3(6dNz|u$`(HRnNWK>gd6hugThgf8IMg z<`li)&pM7v41dh{+eVJ*f}^uE{TUw}ugVHL82OUOt+|)p7gSFaH=6~s{C?S|py+a2 ze&kiv(0djt0>K81`n(S*M zp(rx-!r@_CYvQ7{yX**g>I4p&diEiYK--UT?Ij!^ODIdxDN%ku#|R({^~DFDXfTx6 z$eP7h)b3|VVpgJrrVP3>WGeQZntK=UE-~SzPRPjMoU9;IUD8fEHA(GWp)l4cdu%+g z+BNF@0GbU{?34Yx3X%Q<*h& zzw)V?osM3DeDwF=3ErN1;oQkHHs5UAPb*bA)T)UxD5vHOMeR7Z>GskcQwBfsLw3IR z!iu|9?S2>zuD+M+KEA_VJT6CWTuxzpS*PwPQ=0U7J9%E~$%OjM z&A3gv4)gsHlX7P(JvsovaB2oi>3dXyRzJ1q#cZ~y+8A9go9~Z)oM+dta%+oS)WP1U-%h%uQ3wNBp-#tM%HK*TDNWl^OCBp({{ow^D~ia4WENGwpJUxtd-^Cow86j&`&9*%J%gcT{5qYQ$$dd#?5F zdf~6^oWsFM6x-HLQHG|@Tng4bW5OE0B_X`TFPibypSi5IcPgKE`2A!(-o?piRKik5 zg69yAeL%uClCY}1&TH}FT{{iE4y$rdZjUGLPFT0M>+ex*>&t~as| zC-0a)vYp+xxo`SRwT>UIqG>^1xTAV7UpkHQDXH33g!ttz+>au?1opdg3c1@`s&!R) zQEDUat#Q)DLLl!F3QkvnZ%uK7*qc!)K~ zht#=o5|SbVBYFwCy*T;p)aP{%eTW{eA!&)vgmq$F9mkjoWv>(V7}irFebT0ugf21J zx9Q0E{84|*ZJZy*>YU>PlpZ1$b*i3Nix1B>Q^Et2W}HMxoS zJPeVYpSRFnuZ-&2mm04o(aDL&iWQMOsuv*8d9Rx^@MF7Atfx5CNDp!A?!ndrZy>(TF)kLRt-b~H&qd9*I8Ck#5^MPu@S-F-y+z39Fm zaX)(EzJC6jQjfw@D)pr!xVfRJ+Np|VTJ90i8K#d?Y*b^yM|$(baBh2+K55gy;q|n| z^%Zh6=n-4{O5)iS(;oh{b`Fkfb0ifs+xaDj*n#fwi!rSp85tDO`=SQFLUJNlZ8S)u zr-C%-G;psyIoIG>=jpO=@leXWqn^V16*yAi@;fbR8mCP0$u*7Y69%k#z}< z8yxrx~VWx`Xr2C>r-&tFX8uB_lQS;p;*vTRj9KRC{M{jqPO(iN50D=e|muVnzG6j=pcG^k{}xPJi*sS`qxV!wk6?r&kSy2h}KNjP)6vvs?Sw z1PM%}O@s)Vu}wF2HxrHfwC5gy;dO^3XA~=uno91@ZDYNskB4Jo_tqx~F=`uMFohV_ zQ!+JW?aS%tp+JmcbZM*7*M@+|s5(cU@0=`w&|~d59Y<7`tQS|4@aIwF!$Uqsuo?ob{E#-xVD;Zpk7+v{BgW2CaKZsDvxqB zK`f?`yEpYU`()x|pIlVR9U;D(QIlGnH6-?XpDdyx+n_Se5=~(UJZZC}6&H_pzWwgX znqQ6|r49=3W)utkyn>Ok%;{~@kL$mh(s9(47pu73W;w=qb|6D#4+(eI>8D$#&(AzJ zY02-89#*o9Qfu;swrrfa;h-~bATBPRsvW+?i{||P_Ie#XJ=16@Gt;uGokD&x34YMwUc;#$JN>0EcRy9WFK;!GYL(v-qEXICb;SxzQ5~*j-Jb6bl(Xoo1P9eX9Khic=&%Dn*Id{Ot zacUohvu&@gxHkhV`J0oLbztBsi|p3FK+MNvnM}<7d+BUvCDUDHBZt> zD2?OIG7{%T3cH)ia9AN(D^q7@XDdo@c|$`(Q--C&ty{O4Rgd=|@4!rx2b*(izRc&> z`3$vGQ%#d}goLEc_2A|z!Sh8Ax1*oK8tLGJd0ao3zG3t3-KHoRy;R5c$4_2Xz1nZ~ z;C>X=pxW8FJt2yG1*84`ovDhNb*iJvBm8a#36@|tqda`7pr_L8kc?im!Uvi1`(Yb5 zO6~YQdo9Sr82>OSDYd{ZqvqsE*V*wt{>u9ym*?$E9cs7iQ1L!xmS$>nZ*voaJ2V2%l=_Ys*TpKDCFz*&5LGMi z=+5dY^-I6-F$}qmgjMmMd}+KeZ<6%xeY9ip4h%*|!34+h^hYV0oos9{-L?CuL)q)Y zB>Zzt6XPWh&tg;_kuqkQOq(Z0vF4spWc$?Axjkr0vpsvvIyrNfb@fcgHi?^-`}-s% zCl5wwE}XWqiUkYwnQn99wAfSx7PGGEoI3Tnz^%iyA`pk{f@5+JXPWuu+ESPHyi}bS z8KQm0!yT&0uxn|0#Di(ZNn!ZN$b2lr4jr>a*6I`fzjq|$TG zo=;LX?Grn&BklP*=wNFhu(^KHyLgiic76r|j}AEE^C|-}qVL^3ZN%tBi3fCqj&Iz^ zf1v)7pD}(@LxX8cM{rb{&DoO=w;Q$PIGB}qGcR}K-Dfe%3LYu3r@XbbJul5s(zI(-S zCw|BoA3sk&wK*v^)$z;oHEg*;=>uPK-M>&RjNRaxzIX3^ z%*l+06P5KUy2$nowPXg3+(mKcC+ell(xSjG8F2)&3_tK%WG}t?YNTvR@<>=69i4{n z@9&tszMyTlPC>`OphccC{~WfuZ$`AO#3%hnPfyTD4bXc85XfY5XscxUM9LwS=U&W7 zW0UAdG08Rbpol95+U1qDVKDT)Qk`gI(QabFDDXsMs%dqp!Q7Zl;iWI3S7#?QL)r`6 z;-*Kt(o1}X(k{VF1OzNzU-*b%2P{o0U`Lu&bK}MVu!GO9?JJw|oK2$l8SUQL-&aep zxV1(o>dBLr>H*XH&}hrPn&^ogA(r`HQo<&_eA|=!R$J|cJs5vTtYy;mtUIPff=7n> ziih6FF{~AFCm0?-NC96syuACh@h|6<+}gk9IH0F?%aze3Q7eOZM;lg=q<(A-6gH$D zR=Tv%_WH-#OyX3OO6MG2$8?q6U-#XGQ^Vye&hTdILk_t#?c1RlY#pICemB`LF)Q8#IDk|s+k ziV)YduYB0dVNtTdpi|wuN=n8)iTHH570w!%HrB>zhE$aJj%+(kd2upg@V1Ei=Q7;H zX4nT6pTT`{a&nCt$zm@8@c79&v5B>Xr-z^K8`F^MUwf&u%Xz3KV?MuT%jgpaqjzfN<);69Wh32|>3n`l-B{(gdsR1MP znGTPVEH4Kequ0-;_lh$M^y4P$)6DW!B{6nlYA-+J9ny}LNquXUz5*5C-c@9zuM_oI zUvY_QVlv@CnZJ*ZjD-Py^4-H7bA52H#v;!ndhyt8%I+k1aFnEyh_d^ncsAhtBs|n2 zyJ9Y_CEG3=wiKCF$;^*%Mfc9b(XwaF@m@ZpZX6?i4m>R%@HUA|ei_W2+op8+$%%*C ziEe?7HCg@Uu+3lk zgrr{HP~L#gJFH7N3e-)<;w7+R0$tR{I^K1$@{7}nTkLCp~XX?#TfhykoCv*yDwA7H@9YR4uv+8Kk zvF;#tJc91v?g$gurs|s^S21$|Q)8ClNPY4wfK_hc>FJ5s^`{82Y}`b@^Oxt^6>M*7 zYZBZ)g~w%ulzhKUQTa+P+_+X)&NRg!9);-+oOrPCB|qI4wO6W5uUy*PG_fW+I{N;B zNHx26nh;#WdwTMvB{3Umsm2${R#8$(wnEa598m(S-L!O(cz?6rUs=~zl7hlbwydQNLKL)0kxl@5MhMA6Phy4 z7G|k<4?HcT&!r!8@O>RTQKvjLoLfK0NDPU=8sxh)8x!PgyjyMjQXT7J+dlO}9BLZ) z@&X$e@u9MEDCVsDmz2cdw7k4SHUT5~B|pNXy=VIfE4Qau2DON(zB;SBSD?;|(|p#~ zXo4Q{fEhCXEwR1q=MHYMClSACgJjNC=jb%+lg(#+jHbTQ@ML|vicHz?{T%njc zPfptmMMZ);Rw=ga;KjQ!GM3NxoP78aFvlwI(qj}8fTy*{vnS7+X-p)x7kXsh5eq)! z)={v2AM2yAU6Y`p+B1ZynWdZ0u|jz18bNa}O;QZ}xl^s;4qYb_rD!K_L_Ap`JhpBF zqti>l)#UTkqcwg@20Sqw>M#`eZSXa5ZGSU59mcKGyN@LtkWPML*)d$Be{#vb!?a0d zI~Bm&6a{|o-3t=8ihZ8n)Ytm{_xcLKkB3Uh$AVWyKk>T1LhQi$tjK##{!0ehFXKHV z_L%;VjBiVvx&?*5--!QWzj)}Hk2^opik-*T%~*dy7uqCfoe+C`=sjB5G{F_ySXnl6 zJfXLKFI4)nG)IJx{w5#a;TxO7mOUa))%K^#S<1NLPxN{``1Jwb(UZ?k@$nzg8f;39 zTvOZkYTw_{VVhU~ZMghRx8Mjg52J+oJKik)b?weoaOJO8HxF+*viS8~4-bSQuf83M zYiGZ{o^>6S8lq*v_s02{z)s|SzW;rL5&880Mj!J3LXsU=1@)km2xNA$G z^|{mT^V0v`_pjMQN7?_stkklIxx0sd*{@fB{rGPS z`v1AhijF4odC?wt(K0=0+#jU4ev))QDV;&$(9wm}Xm%Dh>y%b2^t<8b=_{$G)jJv1 z>oI%8^AF_qpH$$XP+7H;j~XljgrD2nI3JB!w6&i z>pAnLnDRBrF2Ap_gKLOw8!(2a=4=u^)N5gC#XrVbhWWi7!MkkMTfbE{ z%rIBVB~UXS5c5+_QyZA62YwCW$S#wwf=4L2E-aGtcM=v~a>`2D`58IAymnp8q0-R7 zmA|e!Js>m)?iD0of398=GiRAFSAk+0U~r%;+WQsNZ)Jemt>zc`bD`(%bHK z+gVh;Z0O+PWJ#WDe15wOA4%mu?)6`+;d(60*Qf3R{o6VBMbG5J2@Z=MVXH6_{AkhM zG&4_H5Q-VL)8n5{{~BI)`XnY!JTq!CpX^5+9{krwpDpq2HId77qD(8%jO%6V7YEd< z^-A!Fu6Uh7t}ZHmPihI-HK6^@KPp_@jZn2!I!mh1txePx zOxge`{mFOcp0{5YL5R=5;FUjLmz;AESt9o;4P~>L3tl0lt`+IZVTxxMGy7Z;qbSa?|LX(C~>Boob=Ji;myxn8zo@q4|- zFmA>Z%Z%FVmkzAK zeVQkJCvm=@*&Yn*kw2EZ3G9UH=omq4Ys1g!hCR+xeA2NvjwAGC0e@XWGX_tU&^V`} z5AFT>&j+K+75RHf99v^Dc`H8aK(6dt8L`Fh;Dlk{Z%{7>J*r)VlsA&ArvE;I3R(Pk z4e?y}@^y=^Z>{?u$%ilu0z0~mVeQP~u@5sepc}iP|DV-RhSfMkr*2SXsGJ&q#Z&7vQoJ6Q`d5C=EB%T-~lX~ipUH4sb=?->O8`FxJ`+&AMBv$Z0_TcN)Z-q(3 zlzgTB5RWE!pZw!XE=#JYn^4e?eXA<1-SFv8b1n_-k^mR-3vklb@t6K%jX0ZLrK6^z zyiM`c%PHiBKlbZd3L1il$zUg>FxucTiA5T)`M`7qU1u%5P%QI{KFbEi)5u=ljVO@lk zqoS3MG<^Bjho?g@tvc-^LDoI-i>4pCWYciRo638-6~Fg5`W*YWzURoUWB()O`DHTc zgg6{dCYOXARcCanFgmko#aO6g$73hru_EOm^(xVBi#NHM12^&449BtJFAxoNW1SrJ z#XsuInKjtpw>+`jgIQbF_}c`Io?daym!=rKSvEBTn^o9t;(!uTz2#M_Q*ydNQ@omr zM~R~uSy4^ZrC&`k;ixWLPRF7pta5l;vi6K1hM+4Y!CXU`y(7LJzBhzvmu4z5tTV`c zc=u@2k5peAVfL7Dw8?MGIC5$&;0e`HmC>(L(nu9ubAo8Q5pShi@{wBMM^n#SM+hJi z(F~dN=y>dV@%039d%o++*H(*zb$a;p0slqERJ{N4bhYded_i0ro6cnSVpfg#(##@J ztZwzTCZ@Q8tG%NeR1G%wrY#PYwDr3Bs!3&9u@ea^e3)UCqG?b7je%ngN(^g3R)!qD zMJINT^D964IZUo$YRlrocFCNv=Sy;Ba#i1YBw$JgHrJGCH*`ShA75~)#5UnW^EyW7 zX$%EZGQGKGaVJ+fBj{quI2Xf^#U_!JEY+IDzjpkVYH4egFQcL@TF`8e>KtVCU|5-* zi=#Vz#iUWxm1wt z|8yGlQ1_@q&8njjk$H9@U0J_TbotJ&e*9-8C0o!IpHzePJ?Z;R0a@3BgkPs?C+ zuncQEhV>J+XC}G+&$$R5d5>8tu zKTwi8Sobo&k{E23+aEwZEq<;Zqhetk!kXNOssD3S-ODrLiTS>?%tt5%RZu`}`q#+z zwV{ROs!`Qw3yiVVAFu^j7e=#KjT zuxzar*m462TOVsFjTyRbCbu|x1N~R>{AZy((nG>($q6sMDIp1X7J`YDl>CDBt3oF4 zx3B7-h#wgwjFHWCD&Q}!Mew2K+?hoS9$a*Nm|NGo>7Z@{?hX4)#miBbPC0}r4y zc$CMxJLJV%9oe-p3JFoK%6b+qex%kcvsYbQl&aFFs8DJ~9tzFatJ5yd)W;Y!@L`&- zzy3XB66u`4lCDN-fRtikBx)ScrqTl6s1pK;9mvfAO2$s%bxt1yi}cl zc~23%Gs#`_O2r>Di{85L^xKN{fuy3|wZDe)^z>@qfB4$wgQ(EO@%@p{{0g#JVc1b2 zMrR70xsTEL`Oo+!dL&zSPS4nfHMs&)xcm=CkqDKFZCi(Nh9#H88{haB9fQFOp@=Z~ zc3qXf|6{7VuUpec@cpM;zL7X5jKwh)e?;u3dqb(i5)A8;7=08PGgK#o{=;1nS}_!V z-rSzisfE#uYfCuizBoI+V!>hEH@9_EEE#ugCMHIXISbli61p zBLr_Ld;TsdrUiw0Qe0mt_cne*RpZ2By2fX@3QX!T);$aB{tEt)+vqrP@sEjm*J#DD zc)7^Q9KUu<$*G0_x^}Y8pikJ;BG+4G2^{RwO|k}_#x|hrVg>;#h&Rlkrl1}?Hf>k6 z(K0S0CS6S_)J^lmJ1hd*&9ZadE9kvU;)Jb1Z9f>X7bbvuxfq+(h{@2jZn%O;vnlo6 zpSDP{u6$bLeju_Ci^rZMVS#a&GCH4`>>CfnsK;YH@yWGVW@{rJI7dUIg`)UKm5YNy zKsB}fiDjHlv{d|2#l=OWStDd|D~5}5i!!xtSdULoZ+k}_c2`JucJx6qrzGO~M+~J2 zivVF=G1ouV6x-&Cms>rp)LWc1KSC?kAHTnPQb*(RZ?HxIp&VGou-=G) zUT_4aJ!z*nk$U+tS)0x)Jmn&C-)j*(j@p2|ub+&;<$|NTUPt9ob*nn91Ad`A8-NpzgndQ`ah)KF^x zte5x6%P?Ksej@50)Lf1NL{uo%_yb!xa_1hzW7m?fl&dNBBrJOw_8&$Z2YAEP#Q5pz z#Gn+;%BFh!fi`gSn?&xT^R_zwdUL>#VZ9W$A~*&+>Vhf#BX+!EEm1n!po@=HVfdbE zmtupn|zlpC2Lgg#RQP)W13;02dmAs@%)o*fn zL=NG*_uMwPejP0c6AzwP`dLEQV* zo-cZuqp6*6;2Qmp91!tQeqi^};|5}@9cLGB1CacKQ^(dLfuuLiRq6J_;aOSJJi|3n}@$gKpHlz&7k+cw0}nIWgzfr`w_ z>W^^FXjy3Cn)>+AAg3$HD1 z+`rNi*L6Gj_fH0LXTcZVY<+%O0*0TDD&LhFhC=d7^%0V^Jkti_BmNOn z(n8&^*;L)L|9kka`1FlMer2~LX18-5Q5)kT?|c(0r}JM@m0#r}IRy^r@6Tf>I%&J0 zL}XGP4hxZfL~0RDudLVy1uGD^m*A~1bGF7p3LSkxg913YjlcJ63+*m2k*p{(TfEEB z@y>jrfC+{`8Da#cPXEdSv(#`h0v991$R2gZw#O%G! zhUP=DZMu#vpQ!DoX{O9cQ#cj^KTjV?BK0y-;975jj}nrzj<+}`{vj9z!p@*^yc77YMB{} zk^BuY?X=yJMH3G-`QIJ(K%VpmclrM>`+v3|!bYEk`1md={oAdT3dIE#5rrRQ2JI?{j{;FLMi&a7o_NHgMye|16OU{2~buD zMkFaLAFB)ba5!XR_q=xCgxCR^-3R4={n1S%3Wd>>Z#~~6asCe3D!5Uxd}7Iy-_BGO zH@s%rz9qvFPe!CIj>$+P7Nj0w4<4B1I@TS!^6d!H4nqFCd^sb{H1#=j@;J$Yf`Vo_ z7pp@L+69a#KKT22s}k>2s-9TTTI#KBD7Oix5QG@p^F$0@lT@)^|k%A$}ZmH zM$gFL`J_svy?a47riiq5^Pw*p>Z6b_L9{H$jwUjzB@%z#41`&*ftQ+I8iAAr-*!)P z#krg3&NQ=K1sIn*{}5NF-c+$F5NS zqT!?l9ypW?iC6V-Z#~zegt@odsg#F4Wj^*q4VM$PMRwcg7{~hzq@fJ!TgmR~Yj@3V z_MmY4!?9C?%|7!po`&wt7#XzZgfY-$WN<`n~Ht^@%hAzv`hIP(mAX0~M_q{}?ZIu(>peT}w>w&J=m zO^DP9n&B9He|=*1HpL~`FYiZ0w2t@H`uzN+<<^$-QJHs3*!J`M?8MZ20nJMwII?73_1L0d!lZ}Sb zl9G}X-_keaq$Fp6XJn*XBT;;h`)bpt?=B#5lNF|lCkA2OLuxD(`^QxneRJdg{WxwCmO|W ztXMyunHxCkm1$EteP~2`p=2;EeaZAha-4g^a$)PIAZMDndEjv1%&P*o3F~<7P&UO; zst`~p_JI9u4}aKhfXXR-P0nyGqWnRo>-P1PmS1;Jq5t%7YENYZBaP0?9vN=Soyrd3 z>VmXVLgf0>YJHA>mrv{R4~L`%Kd|$z&W}|F)ds_QRm=i-H{B3`L{de$^U94Hf_(M^ z5oH&UZ26Dmw}SK|r2h=B7|R$$#0RZ*A(? z)fQ%Yek~g4a?CTWn9sxI*34|L86?T8A^}2!H;77LX z?UKV8j#Oh^19j%5o=*=-hO$bVO8q?SM7*B+en%t`V26t5-`xyl8-Z7^JtuIZmN#E` z>hW&>@3(}P^rvW!megYR^p5pZy0&K7%=HoMV0$&0U?EKadqI8RO{dc>vdsZk4>>oG z^*YAnS;ragL3uHmpHEqsOGiS2ou#n#6|Ezd;LPglAFoNsxZv)H;JW|RU=p$@fLbbE zy>~x75Fyy(BvdrkayXjmTL6N;Al3*bKX`4WXw}plv+^tiv&qlL1TZSISRNv^lD5cd zl1L2PbY+9rRI`Os`)HnXqc`3 z5NJ)$u819}a438r7_>rI386$(V^o(6QvouD*z=CA27c;@m^GWSV3l1q9tHxq1m-LV zM**PCRediGlA;^>1Uv+0OcSe3ep(S|K9N8 zq(BfD8D6dOEG3w`B!TzshJg1+A&ZwD-4*dFw?%ivCed-Xm85HeL)FU|Aev!J%dHz*+L8+FTV`|q0xb06Jt+|(3pEE8Zz$*VcrPeRN~{hUR3QX z+x|YP%d>LFF27+_2BLU0%d~1Hbk;CQ@-J431)i?g>? z0ncgxs}cOU$HU$F>i1iKT8++Vb~kJzVx_?M96CO!!KxwRHrTcPxYk@JLmRlVg4y9- zsvjv~Xb!|7pFM;tQ zMi?V+C;BsRE?bab?NzOrplaJ zYYe1ti_Dp)3F-klc!&fqa_coz&kv;h9REum|JQfDu=dnWJ_uS&mpT&Kq&t|CX;tVx z!pZSM=BMs|$RwZv{43OVmvZnNQ$o?D=~T3|1+CG4Ry<{T3jAvQU1xuR$HSdq)fEma z*Zuu1P7IQj1NNV0g5C5BL7u1QmPHYazj1NOGHy%}4J^Y9%-c?Q=H1>DY=+>NrUzJm zefP6tcf5P6Ha4eQ$k#Hk9Q5Bh5KwA${5x;7$&pfxjg2P(p64{~92Bi*RdBLEYK$~t zIl=c;H}WQ457(%Enf>|F=!N$eZDD4Eu6#4>Ac(73(yl<1_#K2kT|D7FQ>m7&^a|0k zL+HkY&=c>mcwkA=ii&0d)5Fz`{#XXhEPRWsL2WT_lG)f?=wWAb z`IitqC1g?ntp-0oyFm|}s8jQ>?=14Y_41}$9TeqlY;y~4Y0a%P zf$!x9u-)OAvKB)Q!Ydgh@a`lKZ6h8Ea2o9mFu?>@CZNja$7_K{T?0Ew2X1@x*zI*= znL{DWQ|Hycs9S5RL`Ldm`^4I#5BlfTsn(h!yyfXBlf0s@-JQS(ze{+ zA5tI13m@*PHK!s8M{8C*AY!~)ro|ID-@=SE)G*4nEjLZp+Y07xfCxrWOyI07VC;u3 zf87t+u|cL)egnv&AU)R4w4>MxXwJWaLn%#3y29N_BxDC!!WulKfr~SCOO#xiUYc~b z9hFjM^-L&j$7RpYKx~G!5uMk z??JzJ;qBp?gtE5C;fpg;tSdNy@&yI;ZXe4ku7=lbl&tY=U3^loj zo{rRIl?~JGK#2F}&JAUk^vAm9UHY;+-=o|1-o1Nx7*5MmtsCcVqq-f0Cj`-7*bgG3 z#T-_cxDOH*Ui?7(gWcuFC>b_Evkg67yobe1F%$!zow!-c>L{#NHXj9P>BgU(;FFoa z>(rj^IpSXMm>xL*6qJVL8cJ+BBH;|AZw~4PKJV8nzl2%%Lx@+j|Fn)sWGw>-tFwZG zA^lYJ?Du;}yal^M+zJP&q|WI*y-yG3xIr4B4UA*jMnY6b zC*#i2AfMP&If=z#C=8Fh$EyRZjm+ME(4H8gBxt@2I-=bQpRSs8e5pIt@S9GjJ` z+#P7bAYmU?%neFo5=L7Iw*IL|yne7lwMBVv9k|LQ>{2?+A4xFHvuzQF+43RlR@9_Y zAUJFZoIt>q(_xqpKJ8{dy+udDgH8bz2u_d}sTeI8Is^`MIZ_o;VzY}E$w)Q?zCP1W z0Ja2q616Eo26)n!FJJI#i7OZEmtLHw0@;W{f)}#V;F@()U$s(>`Hr~0(msCt5(ET) zNWX$6pjrfJLt5mVwqkm{6|WW5r7dhjhLp>h*^ne*F?LjnTgE)j2(-lT0`&|(*aVJ! zv?}&WidFW2z7AO}Xv6L6Bn{3%ornPU_FJd>5}(Y%vIo37a7+ZU=#+ zyNbym`S5G|<&;yuVdp5>jkwxCRvXvFZT@taC`(PWK;@ z?H0KR;^a2lhF6gF>XQy1s4w5YCLEaGB`{)ts8K}Y@y`Jr5pQY{whP=<9honN_9B0} zzjaS_i{imoHd)$!^UfVtgc#c4Eg&(5LnR0S0cE&R@@$AOpz;@FIhp>W&W*_k z1Ff*X0;yWXn80WS#~o^f@BA7(Ar6+qkrncpfjQ3 zw<4nhsv_Fj+RPUb8Z{9%8Y76)66}K8glhqU5z>Vm@q#y)r3v#tzrROlI1+MTWvl(r zXW&E_V%9LknH9S`;e<$bSt%fM)XE#5s>AQ!hvLr*+KleNhV6%+!lZ3I%EoT%5ai-h ze6mXhrI5oaune9BwR%tXYXOnCl&p(KFdB{!H2AG|ysM_5P51)9T>%AMk z^d;Vpo(czgFyn!86$^7iCCucwgR%kj>g<8nm7;5ZBy8TU&^57(mjaRjJTf)Sw z-4fy#1P;OIzWCj{Pn^Z$akJakEti-ZuDvw&eZ_& zupLcJrVm8bt$6bcO*6i-_cH{$SQ7O zcW@)T-vm5)zT=DF*HXXi1r~3?5C94^b+bA33tre!ppv4W)3HFr5!?xKqtfD4;Vhm3 z7bq+L5V9Ep8Z+nKJdnx}sdfIvM{anPJ{avP9RkOIf`?DRl>DWQ%WbYHKqalwn-TA~ zf;!ZgVwil<5F)uZkIVi=lx+I2_CT1BgPQ=pqj7$aoVx(&MHuL90kJHI2(#{AIuJrQ zB5#><9HP82FG(L6s$H#D21Y{v5PC-%k0H@O zxcMObS)F4GwG9)fTwX6qNjZ7+=+QTxo{jp-zZ_W=cPc@3na{vyEu^xJoJj2gdI%M1 zkl73%&Z71hdfRQ zYL!s6>GB)a8RuT;hNExY!sAb#Jkh&Xrl9|61~7UApA#&`n0|PGNw}RPa`57*WHuEz z$Xc$vCK?C(m*-S3`YXwv;7kn>?AIYa%*;LT;@2^;S!9C{4~J}gpPHIA*k?1OWI=@E z>QE7ygDQDnss1qVk|itLC;gDBS_p3es;y@p-mpmAV40uIq=To1j{X2YB!S6fK{~W@ z`+MfSk8l)f&$quh-|vVmsgX7&--UBqsb@XPo0VCRKDWSOo#t2Pj|s`!T0_OC3ECA2 z_T|9BQ=u<{7sRRd6yw6#6R04;{8RBB$r}8jxPzytxb^Pskam z$Gf$2)ET;oiOsG)Jr9%z;r0k=h2kxoTh(C#rDO*s^z~tX>LD;*RaGSz3>iTA%1xU# znP%InBc}-~M2FD%YeSTo1j(e*UcByP)t-n;Pz@ep3^>A-=zs&GsGSa+f!NXtXQtBNQp~tD9_najfWtK96{ky}sxMKisu+(UVS%8= zxI>j0f{YPxmccJC?s#P616>+`497e|R6QytCK*QU49<=Y9wiNM?I3!TLrbItU=Jxb zYo9nV2#aVAS;T~&6PGL|j2ys*)(7}{5W{Hpb^X@9sm_qON#y%zHneok9pf zva4vtkBaqD_V2Ekjrf}(|09la*JEMNr`hnC{_N{_SpZ-Fq_6ZaHK#v}#r?0|zB4S! zv+LFpjY>4Jq9PgvEJzVXK$^x%hGL-&9Yq0=CS70v6E*gzgFsM<1?fe)bSp%vARS>8 zr4B`;gTPsvgUkuk+{piDH;}=6UY>-h1t}*4{I9$zc+|SR}yRBXv{j*_0S5 z!#|$L2EE@|lfYfY6^t4 zFdClKBxiU_q%hL#qth(^n97u#!fG3i)kJ>d#mIfH?uZ(vh7@YshqdOYM2(-%P>8W} z@{2sY_fd4EPGINt%E|mKxh@JfyjWFciZN$KPlgZhUjx9aT)xkwvo^39R{Gj3a zwJ4n(mlm*PEV@D3HjCZ|J?zC@*Sx->b(317ur6c1ZV?rwz$ zh+@Yzt!M(e4akfdgjn-d`COp1I9$CQP|GiH3;KnPGo8!JAF5nV81BRNCE=3Fg|*%z zAH;^IAe88UFt0?Yvu(_TZc2!Nwjhvs9ORroi=E#;or$EPfrfscn2``wMVkWxx9+Ow zN=^5;QoAZ-AyDuEh*39NGV4;;zm)sj7drJ-g}T5obAX%c1#}@rIt2oSA0C#=? z&bw~^A>)ha@fKly>>P&j^Q+5}D|C4J0e!uO_=mWvT|Mda^Q-)}5&sVMu=7@f@CSae zdT$lp4JFxoCvUY&TCmWdZvSyhJ^Xt2gG7edSoD!v7k3r@bjy%86#LCaRr5XsE4Nz+^WGF zG(2&5m}>PlAKUMQg$1$X)Dxaz60ow(1VXnBtG z5}|bJ<5xT#_zA;-oCvo#xyV2wkf*~0}aGCZp_D>EPY%I{?K{~`LDRx z265OGB=ViWIuLi}s4kLGzSV*rwzIGRo010As5NTQ{U5kmRu`>=9Q}>2?Huo7s2w~g z%SZ+fR{Mw4@g$>NF|y}J=GNzWWmUx))*$Z`7kAyUj!&#H@hrjMh!apfWEh7Gx1IU? zUY!R$uE7=5PGDdi&Q=_hwls*qo)G1_OXRpIxTpbCJlslYki0AUja#DZ=<@P6J_oF8 zJB7Of%Uglr31$U1*2yuFF`J;x!?^xZaR~bhlUI`vYV2BPZecOh8Iw?tlp!u7Q&pVw zdqQ9xK>IPL*5bZ6ON%rJQvzTn0|RLtF|fcEOYVv;+O`an`%5qr&Lq1QWUU?QS9u9V z%hEMGa2_Jyyb!3{Hl{xB3h#@r(|@RKX`G%&U-1koNTj@X|Jpq zW}iFg<#M`UqevH5gn30w|G@Ijf>UjUbKL8$Gc-{X6V1-lL={|xIU?P)i63uQFXZFX za&$~8RtG`{+M8~_HMGmvf9uw*(KN{mM_i>&RmTS2K~=?bBmx4me@Zi44Hz-V8Lq(u+6@`9~I{Nz{y?u%p4M zis}NllDo_*p#bgQcjmx1Cjo8IX&%CpzHD!Sg9TH-A2>ySkBljjj{t|jeqt=Zbxd}rw~&__bQ|Lvfl zSnxlMVDUZP|MKk@`%R@k@td5v54AEh#ykRLD`-Zh=AUVK?y55$ZF1H0^>ses7K9wU z=JVJ1D$^)~t9&}C`&B0T`puY{g?-;V65bfOZ!}uof2u7%R6E1UlUZ>qr$Ia1Ksn>_ zX>PxSn2~vO)!SRjdE>2B-KSHVa|1=x)JlrtgUXwmn^VkQEg<5OGf>PZ+YC1ZmF4i% zIOf>V-huRmy`&2ARSO7faAKH?0A><#OmacOwZ4+89d9GXS1)W9hy-CqZVNn(2t+sX zG0+$eurpq!{+6XdQHVG#9>!)to~80Gy-mi*r)j8Z9;ui0)+X+SAEW|h<;rb7kN`Z| z?_b=0=JQc-Pr67Jl}IgKn?ygqjE4l9+W}Nyq55WAaw&Epi77~VnGix`PQLk(2+_>Z z*1I$}!R~HscKVBy#qvcG2PRFt26c>aG5z>Z9f3XU*~nCTryvvQWVza!DrLI$#)B5n zSN0eJeV=`_-JsU`}tj^RZ0HFY&o0SdkBw_U|Pw#0g<@CC_#-qyV145)}t%2U{>jU zStw?}HY_Uh!DB~*{b|k2M%_jVA(>m^pENJP|6~Fk=dRPbDTkv=brbNc5OaOQq{ZrQ z#`dYQ;vzowc@7kmUDZiEa`$Z8k{fFdKc5U1Wo8x$VcI z!DQ>bmwHX9GNjl9`Uy3DP<%$~YAQs=AO;V>D@3bI<+2Nm2s~6Ii}d8YzNQ8%x^*J0 zkb$i-)tXh6U}}mCpP2BKTo|PA``y(yLwK0eh2h`|fHs?-5qc))r)&DU)_<;x ziC(?*%xF!IX|8TzqL6{Kdt~ld*$;wOxpBL^Csh}}Qr(>Wvx7+2lu(1Tq0xlB@wQHL z9s9cdyq(@hINH&g;)3<5I{rg7XX{YO?afMy)_!C#lUI}X*}!&UEGN6CaMdOtXWDUR zXU-;<1XB~__A=~=$B(y>%V`&;+QiokrXx-TQf_)cwlr)$5O_`@NpCDOgUoLG0(5Fq zdHJPib>HAhq-vz&cv@@AU>AQf1%jpNq>>cY8?3=DiWfD!F`@iTx(^R5WQN4QVi~*W zgr}Jy$dRZDrafl3$@7q0qq8r@>by8>Uf~%5wQN7xN{EKZTvfExaLP0&-JaWX)lIhu zh`1dyN=dfub!WT{WBP9Q{(46F^V8XM(1};m2;`)%+h6J&QL*Ulflp#tD|1l6-cfXm z2Z!Hn(>u#o3$f`D95Z{Mn`=SOqH$;-0eRqu%286XbLtS56uhv#0;|11S~){1-YhMx zNvsipcAj6=B%T>;$=_;+ofe(?=qv3BLg=FxC&(|0HrcAQ;zzEgpE9!#*FAA{jxPUtX zT+~Ole1m+3*nj?L&w-!&djB*a#~`g25>s!Ub@N=Ddu35y8Y73* z_`m8M^RG)9G4_jU`bk9e8xuw2Bu#O@Xl+B!8q46X^X6EDgME+IPqxSeYV_)N>#lDZ z_W_7Sap#UrB!@L2ssSikRb$ZTApeRLL+MuA9hW`~8Zl+uDaY-1;Le1YV@Py^&%Rw3 z35F-v9kG`{5iyaH)4Qfl5d+HLLhKr!!lo*#)U`oH2O6DpMamjD$rAUj4uM1?=O*dI z2-^$z_=IvzNM@0>dl!k_D!OG06SN}>+~92g4hSo7gNQOcfFDS?ox?8o27LpK@_Ro? z(@A>)u9odIq}I6xFcg7uNgeR?b($fRiyxYK9a0$x5+cIF7;$&>*(_qhu^;OnA3G;Z zq7s0ezCX_!n3ba>WdhIZ9a-B>Pj8fl1j9jlf3g;WI~X(fI_fg^G;5a%371wma&*|9 zunPgyt8!$K%)-KiDZ;RLW8+x`!-(nCNcb=*MgRx!V2`Q*N45M1F06K;+6kSI+PSsc z0nYn_O~b;&al2b0#}`Kv2E%WVZ?<^AC=$CQ^BZ-}6~DMhh3?shY;FkF#vz$$r&XJ- z(-tX>j=p3jvOLc==Tz|9y-}A7QU+cfas2RM0pHcb!Tkw^+OB6#9I28|2x!h7{i!_1 zPRBXHFtz6+f69p@%X_hosdq%j3UBFG$9NZ54>tCvx4O8MuB06fwOWH5zzCMNg_YrM z!t=NT_uiJaAUgZ}rUL`_>NA`oh^r(tQy1TWgg% zkRi}Qb+0x{NgW{;k>-yTNo1*$WQ6d%;s?{$PD!#plWfzk6N|ZdP}EgW;!fuuuOWS$ z;Dd-@DIxefQxk=m3o2tZ&G40$sdfrxY%^GNs&!cI_3r>q$-DqR$Yql=ALcL>KDac!W6}Lh%%c+MD{~RVo&N$e)j`Vl4XcHi4%#MT3RwE{`>*72d~Mqmki34 z$g~SV^UwZv5qVh20HP7PvoYNpEVhZygbU?!P8iq?W5Pzj=+ma%O1og!i2CUm7PFE_ zTN><$)GX{i_g8Q7uQlH_7U29o;sNpDAemlCp+PDo7zxh~3mB^kVl7QJj7={6VjR5- z1ry~g@+n%)wU2wvbuP`b| z<#fD%a%{6A?v3=glDl$LPEg>JZ##MJ+$RLh3Z$0pP`!~@3ffg1;&^GS|`OFnr& z3+M14jo2gTM?^QIdw*eNgtpa6XCABG-c0L@Q#DP!p#FTy`|L&u1jNnHK9i#nI9E~M zu08V;A_`|x;oA`KnY~N$ukDGOa0$ucjFy}(%{=sn;ZIescZG62Go*XA{#qcf!tP)E zpLjm^k9P-Usv}mVJN(sl_Fuk8#3)?q?1o^q@vluqdnKf_V^5ab^xFKQ#lpdCzI)>z zCK9yd-_#>$$$$S41FOE3yrhfA3HiBi8jc*9qaFN}akSeY-nv-DNbb(RnaqE`r;Mo5F-A`fE&GhFeQAkH6iRlVlxGQA~zL z|Ca@79Ga1K$hM(%>&J0Oq!^4Ap*g`Q#Hv;$nX7RhBE5QaMn$m8c8z}Wbu8_`CN6fI z0BNup?glK+TWE*o7T9f-A^}DZ5CeG`Z6W>QiqJzr&mS7iQM+)^RmueFE)AL@YXUs? zV+c~xapTy;QJ~h~zk5VAi5qJ}eg?z7NlC`4Vjn<8rO*u}PRA$!L!leX4~f4_&Ih_B zWjN9tAOs%dv@MbW!kcJ#r(4M-)|i+<1qFqBUN;@>gh=5aNQ;lDrLBD%b(Ju+2^>~e zzn1^IAkWYh42qC8*hs;`jg=h81}+}u?fK-RRJ+3g#`%25s;9S zj!ts>R+e53DwPx_!`n0!7dW68+SQoFg4lEz{)XAj?k#>SG66?8NG`Y-TmL(dl_;L| zv17;JGef#S(WU_atBX6rQzMV@c*w)+e+CDY3Q_ps3eE-Nbr02}>X&z3+fX}F6$3|^ z2(z!Rj~r$d6$?tfADYvN(&1D?S{$*r5VKLQNxqd1ifB2Ad-p0hhEOETgh!Hv+rovT zpwwA5xRS|+I9XIXJy~00URoL*&=2P8H6j80Um9d^%Ts9K9a+TF`A))T_xeL3xBR2~G0T~}o zvx(<*)>XZ^$>Eq`glQsVG6se_4|C%@hkJBU9yS1whPUL6whF+h-!BG2jhH#G#c8KM z?70ik9B85(ku?tgWMPp8pE`+7A-rX(eKLI491s?}U=WgGB$LIB>VK=zmoN7zg6a+o zgki20bjESGIOiE$+bfjl{CV+@8T9N@N?$!O7PwNxVG(-Ji` zwPc)~-_^_qU);NeOhtx^?zAKQfGDAhddLFyiaiKaGhi&C)${1b zwR3h>A9~_+$|(EEKVBx7O(hEn4h=Trzp59SkzqMQtJ5bw1|KjnE zJe7Rp!%t@O`c&%(ctbXC*suo#b|tKvKW=H0H3MC!%4AZ}F3dzVqe;{uDjKZJ7IAS6 zox8@8>|Jo%S{>ZAN{9$y3H3Trc*xfjUiiZPa4e!o0l z8ZnH|#|cAadsmY;QpQdu6LM7^T z08BvW>0m&o4p=R!P~V9#k*42b-JH=~)eh&;txvDpO`-3RX^i6J1QgrV+fUwvk14Qs zT)TFpK#vpRGwH4oqBKqHz-qSLx&1K7l7ZFeX7DGc6>tSC5+<2o6EOvRxmnN+a$`Z@ zWPVxGhQ3x77N2NUcxNGkX!Sq| zAp^JjS%;0pqUK=plb08Th$tNZAgrP`<*oRljNMsU`4FbqIU-chJNw$JYIJIrxJvjmjrV4gbF{Z-l_h;d? zTMRs?hU>hg@x$OwX~uDcC#zJCDvr>dUSy~m^_cVKz&B;6eBhCsmjfpXaSfmXqW?u& zDt)ZQsnf6sM<3Ba=m_M%!!z@n74QCx4?z@|k7j4b#Am9a^+xTf9;@zylK30yZ-Sb3 z67&K}+Pf%lqxmGW4-@^jmi>7*(dE?WAwBrM15gd*vG&SvCUbun)JZ%WWI@ISXYZt7^jo~j@ucov$45mYM_kEtZ-_m9kbb$5MnjHsiA>E2#TizafDq%-ZzeA}RFkXN)_Zm~*eYX^U!CMT^6Kd< z{!P{;<{9(XB2!Qw7`9u2bG5$Z7C?8F?LMpz6(2;)!fA!KWQG6IP2@f#Pnx`54wO%x zVB{%JpS!!)#Art~XQ8l-H;(R_cvo1`X9)Vxbk@!+b94c&XK11EWxG?WddVMBd+*BG z4=q$3b90QgJ?%Q#Q*inqZJa=9b9TU4IIH#|0|w5$9lFEe0T6Qp9FS2^sO~7ZMEB%P zO};%cc=IN7A`HYm`Sk3}+>edxZ1)X)@mO09!cl$pr#sVK%zyzrG-&e+`$O38#3Twd}G32G?P_h`t#>l*oeh?c$IJm ziWY6aTIslCuW?t?Y$DrXkWhGk$Hy!v2WBx9e6~vLFTy=wo7&`kbISo~R!Fd&u%hgygI#F+zT7U$4gUJLL7b-E~@dfYn z$fGxC)J^HPN50nQoSsVsC0}zG9;R->{GG@F>&U{iV7cf>2p6I~NfeM&`&PLvDOSgV zQ;u^6rE8h-9Tpg%^h4<8aWMUiR3Y-1dJMGR2W34KS0#mPdMpCxtgoz``S$d_`8q^HoahnvbC=TDlEjC0Wd<6cQ|7ZTfJ z#6UfO&sa!zE0!;BF_c4B6NcWO0s+ThlnJr`Bh2YdX}i_9%)7ACt^Lh2(izbxGK5Ca z6COLWWS@5>9Df3lQx?i3YO?`lIq*qbK}G1fv4}g>5F@z3j~zd%U%^jaall(E7B4=A zkM)>5$oTw+$ng=2Q(8@JAAM9Bk+^`!!$oRedpaN#(ULnwQ|wW?83KyiLJY;PwR+kC zn9Ow3SdC&t#=hwt4Ev!xg-~Xn@-1K6b0tazJ^&E&%-h2&@DA=tc-m#d?6pA9ggpc=(dNu5AI( z{874#4g0U?0ku$Fj5_yt!J;g53zif+T~kX!P|(9D2aurk*z{dn17tT?$_J}lgZCNz zT5nsJ><%?iMj^}V1N>Xd^BE}%K(-1Qld|$7jl>UPdAgvw% zb~5ag-`p;-d}o@Zz%Q|n+p^&6qN5fYEt^c8E9A@K8V_lWbquV+boT!jUQQrrrtqQi zRc`bDnkO^k%WwY-3@&mO82P!)^?SW6*-t%gda-(m+uPR6Phjt1|7T+#KB|q|?wa++ zVE6u-7V?9^pMTGs`me*k|GC)z$C1`OQ!{Ue%&)xQabkKzGjspJeerva{`$WFddR4w diff --git a/2022-06-08_transfert-des-voix_tendances.png b/2022-06-08_transfert-des-voix_tendances.png index 556b9080dd5f366590e53c5944272c0eb3ec99e8..dbb6f336bcf7d3deaca4090ecbb9565f4868044c 100644 GIT binary patch literal 44532 zcmeFZbyU>t_cl5-NOwt%gh)9cAdNDJ(%tD0f^>I?!q9>uNLqk&Dh-3cfV3bbDc#+9 z?(zG3fA3jmy?>nbp0mzh$F+DIoX_XZeeZqkYhU*hrKzq&dV}c(1Og#_@))iSfndvH zehBd)5Qt6MxET0L!c)=EQ^&>D)5pr)2BK!=>FVg>>1h9y-P^|9!`{VNL{L;vn4kTb zr>Cojq>zx)e?K7T;%+B&M~qDoG(zP1*vJC{A*ROsU_sI{7$A^ht0(XWy1p43Q$B%j z^+r&;Gw+|IA1FUuG0Vroj>i6EXrxF<45YsRskn-=AN>6iB#U?|n(!zYKgNtWkU1b61$BIvR$b^Hy6q|6SY27}jmfN6~v~ zq2Mpx;kjqnUoc*q}Kh19*iInDtvfcB(Nf7l|oYII3npxnsiA#BU z#js3|>?9p|WT1{s>-YZ04-P3AI9ngmuTlCK7xaVYYR!rAd6`IuoUlr{R=1GlI2nyN<7Y zRtV}6(@948lRlA#vUaxY`J?Dgd`e!b#8c?t$HCfVMeEArX;P?g`C#o9RM-SQsK}`T zZ=z0QB|ZG}R+3dMRQIz88ka2)A{7>Mhb4V_Y*&;H(UXo&m12^LZ;e7~AUa&7lM(mO z3rvVd30iU1$;ore{W$k&gp&Dq@k7P-uEs?=(Uvs#B2i=l(mH z4Tg}EJpY-5o0LYp&|72y&DDO0NprozY~MORS;|Dl>E|gikDHa3bsD#K?|jgN2Ri7K z-W(CW1zq+v5qDQy(32;NS(l_V+P>ruR&9M1#BYgV>M9~dSu|I{;Z*hdMW#F6zlBEyw{q16ZMari2;5^3bJGu&F z-eDe~+ab8Z;q>eG!X?QnAte|fzm2DUloi6%FNaQ)m$D=+tJjtZ!Jpf`pt{T2?^03R zxLktO6~>GuwG)Cemv2~Z{;_Z3iaSf3@mFS=?LH)9u5sI8dwsWK-(*LSy-EARtiYGt zylp?-gOdU~5KDSdMtp8|eFxn{;!ClEBZ)H+y5F$8jjtcDPPZLEvnXR1T9UjbP235= z_ni;IJExCMKO&T!oqXkQ z<9E@4!sz2gtL>R?o9W|A7vH9$Aif}P?S_z<_&+1-m**A>ml8~!rMk;3q0}`k0as5g ziCrs>gH8x`)~&WDQhbdS{@|>lP9sNkR?qBF^Bw2XEQ{C44vjOzC)YxBx3SdsWJ8F2 z=gXdtKoAM;r8r|gJBKWb7hI?&^p*G{wzK;u&ki659}~I~TCcP$$YYBeAQ6AC)bAJyu&50lrN4~Gj_f&ih8HKjNRzf?uT&2p;Y3XC!H;CjdyAr zY8)6oxA7L67TUNoM-Xgr2h04)){`yRat6uC|UA!^~dDCe%vjohAidfyj>-1-NohA z+t;PK>zA^9=j+55gcr+Y{p~}MX2-;?y;@r#^e1%NLN_8apA&CjmE6}SIU7(?kgXzC z6}4dr?QiTok?^I0(r3+RlmD?;U4}|qOwQU*jq9yW#&_Yxbhas*5lhIsNH=e?X_dfo zJI@h!vqoO=BUHU5UOqR<5pFtUl`{_7 zjU4uo3u%zs3@uiw-F`Ngf56I!xUo~kRF&_kws=fUd756m&NFJ_!w}gNnLK~7Z{Gy7R)3vVkX1r6c)XP~FVGF9%i_%6JJ%n! zJMb;Ikk*@T`rNct;7mcuyd$fLuUg_+03npw*wd6Qeww@;Le_t+FyFAPwdesu9i!IK zsbA*XN_4|P6cV+m4<(L;{Y_@YLZ`|M*Z8ny3B`o}VY_INdNkkcd-X9v82xhIenigN zu>34Gv!+V{~(j&9c3PVqKz*-&bGrqvi37!QZvKk)cQT(epxc@v##k+91Y zPq+T-=Kj8C#(6>DROEhBZuKr_A0p1Kq3^--UC&I`1~I~ZI|rv6L;{2!vdo0oBjc08 z*4Pv2VA#i17Uf8T-Oq3ws=e@?{rwn1Lz(PB@tyJE7biR@?@S7p%t6Qx4E-7 zHSKOrlc+y^@(0=Jr$l7O`&uX~teI?=#D7ZwN>VCF%-?pXoD&rbXEG3_N&( z`UXv!joW=<83p717F`X+?Ke#IL@B{p7dqd)2$zKjQYG#;!0?fFGM~RgsraDu0nLUg zyH)pZ?l$QPYr+L-`}s>J8jmmZ6Apv%4hnRai+$@JlBY#4dyEiE>uf15^mibeEAD+L zMxN-oH39$b)>XXcW#D$n?2Eo@W*y5byD_;e??TDQ2gUM5rxy#O9U&Bn%{T^gtI^#> zfuE5t=T`mC+ZjA&+@9(ewAf>RNvlZNA;G^ghwtqM{>s$u4Pa{-%Bf`Oclof*CT$gK zM9=`?NAGj}Cg`t;SgX6yf09b-i$0v(5)fzXN39y{#zv06u*)Fu#ix^t%X?)fH*llh zH}iAtXu!4$G%3=~6ivCF$AB}5Oq#Q#S_$_23o^h72LtJ!6q@#~GOk{X{z zGtT)~nB3g^wF}-X{RBbOVuvqzQ|pjuHBtY$=?^P2>*Tq~S9WDPm%dcFX1@5(CK?i? zcB|&B|1t_4hID-O5z8tmbd(MuPhlN-YGvPuP9>4XS;|HaagD_(XVW5jmVJ%)WcRMj zid%-5v|09ds=jQ{C&qsM9aPk>lN`TaNB;M6agJL$`{Ski*qI4B)l+)@OV$qB^+sf{ zU{>2uU0u##<8eTLT#Ly0p0R{yap}?RVceS;!=K)2tEC~OW9?>-ESRL|a&-6e1pcqU z(9H5bNU;j0q26ieJ3KaSQ%E_7FT)K=C|weEHH(j$-|?mb9#J(5t?& z1ANPyQ_!AQj`Nia5lcy_GjtBOrpj^_e(~Z3ewOFplXo4tm=@}czB?L4z_@cc)*ZWu zG}Dk(V(5*1Z#R}5))}0tLQgZ3?ebd;h-utu+{db__kRBTdB|9bY1`oe-20wqrdlnr zBbn>B%Sot>bhfZ{FiTfJ|G%G= zx`OvyR@xz{IiY&thT|6DIbS@}l5@s`c+ zuUe3v_ac#A>mzP6LC3=d(jd!P1zA>H343!YX`#>lxllUqoja`z;iaW4N+0B4ZdM&? z)~15u663EnCf>Z7V7NO_r-mD@zWpfAx%}j8?tUm0LPNWxJwAC}EO-{#YvmwZ%97rTFx zj84eBr_O7=X1`C0_x5deNy#+(q1<0}Ue6!JGPLmKW&F4}-3PD!-K?HjdaI-U@%d;8 z4Lv=W7W38BakGx8sj9oXaB0)oo&5ZKQ=cg>Yinx?YU)<0?FNPOqs`i-wC9ARq+Ajb z?=R1f_ctp0-N$WG%3Wq;(FtrC=H{&Gd2ht0eZ#F&U00W;`<(!ev7xLx+Id>x*njq%nr(dUrP zpFcUIr85jHf|8fBL$cc1;9cF_?}cq{RND1(b8|;9irDU;aL9L>uP@0Vc|$)3b5u^x z)=T{s5|vJNJJ|dVekt)$vF=peX1Qn6MN`sr=79MDi*xO^UR*8we1sozv^ml7Nik-u z%nIkTQo>S2x8Qs$x!gj-e&2i;0V`_JT}xM2x5LMjHz$n^B)j2m5@wv&-;)(RM*l9` z<>{@@`?w4zXJ?Za&;4+#pDHrW>UtMT$=a zXyUxG4=>+u3qm={sayLcf}d;Z>(lKo^&$?}hLMDVDa4e2HA2pYD1W9SDJUshx{~=$ zx9Yc3CB5#5*!2}X8<*&0P$)HTG;HwQ)mlF|J|;jpSI>J&uJ06F-(I(DgtSJIFN57& zDlBc91IGThPiotGt}V)|KnbidbEZ_$S~4ucrrGIlV?HqNJDh^DpIY8zcfELlgLGm+ zuhHf=?Ef)6+U%2DI?N8-BQh}aqLuRAU>6llHmmo>SPz|`X(zCR@unat=jwD|BX>Pl zG=+tQUF)Y}S)|@|u!UqScBkM_P*FV$4wi+;_#d##$TUK+?g$ClffLvf`+4s&Qfjkm z=w#({0wh&7=*+ESe`BmXd~D3nxncK_bIsp~Xoh6%0xkf-hnW#1%{?allcoApl(cYP z>rH$PlTFL#6b!Qdb{taGc?Nz?+S*hIbgaa}*jPCN7{Swl4-Ztcq~E{MkbSS7DG9Uf zVZazXlJeH$$B$=)LQaV_WDaQ{qoy9D;xmCFVB3HJ$eu1xZ#5p9pB=6%J$#7We08=C zL&)y;h!|Bnvw%l>QepG2JxUw)ZfrN~lLeh0EnXhaEa#+{OWGO{)A4_>XbwKup2-HQ zq3gK~B8$qWN|bIRSQ7pdXVK>CidSPNJKXh}R$5xTr?u^|wR^gCo-RQb%phbLmB4Jn zM0;JhhKpDnPoG?Q5xY61Iq%_6Fsx`8`m$Fhy}Mb-1z^qZsGQYck$hXe(@_EbD|?(` z<48oM=w*UoXlugkYl!UStijQCuk(g0Xj3#a_j>b7T5?c*rQyz$!_&DRX`bEvf3d?a zcFA`ZW8SOq@(H;7dvdsPX`eJFt)W7gXC|;I7G)U{7|7(3YvA@7yRJvx8^$ z#O6}BQ1b$s*`;mMdsN30gvO#TM6WA)lCs58tTdI}bFY-S6{vte8>fm{@(4RGIP*?THPXo4ds% zMbi!Mcv-elT}*OwFgcsPZ`tDdjDCHz)NXI#r{h#za%X2JnoJ99DGMMh*EWtV#Hbk- zLN18YDN`nXmNtiU6b4;CGV~?%nfBwE??~wAFSV8W$p->z8VIOfNp9>3Q&J*PPAns1 z9}S^A;xV;yy|&XogjRkx5g-Ip+bT;ZUrkM4)E|LeyL>>+uE$fDlJ~S)rIHP&@_D~l zQ|38Qw>F)d!<^B@d`ZZVWQmM@fX7&+NX${@Qzj`m2&QykJ%^2-xH0m*sivl+ogDl4 zI~o=-ydJzf!6s*WJgwWu>PFNrb0*8t5>jP*ig$vUEC$v5CVB+=dmi9zJIC)MUav^r z-KBi$wVDtpeoXBsCbgV>X{W9xO>HrAtK<0PD}oBAd0FM?ZbH|U6SkbUl3HLn9GtGR zZaN+<4IL(@r?gLIFWuc<1~V%sFo?_k@l)oEt@6Cjwvq#CZ9_vbqiz?BG2(}qKI^rI z+;GJ%^%JK8s`sZRHBN)t`!j@hRJWSf73b#v7@P-J!>n_cLGtugn}-5ycX7>>^U?NC z?uMw?>z_iMGS(aMun5uhH>XD(8e_Eqe0B*nC&*oy;l<_c)-9Iz2aE&1ejov`66MCc zykJZJ*FBxPd_JISZN^t6Z0#br4-R?RU(Zco_xy164>vMI0bW?1mX z^m{9-HefJJ=>VDO3lHtLq@u~fWdd|gw*&g!=i35O4~GMK&i%+({&*pNWV?JEeS*XP zK5Kh>yF2W%R+7S)H%FZvB+tgYclg_)w50y{wM-X7giAiS7kvH7;ayjE#u$^|Zfi$&eO%E7&cgEY;Q0a^Y|Hy`g0(zh ztdwpuIU9_bx&8tBkkc^vYK%!7t8PokM@us`a>z*C-X4}?!-b0%@!KTm-)=`KfR*RV zC5pXXo&M(2sy}ujWCTv5BA|VSqd|y8PgMwG*C$+UgM^Fc#wESkaCB+5#%J;u&YBV2 zutf{-tmuJ-rygI}gR3}M{I4Gw5U%y4m|s|;0q~B&*aMfaBm+#~7SY|HHcWlp>#_qm}K4WDCk$HI;d7I54|2wkh^>0Wj6Ucoy~8+X?-)n0a{o|#wxZ>ZZkgfV-7gq=sDWT<;K#cJX>?il}D z!bHqaik%{FZ^(*es2c#!Mc><<<&$~De9z1vQI6t!O)fa7K;C|-|j z$@3Ya{eYS7m+Oi`NlHp8jcsMEzfqzr(~Ir^xlaXrv)|AJhkO_Zfd7`*1qIFZl(Dc7=oVgv;HXl zJBUQ;)a*8lav?L(C1p!B_n$s6hk+gggymJ^5jJC2nUO-(<+KRG% zt@-+PZcg}70&|g>1t{TQV+P^VRmPejTqQ+tv^eW6e#!Z@>PtpL##6MZ#LE$%hbrfU1 zb^V)ME`%-Eq$Wz=&FbW2j9IEkfrjp_rmkj}O^8IC`qUiLe;R)b?Aisq(b~VNW~m90 z3u=xCmACluBb-T!f6`gO)}QqXt0}hGo5AUilBoA%%%M&NhuS=f5R<^1_rU`9PlZ9~ zD22g0^fzS zU~*05NJwF2QihDuzU&O+a|FP-$DdzcZ?(Uro~x2Df@yycEYI??f+3t;%;Yk*LrBOc z>5U$8!e%9Tz}zGV*aa4N=@G?*WJZ*D_D|r#iVW-Gde@Jk(3gt1bK4fjqQ0>(Fnw)9 z%@?JmnQa_qtH}dlUsEZFKN*0m7dimw${XpukIvO$RogTQ=IWH|`kPR{U0e6cn7ioN z);x6Jj$rJT%ml@ZVA6^{2mDdw3Im7?+Ik=$ zi89JIdCyHKQi1PeaU`)p`uj-#5f&GhO-+Wgsk-=6>J4vZ@A|mccL^vHAB?4sF)4t) z)5O5pctbb4bE_%SS>xkd?Jnaw+6YYQ|G%vHfxiCllnsX#sM#rN72qS$olKNZs1hNR ztDI03xOEJ&hk~*h9j^n9ymqhB8}(557gATg*Uw^CNyoyv!|X!o<6vfCj^lGD{ z_&}~3R2R%b*W>pWFqSBYAigBlt~`ZnFzHq{C-f&YDI+V(Ttf?h8|{Kx`#~ZKSFy4w zhBwZ!yacj1>I6R;&7MM>!eo@{#~Jo>VcfqM-Y`&858b5%0YJOp=kqn90rgp3N+KFc ztVh`Ep{FRD>E|W*w&L1>pwqVw5ow;-*0Dw}?8^4tEk(0@XK=Uhwm=WL?hA7k79p3kp}&9Y`X6sib^gNGrdqlNg5ZNg$6wdiNlDl!pP8VJnd>W` z;Iq{{H0eJp;I6`3!F`>Qq6CMxQFiF)=rD>oGT`8o-2amNtmOq>ECcLCw_ttj8+FMj zB5H2SSghIOnULkGA@$FgPFbZ>FD?Q{O3b=vTf#9TahYjyoNlOnV37^X#70!b1e_k? zvIz#AJJ4I9O{f5L>P^0NElog^fP9LJi)#a*dcXZ87B{s*{o<3qk!*y7gq9%hHFayJ z1uPIw+0*tLpm~+RKqZza@&iOU66Z)KM2Q9Oi77s{cE}QJAcx9!bvst zZdgTyu&JPdLbEBDf0wqtPgu|m&gjPmvuc)NI~;er=KPHty38zN=!I-S0$gNNx%B!u zhTxF)6XxaR9ozI4bNZv}<_!3PDyIp$P>_IV>*x>>6MqK07zxuo!q9;MO-KX@;}2>L z>6Wdj`r3m*mDQ1A6P$*Jpu>VI!zsKaG4%Z~7>W;_S|2t-H~NuG#JZCLWWrwV$(ZA-7b02!f!Dd@Nfi?tu0@*KF9z0gCQS9 zdGvYY7oqNWuA)0R$El_5USC@s$I1ZUQ`FV{&C%iE;bA{jCn}a62e#+B#>@aD*p@R* zK^Ir&+YkT~0T(d--3cW6K1(AeE{k(9Lbk&NdWT2Gm}4Gc=|w;G4b_XHMyGB<2Z?-V z<|JuCVzIFAqIUqx@U(h@ymqNH}YJPk^3{XDmCucX?Xou0xFXp&sj_Yd9N zU}TZuY#|qk??vqPK(`>&shFDH1mg(_YUIbP&4bRCak+Q2x91>#m=R*e#;z<}+}vs5 zIH4ds@(z0uCH38t7J9uio=T zs8a5PBBlRc8W~w%o*hmGpKoqV*1o|oWq>X$Emy$Aq_kqmYDg5)B_~^hI?)S-zr7y} z-SanFe-=IIEIz*K=V($LN!qPr)a)o_GP=dRF3&2M;?diBp%?TG_sF1!fhbTAn3umi!P!`{7d)y7bgQ^tol}Xa-NdD_U4dMtjVs0U2cS2RQBmc4igAZ^1uBcb>3T(c(A)0s`m%zr?p<%TbFES@i77{u`p7swZ;C0& zjD112ho`kkQvmS$+E!= zQH`~}ZmfiGubsS*^$}(tN6{Jmd6d^&4k;jva5#Nh6n zedi5#D2tT0>+zINrS(s$tbi?vtBYkhwrWApiSls9a3#ta-x=!97A~;c7P+LgBN40dadjp z7Pc*x3y#G=Y&EL0UvMGvy$TXZRL*%S@ff~C>gloHD_-ezZOj@n=T=g`CAo1_(1C}E z0$u*Vd2pdqQv?JnTeyS_6AC94Lt9HnY(V;~+^y`2i;F$$`EI{e$YQU(;XTRyRZsJf zy&&|oYl$AmKP-V?q#kNcl^7Yiz3Ui>6$-PhZ9n{-o-`+{FEFhNSACY*b$T*!>?)CI zDshIdU!q}qmT^r*&DbsH?DuZ0Q*2}M^#iM5*aHr-7$|_HIl5j(nUF)Q670UY1i`!W zLDT$>7S#lHwZv>Qe|%J&CTgRyQ?5`>qZi@JGyce`*hW=`pj(&fth%tu?oIbfn?vWb z%#q%L0gT(wQv-7g!Ixx4bny#Tw`@!{uz~Dl-oo&eyPd@K>57G?!$dOu_3>@`%tJfp z<|Ve1lbgo2@*miw#J51Mhyg;l`lUEk_=MFpJ^0@O*0F9rxcb&~-J5XL-h@;Cvr|Go zoAq+M0)Z3ru2*VKQt7o^z;`wj&=hEcP2ttcE^@}YK_G_g+`cJ^|J6t}+^2SO!Fpk+ zKn-5pO-LMNIrgD4D#1y~Ql26#o?Y^rOht0XXn*9!L133k<_X^KruHY8EfTf!!ajK2 zz9@RTx_fiHzlx0S?)Bo_li@mbI0dDOPyD}SJ2Y&hI?&L6H#*=b*22(#XMpq@>8s>* z5=;XH{``zMoY0ttkfoT%<~d4D$OR)UC55taCtN&&S^mOn(v3`Y`levnlQWYk!aR&Y z&6jfmU`ld$#rQOqsQ7>ohW_pJAQK-Lqfay-9==Sk-x0jcRT4xamOecHZ?V0k-vymV zBhBDqhI-~X?yZUo)Rg1w&~-&?BoZFoNe->s=lury%s_j@~o)gmE8CnF3VR0HIOwB;e>Eum#Gk{|B|Icw48Jzq*9oCusz-)>%fiI{CP2?g?5K6SaFS*?seQRINQj_ za+Zv)%>U|_jka=@_7;Qr%STr0X;U>Bf*Z0UTfeuwYkBY7{#&(wZfsnF@$&`!gOoMX z_B+gBciCyi3_J37Wl@k>QiN)Vbg^=zrw?Plc9)Wwx)Gc^>Tv~#YHBKzUSO9*qx~@ViyoYj-no9|{##J)w?j&Y zl|`yxrWhCLQMQeL#*8R|p-o9izK|h2VqxcDX3)XbfM=X#WT`l&n=;;_ck7Qh*fO)5 zg%HltZw7YQg^!mUrWF(fx^Q^APdSr84PCX%( zH1<6)L%K}oA48*@&r~4^QvVALI2~kHp2qcEyB8*sC=W;FfCFUv4JnP)kYI;D=8EWX z{%?4s0+L8S<`wLN_My$g9Av}OSijybfAAJ>&f1SPzwyE_kvP~y9Bc+FZ`P<5!}5VF zvCLnnECgp$alvu>qwuWve>YZmj9pLJA8dBL%j!VfQ&I6BWK~yDN4!Bd>&Z@zVyI+% zX5+>J8V4ZdsTa1cLoBb<2^=1{;}`{UbO7kA4KpE^oX}$&GD-=86NZx?bCUlVOxqgn ziYz-zzhhZ?XlYo8p=l&$jJlbIjTE1lPfCyf^E#)|)W4jFcX;6+iGptFaztN0?|Po(Zfuaf=Ot3ZFm8O4B~)> z&?b&Rsr+`V{^taU2ZpERwo5#FAejOspehCyXQarSu>4K(BIXz6VS+-tuv6@70+M4^ zW5`7ZgO0P!Kc}YcWd-0fbEwcx-SMg3G(z0aG~wTTib0ek6-FNv9t36~i>m$`ochzH zs=(`R2122kzYhN+du}tF!uAxuYXSd`^}o=&_J0cV zg6?G^dn8WEz%0^eLqbAi&o@LsN&_k-V4UV)mC12ZAR5?0y8gF^pPrta+_fL%GzVDv zR-c(iuV~=jPafL-@bK`28e359!{m)1u{t~2>|W|kUl%n8{SXyp;a_7G+v`)!;yaU- ziE5$aNe_*e(SzoVSr`Z6Ly*liAO9(-zZlT0aY zi$&O)P(ykbx87%a2~=)#Osbs^X>tHRaT8>Mz-zk#e7b)$;i6+`Xz13{(Lqo>K^i)- znOjt}fjlp1*i&BWc^?iEN}z`5Nf$3|d8!XIFv;N5A*&?2%2}1__4D6x3kxT?&7*fg zGX^);$I5U0tE%^9NW4u+VRM@Sb>)@GT9N8$e?EGPKp04D9m-Mx2Mo9IA|7~1$>_5a zg`C6-bOyF3Y62tzqa2kjm=Y(*%6R|^?U-wiA-ZuxaxM!bQiJtAE>u)hhLyIY)I92r zov%SVFFEx~jBZ1V!^Fd=*y%v{D@rm}{*Npsj^!UWMt19e_`e(hd30(Jsv1Qh zeIC|0L6d}WXUh3qMbpF^N|r(c%+ClK1fX)vh%4Lww&+8K4+e2C>NuDLI&~OjFJJQC z4rtiSvXU%d3+S3{ZNLP)(#2htK*iHx<1T2FC7cVa6#w4Udm*S_3=Csqe}N~H#8*K>7!eWv*Cgeiq;t~JG^oqX96<=bVzUZ^@Uw@bTnkFF+d!%DN}V`pH)%>F`NOdiHK^tSlrJyJZ##1 zn0m0fI!4(6L?dB9r$9|jtpKPBQ0xWu|D^Qv?zSlE)j!|(%<4R?0DrKsi{P>(8 z+jX)#|K!ON4lb@&@hnpAmxrT6wH|ig9mjtFHe&U6KDGFys{&3#*V(*#t?yRtGJ~Y& zZA{%Buq&TEmiyvZ-T@JG~ zO(#%r2>&T~^u|rTJ6erb*Z}(F^W0cCx$I-GSL1bFga);nZp z%Vo15)^y34`*3Q8I;cPIlLF;}ED+k*02M}L201Bd4k)z)MNf|YVkywEfGyte4rnhA zpK<{YaoxLDrM}A+)4lri@WWs++pA*cs$vL! zIms{Iq2>TG7O;V+{eHQAM1lC9PTqsbBV^qttTBbbso%^W+)U9@JZ zN!zkekXk~E+5P1L5yBf%o(hBCo{ze3ejBA?V(Qv%zE-jX2PiLWmiscT?d;gxW%>AGR#sN-tgnt&@&F#I zW@;;XgsOT%4T!ry+4~FlgSKJqZ*sEl@%5$yG*L}_aeTUJ6k*HX2e_~BDgZJNKc3AEfFF{xD0pbAqaV z!|`-LsNF`7na@kGxgSpkO%oJs@;JVh4GteA|y%zd#ddL%!sOTF7_Y2Raqc;{Awo?%=PEhR^t z6OH0&drx36S$D8SA4s`V#a&o|8=lWicOF~-;aiK%OEHeycet45AJ+;H+b)9ZoJT7N46v6E4lYxoYVv zgE_>QGY<}9!{v87!_?+xIkvzZtWom-0q}yU_qa{N;fTr0SFeWe2Lr-I+@-(0h7_!B zNAt&|*bGlo=l-$FffY;Hb1VE?N?Gk-O-}$xwhGj7ar2rdD%z2i3igYd`;3i0>@^W<#!fUO1O_-H6_+-To%!caWRM%P+XlTxr2G zM)^bWvcrA7Qv6q)hoj6Rz#80;hreS)Fjb9quEFH{u@RxgC?yo)9|^0u=89$rK6jA# z_=`hyEB7q0rGqm|I`tJV@rl(>@e99&WRmR=?s5BC{%bedkTg$q8AZ@w0nA8-G??#h z8^aqbw_0VrRa75I#gXk$K~OKg#*^RQO&Ja^N=W`-6L0R$0P7o<1~cwidBd zV~DtQ`-AKcps^fA7O~DoB+L?I#x6ulMtbSbX?W#UN)960LH>Z(}p0!e8YE z#JheuB(6us=p7nl2?h3Lb$E|O6>@TNPR`FkG5FhepYGtm%b@3h7OK8{XUC7fm^l(W z{eeKhnGxR;6A^9(;qBvmR!*XaD931qWi{g0(2swF`%a>9N(}(($zk&+KN1thga8Y0?d$@b6pqHseo!k%>W607dzb4NhMlNzbhEH< za84K-`!dR*7<0ES6A3&skjsXIx>D9s){vb5_Bn&XbPJkMa&HnX(mBE%cJc>NK7P|n z5OCQ0t9jXb{UKLxfN(2UBfAg$YQF5AUNF!}QFplAb|hMlj3uuA(vxvu8WAT$Tc0qM zvOnO1e{P4G<*+X06N@cQM zhl&s$teeeScQUkA&jfelkV}X5+RiVgSS$hko;_u{FWJ=)M2y>|ebIAR!k(A+PCMXT zrt`9`wJ<`ZG^XynmH=v2HUB#>w5D#|i;YhSZs}ATRAHsXy_8W=F#PKJ(4rUQKg;nb zDeuM0H_HwyTVh0RK;flfYs;M=cXc1=%j_wm`X3ZawY#sq!ZEr~6n0~I{+-Rx21wwF zf+S*_78{sc3NV&?TE>Y*l^FP;%dZois>!!zA3vGu632n28g#0~Y$`(P6 zF(;0i$ye43&1$Zwd^o;YMCUL1Gn1x333BNj2(y^uERfM!{dh?t z(NglTR+V5p-PY3mPGwM%384yFPGM1gDeqDL)dZgECqPzYcz;3v{ zMmU>OtRJXby2SnzK{sHTI=Zp+K2rbXLz7Z0_&L3;}9A0*opb z2o`x@utWiq?>nQ-pgJNa7xURA3m9eX!I2!y{l{JR!TtMXeBl*I1=JtsUQi8s=js^i zqEmV4UHkOxs#Z8bZPxfkA@zrcl<(Q0-jwB0owyCpvA^BR>0?<)>1pq0wJ2QZ*fbk` z1mCIbsPvoQnG`7X znHs0XS0S9Y5AA5Y2rF zxxPABA5F-T3D^VJH1AUbC_BA={aSMu$ZxGc;my?d? z0Y&XUc`t4-harDo2wa_Y4+kE!XiuN7_`ADD`(7^Mfg4x!XbXu9AQczy>gokmoVRaj zAQ;iEdBCP9tM4pUbW9ARjQ>5ChFyH1lNAKf9;4|5D(XxV=i0?o8$t7iRH5dJB%tt| z-`>`E^a$U^1~5G-A|MHTCupV&mXudOfJ;>L+gy{>R!w;G<)%wVoCLq*+aV#wo_u;z zPH~w8aA4ljBx6(1tg%;k;eOQONISTlqf2akc<)5l*fnMJ!D8R#TS@Wx=g&>%1CBTP zmZqiTtkxzBb_a>&_Li9CJX&4_o&3$Ke@1JeYVF(WBUAkcL&bk{poOpnpKxHxhnT@b zz@|2wtrddG=3EWYKvU2;GCsa!EJ{{Vk}0&Ph#x>sEv>A~@ypB0Rj|Fq^WP>m;b=t) z#=ICN5JUC`GFjIjJUO+McbKf0b+4_p8I0s4dDda!auG_peze=}qvLxu6O!vx|2Wny zpxap*WIweY%fkK#&rm~`qOP+jg%Xey5aZ$DEi5jwR2BiCm4eaGHU{`yosBl{4Qa?> zQ7|(8T>14GfCC%@Q#U+N2Pj>k!u17}DZaYqKIwhc7>kbpBEFNS{@|~v-NeW&%9ifY zv5;VRHX-)irFZs)+~G&W@-y!*w)z>>QF1wboB9#PPVMdOoSd8#^z=%`#!Sl@9_rt= z3hw}Qz>Dy3aQA`{h$^{ZFjy>`To#bLW9@)CA-`11W(GNA8qj#1}{?{TxUmJbyaqN1arQc~xy_fJnxUq(ja zWNqbB-g>mtc`IROt*~?t#1nnf(L4>dt(tiW~&1gXI>z(=xgR(hmSl->V4LzHGiaEX5R#d9nkO zF!jsIe%bW7xu?#Jhx#CGVueJIv-Q0sqORF)IwvF|`U}3s)V?v5V&_R@ukB|O@%~TY zU_~&>)E6(X!Nmqf*wZ$S4orEX&`^fhk!go)C-nG~+Y(;7z)X$Nbc_?V=l;9^<03XEQoelQEU8<&W80tA3)JcuZp5|L z)YNNO50hAi0{a#A+p~@!V~Iu%6zK6`zyRdNjT@;zurDDYadL7p@a?(5GzjsrFzNG+ z%1O^5HE_)VT)w$ehenCuuYeTptFJ6ZmA}-NsWS0BghcxKWIlmW*!uBhGY2M8vPjgJ z$8f!hx^RwV zms(D%e%GI?0-0rx9;iGEi z7Y;`)^2*9yN3sRil(&L3A;+N&Ao=(@-~Jf&u$t10G30%|fXP zf5t9*bY?PI@%1YbbJqnp<#=%4Wf$B48OYPf_Ak@`y%%TzN^z5nTh5%Ip`!x+Wdsoh zs{X{Gc+=U{SmEp1<_cv|Y`-`R-Xv$kt&DCoeb*mz95!M9wJG@Ni*($^BrCu9bo@qx z1>|mOG`wR|i~)ym%t;JCYcl?d=Nkt%bgZIf^uMI&nErv&%>=X00y}N2{T-a!VMBm< z>5!c%sE+AnL}SN`(3>&q4s?!G^17X(xNo`Nn4R#d8*qCQb#OmW;^aj$Oy-8V8;}tQ zcN^7JkQ>!*5)pr=rVrX^`?>15dtS%FZ}dia)caQ~)1R1~*J-7Xf;53%;`+2d#P?|2 zPU7&l&M6=hS4T@Nin}p4%+ja|=^xTaKj~kcR%nJ~Gx71|=R}wimfsQd;ZV%s`zd4; zI+RI-^l9hpPngZEx|fktI5*zJ7xA_1abVzvXhAE3f~`6we$DK`n2hJ`E4el4jxEkdv7HCXhHq2S?7|dw4VNuRHy$ zCkx6ZngTZ+x8iwr-1`|9RR3t?*w+FRmt58R=?1yizP~+0X8fXTVwU$i`Pf9BUpXAv zE&M7~!F}W0kO)GXmbp2G*1%j60=IQAsWo6$$#)#JjkUFZfDnBG-1@W85|(0<>ZN1@ z^S?{!E+t<-1FZ?*45(RH%-kIRRM~^i``|fNDh<#SNVr>^k2&1|NL&U6TXGnHxvOZ@ z0?6+?>{191PH-s8?R)5##zy^7C}(1{GjWM;lamiVTX21BnPmtz&V_?s?!=~Tds223 z(xE-Rw{Ug3P_DUHeKC2Nb!oD)e+ldcfh7=OKrk{RFb5bwGFd@KM*c?|KS2gyQBJhV z?9$MZpO>Yqtv$#=q^Z`MEqDFe8dJ=5aMage_NT4E9wWIQ${ae%Uo!vl%^QoJ*lmN~ zyr)=WRo-~Jo04v5Kg3DUuY@s2u{p%U@wy-$n`H02Z9sd23=hMXW56WlrzcA$9oS|Q z^b`x^taGpE%`HLH+?Z~x7Zd_F5Z*dy^Jj}Y#g1c-#le77PfC8ssIipDy`I!Uz%&My ztNxQ5HK-_e_t}cXf!rdAzR)#o-cS_Cls4qd&*iwHsywo}&W$ho_S{GKEqZF6=TgiPe$uJVDpE0eIMX)t zgu#=kT5eaYIe4F=U-q0I+=G+wSaO~ATh;=)9l%Fo_?=ry@e6>uv0dm)#B2)~3YP2X zVu}YKj@>}cFnmXB6LUXv_%|p#nZ4rq`<`SHs|tr~hE>6@b}Aw}#feM0O>5aJU?i6x z)VD*Gwo(b@jqHh(0a8ecaL);+9k5w)w2#jD3Gr02RyVF9jezOqcyvBg@ zDp~5ZUQYXbQwP6%^u``^vJ-58w zF_1_PivB>;;Dj(03V!|}e&Y{d%tZ+5#iyb`>u!EFcu@WPX z*noIL6pC(_a&`6zp=~RN{dV>@$Y;KM{R&}YWAk>NK&1;^yoompa9?g!+V-lNczLi9 z_`xf44O3@J6Dc%!(L@7o&A+nq;cKZ>h$z7gV#w>pqw|zgzgVAne=^!^Anj8>MT_u= zM>|()X|EM|G=dj(J!}t|Wcsl`$HA-sU4T&SjLNvEnRJfs?&9Sa_*^ylL=CM&ldoI6ZdIohN-rd!t-0oW<9UAXv2XeHO8p&GC1&rM{R48PTCs`$J|mE<#4y1)ytPHQ+Wipm z!%QW)V#bdimfQDOdCt^CtK{NQCxz2^iF_3ID_57X?$>8NU0tu_6M9fd@KM~Ce7^WW z^9ua%Oz5OI0{=dSU?}Z)j-<)Nsl5BYEjP>eaUD}+5%7+zMjH$)sxx6fTJD!ch<{+! zs4$R#7fdM~hqrcw4V@E-(Ys}PygjbgqF;-N3iCsYthb6Rol~gmRH&mvf#YLl8@o5T zbJ_7&E)An!jWF_OEbCBH3$T5oeHa%*yqb6W)G%Ln{CKTrzYM;OHALZoIicW*a);7$ z_(kxY|K`C8gABOZKfwbd7`^0n#Xr`#a!#(_m^>@}sOiXD{KoIFa-s++BY}f^!0@as zt!bGg=eEiJ!yLcu`(dkdSLEN{!e1pBX9|9xe4Z)`DHTpd%e0JKoFcBy`w|wDpp)rd9wl&8nwy)t9vCySO{YXVzz;8PY z_T3u#xjZ8n7+U@96n0DefHy^^+8MM)Z^-H>&k2FF>qn3~4rda^i`S*zceh6Zj^)J4 z;cQ%E#Jj9PoNF%90(eHuD^8xs}?iW5Qil7e@JZ2b3LTJW&XY zNLjPKNWJkb^3sP^rF@ZAxi2WNG%3SDvG|3!M8hJ*d03F%SJTiilck>fy1g%7(hC>e z#xj!-FL%7rDl?-L(yh(#D704Cp7E*8@n|bu7?iN=$ScCGG)11YD*xW%r4ZddkEj=+7EXG?+!+hJz!Qh2*BIjL|Lw-*K`_etx{<_tHmh&s^lzm9;??ps> zdlc8ICg{YU($&>vy%a!(#tJ<9A3uI{-YM@PXZwf&LLlJbCTLTX7=M!8WCp9ymr!Yn zG-&QAB_^(QDmrYpm{H82JPxFAHg+j1QyDU?snXiFpr#nw;^) zKeKs6F|WHvxo(W}lhDeh1hV$&ZVPjsBrI zP-jQ-iIUPvIsv-p>L8nhx|g8908&eklVgK`&90XV7#}yrG!2TS%bh6U!hHRQb8YBt z=b6cFc#{P79Edu}tOvg;k1%6BXF_|UVI;uU0ElIw@BD)}FHnCaU`krbA!%S`p1FZ> zaX-qfPfZ1dZ3L0)p2OL-3!M&%cS%s9eh?*E((;LDiI(8hcvT%=r{q2yUz<;Il{D7& z!sUjq-Yz+y^bPooswQDS|EMc`tBh$n`gkuTJEpGRCTZHM^iLNMSwj&h3KU$0yei2n zEoi}T4SpBdkKHV8qkww*A#6jE5?(_IZz*t38S{XVk;C^y&Orm@H7wH`h*u)BWA~>+ z^;h#$e_M2tcNXQBvYyZ4eHzWCG=Bd4`f|*2eds)jTff2fpUBgns-?m}wfiFldE11h z6Bt1BXlJn@RMB|psQ9|VmXg2=Yy)WKocCMns*;OlVf!tB8Xw{=41c06YJdHr-3!P94>|Jd z4?6I)K`9I>t>Td}7x9V!+4iH?I%yYR?5&%&u^%P- zm{|ZJqaL$C^zC8c1DeL5b4s`jszev+AIs{Nw`GoB9@7$Rcj$3$*l{z1BWf2E@^KbcPg*_v6@9w1Su+%N6b?oUh>ViGJ%NFM13*~bc; zi&QeeZn>3Wp5JD-sz8QJ+8I8uLWdCKaoMjylyw@rc^+`=-kQeto@+hHHps%V`_$ zssS{jeTAd>s`=0OVyK?>W@Llj(bFTe!YU6yot7V!0zRpkjNDI{(N3*LkF$BOzLD-= z=v=*58yZfufbz!uPKzM>kNQy44P|`e7a^fe9XoS5O@1t?4~6i;U!XvEF|%-s@WsUI z9T+H5)$aKiW)sqj*Vg=lpcL~mIOvAFSajUMCz#>pnn(*bc~|HD;Q9;L%+kgCfsXa_ETYye+OF_Fn z8m!6we*L=e_8u!b!7j0=&eEYmbx?jYZ@AYld+s{?Qp02)p=l{`fxQGToO&cLwesaG zyP6Ka)~2$WCZ)RmYLn<;cl;@O5H3!>Lp`(@mzI`JwnhUn@gDu*8(N9Snnm|VA&1w5 zykkEI3c4O8hc{Jrx~f0LHqu60Enc*M%TX`t7WNl^0mr&?qUv9(4a9v63@nmIbEu{+ z6s_)Tcm`fxR-S(`chs4THaAwpb>53r_n#gAqXp;B_zNg5sv?JLr8PzlJ27Vt>}FKc z4OAQ!{Fv%`8{@@_ARm!AayIUaOr~B4RQwi127Oq8l(dUnb(hRu5O&0TP{6kC zguGY%?&HS{X$1x0<@2vMThP&`GqJK9*i*^C5XZnGta!EwKB4-OVWFbTDKqTG7w05@ zPB^MsdEN2*`((wy#ZCTNEcL+u%4Xvh&jZU{%X%5xKJIsj7fKja2NhM+5y-k=!Fb*; ze+WD5O0S0w+|q#&v>Yp)w&~>NE`bh8u(cjkUJy}}E9gi+E&Y-#WiIyCZ+w9WY8j+< zuZ=Z|8c-KmpcmHL#)ZF53=K-SjoDunF=nKB9hG&sXPOeeXE-QA;~ERW)>iZFirD_g*XqULr?Hv zMSPHsLyj6QXRx0(cM$eRc#kA9yx6Vq#gU8*W$|qd@rQ5?5HthPMc9X-l80b1C&~db zg0K7aVeJ(wodaWb$&t>Fa`Um5kWdS%l>t&pJf9ssz?anUj{MD^AUzIaLmuLXS&fhg zRAtYunIBk{byTp!o)An+`SW~&qWZ*G^{Ga!w949fQ{6H3cmo>k?0|uV)}Pa7yeSHh zo(@9HKxrlb#Y_PW(SGyUQ;>cY^n8jO{5z<$UvzSw1cI}j>WYZVU-W`8=VeMqvXnKX zFKX-jIU1Y_#!k*azC{bOoLsyh%E`%Dw&n$F3#dyim(2SOut`A02mApIGjjywaS{Z# ziH`UD*H~$;d=g@{FPe}qHY%zO)Kffr%R$9m$wk`df6Qd}+rS=!11wNbMSAnM-%@Ab zG5Bla=O7$cll`Wv(Uq*vD1nK=6N<}Lj`|bq(7`DIJ@1$J=;-`F+a+-*Mc^1nwhp}R z&b+`r{C~T{lUN}&<{Gsq0cx%Q{)T5?-tC~JAi=wx#k~3`j#KNElCm}*s<7}$MCn{0 z4I^XlPw_yogR9vT0o@jmvy{31Gk4sd9|Vn9aB@Q(iCOpK!C9LgD$?Pb>j;r-TVT-v z3=hz=efQzRhiW+Jo|3=PC^7`;X%jdVAs7f~%#8nacnL-K5m88iaM2sNHIM3)zx@))r&<+ zMMaq{C+2e@^M^K1dQ0aE1{{{SzYcV~VV2*Ni~>~##}_YN82-+XYyyrScW^pOCD+dE zLe&)@)%n9X^nWY<5TOZF{q+mk!GnXcdy9s{6cDcC%;2$4Mm0u$^0GM1w0!Z?lYm_o z4>~~(?Cm^2;Rv5vI2mf$g4*R}gJJ=#+fZnU(fbG{jr?n+PRb(@aq`DdFQ< zAh94KX5MpRXBisIDk}<0H?NBNqoMO275DSX)?AKbu?WEatb?9rE?`7SNJ^GlPO)cX zWV{@Ti-{=%Zk+e7TiNg!wEyWXsR<7E_wyUEP6P53Wafiz7eq(VeD7jhyiCPvhysW? zdc}J{zxiP5%a-mz?GPh>%-6w3%O{G}m0I1?fS8SQVLkh7f z164(+Oa)3e;Js6ZM;T4I2`)26&4 zJZ@oD#1#ul0gOoI*G3+D!mz~2n6tl=)m9v7g6AZP2G&B1+nNBt^8^wG)Y+^gN*W)$Gaz^F^+`k$@UKFA*rlMn;g-5&V#39Yq#7AX))UdHbD7V(+FVLE)Pd zRcJ#352SbK7EToe`j;7*nT1Ri-65pOpomx<0`$TPYK&6?#Ke}>la^I%b^R$>*L6W@ z!sp2YLT31_A32@e*?zp=ZT!`0cZVP-MHG2X)CTv8NM>c89TI}1ocmStOqcD=7CNH? zzcdorqu=u=j6FAcj<3Ed9A_oxgC8y-ex8H&|DOuvxI3+GBX4idsVH*836w8t#eV_) zW+0g_daO_rk{O$uzXa>6}Z& zRTx~@)K`42H#NkSq;=4~QIvT0>SmYD&-7UGX96oh!=?f51%{B=`T#diOM*~#uHFgw-K1<(3L5Tr93md9 zp*uHQ_^q~_x%%88i|`$-DCO^pcfAC9f0%!c{|ougwpomqhgqoOJ&)OcSaq(4l8irV zr92fbBLUXFeB|V(k)wO>rmEuxw-R=cgV^XWubor#uy#>2|1H1Bs{Tr>emhl zfs&~L63(ZJ_x$ryk4D%Xi{?cqx5CpxSVzN#sms*#`M9CSd|RJT;5CMpqiq%c%z@+uUjCmY#eEhLrFtt z01i}d2V5mZ5EguS{smq3^~+l6;QRO2o8HgyMT#`k%A_dFA{OD5#5?^jDD7hqMCa0Q;Vrj1gRM=p2nI7PDFFB=-e*oI=GP|hbm zcYWn94Jd?eM+=E29|#n>_})-9?UlZFi5r-^B6sZmlu9jJJTOnEhVS^aS=@Wy|FmYi{BhGqwVn$;#CCZC&^PJ#pW|Z$5~4<5)RA9t7x1{G68x zVngJP3@2Xy;Q;DL;BN+Q@kJnj{2$&FmEUL`Ws?FNKTY`Jadv=Y5Dunx{q=ck0KE$U`s=*d zNL!fv0D@P3EKRy+qOguuO%GYK55(OU0S`CGl#&hJxz|R-#(eR%U8%@o3Oxb&-@9kl zkA6u>;2UBCf_O2m6341N{{`rQxB#`_r?CQ3mgW-@5LVU@v;a?lN!!<7>t%E1-F_(Z`UM z1@;Jtg9YNOPs@PGG8i;xvLbP%shjotLHdToYMLlbs@Z|*V>ocO-CIoPEV+4D_vS&m zNqSXP3{Ynr0%tO$7y)Oy#>!X*IbeZl0jjIzspn*C$5HqQNFLQQ_p zLAHM0k7@Mq0c1MdJF)8fcM?b@0M+m>PqxGXDNXz`v!&%0_*DLr_wz&CE&<+hx2 z^nTu_JJrlUS&nNJhZ<%|`-0e#`={c*BmU+@ss6?hz#apEk=q1TpAH ztJmG73me$I9?SPcy{K8G=A|V`e`89qi$<3;=d330UBD=i8}+3{SN`u1zAxI18R-Mp zKdqK=NWl4Pl-92I8&%ltk80OH{3qo2z!VS|OPfz0-vL@7-%1$Ae+pfozVT>=TrS~7 z)pWilu`Fu&lj?7CqvBmlr6i_T5|;iY0_JeZ8rN-dwTa>Iyyd*h7vifC+u+dqbew;b zjdLt&XM#fR(Z6JmmjqUAM6N6&Go!%YYM{;#Je`EwZ;b?SS&TzI29u%W{63Jgr7SL^ zy#a2_o@Jl=!#JOxEdA4H3aTRgHsSNI4Rfb9Lr>m2f=-AoEmBz9w=|9L8?o4!)$;LS z`2#XaL~8StyRa#r!UQ#*0T5vw0*CW&AONYcn(GG&tqzcD1BJM$M>9USAo+KBX?}Yj zY*u4PxgB3PsO&J&O-`hpwkyZRy@q|3SXDP9RYEyoMa-IpF_vezgP+}9W53%s6_FUA5#jduuN)y?d&Nn??i3eVrFO*Ogb6i?3b@U+oYbe$0FKi zj}SXG+`;%QAUOZMLGl?v9a-JuVOJ5MaJE=`C#rCIQFZJ3S*F|1cuOC+7PM~)S>_pD zZKH^_|8(cPA@$Tgx$p5{XtDL~D!Dukzcla@wETG-%h@<{C=K?t$2M`JX6mF_Wn`;L=_jVwq@H0I-6-LC*JO)i@@Jhv`rebr=mRQ}jq+DMGxB)0^I*mvm z5^+QAahWRP?EDZQ9%Eu+q74lDCSQYv#^6mu?Zs@y<2^9a@iu{2W0lFsZV9Vjj?w2- z)N+k%R5g+a1H-F~$5Z(#nIBfA97U`IhgG3&J80VSRwb^;+GW*N94 zxqGE~mz<~t9rGT1=a=I}fd`_~Pj$Kxqm9Fc?(R2Qm9Dsyu^IA{Wh-9_Zza;eLEA2TYmajYUyswb?7EbyD6|$a z*wqgjy=vCf2AW@hvJip5l?)7lKp_cbFa4)BouA`;2g+S&l6<{UPsliv7jU8b;8geNtAG?oVxyG}xAk3qdk~ zZwXQq0#s;j!&fUtu!xk#-Wyb_zu)T`9u6$~wcZNlw)vMfu5vs>Ap!{=-F#A1Qt*JH z3OR3cLTBOl>#8HdrL14$lTF(wYbL8@ANNK=wnL6W&#%{>?eQOD9i1AnU1VarSp5wJ zTWa?u*#~H){%UaGB?zQ`{(LNL#EEH&PZAs^Kc{wML1QeT9;zAQ zNXbKCj9oDIZ;kuw^%02>p^rmEqwps*dwg7vndl00hI*H7 zhrbQ|y-bFaW^+MdI2Ek?(2Mwzn3k>K0hM3oh5Lprh-E<`wte`0ZRswFCT@@J%Ft*0 zfFTvM9Z&qQop*H$KNq|h@xEXD9UMM5JbvD!{*3UMkbIKWZsd!e;dP`>g{6$1F~(#P zLWBB;8QCP;`Q>!|Cp9!uoa#nI#WUOEnRP3gQEDeN(sN*dKoGQHFu>RP!V-Z5(FnxE+m0! zptil?1GiAyve0lEYLO?xo>EK-&YTF*`WeZDnKcT+XWY}+lE1+V)n;z54j7$O97}w9 zswtO1aLZL4g1c7mN)g_P@VKtAe}z4A{BkH52l1IGX`{4W>Wmlb{-#9Ic@W|r@PPcm zec8q1J*w-l_9uSG5~*mady85_W>itii|yA=?nmh-k3s26IlQ-v_AoY1b(87&>~Q3G zgdyzOH|U74Kx0{rGBsr_$)w;nXXX*fH^(+NQKr<1@CPDhcjH!TrX`%}0-AYkz5> zBwLYb8wVK0Jd84U|0ZEZx_%}ga`0=~Aa-CRwaXeG)1Vyfkj+jvez9R#J2?-r=g)ud zH9vE1Vc=M!IZ?o4L*L<)$w_#kl%TFZhNnLIcIAEL?MC_X1u-oMx$=4!zZO88Hhy~Q zq!bO*pH=tr_?LKmtIUmpJwnB4^0f^x31t^ryUbBXTv*9A*=S3;3k3aMf3a6ev^}_#j|AZTX-^L+GpQYjg zl9)?0JZ~@Xz}^Ys?Ka&n;z3*&j^y*Tjm@W(0v?^cCHVeoc3i9(3~Z?1Vx0mg;Jr*p zW32%c*iB~VoL`@t>4FjEH!ZFHB~L_ynnXceYd|Jc=M)%mN01$sH&QLI+u7?&)xQ$u|+}Q6X4e-Y1e>G{}*t6qda2L@(zN|P4#3& zX=yPDXTWPm9sXhfxsMTuQWYN1jkK7 z*w(cgzkflU4(%;}tDlBzkD}r&m1qxL!0&iAI5~%jT=y}=VBQ+dwF5G}-`TQcz{DKk zY5-zCpcl*lqDkQ6ybU^Tb~`fxrutdy&ig1pHut;Kpf%(e%CbN&?G;2p15$iQdkf4K zm5#eQXlQ5=lxM(a(7tec%ESF-egG7&>vt-U2md}N;>814^MiG=j>#H2?dZmUG{Pd9 zp4A7R2x)rv@+u^IjrCSz$yD|nNhpc>_-t}VUeZ+f(B1j5<-C)aM{scL(8J{tg1S)X zfLdL%VTch{i(Xib`7YnJ3h3#cdYmZFd);|h*1+%ffwZ3&0G&{szb64={BqPW6~BFY zR+c~Lq5wn~Uww0|0ZtE_V(8xHn!*37jTIrW03t z>;O*DLC<~p)yY(4Lbg8rpOUYKA6PcD&74W-*;83ROulI(cKeK2j>uN_F|wrVzH=+t zw0^4TSeO1YI;|7rJWsH%32CUb7+@COEIxDy43`OFxsgXS*?*-0W*$`6p9A+f8X!(F z03iGS6ugye249snsr>%O1rnf==2M;9)7n;GATeO|xU>hCc_ZH61a9g%D4A?6w2A=Y zU)#b$<-Q)sfCB;o?DyO^GvFYR5487F?>SmS0>T|-u}*bCccF$1m#HVWfx^ArUg@7y zjCOI+>WNZTE~pAC5=7U#EfVJe#OsuLUnujQ8in!w^;AWWyOH)Fz1^B3JBJ+vcP<_R zC`AFo9RPT3jTMrCCQ2!GWj2lmOoY9+v5cU*ZvvJqq+6|PF@=jg+zP6%F|Hqd2;4MIA&_KObkTL=q7^ZjUQhL!& zB%8mswzhd8zHvE-vuzjKP;d9|Zug^BfQzV`814;G!GNu0JY)lW$XT%E^f284 zl%v4kLq^q{sFW1>G+~djncc4LZZo_}QD*NCA97UuuYNOD_m=fjhpmno25Ql5e9&=@ zx4q>b(`O&-5%S||!NV?E#@9H{@Jky0*X9gWJo#LV8z=Sa;)_P)gK#`+h}@r{@F7G^ z;}~;i)xAe!mQC?8#jq^v6Vl-+%o9_d)YsgdMD%->Y3>_+3kPfP{s5X7>M@T zDkmnM7{;@i!1a-181GV8ZILpQ2Jyr58G<$ICKa`;kt%Ty;@HlE!f6ad`2GDypL2#x zwh=A+zQHNmzC#1HEXGnxGD=(F%vpWWGDXYk2Wgpy<(Nd47V-&&-s;->zv-=6seFe! ztd0vE5?~`w>nP(<+;IROU?XmdF!5qg2JUkC)Dp)rDSUL9pOv?Us@#W*vZx4T7us+8u((&IveQOCUb+UYx zTNMu^uFGiRWmIrF5$YtWz+q}#ftW^prs=qTU!j@J$B()tQ(Q;5d5hk!a3jjxFKmH( zQfXTr8w_b+W|!qI7v6wBISqQuz%WMpk*=2^VzxqUe8XLC_`qhekd67B#3jlZx+!`o z+FTf$b}aU0_NahbWwgG^z}@)W5O$IZQTk_V^53XpJ#wBAhzS!0W>$Z0v7bAP11sG> z@Gd+z===4Uk#I-;6sUs=jyZ6?@F=ON8M#n_U`r5l?P@aWijBa{x%rt0b}){QaB=VJ znfCRj(g;3d&%W=^QS^QGebz)x;RAI460W^#Q1VSox_yKOW*hFISK-~O&LWkR2)c*U zwdHs?HzZ%wKRayTdcrW|YgIlnqB8GsrVrTxmY0{E|K{h`E&AeB{gYxGThz-*manfY zmqiigmTI10fMHy8eScr^_0wH+kmE@aFOU}iZ>Qj4*8@OFrJy0>?ITy!+xLMMtNEia zHm1qS@H6h$3|$jxT2f_e(*BWy3NwqWwlbkE#$zly1H<_a+Q1dp1jJlmm`MWY_8)>l z9%aA-{xSlnaX31^J22l8JMKe!J{{3Om};DXhSvA$)lxWD=!HcZZ519t z>1lI9LITt~ZvxnhWQTEWcc8upJ+0PTU(nGtf8l6SUU*=N=JD}yla)b|-|~pwyz?E~ z{Kc6Q$}Bi>Kmp@4h;*0oJ3wal>3SLxR@Rh0Z$bT@=J)0Xjn(-1wdo*<)jm(mC#hd- zr3(Pm0v&3=bjJ)N=4)Wjg;+lKNr1qeYWQ}U6sHDDxA-Fc$QBSnD*W%7PwuyW@Dx1l zZLKppnWXkoI7v7{D|)RnCXJ=#Q=-<$?_ZF`HGMv*EH8ZV&h5NpO?Wj zmo=aygk}JJ0FDnpeXS8&QIpAs+tkZW8N|qWJN@qX3P{z69YU`U)2|jrTI`qz1<%M7 z_@9R{|J+TII6?<(Z2E!E_-R)9=%S+8Tif>;`DvmC>nWI|XZoV*2uOQ0i?rHR6@|LN z@Su9o*PR4*0cB<7a1!8|ppw$CA}k5v@}ut{ZR*-z??)n3c8azj)pwj6{DZX{#c`*0_s_nEe40hj7~#< zWaZwOu^{jk73oxmfCDoc*yI}#0xhqy)x`T5XEa#)hR4I*5;)f}h0kw2eUWGvo2_;i zo4XhIPaWAy2b)s%nh8GNKP%^ZVV$G=cgW(G&!jpSzQQG~P@D9{(efETP2O)W)q~2Z zsftgyojHP{E>^-o+|L3m5*-Vz>y)=3suxGTS_m$E{cD6B?^w3(Dv_t|HbU9`dPs2~ zu_cH&lO+Chtl56^vF4h`NB@teUxB(u-B{KN%Vq6(m08y~b=+uQKlLNlvy?4w+CvsE zlS?5&ViKjhZBxJyBGubd2}#k$xX`Md3t;XIExx3&hBsF))`WcXvJcT^(sX?;Su$?`UyV%_Dh`(D*m-dT^|p2&8W z*IG5lfj=m4k3`DKUi^!m5)@izxjs5%y5%$`@k%-*m>YWBe>ofWa$glBkvV@-0)w=s zzu%sQ8dPouju~Zd5KnN2I4}x0@7+cgIFv>Xre)Y7YyTCHenvGn0igg8*q}V&we|*4 z<#!-GcnatdV2~K-S^&X8{oU=A3n&x2fc>Bz>&aqkHu!w(En_ zs}uf}6L<^H^8iVvTYGL1j{~;Dxkl@5IgOXX*%1p2t@U#ZC0M*MG@K#;Go*G#{-2WRA z-2hktw5i6v))k2Fg#-PAJ%7n9(2H23_=v93P(~)Fltm?F~;>2aaTXWIo@%&vbX% zBR!sp8x-DpL*ShF#p`^((NeGJ;XxI>$MNNipv{uAWAR*Xc&T7#mS&p3vkO$5 z(|>R;W#Q*TIfo*pVCyj$Y@saZB;Hh95Yy+)|KjEfYDTSM`Vr&@v%lEJz}q;e2LMAh z^?KmJr@uY(fVO)e)&wN%Z&6X!z2?c-jZ*-BqHD7=@3y}NTCP3nq2X^tE;s3b_{R3@ zeM$rv&m%1>E3ljhfC=n?w2R_Mw)(WXo*Tv-t8jBwu~WDo$y>V&Alf2do~2-)JQs2x zyGRJ!`{{K0PxG+TOX#&8MdN8yT&kpfBlm#oEoo|l5!yw9_Uz>zrJVcvhv^gEOSG>r zUli;RJd4XmfESQ?z~ny3NkV|)N2x0`@UAfY?#uqrN@2lJK;&I22R#FwYWxohiHAln z76on8&8b4(uT>jb0AXK^LhLATR8zEfadsN zZ*uYnk$q}626-A`%<%*QP{Ca9sB)y?6xc z&<|ZdNE2xZwdxtWBMU=olnwoRH-aD^#qxJg$m0*Udj5&gCO1P{z=-<(Hu|5T&(l@7 ztqY0@3IzHM_Ddko<{IDF*cb)Rs$lqshxg0-U{TM`>OJXc->?JK9h=_4L1UnC;p%Sy z`+Pl6%kyp*RsIcQ`1Xz!%+o?)u3sgA5PBea?ge}!l%ThnAUe1!8=7WFb%udA26E0l z#0Z$#7+&9HAX8D+v9oHj>N(4v_|?AJa_Kr&K}9KIx=%LayqY60Oa76K|7@?1LQ^rn ze1Eeq+IfBB&TrAtzU2V1-P^wM!K zAHaV50EQ>3BTWVqyFuHck-Mc%Hmysf9k#Z>>lpTN!>;yDn33D`hc_a?qz!n>$f7gn&O4F24ken~b^&r>*7J+?_F?6g!iY$j2>f3|B@WeUy+v|%a zz_{m%)%Uzu1Jnnov#R-8U@I%y8TxL*9{g$h^U@j{3if}0r{GyN?3J;*;qNG>J;18` zJomP3_s;G{ytSZwPU+$2Ke!L_cO z1(1LDU}VdUsZ#}F=Rs+8#_;{07UviZH9uQKelVf_MLFGH7zXu{0RTUQbP+FJzFY<; z)`x$8$J{TF1`3YOfzo(i$!CfQuU<{}){&-;I45(s{!{$#QjI9u=kbx3FO7q5UMFJY zzswG9&cb$MN}B z-q{Bzb&r5A970_Hl|&!dU2rg_Z%aKsMy@z}4Qu?daFnU3a1IMo3ToH>3`b#shnW?W z@~QN~HbXfrE(!>qAI=$JMXvZOXp$UoS>~LNkDu=QfA%(i7+xG0;wAR+ zRS=(I=s`D}~JI9R1 zjD^Q#mg(1G)fcY6sQfT>N%(g9b?M?mzbwDfxTKRm_0i~uEWai# z51a!26h^h#yneg^&ei_{E)aBq0OA9PUqN*G)aG6oSlo4%ZNb;KD^9&QUk@4B4qt?5 zM3KsTcoP|WBLtSV#ovcd+cryhD(W}Wz$^BAGnDAmm@9u=Xh}^emRIx_*;3ceomB2Y z8@IBX*RxoZF|ibts_T6seasQu>t@QD%yZGEKCTqBs`Il?=a$db+$9pfpfrPNrj=mC zEI^1L!F~hHr35Y`Bha(|e4AmBhnkSWSE%U~yEl;Oq+@GdM)KF1Mh7uSNB{ltyLp@f z@IH`$o8!mP`bME&+VZvbTQPeM-vvr8e)q1c;7r_)3T$k-VcuER?w8spL1AX6^wqK8 zHF^Dq@r~@$fG&knL~d|3VGGkQ`#k3d@;g3N`9Yk`{0F~0g~;^niA8P?BNI5yNZJ?6 zUF=#G>u8IH7Uabw`LvhD)B2n>&De6!c6!n+x3Az~eB8k}Q%ko-fmf=J7KTeI^iJbS zGoQ6kwg)bw{1`O}J~I&OQZy+e6rx+{B_MqFmy=TdgPjl68*qnKhZlD+4HS-_=#eH< z5ecFO>-ljm!<5xQ`Hu>^D`4CyRM>>JOVu1XGp8HZM01PZVxD)wGY@0OLq?T$m|xK| zaHS-@l`ESDMuor!PW|9D%oMaiky^>4Ke#}{@E}&X(U(3n<&kZreK(|MsDZ8)UeGZ3 zJ~(A@f6N^-w2n)IE2-YfwFO4RII(K|{y{z4-v;fV2i z4^MZY#8zwK+Swz`-(3+pJdj|(>%5a1Ix})p93Nv7J~aYq4d_P1y6x5Hiqnhyz%q7P z`}%-E>2YLvYttG6+g5Gry^5ClaWsYbjR_AtjP3O>2~DK=ACGBSey-+WMUQ7V-+g0m zfAr_{goNCKN-R($2?|SX&;*M}&l5UmYAaNI1fa0U1cgBj!gqpUc~`*7|`=Lr0S9$pKy<4=~&S9xyYX{Y8dxBL;cM|&e1F1GW9OgdG7`1%&| zR)Q9VxQ2!X@@Z?zHgVr#Y_y{BR>WXa)0*nFFtvW?w@g>L78tRqfeRx=J1b9kd|T9x z)gXB}8#sh}NobmgQ(xV#MI4XfFCStcH7%E_aM8_~?%YR(Q=AdX@0gQSlz952_>b2G3(OregT`RI>B2cW4L56hPa;d zERn*ljo>$p9iz`-Z1gTnsAx{EpxE#G@tppzwgp*bzE1>+5g_!$0b{7vuZ8%^kGVa2DD@blr&=2+UO+i526 zBV$EvHUZgtQ#vZ5k}!o18=TAQtiX;ZX}^P$|8Ux>jN)GH9`PXJBl`DHyy+c}_Qg^Y z_ZpH?*RwUpqu#ynay_9csds%+dH3bz)RaS5$kt9Z5LX7{Q2b;CztAfiK;#FW`{#He zOsvHnY@vo0>Z?=I%7ZEOC%j5BFIICiU_&Ac=Ku)sNgo^YwQvFaG5G5_W<^*y-sj3Z zUJkp73Vo?}v`-bw>@;b0YpIQThR`b5w^RG{xFUoWt-^pbPeCF?oomkRPIplzy|jRT zzM>SJ5M{<2wDS)hsC)G2va}KUSlA@F)}Yts{Y|6?g5=&0V`MPf)*wr=Z?op5JK{B4 z3^3#QhHBVRP|!Jn_WO&(z1?UAm{+j|f)vJ{n_o_SYwWwnv^PjYbTC@0$e=*AkoJn1 zQqt9RF7pwOi3~pY%zbn)_gxEv!pkR-Jy3@Rkd1A^cbOY^*y-isttW3GvK2JX37RM~ zTW15+9Z`}!PN$$MAasO*AQ;53g{O?bjsldRK(QI*gO1G(Iz#|2fzpdaic2_e{tPUr zX$3{Acn(tq4$tix@mW3|X6za?Q>qGApMunk0zaQStW?r(51Jf!&~wq~)E#gR4B8eX zpJhKc_x8*zXe}{K8di6R3BvH6@IiX3|3Gd}nuZ18YmQY9k`?sCp?4)VPtrYz3eynI z0dG^zJ6Tz1>T%4EAKwxa`@cVz1&qq|IvZ$nS?m9im77}$nsr$C)`4#zfF&d}1l>bn zP?>xP2D;4J4Xf{-0d*`JXnQ?%+hN;l*k+Dp(nf3JX}ypK1}o(sOrVkC0r5k?7--a} z=;%&pH@VLyj^J0JAqheht5fMgJq zCU`*?(-~}1P$?(rx>@Z<3U-LrzYFg1FEg?q%=m)R3$ifKv;5J{C2-E?-e&r*D5<0x z4vy;=O;=H+;Y7UDXNM*Ksujq@KFQG4I1Ve+98@!Wdcdb_G1a%1A#5EKvFmxejJiQrXhjtV`sNrlS`-l0W*dZxM3u- zda$Z$@H?D%{MnKMNm#{`Iuz%hCHjw5tSS=QUOu40yv-?K34JFLF^dt~w!3Lhcwo!X zeb4)R=uL#I21bBpOU*-kr6;t)#b6~O=lt@6-MA#cvawG6Y-cRhh z1VwV%$Kfh^dU~0JO5)JaIgkw=pNuNQrkEIt{JFSA&>C7?<2mq5=G|ud$sD#>rfYW@^d22dv{yl!Brb z7V-kS++kT5Xh!~XY-S;^GTiGd7-U;}>GlnUaT&h)Be>2qfyZ~W11ePPH61JDD5U7X zFFFG7_^cOEKnR-)xPI!vDkdf->S^f>Q0W|?r-A{fFcw4~q~5^y7@d?9x^jJmO7*|R zkkeLB47pfi@zO4So?$g}Mt0DP+^=}%guaze>*_T0jN|)AkylhGPRfYt))-&3b=&a5 zf&nt~?%LZU;JN&3+n223>R0*ZBIzQmeHN1ZCzGa2r*{{XwVSAmPO$HPi$$n;shk`1 z!_il(&u*}4;i{F^Y8QrA+)uSy{F*vYQaY8{J3si|t|vSe!%*=<1-}9NN8>&2AX0Nm}qYvl)?Q7}F94&-oF{dpXeUcX4qk(yRXtwhi?E`qiMQ31%bU zh=MM;de6EHtYg^olmnFagvLt^hSSCTc-LZ7 zqDI|qZtr#LZj{v26<5Z9PvFi~icU>}JO|g@THFtIx3PQcrMK~6*8WW)(pi`N#3X~t z*B?4=dAF8m3JJp2YLN>|YvGi6K|Q*wS_pD@q57ZecB4QJ9Y5Rmx6PLr<;+F6>R*04Kj`)=@{uKf#7o z^m{V>loi{-ZEw|giwXk9H1qyysyp};3@MLUy)PUgQg0Sjk5ivfQ2)nJ!2eD?u;8zD z!6mLYXIB4?7ArXM^Z~AGY-2V>K&#G?3uO*wratE72iqTI;fl+U(0n`@Ss;cH7}h2{ z{xGFGBIH9CRp8un$yJGwcwt-4xzVKNo+fb45Liih(%QY(^(h$P%ZxBf(D_zSQCsGJ z5<_Gl^5uzsQ@n&xc0ok(tb&9UMhm*TqPoH7V6AEO2U>PY>aiZ>0Sv-J&pDpZGrVqo zJF}59@_Q$gO6sdf+Il?oz*^MO!Z4XJ-J~)bhPU^y)P5LKNQUz5zTerThSo2+9-uLR z8_u-&U9XL;or7AKOuuIve;l%coXWZX}F+`fN&cz}(Z zvOQQ-rb3d#!%!z3{!epP8V}{y_l>b;Ymmy`*mpwqr5Z-|WXP_NB827zjJ=)x1R4e57X-EblFte zZr)pqt8>*eF|uEo;c2nOZrPh;J6+{}8Y34MPgfRt(r7^N6MGvw}$>T4%E~ z2+YH6TXowt0ka|k{k^Js)0muW9{#EH_Zyn}M=D@3x%hio52SKh)Z=9!ZWl1&-(9bM zlpF6lRb&lgjCR}vX`~2P;S;-BA{9>j(2mBmi^36pjF-vS#9u82NS^JN*21GkYQ#(; znZ*dwY=**d2`r0cwLt|}j5YhgH(l+@+7b)*hb+ z`19mqdSEk4u1ag+FI%T|t3uTE7O$aYwHOASFTI&%Rw|NDz4kQP05aYfu4A%~NuTSH zY9eC~LanGe%5g$xnm*EOy`MBOMCl)qd>G@-oZ;9t1(r!W4?u;*0?=MLz=jvB=?=^w zE4f`&6PA)In`DiD4+HOOW!0n|zV4K^*cEKGPacmy9dwaJbAcfzh*rP9u2b9`CBa+h z@9s87mc~Syca0NQ1zl9dp7qhiFY&tzt!C*ftbewyGmo(ihWOisDwJEoKJ;a>0NVXS zM&ioH)D*&5iQ08^V@(->${BPtqB6Ye30%5Bs&1Qcj6T@i$uP-tL9j(h}sCzAFD|5 ze|?WbQR%`gud)7=;U04{Ju|ELPgc$IJ8Fr77c5Rk?x-(I7~QjF*nWXM5;iJcLh`3p z&Dg%ZbQNYy9{?hN?Qx45w$(=5c_GKVS(t3_0dE@!{YXb{`BtBr-c$A;b=a(je_NX_ z^tk~gOVJB5aPioDkZd-KMEw1Z9JORgye*>U3?FjkM{PzLi?$P-I^sTvSAJb6#bc^= zzoRI?N?-l#O(y4f9lM_8;nmsi#bZ*2)_qdHbw^>+0vZs<0vsY=VN>r`7Ikefzn!%_ z)zm|!V@hRJdz1ZQ(sC#V8RY8IIZOg1fwAp2i}M ztmZlhw@vJHiD-!@uS~^iu>ZU!C#_+R-s*6bJWb5kIKGM4*6>vhzME;`{%oB|dru0< zzbgHM00y9Bc_H_JNRpeK+f00Cq{ug2=s7UyrB&eSm*-@H*>8hA+c^W}bg3g0A9KA- z&Z5oh0|xGe@3{anxq6~Os_A9%%yr7DBVmYy<{;PlG0_ymAnuQG=(_4O5lv(6JX2Tb z-&4vUq5x{@7njjY<(6G;>kZn|e6`p` zG5$8G3AF>6in;Q&{FJcSXjd_v5-EFXsDNI|lD)?vK?>{WA)DC$&joH#q|W8>OZ!TZ z2Q6>q0U*l^lP7H6UGBekl&TkCcb#s5>{B#fSJa0~>F}O}?B+)D-T2(7bYLep8m_2o z<2rDK_>Ix*@m@b`zO&RIt+C|JdoOoRZ3%j=H62eR^o1R?mZfV(b!o6JPBt}(i-CMH z#V%{S1nO$P!sZ{W4|%8V?+NH`za8gp@0fbO!vi!7nU!78Q9q%h}@njP|4odyauau{2(bUoK$sx(n8;|GeHpq;XCJr^wL;R(FGfZ(sfy$A-r?=Ka_- z&>wvB^Xi2V-m}-alhXK3N&Gue(YAFMx5NLZ73kJxPrcop9j@=8l-;(JQvWpozboNw zp_8)ark7+0ZsqX7aC8oAOa)-`N7l4P|FqJ67NYFwez98f4O=?y=JAECmsV(d0^4kU zTXpUc+qqzBSZR1LD;s*v&2#&Ax6we4JEbkPos$cxiV`WWE64)9>u%?41sp_y$}lVa zdor8HfzEuxoI9tVe70POoZXU1Bp;~p8641eVx3wTHC(#>s9NECSc|0Y7H7aPZL9wgsF62|!L2dVCz5wMN2}b0^Skvj zrS5dkq!7j$`!}%{kuxT_M?W+6WIMEWf%v zy1SC3|G0%?b`BmepTXAhXJ#yAy{oin_or9U`rP!f=lI!bu8+SpIeU&DTxjaijc=vx z@I;UYn+V?H-44CoVyAI+f!DIFlT>2UipL}kp%30+B4wf2__nd{4k4oFJb}&$B<(9> zqULna+`%9C{qddiar;|qExj9WHmo^-y;M>7${{)lFlWvYY-V{Nt_Q7$t0C|=^PThC zDqC_qJJenS(UJ(M+@ndsaE_Ix_YPK*;+)4#$D43Buhy28$gM^uV>h+rSdXWt70Nzp z@HJX}wT~715l-;Cw{j804Ker=O);V%-EkQ9fYoV+N0)22ms*VmqSOCc4$aU88`-#y zV^dtC>%VXX!)}qWkDfmdQN`o~hxRLb;RFrw>a!URq(+tMjICkTJu`|ou9nph zHV4k6|E?d_KL>!p4$OVeQw}-^-SQi6StTjG*;j^(L!~D^P6a$pSrh>3Kv8Q?dh-}e z0{>y6YA1_m#aN4*f0j4JH`WjBe{-#TP{}#6+HGXu<6N%J;!o?J@xilN2e|uI_l(4> zDFo(Sb0gPCJonR$3k45{pNN-z?a9L@#$_KCsAT4`{q4JRHooZx26HJ3b;X!SGngHw z?RnZ`=5(QMpux)w4fq$ftUFO0i~JWBuMRtNoidAgHrVR#7nLTwQP z;##GAH@K62;%|ghHl2jSPlMV`uJZp=BeBD(dGBNMX^Yhi)5Qet=fP$^>@SDC=o#{G zN+2Z(o#cKXub@(XBh&NQNiKzBAq{f5c_6RxbW??(>DREGv}`&pah7kjlIl-QSE^Y{ zJs|Jwjg2ew|1}50fqr;UN1i-?32G$ct`g;%k7`z$;U7rythmC{MR|}9mu)-HDH6ha zqFq@>S~=1(cmvQW&3jL#T##v+bhp0R8~Yf!Mfw%2wR7iP`lQAuCYOE1Slaod+Uud6 zq3=>vy4NZEowC?3g-UsC+Zka2x6cX4Uj7Qf~rgkzdu^ft~Bi_x`s-z-09Gg5~*t z-X6T)OXt6Aq9nky6IgI`r)n-OEZ4xMWjJ$=73V9O0|Fn zQK{m|rMtFw$xqwm&tLv(|2*yP+MrJkrbaWg;}I?S93y+Di#Tzh4cNHhZW= z^YN}G?@4t)Dzfn`MO?Ij2?iEX^jUxOWfh46LAY$2qOgS~^%9f5ZU!*W`d?Xi z;(9Zre|HG51@)G{dvmBR7u%I&{r=f{bUI!b9fTA}8nNUZiOL zyO(g31U&Ja)%G&GWRf6|pPga~#(bLTJ^k8C?6>V-i7OTUKtRzPWh7p3fN6h`CVIiE zIWkT>vakRa(OZawF3dhoHD(VP%)0sZ#>lzkiZh-?1t$iOdj2)T;%ik22h;c01reWg z17YtwvaGg+ zkH0s4_keJ>R~(R0r&MmUm=f9ST3E*Cj20;gw8aJP6}b2?mr-EktayQ7Gl=23h`tmf z_9-NJ)z#73#!~Y|wr#;xgsQVzC`*wDN_QmT6u)jzsIPR=w?TWmj?bw@$^~X4SrP-l za_;}q)5%$wPkvYanRJ<_P&i(6C&!i$B2A66CaE^UE}<>77H5h+mOi=*ZPe%%h_Ibi zdnsPBQdS+`=IU<7#yfUqaDaaHO?1`6(e-6Pg04=hLQi*Kr*HAYND{7QQOrX~667NT zt-OLrPj3i09g^&nn=}2&d!9Huq~#yh`crGw+QJ>!j)^MnC+yFFwu+j?BvY|zLWa!l z|M}H_2BEsLJ(j?pz!8|m+3Ew3#{&YIyh;BH_P^|5d-D8EQD~IW3y5rfiZ9jsVNe5GY01`ZCMCc&_%xDk=Z?*L z?GRlSdAq(_6qC`1eglE3kW?xK6;pxJrvC%B_ZSF#2rw{*wpG@C8cT?2q%Jv8L>y&W z?%ZOv?u}&KF-K?=`|xIQIlr078rDOM72`@s+eSoSK7dE36@D338KW9IM2F)?^gSL79v!7O!~ta(mU158ZQtOI*xC#{16>AI z3n@H{;aqKeskvp`cU6HVl6&D`r;;e@oPz3i7;FzzMAsR+imUB)s%HD0TS`oZkQp1e z5WTu65GT%ObpQUq#*YQAWk%tRH|LL`(0jm4_icl9{`gL?jW!q2-Hdl>RVe)AOK=%y zQvhA`OU4v{qZu2Dfc(}#@&4d@z1l%weO1cg2zyDLR~|R%&T$-EMp%JNH4DCUewxmo z-n{&US7T_Iu^=$CD(N1m72r$+By*p6&u)LT)#*-h8ipY-9b06(=@78C+Tnws&F6Z4 zL$Pae5Mi)&!moa5OZipxhImxD|Os=&%qr9R3oC9KW$Ro*bd67J#_3o zF6!Zi;fVc7;2w3!qB=!@a)x>*Bst{~Zj~P3Nwg055k_$Y=CX97$`DZv{{lnwVfCxb3n<*?QP5$|2m3qTcFrX@Ena9%({-E z4cTI+V-zUSxW#ulf6c|>+lDAPxbO-LJEaV=$R5cOX@QVSJLg&_3C&09ynYsALD4`S zPkde?zQ(j!#grfcD*Mw}u_MRLfLKML8!=UZ-cjQmqs+Qi3Im@qBaeg$yA`}UPjR12 zt_)h-{*Sf_`qHZcT5JByP18S+E%VsY?A16g^g#{gBc|(P&HW6*a<^y89dr0C;L&9z<_LJ0>P>j8 zK*|T@0J_S#J=7@I-A#s%g~f}-?aA+ke>eA)F&$M6&lgkR-;t$rB*{drJ3|KC9%HXO13(#3?^$-E+)HB z8lKK|eTxPX{PT*jUb8lA#3fG0bno5#1dS3zJN(|)-5yOBP2ViH&p6R_b!)}$JbruE zYa+;cl#P94 zj!(It$b)_YKdq@mH@-Hd#SvP%M-%*Qzhxmh)m6SFjHT#2+&*h) zMI$m2A70vxLB;l_AJV?MZke`})c81fn0H<~lj=-6v>E-<^Jt&^;gel21TJa)DyJ34DSKBVl%oeOV3WdZyt`5 ziy1-A)AKI?_xyTP7;om|c$S7Z^J=t08FrKqhaP(S-K{G+Rl*tzKa4+5{cS9hSx|)P zE5(;6)$Gl&;TrU3Uj)Ms^okc1A@QK}7@CbL=*?rN&cCUcNFl=3oXKLHq%7iiOsaf8 zW+AVX>xD`?ftSdHlaw9#0*d*gvV07q4WEI*Rf*;{7cN<*D~zGMZ_2Os--_Nruak3G-(rwDDV~ zAPWjmt?K1tL8Od-(c~_*vXJ66)yY!$VWO6sM+n%Gok#U15VrQ>O7SlE1VOO%B>}f`_xJVQC*TYeM#oX z2*KrdRD1R&4i_*jX`l+5dEz*=PltNC6im4@>i8jtGDZ;~TKSaO_L0Lz#*;>{^FlrW z>pDViy9?oEypD76Qpig2#kGuA-wSJyB)NyTFA5ylgIVZyuh3ec{#aI=)D z?Zj6UO5OzMH~!CN2N?08sRE#A_}9>XCH4{*kn;a8ACY~`<*73DV8d9oiw^i)GqQwz Jy5j!mzW{qVFX;dP literal 29495 zcmd43c|4Tw`#wCjWZ#mMh)6}q*!M!VvZO-E79%A)V_!<4L})SD+bFVU8(Sh_EJc>g zAWO21eI3hl-uir(=k+}Q{QmpBUoY=!?tAX#y3Xr7kK;IxOO&yp4h!Q!MidIgqNl5M z5rv}GKz{b_L7`9%FZ<-+4@EC+b1zd@j2G6{!vS@{*2~S=)yvt*?ud_rho_UP3tB=} zLR$RDO)oDuPbEpoJO6!xgsX?6FSR1pU{5y=HgksllPxAEiY0=rg5{l)8qh5JHby~Aa>DhTG2I=6;D<^v zK@OPqmwjK{``3rP6Z^I>a^jN;KX4YZXi6R7!*oNz3tS%s->3eCkjo-p7hPd3RTQwg z&^w0lahX#wsu~np592%%m5jR+9WX6bR9rUG@+wC1B&M6LcbJSF*C4rI8t-3swX(-V zQ0>r3_^dhvC=HOTv8%_**?TTymc(Z;hEvy1&rLuHL(C3j>K1*myaWHuPTiv^?k>zoN@a$enztY z?dSO(TwnZ9-f{uvidwFOd{HiDja3zPS7K z8yIW)wEKF`%OmPrr}sQsj?XFTeew?17gfuou{GqFFQE{eg!$Cfd&njZUo%Dyp;@KzCQOG9ZBmF^Nkhc)TJiMY{8=unz%cnX zF-S}bmF0qYyZT2qa#R7^qZzBRh@=2Lq9)HdZ_+^TzsffEoP|R zX6HuzHd>8Z;outQ+KJp0gV2Tg?Y(7Bd#wv~=qS0=CDc7s_rnf_rBN}h)EG?X4SflF zRa7-_^t%Sy|T* z7&uda^EPT( zh{(7}&Br&57dWtAB@eYpCBtT?CfO^&^c2-i^Yh+~SZc#x4HS=%InQzh-$B=-D-PFX z$VCYUH!BlXN=ZZG>dL-WdwSV>Fl;u5-0tM>2-z^W+0CgDX$VaV)sIEH4_#z1XGu=` zlu|YlK^?TZyS4vTeY?&M!(6D%d7Lmz+eKqaPB~H|UQZ&?hM9qGw-N* z=-TtBpV!Zb@fUmBvwvY7nsc7?<@Y^q&}V1&g{hIw8Z*urXge#!dh~hp<;P;#Y~oC* z@}nUP9Zt2e7Hu_LzKXdsk9@uxcGKS6JLgOEX&S1^<-=|&2CVgcq?@E|AE|lbN^jNT zF)eIo{Z}N^TjSc@`djkLgKU9(rPq(I)v1b+i##t7x3_M+ATV@rTl|t45`~AYqW5a! z>^wGZ{8H zyYWSkl-TCEllr*bHJPSDU)FE`8hmes9o(mKN-qa%`xu``(ylCh*TdTtAX8wKCQ^H< zzB(%yT_isekvRNRw5no7t|G8AAaJC82$;zJ^bvE=h08w zT|#tcFdKa3c*oAKrtZsmg3pB;YFzOf(c~rxb)x`xtCG9`Gtoo~!68{2rjAoCJ?Dlx z#3KasbIioIH@EA9BYx4%nrv1V)>3Lc$*F}Az1kj+Igd28TtT%Gt1b~oY_QhlJma}S zD-LnF7dH}YV!nn%ZRuG5A{lT@b+^lu-jF{H>Fupg!R&AG`Ta&aMuVh5x79uM)#-eH zUtBm`L*rEc;Kq+B1;P!k`l8#e7SC5$-B!#V z>m;zs7d@=K;7-wJrz}_;?h24CsIgl8Ml$0#wBjp~h0nsJ9G>2mbi0R3*?->alr4rQ zu}=_lg+ypOU1V4P$NUY)A^n!CJ2C00RG5|6Bh`$UZkZ%EH7YrC=V90QhGVKdGDS-a zgZIKB#C_QK&_%!8xr{?ZM@`wE(BXOsH& z*jamJ&Wx3_u^;+jac)|&qvr<{2D93PTAljp@LL>7J^7_d97zI;ECqh5rL@a!N9El8 zj})v+8AP@&hW6GEH%2bcZBlRE>kUkqCh{j!3UD7qJVj7>W`eR15R-e2_t^$d2A|Gbc#%<8Fv)pgfG z=D3E2^1HqEzwwbG=fxr~bV%$|@#masu+Vg_?s|-OT0Ly1X?8nmi|?2HM8V!q*ReY( zz2WPPkt_^Xj*^Rp$*x>eO#$dNiy*xmd3)FMN4pai9^tl9FZAOnDlXpJ{m=qph`|zKn{BjMS|&p%xYr5@OKNw1Ge3-MVQ0{gdHIWMrf;pNPipr%(Ui z=l)-RP%jLFalw2UE_syLcME+eZLI7xX2o4@d=P^fOtkob3%Z3dqa8yNoB=KJKNW3E z@l3>3-NG0UrYS?~wx6q;&zzTUIIP}5$YtF5`6%*R?r0S4H-eRP(I8>ErL6EM!MP9@ z#IqUTYwUtq@tPZ3xQ|QWyFMDvwn^6|Q}o7$qGIE)Nrkz>s6eMcAjCWts}WS#P9vu> z%j^*+ceN0!Sm*dU)N=#(=68`|Jy$=}O53;*w+BPX7@v-?8Wj$XJ^?==D(VN+MbspP}zR%W0s~ug?9YR!K8Bt-mcxRd&R8fJ(Qiu!cp7)tBq0fLSn)+iQFtz1!+C zd0Ss@IfV8SN~&liQpA+4VJ3t<%Mo+=-ptQ>wN5kgEE6Y398H2K=Mn4<$~@uin$VH0 zmOtF-mo3+``4>+cHxpu-pJ|BH_;cNK#n97y3M;o*$rRN-@!69wZ9K$|wXWb;4bh}7Y+zRa{6nbklytY9rrVPWdpjE~!yI|eM zbI4|IdVmkH#XO4=k>?s-#aSrYRYet%NUhGGsN`UEop&(*#&>z9UnuxT$Yq+E|=Nicb( z6=iCu@H;#?L@+*6+&n+D!h33Av0Z(!-?hf1%HO->PXE`un(b!y#>0)SHCtbspNXBg zD7;cyyE4;%;#!F~_sL5`k0h(p{g)^AiCuBd^yiVZI^Xb+`-D}cf|yyZ{oj^e+R^aqyuk~J>HGFVi)6(1FGwFuHmTzt1975%P&0Mr z+wyu#`a>yY3u1S(KO53-FYT~Ai?YwQYj{WuTx`WPKbN#_V^iO(oybf}HM#OupPN;A zTIx?*O3P#U0o~W<9xE(&nZCCuI_8+-z5hPr%%)hv)2HUT$4hBlmQ;L-m{f}D;&-st6+7udDaKaA9^en+b-Eafq(n_Inc zYoYEw6`WkOP%nHlF6%;~R9NnH{K7V6*7W_ww^?6+iu1wgoCDFk=(5QV*$3oZ_`D~( zqLldHN$3tzCxoxeHwtv-URORBec-cGX3BnV1-P66RKGg?3m3*-J(95d+mRvT+$%Nd z28)8{1XX7My$b&;JLxVfp*skADCc@!rXU$7p4qtdF z^E=)^BEu}t$|T~bkPwF{wJ_bl*T;vPx^s9RACw&qqvzkfSQ8C=CG7e0=jU3UpL%~e zd%uy|x-e$Hw=TR6{c);z>f7+SrALzppLdsu3dE{@Fucz_&LbzDAWL)Xg|%UvkoEy3 zujBWbcw&@bnYD0@;4S`-DP-Ei9+t;i*P)8L+G~#Djc%{RsX!b~X{y86`G?}$K zwSgLd@@~6UuOAEAShD>Z&CBOWIK4Ye>*0WZOJSHAPn8nuo}Mtxy7KYr?#QaW0$Jeg z3Db8S<(`hm&L?WLzLfoU8(tE_)rAyTH&0>?D@)(%Iu2pWv-{L+@YI20MeS;@VG%PQ zl8Y{CQxe;K>a>g0!s}mQOv;AtGWpIo@Hj!F{<{x^-NJnlgXbN^PNu1W3wl>S-QwQ8 zT02}##T5oCIe=WgG|?FWw>x(@CNgp#N-Y4P-*xx(3=Q95T3=fF{=T1ctyJR1AUuu2c(P}fRh1Gf;gO68 z{yGv>+0Hh_Z#YU+`sd|x4~O8LEi8&Zc+J*OX+ro`PwoW|4{6WwHaeTlwfU}(*Ip=j zPa3~I$6^&Y-w?fV@=}(Dhlj^kBmxMDr|<1Qb#=5(Sx_im{jZuvyy!>knpDX1X~<8& zY?b_^+sg41C!)H#E}?QO7xYshHIl0-EOa&`NIbHrGF zx>D)uzK50X8)WX1Mt=wkZJe~j@hdq8P!7#cGXmEaoO|=bVDUPLZ(M~3`Cyips+o6A z>x~UeHE{ISB&W`IERB4g%rx|@1Z-0~)GwTp_sLV&N@(rASVQ&De|O`7q2)OeuwH*V!g{PjQVuKo*eA=|)P_d? z&O7(`;QdWTZ7s$tV*)q0je_=iS*HS4RS( z?9a>F(rq)}U(>&T|NhOpchazwXoBwu3DKEsuRn;Rc7n7~?A#acJ=N{L{L?G}5{$k+ zqxQqmya}fX&(Pqt-}J;3$F!jRp$BDeNrh~0o^O=6Uhx!Cg2&&Ch>I0oPTjfJlbm)Q zupBym`NKZ;Bui4httLMdJ!BHHOkPXJWJ9)6^yr7c6fJY>`R761( z7Y0#$VC85*ZAWFn8F1oj82v=vowY{w11i2!s6+BDqwkVj?BK}06BolrVw7Xxgx_S9 z?X?lhkga855fKDPMQ5CjY^6FV=WPCUCGqqPR3gk5L_gtp$kfNuEbE%!wi-bpA-^YY z2V>u)L;Xl?Pm-6MloF1?d#?SCD1ygeRr-76R(DR5Y>(v^ZZpfc*<triQ z`F=u82*#jV2J=~e!{{oZed@=WPQhX4#=qSk4?!fV!itGe0#vNW4hg9z+9E$*Sw~X% z&Xf--m}D9GQ2wpk)ugMJaxDdi|3VFkyUAHR`f@vAzoW4F#E%k}%$+w49NIu@qVyp> zzf9|SJ7em1W)g-wih`)N3A39kprIs*F6r(yAS|y8f6-$ zyh4fw*_ARydM(FQWIj0-W*g;eqV)9s$!DkcsP9}s>(LCLRT22Eu zV%30D0$FUdY$Rp`vhd{v7-%EtSo9es$-BaBdvH! zXFfB(AZ{6~{KmK$c_jD{&{4<+uQmM|5~+Ki!;9Z!Wd0!Lg(shAY1s=*gt){7u6NK* zAvn@^K*|OM;Mn#L0rynQOk#J|>|rnqePPCYq2MGcdLA2Vc@et{IH};sFf#y|M*e_k z9NN)i>AQ{&Qu#;OPu&;fJRs+MV3mXwFwHc43lD%-g~*G?6R|C)N{utl()mpH#+j@@ znErUB%{1BdUK8No&4Efqc6|9TAky;yWDwk!nd*NMmOzWb?CM}h=FRV~DxoOieq~vf zOGAtVyerJmjQH{KT4~Dgd-&+nt)D`Qin!5Hdzb3_xsEG`gq#<@FU6N zm$KN^x0X!bQJAZiyRRh&Z%n*-^TzE9i~Ka!vNO{t^E^(P5>y?jd*(I&5k21?;ghV$|f=&P|s9nC( zS9l-dtK-9EF^D{4L**HnV;5f1Y5*3psPH-gc=_;P;35lDT8HJypO&YN?Xf-`c<5Un|1EXuc0Y_!J}$z@$|9PMyc%JOa+rU2T*+uPzMciqeU3X!ySAgz<5C8 zVz^NoN;TbEaPRRUc@MzFi!iqy-4>4buY>@6xJS?SPBVfPwYl75ed+zh`;c7b;ekCj zCNfO{o*@YVg4YOE!P<0DyTZb^qbC6MAxs332w>a;DKn+c#IiW3RG6-i!JyT+`1rHH z(a%1z&=NLr+Iyb!E9efbh}fXbbG;tO_}P)Kk5}=za3>SUB+-pWV^!+vqqxcew@b$W z+oxqYC}V?=5-9ngL73ou?o9UNwSVfdYI&cT+KfmR_j#;zkwpfjUHjp_jBBMXFa{l< zbDX~eqa@cUWj^!k6Z+R|Uy&#~exI6J?ow3eyk}@`+3>@yU=kpz`{e;$r$-;c<<~3y z7GJSy3N6f(4*p0#LxbY?|0@Xi{tG1DR-9uhue-gFkR4``RAuE-@*dX5UdhTi>f7Bp z88BQ#fZ4!?g*qK3fZUlcZ1NpJPf=MiDde-49aLcSy5oVvF`t~^ zrcGuN_gwu+uI4_#lFaaw@j*T6B(+$PavzDlJU|tjX9m=R7-hZ?Zgn9$;gXD}q`}4S zbxXIds`lK_GYUplbg@%shogy>u)m)w)dq(GiSRH9NA)-?FLa`|;qz%T>RGLQX`?0| zC$9{Bm;01ue3F6Ym@MQVMXth=Lo9(olwwarDzlt>JiuQ$<-aI@9cD z#|u|e7qkq;?roO9uD0T{b>z=JB|cBx1O{%{6dU=?Ma%tYy-J9{5o`@xnWVw|#i2Bg z@S}xh#1urN0Ujl`4g~(*LLjwp{9wJPI=udC$hRgD0Lv^!mlZXH*7f}t76DwJL{9ty z1d5XrJD!Ut+tr0LoKI1@40qAxf5(3WY9n%nHJsrQN=#9ntxSN5yZbFs+8V#+{O00QliQCd&-57k;Z>%V~h&#=*jA|KR}CV;BLJKku1dV2+11c4v(0Al!}Z$v25Iue?LbE1ZTnJg~Q%jNI{<0qpvn#k?u^MP` zCL^j6yqAtZ(3?@w7ylc+U&%EXY5UGZ^^`VB_l*p_E@N?C^#&uhku)(-r3`{2$860` zb$puTkB}e3(W9c*e|675?ofCYsikFyXgZ&4zwCjmXaqk|3?8ZTp!VTpHwbOW5QG3$%I!vD__ zlcBn*C6t+6`=&OshPW|w`Tf3AK2j-4-ov1#iYhAdq8};Mhj)E&p%YONiXTU=FE};U z?W7}OT0XAZcFXip#l`|RN1V6}?J>H$5~ce&;({`0bs58h%83<#$dsRvLUy(;Wf_N! zj*dn*LjIRNTm)1AiYP#ZcL0otfO4Sr9X0ja82M>tO_%O5)(mQg-0PUQqdFcxFPqKm zFu@Isp3t&{IU2QyfqJf}mp{yXfX3bjWsK z^~R*wt*)$so&rz`+aR>}?JW-~_Xhb+VI&%DUTELMAB#XPKOlpi!mQBUP)D@7y(1n| zprF|^+sfYRx>?%j@~b%Ny=mq}00^jRkcZA|+CYVGRw%iS_X%9-a}0PU9u=ue?qE;c zcYxl%e0hL5?5(I0<|`CbEjZD1YZ8el6L`&62z zKu{LOT2?FCay&y*0Y0Y0Oc2Y_{UvvprW_(8zfnnHW0f9Qn&erjrpdcnb=g7(O?Ur) zsmqi9tX5pNsO>SATXW3kDl>2-XUy9=XHAfqM>Xz~Xk-|B!TCgWFZ6Yo{8^XXk3+*# zP&00;cQkGf@nUD`__#d|!Q%R*~Hq02j zwcHckG90V2@a=qdt7~7OL+0fP5P0-KK#+bWA}ZQh9Yi_r09;OZ`{7q$5spL~cSPm% z>9s{vI?yLQVV=;zo4)V}MaHwVGh}OA-;Bmvn*iPpNdi0qf?Li#+JDLyl%AU%>7QL< zFX-uIfaZXpw^|xD)DGTY2^1{F*~-O4X$SqU*Iz>l2-bftUf%dtZa4^@(0Q;r1!iv^ zXd|LcR4L8o6ty+$`UC28`uTxdPfrgBt#4lcevT7=>#7;2&mQ4UJm4&v)YmK3&)&oU zOGO?C#BgDY#0UuAy)y+Mg4nN2_aQt;elXB8a|<~6pR}D#QP9X$(i0JI-u0df5xzl% z>C01!Pe?%OKgew=>E@7wU*<>DlIgb@a==k=X{h%}KRd%SyeDW=h~ytVkWBIeil+by zw<4%2C$3k>ERMIg7w^D(VIW~8hitFoKZ>3@b*hu}nzA&J;Ispz#c8lw^{|rH5fKrG zL2L7&(FCKm10T3J;u1SV&)_L(7R^54#0R=rz_Npp<_h56^BHFYwx8+h=`|(3K;|iW zR5(a68Wy^Hmx&Ib#~D&LbXBx&-MaO41n4HASKf6%10_{?QW?% zzhw4HSVrOsfJGCcL4Lvzs5U@~P+TOSd6j*{fyxu}%3w6t0D2?r4>i@3=Lp=&5=-)i zO8gRN6z1W3Kn3`m+rVv-Ax0?N5x~c|eb_oK)aun@?Bq2zxynQ!md~EP-7W6FGTpQ` zKeFok)2sp#*^l?8qKN#53F3Wu^Cq%EsT<6z(2Sw-21Qqh;ce zuwP#o1N9csC`DgqzPJ7I0JL=R*N)@Q%&aniLiKeo!)lr9&}2ijk*$Z?T5r-BWvM(? zFOY-f=OnS}KS{Iht2JMoHHDcCo{J-W5nC7w1Wli^o+#hv)hAv;|z#dPu7^4?` zwOWUqR^1#_(;}PC)Ck+#Rbdd7A|qe&UJaEmV-_lhc7Wb%Jxa@E^jjP=pTd(^^=;ow z*)op={On4qDga~UIxD7W>`?^pXw60n@A-!gp%AN3rio`y|MTddz@CfUh(HcRd<)MoUYYDPXTN zvlQ)ti08FWB9Z0+^b-&%e`fVCj_oPlvt4yn%C?U7oneYTDE~*JATLWZDN}9qlhRnr z4da3ks`abXwH;Ve6Et@?^_a*BOR_E0hv>A$TC!>MuF%J~8H- z%QDp0nf}tnrA{LqxrsFZUXIYvK!DvsdOlbBRSnT0zHNEhKc7of7_Nx_0awaU`Yy*)_?qi-J8T3eD7ZHa(F>=DAq@3uDdCjz(p;4pu{UhV@-s zWo2unrR8DWtE%xf)Ri!8D&0=?!(lG|H3WA9u+eYmc9k#C?^J zfQ5}ThRD$N)3y8ClP7?*8_*cSP}b|1hr3sn&k)wY$n}#BC4xD~EXZM+nn+?}d3`u8 zhg`X62zi$c5|2W90W>UL$VDKH1m>3RgzT(_ zAS(f?%Pw8YM9P<&O&l(Wdh?l8R?CoxIEd@-v>)wXn(B!S*_yI0AJ~Rwek<|=tU&=1 zoM%-K2M2>rFGEL_V2^10Z&)wyK)@+>9Zb#6tvK1!FQDLd1cV_QsN0u5yooX7h}#rj zY8h&s)*VW#&)q}mB84y%vFM#A8;-Z7ASwqNNJH>&pnELTa~Vm2>!QQ?4b()Wm=TEOo_hNF%|A=5K^W%`m_Cg}`LmOkJwDw5 z4yS0lb7G4=U(h8$)A(4SkxS+LIlwMvYMXPK2%~|T;2Grp9Z<#m+!r=96s8!}m0rs` z*C2MUz{qggb?%oIC(wtSz#Y`rgSj$Dh>v3b?_ihmx5*8Vgp;TNP}$_%rBS~7IR@`Jbhk@l4u=x&z0)B)gDLBI^$ z>G9~XN6;hrM)-pds3JO}r}@*32-8bTEa=+?&YVlzAE;5=-dl(2&{yolg&=B3ndR}Dl?%;ch)M*NSR3J^R6Hw} zZC+4G;`*4=Rg4cRjH4#SsFRtAqh!z4=@W&_*m8W5MG46qwgmj8{`=M2uNUZLx#!Z^ zA0=NOl*b$1{PtV6efW8jM8;(j(ZYTSRIw36D}cIrDX+S}O^bu$1nTSzlRBtFGKQfNJzi73i$m~@jYVKN~Wp81r^_eOvKy7R{MM0 zl4d9C+>YKO&$nBE4S+vlrGWPvDxA5!{xDMbZoX@{0&N*x7KS%Q+4}s&B5*kT5*x*=G@fh5-l8u=+jA5C4w9$txrZh>l0QUGZ>q`z-D^! zV%bbdf1-+?G!Uq7-%9{=yD|iv%HKg3-5}(=#2ZnSuupL)Jy9|Zo5nnlS9{_wGW!>3 z>^nsbl%6&d^tRes8+g?M6;uOO?4j9-02jq>ME<{E%NBNB$2qm_(HRqMyHz^QzPDGr z#pZ58m+knoa4K$nk$L#Lq8yb!$nr#wmQ$6$*UE$MX~W_?RL4&}rSB}VR*oWXr{K1Z zj>^43-MUd_1CUqDt~tdRR_=K;o=I1_Xfd=j)LpPtu&{j~m~yAWXQmmHQ=pE9yN#`SsI}xH zKI4Dx*Dlx64y6Jh?|Z#G)zevULkBhBH-6Zq?DrnTX#pmJ;xL$kRCb6)<DhDW7R`q}c;PJwkL}gN~uK5Sbqksa3zGmZ*MLdfmq8J`VzBJg{wL!9v*{}l_{E^_kP)DjK(WO_q+!gAQ>Ka z4xj_t>#s4=Az+aw)&j{t>}?ME)Y*#{IiZh^n9}&XI?f=imojCj$9Q5t>4;f(d7{zJ!jL#X+g8o9qQS&me)xaOK z*-+>`b%j4<(;duOobKUp=XMLnlm^6z1DFLGS#Dni5`b4>fMHiI{V?F&86;*u8JSzbgX(4!d3^) z_nXE>DJVhdasu{U36d(pqQtKjN17Tciga#kvZ+3WhE)NGBU>MKvh%8umQvk)Cda4c z6d$w!ogsDiY{*i;e&7|?Y8~ryHz&DQ*_%#Vm?cPFA)7z^sSvSqeoL(`3+6ntxL5`V zA7bKw^79IszX2+Zgq8P!k~5QPcQc6AQq#(3Ts>FEHFHhvOJ7-DumX~xmqxP>u}nns zDN396L7x`Mh>GO0ku~_!0+jrBTZnXyP#xz?I1g+Nh0x-NmPU)w3e#9q(bGgYD$eX3 zS`7-+>tn>z-%Q4B^%G*Gi;n&ffUu8m%DwWqed6b+wic&0v=NY83k2dMs=w3~Q3uC9 zWaqvDPeQW)|ri6SJ)$F?TPdxH2eTiAwl`avlAQR+IlHXIPzP7Gq0J8V2a zFr<|#x)G|RaqB?d38-TFcA8e6q3fS-SOM>||MB0=@XqX}N0Gvu=n)W1|A0~N71Tby zkj;6%z`4($9vnqM^Dzb*e-FW)k^r&^;Nr8uhrrvX)_OqNelOzTqkZw2rjaIviWr1; zQ=IdVlDsMG_7T6s+kD%@DEjSx>emS#v8=D+=6aBY*Zr;^1l8_)w$rkuh2>=}E!JdQ zD|XetybsfB7RF8ILfgjr5QCDepma<1b2ObSy^;V1io1f-dL8XF+F|2&XAIBueG)7M z)0$A>Amj)`@71-pC7HOsaTrth&_kmxm9|QCoBSB#Bc2~5-}ndwoY4wc^!`+xtdAXQY9}J5z;p^3AFIi#7!K;#sY&A%i!4BpMzTe>G&YtSAKh!|g_GW(CI)NNU8|P& z3&48n%9wruS3((5ouu~`P2weQ-(oFB9)$xjVgSeB0}1Qb3@LT75ExPjOP2n$#N!Fi z5I$(13qc1DLMdJ?XaljEfhcvrTY+*43belli_ufO*h6p?JZVZ0?fi7x3_5s7#(Bj$ z9vU9R-TR_84q!cU9|||y#27gUpw~|Lidk46cXn}a1J4@De$7`f=A3cXqmg^g=8i$WaXb& z5Hd}`Tnft-JZOKS(QV(dGNDlorZFDgMz~D^NLDoY?jz@NYqtFnOBA$0&whEpf>Xvy zpdc9$y1sT~XiflI{JN5U<{p@bxsac=arK?1>AoWLiYz2-XqGuRgTEyfFd=yy5B?F# zBoLk9yG#=4VAmjm*kclraI~(PtwWu-RVwcAlN98hI3rxaDWX3IR=RjFEJ0FE5H)&t z_C6ynrX0zJ3T`&<3YY3dl(#6WI*C69;L97YnMZ|5mV(tj`GPrEWSCS@}J?;PFw(E<&0b|zi zg-xArSPcBHs(sZ#$}g;g6(jgO_JV+J7j_}|$R=%;U`G>SK)Q%6bR;a~0r3F}fx=)T z7zGCN2fD07#hr#N#UX2Rzj-yULj1mY`*xvE9dust*ri*g`ZCEql{eXqNv)GTGk;}?BD^+Ax=|B0K3#-V1Br7@YXea)2n*0M-|hEV zP^!-E+Db$l@Be}hsA*_t=*wEV+8taU7p$$F&O!$R7yL{K-=S@Nvp2dNE}*KPkNT!3 zno>WW7SaZ~Db^FS0#f|v&Gkj}vsP#wCm1T7Fzo})UK4sGKxyZ<=_CNJyam%%G{g?F zE;ApQGkyRKb58|@n_S&S;-Pj#Au~XmTmI)DVt2ds^TV@|JJ-E`UWSTwANn0M#-DCo z27=KTv`W(1_~8mmus!ibv2sYtT<*Kv??P)B5CpTRpX%!cd)WZsx9ALj>nFwbrc zn@;Kv$=qaznHNIDoVNxqVw93Cxc~(xiud=2Mt~r`oe9y8SjYRwhtvXn-x;)|fwj3A z?lRo)2>o$D*`^kCM2R+AbX^hl_573767<*>yaUPl+qOlaJp;&zBOpKh-dt>tRZ7-{ zRzerALMv&9TB<0xR;LyXMNjY=gmlDVAM>x*Q$WYGK};!#q+LxRzlQ!wfLcZ<6Q#c` zbnVa=XSQZxwj{M6CDCLzYS1;Kl=i{nP{Hic!#6S@dwWg%5Sesa2#11Zwdc=Ei;WHI zkD-E4MUlLG0NBJRvT%Vd?`nh$ePBIx0%H)5r5hF4$^yE6kMi0M(*IS*$kE(n-*
D+b)3Hzrr20Dme#D7GT~kQe-U~9Hnp-UHGX21@=gbr2dw$;l zn3V&YR|KCI*rG6XIqRU*=@L^wgh)j=fD2J!SGUylGt5dzCv9VTbz{ytGo_qiVY8!u#Ha|ag=->I6_S9AY4^6!VH^2dQ1s?0r z)wTDbpqQ{AUTZK-pHGszusd8{&?hPKowq||$6qCPT43xAVQ^lvidi$Lf~jH;#>acE zG6#2=0ngGjQ0UO20Iz|d@uTOWkAMveY2ORmBb@}0k)bAhNA^L0#rvg<6Q{TNx*-5F z9EqODO61+gP50n_-vj$uP|L;$==L|advX!S?$w{ywcdoj1QrdZC`7XV16vr(DR=#22o7CPl%%wxWpy1|rAy6Q`K(+b? zDrg(9F?f$bh5*i`{a7s86NMJz@YsrPKvdG#v1-i-xdeCT?xdWR`ycb`aiIA|=VGV_ z&j3&eqO6R;c8pf6!F9yG1nU8Pv*XA~urBK{gPeMlFs+^b6nCB8l4etWR4%+XA``Y| zoQHiU$i{(_mt}tH10mu4XPD82{y8eg^2ND{uRZhihvhxiYYZPMRBV+x_eq0J+V(A8 zVDFBah7oMnuk}w?>S!d1M)W;Ee3(eL8XQoLh>-l>K7;gKrNpS>-jvM9dTem(B7-sb z{}In0ptcbZ3r7(I2}FcO-NewfD%|skl>Y&3xuemcPmBwBvW^ z_kWe$dWToXU{2lLVB|{{{26X(t3#P2Gk$V@7g>F(zEiP5IN-` zDs(aQa{0*hLdtVFo4y-7qdp3hH$eTskHry+c(H*L-cMBxz??L4#4LuLs5Q~x!45iO z#zNt@3Pc{E`Y=weN$R7~@Wa+fC}3aXUl1-@n+(wprIEK2aNIN}@f16B60HhPv+zxH zzYS&zyS(=`OBk~03*Dx0&$CT20@NYICvjq^`9<@#&oTVT_UtyLDe>px7KM0CMyehv z`Em*dh28l{(y{lP*3r1HD&x1ez$91wZiO74GHf$wQfmYPHaR#FFTkimN93Tr64xs- zzr%CxP!t(}(( zJxmS1)`3*jmfHO4Nm@khfdAAfL|eI?S9K2Y>mYVw50mcf+JEMbfJs!8)uv?{>^*q| zcr*SUtI|y~O&e#hL>UV^dka4q}L3AFNF>F1pl!rMo%gL{b7mbMt3=?_4`oiHpT596aQJp4*%lP`K@ zYrUt2uk1KMiR(L3$DlELt;E?D=mekt-;7;14Ch05oQXEraJQ7XiV6zLBTT#6W$Q0B z`B&rfq>J{YixspG6A0q6Wi2Ev`rTsNbmB%zEZq}Nn1V8TZ1jbM7U^8HP> zYl8!au#jT&f3#RrG0Y!9=$gNRtW@kmdinVtJ<=fHXcDxQye~*`+E|)E1b$=|Ks;AL zT)$e3#l``lgq&m?%ju%kyE6wd-HHS`##g{39s^E9?2kyN1vZ_5)W<@1jB4!OjB8YD z_jBhmWl;Rtkqu06Ss7&85u{ixAxF#%{F;qq=cCiKS?AsQCl5byFaNbdN{de{aUtnL zuK?+CuK~w|EfnXF5RKGoBe?A07xfwW!pF73mtI52kts+zVu#730d#q;dKDlm;>7d> z-vSyjGCwEIY$d_1IPc{2mUPzTsP(l1J33^q zAoNXCz)(;UF92^+OK_pzW|8q)74WF20&R8;hudPxVm*-GODcWPcP{w(%a_fFV-gBk zIhavCrN0NROE9UG9X;D_RAJ0@1bsWFj~PxLdG+ zsKaK+rc|T-$a*KH(DVDE>>ed|d#+wC|LN1KX_FH6xz^$HNKNfbZ3L$K#AwMvC9skr zaPV(a26qs%&1nqb03sR+)yE?nlwN?Ic-Fc8cn>7s5Kb?SAua3R9 zJ?U>Lf}UhOVD&~o9L?aG#mU~@4?*)tNgN2(w{m3wAoN_KhW0RHnGpDaaNoP-Q(pg3{S<&^!3;I_#-;+|!>&{aU4DG%&2Hb^d>3ee(KROInEOaQL33 z$$`fMW+iXHNX?;h9D2qdksjd3Yw`%Y1?~Ji*eZk`i%z!;9X`OT!igyK=y-w9v-B^9 zBAEiv?iV;$kl1 zu=+yykl1I5zGjE{(mI_^6C1n($~~oA6%Si+IP~^`yp{<9AhKZxu>PN@QTni6dV%uo>8|k;COgW8vND70ra&AApjaaE5o|t? z27}LUvO#Daxtc_>-qWW3WP^|+gr+LL-ZfaIwys>PbI$> ze}B^!axlM%7F_o`pr%6zod!GlF!X!hYDICHL_F2&O-Prg`(pAQv!amykjAKRo9!>l zo6N^=!@NK1FQU|`xLNZb)BO10lC!>)UEBOZ{}o)FcMN$@d+?uofw%uZGI)Ia!a$^M zFN3kD9fOg4I=!3B6K}uhDk#&TgT$a}oGdYR5s$i#0!UI^V>|r}8U@FH!|;cfI<)LZ z8slKBI{=PXLi{lz*YLhVCJmx6orZ73kMfQ>irUZjL$jJ?06$Yc&%`U+i6LZhdKkP|!mV11q za|3DSv=6Y9QJ8Jc%>|yAYnPhjhS%RJ1-FMp<=k1=Sl$Q{^h?+0L5w2$*d3}hsw{zX zK`_$st9QUMj@S(dryJ*f7)Y9cT%nrwR3|)0^sgLd1)3*Ln5kB0%>&rGkZ$5C9e}RN z-0qGBWc~*a(O1K~?LKrCyW=0L0}`Na^%A61Wb+LW_6G1Y8)cl$7&KFCynlE;4>1*J zG3G)m`1>0@E^tC5xh4qgt)ah}iesVwic0EaA_aNF1`g+)zS_VuBr}-XB z{#~bCye6XYz!vqg^*>4fHo1-_=I2pgV@$q{5eYp@t`;P006-BQN4EGQJE=ese!R;H z3}X<&u0zOqir*O{A0kY}vhFlT59 z4UxgEVO;8R9bS(Q=}m)vaLC)d{21u@-Zmd_-f~54we~~L{tX#TG3ZX+dDiX7c6(64 zkd3Fn@EWlm!d!cLEZpFSKvB5 z;m=Xfy6vOI=Fy#J&bET*S9H6vKj#fFh0RKd$B4I7aZ%Gyb@>tqHHJV06~RvQiuJVF z{UCw#cEa=}?2gQ+KMbh7I?`1BuWf$d6F&NW3*}$>UK?D+LNO8tZQH4oSk}G~s^yC$ z3CHpu1`<)3ItXJpzF+S3Bvr@ZJ7nGp(U2*$l zK7ephux0KIVKqKR-p1ilo+s=|G^w9HTocUTO3gWY0RWjJ5hFNcKQzAkT@FQK+f`J< zp!WY$+?R(#`TqaTUO)Et8p~8l zWh|w|Hj!;)86sO_Iq!S){eI86&hK33I_J91b^h>=nR(`!`+4sBe!pMai&*cfjq!7GI)yR|(sOiV)Cj}mk&rm?^D@Si`dpV2^!QHo1pZDVaCHMec-;wdqpni!C=g z;00j=H`MsJ=wAzgkC~s{2~Y%^b_oXYJ4~zp!-PUO;QwW|;s2vg?si1HLQwdBZ<*5t zq86|cYvkKK{BS)ufRH{*l10A_vQ5M+$Ac0Mq#AXAxMTFk%36_%dw>3(q|MGL&?3N0 zbE>%zTwHAoimImy`*`F;o! zBXk7p1FvAOu>INlIvCb1FEGMGd*KdpR8#dhfd5@~NyGM}ha3SYsY3t9-CGslmjrEX z`+z@?2f46BtX{9ZiUbYGR=*z8E8-dgrVs^y^xi?Rqy{LTfs=~>1Ht!vuq55t$pfrI zBX9~0K&}vjN8hPr(?Dzc3Q?ng_~?T=6F>F{fQvVpX~4N1gAd;Muia^74SjSY@jO7y zGjk106I%c;s{ra&iPA$_@DI6Gp=02%WT z>iy{s@P3B)jB)1l+0wmhB6q(G{(eauISBzYx{grWxLB~Gp!%MzK8I%SKeH;XkBP*0 z*Ce(o3 zyFtl;JdU8Jvw6c&08FJOc&Jvjad!?-ezqz=d(R z!nUCv58eh!okPqerwOQ~bnLMetAdpEMGqA9M*U=~IltHliDUa_7m2igb;J-|=abxo%RXxN?xalinRxpra8D_Fnh!el77 zJf0B)v`e=Tbem~|4B0ew=nNL?ltixT1vmeZUJ|YAj ze7vmMQ$E^se%6fX(o7#o-t4SP~=$7aY5Ea;8fU|8kI#>pRl7Z$fhc8cgXqNoEg=E=w3tEq`8uv zU}W6Ick~|}Pt}0^$OEkz`x}Mdw}K<-_wT&mMyD*XgOZ2&NR?4RGi4}GW& zSORF=dExdb0H-JW_Xnpz+KeVDL?Ei^2XuF6LRrZaz>(ytfEYjvCs0{wpd49oMf=0L z)Xf43EvmsvPc{!eekE{~eGBt|H)p;BWgLMc|2>rZd)OR2N{itIyT32eyFzt)1yzS& zU0?bAif}mBvqYq}g~HdOIm_rz@C*25FZ_U#`8#;C++eLfGPnaUFfwGW5RumpD&c0t z@PdqAiaq%3JQz=)JdsWZ%ytJr+PV@*gAxxmfY#(Y1PArPs@o4N>dG0b(7d-l7E%Rw zpUWZ0jClz_M+H#Pl|#8#!5^x|o@SG&+C)3ZxQ)R04sFtez?b4<4FEu6k?c$p4~w_B z|3SF+*_A9`Q*l@Vv(5t@;0NN!Nie(qgb4*JL$>|hSmP&9d%1OmJqUq3nX^Ph51_9D z_ck&Hz>f_2bQ~~EEV!B`?*b{91z2Ki#4@WJNk%~@i$ZWThaV$N1;|s9;fu5ZFoLbb z5}YgmhwuRY&tTI{fQP(e(2CS2qBb71%G&xLOx+RhF4y^NJO{WgwCt^4LIG$u0SjFi z*P8nZTBa;bcr#O~`bOEqPON^>z%eQEIZYL9BcxZ1l@cOqWIhE$Qlbj-pDE5`RnPhH z>V_UiHqzrT2K((%h|YJ$c`w#M;8)Mep(EO}OG_wcq*lQ_paOo)+jn!xF{f@_S$7XA zOLis&uH6Ne*k@ZCW+2#DGbp^4OkZax`!}J1HX49ueWAJNlwNUa^6`W?JC(ZRL%O9J z#1DaXc-9-*I_~MEdfF9kmH>Z;qdTFSr&+L*Rc<;N^&lKFd=T1Pttm)|Gr?9!?|IzyZ zJQ$0%JSkT&dD%=0N^eVo-UsUkHN^o)2!K-M!M;3hs_^kzjnKpc4w2JmXKxY+)Xh|F zeBlqKbJU_Vsr^Om>{zh^o`OBak;!C^&_?BQRBmv2<1S-dfslUjQxFp!Y5g+7DG`{O zhdCE5A+6ylV4!gIPkIZk*N#Q^2TZB`KuLpOt<=aDnq+VzN5OKI4#JF(f<%t2`!pG7+qvN2p06P z5#ySL#gx3AZZdex9PSji8$mge+w^44qRYVmJ(Rx3Kit*JOsHgq;I|9tt5ePtZE=9?DYU2bSP^QcIU|?z%Ww)9=UXr`p$if5yQlA3xu-Ip|tGT;5!KnPrG@2k=Lw1Oc`Du`nEa(7P6{v%R)&(tJG zti@lW^ILw=Y!=pPrPVvFx(miK86m2uFSXXF*3R=L?sNlz!60m7Y%K|JQnaCWap0uc zj&KBIenU9~!18O2HHV0HPJ20%tAEcP3skBjys3jyfCR_{87|K{x6d`z9h|Ao4w0X6 zHM*sWqyW+j!ZWEMTv_QH5rS?W@#v;ICA)?0zi}~)SBmQbPAS9b&B&@O6&_Zg^=uZj zKv76?4+gy}0K_s|gHv5X{({Ab?lq@IhoycutlnfOJOLSiEQvowt6;uO^QW7S2U3;W zzFW3Nd~}B`w+;5!H#Kle+k;x<+8ErWkAZds5h2dLoi=0WuWD|Pj&Y(jQuk5Kd)#|; zh$e67Y82K7s#Z@C{os`9L=`!C&m&QN2`W7m!%qtBjj!dIQ*SGGem;8*N^c@mqXS^W z7=$HZ0GvMU1p$yNuy_1hwO2>kk1YwoFgbp}Z3kk?nnSz6XgL@1t97*Pxg@D<;DPtj z54Am?=ET7S+~>OdTO4NM)iG;p514$gQk*LI4a^Degt*^;F)o61c6ig{B|@Nvz0{n< zseYz2t%$Qkz9=X!c1`p&=RXv&%v}%60B>vtkZdW9Gl`jgx)`N+G_@H6&VV)?qVuxk$;_KR z^LzE^b)p_79-po0Irj2=srs2ue8%(bKez*8TZdxbV8?C-IO#ei;PqMuKkzk<|3f}x z3QO-J%6Qw=)G#WI9*}qYEzpt8jK+-e1HlV?{VV#!^Nq{UPPX$qF)(IDipO2Y`v{Pn z5a!ER8>8^uA^L0eNtpFBcE4v&hL2iV&9RgDXI#U_tXht&gs_4|9SV_`?+!rWx^`=+ z?!I~ilTn@#8rN^M&6GGV!J}lSY+A>ZSS%wi;)hL9i683a<%LjNC=GW>zYlLXz-#}Q zZ09NDS+4BO{rww)F)2>PQm;M5o88a zFvlQBXU0f2(=x5Sof>6G#^6RsUASL5czV%3I8(vDTXL|FZFc+C^&Jb& zary1cvLSJdi#khfc5sM65Nfptp$jf4GP_h&J-bg%=Gn-}z^G7I7Y#Eo!K1gUL@T;! z0`c2q&}chB#tiBu(~QGHKHWLdKugC?MM_dDnM?To7rR@2b}f3in=Nl22FIrPiIbQ3 z*5*RH35V7gw%6KP8ci!Q(Oh+EoGJJ`^v#KU!`m1flbfko`YM=MXVLxV z2lxtEk@E!I7J9_hZ4i_y{H_R^Q>oC=5+v&b6um!$MM&XVjcLNAQ&?4W>1+n*M!Uic zG_SS!p)1k9HAW^x6*Ylum0h_HL5E~VdKG(Y;Av++&*W|nu^@?xF4`tbX?Sz&Xi?}a zJM0K*<82NdrD>;0Wa=_jnjW_JEi=PcB*$&&v|P#S{RqTNFaYgtWq+bIGMk;P+Kk_x z)HY;qmve_A_%p0Ra$n7E5{DfJBg3ijJ|~>`&D-?AP9K!r2vqyl`VP&~1F`gtClx1} zd!inMB|Z|#$#E`}ZPEKPDnMA}A&;e`meQ~1(ejU+NwcKTuEh{ycbUogfkH0T2`RrP zIuTvkj^|bES{{K;gr_{vz-ZH z(HAxQ8k*m|I_0+AZ}+E2c()aSunW$7Hst0fw<8VwR1@0h1+7OtHCm%{lRg|`M@J%5 zCSX!uXWz8%M!_=r9ZsYl;OK7|uQE85BM*?46C3%M$KRLp3X#CV5zbW{zYWlTxJ}?3 zx4-JgI72L?5zcqwFa+{JMqSDb8Gyl4&Fl2@v!9 zE4LX98GUca??m~du)RPmPC&t#Oux~DanswX^qe+dUi(BVvKCZbj!|9xjP;xt)3X`+~M@i-L);U=)+BMvXg925V6*< zrV4;0~GWeWcqB#1s@;vg_BDYqyLpQoYsB^9= zvH*OB$f%CWZK!xGMJyw&;l|=Dx$`(CG6EZx#}1eMcsp#S9p!@n#&#Lnpft!=T6rt1 z8SbfdU%BE{0-eF}CLGrW0^~{vjAio>u>Yb6G$2TC*6r^Rk%Nbf2$v`gZDQ{m{k$k~ z3zncfP>Z037V1LjOk<%_yxN@qh*(3QhPe`mF4uar zPZ(tbPAr4N*pcKc%1Dr!{1f7qw6xPw4Efex3mp(gIOxiVF@LmrH|1~*x zIL+N(!N3eE3Cj=eJgsM}Ht|RYcl}iaKuPmTz+6`1Pa3*8Ak*s;hG;d&q@73R%rMghU{A$(br#wEt>a(322I0lsA z=mi_Jc5`SRm$j8lI#BY~_(QXN$ZyI1HNOp3{wkLORQ(Fsp!ewR@Z0S8^(WnY7dXla zmGMd^$?$v@T{^8stJH$<#YolUC2eCyJMl$rjHUEx1UYFGiT zCIGv%N^cTou9L%j2-DN78!TFpFCC!wbxZHo=hx(A|!l^Gkw7zPVh&e#7UazUsmXi5ZdT!epimWD;p1}Eq zM(&AC}o(zd#Ancrb=EeMCP6_WQEOr5x6=B+Y|#{HM?Q0F19V0zw{`yju} zF%ly{A&28OrbOJDVAbUJFW9eSc~ng(blH_xAQX3M?QRlp9c>ebI3_yUhqDR0i#ukB zapM(jRI|t1Z54^)>py#bXjY!jf~163;}BB`^gRk+q`8u19^{a{e3j&2H0S}kIO(;4 zHaH_}#|VriBhAUv{c39y4rP+NeT7W&`@MVQmU(`02Xb`+FV3vl-1cSMqNxxW9R)5c z@MJjg{$kxI>nwm-asZi(LCs(6gbpWl)*-EVQZ@fPUW^>$6X3SuNk#DDyE@NVZ>MC)%K{* z2h-`6Jg;l-5k0w=m)0G+z}st+lTY5PqRVwbprleYKT00cGH!8Zj(6@Iox$Cy7^iFw zgMN&`(a;t4l;VrqCCZZiFuqe8hPyd=oEepc@p^YHmTSrex@ih4qBrn5u6T8pD{s}U z&Jtx2Vr?s3?RluDd-k#yGh9+rxAbf+ivk z{%$s_75vclnGvDxXW^&Q_Jf-3zti*1UlV#ev`Yu;22Jm3kbnA>2`h8sPh)5t>n3X} zRfxhFJlY)hxfU>G0kcJ-eM&rOPCI*aiN41P^&;R;Q^%cJm4pq)F*)DdXk?gJ+46{N$m-%c zI>x-Ck#eL*6g}eVW)a_SAyh5Bwf$2~Lk0}YNM6hT>EQ+a3i!@5ga&6JLy=}lOJ~v*Tx#iW*8m^AlK17VM;GKt>CZYNx6QeZA@>!fY0zG zsBjJJY#jB%XLt~-8`T#DDiW|KaYhG?q5=uz_LDFAuJtVJAk1W<$6(!R^xhF7O$fX~ zZd~1wnMCJndU3nmgs*oj!_!p*&(aRkka;`UwSiU?(X|3UeZvPO)M%GF_r|wNEOd6z z?s4TzoU$;+JpSjUh#>w$Bt z9>1quNt_Q$-{Us3Qu0k2H7d-8a z`Sf4X)(K~*O!@>u4{q*0_4god=lUO_1sa^>Iq+gLOyCV)Sb;&v-;nhhmzs4&01v z>T-z0F02XGRXF3ol;lJK#aCXJ=bkHwmdT;oAJ6kVPjBDhUg%d)8$TPVM@onaQ+$_s zBVV>W#gQZ68YMy`DQs6!eZQ#t&MVP$qmhZP$EfPW?7iyqm0xJKw2d`(aSzQGbsk@H z)M(w*BjC2JMD6Jyg|+>~PohvpGd^ZCW+AYF&ZuCec?Z%rRHX>UO$X+W2x#+t%bTwo z^!J?BEy-rUiK|Tq&brR%=-!O7flBPHF}^gBS@VImN7Q;-llm&x$7X_EKFn_lz4qox zFv{cr~09m*GJnke=>V|C8;N2Qh{~hxq;PHXMZQ{4aN-|6ec8N0g{sypou4 SF$f-F3Go27=EXbQqW&B2f{-cz diff --git a/README.md b/README.md index 2f662b5..59536ce 100644 --- a/README.md +++ b/README.md @@ -9,7 +9,7 @@ Bien sûr, le vote reste secret et on n'a pas accès au vote de chaque individu ![Prédiction du transfert des voix](https://raw.githubusercontent.com/laurentperrinet/2022-05-04_transfert-des-voix/main/2022-06-08_prediction_transfert-des-voix_bce.png "Prédiction du transfert des voix") -C'est à ma connaissance une contribution originale (jusqu'à ce qu'une bonne âme veuille bien me donner un lien vers une méthode existante similaire qui me permette de correctement la citer...) que nous allons exploiter ici. Cette prédiction, si elle est efficace, peut donner une idée du transfert de vote entre les deux tours qui a lieu en fonction des préférences des votes de chaque individu. +C'est à ma connaissance une contribution originale (jusqu'à ce qu'une bonne âme veuille bien me donner un lien vers une méthode existante similaire qui me permette de correctement la citer...) que nous allons exploiter ici. Cette prédiction, si elle est efficace (et on va montrer qu'elle est en moyenne correctement prédite avec moins de 2 points de pourcentages d'erreur près), peut donner une idée du transfert de vote entre les deux tours qui a lieu en fonction des préférences des votes de chaque individu. Nous allons dans la suite montrer comment on peut estimer le pourcentage de chances d'exprimer une voix pour un candidat ou pour l'autre en fonction du choix qu'on a exprimé au premier tour: @@ -19,6 +19,10 @@ Comme on le verra plus bas, ce tableau montre des tendances claires, par exemple Connaissant les couleurs politiques d'autres candidats du premier tour, on peut être surpris que les électeurs de "Arthaud", "Roussel", "Lassalle" ou "Poutou" ont majoritairement choisi "Le Pen" au deuxième tour, signifiant alors un rejet du candidat Macron. Les électeurs de Zemmour sont aussi partagés, signifiant un rejet des deux alternatives. **Ce résultat est à prendre avec des pincettes car ces derniers candidats ont obtenu moins de votes et donc que le processus d'inférence est forcément moins précis car il y a moins de données disponibles.** +En résumé, cette analyse donne des tendances en fonction des choix exprimés au premier tour: +![Transfert des voix](https://raw.githubusercontent.com/laurentperrinet/2022-05-04_transfert-des-voix/main/2022-06-06_transfert-des-voix_tendances.png "Tendances présidentielle 2022") +qui montre une nette séparation des groupes de vote. + ## historique: Par transparence, je donne ici le cheminement pour obtenir le doc final. Les étapes intermédiaires sont disponibles via `git` et visibles par [nbdime](https://nbdime.readthedocs.io/en/latest/) (par exemple avec la commande `nbdiff-web 2022-06-03_transfert-des-voix.ipynb 2022-06-08_transfert-des-voix.ipynb`). N'hésitez pas à poster dans [l'onglet adéquat](https://github.com/laurentperrinet/2022-05-04_transfert-des-voix/issues) si vous avez des questions ou pour proposer des améliorations.