From 56e557c6ff8a6480887c9c585bf908045ee8e791 Mon Sep 17 00:00:00 2001 From: AUTOMATIC <16777216c@gmail.com> Date: Sat, 24 Dec 2022 22:39:00 +0300 Subject: [PATCH] added cheap NN approximation for VAE --- javascript/hints.js | 5 +++- models/VAE-approx/model.pt | Bin 0 -> 213777 bytes modules/sd_samplers.py | 29 ++++++++++--------- modules/sd_vae_approx.py | 58 +++++++++++++++++++++++++++++++++++++ modules/shared.py | 6 ++-- 5 files changed, 81 insertions(+), 17 deletions(-) create mode 100644 models/VAE-approx/model.pt create mode 100644 modules/sd_vae_approx.py diff --git a/javascript/hints.js b/javascript/hints.js index a739a177a..63e17e05f 100644 --- a/javascript/hints.js +++ b/javascript/hints.js @@ -97,7 +97,10 @@ titles = { "Learning rate": "how fast should the training go. Low values will take longer to train, high values may fail to converge (not generate accurate results) and/or may break the embedding (This has happened if you see Loss: nan in the training info textbox. If this happens, you need to manually restore your embedding from an older not-broken backup).\n\nYou can set a single numeric value, or multiple learning rates using the syntax:\n\n rate_1:max_steps_1, rate_2:max_steps_2, ...\n\nEG: 0.005:100, 1e-3:1000, 1e-5\n\nWill train with rate of 0.005 for first 100 steps, then 1e-3 until 1000 steps, then 1e-5 for all remaining steps.", - "Clip skip": "Early stopping parameter for CLIP model; 1 is stop at last layer as usual, 2 is stop at penultimate layer, etc." + "Clip skip": "Early stopping parameter for CLIP model; 1 is stop at last layer as usual, 2 is stop at penultimate layer, etc.", + + "Approx NN": "Cheap neural network approximation. Very fast compared to VAE, but produces pictures with 4 times smaller horizontal/vertical resoluton and lower quality.", + "Approx cheap": "Very cheap approximation. Very fast compared to VAE, but produces pictures with 8 times smaller horizontal/vertical resoluton and extremely low quality." } diff --git a/models/VAE-approx/model.pt b/models/VAE-approx/model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8bda9d6e952041db7733eff61238a26dd1ea6cda GIT binary patch literal 213777 zcmaf)30O^C7^s^xr-=qa(Ik{o8ut2*lp!S)l0rf%m7E4mqSB~QsVFoU8iWR+v)6Y@ z88Ry&Lu5!~NXn25H^2M;_y6yG?!D)E&hzY6=e+wp>#Y5)v%YWbC3eCh0s`XV0{_Qj zq`)WvKmQFLz6KlIgWUDE`1sDVk`r+G-yTsy>(~4H`g*Jn^7h{xD7iRbgGYeJhB@Br zgCw~ElO4H&y3W$W==J`aw;Jk)czAny1#yMe2l)rA_tJL@4)XR5lynR5SQqT=yTL8U zV{@Q?fZJ9hNv^Q2uCv(i`vQkw>F(*l75VcP$$7s1?megSe7OUcb$xg1FL-Tp4G{ zfArRQy9aVddJUi3OT_CB+mI{!Z?>GBco0{97;PsW$5pTsjN>Z)fsG2{j&|fK{qtFk z{{F1W|G^n?RsM}rwU3ex;*R-Cbr@|o!fr$mcdV{mvz_Yj@vy4eANsf;?s!M;gnv|x z^#4*-{||cxSL5I8iFR^9+)2Mx<>I)Szg4yVz_f$7I*#1`^|j3STXph(aK>D{f8(au z3n&C}r~aj?ZYO6aY$qJVou+G-VJ9(sJgln!hi(wWo$kmr{6}@hA629OuuZr#{>?VF zQxD>r{8m+uydA|Lj)FKduhC_Lf3_yE^{CFAd@@bL1}n$JOMItJ8nr z=G+zkhCBc6*OmXXUtNB?y8eN!3gWJI`o$ZvWtfhOY|4>D;yd=DGhh2G;#0 zEBANDuK#z(ZurCZ2;y#ZfAiw(+Jm_9f4K?| z2ZFz@t^{2>o4-dv;vafa5Oxp{Vi zfzBg_|Mgc`=jKOp_j~=P&4_y-l6&yKZ8Nw9k=(-nwi$DaBDux?Z8PB>isT;tZ`(}n zkx1^*|F)TOOCq_Y|7|nlmPK;Q|7r^kT&KUpPE33#YLDuH;pyS`bIJd8vXd5={IAK* zVEQ~Ot^Z@H``>21KYx}g-)Axg3fZ52!Z;%89d)gfV+KC^LDV&QJg2*!Ui#($_e3UO zR;>lQNJIwu;!274+=Jx#qJzZd<5^#+w2f|AQ-R=&l4hX}ktK zzGfsSYKef2{|&lhu#&AEAwf!OWZC_hlfYwU9@Uz4nW5guh~8ezE;_W2g7hh|bn_2|#edJ-sK(>WY&`nZyZ5-!|b~Na}wIN#X&0*4qceE*WJgcrwf8L&qyh$opYsM07{f&4)b~0_~=qGdIrelxa zQRK;`z|?tF@ap6ol$Y5~0*|afg9JG+TWN?+(>tJ|*$N_TAClb0D4h8-o!xD^pFXnC zL7^Qt$-yUeP#fG%R_(h--d{^2Hw3gu|JqGBGee!OUB@T$XWNjh@+x}v;|!e9rwRT& z)};1xI-anJBx2JVsDH&-Cd=|Q*`nS{P1GlWciS#fyRe#sgxq51G%v+RIb9ZC^><*c z>}=Tlq!op)=wSYZ`=oj6DNGT6%M8A&Cr(9i;QI6^UXV7VOV$f=M%}Q)`KlS%IdLkv zAXda~=@X*963-F5ML8QQM{^d_R`S8Xj((@_sICG_4=(sj=06F6okhyP9BQT)GL-3B zdu<2}?czN!D&d_kIfJ9#in5{$EJ(C!D-|z)NKC{f>884|n0>+yWO9SQN*7>S!ⅈW$$Kt*J==X-zm@# zhImWLk*@m@OpoYQfzq=aayye{COxkqB`#CoTctcq2$18%p5708G!DR_1KUVtGE1)M zNMd#PFPg5uo>R*ofa1^TFe8Mej}lg6W|A(<4>hCpjH zrgBfCX!?pPFv~0owC4MwN&ZQ~IPIop{b$JQt9#*`Ne?`a6z6C}XOqvD(y73SNVqyt z0wm}wC^5T9L=T^b8peUR4@5!Xg>qm-tx>i{7J3tkuu*&jif-D6Pa=Am<9+6=AWsjr z#nppH-*Y%TvKOED_hH}yO4in>(@?Q6sQdDPmPiHgYMd94yAyig#}Xe#DZ7LS$vz|_ ztK#9TWISCvVLy0>$l_DG04mTSNclw`ls`Qk8ICCD(bO!ATpWd(Z+FtWR*RXlvvwL&G8^>W5Df7qn-6h;Dl*!={nCT{tw-xj;zhEohY{yMEjc~$1t;M$u%c0WyB0I3$19eJsNXH2QqBr#w z^eo%KQ5C#MHx&z!(I!TCp}3E@@hA=ZH9&U-^`q-?FTQ`H4JM5O!goEyE?#GY%c?`E z{q+eP+3%(tAK{tsK;tA+ac~!#B@_i>Dp#q4#Xb6b&23mcKNv*IC1_lBI(gZDlg>%r zOX4F|ptM>X9@A0A(_RxHpkov|gpKAEfBDQLw=Ku?EobPodF7zd8HKvaQPlc%KTW*s zLQ+D5@IXZ@CzYn5+UzEz{3)Q`{)w#bQ^2a+1mI@Haz+X+<)VkbS^Ap=(7N}R%#k({f6JSbl`i;UXt zK`(7;B-eiM=;X|J7(MS21ilp|D~S-Q*>5GiU&n#m#0m_$ngL^yROrPq7BnO-m-b*S zz1#PL-g_3$HhRm$D`g$J&~Gd%wPceS>w4I1F*C?J`G#(+dPNU=rBHLXA53#fBCERm z8>w}^#lCs`lss5^jurZ`m$D+N)Wgbv-0!!fs%7RhqH&1CzDObRV^zsZaS=>`v0ajjLH%*J={p`hkh!CqqS^AUSruj;z}$LEbgWVy53w2w5SHQ>|oh#o!)`QB}(H zao#b4hK;mV!jTGpxoZ)zT8CF0)%h38=FYCTb80i z%`Xz-EP!cG&yl*>fS;>x(u}7W?4E|JB=u!AZ`-+F%sr(pwpU%2R$UN-L=Q^OciNKc z?Q>~o>U&amR0mj|AxsZn$e!yRAOVqstV>QA)t)$uc-w~2bf0_>{qz94pIYFi;n-(= zHvl}6I>-()KF!-{0cT}1naQJD@TH<0I^N4=oC4L*@6a6Z>sboQp*yfwH3}citD!Nm z;~~@5$wDAwIW3H?A>ZbIB#TW`+2Nr=A1KrkXI?uyZ+&F- zISV;YRKWO198OnUL|!N!A@v)cQEpQJ;}n@pMmOuh=dW4Fcics{i5`Ss+k5FNvt>}< zY=x=MOz|}1O;6}aky7#N(6D7a$mN#6K}j>rk1B%&lkUJCLp9EW{T$BGXBWu!sNr?N z^i9AOxJ(6(pCP)j{V-nb226TcN0tmuqiIuBuu>_PzIm(-X_YlZMNpk{`k)SEED43X z*Qdb=j}f$fw>4Q5J&l-g}B<-qf$`{!4|B&nht=7P#QnOH+Bq>Sr*&H-|0J3xT%@Ui6OZP7rfQ zB?b?riTe8`gnL*3LkAT&+hS$m&Q(`XkzdH{6pdr8rx>BC)I^Tcibb3WgQsBmQ+TNK<%(h6NgUCp7p;H4_9j_pXjn7EbOF6K7 z`i9)!5=R#Gq_el~jUfva3aRYrUb4TfjIOb_!}V8AlG2+Wc@x9rAjU)ye=c)_&UYfH znY0wePu(C}!!2OMjYD+P=yOB&!bqgQB zp$QwHNMMk14kwf1y@cH}_5hjZI~!8;%%DDD0~~P^rb(wgi1{8d>hygi_=?m+snG(s z=QbAjt_z9d)JoW;ew0iSx%vcx(Kzx&Vbs zc;9_IJ5n!(1RvapAp^Fg-MX9!y&?gVb0(0-Od$?F(<5?vnMCFYlA3rIY+EQwo9*Ag zrTP%`e7gb-r>-Cu%E!R{`5W+7YBe0)8iiTmT^Jyz$Z2*iM636zq|~y7$Ulz8xsT-e zcV0Wf3il*VNu2@z#j-U-)Ort&DUT(sZ<|3saRq1a=TgqoW#@2;^fFu$R7S45Dd1I6 z7rYsx&A0JMCerRsc;S`?bjC^I^N05EI=d2DKU)*EpTB6piZ-%v!zH@>#1Ue|T%e_0 zTj-`aSBR{UB(A^O!j4_AlWf=(%f@e-O?}cIGp{AAaQXCIq*I50-qa?%8!!$=>a(O* zLYApkUj*h#tMI}aYqlaz8jp>>4J*tLZ#X;gwReo?L{@#~O{ty^#Vc(gY_bE)JNp_- zUVlJGLq}M5W&}SOYhYvcWxC}>De=uop=A~}954DE`l{nl@b+60UEl%DKl0dv#);Uh zBE*l-S%|`hxlDn@GAMBNV+G^pvpKpU;P|b8K6x~m8t;D2JWd)xVuCwqUG`>(E?q^N zHFuNI`gX92+e%|6ctM9?37AGk;-t2h?2kze_(NeDzvcWnh(CXi9dEtR!W!g|NiM^E z&!RAImoM#ewc)(3`GnDdN10|-b+}zKinpX^HH5UAaccSl$P_PKTyReTjUFeE13XWd z;JFq&{dSPbFRJ``uf7te&1KA7?Mzy_n}>0)HzNB?gXCRU2f4lG5X*=|XY56qU?l`w znA5z8hHZ?$xGUPXI$4aEWQbocbh94~ey~;&Ds@d`>Y*T88}2UaBgO|7;+9iA%++z# zP_MlT>b=Ke=tV`+ba#MUT;EA*L>bz2dL`fFr6^xR?HaV55Q&;Rm-8~@BI{JS4;HlGA0p@qImPNfF1n4|>_wENzgf ze@y)%^TGG-1diz%YbYrF zOO{hVcP3^udr-NG(@fNPSE}(wmG*aP&^FE6Fs*zLPigJo2&gx~w6Bs_#UbLR|-YME41?kqhp z=*Jy=QL8ICtlP$sV6a93FUl^(g%%&+ ze0T;Ccr3(GT4RZxP7b88Rf(RPE5;e8y&LLRYVz}yGC@~k2C7P!fYPd4G(G(r9rd^y zOH_^clQ(=N>PpASj<(aZf9(+29TkEOOSjQY*YoM=skdQMcs>nLk|z;rl6d>YPwKg! zfXowd?BA0Jd7^jmMTRXH#vCHg{Y)%&tCy3`?asWcTQ8{Z_eOSEK`51N2&bPHbwO$J z-MYh45%*s}r4*$2N6l+FQ7S&1D9HjSSJMaC-8WJ3*d!dA zs0?NwcX8r61NaLbXOe|-&msR+4SIy!BkBbYvHyT5|KiCAex>(vxLk9P2A>-X2}ZI6 z)yMH(#J`}k^t;eA%bRtnjwknxk277bzS0*FQrNL$GN~Grf>ggky4j?xE>|^(lv@2_ z0v~-RpSLB^+-wfq*|?in%T0kXj3nCkZG%YRb|QAv5IpV$T#O^x|ev@g=>zwTR1 z+iZr_l41Pm`8xcy;qOqga|z$NT#O^#l0t_PrcfWDD7+Hsi(mJhz>jNY!zgwdse1C1 z?Yk#Wck9=Y_?%nR`Dik`Uetlw4_u{|&D-ettS+iPJqCtc+R2SuX+&xF0}3DJGWy%5 zk)-4L^R4IPX@9noFaoRB{U@M$FF{a@L|~2Jv8TwYE(QFQ5JWWFb*;i-G*v#vrCe$xf>DuckP$Dsei7<#85 z6yjA3nUB4?xa@%~TE!{yJ1Ul7zqlYxQygKw#J!WYWh9dG1=sMre+8aQy+v%*8c5VO z1!ji#aT2=B3it6#NzJ!H8d}s%HL6_L^x=G~-TEprv@f0npN!$Dm(C+erALWe)k?Cp zUYZUGuEn>uvtaMhN7N9ukSSk>e_2e3p(-Sg5OYm%X!*bzO?3plliTT=x7*Row%9_e z(-<#GIg-2KdDt=C6I-T!z#5yg*fye{F7o_ETDoTAsC}-$spOEg(@fBK(?<;0GzPu- z8mKQY4jTLR&{IhZQQ1=t4Ytn06ZiKr>r|y7$ZIuq*y)X3PqiWZ?kJEp-HmtEyO_g= zqUaEJGq3905_mD^Jze_K3*Sq5!wQM%xZ!plZCqGHoU^%Pxd@-J3Oh@q$2SqR_7wcO zcp8`;l*jZ5S!7c7@VwX+PbQC#frz)yh;Nw*(a-202VT8`8Kw(4(`YMv4Wdx%Cl5Al zu0-1Q1br{6NWP~YfOWwuIkM8_uqI6tOd5jN63t>#w_X+A;8@tAc?Qx>Jcr0P+IYo5 zl^iy_Mjx<3c;Qa{l(>8T=g$&9LB7KWMMW0gJ7L zkbUke>8gLh4zBfuSAANjr8h+O2`^>Nf(@ju%_SRis>!yNc${-pjpp2qM9%x!^x~G= zXgp5^)hu19%H={#mUp28;=0fp6Ggsk&co4LR^ZUOt0Xwc5I!8uBx5Y?p(E}FTah#d z)qNt_@fErdGlm0|uX3r3FhKDnS2{0SmWDP;!SVTv$TP{uP*`UJhu+r^*VXgjlUf2S z{&E-UZ99Q{Z-q5X0qQjFpgRuv!is^LC{~d}BDQM7f#qkJkJ}~Sa*;Xcx9BnnHRB*M zUlG>G+=CV0lA+v>1*Kb!koNIAa7Nm(M_X5;S?(_O?ENHSKP8-)p4>u8?J@zfb_0L% zC)l-lGwv|lO@o^b(>j+EtkyGe)XO-7dgEeP+Pwz9nBKt)M<&2Tt}WPCB*W13G}*FMCc zzfU%sPIW&{|IO z#8!-&AI?|U#|XN!)4Yo(*SnLd&Bd+wP28b3MS*l9Z1zFSxGIO^hsW|Ei)0+Ce})?(`;pV1 zipKr%czAabJTza!x#@Qwh3vS{ks`v;sp~>4~@J^_Oy*b;j@crz+xd7d^3|w8E74zBkS>|m<}T?cMjKG7?17M zpJ@Ah5xg6<9P{rUMfDlBuzK81+%!E6*V&!NwP7~6`-C2f?TscnKi)EropZ>gwi2Wb z-84CD2kAIvhsB@9plqEqY;XH&Vf;i7?=Duro718O{a_MUHyVJ8-7>~~ zd>cHry$pw^CPUq*k!Fedhhe<937mQTqAtUH9NI15Gb>*(7*Jl0cE<3`^kE{sNKQIcMGYdVYjHkDRit z<0LFff@Ln-P~td6kB`$Jo+rZJB=w4llvcv*@5kxT*I(p@^l@136HEJbHqgvNMOgDf z7qxHmz(`pV6`v=QtV4$__DSEQ`%fFvPhES+cqS5Ml1tbXht^|AS1YYcHle2^rxVNh z2T^BNAi9moW~N^5WeQbp(!&(I!^gm#9HG)A&L(lf3ANCG_G%Wk^HWHi z`x9D|zn3~+FQPkEma(SmBj{Me#aI}uORtrkBad#25uXjwAR3^E`8|p-_ewZV{zL_B zyqSWBf8HYd5+~C$J{+cB=?KLDMGy`z;+=aEf@Tjypg?sYT_l~s43T_zHD)CGY`jgk zs|?lkTt7jV-tt5dS2xU<^^J=8m5~``^4L6n3bQz;f*#QX6fm$v=ZyLA<{NJ0Y$`g7aB>9|*;F5}y^0wC(MC;tT}Ib{T3Kw&5({In38FEOo9d0)59pS|)Uz%D5iE7Ryu|cc_otZ5P3I z>tc3>Y$UXQl85o5r^Acw(VQTRA?Ks~(eq~&XF{Y={r30mq-|Rgr`qErC*yP`RP0kE zn#NMFc7`-R#c~(SL1S`c$cIYrucq!yALChQf)8d*!0R>-fH8TGG0N|0*0VV5t9OO_ zPe#G_^A50J>|Np+v>ru8Uom!zlo-ba;?S27OODAMCG)Tr6wj|FlsRm1EPEqbZ&ZOE z(^b6jq3v|f>@)OC)%;2+ZD1zg15nck`-n)$LdG zdGBj7+s%da#F*m-(OZ;Xk%cl>;)nY*74^^DAx-au;f{s`IvR*$l+ilSbUH;6$RpDK z&J`5aAH?{pk1^wlA=`FPia#P>i0`;j8%qk-BWLO!T$ZyBp4Vpjf1dURyT>F4~TVyBm)) zmBnS~l6(@Yo{q$XgmA2zdkupeym5l1B6hEMfGXofaP*Ke@r++abox(`1D2i;{AMP# z6i6XL$Da{w-%Pis%c9HfTvA#si?0XQp*&^~)#XZbT!A;Pjk!-tn<{anaSQ66VbHbe z2##NFhM#qe*|eZmoOR$5?_04vP+qwazJ_fgvZ3S1fy*9bSBw{oe{!9cIG!b+ zTnN>^9f5*h1E{>!XJ*z@K{RQ3Ohedc)XVvZ<}x>MzTX}6xPJ{-b9-><^NDEhe+938 zSc+PA$MYq(Mzd2&*3!qiBj{3*&*qhPQh2q)BW$V52kO6F3~bJek>(xcaLN7vExU7# zz8y0Xo_3ex{)P|?2s#CQAs(1k(oMI&I)E!9_n}DMW>kM2gf8kmbU4$B=_?tk;q%(t+MZY-?QtC1V>tK?{01YbojuXt%;qbjwqMKEM&uhsx%)$i<&uVlZrEH-3HLhI5a<$7YwUm>fI{i}#n%*qF=YX~#O0oNS4Y z8s))ZbQD^W{TQ-4i4DqZw2$tO#eOxEJE3HT&85*RRmR?C)$NBmA#|wfkmRaA$z# zURh7}?XP1~N5zr>`yJ?!$RkZ$9%MGgLe#JQ)M0}@+9+0$tj9;F*Uu2t%NwF+LhjQ$ zVPoOL5@VFqNM%;8)Uc?Cj32p4RT7D-x>d4FgeJ^mQNoEcS~LZ|On1?p~r`7fym^jm7%X{cP@62Y6gB z#JL!#JS(Q84>le+%DL+4UVrv<1`M81=1;8L3th$=$bmD4xT`Ric1H;y(RfBKepo{3 zdp@ntoI-L|o8Vf1eSBpn&dfdE&Gt-4BNzQcaD-h1UZ^=mH`|xmL}!5Dm%HI>enlfk8ZKz3ECqt?s~C@}gi7#cKlo*GJUK86KzLcCc1h=eVm zs(uhY&dG!7b{@^`R)SPK%J{y_HZQq+37axqptQe;tjkuzcL7l}Cwem+ZyD}`Wlm_b zZ!C>gDJQ%S9n8F6A~<+zklh+44na)LJi)w1Tzyiew>#*F`ko>swjj5FBU~LjL zU|>@tl^r1lAIU;mHq9JHd^3i`k(1F_;TA2ieLb8f*u-ouYob4vd?%65lwo!3bR55A z6KUVMi~K5?0%;rXvG;v_NxGc^3K{Rfn-wZBR&$W;xn;rVZ2rmiAC||p7IHXgnH@;# z<(Ma17lPZDdvv{%_PlJz6YCOT!Ob-&veSXw+#(pGC^sr(SVGX+B#*+e$3R}$_$n)S#Ofu%bnR^l* znWl2~u1MwI^12M^Pxq5={^j6zrku`?41+0yig-{oiEN9C#tyAJ7U8!KW9H8O)7Lhg zpqr~#QJ(sIQk7hRS8{DB&sUo|X9$!1--gH3(+*a4dN5^E9@86}mxE=(d@@vjpVV$) zV9WCZlzKYho$cT22G?leOX)SJE*nZq_T%vJ@eYkc9s(aAK$;3yP7Jx*dBmXeaE)y(ucml?~c!f^b}i5{&9I5YHkwe?U9B{%awvhSboXgA{KlPty-Y3Ps*!+-an>CP*N+s;A8>A_#W%*{ip1=eWjqmKDaaLFZxIg~HEC@{`NBxV) zlohWiRXU2fYC(8Y*qiLn?Vy8R!Ppl44zf%SfX|L`{CiR6oT_nAxTK>3XWoH z=d_@oLMJY}{~DwHpVMg@I22h^^hxC4>@g!LU+)(7d~Sr0Wtx~%DhHQ+B`~5$1J2K% z!cjC4GPI3xH5n;KP!#-vL5I0lY>0CE)n4W61)Ik!jGY7aU@v1xn+iBng*v@ zZX#>nNA?dLz@{N7DyKRUf`=v$xuvSWs7QmcR10(a>t42QpCnXg?}F1;J7JkX9ymve!di&u~047zt8Jz0BDeYM5e`3&chdI2roT;lB(Q zPtYQtY+loRA7PB0HyCeMYn0>lCj@x@!fzDoPHaEDq{rc zx5z!@q?13)zkYl;R%yeu9s{;lVk*>bxk1nTtOl?5q4?e6A~p>+LCWlUyp#QlN{=>& zE%OXOXpSs8TCIRzkH>+`gq85|csr3;xtn#AQ6%Gzsl%f16Vzy|{P6zWJ;W`;43_Pp zRBl5&%PXs-&dQn8!*>UJE9@wZ8<~!G)|Nn%kpX^bF~hIl-!MfZoXEWwN@&!qhiztF zjD?a6_)A7Jxx?$YHC%Bld=~+R!J=5hhCys~2ctKzlN@&oflr&Yp?k+744Avn;$2r4 z4g8QqCYbD}6X(`}>XtV8+W7-%Re4DKTBFdmX$|bFIZJHj+0ZSEEU`joKW_2gh{|Gy z$h>>R)`c$w_j!kjP~}Bfn<0P#-_B4?Zx;9TwBX?x4VZp&J_ZXt!fGWQ{!FLy6n<#K zkJ1L*^Zf{J-8l*O`HG<00eP@U$zzt9%Hx#*A*_Ga#Y*0ugw93-EH8gMmROl$(and% z{&@u!q?@C}gjry8!4aI6qN(1iVYd}pu$paWYGDvUa z3F2DjHYxC0hqK!c!m{Bt@qsH(h-B?v$S>K5V-5$_p)sJg(2DwVavm7QS_cC{JbwP%5=R1PljQo>?eaag3Y2@IPyW3Ad5_LuoF zy6fOcj5sHa$Cn?5b^V)Q&!vTQ=CR?u2CL@as9BqF)@Tos^7ti@(NZPdd*xyND`TkZ z&_?sErgY0SLDaQg28!Vk#M;mTu*;VkH85~DUW6?6nTYjM>&VtrC2*sbaO#Eu3Aa54 zvm5Pj!^X3uvGELj(<+Y_W*);E)+Sij|Bm|hwvx+^B~1I?&-8xkN_s15goUg@1>UPE zf^Cz|L(;~2xRZPwgVTULUB~p4lgP0k{l0_X?cx7!S=oD>>cB(Nnpm7v@H44P!bB1`$U4;K;#5;0( z)(1S15l<5j+u~xcOlF7Zt-6CNBp`cs7ub~!-*<3uDRb_&5v&#&Aiv5>nfRqQsgub@ zc2VpF)6;wXpySqV=EKe@l#P(UY`=8Ev)N7FFBo7)L=sd9cgGoTpRr}Lli7x=%EK|m z5(?{Qk))Evd?T&7u!C_Mu2=3x5>QH`E#)BIBAJYtdxrFk;qX#E=CfH};>p8Zf)JYa zg^Zqj7G_Sp!xo3m<9qeHV*2x1jCY^Pf3(2}JIO67xsHqXL(I_KAQ9*D+91w;2^gfL z!o$JK!@mheB9kg?uGxD5VtV%D+@2hqti1{a8Ux89&Sqk1{GQG^auU}HXA;J|5pP5# z;O!hMJQVzx?!M4Ux^5SeAFV3vE91B1!{`ATwXX(Lu8bk@;SAi?XrP_Co@8&64(iyC zM)j;&c-bt2by8aoeSu#|9=DF}f0NFhF(Ys;IS6+oZGw9m`(Oj~kSFRqh7>E(vbiiW z_CKW%Y0nt6q#yC!bkk`9G)S!yaZZyT7<`hblUXi?pU^?9;3)hJ^6YCgJFki5Y zX$W{qEI++v#TgG!341{^42So6uI$FgIg?N}`4SZFnt-P+CBYZH28cR!g}BCxBU}nc z`GVyzp{z5!aP3#0TmbLgHagmw)fV7_`4XL_(3n)ZdVfsx9b!Tu+3 z%fb@^XP&_Fu~zW?S1wdP%)&_$Ct*J^rujoNaPJEpD83p`T3eFIt@EeJa*tR{_@)7F zHy(p=wGAHGH-z76$6>)v9L_%_GTA!EX-tL-DfGI-T%G)g*B@3xPB(t3D-f5V2U7=$ z#TFwN@GPT&Go?WL*l@l$bq{e!^Tv&bP7>0+2CAOx<6;wa&gZ*HC}!sd3%UjPeeLe7 zOvokF+GWgHng5tn_7C5)(G~~_vikHe4S-Ppks!`L0tN58ErLB`V6?+T{;9>oc_k48 zSSIgD92VCz9~HZaSW*z0PICk{pqHEqNn@W`+kuJB0%qv)by}-dUuSCI3!DR?uy)`L zb!T_gjbCL>Z}DUx3*57bV3^FRs?4P>*)PWIUDz8J3?8DdpSBsQ5TL-P3$)S5OA-o`t^;hjC? zodb{Y)H_KUKH0*VZ$9`wDFHijbJ4LN8i+tWnmEbx6IMPY@-gqwA$A>q?K*&PjfI@k zdAGr2g*^Y~mol7N){fWCi}PbU6ma~a$LKY>7#nnYY0~PYIVBjtj;q0C;mjAi05e}(*AiQm^sC_IJuB{P-Ljj}s zZ-#4idJ_A=E&C;@_3DJnVb7sqiW_XI%-Hm*Km?3v3?yjCP4HM^Dc( zvgljr&(I{99Myn$kW9{E-Kf_|vJNpE!Jv&Lo-BTQOqJ68zC?hT=R$ zG=CG1U+3(>pE48q7K<)nt#B628c@PFG1}<=pbEnahU?TpO8n>*wRKYKTJXGf8$^^A z!C40pPFRHpS@diO+@5N3%#5Cq)ZJ1dzEguf=^Ui@_pE(ec zpbJrYQ&Ij1K-8XR*l}hCKDqw_vj*2-b51_STKi$)rx)n!DvjKsjd;>Q0K@dNsJ>e| zV_qGDKOzOd-O>kweoC|HaVa$HhXAP_u^Pu}2hbZ2w&J`i%TPz*E#p6Y-&$82s5?|R;WYjXRN&ixmg1`z+()Idas1v%lla{)UHNq>I{Z8L$MWZl&PJx_ zE;<~QTee&Tbu6 z^Si^pZ|_a!8~hK(-aMSD=>7W_k|a`wL=&Nbq6z1$dlw1OfRIMbgGvLbG#HY3$UJAP zXb>6V>~(J?l{6PADRZSVRZ60s{rUd&d#>yEJkRHk{qNc5y3W~auk{{Ycgr$nw!#7; z-@c2PEWeVQwlkMD-SQ&KUfqS2P9Nx$Ea21@15RrDjSJQ(V9c$>I4vNO#5@lM<)IpA zZ)yeOb<4Py_s)}(UFUIBb`4gWUS%~}WMSZ8Fzt#DAvOQ*fXl%(Gv)@s`Kl-|>DMZtM8$!#RzL`T zm<;N&F?4RtC0OxX2NOroeB{qq|p9i@`y# z?@{0?_zuqI1}EXFyFPsPs~@}ON8lH4Dg4WZ<8o&c=A_jH+NSpaXO(Yd)XJ1`%i%LX zd<-$&Lx7id_u+!mg?JHFID>Ka5V5eGEDSKizfRZap^95zrFILY+$KX=W+q4T=0L$j zFVZ%c1T*J5!^P>t8SmX;%$JfN+~PNtxpue-p|b{-^BJAR;)YxhuTA*Om_a0JY>9gi zzb<bOGad}(zjf@pF8*2<|%Xkm-?n|taW0Azhx?gW3$p4-MI>-KrHof+zy6yY0 zy2Fw?6nRUivmq2-^bThlkFTZ+FS!#vVvI{$LdZY!x8!eH3cVFB#w}Rlj1gP;tovOh zxaT8Bn$70IG?xS5Kl&zIi>Sa;hZcf#&lCCvj3EI=GG5n)LD}+kc*pe->~+wiI)j>w z1V%uyyAa3Rp9vw`B$=Pn1L+aQnJ?Cjg6Upg>6Kg)EFI71#wyg=```F3$VL8~#OF{4 zOYLA|$YDCFM;v!aoCUw(D}fnqhW&cJw4=X(%qqVJQRAYSHf-`lmA+ zTtnc##%=hjan^W`{sDL~CI$kN^MzeZ8$9%v=Sr?CgVH=1=oV$eT6t;KORa_+esd2K z=U33HypO7XwGC9813`W|LQZoC9eDW$gmvz4@}@3(Ohp@ihuSdD#`mFxsUN;b${=Iv zmop}IaZr;y7FX`{;r4rNBG%2ZG&`XS^v!y)-Ru&U%#C9{O!-AJUe%EW3%(HB&_vJ* zD5u7gV_;1S;Zjbv(kdx8xLCUjZEWs>0a|h?Kao{9HI!#rLd760pMH5^3^gh){ zID$WY`HU`SLf`89z~dQXXqc%E33uRoE3HEE;?)ECb;>Gy@_iI!8ObnCT6ti=`-lCn z4cOR$YixmN7KVP2!-D$L$emb3n?Aj!taKRWPZQ#3Gc(lwVoUp~u3-XZU{ynF~32Mxo3vFijyo0j5D4=1Q_(q`1UjkxaPO)y$w59}CaK@E@R zkWZy+Aoou$I?lU}Pd@t*v&sO>`}mAXFpEfKUmp>(R!1exeK56*kh4-Eysfk+m?VJ(6zkFr>y~3xID};6~@=up#puPOvIQ>*~u;u^|j^wGIf?F58f? ztOr=#NCF$LM&ZUaEmSc&0vaccC1QapLc^yY*-hK(>C<`@F!*pupfSsz{jw~Eo&0SE zT~eA#6aAfe|kU&iigY@5BacI{& zC6s@mj6s9*gkBp}NtNIbNVAtj3l7dFW}SLa9eN2ur_F%`$t2kP{W6KRx-VSz(~$OF zXCbbmpI$MEqwzB7#PF;*S>Iwy2W6+zzP712?)@-gdjsh6%yF0^9!b7SuLl!LZ@fWO z=#Ir(AWfd{v^uWk_rJ@bSFwP4{#=e~HR^13_a@A$m`g{CB@oZ_ARN_cgVnKHaO?VC zMm9=i>@ls~qCTG%Viq?NjGQOJ(BDuHo?Axm7@0zVcsiZXK;Yd8OX|o!n_3?g;rjDu zFmhH9J1Esm+C#@MDaWnwb$vLhN@|nn;Cr~gCm78R(sL7jhZT| z%y%nN`TdsiNi#A@I)u9ReJc}9U5pwsSK#j>eYlkr4%=d{(P3*X$zA1A;+Gdlnp4+f zlUy{cSg{!mEXyX2cvNT&vtPk4q&5q7dJ-aQG6LeQ}{kYoE)_cY1=q zToMVZnvUn{kC9JzBgkuYRy5{df~YaHlsNY-0R_D%?7hi%AE!-)b4w^1Rb`T*JNn$x zIj`7JdfxQjqzO!Q%n^Jb&+B0K8CWLqhOSn>2AN9d$%D$N)ZfYr=ca5V>9;xIx-lc* z<25>6@KB=T?vInM$MgEKH6D-B!=K_iNdL$p;yR*}R2No~ z>Vaz19Mz0ZJPtwSmK03dYlzDx{t<))jKuUa^LLaL~JyE^Wh8^Hg5S7@2nIBH4-=HI}-C;|yt2@LRPVpJdBm|L%Mc7WI<8W%4AVcOA@5 z&ZDhtELJH_=J#iFP^W(dx^Rh_Rx0~MXGX`NwH2tY~gQk}D&>gw`xTH!ClC|Q%B*P94zRttsbvGc+ z>J{JNDg^QOgTkfe3<$Q3X1`vwp+VY@u;br$T(*?&P9#^N_QKO;4Shi_2cPYt*QQbEM#^_BzMN=n{ zUd9l(PRbxn>b=yW>>Cv?=*IhBu7l`r7M~5B2JJG7g+2e0P%#6rbLo66xg&)V0~R=1 z;slO7Fc+I^)1g)UIkB}dCzJkcN2@1`K*}eFK6yC;x-Hj2xXCRX^`#wOUaLp($VGTx z<2O$87|9LHX~9>rm(kCo8g-`(k(tvbLerKeSTW}%%{@|xv6jAIea{fpxEP%G%pY&v zP(z!S4ft3r5oIqOK~=S3+;DzPVXs)AQQ-z$+>}ELzK?;cT4N#PrX=j_SHrhQE|7Mc zRcQU9l@yN(CNK0QiIP?XSVvtU#NHNrrD9lf8x0yir<@kt-UT*OT;S(}5b9!>NmjPI z!Htk)dNy63+>#H3ab+B}=RG^EQL<3w+(XS&gU~82gdD0aV$TffV!B>AR;L~oRLv)N z#9oJbO@EDz_b(E4^F_isy($3`-d-m|liHYAV9~ z_wR7b7!~eOP$N~Xe@shaBQZxWfi6ne1z9`!Oy#3s=vu+iJ?uX+;=DN&!Ux(`C=%wk z2IG=`U639BjNEJ5g3&n#_>Nx@DOdeUm7RXlQ&E06gKfg9q-y+^6u=T&51}x!7K0^% z=#rvjREo*Oy)Uoe!q!3J8qMd5`|D6?=r#_kdXL4m@97M?FtjL-YgP+@8;J^0)Q z%El{$rGq_8s1g9la)fmu&aiuKAoz(I=}VOa__kaeW{OECLDQyb{!{Zd384Gt-gr!?6mm*jX2Wk26`ldCg2*e zjaVyap&C0TQ$HDLJaHtAlW}YygJyUOV_}p@lv3>Z9d4WUqKrMPkh^M zfwJvB)b^JG+L|hYpH(m&oxqY~#Z({^-K9$Z=8?bKuaW7M3FK7YDVXze8-{(!C!Iu$ zv3^nqjmG1kI&dbqt7U_{+a7Q}c7&L>-Xlw`1o*||Dtybm2~*c>#PkDt!UwCjuv5iO z!OJZn^xxoF7^s)Ulb;t8@8Cf4(IK7OJ0C@CrMJQlY@xZQHL>K~FZy7g4SEg>XDbA2 z;W}4>KlPb{SV|1uUiz-^8`n{qIgyo>1{v3fvy}lSw`W#@q9A2MwbM?j0bZ+Uh8%EN%z7h z+_ANuzPTZb(NCXK-*<~KW%OkHV<1C69LlE=?@X~{TLx|WoIr1{@fDT0kASP`JO|?V z6Y|vZ68TWI9A?6PIQ}J%-cxu>R<5Wbn@4D1_c99@b#xNr@2M%Qc&x+8Ey#lfV~6Nc z%OXrzTn9fV)ZyB=c3extz-eZ_pyvTY1GhP`54*QQXqYPzmTrK;@e#tp-UbqG@&?{- z4F%2cVtDSm2X?7O(8{*c!knWrP?B?tHQS#Ji?xOmrI(2$!goLJ=e_CBU;fl5sGYqv zsh54(U`3YAHzi7%fRBfb$D>W}Y4E;qTy*gzy~@k~7W3dgnQCIgv=0 zUVSXQ`B^p>~re)CCTg<8Do=m!W8_!&F-vOj61rD2?7y3L6p;vD2#TJo28duAJ zZ1r`a7~gt0n!64ko*#vU9tk457-eLFKa!h0R^WYdI@C`2NXB2zqW^|gVEJk#?)SYQ zOey+6+tah~bV)0Qn#53r*`+umLK{ufX2Y}50x+C77m`sO0!Pb3RzMm|({_RzDq=Ws z@dI-F&>8CBnTnFOMHtpS3$xbd;8uR0Hm7brrg-ecjLre}+^lPKmGC+(XK&F0Q4J=v zY-BgMkH_aZSMl?O>F8174I`Dt;=A@pq-VTQ_v0(F^^HCJ&Nz>gq7_N6QxN^UcLv&Y zlz>Of87d}mnf|%>73TH*#bLL8P?f#8aJg6W(s zrwfE*zGvWs`UKh;%wU}UZ!&R5xp4Nq_bjL14nHO-0;uc3j(2y6$xC%~K6;xRI-4$< z6t$duTpEYZEoR}Al_rEt-%T%`9);bXEi6FR*?AH#hRBI@NAN2cpgf-##ncd=jz;6h5ng$Fq`!yuI5XiIvL3Uj{u?FpNCMf`#LsG z8;Qq#7oy6K^SExCED3zqLMnp^9_W|=N6+7d8P-95e$>VtYMu+Cy{yMCRo^;#&)?)q6t|l+?sj1-1!}f+`qY|To+@=sqWC>`fDd} zPts(#SS=N;qh1!4b(APVkU}>y4lr9Lx{29%3 z#?n3-*A+nLu{_T+$&uz=dPO(o2tct<2J0>RF-`3+IdqbvO0{w1g}A4vch(QO)0|+_ zP&y2o+d*3|N}_3j4}|vqAV;^?k)_X{vJP&p!Vl{&LUhezVVt)WJaD-JHSfEO%Kb`V z#m0*wqjfDLe6%mAk5QmYR(-?Jqj}{1ljR_Latb-XfA@1nDNyrq1v(C&gReH}fzE^l z@cPseC`tAuwdYn~^`l{Qp^NVDD4<-Qu4_KM86UG{>f%7MWz_@u5 z*Z+7iw{L6(PS&#FZ0?J3H*BAx>qr^y^TBx3L@};p%y~HF)Gl=J$Rq917vSS$F~-OF z87$M4VoK6$VOr<{*rOrF`;L>*Uv(mU-_S}DDi`Af;SzYK=1b<^w}so1dax#NICJFg zKX}VC03s6kGyAv@D4Mf?$_*T$4i+9TRb@bQtW*IljKhIA0WCYA%S~Tp1j;tI;r8h) zGGc5JgzX6>mfe(HDD#u<$6|7=EgE+W+k?Za?a89dU6^py5gU#~ks}6|$!+-ye1GRJ z6?>-7+~PgC(MM;Y%-fw{vUDL>7*ySK-ZMzv^8Z2IBe5Vjz~T8HGAP+2!QIQfNk;vg zgPLaRG40-1&Ps9>{kUEOPkZLlnd7W*4?7+ow(*%j!6~r3{TcS}bjIoH#K2+Ccq$6n zEC_t2g1cFO<#JQ`UV#jZ^{*A?xkb^F`tPaa{QaogKMbEcKF5=P?+YV;){)C$Iwav_ zK9S0p2{n)RfNEj{@B8vP<;Vy4w4)iFnv-E&sWs*li8GC=qnQfT=}f+F08Ha^CMWx{ zFlkbl@wSP#Fk@x|zK~gr-9xs}{zrozJe5iM<-=*%Y(=QJ`;Gc&hZF6kXGm`RYDkcA zBaO^y+;D0+GGh`^!oQqos-zObj4`-MehO)A4y4LopVD^zy!p;{Hr0$)p#Aq|!Jf!! znzB_9o(dL{X~*^9y}T9tp?uFZ%K+4aW#H?Mx8(f9>2&`u1)`~4O=>z<;;1z;jNEE* zXj-g{c|$gg+;Vl$?-k>UK7SJi&R;}lJCvi?r9))qghDW5lF7!VB5)j42#OOPiz-J4 z!N}(a;lhr5c4xQ}ZIrtUi7T_nv59hcbGsNLv3WRcKC+oTzV0o%sjHR>WL>;=nZ z9tl0_t}y3bK1Dm-6rA0gMCW)e6j_!B(ejGO1wB zHcJ?gxR>Z;Fl61L9Gx{Pc3}^nq}pcpFo9f9@Yi!A;WFALCj)rYV<`3e|xC2VF#R1 zdpkj&_A}5dbBSy(@F8Ee77KffCgXjb1cVV$^h(xm5-{l^-s{U3v<-hi0-u-AjY}#7 z-FL3R#QM!7JN_NfJNAXH6#c=ztKksI<-_wS`4F#d%EVm~kpk&JJbA%_)K+MU`Z_KM zJ%|jhTK$bq^xTW2Z8ORiMY1<_56scLJJt_U5VDS8#ZB5KWepWX2n4L0{o3qIB*A2y_mTNgFy?iB1`M`R7t>i#ScR zkMh2~`y@J*E)W}vu@q+S9cJ;%X*`HSP5Z+Mly6} zA)d}pKu-x{=EJ!w;D=)wX$-|OS2sN1w2V7@f$wiWHUigk+W6@A46^l5Dr)DebDf$? zF?iDu4$nDXk9f5{>=%;mu_vpEKHg<8(QbNvpPfn$ohQ?NM+?5coTYu zEYR$s|M+_vBX);?0idYR9UWpUNdh9 z|EXKklR7TgHY^@~t`CLjp5xG`hvy>bKY?-mOF;IwIF~Bg)c5#HyN?*d zgCCw`?e;d~MR$%0r`)^D=+vwMQ&zxvX76OQrj~F6zofYFo!M~ZiUnu*;R*YFv=11s zTnS!h6v*fLFK}T>Eco&3$*Ve+ystQnBRWQ*)S_7UxOtj@+qeSjPBoUjcr{4Fnd9V@ z)=Qf7ilq_m$+W9G72fvWz#mRM^y6wf{5t6%{`y9|@-7pvm;DBf=-1Hu z;yB!xw*q#qafE?Smh{lI18~nx689K6fz*yQ_{!dj^z0o478ScOMZt&$JtQ>qkQDv( zb0@kfO0lPZ6w<0vZyZ_{N4K8~CXdagV#U-8Xz8X6=D*A_>8ct!i-+RQbP8^J7lCU) zGcow;1GVLUgfA1t(b&NdLk|rju6*v)LTZq9`OH9Vy)2>o#ANE+u^xV=H4=5Tv2Y+U zh4e2`XC)%k;Plep^r_h!VSQ6FTM@Q~#5e9mnrups$c@Hd1;eoRcO}H!iX!edXNZUN zA9(yISh(bCCYX>P@KM$f#_)`Y;$R2tTDuGlr^%D@oT)sg@dW;Pz~bseTXthzCD~7M zcwV&!7M)5ERc<5P)wM-2nF&zB2XHTNna*@V98x$2zuO@5yw&2Be7vPhJ3Z~W>LSLhRS z5(?xSfjfMW4p^sP(EGQ-16MntB|HK0TzCeK(|x+;Qwg3(5Qr9;i=j){1d8h)vafu1 z!qUVV(cz^WNw4LZV*E&hQ^(cu_zD2g+a~JUu?8D-HPKMW(3=sXnH%zvc-fN!`;U=A z<+?a@3~XaZaPF{Wv$D~5;!Uyh5tS2{$1F`DUd@Xm3;%?n_$7DPP+~61X#Ym8HhdO} z2G$DiPplvXJ6xz^y(eZqN~82+5Z(TF6V^H%h5f5m<3z<((2|#l`xOb53bur_heEV6 z9!{g@rova}2z2(zBA8ym=Hp~kM}NAv=P7Z#c^5BU4ujHbQ=r}98rL#uHGJ7Bq>oqL zg(GLYiF4X)RLu{Bd!Y|_CWi_R>70kED;n_fj6J!iS3sW@m(!Q4yfJ5X0Ayd+rIpr! z@J%HaAJ6Zh8na8FBI+!0wvQ#kE3LS1_grrJ%v=4AXLF{tOYrv&G49PLV{X=y z=Xg4OB{hFP7nU_VD^pC|4%_c^Q}NGd@Zl3zy27HFI>#E&NmDezzvn%D`|T~B$Z|t{ zPMZ06Sd&bse?*OE2SFUqu8%CaitDcbBMJ)JaZQgB*)YeFkyqBk72Z6f>H110?@AJ} z2@pqdPo7J4O%^>g!?DaK3?&^i!L?!+ayOpA>dO;h>b>Qt-=W4y%v^+%9l}W6j((a{ zw2Bz*asZP0?DzyaAwAS7j8uIcue*9N{VwsjgO7&AU@HW7@bl^ zidPws;!JN$?D`?o+dV-!Vfp` z8fQ&iD2Pdk!)}uVR@Uw$*%ws|1C!sgp*gBhTAEG^4n&Xz)>ah8+!T(?HG^lbFH)mu z5#7rBZyU58z^68HN;ar7&PwBP|EFd?3-SgUHsnEugFa!Jy+v7_Li9W^3*PJv z7mN^DVBIc1kXkD#wDhlK6%U(Ho%nb%eBe3_l+b{EIa8o`*&Lx(Y6)#WyMx@k`vLWpE>ZHSJZi9Zs zRAyarEBmD@h&#K`ovEl5hh-CH!C&*0ICAf8TCi;jIVpRFx_(?u)-9fxN+?L~Y zIFjPw>LI^5%4}^ zAS@`2EO=E!wYQkzQstQ_7pem`*6zZTczH(OcL5F`8Hev{8t{2_AZVmLVfTCW5W5>m zLa)4|c+cchnN1^w?>S;jlj;xNGb`Y|qOqbyx?f2Dgn8Jyj%R`X8YC50w4qoVacOuD z&Up8aT7;daU&?+ErAG!rx2?#2zYz{;gT|0qP)1gK;Jt*mYFK-8FZMlsOLJ212&Py! zlC59lq1D_L-LB=4eP-^s^_CtOEa91QS%s8q;?Loa=g__F5;*6FDKofyBG#rzFpdG5 zj7Oy`%-TK$PJD{;&u+NmHmhR|nn;-{Y&Bb#z%?I?ncL5?=jqfjX4Th6P+2 zy7;9-!|H>4UP=YOJ)gzgt2e+8c_vWDa~_A}_LEglZ$rlLU_5Vgo1Fd9NxFYcf%}5r z&|tHgA$zo$9TvWHr~6J}UXBa6C2Ya21BbZzrW4Sy!y9i;R^jSxmeLS-NRuxEXP#Yz zL9be|$fF$locfR^jvz_;IcTf)okT7EPR$P{aM1x?m@sTUqv^YVIkVT6@yQA!H@2-o z#xM~dPKpABPF@=sr;MhqqsUNd8a_OJ87t)1@Owpn__R_QW=BWUuv^6-dtaB_OuZm{ zI$es)Rga-}mA=#SI(~2}u?(D-ZN~Bu5@dRr9wd!WX5;zUL|1L%$pVKe$oZEn#Eo1yuRTT2Se1phI=CC|h}lC|hL-kEOf8oEQ19S?z~tBLCuhW&907 ze;1&`#w|Gim@2$muz-Yror-5h^^qwjtWaXbA9DZFLcyALV>H;UgQ^h{U~%;u^>X<~ z{$}aH9aU{=$omqT|29$$<6oj=`wz5o+j$cEfcH40_LAApMuN=AJtT9o@L$w2; zc=p8IN@!4|dxrA>;mhJd?ri zi7)WK_0E&s^gyvQ&0IeWT88G~cIh&$M9|W5=g1G6l@PGBkyY$(Fh5CPQ}Tqcudw2W9O*DxmA%+!|8Krt^{KqsbEFv zJ(BAeOtinnlj2vSusTW>Mf1hT)h_}}Z;yu~`imf(sG~;@!G5DTjN-u@EUKLfDs`5e zt(+gMI}t2YRgq$9V|-}F(RLxG0bKjYh*oN;z%9)LDD12RgP5_xgMCu4#={RLxIQ6a zl8MkULISf|c<%0ZS*~Tm8(|L8S<|X)JKa-j)dPEi~hr^i8tsr}EHHj4k3CwqGEql-r3$eV0 z?o(EQ#};Hzf8jDxbaxl0DtU%-(;J|u(w}t4=9Ai;A#mC)mAr{a6L#1|Ge@r^!)7~e z`Zf0;AGxrn6-8sj8WeRd&)P# zdQ}1E|7sCDUh|k{ee?$Nu)`?p@eO`TMbO-x3E1WQo<@suQS)9lRUNhg_guPzF6(C@ zJsbe{N2-CvIv=*w&zt8(`eD=ig|wlw183-c!HI3We$DD(*1UdnHZkNPvgL4BL=652 zaO55*FT?DN8T5Ct88JKRPL+S;;i`qwc=qTVG!N8(b6MW__}4m+2}*|hH}r)&3i$U# z<$J81ai1`|o)E{W*XU5oJSOvgHCf6Q*>`n3fEj&y)VrZwKT*^e=k2FdIVH_1!?omhLe zgI4|90%P~6!igILmH?1&Q372Eu zk-GaEVc*auu(yh)rYe4@ZXu6}M&2;BPnO%btqCuz*2S8(02-}(4PRdLgaczHLhcwp z(tvNN%(G_V{3DNiew)twdM#vqMHz`ZbcOE88c!aVTGPsvC1vl`#nCIZ1AAUn5zP)Q zOrBFlSMMmHDv=}UA~l{fopcIZmq;)^-hYYZvQ*-35lNIyK9Kx*u^5}Q9h&P{!5M)I zmdSDCr$!R-Ew}+)CAUD-upaHZzLW4THgNRVSvqNt0&gF@C10GK;6DF+wSCH^N-pO> zEIy4`yzQZ7b-m<@-Eg!r3If-R2jp(gNbdE(FZ4RPh)G(((x6&T-0yV))#WE}XKt^f z?d3V>5+jF&-LdpA=T5cXvanTWE}y;T8CBQ$HDHY-{Tg=$4$QkjK3rRb>)PK4tWPV@ zv+X7D(tRleZIXnh3CC#5?)hLA`Vxwg-b2XF5aBwDceFKrEy&d+LU2MDXA&gM-Pz$2&YoT1L`Tw0NIkBCH@}{vv%;fbpS(1#-?yD~jF-bJ zrxyu4`drzyOD3SF?^jy<^$~5dI?GP)T~C(pae$+iKk2?Z$FWRRoP`ausIBj70q@_! z`GzCJtixMaXE&2Q5@OB@jwIs8&;0DV)&}hR7Q}Nww!^6edB`n441?-%xTui@N!@Ii zpP)y^dJH3;O2=_rtQ|hd;qx+rDd51L4~_&SVc@h{aGYWc7lv&h1+89$yUR19#vcc< zh-Fx|d^JqrXOL|h*N>jNm6_u8XUS~ScVygCAMj9XqNn~e@x0z>l79Im#BRJthR-=c zT9tZf?v_)+v%x|%{nAgA-%bM^W*TTutpxdsM>u(SJ^R}15pCTk!xiYZATP*bwnjO| zAB@D&R~8`SI)#h9Bg4hG2eUrbyC8UL6&)LO3KS39ak+fQeM(sroqkP`8S(ch`)ead z>g%t;;4*pm7*ZnqYA^zapC5@AE%%k$AIwJlj$0sN}UsLRSTH?3oFTWkzXF)dSph-`{Ar zSBCRS`HkNmS+EAIHrG+P4p)h(a@ILxIQ5RhT;8nZ&oeeCe{yRlRFkN?m0 zfBXFZoxeT*zv6GVuS+A!wsypMVS-R^bryX}y!jaqYw_6NN!U4<2angg;O72j5_o(p zI4_ojD<-R$Jzp%ij}PW?@yp|R*7SJLTrWuno*#lWC0luBPP6ENeId;1kmMFURH1Es z_vmxqaH6-PheYkrL)+Wo=oL^vYUI~)_wJ^1F1NCsjiIl$r4kb#0jK#pg>B=`!%^c^J+kyAsI7(g!fT&W&yBmxar@yXdVG zk)(z{ryM$K2m@&{_rD$6~wb)wto@obJcmhC(MAAMYmk1lrv5 z)p=+-y$LT_??;o#yM)`XUWB>Y&#};K9d#R94}pVkAXk*e7FNH4+IM!aM1CzkiiiS( za{@+AOq+xq?WIMYlF%H~L-WKQ6HAX`VWP`&`g>Qm421Dq@9&7F4m{PYi^@WTkk+;YL9Is@={ zx|Cirum@SSDp=)iC>q#whsk9aFebPO1-Vnn&0W>-IN~P}%gTktX}UzE zV>DdpkD?=@q{;bXGTg7;cv`jmov^3sH=ETZ0UDw(ns?KixMoGtr$)7`aJCL7)+7fN zjyK7PiACu4v5W}Jp0au4C&ITS2=-bph*wuT)u|{H+>n_Je|p5YR*^QYO4z~suiNo} z5r_WEW?+iOdC1Qx1tr!Tr}P+;m52Y(sr#a#zPkYLgiHd10l=_`V35rg(P=*vF>eJw z+iRW-cJ*t}(%xA#q3Q~`xG+fgq4q8utht9~YZQh5>M}uEN1VB!c7ceAIZ?C1Y?AF$ zN%plyz=V_6SmPl(fJgh_-xf#uZ!zDQEnbeDQ{qs3g+5-;7{KuwhVXKvGpzZt9vgO_ zfyrB!&^;l+XxnH<_RX8hZQr3Q|Fb@v@*J~$vxJz~f3E-j z`Caf|J->AOM&|t3CCoB~$;^N5^{DLNXIXxo_|Nr!zL%_+;QyfO=MVdA4zn|fW`F+Af|T~3=2y!3eMt#BY)uc)C(Xq zeM0{6o#^lfd^Se@GD?T?y3O4{k;wyPOdh34n4B+@$K|e*C^y0pCxG!5+UjEQ=A)q>uKbdEx|IHDNTVEba$` zNBIz%m5uUZ*GYfER9c_C6{d!?393}DZF(TAsNe{q#< zx!kIU&$*$NV;GdTfYY!ZSFT`Q#-+P!lotiKatd)rIO~muTn?8_<0Z!s!@hY;p@%q^ z6rKy``_u8^(Pol)A_-i@{o($xX)K|xXHPcY=I~ZLwUkH`%T_%G)xis|MbbO|H0g&fb-nKEp>-PH~ z@B9yPn`+@khj4nXy&k7IRAPqjUOJ~j9LCXkFyr6?G+C^RIjK^(?;$KKxR@hc z@%|za zT7DS?8xlT=4obz7=b!E1luibek61*~?*D)Q-KCgwyMdo2Fdk;hUBo-RIgn>)1I_Yg zY*7l&CO%U_%6YDeuZ=bq_Z(#Y8kj&@yfxOV{Uhi1oo2RbhjS{*qnUDjJ@jmiU|w8# z$E_ZBy*zxu7VhIdZ(_Q=79@7+ajN+%%U`jFn4+wwY-;W$ddTBl*{5mi;O^?LWa*g# z{IxQmjIo#qc}A~jzvmd#-*%t+@#@NntUGMt4=d<;@m{p1Y%}?2^pBkSSw&vA-R94@ z{G7mp(O4?+ku-ebpQR!#NWMQ2ukQYbx>Z%I+u3noIrA=wdhS8OZuilT9v#9-y4mz$ zNIu!C{fhXUBp`Kr6uFh|kKZjn_##Nxj`W77K7mR zYVtj&1Xpa`4zJ}O2xr>{kuk;R;LeL^h+7g3Qc1M}!}wGv+*F4v_kN>&yq;a}v>DQq zq?sS$2L*X?oe*(I1G@AhQG&JNoC?CQ+bsx{%KWiH=O6j=)(Py(&k^aT)%dKY0(aS3 zV@8858FD}<{(grXJ}U-QN7Lw|?o2Y@{tfE1y`pJ+$HMmVTk24y$jBziaEm4aGvB@l z*h4L(ce@i>wOb)~Uz*u#bDxtH(}d%TlgP~0ZScyO1x{BC^CZp?mA}JycW6o|5BnxPlFo-FU@XEj}+S z+NsR-FS?82zj%FfL^}CpdWKfs*$uP4>eCT<8^J|vI;jb7}|f%Df8}M(2o9!)5#_d7JmXlki{M5cusy=$-Y6cn4g7LM8&U#1r7k<-5dF z5CHyjrr@bwzSH-(S@@>&ELi^BNX*hVK>xz&IPt2k$aCa;VR^*_?#;SY+>)+-40X)~ z*OUy>bDU=!>(`;Z`Exev*A4JHPb!N6sgLTt@WYH8o+h340GmT5L1(^O_qdZ0vWE2vSr=e-+k*jb2}%x{CYlq-mS*0 zKNrkw>DFT!JI~MyqaNZLwiXaL=1w|O6EDeBMWJI;qb;CL@F?vUG8S|~_>Ed6Ng z^SuFEhmXbMOA%On+^EuD`%fVA^7JQ#pM|$aJTJr55SRIz(Qb(o>1Fp@-_LIj!zC24f`DFnY z=1_x6X6xZT?~fv*X%X1;Z8N2z_{cshDAIcYT$FTU2{D(!#sojO_Q zZg*kl-sz)fOsmL;xx5Qv#Y9g3r6dkrT>!rC;&F^kJ?_vw%^VkdL{}EXiGm!uF|4|t z9Lw5>h3j&!Sxg-v)LT0l4sGg#M15O4p&m;A`&$h6>~BD;$8LONk|SDg+)6$NOe3BA zEZWHH7tf6jh2>XH;)1~>zTHxfqe?vMu zd-$xR3S(k2Bq(0bvxUwV(ebO>N$b-6I4FOTjQy$%1zFPcVQeHiKE8sRjrhIE)Ku2w zj4r+^GXa}{ji`I03Ofcr&~+U{bi1x0S-p7|#9SUC>jsx&(4@0uLz|c|a7GvXRel5X zJSX6-e^a<)WB5B9zo%RDHxkm5Wx-f}J!L% zds?H!(V80O__0a2VD3!Fx;q^Ni&cbH8UfVPb|a2;sUf$RAP9dTC;YE22+b(KC~sMq zzupJ8WUNPJCaEki`tBMUFY1_Kx!Z?ooPf^fj&N4^@sec`40~!t|S&Kl!R5g zRD{+AyGePR8EOn~Kz4=>bo`J5bJGD_Ss(|l?<(P2oh6(9K84%Jvt#FfbHM4_+wnnG zAM}Ygz@rjA|K7*v_N%4{;p7)sv&joroax8@wz=G_YD-wy)h%*a>?UkntO6}07uOH2 zhcM4fq4n(yuE8;gi%SmW96gT#%kO=Ly)Scv6YZc(O^d{tqD^?RBmutr%!6}YeYkco3Q2JW7Du#D&Dk^AfIdG|h*sljuHM7ZpG&FZ z_^o(3x0FhLeMfe+ParF_Q;0*MB`yz`Al&IaU&zgvFSI>y6aKl50kIE>bnu;sPJAAU zy$NAhEU$!<#cbH}S1Z`^S(PYOXN7&`#*F3dtwcFj6UBW>vA&>^20U5{3Qx7jyGfZK z9V1KU{hkXpzB<@#C=G?Prjav=-8fU&OKob}nC$E4;Nq`S7`vd64k;faw+-uIQKTk_ zO;G2a?Rd_9Yj;JX29{X2oF_}Vl30(d(HQQ!8%LOGlA(p`;hK~VTja{~+S2R5Yx*-X zb?#E?moXXtW_qFWIY(+NzLw@wDM-Cq2oFyG1CN4@Naq{}H3Jj!^w1LMcsvH~w@-rI z0v-IWI}D$uy(TMFF2DtKTez8S1S?#4FSZfSBic9;&nJ(>`HDs``&KIzKX;wzu8Sn; z$3D`$_p3nXu{HKZDkIT1CI^pnuvd0^(8TR()b-E>JQI5WRUM|nm*!A%CH@=FfLlUe zO%dnDN|odA?fcYz#8OzEUm^F#0I^BR(AF`#jcBxMtZg#;2-|Nh~R3R6}HNgXtV> zi;ARQm@q86%Fm+>ipZ1w2k4i$8`SIjIT%-?#X5J7Cg0_@(bpei(SCe9=3JKK0#n-X zLk~yY`}1kGL>keVbDoahS0MVs#L$?CM0#PK6B#T4w`8& z;*chKR-9vGotNO4s0dtnZ!x*|z5!!AIapD67HZYPNo~Rle6#F3bx$^ff#>O<*ffUo zs#YZfvev?`ha>R3Sq!!~MKVQS7D1r6CCuu-fG3Z2@*QR=7~OH1u?;Tcxm^#)H2?SX z-N#h?&)_$%?N$TZ%v&U~XbXx@9ik*r0ra5^Lmd6scR!BNmDg+dU5OQ=a6uC@3Tl~T zdlTG$s*Nn*yH3xqt%0-&Y4p0~9UK@_f&QAIq`kI}?HFkW4UaM~bmt$!9OPO2&6cFO zc?>-A_(UFuuZIJ3r0D+L;kc9ygh@{CuD#sshW9>ca?wt!xhY4JGy}L>u$2|Pc44l6A3RC89~GT z@q(C~EMY=hACv_xpe^ANkY{KH>fPepsA=NDfq%8sKVK6L`?o>PeN8Sb#Y~v>?-Nmf znS%C5?eK8ZbO?QO8gvB@P;j!FZaTOJ8(r-2f>s&)e8+RKvnIgLiCYBtDVZ)fb`fM3 zIiqFO6ZSAllh>R1e2z2+M`<$tt2w~C9ENGrgqvWuZYy!S_LEA=D&owbF`Qs^BfDd_ z89odXBmGs!L1(NST`(z<{?i%{%wQG$c2<{seQto-*Y^W0cOb^WQy{tf1eTj>paywP zZt2c}pV5vaG$0NWTJnkFa1P^PTLLaJwe-J&^O)MTjOwoZ$xg~ohBCJ~c*^23O7l6i z7vEZ`UBgHEiEMxcqK!;&dJ=hdR2R+$@OQ&?d90$Z8`R8-Av?F-g$GM!@htZ*)PLVM zCi#maC~D89W%cVZYX5xURK<WgGYVm{9R3#ZHEVwvYpv{3oX3aqY* z!|sjS&~RG@3EvGwduu<2ANYv#8ly<~mjv+RzjyoP2<2ZJD3y>3V>3 zC}`^A)C}NUD*eF`W&tq+MOi|_N(Egkq)fiRLkc5*oSQ9 zAM(vqo?diUM5!I4h*ORZu9+YSl3zPn^%@(PQ=1g;v3ve40lAJ_gzK!@oqc5c<VAv3|=vW%>JB!~-ZN58!bi2jg#K_CFK8ke>Vh#sbPd3&)p@Fbb3G@T}n(MEeumRvlM$a{X3Y1do6vpMQDk!o_I%I7!nOt?*; zw{HQD^slbeoZ}o?I}i=lb6wN z(>+Y%=X6Tt4tRRMHlDtE2zBf7>4QrlaP8tnf#dg?csO$+8TdStjxldy)@I)peZ>N1 z=G1twZB~YVUyM0XM-;Jn=?A-Cd;tyF81OSs#)`(ZxZpqrIUKr@zx$b>{<Ig)nV1AI;e;HstwJa%ycJWhU17x+IS z>6$fE;(0I38^iC5yjKZBAQj5;hN^-O^SMe52kzLnrJO+4jF ze==g}(t1ajc;yp)uuMhhvb75hq^;?)Gjr&Hz28Nq+t$$4W(T-)38UafjX8{q?_~m8 zzQE~;Vz~8e9q(K8rQvUiU`5R?G}zX`{0(RYL52W3GagZ*=J0n2Dq}IgO3d zybL>Y%ZO_DSt@5yO!9JbP-VS8DBP>73U>`=COSOAL4^gFlBI>6a@O>Iyf}pOyU+3q zzv#J?10YoqiHy$y2ws1J1a8QIn8q+za;JbC&yIj!p4;Hb%w~FW!%D~~NriXPt2t?L zJ>fC-H;)offHM;!h`PQ%H!R3Rfngv1E*%HXy8q~|#1Ohpd6BR#$Q?KI@=VH~B6?>1 z6KagZ*xS-iqaA%Pclrr(QRy`aJ0cHkWdm$~?E~(GQPlOOHa^RVW__mj(9Omd3AgPX ze4aNFm);Kr{jWnHUo=G++3b%gjo+|!=rDXzm*v#IIBCqwGKY`RtZ5RLo( zfRS6z`>*d`0mGwf1kWyQWgiHlXsfCim}gC3k2q_B<&`hwBZQH%RebKuVlypX6^+}E z^G=ysdA4Kg9K0@h0=wGAlgfH!*!ATiyVOnx_ikE5UFQB{bNG(pj7MRZu*L9#7~tPxPv*523xD(dQB&`4@R-2Dhr`; zGMBSY5?|d(2BqWQQC{4a)A-bk>kgFB#CLMwC|b;QyA^R;$7|A{%f}eW0sdZ?9*1xD zT!d(a^Kk1?8}ab+8sxlzWbUcx&3|<`JjVrh)y~7V>K10}?Pz?v zG6_tc^b!Y0X&m4#u%eQ8%@bE& zHO0i!WfZhO3xPyMCAg^lmVDHS!$3|7%GG9xB!4)fqxe!7+BFfqD)Z^L>5Jj>okoG& zt_Aq!<9htNGz_C-%FyV8G52$z4^ADB6gG%EVpB*jy=iJJyo@IJ;_4+)b;Vg)miUwX z@bWk3VReqExP{|fpOHfMO{T)7YnQ?FWJ#gzbUBz3U4~BQ#DyJ$AFCn=99kY4H z389xvAzDRSfCvB17uU%aPAm%$MrlUj0iM;cK2d{zF7AfKORVug@>2d9ABomJNPa#P zLIvkYcUW5Ek0N!9{hLLl?wtT#x{mU+r|E5pqB5o>)DWB-gohhM+Mn`$_T9o zmlA4Zc?xhvUTf4$H+tQkry7V3QHfcLw@cW;Wlem)HyR{t3v*1VBevEcy{@po9wr~}g%e!|sI*s96{~bj=)*H`kd4@NiDRA>1>vN7z z5x>Uk(?xe>xNlqcaDNISxaLJ;Ia%#+OleZ%+P(*IEzc~te2+@}UGj?fzW$2K=da=N zPL1Q*O)g-5{Xv*ryBiJeX%GkABbaskCIoBEqjoJdIH}kSz04yq_}eXXd*p;(HK(xT zq8D0+?L{AVUD7>I8Mv}&+S9R+8tt4)f7{wX@W^-=t9y_v+EW0%yL4g0LVlKirG@Iy zRcM+$kM`9?vb|LvFlbW9d^HHh3*s*5yEdIVe`TOCeJ%yBKKjP{ISCvd2l`Juz_V!* zWRET9{X`jbYRC%g7r#z^XAjU1k1Lrr1uat8mPYQM-2~P=BQ4^R6CM3k08!ol(eVna z&@iixen>8bzxg`k_U{Oo@1@9wjVOkfJ!06QCxu@|aCC+9He$amli4#qfn0CtB+JgP z!T$zrAtG)K&!ka=%+IsInxB13sCCkNJ0{~;-&Wi+UIituQm_i*kh?L9jC&~$iV3{C z>D3_Yl0S-)=?(PL!T}PtcmT473n0PG4)^eE=S{*e+&4l7e=vuUjOD)*Z97S9;RT}7 zo=uH2Q;6k`Y-)I5SfKDv7G^w*$191FSRDL>O8Wm}H%Xj^pde*Xy-i^5Zz1S-oMz8u zyTab49rSh(CD-_;mg%!ONF?Gwf9y75d1o;?2i;+l#U_%;8g+EskMVF{4{evXLV;%_RxW$OUcA4WuK2K&=hn=E09SilDzaoePT!*8 zXD-<*=X@a#yoI>B7C?HHJRoH0mjW_(^KqH)3y5#RO^HysFtqq0e4noTDg-th$o zn`H4zZXcbz%mgn~3+&TgZ@`piN0`8fGAQdU!Tnc*O4yKIyb-R1WnW6HdREZYGjx zaiA2xk?!>gg4DizP$+j;10l}&Hi0?ytbCGJPCnNZ4I1&>$f zz~?3PBzUz0H+WqY8!Wez`qc%j<;yX`1D&7fpZzN!W>XufiZcW8q?1Ic$Qc4FwBg8< zso0~COw6aOqxr8j(DicXL-TVp^^eknTqUIeqppP+9(7zuy9 zQWhp{+rqQAR^!R;$()R4847;vfzGi9aN-{hzIsoizr+sW1@DLKFAFoAG3Z1L#6GYO z{$`V@N@j5Awi3+Un2o->ACWWvJYek94X}2sCB)BX;ESFu1T5G>l^?zgOb)G`<} zoCLz%(fIG;JlLqUAJ50lfolCxT*p8qeBWgapAO4lyi+e}{IHhXzwb}$);}h5GVZcH z`#5&P_;&JnmOeVTJ3+Z!4Y~?;lV+<&Y|`mEri|~}WY0*$X-l2BxxR=UBa?}i74L`A zU_@O8n%u;XgE(e57QcW0kHj}H@ZG8#Z20+GqTWgNk7+Obx!1|upT|PTs2sSX?@zk4 zi*P726Ps@*-I-5O8ssrF2+rYDeE;9C5tY|AY(RpCC5 zbl^;!CSmzF^DQNEbLraDqi(($t5$l`HWY)lZ4D5D=g#|Lqgn!DURcjO-btxOq9cIYY z^ZYp_qJu8qGaYRBUh$@7jxgflN^(k%cg#E%lAEz3u-$M0DSY#g=cqd}>ABYlw)_({ zy)?s!$gyl0(FKP;R*?8;7w){>g0qL7;(gjb3 zN6B}oEcfa;W42O@ick-4?I6(A*GD&Jje%c{ujt#;>7>|zcMc|X5VaTO{0!6zuZLd3 zCz0=Q^gLNqx*&vkVl7ziB|+o-BsjZe!=fJ>oqBixLm@`BM)3j1?`uI^W zKRO1dJwA+A`*l#dF%8uBOc#Dly$q%f9|1g0LqhF!NKJZxm7OIREv!d_eX{UCdW5il z)(JLqqc|RTFj62t{to?kTw3VGa})}GC!%sxD;CB*XLTlhhQQw)jFWO7{rGV%9o^4kbRzk9sDK%`J(6@xS469^*BR^Qd2D)WHXHF^Hca$ch%$YvATYbn z-t~S2@jZTtCeJ+zKP0U2b;)d)H8LDjn%7}=#e1fD>vXzFO&bo({0|bAtQ1*GD`K=| zE3q+Mgj~~doX2XSFk?5&K9WLSyHfn+Z3G76cS53-JUOBuLu5+UfsfV|YSI3cK0f=5 z9x9gM#=5NI=0ZC6e3my?$3`-_k21LZC6_p##!T+*b}O#eFb5A=WOD7ML7e{4 zo!rESYdLS5BfN8XEBA7bI~U}ziK~m*&Aly_gl*3HxZ%7EXKt5)AEpMeZGHAwWwwfz zCNxro?W?KA4`r(HeK$F%QwJ}CD436mqgJDQ!A$Hcy{_g22ZRW(JVJcD=6Ue{%Q z)x5(nx(2l>d3Mzn9=3A)7HFtOkmYYyz~W*#loGw=d#6dXLURQ?bmXYt1p?b1@=lv+ z1vDro1aoS-M7yWYhlb;y?cdCL&(5#Q#5@B7xWCGdIWT$+=pA1V-wj`pDIdSFJ?^?V zWb%kK?Ux0~GgoNjGjsTsXMlefdE#Gxbu{sNM5B)WVd|fG(!u>5B<-U&{VR-u%-}3Y zdbSvS9-qf%p4E~y;}~nbP!nf|9V2g>?7<_^7@YFsFg-be325VehdkdqkKIf2XMK;VBUJF-8!~ zUS*98=dv@zOp$5Tg*o-7;a4Rgi==p0v-%bw4JQQ$@+JY7w;PW79l@Es`CyuZOG+kGDNqR!ce-AbiTZ~M@nr98WD))mY+tjlM5dZ>MOG;Q0w zk$h*Gh*h^V%oNPPuWzL3le;SL(Cs{KwR=Jjmj0nHOIE>rfjelanG#jh#?;7Cx~NJ5 z&L%yjiylj2`6N}CH{X^0`eP3xYRw^r-_z*~&m4wyIic|E5OX^40pm1S!LFU~kw~o^ zBpum@K{YQM+J(EZw44kUc$Gu+iog zsnsv10;ZklX97x38H3{mALzhbBXmC)L@upc2*IIUZHj5LUxVA4XCSA< z!u;5De6G6(?#t|huK1s1lF}*GY^5jNwzm{VUU`WAF1eU(2^cPS07VZ&G5El1%vP9> zd;gU%Rr79=pE_5uLs!7LT&cz&l~cIqM7QXN&KT})))p=`djhvl5Qf{{@O{H) zGJ4Z$n3?j8#^f6FnU6?###%#N<25*XKN^lriG~~24;j^E$uwxreTbD;5WYCIlPE_m zBa`EAfc4nB9F4$%qW_ClZ`(v6lHk;NyHRXJt_0phC zeYj;x7hW^JiUn_9KuE0xY%xiNedTIILcxPGFFgTn$tOYQjt^MvkOhwg@3GEQ5q1il zF}R@&4lxDb=W!E{u)HI?Sxo3Oy%#(;^wZCiy!csJuYJmo3TWHgj<(0WXr10H-2NmK z8^wG{SU?vEa?$~fO~$FLoY_+qQE7%XyE|6(*G3Wqbp5{%@ifO*(ZrJQ`NY?{Cz%7X)gXrS%yXO$4Nog9=s!y ziCYcE)57zI>5k=*MEzP7J>Yg7mGufRD0{rX^~*i-Bhm^+IQ=AsQV~>X<1sM5Fba=b zpJ0ym7BEZxou{{slwyDzfp7H0_COsjI&=-c>-HUrf>Yy`dLJycI;(L>2IHI(VRz&fv>iBDLaJhg#|0{#% z%{2SziplWwt^+wTrv_&4h+_S9reKjU4aN3)f%u|2^0am{@lTQwWItI0>#TO-g5>F_ z{&oO4jUbd+w4L!P<~^oU&*Nt~dG1NvavB+IiGrnkf7gE^UVxP6{lj$ z>6c{4(4L>|j;2h{QJDCj7Hl(hpyDO!e4oILa>Fc~qwg4{+%oJonFu%kTZdh-qoLn* zF_~87ir+SmgR=D!czLWHD4iTfMdO?4MMfPQX9r-B;w9!pS}SZ)`p)`El zJD4+y_kO<}gql$$G`ja7ywy00MX2-iXzM1c5(|%b$&ryJOLK$`@KOaD%w1d=xDf?7%<= zE3$3YPW(FwP}bN144$UJRn>hkecCGK-k==@WIbo>e$N2|sTN3I>Pcexu0)}wH;w=C z17;fM!tshW)=D4-j_YoU#vP;Z=f)rWY(AfxX3BH2Qoo??`HgUFgf)H+IE@X%W5}ow zhyRbC^eBC(Nz95bobW&Yx6X;w|G#s>*WbkX&WW5P&pdRS$NA03=Ny7halb4DLb8tG zZb+RN^mRf3!x4psOzu$n-m9E0^rq3ZmGFBwzAQ0X;Hj;DyZOb%nzCnC^Kf^c4r!ecfvvBzm zdEq9#BmDd83CN7&+cSKYYr}j?;l5S_?#sU-*m*Ar^vCF%w|?;oOJ zxp{c9N=~@F@&y!TGSK|!KiqY+jciEJgq>$3Q2vNIbM#9!-B%z)?OnYvt?UsQ>%R~; zln&s(KzsDO%FlW8&(bX$_TvKe)9m>sewONR6NdcE*e7*!MPoaWU6q)Msbf^3eo6#M z?GGSdSIB{ngfmD7&xh}FhB!`137^silIgX9s9ud_pJiDJJ$2QDva$yu{q=2XYjt1n z_gyXDE!5=Hp2l*IH)?SzMXti(5fVZj|8(|fpc*k?sq5{)D@r4m+H*kOqMUGVv$Bb<}@p2GcoqV|SKwA3IP)pn?II-wcpu9L

I6%gMcC-(b^;Xeb)Tk&*&^R8r4DIU{pie%FMX`);=V=-)BG zxT=CnK{XnGOr(<>mI3)%$L_voip9ChfMey!RL^mY#mzI&CZ7&${~fyIaR<>6<1_5P z(%H_Z8Fb4v8R4xoaqPOH2d|WC$%|f&4vt}XM_VC%)pZ`VE89rdHEHm6cfmEMbkX#4 z9J&QHpxH=*jX45NJ>nBSrs=3ZVgk>#>%o>|(Qx9(SS*`xf^2A%!ud8ake8DTndcv} z$_3V>Zw${uG&l%(lj;Pf_hy4{?l0#1pBIdN(^2-YK!s|&Xu{)B^3Zx)jLr?=P?kAH z2K-&&o8v9U@WM^wDz!RL2txZdrxJjh-}Yl_57vV8k6B{7Ce6{3at-jmNy{DPXA?gAL}!0Tc$ad}P@GI}ozQ?MgW*(y_eu<{4}^&)q*3bW zM^d_G0=o8eF;brL;N|U%3w17v%EH2_=Hzn_rxp)yN_pn8uRUHD*#t?H_fJE?&GB^dG!xj^6GZ05I+L272Ab-15jF?Q z;fZI#G$7g@KG&M@4tZVj>xD9$2@k+eF{AmJNfyofYL3EnY4l7_1~l7R!JR__h(BZn zvi2kK#=9(f;btXW@ZlzVHAbF!rf3U~+HNz}H;(XLF5dl7JpxsI-?P0v#-wJokRJQ$ zgk^5y@mI+T6a}s&eZ?yw&^Z8oZ-!yq``IY!3nO+jf^qkmm2lrSo2V^_g_j4tp})@! zjEARC(VSDvT>m&4Y#Da_JuzBS+egMJv%Tj?>a7Fo9G_i8zM|B#Q?4b<;-^Ae^z>eN%Fl^JL3ezA2fsD?Xq}5V26HH zJ;ZQ>9<=owrq4aYnQ-w!Vi8+G_+KA)zH)=Napgqe^#`(WwmUfSd1J%aW|VgdAx%pj zlhLdcX3p&=?$z=zKO%wASeA>kaz^69vo_E*B7?s5$pV$)X}GF)pFI&zqdD(p5Od?b z5Mg!~R9EqQ98W)zIlYrs+-_ox^-9Qfr9bvF<@*?k_tE5jrz0d}IOC;)VN%62LI)4& zLZ00lvd>hBc*mN7V}=~la(g}On-E9z{_+^T{Hgf*#THndY|cph%m(|3|G~-D0rFa< znT`nvWal%-;P0y^Jd>mfChn4etPjWe9epRw-KC85^dqu1s}PDv7nE2a=C}G_by^#) zRVsmGz9UuGo(SzH&l0tv`4D|emU}(@G1WF=ghwt*bDu4?z~dL+V9Td1+)H<9=!gl& z>i65=j9Lg(+d6YfYALYbYz1`OSdTr2LZHz95v+K;jV$!8K^=v$uo{fX$CYvT>NoF@ zDDsAJZr!-WHw->sN@gNt3>=m(v(LXBwy_}_RD z9p@n~TzaV!yFWN!=vJX{-juDV*l*A65Lv=B1xG01v!2y%nly8R2Iq4=3QFc&AzysI zU{T_Ax~4sm+1EFLYIE?HP8hoGln2510rXrxi1%tuc;8Vt z_HB;9smyLx*2VxG%VrVXMKVxsd<%6-M}n$XBzD!ulZ>CwNGu7({X7eM2HAm=geS4- z*=s7Z%m>n6To7HobCWejaL;~7 z;V1qXuuH0)DVf>FyPsB;lK=C-V(|AK2cUYpK?ODO}+%=&3W-tAep~ji7 zJdMqE%Q=hviJ0_C4ZKQnF|lMbSGi#gIPDn4G&i?VAIETV0&KCN zg5RUZC&0gHvUs5IInf9e$I(hf^vJt2FhAxJPMdv~{KtEuR+|oyfI<~0Ie#7cj^yxu zkCU`~lq6hRwu_%T=`r6PneZIYBe>L}p7Qr4g0W*sH_xaLuiQsox=9Ha^^OAlQ?`AqpX z6Rh^FWA<$0b5+Is-CxcG7y6G9Eo_wlzf7Ljw)i+PpLK|OOg+OhzA12>I3`BEw9iOScT|A>F5IFn`fx^ zYdHyinatc;*9Jy$GpK2xF_*u=hTHQ;n;SY0oZixfT>bAHykjtf^WJaEF=`Fib$Wl* zk<)}3^Cpk}3DC#nKc*y_pOx=4pM)uT_B^M(hYk0eN>9xg4YFQ~aF@|8*yk~m{2Vxm z`}585iNR$u?3)ZD?lmL5W{vq9tnlt^3Mt!vLPdN7ROQ`eM(g*AT_3=Zv8oSXTdXrYn5zPjy6=fV ze=n%;`?}+m=GZBv!hX~;5tcVTN6U8`;L_GWNL5mWij0%Q^Lsvyt5D-Km#3rRwI{f= z_9d-9*N)MhYcXR`5}$lZ!~CNgAoUKidB3M&(TJZ+arJ0w#`_01I1H1Wt}aluF%EuT zttYk59l>O`1^V{Sg#%A(*s7{UV7nt-@JI6!F-%^8$E9t_!4f~{(7MW;sNDyBpZHvk zM-IL|ZiSL(QrIlBQC!2fvoP*z82($MK!%UUlQEym@x9Yo8d~2?oA#&T!bi6jL$;nB_|BIU zPIlME7p2$enS{UKo|6QIedJ%@Ne1Mq4H`&`o2B5xWF`i4E zLz>E(sZhU>=j1(tkj6H+b6^bWcus@Ae3W8bb34&_aEqq#?8q!fV{T-yKJNIqiiB(v zaDihMlEHsREd8LlwsUN8R4S>0h4B4 zK-9-?MrqqYcDvprxVe##>WD~`=@;O|?|g=%E&y-E{3fzf5L4$3(d89x_<5TKd6~Hv zKf7n_y8^uz)kD(bIh?KWCZ+-HDs1~UjRe=L?#S4;fsbZ ztkI`2SXViR9xHl<4I5sOWilyn@46M0KeiXfUh89$Kb%0#$2MsD)}P8H+0a(sWTF;c zLQ1@jz_hOl;Mg)*^!9Q-^%!@XE^{d-)Eh9?YY#pCXFNJrTGE77y{uBtOWc!ugjrTq zjycu3n8s8AJ-i6yuPjAfQ!RKVp@Yq7NNBYjss7}GocbwDy6(=}8fxNMK?0oVNW`tx z{Y;7WF}UCoiK4hUH1=W{xl>R|+5LbZW=$+w-_tG28bxNdXLx)crSl{p(rGk(_lh&JABC!5?hF)FGF z7%?M(dUc&89j27*p1lRMgGPhjj2IjttBJq=hGJJ{CLP&viOfh|&F`xhf{ocGFl)Px z->+|^38zl58#SacK)Z*Gk{{2!{=S?}Sh@k+5UYKO)I! zGfytZ(lN>c9qwqKB!K^C`^MmY@bsD$LmfHh9OuhrCjn zLVg$Pu=V#Aqg{OfhA+s*>&+Ep*LPjGRpAR0&Yd9amt>mVm4{YGk8(}IpY)oPo9M6O zLd>!Efe(Sh>_5_mxeGtiYS%~{+L(tbHCp6?Z4X(~z7Gy{UdDY-8__QL5B8m?1k27E ze3?0ki77e)L!Eti!`>8>o{a^5kBz<2bJ6gN9jhgFklq(mL2LYfRQu*p)<0equI|wR zwdyhO)^+ze>NFsMklIz-($atN2!~S>LLU<_Ai|2_a zlg|e#=~CXK-WxJVj3$bUQa5B^3BOZ*=ru&{CF|k22wy6ad`m8tw33U`uIOX2h23T& zjczUXNp6k~Y%t29W6P9CgmEj>*@^T0?8UI}_bqHpzC>z6_dw#|G_2d`4-UOaY(jSw zXpFIhjSPPlSa5-O^cSO+HQzT_Jr;DT+sRB1aafh1!C1CP;Fl}0XkoROOo*x^XZ{|+ z^K<<`YmOWIEf9n5gM;w?#(PvbJdWSdeI^-ZP7`E2{;q;zuyZupPRkv&f+PD-t+#3dMh_;}usq z;g;b@cA&ow&tDiVd}4bAZs}>D!agZs&*hWQRHepM6*|C<@sqBlHfm$I&ocOyvmR5Q z_mG8dtD!lRlKFOXP%2)EbM5|uKJ+h2T0S|TFuU1XH`Xs@uJO~w|E?`CNXQK4-6Fpvk3~%-Y(7=OI z?Aqu~I^$J3c`PnQYm#*6gVeu_vz8-mnzMuYmYoKJhzv3&-Go{4)(Q3;i=k5$v*6l| zO!)ewj1(UWpGQ`Lc>`9PU5Y3Fmc%iQSm&~z|R^F{megRt33 zjxO7!OoNu(<2kD0^kc_#K-cRe{7(~BO;W^>H}?`@TORXkQX#u{j|6v9rW>u(i*Q%3 zIJbUZ2exLLbAjHP_(D?~pJW8%#i5(jT*-(oOnglL&6I(uI+Nk$gMB2O@06uSr?L}- zLYTf&D3Us93hJ^VW?8{yB9m!Fv~P5hrwiT5Ncx0U9OD^BD^F3Q*$u>D3`-_7#^PjE zzJJ*?2Xepj-7`l$u-=z~iYK4(GbB0kzU?BM+&UThrQVXKR(cRA{hYO3pU*^VO5l^V zrLfjK79RR&!-wx3IKQfh`l%;Co*`fsv3E{k+M@D5dw4~CImZp|=zUTA({sZ41{KoBeZkOx2 z&g(p%kH`H!=;|z_;EKZPZesN_!poer6+gp!Y8BI2MV5 zyK}klc57Cw%93unbp{q+(`P~lLzxE|uH1YJ14iALcTi@EFtx*_Omo|6ZfjIOwXNaz zXE_P@r;}&h|BPk`_<`T>c&1{u0S@g@XRHzvL1S+{*QUmBjgBQ82!xuy%56i@DB0#> zuUFhLmvW8}bM9`X2+7;>2J9^+G2;TI7=P(}(C-a|xS&yLb1Iqm+w*Rvv;61y;3YgQ zZN|J-o<%=ZO5*gJhr#Sb6uGh}o@Iq5anX+Zs9VQ)?#RnJp1G#euyDI79vNIr*SO81 zo79idR`(mM|D*~c>MqJQdhg&;N>1QAo~^m|=_D}I2}P_p3t{8iplo?=; zWzXT3u`Cy6<-)n{+{?4j@6u6aPxSp_h<5gy`1koX=OZP?;mx6yQ$f zj<;jem0dWp@i8ht5{2Q;4EpDC5PFBVq5C`$X4RD};y$@eaPE0A#6QvE{s~{etX^w& znfU`!+vg1CX~NV_Ef%wr-mu3)RGE%ds?5_GN^ExUoXR8tH!LvWyuUeNWN|J!sQ$xM zg;w0ee;J^6pb?%d-^$HCXo?qiPG@2@dT>kZWUi;?F|2*=LtutHbK&M@7!$~H74Gk$ z;=nwRZ7Su0I_JTL!Rg$W8b#Ersf3~bF2c$CFJNxSX}D$fjO&R?;%YnPVQ9l;?$Z8L z&Pys9#WLl%_B~dhw{!v*`NNLMdZ5l2BEu<7=oc(8m_(TjKOAw`0Iu^sL9=Hc8-D&a zhQ8SVWsPE-@l8Fre|RrWb2rB(gP*we{Bl&fz;OkCbvged5_I0w5-zW%8KIdWD=sBh{%ruU-Ycl?;D^njzrLBi_~DPk0)NXiK3nMRdDhyV&{Dm5_>I>@AmM|9U{8K>_984 zV}BI6kbC4qaw+235p$*=3 zrr`TKJ!mj5lY6sa2D7F!g_<|pa(hEOm}E5-;u+TfS`8Y^nuFDJXrU?e@l5$8aY5*5 zvw>#6orNEAvT$+wLinn_l+4jdhaGiIcxo>rY;9Z=`yk??dTSlb!+T*=*a`3&fOQ6>Lg%u6*1h;W{WMW+qragH^ ziodEeZ$#Cw<9Ij`h;_mEZ+dt^SqYzsXVPh(#&V^3YMf-AEf;uxCmt%l2yJVnQS!Yd zPWk5rzv~oPt>RbgrjOz9-xd+lnK}uT1Ju!=@;L2^_=clWaYW#10>%%jVY3n?ylVwc zj4Xj+8#TB(e;#?LnQOOr~Vnjtl9_= z`ObTY|J~#{Z&P`Ny#?o`LrRDxu@N5+1!CKrii6rjc1GSP^xb&UL(s3xXW+dxbYYN98lx zhGHl`qD5N|TR?~NI;cHiCy+6kfW}V3?D)_K+H>S7$Y`HIgIyNfMyY@7RZ ze9%~VJ+sz)GIuR`Ix}m@6Htl~X69TyPqOxx;af>VrkiJNc}p)wh59N?Vcvn;{d z(um91XwQ6l-^sE=YMhao2fEzffX^IjuvJ+>&a?PZ*W&DpZ&9CHgnNbDi5}18Zt(a**8Nxmr?ZqWTCAc; zRbeSUp0k1zl}^U%&w9Z8%SG6Pjvy7x-&B?uI5hm6VfH={}IunoS18#^atUYmBUEq7y}n=sIBW$#RxDYW<~0 zw{Z09uWT4IXAW*p&By)biR^@y3%1>|p%C)6mz*uVg()#{c#a)|MK|8^SydJ8UDZxp zUpWZUr@}Bd=qq`3S{x^ii=+eAPv~skfAZTwoinVuk1p%vp;g_68r;7Rs-5bP@U)t` zl&r+1X=~xQ^e1wb@HrLBcLH^mz_{;Dwxb`ekm8p=F)K$6ME`xD_j0y@k>N}*5taqP zsYl0fvEE(u>dOrk?-q3oS7=r0iCvko8meRwhb zk)cLxmpmeW&3f4ob`3Fh&4(g0d5DV1r|Y;)wuK#8^a0P=>WLLczci%G;~~J7XjWm0 zHQYRQ2u8o`fPq+fTL0(^h*$}8o+i~8c2$UJke9>PgGO*KJPN&xZ=l1ECUWA@B>WR7 z%q_V$N(;HeD4k)3cFX)gL}@$f9B83|Gc4fqy_L}L`IBwWx+Ef(u^z4;bRvJ<&2Z;o z5rILyBm1u7FNs{44@+fv{={(=R7z`twZX;2s`@_7e|%SPHjdDjiKb0S4$EPMRWh2D zii4zSJTe;@+t0W41sA*{Nq*37_}}-=`p_UyWRk&t`b2)E4A@1$ zs$Sj7mb!l@I;<8H@*IXE%MwT~|1h=8KN!~CO=Dj?o`hfQ6hZa$Ytr8Nh z@Lt6Xveb1G4*YS%z6X6U_sK0H_;rISj*(^qb6o_tzXsbTTV~@|LCHpJb^8FO5 z9*)8*%4Q@!!V#=y_u|Y2n_=U0WqRGFl)7psqHM_>aB~hM6D-cLKbpkh<(kFV`QZXl zQmBS5qb?|3eh@}djrsGB7<2o&En_x$5bdY>{S>RQTK zUO$H?_SWMZpC>r_eFJ!$=_W~!O>7J6CxRF6a*6T(fk&k$aYMJ3(60DEd}uDs`CoSe zA4PriiI*Zdi|_I8^|yGyfkIZI7rIAF!@rg!X9tn>M!WR zobooF-Ln>Df1BfHM|t2}It6YCX9R_{bJ614OTpv24EHSC6ejrY!XDqdIM|;JZdEsE z*PTkVpIgkHIOxIsI!3_sWja)7oWP`%ZFt}DGLk>8*w*qFlGd5xSkYcQV`NI=w#@{e z9XhD{q6OS{9>-mkakz?R|o^1@8F zm$chA8Qs_21>34&vaqz69b;pLCR*dzs-ghg`ZS84oALhh^DbO39Z!W^8)@LtL7ez` zI#Cxq5cIk6=dG-_>_jbRKGRrCrk`I;XG`)G?Jc<|f65SlWM0LF3rAqt$v9{>Q=pr) z2FQtUadO~F8!eNGLFEI9FeYX?k5TzURSv1+OWi8LUx!{?B-TkCxXI-9_#7;dxk3k0 zW#N0yU3SH=JjQ=s0@3=J_^2ZnbN^F98NaDeQRxUFl{3(_bsW|eRFX5c&Uo)Y6Ydu& zMR~LU=byjnw7Ffx|LrSw>l;fL`-iuzd(4BMKjKlKn@Km_o(4~h1$19V2)+znBAB7S zAI-mCrdoG9VXC++c=jHohgvo0&rSof@iIGk^*l$`pK4S0(#Q#AM5M&AB60c#`Sw;@VoRFNcE7X zCr$Z1dQmsk)aO|IJso$fxI$-sdO?;f_W_B656SS`c-VThjsEFPrb~jAF*{NLMT8>g z+jJpVH)fbTfAyD6$<3loQqI(K>o@v#S1`y;cuHnOAEfSOHt6v#6|YHbLDwJgP3z9D z1b-c#9TmPGAMpJ3o_r0o7M?)X8F}!G>S0=`{sm*U&EQIo3OMh_L3|dt7=0owxUI*> za?gsYaZ~?meEhQ162pmp^=N;3a_sly;y;@WP_G#Tnt>l+;EoVC zV|FvDEKe8M^~e&Npng14!#D9IG-%<=Z0c1MLvr&{$UdR#bZD;-E!TcW);qV;Sw?Nx z|Ih}aSI>d1%xU^fYc5e$4JR23MDfpr1yHP^ic@aAV>bm~7pVQbPHJO?@%77{81Y9J zh6k?*o{I1p?}JH#OHFAk&o;)8x1)j=9u#W@^$1rKN#te^$hxBpRT|Dvn34he-(Mo3 z{SokAz;rG`F9yt(iNoQ5n{ZV%myo%+7R$v{LAUK(h$V|5jdx1$mPUt)a<^3D*dT6Og| z>9C9`!e{(0x_sgr$ko*$XUurt%BfXwahDFBVHC-y48-@|qTHpKyNKNyHyodvV7vbE zWkI4`4V|{E4xc#uCBe$!xGX&kCsiNDn&l1f&wL}d=h_BA(bCn7yXbAqI-Y?k)+5w8 zrVLwFNa3w2fcp|bbg^zS$+t{{^2A?6r28>;Z_vapV?(a@wKbk@e9FFDC5)2Y!gS1J zNj$k|2`+jQgyq8Wm~!SfME*LCch2AEy~QEa^qe%~xkDHVR;AIC^PK5ZKI`ao^pfCu zkuofJ_y=BXmt=yTG}6t(o;ZJkA{x7n=X%yBp_YOXO!1V#aoYx|NvJHXod1=6Q$e!q zYy^ETy9B1s=RL6AzHEkx1AhM9Pwj##*t%cW>8$2TR@K{@6s&zh`@f`ug}4r0lyJf; zDeJMLX(PR*v!1;YvIo09y~RI$;_#jC2d(JlcixUWHxubHC(ogqwT(VY`N5JLRtgJn>=|K;XBUT z4!@@_d0ww(Kq>Emj0Jj%a@D`6dXO$EEmDAl9lKE7HW&W(HfIVH1S-O4zaCsY6h}&)yd&r5>XN4e zr)kjLw}Opolh8WJ2V5fWkxKtP(9?ek*AC2uD0M}2I*6zj;X#^}6p7A+U9kV`1X^j< zBbagYEh*YqkGje^~Ald`}NBJf=q6h3jwu&jDx|o=!70h0)=`2eL$HK1?#| zA-ThvM5Xrub+~hvlK9iupE)SluEKLp#6Q^zU+_oOd#Zc_tF9JoCOxzw_ZSooETKmpZ$ZUs6IxV0 zhFe^zj63*q<=QvW+~{RH$k5t=9>=cYlL`-*s#pp$UR$EK!UgJNGKnd-?WXG8gu8!( zC3m=&Brs5j(Ja0Xv2kNy_KrdFMa7ML()&Qno(RGA1LHBMw-!HMJx#<<_2K+_AI`gI z15F93L#OYBH0+x)1O_d~gOME3J}DzeooxX(S}bwc%ZF6vOQ7)A#ax@F7b);DpjAGQnrQz|0nN!o}SJnUvjFc|wzl%|1mcfRzbeYymu57c+A$+K)9?uY-TfrM2DB&2Qnn=;rs< z_c%lBjYM$x+X^Fo(Om4_2?8l4N$Rh66ijo%$g||nC0b#a^==I zCa%XH_3w_wEjJM!}z>^uwbf z5PEPH+?FeGH(W*F=k+SWRcBz-W`s#QjNw@1B3hywgW^{eVe89CHvfV?(Y8pV`-S64 z^vYy98ZisLN13B6e@>C;O63{5(d7EmI2x*4%pM+V$|+Bg#(#%rySq0d0ThbM zy7mwrs0;H)!T;EfibUe=eU7+_Ytg5Vqnnic9WX6Bl1wYK#7r|8GPQgxb6Hah4_S24 z4YoUR(fkhd>ve&Dc{fO~>jkp^YcXs)G==;M454-1;kYj|6b&tAz^c^-*gt=WXnI@Y z;cQ?0(kM%se)*GN5(!SRsj&X5iNO5uYk`l#G^)XOx~8d|0veykpR$^v&dMF1z4ylh z+N)sG!5<)Wli*X65Hh8$9A1Q7f(MOpINy0X2CNu`i%JT3{)s6{SMGoV5%1~hz0*kz zF5p>=xfIid(9o^~b!yNV@urQ-qLYI_k3xGcTMn=|dLWO=+uAR>WD%q-V z8<+3Lj-HPgzlq}Cy*k{?Z-3FfMuT(D9in-s!k|nf7hcv}C)<4q?K#^h7>tai*RqGm z-dRf6(;k8u%Vv{yxhTQuWz%5eyo1!^YbxCH=9xY(B;lu>In}heLX!UHgV?+fj2EQX zvTb?n@(n6@=t>l>OpQUUj?H8s^9Fs%| z;Duj4YL!l-+oy}b=2HG|=4-Gw_9<}3^44*lk&ozVR+J3PRz@G|z)6_v0VeL}&>=37<-0;eyL}zTb4a>7Sn( z9FNfAT*r2jd9IN>dnN(vZYJTX#AWDXlTOz_Exg}cOVb|IvJXAX!K64HghVg$ox(Yg zePT7)=hH@|**x-DO_|P&s=>nw)6v~}3)O8{fKPWG#qc-B_>5aGzJ9#`9-j#z&rSxS zg4Y+2c*EHw2rXyl7MVc3*nJe8-$g#U7LZ4Og)#H49JY_{$BnvE$qnssTp`cHS#-jP zO79VY?)KeKGVF+1L2t>fQ%~{JD~jhn*Rv`aXDF;p09occR7IbI()SAcm z?ZXc&{``WRkJE(aHzk;ylYvt9L%e&U2gM}INh!~oI=iR_t9L}QtNp*AW>*9-kssK; z_IEg~X)^fP$}qRvri07vRluD4%bq@}z$Q)`5KOQ3+;lsl(B=3PTJ$~E~Mb>llTtgb{oqCiuY(4~IJ@cT>u2A6h za}GQF@{7P_vJ7sm3B{zwJA&%VS84uyC72?p#^)P8vkx^gp=9oA2tF7~N=r|Z>FEt* z$HEpOWb=T|EIdc{EaQFLh1tE>;4# zdqF~sT~|Clx%`F*)oEdv#X`J2P{zL9EWl(H87j8uE_7M(zWKi$IP|xjl<1$Pr4v$c z=4=%x-Xw+X$%NagTSY`}HNeAU-YL>@gnypPqxD5?ba#Ieocf8_FI-9VABuvvuRmNY zC_}Tpbg0ovgvLFONwPZvJ(kDWGS^|qa~Kj!)^WZ`@zlc51J{XYvDY;_G?!;%H*MG z1!S3CH7NhmwSL@;{6VVG{TX`x+`^Zlzzs+h z0aGT?9RDzq^VL}gbY85M+H4;}rRRUh|SLc1*ht_in;DJoJcXK%1Pyo)I^UypfBNKR@DFXF}WDz6nm< zO~R=Y(;7c6HD>-nIwX2mP(v8g^tx9Mr}5^f_DjRC=~e;H#;`vqnE=RuU&D9roy-dp2=?NxlY;1#6V)j?lQ zF?kk0fU$Sl&@fMd+y0ku%jfa#^ypvsYP5PWQO|*;vh1H0r025%*rJg5JDB zWZ%CDuMAi(5_?S?@vJ&wD{6I}olI+=Ts?W&?hXfH&8ANmE7@wG>$g zV(}DzPYGm?N!%be`Q2#4=_#D1wHo!PE+A>IAL5jHO>VbWKBUV@GtPXLQA*|$+i2s0 zE#;}W+Aai|cJIWUJP$)p;wlNRG=*2UBG|`H?_t7`t)RS#CF%AVV3GNnHGew^m7;qI zxA!i#=={N3fjiJ_>U>-;agt8@^#hdMqRDZ0A#nJmK~v|yp}S*6>AHD?aH{$>@sbvY zTYTZLqd}33DwPYq@99A$jVWAYw*Wtt3NbPMIS_iJ7g|5{Q_H0a+}IVT;BMd~ZbMK9 zrXJ`0les6j=zBLXO*kGBG-|ow-TS!p5|@w~t|tQJIn@3A9s0h`9v|L4gT{7`Ntl-| zm>=E_I|nyn@qatml#Maqux~otG@8q1cCR8g-?s=JPOqg_PTvIqpaV%Uc32rM0fu+h zkp+V_5I!gar>@q(jXp;j-;&ARN#0JSCq$x{W*DsqoJ$WW{(^vvCvZ?f7FTbd1=hRG z*(_%h=CMf*-BO*wm3npIvMbw(b!s!6yfcd1nz2K;O^F!Km`dX}PA|4sZUZ9zU|i!v_VXJCba0+VLC1veXy zf$xiinU^kkIJd5vock%y!MClr;=m=iBcx1wdCpeyid^XSiUH)$N+TzEN1Edb?EUzO zl<{mA*DaUP@P`ZWnkfY%eOpj6@+w_)@ewAOX$Yp>kmklaL}6i=BxfDLLh!6oes1cD z$J)f01gBU~KIDQ$0xytbw$a>k!9+6e8u4}Z;CT_z81Szar#-SJp_~|VWmtpBo16^R zvb^VWq8nzttgvmW{ftMB8FN)uKQX&f5t~LGA@+_oDvgonMsnxEe|B=*oKZinu(i?l zh3-arp>iA*g4gh!vR@_iX`X6?dy$m#qo zh#e4P*|>Iiw!U4EHI>gu3)E;A-!JbD*vIpDJZ;F8JetE3*`N)Ge9t9h-MXY7#F@9Ze?s?b$v$Ik$Ya$ zIC(8jtlP|nU5=u*&Q9prb&c%mZX+dDI{bby0=Vtb@OxSuZCJMe&*<6P-hSy0G0JzS z_vVX&F!z0=sYM9$m-wKqsTSaU4R-1RN-KWWQk=xk$DH2bnAQr?w`v5Q8*ZecB0S%# z!jay5@j@`l_ukdVW!M^9l?Yst`&cgXvTeGXJbZ{U=JSctSovT)(3gwx$k`S6fM?O= z+Sid_%Qo~K9D;s1N7Rqg7JTgdM>Qv@cXejSB=0{Nb6fOZ&jJ9=K9}cfriVZ;8eI zQ}kYL5nSA7#0VE{#_@7hkgzs^o=#dyo|!+QM`vyXpS!8Jsw54Q_fNzRWHX2lmf%9m zdKgU#M!oZ^u%mDczHGmX6;=tD`7@g+bv&bcoS%aEdyc4apHX(d9{2CLDI_Fcg}ybu zDB(XSkegFZZbl-kdR|7Wb(LY!u|Ybb&1VSxx{9Cy~+-0i^Gq+1AJb32}T?M%zJT-tZ~jJndOgh ztNk4G3cN@zaz3!;XfV;;E(_0M7Gr{fksyEPXX-p~9{j!?C&S*Qm>U0qhA#%X`9TW) ztjlL@Q`(z?Z?%zwZ710U{qb=1#A4WbLx!7{t-}=El3*gP*P+Maldxx59J+jL26ed@ zzALLvcD}U3i?ebd#-WK`t6BwtkWPsYQv2WAzR!+M#1y6x2Py({Ci>X*)44P*4OaL#nu^Q5^gnUQ+p2 zIpCz!Lsz}2#4BoUu&$sIyKw|URJ0-F^D#13|1E4!vB2Ha?%>gLesKHWMyj)F1DeWQ zhi0*jnC_Vao)dR78z(fO-s=GL;`wz~>w~zU=5gG1bqV;UlYqv4{5i<7iL|VLO5Pt% z#;p_U>Gj$Sh}k`W!oI_}U3?uhlrN`>xA-iOAcbtzm`P$hPU5s)fAYI^3`mXHg&vW^w<-Mk>O^r;Eqi<0m}LdfZ7!i_s}kQ$-ES&KaY z_4Q8$4n@L@$lp^qDw`}gzn0&gCV0_jNE=={(QUK0 zqN8~VPEdEn25~7)>ckSX@^d7mw`bsXat&wdC&A6uO90>F1dehsczhGo-8M@Qoe z@8<%e;Nw`JpO2{;(_whe3b;6-pD1c;a|Q=x;mxI4sK?C2JEL;+?cZl`TOh$Lw;OHT zUQkUo*m&Ydt3P+GoX525_v4SQ&Gf?ccTLKCc0|Q{J|ykYgjwr8QT4I8WM{!S z3Kg<+WJxUf&$@s$eKVQf`C3n{s!N+J8x_%&_tyE$cES;vIO4TNjq5uog?ru|!9L%O zoW*~S>Gw@R;Bb%6tZpjA{*mL@GOC7?)c&IZb^%RpN{M9fWfIYRXA1rWf9Q*6yWqg^ zb`+r^Gi_qB-$W6n7%jn7gxRGak?Xfx`ozvB|3l4>so0S8t5DvyVT4 z*`^by_IWKDt$T(m%bMUqay0h6yTn~hRHr4AW4Xka(%h&04lqw?1Ggb_E;oKbIE{AP z!}ZIa|G)gBFQq3fgZRt;-_QT|_0Rf$*DqV022E4a$t~Ma@_pth$okkrr-pRXRc7Zw z&fq2W%*zqfJ^PIEE7qf1l^7Aqjl_9Z9YIEKA_xkTaeAyW1pIC%6V>troe`NY{*dVf@25=ZxqH^dJ~>DY3{0|%bPqHR|nj*K~u zo23GqwD@y$^WW_#C2E4U7OiwgRW}Xhd)VrmCE$^VJKFBLNY0z`ebsZfct6KeTv2&~ zeycl8Po5FyekvKG;`DU9XIqJP&#yo@Ydn@n@q9sc@fShWXeM#6h-*^b8;vS09`wlKAS!gBf<60T z1XuI3_x#^uuu70g)o&cekA7lkd!r4HCj6w$IUYE2{tf#hEQQdN+34FCjc+q_px3FE z>YGHuMagrpBgh9MPju1XsCanKzwRfSBbw4CWrIj^4H2t8gp>XLkh7t81-qxP0>y9E zSbDtOwzBmee;$*<%>&1&R>>tATo6GM%MCzf?s#~;G7~agev*SvWMJGT{=E7#h5Yby z#l%1#vN19X%zmhYbJvLN-{%)Gz{Z+XyH%q%XH0H0i9Bbnfqfkrj$7aCgu9~Uv;^De zhl5e1I@B7sujnA>&-FHW_OHV1PqL8I*+iVjOOP=61R9|Hl}g$0_naUjh>T2Om&~;i zRDC%L`?F=aH332V`$3#LI&To?nN{PQ+;lv^CL%LcpWDH6jbF;_Mm^mg`st=Mh}H?? z-rg@{XCdH1p(&U@Es*^fHcV>9g@R&t8LXPC3Ma4Xl3Y>&*0HUS#Bh{352xiE8cJzH}02(DS1O*hRMB8SUe(a0&4#9Gt~mcPFM28weaVTLrM%4xy3 zavKnRI0ts!jfCBu$Ke?7(lA={ll0#9rweL6HEoD&qTao`;Dk~U?CV%cEi)EDrNKSH z78er;%$W|I3hA_zR?x--X}v9oh zUC3jVRzIXKU-XmtnoV@Yi+GyvvWuO2@2B95TYx}f0ljOmEo) zc=ZvSJkPQiwjI*l44`L126k#*Lc{HHT-|0h;#^Tdvd-*>Fq0PgygL}4l^4HVzR>4Z^3S3M34XTM->zo7>QvF>VhZN)c98n> zd+}gVIcmp9FprLkaqK}YQhzQN4u(#LtKW)Y>F(?7IJ+2Zj7bC+302o88qb&G=H5v(kSnEm0wY`zDGbIEE?_QNi2KWybLPJ!I2&O; z-*Mt0&uh@e;8#^RHbWe>uS_F}Mg92FJ{xsnIC}WRQ#>qpg3NilkY>ik;I*mdG{>w; z5S37XllWPzjGH#&>2#2>{zh>1q3F7&WROw;h*)r$;0E@|^;+z$>4$DV}AosPp}KV>7`qqXf2@4T2>(dgy+J z&*?>uXU``aGt+&3gZ8rvkmGAiM5ei5W$|Bn!FvMtV5=W2t<;@_1yPJp3Ck zkE*}Z$j2onI5K@4hW8>KUJ}7h+v$wIFG}KeEj8|nm^jxvR*37}DaBn~qX>@-$ADqS zIxgp+1~+=Ykjpdm;6BRbE}(e(Xd5<6MC)B6)ke$eZ8&(FY&w&)p-1EDFmd| zk$Ii+18=ok(&Psdn4m1oe9+6G*FLWACD zP(>&EU@Y*j0p;j!s@k`hQ>qbTeAcQ!yonoU=ONDw^pvupHj}xuGBJ*>7vi3Fl@Y&G z!r328qUG<}YzD?>q4f6zOs>06B(>jBDboRdr|=aluk44x5yB-)T7kUWN?7u90ojy( z6$@MM+ithK1Kp{aH1W+7BHY~ok_tc+$BQ?uIU_~7*LmWJwLx(9d=p)N=Dba3&Q<8p zy9a`eJ3*XLVk*}KfOtCtIrqik%e?&V6+I|eU{>~b~tcntQz2ulRKx+Uu&mF z0X}%U5@%Q!VEN1*y7Bi%$nLekszzm|WlB5P@O;|OB{IxFy*y)GbOb)m6X5QKHF&6E zEn~So7SFn|f^;tz#_7*bsP4-aN+zGU4;{yZpjpf>%UF=(cX^>Lg*=Pk z6zoiLgdPn%kcTaMt0)rDb%be9l!N$ z#xXXta7o5al;{>BFFx6FMQ4Sf&?=sE?D&QK?V9B1=rMpZS+ro*Ss+&X(S5TG*63(3 zBD{l`w&(C&mQ>166fb#9<{r+U1E+R0;9IN7+y_G$cJkQ`pkx+@TRg`w zfm3DBJnk}Wt#D>^3!7kbKrFJ6>p@K;8@Cn?LXTW0`SMDR6E7dfdnfndRbMHfCDx4i zkOk+etwnv4Q@~}rH&-a#hHi@kAW2@5+Z%g}?eAIIhc!CUbr_+>v zX}U(#WHi9w-!i`Q{*KI(UdHu^M#E>%OBkFV#Vwk~_ksDDXWDQUEc_P@VhOLP-^9I; zEv*5EQhi`0A=EBJ2Lglnnb-?0^5%^-+$#_;zY@m60yuz6>Ll60n_gs=dmoNtWtrlc zj_9ZI6%$+}IHmhOBzhh&8;9EQThl9g>j$4NSpNWT?6-ta-+s80ki>m!IEAVI!hp@5 zi-&Y9@izbOHJ}-=XQ>Lb>4%bT^`~U;*i`aK!JON_)eKZ`Y@$17F5@Pcj0KTdim0e4 z&lw4IllhD?Ox@vu&eyx~8E$n@MN@^d=z;Nq8GJ1n_2nM;uF_9$AD;wbxrrb# zH<2Fo2DjDf_T0fal`Ah4hN%~nQE2h(N8khq{%^o5uO-97Ifv8*^lmlsZh zA~h-7(Xw`8`au*l!=96Y3o;;WDZ~6Ydj{IyDUbub8Du2A1I~<-B1aC2;h}d08DSFLWiCrqhZ{1hHaTkKMx1j(O-(xUQ+|v!AeRM83CeUE;$e{%+_geGtax4N)s=^(B(;m^+^ z#xzPI4EN1>N;Zz)fDfZ7b6K9FB zkm>LXljYBYaZxBPFt~!}e1)M`=?mt~-GYe~C4v(_ZsKZHd2+7v9_?&xCmC+r;FOdo zxh^?_%lR$F)z&v+i*Y8;j+Ev8*ouPExC3}?(gcoenS*^&Yl+uQE8IREVe+fd0%n_?Jcqn=q zZ{=qKquvjy(L~qx}qR_@i{OjOJd)}twxVCh>9jipX zto@6m_&Rl2M`aheewd=|}lg&`i<+#o$uVsF7f#wy%bFm$vfG zjH&4Gy07VG?pXY6;DxzQ#*w(-eYP6~qVQw?eR3ytAIx7j3$!c4(0h&n#`-AJ+}t%> zte-Box?GWG0WC%EZGZ9miCEAXH;H?s8IND?#o-}$dp75Q3D~FKW8dYJ;k>VHSnzlq z77VPQTYVOykAepz=mv4Mo3c^V;0sp$ti)G&Z}4bVAO5}ZiMBs^i1Qu1a7^w^%qrse zbH`UKIOmH}%VO{|nZ%X(E(6i}CxUC{pKxxYJ(KnJ3YdHE#wjI{bX)vE-tW>w|D~6) zE;}{x2Jc|qZMc=(&6rE`WBO@OPcf9NP+r3&G zQ#5l)b`lfxu@e}Jzi?oVF!LzpBwWgthizq45Z68(^zM1n5q@vKpxA+1qxl1$Tg3|u zT}`n`QeR=RQwpUUo07@_4W#Btv3hqSq68Wk1#3{!7%JvtZU2z!{D5x;CF z2RkRC_r7}GP~|g5;FTG)wq3yNCF!^*NDphZ<*UaR+jIFMS)4Dd$mQ^MA|~-|>>f+rQ%E&e*S56c2hU|b-ld1&-PX+j{7!D`iMaR+8Q4Oq<2_8)Pq+%T>&(>oSmO_2xIi!0xI{<;3Y{K(jGx=Na^u`lVJg%YLW^n1v7D8 z!YTYU$Fk}_WgYOIT#CaLiy-Ll2pEr5fWRhY{>iu$X!af^{NJOnRMZgk>gvg7haE6? zq#MdOhH9fzI^{}|&|^gy{l%#+$r^b7?IdIPO$Ikfw2;oFg8Y}R zek5r(q1Fxp5b%M4#fO*ED|uot`CJNpp`Hsy+l2W;&YV`^Ivd0-jG6Y>xAc?UAF^9< zbyeN!R2UgBtnMqj4hMYCkk<*B@L^+vjiO9E{#mb1?``=)HoIg|Irmsttn-&yW*$rK zZQhIiotH_=_#=$mt$@bo7K24+Aa;h{pwE7G^7=IM=^1X`9)T8~=f`I_>G>H<7ZZl* zYuae0gBqAWx4|El2RO}-`_3ux*x{T+FJ|aK{=QY{z2Fno9Joq7o=rq^`DTnWJAs#a zxxLbw5FGG7i~qJ&q2VqTUzoVzvq)uL<8p0y*_KRSTGdbm;RM@-U5flRjthM*`wP*Y zS_Fp&TCirte`vcui|73(9)Ch3QbkLqJ6D2D)QZLfjrUN7k)v+5iRjj^%3Lw&Aq~n6 zI2fafKRP+zd`lhH%{z%-9Su-zUcc=&uLXQ_?H@EGcOx8lVZ)!VG!K-9zFDD}zQf_V~w^oIaoKMT3duI^J9KC^^J1n5Ub_Zrm`N({^C&QY5 z$Ryb|yXk)A6*%;4oN?g`fX6bxFWznB?x-it#v)=f;{fEn;X`|xI$kvTP4C@v#L)<8 z@Xy*qbj9RZei+B>AR+K7Oa~ScN6_Ey2z`=wiQ?@Xp4O%=>Kl;=)n@zg^Ne`hM;&2@ zbrx=w<9fxdv#6+A9J;o#1aGbfGp!$FSIb$fzbwGtyzxF|#IMq4O)-o>aXh@Qm|H#c z-3}}~PLa3ETY0<79LVQer=djgBP{5V#T>&z@CyG2%k6LT0_Hs<=ATw@XSWGt-r+>N z6*!Zn`h3h>zZO$d9^;Q+%Wc0s@MBa@h2k8=L>kxigbe(O;6;jkq$(@qNQ0*yeB1k! zbVZd>Ll&W_j>L5Nvs2^UX8|67=kOT8?Kh%I7XvOLs9w zgS&Xg*1V!3gAPQ=8S4?L8bu?Al4F{jSr@Pe-K&q-b*JEQy5+v8- znlGmqIqW89|DE9-@D*ZT#uVV~#}+INR%D%%?&FTx&TMhiAI$X{LN_T3cDCFn#_QcA zkkin`M`o^&)f0?2hOgf|?RblHJ6|DU9?LPp`XiPnUQ_ra^DC1w+>i1=wPcLqb2+ zliyh(boAIOT6FR_{tKWeE*OJ1>jTKIY%7dT6XiM$+)=JzA)J}yhbQcIqtrA(-c~NJ zKRhCVyU9VeYEB@l&0EUq-Ce_)a5Jx?ycHYz)s5xfk7i>PSFyjkROx8VCTyrNLmT_k zs5B#jxytzw55|?je=3JKeP9m!?b^hAb9#n-zIn`?e>Zv4kM-amb{j6aI32e|-@~=; zr>TfHm+^C`#4S@BcphIZ@lRU*~Ummwc)5R*-bZ0(UB_f70 zHm5QDt0J^attL|r&Y|Ux+u)h<8#=Ko9@qF?fjmw#?GOq_^XN=m|7aHYzP>?soVP&f z&^>6jL|0QU&5Jl)-Ecno znu*}$>K|ykVmD?Qe5HeG)A7g3F{A>mXqy7;Y$H)RnPVQ?m`r5PZWl+9VK)*sne)sX z90w86Gw@`n2Jh9)Bs;C%k?ZSM6TzwjRQ_o?bITwG`W;^LEcX=J1{OK8HWEIpMTQ1D zWz$kt`4%5nj3+VJRjP8xs!&PI6 zSW=>nBrcdmv8r|dfkb9b3S zw8?h*IrcqccXu0a!HrP#KR26ojW58HLGKxzi`$^c=>Q4tkHSMg)5o&fS0$;quHCM?cn+UyMhV|3;;$i`dF#liB%0 zIXH831xBlh)3A(O=$tBr&YhCBBFPV_ZQwL;v5CY6lPUbJlIw6{Ac$@+>BV{Ke5}0M ziu*a1a{Ll;`eV5$yXp8mn8eLV@Mbe<9+jo+99Dni*cCIvqzPM26Z4e-LN@ejD$7g=5 z{Q@4ZtpfMoXSp4PKL50wGXGVv1*}=B#GkcxI{)}r3#cjo2FDdLVez$LkTc#78tT#T ziSwu&`(+N@_T_M`PYuoDyHSYKjQ`aBBBxs$Xlwo_NJxr?;!18dxN!jts`i27%|M(s zM*?yV&V_WH9$KHo>5|;;%CG7nN=ORh*V~&wOX)KHG!^HcWkhg-RUz6%aV!e=o20MA z2cDd|z&uqR;rb*r(DC03Vz*I~7#!8bFQ4pS(u)FKbbT|o%SyhOW0Ao{I}1x%UPC97F+SwPtTJ0;gvZJ-sp*w{n`Nfb4-sdXV}tE3alELnc*;V|BfOUC5I z!!)RPtb!N+yT$YSP|xLCW)Qd4Ll8C?k9)i$F>GBd*^(I^K?>Vy~YmXtM>Blu$h$ewyad-ND1V@kB+hlly5-q;djDnmvwM*FqtHQw z{~m5Sp0FxQ=+xH?KG@@82}&+93okE2BXrER0GR$>Q|t z4m$7BP7vFx3PaYEOlf>V^TTF<(X!249`y}v?3Sia6okp++08sR_YxFlM&lKecmSg+JuNblM3Ep54!|Rh^{DwcZ4OsxYmZU>)xDu)# zapS!>X$*o#w{x5V6CCjQOA5D601e|MxUP05=*&|mXRjIIl`~iA;PDZfwA3Ba%|v0v z`-Q|^yOicxCxB|OLq{!dbe`xKK)%fIzF8UodCzd{~Jn^(LdRZn6KCV~@ z`KrFqr~Zl@i@8G93oBt@>sR8^y#Y2nHzU)=H&H>3$9&J*9%OH|aGpqQ*jkkgwnFx_ zb*dh@ZnK6)AO2{odpd?J$XS3E-ulqy=FLRCRpyL-EY-8DCp#BMWEjo`m~^jbO{MYhXWNJCyy@gb|i9O14kQ%JO<5;W@^v zDGdgLEjs+0qt{^S!u6m(ZG=P^Y4b|{Jf@lj6-3p+n{G_6!;p2ttWd-`^m9Nw-yz42 z>ds=d3@_l($C7M-@h|kX0JeJU1C{pwLaQrhLYg_^+)NLu+sk$Lc}JlOYT>bTZl|ZY zki1v=OpUi*rSqd*;OP2~Wc9Mh2oouk@#@0%`e`6$SC&-jfu)8^t_uMBL;-%Mlx~F;?=qlOpoo0Gz88j9HBs#)x+r#M7Ho9M zgQag;C`yUKjFv@sB|96Z*EXU9*BNujOqdB@md@Mwuo(6{c7s_JsStD1fVdm42Vn&% zTp;L0#I#MJRB0V-pO!)t!#(M=01?On3uNYGR2K{!A^Q?)QC@cf8W{;O_TR0j#?okf zn-WUp76_oPY96`vPJ&-}$_=M~eN4ZN3`3G|4T_%AqaOnsz)4vTFWMH<04ZxY_iZZV zT&qO+?itwB&*e*Ic;bxlTr6L91X`Qs!xRH8zPP$0|4nEL6&-%c&2zbs?Ru2mo|cG9 z|IB2yZb$OBRP5j%&ON~@CeEVg@>^iz-xKWL1~(FJQv*$l3t&g6KTMy_!xGKMr0YXG zJU&`T-dRgvdEhz-_1I1}8ZU>XAxG&l^&Yske-3U}5<|o7B78f$8hr46IyvHH2%eRE z{2c5Kxd99KpSk$Ui2-4-)L|F!`&JjCyAnoexpSF>B6t>*_-45Ht? zjqF~T2>v&j0o?bCvWY)C(8VboHats!qz(Ew>%9YbAB%z=9v0}lRFCsXC}6%|GqdN^ zdaS)D&DPxGvAdV%lE6$8T!i}Uq1*^O;K0L_W>w66B|(BnKY{J)c;Y*ky|FW)%QtSr z7xyJ`Yxx!6>23kLMW?asotv(GlizT!H_Yzm8?k>W@lQd@VYjCt!82b`1+%F z(0j`u{hDu^yd1!RYIEhGT&eQ<{hQ#WJV9XBfcMnYn6<|kVWJ%ISE0UF=gfpWv@bc9x*!SiX)>q#mq6O*1D`1_CplTW& zIT1|c+J@oc-373M=K=+iBDU)k{)0J*(fH$aBc3|YNcXCiV6>DLW|tU1%JX@2E?Gv_ z##(}t`X1<4%H}*k@0iw)ahSOB9UM87NM6{7BAYseA6;QZmNAcLnQt5Kux~fHudfWL zGXz0tTn)ERGz8atd*X9vAzNw^io??;@I~LAC!a?q^QC*HbIiOAJfUM|{P^rf;_2Ut z!9oAgq5n)+Z#|078)kucTnsi?T&_;dx`fvs*5C^N7noG*k8+Fs*)f4t*yz~<$M65d z`Q#~lYnQMs1`f(v}syM9-z06qHKBTe+)DjX^WW zl$22C;4u6=trgB0YT)?_2RL_=fedCj>KZ&n?=KVhp~{kEWu^>HSJ?sb?Q6haRfJ#i z;VM)N?E?FZ8R!@1f&YcO<6qten%N}-@2YM-{zt6{}s!}R(^(lQ; zc#Xb+_y%~ZhYueAloYgJh|fI%&t%%#>bR1Q#N%hv3qDaqWtJwcY;u&0;HxK|+a zFr4mbpT>EKui|id1>SP2LxJVCD5-mqaDxLZRIeeg<5|+XLlVEuX(ZbUpOC(L0~G&z z$^G{{V6=GjtVxKqXz>%we4K|L7jk}Cj;mkJa9Vg)6MDbv#q7Uv*u8EpdTlU**jj74 z%U>8}dM4n5jT4zo{gpiFVg^GEuc9$`y{Qq?S>Cn)yvWM4T29*RVY59r^>!_C4Gruh zgEBa|{~7gKl|)nO1(`SFT&`Ysll+fwMgTTe0ybHI4#!Ro4LX;eD4j&e|1kUkj#Ar{_XrfWh{ zM?-*ey`yw^j;Zh|s9mU;@4JP%QG$N9E%*9hS|xp%x| z>FIRJ{1D>g`;O>v-pC)@)OngB=_IsvKTV&!1NWxu!$YE^gaOvO82k_ z){fwf2aSvv&AmB>{&@4#Oy0dGT-GRgCZpoW`5DEuaj@z(SzmpFrg&b%t`Y}S`=^iD z0{gIcO%&Iz)ezhahf=BA!$9ftAQ4q2j$nc&iG|L}Y&c{SH6)A#f%C8M7pnhby1CK+xmQ z^y&HIn4%g20YVFjVUGyz)D(d>cRu*?Khb!%I5_#o0k#}|gPJeR(S3^o>z;1O?)`O< z1WhvFaw31>X?iw2xy+Mvlzby~W;~wg%xF3uN2IfFLM3B5^TS~OMGu|7FS$}#joz-tZAA) zyRi2v&Y623&wOxWyEqN$d;3+)F#*OPDF6?X(|Bc36>;|bNYvN# zP?}}|WsCf<M$_65N; zWNL#5*7b5-r|*A~gWYNP`@=8W;^#7$xw#+3l8$GR?<%jo0>~R#GhHd>+H46F+dg+{crxwC!ttMT%k)$mUu6a7u)P%ktSb{kbu#{o5*yk#rg-xmyD^av#M9Hkn~ z=gCbeEwaZ-g!Cv0;mFh{ygCk|s9+uFsi4?io}=HOF{W*9rw@F9YpWRggQO zo({ihC+{{YvEFNq(Y)J}SWP>|v5n_}c!~t@#;8c|MLbi#m27u;$Simt0Ru)q7~g5u{a z5_bP84gJKB?XU9j`0lePadD77q+U$+<3*V4xDwZY3dgh;v1sWKgrk0Xv{t$V!wWe* zRPQ0Q-tof+VMlTE%o1YFJAgCtRPpLN1?U*XKS=~@wcJ!?~v09vtuOD8; zlYxf(W6kpXxcX?YPYA*o>poa2aS2AvA|U$oM1JM*U+~4MiDSVn!$*duaLx837JA72 zKd(t{c;P-h@t+K+ zrxy~n?pi{B{o@7AFT}CmE3Jm(?J+km9pjEIvsDbUXL~}Yu+ciDXueX49eAR|4syFa zyXp4q{>&mQS-zGjPu>PD{U4dgt9Quj8NLu7SJMvcdioyioIcS_QybAcWRUXoM0kBMENw|u!8?8nh--qC3*GIYvnr7@e9fB?_||XIGL~=%Zia)ejGyAmsz6gv=Vf#FQA5LOL3FZekwow2CocV!C!9GsONSX zqofpwuB{52)y0hc1@0v9Izg{^!YY z#a3vcV5Bf=s{3L2rHQ1&aThwwS3)hWXLS11KTOrYYv$F6H(tuzYpbbsg3b;M3PI`^FN}3U$o7;e`H1>GTQV_6c8=SUL9wUh~)l_z~Ea5G8$)ce)~}Ik?OGheEOh63p%{a*&j{Z?0nCk^D|~(QR7syq>@jE zPb!mF7NHpCB>_JLPm=E$0yv@<$74f1A$dyx=8Mb2PE#TF=Pz0IWYQ0eSX+v>pI*l! z{ka%taRDDYO<-fg^>Fn&4}6+ogolnzVO1{6;_2z)NHyy4#`*$0UwIHMmUiJ)%S_TT zKZ?#gmqbp)pCjRaf8fujtvo9mjyV)0iz8RB;d9~1?4QZgXvR4!-pn`?cA&)-?+qD1 znD!*hsu-ho-+scOY<)V-C>GXjSPY+v5|~4Fi8y+x2EI4ng~zhojxpy9oDNk(o>~(A z-jPMMJ7?jN#$YPUonK=Ng>mhvI0zCwPDb=M;`51}v>?V1SBfXn(dqK!f2mX;hsfXl2iX2~PQ6C5@_<>BKB6&TW z4}TxOh6ejWusWp9f5`rYs`eh9wE9ZS&AQEKmIPPtQk=j~dZ!J`vrI^f5%=yUxn$w& zL8@HkfW;ftNt=g0W-cj%^wpYlzIP&Y^r@qAAJ8zq4kU) z6;F316BGMz?~&6GE)YO7tvj%3^G}l6o5K5;wGk~(sz7Ow0l4(Bn9F$4S(aw>>j70L z7x+OhIm+NyHi3E@+(X6Kf27~`93?LkG4P@QxEa5P^;M^+@j*ZEES}6?yKol0# z7&cB3L<>3UOXoP1uHeIwOJ#7kI|WL+hVZ$O5r}u^qRf7ICeK+BzPC<>@%~;&JXubD zZsxcUuQk${{EI-h~G4Y`bc-h&*V&1!oQ}X2rxL;mn{H+pnw}Dky%AuqECv&EHo-wIdu8zaKhhHK4!hRQ!Ux$IJlTv1&~sW19qaYkPqTi* z=6CZTAaen?w*-(W+Y8mMkEuaCpW|yt<6f}{lHBb``BS($Qb~V&aJ>Qkn;eGa>`op# zdKyfgW)OShUR-7K6-*`xLq;|qyNbL>vcW?dJM;?HK3NGBCw$>z!zpsv{USMVEgBde zOHS@S2rg@F`2~wl!Jtt-q>0}J*YS8L6f5WHzc3&Pf-U5UfDC$nyoD7fWKcbH3-*_# z;_Boilzy}c@9kTOQ`TL^4myeRr&vSoHv#_cS10k^VICBJS;TDf{z&G2-3Ob?AJFoJ zVx%sil<22$Svlqq9NwdbGJhyoK{7zlHH;GYi?7DrSSf*tc)T?dFMTc}^Eif#w0|Qh zW;W9cYR%+@YA$TK^O@>RNFZW!;vjfNKbf}Cgj{U64bp+#jHL8kQXr8|jxIk%M$T~k zDH?(>uq6-;H_MTXy#dso)6ZvYKgO~0?ck7BzwIfP39uqa3)(!FfM(?eI(V!fq^yQ* z_Ztb5D5EBjFqh$X|0x8ys82*fe;$oZ{Z4zhz0n>=uFEQ@8?+~G!KwQ|X%1hFcv44@y%4sEUhSOCuAKc3F3)O&O-YEUs%m_CFay-`z94f(h?#$1 z5wl)c!H8Wc)5<%CN~+hu^p7@}H+(}lIt3CIE<(#?V>DrlJr*7brsEr3mZ5zJPXGiw4 z1(U534%-6%hdp>bx9yB+DX>t z8lvvt4SaL|GQ^6l!hp6e{C4*iRzDD}-s-m;LlSk_$l3d0u}Km}RhzJJAJzCe!RavJ zY7r>;#(-XVE>V!@`j?OKL1pDQZ`SB_p3wLKZh>=!+a+?ICgCSg>;Dp(MSI9e$=|$; zHId*XQ3Jk0E%g3^N4(VryKs@7HDNPVaYo}SuDr63G`so%{xjuo3-kelLTmam;VC-( zyuo|v{|G}Yq}i$&fmqir%0?uH6N~+?!Sdq-zEOA`xfW)~4@`dth0-Uv-pf$%ku>HX zH7_St7Mx!${x7@^v}Z>iCy|1;XW(sb7`sbz6xM0H0|Vm|>^G@1*nQF*dotYM@Zb=Y zG7)U8a9;gJcN1d%NRl5|@)lzplkvW=6wGZ;MUC&ZDEZ|VwJ9`%;059+cr}4KSe>Hg z{#8u*_FK3(U?pt!c~1f^MG=9!h4k@v8Fu(sDBdiMLEB}qXl`%y}(=gOX`EtbN`THf50jTk_!=yM56FHYP|4j>sds zcg-|*%^5qk@Y)CtmGfBDj^EIBrXM=xV&JQR7(Z#}N*F(?gr&-rDCQDN+w*$pf%uB* zolD;0L;+8l>5*k?l5!Bz1;atQ_ICBp*ID>xRV0=QrZXv{Rk&{OJUKo3oZOl}5e4j( zG3jg->`vuoaES*PQ2h-pQNOm$9#vH)FAZZL}-b7!wA19e1UkKYZO17A_lHmat^x3%%e$Sna zyXMpqx6HF3T%1S$JNA>8HpvD}U39TcZYy|eFMxB4l=5Dcm`_4woB;a{cN@a6X9O zexJ8E>9aVRzvK1`f7Ds^f2%QFEe)d_(>M*(52GXIpruYDK3kB6d6P})KUt(s(zkJ% zS2W!=k)WV!qOHfyxwwvPB=s-rd9CMn+l~h=;KiT*N=NSq!a0LF(%NtwZyIvG5TiFl z>9ZXEIqpawJnUf93$GFH)xPL(yo8odzf3ySi;3q$4fs6dLMwJQQ)9uKs8^6jx2*G^ z2lh=tq4yW)z@VeAu`s}1QyX`6iOSD0ZO)PsSGT&S?9C z;mjK#6k>x`(=UO`K2->Ft-!_U<-9R2Yk2gI7M}QZilD_l8ewjNsZ+MoJ(FBv$;oqc zysDWf{t^WPp*J_b_i18o(lxS2WdSzr`9qhh<)ZL&0sJRy$xCQSN4tMb;nv)e3M` z(vr1n>LW=9dr9&_pw1CjNQ7f1e(r6c!v|O4;#Z!icyBsBOrA&oU6P<;spWY16UPBP zBn$2uiDb;XgrqAfk@^RV=}jMwsb0!u2z7pA^lVv_a*d;#p01@YcM~Yk$f2q4*76Qn zO~$^aP{<#TL1 z`n(S&!^FFh%DH$+VGX*dR^4!BV6LmK?-cS$B}v z_lVgPKb5tgE{~IcZNvJm|L{g{GX8fnh9(^Hgm;z)$ca2V+py?3dSk!=)Bl>m$dVZt z_GTNTtX9LhJ%RLU_d>L*X{D`)74V6ZGJbl&>C362n6qm$(eK$nZaaA3p2v;U;R9tP zY>k<@9@l7Rv=~__s>m91o|G}#iEhkeoEmA31zJN`@m`6ZPl{z+rkZfstSY)y$P`OL zzR=nLXPWr03d5|Apm<6F+4A}~wY(9Jl=G6Dn!l+sBy+IG{BeZaKK(I4t=_ixIgKae8;wVX9K7d2{||z-+zvl+-6>q3>}6zZRw5{YPWR>Tq*a z2bRnEqMV~3`%*ENW71_%&HjHFnST#sH>$CDRZX~HG0UBm0;$rcGP1eA1eWd#W>%W7 zgVkr(gJ(wt{k>`*m8#E1vkg_`V`n**zFUv=m0tKVOA5QRZeX+51h%BRiyqXRhVD(_ z_-D2t`*hV>?CcO{njS^6>UbH@L9}MK zkf9l-V7MZYqpE6P@yZuuV9Zhx_Eks<<~!99%gXE6zAzJ`4%gdOSvR9-T{XVf z&B58#dpKY45qy2H2Z%sFd^5U3|5@cy$rUYR@D8Qr(f>Hc?hRTwMZG%m(rL7R`GC&n z80xQw?xKa-eezMDfrz)Cz|2*yu<7ju=GKa*aJn`arzC|}dl`G6(DOPHYb6gh!jE8m zJ)htHGy$BH_%Lyq9oTDH!>_|RAll_Xg{1_6gngltrf@#B$m_6aMFtU?wgGphpGLQD zpNU~`8?Mb8#NVcGx%qy8?zJ4X=1UmyLpH{Oh{QQiJ3aw?EmpHP(t79wemGn;Hl-`R z-i1uP5xGBvxw{a>g;7MNGh-sqX?{cbQk7`dtwVX zLq|^+mGErG5G!F^QMG}1PrHIo%{l(tD|5ClPM)1UM~l7u*PgxAxtXnrn#(RTNMJiJ z4{)A<^_cvi79Z{J!ot=DT)%QVuKggy&NaJ)X7*8N;%A4}!z?m!y#URrsU_($&ambM4_A9mr02$4A%Be_NL*fyS(c)FY13HZ zx&9PXpP9)XmfJzK_^Z%tz5v@$@RF1jSwYfn6?`UJ4{(5EQ8m>-`i?=Iptv8FItXG} zuL26Srh-AwI6990rZOKVfMQhu43zg0xu9ftYS%zA-in~c`FU{YS2mOTLyx}Mw~EU8 z$U(TpRNUG1kZv{R_5t@Ls9vx*_%?~ce|_(1vuhX_^iJf*4VKZa$TG;d{hdC$ugKoL z{v48zm4L0&Eh=pImI<4c2%7H`VFz1EKMyU(Z97%yuBFjLVyZdp(MyER>)s%KWidbW zo*@6euor*!+a;{u1bOzLP6&NGzd) zI5sBE-g|ljUvj-M=ZutL?uyymvqy`yU40IW<<;R!t_rH8214x-U#@d>IrCua0(vL4 z02?Mx1((Au^sV-HbiTZv+AjHy4G-%vIx`=i=JVM6s736!(-t;ug9&>{;ydnH?#;?= z+|K^sa!l6@0$JOV1j0zGfLzTtDCr+SPfkDiGnta@-uwNw_7PNIX{Qr z-By6Pb^_2pvWY)aE`&90i$(xzX#WOS{Nw^I%h?FeU&*tIf1hGl>Kd%B-O3zmY(sbD z5;DWoia(~!!0x|Ne961+boqA?Ff{IgRSr!&bHM_#jeQ3-;RnGK2_AA+th+A;p zK!iDb*oJ-1{|aMzHFRgL9@{&~o*x)?jTg0hCH^N?#+*MQMUx9$F}^^V7=JS$f`W_a zgYHSZfrM0Ez!Fc!qb3x_>o@S^Lcc?wg)yrC6J=Wk7^oT2#h)*Q;9lBmSp9b~^Lv6J zCP&xcxAbjPQtbfd-2Q}jHp%0mJCq3Gk;m8?i??{Esevw+vZZ1X$8ZfvW}P2Z z@V36tgGC*s*cYhJk4^4`(dc7P)0a)`J-p!ek{YnsZ$Uizco4e(37oapgZ(pNz~KXr z@7zq~T%2eobGtJHI|^p`p^d^Q3CI}C7HqB422L!Q@vtrz`A6VT>fFm@HrB`&Iy zp=2}*{PmYY{;qIvdbXXnG3g|$>aZ70TtA|Q(r)%#&PFy$Y7aZ3vX<2>9A-Nn-{d|= z;PfMF;c(7+&eM6E>s4r{=hv?xH^SO+cubo;WH^&H428lM-8pR9_N91pt~^~8X$8-3 z>%+}Y{TO4q3xllXS)~#}mu;72-b9)|A*|qn`3*|WIQxgTp zo*d{{mP{vqnug0*753=Sa=frmpLMGf!1k|k#MbKpwZ;Xk^z>{xxgMy4Hn2lBW@x(Z zB$^e^BW9NGNSVPSOdN`aW7n_2hu1)lbTXivwG|ish{64Te!<`gA@-7#KEK_3J?DX3 zz%FW6XB!lrV(X`5eAd>EC$?*EY!LGfI=r9dUR3`iCH%d z&OYJ8yZ0R==AaxdI75l35t61J`4UiLP-0o%-2~8WtAf`D}*z?062v zi4FMGNr#O$eL&;qcSE+=3NjWx55BbApu3~=S*7@kSPkav5!x@Tu^d>;Jhj$Bs^nut2%!erPg|MXFf{W@>RHBwrmP*G`6})O5yNjf*WzIZG~i zadUN80;*5%g_qagGFv{+WUJN0_{rnNBsTjs=h6H?Mp8AZwO+kLKdFTf4pZ5GArq)# z-*qa#SBm=B_Q389<=`ys3$LWVL55}-H8`mVOH_j4dsg!!|L$TV z1`$Up4x_@=Pwf9FI`43<-ZzdnY$-*EhEZgeLUEq^Xi$;TP?Dm)A(~c2!K^3!|DlKRp}z`$Fxyw zym_6R&+^6~n;&G!?-#IAWROHH2nLS;4fdSYOsu*yhcjODU10oG9s*^OanJG&CM0Jo z$bDCZt>1W0#+Gh8?|GMJ)qMfY7Fn)PBa(Kg%5YOv&AB5?9}Z|P=59>=1|~l9;c@c} zBGIdlS)YFKI&FC_Z~GvWCdQ!B;&mvWI}e}iy8=U--$VH1?JMoS<`^BW6tms~j(iXG9Bi4m%@(M-W-$``W?>7-y`3WT;s@H+-M_S1_4#EoYL?Mu8#96ZVe%Lp1Nh`wFj2A?q(y^P{C+cl>wB%riN1=*B*&Yaq>Tt?`m+vA z&v)?|4<%v=d zQn$hQ#&i~QF2DwnL-6;+W^#P=49H#1hsG^wIFhp$e+{bOOFaRWd`!jbA04Q%^mo|$ zMvi^bZp|}ly)Y_J4MlyIk&8dQxGeq|E)htnx4;5@-aaRtMN-T)k)`zhO?gPYx1D$u z>2vXc+iCRPDO_yhO%%Q}hPAu+kl5$)K2T46s0q`?N#T5kq^cClhJP{(R!qS{o@;w& z!d^7nC(Z3&8;cK@dJ4>c{lKg9p5Uf-A^bEtoqH>;%Z=-G!p1KL(ZR3+1Km%8-NFc* z!8`g&V#GkNM2@_^aGx4`nXm;*;^Eo!DV!=l^JqpNnDuWaCpo7Xw{Zd1@@3 zdw4gB+WbK~(M42P_B6)KUrnm|mEgv=xnS|H81}n}u)<&MVa8Al%<m*YDnM-4}FvREx8Ck>^SKhKok9DvePk*@t%1ELhA#Gk6{o@J>LS`MQ)R5 zjT*X3u?DUrWYX;XUX*ot%RIhz6ElPL1V4Hb;kbt!=e)KKRkJ6c-@$r(=r{&*Un`hQ zk`IQC|9;}5{IgW)@?1{kZ!))2PZZw?)xrdodnmd)Szs`b!mWJzk!X2~z^QAFoO_5l z`1L;q(Z6M!n*I^^6%-DybU!d)XAN6Y`FHQ>%YrU%YczdeDNtI-KQlf(BTw&Z!Lgs4 z$f;2=^p~n+4&+IYnTBe-!#fF2x#!ReLe>~`a2#1&<3x9S;b_OolXOD*Ib;&c2=n6| z(QwJe*ZGb}E!6P1-C=ycXC7pJ)4{9^BMj4&!Q2BmG_mC=txvE;ZT>l0HdhL6ZJZ&H zYTJY7&i^A_7W@qUVFlg3Z#8piO$!+xrVb(P2{0?620m{J;626P7^B=exKukE>W@dj zp_CF3a$5$9k!@JKWhPfDT8%ktzTzg!IK*^oEFHfAO*aT*O~hULskQ+Rdae~%2Ib=e zxBGZhC>$dtHlojs^LSqN8a`#R=r!XuI=pW-DlCb^;jr15@34S*c-)S>Vp7mky9h6D zC`a?7?;(Cz8^ry6NWx1Ecog49genV(yVGP`v(6p5ga+tcCl!)?>!vZh*Fjd51>cw< zdg0ens!9V$*err?zpf!kJJmq%O};?CbQ$l$$Rt%64`_f~0$H`1-)#k*A=6&9ltZOA$=LJy=#j$cDf+arr^!(38y3##K&?cTt zCY_%|tsJu8fnzmUtFoRf`4tJtR~pEn$BAHB;6+TAoF$EGm%@(oqg21+B7IO93D$eg zV4uz*I3{zFN?!`Z-kfGsuXsn#{!Pa0mtpv<@^Pi-N(Y?TJR7^tC*muW614bzmG3nu zg2azt*hdm8&Ftqxa>O^DC;yK)R!xGG9e#B6<`h_M6bn=8ss+{lfz(Y#9Ol@{VyTTC zdFj84uL~)l%uklqoze(liYc^a;3z+X5GIjn-95LYvhFFlV*s&T@M$ zLpX}gQ*%b=(*hiJ@qmBcZ6?P@(wM?fNqVR!3A`$XiT1xE^jy|dDk{TgUEcO!|Bgk1 zu>25A7V$&}uS2xhc{BXjcn4hDPC{^OGVIHchpbJ}WWh&($~#|3u(JkurP!j>Sz)vi zjUhexG8pQ2f!ukl$8$Yfi0Q8bxU#T}XI{RCNxC8MdUqmN2)V+`{t&$G^bo&Ina$4u zwfUK_A0Eh?2WzIakbxC7^QN=?}djG((T?^j@QLo|V8peqZT0>W`~d zw87LnKfs-+QXg{%&K4gN$tQf@zTJ(>b)62C+)QrzD;4gJlm+MFV1QWi3C`^i4kV!e8xcYCmJjHYw}LBEOu*Y;Hqgv~1l$e% z_`}8yz2v>PibKWdpiqc^XK3^L@d5nEd&O^<$+Dkz$#TBJWti8^J1ykqa#xFr!8|$# zd|OLslh0F#C{2aL$&XA7a+<*8_-XhWvkMEBa+N!mourqm3Ne#+ar}E90KxTh1fuq< zXiI++O2+Y7iq1-0vRXs%B%61aCr{zbzAiJY!Ocbd%I*UAB9PFn4Wq;IVuGxbjT< zy!%Hnxb8FwE6l?07uyBBXU<}bZ3^vO+Cjo{q;U-wgsDmD)FLgE=*_%Ej74;b+|se& z)hzg#58%3Z0g&q6*UFT}mlUqy2yRgPjjt2{flM+!BRJFr#wF7I2Bf~VWYa1IS~ z*rT0WNorySzWUum51u!|kt;%+U44>?`iAdBW#(Z#$P~l%9dAI}Z355VI0T_0@i4*d z8(Cgeg{R)s!^$th#JOfK;!g#tm!SZ)u{M1FbRrQ;^1!x+Brfci8T|4Y$GvMTLy0ooBM3^PG(0t3h`TgJm>W90RH-I#eS>^A(vE#p-5;fETfCz z?EYn7aFchfzOuwig??yjDgw^W12AH>B6q-j8H(KGch7Bm(Ih7qOJjv0?sh6(Dl5hR z{_5g{_I*J1TcPkfeTdceWL!>#^1PzUOz6j68hU*ax9>e65f@`1P^FOsNg9*$Bayhn z<|Nhy4WN^#dx^sSKQZZMX3&t^Q&VpxUEcMPa> z!(`rNu%1dDt0Ug;7mz$+1A5nj!RfI)h_7qlJD?d@{#=ZvPMnV;za`+f&r zPllIcB)ROu6I@o&3~v2>b>eO)$&FPv=T>WKvg+k+5PI?v%yE7POReMhjB^*6qi_i& zXA@5Nn-TXb+JP%_SrUv3Opq@m3_B-3ah23$Zc4*N|2R!8opI^2;3I)d1?QJ>|ftj2wcZ^ zo+F=w%$E`PvdEmBt-YHh-TnZwTjnzxXBcs%vujDwcs0(ndn+eiWzMeKD9i2+6=v09 z`Q5VATFz#CGMY{?;l`CsRJib ze`;uxC4bJovljBU{3VkKs#D6xwzALEU>S7^T`6nmR@;OUj~Q9&x02E2MeFGje*hItBXQ?WevWBxNH zFps~d9c{p*-ULkg`3j>|eM!aV1K4s`o4vi=6dDUIg4t>X=8D=J@-)^N$MuHNADiye z|E#B=ZvS}pgU3Uhyni1$2e&hQkIVRs+&(gO-gTNU#Gw7*V{}A*6Pc`@jV+rS@aC;= z_+@t&nSRiM-Wt@W+0q+Poo&K%?y9uNH{0Z3oZOD19pNT@1e(?I{Y`FPq8#?UV zjRtb^?42zYn4_jfCzwA&k)0#7?%QXu%UQ|(h}GhZW@~dY5vt7gW!KR6&1SMG{W9@? zwFZPXD--E+Ax>yN2**Ed$o^ z_9+%8W@3MLIDH|LPVVyDq%7w!JZW|iRwl4v(mduf+*CS%Fj^`71j)-tZ)4tJ@L1S2PlR(tAXor>A5-gh+ zhb0N2R5$Mg*>EJ3c%wX=&3Zvv+;7u7`-Q0Ylwj1IGPyi>|HRQ zjuVb1N)aCf$7Es!LPoVH)+fNkxxvJLstVR}NafTvlJt68^o~T|lVEBD^(y9o7CGjhR`~amFPvynX)*QF2iw610#UY93)8Pdmxr zH-Fk+yMXXZS;CfR!?@-rw9Q`*e#b7rSGRMBt`W}~;aR6{Wp^r*{#~MB2U>~q@~K2c zB?zT9Bs0%#gHTN*6K@<4hR(cOM7_}iSy`UZSaX)DPLV*nVmUl{auBCl$D>sLLd;@^ zuy%h2{dQA;rW5^9aIqdeU9Mw{aR*At*JIaj2dv}sX49N`ueN*@v!cfhx3_oFU%OwD z!83uV#=mbD@j1?%r$T}>P=t3S4Mc3I8~Gi{Qc;golHR_O=Cmr&$d#Wc{bdQ2N7JG2 zA%7>Z355lZc#mVt7|t)(yxn6BE0ovbSv|wZ9O@7=LTK!@D%;K z{S@3QIYK-3j1c>4@2QT}Zq)o8N4?9=lcodmBthppJu0z~G`NfsjSVX*Cd(}$Z5Km; zH4lVDu}q?Q>Imst^-IvFb(e^q^Wx`(PsoiF2EJ_-Cetk939LH@es}YUkz*rq-8)F~ zPGpjxS21u>IE`kO|7E(fBr(}I8r`=C;+7vJ*qQhN-^@FJcc(8!61^6q9rSRm?xZIrz-NmC?tf6_UFJP(Hux?RsijsaO}7jj8_-Dz|NFZbRyp{TgMu| zw};?M83}IWtT0!8>j<9Rk&1m;1aH2P%`Xd}RKVE=- zHZ>&ZLNPOcas#QVR>a4Tv*~+dJyLHHfk{Ep__;uvDjVeE>;w}WT~SXDr^;h$(|@F= z`5P5Vo&_(Y-x7T*XMCR@j?#kq~xq8aI{a2=_vG*?IKsH$~OxSnPTu zk8%zHq&Ryq)s|JHqCBfyZBQStotc6AC+5?YL1(eRafr^xU@8kRFE*MC7+$M!6UR7=7}Z&u{;ju zaleV&xHGW$$OLR~(?LVgM(Fu-2^jq%*x_r%-8-$y=|8c;g^E(JboE`D@5*JL2fx-gJC>Yzk3X7mu4xA4C0TWlT%(XGmO_$=~N0C|^GS zCk-~hsQVf?;Mxz|*-Nl|vjrGh7{N2Iao|_W|CZcWfX4Ovq_uuUMPjKX@3!5DOD;4} zZ`b$qr-3KL-?v4Zjnhm%aK}-f+$^)NV+cA_b{<6;&K$1haH*Ri;)d;i{=kB(2{HC!fy1<)e#ei^XM(i8i5Q zqX&qD=_`Sm)C)R&zBC)-e+VSjAB1r()A*h0NadroCrR9cz0@_Wl-@UH;RSPXQL-RN4VJ9+!im}c;YrDQ>`5~xhr*<2 z&!WfZ_c53r-tZ9>#_qy=kpwLMvJk7sjm6QoSF*L zYt~}TJ$}9@%)8;v9iyqk6H)3o??=f=!OraxeE0Six&J!?-2@3le5x);T@}N5mnE^l zSBX4dxE`OROn{5|?PRAw5nT3L!V)JTR2^y+6f~Z}%=gy#VpR;hns$M_Gbn^PAyK$@ z^;PCQe|C$#mx?K;dQin{9ZCBk${q;429JNMlft1;XbG9aSjK!IeY)|?Vc^;Kz`Apch&x2fDn@xfn+K7-q9KJXmrf>DiVYu7@{_2Zk*4KHYm}hz)i8IFj z?^|G1Mh$7(=>dNqTEXUJeqe2*fEn|wvE#Hlcz?e@p87tZmb>ENw$mt4{n#Nm;J;Du zrap{#weoC0*DLsv5yE-n;^EX#Er$Acqn^V_6xwdaW_F6QhvR?2L)Y(gyN4Y;w?SAC zl>CZLJwc7*O75fcgu7s~N)gg09Vcg|4_0!2tmx?n1X6}}k#ilgWWjw=yrLk%e}7_u zy;Vg%Sp>j+{XBu(r9L{e6q!_U19m*{1?+uXH z@CA?NpCU0a(Znb-8|zJY?*27*ovGKD#5Dpu8_62 z5prH#0Z|$LKISlhrb^oQbPC_wsg>cn!ViUf05&fF2!0P#3j&=Uk$$^Jcsq0s*<;v7tE~m-G17`RAJ$_( zd5Y~evfO0zrC25wfwL+eq0FTztec$=_^T}ztaWb!v!CZ^_0s=%E>{8Qd>VkBa~gW-0rhl;AHT!H*uQWW})8Jaec6P|PinM3NhMD;y2dw7`1 zCifYm1_Q9ltl;^h*CD;QksMg7z%FiNAahzOmp4lRcjxmNBZg;jYOTXex7qOW^0)*;2fN!aA-peeoQ!a{4^%Tr(3bttPO^|KwS5>2!KB zKM*%8y9(7m_t8&}L%E@$Y25VF^4N8`l+l>I1>0NoInq3qPFSyo1%etn&ncK|uQ1`< znAKdRi8SY|_7?AiufTVIHsG&5UmQu(!3K{RK>J@|nMeii>fvV`;ZD$Gq0S}S{vb&k zBjH!ZO48b$OWmw5q4#PrbUz$VwY6P990EbArj=3VV5^9 zRt%-pg8?W4GGxy7$(Vh`8$aDwFce zz82oH@=$KCfOU(tc&Ak&^mz-j^9HrBmATId@l5u)ZHwWl{}zb%aK^^;+vux)gYTtY zBC)d#LBAmqgjU_;JrT3u?vXp7{Od3EKU|7Uk}pZ;=7VG^k)iV*8~}4E53*BNj#cz1 z0ju0w)X`-j-TX2Tw%B+=dK1sSNh(D-!5fmQU4t86yyD~y`>2O>7p__xj3Rx3RF_=G zux?E>U(WY}?tdoBl{P`+k+XEF9}!3|TTiM@Wdwf@p2wsNKSp^%0_@l;49w<2csTbo zUD#|05l#FoTF((|_nt=6-}kZmOC9O-RK}t*Rj$U)gcg0xrS?bbAYsivNPDY}ug1+M z3o3@-w8&k0*;f^PzW>M1+yutv=k(YE2NvLlky313RZ5y{j9stPNSWDsu120k%MI z6C31U$<9fd3agh{Ky6JKk*HSXXB$RX#XsN8e7fOi{C&7-SIT_;OrT1cVCEZ9?&h~- zTH%w-yONACb?7vtmj}R6r*=V|;}4p!<`&i4s!%Cepu#=aJcVnk4ndbOr{KXvCDyWO z0-I^~68=dCgSW2+jK32~Gyle+*5f41{`889Dz&53vz46J%!_dOganP_=5QPMSnmpc zX47#|pUi38!?*~ku)z-=fmON+)-_DT+&m9h!>ypBnQ~lIz;sU3Iv?YLr{G=hQ$#JO z9~TLorx)Dx@L^pjkv$LyLVS>&E@~RjOS>CMH(!~FOCQt-3coGq=IXS=k>+D$vPwPNP7`DIs4B40tUT*9 zri`@Je8MPmPfp+NI^KJFm3MXtkqxTxl_w|5Q~g8k0=t0U__SW!m@OWH=7q=b)8+_F z+hYQ9{5|bG-#M>syDf;yPbHQ*>NF}ijo$sI4P0&{iMwqNB~uA&FPaVhoqI!^}~ucFM^L!@8yncXJ&1cS+@&_k8>)Dn4LxogKH#-izMy& zzXT8d&gGt-jTP*i-oUK%c@N9ZtzcF97U7Pe1eEAs2cB+W+|&C)+(erm%rB5;eyGV1 z;jd$$|C=W8X3zwpc@ok!vj-@Rt~l-cO0N7-Iezb6%1!!X4+~1PpzC4|MwDuR z6U0DQj|lC%po0Es_vyrSrGj8x6%_t777~8FBx$AuNzWf9NM{Ugon*jv&0I#GZ4HCD zn!DHyFQ&5D+w*z9tPy)wgwJp-F^752rs19BP|oRqBqx7u20MJD57f8UW4*>b0xy2? z`M5!v*D=iZW)$$!mKod_tq=5Y@L%4aF`jFQ`3l|#?TBZ07VZE38lKh?Y+3I{)ZbS_ zkE=BI*dY}Aoo<6fpg+uY>t;?VO{NMwgY03k40qFC6PE|e!n^@nu74iOeONz5zoW#zK z)8c;VZ{Zg4b7KF2LEMun&rO#}#4XqApfzC*6bK*3KXw<1TL6bLe23?p`V5*_p2{sz zw6<{4di|2DLVB^=wb1=G=OB0<88a^kWu6Y$UUCn{4)6Zz= zI1vnunF0&0H_;oO<8j)?J0$GjWbV+9w|qn3)WJO6u5O2uW=?t}nZ zqLt8M{xoj;#xCNtb{4{|Ncx&M!ocC@SmI#8ZI9fDv$hLy6%*g%51Exv(%VapM90xt z;pzOjJq*w9yF#=hQt+L3IwP~(3y!->anie0VdJPWYp_z79XU_{k2}m@hJw7{V_pFI zuWe*h)g-}t#WS$Xy+AgbCkR%)3_&B;OT_TqLfHC44HqcQ2O06NkaXY~=4mdYmfPzE z;u$+|S4t$RneRp^?P|KsE}wpTFa=doR^j)fc68B>9M~Dx4t}23$nyW50wFvJ z66QSYQY#|I6m-drYD289{6g^38+urJ43nJo2UfZ|V9&Hrl%FNXZaB&BP}Hx|+2^$A zB9Z^_?#x8NSU%&h@_E1DZQ#YlFV)WS9N!W8K~xqV8okDhKtJ4jA{8bGF5~6!Oq7q& zWHa}lC+GO*&$61UI3k;iy6aBUO@`z79a;^kIn;&7tX5Z zp~<#h>Q~^$q*Px)#V~1f{3f7UOi?_4mU)WpNy^{ffIj zXX4uU6f(cyI1tBJOb8Fc7yhZx_}K0tnO62{B0CEa~_j%F4uQLhI`T_50#k#(CU1G$a!6c+z$>W$8v884$EX!4wmtG zmZQqpoT3kpUTou8A=)I}`79~9{fmvBS-SlqBK3~v?2V19Nxy3QEOiGG~U zB`j6o9(2FN@aKfznK;}oh8On)kMshcc;zs1bx#D)LwW& zrLngYdfu`o&lPnr{l-C*s(y;EC2cW5zZHLZ4dJ$#r_tRogPipUK%)phd|R)F^LR$> zl~P@PFa3uEdm7{JeOJ)tY!NQ^O~?M6)1>9aL?j#U(tC;qydy1-6b*{wgN85U{FQhR zOdks`R-0jBz$&zC?x!C!8fij;9i1YsM1JnPiaTq?Ff7pxE=nZg_7ihq;hMdW`2f&j ztO@sS_zN1P%W@l~gz?3U99(@-n(KFt#N*?a;_BbyIp6SZDk+jng`00;&fs!VKgk42 zC-T3`r#yF<>e5wtVz^3wBlI0L#(+k3GCA`<6jB$)6I7JD%kSj}dL8lUd|$fk;YkPz zehJTvGT_J*Q$f3LDk)2yhkq7#((nXRRI{S^f6u}*m!o*C)fOv-!{FDwbu^b4MAodE1h)Uq z5iTVS9)CPZ9oaJx+>lfXwa))U+9rfB`&Cg_n} zg7c3)rgagAaY-q~{)x6IqTz;8mnWgp3tQM;rie^wkzmfdc`$a53lznM5amxsI9a|1 zW|&@pj=h5*WLHIFKKtY6QGJtW>!n<*eJ=hj%_VQ|q@lOF0yq80Ah-)Rq1mGGoZ=wg zV|bBE+kegB)(R%V2Jx#H{L}|iZ=@q=7hug$Gj6XG;r=#C;-_6%=%1g6udT*YnsgZ8 z_Hy`gNRj9Cl`>=)nT+NnVvFxdymBRt;B)-T2W9cb;a1T5Zws;bT!9f5bJ4-4OHi@3 z0=>C^%s{ON_-%-SL)s#c+P#XL{`Y{s_2ihuDZ9z=;Y`6TCI0*trG}%{fxu0yBYS3T zraxBl{;bgp0-^LgW|a4FA2#-86ngh!hVo34de;D+@q9xNp`eB}7p8)#`&1wr`jGk@ z;q7qc;sEvkKzo@iZjoE@!!Z2ql!CLtE7tcGHbD#Mii{?71qSE8m^FlztDLdZf7L z$49V8>Ipg@e1oE_9QQD>kQ|-qLq49%ARga^P;%2aDm&Yo%EqeEe;32?RkW>%N7nhfKs8;xj}vo@LTyA z6*rRPx-TkoGJFpqFQBOMOxJy;^@nq1OWh-8i$^fAX2;{`uq1AOk%Vxk7NsZmlXI=7 zuzs2p&e_pLK6Gs(2F>zZyk{Ft?{CI_l?@oB=T2L~W-=SJUcVD;goc1ALn{!MqGn*3-rfznBsnre$KGgd*&k_nuf!4l3%Y!UZ>=ZP?bx?E%bLGEm>KgR|}axbb^ zaNX9fV0H5d{M@9=N^^?z^CBU1`xA?z3)@h6Ruq|??grX<`)JNhO>A#e#h!&|+LxZHG&OH&Op@`XD>y4C)<;!)b>zK+)|rJdTm#IV*GU z#mvokR5<`ocBtX?re>_$8;Rxr)nIjK95yrvaiJq;@cPeGbg$AO>aX9Ub#plV(i@K1 zd!p%UHAB>uRz)_TmxxXHPVeQVkcJn0U2V@5VxUw455_L4w2O{|gD-4A;r3@Hws1KU zaB&h=>KM_MO##@!SLTC9e8~n@mdM_a0)>q+Wam*wjEbGYT@6ctsmouOBrYUmf8GMv zeWRT^?3cmGuFIjbIIU8s))$UApTpIvMYK0CjigskL2}%JkPi=_$cKMdjML|Hd0S{< zcppg%JdT1jEaaF^hD_U3o{eRQLWBR%FTNEQ#J#{EUEcld8G)TM-s2d-1=QYmALUDe zaNaC0vNuA3dv2VJo4$L|#?^kD&@95qRxAYB4&LEm>dax5Cil`s5v3IZm@8SE@%X$4 z@SycOaeKvg3Vcl~XXTUN+L zV=i@A;Q|v^;%QV3Uv9(_mlgsW=HDXyhklZR_*(esJwgYk_ED1$#R8kl(|H%PDG0Tl zp)GC#^gc2Vwakog&vtd}35-I)IAs`U_QRUfcKH3&L~#0ho_U>k8HaONuBa#-Jzq$J zkES?x)n6V>Zhod$c;2$g&uUcEnT2i;N=l}^p+VZmaNqo=G|%`l^K(s4#e)|w$c}hj z+`Ypb{d+TzP0X1HmLAfx>P!YXDPcZ7^K2IVq8J^5xRPg z2JE$dK<27f(PdAb3P_I-*zkFk3Z7XKolfbs4?5^N5{~=FcjD}O8h9x02L9}^;9AZE zFh938Vv1}wT0hr;x4r@zSh^0M=dC6$ct(GE(tdb#OAFJ=BXG;RLZ))Uf0(Q_KpXSq zK(EFc7UuAt+`qyo_rsd#<^;p^=woQmm`e0?_CkMO2?Y6Gf(3s>*-4u!;O6Enp!Uj{ zZaeTB&na)Cf7ho|PooR8bcZ4i`Ia*CvPMYaWJ?TtErF8Dv#3$QLwcsif@qiL(lniT z4A{P&)?T)w`|?8t0pYV5!QNr=w?$IGS?ZI!sJ04s%|iB5FsJ4f`rH;jEL(fD10cVa#_!N7CBQBR#>Ww8hs zGRGMt{w5Kdmc?BB?TdJNdKJ}uD9XLb$v_Q>B$_r-NWT|5VcT^Zo(aE^mPVa|ipzV5 z&@pEi=aoQCr~Irus%!)W@Q31Nd9+_^C14K)F?uJwFn`8LllKq07+d`nsGqD1q6R`R z@3=bryBh|rL6KxAQ5@t$Jm9D4GH8kSAsS_=q^6l(8UKe)|8r?eQ%7Sn>hbHmt@ zeTfeJ>fyC=;w=4n4z^TugL#WMJ0xFs(xhsrxTTykLU zr3f%AuO!Y_2gs)HswA+skWp5;gtx|4qhZcwx^?L|?Az5#mfW*JmC&<9LgO+Sj58OU zi5TG-H6`@l>oD?96}ngbv!7=rweV1f7e;LjewS+_Af;VOvekiyXw#f@Hxb z|7z&2a;Y13;}ymd#}A%G=ej0z=y1cgCQs0_tr*i{lkp6D z7$+ao6X?F>yYI#qQ2DkGE*px%CvoBUJD#86f2DL-dIm<{jKB^0(RAInvw~fVWU>5x zE7=;$cjf~&Vv*?v{8%;_r+;^Y=klI7eCEAiT~0Plw30K~q5}A$sgC5vRU=Dfsr>nK zxa!6Qd@rehnQV|i;?PX^melT-rsV=ybj_newlYfEdznp0hBiIftOES!j8Ac z=tcQBI&c0M_-A+oZNDxv`K3Gy_6w=vEF#H2cdT&u%6!Z$jKwjbF?d;dG2V>0C|F6Z zVt~O<=2C_TJt-cJ$GzHVPf9iZK3s*bI{!ecniu(SuU4?>jRa29w1SO`%T8h%7=snEYyW_|`w!-A&Cl$ftQdtn4ew?gbvJKDK z{}TB9^JZe!d?dbh10c8OBB=fjg-MZ4)NV>M+I1z-aZeA!yt6@Ivgso^U@e7_qEAW5 zPI0<3QU^Ak5r>CMPLsI%hNQ^$0&WZlW;7Phz=}x&CSFIk@VQPt6L5Sk*{b@AZZ$XH zPTm;DS&Q+$+2#;F4{na5FB4F(JPfz@eB--PUA%AP8eW^8kBc(xaQ-y`&U(e-!yEjp zPeg+oH9LpXtm3hmOM@{y5B$zwK11?WKq_4{aYo!f;uDzyO3#mA3)@B`uWLEb=6rJ>qW;lBSq^dF0`zbw=>yF8#GW_j{VE2Zv^tel2rO1LD z5_&e7be|YY@>_3L+{+sv-L2(B>2NjHyGqh5<|F-k%#i+Bx`c^ZB7}{NO}Ne>gXgkd zrk(*KMECe#x=v#Wb(!SM9KMl5?m36xUe&P})wvcoE>ap1=5@x`AA8NGl z8PLf~D{IVbuq!T|j;}N0#m_+~t2K;E_OGVu-o;dcKEz&$KnT?>C4IYYp|7GdQC15h zn;SNgRpI>K+m{O(jCgO^&L*Pwc^M>$2{VNS3<_*1RIbuvZy#6XR2n5SN)*o~NG3OR?&LxJF7}hdMhSjuP?1JFQ-W53e%M|?6rwBWW2Iz+F`53gPh_3#A zff}62q@ikm(dBx!N&3QjmAX}z`25~kaz@1kjuhqyHcxwq7azCKibeNm|C2gY&(22| zdj)blB^*UX-k}(iLHl{vZn5TmoM5yIlDcx?!e(WqOtzLE+`2*PldkaK=kl(o`K_y)4fMY zT8%5JF}(t}lX2v@K?LY(*3qC1#(2{*lk|tN^m1e$?Y=mNwRNP>D|sGMQsp?k8KQi) zay!1;X^xvT&fqqm7$Wp}2bA1g2DPs*K~vZ>oPU<1L*6$@Iq!B!r+ltja~eE+7)O0% zZJ|*4IyAJV(ylXd)Wm|Ic7Y$vQ|+T(VgF%W#3AUB&H}-AhVK=sa>nk_{Ci9b*2SdZ zwDns}+CGZm^pc63c<5R@pyYx6>b~f;C7gPH2%^=QhUk$fO>=igl5CmTbWgONAWd+A zE@{~dK~{$Zq%Z`lrW5F&rG_u-M(GlXB`_iR8Xe~ujdMO*0zH&RtGHa=MZOU>r^vzl zPH8$V+X`R%36tL0NAOc;2gZDi!R~bv>3^>SOiB*-F&8r$NSCq$y)1r@PTHx@lp8g| zf)D$F^&ih#Uthp%d9#5^hxI_rwMVpwpE1^tHH5sUzTBVm5bj-WIqrymgIA{Q;)XTP z;rVAT$>zU0-0JGP^vZSK8!1PyNl})bFAu>vHJaEf+)sAR_QS;;YvI-N)i8Hw5kzjD z2@|JFo4Bq1!+6e>0YA&LRNGJo@_<4}Q46f&vu-58kxu!#5@+rYCcdW2p*}u~6h_vA zwMrVXICmW`t5(5Bg-mL^!x=XiszUHlEBL(qBtAOi0uyyw>FjMG;HG$mY`HxF4a=mN z^fhVlO8XUMdavQhy^GP5zpGpNBG}K(#^+}3*q$6iv#hJ>zcyuRdFL}RNe+V54MK2A zQ2;Xw26k?Rsg`F{{u}sdG9Outxt_t(0^qJfAP6>tf zo3h+iFGujri)T(Y&EO8)ljCxq?ZMPweXwwu$+{M&(oYlJ;p?#}uB}~Aor||{t(Df0OHVSNrnJ)LlAV~(-*KLa6O5d9nESQIo%=eh%hj}))6wihRMAC= zb-yCV#=W#)KN|i4&+itT24liSEE~@`tPH^YUk32{;&SXbs?Yw3pT!m@^L(-ePaxS@ z7nbQSq9>!wxz5{L!B44Ou-IS@SE>?%|9YHoM}jbBKhfqk_}g&jbo8*8@9sPigyYcX zPFMqn(c0Sv_C>@Bth&G9Q4<-2v(w009UGXNBu}DbLQr;OH^kPi#3skZAbBF4YyEFL zk9t`L3HDRrT@BCsa^+wjpK0hQxDSU{eMCv4^_)k187>^<`vzNhzPf7`95PD-g_6CX zr*spd*EiA=?E|D{+ZebX+YTmv(O|zj0Llzx{y>)9R}?FlQ;-U$Ce6T$MZ#4{wH{pXYZID(?tcuO zcQ{sW7{~3AN+=_wVMIzx#d+={5oM>MP$}(Qq9J~^P$-gBWLL^Ayw80qWfTn!veP6* ziwfy?{&(?SmvhehocsQMKOZUD@$4wMVV6l|4v4UA6SB#{Yd7HJG(W67tiVak_=zNQ z1kdseqV{AChwjfp&j<>}SVrOBe;4#3*iySRd-d6@Y@fF@@LL$hjUf z-p`%@sk@Zfj}uP8g}44VOEMd{^`fkT$}3zMn2$^2%Sq_5M9f&r`nceJ3mDvR=;!s?o+rAm!6oi?Z*{iad9?G zKDixac&Pa&`2<@2@-2NeJcp+6xrk}|C2;b52RyLD4_=&zHa2dpBLm+9;PRsj5Mj6w zE`Lm*pJq$5-%W<--d6*VuyQ3=zucW$^x_B6`mmI256h&!c1lohUSPbSNffPkFOcWn z2wZdK5o+1iU?0ElZS%hj^m+_5^-hLZ(`oQJa|`?s&m&dE&+ueK7>(fh@+C*Bse@qy zMDUiliQb1vf$a@wOFe_#&Q{E(Y(8_7s*PT%iu}9#2>DM{lV&?7QRjhiFcfqb>ui&O zz8xUHdyI+6fgmcnsfg0|r(t;7T@dpd%jf#qXe-|jQ78px-c7UD4VB}pbaXjfj?IAqsMW0pTA_`^@9;zj78%F$5%h>T+evTiez0sr0bv~)<`5!ueu>({qZ^TF-wM9W2@O6

5zES9&NoeAT&Imye;6f5-*RS&g!GY(OCf(uX4nl@db2w z%|3IJZkjm0MtN69ew-!@oN3 zaM$)oZ2zLmojCo3>HXYD-OB>-N6B3p@P}Yf{>$>D%JZbf_#oa(7%U%C69mZ;9#Ae{ zL3C?FU^ai|^PBvD9+~S%@;9%f`LB6b=GF^nQ(c3J)s@ub{3*1rnE=Z2L9kmnhQI$W zKvCQoW?!x`jWp%2&uNr6+zH3&HsNS_!kYA95o&MvjSKf&z=(2FIG=Qa4hc)Zp3*ot zH>d}R=UIqbc^QV1S3&UX49H4-!)z6k#cs7=>X9>-ym;PTzHrt=z8klNyogIOww?Hz zky&(s<`^Zw8@?AAxoHBCHq9V~Ig6O_EBwiSBh`YUm8qbut%Pn&44wGtG6WS=5)t5QMUs6T_!EOijGeF+UC+h~q|w{d8;4{V1;LeAPFSM##+C}q4w^4hJC-0 zIkYpJ{@WQtb-VJ$jBDSlC81r!lx*Aq0JUTd3N&EV4ga0*}ZYhWB`m>B=gF_F-XK z?WO=df6PdQ-9@77H4(<-WW%G zi1aI3t;sVir6$9lkr`S~yTHh;z z*1H(GOw$bx^&TWIGYg0^O=Jv&&VqfyMe?yxwDz-$08YtMH zbFVqIaNP?Da|2+y{79=Hut1$CNBAT2dI@^W zkbsSmaWMN8!+5orfaO?!#?vAcnme2rov)JAnD0uf7C18x7Q4WbDJ6oJ&sH)rT6&~E zB?hZ|t?|dw2^bbpfv@;`UGoBxpL?cbpLHkk7db;3wRY17Vz(iE_Ewz!#R2rEYU010 zB3yo*7B*dp!9{DY;+dTfDk{_hv5ozPH6i6R#O@s);X7ROZG{o@BXzC)keG1e1zR!2gD`yccQU&@8+ z9mE?4fAfyQt(;k549a#1k&LgEq@yAV!|pob*BO$yA@8Pfhv7!_($~a^hXYWi|0!+Z z_nz?v2k_4R>v(VPJ`(ust)O{I26g!^L7$e|;o+29WNAAAMc%o!_yrCR;&5~z0t0kDkuIKNli_)un9Ya=LB#UbKf-lwe1EuV_6Bc9`X2ba0kBnTVlM_ARMQ? zeoRtrrJ?8T0Btvx;yD$=G&DRGU#aV0rbrJxbUc&%)b?lIo)(84jxS)voF{$`g{D4|~egs{vyifVA96Or28!pTd0ac4{Fy)*#ZYLj#D8-!SMtN9hd{JZQv+(!&1?pm@3pS)QT~);q;m z!Au4ABFtoCzlpLz;(;(d?IZMui?RB)eGql)KFo1H0(E@QAprtn_r^@lM?c1>8m@m zqtgWEEAd`nLj~~pDujQNRq(@>A98@SnymJ(&nuZEJ$)gFY$7! zKJzhDUYZTzd*kR`>ui`QF^TGK?dBPAxlG~Kd}5a=#r>;WgfU%}L|ktpS8e@)x>|=2 znQ3bn|JOjuJoW;6sfhUd{36y5jNm-&0lRCw^L)G|{Ame-zI~Rk|9Teq1cZ|1CzruT z1D+-A;R)i&H$YMU28ajtLA~{3DBP?>CKSYxwuON_OKTxGoPG#L+iwyz#vgB`4bW4t z16&q56O$*mDXdHrbZzB5Rg)9Q=)NGRSu2DaoGL1|dJYS8AJj6Nu3fB{oR9)%KC%Kc zeRG&?$MEkxr|I~IgYZPM1oFMy$@v2r#OUftm@o5|W@p~5m^5J>3hzEiiaS<;+v^vC zfBRa&drLl)Yd?ha$H$CkI6be3G3aHIYtJ%aI!j6Prt6GaxEW{)1wa)4%%8cXLJ)i~ zklc7Np17q3lZuB+`2AHm%yFDSI?qJVNBMi9WN#5ER-J~G)iZ&+T1y8$29reXDX>oT zI}N)O0LpqNK-IGrA4Jxo-^g1!`@#e+DAEAT2FHWY{uJ_q?^}6Z@~4jObI8PQbvU21 z8s~|9CXsvP=^oeF@Kd-0qB>>JTuT9LANYgG{!Ppo#aL*T=a`LCrZT@)o+NvMjCdyJ z3V6528hm~|q1{e;^j$6^JK ztn~5Py8~c*VH+G!JP8^Jt0D5@ImoEK2%XNdr1`>Oro^XIV3<-u3e5|^p#K-#nWxJs zUOmk1ygh)!j65f)x{$jSeuJy5O5k^_2B;zHhbwHWsH6S@YOt%5ihirYD=g2qd?bqw zAMymBnKg8=p91IzOkm;HGV+F>&Ai%J3oX+O;764=-BUK1s`a-}3HcrhNoC~sd_VeZ zw=_B#Y!Pfa_!a|ZpF%E+VOu9e!fn?q5T9tiQ^-_eC|@aiKH zzwA3Xy;c;NYc+T$v4&iU^QY>H#VC{?hqJ<5FkSEk-D1Au-=B(Hv!5xqA^125cCR7& z73J`tIF0nIOoQb&&L&%(j-b(}w(W%n~zyW?6L;HTjZ?uUfw{Njro=?r|Ai5~+hn#*G0h z*<)02@Fc7WcncdgXW>4bEMOl^fTtHuVR6S?@>C#%Y0Jbp$Mmu6ultJN`$UwTQen%L zX0PYA@thNK6eS{ zU2}lgGI>Y{P{gy2tC^4a3{{(uNlo76a(Lm3 z7fxC{6I7PnfhR#iU?5Ti6Kn>lmPY19+{}f!6_TWXY*EnCFs({X-XNO=~3NEi+@j{2-X1Z%W>DA4d1VTNNe$4q)N* z!+3DJCox`bh*lXpxIZ5*ac6NQx8V9=?%%fAoO(wqmM&`}Oz2kV{PT=C^XUsSGJ0B| z`S^)o{;(W(CT1!(GNGHk79Gn8rxpszH0pSTOzT59D?O z;cUjjqUTp|XjVPlo>7O=mS$W|jVssuVJWwG?r+q3r3F8>Z{;j)L^+2fHEglrxvl-5 z$<9oD%ueCE=;zhgXLp{%OKn9MIr@l}*)|i!$m!hflLNT6Re`&^z6$(r8M4NOVcSSS!aE;JVk2w6ZqJj!#A7Bp8$?!B_;a1rmFQ$6&;6+c44$8hXD-BImfsGRz6GYfQ<09#@rN(T?Q4v=CnrQh6;UxUSw!`|6uf%}QEAKox z3o?}o@Bq(q-no7Pr&p-S$$LiA^}z~Q(9L(zt|KY@c#D>IuHkCly@h}on%sl0-At=} zB82!&x{!cYnmWvEzeaXVe#{@GV2`>N;p2 z2qPX+LfnYQE_Oy+9i&TYv#r~Gv0dDTYwRn>8(P`4amz|hm}likD{5gl&wdrjxdQQt z7jcY-Gv{~c0DP3{C4=J|@R_0&6jhtSV$VJB&)b93>1c+zV?9Zp^c}9E@quyo(gwkK zw>*54Wez*!ir`G)GVWkk2DDnLg5iW{E~a@3n;;iNe|}!bDLuFa7e0xw8Af^-Kr=|B zgEuVBxQ_p+P2tu@@8(8Uo#a-wE?__IPyxgF5!6Uc4L4_NvHOqke6vA5GyL>4YiFg# z1y_f_i>W8LG0zT=CHo&RD~3Zj3vmsUS?>qSb&ANCfV=#AhCcKW1#Ws#H(tN!4{KT(Ga8kw3aHh`0`U9h4*9ibptyetx=#tiUgj~{H>-1X znX0(GvW;$ZoycwVxDEpsEMZ8n3@wXvuz<4y!~L!puw*}0in3^E9?WOj2jEk}emo>D zhCge=sH%(}_ughMWL)_H-p8MkCu&RCoWFxoJ1?vtyy#`c31dY^59|sBnB1-M1ufetY*F<+lJou)__P~*ttFna!XwJ9734j{NjTc z*;z>kCrXi(^Iu`XY&Dv+T8!@hB?oVl4+~PW7owPZGSAc305xtejbD8ko@E)c_pJyX zUMY|EGMbpQMgl7LUgI6wSLs=~Rb+BF2TB*W(N+c^UcRAXmh2bWv zec1h6nDf$C;?nu-km1JwfoT08%-t=*4YfZPC>Kkx4oQRfR8xcRPph*|*9{@?ScpJs zun>E0Thi@v{I$Tl8I&>&xsIojoZf0VZh^fTS9jK!8#!)>@BJrmQ@Z@A#z;7v2{=O{ z-+d?lotVq2ug+)kb~=H)aUOl==>#8IAA;IL7YIzf%U^G2VM=EQj4m$X3}4^F^f`~f zy6O&RK6VJFZi#_!d^W6$cY{|(iwI_1AsaOiuWabEoknlqXVx_{2Y$iky&I!OZ_ z-C03()2<_%5Z41H0#2jkMhheVfGVynlWt-TU#r` zQ9e6-DqV+dX^-WUURt2`amqN9_HkW6& z1#52`SESB7ik%@2u;jBVX!@7oO}9aT$~nZNF^vKTDo3^*m8h8HRE)w;M;Sk}I%4(Z zBv>CVqjy)A;n6*zJU{Xti9Du9T0iE2oWVJwn79e5$x$H6n7W^0n3(a2MwMHmwkBYl1LhpqP2M z!Un7>?7+_>50t|1(UufvS|TR~N6eCml22T@or)Rb-eUo)uT5dIhLqX4V?(HWngyra zFr6#%lq0KnhSJrWHXs*y0!kg{v06#naM|<_NZcI?lyxB|qLRVg_>>^qI@-F|1#~h1*9$t+PXMTSf1dCuZqOsu-s{NCOy*w*BcA+~)-a12H-^+xN)@4iq zpX1k1N(J{VnyBblg6m3oR@ZF)-Ahb{dp`C98ZA&GjppTW-?xE6;a&KkQ3X%@ieUTR z9FW`mQ1JOG&%Ip7_oA*B;>We)S$n+BJJ?U7!I4EEVX1`S2cGgCyM54^(F$iy@m%-d zoA}U4Rq)U77H;}3#?=6yExU6Z7ns}tY91w~?v@hp~2geqp``bZp%S->j2=btHBx3O7z54(BXc<#*% z-b;Q@n5*x1fw#qNki4%4UmW=aLU9)a+E>+?y#cm@Pnu?Ee)S_*Uho0!mXA32XEV%d zEde>WOono1z+llOc-P=m4z6zKDp!dq3HPYYZh21nehRml|M~j6cAVIxHJnML5;r!; zlkd3+bE4P8F}QUL^Lyr67%oge*V9oL`WlV&68OK6hqAlk{;gTX%@)9h-{Dse56h zVwGV0Hb6Pi~D(3iMQ42#;b3FF|TClJ%==yxbX#% z6uwA=SFeIvzI))@GK2f?eg>JdT%Wq>5uEpL7r32pA(gUU$d0aw?2-@VkUKCLqW;{a z@q2o3cKlo8*NrRDEZ{1h>t2jnEC1pV`B=K9RukWfj3bRoiy$TMu0Z8m4INkKfc&tV zoN|_gSd}_{hIk*gw;h4eyVJozPKfO+Gh*Z7XM(zKI27DH4nKo`(Zj$M<&xPnMp>x(ypJ!0C;^ z`Aa3nT_iX%s~^R;mtfi|U^^ETKt?M6zrI#XRkb?c$&oX-+@XK008RUMR zPrH|F1|Oz~zVA_mrSM;mdY1nkV7MAbNB)%5AL2;xW*2zin zXYO<`64GIFx|Z-AdK>UrWWeg1%0hNUI5(6Shdhk5oXNlfNGGY$GP}QU2dz*U*2zCiPsX`xXhiKI6p~-O|u ze>|Vv+Z@7fx)=ymCt!B>RBSsnXe=5h%6@v^3gd)K;po0sWZT-C zc=F%^{5;K*3~KJdyHEY-i4*=1mv#)e)_gGDP)*K_n*q*uZsL!|i8%Z3CfJ}e3P-2O zaA%u0ql`oWmAzkzb0w#OUa%x>SzXC{wlrqg$D9gPX!xZn{&R3dV+HQLxP)QY{74v( z*f#tQ+wOa#s|Cxc9A)rh$5^8G(-UnTO~>;A4j}C2MLzt@2G6z*EUJ4%XKa^8Zova= zx)FlzJM}S2`G(*_haz|Oh$$v3^b)_y`9$TI8T(aF1?mqg;CMb0k|*3tF7HTzxl0jSgXQ~-%L<}f$%H}l!DO{8|D8(ugRkyTx3Flkx@ zSmPZ?3;AB5v*a-`mQSTu-)Z8$OLsBx$RB#>VjY#bp3Zw94hSwfwF*pTdcodFZ-`^N z0bG7LD)>vvuso^~^_M5&YnAof+SUMEyDZ7+<}cZ zM2&k@o}u{+VQgPB6N`9X@~q9gr({DK9(F3DulRhCuR|j~cXt81Q#_|f`K@u;e!GgY zS8`~RufuM`hXN0!cw(a4%#>&5(_YUaV+B7&&Pyi}nv&+gR35W3C}fH+PF$le-}^&> zOcl22*Q0l+6xMEBigI;AT(X5OcWL(_cr6wU$8#TI&&L=H^tQvOOW$#rJ&8q5W3WRe zn7#krfVkz^a52Xyy|^ZdX|_>91G!k-a+%*XYKgOgq!bWSmm?JleCEUKh_P8&CtCay z=d3ILVO5BnU?9(#cJbZIpr&sXZ}?u*xaBOKZFZsSg81y2lrU5lXAA19#(thWjwzY=CU`1b^vc2Cl1V7-<_Q`H zyJ7hEUf6o+35_g%j=>cKr{3zO?PWXAtWueabQ446h$~cnEZ<+qS&9`g9Vp75^^d-v z4YD=C?BQr76w>%Z+??{ztf&q1l6Xgv`KZA3?3D`P;BgrEvlXLPuc59fyKs48uAt%1 z2P)}dEBKS?4}pH0;d68=oqZ)8UMz@%D{H=iU)C1LyZ(c?Ke~W3)lA9#`SJ8u=oz#( z@#o*ytoZKaK0Kz%Gj}H$LUDi{t0^-bZv<_n*@tt%eVHTN5v+y6N^zDKYNJX-D5`df zL93)a3JF_tt{6g>tT~63>62j3t2u&8)z`?7P&@gcZUdJ8e0k5buwbcN9^6SgQ$emS z$3HF4NM>;YbpG3b+g1ONo7lIjYArxQ!59m<@L0o4`6c8=qgE z04+YsY{2ty8bN!=%+;n;>{$>B#P5^$HznC6|5jHls2QO11-4{nwkEC)PX%>q&T}7y z`ToLQ^!YQ2CcTGo_xlx`;-iCDd+!*mZq3D@?CWIOhaGS_K8MIGodOrljbT6EI|(sr zrsKceCXN9{7+?0DPVo6fLnAn<7sPXU`J7>Z>}=@Md4awwbHFk<23x-H=Y<&FahU1| z7bJ^F{fb%K1-&oyFa1hFW}m|~`9J9Dynl2rOr{t7Z$j6nTd+la206Sez<8=p03>Se zpcapxL(aYVP_}S{UVCy0g`y>}D1_1_RUfgi$Q0pu?w9(d@J}p7V`| zqoxwvxPCbl+iHxH6?qnlt~XVv5YgZ$cpSO50FNi%cfsrz^ZlOQxY?D)9tkL06?-#S6TovAucA-ZW*94^2A`#e$cfV_pmQq}QzKRjq}x}K%F4@7YIcM699jek zIk9jxEt=ZCjKrTdk?_682`AU4k>m?o;6X$J9_tdrx`>Z7^+qaMiYURanJq-*LLHsq zV+wvsLjtzajEcIJ&|eLg!K*`y&3!uv>HdWR@Ct%?ht@;p-bOg6q``LiIFXwh>&qlw z#Gu%WshrlaWnh(JUvce{3;r0{1;q~5AUo7emUR`v<@9rKG`ov8(A zLZM~WacCP(2G`govMVzg|BE;P5^|=vX1Xv|4c~>_K?HAliT>TQ4*MFW;o6-WsO4Bb zv(3ho?U{TK)~w?BO(o3&_x^Ec(|s0kuN$nF7a|eE-{{DQKZ#zF1sZ|x@y;ra^nH%R zFTKro-<=?2I*wUHY zn0K#J!$ z?GLyj^8w-(g~Pve88%P47v2^GgWFn3cGt0Wu-eg_EN?su9eZDZTi-rPo=-2BiyjFN!KYu};`pX&+&k+SDorVYO6$37!kSsE^R^bUn9n=c zZ@i0QQ{};Ph6fX+S<^|^o?MJ;{hDEZ z+FTG5lIFTSn&5oKOxWhV8Mhx#2ED^If<~TC)3R8X_;pS|U5$HqX6rd%U&i3ms&3}> zy}P)3+hyEvDHkqF&L-9syj%K39{9{Hh8xbMkbK1-23q)MN!&K{sN9ZmPbT8xxjw{^ z|KH|_pW+l1`Y_plJQuOWfm>F@`!B~haYaRToO$ycE~j0WQyv(>n%Xp4sBslDsXVt! zv4z?!^}-CFIovdDSIlUN#jo?HK;^9KL|A_-nIL)!!@@q{ykb#KN?=b9gAa;GkCHo` zeefTjS&cgI6YPRS!LmA$AcMM($4m5h*t54L-i{O6MWV{+S0aE=%*{Cf)af+-Nt-E@gR-JZ(+A&K&{vQ9C zgS&~(`#RVbbcb7eqKIhbNU@`74qR0PKaRP43rLm_e*Aiy_V)+!KF&I3{#HeN=ebFc zIn3v}W~8G*y&N8${7Nw1hhXQj5N2H9Bz%%4#bP!1D=8YM$CGUxZYlJCf)RSGC^ z(ha?1tr7ptqTe^?3xs`_5v%)_WMM!*lAHrDm(NTepLGB>|D2DeSEcB|p#t2IFUqxJ zEV(&34m?i$#{9@>D7W|@uI(?QUwy5JuD&JuWwychl2$@;Ho%y87G5Q%;P~%+zsunq zrg_ECiyEyE#I)eoO_3-UJU}L8ZKIsQ1@c8_CHS=m6GJ{T_Vx8aA|YpP{Bz?nj8#h} z$P|<9SCUBFEN$ZI>WR)>PN-Bq5eKYh<23<$7UHub1uH%GbCppmdo&26s zE{$fs?Pi>dBuJV>1-7?ak~>R$85nblnpotLlO>t7pMQ>&wVfa}H*~0tj3iVP&VmUl z(U5+1E2Ion^X`Oe#P;MUqxmcXyhZQAnrJ^*cymgHyU{QAW7d7KZPUJm0CHWKM(6bp_EC#6L{1!5*Z4bL=BvJ5Kidh@ejK4dY zK+9brjC(r?giQG?aA2Gu?C)>->lAMXJs66s?T6^QvfXsqJ`b#z^$cw9uYk_Wmzkg} zdsK{0!~WWt#LIdLm9ZxHw@@7gi;m$M!vv~oSwO!w`;bc;ia;o2DD+OD zT@lm4+Pa6leCq=BE**HEcYJmRMB%EON67B%gfC@rxW#!q-rp+Bo;6WNv#Ywy=z=K9 z^)}J$Uk4$6bROI-btn9;7=+4>Fw&jD)c1k~hvmKa(6E?PuIfR?oAI+hY9arF1UuJ zR|4S2Jrj6$)gET%Z6og|myz}H6ENhIFiPmB8(EH+n7;s&bYzgtkeX^7B z)j4HcdtM*pr1{xX=mNAa&xcF)r=Vi@3Znmh3+xniB8r=CfMwGH-UVTYdBI0{?$8DF zD)7VMIaVls&j6*r@@GSo=j{C6GjOP=aDyB)X zqU3>jGA#FbM8B43qQ(3k0=Yrt%NK3(=j!1K&qa8N-{Zq*Emmlf@-?7VbP!c*zpNzOu|$Ee4kPR+8|PATrge7*upL1&#ej z=t#?6T>82l-!S6n7Cs{Qe%u+qy$+y%Hs7K>3-y>)=cK{$uNhIVN+)J1L3EO?Fg!_e z!tm|W;9I^q*xeDr!nnn7EO;^X2`XeE_Ois6Ci zw%PQ&xQ&tib_&lP@1Oyv ze33n{3-YQD(#rhJXj>VLH!XO7(|m0>@MIiwpvDW0be55CMH^waXB=ERwUa8>yW_u4 zDRjfU|6o$zekd9mA+d7mn6vUCUY2~j>@xZ*umb9f!XPMW z4b`#hqPB%C#$)emf?iB3J^scMJam6E+WS|)*S~`_V7)VaS5reh@6|G&3f@xN9e%h_ z?I-3--JwaN@nnBm7h}^;h!W2cn&dGLPp+`1ug9Ok*xyOK<1mBBt-VhUwwL0ywg$R{ zo@Y8Lcw(LN4P4rE0^|I2QO2Vh8zweaXlp+akSQJHlGR?YE2sgph7H7I;cRI8_L`(t z)f2UH2e_>ijx)afB3m-vkSLQxx}DP?KW!I7&5vd1nJG$RcBzAwqZj;=mS^of7GmqG z63CQp2A_M1@akO{ed+ax=Xj>m|27@uJqZQyR-Wffn1_);zYHd0;R0AY0>nez6dmP0 z5-;C+P|*m7xI3XB|K>WlN#7+k9_=J-y(_dg|6=0v>KT2t1t`Q$6m0T;MSI*!Fh=Gq zDfKc!x7H`LSMwaL+gNUFJpUVc;S&nEzidD@FdW|dnL=mZW>9$^NB;au;JM*1iSEsb zsIVjhr{1qdkvR;MubDubZG3}G`(9$)m(^%wQA@Y-9oyLbEUNMOj?MEQ(CtSL;9L?&Q%`gf zL%RSXe72M9S>zAHiv4ukjSyJ8I~}sB*TD0mZZzZiL;5DH5tl~S;3j`ZEbVQ==qw*J zPW(n!H09x`AKA2beIz;VVTjs`Hj_&VPS_Eg!Q`$Dqx%ASFwuWHHzAVu*ILEEn#msU z;oMK`2yH-1c^2E&X>rcSy6~9ccBEO}{AUwjrm-D1?aabuE1sjvB?mrpHHFTpkYYri zdy^c$Y7)F4!Pq6IfjZaAB5yE6*RgS=xN0|aejO4FOlc#L&-SC+PdCi;Hh{T*BLp)l zV{xTIId#dAh6cM?0$ZCwQtP#jvnv}*Ig2|apnoPe^HBnM75S2`jzK!L=q_A#dqZ>` z`JGo;33e%XWS>lJe=f{<~OW~hriVkqxmU%EL8wqYYJS*Pa47V4~;dI0_=$eeXRPXC`6x*wa z#~tR9-uIXA^HUevBK#jMO$(y`Bzugv_pQQejrVwbY9ODrw&2f=GdaUrDY|fADkpcl z2R*KblkZQ{asTLVaywOmW63O#acH0$$JS$o!X&t+`x|#9XTZPMCTMgz4ky$zz#;fO z?Su^aX!igFa=!4h?*M-OkqArgD8mhE3HQ^_po?TUXlHFAf(KP-*{6jA)9mnp{3fnv zx`4JM{z29K%ea`gS=^+TEmU$=1BUEy;2L_aLSLXTi9K$Ov#t86VN)mF+r5_z>F~V6 zm(rYRvIcuBI}@Y37Q&*aD{zZv*0h{@K&5x2Vx(p#6gQ4#qr`(@L45*Lh4ajuvKWwT ze+p`&ab$~dJ&AGW=hI8JauKF~Aa|AoyV^DYcleB9Rgxqj%9q7yPyazn{vF&nWdk}L zQ$SHcH0cssgxZFo5F&4gNxfrm%7HZ;DcHy*C#U1tq@CQ&KaQNLj~S|_1;Bji?J!^7 z8)~BcA#BV+Nb?kzBv2xJWMrhA$r&T(2hVA&ZxA9 z4mni_y7+U^^_?tS-+!8C8tF1pI?J%D-y5!Fu7S)3u40#GGuWp-$7`E5fYFL5EHRwH zISH>}*RK?U2^#x2+u*DCSs+=lC+#Kl4Y`vE9=Y5Ne&;Is%9y1aKVZ&TA+)~*oR;)_ z?qaZjTIW=uY-tY$I@Xif1*6oxeLfl`wt{KL4?13|2$K0T8QA^CAJ^W}*9%HuV5JBr zwN;i&my%^`Q?KKN;c3{NaTA$j5zh3p3ukJ+n>_RGC))MO+zvYgiHW-K@oE-#yKx2S zi%i8;eAu+uOqJBA%)--e%CXMmH@VhVgWn@&Vdh{soBp{3#u;9Qr1&dfy&mvdjw*M} zR)mY~Pd6@6&cpZSp)~oc0=BB1XId;I*%w!5KyL+u9qrp->ne2;Id3Z4^?4Jj_b!5) zTOW~cWGUY6l0Z50Z_I=_tI4?01$g7WCelm!n9tvfc@4>sJmm^Kw?GGOnrTz#B}c)# zc|0_qljgpwPhksX```e#h%GdyFr?c?7yZo#`T3P(Ly#uW^$%cVO&nX+_gN4!oA);f z>$7VguSVJ3e?fWK7k1oUETt)sV-0$89k|H?}WKs-Icn{yZ=`FC_ zWfU*i%X3DHl{n>9b%H+3#W6z$oN%}ew0QrASQz3B-Tv?71=f=Ws9bQ_GZNa#qtRbPKIo`m`jvK) z-``F>;srE1sUD;3_HYJz~#kW4YsgOY+-VtfQk^De>Y^lzbVI`)GPoM>7dEUaw$0%r4LA8=D zEH7%NFQx}#y{$F6>ebS5j{@La!(W$y}HI`&YNq|K0*@Cv864+$QHdE)YGYMk}|6rFcG zmfsu4&CG1syV6#o@SN+W(v(su5?a#Glr*FwJ0cVfDkFq^D}?7<$4sCKIghVpZD8*A1d!uV(ivKygyC{*Q)lS>oEm%++2v8yPuGS;|{=%^B3Xt z;p_BFdk}4SuMa^vf%MJ!PIB;oANl5b2^%aFusXL6g;yKUHcyjQig)2;pLVn_yn|Cr zKcLRZSZ=kmJ{R))EnL_l%1I_aqNnaLQu8!~Y`l8~wbm;OmInC2Wfz2_@xO_h_7-@* zHH7y7cf-QA<+N~~3#6xJ*vJi^!+4E#{2l$K@L+Q&X|I<9)oZCZ)mH^*L^*l$LebiZ z@^cxp$*3(-&8MESaB^V_4f9pTU0%|xc*aQf{gM}!R|D?*UWLiL%j4nMqiFY23spKp za8m0Fbe{E-c8Ax!qnUrf|f=! zebllAbla5auj>v%kzKFI3)d<5t8N9>8$YIp!s6+O9Vxijjqlkv8{pgN1H6OG5C?DA z;m>{rq5HMbWODp8Vi;lueGw->N4N?{t{6dn{gs7T^G-wLK(2rty@VdG5iRX<@V&+v ztP!!pURhOoIPo6385|JYbX+Mgk)arBvx}YD{2Cn|4T0_(H)a*wW8G#I1b_eA$d>6L zR=5k`^BIQQCU$~B>^x|xpNP})jJVhVU;H_?p{ysp1r9vFfqqX`k%P-~X#anAFfK0w zGj-z7Lc0WgWtH&FEKizU(Sm{+D}lebH{Zb?A`X8ipyCcIP>QV+Mv5rH{6AGRL3=U0 z_#8|B+*l9q8-DU0SV_8ni5YB}nJYMweg*0R-@~J|>&WUCoj76F2xhTYjBTA_!E#+Z z+09S2NOkwJ&11UB%gr(HH+2%b91EJ@f-EU9K#9RWyQAA3d2lW&c2l#%C}m zei;lJ*1+zO>$tBx-!Hj9kzCdM2J*q}KgR zU&^qhFUrw6w-NW}m}4;Qq zu|g<%uY|`dXOOSWSA^~hR}+ic1R~XP0zxFp;Q2}e+O#JHB&95I%M%mKmOKZtrHb(E z`2{GlRi$#hwRDw_3}^*Wp&_ZWx*v4|4^6D1mWILBJ1#e2|MwZN()$>>^sY%b6k7$E z`USK{PntG&|05FPgyhL$8Ek!im6-fkfMaHy#aW$pT&1c$E-O4Gr0z0YTvrKkDH0x3l zG|fFnES|rF)c!f3Rr*F?{H~gML^)$&^yag(E47=k ztc#vN0jZ@x*as$jpTOc&!n~YXL9Wxt2p(1QI30I&aJSk1ea$f zpun!esaG2X5bsMuoLsAPbW8Ci_(Ir@u&d45HconX8X#^NZzPmqJgkXI!=n{ z{C$8~m)_yYKi|<)I^Z^zmzSyOIeWvnP=kKDykPeHS44fHZ82t%eAiOyV65bA8-I&h}J3d0y!y zoV(WsjJtQ@n#JEpfXWHph3d=9J4cX{R|G6Qcmi8G^aH25tFia;eklAS$<%zWVsW?z zJ~g_FJC3!X#dp4|x2p?hs9r#qQ4Ua&AcMQE-a<`2hf%pbmVVgy5JUYLag$>?Sf>zSI3X#5jp5`{}BKUUYKB9(Yyvg;bnW$6IfuvBGF83uJZ3xT(;Sc?sm9<%Pc10=hHEC zL52quYw!#MwHEp{xl8DH=pa6?;5miP97*ing${>%@#^zq_)KX)5OYO_|9vaTg;-x2 z{~?Q5ZoPvVJ$+d0`ao-78cx+VD*lZIa6|ou2+ALx$z4@x3&iluL#A}t)3`7cmp*DKjMGidr@)Y zcl=ycKoLRGMz-SD-U@taKAv4|7^2@z>L6iSn$T~P6gMM( zkI+oyqVR5CCOx>w6|Xq$!3gU+=rX(tqx>fTy}kfg4v3rxVO^2pySUo(pUFk?`_`UD0dYX<&U$OntGjHJ2sab zXgyEt+LpmJ#gSN++DXh(o`Ta!S5O;aE?9Kv61}JixTG(ZesTSRWzLVVX46eH=+&be z^~10x=*{n3?K>bE74xF z72X`@87djoAlLMa)-JY0Gu<4X{dNjpU+%@6Is;ZasT1#JZD7&*u~=BXS&)?{LW@I3 z6KiOq%l9lK4M$ePv}6BhW%L-d)2ldc){JT{dB-H0@ybQKNVyv|qBN zD|ad5$q}Y>lwdUDI$mMMDQVX47LM%FoUX0MrzQ~6Bv*m)nwyU3|@ zL>13HeQ|}RO#TX&KFuf#|Bt^9bB#FR^BX~q<$Am)@tB@&zlQgxiNP}6IH=N==6ttK zXJWA*P)~O=?GDqys$C&yzGFG=$j$(jzoPt^e+gEn9@k!7YC}A_5X(o*+7gSiB*7s7YpkeEqqt@c5mU|GBa*XU3`hd^xa{WOQ$SOM?v}w#@*t(7`0uvbd>~axnfA$PHo46jiXsBv{O!IG3qu~3Er=}1Wma~ zbeXLTdph$0`UJ>hN1!}=?(rGL6`U}1K`4%u@x(u2zPRd2ES|g>B@C_)Bx6RWkl&3h zu;)SqF0Ai?v`TfJ^La{8`7jL*{XK#~jamF1&l$2X6Yc&U#We-L(M&H5Ppn}0c}*rx z95ao5TloqXmiEf> zUG>GR{a_@k+@8Q*6-cr-6XcnT^gj&$JBe-Iq{;^SjoBOdvGCRD9sPKWVEB@^>$cm%9cGJ>?AODJVH4l|2d1yW++G+E*b z*74n?RnqD>b$9^=9`a!`ovz?Gn`b;1=?uDS?!n%_pWuCI7HrIX1Y4~ZaKfa=IQ&zU z&EW4cCVo0}`~xetc=;WC`|txk=lQk{={ex}VgnVw&_tZd*Fuz%2PEE9!r$A%=zHlC zbZy5}x@>4STrT2!0qa9xQSKi)(Iyo9 z-4o7v?tw8c=3<&eEO{5*Ms}&z+XUn_f#(%j*nD;i5s|qFeP0++G(Aspv){qM%L-uD z>!I=S8MgSmJ}VyDf_VvY%s9yld#tvgy2%xsB~xBD;#-kGb)h>OZP0=L@c|?$#{#}q z=f^BwSh3G%RJgUT4Y0PQ5>uRJz@VE5czw(#$LBr5B+FP@(HDTK!9|!f#~L(6UC~=E z2+aQOrbirV>CnYL(7I<0c{_Xr|D2sjT<6EowQ6hdn6DX2JQTp*T6(c8OMRBXR`KGE zQEaSyA8vKFXD6y=v%5C;A*AFi?Av));E2`WW!*z2pZ5oMDFb*J7zc~jr3kYOW5M~4 zABx)N;+E}8LHR`}iWeuM$0Qe0_`VSRy~LTr@Nvja$rnh4{Gwh;ujyW^W7r$jN#0ht zV@Xmvu8Nw3@7+Iuj7>7hPe~+N%cMD}sFy@!Par4^)Wf&7Zo2r=-%rg?>fZ+}rg2N>?md`4LZu9H3q`8&LM>Bb3Sv zK`*{jE%IMIWm}fOubI8X=5`*wpEM5hZd=2>wefh}rh&$8kf);)cM`XMGf-o!2+Wz+ zORmh4hg{ujq*78IwIt;6vrGbU>nWqj`)9%Wpx>aoZz{Z6aF>kY|34R|{Ghj+*T6ER z^Yr>4llva%Xr`W+CNlBbPPQ>m*4Hb zA1k=*bVSe*vjzJ$y%MAx$cAZS&%nL<0uUJ=32Qtr2)s`Vh;*?hJjz)Q7axkz8O6WI z_6b_F?(!8>?<&AI*JCk8#1XH!t;F_04GfuMg{D3Kq2X^?!KfD_p{OXCNGhiiqu)|+ zwptIC9GgZp9;VY@pRB;8I2M=lF3D-=Ulag`PE^YifwF!?t$-vV|cIe))1ohUmlGXF`@m^*SIU6bz1~kpW?)o0|kXcXd z?NTxCcr>kOPk}vd9Q@AAp_Vx_VEL-E=(wM6;hk~D33~{OjpljAL45ZRq^a+-G#vf9 z5%u`9tWsw={az==^V~*b^Wpo##gAjaX7@^1?!G{fm3o3|X6%50wprx;1})*v_;hmf zPY42E8UA=_0$$Lrq$XKG#O5NSk2GZHUpot&`D7dJ)ISMb{((Xx&B^G}@d-L6=inXd z+j!n&5XFNx(gFKJP<*u*t4Dkwg~uF(KO37cX6HB@@y!oCUah4MhsS|k(R1j_Jcpsb z)bU-z8&usViTq(rm@r13WxE{%gGEmGc)2o};CKR-E(MtWDFoMN*<#$47Rs6JqplzF zaM7nE0^P$j-Ek_NjS*1iX)io~j`zc-Pr$O6NT_?Wf@f&9(O;J((bR4Z{9ARJ`kbF< zb7EjA{*ac$^85vC?XLfL&gm`M`QtB&{otry^+XWZp2GZ=A`+}UjXEd(Mf=5eobrZv zvhQgH{;m23dDT~O2G2lm*pLL5_zovGGaBw~Si!AM(}4KdKN0p^g}!$gKptn{-aP?a zYgh){+osE+PFdr@#wuKpoQK;}L(%Bl4D1@|$@4K5l8DF~X!KK!g~~XCi!hN?ex%fH zV=}r0nPZr48r|=nix(#RLdysGyr)~0>H6?{`=en(m%FhzLH!WbxVss$d!}L7s5fL~ zbtmlH*h-b3c+$~UUND??4XduVQlGePa#6Ssg=0UE(bDmt^2Z9&pqRYFj-IpW*r&zv z9^4Z4oY+Ve+pggxiG8?eQ4*G`oy957cHx?!No?yv#Mz%@;pg9BRQ+6xV!Og9xMkq_ zJCB4v=oa|Asg~rPF9fL=cMxdXa6{WPx!{U%oJra|cC4hIxOyvbhxHuU+v6daDYk~j zuqABA-X1||kPDP-e@*RX@n^)^`zU{T254_TL~74yF!PK{Lbq9y1$RV@SYKBR8DDC^ zM%TpQ$=yhXrWWy;*Nu3fZz9aeS%J@<#$fW95V&^77za9c;lsm6h%v~bu*!`39W;YW zqa^W9bf_>asvV;PwIF}LGk9pg6wBra;f~T-v~BdIi~g)8Z9DmSq?9||WBZzVO}h{K%;o9dka1Y$bVqO? zI1i7+^A6z^31rIRP+B@hh}tC$(3Adx3@(*tdQN6=q0bjH-dx4Iotg0Ww>-X17|n#` zvYaV9gayeaZ2ZId)L7>qu2!^TA!G*1xq7gVMXEf5=LzjG+rrP5o(jbU2kAdP3KbUA zPQ)!P3fp9pQRRFH9vAr}_~SQ?d^VDU8HWl9y51xI?59H1r{A>APX_Otz7G|RuR&~O zfgrv&3ajT7Q~%%lp=;QR5#HalUw#EFZxmr>>KSC!fERx!8Nv2WJSsT(WIeZVRweXY znaN%S+i*WLq`4>AQo`2tGti;=5Stg42@%zwVC}~}>}tCMUO9Rea}~tdWDiTQR}H1| zD>mb;UsW*O>Jq$_v%__F^Pw_K5^QayaAMCxfq%zOGWY8^;kRNl8kAEHNd<1O-*^n< z(i+HrHIh!~vWIf5TB_gei)LerVbAwt7#K01Nl6hh4%JbyAp`5k5N0dze$)Xm?%OL1 z!P~jgocm!nka>0jAAEicayzGREB4;U^?ze{X8I^j`b8j0tUZV7Yo>BdT=Jm-AJyseT>eh#XS-)E|zxk7v%tSJB?(9tjb=L8m}*)~6+jHy%1;jM!x6>z0o+ zawOR%n8#XwOktm-mEhgYJiMgWhPAoQP_twyt(z!Ir|sQ_<$ZgZP5O8`ywQSQk9>fN zjnZ6oIKtf-$FO*ECA?b5_k`L_nF^Re)NndTxCfxzG6y30G!azWCgJUhB-qDuXqMaz zz%<8da%58wEFJ%pS~gFF_N2-(-MuBkOEQT<_nr{wkF(~oUf$zh7Mo!tPUXVyJR+Ls z%fO*pjXS8j2rlae(AGE`ZegGfCt^5~eN!67BV-h}W@Lg;^2i)8;2EkoS^-7ROHy&! zHoR5j#J-P4VtBNK#J*0%MR9r9CSwgozviNBnH_ccp~oziE#v*|QjmYZ2g?IOiR<30 zAnG3i@z00IgZ&$bPMRrsne0UZUXQ_%OSQN!H!L~szh)RSKGG&Vs03pkPea#R(`eze zo4CeT3X|oFk!^8iKc-EDXqO`hpBJJ-SQcqb{6`X<2k6e{b<|--2H9B{1Y2sv@t~y| zx3+mLR4Q0=6%&-W&OntGAv^BZv; zzfWVyL3=jeI}Tn1-ogdl;rQlmSgEYtZoaRVgSCMUaIf_%RWLVaCw=epyYpu7at}ot zpXJ>1#c3$z_87A_6;S#95cbkypzJuFdnS~TtQtioEV*53r(Nyfx7A)ocC-9jbqlMjzuDw zwS7=HKG=jSE=&;oJP}Cz4Ts4_lQ#P7*EVD=YiE57+6qbe9vAEm-VX{sq z4z$bQvZIqg^_4q{-H65bf;%Ksa1SH8cVJS2tYGNace;6rD0>zthUt%a2gA{0xYWLg z{xA)Lj??qer^^5i%6%pM5}Sp8+{WPM2wV7~+)j^c`U(c_%hU75C*ez!BHkRYgnFUI zobu90!77NjQBr0y9dj;lg}B^5;}6RXKJ^a9Vtdpkms2^orC#!i?~wwH9i>+)VFUZXiBc z9|iblDXeqx1KXBFtkvl!pJkf_ap|9kal~X!{nkOQ%5O4M$>$Q0b0u(6c^!`R9m%pY z|D&HgRzQZj7MQwgqQ~u8IOgU9_I`1oBWMTHqx&FZ%{2&LbBoNHe-<8J>4qN1P`urY zf|ibWn2>P}=j$mzz=5wsWFUy#N%V&WzU{!Z%G0v@a$MG85l*yZHS9k#8xoA`AmGR` z;r#E?a5zx{mVa!-ZyWT{vCITwYl_hxI?+*$|2#i9L%MUfu+u)$o>)uqu+Fq17Rch+22eW zy-5tr7k+>Ro5bPI^#ujkhB%izy7bC6i8_8%hKWtiZ3m?x3#OrDn_kvr?LpCyb3wC{MfbT1-1!g}@xoOOhn--S_eIc6^ue?D#G^D2 zC*19%`O9rMr|g;B>J6*FJFk(<+mTA&t;|K)mC4xP*ag+oY-n7k4!PT$Oe&2f$WwSl z<&ykRhIf8T6@;R33eV6O8i&DIMKDw4FS+*V33ksa;XOpbsLMN&9X<_X@s&h+8VuO* zmskuu5eZi!W^xn9YH|-6M7eIQE0FV8hFibk6nu6uBl(Fb)X{n(H+#Wx%=C?b;C@MX zcX$il-TMVM`i^FP=lOnUeGG>AJw~Yc#0n2(u#$VS<(0D}SgqhKrbIil_@6oO-rW~| z%qW2sGMZe-C>?Hr6tF#L$@V-mFP*aKQ_DGeI94KTg4}72#CyBUjKn z^&}Y%vw(+R3dnC6H!}9B0Zy0h!VyxD?BR`aNZi>;rJ8P{mTn8*iSGu-s4!>?ZNUBW zZLq&ci;a=Ki~Qw^b$2Av4RiD8wP*aEW^qi}prf+D*;|b3*j5Q4b@Ax4IRdnvZG%}J z2e7~6FKS;Zpo;#tu>IK>CSqQS!$#it{l+UC|5FC|^a3|-&riBI=Locwq@j!51AKe; zAMGDjVyXwjP@!j#T52TWH05jPQ5i%44*}5uoiK!7PjF=~%w^ zE*093`#gim$tZcObjYQVqFlq^EZpQJ!}+!wp}+MY_2ni(zRoh# z-6#&H!Yjblp@^TAjH4KQG0WBjaB&)i9}~kM^T=+_Y%q>n{mGH* zOdm;lNgN*6Udrru?FU!RS-84(E-GmIa-)hTg7J5lBu2-&)Sh1M@7VBV$AG<<#ltk;?b5nd^1J4=)l8~h*%d`u3C3!0*%jUTF;Fy&cF*&n??o&GjAO1vx+PMOuu+tR0UTmT3Z07QQfo#y!Qo*br zZZLdajFVfFK^q48VbJdcJaZ1kty+fYK3fB27QI17EQgNkR>GSjsL-e6Jc#b7=I42` zXg93LHSW6$@RwHC6 zFg0O1x_GKXenbR5bl+*?{Vo)llN_6urp$HrpN3VVWZ9HaUx`BG2S~e|A~>;B6Yi*t zqfPz6aCQ0y(0LvX`n?G4+dq=z>6wBX%96~!LXl}W?WC8D2FMqeTlnJOCsKZB6He5x zKpn3z{3L74oTw3(QXd0S+Y9KshS@NxdnzWu2)4vC1A2KUNxM`u&VJa8GkZ-@_QG?b z(#}xfAHjmy+n}IV1H}`^3XL=82nRavP!+W=xZD0Kw0Z9abL)RNC*&9WHaP=d+7FQg zISq(hUQ0V1o6w8Mq1a0TT#*2Wxj0&?I0k}TD`9rCDZKAo#$w;Rz_Kt!Od*q4{k@62 z6U3NobvRF+{u?jszdI;&vq@#e*;TAoaRhUSDS#EDZOIcOOT2{hIGyMpDEIX_8i}vs zmiWJdqffGl&Ms|kj+K`%{?dLLJ!+V&6MqeY2p#m{XDFI>YV6}WHSUAD5==f?jPpdb zxXcE9ZnClx_t;}6h??BQEqj77LZO7u#`Ao%@^^T2!4TB#aYp^nV&V3LY}mVJ0~l?c zA`EZ4gG;u(#I)YWq^SNlRhaXK=9&26nuDI0yMF=PkPTygSu2I zHgmNJ&ioaPe?}|=XRjM%-=9ZRhLgi(p{>F*zEwEmm?sOX9?4$m?!)$PfhZ~M1if=~ zpyELUtWL596=xBY*ZL#eGxSq%+(MjbCmS&lv3uB}`wOpst-@=j<*4DUAkZc4pmf*( z<~)2uPaF^@yXRe^lb%|_h@+~|x$!NAEDgk|N-5;oooXWa>o~H@?sT2D71?mYT(H~U zRN(Z*6^|D)jH)hW|5y z+QDWLSY(a)V|`FUBn)5jJC-SHo(uMSFpwB^nA1%T79Kh}Qq_kG*2N^`&`xq(>?NLG#n0~fvp3gw8lqCuC>30WS-unTRM2xtbh7iw%*&Cea-S>i7nHa?>7_Ht{lKTrg^e^)!n#;=RNew zKgOcQ*Mg6?c0uvC@o4=>j!XO{#of!#!|xxjpl5+GvpF0MzT2)4hu=Kw6KXMSd->ZKiLg%d!@cO>CsBBmR?Y#IK)UV%?e;S{`?r4m|&WFUpq)s)kfKFKWf974VGH z*>Skhpcopq-9Y7=D{+Ej23>7sgs(Xz=Fg2;oT4<& z-SizcHNM2m?NgC^_#NI#N^nzn$61AUDrVp~f=a|If2C`tHG$;MaijCW*${YjFq0>b%_TK0u&LpcSd#;GvA|^q6 z)^Re(B-tugV>Wla97|{jz>k@wSjq1#C-fYn2aXk&&X_|u#T|F>O+OiXd&M~G=y-Ux;XHNNaSb1q^4x}XC%6Nu z9#HnjRQM%Hf~GD|fmx9g@n=UTM%QZLP3wsm{x%AYGa^AgWjd$VWCCw5zk?gTK{&2} zW8z}1bo9|swBFT-kqwg2cAc}i?Ee-E8Y-#6g-j@VYD(0HPGGp!TT-LE5e)_+@#4ll z@>9JIZ)^`o%g8ozFv1wGk1M0cQyWQ>*+%$!kigiN&4Qb^Qb?7uHn&x56I)W6hpO(1 zuyF!m$M?LTm&Qt?xpxL8eCZW>uKq%gTy>+K;Xj0z%7f8soGFf3(=Yh^#RBWstFyH+ z%IumMpLu(A6;7X$WcfS!oWRv!kUM`87i~Vw)WWy2B}dH=_$*L}k2bUX7S7T%pMZhL z3NVoq-~+Q!?1Oq8{pI`}f+tIH#)%pD%sLgnTHPedN~@WcsV-~Mk^!nC!PcHX2ZN4f z@NA0?vv~cCD4$j3Ql&$&$hVGU-P7X8oH9JxkVs>-Ls_%UPo4*ng8%Woe(mhZ@I0sz zh9_%dj`|3uSSX3YiHBLrco#@GBnEx!Vuh&}ck%Zb7hL&zfc87yz=>Kdw7L8S6+2NO zxMom_%Xj9XcA6_!^U9e^^XrFBCpC8EB+s68iGr!a6+8o*cP3o=1|jEm;?Lb&S^cOo zn2|aQn9NyBvwZ|dRCc1pIZb?WpdEhPJwbNph6%z%7IClp`UUzPOi*oa%1)kj0h#wQ zFyq-+HdAF837D6FaG@T`x?ZeDJQP~ zllr7fQ~TD}@W_5SOL~d4iKGdVRkq;6`axoO(VAT!-cDQPhM_IWh8+=og3JE!vpT0H z)EA$`J~*#~+Q3p6-1d*G&+!1=$XH0;B`e%0o+i*A9>wHKjhQshCGDLb2|6DQxWCsQ zfJA*T*n92Z7EM0`6Q`SUEoVH0kD6Z4<*TANPUSvad*OvgDy?u(_!n<4YeLJfv)C%L zqs%|^l^}ayC+F95oKw$`1+^uw4ktcvfS`VlDpXV_EI&8&LYd5bK(skkm70;dXrj6+d@Pc%3B(lpZ}L z^OH{l{YK&T1ZxQ0+D;FwP(kPF(cHcGVp5-yPUYWzf`5Gl&?NazARX*U4N|MnDmp?S zt!u{bo}!4gS`j&II2Ko2`%9&~9+b9y6vxFqdjZy*E8VEIjJwzOiVOO(fa~D9OzySE z*e)&%nPxC-jvZia$8KPwUOH{~0a)}#idi(=hTv7=oOnACs>IlFdP~p2%>hQLE>_a@ zJ8vNUYa^U>{Q!-y`apJFUPv}=N*1hK^ND(0Q6v6OH=y<5BK-Na2%?V5V~o8jUMh3P z;x0uTUv>j~oM+RyhZ}IZe)dMMl{avKD59o8JIz#;z`l2Nc%RHCOVi(i#Fzy5b-f!K%J&G3 z-i_v-Uv{K6?&mQx`vOe8Gw(2a!6i{$ zQmErj?8+iYgiZoooW2@2*Z#x79}+14^Ej&9iG~x^C$MCKJh^JO3;H%ovEOQwG1kb8 z>lrMidfgwWXX{D&e7%zm$9KcI-dUh){(sl!E8O+=DwV&Ki~~1Z(Qj)Yt=TgkW4?yd z2}LjI@iRH-wr&lGtl0tKrmC=J-)~xIX@xnH_Ta>tQ_$rw31T}q;@Yy3hDQ8_u7GUl zZ5jpS+*s7!f{^ok1tv}HkBK(k%&RUU6DhGI1*wke7mAbb6m4 zwYv_9^>y5OlH&VUG1#m09bX=QjQF_=+cw&Q`oKkcrv4oN4sW6QHgm{wB^_q)o8Nnc ztU?*dtJrv81lXRs1qUB_|T|I?vg8kXYT zGm z8L=nly&+jI7cLebf}#G2W&35`5Ca1xG|Jq93J(rp&Ok9<7v)(nM;C#Qejh~Fwb249 z%H6o$4AuMOn0dnyNI!lC76kH6fLdjoG~E&%jvmFUrd2exbUQkqA5YxOa?thx;d4)p zy!&ogICOYFaGSz0&$EawQBo((iyUyBxig-Lj3OVNjKz_;Q+VgAGo8PF2t!}nV`R}p zth-)_-iI&a)RNXYtMQUZ554+L znl4;XMA>8`IGh$j7py#m8!h7n{KzUtBi35; zg8pte2lvSv`0t$tUqv{9M|v-jA4jgi(yxW^yV)Lk?0%DdH=fe+q!+Y<_d#_9E+7#; zNq9jL({+(tO zYJi%L6!a=Rr9Xznq2Npck*mE)Iy^rU^Pz?CdiDxIP{JP6TQ?i;l*qxB=R3hb#~dw; z-G%Su591ZhULy6p60d!{jyG=c-JqS<(CFkGw9P+JcBi5q|D8j@=Fz6aNva%jZY+lH z79WY>SZiR9wBhLl7xap`36(=rsZoO{$bY{FS}l=eq)#0QT{j-aEjR~zY@^A#hBy#O zJqz=~?!hCu^SDY zN4D^smOsw$E+H0N3Os&6NjqN;Sc*^iJct;!TPf1Ob>d7eW+P^+@jS~nlQ6|v9mTFb z!Yz6S>CfAtf@KdQsJ?F?Bn*barrj~<^nN>}j!qIp&3RJRA-pJvR@e*ra}wa_p66)j zJrx!nnuOL0(rjPPY_zQp!%J^-Vek1#(7OMeO~tDXuvs{diqT3sXtf9=ViQR09^OA} z?ge|-ThJRuQFx9UB!*wCam+3`R^Pl1LcCjHK24zBrYq^D1_#^{w-+mFQt77gitJtA z0W6&>PVC#{u$vo)J}<`MhWFnw^1(V5dE+wpABx8{^>OTaq(1v|Kc3|_7qa=b8f27S zK5+?>1x5FRupn_ieDnZ(&wt0ruU-bW%_qtvE46WOwv!;(cOjU}x`vwZYjE+`?QkIb zh~TE1ILccBo}KxNJbWWZMV9Mf0Kb3j4_b~t`&?0WzY9v5)!{laANS5UfkVSz@XiHQ zre~Xo@4as0WUFBe=ik*{-OYHUY9ceJe2f*jWn{}KOBgO zmTG|Rn}Y>!#vMa*y*658^<8+v`7_yXDgnQLUIRgIJl4Dyz`j=zVAgV*B%D(rzk{_P z>Ux=AIhRXY=VU@gV=vWsxt0ztEvN6=m%s*p4X}4PMm(=eVa$Z_uzi|3G?pmR^XtU< z-lPf6t*d~W!Hpz~D@!lM9^S(M>r{cR2@J z)>)I<>M;Uy|5EVviiA~v=UTTbUnh!|Z{Tp;OvwMmKieWBFnRpRk_$rqE;sA~u|N4a zficq*xpb#qyl)`SVl(xbR7gC|@$A7}%CD)lLI@ET*1@%2UatKHrU;wU7q&?>yT{t%mygdqYygVW_Y-L*+*UwENXK z6lTxFSyu08j{Fm{^Y%uPuQL_0^v+>#BY&RN-9bKk29!O{$-!c}lJ+jUPc|LBiam{D zbg$fY(q#|?15y*P#7hifg$-qnA`V!R|dV_-ohejk@ae-*t$ z&*OY9{(}blqo~hJ+e}zkl`<>dG?V5%j3o!EyGiHXGtkX@uoiC(BEz>zq0LAX)A%gI z_ON75t0NB8 z{?wp{U#QT!tPPXTCsBEiJmkVpdBFe;vbomceBE_*m)LfH#)J24NMuj)Z*wjrM{EQBNc zzHXkOj4-k@3NHqWbcb5#eA;qDW2`qjK|aJSg5yoL_;h5x zP5u&ZqNzDhwzKstMAZBTZ#5Tz)wd-iYeNtK+W?~X#bHCb95vrsEx6ti4EGy`3H(qb zu_sQ`vRmJUv%PER;b>RP)9`mZsb@yAr=4H$&DCw!F@hI z5OOjE%WJL+Z)css&QL>KI;cdn6BdwNmudu0Wy6HeRv#0*JkJmI6v8R+{qg5Dd!Spy zgwFMNM+7IggUhE0f@#G7ex8%a{nQPRZ-UZOMlwQ1M#@Mwm7QfU$4I*&6+QKW4&BrT*RMOyd!`?!C+f4My#*B{`` zbzSFq9Iw~&2_x&}V0UewaQO9jLHi5~cocsQ$1N$LbJ~8;Lz~ZG!|^Gwe@8z_C@U7! z9PuIZ$Bu_*I>kI=b|So(Iu3frRYF9t6rD#dfZe3Kg4}K?=JinqWoD0LhHKxTvdw-> z+gO7KZv`{Wq>C6eFrU-}mD04%QP|@o1A0ku5cgmq$&Yw1oN&PuTt&27ePmo9@qep%+wqgb* zWf$X4<2_jNS&gmA8o{E@y~MMg;!I?zBCGM%VjGSkzE2y&8s_(7;`lsVrkjPHwHY{d z$xZs`_)$!B?xNh@V1d^#!@Tz8sGZ)6J?ie%)>n+nPS#<6e2!wU_YEMW0;YM*ADf(> z!BIOCoBJoT$xMhOdzSEw--1uV+R3T7POy*4U0;oQA{ylN4J!z*JSZ4`T`M>$rHAJG zkX{=KrdL`&;I#~%e{Q413~!yIkDBH2Lc^9gxU|>*I>DNf5RCFeTX{Wb@6Vf>htRB*>iaD9?#QMTrTd zGoX&TOsFFpZe`O)`D(1nqZ1>G(rEqMH+YBVt(yK=N_`f!qvxhNbh!M0npp^G#v4h2 z`=~9bB3ebf{weZYBQtvLJt24B2cV&LBTj1*0gaWvgq+(ro~Jz-Hc$B{v{-loxxebd z$dWwFzpo^av?!#`)9O)mbO}|d;~5ys%Q5zXJc@@!pst}Vj@&86a`SIu+Cv4rGVZyc zWbhVVXue~+?Y_0(`szh^ZSx)!<7YYPyQ!aGCnv*@0JHR-ml&9eUwVjL_oK zF8sA{B~97%4U`m($oBerc)hlWuFJ~8%89OEuPnto#LnUn-xJCmagdq)7|*&^%ff$O z99YS9KHoM{4Xp1(v59ya2h!HT+j(ii(U)V1>B~U6rNIK^H+!S;pP%$xk12{@OOpUR+{NAfiIKsuXJ8;Ua)7Ub7zo2;N2<$A1gpY}1uy=+gOcnBfuY=K;bw3uYf9!z_lc%6k zrGV!8m*{^sF?iKJC{`Mj_2OOFvye@;rSvnft?mb`591jSeJ@TZ`ze{m`<+i0J`zW+D?O*Myb0C~Qq;R(#1#J^w9Dlj$oWB5&F zi(v5lEE>972ff`SrRY&MNkm6fqLt8ZgDm z*-=bn$r1;{0`PEpgDqe3uvOwG-@{L4vqiMvyWBX23J%=BGby$&NkTYn%ps_V?5KJu z@s2I7nNOvog1KF_DqKkZe$+a~cbj7@!FI_OaN01M`}?t(_P>{6A6&G#wO?ItM3M3>`qy@sjsb;L=tS^wYXw`c`LuOto+$)sY_GTzOyaX-#)zK^5BF5%MNB$U;di7n|bXf}t~c6he% zb4m>??`sf#PEDxI{@>jerP-9hoL-$FZ|OEfjlfw_hy;h{VaQn1t#!-M__ z5AThqzZ8-|;hGifSWy6xw3E8DZ>Gma+fbqNXP#H~3|A;U5oZ6$=ld%cVS;NdXs)~^ zJmWpJf?3~3EcKOjn zw(E8ooscMvTfV12@MR^w-ra{<&s)L#f;IO&n$Nsut8n6P=8$W$AtW<#BbBUj#>#U( z4KNo603g;@)m0?(2e?XU1lGvDoS+5tQ1Z!GP$#vZ?% z>J3j4$YX~qXcEvRd>C9o$2v4s)sB9yJf&HjBZa1!f?T_}qqj+CP6_$n-(2XDKg$wp2!teD-WV5Om7nL4M z`?3k_&#C#n4svt*6{>z_vF*3b$uy8&B;wyi zsG~<6DY!=H_VU#n?5}CoL%s>p&P%c@i7 zID^iH#k5>`G8A+jf-RG>VRHOOa=@?ygZ9M}{XPbRagQ-tOMuKH73VeVr;iS);fZ_t zEVs1_WNiGPR_ZHlZ4|}l4!oO)8^L=0y}3)CeLSB-pG35)upXvlx& z7*}=~TGv=W&iO=g_FpeKAU&NXIZE+PphB`~r5;3drdD5|r^)V9-sIkc3VP95o7`F^ zixczT2*%%wN1tMTfBDlI-$%TlZs}6oIC%rkzUv!^I0`UImvWDH6i5$;5 z@vlJt@-$qR77B|7KY;peH@HJ&xGMWX$oX$EPP4pC`x`$~^T)v;r8AALe0hY=`}XsD zqY)^O&BXC*j8XY+8$FcdCkUwcK^6?V!T4_F+eKE}l`8*;@DW=;&`sGF|0km682YG)8Y|VNYX?{5Wl&U4mR1Lv(hg5_J9T^J@LSmcLOoK zs16mcThhlKa^zIt3+hyC1B3a0NXxir$eO&FOyu7uwJX&~(gr(pKYbNHU7blMp4Lb*Vs zk+C;wf8AEDDXdy;(fl$UW31 zOE`e-OC0FIX-#C)wMSHf=f@Q)sY0VX&w6`|>PagD#$#9AZYdQ6%)i~d7GRtZ$BEylV1VwXKqj6LhExL3BbUq5{ zmTx=JJj4T5cRLF9a~HAuvm|&JcL=s!E60aX*@BvHmq?lK4xBmiK6T(fr$2u%!!*Z> zd=GsYIQ33tyBbtrt;;-ccvuFT?4Jmqjm;%R=00#)ObBhxUu_S^?1vXI$uMZqL;RM` zg@J23pl~2bSQoGw8W)^}iF_W+JFNzSo{wdrElOmqC&Yx8Kmjjdp_mj?U573{LkMECc6jU6Ervtj4cr)@U zkvz0jD0Ep)v*fI)#I-}z@85IMB^OU5mNXM1kvO{NM>XC&s)=$%=WzGW+2rmbJ@o9} z0XO`kp)^&Ub5=hHHkGj|JTH+m@opplrSH2+bSpo2w-3Ax8F8Y1TX53}A5KXfh z(7|^N8h`vsUYACp1MsXR+f5KOJVl^svIpBHeuE>%&BP>BhB=f5(UHDG*j0L;RzKQ; zo0s@7x3+rvFr1%b<_Ph%UoAW?UC6zTc>)RV>S=UvjPRUgIg}d?^Stn5)Uc-**IxcZ z+MFD?m?i`6ia{^wH(iZqXP?8tEyFu{`70dWgPq>9E=QaviCzQh~EN<}d?q5c|4n z;(zZNs3a%QpS*+buh%h3C;8#IQx@23YmcEnpH*#reu*CI4Z_(QkKz$$q)~6z0XJ}- z9FyD%1FyfsoGvRqYaas!Ey>X9ku1F5lSi$Eg;?}&nXtVF?mlA{U6u;4%(wjY-UW&S?tJ#Q|^ z2<@TwVT>?Pa2RIXpGjx$Y^BeS6v2RQ3b73=;paU$5cB#vY|6R~qDIpAI%_e^bk(MI ze-6-7_3`xaV-B5tm!MRa5;Pl2!lKq7=Is>6hW1s^@)0fkydB5_*T>K~;~|*ex(Df5 zzu-}nGj5uy!``PDf?SjtEA;+@sui~>ckv;;^`jdT+it?S`NOy_Y9xMKyBoqjM?vj^ zC3yAbJ+^vf6;9R7rk`r8$OoE*ZT~(BV`WTWlx8eU{9z1=yJBGb_s#Gv&ydp%s zOCp^&%%SNNg?dqc@Y}r_PUeNOl^Rm4ZBq}vyC=`~1`xP4e3{-qe+M^24Ux5dRb=;S zf=xC*g{fP+h*rrC2)$;-NiR(Wue1>m=IsTVOYG2Q$_Dc5&vY`5?>4vV3P9ueG5RUa zfyzkoex`VJv{Kh1W3&##uJadhlg)iv|HFjlTpERC2GOwoKnkROzW^&lIU3NOOp@35 zfUI&9HmU5Rhc|!2WThrjWz-LI+rqGDQzJe*Kbnm$El0gyG4LX15t^=OA-N^GT(GhV zXUd;9q<2U$NvE%ZdrcKs5Yo-++~={?$){0xw@Z+%F`Ik#W-2$s^Cey569%T@e_>mf zy4`|7b&53j4Ap*pGlHuHj&*9 zQfMb@fk&kO(7$yfZQZsR;eUFIfqsmIu*`F|4OzG8z{gyW$&?^*E1PH&likV^9wKSBa7sc$o9lN)!RheN#pYlp`k=6iJB;l z;tRqspvxL3YT807|NIV4Ie_xRN%+S*1^=8hWaqe1oKK`IXS}xxzB~xk(!)f z;4QwG+>He4l2WcuqvKCDHDf2_`O^f&!W4)adg946`@@PxdXs zeIwq(=d1g{#vu`J#3c&7?cN9yGMB>|D^>nJG9E)V{}3$OnFNEWj&KQV{HzF1*DqwA*IQMp> z43jK4hN)APu(HmLzKMK`Ek6`ltKu%Av*r|*m(6E~*J!}_2mC(2=_T#k$@8#%d#IAm zHn>))%BEk~i|1Q!k@qJ=*}=^LtWTyBx#W|=+yBi3D|LViJBl#R(TQd3e?^n;rQ=<` zzpK39LjYXdK@mH|D$jimg;tel#ndrp9{O%h9;O z0WFqPQZJ=b!koM=PJ_=P_0~*7Gyn zahT$Kh~Dv6!NKSU!nkx1u=Kl%eTSbzea}@y`Djq_PZBJV z<4j*l&%ZO_+8-#g$&)(xUT!7+iQa>=tBskDk|@)u)Mb0#ou`v^G%@AyPQ2khfUB*X z_)fk!r@KZICdf@f_1;8ywt5P8C8nEaN#@{%<6^M%ff<{>&jZ<@im$XdB1*XS@-q5jkl^f& zRG9QbnM5`_Gq1Py++M{(u)oH;mOpNU+Z$%!tY}^Kd|Dc6CU?WvZ>Dh0&X-Bgok!RC zcfp#2Ygs|NCsj9l1t)_?l1SbgYj1TNMS6yW+YjsEZs~klGVK_6XWyf-{5jP^GS1<9mYXs|^QH;!X-)kL7twfjV^b?QPT-t%Y|A zwCU|qE$T7ZP-rl5KTX@Mn$m*9l~{#~hr@cesZg1Iglp z5!7xyM`V6W!Mj^;$WZJFswW>uzn(882SVm?zqj+=O!4~|Ie!o;qNUjm$!gqP7YUxF zy|~`nl=&`yO~1a2#WTM>anpWh`fUFR?DearKSMOJt1t%3B*V~pq9~{P@CBU7*MP6z zL!c_xiH`CwqFo2)<0(-mx^h!17986K-!)P2x5ol@&ku*L#x-y}?-wcVK=3tl1x1{gY zaQy?1SNXEINDp#kdWY=CF<`k@k-W>@$hIGv$4pI}*c`D8w!6rVRrsJM$x^E$@aGwl^`UD}ZHy$hiyVab zEd^j}J07;$pQ%>+Esd61yk}2SjA_I-;qB~XdS>=aDiK&iY6CN9VAE*gy*o*GV!=8R zo+brKt4@Mdgelv8P>b1SX|kuO=hU1&B;dbj3oaidb;*avPs2jJ4`ND5l zebR_42R-aL9)(**AL6w4>BFC2iXZq;;R#G4t#Ws28cEnhCtW zvB?XpE|0?LvZqL0)lwt|zi4KB1Aw7929E~)FFQsQ7;UN1f1=Q9~NX)urX*}NoMI(ETaO+#4oahBj=!~@%r!3BJ#s{|Jo z^5@`1hRpF>1OA@+6y<)JF!hfknVp&@>zOCbYL@M#O7D7!kC4x<-j{@J7v!n!2@7g) zIfh(A!feGon0kB}dL2^d zZl39dYlqdjsP8>g+P|LO%+I&|uOgcMbLk^y>KuABNrT<5R${j$o$grZNpDxl;O>p_ zf=$Onz%%cd@Q%;_xY$O3?=8SDct~)j@*;hs97ZoCouDVaTtycJP3HG~08Q=1m}Kix zcIUo6t37%ZBg5YcKfKbX&wfmT*P|r3$BU*4|D`kvb!3Nx|4jUF!SW)!qmW5rZ;j^e zuXbVcR@GwUJj5URI;Q1&I?G80lnQglu?xikPyqiar z6{m5%ckjRrech^%+y|KS=^dDQq-OS{ufRcDJaK7%lpUH#1X zee88%An?pt_3y+ln8V;7N9e0-J)}Bny1*j5LeSvrNzC@=kyfAmAW>?Awa#j|X0aty z$;=`K!I|{zze%u$a!?*xMr?S$?3jtGNux_Js?1Pek5)BcQByTl{!g7P($2?^=UNH3 z^BBaLt$~>$FKi>1WmcaazY<(&U)98P4-zo27Y6+PqHV(fUdTL6)<|Ze|8Yy4Iz5Oy z+@i{rz8cMq&=Qgc5jUZUr?{YWcL0F5Bz_t)rHhw4@w>-#zB}@d_{=L6a9k-}x?B~s zEyRi4?+)@u&V*j>{UfZ*(u5xIN#xQ3B~mE)hj3RBhS?FcRR0c(B~w6lXdji)ev40I z%TTgZ42q84As5a}hC{hQ5WHYJyjL0r(p{6Ou6Yq`Ea@XZcwg47>t@}rG)i^pNMb93h(E_Un(j?A0Ka4Jup+_>d%wJf*eM60xb-xc9v+5FSzW9< zeGwW`mB3bzO6nd=!9h7K7_;^k-P?acnECh)y>~Q2P_!``gsT>T&PX$w+O93EyuO8> zVHpaWv?hUxr!HC66iyqKY!}$?IY!~_W#I|^x8!E47;J0ktX>;)nPyzRLfU;@F)Y-L zp8vCvCXDE%Atf!sIZODN)u$2kKVnZMN^9wXRhINe-vx5&@p;l1+fQHFwU8lCD;kkJ z14Zr}Cung(5Pv=p5{J@Z;&}v4q!6p1fS>=fjSRS3Oo8$gTmq}nOn!k?|TVPd3!9+19?-`PV5 zn3#cacf0Y~`#fBe(}EVmck!E5Jto_?bK8CJy8pgf<3<$G z^3?~s91pl|zY~@D|0ms#-n@?ltGUX2G~j1z^TK`!DqnJZ5Z*GWkyUOGFF7_apRz+dN>olC(wHs5MsxYAX4h}yb!u+X6 z@aVR^7!wkRB4*K;GWL$(x5`QkvG&Fla2U`16X)G`I@o+_KI)WaU{s2OkRI2hm|F%` zTV9aNvnG7jWg)bTN`po6B0NiRL-myPb1{2EHa)np8IOo2p-)p2jq_({ply!6EyeiZ z?RS*j`AK+l=mfPpc$CKM=@$MN`+_bM)utZu+vv(2LAd7B5gb=H2h6YM!_%~C==z=v zpPF_8pG5_ej?HlOKs0=*t%C6yDYT-H=aI)}!8YL*4FBT<*D995)&67168ow5-J4+k zPmQgPF~rM>gEo^QC!_u=4Nz)UpikBrkj7^RAgB8f3FkT27vuxM>#aW?AA3%4WL+T{ zZ#9#uMtmplj@*DBak|v4IFTeTjS*}rh$6LbZ`f|K+%9a?tET#QM&Ss@JYj!W4Q}te zOLAIz>HDcM?;du} zp{e!-0zcOVqI5=;m7Ttak7g2_-dc*;4*RjKS(aT58^w%xR_4)%V(iK6Lev^31IOJf zNsVeA-^WQI-e35w;>d!kx8qFVn#eu6!FepUDQp(_CXE39haz}b^)e3gf$;8xlb{YcRGC=}{mgaHr21dF$m;K~y@sQqjK{~62DLxL%gtEz%- z=8K5a^#LI*`%mC-m=PeNDn2*x<>WazeE~5mIRd zyWWNHe40EEd7>)VwkV4DWt!2D<%RV7_i30rrHt@;a{RXECZDJNMLQP*`*ge+y_5bF>(wWcU6pC-}a2iI?NWN2adRecxwt)HFm;97u|4AcMJq>Dg*HPtC9N=Q{yf zK{5i7xCNlCDn?(~r(xXKbF{f89jQQuD!@L6CP8tit!KO+2$G;1SN6<$QO^QJhr zTa{R^lEv`G=QO>O_aR9rqiiC@b2EOUTH#c%)LRC3>QZpmq^WQ|ljlmU<(bpthoHi7 zEaw?n1e2cj3(kBSLl4JY2J6nPr0d5m;n5}0pe}ceez{~xr|t~LSEo17id5dA^XV(i zsg+0P&-JL>oCkf!&tcv4&A7JJn*SX2BKa3TQ|Znm2sQsBT>7jS)#6g1V#zhK{d*_1 z(^(6oGl(2{#o@s~5#qgW1w_7^PKv^1Kr;3qT;HEVL(gUNP7QZT?7u?JG+Q`-+=k!L zN3` z+Bu0p_wxO8<<`T(;Z_wK==I`#wh6q0aUpbfZHBt9V=#EpO1SiFF8DcD6W@6bFx1=) zdD}DjpV;13?7cNN0ErwfT^=)_GmclP~Rq#r32NCp?lPcX`Bz*5x zFn*pvi_YA}iQ)_JZqruy?`1KLBsTc=g!}a zla$kh&l)G=g%f~Y^XKuN(7j}#7vDeQcQ&b?ejy2b4IhSU;NYA`Krcp zGB$wx+i)0OeT2waZzodsEWzJxJ9N{p)i$xy$%YqvuOKQKcAkj^$r>R)*Ac*kuM&dp zrHUwXi+5VBnM41i%G0WhJ*ZRmlqUX6#JfJOXq3AN<(?Bf?-z^pU#4Kq44$bvdJ9fl zu#wISRibOEjBv}{7er%C5_$KaLtyD(MoLpmp=^dWzAxWL&Mk|eS<8IzX|gluIqejb znEw)N{Uk*v{eCLQ44=yEC4|_buLgToT%)4`cClFr8}OuxCsZkQW9ynbR4O@xx~K5G z$G`fZ67!UpF5Ar61)0;N9VfxD(UR-f^%+ucOyHK~@xRmT(Sn>?GMsaJAX()Wg)IVK zZe(#5gz`D;i)~Ap@4ppHU;F}@?q$KQ6?WhzbrWv8g#=sY8c+Nl)pOrAZV)~)zlZ7x zM=>;_0Sx1mNav&+qNm&mMz58@V}m%>Ppw9a6hl_fAYdPyCo_fFC)tAqm57z5?8}C2 zti1g;R_x=mqjfjP<J(!}1FGn93xsNy zj9BS=S?tL84xKw%Y5dw?^zazLwaiPSHisE5op>HrRHyO1?OZlqy_U8Qe8!5ewoJz= z3~nT9;nTiB;Xe1%Xtl+YJ>8js&kM)G(s%jfaKTdWsJTFoS-7M8q!Jw2kxZZWg`>7J z?B74MWv;=qILq@(7K@POw;I<2`J;;ktTquJrWx6yg9g==p!PVP8$ekPwZfr>gxfwKz?O&_K zL_fK3e$G+wv|%)xI7*yr4w%AK*~nu=${?JHAIm+feGkj$P8F2D%*3btrf}U-AD0vy z#g6I~5Gbi9oF}^qGmCy=zD+dmAB#tlS4@j+H$buTRs5CLio;o#p!w5~!2PlTUUi+q za}jPsNBCGQcDVxGH$q{9hbQ}V3dsF3HAqiLMO%|~WP#rfGPZaIq$E8gX=-Z1s96&s zY1B!0>AsmPR_Xx3W!{frZjM{4M&QrMCHP?EExP@bE^4_J<7s|o9uTg~a=R|lIfrW? z?e`{BTJ{pGm&vlxtsO8k9EFLi0+`y(PF^~`1g0N9gzHlk=r1`vZq0sUwwfto%jtC7 zFvFEPs2yeskNw%b<({Bj@f;8LtY%;5D?r=tAi6BtlX_*G;ua*JJw87j zO^2+RS{|Q|uJWt4Qr2RpmS@2JLlXrpkK!=uq8fhwkPmO-W((t-{1D1yX|0zWGy5IK z4(;^88QaW3`>F+3FlH$%nihd;H;v-tpPz>B-9dbRaxS-u&zdxO%W`3(Lb1mJ^Pnt`5D0;K0~$i{1Q67 z!jLJ(KO#>aW}(g}J*FM-7Tz?dFs+r_>8MGL@Nt|NE7+3@ISYOX4NJx_jx2<8ck-Z_ z@3oIgo(m#&>*zGwR5rBjK00WQ;6}_>W8vv0EU8(WJNsZ8yM9@V9k{oM^SXT*cZkJ; zL$MOOx2sq1=8!yhXUsw7)8qqYUV0dyV9h3%_R%c!*YH_OW*EWs3FGO<37HtR!vqCEt-|5S&*@jQaRT#u_rcRS-G-S} zqnhzm2;8%uuo`!8xiT5GR2M^`!eX9H^c@z?7|m^Um*noRS0UOavE2QwuENe2YcUgE z!zrsdtWIS82TO6IK~?o|yfxEp{7FReHObI*{0&vc#A|} zQ{Y`>hxs0D*D)B;vy$vh-G}enkJH&@>cY6fz4+;7IHau)WR7KgS7KHScQE=QQ~a<8 zW}i{!-V_Ttul8`*din%$yK2V8>lATeXG}Rg)nHC*nJzbGv>dm6@+9twMICI*{R+;n zc>Y706*uDI9Z*TLW0|V&z~`+JZIb3)asnxCa&kI-^&}RDZtbFB*AwuJ<8o5s97?La zpMcrYcer2G3<|Q`@k`lEOqrc3jElL)doeFjwE7RkDn%HTPrylKcJO7Okw#1{#Jiu; zv1m;qJ=I}?-RD;0@ZbPdsW+rn{nzO8f4{Kw`Ev9bQx3ueRi^c@jb?vZ39{2;*qhx> znD@h-d*7nV4No|RqWQ{9Wr`{{^{5%!&gL?Izas8R74OlwSc|{Iw!wmLsX_xsH&mO? z?;^s>(6&(?8+sK{=}0!_g>0w4-tEMTLH~$v4DUtZa|!`8iX7>_Lv*TV5*;abdSO!- z39~Xo|9PEcf%;0?lQfae869Cev$u?nQEx<9(*d%i>=0F!D2 z*#7G!K8?tMZ?1+o_~e-IpPVMOwYn}e-@h6k&e5eNhj|8I{BjKIK8Lf$tD;7t7(U_q zHgN;9*)@+)Xq&ki14bpY*!8Qh`GN}RK01@hZpZ?|Z;SBCsYIOlw;1zcJ+VrC4Q4#@ z#+p5;bXCB2fo{x7%ouh>m--!OKjt}Z^Y|s~um4Uo;+ptm<34QUTm=^EZc)v*@i?&j zES_lZqW0^naWUJ8gOwcW|Ht3yuE%0*&3@dpdn8Oh_kqqivk(J^^zd`2J8GDV;|8ZO z$a(U+YJLVaLn#x?p5|k^*Cb{G+v;eg_LBHXkE z{b3Grd3%YjR}ilJlTJT>@1-kxmkQ>*Mw(sJK#c{K=sjm1{+sJy`?fBI+Rbx9Y5i0( z&^{N-OjMv`)IB(x5CV(pPJ^h+Ciul?odd)ZA&r@V+F%F#T5ZEt&2$yy#`E_Z=|0Tm zbDXFk;JPDY(DGgzzU>Ocqw8m)#F?$AWY~xC12rV;?+e)2R6?%)GsG&Xdk}T36yooz zfn~%5`1N>{K-qOGJXq=~G+eGjla1rZ*oeKP@3}5E*z#U-ZZhqa+X{gyp`=03PbAm< zN4if3&{5gTdAA&Yq2W1tJ73*LP38Y(EqRZHb_@3Bjsk@PXQ<1@i@ZujEL9)-IeyRvwkktpL8b68(J}4 zrx-W)HrS5i`=cj5Y@{FN@1bI2YhisyJ~#Yx5DI1<<&J+GgdBN)c4gSJ+SZm5_n)g- zXv{VieZT^0&+^U_ry&g4a?&3%@lG)D{Wy#)e@Nr!;Hf-O3 z{aceT@n$pL8E(R9wtJC^Rifd)8#sJ(9l8d;CrNvD;1A2Kf-M>c;5(nMZ&eDVw=9m+ zSeM)MP~AJiv|@!7#?sU%U^J2H4iQMtvqbmtx9L}&6*6bV5Rn=`1_V=NF<_iAbeTB` zn(Tte`*;m7+Lb3vd9sztCLF}kD_&8bdU2Y!;~*n`a>3_iV9h(PLy)nG|5ysK2U=?AT|E zGozV*r*5g4?fP z4Ypeaq38!muIyJOypB(Y z(s}B9@2iGBeE5(wZb?LuQ_{H7?O|nC*IsH~+(#yLRq`I`7xe6VUle`cBGhu6fiBI; z?C1n-y!U82oH3qEynlIMx+;Nw=c6$3S|;^v2b^StwnE`LhbwPq&Isv{h)yM>@y9`eV{Hsy00ozn$8I zAtBq*?}RktB6VroypU zh6Z0;vDOV&{#b^JS)k^E~qs&fxMErK}43NB8)djn9(5!wB3SC zRssX<%Xz!PC!R}_jQ-(DY>w0$@^CPVzZ);cm*q|Ppr8PqXcUegg{bjr4VLUl=iSUw zto-*&y6bZ)=FECXulg3Cij4s(?pulBx98*Jl{e@NiQ{x^`Wo~f8iz`9V>tc0O5CEZ zRUkjW=T&C7z~(aEp*2F5o9Xri^4CY=&)J{Qr(_?FUS;RTL8ng(AAwaKoW7x3d^ z3WNw!L1N8*_`6>~`xI|rhkF5;p~!oogG$LQmq2*7{y*EYai55`#X)?2q)e!BSQX!D z`@)8;-k@3ePw*zsh^#PBC9BI)G4t_l(lK2D^{*H4?7$Q>s9%PjyFO#Fr!J;ttj5>+ zvV4~}3Wqn1MY&N74Xbi-pF;>nP1}dJU%#!cPpl$~WT(Ie>r|5Y*O=^*a>m)li}Ap0 zeowq|3U;}sW6+Vag5o)Pf>M)c)Kp2s`P!mbv``VfpQ@6~waIvJlrOYJ_QR2wVj{TX zhY5wM0=a|P0#Bhe=2Xhzu4z0gAxs=MRm4&Kv?REdMZtXU2HbvJ5;`|8;A(akfcc&q z5W??QZYF<0{c?NyL#iGh^l38I-G*M9bA`D!0kpR=h3>TPCSPxC1Li`hmc?wSX{Z$> zc-9F_I-=RZHF3;lTRt1e@MXV#g|jK!lUT^&bmro>pN(1>&gN^|qv(VpdT32XwN$<) zy6M#7*6kH!zP=@XUFA%A7EXdb2}%zSB$5tAf7trd3SVq|N)7FX`8x}NG2+p5R8u{D z@0tmR9S@;fDuMsbJtVrp^;qPqfo0auNWttC=+m4auvzy3!wbw=ve7!$7NW$aiuR(p zC$LA32JF&9LuSzz&IW7^aZc<%n(zIJy7Y?>Q{5{z!CzEqX&Qx}d}ql;Ll>6lOK`HH zJpXKY4K0j(2oJsyxO?+739oU6zEplzIrx*B``B>Re1FPWxkh0Aq!E&jZ^!lH?jolE zI8b^4bxl;+(#%QV)m{&$w;zSOmb{C+z6Xk2>Zt!hb?^?BML}*pR-ZqN&&Ufp80cz! zWqS`ENJ+-Ve>cbseG7FT7z23^9>XJRHO{9kH^jPj=+JI z?|A*e3zF|z4#WH`F0Shqx=XjxE~$m&Ly#UNrKjlx^;59!ga}^mUyWauK7fV%S!ni# zK(x=E3C+^cWUaO+1ckp4HlNI;iuN}Ip=3H8l{!qr6dDER%%y~`#$MEpXVP@M6Qf5& zGX+L+8^N|GfI1qa2+Itd$+{(C_{{E$t?$p%BvmmUBcxvQE=@hy_5Lv2?o+|4kCu=i zwhw2okDvvs$H3xEDQKI-^NLx4aEE~_{V%B!3;$ABrp*!E3G?yU$rDs&r9L$}B!?3o zCgJ$i=LGkQ_mTgy9nd~)ozTs=gpB4LT4}b?aP-I=>}!t4_Io_fRG4XdWzra2zbu!y znE$3@_2yM+`2K>YlU;dM$`br=$&k~z?}g7k0ZVdI;mRlW0U9K62R88c>uZx(!-jO* zbAmGJ$DiL5kab0)r3AXcZOL7Q_<=%AFnL6ht%V`_-Wcrynam-ek<14Mj!b} z#a6V_u86aAZoCBCw~t5XlWO>D`$n+7>WA@L8D?1+@iVAeeC_{&j@=i4N1xQ-1i@4K zVTCA`y#J0V>03~5LV@t7oGfV{)}UsmJn@d`VLD3OhZbi5v2>E6_s*w+e^D&7xCRUV z$h;A#@NVy!M@GSdsQbh$oOf92UaFd+^M{J9Y7_W~{1rMR=a8E;kN1n1(vd+a)mL|3 zf-|aJH5A`ebU<^29DpIDwe3eCY9 z_*XoIWS+{wjh9zK+$&wy7dMHW6cuGF-i*bGE410QW)n8_)`q^y9!CDK$|625#JP9H z*f{yAtS74)xAAV3jiPhdw9#+j-nu=4rQ=RRa`izR^i>9DH3cq2O_{yxJ%L@JHDvRg zEiloR5->ya(uEo4nX0&$e7q8s^n>4}i9v}tPquFx&SRd?Uv_eNW`+fj-x zST|i*^85=72oiCdT{+ouHV%3{-(u$NO1kjsH&X7~N92ceF_`cE?OhfPFKk-`Df(*6 zqb-8!o{8YQns)3@V+7Qt?t^gq3-BoU9;j%=z*e1L*yH64e)*zg+a?pdEvCs9sy@aZ zw-S6@Aj&k|&SUM>|3lGv|Mm2~aXi{3?L<>MElQ=%eVwc%8KGhHNmh{}*~(~Y64F#O zDJ79q=e~~74jEZdMlwPqvgLce|G@i)^M0IhU)SsPe6B+`QxU%A#45DDT8p8^&9H6g z3Y@vv508yz2#oh|82x1tOvvTPSLZxQ;RRo0znmL-mW>*}#o?bdAc*55<;u2jXFyGajeA6=6wS z05<8GV!81?G<~@TRV+&J*d1@YziBIOiXg0$@)7*@#goRSy`#+bZq#(ygN_Y~xbluV zd~ok4x9(kpcUn5|({Cv}W21$>KSvjgx=cgwc|%>~4H7kP5xH)lfd2brX?2$hMhczK z@KZ8qk?u++3RxE$IWgGa;z`DjUx**WV=?lMJ6L2aN9)n9IMZ(-{b1BlSAFF*ZNyJ> zt!)R!XuI$ua1~uz*^Ccj$MFTb_T!O}1sEW(E^X=p;gLcIZoG8_OJ$Fs^$!^|-7yU- z=E|bmD|@nfY#2SL8&ntOe;1v8n(`WVYgO%Yu1;k1-gJ@zt9XnyInT}9^aa{G)YVg>4fRS$D-TtVF{F_}!5O9(o7ig5?ZW zC*TfrI$nmK$4=8v41=2FIhlFnop4UOK^yJ5LsCT!dSC=Ik%mhxDTKRxrEs z%u!*dDQ+1l_+{EgvhAMJcw@<1MBX(CB!qc)@8!F6a7_%#3)gv_MkH}QDM6OT*D>6{ zCfxPh2gAQSfV?*euzP|ttf=}+C(JuQ4D}o79R)>Pm2byC{@nmwqo#qUj3$-4)X6C* z&xUK&3qk+vb1)B2V%`r_)23U)jQ0B{UzZgqzwh}TjQP_Q| z$v{n-JQ0t`=bJYO4&~DS_{gsYe46mB6CZm5ZWG}euewgJMvmguoNI8ykUBr|o)Z5$ zumZNO?jn7*4y5(*Vzy|bHpr_rlD$ji*d~ty0u${mJ{>b2R0Gaqoxt{XGya6vZQO~- zsZs2#t1kmaLl&H!kLwLikp+(v$z_LE@Q`*Ws{&XF9q%#HU)jRVp`Dt1q>z^0QZOk?u;ERRL+1K6Se~x zG8X&^bD)i`qk9LU=$dpL;@o$I%WrH&f9D4{Aa|9-KJ@1=o)oyx{Vsgk)laC=A;&wX ztVFA*9PA93Vj(NHVLuB^oZ- z{KGu;G1Su8nLR45fTpvvsmdocs$m?@g?WZyhJ!4==pnfA+XUQzf^TR`A}(@yfp4cB zL2qII+q!!J?QfQZ?P(EEwCN;HPuT^2Qw76gyaRTAKM!hC@*ry5pSnWN1TOxW80*?G z3iPJPv#F^&*&pIhxK%z{5W06HMkkq)@=Lpkwv;w%-1EZ=UIFAldJ0~5%MqTpjBv)5 zK+9Z1bnKGjM@gyi?@C7E;`wuE!0}5Mn*M}&Z1)d)n6dn#&YxK5S%(@q+h|v) zF6$=0lI=^{4T;?axTawzcvZ`R{NmGiT4MybBsFjgB^1c%PlRM;Lv2_pQpe%&xg*nL*|6{_ea4~zvK!mTgK19BSsqt~m!Z}*< zHyAh+;F;eWSRE-hexLYSezMOk$eh*5Owg0(QNoZV#0A5wZE*I2ZkUtxie~i9K{`Ev z)VsE#%<==g%_c?Ov`~b-+3CRYixiljP2;fOvpCiGcpP8(z2Fq(gv_N*B{qpZr8mD# z0kg4(KtIHWGz&X{{8nX_n90)N;ajlqcrh_4c|`^*r2!DQ> zzV(~VzpZzoiWg4_KDBh%`12eFUEcw2`o6H~{S$~*YGMo~Yw=y}EcxZsK%HSEKKLZT ztE)Lfcz`D4X_RCAoLh8Blri<-$LIX#}g`2pFAI5_W;3z-8-EaPt(n3uHV@ zmb9n!8Y9@>J|<+1-DD_iC>IXAk=)UjH|Zabd=z`Cz<%$z$WCmDfN%w2{yD{n^$Kx7 zu06+COH46YlNl&%(hXUw z>`(Y*@=P-G=qIkLs};vp^dbs#{wmkQSeRqXAE}AM*504kaPcEOm8{Q7*Oa_|U+Q?yz)*F}Qmr2tEUONOjoknP9|s;ovuy#D#vr` z4It-L!Z-Oeq2IHg*eh}t_sJW<%Di24&6~$?_Ie&Dg(lIv_aA_t=u{N$E|glU zfRp`<@VjUo{H_UQ54|42zEW~#%@vC1kB9w`y|W1>XfasrC`IL(GWnx#$6(R5Y2ezm zRbY_JW0zTcVfI}ZiLYmg((5LtaqwX@jO!|U3|$@Vf$*7}k%>pQCl#&ust+n@IIZrpnOV!HzEuf;gd@==B<`wsCYRVVqY zmoAd3pR;%^^Pl)@_AiW4-hgkK|By{_dEhml~kLHzP ztvDF?HHHI<(%r?6SRcUoF zs-=f+f^66vB+91d-y#W%EsmVt+JK;K}O&`S>@gU>`DuCIXU zd@Tm?_mEo~eUQ898(kMMlt>)*pQB3C8)@_;W5LV>cn97BYSu#boYHq z6|lTVj&(BI4Nryl)=FJrr+(gqeDxX6g!sOtK~f%g=jvQxHqwc{$4c?M-46WFRfSFZ zGa-0)EYv*}6V9DVSQoBLK1?hoib(-f#LRvmFHJ)(Ati)Nglh2?Xljd{!=d{r1;AzypY|0dm zzf6M5w?X*!=j6n`>yFCZK2SQE~8q- z$RwtAkSWtwz&=jcu_Y(b(5?ljy*H8C9T&yk{bSLtUJ9&&>gsmB>~g%|KN4ihoZ-(& zp!zx2NZ(Ia*l|V*3n~h6XLp z4kL+)SHN`aO?X`52l-cP=(~$HI;O5vE>rX-KxS1;vg`3+(qG8J^4@G zhB@RW&Fc*b+}Ijvu-cS>t|J?0-=*73?f69Qkev~%mDGdkz$bJ(b%ZT@ipl=t*@PB} zfXfakcJJY_Fj%k;C)P2ngkXLM68r?U;xAxPuL#`{HJ&%FyZ}b!3G{&XZKzbqM#=m; zG<5J6xJA7t{#RJGYF#;8z7ycMW_ADs?N|z-dkX1JPX}Tmxf-tJ+j9^7ptdPT7h2uL z$iG+j>F6^hj>Enq!0pdxN24bWwC(H+dUN-9^mtfH+X|23i_O90?Cy>D^~_ANCFUO4 z$k^iis?TH(cMSS}rh$&CK8#ijMYBvzv{RGFmIfibpGlG*}mGRk3cjoG$ldx}G zBvbu-Ewg)43eehUaL6-*HR5l`WAK7v(fJVis*G8@WhUA`z2@*-=x}I%x1fh(V`$g{Dt%7q_TP)36UAk`-TgdAFY3wQx%Acx@i~}A<93r-H%2)x8uw+edzG^DQdV5 z;+;E=xKmn%?yKAiq>m-P&$e*iBJ5#yp979(yNN(du6yvM9^XeapxsKrPvlsQpAECI zZ*Mv#XA5lcAGfhlsTEUemf(iTj@a2<>iCZR&Ujcfk|N((xc$67=Sl}?aB~@c`j-b; zg2O`DD-#BWGU42eR^0H@1~sPb{op@l z{T>gjF%|`<^k9do9r5Jh0dq1%@O`cNZYlJlCxS>xHw|?W$4j2&kh*a#SECa|Eo~ey z@<%P1o@WQTrLt6Zz9&xoTgmxZk0J>zmr3Ju5A>Zmg$0Q2V`g}olVWNQCPEcDod=dJ)<+}jQd zJrvRAoB_CQ&4A2DEKYRULOwK0f${W3U?SE+Ce`JT`>QQs>5Z3UtcDaBn3vCFhJ+E> zm2ZhcjSOxri^G|tm*Z~ZV6J8E8P4PFT=eGta;pM$aaE}tS@?b>bvM&sFL9TJ>_Qw! ze@$W^tUQFg#xZEm><3-xhZwtBg7CO&aWpo+T0J}Ad$n#JOwqv`aF7>_1nLB2;U-FPL3q;qG{RCOk!@vD!`Jr zI2pZk7DRIsV2bE*IO81%kyd-rKwziYWSqnyfl=yQ`4@}(v~hONI-G8oE$lapFj&ce zS5Z#FyGsw@!(2O5PaFvoRO+eyopy}>mrjmHwG+?5G;YvWAPdc>T&&Lo9AT}8I*;0G z{pJ^QXX^(^D|9j5Tcz3YF)?h~j0FC~D{C^pQGuQCO7M|CdyZA}8*u&yRsQ>hB3@i# z5}rdeWmHp;wrdJ`(s2=PKcyg#{}n{6`BGYqA~b&TR61 zIUf73;nJrfbVQmQtXoWo+6p5wCHg9-t~yM1OdN@eqV)0jfo&x8z#C5HzXj;iTY-iW zn;Dl)Db&3ylfIs}pNU+iKyTS~*L_NhA;)9Q!El1P;QG_#$37b*Ew8lU)1ET4i?!m9 zTodERuJGVD2;LE+hBy-5xB=9iPcS)4w4iXjD(v@FA{BMzbkVSo$x%;Y_y1F4EvLRD z0lSmIqiZ>TXI3D8>US*2KQiSrB0BlB)iFY5poeP?7a=P34{_%HTp`<^OwPO;i{fDc zC_65TJDO2K57aFuYELx4FaIqrd~*qx-N-|a%oo(__itwV+k4#hUHgefjW|4UaDapx zy71$K6__jC5q3x$NcWRfFnOL1XnlML*RhiO@6TcCId?B6c#Y$=3n%lwhj!u2nVJW9#YCtSppTw3e0&`-S&TP#ZX8_Tv32|bJs$i zB}vnVRMurj+Qt>f33WTGJ$#cW~vQF1qe*@AM+qz z-vGB(QndgW?G?pt{&5_;>M^ytCX2N}$MA2r zGJc$M0PPMe$Bnx4*k^0ElHGj{wCvnG)-R$1JO}nWOK?9+`9TZ z^Y6)BZiLfX+#=aYm#ewstlg*h8;arl7Rz$ll>d&DxAwwQsbKc>h&(pbHI)^8l*KOD zqsoS6E@TT7@1b0#Gc1n30yazP(dhVkvN%|Ss4RSo5AwwLbYl%Z?7-_9;|(GZl-0-S z<;+2|jk!#j>jKVea2I{%^M&K20NOSu6BYWJzR@2~D#wpSm}E{Yzhz={sE*(^OhVsm zH;fg_AO{2M=|^@B?x=i$+`eKA^|#}llScC*`{ekNa&bOGBN<}WHNbH29;WNZBw!B~ zfs5y7k}W~V$&0UvY=9yxx9dgmvA5{XF_!eLLJoZyv;a3~p5a7X&*8$6x4GNDmynZ& zkMY92H1yschfYFvY^V57Cfjg6?7F&|_39hPdaj%X`WNi+%9ZboRmpR1LM@A|=?bj! z--FWwTrgw*Wh&BVgRUXfATdc6gy0!2J2FVj*+OQNxem3z96*Y1cGqpX;)>U_+NfK{ zdA#Zwfmxass{5#jloJ`S%Z80U zFL0Os3{0D*kENwc`Hrw2v~?K49!X#KJTGNUoU5e1-_?K)+k=` zMHEqy%!U$uB{pnuEql>nAA7{;BwM}i4x1QR4WEo1*>3+PTqbz1FPv&2OE+xcEAy@q zvs?1~tlAoWeryD0o}Z4Q9W9u+*ck666*8B9M$zTw%1Esr(h)EA;@74-IC<-AKF-IS ze@+kM+laZm<*HpgH}g5Pd~c$Cri5RMCXP8OIn1pdp|^l;@LGlizlMW!hV2%#O6K9` zKpM@s#?^tJdogvb!QANU&to5$OU5*Vo7K_wsSkjJ2%O%LuBXyA9RWG%_heE?D3~(Qesj z%$TmoxA^h+k-dYpg{AOr$0!h47Xiwf8liq42U4dZ!0q2J`2ARh9pNR zI)9br^DSlh;YgOBULeOyZUPoEohI=MHE^Au4!70Un2L4OLJLA=bUeF&Z|F;P@<%ompNORy47^}R7M`PEO{d7^DHny!Fq#L&E7xs^b@!o@lbc)&yoTB!Demv1Z zr*?`8*CK5kPP?$w=%3)~^929Hx0(7;S#YqbkUpj}(0Pk1MB4tQ<~E-M z)@clU-R#F{{%nB=)h>{9J`5I%Ps0qF#l89J1#i6`fL!cI*p%+YntzFg;n#Mor9};x z_DrFtCdH61j_dKURkFaWc}RQB9qH-$u_W*OCn}+3hW<;E>n7qM*!rN6{ME4;>(62d&aci%kRz)p-a1nT6l~Mm^yI}U63t+oM z6XJTb!Dz`z@J+OWze2BdS@kN=-Q@uCqw`_bC0kzhlL5cY@}j_d7Q?~O&8WgzVL+QK zY>s}$NDl>*&AYFIx}7eut&YUz-HI^7&kSp2R^zv7g6-EnqsX0Ne0*>XR5v+5c#%1H zu2~JO@98#;3ToM`&e!?~qx%Q?$gFZF z9kxZZ&{D{1Ziq+mPb=_k^g-HcPzd7+2Vm4T1=gWNT*#+cv;VG*X05ju!~XKA@HgKQ zRNh-c+jq6ljYM6FU`ABmG=aky$*VK+bj@J(# zKtH)J46Vfuzn9tuI<3ACCz9Qb_)N9yu$cw1^(K-cS4WY8^iQcV7>bo zIB-b{y?g7yqHB9S`U-dAoyD{BCyVE3K|4D()ULa=s(dfH1?XnefjRn z_8MuiF_(`*;!8)k^mGlQwc`MGTs)3Z-&Y8k-eQz4NX6_eZ)rllK8p8-CPnhQ1N!DQ-9b1c0a2Xm5U;Wx{VR9W5#Pc{vai&_e>Vp0j? z@OUdkeaV9f_LSciSklwnyHRZ1~S5Rb6=JXHNWqG zZcsl)Ju+s?Ug@%4k2ofy^BMe59e~Xid+_C-MKEZ-0y3rp3L$WC>q>*k{4L=;eg*2; zY^b->gFu5$a(8VyWVaepukvi@m?OzLuAc$Z$_k-#gEX5bUj_Gj0?C4_N%U7n2C0}$ z;Pw4NFm15~brIn`UMqML^12-@o^_KKOD2&U)1#nl;!n75oeB26$zY>T)ij)*azI4IvRlBgTsuWeUAK?f6KiK={Dr*|Og`NM{ zowe2pX7eWgg|p^K@a@u1u#A#~1v9iDAQ2$mD4kTtvp70eoGCk52X6|$;qREGIH)%T ze*BwBMkM})&ckL9yx;|qK69UFoV*5CrX_&I`=2D(0HI{_apqiO7ws9GjV<%W@NJ9+ z27PKJwlhcI-K+#mn(YE1|0*#wd@pn^%fgg%NaLxhP3hb7$)_e1us-19N-4=44inaGqvgLH<4kjCd}~uINqyv$fJVixX$n z-Hr-bvxC&W+zlV+enDNEE^_eTZq%>6LANMf;{K(TgV=B|jk8Q6#_G2q@vb`+*II(r zweirn>j>!d4A5z%Z|NrkW!SLE0FEa7hc8sla{=lmXtQGh8n5f4A3s!K)RKO*c^`(Z z@h?!jh=W`2>fr8THFo!Zwcz`38zem|gH5t0pi?MLOsvsiN7;(&pQiE4=`91zKbp7}=Ty|Dv# z1h0ny&4aiz+6Nzuf6RrP-VYxCU4e>`2e8Gh6qvb9cq=cS-(!6bt`tqfpZ9DrHuNGC z?>GpO21#&jrzC9Z5EI-brF7-k1$3R12OK=A3KzSDE?=)uT#gLlE4CFPob{c{x2^eH**=qTsQgJ#Ka{#;jREsQ8A%zip3jV$~<) zf6MVRUyJcS?-t`cMw%ZAMD&+x#rShlXdL;5ez2^8c}}BHRp~F@U+@#omfxk#O3Uc5 zc?fiq4KS;(kv!|$gMRDQ!HyA5C~I1WZWptm)pHl9pP5Cs-ZsE>Nkix%FqSoZceQ~tymp0}u7(tFtRG}Hl z>F{{8n2^ug0mnxB!1B}4w6Z}BeRkg>-g_tFP^1rO^^M201Wizxd;&wlhsn)X1yDGs z$p&a|A@l8y!TarIFxV{v+A4A6)p!}WHh&DTjY=?1dlFU2`$SfD%zz`#k;HVYkXhR& zcu{WVfuGb3Y+luZP4>-j!Tk^S!J(2WoEEz2{U&JjxsWzJoQuvmm017f5ZY~dL^r-K z!2i|>Or+w^R8;p1_Pc$?NT&~I9%R8k-cX6nK9N{=q77^0C(&7orns%W4YlLnV%>li zU-Mri-jEbL#W|nR;tG%R;yUoM^)*!3Btyz%7Gg`7F`gdMCFPtWWUe~ME&ZNG#y=nC zqB;VpyO4k0Il_$2;5}(s;dDsW)q5YsZ*J@%wHtzUE zot z@F>fH)jv}l`C&FOTQdtv&(_hN4in-iBzo$cF%^BYdU*kx_R zPX8l(-js+{wF!8#{|}VtNkN{bBYSRCEi5~7g)>TD%IQvVg1|L3OmgaENR>h2-);`- zf1+TI*I7ooO_*nOPNo*$d~n4HBVuy>5k~XpaZ=6!PGxK;UKbcGpAYOI0|6`zXh$md zPT)D^tKgJAXZ}f>2ZT6eLWt~9IC#JweEZi!Q(`UHvc9;(;{_usoLRDFs`J<5f-#`p z2InT0)!BEE0c3y?!(=y3hi1_8i8&{V8~D zO&^{$J&&_b#Nt2Ff}+lnD7*w=ne=_;^X+TofT#)-E3Sp}uUG&P3p{XKj=bOWj(%(g zobxaZd%dd3miRo#9g_y+a0~Myf`QLJb^$$E04^byQ1lf~|GbFDYVm0NPwoGH+_i|E z6n)0KVtw)n%<^)k8na@Fs&ppV@p25hWJy6<`)(4r@FE_Yy%@W$E*IPzop9GhmQ9(~ z3gecJU>`?MXB*GyvIQ?lL=EE##t>Y=it=;=IifO)QX;!o<}@q|oX!&DVJ7 zc=~=_-SfSN$$N_`Vs}#po|%i`>4rc@kKsyY|E+N9`8fomE|2B?P9DXEfs+)0i%z-2DwmkvhS12g1%|*!s zWgMP5n{Ed|*Z!9eOy@4tuSL30u%Wzzn37+1ngeOmB zgKC{CSo$u6yJD9)iOmCKwYe6Mkcae>nj<`YQAlOHXTl$u9NKWtfG$|64GCNteX=PC zuN*l}CPW`|%zU*Nx2-LPt831}?s2A&86P3=vE3M5!P~vNvyk-KJtw$R1mt5|u=u1e zd9(Qebvt>TQ;=|EwWK1DYiQ+41}-^nS$i4Zt(pL}mzRmyZZoSxqKp+m><7?LN?0XAhZr=jgHp>C7Y5%d}`qMO|Z4I-DJD zro+-BSn;bm*ikLR?|$1)H%wT?!-+xM-XxAz3Nbj)8%j&wdSO|vHQtHHWfbRhV2Q6N zIbbrLZWnyo(LWk!h=?yXPk%_A>L;Ue+*iEM%J8kC2`Fb4jmerqzj@42fg$&mX7nE* zXK%KKsP@<9wHwieKs zOGU)|(K*h~b~Nrdz|_`j6k|n9CGtIsNy=~|tu$0XW5eUzmRI9pW#--~Ly={5A(Jb~ zg9!>GD)TO_(mjNw{=aDbuQjx=wUgEqiO}a~+b~PA0sY2h;F>mXG%Bq|?YU{V@{>P) zlBq;DWh3(9u~wq>5<_W2sT+OXz zrI`K88&7A;!cFywATz7GZi;Oh?iDS^ay@NoHZmV&&GRr>#74-gX5qhN4|Ei9!+n$W z;Im}{NUhunuYc`=iZ^C3@2v`~Ib;P}ZayXQqM~3ZavAz;=fl#Bi4fk`2=m{SfvVLW zVyrnGR+@JbyfusDO^qi$@-c8zLJ1^}^pH+<1j)IFVcr3E5N$Gs^2ic6aks>A`HeY( z%V8MPif%EhYmLD3<}+Mg;z-+O70{b6?qd4J2BMvKSa`PVB#!M9sK;DwIJzhRtX}Ws zyMGDp>%cNtZG4Dc92bU#J?iv$YqX<=NHQvp zU^oZk2KX%2S(BBMhZpR-$(bihh-AG8{pc9a*@wU7Ui@bVB1h*5ECLnq-@A+sS*>D5 zZP~`fV1=XZ=2%erR7y0rt!BJ>i%64qDw8f_Oa8v`qh{SVnCf(Wa&J#JBhnBF8jGvB z59fq#MMWW|Z1h00@JLMDSdL-;zxUeJ@%6-Dnw|U}yOc~=E~5zwy^g{u^*m4+{*TN* z_Jh8BX~aC$jiL?TEU@4~KeU9T!}6?+7^CtMBo#8q_)06><;cR{^nOk`P>LU)`m%P9 zvKEdu_QUQJZ5(30I&Qx|iX41Amu3aG(OjPubdgUgbEfwI$pKea@K&~W>I!)kKkzh5QIwS+hEo{DgIj`;#FZjtYR9;$LzA?A;K48SCzt# z@h9=a&2#v*;wEaTwWDIzb8K4wfi8Er!kGwt!mytS#N@vn@KCc1PJK8{ydTuUso{fA z5n2Qxe^cO-nl_D8ufz??IoP^&Guo(mV~PrF;ip^E4-{BJUJW<7HaVKqGyx4n=|0`_GY1bS^;YAb)K{=FOYVSvL-vab(oWL(1RN}+NJwfq}&r!NU zoj0}~$L|bP<@HwSU=9;WGqeZ}B=3Na(hX!~qc*jBR>HKOKf=BGSb} z&6KtHr7V?Bib$mUCq5zEwAJLPXe_K*F$bpoeqMWiWHT9aML7HHorDYf_k)Bjk`ogq z;kfH(sNu?5I&zLGNqKsNRCm6u{TgnBn|BJG?$CYoO#g1ws=NbJw~Sy5Y-Y33iu-Y% z5u$yS9UN}`ieaA?@rxK$zWux+272`(x8*)6q^`uSG*Ld`vK)WIB$!^RlHu2!{fYNw zh3C0vHpXw5inTjd03-S;!b1M_9zrJPsY0q zb5Q&sk4sfL>3x?>y#Kz?ajs$!S@PMEoGdq?dzx>Nv(2MG&CDC;1$$z8|8)nEgaPuM zIf)Y0lAxX=LECPP;w63sg0jUS=pOBht$C&(Qg?=%HclQ)Umk~p6|<1bZQ{a`%^+3s z6`dqkO4qr%!hyPUQflo9Jwi9R^65$l)s2Pm&*RBAQ-o!n_Q19nf?M5bSmzqV?MoHj zf6r}EG`1PFehA-tw^OiGgTb?JqG*anBkgt;p?;4aa(dpUm}TGAVEvUgA+t`ob62I& z`s)Vf+1;nOo%Wy=cF$zw&pVKAwW;(uP9Y=257KF#xiC&c7u3Q|fb*Pei1iTm zGH3G0=B8ti@pnIU&6tIi^;&FIfEgTmJdw?gsAt-ARCtpIU9ciUoG;5U;IB71(dH9> zN!~eilA-dhZr?yY_vp=B+$H%JKSa)8cP1A@8jAD3_T@WVUwDF6COFfo&m3KIs~Rgd zT;ui>KBYRjnfO|?j&`j~MV;q|xyvtal8fG7=%HKDxJ}I%tVL2md`}%Q`&|dpHto#l z6_f@!RuCf(Uz(p9inmopVTbj3ob_!EZjY&;&109*%K^3AFkMa2?JN^GaUnV-X3@$c zx2bz-2Ay6s3O;W$!Z>Lm?=a#L%?(?GCYu&8+ZKv&k+K1}@WXsM&^H<6j+TSljbG&c z*#g*Vmj>Gu1=%O2Gm;{g1#~Ua5-{^1qTt z_w*n;O$w}SALE#Lx9j$K&H)>yh_ul0?Ewlq45#oczDG3+7q`7a95{0{jcT_DYgxx ze%w-w46~tLPHRc@<}#8L8;#6Y2Tb*UPu&VLsEuk6b^2J z1(rA?{TJ#-yn$dJF_^5INe;$I^3H!tG4NC?zL0r~&d-~0-HLI1=VS$*Pd4YfT}62- zhbvSmN)ktJvj*?6N0`_R*Jx$dL28LvbsH0pqIY&2S^cIG04?jo;bG6iA6c+x}VDVKotExvye|1Wwjx zohIsODT2u<4yatd6;m%Zb3@KD`0(-#)a-eHGi4R9Om{wtzuJ$934wSwUa$L|M437wLZa&Pbt_gR);U2<)TzzFzRh+pyutD@gvuS?8+Q$Te}S}l<&Zy z1>P9xHwuC;OoW7pZE*c+6O}j+N{;l8qpeTJLdvlhOx9NeSm$}2?ENb%}~^Mr1L`cYyYaD&txREEln_Bi+BPsdSDbI1tOG4Nt!Iqf@eAD#Ul(P`_H@ml9* z9D6+yZJ$)3uYVFgA9D+rWVO?ydjf%u+zUNF25?c#VY*Xt2-IOQe>5PS;g2h^lNCy6 z(VQLRMRq#*rpbZUV;){sRDhJxdRVFvhSF2Tc^K}d+8?Y@^o$iA)^kFWt_&pq6=79o z1YSHJgN?m4c+W5pqZ$_D1%)FRe$$H{dt~sdF2PW@%g6?;$KW9`Cj1WrlU4!r ztyqGF(@V*|czKw1wSqg7uIhL%WjhXfrb5RuU2-mKI(_!z72Lm_3we1&45A}j8buY+P?emUv7ELA>g`UXb zIbl@y@jSZ0_9G`X?>8-SKZlX41-!J-``nY$gzXnkqS2p1QmtwUePO>z%BD|r@n|LN z4$y$lqkXy9a1~}p_#AlNFcIerzo(-wo08g_FPZ<|nxhHca#-*2gqws>WR6ubok?Qx z?b@9f@Ggy%@D`A8ypR69m`|V8+rW)$Sz!B6nvVZ99aIOBn71m@;Ji>3raaZBW1e}y z(E4Z00_HvyT{=x*CAQFm&Fak3@ml!(fGQe}TZ~h~!sy+STx?miLU45-z`Wu4{IP*% zOtu}xuP*TBk9H~YdGq?Q+-WbrZ+;Np&Mo7Ai^bGkZytyIx9Om@Ig@0)ZXONk96mcu?lC^|veGZgjqTzDO3_O*89+TEig}g1f zoMW#H9-Fg|x$r)V{LY=mR0$ovwc|PF#iu-QOm>1w>;|)z{pi0p3Xe^FK-8bdVbAhG zfw5--_wEb|^Fk{$3|U8N(o<+ixHaCl7AM_u^|)5D3_D6*;lBB~FwN|-fw64kKFB*jo-SX zWZih&|F#v~njcYCXEfiUYk}>9`dBnd3MZe{!L-xsvE*{Teue1E*WN4BpJeg zrmo;T0wB}7g1T=D=00XQqx{{6WVn8=ASnC5#ow={XS2ic>K8LQ&QFJSOnHuy?#)Blqp`Z~E9G8uW||*ggYu{*I6fh(GxRTJ#M0$g7+2-`3mka=RCK7cxNhT++cM z`Tj&MvIUGT=D|t}e|XYw&vr&Cuu9u|U{&KA@Cejm8+V!ikD~LA>*;;NxI!9ABJHV2 zrL08fxlb~Zk(p7Ud@Ca=QnFHMr#)#Y+EHkCp8Fs|q(n(Yc7+hxq2Kxa{rTtfdVN0U zIrnp4*Y&>GYx732He)q}osF@fLHmFL?kV&8axU zJO<>(R*@0U&d@DZlcD{H(0A<_NL`NJCl|Gzk&0whZuO-YVrRq=Y1@sY=F&=>_ca)A z-C=O0`ZnCOOU3!O>HXBt z`;KsL-H+~Szsa0ue>s1X0veH~3`fcrBPVBposoY8wvja+TsMIZ=lv$f@*V)AyaDAG z-UqdkSLCr!lvQ2v08&3K$Nx(1p`%ka6uCTuIV&>BQ=f&rNwFB%4EK;o>xulco@LI)UFzh_u2;^5L#nkfP$lST>ETPFwE{FR+g9PA@N+&(y7I`>mS6f%|Ga}$Y&(Szr?IJ+NSo2$_4V_`7rHV ze-RHHUy84Nv#Gnp4I1ATjc=}e#g&e#oTIxw*|@4pn2}_$gbBwY6B&No+f5L+Wi)wc zo51+*pGp2)jH%X4UWVNVLvTTV0OsBw#)x-Y=&={u$!IHc{*ARhzv)UA*?%AD_}Dnu zFixD!NjXj}IwMeW_$3ZzQB*GRNB4tO!aOL-e}Bf|Y@yFGchWcfthfaV$E$;RVJNC= zs1lJdEArmU9nCEQxHwOD?2HRRCQ*&~wIZ9om3K$~wSuP(-r)yJOYFJwlc*gk#XnzX z(yx{8D@1GxFsPnWYL}gERwGzt3GCPnTlj4=UV)^*ZEN3j67P3?A;U3dV0g`wZ?~y|C%WA< zXr@1J5^96S%_I56FTOGNLh1zHP73Y3MZx&+6lhErWh0*!L(Vn}?4I$8-0BtBFdf^l z`*kJS^&g|kTifyVOb=|$p9Qk5dAM_)8H#+oN~bi1VTI)uoSoK)$s);EW8Q{kCF1)Z*1TQWB`ly{TA$`GXD^ zS6f3A42_^dbpghPpMmQaCc^BQO*kf78Y=!c(Lx;~)~)Xej-Bq0uhtE~ZTnG}pne+n zP#yN&`gS^JXcBLCMuA^+Bot>DJjc-6L9pe=Mxn4n@G{zaz*fC{IHb@>GVU$L5haH) zI@=prVfPsssE^62D{-gWPipcw4-Yt$V{}?2cshqc(#ZF;SUVVISs0Uq&Rpi0OCM=H zo4^HMaszW4WiH2E0wY!8Oepiv%u@8zjJJYa0ceFjY76L;@qgVR~=BMT*sDAL|)I8IEUw8 z;>&yZpTMMH3vS}wJJD#Nw~kqLxe@hZZD^9=BJ7dQzaei4}A<+ryqai-fMI&!nZt5uVXB6ES>v zggem~$RyfIqL{~89BP-R!PDEI`pragbV@FnQ6NrqBAU6EpT1I+T_WIg&Ivy6-bLni zKgNO7Vn}+a#n`1U#MgC^kSV(6}A<>CieA*j;v+=H8B`dtdpIVvjRiU0Nm?va=IrP#yenZWGRVBzS=h zzA_3uD}-J8S(vnT3VX3(B{E@qKsPg)_Wjg=n4lDVpSp@FEt7vob=p8BDqnN+s!rneA8~~HJBgTu z7ZEjiSL*24$#hSyBB~>;$d}+Jq{>|sWBsJz*?&1SX6*vJSL{-|K4m-36@_}B|mGDNrdBKG@2#~ zX4Aq6E(js*or6@I^Nx-*2A|fJ>s!HOuD>{$USl`h! zC;bwc@%t)sZE-hUyDy5_DXT+A?NR4lERFfg?n0-t>^R=_v;vQ&oB3q3K@{C$#?O1> z!1p9c;`1Y+OwMFWxc)bv$elh-N5N-et5ROOp3|bg+HA=3ym|Cxz80o2kyLlrc`m;3 zFx(RM923VR(Ig8+ve|G6`D&C%E<9O;tl=ZtBddTGdv;);gBk2ia>3=#&)|6>yR~%a zY0ds+Z|U)O;{0h5T~g6D5i|d)V~AfKj51sUp*x?@V2f%__M;w#=-xx;&s9u_GlyD* zzfilwnM-2sE7}i|sJ0tS`1m}GENX^juf4#|Vic6h)ljkf zF}Sg?fc&;>BzA8r@S4*js-sb0mj5Ii9WPBIlR0U)XJh~cXSQQm-F_IG*a+jN=s@J) zJviJk2&cORR$aI_-#>dZKif^4Pwd^scNn_z6XaI%{+jyyjCpZZ0+zorgi{7!|edZk5Q+vSr#Hudzg@>Fcp zk|EOtPQk3eUV85-CAY?zp*rcO)!{c`wAgoM!BcJcWwC_@J7%DW!cU?v*@cJguHtSr zc`DF2pufw9R$MW`>=Vajsu;XDdExaRSv=gpF z%+(|?jqf6UGe@(|Hhs|R@QBMXSO`;PZb0RNyBHm+1!gB&Yf~1DChN^>xzfBS`le=G zt=*JgBoSCfbG;rI*ffwbTY>BDKA)N&IY$a!d?Mi@Q|PQcrTAsAhnT%TM8#^u1nuS` z4!sfbHByaK@lytl^K^xck|V(+S)5*#a))B4W4I%KG0s0Ac;O^O*|U?!u`S8z%)X=N z;J+31ux0WP`M7x$TmA4HG^>qagOj4s&Qk&tRgE$8Yd-!uBf;wktP-7mN*<)=GPAWD zxlzh;I3rM!${ihD+jzK-{t8}9{=AXq=3VwB1*sf2y03;7F6t!Xl*ZFV&XZ`uCQ)Ml zrwG!;*Kr13vvJyZRd^5(N0+!Mk=cJ9R$c6059$i2*dPTV`UgK~i+#2u^Vt}c~?W-~SFk(NsxzfY&< z2gBe^i#K7xg8V89r$5VC>}x6k1F7qHt4asAt|@@f;@X;wH>XK97ex)EFTv-(rDg|Z zCSqW%aF1s+h&8z4`ByT~om54%ADEMM9+JGl=OuK@w{@Us9*9jZ#8@1ZV5iU0;v63K zLF}sYFw-H7y#HPRi@(f-#LN`9BH6~+ipYVYycKxN)CTsH3Gx3CEA$PiK~QxrtQWYJ znz8;QW8)h#_+&1O(w+t@^j}h^AxXBg@i;91yowyG6C(q&1nvG}BKPyHu%lcaP7eKT z#oN~&Q|*}bxY|&fZ#erIzg(@rUO7d+Tw*WUDXL*dg%Nm4Y=Eg|Z8(1CEr=R+!*aHs znhh@mANR?)$W)Q~9@m7z!D~R%&Xdfs<>W;A9f%t<0<1+ffaqotnOH+&r#u&&^F5%? z?K+X(u#i-8<3RlBUdH$HAeY!XNIHA>GHAX9K9|M8N#!`=FE&^3L`gyVp~*0Crv$p5 z9|yC;!=z7iK4y9JkaH64#Jcn@UcpKDWmPh|{c1+~`XOH56b!v9s^-6R>!!eLF%D9|Yp|_a@lo%E0p9K4>_o1G^_S zGrOAwjz)VgO*|h(r$pT%N)Z8AIa441oI8&NQE%Yd6e$=nCI~O@Y=y*GG0=VG7PXq_ z2h!f=)V1X}s+ujr@5|Sr*t0FTuWThsxJRJMf?Y!QiVSnFY7%OG7s0kQvcfEFj3xsj z@U}=9kBUq3hedZmrEo4(&6MELPL%bcJ}~{P2W+s3gRjoUIQq*Bq32`+rtjUsc;1P@ z@N`!awAXIM zQF@2)-#RI1Z%c-QBeo;?H=F-5_bFW!G>%QzcZT%|KWmNu6fv1vBJAJ5Bqq{Vm$p8- z3_ot@@=MiEGxA5<;dDh89^by4h|6u{Oy86-UGMeL@=6SK2#mr7pO52Tr=@5tsfH8# zR>9t?LWtE%hTV4}V4Y$NJPMi$ZqL_}2i~&6XY=8q=fm2_scYyPn~BuG*8)f1bEH+i zFXVC!7a`a%##{!$d%g5hKcj7dWja-xG zQh|ke4y8Ui;<=xI6Be6es7JP0r)rb5|o1=#~jGE47&lT0?7xPYXUi5$rnAOU!quQpI{Z zRM_Q>&qkHe{dXRK)A|LFe)I!86pt5X6l2a|-6fp2{}@_%RHCzyE-2rg4$BmcfL!V( zjHa!bZU0VAYMjvXzEObDRna}0-IykaJkSIIATUVJ})CUU2_9| zSnZAXBc{+TI+A>7!C_n(GZRm$9l;9|Kj8hqnfSM%0qVp*;&R;t95HzYt`-<^sWY4f z4L_Hz4&m_k(K!^KFM}>MC87{eL`3#|r7QG~!8pPZW$AO6J$W`7NshqIU*`YMf?{v( zC)~WF5{o3Q@zIEQG}P0=rXQ&ok)I*x>y6}_WCYp!{W1)HYa##c?8MRoq17*6pNGwv zb6F*t0M>67lIl4b#Qk9t^)=c@KU}Y2ETwX&U#2DGn>LdL*C)W>Wl`94_y|b&e}+5O zUqJ6;5R~Z#fJebws2kP>jkH*}n3Mu*1pmQi+f_99zyb)a)urceJ)y4*Dj7SOW8~F~ zR_3* zL4S50eWZ4V%P8@~Cna&T#WoftJ}f|NzE*;?tjo0JpH|J!*-&=tXs-5|zeOqB-wlhiU;K_^9 zJJjcGAN@1lgzKm~PbQy|!|eL2WN`5hlJ(C5kGYQIC(vH{`ll>vkGqepdD7r{@**8B zXvCLsNc_gOlYtw1!DWBS{Mp?F~@zAhX?G<$N1ly$4w$J;_~$4D7> z%v)aF>$i--Q= zsfZES-TaAZpC`rtx-gx6yDp0S=Uxk+J_)nU^NIX*gJd%2WjdT47=ek3F=SqkDKVLN z8n(5#WBr+j&}2YCPc@I+rAl0!buw|Oivp3*NbGw&g;f3>js7y_^Rw&-OqG&^uqAR( zV7v^TK6c^Whsy(w3Wr1LyI{WPUOrUI0gm#sC;I|(W=iQl76jjpYTfSTKj$Qk3Q&bt%9GJ_cm*>;EYF`@l^)jKUEWXe+;NEjl zFiUbgd(-POjZWCfzth?U;WqQI@b?4WSIE+wa`42TR$XYA@Ryvws>(O^>NB!0dhtit zS{(6Dk4;;o2)VKaMDd*}+jMycer&11&_OYNkFGdM&o!iPru1OPBQco$$dFSH*1#UO zV9@MdfDISI=y}nTFfuq4Rfm-Dc1A8$9kCljp7mqn41aJ66D3ksM=^P;24tDp3!S5u zI4RV%`mJmOH5wVn{I@HOD!<-@nyQJ^^zu}Gx%*B$r&)_uA5;0U-qQru_y;U_Gm(|s zxdJ@GC&2n?)7a4PYHFjh6%WP_g2vTS6kipLHxH<=SBn?14fDeALxL=OsydH#cQb%k zI)Rm2*vVGRhynGZsu7ZxU_i#**CNBFPN9__m<5E#6cC?Z-UPxQUR*o3SE_nD1 z_?_9{df0+b`*WHkU-}8=u6n%UE?bx$CCy%xUCb}^xdDH7)WhhKR`k$5PpV(9=DD-K zn5m+(QGB{MUpmPM_8iy(50+@K+mCp%?axPp>?aeXq=uL!igNci=EGsJX8fW5AGoSO$ros>iKuSAw2M0~|Y21T;<&EZ;t}5h`or+*gMUUC(*)Nw2$jIH&{D^gFSBwi{CQEYv)nPLIwG;xf8K`SdZ>=-s{+%y0f8 zt-aHk7T*lE>j+2f|Jva=wFRu%??I~kZwIK#>}J_?58^sd3Q-T@`K-Ke7`Age>;EL5 zK5UqUWuG+otqZ2Hxd%CH>{~!`uXQs$wLR!$vKx0zVrg;AEPR-}kcvPc%veVu@A^F$ zH9LbW-QfUoLhdHNP*J*-*7ch8%``=&4A z>7gt95|0D?(6tr#RN$tsoMnYq>+)-T%S`G0+aIXroM^26c#~e4n#gU8GGdD=XTkaR z9|i6GH$CvU&uqf9`lx>VrB`0779LMtE zd|bBn1@z813y;^B(KpZSuzUF@+;L?yF^)!2rJAze^clhNP{xdax^`W14nm^Wo`5G@#wsA2x>9oM_u>|vOY5GDBp*4 zP)QcnbH7Pn?nU~}MVc+!I1ze|jNsq*PoNDY=V|FpL344J!s${! zTq$rWf9K@l@;)uRuJ)eVy)(stq8O|&W$^2*M7)|K@c#de!la2x>|m}VdN~%-KYf4T z@Qxh5-sv&f{=*e^T@<>7Dt6*}a~}S-tt1^ot8kV@M_&W|hEWidfCr5dZ)`&9I!1pnzjalB`th43LBho*kUmwOiSbq^Ck?$;$)`Qe6;jcmb~ zy5&%}_W`a4VHU|OB-R}h*_*{(&^vDt9r;OzRoL7J={J$+`ZI79 zHWOfKE-}GkrO1AbgbabTI`j2z@-FNf-M()+Y@e#jz$1Zgkba+&D7Xe5i>n#eEdmPR${dhjX|*klJ<>0|>h?m-=gRf&FhBBTS?Hax_#*mkVA%VX)R zHWZ0|fj-qjFX`1Hrt-5pJ=C2Brp?7%Lc0c-PhG?=4fDsfnW1EOwFsL@^)OIe1qY9= zM0gjA(yAK#uKB_}{bvDT*WJf8SF;3O)M99z@Rm{S$$|y%w^H)bhD=T;q|$qsG`UEu$k!(L1jy5r*W~_UhS#m=Ihm@ z7UVIO{YnBof79nPYeP|4hOnX4)$KS^el`5P@ zr$gm)Q`nQU7EajW}~aoFFrdRry=9 zzvJMRRO;w<9|NanV5czOSA2=2O=T(6Z|WS{CO$|dMNDya{9X*MdCD!QwZ_l%F7Df2 zhzrZUV9dqw{Kv>EShjcqIwxxL28;IMZ-LME;z68ncB<2+aVO}dbx}fZ%Req)O*F21 zD@6@g$1w|a4&ch;V*DTBx%)Ea37IsUjBTQGuv;M*&YxR}VyA29w*92GB#c7m?_bbE_|wZ|Wc&2QxvnbTP4SP{IwdEsSpaL8f8#SUCIB1Jvf*q08O3 zBvoc5w(jQf?p-gaYxzl~v&zsi$O_!Xh{Fqkks~!l4Ei4{!l{_6F#U`scnSSpSN)g4 zknsE(`wUR8Umh@C{REcCx8eGv6_EGJ6$}1$V9Cw1a4Db~ZiP;S38r$a-}Yc~+_H#M z>v%d}y(}ADY907roul|O87D}5Wj#r|pG_iPM$ixAD2g} ziR1cUfpMk4lek}k&-P0-(LN!MkK5bvu3RU+cD;saW~JEn=RRIL5Jo=)uEFXPojB)T z24>lg#}jwIkdELg;_G2ZynR-{^Vn%nQ85QTZ1se;xz=FAM#G^IHaKaADmUM_g(j=Z zVNQP!$JmPDOcNDS>GG6$COQf%ot5B&{aARqPJ(%J?;+Vc$(4F6v%&l{N2)67#cZ8Y zf?e}QqSj)8eS7#NcW==(x^AiilQ|`fn{sC_I-L^ok-vTMJvm38{Cr4VE*%8%8Xc4? z3gfi{9QacsH{*}NcZ{BlE!wWUO*ef>r6=!qGLr7Sv{d3K8fgCDCY=btxLs>%ZwTj4 zqEQan)2#z}(}IbGM;TMCp#et%z2L2P4ULHQf;nlaFd(u6(-*7Z&46ii*%%-ETy-7) z7M#Z^t#k0n{StHyEET-Gl+j$+%6)qzLaRL!@xlkyTG8lu`nkS|YMc^$$g0}(myHNJ zH4LF@!y;I@r~$guW$3t7r|ExFRM^xt<<#Mj2;FhT4*GQGfXn68bbEvfjMP@e?oYdM zTec--=DP$ZM@}14|$?c!hlsH zc`da@Zs3Lr1m~*Z=Cx_mGHWs9beurtTUTIXa61f-b_2(l0myX;hWNS9!S07LbnZ@r ze+?S2$Vj~=QaSDm3o+EU^P6h8pc2J16W#P_!+YOdxLqj+c=|`>j)mu1pT;UVEJ?oC**!djJl-OPQb3 zI=JVl!oAm|ni-roA2;P(xvU~|n0^&JRTkFF zzkti&6(&u7eP@VI#Vr1@!8_b<(uFFWGx>k7%kffP5V|<)@`=*f^k!`m7q*Fz=AFyX z%s!d)PCCbA=7-UBH?v8su>v~7TikX-3}$p>Lb3NN#yK`0|5fHgs`)(_6Z4Ak@zrBX z{+7ek-Gc9=&;chm4C6G7D3ps_&9yeWlG)n*WcS4+I$EoMJogEO%2BgWf5J%I5~BwH z?N-8{=Y*cJQz;NvSca!^W18)n6j^nF zxv$?q#``wV16xnQ4>uWjY%EFnotN-;ia7q)7J}l;JUo&*2|degP-S~NT6)|-)^{{t zJWGVX_#}%;A09%vRa(NkW-fUkWH_yty5hhd6Lc#b%X?qA%M41IBhzvl8xsWYn14)mq_7Aaq`Q@6}rmi^OGVpNzrOGEHfA7)zYSLZLd_}VNw<> z_x=M>)0=T{$9Z8-ew-{2Z{);2&fxFPoX)iU(?^N1U-0TcJ~1u*4SCOILe?`+j15+# z3QDC|I5HXEt?>m(+4tPVof3R&pd<7gdrbo5b1?0L8B|)-(+Qq)`Rj+2;7`jL?$>rJ ze!aK`yQwgO*}_K9yq0W8&^HjWB!{>i4v!(KV%Nl+moJlQTyJ>4SX7r#qdVdKD0P5##fZYv!Mmb z?60wxan@drb?yph`-FRg@&!LuNy8sfN1ejlQwy+{k;flW>&ZZ?4%s(H8jLIpnYQ=Q zq&sInxaX#l>`imX$=?RxUd-d4!2^VO)JnZthEVd`0C?4hzzv-_R4nIB?WxF}`1eE) z#MqsKzDw~m#A6=lkCMTZ6VK=w_eAvaF~KC4cG_2oI9=H zc~qS2n3w?@u1K>>dJ^GSOAHxYA4uf4g~N}nDf4GlMZ@FQQ(1kTLYR0^pPd^qpG{JX z0QIRUz&8E@ug7&*7c_!xcy$>*nq}bg_pbcdF$(yl<}`Kn^nr%2&eZN<7*=cM;C=5< zkh^qF$ZAbtWQ=Snr!X3)E67tn3vCFpO2Zd=8sx{-Kv*ysPP*wn@*!kAZme)8W&;hx z!^MY_zp77$HYdTO6bZa9%*j#9)v(ZdfIiw+z{EAp1jjIOeueTy^nvrJa0MCdp;suW zo=+V=2lJ~w#`7iRaUk=@7Wz01URO&8J~Wq^xvRdWramF~Ygq#BHNAoI&rYE4+;Va+ zaV7pf?T1@hgSkuYe^KsmH*P-|gSkSkscmCFbzCCHpFX6-|KbDj(L!C`#IhHi{a3Pz zA0N=~)(+s?{D!>Fc|j&`J&K^Jj!MGIXQo^pI`A6B1^%E~ZvwMN z{lu{E4p{j38V$EQfiVK(bzc7>Ah-8&B`?yj_?arYj}0g8p||P8iG;UO)#tV6tMd4A zFaJV072hb?@-B zn~+d{lXMVku4gE+&Ia4)6Hf37?zlz1{rv_9s>btcq=I1oKVzOr z7>C3EDX@7yVh~z3nosJ}V;z>6u={TnVnpazvl^xweiQ}aj?fplME46M7u^EQBMfUV zFm}r}X+Tt?0jt%uo^4(`l~leL{8@Ty&TwoYG5(WqE+` z3^90oh6Jkkx!~BEKe)X<3RM@iqu<~TNb$Z-cPHrcZ%ys_wOt9=Hggw0>DoSi()N4Q zt)&AZ`!=Ip55rr0SqrZv#Ms^so_w)_8CAFLf~)bVyxy%Olzh_&IwvY2eQ+kb=+ZOj zALztgmq%jRv*Wat=(6J{+rZxV$ zrz|*oKoxvKPO`U0Dl*dz^7+L5=~%aHEdT6^fmuv^37#BIMLFG{gmWK6-zR~>++zaX zH-%l=iaN|bSA+q(F5;f;SFz)c0w1(G1-q*z^T)*(qsFn7wA1?xccMcNMaIy#2D~ZbAZ4K+r@?b_GUkxQG&eUHEd(9A$v%o7+gCCsIA{A6dB>b z9N%=DR21}6^&-TExO2b`H9_bh!t}|iuu~p+VP#jUur?USWpjeFtFy!>2{T~8vF7K>)ObE zG>akiKP>Uijen4#dkX&^8P9JTXawhaYvG)h#vVz1j6L1~Hypa?;cGme!n@F(N`(HZ z&)oI>y;%D+0H-9o@^f2~NJg?8h6p{Tk^hB*#gis(?gRsNwqGYCD$XK*m#AP%k>Gt4 zx^QIAKE|~Rr@&tCI5aRUN1uv4xccc>e*9Q*)`xX}HmG2V4)Ck6~I)^wOwlSU=3JS4ALC&&9Hi(GI{6RO}9x*gLtxt$y+vww&|WEB4;(3 z*?GUPd{H1U+bU>;=NGy*W;T4CxdW5c&g1W!`C#nniSl!vlaXWgz?N^Pc;B6}Seg6= zJ|4aV$^oKm&JTOGp!6|*PdSf2)62MB&yV3J_4V9P#A(df5e0|3qRGas4b1RHmT$c@ zp11rvhL=x%!7SQqXBHjbhP&2#kl6=PY2>#@+*xNYHef&kqZIdGidz%Z2MHXONKsz3 z$e%cSPv+CJe<0U!8#d)!g_CV#sJ+x!;{BQN7Bxp%{UWUbKsxZ~YU{(Ia~@OqNSuXbF=R~uN8J#SKRv;A+PpmVbJ z!`Ejx;g1M?Uh|O*2FyXmDv_=~VhOVs6O8|UmOL%LfPWU1GRv24gr>GWDq5ZbtMa13 zKY0{0(n}d%mqyaSV_A6Zx)Zg0@PtTBJWZ!0Ct;$xCYNqwB4oXI{G2TC7JY)CX}l_b zGw&_;&hipaOTq`|X5+ryXJG#AcbIc>vd~>$kJoQHgY6DctPDgfax>-CSGn`%{eFBz zKo@TBmt>9W&a+duuMqz1_0&eDm_0RpGiuq5WoIbKnj4?^N2?Y*Gy5|30QelXpkkI% zM6169UX&!zJr&ofi`o_V5n=`n-fA#(D;WJfy@CH;Pl>?G_paRsl7IAY`!!MCJ~$Ub zOXuP16)E(>wT0-AC(6HC)q?BJ{Gcg4o{)6^9IP>WiXk$3a7$Vbmh^M@@6J2!v5^Ti z{W=~$Y3YLN1T@>$qe_Zeu3)QQAb#?5qf%2;`LC-Vp;18`DR>@@w_cXg;c0>BCTN8w zhoi7ztTM(Hoi$rr^P1lNEO?$;y6G&B(*o~`gUc53{P3H_uzzYx?PsMeaKUXZD)=;0 zvw&`JbX!HAIaa|O&&TxQPBqr^HPZU-Q~36`9L!o>O)CT)c4cZN_?}G1D=QD+EPWSp zab5|2TVao;=7OK@;SQ9Y_LAGb=s2@;SdP1FHAD`cUXQarI*_Tgr-@F+0Hgan7(JaN zL0jt%M$CFkb>^(5^A+XUTUBFOpEFso>w+apE$M;FuD9Xt^Zn%5hs|g;*AG9-1>*9Y zHDuh3C^PkYzE~qxOag0+h={>$Tq5{u?8HJaRq)bEirX>;KbKQ}(TUnQnVW0vs(#Z< z!K0<&W6aALjO6F430&gk`AFC1V`=JStV+qn`o+cAbUg>&Wz`d{!3df>awMHHq%AaB zCox4~=BS<-2{~iWlIYqoX!Ah@)Qkn+kL^8Nz3DscjvU5Bejz^dFB1A1h4<3#Q4rXn zgQC+E`0ropP)q(9I$KQTA4G>hkw`nHk932zO8%_tmA|;VArj_IUIF4K)Xm05ZmZE! z5;&{pD(H?=J9zGv8YZ>6Kv!BWY+7K>P5Y4wwoNZ+@#bJwdO;U_oxTRF1YI}Vbr>s4 zJkcm&0z_YWOdi_Zf?5CZ@YHP*f3x8T{AVioe`oE1`rsE3IVu9r}#0bX7Nd2J>>KLX)SokARL)~DLSe47BwE)z`n4^5^@nl;MPuK zPyc&{hfcZRl3%ZDH)O}*3L*DbU)o8=&h4OXA2#r>H|P>^Jyrh5!wr1GU2B*x`vs2* z{S#g8i$FBvI`g{XCuaLE!mOu)ez{>SH|kRfw^Vu^nVmU>UwJ2Vep+J&v^K`mbu(h| z@!n-96(5Q+qCZf5=o<|Ro=@M=ShBmL5ZR2Kkm2uy|E<+0A3>4z+^+|3#702ZeN#4l z<1iKzQFhkbGI*f_Y@TR239uKX&0nNhKZUJ)YqUEgIwhb*SDm1Rc+<3Uq0{{_aOR$w zxI4judR@8zYLoBNuEVN)HglQe3Cy2E&)4CF=;cuEW=S5L`w!J^w}JPA4Ekw!G96-e zA~Ed5zs{MswrUJ5oj-xs%6(2vJg(7CpFDW?kxpRTvKwZksj)e)|4{RX8So=$02UPa zvMm=B*nhEvb#~pz+p&&l`9K;(iW;uKgso=Wa6Phk%S6d>W9H})~@5Y zdHzA}=kq1>+|3U1aHkec{k921^}YC{?JIEoWj!#t{2c$A6->7-aAfzo-xlWGk7PvR zHqc$xiGL1{q#M=-!qhA?IyCsKxwH@-VId&GP@z70SnO{KOSRa&9>&B~8WK6XMB!Qya{S7USQmnxSD&GH!94 z2%jT;L$(`gT|!g9M{X2rVzmIKW!-|blxp~I z>>0Sq3cLL)$@ITDxzu#MJxnUegY`kz;qb%HTz07g71^eN30bNr{eB!qy8!;U_l1Ov zQa~B1z&i_U@?gP76M`faN8timF?r%alrGJ(W6`Mel^@-{gulMH4%!YMLC0?|G53uasft`mK8B?Mb8`keXPqu0CwyDN?O zlv|NBvcL|{>}#U6SB2f73_~mue=(Yt_sy2RTqw-3Yw*RRIKhKpffwHR(M7l8al4Zl z`6Kw&nk~X%zVn57;!_g5 z5IWWO7ibAxK`f44E5Xaa#UL;Mc+A-TK2h|%JnJv?#c#%1>&@`4v&9FzjGSEZ*DU)9hZtwUv>fH&SNnN1g+l zCJR_KO%8_i6=924Cpm5y4y#^8!jl^#VBIZw@LZk&er`hM%cLDLgkikXYzezW=nM+k zQ%&@s9hm(LJoXFHp+Pv!`GI;kX-OY(rx8Op-_ z(2xAt;0;;-W9U5Nv3kQeE;F)svQjca5s7nOCnH6JG!&K5o;1|Iq_W8t86}}KR7NS| zxvvvR87VC-qf|(nG)VsEl~=rYoX>Oa`?`L=@0Y)K+$by}K`Fm0p7klh?$B9PGqhNU z%RqADrw_A%{oBtf^ckjV7W10lJK3H-Oe@Jr`XS?vfgjD9%K0h#NFl3+I zD~36?cVK&-5F0L%3%)Zplc;sBR4nxtlf(L8)c#7$F&rQ+XKZlXCQi_+&0@i|O*m-6 zJK=(K!6Ne=I89a)YzUEMm6b){Z24kH&Rb(+y^v?!#C*WPbEe$fx;bc4o{1Gj8rV7V z5998(V(4QT`bA))x?y+j&pr9mbhFvjYu6L|sFZKh~K z2<#1DVO&xUZGHEY-l|*%-_~mr$D@^S*PM`Di_=JO#cqhm>w)3)3!w3EH4NJ;fahx1Jd*yBAmK-lzoZ%0Or9k$mY{T_umn5tK`v_(Z_3iCM`7&nLb#=tPV2Pd zFk9n1rarojb*=H%Ss!aKRfYF3%U%XI8%1{K+iQY)Lqg_%H)2Q9L_qn{cy8I>HK=@w z_i^VZlNk%uS={Lf4%sj9Z1FtyZ`ldj;PD5#9;T3MkJE5=QXFvJVPrGU;}W`MgPDa3 z@X_{lxGy1`xPCJypKO)Ta_cMNQ@;edCn_@TeVve*oeX`}---F6%i#0G1kT)fNJ^L9 zp>bkwP-lTKy5Iar4{UEo;RI>&VUjv1?zJKB!XH8Rl|58xXj9ebH+!g;>>=qqQ{bf7 zc37d4EQou@b7$LhxXZU4U}j}D6fZ3%3&i3`%yM~%xy`}`vY+>r7Lsy$*W#vWf4*cLaj>{#j@tnvQoe-_o#fZ#=L>4Z3oz*g&4!E>z@? zAEp`Lx}cL7a`6^M?li|R_aeHZE)#u@-z5iVMM4==GY@I_@HfH7l=JjaiWi2is3AxBpXw2|#NL#!X4S=nS%c18^!lw1mzR~( zi=ExHcT)(MN4_67Md?-L7(^ z2M6wB+_GvMY*YY!!53zG{7Rhl_ZO_?v)vKN`Y7{o5m-!kiJ$rN+{pKxpki}HVAwAP z_e@h^hm$zB*lhtf^@1F?Iaq{~I(h*L?Z(sK2X(x^z=N$j2b{F-23UCJC@wUz5;PR~ z5QW5cV(g_r#zs6K!rO<*g7wzKM))I{<8m5H)0dMNo$2WN${DvU%@y=CO(Y4&{xB*D zGZcXB340s7P~-i1}vO+l13Iz2e0?fh}l0Wa7^qbmcDY}Xyi`s`%96t)x!b} zy&z2E*(}$-SChQO*7W0og|L$x15LvMa)R%XM;_6|A6bBD8=eS?3PJ_>{gK!h@R7>L zhU075a&(NZ$5-#a!6C^Jocbvm{oW2j+M+XuDgmbdCjonb|m1mA`{qFM&JH zh2TfS5pW3aqhG)6p#}*qOy7o1Iyt}uHcefP2Lv_rT>nFQY=I-z2FKzd7e)APz@YlY zANaWQDdrz~ip{PHT!fS^7uX`hbw)S9*XHl|PA(c}44bi!&C3N&+57O_>_Lc*5r!So zv2bY4JNlz=I<;O~Pi5Bt2CY+K3|A*$zLYABNFAgt?G|`FYdN!bo3ftZ6N zWpWK%Kbs8C6Zp=frx>g2wwRrG_6hzJci?XPvxVTHn}WT^HgVqDSCA&nx5R8wCW@~U zpnhpC-nn^I!`kwY_J7fO!@xC zo?DQ%S`NQ#l$qs~*G-IhzRHQPwYc>h1N|Qiu{Y!qTF#q*-j-!J!k@2;eg>fG-aMRg z#1wVPrs8FOhSEP<6FOagq47;8Sh0+u`~4)rtTTx}=jw6h8c}HZpCKFjVg>urXC4$- zslv1HQpWzY6!#$80Ixr8z%wVxU~iu|Xi3Xs+niyt#cml~l#ijxvPpDxjF;d@nU26{ zpjHs{RtclDe$tbbEp&PBIo$ko8}CP##%G&r$uYf5I_>Iy7}vXqWZnBj-k*|SC;5ca z&#sMRoy!1~nZWn5+UiJIaR-Fj9D^=e1KARqB-Xu!Dl`LU3dhlZM>Wm28w03 z3{IRs5pL1@^w*JW>08+78riBS>D~K)z_Ef%iZW z>=;?MP1K1qWEB#pz%SM9 z(7QPaO8xl^uxUQ_H&?*BiE-4VY7kD@DR7u{6v{@u*ylGY$y`-;NPM)E9cfeK&a7Mk z#lNc{zGoFVpz8}KyQ-mi_!>E*eVRV*R%Tbbq~l|KanN!3O-^`)z@6wzxgfX%L|yMuR+@{aolxv2kc8(a-AqPaf~plr-s;4cdFV}B-fYAPnB z4>k~&H!tZ&Aw%AWGeC6oRbkjyn6yrQ2kTyj*__v(Tc;0-(6du-N=imPe24{h_ zWfnlgglB@()=ju5E1f?lE@TgM_K@Zm6?B{22(3uXAYtuRsIz_{hJP=Fr9J!TM+pX; zX8wjS!C4r3&UZzXU&H&HY%mR%#s0onkbkKREA(Rpzv9$kW{M|wETTD#E2Ixjd z8|LKIW;DNc2o0}I1Br=2Xq7t)pC)!QPv@_~Jig=N`ujDC*}2g_TkTnSsHP%*dC<5) zkBu3tgr6!GgG}2;*mr7(j5S%p*0oNx4b5h_+rj*7%clzWMo;3dn@4i-+jO}@v59DQ z@d+-`KTeAi&A`k#R&Zpz9R`h_Azn|GgU`xTcp&sK;J2R^Qbe1EvUb+hqU3?7~5O9e51xZPsD;zrGHQflJxq zmRd0Q=Rp2`FQW_QXJNTP4*01U!P

-1WS-xZ{`*vM2O8&MlW|Ys|n#Rquy*3?1P~?MApmjUah>DP80NF{;i-`x_dZLSqUXjNzHRYyaUc{`<|fcO_k(=ZrD0 zoVmc-ivst366kPPj?12+4&(m>!#C$V%vkdb0=om@h=~==lIkUj#?j=cdO6uq5)WBP zA<*%jzkl}^6OoIz;a0~Kw9!9+wc>rabi4uf=f6VFUHSNHYYd9K*^Bps-eSH+JglC7 znOr=0j;#2_63Tbt*4jNJy>;`*J7;OQa#J13`-Z63l?s|`k%dV`)=<6HpZflGrvLre z2=5mqkfA5MGj(MS);sZx%dTXUHLsA#~eV|*35J~X6qSt=xPnl~O5#6ilJRn($10zUMYz?YTkpf?v_XZjil99RK5 z9#hD3o>gb1pb8hP`LmaKFI_Ki_O(ZDnh{8~h*rin6M-nQGwtm0;++-*lX8 z4sAZ~j*AEMm=^tb9K*9BLsj|jPCk0S`gJW(sRZ(DN<4O#&BT1gA5^Nq0EfHG(aR)@ zZaj9H%9<_0_nr$;T6nAA_-F_zUUiC|zMC)j1ru;#QIFukvt@Mtc^foVzCm{$H|EyG z*m15xM%d}&Kn z+88A9Y#BYk*`UJ>6P&uz4UTUVWAhDOPfoF>Qp zeo)UdkXrD+t7FNQsXEy2DS^$ke@Ku-7Sue>5zL(7?|fr9m(y9wNm&Ku^AezS}leuwaroo$ULXgip_ar=96^u(I%X5>a)#~R9PLk- z3l#LcDDiwu3wqyBg#a<69X!Wz-!5j%M0XPYv|&{54O~_Qxzv)cugJmg_BQzj6wXC5cl}s z6Qn;JvD3X9%^yFVGvRrZX=HhO0J(O!l=`1g zCGB;^R6VkU`W6opA18j!HhYOcp%$sdG#`5GdYhp0a0$5^Y=(ZmiZs2Vm+xqcb8+#N z*mvHP`!}l=r*29>GjnfFa_SIn`mN2Kl}|!3dm+5Irj5R5Qjr_{M6Nu^hDi1x-%Blk zZ=IB$r6Pqubr)TyAqK`=oLq4iw!gWcU zc6l*568Fb8WXoZEVLJz00LiW zyBe-F|4ALH4`Zse60SKZitl&dB>iiaP&a`TUN?Ac+b5DkwOr%yLP;duoOcLklSJxP ztcTLpzU1(aBltUL5nL~-hRSPZ(9C>>gSMZ^-f}JY$7hK?Gog%Sh8eT3@d7A(o@$%w z+RJQXkAifvB$3!?O0vzqQwbL*nE!b)9{$=-4c{Ck%Vc$_Fg;4-Uc}-@h08>Jb243V zn$M+mOQ4FaDZEi^CtUD$h)ghoUsL%10gfSU!YaH2ca}it;zJVMk;5!sCx$aC$AQ>4 zS8&u50$b~GxX<~QAYwkx*wr#;Y|b9DopQLBamp5hl)**l!@Dbw#E%D+*s)MPMGhU} zqp1DfFsdl2jUjucp&)2A%;*lmv$Zj(>Y+;MHC@P>w-1L^!l+t(E9v}{PunCC=*Fxt zqH^yd*>>HLDQcVx5BMx@#;-K;>ViMoJbx@m*rFpKIon~sp(g&Q8-oeq_25xt02|ze ziSCj#K2O}s?1&vlA6AINdpl+N{(&L$Jwp{T3fAD$r?L21#1+hpc&`1N=~z842iDG- z5AJh{;5|8xu5uPsCFuaVer=)G9@@c2A1iDQdXCaJz6er%UK7iC)1e?Z8J1iUA=5&Os%XepXY2zkNziB>KJ>QT$C&l*%+T!3b*z0o4C(Dw)VSUPb$eMnwKA3*UQ`3e{LSc&b~DCgycBMBut4i={QYl|C~GFh z_egx(QQ_`!xv5{PSZPk;^Bzs6^uUaiu0p2+3@qh?3@XK7_X(l=0OegnP0_PZYI~*rwbFb!nu}J z5!~s@1GwpUD@|)tL(!3BP`|K>TW&T6l#Ru>_1ZVMt|y}C-dv6EtPS`bFJt>U_%Xt~ zWP0yK6xle!=iJ@L34RSZVY!7gJS?`Q3uRO|8_OJ`@MAn|tbB@1XBV(3R-=$|Wh0%M zqz_$Z?h)M!nN(uTDf0M_CYkVUx~)s{dZ-Gp;lHrHJPRI-OoazFPTbkv2J$Ahg_u<+V_KmVydF#=!=KL5oERxE zp7w>XO~KeWPl@lUEJO|6cxt;q2*z9rCtc6OAXSJ#rLzygzB~tBb?2bJi4TfNuVdaT z*)aA7>7?D=g1yTy;F59`H>!EFMFC#qX3w=s*=Z@LqIwBV3E#!&>HyTAc9mprmggQ{ zzkuHB=R^E93AXx!Di_+dnpEGNiaX82IA;k_?m4@eY}nI_YkJO8ujlK*r~4@RZ{RFk z)=7qyL9ftodnvbkQ8IjJRl!C{WzIcchjlpf7o1|oqqc1em<}BT&(a-GYP^nYAFx9M z&FQ2wQv=jbCBV#?KG=KAn_F+;jdmTYV9DRf+<(5uQGKWb++N?L^ADHNhShekqj)xc zzdM=J=`Fy-k!T2Fw-H#rg?AA~V&S4;I=NMhP1qpGh2&nv%VEDUH~tg;eJsblm(b=y z40_3oF*4kjlYy}P{&qH?FN8JJW!X3KK_uqD7bsXKOxCnypwyfLJfHCoj{9AT|M~HL zIPVcWVpW0?K{*U*dMzNhhh9!ODlq=q3LAni!^PM{y6f*#c=^Pf{UDjZy!`CXO8Xi> zUZo=0H?9VA_o%WR#SA-3ItZ*6&w|X`AF*^w4_Hbj@}0Ic^qqZ#Jnc`%__du-{<#>4 z_f*>5y#<$z%z^X`hICd{ehTLukDkuY zjFO?pMvU$Ga0Too^1*Z7Wc-t&hUZHkfUay1_zcRiV_vyZ^($%U<(33E!=5vKCd{St znZ&|d|Cr0xmTvb73IPKtT$%MmJilxo`OwdIU;Pc> zMb!+r5W5HF+3%%NyPned|M15?8#^hzq-S8QgEQLCY3V z)YF{?w-ZZ#Fx(T^&6g=W&~xH96;j z65RP=5xTglkk4~9*qybeoaxwi0{@A7Fst|gXJk49)(d;$!kly1CYsIfoA_?Xxjo#9 zC2R2-I|=<~3vnVxH*!|b^J&lrhW(E)oNZ1a*ekfPO}iIxi+$fhp6xky-zRI%AU76< zrl-PE*IDfG0)GhcSVo(CjM%o4Z0_z`A(Xvbg!j;t+p=p6cTVUL`E~m%?{Q{Paa$ei zR^!iVJKO1sU}>Ho=87V(`Mi_v11eC;q>0yy(a&lDKKnNnnx?DayV6x)+a$@lJl=#a z95T?nD3T3IH^ZN+rlP^(Tkv(}C46bD57zZ7Si2W8taG9qN?{i7wq3>=_m)F?uNjE$ zo66ez#d0f-6p_upZ6P9i0PpN7W5;Rq2vnXJbACT1(C|n+_Za25`(;Yp?Xp_FQ!LFn zS|sDv8*MnVH3BSiC^}5F!>yXnjho-Ml&Jjr3PSJXxLKbP;lTjQiQDq~=zFp3-Y%`1 z32Wo<)00+s{X}T?K!6=vV!NB&HrJIs>U_2;WZN+0SQ#E(t;xC1XqQK9qUt!z!Oz!)mITvIZZ5LD;SpWzG7ac8(Ox-I)#Z zc5guQxhrWvY%Q)hkcbC&n?YV@Fyvgj4b$)$I8+;VWXW>RXUK4_ zlG@yn$S3#!f72cJH90fLfLF)EX^ASq%%{ri)g33P?9p@h+1nJv#5{;z;Vkw{ml&J; zBo~8wF5?ZG_c*j{5@)k<1eU$DfS>20!0OZhct73=|2;nk{-@V7Dh1`smOnIMcoZ{*;XnyS4^;b*Cuje&{@A zuTI5<@(a0=*=yS6|<>R3njsa2D=_ZUEFZFp<53H(A9qr}rSXu5wat5`jXXUES4*V#isMh# z>pLhenTwkR*_gg^S!Is9DA8Pd!!~&3d6?bP!dMzDCl?RTU~LQT(b9v*Nzk)tX!)Mc zTpeRE>gEI*v?7~MpJs@~3+B*=xf)newv7|gkHP3kTAa#vKkh}hJ}kFcftx!d+0|<# zP;%vUIym1IANF0wlKdj{c~wpgg0isrUJ|M+hG9e5F~O11G7?;709LQ&qn+9V8t`v~ zD()_UDD&x{mm~#)M^$K|(p;i!pv0)1I7SPTjBA7yarKlg zJn7I%G}U`yO}qnm=dqB3@&4N!5+Wk`@EcmH81ZG3M|r!7v0%}UEr+ZUl@ z=Ug^IcQW2SItcIoeSpC~A?)7wrKIn!J8DHt#sc;t8ob?(V^cd&d;B}NG2tTBA8!m{ z6U9KE>7Y!&9qJch2rsVK!X(=jkQy3{$-4E-2H$JAHe?FQ#!h1EE#{Mv8Y$M{gTAe2 zQz^RiJcj7XDQr#cDrnc7$UZr7nB5WM2W6F$;NbQJz^IRh9o32`WbDM{`~SwkuW_i} z*M%(4z;RkpM0Y0S(g_^T?%o?s-Z~)fGR((H?4TRfd4^J*I=65r2ft>F=MG5=b0mX> zs7G<&7iY!xY&(me*B4-@VKO)9{Gh79+Zo-4GGPAgWmuAIMt}A2j$~&?T->e1rK$0J zIty_;zDyOexLmQ3_O^QR{O|1#gT>3!aB|`~l;#q9C6cq0!IY!}u-7+0>wquy~sW&Jv%+$+WMczD@kIV5q`b^M1P9b&v3A zgC2Psxfbhc$8g?NqMZISY3{%8;plZb3_TNX(RvFXObAdwso5M+95bD&t4ZL`EhnMN ze*zcRr^OZh9?NOupTQdX3?(i+M-|0j#$%BVE?AO=Pp(Kp65kPY5Y~dqYnb2p4pp6a{=tX+ zu*@WiD)l^tkMn=fLpykO$>+P6?p2A8);81Iq1W-Ry$YxtOh=#g8k}|M5YGpSWYhI# zvr!FN5Yytpei-&(S8ATdzhM$w#M*Iqx8ynB{l5n9R@&MQSzN%pZf*93{7cyPstr2b zL(ul~O89X~iv7J}A1iXmo~;V@K-;bh+&;dSBc+&&V_LJ2neZNjwC8a1oE%`2)O%_p zsl-WGSkkk$Uj&D~r{az0(p*97Jycqt2=_;RFxTa$!6UOkmk<0kxE$4rcrO=|A%xxX|Q} zZTzfKcE}WOL?mG7&*i8i+fF~F4A2X6o{_0f=aN;?SD94D68KaIkk&qq1RG9-^BqOx z1<%0gl6*wPbZs#tO@dX}yMZl?0aVAUar?Ao!OH6!HYFO zO%LqbC(nskRbZ5x87G;vmV2FbmrJ>%2A{`oWAA$&Wvi@XVet4G_|EeKW*ytW*)Q9~ z$>{Ip7KY5?3<4hGUGT-Krfg1wzay=1UVts9GI8T}6R?+&WEJOhk<3v9=jl?Es!jmr z&3aDqQVERNc?N~Ho+i$L!EjbBfYr$xpnvZ);Fm?uAgDM=P@*J*2Q1VvtS}j;-->`# z7i;eOjd=X9We59U+f=rBZauk}v6n-eS-8ynHQp#t#_^wDLO`??cCQ+X7kg4cY5q@g zUnh-TKf?)9k4oV38RJOdq<`eoZVPl;6@rXW2k}>YMn3arlAULy*v(OEq0=sc%$f9- zapgHB3zqhhDC1H3{aF-$t`>ou*u}7i@_U_^|B(h0H!S%s$%&2Q&!Z{Hv`$?XWd-#V zLr%jK?Sq2zN(%V1+Kmj@jnZq|yy%VNq4f6Ni$rY>l8C2O0-+EG)_hlkKyvGI8k8l? zYAli9oL%^SlbZ=UY1(_HJ*y9k{@8Ql{8T`%^&Pq6q`~=|zY35025C@1BmH#!HvG+v zq(z2{=>A`x_~DKvC-l}1{!1D|msnKujywlYK0iX6dEfkzj~b-;%rnw_%bo=L|D_Rb z3AEtrcgpQ4B*F4I3@TQWG{ro^wT**Y#|*&h;b)rBbc}F*F5tMkoX+3g%#gE*WY^g$ z`ZaYrUJv;|X<-6wC|QWtCr6;l;1)a_aRvkOEuePmd*&`)p<~u(V+Pkslkfkd3gXLA zzf1ysBUcixMiJeNuh61*r6gYK2R%4_kf2flsXLT`TXGCxw?riLCgftz-$1&4#YbXh za2f&)69hX|`-zMP!gEUtdNsoYY^(S#S?_ydm?jVU1FFo~?zJ#ILJf;JZR!-GK%9L! z8a{g)4Af2rSw)^{n0}TF>zuFpj!AGsMhyn)%IW5SdNOVGLYstT!f^GHDIQ^tV`rf& zT)A?RcT2>h%4{ied0R3jIXpwjHU>v|Zuc%{d3IydW@e?vDM)=C2S<E@Gyf=%zKk=NMDP<|=by z52+S;yMduRd+XCP%J_#JbBmgd|~eLKpAcb*XPFRC~-YwnfAL2t7Ma5&VSb#tsD+!wHe~ZMdeJA zUN8CN&+iud33@ox>IqS7-0~KimET}j;3rxpTY+!>97dfwU)ACBuJ2xu@ehVb6Ve zaN8qA9z>l3&0U9Kq24|6Wq2+8xF!u&3ULrIV-K7@7feO)DLG#@f>XlX@cYz7DDqVs zS5E4}h0U&fUT+)H^W}7G^b5{yQT<(^p$YuHVIrK-a;*9OTe;Im^15oh*`QtKt1j8^q~OG#(Oz=xcVpr zMqa@47kLLo%xzfT`5)Y=nFD_lZD8#oF*rYB0uv+);B?Ge82(}b)7y36zaTwmi5ew` zCh7{hxA9$9BXcHkQWwcMuS@1p56bw?0g0}2pq3_zH?7@y-rQK|Rpn>Ib*1EH4#0)o z3vuk;`KZaC87k(l!POJ>aa1)0XD&RA1?N9dsb3H9wm}t0Ih4TsggWx7yqug2)rN61 zx@}8a9+6E!1yw<;i0zmY()3!%IBs>^RM-}pLe47X3i86d@MDz$c>i0-zB3tz2?nZo z=c7LA9Gr%lM@7)*OCy>YuEUXy)d=DVs9rCRy$2tXb(vl$d}_PDmx}_C>qk*c z!-%>LT4Rzk*!ocwZpPPYyc`#dRRsfhP3R&1`YVqOE*Ee?Ll$y>7vZ?*W?Zs52cw_a zp~tOzblAOgVH_lxQ1D9ZCU>@|qBq7b>5x(+;*s>tgDQZ&PMDWlvZgnI9F zFnjbG*|+Z$?~Z?Dt7e%4;tPb?(h@nW@EXtWYvYLf#w3h5sYgYgMT5BNDMr|t;uDRD z>`dkhJTs8OPYV{qoHpJ=x^WK1SQ!bFUl$3gwNH@k!z$EFcRv5!HV?ug^=NjZ6CTL( zr26O+ZRFIP4UZDm4r?ZrEn7tLWQey=5-RZQ7f0!q|4nqm^L9$~;G>x!7 zBbcETLgW^&BX=WZplV`8)tT2qFkZHiZi;XR8zpzz_ra4ck~SdgcX-gv3Wu2ngWvS? zs{iOCJ9Dz&?<#ubz%;0m$%Kl*BEh<{9;)$Bj?PmF#j%rX@sW@gw`S~ndROuaad*5y zcg3y2aZApEMf#xNeD+WLVzUZr59JGPN1UL3ewoyIVFXk@@<*TQnb;m6#r6hv!2InC z*)OXJjJ+<0G66|YQshO}&5Y+{9MW+2BLlXm7q}-X@t9GmOcHfwz_Tsy;G_9Qu(xz( zE-uc5L?a1!>8J!hEY-QuO;-do>Jd!1H-RLbnnT3roP+_xd-T823ETqZb1=~<1y5S* zaW9*+fKH6UNwYn%;WVHLHxIS#N@azpOJn? z8=~uA&QBN2#%qjq+GSWZX)AO*nMCIEyWSP74`}bWMD*^Br_xhLX@A^QRKKi7Mqip! z*D)SM{qS*tCm2_4*vuk++$?xelSeA9#E{p=L_pJ+r*ucp#GNn(>;@e`uT%pabN16Q z>1*L*-gr=$$j{fu7}3dlB5($ZVqqzz?}``W5gFdKl=6;#&D@7|@`)Jk*nug)#oEyT9R z&Ei%o@8l$wx?tbw*)VhUNBYkB2VM58U56Zg62DJq_4(`?Dshg zXCEnn`tgTUyzUxpZ_LHl5+BHjO)93}-;a7!1sbkhCA%k@@%a*prV5?dtP+4Z#uD81 zmqJ|Ok>mI~QJK5WXP74U5PbL5k-D^q;ir2ItneLK?&Zx6d~4>x*3{c@EfWamG=3@j z_oFnLoE!tO60@kQ-e!7cSdyGNv<4URGw+E%#9-mdAe7TDM{P4d%<-<^_arQz&pAy@ z7MW6I#RJ65PaJYB*WgFHVRt50> zr3mciS%kXgO=MG@D{b7p2X@sjCJnc?kdn21pnt*-q<1Z){t2h3m**=m+P?rTx7|V_ zB*Pl_o6$(KUzn&>fs?~m;rXSz@Nk7Qzti-@0Lcg}SXY8#lV@Q_Rw$~E&&ELR33l1J z@Vx8;Slzo8f2Idv8Q+Bv@Y$@q`xkLmB;R_nu!h_3YM9HH6Jb?QFXMhr7S0(*l9cpp z(5iYswziMpUGHi*bnhc9Su4ZI)~ln|stnr|o#tGF*iC$z;sJgZ-{MP$-B5Z&?u>DsTd+pL&>YCTHt3-5CW%;xtHUEfzlVLK$lg z?;XiwR+Pw5rzbK3je`=v7L_m(#qE`|mtU(?-4{dMO01dLMoXaY>v9xhj94jd5QUB3 zqIvrw)-~idjunyQTDtAnL9;RB?TjK=-ebs4P4GiItp=Q9Ee?_DV|gx?1L}xPh8F=h z$-9mr8q*p@M0oz#^7~X=zc7`$xhdg(KQSEpCW>r zBKxj$2OG101+#SEFpl{e&K5pD&G+dRa8vS&!QRoAbbqO#dG8c`hL)#)Vo>@Clnz{iTj%I;MEwoExW&5?9uHvthO=-)FB-h0 zQsMTcxuBOR0Na~&uzu5HaI#nqJtx+{Y$sW|UN{sVj;7OKj|!Y#*F}M=z^2E(D5>|7 zI{o=XSMPhkSm#Q>1(DvWiq(=>9H#~A#3#@x0mo=#H9tqRRVU}O98uRK9JjGac*P

#(&@O#Q+PJXjJin=PpXmOMvSF4t8 zcVEEByq9E>XS`#)QzTKRJx*|U#TmL+#S^de^1BC3L%gKrL%u)qp$)0xRN~Y(I)A?# zas9U!!@dL)v%xTo>ezx=QXJ{O^_QOB?gLY59#EHxa8&;wE4cJ>JpRlork_fN8925Y zUXK(C4!??`<%)NugH)#(>)sKE zTC!T~zg%VZVX7TRo1t>zr%$v#tQ5|ja=?ZeI*246fjc=8?AIC5Pnv6Y^xhnW zJ%2mM+}N?mcK>0rR_T#W5k-6?H;=Y1wZe;m6Y$U}MKIDWuZmJihD{#lAW6=a--*ev zRt1H``}1uQ!aH`o#Gh7~EnO=RiTliKi!)@@#Vw(|NfCzX{7I|NDM53W6`Jev^Ww%h z`t|yDoMd~>R4>L)f-~n~m(o6qd^2SQ3qv+9epJrX}Cto@UnX>IE z$~k<+*xq|6Qu`AlQ%=yD6KBxZs|**}s8E+BWAM}D3g*em^;l{)LKSktQCu$!T|;)D zz42KT{qBtBj+yvdco!6HEfh5Uxj;s}vzXQJg5FFLC)%$rf!@^PRkL_^@8nD|u4mvJ zS_tI$Jo-X3K2k@b_|Mj@U@0s$*N4Aay;N;!F~iJ%Nj(z`=)5n|KDRwD3eN;6 zQ~9mlT*B7XRNlW1W?Yr$r2nX~KbEMnry&D>mGKU|Yl$emB>*lCn!#<0X7XRh4Hy&n z2Wk#YVISRJ4Bw{7!pY4KaH{!45FFxJ@FCyuYzyxDu zjPn!{U_$dOEJ`jx!GFVedgvcURfu!zUWKD>jskb{_b2?|F_FvoWW?p2*~*!`9Ke;Y zI`GqSN3QFY3Afc)m@~Q<%uNiR%bly6!>Rq&;;z3?=iYV8at1}}+>n_EC-Kyh+b6@b zVz=mXkFRRrKy@?xNce=aT6PJf!S7e5yoYQmoB%11r#a+J zXDo=O6%zJY0oac}NfHh7p|JcE6iP3E&UHnEc|8WA{ridFlqhV}XJJJ~nxN9Vmz1TZ zlgdmF`bnyhRQ5ikjzwa;H#ZmR->$}d>3JBzI|uZhu7-t!OUdYHxL{!&&o};@OSg4r z62G@^=#ndK0+VS$WM`!~*4Q~?)Jr9FN)AK)bz1CzX%zeElm<6D^eHY`uFOuxd9bx!*mv8v~ev2o{cpO77Qh`c*SD?)&j*dBBjK5hA+V(XGYl{N0 zbkQR)+cTD;bTb~D)B|qgUohg9E_B>#DR$(^5Or*m!Q++D;8wv1^n2K`f@#CVFkl8kVG;BG%OrvQo?-@0Po$el z_`Fma&snjw0*2o|>uX-_luTIAk=i=GyRnda@k^6#(qj%Ze z`uhOe%fU$2MX-F;19GRRk-CT+#Qn^892yqIjW0Z?cj{9C^*T#-^VgXVhn3j0xK?J+ z)*b$-WzdEbj@Y>1AS_zMGo_xDVf@=9Fv{t$y`Ut+zw^%u#Kb;QJKxJhhP?nUo2Ig| z)gMT+^*TJ%kWOrBis;Y{QvF4tEiGJ72vZDpZPHi#<5GPGg0AJ63yMU&Xs zL|e&)DQJqOwOOagf#Pyh6w4Bf_J@JpGj;aWg9)sLX)Fk7w7{ufYMcr02|!1_XX#~v zQ}{d4qg&^(QEtfg^1Bx_DeNY_)kx6jfeZas#o!g)3Hatf7`0Y>f=Vx5;7&75DAwk4 zTvlswS=%%EvLq6hdW7Nni8Jx^zq2Skb|HpZq*K{F4EK#la9W#kaQP~IZb2{4gM7*1 z^?&^Pc|RbH{zeDZJEG3OMY6l@D*bV#glMdZM5U(f*z-}DEe_D-Jy1z-_-+e?%=2bs zzN@jue1CQ*o|44ub&&k01H6xBz~GH_%<)4_P{Yrv?l2puMgKYwUdI1Tr@ut&6hKFp z6}7-9l;gX4&LLm1BF-3%vW0kO&Ic+wDocekDsbx=e)jW#=kqTU;ugFyVk*v86ZxrS z7+|^&SD!fs7fz<)tZ$d8_?%v%EUJNDZmdI>q)1TfR;623ye9Hr{K@b54){ye$oL&{ z=(PDBTxZ3xe{u>wxip3e&ls@n*zld&&3#5wcuwOYnS2;Y`$o%SZbE{kE}yN7!RK0Q z$@4d%YBs^MTr;l1<}htqIGdH;!bb!ORmk)udm%8O z0N;K1Lsdl`VNL#BjBpg-^4k%FNmSyDw>-juhvQI)`-*CIA$(U|8>HKEKw)e+TC3!c zX*sS?IDHuoB*xeb6}}0A}i6~s+HE2 zcZ2QqccdVG5flXIFnYn1XF6dK#vGgsV_m8_t!ooFyXh=F>{JS4X2t?zUXMGU90tQX zd!c}N0z2=%g7(WdIGs{aCY(2&XttifxGw^bp{j%hG7J>F8_moAsEU2<+N_FSILk~) zVa?{4@DvI+mD~_Ijb~n}Gy4_20nbH{oqf{$$lHSK*bNPQYw>Nk_6mZWcoBrno=#i$ zDHCG_7b0fU2%%g|AW!``swyQByW^+e^QU8=xvPug9ZP`e*X7WDC6)=r=CKW4@jQ!$V@}equOu+cUw{m))@M!Q8|jo8 zNhHGUF4|UA(LFb1n58MojLo&xSmwE!EUN2)>B|mt9X2`v05%=pE80`Des2)N!2iLtx5 zwYOJ9(!`5AnAuD=)El6#${U_hY&2l_JEH1+96q=v!M5|u@Mg(qa9es5V(N8ZysS9P zn3Rp2I1wAq8ZZVgwP2fCGfsKCk(;k5G3Rde5Qi88s~OelM3q61jXGzqpBG0R2<{|a=$?LPItnUt5%Vz z-_8<^#tFp!*=opk2q}@6FbcM7U4XCtmq4;=95~hV!gxa@9)<#7vET(%*QJB6Nd#m% zCxfG#DUn?Fh_}(%9UQ$3$f7i^jjfV^B?+E1Yx{Mus%Qe%D-zCWrP3$1$)xhB02bL^9CiUo1r0bPbZ^?Y4 z(;>9waRtpac!u-Zk7KOH35+qX!y6(iG3v-RbpGmN6{cH*Th!#)XXp0f;y-FI!mbf- zKPdoX@9*^9hE}wycn*FwoR*%IGN`^|;YXk&G%n{f!;f!d0=Kk)A@4CQx+R1%zES)v zB`cz~>I|Lbc%Kv`){y0Y*yCd#XHx!YkWAE#{skDiS%}MvBT4bpd0<|-kzLa#4i7J+qvf)R_|>@v zWKS4CgzN*lEx!Sd7u|wx^?3N`&aI0%8p8GNBuwg9$5Z>^OY1n_=JjLyz-CrB$j_RC zLR*D#QpRC!ei)0LsdDJ4PF!=~35-t>V^YIjLf_;}cr?@m zLLn-Qd}jfquQ>@*rZj=>vV0O6^`2kxPK)2`y`B`FQlla^Pxu4%R`|S58BT0-DLu7e z7PL5zf>&iWB` z)59h8eyH{46j6;nfNxG}W64ZmQ1^O_mq;&uST&Um9QzB8cjizbZEc)zb1u4+56~5z z-{@F7B_gEmLSn1U$xnF0Z+Reuryl#$yQve&rBmndY*!E+oo0vkU+PgOt*f*#Pl0rY zaGaGh4Pb_>5OjHOg{CQ*AlvwbE;Z)UDb25Fti>@*Uu}-F6Z43Lw-^cCE5O#4IODR6 ztWxphJs7w5BPidS$eioucu5O{;fO*yoWC8&Ki3~aD}OX{@5uAKu&EU^^4&?EQq=>{ zkxzqD@wV*t!KQS%UfXCyGZDkE-l@jvkBcdn8Ea@5S;SK20H4rnM-3P zv5{I1=>Bv8(;I9{G9BbF@wPv1QjEuwOA_&@C9b54-87s4AGGCOF!Rxycsg4z+ zy?2gb(N}AT-IswadEVG8|AzXeSpZ&YOh z6=~K17xpqY7OAC|uG)h^P83{?Tm}K#N3%v+-|_B?JDAn+5fAt%W7+jVI(6Me+Og1= z+9t`s?d{1l+9Z{hN6W%@9X05WtOxZ}Zp^V|h}NE8$}oQY;A1oeW+f!U-=a!TEPoMj zVh9YBZ|8S2l~A~U9=~|3AuiwM4sY&Aqe2#^7v_4Lv`D9sgL<}*vP_+rh)813txe1{ zCo3|^ww#t}7=w@KeKLK{HRvu`NZ8~yRAJ^}X1O-@CtrYDQVm3O`g;7K+X}Pp=fjfZ zBP7Tv8f2~(!PiNaIOU=lP5%-@6OI^SdZ8v>EefVD7u}@=)tdav{Vzc+Ck4U`BhhC= zIJx8|2L~_Cf{nhT*@iZ5J`+EKS?7|-pMNe54BSxV@g?^wU`LUIW1WMt!z`N*tc!`z=Qcb z zEb$_{`|<(Bj5+OjC1&vGM6j}S!AH3qFVA}(6=Qnn;T3x!!aE;sB@d9lZbab~F+=9xHyqoZg|=rtU@ga~aw=yl&X7%DtHSf;(qU+dhZ1DM;bme`bZ*Iu&Z)S_Z zq1o|Zv12hCxGSDC8i+6to+`4J9$UirWOXRM+m6%6N3ujuL;g!K|O-^-^nMg@8(#%U>w+gjtq03Ner%meT~ zbrV~@T_LNkB@hqOo2a_0gcnN{arM&C@a=>wK3^`*M&FO)J7lcH7M;T=-h3M_R7fz# zuL$9J{d`jFEzX2))WoR~9KY$LBvLXE!aj7L!4|ERU<&HOAla!8luB39>#-*6;?x@A zS^AEoJY>;t@+GjYqgdzKL#t&K@j#C{3X7gXP0tG@KL#{VFl00hytbUK&Jg74&C#yrp42R$y)r2epM#S=U-#d zYi|(AFn

wDL<$L`2v*qsk$qISk|2RP>&(9qgXFW8lOp%stNWaTJebWZU{mHw_&w zO}l5w^tjZL6I!vctqIj9a(f}RJ}6HnqR%*EvQi)ptTMzfdhUDlzEezBq{*{Z zu?aMw$p>U+=i}!2@8H1HPpBM}VAbZoifx*w3HL=K=xv!HG?=4RHP&_$LdHmQ*M3Bl}E8^Zqg@S<0a`7Rj>`U{+Jqw;b*AABF$G^{ataS&`OiwC*C zgxT$H-htig-Ee629khyBN~Uvd-Z_Ji)wSP=|9A(GdT)yJmW30FIzTTRV!~f1!nGHN zakS$u$mI6rWK?qaQsQIT6(1~F$G1nY*-?aSokwyU^_ZvS zS^SBMRzi367kq9u8ApA|$rs7-P zz4mlE-q{2{U*ovHyUK9?MN68qjt}$4m=pQi+#C<(Fmrw)nvH6rmf>aiT<0v!Is627 zpHQSCy{Bk$c@JIaSw=Q^i?ET-;h0;S1Rc7Z7T)7g%*S8KME0>W)@m2fjsk8^>i7ya zY`!w~XP4oFb=GWR^hXLxMOss_ zFUkBy{rlw3&}n{V12DRiCNRPhH|YxZG`hF%JQh!XKobgunf0L+0LiL!_OH!Q5VwlF z<2!+?s6OMIX-YpVNTc_ZR`MItl^CC_*Qm+)O{YgjGtx(z$m^ram=pOUGnCVv*J67dzJRKJF-FbVh~Wx%K<@Po zD;0Bs?H@LR-JK5p<8UGN-PS(3P~scLZ7hMwckCIt5KV5)R~Guqtw~|E7CA|3;eA>g z{Q9ZGuI$oe+}9~HH;Zi1X!LhpSVaX?%>0C5_DWE(C>?H;zk$r;X6VY+=EgAFz_53K z4xG|wL-p^2OJoqfs0zoX-5IzxgL_satx3*BEq3dvJ-Ax(HfEgO$vT~_;y4jQA%kxZ zokp>s&-vi$4Fpoto70#!^|j>2?QYaPeIJWI)lxYtecTn&jmzz~!<1eXHas&5a=oxb zdY>n&`!E2KH4~`)qoZW4z*2HeG!88tPN9wekfpss9jOUVr^3(9z_RHDAh|$*kt$Au z$1!IhDzE{Rlyw*_c}Zsfw=SqZy%(jmU-9>Box*$)c}lM?=X^VlPquQuYs~!ZLusJe z5u7=7Hrv%M!qn~Pg-F?xR&EkwVE(sUd{D|*jlGpdFGowW8v>@Yrm2xQW7Q5$+f{>& zdU=y}9f&Jk(-1_T*zLg?)DLTZJizBGlgZTdwm5Ancx@u>C&G$wEw#}+45xy zetj&2qpK6~iM9dLS#^T!vCF~-TwP8LD~1c4FYjtsRVZu8qUsW3VQ)$zk%>6XuKTqJ z@)kAoJZ@y-yj(s^=og`G7a#ER?#Q#M7E!c+UM~7{e8&Uz9AEa#a46Cn#rDjfh3U5= zfTytse)e3)B(;68W7SHys_Tr`b{o@v1#u=`Y9UB&OCmeJXG6z|RtVtul#7~G7%jc= z@Rf@t9lbCe|8mL43#!W)n=|^XsIMY>CH6klG*qF#wKV%&`#bt9yAGBq4RG82Pg1y0 z8E&q41M04FXu-Dzx4lcj?X)#2CzvqjqQ4S1M-jG`<9mF=s|393bI=LIs7b3 zrrB?f674@bKsMTxEmvBC*AL%>yKkb{w)!0ObQWPRnSI3cgj5V4C&xxk%s~6cxAFbk zI$XQsGqwsQV)KS1^o(=nHTRFh@1DQtdX+SIacwUZ3=M%-uH)g6*H}D!?Jga&CW*>b zhT!IP=A>nY2{b?Nz>hVYmKsq6^ZP3NCk zgc<93cy(zxjT?-|fbs}zl5W8H*gy-SlyT$xCLA3-$iH<$4Kg_{VH2TNtIvyWQ}rhT z)Xu}1Z`sU1UCcJ{eyan|J{$qlZTg%?l@UEAP)rsEdC)kAIEZb0Nxy6CUt-?<#thwcN-%3AJS7(#!T*YKZzY@rX=OeYT%6`*hj!mOe( z5PUln`p5kwLru#;O`waKE9%1N(K-A*w@#Fv_E}r{QY?c6KeGZSyBKorlr9l=^CkA> zZgBZy2pNBV5(w=$K`rakF!zTT7gO9tJ-%}BE#pVwV5T`%trB8Gw3Z>eT^mAKLHugd zM&CZ4fj%>9@q7OcGoUAi;|V(d$2w=;WUq4^(0yyQO_d|_3B_%I{~WZ z=)pnjbNsbh5^&#f66%`E;XY#}Vzo>P(`Dq*FmNxJsxF2WUlq`4QpPn|4`|IQB~1J| z6@AYPTJ;U4QkyF^bj)Q}eC(TwgDJL8o8!3;>Nwyj0f~o1*hIl( zp1AQ*-jzESK|g@&hsn zG~oPFJTr4CITPmyAN~?WEyZ?}b>n#3jx7RhYfb#Kc`JBcW$+A=L;vi~ zl9y!@_`OMntb_Mnv|X_gJGTs=vBJC3CC)nhW0N)MvoZ~Mb7KcNBR>JY{K$mLG6~Y~ zd@ZOhct<8XoS`o-TqhRXnzYmGKom(f!~o8JVb?YT+?y$Zp8AJTRxy;)ZD)d}%5x#XO`89=;}ALiP?Jbq4W)-OOQ_rfN8S!@ ztRflVOs=ifV>b9t0dLI$Xm%B2KW-?-H&2>yU571JFB-yzkXW3v^C`B!e1xO4y7By* z+32Ts5;vEX()s6d=$oH@=xxv7>VyHmD~8hq6O)rL8ottb+5WR`(``^-Vk*k5DSvVF<1H_o#CeF*wbYp`F&Z=q@2n){H#RqRxXBP|vmO8w^w zqMCgKY?^rtoZ1RONVUzXyCI(6-+mEP3s-RKRK@fNH||kXm!c0MH1Y0%5`1>ii0)~$ z!Eq03Q46b3a`Oc=Tm1>!4R&Kw{#Epvx(Md)^B|ketwB{iu~hrac#g*?3uRlAXqVM- z)M%1sd*3%G(^}bQ7`#(Us%y1>+4k6Uz7% z=Y>=}k1#QUc;I~i<~b(Ny^>}0`?m2Ylm3C+=^BDh#W5fdZ4G=FP>S^C>uS zk2sE-_>LcXZw_VNf2B2hJWx0~0pnMnC8?%TQ0)?qnMd;IfVdFR+%*-0O{-~V;yetx z-Adz+Y=YA+i*dHFJul*;9c=Km#k;Z*RD@fp3Wjd z4-@c^RvX8GzYStD3y~L-OcEWryRj!7N;Sv>M0O^wA0@VRqaf1^88}6qlyNqe$T>?4Gy{qwG>?mhN{d znQnwx7U$_?x&Wr_P{USN7fyE;!O31+;=O6Sk${$jqCQTn`UV@Sy7XPXrVJJ8Fn5d6u+Y9xQV>7Tfxk5`2}ya`v!C69k%~}`DFz} z|6P7RPv6~Jc6!^)6%=qclN!E4)45H{g*f!EIoS&iAO2q*35~{FeB-Hfx z0{iCPjMw6j!!{D?bYLXZ?00D3eua%|g#`qLZ6q}BH|X@=q4gy`Z-*;(*hWHqf=1># z<9F!OGe7SLm~uGIM*cRfBccDe)uXO@D`s=RVH=5b${&&GKkjrOqciwFzv@V2<4EK` zZuIk?anpmj{Dy5LQej|3p8vQ{n#4~1Pron{**Fqu{(B8s<|l{=a2?99jYKM_3H@)o zxA-0TzkSh2q?7sx@{*g_=iTMxm-+hLYy_nb(?!JbT zhVayXec=9%`uC^*9M!o_bU4Lw7Z^?)PJH;7JNIAThwH}4UX<$uhOwgrhR^@kx&H^E Ck+^>V literal 0 HcmV?d00001 diff --git a/modules/sd_samplers.py b/modules/sd_samplers.py index 27ef4ff89..177b53380 100644 --- a/modules/sd_samplers.py +++ b/modules/sd_samplers.py @@ -9,7 +9,7 @@ import k_diffusion.sampling import torchsde._brownian.brownian_interval import ldm.models.diffusion.ddim import ldm.models.diffusion.plms -from modules import prompt_parser, devices, processing, images +from modules import prompt_parser, devices, processing, images, sd_vae_approx from modules.shared import opts, cmd_opts, state import modules.shared as shared @@ -106,28 +106,31 @@ def setup_img2img_steps(p, steps=None): return steps, t_enc -def single_sample_to_image(sample, approximation=False): - if approximation: - # https://discuss.huggingface.co/t/decoding-latents-to-rgb-without-upscaling/23204/2 - coefs = torch.tensor( - [[ 0.298, 0.207, 0.208], - [ 0.187, 0.286, 0.173], - [-0.158, 0.189, 0.264], - [-0.184, -0.271, -0.473]]).to(sample.device) - x_sample = torch.einsum("lxy,lr -> rxy", sample, coefs) +approximation_indexes = {"Full": 0, "Approx NN": 1, "Approx cheap": 2} + + +def single_sample_to_image(sample, approximation=None): + if approximation is None: + approximation = approximation_indexes.get(opts.show_progress_type, 0) + + if approximation == 2: + x_sample = sd_vae_approx.cheap_approximation(sample) + elif approximation == 1: + x_sample = sd_vae_approx.model()(sample.to(devices.device, devices.dtype).unsqueeze(0))[0].detach() else: x_sample = processing.decode_first_stage(shared.sd_model, sample.unsqueeze(0))[0] + x_sample = torch.clamp((x_sample + 1.0) / 2.0, min=0.0, max=1.0) x_sample = 255. * np.moveaxis(x_sample.cpu().numpy(), 0, 2) x_sample = x_sample.astype(np.uint8) return Image.fromarray(x_sample) -def sample_to_image(samples, index=0, approximation=False): +def sample_to_image(samples, index=0, approximation=None): return single_sample_to_image(samples[index], approximation) -def samples_to_image_grid(samples, approximation=False): +def samples_to_image_grid(samples, approximation=None): return images.image_grid([single_sample_to_image(sample, approximation) for sample in samples]) @@ -136,7 +139,7 @@ def store_latent(decoded): if opts.show_progress_every_n_steps > 0 and shared.state.sampling_step % opts.show_progress_every_n_steps == 0: if not shared.parallel_processing_allowed: - shared.state.current_image = sample_to_image(decoded, approximation=opts.show_progress_approximate) + shared.state.current_image = sample_to_image(decoded) class InterruptedException(BaseException): diff --git a/modules/sd_vae_approx.py b/modules/sd_vae_approx.py new file mode 100644 index 000000000..0a58542d1 --- /dev/null +++ b/modules/sd_vae_approx.py @@ -0,0 +1,58 @@ +import os + +import torch +from torch import nn +from modules import devices, paths + +sd_vae_approx_model = None + + +class VAEApprox(nn.Module): + def __init__(self): + super(VAEApprox, self).__init__() + self.conv1 = nn.Conv2d(4, 8, (7, 7)) + self.conv2 = nn.Conv2d(8, 16, (5, 5)) + self.conv3 = nn.Conv2d(16, 32, (3, 3)) + self.conv4 = nn.Conv2d(32, 64, (3, 3)) + self.conv5 = nn.Conv2d(64, 32, (3, 3)) + self.conv6 = nn.Conv2d(32, 16, (3, 3)) + self.conv7 = nn.Conv2d(16, 8, (3, 3)) + self.conv8 = nn.Conv2d(8, 3, (3, 3)) + + def forward(self, x): + extra = 11 + x = nn.functional.interpolate(x, (x.shape[2] * 2, x.shape[3] * 2)) + x = nn.functional.pad(x, (extra, extra, extra, extra)) + + for layer in [self.conv1, self.conv2, self.conv3, self.conv4, self.conv5, self.conv6, self.conv7, self.conv8, ]: + x = layer(x) + x = nn.functional.leaky_relu(x, 0.1) + + return x + + +def model(): + global sd_vae_approx_model + + if sd_vae_approx_model is None: + sd_vae_approx_model = VAEApprox() + sd_vae_approx_model.load_state_dict(torch.load(os.path.join(paths.models_path, "VAE-approx", "model.pt"))) + sd_vae_approx_model.eval() + sd_vae_approx_model.to(devices.device, devices.dtype) + + return sd_vae_approx_model + + +def cheap_approximation(sample): + # https://discuss.huggingface.co/t/decoding-latents-to-rgb-without-upscaling/23204/2 + + coefs = torch.tensor([ + [0.298, 0.207, 0.208], + [0.187, 0.286, 0.173], + [-0.158, 0.189, 0.264], + [-0.184, -0.271, -0.473], + ]).to(sample.device) + + x_sample = torch.einsum("lxy,lr -> rxy", sample, coefs) + + return x_sample diff --git a/modules/shared.py b/modules/shared.py index eb3e5aecd..3cc3c7248 100644 --- a/modules/shared.py +++ b/modules/shared.py @@ -212,9 +212,9 @@ class State: import modules.sd_samplers if opts.show_progress_grid: - self.current_image = modules.sd_samplers.samples_to_image_grid(self.current_latent, approximation=opts.show_progress_approximate) + self.current_image = modules.sd_samplers.samples_to_image_grid(self.current_latent) else: - self.current_image = modules.sd_samplers.sample_to_image(self.current_latent, approximation=opts.show_progress_approximate) + self.current_image = modules.sd_samplers.sample_to_image(self.current_latent) self.current_image_sampling_step = self.sampling_step @@ -392,7 +392,7 @@ options_templates.update(options_section(('interrogate', "Interrogate Options"), options_templates.update(options_section(('ui', "User interface"), { "show_progressbar": OptionInfo(True, "Show progressbar"), "show_progress_every_n_steps": OptionInfo(0, "Show image creation progress every N sampling steps. Set to 0 to disable. Set to -1 to show after completion of batch.", gr.Slider, {"minimum": -1, "maximum": 32, "step": 1}), - "show_progress_approximate": OptionInfo(False, "Calculate small previews using fast linear approximation instead of VAE"), + "show_progress_type": OptionInfo("Full", "Image creation progress mode", gr.Radio, {"choices": ["Full", "Approx NN", "Approx cheap"]}), "show_progress_grid": OptionInfo(True, "Show previews of all images generated in a batch as a grid"), "return_grid": OptionInfo(True, "Show grid in results for web"), "do_not_show_images": OptionInfo(False, "Do not show any images in results for web"),