From 9ae29e83da43b2ef216c38a12d161139782cb05c Mon Sep 17 00:00:00 2001 From: Pim Nelissen Date: Wed, 26 Nov 2025 16:01:36 +0100 Subject: [PATCH] add hierarchical model project page --- .../projects/bayesian-hierarchical-model.md | 56 ++++++++++++++++++ static/images/bayesian_hierarhical_data.png | Bin 0 -> 42996 bytes .../bayesian_hierarhical_dot_whisker.png | Bin 0 -> 75255 bytes 3 files changed, 56 insertions(+) create mode 100644 content/en/projects/bayesian-hierarchical-model.md create mode 100644 static/images/bayesian_hierarhical_data.png create mode 100644 static/images/bayesian_hierarhical_dot_whisker.png diff --git a/content/en/projects/bayesian-hierarchical-model.md b/content/en/projects/bayesian-hierarchical-model.md new file mode 100644 index 0000000..db67556 --- /dev/null +++ b/content/en/projects/bayesian-hierarchical-model.md @@ -0,0 +1,56 @@ ++++ +authors = ["Pim Nelissen"] +title = "Hierarchical Bayesian regression model for CO2 emissions and energy usage" +date = "2025-10-30" +math = true ++++ + +{{< notice tip >}} The report is available [here](/files/hierarhical-model-co2-energy.pdf). {{< /notice >}} + +# Reflection + +For a course in reproducible data science and statistical learning, the final project was to find any statistical method from the course and apply it to any given dataset, In particular, Bayesian hierarchical modeling interested me. + +# Summary + +I decided to use it to figure out whether a lower share of fossil fuel production in the energy mix results in a decoupling of energy usage and CO2 emissions. In other words: does energy usage have reduced effect on emissions when fossil fuel share is reduced? The model is + +$$ +\begin{equation} +C_{ij} = \beta_{0} + \beta_{1} E_{ij} + \beta_{2} F_{ij} + \beta_{3} (E_{ij} \cdot F_{ij}) + b_{0j} + b_{3j} (E_{ij} \cdot F_{ij}) + \varepsilon_{ij} +\end{equation} +$$ + +where $C_{ij}$ is the CO2 emissions per capita for observation $i$ in region $j$, $E_{ij}$ is the energy usage per capita for observation $i$ in region $j$, $F_{ij}$ is the fossil fuel share in the energy mix for observation $i$ in region $j$, $\beta_0, \beta_1, \beta_2, \beta_3$ are the fixed effect parameters, +$b_{0j}, b_{3j}$ are random effects for region $j$ and +$\varepsilon_{ij}$ is an error term. The hypothesis test is formulated as follows: + +$$ +\begin{align*} +H_0 &: \beta_3 = 0 \\\\ +H_1 &: \beta_3 > 0 +\end{align*} +$$ + +where +- $H_0$​: The interaction effect between energy usage and fossil fuel share on CO₂ emissions is zero (no effect). +- $H_1$​: The interaction effect between energy usage and fossil fuel share on CO₂ emissions is positive. + +The test is conducted with a significance level of $\alpha = 0.05$. The goal is to determine whether the 95% credible interval for $\beta_3$​ excludes zero. If $0 \notin \text{CI}_{\beta_3}$​, the null hypothesis $H_0$​ is rejected in favor of $H_1$​. + + +# Results + +{{< figure + src="/images/bayesian_hierarhical_data.png" + caption="Figure 1: Example of the data." +>}} + +The posterior of $\beta_3$ has shows that $E[\beta_3] = 0.29$ with a 95% credible interval of $[0.22, 0.35]$. The hypothesis test shows that the probability of $P(\beta_3 = 0 | \text{data}) = 0$ while $P(\beta_3 \geq 0 | \text{data}) = 1$. However, when looking at regional variability accounted for with regression parameter $b_{3j}$ (see Figure 2), the reality is that although we may see an overall positive global correlation, this does not necessarily extend to every country. + +{{< figure + src="/images/bayesian_hierarhical_dot_whisker.png" + caption="Figure 2: Regional interaction effect $b_{3j}$ for each region, including uncertainties, in a dot-whisker plot. The red line shows $E[\beta_3] = 0.29$, the mean global effect." +>}} + +The result for global effect parameter $\beta_3$ suggests that reducing fossil fuel share in the energy mix could decouple energy usage from CO2 emissions. However, the large variability and uncertainty at the regional level, with some regions/countries even showing opposite correlation, highlights the complexity of drawing definitive conclusions. Improvements could be: accounting for the temporal structure in the data. Also, some regions had limited data available which means large uncertainties, with many of those so large that the null-hypothesis could not be rejected on a regional level. Finally, it is important to highlight that the interaction term is agnostic in terms of causality and merely confirms a joint effect. It does not mean that lower fossil fuel share truly causes the decoupling of energy usage and CO2 emissions. \ No newline at end of file diff --git a/static/images/bayesian_hierarhical_data.png b/static/images/bayesian_hierarhical_data.png new file mode 100644 index 0000000000000000000000000000000000000000..444f319a0911e5731767785bb751fe3661e280d8 GIT binary patch literal 42996 zcma&OcRbd8|38dmm5fk{Y;jl-k!&T&io+HavO>s6M#%`Ngd!r@J0U8i5>ir`St%pg zBzxV@qw~DJzw3Md?mzAx*Q2Y>9OLtOzu&LdbG<$h`npHy>DcMW$jIoAX&yEpBcr%W zMn;}ULxKNdI36uRM#fEc?64})mwf!bk0ndT!a{gv{wdL&HVo{wR z4ND{0sbLIUN-kYxV;#kYvOhfh{GJ`^{XN*Q-NmNsp5mqX#g&y7*E4yxUqTw3|&58Im7Zfd;rHe&l0Hqp<&_KR&?*+lJ>P+}qAleV_9 zAYt)DyN1>z&GCM<|I+Q{sHNqx;dth1^X3xt1gxviDLVhB)c#_Z}sF{=VkIuloYRjm>A*y1>2Q`#lAvy~gPon%{J2>(rLynzWo{a4>%IpY;!mGGWxu1HU%kFO)?XWy z_@ueL)In|Rs88mMddoy=Z~ND;ror4E9v(R#eI~k$@{PruqV3|<)zp+WRz0JYT7ENZ z+t$9%rb25{ZGC-x&z?Q(x|MV~W2;}%k5Z~GE-rqzZY*_U-ICr?d38AG6rPy0sRpmeUE~fXHmpaWc z{@Y>ny8~AyDg*=sY@PV{_$J23=f^v*GMZQU&g@O~=Z$TcHgM_&HD)KC+G|o$QWC%T zsjsutelvxtu`%1hX1=30XecSx^vK?YX>ay6O{n4tsr-0#uLbr;csC6@z-n=<#hs6A!KYtb$B*esy(8TNr zZgrabQ4?OhHs5`^Cd{R$l4-+D)#BIzRhrD~?3Lx^ZJhG09UZcYiku5{_1Kl;UrTJl z>32VI={`_y9?kf0E=!Wv!zeY)F`E;MG?eL$2zh#Y5D%TZ&s zXCJ`98E(3N$oAc>W3hs@Z{OZh;!^a>_(ES5;mu+zGC@%oly#UpgqfN7Y*X^VvyBP( z`Hj`tPuj!%+63JspRSS?}3qMO`Dv64o!i!$klSJUif`2 zoexwyWFUB1-Y?b>>$A&e7lPMweKvUTs9zwj&1&d#o=Sim=TCuAKAX}nYAUKH z4qqPH)ZaLL`t+6^;@IxbeWuRRsdjsY=!dGO)1w@osBrDYi^IdhurMv1olDq#G-)!< z?f&aa!!P{i=xAvhK79&WT`Y->ZOJ$md%&fu^@)qcjvaRej^E)9d3IssvG;^|PbPMF z_t&q3LqjJnnWjayFdx^{eDvhW`h2$=$_w_9#TAvy8!t|cQnd)>D5l*>T-`6gD=*(w zSBK3Yxm(tCysO+97fNs7o>kRyD_9As(bQ~?WAw%r#+fHqHGJ&g$^t%sS7;SC%_)$z&)@SzT z#~U|pxVyU>KMY@>g6&_+QczG(TAi-J_IJb5 zt}f2Bx3}9jCG-5)!NQ{7@_sO+E1F>a~;{L?jf4&^$!U=bD6B8EZq3IuN zh#eG+*DCj4^0=bH$jPZ=+)ttO?V!AT`|?z91r-(5v&zcv&c7WU9Vt~;v8jApt}*ew zT$w!NF?=cL&eGCw>cGZhCbbhMPK>n|+T`)yl(VV3p0=JOg*u1R%o{?nY172SL_<=& zb--L(oUma+mE-kmmWAgX%6J5I?uFEct`(S;JX8g&qS_A{2k%kz`)=REF6*kz7!n>%9k|o( z<2{+ywGhV)ZL&naUn3(2-TM!3U7Z{2z@Aj_ndF#j7NHFh<~1bbUZNN|%w-dzudUs9 z*E-M(r&`P7CkEk?hYRZVkYCUHbI)Tk;ahvxacLq0`GNxSD%v~)ybw>!z^`FB1x zT1|3$$&;ye$Or&sVRp8qC}{R4y(;5i=slE9+>Ym!mC1*Ebh~$QO>NtwuydhrvjrA# zeyoGxt`UJ%m64W~*0-&rV@GQHt?E@)5#!dJ69X$#)i-N%T%IdKR zD!Aj9hntPv{inFx?kNYoynA5^;smiIxYGu5|{K@YKPnFqZ7xMe? zn5SjxywK!7)2u0IS=Lm-d`qt)G$h2b%9p8c=F2xdhogC$a2~NAqdtAr{JA)}^`dn$ zrP}Tj^=^@)w=Sq9`Q!gGP-g@py25M{NTqc`_t>!qUl&!e!W zKYW;+oXkSES?oNgsl&t^2TOUryhlCD8PYc4Qff<@9N4dRZC-Zh#}CyPVSZ!nV!_<} z%(S$rdHveDIlVc*?LHXK0O^!Fcj)pRE4F&!^!3q?+Nd4a$H!N`H7(5!7Zwyex-r@F zv<0R1Th+zZZWChoqHq0$S*d;dKKJ%=cH6M-?Xzt$b`Sad)N@!+FQq5r*mm6W-^yDj zv^;{myuEK+yT-k;or&qk`1tjpWLwJ+#@v2w9!-YU;C1!%u*Jbxy*r|2zx#q5`=`Go zYCYG8W^YX&#g>gQ;^1jT(?@r*eChx6?8kexwY9C{JRvCjYK$RuW5I`fCNFq+@QRg3 z^u7#uj@IhZ{p7y9mlGfrAWyJSa_(;JbZ&JAmV{M9AF|uG^@aFpg8k2s@syz`3$kYS zmM8pfinDg%9uz+;Ql_2T@%i1<%av``C+y!G8RHNkpBp(qXvD$NU)bIiGfJk}t)6KR zp?5m>N&+$Yz{ANtmXSLdT1h_5TX&EO;vV|*IRerJ)@Dl$xF8gneUdY>Zv}{K5#cDr2i5Z^$i!-0|kjsO;>$ zYQKIDeem}7M)PX@$!?c5z$-fPI6}X!^JN1_7;yio0$3GXYxVo3hf_oE4H#rUn_9yd$|Uf z{m#h5#KfSsqrj{M9Au;=JNB;1vHh#dT&j$Ki>>cTVD6^qXXY{N+cpbeg7d`*&t6N@ zIq5qkHYgkNCf~mgsCU$Fr*dGGDxoRvzj01r!)*aRjqBXcd-F{s3i`DHbH?;3R{QpN zDW7H+-ma3h=YZR{)wQc`wx4#0TkhPxU0ty!RwaQ~D)aWAV=r>@Z_Xr0+DvbfBr+6Q zR9KasrB`BXD>}JS&lU7`m$z}+A75YD&Ya-?U?p#z1d$gA$u3dXnQUcI! zOO@+r=b?6>c-!U=qz&Km)boCFGN2_ta|GR%E#PBk+}!k<9{m^^!kH>O`P}=(#o4Ta zf^ndR7nc@DcqH)Q`|=m zI_T!??0hS7|ImH!@v``TkCb(F;EU4I{ei5bAUVESlp&1U#m$H1<5VvFXC2r7wCEKT z6)oz11ko%gDA=RqzjOC)XE(QEgWMd7MiL$wbUo(v@a9Zv(7L0G%f!^w20n6Op}O{r zyNb%?7cT;SE4!WN4ng5CdhYGAs&MqonTP4=>G$t*t~cx>w}11-_EW1~)|%zf$pp1u z`tHD~S$%Qg;o&o05WDl@Yk|Q;K5EMG!ik_2;d{*4BJOi@w=2GzNv{ z<X@VWqc0X1gY`N5h)qO>M2KN>V7R+52y*vDQ#*7VKZ)Iggapi&cL>H(ShqMEu z7sYen&&tY5p?EF&F5fwD<@BRB1!>-Nb=~8pvA4G$HH<8?Q3zW1$M>?dv}Bid*yq@s z5wU%5d(p{5f`S@HW!nqP(iQ3cS=$q)rgFCL7=yXdVZhEQVI_|nqS7cbVZ&zRKQ zzEzb}RJeV4c*MYf`Cq{DT!;i%{L70`$SGC7c6BjR{umwAdhxN${?nddZVf+*;AlHTKA^^}$WF~t+-!KkuJ0!YY)nup*yYi(bC&{9tSkTK)Bps;HRslCCAb^c1L4N%K{g+ z9XrCgPBgrK|M1&J%~aXK_W3Zbt*`ArWl)FQQpJk;ZZrj)I6?ZchVa3e_~~#4 zuG{OlL47YSVcUiFxli>x-5=<{u^R=~VSRNeL()Z6lx?q|AmDgha&x$J%N{#s%P-vg>2&ot=m{k&)Mb`il1dFCtDKXi0;jdO`=X^htTJmD(8?YnFoXLX-fdL z{Nb)dL#(otysn~)!&A#Z)DZ|2*yDESJBBQu1@E_CJa+7urDgK`b_O{=6b~=u*YRDK zk;`c^*d!%X@-V|(2@`B-@jcsQ?LCv zKl3Qlz_%Bd7O$zYJ4~heZWm+gqLiGAbyV)Sf2fPGj8-80@)qrSdx$1$NpsWF(+dkG zxkN}5Z%hOqZD&?eyQVGD!eE%b$>>sfWR7o}?(LX#5pnSpX-DR{4Jtm)(UzY2`fPMF z)5`+`11>Hu#~OlW`a{dhWdc7~a+%b9{q>8guv_c&k?!p|loYE>`-ayz^5ueTiv3bl zYxAviWsd&&`Ej?$nTsD?stT(wEfj$-H#IeJ9`YvPizz1w%gWESwVSJLYAmKVJR4i1 zH%b@Xat%z^Dz-eLqV(N+s%hn5PG#B%HLGmg&aY#~RSJ!PFQtWrBmA|=dH!@*2i=!* z4>nIPKJ>)9toPK|)-G~#?pG35s;U%5d({K48qrQY=r`hx-beFSL}bjlL#a}mZ`XDD z^FL~!z5vbTNRtTZH{AbdhY!r5EEeB!3|HMmPI`q(JU1D^N}!qM>OcD76{lll#47VF zPAYoJzppR~Cd=`S*W}wu@sBo{CvasnryuLx73+7;ex8+X^U~?Fv*SFI@#cl%Vq&$a z_xBA4_P+!npPk}Qv3Ooq)@tBQc6>?a#fH4GnOS1yIN6=wNsnn#jLKu%PShUZjfu$S zvwN|?!piE{_@c3kwV1xmsa#*EEbc1bdYMA8ik!Rn-4CH^X-CG%us7JbgujQ7ap^`z zMIGT~;z~KVAbj`3@#Du2`fS;jzmr_wy;N5yM~-WRoOL*vkRvy&$)xt6-(SDbPf4}* zqkK00oIy=Y_RM?GpUk(Jb$F9w{2y9^YrA8ie(e@Ix_6&4P5L#zN6K?e|G;m=zrVe< z7hv9J$olEShvR9Y05C(hPQ*WzNJ&hDTycEw-fUoMk9XmrBKq!Zp9$wE2v$72Y*Y{W zMIWec_Y^#pMcA`rN5y)d9SS6XOh4n9HvO3$5?0bEWR5La=wF=j7lg#ce=^3T6{*zH z3uN6?%&An0+geWkcS|H4B;Rl3e%sv9apbYxhspr`Qo5YQQu|M+tIbsxXQ5=F0JP_v zumMHpmu}giQoD3&8=;BXNZ(y4C-{>V|EWnr;Pm&`*q82G-ZdL3$jFqRNY@ZEFMIdy z-7DK0dla=8-$E^|+?-i0tM9&MHsVH0C{h+#6H~37v)_D&P4!iQktIK~*vV&c5$W23 z+l{M-M%(hCBssU`8F_d}dHq2*LE8sSZq*XPuF@Bv-N(tA_L7}>pED~114A{irlE11 zmYr~Z=7R?+qHLv3PNN!UN=$M1Pq_6yGpcYsDJxq6LUlX7Qs30{D<}o%^Wfm1!#Sys zdHO;S#H4gY`O;A{*hgMVe~gNX3RUCrqTZ)t$#%k4Dlt=^HL4c8U$o9)S@6h_BTyp_ zh_{?z8qMb+FEyS)siO;3YbrgHX3~n{gB#H+e)8EqN$8XXCdJ=gUD>3g?969*V%T4z zws=cTk4y5^P?1q=kMQ{8ul$Wj6nS>|)9}?B0(rjv{#B)=o>2B?XJ@_kJw5*;ScTiP z^lbFD-AV_pM9!+RPDbH3VlqSC_flrsgyKj*qC-+rw;80*KI{huPd(sb4vvAhJg%kX za5U0BAR;=t(5&<)6p^e?88#xu1&lP5@{@-@Q%OB$CiZAvF8ioj>sYeW47-$H#lh8; zveBe=iO*<+5D4|({Tz z$)e#MmPA4u)bG)b;?(%~S}t|^PY?RpRpiWY5-8Kdw(Gmob3bw#K?Tvd_j<2h%5{!| zx4ExD=}bB3NyS4nHuhebp8!+3c=2MnYwx{9dv{3Q&@N|ZEdbWgp})VrnyB0Ecq#Sn z-HuB4fsM7PAi6A=*s zrC;OBnSN|=DJdymdBdQ&(fEprit=)=SV5h6VEz;r=W%%~_LnbTz>5H&#KpxaRsGlI zIz$Cu9D_JkUVa|}Ls(FXv1;uS*_Qu43i_NztKjF0aVGWFhYmeAE;J8V8oCQG1@TYb zz5gv@>+Z4r1 zYHDgEBs$k&UE$K*{`&Qm)=Q`);DXVxYks^5O*-Hrf8p2X&@DSapkwdfFBJPEl_)AF zxA?*rz6LaAZGPrm_eSWd9kaTBK#+zYc)b=gv!RWXU|K(LKLQ_&!0nx zs)xRp@oYd1u+JRM2~L!5`^@dd=CF>c=!^e4K50$>Q+v9=|hLQA5^NP>5H=MZq0an9gT({ zQl{!&d!|HRNP1}7DgA|9TFP>HTl}z0=9KL%{QI}BPVP9( zALZ@hANJFvp#b?nbcL|M&kwJ`E~WIOgJ(mFG9s*Lr#^drg`$4Mw1f z?GQ6>%{;ziJlm}FEG|ybV^Gt|DrGXmX~DW8z|IAo$NyHi=fAxh&@5tFWSh%2!VN|P zLOg07I+2f;mjKP1_IB@Am&u_=4#h~~Zq-iU+z z>HZ;EQPFW2Goo2#Eo6IH==4$)4%#&{co&c_);^7F@5mu8_Oq6tXt-%mQUaJnFj z<7T{n|DG=BLOHxj>@R#tDAPELX?_D$kZzzKI|OrARaGTSwgyLf-rxiv%b?*Q0TyG$ zRMO2i+)s4BefKc$L9fwPu>ai$&RuI`x873>;DUN{_EQQd*CaGN2R#WrzwgD5@HciD zC)8}xlCEoqzC~@0%Nl^v` zlvh@o^2SW>xgA9YoUfMlnb(^vUP~Ze>*-GEDW&P8vsK|gcwenV9n-EB)|cQ`A)#Ys zu;w?RTTrQkaLiz;wS04mZ?IJ}y?i;468xQ`8{^0>QifA7 z;?)}y6@9B~Ywmu=MV7m`xQg!+;ph7^7+n?%jJ9V=4-AA>&0fo(WMqec}YE z);eFnX}%+70c-Nv)2H+ta-TnZAYsx&-s2=q3v~iLO{arZk(YJHjsX!4zpuuRkHPGL zXD8sJRz1Bq>%81){Mg9dU9!bZYsHsFrtQw<#Joj_MSzUD$?-T#M~)u#OyH@MXyVZx zf1f-R<-FCH5D(*_DRIC3ug__4W#E3L>8_X~e1L1)x^v$t$d5s5b9Zsu99-WUB|ML2 z=-TJAn~V4_jkv3oiLU9hZkDB;Xz(NX9u*UC5zSqtI<|~{8lLFvZmr|TTbi5u`}=Qj z9DGbN=VpgVCNf-FO4Zh)lb2xYQE%h$U70Ub;-~~k7{0T2o{EHWrp+QK8;R(NxJGDq z-;gM1$<}+inUc^XrdJx!a@{e3ouKP%jB=BZP>IR_TXf*qFX$q}!^1mp*JtJrx_Igm zRBI2u&iO$}wA@5fU@lKSYvjKE4#%{q{o$utk&KwwSb(z>)I1QHSng|ZK(rI3LjBze z-~23~SE)5iZ~4MVw4~L` z4-2gQG9zQ{*dC{P_CY_@4+@*vy=35I2Ps&G`4pEePZaNSg{lph#=*g1Tx@j`N@SYi zmQDY~xAr{}{adspP(zw)A|eN}2iZhTPr0~2O1RW@mnV9>%2NE(`}b0vF1|K?TRbav zso%^MYwWE%Of{N|Z<#CIShSVUbX2R-z`dt}WDZPpp@upAY)q^R61gw`%{pkUt-T!$ zy|h(pR`hD*Y|M`TE?0j)wlI<}Bu;AxxDLB;?ngKmEV#H>rM~ArpT2#2iJCG$KOeNd zw0E!4k|zZg%;Nugho_MPx<7yZys>M4822@amy5hIGHnSdJ6KuEQPZIb1As#82P8vF zld0qBa{=Jw#`mUf%NyQK>?!c1!!`K%;u_kN*B8^VdGNDv8nrTSpWJ{tY=OHDw%C8s z1vq|eaPR_L9q(`2pXoqY-u+9H#Y}65Jf6n2-A+xFV2&`Ak@4a~)*?nzn={@>Ax&S1 zEy@i4Eghi+D|LL=rh76Uy1M+}Qiz^$`Bs(4eGL(bYqe+alQEheo}NIAR?odB78iZ3 zE;V%>Oi51m@-#fa5^;EGX({XaJNY{}*rK8tE>?3HG#YR30a3|~N!Aod6nv4CDG;2B z+E1VQWW6=l5CjuiW!#6MGODupMeoXr3R$&l%UOw<{G$l+tS!$W7IC=yk%tJ-55u~k z(hdnxQH6lzKd9OR{rx#LFYR4!o5X7ky}nAFE7N5caIVb4u|pwnRZdoR2hZEF1ty%s%#Vkk@8@X09O+3Dd&%Vd zk^7gj%x80EnJ8AOKnOvDpxP7;Zy8$j_6^_0simbQP2}MDgVP57BJ1$^)w`rg|LZ$Q zBr%IP1EdLIj#SJ+6+tPi9^2CHIRPCWjc9Fc4c48q&twmedf4}3bKi>>!P|vIMGMgI zaKbaT1--k)140|U==0QPYL8dGhMD+X!1xpC1~x`qyQ2lm@?qZ8ZiM~;9)GY===eg? zh!Fpt6vc2EO5a2J3du{9tixLcYMF``YK7g`gP67~!MZ^ak~!d5tedbe4er^X^6yqp z_j9ZB6BZ!q;O01v4zk5>(P5RoCmGZpy}nabNfk}y64+W|BK}al*dK-J8=Kw@iVB(H zacL?3EmQ=R>`x7Y@+~TwG+YwyYl3;Yaehrr4Hn6JvS(>=W&oNoU<0naZ*gs#zc?CL zQ2*PAU%wm@wZj-67Tq51hldKjh$8r|si`j2jfQ~%3~TF_EtfXhHgUvs-RcTYNJxMJ z#~mVW{jvvO5k?Mg2;suDOGQj-xkQlJpVL2TDtEKLI6||A6dKC)4jK7kJAHSn8TK(i zQPbcH6FRv7%*YCLb$6Qx4T3=IrRm43Z10xCT#UPazxUyhDBK!Uw3s{bR%9qun*|ML zf`duMy8{D{fWT0G@ymzpA}o=Rt)puD2M28}x!BnwS!1MkOWA6In{jQ312gI85@C(N z+n$7p(bLldSVRhA;axH^GvnjpuyPDOr?59Z+!0HXcD!9jcyc1Y4e*44h6X%G1?1WK zrGKtLZr2kRyh%^&UcGtXc>#eV={%hRA-9T)CDu0<(U4)(jX>9*bI;+V;E{IisYE7c zqO1G^Vm-*IbgAM1m0cJyaJpdi;X!{@zf3!H$r8$ut|U{m6o@<9wrxZ4(Y7Ci^nKyN zg=9$^s`BbG!VTqxj+_(exX9{@vtdrw5x9-m6xy}OjD&6D%u@`>$q|YUVCHE>t_Jae z0mB~%M9{NKYYu$)GPQAfZg!S$>iS**fm~u92>FlueKj?ks$FJU^puYrK71;)sj+bt zfhKDlJ0b!6LE5J`A@6t1bOJK0?^wH9;-KeDvA=s=BxNZQb`35IZd-EF5mrceSeWeHYE=uT8^<3W!` z6q3g+Jhm`_baYYnk&y$!kyKVrEh~Nt#KtwPlhv=5MnaygJXk$(Vc}ydmjA@;imIws z5o17DWM*y-(o}0$nMo^B3L`;CumQiS(YSnlbcF~T5KB(AR{FhxE;rw_7AU>KcjgR- z2!Y@P)(=Y!iJ8i?h-=|P+UC{g3t{Ej?#i!J+E%V^`P5_RgG4p|#!>9%tuCKGDQ_fi zt@j}(CcC}SSb~~N$E9x5k{UH|BUw2pWxiQH@Q~$7q6{a91PW4~VRln?YG7W#PP?75 zH`_>jPbM+aW<-EX@a~5pQuGoI03jY_^||{1)xl>-sR0t*xqFv^UHTWiOIyYA2LaYq zYOFy^zXbvhi$lA>cLf)JSoCvf2Ms0^x+}p~uXYq#9QBGavaGpDBnTXuZ!@uu zF?sVSa%@2V&|yEnWgM!KZoFE6pWlHRkP)p`X4kzb+~dBG=-&(kR~DtPIZs&ddb2$ATz zYmfl2t#oyCGK;h_o568%+eS%IL71`%3RUREka>s|rnNGwIYfe#gp!idpz`~xRP>S8 zuea8xdDDb^MgzMmX5kHDh+025JnT%3kQMF4&dcLuL7QidW+27dY>4-~{6;+$<@r+i z^-BLT--`<)x36BUL7YK2w!r~=u?RV#kk2SdN-N|0MMOlnxVRMi?D^I_O;LRq1xMb; zVR4!1LaR5{FPWMq)G3EDM+}0Yp(MW)1UPbt5k>#M0(mKSI!P()4h6VuTyW%Ga;^G=KCrpkdH8(eJ->W;`UBRH-b<8U% zA;EWJJs>)))e4epOn|1gcF&7TvVj^WE7ZFfwK9K$x1sTC>FL$;oX4yT1|u_N!?hNa&4b9mhPXIH)#inAdOk|ax2vfUe5yaV|8ji~+58&2t z2*Y5}oY{2|BG$Wn|E@iMi0(c6Bqd9*w)llMm2IWj>iyv;{XZJs)69EuaUom<1MP)j z6|j}58TL33e?N1|BCMkjAf6?OWHB*dRrP%i+eLE|@uuWj5` zOS`4Xzgqu;8#NcetN#_#hB&%0NiH6k&ZGO@^OzRZK_&-+>7XEf4`|($D$X)i0395{5p`D}oIQrUN zwRkt=aXbyQ4dT|;J*VxYZ#CHB^2%b$Z-(m|y3pb~lMKq_2p^EPLCWgnLE1?u4KbsX zlTn6_=Zy~hdRgiH8O-9qKPn$=$>Di1h6&U2)|N>TGcxC`dwj#%ATQ_n!aXQ3E9K?m z1A03IOZvAD0{SN~BCWUXpTy75Ky?nyV))zvjL(CV#d?`}%a z(s#G{C0V{1dv?-OA1sl$}B4m9Az}MC73M+t?h1 z&{YuhI*Kc&z#JE&SXk#(^*~}2Rd?A^5nLIIoSe6U_2h={GF{TtnT0;Yg=INRCH z&D3)N&~|f+L5?}%WDC_ThAjUW%z#o|>3{sX4%In;2w;QSg%6}ad-k2Hkz*?F{kG@G zIbUeYYHG0}<^BSus9NOF%Q*90 z)iw{bslEy}vaHX!;1+CVePQ-=3F}W+8rVAIfRrxg6uCZOidy6VB~`@TQG@D-Sf?B(1=`SZaD)(j)3H$f&2dYQL zsSH|!uwfQplp!}Gs<@w@AK-0SPL5{K28TJM1)A-aiJP!5J>OB-aH-Vp`m(cxoY+I- z`$wnTD7hWzVi;X;X}t6ksxdSGz)C-C!rQl*&23U3S6rmn;wlmao7yg>Lqt5M(kfxA zGzF_HqiO9=zdX5-UjVD{z{HrKAjUiMOd%S>cx2Y)KIb#fvjfb;t_k zRKCpETC#~%Hsp@glQ6tkT2j(|rXPNoGy=uxHr`Zt051esJXV~u?7kjK?8s^P6}^EN5^Yra(M3~CaWiWf6qaa z@H`UmSx{E?u7$z$%fF%_{*UBdpZ)!^Qb~QkL2WM2@87=xt1A4LenT602=YOxYHDHO zGurA1DTc%}j~`EGFBQ5PS$dgDr!n!e8OfbUMf-=1R4G71l7aNyn=YOSZ!@gT-3O8j zRP)5GZ*pj;4NkWIy>FmOSmLa#ECaDQ37o!9bfRLxc$-CJMqw%8YzOHDL!0)XL@Ag9 z#I3){#UX&5EEgh&t*68c>KxY@;4YFCTf`~Em8`9?01ab99tW!u1z`#x0glk${INrQ1`c7Kr{E7Xe8n^xb{5nw+M&DiL7#ka_ zK1Meg)pF*F)&~J(2y`jh+>hKZlPrTUCR9Q2;h(=_IE#7Q27> zX}%m6jFE%cbi)Wpz>Lt~{n*%e!OIJLD7WsgI%*cf3o15ROt`0(A zlQ#Igmlr(^&F6%ZghPiejke|j1;P=+DJDor3`g!xVO$5#ddB(BIg%t@`M2$;R+SKl%)lt{}vbx!);mhMA^24szrSzhpU>Y9{@%QOku{4vVjrC3>;eg>hqudh z=J#n$A4Qhx?rvOu!_H}_o-h|0ab0q5pHC7AJ2@%z*4fq(i}i(|QguE$t-dOBNR<)r z8V1$UbPdDFlP5{J5)@QD<+Tf+AE?3)SRT4-eLFVR%d*HmGI$KtK$h!kBqleL=2FN^ zTCtLdoFwOETAt{b$x2k!j?>E2Y7;H_<#NpAnum&u~ek4 zK5UqY^4{mrm43b83t?g`+jns?DJIo^avHP)-XlEPH9l>%%*X(EJ=P~*9GH~tL z&6^BrIb~&WN9dzUBxSBh#7f1SKFMG$Xcw(}RDDq@cbi;+?5-s{gLZc_>5$^IN0*K1 zlg=0P!>h)yCk;=zxgx43x)#tANp4IiNKLgiH)ns&zRhzJf#fVfeDcijWp_!_cVIG+ zJGI9v#hYxAosR2NeuCZ&((EQFRS4dMw*#eCqq(nekwmW(%+XdM>24;<*t^#rVHBj*@PUI2%B$S*TF`2dX}r7?78+VxSNAyo zOB3qg_BU@fU%7t$I`loyAGH2t%N55W(~^GlOSmb(0Y_;dJOWi{@iTkNaGa%?jEdcd`X9b^mjUuP2#Nt> zNtiu8jIf%;oW!eue-d(f6(gUtf{yz>(+M&@<;X<3NH})DSw$FFMIZ~&q{X3F2)mS< zHzR}a8$;1M>7KI}T@H?n<;PvZM3vX_AID4sNSL;6ZheUMVRyt(`5_TAM`?F!S5BpB zHXx8yxwP z9+^{$cO;J*w3Hdu%9^Z_}=D9(>FCX&Z-&5 zj0JSf%x#-uU2bdg3r5*#bN@HhX43-fDA-;f9tqLGjGOV7a1O&Bg;zI=2ZWarP8s=% zuLD>i?Y?{WZV&GOK@-6ogjhJFP!LfVFLM2NVSN8Ia(Hl18fHvy@5v1}6AYY#C2Xg3 ze=kq3@}DdKhW7e<%0rP>|V(k@-nn9<0ELl&pWUuJQW^N3xr~aI3(n*96yJ`o~sAm$EuB3kF1j`GDgd`^p}jsilMcj{@r~+vvfQ_=<0q!l zF+l(uGv7F0=806UFLEYuGweU!JJPjd#}3$Rr=XA7Mvq|gC+{ciga0fRNpcX`ODNJ8 z0_kpfbh-whVdudv7)-(3u-qU12tQVfEF;Eqr2CDRN91xUHI}biZ~jL*dTP1tQ;xIE z6?S^`KX#Qy=lJcc)|KbeqN6_o9v$4(jhqu=_uR}8Io}+N6oiEvy1JH!Q-iY1c|#Cc z#vUTfT;L#D^6}MyBJKX9|1VnqB8Vu-$G6v=uA9uDY9M2^nVQ;DCJ%%c5VR>pF=_Oc zacysJuSL02reuwXYdLa~yLTu3`Ewy}du%)q`%!vQ|A#<8-AovXwPC#(5n*=B4D~C7 z5jSGHS-1ov=GntTLPEmApwXW$SZ+NZe|dEFf`y6-nJOdXg4UO@E?XPFe?N6aWqP46 zC|0-3XcfXWr78y2!^+awfbb9;wKmHhc+lT!dENjgfD{^)+tEQrkza-qh@t$rnW@JB zp>c66<>nZTU2{7b_BR$j_rIE{W-5Evx6=GF7E-9%0;A6GWKFjk78;|_hH%sLdKQ&T zUuQHBVgbdRYA@WqRFE7-nyGpE?Af-R`&7a=v=lh0Svz8OcqggUcDlFp(h>gwSLnL@ z?QwB&c->$4jbOvkcD@kO$m3XXbw9hZa&=jmbbwRNp6jApLf?S0+S=KbOdDER1r9fH zV!jo0kJKGd3q+HNUo*4u7nh&{KYekl=*uvqW8h*CL;4Qq z9J#>234|lr3v=@0edV_ibag2A!d%kb=Ol-S&fi<)djjLt(De;g$%tB7@8KXGSS#h< zyO%FSH$~wh`aw?;9tnW##;9R>@1;xwv-eJ~>HY*BC_%KOF-dj`L(TyG&lFi%SP<{j z##1Z6d-!SIbaq~Z7={@;45GuML*IgE-#(%Gsc@?Ar#up75Qqv23z4TwL2YtsBcS|} zvboTlm*s>B1a^$ksc_TK)3?>9lz+r9x)YGf@1f)4ztS0H)e zz#$N#Fji$_(*ori^ZZa|5w^T>ArY4b;}}Z-+yK&p+$-)XQnBfXo~otoyc4g0vjfRGW)DWdFqiama1eoW4dZ4u#2CQKoLpR9;F%BR zo3@FhDqb=M+6R?zTujD<5+?XzyGoCin?Um#Ys;6#X!V4S{w6%gW!ryXknf2Zgtor7 zxY8G-rKJH<0WOhX5GkgUg_H!A{KxwQqtO6tk^4A592^R#UXkHhEd}*RKAS)Fu)`;Q z)AJT&r14vre1R*#4`n^TjRRaQ`x}wwRP?(5H8)K!7Q;CHFp{Zym;{7 z6zoSzRo_dOP#|08Gcqy;;UJckmaYukRCb`3D<=6js*Ju>iytz;cDK_|0%-fybv-(L zwXkpkzSEyF*=7`^abPEiN*Mtj-!zAlWy2+6J#Mg6|H_$3;paLbH$!XEdhoUB5Jom3 z!207EGJ~Fa2rg!blK3hjZzK`j zIeZ{IgP%e514j7#E5cM16ONydNoC^XEG&trZUcrvmIFEVXJut9`M#J!Q(79_z9s|J zy*=N=4b5TI>+z#U(@3=;mH(@|q8RhJGoK#AGF<2N7=i#Qa+|0;9RM|52$|8I{6)ma z51jj|@{oxx6t)hE13JSGm=D+W3@XlbGPAIhc?`YBYMnYB;G~(V!Ipr0e?{d}^FpXG zzu{H@!aX_#eKZha2r0}8coIUp9l{%Q@d|jr`|X=hyz$TiIRwF%mcA%?WTqjcfI$gF zwxK+o>wXfgFo5Ur;Ewrtdn3rrzBm1I-!X)AqoZ{&@Tf2JwoklehTPD+!awP6)6TB&~c zKZrC}lHOid_lCYu#=Q|k^>X`@KaFY|tT4a&6UiLRoI|7-%QMQadhr5U^*0nDTn^?H zY_3#1ehiHu`37|_DN{i-F!)U(UzC#PzV1uYUqo6Jd6|xU6Oxx~d%=*6P23W53_H2F z`cODkuTt$|XHUI>1G2m8R{Q!*<#kv+!gVV!8ldnx0!%>~_YC6SJtUID=;j-r! zJnaz~=U?9$hWQ-{iH`b850_Ju2b30TlFt60ajdqZ(6JUTB+vDdV~hk~^S9f;Y>(w-QQPUiee>oG zGWb{T5$}{7<~_ZvWAyN>ii0N~pe@FCjSARAqyI0rH^P4PK-EZ)IfvZ&%iPznNjF+Y zOQf7yb1(rP7au=zI-fbJHlq{!m^K)S1-El!_T}N`l53nQY5JP{%(JT5>3boo@y2L| zUs*aw5ECP%QzmXcrKSCo&HPuE$~wEv?cPY|l9SgFPUV7y>W#Hx=zi>;Uq|ZZ`fIl+ zcvZRX_Yk>wgp((ONa*e9dAZoX#Up=-g*3|c^fEH#`kPbZH6gJu|1jZr_AFOU?H7zs z^oPNY3xu;FpJAxt=~EU&V#ZBLwQG4uqORVvJa?`j<)hA7Qn=LVKWFCOMEXg3oY+6T zK7CIsE72v5x6-6xBJt?aqgMsbw2&Sm(+eX3CXfEGPs?8EKB%MqjKGWkYsbTdz}PA( zatTDkNOGPs07vl9ozh#9!oW(QCTcQ_Fp-ip5OH;Czc9U0iH|(qm9RzP=Vu59rT|y ze-#y(-!=-U6$uUdGoT*^fTEA?WM}uA{i)+E({&xv<#kemfCLBs6`x?vk;Es4Pf~Sx z!Zzs%2|I(ik?2TsLA0?sO`Y1u$7e!^wf)z-bsR=48;)y2az<9xB!pbV{qPtohOJw* zwY1JWmVWsXPT}7}ipLW?yqY&7B=?8=A9#7;U1~lAqgPJZ zU~XPsUg^;}v$ij7Z{Hrau&_XCKQ9$I5Yn^1@B{{uBfoBD4nT&vqQ9eeO7NlpM^RnT zvnpDRljFQD#Bbl=kS~cVGS^aecS`Wf4^RlX=XCt?4%R;C#~7J7%f4&ZMP$k>Nf7X_ z5Oy9>^M@osF!H9z=vPk-jW7g&fNi9gdoVG8@=g1yZ@M!QIeK*!Kes#qZ@vktFYgQRPEW&PDdh zhpr0h)2ECnD^1*=S}I-qZ5yu@TA!Gb0$Ab^atooFgPvI^g(fvTGNeqv8I#rA#g&dM zlLFJzZf>b5DZ1V(_->S{q$lANNaj4SsKw?!iRZ8t^dNF`Ptv9iNY2yK(<=mFM<9#o z*;(iACt|9M2=(GgVc;DyzyF`wzC5hPzU?{*Wk|@TNdpzx%`{L^5z-`;tw|-#vm}X9 z5p7h`97=-*rMWbT?BdWvrxY#s1syqrOvkW`fZ8B|WMNjt1c$w8 zx%{P&V^^4Hvx!&tTpn)E1qB|c>~i+xy?*@~4hLcZ`QLtS z8o@CEH+`>{q>#|F?(S&Q;aoRNHDHnv)E2O01spdH`D~K5+UM!HL+xOa9yBc;m_K`W zp!Wmx8W9uU?A-dAPl>47UAvbQ^QMpid<${{pGjNbGv-g~v!R+*U zi3%i(n57XE*($ZDu&{5aOor-0pIrDw679ICVu8z$T`ZgHuo#SuD=_B( zTa%ZM&+q4`sPp3Aj#|ldhoUmjUDt_dwLLk>4Kd$e(Q7yVN#wZT;5txoXPlGqEztkt zM*aHrOZU#M^@6vjKjvB9-c?^ z(+tEbjI!iqVhPhWOtn_2ZQZ){BYs|fIVTFH9cX4?#KK5KcBkSs0c#GKk^-DKcW?RV zz!V5O9kTKQLg@;Kt1pu=V)XRf@?av>rR#|kH|jt%5ig!TO@ah_zUm0n-5EPd#W3X8 zm64Mx#)XZaH^Xe}8g1nh+4}}!c@^5RGQtpzVNiyj3a=LOiRJ9ZvDO+9B<8p z4xk4-<@@YLD=jb}0Ir>(t=Sm;f2-qEQdWjJ2=XvHuL1`bm!jh4`<6 zm8f9{>}=aSEth|+mJ^9BsqQ?46k>FA)Nmqfjg<{HZn*Cxv%a;V0b$=#nTuCc3~96W z=K$;PH(;Ep$bgP%0{d$w*CuTD!|9?Mv<$7^G&%&3%wd@m& zepF1v$>ir^<`l{dYIA}^`LkZE>b?q?XZh!Gn5!SW1u74O<yDx4?R9;q>7% z^$~*wtM%RNNqxfY<3w`!IuLqn1DPTPk{e11{0gaiC665Ox)B4^S%VpZ00nA?G7mollj4HLEHUKaubLL9?14;=z-)1JP=v&&lS&!3y`fMY^1Y+<)L zuaZIhyswZj(5Iu*FBl8FoBemH5Nj$?SK_+LftDm45fX9K-(vke^pve#{E0~A`3y4~4pp65r~g(t)_F>ihjn~k(I{P}eQR!D#~IH3(C$pAjS3=Uq} zlXH-dQ!xx#_{3w6%bw=jmH<+JY$|c82xM7I&KDB)mbEaM``1J(gl0wjT6$t)wY4CF z_cUHLSqQ&~iIC4SXvT1PZrp)vI(r-nXo~0Fc@gMqZyQX1jVZ>IwXwCeJ4e2TJC9;Y zp&aay?nu8}dw~I_EZqB8=8410TeU}M=$90iQ3 zv))L|aGfd6)_$9V`Y2UDcE^@13owo_`b0Q2bUZ3g%urTj=xs%l4RoYM$O`rwdRwh4 z7n5O1(%AS3K^soJ=_pKHTqLL}AK&at)jyP~uY6;B_sSDT9`&kxLGoa+q41;~iDZxxY(iw7?*F z?V+nzpSN?IUvvB*O=nz{=Q;PneQHX*#Vcf1#90Hgxpdn5@9EOgzbKM2phWz*0U3kG2v)BN~Cu(|R!HCp%2hSXzyoyJs>xCf}|FVhumJJDV5=U7PUSL=oVNWwcY z?(OMM!-Lm%oiXY>Z2bHBuIU`^ZI1zQ!Im>Y`Mej9GjLDqB+GblvGLk(bjsLAyR56t zIsso^z#UTNR~q}#a?r~^rE}UmT1iPzE?&9s${2m+-cB}E_4HlRTJ`k}4TBz!QSQqp zz391LD87k@r)kjbTaj|_M~oFfrK?xpdi1=${kdH4)T?%!>D;7aSzVZm5^|Rf2NmH8 zSU(qLG^DT~q+;jLU8Oxsqhd`hGqrgPSyePw?q7601M$xPPPR z!CZyYp1mc?8tv{#uDXF)s+KDOEtB%vkkLeL89b&;(5N` z{KWu)80Dox_{A_J3#uiMzWbUNbdw$L)+I)%3Kr$@-hfI+xepw(O@X zZF21?c1CK$;e753r)2d3=NU%b=g*%JLTlm8OLaTaVChi&?u%U7!CUV5pS72ho@06f zSq}u!E7!L*&ZBi7$K(@f9L_BSxs2r{Z0cI%72f?@lTkZR(vP3O*KYt$GGn~Kl*IUJJf`OAG%y*CcCJp zXR}(kiwpSdfpV!F&85#-dm9obClo`jXu6HhmNX1cAoXCVmk9h9sC1le$9K2}0=qTH zDYvz;0U`gEqp4%DqYgLOgmi>`=o;^&7s_zQem1P;hSc?55Vhp)lW zpY=KqyK1$M_2HWV71!K>KgS_RJZ>ewu}_F<8cr>gtMKB<&Wy?l@^hn<85)ld8rIqw z7I_L^+G{Z?GEiIs59I&>e1uae)0m;UR?VhifS{_-p&(8nswyw4;Q@(Lt*rtzX+|1_N%WhC7Xown2IMaC(W!~2R{h6Bu?+~b2!o7R^JUoY0vPuxb z5LNXWUfvOeC@-am;jKjWFfI}|ZZQ7|iNZOhyL$z4xAK+UI8Jr2v`mVR??Ib!!xPd- z_`cxyEWfOFX>auqV~V76_%LK^tg0MPZoTt(Oem5}v|M42kd~E|_2|)~{>nnx?EPJx z?2`j7X|M7%&pqwYcI_zhTP^tD?OKc1bj&GmcWQRXJHOqRqd`3lPAGuq(|8UZT>X&0 z;K+z6u6)6faKx5Fgnfx^=Qg3~A3t2%5-%l*)*%=J8$xcooNRyRNVhW`?jEq*U4LWR z8jQ*>@83@WW&c>461~{AbJShde8r1&o)3%9OXGR{`8KHTK}!dm`XDt`7z5`Ytrd@{ z;#;pdSU;HLwPy!JVbl4h`FMAxbX?SKl0Z6?cV%&!3%I%s_m1_wu?c?|RopB#Q_y zm#Nqy6yoS+AVMv}cfH3s#aH6sQ=(0Qe&&HqL zIP_>M;STK7SJtJ+)zh$y+VjG6ukJ=cCXy}7W)szFx>HzD89^##3#fjy6T-F;kH?6y z?R*(a$i&oFBKj9*!=H+Egg-z|wn@%uqbdjb3;P#9C)N{?a9iY>d(o$bNxCX{q$X4*aW)p&UXE$T>UwrL25^_)aF+`_qB7+g$~)UHjTbubex%rq{$g)rh7v1@#IWCT`Z zfI<;?MnBKFUZId{$KG;_Ra^W)6$lImF3dU{L5MRLGJ|aK?8D^Fcu>L72K<4;3ZgP7 zHYj}7c|6)DB$xr-8r*)O1g;X=Rg^&1T$R^wHc);dd1DTS;#l6k{drBzW>L`tu9g}y zm(`M9m2PBf(%|s*P;<5BVJ!2kA+f&BquCDyp6|3zmNi)O<%s;g+Jk?tbIBqUJHJgYE|ND-5|KD<_5B$T^BD!g82ds_Amd*W5Jj+!(cN zoO{2W%N?>(0gKp>q59HJwB-OB)Q8x#nk;IW292p_Op5eH8(*WX4 z-1&iu4SC2rh=7LY&ONqKIclG)aCD2{%^Ms{)Smi%AHOc8nC{sy>G6~7^xoaKSIDrW$?6&$9K_&sZWg_uI(aLSYuLCg3&uqTJH)=F4~Q`qQTOO7BJ$DW^8hq(Qz(1)h=$?Al;X z`wCbA0?|#=)6+XW#+Z)B_%M@o?ySFExPsZjJ^rppt^!ZTVv=owLn`S(HytwznDfA? zJ>wW4DK8Kk!zT>LF73&a8gFGzZ+KYkAX4q1f9D)^(z^n&4kbYN_C40NwwRvCiHM9K zUvAu9$(xqO^5uwa$QG_;UycxEWbT(fXOUGw!gvFi2C)XPu2>=4e-9@Qti2ufII|AVv&IV zu~|d_$zDq8TZ>8U=IRD*32qYqEzVb+p*lACS4d71_M=SgYGxwLKh?_=Y>I? zsYEx8b_z;D)YDMC^6jt-OB%8tBGq*dVc>Wavk%Y@#ZOf6N;)R@6fW_orjz_lm&De8l%8TNpOc1Pp-o3IH>MJZVI@W zB8mfLXPVI1f=2FY-ULQhIk0t1w}&dBKXh|<=Yj;JKmOAV${g}C>g(z!OdyxR@eEdZ z7=^;Ax$bk(ISydDXb_d#Gv>R|>0HGUbcrOKRX$}rzmArjy z5e?SD|1QH2cR*(p?-R@Z{_U;v|BX6@ZzB$FQQFihQAOw}XX>Q0FBzF15(>Z0Bagz$ z9{dvUEoQcThiw613;ZaDOD+QS1F{Z6YvN(uEo&LGzI|fAk05gx?|9IPp?5zi#LyUux=Dp7u1( zBmw=Ya^OjBL<$B@biD?Y^Tok6vAA6%);~Sk+b2;<0}VvP23NJ?tuW_uR1p|Rv<$k5 zXvKVk61|#V2s=k8)4~<_?zBy1F_vFsnLxfl30H!s|Q(J#E4|E-rxmI+DRp zxdLQAt$g-8>D~2RLk9=1mr3B0`z!##56cg`zCh4r4WPhKeZ;&^_7iCTXCZP1$_(Y) z&chCA!ydDUc?0LaD#HT~;Xc1GC&7j~vjU^lBALO>9Bo2)@BHZSEuJ#>)&fU{%?*4Z z+;8eKM(+M#OZ3{5kK;(kCL|=CN(ea?KuJaO~6}V zUE}M;a`~ai;AOW(Ms}*WxQgsD^4TEb6A^~({t3gG zFo42l>G8y?1wUsg}t0w4%ZNX$y_pf+r1mA%HA@_@4m;Rm|T20+7%=9ZiqQ zJzYmNu?$aKY@9TxzX&$Ul@N&cJppT>KZe!KEO2?(^o=jTcR;D;8Y^bMc_XJXvzL>* z&teVMr^=rQNQm`EI*-sv9Tg>e8=@_35N%nxUP^QxO#sk%!mn*)uFiHsbOfOH3JBG+mATf1; zh>bf3;wb2yn9B6QP*UJ30^S^sFIu&hrl#b2ezMLQgPoE~NhPC_O#eK{_2isug(##z zt7TEGfZz$}9QI|MMqg*MCdn|Af)$z#XP#=7} zX{)?QEgTEkMaa%##6kV0BP$nX)DS})7^8m<%);;BYyGdk(e;up6RQQL2F+89bNQUt zv7WEaD4=7HEfSa0kc+CYNuGo~#{K)x5cC0i-29{4U@apzLS@822#{eQvx&rPB+ZPk zV(7HoQsG~c6lZ+Mtntp8>c5hd>M!{J;}@4(GW~!1eS-tktN|A<=`&t=^kpJ!W~YXD zmKbn7a5ymkdySgc)DjEdGy#GA#ODNPo01YFBrrw_Tu*uPZZ&Z|*P|oi-S)7$acR34 z*E+IGN5^uK?Ma_%`t_qrsIoUX$uIujexu{2c#eVCb~|V0OEBZ@$aEOhgc+|`B)9z; z^qRQwvij9l<=#r>poi1qWFMffvDP_5?E)=jnBiUfgo!kEopB{aKci9)Tqx#C)iZ8R z)~@#U8Ab#JUv^8W-e4oyMv30UQYp|@dBO#4 z4276*Y2NH`VL<%5!|8P{0ynnZ<$aMtbNOu~n#=jErE(67$7Yd;wUO#xOzigU@`)PkoApA=u-Krn4RE?73}lZmud#}g{H-c*Nc6lh{VVjDN-A7#c* zbd30O#K*WCW3&a&SZJ;>Ue20q3VIp%L2&y%gmhpTw4ZLu-Dsuaf!9paFmEb{g4GHaPURI(UCVKNy^26EMcD1ZX-m8%DH<0C=tjoar3d=Hz_HYlBKw)n2a$)d{~(O zAnMa;g5nn=Yc(KinSo;!3KsXndq!B=z)=T!zb(e6%`4(jzg7w3yFGD=z|_> zfUjq+xr4&pEk;2_~!A5uT029u^ zvmEi8k|98%Ke78^6oy>t%}_hLp+^y!jy3QzT~~gE)W^ z=;OK@ZGR=7B7?XIv=?S;b|Y>(?!`#Sa%N!$;`HvnML**XdZamL-5~lLo8GC&5(ghP zKx!%~cLlCuxzmd&_CLC-a%bk>SDYx&0W@cyoSowR;2UAgYV@`bb7>qJ_!MX!mZA7NQ->Ba;3EO+ z6kzf@1O%!RUJ!rtL5T##RFWhs`;>0O{7?kXNly7?3Xv8joTY1b_n~(LJ$L9-OkYzm z4TCT(4wj1#Zia@o9^k)Vtuz0WKGN1Gv8 zbQ+oq%|mI8xeo5W0)L>DruW|kN3BKK#pgtVy1Rmfdq`qBu;HV&`zyCl5_V;MGF^)z zs6f{^fxh2eDFz-^upOJ2@PL_yAr+Jb{BU3!C?$Y^0ThH_e1HE~O<$X}Hn-M7B&rf|!ian_xm*Su=-n4;qZJ(?83hP-f`@*ejug&coB!i;z6gNnTWaYg+O*J4 zQ53iTIkd|y6ntNsCI|5gc zA75@1pd>8aF=SXxubpk{!F8z1F6&~ZnmE_OO%MGcqIUQu2*cV+x87Wg{a?PQLNo$o zOR4VE?U9XO2onnguI$P%$^!1M<+?`xd>)}vf@dY|1F)FfJHE)~rxCFN9lEG&q>>j2 zjn?^Su9`3eGv%yP#UKq-H;|_at@0V+$MNH6u3jCwXz|jGUq6A9!WMwxnv}WL*+*s+ zpi{jqEiE)!D%d(URW;htOhZUewc$cRs57x6Mfxc{>h4kSS%BN33K;O4=PMyB^Dw9Q zYm$N=)Ugc3_6Ji5LSM7P=h`FQh{JbZUfo-{ynr2ljU-2jxS@P2ZWNou8#Kr=*UBv&9x=!;z(U}Lr%#{OXAfbPhF2{)>H*%$(R-ZT zyt?S|vEer@wnjfrmHHLRpZ4wa_gjly`ZQ0jk?$$-#;6o14hSKQLkx_5Sp(oVy;9ME zN6R0a1I~YaACfp|SW%$;At+%ku|(%AVFtop+4J5*QSD&Kbt8_q{Mq@;+cUml6l3&u z5=<<#?so)OapZ^Z(62B{P;%d4c+{=5-!(lYc2?`SDd?aseLt}&GwC(-PrmHI1#s65 z8FrV(XM%}4;8t9d(7K~yk;pbO9_3YsPTFQjQ4&_=iX5LqAx4lfeM*ScFP#$DB@Aas zECnVb!96@I`Ot_%CNAR|kr6TsjEuJn3on^pQ>~s}SYdPtnjMV;2Q~-cXT7qLO9p&e z95XQp9c<7@YToXn4HNFE!3)U%65V>nt#| zF53ICZyMg7cYI1PfUZ1sePvCGSyV}>eg+Ju_#c~o!CA{VJB_jeGei*P$kSrR!i?W1 zz&bLXz3yk-NT1n@6*iGRtIc%EzW044qxItge>#e%blVWL{ zPyF<6(~NtuyeEqXKqE3K3Ycb0v{06a_`Pww*xb@GJUMI3Tm|o5qt~$Nml2q~1EXQI zU_xJ0yOvLY!UcUj+6HjZhVEh$FEndlbb$BPr-Q!K*4nz>TE@w}Qk)Klc^Zs`;ophy z0#MMKl~pi11~VJ1<%1sq+@1ERiZC-X1G2fy!3|nZyh$iHw1kOWke-D_;=wIK)Nr_~G&eVY#$Frv>tGCm#S8B~e2~WuWMtYQ!H?`pLPAz>PRD~n3_Fo$by);% z8wdZi62=FB8Yf{r@X)x3utX=yM)I`|f09Xy0%wZ7w;4E}1?&Ur|PgkrTcl7)_^Vgl9Q z-~awV)LM_n380xoM#ir5!-Hf|g|B`~iU7tkqO3yF(&0Yhc@(Y6+~LDI*wzBt@vy7> zrqJLgOn(P$=v&c)oi1*aH@GvQCVVfE$pXYO1+e_1)o zg*2TzabaP(r@F3&e0I}&;9E}|F%C~^kk;VBHJ@&yIX5k6TekvpJW6uew=YHPhnBu`7??5-5 zaF+klfN4|=0xv!q4-b{2eLN*Nc-bpa6-A6nG018&?Fcj2yeYt?nP6b9zdAFwsKFT( z9lwt<2O&$e*+SQ%DsE>@vykSdc}EMBKSQSj%_|e zMGeI*XkcIvbOSSn_Xz0k_B3Jahhm_NBl#a zGsfy+=g$Q4|U8HABKYJMUUF(J@a1Ikwt)+0v!pK7{{9 zthjp@WP;7678r?OK2L;-5mB<6Sp~rFo}T!cK_>*m1orrIX3*myYhni|%9yqJie~L5 z-OXckVqXko0FvZU=Vu2;&U37&QY%Ay&IzwyJw)2L4HLgWbfXmgLPJ9DJdx|lt-WFFH;GxJrEYF+NVUTrinAS}n91+nZBlT!wgZ4)sy=ibqFc7W z`=8#^o1#C8;TvF|FF7D+LwJC@{u@eY{9G7@mRx68#uP?7Q$N7v8m3~HFXQ!zoY5-D zoh7(eoSYD7zk=MVW)Ryqw+aegVhHbR&hv)aE4s-HlhZHXwv7Pd0ZB%E@<%=+M9z_c zz6$h3fLx>>I1Q{x1Z;q@xJ+#G43qei4X9jCN04*Qy${@-te=6$J~%r17?y^<$Ij{K zyZ}K9Jp}9vjvhIZH0=(j8Yp$TVJp64;6x%%F}D9IDa}EL48;03{N&tCaOx9ePBnrr zHwS}k*Um?h^l;oz zr}@Ec9|a9z_m8-MS@Jgy&y#;(IE3r;+>G`_wtg1w9gr{b&8`_Z_hW>GN$n#Fd%#&} zQSUJxFEZ7T_l5=5xw1{sg1?eYVtOO75uTg-(}xddF>^x?E+Q-(-d1~)kGebY&Gyaq zK+Rf%-+iDlCI_I7f%xe)Kk`*vd4KQFH;@i6_QFAjw4>LoPe$X4WxIrt_(g!R7_AbU zq25Q=rc~Llw|P!iu-U(#hK>zWYb}m_;0Az#hvMAmbm5-%Vpsl}3y+bI?+m`<2--#UW)#EU!|1mL9cKX9j@u_{T z{9a%Cvu6uS`ejH>pq%xWxZXR|l4s{0@zb*58G7?d|jmpz#7O6e(_LGu9yUdi0MOJhZlSO{Ir zzqyNd#cdX9!J@~FsL~ZUA}|9GJ<_I&b{BmP{CD5NJ#{MiV^+gmn!6(qePj=pfvQR> zb%mwp=`&|`PO$57ld$s*=0(5o>8EeR>-1xhqJ}%Vv_iU*GOwWE>kcCgo&OLA~L0ySiI7*9i z-rn%`j54)6l660W1j99q%Aj6;8Nb`CNbTjHQpn(d9O^%wY+6c`&9DqmfIhxua15L) zJH#FqRl;4eAoolMzW)pX3NL*B(bf#LBvv*yK~^jHb6DlYTokC;Demg7exaeh9^#Bw z@PL>iNp;atx#3}&ZaCw4I2R2(m`fjn1k$KIw7 z_y!i3g#QIB9wIF{ zsrsmkuQpOyoZ9Gslx86s-l;KpFGY}`MAg*59H~C?aiN&;pUrr4BmV|1cAfS?F}S+l zWhVTN6^LAKRC0UPo`%H016HQH~#z%IO>SB{A#j`#M4hl_{lEMl%7BX3p+<%c2Oy*wq`@kt;G(GB)@{Io2&M! zT%7Z65!5Rr7DhD;y1h10=ai%y+54Ilc!NDORTbJ*O2c#m&kA#>oubc-iHXpAT*<#k zi@^ujQWk(tJ@YPbb$#@tUbel4B2OXC3eqTe|7YQ5b|g>XUaM<+$|004TE?br2Hu!E zj&^25Fgm8?PBFkqUd!VC?VW00IClyDA{2-y6AGGFYxaGyA0Ze6QjtrkvitKL>K0Lt zsXTG*mzahG^t3_(%9uD)zJdt{t=qZUct?=kVTI&582T$UYKq?t4<~4>AT(Bl$gFdk zs>A+_oFmD#@CLhnwKt7SXy5Rgm6h3@bo{77tX7DbKaW$Sh-~HbFZ|=b!mPARV8sNT z7{CdTh>Y(08!OtaqFnRZB?g(%Dx;$Sz=Jngt*EpKmW7{;P%y7#Wp(rLfS(=>z22D> zQg=^JeSC=ud+O`JJh~8{z#eu(m3sr}M>a#)TlpJXh46R3O30iB%7{36(aTFN_GDxb zT=XYrjqKlcYAj*CROxBBW$oziJ*PIys|&n#3iRhQNs!z7X)GODg?xlEh#V|`nR}|A z%zJYZ@svQkV5$m3pP;a$lMJj#M*s!&lnhJ2uY+kxm*QjZ#l+aXzuG&K=Z&@8@CX3S zHJvPQ(q<2#iQ;&UyfSgvO7xrCdb%qK3a)(>V zQ>6N@@8849uNC+ZxAxITGN6{AB5j8><hJUzx^QZB=gIh9jm?WRf-9P(? zVR&LkR(jVblq_=g?fbT@wI4B&S%qgJ$NSH1cWkvs(k4oAe3cW}9(Vp8ZBI`X4b)a5 zk|5>+je;Rb0$w0G2bgxE7U=d#>!pAD(~)Q%K4wfHmfpfuI5I#-d%N!6zmF+qcrwD()yXf1Zd z=|Fb|1~t4QWgu<}5WtuF0lk4^Tl+v-PJIy>&z^xP=T7IhQ^0JD1>bv|)6)Z#j)?j) zGu80c&pJS|SFaNOyx5J3FR^)j1|BpghLwYEia|W@cWcdpx)5^DDu8QsYKL%Ii=s9 zKs9mzl{(BAkDk7GhjqdJY-+p*3tx8a-VG#0MndAnjG-=yP5q3jxrrvcT*@#fE5-EJ z;hN{RxeDtzvo5a0{HxU+Za>JlXa}9@)W2IHYFAaoaudNKHaZjZKi?OtS~0Nw^0_)N&T)->LKR-CGcn zuu}4kcT4lUm*%`^Zs|pdkzwTOp<`wafwcME9Wt@R4lLBlg7;cW?lhEarbe7CdBd)p zeK$-9P7cKWuCdOHNz|%{_v%?ONugMVQvS7SGpiNyLT&Wn2+dT$KCKwzRst69?Zv7H zz`htzy13*dz4MvWCbBke04TR@$&NlImRr`5U$AOq3lK`BZ$~5-<<9u!u`FGR+WqY_ zKIgbe7E*VLNDn;vu!9VXLgE*Z{0FB@&AiL74nPgZBlE2R#7`Jw^m38aocknhbPdR5OoYfc~*?LFX}_-6(c4I zH_S(CQ=HvnwO#>`!i70*vF3QMb8hLEsn~lE$KA6$bG7K1K@681}jg;VjlmRJz`r03gx3u9F~zs|xLWF&-4^Wn278Zz=O*M6lUWATUvuxda}K2!?q=;%@O zb2nFzDY>A17Xcm>5b%Ha%qgI71}RLDR|mCM0fX!MQW9iNT$#Hl2&;d+Jg#3~>GAHf zFzTFzIXdbb>n1wh5*oJW6)3q-<*Vm+^kKc)q5e7^K0d+<8$V|@CGUP>q5$?%Db?v{ zNXcFjCzjNJiP(=BnWD0Sba^N_%Cg3EhBs)R*YPW29IWK-7%p+h%r}J|)7Q7sxULT{B|re- zLFM;U2WBHyC_q5uhq5>1+O=8u<^g;R3lAq&L?Fv{Jv@FISnO2X_HElRGai}husQ=* zC%y}do?GRa%ZU7r41Q)9&jcP24Bv3Pq|4zL>`-NCe0D?C@{6#Wy>$j2zi?^ehgdM| z_U(ONWcI+HYY}_!nnP2MPX$Ap(Q>#BH}cJ{*scC>Y-ULWs2eYL z>-FHL`O4dfiCgVs~;CZnI%)ss) z7_|>(Cb;TioFU)}0m?@|-5j@b4Ek{AH~Fc+3aWfiiA{mMHb|Sm)GQx31fax?T-1Iu zLMJHDagi<8&OQDzGs3n5p7;2ZRhN08!q}H250VZXh!XDH+3op}SQb%vs!-+-6&_5O z5fb|V$IjuD#p%X6bYb0>tNCSl6ch-z>sX!+x+Nqet)?U_@4{aw z0U!lO0vx7CQ}()%niz@$bLzly)c^rNDZD&9j&m)p#uw^aT3}&8NacO-u5mw)K8})H z&?W#;$3mvfzW#skp`exCcp`WWIcNVSmAAXWfYffq{GOn8A5AefG8!2hL)~05aPd5d z=P1DEfxn^k2W9F6RBF(bJbLsMLA(ldWu$pTqZom!s2>3t89H1D;Y*}or`f>c)64i1 zckkL&R$dOhCD%_rCenk0>qFkGSon6(xe(tje%~~X9I)$d->TlOt|HX`_k1S~q0%l# zJVNyfRj&=mka5)Av7Ib|m#HBki1m+6U4R_H$svu0i=5NM;_*2S{K>QjtI02Fr~GN! zsm8D}gd9iZ-U)E(N+iyinSM2Ivc&+e1l$LRhsL^f$4V}{6G53z#rHLqrh{BaEKAeT zxd=3)=&tQ0(H8Q2OI{s`px-zm6aS^ln-nN)BD4Z<0mhbA6fX7g@28C`;Atx%fgzRq zjA|(+0F=q8z=DEFEcpA0hyC-{FQ}cqV_bj~FMGPhSnMbsg&JF0CPcCmlnjBS-co&{%iY)9jY@kGZ4DM zw}80NcyMUDXXt9^-T~m1Loi`;te`D{o1k?ZHKFs8K_4M?V(qq~y+rqB;x zzkY>dz{>;t-Ja#!gM-Yop{0o>pY0aqPBM@S5bK>37Qo_fjhTYQU=pam=mi5)BN*jHv0 zJJ6)mX1ooj?R-R)eX&R|#V89p8Cbi^U@acTljps?cQ|yi@@F`zWWy!_ul2@RT-b!w zpK1T5UBkK+IFga!;bZU}glsy>CDQ2p3}4)W=HcL$e9wr&w{XV?O~Q+@WUHiP$%afY zzy&zk;y4P#;N`o4lXDKA7UlxTt^gVEw(}WR0f7N?^=b02_GdZ-J`+gf!-aB}_F`|` z0&5d{<02Z!eVL=xSOYHY8$nVV;i3`3e^1 z4%?dLJHPQw`|ya&2dFbINHujgRjj%!w@ZEfp!3!%^)V5lemut=8`eblAZ=+s+n*ndT?LH6W*vB?0dD!1@!m`v`O2i=hk{reUXUcGqkl+OW_xe z{toNRD?gEPPF*rA*~k^Hp8<=?l4wb$&8gk?omt;2iGH`uFsqC3i^9MK;~c#DZ^m`T zimXYn>qP|#XDT$jS-UQ7xPJ5T{rgtP1H^oV!FUWMjM~8r1HzfGyZbCqI1mC7V@?)^ zJCsafSc)OaHwGhi_gR;V7gf|SPZl>T>+J597ZcN*yjF^a870Zu#WDtIZwFM%10!}(d}t%m6VWRKXzZgcCUB+Qs(0Qi4Mj}usjCg0m$`6!s!Jjty?2C zL0eMecF#amE83m?>kR#3l%KlPtPq{OkY;7Cg}4halx3 zrf6)LHCqQWY*ZMVgJ5)qW)w!|SW~5@#;j(C+qy6&#+D0sH=^3yCMvpYs9pSMi?jp# z39(4ry~i-cNz&V=q45VjAZwDpzdvfjd<&dT(;^78~0xKGpd9F0ME7$ZxTuxr&jWZL|GQUInR1M^! zeAg9VE{?jZ+)G>~52;&3Cjl#I)8A97J{0%T;Xm}vY8xi&gxMot)IBJbHwO`85OgC! zdVq6~x{y>3QOBb4hNX>5UGd`JP`cTLzzhH)Zv_s<&R(ks2L*&gJo{&TS4RAqoS6+f zFfGETYNz9t;xW*&^mP*y7$~MYTNKf(q0pAD!#ItwRFdn+G?RuA*Ve79f}GskNX|!< zUgJE$wOdTlkcWNzSc!_AHafuS6Cd61$z1!Z_6yfd^c6Emu)4{!dwCzV6%G|P zrrEpudfxn{Ym86C!=E7xiHWEkTfkb19 z>2I$ZeW?|0=7m%KkjWBJ?Krrp zX1q5rRGF%sMv00l2o56g4^>Vza{8(pd3k+D4^!{k4xxhjsrqMKN}yz4!_SR%D$Vd& zvw*{e!UbSJm^%mrrQgmN*=RZQT@4?IcU~3I1ywCBFSx;Fz&u+A22O}XAcnfSx}HC0 z7DB7C{i_Bkv^kAB^AC2Ftx*HmYMf`aMD42PO&gYjt?-w^agO6ftN;n)Tu>X*3(l~{ zm-fQaBpK_$PYLfPXF(S+eq_V=@dJRWK~@*8x*vAWM#^->3SRH4Vl`NSyibf3F{wsB zJE5QBq63T0gp&A?yzmR!qUS3K5)1_U$^*`*8!-e$Wl6*lkSH+E<4`m3cs-WXw?FFO z7KAU~1D(V&R@NkWS8X#4ZLw??h3SI~A#Ey;*vYdjuRngn1+V(`W%sR57y*3a3qYd1 zBWufk@#k$#F1eper7tn@uw*`@z42dy|NOgb=rt!%vuQ8$T>3X&`unp%N-t6!aR0Az zi;2Z4gebt$7Vm=P`odqTW`R;>orUTVA|MmLBDWt&@@U7RJByhA{v{mP+)}pO#I1k7 z2h*Z>LgkY&>i>cgu@`G$!BhVx#<1Q4g({51Kx#ZRvUed~TkOU+FP7cVwr*@41*-Mr zMN|Eh=G=gt4>!D78S*!5tQ8dR6I~D z?Zb*YYj*QPD)RC_a2>o??XDO@t%xuHyG#VlF7itIg&!jj-+1M-AU(rN)rjaArhUCY zEJZ|Ne)#|@awO^(!yYK!uw?=wZR#W<^X@aBo)5YKqlB57`N8Ry%n85-i0)~0Pq~&xL&z~6uYT%}^OQ@* zTR(M9-O)?U0#5>!zvylgBO@$eLEBQF5K_XUmX5~*Dq9y?bF>47sNn4xc(38ZP?+FD zSRi>Ptjgr*_`+s)oL8_DPHy1CD@k43*N)jJA{9u>0RqI{jY(MbtRj{CdK|onX;C?G zy0S(CUKoe?=MbyDKcHm0vpJ2g|DR%pb8e-7=}*_Wec H5%7NixBO^` literal 0 HcmV?d00001 diff --git a/static/images/bayesian_hierarhical_dot_whisker.png b/static/images/bayesian_hierarhical_dot_whisker.png new file mode 100644 index 0000000000000000000000000000000000000000..f5bd8ae7db9eb268c3eb1ba7903a926c787a0063 GIT binary patch literal 75255 zcma&OcRZK<-#@Iqizs`Q5Ry^$D9H+Cq(U|ova@NZBq0e&$V!r(y^`z|va&ZJJDdA? zbY9o}yMO=P*Y|Nf&NF9xj`14L_2zX&S@ytQn!O|>BnRZ>q*X~swwaTVY(21hC%z(; zzD9$8Y_V09mDe+RKI;|`aAGvCPO(@B@z;6RuYm2k4Z>Y@TCW% zBqaBENJxI`k&uYIAt9l(dY7vrhX1g~O74a&2?_Uc;{Ufe#!A}bi@WUPl`ifY+edSd zdwV+LQ%U?t5_#$K>W;rA!W``0wchK!-?YzU=iMti3p|*Lb-wR>b@+tpYia+ey;ptd zEdR3TuqoT-|24VGmgX1sJxx%Pt&#PM;mK6<8-WxTR&)04ySK79TY8MS zZN4lzy`7Uon5Acmj(+t4|D0RT`X866ZilJ7Yh+&1$98Yu`tTeRDe(`c-&gjM{eS*! z)%Jh>+c_pWf&cw``0EEl|L1#%e>^T>{rCO{QuXF$S%DizSwD7e{sMkN1JLw>J*I&8|-b9UBd|ITgH)YJ|y z7&0?5X1?t^J>8;Z$!pfab@=e%sNwEo{<|%*LPsL*GkBJqH#g^E4H)xv5`1{>L2jvwW)&H?Cf%fLUM{Gt%r7#}0d4xp}j;{{DvTzrQFZrpQCZa@ec$ zmJXN`Gtj4vsP~9Fp($KLsGG- zeRIpVZ{OBi{L}SViaGVzUZN;SpM0Ep>}hUl+TVOlH}=by*EKbY{r&wGl_Pi@?}Tli z(u>-sxUJfo3(%URQ>VArxGi>-fBi}#FE5`p;gZ%d`LnrM1vlk!NTTAnpO}=12`irW z)2BOq=|#)FJ=wP$ExB@hc6Qd{O+!~hL-C)kywr}#!J(n9MzWd^76E~v)jxTD#l^)R zpC>&j(a+7xTduWqzo4OUw6wHTg?|^Gx7E_L{>FghhR4K&IbQRRF+0J*Uz&+QIkqD< ze>#P`UFVek6fEjAHZ?`_nV$MrzgBG)`ltnex$RG+tefo^f~zmOxQJF(R^pED6cx@F zwdQ(`o&ofk2|KF3+CtNdCr`9+%r`)RJQYhs_|uMWPbbhtyPY;AeSkZe?UM< zzSErJLi4rd`KHTGgZ{EnRqaRrwV~BM5p(6ZfOAX_G!iaGUg@>TnOj|H zgJH^^3bDs1_V!r`QPI<%Al=)$Zl~D0gT_b3z0iARbsb;$*2lvduqU|sN$dEImqTVeR96z3 z2lyP1`|l<`$(@}-D)P#Ejf9~^7GVztzg>A<+_Z^0$-xgFZoxaY&!dlPl4m*0OuCzg zhv%GuK@?Z0m-dLku3m$7>0@Ne1><%iKYyQoiWl+KB5Po78BcBhp+o#aLUP*Lo%g~H zkA>&!Oucb=)omt3S2n)TZ=c5-qBv@o%j+9B_{U!^y1@shxI=Myz9IXjEYjnt3S3icRH{>u1XUhbW4{@0l1-#jYA3wg9Gv2Ssy*KW-zR>#c zw0+OwM0?5VRMBNOH*pUSk2Z4wbWFwH$&QoU+(AALe&r=uMeBF#!bHo1i`I-$u%h-8 z@3XRkbvI^%DUKXzXl*TbnJOsvWOSFibZH+7>3X8ZpWJb7;u3;R>nbZM*1Wm(dunO~ zLxz}MX9NYw_da&GvV3#= zw(UANJr}V_7uQtTgS|GpHdn898plaDKz`5W2r1Cb`;P zFXS}Ka`*0CG}uvY?TX>r(DvMW3Ff^U!-7S9ltoKB%KaGGNOw;^kReTi1k%2D3%DzRECbk~;#=faxGAR)JvGn@05H>E8tPoFMaI)=;O zp30v)I5%87V7d9%va+h`Tc6c*6=(7l9UWyu!{fN&&Q5I<*?0bWF^^_b`hoXYOqyC+ z%f!uYtgl+iN|t| zLGZwV1Nrlfmx#rM`CwpZcq7;DQxo#}9 z>W&mFb|06Nj7WAJ;&k0y?HQTwD{-9*?fE{wF#F3a8Rh8FIzE)3yUr0GAHO#3DQUF& zcXGSOc@a_3Wvr=dpFVxMZDw{MQG?&ITTH;Ry9UU?Jw&Ht(%zRryy~?3%)YvJ!X7fw zk=faAd}sxI8xpZh2|CbI~Nzr>C=a@I%*>?cz#SuVnuDQt+@(U zWdI8P>gdP;%EIfzHX$C^uMD$07?84(D`a{0lUw!vbmm}G0Otz1uL<3%dsl44r=qFJ zAvr=c@r>X78d}TzhppqrEuU|ov>Si?IERkHybP_CF)%o`(_>4Z0)YWIuO%6cw*xxA2+Rmc+A9H7viLZgK#Vr1b?4(6Bp-Y-ZB(erSp3p@5JO zc@-71ogNQAd|*9DFCvXmo1l>>h0UtY!ArFt+XYXFxE8HUbA3E%BV*$}n;a@SI%0B* zE&Nn_9T=#ep*gecI(v`!ei@mvH{*0-jxU3Pj^dG>lodP?x3b!^DRHYlJof$j2l@G8 zGP1J5&hzZe&CNzeMiqhcUo=l)yi)ndWLoyreNYO$p6@twH7qVz*FB`WTc<8u{1Pgj z#^>p`Z&K~@pFe&CCrHsN-ulz@Y;xfWhe>+Kt5=7C1g9@HgyH47FO@JF2!yt0TOW^& zjlJgMiYYVKek%e4UG~C-ZMC(vF&{ppnbguKT)H$iIXP6nxmNGAxxT0puTF9F=&QGH zs{kY!@2~MLEG(eU1Kzy@()d1UuZCH!yWXs;qM~wMRrPRAP7a>U->Dv==rS@gK5J$? zcbXd}qouusN#pW&A~G({vz)=@#g{Kj4EEPb0{pqw5+JCWR{dKB?!=pIha1sjI77%?`@9Z^;W{z~;qs z{vH?MUKMmo>-v}5{;pxqpYPRiow?ZUJbubfgx+?zh8WQp1{|E6cPuRlXlQe$2-l;# zxzf6}R4(};HPyer-(Yrb&N{E_otV=rayI4O#nl`6j;XHehULE2zki-YU!&0@^YTK` zPqvF)4gsN|-jzn*z%ts~E3rqNdLQm0rW0#`m&dL{vzXQa;6iv2Po6w^Q)|MlolR8x zNL`p=dz!J$m!yo0K*4TD55|pYPwYzkv`dKYoVSFaL%;7xhjr1bd_o8Lf# zEL8hvt93VCp_5((2YZ$pkR?R_V}L5(PB}fT?X!B{G?qP{l;?wSvNq(@fZTVk@K3gM)+budovvVtFKDWPP!R zjh{atF5LM!)|x?9M|;tIN!yV+($YTr zJfeFni`E5-HWrdka&j8Z^q1QFte;xs=i`$?GZP5rBo~)-tg4EZRyA?6#U8uj6BADe z3x_N%EhQ92tHmj&+Kwn=$}FWzuJRu}t@EPPpm==22Jc;BZTdpD%al0qUvZa1kJ9<` zTL2h`hfOeT+3{g$dzKR?{39aj!5)Zx()aC&*vxlwbX8QdDRF5SjZr8Y$<=g8!-lAf z7->2)BIB*eY$!^MFyi?E-S?~w3!XfAviSCy#;&ef;IQSvfXf8QxRGted?|>lc+5@} zmtRq_n^w@ms5{>&_@eyj*n|Y{wzlgn$-4ER_Z}!mi>$fgU5wL}Y!TB9vWzO)+BFmH z=_ffjUiqx-*mo2|4C{KLrzirGgyH_0HTo&Zm^2UO+3$!uan*JJ6vvH)YXE zbFz@l;BG(34I#|qx-nH)cqZk?lEzQk+OCSzWKs^=~7O<`F z;P`dkrwfIWocgEs?jA&U%q^Zl3V*+u?_KFta?eN3Kkhaor>0~i(ZHQ z?d#K*SQ$Mou|BV6|EIGOH~>u&e4N1W=otkCg{3mVLSoW|goMl%*xA_;yQQkCifDO! z2@HD%4QJc;ZO6vo<&DRs-jw8wjD9^+ahaJx1QuEBcJTuoO}8G90pcNq06Y%@O!!#3 zdNekw8W=EqfkMoFDaaAZ&mcn+^f-U6PIS~xgaB}uk36BZvz9j!HGYqe3j+zp zDTmPvqzH#8@7=eL*bv@FPrcd<2f1m#a=SX5z zEAcN8uCsfvC;?t(e_S|3MoxY~h|UDX^G@=9IJ5;2NC*HiF)YvnKo-%e`swY@{QQb) z^yijc3Ghd>9cFsC+us`)lh|lhLW-b5+`-BU)3e^yGlPamx!rIq zEj>L|GZAGMrICPtK`oM#lY4-Xb8{=Z|9SCZ|MLE}(y5WgaVT9Ry7L!1@*Ga1@jxMo zW%D*P^hSa6*^VsBa&rL;WQYpv6nod)CHFpggs#xmrqf6`0=O3U6bSU@HCZs@eMh-^ zLvDrpH*xlP&!+?G0uu_^jgoR|e18A=^NTQ1hsK{jzvD@Id3k{qbl=}}!$ZT=FSJ-W z;p+cQ2=nX44Qg5e^Os?1D1H0MUl$?W_(`m=Ukc_9tk(+)3L+LX3Y=)u>Y!7{IXS)m z{6k=Cwd~tKS@8lfkQMCZNVtyfOH53p6R~@il$10s;)6wH=imTbiS12on`8kL zU05iwckkZo!18!W*dSmzmDSaTdU_ACvxQzOoM7?0u=W~)PY-f zr7>7eSviP4A8-f|2q1ib(C8{(o!Gv03$god-D1PGW~>*Rdm(lW5Kxho90+#)?_V9( zfqVm2>DsRYdSRrNt*v8a3?=3L0hjvG-K`7^W06G*4FtOo0|j*sp^<98 z&BmIOh=|DbRD&JZiD^wSz?dP5<~@aBzP<-lRaIHl#p^7xni?9;Gm+{wf4Z8M&bn@o z3P4*9ut_fOLHiou-wo*=y?H|gIxoa}s_OQcs#|(%?nT<~`xLUZxqtooHTvhz2O!OQ ziPed;dfYeUAI!qQeTs?{@hi8kU87uHUT!V$?U*dX8u<0=xn`mXKFhEwZ+yWSBSXg3 zRm>vGMPaBmQG*i@5^Aj9@+uTC;_;XJ(nm)|Zb{UretLkGpeERW(NH(NOQkTKiBiHW zj*5yhlkw-4iC0fEZRW^Xcu+qQ(8M2nN~^3gfbI17A?aZQ*S*U@-NN=gHbC1~mAM>sL(>1`u~g@r%gNPilvtEy69aGBt3Ush+Qz}inWZT@6^b$s4Y z3=820-V;_R5L2*QG8Ua2%eN5zTUH`rLSf2y4H&)VZ7C0l3*h}ZW``k@V$mgnebdCL zqZX^`|N8a!A3uJ?l>Z0ow)Um?@N&m&7zWcM48&VNUK|}CKaP@tnyTZzJe2TvK20+* zIP9uwLi3y2;p)bI@EkyNVpD=@JoWU%?4MsGz^PZ$7~Q}b`+N7`HpnR`iu2Cmm<1pnE32#J(kIcfB4HMaF$#Pl)vMX`1S{)P>|3;Jb@1tOlXR$6=O8tJ-u-N8X>4gJORtx>WNP|5dtUST z_pJ_f5G7GEg;JH6qTI?@6B{Z87Dzj+@Dh6yqg(ENqLsvsjCQ-vrek`whm6yf` z^IiAvlygD&UcS))B0=kmHNewr@4k)q)Ud``$j5FKV$#*^nx zZ_b{E%!Y-8wy24aj5u*A=!&}f=|kGu+BlC+@q{P>;k;Lk2lSy&kBmgu()hG0 zG8d{_yoz>On(j-G;RBu;d^X?P`~Gt)^oQUv?@|M1PR{YSzJ=}P9}*KMgG_Hi4TaQg z)fTnzq51d81t(RGKpWm{Ou3yV{hm@+vqn+X0wea#e(GUMr^t-?8YR3T{_{79qYr~yX+wD)DuuL1O zJsq?j8#{Z#^L#>cRKsno@ms}@b`W02J8_pFD3KsQo-)yWfGN~jt})+EQD#MDXAiCs zMg#;wp${`zc9M}-c84jKqh|;0DJZL_P3wio#Pb^$Pb_P%XpuKBn-zF+cHM$XjMXi< z-XuBX#TMRM;eQ;2$Oa48eyY3n{>I3CzFT#4?(@-%sRpIbc>_&`D5bDVKxg16U8A3C6xY6_+~{f*?NYpl@K%_z571}EA6sB} zwSNN(rn<^{b=_S#TCNqati{^V6x z@)OL==l`g&9_h~hsRC9rG*}s+_B^GuyqtiJs`2^1@2#w?5LyaW_pET_(vlfT6&SSbu;yD?RmKV_YlnMix#U}3?6HAC%(EW=LGzqUMQbGp#GT*lUR z?q28*twfFffdOlgFu=TxPtJgrkPLH8n``4q$;ppXy5hf}?JL%4AzRKkiV?02)f)Ld7NH5G?wV( z@3Y{cBJlZ0eFXHU0SH7DN)HyC#q%7dh6&CI!OzIfZvJf%C-oIo|E=-;Z$bO?cq)$U zi?wBgG36t3!QEW~dq(}*HMOf(PcZ%suB$Hqpq}`Z;oZ{GQf*(JoI!5E7XlDeY%VYd zVXCRKlPgaAX^B1!Ev*yy?$DgFs=ogi1f(lhuE6;q;ML20adK&Q;pXXXF6b^-UUmnk zTD^B*)9fZ2N*{0|Xa8DY(%b;!=9|n+0oXQp{cz*@7Mzzyqy4C;sFzIw54z zj~_q2q+hu-B*F0X=~MinceEkea6?B&hnx17L)X1vx+l5N1t8iFK!DDlDWk{gx_0o#V3xC*b7JT)pJT{8$q(!wnfgH9~G8vWSonEBDz_zl1kl(IEHv)!CkP!QHfJ(THhU|Bu`j0DES!)?0;3tb!2 zT{o6TTvx{8pr+&;`6}&S_C+(1m5t34Xbi$rJw9r;XUVLnnVA_h8~U~Np3MTTrq7?b zKyIvs=<*j@v}|(Ex?20Df|C6rvnu)DEPz9g+u~c>Ht1XcuK(kxGgW0DKW47_{JNSN zIWT3(_yX|QH-cWcPkS(?KrP6TeARG!5bi0VkD#YDl6Bm=K0Q!~Jq++;YRUn7As?iV z@Y^UU2{)F&N|~7&7Spa^j*t@`wwn*9mNN|WY_9h>txjf9)6t<@w!?22Yl>?J`5+ch zxVTogesEpjRa77v_$J@nh%MlgG4MLTIAM%8n-Y3#fBL0f7*aY4C%&kfm^Fhl>JzkyX*=Q zYK<%bz$R3SK(%YIZ#Wm7UH{~a5CaDyEaXNInmZO21epG;onzB^FjOk?C4C8aEuh2o zG^0IO#fBwM53Ehxk{lo;VZtPfiv!BS)9yzX1Bsz@fh{m(@r1vn8CMHAPWMt3fcXw% zS76BFZE(Bj!Wjm)kd@s9I2G}C`9B&1WRY|U#vtT8jIVTL3?MXz0JGy`{_#FWw|O$G z2K>ipb&es{N54R_+T4q`%03!>gs6l4`_Kab)r+Gd!GQ#FBmVr z#xMa>^M#9o!317XW!!!tlF)t!(G~a(JsJC-wzjr#<~Sh<9GCS?!9C=>fATZ4x6hOD zLrRL3YQr<{@1E+TVI=d(}Xp0#1w6BzR;(UC3 z;DaEZ0lfic<{Q{T+7cH6k!*po2YZg_S%7&!K0BqHBb1a7ylWu3AzJdfX&RK+tmShb zl(j%wxf04dxwt7J^g)=_fF%U=qi_%5f<;F-P8i-Of%Ys*Mp<7vX88X0dC(oi=6_s3 z`)K>xK!*WqQMi2BuQRJ2C59*Qh(0VV?DmWQk~fWnWHL@6K21Stv-|(#+uVm5K$_G-GzBkxij8w zqr!+U70+pz>*ec~pooam*GARYDP|8Y;aQY|!ano%K2CSA`XVbtBrk98=#-R~7)d!V zy&7&C0q_z<1QlJGTO{%d`(U>PjnB>koy$5p3{clWwuoAR;|`J~mC#HmGhoSs>GG<6 z@qp@c*xhN?17*BV=+TJSnSk5`XD_>f$OX18YM7AQBqcZB-b#SV4lx)$FC}h-vIN`P z5M#u=Bhv>K{(VLLLr6C?jY%hJKyIfIrU9iN zoa|ALVm&5t@teLTpVT?<7}2%_1(T;ZQJn+&4(5X4r-M2*uowtM0wfwe zB+V`D9~@i`<+~OT|3;>HyYa=dpj?0?#Upc=5SL$^w6_+An-5(B+?K(ycZ(ux)BOWB zfqMfgSp*XW{`rph@kGJ_jbn_Lfi+iQ6R7GrQWN3d5jguj5l zU9QJN1Y`hr;N&liw+6g?$>f)XtBZn#D2}EiL^N4Ox7Tno9bP20Puio#$HvCcde$%Y z$J~C|F=+yI-ll5kszc0A)15na3fT_tzi{CKar0>&pbFAx`J>(!B`j$e886Grdwt%e zT4Et@iHaBhv{}4MhL(x z@GledGe}yo5+&LA5UdS0U?0Z;AJMECEAq)@r^_x!>V*3$BAhch> zNq4*%VMu{sy`Zh6l$30u;YjuoHoEatcR~JAzc=y$P6{fGA%y33P1h~3Rrh`vp=?Y{ zOx*F(?&fxOfa$S;)E@(!q09GI)G%ru>;1ccXUASkZQoj4d-e_HG)xeTx_-e|_{n z;DY#vr_#U6{x7Kde7!RjSO1VXXPl9jQlM29{Gx|LhLs^p7$E{ z+Ark(McHo6(*zVGkI{sxjHEm%>DzN4jaK~RQz>T1VhXVptYIHJNtpBG0cWt|q$~nn zYOx$96A_eem*1DD=c=7;^$_@4VtJ4p5Mai+fW)z&n|CgvSdXN4Tz6B%Py8_NIo-_sg_)2mmTG9afGi%UQ9H1O* z2U=yg23ud_IHAEH0;)Lbg7G)2El55fO0icz^?F5ZEkU6I6^@)8IG5adxr6nAh$dU) z?R#xW^P4*c?nfMZB;r&+ZWEeM#%?6IAbi=%xFiKuCBglO=0+EdjW%1#B~WkMhy@(I$~QMqMybse0O z?qK-~;XlxTf~(K=?G9}k`#xmTXD4#2Mjsm(I-c-H8_}dlm9Z3g(SZh$^WD$MuYVyu z=vn$mY)AP8o*6II(RXbuZ}#B5K`P0g{u`~7Ize+1m0$Xqv4{QI0!~006RWSm`Kgn%3n*AW?8?;B%?vUc>B#(|z{r z*{m-~atA|M1c7EKuaV7lCW_X_#>5~BZ&O{#a`tQ>(dMfY{9+9C*@XdsO2B;V92~hP z7J6lTLLu1^h=@q2KsQG!KF1(NDOME;AtI=NZg!Z+E}X1SiElPlIWa4s)~3g^+tvTi zu}=?__N$z*u|c3LM`7?(q-`IM++4WSjP7O^OIX0su1czd2+=vATjY4AaPrSYG z`aeD5lKqs@zBau%ztSqlq0XQg3z9R z{*=CVFQb!o#QEvU{4*X!ye;@){SahqPJi(he3A6Dbvzc;3A!H)_^q2|Y6yl5G^AE| z>trD0g{dG$%U97DG2k++C76OR!6IysZH!L6mg~F4b zw|oaRZ06AB^r3gy<#3;n*YK>auoC-xlOD_ zY<9|{ohPz!xTf0|~fDQpQC z{s2%3jLqt5G1-{P;d8C{dwHl)@a~SmB0JIJ$31p2y1s-M2wfH#uwa*mVBeVY#8dwG z@fqMb^Orrp>^K7VrnkG6FZ$;n&2kH@xNY(7)QY~6vPHv&h2@cv3s#|3+=rR@JZyai zJLP<97xw4HOSi?WGEh?^Fiy6AXI$5_*U#S)aZDH%z~XVICQYoYUN$r|jLWpa$$3m$ zVS0uJ`gvtVg&sNvGtE_^M~RvoQx~rdSO3B2GdxUajUVj(t~H*O;+e@&s+hE4DL3!R zy+@cnKz`cX!F2Rs+8~+FIbsbycau8p@tkDct;0U{lR~4yvVWF*U)9gDam8wGoH1B% zX8S4R^a8Z_RqxFEJ)SDFrNRtxB@bcD|Dt;bV-!Iq#G=>EM*C(-IR{n`MWJaRQYpGH zW+76;M4J6!8K>KB&e=wde=b89w{s;Z?1~ zr!8Go{e6gSP(V1R>lueXBzTNuH1@V_+XCLwzLsFLU0LPbzV+jltPUkD7tzV)<|g|H z)x8A#9bV&zb(giJ`2)m)RL~p$4;`p>Wa)LAyzsQ&LxDmo`z4%D#wihCgwMJ~5~iPi zpo;L`5NrLWjoP6IkIBO$w4ajz2xxph0`&oQXiRqk_ zgJAqalAVR4bIqNdHSuQeqH_ZdJOyOJw*Ro6b%e;v9K~+zQZI!EfEGrb77e$l{};sc z_b>i>=AvSpcX)U>t-DgC&_T}P9REy$fSG{;c23OHb-^)w8 zzHDf#ofP3~0&H8RS7cMYABpz2KD$p@LE#w4I3e=F(dImA3xi94;de8acJ>vEDmOM- z2azz}*RLs1oP&?ppe+cPN!$8JHOGFntrK7sJx*KQ)_TOd-5$*rHZBMyjZtBxV07 zG)H;2#s2?6o2DPVNT&zMYQ@>&Z2NgO@R$NbC?VSSmwFF{m7NscuX8$6EpAZmf}-Mn z?5^uU+&-G^3J20$oSg^l+4$o(fhhhvba75rw)_h<9cC(WuFt)_z5M*jC+#nPEPo63 z39x`U1BQkpGrn}xJ~G&)MEI4LcgEN66#_2cCuPzCG!udOUhOR7Sg`SA4*z+Re*MGh}Wm7-?&3{}g_COqHc&x4!M(F!J1c z`-IIKI)${HxAcoOd>>*p63p;Yskqy3lV@z?@Whscvc~~u_Hd*Gh_};X@r7i)V_nJ< zDP|m;+3BJGE35*?rmBZ9WS$|7BeA(=3)~&!z!@v|7Pd7O9rQA+F!++u4MKOvo>R)c zU}*WHC zDJQ?5B#BixK|70rCkz*yV$sg(TvHE=CG^y_wb~y!$fF!&lu*>t>iDugjH8@6&|@*3 z1&wSGi+piu1Zp454CKl?t%T#^;$)RBXM5L=Jzvl_unDkJp8x*#-9(I&a>ZQ(!>jWf zw2c3Do==MWBE{Y(-|N1y46;(6>A$i(ILKyaF>B-P9JX&~gSL&IzxOfo=~dOunHl~S zE+m?x@ls*Ye$kvfp!F=aq8n!iuqxgJef(9r4+i;;H!VE{-P(c-?GPw(45CU6a!#7v z{o->iRid+OPMe}yS%^L$AoOKdhJQBoqZaEAepnmuxM@xPLRho@+2cUfc zZ{Hs&W;&WdGjP)(a@KKLD=~Xz#cHz4<%03Bod`~<;Y=89rY((^G|tsU<>$WxnCP_< z`f$(on1n=lc6Roin?gtwjl(~IcrAG5luZ;?Ftl)-o2YpqeY13hY0x3PMgP^uNKIS41CDdI7zV=#{p=3Ov=g{1D|K?X8mCM>gF-?0I%_PFFOX! zMIvnnLM1KDJWpx5D0{hI4+z%!Qq-Y!$C^w!Vgdm=Bx*(%RuYtds6O;Y%{Zmf4&<{3 zzHjxj?tfD}XF5Qg&Ywf-DaDK)5=P7bM-cdJ1TH7H;-C$<8o%@3DT5sOlTw0BGlW2N zh6al02f8Bx&T;azWc<8A+{&I5bDe|30?dM`AG-IuDD${Gbp;*N`Z8kR{ZL|Ik@L-) zLfip!mVCvje@b97UGv*5ai>H@S3hks{EIY|OxlCOM1SZl@v&)(aZ+=p#MuWrN%wbe z-_n5DzYsD5egzwe{AW)H+F2Kdkjc9=6$rFYqB0h|8&}9kU~1)?dGVRl3~qa`+3f=(PRkl!qkZ z_!U^LdMzxwA}5JS4aWs+7$;uinr{S@d4V$mNgkjTAn0F7o##!>)F~5K0Z^52p7cjY zhfCAKN$?-c&KEKRN6I5(Z2jd}J_+(g-TSOSwpuCRUKC)=R!b{oL2hf|QT+Z#j&+iJ zlR&a;R1N=L&k~TfeSSBYNEO@lMIlvRy?PZH%j%J|DE;ERfN7YHnVHCdUy_ye)DE%A zjXsHGi}W`J45UTo)2FANYUI8Ui0aEh_7o02PBaklJ!NIzwh4;e+a31HM3Z53o+>&L zsC5H|JOzD@Pj(v*c_}}uFYtm>0Vg{x+AP8fk;0% zED;;V1Lr?{<4kBRF_nrRn1Bf77!(EknbDl)ovctQ`>yZ zJnB%#U|HgP#2FnZN4)Lw_FgYTf8>PpW}X%~TzguVeRRI!GLxOf2jscHE%xv9AT1L* z+6PnM{(VX4_J$k}l>RP~5XSD!oAjUzO*Be~@&V%!XRHwKmA`zs+#pp^i#Rax-5?cb zZk}%ROYsa?DYG^Ttty`vk>O!*JB*4g3%${(A8S~8W($OYw8tt;shN$k8?~scL?bYTMV%CJyP%w zA3nSj#(!YvHi1wd;#A4(ECTE2aI$;B8A4!FW`%&DAU_;bX0|J@;~33qutgB8@N2l8 zpL9^pCP4G+Zq`iUV>DEkb?k|aWzslYkVv0-+w$G1ol8Flu~vl#WGg1C(jcoxCnhQh znKxyye{42X)nR=E#tWAYkP>b{35xp*O)n4{qJ}&!f6eiLl4(j+2G!8hQ;*D>Hkm`d2#2s4ls3di6kX!oGc*Zx4F|he z;OT!_L^nT!=pZicrb#1v`KJn*$fE8PC&HQ%dG_M#{w;g_6+}`q&Oi6PG{Rb{EhwBP zU7n6{X#0g`DelT4k9;5xWL`5so-a0VR;!6;-wH9m5?z0>0kh&BtW)=YeGvade^xB z$llTe4kT03H+_bKC>vhbxvTOBx9Bs*&DfS(Qbu6m8|mD;AHtEgS^Ju(^}Vag+A%a$CR4n+ z9#&N%1x!!V@L*I0= z7%I=Ry%jnJ-A#_{p!`UT@Cnl0FGMv@h7~~~`jD4LTht?YeBWz6Dwd+$w{3GH4K4*Q zSXlXl%#L>D%{)u@zH&K%y!3pHQ4ND8{UMERI`Hg~Y%nEudvL zGc-^B;=8&h_};oG%PVkv`>GZY+54B8yg^Jw=iTh#gPzDd!S?B$TP`!EQs|+@Zycc7 zU#I=}6e&||LD-G6XWxV=i}3TOY9-nk8F&3qI+E9=jLbG75Nr4Ub`Q$>PKYqB8&o;f zeg5oabk(2hs3)t-myel0PmQrrW#*^qiPIj+WTH)R=w3cV`rb$5?>8R3EoJE>$@?!@ z&b)uJ;|8BmyXn0Iwv61+3jth5Zx|i8p=P2{$2+9;QZSIK<>jKxK{Ef5Z8V9IX&kfO zw)Iw1IX%S5U*A*8E6d@By|xn>p20aM5;#ZaI0B_O0)Kbj`TJ;8dGSMd(}HF~b4qTm zbAQ3PVOk8Y4*+2*+5;0)Q-?}>TE_1|4CsfjcU?zE zCP$m0O7xX6^^7AO!i443r;FA)l^voR&P6v^O+J0_=~Mj?*>%$+kZy1&M7$j0{uAVa zm}z_%oXUOsJvP_r9vW~aUgKzcx>GPgI;~y$XLwmX?Q~36pr+2!*I&`k1l_yeD8zjF zbmi(1oD6-!Ro!{D$)0pF%kuBTzzY@cDljdJ^iPl)Ub8>zaP(&Q~n>eH%LGSPqYEA6B_pc56|7 zC+~0lwwVZ~;gQiV7hJ{3D~5MIbhkL?Ke~IQZfmH6l<3~I{CjLiwioJ2<WI&W$z?SN!qiZbPaS_4yp(vs+zOTh$HoDh>iC)44Z`>B9!nGo zTuW|EO-p;E5Zg#8Yx0&gGcyzZBwj)I$&dMGRxh93|K`JT&55O;q(c*fX2!-l9B`mO zrvD=HK*swW|9(_l+nzkdAzS9Lvwh`UxozCgK%U|YdUD)EAU-i7C`J`ewr(+K0XV7pFYC&Xw?_;9}qk6>jLrzasUL zUU?Tae}B5f$Bc^=fKfo;RptM`q+5 zny3bL;_H%`TWr|$)A+epaRwS#|TI*E$-O5C8p_)c9A>%wIuEHEQj$+J4*ii;Z|&t<~n)- zlWFYx?Kj2zN4=RtYyYk%y&0t!Xb=jKV|iIU)M)Fl5UZ&Huqvp&6nF}Ruof3Uu@|V z+d$5Q|4l?hc}-2tIdw@-`qS&%RrNo#iG2Fzb53Byq{GIz7)MLA6As^b%UY{X-s>}* zB78}YMgCZ~khRr8+S6RsQt9pAk#&Hbz#}g1V<#g1vgzK%R{y0z@`{_bZRnlh;o%jF zOGq+r4vlWSiDD;y!$je1V6xtwJMp&8!+}X2_IW;zV!j5c&kzi1%`yIP$6i_Vb~sg! zsD50)cUnoyGoDKCL>~;N%*@Kzwk`F?Chrpnx}DQ}{SIqTde_ch{(V`(tklZA13v9^ z9X!3~3v|kHbZ#1_p=WbQdMs~0edxTnCsbeW{(VL*EiJco(OMI7WE=gby;=tcS#Vz7 z`^l3X7@R-H7b1POkFpWHnUmv%tAgNUB{Z=&H2Q1@Yd76@jofJszG9QxPDEc^56%fj@j+Pb^TaJ2iDZ;Sq>oU6q=?|NhNE<5R|ezB%(Q z{9HvPCFbC2>xiWv&Xb#(C+5QgNbkQ6ep$Orj;k=bVSo1$%K_e_BR;3h`+XxMvBt6n zvdywO+Io73XW@G!LN2b!&5gS{Equ;0?L(xHq@Qtz%*S@=lff6vOn(axUDClo{+yVo zfA8KAKSoJhKA+vqkqvR!@kp+g5WjD0%Jo3*6^k=8*Kgi*`?H>+QK`*cp7H1DNs<2Y zjH-Ughkk-I1`{>I&jizQ&X@7%Qkq*xn#A5P_}-NwY&ibtYkh}`09!R57B`ylkhnhW zV_p9J+mOYEBD-tzva5igXJGuvib(;*s~0&b9x+?BzHpmDf4MCF=|c>(48MHgNhuwR zyp%+QEX(1CcRMbGMwoOE>33F~7W%|@=f+X|Y=cxPqZ`AT4s7jo57#=G*0mRl_7vF4 z=KI$kC@K4>N85LB+r#YR-AjcfJV*3g?&#MU@hyF$EaZ7T!mC6+WJ8^hkl@+PoIrAJ zaV$_@Y+3ff!1}sd{^rJNw(ZElPtBjAM}my0y}i9(vfTM->i1NiDG>1{{Vh0gLtR<9 zZ|aVbWXEv%f|O+GuIGtHw)meG!^yVJ&xh|&?Nq-Sn|WYMH;Jkjg_8D-+2N~gnFnsR zrsn2y{Cvfx$;2BdCul8*7P`(QK-zZ;a}EY1{-dQ0bixRdR^E;75k_QUCg zO!SX?^ovtHi_(4Hw#TnT9u85C^RFJF%PMs~Ig@@jRQ;H+)A2yLTb-%3Wc@ytiLVrl zESUl;$gWi>nuL8VD$%=fG$Via^vJ#Lx3#QeI*zqgOh{&x?Z#aV_?+ZXvp5zM zOloOl>v2v}@V)kpl#|c6xB=y&>7n^7dx+=k+2+=-hBuC)fc$Gs-0np+ zhJ6)kf1PqS@3=EkKdw{!c~AC#+~yG>D6s0cooOk@u+Z1>cqr}mm9f0|#dAzv%tBfd zk7qoh*okhSS9Lvny@Bs{YmKIhdw`v(dHh2j^QR6i7aTg^8yE!>gq<# zhdakY6#Jpd6`C#^vh}UsE-^0h5XjzLP^M9JdAE`6#ttvv-4k5@4^{60PIVvtkITxY zLpGJ22qk-GmzkOD6%L2&J+lfSDqD)ONA}82I!2N`qKxb$%KF_O&-eTL|Nht0^;}QS z^*kNtoX`7x-}h_X<@Ov~bPlhwxcaj%_$)ZATkUkP$^?w5h4~&4T^Unm&_hplA0Nxq z)FL+~p_jRplM^W%g22C~L-%RmcCYgR>NYktFr;)f)1LgHLaCPO{I(eU2)Pau6<%Ye zuXc+D8P5i*RgCxsSX88-?pHKLAn);A=HE&ScFfVbt^6neO8I zt3Q?~(-XgHkyRd*jidi4bqRs03*cbn?LDZUlFPaQ-$`H~%j)WC;5QF#r|`_^ENOq* z7q`3jynB@i{v5x->o8VOjk%tU^~C%sT%@D4EXhr= zvaB7vG^Gs1SGXXP$JK)_L?SCrqK4=OR z1n8A-?{ptuU;hw2IW1;^ z!BC1~W;#K=xb|iwuG-}{uY{E`Em_AF#{hh(V^dS#kMBvbLY*grTard8)RKO{L(Hdb zV7evHe_5>qRI^l%y0Y#7n8%R)erX|E)V?BRF($_C^y&;3FsDW1<5~tlPbVZU9s}VX z3d6zxJQtUiBD!z_!oK4mChs~`Sl+qf^(m>v9BF#5zjv+ujQ!I3i+G5cS!YTJ9sK1~{vh0P|-l55)i z6-eH(Occ7sd(rQ$MKV9>-?Nm0^)2x^rFj{*t=2y=&`{KKd(!{hm4Lg``(li8o+<}w zAX7KazwN6_Ei|K0g5V9p(8-}D;YQAireo6%U@^F7K`gwjvhDdi14&5O_tezaDnr)4@B z5MA>8ua%qpe`-+(ccF*JUN~i>C0SsQ>FGErSACadIhb__Y9?h@br(lw`M^}a19qz1W z-wH>UMzIwoFllp0uvz4I^y(ICfD9yu+ZRM$$vM9@6`GvfnSALet*#V&QGrx2PK%J~b2|p_>zgO3JQOL4AgMZ?A5THex;9m6~Ffes)gNL!-u; zf&G`&E7uh!RLvUAo!s$G9A+^xLOAVF$8Z|t-s-jg`6HsI|ByrN&FJdb^t4im!K(PV zKf0(ljD)v`1M-!626wZbUhwwv(k>gVKe6MX346&CbsXo$HwLG74Gu$C+eP>&^z@Yg zs*%Xta3J?OsFmN4I>07)72VW*O!cVj%Mp9lGqTFK7wGu9U!HA?1`e|>fA59WwV{IZ zOnqWKjy4?ehBio%3!sRpZv9=b1v={dvJ} zmZ<(Z{_toapcYIb-V+qVE5d*ejqa#jr#_p+5%Yz@SCmhcQ#ZOc+_}zUqRk$zekx2r zlaQ@$W&OgpgH%=BnBM|Mu9u<-7Tx4|Q`$F=H#WVF4`yaqXMzr#r&@zs3;a#Z!tLlm zZjtNqqCFZA4i*&eRoxUMcG1Wy4NrLgcpwnfrJ zZq>e4&Y1ee^c^Mirge(~H#$SU&fhTfeGe1Pyryfo1@p*rT+^F*w_c;5QhK`P-voo|0wKaxe0g^*hg1QCC&}ekdh@;y{v&}VP7heV$={>KxLSF7`bmNH2iM@FDJ; z+=d?$?mCa9cZod-<=LWScz|2MYn0ycvrX4KdtN``mKlGaLWL0xW3!-;P$=LT>EDg? z^}j!;j~64_oY18qsJ}-6@4L<7$*rlyI-AIg2Jg;w`cPL-x-B8?XI_{FRg>er4vv-s z`sag^m@lZy6lFDve^y^fK@$dsq^T|f>hBg!BdeaLPSLTk5KH>f`8y+?_e15DUeG8( z0*W$QqS&wNB?hFCmaaQ5c}Sp1fVM3$=+l*g~H_HmGe+G16g%UHP*jT7)n;D_eg9qjG1vZ`!#3H z1#41Mx2krQE}bdoB+f5vpO})W;eiQr$}6{!H@1sSB;oJ0865hLAF|s7$pCc<*l^G8 z0Hf;S+n1vnfdA35t2UKi)+2mct6iMqo>~mU<|Z)${$S%=q1>4p6AD8X0l8* zdQ-+JciiD;#o8rL8diD@KB#}ZzV56=gGSSdW)D~g1+fkf50`5Ega!((Q4UmYGMoJI zeTsA+^y^ezw+$FU!b3Kf%6lu<9F2n;YO%lE zpnvny9E-oQ;pOcOINEBg_oW608j2{m@Ds>6I(Wz6s)h?2y0~jEKIH}{|4o1*Gd^w% z7}sc)$exvZ#Db_{v}ncHM=SgvTyU`b%!@t^ob&F$+hv6S@`{HrVR0q(El=e)BoTfuFZ=x9jfhu>Mt$`*%VYn<<=MFz+u0QV=SKf-=u2XKDQEw$vi z3r~c7f_?Hjp&t0SUodaEI@Tm8md?yBi&>Msb8tpBc)m0ct0xp6H`l&s&OH_@s|NS-%8@)i?8fJl!O zpo=|BcepsyC0XGr@K|LQ`ExtfR%bO72g7&n)v>+M*%g8rzCNVb2OTb40G6C+cDK@* zsi8EPaaBkJgstR055kNAFGh>Rd??NNw>-p-t6@tKL=`A}SVJ&FZgS@|0?5juSI6@W^6tG&5q9#F~hHeY~8=*N4p70e`PK zR!^vAk5h7^VI~K>E=B#vi}}aSj@$n(sUwE@5sZuV?n4BWSgs^1w>%0_LN`RVBk>F`+@ZI*%G?_9TEtR zAfgj6WB#jIKg#*lc~becZX3)`Q{o!d1b3kZL3DhC7zIAAAX%P!dv{VZ)VK`Uml4ge z|EmQEW=&MJx!7iR4<)ChLlvhC9P?n$IeV*mlvBbhtWD5HwCHv~eBEj$GCsLr((`iW zA4@uN@5*AfeeU_JKkKuldDNvTG_O}N(7Q>`30P|NU8T2r3e9GlGzK{3wY5V7igDn>Re4E={h2A#IaSCddo)AR!s57U4H4zG4vxXn^?`V7N#QwRn?7 zcIBcQr%VeB3K_K? z$B=a_)1*t&iQ&*pMxrO>8slm>+6-unqNIR1dkKnJ$HrOoE#u60Eg~Vf; z(SPc*L721;NsD#a8mYDb!~*TA!cG?-=8zVxoCjbHn_2LY=K!5^F^)cs(*5_Z?=DzDiZj&+--W{E1e?kLgU<;0FKr;~Fq9AAGC}-8<&{g*D($ z27W2h$y!B->>ilHG7k2w6^ry~G&9>vZWHRtoJ%FirfC40A)R8yr;UEi@c0MRd{~T-#$XpO7s%A6K`7`^LiE;uSv02k85He}Ol=qP$%2iKkK7 zs3hKNN~gSEpXbm@skt7UM@by=cl09^a_xgk$I$?zZQOzMw?T%-)1*x@+NtY@`9Sy7 zxt;+I(W1l)V1~4O`P3iw8|I1Gd1LAXOy^l_+@IF|ZLn}JS|++2B5pnf6J}O`-_Ro1 z7R@z9$vR-rR;n6b<6(AjcD4kjHcokAu=U&PJEkLo02*c0Uw}y}yYXZXu2?<+0r!(* zRgN&=M|J`g%D4wU4UE;qp+!hFh9&k^35T-!j?KIuUzFvh<%TP#DPlsc%Q-%lLMWYm z!*2jN2mrL4(B(++&_3G#ArKq`4p68pvO6a%DIxw2d%xc-N$$5|(C9fx1ej`-WsI|W z@IY5JfA*0@L1Fb>awO+7XH^1bf$ha~%>0+PcNAI^l2C{N^D)UQRPT%XX~^`Xx}qH- zI;ZyN{M(T2Hen6(H~keXbLy`jyj<>*r;iK;is#3a zPGMln-uP>-0tfdcfLOtx10=NcQPZdi8|8t_TRjqh5WB1rSF2)A3m+9xhS9rU6s~n>`nOe1Mc@u9}Ck#q@LmPq#a7uZri1O~~*yB&kcW7uhdPHCwW;Cz3{>qBt z^J-J|q%&~Pr}3U}44+ZOI8Oq*2a|=gq?|ytqN7%n^YvD%G%nr|Ug(b`Ws$a`y1L8x zEMLyo)!nQp=Yw?_oyKV>7Z9H^H?c3ML7kTW?bnaKx(7c<+P`g8WO&q)RA}(x)5^I8Y&>}?YOcmUGpFCW>vf==3aVa@&joCxoM}?pd zZ>KA0Ps_iQJpfs7S<46G(jsXc-2>O5PhE=3{Q248tgJUqwbUaTr)gheH*etp*(mIK z0r9&$IiRnsRA1{N@4@@lD-#ltVPV*)0tBKY_n9LigCyHF8L_gh5LbeO#-OPKLB24 zirgQsgR)62DFUcMVH1cKf_`eyvsvH}ScZPr`&oZJQD=_`T3pa(5Z2gvaiNf9N0L?c4#yMZ6Gv-iNPbj<0`wwk zAC92=Esn;iTcjBYqK+{%QRa8qqR2Z0C9dtGndMrUUD*B zv>6gks;Rac2htFoGLELbe*L7oB-0==TQZFXs{UqwmDt zJ?M06V`+sY!MJleOuM`u5Z5B}@xe$cp!8{Ekhoa-c&iLs;a)((r^ zy2m&i@Yxv0>j2nMI#TYdCp^hda&-q zh|W7_?A)#tKUr*T0SZz=EIl+nB$N9c{=D-b2riH|iWU}k{MrNfF7?^7?d0sk?}|6t zmY6FnbEX_~-|`HG$$!D2DbhzfJ9`FsH=8X5<=b2XzH|Dobd&sI`KARuAt0D7aO&Bz z2PmDrQ;0+Er!B@*%dMvPDyJU5ImG%#NZ;qz&wjw60R*c;SvKYKy zev44jfKc3Mv|8IF2$zRaLk>{8i8s7`e0!ED4#J<`@hT3W;B zPK4i%`SxeJ2nr!kgrn8hV#xYu0RIM<8ps_}P8D+=nuxn>9p40T&pvuDBL^i!q%Rzn zL+lIb>F;{9<@1ohWU%tv|8@Y&=|%c~iCoF!*EsxHV$|LN%TZRdIq#p+Z_c*PdMCyN zZFhIDNKR{UC71rY3Q_p?y-Z>H20%@a-XjI8l&1qJbW<&XlT~Vdjnk2Zg>alRb@0L& zzshI|h50Njl}L)_zBJ?$xPWlV{ZcpHZ*8~@-^?A>0wNiJ$mMtX3e{GFVSRn#TU|BJBSRG&G25*_k9~pF zk&%)boI`8kaU#!zQRU^nYi~n{2~*8{tP5JPc2%4Fv9~>i(y@?8SeGU0RnSkl?!Z>? z56U$(;P*e&rcb&~AI3va0{rqYrPF1Url{m&N5$;_%6y{!N(@u%^zaAgQ>h)dp0Bjq z-L(dd?w0c#_xD>kKd*=DyzsaldI5PNU#$GF9~~V!bL7O8e4tdM1OoShs^#wAfna2^$2*s_{j(dtD@vrxAPS(W zrvv09N1xhMJtC;lT(s*vTRYt|{BAv)H2&4~z|TTA05sXS=Q=mEgP&J^$H*F%7(9%9 z9JJF-A|gO)0_03C`Afh9A!98tJC+mseQB^F8~iznY;N;@R!n~3Vk6-4f{&uG@ZX=O zaa}~X7ck+K^=_BPJ`8N{D9@`mk6uTnrUsukT2tbf&gr>PC5g;#$X<_F3Kb6=Z75xU zz!#{RndI?0+dp>OJ1Y4=j6z&pTlwAWcjKM5Ka*bH;q_j><^-v=HQv@meKv@#7fD}V zjpy$&2=0QW>=z1du`oS00VQ2AdBH16pBo?S(aI zz9kK-*?ko+6#L=+QDhraqoHE&_48;O_YHa3GA$5|735CTXgCMrHhI=6em*A=9JZM9 z6;Da$iTdj;;2+L4lv3`N7Ql2pJ>3P%4^HHgUfJJeYrgOP>8y;;mYnM6U>MP1-2oi8 zc6qxmO+vx`KR%vEN+Jyj`Se~T!18h#znhAs<2tYJqcas%I(=86;THY25MSbk^uknI zfwwq9<+eb~@P6>&ISXvPk2CeH-DB*bZaE=7&__uPEcUdI5=F z=pHE{iUx&aWgQxLOlTe{nY$v{jYC{@uIO1uuAT)_4tb45_Z^~PxI@leA|$sOHg zfE$YLZ)L8pw78=`QcVEJg*MGYFJFRiLAd&zsiJFkU*yAAaLMEBM`xv=i&Vgr^!&=< zQCB%%F{#rqy=XJ3ywQfoQCpM4NXS@0FLS?oYwO$1<5|wW4|Y{ZPx1V@D~(N4odG;2 zg7k`2|s_V%ic)$kY7{Isoi@_M!nVRyTO+2)FzmD4WXG#ATE8@~>lip%~J zJLkq3OTKPDk2lG8aSK?|m?h+*3(#p(CP-f*OWj|TxW4a?({t<4kRL|U6`09N> zKX5wX0{B%dR>emO_f1cpN&>9>GM%*p&FH&QHl=qXimA4p3vTzCe1?XON_478;46e9 zdmEI#rtk92ol?54vThh(!AP-QSmkgX<1Y@HTc6`P^Mfm33Q-;`m=vuQ5}vBn$U*7$XsjV)k6iqnFO$7$1QL!20+p2=*n_(%2{aJwAcBEI zdXltJ>KGYjK>r3k6MJI^@JNym^XS&6Zz+hn#GUI*7xSj!-uGE0M7lVl{o@EMHoQuW zLFI9+ONy%QnT4f+zHlFnVa1{m#(yr%RrNZA)cX2h<^hx{{^&TiRMs8ScTFSrzzI4? zzqbD~qh~nE96(b||*cZ!lr!?0e652oF4uMf>fXS)D)|Z%b;QxNS z)AfRGqTK{cjXvuJH`iMVA~;J{^qFJM$W}GzLY0 zot=zrmPwzFvXmYE?D@?T^gPQt1rTpP8sK}>1+((H$V6rp34d;mQ_`XB*pVDQot z^qB4Xzr%V;l08h2NUwl>CO|48+8W>(^V{Xun&;y*(aD-2Ktx+xXLsy9OnX4;2$ND& zQ2Sy&?P4;%@E1Jp0l2L%?R!^_7i+_VW!6(-@klvuY;ux1>B}=)h8MRNU;NFbVbAC? z4D&&A9`8eA6)h^2USC05>#* zd*dK2|MFCrBR!HWAFj&r*_dv6&x`nQGYm)w9??rru=N79TW}G9G{Z5*!vHm%CMk{+C6bmI-0%TOqYB|D&`zdZF%tB8o7BF+ay4 z&7P#jOoaG(tS!jT;STNnBr++;jM0Vu5a7C&H+&KfNPoR}C#4UntB=&iL5Lz;NZ|NbvHaruMQMwIV!ayMB>k^oh?G8d3Dl>0<-0=+mxr5XXF4g>^ zv`l6!KYvED#o3L;a08GErT#jp$O>jeaoycyXOYj$B0}kT z;%KX;ia4&cn64fcgtb|>FjJUfA)l>PY-n}_6lxxm;R}jMUKMeDm4JZq?MkWz|>h`2%^T-LE&*-Lhpn-Kgg!$}Ha{yWh&#AGIA zc@$pIDE|*wqnyVc$fYq%mC%#G;spKJcf9aH;^uK?WFE9LrXA0SI?AAXL^UkjyXY6P zX~GsK!;??maGyPzd)njey$nfF=#$(AtlcZaTYxG8$tTFR;}v_|jCh{)O>N%Qp#gam z2#x+-6~f8lvB;A2rif7tJBVkUytlf<#WWcrarN9Q-{k(J`?#{0&P-XWE8`i#gIfB| zhIZ1Ge8bEl*_@`+o5@~P`tbwb|5B~Ii{N=-IF-nGJo#oaVG69Q|{=Q+H~+z z5djY8p6!#R=fm8S{*s5?fpY1aa;h!7py{%>aS;vsA=63olV?=HHr_Vw&@_-2KbtPe zxs}>aE6$R;mBq>Lth`pd$RA|s}1oGbI?MIZYX6>gt0}A z(6oG|;p+Ffj&H8!`ZNhw#>R+30ii{UJOU(Dbn^CV-K^GZRc`dW+pGZ79UJ$VDrwvc z=0Wv^-#91PQdBhy#-wwSK$dXbO!qvBw7YY12#_|Q!s=i}P87FD=UB|O%S=?P6j4#S zs>10SxnW2UT%sy`qI*BYH63I0^v?tJ2g`_!&2dqZN-ci7js--&+3vg6RP7CbU|FE% zT6*54ZYy8nZLS)FUf@aGo7Fikvq;>+fBU1$*p=bWU15#kU4BZ?FM<)TdlJ(M0SCWt zKYH{mtQX|SI#-|7%NFpEkaYl8F*BIu>Eu*YCZj*<`KB=Tbm|crErsxXM7Wub^L;4; zLrcX|lY~vg`m(eb#(WXRR&%4#6ik_*<0A}N^dfpMjLqE~tMdK>O|ewKJ{2s@*e&@8 zsxUXV?H6nz=h0@yWx!r4NDTlt4c59hFWJKpX%56&E=}y&8q*?r4+OVJQD^ygQgxL~ zHX)0?^Pg?HZYR?P44;EtCO(KxdRTVcJDFzh+E$%JH-hLy9PM(R#nSn#M{Y)TZAS)& zJYNj!*I7uRF)}yrffDIq>K&LH=o%0~XM05Y5clV9!=SyVDIJPW+yzUKUh7!>^QU*$ zSNW^YZc4ERZx}Z^#~)^lO>oX+oWBT@^AcxgIz2qP9S=ch<3;(Nlr;1G084eUU&o@b z2ErH$ii$3o6cn#YfKU^TT4ti^mkXWHPk{ezZwas%@FCBxYdodY*Wa!m2&5QCe>LRh zs&V$-AZ0Z)0yh_wmHt>WWH6By>KG+RpHxy=CNg>~nu?<<`F1Sqf(Rz|rG=y8$KfVV z^KRK_=*FS3gbvf@+6qawbsE>+C(%=_(}4v2gc<_M01ykS*g~M>81N5*jQpFAKl^#R ziij6>R^nGgqEGdwD77gT*m7-J9*4Kx$rLIm@t+jZ3XWTQ>f4FLG8rS+I7)drd4g23Jx}J z3TNxYjRu|XKr$P+YTwpvHv&KnA`}}($Bz)3h+@F>1?#JaBot&tHJfzMoayZ8?gEA_ z{6Iwmgp$p`_f|31nu<3OKz|rIAxk?%t5Pip$+7@88}2iX2)Y)Iv@3PUk;xIg zpOg-Q{8kV~v!!F>n=GuIq+s>1udnZ#NX>JrY(StmP<3AGjL_vfZ|z!O(9KEe9I_bb z!TMQtj5|#>n-bMI%%y&Nwt=zZFnf@yGyIn9OdCLGGW&CQ0A)2|bhpfYjF5x=r`l0} zp9LsWK=kS&4N2y-6#cKgAVV;7GQ!>%x6WYPuCJEvDi_n4^q8R$Q+~;Q%rCNht!0c* zUe-6+mH`Awp!!Bu%t>#{Ky$G%(>z)4-hJn>uVsm2WT>_nncAEw0Iwh@Y{@FG@AXzq ziU36oi0QuW@<&duAHrw%;&zspP5M?b4!&F002A1}s!s1k?XBkJXgV_)hBsoEPL|*{ zk!T${U?{Iko&Z$|vTpc$L+PH)&FOS}ms;_znoGA(idnG3?|$0XQG;u>G>vPT|1o%b zif!E+Vpn3XmAjDr=|3`>(hi`S9n0BQ_az=@K99bsr9FLBLLt@wJQZKtVU#Pcsfh%a zT212s(B*(A{dn-=AOcIOmSaah=xO?d?z;&BO?_M+*J+gBQe5X?)9TWP#ly^pE{85I#B+|EI`HIp6R)b`t8pgPG0_5K_Ht->kQD8w6?Kq5GNKQ_6{IxC={#-0 zzcM0NZvK|Y?W!6I5Cf8j3g)8@!i<1hbsiWN0fZwPO ztT2lQg>34x-OzAfCpOtzBL+P)$Xe}tcLYantnNx6CPbj#eEgQSUx}kNV{44~z8b0& zFH69LF=!9%EI6p94O3LP{vh&wSRETn`|VtiMiR&E+qc0jMGT)%)p#4BJ+fdJ~#30s0J%8}=heNGTbwYK5$@1hEmgDyz&*RKC6Ptt!jX z%G#RTcJ5Cp_goOX9ZXKu%S7bCvh$!iRK-tC^tg7H!d=Km|jO*QYSZ|C-Qa1H1 zoETA|nfqWVvx)=Np1Y*#SM#mEALL>hE!~xyKx!Wr%hv}lha}Cw#RK|KXXFtDcMe21 zFz~llK7Q$71*{;`d)5%UgjpT^k(TU;U$kfdETo+39<%qh2aIi0^r0Ia$N4Ove0m16oqo#ZL@4TAeqM z=KSP15E7XmE3TAvI21jU1XXlnoLI6QXM0eVOn#SrcNIqmIv z9ukpJ&37zMkJ9xFy1w#mbFrGdojbp9YLl^P`Mw$k?c69WR1mL;AfkY#GjLU>k=;uA z&Nu@u3S|G`=#G>T3@jRP-1}+{wHvh9&OLuuT)y5DgeWtwL zwD*)_;Ew=-H6qfu$${GL>VC+i83<4wq6=Aq{sAN+01JNb{q5)f_;jiUT`V%jJQ-MG zDKYF2{NP61{r}Yke1z;QdCC4sZpA}m>XL426}`91H)t9yz`+&#uOL|BGp$0F0{VFv ze{p#b@H7Sn20+F8{hMSnB>;sNR5`eSXdmq|OCkD;&V_Ajt@BEnV~3TOlhj{>zx-i~ zzxV33F5;k#=cd&A&hapbFpp;(%pFLgT?}Gg-AbL;Ok@z?yrvRft;cdWJJo3-%-99$ zV(GRYYW#`e<(_?&0NMga;P04S<7~35C!cC-Q)LYBoFZFd7On~pO*>F6(4d@0_iXX1 zC27+UOuDh!kY3**2=Wu177Clklf^tu7aO<*COmQ8G5k3@OAR3{4auJYa1I6%1EIhic_{s<6?|c*2)$l!>ffo zWNsHF#xt&;h`jMjw`|0?ofayW2xR8qyhtWst&-VLG#&i3*UK?>%8TebnDo_&P>t6 zj0;~29nx&vrMn#vtD|AenrBqDs}D+pBwd9)dq7gRV8`9U)Xc1Vy3rf)>B3I**#PL4 zV?nM>T=Gcw?RTb29I536!wvut%!3sRUdraMr&CRqdkDV*iyLNSrU1PRKG=QUI;1%% zsWjMYQNcL@|1BxkLQp%vm7raLHZ=}%$@e^dwQsbuHfeo#6$d#O!&s7H z6pQ7%gtOV@LY|_cXU{i0>&iZ?_#XfMY${HCBNn7tAW3l#{p{>Ct$AnE6DVJp)xme1 z$Q`}w#{!`)s$W~j(G=fVskPd^I#vUt0(cfostZ0hBb|Sizk2WFl(MbT_yMx4%Oir0n!6(N?Ly`+6 z$VNc;_) z)cM_j9Zq|_uMPs~znKE_E!MQ2tE7~LgEK$B{oJIoKt0j%KSopyYI5XhN;OL$I*8)?VVLDz~zFQ`}SJ`<0 z@VXecxw@IKohShb#4B6DGe#)n-Muc5P4={oiNL-iixXg7H@M$NAK_#^mD=kNWr#eZ zuYX|1T+t3JvP-d`KpeI8M}}^u<*)q2PkibY-KZnh6SURMk)w6j9Hb}O zJaYxIN0&WJ_X4!tt^>HMQ)F=NEERqZ&fu9ZXM_`oaZfo+%*BGcaE5(gr`=eoXonyo zkcV80Z-BB(({-W4-(&L}rYLkRY4_F<y-8HB*Th?AFmZ-#QlP%o_FA`oxdDz)#12qm;IEzmCc1~3!Bg`*#%+s> zyS!?sFJ4T+6mxqxw{iAq-k*@p$tL{0&4EIy-hoU)(E-J_*g?H22d?R;8+5x_vS1(u zixxnugfC}Smi`mTvSf597qA3O3CTiRRWh<6j_#ZuTDEUl9lOqztadnJesmt$^L#ix zd&F`K2CZ|?1kAhBF)cB$bQlj}o#tG|x7(RTu4xMijyvIIhkJZvx{@XfFd&R+)CUI# z(wxdJvg-tzAjRV^Zd*p?h~2Z4|pNf)i)ILhC!8$lFG!I%D_##iG zOuIHcW-{c`njW1RfDxrSC=gHu{nJ{;U*hX~P(Tn!b+hxW1$C4q{eQV9w2LxeV?bgA zGBTJOsktk~h0=4!;6RBiVJ06iBYEt|JdFhHA@CVQQX|hc*d6Jhth58e{|L5A5Xl~` zXd!74knlZ^D5?B*eY|{Xiu-2rEIFH0aP8N;{wmuB|~Q3A!O_$bMjAV%mpY?cuOQcmdhSeBt=p1sDWn z_8w08eVUlI*COOyq(9)y64Hb-h4|e#Pz=#*If#6(0w_qx_vw#`pd+aPGJAU3bYtLh zED-k;rlV(*<|tlTSf7yr@iOpqiK?C6d&b6(sj9{Q{B;$Zs!tcAIQ~^0M~fSbetoI? zf6XgSAY%t6dVE~|KTj57-bUyj#Ga0f7m9451CZS9^Y_Oy@V~f1g2*B4yy{E{KC}jk z?;NbvYIkoua$(7ke)CMO`<5652&fFp%yygZyyJ7Sh)pgY*?~I(?nV~h-5@%aBjxJ5 zU7!X>x~-cs*-_4uS@k;|xNrq_0uBnvzC(NDL?V*TdYb`Mdt5!e_PPO7OOHzg=AVGx z68l1ndqYaMe0_6sVfJ`^7D;44Axot|bq9uKx1)ca0kG?@6FEnaa(wyYpS`{9uO^sp zuuw67GGx2Yl`R*&uPpjOHU@EgOo11JSv;(84qDU8{q z04|+iNqIr@N3snVEh0vT3z71Bqi0dUF7+v3?G^cu(#qZ1(UAm}JJ@U{V>vmiZ?^n* z2_&k&y1wz;oNZ?REALyyKZJ&F6=9LqyyWa(3bVjn{loF>BL-xR#JvU&V))pALK96! zx<{DIf`6+716uI+rog90Q{{}sPO)3X{C#X}-O<35!L_vwUhH|%*1uS}q-(T_6#vL; zYn`P0e!~+ZA3Y4HX;%03I`Z&_J!m(P$qRO_ut3NFd#$g)fB-XRw5VHpo|o?SKDf4+ z@bA4wiAzd8LU!*#UJsB<(1}Cypkj~$NSBuvEwTg+OuD}J+wuzwowUZrHZFsDWV@T0 zE%_tYmbj9D*&6gE8#L^xw&1FP37Xv5+5a1bN&P+A2^^ABD*?lDn(dTt?*LGPFc~9Z zNXQ=1;Gop^s!58O__%){cwxJ{cd`x9ddqA~v9eD!7>vKYitxZMHYIq+z(W8gcVu1& z*exD!t$;3qvW!iEO#nnn$puK}m$8WOOmp(NX*6!E9*vFyvGeGp0=gbu; zqE4nRgGzCQY-GZO2%B=~%V0&(1w^m`t3TKhU7rrt1-go`oOvYRI^XXvG75WXS==F& z1!6T+eOGIjRjcoUwGvwKz$>^AU(q59Et{VH`XnD@g}`X+y7HM5@=5Nei3koQTHe%? zPp%e@MT-m$x-GTD%lY<}%Y%7Tf4(1&fN4un@jD!|Yj8;&p8?JnARAbb7B!=ho{`ZB z`F&byk4?138V>c+RW!H9HqDZWeQl5oE6{pMw*d415l-> zDh{&{2yu&}XTbN3m_B!8PpCm3T1KEyR`YovWK9_|xMUMm2rbSCW*uAOmTPUvv*Fby zfbXW^iZ7Fr0z4pyh!0w0AgM^kS>F;rI$&wvI^qlkx0p*jG((_^m<1J)B=HZoo>#Eq z*-@+YI$&3R6zPS9??`#xGs(G+DGC;fqto&&-Q3O<7QTc&_J#wv)5azy9&nfp;A>75 zj~VjNWbJF>WS`l`;H(s!_#W{TlpwOZ=jrK8`-|`2_yT7J+Lla7hmNqqLKr3BH}_hy z7RzHMnW5n}FA|QzzR1oiy?k7)?mp%hUbI+loca*#U;ztEvvM-ovR}qw{}i%BO?oqf zA@bWlY7sCgEBno}2hCYw zuhVUh#;>FHee)VwtTf%8ii}eJFk~%1D68a?Y>*t?ltfRbQ$SgUa4EOLMqv&AN*Nrq z^ijbx98f?rx6&D>LYxWQggf`N-NKhuLCtuY*#YNxP#C)_S?>{rHGX_?rjvvM(DHtk zJ{Wi_z-c4N%HG<6Oae%Bi4Sab*WsgujcVipCkL}V5aF6T^8G(&mfQAxS8i~d{1dI7 zrT%^Pjp*9s*ylh@!Jfmqaw~#K9krYfYuv-aNCk(fLM%w2*ka+qL?P&{{NBKf)FuLr zE^s^%9pAD@MgC+)r5Ihu(Ki9>fZ2`=B4tCj7h zzGT+R-u!APB##L+jU@%Mn~T;4sdGa@ph3@yej^WE^mgj|-800p`n*h2;BrM@gu1c`ple-0)otX&lCn`Wy6VX^eX zDIVwlpK_J`@)+VrZ$0d5?L-!cSpa8&9E9z4OfVC;p``TG;;XBFPqZ)mX&bL`9*)Nq z@5&9GHfP`HT;C|)bu>m2HD-cO0%2r53oY0iZt+M!ilZ7q;iI|R z03K|i8#f-p)~`_MNjLsPsMCPHL%@oSjS9LndSBc)^&IfjO?T(^=-WhIt0GgLox6u= zc(!ECpXk~d-_$X5!rUXlx#;`h5rAt6i``w-DLMEkK^=8|ZG^eOX+%}8=PcNf#LzP>($NzVqa z1=62#B{TToUZ-%n0ntT%ehmTyNz^H-0Qo#ZWbZ(x^f->D(LB%G?j{LBg;4#+a6A#u za3ZMzsdMn(XTfa%X&}-Lr12TL|9dby5W3BJx+D`ivE8Yi?ZrRdtBYM(155D3MD+uC z1utF~cpw6H%q6eGM(^XP=lEY8Z{#W%4GV+8CNzsA{#KhEJt5#);4n!XSW+=7e_J?l zE`)(wR;?n%hlvvzcr3rSvh$CDXAE%2pkK+^r(3dGc1tkdAofC{(qe(!&xJFK=6%L_ zG*B>MGO-MLYo?iygwRmxzp-IiG}7MRPZ8Vo@`}mx{{X~M`{#4fe0_M%EDI_5aJB#y z06t{fXX*|CnEpZf2+?h;MP=@lW<5hH@NMrjMI_yK+gN_8`dAcj0@o(nevVS}pue`T z=ek9pZDKvVYK6#%Z`)ptth#B78Ln2Q9)sbl(f#!) z8-anEJbMI@H_g23UeDZew2oOoM$Ain*IKsYFmvG886da%aR&5Njr%#NboOnw_h9_l zhSi$$CABkQw#F@Yutf$%Q$esnhL(h2G%y>S&B)l&{->mnw*{i?7Qj>#KObfC^~zh8 z*q;9fv%Qyxx_m0Cfz^J;#7H#RUdx{J;cDyg73lwRyQdQvEG@PBRL^?iL#QI)XW8=nXA9Ib4!uL`PNKFAG2NA=2 z(X)|(jI3mYP&UA8DYa@&+24taU~KoUF73PQiE#w4d!;XWkZg6^S)KE?ddT>L<4`E< z2d9mDPhR$+*i2=-BHRAwXDtz6bKl9tUwM=D6+(vGIPba$f8J08ErW@-HrE#SVAS^i zKs*rdh?kb{Ei<2Q1TZoA9>>q*_~wnxN!94Ou$>~Mq8~KQ7}6ju zPw??l@XYYQ;sbF%e|&`t;2ebu8dw-;s~rlqLh@|5(H$f_#phj4XWt(mu$kd|O*A+H zIQutohH+*HTvwmWULbi0O>R7z(zfk-qN)Wr#r9>!fLD-pE-lx%HCY3s3XnPu&L~2X zyG8hw;=vtm2(Jz)ZGQj8p`RQcs5ka_%Sk*%)9AYwjO4MWto_;H^ik}H2aO(7hBbQNoisdDi;zh@p9Rf5mB|lB|_FACiKFF zKLb=Dkb-hzzlpVC#`gc(UOG7BpE31XKlo}YJ)QhQZ6J*yGNw{ZN0mzU5@&1>UC0xv zdEDF_RaGLl9)jpbS-N_n?_l-8KZ8Q;ldEwFk_{(kt^Cw96d2JrJ^0D{tQK=({+qc+ z-}KSIw*5iXk&JFpa#rQh$ih-npZKQlta|2&8Z#>^2|4zwCrd+V_W1KqXPzHBz6h6j z?`n2BPhBa*WI_duk0XKbffH)VO8?z)@%Fz>I>v92!s}4V!06=L4tztD>_L^RVb{n@4yfr9*(y$s+I(a zV*&x|ZEa^*rF>k!9YFLZETlS3Yv}BZ7+g_?b<3Uchl&^Rn17wa|IF+VkE%%!l97o= zhBK|BM(0WBi%%7i0SA+_-M0jqBL)H%uit34*KSm->=*m8qWxGD=Zn57PVr5)?e4Rn z?uH-w-c`duGXzpVR(kosF81vSr!rG|^jHnc{?){H{=79Ea;9uuHS(?or5+;Z52G+MronnyV=$ibT>u)qv3h6|MpHhDD zh!9?)gS!CKGw_`bR3qOd%xY=*Bh5~;(Wb$P8rg9Co_4-Tr4||30gA`X)inep@}|#e zqB<pIWp^D&={L{{~l za1FY)WOTLaO@r(4xX7UMe-a~;0>H{aXJ{`s-c0Y-nZx=Ki2h(XHU$x^w2?<||Lmrdz(xvX^wCqL8#^QyiXT?P00kGMIy7Sai_2#xlZva+exK|pSzxn(7BSFY?>09{p&_l7dKQT%%ANAmQ zJ0s`ND$+Ja6Rp_6SAPWRN&28CrT?b|*u}w7IWTZhqc%EaM6<{ic?kp%2Z*~peejH6 z<<()NSYl{D6!FGZWVfF;wp4S_!ojNFJC<|$AFAK0Y!?bm4p`Rv_9EXaF~VS;>KpO0 zZllp@4u($;!{)^3W;V$E+-Is-#Sb0&_Lr7D>h*EWd(634HhXWckq~o-Gy|XfJ>|jY zJcw_AawSx~wfD|(i#=vYX3Cg=b=~E*JyJAz)v%Mo`n|)r&QtotSwZ)t%2#~FUpb{5 zKZwhzlpii-;P0zsHu-km>8x8t82m7DrE_wu{1@fJ|BBRYaSreumML+4G?B|4NwSj? zC=w;k}lb-+4EqMepTCtMZNdcg64LQx_(Z!UJ718)s}T3|WIyC^@9 zSzOV|_Gsj-%Z2HR$q6R6mAG@gT}U%VsKMDR&eKlChkpTTeEBtHntRL$D#^T87=eFI zOnk%-GS$eV#tgm>Njhz9Z9*Im8uaLZ-#&l-voONwR}f!))c1vLzcwO^K-G)}bt(=8 zO0?4~S~rgWP0E-+58j}0|I$uE9m>JMaa30q-gMBnhC5@t);w;lPM8uI;I~F-?mX2L zs}Zo1IQ1ysHrJcCPgFA-bNUQwsi1n*B?&!{F>mW_JNU@&h}gshL$%MFRyfK^DQd_J z$lkhsGdQpX0Lb8=*|C`Yv5oqEkJ_7^eP#a;)5XuJsRbAREY3Ee<*2lSmC%k=N~$Dt zUg|kpp%iIr@rC`luSjg;@N)mU!WvQ5jD|FKbiLzoA&0Z6ag+ezieT<6zap_R1Yquczsr}xc`nnSp^v**_#*c zpeel5(irHhIIB~6Q$2a@Ald(jNdByIQX0*mgT7{6T}^#@uv3OO^(9oSd_RqA5~;u? zbJ0^!@(fFR4ogo*G~U{b9+6P8i=e2986^nHE5f5B$!DizPpa_Qg^=H^1H0UGx~jQ) zo{q%yT=)?IBv$vJa2fU)M z1WjN6RT4ew0e5-mxjfBx6fJz&YjJ)sMh21o2F&Qy@0d9mX-i4o%J=Oc{jEP=RTfwK z*KZ@#`9sK?tT>BHm&i+J50v^i+@3IoHgc44`fj8a5-032ZZIk7jGiPMa92p->*AY50AA{r}K-WP0TzVbM-J%Wj>*8*e z3XHOBTfBW>hCf4A*=Y(zXw?T)ohr31G6Uq93DCMl-oL)KF!Sw{n3=o#Vn+ig=*7N; z5`T!ZdZswwyejJ=l8XI;+*4zncC-5p+1Wn>vCEduN|JD z#k-1&6f4*j_OE@{TBC#xfEfm(_z4nbmJKLqx}19Pz3H-K@xPHMN$L~{|MbI3PIBXP zS4f-C7=t#x^oa#W4(hF33YCC<0KI531l=`aEr9MApE70)jES)yJR+;BIKk^qrR z97Rn{Pcnl}g}^|@obOWZ?qm`^^0qae-RHSO;#0<~dG+Gpk=^%>)|7|-_XG{=?D+%1mr%*d4>4Q@Nh6OWQUvUNz2t*Bct-E`=>7a*ElpBD z9`w@&!g|sI850$`SD)4WI9E`Rvgx>J_(zntHdCynr;Eflez7=&U*m-Q9tR_Cp1MN_ zoI-=VTg49Gwc8hhzhHz2p|p>*w4m zKB=E8`TIU|5CLV-fo_673)&R;tnf9a$6se&a(74U=JT6-scu{P9fe=D-e0&5XDf6% zvUBg2i+$@4K2q=gcV#ZJarEBg+l>&HmS>bXH%4Vac!7TzbB>gIj*db|TSItVqCKsV zby~@V9K>zpPv2&J7lOH^JH>%o@%4hrh&aZQyr&aQE|GH78HyKM5IU z1i3+cLzn3>J6tFVXbM#I?OtyaQ&X?ByO+{kv+&nCxqC5dC$1Z0S>3zLj&7)c&abv>5NLp2_z;7q)jyd$LFx~L*aOlH7paT(Ec4yRM*PcBm(J%z}U42oG zl2||j&qeV*GNFL&Ceytavd@~pQ@R+PRDjP0SNZVL{Dfsm$$8OXyo|)Cc>8J?hQKCT zVSkS;57QwFr1HYY@Uet$4rO{aOzVx^A zJWaE*b}^$EX@-cmcLSwMvL13+8*vcots}TzeXn`_#iG(>xefSrSaHp~c)raTQdiEI zs@aCe`kUtN z+kB8E9{m=f5WqmdlA3yzzIw%jNVLrTo9Jv~<~kcacfzY6*>7#H|0J5HPw>fPNnE6a z3Jr288|0=2qTTw+u>`JRJZA!+O-xoR3#i!8zu-Xy=E{9IP*BtYAJ+T&Uu~ezl8xDKSOWzE z{>X0yDRAu?Q?P0R&*-zP$wZ6MN^-@v?|zsH?cSlA!`bB69l0z2OE_KM<~I832VXF- zZY3PTqY4YM#3yt{cfNxadofO9NOQ#H-!y=G{AAEEpMP-L2{VcfX%GK63hVHvPwgz9V_9uVfWHoJ?3ByhM`ri|${E zENw!avP0<+3E_?lDa}e z1sx{!EX9Uz&rEy>bX`Jk%tEjW%n~J$46gQrfiFxlZVck zjX0m-H9O#zV^d{)xK@H}ow{tD>LB@m3E8@-ZUu5wQHi4AcIP!q0#;FivPCJ`d5*W0 zO%C;0{G!oahL1K|wvQT{wDa{*-a5b_o*^c>w{NjsXzpfZZS{{NzR|O7hv2 zJze&~IFgVlb!S5nxCqU_BVdvHf>ob*ai6jK=I1SG9mMq9_jgY0sxb1*@0YH2msUxa z%rLC{by%0W02mbFmCud9BZhk2`m6Fv=0%7|VmGe^HzG5rjpGHSF4>z?yi`XoA=vb( zf)f12*!)0Mh|!-(JGHft4SrE@eFMMrNK(O;V`F1VUS3|tZUH*msUUqmu-TGg zDtO&z`)6AQgyjIIAIB|$U%@f+pm=&^$U8k;6mJdkyi z<8Tx*bc1|JKw*Zq7~lZmSO8RVVXlYMFpS~=dE3|{&5p&g7Y9wwtWp7yLYg~bJK&W zOVzv2o;YixkeVq;gM%CM&7>R(JQ~Rp)WvN^cSDVrFw-)`g{XdwD`Y7Y_lWVglj?pa8dmJoVb_g-OoWEm ztIA#kPl*WKrQX94^oJr&*E8t5mpnz!FOE~}6d;z)i?Zg=N*IQT%gE4ZG?SO=btc{t z3i#fR(^+K&exC50Yu`^J}j0a|e)MiwXAs7<$v2{x^BUT*AV zT4Zm??~`||$yl5B@I6&S5$TKNJ`kgrsBliD6;)PG$=b~;hh0W;SELH*-Su>BwFGyc zQ+&afqS#tPDRp8#RdeQu5vIY!keaRm0cr0)o?phOI#Zi65E>&up+s&v{l!Ury9Ma* z{aTefnys+Hz5TLaj=#YC-7R#96AIkyGVvID}+ zy%T1mkDy3yh%|uIJnpI zZ%*uBTe@)x={uf0;^+tHgL1LGN?#-S`f5r;+U`pay{*Lqtr@HxuIkuFHqN}?M{|t1 z(+>VAe5g3@@w_6<&Pt-|31|63O$NiEk5}V%P+{-=IW{&}Vyy4L{F(U^B0CMk9Npb% zHstiRYtbLs85(vju;?)F&ybx>2Na)ey&}%Z&``3A)0CO5CFJ9{i6t|FQCl@5xRd0R zufDy?4(b*mObR$lz_lR}8Fr*oG1VK8%(ZSw!?3T-&3Ey`V6;iH4U!!u;zDz;4*wTL z_qkwU%ql$uo}0F#O+zSMGMf| zN7c`=Tb(Eep;R$=?Of~!k{QJvp#1n7V%aZRq@3Nh=|>>BrT8SVp2%@Op^Xx*^Hwl> zH7ha0xp_$Q5pc48Kl-g(p`(O;2+w}ltbiIbHnThvd>dkw;$^l*Xy5pxHTD{`{vw$D zznTDEk(iI{>FrCm5L4U8-pm0Ew3?4VKF^kvzG9K;&ZYR!{mJGNZKcWK!0)NORGid! z(f!Pxe3h>X;^5@Oj)aV1>d2(`zYMXhzWwk)WMv5>MfOy9sL_rsRQTw|hultHst>Wr zr4Tv99Zfcr&e*Tc{bYm`{^}^d-Gi5ue|-Z@CKCsqD-KYkjNPYcuqB1m{UBn*5WT+M z6E@pxBN)NSwtKhDSPq_r_~R;PxBr1U^24*aciQn74pC+j{8n>@_V(@D?&z#LC@+8B zTKz=*;YD|gNS^hwMq`)r%2~9fsGazB{?$P8kymndl*;VK&Ta<{jFB%TP2KlJ$lHKt z$+AJi6AjNH2@9`N{&b<;#q_RM*y$HPEFumkWtViZNad~xUfYW^UisM22W|zOGt`!c zsWqaXk8gcRdn;1TRw_PY!hIyd68M`^K zlqeSZYxCo+VJ~`Igb*w(zbEsJ((V@`NsZ&BM0DtajpN2g&12q29JdPofuENu-6?QE zIa3V3X%0FgNNLgzmg#=VId^jbj26HODi=AAPs&axe!PNJ6bsSKCX0GFxbO+q#Jwx99exe=c$hW*5DbwV9RKJ zN=JWh0&FPX`f>qy4nCP(erH)46SZseir&51MCEXps;#C%>!zR@b5Kwagm~Akw5$Cs zMp`gxKy3f5DjH?Nue*q_ks=~BXR^unP)Zz+v!i)OMkFo{KeK`9>9?u_-djnYdU0m$(YGl?_^kq#&>#7ehXDkjEpHrPR1&gpIF$eFcN2Cx0&Hi z1{$~k7TZk<^2g72)hs5zV#&p3lMsTCvW_ty;X0k!ihw!wecc2-gG#c+{`J*D3}P6IN)qfQG|vviKil1N=CH&|3rL1eKYs*v82{9*j|Hf4|hO#L#@X{yA zis=TpTsWyee9%ygcrzjzRi7*I4^`fwoA>`_+O8Ap+9WSd91)J|M@w{H$f=Vm-FYS( z{A1@#tq;Kd|KcIO2SI)l2B4fi12qd7j!E^87wX=+k3Ca_jdXXQYx*RrdN9M4EcZ@b zkN(`9%h2vJLxiP)?-SvCt_iCtrE)dD9Z=jHkZ%*mUZ2{B>0)Vl`9Rm!$Xw90F8U=T zHJcw!;doaY+g&&V%9UWb{c}98Q0J$zz)Qh1x{?PI8!{%8b#<{CAig_EL4Q8zaH!{8 zx;YO026m!SjWJF%IHBNExt2YSgt&{Tydn9v{FVYNPp%*np75=jo11$NU%^I!cMQv( zd)lh}@atAazSu@OhI&^{YOH~{)!*>W7B^lFlH2*v3_$YTyLY|WHX$hyEZkl-?Q`u6 zl6R&Bn0W77XDm4=|Hc!ZP;kZS4G&AM{paVjzHzWX(bLmQ%pV3uqYztq%|0??f;EOb ztH2=LXQHs;*fV3tL+;l{3&Jd0TsT1_wfF||Y4z&#sVVr#@Gy})(zQd{Zk1sE!g!0aLTM(xU>8-9o%%*GkzV0l>uM-NoLb`Ea z2!kg2J1G-19psVsDr_^o?_Bh$WWtPQZcc$AE#n!pI>8>B8R~VrBzARn795#~|?K zWlml3f>4*yAMHOnx{mx|B#l~AEIZZ4nPM0qyu*FV)b*rFwR&OIv~?=7?U6|URG#s*8n9qY*C z3`N(4->)7k;C=M`AyM3_G=PBySL?!raJOG@-FxSHy*VVVV6i47!-(BGZ2H<7?)&Mi zg|VH#_0~&tq{K#eY83A;>#4gFc>^GqePa1ud7p;8mhsKkD>*5|ch8y%%O5tK?k#zU z_EX?fP0h_tqFPW#;ZeqM1=G{eX&aFoL^B-JXm(rX2|>#nxyYV{-)tRY`XU-=QG(&4Il5?BRDyAzL4);k!RFA;C8_J`{grbjf{V zZDev7<=IXI-41uXx5ZPIDIu2Dn)<&y6ECm+Jm2~`d88j-%BopkuE};V*M7@Gvl zU>Bahiw;8p!lROs67$3~N~28Av7Eve&$vg7)!ep+OW39}yVX;N9^azCMXN)PIqV8| z(FfiTYFrOv&P%&YlhgG<;q5y4gLiUznyKp2%$L7^_5ltC5Db{)Ly#_dxH%Rh-)6Do zf`_$|*kaPIbv4Mbui7j37QQ6lZ0z_hR){^*D50QZnXh^C63Ut#JO^X#3SkkwbWd0!UVk4X5%6Zd1GLZSb&AM-Wj(Y&(HD08sN(QGePx{;MV7kkD%n=D8nO&}#-VfJqW^Z^DafGf&Lz6XEMq)2!VZO6vSJW$K17-~2Z-(A;yzWqd&!S_Co%(foG3CTT=vDT5n%mdro zLUaX&=35G;&5dCSYZPSKLib9(o;9ueXh3@g4dReQIh(-hlC02gt)XHAbQFfUGusm< zTrYI4+GaapMDfD4DrwStK0s3rvJt6=L=Il7$-aQ1oUb!Z9lJN(wE90SfKS&&?<-X; zjqHx2T#tKwpfN`4=kU*;_YXXO9kb0T?5hRs!-+z?M+=s$(dD0f)=x@Y#3749X#}{k z+61MM3Y~rUiesT&J$qDFpcrI@0GhjOQBf*lo2wGT}zZ9hMUUwHAzY*i_F7G)R z&}4Wk_s0D!G*c(OKms+~($SiEj~uReop1-#g;5>3TE9thhPP==!!8#ip$#CO&WOG_ zSczhoUcV zB==N@6{E3beBl_4qni|TH-x!Iexb(+@EK9UIyAJ;t~<%(4GAE`WX#D|XD8dCuLQQU zMB1upQGaNX=DiXk88kG^AlfL*z|{<-NXRRE&d<>%g7~Xjg7vZgAYx(Zpbq_W1>kSoloFvLcvnmXG2tBCOXHgP{lIv zPCI>KMkr{T?dZNIwCuKl94%x|g6>o)eLP~jwF~Wn;7M!Q+OzZ)uU9O-Li_6SxY(ErazvTjcU1yU_%C8m^i*2^^{geuQR(G=g6N3ed zJE#cQDeWW^nO^eXnG|g+#Vrp;r>W^om7uFRg+J)eTgjn(g+Lk+g?jY{b2h#wvX3X* z5iN(yCP~o&us?WRj9~Xj?D)$8sLIH5`pz>x{Ma4&`Gse{q-K-sz6i{EUL8u`PYUHH5_8n=2WcH|N_;86o0>DsvHY}qd z79cMpQ}*eTUz6>Ij7u1K!Mjzs>#nOrH+aOT^!iRruTzTuKkH;#ns#^%<0+}KSsG_{hBsN`c>mHs@w($ca^s zFPksiOP0Bn@zU&1n!gp~>cKRhMMy5p1^#?SyJ4C|h|lKDn+Zur+oqc?1x(S~iMpJC zW$M}Vq5uDYm(ZB_z&A|*#N!G{JGZ0S^zD^NY-OFwrurv^lD}fV^ z;*C>I)k*73p;&YwD=o?Psa?Iz@hE6$GNj!DJ?V~*zCMI{wxMuW9|I%!44jv(G zZQ%!b8APgI5-m4^YoI}ge;x^tTRV<1a7g2hv|bFf>?!gZ7oF~86if@`ZCo8k@dj8ph5P(^MtkWRM{>rU z=k7ey6)wG>h4T>{1a2(3Z4NsvaekDRnzmbBwYP_Rp6-Lx&cJ=o8Yyxank9md$doND z-Kej%CPfqM|EKC|B)Ju6zSCppKXmNzwewDtp6gmn%^X-emi5V@&zp9lP^TRiQ+4Vf zQMWiJcv^mI(4aTqftKmtXIj0(uHVx*Ydw0hqT4nm$9sxm_>Nacph&mk^(iS)u%f2E zV+M5pPl7g3vJ8(v&>)b?4XY?Fo$Xy&>UH*=xrwPBAF1oFAgKeXp}YZ_m9n=fmyaO{ z=#wUY#N)VTMumED_S5)(JW&|hrzHRc$zjB(6?Hw2%wP^gZET5x$5)x-FiCVwt7hVXv9 z9Yp%abKg2Bp9f{+c9e(AUM~!Jy}GMKBF_-JpLEC1)ake9e$qyBRYQA*e{v_}^ZrP} zgj^+wS{&~g+Gw{AU4d0~a_CZ3E-}le`eLN>vqg~;<_2P^2DQHT1!g{tW<38lg(D^_ z-+x|9I&=U%XDh{D$;=)9Urb7fY`5mvRzz5G1RYDma#Vjv)V@@)WHjq3oOLjavb_5@nTZb#$SQRUTUi|qZP z0Wtv67ohykT3cJvPVNO{V`icvywi5k>A(YW2>6SO&;MIF$YzBOJ+keLEbJe^~xf4+6BA3ekT-Qb?T1|uUEUdvgpWtchyeHn2o8C0$TB+ zoV(gtiw^-Ie=-w=KKpmris**<8SfHtE0vHe+Ga~ww6xRMEt}MWpFiea=bki9rS<)9 zFxobq^Z9-*nJfiE;dYS*_IL%x)jJb~K;FuTFar!(ddXzijIkx6mo#bA-t{TBT1fs~ zXC%X>2`LXA)EgPOn5f;P!Qzknfmg4HS?_#~uZ^Q))?l>ID&@pUSq%3xGmfP6ycxN8*^6)?uuMcE=I z?F4N$F!XfMh}v>F(b1&6K&t~m2&jcBPNw$P&xn(er0Sd-@Kt{M(TsOu*LRUESNc0v z3xUq(8XW*$0uESYe|u`5W0FO%!|IvlZI1O>Y$5-l9#ICTRU%*ciZmTg?z+8a=S+L= zf9)+qAt2E2+{@R#7m5Pjg{;-A`)|bNtO!~(?Fs6IO0=Pe?@vNe!Z3HHby+RTd;aiN z40+%{0bgKd&OJqvZ^Y-0k+J`rTzUP{O7ohu_sX$XlKQ>&(Ph;L`H8gk)B0J1fnwoB zO=?RuXYV?T@wDg6&d1eo@pXr7g+mh&cvw}V zkbsw#mTGHvOa>l~ylR_9!Iter@Y}oOS=Fty1Vh+4uMnmb_YOy6JK-z_%#&R3|vAN4q%Ioxj89|hY3I; z-j6s9Jt?i88EVh}(2lIxcV`5T|F9;n-E87CI2#fzB|@a$_!ZL4$?tdoR4#-#P{xkRP9~8d{&$+%MinkRREpCVDaz5 zjr`;K4o^)de){@>3>_iIby0B95KDRyyf!as0x-_4jvkS!prcp-YMkWp7xZA0cSHS}<@Bw=&S8=Kx zR8)M7zxnnp_rm71g+igStz6}R4+8Qf+>i%d-Jlr;0R}*z$tAkYhSN4QpM?lCQ~avF zMw3twH!k#q*7%Iuk;o(W^H``(C7&2t+2){?Pbd>0Ac8U!0`aNhEVje%`)pyd+!3i8 z2Knj1gJ;gk;yuIOzkiq(b4`8lV=I!wn2HQD=jX5R?T-zVVh#d5zC<)HRxl&C&{hLe_g)1||)r6LFUvN!< zqA_5e;$nPCjjK0d&&B1eo>wxo}B~sZ(Rbr43j6V=WQP!jkM)= z!(H%dC=|%9ga+LTEqk=@}|&o@vOrfC##M!DT%? zJ@?92R#u9eHXlcf8KhNE<=QTJfI0%hhFqScUsv>|Fzx>eR6?u6eJYPBhLO@*1@lG-?~y8F6h!^*&O?X{O4)Kb*^NKvTjPa4G9~CitIl%?FhKAf&&2 zK+=n8Gzh;gC27q!u<2hdb-X89O7VBWffw>seiJU0>}(%QPLO)Xn`9U{7Zw#Aa4wXE zws3H8(Daty#6C}FU)3y{P8YLOp$7;p*VWLq5z)fZ2t*nL03O&;sVg&bomZueB@P~B zdY-lAJ9~{E0^F62`RuZVsdIU=Zy0cUKbGD}rY$=*M*GRI=$0izLl`fiW81~a$w#gQ z7bBV0?)#uVCEt8W!z;oIUjCIvc1OcQiw_EidKA z21HL{T_$*9U@*#4<#vvFZxr{eJL?%1TfJhR-PR}WNjv07Tg88gopQr^@^ewvPRSwR zsGN6YZ0vcI$W}k*dW8<^&kXGJ8YhFr2BDh`l{*n=69a)%e%&h+cu4F<3vB49wg}y^ z*RS12+C+F~J>CR99_EhzG@K=FCVvqo5fJcTDAeQG=mL8IJ1muV1&pguZ&%(t|4N(K8d$WZP8p#vF!H z!rSY6gH_91dd(?vT3O~AIjWU95039nJEEw_g}PjE{RRijYglh?!A5)>p~Yz}VRoE+ z*6DxJoqrq!Oa32HprgxRS8>Hq&v^50r2z(zK*`oe5Of4TD^#*_^Y2EAMT65%w?QGu z@pJR0pkWC+zi4D485l4XzUhMp4Hr6A7u_`xi%9&DL#GVdUH&Z0b1p|*dHIzu80lG7 zR;nrIb6R0$A+%@Da$?TEZb7w4(%UQ8D!Cj$YvGhVvXMsP67Yrr|6dhxh%SzHMUFmb z_>4-@VV}jE&4SeF^7Uv_5)m21g7x;QT+=4KSFY=X!2-0|(9fT$f@=NU-EvoIbn7a9 zr1|y|=|+>6tgTad=ItZ-5oEcUnwq#v$2$$LxpiHk!nf*IVRArLKI50|QTMAh2>5N& zhZVM1BF^>9rj@Ao0Uv53yT8 zGk?8c&I7HZ-h4sE&w^rrvza4$uf7sd{y2Sy}_SkX8RpxKtWWaI;9c zF7VbcMxeQ4PNm1iZ)Ep2JLI7t_ZH=Qu{US6drh2x=_grBRXIW|AS^06gb0X=fQ+;> zXhrc~=z5Y7N(N;9nt-2#aB?Z+VvZadM85a9M5recb~Ol0p55e(zCxGAel9qgr@zZ? z?PsCV?Jf{cK5si_`1AJJ}QaLilV5bB#5Y4MxH}qM*HPmt0l{$g`$YC+^9jb zx4&L`p;?01$dUD!I&~+MTaS9hQ}$T93(o6%NU5S@8Nm4lJr;CxWhVUXF43+|a=TiL zqC*1p993NJ9i@%>d2Ig%lhGjKy!BzM^Z@HIOWOAzABzSHFQPv!^|kJ;!=CM!!cAQ} zJ8v$!tWRN^Dsqt^M<>uCB0O)}$SppxR?aN^m?ZQ-%&o&6R3j<|agxq{FCfp><5R1s ztgJkjn4m;qo5rig>>~I5ofck+o{Ss>%lt;9)Xt4a!uN%-6hLlCYmCOQhw8~)7V2iA za1y0-9Nm}JNo1!GX&=~d;-oozNdArp_XIOrVQU(~3ke7scaztmYzzf=ZV8?0cqh!k zvFDPx`K#2@;gOLm7cJLr|En|o1nRJUVcKZ*OUv&wJ?ktrc~Vhw#D;%H_k9lNzeY1B z4*wBNn$73So^swKMSs`I9Y4aSt-Av{(8V4Iyjy6aMm>mR{VaoDg2NMT;WdOZ2icp- znGF6PaXgnVE-t1vG9Q9_infL;)@mb2@$SsbOxX4In)kaORyE-SiHV7c4C#fJ6|cq7 z?yasBCqpS$6nvlpn?qRLP>=Ysa&c<|`yKPvE0w*S8%Ok2lJ->&wYU|!7gRnvPK{jh z%Z{bTLU)2{ZD7Mtem06Yq z*$P92cykt@)=j%!*nKaT;({UWUy_TF1#K-57o_;H@4T}d`W8CDt%@s5(5k_t3UDmB z8O@WQBZ_b`QgG$XS~m7P=)8%$(#nbkFD(cdhUU8yg~+4(kNd$A#nZ+r*^m;eNbU$e zcv}~*+0)CiO?<&hyD#-Hru6L)n5|^fA$C)M#aSVC0Qp6*yRR(tW}fGzUq65&tiGmjFAD1q;%`QY|UUo zew?WNPLGQD>&c9E&0NPXqX^9`7Oy{R9s7Jk+9SvNUcHG`yD8>CO(W}fsy%67DP`N{7d%nmueb&?RiBBxp)8(g6pU7|3 z6r?n6H}iV&Me3L-=1O22`1YZiAKvNJsz`L>dsiAuS4ZGX3iOhLuxoa}?l0AuaMdAn zk3t!T2qDpq%hNDd&}Blzo5Q&UTp>Rsok z`EiKb-BQ!{6~Yg~O+DEN5vXrqo6T*{M@Ng#l7BN%f*`y}mll!$?;~a?mwNE>Os5~2 zL)p_H*%qotTf;89=(Nki0f?kBRo?592S;z9E&+H9UU=U&TYP_nAa1$m^W@0xUAxLc z59p%@p!)WW=jw^Td%E9EA-Np;)FqfKfJXRSfgz@pt-KJWt}EVHLxxA|U3%5SRmU&Z zH*yj|O>IIG%xaNxT)+lG;0F~o=tc^o_b-V)EKM~vG?=Q{|FR)b%^j(}2uaG1GQtP| z2?~*7^rk0kxC)mS@`Q<`J4>{1VK_ilPSP!|5MEuG?5jnWysY_mt{YLsyf9*RyM*;& zDDqV^BY{P6*S9{g_?N%wgoX+wGh?B}{!i?5^kdE;{esypXT>125=uT9oiPZO1T!{- z2KKKCFgOAX10X|t+Z8JK81z$M7<2NHGClyFwZf_2C!ye>LNZiEkO6TzW-Du`jBkwz zfMhJWvq1Aap{!_{(NOW(t*Wj6Vu?e1**-unOY-bihc9KQh#o{eDPChv)5y=76_Ogm z*M$Hs;T#4gqa4eQNI<0S!Ro!GxA8wx?$oJMoLn`S=l~4TGcW*tbFC!JJFS`KEzyvd zj_d;bWh$>y_*zj`=C4)1!&gPHE3giI%u747JAXwW zO=mxigvLg^@3GfF*`R07X;gR!>=mIMZIN<;(vVzFkRUx9x8DVBA*9x#`q@f$fBcds zeZ1@PafO!(>qpsNURv|^Q+zrS8J`n$x}$55j@z5LOU>y^il(L}8j3@f=YiWJMG}&j z%sR5Hqq%JChhAP?&FOq|Z9l5!ckSAB6rL;KC*MD@959#F(qiQ!x$YB9Y6y$fJ{1@xR0b^d{SxMI|c%&8gTgt8`|WmrL&6*K*QH6dFKJ2}CjNisHn0K++wMYEo z@M8K|D2nvFsENYRhJ=lK?SEDw(o<$wg@#Yg{{- zyWWoyaTXLXZsIGCx}mVT zb0&4{{w{}KUd=&|@+Z4i7jW3+JCA9f(@c47yj4F_9|H?=C$M^9WZGjZFeQUjpMBD( zql7XJ?EoAH*w9XbPZ`ck{OI0`dvtWuCFo=)7Tz#Y(yjm;fF5?xc+B&|f8gHNTP_wA zZH(c&0jel7rJ_zK#E!1L!FlNI?S1YP{oFr! zEW6ttR&@mx8NG)`{pD9d=d1m29}!CmYfne1h^XimK06%# zkZhA&!k%9?M3hutL1sAF&#HYo&A#6YuWhHgB18ZBMBph=^$yMJHr-Mf?c>vgK$sTh zz9GKJJOLkiyb7sV`k$u&G7vlJtdOI$(Ucp)uh_^4B-+72-=#f=cO}^jBCSrlu;m=Q zE;nx8y!X_&HuvlLqWESh>G%l#pb)h;U@YA%5)yl&ouy7w6A1>KGO$)?Cc_(2*d_H% z^YBc&P=lc8-gnA36ADK5LM?o?+gqxqh0QDDfWI zTgr{TG<=n0U3-tu$~t57B3m8+j!jJ*xl0h__-cH~dgqge3@NMuVf}{lcN*c0L=P53 z&Z9lN*uH69?!ObJgBHWm<^pECz`*$AM_Z_Y(;LYK&MO>JFc|f=#kz)8k&li~g_l`wH%`QF zanJ7nb!~)u47En{wclNmXzn$4bIbcylejy1)mQ}Q9H6&Qy??DZAEBfQ7d3%ofC-Gs zm;*B-+=KdU2=9ZquIbxY*ye-p^r|FSpA`iB4*MB00;FYb8@5a*m6Y4*dXK;Cos7H- zCAQMqtX9;-@d4sy6K}XLEshhJ_o*5%sq$>$jp=PhCzSy2h+%>mS}YHnOK4sr+|6=w zH$9EL)O@zbO})4+Y8@0S-4{&bJM7Ip^C>xRT!Va;1v;?qPutw;>nyFVNhKdM`(e#{ z##7}>i7`4(Y0}QhlStU_?^;KCce7dY-Fzesh#6TkFe#>%S}s{I=mC+;R}|R!5QZn% zJI<}&L^B9#l5o{GNR9tE9B;GjnA9La;exHATl%8TY zA>Su*sOL1)4k!HR`NwQ3!@)GIjs~MlXc)jHtxv75D#lwdkRfdz zO(r5MtJo&L2Y5FZW|(7;`*A8fvf@=*8qqM1Gbt|3=AN9<>sz2_vnNjXGXA?o=@PIV z@OVPV<%mMgEmlGQXodoTH%B~^a8n?a@P;4=Ks4o)#qA(jD@>}ybB03r=6}enCS0@d zLgR6WQ5Ur-V0j8mary66tlfK~SOSjY_{b_L5w&=Jwc9h~g~^8pIKe;f=d+zqoL!pG za1#2J^SbEISEC*60xojf7uG3f(*be{#0?i6-~7)v{f53b1hZsAn%C}f*O-io3f+Tc z_}{IyitMA?EH}yTS8I{@-Lk1cm`zqB0%0rIXcnhGZoT)r9#zQ)5jq5I;^2Fn!y9Aw z(F(^nG7Jz!ASygoo=>cTJU|SB*l8Wx!L~Vhk{JvAMV}k{_E>P0uQ6e($U@-f{-M!H zc`hZ4nskc8QZ}T0f(Bi>+>?>DhA!ma>@nUDm@Z*!0r6)VSajL&pvGJa%hbckw^t!y zM@cj0!3sZjgiLRwTMzb^=U#my@A+sZn)8p*&OeW3jiGv~pys;vK?~})klOEAH?8JL zm&w`nWA?j&EZ3+3Dckpj6<(@joU5QR)_BV!N>jFPLaUm0yyQQ31zA=aIzuTZvux8B8m#aN72?Bb)MjE8norYvA`wh%_NKh2>fT-ci@SD-5XmYrn{Qmxrm0N zQbDpu9GfdSRI0Dl)v7;zA|rzeJM=mo)DexN*yn6LxxzSNPG2Dc8HwuipPdkB5o#T5 zvS#cU@Rcp}zQIR8QW{{kFfkSWUdoXm$1d;s3uNU+@I5^x9;a|Kc}bb)`Ba^46u2v(({8=K08LSq^-?FtmPo zuihic`t0pl?qmI8GkS;rgSLsT0bDLg(Mz4VCe~(+b8j9Y?+=d~CQbriS5!oHkow+6 zTS{#@m?WSlf+KggZO;z0JkbnZGst)1P1ntK`fl89`}EEtOEWZ5k#vPz@U(3T)^^)F zQ>Brpd}$>*QMTF<#3qi-$d_uMG!Q0$GEJ52xD$nYAPS&F2C~CB_aaz;>9@8>K40Xgj}Mg z?IARQTjoqA4x_kSe(uX*qTvU|V^zAR=&Yro{z#5@?EAl^FThlAr+uE){-M2RgyB*>;rv-7t z609kKv_zav5_u7&I_Ho3+|DVJ)`;nYVxJVP@rE`4?+JqB z-@W24W51ITDWGRNTUt=yVP9P}Zc=7XS@f{#CaLa4?f7`wbgv}lTa0j6^mRYc-?!7o zRE5qha{Tj9F)kYH{;PBj*$Fu7`I8%P9?yik6 z@D(6&0hwYgU955nyx=mX^Z{G2`}*nv1P5(j6II|{1el7chd?l=h-g3}H3VB`B?!ZWieOoSQWbg>XdCBzPj0&Al{BF|E3Zl>ua>rAz0(0xn~qR9@_3RJN?8!g1+#lqfJ>xE zoMH6*@~xpj_lXgirxNW2GY%^F?wlAfEm$h6PTf5lTb3;hQ*rU?-)<;=(|;L6e~K_I zl7K`}qCSYjbxej4j1YmI5-~;&4q7r_)svfH=DcUN3nr1lMo~G&Bz=AHcSUr)xsJOY znz>wKGG1NPFo{}6YDC+UB=y{@ARx|{++xctT_ZW0Of5d$PQ+31ard(7JRPAi34KfD z!Du}HifG>X}+F%ikVEKCv zZj8OCb$~t%dLHw-&#AoG3iZ(V7Sm2+5}D^?|DO>^H28Ouv#)07eK|#dU*NM5;&O{$ ztW`6y7e}g)iTEls_n#0VwUKu7=1t3y>Qp3CfWJMn{e;!_vJ=-hs8QJfgd1ikEp^Je z%kDH4b)Y8y~}9PTPRT2EmhW&AOpkA~^DQ?{wVWvH}bQ z=yCqTjZj-vHy3SyOmWs-5&hxAG6bFkf7kT%^wZ@_iOl=541PE(HA^JiyurlIHul^% zaO2=rrv4vO9m2V;Z5T_$)Kov#jQj|7&J0B7sIyhi&dtsyM>@^qIPiW@Gw@U{W*?44 z-VI`?5F8OdwVyd)01O@AD}@Eo=V@tpeL_d}$ei6Lxao%rj*%{e0RFd@^SNHcfo=pXA6#%kZrr(_mFEj%(6aUM#9ITO*1l8cXY49K~Bx0qbCcuTza^< z=hmx=Tbs9blUL+xH|J_boNEX^b$ygsAxbDug>|0ou)VS7Ll(_1;!3g7KJl)LOP6KW z<2CXmCwbC}nQjGj4nJJ|zU)>K*s=1{z3eOfUcLx_C?k5vjnPg$AjCpB`LpN8!N(hK z@4W8pE$LEEaFufJ_OYIr28R-PFjZsp`H0@YT#Zkr4s|a!IXXM@^6}*{yQ2y9Ep;z()qSf?zC|j|PP6V? zQ*@2Awt{Yvga_q}atD`^8%etFE2UA2e6&hT_#^A&2|f=7${F>5$Bvyi-5(Q&nCS~t zvt;|1pPWtkK{k@m)-bln!oiV9ui#rvu)Fa0S64Mrp8!p-pxw|mfXLdMPdUODa$gh| zi||=?UcgALW^+fG77i7(NPqFIIv_JUJ@C(kO;iKUMFox%lvl^tJcFOL(NI%2x3%4? zHP%{C9uKB0aP6bfPW!R=CT2V=x}mm{eJ%3S7%zptRCXa_p1gks%ZbO7TS$uemD$uY z%5w+8yGI>`7$I!$w9I>YVrAYn5|6EauKF5J>N^@(iJbiW*1o=yai6Gmi-gkBXs4+! zO3KPvu@42!%*>2I+F6msexJHKk3ILXHL z{u)nwjsWEzGCD>^6GTe6S|zbjPMGmIXv^8Hsgly(Ipb_`#N*QNe zq|7X6_fz$e-@0q7pEF0F_^Hb#%4zCy1_lPQ9lt$AJw*?@moSy+-K-zi5n*D*=$NGy zG&N;&8b@zv^n>2tjG1yU@2$&ew*`=VMpnCOcT*s7(5QA{$o7e3YwT+D= z4nu~W+j!{xYb}Dylg2U{WUbmPa)*aUgVj_Wt5-Aw-nc7g+SnD!gi2=?VBlw#+VS%< zm4o{tv>OHI-Z*!vva5ZhVU(FZ97GoV!a7^!7|XrrKU<^{{ft|Cmxn$9nK)_R!&Haj{walNfjN$JYHaqtkIWw|kLf=Rv4 zPF>^_yRSdRtjV`0*s0%W#)P#MXh{}5J1ULKw&3=EY01)V43 zF1~sh8+)gvMfr!jmlnse&raDLKYr2v+DCkATg@2D)E#OqrOQKSE`~s<#*tRqy(&i}mId%A7LSZljdM zn76s5&X`m1oPfc6qNNZ*jLURgtr1r)<(aX!GV z_~)O0I%th-J7V0S)R_`LIQLJ;$)_S^Ix#ytie`o|-ON$k(5pNiZU6E`SxM=3l_8ShXHK7f zj~QSSGc&r*)iUWFD%#rh5V+tn#p9Y&rGJ**t8gyL4ssOI&EhOOQbT*R{ZE*orNVS3 zwX(|>3I5Ci`OD;uq~moQp=+pnn&E_ngWVnj;xN*~W?rg!}Niak2N9?(ZvdOOK=zPM(T(`6= z=HTN89nv!sy_Aaqbru#D@Ouq4zmBLKYwb`Vf2wdZ5@{mhDETfq1b+$t8hPqfgt^O& zFy%vn54rq9@85g%58+^J_bYeUh(<)9+2^3`=l*^%o4TQkWU00Sk&k!2PukCm9op;1 z7Xhhz>%{QqSC`N>b}isOH6A0>FVEypV7raa&YFVw>^j#v_0zJyG^(zy&do16bz8pu zOLV7X3fvJ=D`9PI&D(dH%8Jx&@uyJ6jy{7kip43mWl z#Z+UT+p^WqcJYOWhE^piM092tT&iQdgflm`X!mPc6Wq|l)(MFOWhE`Gx(9m?nOj(3 z7(~z{f6zatALKJ#K_T{u=(F9@+4(Gpqse6@GPjD8 za%W4Ek9BOn1>IH2{HnnHv3+$%c9N$e^h`cF-tuJCHYwe9sx}%+fziW=FP=kd;!}|@P)6_9xdduwhXOx zaOeALDf0Dj26i5ZMNc~%u8_Ra0>p?P~@{n**r-`Ra5^DYxhYs&1IA+}>!7!7W3*S0MPt+80I zU%$S#_UC6?TN~@TzDb4waxHmFo=97#w@i9~pMORnp>^hBk z^yaA_w7=HHVB@hxd|DM`Ca`qB*SrCBPzZJ4;6WG)ITERnYxi9=IQfn~`b2}kuLr6Y z+)D%)$c2Q3C&tH*aB%po%$3DNMn*o3sd|3KOaR?8?=)UO|6C|!{0j?(pd(PAK62vH-fb1D1C_G zd_ZV3&aGWtwHT^dhpFe7dnrF_ayp{nEFYi!_W^Oh+|uFa*L5J2w|pSrpD{^bVar*9!j6jU%xi~oa#8}>EAkGjLmodqFwcyCyM|~89g(= z4?o<`BO{F`2tDNJd12D4D^Eg0B@GOYnwXeiHo+Bj^^bYzfR$xJI1ubRt+W$B)r~eq z?VCaxy>>sc_IuX$$QhR3%7K@Ef8{8zO=Hntm&%2L)D|hP^n;c%@mnw{7(iutI7E@i z&!9$zXur)b`4Yq>EQIIkd^K^5Y%rJ1b3#tvu;Ily*AhKYWS@}hgH>iY@BS2Jb=$dU zF=jG|7{6uNm9?Gls4I#Rn-99z{IX=NyT)^k_c=B&o32@QS7)IUhnt(*rs=OGhawt2 zV)_S4{z}-Kl#*IAP3ma~O%jvGbY@PEmLYfQfnBmUvH6rc6nq2X`_pBcgMK(hoaYWI zkbx2S$k?o4X)UNxcUqOp{-28$q+2~RqZ?~w8`W5eddPo*q)~!of0?yr>gPh-;k8G- zy*lJfBGT|7rlt=r9J!#cuP+<0uNf41vW?ICN`o3CwXNO<}37CK&U*AEE~ zzkKP^R_wA`l5Sk{=g*&sAOR>HEYHBaYp_Q%dFOk%a1GQecBf0t|ZJ*U*Uzc#06QfNdHc85#WP4p1x*)wq3zEusOw6Kuk`W8u@D zFy&CPWb7ce7vB2l!>sAgsc|hw^(G z?(aTGWXn{X-?rhZ>MC$xjo`D2ee;H$rP@B3Mt#=tfi78t zvQl1t-1OY#(`PP;a0i-Oan0A&6}9M5-F+ONlx7%FpK+8b;0tL$^@Y4OXu(YhS$Zeb|hbqQl@WXb* znlL!EITaE+LVmBq4PolIqKAjDUiwm^#|xy#25m7d2k{JomNOWCf#n>G~O$gjVPil-=r2sv0gBXweQ7H`tNJ_)gAt8?Zo-D!L1fIR-ZZ+kv_#gx}4w0xPU zv0@;{9W`YdRSRIXf%0Lf0L9c(LLWRJn=RY$X7cLP#IMGr}ZXR1BjdQ9fwssbcHmZ$zH(voT4dc@OJ#d%8 z+{VTXK?@#kR#p~ppvlyiG|Qemf4G_9?9xNYRM`}#8-KU?OK&6Fp@cM6%is~RN|(9P z8%t52Ny>WanGGhdy@3@Ye>k*YvOuJZny@8%D7z73tod2?qXRjkaWS)U&$wB5m1>L} z9iO5+a1n*?Eoh(9`V*%T5)HfQ&eII!I|v37X~?LMi$?i91+cX9D{C+$pS!x;TC?p1 z7(mc-y;B~7^Mo5d!ph1zGU>Y*B%L3r8(a!>^!Dv3smqt=Xn&#}>S<`G-9Y(fuokvG zi`8(1;7kHk%rZ4xhl4I-p6u%QWwBT^aK@zj;WI7fXA!Wf=;}6fl&w3xh=_pOa_CNK zw-`xIiXOtBI*o{;q&E_8R8NW-CCMf%yiIs06Iufbh&^aRah-BTO}cM1p8o9*2aYav zDhGq+0O7_C_1uaRl9zdn239SZ?J`+(sQf*hUj-mUtRERN6I-DJh0Z-bIjQy8Y_0m{ z>JAuv4NjVc#l^8=Q{Ly``>-R>Sisu%17b1MF}@pEAt$?w=3sZx0hpzkpMwL${_Tpv zXNz-CHsG6qp{=iP_&D^H{%KEd>FxDwwJ8g!5b3$Tg5i_rooBkM038&ywGY8M1Ix(D z$#s=_2}9ye>;EyQNxwd4m%@W|^L;Cy&IC%vx#+rRo>wTN2pys`bO6Y0z%QwkZUao# zrqgz0&V1#0?s6wuAK;YdVA@ zY>f}iwG|3d*DxgWcKwLqOn2@gU+^`aM}5{YOM0z7Pgzj$ZrAA~#E84X;qO-sD0}q^ z2J#M81E`fhf!*RSPe=6Sb{q0x1;gW~Rf6>2@Yt9GR-EvT5$xv@Rd%wd2-iK<->%B8 z^yynAqo2o7R4px| zqgrEa2c$teD+PyaQC?+b!^Y&*T%I9)bm{w$4}4(t7brlrK%ao-oT;4i*-c z#jkf8OyfXE0C^Hq1zd@?*RcF}9%uRavymsVcW?-29zn*VA^AuF{f^M0=UUG`+wQ|X|6Wym$xVA9_RzHu9K5^h5 z$R5g(2ddS!DY*|4d}PH-^e}3*So!%6`b$+{ootdNhf=dqq&8e&zH7!Xla?^aI&X7! zjH@;Z`&JnuRQ+UnCLtjqRWsZ4J$Zy)deZCHkJ7aBPx#%96ms&#WKC^nbu3XExBykv zdsxB5#0O}d5_sp%ogSK91?^it_Q?lo?=|-HP&+BQw)p&Jkv8rjol3OKs8V(^@yf~I z4eFMdJ-*%(*I5e_zN$+Wg-SBy9hlnwYR)mB)Tew1Rhtf|2R6H0>*N5?QD@j-NZx#3eUgqOn6;nWDvpYDprrMstZa zusT6DzO#2sU0B?b^!L{klWiw&!MOBLafrO`_8;yg1eAx$r1!KM4^tr85~1v{YQ{O~ zr zA|okMz)q!I8nzq;j(cN)yDQ)3@b>N7f$R2=ZN*s6qQ1sfMX?6_DVa{*3_AVY{ZNmK zMQ)7-Dm8+ZOTz<^;}r3(QWi!j2N*RYt%H4nqMdzCUnEiy}I__oYt>9EgA4apY#yd>%_2BYghPNi}GrucWlo_0_C-i&^IjPtbBz2H6+& zK@R`4OfFfK(nn&}_2mz_~;l}{wW{j;Ncf~r9-hX=h=J+!y%SFX{R>d$LwsQr^qCYfTpRor#!lw>TguSh;(*PjdUU{J68vY1C4s zuoY+ZUi@ZR=O|1NH3<8WQzdvPR(sOQ$$7JA^XwN+lbd07-ofDvVrG}NA$3Nhp?;KA07?{C#Wz~#gRK8E?43LESwBtP zD7%YBRl+2J^>zzeqL^DLEBP^Sf)Ru)R%C7YjS6JsrB>HCc#$L z&qEmrW)4}>N7euWp9|!0M@1w&k`qxO_;cd-(c?iQwEw=u-*%n<`SSn$y3&B^zrX&! zUq4j%ueTAe+17UKc18<4BG9r>6sdAw*mlHAm~w&~c$&IjmEn8TGxB`Mq71AC!`M=` ztDXeDXX+;ykX>YVH^Gj>djj{{i-u(kqs1-)5j$+S3Rua#f`Wqh_Z+RXoy_DB8Qo-b zAiVI-K-b3}WpGlBqB84AYm(v_Bx(Ds&8h6U-JyLn?#MF)~8?CaHUr zVfRs{18;6y)Hjr|tG>>Mid6sjw zVbcs@R#jD1Hx1Yq2zdQDi}&Dty|aGkwQhm^eaw1AWgLi|gG%=xr12r7!GG4&)_zi&6*OGs!Ia%K(LK-)zw3Q)LJo5~rLD zP$JVEsh55^`KgxuhZZBgh^}I{GyeYmhy@^AKM4XH2eqr>1U7>fLIzbeHS7|Q3Rvj< zk`M^p2GNcjvi+v!sh?omKocTqaV$7v7(gD0z|G^+)5KPgOjgaZ`z8fq6sHo`QT^>z zQPCkBM-nOE5i=(nY{=xK1@`l)aKF4fJ`6x7sjJgq*Ny*l-!Fp{vfgFbp^hmw4vq@* zvn_pnT(}@k@Ez#9g_*c;6r1qguqGFd93lP%mmd-prNBdLY;4S|nX9-j%w#B0T}4Mn z9w1`hPL$AAq6Z-SzG20Ky@(qhNq-2ARZhN=tcqiRfF12mkgmIej7F_-aHbk@0mh!5 z4Cx(mC>u&?H_Y!*N@-UXm)6L<%|heHvf~K>$(RnVP;E14N6 zs0|bDpp0QKv;(cU#FvIhpNZ;`?UZum-xix|=Nf3NcC-%{2a;5H6KVG+8L0qd2&>uH*$XFf!LSHY z$!XZbLE$l8N@^uEejQWLIw-5CTyk?On2yrfe84Wbift#s8RGYopc*E=|1aKSm;vu| zPpuKntw7I${DJGH@w|l-%}VbNA90%AAD8;H?vwTyNOf4tf!4)4n-GSf-*R9@&Y#FG!t{r7MIPftqJP6cFqN%4R&Og zrBs44%GKhVadVFeW_qWa2osUIXl-kgfN;RQ zMD&}tKC-u~%ZrdEBU(aH5-~N4C=nVVA}c}LfpXtIbVqy@7k9Us$>VWqDkoqhd#J_N zCGRoe{=tc)7^%2s;K5oy?$R1C!Ey-0^w%b@Cck|{d&T4tSQlGvjJ(E^86swW5`=6ml-|-08@|mGV_`Af;3PM9 zQbxv;tSnvvCt{w6ZUO84i|^5^nIPs|>peO_ya6r49pce#U_kJv!yEI5p=NE$a9cDb z4%=5q26MEyFjswpWMVQB+@I7jHG;`zgAM%s@rjA1wZ~nFEh2!^x%0y@*zC%0^YJ04 z^&MI0{ZI5~(^5{jxR5d#Eswm4BKGIMk0M;qWtL&C zY(o@=cy-nDtM`f(@=HK}y*D@3rn|CtWOsdnFaA3(5^*yzffPGX zm{gSi5W)-O%{O5VA*xrudM+vm2?^m=h<|1jcFwTr7scl+uP>Dm{3OD>RSfhz4{*Z+ z$rS|TM7BmtOY4?m>jpMHF&>rRaF8uPIvIyJgzYgZlz;tl2HD};G!_R5j{fSViB02}Bpuiv;qG+cqh zLAQx=VoV+Zm9fPU#jQ?WEsHHGiZDMbi_K4Q{>MHjTB|ToSL~*-@xA`lQGVjtAWaX} z46)15ZU_{>Cl;?R)Dw+#!G?cNv+?rVx`X_C6}R{PqP|mmC4nRf6R>U28hR9h{6yP< zSEZ#)Ftl*GNR=C0yLL;O`2)77FZ4wS;*qpfLf-tvxf^f~xK3hg+k?XP_4S3z)PYX$ z>sLJ#p}vpVSdRHO931%;D2AN&i;o{M?rkSEH8totVjqkC89%-$Rh%#nI?}X0-2~i1lu<7X%Rpn%m0^I0@&$I%Tiqg} zB`v7(v1kwL0HdeBj-;v+$sAY%j3_<|5Q@_P-4pGhL+B8F3j#3uLx)b&?g8>9?!tTC zPao-iMJS6lC6S`Qq#jOctwl`hqnunhRgrL2kebB1Xd+!qp?mh@(RViVGVY zUyQi0W|Sfik%b z?4`on8Gx`0a=x|`r6n!2!$Sng)D|SLr(3Ic@&`%N_ zx$XjO!L$&d7aS`AjnVQLh+RrfZZ{Vf7Ze^u8r&PLFBYb=o9w~5V0nqWjG*KAKC$)r zz~%Q8-h>uflE_{NFpLhozk7h18f2}&*irx@Tq22nbIpmEeXOOe4Z&4nNeN7s+rz^c z@J{e4YHHg(wQ7t}g9Q9faEsvi2*#ppW2KBh)}0uzV#SyTj0{Z)s?)A!bXoG3M2Cb_ z;4%qP4NN_P0;0+(^CprC9@D3>y^znx!KbIE$GG~^+YP2DGkc=H@u!0zE?A>o?|k{9 z4)TQf9O4l{m0{WYF6i8iFSh6qNWd>bHBoj`3>bh&MPttRt(diGvsB%pu**ztMCE3$ zH9tYs11i^txf5RcU!TDF1e4?uhY&;NIo66`-LEV6q2YqKtHb0tf!-@YXYSt4R#5OICNrJYAa6`hcV0TSb(#a=o2 zec2P6-2q7hutmT{=!vlKMcYOR1TE_6<#cr!|G95SQk6+i24D|SIvUpu&{B3iy$jts zaBLEaiz5%}x!#823&45r-o3^qCiDC^7x_WO9DDxHvqxXfBUC~LWbdY;J`xyn7!@QE zdlDr-8lEOai^!nVw7B{t*l93t-~;yxMUlrf@AP!%yxnYG`B&5jTn_XOP6bdoQrLw^ zO%UthSN7X)*aG8uMI8Iz)fB=z)|(o25PBa$JeE{XgZC)jyRV!8|?INnVB4;(lI ze~{9wHp+_>5;*8z6XtLkBnNhGZP`I;Y8J*@+SGJ*NRm)cr~pt`43>}BH@Nj#@*ycN zBft>7SO9`eVcn}WQK7B9eGsQXfC2P0s-X#=f~c!@iAc_YVvKg5WJ6rjvMVJmZ6tl; zPdXxJ1ja;e<+t{ECJOS0#|y-`m3}a1mc2zH7&^i&w=XQv13|(&hTP2WnR(V=3TkIo z;~rw4h0m8L=4*}ze)1rXY&MUKtGzfeHHEsDYq?rFWz6n#OqcV69ER|eBg*9 zo_*%{!IJL~ck%ZvL@5exKd}1v-v7S!qpdK#c)*ZR$#%Gv=mDT0f*dA5!l*^6XzECfgE2>7Is#E##(q`GZn~wPIvs^hC%{DpibYzQz|p@Z0qMjdpwb ztogx7!tpwbvrJG?A3}D_#y0@s92^miGHdH35<0DcR03LicU*)~L&dVm)2b?j1 zdXI~1uM(v1uNWl8)2(Wx_!K8bjC>3yK7retz)bVZ>Qr8nN+- z*gua#f(gh$k0 zUkLAoJA=Jx{_^GHRC*cdEWLtM7K*oVm#_&eOZE+k@$vUScM=nY9}%u6wr(wIFt2vyOec%YFYZo$~>&yk=2hYCLZ8!UYy z&MHhltjP{?h5=%Cxgog2WC>)>&H#KNAb8X<#ljTGnhQN2frG%IaMIK(1gZSb!K;vt z=SNMk1Gp_5FhVMd91h`FI`nTwaiFCt_;B>xfXWF%S6$scE7nz1!Nlk1hXY5!=)eh@ zqGH-#3Q4YSzzc&Q=S6;ez9h2#`x{{>fs2qBzWe@~G!32GuP!rWViD;OGQpXd5zJ5} zAP;|n3?%0BaKsLiZEWO+ML!WW#q|DofMAIPT)!Vd;HBuM*q?@Q0O?6&`fc27e?hwj zc=|kldLzx;+__{HC>KtwjKX`6d?p|Ql3fY6nvp^x$7#$24*fF;UywFJ?N8Qo8mJw ziOn;Ja36pZIs;UJ36eg7cY{kuq#p`!4PrnqJsj6g6<7@#F+MrjMW!MrcTwMfYl{F#bM1(D3grGdhSJPXM`LIsHGBe-FE@^FMF( k|9B0~^1nYz?!(58(%EUb1g&PuP54hnk|go=;f2iy2#H2?qr literal 0 HcmV?d00001