From f1b544166a9337218fbe9f30a6b31bbe42d7b01b Mon Sep 17 00:00:00 2001 From: Farreeda Date: Fri, 25 Aug 2023 00:20:05 +0300 Subject: [PATCH 1/5] GSoC documentation --- GSoC-program.md | 25 ++++++++++++++++ _assets/JuliaCon-gsoc.pdf | Bin 0 -> 565396 bytes _layout/head.html | 1 + _rss/head.xml | 37 +++++++++++++++++++++++ _rss/item.xml | 60 ++++++++++++++++++++++++++++++++++++++ 5 files changed, 123 insertions(+) create mode 100644 GSoC-program.md create mode 100644 _assets/JuliaCon-gsoc.pdf create mode 100644 _rss/head.xml create mode 100644 _rss/item.xml diff --git a/GSoC-program.md b/GSoC-program.md new file mode 100644 index 0000000..0075c13 --- /dev/null +++ b/GSoC-program.md @@ -0,0 +1,25 @@ +@def title = "JuliaHealth - Google Summer of Code" +@def hasmath = true + + +#### GSoC 2023 +-------------------------------------- +## JuliaHealth's Tools for Patient-Level Predictions: Strengthening Capacity and Innovation + + +[proposal] (https://docs.google.com/document/d/18-p6VG6MwvzFdyA45MvXyqxOLVEByFP6D_gff9-E1XE/edit#heading=h.zgq6k5hzq0t) + +__Student: Farida Abdelazeez__ +##### Email : fareedaabdelazeez@gmail.com +**Mentor: Jacob Zelko** +##### Email : JacobsZelko@gmail.com + + +### Project Summary + +Working with the OMOP CDM (Observational Medical Outcomes Partnership Common Data Model) involves handling large datasets that require a set of tools for extracting the necessary data efficiently. The first part of the project focuses on improving JuliaHealth's infrastructure by increasing the range of tools available to users. This involves enabling connections to various databases, and working with observational health data. Our second goal is to leverage the capacity built in the previous phase to develop a comprehensive framework for patient-level prediction. This framework will predict patient cohort outcomes with given treatments and will be tested on the mimic iii data, and potentially on real aggregated and anonymized patient data. + +This Jupyter notebook shows the flow of creating a prediction model from OMOP CDM using developed packages through the program. You can find it on juliahealth website - the tutorial section. + + +Poster in [JuliaCon](/assets/JuliaCon-gsoc.pdf) 2023 \ No newline at end of file diff --git a/_assets/JuliaCon-gsoc.pdf b/_assets/JuliaCon-gsoc.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ff8835d41d6d63cae04dcccde40599b480551833 GIT binary patch literal 565396 zcmbTf2|QKn_di}5L?Ou>PLwgzImetK^ORYLlsF;tOrk=h%yU91V}_8aGGrbz&q^{E zktvDv-}~&-=WZSU@4bFq_qBOEXT8^2&l;Y!x4oXz8nW`-{5)vl)88jHKN9mJ_z-qi zuM?j=OU$d|VUI!Z%9uEtSlgKs^IpI>I$7G;B6z{syc#Cv7$*c0n65?4tL^OQV(P5p zh{0&t**POn(CB#+M=K@UYjy}U^s}motvP}nW6J^1vc$My95oy<*D#J4TT_6N0CtXq z1Tn_e3}iqM`1ubbGL9G%XFEp(yNrpgs|oON4M#gO7gG#u1Um)bPS(U3gJ72xMe-q0 ze8NZ+zaSryPl$_;j}7<&K6&2G?BAxSU_9LH9L<~nGUw#&4IEwVqy>e~NS~8eFmSiI z;i_!~kU8h#YymPPZvx0{W`a0()eK{8asz|80sK|AV}5&WX1Y|gm zF|#z0wsS`q^6~H?gm{FJA|fLECJj{wGWwM@yUkG*QOU&i+45)UtC1 z&6p3SS8z4|C`;AS#u5~g4_Zn-Kuk3k8|;7~Ki1a}{8)Da6a*>|!H+d51V7d!5d7Fx z|GzH8+ovG0W`Wr4h4`-zU>6gC#IDT$eZejj0tu}cbiw`f_XUy`2}z5Dq(wr~A|Yv^ z3o#NB8U=}hf_VAs0&#}=|GyBUAkI(_EDC}}L9i$Y_Rj@EN8v6wbnJx~1^)?whFC&F zETJKEGz5f(fY1;S8UjLNfr!x%X*5I(cM*Vy2|&aIAYuX#F#(8}07OgxON>|m;#vSA zCIAr=gs2EYR0JU^f)Eu!h>9RYMG&F_T@ZgR5KTddrXY?cbP<9`3qhoXAkxr!;pgi8AkH)fy0o(;lm)?eAoqmK?2(ba2Q%v_-riX-?Ah5 zKu9Qo!lXp%gu2@XRh2_Hs*!+07&f(wjG8SvSlka$`}f->SV1AHGUclttlyf>oT$893u!=UK6 zO$B@y6dkw8fDeO0LYt0lh@g$&a}CG{B|DgiC@^5-ISh&qkPy#bP<&Vcv0e^?L-7Fu z;&~B@4=do`>w@9~1jOzC{t*Plhn4T|Xov#y1LRw9JZxykZKq%~u%R8dy@C&eI>K$Y z;KQIH;I?1zVbBnu?HC*q8{2W)GuUh}w&S@o3LDySn>hGn&D)Pch*2*69I1b37d^g1i0NOd>9Lfrx7%0efXn*R-wuOE+QHzO^!)Jr`j@tmkhXF{un1B)l7Y4UYhD{a( z^Z`X$IG`Z70=UgId@{fuURXg10{Xywq2K|B z69ywauHb<2CJd+^Kcol)s>hEg!hm$R`VLM3bZ=Y<10M#&!w)lHF2j!}*i?oqf8Znl z@$jPzn91;i449huaitTCgb1kmzxTH&5m5DiZ}Ctfpz3jD7n}s3dMJ9q)hPn<_P6TM zU<$&Ou>Vj%gDHp~SIEJK0haOdHyTVfxS}0C7nB1Z4wU2XAbp|+=G|C&|sy2#H(r1V5I=%DL5WjDIoDGT{M^ska)!* zS_m`)yfP3C<_KXtR|exg5~|6zA%eR5J5r&+2#>_8$ zN?>q2upU6-m1=0P9zf#NYG`adfLBnVML-Gh><$dYNT|Bmh6tJ%UQvMtgE10s=Z_Wv zObp63uxyM5gE10s>o0&U2%x<`3{e0K$H23mzl>S{ED7*(kN{W_An|tj0$`K|?l<7k z0A+->(c2IK8Sx^d0C*D!iMIn50HZ8kA`{>TR{(GGD!>o$0i`TB9#~c&@ph5|U`WPG zLjqt#M&fQg|6?`+VCcn57XsMG3++4MfMDds-IRor0Ck5~K?{I)fd1UN{O17=Hk|yq zg$O*dGu6g8BMf+4~c#0^EyUO6MO2C~-Id^9TZR|r3;Kn4lB*eV> z>Q}D=kDL(TlSzF6fD0)8^Xdx%-$OTTdG&>W@1dPMuf8zwJyZ_z>Wcv1W6K2Kvp~>6 z;?gm|E3dpA@RSV+Wn$QUR&3Dw!#s4O75i`reD-zK8T({Z)za1q_&fr58Y&GuFa#b) z0*_>X{{a5AKu!&Tn_@ydLcm=?L7-Yf^B{!;g#ZKN2eu_VA|iZ1Fya^H;}H@P;THlv zat>eu>tTN$r$W!DfLoB@KR9QguzxsH#n_rVTL3hL1yBGlme$Sy8@%$?!1E(nj45z$ z7yO`;Gw=Y_hJ@HX;j5Qn=;>GCBc8wSFI&GAIWj_Yh~RaWp$`*PUf(|V%hco1`%UGo zTCCnmek6aWgp4zr$WhZ<3%V{(qs#xGGivvy9nV9-G#5mGxYV=WZsnR!T?rAGlxl2%|e``ln6?|V; zXB_d6v|P*6oaGQbfPU#xCb`+)u;9H`BU!!~+pa&kR{48n{XoO0<&n!sdUWI5rT`i=0EQV`i3S$3*q?cM`M=9^a-CA~&( znRcbvW1_s==iatCnyySlq)uh%z1d`(vGe|Ud%}4n_m*4^J2PQ3P0@Z%jhsohFP(2M z9#(n(UNE?6U$F1Ri$7Z^9Gz}SVL~Xk&`Fzs((We+8U&mmQkrd;V0M*vejjs^)}~rZ zZdG{w%qX)M-8jUEAgg}XXg0cgv zk>0&1)a`Ps=Yf(2a?O++=?=gd%T<{HDk;|k-hLXQW?`MJe_go`W}kR*4Ixo z1CpOu8EGC;v3YR)Fmv=lCW>E)`K3p;_67z8FWzY`Jb!=cQQDKTcP^Si41tHfR9urUB2v5waEODwt_NzeRyPcfYA zDh$8T89`%epmRs@U}XKIQ-%+-gGjK+RQ^3Dsp#O;(lNTzdt0*Inoe;p6Jdt69!j?{ z$IIy~@uwNkr!=u7l6;oPambCYHSknFRfkLo2+iQUrx)&Yjo~xJQ;O&GOY)8 zees55KWXV){Hd1F8^Y>F_fmx!gJo)v6W;XKEOkofEM963%P~xA?)maoDnVjas?gzJ z&YP3*UALJI_Dg22FQB(>JKjFcPFl;ae=UfGsOEKPS05s>EtTBd_JuK-* zqH#sW!en2>?UgfwUUwz;-#r$pBZU-AU`Oztuk9{A$5(53Pdla)G4b|(-^EoOr-ts`ORg_L^WKlkPjqZxs+y(zw5CZkKJJdcAdH?258PiB{A3&i%DFU7j%Y zE*&6YBC5=h`FUuWy64M9LV7OD2txTdv)wJhxF*n9i z{r1qs^^gK@;zKnxt(e(TiJWoAd&WgCg6kxsGTGl^3K)3ZeJlK`!{dg?%D4JRkP zu~JvuA$rE85~I__y6@u-MN?C*dPft<>>)*+4F%^v*8|w$_uzvZ(h3oQnRB0zbs^(l)q1F6$)l zc-Yf&BLA78tWtSr@TDnfPt2qN+qF6szk;0N2Ff{=`Qax5a)HA0hF(o^t)ISg_K;mc z(gY7VG^;!#_)$j3ouZo|s50+K8F6yCUS=woR`7v_O~5C!M@60K#lA1fC8DEW-m^3N zuz9wEN-SJ&BJxrn)oNzIaavv36wWqT##l3g35V3wNObZm$3R+yhtbo{frsU1n+`VS zt(GUZVyswMX2e((kyB%*FeqNP-wx)}F(I=0Rz>&o%FbDRwkRx>yTbf_iCXA<|LVFy zsl75oLfzqP(zh+5v~QbUIyxAM=FaAx)Hhdi_TIPJ{8nX(_aRR|rO(^a!1@9@>t*nHQZI>$i#ti?O3IAD*tU_e1*poPXYLXTnhL9WGCuSaLt98C)n8V@aH z`rI&$SC2mQuoCl77%f!(G-IA__G!tHS2qnRIy@+q5BpvbdQwBW&wD6bTsW#cjsYc< za7M^g7m0pTMd|jfN1iL;s>ERBt9_QI&U!W+*#FLWLtQL=pWtcHXWgIo#;cWwu`hkv zGb8i;8$Fp&P6m;4b+1*V6r1^TQy;!$WWg1MW*0g!+^6gG8Mc(G* zAGwiYPS#Olc2?_-4S~d@!|B2v8M2bls`TUlv5uw>Z)->>5^GovjJWa)UTv#>7-kug z`8Zs<-%HG^hoIWWLwum!hRvWzzE*Vc_@#JbRkA2ix{`9?Z$55(Iw$43HngVp+nW!G;5|*QTbaUQ)gd5QHllHklOjv>VQ0$c@ZUlgqpwUv+j8l=aK3Lbr#>1q7j=-B zx$Ddg6BlJ|sUs(|oQ2t6k!hZ9>YEEWaQw8bg7>7i**drF)7vVKIh)J~j!TlaG3v|+ z9jAV)Q@4C7HOV7!zV+6E#$nR&b8pQKb2zGy77`u5G>c$FC1uQA{8f9WWOFj}&|2oy z)_J}hbw$ zJs}PCLK(o*%TgW1wl3duudX>IKP1o$+sLbubuDC}Gs(<+$)h@7WVyy+M2B(9TltiEL4WD>mZ-tT zLkW8FdT-Ozmz65wAznm-&X?C>@3Sjx=8b5%lI7GsPDh2y2E3HOL{uLpgbwsT?ZCU5NcDN<(i zEu^XLqVM?E*3A75o1RwfdG40c=5Rq!H#%lt(|fZ-mCZxk?d|99$rtvsL{j>Mw1!OA z4Sm<5ImAlF`mp0LRfzEVOlW$9oQdE!PXDc$R3`gtl)>4@{PSCqY@gH5e3F(NE9Orp zB#pTzuNGiDM*aH8yi=g}caNBiq=)pA+A(tJraJk0el1}i9v*11Ru80$`noTin)xLO z216a{i=5-R^ya(Qk(1ncDkqQJR8-_?V0rpI!S5&Em0IZwoMR&!^6Uc!p%mR3=AmTj zj878}KM^hI4<~C|*hA%Dv2=E_-nHlFs(vPY)upd->cU6euJ~Jjw)^qjtYKc8Fi+-o zqEzg#zWJGnfW=dN6<4Vpyimmye5_Yln?hY{+TUiQi~X)CJEk~%{79ncB6vmR0bxP< z=Dy1(&sdI%Q@weSzs$&8>JVW(^`7&!LM?a6j7iz2nfwEXlj~ge?jLh%lANX+zv#>x zq_)Ytq4~n@>1D2%b8e3|@?AxaWaj7ZPc#nY^JJl~ct&BHA!|?}*Y;79<*C{+1=qgP z#4g@~4JX1H#SIG)|K&c~>eY88HzmHy>NQ!({CYL@CM5E^Eyd@WL$s%UoumpYUK9HM ztKjH|dr4c|3}3tiek10W)Sa1mQr*WKy~>!SUXlBF2ZY%XU#cH-r%4$Dl>wd1f zfJxm+*8ywQNMHT^Z$o_C3cp7SA6=SBIDjcHv=pP1erY-|A*vqy>6L?`$M_iq&gBiwYtg?>YI@Mfh(s)#pMOY|KTbP;!!2gbm_ez$ zne;aOn?1CemnC!Fd}==4@cw%>h0us-Or%t)k=(=r{oB<{LZ^a}=sJA~@8gJ~vIB#G zzGo3j8v5@(y{hOBpcb%;^HQQtx~mx0W|Ui&T>cF4LG0?Z z)cRS-<+@KRL>i57Z<#Lasr|v)q)_VltM&wA=SBo-F#u%;(~)IYQ4zVq8nf``xa{2}`_x?Q-^_82v_c~70D%>X1-jC+Fn?(P6vdPT2`BhV0 zqLFd^*NT-pZ|Vh(S(Q7hym;4Ycf_XYeRCx8|_Gut%ddb(3e}{g3_? z(Vh;WvuqC%cqxR@`K5fNHy=B)&vT~J<&;+k>s6}vMs}Kb>s)^sa3oTYxa@PV*JX_E z$#BMtpE z-VC*#E0kl(^=6o;jC1a})R>lNimlcyBvF>n2p8ViH9Z(73WA~_9wmR8(&p0_%BDu9soZ^mz!h$nnf1~GnwU)0L zdzu(?SeY!xBBrTtw<)Dxi}mP>Eb`0tU8)LQ@RKmBJ4LED<=^6}oA4w9DZ8#$H`hV& zn1|@KANj05PdJI~KJ~bZtzzys=(~yojwMtOzs{+WzI-(J#ubi~cPjGqO@-~4d$S{X zW#$UP!#!QTB^>Kn-$EeQ$rJ|1rFO&5=_Wf7M2>A~`(kKZsXLeA5?9m4}R zC&~&#!b|vgK7?$}*Pj!g$uw49sHh)hwEuK^V|q?ETeQHTt>{JRN{o`u>R14^X0Hk- zQj+;PYx6*Rg42`b59PPtSm@aW+-EWqF85tLaDbch>?@8=(d=m+%lOL+g7fbFNMh^T zED3wo9knrxhlZ|>ma8P9-D8H+80nFo5-l11=X3TkvF@lhFYWU94!X~vps_XwlsBOB2|y3fO>;IbB7?!Cy$ z)b{Bc)UhIN=}zQNg~}C<-m}mbJ*uf&Y(&5ol{ItasJZ*4+2(6`2ITz;cirZL^~6?w zyyxw9YoI(m&++}KP>%T73t|#_ktK*FSNTnZT`)0YZMmC$b{ppRc-x5ViGD6JLgVQU zPdAE9nb$<|X-DEvT3V$2MsGbFOh&aAy|zN{5ZF@92JuwpwwpaKYucOi{#Q67U6!_6 zhT3_}^s8k3;-ohO#IF$?lIL%$DAS8Mt#j~pzq-w-J8wpM*1l966>F+08vUl?oLos{ zzxRN#f0|vsUgbzYYi0i>p$Nf9iL!`O$Ai~&6^|i*?_VJJK{2r5R9`S$Q$9;)EKw6F zcX8;Z3e)`2B+m<8!sIhmC));Nn#sMvm43NZJNZhG{2c9Fx;tWEB**6gk2g!}E<fUZ)@d2F zw{lEB*xnQ&cBP*ku+K1ECVxMeN7=?2(ZBl8^2RiC=fxsPl`DcU)SzD+F+ z9t7ks#C#W+bdB_#)?2?7S+yiwsjS|^)0E|W%p;by|T=G@_|o3!upldo#qgU zIbOpV#tu`Cl%2oWTq|?O^tl*EI6Bsk&K~R{Z{Yk=nx*zCF)}v&Yt!WVrC29TjFD^K zCCQXqSHD$gW-alDO&Jy*@H!_b$0K@ZGk3A~>z7q7j;F^2_!#Gd6DL+{xbo|{+KnH5 zc8$!dCDje%DvePpEnoo_zvgYg2(k0042W-3npav`f8 zN&Cof@a^o4Bdo^v$YpxHQR$z?N2%@8QMT7a7}1)kK;o2uS^Iv~R$Hweh4#5i zL%|81@{w#RmPxUnPq%l_wnyIUn{HwzjjNmlZYj)dJ*X)A5+m9-((=GNE9VU#VRS%xpXMWwM zY&CL}%BhS$k=+z&X|44zc5Xd(TsS!u%o&)Hn1YD5fp^ zNLwh=EG9$F=-@P}CSy(OUgJ{!$$2=x2Bw;v{-ldO=9mN#gAL`@+pE)f0HWhJ8 z#Rck$dX21A)a#g#JRxhKydX&Dq%tr`h43p?UnJ4atGVYYWzAJG#z-(u??Dw?9h*i+ z8^ys>a=M_TG&`p>^WoXXo)$83-Ufz<>(w(+!zU>OJu&rJk>B;w&-P9$)72^-|LXMP zwXKV+Nk!EfSM9l&Be@2j6DP@6z6Fm=MoZ8vgiRTL?Mi5K8!k&al%>?GIMwVX@g{n~ ztHf=FB%yIFXE1u=t>(@mR9@*3CN|C)bt28#>PBosn12 zAZfX&u~%Jp3YZt;@~9k9VKkpLvl=d%x`9}yJEwHz312= zI+MYl6n%Z`p2|)PzxeoseB}uqWLO%VIrEG(JWXHTH!qws%frGpSGA_@{Gph4+V(nv z>Q>)%pS0-^XFVx9y+4of$F#6!VW$?xM!wsKV6wBFK?@UK-0*8JJuUMbAMf?VJyf)D z3|=?W*h~05{M>?A^`{8t+qow5YV~h0R&>zByxv1)f4aZ-ZMk1@%MTVqf&C)O@mGU? z_O_wwy`8v{nx|-GK9ea~OwneQt^|zV*BS1Jy7Uy7x_TDV&h~uzaZGbGGoM}+H_5XT zXUe=1dStOB`)Y!61KM zo7t6P8X0wFcRQn%bPe{hdSOxvthZJ^y`uOdzx#weFvHxPc9g~>duWutIO_-mib zWSX3zQ2P+FTN;D5vb|VXgr1F~>y}PU;U4!@f9qU)w|R<*e)wsQ@o|Bd+&c2X3ToHR zJTs9pHOz2knG#V4Wey!mBhlNJja zB2l-;vPwrrxRRC250y6+>An^H;_`O`PjE3!0Q+pL2MoMMijC@|=y z)A7IFCYE+N;h7uRX8}dqsLZIIglqDHB9ewo4bJq@ouRq>&20ys%f{zhsBk{37qLz+ zux80Rn5I>b7DJ2SeC9DIcUO#>{#mO8HND28%swAC{jbUl7mFlahk%p>L`Nwk>hD}v2w{LMPbRP~ZS_V=8% z>Q>eL6nZkXo?Wbf#LSZObDm%P_k>14ZeI&kWb~N*x@~)Bn}f01Bf1Bwl_>8<0ow6A z9-0TyReTqW0$L4<)q+uOtOV3Ps%Ln3qO*EF~KKfw8sW zc>1IObIXAIfOJHa;A7>Id(|5qCy6;{$?vXt=hpHch_(U#|HNlKE1jlAmxp=cgB<1M z`r@^ZbH=UySSqI}V;_;}OXP|A5X?Z3!{C0}2h>`8n(U`crEBiB)MlO8M^RH?B&Qru z%A8b3DUtHd(}O{|@f869!<%@-I>kmmPyf5Lg*HM$Pn*xar9^G*rFWI~iXUF<{r>jz z+dO*d#i**%uqDreoCW`1ziKuD?AGrjzAd}u{(wwIfU(Em!M)dI!9uhpgd3#dg*-*c zbbCYSoxBHM(s13aZ>EWs|Fk02FO7a@`5hvc)1T*{Sp2HxOi9eXFCQi- z2?8a2el%N8Bm*x}2MoQra^u9y?815N&qpc>WnRi(OxWYq)7dPP`#@2)fTK1qlRC6Y zR&o(D%aiTtm)rWg>=ROue9`x8O-wBJVaDj$#;DErMg#+g=Bh~8()JjU3R@9%PkYlh zMxN;qL%LtG9@1s>v-lpw(;qJK%s3&QGWLti$Bn&cqZ+ROdhSL#in) zW-#yHxX?TQk@B6y>`fzj*7u~(t9nzuy1bLV5sXZxY@sl2vno-~eXw@gN!7zGQ0L}- zFQFyTQm<3Vj91>hFkul+N|YQuDyF$I=;}XST)kJ`hr{yTdC%T;yGtv%AEj+WWt@^Q zB#nmmC|*Yi?7QnJBUc`L;f-&kYlV@}fs!D{D!A$Ff@ZTJ(6B{?!wk*mPtabl7rv6 zdoL+}?YR7iE>PypvoARs4ThIB>D*0Mv->%{d(RGQi&>f%iRWH>+HNqc-O?yio;Y+Ui=2yABPKJCWxXgJc)F724>CS{jd?Y!H2$}cz8-c>BPY}|P{ za%^PCz)tDqn}Kuni&xz4&=Z(e*m1d^4;Wx!8vU7Tm-s!|;e?y>QE{5C6Nc5EoR$~I zWIynEA!cJ@W(}0nR^#(zN^PqMi6~#vT~=2*p15WJKReUUy$5b$LAWYyrf{qqwSqT(+P}Uy%%vM*7?||ncW`W&;>s5wz3Q5#C zZBkt857-xlNcArVug|e}elWnWjSJC|%%`4H3dlV%t0Qravd&`s=9Tbu`VAH>t`#AuPmOSGgh4g$)Qy~OyM<(tnIBf~yYFc8 zS)6bm?w0o@DKH>wHLu~jlWH41doS!7q5mPza|X4xC!!vcycBUUb3-;yO$`2A&8RA= zx{>1>I@nvXxS&LDF-S8%^laan;FnW|doXV<_?FO+kv(`g7;ZTH>1>m@0>UbD;=E+oE7*;k?}{)j{TtBqMod3&P0y}|g0u2P{B58KaXQ<^fG zaj!P-ORR5j_h>=bc)8BqcHct0h`s6W$yWF?(|EAl{7d&8Cw1|w-sdeFK7S;=@1ZX= z?YLD-JDseU(AfN0V=8RO`JIS++!><4sIWw>3yzA)ytXdD->{_2t%R@_1bwAw?#h?^ z@V2o0QJ2<~@65sWYs?OZL@d+H?&~n~o}SUodGu6HwdQiRn}-FF6jw1xtC9R6f&F!l zzqSni3U*`XZ=L?GMYmk)pG?0T78@2A%KjOd*1xWso>Asj6Dj+CJihUpvxHJ1g;tCF z)a5YqxXWjPoZsn_Xy{))ZMP*hw9wx#!!HeMYITYl-*@7EOR*UfdjfUjuyBC*&2v9^4eNO^z^<&h+t`|$a{y2Z+d13ea`|mQRIoWG;Wmy8VCOJ3{=v^>w_x&a68EO&f zA>W)$b!C61eUC=1yZ)B1Fuclb`YD{`wxn`*sLHJlUj>YCga6N9 zEd$4ct7PjrIy1+fl1V6*888w*Tf5scio95vBtqOWYD{=^F2O+Xb4_gGTgmE$6K$4J zH=6bGi>hfmGd~npI~b;vjh{%IEmp62_CDHzWR% z^y?TZW3a7)tl3!av`goy7TK}UqUW|cY}9qnjd>AF26h6=?(<=@sc}!9IQyb&PquKK zA(h(d(vU2$sR`byYr2Q#Vq_3FP5G_GA-dr4-q-AVEx%nfl57c@K3hILdhpH5km%aa z3*wFYIFmXHCMRQq>F7(xHh6Ph9_+}@yr7zXQq{8R$@EtU)*nu zD+B2kRU)66P~T3QY2;Av6H}cyXEoBYhgy)MeUHQb)X=Vw$+OR-o0%~lTdek(71J8p z;+hU?76;vnPDNZDe3oJT?fOA?edEN@!1jzhPhnr;Wf>}gca+gu%}C{h3rG{qPd~4= zE;;-6pPxr7JRsyWQ7OmL_F7 zs~wq;AKhbn$uem_Ny6m_^JTMX9mVd)6eZJW3qEr<68@rxx+ZGh?$?g4w~?2>TTZ_) zo04y@cKlkrj>Vy(n4V9-O`>PgUv4WJWQN>D(Tk`DRaI(`77a);o)QyliJD=JSD8er| zwMx&>N%S6{-RAdqkr5Fk22(ylO?OX@d@ZA(E~eoBt`j10R?56RY9@!jU-Ub09gx(1 z+CB5|Sh+sJwo!mnL%FAkiQ;KN73%cCpXSO(R@$RzXvDRzKDm`vE48c|XlWz7VRX5U z{axM~s*hBtJt`_WpIW5(_`ooOb-`S8sC3Mds?teD&osaAhvM2=RDR_$T2vv~B_r{+ zC!Bt(27dpAIz1Ge#L=01D@}HI>)|mQh4v_mZh(pNz;6YgnJX85e$3ICRh7mRZ?23M z8YtRv|81{n4-h)+P|_Zi-O_PZTPr3@@pFf2&AEHb+8wNqKKD`O=RBaXJahSOnN!Br zuMwvh`pBozwzWb{Yk?^mIf)rxTawYGBF1j_MA`4#W-(PW9u-ccR1G+?KZ)+yNz;II z$J-|&IOQ{LEeuxs9T0D}*QM&oaP;Y6eK&LL;zSsQt4&5u74xx_v-E7;mi8;G2g}|| z*^)72%pVtwH z@TD5~!L3&B(HggpMlG$tCh68V^`3P41l82xv%gt0c-keSS3S1Q-v+5b_o zv^E(zI9>`P_M5E^uk5mOC|ErF4S9r3n^xQ?l15F?+b=TH`O)-8_uZ~+eXKF-BQz~Q($oiGI)ZElS7>~xrR~qz zUy8YN(t(qDRSWYrQ$<{YO@`hw^b-NmVEXFZlwpU2R@I$9w@|G}Mj)IWAE z7-@UxjK{jq8kcSO;rCwd!PVxEZhar~%_dHMp!LP+{77kHi33R)r%a9U)$!TEBvSIh zyEi%24+y?ctM))fZnhm@>_|WF;aik(-k)+;O4P_4 zSx|G@c13})(F>)A*9sVKOQ?E$5;)>pw-_k$54G`%)w7)mWw8Gz<`yJp7o{` zQOqL2@{82ETQMtRAxb%(!Cu_+2}8=O8{f8`2V{g~--zf!1O>Gh-AL!uE%40g%6;80 z9G&HvldG`$xYwnIb-eEl74@y)?$$R{{oU#rc;P)c$;YDa1>3Y_wl0jC981HzA?m=pf!zkuFw=m69&6U zJ&BjigV6_735avzviY7PGdWkxyY%`vTBbT)q^Un9rlQxo++O%3n91NYldpOWP28Tn zB1I3X6JOlWALTs|ZOEc{b1N!P|5-d&Pm4ssrSmsThNus=_meM371Zc-b$X`v>{+tS z(m6k$qrl?i&)0j^-7cDh@A2zb2(-ZtS zchyzOK<2YsqKeHc#we{@KF3*KD-0?y_jMzlSjE^JDiriRYH?;x=E>(c$D;)2$xj{M zh;%=+a+A`Yg5Z3z*KyUTp`#XGV@p}y$vi2#EFI)g${9n#{3Jh0KIcg2?KGO>*NUV9 z1PS83UMvBpte5-0`{3+Z{ita=L7ifDQHqLMgHnX?fycS=gQ0Z?L!+Mux#+V6H8tDQ zpkho=#TW{+BgTqV2hO=HeoZJfDqTX_pY)^qn55_ASFNTnKVuWq!Nuc$)5^`&)YR!2 znqpX#$>4do#lcryo_8-q7;RoGJ2n|6<}UeSHJ>Qr-Gz!rQ*1WRn5MdB`{c}Nh;N_r zrp(Ray><5x>r55LhtHoSDee^+ogDn_v`5p~wo$kclaD?mK9e(NTbnPzV4?dW*I5Ve< z{AyFLl(t%RXW-IY&RZ{!g|Kr*aX#ODk3YR+y7aanLXpD4FO%)Y;8`*y^Yp{PisA$= zB9B8ZiZcBAbos4>#P5yyy;*^IT2TQdPmOfRdQxcCO`9@Zn7kPqwZpS5+niGlh2K675 ztz=g`R8KMH*i$xUAADod9>u3rpB3-+rP_l0D~m)uLsbpIUUwhP1-2#VtMUtlhtp39 zchS}%$LWw7!w-a&i=%gMilut_uBpE7Up-n(?^f#OGmzV$JL3Lsb%Gtn~D7rN$ZY*33=wzRjsUD>*9=`psy09&?{;UL%r^P^g=GKxxB<~wSo&( z`e`+rT?4KAN;N%tTRNA@t6Pfo)#_O#dELbM8xzHZ0!ql@x^A`CtS1F5i<3>;iIb&^ zF!@iBEw41ja!_FUOQ86JY$jY6R~sP!U7#x zh;Cc++Zj<+biX4p`qo1&Wj7&EI(}XJQLRR0myCz+0au(g=g%a}1{Hl{+g$s-Z^N147YW#T6M9qZPY+J)>$!j4G~2P+n7pOA zizCnvQUhoJg?*R37crjA4kY@-goOZXrZjiVZ6iBG) z1Rg`c+vzZdu&+t)f+1W3EU1iEB-P#5JQp;`&S=aa{?KxPCQAT#pANuB!tQ z*OCwkbw|Ks6nLv0&M5dc>TVc?*)7y)0UrRp4FEL1-2mWTcLg

y&`R^)Eo;nhgN& zodPtqfId&yP6hZ32ySBlW z|HugRqCY;swh)1Jo816lrGwlIdV?Pi0BAA*H|(9qfr{h;-sr~%+_p5>5V#vaSPaK? z0YKt97$9*k`Xixt_<@#d*o=kGz_u)f?Uk?_2C&fwyJo=RfDs8FV4HPgyDsbk07?Kj z0BqL)JOH5C0o*A5bqBKDeQ-U4K%gu?t{aFBz;V|JQDO+kO`XG(m#{>~iaXYvlp~>}(7`;~6-> zF1HTb0CwCqqJ*}qXqQ`qZ2&u48PGBfE&<5JF4h1FoRGgj9e?o580b+02iT>@Zv)ub ze1XnmaDZKUJQV725@5~uZwb&qzZy8eEZ-Z>`w*<*rlh#0ibS2_!4YigWaWi zT$?pWMYs-0Ko`rMLJ1n^)CrRWyW81~HT|=dMnMge@Fm%nps|szS}E@Fm!`GsV`qyHOEVEjS5wbT|~yp$sm;EY>oj{vPIKVDFdK9nBYPtO}C^dlPOqKv<$URqdFF&_FXj zIKVDF94e7<06Us5*isb^uuBi$27onRKvh^P`+H5mF0F8&-FZ5$t12W3bOQ)z(!Hbk zg6&q}K)cJ`xMr$2pdG_H*j*J4use^(wN%9c>=@R;9;Y(NVG!rlx1?;ei) zb6^*Evjz7|0cbY9QGxDMGs>2z2^|1MV^+Ks7l8 zxbx!`uq`hfV3!dA*IpO9b~`^_L2uuxVz>XhSR<(5#7Te+IY2-Eog>5c9VPbO$8LbI z7Ka1E8U_HgvjYQte&H(HWrTp*7vq3-wzBQFm9Y2kcOwbRtf8*dcvc0p6NX8E-6`${ z02^*_66~BYw{MfMJH=f9K%Imk0O%3c-x7eWh2awHF8AYF1mgg9OvPZ&U^u`oJssN7 z;{bL{#bBRdIKVDF8+Skt*70_Jng{kKh6C)B9N5no4zSBykL&3S0borQ zf04IsCa@1lc4I}bRJ`-kJb~@|E$q{mT>#+D*MKD0(UZZ(%y1R`Yp#b{8UugLvF-U6 zlp&z1{cj}!&x+s>&_Qqirx3E1uHauS{G%P*DR6&N25$Uqr~I#Z9Y+~=*c{gSaYxDF z)7}UMqqtH=IN-&p^|(cUp<0S7^Br~R+a`ajxOUU9T{G;;7*KbVn2C;9z1onU#z(Z(hf z;Ln(_;TX7LWdg2POyJx$sPN~<^|c3@cw@Z+cZwI_Fu2b{yAWc2+<6RuF<|H64vzp% z4}j?WIdkAoXMS88{r~m6$2F+`d;Ni8Zo91in*9H#N30w;S+Tt1)Bel0{xw?skM=(a z8TV&k__Vj%7FG-YZH-`YV#hQ9p1cTOe(VDNH_|Yb?EC}|Jg9LS?SIYle^dgQ5u|RY zlEG66aLURy+W(s3|3@1ZCU*2>z__-P1{Jq^mHhwE{!88eIZEIT`vB7w?#M|zm2A)G z(5(N&H|}IhEbScw5OB7}c9no@|DQi?-2e8M{$`1adTP=5VC3GZlyJ2Q>`%L>6+|A{t~ z<#8Iv@(moZv2#2GPEPv&SbOWRESu+jn2;_>>5!6;ZV+h@q`SMjOF+7$Q$a$dLAo2H zyF|J}TDo~}x$*lE<)=Q!@&1Le%+Aiv>`t6}&8=PiKKkG0_{l);uHyl^lH8*GcM#hT z*#JA|0Qm<-v%hJ|?aU6a)9gR-4dnHP_O;dnWOMCZ0)F0oMFV=-{w$-vL)U=H^HUrS zJQjXi1oQ1v{qK;p-wEFtelq|XDc<7vueSO-VW4P$whQR(0#J+J0B;O{E?Bpw`RB{@ zrmg+;&2e}64uE^UP5Yl+ZlI#yZ1CMz2cUQFEx!NxHvK6v0q9wCr%YIWQTo3c?TzTK zIlbl@h=>18S#Fozfgb!nY5dRk9WdzrjW(c<*v|s_JDBW;rQUR2y57jUi;4_@W@NW$ z|8pGtQ-a{8k@4?*-`4Z%s^dS&{WjnK?BM=r?Q~81Zo|0^OanGv z{v+Q&CHc`P3P2gyx9oR;+_swQ;^iL+|JcY|N^-Xkdb{2Y?DYIkw14!mx)#W_o&y5T zyALiv_w>K<|3BNjX-)l`+;3OTfusJ7_D|R7|Kr`! zFK>7Ljtjd{mg|cjc%ob{;CH5PTjt;KU_X@QXJG?7-~LYfw)I?(`X_+^6$5yD1N-Ox zPW$$?^LG^3559rC-q60bOn@TZc%(NEg6M${f_|U#wqac-82`8);3fc90NjM@o&M1# z{Qu!H0lEzStpC@{{kLiE_Lsi*7r#aLuh;2s`~x2?{VJI6y~uA7{;S3QPWamU`knAE z694N(`eT=WKFWZl*WYOWk{G!j^+z%PpbgBE0X696i5Q?a-gid;&?E28V~6pVM9JU5 zVE;GQ{|xx1oBHqTxUDYN_1}M52axxhbzHl8ztg^b6kper|Bd!faVoF^{X6a3S(xil zf20jm8em=fn(Mn=b;e&(Fn>pV-6`xlL#6M%=YQ7p>zel;nf^f=s314OzVmJc0CsQF z{;PTZAMI;iZ)o3n%roAuq5vD;|B>$-VPA6!6!!l^Ah*xqYyJNt;U7!`t@4KHYc2mx zLl}P1?0=3+fmR5leK#tA5zv77=Z*Y3cK(xUP?K>S9MnD(mTeSb`?E-}jW_Vtl{L;G%d|B~3b1~dE{?Vl|2?kB4N_~q@r{Kq>J2&e!m$+f8y z-gL$;}%PfNI^GI!hOFS)7fC$s-V8(3KaivDhN0^=_^slP+7e%L4Q z;qDFXyY2Ir%*gfA-hbj7$m|d=&^gPPJo}+ zY6|!X+-_=rs=ul5-E@qmzj^yZfAcEy<{b)P+})=1ODg9Y6!Ay70M9Mp zljv*C?~dpgnQyys*US2EgzwH-0MK-|jObcU|BWy(93TYx=!8Jbz;8yxa{FffI|A!> z!2ov<7-0NP|Mo@qci`1;^ntkyLSWi~@a}8|<1bm5Ywh`u(gG^pO{Mt%;aCH@#{Yav z{T+Pu+iGsS>KiB{(Bu0}Xl%C+(7!{lexC+tW_Kea0qv-7E#vP9tl#MaHysFw{GI>X z9>}$={{emI5KF|K!q(Enj5D4ic{C@y1>3-Rw@5k>Sr}=T1|9p7@U#9;m zH>O`g!oNeae$WQOF@P7vkJs*ZKjminrHKA_bk_gPac$=}bKH6PGtvJdn}2rBfjnQ+ z2H;-4ht0ps=9W(f9Q99f|M{Z|ba!65qhe2>U0?WB~s8ccyRM_P|m9Li+|Fb)(t9OyA98gWu=4 zl`#W8s`%p^H-h<}UEX{d=jOvWcLy0vjJNJEAT$4Q8sIvBUiI(GxNWHa0TcDVg)rRx zZ3Cv;(FJhSA9=so;v0M#a2tT2C;(;+c-7y$lmPr4cr`QJ{p6nMcJ#q;P34bs1GncV z$kg44Vy4^Wa3EX%k?`F|=C9v)`ffr0k?`H;bBd? zaQ*t>k8|EAUY9-29iv-BLLv~{v*eCCS;gyzo`Za>^~B| zK6rjR$ZkJ%20~i@Ncb+Dxf>zDbh~!P@b`~`{W!>e0!;xvuXm@X#C|Ki103~7zJXf^ z+)1QGU~q+i?!VH9YB$gzpl_-4#Ek+t6}`e+Eebxwvuf?k@T<--ebmT#x!A-#~%< z1d#$}lYSKl^X(W6i1z*?;X4I#eJ}q``}WE7cTm(1lll3pioo&^;muPez)xWIi~;!Y z2k`eB7wrZI&v18+iTQSMli`}`AJ=&!!2fy2z=-YlMc#JKt}#phk?@@t2J>w=IdI+o zk?`HyLVx?TxfbMqBz)(U&3wBS3*4FiNchh4k@*WXBhJ@(ca(DQon1( zogN1B?J6L{bz<)a$HI(&Z2$Fn4NEJ`M92s{s(wngG2B8wJ=eD|v@-%c0AYls1%CTh zNm9o|U)K(nR@Pp}&e=+zkXFdj#vGPbM&H)b-bPp7mXM1JfTp#v)Ron@BUGi85)dM! zmD6{!Bcy$1u5GB#ck`3~=I1kjQVTlS3Cr4P+vx-Nxpri}^FzzWXX!+!`rTIrWUE;L z=^Pe%z*u1$OM5H8xNE(Ir4=$Zv(vW$FkuGxbpd@{OFjMXzYP3@F9NJnqP{piY%>r1 z#06}RXT?hKcJGl__huxN4~ZQqhUW*ErR?%4RyY$(ZU};74jSY?L0Pp}-SXzEdGfNv; zD{WnX^ab=CjCJ*8g!uphGq$sp(zoHaG`F&}(6_K7WcvsCY`Q_&p$UK9x|*)rJA8Za z(S!V52be%K2q?<{8?s&vWDQ)XDNaTUi^NOwBCtr12=DuRFvtRsp5Zw8yr&QfXyPk-Prs= zgOLC0D|q7-IZ=>{;7~uC`_ujXli`Z5Q6uoyBAmvUJ3ENZ!_8MUaM>D@D=;JQB2{09 zO!&;0yceWzcmy{Jx}1fU`r3%tAT8!fQBb|oV>|@hb3*a$nNwX)N!I6PatngY`c1(n z#aH+yyWQb=9*v%;Pl^q#k*^qv@Ixo8_AYs->Y4I`su=1XnG~ql8#!YO2HbC@`EsyZ zRYYZN=ux-7lz6ewrm~M^u-h%Nx6-P7_|}NIU+b(Z$^ky9#M`mA z1cw^<%vqMnSNXHS$ET7H>ML*^)74-wTdnMjoP&I}$v!)7=;%l%R*n+vA!4TFr!uvw z9zcOOkzj6N?tk$XMwZyIM`IY=s2oMajCa0FQo`&qnWNA0?u?@5V+Px8plL-H;`hX~ zAYhu@w_JF9mYPq#joW#|Jsdzr=zMIT(t95*Ku7wx?}1_~#-uj$?!JY*slh|^2+GR0^_&b|TMCDMHjf4c2f z_9hHxnl?(rUGZx6mI%q7J6lARCM z?9|~5rc_0*VhxcC^B+Y-swS`pVZ0ziYkgI|L0hGi3fk0x865XQ_Q|pTC~w-CK-M!6 z@@090zDZ64T!a=e_`-JtbIa6a3F;Ga&C=@)`+-?29IIGgmlzFAYV_-|T=#9M7*3K? znx8p}RLguxPEJ;X_3)`|cxdK1j{Z{n!-?$`_nEYu_Gzns-~M1pR<(#hL~3h^&q@?(?y0v7BI60w7cenStlCY8 zSx-OhvwCYQ8*6*yoNuh<+wlVt5G3b}vxNYYtX6!}bcKs2r-zpQ?zQ0Y*LhKZ;WI0e zZLqumLn=NDQFmQZ%}`}wjm)3!gq5HUf~#5CYa1b$9bUC`wVnp`Zpwb4us|DE7x{p^ zMwGYksm8IFY*hzGVmm3{DRvS%lTboDrdJ75@IBk7>ka!93)niy6RL;2)iS+ zUFzgto6QUleu@i=l$^0XAGdGWa9fx&T2as|T(5YS@oLuIUlhx90IDiNR_M@9D&i5} z`{KjS`mdZHeUX~1=A-6A^I3?=yQ&y{;3Z z&ESd}sovdx8ht8&?~(Cdl!zJvEnsL)fNbt7)%3pN(JK^WK?1`uBquFF=5m&LXQNIr zoJ%;GzDIj287fH0)gDa`C$M-B8#}fll=Z*nYG5Qsus!T=p&u{-$?i(kW_6zwCV%J4 z%F#w_=AUpWKGA?ZL{6=rnU#i|tgY<16F&|xdZRXDK}@9vTtwQs9O$7^N*je7 zZ2V7)GnFWghgRVS3SrDzc~^Fc^*il3U(>QS{E*&;Kv|x6fD8g|3ts=w=|ix6lykDu zS8fAsByYa$W_8Vc-wFQsfeso;|5yxdJEc$d(I;@4l^@%wt49R|cf8jU){hlA>t?q~ zkKr;N;vqt8-V5jEtlU5F_A}FaO*VrVpR2!XzLIVjhwn;RI+n{ZAUYm1Heg}B($6`s zp_eYdv)kmA(q^d-p~$LWul}_;pXK8)%gBcql1d?VZ;vKMuSjh|Gz9ecB;<6DY7|#L zR6VtI0iTkgtVTBaZ)#L7tFcSD^VJ2|#NA1FhGP%p9D0^4&Ac2NmjWp&WaZ?ghLonh z45l~_=M+$S_-`wq^`>J4^@e;38=wD1MIP_)0TsEae*DVn1rC#Lq>quGO@O}<2^|8! zeEcmg;G*F#6YEqh59_`Khjt%-TAHfqG*hvhs5E+Tw&OjDLgQm_+N_?POJ$j!MZxz? z)MkPAAsFQ`jr;H!qNPoh9U4rN>!+3x!F;^jix@QsT$awNc!kPXI?80Y4& z;Oabg=GXafI)4uuU{yy4fL^cDOj(&!E733{GmqL5K0RsHlj>!*&d@}`s?vYjN%Ea@l!wq5A^KLiUCzyOr>>fuX z4MSO8gFEyh%aI+7#U&AT_0HfCS8dpneNXSd_ZE zfz24+a){THP$pN4h|O11?#t!H{Bvl8aQV`=fq+ zSUvT+#Fp-K{3?l6xJIR@mz=uSA-Tu)P%_1I{{mf)SpMq+kJ%dN#n=;G*<9nGx`wQX zVCnUZP`ik?ZD5c)FHWM7a0xhYj%N1BoAJCewy-^SL*(48IWL(->A0rwC?5Gy;+yt- zwR)(acN9GERSMbNSOYgC9gO@ltGMTVB@8wHKwflX(vFg~GNdpZ{u4XRq{!5M+Pe39 z!7afx)-0`(tx7fbyqhqoWfjJjutLkt6y9E7;-a&XptlTERW3>Fb-du$kCb6GM#nI$ zP7N-8hU&a<*iGTLcD!0aKZL_akxv!ej!2PBX=GyTQ+5J4kY~qV6|OQ4FJfU5zOiEX zz&RY;c*rYVSyfT%6yb&&?%%m;PCGBC;bCsCRkht*`N*tNOU*xFBgx8I^X1YCd0cIg zE7~wzS4eaP7nsLtE9epm)*kF|3STa-2abc-LN_5R1X6}nlDie~| zGi0O@+tkQTuHeyu^dXnqC19)BJBt$wcit3LJ!>QuZHY!0{FMKS~?reh^-H%LwbX?oFU{9V$PdH!_Pa_ zj(mb~COs01Ex8gFNg+t8oL8raP)18v!AN!j08Ykw%wp>(glLDtr)aJ*edp5*ckyU6+@}tZdnb2`X>Y-X~%ZyhTWk z8-Z3C^cYGO>dzy24K@dro8~WWx4vlS4=o;6wr*j6$swz`K!9jjT3T9U%tps?!E$NI z<3&Jw2~bSRH&v#`AKn%{mTjOyovKouBH2hoEf1X`c3Den5jHG*^n`mrQ=;5#nvE^+ zDEO(B2J{z9Wu!P{qHOzfnzhg0)-jCZ%4m!XDScn%#XIGqBd*E~$9#KMoLo@@S067v z7lHZiK{oMJRm#-k&B4!D?iF2DAduVRJ)UHq3C-X_l`wpt)8dD6XkQ@OfGrVstu0mA z`?>NAKT2M;@A8!bgqz@2_TNJ5w|8O#SE`D}Wj^YnT_`B*06Y>B7AjE6D*G;186O{o zShxGf_FZ3_hH3d~Ne1-!JW&&7r{Z+`3aV_Vik7#M*)+_+URedJ~+PC5WEpp>J7V0SjiP2a>?L4Bt76oU)f1OECZK*Vom@&a`S zqd04RiYYALRJHlxUhz?wVXzh)dmti7Eh%3no#MO9?AZxMfUr zkie+3EuXmRXjA9-ia%ergO1?$v8?4AA0Jm$ zolxC*IQYJ@QrubMWBCB7`ImAg9NkS33)PdxnV{>`z|L0R*i-jh!DMZ+zE?~hh|^SN zQH`N-&LrWb)Erxt-Z)k`>b768ULb2;eVu<0x6m6s8dDgFMaHa1+?m`AGXWwPE~CPM zyYa3FbeuVVJ`0W6Y}Qd0-bfMhOhGlFpb}p(W6;#X6#XN%w6x+@vcm$;?4kS$cakNe zc{X#0%izr6L-nA|*F>sUUf|>|Ozar9QyQ?OTx{9=Ou_*>EW0)(_d$$Cpy5S2x!ClH zxh}$uAHZU#r8Vm$R1BWa^4iPDd=;m8ZC0g~_?jRspqxu>z0&o6*$(nXxvL?V|4sw$0Tmk2C zwtDdw5hy3Ai~iKi&t>C5r{{}M+&2x+MH>K_X@JvB;q|L3M(7u5hd$DCuIUC(!+Q!;rrS^2>@~Fe19t&UH&kTZ=!>qiI8>grACkeW!DM0pA`Ngb7Bz7l9n+f=YDiRay4%C|qeidlx@tuXKC z6VA2H5=|5DzYq%D#mhq~IS$2hly#m>R2vvQ!eSm5wpK9~UQ<^;);04>_}`b!#Z%vaz~tvVB~r=jm$widZjMq-tpge^sRJ zJkob*p&ir-#!zB34PE;P@BX_IG;?urUkeLI?vs0Odkc79(i>2NdS7CC-4{okeAd8- zQSc3)1Ad7ILXcWH(smLeR!rKp3w18sAt?NGtu+AdnQ(oL-qwE`UN^bikrC~)w`{aK0M8hE*Rx|HaFk6Gv0bf6Z zme%4fy8O3qK^cR7h3zBI-Jp%nv{fpb9r0JI#nFh!@;ku8BtRHPUn|n4aLm?zT({(| z&?J5lui+mAOCri5v*>_M13wJyItBw5lgq;d22V;?V8PbGVUpoggI~zYr`r6{CoxDk zzY&+t#}0}MUxC(Vr$z__+)4#2IkYyS5kGy@JRDmj#ZmToPXHt5i+c-5Z-@n~$%)H{ z`2w|Q7pc%*YgN+EyqJ&?$2iw>C^%Dj1`&w?7U?%mHhSQ`qr=0D<BZ5KX9(j3y$_y7j;?hXp(ZL<0%;dv55e#ulDTCvmnF(-9r^jH;wX#E zl?aJkrVi*LqPtyIQKp|qFTQtB=VX6teqR^d>m!b6kSZZnmUkc>nFAotri~TrV8e0i z9$D`TfySgZpOZb$t-$N(KtN{>U;H#JeAVc|a2wixCl9@*v^V6*8{FXhQPkzRT zfIfn*nX?Uh4c60pVSDHhBWg${=*$v>N-`+BtqEKr0(Or!&_pZ;mmlYLJ1iZ~K3P{M zIi;*pf}}gng!2@ab`-*7IZKpti zM`3`@{$jh(b64A%lq!Xx$9-luSe{gm!Y|1ab{i}zSyq#vP%mq=A+E(+kLjDq9CzGg zO~*HH<`UMf=H^C!($ish%12LkViebHjnkEL;89(D7w=O}oo*Y>g^Pm1$dYklR4c>` z4=$7TGvKn9Tmk4+V0rka8RqiAyMyS z=A7P2wPCjC`Y~m^D2!ETL;xy2WxZsXH!ayl= z?t8AP>fEWw2cbYcH_D6~3?}4=hS?in_73M{*wGMBQM;-lCrCQF7a5qyal&E` z&I(^rvpI%F@yPjYuuZ^gse$vjTN2lS>UAvnSACLbzEW&~!!GLY|NF>+mEswRn zAi6bJX1niw3A%e>wnp0pzHrZ;Cqb5$c->=U3Yx>mHkRI>?ecEIz$#~EE?j%ZeGw;s zGVyHl8&rzKRxd$?(&v2c=>ua`cUSIFD%nPz{}#2{}xtLvT3oCu{; zP&XH>9eFpD;EDSBVU?K=wh`CPT-q{Z%n`X|?n_xp)cHWE;1oO&Bek~`4b6Ttm|XWZ z;^2`H@#n>wby6P9wQiSuruZyWz4wiLQL{6ZzcPg{p!20CeU5_lyWFt;`NXNkJ|pik zLhUbK7$&e3AT6NHU=b6+;eE^{O6zsdo3gY^UZbyQ-*+aaXn^LW0KSQ$aZ9dL3uQ<$UJto{(WOuKn*+~={<7a7GalbTwc zmJnX=r52d{o|g?MGYMQ9%x0viVNuv`g3D$0YLHQRd6KkrvujTh$aiEoFIMdh-Y2g^ z)?W~4Ow#pulE6GKuGd4(ZFpv#*Wx9+J1^iH>rB&v6@!aI6-}$qP)%h0^kQSg8REOBTXUTR2AmzXsiR1aMWq(mWO)7~NK;VJmg;+DtQtO_ZC?2L)Wq zu~_8Yr#x6m6DSQ7ZP9590?;V^Vm-`(uq57)GZ&{g^7s)9!CCE7wUoSt?edHM1Q0!M zret#Z$;&S<@f)A9l8`*YH=gbCwa}}yDXrQ1=t~jBmi+4A9hhc zW5OJJJLvS9lyRFm3MD27@B%%`VDf`U4c!jCVvpwZyn^nNe>45;V*H#IiyU+c!NZV# zkJjl;=RLCzl|@Bl%%x0pj}FfWzzn<1vOXGIdHH=+NW33YwBg3`mN$wFrEHOpX#EJT&1xd%`3JZM=GYXJb7{i$hnm;rFoA<+HWYuf8$JYJA>#;fcjE^ z-Hbs^cqvy-%0>?o2N9_-XoZa|ONLbrhq*GGt=XWW%`0jfAf!J~yx;Ei=!gkJ#Gk7| zbD{95&dN+*!`9B}2kP>mW7(rYJ{sN*mwAn#-6xG!2<8~#w4JG%nz~t8% zw^5w2WDSofd6h`{u{^fM{Fe(0D^_u`WY0ujJt=C1*VOAim4I_}T71MNjBvDFJjf$U z{PZ|nuj^>j@#5scm$`3E!6Yp%KKSP;>ANbqk{@gb;j5=0Cky z{D|#YXW?`)P@G_BGU|Abd3zRkh0`e#gv3^c zBHdFJakmb1F?wmCL%qNr27MV`@Pda`;F#@(L{cV>{lxl2sb5`>S^!>-h)Bb57AyJl zeXKl5rjd$oAuTPq@|>ReHKGO@ulk9lH6M}2YS9uYUP)7?%{D1pn63x z-04iMO~NnrLE%MvLo55Pgdzxy6<$^Mq`CWWW{ z!@x_PeZ{SgsO}lw5E#=@P{Br9&Anu%*ZsXj{L-8S0@2+@Zq|VjYfuL+I`wBsu8Cjg zLJ$MZ&U*La5kE6h+h_XwWLVszcj)~N^G5ojfBDVVDa^R_STVVrw;)4 zy7sDu(CgE#6sXu(?Z#vt+%qY%F!OtLc{9{EEhKtb&O(9jiraM*vz5crPD^@46qE>^+Vl!yrMv&#Mo9gD)VZ(bCk}D{0#Xq*ZMOA*i(8cZ1+#A>h)5 zQ;UOa4U{J*dlD@aN?~gUzXCVxz8C(k{uEoow)GMmB90~^2KG_-7Z->MEUl>MJt3=I zoB7iNwK%!h(xiz{DdfcusF_k?jmwZ;GhmD$-P=)N7Y0^n*#V1Fj`9qt9mH&z<`9(uJ--c?LpKn|W-&(j|1G_*Jux(5}|=E5y&~ z?xz(+5V(JOGS0jV74TNUwKK+CXHeMz^c0R8+2#D0b~<-0u|g;Oemo_g;H!;+gnm9c z)QM>h(4Chb``av_5L%Px15rcXsik$mpP%#QS@YG~16=O*#5We0wM*pgO(ZbZC=A>7 zQrPu@sGbNT(Y9Ll^PkR=7VUL49JG&;3JZ0~u;VRhu=@p!0uZ}>GL2~+C&SF|iB1d1d;_m7S?YK)l7QMJ zIUYkX#DyA;h5!EG#Edi=DRx5XxnG)=<4dftxYO`7o7wTzko{yGG(a11{fPKhY)l5pvLDlC>rhzlu2NFQbw%}aDH0wPi{bI{BmI+ z(hk2hS-Ob(Vh=Ol&cIsf5!spwB~~2Tg%;De!QN|C)tvTM$}RVw%c6c0`dTGaMC6ml zNXHk}KYj_`KME=&OB_pW{vl#wd2MYqMsxaNZCws7coLPov$+YA%SR?537^Bmvy9#T zEf>;&3S{Y5tgt2+Mh>gz)YIIRf^|gh8lD9uN}13skhK?hqj2e-xohViWF~0y-?GB& z7ls7YCB-Hy?H2GO4{FBm zxkPqemq6G-911*=ASfLAqM%-|bue<@EPWe1)p$;2K;Jjwj}*BD8CGV;!z3E(BO zAF6Ug$G{pO-$H-UYnz5joIP%Mo?@#V8P69Et>qQvn=!_;INcHmMnWt+*IraCn*&Xm zLrFxWJ9Fvh1r{n{9Hv=Ka~d2|epSh}*i+6Uaom3aa5Tr>sMqZxz#WoEphX23vTeOM zdTtW$VpmmHMgN$Kww*NAc|LRhlS(qGX^nY(P1VZ99^DJFS8WnS#GyNCSo4RJiPVun zsAC(5J%SxY#IE;tsMh2%K73G7@vA#v>GY?VTOj8lbE1Bsz4I^`*@Zf@i`JQlT*PH^ zi_R?)RV*I!Df_;L0JjlLCPP3_vt!UBjxB9?j7+UV->O2Ac_P}ku`OHeExLgdI!vX3 z1`iAIJGfqai6d(OCz&l-bN>ci>;K?1%B=&hQy0PYRolC`IUkM-5iac55l9mk3o(#P z>I&GJS%e|n_~1_IdM7w_0l~+mJj?K`*)tBbQJuO=yTLFLWRlt~0Pv8`yk5AxC zJvn9PSK`WsI4lmrsK0@5eeSbD3FmKz>2HdM8F|bw@fJU9g3$&n4RpA$)YK{KQEuo# z?@RBE!l&R6QUdpT>O7g(ryp;nh%x@KF<6N+6-Raoap2AeXt0 zpJ_-_NQ5J&BCWKb>$mWh^wWunoqv44yCjzbC(2%gu zD(rD09~xz=Z^witlCft5l5l!{{?PGA4>d}wN)MGlHOf$+$nd&A7dy_#QKnnCo@U-S zFgg^(NJW4yZ)##h(VH7k6KUga3WBQyp|Ti!_N?W}ES3Oj>lqJ_VX@g) zugl|TCFz;v7oU`senSO!Zj5;ch`lgqbf`Q!izgp-$p&o&a;5pFzH1ju?TRl(mpi1X zpRE{274;hlE>Aeg=F6hYLf}A#DxoVP!K2(=ql>r)W@H2GBfis8ahYj$wM~u-+P{r zRH3b_F7c5eX$ao3-F1~NOT$)jN!k<Dl5^vskv&Oxc*{X9rShj2$p9}T6w?12jHOE9bSYZE;cN{& z0uqXEf`P|*98RtbiebW%-sN(jx#inW!B-O`)upIr#W9|0xPW_$M7_R)g_ggGi?&D8 zJhG20pcoLrAxPqGKrqj9?X@Epb%G{*m>fj$Bag_Gbg@c`Q#ciP+za`hr}$wYH~aZ( zRWA>gudvyYL4%zg(FBE*g450#8`bYtLb#Vh(xJ6`i`vB8q>7rh;64# zt(jdol#{?$dqU`WBrfcs?kq_yOb#g6j4-)Ic z&2&%<&JkaOl04^(NPj*{FG%fLuf7A$Y<#Z_(Qm4JR2!~=R8Ltc41gqasH%_nr3af}e zZ(Brk9PzFsgi5_%zBwwJpq&G(Al)7cTp=EHzaY zOVp|=#IxSsPBy22N|pu~E`>42d#)&-AvRMaSB+8@Oe8~PAB!d6OIxk;q2$o4TMPiA zMzcK~tm3a#mg-Vj2>`gA_Em!)|#vfu7!Tt00Thc5Dy(nI+cw5JO#_n<%fBUYMt+3{NM?hi6 zYE{*eG~o?~My*Oh1knqFou&Ka7*~2Z~^q7&mvdN@Fk`iJdjd-}tQuCq3z-t6Oa#`fy zwWA$wakaJxUWr(@nJ=l54=tbJur@OHa+!heHXE#~d2F4$;`bK?_tr`%v5!jr=r$ua z#W8VmxD*X_WZG+S2xazVUpv#QJCn~cfph0&iH<;R>2^Xv5KG6I2rR<=3DE_zO=WKG z=7+kTj0Pq+h0axn5sPQTJ~X1;ky;(lp)!55K`rO96Cvu%$*~osiboN0rleob24Pd1 zP-307g?s@J8)^Rgr~9AlN&+Jf)6n@^1n3mi5uS2^Fi~VU9;L~DAFk&3QnYQ)Uy_Mp zkz#5^1%Yy{z>SB2!mXhJo z4Bnd$Lqb|=X{lu}+z?;L60F~MRMRdr<{(FQKOLENbF2urIf4}#RtfBze`He)YfkGr zeDTf1XX`<$myNP8y4b^=Y4JWQS8jW{ML904<@e2<3^a*@%zT(pji9Q4z?$Pw2+|dE zy87$ma5`yT!Ae+OeqP>|-Yhx~va|bh?iyv{P0i> zkjzB9;M*zZ`GSIIsz!fbZ=A|AYm0@9ve zfIJF%#X1wi6PJ$8XgL?4BywlI2LXA`X2d&F!%|b2tGLCc9qjuHeqTEe%s+t%L4=K> zDVOSPwaU5ftW3m3jk)7)nr})1ej^$h9j;Gl{LLHKsmZMuyMg(2+?Zq>ae0CJJG*4+ zc+u|1p=qXQNO(dHLzvtT=W9vX+ro104^o+Y=n|Sm7jv`M{nSDN2z3f!Uh0`Rw`~xM zBf1l)hA)N;;YlIVaC|%rs*LDmcw0fP6v9P~*Z)w2I`{u-t{pGC8se}F+LtM){e&{0 z2KD{hC>*4TXjts^_Jtzt%TJLA$12|+{IAej4$dorRD>-4LAGR;>uk#{AG{pN{RNhK zH{>M`rP3g_JaZ7U|5#%JWn{?Hp+GI&$SIfiy2o*wojLA@1HKgcFG3`d`FsXx&>AP9 z5{IX&<5t$*lxXXIDmt3Or4I$1V|3vQ0~z^%JG)(H`QjAyLBhw_g{Q_g$McR0qq#lS zHV<>+SaS@d81S0JXfHks2kngcpk}G4j_*c^HTRLKGa(h7O!n9`Qj~o}Ruwu1p9Nw`+89^dodSAf+^=wXQf8r>(-0kip6+3<&tc@NuVM;Y)y zhJ*|bjXA9$zYyj`Lq{f0#GndYHh)k@U<@KN_02Zc6}Gia*iBT+n2wrPy`rEE-CeP2 zV$sU>>%m(_a*)nst;h)RTwU}CIQPI#!E?Ctjn2=n-EZFL0A8xo{o&oytv5P=POks= zM(6s^|G&P`sf7tgAAPgp$UEpdR5oK5mhm2ses5B@+Ptskb?7$%R}ET=2|PqjF5R{- zj033J{uh%j+oc$@pnPCKU_t5|s)gHxK0$ezl#lM|X!?-gL*LgyMhOrswM3IcAJ(uR zy5gFt^_P9^T)Y+Om^FVDEceyMa=9alyzgY?=U5>V-9KVKD9q|;o zV{GNh*AI3+^jUYOB0cIAJvbVWDmBDN_(6?{Ju;RQ8Sxt`nkkktg9Jz5?$pNJn; zcae?A=Q^prIS)*C7j-<*@8c-uOL8GaK8uJbIF4-}vZ@!zu5NeilHTXjfJG_H#Z~xx z31Cz5G=W>bqo1C{=R*_;HI;u%Y4UfLz)4J%D@k(}$uI1M?Ao(0!NpMr#W46yVv7*U&fArbYKstCd4m*-wpbYe z{?AAs4|A-ReAvAyHlpOm^T5m3J#Qn$wG8h8KLckiDwZ%FC+PN}tZRBh6#MBg&PT^rrik?F(@0T=di6xWY9Yv@GasTxa*LbVS+ zfv?F+SPWC~ai#q8KX_}WD!O~d@!P)FK%Q^BKTIVXAi9y4A!n`+&UzxVIcu#IYWbZa zCajA-rr0~NS}5XoKD3-iejGu3c-4HHoKP0ke0T(7_2b~*-U*LE#UetSyaSNpMO+`@ z32FK)Z?-NovD_aepPJs1ddi+Uj+OexICYI8HM=9V^9a%+icj7-^-WglxR=z_hSWk+ ze^gBB=aAGxB)+$28%%=x4?in@gn4ifbRWq^GQZ?G?|Z~?g7K&DrMYm-G(|B`D01xd za^EcEqRA-LBh7ak#N7flH{FJN*|O)KoRN#DHNQ~ZPuhmI-&9PGgI3&9Qv1G^cG6mu zyhrj3^0+Q#PxhTE&3Snp%(9$E6_Nrlmarxk8_T#xFQXpr`rb25pGe0xW5HCXt!c^4 z!MJ9FKfi=m-oR0)aW^XgtMomYka>pF2Z~DoRxBp!;pYcFInK(fCs4>oj5-$5`OqCi zMR|%US)%-XWn;C^!y_J~%OzsS-5;0F%B{!_bSPI^CmRvdJbdU6V9e&_##ec30n`*Z zb5;I>y=dM84eaMxK0c;4AL`-Ujk-=VP4w$DgIxpzpp*x5bT}DcWp-W&XKHJFBJN6; zsqA^Y6v9`k!kV2MYoJh+sp#VrZe5E~yrz|D8#XoYcuKhPogB>^iYi>t_@(C*4nfD$ zgP`z@aOGM`h5Reg&10Xn7bBX{38MPrDpAA(YGHB0UIYw8%GVN0(LkRd6J4?3JnSgT zB3mkxsVwVshGN0NA_W23 z>Ak-$Ux*#4hGL@eO(*{OVGFr0f(sn#0RC_k_e}WrRT+P#V*XrVn(P9@CeTAk%MTYR z&p3tuXxNqR36O%_ntb6Cn*8_ep|F_TI_NO~Gu<&yHWv%i1Bm(?p}9-i!^hg5!_Vbw z*PEZ^mgr@D8+Lf9FncroYD`gX(ss$?`>uLDJE&B(StkU9%Al&(D-`k8py=wv$f=p5 zQHavKXH|t|eYaQ0pu3Lx_isBsn&bPuerzKMH6Z_%2FlnS3o3rpNe2bL*ZWpIr~1 zd#ks!zT*P?7Z@>Nt&A?X>gU=|-|w$@i=Q0C~SG>z}b*?u*f=jr1Wuev$FUo@kwNZaTe2hIwfuyCz~RBG+*fv6iG6 zXJ_`ygEjU8+FYypT7XnQwMXusj=P3l=`w|rY~&}^Qax+l^8Ka98cxL{{nB6As$O zyl)-R)7KP-wx4F#(X^}|s2W)b#Ysb7NHu=#Vw~wxi2Wd)8}W?-hVvM7Q<03SqIG6E zk9bqKy}iv^GjxR(bMd9Shih@w{DVync+{?&P6x(9WpSc{GQLR5uo}h)D`Z_W5p^aaT?DN8s=X2)o zf`Y$ipselvwtvT+<3Mywp{Fu zCJjkYCKpVx)g6T_PU1v(QYqYo2m3BkXu#%#C2k+Uf z^k-cuwQ;oswkl2T*NtIVK-=1qfrhmD;Ga|L7~fp-ZAFWWW`*}G8ZC^442b=y-zsy< zl$<~L4mu$n{Q`Ge7d)k}_G3>^jE}{O2HT&`rFCazsjhTchuy2Zg<#U+vm4-2A3yW zMxvvP(&ojB2k^ivp^#Wso=z<5fG1gE#jDlQ^fj_N_O+9V<*q2a7GrpL&|(kAC@E}wPE$*8>qPBq0Op|g9=X#OgLUK&5XkfXBBGbd*|*ae!^jcTg1K}x0;2uA zq3RImVyoad3=;sP{iC&dONP5T@EF|u@4zZwoQ?1zOu*=FauX%TXM9U5LCTG#62Yyc zfIF%p|0w0OO11Z~Jbf+ZOWc~P-BtMWl@2PfIEixd#;WMyE~JeDS`cIK~>Y8}(+6`PrDP+xk!bpGmLPwWoQ9?_Zc(j?D{@ zcq!7GlTC3zni`OxC^aDDUw+ly?m((CTYYREY@Pf2M;hvCW~D;-*Ml8}vR-$=ZlE^( zhAd!8>sgKiZ91R#gJ_-2MF-lAL$Lu#QmiNIX-M2JZnhV&6ugoQoc(27^F)3iB>g07 z4Dsnx9X!LRP68qR56$FO z&kZo_PqK4GB$^sDU|61E{?-2XJt=*(POwWo>gC~ugX5E6uQXz)(DTt({vg2#UWhI< zfPLIkA%D8@tO7?;*};Ei_^)rqy%wMUOWH``l`&$qXa5uzy0haOZ~BB_yWDv3YH=fG z;MUiBX^O$8bA5gpWEm#LYs%0#Ci~?N$}%Z*@3=mF=Oh8sbWers!#h&v_jQyHZG!61 zpN1q!ip8qqCT8Z;zl%~jmuI;F&Xe7Y38%eLI`Vzoa6)y20j*3nO2z=Uh=`A7D@NV>jDam`mj zL>s>@M#HymcXG4QiFA5gL+$zW&LC;njE5DswyZ9N*K2;seJ#F#b!j+6Sg}eU<`-!s zQ6a5&RNuRw>BnC(?XLipM0)4*lw}@!sPJo7&$7Yp0)xXtoxqC81`g0K4~|^oaocoO)1G>1zlPDdh0bkU*iN4$b0T>rCV@#ez&RsC|3)HcVY^bikdh7ApCTeR}6$N|Tjqx^`=A@#P<~nrm_UTUfiEo0AQFCGodm zj3OIuujx6>GHmx>(lrN93nj1)+-b-_G;`U-)dX<)v8YsR-kf(8s$r;{Cy$1Ia7f%O@xT6u{<{Ihq0+`N!xR#y-eMINO>Z6@bvmhzA2gAa3^xKoT)~G_ny2z zq3?>$L?b%8H%e;^M5SR?95lsBXM#55j&gN1^nBa<(EdlQn^oLadrxY?>M;GNb7=G` z{Xw&2pMVyxo_H;x{i+rCI3+AflSNgFAE(sCrPKp4LVcuYVn+M&S!Lf88l#KZzf9-9 z_^pkc*FQ)X;=Dc;!0DB2@WxHHO}gK;xE4AvZfH^_L2f!w4_QDLT${Jj6YUW}m!Muf znIU{?=(`^+E(^F2t@tW>nQ{2w&{(0B$+5gP)p(~zD{#nn%zS&b*IUi^ByS4zL#7$Z z#8De?C*q_pPAhZu=ehA>Rq6rFwIz4sb?*#f2lsDI84u1hLi#$lu@tW7is&mP3(zs) zOC}#&EvQ++QVO}cv0Jeqy53lErk0Le2?I}5GKSowzF~d^x=cM|HAU}WQ%6rEba4+O6r2acY}5!x^`G7ATnpQMe@q z(d26j!{VZeYwW4<1WZ_oGrh{glh^FsN>v}Gmn!R52X)>!`XpejWY~)q@jcVW$HwSf z(OI^ct-Mj#jjx9`{|I|a0R#>f2z1K8WZV)E&-p3@(y?AM@*yx8Z`q6|BK8~c+u`$( zDlYz|?9mkw9$#R1D`^!#GIGl|5Yk7nL+1DZ}Q>|J80d71+7q#t!_Ij0%Cua*(wzonHBxCG8?4; z-g5pXEG}Ob6qoDup~IvOIp(1ORuYR17iL2`IG-BNK@_4Hq9H5%&V%|yq39@w&Fxz z_9x3JcyHK9JrL2+c7T@F8tAwapkr+@D^q0mAeYDAa~USTvxG z%Ih%m_*k(c{@DE{AN8YrLvcww3qy}P*Bhak&p0Q&W(#jhhFgQTSF<#mW=G0h%Tp3) zjJ3lLSIPHz&!?=7+nSYYp(w!tK{s_bB+vaY$=P2D@=`^f-x3U}Y~4!3uztg(sCLkH zK8BUDdwt}F@g9AkWMMHue>5Rpal^eqQ*C^>NY`*cwX;)J4z7pFWbc~k742SjghlWI z0)qiOVBGG0SGoeHzM=1XN41*V$k;mf2Bz*(0IX+?=&dhHZk;;%K>6fO6G{I?%3kF3=)bF!fJ>-L?IPRI!UP?QV|Ea3W3NG9mjCO z+JDc67mKqf0No3{+*6$%G<#MUiRNT#SyM&kub=(S3<5sGDwV1$UIvZGQ8)@)PU@yq zuSzk|iX5v)w9o()m0&5ptNqV;4{bm7iu6}M#W3OHX|k`>lTA^n0V+?cRE;hpZ2x1` zu8OHHpwwT>Vu@+jQK(^Fh^0TgLel~61BV4ZSGpH4yHdY!ogHBIqV@b`l^|nn_*XZz zQjTDJK$Efp6gsxPO1lP&w0Xf(v5|2fVJ+_N2$VXH-w1HLe_dRKC{*NyCoc9$4e`0{ zg;v`!u=BY9M zB=U9m1JIHuM7tuVWJWosYu%{`9C)%FW40|Ghqj}4gn_TCiqrGv-zXNx(6;ft;jA4r zXEa$d8zVE9`QoT5(<*GJEK;mFD`Cr^F`^9v2K9{2%{5>3;PaQd42zmMi^M%TH$3_2 zX;_p9r_@!UTJ|ZnkOcSTPc65-Xk$tN@%??MYCX=Hjwa#h*pt+AVToLVq)K-AlhvMaT`O zT*z?zZXDy4;dY*+R~$;*W#o)(&5z&Tdj;3tqAKpqAgRvAhq#JM$^x?Xa+fNx4Sq|A z7-@^S7K#!=Zjon%g@=fHNg>17aoexd5Q(y6vr_F9^A_VnnDm38-UG53gIsZS!C($< z*=~^RKb?{~@M@4!JHRn`dLXrBw9PS*&>rfs``aQ>aD>q_o^{T48a?vl^G6M3Ae=T0 z81~`|-NhH{h-G!|yO7+f;=fAV#XFNGZN2{|UIt|8_9}fEV?J;JmKDysZqbT>wf|dt z;c$N@=ny29cJ~Dau?2b5xdAz3IFr{Bmy(4$K=(+bn*>hiMs!<`jdmwpUuRN@xnE`V z<>oj_M~Ge&YQXKtFcP1{*(55=2$6!9PCQe61(n&=%}}o=@=6uCJyj zbQ5hWe9n2^*m*jcyIj*tEw<2kZi|0Z?OiA%@%uyf|9Lo#9>!M=mw<72Of}H;b0LxL z2C2~8sc3h4tnAo`F^_4DMpSYZMN41nr7KH^rJGjM&bzP7pwivo^o1u&&~oZo8Ou;Z zP!tJmT5s9SB#Z6Ppsl*v#*_IPsi-8@3tX9E5iAW2tf7#vSd@Pdn;?b&9P_)4rB)*V zGQFfWWN9$R5OA(CnKU(k^h}8wiwO!%z^A0)Wi$Wpt$AMxpiG)-eo@mf?|7idy}@}0 zudO!Gcq{5dEBC)fG*K4+Yeb6t<^LKnrAPT+BkXx5|1|=MgOvT($Z)LRe~rX&;#B?D zNVQDb{~G!BDd~T&@ZYNc*Aw2r#Q*&xl?Mu)B>&g#Kc5sq2j^?{M;KRWPj>%0wJgqz zZ*k>twW9IHvO;BT{NJ0H3=EUWQ7CDQQM(z#<~9A^h@w#bKl>3x`1rAF!@8bbe4vub zJnE?Rjp)FOESd95c~@iuD!#SVRb4eTHEnHoiote|2jchdudw{0zOWuKxbN-lnOItu z7Z(?ol$e>AINx8Ig29Qqqcj9cUl{sOap}Uy1n;>+s($ph-|eK{9Iw>GWhNa7;IQ?K zZ~E@oJwH8m2Vz&~v^X9wHz^l>OBZlC?+M1eI6p6t&lK`{`a6=!ohjf_U0<(;1rZJt zR^pM*5MX3r_)N3|QYc}VM8+mludP6ldSl9V>vptQXE>A){+`=%IEnS7^#W@VujhmO zFYH)4IoFf6o4!c$NWC-tsRFs?-l~aS(Sw;<(SZt7OriIP9OfKZ*z)WK#S*wHX{5qD8Fdmj^26Yk!V}fPjFTH7|05?I^}O0V&D= zg7&u?udK~ZU8ai^wd&2`aCp`HW$VA9fikHC94tVgc6y#A?4p<@Q<>fa!ZY>J)h9P0 z77!^jJ)hc}$PEn%Vd4^G`PVoi@zDL%L4O2k=xkmpP9EwSlUDuV;X(~IxsbV;nd|)} zqj{y<%`qvzqd72Yx2jqiR2mBPp@b}&?n~P~K)Txxs&v0zFy2H;G4L<2-x*GBZx`yP zoUG>K=MN1H?GJxnNQ+MX-F_rPu%)eS#Q=c>1<28O(Oi?Wvs^!CnIywanKm-HEte~i zBFHCLbNF00PB*%vn3(Mi4AOyo>^|JunDtSY*K#;aMj&6U`Lg}txaI0#ZU`MEokA#gFM&lbf_>1E-1C<5`j?%c-Ht2@ z&qtA=_SsUP!Tt)ct>Vhc%6MNq2)y~39ifp=fRVy`soo-1L@*AJtfT9#kC%C;h~iKj zi41X#NBS+@t`9|iYBpGs`n@_LKDun^cr4q_2cM7RN<^-UODDblmU!}NA%n=W@mkfT$vHqBb$9Fv;K@OklwcA1=5;ci^p{lc3 z%|WhCu^Eb}dn69c68sBYQ!P!{tG%^83Y>q^@$5P2N=t~S=zpASxcvt7 zNGn8v9d)ofmiZ8ePbo&+$ZllCn=#GrbX+_6<})p7mxGT$7tOe0F%Rdm)YOOw?yS{^ zeAV`=S*`s1`~)z29Hisv{-@22eKn7C%*@AZnx7wN{E8YI=h-#xkP`5}eD2SKOJWBn z;gjRSLd>$?845IF9R(>@kO{f(4fqm((nK-D+k{7R(nYGa?KLPf2biJSD;ordq%<^I zl7@XX&ew+vCWe|738CJ zDFHdh7)!_B$!J!o`l>2LIzH>xO}{B*La7)*>-FDV{^%>PoQ)O)?d^*)t%fWaqcG&_ zer|>Lx2=^USfqTfEdu3eNi7TH(?fJ&frEq6L@)9Y2{I`aPIL7wGI;HF=Bs}E%Z$3g zSG1^u3g^WRWC1SGo7Mi*MOU@wK!E!o8!YaCzq*SymYz0EM8?NN&hCnB(DtU@gF1bh zsd-CbtdaYX*bPnycD-Rt@pi$?^dlPN4E?%Iw&FWM;|U1n*+9`bc)fj+&hI1(lB5Ci zM;=2u?)O1OQ3SFyp^y5EyfJMa5A`mNu%o{4_YRjn5y6vfoAdoDU4Jg6M?H@gIs2^< z4g=D(%1?D6<@pMAaz2-Ov zczB*Blf-hNTKqlp=0SXXyhh2~Ku9|QM{GK~am2I9&pS_``WaQDuhDSA z<@MxF#E&5K{MSyIwUQo62&%_G$_H0tzh0<~JN>ND>dcBE%J7$qMJ1Y|X-CS71s`&#Tf_|VdIv&p3AeaPMK4G=R zbk9LGa)0wrC(@nZWiEFQc_A- z{|L`QYNQI(g$axijf0XRDhq~DykOnaodaMo+t+__U9MXr{V+_`pz8V&{UV{hq58D9 zy0GY=rFPratiT4G!b%kt6`DLS5b8nn8WQWtVin)gc%qrx_Tlhf-3Q|!8cxc$mCssM zZM0Tziog(O3T71M33t1|5+SSAR`rVcF5R=7PpApZS_P>|g}S_ci2P|n9*ZH}leB6Q^GvDjk`FTo#EI#%f?f`A=C!n;X?LitMx0MfR8v{0RvS>c8ZeH=;0p#)~W1*`VE zK6f{U2?L>v+Sfp&jg6-Bld=fnHk0~cSdI6Mus*R3zT-3Mo%>ojmgVa3aBaa}IdvFt zj_nJigu2{ZvPom{EpdJ1lrE|j1vWFfr#)#Yf-V!l2r4dS)En_NE*boXh(Q{pt{V|n zk$M&OtwmyfBkJg0vB5_8M5~t)^yBP0U4QrHbwTZS4i7UbNKcR8u?#`q&%C-{?pvv* z+hljNM>b1WJG}JBXC@|CjYmoB)-h~70hp@}8%&Hib$E-JEU%7?&r^UXX1U>ZPk+Em zMo-x`2|h}Ci9twPligSI7kT6p0Cl7z)G8q`oc?7-=N_3uL+5ooWMT_`*alYH{(p00sM_|pg{;r*B4 zw5K5(osp3de}DgKw7#>genBfD%I+7%^HJ#&xe}?da5+WXH30BG093d{1gqmptc~6xI=e%^*{O}fP%YQjNdM+C7zIKbK@MCt9U<z7HHR)K)eG9_E7gmfnqsjC3ZCkq?4~Xs3@g9UMq>@`*s}8S04&LBO|(lQG2v&D5c<&dr26D<1USF+D4Bqa$R$Q$ zFf#U{U(Q(ekbCTIY5UN+d!yV8IHH!Xu|kG`ajDuc^cmy3AIAHx2^XVv%d9KdVy+1a zPF#Mc@PyC!H$&2owJpFc@U0F#YHEgjv4*OnXkuSX5Ao!MWqudWy5iNA$%Ig1 z0TK2EZJ?f7HS zo$pOhdq@iK&cVn4N)CWhoHIi@bOdN)qxvj;-DX5UUEFVg&pGx2h+#B~2Bqn_@mvGh@| z{g8){k_9z_FLG8>2Y5JQoxiuu?dAgrl&u&cw11l#+*H%L;bTD;yw>4G&R1;wN2c~F z8AcVzrvV{@?K=^8cK>T=m96^#k$Q-5b`x_nf|5?FBlILJ;fw4zNVeYz;nPt&}{&l4n! z{nViZMR~hi#`JqOx*$$jR_!u7Cr6ZTT%b^5yrn5|nuy<#sZ|FgRKXs9fW~Db3ZN(Z z7o&3kK-d{cotvJ9GzHKl7c6Fr1rD4172t$rTz1%)U;w-G2i(0CG61IYZzgU^P&Z7* zHCIvPlYnxpS#O?vX#gWpu9k*d;Z^Tn0^$RtS2aNNt!TB6T1I<&dq_yg zn9u_hxQ#wwXPcB13;<{MryF9)B18YQOxOpTuZvSqKncXk5P8C2qyPVjf3}#{e{e-@ z)ADu&XvBzxGJuhtn;Zom+8i7N=&W{&BE0)E<0%d_dp>1d9_g0cQo^^ovBShDLi7nBe#&Krd;~!{H87 zm(KgZo#)VLG0Mtq6cn2lx{oq!yQu07MHocGNyOU4gULw(?*v+fG2g@T(5xGH~aas>~(3WBNdP?1S}RgRNPcN10M^t z0xc=3ji{h;kwW*9u8Owx;TV){F~h$f`oh1SrHs+Rc-y_?DI;+%xb%(Ped!nb$-T_C zPmd_N-xqfSv;KREz+n=vw5v<>or-I`s=H*)l~nIX78Y`LBaC5s541=1%y;6=L&F5G zt*5IEhXBN1rfoqjCSH+uNlZ)(VY9GXHIEZG7J`}x)T~o>$!Bu@B(NlC=eUV$VRyaU zyVxDmYO*)|vn^6`c73!oa+PKH=$d@Sf*&9C!Q*mIQN^~uo47D4Sn15AFN|oaP(Bff z>cB9`ZF7k8=j?#%XI=&k;99Sf1}Db~XeIIBfJTH(Ch(i|L}*H2W~oK&gMZ9~&xBNXe=h!VOy z1ysF%v2JSWa(zg|#J~{+0+$1&0TJ7Eid}rmXE|F$qiODM8D$Q55qDaimRYT`z|72y zsiLlfxlVK$h@j!zKNejPr2NZ)Z(`K)+Bfw10A$-n#_<$EF8l=G95u6S^jmahpQAkG zS%W&SXU{QR#=BiW_sc(7(N4lZQ`6Bo5~4W(CTtOqOny-6;8nL?;2W=nt#EdKF+7sF z_^hC(XGPRN9ejE#f=y(PYzJEx`Ju;5Ei~KOM^g zqjOUa*xOR+ymD~ybc6Hwoi?Dj9YgDLC`H~-Jor zQ{hWsio+=|YR(gb`RV(M$MJtd-EEKwE8SU-uhtv7N z{EGuLWVD-C{mLdX2~4bYqi??lbcBb8pY9!CUZxVuD;xl8;~-}p@Y-X4kPApff6L9u z&VJbfTYP;V0&onw{b@!#AvWI*+S7TQltNt)@ZX8u>2}>d9ywDm89Hnxirq73FWZKva_YNCxT!} zi_Q#yoks|lDg^>YiUl!vb816K)0gwj9X>ubPDv#G+uyx?e9KVmMylmbu|TXN)pa$` zdw3y`z+=sfdUX!@M(XRirWt4&fy4sjyqqE%km5mY1|aN2EV=>trn;JqCUiNcJ^K_; z*8j{;lRGwRY!v?)FLj=sjPK?K@(#cyP>*}p0QzCI+^9$%y3guyZ~v%9SomAmL8X;i zg!i?saE2aW$4pHOe0sLWjrCBds=|)x!kWkRak)D;l)3s&0^lhiyW^A z)NONBB}|9B;6#S!euZVYdc8}QB=7xbyTO3=*oE>SqjpB95#x$N+AZ&lw*G$1e8AF( zD~c5s@WTs+)YGXFrY>3T>gt*$15$&2p5Xn6M*f|iNw1xR-?_ag1~2P+pb(0{Fz4SK zenKf%v>PKu+6oQ7w&}TA8MQnh64G=0C6}kG5eVe*);=G_OSmalyo;b2{xJ zu|2p18k{Ft8vZ+Dnb=k;B|TXMq2F*Fa9lrb3w#WL7PJ9^-#}J;mM$#ujeHSFobeZD82+b&i=8{ptjzI^Uk4bEgVM0R zE&{l-vP0Xg9i1jZPrvQ?v>Q7D<7ZnJmJye=-uLifAiIs5$Hm3%nVSRLY217`jThJO zz)ra~@Z;MKS4Jgdr988efy67s>Bp0zc3%a1!=Fx064SAs8&tf|$DH25C7~^5l zz*zuF&3miXUq=2v&IqX@jg_J4+0RPh`CCIebU1~-v@qbY?S$l0v?QeWZQnaz1(RGr zW7)|5hO)GK!~Nqfw#GqHL?4i^qF&Hv-UpDXRp_SQe@?RIFzY?!BJ9^og-YExs0W-> zfUuuoh*ZHmGohWbqdl$^qlCckh7nA{SQ zhG>Spe7v+NWF(5>|7fLZZ!zua|7BR0V*Xu`6;^{}SooJK>FXZq7l^djbUNM{P4U<~ zoSJDW&MPzD86Tv{d?G|0;~YJw)%t5#zO}_%W|Qs6oC<7X@S%+$^P-b1<>XK`HlLpL zZuG{EPJkxK)5%0IGSrNL#$op+^u z_G<|&2;ASu)M`Rx__}N}7Ug>zebM#dQ)!NXLX?G~mB&$rG5n_Md@*~n<(A^GxQOJ-SGLr?wF52F{?B4wXBYqXDu+Y4tw>6lGlkD|~r z7QCA_M*}G0XVWoRu>?V5fd5M=GU+TQ7(Fjefi03=5Qkq9wIH`U3ljNY=XqHLy2AB} zrf>wF5+Sf9P+4@xcd=CCO%o+>N`Qud^pRMC4GvZXc((u+m;HC~rA?|j+qkMb?qTqO zoMgqY7E{}Hk-*W>(OKRbVcUQ34yeqA>pVQgWA|8t9utu`c<5LQK*i-3K9^TNDKf&U zn#Aumr?Zu}`BhNhvLEmMbUws#m6g|OGTs0CaI=T{5D*pR-3L4%LatErwCa}r_C<>}Jay{s2$Z(aHp#y*_B zeC`P*S@^sX6+*MsA02*vehv^>N)3UC-fwo0ANQAVEE#zrN#X1}Gui5wEhxnsF7|+b zr%l~TS+h*Dr%8vwT5$jff>^&sLWO9fRY_iLGfo>U_E`BA`b?nKCd8 z>`#Dx!LW7G*DN7_;m{psF{O(z8sz3@P7!D|4BMgwzFUJB_ zT>!?;@TNFHiC&SI4P|8+Q}ZROQxB3@${&lwkE`mg{>q<+71zf1D;To+s*VfZPZ`+s zux(ToVbVV~)YlW>k1@R@K`gdM9v*o5l=fXFDJOi8dSyVW7E5X>?9(t#;GKiO}m1_qVs*8*J!--rnxVv5b zNxJ;T?`#AH0HbDm&p+y(;=_dSr};6Zvtg5@9e(As9> zl;{l6FJ4=KL#4k}3S$@@^+|iESAPGsy2ey)-xFG{QS)`lIc5nkDCxkjG9*VSMJzG< zYku3Vh^&2Kp57%c-gyJnHdcK00~bJ>CD zeYy_V@M49oM5LOrzp$C|O~lwWnc280s=WaidwJXOQX*?xj3$kxkCwngu2u9f5(77u zP-4DWHTC;*%#_M4yd4GV23?pCV4q*WkTR|!%-7$*-J_7UM+0~-KUW`(BALZem+~#o zvA;JMK447EBKssmlh?0Y@u!vV!_owp$ap9|PSJQ6IsBHBje=@6+`6BIk{v(+4Pj^% zm_HhH^LgS;ny;iMe;M?n%{!(skYFDAm%$vAlwjE$%AG1k|u z5UcpZ5a)f@+HDM13Q`Ru2V7+5&EJpH%zW^iSSEl*OL_LBj^4QT(gAERSgl{Gnj0OzHl%QkYMb4b%XeBI6m<4cXv0kDr1Z}4V=1#aqm}e!3lDJpf z0Gk9Z@CNz-RceIeY{2@plmWR#Wz$JDi6NI5>qIYYobA{5b0ZQ?YcL&|s->4lz4jHd zQ=_{KDw6$*m6y=$3UCa{pT)~XK>F0!vqOFl$W1lVaW*bs5ck{F+J$)frtoEOC_i3pL(dlnMG>mHOki1DoadvXAnpFW zyU2GQsWDcs5V~DQ7~^n|%iwn^&o!o2lS{B#*GU;;aVb2R?=J&a(M86a4=B81f3L}4 z5Fa4B2QflOC~HEHUJVocP1?!m-pVy*##qIju)kid?dmVvg(zd#%*$I+SLXl_%!tB( zjtmngDd6jq`rm%#1j??he~gnoy!-Ddwi%||RoO;>wBE1f9)Jk)^u63@;xg$y4JHhq z5!k4dvGgc^+a8wNDedj_;bZnkG!I_D;VhcBCZM5H3-sgFrCN78%v!Oikz_9b<9L(G zR4j{TyKx!7R*zb-mf!pyu?QoI<+;(r;+HI|57)LYFVs`=K-JW=Sd6Mi;}ll&*M74H zRYLfMIR?lTcSJJG{l{>wSBmfc%tm)0sl%$52-=-46@I?FRCP!x*NM&tKjaAc9$yUZ zM}VSiV#)Z$wwcnVuZ6F@0GD#craJdB1bAXl}Hp! zIfz?on__yu7f*vO(Wkhkuv4}FewwTdNf=gQw&>sE@vF8#Dc2yrFqt^yRph|q!wn%G zUY5#5mJ0Y#yrYeEvKpI-u1i})lo7g?)APO?<@-<~CX>|5b8&g0-) zYZy*Y3~=~9UaUx29L?u8HvT2W-0zR~yBeOh%XDztM0GW9f(>VM^LCAh_?;|Q!|Tuc zeCBFpPTG~*giaAtU}T=WDdD*P_Fc_yN%C20P@+(Z3Z;lL)!cw??tbESa)z5=dNWRR=QN5rU`sFy$^+Yq} zav!jK*-wbgMgiFHh#fZti(_hD{&Fy!6n+Vh*TB4Fj=kgClu~9x(*LEFCg7qJ`TqWL zO5UNBh(vZJ=!-f@MY+ND2rCmQAz;`Fv|Tq7r7>aF)YeYZFYsKMJ>FmKv}nd5S%zz@ zabY1{cha7$bqFgiBnm2evx#Zi*swkU>OoVX{23#+ge-Bnc%IltVY#jJ*zr>J=&`ed z_=QH>-N&p4xvC!~j-t+vVSq2nMzw^&$VxpUh#hxgcyDi4`7VNU>+|HCm#Us#CZPv) zu?)`>k$v6R(}CWzX5^OVznxxvR~1r#4D4dRGEC z%Rb^&z8wn$6frOHNS9v{DTVJ}4(UCyjT$yBkKHi#nH$;i0qr&`h6(gN(5vTAnl zy=ES|`R6p_`FNK7C?IdtP1aH0$0!si!^7aSYsAk5x&`^oacW9rpAo5@6KSDT1&ziHUTzejOZvVZv8~e7%2Z!AhxLL;pLgnk#yZyi z#(q_d_z|Zudu%hLq{uD9Zl&Qc7Rqlnw1FLhXpn$(edcvhgkDlp!#)8kTH&>i#N-a# zf^!GZ-F|)j1xcFce(8*(His&b;Fm0QT`NiCsE8z*ILe zp3F<3!JywSp>fV&xN%9+3r}W-%5EPcxl0B~I0ex%LOto@P}XuAD1X$K~kF1;;Rr<@CgZWC z1aPQIBm)dVcqn9bK-e;hH$60-tZg#u-AMMVlGkMjPJ}z4}4n2NBW2Dt6o@5SeZ z?S}*$COH$-0X|2!(7}+`SubIX%M_zsP}$!yDAZo!v|OuURNE5vdZb4Mql$Osq9)sn zcNjHJU_UZfXDBcr0BPB(jGXNGa?qO}OD=#paI#x(nV$iFT9%+^B5O;EMv3DkiX!0V z5C7Qn9Zokd%vf;CuC;NZ!Oa?;NdKlZk~I z;|Z0CuTjsymL85>z+m~kNK~jsJ$XgsWPG_dvBRWlw4-RZY^R#NlUoL#X@QJDG2e5A zu^Sb~ILzo<@>Vm$Hb*0zHLEZ_8in(7+IY-$u;(17= z8qw6+v?EBQoIMGgBngS$=SLwjYklR7D4lGh2j~8?J!x{ykT) zbUTg6Bkmnbl@-nkL7vD>C?nD0(P}?9{`~#n;JxTG3*AfnAMxo=@#=qnHXqU!Yko*~o4wO_zSUBv-Vk-T z6#djmSzsrdR|fW~wU)aJemFM&WFXDeVpRR7QH-_yQpB*BQ|zpNh$cHb`9+6!$Nj2K}z&O`IQrI%k7gW-Wp-IKhCDTo4&Z~kR|`Y+j!w@MY|!wdlM9;pAwralb3`SQXpt4 z4ayGIDkt~RLZm)5?isBWuVue;SkO9e%{=^czr^SLP{BgIrz&^jJEK>#yW6xiV{_@1 zw&RU&oSvqPfqhTE@hI|_R3pSA?(T8I+0C-+ z-DX??^a%;A?1kDByujfnd!EPf{@8K45wDMVc+y}peNpa*Ti>J7Og87;T6r^Q&3lLY zFJ~X{!$?1}mxTWQS`{E3`ZnL_+2Ioc1L;?@U{`yys8c)9^jGv-ld&4-Rd6n69`f1+ zl1qafmm|DB2sZm^*LN&ms?R{ZAUBCz*bDseDW&d)vMxk_Mqf1-{QhGzo3Ro zy-!@Inp*j=Geh8nkLbS4O}+z}IFEXRE(e4+@-ZqM6sm7ZeJ7lbv`c=z5IuAKn#Y_` zr%2DBk?(sh8B=Dg^7_qnMlV^W0GvMI&hceb#Md{w3a^Na=~}&#WKuXE+1c@0UZtB6 z%f-2V%|+1C&rqc^Gh#Kj#X#2f=ZxYjb_(Gdjz$VG=aoKiSgIS*3_1&tgWa?5&?hlb zzeGb=Nj!ul%2S~7xcT>Mq95R!Ih2AO>DBUx*>IC#d?DxxtM1)vSM@GG{WePy!0R8+ z)qe~wl{{AJsd+~J8=NpLM9)O(rH9-I;Fq&pP;R!62vsB5GXAym73Rk4B=o~K)kIiO zP*Y2*@$jqB7>nfh4~(POmn+`MN^EO{c)GcCDX|}{+zIYz5R8*8-grAW2iMzcy1Fw#%iKV%z6CtmLvx(E6 z-zeBTvoI&*)qZK_^n&4zfbiY_=~sG(?=JY^|7OF|-{S|a*R^ZTPtIowPMXe=HmVnE z*F^c($q7s)?Bev5VG0w;f|5Djn?hg?3XY3ZD1fJb{3pkpctVN|~f75FgL{iCf5XJG`EY ze|E{DC=_l z_hkhXI7w)Cwc9+%c!Iq@oyRj1wJ}j`KXSxHu7(zN#hEfqrBXa)sy><%a zZDtXTa$-2Hwe&XlI*M!bN<5x#$;GQMmj!+=qf}!TG@extAaC9F6YwAWHswfwSG`il zGn*213PJN;{JTwj{${_{T+MNk{n2%kXkzvDLBst*8yu<9i-)F!uW1sH znF*k!=X`?&gejt=)Q%5ycB82sQ@Y%h3LSrKrC(~8yR$to)s!AMpJKT z!!ijj-l!5OL&^V`Tn?gC#E_9tI%l`VO_eD4+0Zkv6<>w3@DW1V8@o8@@@%QH%CJCc z@R{QjE#^FXOHZ0CXuAv#3}7D^T+vRo&%q+kOr9>glf98(ZX6bz9I%B~+)P1KmBc&f zIFf3PBZWc^lFx&4z|MQe(ywr&_HZUfyEkaT02u03;e5f=dSSFBr+oi{#_llT{X#Fq zWR#t%**XJcnKea2EWaEOp6v~A+Gi8yB8rS`#3on*GRaqdHnxmf( zUrk|BP~KpbvN* zycAeZMLjVie;)1|yP!Gm9{svg6!3>5J?*f4YAnegBV5x?RaAD2`TnOs=o2Tfd+&aP$DTbCU2Ai4M(S zR58_Ct?rnIH?|=aouAC!89%*;53RJq+XsDw-$7( z+#li=>?K=mE#=)|6e20(-@z1FIzQr?iX?FRh9jkn!wo&bO^8Jbcx;p4;utph^PKui ze7hKBYWIed0a=m9Tb;OS3a5f2q;~j=T(Yw!u$mR!UnZomn?yS2)HWD28NpGK|cp6c$Q2| zRDkWw(%J$3`is3v|2Y%lQN5T)cy@xHAYC4v zAtQ!=Zw~rZ#1x`^{FUSy(U1qss{pq!H|vf>$U_6qW9JtqEt$-iJ$63*Z&K42BO)ii zGANRxn;GQQj5`SRbNO<0tZs;0O*kioE*@a#(*gPh0iec`-1G$OPc zIp51cy7has-FLOUM}z%r+tCGY=-MST0&~>2>3*%huMgL~p#Nfg%m$lr;x&mo_7gK2 zX4Nj&hi>Com}dsTu1X8;+tGD5RCtutj^>PzIubwlwIWoB2m?1?V@qteRDU!O%wnQ>>k4=Z!I&o}Ww=XScxcwg&d%l7`cz+% zi|J-2<{Q6?5s-R=vQjh7%}iiNsXmyBBoT?nPjEIV9i4mazfN1k4DGx|MPb23ny#1p z?W@a|y3RswvLf%Z<2B<>`F0CVMdS=E zL8@@j5Vkk=I^J)xO+sA#-b-iOF0zpR2{cywrKWFLhBvs4xFgMZVYv)^h3&U+n7?`#@Rk$KP-Y$cPRr32}em>Stap3b<7866vdi2-`OD zW$}u=zOeMfYM3O8`;{L$jU4Y~k!1>pZKJW6A z_NX-wBFS!ox^Po2QnN#3>HTEeDGq1_Q5PZP)bo;luIHe|SdV=B#T*$H9&*{>$dVdD z{J4d)sH+lCd&-I5bzv3Xh`eBwa8r>fF*B^w;7lfZ_1POLA|3oOms9A4MXZYfe|v=B zxp$N!r&A9BUiH^dZN5~6_u3-`};{E zuV$Do2A*NDJSj4%pmeN zZW+w^P*ytYSDSC~cF&#GD2lFt8JKnta2Vs^XmK%k+T!7`UJQFF^G!|%I1kLTmu6Tc zx&x_q$7sQ8IwhuV5D(?3=z$4W9uL;#TkKmyWp2RoRN$jB1NfA1C9bI-xVuEhkRl#0?9&f$6Vz`@ZY+sCY z)OqU@&?h!P-)C_ns$PtGoh;1m`1ly?^VI&CSA#hF_jI;itGn4`xn;2giB>lUi1iyV z7G^S=_L!%+9_3f61{y4^N0F*cNS`#T6_Zu!B4x-`K8kMWZBE{8YAFVAKgHa$-aI2S zGczqM?aIZd_Hpu$Su$e#MeR=yUu7?+d-Y}tI}!7ApS0`|-Wjn+*ughfXuE4?>ZK@1 z5}(;XJ?Lfx`cl8$NlO!;?e@QM&W@j0jI?3K87zk;yu$-$y!8g-^*y)I4mT?<%=D59 znP$}9{=V+FxW4$#3{w3;siJ%>Aj$^`VQOf5j0HoTl}NJo*A#&~8%*vqj596DMk?r8 z2;QzxL~twyTv3=i0ZlVF1J%a?Q~5(F5673tW3RtZ|C~Jx14l^Hy&`Y($V*KLmKX<5 zBdwTMjqrjx(<>n7NvKIt3VQ=2A_KBwm7!3O1^P==KeVG_ptzV9vR5hEw4wrXYd-$^ zEA{s5xK55O>)vZ(tgNTwjVOU?3lQ9w9={p%!l~$?{%N~<^#Ki$hy}S?F(O*l9Oo@J z_0szKKq2B{D9p>0xBTn^8IMX8h1e%SAt~QaB>+lM?~Xvb8{1DK^B&o&+V#r<rzA?)3`BQHi_Dz13v zdekOO$Q=>S_l#8fTvH<)3?JeYm6Yb?nEnWZ)Ze-d8D*#5oNcK>f^U6j0ANyQ=-41HY>?|+Jh12yU7lC9+9tlR_EF77ZFJf`xG`A0c;h$IV> z=$IQnnMP_lj67%Tv!Jo>L}Ud)#R^wM?m9$5>e(Bu*kr;2A!r>0y&PYZEku$Gs2=ns zQBWXg`?I8G77KochY3**S|Y|)bW~1@$U$|ytC_cVEotmsh+oStF}*e{MwHE7PEfk$ zrp!xf!!;%5hcL$>{OfV9LNi3MAc@Ez*JUbVH)WA2{d8k{Q^L;I_6&1EZAc(5-`Rxa z9txrd35E|qn2D`v1hrU5@lD#8T9(FMa2H0=}gncqSxRg+goH)yiA;+F!<~7t1 z(84CMclv{7#?7jN#*(SQ_X!f>#zbgfebiewb;f zPYU8qi<%HHj@QFTQ?T73r=*O8Ukr(`c3^>CD2@k!e1aoJ5tf(wYlXgh6jm3*Vb5cf zr7EBGvEBkS=N)8%cJ|;(MZ$Gv1@mZIEND^rdKf{9O|%{&KxyTknAhPZs7}xQ(_ySJ*bd6$9|HC;7O0dYbl`o#6{uDhGXELoEnY$|QI-y( zibpN$JC0mqo(_T*+>ZJW>&{u&wa2W`+8g8}qTl8?lo2X;H$v(y5Oy?0fW?l$bZK`; zVX?0_owRqF+B`(Ck?;5DP5 z_;VD0QxW^j6G2KF5##slR5MRr`_rlM-DbVj7j#X;LVwpXYctlZdzf#k;ZaJL39ex= zaz*rUF-ArM+>`v9)#fbZ*(2tmj{~3uri2O8$Wj{&E3G|oMkPR-HQF08ZO9DgsgQRC z_X$pE0P{flHX#T31GGSrM07nqPbWDmOP+_L8XW(>_+t{r{V%j)p9i9|q_e+*|3qr4 zA@~`l0+Q>o_mXClS}pki9zvznJsl!b=Ky&xr8b~)1TfIeSVK(tGX^&%RZ-W3Z z10~F}(^p#PZdHcq)4=KiuZghIm0e+`deDRA<73hBx3 zsEC(rpeCd?&0JrTc1$RZQ8q6tK1dmE~5;7CI7%jmt!*2PGv)nvg+ zB;m&=Tw!Q*gWaT5b=W_AJW{=r5dXE{BGN|ao+Rz&(@aF6@LmPP`{T1jZ90?aG$+LD|m+Os?J8OAE(o)sHvbr%O1)(|+2J;p{k z1a7$hrL507ZAgyci*T%>=~yt0Tm?EBh9#_C$9+lDjemXUISnA^_KB9p5BA}&{gnBW zSy{!rpW%#}1b8$d#dv|E9*f`<212|&AQwVL7|5R-Y;^tn8Ljspf&kXQK@EZs@Jw_C zgq*ml;)>2ss0aU)HBC{zqA`t{ec&U(Dg93v=Lpn`plfb|@GQrM`6a(zcJQ?Tnp$N2Xc?@({XnPEhu5UMc!MY=M6NWBeW zgL)GnX`x&)57eRwDfj{L4F|LW``OkO{-4tYdP^`R%md!w2w=oM5bDu|oZvH_hZ^pX zdN4x^B1w}7B%vO#YjqYFXEqc7E1{?hFwtuQc_`xdM7^HvE$RzTLsFS3!Tyr4Od~{Z z6xsFUbteSR1N;T)2kHkNO&EDam_8-TCfW?+(ySi|8HGc?0{WGwD&0ekz(SQb1*5cwa|h38hy=A}<76m<`jF?cT<{8i|q-hJ#|m7dq4g z-;~%^vRDVu)uIP32L&luwPrE0wY@#!p9|OMPl$3>AIs+GinGU5tDp$+^GbRwIDqjM zjllBmIkVY786DhlBqzHwHK=x(pa5+^tjyY(2QQFnLY|A@^t;^tsHURQ3GSr1u8lnW zhrX@@BT$=0G~dC~8eX!dQA5j!Q?gUFBXI_^Vb)h=mPqJ`MSvt$sEdAGtM6!xYwZz@ z!U)A(s1E%MGt8%Errw6M@c`_L^y$;54vc>xB!eD5!v!hKi7Rb{ct1i#!?WxeGTrmv|+$W z{`q^i|E|4G5DE$KpL|>F7n%|yNy)b{9s>SBI2SIQY#iK6a{NQ`g%wqI&^4V%c$E;m zReQ17zakJ~burV{&d!NqQ~bYyd6YwiJ%U~%IRdiy2+r97y7zqXrJx@zNtsBC&<}2xQ+lkD-Z%k&H>i;fnhW%I+~d>dQAR5xKhq%#}DlG z6<4x=m`9O0w+#S>Z3lqYZ|>V^0k44jOTC3uL>_$ML@U|52u z8oeTewE+BqegwvOMh3{1Cleg)YS#wZT;Tr8tJ;j9LRUNN$8I0zk`#fWJQ8CcOWfdQ&$V@GJRHt7cp=50+qt;Ptej|0q5R%UeKo(+kmFmTE)x3y{8IL)kUwK6&^9Jy1u#$^}F1xdw$N>MkjwF=P zGY9p8mHKi7d}$gvIOhNO3Nv7hbB&vpR6`XuH2-G9gJuXt(ZULdBsCz2FyUm(fDox! z4n&fc>T3rXt}5)*6SkXz`*o1B%mWsf@yvL2ARpW{{}0TGRJYXu;F5%r$un3gw|~~0 z1c`tQF5~CxV1@;Z^`bE=)WMc)C`SbxU`NbQ2co|@J%G+pSl?~D$5+_8Jz)u)*Ow%r z$AoxN0H9;rkX;hcpDcxDV2BGMAQ&}Oq;Q3~$OHmnVpjxi&NE}s+y|Tn`ODge<{rV) zgF(=?q}kL>$J|f@ncM&phm*ED^Ty=~p(#Ov6vOl55EgLnow`T_tm_K%MU)Y|uucTp zjKQr5L(v;}h33D}zd9QP8W>4{UvL}JF$Yoz!7Iqv3f`bDqWh@bg&}374i-ekmYo_6ittX544wr0(v$v^avR#cxcb zZ0t?;4A~aa2M6jmrTM8T*l1YeE0@zPIsiveFwDg`bSXFmz=q008Lq;6)CvY z)zv`lt0n;)6hl?7{tfk9f2@w2*p1tW?OSrxYe3e%MnZs(fu|qTN_>@9hV>N%ciS^T zA(`}mV_!xq!1~m1K)|=}lw|wZ4Gy2oIe=_6@}Hp(5LQAl;Lhx4Pp-VMqEUkqdVRj3 zw)ealM5ahmVr~9S{44nPniAo_z_7g}x}by-0RbU9&J01Xn0x~!WIcrV3yC`fsl(J& z%C8K;u2-oD0{G4YfCkb$rq`WGsArEr4joNjj#Q#pX+y5=`g2fkJ_WRg4V46cAl?Ry z6ccx0=iu&eG|`)X5LHfUH5=$L((kLXAixr^c5DaP5C|fT0a9%kdNEp{VZZ~tQLsX0 zA{!7Xk7WwY7^aw@4*QOdj`=CL139=37UwHQLJWw5&|&GH()bQTYUoMpxunMM4$ovmyl^Tn|icFZLbX5wQdIQ`@)Cn z+VuzdpHvivliL2K;#4UIN?#tdg#8O9O94XySqtFkKaCDk6*so z9hLzZkGjWeX6W&Ky8Rwp2qjAq3w4-AA%GAS{$wp?9nkgkFBIknH4#Fw@_Q%%YCv?+ za1c{AjgpMr zHl*$+hQnQd%LoW3wNAAI^WWHC5?uZbr5BKR01^0?QUobUfXdurq7Du>!|0ZDvr=!y z`h@*&tzWD{6*yg0m>Gj^Qv{sN5DZ_=H}k?T7+?qynNBas2$*u|^Y{8s{&z6@pS(j+ zbo2>W-|LEb0zWSOC4o3ZzV1>aoQ(KPAkQMnF| zy8%Q%f`EEl7{30}h=8#bO|k_8*p-fc3(v3s32t8_F5s`6)S$=ft|}~V8UJ6)n<8P& z0paO&w={Lwyy3^lvt+2ush4oauC)zBkx|3j_s7RfYXDY2-yx5P`}XUE`R`^gwIWd^j0 z@n0Flzd4l(zyzHL6oVx6s|5ovbq=taM^g!?ZopdpgnqO5Ies-I3K08u|K)T)9M-6V zKf&eiWJN$yLRq>$vVxy<1W0RmR1y4qTx|%0Pay491mrIQIE2jw#(+lOav)Vyg{f<3 zX!0}so%Uvf$t7W=snsN*>KtMKKskV1LHYqwAdu#NVy32wF+<$^^>q(^2#T9YsE`nN zwR~Shz`yKlQ|>AgwHgtnVh?Ku+Nui!?jivt{&}n*34-py1(3qb%c6x>n}HE2WD_#Ro(wyM25Ej(7e zMi2teEZB^RQFAQSUs}_@*y*R@LW4rH7}(!PRaKPMyMQ?`<2_G+odTq=N3fETl7u!4 z;JqfdsEc?ulGbNgPgGo7oF3nK_$}v7{z&P$kdLXD&2L0@8!#QN}v z#cV7)O-ECY(9*dqR_&ZlXxR6mk@SBq2U9j2TxI*oQcfS5FEQfg6`!nW0J_d7|}vCe0Z7 zhI=#(v?&@E-XBe>2v$=z8-dlH-i(_~yPZ8KJ^3&z`}nl{iW1 z(<-Z$kl(x(^Q_GMbYe{9`I?2)^e4i?i(Ur?3!WQmr@OtT)zvv{T4)?s7uS!rokLq& ztg##Q=$*C7me42VY)0bZ8OJ=J_4UT@;bEg6KjOBIzKAwxnOP{UjoHSmtza`=+hyl= z#M7gXuqWcuM`h=enZ2%E$BMRjL-l$U!s}Y2^tlsJh2yL$ebG_0IyFvR2hy$g!+bqK zKRQf_xr3>NUFehEJ#+KghGVfEe-am;?Kh{Rd&3r@lRnyEb;PDOq0u>?Y4Ef(YoPsQ`#`m$ar9T zvYo#D`1IWv+E=v9!`acf{OYUM()1)wab~k0J_Npf8%5yy^QiD#qv}OCc2R|LwKX@a zdC825D!i{t@THLE7M$bM@^a?*!&kqt<54DBOUQ$Z)7xb2<} zv{~HsuPwf@DX^_X1A=a!wq{TS{E$ka4FhhCg4==aH4&(snqO6dh4m*p{qc@7L908v zpHk^mn3t&(z+ll!ceyTQ2mgtqq-@OPAgWHLskAaa+!E_Z79mRxfhb9mn;P z(YJ%bGau*Ea&sl`vu*M9gcE6B#j2$lFuV1YRgHe9tc-_-`st67d?$`}u)B-qmE*SF z&AhG?YCd;&&Pdc-ROP>zIE@W2wj?^cY%g(UbdGQJeE%sZD67D8U}rn5^EiCJInok; z0ef)XN*@PC7jk+2V~E^!ynb)ockm|rGW`58P;5iLx?a4X8>9G=UX zSl3;rjl)CJ?B@Ba`M&$rF*RZr`i-s?ONfba8aCe!n)Auo->4Kjoo^d+K6NvA^=jc{ zqp;>2^>EOT()Vk?w*5?}6zj`A^A6jF`?g%;CErABr|%GlcZEL<64KHt@b)U9MX;y7 z=LzmjglFB1bbPF*pRjejY7Xi?c%=MY@4QPlcX~t`zHBR=4}npTk>j_oIdy46k`u#C z`HMiMoJs+21z-lY~6U2)|r z6DQYrznJw14z8ocD^HpU1oM(JQf}>qE4(YLS0P;Cw)uZ~=ega6XWGJ3 zw=mKdM8CYW{MdU?{lv~=Pm}%EJhqobI(%o%wOSe*g$?y(GVpo$%lxCA=SKZNAgtfm z_{oRp==jV!78*PE)%?_`sK#&a`oFJRu}E@=N4m9TP-_@k<%xW*&_3av_c{w_Tt$1k zeAP5fAJX?ZSp%@b>uUns-`e{mky&^mLE>1knv;Ez^I$Eq(d%opw)xM)Q_QanytX#r z`<%5*wYSc-#++4$D{Ri_zXydhMV!rZWjBAEaIk7WBzR9w&LOPUhVZ%P_j|5Hd_C$) z4iVuoW59q`HZ^BS$=q~DniBAb=!1#como`}-{YrrjSJd_1|s__%);YNT&$U^hp)W% z{V!WcC&2UEcOQ%5JXDtoiiDhZaJ6R4Z&?#M$+XW#NBX!K92cISP2$IJg*TbNIqk<3 zJgdr+7Z5!o-&two7G{*@!fem&E!Rn;+u4VWH{d17=Vz6ZEDP?^U&P{qPnhud zpw~uezo%z>kvhuBol_LxJ)uAwZAl|-M#4k)GZ;9eT$em5uT~EFz9K!{m^`973w^Uw zd3(e6Fvx$@_tGWVkO~>VQ{cp&{Kni*<@rf%_`A&rCj`_qH3jS1FyPWH2>PJSg{o2) z(!Hytbz3D{ObncRIrgXt?eMMnau8|L7)j=mwUK`nU){vj#i?V^WvxD=Z^{9E6IyY{ zr=#L&d>Tc!a0T}5s`$_*Y^`&$D{=YB`xx*AKH>R zolPP+_U!%H#tS>HLLK)F?_5@?vZb0=xpZJ3xo@P8sZaz&g~xAY*t-r+57SO-Zus*y zL{kd;ZaK?Jy4inI)C`SBv(vO;>KYQt4?Y^zs3g1)rmsHD$|z7#l&_9VfBcc0N4L+^ zM`HZ>hl7tE%KJu&Cjr_0K zPcz3#<4lX3cAgJA4o60be;*{L%ylO)^EW{M47=yE*ZgKXE$8$U`}or5n;Mzi^+yz< zIBzJ8Oqihc^)?F+2+MaxLH0{Q3s$~?>n|-W z*?4)!OUyAEdgIZ*AJr~)R!N+Ag{Duod}zv&R(Jno;O#9ZWMjzp{CAA-#8N+9c1>6U z@8uTZ7P1ka4n?G_Zg9T#oW4gmss)ag38|Js81?u5?4o}i{?{^@Ex0i{8S=}4LF4%ssRr&Wtd z&Z?5p{66=TABR8TDX{{d8fa?`GkIE}FS2jRNX?fUTGJHNo8)$TI`y4!gV;kt#Bknu zSNy{l3n%o=M)r?a(n1vzUwjGQ;EzCQ|1_IgMDHc770iCmaC>zAU3vlSiv94Cp4y5& z%OS6{ltEM!L^$=5d9RbiSLe_B$IexwpXc04$<5`ER;Bw8wHDOdt9k3QP^7ezbyrgK z!KvWZug3tf2k2B_B~s`5>n=M{?C%O`T#dJ`?Y*kFv0b#k)kc%#DRs7-xrp{ObWXVg z|0&fcCDY-N?p`e8M!E1tEYV{+=MYeuRZv%km3S@(+Td`qM44=mvyt{TtN zeD9R?`Ez#3xoVbbTYjRp<5oYNM3u|-++0r@QAC89r>LBAbaYEY4##Sz=Ene9>gpd9 zhTh6PUVaia#G@}u$QN$jEJ44YpDz(u(WesE@Lbs%agp`bgzDt|oTG6c(P4bB`(E=a zr>n`${m(0wvwS)DbXdIA!wz%alhWC=&g9Rgc2tBFLh@1cgDY;9@xAO+2fVz) z4ww29J01%b9NDf$3{-v;f0>g*TwWH}6{j*hbeP|+==|k&=laqPtuW5R9bNu)jRJ@x z`n}bUPxvLHE|*S>$U>|>k5_nGnWohQ;vaYvoRhmtMrjMUAFcR4w7F9tEZI};ZTiKh zowMk4GN~?5J9kiXhx`}wfZ74Q&(#8(7kNTPWvg?%BSO$iQ;!BH7(mH@*X1HTMw%hb zFz$D9`A?0(O@Y$Fc%g%s?1qWElGp+g-}+Z4Uzj^X_w?@P?`RmEKUpQl@=C`R!Nx5$IA@1CmbKa||pM&Hd%%&Amt7#(Z0 zOG_n6%lN$NZ2#yo$8BY6(-(A986cgJlP6iiZh`G$?@|dxZ?>I^e=#`Kv0SK><0PS~ z?fcxoE0{APnrj$WzBwK7)_Ys-fKH$Ok^OWHE7s7ps`(K4rNDO2pX`Dq3{VFS?xS09lW!=RcxLMA34{LR)I6`4YGd^)n1(E{$e}Ux!fyY z=zHI#{1^k7Eu94f;hTBoWRlxfM(tz@UKl=Qx@!X7--Q zvFT`tShiuNcXwAB8@cToO6QJg=A_NhgV?p=)ATuPP+@<3%TZ1~x4fcCyoCGor{XP2 z!;66Hu=~M!tnYasM`j~xKuZ+I;e*d<19rne;CX9ywxrXGMOHLd?OFwhr@S=_Bbo=3 zMqvrod73?zPYTUrM*)VJe=~4pHS!5aa2jR+WPhep%mORA*eShOSAD)?apZW$C}k!r zCcdhu7=nGPB&YB+pC2;V^oydC*35#qK%bp*VxJ`QMkz0yWR2soMTcEOQ!7P_A-A@+ zjCw>gae09BY{6Kq>W9;9@r_4Shw7rAIM=_huD**cfB2AN{>7l8O0|#TuR%M{gGo-7 zF=o$b`{{=cJ)b4_4=08lLzI-vxfURKyxik^!y$cdNVsV|-%IGYr?+W?7pEM_cSU#1 zemr0Fz4`OUZ(>!YtcB62hQ}En9&ig+d6C#~nszI**~ax87$EofhvU-Q}* z(cvb&w-=Z2;DAR;!P~&??fO!S%(&66hN;E}jy`bFSHK?I3o7L3iC+|Ywzy?QYqpg1CSYWF zIJ}uI0wrVg!NLR!_J!e2e9Z6K>JDxU#m6F48g9VFp)$@~sQtdB% zu6vwl<}pS)<;n#X*3b24XTKVh>ZKXC3PCJQ&CZZfY2BKLe0s!re%8@%RpHC}@Obgf zL8sx7N#jW6-1x$eIs9}EqiW~pN>-7C_{Wpeu1;;@6KHkpt&EzwSMQB>WKTzgeN~Qv ztWWzJgAV9Nm}puhE3Mivr-FsPwTH!i5kEo_nqThN9sx7~SauHRsS%IcQpX&=)kjvVN4?)@KDUco>~yB7z~)v1DGkGB z%+I8g){N>@87re~##!)m+h5nFC;S$Bm0Dfl0+56>g3+LNfNO~ zSbX(onr7w-uebx!b$#tO5=0$lf9csqg72%lO=ic*Uy>L+cKE|6u!?Q@-GpIh^d$gj@{%#J{0aI7~ zd4`t0sZ(>;W}7UVL^_rDLtS8u?eO;M`N8DT8->wKW$*z*Vp_h6jddQ~FZv()OZ4o- zOI~V(ie4Z0wrD(mNjvf5N7NSCHJ+*$M~Sn&SnOO)gEYG*o9k`z`Dy26%SK;NN=%&G zIXl?a5N)-h_w^c&RBhXr{pR{Lp!T!x^8{^8u6Qe!0ebfF%~PVCE=jw#E5ZfdzqfWX zlVaq;z2-I5i8|hB2zs7V--$&1`We4?I(R-TXew)NyAHClyRe9{9qqJ-a|N~Ygl)&x zfeGgQ4)!9F28!Q)7OD&%{^}?ZP|wellzK`y9WrRxltA8xLSJiX?Wo6w_3~f+=X-m7~v(-^Mi#n`F%c`BV z`>Ks-V+)?~p4+GIz8ky^@&>$uRkZbh4<-t^Zv%UHFTSXM^kv=t%@+Y#el_<;>+b!a zci6^Ax%bN5;ftcom*cPa+T)&RTF7wIKwyhZUunx`Oj6Rysf6gZL-U+!-r1;W33S_e z`DY~+<%*4K)W+Db@B8xXhr%K3;&WnA2GJdEYqOEPKiA&3q`c#O>h`m|W#8MoVCRvn zS2jVcxsTS@oUX|AGm-UuBlV<6ZTY<$BF^hS9ktI&Q;(BxZ1y+Q_t^A%&*@AgMDw=4 zTd^Q;RYIMw=J>W-?S*zE#T~CI6Ad&77xi=m-*kBQYd+wt$;dA1qnf*D^vC02PQx(i zTa|g^TlbB+6s+374dYHTCg>fufe4hJpWiJODA;>AkzAza^O*2_|8Rc3hd#-icGlf?dJDEnP?mZ&0=1N&QasPSl({uanSZ{i zHoX3M!6WUcp+s%sgHMcc8HARrV|{rAoUMq4dzCKP5xlhXtu%A6To4Xmjx9M0e|zTn z_E+VGUh4Xo*X5K6y4gGJ4cj^X+r&>Ns0Qywb@;aXBrOSG_gv6LbPk(onK_@xU1=Oi zY)=Mj>!;gmeErqrEssW0{S~xBVt(npU$-mB4mYuw?jHoj&sIAH?>VcVl^9!!`S}vgY_W3nL>grNZLUx1LQrwE#ru z<###ypJyBA;f>udHtcL;@Hz1Yk1f!-yxe=E)Xt=0;wwsupnw>*V%N)A7_%|Pe83x8 z?65Hb0^LRI1mzX3NgCy4*;@n8n4pn#(I$>P&a(p&{Mlw_9%+S!6_b^`pw}Fwk+6zS zhI&5ZOV~{Z^>o{4|AzhI?8C4kzCh*CW<_DJyH}bqdOhc^v9=c9RPCtsHv+&5sIFi?EegomZLTSP^L0A9Vfs zbK85LQefUP+@v(4qQaLDXTwU985#tdn)5vmiCP21s_VsD`A7UN&(D3>cMhLe@Ma$UWQxlXYTGfk+vUrm@AL{(J!$A`gH9CYXhfYH!brHD zs+UU_R#(Upo35q!gNn8yk8!ocTXprkDf#@iEV|zn2NRKKTkjK_)$knpD>}8Mm6b1! z9IAC=CcGRwg(q8kQ#1|pb90r1tfPqTs|4v!$Zi`y=eLy_qS0=@9jUo#6vrjZx$>2W+;KU$qQKwr!(JlwY*2R$scrhXc;fu+Id7eaBl0{Cw9Ld8rT223cObw22V*EZ-w1 z8uXotgmcOJ+Kr6GSFRbnfbXxZfP9AjXYJnTx6rneUlZ$*-jb{z&Ao&GL5V$~Q207* z!2;d>;N;P05PK3MKb}v4v-JCS%s~vGD!i`IpY~Ohy{m7~ar(aKNJd3hh>#>yzM7*%C(CJPUxj&v4YR)QPQjj_LfPI z9dBnPtI{!tqPral7E>E?ALgmi-z$X51LNj<+F%2-SA5`_`AmC#em&aHy|E8f-CCSi zs}y22Tn{%(^lX)Borkg2JL$xhIoXD1Q_Y}atLV(A`D5feoz)#}iYy+kC_)v&JK2)& zeKt3mSrDi0+rhO-3NLoIvQX9J)t{k6U z7WFHSLA1I-YvuQt;OtJb5>K=uXjxk;_r2VRKUs(`bJ*xS)FK0EaL}jGG8dG16Krjr zbetcPu*=WWR2wKav5{DgHcUoJW_NZ??r->Zo%N#Mn@u$nWXpnN#uV$ms3d9YOms-= z<^Ee7eB-1x+QW$WgQcAIcYV4oK)U2>PT#)gJ=ef$jO+RG^R4g;+!_|cGa|Sz{t4d`Jd(^IcUIfbv?)VYUy6I^l z->;HqFpcY4g6I98o^N3hGu8w61MIr;)kl7a;W6|J5sLR|ghP=PHqD&%aS!+z^75V2 z=9vP@vjmS;#Ou$O+aDQQ7P+SSgXdCC|D41JH(NfKUcNjfwReu5vFoCSTTXbs8Lo61 zxwNl}LrK2&p!PmZ%NmH%?Ets54F^%-yc-%%sXn@#* zE&zQ0RVQEeDl>jThn*s$M6F-{0lJXps{de8tX$7qz3S|3Cy*?b3eL zTCkAMqsYqD)n~;w2IX^J`?L5e(S_xPT&+0>-upHFp?uy`-JOPkS4At4jeIMUB#~cT zMY%}UiMdInaNtmq|C6%#_`-%$Fu~?Zy-{|@?)SfygWJaAB@=-4tUtpIsYb;3n;ow} zen$ax!uL5lE{3sm#}`u?N1Sk$)Vh3P^WxHtn@U%Jcgw^Y8LO{%XIa-}%jBv)OiprWD1s{fKvp@YmeIn-I2;Kg!~#lyCLzr0F}Weu*U~^Q_Q$0dlf|pIr;K~S<6#= zc_(fz=CWn+DGt^-^gDOM;hbu|lB}0e>`5|VdO9#Sb5HQaRo!HNtIip@vV)RIK&K(5 zv*RHrc;We(hTBPV-Q5ysL;n@)x1Wk%>-_q3O5#~WnR>aJ^3wgGd;~&hOL%V^5lWIz zecWj>+9&eU$&l|(+f@}8t0>AznKjyNh&q>*edo<38G#or^cbKO*Qp}}9~SYsGl3}c zSHE0og>Wp)6)WQ@#n9op0yGZa!2Ll6lj+!ZgdV`NLBR1lG*LUYq;16t{t&XnjH^;L z7O>z0j!&#;oA{3KGm!~0RgtBLIL{~T0Na=4wjyEZOOj@FI8w*s0nlcgtmX+LseX3DPi~%*)E3>KLd%Uj0%0{~g`%$B8 zEB{JTt$V+$&CSdpCnQyRTJo4w!-p#mruu2?%uTREqK>tMF3&N`k-cUS<`cZD$;qc!nfO%WQV@gPWuFuyd>BlP2_7Pg1gPr9n@Wez{iDs-BAmmi=LAJ1NZa-AP>+PzgaFc_sS%~suG zj~L(%7sLBHhc#8e=vFGv1FgCMoxaMdXk%q=ZFB3j@IU})Ud=^Ddbg^&uB|sH$wUx< zo+%R$J&{Ea)uj;}OC#yD8(jn(62K@WfMipUi?<%JDlSzF$lY_*JR)d#e%ugcJ>SY^TaHUA6;odeucjBEu_tp}Cnaan4Qi#wLYUP>KFkMWP<9#0oQ1hz>1XGe#J zx6$WLf4e{Fx5;w?R4&#JlZvD5&R{z~cXz#|%xKf+)f7OVYg@5^l390s>Ka~r|MO>_ z*4Wdg2si#fSFm7~1Ofn9e_`beP>rvPynl%DG%bujP)KEH-WrI#CMY|7MDB`2<3@u< zC#^bN`WcVxQ4gJ|vtgV)I@@@7xNURQo+)~KI-tI6zg-zSM8=OywD!E;YpNYz;x!%j z1!0f!0>woF+ouD|iQA3R9K@V+Gyf*X@dObkE7wTAU(pb;Ilzp)eRhsC!=KRfn8@25^I#Ed+xq3e}dg>sPwC>~xq>Q`Zf>2>bT{g=Bq!bN}u(6QUY3tXYj z>*^)64`in?CW^)_0iCG>xLHM~DxZAG1Qfoz?DUSmE(O%6G0^tNezD~W9;OrD?6g*5 zih7gTR0sGH5Npj}SDPIY7@J>y05!6XqMDhOo(U{NYhEUK4I30|9WbfnYc}9Xlh+7y zrQ-b~N>=HnP-45$Xk-EnsKpVOEs{pl(;+R_)^3L`bB(0y=66(U*qj_5@p^u_E!>-s zN^>3Qo~9?4vnF5;&O1%37(W9l%!2WD^YN0T-RmVhc8tu~{^n;nG;Ep$vvWU4G0PUFY38<~}oL@_$9dI1K90eYo|Hm72rWYlkFwR1^#H0Q?$| zf9W9+vR4@r2-^!C>;Sv(-0F?S$~12q4|FpXgX1cj92QL3tP(Q#G>U&5{S1p}-eK(g zWc%`@!#>f~7y7sObk8wx9dD~0Uw@uk7{EAjeFaPd#tNwQvw*^VIWurNQy~7W6UZ~E zB_(C@r>81oi%T@hYJU;qlywBg(dFdskD+pj=8!L6dVLhXPDYlkG|i^t^IM=L!R*Zv z3peYbtiT*FN{?W0%V>9ctw$8PJjKd;e=$(avpUA&k;1#_4sc1kSIABhe5T#<&hFyM}WsE5N_3w8!88RwZOpQL3y^SzBnRKg_44 z|1J^BYTD0#TOgB(X*y zm4{U{7Z^Q1ykx>Apj=&x3n%ekO47*8WO)zVwW(>+OgNiLuyHW83`il2ViRb``VrW~ zFIz*>b%Fj67C{{@klC#`0%h7z*S4a_@=AS`!Q-sC0+($T#~9E!z%S6;k}a2|+;#l$ zJ|3kA^se)X^OR)Zf!=eCRjZh@io)P)>m7e)gB$B`sSRJvCA8hsIIef_zY z=Q;5GK&R(@D%GocN}8s}pJ?T$;p&7^M*CS~hp)GuuU_}#8P5IvP$3Nh{D$^h9bg`? z=!DQjb}S$gk%PD%)5j{?DU*ImvQ~L}J;CEvG##uDx8E2EMe2JiOxsbw9VyF3YX0@X z#LXsiU1YdQ%-a@m%P9efHT^1ph6Z|`wBZdnZUytK%NekjTG<5e>@J*lVnwwZHcLuX zWIc*{ zd9*~ORXU$tf>U2ts_6uck53kW;~tj5d3} zq%M>mNg#$({y75BeYPm(iC~?&w-HKcIo+$%%bhLGt2Lzix?$?A0`Um{cLqUz@2@H^ zv|e9?JyU_=Q8^#>OWQ2FSLJ>|6e_?D10fW-N2YaQwlh%wCVtak2utVg780|8rEw@ROBS zX0ycCTI*Vu^1?OexgM8Vtc30F67oBS57nx;mFk91YZZ(MDBt-hlAvemx}c2L!$VMI zC!=$E{JJ)k3|^}RV3;rH2%u9PHdJ>XDF=Y~GNpBub~MzE_Vz5H_tUL<3wLiSwB09( zhc~UX6jzH~)LWy;F2?$c@YGN2!dSoa-B-9+zf9s{N6xl$gH?4?NEWVXKh1n)-Ip(T zrF`jL<7br}3W}qs?4YJ2p!>+9;#fB>Bu)1`3y}kT#qc zhfQp64Rrl+*FdgUh^M7h=9x{_`1N{bnHE>y+hE(D#Sjo?gc;3u`kY}!I*-Xbup*-99a33qJ5;N}LbQ-y_*2>!J} z^h9Hy#@$faZ5u(YOv`H&;Fzl;kEONMU)PF0?dCd1SYT_&(a8qO{Tj#hyn5=p8Q)L7IhWrJL~ZQ#gO< zejcp!e40+P>3we2c<0O?YOb1Ix3CpKxGi8a=WZEg*Hnq5^;=>aGQ-Xn^SjhVIKx2wdqB@vWr3!TV(TE?o_sgrC7h02}hBE*bvbVv+Esz>vdO* z?yN-<>43x0qV>f{uNR>>53N$W^{ODP)?{3&`S=VKkfvtUwY5Q&?G=Ex-meo&U110x z`yp77w}oegm#6pgZRRrQc*kRD0`Su|0EOYB$%OpOvwA`-Uqy{|%21MS46C>2HOIcLl1cJf(RYDYL%spA-P~SXMX>`xFo1^c!7+f00&d`7?b}G=buvHIe6Cqz zst6CSaqVm{F~{IzXPHd;<=kD^2yQvfjKI6?zBb8)QU^5QBp9V4$KKG1NM?_cW@E9Kns?y3fEVkd0iA7pIzb zDUZ$pVpe4c&x%&AQg~4;*Dx#FnDa8&IRnq^udy;+&y{H8W(b`Q6`XK2zvekZI5-xH zWt)~qbKXJ^=1-r@msd5zN!Wpwv-b!YDDlcT!;c5HxPsn)%p#u>&hY{x(JUoe%p&#E z?qe)Za|~!m@*0+J&RX}CPQ8wHzR{3Go-Wny4iM~#H48pv9|;tv0w%2CXl~=I*#ID) zyNu}yA`#TyyXa*p6Y;N^soUF&#H#mT7 z?L7jSaqBqWY0=!-7p%`_5;bwFMb#T;TB(Ci7 z6#y&Y%aOyaQFbHer5CwE^yOTsJAzTtD3KYuDXGPP47c=OCktdjcW$mirqq)O-DoUN zd_QVmqyNq}6$J|j3~uQxVTR7$-mg!;_5%Zo{CCtLfYPqRN~3H?SL)mPidKa=QCWLT}J5c+h%DTsOTCz*G*iAk}H1> z+&~rYo$p0N%xm7j=zS&wg#c}xBF&k+JS{SSpMcSJCW;_`BQ}DhUC>m^W{T&20@G_i z5X@QBK&S;Ar}30Dg#J=>GUVU8GFlJEqaiZZ{OwSX!AI2F70@ZpQC0@1v=Z2ZJArBv zkY?u3?s5uVifCVt2})h}%9B%`d{-T1wls=;zHVuFGY<)Qh$%X*l?91TSOeBAsElU$ z8NyI+AE++#Q)fnr1?dhpj9r5FjZxJ2S zBgK`%8WMVS3&b}Z_)$AC7 zej(DR*LdzPaz~i8i3bkx_>*dhtHVwSG<4A3LXujot*xvoii_z4v{GZ_o6PJ_bG9ST z7}>3iUfY@g?*e1T%a7i}!_)mb6bF>OWi?)KO*%3+^o$MT=4!XUAEZBW>Izt3K5>>< z@5a2mp0v9rVGZ6exCwTRrm0)5yF;QgD9#zLj75f*oRl3En1|mbOfJ!>#%N=Mz}tO8pKr%QFtz?tF^it&REZ+8zd;F+=WW6BWwA3P& z$rO{%-Z-}(5T(^D#) zqom<*N$uhvrjLm4-oEh@A~o)!7as0%M6B&Dv^WnfB6XNkrx8t)C( z^1AW#Z{b?u=+M-2#$T8#@^#eblm}xyB+I3BJl**Af+~Aj&pJJ;2G^&& z+>d~hTQ+T6Tt(5|eln3ETat9a4Mz32j<$BRfA$w%p|Y4lx}C8zi@)ePtcu7 zeK;|0rE$Xa9!Uv}BMI_{IyrZm4$j$m3K2cWs3Beu=>C$48E$mM>n42? z;vzHlEVZDVr-NTy3%AP{-0+MiV^fT9}a{W8*DG#55`Yv&MT+R%LE|&U6 zAJMPw5#K7HOuV&S`^kax_<*K@V1QP=>sA$Qj@H8r=N47HX4{bMeD3lT8aI?w*+w7$`jFluDoPNTLDW-_)$@gY=hWp`! zWb#hGoXg=>6vNpR*0{K^d2UZ0G*kO5PA01ZndA@E2c~$T$=$aPd5Bt|cjsatNWNs+ z$Vf2Dk5bJ=r1T77XKR5wjNq=Vi$U2wLLRI(YhHpPW^)H;g^!9bZzWb#GBgB`u|C}rtwpirY;hY=0#dcbVndVe;@jVTa*kc!g%aEQl z*5?t9PML2Mr9Hvx^#6jO!{7l#Su6rur4-R(MWRHjz!)3%I zwF{&JWT$OjGCdDJDw0vkinqAE?}jwnk^NF7U+hKTi%(#I*Be&SB7I*dlZ(wP;Qs1O z%+{o{+<#4!sqBZ<2fNx~N7WZ`>wlWWs9$Ioj1uzNJ8e6$G>E)N?>nt#{|OHl(Jta* z4nJI=XRpNSFNlZN0Wp|(Z|&3g zG9rn9Irj+vwx>^)x0l-At&Q=r4{UFgf44VVCY+>Eu^5RI_lq6=3bC}HH9M|svfG=! zEGpm+Pe?6+jAfdJrCdjC?HZ-ts~@l7NGaQ#MY+rh5I)XV0>o9kJ2#hN+n;Bg9tSsi zE~x}AxQ5v|xneGm$UqiFTfpOFk8ZK40|Zf?n(!-NiUed`TA9rw9`bz#EQ( zpi;0HiHzSEUuU;tBq%xrF8h~X8Yf%9)0szlKUF%nVp7UbC<yxAp_XJZkUN&(y4^!*9hmW)7hi~tXk=A71M`Z zn6|GZfG%UloW<+=!0`G^l4U$HMJS+8vWio{vAb70fPaS~38N;Ta=%HY#+<7};`7GU zFGF9@?2_|7GV&qx6~TldEF$drl$!8OS~a(9%Et~5&OeO*`TgyM9Du-!MZiRv-pcSHT&dG9av<4@^ZQXpOl! zIJN{|c3EsYPN{MyKe*%$Hc6!s*O@y$oC>yl1|uNxubzrVxTJn5F3$TWwbda62IncD zqckM^C$Igq<%PlB>d{yuMsP@D^y$XFnr5Tq7ZRNJhllcyH_hY8eg-PG?WcTT+7L$( z9pcqJuC3ZGR01hh45(vq{qj*?UkJZoK)+`D1rEm}OIFK7$_Q>D20IQHj<(k3Hh#+v zZ}0^s{ReZ1k8dgE%dB|=T9At#JgSY9rE~q@(|r?l4T&Jm0wUPHN^aI-#qt;fMn^KS z3t_~kQ=ij9YI8uE;sy3+qzp&W!A=w+D+ZD}ufypH9H+HI3eVVn`|St$^QhjY3qJym z?N1iPMRKmkKNiA%)DB`)rv&B5kPR}fF!ZiL^7_j(84219D-wQB&(fAFxN8$&E&LkB z+DJaW$dfH0C>xm zpugihvMpC-EjmxUDo*aq)lW|A|F-$~|7~-D6`s_KNwsk40f8{uIAprm^P$de8L%^s z>1wt>LOmF4T%A4Vxo<9JYUvI3{3ac#>L)9;7JxL=(^ghB3TLjUDZXf}(o_yHQp*-uQ|~F- zh%MT^Xq2~fge;Lu(v^;vmC#ukgHRCoE~RXg@DU~q;gCzEB}*l~7s*IeOpL)P>J80* z{s$qifQP&J6Rm{RH$(Xkc*c^(6osXm>_C2*6BnoK!RNxisys*z2aQ zl}<0v!Nc-is=T;KZG9>S+jLuUy>Yv6I(xIBg(ve@ReMFnr%%5q86uG1QOhM|peo*< zz)a!2JYe5+QI)lei=UfHOIT>DxJZ7Z@FC~JKFmnl9$h(lu%pz{83#gp!PPQ=DW+5rg}hKr52Rhe=J%$7HWmPP(F`KbIplz!IH!H(37DLs6# z>z2|KtG&;ltU<;{&)|~_#;a#huTT^z{+vZ0OlmPxO8ROvm6mi5E9Nv0c(hkZi#>at zHsYqa_!h(FgUQ>j(|6&tTP*?nS`-06cQvd$8sqbD%3%YWm|i)ZAs;{9k&PJ}OWk7C z3GA`08-<^Ic!A{~)c$ZQx=Ln`*}GOFvQGIKmboPf-vx`u+E&a|)7gvV%=sxYI1MaP zE0x0xoXML^lil;&P~R@ElBBCK28mW*v^6hHnwKKQc=xtvgD?*zne02rEyivCJ?xLA zmU^#k0t&uJe+U69Tov~tHR*1ZLTDcGhS}_z=e2bO3IIiIt%|3a1$v=_`j}=N7U!{Q zPjSXHSj5uTLG|qx2`Z@~nqM+g@=md#2F_7^-zW#SgM>>JwiX zxjMS_J%83sCnJB4>!%4aUtW8D-fnX0P$QFlpt?q(s#<;#@Y?h8GH~E9XDJ}Nx;_dl zvnO{Nf#JlG@k?zE(jZ$SAs8a9;iyl2&BH|A{D+^P&vIi^U|SkfchXRdt3;OmJuZuC z5u#{7NO+l~8xcJ_!XsZwTCwTdPeYPN`~jr{i^OLjodkT#21?H{|C=76f+f{?z4;Wo$Ffv)3W_($`qDf`S*l`)=nPgX= z8`)MCPaqyU^t46!$w7{H;8f$kx?PS2ir@)i3_QaPLho3LHzr46B^T%Na9W(Rzs6+} zHHGL9ev~|?xei^f`X@xd9q~OEpJRc%tpJ%x=G>?JEy^K8n^0FJ`xI>RXSlr}^LIT& zm9lL+p~brWBH>4>=61cDt7MONM9}^WiGLraWdNfB!YFzk3ZE-8-8H%&l*(pcL<59V zf$xT}f2=0np-;06W+`T!oYe>@l+a0&%Q?g>3l)EwQd(`vBt`xc#y_H=F^%7nhg=IP zWO73@l?aX6wt-$VhbHn0cFX3q5_7S#VouXN@U&8AB z0rd7?eTMPlEe)K>JK%>x{lyv`d*HEbQ6afFR4}ihfbc)>0QSW(Ebs;lU~dpCcIkXG z)s^+}Y*+z6Tshng2xs7za@D_I_3y8)OZ?v!V&*)5Ujl5xYWg{TsHbOxrluI%gyx;D zHU3}d_}@pjQGW+9i$t^PW&Sx*Fk@eP_OkMWOMudhG=BKM@79I?-wzDAufW#+DFY7H zni2<<|KC?y!u@x3|9eZo|86Dt#lx}zxAt!l`riv~#{cCpnE$%~3?0yaSMdK`62`kg zRfPZFK8}f^>b?*r=xRdnx~&qmB{RI6BA7|gZWc3L5bF3r2QGx4*Rxa7^#_xc!|Y|o zaYE}>B|m-)OgdlpF;ou)G9N%3dOpT1vFj)KI&ggyX0vT zrZ|dxX?U4wn7A!|i?kq&u*>ou+4^@IsoXDf>nGz8tR9hlGBRQ@QAm?VmF4>T(l{s- zQBJhqrikAns}o6T?25YlreE_47ydRtA~&(+?7EAY zrPq7^B3p$3KJ*J|@J|-vM2Q_dOxL{5RN{OUI$fsQNUX1E+%pI3-WK*xS$T)2W3CQR z?RuW)aiYDAdFOwha9hFuV3aVpC*jJBq?>5=!;ck z_dWSXf&csyG)#&{Dl@yb24p*7&4w1K6xsnij)j!kwj}z9#Y@M`cCS(?ldqT8SGu_| zjr9q^LH$I6Teou>|F9Z_6V-djMn*7{D8FbQfG#K-=jL4+>Zr4D^vXzhcv>!^tE^kE zc_Hpz&HuQ6!~A!fxuFUT`-1%A{gOT|(&m?x=TeZq+&~x!YQo5sN*2yhlQJKRX2rQP zIWrbUj*w<)QHi&7>%P{vbd8N2)`sd?uS+J~)9b=g?g2o3Cvf6qFdTKYshO56CW26| z3iB|*Pb4^<(i?4guhxKKxYl~fp|W2WxTk$)Z-3y|glA+F4M2UX4pYZ@(F0%gRq2@3 zIrX52$u4BjKj?12X4dSs`H}~pKn(iz(%FCg8!dYX-lF9qI`7`8_2~Pb2N0E7|00yW z7ZbiB%b$yJjv7d%cheH_O-X0BENy?>1LE^!7YDBT$~PFfvE2Qb*^HAJH> zwA))a7^KT*#1XMc2aakTdt9DFNS*LFi7!s-%~%Xja`yPlYv$5yyAg6fAp2ncF_fCq z(S@*ji9SFYH@6BA@G6}6=!{mI16qZr`@_DN`2GzefeR@A10v4!a5gH2vF$VvU3hpj zHJ6X1)?0pR`8KOh4Y>%Z*u7g(J%95=6?9(eMo&ixk^3`3?FPz8*5Z>}{xTG8f^`;8 zz!CJB=9jp507zSb?Xzi2WTgqhxnk?L^mbt9)o`FcWl;NRK|$n0urMI;nxXunhfu7e@#5xM72885-1g- zJ-1|JQWdx#VC^Y2tfCV8*!y3Sdg1%uSPn0uQ9gaM!^i*Z)$_wELW6S``4 zo;&~R^UWMBDoNZ%`KbshH7S@+<=@Qte7Ea}+2Z`5n2q;>g?O1J@Ibp;)G#QAXX?iv zV9vYIUFkJovMK8wFEc|f6Vg>Ek>Abv)p~hDn`8CzsiC+YVLykDeh}d@e&SAUjY1xw ztME<7`lNzR#r)A?Q=rZ4f^J$Saos(^;05N>yeGWHzz>VY#;{?b#R_db&m!M;SuBo4 zg@pKB0n>_+S@RThk`fR1#okUWwE0A*7yrwHxb#9P>1KE7^#NM>V<)}7J0m01{Ld)g zXwI3M6lP|6SAu0%o9&R~VKI<%9k4J!St`_{=u=nM(B`ARIfZ9SRVP8CaPB=tYY_fq z7g_(?akHl4HU}F)P6b^nIdCF|qCt4%(u^sqFmZxe;7A@1&Cvcc`p1dPxpzqsIjWB- z=+eJC>^gl-!|BBw5vDwGIPg)Kd~ST)lB>1wsbv*Q+`c8qKoAWFfLtnFdl+3%Te7{hmhy?oCOQBsA z>u;jo5`2B<7hLg=6Sr(;tfk=!)B7r$^*~`3@|R`uWb0ot)De}!I2szclJ7aAVfiHt zP%5KIK1JxCfttelVE@ApsQ=-g^VRNE3aL+KW{KYlmIjQQ`%HKSjktakswvOzGPhV< zeazzjS%CYN^5A|mZF!(3&JZU8IS~YGJ*~k z=5GelV~hF-qXMmN%eL*FLf-`R!QQBq&Ru=^qH2s2^gd|KZn~u9jiZP9ckeocDU>fRbacHBxxBxwP8ss4w!M`9>gwrR2vQgxaDuCE zp=8IVXF8~Mu4wl%my^@f&QO7lCpktGOiy2}G)g`_b+PUe5n+Fb0eCd-D3SwiuHo(N z`@?_gVU6-8d)ZFs%Nv$8m}drlZGW=0waX{8O#8$H*@rqrboEK&p=KXKZ2Kb6f~?i` zm8PSUf(L4bBXm!YstbHGxW0kS)G~7w8|HTSczL;+St$$ZTQo|PzF^~y7#RHIYySnD z2}Z)t@h6QTc^jeWhev~6jh--T!|il?5I_yft&+RDNDRO0D*rKEJr zH1~D^2_DTVVW=w?d5s^)Px=a_WhILfOu_XFEx%`KImiRJ6^-L#0w6mwKyPC^FaUjL zKU+o6M?hB5c=PUkVBoZn)s*g^`Z6(`3N}+R6C->3H_woHIyi_=^ueFs9$F~OO3E4W zyY+6>fJz{zLnY@;m;l)}0J2fzlH(?(cZgej4~C)W+UK`$wDjmvzg?aDMW7k!bh)`p z*f}#2kMDwedk-6J8W-mLdO3Cvay!*V7ps!}BvV90GSLBqfHQfDb zkqt-}#w+MQ=hZfY4%o4q0uMPBOXA{?*H+cLR+bVF5Pm)4(Q&GL>|>rp8i>EUKUiMc z!FcOg-6$(vsY1^mbEMw>hu7Y9x4GGPzr{3HPiGH-DqN}GtI;hT=mb#t=C>nUpL4ABb>cpY9Z0Y;9*iwmAm zH`UZP=`Cj!^zlA*Clz{RCAq;*MLgD|*Sg5CE#+v*kbDhJW0KJrZQF0+`Fx+FkuSW} zk@*rxc)P~A4trQpG-Usd+kMJq=t68pR%5i~tZtrcx3T6(N&ru&4v`8TU3~PS25r$} zPJb>`Y$i%D)ur3yf*hh9W6nVY` z3Yhpx-{MdayKOjSNJuy#{v?kuyC#a+z9cz%X0wq{nl6wP?|I1joiG`9 z*l@%C=`8>Qg#!EI;RBX#ed#A>;9@iF_QNNj*e?vro_Vs7dfvz zJ#$g9V#mbbydGzf@w)gremh-(@E8_c11j*WXBZ>^Xyed~3JdX!Yqz?M9lVyq9UdaBgczJT?(=x^j6*kGtM4{mYn~Q5NuDcxwuP$Ln&dr4M)!?p7pSybc3Um5@k2~{ zhyh7pk~b(b({l}RDnc)NPJD=TEiUxbqIO1V`d zyCnf&{uRj^mz*SBy~yTbR=e%b1WSw^vpDH6v_wEgujAj^E%sY_>u%f?s%Xg4l{^_A zz4^TNF@6xuX8~mx)aIPlyJ!y(@qvj*xNV2g#KleBHbngVA$}oQJ{QTHBvdsI6KUt6 z2e@GdXhb&j^s|aeIhykNi{skpFN3dT6C-d3#)?*=5kC$-n7nJqwrx-n{bt{Ine>7R z4=;l$2%Kbp312IUl5H~b+UB?KF`7kkKf-j~%x#cGi&}XI1S?FLtZsRi+z;or8pyEd zRGZ=S48ESEYt)5LL}O#c3zdjA%Yg<}B>KJ&8C23Y+V%MVq(zbWInw6lw&O5}>T0%M zbBt_r85RI40{zQPE*;g>uzPuJX9qo`6Gp)!GrU~eVu=s{!XUHT z@eSD}ik)OtoV77_9k_NTZ|LO6?UEtbe&>0ia-zx6RS(72PP=Yy){RO1C#$uyvw9SL zmF?ry;Q416zfJT(n7s?w%=yB4?`Q={TtOg$M7SO%xBaGepAg5*L`Q@U~jrA>!W;HTT;4r3Rn;lNPJqkBYyc-kgS%Y-fi$^9e${w~wy^2a&mL|U9 zCrQcSiF4r@%BiPz`)fX=iGX>7ysG3T@h2dYc_u%8GD zd&uUOini-ccTRkf5?o$93-cTk-5-d%ve0&@^0ZnDm~F67Mm+B(!BC|tV!NzBHdD5< z4cT^k^8HQWgCRu#T<*Yag71I+ram7oxeE-eHMJIe`D}1YEZ2OryIa!tkJX}idBuFK z3~WZZbxh|8JlH9PgZzHlcwWK7qYhpxoXQ&uq=k#A)?zs`{XFjp6v)QrLNM+a2!I?N z?|H$Bzujym5AB!K?t$?(cikNDAGtZm^4TBm+8v5hW{OVo#xoXzFzPSDcsmnvc6%&2 zP%>U$p-{u2MTT&G6Dw@;Cqu$@cVCLYAN$dSg-fn6DNG$zpg-by9z90)pgDh>`#!T)hxJp+0MF z9{v1%rBU-X5m@=tN(w#qtp$aM7v#H=S~!3t2<&O}=d)HV-d0blgS)uGj6$h;5`IdH z4R5a+>6~x05e@A*WLJ+6dyBVH%VTNxkupm-iRUo1u4(**lWQ4+;fqD%^D66yH--WL zk?=mzXth1f^B!sZ50{PSH@CM78;jX7N5B>Q{#jJiGAh-S)PJ5*8-kSRM@Cc3!%|Gi zuDres5GJz1lK_%BFBKOLU2I=59-b}Iy`@1ce@nK`uVB0S4;vAcRJed0^F%k<#MJvj zJ=MXci}!^Sf5h6}Wdh|Q@^THfV9sZ>_v|DYZ1K_?SpMIia{Ij!-pZfy}s4*>upH+tD1GPd<6$ ze5`f^S6-lbAAV&GEH87snDJy8{SUd?iUt0`+c&U@g9(1;S>Ds{F}E&I1(q}q7u9Z{ zxZ#^8>iNui1Wv__baZ;XqIT(8ydD>ABFjUe?`4oE(NYPUz>d-qB~80trjBfGBt?Wp zHeNE31xXYvU9t%*ETl|TlZNa52DTiUfz@~kNV{}red3FUfZf9J8+XUsy~8sIqKAJF zHA#b`s)v_X5;F^777z?Dc!FgI^EX}s&@1*2al*X3va4APY{zxo zSW2RN{{2kFec|2LEP^=qOINi&&1Nj`GJeIeXQ2lFIT>}o`)$1Jv;bl|28KS6_Xg$Q zQt!7qBplZr0&bjuMUJFIKX5ntU7&S%*3bA!m{lKO)U2If=fwcQ>)oIrF~56W%&w@L z3Q8`@`5R9??k4V&!FdhkpdKwyl{e)14QHbcSw37CO9tBdh^zhHN3rTg&fCv?Dj$f? zxV-%rwwXqHd+v|#sNj=z^vo@h?;b4OSRWR=9`G>U(T@{%I3@x3M(R428ZLXFC`*3% z8FAUdLQM)OlzrG=#8b7r;nBz`G6MDXbE^&(6@bh!Y_>HQ{b8h?&T=`1~wuwNY8 zn_hssfKJMJnV^uRt9AKYvAn6t|D`as)GbzC$NA-RChy>SXQlSwG>iiU?D)yCWQQkc zAUBf_aWL|SC|HwM)_6%rbwf$5D4r4(qu{l-*X#MY$&OGk?H%j5B4P+jffD+6kth5> zbnrtM5L*eUq(YwVle!HNu4?p^;%lqM%`*ew78uoR00XnS6n%$N>KE<}`AL_>llRJ+ z+C)u)k|I3j4%7F@8RZO~HRzGUj!samJ9vCee5}vf^MU_z`aM~1|6}t35h$#Wqz##O ztlSwe$H=IUgJW4Y3Ej5=+nD)1EN#9<;VDDq5Vs*aB<8jPnrby^VTb;Dr>RP$^38Oy zwoDtK&BhG2X4foM)M7uqpo`~(jKMjd{;Yvmq zO%>H&sM~PWYft73Bw8pjetxUx?(cQJCFwHqVz;3nmpM81k)T95-MOgVfcTp{;U*jI z+h_fL{wQ0zW9Sk%s2*JiuLYspm-!c!Q38ZuTEMGbA}nhAQ;IvEU>tS z$i3C|TR0xx)xW*Y+BU6M!uZ;`Iyd91XvtuAXKiNxOm_(#@@%?zWHsd2L=+Mb!mCfnEM&|9|C4^o)rIDlNV8JtdFLlye{G8(xf3D zt=_dKE6F8GY$&L|k9~LZmY9|@b!Yg8M5*5rfcAZd55)-ql}6!NrP2@c&3rjx`8*UW zB)q8R@M(J1F`$xumD4UvjyjV8+`qZ}BTZWGuD)vw^`B|uqdJ~~`zv5?!h6-iv+P&v z

Pm)LtXR&^u*HdSe07_L~+}P;zExIDY&8f&UHG1!+NWQ)spXcudt**kh@`yrTGkR*FF7oJ4 zE)es|O4ECiCW}CridcA{m@uGR7>}fbd#dj^z5H7jySux)p1Jq-`@5gx{s->$+Cw-NbB=3_b9~P8^0_4y?g2ji`8L`w^*uj)Z?#Wqbcyr+nlfF*%D`9#=cL$2MK1 zNb)okf9o@4;Zd?5Hmu21iDI$=duo76NfL9pTHIAUij7hZq1f@rs7tvSeF&MCka)Q( zg}scITR`#fnK6FgIS77Vt@8N&yzB_ob+LZ^^w!!{&`(7ENrSa3J>}~<@OIfY*$mS~ z>`h;Pe}{S)_~U2IbLaa*K(y>qr#Orerg7I%CsZPcgN`S&uHKcEwziY8^0yttb^Rb< zrUn6vhyZ6Z0S^jQu&~DB&L9pKGoKe$rM+=^8G{TZWv=SX^^K~;M^7eQGeFA|H_3fo zx{qDi2~dawBlz?Bi%jlpTL$I577y|JZlbNF+4kVGxvalnX~|7h93J7Ea{Ie40O36> ztk&95uB1F~YHAvlJZu)-qcAjnDJ~dyTa|EEKAfFcjA|#k{hH#3I3Sz-Gi6@8j5Gzti zdfV|bX=4Jai#5>$*ASSCgZ!S?2WPc8aXTU5P4pCEDW2pr!|4o7cT@9UoB8*m!aGKpn%q}2nctY<%_M>s$?>r& z4d1<`-Rnf4Bz$Foo^wrF`Cy`QnI-B4%u#U9Sj% zVfc^xqnp9@H|DywmR9oZQ9~!E>8_8>4neXO!ej$4zkNiN?U6o|l+`8l;Rh6}QW`Ve z_sL80`U2mwt&K4a`;tHsso9W`CSUl@^C_0Ib24oZ{|<~gxSE82v&=`j0x8lXhPB;w zo`_JR;8TYGXLC^wiUI2O%Em+MhB2$Lb!d`CZPa8m4Jef}t00C^FHYj!jY)U9K*Q*| zd>W$U`S^CDHk%B%f*BhFf(+t11}5lRZ+53!^yret@R z%3!Cb!kxG+>xay)h#}QZA}E)nTW{t2!o9(X>ffFLEP6iI^7{8VH*uCLkiWVgO{JO0G zk$uQ!Sf_795VSQTWrhWByRxjJHm#sAs-Q6&m4W^`#ry^vgK<37-ryztn64KpxsK9NcGM z>IE%?kak$08TYv}=|azME!fFUY6%GFFV@zX=(4lJx4&LYOSy(?KVh2+CxtWRG9|6o zn$XC2Fy-BKmPU;G!QA|IG_+K*E>H)zYN4oUrzKI#X1z=nGAp8|drUId3V06+ z>+7fIyes@?$sjA<18}`_&kRuW<)#@eRn?4)ANVCB1F=0l1uKn5wI)ah9kB(YS^RrO z{s-Rxgt{|q0^!SiIJIo6m*&sXvG@7EclW*vc)?=^bFckDpKFK)AsT*~KN9Nx1=0Ob z;5U-L@(enTxV5LPf5hxoP0M?aaB zj1WCrB_j=#9Ypo`R$e}$65P_j3449jl@u&HF@tiv@p1)@Lrh&oshTo1%Q9xcL}+wuHg^P$N)ZgSq3y`tYNe$E&~@_)pt|C7b+}%o+&AkK z#k9x6&QMW<04`jzfX(p@8L;RtVr>t4r7u*;`Afj$;rcYgCFjptlTX~2LWb*I#dHNU zAWKskF8ETr1K-06d{xklEV{=4RGRcIMGv+VyMhx4&DmMBbT^dHu8B;k?Y2!N+g!D%I|S>qdn|7UDu9hw?VQAFFvxAhlSnfRYu!*E`&=f}FZIa9Fgh?`gIt<&|peBHb!g1Mb z&!ee>F=91;knH8eA?9X6a#8ajWP)je87hSM{RNP3u-{AGUC-J(Ic+~70u+wd9cu;` z=JSTUA)hP=q7SxN{^@?wI$UY?c{~^e7_L8JrN<3AGV8Unl0p0nzlA!a34#0_OuZ&8+79SOH-V z7bd9uxrO1CTa_o>73c5I0^&gJ;e>q{(HI(_hJc9_N`7&m<`o{5_tiC5&vrnCMQaAf zT}OZ;9f^lT0_qoKPR72c_``6p{d9&&8C*Q>o(|iZzm`!9IW-c$bsp3h4J{6WXI3a{ z;Or>Z9f!T+A0d%M)Id)PyBRkH6kuzfx)eeTV&K8)V9gDz3SpLz6iRY`5u`Tx=MX+P z$m_K;&15GVz0Q$`NWBs_HQ?`e6ZL6z!hJb~3PYz##x<|ymB7*W+&7NRt<*?@TQ?P5v;5yQphfJ*qP>%_d*=*53pHqZENd~D`tY%}93CAccQ;lB zNKx}Xk4TQ{j%-ja9NZ2zM&$xiZ7pXZcN;i8P(T6=C?is)#a^@+Z7&`+jq&&v3D~0s z)PG@91=BN#|1)K?ol=;#yN_=IH1|>_3rL3`Dw065#RsIWe_D5BY3KsMngjRXpL`+7 z3y3-8`7w@pov%lrF%<8Q$YeF>N6(0s__eS3ZtBmUZ0dp+)v|>8+A}MvzTSi%tr+qC zZ<(0(;NWv1|8{q$`yzjF56sz-T*zjm2EnPI4F_U)YhBf+oMYU0SYmCpw5xv4ndH8U zyH~I(vx{23OBP3{J6A<_&%g=)IaO^!cSgl!V(S19B22M^SJiv`SnYO`<6-AY6u{tS zs>G0^drTGH$G(jAe(oN81#qMDxKr?>uAzSz9qG}a8WkQTHbuHXAKQMtn(Fs%X((%V zmnyGrRzbm)=ShgqjkmI5)fk2;xsYLN4%Vx8J~oUD#sq`u+5`>f?52K9h@@B>0E#}q zhCx~}POxKx#TiTq;!RC)yYJgk28(swzL6l8;yv?X;T%kYJ-nEr14d;Ds{EzK zr5O|nbNA8Zhr>per=AVl$$1{#n6Lilf!e| z#mF!uk8qLIuc&<7>Q3tVc#D4vYudgpuLuTMZ{j}rR~q%Lze|6LPp;x)1!2A)`7=6$ z$flDocazixGudRN;3GLEC2{r+zGlTThXvH-x;t?JDO4HS+WOENIG6VfOId?7TVcB8 zMKAWftxZd^SQz>r+qV4|hy&j5XXQ9pLz{qL^*8E?s^(RYpiX9(-`OA`Q=AapI(^t` zrjmgf3lEWs1wQRyRm`?ma?KSJ*Ur+c80${%ruK!{t!a%{E%B z`W10~;RTAZ`P_K|G?dXl#*fgi-|snBrv<7;6t}s#gHpApkBqX}NXalH-cO`YfD>Wd zF~Cg_WN2`YR3NY2cH^^thw{_Tzw%KE>c_07wV+#%37pIl8Fk6eyN1p*J_OB7p(Y!dcnPF zz1`IBb7_L7dl;-U*Nx0g*V+` z7z+-lXPS9aJJ`};A6=nZt9H{UJK7xGMkNV355f#gCdO~EpE-(IM28f}eN%c@!^eks zY)oA-1+0^A_mK)SWYdIYdSt%$&652V7BUmosKu~Rmm0T+Bv&c$z?o*sM8N{v3B)J) zM!RTvmtEFHn=y?=)!CFRI`u5BJMzCZz(DZ-b`dp7FMh?VV%lw%SyMkZbx7B!g4T{pqgh;9fst;F6kD;B_3FRUQ*KpABx@9b@ijFA&|q1>XX$J%I_8&7|YJlqO2Hz{=V)|iK+f1 z+-TqRe)uVvy36aR2ArAFqEBAVoKZBBfBI$*d16@?kYU zzmB<1dYLD6Gk?5`NaATibNd{D7`I7ZWCB$Bx>!r$gPVtdfWPr$BbCPsYy$B~)5%?f z>oXl8u=hS}F)4c5tyfo)xx z)KXTA-FV}8m9k+8B>H}zwD91W_?UK-#y}E{H>~MvxOSmznXWJDXlm@Js;60M+&_lG z8Aj^nt*@&8t%kaB^QRaxw0&*BW#A*wG*JgLxUAz!C+^Viu9*4`31DZL@3Dn z)inn-HD^c;DOOeoZO>MfY>5^V3f~1$V3RV{7Bo~2+g#pgfZYV}k?}R%#d7H>>)6T2 z7RFg03ziTV%cb*tID&v(QiXV!$f7VVKv@9Bjmk1&E2508fsRh@CKbZ*%q*DO$d#0= zc>k;!O8f^4=#-Tx4XAS--fCvAAOoesX@Q9FL)*jfmrML8?@`UlH6vRItzc{SiqP@x_qcXV^KNooDp`_1ne%CN?{Pf7;0*F<{mu+ul_>!x4gr{#u>4-)??ma<#F2Np1P#=lhMMTRn zp6f;9ggV#HnI(s%Z^}9Vqt)XhuF@DNZNY9X($A@|gKK}Cee^o+WyyI1V2f?J%epeq zo7@AQuo_+hhSpcR5nJA=f@fnr^(+QC`lgsgnJp%4>W6OG=;xIB zc}^iEBVkY&Zfueb5t*eR%`UPxvxx6tWFvXJa#bZM3N!ZTsX>4;oykvhA!J^@aL98H z6jd)!T|gRu>(QKSW0RDU1MgNL7JnzO+2y41*{1h$_>u(7Sm~Ir==0ych5Ph#W?Rr! zP~Ks9*^NYSd~BA&jMBsyY-A)nDZt9XHfiuaq1ay{LZ#J+@?$0YoWUX|l2o>Q+@% z;y`AUO zfhx87Dd~vCSMalgd6>xPDpc5lM*G=e(QR77B7Ep)&qm)#Nrk17l9SD@cdifrJLI$ zSAY*D2ELHx$0Y#61dQQ?3Sea9<~EagaSP#g15>i?ep|H{ceagV-8~auiR+E^QRT{? zWtUu@oVN5HxK%@HIiIcY9wO_1(X&rFuDvZ7q2xueGT$AL7p3?l`Lcm-VJ6PfJAZHh z;<9#1;YJF{Y#~9xT`%;j-~#ABR^y<>@UnPT_?VTH3Ol98O-@%5{yknR&gbs!o2mJK z5ELqka|mQHX1chzQdcOO&X6HH8eua$*^5NP#^Ynh;rPAU^wE z*nrRh-vM1R>*yMe_Z=XV1K6Vo!EU(?J;Knpa z4<_AhplF}Gml1&lHWkASu5FA|AwMim_Q#oGh6$ViOsn)UCXc#e1()GkvyR_w;d+vY zDK;@vm7bDvud`>hY(bc~62W$k(EC&&y#?gS!+4e3&JEz#kom?Tt34p$ zXEzWLSX|;;MK#-fOjDJT%H*+z5mn3rOjz^#HAZ;=kNLjUXO-1U&}Z`biA-$I^_UPi z$1X3dW$1n(mlZa zc=YHJwmPZ<%*X!PIQazz^4^=!=H_;mmPBCJx!T^aK{YGolVFUTNZ>g(a`T8$Ti z7GCX*`cIS)BGY+1T>8SHeiLJ%{E>Ed_qvvXuZYLM4M2{Lj^;xtS0ld96C)$?#-G?S zkg_GBoz~!9m5!Wm(f1}WpwBiSJ*A&)PSVC!SzsFN^RK13$%u>J$~R%E&{N_u;C4YG zP=R!Y@-zYM`VTqrT0NrJh7)s>L2i+PPSkc2X2i#B+jMSZYm-IenVD$hTshCwxU>8B zi;LYgJ8;v!sIhQdU!-|`{eSRBUq?5$2s~d}Bmx7((UEK%?CBgm3JS&=Flo-Fx~>HS zM*|YDiOUw>T3hoP4$In@1aK)SJSHA*L7Kk#-p{(|hJ&IXjg9?lWV+Kcywxk#Sg@`R zT6MIw-9(GjzF+U!!f7%5jJlX56eIZ}LIJqBgCzYNftqtAfz}8Ev=rkn4OqWSOJ-v7 z4)+)81dgU{y#6o|=l_XI+)y70Mp?7b*#HD%PFrJF36T~+0SqTUCocin{ z?C}mSBfdm|%z9^-*vcva?n8Fv8Wwn?*giv`fPzezx40u}VilWla8o8x>i_l1F})t4 zEm_XX_&yrQ6u<6dYe)|(C^GH|U`X^kqZ_hiwI8I) z6nIjzn7O;MoI*xuxirSh)U4i9aX=Fpu@BbXcJ*tQ0T~K=H0=AwJN;~A^AJytmX?%d zlC>Ht^6Acv~#VMKAzP;n6V9&ghm_;)=L=u)vJqxTn_?M+v)MZS~5Dh$^=~3MOy^q zg!$URMeE~w%$iU`zp3m^g>;q(7C~+uNyM{HEct3BcUKQ@tNj#%`OQ4Sjlyr5CLOS9 zWa|yH#rKJ^M$mEib-%*0@lOP|=GupZ@-5zGT``idy|xb|U{Wb$)iXBAEN&HyJ!RWh z+epGBqAN4m+>(uaT~3oG=-}abiB~EGTlM2o`-c=Bb%Zlp&SyO28VGu?H~XlU&lT!$ zkioYo%zgF$pjAB#U7(vF1*DZ@1GW7O865cqury)y%bt~jB(kKX@m;+bKoZh`H~{yn zMyi2bnnY=?)vC-pP%b|7HoEnIOR&O%?W5k0U!2~-F_+s$=~d)5YP9j9*d$JwQcp^* zsE*&1Iyt^l^S_elMXz)0&j5R~H9TT)3Jsk{$8%ZEPb}~iDt3AH<_<=Y?0RUqeS3fB zZLx_cSX5VTXkmt2PS20K>6C% zh)5t5&`4sQQV}q4(^*~Yr_zoINkhMh|NG1S!yxIQ{QZ^q z$KKN$6;51-4iG-8Ym5EgKX}Ci`(N+J%!OZ3f5l${`>&htUpOLQ?k~Ue-yilrGuZ#P zF3IM&_U#Nf>~W!&$&1%|yy1;XS?(=*NY_ZzP+z^WBcN=Q*{arY8H6@yn~d`sL+B2TNRv zrKLiJvWbXF&UXT^L^>T@pfOJE@}W;kC2PEaM002ct0 z<@qyX;-4d>OT@#;_w{P>|23+f-v4!*0)Eb5<-(MOePBJ#yLB|{`?Rbf^^G4TIq?Hy zL*k@X8JfVME>0+gE>+Yep3suy;aUcuegl532m}PwI|P6nN4>jiko?LboLdq) zJWS>Ol?AW1vFO(?M!u%n;{Bo_0+6dXdf>SR0$%F=szd{?tb?VCEUj!EesH@Edx$8N*DDn%J>y7r zvjt+g*VffH>F0SMJw~1Y^9v3pCZIweM*EB=`RB*PoL5#h4i1(Z{=Soe-N6fujNAnw z(!X5UrUJKv`0NM(L!8UKmy)*gRqQb1xhr$^@v~371RKTChgyNBCs-mbfYmnZOs*-N zorr^ViPJ&rEKw>+9e@HORLSetrobGks_VjOK1W+Km-j!-piHLlbZvWn)sn1sEg>c1>_vqHB6f0RC7e4X-L{^j!m0urqdzAVN$Y|-8_ zWz@6_oPQvvEd>55Qo!Kg`<(@3M{iWxJu!yY`~851bDar8VZYk*8VZ5T{boQ`kCzPzJ2xLLl@X`p^MGsfjNA`_?pe#SN8m*qniTN2<;OtG88rC2N` zDD(+&)SQwdOL1SYKkc(WD+_Ka-s=a8UATxKo_PAGYbK7&GoIjEPxX5j0)q~=hnwF6 zqF0Ndq$%0PvNuoyB4;mZ3L%ndBinwiF8lRauW``gCOz|%7s2w9iE0Dpba)T9jYB^< zGzg+dvN5)^jAeLz$1K*nfgluT*LuJ)nwFQN{7Jze7oyYB+aDG!AklkaDdMkOt|Q_O zjLc#D0;!>40LW9t5g#|1o4?J+yT!u`*rFldAV$9k>f<~m?wexdGw`b4+93~KqqgFp zC&nE38wJXdU*(QdSlh{1*!Ia?`UiH=fk0mgZd4M_h<(c;CYl=D@+s@JZYd@rgJc z^KS)=Q0tZN1|&^0)xjS`-w3`5Nh*^56zA&nYig>NiydNp<;MS)2*9ux8&rTFkvg z$!5`|jR&u+Qbi?MMOq!Z1E%+){S(7r_Y3C~^Wo){t7fR*rJbzp54D)Da`)w~Y z59)CCs7q{Z{0|%$p|4F1ssaA?>a4vSV>@;@KOa~{oW%lA0f&VJ|4!hplG@-b8+Y`d z2UBki%i2N=*Ql6wVPMS&$7Q|RQpDy|BK2D6DUWKFEP`b$PgL*CW2z6V_wEp0ejeDA zY;bMDzLicL2=uWCeh!eyOP$R4ENGhuFf?uv&aR4*rAK}jghot=#+>-(;n_^lU+Wy>6VmvA^f6e}TyKha~ABF!3 zWpqqz@1V1CB=tD?b^UTx^`e*R=Z)Ut+fR$EECu9X#hg~@AIjeJU(Eht{9cL9dr0Wh zSos!-xVfs9m-{T;xxJ#biYrCS%8nlD=d=|kw(O*rp@|*(1i-T|w+q}*#@#62$Fk5A zVwx2^+4UWULP;^z4{MzblB^aPddf z?HU0*s9bd_flAbk*kqQ>WV~I=RM(C1D5Dp7mnPfTW>-b|9$`i1qjy*wkV`;*)jRZU$upqd8g=g3 zX7U-t^P>y^4ASEYyxjmlg;#vBAQx93l=gXYFH<&E*L>J1O|Z*$NL?hg4GHigWVDv3 z^<{8p9i41caEP12B&;?Yq*b*&;hrC%S=;x?tB8qzFCAibZp6r+_c}E+{RDZQY+Jz(cx)B`Sqk*p6cgj~a96T&&eOke|6}7Uo0@Xw;fWS{dEL0t zWMpfrM|Lol1Bffx*GGX9cG&OEKdj#XT~t85%?=pQj3pj{duahi;^NJlu|}%*wM5@p zneAlvoSZf10E8y!Qpi86D6bT=WGc6U2Y9l&*)pP6Ye#(pNdx8cqc;% z=jZ&M53?(gook=@_+!299AqtvZxfPlike$mSZQgWrpuB7L%aZ2WHRTH_b{>3=hb}K z+aMVLZW1>*g}uvO*s?hSj5@$dAmn5|7%JNKAo$$<=e3Y;9(hdOS&nO%ba3iEphzzJ zJRGHR+0yD+-v>HGv9|N+?!UFS`Isj%Q!FJT+AZ;1jc53-<-U^1*5)4%hJYUK>+C(i zHeZ`{eydynEaWX|8P%*X+ePG&4Puv1K7Sc@v=ckY;dG-s8=TwUG;t{ky@8F8z{NXh z`{FI`CiYQT`SFi($3k7+Qe#A`a9=zELda7k+h)@VkeS-!jM%VX#l{AZ#D?mN`9qbs z>N-^wCsAEsx1G*^bdz0IT!RLj!&^o`uLP1RxW^9S;-mj9sceY<#i6A0C5fA^x+Yds z@OeA``Lc)efKx!fLt)Y+Lxp`B1B8#*toj30Q0W46++f@Cx&E?w=q<+nI@AORY1=7n zYp`xRtbTF`S$!u>ZYpBy>Z?>f^DNXWmOn?a?Y8K!6a-aVjajM&R`0frUTJX$Lx@!P z!=1ODGTMRWlX+H=B^A7-Vp7(LN9sDx8m6R94dq3jKB15icczy!Jh^n8zt+?e5ns2d zw^d*p^s@otPhXC!vl?49@>Kq8yX-ZN;up#zn@43tduL1VlmPAI!bk?c83#rHq*=}(0E8GmPtUVW7XLMYW$O@H_p8%gF@BlhgYg~TC9op1vka~*6!=C`NZiU~=L`xC z;<{BMz)7>;VQlSF+{L~vAQ#Fo_b}hs|JM?s;w>i!#A2|TBNwcu!!KEJY6FqecRpkl3+nxC#>PleHGvF7*{nkP!MT@#|UqK zP(4)D0wfl5e0`*6uj#(ZE$u^euwaB=lmiATtg;JGQf#)ZFEQ`q-f+0nF63991BTG3 zlfyxx&MC-k_eGdEV5-g%O%sgmp8d5~7#e&`R=+A2MudHA{c_ayRPXz^LHhEzBV=FE z#dVIC^em)7U?6u8mkLDiK>Z|?G2cYMT--ZId4DNyCW2^Ngl}$e~@ry$oJHa6PRDtwZFu^_`))hcS|)z8FX2`=8?Q;$UqjuK}Mj z5Hl)}!-%U&3EWkT9Y@s=lm;i&S9ND<&uhaZ{|aUti2htBaL3Gj2I$9G2$iO;kF&R; zhhY?OtnApdx*fLR;X2q0tAMTH&=>7j2$Sq~T6bKz6~$7VB@87k(@9(HQH9=pa$&|` zTw~yfq>azhuhO?4xzN_sg-!Wm#fDL1p8B3a6?_QH6Agy%+=xk2%J&WsoVPZ10Qw|} z8WfI}TM$?o$R~Cpq=1R3mzb;>pOgdy5Eyr33CTA(%XoF}NNoZv^0j`G;6(>W^V26F zn{pN&pW5yHFiQFS*d#l*>D;$C*sP@H7LdzyZmu6u<4}@j?9V|qj1=Y@SW|;V_>8R= zAs0z^oXiLrHT;2)lkvEfLRvj(vulGHMiuP9*Q zw!$gmf~ysVd3Ju*G)^hedAX`OlfFR+qOg`Yv0j=%BqwgF&114RMLmMDeIRDZf{pS=m#fqrOhF zSm%-}n!vDwld13_(jIO?;b9Gj)o8$06^p9HUhwm?Kb8Et#EtVon5gKVR4Z&B3R7Wb z_)>Lz3_ty7c||+s5~gsq*ChUg;>!)mCr7%;F-oz~-+SMiy|@UzuGz%^MTmoB+tZ~e zDGj219SvALvjcmh;cx@!KePUfQkYbPCor@ z@j%^Cg_8j#N_%t^{?^&cT8I~E#(ZgM@#ZFlv9S~Gf@aMIaNkm?T(JiZ0zzQf#`owM z+jjB|R7e^ggNycWsMUi@ZpE0OXjwAx0xE$y@3`=UDys-?EpqR$wi2Qil61BH%J=$m zlmkSlX61BLcQ3YtxRc;KepJuu?kEHL{9rSnI@0NsqP0KE35yLw@b(4qi_m6#_d8LF zeDoMDc2({BpEH$O2ShdjJG7z*(iZd`1Fpm_`|~#Ts8iN9RuV=uo@`5VLnKt?lzth= z(3oUa1+}!UT+lgjW0(jliKZ~C1_6vc3>OU&dd1LCk5daJUlS!=6DJj-^?Nn#zUzx* z5L8&32>ILZmab-Z7D7T@Z|`s-R+2QY75qi`i^uzb5B|?l&acYK$O<|oK#Kw0nrM+u z$sNf2altpFD$VLW1Q=LYn`+TXg$m&Hjqj|&-*azuoTFKpXDm88Z~4HwPN_l*?^bkl zQI{h!vQ?+ByF)F>obT@Z`{ezY0$u#E$S?AXX$je~67w)U32V@w(cj~dL<~lMU)bk} zyl9nU{Z|Ojw`Kr zKZuNrOt+uB>Nuq6?XHkSqMI9eDyFA2gOAu!wF2|b^F?Vpd-P89$QbMg?2O=4Y*w)z2@0bNsq&VBkW? z3qBe61s2J*uH~OI>G|d+CoP`6+MXT=o>YDnsqju7UOG2_VoV$#)I_89y3HG4wrH;+ z{ceyQUchC5+n6dWBXckzFT}yh`r4eE1rjRU;4YKZ=IgB(oh@o=KC{loR?=Fj!2C*D z<25F1#l>=!qnPO`jq@|HdNgaM(<-;XlR7u^)yOxi8Jm1xG{MM46P38AQD(T{B$!ey z)I@3|6w!mOFX9~?r;c&CZ^>biwD$KOTZKLg?S%P}MphZX?HZj{WyTf|N=wgDX2P2K z9WoT7wb*rdKqo(a>`OeR%tYi{*E69eL0-SQ8pGq~{9;*F;k%VZPW<1e0=*pa>4Tl= zs`H~}HrYE9JfT;&6J%40@&4NN46QOlD4mJGHQ?{#HE#>@ZkY1oHN(RndXn}RY|*8D zQ5ufNLEGQ-r3K>@ElEqPOfMr(XZ$3}G;X?Eo&e>k&fOwW#HxzJAnJQ2&&G(WJ6jJqy!D(}BLl$(z?GCD9v(q?L7`0nu zC^#G4gf`gOnO2Gy+@Y|R+H`xuYv?$gB6uOmp;C@dtmwza?={(GTutsx?d?&dtgNCU z7=IV0R%{JB+&=)N5p1NuHqGg~S5B$Uyz%bmV%wiS|c*eNCtEorE&G@bP}hEFs!!WM}D|smWD?vEpJo$ww_> z;sCgJFTjn(W{;V`3pYGU2@w0@8fB)H zHPY{AHwqST=^R6I&gAW0?(=Cy`vktqd9Jgy^drF?m3^3t$}FxM9kt-{ksU(qtbi)` zixG_e(z~HoNhRSOeM=BO)AotL4Yi3T9#&nwuc8h10`+!HW3)&aIK~mG4zTaw&8t!` z#7{MgA-`$^UGn%nHk<7*8<0MGriYlP7vQy=hM1Q(@wFnp51*KNKLE4adFav@iZ3e9 z=Hct&Vk#{y?&YN_ZJC~!c(Uw0J&~_Y`M!n&grxwch->>%2!TjZMhfFQ9GjB|@EX&R z(R{x-_7A!rO}qug#g<3IOwhO;ljb>~Ak@9A%aqV43vk-Vx!)Edh)Mj})<}NOp6=x- zW2NikqpC$%=wxd2y8k&WEKxWGs3BW#O<^{9<uzTNp2b~ zMeyQm!lbKaw6%G{!GJ-3^Ny&bEu_|Mt7kl$v)5vK5{9I3`(d6PT z{IhB;xi-08J_K@ODDoyCwL{vZNm_~ZF^iRkrmHvMFplTc+t^|c!&JE8##N}cl9>#{ zrh`|df6lR^KprteFpzHZaISr$Z^Ow+O6=7>CzdLB8$N@F?kFZ=y}gp;^@hX)kG|W{ ztfsmG8GJjo7v&N(#ro5%NT*1qW|-)Q(gHcr88S|bFB0PImxe8$5I?@os;tL*AGA=D z4Hf&{qD7$K@d`!Mzw}hhL@D{F4$xV}r=(cej%2H?d#W*&L;ibYAG7|pBtGbUB&nP(yf_~1U zn3(nrDudYla0r1iI6J$vKsIFSy^-l^7}G^db8x3C^*bI4e8Or4|MlKCr$5KyVLb-n z@mGM(!PwEo+gDXX8j z^d|Oq8h(OpPl#XXK)&$cBg)yvGJ0C%=TQ|sv=dbw92^D?4x@V^z?G?`tIJvps)@G~{!?DpA_rzUM<+>#@aC#0*E@ zBpY5Pi5qpCFsnG?>n(vm`r%qyaBk5<*K`|rJ?K!SiXj;dZb*WulGw8U_w=p(|2=&n ztO`2Gq6n&BY;%nMLNtQ|SE(T*Q=>X2hb~pE)4C>&8&Oa^$F2P+=R<-|-`N3kh^N<2v^qV$k-B0p7aQGqJkCRnkI8r80^LM!&_j zQ(#>jV|*V(Xlv~qIh-M%D)?==F3A6C`8V4@2TRv9=fpJQgq*$U?0lZKR(^6S9s=Tq z3nhw5cb|}uTffJ?Q~i{c(Im$>Ls|9DpAG{2F|wp?HcMXz>0)D+D_JoL3YeCMOUcxF zDMjO8zxRjD8acaAdpXKFSAX9F#;Iu4$Pzjkc@tQN#RZ0k-}?R$U(?#6&if&h0q!-# zX~Mw<{%!&-(jdbMhJ6 z4FX{kW5GQVI&7yO4f^NcKTE$x7XE-XhTjl(Aix`k`Rb!GIDwH!kwCab!qI?G#Xkt0 z!xK_X>Tpf$jkogN#VmK^=GuR3wfrhL_?Ai)oZl%rY9ejA$^{ghqK zzw~U^J-A!QO0}o?yoTD1M>0+uW`Tlk1?EKT6+Dhcw-(0FdwKS^0)JzztY8$%5Jw^A z)+;NM^|H(|8uFXB8C=WoeQEjGqkD4n#s>)&%B!`|$)sDC#xn7;J68OQeRD;;z6!M3 zDaLYZZE1Q=TAgYjX;j6EA(YK(z^X!k;i&iBVTw2G7kX2${%>SjLiY_Yeb?KM+l>M> zsT>R5OZUX;>VyP(%d$6nfqQ+QKWlmOn(lrH$bz_o^zm^fPi@S!&scZ_q%ce14v_4^G}3{u*ST39o-0%CFm<8)3LG7$78No z-_BS`iQaw9(3+K!V^DFS9_t8>Nvt5i*q_qUm)~$N2d19UDWWC+}UQ9ET|#+RO4KnQ}|89)2_3avB#9ws0NO9i($lq-8-Sen$E)~ zIQ|M6Y<_!7w~a|Ft`zV{6%O0)B+jA*;T~6^kKZAyx2nBfYK`<_q*ykg*b2!Xy&e)zbQK z??m3`)UO-%_AW7@k@q?UXApY|7BNwwaVVgSTmS;}o6T2~7H-D}Oasgr+u2X4&!OC)2Yo_+j0gm26hz99553)^ z3SgUntr}e&eOz+`1txs6U*8Q2S)&qqvuz-*_xg8m`VTkr%V4L2P%q(BqW2$ZCl={npIJ5i3X6aLPt=r#pT8pCB>>Ty6D znQm=Uo5EeofYu;UW<#)5bNA+KIGp*kbfOt^G*Q?5Hfq;y<6!SiRV`^}LoYhTlhGoB zx$6 zqEdO%Q=!8bCj$2;#lIW=CW5FV5Nd2hAb?#uMjkrJrDy7=5+Xrn60TiHnS_Z_Oxp9I z$wj{6$k5Ini_X$XQp*GC@LR<%J|rs2kL>?P+&});`91IdaMIYeZKtu>IBDG2Nn_i#(WJ4} z*tXr+YHa&=_WkPT`?&stYv0JN;M_ZFt(oIF$IN>FG-oCeC(U+tY9*L`RA**uA`Kg_ z2CkPNz2yGT%ik=0e{!~~>s`L)<1@g_UT<5rbX~Z$!jODSE_dSW z8McQ6CX(l$Uyvfgugi5Ku4AVkE*vG->y+Hj3w zZEE+Wf zW?(?Au}&KUAiYp)y?A&{f@;5*e3dejGNBA>Pq}-J1GjWn_iZE1>IT+lcztILs(7z* z-dCMg6Mkw`y0ijO^f+sLNc?P8VkHSIsO?^c92nwv*fM#vK*Rdqzqe!>IY7W08JRAg zaz%*;a=OowDyPXv+vw0xJ6unlbeqk?Sc!8bH|pM?ql{Th{C*B@td4!kK;pjoS;2UC zR5~%~<8w(Ik#1lqllN99b9?UKH41Wldj4x-j4m?9rnC~GgCGp(I4(L60IubQA5YIb zIGb?eVGW;~69o;B&kCSWQjvZ#sdT>E#$qBd1CVH_Br$#!D~KUP{=U1rGD=Y*yS}>m zPRGmRti?7d#DQTytPM#jn#_H7<_p;`UB|SS`AC^m4-05vLn)6|ej~Fl%Zl3YtdSxC z%mI>c5ul!3u`U%O<3Vy?PN8d9bI{H7Nef`QoM4PG)hl9R46Oltg~VO`jtDc_WMU~Q z1v4tztLfyjLxt@>029^fZdt-AbZD#x1Zopvl591(K&_S7mU2{G{}*GpV4Oa}tM z0E4VG@g@;uvM=N<=jY_;+v+zGQ9@tD@P5GO?{D{oe%uxdX7ais8d(&VfS`3Nn)p@X zVAC}F=fKx5%(wjdhMJT~1q!QI@rsLBIFhO87f3b(uErn+m*qBQ+HxAl3sPj~? zmX8tn6L81FJ0qu$-;Cfvx=O`rW0F&u>9ZLbVmi>*p{6V_=HhI!&9kg9&OdF35gu;L zGNOLNdUiSjTI3{yC=mGymQ|?}n!xMb=0^wiAOEt2)W%5*0ute%Oq}ek7ggs0)dum; zcZC!fI5Ga5pDPwZsCc)s=WkzDo>?3BiD)XxVCjY@Z1ueQ>{m=Wkt!A(fbA^pPke|7>9C98npUj-rX z(K?8`_R9k^)T*+rS}q3Yk=)F>CLqdAKZawQvI;Se zIFADeII=3esrrU77YF&zp7`!>At$bMJu~QIU?u3t<&{Rfj`x5h68b8w8w~@O`eY#d)EY0nl!o6cxM3)hBn8wT_%t#T^Pb`M3 zo@Y6*ALYI1o7M;wh%iyL{Q-;Ius;r4W zr>=2pHU6tL>hSTWpQQ!|0Vo1F0S+_p5CH)qOP}{z&rZ6t-0EzXmV-tG=jA;{nlJR^ z{csUl4vzm4zm^9irutcs5*HngSk2W_fC6}@Fff3a$}Z+(B`e72Y^1E}!o%H?ajQRA zu-4CXQ|qjF#qmZD#^P#sEnjW%_Z=^l@D*_;v*JemJVApm$o}VYWG( zDpG?93!75{x!n!|JnQM{EIs`!J;QRcjWrl&`B%)WAJkXB;(>yc=HrkTlkF1K$Wp(_ zGOWs);|*q0a`~`4ej#g)o&Fo|Y!B@yGL&gRY*H3+xJ0P^)*uZM5hf&fxAj)jo>!c^ zUa^*D4gPRZ)U=}0AfV|D9*sspG|jH(+qGR?8^07$(g9b@ab)YXT|vnb#m4lEHF*wxi+iEwJJ!n)yjo`T$S2{`~FgL zZ|`5)SLCO7ue6@v@WEpG;iIXNwL)|DDW9o)w9}@sd-lM~T9jMIllURJ)pym9LV%YA z4)9LfrZHT{v;&Q-(Z=66@ND=s%f5HM#`Gb=U1Zlq=9vHuh$s`1?w3;~zl&q}K@Pk><$1A zY@_uHHp+7?cddZg1yA}g-CtHxG7{E1 zwZM4{9{R(ug{7uk^v&m*CXI>z&c_I#6<|w&8 zf2@q$A)4Dqy55Mc7iz0wE2Pd(!6{(6Jmz2fx>hH%z_J41PO+_eQ{EB2hxht@a*e+Q zc0V^jq|%l>$yN6+r}*DJ0cpf^YYQEF}cugP>vDR=cpHkJ!D z14~wPK_Bt?zv$Gt$1}{>tXt=)vH>|Y;4(N~ERzC|Hk9(pb!}xbt9bn}$l0v4zyR*? zw^4vL>!YD++bo{%Ojk!dy3KvuT(BJD^2_2Jo9VMm~v*HXV0TdJn0Ois$ z;%C#y6b4M=@6T%8GerINka3Roc3+YrBF1X>sTr~iKL%2Pd(Usx`aYsHln# z>MANFwHKXXC)1|s_{CH1Y24!dQxyU4T%|R*^CtpKYlHhuUj!a^ zSRJWck)O{aJAGYd+&r}npg=i=Q6{yg8o2tvmZ_6IHhKU}Q!v<)ru8`LNB!z#e_d9k zCR8m`?g|85`&E&7_YI5E%TK;;A8rxSQL}Hz#g@iCd zt8>>PUZl~N;l2T7bn*=F%`+zgzK!4~L{9|C(4pFA2 zmP}TF(}pneVc|0x<1}OnX9`y$u5;ElNUd!76Wp^=3 z`@q9ZY`qnuyb`Uv6eGVBhC_}~j^PzeA-vruALy<2i-pU8=qBC2PFY#O=WGJ+Yb)S$ zjRsD8rMAgmjF`K*h;Y-Lyvro?b zhcKR@zE~g!0u>%U3Tf5k;P@fV25xR3ymw#Ie@NuP<5z#|jOBHAPiAH1<>Zi~C35k5 zvujIfXi)JRe$743;nC3nqCtsFRI5it3P()=*BNuc_yBY5Q7}1aT&*t`Ds3#ONjm0wv`-$+0tkmOhA>DbSX+hp&)(oAU z4P<|pGcqBCD?z@pjg43gAA$8oS7TRX+E`#z6)OO8@l!cRQj)Z$J9@eVfWdLDqZSuK zIg13`zvAMI$Y$R6<1<1HVf)nk2OWdO#Kd^spSs_l{!pn$HZdfgKRv6ImWysLMU~-C zN%zL7xMp0lK4m>S?pH*)frDrTtnm9A!UCKEMJz3%i6z@`;sYz8v zX!G)=2HI)02uXAlguhr<(FZ;$T-aNeUihX-fg$20ER-7LJ<%cY*;&BEzVrvVfK=BJ z`fTj7e=scVb#XBm{O5OlC`fDd$Bb*nd-{byp2KTMZaiu+MxF@QJH)#7X;G+jsUx;i zO)?HNsQpQ|vh1xip|8`XXw zv=MI1KnUltwtGrpWtk=^LfbGSQcieco?|V6A;L0jKa^eVW$Z*o1hIBJ18T+T(H%K& zFgGW~0?!cVn|w{66yzq2&BC^t>c(gK=<5ohU_AIS?MFy3dWo3@6gXyi=t5PlOXjgU zOq7?sVGb-FXq`A7)Ra>cC<$@PAP zOalgW+VyiR`9FU07ojWyBM~S`fNxzEN(MzWBj)IP3t1NN{IGOJz;FWi30aDxT{|N1 zXB593*LlXCMg0K6|En?QfBP8t1u*}Y23zS{LVE1INpVj(pEU}=&6V0#>;Me^-CwZ+ zhnfkA$9?p!Em>Sx*lPmhzm)?8H53G3eJN;Q{m45__rU=y<+i(L5mtJz=jvIXaET^$ z%)>JjpX6`4{ojj)@gEvaLM)2=D|M^e; zsc`uJRQUgUg1=8Pga^#&`uiFDm)QUNQ&)okp#1x6|3T@0U)x#!|M6>wK2VuCyQyB= zDhmtqJ9His0(VXH31>GTvn>XNXto7JNp2}kadJ8BcmF+R6vRK;aN^k@*2Ae~2Q$^H z^5mL}3dVMM-{?}0m^C{KZx|`aOf}Rb60n)e`q7W9DYdb=xwyH>9Zr!?Qh$=Xh__`D zL5fmkgHuR8zD@B#k4VEV#)%{IY;v9D`=vwdeOf}&PaXbK;H#N_zhVLUtMRbDcxaXV zunE1UD^ZQCnfilq%8Kqz2N~WaMn`PaO{F=sz@@|gp0FM9-{RaHs41M4=YvnJuS=9` zXHgxT+xLF6>gC)1c|>JF!mP>dEk@LF3AF^9_0pw`kFC#HjX*txO)un=EFBL(8^&qb zHd3ZK<%K(*%9~ITWR_CAPsd9(P{I1_7D$OdL&6oDNLQ|iGbH* zUFI?dEk$oB1aE!WXj9Ef6*f*xy`{WzAV8PBj>WF{^0{r_@WLdYx>Mu@ku%b`U}MO} zpCTT^0;Th7K;Yk(QQp7&5-LyD3f3!8$xzE`%7JOlUHEZf zJvZb}Mt56BQJsL;{Hcx%Y!*HzAB4tc<)86k7oin6-IrgJP|aReL5cD+RK;72lE%U` zTlcYj3E!H}{{(b}Xy8_xfH7IR-t%)gFA5s2L%gF=B|hv?iG97`e^l!vCePazZX%KK7J}2-Ab8Mf|PeAd`+HB}6mc-}n-z{_9S5&o=je zMMms@3vv-WYH@v4FX2Z)-L~UPxn%nBcjmtSyWacG!7_zj0z#*U+h}zh?6hs8XNHT? z;W4Kc??3PU6dqcpWK*kj?;$dlXJ#S1U7bz7_7Z7Cgj7#v+lEHq`Bv*4-Yr*56+X*y zf9|gd?|H5ZkB-JRi=Myb^WQWqDj?Oh2!<#7yOh?~71s1T{Ry|cc~^dGi~XJA?FV;; z2sN$oRI_r8w9I+D`S$kA`H}q88{0Yd4weksTiLp=84v1_VTOjJ{m!Z8=WqEG+JxD0 zW?S|?wHFO*BD7&-Z<_JvSRva&C+?v`$wa8v+(*Gy_-p-Lu=nBh%1Kda)gx~OLRI%> zNLwe%N*i&{Dhj$@-kJ;eeJ0*R@6IV=U*-+7VouF(b)SMZ3(CPbeMfIKpB}9(ZVQr) z#jf|dqwR}`Ikf3fBb=&B{DKM^nrf~#9qZ+n_?XyXp~Vdjkv2M_piWcIs}~Jd%O44f zT`W1H*oBGNZO7JG!HkX>PT3E(RgcKlWnFi0yBDdz64zG#N}X?Mn})qQt8wA*QZbs> z6c^(0__CL>Pn7p?WRq@E@0z>5FKWVVVO0pO$MN6M&7%A7bgnv@tJYEQ^_7=BoPh8} zXy7=`dqq#QUR*W1IMdQdLxtnuIk%_|L)jY$73AsEb(}!YM99v_-oU-p;2fM_ogEoJ znZ!s89D{cmFCU+xl+hBu08KVm*A3J~iAZRGTaA#EWkTs{C`dB8B$F8S-NVyMcKdxx zb{eHdN$d;7KLe&dp%8YM@Q@Ha>lA)5e5WeEHRdooqia1Om(T<5^5svy)>rMhTvJ;j z7w0J3A<0nIV;x-)x1XWbc~y=9v19@r2vz>cd|b7xqfhpEvC08WU;^ zn|kKWv2M6rSD9Bmx9TXNQjP4WzeE*9f(~nJ%+IN(;Rp5zd#P9&>h1c$xb8-6QF+LEVb@r;*J=)&@glMTE)gb%;TvFwwPu+1+Op~KDfpaU_bx0w zzY@Y%HUp-;+W9b3>k*Mz;FLK00%lipXxe0ujVeG_dxJg&6E%?TNmtQyXHe}4;G z32o_M{m{Ky{f@%@wIYBrJlmXQu+hq5saNuY&5fUz&LNsDZuvoI(`8V*Bp zg}qKs!>jGuP668}w<5F0U6XH5waKHB58%VF4aK17`D{D`(N-S$Sx+JR=QDf)Ld^zp zos3lGKCCTOFi!46GywtoFB*xOoS{}+Izb;dD>)ONMtv6;0)%fF8PcqY!bU&B6(fNY zGzmoH^@V$? zqkgljtc9TuY-3T)@HwKTeANtsJ%65`wYtLW+?He>(5vzFSB3jh9oDc76mdChq6lPh zz93w83zc=)e6x0Ev8Sau;zG5cq81FX^!j-GT@-RGO#`Y~vuk2^x3J^-iSRoM5gH#p zWrWAGnC*>K^nA9dBt#E%zE%Fe{1hAIUxEgdgX+XEQIYG^Z2L|iSG#EC74(&$GVqQs z6*BZ5=F+To;gE}oe>x>x7&)P_z4ERe7#_#8u&?&;gA}2{`>aE;Ax8>Ihgw{*(B{rMtshh4+3ViR{5lS zbVMOD^D)1S8SA#XjJm0&F=DnRch0l%9p9H&lsrHD2DgkZ4lF!~!zy8_3|{N=f|`2j zUcOcGlji(@yE6s_gIu&BC8Do&S-Eh$gHa!|ASZu2=~0V}oCV4EpkiR7FC<}xPXx5) z#64zdKWPF7b~7}@A^v?z;`uq#)P#_d=2OPWi9XI+@bz!iBveuo+IC~VpDy_-`uNPm zo{H}BJXryx$pX{)RG|fCS$$$iO9-Z+2;~ts z`oD5{ONU_MS*y1u8<~za?k7=hl$g)uaaL-`$zYtRc9Mtrr}1-im{Is5hRsKt!K(?Q zBqC@p{8=o+kj&Kg%+yoSyFKXtWQdIu9hKR7Z7M2DwKoyt323ToN;GGfgK@zJzlWLi z7{p<3gh?hA6|6)3M4=FSne`T`^?xm#{S)HhrT6Rd$8GIt{mOL$3I^ddIu6O0or?9s9>F7|?=`($PKx9P8v#4`rbHnD&1USVz< zXd!6DGkeS^%dZ(eJ1l$pQH|>HQ;ZzBq0U~2vQNYRTwxGlp+Y4N{S$V~Sej^(e|mxl zCHTxxyttkw3h2WKd-EM2$Y{g%w{V*+8`rVI-V|K&|w zgMZZ<;Oo~n%!*Q&Mv(1=Q#NGl%NBgMxCtbq>rsgOx(l0-m;ZA@=pa)?9=&(~7*lI# z_&SR0ZkWT*94oG7I<#n6@w&9B64;S&?gkS?x=piX=<}c&-K7_yS$>@0iqJUaJoie$ zBp?z7HaS-D39fNnyLU$Vm_gNH#SeST!RODT*LI$BL&Y2xzur|$ zwzY=Wo_lqT5$F7+!t;}qQ>efYVjt>VTitu@78jkEE}?)_i~rd^^P)qmP_vXATFX)< zwH?SBW?ygBP`}t6y;QT!u6?^czpMK2+Rff9>KV*2$xw z@ih?0@oom2d`a5w)P14??%-qCriBk)^+}1A8TnJo5!2pLB(5|sRyrgs?n%J&4F618ji@!vN&;w zf_O{5V0W;bS>?eq%ZdIP$Pb(m!H*8RXXwCGdWl;J4GbNm2`7t%4@)0Y zyyc$Cy}N3VbTZEK;GP(FVDZt(M)wIGF;q^~Gj)4}cTQfi0Qok&t2Y==l|ZgOb&oqSIS@y+yw zBuc8}5Njyb-m-n8)q= zLx+aCvD1d-3PJmh+MFgl^t&(RJ^wLlOgS)dn&H3RRfaUD?>F}4bn39wOWY`Ec}^^M z{NSG*sqnS4&3nQ1h@9OytHPIn+sOsC*4i?My7#_hefj%hwCx98h&U0=gfxldH|B?& z6UKDB6BcQW%+1O=AKcZWkGEtTA3f|742QxNJHJ4@Ay}D!lc_p5K(Y-eoXW{<|N8d@xG-rMx0_5Wz)g7_n z4}tk~I=|(2Kb`cCYZ~2A87xRdY4zYSTMvp6)Oi3Bvd6odmwwVl@?AmIm$hj1=Y`b^ zDKBe@vilxRR_{*Ast!+3X~Rg*ehjCN)BNM|{mw(l;yJg1z_+S8*- zWom}eo6Dtd$gqI=qW9f^+3|IKXfjzY{i2ZUPl#+>#jE}*H_v~^Xjzr*W4kHB8J!I_ z;dB}O0Tz8g*|f`N6~wucH0I=g9kh%K#rL~E`ipJz%?Y+TTrE+qYX3E~^Km8pFbDrD z0esjRyo(nEY1H@Dvg`(~Hc`tn6`=7ZH$|*}Oz~u;*6>mM4<_{jqbKx@GXtFyy1+SX-y&1jtgmfnz^agH(RkI0@=GAV{Ht zbJJkqazB520Uy52gZjZP-& zaR*oMqbQewCCw!2GkZNRPbbt2m)|q1h?tGoCs<%-bw`2^;8S|1DsJLg=j)NTV_sn+ z8ffeCwYUGq_p{pjXQhG^9S&?(Mw#WW=l-3w`_@s`*F;!ChCXMK!O|W(B~+)WqSkM% z*Tp)A$<3Uc9OxLJQd5zh!c&^&c#AflI6PD^_w;4q+zR${U-0_d3k= zvfCED&o{&##O89CR$pC+FXK6Q)VsmtoKlb@dGAzBtTGY|ImL7kG|6gi-`d&^jJoaT zxy*d;sMEurXARssWoeM33G(T{tlFg!uKSg58^-~`LmU~5ds51J$vBvpGU&ne)v~U4 zge5K2w2+Ud5mO+rf8ELM&**=2aH#no0F)h1r1)xK?JiZ2sF`$QwCUN@t$oT!5M^K2 z8^pab(0jTkA=@R)PD(%|&c)Y#n>N`r)DM@$Ud?t`!${f3(RE%%Fd9HV zN4Dut<9Vn{KPFGcURjB7%Qya~^SnqClJ}2Eh~ULJS)Hpf;yZLeMUzF!dkXgyyD!a@ z+)#T{LkkQi&n91PlY8UL1_b>t0xdS=T~io=Fj*%KpZDHLY;n@Pf*KM|j`8a?#7mQx zu~0kSRn>_`!M2lESRdFYCu}Rjz}ByfLUTq(pw>spwoE zooMAbW---*Y7()xiI19ej_3EBHhrPJ&3r!H_L@dq_}eWrtE7^(f6&Tz%d}QiXt(+@J%!B%o&IcEhD-6PcSI!5!Nfl z6p&$p5eD7{OtaNzM6ojMz$`81hO%5;fPEi)sAuPWckDPAi*|vB=o!C+998^#BlEyni$;7>)sO5iv6X4;j5`8m?>h zpi&T30XUy%ejh!6Q6S&UNN~wVk;WnBmF~UNl+M@< zs}}BYyn?bfL)Ob>=zLC|4emi2{AXPv{R1RSa`F6E+;RbXRl!KY(4jj;4=S}L%81k#+FkptIl~MSJLp7OxA?i#SdJW z@?~ixq@a!!FFkV!L^)>@X0uvQY!x}|CP-tgr`f>uNKxMDi>Mq0J&3{=q${86Ia5Hh z^h%MFwiu0@;>+Rai>j$AWzl#!fZ=Q&{)oNPg>w~Sn5Ltxl-*F)`MUM%jm~RT z{EXcLecB{1^o zEt=m<{I#4{UFd3!-M6Pdts{m=7iA#TsSMxH!Vjn6Y~Z42Wq4J{BLF*6=+OIN5QrR( zYTTf`le5YuAlepX1IuS_m|7E&aQjeWooz2#0F z;xJ06CwdPSRoR%28d%XtMvb%S9E*#%R@s)#CmG|=zSv%$WO735uMaIDvGu@mC9cL} zs+eTM&k7}sE)4eTAq-r`9C_*B91d$=?H%ZZahBQ?ZO8C|*yS@=*7;!j6#nag@;m#h z>48`>D8?mgGfw^w)NjJ*7*lt@yDA!AMX~1R#4vLPB(fx4F!KoXmVV?EC8;Ff-o-t% zl-lVx>q+PEM)NOaqx^BTy%5>cR#)mJy~x!f5e0&<=9lQ>od77oib000Krqm&!*cgO z7A~p7t&!WKz?fzsS0osl5w+ee`6Q_D9=gwJK32{?NGBeYul$pb)ZAFv|j>dpSO8sh|SsfVj9n~e4Tx&oWXN*^|F=p@=?ad3>O0W zVplnX`3S(5A`M!}BrnVqDbB7~g##89@8D}xoaYeBY11=G@u>#&uKwqPI3$>^hwiX) zqkEP5umG$(vQCFch-u;RF&y>lxvvu10Hj#=@{d!$eqyZQMEXJ9JD6op#>Ds~a8!%x zr%b%fcZ%P~jBq-WjIxt6q`*N9=$xZD9n>6)s8?|QnYNA{TmASFuH2Lyu%!7NVST71 zGv}~yjB^7P(C&+FuHn+)B>Je0?|bVuMsIYM`DFa-73XY}W!!=vC%mK-1XiI1OIBHM*@y#qdEl@#~kh{C+##R?)i059E8x zlaVgcAEijc<7k*v#`+3*oQ7*(UV9@WoMFtS<{J0z5s6 zZ(jVV_MA}7l^uEX<8lcX`2!gatoBN8q>Uni^YMDL7r*?*Gmdz6B+5FDD3z6%78S+% zlB;bj6li#YJp24&tK|nQ z$6l##VN0&hmo-~^DUe?1(Fo?mBHP}l)QLWYB($%;*fT8Yr8S@|MT_9rky%38u^dyiPxR*l3z+#}QTxrpUV_wp zOd*9`ookaPoV)QTK6#4?)2wMu;W`vR0K$6+z)1q=>z{}E*R#r`poPxO_h7@#Q|ovg zxAY<-`jel%&iQpsgh(r%2@_eX)c_@D_^J0CKv?#RojJ9KXUrL%QR`nuG$9#)U=QrJ z-Q*r0ps`Y-BRtUtEjjSRH%Q(u!uLCkRvE1!-S$R&a%Is`^xgFTh9o@v=f zY2um{S1O{UV>{sUK7+vtjRZ2l8)j<`HERw;FuCGkn)w)7LIN3g@3zioA51u5g5POd zPQ=&j9zrDiYPE|m=gygTa}!fmfu2oB0+Og}K$<83f4BGB6x+W7$8FoJ*)i*`%5(V& zoEl6yPlO&}InuelV)^RskeHmu-{~?OqaG?36KK^Bc%xu<@DWv|h`_ZmL%sY0SO3-$ z-Ws`rQ~5bt^XIbe5PRrVC@yjt8shN>Bh zLq>2WByxtYJ1DY6I`T4)nIs;&6taS}CgD98HnZxx7`{P|b~iFbBQYwAA);r>X#B*S z>fK6JG!a@@*HQjv?r4yGKKLUiE-e(Pv*_3=4YU(pH-!MBKSh+2b3yCpGVCXeTQR+y z`l{MlpgT2g9UM(=kg7x zO5Lz&Eqksm+V|E_gRwfGis4Wv15#mz5wlm?VSD4xGY?XS4EsWBh*&{W6iVPOyq9KH z>WCY~dNNZdy6qGdFwd^MjM05c`NIK=zd^D8wrv^{XeR|x=wV=NQs_&?|MgCs4|+cU zk9)McW(^#Hfm#bGsog`0j!swX-NgXM)N<< zTsZ?ftw^#HtOvi|R3F?#C?=fq3x0`q+Qi$R5FX^d)`(eQb$2Oi3zYRTdWwRE+>O^_ zhHsX|kXmav!Fuq&9)W8=-d)uo72j?ZF9<1`aCLCZEiLZZl*sI{Ii^~hY;%vclRdN! zh@s*pc5cCizx-ex%!jA%bIjL~RD>L+MPH8u^8AwzA)V{zQ4sD1#rxV>V5J}C)X;>n z#vvOxm_L01c$lv1FPFRfXki>KfcaWV0>Q*^-Fo^Ck`7F7Sw|oU^VK`q9}yP={O)eL zBdq9eDR^487=Y&E9ht3a9wk*kXq$PVtbqRlS%rU?GfHyAv3}hefeL^cq2o+d`8>29 zbh(CkdCu5C0ncMS({Fjx(@|Mi1BYSl_0nWdxRM}N!90ppgggek42IJ;uM4W75_pO2_*#+CO#QH@zXuV`Tcu zvg7?POvU&b{ww+Jx)^!%>sqKq^v&m|9JmPZHA(;({u~*dwa>aOK#5QETmtP+Y%@jQ z1-hWJuQm`xCxv_|m{G)MlwWn6IVYzz1^KCHp`%na-ud?uYeZycSWX~Wq)gjjzJ;Ds zG7B_YJ=z42jQWY;$a}Gya5I1GP4+|O^rN&b;g zBT|lF#h3{o$;(Q@Nu!EP*pnqH$)%W z#D|=V$Bgf5x>uYY-FmsrmS`Ruo7pJG`7Nffkg%BhfwW+|Tn&mUjf<*~kT^fiD9vrI zSz1dQPrY3;H_^K~z1FbXa44A6AvM(Khs!>|5Hw~1rao>%4q5RPhxqR6cN7A4HInx+ zR2#Fr&K+CI&@Sbl1bzS9YB5(pGu8hZF4Cy#0{brgpoc<%6qSPC^{hC)mKox+U>ycK zzExgq$Q0=X`;cRiYUs6&m$*;Sz%l``2jh1$W-QggB+C=zZ}K?lvEsz_Ty+Fi)W46< zr=f#%)`My6)5`^b(5EVIrP0LtX`3h?eprLx(?q>$YWsoPo8+{r3-z{;SWlzc6{#6! z6VaT*G)}0cAUo%R47Gwv5tYHls+RZ>h8ijjnBcDo0C7FUHnEny*8&ykAXcFrmc|Bv zZx^=wVYAy7@DLDp)e|Ix6HST^H=rK{AyeB3S+rGhU?3p$uV!A{+j3B>6VoeR3>O0a zy#Q{xr>MK{9>5Qj)&j8m_c6gBBz3HV#5rW@WhgjNPN{3pvW7owZ`OL4#nDR$Xj+i z!Ty|sn$W9=lnD(?$u zsW#G8&aBAN6B$|vL1yosV8{UB`Je5B@ZTALW@q%gEI-9=3Hj1p&nHNd;GK;omr@Wg zW+WmX%ZR<%10DfY-8Zz)57c_M$bd4N|HUqz1LZgMCKbxQ-?&}(im0?}ST?pEmRD_! zT?8dnwCY*kmgE%}PH#DyAveyPcHLx@!FF+hPZ1=gM^~;W^tsx5L7&kalH923V;IK6 z`>i(~9M$Bu{j`L*5gQNb80RP9%{}3M?g1$o3UHk;Gt_;LPL7XN4JeAip|>GqPfWJa z0Rj7hnjn`*l0UT>8}4jnZe?NcnPyfPtI&k1mTpCZ3vCz`Tg+oJ9f?yO=L(uji#jbB zNCbFYAVwZH!1ICDZ0s{b&`A>?Q{H{;>qQMVAs4i6=|`%4Mb@hU-O65bW}RMLzoqRR z^vW~*^keN7gM5TUU|F>AyaMsLYw-l@ltvn|LLuGSR{xEDc6}N8*~$_8t`8A+vy+e< zOHht}QYe&l?+X+^dtFg18-iP5_gaYL~;FMMaDEY7B zgET}@g^$x?ilG28;H=4QF^zZ}=y015(saSKK&)L7E^2R0TjL~lq(O8fH*QJ)`OOXa zmV0nQ8ZdVmr^Le(UZt^uDElS9V6Pkd^ZcL*l6#I&hLc*IkX#M^hP#95)wckXLtae< zr@?cM;+)2+sHGNk+!w!P;U=wW-}yG5@6^-H37i2|dnif%eo*PuT_QIH!NOX<)zyI- zT#)cZ=`jr#2Cu5i>Hhy&Z2ueb2lR@ZUJ3wKA)@TH--^oO9EuNj0AJM)c>*kBaaI9O zbFS_Htj=KrI6?rZ`=O3B(hWpqIRo7<#!)(XnJ+M2kQ>oB^t?lrMfKCC{g4x%vjH;= z0Ea33FIHAroRR7}s+!y}m$W^?IC<5O>aGNVu$~7;4xO1>?C%TSihlMTloUpKLql0r zH7S$|@W}=A(PBX+rti=IN1l+5@ORQo!sPve&noIWBF}5hSS6;a2In~rUr7Oa^9;xd zKxF_ruDqO@>?E2Z0kBiBhl&+!6H^R-A>x05H-_yex(6RSFOK9{nng@%@fH~cS+9tP zGQ8V5EOTRms{hmxaXc#XEgd&(R9G*yD}}9H8b>ibp5EWb<0NTi_94^eH7y&tCnzVR zEW%BJ7pNwgS7pn~=OrNp^o)!s7`0jDO%i*bkO@joQ5z5kBXXOBd2cQw0tge&;XO=V-o27 zv*=xoicRNkXi2x?<25Q|MwO`SQEGepwF&etBm;u)H@a7mdahc0(j^X86j0kN3CIhq zZwlN43O9L8CXE2QMpJ=Y8S#87%UjdG;f<@n&H_AvramrO&QhJSEpVcx@Lt9) zhDI(b#Dn<8znpeOunQX7n;T5Fnvt9Rr!(|czu;)h$Vme;$nmisZQ8ow0T`jGQS#Vt^|C8pie`^TwD@KZbDC zrEU#twGVE3QE6w$5;G0$;C%1(ntUe0+#SbMjDwFXVp8sm0{Uoog6m8Xkc-$ca3Kw1 zMsYt$DPcqD>(*N(WW#BCT;aA7{l~OEmwCM{~!s zbj+p!yMBKMKr&#q1fs=f3V~WslbrH4F8*!6#*{{$YD`&^z4VYHqA)KXXm4IgF%GRg zfA!2_hn6Tx$2j$*-t|(}>*495NM;`PmfQ!}8bBbxHYE+GSx#;|hgsaU4vd4IlzNwF zIZ#Y5XBhu%Wl=L&?fkmQ$QYa=_5;d#$rL2$81?A%V7IW@{-!*@(aEyJJ$3Zw3afGO zk@Yd$r=ksES3qY^qv=#~Xpy8Zia8qqp~V{%^Mw~()ohq&lyQw5oB?7vOM{zCbscUX z2*#dAIdA)Y=3Ih_tA#&C)<+M+fV(Wz{KSZ;8e2LWtq#*c!&x~fA7dtLp@eFBDu3E$ zf^$>QZ3DTh#$9+*R zHdujb>a4~c%TZt|QtlCu?r*F%VIzQZit_eCt)#IcZ~v{+BC5v%mc4R36S&6ad>|>Q z&(DGH-tR`R2oiO8C3=T$V)OS5(!dV-hL$)QAKMe23%az zQJmL$3ig=XH%~^`+SO8$$-&)xI@#D_&f3A?IE`>ZD;*NXUDe2qBIF@Gi>BnpPR+x6 zUDM^z4|rsNYMZ2Jw>Goww9)$gg4#e&k&05k1~{B$RR-iPQ1qHTpCtj%nmPSjtXyox zcqCG)vn!k@>5|PSH>T&{d8W2$?`d|I)Fo$Rgy_~JlR{QuNCldyG3dHZtXnap4j8%n zFk0HlCi&pij6AySUZR8^luyg%nh8ImSi4V=d^8Z6oEAH`+;$~_57+V#&&y=Ht-HrN zN~M0m2eJuBw?KD65^_7Smw$P`WtYGu+EC`e1HS1V^TQQ8a^pxoB7B{~mS<&PiS*Fh zXSqboCe#3i;Baa%u`u2S7$XSnv7yrkTq84I_v(~ z0$~0;+T5rYCP>nBs)G}Q_zk3-eINcsS3STaQGGPX)q~dWKgYsh3SkPQW0o~j5@C1z z+-+^Nmyk_B6xy47<5y}Q0>_=0GfgwTlMxV=R=p1Yf3$sNS6$n-C9WGM!QI`Rpdq-s zyIYXpZb5@XaM!>_g1ftGa1HM6)H>(hSFip+&DLmq+OYPTGREk=&(Xi`w^3h~h1vrE zlCkqxyKj_(&vR;i9q*-Lt|qBTZX_xD&luCEn5%#fL4ShsXEyJG#s1`7pv)&vgZF;E z{Jv>S^)Kx-pV+}7=n_3TOn_i3I#qH2$GWlkU(J3T=lTcsWoW`gLfjsZftvZ=BiX7G zz_gzEE=-TS(F6M;fYKxbbGOL@NmrNH2FM8BpsmHR4vW6!> zbAV&{CY&q5{@7)5(h|w;*lP>a<~9{C4}g}>fypaF@4@u46;RliIk|Zo%begsx3-Vr z{qzOkyn-D3Ex!D$%T|bG;o||=PPAV zD6FFt)AG^zqamQshL#oL(NG1W(LiB)sJ5j-|0%i)JLJLXfCXCuSc*-qq^f@X^*9!( zmxMKGk01#2>c1#QRYfJ}D3kHuGN`HGCluENS75)d<8Cr_$orgEhRZ1vM!^O1rRUnIGmC>1LLPpJ8J=)$G9J+1Nsh z##bP9z-~1~aQ#joKm39;@VWnz=h5QLzZX?)AvZl%Ez%Fe#vZ0Pg44=tP5yV6Wz;O@ z1y(qvl&`(#WuF^X0NtSXa_}&~Zh(k1z8$s>8QPv=$7w6J%cgBjN*6>qf5|Fx#XxPz z?yV;QdbP`ZTYA0_UyI>5SfYaLF~Hn|uC}y^`;KH!v`}FsQ-s#({hHBvV4t2$KoHrw ztdq`GK_%?o-oAZqWjmAcv0a`~+@Y}DdQ10#I28LMYxr>xe0TW|o*#Mc6jUvR69bdV zRV|S!Ps{E4$`1;7IxrH>?Y;|N7kSF(vTq6_>H#doq|SJ!t0_6KF$`#!K&9# zD(dR6z<)1!1pm)hwMuC|4&_z!$YZY~OueA}I652)g zNKj_vO9hZw4*7*d zZw}O+sF}AfFCB%y=d|CW{>~q24e0dOSaT0P?wEY4Y~5&eP|;M*k4&IMltRV)j15C6 zt?@Ys0rNX3fkVy$ii0(982IfBbTpq@x%se^fw0InMo=YC7c#1VA&Erzl^LbDQCS5pG>$UIPdes?g%Lb_ z)%j3j%{Gw{H)ir#nH0sLc#oJX8rrlB*Eu``n*o)Konk;As8vgj{B2f6vC@ z^mgw0m@6}nGt#?UuIGq5H%oMbrK!6)~1sUFs(Z)C`LINI6LEj879p z^}NyaFt4UWGZ{>97>0qyVF_WVlt62V9rahmp#UYkKYTavYaXW(S8`}`2u32+5k0t- zF>K+RsyI!*bvm8BCEiR=E9&4^jdrDD&ReCDWN94dBGAdH}m-kmclCH#gVvUr}Wg`|2${O)?N z6}y4zE?98N%F_>sY?8wMkl|i25UVICBVkj|@_PAmSvB+lQdiv%W z#9>fM+pR4fWJ%FjqBb;jm5C_|6eThjQ-r zGJ~t`vr{a#i`#AEdiv1k{z$5=06KJAK`8hlg$|!QGS#cmDVfb2N z<9-X|gkT{mb=agcyFeE29+iaUA3@1R`N^Jssg zTagEg=V(zf^NQTH5MR;6<=9Y_)}B|ZI{q?|b%V}z*la%(54BcNnDML$=bz@3pQRPn z8Od#PH>FiQaSW1oG5)V5lR{F+xAT~q5Ch28mo|*ozj*ez%TlM{I~0fObQf~TLJ2Dw zV``G-iXnF+G^hPUQVff%uQO5Gy03|is@<+e0O5Zwx(TwjQQM`c=kGZD-jkO`z ze$l%Nfp&d$=&aDH!k)r+T3B15wbw50R)8xY->h9%94{McnZ2aIj|cbf2!n^3ObX0~ zF9xx)x#@KJUy6-6d)xPk?>onzs)%zy4Tr!e4U#m;*bcVK^rj` zcEDJ&#?g?gNt-%8sJOqv%?L5K%)@|XmOq{0u8JXfvh#2t(f51 zrwyTI4z528G~6J`gq+s*rS`tWt?%#7tF@)&w2C?jV_g@NWH}#lXRKs@tFlz3;rSd+ z^*)Ok|7YTi4!Hlb;UM9{97KepwDLr35u3eEu8#1YX*zFvH{abyTUqRg9tMee-#dd< zpY?UPde7&;0Ha)QeC}Zp2~s3Zn4d|G2qG-0$6rdL3*jtEfif#`k#zl{}~s+ z#)tld4oF;$4&Zi~hnf~XZcDTSt~kLEIrjODkjXm1Ik>Q<2Z*dXClue}NB;Y(p$|1$*H{_np5{qIox|NLirCs8|Gw8GllJ$BTy)VvnY`={`t>${wGSzn$x ziU(&{8KJe|4qBE3mv`|o$J2=0)M~TzXcRfz&%0ug2l_Iw(>?iw-qf@!yC;@!{pF8S z*vTDzW80oPc>RO)F_B6vYOp%O9Lo zPyMTV3~E)pfYh3M6K7?K{h!Ag0s_Rp)A6FmYJ66F-g(ojP=pC>Bx_KGW`}Q(kJ$8? zmF7#BGVQDS0AY+~*?bSnw?dmud>PN_H33#yX;V+nq2+IovMCzHh4kO}JL+$xixvex z1qHg(Cd>GUF3#CVMXwI@DJ~&<`5N533$c~wcfva0*93R|PVT(^)bZ6g}J$Rou)q}-M?|tZFFc4>Y1(eRG$ws5Poe^Ye4 z3oVYe7J(HemYP#O%1cTV?H#{Nx>eAEm;j*EBanD6Xo3QI-=C zG^+YAJbXF$^(fB=V8Q#%W4N(-}1P4#$3$mh)p(*)MeQIUy5rrXgvGxHg=iF~rs( z;8%yUGQg(qXih=a>VIS+lYy%3s&{q6`IK(^xIn$7JPw$FkZ~qm8SBP@-p(+l)BwJGbAN)Zy8~z)|3Rl(~A{a?9+}_Ua?XIyi2A>NF&5N!_lGgU$jU}jWG$Miq zqY8)X$1HW;S-ZNLxk0kaZF4hjJ?l9B@US;$%`@P;d$azG`)4EjUBcQGl*UJjN&$GR z?~P9c!?pVI?kx;*U}O`{T6!pCZ?oGq?R4FDVbtpB$x#!8*Fso1M#rGgLg&NUUi@Um zNL|GhhO|6+zI7)N05=zZK{rf%9s7F)lgC0HiaAGTcG{9#rP096l_1tcGu>4sQ`rEn zzPJlwabVF>!pADGaoo>-$OQUQ=fck(x;8X4uynp$5jeI5zKQ;tPiI4|#uA+$pvj_v z;kJuX%AhF~c&O!NejpGsqDpnoKwqaRLOxXef&)wY%?FIO-}+Or{&YDr&_d`9hNL-z zCE}wRe*%lG=x`>CDBawL%e;&SL19rPA%1fabe*He>ha8XB%w22ndHyeHiM7;{jlII zf{{3uH)VO{CU-Hw0sWse z6U08y3cRL9bhA4ceupmh!WF5TrF_)@Lqrar64p7Q~AxLykWjmsOFVTZl4 zxLa}n`hUcQ?ncmm2mY|^W zy1JgOu2y(dukq}ii#q|Hffxo5s>YG4$=hdhqtTBg_v>g{Ep;7*h1@Jv+$^2cG$n$} zLgNb)-e-EOzKv*ub7q#R>55Wd6~qOSHa8}4PgNj8hfJ$;5v5>0BQuzmlJc>qzssCq z2CR=Iw^(v*0=xMG*E_MGC^WTwH(?a@M)Q?Qv zW+@0=dHhkunvm~aobOi`s=;))2I}Fct*Nn`SFEN;wVQFl5hi z8eA;Lbk)Q@gqN&Jvk8$I&m?-fVGz!QKP*l|1P!99aNv)y)TBT}Ed8+9Z~>ntYMw?x zHo&ex+rO|-jgq>jx=f08D4oXfsX=F*m2YXxbEb%!YucP$-`ZE-x_lssGqHg#t-Z!O z9{j;S89dWyeOR)vFi^`*Ia&Tw`j=b|=Bz^WZ>ea(OOL*t<_LJ(^YwN^uR|&x9v&bP z^Kn^-s_kC5o-J09K&>n`#aJ7qY z-EZ*z_vA4$aqx1WIv68@Z&&kI^ZebD%pXd-Ob5g5$dUag_@~%HW ziI;!;nE9i1&t|GGgq!WN1*QLjx&!wuX3f&Y_ag4NR|t5=h4t~D^XII(!Y`!_=*W|X z7K+p^$s;rlUBguurvnvl^qN8oA*2E^_@JcDspd_LyduimW559)&Gf`6-ed|?Z07LU z3N@l3@lKMs61(tY$eh#t(xpTPc>ZoVA$yu|QhqwMP{2ixkg=mSuc>KhUyok;ElI^q z;PnBuC=f?Vy_oxjk_gFGeoP8J4l}f;P;0r*Bwm&EGI5|{&gLuPjCF!`eLBZCBGP^Q zgHJ*)7rpyA{%;4<1zAkS)RdZKe}Atw=hnYu*^9|iJT~$t#y-Sf>yD)MBbsEeC)oND z>kRYzerwG=B>mnJ>;u1(0zd6yF50asXi~8Z zmB1WQk@Cj?BAZ)oi%ZPaDOTeU6;+99?rFWsKdj54+OsK$dV34M=4DQGvN4@mT-ojI zIdKoMjCPSi*{D9AZxn^mNjS8df#^i-tZuJ@rT@( z(7$Df+KmOOYo;>}o8>J7GBHwwH$LC@=jipN&5I4k(t>8pl->sRTB2Vr{@ZY|_|8^x>tLheWVg z5$@Bu2)0b`&idnUEzzZ|)sps;=oFwgqE_#qZ?(Yw@ibSeqnb0H<)*CSs;?d%7&RN~ zel5-r5njE%;4?7H*QO1-h8Sk# z8bRU?B{l?$2A_d`?(~$4ubGd>v3O;C=Ii8i#>C<~ zyn0bOJVE9aRQ6LO0{pJWDMpl;_y>KGfnB8~no_|Mf5^7T#h6BAPHWwQW0<5ECD@tWXyp-^dS< zMnR*f2+fX}+$-4ZEXDVFn)LsQ59rKS{c5IbO0a!{-uGRSiQ%hMbroM)Y zJPIR8CE9p*#kYcXGk!jr9D&%6kq`%8oE_J;E98et>?0{#!Kf%Ht|p7%JQDGdsGc6F zDq4kZOgUY^m1rv6z+)@4#&mF7n&}?SsOUw)8r2>>IFQSBAr}R#RRa|anLH8+DMiGX zJ*2Fx{7*hoa^zi@eWa724__wH+LnyS9DJXFD4EPF|nE{&>kuizvwHDGjEuA9vxnn6#0H7KhhWiGR6d`!ote^8oUrr89IpvePpy1k7g>rA@Yq3^ zsU9IjB6c;0JjkP}%$}7sH5p>tot#J2I~Ah_$C&KC>M|%BZzP>iVsZbhKK zE^tRkNC!r`6SD>PCr$^#T|k{>6xH@Hp`!wqq!S~^>RAJx_ZrXqE9fz_1`W^lc@P(O z>vGL{)BDVH5W`U)bF$uOGO!4K3NiY0C8OmaKM@LtMS^qBU9?#k7 zc7753@~mz~vPhjRw5DRnaxeU)BixRBw4dwi(iH(oOylt^&gDwSW%2BD@KDe0D}1`G ztu^lF(@*2HSgY$mJ&J2S_elABB0TF0pD{f34 zJj5=x+&)i`y6gG;lj$#aN}+}>E;e?XP5sINn*GLs1oPo6d_QKrDg03o7(EXgE%m$O zdgQ7(aN-RPKKt=cUakd7bLTxrM`vQ}oiQ5AY-ZP24U_x;o-@WXX!-F_gcRy1MXow2Cy2_X>?rji_`yf-m zDn>x9!-H?}C(Nn*mTz~#iGj#HKCaSCLQ!UXUz?W*p%1{y4#^Xog+^TKjt!uTdx+mW*8GkD- zFF#oGw%hPQmIqaGjW1}-uTK!zWt+Ke7s|fh^VG@D48I(2yhU}|iPmujUnPi^tj#6; z-42r5!hG&{1-~4Bpd9FUhnSR3JhxlbN=_+eUsDWmyK-`J3Wi5}TRZmyAcpX_%+~z@ z_!~hTLgv2SM)&h||F`QLaWS#oQO_}`9n~_m?S$LoMdABZm#B|SJwt&<-g1QhlyDD4 z0E+St#OQ(R4aer_U=3j}Y$WVkb=o&-U<++BxgqU(5zDuK(0N;WO>>zh1Z2@VduYt( z_-)=*ry&IsE-$7N1Lhw6g`Q0?uLvLg`>Yl8ic@J(5po|-mr?avpO1JY-|cZ6z=9{7 z$8I-tA+d5!HTN5}lWtd#&(@b|>-1Dabqrr43~$ncQ8@@-8ZvLS+-AOsS_LtgAjnq> z9M`z!oE9cJ817}Vh>vf| zxwq^vcYk30%ScKJB>cJRzeESb7b@L}xSsZI4(V{1 z&G-dqUR--zuCSl|parSrDu##St&qdc9*F&4nsx-Boz!o@`iE|An-jE{NIfZ`MHR7-Nlyj}~UJl<^=q#EPL(nL7D=;lMJ2 z-}p!8xemwDbZ0GjK^_EDs+h#aNpyXP&=1bQ>?lPa&XyF=1U@=tJt*wbc~(tqVohG9 zfkWDZf_WCNw9kBcti`SoRZ|S2qOe;JP;u%$zNE@_bnV0ES3eN4F#kpJj3I!461y&m>s74FlMLyUkFjKuOPyLZu|0a`ytVQ; zbsiE#YA|n64hna?#;CnvHcT5xr9s!GFrt!H{6?(|8j4rgCTsm56`^^>bnCO~wC>Lr zfftAzJiHsyRIn>|;7$v_O&#CDKgWWl^tD-tRyt2GFsWROiBt#MZi0y|SkWfxJ9rF_ zwa(UuTSMcCNe6_Q?Q&h5#vTynX?gweC4~A*GGylP-9`238qLA4WUIBs@4o1*jwE(M zw8A{Y5rOkC0PC?ZJnA z(f;OV0F^A(4-!de$&U^`oMdLF%PWRH@y?efbFo0*HGwJHg_FHy9Rs)<$G`47GCjQo z?&oek&ui6=JPn*W%5dS~i|b(nKtnMDQA6Kkk8R3?^sQa&`W?x|EeZe|LtDA9SN&FR zun>1>N28eiGVbUX{3gi2FnZJiF{+c>MQYp~1Uo78d@>M2a5mJZ(4*d3;HCl-Oq%Y!VaR1>FfP&@YJADu4Y4@?e^P?d9Qc+D=Ls5N%7pk3A zIk=qZi}p;H(HXzIEi?`f)FrG9e>^0m0@-)-h!Hq?v!6@2j`IDOC(i>cf{T!4qEOOMyp!Lv`Ko z#0P0IS{ZuwNiW6~OMzj5E1Jp{eP^pFiCjPB=+P9WXa6&JOH0d`FV|8@klm~d#A7wo z0^jY#xlf=$4)fc!hUFlbD(wOcoSq$!kS+m%EIIj0hgLWSmj{@%V+U@$N>2Ln)kg@f z_wWvN#<#Lq34h%*7d1Va%*#_xZ~{G4w9KyTm#mO~H`r15oG&Mi$H6{iX1iqj;%oFv zd=J6S!2Wuh1i1>mle&w%{O%8uc!jDZm!n7|x~S>MD(ZN#5Hy|U^0IOn$_g`VeM~%0 z+kwF!=WQ7tSJ<~{U)GrRygZwISP2Q+7^%Z>a8PFpF-_jKaQh5>XfnYW#kMKP!9nPJ z6NAft=01D`U`~}Bi(K4qo}S~m(6xMU_)cZ)Kk957G~chiZoq3&(O>j-~T7AbK0o8GG+iD9&ZqD-3~tjYBf!^WoXS{Y#(Ux#^Gd{rxeN595IGs zRgt7IJDYLYybkpIopb0QmnOlrD&IDV{VICg6fo}-CVQU*8Ej4;Q6;=hEAT~seAOm z312I2GH1|Hqt_Nfp&71;X%G3=VhEMxBcryNG3{pt^$RKEa!~Z=V+XA95At0e2d+rN zC}pLfRfB2>efb|HB}MG$4VMBhFlUT((Ao|TR_6`{U%cghYT?VLbfIs+%9sOD=V6cO z&i6SFktZpct{*PcO&K4{#dk<)5u;$n-u@8ZeSGFKOPKs0dwJ!{S(ypAV(tc;c zb>OtVL+BtqflISmGuH`1QVg&$^U0!cY#ii%9tPf%CGw(_EsWqL4agE|Z_!A1=1;?(P;A;JxYp zC2wDF0{)X>95k>c7D0~J)2wyy9w9VujD;jb^z^}+s9cw4zM$T-0IrUC|?{Lb>|^3$=o@R+TU=F5^4(PXd`a!iqK==rrwvTJnaj+LA*2B=@lUec^;Pz>T+2OQu@*ya{BEJ~`jD{0{ zXeOP7!!9h(I6fk8@N-;jRXkYS00Ic?Nh9UCl*jn>V)&DG;|lk6^FS(@3?o24wfPCA-}R z0Hk2}n)|-FnGhf0^4z?6Yqss{o(y^T#p^M@C@|`eu>>CLYT^RJsItHZ29Mq&8eh9@ zPEbLfpam|_TLVkt@PuNLPF4E55%1SGfMr4!7ds@!&eI(U@O^JIPCP{YQFw^=8SW)% z|M-~Gs(Qa~xbHi}WpHHia1om5cl|QCkV0gnr~C8w9%Poj zzCKrK3<6?LB+mIt-A1A7F^GZtzDDC815m&M&K#&hgI|XTiq3-DoX^qECQg|P^y7HE zTP?YD?6MS3XobSobEka$?uso;g4?{mn#iHqkiE<|Z`N(GGNJrRZ7V1Y@Uh6P?&!18%>gT?{>Vv>d+<$&F_VD+9 z3j!dtWMi_n4$AqXxlv7U`#Qr-21?A|zYjRUr`zEO`=Y^)(IjZKxeku0>sAbX)^Lm8 zQK8)@?k+?I7s=_Mq1WMHa}Azvc6@=WyDv4S6XIb{6VK5dHhpUh2?;(zuXB0t0SVy< zaiptt0Cpr9++?ghmfe2$3J(L;nr2i00Sp!wA0I6PQ2ql5UslDdqeG2NoS*330YCYQpwPAEiGlyLAyr6nm{i_2skGt@`=$@vCP|C6aW>4op*cM z-)*rCi=eFjYiq^35>}fCggutleEpyy5FKoJk4E z2;*GamP~0f(`x;ar_@-)Gg+XBR7WRTTbZy>Topcd3*lI#wleljej84Yx|gp+Y?#6y zVBj#!MK~t_JB8J?)2F-E%V`gG$)W1?9PasqA*t91tSYqETyi#LCWpsqHSNEA*6hpP z%UrsZ2hnPdTCUrw3O}xM$%wJ2v0-2~ufh^At70t;NZ9N68KNAb;`Vof2QWL#ZB@Ua zWX%UFz-fz!Yeck1N{=In9VP!-NQNB#$!D;-DA7RS9ms%wBNb5-rz7tqN)~$A=Xz2I?2oC@zQSQ4V*s1 zTuR+tj$MU(rdneVg#q^~5rX=C$Nt#e6IhIh%z^cbS1KCGMYaz)j6SaCjByR&6K!HR z6bv?jNVcZ@15S0@PrdHhh#hagr0+ zL)}o7Y3x5fkv|8HYRrAWrk{JVMjNWh$XG#UX=8Ogm?|u!1PX$oJ<8cr2z-X2<;UE5 zfQx5#rnx*a)D^Lqj%xjQL^H4ItRMe5DR4;NNB+ldO57V|9rtBOw*Nd9;8=cdr^x(Z zyKO%0Se8ujm21B>PEoK#(I+ISS~YXAJXdhmF~z|oA4n^Mzf@_cA4 z2LZ{q(ytMSC#n?#$4B3qYHs1235@*LfR=WEBDmYDI|Q;40NyU`fBiBozvUbok$C0! zoaW@Y-BQ@}$NP@ZRUYq$f{qi_1d}qJ6)j!fh)73H&RT|}#A_2)JIpCwPbvH6u3Z@j zA&UVTPCKB$SMvjL(V`tdXWZyE4Lv6+wpomeS|0E@VS>k9oo8_MekhrDZEU^!w zA8U5?L*sE}1eQB(*R}7myPyUsi zZI%63UIvte8nkKv`poU73Vw8$Qhia-qOtPMXrSOd8-aX2Om(Q_I-$$;KOVRw4EMJ% zoRD;pbV=2pi0&>%qv;|k*KAyOQpy|JJrFm3oXi}GuT0Hx`au5;~J?j)J73%l7cx;!cn#o)YoTuB` zz&3wpR>q^fK!dm)DD7aU3SDpKCGWXhyKl3YEE|zZWk6KJ`+E8rugUu&PHe9-{sGryN=L{Jc}7|fB~*mcY*Hs%7fgTnIwn*?6oTfq4CK z^HpA6+H#T)4KGs7b22+d52nfhtJcAHN|V7+A;Up73DQy;uL~DqazwY$;S+#(_J*NE zMMQX#mQO^u4~qNG6iWZISntm_{L#!sSSy6Sy0|>&yg%lM2E%PVDujkRq(l8nzsw^3 zN5ct-dMlJl&nWpZ&Aavq&|Rzvt?+)*Lj$XK^J@Q7XF?JrKAJk*%yq9~(-=+``rdFd zq~v=g*R6TjCxnn^dgyhGL9SReyj)_0{mC4EL$nY#H@Dak=sdv$!WaHcdqAotTToE; zEU*I(twnr%x;@viziPe)L{6qRvMD#^YPjCPqAT~uXd}`uYip*CP?u{aSIsWlao*yp z>dAs^YIsBU?e>eURo#erg&+_NUe&}{Qq^{6BRhaZR*N+py90rzqpIq7NSRlpHv$W~ zs3-bis_Y?13SNmF@USu>F#sF^KTD8#zChDL++EY z9^EG%_fN{~ zSMy)h8W6*c?g4TgNSQl<7NY9*@kV-mW1|tFq%)qCEw2s(l{<_3MBm;D^U4;?xF8qH zH4aT?9f-eWKPQgvk29gnO^N_!;6`Y;4S61o4r?v#SSNpKOaUC~@bFNB=U0m)9@6~{ zhlr4_Zm>orTr#Rbdssyx75J1tdL%%@l%4Y9uviMRQ%8)Gx4BFtDKl;O((lE~EcZ{; z@(#32TuZ@D&bjj{5+<{-cICxawL8jc*-utta>dG00STlR;2F&GfcLON^8RqQ;s_55 zyEZr}vPh=uDQY6Fia8#BGOn38Ub2ko9<(KV!PVT?O`49m%sv5MK^fA{E}>K!Gy9!3 zK6Xjb0{aHST*QF4&Cfa_XcCQ*FA_*JQ=;e`xo*`unIx7mI2u&(~h zBLMtk>B_r8%D}9~lA8KA?{1s}o7%NC*vHJkl#fc*oJZf4;qXUCr_WZu`2YNSRL+Jq zGL%s2vyEWhHa6)s>C)~8x!-}Y! zkgLisKSX)Mo|t=uAhwuLTZ3&6zouVlv%Vhaw~Bl;xm!9IJd*iqssi`fuM*5cFXqv@ z?u(_EjoEkE$<`TWh8%_yDpLu!^@`(fy;0@g6OlMa)hhiM4$Gi*08Lr|C?Mk75gUM? z=+PH>!y5vIGe2U4vR{FPzb);(+wq=mdCcxY4^-oEHYPFs5h5ZQEhb0TOifG-B z=Jtpyuz|XUA)tG4Z~u8L<9pcZC-VR|)Nb2_p2BltL8}vWu{axe5P1`N5E^$5mIih?nd;w}0)uj79Na;jo+UlLdc91vL;>)kNY_Q zgX>Fb4ngMB+}P;;{`TtRsRDI;&Jf26iAQ2$%zM@(9R=Yfj* z^==mI<*%=;3lqdLwYJk&SzZTp=~6MrC2lBJ*J<4RgaE3IyR( zOBCQlu;#Y2^$dRRDZPh;N2-|WdF-z^W&vVfej8UH%mtD85#mbxaxHB{<<|^sbNE$> zveDLmH@+Uf(wOLr_RXH0LUoGg0RT*c!*;#ARp0#(-kSha7ck;Xq=_fGj~z(;{H3g) zXa(i2Xgb^}feJG$0{wyR@x`;X<8`QFZ__Bo+N1V7?*OD^0NZvz#&rDjt@;7NNt28J zF~`Bxin~83ot^!MY@t4KS?jlmB*dgo5pOG>Xyo09Ie8~nzJvP*6wT1M>iN$Ol)uux z_ZwnP6wOC+t<1y#anFVtPpd47Wy-+=@$wKN&u$${8pXih5_IzXyt&*HjT8~lRk3i8(da&=|-K5 zFxg_bu7< zw)veVtN{z|7n|L}?~jwdPdB21_gWfZ-q!Uxf;S~{X;&w|CyDu84+1rq|J9YhEdDRr ztU9BwmF+y{c?ML~IF8_!#9f351HJfoRYHQC!yV6krOydiKLxS`1G@gIHdHYO zX8@4Z?QeU(2NI+Pa&#FmGBot)&dz0;^Ogw!^MNTO`8uAn?^hK?TZV`9d}I}p0xNZa zV;JVlFfmy@EnO!$J#w=4Pb)zD3SA39fB1$cL>Pb2j{Y@Mr4l?me4F-6N6RhsxhtUv z2&_0^At@n}yU$O>1|5WL7WOGozeo?<#c5+A$dcSH;;Lgd0@oLCQUNV=iT>|)F4HjI z4L@b!v$QO$zD0FV%4XBZ!!0r+p;XE#&;eqa z>r2RENGeBryQFJh{>pqxdL$}nXYAkZhVlvus^;eUqL4>DcCWBYkfJ5f{iJX6QIT== z1Uo|XsI9ZqGU&TB&=k25(t_X8D|UXel0BX@AKgShB_v!mH4PC7hB`8WhjuF_M)15Grw{_P058Xe?_Ni9We3tzfB2SElFrhLn#_&ug;G7jCYvTSDKAmX z#ax&+w7NAZuci0HTi=G(eCz{_E|6tB+|}W5+Om<~(iH_6)GW~<^S}XAzS@)jNnW5;zz$^tqI{5S_z$^TidiQiG$G3*qZu{-Z`o^+6I? z3x~=8=itwfka(C*y4(jy+9}+G%&Y)FpH$GUiJb27EUy4mN_6o4n9MrJ9^A?}x*oOUZO zC{jj5WE?Jj$QGP9_-m?bu0kgVGHPlLy2A(2w?t$lwEiFrJvX|<<@@fqv`os6IfphX zVZJ%xzCk9Kb}ekd2-ostdh?xk=jM&nXV|rad4DabXL0W@e3f<-ujnp-aRx9V5p&_^ zm??Hao(Hrb&Do|Lh*Z&1!pLO~>7sj*)P*D1l7I9Kxs`O=%%!ZUyKATub zk9_yte7F-JeM^WEej2EzW?(QnWS2}BHwK4Y@SZ&1Apg(mUu-G*`U zJ@>-+vA+bV74lcQXFZ{sWWx#yCRY{P_a|=C?w2aHe`f(Vte8aNeT1H)Gjpz`$JX0b z*k;rbog{xG7@3&oQDQJXBxy-b+!QetdFZ*gjIH}>8u~IhKf8&A0%f1$`LC+iK|nCr zhZWlW2uys~kCZ3W;-9q0V#)+vNeq)LgvlWT~rgx&{RwG+H>okt*z`}K6w@c~4$o!;f&JUs~^?S<@rPfJo06}v3^ zLqK=9Flb8NXP5ZOao0h}OV}{En<2@Jy;FrIsXy?y%kJX;q3x@p;%I|yfq}sx1b2eF zyC)>U-QC^YEqHJV?oNWcySo!ygS$Joe>>-{b)RoP@WxC}_g7WBc2({2hUKZ*L!@L$-NFUS3Wjuk*G)5orj#|BB=@YbI*1I#c~y zt-4b*zZ1^I@sPdNYn9_BJK%9g00V6k!KK=1PPbad8h9Bq)x@?gR? zQ&e~%XT0vCXz_Sk=`6@y9N%ML?6f@AVfgfmNevwa#pY%e=M#&`E#Nvs-g5g~Ij#H8 z(^?6*0`sjfOyeeW&o!S5_G%9R*1WC8Tv1={T~6Dj>%N4sxfOl?n-P?VOnnpUOj&;K{?EAY++7d<&* z6yP(PJG|c(Ql_LD2|0b7;tq9@lzg=ol7nBL5G?wF*Xp3$Elc%NE+5MWe7z+sDH&B{ z3iQnB5f>wB;WT-}roer0K-Rbfpi17(5O7$A3A)V6Hj!Rop5WH2f6#&yb|mVW>2Gaj zqlmqCeGYk?mrh`G{etF05I_N1f;cELs!Z`=ZuUzM zarKUS<9nH&HuI(G6ciNGC@`oZhBx#$D+H~Ar#Ps?UZ(iO7i8^-JX}K9Aji`fY<8wB=l&u&;$RQ2(e^kW5k18ppjz?q4P;4=gw%R-F~H(^ zC!d2<%CoRM;66ABw07mv#Uwyxvd`6D-UlvUVRs%6ofgC~Qc=P~B0Rr{bS(M>M{7be zYG!);kzl*8uu7WlAC>^J)k&jNTDlTeIShj1PZ4j-i@l0SxOLvJc&g*bs7nMIc%j6g zhAHB>-QamHV_I|XeGrv2|u5+(5tF<4O6b{79fZoQhigu6P z6jPN_HGdXAiTRq8MTqWgEVplOf0%rM>|Rw%TljlN4v9Y?rNrn7~_>kAvg;9@+zYn*hSTj_JlhuOL+qW2;xs zl9Q~EU}1P#Wd1nK-OZU4<0lRpZ zIpNS5W1pT5Yi*3UhZO5b*bI2mGXjSN%4zp}v*+5I;?B+z0STKnmU6My_hQoago^G& zhDkpDOp9%E2}rls0vI>B!nJ&ood}0LgYxfKYorW+VvvvRs#jXDvFFo|hzX6IiQM5` z9|!@jLg@7(`u=m7Jgh4!dR0}J`VsOq*nBD#T9I#o%eP7~F|h}3dMV|W^ANVD)jZGf z-I?XQFnt=)H+2`LZ;iSTH*GY73|fZAxqUh^R12t))-#iz##rf+X};&f&LrRHJ$lwP zq>cV$mBODiV|RCVkEfD-y{YhR^SraETQXBk%)qx*!_zZ0z1s?Bx;>boVq}au6*5z) zQLy|HX5hx`d^igXm-(zVJ4+PA8P>r3&AyiWH{f@=T%*_R_c{6G)|eHe)l{!03u&9N zr{dd>*wzcGgHJM8_wDj8$IRlbL8A5}^f*EcAWbbZtPT>U_;DsQ`d=mSxYQiG7R0z;e4!c)?dW&| zPVD352-AA2dyUBTXH%7KRHLLvL}c?g;>+q76cN4fLg{pL&Z{uf(LE%!&z2{ZOKW_{ zR++k)TyBm;^7&LX0(&~A5 z&$vbz&)7eW+@B>Wx^Fz~&5~As(4VsvcftTfoJ1LI^v zi;F2Xg47cw{H<|tTZh)m^)JBib%vlfFBoDv5!%aDI{Yt7+B|^yAE6Fr{>T_OxMun? zm7}e#%V^){?H{T-P0mM&^IHOE6Y+v=ta_}b8+%gI6VNhF-e+fLZ$Pfq40M>g2`9&j z24_Mvac>+RJ_1nv4S2tO*dr%q2OW5kl(e)K8=d~Xk26_78Lq4{8CxHV2oxsZdHcM} z)$y>O7kzHGaNva6bRP2e9hLmsEc#ceJmFLB2Pe|nv^0FN0n;q+#LUcc_IvX;b@YJ* zNT|nl9D%0D$jJEk_?_#_9MO*!Om3464Gq8xaRf>`H6~*c5)yGbr;=TAIY58__(38; zulpcG?0wnvI(UdJB$(=`&Ym8_>-{N2EP63<@sH08aaXW^Cm6cq|EYn1gNv}^xcz*j z@}~UCvS)+`NZ)SuByp9&;|`F&?xpT@O92Kp=p&y|vwK@7wSIIUIm$*3>Sa_B8&R(t zFWneFPH1O5VYEptN6@}g!qJNA2PR&`FG>KtkAo@4gsuYm8^Am}{I9SE|6EKs$m~py z9WQ{aH;YeQA{VKb@K5XBl{rd>+TTQar=m!1V5#P5N(|HVN4{>u*+UB`ofWHZ^&Gs3 z?@ouVOW2_S{RVM71J1u24kZ7tCt54Qh*FEkX@KtY$^+UmHRRDvo8VGL{1$if1xbK7 zj+-R%9W+}=RkbpIdXSLvuPXRlb|YN;zpG$OSpTaN(qjmD;xQ-~tnpFbINtTIM+RKM zx|IL()WE@_s0Y$NM^S~2!v8Yazb!v9=u2LFiy{PUmx z{LRGq-;e+28~^%JD)4^-EB}8!cGF)NF&_IPLns;LXO#4q5EghQJY3}STBVQ#MUhjt z%>!}%p1kfE%T8Giq%moFm-3mYAfFG~F~>1?^0NG!{|cgLL;Vx5&d*gC_C<>rrn8ma zl|T=p5qI~#F>iUh1?i z1sVYcqMMr1oC0CYyj9q7CqC6C{l*%{`6hO z^q(PoQMT8y(Q?!Ng4-^{5a6=L%#usOQ%}P4l~hH@wfPi=N8s}>6>0|S!pK)z)MrHh z5{reEK9wscTxR3p69ealaM&`}$Z|q$^y(L}M}#~AT3Xa@!%B+YVCV&vgx&tt62|d{ z)}ZUQ`c`r}TI#z~LM6HJ)ymOOKR}l*NKIOxsqmiz_fA16!Ct{ST@fQ zl)iCBD0ts7n}F5t$>%R0hpndN+6$R##d;*10|<8jo7{k9ss$krl&~K8&>kjV!59Tp zejCMgyqgyzP~UnJzT_&!W;tI?7Ahis{Y!qyIzac?zIPo(>Hy#A;GIt#RWPgNkFQ6S z##5P96>h{&MEOAqVVS7;1kNF>LY%JWQ;TPqSiZ`Uu6;=B74-pdQBILnQNmSMWIyywe~i){qx1@pkFnm&)EW-DDEi>`fvZJlMo;|jjuH()WJ zH=`HFP5;`>mlAsuujdPYh3NU+uLEP@E>Vw9Ll0!OL@WEQ9t~$vjkO=BSSFo__wO>%h&e87PNiOuWL#Fw zj=GKT#GExB2<;$DU%H$AdBAmBN+%;rE-8dmBkl8H(osC9nx2ng`oT;4&kGfV8plQ^ zjr9~fqlLDoLT4ny*)wFI$1))HbmaLKerj-bzcAtRFcsN$6!&5qvnVPt*Hh{cxAPH@ z`~#l(kLabu&&Jufs|_!%h&}|bzNSf1!e#LD36Qg<((3kcS)Sj{ZUD70rtzivQdv?=6ichC_FB5q+>yEGbi)A8d{I|A^^{?@u`1MEN1YT~D(qrEXp-gJ}5duQJ z%ToI=!?-6d>b{DZw#6mAdO9&}O^M|SKa~#j+x_?MunSj|i#@I_U3ttH@s2FI2`2zG zEo+-n?99;TX#t!9^2qw1)DzYVsesBPq&U`)INe+bI=4KHpnj) zojhr!#U#JBie|~o`QRp%2pj0XCM9DXjwL|;9T9?wQ2uSz@Jys1oX@dzIsr_i-SBOQ$x0c3U5^>zq}oel4A?KN0_r(*?wvkl#r0ZA5nNomLQgy@P1H4T|Ivb?S-Wwx%4UX!a*#;P;_ zw`OFY%_2d*FWURth@bQmBbDpiZv(MRML|Hl;q-^%cyIV1=m-Bl5eSfR`&YvWAa5RF zO3~Iq<0s2P2VlRWOIeVhK^uuEtW5Nmhq?_EjVmUr%u`CM{usZ0bS3p;y{}cc#$I%Sf-TUYer3U-_M= zv&J)Bux*cPjdEKnH{vIxJP|yFZ#E~mcZYQqdz|wsWXRVVH93uLVG6`WQP1CjCaqNy z5&ItPYtZ=Uhq_>J{H0~08%FBa1sTM5AwSVg zQEIPec`?2Po2aYA@t(7?K`|<$(>T%~?~3wKeAZ^iiHB06CQBdh#z2)mA~tb_GUXuW ztZofjnUrHS31g|jRW{`$gJX{nJ~Pq@rj<&WORrw+D=eGdl|>yjmb-yi`r)`$ zA>Z1SS%bb3cz&FANJ2jR1ywwr`^!$$YM3|r8u# z_li?-<5XRHkI_AE6Fnv(e2aA-$T6lHsSZ++evr;b`BeCiBLb2O zI7(Q%F>|nFrF5XnmgGMP^BB_6{2l)Sqv-#H)g}cbv5-XUBQ)?WXbCx)NNqo`#qA%J zJ@*!q)qvN2-*E(ITrL!9M`X>QIyqW*JUE?+R%owR<(8CVvCNdU9e9_uXZH93>s)Dg zI%kXrzF&<{l8U3GVSR4WdH+KCGolM)7!ZVYl%)J^`>eGvC9j;Y=jt)>qpoIxkqB5N zFt9ez0BF)GjD37ZRZNDhF8`71w!GoZ=C!E+J!*o`<9^#UYTVu>s~9~C zRa7Aj|Jt>Sf&`_>^-Sy8;xKGNP}pwvhOb+1nlUU2!+dTCFAIQ8r`zT?ns?q`K^Z+mRp~@vo&nqNY2Nb+zhkv zS=A(Vd{1`tiDYdAt?##*CZWmGOr7m+PAFqV=4O?zh>cfZ6?q@m*$35V!psZK_jVRt zW(076lC;f3CgH;uZQ>`Rn1#(T=K8JcK+TW_Ee#G3g}d|WvELP^avzL@h`2-+H?V3H z$LV6Du0n{X#tdob0GoI^J+AxN%B}O^C7Z#C#ZA>ZZrcw2=VkZzA>s@ByBU5CnG3ML?R}IV%mJKPa@cdKWaNNkCvDSk8aez8VkZyj1|?wG;z%>&y|W; zH|h>1nSNergqwK5XDmyP>QtQ{N8oO#;OCl&IKX%K$ZhJbW3tf)LP=})izPv1{-Q;6 z=GX>^1gB#PtElbt2CoS=&6qF0PsXyq8bkjR5r>WJb`3-{FWF-=Yx6>7FDB5uI+vbs z!MqCQA6RW(qlQhk-&C~SSDg(!Rr+QUaUvj@Yg0IoV9R~pa*<0{X4kqc(NZ9O#*4!W z@GeNnIE?#DIAbLh3Zs}e3<vV)|d}qIJGj<{PCX6Gjo1pM|@(@ zc*KnfIQqs)^5gw*eSInS^`ZS!T8qNa39jd)ZrT3Md*7B;Ba>xsST4%BMGKrz!N%scQMY2N!antRp2-pN=DprOzO$mdhB~8`kralYRrEsx)G+mx zQ2R3+xsHouLpJ#YyP}0tQKU}2kK?;Gu&>8B;v#zoRvIZUukA@?iKFxY`@znm$%3is zOKxq-0h-?J%5XNZ3;TKAlk#ABL4K+Az0_PAs8@e91e8t!p_l^sGI^NmP`{&K96w(U zH6C`(w!;=)ceTaTJ4#ZSh=vr`?X>xBSvLRzqQq}Tm0l-8kwt~2a82CYb+#VKOpD$+ zD_JN9uzwcsrhGqD5dIpR5bUsGHTb%kGjDf{_Y&>KM0IdOt-V38?eoI~x#|NloJw4Z z)h%m6DkSyZxcpn?n~je~^2CQ&hgWu6oatbXhLmec90PrcbhS&TL++pA8Q8?`4zF*j&{z!N zDQ&nzh4rh+R*eD@F4G*s+N$DxzI||gzbCDy2sHmtQ#nL;WD+oi4mPF6)momO zg=>#!=^>HF;Eo!1_kGK6u$$AC_59K0S8(`s0@LH<{zKJus0PR03xG^TF|&8%;f$Mb zLu-KD+F#Jz*1$g;Y=)o{_&<>%QB##{1sMtlPQ81UIpd@S-7)Jeu0cCoq6DYyoJBe1 z64+U?3y>3W`UP&%Dxl?Z3$JQ)`%TGfJ$W#eVtj#hknY*$E8QCHt}@HiUgYiS2Jbk6 zO}Y&zyuE5o1QB4KIm%;VqkusSkxCoxu1(HA8HFGM@ex>HlF%BqKH7sel7dfdRu9L zyJ4Id%jV3s^_Z3H&#Y_Qnf*3Zi96eVbtg#_#wz@!qjWGEJu6z+x?3r;;2U zH&pI1MJ2L}Zr@DL+IsSMtFJfT`0+E(JY7sX)=wwcYPK^jxb^W3tpY%toIGiIxkH>h z%YH*Vu(5%k-)E<@#mS9-;@L~DnJqhAR^Rme_4DbF77e;THG_A8 zR-!1|CgN|8Vrv#%+vZ}>t$SvZ5`xRL7-;Diq5n0sXs&K{ftye(9Jg_9w@JJ`%DEs2 z8IyuX-aqQems{ZEgb&}ON}O9-ro4o4w7uSmK7n1A_xAP?cgRPkjsm8R;$i4@Tv#?a za$SS3Oq%j2I7WjZy!DF+gsF^l;V<}9Jilx8UfT*c&#p$XoQ$vAt`OWcO7ID|a@Pt( z8b9*;K?jw=(?-Qr7iYkjTUC(-LOw#Lu%vwCfYXbF%z zvha36MRPweO~2ePzf^A>N4VOSrA>)71Q+cqtZM0kOut4$;N+UK$Z$cni9ZZNaDyTs zYVyF1-(zvlow)^HnJViS0pUtQwfH;g(wy8{Rw1_M*FTmc?Sec9k=bcQC91!|{)o5w z^B%tz#G}8tc&mz z@ih*7yw~Ns+?a;c<~k8h4CzGOY!mK<_I~5;t4-}BDc^9Tg+1LL@R#S=VE)07{z|2q|_^tZTzVC*eN{fr-$(R(GxM=u$+;|(c@5)M;`Uy8x)L&F-L)jX*Y#h#WT?vzaN_#;k~^ z3b=Jt-wR!q@rJ<@q@DDW(?7}P4MWDsD=u=^7uOG?iz|)N^M|fClVR|_&U{svp{1%T zb+whDadAZ4>B;9w%SWb(#+1&Jkt6naF{1O+5%6r4&!CzYr{MMA$6pB5i?wh4sPQcF zwp@u+_z9+>FgiNtG?mQWC*@~9G*O*Rpgl7(FR|WHP(IK$ORpKmy;ezI6Wo>)gyNE9 z3ztCm23$gn96J<}kBbOU$8T7}_Cj_jO*ecG#7&mX?RpBwrG_fK?LWctFM(IM~n#D#a`>Ho!$*;v=)J z$Vk1Uw2{};5X&ROxNo3md+0t!t*F3B!p0tkB2vT7=G>6T79;r_lz!@)qr_@)y44!Z zH2yMpHvBR13nbNnhl{`p(!2I$mSP$lC>W~_W>0A6r`n<+;or;tp8ZJ7BO|H!{&W*E z#9+s+qu<@IyC8S_59iI6k^?4Rz#AIZ9L{?0wL87OuC0)p{5~R$@(6k-9o}J9TJE-0 z_`Qwy`ho>S{w}u-^tEP*9~L!{TvxQLJ%it3hc%?_*JiPQBGuv{m9ZxNQS2;)>UBxq zFgy%=Z2z3pHOqE{y>1_)5Mt9#La#`b|=zgX;@!LG`&jHz!l{9=qI^k$wM)P*m0eQuYVtNVBEhW z)6PT>4#5-*-W#F~<|wY}KGlV?5QDetJH}S4E69l|m&hz8)t|HG279au3I7omSeow# zS2(snB(iWN#@;-o`ZE^2i`GMbYWpQ4>rHpwPqTqG`fE`tEnj)z(7{lI8NQ>%SVvuj zHH}Rb+a!&N!j{VaCo{-4zK+!>C;wHryJ*h`} zCqtw!q=CpM(fVMqR@by=|Hbz0?YAvp6T)MJ5nd6L+^&}y10yt8e}tu1wLCx%JV}~8 zo1RQE+sPYLka6}SMEWOB(0f@E@L+Xp6ImVseduL1mJ0*CUU511+lk$ku_4>1R{x4A zMmMpz3Xt}WU}7s>QDFdUX9VDz$9BD)Y?r;77km9yU$}|QEbMq%UweBOHrb4F9y>Kh z(=>jzxA{3C5LeOv4od z8L5hRbHq-NSQy_#GURm5(tw-o8_G%uu3yO}xoKfr059TuG8UuBuX(7GZKB#yR{R_f zk+4Z9mHtBn_m{a7qwP=JYcr_|Iu0f-2}~n0P4(Aw_nIFK5_Z*H#Ju>~vU4YKkV|OB z>t4-S-g&2|VU8GU#3s3$Jo2fe?XfQ`xX4o~vh!i|=WPH+*mI_P%FH064?=zmUf~@` zh9n$no17>Q+N%5}S;L@|4WO#rYx9qv$opv`R20);^TheSX?+Sg2{#6xSN^19Ft8L+ zfLgH&%RG0J$R)~T$cJB*7m+ppe_b^km&%ko}Xf zjSSQ>(~5u=wBecgiDZ9|iW)w6HoFHB?T&RJC3XY!jP{bkI1|tl|Kh|D$&k4)Hl>r^ zxR>(~cBg?Kxz$}D(8yZKx}~37kAB1PHYeM!*{9^3uWTq zH(8~OY8=CI_Y%L!l3`>WYNX+%qm~Je)BryvZz+~$D@8fD?oQcY!H&4hS+A-^jnj~ zG_3{^65PH0)>6&O4Sxip={V52T2M0kH(oA zv^P=H`phII?}ZNMo+)z3M^fvtsdpalMh2Q!`qBM@zqRhU{vqL=9dzR-WFzr07LZ}p zNWj1->i;8v5D*L#CSOc|O0jW$*sZloG(Dor&n65Ko;1n|_mq+L0fCrz#vfW6<=idl z!hPiHo!J6q%^m;42iZaY;sb8kex&#|m7a*Z{%A!jSH_^#{jl-~X5Ec>wIsgdUzwDs zUWLOf$cYX0{Ec1^=(ZDVLJjP*=HxBtx3r_lkW%-uvfj%MbDv2Jz*jMPf&$sK(xRfU!$7EZ^C#8F&){NHi`u0zxno_?uvdjvw$C31;_*;Dl z4tXR#(e&!hX;^e?o}Kk(i#S3yrOEm~VVXBcWe zIQztzt@JCvHp>{EIi(I&t|s0PpA3Dts09Cc~t&FyPb)!u}3ZEf(pzkcO)e-;ZxBOUAsMBJx~9E ziJ@~7i%U>E=wFB_i8hXe^l@{vldXkCeY>=eocMm^W}kAe=V)vh21kJBbwuwTQqIm8<@RY**!aLO+23<{_f29Hf?h>A2F9z5T|Mrj zb7FJ`3&={GZ!~S^$jxT{iMf4bDiXDV_^QRL(_-d$Msclr@j-y4q|g^@-~MMRmNB$O zCIp-_Z)Lxltgm1mD=VlOh<`>Meg%dj)p0F|;iG<9Et)^uQMtf>Ms|A6QtQ==xF#2SzDW%*vK70_sl9i z19LMAZEMxq#Uq<6?j>En_LLAhlh?%0+Aa0{27>4}2~HuVC>J1MbIc83E+st~W#Kg& z?HthqejrvR0Jnpr0c0c4 zfZLg%m8ib?QO->BxRo9|(BY131~=oD9jqAt3YH7@U2LhWnF)bJNl(6Cm~6q$e;N=N zW7coMqI}?n2!d?+VM6|%pA;N&Cv{E{6FGb1Y}{8=)D~&(V$w)FvTpM;Qh4g|(tyNf zHgUsx`9nFS-l(udDZAMN1siBpF5y^hVaxT;WLQ{5R*K;9@wKbmn#&#Q#>XHnMwx{t zW)MRz+V6T-<)EhBk^b8nE=XhWsm)8&$_sGUGwW?_`YOsFU4%wEbBRX%?iDq%`7Tmu zY`bOsMr_Jc@NB#bs(yOCtM$vbtQAKkkOe&OJN#Gkm=*c`Z8oRnu|P@0ue#co6x!2k zjvW49$!u*}xzF-O5QQYqtBvi{jKI_1`13u0likh&3dFS|85LF+8WjdY{e1spi{@@F z*i9RI3|`z}^^QlX3L)^U`C=Pm_ML^Z{O6;7umrCdg@1ep7F)Io$S{`-`KZ2F3kFI9igaf$?8;Ak0DqT7g;p{X&eus{bfmr|s&^k1Iw%}dkona29I7*w&t++d;&KEh&)Fl|AXpG691ln06RlW=_pwG0J7=%=k8-P z`CF`HQ_eY+s>T<(@D2#PI1Y~5*@fw#lZpC|oFcM)<^bIQgc-!&qJ26h;+1Jiek2-r z77VJgQ1_9}Z8IOjo(j^ET_I|r79b=*9F;o{A|bfUvH0NZFEtN&5X}0`yUlpXGHVj= z>BYEEfD`dG^zIK#Rw@&III96N`2wK3a7P_+4BMdRB%{%;Uwdtm^N9ebrgG6NVplp@}0dF~) zAFHV~986K{O#Z-Dr3m*UHhK^8A#6Svl!;r)Vs;kLwB@75>ySIx?*+6fE9;I3>L_nb zwkph460<}E_yrfpwQA^Bja1W(0%nkTAa3>)hQuR*u;}mS)}7fMF0ZlMVNK0*v94I6 zW9P(ES^3Ni1XS`w_LK~Do&Bbh(8)2R^b-^C(vn9Cnt&J=uR9!Zz=0gkDn!uiZ%RuJ zC+7lK&&)KA6^FUrq^4A10(z@FglanIWw_np4=elg&A99(;kPMYiT|>6fPgT5M+&56 z`|y9KWk!%yGSOkR6^reb>%KpTiBSf#IcimRj3J!3kF_HW?uQ+`1lWcR9W_2ej6=Nx z(T_zUgY^dZ6G@D#;gi862^sQJ1ZMj+en$gQ(VocY&glJ0)2JGq%{Y6SRFu_0@CC_t zTXDM4xbMiRGf(`$FcBrI6@(vBe*a;;jaPe*0D;Fxs0Dhbo&H|3UX-eg4FVTew_9SG zWW#7J&#u##S~oHF^F;+(6NCixDnIhr#SBR@Bz!6x3Vbcft^O#);!e~SVX&GqW&VTJ zC`3@LJPH;>5!yWYI^QBs?CF}!b0Er)&&9z^Bl2?NRayEmF#~fX>Aoolfz-+HSVL*L5sBan z1{E1<2?)118 z&i>XAAHZ$T!=s&0{NdM5MPjo(_0sUI_U}`*G?>3L2Wo3ODT-MeI`go1Fq@LI2QK1* zO%usAg{MQ3XQ@(};I{22j(2(&R-VsLLaroT;@TnU1oO-o5MhoIuY z8kxO@(6S@607(0M(wJNg>(>05i+KonN@|Jl_l)jM?o~Wh9srz9~1F3s`davn<< z)6bFw1)_Xui@#n5(k_pm4!5D7oPU1q`=)Ns=B zyUr7}oyzT3;_(SQBByPPgVcV;nc8}Q6f%K^p42cBX!9W1m{wG09@Y!1;p z^+n`P4J(KqF@0e%Lr(C19(SLzJ|S47wr3;Y92ea(7veqrh!g<2R+`k$*6;NdB>W^5 zt(Eb;z=o-hQr=(0wbgUJ;Y5<`Z_RRZkNyeD>hn~aDS+)Y&zADx-_-F7GF&aygIz*9 z)D6eYPW%Yjc-O{oB_s2gHnMr6{Gh%yp2m!Jt|9L6N!^51k1#K6!_5vfLQMIQc;jP2 zQUiOKV8#c>^;o&kpO zuf&@mnBHp2;(~6rKM%sBsb+K8VvC5k`B%53KDa(M8Im1YHX<>&8QA=ER?~9+j+@U= zt#}S57REqW@OZ6YMsdAbjR!KC=@ax61jM)TG23IEQAO&>wOA)7htWvlqV&v5mD~!DVLFa^%FdA<=UY4wmkmi&#p}zn?O%J3d7Eo; z-s*bX9s%I`oeAvXqE81E;2MfPxlW?nOM5v$Oz zx*QpCY(5;=Y6V=6yDb0&0pW>Mv)96X6yhJBc=-#_6darlxW&ow(aQ$i$5Zr{)e#mD z>}&Tid-pDFwuDJBlP8Bzqb6dZot9KGTMse7Sl*1*HULnf$705+gD!-*3bmGd)90Jj z4>!vbrwy7&b4!h6{96cWlQ-~dJ#?zo+D?F(be*!-)5Ipg9&(4S_#Rn7Df;cn<;$lUOKLN|qY#I%h13%=G-G1W*&vnb)h1}YfveGp z9}g)M<`)GAVScoeA^uJp?L%)%Xnv1;X(mFo+)puIce*;}2x+Gl?5oVhHtA)3kkrV3 zlaq$S=66K{S+0uZ?PGkgCy4C>-{vT|GY(VB)qRUMuDWA#?eXR5TCj%~JE_NX5OEUs zEO)((bK<7M11Axw(P#8!)`i3%Eh~v#C5bHy67IW8E2LB)$_;lNp^4OWeL!^17XV$J zIO?Oaaa$)e7qs`A?7hdqE!^)z(#v+riq=iU)r zKV+P)`ZaECWOYMmWfN3Z!>c(OEz^iZj>qjvzE0UKZwq=uZNh&XH8X856BPr^^LwMhEBtfsCYD8Zd12$MDCu4&cHr3+5qb&T~>D@(Rkl$Boq z53!D~>j=M+j$(po1g_k#sisQKOjG~^o<}$cHQfNTx8L2tq~y0nAm0M`=00KiWWt~+ zQ9E*e>WyVL`d;4kpM&CL-bq-|uLity%S)3mW=l=BA$-T$m@aP$mmn&nQPI=8l_=}4 zY@2P-E2lShnE#O?6_n|?IN!Qc{6F%s$teRH%Qu;HorS6}UAuSG7uF8k^v2erU$cIG zvntEc4wMP_rTb+F(p!{jw+-MERu{RSy3lR;(omGC4M-J9vFB-C7Hgkuh?X> z=zlmrjG}i4stLorR>*YCQZT#JIl$jnZ}B~pYY`09;-$n@Nk^AuQSo! z5HeEgi;+XBK5W05PK3N2I@(tZ_oDpi3nF-Y7Sd-S!NbbWc@L@TxLrbH8`B%D!%6R! z);15j(^Thzw=q3c<@;W9*b3$|YALPs{jC&=AvvrQSP$4d1yI2Sf>(Gf+kqX^)Q=ZA zD%b!s_{kF*I^_0#j6?$YtIAlozKNIA_~s!?Jns-r-2tb6w+O9c_`Q<0+LT5I(= z8^lELFe?qB(Xnn_VS8@xpTYiLlKlivyAx(89*}~;x78m5AG5~%X&k?m+x{%M1pLl6 z6haS0RKyFJ*R=gQYD!Lff=zR8Gfxkc?Y|wzmAi$IKNnq#C#v`7u~c->-Nf7 zU(>2Iyj{tlxFLR$Ku1P5) z+B9FrgFI7KLGQiegL)&%x7r(-d(1$3QogP0pqOr78F5z`j8aU@0o4kic~~*y22UQn z&?=m^!<@b$py2@0!aaTIqY9Vgt#rT=3_O}}9Z;-4XWD(1kgzlgeB9_h%+=x?G8G3l zZRSqpLfd-MP#&)Dk~auzHQxLH@|)4m^0$-EyyoHC$mzYZev!ur80B{19-Y@fqJ1#8?K}I(tH_j-L%LF|itFZC+BOuHnw|iqD45s3>kaebbDkW^_;Lw~a zM+SoR!_6k6_bc*YqvY^20D>(UAALnhk!Bh(SLJxV(s3=1S>qMur?k&T0zUq?)Tbpm za^K0sQaB-t6uyg0&Vw$Ux&oNe;~L&dGiWRs-8d}N#_txy?kf}Dk%Ut+(>}*!#}2nj zDPe9q#g`?;;^D#x%s+6RDl4YnNm0+;(`JE3{J075#eryIRpQYWOnW<0HOL0 zV;qS;S_t&hNj$Oor`db{P z^DCB?^VxL3QEJMhwXthSjAf@&j3pAKbA;sTi^5Fn;+euKZ^F}y##&5B_woCNzCZ_! zwX4s%oN_svQz*7e%%6TjVe2Bw4*fPmd1Zah#qgDTh0NAs;}Qrp$;C{>ogeINiDe|5 zha!^I2wA^rkZ6QdT({fI5?SA?Sl51)WeoK;VVH}PabFA)m0Z@r{(>p{l1-L*(frX7TVrL9+460>)4MA# z&`^gdbedHOx1`0w4C@YZ%g{@0TP2RCKqTXSjG2sTl4U|$^$_k4(?2bb2@41U1KG30 z=M`P-sS(nJ&_M@rrgnN&Cbz;tK`q{KHXX%QM{Ta;NP`ype z_W9$^A|j9^$>zi=w{s=QZz5;7C7hU&I|Lj}_8DEsy~@%VNqxDwy8lMsddiE z@yR_lzal#QaAsZW<2nDk$=k&`#!IeR=1fy(AJhihnD6=`d(tVO+kST=9y=DJQm%CS zGe|jhRyMOn-B>JX%Ay-1dGF+B?Tkd4p>%nl0 zks?$o&(<$TVu`UIDH-E*n*qcX{|^DMc}W-6nc|-VM2(G0&9L80>>^9B9~vf{W6Vrb znf-~ZT-mY@{wlkBnU&GZJ(FBq+R|Bt2U3UNWA8?_c6dW-rZCnkeW};mC*>n&d>OV{ z8^Gi-_iAJNm&*!5OnNK(_Z0$P0DpvCr-8obaR<=HV@ckG+YT-5t%0o)Dzs^qzYw;_ zS|{Ed^v6ShG)v;VoZqIlr^530&uex2*CE(FjD2QiEL9ma2GX3STD@x^#~ixVuL<7n zg!SThIyDUcKUBSCR9x-0G}=w$F2Oyxdk9V-KyZiP?jGDBxD(vn9fEss4eqWXxVzl- zp8f7~zWa+FJw`XHmpo5Z&6+h;u`t`MWwi?5)?5mOxsR>RzMMC90Fpou4+YB@33=l+ zfKSIepLPM;i#N+Dmo5F>-3l=0@4xb_HVMOj_FXV@S0(E=;mWDqK?(l)kEc%dl{fMc zHa@!BZkrNaqi}K08JdSy8oa;WV37P_(l{!MJ__~Rrmb9zf8gr^ILnWhbyZz6pXj=# zlCg=|gKHK_Z>s-2m$=NLYX8c>+CHK`s2OI=ogd}mXxe)dzHCfNPH&dWw7|SpL5``$ zV3)|{7S=5e*grI8nmR2sxK6G@bzB|)7bXD5ec2`Rzu%?x_XmmIFQxqW07_)_XS-2+ z=5c*_tb%lc@`DbmZo5ign9=|K)UKp|O(XyN+yCdqs5I7pN?QL?_J1oE_U;z{z5M@u z=ReOji|l{@`~UBI_6h;r^B<=FuR`_Tg`l1DznAjA@BCxcLP}2lmv(^v?*RWf(#z?8 zJzU-Y?hXHbN;mEQ4*t^3fCB!Fe(zh53^i@yF$1Xvi*l=HZY2sa`E8G|$)s{YmwED! z%c5)_q_vR1nnng}DVW!hR8*7n?XV;^90kOJ_V0XeqnKgbJLp}n^OpZ}Zj*5-{smyZ zUomK!jQ3%KmMQP;EPK$pwBjw6DyLEr-+e#&4*F8WKc-d&|nDjaZR21U$nI zcHb){rRmVIJt^4z=o2`Xct@N|vN=2;cW5EsAPqE$zVxinYNGiPoQHsX>4G~6kN8lC zbuvFLxA86mjo6j@VTk#D;>Di~blQAEn=VodpV0i{4D7vFv&{4o5kDy%@BJ-2ymcdD z88{GFg5?}{Q&LD-X8uCRkP;~C6Wkf%2%M(TjUWG>qgOVu`mmfnYlYGi^9AMRU#O8v z-Q7NVQm+A_*J}(v0}fkc{YU3CD|2adjppYMZYn5rXQNc=%@SG6Nu-(8%lA-FEVyk4 zNCcJAlLqwnHzMp}g#^6EP(v16oJxkIcX35WuWwRut=`WgmGDf=F+GeVKDP6Vpr&|< zmjx(ICH*;#&XVGH72G;rlAw{N&gz<+pDpmn?bSfcY?Zk*w7W2b>Bc<}Dogih);B4~37QYYixrm{=s;r`FyRxx?SCx1*afv-Qme^|r{hN;hrK(oG`ro#p zTsHWMao$H&iMAVVMZ`CHV-f%A*fUYV65Y>ZAe*w zG1k1Web+_myAw!+iBb*XGb&1$uE$>&=WTxQxr!aH;y;XLNes#tY_zIk5QgYQJ$GN_ zBK*LatjB8n6Vy&eeXd+-%gl0@D)8rZW1aE(M%Ajp7uV6~kzK)`WUSp)$hbFnNT-d$ z0ak78}7C2frxF%cxsKW zUpHfd9@XLH+{i`hxem6Edx@JiYBgM6USk%l=QWy-Th)^kE36i3O`u*78``NKb!%=2 z9J@Gd5#3jIUZ91x#9L824$r>hur`WOs1zd(?~6>U=CWtiK-YPYzhuQa$qs!Z>*{(= z0fS?RGZhj`ke?*+TXjmL)JhvB${|MlnpQ#edCQWILHT)!`$FV)@Zo zuXxp1D=Ud!JlOv%U+wV!t{~4wh(E(Li_1f!5j0-{26yS?vb|A>41~5t z2Nm{)1wfc~nTb z+AsNV2*e<^D%%@`dk^v`UkIz^2T20pwRtWScCnslO0;jsl?jm1K z>N&55>^PD!tO~Uz2<;8X<9MABdYP%v_{q-BJ}de$CD4M(E{SW7vvHO?nG%=Rx@FI? zr{#Scval}Cc|bH9#Nl?!CEb?4{eW)rJiup}wkA|Raiw?7q+u@BTYbCfR{A^nhkL|{3I2Xl%_*5D0IDV=5_{Sj4X4# zY!Q?H16%&%TFja$RE;YP?f5)rwoE4Q#;Gn~^oyv_t?>q?cGua?%zY)Hc@w7GJ?F|X<s~S#D`q4;vec7m22IlejSz2n6e?#b4Yy|anbmXFeLBJ&(b3J*Slm$Z@LZbuJ zUQaFy)m`9i*lh*`WRY4QRgd<|X+kj5HVpQDzZi+bDhH3;tVp~3^OJDLfW8-q6blUO!j?9=5gHLbdUa1 zS??dyHVQ&x_J5q1`SK>ns$d`~DeRoYmXn+J+a;jz&Y?K`c)D{;cq46Zye=-GrzmYe z_Y;PQypW>e<*&C4K2$HVF~7c~ju9d82cMIxa`-u|LK_-9em5j{K0OlY6z~DDqYQqX z>X+7{X%~XzU1@=?UoR?jQG^4Th|^0Eu<(;kVRBa8X4+ItES03B^#sJ>VS8Kz znVN-a0#Ct$8Tmm^5=B4@qLG9vy>@CKIya^g|0zN;=#%#$j7mcl1NeG0kBj zB7k^ry?5ufv?eA#gtnx6M=#Tl0&Dbe>%ujzKlxS=-Pt<#h5k(SYZ-DZ?yN$py;Y1> z%6hxB6}8E=hoU1B)4bK;&@0uVc4hD#Wvb4%`-2@QJG=UzRaEub^t7B$)%X^6qm!yz z132uaWPDG*o?+zjg&0s!Oe&3<$|a>eo4--HM+mq}>8K@fs%@0;j~Px9a+xLlRSm|6 z%Yn(7nwwKne6Zi62PPmbr=_DfeG)*`F*B>a_b;xO(KGd1{bJ2HBAV*+l#oS9+ptEa zCdVJ8S(I#bV_lIeVdT85E4SEd#u^8Ei%-E}zZ<&t)VmW+Y-V>`np>+zkcv(y&Q;e*N$l$m$^45b`xEpH*oeN~8c+x8s;T z>*C7F+e+8V3NWPp!Z^vWurnNAzHH7d*uvcIR!?|)toux}BZ>dYK1{cK-ckkf0P24l z=&7gV8}7Va`I=G9R7O44UHh5}u5B*~sM4uE<2+b?dI&JQ1|JHY=nyCJn4CUYi!i+? z&@fLOI#_7~O5&G+5|TE2biuy4 z$nU!MyvN9=B+O(o7QK;_y1sB-muMGadV(dcj*7r8U~ zTpHMGWO)%H^lY$LV<0FfIJTwAQXcaU!rt@Eh6j-8KYaQV-_H@w>RzuZS#mq`stOC* zUy2(lR%_XAtPhH%+i4z)TXd7hd>IkHcsokq>Yh+ zZ+j1wYHO+=v_q3G_5Hh3X69wE$2Kes4C^~&+ucx)Z3%Jqp~Ite>CqGv!iexm^k+&S zg?10256-x5|B`(%Hlf(o@6q$2;GV@6>?iM4ltY@0;lT!xi1~5uIlPP>CHHpFCkeC} zx;~j|Lq`A79ExJS+Z44@#hx`C=~Vz_86FBLV!10TTiMt+OGzE9LB0QSg#!CkczrR{a4o5{gp8XjD*Dv4Z0=n3UKesA;f8^F{o}Bffh*6r4ZF;xzxCZ z(o7=JOBhNAQgvgf^UVmH8v5ttfeKe6oq~;E`9WVns`t<3Jpvc@@zkgR3sY& z1!m-2XJp75Kr2!+a-eTLRG1>MCh|VmEw*CilPdH>gcsII!-RqR?4Q&m4!hM&(kGRu zIFpU|uPNbXp@uC>-Wj6|K#gPXLYTyTut^Q`8~`k&jKHKJF36c!mheqY#}zH?krM~0 zaxNif5?-OSFitzvw=@ol!KyvUdlo+CH=U>}{L=40;Yk{^WB zCG<2ApUbh{+l^kae0H=3N+h1$wL#B($P(;sjp%YWoJ=YN$kO(F1>R23Iqbw;|I zqdAl3F%WntJ7UkK{h2rNF6u8+uoHdgaF90nC@u0;V}33!2JeZKwOwq6LrY zP{%#4CF?X}`s!J8C$5`*47$b-uY4>Y$9kE5FOD@I*3F)7Wi2A(j?r3p^>A>;V#9`C zq_JW7!Pk7zu4KGUAW2i!N8;4n+#{|t2)HuKUI7xZdnHJpm^2eyc3>xEW7HSvRkwp8 znqDV-afH0!6L5X^D*zuqSMXwOq=~CItYM}(OOPqH74QI*7}7fUR+2fSKs?~&01WWG18>3 z+=m&gG~x=nGPN@!*TqzEDB!(Z)Zle|Yw>$Rj8xeM3$Q%|?a5)$Rmi6s#F;bzYT zyD7tiP1Z{am7w0o%BHifS8iIntJ@mFx7VkX7r12$*NCKQDH)lc^~l;SBPL_XlSCyr zh=I1t34c!4Pq39t^?|FT?5?76zT6;}FY)sdV3cZ~CGK?La@DwTa7*jn)&add`6 zpY9cwfYUyotsM#ad_VC#>!sS9i;>GLla$4t;kg|}PGN=d-?~}iVNCwu`MEAWhlktTteh|@k&)MVi zR6gHlEU&tjdKIe2cFi>vZDb^g=k}R+yLN>1ZY=hSii05=Li+-tF#H1&1p*Y!G+UFP*Pz#VW54z@UYFzE#B!x7 zoq(C!LprWR3W;dY`|)&cvx`QI|qq2S?<#p`*G8bpd*&M0A|nPCz?3@*Q{MoXHp??)s@NAq@m*b=fBOfkG(Km)b4|g@wUmza7yX^R)2DWKaz?9mi!W;{1G*!(ODmC=| zdjrJ4$6-*2hgu`!x7moxolF0UmLJ23Nh^(>2-v zPw>+p-nQ5hpI^<&qTX_HvsoQse^~mmc~3aZssK#~v`C$*BgM`k>WKL}bE4U`y0EN_ z&nK&=BcWU!Jg?nFKv-vBG@B)`#piRG#e>Au?`<_Ry#$L60m=tnkl0Djc}BA9Yptfp zNz#N@a=5H=cn&|aJz-D?6w9(8p_wJ&hvMtM-!~TaBxTn7 zr8$xZvpG#p$i0N>Iq|fzWPfwe@w7QsL(fR+c~H|{t5`WxcgaNu>{WtTuE!}8tL^|r z3%aA$>p=Y33tWJ#(RNSy^-0=Jmf-z|)6?$z5|nj0%~mtJp9$xiv5$ ztzP;MfQq5=vz{(GOjyjU(#VW7x&mJJmCaP}51mh1n<{uicvP%wyKI%rqBmfq_Ca_$fP{Ox{F)0PhHQorxK$@l(#SCWH~->SEs_O%x$Ntf7J6Lr$5v8_=aO%WxB36 zY2u@w_19iEqCB31IJh`(@aUJqsEokBOw|7s?AM) zo1#D<=VLMk`n_OEpO1zhxi8WKV^Y@=>n4fctQJQ5$$V7e%4c_tlQ=+%q8zoSPVfiyq+m(DFF(H!7E2ylrfYj74i87H= z`?I^rBrN&qyCqk$8|u?S| zxF>R_LM&{ffK*r@(47GYDeb1!H-KaiZT?f-_yqs2>(M?-h8lt1Syr^RWo1NK4vDl+ zyR?eMT6yT5l$ec?#piG)zh~?}XAum_oC7@AugaEOkKGd7zZZYEAJ%bFPL(yYSJna} zJ?;2y_<8|EH{0HQ_?TBT-#V~=7{0uE&saUO z?4?2r>n>P%`HmJ`2ln?EPmwf?qpC(7{$_E(3Z{*VuKvj}H;ow!$685Ai>D4&8a_N4 z$;PIli-NQM!cv&R@ni8UY(PB!PK~qgy-=5f(Dce@JE3jsmo z3RlB_CqC?x3eLazTM6mZJN)>ly!rY1$Midk*t5T>N83u-=?r$3efZBvi%1nVZ@)s= zLQoqT>O+ytpk&g96DzTcr?MvUwSvmRl_7T=I7^z>4c+qKTR$pQc?IW z?Og7Ctp<|!iA-(i0C!ZFkaufsjsjiC=;)*@06uwqUxUtEuPkahe#Db=O6%%2b_mql zFf&m2BO=1k%d|Pfp9CrHk_unva>Ard&aV=A9-t$Wc%Gv(2U1VMWd%Pv5@iCapTbv* zp5kU{F`3A#6gCp&qJ3T-?&KtT6ZTn!^d!`rljr^vxD6)r$}+Vn*HcJ8&?olvu|VT% z9^fC)XcXpEjcV&{1daL)&q+#JdrMh4bMf}LuDeEOM~<}HG4a+Eb#!E=5hDiLteL*d z^8u=(PCd)#Y{eU|nYH=Z1eYfl3v=3b;tzoYOsc9H^B;6)ih9j1S64ku9{ku)#+Vui zHr%f^pO;)*CMJ+e%!32ByM=oem~_;L&SUFUN&`Kj#KZtBeju0_*p8VBhJy=vyN`Lp z<1m$Rak<6%^yEvelg17FCZL8-uS^@= z**h66M6HuKtm|-_ZU>v@{^Ra7+{YaH9Y^f?=?Jn^OVguefhsz0M06*rOAQwky>iMY zF}1LrXg)wZ`qnd(UPhSfu2tS%RDw9N(>~!qQ!mG>;wymhwY#fM)|^p^3rEpOW}-=@ zl;Be3(qo6fcK~_Tm^L3ZZXD{H_Lpp~T?V5VNIL_?9TK(!<#f*bXz0U1B8mv4Au&V| z3>9jG{$C=Z{!;6ozo7!~O_coC8M#)_y`wSVrv^DH2RF>!>LVrm)*&f>fZ*QSVhdhR zAREV?`_!PuJ!PpaT|BhQ zecpE7<}9jkE;TclnQ54}#9#@PZ%Do4LSX18yy%F-pgbtsVBT&Oy? zrpBN70ya%~>fQHlR1}z?U8*OV{1FNY{8q|M9cnmDuU{ah{n1!Of)CUrAHb<3u)%D>-%U{IU`OPa>gL%D;K|!WrS>3y@3D0x0TnEGu9{ zxmu4Kc$~2j@518!n8C=S`S}-E(jy^{xmi^|mBV}R4(4arBM(40y;R*MS<1z^n0~fw zGf+DycuGjR(wE4)ynMappQ)COEocQJsqL(xl^hAV*Y8o26IE#IGl}PhhigEbjORBd zJO__vuqhH#J_u{=L4jW@v}p45;hkobi@v9HR7Ux0_?d*n2!U1X=;;ht1~q0tat_t} zuC67!0*-3R7Icbf5rOxF=J0_4!V97K-G~SX%hAy|sPcTXzsmyfEf1EjL8BFm9*x=jiT~{`@ zT~>k(h4w;VgyPf2i zqj`Oe**D;ZXcBy}h1UKZO@dmX2&a4b?QxiXib->!$}D+?i}4?+?Cz!Uo=$))tRJtP z@tfZ@@27)fhQAn>g2c3Ip+$vb!Urzc(mT~Ev3;*-3vpy%kbT^>{3l_LYXeMA{epMr zzQms%2|lbFgnx*;tL6`%uXbJnD0aHWJ^<=o8>~$JKU*qSgha8p>nRUPT+5>9cl`ocH9K2jHYbQ8Aly4n=0{2RodO| zS3qJ)&cM-i)tjTYQ<}PgV*IQ;{5>nt(9|wYH>aw0mHePv@~BkNBHAg;UrCcB$g@(} zP0Cr{@rtr1m_U+2bn%yJtpmA|bYD#&xK6F=l? zIa&_VkA!@&#eqK9i_PGV=$NU~m*T%$uI^v@lFVqqNN?zW@!dkJ2}+(Nrw0K4_%%?m z(6Fu~SA`R+EnIYTnVdfa%Qu8wp+j@ee&pYsQhb%1BIW?K2T=DB2}Z^tUt#tt#1b{`MuI$mMaZKycSU#%R2nhx?eppK-bYK$V@7Wwxg`(`d0@&VXIU;g zGb+w`)(w*;d7f$FUn)2MWLyJS({anv3NIPVr_LmUbiU0~(1PtoJ656a)SRG#x4L)elf zr1lQ~Or0(Qt@yNol&IMwoVyJ-j*|hDT2p}&1%4#}@+o32w$sxM<6Y?+X8*&ZJ}e=7 zHVtiLM^)%1;Swu-e%!`EyZ5t|<@f#daK+N&`dsjr<&1Rn<^swH7Mh?|8HYrU-DoUT zYjaOhiK0#wZ}xaZa0P|cRDZSE0T}fB_HZ>J^s{h2#&AyI;$#t`nr32&v9gAM(S&3g zNKzCBr{UimQV_y%F0q(dVhV2<`sN96CB9f5%`N&=_GOTAWSp!t{lhl+Tu*mbu>Prx zj{ZN97DZr?yLv{lwxdpxUQ%~#8@$*Yy>mpxR^HCDRn=&`Bjmaj)m_UfBzIKcc~+xM z<2Shkr#H8ATn?-gJTqO{mzKST*ZOfMuSu(wMDIBK+q7DtLRM3<{Y`RVnjDqJL!zP9 zfJqp*)0aKxO+LUcY*_GCX97z=wzfW(X#a?OUcC^R3aUg?ukrwjmpp2l8>+7xEHI}z z)i+E)JjvcN7ujiv_mh^DRlk#^Fn&qR(8PvqUq~~0Y?951ItH=m`m21}ag!TDsaL<0 z(aU|iSJ2&=4#8(AD{RhObeFpqr+iWKEtm?`4*NB{k=Z%Hdh$!5{+f79EP!xXJ&qn85Xdi2 zzLLr)KGe+8N2Cf{MMEUQV%qJ-ha#zS4{b^o&xjw&BZWyL^@<*!{f^z_-j>|3T7iTq zHb+pb>%;>G2~Qb?NXX~ewd-l^aIT!KcFM9L#)0I2oQmwR|C;Q8=qQE%n+4#j{z_`iaz3qv^8E>P^L_YS%8z2Q0ZZLfaUH1E)Wj0+wR7089L zy6b-6o7)X~Bei>js=zK8LT`EMd&Yb%)q`822T7IIN3FJ|o9PZ9^M|Y~;e_|0rz^_V zrGh!xXYFSoXZ&nG&ss>%u+Odpu!ja1!TO!~xd3b*NnvS${qw^G7Lnj1-aH2~5l8oa zZ(!};W9VDx0vH*iHUY!!%Glv)Mmx8Oj6Ly0S1!5T=Q51DIF0Ca{9|s=I$^)*fT2Cgj<;L(sbOBb#z0pAYNmM7Zrf3G`hGjGvxg zlqY)j1--T~GqZlzY|Rz+^h|2tsvTIY&U{LHnVGOh z!V|LJE29}iR@j@VtVl5gI4rBFvW3MYL7j@flU4S}Fyar%_$@pW3=G4pKp+4@h1zce zaQd}aaUVJyS>O`^HOsfhG2tc}b51<%(uL}Lyq_e`^joVf196yag$1)G7u~*BeH-vgS7CzvK&|?WfN5G;P9=DI$H95Jdhx29k=14+z!S?1iSf;BL_q)p_V3a0MjT`gqwqmrWP6l zXjH*h=zupB7R!1h;NbYFuIp|x97mPXdvNnO_z~@Y+`{-@{+n2FWjumR$!eNY!CTJ4 zkwZ4tJq=`l{2oGv?$c2hK;clp^qezUqWU8iiSIU&0F{SYq19i#=I9v&wMcWd?ky}- zZ80Os?tjX|vs6MHN)3=O&}Q$PP>p(3ATZZ{2r$ekb{!kEWkBq1Kho2ujgCs5vb*qM zahxB_($#sAK@1JYgoVcZxHoGy^7>T~5V~2$v9UW2CHCr;mr3}B(o?{~`biblddjS; z$u?HfWV^UVd3U5Gp;1Av=I@5@va(PqZJ*YkxJoSoOkv}gb)BBwR5lMujVIgN+et?g z5^D<{U(RI7{CUjzR#3-LM2r#z=9rEtRQlnzR z@KYX|=b#n*DvI7LD@Jkkg6%dG2}stJ6iX9^%~v}&c}(aTS6Mg|?sJ4pHg@KjMR3SNyk|v?1g#vf;j#O3Hu-C*;*{7=XoM z+;atmwK7QJrkkBy!#_S6nJPOt*rlfv#Tjh*v!f#x`N7>AA8+-t*8QU^y+VruR8bQ5 z{Pi3V_gBsr4E$_Whm6xOe~bvNMv3JpY|B=K6Je@^Z<; z!f%@Mw3VaQ+g_ik| z;3X{kv3wx>(KzPoS$?$fkv|i+0NN5R)$R;(;2N^99+0P`*%(Wh%9fDoAK7gT2sHet zi(INezzKKLELXg5e|}XQk@Al zHg<{;|A6~{%uH?ylo;>YSz{l;rk?AnD`bzT=-&^)3NgHk($&9vg2S;mTyvau%g z&{M&UX@1A*AGbxjsmSP(KGbaNIE;Z{Dmzlat!X*@^aM?w=WEZ01(Zn(Rd0`lvN);W z3I9~^w34i}i7KE`D!fjGVSSVooe9elo@w}t4<1$LN8=Dy$NGw)RjCaFzocal)yF=2 z?41h6$le}KIok@810OJ;AoWsBqQkn^=;s1E!8alzjc_qF?8ib*$^?VAK{iNSiofm% zl2ecvaLfCJ0zTMYv%1c8W3wT@vF?&7V4*A%EJq;8=Az<0whNAO6`yo8wR0|jzmo1(Nf>gn4K z@!zfrqMzAtXe@jR!=lmMwEQkO65AI*tB0O^b^e`Zl=G{O!te(!^vH4qA|lsS$;(ia zas+6EsUP?$>`p2EB(BBf2$%UkwO!VnH|$na*35|r4t=6K1@+r8h9RFmmlDY|rv4fR zjddFt!hZXrDWs7Z>lAfNlVTxFn#SAshAN4$s8HZ_4VCIYJqW});dAJFS(nYFz!USk zo&SRuTAhzrhquZR{<-~3?EmlXn|a8bo_35%o%vqEIoOF0e>JkL0o!w#W*w!uBF>KP z5=6Pq<*2Ry_rgdkJu=bQJvJ~4AO7zEbZc5LW?P7-yrz8Es1q*t$5>Owg5L8%m0Qj$1*ED9sX-%cvv-c!}8^UIbh!Pn0RdD zXGcs@sc*ck_F^$5qYd@{l(g%=`<6TmNJ_o(K1jH=YbZk_5q=<`I;-7Dq?MgX!JH=S zF0h6P<-H47(YoAWFFV@pbAeU2plh+*rKr6xm=?hvan$VV+FU*1*D_&KNiuC98qC(K zYfSh#m4lP8AjMyy=;RoFr4{9|?^sAUf$T4|){cB;qxabh(1kEUNSF$Phnc*<{ZFx0 zs8G9QIRKwbr|8&)iQqGemri-z+#-gzgH0) zV3eeFpOW_upaKO}0GZxN z+Uo83LT24lPTP=%WsgdTh9%5~HDz6vt>Z2lJo76>S4QIcy|CYbSV^_V8S%}!=b6sR zljRMcquJf*S|W&?sABW#MY~$Pjl*#wgYNjw)9iQ6NVkhP{`nP6RGurwk$Y?B``=@c z+?Gz=hj#BCH#0b6Dexe!&}b6JOINTiST!@>12yi+bJ_S)BSzE;WJ6*?d9NV?IDva7 z!a+EUU(YWFN$pmfe~6PE|0ZHEpg?aF;)cpikgIrKD`#dx%^xJSG(UOhIy`4P_~MlP zIcMFFT;Q(~j>}-o=fgJAlIgV1WC?@I!Edw}@Hbh$swUm++n#q|N{U5bU^N7E8 zQJ%g>pjL?Q$$;suxWz>pQVf=16@5?8zHj^ev=aYbF#&up1{N}%uhx6}&36W1b?sjm zZW!>;P#03dCONoJiNJ$ys(!OJXih^lyadCNlzM6QuE*45nO{K%DGqP-#N_;qAdp^EPVT;FPmYUvzYW-p8 z&|8!4H$hX3gM)Z4EJ z2~@5h>LPi5D^?a2qlCk>;ssQfA`Yk*({wLNuHpe5>}Pyh)+i1TLiqDD zzv*wMS4(YaF_=<8Q$dS4;BH#kM1Q;aSPCY! z3Q98yky_-l;188@a<`^(OpMpp1;mi{WVeern>R4qVDwA}VM4FSc6bRbCb|9MIbgz| zc7QDzbSkIA3rBnf_qO9Qf{ZRRGU;%OhU>L#vI?3 zBx801)DMINBXCyGNHAO8{65nb6qCm)BLxKLr0To{oswM3$ml%Ch*M#4^?a!@#98rc zqHsB@eaZ8!qKJ7MESNY*@aHhgl^q@?dyFS76<18pI^{BBc0yCb*GDQ2G3_D5BU?wp z{cf-{{~?x`;5*5M#UyPC)UZXEjg7v2ZFThuWgfEd6^1NC(2QVNpJyg&iTAJ%T>9=< zrp1MLne+H5Gc(a2n6~P3JtZ+yB%2>osV5SBy%DF3WaP-eE=`qLS7TLt01jduWW%O$ zEQ@r1JC+Q+Nm`*hbzBxZ{6Ot%}4CA`QQ>>gTN6&`*~UW2ZL zYLOzJhx;~F3C>Xtk-;(E+N(J-m~@sW*UPa~pAv&opleYAlf?cI#qU$v!O!XpX+O84 zlDUkIjy{*CT>JA1J7h7D=zlLA_^Lh-PX#?z;-^jNQ1$bpb<;;I4)>h1J?)?F( z6=0y6Rld^6sMR;k<-@HqJ9?JNkuM_`RW`JRUpTXGI8(fI8T;nh3 z`n%3UGd*cuNq0(HO)WVU+xZ;bzG`z^ixz`|uc2XiY*0Ssz*w(Xa~&3OMoo*s+}xa* zrCd^S*wJO!!&0_MM_Nx2KPLeZ(INZ8n){f#{n5zcSADkc0|SkRmim1`>+7j8B-}Xf z>Lxl1*Vbi0x57NRD_xGD!zMF5BOk$^*1F)mVvRUAEBhJd_vnWKRN|z3`yUMh-?%sY z9EWhf@u-C8sSgSug1@T%h(TLQ5HPU>TnYd$s+{B6Or0M=JXgw!SKi+l%xhG`GRYZQ zfkTGaEff{vHn)YGt)H;_wC~hlgyFIrMw%H%wMHVpB{C2PBg?jX;S8I>G^5mp%EJkSY&g51px7~E{x;|4oxgyccHVAz;wo=PKPehAzcOO$H z)Vi}|q_&ABonS!Tk03Qm_I#Y6STUbC1T}(-59RkeHm3$=j`%SAj{~lM+3lkv6-5#> znVjfD$VGvLfbsUqXdboPZy*U84z5ZADM-{L6+ZC&i1?OPv-9Ix+ujew@j?^h8AQ?P zUt;)Zq!;3G=BbmC2X!uG$SVDVZ9XpzSIrj_sHDMnOp|8aC#tH>8XA*kImvOwyE4@j zBi+NwE|AVh9+&op)>af)1s`1tbMv?d)d>ybsnEBwIlvm9@j}ebmQ8AA3hND7Mk1P4 zPynq5AjPRtQ5I};NT_>%;bDv$rVHb995@~I&s}L;C@4_+0d2XaramhEJ8)oR@1h%0 z6;F-p<`z2yD@9dM8X0k=)q-dVU6D=bA3H)}xlbgMGDX%lu}u|Q)IHuI>MKZ%J+qjL z@-||bg4QtBgV$;bl9^=<;~M*wgZXj`W+mI0!{#;cc0tux`=x@&uYrTJ-{yu8znZ0D)vE$NL#QziezB=WqCY^edyU8S^ z2%Bn`OKl#~R*a>tWn}gG)4GYGQSK>wSHkS)*5lSnQmbhU)@^%7Oz+v_Lh>ADBQqwK z+K10tA-o))o|~;;hgi^~FjLyn?sFiQ%eEam-bw1}nxg!rs=ey5-NL|F=tuGbIQb$E znniC{mc^cQO4|^esc!YaE=PLQVDKP|)DSQk5Hi0XSRAi8B#9PMhOh!{y$ZUop>JA! z@WaLwnN)R^qCtF$X+D5VP>m%WIjaDe5dgRmF*1C4|mzHcwC8{T&#i41Fc zjTdPLzigr6bQj-CHok+i!!2I_QJ)YmikO4=>>=q-WAEayYY-0~xT{)~RK`108+?em z`P9keGer4-uK5@W zb?t7|W5Ciu40w;K0tINJ!Exqrp-n@a; z>f1Mkgp>wE0wj7tpsc6&yp0R|d5C$tM>8i|a+G7R8X87;bP+(uuM73=m(rii)oKFg zJH2?s>AZnEN0X+^f;a^f0%lj5$P3q!^?KB|HqIg!f6^F_;%rb!=RoTRb*DK`h^Ovs z<^~2v;L0X|O@q90dTX|R5q^Lg&KvPdfE`AIKhF>typ4Dz;V=ubd1L-Iv0iiL0y1$V z`aty6-dPDVDx{kp(yb+6I>vZ?>7xiOa@qbB=^97M@7s57+ejWCDCW1sayJU`!qsLB z@7>VxKi>Wlj)~yXEIr7EQ?}rm&m{VrYI$A^Q528Ed+R~e93Lj^V5-LiNfUmLV|H68 zdzrJKh)^?^GlaFqao449N|}E-hF;QnFiz!bG_Z;5L-cgbEnufx)6F+-SpXxA-|2iN7gMVFCi(DbZuG z=mpcaMH1q^zT7F8)Ck$HHMK-X2M?Zpb9YyHmw;?cN`&dT{rS4qX!CuESa^_FA0UL$ zAgu}@j|i)(PBv}uM&T3s-ey1)_Dx3fQAxaRdkxGznlUEjTlE5NNbqogC2-{x;)TN$ z4Zw7J$2w>4YrGQpW+XxRw!#<=G8~5b<;M!^6(2o6(i~kyIJABuA=Dt{ixG#up-4Ei z(EV;jJM((*7qo;8$9Zd7oK;kTLAyPv!7U1Zpj9+c`ep<)>4iCJ__yv{r>)1u3k}=< z)##}obm`}F*7=x0gm1Kg{3Qcl`WW$?Me?4ovyyufFlf+{aVPKAzb5dTw@uQ%twAA@kTe(Vs_x zURc_ANbA1|-gEW}rDA&760|5yY0n%u^h5{lal6JelcL*TW8QrHcpuDNW1Vi}>VFn- zFM?pk3uCC85IeYX*XQ#GlI{3gxR!zh+9P|5htwnOfas)oB?q~?;~l-2g=8lq zemPn6o|KrdGwmyye7l?~^H@V-zi~puN%A&Cftx%QB%nx)lF{zzIl7LYXhfh8Dgdc- ze8-LXJDheO&;@cvZlM7}xC%E8P-I(Ur`sqjHmjo4Q9^;N|OC31f!jF`5WpPH4i6aCNGslXm;7cw{$ zV&@Bf!_LncrCJ<|6CFDj@iJ%M<9azi=?|5Z8sx|4&tZ^@`tIfU1fR#6I<9pZn+Ki{ z8glRGs(hn6z#xaOe86YSS|NA}#cNf`#BMj2*(_GV`_3hNFIk^t)6!d41MKo4X+l}7 zvKG8OcKc1qLM=n5zn`;t>KDB{w?N3)Gs2!$Q|vukJl~}LWaLUCWHSJ zP8lxXqS_Wz%1k9SAluB-K>rq81EHH4LADiSx~ZS^qj?R2tBQLE&GGtVWslR>RZD{^ zg%7pSnj4vzn1@^xmK~L-VD5uVG(vAUFN+1dpjZ#N~U zTQpUlI~ggSzZFzE_bj4dNlkI_&q)r~UvC(3><_ukEoPrVDc|o^fb9_cHP;;X|CCb; zfpY|RBC}%W7gk((rb&s?5rvm~Ww-Jc5Tl>V+2?m$yg0bFOCjKE2?;n3h-xMjT{ z5-d-dK#ak-7+Ua!_Ob$K9mCIyCQ->ZxjgVKnXb-?eiX5oP~TGc-iL%B^rELqZnOi< zN!GVKA+6(64qJQfH?7r%-m3l3Qg3OlaQ30tw-}~$!*iifiCcYSOvrs4;0KxQ419fm zejrnQI}o;1FxUR65S&|&Od=DS5+C`>&1RxSEzf+ZnF9BS-|9_oWGvgx&bXD;#M>_9 z`y0b@RCO-4`R|_uw`V5vC%fUcV3>OYFNCyzA4ohO0G+8Z5zGW`W8*8b`;GILXQKC! z{EfeE;b`gcUfMZ+*S~-fx*qa?Zd!5w>|R5QoCpsR(zW+>VO>UZcQ2@Cx4ZF(n_L_w zNm*4P|I}R9&CSj4cEtxsdmx^A-3mP9_?rh$@+fWyDpD9p2aVm#O70 zlV@a(8%Kj2{JIF|<2+(GauHv#M0zCC_jA@4?t;WW#F+@V3|ST1eKYrY%)SwCTD3f= zxrBB-%M2Tt-j;sIi9(D}uWOaT`AvCt{syH2t@$hea$xKC>65kqSArI}MoucNB*&)Zl7q^*r2e@qmo?MiV$lxSVjYr?;&o32WvyJH1Uqia z=!s%0zN60~nn!gF7D+RBJIH=s!B(F=8gA{#anS|-bjeR&obJS4!qQ3kOQ`3S*8T4G zyzZ|KC<4!Vri+y}C=AjC`du6aLXDWp6mUS}ABF7&8*8TYjv?}z+cx?=d zXq(+CmL1SWXHkz3qRvE1@gF`=8Abd#$-j@&H)f@Q{fr2r138dZ=-6T@9pL-LwBdi= zgyrF!Ep2@ad3?Lp8MLyz?Aikb6Drw`u1>Tc2~?khIR^Ha2(#T&B!=boBuX3hwpH6G zh8Z;=IU|`DMHocJ?Q-4Vw?Q6&^c>0PT4hJ2l8^cmSZqAOP#hOd1r`ag4BHdGKT0=j zxX9X{GfGSSt9X&ieJjFh(Dlv~1$y3p?5#*qwqotwoHdyMd6qQ(7!WomlGF0@@ zcku6R(&oC0fnI6(HEpBiHwJX}PQ^R&S8nicDk_e+xq)dMDq#pC=}9w3-1Y0;mV0$> zM*c!Lmeq}Qnl{SjRG2u@%R|yWk?(kpJlsj#J>byLa@6bu%1V+A7%)<(`3Z1=0U4aU z?;Yi%F?v+*+Z%bx3YL@Brl5XA!~uJ!H^h-n*pkkFdPd5HmH_t%PvYV=YHMSfN09F1 z^T_q@$p~F9EOfJwTwG?rylb}O3~6GlnnbcoQOswwC0-O>5ApAX3DnO^>hq!zprP`# z;2M^9PMKvOAJY<5?{J9G$F@XQ?a;6C5Ptp@38y?S^&b#C4gX z5LE1+f#|GqL#CdFkN=686T#nI1od6s)Lc1B>H%|6r4DTs4Ixq!xUpwJ*eNpm9@xjY(5BuCK44tQ4B*oqTR{MYZ+aw&#EC=j~5TG{zrtf zLThxej+#v{^5rAYK80LYnEqOZXwA#yQZSg#zeIkHx)8q6@Fnmdz$waGTZXp-rweG$ z3h2%W=m}h8Ee^p4)?Ke^JJ887<0TZAl|y5L=m;8+lZkaqv{Sz?z*{&+R{Z6r)R53&QxeK-<4h_sfqu7It>Zg9m^1CO6gV? z(a0)-ke1MTH>DwF%40%FB}vUWGcl;0y$bZ!#>{26O>WRm1Q;u9=sN>dUCJ{OT9t3x zm@;JrGKnx*N(zc4qzWEH9w|u@8!~tA*PsMa<*#peQxYb>MX8v;WAOMD_u?1sM~Z!E z3~n3%=Gchet%s9|cuUGmA%a{6e*b}|Z=}LTBu_!iAhDCNY*QZ#B7?bd7-Wnz=_+eo zl=f{)cKXBoOzTjA1Y>%>AlTtlj-6yRmmXOf%ZwH~d^3hOmH6e=Q#gkcH%ix=;N*hn z_ugm;tSw-cgAX@Hfz)8xTUxR^7!_33k5TNr_mvas(%3%|Xb5UXMK`r1Dn_)Us! z%bRUP9IilrLz0U-YH(W1brM6duGXT*;EqNyV&KB_%yn(f(5z&-?_FlHLFF6`dzG@} z690p+@Z#XWcYq8mc9-a&>2n{a!M$iG8~~p^_BhOz+5mUJvs|&VuSTdsTJM$eOV~{W zt;1H+pipXDS8MI5Wuhpgw~LrK9-e+L6qqs&z#RdPcWwyrBX^rUi~yg2Ao~m_qcfuH zodD0slR>$m$uy)1{T3t3n+ad$PI{k_=VCj-Z=Q>=Y;D1aVR@a=4`8oT^vf9XOwZmXB$MeySR98d6T#$V+(uFw@tTft%gS!?LEF9= zJ;X%!H5X1P8U5;{_`@+r$nV(t`g*y-jW-w6Hk}R4K9MIj(AG|^*6UW0KAlQF*bc=bR^(yn~7{cpa`FF(0{<*S8cLTtqXG+y>FD_vAx`yFE5;9Y&=pC7ZTi3sq zd;pc|nU-uN{odO;q~JFwe|nTPf-k67()rwA;5;#UFd}8WT?Cvny>V!>Nc84+K2kT? zEfg-({24~6FRV*$lZ9XwXP0N|a$Pclb zl?U2?B8L`qN~j6q-|IdvH_O0!OzMG^o@$z5%#^qeR7wdwPPiI8a`q){#%bu>m;Dw( zQ=^mrLLKXt^gt3SOVNxV`7t!%^U|N|9E4&9bzpu$r3CK5X9P1MfkztYmtXs6YPG{F zR?~}{huYP5%V(&c)UUi5K`{atO%gL}uPl<`fPdc{1Y*~J-`#Wyix5InpDEDsu?@C2 z{BuV`B|V}4Hfq2kel)UuN(O9kmm#7 z5lIeMX3)Q5{rThj_P@*9TqASDNOSFeY9AHNsZZbj78?HV9Cvz9e-|UTiE{%ySs1N( zwfZrXpzR(q5t4G@bzsGPLe`cQ8PKs=`GV&g+7|q#FBsReDhIci@b8b7VEFrcyC-q5 zw_XouLX1k(hmsZDdq^NgBO4qN#RU>rsFo_MyZ48Dqp*XA*^iq_>>)Y^;2;^)xuwT2 z>DDoe#M@GPe|9TfMqK+wV!3lQi{UQxBAy{jb-oluIG14eJet1?(ys8|xiIB;W!cjz zv@L8GOX!1x#JZ|fr=}?Fol-^+qo0J@KFk?^UsZiNyRQRl)8q8|mQ^}cRD`1#sjSY= zCR8+~P6ovOi|d_u!h^>jf~8z< zSLoH;NQJ-BQmR+!zG$AiGtH*kt3i+V_a}^?gkpX+w)>$^0Bi-CuLAsbGr{ZmiC}P^E)iHS zJ(8CgZ43zr4KHVX7#L*2vU?TH`2w1QBRlTt`vdVLx8Gk=V3U3tey6lBh8Qg&=-{!6*1HkFlm$K z!m{7$pCPT0ma@ZbEdG{s#zEJj_q+x&KQ zr-{XqV;eFpk9yS;fmi9Sm(BsJHP+odJx!(|`M)`gc_@GQfWBl(SN!nwJUcp)X?AM< zb^FRr{YOj&mT`;>9AtO_OA;=L;9u9Y|}_O47~f))vyF&6{=KS`lGHa zZtywQR9B0~SwAVaTAXlNemN={{{H#{?!&{pjn$lu74Y-vGfV-jH|)gQ21P)h9rryP z%nBW@_i6^ad2UneUEqlFyIAT**+4mM8>>A`I3q5f=(}xC70Yv8@+H3Yn_I zsCckjhK6{*ehJ;&08RP!xv#|lGnUbP7V*N^uaiOsmud>enjS3}SFSdr*UG{%=k`T=>7-#FNks{@Z=3FC&2 zUHhiQxL2Z9`SoIx9xb12u5t;)N|#(wq8r>Hq`UESN~!I@SdccK(-M|nZO1$u#40&* zuk~bxJ*R5lZFm$Q5@!mk2(*5?|IT(WyFrIdb(zx1LmXwlR|XCObtqTr_IV0ekEMT< zc)nZh2pFMwyN3KXu*sfA|I29p%NdZbvg~^H+GN|q6(xnnD+LJ^t+)uD%h5 zt_>Ov(TC6>;1w^a&~MTi+Eu#tR7476%hJWOBUWO52`X%9Ot=xL!PhBA^GTbNInjz= zgoSM}r6YAwPT|JKrzgI?f2UqLMKldvoq#P*r-Zt2VV)g+yJL^t12v+}bzp}NQKUOa zOqAK6#&Xqc6t8`+psa7HxBNa;?iu$T*we!Wx@a}RAUslCgzmDEDx)c9F6PK-=*yIC z{)Z{QP1U?6k~1p>Ny#>Gf^o!G8SXNN88_Zl=LvDdlWf_71_fXNK%&hs=(p^9Yd14W zLt|(B(?w;aS2;&6*Bl?uHGZB2WGZ_iF{NvWQl;fSJ!8GO=(vw9IiOQsvbhN?lGB5j z9ucRY7GuPfoKyMt1b#jZX+lX0q8VYM$#8ScpyXFcxiSQ(*@AAHf3#f5Oj>4#>+t(L zTyi7ozP{C(hem3z5qL6_jk2!mK)#Z4QHjCJQgTRz#~G-YcclKDs0x&KoKtbHn-lR6 zu9_31EbiXF_hOEWA}e?0VB*j3#c z2Ae{zWRcD?0AH`VL10J6qt0ILgo=wLNP714xA5g;dCFb@QU2@0v9uh055WW^* zD;<%Xii!ttD3~r|4todCqCCa9lI+-)ae?|GlZo)o$0grb;G>r!blBL8K7aqsQnyk)}sbjA{0`n%U6lvzX|b{UW6F6;s2CbG$cTkwbCOB^2Q?alvLRH3KkygasZPK<(L-pQju&X|Kxk4LQH zBnPhpKLS{8=?su0)ezQ`QFnWE(o#}RHxvCwu^r_hZXhG=oCL}goSYt4e;5sT(s$f7 zE)=d4sTc090T#3p)47T)?{Y6$H999QW+}+m_>2K0Jn9CrU+Uf>tDufswmGEq7?HPZd5&6wv zivtmf3@-mC{d6sCyquo!?^u~vjLhTWLi5e-^sgB=JswcUJi2eQmJX*c!h4hQdRt-@ z>qnVCfCnfwbI;XB*gssvv}>DWfs(sg3lQZ5;zWk9b58VilfJ!ow`3gNhB42&t*`ig zAey0#zO$X$4@T=j!stz`oW1}p-Kpe^&S%kxE`GJoG8?G!DGXu`1YS#L%RmlQ{yF2fQ1>LRs$TG(qcz4FPq zYXoTeNRw4bB{YjL?MzGO;L|4zqpdFBzVe^`{Jb0I{9UENPDVuJDG$zW&9i6r-z$>iEJwg zU&LgLtL5JnZe}`7m24yxJuyq%N*ssWJYFM``h<3HC7H{->h3ZoCS&JY;wS`Cp=Q`z zg=+)==pm7(Kv~pBJ6}S6sWu%AB*7{vqvUN*GKbHomfXmJKype2w9y63agI? zJV3corJxGWATP*5v`=;mNDxojPOA)?(RXpYA2Z8|#`4@VxVu0*;({U$0i0A@=*eeOy^-zOg+42hYpT9r9f< zc>Vf;4WWo2YCBa{;%pf?vTrKtVw?;g5cT3_9Z07k$jh@zS+R7T-}Tjg4D#-sx`}TB zUjSr0X8`v>`}G*Wr2A40veH$l4iKEM3;G8M0J8^uMILVnmk za3H`{8K=EHRX?UkI6Wq9b!zLI+EB-xQXpy*H)2-ku(FeIRUevjBImJ&X`8HTVn;!X zGzwj-@`L^E37Hr0k~CknJE8>3=}^l7#L(Rv8~B$FJit$fLaEEE7Hpk z9yfbzEIQqLIMjBdpY-Uc^)H;L3e7EQ+4~{j$T~Q+C$Zl59DIaPX)OOE( zi+g%rb#|VSk41^lXLnI&tF|c+*n2 zNG`8G#-)tRm6rqDGbudAwJC)A;XsR1eC-FD`>FU~L7x$W@>o;tuf%Jg*F^bsQKxk~ z&RV6wtdhjjU0q`A#M49KS{sh@u_^O~Chy}pcz6ELoQ|jbp5ReE@DfNjBx%qCDD*~a z8!wIPW`oZ#yYN_!rg;#L1jMiN+eV=3=V_jg4OU}5tv_x%%*VEO#6CUtaJnyV)ND+m zlT+)Mi7L>rr$$D!sAa*60}TEK494WNnT2QrhbPh(T)`v~TP$mG!Wz!**YU*HN2V`} zqoYTDN=FBIQ@=eFb64DrQ3?-AMg@Yo1hDHwH@R1&u_+|3mq4O9bf=tsWhsjdVflva z4wPIR+p>zerm6~_(oNARrza>)9wz~gm3EA}m~N6b%D(Tf{jxG{q+YWb&x--?z!q;a z?sUN79YsVz(6}4ZBa&5Ojx6^p;3X*E+I+}0tbDrZApxQaC!QsKBpicy%YdPGk98^_ zJNYC(W%Y{ia!5tMdHHVC^x1vB%9yipK zC%_fR{rIFoXur|0S@-mq&>!s-M&CrOPMLsZ%b0PMqJ~GSY*3*B^aQ+_qCVCFy-NG+ zzCcrKbcLpb6dEjdA^~M7aWl(gc3wnjeIS?&pS)~7#JQf^U1o(WSC*id#KuY*{n3?} zhu?8nAgagq|Q5CtA1ylAjH3fxx z!e$&%cTA6?Op(Z^A+KpmffjnTcf!6grh2b?@wjime#g2n#!AqB)m6?Fl~&#g@&{5N z^`5H-3_#itFp&!?N_UJglm8M2)E$?}@|1`xO=RUp+dGxCQb-N&Z@eR$$TW!?a4+Pt zUC%$Sq=9H|e<5H@Ibn^Rph}IzlXRyArLlvMmD8S-460VptR!vPrN3($APs00fb9q} z@*zUc$3kcNcM~~hcqvjb+-44Yy!O1lsOc?Wzc978ufa=Csns`KQH_&unH%8wn>$hZ3c*u4xsx0wv?NwvF$$(SEI*R>LEWWlEni zV;Dg%25}TPE$_218G1L6Y7dD!h6*D$TGBrx3_NbXMt#v&qI@X2ktMQiIcy<}I`mq- zh;US+?+=Yz6{DMcc@ONV;Jmh*D#wCHOg|N>@oF7!SMy6tWaPI$_Eey_?iE$IRd1he z`7e$O{9hcOfrIjfmN06{I>oa>XEo_XQiMm{G{^*T#xiua!S?Fj&ti*@u_AYEv?K4! zINQZ(7L*7>fryHk;S*KK3y?(%tDtP$(8bVrqZO*v#?P=0Dn?;6qc(delSN$j* zg&+yc+Lq%ax%;)lV0;V|Xg1ni5JqC9#AM{n1g5J^3V9fJ<-)cbs@T=(qC9HMeAh_J z0J#1#K*F-~=~F~A_Xw2C``0bXkFCt&CdCr&s=baHlTEd?K$HH{N94`OXhGomcl8oL z*Hnem#eQ`)&0TwK`g=qN9gh+M#kBMN-6}2W={u#{mC6H&e>ItJc)mS_Y^NCiPXDFT>LS!A`c^$8&?a z0PDL-*nN2iyG;bT^JkXm#njY`8r$|dh(SBlLrO9*XP8YP?&Xa zHB=6($R6p6l+YFsH%U_Hp_*pFYZb^?6U;JjZrwVN!mFaQ{2l?yQ(U8ODQ$X1g*Ne%x;rGroMM`}HKWH1# zrC)x1i?)*@ePS=XK9@}V;*R45!&WeGhtpTSJF`&|sth+F_>>$?Pd_c?hqm@?dLD)z zpigM8j(dls|Agi;yZ^OxE*THoYJHcj4cas+_?8UQ2J%eB$7#w~J~TMk^a9SmCP6IL zsR(7`$Hx^!B{}JEHUCuY;-O$Cihmxw%`l(rzK#khPMOs zrfmbv@ROIQD`)6@aG;@?!`4=ypY+vANx*DzCUZ5Xyq?8y^ly#J(}0J^vXZ1vB9?&6 z@iiEkY;P%1lYBMO$;yPsgU(am%0iAktgm}at%kCpH))ZNKYq@HMq;4Df}ORurIC`6 zAt5w1V6t~$xw(vvv+R*EF9=)6P)!C#PUXKyk?`|x@73E#P6hn1u@Z?V2N?j5tMci! zrWM$Ya(2Syo8lLA?TlX_S1FQ4UA;k4i46eE%!5PmT2W@y=5qSQ?JRl~pPVH?g_5q4 z3>&14;7roP3M+$W{qFi`{`O#IZ!CkyNWzC4%t@Ust!4~F7*hW?m4{|(sK?6)>#FV< z(>x=O$1`@%Zp{bhu-V#E`xepbZwVZ&UzIG@H6sEwpA5!+$Xg}86{~JRP1s}cddA1) z89V-G1c06IMwKI?Y(uINV*fD{0xg1p7~urufA)p(aF{l2c-k=}ICY=&TY8nutLKN) zrNzaOo$7Wa#Qz>XL~H<7pa2j^1GT8NN8qu?S7iZehg9uio{taTSQpF)rH+6YOQKqV zT_^TKkqr}e9j@DoeR1MEu9bR=5wvV^&HBzUmYq?p$nD37ecjN9UDew009}r9)c%Yd z_>$8OS1hak%b3{MVek=tTnb(wq}Yof#p6rva&|(dXtJ%udNtAy&r+XsgMG6I2(LE>_`zm zoAU}Vrku}0LYj{x!1jvEF<}W@*EddIC<9SU-ivrN0lQQbw}&xGdj`PSG=kq$MwOYJ zZ+-(Lz7W6561hSwpEsQO90sV#kDYt?9?{>-71XrHn1g7T`tng@GJ+7$IIkuQCS%4u zH|P^MUx)Q}d&Ua-0F~eCZL20&$_tyXCBCms_l^}QN5DX7W=x9ouJY;DBPEmt9mSkk zo&`~ts|VqypCqIG7F=G7t%v~Yg5pCqA4pv#Lm8fD8`zWtkV1>0pr9C(K1cmSvH1US zE&g*!JKV3N{MsXDkd@}W0MQ<*4`%%ucbp`Y@`kXBpK?_Fn;%q|O=T%$=sknLqlO;S zHqHz(PE|{W)_HAW$7-AewNrunYk38^+Df$ET=d%}yb!(FiBWBCRpQX&m>Vz_2z~t; zfXfl8)}Ul_#rNWcg2N(e3_GcBwuc4lXKG8w1n0}raTq>hP%vHGd|wIEfOix>B?&pn zu4&XESXS$@&i}cVSBRP*_7G`e(ymb`Wd& zw6VJn(9s*~rEavd6BtmljBL(`) zn?ykL14>3JAr63#lOO`rW*<7l=$=>f;BCo5rRGaY;9Y*&E}fzP?K6-CVf6-c#FKmv zH2Y7){H^k*WQk&y+dcvX=p<%Q1pXsxe_jMJp(yR-LNUV#xTyp1X#qN40EYs50(^x}xW_4CF4iU}Guhke3YLpsd1aV@p z>eu9}<%#>8EEh<@=K?q4F3)FKU`pp+v4eZ+6@pn9DsQ8<2t0*|jTjBrpwbADzcvw6 z@5%Mp?J!&Qza%Jk_qiCOpMs&`Qlri0lryE@3qhx8<*)yhCK#}CRlUneMX`qVD$y^UY(SDZ& z?)4@!jAfWHs0LkKK=cgd*;qBY0*kg{$m6=u4fw^SQE8cu-7$dCS~1f6Y}qU2>F4%9V$2W42lo~zIk_n$kd~gwey$68>i7P> z4BMq=HkH42fL8l@u>83(fe-^-s?qZVHy=WNm4s72=Y~p}S4O zr3p!Ul{WoWt?np*`1dvjMe=5anw@YCwMaiNm|KW)4jZ1EWbd+g1S+st^GcQ|Vc0Sy zC56X&%=hK#)@7wNa^x?O8`Dhke+5rbOj;4qv@x0LG`H`MV$4r$OyNflXcp_|!qZ_zzrTUR317Icu= z&%V(~v9j9X^5FMm*he};axyr}mM#E8EC3ZXkRpVF9|e_Va{{V6E$gzn>DMXG+=yS2 zxSi>1*`xcRYL%I9W7+|zwPC$KT3Jyh8=Ba=o9pflE^C46-N&DX?Oaxpz5PV$W!eV^ z2RQV~cL3k%Cz{(UC`$8}ed;&-$G!taMTx{iC>da}-KVfou!w#4lhT)V)4<}xtySCa zkL_I!j%Cn?&~cK*Q~fp&pz3WoXm2g)jB%DsAPhD3k|g(RYWUF>ks}0z8OrAm=?m;m z*|`c|8KjJsz-pl{E`Z?iVtaUV(}F0VpM2i87~7UZeK8-6#M9>SpzueJo`T*Oqzx&V zY?0dac+5bxa8R3p?tok_mWWOER&FenEy&9Xyf(GY=OV5?v3-Qk+)81pX1A~fRW#80 zx;YtoS3!XAxXYsWDJ`5i_Z7}469yilJgclb{MtN#iFsq$NHXsT@F#-s5zr?*+&5c4 zc$GxFt6fV-+vBzV3Q(5`%9R-OW;M&cb{#!UY0MyA`tUpo?HR9L*_K$N!h#2^b)B*w z)?z{S6239FVQ|ZWAfcOWM;O~Opc%wt;G}6_a(hS%f7Gj_=SD2rlLh&Pa(B-q3o}?= z;sbCO;Cj)Kgi$5Sn^$fq;ce4r{Jdu*`Sx382B38ocv=lAQ=Z7AvO>q>lha?k)3wA~yF7YBmYX{TH#1 z<-(!hTI5AU`=GP+9#c+25pT!6 zl;PxQUD1GDQSa=_pVa_qNM(MXzIC>)>1~@-ZR`WoShjueWNo-O{KR!u6+rj}YW|C( z!-G|5|L@;k*zi(VYlG;lz`-f!>r@+%%UwO$S3RUXW26XD1xMO7zn z7Y!-ry^00w!s=g{*2%CiY|DUvhqcFDfpB;@6otZ+ehMXjB{>H}6=Hv?zRWI{NwC-;6Q zv|F>ey!g!m66^~a3#dUqU8$gifWzbwFy4qb{^U$&)*$-tQ3Cy=JLi%zxUDQ|r`R@O zrrtl08*bJa0S=AwLuAcM5ZDR|!Edv^B2sjG_R_~1$ zyOK`%qgpwNSuK8G#$Ny6 zo`2vB^TdVBB;W!w8bxAdV8FM%Cy)Y4y&So@UJ(rtobzg zwVdv^fmC=nz(VI?~(sj=Q@IE z)IVizTecQO$W!z20pNR>AwdfS@X>;A0p7VA{3Sek==VFV(olwl6?x?ty>T9T(x>(uSBse*rtDL$E>{mue zKi5N>f1GshnlKCoESi$pRth?ARAjhN#R$93hIOLp5;WKa#_%?n=74?)wtt0R1Ab@$ zmQI7f(IzYVjqf+}4FI$OEaN33;4kq6?iYzG?KRt_^dsO-Wo%2R-7%dC-KY7Gr}>S( zX!FjLqiEFs@+Zy);aU2xWDi8 zL+&#G-wvRqanEl+rHJlbDlh+xPUfC*$H!$oYx_o=)2L=JOzxj8S zGly^%*p|4wb!-fwG5s@$2LaR#iw{CqRa9It% zSfBY%*E1VC`I_O?5GI^9wXz?;L+>}9g`t`s3!Sg*i=i8O4%q5JeVOmy>swJS4eSmx zga9UYx~CIkh7M>m49oLuK9R}c{fO6;r*xsAQ}-t`C2eYX&@TBUANpQn4qM%$-V*WT z461=g6c@;#$Jp|vw#HPG#CdL5nlb=Hl+FREGZ&U`nhE4C)YZfeFj`ZgQSe=69Pj6S3$EcaQSv%!z-5!_s*qdoXui|{t^b9KE9&Yv~_ zsJ_Q@1D}4{*f_l{Ga<4SbP)@WBIOdwf~s4BdvqPJS9IN!sVtG9#V6F0QbhRL*7jhN z7j*Nm_9D*Cj!w^B`x8?e_8+A5>z~ZB-8!vgH1TqDGw7}JPXw~4(W4AM`(VnQYoj@u zA0E&UqlI3Vm{IrZxK>9B-=FOJH4b->{D=pj(nuDpNd`ZgQt9FA&>}F1u197!pa~A4 z2thZ;411P2ux{b2LXVf~R`lq3?2ZAWC(|n`DvY}Ba~ztqyS7Pw8W>yaj(EiaUe+)H zN7RM7>xGRzJD(G6(SU&{I$mwv0!$QGxD)bP2GuC%75s)^(6(Z`C*!E-PIJhddoB$8*tLXjEcR<}yhbl>tqc-rBzd9~nsoj^$aqu?uNT8d| zLM?a1%hQpar8scLtX-e<>eu~xd=?-fIp_`FYr-nD1G>PH6$nYwlgPmC%E2uKZ(6GK z%aDgV%!snjc@{4Yo>~Ok_(D??R=|z)05A`s5S?_$%bnT*{^!V{9(v5HUO;CEyi`yzDF$XQB2*d9YiblMB~vBg`3F2y>l@&cR~_y{P4<&Ykhk0Mq@y`$r)4P2 zzao621Gs1Ns}H{>wS(xaUV(ad1jKoz6)?;n137zF$B6Tf zY#UHGS0el`+37(P4G42t8qY>4*nRu3<0qJk{WYObVf3TeW6NcV9n(frG|`W^m?*HP z`p4LWhfM73^!Cs>t0e{Y7hpL|K32YMbQhY^Tu;0Tqe8~j9Prb1ut();56{XCD5CU( z1Mw2`X?;lUdngjlt=M2}jUp&GJsp^o6b z+m6ern;6R(72_k;3do&TW=<(Pzt?(Hex&^2;gMMv`xb2>F=Ov^* zS(#e8e4^q9y5rwqqb#c8_gZzsud;xl5$amj^?%{ zH7{2jM`dQPgTJY5yf+^tR@px07gC<2-SQKnqg*=XqJqY@FBZ;LfytZ7o0F9`ir~AA zFB*kr)8P_rsFiXR#+c_ZqSn~kgUB72rt9~zZZQ;~sC*!v)iS<& zAGILxRL=6YCDOIx>q8TcO`r)MGU(O)Ei`VqIXtm?w49$)pOr=11P!5`@?w8x+nGRKebSdE5r|VlVk3yM+g%KV9 z8LznZd?O$sArUV}v)S^W6xu2BfBg!w9MBaG!#i` zhOTU}CL997?a}<{WXN-UVIhsS`XedXe-u93|0?2RRzdHALE>>n>0+w6qC&t_n}^%e z*tOLBzy^Fks#?-%+~z%=C$Tm@9)C!_nZ^c|`X^o%`Cqa8XFUKM?q*TOGdv-7GWquKBf_vzoN5X)&G?Fe`}{dqT~Nx8VCMAE^pHm`7jV^ zW|$V6>tT2a!C0jr(E{sn@cFmaQlziP`VI6n+Es{!z~8PYbp4+Q)TB#qMz2M&i~EcW^}olohia5_63rFp!+%Xy-@kAz&RNS-hzl{JvLDhQGL z_E|r&bl+dX6^1u(l#a+^^Ey$gl3Z^>Q2r<7_jlp`1@z7eJssC!GC!cVSaJ(JJ)yGd zFMThtKh4J&3D9MI5Fs^5$@FII%7LuMOIL2VH{=?snrxuM+*LkrevW&EAtm6VlA~p+ zVU$d|Vq}PR8X!bq_OpXj^sALoC12-0gFQOXcrYe4^YP)9_Rj)?QzMeq*PLWmTuM&T z#%_rA;h4F5@&Sf?6#4uYz|5WeLfw=xHgL_ zbVc@C84MQ_y&KDuP>HswES^TY?VIO-T(+z?g(c5iP0cyZ*j|%C38Tj0Rz*#X?!o@E zX$b$*>w7)$_94JkvI$MX)YCluW*hHj*~l6wufvrvv6F*2!&PiGZ8W=w50>b|u(K_A zpWTqXpFgI~(Q>gVU4i0}znzOW(E+C}nqgEx_YuOk!t|aU3VfANAyNlrj=yTUr|Vb}IRCE_pvBOic4BCsymNd4j6~MX_18zlAZm zY5MuW*00N@Ok(+?N7~7+M4BbD4G!0uKR%iWwliyICSKjaVq{HUMNE9n&|%nC#A|1o zREYfk3F|P01joqK1l3r2#JpOJ6O_qB)6es5l8Fs-aR`)&^c-P`OZQqpNAF8W+}^dL zRRJ&iMi6wq3k%<3`_F_dmO&Fk-i8vvw42a8WzvM`t=>=vwa0c`E81;*dMUW=s7O1IIUxA7l)0eJ<*J%O0k!TfgvXVbT{eGKB z+}kd-$JXCx#=j&jL`aw#^UnI8UL-`P86G;AL#{n~f6Rt4!q?VE($ z7le}Aa`#*~I{!s)21R(CXzUKh@jZ-)`&29XC+!ia4w|lFp^0k+18ZvDjH_!Ssvj6O z>7cPa3}No$@T9jPAr}=A**TB%^-0gjTQH9p^N_L-f`%r^7bv~%$E?HCK>y9WN!4eP zKrhGb*QK5JTaiS0YsL~ko*td|K?(4?6mkl_O8iED6U9FLf9nX{31U~zCJu03l;|bT z(!z(Y4#pp3n^$I)kBP|ZtiIRJGwwsp7G_z#U5zT+D}CO&$mSqL4>|I7{1IxX~0d%NV5)e=V= z9~K4f`|K}JLvXSRCF)nc0pCcVj5pK`-j;HvU3g;~&E3duGG2I}y1TF3@Vx6TV ztXWgXspA_Mr-N1~Y5J4Sa`G&WV2wMVjMpwNLQ#0coyx1gCRc@`9I1!JwC08m>%VyP z2+%^EU9FzGp_F(O7_7k3Q*(y_PeZ>CUfP>{)8|vd*NO6fnc;1#obO=i4xQcV{Xf*b zb9ZOW)-~KgC+V;q%dl1*s<%;pbOa2NJfOX6Q{c(n2;RD zlYuVw_NSs=7}h%VpR*#r z+hjsDx8d2Xj@^$vva5L;vu#gKk$TZaH?z#uGLuC7_j25u*S{H>=X6*x`6FzADvFJE z>inr>lgxdkiFr>mPnqx82k{LL;^$x$$7K;_1x@aPOJc#m`n$`>fQEO@g+?|y_KdR9 zu&s@Sb%kXKg~Ux$sBJjS6sezGZAw1{LB@7xcB07gdKbekGeNxt!_OX5W=RfhKQzhD zhK+U{aSdZ1i0`C2{H?OCjB5eM#twtB1nXq7dP)(_!ABMBO`Ar{Op7GD=@IP{Ptdf$ zg~)i&_Q1`|=a*Feh$3$pYw=!ca3AN0+Ah9Av@^i_1Tvm{w)QXRVqVdAGhDen7vx4p2;D$*(`!_^M+F`q6`*;;Rdgo0;o z`b~xm2}*CRk!?=p!1yZKHeixAIf_QoL$rC-X)}r}JLvI#e_(1A|5BYFxBPNO=iVh; z0Y8>HX;KO4r;%LBVCq^e_8`nxuPfhz^GfR5F6js7Tv^Yoyk6GqL1hp>$1!yHuEvw{ zoy1glvcG|%-RA*RU}^drYUuDy+RU|W43O#HLgb``tc`z~Om)HlVYZ#6J*T@6Gj)W{ zGR{taMcT^PbH?+(_qy(={=H!g_)Da9#SIVhUc^G8(@#DV(UXDu!2XF*C+xl-yqS(^ zo>XGw@+z!;BF>y*Pm`Wn+41q297xOITVg6FB998O3Cx+YD_v=HdTo;MVh+Ek?E>`) zqMkqJZ{JE9CQZRYX2+~2&|aSgaoxsUb#k}yeS+KU#lh!yFmH&Rrr=Q`TSHG>pAQzg zu+CJ~()_ZFN(CoVt#`&aLA1D>Yfk=Pw$iS>Aj?Nc%HTQK%RnJnx^NV!R@yq4VW(db z5KzR@+2b=_-lk(w0h^iqlyaws!1~9jM=J#8Y`bE-sJbDb04>7RK#s&uVe&$QM#)VFhz@7p~^lvBjLJMwYvUvWMv87tLa1tqJKD zl8yUssJ}dBqyg1+an@(q=$6L}f*t>0(;_2hf(Yw%E34_aTY5hBH zoy|t4Y-t#$dUdvw;m2PD=xbpn;Brjmx{>w#U;;zGy}#g09Q$WMQm$42ef_8nQKW}s zGh2VfpF=Rb>}Aa|^F&13G}m(hG2PN57Mp|Gf2rs+pGRxFuLEjrY^5DZbpx`PoHK*4}mGpQXX& zK@f}{KN5!t4ovJwIJTw1J(6!I{6-*1BOGFh0vZ%zB#DmEmC+-cS}N;mYP8=-di5B! zE*;@D8-1us7Usv9?YD0$tCMH8oQ1jMOW!)BS zq-DZrI z9iU~GW;@&7U_(WSDRXYl)0Wl-UEddihV9=YBhyT8BTk`nhetsWrHYlAFe}mTu zTo5gpc6k#sIMSspMAfFMI?BGwe`x*53-74-aryFMD1=JbD~Bh)s9>vV{3}U&mm%Fn z<8u4V;n|0*y$y{6pEAj=X7??z{4Q;$af_<6G zmL+AgPA6=)by;PA>|omlH{-orAT5|MNSo&`W+Yk{T5jgY#+^Ixg$t%AU!Q>D@o;nB z2hLmC7x>#}d>#G%WROs55?%<>f(BFZDI?j?rmQT!-u=I(1jUNs!s|bwMFs*Z#M`AN z#9a8#3BR9qQhUq5?+u7BD22pI&&*^ZUSQj8hy6jwpsUV-koc*7{|%X#?kM#*-gP!$ zP2!+I(X84I>GQrp zBt~li1CxoZ(Qr>M7(GsF&B<#NWkmVEu))dSjHD?O&7i_4Ty`OAeVbMsFHkR z%pT<4i{l=V6(|F9YYRKR=R*ID(W;>?GwTX9MJbpBzWB8m_-o#Jgx}veQLsjjw-%YwNmtDwhaJK$4+!lIi!FIo|F)^^os8Xm5U_SPsOQUx?+B`$1`sZjp_#ekVGQjaR z-+9+3;RjjXab}EtW#(&Zj~19?p)t5vWoyh_#4E|V_^cQ&QHND- zWFn@YcdAmgTA8$gADY&6c8n$HYFcXvOx*vSn zNX+lK-&qv}=h$7w26V(@_+-$!9rf?YOB&CcEn_R+bWJd0A2T$RE61an>2nB-9Lp~T zSQDbqJFV~M6}i2|N59;}xONAN_R`9*CT;OPMS}h&0=6=Ejz~LmGl*y{p+wExD0Xpz zi#GG~%u8v71|g1jRyU+B*SKJBxz^{&v1Nv7UfNW8L7J*h(1Y~<9b(DQXua71Q1ct(b zqKxRl6X>ZK;9&&g<@ro7b9IDbBprCWBoMAqXuzzr;L=f90~)5+CunorOg1c|Sd%nm zu?zwgOIsl0RO>y2QK;5_`9phq0lO!iv=czXMfDJCdASNA|a8a zr7pWaD0p1K7DU;9}Gjhvx-lb)GJ5Du9k8arJV_hD-{^7jfskU;V73j{@0w#{{ zGmwONvC6uG46S}(Js$OO2=7ntiG6NsQ=(!4`bY^SY;%6|5iIM~WoQWWL8%)+hv8S0 z?^v1Xdn+)r!|5YikQr}7=11U9{L9h~Mvz;yLiI}rMkb|$%Z^v*^>oxh($H2sjpUAdmZI6NKvwb9ljLe9>XnVg4CGj!2x3rs`gJ^e6Dj7C(1l7TCcMXA$C`lz%L={_-DR18RP)NFO=+=lRso4v}s-~vF=Bjg=+vFQthl)241*f zT9)MKXDTn)`Wz#_B%B74@`BB$CJ-0|QX{J*OUp&=Me}dB&tqMF_GP8-ctN4fIPx`O z!_K*FXM7#5-Km7Ls)r!K+;>Bj6F}znVD~Q*nhz)OURDsG$e0db|2s_>2p-Kx81+_A zay!cRqx^I1G$(1nUFP%M^6;GecYcnm}>|jLW za*;glEmt<2G0ks+sM(OWRPskQt zySMJ92VLoi+oKiw6k72)zq>A^Fdz+dY?TiVbBl~Q%#R4NLpGl>aM3aje*AZ2>-=wd zYNRnH8SA$|EAB+gJ#VTnX6)JP>~X!~vt{Y>A~N4@@H!xI8siY}^NwwI%Q`JOdD+8ZCG-jrm2RZ_WU0Vt+Gx*lWRRYNw^WI~BpqFUVNJNg#bRHqe-mCmY@cKNhG%kx>?CrBfV&ZXm?3#m@`RXC-(U z=FrkdV`XtbnIu_4a=G%eM@e4uJ|s9)gdj1`H_wGbp?9(AC^L&szs8uKpb5x0{Qg3= znZ|5FoZ!fZnd*nwhsnNnK;n}(SH&>FWYD|{Ii7jEbYCUpVV2CLW}WK8p70@En-RWR z(oe>GTUFLNxBH^vxj!sQfRe5^#tSA5H>Iv3(#p13#g=&+1MENtEK)E@JOdj$hZo%` z92ygt#u!TT*aY7Bt8K3TtuEUCtuC2_{YV-m{q*85aSea_D&iVgw`KWbkv7W)JfUccM_O ziX}vT7LBu)%T0RuKXY?W*aWn@q~wwVS))=0uF+Ve)n4D_b-_l6fNRs_|MvY@Q8|90l^QSV9c{+^!E>zuO z?I0_Coo~mYCoX;}s11;+Q89Yta`DHd2J+OxVw`a>KeFEGDkoUG>v2wrK>NPjRdl;! z`m8Rj&EdDlKOj2r4)~8lc+eMvx0!LYar5FivV+`)3WPR(`UGyD`K~p#63qVK71+WU zlK=fOGGlWxAPk>vX8F4d|9A9qU+;egBk%vPAp~pkY?`&F7Bx5|?~ZxR<46(a)(;1) zu!JT_3#sn+dREE?nbNc7|_ewEdZyCr+pHLefC$rrF zyis1 zh}}S(vIqxTA6|t14gyk_zmDHUDc(-zlir==6 z3O0)%S|4HKlUA6vOc;?yza$W*#z_bDf|{Zs<g@06Xz-O7{vq%T48=i zHSAD_AevA1e;3k%=ps$_hYXLi8t|n__OIkDlG>k1@^x-J6HL8c z4&rmV>GRK=!FG-OP-q=gwa8m%G#;iU?Hr995^Guj^c|gcKyfhhpuZtc5fj;@ot$jJt@ITJRIu`%f zraf4ALBwvKkCI2CcYRY`QdXLm@+Rrw>Z6t6FRil9UY=2>FLL{h#9I%$k9 zUR-wp&Tn>1_;U}M6#XM;D$!}T<7s1B147)a>#JgKqi1Sxehj9 zK7|W1>^QOp2!;9T05A7BTv)qi)sBNZH^g0LZ&8}9d*H+MR)b&^9^M3b}amrgl_fUjBu(N@_fqAs&Si?7_p__;|#P6R6 zN9;^lkM^EknY*e`hnQ>s#>q*2>uB{*#mRg)?-rwVMk4=k`hN8NE_ass6JS1YtKODV z%eOnk4Dzwwj5E`injHU47=z@%T;l|2L5NlkIyJ&LYU1x+uFGAx@N@xwo-tK6+50X# zQjbdQy@58~jj(Sh%vv$Cy1N;XcKDUQU-0H-)cr0v_o}OJAHUQS_XnrGj2SjDSx?AN8}Kh?%~7RMFXbB zKAy{n*&u}w8OBUXl~Hx|5Zv;3m_hXwwbLB z`c%*^Hpj1Qn-$XEoNzl7jJeezFsP;PYRM6y5NxZfX=Wq%)f3Tt-|IOBVK%A8CEX*T zf;gvEfn6EFjC70q8vr_z_3@Sww{d=1XjJIurzs5$PdR*6!0g7#=`l&-qHRiPeQqFL6M;7Is(s&ZyNfz3fMq+Xgs6rVn81pCEu7eO+L=eLiQ_ZbL zEo@C+y(8@{(gi=<#F#fLIhDACT)Q4>fhm1*(T0m7Z`~ie2fjPgcih0h$24yY=inYh zod1qVmjBHr4CTEEy?8WmN|27fV6EMjyB~&@TI4Yk?@jB{F5|I@j z^c&xau`17fYAV@3^!t3yAd{V&pRwP2KbyAtrG|fwT~^j(8xXB|?jBJ{MCuLiL+&Ph z8?GQTWv&D*V!2XvxK`)r+d^P*7$HXeb`+99dckrA4N2y!X{m)vD;}$ieyy7mW=DGR z&X{gV)b)jGLhQW*eTn=&H7_)kb>94hC(yGrQ?aoz2g<8p2lLL2>+iEZHfWNEAT)rHIz5x$a)NT*^a2| zHfY;hHyg4fhy*zGUSul|HCVyNu=5K!sXX7Uhgb)ZyBF20(#RE!SZ_~4Ou3QvKy0UEXn@# z{mK4p`e`b>v62jBKU1-WCdf*r)FF(B{zBHqklSGDJqP0Ud#a~ZzWo^MYpHDg_J(dv zXl{*&pZ&Cy?B87!?B?wB7#-Ujy}?u?A4bORq~D(#C5{kq*2fpS1O#DNCtU~51~^Tz z6!Ur!5<6W*oJJK2PxpPJ(}O}M4e%hYf9>-SubAj$GT_xUv-SE z=l|5P!8dJ@$>>KuUnu4`$j6I#A)w>W=q*!kdKSEm5Yt;Y_>S>Q+<}}B+*~rMe@=GV zZQ0Oqbq2OY9G@24kTPcf)cc%GBXFZ2+*b)S6YlOO2s*WN_$e9U2?oj>N3+uWa;0-@ zPGnWbVp7W5N+${p8Ang6oNy;3eT-sR70tLTqs|Ron4E+t(e;_N>92Zd#`{>yCZq%@ zA_1K_Q)F#k5Y0Kc9g0B%OnHiQi}Kzd@)~5{T@cA+4TX4dNBQ~U@_53tG%-#+0yQ82 zfq}psi>*>8(_t?er15(gYc95;Vtd@|#fn(+`k#sFr>hrJM~jHtU{rU0$!8i#ANzAY z`ic+mxs3Cc6mx@aJ|9;%0LaU027@{wB%&Ea+INU@g68@3OV6#SPjWDuwv9BgRZ+%?^a2WZMfmEcEu+f<0J(Jmci zcb2V1)kKiv!&rumuv6IPcN3LQti69Cj$-7u{Dbj>msmS9%G$yAX~rdtll?P~^mb+i z+nb~fxz3wmt2B z<@2*MzBJg##=^X+AH=mR)FRS^%kel+6|3Po1Ty~U(eb2n(X!fl6oJIvjL9p?N?!$` zM=;HOgGp3Nmk4(i5&syoflpP@ogBdVtp|bz{bWD;od>%7c*2ZcGI>=(12)DF!sdGW z>nohfehC4`qV$YtjFXyTSs~WU_UCjTe&OVoS3Glh;wj9zi|l4vxTqEg*Sr&*&OIcw zXt6_Peq=S&HTqEruuH=SqNbpT5z&>O!dhH7OBIc06RL$U@%hK_7mG}NUa7?(*G0MD zF0clebqjxhc#6dfZ(ji3@{ck*GI;!zvX+TszaD9r2jBA_g?QsfCkb<{WiG<7I1Gcq zsGoK{KHu65`1@b447xoD+^6uoiqfjVp(oGZ!M53254~GZLDKO+ra)hm=52lp%%A%K zrD*MkBoSXY^yuUXs_^*MFAe}SKsJnqpC5JdD+_%=!^*yXC^R&~l|RTV*;+UdHPH{W z1B5I~NoWVdKkBg1<2|cW?a{KOYm?C&%39&-+ux;he`jia7Qi&v?OFV00qyPfvEd zW{od(fAXQe6kV)zdJBR;0FY&ASzY;=V07{BOWPL@$-mA*L@rEWh`(ekl?)|J6org2 zxq|&AuvM!5j@B(TLeXLznoKjNk8Av!zju-Umnu|E#ta#~S+%b7fVxCaG%4+PYKhp2 z4yfUH#MMxRD(^#UvmU+~LZ^E&IAiKNf?X6)`5~&92u{WRfxG5mex8^x`-ybwA*8Mi zc26xG)!rpD$^Tdgh^1eDa%1g!@vLlHOeHBjY}#^jyiY!fcCHnbf*Njy^FEj!c0xGp zS-yE|)`*Q*H=7k(D!{8XWNrt46~q61c@-vgS{z_q_|>xryltbAakOohzD3JW5+PeL zIUz#A$6nOH-6rJS^%MvqQ?F+q5s(@K$B&Xs@go<-LIyM|>W<#DPr=V@oo9bn!GH`_ zV9)aqe4XEXsh$zO3rp~+)t*8mw`#i>q=6Bvl^(LmB*KWqU4g&$%gWLQ=WLjdXqb7F z{~D}mDIM>C2Q&x7+*km<3;b1V8%%zwyiQ;nPrrN@EI1eWZVkoV`)B05pYBQ{jC6TZqP~kpvzyGRWqx-~Eu>zz zwL_oNMjGK-65h@~*C9V}P;@Y~tc7M}_zj@j0)&uS5KD(m$tHZWU=SYF{5phb;Bwd$ z2o!nKZ|u2xf()It&#>Bn;tQal{H$?_j^1r=h}26Dd(rskhvnSirq>0MmmfwUuX&fi zPqDQny$;g@QMP~cjG;lw3R4dsh|?916%3iT2;A_1BaqyUBXq0HmvyqXvQjr4cYFIm zo+Gv&R++D~4mN!=kN@CB$XKK{1uacL+SOYY^q(#Qv`L62m=8R2SB}A9?z5t})#3Hr z8DOgr!JM+(J~W|0!O4UdBh{7tF%gXr`g2AKfJxDaSH^Q$5# z;7QJHm^r@7Qvqa`RG1;N)vW!P39ZCzzjOd3q*Z?G0eksxJrf_KZn8;n1em0rI)m2z zb&?EopG~I7SD|WbPWA(U#YFapF0@uZ+F~O1FId2b7 ze4lO}3!9aXRVX>HWau>Cph?AJSHtP)D_;*wF@1SBk6p=&KSgvONyj!c{4q%ddLz*~ z!i#g>?w*lnKVUyfs$YpDqbG}bz40~!+5L5$Tpk0K*ydGsu@eR^{d#8j!3}c!$xeBw zW29fKfvq}L(c4GthZel?11ul1i@&V2>%-09B!|BdbPT?kWnomzHjS_t+{GD)%FSzy zM?GA8ke4C-cm|ky3xq)B13%*iQdQ}1(46w&<#(7W;1PmeM3;4s7jRm``i6e!4n2M+ zShisR#3!29hX-S^ul{NA3pw}Ah6%pD09Pl_a(NN~iZO)sflcMH0~b{nb!W-|i0gHa z`v7#4e7(OQULB9MDcWC0`CAHyA8kKEtA`P01d>5oIaN(fy^S%UwtzbLwBk_F8~y!V zD!#dIYh`OGU*g&kEttG)$#)|>pV2*iQ(rS0tFnoUIf581U0T+kPiXy6)&N`SJvrSE zF1>yZSD375w;Z;cD{E)$K(D0iC~{!z*V|cDqAa_SOQ>xum9wh~RZ`IEO%K z0y=K2${55Rqv=(4zMM-J12xH97>;)NLZrmdtYIVvT*EkcQG`8+xcpk!yPtzcd&W;P z_M$sN75x9Bd*A=1dxI5YsrhOLhkkdc0M{~SGZWMdGc8yr^_a*#vCpQ?-VV%MNZcz9 z_3-~T*tXVkXq@R;JBKGb<0U!@b2vf!AkHPlR+kfg(A(t$oZAK#GP8Dt zb#cA`ye&inBk9n%OlK(c9+QAeaz>~lKdY+NK$t7-aWOF&`ZL*xY?f4yaQ}T5^$_Fw8H~k%+mj-Hxz=LWbShA^tk&n!rMzcM zWI7{Sg=VJFpeFJ&`Dsb!$jc;1wKA8dE4?v&_4=Eb1Vb1<1EBRbP z)+?InVLHJpbbCZm1~!7?e*P%d;MQUx!yt4Rh6*NB{KFWM6aN9my^I_G@}{dFFR*Q5 za?+=$cmhr7kN4&SFW8PB4&%`}3}5%wq?m`gpVpSwsnN6C$=TrL4FzoxWWs-)y9_02 zm5KDT+)rZ$-m z5i%uDmVXJ=j9bpSZSJE3a3lbz-|OUax0mjL(c>~}yaA=(d(GY%F*=vO5f}MnH!FNO$9I9zK=7DE3O_1&YPYc$Bn{UpL$=~KG zVk}ZzF#Gq5sUi|9FnFAXcwoBu_H>Bp`KvVdu$5t^ zqa>3gkNkMjJqP+Oy;|C4-+~A11(*uNvvf3dv>1qnAzeVO3@VXkz(85j>GAt$dQ_kD zYy~Sd7JZ1~@sT=-7?}_-D|OphQ4!(Aao^~X!i;Brn;Rd{UVS&jg8a`Ist2{f#0cF= z_GhH7&y@9EU0vzFRgu2G9^cLQ3c(%xl~-(5e1#?DK)%mE!6J?^PbV=o=m4APZ0V|5 zJV+9b4&j|&JnF}LZlCzTSBx7Z`iZ*l0h%yjCjogo)|H?zHYHUZwT5^te9jCwDdjHgx6^s66Vu>j~*pM;$!<=lUop8 zntzBc&1I4Z9|A@FMtEfG-*x%Fibl_MgGxo9Fs?=;a3pmMT&t z(TVY~|GaDJUe*V^>}(|t{;LK6pBTEp+qH+X!Q66F?Lm{{I?}KL@UqSIK)~7G9zb$v zveML2O>`dGJRYLm6YhYUrM{_y2tC;Szdx|`H2iN-rRN$}Ks4~nToU@M`ZcmlN|$Nf z6E095&Dhesxo9=UPpy1ATDT|#=#e2;V{G96ja^;1|IRWs$T3o-TWL| zVL|$VulD~vMe)z)oAUqtLK6Y>$pq+SIX%*x_m(?c$NIneF@VbcQ!e;NLjJb|`7cnz z`ZqWI|LwckVFvZSr39;2e6Nl{lg7hKolk0S``sWf!Nh@O5-Ww)C1mdem^2iGwPgOl z6-fxxB9TJx#ZUgLs}wCT@6n24hz>S6y8-{Q0Y#Hg4ij&6*w2 zMWhdY|Tf~jxzJBSagX8%qUz5?lBW3~> zio|=Fq~31_0@rG*D_U2Fa!j{~GD`)-dt3(f{A%cC`2LcGFOO!Dt;rf+?wab6f4dhS zDBeF%DO1^}4|#w;O<$peb9a`PE8RJ1Q$&^(i{&Xt*m~h?$J8+V9#x`JadAo%5fQui zqt%e}7C{?U2(?3g6-1U1au0aSZ<@^w_ba}|nYe$hB_%jYFJ~h2Afb{6%?BrT^ z_s5wu4|m|Q$hR0`e{1WB?|)Hw2vX+paJ|9%pLDZq_nBgO&=K7(1BUhCyG%l>tq@I)Q8;MWOJl9NIIGLk#6=t5 zznUlvxB3^!j!rJoQd2<>(s^#UJx4fP=51XJkm~`h2qEQ*3G0dW+RCXXXPJ#o zo3?1RmQkA=)$U^WOx9WyGP0s}hLa@q19%Vm?h;zIVVF<2S67qP*IVhTWRdxtGB_(c zE6*|OV7GYkPR_^cYQJrCh{SSh5?UQjr2Y|ez`;qUrVhXQ)CsAM3v_}`Dy!`J$j;k7 zcRm$rvN0wiqLSp>8U^~QoZj9L;Fk(BHGtwjF}}YfDC@PVhbHYc8tCa=0sT{Of7pGw zwB%^i=cWAirmQD;a(31)-fl5phRJNA2kNKReOG*ii-ZvGR$1D{IZ_uPH1P_a<}shN z@E7$D79@(Kh>DL$fTPioNcYsQuG$C07KKv9h+7ngL23xvAI2kze?k$cQNUoKJ{Mnb zAt8tA;r~sr^M%B70%X1Hbsrebm~3UjQJ*68aCi*qS&B*`GE z4lKethOO3HAA4&(p&6Dz;g}xK$`ixG$Mb5s@1wdOJC~O+8+WnTIfQrB0nSd!q{V)7 zZeyv(obC~$-GHamg``}Nn%CwW- z?>)R~e5N(EuO}>&t01-{;${jg8Iv`nti$o0B9FdTFO%;aIr% zBe&7v(>&avEv>*CWIG&`uSsZOD}Igrvg@dM^;fz>Tbgy>8i|K!bfEH)szLz`19Lc; z^SKEafp|V%B$?yPXKTv*li0FR{vWaG8%;ll?bpuDD=q6FYwqln;f?&`cl17ilQ}NacVy|&hfwL*GS`u zSsP&$dl;LVx@&WXA+*3g$*x`RB6M^>gMu>A(ERCo0xc+_V|TsE26Yx#S)E_xH$4Uc zjT66WZLMQ+yG;g+XI4*6_y-H~vG>QArq;8}jn8@Cm2#e8s4mv2V`AvT!~Qna!)&&W zzR$|(kju1o+UR)ubfs#+Q4Hty!O{wqCMJ>Fjca}ykD3vD#cY=HHqioFPUDNp;_eKoOEN-~mttfCB zvZ!xAQIWxaZBbtjv}gjmriVueW$FKlq3VBr{>RmuBNG(CLiIcyUQNTy-qiFk9GTqb zb#-$hlcT<)1IHI$KDF24s>I$f_Xd_L6aKIK%BFD$_G1H**^S$h9W4qNLeCX82FBA# zdG*JAweP?cH5)uPZq1PXSW1KBMXNB!dF!!rKVBlfnzKORLOXxaH5!EkwbRGojPqyZ zkyc*eaj>z*z_n~#)uu-KS$mQrxzKXnOdCv3##hI(R>#ASf6QQ}e~T?=vr@9d1AvU% zGS+^y=LxJCmb*xj8fD~Sf_MAm{6vW|G}U$Z^-$T!25ez@etL0!d1&p}{rzH^(xlP5B1R zHw-z!d>us~Dg)jZim4vP!s&6Gqu8n`9N@*-z+_r4Q7fj2z^t;oz0)OYbSUQu z@TW-1ToY)P4Se$J^SfHu-#4I$v&7Lh#_|k^yePZ)Ze2uX4srg~@ON?_1zi!rR zse9aI_9kYohk4}h2p+T~>R9+gg@>ZFx72C6WPlu(?wk4&866VZ5C+z^&duaeC)2O*twZMXm&QXq0arVplB4Gz> zh@xB6=t3|I`aeD6y`Hv1Qx$5OyJMfbQO*SPUf`0P^;6z(Ty!6K_O&w=w_I1|jXx{% zXu+Uc8+5R&PR^h1$JJNuI$TORwKt|`(+*rGfxzuxW;xx0IxPIBT{*&JV9u;B=-VXU zXGdTl7!@5ji5GMdfU~yTi2k=XA~n*Maf%8Xw*`(n`)=m?ZW7<>3fAJE+6JKsqkeR1 z8%p$yRkd}MlrVMH5LI@(@H!lw7AAwdip()hb*Dy`q8}*7KQxWB1?-GSa~GBnRaS5o z7v%-rtknuPCzzwf2NmJKBem&qmWe^lTiH~WSI|9783Jp2@^7C%Lo1j_~w4* z)H9_kiA@rk{j|qqJ45nE7*o{Ur2=V6xqmWv9~)hU1iQE zd3r7^evZ#A*32Ma4OF#?D(2T8+5(bqkAQt4aYf{42{XryZDpxQNC~mx4x-!lF8|z@ z;r2nMEm>~}_4QK+N9u%l^_PcaRU*tv6}=KSU0qL0OK%?^6-g>+d3Sn5>5kfhpa?Zm zY>b#J?!w<-o5UdTaY^3FY+sYct;?%TrIx^)AZXM}`yDeRrOIb#cbhvg);m^$~{Pb}pO7w9nrC zJf6mEdL@_$54}$Br3d1eYv~-dk0CPrLnAK4z9>GD`Cc=0tZvuj3gnUrmPv$#^rtjN z>CrC<8Z>iv8M=+g%6Kw)AEN;X#uvJFdUIO^Dy|nXg;vnb8hur&q*#IKRxFNLS6$AH zz_ZpF|3B>}nIs1N8J6!a_kfqlXRGI*{HIw5U=-81|*hQ@mPgtwN?3Vk|(piV*u!Kf9t*pkl zg;mu8wD8m?l*X&M<+_v&HtBh#a}+8|-!@tpR7%Y1tP zWb)i#9ixmu8&dfmBw>X$K7Xx|O+lMoWm^fk4ZN?ei+7H$-U_W6M0332p2QEAH5IAu zbyHk4LSJRHn3}s+PR{Yx#!B-arjem6)P}x&2DZ;#-;(L1SlB=&6`e{Wa6!z-g{-%n*^O?ub~w$bb9m@Ki;g#Rn8^S6v$UzUX{@ zrIqRSAwIjE1lo-?d)_;rru-C*1KNCvPc2rDjsv$C@)&Y&zd=B3I393ze){ivUIrHV zU**G|)w%EEtNC7!j%hW^W85n^L4S3#i4GLnd*pK)&)&USSY4p+vf|r@+xy=7*^bm^ zL1PsR9NRK^qR|FNgJpxGvVMF4Z(rQJN^2(gm@}^-|#fQY};SK2-kng_a5y)=2c5z>mN9XRFuiu0qY1{FQkmwPG>ufQ4P$ zjuhajA0H_bwk%+GE1$bd6%i0fXd08o`JFg@etW!`+w?f-d@ap>R*>u@qdZOpsiTK|Hp79D@za_=%qRMC2SFH z(Au#Y*Jt{Wf1VLbiZv0xIy?O(KFr7xmMLUUhYf(lUZ;Mx`LjAb?*pbIdSNc#xO}GG z{*<)|MpjjAlS|{I7|72wPq!bm&eOkeKXnbVNr`Tqycl%s(s*@ORMC&nMbv#;3(dS% z?CD1HY5$W@fpz35z4aSt+h3uan5nC!I6FP7 zq5D&c7EBd5dBYT_gwx%HX|zL{GCH86SgI(h3C?xiiD`(uvHT0Zh1ZKO6HU=YsBFn=D}+O98LKE>N48J>Eit3$_PW{pP(B%rnKgkK5oo05wq+{}!U9owmF@&1`r35hfWujI>u#UG00eREsPGk|6O0v?-!? z;lb5EaIl#DOB)^|-54`!CpB_ikMOdcc`Hf%*%_?++R<)ab5(57gvf`+u! zr+uA%*mO%*PN214lMF(+7sCCEYR1~u*H({f@#5hT5AlUAZ>Y+{rV;u{GsN3?8<;<^X~ch}(V79_a4yK8WF z2<{f#Ex5b8yGwuo!QJI`_Sxs&`}aN<&05{Fdv?uHW7Hg_S!bfAtdE~!5s>h$gj@6R ze29FBYK)v@oR(x9?E`4!R>BWwX;+C>-1YSe1OmP93BDTxUfVMc7Fj79!A1p|ir5Xg zd7FF_JwdzGFjQ&0A^6a9#21J*V5vPlNmh7S^c7(qzlOEz)4;RQ`~^ z)NkrDo!j@e&jH_>g$&{>?JgOKq#6kG?UTB0pO_sw(if3T_6Fd-+-E=$-Hh>d#JBRTJaGjVzu(x5|RDPSicOPdx~;E!C^H z++4frAMk)qt#2uG09!TQ)KS)B2TR?7qj<5)FPLT+vTMGI;t#5N$E%> zm+MY^t>@`9X1rG#E9&)O7nok(aWEAr;J)&=KQ`ZwFU>-9F35|gr-K48iq{QZO*dqiTQN!bdw&zU$I64lTf!jv_ zA%-R1bSI#hle)DehC$;Ct>9j($N702iRkCr7h1lft@L_;Z*_P!Af>+dp`r>v8a-Nt zUHtnO0EHy?Kp=%ss|IfsH$wUNQQal(c@$gMu6_9$c7P5YCWJ;DQN!p;YK|^&a2X$0 zx&C9-{Et;@s6*|mqjJP5^getmkm)kcj$kLiueE$OdeCesrQ-?ZR>@t_bw1mApKLbz zL>RHsiPxM9CPCzPj7}|BkA)Eu497FGtvO_c96ye@y3+jfN%1qXhfaG`T6{)G-df2aP(^RhwASl-v5h)D=+b9|9chDklzAa8uK zLi?mL>lOH@26dpZNsaN0u?Vcd!a}Nn#B6hVbl#BQ5Z(TkOGgJot1Vki)}G_H?$*X_ zOVPQlP!jZhUH3WqeWz7hGI8>bai(Hj*KHF6)?tRDm!T9~9){1f7P2CvvN>7UUXVtN zJM<3yhmq@7>VargKz!+U2yQTdmRtkxri%Itxw`1QGrqXhxnrBAzE7XlXLPdE z6BHD(zh<3%J3Nz@CLJ^x9UT1g;f0P#rvV0@Kl_aq?R9-|7BT%+VK^8VyCQFO`#>tj z_O0u~oeSc+#NgJu3FDVI{S=$?#?2MSQ4xB`Gc28DR5Je$J;ZIs3#?&--L(}R-DQob zOcnNT6^WKgPS!!TJ8o%8;zit~NaJ~pm7kjn|AfS$p(FvkCG)4;{g#;@Q+eNnhgcCW z671U+DZXK(X$n<2uAZHrhu;5d+L7A*`e(61J#77Y)WTO-bBv-H=`d4Gw1k(PO%?F^ zi*_#iv@HUQFs>|S2FpTn8z~Um`iv1v53i{QH1wpmMXI!wMVeFv(qU1gweFL|<%JFl)oNBXkk}qWxY9L)uT>!??X7_eCPxupq ziw+h;K>ALJ2`g(@^EUW+g^X0fOwim~Mg}cf;`!++GK2t%P>gZ^0zFz&|{>$@cSQ`}Dko=;yVkRaO!N#Qp zCJrh~n-RzFMu=C?zP@jE_fn=k_kRB=#bwtmr6(oNp2L&Pv2ZxlvSBs;bqX$DlzK2=De2;PiR_vCY4D~ zT5R}2F(@t1Xs~DnG`}Ks^;5;g314eeQDw)(NF5wl_;XOVi6irH35Sl1l$2}l&ldF} zjf;13b2E!iJRbM}O*`R3Wu7XT$nWAzf>R2bg6>$pX0Q-ctvg(sFlk1vC@6qG&Xnm_KUwcHuvy~zEW7)gR64ZWLf`h=4BqP zF7CqarwomGE-nZ7qQE+ngB;3B$K@I{@lTQXfyhZJroSr(Hhwd?)>8O>tROCIMmnQN zdSx8yiWr9t9%iYp!^YpTNid4Mp5;97=vvG-Pp$LGUL|*LXPJ&0pxo)ZBGn7#M(VgS8C}9qgb> zv|{|A8C42;YVIHO;X>HH5n3E;YelH9Z0>G+R$;db^8(LnaCDHV8yr8m z7(zCrXzSZ}U*ZxZl8258tdD-OyM>gOSIuxZd;r)dcQK2g)5f=g_)y9v0S|)!QabRu zG2cCUl0Bvumf2dijfl92wz!WXdq~<+#>V2{!tdi{S>KPJn)-((42*QBW*8t(L?8Hggw z$Fs4Mn6^E+w8Ptro`1wR@Oy7B4Kb|x*TaVrt9?h3hwTg*=28@V1%pWYewEMVO-c(QOme*|Uth2k#^VeO`7M3c2lrFRt-9bcDxyw5yr8dA zTaHKuwECW2Se9;D(F8g=BGq=_mk6>X@EtsqK}7rkorI!#v`r>Yb`W0^rmK4@FRnYD zU*LmD2jvmAA}Iu>MMF*-837T}(P`)7Bu4RW5^$PmjQvXxJYvI4kQrCQs}TNE8Pk=)ONaCPMl6gb01bhk zIotN+{j*C^Xr7_)WBHrCy|wIFR`tVL_mkRj(YRH!ccUqBI=&NAdQvw7XY3#t`RtR$ zgb;lYsQjSYJ7kzH%bO^N5H}*gx7t6Khy62d`oJY)sn6vB{S=X3g7+4Pp0)uUS8i?t zzs{C-L_jOpq@ostA{aNStW>Qh;@O)Sm_tmvzt?T!VJjDd^6hJ7K&&ASwp;+k!sYji z3C$mz_eZsI#jLk^bUo1f971@eEFHPbCr-6lm=6 zJh=R<)AtGIXDe-SsAVRc)|}?Idn#+&0&JA9%ZuHAC#R-X>vzAm9%i$0aF`+gNdX7I zjyd#ywE((beyItY>@ zDhpkmV%W`tCrvY7sA8+H{zoL!Q+TTB%mqh2=sfJR%fq1Erux& zv^2jyWH#!fLYQ2V`?BLT%~goQBWlqYSW8qbEJjA7>|{z`@9FmovkZA9yhQ7ThWD& ztyt4^$q@aC z*r^Z9Qf(#xNQBI2FO;IE!PZ0K_x1~q&*CGd4)7d8iP?E~rjH;6^Mmu&1&v>L7ub_g zUxMN^qz08xG0)o_KBFdLV@>=HxD#k2&G}kj4MV3-QWDQvX4-=|=-;PaV$L*;hSR7l z3}>Ns(dx8WGVQ;gZdsvEksWL*Bpr}0OF29XukZPHa_Zs6{GI#jS>f4Qs2WHZyT|Qx ziN&HcUl*;r0F2B z$&qXi#Y=dtuT!n`>Rh(s#Y=uUUn;}i`QUz+8R|}R@xJVZ^?RPrnV6hpCYBzqFeUEk znS9b7H>qxkIsZhG238M3FTvyjl<1NREq%pr=gFTGl@}0MGv8hwK2FUAUv?uIneLRz zhEP+}{#AHUf&UjVBr2SK(}2;K@ejOC!rRjKpTJZ%`{7o`3UP$#iwdPs1A_Bt3nmb> z?!E-7TV8UB5-wolcI2GlH5h(E#dP(U%mvaw1sCALJWA3SNgDS98_wu_O3KZHQvv`o zo1vwuGxcm!aziR?Q=?by*eSvo;9g84jk;!w|A}PTl1gdxv6C#sCDPYGqw#)__iCM~ zf?1PjQF0o_p06Wad8i~iQrluRBum?_zNWUn{-lnY2!xF^qg}9+!2v$HpKSgrdk+id z4X@h4R7`f=&zCs7<1}sjWwGT2nBv*0zi_>DkT{qrKn+1qrTo%=s50_vx%dpxR}+Ppl8x^?={LYnYB;*ll~fuGWwQ(L{cM zg_y1taQHz;0Uvs%O-!u+^$RGrF^<8H=D9T9sNDdN~5S7~EZd4&65=6AbSHwpRk=0kZxqHunQf{Q`1rrJ^=cd_4byNTts2P=wdO8Cle z9l7c8@tPVivir<`H9L9JeIdJM*XiB!!f3Em272)-&0|gw74L5GcNdM%$f%Z;eIShY7(l1Y(i6IMZ9%&9 z$@gkE9q_cXsjCI*S{+uyv-me(t~FZwT}A3+V`EFOD?Y;_mncMXNJdH@F^jZ&2*WS; zETuPp#O=Z0&0VpueAfsTmZZI>S)bW=c>w7-0W7QrHaHPC$-GQ@+h|{Avyxvfq{;-rn@B+zL1Kp) zY?gEXfG8T3T#b88EcRYDn+aJx2r9cs0Ftma$Ok4Oflwg_d^xoIxtBvSB}z<(&*OUE zX_`N*8QDxT)_(f%pO|g+zhX8Y{Ge}xDcDUBzLa}!d_@le^w%%S?XU*tNd9wjWF|kDG9w>yohv^s95f ziR4ZgPLmIJU#;8)(X8eVdn=*atz#t6Ldtl!D8;uu@%w99k(hu&Xh9vQ=4tEc=FsoH zKBrQ%9_F|b!kVx_bg(=nn+T{(WJQ=+(IJDPMfq-LQT0zM%Dfp%;%holTl!+z$ELk) z=4$d2k{uny+?;BSug-+bSU%DN!dIm&mpJiG(h&c2M`-(v>hfDn-a!PyRe;X`cSi}; zaBsk`pp(hsd99+tR_^nCNhY#OeFu><>n-oPS)p&7!=sXP0mBWTQbFqE#WG8ijHazq zZz6ry8N3lKRVk~Hrn9QVlAYGA8#qOZ_|2 zP7AYFoevcW3F*`RJe*cC)bO!zt92O25HI4;{Q@5lbjj!P>i4XgMJ%HWNm-)dM#y$F zY-rzG%ni7D%z^i-fxT>}PfP-(!BP1(PXyo&_LHC{1t2Ip^K*$&Wx&!!kPa-(r+yNf zyxgZ8AA_d^Jl*h{9RoT#${hd5n_1kYDiSm_bJ!;l^isG&q^WFE+f6Oyc_I^kt=hRN zy$}PS%E?%c@r_5MpDJamQ#uMeXR35`BEhl=v?A+HW^>4J>1;>~PHQsQDQec^QI`^6 zh>->_EF7q4qNTCR@OpfGMRgQAv%Yp}GuQ(uQnWCQ&$y9HtNy-=)!lPMjyE)&$$YLR zS?{tV(4l``xPoBfEfK)#R3y72Ko&Mge5YkzHq!}{b(%@AzP|0^atogV4lI4N$6tP}ro{B}wm8@<=tGdts*My8 z>D}vL7GB*aoi@2d**!kp8Ci;7jlv>l7S`Vem|av5NZYEs*MdAc+Q8&zMf~gP3iYDJ zGVyp19?%h-7~1_P&wl?e0l`C-u7t(Ipmh2C{2%AM4gp3+gF9RR4~F`@dnh_MNUO51 z6C)$Zv$0UN!`~u>HiKjkw^|$}a=?f7*0i-1wPu96O~>nPZ1Ex@3Y~GIE-%Z&9t_@x;RMZ*GkHoQFfVZJ>DS`LfNk(kOawA zxS{=6i*e7OMJMi<6?{MHw&Aw;#mWyGpkS6PC2N*Ew(oS9Md^#(_Qu+vs4ddpV`fF_ z$H5lI6xwk4<_N=Kd!EZoq9{=(oLdpug78DF2yl(rF#uFWJ{OmY`MFE}QGHscXD*l8 zbW`GFEf}*&&lXdmNU5OKDOmN?Ym zKQ6Obm*3`b8dtfka=@){;I{9IQ0n9FLj2-Q4Y;7ye#pU56lkbZX+dq$dml2GxqZ)h zw`|JdAJr^KAcgUsDyJ#hdc=ZY0|>Ha&<6uDb zGAq>otzHJcIrF5XD7FSL>69_jl9wJ&WUgo{_>_ zv^D?hU|-{G&gEAnZKlv#P$6KL;SgV6B9mOKl)>KrlTub%^mK;uG-JxV}8#f$?rT2RwT zakTp%2eD9Pq|XL{er(MA(p*}i_P#ur+#d-I$WKw0*7Q5Xakt9j`5Ne8@TX_Vq#b@N zzhG9Jc!auKtx%vA^anRopwQGnR5zpPlhxYRM#9N~uh$z4ll3m)j0~jU+zyyY&O03e zn{ozaaIu1lg$f}OVmMUgB0CGN`3{XXOsKNKnOTuv-4B#MwT|&G-DDXol=3vOk;ZMp zi8Il!sG|py8UN7M>*HRmyBji=x&IlZ1CpTQke!~wYck=iU10C`p}4?+L7M%V&)i%) zfohLxO&MThU-X;^-9Q6Cbg{iP5(T2a_sS*|Kt+D#{$_zAbf>r-EAV`T?DrTH9u98? z5wvaeRdVGPCN9D#LO|djj4FKEc6xmlAMqekO?|fb>e8%Avxk4aTk^v?Aj@aKf~iHL zVYtC~K*0TS2Y^(~hW#)y&DnjyVgFJaN#P;D&INgc<&qrzW%e`NmA$cav`Y^s!0)2g zbp!|H7161vc~$t#fIC8cHOw!9C#5nCKww^mFm^!{bX?Qo0N}|xiNA8J>ez6^f(%2u2myczQvw8v8Pr^`hF4n zAdr*JdE;^Muq9)*WkNYho+tn$pybR=16y8<%qc5gjI{x|bLgVr!iDO8Wq$_d=l-D1 zm9U@VZJvGddDwaYVh1>Qvs!*g^H5M&dol|B_inEScgKIg?e2n|X8SfACvT6&67qe+MK=X!F)wS<3v z=8VELV>g0+TLT||)~J-ny|DDSh!?ECBY%8A?cVE9G~0zF@~0xjf>>_SMyPzBXKV_P z*B@Kz+K6IQSpp)ToQ2v)^5Uu)ST1!S)y%O9kxXW>ujg{3`%>|E-Fo>JzVRs-@y@uN zZ#-peznTH-fIB-Ur#0-VicWkYgi&HOSe}x%;)fT zY4_Clgj5JlEq8{Nr=B3BN6%%@i0{u4f0f2Wh^hWu;h-(=8(AWv95rnJE-W0#i@x#m zKZJ%e<0C?f;sQHP;{(7Y_*iD_jm>go7sL|3$kVg=e?ZO*D`=qc=gEhVBIx~Nd zdRuzk?|;_R;WM7T(D|IAbU?3kx4c?bh@1GA{Tiix#_mw_v?AxHk722wT-MRmT`db~JIatGdyQd7KSS**sV&RSs-i9`ahDzeNBAbQVfHedg(*ib8c-7Q zU<2XHwZ}pG9?*Wh@YOw<4N}1U+~NfFOooI|Ak&rXkVejsca~?iEQFlE&r4e!kK0Ek zHf(ii>EP(-F--9Fw_Eqi=GESC2#&Z5GvM?oc+Vq53pV=(=$4b%lf0UN&Iu!%!>MPK zam*?!TYA~?;ID8SKW*%U6Xx7p6GGnT9w_()naAe!gN5OhmrG!F zQT{n?iZjqR9!qARG&gT%cXI}#OI&=^kL@WqIU?th&Pg+|0mR@p0Nq5fcWDJuFcosuxB zpT!5czt9(7aH)W9%zcj|=q4*8(QY+y1JEZIPSmpn-#=pF-_UzBn7 zl3Yv5Y=6)LMg^9VC4hDh+j;og?@8^d9B+hD?c`*!Tn4Q|1-7LHA+K(o*`viRyj@Ari)-XZjtmeUd_c%?dR2Z%l2@C0`x#VprpPCFRCf;{8 z$NIg{*Ch_4aT$Et5hp3FOjI`_blzx9=UFU(kFp>AAFp#xdS3IMjAmKgM10`>`{_r}1$aG@{; z>>;zmgI)_=){&6-(b(A7*~zaHe{KZ#mb)biL%cKeJY*okc(ECS{54^%ZEf}9F~RAg zZ25fL7gl%dMyg$!U=)?UxVTsj=!Ok!=Sa@TzzcQUOvvPN++{Ne{{{m?d^OS&xx$LS zG1bJ-BBD#MKVkZTSF+PkXeQ>?==R%9=k(N!BPTz1E464^2~4D?-yDP6A^jM)oaF|M zK%_aNWxDoKYk(AT0#8+ta|K zAQX35&KG|?#(u0c+Y^mX~z)@uLxM6l_N!Qjx%~d`L%S_Vt)D5W$CzNJ?pWJ zLGeekuL``bLVXM0@sM=E_D?+>%P1zLilT0CMJXRz3R=2}x|(WFn)&C@{5mSvfRpK# zN$2*akF7n01vS-|Ukxmb-Q@JllOOMUOjk;VfRQ>p&nb{9Yx;%@zWtT=@bEZ;3YHq2 zkp4^lNFX9&P*JfR)9KSk%m}z%UZD|p%_SwR56j14Tq_rUvCoSSc2-yKA$rZWu+eco zl#>+}wsrhG2Km0x+#u7wyP=^=whX@K5w8fYT>KP8_%;K0D|Fz0SogsxD=6qI3I`M- zXhh=@aQTSK`ue))>8%!gYyJJ%Z8{BVG7bFxl2=nl_RS>pdQMlzd)RxA)9w|G(LRB? zx)q1r92z==UhDK_viT9~aXA81b9T7z-3BbChTvF?33vCXmd3gS*%E4n^L=rWE^<{D zoZBer_=0-cN`YSB$g^83mD<%Yc-5ScBto>l4>c|jtoc6w-`^9klC>N^d8{S(VL zIGlS0nIDVS+D>>~+mLZ^>kW@#`N9jHlXV@b8E2fx;^tn}QLC`ItRfHiw4FUt8NvINsPu@OogWe%|DHCG%Cx?weU= zhjgwG+Z|2R?Cr&nCrn%7SsuY|JiYR zKxNq1QjicASA?cYKr9MK%|n}(2$Lf)Om?=N3?^v`~CUk$UW5%y)*T*4OY#0!%5W1LsrP_d$JgeM!%+n$>dM=>dyPMg)(Jrty{W^ z#PYs8>?2CK%*S=0e`)=+Ku}O`ir1aNTxW@%7>vc`A4%_@CzKhvXxXvVg1=}g$}3Ap zTQhLJ&#fD`zg5!CMqq~6C4euHrpWd7_wU^;>wf@DQDS1^DoZ!`39B_c)nmx5E)3}EfvO4}t3|odLO;*r!!FG&0!1*hg#FTw~pTl@|kCyuSD(fPNY=db<*+C1J|0*Se^wO;7} zys4JSz=?UMUD5gTFF&NnxWP_2-mT?ZWttH+kbirL5s4vzJ5pjS4%%FW$~3Ib&(Gid zg9C9SKrjdlqk&mwS^W92v8&?mW_(!o7!2-D!L{O0GMgEdnNdzbI(EH4RD~eP1#2hY zE*G|aj^BirDsrio;ZO8w-6u;q>FXz;u=Alb-&?I$x8b~SzR*ce8egQTHTVL0{gZIU zl_*EE`+xEkrzE{Z)BeP?DHtN2{dt|V%#Kgp@xtjIWm9GNd7p;hkdw?$Kg0IxB<7$S( z&6jYYf9whP_L)tn4P5q**{Lxb?_oDG&zn`KZLkx&yy`xcyRcpucD6;x%zixHL;xiPKuMfv0(x``sYe}RSfFCX1 z5a~b1JW+n1{JAozt$?gxsORiV%ZnUeoGZg^f5!26^Dn;MZ%XxDwz=$38H_EwrfF<5 zZ|lA2IdKLEhJ$ood{tk!-t2OaLct0+ZJ-3Zw!IP4h`QZ!;?m>(_)Y*0il0cFglw4n zY2BA>E~>v3>pDVAxcPnrDJ?Sia)f1DS)V*Etqa#5`lqKw;~8_<#%R@J8qC|ynCC@e zrWO@_9-&#GdQ_**etdk6&hamSmB|`fK(Dp&n3>S5^7}yNBfopjXda+;sbhwmgNOP8eGUADcmk#0O5?^>b5=!HcGPTnRIfL=J&|#K%)57 z%YB~PV+^5_&q)(+DAm=TkM#J@SBN^jqFTiqaK?b%9)UY-Cd4tCeZxr1c3&Q9lit7) zcI#Os3l5_}Hzw{hg}z$jXtphiCcTapUS3}HDxIh9kC$$s$~sXQH4ImDFDl9Q$4xA+ z&zR}YvKM@i?9^{BrYW6ITUL@&VY;tejKY}<4YjqOjM)+PeD+amvHHmnwA~p77;iTV zKMC%78FYll&+iAT*iVjt@n;YZ{z*D<-qsN5pjM3!@P5giEd4^J&dZ`8PYQVms+NiJ z%O${3SPFli+W;N@uBh(%T9K8Rd3&B`utyl&zvTJ$8`)2z+m}BRvvYXtHa2)fXond& zr&C?Z=~fiR;v$iqoo&;x`*+(c%pj@E8|lPrHKBv+x(%M?X9aCVkvZfDJsG298gzsf zz4a#B{@m#4bB?Hgac|zAf)EGWe}D|~jl+!Vi@&>rJ6MZDFBywthUoz_7E0`!)Ruid8Co~t?L$UhpXQydsYRj{B)OS@?TT3gohSp*4Zai@asX_Ymr*Lq`lHY~t zo)he@=@7_cW9I4d6ITFgDzE7om-%@+7cLId2C*kgf>d2vuqg^Ng6j^~+vCW`#3c&* zinzS6Kp>kf{*mdp;Hz>edsFo(0ayA5C>N|__(i@ir#VANPg_4e?cmV&YzKfy<~ruM z-10?L7ok4}BA=$`oZU=*D0r|U^i(!pYs%f82&~U}X|9~zIOJ)9eOr`ac~enQX>j=6 zr~h`W9vT{osz~Y3*&A?O-Ulo{4A8c~sF6}~cSj1P2mi>g5~5v2(}~Z{sK8F+XZGax zz?|1zYyL*9Wn>r(IUt(hQq3ItgGkX0G<|jHCq=$G#W`(N{S6af#Mu| ze0=XWf*&{A?`PXGGBSlc=9!XW(mw-zilTra>=uAX>&b99Bv{oba!IqgMRJ?)s%i`BBZ}-t``cJT~ zFqn|#^ld)hI$?Df?8||T6@PJRy}326vG0*TMibFu@XMw~d%OEE>EW{gc^Kx%q#?ia zEj%{%VVO+nS7pG#TxKSG!rQKNN|`@?v$|qlJa^8LJ_;6Ay9-`q?PC-nq(K@U#^Tmu zvXM{k?`gl!hd4c*?sj#p&^^2wV#b?-FB|6jr9Uuem27P*uCJ5I@Yp7!_7%M!FW*<4 z@({5+kUnrp?{L^DZARw`=S!p$&c{@w|7aii!oFe+W_OzjnXonv4q8|){A@HJq!V`Q ztv?*N5R4kE9LA^+Z+qq%%8pPc4dELX@i8|$rkTh$DSn1B4omvLRe2EY|>7j*On@9 z@}q-E?Jz&`VHt1!zzuej((T~zSYV*>^emSGBL-kS*nqWJjJ(^_jfPjrkL7@H#WtE!0hnu8}GzY(jytB$nI^=d;Np2LtvHDG) z-4m`ehGgE#!Ak*{PLYka%_E!|*0zNQu&+31zv#mI{F!9G8K>qQ>>mMS8J`5Ckc3ww zLfz4t;_-|^`H$sQw8}o!Jyh$^#Aux}rp~bTBE|&oA&6BmNng7uCCSG2RaNwmhb#nki-fwyl~NWMGErY76Z9`TyK2>n z)6;V>{Mno<7CoURLH^(3iu&WozYI_nBHYoiQ6Al$i6wK2KsVm0ssQ~AzdC(q@u-+(!*>+WVr~`~6_4oUOtHM$k&N;yI}XsoVKQvT^SFaRu%V8I!i= znPLh2so^+XzjZwApH6DYN=eoM*y6ey}sk)R5 zITS>`5fxfkINUyLB~?{@J-IP;m6?!j)RY3DS7PRrq&boE5&Az3zCUr~=^di@rn7(N zgW`A;vC|MazgXDu*Rn0RB)Hrq8>C$-=*li#H#PWkE(qPEcaASL9*>3zpf0kF^9H?RyZ=lwurao+3G=LItU^JB0K(=(& zAu_C?p-o`8d!J35!UT91N^=TD##PaOg zJo$=@njvv9F`xTYa{zK*1O^3Zi*e*yr%z5!rZVck1Dj5GjRt=3x}A3nR6<$t#!DQR zTb+Ed4nc!&L|}UVvk--Mf_q$X;=sO;pdMwXA*5rgt&PW5@y|KodAVD_VaNZm`ya1z z>qJ5m3j*;0+$dJ9InGtDHXB3hQjXPW!C!dlG~^-F0ZG-*kh68JcdymuCWtSjQ~o7G z5Rl19(W(t_=lOQvII<@t^y00d5`)dO6!Oq>H@*l+l7JRPn$n>sX+Yw>iyLycL=z!x z@kWE@SdfD=*{768==i4`rjCgHG4C_Hp-&)#^m8MlT^%vfEuLpfUK6Mh`&|5BZTeVI zR*KiqhR?p&-#2KXTt~Wu^f$`WEjA{~vixL+`chGM5swiTSAfmkaJ6$9I&SFwnBCnCv;){x z_AV*MXSsP0N_gS6$D3)@hqk1uNZpszW)o>w0F6GhvZ7I5e<`U$*w_;WUJO&W)#byR z7>;?vDDfqcxN_F2rNzI^jar2fDnzH)IBxfPl8H5>Z)OH%Vme1K=a1aNTK5p(F(U_= zQ^?1{bot{O%(LwT%WS6DH2M71RkrqHE5+a-44q};*W$hATal=?<|8%Qs_xW9fz&6$ zb0dB7h1!9`D&6+?lkRuxrC*v%_J&V(L=|TlNeyX#WxX25P9jvQH9T+7bw_Wr(+{t= z$9WplE|4JGCJ^0R)q{#}J!w50ZTXj9b#RU=%Q-oS7Z*;QF6Ojb^$=%^wj36N2wWfF z{#;C38|P?!VVEJH;{P~lT_A$Q++1;LoU_A4Bu-CEWc9qYaJ`0msTR%etgT3u|9rDV z|1oDrd#ai6hRM4Iw`>H|>H#(Z_O7QZ;5mh1%5aK=WUTlJy+N=aSFwJ#cXuHb#3nI| zUefwyu%TWIOE>gNi_Z+Sv=sn1(7ZPU7|kuLu0HL;!UG!`!sjcf{yY7_ zqq4D@?6QcS?SFEC(ag@n4(fOUTo~M9|0d+*+>i?R{ z0y6>(pisFSJvGU>extViP0kEhJMmd?k zLRI~aF)=-d^^Q0_n^(fE^KVHU`9&+^S5L2P!3>)Jo*pDp$`2$mWj4Yd*%X-&Sr(`q`&x+U-9j2`Qu{!LY7JP zc=&TSqkQGGd0jWZx^>TKtNh)?XUI6Vr0Z!8_y0MUq>K`9OWc9+Fb>vSm08&JQlRN5 zwCc>xeNkt7c=@X(AzY=Jz;-tf2m!G`B_D+ch`?XYy8tp+rOq=H223 zsl8ojfMr0I`lxEo00SBnL;Md~4|qNa@_nPi=PK>)uItlC(R-_+l5tdlJXsF4qwnuy zD>ErFoCyn^slFcER%iT)Z@!r4q#Pej8^j#{D~4)wBy!aq)4RhbBc#TkLMDekIUb=jjgB@NCUwG~4v zs@m$x^0IT`af#f+k)BuM#%NP$(JRlgrjsFW?iE{V^R`}ALL;|h<=YA8)@CUzt-Mw7 zAEKd}iKMC-=&NY_)Rgt4sv?v$a8D63Ih&j69{o>MNu;jowbpnI0y;s6)IT#Wpxd<> zo_KCgV_OhKrXrapNbQes?OwWAv+i&hZahTj50ISJT1z{KOIjOc;e@HjrO9jJ>RxTu z*%PN^KH67Ld(E-D9X;2E1I+JpojQqG-|PaJoO5~A`Dx3m%brUHJaS`>>rh|r=1DLm z=8WD2Ck~Nrcakcen?3XIjPdi#FkG{~o=Dlf!?`i%m5t%9wn@$DL?% zOT6DG?o!Q9_%b9P{i(Sz&7t`|In~&A2#)`&wgz zi;!$}sOtaBmNMA?zVVlVlt|T$t(Bc@7c@F*C1;4V(g@fF^3k`v{C5S^?aH=UK4Cee z3;t_6zJe{luA$zPoAGZM6ORKX2gK_{#ZVbU-kB(y3kutKAD8+G*mKp@l?=W=w-nUZ z>+!J}{6&xsKW-P0k%r$es#qq1;2eZdGs0|tRornm^*U^<&$Q1DxH;m;`w~$-#u>8H-!mQC`xi%;330u-*$aZSAZ#pZcajj64PIs9RjnGx7=+oaqU^ z8+04CjYi2=pK55R#Z^+V2&vP7p^C3&-SgLuzV%3DETTnGbz(VqJ_ypX5Epc|7gct4 z5Dy#9Pb8wfA2eO?MiGKJYE67J@Rfr3{wjDg^FWwF2Ev`cHy4# z_SpAe92@;A2y%`{$+2q65(WD2N@o{mOyN5_Ez2|Tt30YqDX=nFgkHJ3stj3YjiUa>e9k>2V*%!Q{QkuRhkkcm4Hz7yuBw&|&q+Pp30jt}u52{YbSL8Fjc?jR zvh9sAzD$PpnjU@>;t8fhUPj3_&>rcYK9zs`whAY%ECr{*)j5yN;m;i{=8>>4<;y#F zJb2NY6!22Aq8S_Zs7Z@!P2m0XxuERrs7@ier*qCZ;K&`S%CN&C#<|$T%R$4*<*BTw zifUm0zQMzJ;|f~4R<6cj%3{Y3(p&0$e6PeIjt@vt8>V+MY-_5Z(p&8UgQ4kSuuu0| zbg206qbXn0b6#KH^4^-srz%6BKJo|>)MiET`5QGKBjy&gk!w22c;?glp9Knr{J$%i zyKrLY6ZiGv#l<66gNuuz==O1!U(sCz^K@O#jO3z#mr*I^xsIx2-pSUVk`iBM z!#`Z^JL%!ek*xCwa~Fb9pKf_u&wNW$b*kbli&+vCzu|tdv9bU|fU)W)+T}L=o%p7{ z8c{6nP1ViDCV`80XNQkzhmJKA+nSy?cu(*}kQh~M-LD(WQ=cs*?Fe<<2q zizxm-=HB_O(!Tp2u6DL*LC0b=ld@_{n8PR z_TKIDT<@3GS`yTf>~~*5X=AQPF)dBK$hnMETgSiJ+w>mkm;17XOgo=(?4uglIS8Lt zNt1hijs^B}ESC`1R3h|;lQxe^SdlDODaGr?Ns6uKh7;SZ%5&u1f5@Q_kjdqgA&wuY z#$)4^wA(~a+ThlE(poOqB^IoQcjCun%$<(kIQWok7I3nVUT&Zkr{F8-sd4M@6lowE zn^{$?gIryv{za)$qQTM6Q5D?GoO_VMeFb) zDd&Wc^vSFG5@S4<9-9ed>||xcvPAR4r#TaEYNXGiXop^dXB&`OZD_E}`4SXO%srxF zg`=fczI^enr-%0rD~`uFysoujMqgf&4x(bGHe(Z4^XXf?5}<&O&)rq!srcdh#y;IwnYi@ih1lS)ZDt(FlDx$FVU9~ z5Gt}I+qLSk!GfgBo`zDAzQ-^w$LifnAfe>Q&bU{6RMJaa7t0Taf0Yo9DX)%h!Qrf; z3L&vFS++*^>JC)8ASWIUCBfQO=yNxL2D1N^x#1>%@sEv1nxUbuNmVo6Nay|k+^eVv z#58akebpcn9we466}`XbD54GnHn!Ayx_r*0EA!FM%2;V$D!~@W+gh2~!1Y;wpK6Xj z(5uP(4v9|VYl!IaZB4OCVzJpYs~?=b-+Xv#XeWcw^pyt%o#3561$NBWqnsuuT9QBOAh%oO<$?8&yfdDrz=_Xnq z(A&a{X||#;1UeWEAW$@1pc(mHu%hR@3p%UL%NqWAI^=IPcZ#g!KQOz-J(CSh) zRWlbY^bp6W)v!@lz?l!>i!`*djIEcUL+uni>(v`Atfi?388N)D#zykm!d%q1i+3x* zo;L*HBsJ*r5gzEPStWYT*_hyK=pes3SEprNWA?zSpE(6{sNHRFH{B3XQkFr&YanQ z@Q!T-O|+C+0yeS*P<3o@5be2gi{o@vHXalWX8}mk5O+j}){E4_K6suq=8&TJxAhA@ zV-7Zl#JvtF)ajEbJu?3{q_XMLi2&EDv~s=s(nX=hD1Qxj5<%2@ zVkdST?R}+V!EO)EF{EYvrY|B5yuImUklG!vwi8%b;xF+SMM)5Pf#p+2h}?a?Y+^)a zKA#3R_BNn~fb&iIV@Bkbt?{*}g@N~Fr6oGNq<>Z+Os{A=)G;9X4iD)8qeHgn?|zx4Va zp8s*Ysq+4oGv#C}uuCN2fGMlwz3OaEOnjdMx;xQx0q z^i8+V*r?6E>LrJ4h8IV2GhdisUY~mH_4n7q`!8^Ibfi0B6frjxQsKCcR$rE!Hh<(@hz9tw-gYi((X!1ff8spk zK;S)rGVX~&RD7X@XH_O=#GTs_lO-xrybPIBt=6n!Aj*ZZdK$obWzXn4w8~D;5_75k zM2TKg7&9#UjkvrhvmQJK8pR~oaOcFJtVz&ED-oOx!!1e66H8hxpM}SA53Qpz>ckIj zCmmobP)hYDT2_}TY?J^`nA%xmphMFbnkAVHNI~p>qkn@7uRD>km|KHn+I(+*6RXLx zaG{kvZ$);sK&(oDgEt9{@!-!VJXcCc48EMrgQZi$JStS7fku@PT5Zzi`E)&%CzYM7 z2zlm>+qR4*GGQvM&Vw7t6#y~PuX)lzQJLtk-6Kj=P;fwb&Pefrj|YA(KcdSahy3uJ zp3xE`o}j+%2pe(ozk9axTBIb9-Shx5}xT_H0PzD{o^f#_6t9_5NOR{ z^W^v3#>>$G#kcvWf0^^*Z0>(4`TcBCknvZS{C>`mvlAcVyBDlou>8Rx6t0%fdrR_d ze!IDP*I|Fc@t!fD_8!}Sg)^etYBSC_lu%sxd9U*?rN!{9#F0jc*oHU(gMGm`7wv9& zBkuuV^28*6EJ*(;o<08WWK0i?2SG27Bbo7v+#hN>T1PhZFI$6k@^JyjkP`~NtIp%A z#1Sj~C^#fBw1upeP*&smk}En4L_yX{+{8iVJocFg5h{!u7sw!M8pG+?y=>0+SdTpg zt{#qRn!Tv@5zmD;)3VKh6cIh{%)pS%{Nz(F&*@S(6*&t(bFRl4lVW|&=SR7w^$@#N z+2CsWQW^D1Q+#ltz{TlfWPbJ+zd&9`djSvFUP6MGfFF`Q{=Q53amWD|6Rj_U!=JmT z==z}?_tql+ihgNc@?7v~4&mV;RHQhEQJLs)-L3$0`>x>&%J4FtGU)F>JKXX*F1l}LCL;)$ zFw6?7L_vD1>tF05LyFu0s73{xTp*PYvJiGZ6j=G($6^UrSBuKE0jXqiX2=ZV^DV&G z;$xpFFnEdY57PTUaf%WRw86B~lg?{wZzqw0Lg$89W`rEmOLB7kwvC0Y&>1JUY25Wf z2T@mr*Ee4R1lV6dfuy*O!moZThc(HK2UL>K6-az?-EqfRQ_pO7^0q!2>E1IbwZAIq zn4kpTVE)n+VDvONOhTvleaovsJu`&1L2Tj+riRSf2@!DH+{{Z;{>h73T~~X{)%@C@ zu#0UbAR@@qXUlfxcOr@F!rZNzidj$nnf1Y}G(YphBO#hZcr5JQ= zjvBmNgz3F0p5|!}X&Wg2FLVf;VuzusspI821d0WYzt_)AP8Sl&#&Pd0bjwB@XXp(- zXWmzUsF69k3K>g-yDBzReh_S*QEp$r5hdM&@nn&e; z0~g8mWP=vsm??M?&J*;1=~K+C{}zMjO{7=9;}RV~GL*peGk%Vao?*<@pjuu+cQmG` zw1x6BsE!$tXf%0OQdChe&)MuP_-$W6c4VYfkB!q z7(@bvE<0CezasWsMCJ@J;wr)pG9Tx2Pydl)P~hoa(tzFNiFgr5VRnCd_>=$i2H4Xp z;jX5h`uDkY%sMX^my5_B_Fo(-0B-*t)4GfDyk* z|8c1U6p`&mMi^Wa4#8_?>Jued#f;@Ij&bf@MEalUQ_Swf994+grr5KtFHCoox(0wWzdi1Cq>IB9?Y0ok(Hsk`mQse!GZ$7{|3g@a zb(_1hb%`J|osb`(X4Fn3L1a>MRMypmW9X#i=O#PD6o91gkbMc1zHLaG-+8oeUq;Xc zGRX5{iX6VjrV)iGJZBf04s4lm6CUcz=wTDH?u(`p15t=yWq9Y zjXvr+*Ux$)MRS9vBl31IX|yK?DRrAU%0j%rYX;Ubm&Lra(vr47bznvX7LOjiBB=;%w)KTq}-y? z6JtVhExY4(CuYPjeK3?_5np5BrQ%Wg+;1q?xY!SeNR$1LT9&840{0AqII2gBKXcn= znYGxemeinmV|aV?pKjx(J5qVBH!QPg51t=pfg7hiw4BJ5fT;C7)|(I?!wZER`Xlbq zGU=yoX?c*f@ed5M@DJk)Dc;|mnxSIh`QIq?Jm#mu@kyUx68&)#=WhJs9D>13ha-OQ zWN0%IBWr2Z;eurRxox0T6T$yb5u{3lk!{~yYsWB5*VKrZ2GY|2Q>mYZR7ronH=DMu zLEFW*8-mSzu{ZSXYPPp7+Qnj-yt;Drx+BC6pKiw^6QIMYnThOk_g|+ykiHU41#ZSm zT{qLuNONk10&07~-S(u{!S`<`X1JwBG&mZu0luFb`2@2|zxG?WSv8o?Y3^tmXei~x z>wvugZzOmdu1|{?O(+yI$A&{rkkZeES1UOE^tm@;G2I^PcC2q82WBPrvAED$i9mfr zZ5(y~=uuqOO&S2i7E2{WP%~)TE!aq0loS*SR0UuYRj)PO-WW=9c~q+uI2 z$35_;80wyKzOTgomAc3V^WGzz*CzY5pr~X#3-1r236K)RX}%60A1AxCyhc*8UElO{ zZ@5k@buW&wKWbigOz_vvk5;<-t@uD1fWOpL*BW-6Qn^lpbxRuZoE@3~k}ZWz_L;R- z7Q|S2Z56uNuTMEL(`$(mNYcHi1kAz_>pVMo>eoaP;2QXSrxT% zP|(&LG7|ru=+kWPNAK!v@`i2S1ow`??b%(}xhC_HLgT~s_2?Oxf(dZI=jdIRo_-hh z0Oe%LI`V3MjlC~-IW#Ew5k^;@WVHcqs2@n-45{yeuwPgM(okPOy6X@HPz*#eK=vDZ zL!nGx$w8)r+NqA{zkw2RBhX1a9Z&5Aoia#ig==GD2uFX6`%#h(Aq2e!FW{ThhXFbg zF$J@RFodxMKMFpqZwM^SsIIF-cZicvvxHp--`@D`f9;cum#^PvJkYA$mXN!bt37R+ zRr>YRvb+*5FkbhGag~6|BU!e*+ngtOPav4K4+k22HOQ1ps_IKbc?qO)^zgm2+S1ZvzSvq%HmAq)68-2^Ftx zPESj9KQXX0J4xX-yabYNTv5{b4LHFo1h`hY4bR2AS|%rKGoS^t*AyFp9wg5duA?Utx*hBfQi{`utqS9^UY zK=)+NvT~%mup%Ny`x*TfF(+hX0bFf1@*88|QHj_yzVBPvj{!9{mO1J;#9t*_4O*;l z2Q;`C01DFq_5$AKhSn;D7aW@p39;~pOxvRmv34vt!{BSE zy(!qp+>TIk4MjHO1LyIZoC{ni= zDL9AJLOO;D{#JUSy?X!QFuYl&dpHpmycFr%`LaP`iALyRu4lbXA`mf)E617;`BEAUI z(7aDuy+NdCD8eL3K#%5Reniy`9C1vvg8BZgs@_`#*8&qCthOcpJkHBsi;y5MJc8_G*J<{{2kMd z=Q<7Pa$UH|MPp!r1WTA^9#y%u(bSI;sbs547zgm~C#`>Z_kt~blHJYh&>6;~`|8D? z=hJ8IQSlVB!Gjv6n-3I^x;jaLVl?#F3;DjJoOw<&CPZ6ER8KERU>90j`MRNXhU@CK z*#)5I{GiHK_}{MUJ>1$RVq zDf)sx0{2ghdk*1W`IB`Lt>;8>=<^kMfGGTtBA_UfR3}!To1AUjWghbU*@erqk^0&F zwaGltO~`c_fK2hCHl$SBV}VI88`glZ1k{KFC09ilIoBvBknF;o1!0Pif^0yf;B5^aZ@sq&=Ggk0&0MXflk2M`}=053z=~TQE_! zJ`e>wawuz*uKYbc@n-H1T+jTx=Bo5O>R>s0ZiXy2b1#R*Mi&srv|vu`97~|3;^U&f z?sGFz6d-Wit*K+gs244W+uwCI zcnQvI$RtTsxElJY9VKP%@{+P#h==lrp8(Jnr*jNWL+xo$v<_`5V%q;r-twrND%wI1 zD#?nc$CD8sc@|^(J7CA^sVnO!J7^ik$4QPQ3n3>&z3eeum4 zOLb{6Jq`*?C?@3=4l4!=>Lqj5HKU`SbA`s&c9eUp1H<3#W{krS8iG3y-Jv4Psg&b- zfRBu*6l@gPP*#MQ=M_0Z7UHl2_P(mmii!bAv|gK=omMJxVxREDusGAh{qa5GjSK1mY9999Az6^oBy z6ROTtV_=@Z%iwJEm1sU)QNdfm}GX82QlZ{#BBHrnbxQMzR#awOpJ z@}7vWf74i*vjx@v^3<^D470}YH>ys;y*sf7OU2z~2I~zS>z@+Ftz+)YBm5ip3Opg# zi(iT;uvPhqK?vb{b8jcF8{d@C6O^DP6v?1P*U&Q)nI>r71ZcIN1a3j$X8FYgV_b_B z+gD3^3R`cO(?VNi^ejS+sC+b)m8wu{UD1e&kC=-2&KZ7XgytiN^~u0)0*7J8VHW)| z38);MXDsNpEf|lrP8M@?W{vI+K>ToVAHX>etKf4jD`i--6;#^Y7>_p&UK@pR=YSM! zN%;40YWUyb6p%(wC=133$GkuB2<4`hdd^%%(^fpoK#Z(8FhdvUvsE4fS8@*<_^pU< zcF1OrvY7ahS7zS*qNwmHYI^4v-`Thjt@MYytAAx_Ya<~slQbIh;Sj};0WZhx-_Wyv zgoT5VD~mF}9Q?!CxLBXGT%#7(UmfB@`CD;nbBKn3mo-$DNy)P3ohJtU+j{;R>YXS+ z%Q>_Eyfh?I=BKvb9sr6|-u=!v+*LjI*GyWLz*mO!7~0uc^V1c#5n5k}fGohPAPIqYuyOlzGN2wwRe4XOoqXA|Nw1mOT$=f^FgtxbZR0-wznO?@$Zj zs!V`W3Mj5MI*P=q!insf)1}7YcdPf51^rsOHtoe=^I zhx_HVOIDB^#G)2(%FQA~_1)68A|T6?e{^8#qJKi>tV~byg~8-wtEi6t2uY>#oF)cw zEcAOS5#=PIcjoDouy{O4y_US;@jpUpHu-m?(Dxia#AoJ&TCft9eBOJ2z3w19j!Ad? zVLO$$3>n_+MPAwUv*GY@bW-OT8Ub)@JIlbNeAPyr9689f=3`q(qk!3vt$?AiCPV^y z&Tmd_(LS^>mEjY0RE>V0^NQiQ4tTjo^0-adsCwj%B(y0#*^mo4h!RU;blL_Nadze} zgjt;bAD9}as9zAd?*h%bYF}qKgIXeTc_Dg2Ge}AX7^76#@sQjKNQ{Pkq!WV_m>jZV z^A2t5533yU?19w7m$x0c*3Mp%#2~=fh*HYD#Q4FMaZ~;y?7-j>rnioE%FKeiK*U(D z33_NlOG2fA;k2dNUkuuG!l;I*=7f<2ObJ-=7EG=fPK;HUNP!mLuQOyhxU1{V#4tT> z%B!MW3^Bv_jvk`3+(b_H0@w5<1M)k*=j-_c z_vc3MIK-+qi)=@v53T;cC6`kK?^rjGXYqEZ*Td;7P84Ql&|pv;ZT4GskX*?C_kCsK z8_RQMKmJTtTBr^&5(h8Xm9{Tb-a5h@Qe6^*j#(o3tD}pvrHr))nNFcnLoJZZkX5D?Q5r4lF%!1P&|te>fRKfsS7|_Fl=#! zB)n3bq)Vh2YR7<_F<^*pT!tHh@@v4M_hEhYxDc9+sEsZq*_#tL)< z%o?2!GKrPF$F%aAm+r#rJAe>`0dukd)1;8)(~d`xZR~?M^iIg8fmTkPSTXN9bLAY5V5h0ow&As<7OH5{3KX&FWOb;H5a1Z01w)QP`EPE;T}Wu)PX@Q zy7(Q{FV_E+i02L8TN<%ad;?c&iXc2K5BJXETgu*GM2K2EZyTW7tCHxd-+4@3H!aApS|v+{^qgDCkGk zDBfJk&U(X>(+>&>aPhrA1JVn^ahI<@{_?(${N1|)LNhm$H%fIR_>a5odyJ1Ch7g&S z4NfJoUtH#+W@lNFq)TIw9_DcP)bdRT_V%kOK&gNS2R09g{d3l@I$bMJ<>|tLzVM0Q z?d`^aK-V{b!9pTPZ2kLzq*GA2hs^1xIrH3!ecw-*U#UkD!OyOi62Z6AzFHM^Y*fL& z#j=9K^~BdQN%ifDeSs?8N*Pv37IfTbsP7sJu~N^o#-iIrMI?+vZzRpfS&BBV;G4#!v*z@9}m# zxFwSo(_y#rrYYMsJxi%!C=l4JW$rd)(U_310XgWioOuEth{N-l$K9lWuLHbwzj%xoH%pIOr z(n8VwteWv?!W*2ME z3|IpJ;eSKiorLXgvkmn1{eAnjOLQ+pgqfEXrKF`yb+1#UoP=CMLodhhPv(0F#~MWj zgT(o`^$j4dQE!*c&O|o*k6k{j&k;fSrJbF9DVixN)NBEj9OMwWidg?uo42d+YPiV*8&i@JU+kY!frNVIkAnA_vQcv`5W=8GO{ zebx<70jp|IB`|h@G}JRd|I*;Y#h|h0#)N9TeO1Jv;akW-!RR;Rjp~5Xf^TIKiiXZI zV3_L8FXku082@hv@*-3C|Gc%KnEk&?De30JlK%v`NMLCQ18;6>Dk7A?E0sQw2`u_C z!ZkA8DKP61;yPEhwp`9E*5~(aL8qWT907SOceW-|`(-mKfghX@%nM^+<7?2I#P#^h z+<-tCa#taCtSlEW=|h5dVq4G!S41Q$ukg0!KNRzd&mvvY=d4DxU4sVYa0d`|aA9ME5R4 zLs#s0HMFC?S5%5@7HnL|^UpV^UX_L=PzaDyYPsd8cbTR5j${bxrQsL=E8tZo4x^G| z)&PDyKg~L~3p`^X+V6NL9d1BJX#yesa_Tb znb4=l^!EW7iiRF;pzE5r$X20HWlW8m>Y9j%b>`t6FoysUSWTxe)537UXS`6Ks0iuY zl~>uV{qRdjgTsKlW0(3-TRIV5fy>zw#$0y))M5z%D*Jd>5vx7zBBFB7Fi+NeEcd1w z8T(;nCG%1Dl31tGAF6Zelb0otOfDAYM~0_AyMVJBwSt&1z(DblHS%tBbQgZ~z{)Zg zNjC5G#Nr4D8u5n9i1;#4HuKZBz(pLz65P6B#KtJ^fIwgsN>Gzzg|-YsASQ3|)Jr_pWz2sr^7U=!S{d(o3S z99CRLQ14pCV`Z4w*f!;j`T2m1t1yDdxHsPus<6~Ws14Gs7~3tX(UNR!Sj$Dn zPD2olNa#~CgRVg_fhfd@$rq1TIhF1F^e!^1&&_^#_zTa|-ZU^QoB3ov3b3?Nj`&Nr zJEGJe$aWtaA|&XseG{Lq?FCm6o0}!p^H?%(=%Rm*odiLV+szfKQP~#4p;~rtZ5xpNvxV3dMBsPbbS3fB+0J#24}I zx%JObpWJ1ESE{amrlJ(+H)cv89=2gS?J4?!GPXlo5mJZuA8i9s+RM~%4~XyI55<^$ z5`?iw-*W3BDeG@4LJ-R)83_lokI*7Eb7`@)*J!U!fB2lc*7|7agCS(@u1}y5(t6qy&AbqUZ&UKf#oP<`^1TC)5Mt(fjMk@@{UbOfFNv(9m_Q5Kj9JIv! zL$Y|Y_X?MfENXb1>~#9Ov%9N_nRF0X(Oa`QSSsLHI{`6XoIVnmz7$HS6m;Z$|Kn2X zpmEkk!TIzcMR@KM9MgOqwk_kG`ZuGUT(+hnc#BGpnyTJ}ekg5tu+ndcTn!@C|%Y-sON6N@=%^4fTib zkrL25{b0+bmvR$-kZlR2t{X#MrJnE2DMv9H6T*ot6u5q$SJ4H8!!*>&Wz5b9MN0*a zEoU{Sg!A7(@lQIP@vSju1W+XgQI8#4Dd#+VbC6&$T%O-&fZ;dz4CJLlBp9^U#-rNN4nlxR0rtjbIk&#_GzP}~ zxwTXID~nq*tHAo#Ps}KA7;dxAkW5UfGZdhI@oF^r|I5~;T_X|K0mjV={Ye|KN26kv855(vkz|oGBAzk~;+=ED(Rv-YND$a$~0#m|NWoq@C?&BxO&6totz*m?Gct^Rzy#3860r z@KQrz>rt$p@$6t6G+L)u^MjZGtyW_rts+_l2P|QP+ zcglDgit2`Es(_@n*Uj4vP`DPk4Z=u2I~5?#q3{Pb$Tl+4$8e*iL0SI`|l(~D?O>UeX-11#pr zyj-GHk5Sat75>X0K-j4cPz!aj7=zT!m7`ku<1{|F>7-B>;ELQ&_{7~(&#Zv!a1+U;@p;dFDWs5Te3$#oUiauCBgLk7l@YfBjaf&XGasljGCDL1bK!fwKJG<4iu^Zx3#1ufn}6DE{`FZty;!$ zyvPc60-$_!TH35hr#H9r=;bupGOn8#pp^+mjB=31k42 zrN7V1SNok!9b+H-S=&^F13}+@zE_9qfJw_*AVK_w@r71~mN$YMzl!jR5=FhP28aCK z_qJlZ!<-`QrQ4qP2k!gyivK}cQn?japLvtutbA`N7G5BMRg?E1fY`t&>JOUNt{kge zlrOn}M9A^Ngdl&&s|B(MzvD(7zAc#rt)gJsp@dBAeMml>EPVY+5fe*+xz2o!JOBMw zQr+}1;+I0VETF-N&xd4NQ7OeiARyyU_^HsYb|SbcELjNE9z8Rd|K9aMl%+$$I(S-B zBEyb9>M6|bj`esXa5(~TyeQ+nEufp}nubwo;h?|jHS1F+aq$5_k}#pgpe9x#5!sT* z0{iCUh78_OgwpCwb8D3qhr9Ghr60&JoCis}<`NWY`rfGLXQO7e9vF0pFf>H<7!;Qi z_v=RVInKyfNLBDmMeW=&4$-7gXahIk5-C*^JeR+)-n@Pc{PnshGAfraEx?oixS6j5 zLNPE(fA{)RcIq2C!y zyCy9zI03HS+cRBGKe_aD7JmCNKvGpYK3h^c13QNM;HZUb^)B2*+Sy-CGo*qzkVsBc ztpb(k*L`!mbf4xe`#j6?1Cap?E#~0>Gg!)9Efwu(9X2E2E^|F(UPbe&UW z(nfj^ZBa8+ag?-G7rYvlV-tlw3OwRLU~u+)pdEn&Bs*~wy$&7viobTP)Wj`1Y`gh~ znQHzDK9F+h{@$LjC9@aG0+{Zz0*p&e2465am-CK99J9oQ0TVp-4<0Jh`WghBdO3!n z9gTJZ&@gorf`lY@>D`h~8$d3m-p};;Dn#~i-bkfK4o)KMRX$zUTU?vn+84zI6|o+Uo;7$D2KrpG36Rzk8l(pmQo9&r8QIR zvE=^2LtM+jeYY&*YDOT$B{L@h*KhMoK)~GI+6IgjNEIZ7##*K;C*^;Fd3hNEgjYKMtTOqNiID%E-~Xqe za+p8cYCYKx%0QkQXK#`Hh`gf#GLyA*Om<}mg>QNtuhBX5o#7UM^fz{}_vtxJNM`^W zX8#d~Umi>0*OxvtTyRt%vd%CUI+<5m>yri=0M{7IRGmg2)JRXqG3~n0+wZi%+x-4% zrw?Vu4~e5#?-17P2#*D3Y0gn_i)PG~L?{9XRRfW6NnK`NTnt#*PqNre_uH8s z#`_Omgt|z><@!xEi?WYEyC@?-BHb?|H+!*a-+J#jcQOfo4v2scl)asj*_0wCMmbnC z=>f@uph7;B8mG|%2Hp>3TAOg*oo@!-w52Ul_}YqH|ggX2pS1 z7J;j$tG6|aKHts`lm`gl;M23p5DC=6+W^=FlKhTNS7Gf`-eLyz-+CLd0M_Mg5wuci=y|JMe8ClS}m*8Z=9FQ`DzC@Lm=yt)E zc3tYjhrl)Qq$N8O@Pp4i|Ez*zCLlBDiJ8$h-|4V#v;VXw>t+?j^|-+5fQm&AuB*qs z1;OgL`9$Q3d2CxMnib|m?)hEig6&=!jojiBo zzu9rFb@Xze-Oq{p37$``)2Pq?wK$`I1M4m!p#BA1NV{n9B3K*e3l^&$O@uc($leyR z4NKfhL&3hQ+p9IX5z%N=dIYgIaCRYw#x_lNt1yEfBo8sG&%VKkjQyaT8a#(9i`>Kq zk(0gWCjH$q_R5)?=e+b`@wD?E8O+O>13WX`!=#$sa#cUB)?;y~thG_M=Uf*LZw$Df zi3y5b>l|X?`u9v+ zW2g4tT8Yd%Rg{bH6!9+H@x-Cv>lgiBeG4fb?Y7;B1}$IckEKg$5`Pq`&3!-KZxJ?s zE3{XW%A_X}o((215Gcb(V!s$J;3WBTrX^p-QdR=ryrQ8&{i+A#W;_aRZ8#+E3pU;N z=SytbngygI!`ZeT>uf8kQ>|it-2x4|w|N^KT)f=ET!s*#M}Qaa}!7FqRPwKz)!J~dj$r?@AKFl5DMrBl7wkS#11fj96U4#wxer| zMF*-(OgJQd5OSZ6P%W`-!mO>|NZ1`l`mE{A=F>1}nUbl(1p=WKbP zaLm3-lPmHI-Hd+R;B1YqZNFjJpN=V7He@xN1ftCg<1Yc4-oBw+mD+-l^>PugMX+*n zH2$^l6D`vhLlokb@b8d->cBhtY7F)hdPWJkh)5zKET;L_k`4JX>uDN( zWLd4eTm=+n38UJnK*GvI6au8=-gXt~0TmAwuBpX$+0li$7m8y7;^xu&rW=q)Q4`G-u zrOqSJ#pzT=!x&kWzY$`;V?3xqX`2_bx4U^ne<#RJu||GiQS&g&Qft#TfnB&X!+&yT zHJ0gWKo!RSDXgGV!;j)!l-Thmzg?o<)9&nN(sjLF!tVd+kP59$sZQAWpZO8x2AKbo znH+yEp(t}VC%GW>HEQ$RI*DMCQpO^(F>e)GT8%I@#9>Qd{5^7L7Uc@Q$e-paKTh~6 z=?o{ww61Az+--A{c^c4nYIH}g6Z$#?r}t8ag_q!lQhYA~{n|;A|G)Var&y@}H;v*| zbgAN(a~RP7Th;{g2ISncvMWg^OH((czuq+hMo7|>k4pq)gm;ToUP!+cSd#UTD$qo) zqoTB-Y4AkDE*gr^hc=(Mv{qjh$JRE z|FAwCTT~JJCslO@%!x+gc*|Qm2edf=fBk9>&J6jv%_y}N^iYSY>iip~L420M?n1%- zhrTxF^xbvVWVS{2)ccg}Ou~=0B20#wx-1ek)BdYp?%raR$^8}{hwJN*tv1wode>C{ zZ)gWJ{r^q(s1z&-e))AhG1W|~W76fe2uwv725c~i=O_Smt?T0wZ)?tEJ5X{)kFG8}W0 zd1xvMi3?!Pxp+Fh{u7?_?AS23b=8nnu=Da`*5CK3u3?5#jK_z^V0&FJG26@NVfcUq zaWeAyI1|`v`OimO5L_Nmo2{zxwj2?)#jnc;1c)#Bj04!3cxsIseSG`F?h zTlK;H=W&32;mH5@Kp(=|>jY#Ojm03clCN^{$SumtM%_xhKS;p8vrDVE*Sn{jBUO1W zoCyzm(S2%x7UOqafOz|yDvG3l;P{^pM9u4|elW;cL`TPajHHS_99mE9JroElpG>>q zT`C4cvGAWpF3|1gPXGON-~apd|Neo0KJk6||NnOp3G34aX(-Vno(*<_2??P$=2xiG z$A?L{x$^kLCJ~h=A?O;``Z%qCJy3*%0bu`qLH9ZtSVieO8yg4U0n$I|Pxa^mJD+}9 zO)UqoTdle~HdR>D>hzz#T$VwO#q=UQIrZ@?9IGn`BN&v=LBE->OP?T3#N1Ec=sGJ!;l^DL+)h8z3cig0}G&&rE+;UjqA0x|Goe zBZFqsDT79qF@n~bgzx0!xA!d@A39|4wEMb*En&aIfYG-ADAD188-@Q~d_g}FEubD2 zczpz#!;!mPL&ZzyEl=Ri+1R;N9x{d)i{iiXueIvihmo`#RZyWtXxpXCop4ePH$NVR zpVwW;$&DBpi5C`{s;XAL>+yJ4wNDtcg>nB}XVP}D4b7iImxLF%*f%mfC2fMJREdo< zkfDZwkYX-Xe=_EDbanN}mP6PBvLy|B?m{kRr6Q%?g!WPxsfJ7$-_tZH$@`fl`DbP4 z3_d6G&lQ#@|BXz@Qt>SkZ&rr7IyXJV95Lx`Wcz)UyNrt41RqQtg8Tky!^rU7b(n9- zIHdk)qDohxu4-v%S4s43MjEzNi=%1@|5P<60RPJe4)}&lsq&Z4kh}3TFkD<8sC$_~ z;IMhX5NGD5*`L?fOVt{S4EANaoo1ezW!v>*?yj~~6^8pYC!PI?DjpuIre=q4FJ|kT z7MfZXyxdq}p&Y5H2Oc8__hy}6(9&E^PStHwXckAQAAYkd<~dEGLt?NH5}`RQ9UoQ( z#NK${_$~LKQ$P{2w(p7y3j+&NJ7hC7lQTzdKlNo-OAo1GA7m>a(54n}Pp)uWyguA# zhbD8e*x9-8^G_c9G^_dLW_ko2z%7P4Q=tmH1*l`qXPmeMnb2k%YdaoJVb*MEX(HcB z63?&X-2M&>mlf8dJ_hw(F_&I2yvYIseZf&=2yryJbU4Oi zIWsNS<^b8^2KA5S7V9U{BM0}xW zxiS`awsi3^Kvs}0q!qBCpD(F{xDC;wsows;>c*L0m{vl&v>DT|VPXx`qejcAf$}p~ zRtn0w*uHmkW*sK_r~V35F8v*bTbw*nJACv|IFKz6mM4HL`ihj8?CDJ-Xa6)N-O|Z& zs-Fd=devEb(A0VLOBEMYF+E%6b(a`2&xACD(wB#4&r!e6-*30q&&kONKUU(Ace-?c zZ|{WH)7%g&*aG^MVQMNY^2LZGhrDZ_;=4Yc>BB_zeKO%nhF_d3;D65Sp*QM)GE|pF|0K-Zrj5}bdS`= zik-I#76vXZ|Ey%3qpl}z=(aSS!N7aOdal}iNU~EQK+tmgHANB-CyNuDd1NQ{aRg9dmAz1*y_lIf>kKJF{Mz}nrXncUA^E|S7SB#V2nHR~&D zCme2{AOoEiejjRlkLW&PyR_RCkEZZAr;qxk?BS7_i#IbMH0sTkbyW2!eLVR>A_f!k z_E5u76NT9L?-A{+mP;^)?NoC^YD>$fk7rv`V-<8XqraoHMIUv@*sRl`zNjXIio4fY_hr_ z@fi&2S0)3rx4Vzg1r~gSCr-bw!CDLu*7cp_WQmZ^o!B_w$;d8x=vWtzJF0y65JQ-d z280r^k6BN`V@K0ZdfSn)3tDgf*ZJMda>8t>sk{7co#Z!+`rRIzpUt6_Yjwf-!Abmd z^YayIy?npey85Oirt0PTHc%yL*)D^?_GIEK^8?yZwJuePdXjfB1K{ z?OL|(j4iv?(z3g=ZM#;>u4UV{tz|DQ+k39x|9FlE?>p{SUFZ4X_w=EXYX6!^)@Vms z>8qoq08s_26#aJbnB~Z!fbEv=H+%8 z`N1qG$T`s0Pq{n#tp@#Y;MLXZHGAb9{zWDd6Lo$ef^K=q)%%`kX0>6c2(rr{$a(Gb zuk*&nO=s5_wf2Z_^t-zCb39-D-JEc{e%Ehr{FoSx(ROTXwpggWV!FNvCKF`Q%T`NQh%j4gp3+qFqV2Q8}<%XC3j8 z$5mC|I@|=~==O+iRu31gP1T6NkO`N3V4ICVXd4)fap!B*B9+Z{*S}>YIYeLle5|a> zSC?SW%{oq=(L?VT(7SpVWPL5E+NKc>THC#*GlB^=%=QXPvjs16J|{YyXo!ul2B`^ks0hBF!x1-KsZua68=eM=9e5M#lR84Ji?}NG@a27r32;!0++c675~5oLUVgx0d71ry0cm{X=7IofQ zh7>Lna1s5{p|Cu+sprWyX1<#rVc*=u%@f4<-egR!7=F|BCF_#Yh>}u^Q<;X!B`9rp ze!g_m`>JDo(Q?RWcRsH-FP!_6lw8~sET*!aK3N2!W>X21XI5>PIK8w@MQfK9ZZ0)y+P$H< zWh0#)3VyuE%r$qO4A=CS>ID6D{B%N#oCMue!Yln+h@ey>+o?UO8#+R*8{O1I;*a~^ zKTNif-kuU)f}j>eV)EdXGV15fo{>W9#O|HCpQSttAJ32JqhnpuxmN!MqcdG@s@6K? z!MP0>{)H@94za?3owHELwR0$LI~ISc*d4R{UGvJUsfk61C_bp5;q9z?GbA5x758X9 zOA^|5XXD0Hr9q5`_waT*gHFUXIx+%3+&pF4)WI*s5PNZ3dyC4-;jMjn^u>y}?sk}D(rax)Z)=KS2^y1tcfdq_SHcIo6~vV7lNStU6EtMf!v`Iy^X-&rzL<@YwB$~>L% z!8xZU`yGNt4NCud-Myf&md$&vgS||FhWv6)>7=Gj8%$W%w>z1b$cT(4lliYSQ;tLD zUv}Q6J&tkYtqHzOb3&){G*_!`-KO!&t8vuU6*c4OwXG*TW{vddkPv~BaCz5@iwBt| zksQzuUw+YLZoTnJk~fV-klmI~&BG(95~@D9MBYh{xi6G?32S@6Dx&rJhJF$N-eFw$ z`bF4oqcuODGKXYmhhQ}RcCxn@dIkl+A?f3 zgF$3C72)HzV<()K$pF|1l+hJawfH$*^*;cr;*)WNN3Z*dA3A-H1!X#L969tlY==TR zrRMH#E-2Wcm`PR(j^)Y#xr&A45|lj+&WWGcpQy$h8x7LCg18DVCoUAGzZ1rMJc1%{JJERzimYBAO7ODN(dB%EJC`p&>Wh%`Wqb))dcO2xr$ z-2EhQph}s3XevdMZNu!3Q-o1-8ZFBaKi0k3SuzRXiJ6Qfriq37husQ=x|vT%mju<+ zhsR2J9J}avMLsi`yJi0FjSMHshclfQ%VTUTZd^807M#b(oxB2RiLk7y%f`sbf@0Aq zB>k_RGhI1u`ik}igxUgQb_rEwz6$5|L#|3H>kqd%D~#ZCzhu)2WxKg07ZJfjnQF-g z@Z9)TkN+2DmcPI$DXcGZ)KZR+8F+ZoYf|%U2Q_jaY}dlRpgZjILbWstc+^Ppra%Jp zxx3ojpX)7xF@)aU_opv!J{pLLS~ge+R6@MOY?kDt`d)LCX}4%w)D;FwOsb!C(ns6|^Wfwgz=^cI=2p_^C_o7s%otLRfgj`jD?uKpa-+W(;Tm$Jcu1*$NE886rOD_hk~mCz3|DeS=Ajj%;Ndx z&%b+ve@&jZV6WScn%RS$ohQXlN9loq@c+YDh)v<#E`n<4vk|OdY6&iMkB@YKSA~4u zA|2Y=+A>})1$v4oIXE6layv0bsglx!>E8a@BSAwAr9Vv8SlC<2_IQGf*LiYbksUME zy;b$-zKXiAktx~tBwE_Cc;rZ>2UfFoVN3pQ4D-L|CMm3C>z+LZw=f>3K>l%bj2wxB zuY4Z$U2_o{dJRSwRmf>^_jYbbN^2e-wviqIMtxs0ETO}I?ujOf;8pbf&Zo!htUKP4 z0pUpCLKH&>Htk;Tdp4bdMC1H=Z>gMmb_$;RPTpnykcWYX7cie8I1rYKs6OYhSUr-3 z^Gb8$;O=s(vg$n;bobkyay>qp1Dn}pdq`4Old%MO>n}1=@A>RhZpTd87$2e+!Jnrf z_CEii@r+4k^%A_!1TfsZ-A25?g9GyJq+l0_%!f5H;&@gu7(RoE$yrzk0MZgBfy5p# z7liIt%IZ$_{j*D^#=TCYz(kZSnc4U_rULH#iuTO(OIqX|MB`uU5C4r$mTO$h?(*(B zQcX_>;X^8Yb6}5lfBCMM?PW0zk1qZleTj(N$vk*6AX(H$0=Axq4j$@+-&@JZFpr?9 zxutp8)VxHuE6PpcZ*U?Y=hH*wvlJ-4YetW1Yv1_zP;BKyc+Rz|mOQiR_#K6lVj))p-)lom)pdD&O1b=<^OKGfiE@2Sr|^-^ zzDngcPts6v8$XP%|EjO>bk9Ne^tivb;ahTNg2Wr{8MqB=q0x_XiKO`KBJ&{=haCF-cEaft!5QP z4m9DDWNP%<(i1SXAgC#)KKvO1)&ZoJpEgx!_<>Ly|e(f>v z)6Z=`9ULrU2_bzt@OC#qAlkoX4^J{gU`9$`l5{#!VH@sG21uOD1_G*1fTSydFrIK~ zBYa=z{qys&@IbRoC?b^qhWR7{a27WyI&~C>c7Ui&?6q923Ki8;e+xkI9y103Bc9V4 zzTQix$6ed_Ffe&^xHG2x5YsqMulpx_sCNYh0bv?N#d0M-gvzr$sb$C^&nv7eWk&CS zyXAovi3>f)8SLviV6)PW571y6Gq0N2!1HGyNU)5rtjRHgnYpHd(Dz8DNoP zF14qE3vK=_{E#2G(B6~YfG^Q=&_h=5+HIhrxWGDto?wrtAxyXN-dVnz45E*1XZpN= zed@DicF%vLp5nJH0q6r4Dh@jG@9mi{Sq{tVimg#Z9AEFSfSq_Q-})$FR7h?|4p1vEh1_6x94;=exsl7Rk7mL<7k}`l@B_e z`h60iGJVL+^jyay@D}#!TicHE+zR!darIYT>0PW#^v@xx@Wz1CM%@4W6db;@jxbod z6mg7sw58t#H~7S?dn{lUHG&edOH4@9%EF2dt~iDBzoz*;MS28p|AOOJx!!2$VZAUJ zFv`{G)LcMy4KdP#`~``(aO)DMbtEE4$J%p49E`xd=fbAs03wa={d})8Sm9-midS zai+wCgamJhI~+zE>R#WrHc@czJXR27b(DA0eh+SBo`W-1B$D~=J0 z7@QO`*E-!Z9bBX5OIUDp{tVtax@Ey(Cj>?#CZ)3#e z8gjikShW7V7?uv{u~vI!51ixxbOG z4dFf6v<^gAFF_q7NZ#SYBUjvWnvzRzd|op$3E}EYnpImPU-Vs zuUya0w7^vBz;{6#?Hc&nCK1kBCu&b2odtl%K<1p&@#&VAG2!e-ULHtNab|Eg$eo9N z5U$hpP4{}8I8yr3Z$jf^vV^o)8Vhnll3dTsJ;sPZp8Kt6GqgaC6 z%f_bRK-cwv9@XFf#Hx%Zl5q|VdsvDygs12S7%Rm0UPlIm6TE#uo` z{mAfq`72}5mQHl5`R#ser2Bl9BU9Rs3bIVQ7oWhAx4q7r(kY>lc=ErQ<;Ty%6ONIi2aW3;?A_vC^FVJZIpTa$Me-=IwQ6= z|3<&wFE4OfW-+&hcnI5yhMzA%^ynFxlex;O;gZU$d}31Uy_u2gn9ug2pZ3nFY^x<1xi&Fqb*&Qx)A=S+B8{+z9m9Jj#t0Q zRu!vWX!G;VS+t8YQ{TXE zD@Vk&N-dOu zKYMtYqS!5yY~bme`5GBn+uEvIG5UD$nLMe=nigtC5GyekV9ZG$r&L*NK>7Pug~Xbw z)K#aW9HQuUgwcxgjTJlZa3w4eKJxgS72k07l@$*LPq)6q-}w4iUncU{GP1FSK={8Q z62P{^tA)o$iJH^NA}gdF3plDAG~3^Hc3IDZtQr~s1!o?x6m+{$MpT&L`><%QWZqMl zC+Zt23La}F#$-GE2CP|wg02}-SsRqEe5Bh)o$QFoc8mSzf9Zec1aeTt$OzN?v*@Q|%+?$H&`8^U8@u<*+V zFLYNg-~Ccl&D;D^pEDGWSFHl`{pZW4g<|}t=g6PkY4GuWMl}YhsnSrTgdo_ZluEeM z{N=JJEsDu45=K` z2f;tQ2j^0nX?Z#$m;}@^GG0{vt_$wGQCT6#w^SnOK(+Gbu&~zL$KY^w z+WvaxO*I--{e=vO)t&YuzoR#1%!iZs_a7!mfs7B(@u1OxI}v5Q+hh8 z1^T*sRUd(pu7q8#+JrBGiy$ektvBq5fm*yXS<`VsEEkog>XcN zBUB;&V3MRXm7lp3;^WC|I#jaMR79Xki0^aqRQzu_O3HTB*qk{lguQ9uV=$iJ$kfzf z({HMlOLpL=vFQ+W4j#^HD>u~f`35k5g$W40Y5RSkqDYh(! zGlEs}kVr`GOH@h8z`x7=eq%I(?z>LvK&m8Qd1{ zUR(y^jCo+gazuV@$_@suR?@N+mYaUGUtr`Y%(5i2VJHxj?DA0Q z=NhIkEn{0ZRH9svW0(s5$e#(pna6H(O*D)z0P0x zQ`M%+9HGeLxS05qROCA$s~rX~+@Y^B9&s=Qju&+uF*l2=>o7-$LMhoS;Ldh<)LDW> z4)`a;#XbNq9(+d`5=g{Db*j}wWFwk{WH+Gz}p@=+NCuAmXU7)k_Ye1vn&3JmQ9z*P-O8zykm2$KHD7t{hdErJ( zP%S7~N*5z}&tVXJ!Cf=;7;WrG^dXT*OWN8jAN((&S3;_hRaf zPcx%dk&5-A-a${4v^+BXAjiec4IudZ`gNHtNN4>UKMeNYJ&U?3)x`zUw~$hiUW}ga z)YMj`n1&owN)eln*o|y}5H(7Pc7veZP>_7a7%ehy|Ll}zJotOiQAWHk08L0( zND@-bi~@QBY;sZRQ%p!%Mhqmpj*4hmZnE%y8YLwS>Co(aM80KT39&ERH#z}~nfE&S zcsrmPlF=R}_4RkaQz2A?FTQm zx3?4!45cRBuT|QqlHhp!Z(+H3i5b90hZxFLg~Tumd$ zwxCisCC4|m>56HAs!=xi{-!HjP4G_EZ8@-1v&H;OBVk`GR)eeI=NNuGy?0JzgcVyk zqKW}i53%FF=_pOTUM?uGnnB^VbiRTtU1{zuL1JxFjXA^XNow}(+uZCg@m%kVwoG1o zH#fI&zqlzbfR=l~1NM=~|JX-bqbMYTN}YX@(U)&m;&(Zh`914QWTyYPPg4evDL>Ye znQRd02yrfsF`(j)k89a_qE=hjtR8bl&)3INWL=6Fr)O>-n#s8Z_Ws&mwc4Hb)*?cP z_=*Ms`}ImYT3l?_B-&3fD@sW~4fP9))lv0wyH`;guG{>i$apeSUPvtc64?BYmj__8 zBB9C7hN0Rf{E0tf^r&Li4Mi^~{)`?WE95v2K4#~1p|sD!_V?YtlCjawdf?ZA8J zS83jM`6g4!3NjQj4^SLrK|^*1d~ZiyVk|6DAw0W8Ib>|QqU~D4Euw5t?Sj!A!64sx zWg&zazBP`7CjiU}>efzX%b$w*P=x}&!};f^1BVAPnOVSax^#*^o(_p6j85?I0K8Wq zy17NA`flR?hKU(6D#hVuGK4ydWa(Sy-FO>zjEe5@`9TgPHLB3F=+sqf$-h0JNg?B6XQoQ?S51mST) zFD-4|9$^=ET_08*<+S)*(@fy&*ZW+X{rwIvZg!FVWm{XdqG&Ef2E}#|kJBbfrl}$t zR+NwK_e5eS?jEy&C=Q!}Q9(Qa;fWZ#n77Q!K$bhuUh~X$+NfUKfZ8AXBRu~>otEa4 z=|dVv11G=M%IY~Lzbs`?8Ud%a!2A0ZaG%&)(!Ye4^jnAf$VaCEnD2`L1_cp)lGIvj(#b;nTHUV?e5ZHN%J+l{ActW&|u&EQ?r z&FA^2>KasuSOsxM$K#{ibyRXhXU4_rJe?%kY+>Rq^RIVXU9}H@Voi^NhKCp2(n4p@ z8Iks~wQ8^u;98>OG>iVJU-Ip5kFlAj50nmC!R#OGyx+_qh;{3=JfuW^=s$>v=Pu4L zFb(Ps;dUEWTCE7YJ>I8DD@I&`k3^WN| zo;5lp`_9)ZIc?)AP2zqrEWfe}gW=LxVxO<+vI6kW7VC;sdCO3Euzz;X^oKGVDXH#x z`c0%HhMcE^4$y3VDGF*;2EOhyv?j;T;^FuG0?}mNY*1NO7Au+IA}Efm4oyO2mWnh> zb(tZ;Z3(*)mH!tRnbB&veSa$)f>_1ZjC5l5?a3YF zYk_U-Ng$nG$HQ?h9#X9|h5S4ei33q)OJ8)(TnL|TB?#k-UiJ9nv*hIhvniaeMsA}) zk}3&$s1Y{0!`BTYjlGN`^AVdbm6a?Qe+m1cNE));mu^*+Ly0-{hD)S2vjJ&l)(H+p z($yESGQ<)WQw}bjhuw0%&^*Tz3>@~WlsL5?6afO7e!>3-yG{Dkh7^qKd?|2l@$$qF zLp*W(`;5QyU|kB50zrQdofHv=M!dGb$@QDKIsNyD-zorv26|oH(}hAe@jlc6Tla}$ zr=aON9PLwpqL3fu^&p~8e{9?BJNjprHJ|2!f=2Krl_^}Kb_!u@mzC?{k8I5KZq$D_ z6@c`$FL^ba=lXYbOLM+gLiDd8RXu%NT=;g{-#?+V1?=qfXA^9@Lqnu|cWFSt<#xks z3Z)iXg;n1vTWHAnfuvT<5cv-Z{}0l~!q6V9IC67-Y!!3EBi0T~DgcfQ4G$fUhGktd zKKH}&En#lknV)2Qn8Ou!nt!q4iZnOyS_RTiDl{!W{Uoj@XfBJ;@U~ZU@|0A! zzVA*O!cLpQ^)}}_yMUe2O-(751`?Tx5%fUdjahvxa7l*r?z|fF`=w5jsFYn?wD=og zBYqU+0-}Y`f6C2aF=|2UmG%6t;oQg~m09odb!vzox;l|I-2dJ+BNX=S6i7@Z&KN{| zap5z(Cu(#ZY_0}jsE~M4^rL?K_^~?>{%`x=`*xklNMRhJjp5bo9KWW&&MGW zQ(&ZIG-9JqoZ)q!k@l!6|7NWswNXr?9()C)_v*VpToD2TEd5D=99tX}<@W=(o|z}U2Af5O@6 zeH9kl$R^0j2_FOXW$x!MRr=T{Jh10G4@Q!9QMUn!`-;~COHWNS6G&5E$w=w-N>HFS zFT^_H-TuWd6uIbGfS*MJ!*S*%WD|<%pZ%{w+jACeJuo20*29&bohcA1a^k2LZeOi> zZCnf_lq(dmf`Gq1j9)@&xuV*WfMT>euO%jY#stul&g*4qIn!AlGLphJf*p%cZ!**O z&+m5&Od6Gj;8R{>3V3+wo<0yXG=>mp*4_y35M?&%j}5G*B!d|>7au%Ze!)$Tk6-gIrf9X<0YMv3%k)?~`* zsdrBnG7vu#v+sl@F_{fGM*M+#f&F;SqQd1xsGCn)@1}cae*6l_AX4nk8v*jru;FJ_*`2? z_*A3KE5Mz8MQtZl_KLcp$Fx6|~iJdJMoFx2`vyXg#2nD^*!) zi(Fnch|bK{&$8(B<&KgH%DVNNUPAcfCmZmM|wB3-1!v$Ey_em6H>WY*zshE(Vu+VS<@5wCOHWTS;_*E_O44$L~d8_&c zOzCa?CL&1Y)yo|gEA!zW;u}`HH>gJLY1>>Nk-uVGna5i};%;ytS&h=M(d+ET{X^eN(uVEXcdj^ycQVBeq_g0#_$pU2f*D z^x36URI_G9 z^2qCF5WaZl6DR^+jZhgYt~cJHkb$InVp4Z408NaiJL&$?IP>Z0buCPVC??b1x41Ls z=g8MJHW#FiZyDFvAn3^SEoQUdD=P9c{tmnokN8LGfQQ4~vKTE7p$X0_df%sRDSW*ca)Wef@r!Ot>ya?Zn^g~ii?|@-^cUOSK<4`EPiJX za6qt$ArM;r-@;L4jR>DH_1-LNySA407di0~-ic7*+VHN_w6p}I#77-hsGwwxm?mMTw3-oc(bkahf_s5Nmfz3Vk!0D&av(N+vYIbAezCz2`=fen9P2NN#QB=7ppC~%m5y=6$q|ZfyTrJJkQ+GQ zLeWt4)P(_O$?~MIzqhpoknBNe?xL9;T#QjMx`4CZ;sg6OKQHLsD|JQAHIN&!&M--6 zm>wARQmWTs6CNwm<))ai%$_Xu2~=y%i!l7EQB)`*HaV)`!Iz;^sktI;8Lk*WCQ1Wz zD4$w--p`9t^}XguK7iZLm0Asl984HsO&#l^YfP4^$YTb>Dec#v_LK?*1zXf%iUO`{ z$ro)HUEb)rk5Pjivz6_gLiJXLlv;`+NHNj4$gYSSF!&MOm>eA88@?~EqQpEJ)YOcE ziwbM%+MN0^#pa+!L^=~xenMoW;iM4h#^VR6B(I@8{1bmg;^;-fG``3rq_L?bqUCIC zr0#oad*4ZvS^SZS1gm^N(=%irSSv2*kQYeTdO^TLYgt^9yji)TyOCN;3{nd=9za*m)vgAX#BVmM)(D znC`z>1XLdk+MVcj^z^_{)AfC~+ba7@L-%uea4*FL=(mEC9&G}E_av$<$Juc~> zZ|b(+G{pKj4MU`YC?U51P#*5<2pswmM^{!W$U*b-o9Q}EsF>sfEk!ycdm%ghsK;~w zD=7ZOBOTJn9!jGrS!o8^(@#DnA3Mp8s~4$PZ0>lTy}lmZR_$jR!dCv#l$(o7?&r-{ z=&`K83)cGR@hePV!|Y6mgP`M?T49b=006A+$(FuGC~JU69IgS~G0MYKF3p-c=N^$B z*rD|qV2k`=XBGB1ZYU=-pdC!dyTW&|)Y*412->~DM+=pmv5#SdG07{7;V9Fg%XHS5jNl2ivoq%c< zaJ>`Ak2myf!3eqmnlCQYpZVaS-{=V6ZUMIPl!Md}<6jVTN{VqsWGAIFoL|=@1cTu61`1N*be1dGmp+r_vzJbxI>ePU zo8uG~(}b~-+)sBDS!ZWwc}sBGR@OUX1Gm2cbojdU`~i>Q|F~$WU89go$c`kI+%J>} z-8>*QNG`NEw498Q8&#%ZJ z4WW}`0*6x6e`$O#DV~=d#a^h^qoN@^!7_A6SR}kEbcOqzHM2sG3ZeBj!HB|@k_1HA zLl^QAwr=s`^8(H##)hL?Y=a-_Sa1-DWBFwNSyRs#N6&JYHpvNuS##diY&TtP32SIe z*qI7=wbou%Ac{~o&YzsS`y8K9XwR^Ost4fHNDHOgm2cs=U*!!Pb9^v;Pna)0bkjHd z?&{)#LMm`)RDl?Qo*TdGI_nhXJG<3Bj6@_lihC!aQT?{{zTU%EBXHE&UR{@^&d*df zE?^~i88tGzkpSb^BI@M~?fLs!3paJwuiq}PXq$J61=UHMpsRo(`f4m=>{!|@S*}X9 z%PZD~tJY5#%E599DQiJZ39nOJOcNY%4v*RTVB)}bKb~x-jlUS9H*Zn+DW@}hG5`~V z$_Z^UET*hAO$hIY&$AeRahp$#hk_T3)dQ(GMm9B$+kYl;v0^EFz|AA^p<@nrb(|3s z1H`31sXK~^!`gBl#)KuCBqMj=5t+kD?D{YALl2!IyldaZ1q)!>Cgo%EtIBJJO>B+aacpY-5oJ`Jz;2CzpBeI%92Dn!@0QLUgQYCLLxug zfSA4-%_=0Mn!SzHHiu2_9E4GFas-@18l`~dD_*G2X-SR|=jC5KZo^ICjv-jF8&=5u z``z=|9?)!d-9SN@W3+bhxd#)e+1uGWEL9+ipFY3JA*OnMAzC>*0fi%&aG*q*P8mdegtxXz^HC=9@|4H(0S7S$ASlW<<+Jo%SRf#F0uuZv#Z=Rk|(fhqG0O zwidh1HF;PuflFSbx__|0o06MgO?yDH>6{)mkQZo3f#n*)g)A|GQx_zGG$%dDk>6Ed5-TEAqGq{pav63XTjXbi1B?Ob(^l zzBniJWc>1ylnqsf5OwzZkPK>U(@7mCG~<|gVFvVLg4Nq5zL22Fq`3F}gC!TSXUfjEn9dRJ0 z>a?-3s*H?m9wA+^RJwW*=*1>Zehx?-41)==v3n^OVvx3Th>PZMcBlAuncj+r6hj|( zpbJEJDW&j|biwfLUAE^MU07*)fE@#2yNr}&I^aN-* z`#^Zmyq;aL{ST#|B|WQ{Ohhl^^B&DpQ6V^Kl(4xg$+WdOHytt*>XSbZ9(iKYj%7D^ z?BMeku@f>ESrPj=r7f)s_W-p2a+|nO|Eb@5J~M*?=tYKxO;3bZ$zZO&JCgqb5KZ^Q z?RB6v622OVBeuRqi{r1W`oec&wbI zAdwb3oWjtls9*4=6hQJcLVE9d--aJ$or`*Aoml7*knFiQ<#r0`O|r91>G-~7QX4ZD zRCyjwrvIdpX4P&)NU0hyo&WLnjT1UwBx-%7X?f|HnKB&`hR-y!;Sl`mqpj4PE51_c z>!U%_8t}0)>*#cP$gATjs&^&2yu`FdcZsFq^>!5Mx9zcmnWqC0>Z;gR57W-#yDPH* zZ`|hJA2$DVUVAbWn@qdzmK>XLlw>(QRfDMBfALF`A+|Q&rueTz@_=oPh<JCD1&OdOmX$k#16Za0%1&qoY-?&00o}j#T`Hhz7YdPU*NGs@ii8-rv)aQyZj&7t zwzmgZB+aA(%p;ox1r?cucn^3|gA*%T^i@?m!+>)s@fQ$j@l~2^8qmj@DF7Cn7Y8(z zFur{;E0E(dwz&xwn*`nQf<%^|=;*|`4fTHMzS!bZ`^ExZ@~1*J9NT-;9fB3&muEcf zQjJkGTsXM)1-W0`T3S|-p5Z=2U~2a|NKV&?f?!B7~w}*BHgA#W|xq5T4HZedJIUlMmq@@hw@VX?HHyPmhfpnHGN{$*Tum?vQKnCFV{5qI!M8jV&mT{CZAm1Rm8tLiuuaB zeP_@Ol_kA6$#V|}sc2>f=?)`E^ndoVCU3@|rfxlf!E)BL*jUZxd56fR35cL@-=q zLlFtE^#-XXru7m0HM^$D%Oh;pd&lzbi2;d1`|oKw9A-W~hC`$vPVFP?4CzSMIZ$fLY2o#=udbAEK8{<{Cd|gA;Ni%}GcedL z$?-a^YS{|nUbbpFA1;oY69bcun0sW^8aS-_iYqzldV4diCM#5nERuUYE(1<^sxXhn zGSY=GS_tlAw8;z~i=br>J;jBJq^+O44%J2QPJUTYb*Df{r@(hGMen#^nbL^um(HCB zN3|$%UlTKH9c-mub8%HyOLaF%+njla5oaIxzT=pWm)|}0;FqWUxY!iGW9HsqAo5*H zRHrkE{#vfG(2IJ7%@}zlbQaBKB!IEXfvhmk*3{IO>laqaZhCw4=lWV%K@@y?YIqtg zF0Q36a5CwyVgJSJ(XIp2e$eNixV&PMT$K?r%pj@&ISWWcRalukVSK0{HmOwPDsC;S~jMo8d&6H(&W{F2R^N-wM zr1YWkihY&7EbTCE?fh{sP~eO4Id8h&w%A zW#^H39Rh+Msj;{UsqdK%g6tj|Nfh9K-K?MM-+q?BiHwj!_!=_xQ$FAQJWTu#`ymTo zzWdjlcJ~LHjSuK6f1B_)gw3}$3|zVJb~Q$rm_B0O)i@vMoP)00qg{j|{k8;$J55Uk z6yi0*0!H$iuxE-cG0yU~Af;p6WgFG{jj(*v~Du-#j|U$|H?$0NSk z4Zz+5bpbVx4%dl1{S>*O)0trYRt;v+cuQMUq+MRA%hg09v)DXluggb^?KE@L*x@%ARsjasm5OkJtG_`BI_SVI+1=16aKCJ{__>B^*bH z{L5#n-_-}V_`PmV50N83yxBAn)R8oAF`sBtqD?U+0OG8w4!rR|<$eK0oT!v5wSm)W zw^@a+ufXS~tBc;RA7Tb4Bqa3l3aBUl`Hz@R)jBOoqTw3~An1s>jbg<|AZ7IR#C94Y z_D)up5KjXKONE3CAV222lmKg>CK1-g!xnF(r7jd=)#sfMlTFcHSxwBI#b*g?G9r`* ztM`8G;N6nATT|0VyH1(=ri1};0{fr((bp_-`HYr9Ll%L7X%eLExXqP97+^#$>~**O z@z4SdkG4~#Kp6bmXE{>T?LNIF>m1c;ZjIl16mg#gq&IgCqC-a{ zkG}9s-B&K$h^K%srFRl$JMdceS-m7khT_~Hy)jDYWeP<`Sd+__AHX%G*a+rV2=YDl zP=dP>F4H0La{m{1|JYtx7j^Bzv0bUytcq>hNyWBp+qP{d6(<$juGp#Aw)VW9_kQ>N z{DwV`d`XTKt+nPDeYD=%*)gD?`qF2Itn>y(g$4ilQfRg3|BWc=bBWFB_+{!pl{)rt zOM#0G%+u*Y`w>toPyj@1(DtnQ+5{g1BhLE_2k`nLNm_=Qhw4`Ph=&RcP&7@gGiYhy z5CfV3cgilK6NNP<2RJvB!JS_H?csJ_$JKfNBzKK~x<8@8fP>TDNf3m<&2aYl+HD03 zR>zFKLV|3NZ=ipVxICEdSpa|m7lGeC%vK;RoxW#|i5>F8P3BWT(+-pdcA2X9<;pIT zLE(18!7DA1$pzs4Eqb%hVna;etCel7gV}0BxlVG?y*sSmh;jx4Pe0^(;axWv z0D5ZCA1`L=jll!rM99yK;S`Y?IKj^1RNp7Lw=gO9P!-twGnC4%&Of&7Uf|M82lqx6 zDWXD&%EP_Cp`qpaJg%1I`Ff7T;=@V$Z}Z1X@{Px)wupVL+)?6V2=W%lwi?k3WdSb7 zKOuzu^q0Hh1kU{CR+y#D0^c_Kk(ou2!aKYv7a4iRPE)s+0eM&FZY^6abFhUpVU7!2 za@7}8o4GWxCnV9cs$1cU47{f zyv}oiPxcKz$!M*w1Ix#{2m+F)wH_hH<4{_RiHVS@e=Omjt|tPHZ12xb)drdLX3{{g z2~0gP;pCw~CfL3JtR=S_v};gM3cCAjpp2%<$o1S02mAw~0Rf6Ld5AiI1#sX)%zO9# zab3hz7vGxSvgs)MPdv72s8DT{i=-;HnsR>-zIg`d z>;{nOXR<)kM43Wt@wY(vPSXCn3+Ym@ry(c%ghsCfD{J9kpQM2ZbS=LxUXp=K|6+~D z&dxqg1{dqAwwnfgYL|%bR<9e)ke(0h7e5Zkgqo@^n?qlc1tWqoC*ZaM_P)Q zN4wb2N|H6Ij&DZjz)vDErlX?DWHN!njRuUBY_zPsLg|U466*y6`3u(Y54lX>4XRA= zKi0QEy@}o^1EFAc84B^2gmo!9vI>0kyjQKJH&Rb=nAr1+z-46|BZ|aG*Ay#RJ(0>6 zr&3g4WNdk#c$%7sE1ph8ALB{EhZQ#&;#$>ADZU5~?@$}*d;Hi!2gg9bO8 zXw5tj;~SLWxUD)7kqZ_i_ZiS#?69nLA8MAj3V=sobHQOLq~g>l=UTDS3mR^} zIzOjhsl}X2o+Sl>erxSueqYjGH(#c!t5%5c1d*YPe}|X+Uf{w}{@Bk}p+wKt=!LhW z(Yk^&vgdgP{0spy9K`(bB(K|QfLj8R3aa4yMWXHdhb>UG8JnfDZy6Ux#e#f^j%p{R zOx?Nek8E9mnoxQ%p zGo-kZZi~Rk!*j%ovY%dF0!Xmg9)Ti6)tkQ)sKo=${%U}u?0dAo*k5&RJh$t3!0*Ji zV7oI7^v_JWIe}DpA$=V#W1$?onLvT`^xpIfUpJsMJZ1BSIU5^04e!!j$@NZ{s%u27 z8ucYtECS^<;5(0>`W7*Xg71dMyX5s52>7aKqoUXwkfZfE*Z}L(f8Ff68Gbt>qk(as z`}N8w2QFD8mZ6dkPN=K5A&*7DswY3gwf#0cVm~Qclqz^Cvk4D$so_C>*#X1WOGUmP@H{_rKQ+xTcgR!8F zM5QE)8714^XSsx(mo%>V)Rk8G_z z2g5dMyiS1`8c_W~|6lKNhL0-6W>AuX=TYpffpGmle=u6ul5#0o(Q2KYBV_&>4jKeq zB_oRp-=PxQ^F$ixb(0b-T+M_VpR8#pjM83wKSKfntO>lt-Q1*ISOcRPRyZoS zZJdem*xZNmgFCIwe;iXb;*(izRVgYu@pkRV9=tshwM{(S4<;O41by}MPdd0ke~A4R zAG%@~kjJD-3Xf*cjqUi*Obw&q_%m+q;FVn1Z<~I2I>~Eo736BJicK_t+%#a#+^NT}B-Jh<*@P~bLUzujUIFqgUeH1TO>OM#(6&Bmp}@SrLSGgZRd0@R*l zv29{U7jBR;*5u@Jt}%4O>(oO5GV5a4A5HlCbqowJJO!SZvFiSkfpgDALTPyZ$xFs2 zsP#`zGi4Vl8OaNZT2|wdI5^`?nzS-Yi&biyo0|sGvY1~?hMD6N0RBM$YL&9-2(q6> zKj1ZpQU)L3FF;&e-%_jzK0xlz)li2EsgRceG%WOx;Ka3v_V@H_MJe*a^tWlc^FP*$ zJR<1H@wlFzyQm&~q0pHFGr#%xw~tlps_ORtmdStReZAy;yglvJtdrfue#%ttyF`X3w6dnb$ zZVgTD#?6kPk|<%>NV>?1QXhZu3({H&(H%%^Ii9hX)MWWA?5yi#)}LsI4_!emx97!qv}r^k;je zj#$w#%~sc=vK+89L>owQ$9cl%u)9Xvv$g*~v@y#_<))<(1?X;xICXVGpq5Y}6sSm$ zFtIs-)-J;J05O0~PVQLBfE~#SDuwk(< zVd%;d#3yLpH)hqbwccOA))rNQgG$@^48=8tJ$sVHLsrUscv7ws&D6Ny#?C3T@r8Ds zqhui$Q)8DO7pu91_*;}TZ-=t?BlvW?G@H@IZSfvS=!A0MC!%?XoYUZ$R)Cy+N=veo zBjIDkQL&^wXskudDcNYqNjHw<-w78lGb@dWOe+Ppzrsd?Vkeqt6_c~(%adaiOw1^~ z8@{s0H8aIJrjl1wHaT=atLNi@hAn7W|aM&yOEmF4drjE+i51JSvlPp>r0hRpTq>*>tZ z>1D|=O~P}hG=ES%0vW?NS(lebEe`zbwbm5p5pAzUMW?ElW)Gv%qMA<8z3*w28^Ml-ux3rQ7QyHs>NzOWl~c z^7gUqndlg$;CGT}PqUI<<%qQ zS#W92z6K|2u(DnML*1`?tlMH<9EPEDkmX2U`>sc=VQM4kVsNCBXy6T3r(#z02I@Ym zJ3klK6shPV>va@6h>ht*hiEdGAc-OsyD53hM~1V)&V17g`$NUH#o~CZl-AH*74t)e<Gi2( z0~5LEMx2x_@^E;EAw$2n`_z|_PtVqNS?Gp)+H{KSY!zz!z%e8jL)gZWU44P5r1FZX zh@pE>;4tRWVxhXryxzenYYhl>7QNx>nNK@QtWQY9d8TD-U0Ta^cqMSnrQ?3vc9VO| zClcarw3@nb|KY>>ht5L3vOo0JO3XA`bg0uK&0frwrgxT`Lz%woejdnT`S|z%t|UqW zcd~n(EQEBU>NU@UWbg68o=i6Cz2tjV2l;mrW{)2o-(Ql(YV_Uv;LOa9Fm>GxM&pT5 zQBieRf)=7m?d|Q~yZ`^{B=8AFIVFgQAswV%DsJ{0l z!)rq69m@lBpvdpk=q%q~=xd#65TzgwvzTOUQu!H@(SUf_*gu0M`g?jR#-Zz>y|0D|o1Bcsv$>$gz+TOmK zFp&RWkp==Rde9@JeWPcW$H%kgETy=N|NZr+`c$RLr%w+%QX?E7e#oH`Ch9qf%wa)B zz5ipW^bZ2AyWSNU_@p^ZsejJqU_?qX^OrA5l)BK}P=n6aV->5C895 z{=4=f{wL7;|B8{yY|nO_(~7JL3@P+&?0@s{}(B-T84*UZFP1K|H^C_Fa25Iy_~nY6|0vU zeK&Avm#Z(#l-oHVkXx>3LBP{n5Py9En{*?=V6H0c(d+l{`}(a5GPm~p_}Kee;B6-W z4Tl(a_Wk`kF&p9>E6z0%OTd>)0dlD)s}xg(I*u;PjemSO`Px$(M1~3?EGRFp==-;J zvL(b1;%dR|xu{Kj!;0sNi(z4iL)b?t-o!Fx%ZlCpG=7o4(pf5O`W@hvhdDxSL~mU` zcH^bs@0v`whQ5R)xS>ak{^vacY@*nC_&Pc?(X6~p_evFt8Itg$2UIa)w48s6I&kZ= z?z2A=$YNpcFXwi}8(D(LP)tQEdtUyE8{Vgl8tbbmX=wbr`359|Ti96{FF*KT;dH=8 zet0r*$$qIhA4{2ttCeZ?PsUEm%@urfae1PY&RgQb!4LGjavhEkR{dpG&dK>w+#=#Y z{+NFxyVk4`br!*Y{Js>1wJBN?nmtCx2Jw|G8FUA+|A)Ld6pY;9p^|%>u9fI~Z z?a7d`X=#xhj~B!5S;ET4N3ZskR(}ouexd4-f5V4&*pv0DKH2Vf7CVb-}Q7!fpBsct%ActN`egz0*^kPo1#2A^<`y*+?#r<;bNC z`MZJ=r?{KfL$;=+q8g7_<=)LpnC}BY9EhU=P?J-5IOU$RHUt91My;GwTW;^*xBDk) z(xPj<+*&A}FMp_c4|5q# zw`51hByC4lzxy@&HM6B9FydnTGSI=jZ9M(y=yqaO0m?1OjY8c94YHB*X5^EIB zX&O&EF=@@n+(=_87L`$wx=@^I{PL!v@^rRLq>)H0b+~yKyKz~ocGa!bO1D^}b+%+R zQSxxcn@SVY;n`f@qFQ;&TT+>Qv2--ESF6qXanJnbuy-acm9F-z_&oczOQ>RMOt#hi zt;vc#fqA_rs>ij4iaKi0`2LTkH-A%2&Bb&M_kZz%wPvdVZX)6#ejobKuRtP4BNy4w zX4#dwqED@sSKEzykDbApKTNOSW}0OkBQ~xWfgxJ{@#F|3fx{5AbAoq*jiXv1k81q z&lLiRs{X)`3#!jwPA(8AJ23$$*vBD6B7ntjlIEGv;WqieKcG&lIt=M=TPR}dF@LYc z+I_>I$TXV1LBRY92bTV$(MaEyDDx85FmksfGyByG6=zoz=W+rR6hr@5X2*EnvN_CC zLCuuIyzxXpP%?}H-Zh56n87=u)vv~k}xUsJ7PI#Z9!8;Yyy zU5CxrZ*-HGm~L)}@FlT?xdo|QBO%-T;hDVN`69Zz8+ml`#g_nT3Cj=9X^&!BH>F1U z!i-)NWVZw9MWZ3qufPx0*rlmJ2V-jDL8oQQsGlDbs|_Zf`EY{UX{RUb!ivh;IrI|) zTY{BM5O*epS~MjEpHon$Uqn=r=f~r`$;g;eukUyTqc;Q}w|w5s!cfR0ysl$O;k^(n zO@ZLf@ET5B$wW02@|*&6IuWUu5cP}gns!F&@UkJVpHl{n{YY&1-UxAm?vFqTxD26R zc-XLnO9uanZ;Ol7(DIMj%Au<2y9tz~SlLorPqEP>sCb2?NN68!mTS3XGvN5t)}V+e zf@iK#Wm-SO>kVOJ5R!+71Q`YScEBSL-tUWS_85Pv-e<@_ z)v0Qzf8OYJ4Z95thgMSYXijz{oFQIX=(CYa5nl9Qo}i=c;um~e4GTy8*aV?aeO zpDxNiJiIc_35Lc6;V?2_42>9#DYkmt9jB_mc1XLW)i>~NrbK+DmK7@>?Uzf|2*1ny z`1@-n`=GSDBj`>$CVRj2W*ppR99<*2 z+{a9otiNj3lUuERHAD@JuXUF5=BaANtdjf^wWQiWTwZlzoYkHdP>WBnbgAtx`!;P{ zqvx5}1r}d7+S_QhJ0h>{z4|rww2c`OmL?*ODK5Gz9NQuO9Fb(NDTv+ra(6Z{zR(zl z3w0YvPtidk$hAL)wC1+d=5-}q=KAp0x+f-!<`p@-%Mp?UCQw3{&ciE>oWhbBB#Sip z?#9YTGD6Yvqya-X{fMm6;czSDSF9qz-@bnnph({+Lh<<$&o02_AsnH=;Dn%<>d2^Y zCdVAmmnoCwyu98vJKPK?pHBW#GBTo;HqdE2!-S_eWohFl{0h45e5~wff^JQEOpMLD z4P;bg4PAd*SRHa*FlS;snv7xN$-DS>yRb<6IV|g*e+iFiaWLZ+V%B8ptVYHVgRt;g zt!KykPA!uZ*~B7)C=o$JS+>LLbukhX7I>%8QCr)TTn8}|qMTH0HM)abibZysq|?!h zRs5dA=hAzVnEpYQqH1ca%Nk${l`dfRx5-3 zcp)g2t(u{b+kl{*ST>Idt2+!%knI>U!M?kv=^D34E@LlEI1>X=1(WQi0<@y6G0TD= z^yuBsqD4;F9)2%X9NeRB{e*}3g6CdQsHUG4nAly_E6p9c)aJ39@THX$5nRb2IQWr^ zzgH8==PY|keZtT}g~5^iyH0m^Z*E2id!Dwubai##cl<%X-n9iufJK!MxK#+4nK7{$ zzWz<@_`GRM(Wz@_rX`m_ihTc`E1jl+jDOgoZ(w0v9jHo7G=&bQ4xf^Njh6DKc8N*3 z>z^8AtINkKbA=4m+-k(|tA*buo^AKQprm~FHfhR)1|wt3Ov1#jF(0bEGTPM9d{+~%15-1b{Q%q|V%l7~OPex* zuFct2N}-x1^wFTmYu!tO%A?b_{xf>`;O9?Zx~Z?1&!~iR8q7_`MYaiiIG!2RRp8Yl z>0-z+4B6>uuftvUhkkt{2!58E`K*-NZ~bn4)kAmphJBQu;us9zSCA=J*EgfF)CTcbXgA)M;e%~`gU^MSlh>V5gIsH_; zl3o(w;#8NAOsoYYb#jt$UGK5lVp9|arCEqH5UEu)0ocPvvz4Zju+#up{Fb1gpq}^5 z(AVeH7Z(>-%dMs0ar1x)6K5M<+{j{~dnhJ`^gRbfr5%jZ!~tBBacdLRnpWnzecCXH z!$(wBIN^45fn{0D7-{A~jk`H=sAR++ZQYE7u|maeAR%>h_@kVI#IdLZ(m9ly=I_QO z@#1cMT3Rm}9aEic&SHE4Y^!baFaCth*y#eud?cdnL_)qnol|BoEQEOU3dfxHUv47%Ik z`cYj3tZ(&c^y@J=IhNM9(Pb)}F8O4oLJ77Oum*JbM@)!?YWU_;NIzBZMDS-@RTbuBUB3Z|aQcOCgdcXvRD_i=(ZONSr5pOD z(YLiNY@a%I)#hYR=xk?W=>KGGLJk)W*(rYK=PqANP037$H+!loxI&N$qvuoCI(f%S znq>Fh@M@?_VS-skD)ifqVmEdLjkl$0Ep@nVH(r{$MtH0}jui-5on*K!C9a z3rV0(b4W<_KTv+A`1c*+zT#h92mw!ydQB^y$JevM{3w`-wOo?Nx-J{KYRbyF*+T8) zqk}4?Wdo}F(K5}kRW+a#bzem>(dWa_A*hPz1hHB$6bZlFeeR1A@QE>s7`3h6BU3{P z3Lxck^UbuZq^?RS4N z9Gyl+Nd`jevT>C%(dq~_+PJ9M38sdgTFx^u!Px}__{+llQ%9zhPSOP0)&<~F0;Mbz z7&&RfBSG6g_E@c4knX7zl^A7=TWOBB=L`SI+~!wSmjyF*8l0Xg8zOAXDr|!?SOoR_ zvpr;%ZXyAvlyj63^+zkHEnYC&^qde3`gXOEatr4Z-)vpqM!}vom#siShomGUWhDMi zl$%KW9Zq}v5s1bG4h{uWV!`{$aV+bOV{v>zB5cskh9h`y9aTh8Z{=L!on#h~87{4; zr>4UU>*MKS;UO3|QK2*->yH-JT?ghmPy#V2WDp-CNT$|8#6Vb=@{zi3Av z*xU8TWSQnYA#QcFc6Uavw+Q$ZM@>9DL}AkVzFoAsU2ec~jkOW~)oD(a*jb3ev5cHx zc8dB2e85dGTb@ztXIOPo(9?j}A(#5P*jW7XfLc33r`%5~MNczZTu=)q&m52%Ksv6J z+)!6d$ITBH))%>=qAP?zBa{>R zE5HL0$f(rjlY~1!4^>^+M8vN@KiEjcU+q@Gaw!49DFR|9{v0OPFXl*<*GCftPsY)U zgv6f~$4RDyf;5lGnQajR-9ITKxLQIQx}zZ){U;`q%8%>gcY*%GL6zT?bY;)XE+B;# z#BopGQ_|E-O~E{VA5iBrk^&UxEHpzg6vKbIJRw8E`!+R;tDHb(A^a7J&k4sg{#*b{ z0m?#+(r~qi#-U0c;N;{&&cGF%9^z=s4VG_v-9Y|puD5`MRaS-+MAI>-$=Zta6vQ|p zTIh?2hL$@CVz`ljONQIbpO_SbIw68g2zj&@hPbju(#sWPmk@PTL1U<2<2d^VD%Gn! z=7K7+skmFfnV!t1J&~q{lCnbTuVe9OV+L3^|8n~0 zcVPwNeerM{tKHk>h)TGL`IN#^ny&f^0{MM+F^ZJktn)&SdkPHpf2fNtCeM@mVv;6o zUUZ0Tme8D>bFIL{96i7hv)*Dez|LRRPz45)503_{VQ&KA2mr05nH1c{#&FBBS=C5D zscY2hf@=jqu*3BZGoe{vJOealaI1>`r>yVusMUc~6eu|1*BDtdENE&&302!)2BTFH1vc0vZSPa&O4h;!<%Q*$w(gG=Lmm5;(8!tLYcgpsj*{Kuz;Ad zE~>|2^xx!)RB$NGdqRPhSzlH(j=G8GBEQXdKRZf(@0D?`GB$=fIDXgnzORq(9JobC z^lw?-w-!3ktg~1*H{%thrP0L{U$0ocC|f_qdqF4^nC)VU>btl6&X%D4JTTD*af`Yo38#Yd%Q;16^-bFIgAFOo4`iYIvsMzWgEYq9M!E0N;Vm%^MCFTK7GB{eyrT= zqt2|QldGnt8#CWpbs9xRz>W^B3azQ~&V-Z8N5sW3ah&lOg`SxC2%xB&^PRC5XJ(?3 zCUFWbtc8_aFhwoU`47Q|O_*J1#-m>dsv*l7n@1?!GpE1P-mc8-l;?8BZMbup_^T2Z+rA_LbSmau^S&=CoQjGkm5x;A zb8B0c?-L>zjN&;_&&(ec;WPQFR2F!FAav1=hcUHf5fMSRZAYTo=rt8*m}We(ixM`3 z$^_`wO`{a&r* zc`<*F5Z|NIpl^WZNXfhtp-?ijvM1DkT#l+NQp~Y=kJV|`@f~-c9~=2Loi)>aQa3&P z<*w^MV(k@sYnZ7Sua068c13M=r$*iqaj%3D6)JzSos%JN^d5-E3lr5GMW@$(=|{>78P) zr*w#=QS2RYDD{Q%0^-wiPMH0jF0VyYa2(=bgr~1V+>SXT;;O!DjE}dDsjRS{s=3*d z#NeR1DLFA-#NPQ?3=^Y|!NkIZpBKEP>GpdUUoS4d%zv~xPPud3-e-9Ez5m@q{tAH4 zj@FVGBA99deZWhY7$o`CUQ%*39D}mvF1YcJ#Yb##EUCod#(pJ38vcDfm;Xt-{&sGg zKln^DHU8RoMpwe_x^vachXKzZEUrAkEakPZs7vj)0~SB%)u?4+y5B0{`2E})Vg9#C z%uaM$gI^+l3dz?u!5gwqryr3%USkXFpXqpC7@ge-CW9d3kE;{Ih#Fk$x>Y6SG-KMiyp>_)ZrMG}7TI zLS4u8C0VBP)~LxN-d(qzf8q|yl}eQXrM_Y#4AjWL^I5lj!PGS>ux{tmPJ%Cc+|j-v z_iC*~V}YVVP4+;cjwdfrrwe3R$vU&wV@cL*~(>~Q}e0mdRG?OXkciuuuHiy&QBU38pYh{h5@rKXs?qzRbB4?n% zRUDi!#50=lcR0zGv)Tpm4}@QyDN?+HB1>zE%7IRkw*8EUw1$eUrEOjPi0!@id7t@v z*H!xz{~>DpKEs?RJjDlKS>$^=Z~Sk3Tb=ts7Y(932&gXY|6P4XBb3tn$!wzdv(y$H3~ZFcJG=Ini8>hK;$p@l5-hu2sg?#L z5MO4uWbw9fzqtoD9f0>^4W0;hWZjG7&-|2=u^nJD{@W50gylkHw2&Wb$k<9t{0UDslhl{Cq_^O_6|KuG1}UUk(A6;B^2w-=;DH`?C}am*2$|BPDHs-t<#{ zylBKcC{>C&Jf`gt$#ko(r3FJ=qjE=RR?k*SD_ zdBSZ#4C}EzjV_3&jr!lh&$g;ht=82T0&pkZ_Z7y($6o0zx|kTJ49KEd!guGkj2(GE zsPsS62j>RR+Wohr;BECZKgWD_4V#{{+Y#iU$#<*!3_zK#OUHEeo3F%W4#K}t>hG6n zXd0pj`q>-JPU{GAy9RCp3M#d{+{vW_8U$hnLc`F)!u@Ch>3?&|Yr&syuXhKQf9r+K zn%ml9xc$*h6=7yV@jd78)*`tQA*n<83>+{>9iWF|gwKVbPAF?cc0!zv8c8H4hDJ&> zVwu5)vfi|0ey4WVN-#rsX5*K}kKpitGlDB6xtPK2V};-9m`TA}`S@qIrD*TK@Esf+ zJN+JzZCyrte-oMYhKSH;(0%**_x5w)ZJ?uZHSCWazblQYv#?2uDx}b`{xu&@8ZC5K z?>CFmoW`7qYxv$I`yZ8grW35BxSF}BMfT@I(*G^!hjxb2wd23XMuiHhwOTLLdR`Yl zKi&$=_wkDp_I_(`;ic_*ESj!r{KYoaed{E#^$^`^dE}1#(rwbj$~6{GJz`mgvpS>B z$;}oA2T!ty+vs-kG(5($hOqjoy(@JxWrmafyH6!g7>U|iwhyuCtnRhuers|@zSJ$g zYq)~}pC=4e`uDn^q9TA3auc^GHMNYcHeM$-i2^eu)P;_nV{(^L$Tc7bk5VpBA#fn} z1UWG14EWDTMZr!4EDR@&6rT1s^`G1dFcE?)t(z%Z@tk5Zpi}YPPLlxx)w=RM&i+QEwW8N0g~*_ zXJp+19!6BRl8g+|T)v<(0cW*3%zcR|X=AYdbXyEPBoImA$BQ^VGc1R92vjSUcwKaY zX(luEm?{6O?x46hY;m~ZSZw&jLZ8t9aHMaPsQYP3`x;0BR@9tIdzZZN)SGKKe9afj zMfsoew6s4NBUGpA>WLYf4o%tOX1|k}?YMEDMn;z4BU0PZ9jEnrJ%I@$!pgi=(9=I{ z)`2R~f4;it|6}rU1vZg<@7~7?SEG@CCdBO#+J(x7j=yP$=WITOj?E=fMwQBpqUoOf z8X=#6f*&rzhSQv3eQ^|J0L4Fwp<{~g>a5=QCmC9>?sd110xwFOK4)iz=NVkH-+T89 zRH#Tx2Y2XLC-NV7Fo@sCDj~nVsi-a z60o~X{=;3`FqdU(wYE_0`-pZcLifY=%}VBBC7G_rrG+#lvmVL04Nct~zipEVpR}4w z12v$sXg}**W&RiHwvSJ}T_lEaH=Qwc57R@3!S1**?S~1wsRRKo55GhOFr+~J!K zQL@Sa;QCt+ySW@hQq{de)u3ay&AUg= zWU}JnoCjsQg)-q1wFKZRU|}5cIHfMm8a$XBv~z-6_c7i);sY(2PSqMPlhHMDbQ>RD z?>m2+ZB0aMsGiWSgk&+OT<;!eG5Sd(_tlb{8*7i+f>Nm9z&)t_#_XJzDD9aaq0dlV z2KImtEw>`xPU$jI1-snQ<9W{LzYaj{cCUudUuJ+%+)S; z6baA)1Xm*K#)fD2VXVS&sg)IA%j|_6B3{0WcMAO{5Sf;*0ne2hrHB(vXIRuSTrf^rsQ2bH5D+N)5*tM%}l#mmTIA!m;%?h4NzY&=}VAZ`yPD9&7<3&2X^$ciuj`G%Im=@keLk zNCj3_)Nt@_8LShI*YPsq;x*pZpX%{FvLesQM~8;v0&PGe#8CqgZBcGLKR>@fIPCL~ zy(d8V2UaSaWr9&pS69xQ{rOxbtwQZUoq%1|k68HG4Tr$cGMca9dv1ZK0 zA%G7wI2(L%Dywq2xH}Z)5W9L$m{c$GV@SR^{DWwtKEK{QO5Wx$miWv%dT%HVSZ~ z`*BYFwU(|#z`VSyB=id#jUNsUs+}n-{%>rgH)Jvm|?~|D}C8Lqd66Iu^x9_-p=i5pR5etzmLsng<`BLb7!uEU$9m zFY==yK*{Em%RTRQuRq)Hz-D8cRd5*^YK9B}YBN9{r1v|wNTWcPg|M`)46E`THa-Pk zwwbf2Jy7v*DYTqis$82t?_VhkVRWvnWcONo#%E{AGr8;{bn2{^gt%p6Svo)`uOs(u zt)reYjsub9wzjl~VdAjkdrMq2RQm1nLOv!dI~Xi*l<+gwEt{>-$2$~rJt*JYmbPlV zPAWe=)fJu2XudKSSFpcgntecVF3>(ETR44;ZdXV3r72) zTx`>uXL5OEq=qcZO?M{?aW@ZV#wOUFc%@^XzB6#FJ!9|{varUZ<{C_Nl*Fe*mVa~j zHj8^tp9Tj*3Tg_a*?*!?a*`^2d`i~A@`wh=U}2qb!Op&=JiaoK#L>8V=s1=2F*cm?%U|yxA|6t>SV|&mFhW+^*6~kIwQ6^Rcpzrnqp!+<99I>dOh~lUsAOR^^UM< zm=sD)H0x$u$jQ&u2fV*Pgs|(GXz}u*ga-5#RsmI=5Nj}8h6LOz+$Wr!N?KyyQhrPe z{g`UM7c`3gO&kY{#X<7$IHEAJthXyL10pIR#aWf)cS8*9=mF?@Pf*lR&xKYk59aZJ zE8VPtECnmX?Ogx@JWAg@`06gk+-4u`Bv{&PgZ1u6Y!dihDyTlX;(6lBe>Bd#^@54>lfj0G zFL{iLASH%H4E1qtKP(uyw9rCI?Of{I0mD0uh);~Ch_t71h_oGvO;S=+Jx=bAtA zPg8MA70k$J@4qOfa43SLw6s+iWnml)T6?ZK}uW4ifl|pQ1F~n|Z%%UV!%;MWmhHRX< zmt29w1qe?k7%HlUz$%oPeXw7Q?#ZGHy-~@;Ok9meAv^8t3}GAN;zGlu57dfWGzf@$ zQ8eC2Yt6W$&=(sewK!B1WiA4Y0g0DU7~n6(9ZwQekg{BbYNR8JWTze8kWB{X2h=v5 zmNDNgEKC-tdh1e$N0Q#TR6@dH$?Alp!KxggI@NynF>uag4^@D(9pGA7uF3=5FzKH& zJInp?3P&f*3^{k;U|Q}mCXuGkpZZt~P)3v(>eCN50ki%nRkSpUp}aR;+OcjUTEf3x zZC6HBs0|eXRTHBwY~VQpyTuil4@RWck*L?5-{Dkz)+_r0>~nXAPQVKoA?IY`lq924 zfzX(aj-}jGCGxF8G(Hs<*hOztvJO0kBAl0~-}=nnou^z6zGs!ZlvL2*hl@c?_fPd0 zHq!L4XlO*nUos1Y$;nS+r_0>I^i21|Pq8pv_nNFjPP_m|q)N*utrSJkXk-=EA!MCa z+;q7pDHq?R+idPD|1Ykcw!_0iV4NQ?Oa1)gX*(10zBjnFe&EUC0fH0nRE$^*NQwC>Vt}?sLk|xTX>8@UfU=2 z_UM#Z@i%8HT#jdZ9RsW%)RV2v^$%&|(Fni4Qx^;x)SwP1n#k7sBuhSBW&mS5uD5&; zRTe#+5-p7LQ$(Q(>Ejb2uW_V|_8K-fg^)i$l3*X@0kvQwGG)!W=rjU5X41^g?~`Y3 z6oxN>sVB1)BjPKuwcBU?@$7dOu&(@r%85^Y$@TF4#6Li&^TDnIft@>~*H1|`PzYdp zmX0JEJ78$J(FJTQjZF|}*ee~&g&Q)kbEBC|njMi2YL`* zE0+*OV45kNJFX2kT}0N9j;WU?6RJJ6U|M;Z$ESL|QIg6AxUSIG1j;Wd$?8Tyo>v`r zh}8SjSr2{Q65t8DpV6w(+CDmf?z^g>^u(2Zwt#yyfm**zw9;5f17^XTZTLsnD(72c5*8vum5`i;?QUy5Fq4uF|=Wi+|kQReKi1E_3PVSBt zmpsd>jqqULf0R*J3(RX>Dl<;tNx-dZ8cT=W_9!LGT94}ykqNSxZ%;ADP?}>>a;Q*_< z9!R?AZIG26$8&d87PNH;Oc?6qmczZ1R@!HRoP1Lqy6fdgl3t3khO<5>8>*UH=bQx-$H z4xQWQWI~1oltzOe>=`(T<|U_klW=+SH8P=;gtEQzk%w&cBJz+}kBF0p0pQTxZrQVfZ}}hHC)RMsW-7>h8+jsK0Uw&77pMKlUQS-MLr{#h;r-)4QJobnCy0 z47|m%Ir{LZ)n&=53brvFmTRkwFc*-)Y5*Y*0vnKfO?NX1M4)y~23X+UZNq>!PuQZ_ zo|rc*nZab%!v(Y^qi}t96M`xU_gK#P>oT4y)^73W;)+8FEUcm?NS+9kgkdkH{N~02 zx2!TqW|q$uCE(a`_zmJw9M(7IcJZ$ma=xadB=Vsp!NWEV6dowP>7fAvfT z6kAOeG9ES)sy?Uj1)#JAko|<%{%Ym!Thpt)^o&UhgULy!%aMmj{vQjQBa&^|0Y)QJ zJ{iPf!?)^s=nTf ziySX`&#km5glZjV-N2?f6saPyB&+>VZM!Rs#aDXh%29s}@dVJHb}DH$KsLl^!#ylw z->xr7-?v$KbFBZea%$pEyB$4|c6_HgIm`AG5sb{sc)Q!@zcHnc7wZL5nGY#7`LqX+ zCKhTosXDD%DJm#aJZ?z5>BkRvFEpeQ8$xtNP)OQG6d~qejaorA7!N zpRHmprf>_|kK63Bn?>nmw4e~rKi!@beT$v9#_ZgWiL?} zHlyLiRXn(|g`tX^6UjDv;>ZOP6e2j4f*6@h6Egz-cK1372$}2BGV%*nE!cS%7@3}iB@8*#D*RK(EpVA|Cj#fgegapTz(PB z%;Z$h@LrKH=6TyGErk_kade=T#xGo@luGjc8|FmY8=Ow@ErT`NnmI3IXW{vtg3p7_R-0=-U#Gv-dg07)(bC3Y%c`U)RM zDz%G~Bz8vxUh9~9@zH%(@T3F11pZsr(UCFf-4m2g;0ynhGnEa0feUNjsFHOi6cvO( z_{I{{@_@?~H`XGs<{T~ppnx!vhDrSsXJ4>28)u?+aTLmf3plExcQ@&LAKVV{kuMZW zwd=EG{VphQWeB00;)D{sM|cWEEui*ABXdg$u9%b6Ta5_(op7M0jEqblD!dHf!n77j z6~CIo5_4&jZv#YIDEQye`&^lldwDV1h&J^`!?7(}o>tdeUC$c|F9Okes=fz6ozHf$ zjFw!iD5r;)-0QcCr`@9Evg#?Jo~UCr?(~dkLo==6AQ*RZ?v130`Rnb5yMf>~V^i{8 zUOh#2n%|pc+|?R?FpCZBlz^{TlNKJmnE{g)fMX-uS&NFk3w(x)r*L4Px710yX za(!d5bve?zTo|DSDUqKJJ1@H(`1qJk&MH#dl^we?^f7V+iiV;h=oX+&;NHDNx zX!Kq0&74nRhj@wsX*V1rj>fl}D|V#Ui$01^dVGDiO&1LbD?F}GHX zwG35Mlt4X<-p{?bk!2%%779^vna>Za>w!HALNQc2Tzu3mLFS-;=ZQSldnf|FcamMG`>E$`^W1W(&7Hj(kOYs2EPLC)Owv8Dd2Jd7XySlPVr-K0kBX(Kcs2a8EjIjb1 zJ^h5bab8(9?d`pVIx;YBI~yO@|Hits&>JtW!*bBW!eY(Upe$#+bBB3JX6}^E0(T`* zUMGPoW##u6eaJMQheVrTO-v%Oin?jN+DWm*q@d*FL;dt$Cms%Bu zit^1SZA!T$5%}NkFMPg%B2Yjp&VxY*daE%t#c5RD-&rE6@!kJB_7_C507RK-S>T1P zIP^1l5`&kO(ObPFfD-UGH^$*7-JaA1=WtX@jN*jiw=|>y|FG8ehAs+4FG0u*g@nK1 z0olL(`SAqE9n+S1D)@hSSrYD3)T>(AV~Ez@Rjyj6$I<7vuxYg8vA`0me?u3!^*(UC zaT0QIxyk7w%k|DU+{v55-bv}Sp!MnY12O$RVf__$GxR&p5Z>UFnZBy2d?vIz{Dc`t z_sbYbgYLC16=VFR_qKrAUV4ic3 zbfd%aih@TI)~nM1Mocok67|wQ znexuW5WPM!E^o(|q<}WWVD}tIhKfGI@`=D>yd|zl8tFB}!2aq+14NZx<}&q$Dax0b z1qg{uOUuwQXv|7Zu1vihFn?r{gn&Mw&gCkz4wx^~S?r)th#dB{-O_4!6dt0|m^N)@ zE+Sx3z`SBfD3)}q?JWyKPo)A}w*WEB7?>a2QFW-%!QD_tG>KvFHn6NXzjgmsJnRQ7ey&K=B)Nztu#-J0}B2rBuDqd_V0ipnfBTKA&QHG;W&9up2XG+C`U)a&IUVf<%l4!Z|5?a_47u#3f65Pl zpsQ}qW2_DUrkL3FdbJ>QY3|2}wIQ7ILGbR;YUY9kk?_B@U;hw;4_$QtJK-;|v9Q#s z8NXtgRkAVeAiE;yqJ6SwPi3^nX|FTxR@E1Jv7;@iPtY`kOCh;R!>br0cYwsa%nTcX>mm4bx;6$8>x>Fm>P(G;W`X3Lh?rBaSs=PQh)vRtA5UEP*TyXcSU%u&+r#Yc+_wd zJhz8}vHz7^M4Np;(G>ntt(1mw9&_vknf>84nLNdfUj4XA(_SGa_SN8nC=@65ByC{u zLR_Ly^fyjtb3h@TL@t+81g=yfjm=~_@%nJi#Kg2ZbXV=RC1K28Q2v_pev=R2G_51r zg}l_OJ~P)*J3d7qkX)5n==*_ExUEj9Wv0gbaO$MfXQiukn6&ZH8N0-WbUKF2$4s>V z5%eA2hNiKY^L;4h3r%u$&q|@|lz#sBy&^Md-5^K{F+Qv*KDP$|aMnnw=f=S#QS1!c39V zVibw|!cPSL>IjASy?Ivz%6VH5DPOlSli=`=5lW^`SH`!D0V8q~rW|>n(GmYJ;E}p{ zf+^zj1oG@OxZ-grwKl0#a&8CUJ&lS$ttq=ewNnPP!3F~a$;Am3F{tq7#E}Ez&^bjB z=yMgaVBx0xGWoVleRe-K(27<#W6htXgwFo(Z+Uc#Go$8~$db~MR$sm9PY=hC#g#i? ztl#5uS+bAN9rm&9*aDQT4Ch09-Op2a`LGg$z^g}0V11dSy+xcdt3F|fquL$=%$_@7 zfJ6v;C;~OpdY%A^I87@Gh2;R8d47A$_qjSVQ(ILf^Z!YAcp^~utYo2LUS0r8#W>q! zP_nso!1X&nbZ@XY3(GzccqN!YXcbRJq+EF{{02~nIKI-m z@UY{?H36i4Zg+9XGPgW8tfNY6UadOAQj^&NUYUzvb9Xt6`z*4*9N=!^zGNHFRoT~? z7)`e+n5qOtWU8^Hr93oo@&LU$s8r&+3A>b#A0U?^0!K&p-L?)WPPQ3f_-m?zMh2giFR)0r^#j`qlbH-qK`Y%o} z`7&AC%wpwey2v6{I7-A2-dZ(xbhtwHA05SmL-)piY+EN#p;=D2#3#6BG2JjGg-@G4 zzjeaRY@SljM#6vN%in;n$Uvj+!>Z<7-D7Y-`G_h5ed5z!Zy~u}{*AW8mFbxW6$&5h zqSg9E$7F5Y>JXlOSZ_3}w!)&gHCU@1&mp0_E2e z?d|ya`OVEKNNR0Me8>|5Fz3!f5uHyd;sG_cW3 z0gziOMV!Jy8xX|YG;9kahWI#WYR01`lQKnM25(934M57XU8|`=RcS~mzYUTsQ8N&P zjZ<4d(|pC}6{3vLXh@oQxtvW?tCQz44M&n!mzO45JhG}r2 z7!JFlSoj%67VIU~cz4&rq4;m$ZQ6wkT4HB;Rw(NG)`7Te51t{GWCjv+!*XBAG}i z54vn7{vo)tpV^cZG29$6$<{LUFK1SO!igaA=b8W2KmoKIn&6zJFjPBrKnE_iJ{g2D znsN7VVlj({hw+?(OYh!`JoHjyc<`+?7-fdI{tMv#TU_g;*(8G~<1*7Q0>WlrRaKRx zjM)>6pZ^@61O{gKeL$$?mPe7iya4?R?!BxH&b`%BRJY%(Ji-bq{k0S05 zuW65Q(uxp5n3M^R_8NNaH^rsjx3r5)=gq#QLFl1A+&S${sd zYWnGlD)O8vm=~o0;SGk}l&}aZbEa@kEm3pQW=v;@(X(c)`P$T&U~j>~mAXC|$LK=l zPbD`WpDS(R7HlxAXGZhiRtH(7Qi)$Kzb`1#wcmtY7+gv+&dx?wCAN40`K=}bo~oMi zZ{0|b8O5Ippj=BnyF>&?J((|h)^Jc#frnFx^HbO-p2q&GQ!z3BxV|;^SNybPW0Sjf zH^yxcfTTnN9_xhD3z6zVRMs}ok~~c42SEBebc7l?yK6AhKtyyc9Iiz@*F0T?h4*k3 z#bO{k7lD7VJ%r!sIq77k%}H*?Wz+TW$Gi;N#OgFdDs!&lZHk8%^VKJ~P{i7*CDgLO zsKa24aXHI+Tux=`{SfS2aD$EK*t5kCBAuPY)-Sawzdc)p0tJ}NyV}n-8^1Sn>2+sf zv$5D2@9kX}Ze>UY3qoXRGZXZTTH83mqZw`p9DnaNn7s!>ytA!OA|xRPtpM!*CS!Pb zB(N+AsA^)Ur9Wc~jH05VfKf;8$4wX?78X`xOADK&>5VHDW3NIEhy0ilTue;*yx3G( zDO}&0S@f8(i^$;biocd54mD`7dD+g__(z4nyk12vw_Gaum#bQU$ZY9)V2FvsADZOJ z-u247F4b<%DEL-DaeF^2_W9)ZiHVHd_YIoHvi31gO+KqEf0Y{Ok(vs|Fg)q83AuP` zCx$*-0n+MwNSs_`()`-aAi4(IwB8e=?5T(xFh;7_Q#c5&w95{N0uZ!&B5wyOuS=}c63`v zU{2g!T6*!tqG2MBwoSfK2@P=c1gxY-X~`>4N62$(cXYd?XPO zP+C&|fT5K0(9V;@i)YMlYLZVrc^u8@LW#^dYvg3i90~emMW=E)oFfc%!pW6{f?O)w zR2QE|b}K2lv=ID_8=`8r%Th%{P>^b~Y#8x9BnxKcu}alAuL7ktGXd074b#LG%4F57Q*;}26jalPU;PFWK-G6@b!22@ z_=-RVTD71bVE^AxL1pI8kE#J0paUue5^Dg+g@GyA&r|H5*w}!u#~%Mr@%%mZ*l!mc z32_!CBk1qFd4U1STJrL0+QE-NYN=DJF5zais4P3AE2O_81H|VRXU+iLy!#MEN%aSp z+jb*rT5)l8UIzdL7iXc2o*NMN$&J<5nPdUH^p>lg=|=MmdhlMj_zsj86raHttU>1pPuFy+)_ z?PRe|DWC6~X&VH9HTOP}ji6y9lauZ~Vim$^#L7~)lK9vp1T4dzjeu<8ef4~%->UAe ztgJ4APy;HBp_9?-&6}y6!b5jYNtH*|ExbD%e6gG!zBG&_eH&kax$F*Er4r8Rw6bdc zUz%d$54VAA&}%4<<|JWikz-W1@8COzNkZF*_(WnHzra)hG6Qd*bXMUor?I}z>DWI7 zzWQPaF!m5^?|($U6V3170Kf2p%r=DOe7n&tg6dy$0oYa-#H17|6`%G}eN07@8BLXB zp~;eIdD$Jk;&P7{yU>3?(%dR3xv=1q3P@P1nF;fmb97-Mp6z4=0z9`O27$qxJcQHH z#LHrhFXVQ>fKn6=%3(@CeVFY!o%&P@5_h&%)|Y{f{JQR6+yhj5WE-DW%~W?%iMu%R za9L>hVVhT&e|I`xvMQR#0je(#O?Y+XkA4;HoSzAp_-JOD$~mKvsB@irDRW~NZ?x-E z8B_ER8@Sm=n%W5}I$Dal*?RIBIGI=YNk@_7j<~2r<&Dt4a(*b4)Ec}3{#$Ys!fjKA zEytIW$v6 zObw#4G0BGuzyIV&!sGr>*f;L9@ApNVY?zVtXQ%W1we;+700o_GF-eG$5Z(&|J6;|e zMP`~X@E7$Lc*FkA{CbqancrpLp5N%bZ4&QTjejkdv&`%O)njiFBM;B`=&IAI;~m{w zX@(X>L?u-KDry-7?LuO&^prC(W1b-I?L9UyAl$^H^Ef-8F8>9whV|NNwQPO5O2JAj z>X-oP9NuG&w0p$r$IC7mBkd?z-697dfQJFp)Htia-iy{`Kc3G0kK1C)w(r~CVANMG zgz}MVwI&tZ!szlnj3JqXq&hC(H$oM6(`WM$(rVNi~w1-jSn{Fh3v zDXl%GE<(|r54FXV-$iYkF2K>`)~5PdFn1fXpSV%*wF*Z0gAeD+J$F-F^CdF#UhGi- zR&M=I*e3Xu2%N{%v;;f9BY$bv%Qc6ocXLi&2htC9i69ykV0HkSDE}t`ORzXRGZtg4 z`zA)l-p628Rx&eyDHW6*{Ju_2ccNP8i($DN zjUN2To!q^xZ*p`YmKG8otbM;`0j{VEa4Tv*1(RZck|*wPA(6D}oF@kq5C&lo*PEGu zoL8FBU02f#wbskPuJ^VMM_Sg2c*Oc`2|!p>_tJU}V8wo1jLhDkk`qq@N#_GEC-5;p zEUp)72;K4K>jWj_H1dEJAP)c}2MBuuN=izmL((&2274r}i-4^C1H9H%@m>Tx)|UckFmZaP?U*xmA-R>Q0sk)=#@;2=6zVA-ECyhxyhWeh)*UEQjaBTCdF`I)A>A z_&VZYWgiUhon9sk?7SEQTb>tRBx&IlW&EgA5T_L{Kr|T;T>>C*?>B_ws-zt-j7+j1^E=U_s@9ikQ;yf?xyTRG-hu7#KRoejn!Q2Ym-RWBUDG_Z$D-upM3PtqRqF zA3+F6bnv_hj&u1wT3Q<3U^qr63~YUMJ6ejIjwiK%c}Q*gcfT8hlq6I)&s1fi7=Q)@ zK1o*gnL^VF`M1#ND+agH&-6j`jihoc_RX<1+ljO(EOkBOodG1i_nOaFy4EbAFvJk^ zMO^G(z8Nx)A5WL5muHWGS)iH-;DQ7fD}QeG$$=#Euv&|(gk-MIYk0Oh9-dSR8w7M5 zu18)OA;mP4Qa>VMO>wJ7d83+Hr9o3UoCGESz;(3@c1M)mhk%hQdcbK=@&-K%?J5us zDw34P{g<&mEVa$f^Pl~mx6Nz7-x+*xc5Q9!CEELdw1^_0AdmVX;Jk%?>YClA@rKuY z*XfHXhxbbb>v&Q_(1^!gMkxX->ynq)7Ate6%arqw%`gHP{`S7-N&DZDfwlQK@?vA? zQDx|K0fvIltb%7RTCJ%x={D=GXF$@XG|dyY>BeKf>bhkZ8*%)!=u$lC*c55-+|tq_ zm&=Q1bpNT~@4LVwAM^+0eXRF#y$@VfC@cVN266|(+kXS(*q?VHMA?kLI3rUCZ-+cp zqru}$pUj}aWV|Uvy%dFgdAL-hsp1P8z>eZK?VHr13x}siCq~KtZq85(ssO#-9TM5+ zmyf9^BaKHc2lIZ#1%Q>&&nzrO3%fgnv8d#`qU@)>nQQ|{RTCrfOy$}+$LE*;aRvRO zG_doEA^rlo5$@U-8ia;qlsUn^`0McE*mvKD+jR8YNyz4p_F>!fIE`PsTdxae) zKc32vWvfr~TJ~s&IL2pfs#&A%uc2A~j^X5pi)dyjyRpPUN}{6`P6AsYtnR+g}25 z{mY9LXGGMHf|5Lfp_9P735}Dl7~$(19uX~eY!NtPD5$gO6Rgcbs^d5$t2rtv0O@Ri zndnda2RM+OgRZsF@bh)sY%RgCchL&Xu*3nC@vh7+i zDTy#{4mnFo7=jp6nn7*F9~ld4>bvCG%DQe|^JCh5zjvn751-8uet-f)_T3K_R}QGQ z3ym$jxhGiDN+vwRnlKz*rG2nDG6Hftq)w7@b8lC$O3-FN3=HVnrn18nhEf+-SG5tr z@3wKv%j-8c07fX!xFc%gN-9126ZvH_*5a~aZ z1d^1M8rt^^Sq9BREl=`=2t)uK4-dQ2^&~hZwm+M}>*{fG*=t2LsJ;6aP56I)0_q8D*GJg)preo6&qNEez(WU2}-382%nDFO(I1;1JY(M z-r<(exjfNz^C!b=cG@wZ!a)4=6>}27S^}lRko7bWvBKRB^zwR6OLIlCSq`AlH5h4r ze=O_y{RPP6ud{_>lbyjfH1DL&*Zd+b2KJqhl@371+iJ^Yb066X6r!Vim08CE@fqOh zkO@g{8o>=wZ0+1oA1}fCNV?%qYO%yl$P|WZ1tF_R$S z7nYJ4tsnT#HrfEcxMGSt{Ko0f7=RMBJLgE!nH2z(j{-yhVa|o>iShSM_{?`iA#M~G zdSi+rw-I2$L8cP)ot8v4-antSai`KY;JvU2m@b$TKq(~I+UTe$_S>A#5C^1lrd9q3 z7!^(uxZa7G;Jr>dJ^6(T%odw)`9OJ0kd1!AR?tvJ_P8QEf~SW%7tSb|VN&G92Zcp{ zz94gD`cpwu7K0HkuX6z$e1agYJY@Y}fN5Cb`;CH)FK-yfz?j)4XFSo`OzokF^*{ph zJT}=L(9-|wmuPj`(Mk%FF-R`T04s@dMGqk*pIarruwEu$UXPVA%?JeG0o$hZr;l*7 zFir(hKg;=jDd8Wh0)V)1wX@r>VPWlB-O|=RsTEYm0p8#AF`zV#2Md9acvlQ611G12 z=PAy|d2iO8YMYqaj31Dfss8j@cL3*<9z|T3#P(m|aP%|QuVmn3?EPy31OE1S>2;j# zCK`v2Af!1ZRrQax`~Ck?2b=l)zh-$2{0Zrf1ThV_sUaaG4`q zJ3(!)t%v=B`pwdEg;p(tT_;w|e6`pTeImZ>h)_vu*sX%p`Ix1zv@=T^jlpr&Zib^T zi8t16SL#$jel5AItXPW-{XNB<=z>ZRRE9lJ`xWQCU2R5Udh`kC&P{943H(D93u zvf1$uFW?Zl7V9_4ZcvG~>V?a`cz2mlX$~Z8oIf)-^4w?xeGJ}W*7H*QL8_#r?mnFR ztrdYbt?~1gNSbzImf-cXgvON>Mq0MB_{PV#xj)?!5C~+jqM&MF4g6sbxkH{x9TS{C zU8j26ulqkR(9s1V1?A6mB2wlK1)Yn9>y6re=Mvye@;;_MfD_y$e~e8*%x1*7)8a7Y z7++$8Te*&On16l)uYiuq7{;X2^?urPdwV!fO-dSA+?n$wg3KVH4lvOrFYgD0QUS6- zfWOsAep_(HNoz46OAO`gDDKX0&rcYIc5x0r&vk~ZBoGkamwf!9`Kdkq61NdE<2mEt zDOF=Nj?k{5OJkhYx-`wf$ipq<0-eO?nOh(SwrnY(&nQhwYP`eABOqER7tjBrn{u@+ zOW8GIl)9qw;tTc!OWms|C+PXvBHf5L!wPzFae?eYKx7}YDe6c_4vVQ$Oqv)r%+D8N z%N-dN=m<#<9{R_jgTv3F0B@-%Njzoe0>tDI{x41=%F6Xa(r;E$*4+>#b3#&J4NKNs zxbeqFg|89Hov1pZQP8)e)y0S_s~GM?RzOQlad?5+#7SW`hUZo`q!vUtOQ^@?_M7!R zbx=DL!t3+z6GI0A0)n0+73g4a7ic5t2BsC;IeR0`T@HVEw1KMUq|Bq+y(FwL0wE`QBxQz+nnL+ysFi)F>B(fHd5#4stwe-tTVrmoGSA z+8%EgbLqZ+NO+Ysa|6Bw1RHB>lt~u%WtgZI!)N@djM;b5P?DNL^KB4N12c8*eVtdo zaFJf~I<+d2`ItP{=En`OI)F;8IGME*7 z($V{zFP(~h8*1R)x)d<>e`VoPf&Ru@UtNn(a}3BB{QW`Py8-)DbZM@MgjBvnxlBn- zC6$t}L`m-=6knri$$Zsm>J*Ck2nb1K1JQJ8;+lwiGBtYxP#&Gp#s(@v;B~L*qfBRU z++DV8v(nSY|3WPEkl6b|z;6fjf3bTMb7Yt29JeMsz2faURimw{IQ0b~!~LW(rXCQHJ7cwA%010JX_v zCY#Xs2}g0=cv2%OqpPD@3%wuV4^RHjsffy!x}hNEp6g$Cvbv?i*7L}JIs)I}xKdAM ziq4Z~qYTLTT<~7-;VWoW>8vMwM)6B9UufrQheu8Z#R??qV%eb^o&iUJp65Y2psw#F zh3~xC!W3LiSjM65noLd@zRLWHmr#rvS@+4x#x}sJ+wJ|bZr9W0bSxXrwNkyOt2ZhJ zm{g$r&qV4gKL{wWi=IHt=m#SF_tcv#RdRWKrgC`3ol^*=A;0dFe%Y8{VP@8Db0m#! zX>M*#mBV_L0EdI)pXsyab-&pW`|i_dx6O++*Zx)t7|WW$0HZFay zue<-(+xhn=ccXtKGQuwa1O5N`(-zi$OLG4AGXM3RKO5Bl?{5>3%URo!bmRYaZRMG= zw6D9{!0DN)HrEDH0~>5`mQ4^XWd}k-IFXvpN2$xl^YvNd-@4g3M)>bH=I&9QLRp1b zmx4!u9HqCFHd`0_yHjewIC1pQQ6x%w>%HBEe6B}YG?&!xaM}=WEEB!8sB_t`NzQ{b zZx<~5G(4QE)$@;*Gv@O(k)7=k(!3mAJ5%16fsYY!#kt+t80ZhbR|-vf2|xV(TO|nj z99UyW+z?%^uQ<}hgS)Tl=VAhKQh5LQtiRmcf&90yv=e10RIl3HMyZi^|AId)gl2jz z6P>1pjG6#r0MpLaVvrck=JLSOhIojt1~`+ny}eOfS&7Ccn*+R3%U)W>Lqf>svf_c4 zU8u3Ty`Z{0@ar~z$?_1C{# z5YV2zy>=j^;a1_pYmtf$N`?1LFb8U2@C+1avbuFh(M{sdPm3X~p!96*6b$SI0weS; zH%7DZUVp2J>HaNjg5Lk=Y5#$$bmQ~P)C9KH)YD#?DVeJaD?4mw0hp3g!8pwT?!ec71sP<S^VBOwRk zp(~l)w|0MAc?BC62UAIlSWAe8`KSg(`#-~&1CcKy?4M1sm1~EXY@_I~^18}Okb9|z zrUHn`hbAf*hs(>#eGNjm@I>|u+YpSx=HuGYk2sT8 zmGCF;)W8s-wn$b(hzrDTE9hdlcT5fF1MZcU!F!&iQOK2Nyb1}Z-#aH}& zxhsL1jf<(r-!X@S>m*?L2%$2JJ~r4oCLP?loRWSuOD=@*=okuR3;tsT{%Dz23$umz z*7I&>pJ(}PnYALVo5GEM{e8Dh$e1_U>%jM#NGp`r zTz~Pw#v~X0Q8AE?r|JGkNkG)qrlG6_p3|odHU0hj!_}YJPdCSlx8oAONV-kB?^BV! zx3EkMu!?)I^C<0%R(T%;I{RH0Q_~l4rx_?aqKP%S3Du_<_M8-4WDt~ck9P5q#Q(_& zQ2&!M=wR}6&hL&rA{2mY9yz_idthuz`cE&bMN7gxTH0D5yUnNVE;-D|3F%y-&ReNr zAO$VkF&~eIZBMamw~RSY-*TOk52$mp-qM{CZqet88}BTYDeZ5C5k6@WgCBfPr=~iK z82n(_bwwhjbZ7Y+HRu>pz|6I|XxEOEsK!p=s^o zUU-=AqRLmPrh`kb%RqZn)ioz(1Ork#*Jo|ypT%1ggsK+2`VeP+XW(Ck_YDyC_tQNrZxq-xj*f#x@LC!5s~DydMuHQwp78>nbH(N*i~ zNcv1K8H56Sa!40s(lW}_5_YD+$CVT(B|Z+G-JtVvvGfaF%Q`=no6h$8iX@}$j_&vK z_VUOSvuPQ6m;Q{hj3)l%v2-4P;9X-1j7GWP(Bs z<1W>3hBJXuZB6>;-R3sL(w+vM?!luIwmkA~4yM!GR1Ek?N5%v;wj}M>97!YDG94Y( zIq%Q%>Jg!oUL}pJYe(PQhF#qh;wR#Gg`bkj8p&qt`%XPx#{@*a$si&B35V10{|$ED zBvR9qL`9E++KPq#WtjU=z}4Wku~uzNyVO8bQ)ud*0nlZw?%&^g-a?Pf9)bkG_(=Q4 ztLbU-3kXW7*-)pXS}*_lhhgHJS?#8>u$T)&-E5Z(LEWbM?oe~uo`${k4&^kX{lRU} zE6xy^HqRw`A2e%?hftGIig}B+#l;n#@J5;cG$$NjIWhoa7XHojGr|2!TdE6fg5`r8 zd$T~%S}zp__@}7Kak&keH=OD|@&&pxEiHEU`9^;nJeKs!a`r<~;(OM)6{P{c>QA&= zIt3dRF$zhW!~I5j5+i}p@!@m=X_#spYTF{5wnK#~!kuR^5$uEvb{wtH(Pj;J)Q$JO ziGy=0QLfL=i!L)~6|odnZmY>BqY^XEhfbcm$4;J2rsnm!O?IN-9rTUbgY_y^TY>UfHCyPfKMD|CrZr ztEHBye|DQopyqTgZ7A!++l@1L2GcG`_!2r46a_-l@DbE1(&JGldFNC>WX(u~C~8wq znA_1qxVV~}t%dPmvqcO2#WF0*adMS+>|7l1hw4}7;*z-Snpl@+b7!j1<9~L8E{;0U zBHz#6tj-X%N8~}fZyQ`Yt^@%5*6_w|`FJ!Pr9?eF4ON}AHwp%#xg$ee?X>7ivKe5W zP<`OcUr@-DVR$fX!L`U4uFy}FEPr7v4Ck!wV^kWdY3W=YyoQZnv#>2@q@e#f4y}cI z4y~k*=L-Q#rZ1Z01j7envT+yM9+g4ni#EW1E|X1;wx5S-1|3>&l+`Pif9ah~&A8*N z&l1uls^41NjbT_xMHeXG#L*ZV!ZXgOl+5GPFC*mXB03VC()g#PoM7F0mAo7CsbHLQ zP4i_4c2RMBYR9U?Iw)j^Su8g+WI<8CtQX9QlJ#VxNP%4E>Vf|ErsG2qM5>iFH1@D} zn6lDh@x~c3UdZ*qd`j#fK{!dGIMH82aY|9Bq3;n10kanM(Ly$9R}O=m8MsrPJjb^3 za-SgI@SmAdta{qpOju!IHgk5D<2V&mMAI9O|X{3@^QxqESovduj3$Hf@%&cR3E{hHAA$0C$nN;~4ho5a~YML@+v5kVOQrGBTfWtYJVWR?Ga(HiN3f>&ddOnoW7O}Yv{ZWxW z5?hQi`ptN#F36hqg=*}L7Y4+roZrL?g1)DN$v>P6XHP5ZlgVL^_UF$^b4SU&uya-l zgXxxcEBPlimxP{g%dzOZI(UXdua43l`!0H8Ru&tT^D0ufL+~h?7Jc*V`_4DuGX%HQ z*1mUl|J995t`WIYfYIl`iH&M?vmzG$U?^lJ*OS>rbSlV%X3C)^O_V3;6Df#Y$}nWhvabScL!~8d(=quM)k0ke^I#e^?q?dcBvvbd!+u zwvvt-1Lf<2Vk>BFgn|H17HIVvXe?+KI7G`ilgQbhVwU^RxjKcAe&ha;-o8cAyAOc4WQ(RNtNoX2VRb!sNj3zDwwp?6B{OBAI4w;A<4k8%8>`5;zduE; zp|S9Ab`AzSCC5YKSs$&i(n}lDg;ubad^UY7M{i)M55>u9d#&|h7x`6kGBcGY#t*64 zh;2dF)i8YG&y1!UCV6kTh!}1lzcKlng5%=T7Wmwo)ek7t$qE!<& z&}ng?$9?Pi%Q2HoR^w4=14?ST#@%~NpHgqw-el_TE8|dUVR2(xXOh1YRj^mtGFPWcxmr3R5u(mH7G zJx6Vzk1ms22(;b6X0Gpa1V0hJnp+yEf2JsE|Dz33jJsE>edUUXpu91}H2664& z%b+H%kM`P$i$~T5lE?`A%VK|ix7(i};pBiM7{1!#Zr0H|)%a66-_SSULk8~4a4&7D!$$&3GDtC-nd46?gmJ50 zR7s}n@M_vY--k`~P|Qj_a6r`weS}K?7IHBEo?Q{;$k5r=KeyNTtgHuZ9y^d@0+Pel zGWCbEBm15X9nqFrI_B`{v7TK~^jGQADxSPMQA@-6tlr_Og}f|&8=Ofv-7eB{3i_r~ z53;rAH}nD;qyg@At&CaShkh8GClGRX^U(nk_=;f;B*Tm7{9fN6DtcsJH>6||nqJZg zSi{vYs)<|Y#Nn8^=mQ1!9YOIC&RB!2qgNaZZ1=ARu&gVYZdb-^ER@0aoa<}&p&lW6 zOgA0Dyqu2HlO-jU@r33Ee+S45nErx$!0f78^{~FW3RVVT<7PVR1V;*eh*XIh>(9Qu zJQ4jlsT9{UM(66i|yD;?Pn(D7hQmb5BER zg5WzTyO&4$h21?G17{+G*nX?j8MU~dS3e!W4fXhAJQy;wMqj9) zr5Y|Ove~||wH6)w%RAX)d5gOD`71Ni+0o&~vwXcrK(-k8?h{WH<-{NMzd_d_JUhU) zDLpRx&PeQI!r1|{avy+5L>9hAv@2rE-GyMJI+g7_0H-8zp)Tba&h?7s3ewq!sK2EE zyN5))=wV7C0Fj zlwST$?fa@P)KORkiNUox&icOAmdQ5(1jmHQlJpZCX4IHL=#_ztJu&ALWn^b~8)u&O zoK;J8k(Kn<$hp3hUkan~6wao>a=%@`R|5F=2OOp_&^@sGt;0GYUH@7Lf#ZFV4?58j z1x=%%`yO4#68d8w>05rHLL+d72OEk`ReqT2IoZIMjV%#YZF=zV9(Q@6MI+zHRL6w) zv%o9}%nE{eBZ}y;{4S)xEB@>i)zsVpa%2gT1mRabF+~PO`VaAF_-NTAiK&DBZ>_Xb z(97(XdKPU*Qc;UZ-yW&mI2xx8XEZzTq9#)PEV~RidH2Vn;4ZNx@CB10*ges{o7P$G z9k$t-h`jz#scCG)kSG+mc~be{%JPCc@|=}5^RzgW=eW&AyA8}$Po z1`kJTyq60VYO5u`Q`pDjr%A9Ecr=qd_%_N@fp63zDyY5tQ_d~ju-|Szs2-E7IBSnZ z4fC?972cb;qvFFosAd63XUAEfb&B<*{n9zm2zYvIt*fc|?7CVjN%13|UW?o%{}ai8uv8m@}>Zt=Sj-h>O@vsrn7veP8LfuyyZ9^dymWRx*C z7w3Bme)ZZabf`n4sjXbrn8+S2Py@yWrs9VsDmbPpuZC5lfwLEiYD z)p|Kw>vW~~Z$cu!PeX+Ry|^?pK(#8_q=m4Vza|EF&y34QfD{h&vj6TY$*?!NtE7tJ zrO$X`)hdaF#-8%V<1zX2BJBk!2!*j9K!Tvh9plt)S%2bl)4S43(^l8l|Mvncn{cAY zeS1jB{Ck&xZTelxOXPGGVkNCl+V4G>PB3U)4omvO9tC{;NXi>7pbCwqouKIcZr5Q% zNJ%mYA=N1NhZ^L?>xvD{2>n(-}mBcS_c2tp&v}7=Lc|e(mSr zcYdnGt_$boQTV%40)3D{`1svK+@y=# z35_wv;8)sl>3~;-JCSG-_P)F&TX+No=AFy9(8PxCSEZEiG=+Gm9_qV*>X7%K} zUpy6`N|cjQ+=I5BS9ksJjK@Y0;$%=cGCQNimB-$_$|(=DJ{GbHDV#Q*^-2pY12{kx zyEHeeHJ|4Sf)LKQe`Sx!`r*+|*PfITyR0?*>gWXp92*zgYx3K_ww@-&^>W*#5_o&} zrq0--5E=21l0&1Dw(1TumuIB?>KEdhO!2Yq@v?Bx1gnWBiU10j9!C^n@csDTBfTfg z*jvgPOFr&vH&i=~y~Kg2aAD9NNNpHhai3t4y)nUb&fC*vb}OUn>0$_MFjs8vLhctV z#gI3oQ0s}k;1%>0PWF7Zw%OovL#Mrz?zSfBWgr?rWb&8bud1ZrOMEJ8NZOp!)U#@` zt)CBIiKt$Bkx<~b^mo76o&Clx2qMs#G=b`U3sk8k8I-LyAPc<5ZdTcvBX#6mUT?5j zM8jRB$D zMCNy9HLBjumYO}5mwXTe(D}rvrQ2}L9fKdlYhN5b(3#5Gst_&%F^?VHbwsWP9*>4n zUNeHZmTA=Fz<#xT-`P-nDhgs1t_co1`B62(uVDGDPa7qFnfw^8FfK3Qikx-8t@zDj zk&a^ZD8b!~is@F?5~eY#sj-CQI|0rnXzHBzDmmd1Ic#Eq6jNef=j0Ifuj9w+L4?IP zj*AjW4Q$5;65qfq9mJ}xV+STKP6D14nxQGIcI0d8QAGp#quHPSrd0?{4zX$oCEaNH z&b9gFomFMXc(ZHr%WLX%+Nk~DR3{+6Au*R7CrJpXcO>iDJ+ zmJ32l@Qpy=*Wsc{ZmLOf?B4}{GZCl-gMhOFZVH;;h&Fy$djY(Zt(fS>p732D!tn>d{C(z#iu!WqbiE3{4zZoHw0X^CWql`mV`P{J2QszHGHE_Z7WSNh@GJ4k1MlRF z0TR0|hl^8z-ykHH2BvmsCh+Gb8SQ!%P8})7E_{c(`AdBGIpoRPDMKF@PS7jbn@n8O zYbEr&-7QQ%>vY54PNp3)`e1r);*eSB*Ga%EM~R$Bym>0EY#_{iPA~Mx@;j$TUV+Yl!<+fEFMZ#~7D3WM zRu|32UEuu~2AW=675n|W0{Ggv*~LnO(oz(sf2=tBM-`G5zV!54T0n{cJcbt_Re;x9CBEHl%-<4Ql)gub#XTp5m|X_%=_VOon_qvRPPTuzH#<30sDlp*SG~Qr@aT|JDm@- zj-8NJ=9|ZHzt{^Cfj?O_-;3Q-0JW{Fi*x5yC<)x{x()BKuCK$cl?av80=8{C@xAV~ zK99p#Q$p$K0Cx^{qg*pMd4rj@#j8{9$N0(BwB9Z2Jg0^+Y5(8kb~4ZLv(5I~MAODb z<2B1OWp~ZY!g{DYgfybF^>lmMyVJOQDNuW@o)8*8DlzyxFc)zhy z(9JMjr9M(-aW1rhv)dP}r_BxSE~Xs~-3w8xn)^xPZF`x8qf<7)@GcSju;~=Z3A1fu z-LZNn!oW5m#Io+{O+KMHGdc{k=ek#&8=bf^ZIZ(%e7+>QD~D|aSfyB*A4tvPsSLC- zh*G%|%aArZ-1Qi`B?WLYADg4^E1Mo&K7oVkFtRZCZCbc8-~Dm;!yLqewR79bvI3U ztR!EIK?<#C*pPWRU!%qtvki1It|xeJH>MGBAtE9{a(R?VneYcGaz<)~QV+&PRzZ|^6d zk3|Jyx$q6vmZR*x$t%{ty&0)N_TORV>%kS2GCz{QHbXz^>c7bo>86e~6m5%a0&(kN z89}6?+Wo|{nwP=Urc$*4Wac(cbXA&Od8Kfag1w5NkdgEss#yP zkTc!t0(Rhv!8qGra&I{pH}`a^ME34Ser97+N>UjO*(0=RZ50#(Nyxx&a+nfMm<*1T z5a@FA3Li(JzrYu2X^`hcr%o7Fokp0&d#wC*Ap_S>ei&BIj%WX|&?v>a9fd^@Rpr#I zF?#2V0h)RY+_UFNL`_R2$tNPo-NQfQK+pcRGr3asq`~+130FfO3G^p^3}3DG+ZTjzDk8YG@_%#gQm|Nn2bAe0aPa>$|6YP7Uzn&3?c;$LC&r{j>&D_jk*7kY73R z-%Gac$zVc;TY8)jV6-*iwHTQ0DuX)4De=arI^g% ze+!M-HbHUQG$^8$pAf%&o5H_~PvPdfPXTcrUC1s({quoPTxEOSKZ_%8{gO z*33$~Tmz~3pE%kU*H;a2+HPYO?HqezzK>G|`H@x#=Qrxp@7fS}&i6F#$jClXC zh`kONT{yk?N&IkLZ0rE2DYb5MOv``IyxSHmh9)3_(>%D!sG0Ng{$s^^O z>rw-OPXLva^m$}a3f&wHOXJeTsP!=Xj&eqN)z*v14^Myf7QV%M)fpTTHFUiIPAsS-rG1}^T~JeBhN&M{jsU!i94Q*IKFD&31vD)y zQFfx?04Gut;dFdhz=I0ILCUT2`=4z(!B-(2WY6#u2B)*t9bIVeh+FlQSP)nj#~ zGNXQ@T|U&okCcrsH{jsIoL%b}C=UNu)xMRGXJ`z0js=Lv;P=xV*ohdJWAMvg*K@yZ z6Ex!7V-w@Dd^=M3pen@~$->T~UAnNSapw0xI-yw9XYso72zf602s1aXpMFs?mvXYL zioW+@cpoLLOj-!!f!t40>+@$s^@z;91b^JJ%oEieZoDL?h95{J3rx)p&9)U3w4pPZ zU~r?A9~>ON!pp>c-nVfOd~A+vP44p~6F_KQi04Bzzp2!fdTPW1(uQDz4tw#(JF;;K zr;$VAB)uow9}kxb0epx|N9Lho$%jXf`fH=5lPjc#>pJvwJ$vYLTb3Kjtg99>s5YeA ztYRc3JTT1&l>2}f^N9P+vHF_}kW9zrUvZiWp6`an-?k2ajF*HvlDWP{&VK(017MD9 zZDsG{U<^u{s#5y>KVQ#D_S_Q~%_yn=CT#0#b1xWowWMGPDm>h^rcz7?u(LszS*yeb z{55UX^EvOUP@4UL`xPkVCDt ziRBNIWZHqWA9-q9L?=akJ0(UU=>We2u}MG!gJUMo*L{Sf;%J@UN_Ly6t&3TxEo+Ps zYv5*X_}d~0^=Or;cigEa2Rnr?0)x`DO<|1U(y?_Cxn7nXu|5bB6m9zW6$(bO1lN=o z3wG{f^72m3Y87MMk(2So-TVdwn%+)Wtx7K)Y@cDo&EWZ2l>4SZ(6Fe#A)7n_FpH5v z08Y_B+sVl2W~+IiZ{n~ZwInnrGtsIYcG09IfBrU}m5v1;JfQ|bT6rIBfC!7$;|Kse z4)T187vh#5)0^}pCimdez=XzX3o1S;AVklfXqbO`iUjD!jc;gV>}>L!Mu$K&5ti+m zkg`6SILQc)*lo)oI$`Dqb_V=)H`uUqz^Cgoy#;upALDTMX7I+EBLHRs639!9KVl+?D8D z0YS2nOH^aTElI|6Dh4Ko~dVITPiHp zT1u~Rb^)MvAq9%Hmeted?6E)orB8j7`5%3Xjc@b^Q4RbYRyGI{Ph|Adj~Uxmt~=xC zaO+&MrZ~ov54q9Oz8XX`k9Bq3m*wjwN;fF%?z=b)1kfGA+dWJXH(P5&UqhsnrkB3$ za;9gzbEIeVeS>PxIDldTkUDe_%G{Xgv|Oo!mom&Zj_BBg)%2vkk1zn8xz56O zqOCcgWQh{Q{ygXpa76y3sYjOgp=_(EnJUn|Iq&x2KKUw|m?)5V%ce!Lug?HAx#ypZ z#NaY8~Ab73(P~j zcmVagTa>rk_>1I0k1@ah{YEOnLUdGK&v#T1p~NBqG(WURZ4^#D?iy$xN{@#`0}ZhZ zld$7n&JfbXK>uz(gz(3E9BI(jdX=aTS696Uf#3owl!Ap8JQxAAl=fk=&lq7e!>YUW z8>YL1)<2ATs(*l=%Pc;DNMl9Cefn|xn?<0lai{U*6QC93@Q|2O@-h_jrc#l??#kcR zTyf32T!l6z_KtaXAEUl%Rc3|gTNwMJ2C&kdXU9T$Zc;B4{5D7hs?agtn*p4x*R1%g zm&}$|qPO6-X6f4GsYwcaadoMl%w^_TE^|&d-6w_N(8KlpS$y7>!eh~{b@IpVD7zTrS?Y?|-vj*DQ>xHe(wKjn^3ZGPW7J5CkndXyfZ&>*Ba`=b&-j-AMGH36A zWPku1^VNr#myI-6a{cs#9w1Pu;=Z~SeP-L&{0)5xh$S#wB+XsgkXbAiolr--`8cih z;N0)1gN-IIEatR&u9!q+B;p%@HU*IK%8sTak~1RzMJz%7LoCtEBwH7iRY>2sNME+X z=~%Qsvjf2%sv1g8$@{o%%r-P|+si?}rqCvCK>pLMmREe1rqI&|pQFp*13w3$YKfc0 z7flcNk7Yo|?=EGw#4Yp}91S>>fOj$#649Nt3miS`X-WR%plQQnxy=lQbqLI=p5`-D z_HRQ}D|o{bc_`r^6yhKNS1pc{v7N8{jQWe0)4QG^qSieK;`2gzB>?dWXxQVid^HU^ z3nWzsq^>S_UUb1UOiHw@`$5ns`#G;{@j%uzBY#r*LyAsjfIN9PDxp@mEu&ofFiFH% zOIeqxR&2m)O~g->Y5f2M?ZlLi-UHmfYleJ728C@rus$Jp0b1At5lQRB`9G0pF}OpK z47=xmAOQNx0cKx8OqC~uEF=s7RAy8!LZ7yC5)0`s*$AROd<{jX$}$s&H@*ZY*$Jle ziO~$XuDYMr7w$hX;d}QQ-Qcp(v_ttv3Z3?pw|R&(;NV~y|HkETHKZ2e?e+&F&Y=Qn zUY+A33|sRql-jW2Y%dD?>t>Z1IL~eF^>b_OJJi&tu+gO5_Ix3>s&j!(?~N&R-APt^ z-DlD++W}E?{4z8i{Mj*BPxKxFV@KRv4Zzp>z6BbC7)%;M$;^cNVqUZVa&EP^NjPGV z3!4Nc^_Yp2bvuz$k$Jlx>>QKWZ~q|$9_MBwMI?#UXN~S8gbHcky6$a_DW3rptc5`4Q$TS4jWWT2r-&Ygz6CAV-}dQv`NksweMg&Oc`s z!mw}x7JyCcZa-ZV{;5IGTn={4K#c9TY$P819{9|x$GD!=ov@0zw4+QKIBJLgvLgKX z2g-;6Pcb>=EnXQ7CwkS(yi`YUnoaxj^sv(^@54ez*5k9#c~aiE)+=qh(8Ix*g7@PS zVj7A*Ds!?Eu?H0Iv>dIYCt{UEXx{~5r78+#L5 z$-^5hg82k^KZ$V6n}d$22)v9zjnSERYDN$>cD@z}$LyZZ^f@ci`;HShwHx zy}YR@j4$^i>V6#eyOi!$yYxaZUy8kd4k0l0UMG^FzlK`_em=ItIEJuZBXy#C* z4+@Zk+3f-|go6QPm}NPLnfK-zg#@heETZR4h|pwgQ`Bq`sarhuTS{VMjW2 zZ8;on;TcfKt1k5V2i5>hkWKMHha9FG5kni>2%z4VNIJ?5tI07@>6*rz?dN-xxdsk$aHCgVVIiwf-o7so=#`nrJ?Li# zGIv&!&_#jB6vJ?_g3;6F4_Efr=OynR%PT)T)V020W6sN#dp|W`4-53kQItYQKn#luhcdFJ28++X=jz_g0e zw8P_5f1#IQ-%$=BbA3^-1QXOkBcu}U08df3b)T=Q2v=vuWNQZ?ma>;-`@}9Nz6+lS zLp2s$8}$F&(BhSeyQly5`aurN!x}(=W2By>Ha&sgSz8^oE4lWivD$-cxVuYZ)=;mc zE!9MWmuf_q!08FO0EPfcI+JSX05^g&0Zj@DRW(sS=`$LsW-1(YP92=UzTboY#WRwg zSS7fzv7u030a{L%k3E7P23goH)eJ&bMu~+l16`)iHcrb18LecUE{!RvmX?s(#D0M( zkGuhIteSs2h{Ko`TV61KZ;J4b()01<+yAF_4Mb80>?C-lRCp8vRqBlLoT~Lp?Jm4k z$a<8-YqB_45#NC&+A;BSi(1~y$55O8SI>Dg7`6$SQ_g&cgCAiW9kB_s1vCk&e6^%x z*&RaQJhpts&e&4#ZUNp54vbi*n@z#QmfgLZn$juNY%07jA6tur4G>-JMf|r@^9gIPuFql_79oqDEAOaV`s`qlMt8K>4u~37^ zgEKF^i74!PXdSLmv>~f_NNrXH65A8pAo{JIl2%OU#=?QKS-~{YUrDEC>J1X2Y9Z{D z4g$>qgtCQ#Y5u}1*p6IXD$WiEJru9j->`rQnQm9f;Sii=>rBeTAcQfJii_F`FyvT( zmJwv!c>D6RwNX*P42Mt)#hb`s6q09#Ge`hAIAWHOty=g5vw6wB%$$3K>5N>0zW(7N z6{-mu4^<1$l8BDrL^h>@x7yzsg`uuj033g+!n!i?D?6MBejq~qRLGmfF*2e31L@G8 zU%8!f)E5FOh!2bj>@wgwc0T)sLD}igt zu%(0V{{B2_oeZX{S{HtSH30AvVEK;vHwhdcyDUiSaDw-=yT5w;BrvG6Wz#7JBpiSi zjx&ngIh<}AqCF=%IqqANo?YKDKz4zi9G#O-q8ZOTmzfwmrim9OBqqfsLTApHHSh&W(l2R;j1LA;@ZDj8lZL z)eH(tJ%Nzijsw&a!5ie_s@o=<0_NKLmQm6;dE{ZJRdY6OC-RjHkDwLg&_uzEGI$Yv zYOkfqYE$VEU1*GHU$?cnWl!>L(nv=>r>vmU#iLwhwCO!&K1=4zVnw5nU63k`Qe=;*~ z6AMTkKkn&!qq^2{%~bo6d^Psx%sG&uL@z|JJ(W-LsJ z!}|ywfvyYKH0DxB76cvWoG3#^0z3I8jMpFIuDuw99=>Oe$pP;B99R{@=KCJVv{8Aa zOWv$wyEYQ`fu)_1F3;2oEFg_1?X}x9_&_yhCPQmExhXIUP+5+$5pfEmeF$?GE zV~7Pnb%b3=8##!RT|iAWw)@g8)m;Zk!fOZ^sjj!tmxNzl)3Nl-9dw;qgS|^CVKV#V zK()U2ONuXzb=8@Be&SZ}^LM?XbP2tQf|R9!+0V!C*!k}DDrN{2-3^mx7i68*enFA& zguqW46KLQT?9B3#lEExrU2{oeKhLPg$Q#fR<&Naa*=UkUT$A(REAUg(QCIs!0;SNT$U zVOmOJX7sFBq(kJ>#G$Oys%Ra}$Za6YP*t_2zUJb>D%F;negqxcM6mv34rCQ@7f^gw zzzt=s)Ef(Bz94lZ_y`tvYBZWXM)O1+Luh+H4XB(K<_C!Dx9xk9vZ$qEMZ=+?b^Ehbkien_rcy)*@y6# zot`Ui)t{a7MSwdxhiqJlFY3T9BG-M&N6_dC?rd`5YcI~JNzbrDk4Bfqv+Z~}&G&G~ zNqEo%EP`ScnL$g(-u5T6@3PkB`DLv}K_H@2=yMAzOaB%xhutHf{f}c-rH+#`?kw&7 z{jwDW+d9M+;I_`aZp7gY12>X+P`)tsR>lxpf?&l`j`xNCDO5fF3NW2oTlL))bp#TB zD$-)dBm$*$GS5b$a>PC(O?L{dT#o-mb)LAHr!o%jEl6?rqE03(+_EKy1eBe4`TfNNzu z5`c?nhk*D;)Lh5Hsit7;Z!O>(oUSzplp))H3q1XD0~JN%gU>wEDIR(+H${m!Rq4>97!MrVv@@{RE&M)RfJPAnGUe98GvTD{Gq4 z;oxguv&q4k(sBgwi83lIS!cd;>A^$=b!~Y5#3Tk_Q@cRL)9aVqPhm<8;U*kxAlpe1 z^C(+j`0HGdSc;uZTBs|}u`c>7-KaE^^be>X+)x&Ll%u~ZFXEg(MJH94^E&bv zANjcQJx!AeKpIDt%_hTbGpz-uxc68h)AInQ2Sn>*o5|0_z5NKfMcfSb^__EsO3tx+7kfF zF{q&nmw+fV^B>FVk|E%GiB{Gofn6PnL<{&r^+|g}6Br0pfshCa%CpEXY?wdOG6aak zjWRHZ+D5(?``2uhdJMH@;WlJ-6&L~=c4i>@Fmr7ztDcPiDFBo1iv8jrqnD(bl@U?X z`}2lOg-^mfXBBiKz?L*7#yQ`2E>}uwKZTMNQ0&714_kktCV`qU{RE<01;CB~W||xr z|64J$z8s%ChVf>*x?8JXAE@hb3n^80%yy_HL@p=5BcFjf=nw!N2tXprM)kyVk{Sx^ z9pE|Gr@9t((naf#my|p~eJ3G65O~mXyJAexe_5s?9kxJXi~r$+&q}0fwB4BwDxXoc zr&3Yh0l=ecpho;HN=ve{&a`MS!fJ-0Y~fv8@MSW`hXn>oe0Qs7(|)|L$xueo)PS+{ zGnsrM&`h5DQ*$abCNEXW8upuut7=O{u^{KMdh0bIc_ohDuB)m?S~NGiZJ)?F9q=RM zeD$V7iWSF}$M+svTO2L_uFghv}jJshmeHf z`#FO)pM^;%bgx9siU({OK&1WPFMZB>4rWT6TR5?gKWDh-@7kq4HwW4Wf(e3nzMPW* zkk$``dPM)32Qr(1PlD_>1yEx}nBP&yutB2xv+;~BocACEnJ&B?Y(fe+Z`b)+pkZTf z{e4$4SLz%0xxaP3v<&g!6Sz+9Bi{Su)6JukqrF|oyf54-D>sf02?_HvS zUje>jmXB1jok^m!9kF%3`Vk(+W5EaMmx9;jBhuziWqq| zfJ5J&68x-)k*I<>h*g9pXLv2bpa{Cg@&pWEnM>93>shB%ibN;8YH)g2I|(AV8Z;vW zE%e-g*iWR+{bM^4mq0&uU&JRipnh!NTC&x*2Xv=gTb;wg z2i}n8V67RzDF*boz~j^b1|L98mb-DGk?9EShkk!#n@et_nbQgw*EkUV27(Qwk$6Ek ze`=0v!Z^n+=maj$$PuA9aroHx7`cc#;~>0<9j;&IpC~xgzy4S_f3Iv*Vj*q@81FQv z0P}u9+wrmn=^eZNYb-Dd7Yn?9Lh`+yGel)_OKSkO7UMkP8TD=&>Xqxmx;t#AU9m{YN?zc8zRpOW-`e*CEz`whYe!mYBmZEgIdI|S~nkb`_-XM(p;fa2~`15y(7I6s62XoLu04HyLk znuSbg$Z!8)1XW0UTd##xWUIlxuVeW5gYLQaZzhsJUE)GtQjgbzANuxatAP6zUMqmT z|BMZ!e%}6>gldK7(Wm$3N}e;J1g#cZ#3Ds!Ehv?f6J^;;~K{b7YPm9xw2Dm1FNP=fUn!$S|uweK&@B zXW^|xd#tvh|BE_>HkO;|5qt`x?hld4tOrbj3vn2UD+2U?qFw)>+rgaJc5?$+d4NX~ zF>PdZPgHOyv!OHatglVj`+)4!Mn2NHk|`xW-U$;codaOD0AOZ zHzBLfESY3$9x&x_bN?#z=ac4kag*f)NMb<{lM7C7(z^qcd1x?vDxr*XEmaG9CVIq2 zPC|XXc_{)xz~))p9tE^sJTsGYzB6^q9hLxrE*UP&VOPc{R+z_~P?qw2)GomBlVwOvCa{e{T!YOd5N+`|<)gYh% zjDK?V-d9F3S-(~TU;jjfQ@-yx4c2)G1_^JwCt)A!XO8bU>n6UaJ= z3GZEc6f2>xC`B-3oCsGLbj7)P`ejD_jE~c25&u?f47$_wZ;)H!*KD}!Z$NdB_Ae3!^S^zXj+3OP+*|z{u5@NXP}i4Pa=v#}Uu~y4i%$FramV zYbZZtdp@y|d$ZKanqz)mFCFqlgj-S z#COHX=x}8c7_7^$2q_DRE5gY97l?mMh*tqfZy|v6HkveZ4}{@JB6|BS=;;^_Du|^0 z)XB$ae0(iv5-L-DmA7B4{UW+nkVMQoFN@=Uw1d-txJDymp6G6n@h4O8HZCIrQY0yG z4da)%0HGMflm0S6J`y8V$r04K>WwxrfYer*`D&)}1w%0gF-`2Q-b(EY5xW|W$Jcp@ zhC}?F1=}aQb0L9VvCr%?)m|welD^QDW!^da+Ydm04tXSM5lM++4R010eUlG&eClT_ z9TDLZb0vS#L$PqZmg>z^7O7dIe`&FG`QG~61P@X6fo4x zlA)&sf`9lG*nXg0D5~_S4=bS~3v7R-VJRh9yF*$Wbd-&IhtG?&DkYDKRb^UB$3uWRMTkN|RUFhkw6Fg90T=hm42$)v@7{$IOXFh3R8UoeLCfYVIrWOMZMq zCwcyLs66Tk35SRM!AmgSS}#`Z1&2BvWZgT)V(J|I>q8*48%A;G;hzhEaqQCcqI{~F z#3|0V5~w2Yemb93bX1X<{o-*tqQzggR)RlUWV>0cv!bAjZtS=5JZCa=ZS!!wrS>e|5OA9hy43{6-OYV{%+q zf4UN-WRtf`OsAL)DAje(`-#cvjBU#6VH%X2AHSM^qB3oB|NDzt4zfZuvk5dw2v?+_ z=eg{<61FXvJ#{RN*mS1+Lycp*F5CO*Y<<`L;&f}O6Uc}#@q|Av$rH--8@BNy4l#1j z)R5}@!s=g{x8|&Q!%s(%-?m${!m2{1IlqP0*S4OHmx+|~Tw8z2*;XBKqOQ9zJli%d zoh{dicC(Q2j|~#|rL1g_cL>adNY0a887{e0GI%g^Q>ONF%?WwTq07WUE5{tP&qE$T z`|$-WlaCX=kEP`joY6-+3psnrdtbh8Qe+rncQDTrYk{bo&%d3_^~KNlTMpf0!xPhLgAktQlLxEnEIR2kO->d7^g4e_?MPCo6O192CL7Pp&E<~|EdW7a}Z$u zw|WblMa7W1WN#Ub4RBZXm4prHxf*-%>7tbEpIVfZkNvm=nvHHRmpeSOmSp1HA{ojX z{$=p}&w&H^e@-MF=U5uI(1pOj_ZxsPM7Io1%MIPWcT?I+ySlm$O&iDDD+<|PB)vOhA=>Q{_|`9>!3&QKR3r>0fzujopv&Y*ux}hh7|F)JDZ4m1V#Nen=TSK8&HtE@Dd-I7x-OY2t=w3I3 zXSoQ$>jb&u+_#tBXwC>ew#P=>cV4axy|Sv^d5bs0gbe?_;rm%^y9N(0rY^Zi6q0qd z3+3B!DgjQpK;#;!t0aGf1$WMn_fylG`d4v3UdMs4l2pn9AGtoW<(YkBe&@I|y&7O^ zvL?+3SNmIZa%GKsVve0OiN06RCyHarmvF20=jR;|+pYRfXO^JY0ldJ9>{^Tb??5HZc95 z(!7f0E}{SF+WSXQ?)aiKPTC7{rF{Z9f4?}$^=mD@iezPgwR42jJtpFe+cSc`if&u~NK_kFKwvBWO&@d-&xeX1eUq)|xk2%y#1zln z@Ye)aQsu9p;l6KjTTeGM+NkQm1DS^jk`2+Qq5XOj&MvuWvxs9;Yq%EKf>Rx69XEV(27kh z+zg}8UfBeYn;95D%~doss9)Y8qJ!Gd1s)MGr;$*E8+LH}uaSAfK^v^hWH|lwA^UF6 zGv#*s#gUy?EXh485Cab-;hdu3F{aBaE1yeP*Y&;c`-1T^u8#H%@yx}Kpzy`~BNz;R zd=httJj3?VQa0A=&gs(K4YA~KeLZ{O|NQcz*da0-0W{4m22MXeB!Xv)QJ0d-%U_IH;1#PfjLJc zmYXGXp`%)uXS^`KJ-=f5jKYM#aX3jdS5U*&Sk}QGFG&3T23k(p&rc{Ktgh~+Sh>*A z(GeFpSgzyG&;>Wy^i69I>RplYXt@jS3P!0Fgf{CIeH(X8z~_kGYE53@F#Mndrdm4- zL+0S9F*7ss`r27cOw7s2X@rPnJ#Mef74e;+WoP;&#@jhYmhU5N0b`R6lLxR3;oY#M z-FSW7aJxzAxbwW((qf{7cue*$@sFq|oo}Jj+8OCO`&;pQ$8mexI@@P&6pZo(F*xMx zTv%AWd5V}CGjoM=de#1t+BP;7xypY>(|8(AoKA>38B;#Bw*JXA(kjhzp7!sbcYyLz zV-DmWFNy5O=KUjaF*Rbn0gBCJ=y+j@z^OK zzzGKT1*Bsf@2Fy7kTg0(2%Zy!X&TAleAV`=ddo^u8UttZHR~NiJfQv^pab;DWO%w^ zXEapO4ebS;XD!E>I~;wV?8fX~W?z88{`d?LLiSa>oGw*h%SMcD@xODSJoM9xTHL5( zf<4y)j!r$+j(Zt*g!*198_bowZ8z!-(Lzud$tEmUpPMPRrbRaQ+MU^*&b{|^&)?uv zv)lFjdS3I@ClYH0r8mc&y1ZjE@mYQR1G*v1%*^^7zAr+rTSA+578b?nu92(2Dnq)k zX1}9|72Lh59(hJi@*k+zH>lf5l)4VOhq$gq_0_G~3-prknfTR%{-Qa;>J_>zxB9O; z`f3$AVNGH~4|{-vCng~Q&YI2d)mu&v*!#(X`@o(;bn9E*mIFobcPGQmz=iV|o|CBI zZ7+XNK5c!iM8C_;1&R?Gzn6rUu+{{W%PtFgmqU>4^9=oJoo%ST`p0IAyqrXNV z(GTqqp`l?gGL)RI#DD$7BW}aNHUTyMu%U{Q)IfbdmOiVc`*NpMMwt(lKH%VRU~1Zl z?@7+3)O`JGVrj{wn{NV&>n>*v*zQ;{K4bT>eJ#e;Hp=Tw@cht>T#(KF@!BGyy;Qx@ zkfOU97cT}$2X|qd{gL$HN8_itJE5TSj8%7KuWOMkeJ_F0`JkY@`-XmG4|Q$riZ-8_ zUB>olGf1>@|GHLe#8gySTr2T-N#hg{z+vrbiLNxcg3EMc%|DHjPUxlAVDO z>BOYuDlt7YvwXN!ctscJ^*}CD2!U-E|>*c(Yc&PLdm{aO%&ajfSX!Z$s#{hiP1 zI?Wx(Z+s(CRd^;#iw1g<>?B%RIY@^`k2j%-iT8EYjmhQUiQzD7X|>R4;qoz}V@X|A zk6mT>()g9KhPW+w=GvuxtX#JyU^GpUqO0GHK{2jV|7) z^>Zm3!jgP;5)LqpLB(}^&?G=?uzj(g4G&C^dewFRrfG5i3{1TqFHApA_2>*fDDaW5h zqzL07g+?2%G{zeAX-6M55^HHB!opnu!>B6tw$Df!Avs4+B%P3cqECoU8Lkg(at%wN zBnZs9@Py^Q!#wG>vxKCmZv0VUP}{WE7w_61)z{!maest#cXtMddl$+pw7Ij65An=( zkv;8}=S`dWCoc;=4|@HXNndKvgoto?tIik`I3ZXTNlSMc2R-h54pyUN)8&kpUhi*E zQQ2;4RH33kZKm-0RC^mU;pXtYlVkaq(#? z)Gcl>Y5xr&IL0A1pyVfRgy37#l@hbg$nSbQx#hWq(2_g~kA^tEx7CHIIPYBsD$h9# zL2L3gddU+*B6_pFQdkapU>>-;2%ZB1t4bkqKn0J^?kS6YRe>-0-?JG+GHx2{*iv*}Y6aK1dKtUfdKef! zJP50)B6j?4;xT-Im!lL3$4d$ccH!W1t*h@wuFIWsblRv!)NeFr4;;$SO^ux0Bypk? zW-XXJud_07_V7QKRKwQqUI`}0eO-Mx`QlYOD9cO2SI?iE zuq>Y3+`PL$sspEJ={3NY21Zatz8=P1qoRUl_}XthJycY!cFX=G6BL zB08SHwEyWb^O>?6aiUijp%`Zb7neyP>#Hn*G;2!`JMT@EA!S#WIq8HBO0NW~w7S=a z0tl({*^qK;d#29zo|GO53hJUgMKR@6m+fTSkUa%?LKH1o+O=jZ6m8^SR~7>ULlF4v z=qTQT?$8PBL%|l4j(Pz`+}@M${5oczIl?;P{x>{0xZ zYz}=Fjo)2gr*H{)ukadtrq5xW0h+DBXnqMCVT8imRG-%@rdc0cr-SSGWhs)! zHy2MNrZ(A$*|wOleLK7J@!r5Ace2%EWUp_&YuhohLbyS86eCMS%g%%6nr zdV763J&j+YqnQcpeB|5u1xDPBXFCxdjAIKYshqO&Y)HB-d6Z12)M4l92C7;&D1M^U z(72sr9WS>_ey>+qK0ZEKMg?p`wI5-UVZW{~H#xmMR=!!9nS~Bj0I5?MsYPAgO!Bi_ zsf;m%EfV$q(Eg6TGix=u2>_gADFRDWJn&Wj#tU-&c+uNo6jcD_Mu*vW z_nmzhPBf95=ho;{m3{qBEu)D+W1z7);Y!X*m>#IjUra}DUp*b$LlLykJB3s}JwNOn zz6W1oWC)%sFTcXLt@>0>3`iB&wWahUtg_X{3P@YWyeUzD;SjK>MUc_T1 ztD^0W4bz?xeJah)X1Z{=?Yy5u3@3P`{2}FwLaY>`ap`NOAW9Ef4;@hVoDIciEq4g@ zrb4M2ueY2%41%2Cv#DjMzj*qx(n3!8Wu#iFUPW9a2ZAAO{Bm%+JH@Pz=4yT`wo_By zHbba9k1AzR^vBn_#6KLA-Ny@?=%jzr^v&>O;7 zy&olbi@S2ERZ$kv&yxeM6$@oUG|l$;+CeKLe^$O(e&TQ%U*^B_l0=rsX9+haE8Wjg z(N6OQD3x`1dR8FtCc93mmKE*~TSj`ieEO7&oaS~Ks?jmpjF(F~dY}~K_ zo| za#_Pl2h_r{O4`ofclPGd(aQA8(*!*<^L9U*Wr;0z*L^EV2o)l7dfTqW4ZJGxC@Do@ zQnrz#awfGr!oXy1r@y|8T5erPa#ilVJF2x?`568J>liaRP4l^j{Pc7c<_>-Yfl1@L zTJ7@Z<}RrEXvk0;Wyiy)-9IzbJ9Dcd6!-XA7HweMbX-&X`fQ4u2I!3DBvz~O&-2v` z+WABDjE3V|4$vE*8`3<=s%}>ZyvJLc$}7$tN-i=aZpplYTafmBE^7`Meu{WFMJF_} zKm?4&sP^t>xK&$|*FkfxNVV+IS=-_TtFWbsdTU+I%ja)h0*B6`yF}+=1+bcXxM+6)W!U?mqcvF|*Gu&-dPA_gwRHKhGPgJRYRd<8VE%FD$F40rwhil?^u< z`(J!m=@_!}>Jk&-d6lR=j&MiycTax0us6*%)z5|$X#~J4c1?&@rPQ?)Ah1?4o7uqt zUp9IId>{IV3Z+wjzDs6`>F_L8lLC^GlHLUmCw$-PqN0!sS;i<%79zf47l5jMLzjt& zbd%KN=dJ!Umj_^8Ug97@u}9MRSxq^uB#UVlA4A1&cGm$c1LSN?H5eu2)a;Ezd7gH z4S*KMMw)|VzsY=?ej`FiR~NF>{fIPa!AoMad!#Jf*Lq@=!xCA@mYhtP#f5&o?XsR) z*UgeCl#=5J&#zYqrINM$9BNbZqZi3&eE@re;VURAgyT*nmgmTxV0x8BKqqE;U3@#IEQ1#)~ z$D;UiM%Wh=A_VP*CHOkR-9WoHIODgn;lIA#JhxjSYaQ64z&|Tuo`Jrsw57{pM0rYq zEfg29SHq6>|A{aH4Zr?l%ST>rw-!p~C88-Jr54PcWKnR2V$nc)t&hWfy&;u4j^__y zaoKtXsafX!6X_M5RYM`!Z+=N-@^4V77K6DDMMSWw0wdSCW1i zN=1`lo$J!1!qCmu{@o2xBCUu&QKep_OP0Wow;Plf>IbJ$rr*i`1bGx@|ZgOGP`LH`QtT>lC~n_{~mSd@FX7nh{TO_Wr!h`vw6o{~}f|kFce6#EBW^ z+C^e&b#-m>*YN>Pi#;hs#B+0px4xb%EUhK+-D+6gUjEmsuFkl#Q}6w*!W0vaYi#lM z4i!!es&pl5jZ7N;wKf3(*WF#UGfvK!O*YxN%a*}&oCoLLEdRwODH$V=7ZE25%Rsl_ zE?^?l({-NSnkYrFFbcU}1xo@;m(RgD0@CHrdiUF08QDr-dWZWNL;iicxp|?(b4ptL zOH;Nm&+p$%$_*~)7u>4J@qj+eb|b2#h_=zw@qWPJ;+%vCi8zYMl~!IwO%J<%^p9~5Th?u(KaX{Qi_ZP( zryE%K=6Y`QPNsLs*rI$ZTb6swZ-$!w4+6j=ISA8crQT4oBN+$ugbTBaUvq;$`MHziFrZW-jF?TkyrRIo(^s>MoP!m zni8-H(O0Wboec+7-%|*^>(Wo$U)YgW9^yKfA!(}(Yix3bAOZEo`Jun$ zL+LtSaQDRWJ{xatS{;8xoEPxGXfz@4Kn$AtHb(oIhyEXoE5R4wn(3vN$^>=dX+uMp zSWK(W#n-c+yCD+@zQCER`+v5G9o}vnI)hx|ZXZ3+;a>K~j1#xJHu`U0QSI^&D=uRF zZ;z*xQmULu0d_pA{4bo3CtUhQ*?an;7t_WE6wSgCMY4HB3M}sEOuqa_VFGr36E^+K zzhP;5#7M^Eve4SCz$yA;!deIXIvj2dC#RIt%cnjZ2C7jNh> zb3o(^{T{-!>ph=cS0+=q{f|jmQ$@{)s2w$LdgR$tPZQ+m_o@lIY&b&z8+fS;y+>Q@ zg8oOz@ij^t+t4h};l%>4xo^;xX0Rb=CjHMpJa0b0!C|as8ro+{@E5FuIH!KzY7S@J zXp^6s)gNc{Pumv%Sud(g%nl@?dbB;0m&P~BH?we$W4WzIvR;TW`m$_@CH!zSAmY9X zMjCkXgkQ;(&HkI9B@k0QGguj6_L#va>4r6y?fX+fO$}b^`V&~_hpc`GaeVof*%v)~ zU3(fk_@l0~I{(?Mgwv8X4*zq5AR+&jjd6~3ugBfwjP&%U=jXOeFzl}YZw;o@z8;^`khR3^BadS-2;u|aJ2j@yABkw|*z zEgP>THtwm?iIkuBzU{7Xfw-IVdZdz>mAdiW7C4xhm<)^Ml_}N&x)8TPf~OpwC?nnd zBJb5vIHwf?fxhqF)5G!AN6apf$!9hnGF6_qF|R*BWLR2ydkG#0|62D4M=|y?YJHbV z@~%VvVwcMWBaNdVp?z zQvfv`U0(v}DC)GBqHfmRrRD46em@kbWL6u7%IhhYal~ScYXiS*w6%OkYBSd0x)Iwc zYLu--fN9Ew6)N)jfWA^dEmyRWG=k{I0}=09tW(eWNp!=&`5j%{D4gxH;R(4p#oaO_U7nQyVixDm|=Jb3VMcmYeN3V#{)w% zDksszu|RsQiRxB%FF2F9{yKyElb$M=2fOZ#&wHyad6?i|SNi^$nZT{t@*wSAV#J(0 z)X48cANIU8Q&axT*;fA%jP><aP8hK&Hyrxl|W8TZzmn0t}2nL-1 zIQ@5+cwhIu@mlPa{>@d4dHk?h`|#+bWLL2X2nn2)B&#)j>P8f)jA!vw`8bjE&@F{P zw(qS+c(UC%c07kt^+LXXcM8R-MiukDB8;Wgvh^<^uC8Ym0p$Bpl*qGtoSdz`PvCN7 zs&)rVq?%rD8Gi5J;w%#*7#aGDo13&BCtRf>zOfwkN`<{<{io~eI=T}?Njc%5l~x2L zK;==bV>YT8+}qYqW$iWhrpX~SS?qx*V<%{L0Mupv->#Gl3aP{8_oPM-w-&XPq+U(> zZ*n#^6$2dPDyXkp^uL?w8!wj?=WkLbyyy!m9UP)#5Q0#3nD!6Cjvi;7gUAz6l^neL zl**?tt&m~LzYzO6T4qQ+OiBG+?^TGAt)rPDwy+HxCg*s}Bvjbl^$TK+M z#ysDrcWXmKDb3BhR~KDepw0vD7-g(KshBoJdwiblILwR0Sc?5KYBjVe#6lA-3+DKg z#ap!Vx90s!QQ-30npmX`EBwO|<>6t+&4SIFHCh;`{aNRwM|gGR>vnIMrrkHLlCCa+ z(Lo^HPbSLmwyo{ekC%pHW}mkK@ie9P{Itx!{_}M`5P<@3-94o{7|m^VmR}LQVun9# zw8rl) zY+CU)D`i3gZSO26rKj04D1>r=!@e%Ml4fBCUZ;#l00PoRN4ll8Wl`_}cX4PQ({vXS zFnIc2E~iVkzt>+(pa*dus&>@R6FkjaKVTH?JZRaa@1lDu&@dBk|8n*;Me^x5U>#yI z@^!J7meLfq^fXi$@SgvJ?pKc+3oC&==qzKH8nln=MHFjso!^NQgr}LQ{ExS{8AYPD zxRNFptv!olfa#pf0B6Xw8E0MHXtQCC@=i!q!AZp$wwby_dg%VXmUoFq^RYqnTl%j< ziv!mC;Pp9A^)u(FT`16Lh}!+;618>TFU>J0J)7oV9A69;Q1|dnPB?`_htE?}QNu|$ zLP3Bz*-z@vk%jiR=8SQjFd~U@2A+&khX+E4)3-*PVh&~s&qgcSyUI#w^g;xVkWsoL ztF&6K*56;()v9#Hr&D59Go^xKP5m$f6myJ(gnHB1EZ;6d1hQX78M>?t4FeWSySlQ- zTk*B!5J&+cK5te^U6U`Rx;pVW|B%{6dt=(}KT8dmF3;62q_su)5!)ewq-wf+mCO;m z2AR-xjGuY?X-g;3Q+03l zm%cCw=f_9R&Dx9_Dy2^P^#-Y1SUHx9a&-v*Bqy9^lZyo`2yp!9JqUuFPHVZkas)3x zkLwOaf&(N7hhp%#9JU9es=r=RhZEs!a2>QEVNU}bC)5~UNL%#n|W_=k=(0Z}u zQ9t4#eZamc$Bz&I%df4Xfg4${9fC^qv*Bq@(~XGr{IXV9a_J}E9Qm`fcF*_piKJy4 z9*2!?s>KPFkf9SZwq0;FT~CIZ{Lu<{II zZl2lI)m%(dCHZ{DGi7?>q7X7qurQT!da9h-T2KQ^YT38@9=NL)39jbA^`IR@6V=@^ z%~B&HXUFGXfvCVO8{W5_BSLFc+?Et2M+AH3tnq@iVL9BdWjOk7v4&Nm|Mft)t9<}g z0_nWv7|X+>N?)vJBixUbE32x`3zEsb-{5=}^JECvJw>BQLy)z67HIIAo3LMrSnlpT zMNO+9=5_uN5hxFjTvmFXTCh5GwwGIeWmSv(dpcuHICY$agAncSu(U+&fVYIUIryeE z3R~z(gK)U}-W^XIrJN{ycTY;aqiWTn$9{$zd_7L2ux35*3F7Li?gZk-Ib%DKz+abF z30e+MLiIezkx44W715D2w83mmb%{8ZpV8fd*`0Lae~@G8j5eU z;OU)fOn=R$l~S?7F#6d^ze5hkLq+MX*a==?_Lx(q*7TJFuN5l5%@oAwSZY*{ciT$; zii>O}3G3wxdWjoGr!ms_V}e`w4}=D$HI)E`tuMjoA)n{EOS`p9{*&eu5fpZ0SO!q7egw>Q1YddFK#x^x;-?SOk0f zYE*q~{H2Dn<+V=_H_>M{3qZ4vkfkV<*+$VMs+e9v54Q;EZNI6XD1u0QYx1lmh~jwF z%)e@Ehw@^=mYqf`jHjlA3=a?ek^GcSbJGrw4((iBXV*Fy3uqk;!pybWa4aDiF0!7o>#VKE za(~`wx34Xy_FQaCW_tfoKyO*sXlSEw4WfsA$5>=3XGhN2Gh2M=ro;mBCC1eiG%dRn zJn%)2{aI(4v3&{Om@hpF?{6$jqEG~0j6VJ*l;f#>&3|=Eo$Nj$x_zX5e-1!5!ApQ; zo!_FHNKzyEB?C*;4oBqFyth&Mi=*f{`Y&x{PLx{k;@F($^0Hbv)vD{>E@jSPD?k84ai$UU>6_-9Uypi>Q;kNSIwiWKoBBaBqIpt-?0JaKCiG*VCXEw1S zP9&wFt$P|HllNvXYPoLAK<};12dTR z+yZ95r1IerlAwH*Gvh(H-lnUzt&!Y~4Hrx}YuyLLChNX}pcRfYH+L>9E=^+fYXmX3 zOhw?Ew{}0eTqC}K>>DhiU@dF^*AgVHN5gZt-DnsB79cH6h z)kl|AbUEJ3toO$(w^yDl2ovO~^ z8V+e`#jgQF(W?&2)``_%4-fpji8a$mcOW;9HCQO$mR=e|A!ozGZPA0VMa4$#yj~z0 ztxxPODxJ+TQ2KI9>ee^}Uz6-<#(!2!-pfbWS>F+e2+X znslQjKzE6uPPsR6l=xiQ=4RjUAOlCC)kIC~)eRE;()=;kTsS!5SD}l*LTY7IMIaX4 z+6_Z&t;2g<0cR#|mIGJsT3ghxlR;TH|_Tk zK`EuW_UXNgp)5fu1HWaLv<11njY2`Dk~IfQ>qcuJg)xj$;DU~Q-#0B0VHHdtQjiHw zhy(Q`(J-==87dAE4L}%G6$qS*M?iCIyNuNa^Ha9T>IbQ=!J8bdY;khl(g?2=^HKK# zH@@^4tjE{6f8U6Y;1F=k?-UY!$;@`rso0@!qz(}K2*S54Mu>d%2tGf^@KjSj<&QXZ zbGIvNl?O6z!FG6EeOx-uW!>2sHd0fPE;o})uWlUb z=ax4neyJJacspJY{BFUKTeNa-6} zq=mctbp@+$aX?KVOf@YuT-?%q!W%}bL(0e>t|NZ++RNK_6di=Dsc#;Quzi@$PEPsx`7eiZzP;LmWb1%{$9fKo`nv+q!KuU`^Bj*CD=$Vl zzfzIx>vh(9vJ($b{ zq4tGosMmZzI;bRUAMRYYrTxLVWGrot9DAzsi2eYZf=A@0f9^*CnnmZ zJ9>Ky53Un2ZXNN(7vUTg#v=Jy`hQ)b%HrMfipIho)&}-nXuNKl)%Y1lFCwVPfIn3b ziv1eUu^7)_&h|p*WPm*DDP+}hL|CK-_0#131*F?`cxTvU-&_r*A7>w}V zoaX;LyO~kh%3v%=AhACDc|hMyUs`$$p2+JWLigoERmXYfvmPr7F%wmTmxu#1_r)B~ zSs+mc>*i=b!_CzFVkVVtljKnP4b2k2FBu1RM?&M+KLT36ngm{Z#jX7;!<$o|^A3u` zU4)2&a?qgkWbtptPFd(>cp$M(CRDKYGHvft3Wf(ue*(bp>5p1BDFB5cN@AUjiML9M zYK-#G6+zvb{Xet@_B2Ht{KEM>Z{U_l3fMimzvr+)((Da5twt-F`kJ{lAV2;#JYm>! zSFdI64E74yVYBG{7XO`Q#+q{}XOS0^ivi^#*gz@37CMLvE}iq6xC*p z)@mbc8t5}I45VKnj74imBn3XSAwx7j^@-5zvZG*t3D5vU)1 z)v6YERIQlHYs_c1V~OPRP&Hm|4|ew}{9sz)%ve(m-D1)+*3;ty@8Q1u4Ej!TtLmf9 z9E320K8TCy8ed%Nv7PM|HleWww7KyD*>87^X+ z(0lDok7qKi6o0+>lXnpfg<5MomPrq3Tr}QuR^|2vmitj0##NA#Wm{8e@HZNyPTQ41 z%eTZfn+!r0zc922Vv{b}{c_sq`|~bly;vL1xsk-qWUVx2XKKEHydv{lmq_V^D4HYo zZ-7y?Ze7vslMF7Ue|?y`j{WoLT;?n$_#nii1HQ$h^7(W~hT z6UU}_@F$=*ZcpyE#qyqCw|ymm*^hj?{rYbJ-r4bSnW98GO2rx#KvnGw;jP7JIIipM zwkm-zs#fzxt-Si1vEUwlA4dJzId*TXnlAsouAc&`Wmf%MVOrYi`7dV17?U`c$b*rQ z(4s8$>;0|=9S5+<7cb*6T|G=L5fRbOdK|jc>f0gg&ey=e4IZRIMCeHm;Y;|atIL;I=#{C5zrD`AK= zNTwt1EC9sJr0V~VMjRoIodB55} z+WNxZqcf~Kt={4V>)N-sYwgsZpH_^I<#Hn95FR@2=UOVT7?9@NOqhW>9#92(HHWW$=Go`jXFkGGRB2&d3BQ+*kN2DkCktow;Ebhk5LMFi zUz&aQ?-a}K8iDctK{VnQ*^R~&h$`@f^C}oRtV7);qB_q_OvW{rPtje;)<$1KsQLC z3R)Gp$KV%)es@7yGE>x6=dX{rR5@?4+T}zwCd(R{2@W>+DoIMZ%U^{ZjfL58ADThi zjJTxl!O5k*n_Z18&1B4nM2d{A+ypx5-!-LImwd*(kQ(9@y?z->P2j;02$h(9+mH*y zTy3$r=Z;F3Wd=ZucKwC^^1wHWvl!lGM$VEC2;<7 z`8!spXS{HExWV^>DH7|}IBlfvu^~S}l8-KW6iGb^z2jQ-Xw9xIu*8Re` zW#QW*_6DK`sA^1kctm4j8w&N6d)mzu+R#n-eSSG_ud`cbAKBjTy>X}lLGs;>=_g=l zE61DLDF=Fs`u;D)9o;4g%GU9!xA_5a5 zewM=wIV=q=1a0h~Qj!nfj&3Zjz=p&qTo!#V-c3RlCgRf58pzm(0TBw6Zsv$*h@HFl=@KxTI05@Mz(|Tcu zpDYQTomg=zHf?W;*~d*$l}(mu0K8fHXjgNLXJI(4I==jX zv*vy{hy9XA*?)e|wU)Q>A>P%PYUebB_sS=4Y>lauMEWgUura}$CBN50reb;-) z9LNV1D`CJbl{xVd*GkSqG)@ik-GIrNxu-ZO)t_Zy2RR2bPHEgxrFA_VqPCfM27DiKI;-ZW ztv8m^@j1OYzpUZ&!8iS(TpgmJcImvs-J=0XWOeBl%gsMfp6E!QTTXOk({i^;A(@|L zF*Dxr)53F-uS?MnT=b(ZpLN2cQ)&5_NAV&XCt8SAh`CPX?|F$0{5jGtBsl^tb;u_F-T$eiZ(`@QKTE{>XDnxlT`!4k2dY z_HP@>@^`>bJ4<&hegc9|MC?$o^(9GoflL%V)`+>ALOd3*=8Y_H7dL(ez&#H8LmP^ zUZ2sUD<-tO>8wy+&?$A*>@KWm05`OGR{OGuiTzx7qC|V-UHW}YnAzlq-(8ws7rB9Y z-sUAs=Yqp&)H8RI#(Mt*6JX8vpxU$~;G4BxHpins+=VL-uSFl86Jd^bK4Y}-IDO#AW*Y^oO{E_Y`4pH9A1WA$UDh0>8 z>i-9xSZ@06xcKi-m?@wYFJ=y$wW3Y*-y8UymC<#0xpR_zMxO)fUPKKIR^Ve-#GO^0 z7!jN=2{87=g5&ETz8LOfd#rBl7-KDdCVoOZX8iRHuo<5CJR_3|-4|D$Nt`LEC z^CwHOe-R7{TIhv0I}*BK_;2T(@Yk55s>YI%#*(G4G;lOjk-rQ@M4q_PqnWd138lV7 z8cAMgVr{!==&J$GsFw&&=$og?QvAuK`kkSV_41QJjS($`czSq^gZ?gxBaT8k)ce#q zR^oYm{#>_Kxyo+mkKi{%{C2soPg?}iBEwPl;(N&dp<8h~@6}tXb?JgXABSF5g^VU4Pv&7%(T<@t`T6a)&8KGyS*C{Atdx8f1Pc9 zt2f}BAc6Fya1n;%u_Cy7_w(FS&Kj;FnDfisMu2~wjr4COK!l-)Vq9K8 zK{$VKv@0hUcwYRf?beD4aAC?5Ls+#`@5r2foRCg8a-Tdt`4cTpEsb-=wtXV{-r3ks zly58|JniMd`#9OgTOX?GwBQk`V_vB)`ET6ap)d@cAL_-{ih2u=?`f}hZ_EBgIXO8n zKa~PsL_N4Qz6YcvNRRkE5O&%2f!3M)Yn0M7aaDl5=jj~Xfr$gdz0NK--xnSpyNQ((nO7zVeAErO9c^p?nMuJMM z7EEwg*Ys*QjfrX3(AH>3quN03cLx&jUMoqw_Hh;AlEMMhUUD@(oH&J~qUw9KyI5dT z=k|7dezs`2EEf2`Na+Makx^6iVq*)tZLTx)Y7rfd_nsU*bWNBat@%~8B7J+eD+Qd2 zODa)pr{|_hJi$BAlAtc4L2CS5-glUER4K~#v~EgVka2b%pa}6APswKP zYS->P1FQC*a{9t%KN%~EP1JzuZ$WB6^85AV*{TIll@CG0KwXqh@ znDq^wR(3iA86>wp_dqh=f6p0`U_OJtESkXl*;o;1;Ig%CCwF{>iby5AtC$3?+!A;a zSD_;_CU&3B7aVh#;8jY@JoBQcjnOZrpdcI`W!VAyQ4v1gu#|(UnI|dBL7;NVz8ktK ze&To_uclV4{))`x+}b}cueCw3&84FKpdOP#!IkcXDt%?!n5+W$t)=zpQhX0E%cLfx z^B(G_^}%x~XOK!pF6N~ni&@%k-FQO&WmJ~_f*46;)MoIMoY58hs$Cde(?{tsisSc; zRs=Gl>2ph_a?9kezi$ZF>hvQntXe-f{7XvYqykK!7;(T7H2O}FjD=rF)O=D*PrR*9 zgpGKu@f=)fA=x_ai?JH<8`y)}Hl@~=4m0lGuD)Nx{(70#n7uZx+HlcvKYPX)!7_+P zOIH&YDh{d6UD#T9W`8^8PH}HNKdJw%w_vxz@EV5MKu7yAoi`m0$Js1!FfA>Va_72` z&2qdAA4gy&`ZYK&Ye@ud=_yOzd9nw5Rd$mBGYH;8#nFR_Wd>x#q#Mm6L;v`m`@ zpr)m=oXqSe75atewsKgbv0SZ?htZWW_E=hT%8a823deXHcK+1Y*RwSI7UXxSTE(R# zY@;->&M(czdXBe`+*;XcKJ3i%?j>LX+?imAARjP!3(rig#Br{N#xVLYAsFFAer#*dn1o_?1-`=O((aJeU~KR`KgGi#sChn0tef0!&@ zVtF|?pg;gJw6z8wRJ4f}UTZlGfJU>u;|3>6OMFEPGVaSwc3*?pUoK5lO#T|wEHs6l#c@pp zF%uhZ;FXnb@jt*&cvQxq8WXboUAW463S6-@*1JieYg*H3p$t+C3m3^LT5jByKzjNT zW_^6j)MF4F`F3Usxb_Pr7~|4Jys+rQP)|npyHTnp=^d^$*G+rr+%y{ zF?nKm-Eso#qcVmp7OyTogT={G2W7_r+0$G5bx6;$WL{l*UwT#%!afM^Sn!4tkl#-s|<==fP&$>vLN{=YB85p>Z5)@&-#ejtD-SIBGMGe)OJlaV|2}PWy~g8au%s zG1X+dNwSnH>kVvbCZPgjW#5nZg}B^Ff)5V4(tmxXj?n9^j?J6+*HawBRf?4v&1}~~ z$daAa-UFnMiC|gkCLpluOJo*gw>yfoeTCZoju9@VZq@!3K;!J5SovPh=V$lFf+Afstw z7jY(}Xh6^Pt3W~9J^v5KR{UY-{RvHIy%-!%v~9!tjD-f6?hf9%8R@h%CA!W7#!@DM zmB3wiDH2?&RclSvUtUZDD8-FlS)v%D^DwJa@wT?MUy`Vh6O&~E6zT!XzJtHf6^u>X zG(sva@M4WNmVA45of4L>p&(&-HZ04xW;3ggDlBW39z}EK@8nJu#q%-r+k!OIE3y^_jfc1ug0r%y{fx=jDqeb@po5^k3b#@{yBKm!DUqmrzQ&Fz4p}^Qw4= zpaNWDa!;)W0YZZrIQR3Mt_$B1Oo;OGgTRIq4i$~(PdU95T*H<() zuIM){)Qrq8pl=55iDx+(k1@pDQC9 zE^c0PJAa8~PP!6p1iek^ZdJunNqJ_ld`9`nEEtkw&$#)18RLsz4+?bX4|Vg4!sB=w z@_m7iew?lHfkQ3G&;MA4aE3;3!isu>9^p6!1H>?9cl2(g?B8yz#X$>=2+Jj7R-FA( zp#SrJ`F3tO9~6o$&S82^8yks{7iOTY9ZgZj|23XjK9>q$VOYf<#x+mzO9hGNX4Bjf z`AI_dL&_XUmJg7{2^1&Un_bq7jUz$y(Y7zpG~RG_Ga^N7vT5M1B6x~CGAr)9 z0@aVCGVUd+vFltjjJ>cUX))-^zSnc(8g-8d=JeD!*bqJSP?`A6@uy~&6Mqx`HqEjA z6SZMCJ~`GW#N`yr|9D6Q2>s!u*t;;6ElU)|`DPju;@9 zK^+dCgU2z&V&-X~`%(ghE^0u#-$z&1Ov;<@SV4jEVepPbbr#oMvxT5^DAG2m8-X1-iS6ip%kJEXnUN!)EWib^RP=m%#*zNvm5GkNtRkr=M zuy}6tf6f7Yk|^pdm*%C6(|ut^!A@)S0#G+GX26lyY9226M9W zQp<-FkeSwWSn~>}z?gqYoobgYgN1RNyJfJ1KZl#fdcJ&n-&?^sCqJ|5jObgy>HLVs z_kdAm9zJ*)aG9QvzzXeDv#e|xoS3K*KI37@^m4t2I+pA@&*zhu_i9B&t|N#PJC80S zS~StCAE%G|Z}6VF0V&k_t_b7m{3ZQ|(F-P<4q~X&UC_M*mFTrgW|B9-GM2|@ zuIs``=U7j5oWluJy3e}Kx6puuIlCI2*Ii50`&-j5f*o|kC#7U*EE)f&T(Uqf7=ISp zmBv-uhs2BZV?;zN6TkW=J6=`%RIMkb6-j;ILX{A&{lTGmU2=D$_~r+OMW2a-3fEAJ z;6|%JhutXmTa}fPjye-1QPSDCT?7Qi8olJR)T>*V1X%9Jtx5TM_XT0pL|qq3w{}ms>=+$=()9o=e% z1aPmrp$Q&$=D}aiAmXtkE-o&2clQ)L?Imp;5~$9Pw~KL_cKY6(n_YyOK-Qg{Ob$nI z4Z@UaVDr@UG&iO|(dm3m?7d=D;l%Xqea5fk;)I$%P#Qi=w^lJ-jMB+m?e%!|-+n*G ziX8we;(M`%Sq%+f-Rl||#SLmr)G*%O-5pVv`CtONw;GtU`9JjuK#6fs&C?0=P;!IA z;8}JUMxNn4&-qdUES2F_6;4YEm;Ml8v|KiPay0n2XguMwQ4F{n6j_4M=nakM5m0)X zFN9vp58s1E1hv{na`(1&b_05kUY|*_JaFUX7XLyty_p^1d`uAQ%GJ9p3cqzrb>2ndxUQbaX z8tS8j-Bv3);cMx02{v621pN7w2n*OoAoEXNrGOR7d$SJ56+MAk3{{}N^9_ha@qp5p zus4kmlngItJ>yJTLtp&yJH}je81^~3)3!{4soir$m5CNy54Xzqy**t~2eeYH z_5QP89{E#_Nisb=w!5kV>}N%mjdn1dM--V4iZy11YEJ9lw(gmACxGNpV>x<}ZX8>AtvC3CQ z+F_{Zpr=;#$p=%E=j9bkVZI#9z@?$sA<*?}rD^oa&3{I>_>On~|A8aRLcxmQN!uKWtK8 z*weQ1g6qWmdUx|r5u>sM>hZV^7Smpu!0#&Ur0q4Wr3EeES0KvmWqA0J_p@YPuBMR% z?d^9A0bmHm9F++>S~vrVwn(H>nHL>_=m<=taJduXtcIp6>+I}oa$@4pKo4!d7Y^sq zAT+aNjoLHYe;mZD*B~G=qEqwbZXaqqe~Va@$T3K9t_dfXdqO<#dQ8&P2hkY&jTvh3 zXk>q5tuH7+v;Nt&B}Kbl=rsnZ^s6Hrgm@rqduz+UG!cTS`_o>=qGe>%scvZD%kM2g;;O+tY zsA@qUPB*5M>g1*3UM0{{9Ja&Ut_=$cAZ?eP_4&oBb8^Pr7Wa~q9*~jOU|oOLyc^4Z z_ZNMa!n+{`hBQiwH~T4^y3+j65~#nvuk*egS0gmkt;?%!A!SHINuATzLPeErmYy%J z7dn@6Zv8voHS?Kah#HT?r_!ojp{8b-tY)-*xV;P$jOVow6r1zfZs$FeK?6Mu+*PH+K02L03)S6AKwo0V&0%#MV`>DC5acV*T?qR2vDH5wzj>! zy@Z5Bf^@cur?fd=6y8oVH#B!wey81PJjH|)=RY3iBExF8iK?h({;uUnOr za`jqn5Es7;8=F0m*M{$`$`nH<8T(%%J`+5dp=f=RZxK-yl5(!;k*^8;0oxMsfzeL` zf!n>f=M+>by!TFEmJN0AFCQ8T8nj5ht)m3n!tls%ijcw7Zq!6MaoeGGqcK4k~~|f+CrfRpx2P+_IwU2=(bceQNP{WkL{QuNKDb3(|v9jQ4Ug|6{jnA$;;h zr=^2K+HrK8<&2hENb2Wk9jLtY1p+Jv{RyhFu+>=TLsg1Q8pl39$wyT*J(C4@$6^k9 z{#XtFZ8NOX^2O)ZH!jL}vTp04%V%r`G|wzgj~_KlgM(UG&IckXJ^`YuW=g=5iDcta z|27fU`F|zO(Al_O;zefjajk-#awuuNZ~}}|sBuC+B7J=3;<E%FM)FZ~O>knagt~vT zzn_j-z-aIVjuXekkJfuBlqo`lXmGk_>kDR&jY=!Ns$zXt=!@>c^dxa4IajkrniaXp zQvqnw=Be~1k|2f`7n%{$A|g6URSx;Uj!Cb3MuDSd8VbIs1e7J6)T){E>qA)_tSb(d zc2j0e&)a9%bNL2W+lvkojW4I}_07$x++^)xOB#_4P)=3dDL#pp%`6Cuy4+~nf(e9H z50aX5gfQ}`@L9$qgR1bAQu~1X4jX z2*v86kHNl9PY)?Vq4S4R*t|~2BXy$xV!hNql5O)Ti4Qx&dXJweXBI*^hK5;{m7#(V z6o=#Fra-`Y#@(J!_tVaF&^2We{K$j#ksnqG?BXm`s4G2!@b(@{aKG>V@|@>8@jb}8R4pD2DuD>Ehv(p&37snaO_nF?Z?aHESYYMmt9B=>gj>x3lX_7 zLWgZfooSzbh&H?<+P)tfhv_(OnHINm8O%IFfa!CJXN0g2-vCG+q-kEV@SSVRqCCK^ z7#iGJYqC@L^Y9E+`+r|tQo0do>M(d_!nXf*t7N?jhBAp>@}j>f{%V`gosURYA3i{> zYA#hHMWAZMAR^}51N#54_vY_Vux;G9nPJ8<_I0w$zBQJlEDb8MPWIi9Jacs6xc&byR1ji6BKE6i;%`dS#ZFEgEq^;-6xsFeMPE11 zfPVQa9+On;%O;>g?WXE({TKiO1Brp;_i8SJGU27BxlXmQp;+kzPFb2sq<-rQkI$WH@vsP zbv-fWqvy8XZK!E2^ZyteDm(TL8Rb!N^0R~;RmRLEWZ-Rtbn7edktvC_R}C;UU^ zR$Oj|O$J4VTX#bs;=4=u&kU>!K%WSLgpV!_E3SfKfbf7H*yk`%XD-d_E>K)U%?Na<=y}J;*2(^+x~7 zv+vP@Uv;Ky#`aCNSil*p+g$=Ajy-GZiNtbZ|}kTwQbcm@fbGGhCNruiwAD@@DSz9=-6Lldj)O z?b3}>$KMLd!06~e?V1H9Ldt_IbT7fq`_sz{HBv(FUFrZ*9Lj{1RHl` za~X$tKLs5e@{CLxT)cN?+Vabe$ymu)pxLd&CEdDP#p7Pd`OKZELHgb5y_v=ke(W`J z_{do%CJ$1PGzet|srbqX6L1JmC%UM(?`#8qAN6>1K6Tx6>Q%^syyMkh%f~@cj|>a5 zRlfh445$GEMao>;o5NxQgzn0t`|a%vE{ucJA5v#Hc2@)Bg}3h0(W$76)1D@uJ==D7 zDdMYsLD)WX8JF7$qU^)bp@^J~y*<39B2S(CcF7BTB`5(l+4~mn|9diWRmZF$MQrv8 z{B5X$7d0OL#}_VyANVafKqJ9P{#~uQLy=FBk*VL!Wz~*#ofGvW`|{S`7e2-Hy9Hsp zi|-sfaTfjvrzPxeyhi#Olacl73EiLCEt>U}^lq<{Th&XUjb;er(h5k{T2w>Jl^ zA9in@N^=hVp&!biO;=K3`!TQ?^@%GS{+suNoYzm^6nAIse&<*rq5anQaB0{XqxkEw zz;-Fr&D`hg-}v3x*wM77{P?->Y(JjMr_u*8JyG zIZNlK9B{hK_vlX2BSGJ^Oy+giiHFfB^wRI-H>C@o&cls| zTGaTrhzM6fx>oqD-K_UMDmc$?w-%>B+s7~dThT3Wo)MgsX*=_}u#(uXz7t*Wx0IkU zvaMl}TGR-mMK{P8RKQ#ve7iC6lXIf$%;(;0t`9zSOFOSFZ1}R~YhN826(Fny=hU$0 zSKvI%lPtUHUR-ZK{d4bvZbz2-`N!$?a48W}&*`ulFL|wkSKB;Q^`+N5Xnu!-+SS?n z7Eiya9M3Qn{%=9PY2j&yj?s<&%%@Ix6!ndnT@X_<_43x)@a&96lK~j%7NPUP%^Kvw z?}jzj1zOFmpBWR)&NnB3|_n9BSe3H@CKFmzQJjxG~Tn2gyZ+ZK) z=p*id7N7!5-Gd3sOlLDQ4@23^uVo=q(Zj!9QNO!wv{nzyjkB(dM}O_m4U9)6nwO2e zjrQ38rLo42&;0Pb0nO`lZ|02Vw!4RYhJV(h4^Narv{|aN-u$^bd-l@7`ib5NvBJtp z+|3%2$X4@i*sD+(qmOtfkF0tmF?vBEsuylJ@!2g)=nOLuW-jXuevnRp2OXlJc4_f28E#`@j-x#onK818XkDS_tFeLhdHaC7*c`-_7;u z?K7she$q*7T75%fqf*^H{u8T*r&xvHI;8Sx-?8uV!p}ZIL4xVn%&+dK`GdEyPpWnv z2ZpVJAS86Tp|PO!7572=u{VxN>zMOR7R@?FJ*o;(g z;{PBg`o_6q-t_v-<;`NU9v?w7Sz-Lf8=s5;r=GeuM;=zyEE_zO$BT?N<>$YuTTBK8 z3zB6`uKMe`k;;^*kNnjkBbGTDKiI{VF~xG%x0fk(+Ah~jZuva*lauQ7y);>u6Mp-u z<+5^a#HoRcTc#EtcfY^6J$++w3X~VvdLTotk!wQ10nm%Ovngjas^ep?*Zulc@J#>2 zo(0!(_Xg{l0%R`Q#ya^^ZzDmxKcE7f;&djaurYj-)HEJAjnBh;cQRki9Q=M!@@w_#w_8J! zw0mK=Hu&8T``r^43o(P`gl;fo(0iqAc0^^A8jq_>)_mLxe$N@r7LKVE*1bG#ZS{RWVBy!zPPYKw?Ynt=(T)y#><(pqTS}u0pu!aj1hA&~e-}_8--pkdF44DS0k?kjHSw*K=T*d;o z@Os&hOSezqJ$z-69F4?ah72xG8f}C3zD-+?j^F;nWK6etzC=qiJA%PAWcDeVouTCX zJ-Z9~+}4au-#&4tB;%hgzL&}Te0Sym;`Af!wQuf-bI=<8igM|h8Z!wK!C%@wm8Vn4 zajuWs=yefqKUe&z>N(4uwzg)vSY>j3qB}V`FD?nU$;iJoXQax%C0NajJP>R%86%%y z%>{Kbyq6a%lng( zJ+Y_9e0vn7BNF5uaPbHjMt^wlVz27+P`B~R6inZ*8vBrtEMMQ=pMsRq>sT+v!NCrVYsqKM#LB+j{e5C| zw7WxBi7o^PGz+;@CV+;3G;4Vm$OvE!- z_nD%JjI{v@j4X;xqY%?mG+Y}=XSfqZFcYdmu%u&#pwu8S`()=zu zb3e=%TU;4@=Id16*H0wgNn&68zR7LP#SszXn;4&U{hSMya6*2vp)9wm8~<$Z2bw%Q`41tH}cPa>}Xs!uBotU`3tQr4&jWIw>5^ubo z>T+xQ;LrDifR9yl{v)B|D0u8)3uC`*H%@L+Qc}r*?~&KRxc0@1hEe&rE(!mM`l@W)x_lIGftGN~PQEnX ze^*Q9>2gj6!^Ai`;bLp23D@o`q%+=uU-1_X%T{pthYf1O?16>c@UQM@`8`lDho2cg z)!yLvunB=EvA-UpJsg}@E~`*xS-!r-A}m}tc0so8JL3_hcrg=ZTVc<2PVXeCz$z+t*wXg+vF!H8zVoK~FD~Onvh!EpM54{BDq0 zj=oH`*K~L(@t3)URp_a{>+UccCjR=j(acB<(=l>>wm)vqCMhc+=?=;>t+c)NVO3Qm zk?3t^$oe%+DmwbwQ)LNmCp!Q84y-V4|7e!SZ!UA1c0Dgn)=cl8w)mOvp+0o&!PASf z=H?#B7gC=|y<;uw>mttE9T9wHW~~SLyGeL5ePmLs?axG`hQCAF?7Oz#HaG7k6x`=R zNIyZX1Qhu9J7vAz*)S~e^rY;DT+Oy@%=^I}x}&pUG(It5cD`Yf>*-bFd+WI>DMPD| zU8=ZDU#vhHT7*->qm?s@B4uvocH9sy_dP17@LbvG(Xdg?4WVJDy8Rc+G>p;8@1Q$f z!!5FI-5dVOIj~nlBf=e z)d=dI;tl7?ifb^}zsf)IFmHcS;rG`IL#M4?;(^=N!cH<&b^7(&@=HYD6b8;Q_G@}P zpvZ79-yJgYXl_+QvD)EyvrKeVfXG!JM7&_wdg`WGxHop=m-mOSv!)+!C5B8=*2QLX zgH9TC>KkYTf%80kxp3%`Xs?R*r%~%qu+Xqh>8~p%M<)DtPkmh3vJ3l}`Sdf5sh-(R ztE%bE2D9h%kR9d`TFZpU)R2&0#X1Qu6w@u4_~eBDv-3P(M)fV81QAsVA9%mC>)A0H&tD+1TuR!8HLj>Q%oHk| zHe&WIu08i5g7wPD)9Q+6Vr0|J&Yj*?{5^au{A5J_%kx7WnnCM%;n|fTxb)_iog*ps zc~ygYFRoOtT~Jf`WdHoQdcozLq`?<8V~#ySi*M||-RRmJWqW4%Ha%qGcW~p9N?Nw# zFVrH-rzMpF)R-d{lzkmMpCGYcn zNb*6lmS_?>QT_4*KV%k9*Wz)%uy)($U&YrbMO?hrbP3PpJE+ zq!0MJ2rV-d3)^S8%&lATAl^ngyqt53i5rwPacQ_zHm+j*TPm<;#c%iN=I-jZa}%%B zg};~IP24~(Y;v@LE34f@%~E*{;^PfZt<3T`IA%v$N1o4m@UC~5QsK4E1zG|&)ci=y zDa*-g)z@27QeN(754y5y2ZOlwD1Y|$Ue=qjsB9#F zctXoF!OG(R(PusJe)$zl8lsckbhKz-Th%dyH6)~aRCGk<#&TlXi&Ljgp=UJ@_BP(^ zjJ%i*+b{{N}1Iq^SbbJjk%^?BRSf`$K>@eDD*Ga?~2{SODZ2_ zvol_sUF;fJs?ONGw@?$RzWC=SYNKoOBXOl~=}*tuUa8mB@q=Cfz~!!Lotm7~4oUdl z&sZfGw%~{R;Zz;#nA!BD!Er_=@-ldBI>AQjQ?t??D33KfMyM2tzLz5Z_}8z;F)`rS zt^A;K9<{+6jD4+(!g!b1k4xO^XlJ)iqZMehBa!5oce zS|NB`YBFdb{9yk#XvS`wX+m>Vydw)4mnBJ>>>OUw0i5LL?YnxvG6&S$KT#2-k~v}P zT_+baH{M&AU0{2ce%#X@zyrbcR`#LRk- zQUX1lKit5Y;Gl@lI8&YdS>SZj4M42k0Tdvc2>2ILbm#odo0o!uMyuvQQ1&rwxbKfm z!Wi05y?O6NlkYHS4|=^(9xIh2%gDTR>FTc@>SKYEc#)eU#ej_{{D#L*@G4 zJv@5)U@u7Cb+bohiyhgPcA=XLE_?$E; z;*8LT1<%e@(Xy`}K}*3e+9m}Plb9$nvJJ_1KzYn zSr{ny6Hxg_Up9t6^}a=tZ-8Ij-2Ng1YiVgYgv0-;0n((mnWlhMOY(4_$iqz!GI(Xn2Ua|JAYuef>AdkosFdJ)tlxyy$X_K`*)7 zsqtT`x?M?4P^QrjTxv%q^7eKU%8^ACMC}xa1WTr!hlqqkM=7$sz5QR>uCn<9Yz(H5G(?GY07K@ z0s{Q}J^vy%TRRC!4v*wK0j3IghVUS?L(Jjt_&q$xf|1X`jv#?HdF>UIaa@npVyQ=q;$42W{ySRmNTKCmOK1Nz7*Yq>O*46-S{W0~fK&qP!*;boq+ttbkQ6V>$?8&M zX0tM>6%OZ7!8$sEw&IpZM2d1^R@RELCpll4jhnmUU);sM%~Gbh)6efgaD!82Wj$yV z#la$F5j-j+D5%N?`zE~7gvh{T{m7BZSWC-1xkK83uI@DA>zltpZQ|d`weiUVuq{(Z z3+(J^w+g14Mgp}~icIwKrRSq0fvyp}XA0!CW(!R+ac?h7%adHKOt@bYv}n319Gv&= zox#7^DzBIVslS3>qK>w_Y71<-0GIZp>Hh?ZFJoG1OOe+>Q^p(yDBsH`R3OTL(x7~u zLc#uf1W8X18q-W5QKmC?=I~w={jMcE*pBK|giLFLJIcb|-*bM8qz@*5Fdk~6w9;su5ic*zeTdN7mIQ-+= z;Cgbh8yx8hi$O-gJqWFEP`vBxoQ?1hIe9WY86xXw&<*%V&%~s6>|Y4tN$-Y*Q=41j zETS0K*%Z>w9yMp!O>s|x9rk&LSYpP7tCmUqb##&PG}t} zSv$A`@ctPfW1^Fl7xf(-1^zX%9$Ta`&2MH?fqY?c53*xbVlrf%aaQONkn=&X_c?;B zG37-XL<>hqA%Yvygw~PRF@h*Vt{qBRMg};KKwqqS35LfpN-)cM^vRQU$IJ-*&mOV; zOW0N1F9Yb?j5I`%T4`&Z5QbRIdkM032H-air+e+5tAoORL0FLqcQj$ZLKvg4{EVgm zUKn`+9$DUia;xAJ52fOk59oam{>Qo7hFmC5F9&ctoC4A7(!Gm9^GX8sFLs~((vD2~ zON&l*gNeMcaLrC6B?f8^U*Fj9IYC@(jb0Fsnw^~u?Zw#Gqz=*A3jA+S9m>9Py$`_P z%zAAm&O_+CXIaIjDDE$@rtFEafg1<_(*ZQ8^PBW#YHT~WbIX@g+JjV4K>>v`{EWbI zi86?u8d;rc)X>nlDY4||@9!_q^0(r*?O~UMPy(v;KA&HJtIEjXD$=lI_d~ij=~gR~ z9wDWH-6+uTAnaK<@nBs6Ie<>#ZR#tg?>FaSWMB*Hw0WQFjHBObz@gu4UUtf zM3F#4d6!@6&C#6w-}ca_>G9p0;j~*Ufr_fC@11sZ)Wh-nmODD*CL}{1z|Q3A=W;M1 z0NyH~8J!Y7n^UNa+gi0lp}7>_TQFm@A$lCT$1cJ(#YOX&>6X-zeZi(5K70t6bzOMb zPn=~FJdS+r+O>b^iHg%g>gb_yT-=NVu(k9B@pGJZK^(T~ zb_iuVzrkq|NltV>0foN9{N8XfMT%mfu z(*Jaj{&U9Q03LQ!Ow0hqhuP7QH70?rJVGuVA`+SwiIn%m>>s*djseo@`)QDYc?RTp zdaGI8)OiMJ23KF-VxvR2^L}P%Ys=Sw3XNTkl9JH+XZ&6f-DWUx_V$K=W^1v=FF<>v834KW+!wdMd{AtExeE^wyV zf1A#q9Hx=UWRpjraScvOyS2N!dtME++uhm^b#a-w`gL^MU=(x;FkcmGP(I?KZLO?17-uozd^lCEVgCjSVw z`80-is_BNxj=~OlduwT8>2vpsPFsK1vou0#-A7C9K!##( z6_hc6{1ZyW(>O;ve7wfTLIO0x^nG|FV^LuII7}j4JY9Nwh?#S8jqY!dzsC?F6s7SX za*uu81kTCiA$;xQfQ`7~)YnZ|-H_F{{jp(rXoi9N5cUBe=orBq z{yql!8lQ{sAZJElqk&pr+}y+f=rGgC$`W*;wSFIUIUsbfL_?Arje!Jd@z2u8rgTp5 z$stA_1^XIo6|N=X#>RrHWADSXvoN=qs2FY^`i6THDHoN$rM$j{KS%fEZud;#_s?6L z@ZULM0_qz08`P~t1g(w17aDOovXht$A%dA|{G1P#563z}4)?@mNfKjp43Ho==tE#| z56p}qRe7J(*h*`N!v3WjDKMiyrLJ;B9bl%b)(Z2G^*t(7a}tM?m%9g3cw9?MUQ>?U`o$jMM$9*9v=h}#>BN$R9K zoYI#uUtlWVjO$eT`YknJ7VxHY#NYXYZ4g#Gz??kN{S(_Cd&MkS5(FYzXo5SWUK3FE z5gk==(32J{!h!XD0n7$osknmJ#=&}?{yYkucZ4(^y(GTCNLQ1KVdbYJG5F0i zJLR)uPtx|f!hosWr_1hu3?YyYVV>dS>NB`e#wMif-)3%M@!qOV+CEcA1VO`uuy@C*ro#HQTfMw0?1C?y=&9UX9v4zvis8!nRQ!d`W;je z2A4jaYiPQpj3YOtVCazbe|c+K`_wN|sI_J^QNx4uQ(ulLQ^tc@FZjKOlcwR4q6KrJ zGD(dKnAW_)!X#yCl`gSIGir%wNg!jx$xVgi&QARq3mh9l6Tw>l9x-{I7M?=RxBkal zAC~eQ(EY8^dq^y@QxQSKj;5T`N(nE+v;=|SJ2x}vLRWQCtq%RtuZ6W7iJ*!e7V{`N zh5!^R33=TvjqK4&CMOexpQ}?s)h@!x>~W$Dt~vaSo0cF{00@KjlSW%gFRA!pW-Ksg z8JOqkUvnXlEiiaEIqMA7R2nbE`;Wn^Z~JDkWKKZnkV_esa-q{bP+1(I`^b@B?AKZN z@HQ!gT8<)d*g_dCuuMf|w7?|>oCBfz-C-NJX0jA;t$?wT64lJIgeh*Y4aGnMfd_t* z5iY`#7KwPj0BwytgX3XLwx*gY{VgpqgM(W1kwLC_Ek{OZRQchwup~NU9O5+tAAxgG z`S&65(Rsp_(G1Cw)G9RaTs=L=Yg53faD{QHP-euVK%gDNOt)YO3tiD=nE^OQxrPzP$03vtsAT~b#4k+sllr6{XgC~secF(!gCdmy97T(x(4EMo8}P{v zWPNbLRUK+!Arf31L{(sHg<6s*k@7gxV>km%`VaTQYP4bSUIzw8YYD8wq5H$^z_6JHnJ+pr#Cjwd(q;_> zfzuw<;|4U<6&A|TI{Xovn4bR1%#DQ~Q)p;l0MaG`YPc~As;L0lPfjEp69-c~!HeA^ z=!jt(k((H(o;p!S4owY6`)6rEZzDN#caJo%J{929N+KxI^O-XOSvTYnIWU+xLn)NU zP3w~kImnkIci~d~9%P!OKr*4Rj24_-hd^NAJdz*^-4nkEhm(+->As}?`=Wk?Ro-Z3 z5JZ6BL=N`x<40dT2oU%6XpkY0XTi$03Tj-t-hZxWQ2_m29$&~>v`+_*!wj4SI*<0I zo2I({53!{%x5H^8<6RS>n*z`V5!|!}Zj=_OLBBZ(&8}u?-Bx~o6kA2;AwXoU4Vs1g zC9tm$%peVOF4ciS8b{M#06x+4hXy_Z$pzfB3B|p$6uG1XQ#^DUk5d+7ppzjlb1?&Y zAUKd<0bxIQBj;>4p}CNphzBdJpRl6|69;gVe}<}jm&|60i{XOpYy2&A_aKpANZU8_98FD}xXS4Qf%cjt=YVWBd5L2Cp=I9Y^!NtVbc zj%K10(q+=bf#~_atJ`zuBeVqmQVtf5a)SjQCku#E%{kF`82K2vj<`dDMs?b>q4hpH z+E7M5w78JvD})pLFv-BXUt$&?yfgC52*jT)g!v5syYIrm~?j02suGA^Ak zeTLErt#!sM(icBr{E$Lh>554rE?YwdB`6LIsyvik#@!1MQ|=;)sIAgAV$X;c>{?GG z3s+tjp_X~?PuzrFeJiA~5kI6xVnSF?kaO{5C-AZ&liv#Fn=t+;oQJElb6H>a6Ldum z|4L{10S)*=?F!h&MaR_Aj^z<5t2!7_f&#JO&{|tkx`=Hmd+$Z!2%0*|gye_UMhx<> zHpCE3X3!)fxZiz|*Hvq`Lg9*t7g9^d6#d|g#kIr~q~k|5k_w$vEAeWID-tm@3!OS$ zQ5i-SgQjvU)$3$%7oCQKNePidbFJJWl}h9x8YgspC5G&YaFa|_-ue~z9++XB%9>$B&TAkEIP!RBLg?tsT z-6p$eUT&jn2*YeZ{6&{6pchRvPW$E$s2@(+IAX&VaEff{gBcemRT4a*qp}rt>4d9H z-`+wSoN;~Z-txE;+zoOJF9Sfr?@xmlQ z8uO@iW`M{GC(L$gi7O&@%51zW#;wHTb`^sQ#6I4E;y;jh`qFq269!f3B92H|3|IpV z;WUH9?G&1JX^{fRs3;qZn8x5|9qwKREeXvCW@@*^Ia$;{f@B>nDi`h7Em zrXp!c47f-Nh;>gsJq@ zWjVf29?_vLt_`l35LRnunElGCBC5WNIconWZDF7^MJwtHMrT+pQ4)6Te2e=m*~TS2 zB?fk|_8Gi0c5jvtAQZbz4mg87&Y^l)Cx!oT1?2LYdhfgJCa`OV>{zlU@-g|H9WAaM zvL#<-viwSyA;;kN8#jWcOd0|bNF9M^#4`klpz51iiiyD_ax|9;?@4g~Q>Myu7l|GYCdlkpMwq%@H`uTY;M;8quT{*?pu%5o^Qy75j$Lo?9v3cD^s znOLwt?D8x|n5Die;#f|7A8g}L*+No@+m&0@UbjOhza0Fv$F0&VY2ngMO6ZxdT(2)- zU_@6*YAs`FakmK@@*>3H81)D|_y^UR!(JZk!)I_zF7qD87^WreaH9hCQSKs6$MJm_ zof$RKETOR(uWnJn&r%v4^<^A#NvLQC;delAxKJcRboRon&@M3jSbUixw8wWyTl;Gv zn6sDIY_e@Xx<%j1hXk~cRyd1xXdO!kPecrCSl-%Fmjqf2;coJj6Ua<{34>JRr1Jn- z!U(?L4^u=LOu$DQskO}YfUC?gfT3Zt>ci<#3mMFx>R2>Ezg5U6@b{*Ga72V;j}FQGVCR+WhOPAmAY@Q(zjzo09gS;GcI{R+iWp)EWduUTQb8= z=>xSHRjar=JS(kZPhV&R50FIF*L>jI^oLb?k!JLY1{0iJ(#pjgzc)USsi=k2CEz(& zO2eonUX_RB9pZsHSuTY#s6DRr(bu^LtaycXdgIvn$E&^w!|< zeK~^{QU(ad9f>HZak!g0TOc}Eh3@h!+4F=z(I`v%Y($?~&e)Y!RpD56A`_#d^;%sE zBlDkyk1jB<2(pa5wJj^bFo-4|I)oANgf@8MFNQ^^CRO7vVgi>J*qTb3iiRl)*nV(X_NRNo%~ZcY zJicZ=4=cYdl0ZL{Od4QxbfmT~@*eI#)Ff{9?n70C!7zc3elr}J!QkguLf)w_R(Tyq z9%ZVxCD|RTSZ=Ssj!h!gxRM_uy`MEoz^upKUWiCTPWldzJ+5gHjg00nE$$PTraTd5 zgdYjhM%>Jf*er%JBbxv0ToRPCb=)8aXk*XPW^kzL00tCK9!^bTY7~FJMlnoO`x-WY1;uENulkFA>K+R0fTANMNWayjjQ4MVCDYg zUuUSUS3|8=E%-;Pi(RQjtbTx$`^H zY`?Zt{NTDL_k(+6=3~C~e^B{FV z1Ac(N8ku1Mzey?OMt*$Wt8(C~3I@e>;h`5tir|csQ_+`6fY!kim~R5WW&%SwL0^Ig zI$qlHSXG$v2hxLZJVWK-wm(L^Bo%8%jAzRD56#OTJ{Bt19PB>J50hu6JS6hbdrM+} zGL#zQI-n*cm?KPMp+r@lijK%}1rk5J*p@5-8wrozm)3CvmjJ$UC;u^;y6u;e?p;R? zm>^8y(rTG)mDz0AO_pQ%=X$Vxlhzz#C3a;PM3dTwuDNC*%G5-1RSEeG8C2MDWSn6)8Wl2wCZ^&eU5x zdz<;2K6Hnq=X89<{*~RP!tw%!lYZ=eOK=~xxVpFu`lY#Ln@vYWpEQ#1d=3~7ze;kR zD+wi0Kax$1->cKCF`}OuJ8KLdvWgl#^axA5L{nvUiEzsy7grQp6H^#~mt+;R z=mzPtmTkmh|Bf6daL*B$#ZPR_Ze{4x{m4u+ax4BVO0Zp8#Tc~opA!RZ{X z5@27uEeSaEjvpOH-qnE-fj2RN`FsRk%#TzMFbG5oC<+v{5`(MAtMajJbUxZ7IYtFx z3Sinr*Ivede91><2+y-0U0an8OqjkR>+ z%P-FIBtJR&AsyK3e)3Ds`sN51O_#``T%AvgfAKAP>S>!VCxFV+1U2}cuHq2`eRyy> zd1vVwvcV+sF+;saWVk#@k5-YVVy^No-Q--0EXp8+Rone5;(M+uZjf?xLDVG5+=Qpy zh*4F5;vZG+PkPmfj)4V8x%vqiyf_|w6n^bZ?m60kQIP^#wP4(klwAMOJWj^fQ&N99 zbS4=#%qCwhMAI0`37WuyodG^7a^l0GBU`|+d(4n0hbYlt1h~k;o(B{($C{JYY7t{E zGJ{vfqb9Lf|4XIg@J$6uG>pF|Xkiu;>Y&q90gP|y4e~mqE&{jl)$2{@f*90-ne){2J^CR#OXV;>PxI_8u%+eL`n>LhK;pe=59iP6mF zu^Kb1@?AnDx$gwh(X#|TXJ$MBm%l!kbB&v2$+$&az~F^)a1x!*1}25|TP>USnZyEG zCAls8cCWGrEQd6vTB&x#j>`M6VDlkI=r>KER+4NEbk}&9#=2Wv<=N_3mXAl5yON!( z`PzsYj>;95CGh*T%wziDypyfOpjpB-7Rx?ZA6_T(n72KBuuZNJh>4b}BgQULp;0NK zVN>JbhcOAk;p$W8ilJxb^E8T#lpB!O0VH3J*lO6w7G_wME$|TG+J8cSDJj@5GQ)m@ z4rd>0W&vM*1EAi~un+gRfwi8|DpBKnyALyA(#ha3j);&|@>U&?Kiq=q!c~3y+RY0X zW7v))vA~S%&u!a9xWuilb%s*P3&sFZU;VZ_^@`J>WuV+-Y`(qV$;c87OIjd4+s1IS z8=FJ>7~LExi*UV-P603?xvZg}plF#Ziv^#dN@AqF?+Hz^CURC1`avYgb~`oe&m3@e zdV=aO)&9WZOm;5A+te-4tO(`9ZEG$`^dThKby7emLX?Du2OKVwCa@(%+~*@l z$rDxPF=kpfNm6uL4{fmq{Uj~%A&2qhH;L zUxj0zFzog)ZT^AwRc#`_)`O60Zc-j1(f)z1z7(Iyuh#DM? zkd%nk(GkEbt!SqmPOv6>t%vi(5y}~e&yhqp^l}n8*BHppp~W>EUU~bV5;KFQ+~b(E zQpb0d9}5e+5t)0R)iMkABY?h6;)=30E{QIDgFF}}a*pguhl^nD1fW z@+z;RUz|CX2u39Za#I*0&dZZJ3iz+QXrP+xj8ir7Bbm-RywjTI?B8fznb>I6x(aNJJLjz8F zc;F71xs@$HBL4X>7ou*6%cv#FB4V>(U!Dv_!7@17Cy>Y0hhj0TR;L}Q>qKp_B6Dae zLwy+Tgwo-_1XlKvlmo^PM&luZBpW^*b6lHrHFH{rYIr(CV|Fc~)s|Q=1@+M~Y9oY( zb#+LtB1Y=m>q{78vS0yK7=0uQGcWRJ#0(smU6K?_K`uX6;n6t|k+V*VG1pP|cWgC=fD_D9OJ2HP%ea0G}-?zj<` z@3(TsBYgO5gR;~2Ah=^XKMQ1IJ9fBRyq z2Yust=;7dDTyhRad}KcRO2|D6zC+$g<8dpu4e}w#ZO&OkPUs{$W3QXYCt5eM9!o`r z1tgLRW#r{SSUE$1eTUT^i4!|m<62M+%qdvE;~Rok`=D+(grAR!?L4AR}wCDJ`~ zgT&B{pma-jHw+C!OG`Hh3^jC1H@t(_eSO<=Kkt9=eV;$Dty!+Kj@Xa=IL;MMo!bYM zXd4&3K@X02K78>N@T9|bg)DgD(DD0-;CHzKt@B}ktsiaF>P_dB*krw*ArIEFNSOB- z9K6m9&aS^Mh^{oLr!XPRN=G9h%By2}q8a^o>i5}^af5WR!`DSRxNLXsza1|(b_MzgJI?b#7y?J3&6UG$uJN6~gKe%XeTMh((K z$(K72k$8N_m_gD%#h@Vj9y!2_2uO29kz(cIb@#Df2~5t{708*>Jm)9#VJxlzOxos1 z`~%G#CD2YB|0wUsQ{b(<(8>iamkN@lEIe(xpy=*1;pQ$f`o2l|mqe@Tt9;^+kT3fR z#EUL?K0Niaf!P&pgxyaQzo~j0KmOF}Y>f2z>QCjmS3q2hGkD!@({Ir$D+C$V)R|=6 zn3c6lXD^S)^pVHr3hycBg*a*?yghc!dem8_hll(5w||BQr~RvBDAcWDKN(B_SmwCh zs0b9vbz^+BVV^omgI*l!epV38#JpRU^Vl^K$5Qd<;0Pu|R8v>Xf90qlwD=^^!*2Ko zpRWdL?_>ra;r#c-bBz==Yb4|MD?Tdw2!0J=h``rqr*xjk%za(YFAuxZU(BQ9(4sow zXWtGwiAmsMdud#`D0tC*ppqj`cK3Md@!3%pK&Op9rKr81>5WqfO6lvDZKGU68u*!m zFO7zO?-K-1Z+iuQ<@FyhuD3TJ!caYmxec{O4r!&Ta?g@|y`QTij-`V<0inpa$o&Ut zya;YOeYsKWH{u!EQrP4NAAbX|q>z9C5FG<6&L$F6h{=lR2St7|jQuth;!O^bXlu%= zE;+S#em*o9WE_Pa4aEi%Uq1e|pcTP%I^~ofg;5AViY%p%YH>Y2Uuy^U76#8R2Vvs@Z_hgqc=s`lanQrY6bGoJt+xzsL)@*6s{C`R+Q5LWGP!OEKx-=aa2Y8 zgfNcBdDgeZP@W_f7$BG&wIbg1b0GK@+%>rNwf=`oA`6k1^a!RcZe3^q5bhh51;WA0%RuqO)u>}<$jeR#*(WM z#zRFa)r9-EJmob@Dg_0Bo5WV9-?_~6)iKt4)Cn&N^vDU)tX-<@QJYMBj*t#p43;~R zCx~B>E!@Lq@VX&2Xee(#Hft9?w7L1R1FcDC@M z^A_#BY&b%S9hu-MzNi1vpVxmAc@^N?MCz3IX^LDsC;hey`}50qawOcBRTk4F1X~bt zV{#0R;TMNwYk4)r+Q3%$?o_@jn)%Z`AB1ER9G?~aHzY~|B zYiUU!tT6bv8CDhjMH?{~ajC;NY0y66dGqR5IGs8D=z(TryCV9PoNY&G|ApUGwPE1X z44!2M;HoKjY2Ad)*OK0f{bu+*>kXEkB2?ux`yi_O-rlhFr*&zk-y)>f+nSr)p7&!4 zNgn0T?#B6cU;n4(E0eC^U0!Xg#tIEYUA5P}pMFmNh&^FvG&pX8DnRVs7QyxSKD2Lh z)zni)fY-8rIq!K8%zqWvY3i8vsh;{%&|^#1qyb3mW34&X!^UEUAWy8QmP?4>cM0wIRY6-%p&u8Voi|u@f5mJH0#~;q(*3o2K-*NX`vuJMKyD8Z;klxQtW;~ zTk3wAV3>T5y+IOY_j+G?kP!KA`PYH@-Zv>{J@++^Q`1pw@Wx;HPiD@4VJf2^s52d7 z3dA9)CV%z0WKES>9)1~&C^TmL`|Nj%{IR#was+J&pMbY)beqA6I7i|AO<&{V>C^BO z9(%Iu7IPD-I_-)FS$o_&toqpY~~g*SfoEQw$D7bzezrFu{Cz=aO0NLH>~kl6$wGyFZd zz1@bfphdJ#DW7xfJ2C}JNA=sS9MIMA6X1T;INz=Nq^5B2Ksmj4+r;cMc;AW%Zx+Qt z4iQ+^SHyofX1+be)mI_g*}N;%cONy!dKyh{a7ViU5V`q?cbU>xM%z++R@$kk@A4Y; z&(oN%hhISn7h|LqI&EdK^aXr5N*oU#E>^8a1iw8s{-cc%&k~!+`AA`|S->fwuSWaX z>XX+E$Iv)8s~}+d*aAb%mv}V&bo1xa41aDN4p><VSuOM$%f0ujfvJ*+e#2kO3H)fN^u`^l0^@5{9P3~uk?aonXl{-+82 zw1HGp@TtbB`DWd!s{mm2f@Ug6H;cO;F%)!9t7pCSo-SHpXJZb=nAU23q_|gCd!}cB z1JQ_Leuv=tIk4}lo4#DnkxuaGy04?3wO%V$V$YxMjVC*w2zH2C}l#g!T^`ji{OPk=i3|AJ37Un1T&&I>NZ&OUYg zbC`rcF(|YGRq5H%(&5hiwy((3X$V+wkD2F4yJ}SPe*n}Rw!&7Tof!6Pe%d*D9oQsZOxr5C|EhTdD%Hom{r~F zO(~c)6^yJ*jh#@KRh*5S{+^MsF*G+tVb-uTfnUta#*4x%ZE9(5;Y7j1#*M-(X7|O; zLB-zC7~WRg)Wy=+R9Q+C-df(!(VBvtmmNNyG77V(rIVwgse_oEjlG?%sV%%M3bUl; z7bjB(3TDYKhEAs9rp9(ArYJ%}DF4hD9mOqezx7r0JDH~ChPaHpEb-6|#puv1aTzpv zqP%VK&?t|nqs2x3jP`}r=2lP7X7~fQz5DyW)04@L?ng!<;ct~YYQ0=KNFtjhK+hVt zs1@rSd^s4T@yr@GBU`A~$Np=l78%X;RoF_`aq-t( zUxqgeXXMA@@M8@!GkF~$=%G^%dEPs?e=o!{2}_$PS>~c+t@(c1egT-3gwC&<8)rab z{HbQzJ{~YUdz$<&IT4W#tsoTeYl$Jaj$?H2eY)_?_b$o+OxgQNsLa8vXEJTMTb`uulM36cS2e%xyAYi+1r812U&?HbC__a zQ$GD2oNv?unG@x{jnLY;)>k65brF!fIM5O5-)gK=s=uxU=bM~o_DtcD|DBe3zVvvi z0_uipJ(u>ZWU47YW6fe?MG~|Q`k8e^N6u{5*D-X#D6TxhpHX>u=C9c~VT4Y#auGw^ z%2QRg&8%yTpp6e2tVSJr%i3uT31}Sc{cnMI^w!SV4O-nEf7ij6!i8#3Lkf^Q+;rU4 zUQd>2pA*RS?Eyj_1a7!)<%K|{%Ug~M^ZZ|G;%#p0tkIul_RCe`Hr~E|hH;`Ub+Xv{ zcv+h|E#h|#T~}m$u}y)rw@&ye*Ya1Y!s@!?v0a?PV49~kr6Ms7vt^z(og_oBfu&rX zvGiNn5-9AvTz+%=ZfK{mE?6h5p+2j0rmf!XNn)aUNZJfvPkG%KmlnN5XUm57$>J;O z2hLNeZCywmjz<=}U^9|)1XHzKb@_Y&8wyXh7#&Gds7|kZKmThnO`E%LjBzPFRq$R` z4)`cnWS6RZ#eQDCfmCx|{=ja2B~=fZ&No=AVU(PkpQ3Udhx{FMUh23rHw%eLZ_n)3 znbC3bgX{L)S(IXixj~K1b%HkZHO8YTw zNp<_zDWVC*h3Ji9x;HNoCG14nZH1!1TF0B=I+YrYb8XN>24F|d5NFSxP7O&5lVc%L zO&jBO&65SRR3KVw3Hkj#~<4ZUX&;V=NaiQ zc+bmuX>AB(DuZ>(%^W4M*W-#KfvN;jh=02{Es!Srq0+S;*T-v2S$jB4&~%-kUkPzU zEderu906jFgSg;m_LsAtj&HckO+C+pLjla=0&IDc<=a6{ap*(rc{}E;}z=p z{H>G^Mam08&$ed@r?g`L-25~N_5mZG>QTAPgGCq4%3HV8<1sM8By$5%Er)Ow>_a-gH_rlUm3D+Iz7js|EyczkX68)(`R; zd$v*_Nw)PIV-8V#>ZJSaL^048OovE9XnTC4E(84nD($pAmJxWXVTu>llk?ADSc>wp z+pvg}H!0@%$pN+__)a#e;D~pZG@)uN&GwA3gBf9M!-UCM_KiSD?M%a8l*3Xc)!q=z z5K+kzl=-*hTL4Z8EH6Y*dDU!3>;uyHMb;hH zU1}@kC$$M}KYLp*EmLMb&fuhF)z3+2#l^=f{WIIz=QZ5{1XjSrs* zB2yJ$+62m#`Vy3$zCmBSOTXa)Xg26&<>dZt`Be)hs$%J#zn(y2(NX5$c!*-y-XuDb zkIz?5IGbtR7eu8C;X~o}ykGFYssA7$BlDVu>B)bjN#Iho0F+l~=fj0sw~R@Z`K|#s zaIGF7o1KNq%`Z-A?&YtwoFJPa=qVW@_hb$eNJBV;DY7A@X@FUrDg#`wA`4Z+X&(SD zT)8r;bGRWuE9Qp47(K2hmR137G5;CIdK`z)3MB<)0Oh8{Ek4z5t%i!MF`Zpqq%b?H zyKetHi=IuqLvmTj`{rysSL#0+u=)7`lwF)vhEf9cUqvyiO0_cQ^818O8|x7Q(e~Zq{sHBZlXM44!FlJz8pYKYjmSmPp4??!YM02*=#CNZ>7_x4vYEHAeUF zOv9!oFqIC`5f9uGV2#lskx_~Tj6(<{;kJcl{kI14RheoN)ZslK*1Ve~jjOT-!~iVW`}mjEIaNM$`aHLa;kN5I@I$YlJMWb2yc|0{;Bu|MZV1Lq`F~ z1u!IO3=Hr53UC-CEH%*5ST#L^5ukO~xvu(qS+Bwo7~ma7*(={aU8?b4u1pU?jL%oK z6_T+`4vvliz_6yYc#cx|R{XgRP@k z0wjGbY>(TXMxj95I8_NItf-;LMiUg+Y%y%yP7Z2oD2L2}ja+#s1qy29{z{9VfI( zFTT3Dw?g3bC)rxvgaWLGq0wv~Q{_R4Sc7^AUvi;BX2E|Oxv9(gZa)5*nK_?&NA*Wr zkr3--klA=dIuJHrL6o2XOL6u3r6<=xnjd}8Dd>6#?T@AXFZ&YFGUazT?Ez?Zg0i~L7x zM5o{@@2>k|qn_8z2-*2&3f6*y>_(>`JPuSD_tE_)F#Zj1B3krPwjG*?sc+0LNIv2* zgW8Sbt>-Q&mk(PLBtVRQkdLFBj?zPp!x=)}C0i+mzrKDLhGQoaRHg7UnV?79fBQzf z!@5}?;A50X{LUM5K2i-hx!?n%^wpJ-6wrW8EumhXS1!Tt8qjeFe}5>9Znd+!a4_7g z!#fjaN8|XMA>h9L3;X}VJdcTFcin*f{H|)(lR7O`k!JfR_<~PyAuP4ELTjYa%tM78 zKe&|Ic7!efm-h3&@QohU9Z)^+rZkHNJ_EH#s6WX^lTn_@o3WPLu0bl0b8r9+!K@_A ztRgsUT%_$Iur9$rRQaO_sgM^@V(xzov&4OVNdxN!ilI zLHGo(sllea0sahuT3p_hue$}^Pu7pu`u??yzw|>yfA0I5HrH2+=_bQX^pR>BuzGyD zEG(tLU~s2r+7H4Dw-R2&)}3!C-P3UA2PUC(3%cz8&K3*$U&>1E0u3*u!G)`6;qd}F zRRSMQ8-BZi7$c#HacaKM<9Owzd^_hK5D4i*eb*X{Gd&#MiDnu7zonaj~B}Dp1hG`1#DfYw7Zir{FF~aUMoT4apm|-r@s=&0>(ZtmE ziJ&K*$x6~X(=ZZ-Ci z4+~c%a2V4fzJ#yZLl#oGxY5Z-6sD8c ztu{#iuUjRj;Sd7$8l{0WcMi7p7bUX5I=UyQoSXkp*u7X|j`=@>KuH>0E*)B|IE1oM zI1O%3SM9sY0M8ljNM3(a(ql|=}tD_M&ORv1e`zaCex?G0?CHe>*D6_d+O((ULC&XIWbyd8& z=Mx8k2A@1xv_%z880|Se$VA{YSo1@+sa{OK;+BkAddpADSjMV^a1D-_Xg~v9KypG| zNZyqp!>JynH-ftP-t>$^93?qnxSXr~1NGEqwf!eP(Nf<%rhphx5 zo_|(4wqQN@C|q;OD(;sDpSGT%ie|M~8(x-v(z` z`yAh@{@QX$-xh_`yHzYbo~$Jm4_ilJ(#o|#;r4o8qo4Y(#;pnZ&B!e;GOxHvF<{>t zqK2V-$IEZ~T*X?@svsjM5-)F$6v}rzoObw8n_8=^ z=Y27dh>a)kNm;SwL&U-c)NW>U9c+%x?S`)ZM9|LG!$$3SOcJjYv2YrE)=EOj9}80~ z*IG^sJ$t=YuMVQp$nU||7w5GD@vKCmp(HVAl=%XahDaS07~o`q65Bz(G!`7>U(zoQ zG)Imdy$Q!naD>ae_FgT$iEW*v4Vew^=TworWzL+%(MV@}m(h`ixfvTIYNl4^&lFBx zq7tCeXCj%TX)C`4cuMHLxV7PE$TVxH!BWl-9OEExy2Az!ZFGl@KOly5(*r?;wxl;W z9%?OpU8NJ#A-dDb05|9o{5(A3-Ay$4N`FQf1Ra%74fjH|qqUIK)kbCLjN=g!l6af5Jg zh>|l06jJe#V?I3!%qg=wrs(cU+pkd4jPPbrbl4Il%CY_?w`9NU0hV4R|ihb9btEiw>l+Vf_*&S|_?8y4ffT zX4<~#6{>ef>vR@ZBd_C_9MgIU%-L^CI`sgg=s?tMKczGZoyF`{I z13lz+gUGz$5^c-Msx6h6e+7+)s2yeYI;*vn{k?&h-d-S3hY8#q+ie)RG|I z!v`4q(Jb!$EHg<}cYi{Yd?`uPTMGeiv|=j(7pw+gvpqZ+ZF?ZmsP*VW)pzej#~02N zBjTMxnSS<0zn2{a9tBlp`86AQOLCTtco z_cR5!eVcp?9O!-nkLcB6JEunD2`}f$1s#Qb))wTf;XkHQz;d4VTIq%20c)_zUHrWP z5A+k?TcYWr!|vpX!~5OH3}qaR06JtP#(10ZJ#41?{Y~(U47A!@=^YCXsXTRQ(50h` zFEb7ra*USN;rF-OQp+g;|*3-YYmV2o28)h z=7wn-U5$1}$KM(ZFHPj+P8W65j@ozL2-mtCe>obWk6eD7n%?VDl&`Ztm8Aqw+g@I> z@L~B_-v2N}x^n;1pF6e#^FxkeUy`%=?e2{cK9i5VSCnV1p1|# zdD}m+wgR%Q0*(d+j2kOfCz;th6WW3}s0=;&k6Ab(IgaMHA^$XDIx zNLsX+Zv)q5wB#ILtk=VJpK*_!2*CZ`JFmEKw`zFpp{L`zy)(b`ZD!`B3<7nagJnu(`L7P52O;oG zcZFGRd0q9kvde`_Yrl#3vwl+_M5rDw%yR*E=@+Lyyr-?)-~*CO7FAPZhpFqciGc@S z-^DRs1oRg3P0T-CngZwDz|T?s&m4!79?x9KXAYsXUHW1J0Ssd9K}-kt%Tu#)YprVw z?9mVfyDw3+l%Q|pcbL#q86Y-tl~v4|o$q_0Pbie-Ifh~xyU~4QqD!ux4KAynx}ri! zK2iJAC;)uVTLZ;Bdt?xXW6nBT4D%z7Ws2qz%SqhMejeXu&K&(Vk%o$Q@*CrDuu~VE zDzt+hb{ei4cDov0jJ_?Eo;Pr}+)#MzY;aHlB3aVSk#a_SFtK3ba6!jGa!2#tgM$Ko z@Lu|TezU&D#t-N7JC%cpM$sINILhY_rG)WW&X)%`WgjpT1keRMh)Ry9%5~MRYueES zS`r=B+0^~ub*=uer-GystW6eYHpebqf%yq)L)6IM;0}k|8E;BB9{XIL9Wn2nE+eLR zU7?6J+$~|#Ey(c)!Wb&nmJ*I1F9Ty9rBu@8KJdRMYZML3Xx3!4s68#6i|^{?6lRE! zxi70_{j7E|OzG@UvG&jswOr)pmP3P&8pFN8r3Xc1FInybBl_@YVd>hR5a3Haz;54PJ1R4YiJ?xkVZ^b(Wo%`g(m`JLZ)Pv5@NsK5l7bb%S^ znQg1h=C4XFmrIr#8-2FkOY0xcH}bBRV`roGCbt)kre)YCrtHr+UF4acQCw~hp%))pvaIc!7LXp>ILhhc18O_C_`iRiBf;WXq@AHrYX1=eqWfKh{GmQm`o)*ubF@DC>2T||8sz!gFE zu=UYA&Qh%=eeT{H z1u7mlMC(lt&ct1k%->xVr)bo9pS0_O*s1Wv~Gws3%BJ_$-_lnU|5YF>=5_&2&r&yNoW3<5nUV z@w4dPlw`foEd*7tz=b=v+gpp;R<%rqfeL+BFrVS(QIJk8ShKNKRM8DI-F4tOI^AdTQ-Y1qQ6HOD)GS1VsU&F%~azx&32DlbyxJhooW zUaOiK(3qCfXeMML9M7wZWL$fkK56rHRf^&!@CN7$F8!RdKf%v@6jZpjc{7&EPsP0) zilUf37Eu?rg)9X!&aGK!=8TmB%)L=N29w`2krlx+S=nGDgqzdoTm+8^WcKK`ZACTH z4IN>N-;Hx0K%mzxg!4p?B^p)|0paYacU`jG9`Dim>|(?K?o<~BQ_tw(Pw-P8#-mb^ zNO`aBo>pl_%Yy?cm#AZ{+*z3lpXdnz(=0>|7|L~89QW6`f!bJ{syA3hl5eC!A;A{GP`Nm$&S*(0Cz5fHJgx!zz9%I7ug7+2Qo(spBe`|o<%{*Utf6wpL><(?`X|B>J z-%}E`Qw-aUv7m4E{PPoW>vGvh9!B(H^0SVaxAlX{LB{(W3Q>_@=x#O1 zp48pZ#%0tl7NRG!?b@n0JODI#`0nqXhL}UKs`APkB<(U7-p;*B+2bk)o#Q(W!&#R& zG084h+4o?1yGn+H2KhiJcpj0x+p9K%+@ml8^R~rmb*{34;6{B2aqsrE_c846u8%2lTgGl*bYWsVM1= zC{RuQ9jgJxO66$9Ddt2s0vS^xo-4Unj>?M^noAargCujI7* z#!%mfp2}6Frn6npuq?m5_&xW1e}n>?OJ_t+cw8U5aNh=wOg^QG@TbuHeg_%Q8gA== z?dH~v&gn%n?5>|ca8BOlyfo*%Q%dgUx~c7o_0rPct*Z+~SX&9s?5?aluj-_4!KIL# zjXVQkXWcIicYj4{@9^`lGc=NYn7<#m)~<#$)aThSfBm5>Trwxit@v@i5WfD#XXOhs z_~77o!SL=4*N;T!P9xjQr#-RjtZr{~YFoV%GJ^;A5#yWyjuLMpl!um|&KnH3NkuXb zJ6$K~w6`jIqvx5$Yhmr_UOS_0(Hl9uxY6%kJrO%2IXLLy$N#g9TfrFj?~ZN-(f>Lm zlk0$}|J^8_fya=Lg{nLn+oXRAO{1@5fwE8xDX6XhfwhcevE9=a?TJ8EcYgPQW_LMF z?8EJ{hq_(xO9ZR6Z;_wzo|11pTRM=w4!rQ^VtvMcRv_8AswpS8SX^T&i1a=6Zd^lq zv;jdE>#0;!O&{mP8#rIhAl3IH#x1b8#UQi-ATc9&QjKewneP73|Fd6=IT_n?ahuw? zK>Ba5B-7`N1nhbq%r!@qDk?Y)573@azjs|evQV_RF#e4B>Dj}|q~D>u7dY_OiN`Fw z>C^etOcX1S=b2D{L5MxsJ9Z)5*TC~WV}7SOg8n@-(IhZ1hbwZ(^9R+zCypD~et3xk zb1t?gI=1PQGB7;`N5w|-QMW*m_AAcic^t%Yfe5WcBmswnRi*HPY)VE9meH!YSWq@o>App!sqtiOMx!x%}jgX1T441!J5@&6bu1htn#ca^YBA%KZ&K zMGTh9=Fb>=6&0Z#quki z<-+Dl<$n7HWpT)*FX7X>0J?{&7J z;!uecM$y%=Z;4JTHDFP^DQDni_f*A1f_xuW(RxRdY>SBmdYf%r`DtuN zyx4=aFr^;>dz8iZ&rcSlIn-|8<(v3(qA{nf3_}28enRp=K}&?VL%cT0;Rtw4o}T&Q zYgw#$TDzKauS2D3MuxKv6g8noO|OT|N9WIyTB=RcX~du8!Fsbs<~48WIJxuc>B#Ze zcf+HGI2MOGk=hluLPAo7$+X5b?ZXd^@|_bKMlv5$^`IRi*BHAv*;T-Ez8U9XI{FMfIWjPJk zLLF{K%X+QdjT!4S!ObI?^;4tea~UIV-pnT|wH4@%0vQ}0Tj)@ewH6#1OOj7hfv}}kwd>NOYvv66akdjRcFVlA zOJVeBxA5#*r;7q|->}PKN*xx1w@0XN%<38G)zp7x)b@ojtTC+PHbG7V`jiKN`r2Np z(Ma&@iGS`d*SDZ{I+jo08BokFtzKtwS5$LKhi-m}@ zBr#SV94#ij{qf0!o8w(6F35QV{<(C|{t~#GEYO1{50n|+fZT7+sgT)Nv=p`rf7jHPzTBV;NrxH%X&J?TR&ukVYTo*gXyUid! zyQ44#lb{8!tw8gAgDt6cM;G@#eow1kJHZ14tI0gjhA$a7z32Q~YOS|}1!3l@#>bzC z)Emq!Ssh9va5NqUuFs+KtwDE~ZRIIEAC4{N}b~7!tdP;>zIh9 zQXI@NbLO(eI`aH)0)5YUWX?mK=Y{QDt&7XV=F=v(`u#~%I1N*d{(u;@MDB|nb0pD8 zSBV7YTvvkk2jgH7tC7S^K-(6dN!ANFkTraED^49Uptp34QXbL98~Wkh$MAx|_r2Yz zYl$$=o1q8*tMp7VO)0_#ev$Mp*qY0Ru&$^K;ZjdX@vi=`+w$F9$V(5D%e(xdUenfB ziI*hWLIyk|`t!NI9u@|Z+{JRjKA{uc$%De=n~RMKK#hn+<%pig16-3ZNX2+8i5>K! zZ2nIRHMphOW}0Dk?X%!sgE|IDRHrku=G&4|jdZ)L0j(N$+5yqpI!a?WGII(uDk(2p zV28Xs#8cCayIL9l^*En?i-!3F(rhw$Z>P&HkzUL(`)0x2-IDbkd1BUQ^~jW$I!e3_ zIi9O0S-G zbpvRMQ`mA>JL8?A$it>H`AWl+jHgU~lVX!n>8KRd6A+%mYu0MD4v?W*35JOoikOf0 zPM@w&dQfyIQC-EgjzmVZP*DPF3O<-1oY$1i5*FdpIhlxFu(TX*)0?1 z&UW%F`3{)u-D@a$?_FNTt=;N)1Dp-NZmRle^v=DL2)q!U5(O0_?nFn2c>l)ALvfD> z-!aN;)ixgXFif+^b0nY0s!~&HssdEQv2pDSZk;-f|Kg!G4-hJU$0n;qv#StmtY z&|w{u>7EOgwfj7see?E${6g64C9V>yz4&w@d%m|^L8&-} zV)JE|ad>5PkuXm@(N)qwkMCo4rC;UG7Xj(TbCrzirC|fuQU@cgMUTBNBeKfA6Efw# z3}B7vD&72{Y(m&Xk~ha{NPL3s9#E!^q^?<`h^$)(I)AO-F(Q4d{@qt+NeDn$l3WB{ zD@4*g3}2=GyhQrv@V5@D6KM(#(i)6X_eexiPYJ&3;1b*|=qRcttcnOPu|-2DHR3Hm zSR{!fyh}GEqe&tWeVCm4%NsZQFU)6M#nj@dysQs7Tpteuk1hvU`sB#R>Dx43{rNh~o8}uwLhswCpL88b-${Dn zP_Wx~i$yM<k?Od z^6t`jUAz}`vc|!CEq)I|5RN|-d;zZ2ji%dqD8u7E)Po=px9wc$25UOuqHBPIcE3ji zye`*jeghk5c6PnLmg6L8c(*{gD;^+HxL^9MNv!=@_8z|%0*pZGyJt|m?cACcgthdV$?Cr5HPPET@jkfJIk1dSb=w;Zl@Wkz`>q z-wQqrkhSu(SU$vziSGIjJ5)kDZTXP^kuvXg#M`;=^E*SyLeelQ<7_O7&GCEqM;mD+ z>E6-i%;#ps#}=C16If`hlPCv6B@7_Ar!#zxRCNMB&CTjZ6uwAG3eJQAJO|_n;fsJ5iveFOkf*Dl7==x1JKFAT%U?+b&Jk18i2G5HOO&87oJ`E}xt13j z{xiENy!zXMtE&p4^skdyT~K7pSD`dhq$YS%VJA>3L!x`iW5u4L*L9v4apy#eoR&>< z9ou@<#353}9pT9Q?A9W!4p#l$YYzE~x7qk%Gv6;WeIg48<594XY=70>m7=n zY_l)Mn=+NKh3__g;&u=(^lxnww)ZXk7u&J9FIj&Ccz5L+A}O`;e6zrq5DBgS7K>U+ zMGgK_G?mWx>fMKdRtZ^XpF#|m3E=?hJW&FHGc(z1g0O6G4#e8^Kq_8rH3zRn$E7$( zoGXD^*Bn4vpI*!J4p+VBM>JY(rr;kNMks>%C>RNF$CDLwAqX1d#wrDb4~Zt{Cg zc5K9evvZbxM(YCNVpaGv?6A_G#9aliFF(tzhU56HMM& z%YVv$KsH_ku67SNUFU}M*5;5$o-33YnVW3vDK*j`E1}mGIrYNeuQ!hZ| z`9DEV6LS_MMz+~4ma7-b`}tm=KRZR`#b&=(pK}=}%@F8{fPXK1Ha`#>w>yN=sLL=| zdAuTCqjxw!$UJ6TPt;Ia94cfx=k;JAYXZ}`%!v<~DqqDl!Si_OG$*?IQCEy5vpsDj zS%P6aD$G)RyUsXA?{%`E8;8TYYy~j6K0%pMabLRPibt>FJbR5BO{feZUnr)pdc-4O z-_Ew78~-iW(Iy$4E7aI!=VgC9JM| zX0xNO=X$8RY-GqJ>005g&NrSQ45v|jv+qnPJAM@+d>{ApAO{)8;?Qv_x%&Na`O_ZW&C0Bs zO0(PNmt7{$YV40b!#5f%1i-*VsvBfGtF6(WF-3gCmxnyUcQ)|tCAU8j@TzxoA6O_; zJUYPqGsMFS>tse8S7xJ*At{{81Js@p!P<87F@#)Gz;L&<4rB^zx;#DLhuUxOjV#-* zvLXGjn1_dk*ZdTP79C6-d_DQbGr_a6l%yVe^*=vdW00b|TRBzaF_Fcga#F>H z%SibM1eH`h*kTT(bu{_5RlOxgkgJ>?b(|%NfUC^J9P>3UjyE_ry{LhNfUUG;eIffi zEm(=f79c1pu?s7ivHFnLe8gAC4~5Mq*X&-M)wZNOK1P(%x>#gAmsq1waX8B^M)()X z#&rza2?D_DG`H~0o6;c0sElB~8cWZ$y40d*qIX%svDRzoldA;59&T{`4ZilKlO2t^Hp_{bx^Gy5F zTlTe2wU*-e#nx=D`9I3}l#So8RV;oGCv~()lF>5TJbg!VN5|Q{u=h)#u7oGuw_Foi z78~wiWk|O@;2jdQeG#URzf<_ppbF8< zqO3(Jsv(9FANxR;$Z`4m?Xh)q?@kz!DXSS{u@%4 z=`fy25*m_V7{zEq)cYb+-zYG@^7Hla0pKrXDH1z9ToS`US8cs$)K@kFp+OO`@T+nnnM-oO^Jd6ES$}(el zOs5Y|)%J3TH~DRKyGT8YMeS?%6#6o5XqxLW(t>fZ0I9(ItVKu0JmP@T3$HgxHkb18 z_ZrFNqAstowtr*%aXKcIy-Hta_$0k=&)KPg~Sk$3;QN%{JON5+k zH}~9R1A9vboGc_99bmf9*eb(T$wPKU4Nl%&k^1gLnKWCrW1V(Gp3lYfR3?(K zL<00n5!Byf6!mUKlacw7{OyGctv@0~Q9 zojZv4?e!%b@I_P);;ANtt^cqg5KL1+MIkM5{S8oKKMi)LY*T}(2*m`NGMd>B&UBha-OK< z&AHW)r2Km}7YYh1WsL_mV!fpf+0Rumhw((|KvbJfPdOnU;#gLgNKj*isTwOh_bX+H z@pR4zy6Oo260@kXE=CVFG`R)?efik_e7?x4B&NVMbtvRF?KxF)my=t&B`&hfr7Qc} z(B8uAsbUVh6}b3EIXlkL^QBH_g~6??b?oriMIC0BFOwXwZ&n3$Ku=LP?NW5=uV7;3glXHZ;!`q z@AshPq_txVX)kIYAIoPLw1_8sNI-04x@`E5oGYUgKdv9F_mdsFWy2TuPDwZ(KP+AH zMUf-ci+cU<%~%s_d81TJ*%2SZ;T{)Q^b14{E0SBPhx_Q{AcexiVI~w=@T{VhEK5IK z*@2Q5g8JkB!z<2ApJrGk9Z~O}3Xg;2a>C~b#is$hhOL3S$+_fpS=jcND#FWG0d3Oa z%&J-HyUx}}P3HTVoKWG-JP#W_H!#0xqQ`;RlK_q7wszrp5@?3mqCXLrk-Hf2PKDHo zet4I3dk5pla?dqaeU>tZc;GV48!^n@Ku+J!pviDRi^apldNG}rWeoSJ@}tb}7ZeFg zO<5mY^oJwbD^OXp0HsqH-p%CNC#MqQDSD?meVjP9OF{6&A;9)#G`S6aCU{-XTqmW|A_4@pPS!BFA`f?^J1Om5SXDkxu@-GTj3Wjfnv z8hfzNQeAoj%Vr_NHUR{YvFS~2mAPZs`M1Km`E2E&^t==(`Bt$CLK-A1I)sn-*rMQ3 zVxBsCx`6KCs0+#T0S=wz&Kr_=!($~T&tTswS+u##uc+1z&QV2|K>EgBcuWV!v z!BH!52hOrn*zGy6oil)iRgseiw`(Q?K(VDY!G4H3}=4WC0kfU@;l6pp9n}5b)p<%&kYB9qkR&kku zX`WokO)A?g@n?=*R6Z*g%x5L!HtKR}AfIR;%e@$NzI5mo7J|V|rQmlcab%yQ?<3fIzS7rl*#8uJ>w1M7;=L3FJEf@f^q5Dxkx< zAGa(T%Hfg{s87XKYHreo;(gMYB}^71fLK<&f`I$IdD?y$dfZR@ePp`XDt#W&%c~x(uD2~ znMTxRC83b1Z8N#=-ZdBmiXW8uM5NCIC507}Y7|a-W-@P}<$a{1Ti{M)NgY!0Cnj}T zK1>FY%@nv_l48-JCZQle8gJcx6?iUf*BG7W1|6%iGp3tfLs|_XbjPs)O5C^5Uyq|z z>3OV-w`=M$Mac-ij~8pl)cpBny|^ktrWuh1M&~ZTjufBq^techT9Q=XXSG%#Bfj+% zSH3DGvep9nl$Mz6{lc0rM)i{CT&v!d}>sDiU{(y?%&`k@&R~wYUoNmxu6WeFR6;vj;tddMBh&eSSTFVwvrD=KvT|;y!`Yn%DRq4iSLg&eJg?fiL zM-<*dLw((j?@el*QK=1H%F{o-)yPIPs+6nni0NxcTYdPn0_2rX`=xau9fBk1sLvPh zni1i!SE3VsvbCTMl_%Ua&+uQ$8{w>@vYF)j3-*T{Ai8yp?DVUjpFiw`=NCm5?CLjR z?t0OvvKlVZ-Rww&xqSZuXLO+>pl2>ggUIW9VVo?3acy#AsD@#10~iG7UsL zjQB|jI#M(mMwBYI$mAg+9yYIypE0*ub!PSyRLAQ;xUzer?Hh2J?Zt&$+0C7E__Ve>V8wkz{Y@AU@LW zM~fw8KNAW1^k%{DTgTxnJDPY}i<9`>N$Tfr9JwS}|3iuQux`QfjJ)HWxE)#XO!<|K zPTSk*V;lhGg64^!nL6`M^BJvB_35;VRa<%fz?`~F4kF&7)PcUMi>Jvi0gEt(vT&bW zL`h0boh+EjpPe-U`5%Wh12!r8wokmxh_4D#^w5h_??}v~m#>L#(wY7b3ojrUWxXiR zmtAafv~rSix{wjA%W9F}Iz|y)(BD;J((xAL&=L)&>4SKvB-iNu#CI$H+Xv-#q8zeR zDX5}TH00V8Cv;Q2Ud;yIeuB#m%`EnAtl|e5m*=e+S|0ge@h~H18uS3Tj7l-mEwA-b zrua9?ZaD;9jo!k4&1f9UZMRkjVd&Gv zDGRKtaV_gLrial1jx=-*z52C8 zh9_(Kg#zKJ;N*L}mm*GPt4}|hhP?6tP$7z{-~;5Pc>dNyRYU5{0J7z35DYaPi0gZO z3Rz&rS9qEYi+Z|tbCV3Y<&IhcgM-ON+DrmsnI&mENhz)>nt;r+yl@a#X_rB~;l7X4 z&FzR~fQ4nH;>f;!<+GXvDGzIp^g7;gNj0I6;Rk4$n!u%VAU*CZ!MwOQLl>YrD6wd% zg~TG)af@9gbL6FQ$~B2fTQ#IngN5GgyeAHhN#8jUrqHa>>0--yEZFT@ch8E^t}gi{ zF2J}bD|8mo5JX3n&7!`GwL?>3Ap=>(82L&)1gZv7@|aHDv`6oYBv>o%t63#6=qYXq z!xI{Hzu;lDH2Vl2sdi^Krk|~PNK1Rq4Zq5k$<;b!s0-tue3wVZ!4Vx@_T2BFyZG!? zqKk_pCSf|q(oPYJrkB+|9Aq5O`He}mS3D$Hqqg85T6y8S`pIn9ZFL|Fb)wR%zMu>hs^lh(7Emnq`b3=ex^=(4{Hc{uph2(ldM5zm8@4P1LA{MepyQNl5NIpp z6g0sk5>i>U?&Va1ek1IEqSHIv>EZwcZpLj@TGdsn9S8@ybp+(^`F;FIOJNxeXIAQRc-m>s6wh?gU_o1da({p zQh-i|U+45@n}BwRmu5BQB7cBLp3&IO6=H$VaN%Eu;bQ6%O};wJt|^qmmDiRSc#DNC z+inF2hlD9J9=M+}Ib*fQz|#&C_hvHc*HvI0u4z&h&Vfs9V=DnFz<$1SNcH`K$~NHE z&l&2EvFy3uH@ZoR^-xe@7G;E|98oDqjli2;FWN3NcC0H`e3~0(3o@FPTpZw`>@Ji4 zovqTYOOE5>5}gzHPntGu?L$5gzH4j;zAjcJDVhfr>(T?_dTe0=3&$Tc5}rhGCG9L!1Um`ra1zIc&FJW8Zb~q8j}quH zrF=DK3%@PPYTKi(T=YdBlSl+r1`VZ;EJ%E)YUZ3%zM@1He_yR3yO=jwP_MDXQ_Z zP^{Q)r_GcuJP#otu*R9K)$1+ve3~PUpm+DlZo;iZp(3&)92igc$%-t*M9Cz`Vp$2U z2(I~MzZ$V6?&Ht$Ds=GLPk+weF7#>xM%n%9=;ajvg#$JdF0mPckwLck##u!e>pO zs}TAx=Rib>i5#YG*Y9Sm;wEx*o%qtfKdy0?7~Y_rB1hprPN$Bjp7mKLgcJ^3!@F52 zxmdkTMi?}Hdm}ZwHeIfGpz-GSf`TBC5LtxES=`>fvrz(g1Wq0%eg+hVTGDuaVYRDG z)`IraP4;rT`#?_-^X`Lpd_-W22HnfouOO#{`YDB;=#5Ti1NGyONq|RzPY?6)X1N@U z=@SkRt*{xyMj%^GaITJbWwQi6Ir+TY9M8zaB3}pXU~&M+%~aqAmlB^Rg6203z8wgl zf4Ksvc&eYi=c2(QDab?)nw{6a#T*zg7RzA_A`yO1^EhQ{pi5J+Mk|`hPI5D!gCFx$ zXECkKQ1JV)ZXmKJMOGeJ-cf!7@@qC~F|Uh8LDLE-=yOvkbsJTJn{_8kh)nB=Yh(#T zQB$-k7MW69youP;U5JlejM9vx1fdYZbyQ9_a2I6a`)YT8sIf``A~>`pLe>Mp2rG}W znTR*>)Vje%6~oX1u4VXR!NDhq9VQ*hQpEB_g0l-j8uUNYP?pr-4@o&X(d@y#LW5&b zoVs#zsE+2_{Y4pnxCb8&n# z{tQZ$%RTaDvY(XQcMtOIG!Nic{rvdE0=w(IbC+_86?OG8u&?YF|BcM66J@MLeBLL4 z#)0kvIRga>UAj%%c6OT z7T1w;5vl~#_!=3D9TYtgi(la|qh3(IL;e7%sf6vRJl(H%c=Xozd_o!)2Mm&AF;w{z z`&&>}kW}*hol+{yT0;zwom=TN!0m2D=e7=Bn*5Y)=529PPS`c7x)YcHhWU2fVm!?y zTL)j2X?QYg`P;aW6A8#bbE!qICc(XZ;OdsNv>vL&$P<$E=yZ+?&5o;e6&g}tZUT=B zQIT7iT|+VmoFIoM7?V~_Mib(PzbAZyDonv8QND;4M%dPNRe<*i7HiYCwi82J*=UJt z2ocp#S`kwFAMW`GL6&WC(wI_h^C8bjCMof<`Zs%=n~prCZBdoe^VM{uytM8t?aPMY8>tGj6k`2QPo? zBO(sa#FXgZ!jxE@ZxK89br)z{Y!urQ)K*$q#l zx#u;qMwu;o`lsZwE=%mNs1kKiWopHZ&+PM~Q?ykz>fC9_cM`jBSh^_6>{k(X{(jJ(kzdOGquX#MB zN8dObf2t>lRQwvHGP38b@m#7Ob0F|dnWuaBq772ZeN0zu^w{M++)=9MA%TNEwVwfZ zNQ?8(?BE*2&R-NN;-yP)KssbPCQ>zV)-;vDVXbM|xo&yI_Qc36 zShJ-xs#wM9IDt1+xm5soys_{I+oJOeXastn|$8G1xf;VJ=rcm04?BV z9#syM2t)TXpU#i7fMV^MB%pL~O9AD400{ZKMq3urRZv(|@)%WD<#^i6V%QboAxO zcygJBbdPoW!|12lcDY72_XwMV_cYzoXg9QcA51m2TCygdk+}l(BISyIK~pB-dIP0x z)=K4r?#@HTewO;3c@3Q+K7-Y69x!=C{v;!W)%kEr^-#;@M5(L{*3C7M9rZXNDm2A+ zzSI3r0)*rmf0{I*eADlfgG+i#z4!QuyCTI|wxwM(KjS5TvHPq@Lx2DAjfu;+P|$D( zQ$+CP4<}4NdjtWC1b7yf&Q(1hx1He}o@rjY+H`}JCq#3uwMz0%ao5qV4J!3B(B_Xv z=S94K6&`sZedOsijiDkMRZ3A;;S9fIK*}J`D6(&G)0g2 zM*QKjwjJ+6eYMxUV)TkZWwtr&Z<5hhJz^Sa7URbTHRbOr$0EH5|A;yiV4%wgHu&MW zNMhN5YG+u@W#3j2hUN6%ZqnL#n=!~w@$pGlDyfv}2!)7qqHONTqL&uoJ%@uMTNo{F z>nhV~@2j`UO}dOy<(VpHTp>)KfQ~&t0XvHI$lf0L$(NU;dgV=-5%pGeHQtf~f800Q z`evxiG!chYRD-cD8j26&ILsr5(=xE3)P|`3Un>8_6zFAhQ z3xB#`y4ZmZYcYySlCUrtMy=|)a=xGp%yn!x@f z-SC{@*`CEMHo>*8<^+vFZ!i8ZvR#NhPbOKTa5~*5>{ap%`fF*sFx!^L#N5Iu)c;s9 z^IUR@5if!Dm|+<->`x&gf?^EyvduZt-abc{E8!{-cP<(r8s*2H4Cj}XQv_r?@$Nu( ztcdj;aaAWZl@q;xWjO*Ue}4nCT)E!{QXG8N#{&Oe?=n&Tw;aeY(g7-)O}isjKkER6 zC}r~Q_Oa=mEKW~dzUz#pEWX>TRLSv3fx0F_ZQ%YHjEVHWd6`IWxZn&gl}N~KH2;GL z;yFX2qtDr`>$HtHvoDr*%@ny@j7Ak6;$yBWLmO4o#r(xEo zWauoqWlx*VC~8dG?fdciEy|58fp{+SQe%DBJc_-^F@B2gjE`St6ptS5S1^YPec);g z>u${BQgfaGMU`sCw*lFd7)tgU_mO6{lr_<3iIog}%B&YXJB!BDsluG&R{*(ze+F{_ zre{!Ze;6xlUuS5Y2WSOaTZJI-#HFo?&fte#dvmPNoF~?}u*49y!=}f3vvr%=!=E_c zrn0-P*Z}WGVX{fO*)i?SKULd%dbO{&zo!b-f%vxu*9;b6Q0 zYi799P_zh7$rw?);^hWZG7I$a>?|j7wF5zQB>o%em5fG<1oJ;G&Fown1FtonNozv_ zskBYgoYbjbWrlDVb=;|@s3W#H|F_8H)+uTWzNp|6Xg#Gemm9FPxmWlyW&m*pv;OHY zD^Jaz`PE9{*TR#y-rCovZ?)SE$6goU3UJMRzj^F-5$#PleQ0)UX!m*o-F75&f21no zh-xoV1kvKI-{4F6&73Eh`nkK?x4ILkIdvPV7~j|;m5lHW1jY}3^Wpy%$*}#a+38-r@m_k@*D=#A=3v$Zc>ULa+pd2cr7O)SjAHmwDCs(;Z$gj z4o{Q+Dc_>9)4S?;D4182-s;!Ihs?{(h*syQw!m?g-;>!;iNrHQLrEchZ4U_)xP3qe z5EU^*qAEG9E$Q8gqVn~DsKROfGkF=E&4z!eobdcE$GV_)9f!#o-K!jte+{;wSp_0H zi0-T@VxrM~Frj1c}H#A;km?a6+G~9%k2Q`AGyK@x+|{-H<60;P&?q=ZXTkGpF8QD$>e{qz z`1vVQlIf#rF(v=G>lJCG=id#@dAjwR4c@V8iD)H3<|bSEdjV7^&7 z9Ev)Dhwzc|%w5z1=nQAYj~$^)tWa800BBt)9@fV6zh0O@CDf zE#f)7|9u)@w_yY)62Iu|88N|dYHTQBi!)gVC(A7-O1*Y`erI0K8SB9lD_^`S0Le4= z*#-mSx6c;U_XfKx8@3DkHz~cZrw4k=h!Iunnrpw(DV3(Sn!sC`715l$+^VeT7ybsP zOUz28$n3=}Qw;#X(0{wqx?ATK&%`e}X)u?qE&hWPQYm%o@okG}H|poYs4N6R5pW#| z7{BP2?&?EGCJAuhwQsslzq1!YGH8~hNP#kmCiX-`u*7++fux+yn-GTb43B&0L_~ph z$~7lqq**<@nDFIUPfjm(qIAvoMtAYW0Ya|klcu(=yhA^syd!8D7CzS?FDbd#UaeRt zk;ilPdh4eZC%iP1XD`qmK0JUFa|dwk4P`Jekr$u!Z&E+s7RCzZjW^X1>O#1-yCPW| z|0EI~q@P8%Yr=95tR|Vza0CHiv|{>sbXRbE zMU(}<|C<=lD4qpXgOkpMrIxPgC2CgLDktx?hSVt}M}{LUnNz=q>MUA)`FB{HGG%32 zb!;mIyET98Gs^2kSdPH>VnlQW>zB6m=zpI?sj zM_z#VTAiDCORv*Raj~=473GAM*m^e4kpI$#LMAyjyzXAZ?{R&teIYu%TL3Sr(CO|s z=<1Oa)31I{M%TOwFMK@M6CN+7@7`<4zLJo&|16tyHlcZlXsylr3kq6lyxV86y6?q5 zd6|^<;NmY?m)jM3orG>M!}xFZT6G892$spZ`^eg*PMz7v>Ls3Vt4UE zfQVs&|3$7@6X;ij)Y)d8m*p{H1}Lu(xVg%eT){EzvSHQ&mc_sV_LfBcHItsqMb%)* zhpC4A2B@qU&$nj(9KivdUFXo3zwN@0RMrQq;-#=Q^7u`WITeN4;kcJx?ak?awdiT5 zv`(WPf|gkFJj-_&e!o56j`ZR&&?>H>lz|z3a7paf5WbN8INM)xP9a5-mEz{fkP!xTXpBxQG@A5v%7x}A5kt` z>7+@tRxhEWjgY7=q`BYfQ~XZB_s{#s*{QCFU+)q>QK|%s&p!Q9K{f0j+~9x6<##!p znX?r6!Gs|LX{re9IxUN~kK?a>{lzJ!kg^L$+iC6&llNVe`#A($yD>IEW^Vz5lnrr? zJk>#bH;i;^o)ntHmJY2a?wcf{LtX|lXN}};smMy5u6X;o80wWoV6OC`BIt!2CO#vd z$>t_>eh^(XSXop)08b7 zi>JYK)@;yknL%0e)iHFvw)gNcD@IrcC~ErrXOz?XHxJmug1*YK*^YMF)>{TNwK`-_ zNANdgG{W9Q-}<$!|2)At{%Y|FQto#ME#{T6fJsdNTi64$ zU9R8V?%x)73L+VO*B=3y$^1l;>vmDuyw8Y@6G=~a(pdSv+h*IZ-S}C1L+a^Rk7ruD zj)IhWzuZm=xiBuN=%#E*30LLjz@_rLpY0pf&?Yv~QkN5DIjk!>w^W;*KA#>DcHeWO zOpPS7WH!B3@+q0Pby4Orqg^^X+@Gqvd#}?OBt;!1Rb%?1hA4T}Q4Pfm8(WPll?~z@ zStqsHjupHoTNRH;8|){>Ghtg;dDq?di7=WkTl93_nCHBcv_by!(zu5s?MY7fX95{N zDrm?P*ru5*w>n^2q4O~KoBZ)w*rRSshC%ER3FJY>fj`L!-6gY!*`wSg)6&#lm|ED! z(`>@JEvsveS7%&xehIYDb8(#A9J-sw_tP?!fpUl6DQ|qqW8%w~vc(}fVxLSybS(lU z?%S@mplPb4x#VD#%oXd0kcNE4fXx~Z;zzL_BaBqpVA)jb*U%Ht3@8)O^_n(xzFjy zH5=;5gBCuJ5#%DF^gTUa&uiAz6dP+X&zDlcSs}_FnX|td+>Bs>;Ej+B&1jfYI*FTj zy5jzDKudj(Ig*_m|4=BUCLT(cO>=Pu=i0MEXPLZc?XJjt8~};Ld%sxs8;@@2F`}Tf z(*7(=;RjyAEbi&4Ydbfe8y}b2Mxz}gCN7atxv?k)78p%LSxz4!t)8ER_FVXWx)H5@SJq-l!LQtXPDjF;Xzt}?jC(H1-m5hZ3QTWKY^2uqgrA72XXg+W9s{3;s z^`6dEPuQOD#jOCp?=|i#cvUgb3ez??+*4WA%uKP3Xf>GbWPobg`+UE|YPn#~d+Ty;jW^HQtq%EabkmEA&dE6#h|=v=8~zc+)PkK)5pipoh}%{UdDbS(?wxK;jwTL|!l8A^gN{6D_F>1}(+DfZ4G^qRtAVUtb_j_h7Gf3`9?=eB+Y|=1w!s)2<*a$Gju0hjcsERxxTGsSw zo86Um;Cj5L?MR@sWYFuwtw+feGp{NLHaVcC)V0b7u@EUt9+abeXz{-MJZfv$JH-%- zotc^SgDCi?R#8PBn=bBf3W~sdm;*1S9;<)o$rN;&z6mlfux7Jn(IVJu^4(zw7mY2v zi$U{=D{V%W{P>HMYx3EvAT#V@^1X8Dmab|pP3n553ySjWbPYKs))tPzUzOzVL-x(* zGh1qz(tA1@NH}M*0+n_BSc0RWdLJUcoTl?ZpHq)B)-dkD%@U6KNf!oAGc~aXZ{ug_ zCEK)V&KfE1T2jBCVuk&QnWm;c3yGz@U~#0b&pB|D8!x`E3_1DrU5JJ$%XDJqo#5%0 z<2r_y8G8p|d=36HiNx5il*ig5e3aEj3lq>^Dq|2z2l971zhL1FQ_dP6lUX6knU9Cz ze265dZ+qSscKtyLeg8f|4fz`ZG4`c`-ARWNN!7q>h7r~3z-3Q0a9GIoEk~-f)8v@` zuV^P=Sp{ZuJLu0fo88sOOgVZKYyS`{--u?GDTOYmMxe+6F8L8N!Sme-jh9oX^QPSbZhim4$j(cEP@QQuEI-&DFu{qzq%^A@r31mSe+>QbR&~e z;f&HY85Z;~>$d>Qk}~z)+m9Q0)5;!mBBnI0EFG}W>-B^mrWlxXD)XLoPIIRXuFYU7 zpH5uT`W!e{d9TMUYgIOP#GSSu3Dz|2Eq*+zo)6{HGO-J#F(;z^oKok)pGD-cq#kGb z9#Luo<0NzXJLgjsk_)v6y|u6>mJuoD>6gk9O|(d#Ph$zzlzP?hNhPzB#&jYhw$yP{ zrMXNTlC~0O^5*#LBAHQUt>LTgY0yqXGu10!PJU?by{6g>e+f|2S9B7L;x7a#Al2)h zgnzQi9ItTpbcleDhL{&Gb^YdEkqHo=8?_Yn2f44vJwx6j5XFdN#%aAY;3`~y_47y0 zX8SE?J=meTk)ep0h81)5pc;#7ZtXx#t#)4`Bmbqup+g!ggwf4Z=to-Gr(fJlivt-; zJrA-zwusSY)cF0oMWB>@vy*$*YPmr^Dpa2`Q063#^_EvaG8R^v73w7knzW=^)tCTL zX4(g;B*~UMfkK7$%Ff(>NYsUmK`hKuH1_00Ab;T98g^?fXsW1{i6_n2!1icws1wQ` zfA=V7K|nw-W=_JWKw<86iDhTaW~I$nJati5S4sQFH}XKTmIFNXapMAgXeF46ZYpbI ze_mtw_eCtEQX{{##-~ljU~#GuVaug^fH7>V7Qj*P%`-s?os4(N=r18&7de&)yIhD*^8@{!+1hnpvYV?E5 z9JuWda_TTuZZLjCfq%XF$TOcSoLjvT;5+sQ>R1-0rBKpE|1L`||C}47qMs^7hc#1z z4HCRZ&A_tDht_iAGk3NL?Jj4Y8Xdpe6^2d=g&tx5jtc3%E?Qpw7D84_Jh7a32!SsV zS$)m9VRI>C{2T*cJ+!3I%2O3e&|R! z7b3XR@0v%=Us9$|Q^zU^wx}uWScl5KZdAu{ut(_}#+_^3kbkdj}kL#sN z=Bc4zTI`2~w8W0pOnMw0O+-EWxS2_7nHF2a80Nr#j15w5mr#sCRxA9EzZKtJD`sX_ zFw(JdaL5X0*r+==7J^Vs=D$+&lV_XfOJfm>=C3B6fav!!m~B;2 zXU8lSWTrL@mr)5Es#Zx%W?%Sk5)ww0 zqL#H5r13R7HEWz}($QMGgC$rw3T!6o1eSoa4=ICXlLpL!tFS}lJ7pe7WYSmTx_X$lb%KxD*xYe6Im4kUh1F!VzTNMF`oiMl%Ez^S2lyV{EQ z4ea27AH5MQYxU~NHTNKlj;z&K+Yc*vj1BBmD;Z3{ktyu|L4+c0ZL^uYIVu0J08LTj z$cnPm(tP0O(8oZ-K(EZTb=-&$rE0&!5Wueh5b9?aep>t<{R&NgtznP$Tbyv~#oCAU z@^<{~W?TDB3la|bmksa+g&9g?MFXl)W3QMzPk9>EPFKCBkvt+4l)BW1{zV9>@zml@ zfT(0@^-nC)ofgiPLBozPXD6#dQJ*%(xQxwEdeZ4~&6d2_8n4~<*hiPrR4OqAjWSI+ z3)}J5c20-hAB}D`O!P#y1x^>mYjK7ai=NU0E*lXiTDcle7gR_-$Asx9xOITV=P9Xi zlWxSyS&*V_#B=ahZ6JF$Ss>8rcpZHQaJc0gwT{g!RW(2VJ`(*N1lec2Jb53&*6PC4 zbK9N3s3O(j;u#wNAO}-^5oiWe%R7!InerU0M6dwz3~lI%eQj$`*vH?o++2w}rH)(D zZx7!JwnP)GI=93u>ZeF~D_ZW)D?ssVu{AOR_E+a2em+{g&`P9d{#7E+b=_as<&?a# z2s}wMx$hNU1RmqK=(_>)+n1{2WXdtc&ePx0xY~ZERcr^z8z4<|OhhzQ9x|PBT;GZN z^+iB>?$a(X(^_+(?}wBPpx5WIePC@d0uW^o%WEliyK|@lLVBL`Cu5POW{R%Hyb8QIQOtN;U6jw|0)8Q;EdQa(xte}!=jy0KWsskD zeY}AIm4?kGP9BZ07sgEN>)Wl}{+P#j`c}l?tuGri%=#jagY)^Q!_N=O`l)6+w53H-jl(dfrl zurao1tD0%MqKkcF3aUSx>AF01JrP%w_qlWPeUC7N= zXY(of3FWG7bRvBmHW2sVK2>z0{qrH@vw8{PUF~&J+mE9I}J!I`GF&bJEUGVyMkW5zXxdT2_V@_z`kmqd6iU68Ud73CP@6bcS)(V z`yt3WofSKeUJB7>wIxAusb0zr+(r3k;Z)jSV>4?{2U2XUQ&s7{ANp)(Xs+8DYm-bM zjhVKW)b-Q_x(k~6-jrN6rQYu?=N^iWryFj6z%7eEJ_2<{B zD1|u%6_^%E==@@IbUf=B&D9gME?^vVP|g)5&+tCxauY})l0J4}03%_F{xHLDR7Hbc z(b2nwL+-SFMQc|unp6fQe;r^Kw*+@$r|8U6~D!0L@fe9k_kEwq?ZT2(tD&J38s$PGYQGxOa z`skPdJ-Ydw0-+$yZGmRT(ud%=R8EU>Vo`ZSaXg~x$Fz%|X7FYYXfp{_cv0>xx}u(sTN-}-bM~lsh>h~{^KiH2J=FXQ zXDcw9#ui{f0H)0|*3;)&S?1b0VP}R~*OShoch_}}ZO2trmNsb(k1MhGtS$8Qp`hE? zbD{rc4%(!grW1$j*Sx!ioRT#wOeFe(A7)C1kF7LE!{f85=5k*8n55)@Pl>9^eq zNBM6pPYL6^9eAW3W*2A=#&~sG^akODHyAjoZ;f=KGSZ>Q#2O(Pd*xlm`-KUuQ%6kr zQR|_UR)bt=Vgo*9jG_YDXJP~Gp?MW!yWWr$17U^Rt?SHRf9@%vA9>M6XoEAsTI7s>J1`1N9I0E-=~^++waak zI6$5c@q0y`jp!UbOjx^bC1@S>**f7p5F*h0&F(!Hztv-@totw-zGb$&JGYMN{f(*D z$6#^#MZ|jh1+AMS^A*(Yk>P$1PUw^y*e`F#(ee0`xixe4JA0Ev>~};K$r!8U(cZs7 zcbsTG=t_&8dWOx)-WW42=N}C@7SRG`?bI}{rAD9egDH+VkwI<<>Oo8ip>8W z>eL(bzc3FWHQYwMtzwr6S5MbV0vh>$BbNW;--S_ancmab;k)<2&NxD1BRBNF+3vRf z1@Ms1PE|Ja)U$J`$r@&>w5B%P{gh8dYS*KKW4VE?;=nRE)O8BU$L3?!BS zfq%W9x!b)M{EC@|iPR}foc(vgyV%CZFUbLg|71gujU(3|cqNMn>;_db*?-)?<@gyg z*^iz6cFrD*4Aqd&E=f|^@Hg}i+uk~bgDL8SIXiRBQxI{uIB>Kmn=?&INpNEf1k=M(RX^LI>BJ@_=68Vt>Br1K@{Vp~4rmDunBW9%K|)Guj^{8CKPgQi zEz8E{{yzmVB52)tpA2JNL{YdrKdLKctpD6!#>8L6q%gQR`2F^D&kx#Q20ct(P3;sL zZ~FOY*KMC3Ps&V!Il7@dUO;cRDyYSIy^kX1_Yp z*pV>q{=R~2xW2;6)m@wOd`2oS{Tf1IKVe3G*=Eh{&L*@Jc_4A2t)8d2+V0q_3`??I+otx8> zXZJ@xyM7`55Ec_N9S+v%m^fil5{`RRZ{>eg0T#nU;D+Ee{+jSBa>{*=Ka%mdfBW$B z{@c0O<6@b%3_606`cKSd!Cox(jg9V&ygo{4CdZmH|KD}E#`);<+M&gJ~QUa(dpi)v`${{Z$?aewI0_hKo;kv z81x{thlLdx(gDi#r}}F$$g|)7HT^IczNaOW|Ih>q=`Wf9=<)M^1K05{AOVK{@qc6V z`+tD(aX4q}|6T0+-=hQ({(l=M{A=T|m~EA%Ca;KgP8A{l&${{l%T(vMMnx*-DC%k3 z&RfFNAF%)ThBWN|-Ro3u#9i-``5&VBX8gq(i85dE)&Tm)slU*1_4WUrHAB#l!TW#H z{{QHD$H2JuFI>2dZKI8C+h*gWv5g5EH@0o3Nn<;W8{4+o*zfK+=YQWX_kPTW$;|B8 zYprKJ*uQ4ue?Io_?rG4NuCCd*{eLY93hdvHRh?rtZ51Uy=JkL2qtHLiH5-x^Z$8_( z!mL{+LEZd(n|A!)R>pOX@%M$EA+f=F@)7|b)f8W7U z7vRVnvK&iiaCO{RP}b4iYg+Ip4DEf%+30zjwim9$fB5jwfvi!Ai&zd(ud}^2H$bc< zte;B@rF5v!O4jbSy1M9F;h-*l*YP?h5xo*D=ipf5+WN_{hB!YhscP;_>F{PbyZnnU zLc{6X+8M$ETug3V+ZT_cBfHFqh~Zn8mN?)}kllXyCYNL14Y!8)_adCzimq#2Ld96s zt!Qbq24ygXdy={SrZPmnt5SdpvYHyJ^ADPsZ zIWZ3jgbcgf9ypfOVIE(@jZF6Dv@)d#PAaNbi6uZ< zb((a#4dN-+=-?5R;uw1HlvRn<`Li%Dw)UkG+Cx#8U**mId2^|0~GJl5R{9LFkujwN9~P>s>fLWuB7! z+>$!+H&C`fZmr$V;ou$=+F9(8Bxfj%Eki3f2F&6>+K8%6rK5)IDcrx!paZ@7+>Fg) z;@P(ylu9!GtjkwDRMHm2iy$0s?Vlp7a!Qc5D5z9(0sn+ob@{1k@kJ35?BleU^RVJm z(eK6=+gI&y|6PNl*p+AaU@BrSu=69%J=zD)Z#(aeoEp*+kvn?ednLMu)YxE>LbNZ% z0>`XJe&5sdp}}jGmozIOeUU5PbIx*58vNw$qg5Uh9%Xbb!;{cH6$rbrJEp(iR6Qzq zL*$5-l3=}KB&O=weMk4h<~?}MyVwnREf(fL{Em;6BKuW#pdy_`q zTmm!a*GhL^q~OCpV0DAEneE8q<9B>y3{{u&L~sm2D#4SPOd$s0K*UZH=Fr?lk<$1% zxgu!jAmEAb8nFo#I1|#RAj=H|p|m2;n)#DZdvF-?Qjm@hwH^O5M`-y{EutUGYxDXA zw0t7Z+ZK>vj*ctqb*P!jsBdK+ZTH5y&0=TH2ez*>`2gGwq#7^NZo|EOk#ef1Il0Xq z4z0ApnEh_wdg~k*CP`>O{6|L|o=)=T-I%}r6dMJ}=ek4-b^nY?kmmR&aQvTMaOUU2dE-AYJPI!B`>F9T zE!KU5_u?J)M6$^thgb@9^^$xypN?g!XRS-DH`dUC=kl5~Sb8b;b3nOFJ{2rDLfEN@ zP#=}=o|lO|XrYIypS{)o<05XR>rT&jRxhTOIj8kXhQZb5royRL|1z>bFY`k#M*NrP z^5!uZui6Rw5bQ6U$;9=3zLph?$0VfoW?cROv~Pr;J}!f0Sys??5f|tMh+@g6G$xp=X+s%Hf6jU?iE}~-j?(QHRFVP4y;+X{ zQ`&L+^>OhZEK`AUnGl&FFp|lgr&{a0>&_gIRa9$DeL({U@hSYJ;Uz8ySk*$w*Ie;g zxUH|NdD{ch4l%1E0^U}T(c3GiQm@2(lnrt)GbFD_WkUB$|HF7XKVEJ zxX|8;@Ui*v2>zh0;$XQzCEg!}&NeayhK0&^zGQ%fyqD6>4>Z&sugYVsq{ zeF6uDe~bcV4NO2z&A*WD``ouErSE7Xy4o=YdFp?*9*G1U(&@q~JBsjhX!i!eI953! zJoY-ESOR6^6NkMh_`h?dgu(jmhzcO5UNvha%07jueVq9mVz*clKWV9-VO%&q-5-dg zRudNp9R>7;?E7c2L4&+7=2O$WFgod}I&gCzLN_Ntw2|}316ci+gdJWzqo=T6OW3YG z<7{dhu`DKBQ0Q{!DCDwn>?(OZrbIA27wfPcc7c>Zb!~|LL!SfQyFAk?$2 zqK-Z2D%v2qQE%3&5AuQpZG%%mNvh(@XN(l2HMWJ-n@?3Am>Xy41aPRi2rm;(omQTA zSqTD=IXZ~6FzesE^DpZ+&vO{{-)7nAn-!m7JKmTNpxtG3utAE@EXG|7=DPI zN(!uI%!T?HtZZqDi&PynYNLuJITOw3R)sdbII

4$ny$`2qJ<{rDl;=0$&XW)vOs z9IS5@Q}@vSbLRDPC^J?M=luKIK{@t=!@jU!euvCQBXrLC` zQJDOT4Kn~@x&!hsvbf?S#DmOkq7RuEYU}h@eTdg~A6NJhi2&sWs%s&T6NCHGGYKC7 zI8w_byRQ=+7d;ES1pR^#SJnhRIpq1;C9x^< zBnn!(K_5kmlrV&ow)q}W=ogGua|blfS810`9IsGOf+XVWPB*IwYa)E01wo8{<74)~ zBEbm7lmUDDaDmcx_E^{XndEYauS2h(GG+Q}s$91rk+qtrwEC*Vx1!zN>!KR$p(|!9 z)kKdEZe_z!CnKD&(mg;0I(l5J&@BY5ZH;!iiR}A+4%GQd-@{yOu*Q8K&PXMB_jr~I zF%+`@DDPQcOtdb8NNwUae-QABj*;Ro$a{8c=5@$bf+%YphyIC`@K66xgSdtP?w`ts zRO?&g^ z{0FKxA=XsIg>%9n_hMZs=}<~7!QAdyG7)j^1PP4CAL5nOw*T(MeOxLgUf@p`BzdeAsHIU;1hfh(7TDdN4C(Vr@_v| zHjy1PDP7y0E!HlKn_l_N)_nb<0_k6rSYcpITk@fa>4NAa@XMqGYr+vDD z^u5h+-w>-?O5+@*)%Zx9*o5IsRt`hy0z_8|hy4U>a7n;5NG%25O_K7CW`c$)e{;N1 zfHQB_u&f(!}Guxz9!4&fi$`+cm zh7?jzL!8R$r#T5nSKJ>9?!I{z6|@H6JhVp7>N(S?}k`F%?L@Aq!1c>)5tT-%z zCHn6hsO#U3&Cn{4i!T5UA+|7(TMc{zp zt9U6DSZp=Uq!jZUsxiJyS0i#9cr9sqpCGM5p1z1P{C(D=ZY?IH5qKbApe}Mk?l>OB)$7bpH1CN2E2mp^UA0y*uX~?k}{YhCi@>Y zAe3kdi7~RJFOVsP{TF|TR{HQ9E z1r756fYb=W00X}!+@$oY%ZAwMhAqF#h3|J66^Y;C{aq{~k}vWmu36~6i^6dq_-S?h z>xtmbRaxB3xBMP{m;tj*JB2eJc8hVhn`MrDfy$f}xOpXo>v>IvBBp9d*FuuY1CcI= zoFQbZ6@Z&D`JwreTw|cDVAaeeKw5%Gz3q0p$+p_aa*(Ji;j&BWBZpiBZJf!$9J>7F&JbyzFPm7&% z$r2m;oB7JFOr1)pHn)HFS5GFZ#Rvil(9l|%EPTWfN5?B+XpS?E>%`2Tv$L|3PdB+F zRskKe9iSQjUT!r{7}Srdv+cp6SQR2`RX!R&oU<)7*#5&n8Thv|zRSh{Jo&8;OrZyP z?>^tBg~1QeV{tZJgOU9tZ17GIg`G1H;sd1(CXjy744h@H(Nf&ceEN2-j3NlGiLs6Y zL+mzd&_ll(mU^)S5OYY1QcxUaTPl^R8dPe-W!a8Bh)1I7$VpGJqhTp`oDSuTX5|bI zlUh?}cShWzzf>O+NCY&lL|68heN+d9&<%0MIbY5FO5)(@kh$O8570v>`pHNkP)Wf;tScqG536Y0cK2pxdi0Hv~`3jRG@2=E~ zA8*LjLTTUcTc`^@0eJf~z6S5ikSiipZ=GqsZG3VD`@-t($QU1tWTF*@+($k}lQ<04 z75n9aGx|9$VuyLoP^UD=gFkcMabuq4JtLEJf>SJijt>kSQ7**pnYjc_JJuzVM%*cS zefS9()?2q}u{lZ^G$IXo0qspG2!XXW^_8}NdEbtw_ojvBf?)fkw!EOc6Z&nNU*B%v zpUQ~dj#uNO2w?D$&e?3);6HiJGkCFl<@~DKJ+KNbWd`&Tn7FuRNscAC*ks5u>c|biBSO~@aa)`V zGefnBXSkJv?p+ZnCZ{6M_- z9E>a+z7=MAQ76F|TXslof8gv*PKm~BnN>cQR|+jJ#r!jL2E9U5eV7Pz(1#<_BG&Tl z5js?4JPS&RvG3=8U4zu&T0e&-O-DLToz4!8S|Lhh2}((6+#L3*qHW*Gbj!t3TwLK# z5g76Ig{zs}+p;kI(GmJ<=zZa{-oZ&>Got{I%rfE61@rNue{*6oZl`@iUa$s^Vo-rK zw~HGdEr5&`wPU}D+4^lpq88&AWl9KraS!+^Syw*T=}yEBySGj&eLedA_9Q$`HesrW zk!jd{YXCM#M&ZcT;^rk}lOU@+u{b+m=mKBU`Ddm`qEJ^-cwH$@Jo*4kBlxwxiS8m5 z%M4`>f1f_>9t{U*Kub*@j8-+?eUQQSKxU-mC!UPg4}scOV{wHSJ;y8{4i(N+kPljiogB1p9-< zf{zM5nwrI9L!-JMWTAk9y2#1psy&K9#KZ+E1;C2m%Y=A5qTt{PEUiCie=i3LRrOX} ze1YVpm>+6+hy%jU!U_%@*m#{yu5<8*XRISCXR#>0cg5(5vlPu--47$ZcK5))!3 z5a3{WLbltYzir>e;#`f2vW7Jr86sg5=$aWZF2zo%R+8@@qEqsu04R+zMDZ!J#tCA` z#2_PVC6iI|1LUjC&sIA(Rl7Xiem0C}IS+#sNfDv3Vx+Wjvd`JbaNexl_)iE?{;0A7 zY$^7yUDW5^3LsuEGXap*z4aaAJya*cv?gu-&L;Opu}eTv4Jz?mg-WJ>pQVH1C8N8> zt4*|}nBkI5U%YQ#KYH}AO5S4ENQ1HL*4m<3Rn1EF0lxKmUF-|kb{w$h{UPSv6@cl6 z9Dmvexgm09$>L^ zDH>9*MZ_Ai;%eVQ))pY*t?&7Did%4rSFp&Mo=Hs|oLb*vx$-;QSUV@deu;WlZ$ArO z`?8)hs}v#aUiI--^D&)5v1$8D!0f3(b!<5@CT$;f-JM%h{eFDfe5mMxSq^%OqR-*O z9rjYPlg;;gk;y^&iv)U|ux3H@K!te9h^p;z3DTkZ(a04T8s#kCJkK@C#>HyUB8bwv zr%Vh>(DHWpQW|Lla2pJsBGfnOW>(zEm3fB|x5PyFks6YxB6e?dX({UQHWs!y3ERk? zN*IE{IQS^XN{Jn{E+qdn&Uo)>47|(w;{a^bNYQv&5Hnthy+$-Nbi%C5q;n>&z!xkQM+Q&r`n8AUv(Efl_>+AFie$uxpyI-^Ij+o{5ckq>SLDyCe11@W3KRE7qL^@siVK0)aj9qfr z4q({qQti@cw&Ky&5q)t-WImwG18-??cPWydu9HrNOE)Iv-NW2$yfrN~YYhxr!BzAF zNwI`})mPPZh{J`8Y8|(8qfesyh9a9%S%BHAwnW%qM>KQSX8aUxdCf@+pL8V#Mg;t|4MZFZe|aVN}L(~e#lA5cf> zv~OrCPC!l+D}gEU?=1wi)2dK)b+62_qCz(%2Dx(lZA?fpy~OM?lKnpo#J2zZ!H%?% zGT3SQQ*enf-H<;?=$W&0%HPY*mCs8ulqB!LhhAE0oz$u8b1iID%7|X5p2X?tR+HZE z!hcG2_CRq|(g5wJay0}KR;`jf8r;kWPCDn9O)8j%$PPa-Z+RX?#+>v#9 zEufmrs+#ZMcxjivZPlvI?argcAg=YIVJ`gbyk1ML6$` zM0GxYSKmGSm9_Pi`QcEBTn8a&v@LA|0#VUt zI~LqXsH{c09{8M_#$N#=d2e2jWBMG`yw@VH_go&yUz=JF4}}@5cD_2VO)cCow34ms z@a1g;J$asvoG$Hh9^g0(LYT*=eNkZyfxriQ1qlcPGciM8bNN$wtaHd4KmHQ$_Z8fj z-j*L3WO>dT>*8;nZBC#$+Jh0#I@Nt2ZM3?C@l_Ub98KrH8_&6|aB&mGqnW>R)1>ww zCr&*6!#3qjZB?=E^41#Nif1T0(Hdv_#aRqFxG9#K!R|`M`c7;cW@ANNwM%hzTTw6M zO*K00lGZxN-z!BgpNX#NH{B&}og8`KnBH?upvrnm(Q|_N4z17y1%XYUiStskR-<^; zO!hdM2}j>?`O#;WJ+Xlpr>y-4x%I=;zExJ#Uk^fxoMq%D`#NjHs&UCysHfAdcVdYq*D&mgP z4Xp;z$n9FaNV6eXgivI{5RMjrG;|kNkPXj{dgoZ!XQ5f4M!3V11_zFRLCRUwOd=PY zU3ncd8X@Iil!EK@aPUxHEpAMv8IT^$j9vANEex*wSh`0EDNL>$O;=9e>aS>_N)<{c z$b4zFt2&5LMH{D*V6)n=CtypE4oS3KzvUlJ_HhMD2%y$wxt$wD;HQAVuhL zFUM=oa9~4;E#*>@I*qR^xb3R-UAt@q^GYIgw3o0LaXV@_Hr9S?wa+AR>}Px}=Eq`t z&HzS8JnByKf>5DZgIme5(fn)5Jw$(Z()-7x#pf21+eKxocVhO4A&XGG*Oj#bX?qeY z){D|m^7rX4X|OImghW>W?pfwl_*lf#yuAU)VXeOY`9$0h>%%6qI}`xGd?5HNk|l!8 z7xmm15^4If6lITwjP@hh#|X2P={#m(y(WB=6`#QF%I7@ko(>0=dW>(EcW(;-5)xH! zzCJUbg7Sn;!LvWu!3KP&tA0fnpFFh}E{=ug;SFWLZ2f44g*q80@4L*Y_fhRH*$yyx zOoLF~(00*I;nO5XL4tuiLF4ZNZ`(-Pf~uKIoTCaCoBK&0RA=Y~)fP!lKxG)-}}VGjba<~shA zWcwERBvyOA^-Zd*$^Q^6_o)3r(~ayJgd1;0hK^MD?cxh7>>_|r8mb{>?8lcSoO_i5y@yyWh#RKXOC_w_?03`4tJ?=e#xaBu>87P}A6D z7Altn1_aO_CrmhegBS%Zij}IZ^U1s9qUVQr0z`rlcr}zR@1i9j8cyPONc1O4Uc$4L zNQY-5@&wLoju71d90gMPt$bALy2uauvOnW_tTeJ{T8W7mtmeOez?4Qy5vyHHNIcl; zTEbyyUP%dj-9!Ew;>666i{J}`o?`;!{ZeX7yy1~bGT`rv^a!bRs z>Qw`Xm~IVO7NizzS~WOQJFui{JW>lAZ52oh#nI*W{2!ND^U(Op8uUYy~((qqAM88 z)kH*%!$B-aT>^yB*76}giUWLM)~$O^4fYGYLJXK-={WDiIaBDbqyl@Xf%lvBCX~p< zBQoHuV`9A}emu}HY`VPpR3j%Ouv}Q3vUqa32|cA3MUeM1LmKQti&Xuf!?5~(ZjN5N zFUJLk+-y&2_(u$HWQ3%bd zP$AA65QHWis0gTbfm(_1H^c_}3oeB8wL0DreVm&eX_I5KZ`;{^zyj#{{;YmwQiAB| zGA(Bxi#Vyugr!NziEcaFs4e^>VBhN`^CCnp=n`Ab65yNzmG~~NFo4{kyj&GK?v^gm z>i44O!#J659f7E!FS7;nk#fO&aPNPSCqzTE*M|MQ!jF(qlrAUd}^Ev-p9PV zc{~a?%lcnc#5yc5D_=FfkB;@i`DT6NFkl?Y{Q7Ev+iHa=GTO4+0BD}2JS#LNEAbeR9hLOo#@*uc%?qA) zEPN$EOQUASru*xl@YCxRP^WN}uyqsFwV?#S&7A;Mh9FSLTm$qoA}%#!YVFWC9DeI} zvY^%)gmt*PUx4DsP)c?CLAPLv+=Dscg<_LVUB>deN}GPbHQ@Uwa`#hc4gAC~B;&*- z3}RKR0t7MTWRcP3jlV3~RzzeUCn3OM9+~DA`_*%3}|TwJ>_r(%`l$cfF^E7LkiDxLpHA<*Z_47emX0$P3JQBa*=cY zuG*MBW;vv3KQSPuW4VvYqLhUHyB0V$?&oS9OvG^I=Q?*0Km+?n6+3V=!{b;U)G=q7 z#iyuIL_cnxn9Of>l;Q>tjYh6~n7cY-)D+*JDDUpioyvpvfnk}^ajM(END*5C^zX@W z|GE51$pSl=%v&;ir;}6taG2i)A~06<#{k`r(Qv!~=$xTn0P^%N;Y!X5^%8`4idPDw z|1j#e_wH(NG%@kizVRiSf*#%oyd}4r9Wn)&-}-Q$2-yx++%>!^^81Pys1+P8{@{rY zd|NYDfScKCMPe!g`1U0cN>^w;AwZ0YC-}wSM(RV*gost+4-PTv1=e1lM}kfgs`C~x z-zt(`B2*8iyvY9*wQgUq7yEs8vUNjWunAE@2rs||)nnGL{$u5+~A?Mg=3it)DZcAr{a zHli=SNw2JrK2bX{9C!&vYQCr(BGY{j*v4~y*!6$^QLkTSsJJL(?PJuH%?yV_-fsW1 zbBkXu&I#lO=)r*p z*FOBSC&CuyqA6uB*$BJA=)b5m%Rc@Y6*y-qq-MCLQ%j6XE|g^bMN~}H*Yk&Hx&Jx% zk8>)dA>i4GPugyf+`0`+vXaFh=dpxdD5(sMx!h&Tn7|M`e@7?Wg1 z{Q%f^PNg`~7gjFeb(5#32mtfINAd5b1G1SY*j5?6$Ark{c){!Mzd_yocFWx1w^ zsCta*u-%{6T*V}&h}AYSQoK><{fH%U5fD2~;56VqascGAYNRqt>rl-nCn;#gK*7+k zQ~x9)e(X-O3odcMVS~FvFW2=9ILv;k@-QhLDlYo}u#{*D5|`kTQFqETXLf$_bhKw8WK49nB{aULMwr!UA6@G>+W(uWc2dRgM^`GBF5MzPaQlze(0V)d2 z9Gw;Xxed;nAtG{fd$rkg#}~t<^ld^@;APHjfWc?vK&sA(G457=%3lOxrN{ zfV?>!()BQWrfdB?)YzlzP5MUda^Y!}@WT4~*8(dl>Y-5X=IxYCK9ld_MlFfQIEc%C zv4-{osRg9*4?8v)s*^m+AQ8Y@k$Qye65&7y=o(Y+_0>n6mO^3fy2!!DTfv!RdT2&AP07;bOK^OT~z=vZj^taL40M7Z#RW( zrRzMzl4ss*uOSl^(`Vd%Tg24IzM{m(|AdmVasP+dw zK($hip*Mw_(Tw}}i;f3AzQ@`1U2rQV(t{rCGjTr;IfB304*g^-;N(&`bI&Te0e6sV z15T~%`cwK*V?)e^;(8PcWf{x#6JbBOQyV~8k+qQ9q5tz6Nn$iTQ}vxIfk~fC%yUOS zBPan+_@FJRr@Efno3VW2Z$R!V?GK4Y%zPayPRHM*u^q$26 zBUhy4JF+CO3|e9U;9EE7FOysff$MK=UkYX%r&fX5=o5bZ!mIKFd-Uo*;87XO#GL$!hwLcop zY8IhU>Pj%#&$_Xr^G_reN|q9%ouF_4Y+5ek-F|Jzs-%F=d?c$lvosBZ<4$RpdQ6-) z;W&oZh(3h6kiNp=F^WW?W3~#`O`h9GuqTlty7>8PL35R+pN4{FHbqy|CTM~`pYQl?Y* zY6&EK5-N$fH*(j`Q^m*=RbRr=pinQXKqJ^+t|1?Vn+hyb)$wHQ&d?%O

`p&cr+|`kxCf45!Dd^HDs24W-;Fr>YHY}>l_5vOfBe#Yn;o-zd zJ5OY6j++S^g;oGyD}p!bfAf5`zWS8MJU-FUo&!tx^J6%?44snB6|;_u#Nt57!_Rt! zz#~>R+#DF~q02opfW@T5NNJHsE{#6#O-_||vSMR@9pMch2?f{ALgl(XF~5ITA#g;s zkN^l_z%fgX%S?_tWx5b!nzM1vuLokck`N!420ST=Ly-g0+_jg0cTg3vC|d1$HlASR zWnpmdmx1`osY%=^iDrem>Bp5>7nu63FCvum-Gxe=4{|<$EtT(xTGhtG7N2jVD0V{2 z;{$$+>Fc0E1Wh2l*ZyU&V5;R2cdXuBi#%T**V$(DR`@Dyrz@y?c`sBNxM#{~+bFz) z#?BY{3z+ zTY%BfuW?%cJva+$#OB*;e@?oSuAR5v%9nod*GykNzQk2z{6^rZ}{8tfgy9>$B8Yv?PHj9 zZS%lB69xcC-w3-|u8{z(CcMOnS|NsJLSUQ)8qL^D)V$s{ila3*(&p6B1H27(7pHae zXlF&=z)2b_BB_EU0YORa&7I1`P^Ni}y1ySFZQyxk=5>hA8YJPyELTMKy^(WdQ+jlV0K=BngIx!%%CxSet^Tr-PF-^#ZVl55 z_K0u7j}zJKP~4B|3qciq?fT*_kGRJl4ih!vWM7q1=P& zSeu>dHn)*$&8gDUTa4LN!il5;G4WdICEXc>L`-48cMC9>0?xoo#M-;qX>5qKa1;PcS^F?osIblE6N3W^Q{)EDb8kLHSQJc6nqq#a9j|B)~04ISh9ahpg?> ztFjFUxXyW-19qG7hP==?;gU}^yFWIiKC)&5CTSjK;aWrj?sGzzf+q(>4|(Mqn@QO( zNE<`QgzFD z-guPrK?$UEUHL0=8M(^)s+@2?!9F(gw7!RBF#@Ir3`f}1$J+?ug1}SjbPU9wfK{6} zmP;@1+BX)1H6;mTEZPjawNp9?2|pT$gs7BECX?hcqgd`Q0GN_$4G0Jbep{D{gSrjS|^>2&;s(?7yXxTVq;aw5rk(l^} zj2pW^Ddeq;uCsMQNlAEOTdP3NliUc64}R_9`2c95M%}K&IE-U_Xe}=(eRA@z!$573 z%EVha*YOI$BHMrCFxW?TDWYcJem6*5*x?Yh%ww%~(K2tk@ue+koBCgUdynN>TiaK3 zmx&f7{<7%1FB

pK&g|OSWo8uCs{}Vl+SQRy!R3qacSvhy59F5A}=RM<0o6lJKaM zN?M<=Rj3%qK(PlZ#HgaxJ;R+N%V)YeJBtJrF z0YoUem!TP_`(!|x6@H1mrCoe5*#chs=Uq+KKTWcK8@JG@J6VpbUN|4l-*mY zHbg_NR_?VBY)2DEbMGZo?@4-6#MV0`c1)hJ%*2?o6ZW6kbPic`=FFzo zA|bO!c{vhC(JAeh?QI>Cfxf;-SngR{C7K#OtcXJHKTKNZ8JW%lOPtI_nC$b$JiULt zH%-uK)9D@_YewQhWkYjy$q2aNC#ziN9&YyLJWk7>dYyoWM3FhP>T*M|WEbM`CDjLRZ8ZY%Xz$~bwRy8Tf`Eq-tOhHI;Kr(M zE&r`Ew(Zd!=DBUqX_@D@p6ndk$;qLALb5<4b*BnY=1l+Z%3Oo2zRF5+?4so^y!L+@ z8Ptcr1M377tG_U3TEk0@_@7$mu*&h5_*kfOC_GQ~7{}WAHyF3stoE;_ww0MR{(o|C zAO6k3A^9y$V^cQ&FQSX|*XIpHbV-{i5^g>#3S#^x+P(glw$q%djvhU2rElYPX??rE z{Z9_;p2GiEE80?hUotVmw^_3isQ7}-xn;Fi$Ss=7P)S#yX@j1kVgJm#I*i3sNk7r# z)BJf;!YY2#;|u;l`dNqWx{7&w(5|bwnzPz$+bj_QKTPFsndeFx!(&(5iQ?Q4>#U2( zgPj&%j%Z;CM*a@y=Zk@sX6%zJn6=kEw<7T;5g<+rpffD74)(M|b#L{IH5tw_mv!mt z&z)+kYvoq++j;eES}AjO4fmJFmMMDZD`D$KM+^2T_zcs3q6yC)p*rtrOpfFXK2jDlYncJG^6YI#0QA9`h$&xY}(`Swm+@LuFU4wRxd93pkU0alkBI_?-OS0|cQILjypEQo*X= zQz1MhPUQyi)D*blku)@@Zc&Y6xW!^KHlfHyUr*s)vEaIJ9Aw;IeWM`t#Bnjk)q8-D zAvfP70EZs}L*ZUN6}!0=2M~b_LizS(3M5v51sE$SV*eN9sMhFG2;T1T!g*CB+wLLN z!ye*A=-&Qn#bLLH1-T(8oj7W^q-1IMXAooGmv>Sjc+HVsbCdH<8C_al_w; z&CGxBo@wMbMmZS33UaF?hHh$wqC~U7zZum=EpXwX(I;Ke{4rN+Uoo zAmg*<6YD%KKxp2FXU+hR2g#ws_OPhqR5$swehE!QqbJGnT3Y%9W!~b38M)!_0H_Tx z9p5&-1-;i-Q3QH_6cI7&i}b(=oQ@Rz0(IxlzjRl#4H#%MEJSm;A%}>S%6xZNAB742 zPVN_MW#ff?y{i@Wa2=^~6z{FfwE|2a1VULnVBzp=vwOG60qny52Rq z_cy6K41UrO;Zt8VzA;;uHlcPAe4rI)z08+Y{ zfOCki?xSk=DKUP}zpb51AXV$890+lUxP51>XvYOY4JW(;YMZ?RrRk>vqS4!Ee>T)K z;t__wrn{Grkrs2E8JOA;e4}giGB!k1{eWM4z}mle8P@oAg&QplRY1Z)a#Ec|3L~zBrB6S`N5FF72}CKXloq;=HrWdF z@Bz*k$Qf49+}nUWRHY@@3d?QnIkZ2N6<2I+4(n$vUa{Q##1awgK#JU3oIlXa4a@-c z1Ca;@NZ;V`&U>kd`A&jVhEozkV1men^7G!(S>=(>KnYH zPV696_F4~IBP)PfRnvE+-X$4`tu~|3Z`dNf8I#)acs~ zSp9qe{BGUjnfLF_jfai{M=rU)HINkwTnG9ZjADszongR)C7*`af$ZQ&)o0$?tC-2O z;SBRa%|$w%l=d;BRx34(3{@*Aq2j(r2ETWF6$X%#8wqLQcGfW%l&n| z>nEqX&3!)p8#SC}y?L_9A2-ST+GZU{LT#pCd!=RpZ;`Fwa_}Lwa+F!ZV2V63^(UXqh(uBf1H$S}x`c zut`o)h#eqV_bAM&LSNQVQAz?_CA6M_-hK?SkZL*#9X~0n2^>haZUszmWhDKZ9iWLN zPGh3T{I>IsKEii+J;k~-+}0^ScL|O}?v)Vs%{+9zY;7FD) z>BbX%zuExY2tukcp>L@zUgT}paaZcQqSili2f;aEAg?C}0lzqEn)6p3p@MU}~t?MUYfKs+dleaj)Z@}wb)+Y{76jJHHhm>0W98%&;_RGa8 z4!n~FEv;F>Z5y)vNdU7ns5FL$HYnIcB&X#}{gv3ukJE1&H`sXvq(heuiH?iIfyA$1 z%d=WMtdKdf_DO`0R+X6Cc-TgYx1F}j8)SON2@W^0^TKq$03g~7m`{TPW14g zXieAZ8XE;g@!+}sJ_F2*VMPRh20>k|t!NQRhh>TQ*$)GSQQkrUoeV)RK)t13_?i5O zxf*{C68o8~L{3*&BRAGSlI|9}HP6zztAOHjI_*D+GZVWMy5B^Pvd6(rouAJMDap?= z`Y<4UnY8;_`hxnu&S=*&BFSAjpu6gVKj_yp&PalvUC}?%@JR3_=%Vrg5yJ2G(nMS+>stIwr=uccSX ziMx!EQn?NA0G^6p3TL`eI2J{eF=lT8c21GIHg=ra{QJpW#J2LaS~j7qNZ4qv&3B|^ znFYXrecy&1AaTXk;)xZTOKkPQF0jJU<#w!H& z8N~qLJ)p~NJn9y#DaMNd${Y+0&FcGZpJI%n~6f>0<%-+BT&DFZ~*fHFbvp;dzL+e?O}yAai}q+ zF-$Qk+RnIEqHnK|PkWgJ+WeVon`hP$ zMhd=3widG0TK*`dlbQs$fThSHJCfmo#C^@3t~J9yX?p?7l-S03Uu@xqH#d zx$i!Fs(Vsy9s&|tf4UQ_B~yTuJ<6XAs(>O<6MF(c?UVUp8@Y`|hC0z7DP$kjMP;{i zYne=U*-@k-`SP0{In_2)Xvp=1Kh4}Qqx zH!T_cc9keex@3mvR)PuG^`W1Oxmtfa!m(I2w^&%+wKOtQ(Rgv!=_g*+3o_oLs)tFW z$YRU!up9tO+dF2FIYLUX@KXDV&<2x=L4n1~xjSme8Gjs@Q^dhlBxntE|BsIgo%;BC z9gYHEg;<{V^af-Wgv-npWZ%rP^2=;yb@Iwus`JPBTX230#So3jx>Ugh5ReDDfcA8* z9rui2YLepMizS2{XFl0h#fUKikPqUfv>ltWptD$ftmU zf{YIbYBy=1CmtmYXylwoDNucb)N1IVV$d43Vm&fz$k7MlIbX4z=u&WVFm)n{4oKK1 zWR)BntYw%Or^|gaJgl%Y=i;J2R`coXa=hsk)}oXwk$da8q;{oh{#IQ`pn*9V{IXzUryu4h zpnbkB35C*0OhF*dk^$^Y+aBs3=)W-NaDOTQokGaQx10!L%#Yvcz#O_zn3p{RfY?X| zg^DI4*bm{ez)xbDFwuwu3L3C7qh6zcK}hoZ%*b*9%dTn8P|7u$1a(bOH4w$)aK>S_}|Kb zVFn|rqzAh9fY}I!#mK#)m;o7~<+Dqsghh*eLg??NTBQ&df5xf+(lbqbiB35jL^b+-$kYQ466esciOZOwcOWFYDh&1Qg38qj=Jy z_#Pu4rk7mZyEK(|5b^RtQ2s%Cao;?|FNuj`pLPGZ5t9{yfWUpldayCX#bg@nP`fkG zsHI!BXryEReX>rYdfD;NxiWvz>3guo?deJ`RU1pLmHp9{qkg{u+=)Gz=J?Lycpyz! zRGYI7<84#HAyr<8{C+UAz4VZlNy)vYM7mo3_O*OH3+&Jn}37-}UDsQnT$c_8k0?=s_7B?TI zRE=c-mK`LUMuP+v^rKVGnEm#|&C^+*&JA1;C2lrfznW+!`Nsjx&~g(kakWXd_-jKG z3r|g6DOYGp@`|OZka;!r*JEktuX_%4;lcP#doH;da3Z%gPqH@`U=<>l_v#}NMG21n zLf768tJTDOmR%7SYuZ_(C2p#mW33fHx5a1jsw}S)-k=R6_L#i*yx2sp)!BIq6SUS? z_&%Bj4Ud7orDM2p!lXjTIuL!`xC}+#(aNA2&Y}8l35|Rz>dL}q!w`7~)g=x5iRk;Z z$cygyo)CH_18XB1MQ#1aZXtE&s=Jt7(vNIZHE+GW=`^U;K$ll8v%{)D*EfW@&#FgD z&qG2k9|Wr6>-`B8xmDB=^y2r%AtG&*>AJpq=VHAGykfH>R>joQkS2vZr?Jg49S2f%Jf}S22wT9sfYQGm9%liR3DL66k5lGl` z_SpGgeV}b|gAFSK`x%yA0SSg5 z5&EgP?Dc0pns52U)h}F={f!xNh)y9)E%l`JCV`gK44S3eo*+30i3nQii=}TN%_JQhfx*$l~h@+ifbQrvY=;_ zvcM+M5&KH^$lbz`)TyhyEkHXNrLV=f>7BvFRQVjN-q_D62+3`be(o?4Xg$cp?B@hG zQ^Q_3EG?`vp4R5$jb+9q8waD8fcpmsK6k92Cq`x-iyqC5WwA3{;78JGCH5Au1$R^^GCdXsdn;gP&eIWYK(Of7_ z=n9Dp`eV03#T;K*K0Zl_ZGcUeQAZ{1=T$=X_cLr}x^jdv7O z)Qt5@Wt)g_`K8GR|13T^+r9K2GVbAR4*>201~zlS#J!gd*Od&KwpCp2^l~B(yt0Pr zgv5@`r!V`0VSC_r%<8qmT0+z$)JO5HGZkt~SA|=5FY1-O5{;#*)_nC3>3^ok29XnU z{F+HA2hp>Gso~^;0zv%qpj>lANeRMaln)K^6*QQ}dX;^*1BoOaVFu3y+X^k`in=`gJe7tcl-poF^Jin@}ykRsUP8=lNho+y6G zb^P(+l=(KjvIF*0)mZ=z>RuzX3sEn2yS0;5!k&BpA9VN=i5m}-4kQi)3+ySRkEg>Z zY5`#{o3uj2C^xrM2He^;tDxp1bxp)_u8vfNXeWS!xZjPNWQ9wmpl1SUa9rt0LS_1MZ@lPELzH2DB69X(iNEV1#uSN+cp%`~A?;K(H&fpVcpYfGFPDJ_7)1<4ns}LJ0g701L5aqmV zBX7RsgP)Lp*P0u&-w)&%IDb7@4=-SP;)q@&+2~36;mCK;vU4*91MIwQjNU(aUfRW- z;2zwpXZ6(6z=!d7DDv7E+N+8=vh{>s3OH@NeUARv-+rQZ4rYM85ZNkFc0uXkn4E`O z{}>Z6F(v4!67m#C>u;PuL4}Sh@>{}y0ZsB-B^R>y*koz{6Ap|8doWj>%B8uSx%aL8 z;xvLqC+7?*1R)Td7$S6xQY*Mr>_~ssw~a}3B_kZ45b9rj~TLoBs5nz`7l*EQwa}oizCQu zO10t;8@f@LS=B%7#$xtKDYL82PiLxb7;QAXU(uTM zt6}rF^n%GWr<5p66;8r~x>eG)U#36H2;h+6wp%G{7wK>{D@ zDJ>@9cqBy{4f0DW)z7eu*nt?s==5cn*J2V7`qKA64pAu!ry2MYQm|y7SecrNu?KdO z61+<0J7#;}xxvi$c)gvu z0Jrl;O9Lqf;3B3SxlZ^el4^9RL89jSgR)FBQ*l%=n@mdaDlDWxRw)*_KBuiMK|LYC zp^tpz&dzM(E;Ky^ap?8o8J!RsLa}ZrU;`BVqIaTC$AORI8J+S4LQ zX`W_DxLc=2wBpC2%oQZUY83Al8vghavb6fnz_HJ``L=Y16C(6I`dfUMG;38b4lZ8;t z%h^e#5~#6G^FK$Ghh5S;>3KCDbl{7PUFs4P@9AtE5?1o$ILzj9H){~%y(As`G)!0( z-VttbE6pbUjl;#W@2%&GY~k0z2MwnU@xekEX~crMs(E$Mg1=0y*?Lvk=kC$jn6MzF zZY&nfWF@#A4gJ+CRToU6^RUpmsGdnPBj=IKZ%1U)4RrhrV8(<}1BmY=tF^aZ=3p!R zQKA_C`*DyoWpG1iLdPXH6nN_d?F)8CFe}o(pe;T-xItuXpD+r07J0)}(kY#zqoY97 ztod+Rx?Tpov5<=*T3hwHZk;0!pu#nhDcw?J)H!u+cvM+$GaBnF=;<{zutc~(fQ!vF z-$_MxhC?1LD&w+<7q#+LyEs>@Sr3${V2!xVW$z!jisxxP!KEGbye>3mO)p`4CMBeb z!Ie8NuB`6tQa0S>ST$|9(NhOv*_7-@|Mo{`XMb6J!x7XCLn8hyM43 zU;7m{$M48;^>M${StqM;!0-+%A)2`Xw!*z@yPohVqIh{v4h zmPO)XYw_7Wp)Ec4XufEc?r&In!gX}@ZJn%t&sE~GW+3n(>BX6hqCy2SEZr&R*$I`l9Z(leK~3eifM+Zvt?qs!QT8j}!ZXSp9E zKg4qSkh;a+_QMX>5@CfyrK)5d=$X2`d=!Rv>|Jjo>YehQpWC=joQ|X zm(0*QV5&RUXJ0Y1-Lm4))D+hcq4VaCgp*pfi_%KO*o28}ax~G@jt2())AO5Og)j5x zP=l#`oUSH^xHZed>&;~3J(V~a2K81nd{WtSYYfNk=2J@0iyqYuMC7@JY?K(7kC7Bv z1n;#irb6SRVt*{))U^um=zszvDfx60PxMj)`l=rP{I0wgT^k@DRhKu_^43trl2zH$ zK080&+K@r!da6xc3D~LshF5Vna3Ih&iTDybR_e^E28jEVLP+Pvg><%PsUjR#DA-Re zcXuvod)j_SfLcwXXG3NF)Wz0g@C`nqnXfyfTYfH?3>w#9Ptn%4%#RCQhi_Ru$=D#X zKWtT>C>Ip`cc)X8$K$S=8|;C;dgc5?>|knv4te}qh7l1Hs zXeX4zctiQDE~qEx*wuHm#N&Zw8R*BQ*{jW9S8NjJu^cM8V8eh0v&K$|IWPo3=dz{# zI_XW#N9zLQ%bF!?I>jjaKfN02f5dp?q~adusk_j^@N8u3%8jen>P%fpAiF)5cj(el z$jz$cY8T>w=b_Ye=Z?<)QNM-)DP_cjyJ@yNg1yStKhWG20bk^)zOaWug+N-0y z5)!C59t1Ie4{S2n$ft0jUv0W`I>7BJ_ZTqxOgL@a83o>$9FtwRf|NZ2S?UM@d5aI* z>1Sq#-m^>5y)fHqjUP&wtsftBbG=NHq9~V_F}LZ|XVO#mB}ibM27(>dU2l9 z59_u9J7ZB}bDU$(;%C6WZd5DG?mlCb^cd8LkNeCF9$;aO5uEc9XkKcI4;| zeM;mUtKQ=mGstcOk)D6(k!}^GniVQ&Uuh}HnZlyMX&!RC6qxO`-@tlz=s=Lm=9vB4 z-BO8LLF=2EN@g$L2%G8MyFJI%JlnWMyAUsx3!9@F8rhTCRZYICn39Ux{2c!D0Y>Va z?kOgvllS}A6ht%DF#FS-r<-jxggdlYP$~8SWw)uFhRI{+I^(gT5Wn9wbsI{=s@(Zo zfkYa5yrB&{21l?_BI)^>i}<<2QgUVE^TEoiAH5t0P#PCi`iUxgcyj%ycrjVp?(!G; zW}3?>GtYUX!2v!qGr!?xG5OJ-qwTMRPtOLdZyk)a(Kan^8CVjJKkCm&XrN%w(L#jx zon_@CF<-P;kCB9Uai7MMS3Wcq%gPJ)s%4SAyCTcf&;e`ct zjEi?14m+QGb{V9Cp20F&8I>`ZZQXjm`ySp(Z7w5h3EJU_!ko>PL;lt|mJIIIlU#?~ zDN_WVQOLBSxHPk??2$33XSb_~&193HdbVVtVq}6@;@dS2#JZ5uct;5+?eo?vzQZTi zeM*#p^CAV+RPdkUHO`xU@DgxdVvqPJTyS$2DQRf|Q&L}K{YCnypbs79O_eIvib!oQ ze05SVeGBU<_$UX#RiX4#G!kT(dl+T@9y~*z^ml$L2@_=P*WI7i_(*jxxDC5RDr$co z#|a$i#jHl;shfVuV$9*Z%^XZ+LR8VqhHy!D@F10zk^OZVhNi}Ae5-qd4z`$B{u|4- z-$y;EHQtE%jKY5RThw_d!DHRx2&23Q?z`%q_S#JZLS=-n;n{_mliu_3V}kAMhhS|i z{W$;q4H+b!#YJYeXa4w$Zs1gcuqen;rF{57x^|`voJXjrZHNNRpO8nL*qr-f7|Cu> zy#UKdMDss`A#v>K0KYHNZsxi(OA4)Y z)vr{JBZC{2UnLv+!8_LRCvJf9<@NJ2h-6e=U_Hr%FSWFcnrGit9PGI2F368cA3C=~ zTe{bh@ax_QKa)r}?C@}~=p3wQ$@qpiN(&)rp#DL~)0%rC%1>_)xdw_AhOq^Kv5NP9pKoiHVKx}D2%ZT{}zWcS9 zSsDbgP8*wEVxm+f<;*GlPk$HPPqIN68U=3$={%V-Fq+)$l3{sy2^qc+*2<8E9#`V; zxV~-rL@;!N0X+^IE9!$&zcY&#SIJ&EGn zp)Bh=Gs?F$gyg`(rlrE)jYamH`J&(wLsOc|Ni3u?5(SvJ%TwcJj3g`h?Rpm5V?AAN z48F}xZCQ*q@j@=Uh$jw<0ZATIB5X%nL1{rzaVyaY;1%;Edlwfq`iUMSp#}S?0E-h$ ztb$f%nLlg4GVJWsN4FRh)3ts9I7+pI?9mTvAJBU-JV0)|GW5#-$Si|^FpFv)47FDDG6RYH zb4DDN_e7*g?OU(C#pC<~ilHA8OgP(ne*|!(W*)ACuYamhhTK?|w^(Vx2i#>JVA*|c zeDAfse)|p!4N@-h^_Pj&rXM3{6Myheu!V17(%L4h2#=K?6bwvhViQZ05n8D`p*ggp zJch;O(V!;vXRTMAkv5D{5!@QNMwNV2sHS?M&U>O`W?BoEkrhgC^R3`J*>m`p4erc1rBJPv>KzCPi#ZMxl5IcIhw|978 zFDHiiUZDTI+A4e5>$T%Dq9hlWhr|dtO0Kk#kJp`_bIPv91oELjYPPDET3(0F!R6!78{j9-pJ52arJL<4IQJP*LB& zBOPy0+UXicWy8rVl`iLocRp()qGKzeqL&%v_rk-H{6um(>NNdk*@GHZQy5}>u(6kz zo>!p;T0kI){^`&u)7w)`t3z{Ev1%Ri6HN6BIsQ>464xzgjzBUJ2vF~6u_}vk@06@> zM#OtwJBq3C;&^OLvhq-&qEmbtaj1JX2-P4AzsjtPUFzIG&G0>G_!G&iW6dg`OO|uw zS=ue=X#MWf7-1Lvy$mg;dIpklHBs`YDF8j3tK$P(TnXQI3O2z&{wZ80g7I*JNa2yb z+F(^Ucs1XALQ`=qJa~c8>;XnU%k|FC=h8RFp=B3TwUyr8FA9R53v@u`S3eY*8g^sA zoqRB#aDMN+QwY|dBq=&<2rsRKpRshP=wt&OEmREH^RN8{-0ww>8jsM6A~{YPc2%dn zFFK; zOER!uPXegyqJWB-gsQj@yp{kE-H@A813B7xveI>;e|C7fZBaj~q0&#o=xA`LW<}~L zgxTjf`>DC333YX3ZM!xspl?@>>feu!1BN3s2|aV%lxV3D%y)^UPw&?Q04y`JE$ari z8yah&dt&9pj8#9-KG=-@u-@SgyfW_uX0O6`ZQ-D_is;y=>Sddtw~D$alGl_?#9~uV za)nlRJl49jXb^Q$kHRF3jsu^L1{DJ>+N7C^=vw%`J*8UzGvh!U05E)aW2TG&W8PGZ zJDjW=IU_wEEhXjo^7LBs&TOku&s>9+4^ZjhYGRl07!+%}4MHp$%+egxL1X#DUwLG8 z+f5C&Eci66Pzt<`YCBH}5!c>nBdKsOItk+(tnGUXQ<1~Bd+;NQDr)dLA=dlzE3-n6 z)>3$#7On|R8v0S=+x;YAfn@OH57qAk&>bdu+#6ovvD_cU#SM;Le)n%NM69+-LK z9QyLSH;L!x=#g-H2^ihg+2wo${D)bO2*cA(WPt7%e8Es%a)&&V7IJ?MgIyr2L^b0Z z?qykXli>&fjyF#_z}cKIKWr>m{c^a|M8@}hAAIoxsO~X6u9kzkU0FRd;YIA9f)M&) zGEm!3n=l&8)NxcI%EcEiNI?N037@60I6GhV=+T*`X=)jL)80nXu|Yy>x-HTNRQJ-( z`n6`Mh0W|B18h`%0>6Bx1+oylM+}!u&3ud!Su&L30Sp$4u>na|NHi_RZ5-7_an}*& zZ&6Aggia%U*QDO$XeDVS}AKxZ*Ur9&TUIWZ+apEM;5V)3tMlJ`uUM|wPa zN6gqNcvo@Rmj-ZeQVTLs4xqXdyN_$PvKO8W^83LhIw4JtCb(WZYQEI961BE6VL;{+ zbV99A6{F{S9awwox;otzyfscPY$${HVpi`%H|`6oeBJp%rQ&GK_tYTa6R3pvCP`w0 z%J>PZ`dmW19iVC?FRyV;gq*d1;w~mk+TCMgsVc=5)O#?Qmc-ZQWoB*?MerL$emuYsDLqJ$rE=nzs z*DMGePz~``9mNYSuy7|}43k`Ye~g;PvwlI1_R;;-TvdX4%SQW$sc`Ti$^P~A?fYL?M_F{`k++2enD+P=Ga0S5%06Hsb$4t z8KWOKdQtY&g|^T&c)o4BHD0|xV`|J=*vVkf6>P;Fx&La80q)~O=lV8%@?L_E4Ww2| z&#BbmfIG)z8*GUkNdF0-hDP6U+fS}-^r1e}gS zsoPpI23Le{P^csQ^|V^eV*fsh za09u8`^ZN>XYR1ELJzmiH^JQ{zS65~aBuy$sNk>Z)%+&JvA`O|T7jKl@d1NLY)AF<5iM0>p~u}ZH-gS3$ULz%ynWk3t2=hWT7LlOtQZ0sYXB6WMPPevJGeYp2L z`q#%xLfklp^)*#EE@asn_GoZ3 z@^m6#n3`sto0Tp^t+GJ7u&MzTL$}83xmAUs>HL^Y=J~NzDMOflS)xfcV8(p4!_T$n z{3&TIfnpQHx8=9lm*zHB(UiYXai48-3O-5RTsY2g3Kr~XbQ4Tv}>v_Y_om2|7`cxJy^dvAMGkD8my z3*wTK{58L+5Xp~!1}-_I)VElck5fn@EM=2F5yCOA!nQFrxGvgiQY5D!AalCFteuwo zE$`>6N#{}&AFM>+XCdGMh%guDz0}Z?(-4F1aHuZBDX0!;K{>=qY%-^L_B69bv)G9v zb1hLbe4D>_4RL-Ioi#d^?)qyO{6KwnZy>SO!=2XwmI@AQr0zg#wti({B4zq}9k)n} zDumXJ@e~}0MnCtW)K`bVUK%!8F%bnYKA&>>+&oP5KDVJJe#^PcujSy*0~#_F;J8bW zVu6V=JOt&*rO8&g(}t%yD7*02s!x{e%fq7w;h4r-b$_ zcS* zlts|{st#MKnzH${N`WKquNZ-qEjZvf8Gmueb@g#YA&O8M^7&nez{J2iTGx7|eVM-5qAo#wxiX>Cg@K0Il7F$ZSLuCE&3zO=*n`roOk2YQT~{&uj{hD%QO zw?!;mcQ$+6n5(*=Vui?y`Kcg8Rd*j+sHj5-XO4FUHxSFHH;R{9_=`fE|J5bJg`YRw zG{NOyu*Z!PQ%hmxDC&;#_P&kw$H6rO8{cm((*Gh;ccoFHyM7vYRxx*$Ma>HK`><*o zbZBaZV9!xruI|?z2UQzptZ7dNTW*w(g=dUa8|B`HuT0zAK2alRQ;mNp8nHXvyXjm| zQZ^1ngJQ#?=cF;}OfKDIY;mgRVaCrrc#SGLbXFI0ZCxaTi$x0*RHN~kGBkFpId6N6 zKCDo7A!TgYV1(?GI>*M~jzPm!3KZU^Aj`A-UD6tGjN8+*u)XJmtRqZkYfn#~Jjg=) zipzgYw_rh(;_boyjEtS zu9|OT0YN%f9k-m(Ub!u*Nj^mQ#hY%sJr^6<2+OTkj1DY9l9&kxz31=1^<9H4OsI3K z>)A-ve~!w;u1#dEo+Sio8R`lJ{&>;tCt=6=Q2jQz!g0Amm3aG zkIjz-3`#+{TW{WG3dZ*^0Q?B0Xt%`WVdUzV_4G+f$cbWM^ zcNWo~nGfkzc3DrT%EN`s$g$jW1x1bBw!4TxO0Tl1BtcB24;v}4!j?vy>)_!XaSg-! z4uPa?kOKAvh~ zjOyX=;rU3pT0HnFZSjmrefJr%Dy5g;0%)GqIy*zCH8l6_T6T&vPzh*}MrLf|Z*U=9 z6D{@nA9HO!bb{&&?8s*TmE|B06rthq={ZE--+D{&itCmF4=Qd2M=DRsN`An|+?ooc z#TkGDd$X5fZql1C5e&~uULvQr&rz^#*Io9M$wFBMZy1yiRd=gb-c-;RIK}*BBZE*X z-N}^QxjV9Sk^D7ygaM8GLcf@$|rmNmwyz5Lx|8GjAfH67qN$ZZ1Lc zim=JmQM5nlo;2=(JXQfww~~_baSjwC7}a-}FM6|iY;05s z1^=;v6czrd2Y=%%$LEybNsrX0#I$KMoHx+TD72JEYc0c;(Ev~6a+9IvZoh8KpJ*xL z6zr-x{)Un;8n)ZrI#6jnp-*hyRusSU+Zj;1KH0P4_}hQ4EU9vBR?xoikUf7Qd?-S^ zcWP32!Ccq%w>-6~DAI4j{lMQ)+)^||?L5rVv&;5%wRMG*pr>2`_bMhi{A?~RXL=fk zo)g2{xzxxG50w|V@lE2J#_@e&tm}i^;(Ur8#e+bEu!CLRHGg~O6hC(|$`JS@OsLhZVaCYL^3?_67K`|B# zk_@IE!WJmq0YE^GzC~SrZtbXRm~h|7Vv@nYP;uU7WVKk7YVFTu!_@xReVa(h)ge{X z26c^;*Q~d5nlJd?XcU}FX&1+L+Sx-%VU!P`9(Lpb<5_ZEoeHsy_o}7cNIEaOczAYZ z4;T1yWnilw&6IK#GaNa7c=2c(t()wtm_r*_Ra~Q!UjravJGMN|?ZaQAx#pOXW^*eN z{82#vj&sO2o)()==Es@=kk^E=j@mTXaO1YA8i^6C&cyT;Mv2EoV)cb&&T@Tb7pE%) zdrt;h@Yn(CU=T!@3MdXFxSIkWD3S#ry{l`L3Z@+g4rMQWLwJxG%q-~w%L7m}&6H)T zsL-8Ix>UTL$X^Pqd~%04Ig}Uw#8y z&l-P()df-dZiJTdn|#7I4aggc`-Z7UAWT5sO7rl25$vzO81p_B(hq$vmW8LK5ird& z?7Z}$H5-}@Ak({Bc0=2o)^v1BW?1m0UdBePV~Lwu%2)P{D5E%0k)R@q&{9i>i&0AT z(&oSftXa4ZLEbD9g9_^JI-dKaJQF53NdPElT1+b5Qnp285k}5t(Z=+yEh&#Kxz@CZ z*qNEIZnCS|0}RKpl_&$i2)t*E2o2fmZ;qX)HV>nse9er9wZHp$!X@wz1VJz>T{a&1 zU~L0dnL7V#l?1jcj`jP-xVSxhgd=t?RWs2trWJ-s4}-$rLeZn@4QDwP$p1RM{*nqs zr!D-gy#v~79J)C}4qnytGYvw`6WU0$3^re%6^P-6oll`P0r}~5Z zSis7RbucN!`VD~Arss>#9<5ht&^4WpQ_}cUHs0V_gIxQuH+G)l?Oly>@~beRdQ!U^qdvBBXB;!OWf|+t)l|W6>=H zfPhw9tMSKhZDLC#dFJL2f@}-rb8stWnDJD-JUU<#=4QtqI9E&gp%|r|y2Bo}Q%iht ze?Zgq(BS;u@i5xMgt;<9;M}J2*w4dsmCI~zbV4t<0I5)+A-~Q-{0d3-4-cXi36(;hS!n!4L zB5x)$LmQwgL_D$ty0RX#Mb*MOwg&&2an*MzEAx1)6M>P_f`bDcy%pM7JGC=}yjk=F zqx_x|*LsEg!j%(k?O_}1>&tW)SrSo%!s|)?8y7CZs9~y8zPxH)48-4)hGqSY`gnCW zZ)y?lfici~J%GZnh(JA4uk_b|ps4NNYM^s1qMNtEr9*w=@O-?CtxcuDacTS+BL@cN zx07rX6jl#O1-hgVG<2FEsAgmTQ&$KZ9cXQ^2OQ0ot=_@cIub<0)Cv)FVeLK>5Lr6c z%r^z?swHd!MR!1HVZ_C)>67|pQ|ZuXl*a3;-hRSM9s>1@R+Z|SPQONpeNwYqNokx02WL=)BsR& z&Af@m)?EB9hymV~CsTwv+tG0Q`3XcC=_Rw1^9#QoK%}UhcaP5d#8KJUYkul=;UEg$ z!I4?dr5Yt@-TD)ssoDuboQZ%&L^}i0&J5uHEX+0h_8a!B3bynJnCFvTbv*0nqVLoI zN;>!Qhd)YtgmVTWR6HUF!Mp}sD0D z`3I0-e^5JgFxL+oAK&i}B#{|$m3>BQp>${cXHu={q2a~q=P>ZnOQm3R*=e|ilIfo~ zMx9$wiu0Q3r*vmffhrSA)qFfRtibz`4EhVM5aB-qXH*=m!KXybHTz6UQADLlZsdI=+ly0FAb1{FpkHll!ODt ziDS7TUVE!Lg^Bkjrr@A%rW9s}(b?{ao5_$K5!UZc)&qh{xg~YM5JFqrfEu0tvGe@v z$ztoigcS`lF?>K3;K@-}sSK~_Q-s${=|S!|;#N1>*DZAjz9mTEcx!-XHC-hY;mO;b za#&55n4p#IS8-%ju|I9OwVl=qHF+#pto&=KKQghlGY5NQ6z2@R^fRj}1jH%p!;dYU zu7UtV%`zcT()Yd9+-4wuzEYZBzMSSmUPWQ_VadeDD?ZR_!Gv1 zmWvMzT)-&kGEk+(%cQPxCV0m+KWm%14Ax*y$!ofNwu=`4;w5ca6$rbf2tXP+%$Vke z1V|24U1X$A6lSf02*Mf~;}6iw1zrNtHL1S`5#X89CgMp-N$EU$w8?m7?{vfIDBTSg zaU{7E;|-9n#=E%Cc3PE9Fqe-i@5<4I-dM~Vkxup21F<;|0A5N4-dhRF6}1dJ7>Qa) z#V`5kKJq2&&i6UkXIR1_X^=rwkk5FccJyh1ytTiI>&cY>sEeVsLlAo|)=9|1L5>O9p;IMv zBx+4Gdqk_G(`zXO5o5X@vbxW^@~y##d%(}#R!r9y)70Wyns?!Qcp@1gub@)Kk(D<1 zrcoLMrE+w2=mx2ZrlCAQVUSOo5~&!9nw{$B{OY@-Ze1E`R3aMTl7pFatix1+1}0OT zI3r6_b!Fqmg(uUNW|Ja5A=N}satI}C>{kzm;kGZBt~=9J6pck8HbH2BJ|DO6ptlO^ zJ6okbl^9#ejR815FTh~?Ap=GC4c?MD#@{#?4qBSWCbSV&N8HSfizV=hv9ot(^eQH> z=8$o5o~njh#8ocUA>4GqShcZZ<68d8b24C)Lc?I1y@!lixxPT%ZQGiX&iW$c5vjOF zU>tqY`(g$b#e>Npv{}UvrQn@VYX^5hx4VZKUGlzDcV7+^AmKc)l|2I4(h}KDuc4KI5jpiyb1>$I>~k|*C|kQs^e-X=ECC9HM5hs9=2=Hcf0v|fYXv&YVAk&~=eV?f*!unnFuO(~qqM$bH)7$C_5w< z4PJ`xj=&tM6;T2IL4`d@T$t@-67qf^m zM7`U3uDpi;76gF2<d3D#g&qQZTz|F{v>Ury3a$b0((A5r5Mt@rB|wQB;#u+f*=Mo$FuQwD&gT8;h`Oh_ z>whg&KT!eD-SZp5%Ja{dzp1{tKr0aIi;B~|F*AJ4NZ(Pc&dhOhI)pWFWie)g*Cn!h zsY2?2xO`sM2=#TV@Ui-E0-KX1p@gaWSxSLvwKo&TKJY7N{_ZMVP?Na!{IV5Lo@|lA zSTE;h6`ao#DLp=ucpei#TJ}l^Je==9;9Pu-hzJMz0NU08DEI)qM^Jm}8oTm)od5K~ zDx~*Y=WpUm;GSAdPRA=of9~wTB%jLY+-1R!6d1pWZ5Ikv(3n!cc*)aa#q#sz}$mLJG9eCTK+>eAE8{N-J&>n_dCdywyZTgvN#uz8t3 z_MRka6%L|$Jf~*@=GU632%rU+;ixI7T_3so2vTNFAA5h`HlP0nPJ63VH61}gmtqcj zq{|9mkgkQnYBRx|BLMRNgQHsOTZOWfSw%E|3yIx}5~jB9uaTG;46&@lCSrRwC>(PG z{)UH`@AyE}R8j<-FEtr}i}@l{(m*p_l`x+2q~@p-k&`6+8eo1jbva>Y^hki{VlnA!D#AIFvH(jq zh?q~xqMNsPIM^yg1)}Ba-t#n2`-^G(#Ldvy=CO#Bg~&dLKw-mCJ)*%O`B(@jTCR|W zVR3?C?YfD;E}wbT%c(>mz5P_L$h#@HUvkZU*b`A3y@@oXAj_FIi4~R^`FF;7$f7KV= z{kEd`M7!o#sOw*4ZHo|LDNor#*GLp;J@v~DJ1;IH4Iuu~U-t=Z+5-B%zc`%1lumzR z=$hssi_HCK=v2{y6`Gh{X&y+f6kijcdc@>KCqQO0yO)@Tne$NXQ$9}|v8qXXAr&q3 z;lJIW-6I_6aES@+S}CdHCTH%f9+~?-*Xfc_p?>bvYlNG+WRb9dka1p#YzZM|Xxa}d zUvKkpx`InifrOJ6wWlqudYI2fgd=2BKwsR0QIKQ%v!nrZ<&X&~iy2`CyF=IV_u23b zSUW|VSkm8;llhxjL$=zqa4scAAa12dnyp0yE!+<(gWQncD=D)=jABu<7VD7bQx;ga zgRJzo2sUdTZJlb?Yd9rxkCw4m*s9QftgJ<7t%|-X+u|seh9I@x(b+CAC5oCi$l7XU z+dxI*&o%dR^u0GA(yQVI*RYX7@R=27*K$JWu@rh&tCVdB2%A-B#o6B)?euYDMiVQl z{7_k{u4!|++qu43_ z14#mCO}q>>4*Q7*fjFYj4mKyZ$>2Ln_?@jUFytW(l zzm@KDEXR=k*PCTO`yUd+Oh0pNiTz)5l!4cOy;G4sJr2u|fkyxL9S{=y16IGM67i<1 zb^Z^k)%@=r{y(nXGN7uiYa3PR?v_$gQo5zPyStF!iQ>29REQM$XOySw9?dOz>^ zan?_9!`^GJIp-Kx4P}L_4F}Pq=%=SYY|Vw@|GOfQ{=VjcG>aPhr&^4qIEVcHx^6gq zO0DpU+vIHb^i13Ke0N=lwVzFj;$nb>E6NK^Fv{5oIRzA;yOdPDDi-F{REf`B7DwHW zR7Y~g;TN%ky@9=|SH9fK4(a7tfXz5m@JT57&4UL_E#vwI5}BYH) z3OzV zp%1M>=Tc`$0!Qc#6$6mQZKTZJI+ZW@n+PW@%q6{!+ny&IOnYmNC2D(McNO4LU-Qi1 zO22TFQcLU9p_*3HZX&N78m4O*6zn4ypkg)@UM9QG7xwRCn!?t@PMX!JH*u!`-OM7s zB+zV#&c8KIhld~_l{RhT^POp1H6h;81GD;Yn0u~}W5Ie2hiz#p{py{qUE1EX->r`&p99?5JSMQsf+CtIh>7QL^JTpNs5+XYlcqm%Bl=qu8l#+7byWFuDSJAJTg7XperOwY^Be=O~Ny@8RLR!A*BiP$^1cRU*V-YN{glyj$$)i9?_g62Y z_+iomV|Zj?OJ;)W)J((&^T&C46{@BOVYyPhUPQ)53uSSupP#} z-2$f*(IAn-53h&i&rJaMJ+|-=n;w}0s#jBgK*kM@;5Y$Q9^sFXXwWSqx92ThgqPhq zka%!fY1zT&Jm|mv1+bqp1|9Egluy&_Ee8tOwsGX#1O1NOzeAR%I7i!Q7R-nmqSErd zHQ4hzyiV$eUD*NP1j_I~<59;9rKQw2Y3sG z7S9t9foB$Sys3XGuKW;Dz4X=gJ1#-!ic8&$j@?rXP==AHeuugdb{mBzeLW}=6D&X_ z$=f;9hiEE#YOvGpjHCT*q>2Qk*(Y~-?eX#uU2WTY^p`ozu)|c$@u<#814f`FDVVZ( zb{W@^vyAu2<`!>dOmw&oD<7+k%?x80&|OS_Eq{abBl9Pz&#NN=;KR;&h=y8P(S`0s zLJNl+(b2-2^ghGJ)pKAF--B0*MhJ_0=m45R2N3d*n^~*bo?}wnfDZloUP%YnNOgGX zRIcyEQaGgy;Ur+Bf$mv(0dyPN{SMOqt%{0trdQrtN3Gi>K>8>R_muhJQx(gGGEhf< zDgR+fkoC1l%>J&!%2|M=&|6@l(qEXEF%D>9BFY$k3r#2F!)m<_fVlfb4!$u0Q^@a8 z;`Z}8saQA#P@P;sgx+oMb_9V&bhR$KW#@-jFL2J`E-f+^`9&Q*#~i0lwtsMZ5C6>* zsMvQK*B#S-*4n*>9#QC&`s-LpgVpqlK!}TRt!4F9;Lic7ZeYI>1$LG!HR)Z_lVcAV zoSF^xck&;^&tJ0#i_u7+2yOt32XNYBm+=|YB*hFP~}4H(LhGFnOj~@08L6WfF@1x^o!n3N4PWA zTSkE=^kdXSfQPSm>cT^Bw(`rjOZ~rqzLI>B$5)g-0`h>y3IK zT+<3Rq184@a{eHBCN|_evvz{TiIe4U`_|DDt)AJv2nz#od{Rl))=A6LNAYx_YDgXy zR#1%O{kq0C1kUe3l?LJqggOxRFuL<9HRe(Qz!S96S=80xN;?xOf!JEHh!HTm{^n6t z(s^YPqEQdjgl8Jc z%2O}7bTHHrV-Ft; zR@I-0{^^sdDC`^9F}*q(dRz-;m$1WP7HQA|ie$g?GV66Z%4Y+6Ns_})kMTjHTh6X* z9)L|xePJ3;7{azbudA$17{=84f&&4J`K>R`Iv_BR92Wq9Z1Dwa9!>dmWcH&pP4Qz< z@vV%JlCegT+|5Xbh3WOLroQK8pVc@nDvwgJTBLT;`p!?xs0WLa0ecNP*R#J|6a9Uz zfC+VM=EY+(s&DL)Jrps2=Eslk&F#GAO{&=V0o8wN2f*Sks1TSK)P%744LI8WP@gR~KeZ!@8af z%^Q7-v08&ruv$8ZfiZwu1AYl!gJXvim^pyzV2uNlhJ~klD~S|X2av1zK*&kYuSt8E z$Wb!CSRmVvB~0n?sqE?lM0f+tWB02RG1J35kZw_v-9)l5G|9lNX~Az=^$sP@RlbM! za%Sto^9Z^P%o)$$kJUmL@?HsmFG1VelA&(xTZWhYV z6-a8vBUZTTo>PEgwSZI^eFH8V5@4>t>l$^Y({b;BvO$*x^Xv(D3#-&b8VO*71>7RT zJLX)<>;R0xyuu_6EP8jq=%zd0hV++~0?jchf+9Grc+@=k4o_ET-y{7-M|<TAf}?t?%#^L4OE>9l!Pl=bz*^1+zl@1=o)^VZ)z< zO5u0DW!Ncq70dq|XbA5+{1T!zINDy@h<5=%k}1MYv{lF4_|U_lQ{cq33n%sY9y!}@bn_L(>xNmGZHKs|(9 z(g+!Y9{U(pt1PcOTPf6D7)^sT$=5I%21nmoOgod#o&-t@)iF|TdU z$2Gqu&3_>&pNNbVvfXc)^_(_Yqa5LUo-}{Uh#TdOpIT1$YA<};x z>Q0Nvk>O$XS#IHgJR8_sYarByW=pcFq9GJ@V*=t|!Scg{y|>;mx7BySupY7s~t&cIC!mE0$#0J_savHT*g8^EkXAKf}fo(KZYHPzMowe+`dikZy7)S6iuUp^uK)gCa*0-X3IW%3g2 z&YMv|WSo^Y&3dL%9;KW~@EHbm$qq@tn4(coEtcH?_(TDF;JElqWfK7sk5C`PffrDY-ckal>;N9F3%vWF2pDs3DA6@>k~t7{_<)te`^L0 zM+NQk+?v(y?6Ma+N#6eNm!gqOXQmcP+5uk^YJq)P9{AyliV|w7(pA9Cr^(IZ1?S@5 zNwlc|jzbPVXPg{Vi&C#xw<_f^Ui z<~eA_+oxJwb=u+y_>aisM60wB0oS}6JTLUlZ&mQl-v79DU>4@WYFsm{tx^|7vhlnd zGHsr>_=$a`<=UtCW$J4}Oe*K48hK@$Qhqh^D2QsR07{Ba-@vzn_%-4HY{)=TwwW}Q z*~}Tr%I`XDdH-1pCSCfMpb?`AEN=pAfZ~rlu{p@R((tB@1TNVjE9byoryVy}|7pa= zfPl0#QfInm^rjb9Hm$B|3irLwY1`hk6CQQB4Hzf}(?MP&EYq7@!_6C)&t~SVhAuVL zK;g8QLX%KE&6(K{>OzNYO*>RFJ+G*JzIXPT#sEIk)`{C@GpA}Ed+`$YH)>nho-|Os z#d}erW9hH(qXPr!< zDuQX0(y8VhR7-vApLVfVe*@9}TJ@&SG#;+NnxDjs(I*l9jEG<24;JNwfy>0m(dr;S z*Bw8qRs~z~)&)8S3ZLMhsASrbHQBFBBO#x5&55#A7)Xq zs-0|{v3T&3!2a&^!VL2w*cp1{tr$7vRHMv2^1KTY1vIU8!n*W4xPLp6B^Ot9Ml&%S zvzBDBWIOQfwM;W{UC@KWCPJ)%aF;>|&C99{D78pUa_l>RVE}n_D(KK~1PZy^_V>+c zJMfk=n?ER_uJ|?~j|0&LYcX)pfZh$LRrOBGR} zcw>Ij_IYfXxn-Xa@Kv-2w8NaT1Lz|E9YbB`c%tTUF%b&dv0CO|WDHX0>OSYX#0bXjBo%=>2{dslU8dg4juS!_z|y!1?7u3C!YzQq?2 znw)+GY_dDW&%&Hd4iNq`1@$x4@rTMLb_rPg{3z#|Pv*ORFF6X@AE0_HHj9NXr_x`} z)UP$_-V#i3t39Wt_qhF3rih)Z(sV=njpK z_5ElHC{CZFb>}j9zv|9RkU!|GVaK2>GS8Gir%(f*76@8@1Vq-*8Xfd<0hJM;VTeUd zIVTiV(v$lR8r)GL?{q3u%1yD;1C=|4?S6Ga27&C4mIH9#G<+HCv^+ogn>$V0#mxG< zK4GT^aegP1duV;};`nZK&fm@ytwc!7YLE~j0}af>_kD8-JF5+ zieggtl!TEU0dM+s7=UnqP~ga-q!(r_AoK{dvx`^R$KWsuN8Jy3j>?>(_n?Q+&=AM=$H~m5*GE!&UuF5pYbc;ZZ@;^IJxDf5*zvJpo@ zWx)`X3&9$(2q68{V==}?Zx5u8B#tEFQ(V@$SH@tCma%*(zxyEg`3PEl--xjoqS?#1 zd#C7&f2esE*BkW;&@G3L^Q=7cct^0)z+6+}$7hVqE+!D{gz1jUSoW(EkB;xdnBV&GjbwCI(Xd+CFo`PruodvzBo2tKSF(pP^CPopBy*pBvN7`I^>QzCmgk zfsvP%gn3zV^#qjOa5L};Akk*kvOqNyqV3W^Bkx)>)z{SUG|(fYLjvapr@Jta2W{O* z!o(`7Basq3a|LqX~}hUCoRAK5Qh!Btmah#rmzUNv3Dlb-Aucsx-5oObH0J}mz@q+ z=7TqA3{|K8hzkrz?^0x2rO2%D$&woR##&rjRjX=h{3skP+oy7J_8 zj_F~)T5NIQZM{yHs3Aqq@nd6C;FcO)b%3dPI-VZ6wj4n|wp6wfaP(Uk$y^P^XP^6! zvY&om(_Y3){&8f?$@r)7Q5Og*RA|yOBEG-B55{atIE__A>bEVoF|!(Ou3=_>6&w%C zZ3S=4<^lGWIbds;K2=ZM^#LFIM;@f6gqZYNBJRYnQXZ`tZMZi~PTLi-lwv75X8iQGVwC_jl&>>v1L+ zJq{wrqMMpEy4R(pbJSd8za|Z_vjxW|d(ZtD zKD>rjJUObiAz=CPz?^3uT-zTnSG~mkhLwT)hHkThy(}m38b4(qzj*gZB_Ydh~yJmqWh$y4E31 zlbM8-{)>jtrvk0xZnLq$`uAaaduQ`b&eMXBswg#HB zKWhmHWmW9017?>2`0U7$6mxISUk@cOeJN6yg;;n-D0aq5gBKd*A-z6=}1CjOLY39}}5?q^Rhapa$B z0s4oG`Y;GZkpr%)v1mOQ8=r9EcKGGHMJ12t0y5qocv?g^QBxy7!5ZF2IJ78{ac%N%+KJTlg@i0KGq(TK=@&7v>E0RA;n`zJaj+ zb1WRh7XjS_?A-MxNU{5WK6#8pM-2=Lv@ojk<7z=pRs=XT z##^C_(Ag=)Eh@kmuQoGeAl#xDFtbroVe2ZMy%AIyC`|&;qh$dv01!4m}0FV;l|9(q*_27o}-Mu3H?w z`cm}pO^$o`=@tk}0twxbXMBSXMe!Yt9_xM)&8uj^E2_fWXpSXFle@6x*oT?+Jws0%&AF&QPT>m-($~B^2k+&1%>Mu- zNXy$g5pH?U>D~<^dk}4zPQ$mua)LaUlyl+9F#8>LqNfp0+ zgf;-Y4+6?|XkGtr)gUHwnmqXvha#TUfDRu>rDvySNGR0B%r~)f8d#3~zfaDqo>U%Y zZ4k79QB8;)QfQd zbvISjkx?(0=>q;khV?I!P?1D%Ap6_>H!qP-9iW_eq(S*|X?6RGQr(^0DZa9}tJeRJ zA4o1iFhkJcGw&7z|3L4I&m_>3k$|ZR=#aaX9!gNM1W^#EETv^^j1nA;=!kfm*L{mI zsNLOB(5%sA49$oM5c6O~7R(zp{b96vE3FMXtLNl3Z!ja4Y~euX33&n<6C#Z}SfX$2 zOvTD9z)s&~3x;%|76V$9!t1ZA$3Jc1L9AOIH|kdbL8BZ)GkWj=nm|fOT9QgnNEC!T zI;duS4Yh7tzCBEY_`5u7CjIz#ETjakTU5I%FPQEhTiI)TvCX})8Z7+%s1>!2KQ{)y zQAk~|vhqo1Ry$7Y#A531@sZb+1?boqmK?b*!g#F;3s{&jZOS<4?1cH=e>_7CgS4Wu zx-yDIyM=yM-4gQ`_19vOwPbOrn>Xkhtb19DFuut__ zccN^cla)*DiY}oo(X4VmscM==Kqqm>3Z;O2<5!sd9u=L?kKbwBgPY^Hq4~wt)aB+H znIkrmKlIM~HdVHs+r#5wx#h;oc6liE&*#{1E18{~&l+!qDICVONh(p@bu^mN;nSwI zzG2+=`Mxh?Xppg3)r@Gw`Q>QGHxlOJJ?q?!^PsGw&v2@g`SG}<{q52D^X>yvFOpxL zgaG4PoMj|S-<_q&dH>m43}OLPmJ+$mZ`d`R*4;UU0S;K65* z1Fkg0#z~3uM-<3c`0Y3nRc(NYqh|h-rtU?(0k>+JDP!#i>ZKG^++7%QuPHohw*;*c z{@&@Q*)0^;+G&B;;%5>{LBIW*;gxvp++D@q^Nmwe#8*PL@!Y^Za*4@A%5gd%bFQI4*?F6PS-^gad@?oEqvB()Qpy8 z)S4G|KCSi@IVt2!L|Lih80Qp$-`H42Eqq!T0pd*y1gBx?!~86&Y!(_5ZPm3iCVM!F zk80xU6mM0gCy|#2IX-YY^Ov)yJu@G+7D)(0OCe+VPgJF3eb97!eD5b>kW+K|wjO2k zj3lO353c$Srkd=^1TXeH?^JF}Up2hE2(PFCQ7;b1N1LqU_btVI7na^-WjeVsR?mcF z3X!?2v%=e7+20V`;l}a)4n}&4jP-y-EPRP3eor(dA+pC4!HuhkUk6o2*>5J{?cWOS zgmxk?uEiC8XbF#)t$MhWP#Ao2HC@~8;1V8>nyW{^;((ZlUXPUZ!LoL^Sd6VfmoFCA`= zR|6OV;#GCR3`A`3MU1-&6*NyND!y(f`@jBN*2~DAKVt!-{O2hBApOmjDLLvPyn^gW z!%ufg_cq3uXHb>*+)uwf{ zkRaC$))7Z!bH+43stINM+g%V?l`2C`j|n`_ySLh;+}p76udV;6dZIB|TQ*Rz6F>Ke zQ|TlU3Ql-wbh4O?51u#aub$~%e7PGSgQC&%`(vl~^d){{@h&WyPpb_kFWbmx!JC}Q zM24pk)m;Q@;v3rTclg2TY~){uvF;yQ{X~q(X3~Y??F2<}Il%OjNw|zSb<_X$#`Un+H}-tukFKKk|@ec z7}Gz6|7N<+;|z{fb6#`n4RRH_H!e#$fZ@{Ammn*f2AZbr?nS@OMC03?ZeoH=E?^rV5l=R=4Th*Hxq@eT<`C(crJ3TZ@wQCz>vBDWd2&Bp>}@d zMN)Ei)2N;9wZ5wuMnQuS@)i{?k#p4v6Dq_kR?NZ>wj@22xZejf85xOzywg7-Md{sp ze6Zp6f*oZUf+{uV;dU124?xM3EU!IaTpY1}^a;C#o!4XJ`l{r!ZsU%%_V-VRt#?|y zI&?kGJi-1fa>Fa`iSkJ}2DuG7KSPI;((V3+s~4qe3ehxWp^qW$kfU^@PbKImyIVsu z8RY&X(xvY7@Eek)LxldA)(^Y*nLP$`wI55#&SK2^qm*<>S1-oj>4y&*Bq*Qx>qqCG z2Oa+?wHC{Mo^w*Z;enzqiykTk&!~gm>at$d8>!5kMs#QxdTCD0Tm_2$B)qJp9G;!h zE9r5p3EDDb9!SismIvCwgC;v^Ox!K1K`tY9y$0MSBm-F$gVKk61{mTm8mTQg6!Xek z$?>S!qm(OGVEX(Q+7e=YBl0QNLi`W(Fvo8FmK)5#;N_qgz4gSET+$)rfBmE>Ntj|y zK34u1Xln0VT&6l&s~6_rnX(`AqdUsQjW{=Af>hSNm&hTk&+R6Oevqh`S|ZqvdF1#N zabGwOm8)^Jvm^pK;m`c98i5WU=j<@Q=Muta>r66kUr0G(#8%J{hc-mQ&pYz=KHw(bwvJ8vK*hN`?G{!PZdq7Ex9_ct>XbmB zGKeAO3ev)xVOK~4iKQ@5HcjaaX7&Un4yZO}B800NV0ITJK{wXjPmXujUt_UbK6lxT zKB6l{uTPM-Cl3%}FLl4sf`lqH?f2=85sGQ~fFf^*imwTe!-I8uV{C4-};^Vrw49}ge;PPsVW$($MNKsAL?jbpWUe7u{ z9EVNTI#l?ahAdSdf8t!kN92=)4U|R(HJlzlM{J!_V=l&qUx5;dM_5pMB-xyNYT~@L zq7+HL<+WM05>eq*lbuE7!mpe4CBf!IKS(T@UE)G@)Bav*4T~U1e3$`@i*`yLG3%;d z9LAXNX9ExM9*LPa>MF^ppH0O#?-tRyr&()qB-6ZNZ$&eullb55iE(Zv_P3#;nALs5+tImnp{jC2>mG^4?ytTUbd0;?lF4aWz^W69aQFU74 z(x@cVs*|{+DjClQj_=p`lD$DUxsavCh>$z07vS)3qV>TgMR|*%Lp;qBBxOqKTtB$T z)fauTbmo(x{=#ZM`>JZY82XWI=>DYTa!ZvzA5udhss{sIrJj zuhRT5=PN5OD@Mh!zJqQF_ohSi%`!}P_fu0;lq!hi$^p&X2C(l)p6O8o6;9<|J-B7IuO77?x&)>vo(f(!n-+)`k*q=@|sdS}IBHn=xrkkMGwyUIK^uAPkRE zSrD2lKM@8SSQ^KbQZSFyi4QsSp^r5(d7Ki^X_${u*_Zs)uAHZ<*1 zntDU3j{cCX>|QiiQ^`YpPep!~e^hz)s}4Kw&k^fZtre2LgOX~UcSjHpCr z!1HgVj894Sg@NO?4%K0EdP>O>qh*^iT|0iam4sYBkELGR$!_P5*|D2W$4zpXyjY8R z-`XdC2R)8fK05Q9Cr?tlQHH5j-f%~b9&|(R%#vZBUW996gji+S!%Ey)l;~m9?9}CM zQZ`*jhYQzthbs-3*Lz#1yr}H%T#(j^Be~cZb;t-OqN}tq8x`la!o9K)C){`au2nh6 z0k0NE&`@Fe(alUu^|?`RI_m?6LcIc#%{oSItsh7$nXhdHJs2_;2N9krsehb+65K`a zibH#}n^{XgG*h{P?6UwtJhgTo;n%6|SZh<(MSN_<@jWuO>L4#$Sa9karx{q6>mb)8 ziLglsBNBO@nlQnoVc(zs8RqCtbHe=om_x`<>_$yaF^F-Mis#SkLP z^h@=JO}85jkSYT~;o)Za;O=3lQxMQw#j3vfQ(415ua1RoYM<2(YsLE0Py~0`baVv^ zd#|uS{#VT-eu3=CqCcM;weAXcnhHps5*Oapar3B4Dmm+dwr4pdJ?Q3a;daO^W`3Ae z&1ph91LXOVt>k$xW`uODWxcs+fkY96H~H-4?^jBH#fH3ARW?ZMqH{*o_QqDW^d*^t z_@|!qNc>J9X`Li@t2cjT1Wle6w2GP3w^74UXT2-!hiS<2nC688vFhLty)qqkq~QoEqkA8+#c?p?mQU$ADb9p8Kr51>_YFQpu3-VrYQkN6&Z zVBazESc*4=UaMjhU{uP}=!D3bW4!;rU68YH+ACK-(h2qFV?UC%akzqZ)UT5T#AT$UN^L^xkusx+*bNtdMS9^e_YbwNAv_omynGX}<-;PFRLa~2 z`3%JR;hae1IYnR>1p8uKd_P2<$>qqyxe(T!)Xhg#c0y&xUea{YL36aXiZBj$CikZe zuN!Fl7rn;dqTw4y+~1RYjW=8+{aG3*s73pSXMW;tr0!?4cxuBmzr`f(*A$<9@`^sH zd>E$k)UoX1W|Mw?KtbC5QQ(i^UBNL`mD3NQI+QF@*4{KZ01dwvQRqdL?di@@^3 zaL}Gll!Rv7PaYW;_txLUtD6CW{sX*j8uKZl0!&GK=Eh0M#79Or=qf!<46|R`+E>01 zN|Xn4klEU@>_<2*kwNpiL@5YO^(bKy$R_Q@oJ$6*&>Ti4W#LYYgo4qwSJuMZzd!ct zXQRU_(fL%PiOwoTjTx9bc=iJ3jXUOq|NaIB?ALV)GBtW#W@jpTn15F<9n{~- zLzedbvx=OalB26YRuy_ez<<|9e&^q}hJkzz5dNBctdqC@yV#Nb9+zqAxKgfD`(bno zYpegR2BVID{~rPTl;hvk^Y-r+&b_u81pmL68vXqtcxh}#{;aDW-REnh!;_Kb#P@L`|8X!tWjw26yED=yPm zys2-FNmGI{>)96(qe~Oq;y>SNAITYvks2f8JR7Sf9 z#Xbv&s^>7i$)8n2vEfVh*l^j7?i}O&`~m~BD7j~Q^U$*=E0TAyx+pCp`p3O%OL3dV=kdsK&{X1$@rDOo(>6Vfg$qF-YmxQ+t=odIDRXe0MfI^G8!7 zyTjWih2A8)IyJrWNyc(! z-0Uk+C5COZuX~>?zu}yZ-;G6WK}%KNfbJrx$LRm_pI3d=Ru`MwN<20 znf5(jj$T~BItbLnX(!Twv!l{NA%os$XpCemw^s{qynLS+#2xCA=(?J`emGdL3S;;f zE>E-ACT36?PJesLpiWcjH_bvyu1}uVz$+OI0{*OmUk&)N;|SG#NRBZ!LkwQ9#5vqS z2rVAN{s5ztL16a#5K%2m0%qpxnhENO`Y8H(>$aKbG0M`@w=3zaO+{aYE%dZ#FDgiY zJ7S^>u*XyOm?WnP;vG+XQ7G{kZ@JAbzd|H6f3al)VgB3s9->1Q^^;nugJEQ;|2jN znk?blU39;&ngGH!JuR7nukW9Vy)rw!+;KaU_Jl}D_+yN;)_mtC?K@BAzKxk8jkptJ zMo|;GWv0<2=(a&!0o}@i+a(DRrwCcwl+V#vUl33PZ@28VedZ?UIE)p@W2Xh=c0trO znwlJt@g^CsVMfAui=_{c;Ks00m458oUqWQj9w0W?Pn7C6H2y*$s&PBH^(YsL2e;kX?HxxMs8cDz7YiQM+Up?Qq8X%r{7xr`(Ip3JW`M(bo zkzT?Nv-Q>S&CZ3gO`HzSpAuCm^kv}kxMTo$`BK5Yspe~st(HrKKWQ=!NQk{;ZxFQh z2buY~8A47>nS$z4LC?ylc&_^gAqsx(N(tb=8%W%*?J?dg*99{T3KqPceI;H6o~*Rx z2bvk&nLeK#InR19bhO8%7xllkgk)MTvq5GH8R6J4Ew7*&uN)Qy?R>IQLDoJ5+L0GL ze}vec(Qfpo80VbM(#dH1X@y!=jmUy2(v7GaJhSB#b3^E5`EK@t4g`W_Qeh76Fw4S; znkL@y;2|j{S>P|SQqxKstbzehqvC94fU3NOMJdJ@8in+?)>1c@O9Pg2(7YB176hlt zo7DJ!1J=0tQ5;2xS)+N5il}FC}Ha}9CU5$ zPeYVbfpx1`PP0Z=7@C6iVcLpvKVSD7`_YvU7!Ya`DFGP1h@Pi>Z?=KfBXk~8A~Y~3 znCL0urpHV}g)G7+VK}6f-NGz0wnBmWb;*yOb!dPBW;x8#!&KQfoq4FgHF_;-e=tDr zzmBbUnb3{j@Q^p@;RAZi)|G4GG~R2q$L~-ZV4DeCXVc7XUF^b1*Dt-flk zF!K2wun%Hlu69+N2Q;)1mP3-hCa)Xw>^us?K;UWan|k)xukqr@mYZSTjCcpfAy+*y z48wD=2~kO3>8G;UjY?5|x|3y~RvtqoWsCQZHx(oP+?1}TmOS%koZpNHPe_D=gu2>r z*SyR@?+G#$Eh@6c@F}9{d+YulYV{Q@7~Q5Tdw}F>d#U$xG;v2TxqS41*PEG`UdLxdsv8Tl=8Vtj@c(kdcs-vi=$@ z%H?pzrmJCtJ&Z=2hf7_i$<053ygFJ`pt|vUCfM>w25Ssy>oNmudLw!zbP^(~p5)y! zky%uv^(mCOlc^QSN=yCFp^Ll^}* zFW>L=+Jzm`ZwV0nZJTsc3v=AXTT~>@E0YArgD@fmV_yFE6+qBvpV-*K@|`wg9JFKa zaLxkE6>Nj&d#2bO+dlyp(@gI}_T1G1S}SA(z7SkI6jafUAvYvwsYB2_Rqa!6kAz}! zB`>M+x-1*b?3QG5_Fx#kQ?u=hTsi?q-}uN0(6*OkKD8S(q6q?Z`}P6UD#~pD-`o(I zx`SNVoxui0!rfPe=#y0L=M1nZA=f{tfgsBHD!9n?Z^oI6h}y4H1M{APZ)A+!Yl};! zjgHi^->&4}=a_E7v%~G@r8@O|tV1RCcGc=zQ#*Y$K-Gr<3ubJ=s&bzQb9Nu1^Vw+a zR{QnlYXda%imIxw>aTv5RsWoE+rx>+#Ia5(cFdB(GjmO?eu(+wnXL)B$MO%6dBb$F zmL_N#rl?dl8ZL#p11AD_so!~VcR0-icj0@@{EUgGXvx=`k6_xg+I^Od*f1GxT59{P zOpf^dZ{7gdyUW8n&=J%=U?{_$X(Dx5`qcDczyPT@@mK_AedPz3z$7Hus2AAx{{e)! zS_emaJg$!`e~Xod8=Q*YoRwmGl47ar$Vj)ym!R_%WK?X(1*{;evhgpHz{NIXTSc8O zy0#yAe^Jp(LH~LkhN)I^@LELULbzs-g^*aa?TO?8S$s$G8$xypAZ@tm8W}*FEgaf| zg*CN*AOZ)LTg}Y(*gQ7v0suz=K28QvYnQ}GBG{*+3`e5-A#n$wVB}?8@#{=Tjmh5U zb0LbPW!+W;2iK;a1nkx-uO)@{Dd>;ToGi4Lilw+xFMCW9M6~|QAkg&g77mq;f zVfDKFZ4z9+$!jP3kkoFy&Un7u+_nWs9eQu_wh6bIIGj4Gdp0W+HGTi=w6?vrlN>1M z<_=Lb>!#pPoR_WhI~(4{_T&G-7x6E9$G+sAuP!Z8-QdnhUZ0=`K(fK=hI-OX($99X zDf4gM!hdX(!FuNQaWH(E1&1TmAo;weTbeQ3J>m!iUk*5)rLwC0b%WDKwjEtw?A5>E zsMFIqyyr)3kI=aDb8FRvBU}pmElp@} zRs;V*~E`yBnZ?O&R0-|p6=fa#k zd@#os7tRXs=AoFUjG!jRb-0ajdUA=IzIApt@*F1e(9z(E6tzi3vX-^52eVL)aA2(_ z!ngJ=-fp09T^ESJkm51UqNtnsy0HNL9tNrK`Jm0OyHD^x4-@*o* z3F3qd<=upqeQO`I8ndfN!n+!a>DhQ;S};WuRNfc%>oIsu4sMeP?o!vZs2URrDQVa8 zxVEtzAX>pjMh2HHtks>5cf}!SI0mJCEUO_=>jqMhiDVx!QSVba=`H$Tn~hp<=bt9J zCI;6$tajjkI(Ivq(G`6MW?g@q7TdB$|5r)mI`f_%Ri`s>YztC%$K`O=*~&&pr`NH~ zZZ#&?#OomOQnJ5T1s|_)i)|mqToTfr)z6^eEU8W!M;mJ!8X^-cd#@=v)lCug(by74 zH81k~{0*I-BZN>{6*}L87{kDzI5`OTbz_QNN%yty)#i!GemVv*a~FILK%~Ykf+;ncgnW4Xk1p*qC#Q} zOY%{C=KVgDWFiy?ojhBcCN#tL)?~(V$cOdcUJt3xRS9~5X&AC0c5#SOfEbew+5T*2 z8wkQEzz1MqL@=pz@cRH>gN+e#yl1h32)S>f1G$JObz7HhdYlZ6?Nua_>H5Etd)-Ey z)lVC@7v4dnr4T!8Vu9kLxM=~*8IAS{jzh2#$Il)2n%)q2@cx;#sPNI&|I4Z2E?b?0 z;Kh}H^!5kUypF^b0k!a~t7-XQPlSp8O5Y*zr8H*yZ0^hez zH3}Dmsxi$%BQAcfW5}&$UOLd@BfxYp$Z#d4#VnKy$^t(|@oDPP1>xL=(BQc@dglYS z?)Z%y^!Gg3|BtG-4y)q(+J}{HQ9@df?r!Ps?(XiCl12|9-QC@dpmcY4cZZ6U@5ayf z`CZpLe{wj?;mpk5Yu&X-DAbb)(UViR$QCny82ckW)39!Tx+h+4cUY;?j(Ly3k(-ZR zo_50PC(>AWo(_=(rT2>Yz*OlaVi-rehx3DW0nmJB)@3FIbc)|Kf8%;tk?cN@Q6>kL zS*hmJfQ*rI{{Aj#~N`rF<^EHOsK2ms%nwqGu;WxA^??6#a8{^0wLW3>NS=TF%` zD2d`npZ=uT1h3#MC;{er4FXpxt2FkNV5IvX|u< zYEkjmyxb!fIt1tiPWKSupD0cH36y5WO03+Q`T(u`tUPh`83tI2RLDLo z;U=pK(<6=BRDc&f0Z@8K8qU_g$2VZJUqw3rN+b-{BZS~1>H`Mh(XDPLAZUfW25(+z zW5QS?S-d{Hz?Q#QyyA0A!2FxAQBz(?41nkRHS~u@zE67_?;P=(+4NuE``-;6mu%I8 zdg9bi??UrBxK=Ts;A%@@q%M;>Si2qD>t@^&WBZ}w8y@t0F|)+?dT$576@7LEtg}Ec z>u1HNQDQ6!SKhDBecabs1;IJ+FH?4%p`OdF*QdbR7#5_T5LZ=s`(#FMwEIWCwj?`R zo>Y$9lMg?OboPOV1cV0(;}?xj6Z!!7`!(Y`PZ@?})xo4w%gURj3sgW90^-8hq96C&v+l_N0BmjeBG72Vy z+Ukj>Frh>_YY988u1>iEIm^e&d+YdVUa)kyf=&Fi0ok_W#lQUr8*mjx(7#KrFitkA zz+`0dI~g-SOamn&(P|0!p%^T;gOMD8A8ormnlZ4F1?}o)cTR^V@)x*Vc)OWtS8(W{ zM?zyv;Uk%rT=1-2QeBXk04)H-J+~O=jQzfl)5M0);C)j zfHa^vq-s`lP}ol}O`_^=3i|a(aqz=o+23|AA?Z)r~d9mok)B4sc zhaVb;nI7>aQ_UqEAD|7Cq7T@zHLNkUs1cHe6dYf)iC-kV{giH}kx%EmfkQh$h?^^9 zs1v<|Y5(~3NBeg{1BP+#GNzoRp+HM2*@=L4q3q8>qK(-HdnfM^;=Ak&#yM$|^N*YS zDU0A8ke2@9YaZs-V~9>@SFrr(q&)0QGiv8eElZFYsbN8c(His{RyYsK_;`Oe+k=Q} zzju402q#)vIafXa&4k9pK2f<8t7O7`2+4+HX0h!BQkKM1PF7f1i=AG+2p*AP zEW>QWPg@`MsU!#}b~If6A;W?klXNf1MOuC#jBlZR*(4(T$xHE|P8w-h=S5k!Hzi+j zWuo!*sm3LO64SM-nJkb>OWVBU_3-it+Ekvk6nXp=QEpWUYPaAXD;_l$OY#{upXPc` zXki#vA9nZR%l6LT&eX%6XugaXqd&!cT-u_j<-%1rK|MVA8O(O}_7?HK$C<6NtFg3s znAp;le@=HLkLR*V%M|L)Mq4~%+oG5n>bC3|qjHp9ziBjHPXd(yW~i5IyY()FkAm`s zhO#D=NUbh!?`y{PuOOws+8()(O5B-*8Aw4poB0w;{KV{*F>-m!gGKHKJg1{N=`|zM z=nmA1XpHNbGuw!+;8a=^ZXUAlShVyB`28qWRN__^p*CZuBl&$7`Z{(DUM?bRNEtC- zf7$f(8YPd(TAmeTJp)ISnD2Y#BujK_?IDV~X#b8Vo&N#(OpxW6Sp9atwAMBW*6jA6 zPjvsI2X6iUy%l>4$40}$L4@=j)b{^SdW?T4eQ?kNPlb9Oh6iWz!SerTfaIHv=Z^hL zZ?xM9hOf&1fd4rBe^fx`MsVVP?1BlwKek{S@Rp}zdA&CC<+z!5{?>+x^qg)fS{iMqVjzTiMSyjtv zLzKyfoRg&>wGa~;e~pRNlIIVlJA9Ngc^HrH?>C3c0y%!CT6g^;Kf4+44;t3^=CAJ- zXsqZlsL^V?%_m%;FtgDwJARI+22YiCkGUX!f)9B9D#B(_?h1V6KnOA1&>8=|oh%Q8 z_U~Rt;htZDHOeA?e{(=We=%>{owjzrbR72?&gZ)qs8%)_O&*S@DS_xNZ+(wC`U<5s zlexqZpNSAcd1f|f=%c78NUu$rLRetZ(6Z*I!eMzHNO;=JvA4}J4Zr>(wp-?hu#S%9 zhfMB~7vr#TwOPXiAmCb^>@~fKPD;F zFD$b@Dk z>5@Lc4_#B z$kkfWxgg-`!?=nT{p9ctT$!n&`=AfkJ!JX zUc62h8n0_6=nk-OD&q14KY@9^Z_tWx@OTu8=s9xswHH;ZdQZ=+!lP8w)NO7|uAfg* zj@{IjT}?_ody5DUAEFCc{CMfSUqGiH&O1v?{X-CtU^b>GS{@;FE4;A(ZrOC>Xe_KH zUK;F5YebZkBU+l7nZ$9OIc(fv4b|ibbPZL8;CK1?G~4DO3e*|a z#9ijJG^YCrqq++j{TiyxF8^-%ZfdyuskJ*eH;s8!{kKW&zvkF)WR9T~ZseR+aC%gI zyd?}w;zBjFos)%U;42!d3PP&VKd_T5{aNc+YxQa&^3HXDn4tXoQ;G3GQ5S$;9}s}- zJKnFehT$$0!&DXS;h>eP2b_Q6#LB5Zs=i+7S{M5FOakj~d#uw(P_t?Zz(-vMQ;9Zc zGq7yF*@-6kZ3%vg8B+ejv^gs6GcVHfziuPM$!04C3wDu!%Hr&O?jM5?zYYe5FtM9! zEUZF~yFU;lkN5w(m=hEA;xdk!9zv6va-GSpm>P83Cnwh2gi9*Q(hE;c8=y1k$c4)GL~HuX z=aL+Nm40z45w-b4nzABDuY)ymS42a| z$a@Nwh|cBzw?=XWfq_g>Rflfk%pn8l6vRQiYid+8GQAI-as7`I4Z zjyWHH^S{N`afR*Q>ANNw&(jC~-|DRSzbzqRy|i-PolNiGeA}D$zf(I#y!`hLw&=67 zY>3H8-C(^-;r2T}r#UDqQ;Vc#3x=J$^o-S}z;cbZ`OiUzww=$(x7a_wLch$+v@2^I zv8K6NeIR>8jDK?ifM&Tms9%Nr6;?OMfw8 zCs$?oXRSG-WtAAYH!ue$!G-zyJjk|p6w&u!k5dw{5Bm{-M@A4CgB-t&WN}L{OoVcg z`?ksm9aGePVJ}bB3Q*~V>I~~lT2z&YDr#jv``+2hBTkINyY3XP?d0H|zF4c?5AEj~ zddJW-TPve-a06E`(|7mQ#fO55yz)fROYD)`n{Z`5-m731jq255u`=#Y=?aeH3fJMo z7*0*xE4Uj-xJzU!mLePlPl2YDK_Zs9;KvcmfZegmxn%1Q^|H9&$~jb{Z=+RAEA3x6 z4NFy_V>31b#)AdtQbW7?!lOAW zcy)Vy*Uq?%AQ8e*welA8c<#YLDJS;#?UeD^Ouh6c3+vj}$OZkzvK1SaK!DSHDo{n% zHk2t-3+=m6Tn&@5|0{I)NoIC7^lub}?3`pE82!@;{i?z1^jrT4P}fO&&R`gebBROG zHiz)C-Ln|kCcBz9WUsqpi)AKKAw(j3WRF?ZEx8_nxwT1SD!CC0)tv3 zoV_?fXH{d*N^?!>B$<~j1rY9(nEOeZk-c;7n*KXgy}r+GqKRd*U`15QiM*w4b%a`x zGLiP@?!zu`5~eLh9`A3K3+vhbus@ejsH7uwWfM*P1a!@AlThy-T{bceOvO*$^0uW~ zsv0^awL2GQ@kDDT5h( z33O90M&lk68`$H~WYhn<)C}P>AiCVQ$?xy2gfQSpjUG?-kO8f|s%;=kZ}F<5{loqV zfY;J702~T1x#REGA@TldJ;77*Fv7I#e+g~QTF$8FRstW{S|X)@N@Z#~=!@ismI?Dj zN83=xN9({bLq%+|jYGXQf`i(VoFE5eK+Y#C#Ec@#!#5K@Dsa(fpQ)HgXzZ#Jw}~rH$kZArKdG#<)3JvLWPMq@Pdr{2GjOtM zLk-rmzBJzn1#16lB5*(SKMSe6&KWyDrdIB&5S5*t+5TF7BE4ZJ05mjZu-}cyrt_^m z)f>Dncr~oPRyywqfKMKL+1YxB9r6LEtIpM}P2mf}!96&~i4(Mvdx0 zJ38(RG)2-O%9HIrg5UC|g<18Y5W6Y-A!lKrY2=2%t3T&dOat^rXIl3;Vm2R~7pzQ^ zgo_gh+|fV&eg+s2qu31Uanx?UVK+L0ZA9keS$z3&?6K43x2{G5Q)R8bS5q$|#% zwrYo-GRyW7E~mXjm?8!5i$&nHF#N{o??(-U+nc{ai-w;Us!epd8vswUSAVO&kb;5V zVJ~1H$X1~O)-Z>!er|SBG)t{jUIa0<#}LNWO3(Zf9uGkQ=WCsppo-+`1vwOv0?bu~ zWGRt!s(N1nYUH?D6d7?Bw!--VwKK1nBG%7RA3Q(#@^#5aLM#3Bo>YyunN2aNUzM{c zNqfyM8HKlh@G%Cc5-+)FdV1JNA+bYQb5C^O)M5p{1s?I> z1u+Qc%gbq=p?@=txzCJ$R#?N5)7O==$0d z6caN`HYMf8LbKCn0DSyH`8LMMR8Al==LV0ucd6)TD7+4gfSEyyrh!7>1Ixk$!7XEA zO$ohR_fOtb+C>}__mS7pDP5|shE2sgnjqg0M0LPgv4}vvCg@FjMJnmiK+e$PR9fvq4hlu*bNkOK5*D!?;T;^`9zYI(r|PF`Pm1=&%f$#lmGpRz*_98O3o{O0 z2;2okJGsLrXlGg0q`bEpjCM5>!epyv5wPx|W1#KiIp@cCz!gokjyVGIm`>B5KYvbm z<8Tx0-!-?({A4_|X0M0iltmN?#Io zS+5Wfbm2Mp2>+G_ofWF>wfSQcAnE>**%YE6HRn=R&<5y7!}p=_(ofn(B%Nk=gk}>8 z!U*qm6f9))zpY-j2zz*UAAo`P^PxJTu0CrfiC|>gkV{v&1(KPT1s6#RD#`CCu;fF( zkx7w-*U#b3j@fN7D%Y3{`xHrMk)qF+hb=q7_>T=)Y z?#A0-f9m;wAWS+)PH#!d(^lGMCs?YlsBNfpu*Jn~SW+xsYPO`V0h1)4f*G~mZNl;E+Ac#jC!+Q-v1=-%(`l5aPUR3v`2BEH1dJ?KT z+8SQa&(Q9TFE(vo1WtPajZy-1Z48D<@0 zkuz@Cena8I=F~lWiHg_2dasEcA|Kl>vYPC=xE0<3Sjke_n)<0i359<5&ge~YN>K|S zh^_@AVtHbMQ>L%d>m&p)H%wE!LqDfk9i}uhTDuD?CM;7wPw9RxKC?;D{_k6w9t3)cEW@h!j zR)<_FOKuLZO+twfAg;ahNLfNEm;fcCaLCTpn>=a7yO@)<8LP{7CU#r%GBJouv#XZ- z=TW*GHrizD^;FKpiBHZsgF&=PXi4cY^6yUfMif^hW; zBUU15Aw`3x8aET~NGH3h`QpgyT9c><%_m>lAJk{6h0S;-W@ywb7WQXAe)lEpz%}R& zG7MA#m}ETIdR#GE-``BG434h9pT;eoXSMMIoGy@?=YP8z;AASHW;mS*qONpyY^hRU zr|T{7+wY@dAZ!bMBvGeg{k%w^-8ykpvxf*noHw535`iDjw(X@9*xl8pr{VXy#uTXL z>wh@=JF1=vIw(lkm%FL&bmp>E0n8ZG9>Fe1DyxepM1{70E`Na?8$NaO+s@OB|Lg?( zE{iW-DG3{v%cMI)%8sQX`i9Y2B-8%c7=?BsQ)I^Y4Beb>=yfgpXrYNq1Y$%0Q$|wi z$#Rec;hVb314*ObrTqaEt}*{xW&>CG!Kr$~vgoaQS;Y^usw#54-O zMYe#tYGLvuC{c*aen(4{*8^}4w!e=Xak}>(We?o|yz$hyt@x*sfv>JQKNnKEKdJtn z8sv4&)>>T7CISM=W$)>x0XkvQtVw0cS=2Y)fUp6|gtEE{^^{zrvJWj44{rkHawA<^ z;C4MDQ^c98iiAJc|Dpw|7p6xe>Q2j~-<=j-t=e3@?O2A&hR9mP@y&khFaOHDT66|1 z3Zbtk$6IroWndE3lEZ)~^O^E@V>boF-r9Y7>S--n%r$cEjkjfUHZK2>bv!hca7=>7YoZHC{TvvmdMu!0)Uw#*R&WW(DHdX6bsi zi50K@?6h4?H2_9u*`fa{s%wT_Y-`c(oUJbrbGS^Y%e&9l>9i^%Z-X-ZNbOTSoF(jInXsc5jt3UPS1 z_jcVzJzT3Fl>RZTWQ7SuM%;iG#$x1WTgjPW^WS7%jP+TJt_`y_1x{EWxnu8a%E!d= zN&C~b45byq&gag(E4@q0fYZZ4x!X{cMhr@Ejya2dJVd*_&pp);^Y_W5fH&}WV9J(d z$hJEx3!V+nhi`RKfkzJ2^&w>P4Nh=ks<5~WCU$Z>8OWmgF;$qU-5o5ShZCC(+7=o* z!Rwz;8SfJ)!^BekP^l(>@oDN1K9VhE0rv||otDhJvXE1+6AVw*YukSN4#&+KP@(m| zLn;{z74AiP^XA)I;v3?!63NL?L&&gmsp)LqqG?7JPzwVU#%3*WN_W|8*LjZ5$w9$K zW4(DB)&+`EVkQOTrRG zi;h~LI?$snm*9>NOGJpXrF#Ox6A#dAoGBn`T4lRjQyU>vi9_O`udOp_x-DU{kJwBsv3sy9>kopYC1$=OEy>h`n z7oz5~4K(0u7gU)glMb3qoRfRo%(T>zz|^K(+s7`qR3k+sJ<4$6LYdkfP8cv$vU3>$#jBPcd$Kb?JI z_xp`&z3_?XgkdX4HS$Avb_Dwp>$dqwGmgfPj2?DCQ;bT~C?$E~dqDM~W@G;Da>RV= z%C_jxTaC%-^Ok4>T}!vNQpO`CMkmc$8S}W;(304J~f#N7-A_oVMxiGuY*y~JJI>qoOvcTK_vdwQwF{NPT1X=?b zFs*pCFYSr@+;|QYEo?@E>0Yq+lI&#^Qyb!+vn2R)0WqKFuLFa4aw=u|Gq|@O#bDns zpn~Y4IenQ5+BQvtOeG)?)ixmT+1LfHbvJwZ4N) zeT$OC0PQ9tpQlUgc&zF7-JNj{D;2lQD0|e8*7FM8c27=!R@P36MSx1;T^b3{CRWLQ z-PE6a*r8lcNM(#m-H&pwsvMMc!sVnIyXZBEY4VHy3SnzdF#EpYA_Xz?i68wkjy>VTzjDlyZFNsc^{^u)KG=fV;LKmEp(lL-+zqE_?U^SyIp} z-O2_(;(v5%#LZb=Rp&oy-3q5~5W67sYV}D6&-YgP$pNWVXBw~`L~S70BS1Q-fI+W{ z!jo|zs-_DudnlVHN8+z+7~0?qkKFMsk@IN6(WxK~q4fz2PzUQH=*~~i((Hwm%=4b} zyNn;3hITlqrdIsQR)5aypvQWGY2CS~aXgyNisAcuYyQ3o&Q?@>b{2wzeF@^bkFT~) z$J)kgGpYSQ2%6eD5aL)|jE{VN1k$x}!oQqeUZ5Ucc#8Gv3adbCmvJu&oJpQA@>79Q z2cX&1D5;m0HqN}P$t-N)B*apdrVdEf;MZdz`UgzW&AyIWJgQxv_K^Xk2)vj9zx0uo z%|807M(Mz`AX}ubel+f$pB8CE7kOPDfQuxl)#8rC%ldN$55zfOKxixCM%*JUK9v*v z28kBJ{fAVQdg(YpLmN5@Hvnkqg-2> zCT__Ze|8?%2_x{^T?i8fEeiP~(S8`nn*hZq5K@N5{nY&(e?7$rblU@DVGdGos*{3U*iLxrwK zkLyKbhsXvPjl!7Q;cx+>>T62ir~C!P+s5K0p0SubK(6J#>}hw)!!rqdGT}}c^6%xW z3Kb+=$Zspg=k}kiJFQof{tBOvgr~}m;+r}luAXsv>PHc;wox^mEXugDwCPJ|dFXuB z{q7HAG#IEM5$?4%vdK}7{%*l+#DKCZX`?wsH}b>h zqMv$_W3p?Ui>ql4QF}6w6FuoZk=0*uiZr$8`2G|czv)!W7yR5$$4pbv9bEdDD%=9^7nY zX1adRX1#q+&;%XtY?M|sK`m_h2vavJqZ#ump>6D@ICa-NAe~#wmiFOy$R%x$1ykRgx_oMnO4~II^uh6&+%RGq!emRdR#1JE`gx zkGa$c9abId2&^No3$H)9Qm=6r2}(#UjG5+sE;H6;wwOlzSTB?20UdO=ZH%(T&akv} znOSSaEkourMf{Drau;J{&#A0H4O1Lt2+Yo$Md`JY_%zdnDD9F{|7xgzttvib5cB)s z&5I%!%r~l0b2Vl@Y!onR%t%bP2NuT>S8n;|EE+U-SbfSVO8V*B6gh@1SN=)L<*7#W z7wDH)Oi31$$xQlnE^K%O8A`ACRjhREEoqqh7mNq|N}1U)6A6c+=LwGP9*r=#|oN5$e;#$@`&kZhP3!xQq}HP8!!yCJxhP{E3LMF~^Ez z^a$|-k<1d@h68$pRc8@o53bwge$;15N)6(jCYaxRIfxZL2eb#n|6}*O|9OKbv3H74 zE${KtTCb3H2tQKX75-<#`svVKz}rw_+_-C zXi!z#k4sLQSQf4~Ynw#7TQ66_y7uEiPDO?3=Ghx6J9>g{JR30uHLT3K{#n|tP~Kbv z=W>s&djYo+3j^xUU>Q9QWRm->$|;`LUzXB1&JA6-&;gv%f3AP0w#jqn3+w_kZyFP)u?_yGk+p;}`n79zUyV z{iQoNY+039+zhhUzx43VeC=hDl_&UHBy!eE3NmySmD)QAYV}jx)M#8Q4$;2%R7my@ z5?$uGDg-5@tS(2l1v*Dy#eaaQ@(OWNv)`bV5e*&dfnu$QMmvihNQffuv9rE=s4ri9$ z3Bt=x%@EfijvQ!paA;e}04W;*>}wE?6``Dmf~73t zP}=$i)RXy1x-WQ(Iv(D*mIS(UT8e>Ch;of+uESD2dH_RjC<3a%H54u(cLF!d%AwT1 zW3wu+KzoZU?~1M&HGO^cIrleGU;(CmYs<5x_m$O<&{mW6kjyMlqoezRRJKrS#Azg) zNHFjtc@Ak3DvNfMXIe9X9v>qy&>sa&j;->G)UK30azs#^12#~RUq5-v9NNFeqv znAW2BlJu04s^*Biyp>ofd*oTDl3?nx0o0&E645+P4rZQi>a+NQ=95&#ClJ-}EKJmN zOj`ZWY1FwN`6sx5aq#!gNTBLH5SijooVoSP!T zZf9)12q=0tYKDeN`i77*z+POZhbNacbdYu4o4BTbFLiB+hK;_s^7kGUeKyU2tZdJ8sN24*4K>Qk1*VdG$}VR@4g$k&pGCGOGvLq{e8@$Altsa zr87SoF64kQ>?^C0-H7vfM1R*IK@7VFgnR_eN7ipP9z#up@_30fPnMg{Zbi^a*~r*z@r|WM|c6ENhV0Egs6eo z#^*kP%p%wXWU7`g!SjW>>p3*Pr=8zs{uG)*RVTH1Q8gf3Sbbr(#jyi~^Y|JY`YcHflmQlZV0|$FzP) zDOfx&1|R|_>K8jb?)fx+{tVLV*3elum0y9JN!=bnJzbqrvuM`3Lh4`kQlSXs1nNTe zj#aT+v4;1Fb!#(diH(g5e2Ld4#_L(rv|7)9ohQVhk-1b-#ylrO{&Fer z^rABfwVr~Y3ds1ax~c^$qXCVAZe2S2)3rhPGoTTfi$>BJW#U-&q2dC^bW(BS34L)a z+#6NHw-VuA;=YaKdU^-b1?Vwgf+zXnLF{yN<6<0@`_V*A9yBZ<4eiA}p&WKnvsebW zbb#^S2a!Q_-rY9k_p&QN@kswHuughx%-}4-yAEg9;t^API(LMhw-~yoVo9 zoda=W3olYWEUhsn#MOLI24wZ{RT$~%x+-?cS4Zf$m@Vn=t%qLxQmz)TLHg2%EHPVK zF9XSnTbCz}GqBgwPMTK8!pjH`RNQLzlDdDdyyz_`!LNRsoGr82)3ce<-2v#2fUKP! z&By@@uD*98KcgQ)&y|5dBhR7+Eg{SB)o2N@BlQ^LoCgb(Bdl?aMq+PyAfJgi4{8`~#PN(tfDZmtyP{M^EeluPP z%S!qPcfWOu;op`&a?N-ar)LAl5#bx}tLFPGBt)FdSe0Ymfvf;Wde+YuFV&JVQDES; z#xYAPdk!eyKX(1w)sa$5&F>J)z+Bs+6ryh_*fh~bwWjN4)y{){w1&YTzd#*Z^wmKm zD;us+5Jg$5_Uk2yh3}iy8!n*KIXFKMhK;>)RNhjGlIh+_u7a%PPPPC68zy*nUc#G|$ zC@00TC3F$_Qh8B63M^Iuj0jDCECPQAa*cC;ymTiMox(3OqBc?j$wa(5HrLyyfbMXl zAY@k`KEy?JGNRe*+OQd_6+u<5IG^C0QwXKV5nIF0LT!4Se?b^zuEFK;;0D;|7^9(= zgjH(ISca?Iz~C1cLp#WT;KL%^BvKBzejdE!AN(NU^R)RO69|xM?B4+(s2?ep?J)?I zi@Kwt-Th@ENs@XhGcR#1-klii7kRe)Asnaju#hQGpK{a%Z=neAjqY@hxq7hi(0xOm z8>v-xT6upHK1=;}gQd&vZ^}U(PUw4qP9ZkTK4lnsnI*97=mQ1Y$R^r>kTGDSm!;Hrh!DEUGSV>Jpz?fi^y|4g|0kFM1U!~t-T+H) zv(F0`X$Z7crJ#fjKk#!;1J?~S|6|EAL}D}0X#MlBN(;D!AR@bgDvd?!l&Sd|7c?rBvguk$LOMj#z`zluBm!MNco zWA{3ZrmOVh^;XpK^hc=+QsCak>4BBSRCBkE4HJUD0e+yr83F-y)0(=KVY88Scwd0x zEG4m42et@`q@RSp-ExE^gzP;tNKITif__Qzs@Y!5zFCz(Sh)m1Pd}G#BmPFcg>rwK z0kW8E4nTuaZR7p1t`^8quWG6C`_`5xg`M&sb_-+v0pwf2$u6V$daEuPE@lTezvJ+v zRLa4yZvDWyYSBZPcanmjoPWj(xTO%DZ!Q`L=_8O?Sz(?GCb|xTdvdNn0 zKG6LBhB{(v1WB9n>3n3iv#>>C&YNXZ-XVRZn!|0okzhKXo}72^8pL*e0-3|MM865s zd(EN=IsslD`N5p+^VSe0lZ}fCCTFtZiY#pJsj}kAWWs012z;ERmm&vemLGt*EWlg8 z)oT)7AFlijp#+|adfjUa^&jH%oLtC6_~zHIO71e!Cv;s3n0niZ2dR5Mg@8;vz^Hfr z!Hb*q8&D>yshk!{6jw>(gX+}-2p@d_0j!81NN~}|&;0T`RU`QbEhTg5(WUk-H@TgX zebH7hGJeUuA!ND3o=+s2q6vbXOm3Bf($9}6)7Hz*gGs$I6iDTm10q_@5!Z4Y#)G#q z@kO1Ap1D55NhIcbHifdhviHOn&&8bd+wRtCE$k#KsKLPzED-Ln2pKk-`&5Lfp?f1p zM1LoX*_8Ot8`7aDbcAfH$%Qy3*)mVCr4OBVpZu@Ki%mpyG06BBPLl0C^oXI!$iydNQi(9u*+qvGRtA;LfrhxT`JG@R(7!B)q?`r39{|}8C>}Q zuO#cBK$%BdD>W(k&|?}KlB<|Q)@`6vJh9V!aR#ywfR#lcUQd%W68hJ4N|92OLrdkY zag#A$QzvGU{Yh@nC6EA#YEOs=_`GOKN50&UAv2Sn?Lhyu$?{NTz-PHHw>W z*f!XWQeC zH`N(-4ItX26{j{*DpF1mE-bq@w@k5UY7 z$rBQuMM7vA*BAssh^bX?1$#>EjW0lA5PrX9&!91lxgQC#kS@pmXw!_V;8)? za-!c>LiGp3%9ATSwh{8&m@bUE=Ye;Q5tEk0+YhCRLx{q>1#__%ubnqjpwdrqGyKVgKDlv~apij!`3e4k&t-#xL zv6E_F>kSt84{x>sf#=ZZWVVMbyu75VUd#^pK|eycLNBx;L(;u#NTJa#BdmiWF%V@{jYt zWCxS1H5sN=Wm+a?g=vOz!$C7W?gMfn)<*CP;T;<95%_-d$WV6aZP|k&1m`x_sOg2X zX$*#Ugsg2<3-~ywWi%0D2Ikkhmph|$j%I#4ldlF5&_>JO5Gkvnqs9%hl$q{|Px{*= zNJStA*nAx)4R;s_X}+?nF5b7klhSmnMW{>Xp(x9b73&t|6_Geb=hmDGv1r$dsle%Kqr!%-LUG967 z3#1F@XO`ABRIs=~e|f&w#% zp*>sz6p_e){{3ONTaRcHqEKFl4CJQXJgJ~2B!+v%e_Q*_^zt9aD*HZK9&CO*46Q}) z&k6G3`tU&})#PFD$N?28IRoj{iv@YGBrZtCp1&!3H6ZNhbu>nUoI4%J0W|Aw4YS+9 zV41Hr0FnrY3R-hp?8h1VOmwTi6#Q1ignw9goK4iCzBQmfihWpcnv10 z5|w44+px<~rb_8&511{AC^mlcsR03DYJg1LT&F2B$S2u1H0#kk*&@+(jjtd&%K_~%!^|4q6 zSFMS1G5X=fcaSB|3TC4^1%%o#y$xH(0AdX+9uXfEfQ%HoI<+bQeJV)1`TPaIWIH+n zppzcMOwy_bab&;Sg?=5wNSSzx*7_33)QvM`pfq@m`gMRP5&a^u-#maD2hk4Jkhooz zG|%yti_#4Z*XnKkun-Rk-tX%ohnH00zbV*z&G=fWMvo_W_waA6MIpQ|AU2PG7u(P- znjtpr@h}MF3DMEQ!fzy@4nt;=GST(l3?NG(;4tB=crzN>R(JZhk?ZKyrmC%)EymJm z&04G1c%8Rb)lVH&y8nJ;-Ct|-(3tH>w6%J2&{Fpv)*ny5%3`%JH?KP~J4V1vDxZME zLGsmz^Tke*=pp=xAh_YRN z)yGPm<2{P^ec1U^24kZje&d)CB;vYl*=C0a-i$WjcjnxtsdOm{jTSzuLFbgq9|ffo!WKz zcPAta6Pe(Y9T|>*lI!}cP(Dnnm{E?6w&k(hg?Dm0pfp6+Q1RW(Gj*}bjLL4@h zeftg>$7Idzx5LvOL(E1rLq8(z2_ZvxO{f_n+3V-@L$$igxY%FRkhEX4w6$ZiNCBH& zJVk&p2~`L=Dn&5Ix* zMH4m-HzY{7tU%_t8(4B`g_> zDGx5<9jzJFtSSg+Z#7fcT2>(^+lp$XNYy`6rz+^#7Z2`U_CiUz$Dx~*LA70)#RJoNlB8O!)`!Qxot&Ke7g@|=C_f-|`m;RI`@)L^hEik=cI%1NS!CJj7 zPJP>r^`0ZIebbI3y!OE!WMvCg&WU`Am=$X{QqhvFxST6z>8eL^wSKVgzU{C@+eM?nJSIu88f1$GnHyA96_hDc)(0-_(DA@1Umz43-9BFqq%6wUc%?`Wq2 z$sAx z$!-4szlA=&;$3WMQhD3vT<`y#f}e!yETW(}NPFNo3}1X{rIYGitbuPgXJCEBuaWVV z+}I_2cMsOl2d*`*yo#^%oZ;IHVU5F)qRz-X-?*?9F0Mp889f->nZp z&046lI*nMkGomrN#)HnoM`~Ney_0ZZ_@(bH`u$VySnt}g-dh${DylP-!sb|GqK34K zD@Hq=H0~2z=?VU?;{K7Tys|d|4vLU6_9yd?{j%YAJKA^B_XXPGR&43nwn1EzumNfq zY{j;*1AeQf*!Z{lO%pt5QqwlJIu`fzBjQV6W^>h;>mK_umQJ^&$Y!>6cPQ9GTtro} zZTslW{q<=ryOAnV)Z9|CObGC-;@l#?a0myFxQD@E$s1GB=dBt=^v9i7Ejllm;=Ng3 zlOs{}CFoR49?`ZV-xm%Gt>UQSQ{nGlLt8-J5#`lGEx!mq+Kug^Dik#bPjn5Y#uU@S z-ck8UvEE@(W1<0%w1M-!Wlz{yV`_Qb`KBV+0zAKay82#=&qW_U92{ zB_FY^7e8jpTJEKGRmpo)`sr158QY$||BtJ)imGerqI7U~3GVK}-66QUI|O%^;6Z|h z5Zv9}-QDHj?oM#)eeZvJj2_J^93IZzwQ8;T%~|CD^E}fWwlO(A>|qU`i%W{jZVf`# zE{3a5rI_Ye>|+A|*G$$Bfg5;@ECoQAy0es6$CU)aRaGP%+nNhQG!g){+;I zJ4iWCvD~Pnj~U8poc;z*%eU55!uqDNhum(2F|Lu;51-R|qV)7>1=wgVoY#8lF{%!! zJ%?Mz8Ckrm^J;K9O0>4PRC||_ED2Sk;rPHh7L_uckI&k0i#AJJ3BbmLDR9G6%UD%o zyCiq|DI(Vc{b;6m1(HkI({SkhU=M`uGyhEGMcWB+8J*$Yv~)1gw$%s~k?AK;aqy); zqJ!~`UA(NTs*MFi{kDfcPy%)pOi?+jHXIGqg5Nu=@?Vhd?&~vMUY2@VcrTN({uQK2z7%IcgJg^r!zig zy_njDrk6O-8mWW^k))g`Rn&=!d%>H>=g!|_D=Uw{6-P@-)PB#|JJ7&yJP*foo$f$j z>y)q51b)E_yHtd+f7%u2X`odfUqX?vBeOH(DF`x zN#JYOTwhg-pL`o5X&=Nrq;`r}8dX#(YGdvsl!2ioqn_3A;W;}e77_DXT!XO-)uV)F zRP9|*<|*B|z?l(Ek9zT8`oIwYUR#K>gP0BO6izTr_PK;u1c^W9m~?ArWp~|6;N_&4YOBz(n4? ziB@%JWopNI;BUY8Kh$*9Ib=1!PJUzeXR;b2XCdjdxg7F&ni2rwS zCrg`Jy6~*+>}wr%X1c$^L;63|wE{2wt_SI@C-VesV9Y#b|JKw-<-x`UwwOb*8Q18b zFBgtZcOf&3tv70wzt~j&!*&N6Ez>}kRUG%G=C&Rg%G>m&x2&{RRw&}0~NuFLw>R${gzkR)u*Y)e!=E#Cu zzxU&4^M7mFjs~ZECH?d{)=s=iq=-aF38NYflGc&<*Vy^xDV*Vr)xNS>A zMf{{8F{9_dgmFzl6pF>9{pA%*n*nplJ%OZBN?dGH%OQ3jA`AOcYcO10TU?)8^-^3S z<8gP3%_QAZv29e%pi;m{kxf2L+p#_lo)=7^5Ie*1CX(M@mOx!KIlLkgB6W6~Ut{4+DAl_g$YNkiz6d_u4i6S$&606TV5I zD^IBj6AFj)#G+`yrjDkwa$(B2haz3wxpJnjz40k+s``977$a{P_op zn!xAsGb)y}^kjD)C4qL(5nL9~F``V&k+K|m;4rHk{N=mZQe{H0uVj`F@m#_l2-+X? z>@u3cG?%CPU%gi;MX)MHAifGJy4`#%FunXpuyn#r8g1KhwyLbmD;a0dOiZ0etRPz$ zN6&P6*L~!R?IH56c*KcX2`8n2;Sxv>`aK=JGt=K5v4Kn;_(s1QVMh;-M}=Ioz^?5;d{%C~ zd|n#GM;=GkDmQ9`4PjI0h;WDY7~liPjVQvYS z6)!5w{r6Dm&uxjAd}>k<{PBsnJ1(6v#f)xJoSqr001kQPp>@}skF%Zdm!ycNb+MHn zw(;=Br%+%ZX-_ni)LGgbH)ji-ZXoFw8R`}4AM#hY(m0%Yxx|5_k3d%*o#m$_I8{BF zbv4WFgmRZlwkE5iKpU~$I^|2Y%jhvnNGf7$1%~rI{G-B)dtQ}-dDFBjOCK>b@3@7I zrX^9eNL7fGMcp40Ivi}V(8p}}p?hDah@OR(pqfT$@hBU2T#8?uymb8pLqeM8aL95F z3`Cp!n1Nb;3F!!W{lk; z3@5oi@nxrp=`4f0$-=CKr#8IGx@_3lWeePqk%7?BV*FbDd#4mh_6b`Hx@n;48*ODi z?PHT3=|BNp=t+AW3*JDu`;yhdd+Zt{1YE_q#7p2`Qr zCaWK0ZajdOiDjQ)t}5Gev645E=7WpiEzJ*0^tPZq9@mbu6#PxbN^E0#Rr2lbttm5v ztVEMCI+4ZLb^4r_lp2R5yhlN$~;Me~GGB|Tm2A_bg z!}yy@w3YYBsBFVY52cD3PVZ^FPp#b` z!23N=FjmDLC7aw$-5alrIYow?*rK?3(eZ5X_;u`0n3R!BwtQy2nq{B`L3-KhTls}( zx38C02v&U>8e`^zKUzQQ;sX{cz9U>yC~+x$BssdQbVB-3$C39i{;Sk;Nri^a>{nIu zuhy$`Gg~!h7jrKkwvAc1yt8#P{LP$~>RHk50l%%ekCjc^4X(7jskJ74MYAY4EJuI3 zT%0$>Cq*$LB!S?7`XaNFv5y+5;yV+2gb>0{>fmQN#h_n*=t3nA71fVRTak;}{FIYj z5z9i>1Cv4dLIFK|i+k9mb2c$Q96NLjAM^k$1@+`9B}&9Z48L%oK3#nRCQZ0K^OzNz zsh4)w`{|E?=g9~&F`lMo=FSd-OhmHqKFphZf`+{2`QvJo?aSB4qc)+uS!!-qB|SGn zil1ipw> z1b)4I_n86N_{)p;SSF#Kj7|mxByM)#RH_t(uNW~5*E&xTB9p(1{IE4=xxvFlp`K_M z{aB)RN~z;K{+)y-95wXf{lNK)7}(?ro5d^?lm)SN?_Sl^?+~H`Ma)Cc7B?K;K8qNx zKFKIu$O?k@Y{~kJOv;woaKj)bM#4~-yQ9Ne>gxNus9T8Se%(4X&n}P%Ap>TtlS|G?2O|b-xzqv6F0UF74KC z{l=Nnmb1_)6S3NTJ=jswv{4Um&@7*l1=@r~kc!ADo7@sZWu%Ra6XgJ$^%#C}opqE6 z%J?D{g_lYWIMbPZnFvX&VaypsZC;!-=tc0tH!&CMB- zrQi|lKM^4*+Uqju0r4l__K(XXWtgk+qy*h&a^|G(V>(~zx|g~}ON-c}ND=GUB+u&> zum^f3r*9B!1g) zu;l_R4nzz@CSG#Z+FM)q1WHdZjyE5c_xOdjswYtg3PwKThx?D(3bMVnIyT{OY)ca504Ny7pii2!6-iRB| zh;UMG3GR8hH4j_2G@92j+5*Zd9EeYGAqNNxlmeT>K{BWMG<-`}W=6ntk}8l?b-uW{ zWOqP+f9qWYaf5nj))>_7sq{Ol99p0mvnBXjiU^8CAI!&3!$`;HD4nlE?j3ut7}Q$d zl7gX{j@nZ9uzWn>zy{JD%ZlP=agV8 z5Upey_9=9TbOQ_QLviE7P#;e~LvnF!s|2GLrmCkCMtM8F>Nw4G>);$Tb`bM2t(P$t zly+?%eaMiMOeXB^ukP{OjiGi|vCgFD{0q14Mrs^?5oPjL30 zJ+0UUk3k@^-yt)Vt-fIv>2Q%Rh89k2WQ`InZ*6TAI;wI5&|G~R@5)z;Uq^-=iJPFN zrghSQ1Ej&%!4nbbM30V(!!4z`YnMyMgTr>ecZ&N=)LH@W^yr#bIy$ff;<&o{E{${N zBQSB7n=*PI#(v`(ghF5@5mrM#36+$wmcH}JFIZScCHIU4R5iU|hrV%#aXBIcy zv%bNb!HHnZ;MZ6!tB0?gJzZD67#NK?YPT#j+^qQfs;2np5a!LedmGoHFgOCzeAMi5 zvT25h8a(=11GHYot3p>$_Yg3m?)PHJABcRJDXhmx%M-{_ZM6EO_$d#0^}TPaVzZWx z70w!oZ*D`&ws9H68z}vqbDt>8F=;>jzm;mSBYjmz|F0Ig(Dqi@~oY)!&^_fFJ1WeM28 zX9%NH&$T6lr;xNV+8=?hhy7=6`ktrpT%E>8=OK4}W2IVZrHC@{1{WPCiNB~)w}ubu zvzyu18O+rp$7EoC$I3X7Yx#AO5A56Kcf?Ql_$0fn!#GtaaA zH)p#;9`7h);btMI4zy#4LJgPKy%bf?v-!^n{lJXS#?TB3=!1B!q>7lrABot2i020M zrqOiOA6zYDFT2hQEpbaxcYgaB)F5Q5)cCIkfcpwr@vvz-ibPYr1q~ovX9Hzk5~LR# zy(C#U%L^*UHG2xc>KE;vRg2H`=z-E>->bMpZCUW(lspR{Eel8@}mH+cFaxtvn0k2-w2!5kydVz7lLa{ep*&)d})7EjTioMB$~ zvp2&V^%e!IB?V=g3vZMciN0aJxv1t-+@dZhJHKCKHk`)|b!e@ZosTiEkPm>$wu343 z0|UJ5;DlkdaR%E)S1jk2zV+cfr)~UJUneEdFPO9y5L!(obexY;1*U2tR~#R>zWt=4 zxfsuH?ypkmU7D>P2n6wRZ$i96`33GMK`Holg9F<=ae5g9(yf;Fl6GIFgctD?zehemb1Go%*l|kAP3!rxvC;wc`BkZJo!Q^;tg~@e3k6r&% z%}~h?N8|eP(Bo`#lXtchW+Dl_G3~QZG|hZvcqPJr!7{g&IARYQ_{BIc{`vk^kXhvG zv`zTINsO&OK;Gm4LoVx~Yj+`x{^vFLO|a+4?mBjXWx1%Y+RHdj06y)$n+`$*s$f{! zsTG5=hqu7<##GK&9QF~j>R$3P%y4FF6B-XmU>S^Voo>Y)C7iLt2daSo6&B&+Iql zYJ+lunb_yKWJ^PQ^k>~_pCc7=qlB}doJjMxre{;y{~XRt%q4|?cvqj(W-MuB$zHeY zsb^uVZ31Yit_SYWvt!ut7!4p*pna41yv&fR%!*lwU=O$POv6TgZ&Nh9$`n#D2;8?q zr|psID#=XuDAaQJ0BA{WM%l5i%5Ea_m6m_rNVS6~MQ}QA4O{c$u;`KsIDCT|`FB`9 zEW{14C;m!CP=Bb#+Peb7n9$X|J8$d`EdvqEXK5s2-C@pU&<##?3 z#Z#3w_3)hk9C)lP%IlGXz?Rh2j>(U4Pm$vWvowh3-<-xwUO`=}tq=?l)~1_yr}6nZ zN6JoQ&?52^(AuN#i4`cIpVo3WE*1gC8BWM{EXcwD?FVB&sd9l`mTK1)i02q491lq@ zj~&dCy~LX;6H!pyA(;-jj%0pjOB-%&6~kH!_T`hIIo^s^bXxJKR1YR{!@|Ccej_a_ zceVQsnqRjf8`P3*0wt|$RLqXVH%l1#&&@j1ke?-2I#ZrA2FS5>n}Qg#H&eR1!2x%4 zDx>p2dHgaYGA;Dl;xV_XX^fnHMG`8+NM+pYh4gaoioX2T!pXgQDxy#w+gA7ZWc^aD zcvi1NsG1zyFeZ!Gj9!dF;PMuJ)IyDYNC?b&qzgf5)dI#*`bDGlnhcthYL|#2`a+>f z&>-1sgl@`N;{w}*JBLSuMm+9J>gTn7GTjzYJ#$TZ%G!U})-!ac+SKtCD`@Zc1Yb7u zf)l*7Y3{jML>8@n1O@QbY9=tk?J|;IxQlH5;Rux@*PCn;u61DlNm(;38L3l5PFpbV zTA`xGoR7w+ zO~R;=*vGjBKc;ROe`SshO+l)>gm^!}#Ei@-K3aLKVK?P`!k1mKOx!TX@g~b^swiqZ zMKaQp{5qG)Y{#}An$bd(%|T9%2mdXEVgz<_U^}y3H}~9G@NID0JSPJ?d|fXI_hrbm zGlD`jUW@OLBLx-HV^Bq}f_-+e!=0J0MZJqXhNcXe$hVo4@bt?M;9kt7@@3CHWxX~| zf(1WBl{snhhO`67wy`056?tav`>}?PuL!=v-1n*LOr(9tAY#H}ov-Hg70{dsOsjm^ z@tyNTgziDz4c$@`f+kD8R|?6JHKct+Mv!c*VHs#DUnp_Q&Fvpn=J(1oMFxOnGhc_FCN~8TXD0=l`XK|6ojndquW1q@)GH_?h50hy>|; zvi~^fyY9an^jGlPX;_$?rdB`we*lyP4{`ttI4|OhiQkr*(69gafAFh^|tkCeg-!FV)3ib;_<5Kz` zL`6kyCWDRSOQfybJ=qD)tKxKcNIinX@P=M_Cgser-iSP|XQ~vFMRrJW!goJQTiw*2 z_gwpgBSthIgD;ylZ=D$rY0;mis7EKs4mI1Kue=4Z+tt+Fr-1JVkxG9F`f?T>7g^HV zoGK_;RpNo8NjKQ+duI9Kz|@6}gNf-;sG_HSAMI<&)QFp^h>IcXx}i8|-9k?M$UhSa_8I;hc}G*} zP~2f!f0rt8AwDrv(;!_|`s%z|=`}j>qTXV%DQ62~@Ut1&G1iD9#cp*NUeM)d_Vv3h zF-?K)MDVVzQQaHdO(gqSoV1M?G$EuI$Bm|$Wwg7y1s#_uR`n?+6)rYNeA!`3Hf+G` zkTC3AzVJ@oV#ux&Mo6h>^`kWfVK44&F)NXgEof&_E3yp!d#D4&`qEtKr7bHm4#TMZ z0V^00%U@UaBfe|veuS(S?-k0l`n2c2=YZ1c`pW>~%@4z}g>~SkVx>W&zqgVeqp@&b zuE5KS_g{Vaj`fMP8L7swg?fCv#q7&Cssp|wf;C*Oo`$durf~h^swW|pEtzaLRO_lc z_oiyXJw}Zr>799lbzb9Fn*jLJ)vG5n#jWU<6QWhdv>g9yaq8s{_D zL{r?~!vnwe1<%wWfrQe!7eYrJQgE~?j+AE2rC`aSolPbnT}rVcw!?y+VLiSlS%jaR ze}em-Bn#e(<#EJyRB(M39o)ZzJ8xMRI|oIDUrI}&9%>nQpo1x|skqg#IObEKnnWX= zcNXbzqT!p!NU)e%^4=NY-g*!DG)V#h-7!it*!hYl0`!}*PUb1I=&t+ zWS^>WfuBQEyj<_5a$h6qL^VpXqGa z+b=T;_zs`hcPUZ{CVy}pvg{m4(00D#6Ls4OByT1XG={<4P{r%F2#UOc>!xLGK{JX~ zwJ^2c?Okj(%$o&k(Y+6NdT;K&SdOji{jHsJ>tRGPr>#|!Qqi_pzRu{n(Q;qPY2gKk z-jJsN%1vK=QX)azb`a#lRz>U%UGh_F^|??nV`QF9fs=OS%#R_fvN55WQ!W6L^bjgs zyovdk))=)cVfH(`c02OekkMs_<68yzma`bDS}kRZmR z9mR53_oC+<&V39#u8+Lwn^-vCZSi`;%ZoF8yQCk#l!S3Y(`Fd6 z@Sc$+6VZD1O3H{837AjuK?egH`)dYq8{;#J8H9kYJ8e4Dn2hl!aWZP}sqKb`#2hI^ z9T{}WI=zc#K3zJKcEc-em#neZG*bPAC*?@BY6WJgo14`uiH&1od4a|VL+(zOc-qjB zbljSCp9N~Cr)`dh{Y)W}SS|U`ai9{p&{oFJet3Ry2hV-4vHnlAb;n(E2+* zu@S9mB5sk$F3>rlKi{Ls%*L?TMS6th&3JIi6p~t{ch=DYnkq@SdolQq&l6THIk;%IbhIz@}(V8IpRKD-Tjyb*2PZwtl3>MX*u!??XAk#Y9BGuQWdP8zTQHM{bWx9=6U4v8A^Cm^+fex7 z7cyt4Wf5_R3ZK}4GP%&BJWE0gxlkU%SIsXLuw`TT(>Wk4Hm%wWoERfTNxtM2XD(p} z8E*zT9wtll*ZR6fU+QG9ZWtex6)y-3aw{A4(e~i07mi>&Iu!W|&uhjIs&;ls$?n$5 zv^v}|idi|7y2c^CF<*X0cUusV4y$amUJ7lZBG4Aius3(#mG1v+mVRw%(eM61>G9XSsnjCGB}pW- zCspzM2_o8EUZftF_-Fiz+e&n!RFH#nF)6%@ML9(H$gg+StD6EaAD_i2B0pWAl!aPS zb+Xf*Qy4*bor48;0>NZCeeg?=&i-p8)1(6v^H1ZuJ3yEEcWs=bRu z2Di97#rV9VODS`e6G~%za5$-!G-i`vQ@Kb%E zH2Hou#{6Nz3G?uS+Vs_BOwD~!YWEMStp*sc!hzunPBY}SSC+LzkV!^16M`PvaLB!T z)Awwu&~g%es>su(cZ9XsT7PMH11Hb(w|;-d_C15deDlIWR<7K<5=?3_PxRnqn>Ktd zxXo*=tF+Br8$d0>E2>P06>C@^@J%wmdaSz>Mn?q;WWXwTOeo1p4?~|0(qh8eR5^n) z-D!EvJJkD-p0fsMQje62$$hN>+h1YWXYUnb_k?C!;XPE$J}v-EyI;wd>x{rpsYfd) z0z$6`Z`%Hh(r<9KP_2j)l&_fh9B!(bzQ&tTtvhM~3tU+Ge}l)1p)?aW^?)ZR7s*$g zl2#H^(KpiiFVzw)W8I43aew1a&(}P zH;M1^5>3?G8~S5_sY!|W6hWlGe7bUi(7I|vUmGKKJ(J1a^g~VrATokB7xeNdl6}7| z3FkaGwa=(vey+i~-U7~7h&s0?ezxG%+#a;yytD*SjmY#>H(0mjrb>$K?lItEwDtT; zYv@D~Zd$awYAwE0EiK5O^wNAPaeE7D@fIo?3UQafB{o^?1WJafu<8OWhaT)5Qn)k( zTTHQV((=aRou6^=N#k*LL5~?f!O}XNtv9opZ;)qUCrkWdU+f-tzKb}dE))0$(g%&g z1H_)pMB>+IZf3Mn2xCi)g7u6)zzzk=gpe@ei7(-0b1!Rg;alNqFqd&9lk6~)LAQX5 zMeNo=MyLfU$JP9zq;xDk5{%d~JA9NQCBsV^CbE~fkeF-UgOez=NETU_?HYs)u8BtO zX}A1y5Z!gIfb9}>z^-EKt1TczCQ4CFW#GMW@;d_DNm=L4c}-+Fxi+?+QRjO1WzRt2Is_8Ib<5DI2U(ZTUJFp!* z3K{T!1e&M7JA$nor5FAlSXiZ(JEp7!e6W#WVnK4tRES-+JaMZ9fNSjCU*0NmTN;3c2pzpDY(hm~xHqA%j5JxtO_{5OM35QZOk{Rcst{3m|l1%1Ud zJA0X%K2@DfT}`t4-Ff_J@guRF>;Dp|52`0pGzrXumeGN8Dn4k&Q&BRRBxV#W;8XPGH5usN!$)uoMn!1=i`gk+4s;n8}uVfalKG z3_bXFSjQW=-UX}TVau64>y~Mq9y;gi^gF0^G=1)d1&p}y9~BI6_y7Z>=<*LH515*8 z!?4?P>ymt^{^u8O-=%=}Wgj6;dR$;v1G!o>1y3f4hy~v2G7$70+K!IQseV0>A~@GdE)OCJ;Cf2(=)A?m4+n1 zj+eS){b=XrkNIN`@cXduq80iFcUI(7cQxVnf^>YI06ZC*Qo$_EJ|;O8ErmK7nz#+m zJjA>E&!(BHH;p*4Lx<=-<$Qkcp$_Aye2M)XdP%@ffj z4lT)fx-*SFh?5sP`svQph zxS^7=ned?m^$rm#X;9w<^NIMEJC{JT!I4n`%HsWfJ#bsgLJq|gO!39hk&h4xP+1vt zHMfZz;i@qg4NxDHpM5|%lDip9 zh7FnG7J}={Sx%WbrK2T~MS&iu=p-n~X(s&PEj$c7QM%&B3<9JDox{w{DIc@%^I2G% zoy7|#NSOam-3;_Bx}63wUhT;D8|>b0C0D? zTHW1A3g#_-?jPaDR&;LODFsmTPe~^ybKEndrAU^1U8Se?Rro$cP3K<|7W_s9cB?;`xrPg2Cncn6#7NUz4ri-FRlPn2-j7%=!dYUAGKK7;;NO0~7r2A1Pxj!b{w!^c%F_)A?r}`UVw{6|_^r(Zy0)>m;~CGDVjjL+=+9KqradYe%xn_OKC!ejoE# zKSWJW-NzH6skbh=pW|g~Uwe{9LORKRRdb_YIa9NC9K8d$WNQ^r{s?6{n6M^dbig!OS5D%o zz+!#8qn5fO!_e)*68QZJw3+7U5Dj@=Oq(~EA&b@&*dpmmLg9^V_>%*oD<1nlJ8;$AF~*9{0Y? zekjGwp6KuORmo@1qNh?U+GdO932(n!zaos4PGva%1cn z3ln;dvhI6+`O{NGnP&aSTVUpFjxc_hf6AAZ{UTk@jblg2#yVgwfoy9sGu8^YXm;?q zaidpk28MRAVoHa=O$h{iKUoxZ;!7J7Hrg}i?RTvk2^G^QZK1oJ z_Wj4uBI|o>+6F6ufdC<|o&u{LnSi3YFA9v!!=J{{9#%T|X^=yd7O*odsWl7htgmii zhFhkcLENcc2ZW4Y2`|!$v726JzYM#$8BiGZlqU~pKOH{)P+9&Zrwj;KfIJzoDmiTI zpjijJkWhAB`CV0MRf1+a5qhAK850dXHLcqC3Psi-jd3G9l_h-KdgV^So7sNi0;hd`?+79s=6&eoR0*>VnjkCJ z_%@i`KA*OIl{%H~;-`bu2PAr&c*r~eVFFpiCBP~ILS7y(FIA~y4knX?m#%6fZ~VM> z2C&SW)twm76h<)q9BaqkoQ!Uv^0lvMi*{tadpy-Jcee8THru1=rd9}q!Al#B%x%WtgY_raXYP+ zj-jo<8xQMtiCoq_Z@5%`s6mx;bD+8xHquP8V%6Qx>W(pM zNne#UE2O@p0loqVC^l9@Vr2E~(Gz`GArXN=fls7qHhr zaq(bf2tzzOygE-We*K&Avpy;Mvh_u*$uAa#KNSs}r1adnB47Q@ zXXO+yoF@Uvz5USVr{6oifl=N{B>nRR$32ZbR++CNzXC7IZYEQowoJDU!mnITpnJHy z@fFyH*S~Q85EKn}Z(6w8A$Hk-N(O8xJYQa{IF4I$5lB$lZ$hx3F$*4R2?c_Z=fsZ> zN@b^+xk(JhjR0LjoWK*jGF)S~hq9uf#eiPO$>hNS&>Xu>0ev!O7*H2irO1kEv$=dS z=Lmf+59|FK(gzx}(&%OZ!wO(wH@%o;|Ako_`O9;VZc9;bB$*5nng);FD3 zB-`++f^@Nl=Kc^+`8E>D_weqOGLXK>7O;(?w3h?0*}}cBV-j#x|I_Ocd$w*P-66ru zsxKOzHynj#b9I7|f5L+!H8yB#QbppmN=01l8ktUWyYRzFiT+`S&GXW8koQ#a0iKRV z(3aq-lJHbvH#2^6c>GXK5&rpV6w1MVcg<2tltbsgr&qgxopoL(;ne~=3P0@);omO?i1M8;kkgDJpSJsp_B0bx2s_I zUC|`_>8C;?eAxla5*NZDu*it+Nn?rDL_=TZ)98aX@%a8@ou_hp?KZ$0sg2kdqycUPV5@!`Rv7l$;CmjS-FaG593E#P16hecS6zt5#-nWwc6QHF$ z%y@_0Ln>NGruwGReDiLFIu8(Y2$<@T=vp_t_B4Rq2Q>K4`^*Mn$x5W@TIlMPW2bE^2_f({TIVit5n>jXT79g_#FQR=|N3*50C)egY- z^vyD9QhH+_Z6*_|gUTrSZ`gRD1E1Q4`EM1{FX@vfJENv7RtW^y>WMn3i0p`1gs8n^ zTMY`#ObKnZTDTX4&ifAp-S%k;RAPQRGE4n!-s0i{G*O_;-*_h&kuMR?8?fD~WC0cl zF+)I%5PR|D3FJ>fAk>NXgeg9or+*##>&lG<^JufN)z?iQQ|mk6c!otpgfigy;saF1ag8=GLptCLANO3{F=oPr zi(fKuT)s@5M<~Xhl7DM%X(DmMFt{5hXbzTe_1M+Rj>mW7yu94(>N|Nomv8~XbZABj zUGW#?Z<4U=0^7qTtWei_bJx^gq%p?sHN`@W%~%z>Bnq4o3cHGh(GJZdZNrB}T9=jb z1~_THXW<-OPAEDCyYvuh73oS|$%jgBaE}(|S(}Fyd3d+!8f6R9ZS8vd=-8D7{0sK- zneZ&sG$vg_TG8Xb4eva5yg_1z^TkmoQSs{u3eZ;Op0P7$c3XudJmc)S95!s(K!RdQ ziI0kT8H(=&6DWB8M)mE3FTt@-nhTdHVf*;y$VW*E(Sf3(gIV#uDw~(N%V{rIwYJ<} zKPrL{gWT_U01yj~_p>pLfa0{)*)=FE$O28Lys@BLk{#3icys1_+$woYHYLKkxFmQ* zyYCA-d(aY5ZS?%^eb|o|s`Hf<$yC~{>El$4!N2m7oW4eF1k`dF|A_IXw3T=+NPi!2 zVGxm-CoXs-S5}j|o(YfWxuzf*5zeXH6pm8NBh%vaI(+;7W;Z7YpsDLPc+UNtt9GRq z%vv#eQGv^)^ja%5Ts7>y)N8_N*$ij&Fq*fTyBa_}bCowZ?59GhU+$G^J;NcGnOI;x z&wlOSN;<9WPBO-%_m&6~orOn9ra9*#$AK?cmPYv2oZ-~$E4-Xi5?)w0c()RqryUW$ zH>yxP=*ASB_f!~fUKrpgGco-CWKi`?7J}3z-`I1S|I2}@BK(hsq7Ix(cd32cSN3!Y zj!VEmf30HsCWrw0zn|C7|D{kZ zdPDzoGX6(r-Tp^sktw5W5+J+&Z<-YEzducHIlts`fB3=h|Akf=tt3J(qK@6F9Juc9 zrNvAnp#FonAJ~BMW)^AF1YhseZFNT6xzW}RS$|NV&u-wXm7HnsOgW+?_`roth&CHgWrCyf_@)fT9SGVL08(s0i1r+3Lx z=}^lT9x);A_k6{NqR`-g_dlLnVa%SgCr<{_n2(g3RX$hn4MA&s-%Bojk(;eN!tjee z?r2Lf9s9Fjp}DFTsy$b2x~ZpP`vYWhiq<1tsmrb9UpGL7B5BU1!Fxi3Vf!MRHXc{1 zgURuWVlMm5UZXj!b(3CDj^$pNc&ZrWoceYVV#*YV@`*7j?pMZiL#y23pRhqzOqmbX z1af@GiH62JR78oB<(NuMYs)Z!w75vxzzkX?Z`WZHLIPuI@w|#9&pkSxkUqV(1$kd} zKGP2|$!E00Z=(L%Lyp&o>Pj!4Pt8sCE0aJXJ9XQKjbbl}aIu|$ydSPr) z5hb$B4i|xokdcGON|)Uf2##&eq}gr%oU&49r|rlycEUS<5RgQ$I>$-v$g6=|;#9ZT z5^ZdFt0su)zWbzGb=?iE1IH1Hk z#;mY}RsWO_phBA=m%62OGj-!!ptI<(&D4sFiG5UA0>b2d>wTopjq_%^OFi&c6v!T# za{m@4rgayiY-T>|rR|0+K+s z1GL^ft%Xm-y}p1g4hVZpxXpy$cNNo1{p~l!he5>fjy?uLrJ+wt$yA|sA7DCz=I;|Q zhbJ;@VvObH&sPTVekKnAt}q5B%s@nGed+{A84^=tL727?Q9iR6^0)Q?#24_HIUWMT z*4pZV=*FR>L-#j06NI??{%mulM6p|~s;9~qJ+DP4S6;2iese0{A;oNyIGAGmU&uv) z)94E!f`u8reU=k`N-BCjSL*se(j^d01Xr7GnLT8hmDDkQsJ6`s%M}E;Id3u68VEe2 zEy=j0^Iovf?c&iS$=c@&>&%U!t=ZKp;^9l z?9IkYFMXiF_zj?b3RSb;`%-YafY;rkmJR5JkI(IuwJWm>vfzz%3|9p+MhA zw0kFN`Xmu@GL7K5Jmv(`l5sZR1H_}4ZgFg&VndstENvWUD4YsNmw@&HkOiL{ysO#C z>&ptz5Ag22b{gOTHi&L)RVo!61k?3&9+{q4ZjJ|kmx1Jn%Yw=BIdnvj1RV=RomR?< zKdL(22+WQve;=*Bw+MHA?>O_)NG513%quCUU_@<-Z^^(i1O-xUlMg_EftnMp4qjxExrRy-IK4snqrswX#amu;+KZB8 z9>$?*XiXzq!YnU-N#7?RskQR^r2P9*r#H|SuYKMG;Es+wGb&-PJP8~y&W%QZ5D;Q* zK>M@Y?qRaFLT}GNNP~9!ls9#Z)Okx(+5TfOMi4=c>PN<65`{1qMlf&`tT2ci<(<$^ zEz>U@hEL8SK~(eHM;;m5-NbT5e}v}H0DU{{pWqkkgDVi4u+b+Pk4jyo z_6dFIf9ilA5!ce!B>1YlP>fR80`G+FPuPgu6=V5HOwv{`zW78(SZOUq*2x^hauy&) zo)d`b4P0n6)e~t9<3~@4HYi#lu~__ERxU{&Dd9 z4j`&UxwGi@Z9Jig8hJ@cC3uegQRj06V52yQgaz9mv4rzX+#b2t#q754Dq77Mt~;Td zjZ@R|=Y%C>A!Kc>RynW~?(`pc=!wbtecax8mOlVPu|}o05*a`nW#DvWskbl%2QAC+ zf{tj^o6!Z$(l;6d8i7+$^ef$2kh>L2$YwN>n?5A;S0a`oZlg(c2EimPRARfJ(N1ic zidOhT6eg=qR216>nJ>F$8g6(Y3t)vIj9`F?YUe)j&H-_(d4rPnE$9zaysU!x&S94)K{oSt*mz7+MB8k7P6IUq>( zh(kudgXDF}2P8x#e@HaQsU79YK*14B!o+uax^^7a`V1B{C$O6RQ-m}K4qxCG9$3BZ zeK-7$Gr~G6;jsT2=>MRZsSJj^f1%Qgl8}w#D>rxBTOencO4?9Lb=C1qo|Cc12}Q6+~kXXbK-lD8+2j z%Z|6*j~JT!<6eGXJ28Orx!wETNp$bBpsnBns3kr_`)q)>T;?p#20ezs-OzW4q>A3C zLYGsJuA_en-yvenclP<1+IPY8m-b;g>axeDj zDyO3cM^tp}8)CeYDU-MyfI@Og$he6g5P=aln=4NDn_LR!qfvH^(NPsZyD}d#?e=?U zH)1;;fP`Ueu{3nGhWO~BG9r{W%%V|u_T}X%G=>7aLFKVMHUS~%<|mMbo^|ITwkO)0 zyz-LFo~Wh+o|i?iH?#nKb@@bS|AD?EZt@kZ9zt;rk~~!b6JXEU&MWbS>R1H$&NRQi z{TbMXjqQ)2>DB$Vi+2S7+w#{Cz*gaEqFft0$Tf0nkdy=V!@OxJQV~d#mW{+Z`%7pV zrgGb3Cyz_HZGilkk4Bk7cYXPBHm-3+G~`91&FN;D|L1wr;lXpxEuklrr_3(@9BW@q zCq@(@B1^hGl4E0nG9?YC3sn0tR@sCI$yL%0Tb6n<3HS~`3d-|EZS%x$hpAv zb^i}jZygn7*MASIpeWrPBHi634boE5NOyNP(k0#9Al)t9-QC??@9}=VzqMZfoHa9y zbImzte|BB+h%I0#MJ|%tp)l7swZOwmkE~+~j~qX|OCKM)g0VwgM%{ja6%!M@7X}ur z^jnXpX0!-(=yjMcsp&#|nrG?h>1*(!f|I!{rC~K$Yh^#F z6NRqTlq&u08@pOQ2Xe9!cP%<<|~0!1Dq*G{fy3ToUEp;fFB1?b+;5TR%7AHoCx;aHjt+yrcO3>qMVn z=qwEIq@5U1;%r5Dd1ZCF`H*;T?g@4+|Y z{zPw#E556DVLTp~6hbe)_SD39^)%12CpFT^_?lY zGY`R{AEUI2ig*{uUO}0=3%PrZSJhJ+3$h>s2_{n#hKCY|LCXOHK4@Q98P9}M8gKGn zT?uFf(auq*@072hj!o)-?cVjN&$Lpr!;vT!F=JCRGls-=0col~gBuqt+3kTH4kL}+ zc)*GS%y*5e4|Hd4-IO&`Kc{*(JCy(rOjz=zxLdjKV6u*g)>j*BhyJoG?vWVl>2uF& z!09hED@%ymir{gn2DJC7#buLi5*g4)v2iJ_g%tT6g8P&zwxb3wQu>}!XZqM>SprHg1VtT_1Ax)Ml$ztdU2_R z&m#+$DIi&@VcNR(^%0JT*^EHgWyYd>2IsUPsaEG#Gz-j%}lT-MG8B=Ie=#Ml|k{529%WCNz zja+~|tY$O^c>Pz5@rjYly z=?=q}wvGovuoQiPieoM*AGY6C^XSnNWF1g^1KTcti0THZjI1PU`#i$A%*$R?1LNE7 zGhNZ4nbiP4OJq1|{CQZCkI^sLc2g~HV%cknZ*$lNhQT_$iGBsS^=@S?->f^r3y$Pv zmnghRsYv3-Cbi)>;Io%b<^BQNFkqOQ1=qZ%pQmm2?GclLI3~d#E6{QRB9M=+SRH%E zCh%^@#fZq1R*Y8;E~QV9G)>;h;4Wct-8AC$jKPba<<+bH6AaJom^co_N+>Awa)p_w zv^aYIn%d82KuoQ#sk3r_o1C1GHrtU`7??}=mDxKmi|6ycY=n!eqceH`n>F3tC?B(O z{;65U_?Ko3Vwdl7ft70!QKWXVYfDP$5!nh~bdr~u3XYI;EoZbl)?7eNx=_}8+lup` zLqxl&L}}6I6;M*YGAj8E z;tFh2Iq`wTJ{y|)V@a&b<}6^h=i0rYJCOg|34~W?0K7ogOp-lGH95A~M4mfvfFT*ls)zQy>&eL_g^H>)I|Rb$A?$B2kVtDBYDmV!p%Z}Iw8vw9{nvY;3SPQu#%7&w(SKULFOgz4U64$Bos z$H&mn%N%?$G3fsA)3gVibJ!-ubbp5>zC&=V?sfH3i`H#yp1*~u##PiclsvF{lMEV; z-!(=9-A2^~qisS-%L`{m=(Iw5s2N6G*r@Wmq|LWU-ww+d0VUZtS;Jpj#DqU=Zsy`h9=-^bN(fdBQ572#i;Jqt?HyE&d-u;;bU*586dfy9-;9J1_GX{z@ zvk&r!yYvHwK5o~O7jw7gCoAfu|7Ej@N=vW+@iskl$}`!P22Plg>yp7qX8I0NI`Win zXu7P$3xDGXj0^jPg+AB_$FOyjXhU4m)<<^hHVhEcLB3Rfc@|QNO*BANmhzfHPlL*& z8RZnoERLl)ze1i=?XOpi~%ObKA6#31^lF939gFyfx0O_pEbY%82)}AreE&IR?A7C+X&5dAiXs`_8Hg+|(Z_R>5BdzRM%RndkoG+PjM^*{^Ngg!wZ_x;?eR=TiQF`f>O3 z>Nb`c3ghQ^H(MFVY{a=PM%to*_0b?j49Y6}P4f*S*SE*9kvS84;_~BxxY>Kw+n)wxMUOrTR zIiB5@tBG0E^i|~v*hh3F>3~T?VisN{yyaD*`a?Y=E>sD$YS8cxLn_3|u!0HcR=HHi z+WhRda4>c6Wwx4bJS?F40{&2cGnDY}ooI4+6^+L@Ey|PHBAM4sy#>x;;bX=vbcrLIWXvN04E=$l$o4<2pTU81L{Xx5P6@%QVmrG zBRCv9Jf*2S@drB3Q-Ve?ljS+HI_FC-!L1-Jz!^Hayr!=Us+roxX32UNe_}xo=(l$f z2aj$VdH!QG766*^jRf)c@e3!>J^n?8LoS@349&``FlydR(+5b-=YAs}fRjiHUM2Ut z`i1}y@A-pN5=u_@j41tM0g_5KYwsViqFV#w-^XOmV+|=rU++yDSsmY2lrOuDdtD&o z3(ZFp^!Fu4FfR(dwh)o&j>`jj*|M|+R^QS;Z&uU5EGDcW0oHxlisAW#yPAgP??)yO z)z+6V;Xsl8xO$#28ywM<*~JD{ySBsTntZiLnTiT=de#wGgkW2rR#8%WpKV5~J+PLH zsAQ@a5VQnB^3t}5+5VU=P2VQo-Hy&^oF!A$dVs82GzG27AK-)HO4GqP?noW~5arad zrF2&M{c{ZXSz=$D*4{Y)le2FQVL>@nI8k|Tw19z9sw+_3t>ODHSA18Wlw5U@$l6ho zu9%<6X=#wU>q3g)fqN|Q$KX;>9LK|n%sJe#uD{hAGg0#&bCIB`gxQ!Bio*0|>apbI zD$Nk+XGt_%h3=Ani1%1PC)gT~(_yxd{a=@(Su*l&Z*oQuNzQ1Rw z$WA+lmki44)e~A7H;j18tN&HXsLxz%D<5hjE$@cb9$*y6=>FX3L|-dlSs5|ce!Jj} z31emqoTsPrYUl9tXKJtSBgIt(5Qz!FN7|481wm1nAAu4*JRKjvtgB~(UY8A@iog3v znR`W2Gbkw-#6M_7C>8}`B`r!GKBO=Rl#j1pFatGwQrE8+y=xz!a(k_1eqjEfY!-Bx zM<(bTk$gY(hkW6(!SSVM;8Tj$deX=$!f;z*EA#k}?{+|?USBjgPJdD%(xQ>N7E?J# zS9@gySUmD#eX%>NNPUIS%07Cv&}&UrfnlXrh}^3<#A4+e*Fk~h#hlU%jD&6#PrNR{ z-B^49^*{AYZj;emXJ&Uxvy)|co@8y~Ag%yfXc@ymmn{eoId!BG;$~y;I@TyoI+5oz zmfZ=A3%6zIr6)a+Q%=b5rbV`{4J~wDf+7*cc%p(Y%1y!J>=6vd9s8i%9X&f*FmT%<6OwZB)(! zshF_-2*rr26m}xRcR4AkpRo9EM1m}*j1t*N>JR=ex<2)IaH0x7MxA0bF|=Mgv7~vg zGkoBdghD*5cMKX3w&T{1>6`V5yQx%;v6XDj=%Vv{iCxnR+~`%!;*$fkXsuGUnWH|7 zW&^h>F46+Itm_mzvtE7;6cm^f^e;bPm_9KGE_m&LmnRxzq( zc;wNvufY612n(8Ww04lsC{9$?viziid>#vBK3XiP6@Pi;SAiiVLxE%@7Cf{n1!JXq ze|P`5JNq5!%HRaO6j|Kh=}|po!2{;R$JYLEWLOgm+J72mOiL41dKuSKZcR*e9bJ0W zd^wr{&2m=53Ot$Q-v5iwvh$GB{#=TagXdr^ak6WFCG6vp#6a&;=L1g;z$8V-Qw7jY#dK1#1eTO(UR33;|NYa3{y$yzMyBeA%O!L&j~f)+hvST*|7B#o+M#^^ z*Zcdyxg}8#9cKLhoi~DKjb-$v3oF1gnO2sDK4)Rw@R`_+D1j z8;w&VCsFj!PZIu5AaZc{fygfSs3y={mCdC*>^S+wHE~>Q^JAz^^#8tvCyf=qg{mDZ#s*4JRM!3c;H|YPT4>6nZy_LpcIpatk+`>&oj%-wl&b5azh$tnkN#v|$r} z1iy7jA1Q~zhn3ez&z@+JoxRP-#1#pY-c8ccZIBhIY7yXt6NC* zY6`2re)<&=$RtHtwOmz^j{j=ojqstgmh*>PDQz|eu8@wHt~ZIlTtdUKB2DP>IDfV< z671pMqtN5Gq2b6>M?S%SRu~ojz+%Duc4l^@1qN1l|#*e~DG3pI+ni@LRo2sh~iRITa)` zXHfrUh=)NuJAo+8&FYoDTZD)pL>AU21o~MVTln}pRTNMH<_s)}9*2AcFC)63$+SMU zio^l3jH)kgRmYsX&1q*X1~l7YfSR-4XV)z}r6rs7d26A-PK8i@4;#L*UA5B+*fLgS z{SC?jdm1Y<8L*tMhy#Zw0KC==mQq=+1J- z=Mbn=P1S zn6tg-F(zY8jvefEqZfC0i)IXzmvfEVdoYgzJ*&vUU_w>=E6l|L{rhw8knrXgL|hAy zIxx4t7er@C(}%69rN5bK<-0HQ&AgM73oh?BOCBCRq5tc*1qzozw&8uIz%J`=(!!O% zEa0K6x3zfXth^@#Or{K9P3#FD;i_JZ(zXch>OCL54%zKfD+ndCTC(>4udiU@cX%Fh zBvryNdz&)2%z)4F1GoiykWSzm)WhT1ATcC&bk|1brsG{#oxl!I z7j&A_A}*70b|1fiR=&^1`8UtjAa4;}-JU3E?JQts)Sdy_I}kuK=~tmi=~kf4HD*%3 z4-*;Zw>DW@QE3Dp^#dAzR~FXgrbbX?XpAjW<&(LDR5);zc39HkYj^^*dCODYgnMXa zdWq8vmyb2Yt@h9R+ra6^TG*>4n9tRc;~V0gbzUWThgiLhM8EhqBX^9nOcn+htTERa z;P#u6kVu@VTP~YN&CW)Flv@Sj#z2)7&$7A%Ws-m(0d_)IXuo8xwk#O8=SIKI85FppXcN`V!EZ9TXPnaoIk%C!TT`)z@;r zq-^$H>m2dd6!mtWTQz5|8%b(6=d883taV&9UaeWBH?YYnHi=CwbzEW8<}}c2-wY~g z!%(}caEg5vLU~90^|K4oyH7!s<496o#E2hdPa7$3Uz6`ocsP?1xg3f8h;vpS_tw1^ z?Gia`M_gO)M;rsT^{B6AMj-`pZJ}B*;AE0;AF%A?Cr1B>+ws_Zrw<+27cC(I6LTZjmch&naw@U}1wVrKU*p9_rzB%LrZJEQB(BP*yvhMvm;Zl z8UiE3f>j7uTxIEXh;0n-Dkzloc2Rl5qCcATuZc#fdYFE~}_GD5fdm z`FmZaRb~*Vzh8D*D%NV>5|gguvs1m4$;-eP5W`(qdJ%g6#Q72Vs<5$AsCA`Br7aBa zqT*mchlwc5b;HITi(?Zl*I%?&ru0+l?@rsq$;W$oIcP|qTVHzl0JV+Si+4tpp%}jP zl7Z(R^Li4x&{G!XIa&LMGqjWE;i*Q{?{&BqLmAcuv?`9S%gMs;%bpyXP4975#W39? z7-UYv6B*I!Mk&kqej}L_#UsVCSY*^e#AW_&oh^( zwmB#ZAP=5@=7lT@o!?H&Q4X`HZLJ-pq=kPkQU;K;*EaUe#2oo-D>XEt=yILGU!TnM zcJ3^dso5VqsN8?b*nC5A2GB_S8Ad(G-S2JhaED0W?U)y0MLdigsfiHodqY;C(xW80 zdM*{GvyG}cx8r`xAaL%jO9;#PWNz?sNzlK-%`bw>jFX!Oml-P63~Mg368;n3vdv}v zYl!m%N#Tl_G0UCne$8cqV1N5=R{hQ&1NHr6gIDwz`3fRyn|^hZpx@kroB`Hcc^tBG zZl9{sp8GA=P_=`D`5dX;^wwe0nO(Fmo7Z4B(vb_;T-Ivw-t)eNcU$lK!0ppRbeXN4 z<&&88=jTp2gJmbqcpXlKOI7-<>z*O(Gi_7wi#jigl=LUtlS~#G!sIU+p&YHu5*UOu zZy~-NjYU`nJ){zEqib=55puZ>3UQc<;84;0W&XB+x$t$r21ZV%&2aQUc`JQF7g8Qo zvRi}gI$lES5gFeS-pQN^*|o#9JY_W^YVWShXnGJ&B9-UTdiB~TTWUF~>}&UNRd8{D z^rY~xtEPc0hV9MoxxgX*s-BcL@DX?ypVV1|odds>rFE$h>x#Pn`plbBW1NDd)M&Ht z>&oTujcejYk)XA~tBv|T*cZTD6#`R4S(aRUrmBZWr5V|HcYYV;hy!(_!)lf@uI`?P z-V^ZXwl6}PKAdom*%(#eg=ALF=$1zgzAo2W(iYNSS2cpJmB8SZbe;tEmh{sh?``D# zZgs|!8oC*!`2J&qsEKSYgAFsyK|XbP#f1q6K2&C!^B-O+yBqO*O-EsEte3dh)B5C| zNxH+l)n7yDC`&L-npp0_3QsQBUPzq>Mz=(K)gSxiJ;F&N)NL;mF&rsv8F-ia+Tb9oNNLl>Me`j^EK?v`8!xQx z3+vr~SU;P`Uww0QVbtxY4s_p*C}CPITu_%~H5-6v-FthQxV*|%+!m!R??hXrlH6IG zh^J}^HkOEyZPYD*DoUwL1aE{2U1$p~>w_t7IVx68EquLC|FircecX@A{1ZtfAJ zLE8;Wdmuyz2C>uwLrD*#6Nh{K`Y1+tN&5M((<5(4tdR^7@O<>t5l@7guB4Of4F{4!fz$ zFKu!VO;!u;Maj28b(r^ZA@Vc4LAA6dCn9*@MEyeVs-0^*X%z6AVVG@}MzFwSn*5lLdH5X%CwVMIC(zC9 zu=!OUO9~meW10qKi>Fw#2S)lNt?g;pGC_9|%38pbQetd+?OK`6AQOi3kB7p5PvE%r z5bLF&q{9{I?p-YLQ*?{-7haU4Ql(UFbwNvX)sN!cxf>2$GYFMEZCeKod)}wZ$k$Cf zW2ztO<>#+M3=v4t(}t-BxPHe}AmXE4E~SDKjLkST=P%7DKK&O3px&Cy>iB8q)lb&^yCzVbA`DeZlayyxzt`YrOktlPf!eCq(l>(%IU( zN%~jI7XG)+%#mSfXi5uRCT_j)kn|PS*SColt24cSZZntUziTqwisN3k6y&?(7(4|o ziKFIr*xQ}Y?SzQ3fi?X-vP#!>%Kh|ZJif+QU80~f==`QdVpDXbfHc=0#jmng=W?j|SnsFujzzsYv=8{dx!3_#25Oe`Sy- zH0RKH-W>S*-jm74wY*&4`|_!J5UqYU81UJHCLL$Ozuv}MTq>&HG3PZVQ&_U-*r@Yw za3ze~A54RjmL9HfT3tYrC%DS(MrgLugV1C7c~v(KTRZaT`};~#?FRNk_TTYa+*K9~ z-N|u0CVGXRyi`=Cw5cophT}c-ewqE-=}Y18WDb43OTDDI^-!##0faa(kV(EZz8OtB z+@_(A$2n?{Xmt@(WqfwGC^7Z9U2UN~U{jn~aK<*~GgpccH+XDiA$ms`0Y~ay13A-t zIl9M3vb)rzf34Ile9L%DxVp`>AAJzYcU$g`r~D8$$T7T=DSsHGC)Mtsjg$A(@94DH zIsY>1OE0%~yr!|7xqlI!sNl>F6ze!wiO zwXGpn3XkJDUo(^kwVS3Zqn6~sqsq^KJ~)H{DXb_!Zb?nhR{_@4NG$EbR?UwI%!R|yU}C?^~*jal!^||I!9{}BvQ@F2TK8IEHBYD#%^FMOt>9_ zQj)oo0|#@6){FYV#!ECo4bzGEl>p|z^jx*!HC6OaBWlFHdGExUtuu+KI`UIQO;4jk zz1a7=+^mV_J7Y7B^g|jW783+HX6=3_J4(KYM0X6BrcKdg`HTCBF~XM^IWA*|fNJugwt>lvB2ar{$OB zK?m-s-r6LI_GONGPlMocnIGtFZMV+KR6Z%0LVwu`B0 zev6fdQn0s8^n4bsdU(7cYbz5d-)TvxVi@(r+)T38XJOs{BUBnyWDuOggNJsehy?^X}a;aB~;&Ht}bVHiG6!HgN&`%QK-OF{IhP}AUd?@8%wM~LuWBefXA0PgX;HxOw2A! z8|n>j=mZbDMX?l54~j^rxdBGGYRw(`cSWCP5R7s$p=MRnaq~3 zSz)Ga&}Vzhn-IM_`A5w4q*4)e z$JYysL<$r~0hWT%PGyp$x2uukhVzG7T71u|dhZc6iO#<#-ifguJ?--8%os72O|I$n zx+%?IZs_q{2D!O%!2{CTY9w7i6Qe4kBXvl>Q2z3 z2NdKZ!KSPYMHi-EzqNdAWRvnN`%O=c|EWv@PSGIJOm5E|>QfeR$SCW=j1B*4G z$??ERRk7c*9b;m~nZ}9{98%FQ+hK|UmO6@MRLA?_@~o|kB}3jn%FrbKlx2OTg2r`} z>UoTo5qU!&{dk|wZVH{Y9&$HJ3IH&EAg2vzzze|#VkcCN^W*SOg`+{s55(mdxR<7n z5+_pFyvKxEFG0tdPwm>~SVa2njGbJNnKDAWUjhR}`%Dmj;Zx_|j{7v60Z z9H7+}frjBy7~vLwbKSp~r@65;!@h3i?4xJWZY>F#=5eoarJ>_}1m8z2U6!JHOM<^= zR<;*T!nBglV|5;_%g_(_bWb6wc4UPma9Acq0UAn_)uwISV+<*Fl{|7X7;6TA&^;Md zL)tJYBMwv2XQ%Z)GH6>zMiwnRWU(m(LaUmZ>YwXMWAb0#EhE_~H-@Y|XFRCd-6cfo zDCubKmuA-vC`L{$>zJ9vLwEg-?Ta?onJQ$m=zbAjz~Ob+o+AJtfn*-@9fC!gErCeP z#fHQMVPI{muQS|2fC*EWNHT>A&x`0CeEjIijPh#6Vn_bZ9a6#;u4b|}*!KMTu&8o1 zVMxEE-6w&2xr`OzcS7b;rqACPtxbC}!m-0Ezq-`0B`)a+c9O2bURb#-DyZl%9hiD# zFrK1%Zp?#GEFOKE75kbZjCvRx0T6;cDX4T{o<~5no1J)DL9;` zjI6^zJ|@<+`6@-lG!$sS1dAJHepuou*1~#SZPmAYy3SK+6At{W`~W_Qh0wQQF8*2Q zaGf9GAq3SP3+415)<+kLDz#NytB3~re|YsOhu?cFOyo1P>i&*W?LD{|i;m}m8e~}< zYLiHo^H<5K4q0+YIpb^9<=Qne&l?$%6cdzrU)9~Tq4}sYCEqHM?_ll7L}{TcYCVj* zuxUJA-23W2@z)ha#1qGtNbi%U&ed=C-1Ew(6jYbdyh+jFYoZBmftO+c;=AF-^Kg9|$ALW|n*#7^~YB5d>j?cu!Ub zbt-1ki|Bcx#)PX&&_mI3CEsU5_ce{-J&WRE@=) zb{QCRPCHH1$E$Eq>WX$cV&1<|6+A~QD%t^kMFD0li*o}DcNhtyaBfU z*sZC`GgeU7*{8TlzlnZS4fcBb6$0dyRztNRg7T#4p+>45nSW#om0=r4eRnzI-dpW{3(`tDvQVdfQA4IrVgvS|`De=g~OrG{F$otQu8|MTFD7b21ID zGL$%&0qWR{qWB->BAd;DCM(~lXD1A*5y}y4DWIn2i0R@Ch>lB-XN#3@*?cX{%=AJU z?e}6};(2FmRPoBM0>)a5w~q5)gQ2)kB6_>Jo2t(p5q^`Sy3pTke{rEEt^`0Wvw4eHi~A9sK?4IAG3Yl!0jxc9~ahc z2Pm-p$fp@GUsXPK4?diAMLyo!uQP7O|50d^nI6tMI>Xi4()2R>*Pk9kL1Qs9zjft! zKH%ZZyoWCSXX>@U44ve2v@%yHdv)E+>dH=7PK-70(eWPnl&Jv0_hL)6nc8eC-qJWa z?QzT-CLU<>_L{JTh1e4WmJg3uw}Jb=u+1=xB%H`ArJ`(!b(J81?THJmKR%>;YdHEBi@V`f)|9f=e^I-5Gl?g2d>(nJW zCZQjq0OwmuTC}=Fq`_-8C`Y!vlX5}u9+8Xq{~mQ6N11Af^hN}4oB9qdK6tT(op$=@ zgiiRsr{Mhe!cQ-!Nl8yvYXAM|5C8oU9aJ0GY6W}_4|^p^L8-7JRvGYo#EG8;_3kRx z*Gq3=Tn33U+otNCt;J~mv@IVxMmE+L?qfi~mX;q03U^Tlj@xK2Uao}WI!s&(HP1Yi z#j7Q|W1CslvE;KNxZGRZ$eg*FhUIkCJ7&VI0Jf2?D$RN^geyP&XYpQQeH}SndC=WW z^3$<~Bm`PrIc1rNYo(*OuDq?Te8}qRk5vatytayTX9->T_NS`c!iM1h_nq|X9sH=C z#W0YvYf)%cN6o6=PrMflyiIJZFI9GLY3Nrt9KW0iyAxcTTr1tdNp3ilMaT!grQgLA zcF1b!-G$6_73lWk_cgXfT1AzY<>rr7s-9;)EUN|PKX+c1u>~Hp6VuCE)mq}~V!|`S zUJNi6jE)7KJD3(RO%O8i>nr9bga`X8ZwbwDM9yrVz^^tGeQ|GY^pD~d^%c5*Re-I* zDS34WUa53To)jO^^Y=4~!Gsf+iR%jSm6N*Gmg3Bf8*(dbjdJe>bQrfO6Cvyp|y4urNoV&*CVcSFfh|{ER zxKE}vENC8~)L*z93%zf-*ZaPD2a{9AmL{B7Vb->p*WD7^+17>*s&J}D>szb91%9!p^l7WJB zM$BnNg+d|F;rpsFR`)Fjqj6)FqKAqi>n}I|ScFkZi$BvWtms=uKLB^kFuIDy(vHD* zVVZwK-6KXe`IUJ@B7agR?eQ#y%>AwdCXWZ);Qo1a>pe2t*W2XAt)RIMg6^si&8HA> zqO=FM^M0tUf>J8Mf6WGXknxgXb)lcnI1b`)A*`?7SKi9twel`XD-3^4 zjs9x%hP1`tMmtOsHWBDln)D?pLqEKVVKD}q0b2KXXw#x&4~WqufUTRcOu09$_T!Mj zieD^wX>IUb(Mo8_=RkDhKgq1ASI`Y~qduU}I*N?Qr*&zryb4B^YbGVLmD^Zc?QY6~ zTB&g9NCWvv;ru_WB6Lk!h8htLi5 zz%A7Q9^A zjS1MKandc8V`j}{i5dfR^89{PaARxa&+#Ox5>oo02} zQ_P~8&$A@a2$%F#=g;(L1|FafWTQE^68L>^26I_6lBL$gz;5_yFyljk1$F}1eUz;a z;iMX^@3)rtPX$jM&302JA2*c49@nn`L5x5)NDbTe{Ip)Pr^=)Z&(*+nGdD61PV^=# zy%y*EA$o=<{mGKm5w|Hv?JgtkR;H6e3WPf=d#59TXLlLv*lgD1?1?Ln)-8%Quf#2U zRa;uqSV_1q^S>Cb`?xC5h!z?t+SpyKwom*BC-HCe%Umd?MDJU2enrw|cQh}CRN2zH zvW%dT2A!c_Jtc7WMBJI!cVCOxLUy3lZIoJ)hTpFg@<@c|jc~?s9ttfi1y2Zs(mC<# z?@t5zEBfxnF+4|-D=?;2hn^SuOR(W~*XWTJJkJXI<}62I$oYC??)~VpqRn**N9$CR z8{4ITMNuJT7=bg}2chO$ppHE0-zTrqpHhz*T72s8$RPP+zCr-YrNOk(83ngLn4bKQ zK}U4%Z;%aDCV~*k`UZmI&q*oDKEqxvf@OM=CnHIM_=I*2+uC3AL{~mimMVNUP7^ux z>wES`u6S;54+GO7f)RYN_LK!TSKGhjWz3XU2O@k-*YSI)p`^Ewma9qYD@~3Qu?0-6 z&Li$dOqfU``akV3L(yvhja}4^swwO6EC48}U(PpzkFzb-05jRKCyZvvP0!A5Y#ETk z3$8}D9;t+WGd_o~o1LqkZ6Irwge&>SA`hm0ixWHjj#3|A+A97=o?Ju_I5 zKv>&gYI($5aVQWU27?9-=7XV#X14Rp2)^XsA69?^_Hw2|R9*$NJyD#_7CmI>pwwvD z?@LqWgt#^Fz-jeCz6rAx-ZIKIhkHBKb~lWAH&Q%;G$0S)&)5>P)8|U|Ue%s0;Ty}v zj~cX_haV+aw6?^7fdpxuye*0i5MmSYJVbcZbIgxzV`4)i^XzmgIK4gGj)sc&*E9I_ zxh(Opm5pFHSfd20A+_^%xpv=y-Jmf~iz5Z@rqhD@;3AP5n~MMVT(iql#D=IxX#>ez z!NdlXFx*)z#%>6meZTdWX>}$W<6^7Y!%SFY^BY z*+We=R$HQNNH|h_`vqHTg~0?LR$c!P{>9i#|7F^X_v|Bgpmu>xmDG@m#r=_eIc`Z8z#kx7APoeR8{!sp zdilGvo6aR3#2xV4rVJ2tfoEjsF#e`8hVa}5JqAuGej>Wm6%tA{x$nP7t(ooPU}<-l ztCX}ZNiO37huF|%W7U*+Ru42$|h534fDT-L^M~ba6BvYmlGRG-Mg{^ulZ5G$LY+W9*s$Y^V9{L{GL2{*SL&f_5Nj3 zQYriE>R-W&hG@$33iSDdVkK}2ap)tiI}lBA@UVU&>wr8Fum*Zjf4{n4YjxIEr8*KN zeJt`LqNdgJgf)@QA3FRn4sumV1uFr4DjJ|p0TxL#(3h9+^iJuccvWDDM+MTAfK@U| zlkOICB3l|QcyC`YnPA!;dK*2zN)HLaTVUeRqeE$k;)o?VS;}guy#uG($jRwq)5El_ zN-={7>b8C$bOL1Wd)?H^M5mx$2EDcKQeZ(-zE#s0%o2IeQ3%`u()zSPWowqqaaeK3W(wk~WgMVUY*l>zkYt#^x$#eYm?RahdOS5UWE|d@}o-hEXq!Lh0&A%nx0^W5^+9*bZ)tL2^A)UBO@M}RG&fSF^L?=>o>38R`yzW9`)jNwWFRjV^< z3IFjkJRW=rH7{qqhuvRhi2X|XS+AB9uKMo}xVqiny2JdtcoQo#(w)x|3&yHGYU*T$ z&I3yeRj-F9U|JijXDk^68BP zmd_ePRRjwSTS1Krl!vOu^7d+y{2F(iWML0v3m0zrr|9bE)qCACmdUqJ#(ew@!S3|n z4Z&Sbr^`R51}N!41Ujk>rDvtxlqO!u>%s{Z|0QN01DJWvBUWF8oi1Ip6Qi1rQ9VekFGMZ9x}=1i-BZaW7jXvZR? zK@FT+7aj}&0P2zpq5Ic0?BfaS*>HW>f}hm%iQ!|>28<-ecT}qsH(#{QW98}jiBxTl z-z@~C=n%S2);qqg4USDT<9U`}SpvRd*rU^N^WxJdqRlAN_o8E7Rcta=>87h+z|~W? zwr`^Wn#{bCQGf-fiLS0WfDsbCKvShpK;Opetf4<-unjk;b@;>s6d%XyJAzzlC-$8N zF2{1Gl|7ph@k)WP1= z!*31Xpil7PM_~%@EVJ}iuXsebeH{S|RU(g@Qml%*?a|{MY%430nT&Y{kJ?Al3}^tNo*lg=6L zTBI5*vq-te*-W$VkW(xjxj#&7w7L2E4wdb6&Opjqg8r~$DKL1ENlv#>#dsc55@qFO zBwCr*QUS@#q{BW;DXR7;5g4Cv&cSfVKFn-TNwh*c~bq=OO>(vu9UlOX4qNfL71W9II*DUOJzCW@Ug035R<~tP@ zc*xs8$JhbhH;9;bwy9Cpe$Q|(V9gbF8o9_QmdB2udp9__F_9AG-*!u6`KUA=n}7*I z*9z9E!gjO^wgmh66&zke2d7PXw9s8ai}aVXnCcelygwfTtY?T-q>HXLS%4#fDkZ;V}ol6QRhR{8lEQhV8F|X#rtG|?@Hm}Pi^aDkpoKHYV2dP^2ljmp+(C1;Y=1(n3M>@66TTjcrUC=bzo7W+IfVLuL8o^KY3hZUA*S1n@eoYYj1F zf_x^90qNo!N{dmUZM=1vD@tIFgIcFHL9+Vp0J;MK>9#o2S_w8vBRb%6gt`);oi9gOg$Af1Jpn zt+jrdq6d*>#~7ak=JWAF610j@o`-G=)#|Jdv zzg=Y|(|wEIaW$rE;hZk7&Lo!!mdMgh`-5EGfkKCa6+O!83%tS1g9sCxL2#a?bJGg! zNX8)J42)SiGChnPPWLLbZRmi&4pbvuI+=!yuflc_br=B5l@9nAN!0YA&L<;N-Oqvz zJl8u9jJi{i@AaFMxg$DqE33z-J=Dm~6|2#?O@By<|D5vD=0Q=>M~^hIiFg2bNuk?= z#)GO#F46Cy#sneA($n$U&ogpJ^S&S_h)?r;h7D(ExO6Uy6N5#AWrmJ>gKB8mly;PX z^T`%US^9KVH6N7@g(GSimP(?0V*z1>CC;2b1#Ol+9~gW_-Ig3_O>6ExXoh}*X?&>8 zl{s__(ewVki2U3`1l&RV(!|!Cl7U7PGz0$adgizozw8{n?062AC}M>t8=cJLB^JNn zL>G9S^hqwVJtQ(c#%Id)H!2&WnNXTD_mxcFr3@N66n|N~XreY3*)gj0V?Dh?x0N%G zRav!3j#7%RDN>6g|NbAueC`-nNl2i>xv$YL_iO>qLM3kTp;|%(%Z^_RNp$d-j42VO zKY`awKdkFzYxbuSpj6JW`!756eUOwW4_TdzM!^*5E8_jB8w`5%*;E0q%&e?*9`{vo zp^W!rwLysmkIUCJ(;-?b;HDXqfxW++qkH-u-VE^aQ+(RLheQO$WeJop8hPUh%tzGlkO7AlUbji?^HrG z$Z<-XyW0K&up6?yJF*luDMEIcm82S9bPcpu>0nkuXbt!Y!%q^B2!l;`(!Uy6BTvTj zQ6X$7Yukk3KWdW$4VPua)H(3;^g$C#!gilYF%>%e<5aD)C#>HD`zY=YZ;!mshJn2& zsdfxDC+~XTvX#e!!DbE%&wx1@HY}v4RAZ;)Nd)`tRf_Z`NstaohtL(3A_$5N5Tpu%(n6Qe1q?_Rklvfpu}~B&cM?43m~-Cup4{j6 z*S*i>d4QBXduGpkX3bjPH9N8GD7|Z@9#*EKax7Zc$SujN8X6Nj@AkP;Au?c@-tJYl zm#wH-f9dyzZ?eL9wfzjWtYAyvJvsd3^4S;itCu!UR0tcrEm~yU&sOFtf*VOyK7xOr zblrSy>Qbuh7SElQL{6Pg*0)@qynO@xCQ_LUKI$_8hZ7n*>@}X-beHFde%T>y#QHhw z`v_?reTW##MG+e(-H?gDx*40lc*|L~3j{?6r-EvpM4-UAjxBawzdwaAs1=%jG8|^bU zRd@maTKQZ~ON4a$Pl>A3k50FQOWGyP_cssuT&II)nTF)Lkrae#qzN z;K(bLOtjt8_aoOh4*^x9L2YtMWiQMo@tZ0!VMv`hfqPresY&#kH46~SLC0(f) zZgsNGJUjnsCdpmr>G)aHLo^yX`FU!OR;k4aD`l3ZM=o^ByMO3_1c!JgU(>zsX5Ygr z+lxM!o1pGPj&UknracU{%svV{ZY#&F>ScSoi_tK~Qp$BdE?*c(IG4aikza2s+{^@0 zA}?*VWfv;wUi`6cCyj}`NPu|uYC5EVr3)qfPRRfb^d9?7Wc|hL_Va5rp59uy5g=L; zfBW9AGtjMJ?Rq4>{!<_Cq2F1~4Z+$oE45eSek$E(ulXn}9D*{2YwNQNtT*# zDo$Agd&y6Fe^mP*zx@>GTJkG>8WnuB?lZi@hrcW(eM$NCrUg2FX=AHjfG6R@$VtVc zqK~0AajkD_s)YwNruX6AH^h61DLU^1>9s+5L z2RjW;{yMT1KPX}eGiX#p!Kj{gaUa6C9I_?!+Jm_TY62Y|MzhT|9Lp)Cr0O_ zk#}kNml3P#Y)K8K3iF#aiFZO5UPd#ZK%AHcwVqLY)PNOR>6M5^%ZhK`F>ueqW4H(^ zj;F8NjN&qMruS9ERN$|FwC}Q3v5R+L2#TBH9h393A9<7&d8Bhl=H=Ix`S-e8ceQBm zMnpE1EopOtI}VNk#R}}{Z+?IF)D^-eg1~lsd{-D`^X(Ii=Dvv!-zUB7*j>^i%A1{M z4FcF#FZj2k8HaOyV7^eAqUp*s_oEK0LOQ1H;ijD{-zAS(t>NR#G;DUV5BQ1|zTJJ&V&$dq=7^aN#>gAt_{De4 z11z$}v22J^EGmJNIYD#=RwowN2p% z%Lu*0xA>vr^@lwRacI4mS8Ox^-_?QNy5CZkx(Q0lcHg=Z~wKsy@W_;UApb{Xv&a`EmndKi+M(7SH^wY`uXep|bFIwo=vvB#%`(WSCq=ixQDbB+j>W~c&d@_Q>QZR-yiVHTNT2|Vb>Sl&a(xSq}%5{ z?~~prJ?!WAa&H(|o`){>K!i}`!T!toMG85W9AYE8Tyfm=p5n-XnzMH`6!!awBTJm` zk75V>5n~m)0gOwo0s3Y<_Xh3O)DFwh$>tq!{y4nFwK%*u&^ba=a+%io`kmybHSHP) z=Jy@uiJ28{z0d06^!Zd-{Ln3zWmRqvtQxro>_0~sE#IC>wOo(6rsz%!5``WhnFXRA z4!x0xy@QXNv~c-2J8ErWesSb9DZj{46{%-pa>*!f{4+nuVD6unB)(jB==(TAdTYLn z^b*4hyy3`-N~elF>*IgsFEvSd$ktSFdSXS2{#>9Sg!t&ZL~w*AL6B6`Ru{~A;v<1- z2H?(vK}f?ATGl=u2mwot~eub2CJn z_K6#zXCtaj-RbG*+|GXf{CO!N;QLqi->1$?-y1=%R4fWXA5`6!pFTBJd;QyI+uKvB zh9i6T9h4DS$-I#8VrNKs8$c^W)d-=t{lNA--leFBMHP2OUODC8t!FC%A6-e@(DGc= z#SSDE)^V6h@1=pKtVmhe_}^o_8%qc^5GI5=*5M~G1rj1I$^^Dn!u4+py*cKrn{!?1 z8t$9R!)m{;PPs}5a#%|kGSU_~Rlla}uJX&jY${@wJ$|HW%4NJJY3HOKa2XMZSdIZJ zNBH;#HNorN)cg1ED@0dTMk`~cT2>f;6BlKvhaTKKCk&}-#kgC#FsB0)^+t-pJundg zUq4PREjj(>`8oK&^-1dj82IaCh`tvQureZh7}xV$=flj*TtvXfiE|it0|SGYDIBUS z>ff(xK7#&G4;x1^4Jx?UubH^D1Es6W9}zHFPknnzPGsfhkL}H+!CY6Im1 zd4Er_Y9T`C1+WcO4-H1*heAHR++u#MZz1gIU{s(hR)3 zQe6PU$5&2i=#7l!;jPM%S@ty}xVOI~PI!Jm}(JnY2L!y=bK$ zflXzJH^OmnLQ5DYuQ&Pq+m|%_bL}Mkh(&x@zDV|s9?NDz#vEzpU)&I7;Gq0s}a})mM%m%jyLqHxI;PK`dlv%!d1I)p5R{W&u{tw|J}dl(Np!A z6NZwakJIp=$u*2o<@iZf6Iu6@pk;SizJ)%ipOJy&p7vsrOX7QQG9On`{lh^gc=*M^F= zmGEhFJV+NU9i7L;$6|*^zX%X**!|%fnVBb`Lf>t{Y)+7Njxg0e2a>^Hqyl-g-BrE= zLbEIIBKLDxO~!xJ;qcinf`o8_ye7tpd8o33`3!L-B_$I!&BBgHNp{j%FO$lV zeWp!bydblQ3EDJ1eadX(+KuTfCR}!8z_2im;BgFs^aLz=HP{d?66aQ>EzhMyj>M$K z#zyd6TEO6bx;4HU<}kngMExiPP2ZT&_rx!klU>_=^l`#`U;qzsfaUIO3a(p38H zKyj{2PuZtYy!-SMgrns8tF}EU!YLB-OjF&TD`)y?sRceGK1)F=JV^UjX8I-|0u{J9 z?(`AW!KgR)!tbB&>SglX`1)!3qYx+SX_1jW@Y!+e9&{h2^hUxfH~rNO@fcPUrrKW3 z=?Wp7=BT84Q*Wfm3pV>L8Ya+VLx89bJu9oJ&$F%5;Ad)zUBbM|qAuv$mk*r@NC`PP z|Ba^uvKXgKi6X`Mnhz7gA;r?rLdg-dw>wPHK zCsm&sdGc$2ZoPSMOwECT@sk;&#|~4 zGiLBKLC=P@aJteHdiR!BOzqJ_KOQ}@b{3ZbhS~*>MYFvj(3*jnGgRvM=;1@-JhPbl z_Y15D5w@+dlcymUi)<$ALkkNF(<=4!^gQ3U)p4aD9Q(k3uJcnbH5cNnICeq5Sda0P|tmOsY#kh`J;TUH{l1>!Ub*w5BXITfG-BhO8!`ZtG`p zko#p1rp%;efZ>{p$njufV30_VaB(8atKqv7*B1CtifMuCsf4}#4lh_HNq_&8J zh+d=;2NoJ11!*T2F4DzD;5U?s2J}fyUz@qM zz{pCqh-RIhdko6^@woR{ckxOE{PStE4H?g7qk?xvucW9>YEpX~I&_HO0d)qWN}DMO ziFKs?5HUA|F$wi%n0wZzSlkPxawU3C+;GBjI9uZjudf{3yY z+o6A+{`F7R;7P0#KvI6V6T&bXJI3j9- z6CxM|BnlHsXGBaFL}Vax4e<}}pye^=1ZRiDeO5-wudK&gE1Q(#1WOzrn3HT?LY)EUB~u!HFjzE$-XD$LO651ryoRd z**ta2q*b=~8l4CZ zZ6*P<+yr6Ma3EYZYBQdB4Jni4`pS^28l$Tln4|Az6cLnhUlGrQ6V$9Lnh&;C83~Wb zVSkb}vF!XD@2^7LRAI@yNg5_94Q~Ncv#aNqcMGJcv_3vV;zg8oym6YsG{-^pQp># zS^-9SDONP*^_m+l95?C}v$D{bqnS?#B%OaK6eEJ2)#W>CW(7q(K*@s|>Xt~o#73$-U$r-DRZW5yokfm-)!^<1E_aeKd%b0;%q26S4>YG2qOiKk^B32ZoI5&wF ztccqd>c0zR?q?fi6YF-=yVSIgR2BB9SqP*gX#efFJi6g}l;Mo=j4|U_y9ZUb`{#oEWn&+ zWS7&LN9xhzzxr5eOP@^)8L)~8pg~T;Uikce6V`ssSjE?Acy_{ap&mLw4rfcah(}Xz zr@!A%4wB-$ka?Xx&3FF((p7AXcW^m}6DtZM8FY_tH&-7In2n!~4wIj2{E? zvbV}0fuh3rE0yNzdTz9n6=G7JdgxZOVz*gVe?``QjQjFU^mYVXp10rJqz-yN$9_gG zQ}o3%v>Ne}9zMwl^YrQ}#p7_5BCm1+@?C04lL>j70F4e1;$hA!jmt|P(eT*QrnV4V z{xwgduJoDEK(QOI65d~&`mr)vunf%K^|J({#g6(}5z{n0^WO4U6?@{mtq2y? z^z|RERNOuR%!8*Hu2AgsC(=bdaC4`{$YR-;WtsK5+KsQAnDfX9Dr<4IR2B)$F{vxv z&a*uQ*W8b^0;?YQD;qkj=f3R4wltimPMWnfD-4I|L%bOOQ`=YoDsn@QL{(GH*1N^XNPgG!M@KYNhh9BIXB& zy38sEHOzw2M;7W(G7m>x*ICi>Ds@Fk@lBz2<|0#OEbgwC2&Mf-ZnQII>`C)C(ds7Q z4&~VotpzWBJ&7-U=$q<~ig=42l$&s=27Rtj|yx9T7_$H`8}p&S|T9M@RoS zJjcF7F4kbqn~)d5`ldH$+J9tkee#3FIGn{GgJKyv=5fx#?1DP|q%ybyjL-V6{D`g%&HmKL@1=(0vR#gvOK-

*9Md<{Zk#9F13x6zOq=~P&+L-jC)6fu=)o|z z0FR@%$f>c2vqTG&(`iVWwfW}^(sDeoycm;yjOBCH?8bwnen17|4p&47Dd?FkI=mG5 z(08<~sHlyls&_GX{u?cOZ8e*~2wx6<%#&@1?TuF<+Q{OZw|ucF&RnYv>RR_OJ*N`a z4K7{7KW1}bi4@qBBL)acvbT#^AFvYv6qhZFil_B=m#iF*aL8gEaSI&AF|8~=3>Wn^ z9C5peew@UAx)I!?{aQ?&zG5!>9d%5)D9*7T!!~MU;FWcVm^Sqma!cno;tH{t{_0*SLN3-G3A)Dmeq zOe-oc;fG^dyrVhoml*l@VVVq7BsVr%`kJZs=(u;VtFR-Bm$ z%clJOz>O%p6_-9Mm-)UT66b-bTmhdh`q(`32Wd)-=r6IPeOLA|i|i9A_IiwZJcFtn zzol6RY~Gyd{<06s?xEr3bikBC5|ToP8IGdGOmxgX9<5;SH*zPQ>Y0gOe&}A3VN1H3 z?llKibM}l<5j#gHO2Q-O@LXn1?5*fVBs zA&cH$*Q6lCd&kT;a#(N_kyf;$lNfQVKv$@-ilg{$)VcV)`kbRhEX zTw2Ne`TAU0EbGX|Ew=zCRxk>@NHl+c&5G8&*$Na+5Mgo~ z#Ii=pCK-?cB7md5>yr7n8acHcM@cY>CQUQ~2RRBSP8i3F2ATFJ=IT&_Wg_4D(#OHd z8~xdjc5>q^A+LzqW0|WwDuXS0Hd_eC(RzTRqcjqiTyftqZK}e*2q#zp{G)nYO%zOv zWNIJbO~VK}ST8;8oaaLeP!z_+3png227=4Rei*B`i|bveWE#pS%vRgV0}FS+Zs?}z zN-0y6I(<~yBFnqdN*v#4uXUB2ET4=z@qFEZRSvf>+G5&{v;#x!eJn4%qKDm@X*V!! zhrhUD=t4=YY|SeY##yW4H1%W%JD|lEDZFjT)a!TEN++cVMMMa&-&xby}%SOx#*ZXWV*E(xed~Qdz!*y9kY(V z=j$*^%jst?#^W@x{VdbH!PO-2Mk6tLVh61O!-Hntp1K~3d{uW%k7#Y80tWi{>PtDT zjqbJS>xPKlU$iRU>T&~v8s@pojA=^6rLPPK&gwO9r3MwOk!7J9ZqcQRy{bfzG$A3!5=%ln&D4rZ zIjHDQmc@Rjx<+5@7ML@QZ&{M2o21)Vuw1!0a`3f>_#}EW9A~{JSjC6lY339&PL`R} zr@Ny9t@=4D`-U1`G9N43m~gI~Dq}Wab$JZxhujbN61#}sC7uS{bT5YGiu3uEyLN`+ z*yJ;Up2M1DB_Kr#rq#RcI|HM_4z8^RS*LFD=#0gd1eyZf3&(K zpgK;HWbDQ3G1}1$Aw6aRZGBx%;*Kq1@w8Vw_hGt+X3Hjv+yZLGiNVjc(fG*O1z_eT z(ekc!df0|?oQltK7e>YMIAo_4;>{}_Dtb!!cncev$omL&|s2~>AL*>)uP7qE zR^;3ey@bqyi_G-8!;Z5n9~N$GUC6Iy&~4NrFJ8w|wd@!u>RW==><-eD=?6B=9V5{N z9H!NUo%{pb9h(r|Wu|sJLa1!g>4Hh+*g{zlN9#IE$AOa-w%i-|3KeVv!I!tUtor7q zolCo0iNpIw5yCZwjnBUoY>{8?)BO0de>;zS24G7XAb07Dt+KiO^$$XJ8NUOZ()?1HqXJx{h{;&{#bFf@&g=Ir92iAs*D#=2czWAnfw^# zdw2J%g-mg&!m#99eL09$^dJ}KAW9k+j zsd^O>(DD;4Rp#94&&xzfgRA}2laM*Wo}KqG z6}7RC7lR8}FZ#fw{k3}0#TF$uLOcefzYeYFvv#CbIpnDfWDAv9z9>;~Uw=MwuXa{= zdwPs|2jTt+l?b#=^Jjc|f{~s}wH{ZaS9NRlcI(k(2U1PL`&V6hpfMiNg(6RuFX(ce zxm<3bWpq8VbsuT4*K9=UZ8)$4cX_LGBFu)f42PyFAYoDQ|u*LGDBy^Qk`6Uc( zeX;x!>duz-wu-<1EB*ejj-iuK@x`hcU@ft>{BT(*P`f_enKN_}ii)nj{3uEA90rwy z@k_}{L&33X97I0@CuPFPzHehF14P+Zy8+SSIESa|1}4$%1~hH66(?twB4 ze~D;g5YX93NAtV_a#7K;0dwU_30#3p>Xhocr2+C{y8YJf0W)Ch;!E1 z%dRe99QY-S^wsHzfB1zQuvj-wISC0H*UJ!B4|@ryBm@eVgh@*%!AwnH(!#{P`NugC z#IF6vK<}LMf)Z$gu08+n##~TRSLT-_D+8sd43w-4jG{6yvNCXr%D~CW5YhSX*CRz% zhKSLBFM}W}LmapNUPhX%%%79$@B11_R_0G){=SS1S(*RjO8AWaz#P%<8*DdPc{>OUsA zG-W_Q$%sHwMg)wE2qa}hz{rR|Qbq)fj0hxUM8L?1KvG5ojEo2*WkkTph(J#*9g5-Su_my3Wj0ln^NQqX%7~Eq zlL)vZWkewUBmyo;84-v-i2x2QMIIR9Pa@!wlo5gWlL)vZWi|rwClPQ-%4`JUPa@!w zl-UTxpG3eVDYFrXKZ$@#Qf4C%e-Z(gq>Kmz84*y*h>#{D0)$2sxz}VwfDnqJLS#gM zP>Z5MWJEwIBSM;t2q%z$qg_hKvX}Wkkr35do)+2pKXW;FJ*|Lq-IgG9qNi zh=5Z@gbW!GaLR~~AtM4#84)sML`YFage(~mQj`%POGbngWkkr55g|nx5wc`NNKrE%a>$qP^w>&37Bw71xzvp6HcjuNhV>!DU~qEG)y?9 z8YY>D38z%VBvUcrl&Y9yGA5i-8Iw%Mgj1+vLdk?oIE6wcluXHlQ>bJ@$)rp;g;FMz zOv{8*sAWRQ#7sDaVkVSK&4g2^WbWy z?Af1oo8DSrba8Yr-kiHKAm}CY(ZH z6H2CR!v8|q)KSy`=}H}|EBvJJ|IgIrzcL_jGIi71k{=2(%NO`1v_aO|(&^8!B~vuP zfeEh{T>0#?)?MEk}&X4u*A|g?v~V(S8q1}W(OmQr7S2i?7E*Z#e!1&fznsafOq zD&F5!%07oUo4?Ax>;M1!{~q{%y$4d8ch~v7$^MIN9y|M2{vo&jja~Rp|NZ~KF8rq( zuj=aZ=XM-o_$CQvwxy>n@g07NbEF?p(u3l5Ns-b9|K2X5y(Mqgf5svItzAkx?Nai%?Ck040=6-Ut79#lE?fT}G>sSv z{(IAifgX9&{xjIwX&Uh_aU47@yJ1~DKyMRi0ZZHeemwuV84K*#A)bK<0SuUZb!9_W zHFf0+mTvzVY0}FEex6ucXLT1lS5O6!DNuz8akmu;0pua1B-m=j5A<=AG?3bma3t}W zEI$fK66cBf3<42@j5sSaX7$%q_;tAhmrvf4H8B? z7(^*3q%83f@Geo(q%4LczcfjGC6$pSRtQ#96oPmZ6o}d=1Sv?_shZRrpvq_7wxoW=!6scMvg+FGw_esLfrCdpx9uAb z^=;d^HmZcUdM_}Rg!eemX!g(B1+b{e-8-Rc#$a9RJLPkI{yjgoE^OQDY3o>GrbQ*& z(eEE}`w3$N16eIK|AY0l-u$PY6#H(yV2olc^ZS`bAFuKzRp|BElaJ?16MkViSOmhV zm-g8odAuDN`EA{|w)41DanO@M?m0Oh`N57v;Q@_JR;x-+9p?L7Ka17QEcq@doN8TZ zDc9u6u@YpvX{Ae}5m!Q!q4nT7OZ1H^nFAk2ZeGb$4)W%2k4{bAwjR2nE3ec+#RePD zpKB9kI_){5^|V;Ix@1o&zfg__Q*`f(`{ynu1*hh!#xk^UV-ud5KMK;#R|&o2B|>Y< z93VoCqCy?-(xa}Aen=BS$ITkha&``*X`VHnq zFGF&$UwZb^+=%M$43KYVT3$msjt+jz`&^y-7{=|N_~mrFBCo?K_zb`Wy58KQlwbsrWB51e8K)qA}SqLm=gggpnpXah{XX=cGAEI)Y?| zz#k+@t|CoC5ER1T#3@9yMN(k;AV@(Nf;eYM#t2BB(xh2KGDb4QiipMtL5e1k!1f?W zE;y+YlC2||Ba+%gssKT<3}8N@WQpbkN;Ct~#Muru%M#5MNzNygCQWJ(rGfWBS_Ogp zm$@QkSxCo76X)-axdI0w{$Fj7rKlO+Q-ARv%CPl*>G zOL_=Q78G1Hu|^n>MNvB{6sazfy(F2foluPQBIyJ>W((LdB!bu=1O^W! z1JbB)(ryr7%s}}a`GjcLki=g)1SvPWV-I&M9Ad}V5iOiF(e46qhYp1#4)I?ZyFWv( z-^LD{k`iMV-HIC`8aogi>2RpM?l^Efg!LhR;hajwwHx<2xwDSz?WZ5B>A3p-aMt-7 zHNNjt#^K(^gu>Gsqq)WknNMX0FJdZcl9sOdYTY%m4_Mwh%hT)KzN8+QfRd*XeSFn_ z%s$}M#$$m2ml(4j*qlv2|Ln3V-i{5;f~_;9-V0kf{@a+u!zp~zU;D?L6mld7mJJ;x zwC5e=19M!B^Nuh77^qlx39PA1>u<;yT z8{4Ay5#B$)xc@32*Xgi0uZUJ9Yje9<%N8Z=kn!_vsa4f))L{AHv?@|3A+jfW7vH{F z`7RdU{N&bi!}0qy0`eLD+V?!3Jkpmx3EO;NINqcf@XR2aBThmxMXy>h_jAK@T@{&HfZ$y?w8B^mHcpsCd8lH=*V@kN)9%o9!}pH2XgP z*yrEF#r2nF@;|lxzcG_UpN`B-{=GN(KeCjheHH(*l%xqQ4bsrS4?se|x z_lyA3ost=G|H75mk_@4nXF_9p2o^fhqakPG_1~l^NGv*NN5s!LW&U1FJ~E zxxm#!o!$LE3!mRVSL=@5YZtf2uMy$0#H5ds$!u(#c9tLk7kBT8c&&u=T4z4&VS_@iWJ|3dm8+(7weT3A&| z=r_-+OSDh3e#|28M)LLB@D^oo896?ab4Yn67drE6ejh@6rL_p3ustQ63GKaB#ew_2 z3ho1Hd-xpklt!3&&!n@CaHe9+m%WOHt_puS;{O?;k-O!f+klg;ZRrf;l)nnEz}*P; zp8QgD66c5k6_#HXq!52cS6F^=ILJjv7y$R%m>&wZx=AQmy8YH_kib++>;xR=Tp=_xh5iu)f)@?E+}xaOor$gfQ~8woi>*d~-zR_L9#GybAjd;_ zw}1qTI1ISgAfE*1C#}Y0-SY2Yp%mE$sQ+oV{B<1nuL$l>RQ}!^?DP!SVDk@RWMriw zQZiCtqvpT3fkCAp;3cpp2ai35Nhj0c1kRND>E0sXtkQBA^hE z!hwQ?8!#mUfx{$0m;!F}fkS}j19Ao6b{mK+@$COb87aK|L+6wt+vW8?>`t=HU;mIj ziF*I@HTp2dtN! zsY>E*;MJcU?@p5*F4PhoQyjjF*~Fgiskk_zl_356!@19We6xq`A4+RKN|b@SoRDpn zYHgEkkDo3ay+8rvBg_lD(I*b_6I zQgoaB9fioT*RRWGg3{XxU&on-pOJR|mNxVCw!r?c*SJ&6<79oZ-Dd@u=3Y0!9-+}^ z72F0-eT}p07*n`5TdZRhcrm(=w|hQo#s++Q`04jel4F6~yqWHwgin`EmT#?v4I$3{;v*+e> zi%W5rs_>s>`{?|=xi8@*OFt$l$S*Vw2qo9jv3+f!6MdC*JRExL)Elgp#k$iS`Mq}} zW>FUVb{|4v(LQkXwJLh-2#~#AJ0x`COu7u(vGv-M>^(~FZExmEy%_ygog35d8f(4G&B?`O z!7{Y>iPKc4Z{_QOFCtUhskD(ch{{%@G{onEh1o@iFHXtt>0R|YHA+9eZ`pT4!R(tw zhFqjXRr8^*i59{6#Yo0R{ls79=*jEORwtwj?^`u~Y|YIywOOaCG0qo7u+1wMZ@d#S zk_C;|=yAs7A(`epZigDY1dp~|I@NjNx z&VH58&O&{Wagn-7K)U{5p-koLgux$6&<&Y@h-2zxcEqvM&+4)XUITx7Z0U*p(l6W^ZI$C&bQz_voZD zO<#jFfoovb{tf$v`y$O9#VV#J@4S#}Ju#>!O@O3+U`Xz4@DR^sej=5=J~4lENa{Vh z{#tSpO`qRcmXhjREAOd8Hx$BOmS|wiGHQ~CcICo?R+F8NH;*B^BT{{K8&~ZbgWtb_ zKcw>6MTutN?D!cAojoVBuDEl;*;C`GMB9}7xhrp+d6T4R67$^kt|Ke4I$Z1FwR5w@;U84jT=I1|Qg@pz z&MD;Rb1Ft!uw&YXOB|OHa>Vlx${&oE-&{dW{R)iSur9rZ?+fvtoVcewFVI8tqUD%krPW;-j(uC(20utrn7 zDe-cOS-*MTlZ$1xU!F7>4b)R7*@ zwW(VRDg$+C^(GH^t_N%4gJcz&vTKTeC5Tl_%2s{)hLfsJa1Z_UI&EaF*w6HFHwx~1Hj$cB*om!Kxzl!SMvc&0V{2HHP0iUdU>qCw6LhdYtgZ@thQQ$lXS7Rr>_s^z6%Z3=AjWX7*b^y!Y4 zP`-Buk9QtJHEp_LtM4Tx;V#*()MlMdu|4qhd`{={2gkIFy`N4zYI+;nZ&JAG>QlWv z{D9Rd*T6DR-BQi!hr7CBbISG3R4W;*SY}Ci^pLNWnb{c@gODfBym!Uj*C`)y2_>+x zKS)RFYO1nK(u8ia2}4Iy_XiG&SMsoSNn99XT|USjCG;{p`h18%kUWcaZ#c6`_~9B6 zVRo*w$7QqTRP)D}sCL`1ZW_iX_`A-W^2KZI5ejo1z#p(Ks#mo(_{2j%>vAo8kC-z! z{DAY5LBz2K3_+StqN9MMJ zmUmqDG=&fFu=J*hemO4OE;XhV=X$5{xT&?Qu<-jX(>?Mmcfp4noO~fasWD+X6;#Tq zX`^Vl&zg?sxD7HH6RbgfjxD&kpMH?avI=MaeCkv4@hFoT-_z;m&`(0nc*u;U&i!CH z{0l9E>%lNhOuaLBSA8W~@ z;+m}!F<1KfUny?BW=Y4*)cI;fRZc%-kz;L$i(GohoN*4i6_XggN)tt!-Fv||x&co&oAR~hSuz!d08(5^=mE} z&DkY~-u^K$^>Fl)Kb8AU1;PD4T5MoLsjOQ!MbtIU*(fmY+Qldwx`t)a3C*s}ds9^n>Bc~5*&YwvCbVblrqh=^|;Ct}qYZ}JONf6|g^Of4s z6f2bn#|jPg^pq!?3#`_=9x6G68c?qpg-e8TG;mn83mu%7JhFB`qM^Y8Wx5&*6{oK( zaeopNqb2X|0NeF#-`mQri^F(HLfnO0)ko=uy@EY){;iYt!Y9^_Ltk+X81bH}?@Cqs>3w?{%pBOgQ5n7MP6qzqKS3s^k;x}PiORr@3F=u`N{O~?-rQ#@>Ra@Q+$MIh(A}4L zTw9v8<5{*bQ1r8Fj(vozt4azgiQW1s-JWXK8Pp$?Fyz8Jy=9yOgh`Q2*}d^lVG z`Mce_GN|Ib$3K6*ar(w#mWIZ#+(_Q6N1kE4>?^7(BF2eldjyjDUN{KT(~FifkH7Os z7gMipO&u&|zHsH;oG^`SA|W=KYBu_4wRh8{i)FqUS>VI;mj#N$2}^^J?618YNz~NqiofMAw4jo zsf=Mzs4?~3%NK4A>D_m@eq^_>rtr0YR%dmvyx>Kr%hmdvSyU&zwkZW>o!_ke?SPX1 z#JEU=`pFjSYM6d+g|B-P+~XksZlCQUD+a6WeAaF z)7kB^`6E=aE@i^JH^RPaaJYbv(G8444F%stI_B*Sq;s(4oCyC#V;!*T&YlUXk?GpH z-sIq2?~;{5;JYRyCz;$r-1f_8$WYz+=6aMvbr)fmJ6puIt4H1{Cx70m%%ppeHd8WP z((%)56^}m}IwbmT>^;wh<>FKzuGy~RVf{c%SR@5!VMyTN6I6H4vLMpGr} z%^r0yj)_c_HG%|nWP31UwZW4w;GOn{#_F7dXx)@(rdQii1&kBau!=3##-5`aLkt}% z2aYFdiX7~mKsU}LX!+jpU(tlR*`YtSNKjRgCfvXyOX(t6HR?ISdE?m>^ zI?{Jm@lrQ1mo|OF^UPSQ*~F zJ#DR?JQuVty;^V)_Z~RVXtfnfIO`Zt(0;77PmF2yREPLMDt|__{IBlm=70R6 z9}{eG`nGA_(K^%a8>z8_yF0w2S%>Mrh?mQ%zMq1mXAL~h|Lhy&yu5s~&+7Tor#D74 zVbz@aUQ`S;Ki@3T?_;cy1mD23VgEU5Nj+I1WyJIND%UoLSkt8^3EMq~7)SeiH|M6N zp8LE^xppJ4_Ne2JeWtB#hue6v&Fy*5O-xthdL4dQg`SwfuV>r7ioauZzuH2xkKeOu zbK=9TFon&D@9_gA;|jc|j*V~!xO;C93cp}Hm4fXn=leybV)wa}=L*j}zof$~4u9*{ ze$3xjIbWhb_+)`c9+v9@IGCGjejmYj3`lY(Xj(m3gK*V^QMr~4t?}eCHv4(i`=>K<>^wH@DO^k8{ETTUA7MbUJfl87gv(3Ghs zcG0-2ug2@|?D4kHZRWijs=>)InN0sNc0tHnM?QV4Ms7yB zPTC@sx$kyPNb{=qf)Aq)Mn znS5JCHjQb0iXDkjijR9kOKBf*OXDthh5DA-Jca1}T#M(J{>0Il`16tJl8&~Hc{xnh zZ#{dKs&7{FWXYZ-Cc&4Qb;e(fclA1Iy<$4;RMI>}Gxq&s`No@9o}HIcsukW1AF2@U%xztfPcV1*3O<@aT^#f$zYA-t;&XX;@9O`}OhDdKs$gW`Vh4J~48`KMjeTj%9wmpO4`)*07eLJN1?BrXXJEdcuA*+eYzXX`5(sKI=S?X#}DQi0Fc#)*oGUEv$-b$8{s zJP~wY_}yqbZ+0rWu8CPDTq(JoW9U|9=+nd4Q#OkV*VG0+VJ6?SwJq0Dg`Uur%r3lh zm{$D3VWtKprx@0E98LXm0=b3ehW_VPXwI#8OMPQrZR_nLK-()Oz>!0Q`IVIdj6@f5K<~lGUvp1^Z_?~<_nJ^v(u`DEQ zJa&4VkL{;O=R`sg*Bc|fj*BsdD_I|xgxm+{=s(}TXUZi3cN`3l)#gtX=S;8CywQ2s zcrXW&e$bh@`jDJyz{XOkOG?@B*ZYB+Gq}Nh9Ty|iMtDzM_^>CiHUnbTfBhYc11`(u z$a?#Uo^hT$=Y$cST=y7F*6C{nb?%em#;-*Nye?qibW~z)nTKwn2lpvo?c<)+&9ai= zxrS&^)gFc;Z7xjISRXzk(#g+NDzBJ9bH{Xm8z;@>&Y)Z8gHqs^v%uI)oDHm4Ze0QjB$OPH;Bh9 z^(lvW4eGAmm&#sFXC;nf4sA9S6*5v+5iC#cy^o#o3Y#s;v{d+Y zwV*nKhuP{moaeixL5`#z>%(l>^(!ya9_F*Wl;UhT5N+<%W>;GNp#4H73}H?E4za** zE$dd?nASDDPtL|?aOCiHC*1bH+w$&~mGZSa4}5ojOggZF=Mv+FK~(|pxEuWz*5AYN;>q0PZi{KNZw=->#Rfp#A&xZ(-j!(p%( zRC`WCRb#22(}8}AH%tRkqBAID-5dM^9cN@GmY?rlSj*y-|5eykKvlJMYow(^kOq+w z1O(0jj*`;d-3ZblDJdnLQVN2kbV!GkNJ~jKND9&o0&gGRd;fTz?HJE7?zs1U&b`-K zbI&!`Tx;+1eXyCSnW_0vWy*YP_4?f2@CtA2Lnj9gZ(X(34wWzOrczWqs$Gp8u-we3 zwsH6)Q^#8@2W?Fa@v{ zt0#4#m+I9t=jwDGE&OO~MH>euMtCFL*DamH*p zM*vYxYrwJXXr+F-97%GC>>PBoG6i!!rVkgFTZmZh%Ydg$VNra}#f;JVZXR}}?pR>V zJH^{D^f>Exk$}v}R<8sP&)t%wi1BEoaEh{Q2N{p0nO*N|J!R8hdM(m7o9+0}lwUR( z?@Bh?v``R{@N&F(fWy6%>LRmFy(7`9=9gUmfMt*zRBR;g@sfu z#j1eJsLeR~^1TbnlGJ+h1Ap6ou0-M|c@!G%o~Hebr>jYkRqVWt(Y4GdiO)Pq`gay+m;FFRUNT_{a$s0E9 z{$UC>?riE=P?FvBq2<-&Ld`wPs^S?Wot^yeHoje~O;)?63=MVe#)Mw8B3sv2?EXHN z50~WH+mpXcpZ;FFz6v~2*$T5>;y24^+P3X}=paBRZ`xK;P@KJeIlvK89bwcD!N$S$!t-BdhL|LAxYwwLB_ zJFL7ba}yadu7S75-hyLrFe!AVseNo0r|W1VYqqJFOtF!;sfVm^@J&R(tWAWb&v~Z8 zCgf|*Hu9y!0$Rk@%FgD6BkrpkGv^87+{{uVW#H?QFIQ5IrOzq@!-*djRsXp8LS6l; zKX`h9q;P62vYe2U<|(6}+L!2WT$#}mc0x=qDJ9sWGG>S6rI~|F&E|gZnUyUOiV;{< zRBB+ktEZ92q;V~LXsn%{nVaPu@6_9^J`2|E+bRrav?v`moKmG0a&vT$dY4@XnNXc4 zv7I%-r|!$#&{!hM5+bvfn0hGmvFkBu`I2ftd+-+`^}7jbf|}}YEqb8qZ%0*!JMGkK z>f+V|CVihES8c08NgemXQBG-Ks*VfGF=%j$Hjkc|w%1Mv%JDx?kPT`lI(1>Gf$ zKUU!@LD;dQo<;equ<`QMAIO|CuSB+zDqZf8a`#x|zM2;mLP<-gavXVTyPX!`Paa<7 zjz!;uNzih>xja!ScunDSZgED!{vj}28%_r)ri%Rnc6D z6*HCJKb-Mt(|$Mgdut}oWP=>>U~5$XfRp+WQXSXIzo=S1&*Puu&2`o{j(6a@AvZ-E<`Pd&O=nU7GPX ziSpdqthPt3bGE|xK-A7m%bHT2R-H+(*1$l{E1}ddJ&b|uln!ptage9S|6&un*~mdi>cmlNi_1|_CB()^dq07)g1m;X&*EKgg!Paq^}=l z;oD>|scTr0Lc08x-)_3ph3pghX+CGax64n7HhmN;f@AIL{CNUKiW%w3L7kc=c%r|4 z*!wjI&>%Pe-6Tcp<1qV_iouaTan*Q*cJN+)GwumG%Jd9Lws=l5gm=*Vfd#C3z3WAvWTHBa~;ZhL0x$!{s|Nb)o76c(@7tS7rcH&LM_ znDsTP!g?!HpKm>Dt%zk-_qn-zJ8}E5FnU@{+JyhuM30fDh5gPAN+Hpsk8>+o-t3R7aT=crJLHP<0aMPh0dB-Bz z`4L>wSJAn#WQeeaKV{7inC`2t|Ha@|KQiB|NR`L@!t1@cfZH^4Sl4+%GQT3@i#Kk+ z!qTEg;y+n&8vEQA)yw1a93|fiB z4q^@)zU?5U`s_E>y(6`u)VIP(0y<85hZC4fhZ&sC*R$kpE=3pXNG*ZO7)l&8GrKzH zWCV4{Mpvc>M=~22`Uf$4W9&3dON-7WAFzl`#|Y`0TU_Ysjju|!slLUuy&NHOv0Pa3 zT52ZTVM~rqgWa^^JFVUB$-ggt^?jK5u;;Wz${@({0&{6zC`sVe8?XDdNRA7EWsU+K zzx)oH_uMg662H`Kt%QwOXf{hz_|g2pWLBc)KmXpY#!E&ScMM@!y2 z=D&0bRt&X0@E6(Gc1zSh?$^@}p?X_%FOICd-k;>o{SYa4MEN-D{vmU681ETs0qcqk zdw@}yM&ibShWAJB^(9uwYpTXR9K!)`&BNkN9b*XgPGw-SD1+_G8(cHt&-yaElO*xT z?qBzO?|s&fI#t>VofZA^qOSs_F@4y8PMxIgnJ>4X--oisI#q>RUF)Ml3R?Dw>L0Y% zq|aU)2LuPTSD+6O<>w)v<^C$9Zwa({@RC>QC_^G{lz`KUo;?RwfJO3o_rrRXM*$9m zyw=Pds$G&^t(7OOmPArkxEhrthObYOvUWcZ9XO|&_Ry<-JW7f)9C~bG^i*k>&Q*o4 z`a8O=tPRo=%9G-_w=!tOYjk6ac|t#!w{uW5sp#*UCCJC}7kh) zvH?T8c0=-2LfK_D)~7rEisG`BQQbaAZi#Vg_o2R0EF;qr`9>MjI@xn5e_WW4f5-lV4oi^19{tM!r<$ z?F*uOtc)~b5%MlYQQF=BRqCL5q`>da11vmv_N}L}9(BU#+}JCgtpX@i-3RH$(lC6~ z)o2$noSbmNsXx!l-bx+fcG_^lzT+?w+gK%bDbY}H$XlhD zD_H3>G6~JooS}3Yxp21(akWS|F`wJg(+h@XSN$>S$?MtdwvQjFs zX-P_LwwfWGSg4<-nP~YmUQv0y$Q$RwbouUm`1^wQ$@9X1as!<%#h;75R@uhVl0dH$Hi{ad-E80XhjF$GP0rpx$R`~a>h`Zw zAlUwE!VWn-g2;yp*N%`4hp^XMi7)DZZLjZTmv7GclE>sM}=>i_))5snYqT69ha>^(nM549g25(~dHy!`yFU#~h+D5#h*m#>PscCf5fjJJyHe%jjDke5U&;f%LQoO$O?AP1N;5M6!aK zrP^dSmx>rS2@5H_O-|A}h)ae3*(a2Jxz`ELunYBxb`#_?$x4|?f}dgqNN5w}SadNY z`V8h;r%;D~lVVU{cpiUNcy=a_6U%=0Spb9=-QZShk}iRDSl4TFa!UTfV2)MA*iFaJ zcw8T-BW`CzMaYQuQbjOkNVR^F4@x1hmenS5tg7&Xc>EPH_gvSUV}Y=Hdqkhc8ya8Vg%^fu&2 zj7v!n`MHeSCMG(K!Yqq);WlwoT}EL_;%khqCAjEfUnG|3i>vkXN|AB5!x=jt_Uylu zkDU1taOZ7k+gr5btnwd8RU8lQuY8T_swxfC<6;SD3~kH#x-HBy>|reaeY_zTC)say z%}<-P!bk*5m5xvXzUNlQi#T zB87x9X#4d*l8tq_$di)0=S>>aZ&!wzD^wlFJL$`3bX6V)#k8`L4wIIlF%P)1JL`+< zN(axWreiCkiT2{+(%nL8eX2?`AJuL^Q<;1VbCoL>Gb7MLTZcP{=u1Zs9l3~|{euN4 zKe?VJd(d*C>dCGB&wAVq=D2o+u;Am@mt<$$c-xm}i-!kEb9(qC&?&%8auq=BKLfPyTgWXgR-on)SRY_vDBQzkiFC#YA9#WNAX$LpilR6 zQhk!^OLlj5i^Z{@L?ai;klRC5EH4=zM>KY@*N@|pmf{&Q<2Ov;PHSN(^#le)NY@Wg zucBtACrC)ZCi*N;&QTYOkXPD^Fb|fhiB{TeNV-F`o&f(~bcak>$Ksbk>1YjYM1?+k z>OaMB)-J%OS31WV2QNb5j0{k@?;dyz1QTbG8eopt8;JNKY~Vu;4ues|4Ec(fYe83 ztFOisda*=gYRHYIF-54=#vc0STFGAn$*g$pSw`3fPo~B~GW%zs{=L%JGvbso$#yK+r%(sh0f8X_L>!dFpiXdm>`Ko!#bLJs^FP8?2C~9OTdWf1sCf1#} zFjljG5F^Gnr6p+5LviD;k(#Uv*jE>enW-zbVH{=SB$RcUf)Cm33os!gT_U*ol z$Wy7EM8#X@s`B@&3KvUX`E1iuzIfuGRm_;x=U%qVkie^jjQzf!K2L$l?`%nw{X}+6 z+4dVUOk*R|D{0H})~}g#-0bC~Pq^7_cI$>VlHH8eu(E37Nyh3YoX8Fv&*(;@^Np2b z)G>JI<;{+i8jH^v?pTWIxVR`2*2G}ArOUTWRKLGn&m_2t@A7k_CHZc)JXzOcaZHV^ z-yNh{XOT~l?43VWf5&j&R!q&`kcfM(fp(RF9RGPclfs|c{zzJ(ybr@|gBI1Ps+9$b zBCzsCcZoYvH`1@+wW0K9E4!$=q0C$pBq@Vr%%5n+I7s2G921Pao}IUh1&Kq6(Ts^+ z5KKn#W6IydLmnyZxDkzNq+hw@`SV*qQeuIfJ6P z0iY8A_yK@8V>wy_CEd(j6{&U0tQ@0NE#JlMZcyV$tPRO~9_~e#d1PlrFvwu7Ix;3&T4b4m_NG9%K;V2Urqr2cXmsNTWu?zS!ceQy8*F6vk!CLA|mO#PcT5=l*h&(F%u`J2Xhj zsoK>?@un)q@R$8QMrkwEre(~J8S&j-ui3y^?60!ZC_qLQH9SUJjL|BxM@F|I5~x8Y zXOO|ItC5yuxwV6J=yaq*u4|gBSyDPwP+C576{Voinx|7W(}5M$sjjSzISajnP+WZK z7>ta0^?d)g&&R3H=RIxlX=%(D%m_-=_SclNoEg94;+^Ig zvAMb14I`o|+nDO5BP3nJFb!QTNij|IMN7NQs&o<2EEH17rVLZVtImn$lc<;lr@i3L zPD;G_F9yxO_W~Dw;riIJx~Y+^hPZBElq-_%qwAm1ka<5RG&8J>qcKG-5nQlny$M+6RIED#VIc2%lfwAWdl#XWpt{! zrs#}X){g?~xa@prRLZgkTgw`DE&p1CvhjvoaVP=Meefa?3PN4(i62;A5t>0i3^PK zns(VUN|;vtRj1xPSS6zKf2yG{iXJGd#jrJix&pjXn-M$EH^g;5{z~ll{O8L_AA;J+ z1sTV?W+!w(xwn6Y2`$8y)s+oeinHy}JCIGjT0K3CZ`r&ianurDXr@^ERlspES9Bv4 z=N-2l)$6B#k!8=!w-cdJ|3Ei6Yt*8x&iz)A@Y<&T^Q$ph6r(yGU%V&xlM{&DGu--% z#$3{JaXb?4q#pL-t}gZ(v-eACbuMPU$axm>W8^5h1LI>Jt+u|WvGt~Z?oy?ophd`3 zneW=teS*f5EZRXFD0;cIxhQUEJ zwNL8pbHP&*S!IE(c897Fg zoKSI$-48c8Yd@$P(Jz?oF$A}5aA`Q?ukfwqnq=0c9yeaJo$4>LF%2aquL^`_S(7v& zo!p9_Ma9{Z*-OXr2q|0pjMb*AYdbJnpz&3%sVL>3M|5yuV~NVqCYi*7R7KD2&(o(LA(#&EawUA+vPXZO=k?zdlO{ybwzW;;0X z&&LVA&igR5a23=jL{#s|tXZ59axcU9t6;a<`_Ej(t7~TFmZKXKn^mo3L*w+R!IGB) zCyG0?)C%$^=_9r2A94qC=rK-r1f^TvZKeq>U=<}47w^Sm9KJO-KtzXZGL1Zjc9Y(T717rIl)LO)qZk1f4M5roL z`*He3`~4u$(cs;P_@Fn!kNPk)$d*vJ+P}A;ewH2bJv)M&^@w6t0H<#E?lIW`4d z!Ti`!r_n3u&-En&(K~n3|r^B5soV}nh&_b>? zCSD%Ddp+}|ggPemk{{c-OJBR+Ex{u82yLJ?g?0G&k$^+}^jV}2!wCld$5xsJ2ZMjbrnJHDDYZR7^k&6Oy zbl7#UA`=pl$k?!0kKXCx{+jSkDT|+*$b20>fJ6yK5%bm!oyv;jM?^WF8<Hf{f7%55VuoDi)^F?%)FGqiWwR zb^el^?A97$lytkb4a~e{JX;m1#*(dR+g;&W{ZQT` zUMw@WrXuCb!LPaPbnRNT-xtMWPv*9FcTV_R-FMS|?NHeMvMVipaIT-Em7JJ49_{i( zisGxKnpF(6J;5&BmaL5SaI;aPy5BJh!grC9>J!ypz(={6Ivb#s`~A*^i08x4{G=!u zylY(M#&~R$h7odGz31LBYeJfowt==ai1 zq7k%j(_~9pOTV_L)}ykSi*}&fm^^6HWNBB|!Mh$%%{9cg_^2<4ic^weHvF)-J&NSv zO*ydu{#H6?%~W^60F?;z-#V_V}(=fL*A z+6X1C_v4$pJX_dN=k>i#)BSztT5J^i+2v*`as5oNLfd$sxa#V%-$=aVck3>;n=^`4 zF66X@i3d*{9owxnh9B&#y1tfT>d|+9X>(#Sg{ABLV!!${=C_gZ(uR_6l4pqO5KXr1 z4o2ZmV(Te9=Fx73(}S_c^n;7{%V*fSN7cw3g*0-Xd1VH7SZP`&;%`-1r(4YvwYJ2w z(srt(h;M4x1nwhU-+P5tKoFJnNflzYQC#<42k(bXbnC1qZYYjbcqhfQd#c>?-}~*v z26oih@dkF=*+*&3)>;NljVf+&ON2*pN6_uWRxcrPPgOVBcdqxbC$-xW%Pw*mjh}lv z98bQa^NJWr;d`+NR`8a1!Yp{k5`pQjYi$tjWZj!Qd=t0n{%yhRg;qu#a^ z=$n!U-aTGOzJHmK(JGzrJ}SI2BGxiIZLMnldt1NBBl|Z@$U3?OQRo@!o-PJHM-->u zUpDYsJLdU5jo@Rj9eu&5Rm-ZzF~^`bO}=`795hKs+!@{P+UxnAotu1{zBh-rIM`~f zyDl&|M3K`+EN8-06a=hK%yy?$* zkN?nCu5vP`I}_(CiYHk&(-iNs$BG&EmQ}nU({%yiwy3*SfBWE z`-fL~#WF?SWT8Ud-rj6mW(y(`^5t-ry=#5U zcT}Yn17&2E#NS{V?Wb|~agVq7qICDzE10@u$I1Pjq1O1Xop)s0wNJKJ&6NZ7^irRW zv~uz@rM)I@jyprab#z>E&BF=zQ8v|$RHo&pn?2aYd<*rJbSzF;i(0gKmx#m%xTe3C0HW^r>XP0i0i^;u?BbD0lpO@bBH(b^EVRyqdNM!NcVRx(1 z$L*x1xq0UKllcDro`F(vIXUEoKq?rdCi|*;QdFbMF^Idh5Fy(xT=AyQs*MIOjavsMM+i!l)&J?YFxre^Da$VwO@xhN7 zLc{1Qfll8jNkNPhHiGkT?3Oz};d#;@Pe3IaQ}0LEm2@3N@z~j^>}p?0 zXMIXC+_?Fm>9zRMVMCp4tAZ)E9?d%!=X0*`keiVbsX=cb8>JPDz+RYwCO_IUt1-=| zdWWSMWdq$qJhls2XGV(NKSQQ(iOqyPapAT@tohutq!eqL2aJa9)n%Q`)3Vf>Que%` zl=~XiN&6{3%=A_4ZQ*5hx;`q2q1vVSWxZ{!yRmIxiELbc`I6xg|Io;YFaa5L+U8a& z#n|QZ$H*ACojvFaJHf$o%@=c$?QJ4mkukoXx)$b#hj(^me5zaS&(2WpY;>g=G#%XX z@S_S`QAQqnyb{TfthjLi{1lek;$pV?1NFWwZ#Axx{+5 z)~;e0In|hjQ|n!wuT46S-xn=EGPm5veRl3>$eWyK-XCyf+C@VZv{zN-s!PE|<0leT zCTBt}C-Z`EhAVh1rj*Kwah$U_c(|fW#?0uG&M1Y+qTxDoi}LF zj?WNm&AYm0TVsE09i5iqC7uupKJFLJelJW7wT1&a!EXljNu_kV$-a;F+o*({SLJ@; z9^8KXdX`Rmc15aA-fbxk{IXBC3VwC^ z@j>o`O7|qTknT$n6}du`vsbv~vbsT61I{BqZ3p(VDGlx3a=CnQU;I>Ge|femQTp3G z$$Z-X`$C!OkD)R@BASPJDo>=tY(K78#7yICJ3GhBP4w|emAVk_mAO?s{gBrrE|ypJ zsMqXu#1}!OUS!e$d!c@7ydi@D>L9H``zJfkp46HSu!d+YTJ*ISj5cpqx+c|9HU zNcW01-yym95n@o1Iv-W^;_Iy!Yf=Ojd#`RUkaic0II#}c+?CUyAW8PUsHKqPyDsq4 zjX>in>LMXilRU1Oe5j{wu5b5P?=8!VCq=BU555F=i$$lak66#GJ$kJo%f_2KNVfLz z`6TW^pJY^^;6s~E4D$}3uE)%hY`tqtDV_SWsCFeze4#(K#={Tl`ZRnNmUM0kYE4yc zT(*@0=R9xpm5zdxNt}W{+FS_OD;XpXsT@DI^BU>SzZpEO9=|Co-KW?sVtlr8gVIV$ zefiH1T>dWs$^U%d!VAbr{O9`?2tObt@c)0_vaKO#No+y}u*cY>CdpEVhjN76(IvFA zmH7HtJN%w$cpN&~U9V0XjyI4Ah7L`M-DSld_XRb_la8}o=QDX>o z$;;Iz>)st;^C`PDSoHN8JT$EEay|=Jj}npBN!y%4Th<>a>UBFWR3os9)bp0wykipn zLN0rq*J>*+@v6m=-I6Bne!=>K~@Gst1gjxKIB}~Wrm=Vb^p@~@twS# z4BX@ucI}dt!9CU=$f?Q^b^dPOq-MpjUWe+0$c-13l7z8>UKA( zSNESp-(nzB;N~tLCpl%gM5P~oWTxQ|#Yxw}4F$9d8>kr@JUv}JFyl}x71PowN17UDBE<`&R zoF(P&YXKrL#IbP$4TJ6n@P;9dgPR)ymoq}R9~7=|fq?PCdD;*#J~$~G0>%#~CP%Cl@dAOtsayWG zgFXWH4+_Xqfb6)z@eKW=ZH90^2-ts6DA<2cfc+EH1}|Kv58-}%aA`pVj2}+qjex=6 zMCX5F07)pwf4p!CQA9g#I2As^wSNfw5ir2fAiF>8qzHDraES*5j1MkMfq?OYatSvt z43u-Y0nS#?c=>?uWfAYk_mBC(_mBC(2LbmFpk)O4g^w3J2l@E^(Lerw^bZE^A3wl? zgxF_(E;wD|-+ti-*aJb>AE5{YJ0PGzcD&&D? z9}(l?0>ujtppXH&7SK}wUkiatS^eF{Kh|j;V4Vi}58(Smj8h&Uy@1>0hf{PTv;l)l z8T^d_O9f(V@Njd%g+vhS!1Dw6T{?KY0QDHCU2bqK#RD*ff}RIA-#;*ZxL_YbU%+#Q z2M8?C{Qy3_e_)_|&%^VNSmWXOhaEt?hS(Rt1>iP#K{W^upqB!QaX=>n^gMuOLE{CM zH&8r7;KZ>Aeu2PwS`jgzr~zRR(A)>Ora|i^fPv!$0D)*w4J&a7y97$HDtY90mb{fPKpQhyNVGju-4x;9LOYQ(k_s4*>FBkWcv@foeiv z7X?~V0IpupItXBJPUgS+$M;9H1p$MAY9xSc5VYm&bo6k^p}(FHz()?M zl_8ISsug7SN4^c=S|G83?4WRgM+7_Ge_-JH0N@A(vMuekZZamCFKjw|kejEx7* z(vI+qfT<69ZoqaL^xSy3#0m^&C zz5rDTsJ7*Uf$}(THwfZ>70S&E%2xme%AJ7B1Sk)|F~ofUfN>$#ga8Iw2jLiEjSgUc zRMY>jPvIEi+yXFAE{0=>`v3s@!yu1vKPX}?57_Y{#sM5d+^+%{A7Y%sF~s^0!1xjO z5O55!ZUQjSIUyWFoR>gy2GxXc3~}xQ7^s#4FyO%M?-++;VBhoq5ug9tSNw3<6gc#s zGgaVP(EbvRfqe?BjR^S#u=}HMf^a|3z6Y@5Ma)A01_TGFFMQy527dI5Fn@t-LFYLD z1}uc2`@s8*v{1U_6NV9*!aAT>t|z zG^h;-V%-GT0SXr&J3y=lgu#V<5c|xFxbFe(2Z;ZG?0^gd!T@4wFou|)f&0NgIReE9!`%{Q=z%ROBmu?{&nJOk0iFNBF~oWo zzyPNr-VZpt0nHCU6b2Mm00bHbP@93C2O#bO8V7L31HKjl%9A|6xeq9YfK-Q=4}h~E zu&;ok0o(?ly9pXEKPdmfk8{9nz`$|E4Qx~p?*~kDP#eHR0*wO*Hc%VD>n)J404IRk z0M|4;Jm7T|cp9KJ0KmZciU$gwTR@2f9tUvH02(iF2mr#sxg9va0_P#1+y%D*I(LM^ zkJ3PG02@7!uK-N}kgtGE6Q~W~l_6*xz-9y72Iw6Nlm|!~;5Poq-2RPF`-}>3b$pp|(al#T1z~WSOaB!gm;s&nb^G6#I@cp0v7N^q_5R-uM zLBs)R4N(}kn8c$;lEB^&s2aH-qP!3uNiJR?y8qt<(9%$|@&rUQ|68`**~P@k<GitHub

  • Related Organizations
  • Meeting Notes
  • +
  • GSoC Program
  • diff --git a/_rss/head.xml b/_rss/head.xml new file mode 100644 index 0000000..4c9f62b --- /dev/null +++ b/_rss/head.xml @@ -0,0 +1,37 @@ + + + + + + + <![CDATA[ {{fd2rss website_title}} ]]> + + {{website_url}} + + + + + diff --git a/_rss/item.xml b/_rss/item.xml new file mode 100644 index 0000000..07f6506 --- /dev/null +++ b/_rss/item.xml @@ -0,0 +1,60 @@ + + + + <![CDATA[ {{fd2rss rss_title}} ]]> + + {{fd_full_url}} + {{fd_full_url}} + + + + + + {{if rss_full_content}} + + + + {{end}} + + + {{RFC822 rss_pubdate}} + + + {{isnotempty rss_author}} + {{rss_author}} + {{end}} + {{isnotempty author}} + + {{author}} + + {{end}} + + {{isnotempty rss_category}} + {{rss_category}} + {{end}} + + {{isnotempty rss_comments}} + {{rss_comments}} + {{end}} + + {{isnotempty rss_enclosure}} + {{rss_enclosure}} + {{end}} + From 87165289c4dd579355bf92f04fd0b2f2af399182 Mon Sep 17 00:00:00 2001 From: Farreeda Date: Fri, 25 Aug 2023 11:00:19 +0300 Subject: [PATCH 2/5] changing to GSoC --- GSoC-program.md => GSoC.md | 0 _layout/head.html | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) rename GSoC-program.md => GSoC.md (100%) diff --git a/GSoC-program.md b/GSoC.md similarity index 100% rename from GSoC-program.md rename to GSoC.md diff --git a/_layout/head.html b/_layout/head.html index a340806..826ec90 100644 --- a/_layout/head.html +++ b/_layout/head.html @@ -20,7 +20,7 @@
  • GitHub
  • Related Organizations
  • Meeting Notes
  • -
  • GSoC Program
  • +
  • GSoC
  • From 02bcb4c9d4d28853073acddfe320b3c5df41b872 Mon Sep 17 00:00:00 2001 From: "Jacob S. Zelko" Date: Sat, 26 Aug 2023 01:03:16 -0400 Subject: [PATCH 3/5] Added Todos and updated layout --- GSoC.md | 33 ++++++++++++++++++++------------- 1 file changed, 20 insertions(+), 13 deletions(-) diff --git a/GSoC.md b/GSoC.md index 0075c13..1be1abc 100644 --- a/GSoC.md +++ b/GSoC.md @@ -1,25 +1,32 @@ @def title = "JuliaHealth - Google Summer of Code" -@def hasmath = true +This page lists our [Google Summer of Code (GSoC)](https://summerofcode.withgoogle.com) fellows and their experiences working across the JuliaHealth ecosystem. +Students interested in being a GSoC fellow should review these past projects to get a sense for what we look for in building projects that contribute to the JuliaHealth ecosystem. -#### GSoC 2023 --------------------------------------- -## JuliaHealth's Tools for Patient-Level Predictions: Strengthening Capacity and Innovation +\toc + +# GSoC 2023 +## JuliaHealth's Tools for Patient-Level Predictions: Strengthening Capacity and Innovation -[proposal] (https://docs.google.com/document/d/18-p6VG6MwvzFdyA45MvXyqxOLVEByFP6D_gff9-E1XE/edit#heading=h.zgq6k5hzq0t) +**Student:** Fareeda Abdelazeez -__Student: Farida Abdelazeez__ -##### Email : fareedaabdelazeez@gmail.com -**Mentor: Jacob Zelko** -##### Email : JacobsZelko@gmail.com +**Mentor:** Jacob Zelko +[Project Proposal](https://docs.google.com/document/d/18-p6VG6MwvzFdyA45MvXyqxOLVEByFP6D_gff9-E1XE/edit#heading=h.zgq6k5hzq0t) -### Project Summary +**Summary:** Working with the OMOP CDM (Observational Medical Outcomes Partnership Common Data Model) involves handling large datasets that require a set of tools for extracting necessary data efficiently for various analyses. +The first part of the project focused on improving JuliaHealth's infrastructure by increasing the range of tools available to users. +This involved enabling connections to various databases and working with building understanding on how to robustly work with observational health data. +The second goal was to leverage the capacity built in the previous phase to develop a comprehensive framework for patient-level prediction. +This framework explored how to predict patient cohort outcomes with given treatments and was tested on the [MIMIC III dataset](https://physionet.org/content/mimiciii/1.4/) that was converted to the OMOP CDM. -Working with the OMOP CDM (Observational Medical Outcomes Partnership Common Data Model) involves handling large datasets that require a set of tools for extracting the necessary data efficiently. The first part of the project focuses on improving JuliaHealth's infrastructure by increasing the range of tools available to users. This involves enabling connections to various databases, and working with observational health data. Our second goal is to leverage the capacity built in the previous phase to develop a comprehensive framework for patient-level prediction. This framework will predict patient cohort outcomes with given treatments and will be tested on the mimic iii data, and potentially on real aggregated and anonymized patient data. +TODO: Could you put this in the accomplishments section? +This Jupyter notebook shows the flow of creating a prediction model from OMOP CDM using developed packages through the program. +You can find it on juliahealth website - the tutorial section. -This Jupyter notebook shows the flow of creating a prediction model from OMOP CDM using developed packages through the program. You can find it on juliahealth website - the tutorial section. +**Fellowship accomplishments:** +TODO: Could you add more here? -Poster in [JuliaCon](/assets/JuliaCon-gsoc.pdf) 2023 \ No newline at end of file +- Poster presentation at [JuliaCon 2023, _JuliaHealth's Tools for Patient-Level Predictions: Strengthening Capacity and Innovation_](/assets/JuliaCon-gsoc.pdf) From eec807d32cd37d7218776568101d891b240a2c62 Mon Sep 17 00:00:00 2001 From: Farreeda Date: Fri, 13 Oct 2023 09:04:03 +0300 Subject: [PATCH 4/5] Adding Tutorials section --- GSoC.md | 24 +- ...uliaHealth-Patient-level-prediction .ipynb | 1669 +++++++++++++++++ _layout/head.html | 1 + tutorials.md | 12 + 4 files changed, 1701 insertions(+), 5 deletions(-) create mode 100644 _assets/JuliaHealth-Patient-level-prediction .ipynb create mode 100644 tutorials.md diff --git a/GSoC.md b/GSoC.md index 1be1abc..6212755 100644 --- a/GSoC.md +++ b/GSoC.md @@ -13,7 +13,7 @@ Students interested in being a GSoC fellow should review these past projects to **Mentor:** Jacob Zelko -[Project Proposal](https://docs.google.com/document/d/18-p6VG6MwvzFdyA45MvXyqxOLVEByFP6D_gff9-E1XE/edit#heading=h.zgq6k5hzq0t) +[Project Proposal](https://docs.google.com/document/d/18-p6VG6MwvzFdyA45MvXyqxOLVEByFP6D_gff9-E1XE/edit#heading=h.zgq6k5hzq0t) ##add the pdf **Summary:** Working with the OMOP CDM (Observational Medical Outcomes Partnership Common Data Model) involves handling large datasets that require a set of tools for extracting necessary data efficiently for various analyses. The first part of the project focused on improving JuliaHealth's infrastructure by increasing the range of tools available to users. @@ -21,12 +21,26 @@ This involved enabling connections to various databases and working with buildin The second goal was to leverage the capacity built in the previous phase to develop a comprehensive framework for patient-level prediction. This framework explored how to predict patient cohort outcomes with given treatments and was tested on the [MIMIC III dataset](https://physionet.org/content/mimiciii/1.4/) that was converted to the OMOP CDM. -TODO: Could you put this in the accomplishments section? + + +**Fellowship core accomplishments:** + +The [PR](https://github.com/JuliaHealth/OMOPCDMCohortCreator.jl/pull/54) for OMOPCDMCohortCreator added new features: + +- Enriched OMOPCDMCohortCreator tools +- Intensive tests for new functions +- Updated the documentation + +The [PR](https://github.com/JuliaDatabases/DBConnector.jl/pull/13) +for DBConnector + +- Created a documentation +- Rewired tools used to connect to SQLite,postgresql, MySQL +- Created test unit + This Jupyter notebook shows the flow of creating a prediction model from OMOP CDM using developed packages through the program. You can find it on juliahealth website - the tutorial section. -**Fellowship accomplishments:** - -TODO: Could you add more here? +For more details, this [blogpost] (https://medium.com/@fareedaabdelazeez/google-summer-of-code-2023-strengthening-healthcare-with-juliahealth-7b8fde5af9ec) wraps up the details of GSoC program achievements. Check Acknowledgments too! - Poster presentation at [JuliaCon 2023, _JuliaHealth's Tools for Patient-Level Predictions: Strengthening Capacity and Innovation_](/assets/JuliaCon-gsoc.pdf) diff --git a/_assets/JuliaHealth-Patient-level-prediction .ipynb b/_assets/JuliaHealth-Patient-level-prediction .ipynb new file mode 100644 index 0000000..a133a89 --- /dev/null +++ b/_assets/JuliaHealth-Patient-level-prediction .ipynb @@ -0,0 +1,1669 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "702f6894", + "metadata": {}, + "outputs": [], + "source": [ + "using SQLite\n", + "using LibPQ" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "171d3c73", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mGlobal database dialect set to: postgresql\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mGlobal schema set to: omop\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mmeasurement table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mpayer_plan_period table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mlocation table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39msource_to_concept_map table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mnote_nlp table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mvisit_detail_assign table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mvisit_occurrence table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mvocabulary table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mprocedure_occurrence table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mrelationship table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdomain table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdose_era table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdeath table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mmetadata table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept_class table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdrug_era table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mnote table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mspecimen table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcondition_occurrence table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept_ancestor table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcohort table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mfact_relationship table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdrug_exposure table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mperson table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mobservation_period table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcost table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcohort_attribute table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mobservation table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcondition_era table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept_relationship table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mprovider table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept_synonym table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mattribute_definition table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcdm_source table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcohort_definition table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdrug_strength table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mvisit_detail table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcare_site table generated internally\n", + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdevice_exposure table generated internally\n" + ] + }, + { + "data": { + "text/plain": [ + "46520-element Vector{Int64}:\n", + " 622701440\n", + " 622684030\n", + " 622692774\n", + " 622709475\n", + " 622705072\n", + " 622691611\n", + " 622703768\n", + " 622697129\n", + " 622701153\n", + " 622682262\n", + " 622705465\n", + " 622711774\n", + " 622693042\n", + " ⋮\n", + " 622690452\n", + " 622698813\n", + " 622691630\n", + " 622689444\n", + " 622691888\n", + " 622678894\n", + " 622709120\n", + " 622702234\n", + " 622706201\n", + " 622680998\n", + " 622693599\n", + " 622698890" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using DataFrames\n", + "using DBInterface\n", + "import OMOPCDMCohortCreator as occ\n", + "\"\"\"\n", + "using OMOPCDMDatabaseConnector\n", + "This package will connect the database directly in the future but it is still under maintanence\n", + "\"\"\"\n", + "\n", + "#connecting the basic way\n", + "DBconn = DBInterface.connect(LibPQ.Connection,\"**********************************\")\n", + "occ.GenerateDatabaseDetails(\n", + " :postgresql,\n", + " \"omop\"\n", + " )\n", + "tables = occ.GenerateTables(DBconn)\n", + "occ.GetDatabasePersonIDs(DBconn)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6bc17658", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "93-element Vector{Int64}:\n", + " 4164092\n", + " 44784623\n", + " 40480002\n", + " 43530679\n", + " 437544\n", + " 43531622\n", + " 4112018\n", + " 374055\n", + " 759831\n", + " 442615\n", + " 437540\n", + " 4201094\n", + " 4326561\n", + " ⋮\n", + " 4318408\n", + " 439040\n", + " 433050\n", + " 618759\n", + " 4045745\n", + " 373503\n", + " 4154699\n", + " 4136546\n", + " 4017107\n", + " 380423\n", + " 434656\n", + " 43531583" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "### The concepts for AFib and Stroke from ATLAS OHDSI\n", + "\n", + "Afib = [4199501,313217]\n", + "stroke = [4164092,\n", + "44784623,\n", + "40480002,\n", + "43530679,\n", + "437544,\n", + "43531622,\n", + "4112018,\n", + "374055,\n", + "759831,\n", + "442615,\n", + "437540,\n", + "4201094,\n", + "4326561,\n", + "4029497,\n", + "380747,\n", + "372924,\n", + "316437,\n", + "375557,\n", + "376713,\n", + "374384,\n", + "441874,\n", + "381316,\n", + "381591,\n", + "44782819,\n", + "36712779,\n", + "438873,\n", + "438881,\n", + "438270,\n", + "434166,\n", + "440537,\n", + "4014781,\n", + "372721,\n", + "4159164,\n", + "4153380,\n", + "37109512,\n", + "432346,\n", + "43530687,\n", + "40479575,\n", + "4306943,\n", + "441246,\n", + "40481762,\n", + "40484522,\n", + "40484513,\n", + "436277,\n", + "437427,\n", + "439190,\n", + "439847,\n", + "42873157,\n", + "444197,\n", + "444198,\n", + "444196,\n", + "433624,\n", + "436526,\n", + "40492969,\n", + "434155,\n", + "4310996,\n", + "434056,\n", + "40480938,\n", + "40481842,\n", + "378774,\n", + "377254,\n", + "444091,\n", + "443790,\n", + "443864,\n", + "314667,\n", + "436430,\n", + "4162038,\n", + "435378,\n", + "433037,\n", + "372654,\n", + "443599,\n", + "436519,\n", + "260841,\n", + "313272,\n", + "313833,\n", + "40480449,\n", + "432923,\n", + "4134162,\n", + "441709,\n", + "440244,\n", + "378544,\n", + "4318408,\n", + "439040,\n", + "433050,\n", + "618759,\n", + "4045745,\n", + "373503,\n", + "4154699,\n", + "4136546,\n", + "4017107,\n", + "380423,\n", + "434656,\n", + "43531583]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "57d48389", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    46476×3 DataFrame
    46451 rows omitted
    Rowsubject_idperson_idage
    Int32?Int32?Int32?
    124962267210375
    225062267210424
    325162267210520
    425262267210655
    525362267210784
    625562267210878
    725662267210977
    825762267211082
    92586226721110
    102606226721120
    1126162267211376
    1226262267211464
    1326362267211556
    464654406562271861166
    464664406962271861267
    464674407162271861360
    464684407362271861488
    464694408262271861566
    464704408362271861654
    464714408462271861758
    464724408962271861885
    464734411562271861937
    464744412362271862085
    464754412662271862152
    464764412862271862251
    " + ], + "text/latex": [ + "\\begin{tabular}{r|ccc}\n", + "\t& subject\\_id & person\\_id & age\\\\\n", + "\t\\hline\n", + "\t& Int32? & Int32? & Int32?\\\\\n", + "\t\\hline\n", + "\t1 & 249 & 622672103 & 75 \\\\\n", + "\t2 & 250 & 622672104 & 24 \\\\\n", + "\t3 & 251 & 622672105 & 20 \\\\\n", + "\t4 & 252 & 622672106 & 55 \\\\\n", + "\t5 & 253 & 622672107 & 84 \\\\\n", + "\t6 & 255 & 622672108 & 78 \\\\\n", + "\t7 & 256 & 622672109 & 77 \\\\\n", + "\t8 & 257 & 622672110 & 82 \\\\\n", + "\t9 & 258 & 622672111 & 0 \\\\\n", + "\t10 & 260 & 622672112 & 0 \\\\\n", + "\t11 & 261 & 622672113 & 76 \\\\\n", + "\t12 & 262 & 622672114 & 64 \\\\\n", + "\t13 & 263 & 622672115 & 56 \\\\\n", + "\t14 & 264 & 622672116 & 0 \\\\\n", + "\t15 & 265 & 622672117 & 56 \\\\\n", + "\t16 & 266 & 622672118 & 78 \\\\\n", + "\t17 & 267 & 622672119 & 25 \\\\\n", + "\t18 & 268 & 622672120 & 66 \\\\\n", + "\t19 & 269 & 622672121 & 40 \\\\\n", + "\t20 & 270 & 622672122 & 80 \\\\\n", + "\t21 & 663 & 622672123 & 58 \\\\\n", + "\t22 & 664 & 622672124 & 82 \\\\\n", + "\t23 & 665 & 622672125 & 62 \\\\\n", + "\t24 & 666 & 622672126 & 60 \\\\\n", + "\t25 & 667 & 622672127 & 70 \\\\\n", + "\t26 & 668 & 622672128 & 87 \\\\\n", + "\t27 & 669 & 622672129 & 61 \\\\\n", + "\t28 & 670 & 622672130 & 80 \\\\\n", + "\t29 & 671 & 622672131 & 48 \\\\\n", + "\t30 & 672 & 622672132 & 47 \\\\\n", + "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n", + "\\end{tabular}\n" + ], + "text/plain": [ + "\u001b[1m46476×3 DataFrame\u001b[0m\n", + "\u001b[1m Row \u001b[0m│\u001b[1m subject_id \u001b[0m\u001b[1m person_id \u001b[0m\u001b[1m age \u001b[0m\n", + " │\u001b[90m Int32? \u001b[0m\u001b[90m Int32? \u001b[0m\u001b[90m Int32? \u001b[0m\n", + "───────┼───────────────────────────────\n", + " 1 │ 249 622672103 75\n", + " 2 │ 250 622672104 24\n", + " 3 │ 251 622672105 20\n", + " 4 │ 252 622672106 55\n", + " 5 │ 253 622672107 84\n", + " 6 │ 255 622672108 78\n", + " 7 │ 256 622672109 77\n", + " 8 │ 257 622672110 82\n", + " 9 │ 258 622672111 0\n", + " 10 │ 260 622672112 0\n", + " 11 │ 261 622672113 76\n", + " ⋮ │ ⋮ ⋮ ⋮\n", + " 46467 │ 44071 622718613 60\n", + " 46468 │ 44073 622718614 88\n", + " 46469 │ 44082 622718615 66\n", + " 46470 │ 44083 622718616 54\n", + " 46471 │ 44084 622718617 58\n", + " 46472 │ 44089 622718618 85\n", + " 46473 │ 44115 622718619 37\n", + " 46474 │ 44123 622718620 85\n", + " 46475 │ 44126 622718621 52\n", + " 46476 │ 44128 622718622 51\n", + "\u001b[36m 46455 rows omitted\u001b[0m" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "### since mimic iii data manipulated date of birth for patients for privacy issues, it can be retrieved from mimic data using this query\n", + "## IMPORTANT NOTE: Addition of 229896253 for each mimic_id is a special case for our database, Almost you don't have to add it\n", + "\n", + "Mconn = LibPQ.Connection(\"*******************************************\")\n", + "LibPQ.execute(Mconn,\"set search_path to mimiciii\")\n", + "\n", + "### something happened in the database and each mimic_id is past its corresponding person_id by 229896253\n", + "\n", + "age_mimic = LibPQ.execute(Mconn,\"SELECT pat.subject_id, (pat.mimic_id) AS person_id,\n", + " CAST(CAST(EXTRACT(epoch FROM adm.admittime - pat.dob)/(60*60*24*365.242) AS numeric) AS integer) AS age\n", + "FROM icustays ie\n", + "INNER JOIN admissions adm\n", + " ON ie.hadm_id = adm.hadm_id\n", + "INNER JOIN patients pat\n", + " ON ie.subject_id = pat.subject_id\n", + ";\") |> DataFrame\n", + "age_mimic = unique(age_mimic, :person_id)\n", + "sort(age_mimic, :person_id)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "af85c242", + "metadata": {}, + "outputs": [], + "source": [ + "### Getting list of person_ids who suffer from AFib and stroke using OMOPCDMCohortCreator###" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e81683fc", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
    15137×3 DataFrame
    15112 rows omitted
    Rowperson_idhas_AFibhas_stroke
    Int32Int64Int64
    162270743011
    262271690711
    362270438211
    462269516711
    562267946011
    662267386511
    762269015411
    862267918011
    962267819211
    1062270272111
    1162269367211
    1262269765511
    1362271383611
    1512662270741501
    1512762270069601
    1512862267979001
    1512962268767601
    1513062269152701
    1513162271757901
    1513262269896001
    1513362270242601
    1513462270897201
    1513562270121201
    1513662271724301
    1513762269041201
    " + ], + "text/latex": [ + "\\begin{tabular}{r|ccc}\n", + "\t& person\\_id & has\\_AFib & has\\_stroke\\\\\n", + "\t\\hline\n", + "\t& Int32 & Int64 & Int64\\\\\n", + "\t\\hline\n", + "\t1 & 622707430 & 1 & 1 \\\\\n", + "\t2 & 622716907 & 1 & 1 \\\\\n", + "\t3 & 622704382 & 1 & 1 \\\\\n", + "\t4 & 622695167 & 1 & 1 \\\\\n", + "\t5 & 622679460 & 1 & 1 \\\\\n", + "\t6 & 622673865 & 1 & 1 \\\\\n", + "\t7 & 622690154 & 1 & 1 \\\\\n", + "\t8 & 622679180 & 1 & 1 \\\\\n", + "\t9 & 622678192 & 1 & 1 \\\\\n", + "\t10 & 622702721 & 1 & 1 \\\\\n", + "\t11 & 622693672 & 1 & 1 \\\\\n", + "\t12 & 622697655 & 1 & 1 \\\\\n", + "\t13 & 622713836 & 1 & 1 \\\\\n", + "\t14 & 622698895 & 1 & 1 \\\\\n", + "\t15 & 622705975 & 1 & 1 \\\\\n", + "\t16 & 622712282 & 1 & 1 \\\\\n", + "\t17 & 622706810 & 1 & 1 \\\\\n", + "\t18 & 622698969 & 1 & 1 \\\\\n", + "\t19 & 622704074 & 1 & 1 \\\\\n", + "\t20 & 622685911 & 1 & 1 \\\\\n", + "\t21 & 622714984 & 1 & 1 \\\\\n", + "\t22 & 622689560 & 1 & 1 \\\\\n", + "\t23 & 622708953 & 1 & 1 \\\\\n", + "\t24 & 622714964 & 1 & 1 \\\\\n", + "\t25 & 622696501 & 1 & 1 \\\\\n", + "\t26 & 622673322 & 1 & 1 \\\\\n", + "\t27 & 622691871 & 1 & 1 \\\\\n", + "\t28 & 622711131 & 1 & 1 \\\\\n", + "\t29 & 622673167 & 1 & 1 \\\\\n", + "\t30 & 622698789 & 1 & 1 \\\\\n", + "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n", + "\\end{tabular}\n" + ], + "text/plain": [ + "\u001b[1m15137×3 DataFrame\u001b[0m\n", + "\u001b[1m Row \u001b[0m│\u001b[1m person_id \u001b[0m\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\n", + " │\u001b[90m Int32 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\n", + "───────┼─────────────────────────────────\n", + " 1 │ 622707430 1 1\n", + " 2 │ 622716907 1 1\n", + " 3 │ 622704382 1 1\n", + " 4 │ 622695167 1 1\n", + " 5 │ 622679460 1 1\n", + " 6 │ 622673865 1 1\n", + " 7 │ 622690154 1 1\n", + " 8 │ 622679180 1 1\n", + " 9 │ 622678192 1 1\n", + " 10 │ 622702721 1 1\n", + " 11 │ 622693672 1 1\n", + " ⋮ │ ⋮ ⋮ ⋮\n", + " 15128 │ 622679790 0 1\n", + " 15129 │ 622687676 0 1\n", + " 15130 │ 622691527 0 1\n", + " 15131 │ 622717579 0 1\n", + " 15132 │ 622698960 0 1\n", + " 15133 │ 622702426 0 1\n", + " 15134 │ 622708972 0 1\n", + " 15135 │ 622701212 0 1\n", + " 15136 │ 622717243 0 1\n", + " 15137 │ 622690412 0 1\n", + "\u001b[36m 15116 rows omitted\u001b[0m" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "AFib_combined_df = DataFrame()\n", + "stroke_combined_df = DataFrame()\n", + "AFib_combined_df = occ.ConditionFilterPersonIDs(Afib,DBconn)\n", + "AFib_combined_df[!, :has_AFib] .= 1\n", + "stroke_combined_df = occ.ConditionFilterPersonIDs(stroke,DBconn) \n", + "stroke_combined_df[!, :has_stroke] .= 1\n", + "df = outerjoin(AFib_combined_df, stroke_combined_df, on = [:person_id => :person_id], matchmissing = :equal)\n", + "df = coalesce.(df, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "fd9166ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    15137×5 DataFrame
    15112 rows omitted
    Rowperson_idrace_concept_idgender_concept_idhas_AFibhas_stroke
    Int32?Int32?Int32?Int64?Int64?
    16227074308527850711
    26227169078527850711
    36227043828527850711
    46226951678527853211
    56226794604087921853211
    66226738658527853211
    76226901548527850711
    86226791808527850711
    96226781928527850711
    106227027214188159850711
    116226936724218674853211
    126226976558527850711
    136227138368527850711
    151266227074158527850701
    151276227006964087921853201
    151286226797908527850701
    151296226876764188159853201
    151306226915278527853201
    151316227175798527853201
    151326226989608527850701
    151336227024268515850701
    151346227089728527850701
    1513562270121238003599853201
    151366227172438527853201
    151376226904128527853201
    " + ], + "text/latex": [ + "\\begin{tabular}{r|ccccc}\n", + "\t& person\\_id & race\\_concept\\_id & gender\\_concept\\_id & has\\_AFib & has\\_stroke\\\\\n", + "\t\\hline\n", + "\t& Int32? & Int32? & Int32? & Int64? & Int64?\\\\\n", + "\t\\hline\n", + "\t1 & 622707430 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t2 & 622716907 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t3 & 622704382 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t4 & 622695167 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t5 & 622679460 & 4087921 & 8532 & 1 & 1 \\\\\n", + "\t6 & 622673865 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t7 & 622690154 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t8 & 622679180 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t9 & 622678192 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t10 & 622702721 & 4188159 & 8507 & 1 & 1 \\\\\n", + "\t11 & 622693672 & 4218674 & 8532 & 1 & 1 \\\\\n", + "\t12 & 622697655 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t13 & 622713836 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t14 & 622698895 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t15 & 622705975 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t16 & 622712282 & 4218674 & 8532 & 1 & 1 \\\\\n", + "\t17 & 622706810 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t18 & 622698969 & 4087921 & 8532 & 1 & 1 \\\\\n", + "\t19 & 622704074 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t20 & 622685911 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t21 & 622714984 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t22 & 622689560 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t23 & 622708953 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t24 & 622714964 & 4218674 & 8507 & 1 & 1 \\\\\n", + "\t25 & 622696501 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t26 & 622673322 & 8527 & 8532 & 1 & 1 \\\\\n", + "\t27 & 622691871 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t28 & 622711131 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t29 & 622673167 & 8527 & 8507 & 1 & 1 \\\\\n", + "\t30 & 622698789 & 38003579 & 8532 & 1 & 1 \\\\\n", + "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n", + "\\end{tabular}\n" + ], + "text/plain": [ + "\u001b[1m15137×5 DataFrame\u001b[0m\n", + "\u001b[1m Row \u001b[0m│\u001b[1m person_id \u001b[0m\u001b[1m race_concept_id \u001b[0m\u001b[1m gender_concept_id \u001b[0m\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\n", + " │\u001b[90m Int32? \u001b[0m\u001b[90m Int32? \u001b[0m\u001b[90m Int32? \u001b[0m\u001b[90m Int64? \u001b[0m\u001b[90m Int64? \u001b[0m\n", + "───────┼─────────────────────────────────────────────────────────────────────\n", + " 1 │ 622707430 8527 8507 1 1\n", + " 2 │ 622716907 8527 8507 1 1\n", + " 3 │ 622704382 8527 8507 1 1\n", + " 4 │ 622695167 8527 8532 1 1\n", + " 5 │ 622679460 4087921 8532 1 1\n", + " 6 │ 622673865 8527 8532 1 1\n", + " 7 │ 622690154 8527 8507 1 1\n", + " 8 │ 622679180 8527 8507 1 1\n", + " 9 │ 622678192 8527 8507 1 1\n", + " 10 │ 622702721 4188159 8507 1 1\n", + " 11 │ 622693672 4218674 8532 1 1\n", + " ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮\n", + " 15128 │ 622679790 8527 8507 0 1\n", + " 15129 │ 622687676 4188159 8532 0 1\n", + " 15130 │ 622691527 8527 8532 0 1\n", + " 15131 │ 622717579 8527 8532 0 1\n", + " 15132 │ 622698960 8527 8507 0 1\n", + " 15133 │ 622702426 8515 8507 0 1\n", + " 15134 │ 622708972 8527 8507 0 1\n", + " 15135 │ 622701212 38003599 8532 0 1\n", + " 15136 │ 622717243 8527 8532 0 1\n", + " 15137 │ 622690412 8527 8532 0 1\n", + "\u001b[36m 15116 rows omitted\u001b[0m" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Getting each patiend gender and race\n", + "df = occ.GetPatientGender(df, DBconn)\n", + "df = occ.GetPatientRace(df, DBconn)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4231b55f", + "metadata": {}, + "outputs": [ + { + "ename": "LoadError", + "evalue": "ArgumentError: column :person_id not found in the left data frame", + "output_type": "error", + "traceback": [ + "ArgumentError: column :person_id not found in the left data frame", + "", + "Stacktrace:", + " [1] DataFrames.DataFrameJoiner(dfl::DataFrame, dfr::DataFrame, on::Vector{Pair{Symbol, Symbol}}, matchmissing::Symbol, kind::Symbol)", + " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/join/composer.jl:54", + " [2] _join(df1::DataFrame, df2::DataFrame; on::Vector{Pair{Symbol, Symbol}}, kind::Symbol, makeunique::Bool, indicator::Nothing, validate::Tuple{Bool, Bool}, left_rename::typeof(identity), right_rename::typeof(identity), matchmissing::Symbol, order::Symbol)", + " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/join/composer.jl:504", + " [3] #leftjoin#673", + " @ ~/.julia/packages/DataFrames/58MUJ/src/join/composer.jl:940 [inlined]", + " [4] top-level scope", + " @ In[9]:2" + ] + } + ], + "source": [ + "#joining the table with their ages\n", + "df = leftjoin(df, age_mimic, on = [:person_id => :person_id], matchmissing = :equal, makeunique=true)\n", + "sort(df, :person_id)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "bf75dc4e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    15127×7 DataFrame
    15102 rows omitted
    Rowperson_idrace_concept_idgender_concept_idhas_AFibhas_strokesubject_idage
    Int32Int32Int32Int64Int64Int32Int32
    1622672122421867485070127080
    26226725593800359985070127466
    3622672560852785070127582
    4622672566852785320128274
    5622672568852785321028487
    6622672570852785321028685
    7622672573421867485071029074
    862267258738003599853211304300
    9622672588852785321130573
    10622672589852785320130661
    11622672590852785320130775
    12622672595421867485320131379
    13622672603421867485321032175
    15116622713243421867485321094879300
    1511762271324585278507109488953
    1511862271324685278507119489677
    1511962271324985278507109490680
    15120622713254852785071094916300
    1512162271325585278507109492169
    1512262271325685278532019492475
    15123622713257380035998532119492687
    1512462271325885278532019493247
    1512562271326185278507119494280
    1512662271326485278532019495353
    1512762271326542186748532109495468
    " + ], + "text/latex": [ + "\\begin{tabular}{r|ccccccc}\n", + "\t& person\\_id & race\\_concept\\_id & gender\\_concept\\_id & has\\_AFib & has\\_stroke & subject\\_id & \\\\\n", + "\t\\hline\n", + "\t& Int32 & Int32 & Int32 & Int64 & Int64 & Int32 & \\\\\n", + "\t\\hline\n", + "\t1 & 622672122 & 4218674 & 8507 & 0 & 1 & 270 & $\\dots$ \\\\\n", + "\t2 & 622672559 & 38003599 & 8507 & 0 & 1 & 274 & $\\dots$ \\\\\n", + "\t3 & 622672560 & 8527 & 8507 & 0 & 1 & 275 & $\\dots$ \\\\\n", + "\t4 & 622672566 & 8527 & 8532 & 0 & 1 & 282 & $\\dots$ \\\\\n", + "\t5 & 622672568 & 8527 & 8532 & 1 & 0 & 284 & $\\dots$ \\\\\n", + "\t6 & 622672570 & 8527 & 8532 & 1 & 0 & 286 & $\\dots$ \\\\\n", + "\t7 & 622672573 & 4218674 & 8507 & 1 & 0 & 290 & $\\dots$ \\\\\n", + "\t8 & 622672587 & 38003599 & 8532 & 1 & 1 & 304 & $\\dots$ \\\\\n", + "\t9 & 622672588 & 8527 & 8532 & 1 & 1 & 305 & $\\dots$ \\\\\n", + "\t10 & 622672589 & 8527 & 8532 & 0 & 1 & 306 & $\\dots$ \\\\\n", + "\t11 & 622672590 & 8527 & 8532 & 0 & 1 & 307 & $\\dots$ \\\\\n", + "\t12 & 622672595 & 4218674 & 8532 & 0 & 1 & 313 & $\\dots$ \\\\\n", + "\t13 & 622672603 & 4218674 & 8532 & 1 & 0 & 321 & $\\dots$ \\\\\n", + "\t14 & 622672606 & 8527 & 8507 & 0 & 1 & 324 & $\\dots$ \\\\\n", + "\t15 & 622672612 & 8527 & 8507 & 0 & 1 & 330 & $\\dots$ \\\\\n", + "\t16 & 622672620 & 8527 & 8507 & 1 & 0 & 338 & $\\dots$ \\\\\n", + "\t17 & 622672621 & 38003599 & 8532 & 1 & 0 & 339 & $\\dots$ \\\\\n", + "\t18 & 622672622 & 8527 & 8532 & 0 & 1 & 340 & $\\dots$ \\\\\n", + "\t19 & 622672624 & 38003599 & 8532 & 0 & 1 & 342 & $\\dots$ \\\\\n", + "\t20 & 622672626 & 4188159 & 8532 & 1 & 0 & 345 & $\\dots$ \\\\\n", + "\t21 & 622672627 & 38003599 & 8532 & 1 & 0 & 346 & $\\dots$ \\\\\n", + "\t22 & 622672633 & 8527 & 8507 & 0 & 1 & 352 & $\\dots$ \\\\\n", + "\t23 & 622672634 & 8527 & 8507 & 1 & 0 & 353 & $\\dots$ \\\\\n", + "\t24 & 622672384 & 8527 & 8507 & 0 & 1 & 67 & $\\dots$ \\\\\n", + "\t25 & 622672397 & 8527 & 8507 & 0 & 1 & 81 & $\\dots$ \\\\\n", + "\t26 & 622672399 & 4218674 & 8532 & 0 & 1 & 83 & $\\dots$ \\\\\n", + "\t27 & 622672401 & 8527 & 8507 & 1 & 0 & 85 & $\\dots$ \\\\\n", + "\t28 & 622672409 & 8515 & 8507 & 1 & 0 & 94 & $\\dots$ \\\\\n", + "\t29 & 622672412 & 4218674 & 8507 & 1 & 0 & 97 & $\\dots$ \\\\\n", + "\t30 & 622672415 & 4218674 & 8532 & 1 & 0 & 100 & $\\dots$ \\\\\n", + "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & \\\\\n", + "\\end{tabular}\n" + ], + "text/plain": [ + "\u001b[1m15127×7 DataFrame\u001b[0m\n", + "\u001b[1m Row \u001b[0m│\u001b[1m person_id \u001b[0m\u001b[1m race_concept_id \u001b[0m\u001b[1m gender_concept_id \u001b[0m\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\u001b[1m \u001b[0m ⋯\n", + " │\u001b[90m Int32 \u001b[0m\u001b[90m Int32 \u001b[0m\u001b[90m Int32 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m \u001b[0m ⋯\n", + "───────┼────────────────────────────────────────────────────────────────────────\n", + " 1 │ 622672122 4218674 8507 0 1 ⋯\n", + " 2 │ 622672559 38003599 8507 0 1\n", + " 3 │ 622672560 8527 8507 0 1\n", + " 4 │ 622672566 8527 8532 0 1\n", + " 5 │ 622672568 8527 8532 1 0 ⋯\n", + " 6 │ 622672570 8527 8532 1 0\n", + " 7 │ 622672573 4218674 8507 1 0\n", + " 8 │ 622672587 38003599 8532 1 1\n", + " 9 │ 622672588 8527 8532 1 1 ⋯\n", + " 10 │ 622672589 8527 8532 0 1\n", + " 11 │ 622672590 8527 8532 0 1\n", + " ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ ⋱\n", + " 15118 │ 622713246 8527 8507 1 1\n", + " 15119 │ 622713249 8527 8507 1 0 ⋯\n", + " 15120 │ 622713254 8527 8507 1 0\n", + " 15121 │ 622713255 8527 8507 1 0\n", + " 15122 │ 622713256 8527 8532 0 1\n", + " 15123 │ 622713257 38003599 8532 1 1 ⋯\n", + " 15124 │ 622713258 8527 8532 0 1\n", + " 15125 │ 622713261 8527 8507 1 1\n", + " 15126 │ 622713264 8527 8532 0 1\n", + " 15127 │ 622713265 4218674 8532 1 0 ⋯\n", + "\u001b[36m 2 columns and 15106 rows omitted\u001b[0m" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#df.age .= ifelse.(df.age .> 89, 90, df.age)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5ed81244", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5-element Vector{Int64}:\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "[count(ismissing,col) for col in eachcol(df)]\n", + "dropmissing!(df)\n", + "[count(ismissing,col) for col in eachcol(df)]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "52c7f5e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7-element Vector{DataType}:\n", + " Int32\n", + " Int32\n", + " Int32\n", + " Int64\n", + " Int64\n", + " Int32\n", + " Int32" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "eltype.(eachcol(df))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4f97e0cc", + "metadata": {}, + "outputs": [ + { + "ename": "LoadError", + "evalue": "ArgumentError: column name :subject_id not found in the data frame", + "output_type": "error", + "traceback": [ + "ArgumentError: column name :subject_id not found in the data frame", + "", + "Stacktrace:", + " [1] lookupname", + " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:413 [inlined]", + " [2] getindex", + " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:422 [inlined]", + " [3] getindex", + " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:227 [inlined]", + " [4] manipulate(df::DataFrame, c::InvertedIndex{Symbol}; copycols::Bool, keeprows::Bool, renamecols::Bool)", + " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/abstractdataframe/selection.jl:1836", + " [5] select(df::DataFrame, args::Any; copycols::Bool, renamecols::Bool, threads::Bool)", + " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/abstractdataframe/selection.jl:1299", + " [6] select(df::DataFrame, args::Any)", + " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/abstractdataframe/selection.jl:1299", + " [7] top-level scope", + " @ In[8]:3" + ] + } + ], + "source": [ + "# dropping person_id and subject_id columns because they won't be needed\n", + "df = select(df, Not(:person_id))\n", + "df = select(df, Not(:subject_id))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6d69b6cb", + "metadata": {}, + "outputs": [ + { + "ename": "LoadError", + "evalue": "ArgumentError: column name :age not found in the data frame", + "output_type": "error", + "traceback": [ + "ArgumentError: column name :age not found in the data frame", + "", + "Stacktrace:", + " [1] lookupname", + " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:413 [inlined]", + " [2] getindex", + " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:422 [inlined]", + " [3] getindex(df::DataFrame, #unused#::typeof(!), col_ind::Symbol)", + " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/dataframe/dataframe.jl:557", + " [4] getproperty(df::DataFrame, col_ind::Symbol)", + " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/abstractdataframe/abstractdataframe.jl:431", + " [5] top-level scope", + " @ In[10]:2" + ] + } + ], + "source": [ + "eltype.(eachcol(df))\n", + "df.age = convert.(Int64, df.age)\n", + "df.race_concept_id = convert.(Int64, df.race_concept_id)\n", + "df.gender_concept_id = convert.(Int64, df.gender_concept_id)\n", + "df.has_AFib = convert.(Int64, df.has_AFib)\n", + "df.has_stroke = convert.(Int64, df.has_stroke)\n", + "df = select(df, Not(:gender_concept_id))\n", + "df = select(df, Not(:race_concept_id))" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "c928bd2d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    3×7 DataFrame
    Rowvariablemeanminmedianmaxnmissingeltype
    SymbolFloat64Int64Float64Int64Int64DataType
    1has_AFib0.68176601.010Int64
    2has_stroke0.4425600.010Int64
    3age87.8847074.03070Int64
    " + ], + "text/latex": [ + "\\begin{tabular}{r|ccccccc}\n", + "\t& variable & mean & min & median & max & nmissing & eltype\\\\\n", + "\t\\hline\n", + "\t& Symbol & Float64 & Int64 & Float64 & Int64 & Int64 & DataType\\\\\n", + "\t\\hline\n", + "\t1 & has\\_AFib & 0.681766 & 0 & 1.0 & 1 & 0 & Int64 \\\\\n", + "\t2 & has\\_stroke & 0.44256 & 0 & 0.0 & 1 & 0 & Int64 \\\\\n", + "\t3 & age & 87.8847 & 0 & 74.0 & 307 & 0 & Int64 \\\\\n", + "\\end{tabular}\n" + ], + "text/plain": [ + "\u001b[1m3×7 DataFrame\u001b[0m\n", + "\u001b[1m Row \u001b[0m│\u001b[1m variable \u001b[0m\u001b[1m mean \u001b[0m\u001b[1m min \u001b[0m\u001b[1m median \u001b[0m\u001b[1m max \u001b[0m\u001b[1m nmissing \u001b[0m\u001b[1m eltype \u001b[0m\n", + " │\u001b[90m Symbol \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m DataType \u001b[0m\n", + "─────┼──────────────────────────────────────────────────────────────────\n", + " 1 │ has_AFib 0.681766 0 1.0 1 0 Int64\n", + " 2 │ has_stroke 0.44256 0 0.0 1 0 Int64\n", + " 3 │ age 87.8847 0 74.0 307 0 Int64" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "describe(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "d831184f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Dict{Int64, Int64} with 2 entries:\n", + " 0 => 2892\n", + " 1 => 2296" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Pkg\n", + "using StatsBase\n", + "countmap(df.has_stroke)" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "d098630c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(\u001b[1m3632×3 DataFrame\u001b[0m\n", + "\u001b[1m Row \u001b[0m│\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\u001b[1m age \u001b[0m\n", + " │\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\n", + "──────┼─────────────────────────────\n", + " 1 │ 1 0 69\n", + " 2 │ 1 0 67\n", + " 3 │ 1 0 62\n", + " 4 │ 0 1 49\n", + " 5 │ 0 1 63\n", + " 6 │ 1 0 44\n", + " 7 │ 1 0 88\n", + " 8 │ 1 0 83\n", + " 9 │ 1 0 85\n", + " 10 │ 1 0 79\n", + " 11 │ 1 0 67\n", + " ⋮ │ ⋮ ⋮ ⋮\n", + " 3623 │ 1 0 80\n", + " 3624 │ 0 1 81\n", + " 3625 │ 1 1 77\n", + " 3626 │ 0 1 79\n", + " 3627 │ 1 0 73\n", + " 3628 │ 1 0 76\n", + " 3629 │ 1 0 71\n", + " 3630 │ 1 0 88\n", + " 3631 │ 1 0 80\n", + " 3632 │ 1 0 84\n", + "\u001b[36m 3611 rows omitted\u001b[0m, \u001b[1m1556×3 DataFrame\u001b[0m\n", + "\u001b[1m Row \u001b[0m│\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\u001b[1m age \u001b[0m\n", + " │\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\n", + "──────┼─────────────────────────────\n", + " 1 │ 1 0 77\n", + " 2 │ 1 1 300\n", + " 3 │ 1 0 80\n", + " 4 │ 1 0 84\n", + " 5 │ 1 0 84\n", + " 6 │ 1 0 89\n", + " 7 │ 1 0 86\n", + " 8 │ 0 1 60\n", + " 9 │ 1 1 67\n", + " 10 │ 1 0 83\n", + " 11 │ 1 0 85\n", + " ⋮ │ ⋮ ⋮ ⋮\n", + " 1547 │ 1 0 59\n", + " 1548 │ 1 1 71\n", + " 1549 │ 1 0 73\n", + " 1550 │ 1 0 59\n", + " 1551 │ 1 0 300\n", + " 1552 │ 1 1 53\n", + " 1553 │ 1 1 58\n", + " 1554 │ 0 1 74\n", + " 1555 │ 1 0 59\n", + " 1556 │ 1 0 85\n", + "\u001b[36m 1535 rows omitted\u001b[0m)" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#using MLJ\n", + "#df, df_test = partition(df, 0.7, rng=123, shuffle= true)" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "bf8fbebe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3-element Vector{NamedTuple{(:name, :package_name, :is_supervised, :abstract_type, :deep_properties, :docstring, :fit_data_scitype, :human_name, :hyperparameter_ranges, :hyperparameter_types, :hyperparameters, :implemented_methods, :inverse_transform_scitype, :is_pure_julia, :is_wrapper, :iteration_parameter, :load_path, :package_license, :package_url, :package_uuid, :predict_scitype, :prediction_type, :reporting_operations, :reports_feature_importances, :supports_class_weights, :supports_online, :supports_training_losses, :supports_weights, :transform_scitype, :input_scitype, :target_scitype, :output_scitype)}}:\n", + " (name = EvoTreeCount, package_name = EvoTrees, ... )\n", + " (name = NeuralNetworkClassifier, package_name = BetaML, ... )\n", + " (name = NeuralNetworkRegressor, package_name = BetaML, ... )" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using MLJ\n", + "using BetaML\n", + "\n", + "# Split the data into training and test sets\n", + "#selected_features = [:gender_concept_id, :age, :race_concept_id, :has_AFib]\n", + "selected_features = [ :age, :has_AFib]\n", + "\n", + "X = select(df, selected_features)\n", + "y = df.has_stroke\n", + "train, test = partition(df, 0.7, rng=123, shuffle=true)\n", + "train_X = select(train, selected_features)\n", + "train_y = train.has_stroke\n", + "test_X = select(test, selected_features)\n", + "test_y = test.has_stroke\n", + "\n", + "models(matching(X, y))" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "1b908b51", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "import EvoTrees ✔\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mFor silent loading, specify `verbosity=0`. \n" + ] + }, + { + "data": { + "text/plain": [ + "EvoTreeClassifier(\n", + " nrounds = 100, \n", + " lambda = 0.0, \n", + " gamma = 0.0, \n", + " eta = 0.1, \n", + " max_depth = 6, \n", + " min_weight = 1.0, \n", + " rowsample = 1.0, \n", + " colsample = 1.0, \n", + " nbins = 32, \n", + " alpha = 0.5, \n", + " tree_type = \"binary\", \n", + " rng = Random.MersenneTwister(123))" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Tree = @load EvoTreeClassifier pkg = EvoTrees\n", + "using EvoTrees\n", + "config = EvoTreeClassifier(\n", + " loss=:mse, \n", + " nrounds=100, \n", + " max_depth=6,\n", + " nbins=32,\n", + " eta=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "f95136b2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[36m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mEvoTreeClassifier{EvoTrees.MLogLoss}\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - nrounds: 100\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - lambda: 0.0\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - gamma: 0.0\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - eta: 0.1\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - max_depth: 6\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - min_weight: 1.0\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - rowsample: 1.0\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - colsample: 1.0\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - nbins: 32\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - alpha: 0.5\n", + "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - tree_type: binary\n", + "\u001b[36m\u001b[1m└ \u001b[22m\u001b[39m - rng: Random.MersenneTwister(123, (0, 4008, 3006, 626))\n" + ] + }, + { + "data": { + "text/plain": [ + "EvoTree{EvoTrees.MLogLoss, 2}\n", + " - Contains 101 trees in field `trees` (incl. 1 bias tree).\n", + " - Data input has 2 features.\n", + " - [:target_levels, :fnames, :feattypes, :edges, :featbins] info accessible in field `info`\n" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_X =Matrix(train_X)\n", + "m = fit_evotree(config; x_train = train_X, y_train=train_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "471eefcd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1090×2 Matrix{Float32}:\n", + " 0.800264 0.199736\n", + " 0.814238 0.185762\n", + " 1.36711f-5 0.999986\n", + " 0.847743 0.152257\n", + " 0.827981 0.172019\n", + " 1.36711f-5 0.999986\n", + " 0.741776 0.258224\n", + " 0.822133 0.177867\n", + " 1.36711f-5 0.999986\n", + " 0.847743 0.152257\n", + " 1.36711f-5 0.999986\n", + " 0.800264 0.199736\n", + " 1.36711f-5 0.999986\n", + " ⋮ \n", + " 1.36711f-5 0.999986\n", + " 0.797935 0.202065\n", + " 0.735359 0.264641\n", + " 0.735655 0.264345\n", + " 0.741776 0.258224\n", + " 0.860911 0.139089\n", + " 0.908374 0.0916265\n", + " 1.36711f-5 0.999986\n", + " 0.908374 0.0916265\n", + " 0.826605 0.173395\n", + " 1.36711f-5 0.999986\n", + " 1.36711f-5 0.999986" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_X = Matrix(test_X)\n", + "preds = MLJ.predict( m,test_X)" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "id": "a7e25da6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2-element Vector{Pair{String, Float64}}:\n", + " \"feat_2\" => 0.9758581174651332\n", + " \"feat_1\" => 0.024141882534866845" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "features_gain = EvoTrees.importance(m)" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "ba6a8406", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using Plots\n", + "plot(preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "id": "a4d849ab", + "metadata": {}, + "outputs": [], + "source": [ + "preds[:,2]= [if x < 0.5 0 else 1 end for x in preds[:,2]];" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "id": "728b66d8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1090×2 Matrix{Float32}:\n", + " 0.800264 0.0\n", + " 0.814238 0.0\n", + " 1.36711f-5 1.0\n", + " 0.847743 0.0\n", + " 0.827981 0.0\n", + " 1.36711f-5 1.0\n", + " 0.741776 0.0\n", + " 0.822133 0.0\n", + " 1.36711f-5 1.0\n", + " 0.847743 0.0\n", + " 1.36711f-5 1.0\n", + " 0.800264 0.0\n", + " 1.36711f-5 1.0\n", + " ⋮ \n", + " 1.36711f-5 1.0\n", + " 0.797935 0.0\n", + " 0.735359 0.0\n", + " 0.735655 0.0\n", + " 0.741776 0.0\n", + " 0.860911 0.0\n", + " 0.908374 0.0\n", + " 1.36711f-5 1.0\n", + " 0.908374 0.0\n", + " 0.826605 0.0\n", + " 1.36711f-5 1.0\n", + " 1.36711f-5 1.0" + ] + }, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "id": "13f380f1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1090-element BitVector:\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 0\n", + " 1\n", + " 0\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " ⋮\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1" + ] + }, + "execution_count": 198, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred = convert.(Int64, preds[:,2])\n", + "prediction_df = DataFrame(y_actual = test_y, y_predicted = pred, prob_predicted = preds[:,1]);\n", + "prediction_df.correctly_classified = prediction_df.y_actual .== prediction_df.y_predicted\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "id": "095b788d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of the model is : 0.865137614678899" + ] + } + ], + "source": [ + "accuracy = mean(prediction_df.correctly_classified)\n", + "print(\"Accuracy of the model is : \",accuracy)" + ] + }, + { + "cell_type": "raw", + "id": "cbd9880e", + "metadata": {}, + "source": [ + "test_y" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.8.3", + "language": "julia", + "name": "julia-1.8" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_layout/head.html b/_layout/head.html index 826ec90..cd96ea7 100644 --- a/_layout/head.html +++ b/_layout/head.html @@ -21,6 +21,7 @@
  • Related Organizations
  • Meeting Notes
  • GSoC
  • +
  • Tutorials
  • diff --git a/tutorials.md b/tutorials.md new file mode 100644 index 0000000..a9d35ae --- /dev/null +++ b/tutorials.md @@ -0,0 +1,12 @@ +@def title = "JuliaHealth - Tutorials" + +** How to create a patient-Level prediction model using JuliaHealth ** + +This notebook uses the packages: +* [MLJ](https://alan-turing-institute.github.io/MLJ.jl/) for machine learning tasks, including data +* [OMOPCDMCohortCreator](https://github.com/JuliaHealth/OMOPCDMCohortCreator.jl) for dealing with OMOP Databases +* [LibPQ](https://github.com/chris-b1/LibPQ.jl#dbinterface) to connect to the database on the server (hidden for the server security) + +[The notebook](/assets/JuliaHealth-Patient-level-prediction.ipynb) + +The model predicts patients of AFib that got stroke and produces accuracy of 87% From 9360e37199b5da2a6cd763d75da95d367037024d Mon Sep 17 00:00:00 2001 From: Farreeda Date: Fri, 13 Oct 2023 09:27:49 +0300 Subject: [PATCH 5/5] GSoc with the patient_level_prediction tutorial --- GSoC.md | 1 - ...uliaHealth-Patient-level-prediction .ipynb | 1669 -- .../JuliaHealth-Patient-level-prediction.html | 16901 ++++++++++++++++ _assets/output_21_0.svg | 326 + tutorials.md | 4 +- 5 files changed, 17229 insertions(+), 1672 deletions(-) delete mode 100644 _assets/JuliaHealth-Patient-level-prediction .ipynb create mode 100644 _assets/JuliaHealth-Patient-level-prediction.html create mode 100644 _assets/output_21_0.svg diff --git a/GSoC.md b/GSoC.md index 6212755..d631352 100644 --- a/GSoC.md +++ b/GSoC.md @@ -40,7 +40,6 @@ for DBConnector This Jupyter notebook shows the flow of creating a prediction model from OMOP CDM using developed packages through the program. You can find it on juliahealth website - the tutorial section. - For more details, this [blogpost] (https://medium.com/@fareedaabdelazeez/google-summer-of-code-2023-strengthening-healthcare-with-juliahealth-7b8fde5af9ec) wraps up the details of GSoC program achievements. Check Acknowledgments too! - Poster presentation at [JuliaCon 2023, _JuliaHealth's Tools for Patient-Level Predictions: Strengthening Capacity and Innovation_](/assets/JuliaCon-gsoc.pdf) diff --git a/_assets/JuliaHealth-Patient-level-prediction .ipynb b/_assets/JuliaHealth-Patient-level-prediction .ipynb deleted file mode 100644 index a133a89..0000000 --- a/_assets/JuliaHealth-Patient-level-prediction .ipynb +++ /dev/null @@ -1,1669 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "702f6894", - "metadata": {}, - "outputs": [], - "source": [ - "using SQLite\n", - "using LibPQ" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "171d3c73", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mGlobal database dialect set to: postgresql\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mGlobal schema set to: omop\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mmeasurement table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mpayer_plan_period table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mlocation table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39msource_to_concept_map table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mnote_nlp table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mvisit_detail_assign table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mvisit_occurrence table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mvocabulary table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mprocedure_occurrence table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mrelationship table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdomain table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdose_era table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdeath table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mmetadata table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept_class table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdrug_era table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mnote table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mspecimen table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcondition_occurrence table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept_ancestor table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcohort table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mfact_relationship table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdrug_exposure table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mperson table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mobservation_period table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcost table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcohort_attribute table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mobservation table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcondition_era table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept_relationship table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mprovider table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mconcept_synonym table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mattribute_definition table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcdm_source table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcohort_definition table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdrug_strength table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mvisit_detail table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mcare_site table generated internally\n", - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mdevice_exposure table generated internally\n" - ] - }, - { - "data": { - "text/plain": [ - "46520-element Vector{Int64}:\n", - " 622701440\n", - " 622684030\n", - " 622692774\n", - " 622709475\n", - " 622705072\n", - " 622691611\n", - " 622703768\n", - " 622697129\n", - " 622701153\n", - " 622682262\n", - " 622705465\n", - " 622711774\n", - " 622693042\n", - " ⋮\n", - " 622690452\n", - " 622698813\n", - " 622691630\n", - " 622689444\n", - " 622691888\n", - " 622678894\n", - " 622709120\n", - " 622702234\n", - " 622706201\n", - " 622680998\n", - " 622693599\n", - " 622698890" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "using DataFrames\n", - "using DBInterface\n", - "import OMOPCDMCohortCreator as occ\n", - "\"\"\"\n", - "using OMOPCDMDatabaseConnector\n", - "This package will connect the database directly in the future but it is still under maintanence\n", - "\"\"\"\n", - "\n", - "#connecting the basic way\n", - "DBconn = DBInterface.connect(LibPQ.Connection,\"**********************************\")\n", - "occ.GenerateDatabaseDetails(\n", - " :postgresql,\n", - " \"omop\"\n", - " )\n", - "tables = occ.GenerateTables(DBconn)\n", - "occ.GetDatabasePersonIDs(DBconn)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "6bc17658", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "93-element Vector{Int64}:\n", - " 4164092\n", - " 44784623\n", - " 40480002\n", - " 43530679\n", - " 437544\n", - " 43531622\n", - " 4112018\n", - " 374055\n", - " 759831\n", - " 442615\n", - " 437540\n", - " 4201094\n", - " 4326561\n", - " ⋮\n", - " 4318408\n", - " 439040\n", - " 433050\n", - " 618759\n", - " 4045745\n", - " 373503\n", - " 4154699\n", - " 4136546\n", - " 4017107\n", - " 380423\n", - " 434656\n", - " 43531583" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "### The concepts for AFib and Stroke from ATLAS OHDSI\n", - "\n", - "Afib = [4199501,313217]\n", - "stroke = [4164092,\n", - "44784623,\n", - "40480002,\n", - "43530679,\n", - "437544,\n", - "43531622,\n", - "4112018,\n", - "374055,\n", - "759831,\n", - "442615,\n", - "437540,\n", - "4201094,\n", - "4326561,\n", - "4029497,\n", - "380747,\n", - "372924,\n", - "316437,\n", - "375557,\n", - "376713,\n", - "374384,\n", - "441874,\n", - "381316,\n", - "381591,\n", - "44782819,\n", - "36712779,\n", - "438873,\n", - "438881,\n", - "438270,\n", - "434166,\n", - "440537,\n", - "4014781,\n", - "372721,\n", - "4159164,\n", - "4153380,\n", - "37109512,\n", - "432346,\n", - "43530687,\n", - "40479575,\n", - "4306943,\n", - "441246,\n", - "40481762,\n", - "40484522,\n", - "40484513,\n", - "436277,\n", - "437427,\n", - "439190,\n", - "439847,\n", - "42873157,\n", - "444197,\n", - "444198,\n", - "444196,\n", - "433624,\n", - "436526,\n", - "40492969,\n", - "434155,\n", - "4310996,\n", - "434056,\n", - "40480938,\n", - "40481842,\n", - "378774,\n", - "377254,\n", - "444091,\n", - "443790,\n", - "443864,\n", - "314667,\n", - "436430,\n", - "4162038,\n", - "435378,\n", - "433037,\n", - "372654,\n", - "443599,\n", - "436519,\n", - "260841,\n", - "313272,\n", - "313833,\n", - "40480449,\n", - "432923,\n", - "4134162,\n", - "441709,\n", - "440244,\n", - "378544,\n", - "4318408,\n", - "439040,\n", - "433050,\n", - "618759,\n", - "4045745,\n", - "373503,\n", - "4154699,\n", - "4136546,\n", - "4017107,\n", - "380423,\n", - "434656,\n", - "43531583]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "57d48389", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    46476×3 DataFrame
    46451 rows omitted
    Rowsubject_idperson_idage
    Int32?Int32?Int32?
    124962267210375
    225062267210424
    325162267210520
    425262267210655
    525362267210784
    625562267210878
    725662267210977
    825762267211082
    92586226721110
    102606226721120
    1126162267211376
    1226262267211464
    1326362267211556
    464654406562271861166
    464664406962271861267
    464674407162271861360
    464684407362271861488
    464694408262271861566
    464704408362271861654
    464714408462271861758
    464724408962271861885
    464734411562271861937
    464744412362271862085
    464754412662271862152
    464764412862271862251
    " - ], - "text/latex": [ - "\\begin{tabular}{r|ccc}\n", - "\t& subject\\_id & person\\_id & age\\\\\n", - "\t\\hline\n", - "\t& Int32? & Int32? & Int32?\\\\\n", - "\t\\hline\n", - "\t1 & 249 & 622672103 & 75 \\\\\n", - "\t2 & 250 & 622672104 & 24 \\\\\n", - "\t3 & 251 & 622672105 & 20 \\\\\n", - "\t4 & 252 & 622672106 & 55 \\\\\n", - "\t5 & 253 & 622672107 & 84 \\\\\n", - "\t6 & 255 & 622672108 & 78 \\\\\n", - "\t7 & 256 & 622672109 & 77 \\\\\n", - "\t8 & 257 & 622672110 & 82 \\\\\n", - "\t9 & 258 & 622672111 & 0 \\\\\n", - "\t10 & 260 & 622672112 & 0 \\\\\n", - "\t11 & 261 & 622672113 & 76 \\\\\n", - "\t12 & 262 & 622672114 & 64 \\\\\n", - "\t13 & 263 & 622672115 & 56 \\\\\n", - "\t14 & 264 & 622672116 & 0 \\\\\n", - "\t15 & 265 & 622672117 & 56 \\\\\n", - "\t16 & 266 & 622672118 & 78 \\\\\n", - "\t17 & 267 & 622672119 & 25 \\\\\n", - "\t18 & 268 & 622672120 & 66 \\\\\n", - "\t19 & 269 & 622672121 & 40 \\\\\n", - "\t20 & 270 & 622672122 & 80 \\\\\n", - "\t21 & 663 & 622672123 & 58 \\\\\n", - "\t22 & 664 & 622672124 & 82 \\\\\n", - "\t23 & 665 & 622672125 & 62 \\\\\n", - "\t24 & 666 & 622672126 & 60 \\\\\n", - "\t25 & 667 & 622672127 & 70 \\\\\n", - "\t26 & 668 & 622672128 & 87 \\\\\n", - "\t27 & 669 & 622672129 & 61 \\\\\n", - "\t28 & 670 & 622672130 & 80 \\\\\n", - "\t29 & 671 & 622672131 & 48 \\\\\n", - "\t30 & 672 & 622672132 & 47 \\\\\n", - "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "\u001b[1m46476×3 DataFrame\u001b[0m\n", - "\u001b[1m Row \u001b[0m│\u001b[1m subject_id \u001b[0m\u001b[1m person_id \u001b[0m\u001b[1m age \u001b[0m\n", - " │\u001b[90m Int32? \u001b[0m\u001b[90m Int32? \u001b[0m\u001b[90m Int32? \u001b[0m\n", - "───────┼───────────────────────────────\n", - " 1 │ 249 622672103 75\n", - " 2 │ 250 622672104 24\n", - " 3 │ 251 622672105 20\n", - " 4 │ 252 622672106 55\n", - " 5 │ 253 622672107 84\n", - " 6 │ 255 622672108 78\n", - " 7 │ 256 622672109 77\n", - " 8 │ 257 622672110 82\n", - " 9 │ 258 622672111 0\n", - " 10 │ 260 622672112 0\n", - " 11 │ 261 622672113 76\n", - " ⋮ │ ⋮ ⋮ ⋮\n", - " 46467 │ 44071 622718613 60\n", - " 46468 │ 44073 622718614 88\n", - " 46469 │ 44082 622718615 66\n", - " 46470 │ 44083 622718616 54\n", - " 46471 │ 44084 622718617 58\n", - " 46472 │ 44089 622718618 85\n", - " 46473 │ 44115 622718619 37\n", - " 46474 │ 44123 622718620 85\n", - " 46475 │ 44126 622718621 52\n", - " 46476 │ 44128 622718622 51\n", - "\u001b[36m 46455 rows omitted\u001b[0m" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "### since mimic iii data manipulated date of birth for patients for privacy issues, it can be retrieved from mimic data using this query\n", - "## IMPORTANT NOTE: Addition of 229896253 for each mimic_id is a special case for our database, Almost you don't have to add it\n", - "\n", - "Mconn = LibPQ.Connection(\"*******************************************\")\n", - "LibPQ.execute(Mconn,\"set search_path to mimiciii\")\n", - "\n", - "### something happened in the database and each mimic_id is past its corresponding person_id by 229896253\n", - "\n", - "age_mimic = LibPQ.execute(Mconn,\"SELECT pat.subject_id, (pat.mimic_id) AS person_id,\n", - " CAST(CAST(EXTRACT(epoch FROM adm.admittime - pat.dob)/(60*60*24*365.242) AS numeric) AS integer) AS age\n", - "FROM icustays ie\n", - "INNER JOIN admissions adm\n", - " ON ie.hadm_id = adm.hadm_id\n", - "INNER JOIN patients pat\n", - " ON ie.subject_id = pat.subject_id\n", - ";\") |> DataFrame\n", - "age_mimic = unique(age_mimic, :person_id)\n", - "sort(age_mimic, :person_id)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 165, - "id": "af85c242", - "metadata": {}, - "outputs": [], - "source": [ - "### Getting list of person_ids who suffer from AFib and stroke using OMOPCDMCohortCreator###" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "e81683fc", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
    15137×3 DataFrame
    15112 rows omitted
    Rowperson_idhas_AFibhas_stroke
    Int32Int64Int64
    162270743011
    262271690711
    362270438211
    462269516711
    562267946011
    662267386511
    762269015411
    862267918011
    962267819211
    1062270272111
    1162269367211
    1262269765511
    1362271383611
    1512662270741501
    1512762270069601
    1512862267979001
    1512962268767601
    1513062269152701
    1513162271757901
    1513262269896001
    1513362270242601
    1513462270897201
    1513562270121201
    1513662271724301
    1513762269041201
    " - ], - "text/latex": [ - "\\begin{tabular}{r|ccc}\n", - "\t& person\\_id & has\\_AFib & has\\_stroke\\\\\n", - "\t\\hline\n", - "\t& Int32 & Int64 & Int64\\\\\n", - "\t\\hline\n", - "\t1 & 622707430 & 1 & 1 \\\\\n", - "\t2 & 622716907 & 1 & 1 \\\\\n", - "\t3 & 622704382 & 1 & 1 \\\\\n", - "\t4 & 622695167 & 1 & 1 \\\\\n", - "\t5 & 622679460 & 1 & 1 \\\\\n", - "\t6 & 622673865 & 1 & 1 \\\\\n", - "\t7 & 622690154 & 1 & 1 \\\\\n", - "\t8 & 622679180 & 1 & 1 \\\\\n", - "\t9 & 622678192 & 1 & 1 \\\\\n", - "\t10 & 622702721 & 1 & 1 \\\\\n", - "\t11 & 622693672 & 1 & 1 \\\\\n", - "\t12 & 622697655 & 1 & 1 \\\\\n", - "\t13 & 622713836 & 1 & 1 \\\\\n", - "\t14 & 622698895 & 1 & 1 \\\\\n", - "\t15 & 622705975 & 1 & 1 \\\\\n", - "\t16 & 622712282 & 1 & 1 \\\\\n", - "\t17 & 622706810 & 1 & 1 \\\\\n", - "\t18 & 622698969 & 1 & 1 \\\\\n", - "\t19 & 622704074 & 1 & 1 \\\\\n", - "\t20 & 622685911 & 1 & 1 \\\\\n", - "\t21 & 622714984 & 1 & 1 \\\\\n", - "\t22 & 622689560 & 1 & 1 \\\\\n", - "\t23 & 622708953 & 1 & 1 \\\\\n", - "\t24 & 622714964 & 1 & 1 \\\\\n", - "\t25 & 622696501 & 1 & 1 \\\\\n", - "\t26 & 622673322 & 1 & 1 \\\\\n", - "\t27 & 622691871 & 1 & 1 \\\\\n", - "\t28 & 622711131 & 1 & 1 \\\\\n", - "\t29 & 622673167 & 1 & 1 \\\\\n", - "\t30 & 622698789 & 1 & 1 \\\\\n", - "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "\u001b[1m15137×3 DataFrame\u001b[0m\n", - "\u001b[1m Row \u001b[0m│\u001b[1m person_id \u001b[0m\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\n", - " │\u001b[90m Int32 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\n", - "───────┼─────────────────────────────────\n", - " 1 │ 622707430 1 1\n", - " 2 │ 622716907 1 1\n", - " 3 │ 622704382 1 1\n", - " 4 │ 622695167 1 1\n", - " 5 │ 622679460 1 1\n", - " 6 │ 622673865 1 1\n", - " 7 │ 622690154 1 1\n", - " 8 │ 622679180 1 1\n", - " 9 │ 622678192 1 1\n", - " 10 │ 622702721 1 1\n", - " 11 │ 622693672 1 1\n", - " ⋮ │ ⋮ ⋮ ⋮\n", - " 15128 │ 622679790 0 1\n", - " 15129 │ 622687676 0 1\n", - " 15130 │ 622691527 0 1\n", - " 15131 │ 622717579 0 1\n", - " 15132 │ 622698960 0 1\n", - " 15133 │ 622702426 0 1\n", - " 15134 │ 622708972 0 1\n", - " 15135 │ 622701212 0 1\n", - " 15136 │ 622717243 0 1\n", - " 15137 │ 622690412 0 1\n", - "\u001b[36m 15116 rows omitted\u001b[0m" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "AFib_combined_df = DataFrame()\n", - "stroke_combined_df = DataFrame()\n", - "AFib_combined_df = occ.ConditionFilterPersonIDs(Afib,DBconn)\n", - "AFib_combined_df[!, :has_AFib] .= 1\n", - "stroke_combined_df = occ.ConditionFilterPersonIDs(stroke,DBconn) \n", - "stroke_combined_df[!, :has_stroke] .= 1\n", - "df = outerjoin(AFib_combined_df, stroke_combined_df, on = [:person_id => :person_id], matchmissing = :equal)\n", - "df = coalesce.(df, 0)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "fd9166ec", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    15137×5 DataFrame
    15112 rows omitted
    Rowperson_idrace_concept_idgender_concept_idhas_AFibhas_stroke
    Int32?Int32?Int32?Int64?Int64?
    16227074308527850711
    26227169078527850711
    36227043828527850711
    46226951678527853211
    56226794604087921853211
    66226738658527853211
    76226901548527850711
    86226791808527850711
    96226781928527850711
    106227027214188159850711
    116226936724218674853211
    126226976558527850711
    136227138368527850711
    151266227074158527850701
    151276227006964087921853201
    151286226797908527850701
    151296226876764188159853201
    151306226915278527853201
    151316227175798527853201
    151326226989608527850701
    151336227024268515850701
    151346227089728527850701
    1513562270121238003599853201
    151366227172438527853201
    151376226904128527853201
    " - ], - "text/latex": [ - "\\begin{tabular}{r|ccccc}\n", - "\t& person\\_id & race\\_concept\\_id & gender\\_concept\\_id & has\\_AFib & has\\_stroke\\\\\n", - "\t\\hline\n", - "\t& Int32? & Int32? & Int32? & Int64? & Int64?\\\\\n", - "\t\\hline\n", - "\t1 & 622707430 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t2 & 622716907 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t3 & 622704382 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t4 & 622695167 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t5 & 622679460 & 4087921 & 8532 & 1 & 1 \\\\\n", - "\t6 & 622673865 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t7 & 622690154 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t8 & 622679180 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t9 & 622678192 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t10 & 622702721 & 4188159 & 8507 & 1 & 1 \\\\\n", - "\t11 & 622693672 & 4218674 & 8532 & 1 & 1 \\\\\n", - "\t12 & 622697655 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t13 & 622713836 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t14 & 622698895 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t15 & 622705975 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t16 & 622712282 & 4218674 & 8532 & 1 & 1 \\\\\n", - "\t17 & 622706810 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t18 & 622698969 & 4087921 & 8532 & 1 & 1 \\\\\n", - "\t19 & 622704074 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t20 & 622685911 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t21 & 622714984 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t22 & 622689560 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t23 & 622708953 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t24 & 622714964 & 4218674 & 8507 & 1 & 1 \\\\\n", - "\t25 & 622696501 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t26 & 622673322 & 8527 & 8532 & 1 & 1 \\\\\n", - "\t27 & 622691871 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t28 & 622711131 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t29 & 622673167 & 8527 & 8507 & 1 & 1 \\\\\n", - "\t30 & 622698789 & 38003579 & 8532 & 1 & 1 \\\\\n", - "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "\u001b[1m15137×5 DataFrame\u001b[0m\n", - "\u001b[1m Row \u001b[0m│\u001b[1m person_id \u001b[0m\u001b[1m race_concept_id \u001b[0m\u001b[1m gender_concept_id \u001b[0m\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\n", - " │\u001b[90m Int32? \u001b[0m\u001b[90m Int32? \u001b[0m\u001b[90m Int32? \u001b[0m\u001b[90m Int64? \u001b[0m\u001b[90m Int64? \u001b[0m\n", - "───────┼─────────────────────────────────────────────────────────────────────\n", - " 1 │ 622707430 8527 8507 1 1\n", - " 2 │ 622716907 8527 8507 1 1\n", - " 3 │ 622704382 8527 8507 1 1\n", - " 4 │ 622695167 8527 8532 1 1\n", - " 5 │ 622679460 4087921 8532 1 1\n", - " 6 │ 622673865 8527 8532 1 1\n", - " 7 │ 622690154 8527 8507 1 1\n", - " 8 │ 622679180 8527 8507 1 1\n", - " 9 │ 622678192 8527 8507 1 1\n", - " 10 │ 622702721 4188159 8507 1 1\n", - " 11 │ 622693672 4218674 8532 1 1\n", - " ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮\n", - " 15128 │ 622679790 8527 8507 0 1\n", - " 15129 │ 622687676 4188159 8532 0 1\n", - " 15130 │ 622691527 8527 8532 0 1\n", - " 15131 │ 622717579 8527 8532 0 1\n", - " 15132 │ 622698960 8527 8507 0 1\n", - " 15133 │ 622702426 8515 8507 0 1\n", - " 15134 │ 622708972 8527 8507 0 1\n", - " 15135 │ 622701212 38003599 8532 0 1\n", - " 15136 │ 622717243 8527 8532 0 1\n", - " 15137 │ 622690412 8527 8532 0 1\n", - "\u001b[36m 15116 rows omitted\u001b[0m" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Getting each patiend gender and race\n", - "df = occ.GetPatientGender(df, DBconn)\n", - "df = occ.GetPatientRace(df, DBconn)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "4231b55f", - "metadata": {}, - "outputs": [ - { - "ename": "LoadError", - "evalue": "ArgumentError: column :person_id not found in the left data frame", - "output_type": "error", - "traceback": [ - "ArgumentError: column :person_id not found in the left data frame", - "", - "Stacktrace:", - " [1] DataFrames.DataFrameJoiner(dfl::DataFrame, dfr::DataFrame, on::Vector{Pair{Symbol, Symbol}}, matchmissing::Symbol, kind::Symbol)", - " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/join/composer.jl:54", - " [2] _join(df1::DataFrame, df2::DataFrame; on::Vector{Pair{Symbol, Symbol}}, kind::Symbol, makeunique::Bool, indicator::Nothing, validate::Tuple{Bool, Bool}, left_rename::typeof(identity), right_rename::typeof(identity), matchmissing::Symbol, order::Symbol)", - " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/join/composer.jl:504", - " [3] #leftjoin#673", - " @ ~/.julia/packages/DataFrames/58MUJ/src/join/composer.jl:940 [inlined]", - " [4] top-level scope", - " @ In[9]:2" - ] - } - ], - "source": [ - "#joining the table with their ages\n", - "df = leftjoin(df, age_mimic, on = [:person_id => :person_id], matchmissing = :equal, makeunique=true)\n", - "sort(df, :person_id)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "bf75dc4e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    15127×7 DataFrame
    15102 rows omitted
    Rowperson_idrace_concept_idgender_concept_idhas_AFibhas_strokesubject_idage
    Int32Int32Int32Int64Int64Int32Int32
    1622672122421867485070127080
    26226725593800359985070127466
    3622672560852785070127582
    4622672566852785320128274
    5622672568852785321028487
    6622672570852785321028685
    7622672573421867485071029074
    862267258738003599853211304300
    9622672588852785321130573
    10622672589852785320130661
    11622672590852785320130775
    12622672595421867485320131379
    13622672603421867485321032175
    15116622713243421867485321094879300
    1511762271324585278507109488953
    1511862271324685278507119489677
    1511962271324985278507109490680
    15120622713254852785071094916300
    1512162271325585278507109492169
    1512262271325685278532019492475
    15123622713257380035998532119492687
    1512462271325885278532019493247
    1512562271326185278507119494280
    1512662271326485278532019495353
    1512762271326542186748532109495468
    " - ], - "text/latex": [ - "\\begin{tabular}{r|ccccccc}\n", - "\t& person\\_id & race\\_concept\\_id & gender\\_concept\\_id & has\\_AFib & has\\_stroke & subject\\_id & \\\\\n", - "\t\\hline\n", - "\t& Int32 & Int32 & Int32 & Int64 & Int64 & Int32 & \\\\\n", - "\t\\hline\n", - "\t1 & 622672122 & 4218674 & 8507 & 0 & 1 & 270 & $\\dots$ \\\\\n", - "\t2 & 622672559 & 38003599 & 8507 & 0 & 1 & 274 & $\\dots$ \\\\\n", - "\t3 & 622672560 & 8527 & 8507 & 0 & 1 & 275 & $\\dots$ \\\\\n", - "\t4 & 622672566 & 8527 & 8532 & 0 & 1 & 282 & $\\dots$ \\\\\n", - "\t5 & 622672568 & 8527 & 8532 & 1 & 0 & 284 & $\\dots$ \\\\\n", - "\t6 & 622672570 & 8527 & 8532 & 1 & 0 & 286 & $\\dots$ \\\\\n", - "\t7 & 622672573 & 4218674 & 8507 & 1 & 0 & 290 & $\\dots$ \\\\\n", - "\t8 & 622672587 & 38003599 & 8532 & 1 & 1 & 304 & $\\dots$ \\\\\n", - "\t9 & 622672588 & 8527 & 8532 & 1 & 1 & 305 & $\\dots$ \\\\\n", - "\t10 & 622672589 & 8527 & 8532 & 0 & 1 & 306 & $\\dots$ \\\\\n", - "\t11 & 622672590 & 8527 & 8532 & 0 & 1 & 307 & $\\dots$ \\\\\n", - "\t12 & 622672595 & 4218674 & 8532 & 0 & 1 & 313 & $\\dots$ \\\\\n", - "\t13 & 622672603 & 4218674 & 8532 & 1 & 0 & 321 & $\\dots$ \\\\\n", - "\t14 & 622672606 & 8527 & 8507 & 0 & 1 & 324 & $\\dots$ \\\\\n", - "\t15 & 622672612 & 8527 & 8507 & 0 & 1 & 330 & $\\dots$ \\\\\n", - "\t16 & 622672620 & 8527 & 8507 & 1 & 0 & 338 & $\\dots$ \\\\\n", - "\t17 & 622672621 & 38003599 & 8532 & 1 & 0 & 339 & $\\dots$ \\\\\n", - "\t18 & 622672622 & 8527 & 8532 & 0 & 1 & 340 & $\\dots$ \\\\\n", - "\t19 & 622672624 & 38003599 & 8532 & 0 & 1 & 342 & $\\dots$ \\\\\n", - "\t20 & 622672626 & 4188159 & 8532 & 1 & 0 & 345 & $\\dots$ \\\\\n", - "\t21 & 622672627 & 38003599 & 8532 & 1 & 0 & 346 & $\\dots$ \\\\\n", - "\t22 & 622672633 & 8527 & 8507 & 0 & 1 & 352 & $\\dots$ \\\\\n", - "\t23 & 622672634 & 8527 & 8507 & 1 & 0 & 353 & $\\dots$ \\\\\n", - "\t24 & 622672384 & 8527 & 8507 & 0 & 1 & 67 & $\\dots$ \\\\\n", - "\t25 & 622672397 & 8527 & 8507 & 0 & 1 & 81 & $\\dots$ \\\\\n", - "\t26 & 622672399 & 4218674 & 8532 & 0 & 1 & 83 & $\\dots$ \\\\\n", - "\t27 & 622672401 & 8527 & 8507 & 1 & 0 & 85 & $\\dots$ \\\\\n", - "\t28 & 622672409 & 8515 & 8507 & 1 & 0 & 94 & $\\dots$ \\\\\n", - "\t29 & 622672412 & 4218674 & 8507 & 1 & 0 & 97 & $\\dots$ \\\\\n", - "\t30 & 622672415 & 4218674 & 8532 & 1 & 0 & 100 & $\\dots$ \\\\\n", - "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "\u001b[1m15127×7 DataFrame\u001b[0m\n", - "\u001b[1m Row \u001b[0m│\u001b[1m person_id \u001b[0m\u001b[1m race_concept_id \u001b[0m\u001b[1m gender_concept_id \u001b[0m\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\u001b[1m \u001b[0m ⋯\n", - " │\u001b[90m Int32 \u001b[0m\u001b[90m Int32 \u001b[0m\u001b[90m Int32 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m \u001b[0m ⋯\n", - "───────┼────────────────────────────────────────────────────────────────────────\n", - " 1 │ 622672122 4218674 8507 0 1 ⋯\n", - " 2 │ 622672559 38003599 8507 0 1\n", - " 3 │ 622672560 8527 8507 0 1\n", - " 4 │ 622672566 8527 8532 0 1\n", - " 5 │ 622672568 8527 8532 1 0 ⋯\n", - " 6 │ 622672570 8527 8532 1 0\n", - " 7 │ 622672573 4218674 8507 1 0\n", - " 8 │ 622672587 38003599 8532 1 1\n", - " 9 │ 622672588 8527 8532 1 1 ⋯\n", - " 10 │ 622672589 8527 8532 0 1\n", - " 11 │ 622672590 8527 8532 0 1\n", - " ⋮ │ ⋮ ⋮ ⋮ ⋮ ⋮ ⋱\n", - " 15118 │ 622713246 8527 8507 1 1\n", - " 15119 │ 622713249 8527 8507 1 0 ⋯\n", - " 15120 │ 622713254 8527 8507 1 0\n", - " 15121 │ 622713255 8527 8507 1 0\n", - " 15122 │ 622713256 8527 8532 0 1\n", - " 15123 │ 622713257 38003599 8532 1 1 ⋯\n", - " 15124 │ 622713258 8527 8532 0 1\n", - " 15125 │ 622713261 8527 8507 1 1\n", - " 15126 │ 622713264 8527 8532 0 1\n", - " 15127 │ 622713265 4218674 8532 1 0 ⋯\n", - "\u001b[36m 2 columns and 15106 rows omitted\u001b[0m" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#df.age .= ifelse.(df.age .> 89, 90, df.age)\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "5ed81244", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5-element Vector{Int64}:\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "[count(ismissing,col) for col in eachcol(df)]\n", - "dropmissing!(df)\n", - "[count(ismissing,col) for col in eachcol(df)]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "52c7f5e0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "7-element Vector{DataType}:\n", - " Int32\n", - " Int32\n", - " Int32\n", - " Int64\n", - " Int64\n", - " Int32\n", - " Int32" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "eltype.(eachcol(df))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "4f97e0cc", - "metadata": {}, - "outputs": [ - { - "ename": "LoadError", - "evalue": "ArgumentError: column name :subject_id not found in the data frame", - "output_type": "error", - "traceback": [ - "ArgumentError: column name :subject_id not found in the data frame", - "", - "Stacktrace:", - " [1] lookupname", - " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:413 [inlined]", - " [2] getindex", - " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:422 [inlined]", - " [3] getindex", - " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:227 [inlined]", - " [4] manipulate(df::DataFrame, c::InvertedIndex{Symbol}; copycols::Bool, keeprows::Bool, renamecols::Bool)", - " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/abstractdataframe/selection.jl:1836", - " [5] select(df::DataFrame, args::Any; copycols::Bool, renamecols::Bool, threads::Bool)", - " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/abstractdataframe/selection.jl:1299", - " [6] select(df::DataFrame, args::Any)", - " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/abstractdataframe/selection.jl:1299", - " [7] top-level scope", - " @ In[8]:3" - ] - } - ], - "source": [ - "# dropping person_id and subject_id columns because they won't be needed\n", - "df = select(df, Not(:person_id))\n", - "df = select(df, Not(:subject_id))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "6d69b6cb", - "metadata": {}, - "outputs": [ - { - "ename": "LoadError", - "evalue": "ArgumentError: column name :age not found in the data frame", - "output_type": "error", - "traceback": [ - "ArgumentError: column name :age not found in the data frame", - "", - "Stacktrace:", - " [1] lookupname", - " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:413 [inlined]", - " [2] getindex", - " @ ~/.julia/packages/DataFrames/58MUJ/src/other/index.jl:422 [inlined]", - " [3] getindex(df::DataFrame, #unused#::typeof(!), col_ind::Symbol)", - " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/dataframe/dataframe.jl:557", - " [4] getproperty(df::DataFrame, col_ind::Symbol)", - " @ DataFrames ~/.julia/packages/DataFrames/58MUJ/src/abstractdataframe/abstractdataframe.jl:431", - " [5] top-level scope", - " @ In[10]:2" - ] - } - ], - "source": [ - "eltype.(eachcol(df))\n", - "df.age = convert.(Int64, df.age)\n", - "df.race_concept_id = convert.(Int64, df.race_concept_id)\n", - "df.gender_concept_id = convert.(Int64, df.gender_concept_id)\n", - "df.has_AFib = convert.(Int64, df.has_AFib)\n", - "df.has_stroke = convert.(Int64, df.has_stroke)\n", - "df = select(df, Not(:gender_concept_id))\n", - "df = select(df, Not(:race_concept_id))" - ] - }, - { - "cell_type": "code", - "execution_count": 164, - "id": "c928bd2d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    3×7 DataFrame
    Rowvariablemeanminmedianmaxnmissingeltype
    SymbolFloat64Int64Float64Int64Int64DataType
    1has_AFib0.68176601.010Int64
    2has_stroke0.4425600.010Int64
    3age87.8847074.03070Int64
    " - ], - "text/latex": [ - "\\begin{tabular}{r|ccccccc}\n", - "\t& variable & mean & min & median & max & nmissing & eltype\\\\\n", - "\t\\hline\n", - "\t& Symbol & Float64 & Int64 & Float64 & Int64 & Int64 & DataType\\\\\n", - "\t\\hline\n", - "\t1 & has\\_AFib & 0.681766 & 0 & 1.0 & 1 & 0 & Int64 \\\\\n", - "\t2 & has\\_stroke & 0.44256 & 0 & 0.0 & 1 & 0 & Int64 \\\\\n", - "\t3 & age & 87.8847 & 0 & 74.0 & 307 & 0 & Int64 \\\\\n", - "\\end{tabular}\n" - ], - "text/plain": [ - "\u001b[1m3×7 DataFrame\u001b[0m\n", - "\u001b[1m Row \u001b[0m│\u001b[1m variable \u001b[0m\u001b[1m mean \u001b[0m\u001b[1m min \u001b[0m\u001b[1m median \u001b[0m\u001b[1m max \u001b[0m\u001b[1m nmissing \u001b[0m\u001b[1m eltype \u001b[0m\n", - " │\u001b[90m Symbol \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m DataType \u001b[0m\n", - "─────┼──────────────────────────────────────────────────────────────────\n", - " 1 │ has_AFib 0.681766 0 1.0 1 0 Int64\n", - " 2 │ has_stroke 0.44256 0 0.0 1 0 Int64\n", - " 3 │ age 87.8847 0 74.0 307 0 Int64" - ] - }, - "execution_count": 164, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "describe(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 165, - "id": "d831184f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Dict{Int64, Int64} with 2 entries:\n", - " 0 => 2892\n", - " 1 => 2296" - ] - }, - "execution_count": 165, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "using Pkg\n", - "using StatsBase\n", - "countmap(df.has_stroke)" - ] - }, - { - "cell_type": "code", - "execution_count": 166, - "id": "d098630c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(\u001b[1m3632×3 DataFrame\u001b[0m\n", - "\u001b[1m Row \u001b[0m│\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\u001b[1m age \u001b[0m\n", - " │\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\n", - "──────┼─────────────────────────────\n", - " 1 │ 1 0 69\n", - " 2 │ 1 0 67\n", - " 3 │ 1 0 62\n", - " 4 │ 0 1 49\n", - " 5 │ 0 1 63\n", - " 6 │ 1 0 44\n", - " 7 │ 1 0 88\n", - " 8 │ 1 0 83\n", - " 9 │ 1 0 85\n", - " 10 │ 1 0 79\n", - " 11 │ 1 0 67\n", - " ⋮ │ ⋮ ⋮ ⋮\n", - " 3623 │ 1 0 80\n", - " 3624 │ 0 1 81\n", - " 3625 │ 1 1 77\n", - " 3626 │ 0 1 79\n", - " 3627 │ 1 0 73\n", - " 3628 │ 1 0 76\n", - " 3629 │ 1 0 71\n", - " 3630 │ 1 0 88\n", - " 3631 │ 1 0 80\n", - " 3632 │ 1 0 84\n", - "\u001b[36m 3611 rows omitted\u001b[0m, \u001b[1m1556×3 DataFrame\u001b[0m\n", - "\u001b[1m Row \u001b[0m│\u001b[1m has_AFib \u001b[0m\u001b[1m has_stroke \u001b[0m\u001b[1m age \u001b[0m\n", - " │\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m Int64 \u001b[0m\n", - "──────┼─────────────────────────────\n", - " 1 │ 1 0 77\n", - " 2 │ 1 1 300\n", - " 3 │ 1 0 80\n", - " 4 │ 1 0 84\n", - " 5 │ 1 0 84\n", - " 6 │ 1 0 89\n", - " 7 │ 1 0 86\n", - " 8 │ 0 1 60\n", - " 9 │ 1 1 67\n", - " 10 │ 1 0 83\n", - " 11 │ 1 0 85\n", - " ⋮ │ ⋮ ⋮ ⋮\n", - " 1547 │ 1 0 59\n", - " 1548 │ 1 1 71\n", - " 1549 │ 1 0 73\n", - " 1550 │ 1 0 59\n", - " 1551 │ 1 0 300\n", - " 1552 │ 1 1 53\n", - " 1553 │ 1 1 58\n", - " 1554 │ 0 1 74\n", - " 1555 │ 1 0 59\n", - " 1556 │ 1 0 85\n", - "\u001b[36m 1535 rows omitted\u001b[0m)" - ] - }, - "execution_count": 166, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#using MLJ\n", - "#df, df_test = partition(df, 0.7, rng=123, shuffle= true)" - ] - }, - { - "cell_type": "code", - "execution_count": 168, - "id": "bf8fbebe", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3-element Vector{NamedTuple{(:name, :package_name, :is_supervised, :abstract_type, :deep_properties, :docstring, :fit_data_scitype, :human_name, :hyperparameter_ranges, :hyperparameter_types, :hyperparameters, :implemented_methods, :inverse_transform_scitype, :is_pure_julia, :is_wrapper, :iteration_parameter, :load_path, :package_license, :package_url, :package_uuid, :predict_scitype, :prediction_type, :reporting_operations, :reports_feature_importances, :supports_class_weights, :supports_online, :supports_training_losses, :supports_weights, :transform_scitype, :input_scitype, :target_scitype, :output_scitype)}}:\n", - " (name = EvoTreeCount, package_name = EvoTrees, ... )\n", - " (name = NeuralNetworkClassifier, package_name = BetaML, ... )\n", - " (name = NeuralNetworkRegressor, package_name = BetaML, ... )" - ] - }, - "execution_count": 168, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "using MLJ\n", - "using BetaML\n", - "\n", - "# Split the data into training and test sets\n", - "#selected_features = [:gender_concept_id, :age, :race_concept_id, :has_AFib]\n", - "selected_features = [ :age, :has_AFib]\n", - "\n", - "X = select(df, selected_features)\n", - "y = df.has_stroke\n", - "train, test = partition(df, 0.7, rng=123, shuffle=true)\n", - "train_X = select(train, selected_features)\n", - "train_y = train.has_stroke\n", - "test_X = select(test, selected_features)\n", - "test_y = test.has_stroke\n", - "\n", - "models(matching(X, y))" - ] - }, - { - "cell_type": "code", - "execution_count": 154, - "id": "1b908b51", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "import EvoTrees ✔\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mFor silent loading, specify `verbosity=0`. \n" - ] - }, - { - "data": { - "text/plain": [ - "EvoTreeClassifier(\n", - " nrounds = 100, \n", - " lambda = 0.0, \n", - " gamma = 0.0, \n", - " eta = 0.1, \n", - " max_depth = 6, \n", - " min_weight = 1.0, \n", - " rowsample = 1.0, \n", - " colsample = 1.0, \n", - " nbins = 32, \n", - " alpha = 0.5, \n", - " tree_type = \"binary\", \n", - " rng = Random.MersenneTwister(123))" - ] - }, - "execution_count": 154, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Tree = @load EvoTreeClassifier pkg = EvoTrees\n", - "using EvoTrees\n", - "config = EvoTreeClassifier(\n", - " loss=:mse, \n", - " nrounds=100, \n", - " max_depth=6,\n", - " nbins=32,\n", - " eta=0.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 170, - "id": "f95136b2", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001b[36m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mEvoTreeClassifier{EvoTrees.MLogLoss}\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - nrounds: 100\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - lambda: 0.0\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - gamma: 0.0\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - eta: 0.1\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - max_depth: 6\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - min_weight: 1.0\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - rowsample: 1.0\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - colsample: 1.0\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - nbins: 32\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - alpha: 0.5\n", - "\u001b[36m\u001b[1m│ \u001b[22m\u001b[39m - tree_type: binary\n", - "\u001b[36m\u001b[1m└ \u001b[22m\u001b[39m - rng: Random.MersenneTwister(123, (0, 4008, 3006, 626))\n" - ] - }, - { - "data": { - "text/plain": [ - "EvoTree{EvoTrees.MLogLoss, 2}\n", - " - Contains 101 trees in field `trees` (incl. 1 bias tree).\n", - " - Data input has 2 features.\n", - " - [:target_levels, :fnames, :feattypes, :edges, :featbins] info accessible in field `info`\n" - ] - }, - "execution_count": 170, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train_X =Matrix(train_X)\n", - "m = fit_evotree(config; x_train = train_X, y_train=train_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 180, - "id": "471eefcd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1090×2 Matrix{Float32}:\n", - " 0.800264 0.199736\n", - " 0.814238 0.185762\n", - " 1.36711f-5 0.999986\n", - " 0.847743 0.152257\n", - " 0.827981 0.172019\n", - " 1.36711f-5 0.999986\n", - " 0.741776 0.258224\n", - " 0.822133 0.177867\n", - " 1.36711f-5 0.999986\n", - " 0.847743 0.152257\n", - " 1.36711f-5 0.999986\n", - " 0.800264 0.199736\n", - " 1.36711f-5 0.999986\n", - " ⋮ \n", - " 1.36711f-5 0.999986\n", - " 0.797935 0.202065\n", - " 0.735359 0.264641\n", - " 0.735655 0.264345\n", - " 0.741776 0.258224\n", - " 0.860911 0.139089\n", - " 0.908374 0.0916265\n", - " 1.36711f-5 0.999986\n", - " 0.908374 0.0916265\n", - " 0.826605 0.173395\n", - " 1.36711f-5 0.999986\n", - " 1.36711f-5 0.999986" - ] - }, - "execution_count": 180, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "test_X = Matrix(test_X)\n", - "preds = MLJ.predict( m,test_X)" - ] - }, - { - "cell_type": "code", - "execution_count": 181, - "id": "a7e25da6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2-element Vector{Pair{String, Float64}}:\n", - " \"feat_2\" => 0.9758581174651332\n", - " \"feat_1\" => 0.024141882534866845" - ] - }, - "execution_count": 181, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "features_gain = EvoTrees.importance(m)" - ] - }, - { - "cell_type": "code", - "execution_count": 187, - "id": "ba6a8406", - "metadata": {}, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - "execution_count": 187, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "using Plots\n", - "plot(preds)" - ] - }, - { - "cell_type": "code", - "execution_count": 192, - "id": "a4d849ab", - "metadata": {}, - "outputs": [], - "source": [ - "preds[:,2]= [if x < 0.5 0 else 1 end for x in preds[:,2]];" - ] - }, - { - "cell_type": "code", - "execution_count": 193, - "id": "728b66d8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1090×2 Matrix{Float32}:\n", - " 0.800264 0.0\n", - " 0.814238 0.0\n", - " 1.36711f-5 1.0\n", - " 0.847743 0.0\n", - " 0.827981 0.0\n", - " 1.36711f-5 1.0\n", - " 0.741776 0.0\n", - " 0.822133 0.0\n", - " 1.36711f-5 1.0\n", - " 0.847743 0.0\n", - " 1.36711f-5 1.0\n", - " 0.800264 0.0\n", - " 1.36711f-5 1.0\n", - " ⋮ \n", - " 1.36711f-5 1.0\n", - " 0.797935 0.0\n", - " 0.735359 0.0\n", - " 0.735655 0.0\n", - " 0.741776 0.0\n", - " 0.860911 0.0\n", - " 0.908374 0.0\n", - " 1.36711f-5 1.0\n", - " 0.908374 0.0\n", - " 0.826605 0.0\n", - " 1.36711f-5 1.0\n", - " 1.36711f-5 1.0" - ] - }, - "execution_count": 193, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "preds" - ] - }, - { - "cell_type": "code", - "execution_count": 198, - "id": "13f380f1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1090-element BitVector:\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 0\n", - " 1\n", - " 0\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " ⋮\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1" - ] - }, - "execution_count": 198, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pred = convert.(Int64, preds[:,2])\n", - "prediction_df = DataFrame(y_actual = test_y, y_predicted = pred, prob_predicted = preds[:,1]);\n", - "prediction_df.correctly_classified = prediction_df.y_actual .== prediction_df.y_predicted\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 199, - "id": "095b788d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy of the model is : 0.865137614678899" - ] - } - ], - "source": [ - "accuracy = mean(prediction_df.correctly_classified)\n", - "print(\"Accuracy of the model is : \",accuracy)" - ] - }, - { - "cell_type": "raw", - "id": "cbd9880e", - "metadata": {}, - "source": [ - "test_y" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Julia 1.8.3", - "language": "julia", - "name": "julia-1.8" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.8.3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/_assets/JuliaHealth-Patient-level-prediction.html b/_assets/JuliaHealth-Patient-level-prediction.html new file mode 100644 index 0000000..5ad673a --- /dev/null +++ b/_assets/JuliaHealth-Patient-level-prediction.html @@ -0,0 +1,16901 @@ + + + + + +JuliaHealth-Patient-level-prediction + + + + + + + + + + + + + + + + + + + + +test_y + + + + + + + + + diff --git a/_assets/output_21_0.svg b/_assets/output_21_0.svg new file mode 100644 index 0000000..dc5fbc3 --- /dev/null +++ b/_assets/output_21_0.svg @@ -0,0 +1,326 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/tutorials.md b/tutorials.md index a9d35ae..a145326 100644 --- a/tutorials.md +++ b/tutorials.md @@ -7,6 +7,6 @@ This notebook uses the packages: * [OMOPCDMCohortCreator](https://github.com/JuliaHealth/OMOPCDMCohortCreator.jl) for dealing with OMOP Databases * [LibPQ](https://github.com/chris-b1/LibPQ.jl#dbinterface) to connect to the database on the server (hidden for the server security) -[The notebook](/assets/JuliaHealth-Patient-level-prediction.ipynb) +[The notebook](/assets/JuliaHealth-Patient-level-prediction.html) -The model predicts patients of AFib that got stroke and produces accuracy of 87% +The model predicts patients of AFib that got stroke and produces accuracy of 86%