From 23516b205464d7b5a4d877f67dab72b74543d44e Mon Sep 17 00:00:00 2001 From: mozoezomoe Date: Fri, 10 May 2024 19:39:50 +0200 Subject: [PATCH] first commit --- data/RF_Met_lightTrainplasmAnt.pkl | Bin 0 -> 785150 bytes data/X_metTest_RF_Met_lightTrainplasmAnt.csv | 38 + ...hronicAnthropometricCardiovascularData.csv | 137 ++ data/chronicSexVolunteers.csv | 139 ++ data/plasmAnt_ord.csv | 249 ++++ data/plasmFlav_ord.csv | 249 ++++ data/urineAnt_ord.csv | 251 ++++ data/urineFlav_ord.csv | 251 ++++ data/y_metTest_RF_Met_lightTrainplasmAnt.csv | 38 + models/RF_Full_lightTrainplasmAnt.pkl | Bin 0 -> 816369 bytes .../pruebas-checkpoint.ipynb | 1126 +++++++++++++++++ .../.ipynb_checkpoints/utils-checkpoint.py | 101 ++ .../__pycache__/main_retrain.cpython-311.pyc | Bin 0 -> 10859 bytes scripts/__pycache__/utils.cpython-311.pyc | Bin 0 -> 6466 bytes scripts/main_retrain.py | 196 +++ scripts/modelSanoApp.py | 46 + scripts/pruebas.ipynb | 751 +++++++++++ scripts/utils.py | 104 ++ 18 files changed, 3676 insertions(+) create mode 100644 data/RF_Met_lightTrainplasmAnt.pkl create mode 100644 data/X_metTest_RF_Met_lightTrainplasmAnt.csv create mode 100644 data/chronicAnthropometricCardiovascularData.csv create mode 100644 data/chronicSexVolunteers.csv create mode 100644 data/plasmAnt_ord.csv create mode 100644 data/plasmFlav_ord.csv create mode 100644 data/urineAnt_ord.csv create mode 100644 data/urineFlav_ord.csv create mode 100644 data/y_metTest_RF_Met_lightTrainplasmAnt.csv create mode 100644 models/RF_Full_lightTrainplasmAnt.pkl create mode 100644 scripts/.ipynb_checkpoints/pruebas-checkpoint.ipynb create mode 100644 scripts/.ipynb_checkpoints/utils-checkpoint.py create mode 100644 scripts/__pycache__/main_retrain.cpython-311.pyc create mode 100644 scripts/__pycache__/utils.cpython-311.pyc create mode 100644 scripts/main_retrain.py create mode 100644 scripts/modelSanoApp.py create mode 100644 scripts/pruebas.ipynb create mode 100644 scripts/utils.py diff --git a/data/RF_Met_lightTrainplasmAnt.pkl b/data/RF_Met_lightTrainplasmAnt.pkl new file mode 100644 index 0000000000000000000000000000000000000000..4ae2ba83af566d472ee1b4354441514e7f561f0c GIT binary patch literal 785150 zcmd?Rd00(f`#)YtlA$6(G$4(X%+c$pB&9(SQBrB5NuxqCCqs$b9-{t&vT05Xo=V?4UX#{Hny=h^HcNWv^2NUw==M` zu`ssNAHCI2Ws)bypQ)r~CVnc+o;>tKCu4I{Gkbj#TLU9|lAr$Q#qFc5KyQc{^kUlSOK!^h!xT2Sd*pR{H;HWII2V zQcsS5o$A{d*cw>c`3ak`o6R=kFyl1iGMi&I*KD2{w;2z4d$SBlVg8c#^PEl^&eqt7 zl>M-uC!3+QwY{Cat$~f7yC<8qwV}S95qZykmp!Li=^wE+BrRaZt>(!}%4BFwDy72Y zIo-*?){}E5}W~&@F<4~Dq#;L+$#`Uj;Fq@+?*=(+w z*}T6}c>eX*lXI-m^{osn$(tl?O4P>6!P3TgCA~;1EgdZE%?)gA4V?WvXXuj}SX+^T zI~ds$P4r|Lz0uE;)#~u?TYO1TFZjtb8~R=H)ASQoVOHV0;AbZ4$#U4<*~XYIGD&@d z-(~mTS0{TipY&5xQ&av$j?o_#*!vk?)+6dYNq#F)Jo&9FxBrf`h(_+Vwl}a?Nx#6N zpro;t#H^z+{hn!K|Ni((7x|s4MgFq?mL3yi*{wMG=+T&5W&3@Vq>>_P({s=!*Xena zm|Pz{9gFEt8!HR_&Z&DxRol;VvYhG;@~db--v1PNZB25*B4?98o9^-Zny?X5|FY+_F; zL$AfD@o&Y<^6wuq{hg>VUGy_^HM^`bjl`!(%t2x|x}?b;@AKbE@{l{vn0c%4llUx= z6ejUGaxO{Y^YkY;Nd2uz{?>_%=Dp#fpMwg8^gtYR?U18P`AZ=<#)h34jNylgiK6== z7cO!NFK9x~5>kK4(*KW_7p?xbXM;@GIC)-5?U5$QA(H>pv5Z*9 zV)n6^MBVy}4&$JKqEYIiTUhZ|IunzdI)#a+c~pL){O8_vbKa022}VA@AHz@KIG8&s zKW*%}v&Z6jf9As^LXr7cK3!|79|ZnPcT=G-e||D5&o-9MXkUgNkYo-`nLHf#pLb2< zkPjC9DbJ)pVRHZ6!55JGWTNsPNE#M;BY0t4`w3D6X4g;iRV{kLXfKA|{ZY?DNA3ln z`?gitsf|APd%Zwm%8P1v`Lk%k{G+d2tF%9J8H{@Vu7)_}$(c8wZ&M1M%p9xNtg-ly z`wnfgDT7Pf^B+s>PIX^>#^t|~vT7g4h^l$Xgz__M+^(GXb@w0d zZywVwU(4*mC-jcobE>0(g#($9{+r%fWsVB-B|kIo%W^zK#pYYN%=)#h1*=?+C7bbR$kDTSM-5iBJ^UVZvIKz}2Sg68sl+*bBUc&I zGN>p%9Jz6|2`PNRMz=2}z+5gvEG;`4G6maK9#gpw_w@6Hy9JF5!W)(1Xu zCznCau+`t3sS#Zo^0Wo7sR-TE-(8_phoucAWw+11ffwOglBdq8aCRmXc72!aeeJH&kfo8Llln-cg6^i!w;)gOsk0 zxUNnmOa`>(|GHWWF~RLwir!UNVR$HQ{rX~jKKi0oTC^8dUn!+7+Obd{)I4Xb_5f$+ zc~-=&d4Nu7e)oCzvSGg_KW-1T9u5{GL7cwzX!W_Vh^vBz1Dr>4TlO`*j zcKvJ_@03dHEx)H*eyHgvu=dDNZoOfs=+i2PR3vb zy!W5~u~w!IyMz~}GtWpt?t!KwDhgd-;g@D_x_1Tc%vF}o8*kz8*InM+dv3t4Ra?Vj zV-dQ~l+IR@r($TXGhhCeS`5~5`4pWhhuyU2zPiFRT&c1Lbse{g&Ss$$yY zFml_TT1?xgbti7mQ*2$zb_Et`kll2|aAr>m7RVfw{3@A>hL@2yhH4U^e_nL0ZbuV> zm>x}iv7;F))5AYjnzq1uOWSe&!B#vow09pIXorjA=Df0{Em%LeqIB-DOuRemoR@v5 z8dIg_?`J8lMr^uEZ2ET^-rT((KKo)hxKEndEkWeAfBd)<{^ z2dmOY&3o+P(UDoIdeQF&J}zz4us9fkM9t{c2RGK>!LEvPmM@83W?yFGTwDO{^LjyR zlpEnRkMI4O19e!*D(&MTQ44DQx716zo$y(Pq=a8EwaK025kFGUh?rcWECt=-d zK6S{sss8w;dMiBJOTF4l^N=vx>(kxDa)j!-XD&z~&pFk*Z~NDJJn{S78M*Z?OngNL zN-p0)riZW2)5W2`l%Rja{~0`J^CA+>M`lN_E`QHvvC`(gw?^kJIRjRk|#$a7UM z#G9UJz?pLD-u(v6(964Dxgatb8~752m}P3P>)5L!KPFeA+%f0Q!d3OyDW>Nmmst#> zlX)R`FXw|hlTX&wxda}Tp9+fAO2PECe@~cA9S-bCz^+vZco1=R$7+iJjBNcVFv1gp zw0vnxtgAugnW$>Z6UG2mTgHON>4Pu2DiI!=?|$@z|CL&ipBOugmbF@;JvKzSF?ld$vEqugiXmeIEo{K>=UhuqqrZuhy3MPz+j; zMnl!<$H;j9)NA+bI!x=?lfCG94fq>a4W%qA5u zLY2YGOQsen5L?*sOkU6rVuyCm@7j2W=vg3}qFo&vC{3rWXcZ`;viK}Lor+EG+Y@zp zS}`f-*0$;yU3hL&-2Lfg9g0p)DtI*9h_BOnk2Ebx!fY0a`7ax)@Z??Qt|`aL(KXtD z^+?>VFSefOX{@h*;b(zjxCO*T&fJ=hZ(*G8_TJ6KHZikv9|G%;f_L2XPZ6iCg$mrJ)Yr z4BXg2vlIQAi{=@ry}WY@P$X(K{D4-61b?^m#X(gF^lrnq(2Dcz3-j_ z%SrO?U%DGmTGQ_~<9HMdyhZdMsoq5QPYs1FCxgj&^UZKqJq=~gCjF>YDub9T+tl3P zOnh>j#j;ta997=0Z1gJgkk1(wGi{^-0fUNK{Y|~d-g~lW@5wkQ^atBjlYXY^Lw-|> zP%Wl6h1+Z?ugB_rccu5;Ekf(%+s&76r$FfVM$!{!V=gi{9HbwC#f#U;hqQa8uI_NX zPAb-9f7~L*6^u9670-pO2}fgM`nsKVO^|IgK4^#vym}d%KJ!{4_6V^&s98~sIo$je z@7I+gg|mZ_5L=C=hJ=rTYW2t-{T|aG{!`V<<8%RXGdYih-YCOmcXCW?hs}(SmNPz9 zVg6_KBPs?p;L#9@x3|tk#F1BKopbZC`BLWcf`(S;_SLVL9Cq49$A zvyXAD$fNh4`Kh=V(*1(%YBeq^i*a zqMl_re(cV0da$?=ukNmyReGfw{HCv?r;+jULCSg0o|%C-VetBx|G-^j8tAorO{L-n zx1UjAS{Z%?sNUk8Rs!8awmZXDHe=IrwG%-so!~ZDa(It#9r{>LTp51eigdo=M84rX z+>^OA`=#1*aEE5S?Yh&5P}}ewvFJRclWaGxWT?_{kecD zaD41MS*qO!-VoQ$2YHVXA<~g~!K(tP->2x^)G9-LwMD?C!g2&UI%URuprJiah-+0& zGxpq3-|Qsb1eI@z{hm_UNQr;rL9uTFeHQ6pXtuy?A^H73C17S$OkFi00b^!B7(YWZ zPYC0}w;C%+3WZ*mUn8A6? ziBR*6boNxd4z9mFcO8Z47%wZ|+%nm5)&B=Cpip2|lvmB&huCK3A3R`2`|60arMmW<9L}h6sF8|-!A!v zHnyCC6#GEpZP%e)vzaV9#mub*9%H!Zf^6!uJ@5&Rn{g3y*YqoeOn<>XU z&av_`^qWx+k}O&O<}u7}m`3@&xI0e&R#TYTR`|>G3rbIvf0dkLoUK~eKk~QlV*BVD z>VDyQvYWWx@+3 zujS&$2de6p;X2q3%Urub0LEon$|{8qEqM2-#r~8*B`%mJESaoa3hrfzkxJi7;lIBq zfnTx`u2Uan3dA)d@PyyH5|JcS&CEWvJ3R_)HpQZRZ1>UlMCjX9oeGp{$o0-36QV5r zxhr0!mmx{u<$=e`oAF?S=iC`Wb=WX_y6;tvI;_^nU!;1w4|Q7?*KZ{QIUQDU$Tef| z#wS;ucU=g)MUI#T1dIZ&HaI%bk0KbIGJ7za45SyMgSJ*&r6I|G)v+CCnqd`6pJ9e$ zGt+L?xW)PKe{inu+l?pi6t%DT^n;4$MxH8OcbjoD=0(VEk$M<6#q4pK+yjBOOYO~f z8nCPP9hW{wC*IYaU0t-a0c#6Rvz}6Ujt0;+S;*)MTt4&bVF_83y~l zkLAPSk@zelv15sSIe512W!_X$2H{nE*E&m=Lic)*>6axs>u6l%aP$Oze>*ND@ zVj&c4lh3xI5>h;F=a@H?qMbLZDlw=Y!H>KvZJnQ>Qf9!iWI-;p()ZK8ea^+EZ8nrs zd&*$@ykGhAb}F_TE#jLb6awb-S1nHs1F*?-(W#Ju8!$Qk3`ReyQSr*}LfPXYoUCQ* zoHZ{WyXQB4Eb*Y>i<+{ewn!DG6l(52(N}?}`NzUO5a2z?t^b}|KM`|A6|4@Ay%2B8*CGAfPZOJsm9X?m6S(%Y z8E(B)ryo_-xXC?vc{a5f(dRbN1BCAR5hzLkmuT<)s(q!9r6UE^Mr3vgXLSkZ;=+!b z=Xc!9M=OETX_h2@AFMoGsStIyI@iv4T8EJ>$!zJip}6F@W9!>>H}J@8ict~oE$r*7 zsB!M71rJB=4bJaHc%xP}YnN&o4n=8q%=Bx(S-Hg`M=gsGz$5?8qoN$*VpElmhqvJD zXt82(W{l`at6sM?->eJ+yB;mMkW~i**-wVDpK|a?Zq-M*RrzQdZLmD7ROKx`GEf3! zJlo_hUJF-`IU7Ih2!s|TWWiAJEsQw0{W`}Mh&dr&FQk5?VeXH$Y3wQ`c)Qg^G;>8N zq^qyaa!BfgyV!Ldr8@;sJU2Y_@@v&t_uq`FO8OCj%8hhnRR;M>UiQsOCGgHC2%@V6 z3j9qZ_WfC~YOYhoe@aByjo^bTr3R$BXK``mD3Josq#GSUyW z2i%LNO5Vh#U9!?AJu9$qnX>czm_ochAU@P@n~wR+TlT3Al;V_5%vUd&5 zh_E*TH@GJ^;5kp8!s!*s`04X(mCnyPP>T6xM+H~l44vrM+l}4M`6Lu#51~1Z^5mgg zC*R7Ioe&qrcdoB=EBya;n|@3iPF5Uv z)j%+;A}RBE9m=E6iw>4i)a#c`je)p`wi5O)RW{%mdLA#xk{7w%VPitg#Ke&HJg!M<2mYUfAfx z;s=NfpBe1d{SfZ4tFi^(SHS5(&6_k-;fe|`)~D5=%!A^ zbkmSip|5e{6&3YgD6}t>0tmJ|obE^nQsxy3E<59?u(Kt{hekB1&o*cZsKqC#zRyy9 z#duqE@>S7ELQrh?vU^fjhEH!yJ(Ob_@#4-t^=}W-(PsI6aZGF+j1CU`a4R8pNgJH(A+3|)8W4CGE|AsWL9e4r##dKzg#I)Q3MN) zE4_2Id+_tQq-c9VE!qv9e$V_;i8A9N3Y&F3xL$?MdKFp?sbU@@PpNKfcGwlPi&0c8}V_Jcr3!Qb?4IEtH`+hQ1P6>c0w!?Jks~51EyIVCRt=&^g+m) zghss1j33C1C*#kI!{xt8=qY%zHEFMxKghgK#9DMgTk-RpL-RLw;#P; z=ebrxcemsFd4+Wd3Uxd>JCTOXiH$FBb9O;Ry<}c$6(Jl$XI5!0XvVKr`ITZ*>#&E; zR}~c?l0FRGt3)Rmh1}NHf<8PpCAY#mY1k`?5R@wPVd#7<$mEMK9fgRCa65lT_YnjS z4{s3eZo_#Y#l&}$3n4ux?|kjUWVrgwiZ$0x$Is+%k(Mk)*z_UhUAF)kkMF8~I!eZC zn-7C~OPM<{rFoj+O6gi8ZELt1!QX()YnM^7v=uWqeraJTEJnqL8{((S>hNl)RrcW< zV#u)QACBSdhW8SA&n5DeaQvmGSSi|u0@AB8hu7lX<$`^dBOM59o_}0JtruYnt?ZW? z-N$U-$26Vep-?&~=ER{Mh8CC9*t2XjD6*;QICRzHJxf`@*BWx3kawMXpbKg7`cZFs z>mhTFb#;H^^IUlus+y5#8W(px-IR701Lw8Og1k9g~6$}D^0VoLovvIdd#kt+b z1%k~&v3d-sjYfYEFbv{`L8ScM0KSCs?V4}nW0wg09hk~fn65l$rxPF(0WgUl%T3Z2 z-53YJL@Bj}za1+W1Pp`7_yg$L?4pFA>G>r0x$cqp16Y$PY@#qT5!VWGj3;2`jHZtM zNJ=N~p_qnwO#W~qY#f0=2#~Rv;zZ^D=JP{Id(Z800Ggk|m?=&q|13W^Nhu}dAM%Wu z;zaVE^_CvH%p=AD;AIrXOp!rc{Tl-85bw(4sEU2z#=HE+ILC_Z6ei!|%ikug4joUx zF!X`6AVq|jTw@<|i$6-ZJdS|aKw(;1pWNLimOWAVi$XuL+hkrESASuOtns;A9%)+A zMDj-0o8nshFOI9fFy)J?a^vyrp@&4iJIykS%q*Ceor?AuSO1k1=6gn73Y^#MCn~?*DTgB`o{V?Q;H8|} zk^52C?MBT+^44CC7i=v&$F(0nr%pwykWysSxt@7GxdJb~E$>-HEa1DvU7LB{R1wdL;#HjTwGevl z(x|kk4HwoQKezsP0TxP3{uWIpbY84I3s>Ewf!lc3JmX!>(A{;Lgi2W4y8m>TT8^)m zPLogy_IC#B1@fq93F1n$K{L)Q)NFXtnt{cl+o)}J2^i#0SFKx-1fQB2e0>M0*eJX( z`5|8wmha-!TK=mRub1|A=UKO5U>Tfdhf^Wpez@wp9}PP*maiDmB0wgpF~_QEYAGFc^eDa*H5pK3&Su?8l`Is!FTKGppJYIcIT;1t>+*U3(eQ} z`3Ugta@=sRs5HUAvGmYRM{wl!4x_K!tW>N=P@9Gf!oa9h8mSnqjYC3xz9KJkt_^eAkuFU8d=Cbd?`xE)+?n_f~>yqv( z&7+NDmcLH?b|kGDi(Aoq;bF3>H+g^82tv)ShNJ}jD1mtBB+<}G+2|Mrs3oWjH7>Ce zr9nB1y;94p3MIvIG1;QI$maX;#A8(=7Uw2=8}%o{XP%PoCqd#lQQvjCw!IdgnK$Mx zCi-;i1po0YS~uo8(-A5S;(VK$4nA%~;b-p(k29?p<~8FxM~gvs5wa?|&jCtHS4~LkR`$ZMbfc!=ob+k82%tp^f0tIq5oS zA;~|SgNM7X4?BIT<}Z!y!8P^8=B0-_!7==$Zr-+T4ASw#tV}#7aNg%x7dmMyvU&uN z4Mr8KtQYCU`{rJ!ZVIHvF}PM5hNjTcJgoyS_9?@g{yX8iGTRk$hU2=r`eGHtY1%^-0*AW1ji*Vhk4Q zy|sJg8H+13b^4y$m7w`tUtDZuAvQVk59ur@f^bFkf%1lW{0g5eYI?Yg=-ZVe-=CJ_ z@xp+Eg_rBF+-A}Wn@LgFw}*ZdLC;d}aHebFZvbJ`f-N;en`?$rAQj&$8c!_nilYo} z5iDsXj>t}hR5fHJ34w7u(0O2EN+jG2R01E@2E(bXCZqh_9Xxsc@=&UFKHQZ#-Cx#a zBQE*udohJ5++uxr$T&T z!cTeWNOZf_Yra2t3u42=2cEwRM)YZ2!=BHN5$iuSLs~xx(fj$lC%5OJM)8zscn%Hq zZYN)TYbZdLSLNP*l^htKC?ycJ1qLScBND4diN7Kki03Za$5{eGuMO|rHNgZ(H@G?oNHn5gp?veIwNaQY*fXdg5Q^>&>Xjy^ zyNJGZkK=n{5t4s-#j1xFU}jQrzD8{d*g_@sRQT!=$ZA%53V4`fX%Q~+H*-5!#>?b>5;kkdg!$>V`l(vpI4j19IK@NeA>S?2bKYrHXq0qt z^(dqhAvy+GNtGz7GTU;C+JKCWCWHD_l{gh?ZOnO$3ZZw-!!uvkL-f4El~-+v&~t1t zzMONu~itPCgS4^f5BB3K`%VzE>@Uq5BB_|X^ z|H#j4f{UuLre>$3o-q}a5uc3p%2cd6BA+!t^yKdH*U!^A5^!zIGv?>HxnELu7DG{z z+Ew%6qQ*j*-gFn9S+I?c}f?#kMXt{;o zuEyy{hK1iMsxkD9&5UPhI{Ng#?hfe9#jKVNkL(BaSeENL<6KWIG}POJU&}P($*5;c z5lZO1OmQ(#JZ{Z!eRyGJeRT~in=g`31*TgUhRr+6q3kUFcJNp|4xU=@ z?T3F0=EtOe`c+hd7m}Mx+C7R9A}^Qsv7{ISI#Q=z-zz=y`ssA%TAMbhJ@P8ekpZ)Iu{p>N13WCBJOKBK@jscMA zfFyj7hQ!4`X8g*$J^l@WygkaQpn-qRq68!j%7aK+gc?e*@(5dnn7#ti3Tj#b+EKmnNR> z&p!P(D=oSLH*MK5+jktG5v2H3ZWvJ7Qiq8Ekra20+}EXN#>p?E`0V()uY5YkbOr!q z5GsszAoZsxolAjW(DpB-XT87xj=!66J%u^pmCQ~9?a346|E9}bJBRHI7|;JLFG>++ z&OaudW?nmy{KrqVCsk&9jswKYD2$me0{}CKl)n=?%PHCS)fWkdgpISv6GCKc<~vdT z>-!%H8aeon%U_VfnE6g5U!-VXF0e3q93jL@Va$9PfS%F5OMW-d*l#!7&Yzy6u=fra zfc^Ic84B~*%y**vm3iaK&l1z<-`ih`!kGC^B>!fSV%|+kz_{`+qcCQ^{|Qjf{tHmQ zAbDF%GwX}xY=X3dk4bb<2IgySY}~;^EaYW_QT)EuI50ZHYJ%zxZ*$Z566|wWncL=9 zj8hk%uKxIhSj_Kkr~17qM?C+wQtrM6c(VWO;EapIci#3~?T`q_KJsSmQIEuAw}JS+ z{gqgvBhRn-p#tGgx3IJwtpIJ^X^X^-tuQY#h&UukEaX8a_gQGvp?|wVoxs~BV%hOZ zXs10w={)aAr-(~@qr|mEZsuel-}pS@TUis#jAqDKG!YL6;kdGzoF^D*>AX>9T!Omu z_wB8G@^EgFY=p3XJ&rK{a4IuPfad(^-A>n|VIH1!=J}HQP@EpOzA}p}acG-EVcl4c z!X-cN&JrX`8_p1RXtX->|SBygipT9eW6`-jmRz7`85wY*A z`OvM~fMH_;g^>jncuc)rrn{;fDSn<-r}uV1XsXRKPs3a!?3+@Z^M(K?yA515zO^{; z@-{PTSq*5N9AM4OMQ;Ij+$z}zXzTT=FLTUA>Z9Wh&-x1>-Cc2NGjYM+8=te(NjnnD zrvF?LcQXK!_MSFdkP-;n+O5n!JmrX<{#bxok&k03ozo_rDS?Al@U+7>saQNmM1IBX zD)4m)4Eq_E;X84-*PihdHnYEwkPERuv#`rTgM`n@Z7||$@5nMc0S88oop3@TaIUf3_f|GXJjDZ zqPssHsk^rx$!ma=wW(5N8?gkb$7_afB@;)#`$Xft9F?P36o2wC}ao`Tr#oKe_n^WNB>vBV( z=Mfy9v-?QAufdYpBGMfMh#v5AZ;Q#u!=!!zQHjF^kZCY1kS?yn$2;6JG$Rv1oyubP zWiMGGBM^3@ZLka{b=dZtUeX4mC1OjbIp<@6cl}eb2D(duII9GK5>^eVfr(4!)%y^~8y!{(b+sq~J zja_+@>6=Ps| z;>em+UkK47e$?(xcqOFcov6-x^6-3v?>Q=YU#zL>hs}o`;qxKB{TZ><@H)fQX-0s9 z1%2g28UbRXYfYNL`$5aeubdDybSCLgJ6LU1r`T3C;7wrs%fR?*h>p6D*Pv&`{4lGj zMUeRH`<0yl$$RrR7!Q8Wf?aqNM@@PM~e_=u_U(YsG+awYom*XaNC-!_BQtnJQ>Ui6L)Y2>2Bw(9CYmUavM)WI2pE+n! zi&X(X49gx8%k-f5k9Xpgn0&5Pvw2l1mLC}29^qAq^S9N6X6z}z53wzqwy$nR^|S)p z82&_@E;I`J*ct|#_9I7sM&5($wY9oJSL=~4R}nwlO#1cv^MVXo@^NVOFSG9_I*=7( zFU-}|fhj^7YQpTo>}F<{ z|N*Ukj?A~be$ z&}?QFK~(ictl{ih1 zJGFV2<*dVZ=hc)cdHQ z_ffJm!*A=CD&cxCZHZCk+*gOL2hNIfy2;YR+ppdpiqD5|+gp*gw^a1puits`N*(Oz z-4|CU;#re+`afvHRDoa$>*-iX(Y6|_iMN$D@y8)zV89BLq1w)Cl;4I7iuJE-f@Q&>q{)T7(a1m@t;2v6J) zv5c%)jIb9OY1sJgV&VJaccI8{v~R)rNIZ0!r+G}F0`iMDv?VMpz{hyYNm-m(ICOE> zvj=1%KIffuvm%)=YCU^0@BKhIf^uJN+$LC0hy(#{O#y$1Sn3P!Y$I#Bsq=0c`H{7X z>mLe*_)`(GQ6OleKo*?7?u%n|(>Z#rm$LF8DA6@Fk4;vVPetHv-6%={P~D5`uQ$Fa4;m0v+$&WoZWcn9Jb-sgoi< zmC_(dR@TqWuEgwhF2sgf2r=uWgXjC}u`h=&O3ADMteeVGL+9Rr?0bRX=Dkr^G5f-! zyRWHG?h6SjU0aT~txIyE-R|L6T+rqp+;tEY;Y>)M+J#(Q^@dxoYcYxQYJxGP0V6C< zRVr8WVN)=3eY*_}Zu*IBYQ*AjIox?e;PzJVUNKpG#e|A=;svY43(6t&xg%1JwD;Ff z^SF)K%HTg^H`})9t%&qkw^bo236zU|4RK8OvFpHNP3octIB-(*-Z}!Fh@=%pA17<@tXDY0j zf2A2MbPr7BW^6y2qIfhV2e(E|Tn!N3mBp1RM#bogm!=lvO}|Y-H*^zN4kWNNV9ksI z$r%Nupr(GU3?w_y(EUNaUh2Zq=8-ecy8^*xAZ5t3EfQ-lZ;?M+8i9gdEs@lhG=%3a zNEA&WuJV)8b{#UwM$|C-opQ}~j8K&_3sVa*cPDFliz{(q-m2KbwTOnM6{qS}oJzv# zvG4Jj#hhiH#5MS(uk1@-*Ipb7I&v`RNDi`U*&o*um-ernZmW;o%ff)|vR~iGl9UL; zZ7P~cU8pU0P`4C}z~(qnweIU=MOa9+^HBFKTo&8B?!}gBWD9<04iKrsTPZ8Afs{(D zI`-Z}^;SLhj#RB0c$duJ@N4Ho`uUJmgZ;KXFJywkN6CEH9_dPBt)G^>y2ah#M=hi5t z<0^g0@EWoQ1DC6Pq>?M{l)ryr%`B8L;d1X+sJ>TA4d4RIk)_0KzP zcr}~2_|rRzTBK~Z7P`YpJWc3(kZfy))GGQ>g8H?3w6%J~6G~FydO?>;$(rwFAJ#O#D8oi}hZC%7 z#1d<*%C?cU5#m1XD=S`+y-2n$Z0q)@!MS)A|NUnhF#XwDzb1_w92c8mzeBnX>TFD@ zc~vz?d)!?mM1ZNNo5GD~V#(uPw88!$Ax7uPpWhSiQcU)uS$61YdI}VG&+hGNr{YtM zJa@TdJ{(_VxExvZ5N68n92YAmW0IGuYdzUhBI*3wRmEYYD30Zj`@Am~((e~8_Ks_U zu=J^V{-4An%6oywrM7BV=dG>Y{F4TiB~AeeK~K=l_vYGXLPY&))r>eYw;IBuODd?~ zIwi8PIE(BlkjEvSNBW0VEd%W@j_2cO0wt7ZVG`av5!iciQ4Ly@7Th^v{uus(_1wGa z{UDn@L|Z&Boa}|OGWgrGeDH@o?B9}D0@uRjyvp4fu>Dam^RawAHgsp!ZfY)tqf*=f zJElrhyNY@`WHrHXwUE(jp#tczr2lhd3KboG_D*4SLfl-a{vVM0W1s3AG1HV*Vs_a2#;X z8Jg3dkKAoj)E|(3ohhg{I(sWw`e8fMMf`Im?wGsSa-J)O>eU*dF9v1sAdcEDWG|Lx zmcqz7?_^9JT{}?@1nfGzU|TU}NhIBVx1ttXO%voy6NpC`-I0f{7FGqEw2;zVC~Vhh z+Htf9e$Sqp=`E&V!y(Rf5*tYSiO1T9t_nu%=N|jyrC|_s|8jVwFCR?32@+1<%5X?- z!v*fc>G;~FqWSVcC(fQN?OsCqAD^33oMH~t;%%48fw_4txWc)UPzss&Oy7FvOD9yg zW-QMmh61uMr+-+a9i|GyW(vc#*j^I#P-0dZCchlX&~B+k!L;dfG}*J^B`rI5M5`Hg zeNN4{i2*`Jd`SGATrr-vm@QnYT!K6M`Fd;EYtd0b_2nRXGQHa-wB>0TP!sxCFr*th zqSQ9?t!adn_%RDbOBw{eD;!BRCmv0mNp_m&Gr*^3Pu(`Z3Q?A;BzKafUw!&Zf37v` zLKn4dXShHi{CrZJ)>4WQUDdI7n`jZ{PBXpoD4r}~OBi0UJF^YTP|j&{CIK&>=zj2I z3dYKP*+=1c7eX>Dca(@>LL(q4a29VRB07gO&ps@|`zZ_hGbCt`ZdtLSHLwV(SG1hF zb!)+LbNI}K#Vr^l{tS}JMc|0N)KKt>ct&kP_f zpq({&BUAysR00{wz*YF=DzpJL}`! zaW2cm<=snG`oD3x-+fe$t-_fsDrV$88jDgi{>!}#RSz|Zmd>~`&cZ25Nf7!?;4p{< z29fYL0xDFG(q@>kBy7bEi2Rwq8zE4}W{L~~hC!r^xA0~z7B`hu8^31)aXBBGDNY1n zFZJ88x@(;Th;}Kjr ze$N12%C}8g>(*phIZh-WI&*v6T2VRQGpuoDe)~#0=gav~D8BahB9q4=SA9!or zl8vntX32(QCr?HiGYA-l-u_YlT&9RhWH^@R^k@f$+d9tJj^CG)=R^q;8yTLf~<=8-l33_bg;M*Nfo-gXirRi>g7 z$-jALATs=5Jb}nhQ8qfnJ~^SqZzB0HC6Oh|ANY^UpO@0-%Qk6xKF7_8vXS}tU9859gx*Xc61VAA4nf$EZIG%@ix zUtSfD$%+vtqtxTzzgX4N?qwy6j2>;2imbqcUia=PWu>sErJG#$Ag*;vYa?E6uSVZx z)t^U?Q&GLp+=xA)5!oYcPe?#HMfQHSL^IL`#73GO3IFDv9{YB2519aLEte!}>f6*Vv!!E2QCv^W{8X$c zSmvC%s}g&Lgqe5ulIObm#2YWGMfp>sAkh=exT_h**B4iY6AH6MFWEOBGPkn7Or{;_ zhgH%Js}w_rzK7vZ8`xWVnnQ_&t~%+P=}xU~q_2=9p$VIl;*J~TwL$4QQu997VQSB& zCf_AgM9dJ{@McLLScgnB^!lQ(=4+wZ8O@)EXX)CxjEdQ-1?H?4NXBM*bD7nn z_{V^ppmsU3^&H-Lzv#goT6iQaycm*mtb8^-O+hiexrkqHP4Ck^eou07I!xWhG^8B@ zAyw1w+DBo5`V~{bGY`>Y9l3^GI365}CEgrYDnQ!%xaHRbi*cp=aNIy|83I&p}wC%gH zO%v{&H4b%QE5Y6t6<$`3hAzu2L*E6p);9q6o9kez@zw--L}1osV506Wn(i zeTNDy$>w{zL*``~H6f2JIF~Ir1?|LP)v=`tlV=-?bU9a`jS@A}o&dd@*(@X!BJfnp zjZ-ao@P1;lT|zD&GC{Iw!#zcKm|ADRN?f9y619$S3xwgKkhqtVRVaRuY2vGzP{dXk zX4$>3MU}dXLdmmYSmtL69KTkIpPSyD?vi?3N;2MY`)M_79dkFdUueM> zy20Bs0iqjR&W5ibOFFFCcE08=M*w|BEYk?3o1*GBMW4VvNF%)ZTpC9A`gF)86aA%n zAEuVzx>0P_fISrjrbT^XUt+Lxnnj6*UNmw~*3UG{jD|O#`c;R4Y9z59F!z=zAm7Eo z1&{J*n59kI)EQh0MHBlFtg6CDvt<6JLZMxPC ztt4-fG;n`XrEJLC0`t1@UeqhDJ-CoJ%-V3Yn}l3x!g zTD!8Z&%J;O+n47EzOBF_XE4Pe(*ubw=IXQsTEOSG3FXYAl@XuEbAVdTc4MJyBUCcm z?2{X-g|Cm3zC2Dsv%tEsX69R1z;&nhbEj_x;~OD%J9d|V!u-UJ0@ysPMG)t`Y+@wSsk4tYbyoZRJ(_s!t(LHnyE0)p-rmqHno(5!LQ{RFo0 zM%eY`k})HGZU%V>(Wo`ngK>v%eLzlA9jPoL{6+lQVh6*g4;Y6cx}vbpQK)V4%;<>bs_ z&=dzk;|Fauj>Ut=BkB#GkkL|m@Z5vLLsj@Zxx784R|*nrS37TU_d-~Pv&O^E)zDi; zaBZq>1eP174pX8%5Nnb$%okV;pSsz;7@_&Bn`5|Dpmht#7H^;7s_BM)IeW>ar6>v0 zlHs0VsQ`g)&Q2i&YVKAmM!8>?1K~!z{vrBq*erc9)JiZMG*u7looPscmvk$KMx;>M zWG_TD_NW}>4J-wOcGkjJd3aVuS0yxD(UG^C9DpZ`trj#B)j-uCF|^#J8CV5gVacc$ zBz6#wQV=3Z0lFccC$Zgywhc%Mfw49a8`BUQYeg>tk^}}l7D!BwYPc|)SY>k_-?vPg z)1|Jr!!?EV;@dYw1CRfGbOFhL>W&LuImT&F87e81OIM4YBk#hOp@|{v7dJ9ZEQe!q zYk1x~8v={feffGgHTMOYFEQH(s{jtvLTz54V7p*Onl*EVWxv* zw$Ta=LOe*7vQfoHEW8wmIi91b247eGZmSFZa3I3m^nz6rzVD+wSlnA->f-9`c-AhE zBU%NuWy7yNFfwAQ3wHZDHT){DMYMy{1LDyE7aQlz8t02Zkz{h445MhI|FQ>}I}+xf zs?mgT%7cCIs#+|lT|AX|@q{0Aou6d8cRCm(^`AR^7psQxHpABkf=hv^NnF`nw*<7s zu4((&yaw%#p4c~^@qOUt@0iYwh2#97mK-ef)*%1n`lnoYv-S#o7MlLaGKkZcHv+TLrt#uGklY};1h9|C3xhQ;p4 zz)ag4yH*wp-A~FCcJX{WIR1JF(LLdMyVDjGEKP0wb3U5;FQL%TlYt>6<^T3O9Lnb{iP6Y zlQR`-<_+Y>_iI%Iguiz_e+Q^U=M-+6qX{B;onP}=3FMv6-_8H%+hyXmkJ6l;4-+bW z?R>}pm|W2K);}_GHP)rlm7<^`K;Wf* zJG$4w?Qc!|CV%J*nr@-g!1EE>70*~-FdUQpyY<=93%=;bQkwYj6RbKw&cmYL{O{%y z9@7@CwG5;Hw8Dh8tpjv#oJTnSZvM6B0f%p9Kcjg3+X&RrRRIgRQh|RrU#+XLW!x>9 z0+90%9`rJf(g)xF{GR|d1?7JGCPL@LR2zieO*A`VjU7x)K0T$^?La;IG2&io16a14 zV|N`?Ap#CKlr7r7+q_~wk64kRo zQl5$WC@*Tfi++AxFNLNuevNG_$D6=Ix#WBXG6zh5elg?cse$(jgWkOky+9v$Hqq9v z4mQecWO_Fmi9`ewQt?r`-R zXrZQW+R1k-$K@&*DU)|-$gKqHx(MT?sdcd2dbf?JVK=N>kjn}4hy&Brt1hLkiicwn z&lnElI8@cCK%3qKu}4DEMZeU+l^x5das{ejz5FUS+ep;DYFqMlDb*uGA!Ys^R+zu! z9PHrTiJH>WomQti(}9t%o`&XND?Hesx=ts!7CN|k%yTTdA@-v5+3vMX;7i&lR|CK7 zlMQ{?Ilf<>q+eZA5A9biwO627Tf`VOpXcQ`u(UXGAdoE%B*)7|^%UY@wf2TUXYNL* z=_}Xaa;k&PT=NVHqF7mH;%j&@hMiWq;X*T?8lZmDZ&sJp3}((=2hs^`us1tj!|Fr^ z6n}9nKaO4mp+}TYup+bIfyB3g1VR^Zuf6Z~L9QNJE?wrJ@-Bnf6V9}Ue9M77)3xt~ z76Pa!xv>w~9pGOU(X#Y?1QZtEC2V{00^CK$_H;JJ!20QpZ7bI`!WVAp{t`4Nth`sB z?n_k+tVAz7WTpsF_q}OV#Liawp#+t%1~}yVeWf@nYQ!(Q7VKKcfV-mSl{*HTp(-X| zUBdBN&~XrNarNmyH-0bq@(bmV$oN=sw5JH3nCA>^XDouEGuvf)Ftq_ys7yg&t&mwX zIYIX(8eTRR>RBI+2LJH5EsJ*1Fq!dn%l$>9?i*=&_!X5vIQNtI0F8WT+Yx;92x>dO zDy35~p!@R{zRnHn6sjSUs08qCg8>o{%lWNg?}5+rr`T^FC2Ja6;r&XjH!HCq!HSAm zxtE1tK6+J_IK=NsO&Az>PMMvhu10 z26~A{E%0xRy#E9{UBAA@i=bYl$KA~dJEQfT2~R&X!v=;2AE+*;0sDmEAq|lN_>l6L zz-W^P>T}&YZkyx#af|%<@2Gj5Ofr(C7fFUAA&-OT*gJq{D`V*5mTI`$#{G>QqqUUlE~s=*0alXun0fbFu>^IM?lt=RGZk zH5H8A%un;cBdyEr_QP_}8tjglGHb&E*blaAL&$WvKfpEl!2`mTMSEuxz2IHQo971T zhJVAu_(yXs&b!&Z`$9-D4DPV!Qq=4K?afb*vS8tjrHWB$;B6VaR|<@g7is(Dg8r}w zt~QX|1;I2x^~4e z(YYJ6_k9bC+7}82Uc+`@U%G=yWm8rQwKrty#?&x9%SGnZyjNp;F+?Z0=vp<&>;XOnyn-S?kphRFJ$iP=R(owj9u{UAFqynA3cA54Z7R^RmKh974> za19T&Kt=IgPuC-T;M2SAS?{_oFr*)q_qtmSJft**22c`Y|x|D*-3M3i|I97MBNX1;_qChc&*LY?Eo@g87fGq+*GR0k7L<%=yWt^YfK zDAOX#@LvZI|EbG8xl{XBfYb`n#hkr9UH{(krA)6Q14PP>-Hzw4H%VUf|0}?>|95~$ z?l}Jmq#U>{fM-d5x3g97U(?s9RQ{#O{<{tKxo;&)B{eBc&UgsoJD5owXEH$i9{|#o zI&{a7(y>~SpAqm^mwbD4$=_?DFx-2`lnmU+K7@P;|U^5taz8 zb5>pSu_j+{GC(EY9|A#r0xv)Ym43H%#c%JS=8)C(K+zMJ8zvlnl_1`S3E}x?PfC8Z6 z`f9)ClM6cJ*WDkl9~pYD5Gb@R`CyXz@ZUSu*8gn%EvtQ=+%cf+`124b&zt=3AHVH&3~>6TT+gx-*7hO56Q)_7pEkg44%d`p_99!>cC&=Bme< zAoNv`hZREu#GW$wcBQ@s+MLQ3FA8n!A@NzhL}C+>w%9_fzwifEpS!(gQQb;1<-Y;JzYcqH*0oq^1$J0V3RF3llj;U z9@!52=+QM@j;HOjPiGnotu+~X(VPy--A!H0fz41kN%#CSOA}n52z@rWr3v1}?t1#H z2d~R9R{eKKnQk!U6s}Qg1H+2EM7n*jy{Xy+H%|UI=gUTRrq;QqX&YM9aY|L%tyuAVA{!;mvCS>a*QuG6(+ww z6H`E`hLl{CCf&MP=qi)8GNP}8p7RMI!Se0UvhMRECZsxMTC4RBA8&?4T?SzXRg@NB zUspe@5M+NdEgp}GCmP5!!H%+*qUPbfu#@CUR0C!fwpG-73P6cu!c`AmN$aoqDc6B_ zyt>4_eO=IVa0K`>vS2v&>#N1ZC}`Wg{WO%uf#>thj9x!$!0wjxlUX$RYNJs-Z6=B4 zYr%Cro6yX#MJYo;06U{2WmqtKT?^KUBU{3bVtPYz078-?D8=xwkMFzSL4#x8Bj08q z)gjV{pz7Vy=^egxAlG$ocNYTNUBPK#DrJ?hKet_}Y<(k4AG>Iv9oPq3gpQY1Y)OZ1 z=Fa06oI)T`z3{k(NF?~W$PfM0z)ncg*;ys@2&m{ysu&(9Kr`5g#CH#(iZsj@+yVY4wC>Z&|%2|n>Iec}EbPoM?ldpqj%fp?Phcm&N z7&|G2l4vrb^NO?d1-Duw< zkvurzqG~Hbg>KL8@-YHGTVOM>@wO))9ud94kb&`mQ>^hLx~o^3TTDppZ-X7m37$E& zRS1Zp+{+{iq0_Qp_ldD)^fKtS_DHLOq~)AkR{1U9^*v=y7xKX%aZ4G?t|VCM^flFb zZ3>KEbvmu4Rt-;%9UNu5SOBT*wXrFz?XbSy?EJiXEojTo4^+`tfnVKY#x&VVSm34g z+O-@dA~~TPIib0~weoG?DU*^_b^s~4#N%`yd}j_^WDe|x-0Fb5>VP_MX0!YEFushp4A@5K zp45>?#!fQ-GHPT1kx~=7(0uUJHmcKTirM7Gv~LEVpO0l~6J=^;knNM+D9u*^oYzm6 zPog>9p~E~j5?s-M0)C&+K3_Q0oXRMH{U;ZPg!L@%8iAg*H>P?^Db)B6sk}K>2#PoL zN@J5T?S*0ACeL?m&?j_Zyz*Er#Hp}V)4i_;O}tvq-W0+*lGjH$1hErhmqg&_AW4&s z*WYP(oYU@HC|qyHXN{EpBvPtJ5y)oA_sJC3Lc@=}M}0%kd%~r)Z@XOt@P~iU2>l!g zwn6m#%zK~1{r%Bq*Po*_;gyI>)q6~BnNc@&w=M%^|08P}Tsk4+$EPiyTq_|rlhgiF zMKzoynFu1IgcKi=3?wf#R+LQqPU*-dcIc_vVL4GTR9p<@tG^em{+J*>j*M# zt`p-mLt0?p3c39&Fh!%2BsEC|O`;+T<7?kun7B?TtpH)c5$-SB8X-hm#)r2h8d@Z5 zWT@{xgBQ%=V)rTo;ZrG((a_rta8%WhDrZJh#WnBt(xNBHzRhp4xyM@}Ud~(Ir>__4 z*upYb6KY_9#7yV~9ul`7nKk-);$qJ#!Qk93)j_3dK+dn(Hb&eRre=-1Vl3$At#&h8 z?NT7F-{D97Y!&RTu4XBV%z<^|4B|gW&}>&jB%$^D3z(l$<;cF}29H)2T$j;)3ft~& zXfe531wngy3mOZnpk3^w0Rf4uXAX_m=NxYb6YB2Qn^ts#D`SsW;b;R~Qk&oC($fUr zP;hXi3_X5+$MBXuEHnA}79}Q&LGe$edqD214{I__8?eTPvd4z@fC7op&<9saeY z(8It?V#GRs2<9{#&x_WE!XU{MFADIhEUKe65@H^kh#uHj1V8+b7*`$dg=-6kS(Ef@ zfnm{>NmOPS-kSD}pX9HAWL;+WEd7E1T>&Qj$8M(osshaai{}Bk07EWBAj+8@Dk_7t z5mB0gRe}E&Ge}v0Ar~^poo}2!v}dC?$S(DtwHilReLF2GP0a7q#{ zUtm!1pa9?)Q}+)&4}x#)cE6rU+2Q6PpvV2)C_Gs*@FS0u0Pv15clUeDkp3$GHp`K-C$Un%=kY6SA-Ag@avDc3(-bVlAt)`voJAn>pC$%Pwo z0qBoH1;K#kCaf#Ceye?zA8?TuB#j3MRPX*-0i!2j=3usP2*u;)BgD-NO6grG@Fc%p z$OQ;;K>(M@(!o|wrO_^5>RlN0`CC}ZwpXP%C8^f zmr}+=auSNo($6oSe$z~T-pC{6^GCxXc&pyem*VrXJSpb0{^R)@*DKs@Kl6fO{`!B-|4$4B z3eN*=($NX4`R-Xhewzcl+bwN^xLcsDy)O;?!8sCG8OPMYFU;wYIC)!<<%z<5XKfhIQtk258RqH2c&d5L4BDO zLaQ8zCb^&^b-LDfZ41WbkYeC|b^*(adc0MGjG&0wDg6on4~N+wr^?|#DQ~5MV-1WQ zJCbO!4mYp~PO*bQFX8UfZ8mbx!@$t{u*)QxS7r1DT*_0$&hgm6W3or;Va=k1q;+r^ zyd65|)TY)2RG~{tXr=0*4Zh|Gb~J;0A<>?_8Jv*eJdR9)M3M;^Qp~A_<9lwFgFSJB z+0_W^98Te_6f#Y$Gfb>2KyNu~q`!O#7t6XVq zEms=^{07KfcSZ0P122@z3tt?=^njyVJ#|i2LigEs*S^u96ykSYv`LCJ(`nR{GQF&P zV}fq}<5+%Sy4C0Mb!`FX@8xV6wrJX>;l0*J^C^7ZA8Mp|?ipO17`S<&payK{ zyf!peH3RMXK<$F$Qn>rrica(62+)>)-C=2oo)hnH#7l*Cz*4u@I_sR9KzLUym0fWH zki5|xi@>Wu%9~{pU9OK#QjM-^fU}a;o>K&WX=su z^HvOQ(*1k_W9WE1jC`@Mb*YEyYV-OQD3LJk)!p9>LM@u^GI<5SlA{*-9{*qLH29ko zVZ5LP_jwiCKHxn2X~Wr1wZK@IAETpP0aEK1R@ItRz`NW>+uXHlq1aK#vo@w1EFS6$ zf4h6 zU@X~^!%a&MBlXjoXf|G!54{V$G#vT0u=BS&`+ad?-xX`KAI|vJE$!m(eYmMW< z#ExtAPn%*e$!raDe}HC-+OEtNir6Xa_j4$KK?tqj{u*P0QiijAt5_Q9;noS_nf1bv zp`~g=OLHK#h?+q-xe2%UqrU%{&+T-v~y)Y;@VaoHfzVJ#6`^Jf#Mtb@P4LD(k@@L147^ zc^R~d$kVXzYlXs;^%3Hz(bm7eUFu#?GjK4dN4gje!z9szjP)hBlk&rm`uf|8;jr|h zJ^GOtL#4I-t=9H-xNtQ&Bx1M}^Udv##a1J=xz3k=l|ebkWozp*p?MjP_~0h3ukn!5 zT(Z8UC<$WjtRL^zN`h7H{R3vh^-y)-W`G+5N)mW3-Aa~5#!w;`zcy1VjL|KYn|N`oIP=&E} zO-~$=a=!Tb0R7!{eV{vVik{|p8ZfEtRW+jtg;PhEvmdHPf?K7kpT9sO$V=Ql=dr8~ zazei~C3Ka8x$>dz>T--p^Wxu_h}UCPS(;v*H!^f0!|oJM^?)tH&~-A!FmaujGuQz% zG0p9lF{Y06x<@IMr*fK`a#|x0Q{|Ht3xKHjA5?4t?iXg|+r=9ot|evOzO@gGQg*NN zb4UXpw7gJw8xB#$w~Kb?M}yb(-HIV-Ua8Mm@O&V%0Yn}JRE-N)qc=ji`bUg=JNqcf zM@_!5;He#y|IuKi)vY$t@hkPLLa*#sKgVa)H6d*DE8)&tkMXt*x*Q#9sD62uO+ zHmay5!UF5($M#HpU_B+sw3W~R%y(IR8Ewm<*N96!=t>uuEW#2aEG&P>E^8Ut&$wSH32sh^%7qwrm0}aTUp1ec6yRK@=mjf%P}R$a|l9V1J17Lg?x= z@U8LAJFDr3={JiaUqeDcoaDVz3@c2$oi_fg1lJ1Zel29SJw3$|z6w(ithxLX6u#EL zj}3R1+4y0+Y<$A^vy$DAb22v_Z_u07NTX+10pC2__uC<(>X%mj75qHWKy$L86fD)Q zru=lQhtnaM~6ah)b zjvMSX3*m0{Ho8bGusA64s@`cXhT92(2@)r(0oiX&+KT1ym^V@7>GlTDl_2IRFt@?2h&=S#@kPofjhIV2eU3Rqlk5m<;dvNEauC)o&)cj z=4>W^qPCx!Z{r#JEYK7z=F#X4gN+S)CWe(_pdgBBzZ^=5tk(^DO^uX*)T1U@)xIK- zJM`}CE}c4%-OD~>bg&*`ZJFb)`c@)5`4!7}kmPZb0dAzv)ncfXr=cs^TMb(Zb!MFJ zk3u0S?iRhCHue>7>}v-Lf?rlkel;B4X->l$Qw98$1^#tY!%!Vl65Dq=0Qep}=6Uop z7=(?PDwSP=p*V3ynn5!gKDw?yX%mcQo9x}opG=iNz`@|8n1OO|ym0V^Yjq|ve%M87 z(TuX-_Ev)F!A_VWecl(t{L=kLuFQ@AjgQvR^XReT#M0gH8NDCoNNF#<5MotyNfDVW zr0a;19l2{0dt;2zOd0iXNxFT|JZ8smgQXc-s2o#LBs!rf&j0bnO&u_nsA0GMSpz%} zxZ#XA2YAosIB37=gzL*kS|>5qaWcp@ZqhIhw%i`{7No^S45oTpoik-KWye343p#k; z@fI*;FkNZNXu8UDwW^^hlj?HQHLA3xYxk1@pXoYP8q@V^rpziIX2Nd%R~2CXeBtrhmVEG>;5@aC#2LQ&HHFP(-7IublQxI$;KOe-AXxd0ofFT2U zGN8uaVhznkcczdrub%z@iUPtx!jj*f2js#Hxd8E3pg#l}sb99&|DcG;vsWf8;TfML zrV^0Pmt068{~Oo8a=#%NyvDb8eADoOKduY@NRjYwm7CuPloEjE2Bpq#{Z)yl=WnJ*3NF|W_$LpKczbO=nc|fr~GHCu`0j5s$hUwH@ zFA4_6HiCi5HI_DB$)jZ8O&%#9|3)4*HM0pyi2x5__j2L;rWubG$@9n~<^0cIT`JZ3 zqyG(n-&!zTm^NIKM}EDK3ow5?Pfc|zhlgp}~;u@2mjjNc3zyNLj~>J#VgP0ID4Fr3=3O1=wH5>4+u zFN=qgiaZP2kvKT^Wlo@jJ08Rh4*A+_MAzk(>sFRu8bB=i;B70HN_d@Pe{Y#{FYs!d zG+b)m0BiQ=wFI7Ph1$>~5n346Gfc|u$%WlZXxASlG=t@aPqfVV#qj-EoLlxnH!S7- zn9JZ@31?5%Zx0=*1PytwA2O_!aP_#c;M0kEU}(2_*ujjZabvecn%NWJ5L4o-uq#op zs8(=rS$Z^FX4YA4CRYms1{GUE`q0(-i@kC@7DlKZiC}dntHI)=y{z6=!#!Bb&0kcROF5&hh|p5snhQ? zoRmw!2o<~srYf=H-c|a;q#R<`Os9WX+W|u%rDBg45<#1~+~x{9rX+ka(=TC+1G;r% zB~|O$C1`Epz1*0*BQfNnJ=Y&~1 zoE>^Yb6cPZ686Li_ua1rHR5TdbwKp&!RNCF3jwp0uqlY9i@bXn^suwLHJJIy(!3GW z`foS5yuB1;vhK-c-KzyY52=)NyE3@K&v?o)7<0MhMpqtt@e0zuolljGjRLtB1kGJB z0U-Id@=(&3VBnLF7kjp|3|6Y7FFnX#4?EP}Mc={=kTloJp8_jcpO&GcEz*sW1g__*mA@#7rc1hHlkVLrk zYNuFGd?0u?W}g3kBoxH7M;=u1w?I!vj_nuAGN9KCC_d^{g6{8|d#sH+A)9wMRW35k zw)4mq_f4aQnV2e;_X(n=f+wXyPeumAzQp2mQxC^&H2I zbmZOnzv{Lurc{j1CY-S7 zg+7xFOaa)Tj_VE0*%;dk)`Hw0Ot!Ycc2r257-@$QEB|3D|5h-XJS3URRsue9s$KOM z52<%bWBp0=Heffq@U)e&9o}0oONI=zz=NAdBswe56s|aEKeqt7*dNZ?DQa2?GUD`l zQ5HqOZ?NXs`hiZcUm-CfB-01%eqGELF*Sm&awO;Ul6o*l{>KMylq8X)K}CRQ8XN_Xu1;o~WJy_&W%$O6ucQPFz%xoP2eVN?;AlFS2!fN*I;G}BZq z%$)N+8p_uK9p$M9Hjg4Bj?{5ZgCbXAZe1m4)(t$|=wAy&VHoq^ApE>D<{2hd4jPx* zwJx=Hz@nL=#5L?}8+jFkYp!a6XB{8zu^ku!uODmdjhrH21v*EtzI+bjYTQlt%0uA7 z^5k0*g2@o;(|7SDzRq30b{LG$=0b?ZxEMQ{!z!-c4@(2H@O|rOIRC5-PLhCYJv`Wd z({caJGT3^kcf*R-4&aCw=cwRs1`?wos|P%XWn7148eqgR{E3)a6P$=?u=%K84DwOV z%{d&ep{($|fI%!u7RJM(m+HL$j=04}6MP6Z8j$+Y0+-%>?pqsO07c!IyJgRH zz?L~`B^7ow2@E)V^ksW1+Hf4ugq;x9gY{uVf=*d8b z5}*z3@ew&}7!7|hi$jUQf9lYafhJ<7~bL#0E7P@1GGy~=Uhi(M2V@NIYLo-7H<>nHt>0iw52 zptRe1N{I<4LF4xsU!_U?t%g7USt{$QFv|I8Drm~0cwxuxax$AF-=B0N`J(lSsuS*^&*B8`J?khXxK>@J&3G2S} z^$1$ps*&fBN6Pu!vf6M?_&kW-lA9T!r`W8U8hUk)5CXWm!>-(Ef(R{P!z ziXKMmb(OIroLPITIII^&b8z;SaQ!y9&(nAF-n|bAeG|*U?%q9(3Eb zDk z?o3+Lg64`i*{XhShb1R$IwxP&ft^}|toJMeXc>Qrf#!Mu?I{Sq(FeWhCb1{lvcX4D zgSq!y8t|)EZOp}v>^dp0@$X2*7E;gClUr;AzPFxBk8W>*y41pK`ER{Y<8^aQ{i9|W z`q5^wCks2#q}D?>x^AQS{_z%InZJ5=^M(#kU3zEgc33ws>Fi3YdfElnt9Ra6y|Wp5 zzVC>trpkqvno_6&Ek?~am1I;wGe~Zx*HY3)lb%W5*X8FjVYwd7bvxB;uwb>^v*~9R zlxZLC7tm}5&gG4^D-M;xy!rJqma8?89rS3WhH5wH(60Ytzr75$i|A-_E~$f<4Ohcv z(uOc@iMV4Kf=7?-G{Rpaz=+*o)$R2f-Tg0xv^rrYid4~Vg(rK52cF4bXG>t6c8+ur zs4<>)Zj8tCSGkaL!MzzW!}bQ-=y^eN@f+R#s7JuHoYr>NAs3ikh!yHN(+xM6qDl_A z7eaPUuAxR_1JtT5Pxy3Z2+E4Ds)?h^zKg2lBvoP!d^BYB`+=SZ#XZvTcS>`B%X;Ev z<)&VEU__m0E!hNTbccLsaYK3gm1=yz&PL4H7So7UE`r;K7$-Jrl){u3!!c=ecRrrM zQow(-2RG`Q`Aznh!cJ|6JZf|gR=#nsV@kOk93pZPT`*5O%FBbNe6bRkTrn1O8k{xyy~E9=`3`)V!mu3+|FQtEG^LY3~;kM!}0%X!k)MkHI5P ze9f^Vm$k$@YYA%owdC$jx8(x8i~8YBH!8q=fZ0#%FfuxLCAm**?neqNXYc0W7Vv%4 z*wB*K4twZ}210kYLrCn|W9OdLgAk+K53yJ*P)si*Y;3Fr{ps-i&I0W~>zJi->s=+> zQ@b%(kEsT?)@-H#74AQGKl0(q|}Pm!V84+d9|2EK+H8mX~<>oe!O9UhgSh_ zB_N{s!+&FX5irLQ1Cxv4NpcIJ`3nMqT^d(>J_Lh9o8KuBi9qphTdy>mrFNmNw`svjT;Df><5sYuseiut5(?UghtNo{YB}m~eYV7k z0#nH$<9T{1aB1&iEW1J;yv$o-`sr{lD6E{}6mrBuTJOE{u@6h&>{wrL{a6q9PS-JQ zXMP3C+HMVe4L)azenYONrZOmtI2^E=|9FbFGzEa`-12Vhp)Zch7W zH@qN*ba3MPbmvvpxP)3zrcPnM{pL03iOF@+-+c~0?cRl??@fejui7f!p#(#mC_@9iaG#&U{VNARLq4nJ$ZFWuLr$TG^NMLG=B}uJ&Y%5vAUG zg?eidT*`Xo#9@w7ulhS7YJ6xqNc4!d$v|m zcg!jw@L;TT)cax32@#Fkjp-^D_v^|p45F*NgZu-rz#KSJPA_=tDN>W!I+gcXzk<-v z76ZXG-B3zU?7bk-4hezBJ*gMkAX=V^@C_-yTZrCsN&WDR$S}tD|1a+cG$(D&;(Stz zIp_MLO*{bu;LJgI#6dtUw?q8dw81XWA%3hrY62z<85EI2#?jS#@?Q^O3WW2g$DW41 zz{MZrI>7G-OLwX^vwVLBJ4D>G-YMlk*hS3;vMo(;ck8!hTnX(Ux>bQCbi*)YiaZb( z%xpm*Tr1y-*D=8B&a!Z+Ht=~Q)X#A=1N^gZE;A8rfR+gV+D9*I;1Ci+9MCk6WW9i< znR$cX@&~__!(}FZ>mck%J8!-$>S|RBx_9^qK}ucl<#Up!Y3~aNYw`NJvNZ^9ss`#! zPlv$!!LA#tkuu->TuEQm2TdeZge3YnF)id0A@&>sd*7pn^kOO-fl9!QR;i>G`hFzl zq*!-AewSu-zHV-FZi{U1t=WY2-17JFLDPuNP+x9*#t=&)lq$A-D!D7W_Yi~KfFIQD#u|4Kd#xEypz7%zjA+63`XElkZA*smP@ zI1dDc`@0-BwZiqr8+@-!>mg`hHcA@j#T={5r_n*F6NYfA3zfrgP~$nF4HXczF)=fK zx*7bf&dV!b#dPkjnatrgiBQOSGf0#+1Y(Wb3hx($f!$n7LmK(C?(v;bomiyJv_2vI7Y=C*jCU6I}1Qv+^-e1L`T&{M^oS}e%j|wv_SEZ{$txLFb>xNsYg58 z;o=hh%S-qxq5496#fA6`&~YZ(v*v>((YYc8JNkEPjJb50A$eD3$MqPLFfc`#Z*GkO zgEeO3m)l>!i*hBKlT4VJGx+k0GZqR(v`_UG3^W3h)1yhx%yv-qe|91DQVSTEv1w1z z{!+O9e|LNxtvB%f*8zIQ|0#!_@mCH#0YA>j6nQeBCsTM4R}j84zlOWDKNEBXLP6wD zpz%L+e93_R4?szHU=ahBCpRaY;|&FYzsy(vkAR-}|Nh<;V}5DEx+Q%N3$*;Lj zjXnR^^WfNoQ^DEe!4!aok3i)(OKPr?0X+G<$G8PJmf^&fz==xur| z2z1GxAB_zAYs{WKQr>@ee8~WuJdd&8bbZ zji3P3!i0BDZ!X6@isU8FBaf8xUl-6`Drcf}=@%gAig7GeFAbFZPaRjr{~L3ch3}1r zyF&=&-#ft6e0YakauKlac*=7eHSY~gqysARM)x#(b;F|$?n_xTjj%Rr)vZldjUaX0 zTsMdcscE;xw)BtGfVgql^EOy=D~;7McvpleakV9Z04iY96e z+ikiy(JaYz>+rd2Q`I2bp0+M(8gu9`G5hNe1>4@7zhrqA zW3~Fs(@JMrAYkjw`}>?Q7hHO_^=n)wWPLg#^Hv4jV>9R{&SD<-?DCTb(o?G;-&nb~ zH?JPp_AfJB+T96rf>pZ9;u1l@e7VZfnkZoKwX}%X7X!<8u-yz=f)rIYefE)99M}nrNR#_eS<(Q@msH%K``iS} zCRAMZJEj3$-8%X*@P)ydP>-DxArKfqJZj;g%O|>o(HhjONAKA?R*4>-YZbokZwI|n z=iANcwQxGo`g&|w6KwoVef>sq2XBL#`*%)tRiehQ;N>uf+yIF7^U*o@RKi|jT8?QQ zu;V^VjUx;A@}YAZ2b$&S$Y_hPc7VR?sE+Gs6|8VMS@l>Z9XqFIsvQ`f!uDEqU~Y!j184n8uQdUQ!HgcF zazshtx-^iRsp54*O`;?1O&X!sH6TKCDMGVBqsOgyD+Uh|MH6%AHHk+l)Q1>VT5PKZ z9^F=lS~P)McHHlw(5^IGclOK9B40=r+vu!L8w$G*9#V|QPMBkQ%H!*)wV)a{8vZc7 z8cuR8eL=Oa4ZeJ`OBSX@xBkn@i_bHfK%B_5LyG2B_V;@Y?qp#Hj+hgLdDLCB_xyj> z0xR~T_Nt*PH(I|%>*Yc2=*fc7lNGT4*@Trju5*&f_kxXcHE@6Z?xTCQ9`@_6jW%G< z0bAjQlD?%*7_V0{{4*^8u371t-4HE+qrB$Z1FjZ>Yt)C9p`21Utrb0c$F~hcjPG`^ zekp}*w4#Sx#wx(ScSPgiVlUi%L{$04!KGOurwt1ldu`vjs#gPs6)I&Q71AMm!Zv&Y zUG|T^E_i_M?~$L!PZ*UJL#yh`iD=_}Ye1c(9BgV|_Rp`uTz?28MDff5lyI_Kl zbhD(m13GUf;4Kq7ts*pEV_HD{SzD%gQ$5^S=y|P=9YpUPyS#SnY6ZH_c-d=aCMxpZNYX8!)msZCwKq zC!Mcv%tLc87gne5C>2@#xS)@wxEFrh@H?n^0p02EydJ3h-U<9`l9G;IZv{u)cc&Lm z#DVb1v=k+wTF79Dym&090uH>wR$XNWi0s~4)lr0AxOV5;^)cS5mlStZ3TZ@%uXQ=B zRln);uB`)hc#3@4E)xtZ?9&x5NkxOHRlUXLo=6z9Y8$(c3;>`x@>FpJYC-89Y0tJ6 z!J48|+j~v+!y10q)%>oV(AQ$B zurPq$98_8}2j5gchi+ir*rGf7ZE zzhc*outv~Wds;W^?hu@h`^J&sRtyoB1eP3FItCnNwuUP#D?o6s#s|NtSJ0euljUuA zAN>5Sr5zkGzb2iHg$U1DmU+2$z;|QAos41lq1?Tw+}-{wR`EtBxVmmlh*^u?07R>a zpKb7j^M>bP@ljyx@`!Q`PlowmX8H!tEYLf&+GI{L6HMb$?4y?>m3Px;I!|#-S4ays zv(dzYms-YkU(B_CX;e^=i!oSi!kZ4boazGcV??n-JverlKIt&6272LS6g#v*y}iTq z(Wj_+7r-H%-L#o7OYv0D;9LnhTSwqH^OQm~ zeK0ty6HOg_;N+_dRl5qG!urf9Bv+&Mm^-?%POk%~E-o}5MGY}WWLP-;`c~LrAfr&k z-VK-cF4vJY==tAu5IJf6ssF102QgOb|J8;2kBxm(U7j|F%Jvx^Ua8{~N`Wym2OPd~rYCbpK5X7(AXc*fJFISCca;bkW`|F3e?N zaF$FlB?BJvdEoq^-isJ;8Omhx?6WTgMU+5T!ewb{#C6Gt5^($l@I>t*l#y{u z*l!(5w_eF<+ce(X4dPsa53~`S~Ju;>Z9N9~>d(9tJi4 zWJw2-h9AkQO@l=E|$BzdHBT_~U_^UR0V z+rJ~vBaf8xM->cKwYxo~0KBY(g90_`+B3a>>%v`jYQx$R2TF=9KcRZ1%1}zl52^nI zcqk~QKV%oC9S(Pa+4QznEst#2wo|kFtq@XNYL2)MzejTsqL}nCe!%i}G@n_ET10*; zyfuUCQiZ+O*lOUSxP9VGV;uxDjwvsy_rm*Ia|`1=ap3dyR8H2OWN_MfHcbgly|!Or zQr&|U%H9=~^j7s0@izQb|%CDBs64qbZz2j} zJ}8B`a5p2xGeq`BVGBs67Aw5oTL%iWdtDVpkxF#kVl&@kB4oX!f1bwD0b5B7EuRh` zl3kLs7Bo+-sAWo4d4He*wvj|0PTg>b?kete;6ZQdMvrkYzDGY^U9MLJrP}5{-`}eS z>7$RcCSG-d)lTzu?LNM6Wn629Zbvw*JzVlFdRG{zzP%WfcAypJyG^v7-D?KH_}a){ zrnNADtI?qBR;Vm2uCqjq@{u$(zgM#8e#)&mA^frrB(a})2enE(N8~&AbF~8Fmvt+c zOPWBxVzc{~H)11TqpC-xmMm(E65S$_jXNOlexu=G>`=6i>My^5TALT=wy?j)_er$U zI3O&f9UeZixIKk=+7)-M9qO&^fu_Un+Yi6bga)*B*&@&i3@Y2cPONK!DD}BWb()qn~ZMbwtce zbWM2>&XBol8L(=BYR77$aWEYz-XzZ~cD+709kx|FY%98Cuam>QVHkt+gsCcxMBx zVI6!V$LREf2U$y74Z$Q_5r{d=_o7#xM_@wkl)V}RUB{*~j!n(bPd3pSg;caY3roZE z*cp6uKTR8G)6Xlgo*6@GYLvuw;U{xNps^Ii4#A#j+lTMW?nvB^kkF`VXdoS7C2LU@N-DeKt{|Hl`j^1p8 z=dD*|3kA}^azHBV{MHCi7pL7zKOF@{%h!FnhtyRw|NH>4r%26fusSKHR0_?n_la+k z7ygj6Ijj~5HtL-qk%r%=huu#(#WujfVxK3y7xLi!mYz>Hw~xS~gIPVY+?Ye} zmcoA(UFbuVvN<3H-Kry(U27{#fOR3aKhumbdDd1#_7J16?Bi;%YP^J^f+}?3zxK3k81sD>Z{VMKm;~&{%QrI!B*0wSqMa#` z381P@{J^G%zekpd(TSjocw^WD`QeUiNDa!FSsFJ6HVr;>Um1%)-ur?m(zNwO^`0xA%Ni+wvFE{e1@g1uSI1G5@*-(E0DEEe6O?~hd9h>l|j#kyh4w$Dsw zX%?uCS{10GCi3DNVvVUo0z?Q~sZ1i}cqlQ=TwXwby^;(ON_Mk+tYI91Mv>V8 zy*=&F^!{mLyhAI55PdHl*)a^hJl#8^>9gSrhE(7BFaVt6!<~j`Qt0l&R=ZvECAio! z=WL(ufnTj$Qcv*n*FcJcHZFzu@83jYFA%|Fs(em-)k`?QTD6?Orx(;|VuH4wLXW)MZ z5I0vSOZ~3`h$Ic-zs+5ybfP%^Sb;D6SCo*)VRQ8~g#Dul6lDQVS@7czNcD;cgG2d0 zHBR$}z?Q%MT*BW0A_ZtrcSLl3XjLYJe1DH=TBP>3m?jD^{0l%mBc@UXdxF($#<#n{ z@6_4d=%PLOn+A~rP=5o+OveZ>x#br9n0`tHFn1DY77ziYlSKijzfoxy4TH3x!?&`X zu75WnTDTt+U_lwF0Y+xn58oGeT>l0zC><%vJjzHtzbehmczo-lzX2RdM~X6!GE&dC zH$To0`r;u~M`shkZ~QxP!vEA}$~?+QJ^$#{)$zZ)oTvbr5aHOsbVHrht!0$=g#r*M zf5zLR5fpqAz9+F2ncfSg0_f<%EpvPzHJ&Dga$L$teSGhyeXH&^Q+M<>5VCiAy$G{e zDNLD18L8(7yPi8VdoFf>kMG!5`3P!|X`6E-$i)V2@!*`7jm{#=CR zm77-Y_xrY&GLJG+&p*+>PP;BXimE{H-=>&G1&YtwFF~rEko1~@x=eW2dTA_eq7~w= z3UH3;HbQUevC75Fy>P<#y1fVfV$S2=TfmR*zYKe<)w_afV3a4d;uyLjW<8XgZ6D|X zzQSJvPo8Fg5FyxC?oc+=A23yt=*xl)_r@xo_teAH)5Ph*h9+>`oo*;atOxdI7as^b z=!MGKp>6iKP~v&?B>M_3$cPejUAnWK5WMr|WPe@;I43n-WW|mFt>Y+jL>tBn`Q9(| z+m1P>yL1D2IEi3c7@(rlRS&Tn=x$Ww`5fWc>Sde)QH{-86wc~8T(P>7*>GTQ7E0(-UP z4!7dMe>aEK+B!6^;BpviwTY>Q9bxPIRc*RJGO=l0JI1Hz8h>39XV?NCj>MZ28rtDL z{dqh3^Qpk8eFg)DY9MZ=-ljMaO)5wofRr96Xg`H}2?VZC-*7V6~1vZ5J?DuE-Y1M+%cfv#6RkQq_`vu4~VW8A9AC{ zPR+ApqKP>WWTjnrXPZKyr;zV!__OgZrIOYFc6OMRT`H`tuG=db>@AtGirqE2S1(( zj_m_wL6YdI0ydB|k+;jCjLT%x7rrXE5N}EMj!+K8>+)t5le^$R2A{EfU>H28R(X>p z90|ue*qps;A|TCGdCEPy7Cg9I*@Kg7K_WcEv|Y0dIxN1tUR~7(AJ;Bs=fF-;jZ0u$ z%LJM+A>qj04mCYwposaJ3-6a|*V9+rQs~Z2+7K{4BS~4W*TR|-8r~8bA`~jhU=n8; zuwEhsan^y(mmG)N_pn1=MWFRDL){+ON!Eh30atf*u`ybZ5!+|8oKAPbGih#5Y3>Xld9{)NJtIk? zW>OE+OSw1iZ0Lit`^ydXV`ostNLkiMIUCl*Z`D`OM)&uKTL$s51(4)x^l3F}t~tl& zneDbjK*t^4GLHEOFyNSyTFJNLh{w2$3@w0QNom zmtImM!tLep+qNQQ&4gvK#T_h!bU*!xdn^Q!JgY*AFiMDIgN?5Eq-`61Zxo3xEfURH zFbhe8kk{71uQBiV*@5M%-)bviYs}oW<7?_*t6C@e-*`gg+XM1Ed;H)h;n-(WZC|h^ z1FjONObF;x-ja*%<=ydLY4GP(u5{U$-3d`GG>ZvOYT#1Nsf#0wl`t+Qr%N10^BwXD zM8PhCRx*oQC5T7M?DEE(Yl$4F(dZe51oC+lfsU2q2`fjW443YqwIg2we zAHLV}8dBX)`fUf)cFA1x|;f@$xSg$R{ca2#Vd=%`2`)R&a%7S%po&LrtWz=+r8cXiDYT5$p z&v#%=3?&9|x>{uC0Qj$ZA)*wV4(fcC?V6|opSt?l!6gz+bn5s*`)P(?TDbF&e@q|9 z#=KUeL!dfyE39Jg6vp6b&rF@rsDw=iX%92-4?}6Z)G)oj1DwBaW#=yx0jvpQ-*mD= zLDfGuS17L%q~&$@4-F$ldPXRv2+vc1=AGimzF}xF3JE-au@fF|F6t#5?SYY)jTVQe z(RCfIj&4`xKxkMq(PX?0-h1D2f*#@@W`I7!FplZj(`e4J_*CeUQ=v#5CwJr;@Ovxd zeMChoG>~1LN1!*qs3Rr~87h0nb<=(E{TE1i_k33*ygv7uY4{FO?b)pIrQ&-)ob{B+ zqc!PZnb_~zy0sa?9n5$JF%S7`O=|wYa1ZS3zjenR^Pb~9ZgD=}oCn=Vkk9Jug(V87 zr%&u6!ZKp7-p5xR@O@<&N1u2X%pG=b3Bfo>+Kia-KU<@DHA^l1`|D14KW~j@7-uPMq8y+dRT=6uh6=44XB z^oKuOtH4_=&r2;2P2E)34#~8pyT-5}E*p7QHnI#@}ct@6(E*=HPZ_Vb&cQVRZEQq!IYf4j3!t& zdW?N^(N)=C{s%w4Pm!eaqV0i?6Qm8}DJNgsPQGq}^(19TXa#(ZdQ`4$-T~Z?x|dWU zQ)B1hJ3_-g=t@6da(>;723V5cc9F-m4t5>p)Duf+1A*~NuZ@K|;Mt|S9up>=u+1yn z)DGXb#LTS68A^Td&Y!DjvvA-44A3*SsqOv$fPRx2jT-9$#T4766aYd2^b}x10_3FJ zP*77i1kAoCj_KTe=_b^e2Vzi824OkD_DugMeY0;?WYgojX3RR2RUr2q-aNDU~q z6dHA#-lguCZ6-)v`#=Wdl#VY22>#ZweV{~;kv{(T;*yZxDX!?MOk*!C{rNAZLjP4k zL8C5qg&@Wg{pOZyhXsL!6Q%%qN?LEO{H1n~Soj2Zj zP(42>!lH$hAmzA}k^1C6>YKwGx`Q7)ZLG4{QW3B|{+w><~n(wJ>-X z-wfvV2YKT#cEqAcvTS`5x>_#jzFl>)1bhk;1+>|)L$j`3@!5DY+-ID;dzthL)XcTz z1OhOHkvIFN+0fiaesh`rjXHQfeZ}5Ty%y-@4r2~S4{G$*9dXJ`g2WjYrtJaAaC>&u z)l8>kkgR3lJbxEsO&szH_MsWaTgPM4_lIi1&(!lk#la3}mJtusO=*CTeeBaOSkd%D z=Eo(j6r@%iQ~!EQJqxUb_euT0c$k|zxXLyfqUJ@xhtQeY37jTJxlE4MfP7``JX>}f zL_g$x&!bcYbhnBPrH~rie9Xe~DFVvHyFUD!UX}oLBV59s`~9HLQ1;iHM=9&4he2v@&XI;A=;~{)c!1*qy6#Fd&8T*k!>snwnthmaI)iXa3p?AQuWG)e zKP!doC_|kc*&SeJJ|Cq0g9ty*qS_GSwyL!6;NAq}_+aJ+=vwH6Yw3BhoU5yW2qh=g zMLT;T;*RFgaMfhE{FuJK64F5AmtLgLTl8`(TI#svTmvYYUG@{9$M_MW@?*vrSE6|y zjEL{BGm*A`wUB=kyj{Zo{FX!uYKi<6KOo?eSN3W$-dX{V*b`sN&UXRp%tae}F^o^D zSUmZqdH|&680nYcdsX;WJANvm36|ez__jd-sgz^#&)D6Futb06rI+~t0q*FD)$$6 zI`AY%-o1jcW^e5D=`3q1;H6mmd%o?p@M_W1f|VayK{lwz=c+9cM(r3|dB4+59g>x6MmOABfeQCqF)b6R|F7{;yfifwv>T2Q($YuYgDa`?`cU49lRwVSQv5ksI0 zwM6Ubvpdj~s5E}cDzX#G65k$`S{DyD+>A8|!G6HQwez8>eK0&VFBU$A=2T%t(FvV` z7o%JpX6Bb!Vf#EOcTeHgTRAB z_4HSvMlfyY@sZ;wgVPR4rvy-o$yM=U`Pr-ZJ+Xbgz_Ux8u(;6ZKAnFf5U^aNZPNmq zQJHypF;e6C`dZV(2OzWI@kzIqHlVqhlINB=1l(Mttp@gL&D%bbE(3<%El12wpeFFs zVgW&)8 zfRgpKPS7CPucO9Of$Wam4-O+`-LhPR&`FNJL*~II?o?tXYB=Lu^Mjxa12{20{Zzz9N zIM)QcLs#75nFrw%OW4*3!w#69?G(!?$%jSOIo6fSG3L%Za24x@CL}2Kr>Jf2gbJ7D zmp+@CAlK82^>kM?d`>9b8B$pV_Vi5qqsz0wrlR`hMh=V_Ok!GfoIVlKx_Gp%UqYAX z)NMUCQ=(yg+gpo`&J7TK?7UOCCKi5IC*ALhtbpPVpp=f3-Q49?tLk0qp?J;Mj&4RG zFehJmH5G!I=(T6OE_}*`oP{{IU0DNJpOJw#yTRrqucj#*eOcH*b zv%yZi`Qy89Rs4#;l8@oY=oh36tJPloF6s?uLT_d0e2s$9&s;Jec_SgDKvavr3V;7J z9;WT6HLI;q2iAdCu4S8}`*aP-_O=Vszme>&pD!>@ zFlK8|a^fd`kCFkZa|g_jB#`Ke-8#bCG=jO_m1NOqH8kEf9hK6`09SFf+$?mHKgJ~) zRhW|oFYglghGe3ESNW>6XLAhPI>5L-*`^kLJ(i;_aVUn1;#r?-tnfX}QfM=D>jZkI zJwJa4U?=#&emWL>&q=BEw`wp}j9idJ6DU%{xv(1UE)=}U)bdN+;6Mr;U~2|!%`G`b z$Xhu7CXgaE!dZ}Y)(Zpm`s)?MeDySv97ry{|k^*IWB@~m)>PuR|Y`aRt^5{;uLi$BS906aFMZhJD zr)1lSJ8H3=s_;oxL-&`offbi(VY0R1RE)|99A|wboOdD>+zY?kcp*b#=(E=OY+@=5 z9~H@Z^SKik#ijSv4zz&L*%qxTv0gYX91<3a41p2n)1Td5b%WA}n<*w1J^wR6A3V3_ ze^*S?f5!xh0%-rzp?34DJx=KRykmn|&Of^ZQ-CQ2;NtJMP(QyoxMVEGdi`f0-i;yP4=n%GkRwTT%>%TGX98C58U{3kMd`cmJ^4?KC2l&@^jP!m`%A4KW^xTu` z{XvGn!hFhgQ%36Rf4p{&Bs&&VDDU?l(>4$mrvKyn_f$`L525U&%Z9$^(YPR zALaA$$8rDt{JPG?N4V_6r~v(D0_*v^TKXD=#s3n}KQT?}qi5~{4fNFISXKnFt4b^n z#3#9OIuKl| zR=F~_2YiaYzl*z&330|<##*AWaA1DL?vGm&z)O9J2~8nV+3s_>2cvtfMaI_kF+UnW zK6H10ib)SVP2M>y`mhc9_pJWD2p87xU9}pI0%~ci7cB+3QqVs$C@3zB9a_21%hH<$vGl(WRB-7o3`ae20``V$IJCVqZxuOQs z#`@DpjXRCj8_I^&puwHi^-{G8#^|j-`9-3}cJrR~-Y=42Nta5|j9UP9eA6e_yaRZ+Ws@iohUu|0Ao}>gk}#Qa60fqm7_^v#lUIcanU3Uh$DnW$PN!+pnHG8CW z6pps)^}@%#HiP258Fm%=TrkZ`Hho#(42t?2)H;0vp)P-M%}UG%y{!4&zJRp|{6U7* zYgHKth&2ri=Antiq9(a-n3wFqbz6D;(n>(*4RWm1I5|%Q{~dWD)c|Iu<4V%CP4Hks zGnaog5o4N2B2X;ckg55l@PWMmNvri(V5oO}eXIIF;kIEiT za0lKhdwx;*C@AdYPH@;*1Wa4rm1^-6fZ}_FEy0@#fV-Mw^9Ok}FB@ax6vbGU=m-&I zKX(MM)yWT{I9q_NT#Bh&ssMCIga&OQJb&W%P5*m6sFTcHSTN7>6lu!`#_e{r+wJOM zEm>n*0-+C*D@{5Z0Iu?9$0C(>IG%;o#rP@M*X9{N^1lZ%Q^Ds>C_2CikGWGOiLDS- zxYXjNb_sZ?X{PxbSHlyzjb7&wSSd`l41N{Nft%Q`*)m%N>vU(Nr(PptW43A8SnUv^7o!U%`VDSC8!wyo-}%UIV8hpi>ZfyHv#1R5dZbha> zONB$Y{14p#?^@_|ii+BY=XGSJR?pL-92{9Rx^lbQ;L=H_Ipv8880_t6u&il?YX*Aq zcM`DEi{+1->8zL)8-0uxbuZW zM7Xv={zt878wh@pv#%fNhL4I;2g_NBAj72;8~UytBDp{1Fk7GaW2hIFUffm272gFU6XFq@b|BrYQ-irMr1i`E>rf}KTo3a$LzmpS z_Y)=Z>pEb)@AwC!tOi&vLo1RunGc_4Gn4!Ad%=tl`E9tp7Vds7l+aW_Q=K?NX>->S zP^j79Xk?oWm1~K&FJH(7|1&%^j4RsVTwVP4bNvl)jMqa|Te1P(2tI!l;@Xc?b-`C# zXb0hfXvO5Yu6FpkZ~2C6D=AEiEFhcyy0$^S;bM`4Dww{su=&)pC0 z9U93`vp@kYvp#h-K-tj)%XWCzLxzxOx{xR`ykcH9NfR)zzakj0RKTeIy7_JBJwfkM@j*hP2n>aW-)i`0z^Mfn|C?Wx zeuSttgNgoWq6|u}CWa)1wvI%>kLDFMDd_s1a+T{~y=@3^B=6a)t=a{0Ul^^N_)8&G zG5BKE?rPu+>$%q^-v<7nSFc`i>xP+%071{Fdf2icW$HOuW?{=%3LVeh)Ll33g*R%4 zqxEQ8LE@6jnQ*|){4*V`jdtk0@i=1pcs1aZ| zmCssS(+zLf7Yj0Lw8L4U<;OERh5$%JrnwUM9`Unf{`?RuZC2{`#*Q_)020v-8(EHI zZ3*at&wKR0?9s1)56i@q>t?V(9NL~>s#ys_HgdT&a~+_}pY!Srngu=ye{($mUH8{T z1~8{SBSIgCvzQEhH{3nie^UiLJ<9psPxY=qH~Js58`^e_!trGX?`6Jv3A<0FdoS8L z4BqQr*>tM*L9ZQiw;gjX#DB^TZ9x;tlgmO}PM&Ip8)rA(I2+Rs+w$zi^6VR6GHuH_ z_EYU(t7H)U_;Ve!c%5;}Iob)I?B0AWdNK&x8+h0D24!FYbnR_EgJ3lGY%HUB6ah!t z-qAX*Ll<+oo02YP(EDI^nY@H(4vy^Ie? zQlJcJBpm%O-JmE)mGsY6*_J`+qIfUX9Cs>vXGHd=eMtZ0ACVEaij}v$*JCQ~uoS^g z@!!o~cE@H-(-mra+y5YY3Sy%m%imhHXAB4mJNz_UhSC3ze6|b!u{-c5GNe>QDA)ZL z?Lf(>bvkg)&a|9i@cli&*iPk7WKThql#v=)vNf!4VP6wYg)H&>sobC_2$?eCnF@-^ zJ3^n=lya(u$M4z$I|6}nIh6N>g3$lcDj%LOD~CG_g>?12?o_R66t^#Il=G&H)aO5| zmhmWI19bqg(4Y5@GLJG+&wtprOepuXJr%OW>t8rNHM0N9_1j(Q^@Oaj9VP?#{3+M@ z$24rUFKm?KQby|IXBaNobuECpRW9_e=Lb8_ou4VB)?WNKkhvdczBvCws^`DyUmt&~ z@9jY0c7%ir*ZaqS<^T)ZzeM)Vt1eZxAos1B&tE@hYaWoioyyaZGGY3THv!bShHzu4ZJnA8TDD&00Py;+nCYz^YEf4ceJwW;Q00e#Ta$8-$Yy= zc?LzyLZmGo$l7qUwd^2s?kk{(q{>roUl3uJ!}FxR{G`4TtY92G{bsNPE@CX8uUHM} zqBOkXQ46qVL}|Dm4+qxI+YN;yqd+z!@`$ET6gW9NI(GSE75qFta%9-a%WwKcnl zfy2^y_kBE))6wcbS~Ml?Xpc=2tv7<2ufu*{hkBS_upyPw z(z$!$XYXkY5P9V5VBvUlY*KMee}<7!nX=!aG7L z$Z~V7yOq=oj84`*sVFMGt~iwV>qHII`+U?iLl>je^GBGRBx;~ya_!+E41Tucy28C^ z9Bq%MA~_`lqTnU3rFMBt5Nxu0b8dbq=8BwNE`PDV4)hK@73qts0@2Se_w4yqgLdb= z2W!zbny)F|>rw#baqUsO##!8mu1ERVac*7E#p-pg4fBPnG|%xGV+)T#jPC`>CfT_y zZ9AWH4|EEsumAEB1I4d1m5OXH1G%?C!M}E(ThFjj3dgky*gKYey}}hm{*h+-i%&;` zqWFm{Uddp%S*xlidNUM7>+@#Z#&z()$I;W(w;FcF%em+5sfN8j=stGUqC44B$$ZWN zBD9~k-MAI)yZOm2xB-|W2jR8@nd*D03wHQCKyFk2AEI^FcF5YWIB&z^=0Eab;_`s3 z+4jKJHtF?R+zLtUv?addt*}U+sm2&vhesA)TY4fa78EMG&e~yOj2!Q&jP#2rzCF{i z!T?v&xjdhQO~P8iJ71-jZsQXLGvH!s zDg7EVhl}Ay=g7lJJXpDR5?C}uu$@+rqo;@gsP{-?n%H2pY(e!q!OvGHG z_4{IXUg-k8`%8#47D_bDMuby@t zYB7Y@;}+Qq9MbEXUUrwk%<(&)kKZYWL-)0Zqw#w6Y75P_r6+*LQpeSyBWP1AX*YDw z&>4(+RlctX4h4gattWUU(H_`%JZ8(@8Yt#`9NDfxT*V_1xVqh~@Y! zw!xwW%G4gbu0%5ia?B5!NIZ3^^>wMu1@(y0q4wBr*k-vet^v(Cc9Z;_O9mm*+C1Lc zybhQSJL^XbqpRN^{>9K%=iFL)Fb;Ot9~9|K?t|USr2Go`-GFYwwBf6LIH=4S+6EMa z!aPqvOR6#26pI$;m>q6{Q;#2ah&{(vvUi!;3x)x>cgWLRPrm~!i8EYQ7u(^?LY~f3 zGUp-zn8<;?rQp3gRD{mIY=MK^3FG7nU?vO&zwZe~yL>Hj#k3OgNuC=<$zY+T0_8}N z@H(P$cK@U!=%`N*^-c%Ev(R1q{!@McCx7Kulr_Tr@`xrr+I(0+Q^u%;!M5IRVv}tu zE$}YwPR)~_weYpR`DiERv;D+xRZ)7(p?gaTMoI@OQX%&iB2w~u-vHetNQe~*4l=TD z06LQAhFdw9-8rAQ0zbcsB<}%+dZ0Dh_JzpM4fV5Y8mGo1z?t=cr=5vASj;kyDLs7# z%b7`EV70(5#wn+*gzk1o1flKE1A_LU2`jYu?X484_|Aml>T8pDW=%l1>%w5vu|9Ai zf56g#qhOC2{iPPL)MA;g!NA{w{&_)Vto$wV%)y-qZ{Bb9@*OOK^atIBUo!HcWQ$?; zk8x~`8@^NBh}036(_%G0v;082Q~6M=gI zqFH5~3)jr-9!VKjfO4$hyY=iXXjZXHta_*sjJMn631}nICzmH zLtFzn{I)k}(&D}h!|S7xuZ~Jq!Ss`%Z%>A5!2d&!!&waG^|&&9%?}ZKb!*PqT{j0n zBRlKc@LVDkdEa$EI`tIzKkI%S^YMX;tS!9t{qdl2ax5**4TFwDG=^_PJcs!X$4qVh z7Lc;tW;SuK4N|u!UH^sGx$+s=*c?*HcI&zD0!__xN2$an#zM(hfzMh|wd6=o0OSr=Kitn1 z1S@_#Sju(10dyAfnvBfkFTEMVic1@bL(l>@^B2<&x1pw?p819$U)`Sp$lJ(Nqav6f zyXK7odOOcKp+A?`iQgxOYDLo1Li7?|^m@a^I-} zeJOzBFWi6p5jzNGm*1IO#&3+jv~cnND-!TOdbcdZr71v+GExIFt3 z6DWY50?hx?YA$(QS`HCy(px?0+^Jf{+x`TUl;cuH>f=ie^RVhzyZ%kg{CBseO&EKYKvzW!Z= zh3S904C?d06sK&m*zYOT`EUBy_b+>1NlZ?}jq3hM|2dx;&{N(cJijw+_X;3zhhk>> zjhpK%i%JdA5BS^p|J&>DezS$w;$a9CApd7TP35*$syau4gf#Nj0;?_S1T5>CL1nu^;lZapkOW4!H$vpESVh0xHIT2+zLCqh5|9zP{;F#Q zus2>X8~BMy@3$6@W{RYMb3uLu^X(+iZ9OEEH<$!h-hO)GmRJilZu{0R$CfmIskvr> z19FwE56PxJ>V&uVubX!-CBnzaBPGp`TVTcVNMnxeop6@yI#mpU`F=LS`-sq}A*Oo6 zyBV1EB1FeryTS9-FRxd>D&Q-x&>^Sla=0BadE(URauB|~fBz*+rtiL;s`yx=10IU4 zV%;d53|~I-T+)0P1^O~=>y57^7A$9~A=f*XPR9kg+3~6JpOKqvGPfwX7RBL7 zqQCmJ*c)KJx5RMB3tf_KT=fo+z*6|TYTI|!Wsu0?_AG%GZGumKVM*q11-c+vqUjjA zPRa0k%V6Hc39mgTz4nv>!7sP9kfsvuF650ANg8&pM?kgB&3lhyK?;cZGKQSsPKH$a z-kH1B$*})vF?+)diblU|ex!ld_c2V7`#3B>GqxuSShL`yE(oNdMutTnps{C zVg4H3GR|F~H2Sgk*5e8=&|sl|d4>pDOMlhvS<(u;WIO2&NXsB?zZPIE5{@6E{@~%dK^b#QnZ@N&3T4(m^4r>^6UE90A^-crm z-O+sDq+SYJ3hX0Y4%8yY)G}=!mh6)AgEf2@bD@k1U1|+VoM`J zRD$3YEAuXxe=Fg!0s}L{VJ-sZ%0d04V~q#N-HC%yq*JvPn(kKJA+;b6N7Wg8R0xAs z=h0LC9^p_MCUi{BEFAPsG0qjE2BT>4?8e9gCBUz_C+lHS4JedaHoe2oOO|kGbT``d zt~nFhF1NJ?3Q6%9_C!#*NK!Y}ffG2zOMv0a|=#wPillEJ=rrWceH`|s}(czoAGnu?zH>Bk!r{~@ag6`Y;gr#74f+$ zk^@MXCI{3Wi4H%aF^EB$OLTDWhEQeEC}q(~2xaicod~>&g^#(f*Wmq3>!V?=2X47v z?~}K6gW{ug@=3xbtfm*e*$H&BORd8)p%rSlw2*FY?QLwR#EIUi~hYd(S?oV60Y9|*I?QZrZa%YkQB{42KscxXLEvDf#ikt zseTCVlDW2+KlbgOz&CUi+(j;Mr2@A@;J&Y!Wsr5=F0$iTKZsV{;XQ+#`|^QTnfnB5 z;r2kW=h-tg@Q{m-CFx`>yx)7lXBTRAWNhZ%nwPgh+dey4r$t1Vv#CrH5w3)@6>^OH zIoPUC**&3B(*`Z{w28fpIY3~l_Oaeq4Mx>c;%kVtki*q#?Htw%YhmWzx8QP6wRo}D z;zboqp0N6Y)k>&aJ#>XJKOcN!T3cRx?1X5C1IMn5CPIIN`Ipi9XCSnKRV<%35FXQN zuW?8$g{l|#g=&{n!KvMPZfm5gfa@Utx6hdKbFyC7_(KQgZ^b-&z)ENU8kGKzeMh@u zR?>!4AC%7C=&6JgZ9EljHg#Y^E_@Ba&5h44Z+un(qRFG1lShf5OzJQabK%Nd_oP!! z1%y?$9N|pshf2K_%Nn*M!uu!rA1oF9LA)``=L5DhW5-(+`=8{Z{kAHHhdvRwwjB;i z|{GSKe={~nr6BwP247o2LgExjPRiL`aX-QlIS!%M5+n-NK!T>xPuoR5X6 zZE&XhCtEMLJeSvyl8k{gTfo_J+=GzZ4FOvRDvgj5 z<@R>&Ngj%y>%~<#=Jn9TX7!ix#qk5sLh`)OYJd-e_3UI2ZO{P zyD0L7XTqtTZNAo*o4_+rT1okE50pJMM^=72z<})DYhD9TwyfM~*Opee;9hREqU-;u z_4}WWuPpQbvOr%FKxF&B<^Qn#AD6oApH*i1OhYBES{+AtJ3gE)|!@=+UU}F5_L#+be-#d;ZfVTh;DGPJT zNWDPcF68N`=7yY_Z9Pp@Q08$3b3RUDEKLV zK^}*}?8_N-|65q9{O$is5Ga47y8K_%*KeM;b*ID@YPYoi0IYwSpX*TaAR_QS)%E|U z<4Sqnl#V~;J;3uL$aLnwx)cGyr+V&GZgI$1Sh#?HI=s`YDQ{@!nT4qs{4-}Z%H420b*(=pjYBy5ncX1Jf_inz#HaPHKa>?2LlfR^j?^x28eUeKzbi>7f zCYo*MpTpTJ8PEGMuftTpNHg$qGu+9q2mmR}L8@v>KcrO$4|cN&^rPsK;puUWwI~`} zH7!}$V_FBd&j&MmZRi3f%O;_TSBX$3Hy)HN5f4K@x)KG8NITa9_uV7LdO3*@Y<+vVNO%hf8R$MTsOkj26=Sx#NAke#Y(nnN zoMt$#IQirqa-%IGc@riSy5O=>h|0hn6oEgeFpX(016$$uGA%SU(2;L?vj5JL%3eQ6*wQim2{EAAY}22 zmIpD{W9k!WtAp45GMRBSrC|E@UPtBjddL?d`LonOx;66vO;;;ub#RI{MJI#IuobT>fre>s^?EcEV1;}17fZpoN;63Rc=2=PY82CI{#4fN zZHMZg`H`Ot5~22`oo1GLE3Exgu>BryEvQcgM_qr=jyXYW0q4*a@2*dNagtdH5QJ5j zqCHWxFHV$Aw{EE6v&fmn_3d==gZs@7LL3h>2EfTBJ(^9geq?`FQ;686!+=x+n&Zk;gq5xV;^f zccLrZmCFh_H`didsQHei?daMx&06Fdd#n;##`uY2m~T^2?Dl3E+LaevT$C z{98J&jSt4)WDl2Cf&mc}zdxGJ6>Nj~k}_A9Lqw<@Yg%>VbHYN$2Dyeb0R=wFb#N0K zHZn%|`J7o}JhP?}1oPb2Ny=blbd=>Cb ze6JJ|E`w_~+Dc32%RsqZ;Qc$rF?f8xW|*I`5!^1U_;MOsr(t|@a z=oUzKB_v%G88b_(x+P=Ib;1`iP)GwK`B?$!?s^Cqe}7mU1Jw(EkwiHN2!{1khxKaU zt2>c*8JZ`gg@JO_!%8UsQV~QWPyr)ck5;clvx%bUja>2(K|r_ikf=&>BpiJHYScY1 z0=Tzr{>A*D4))x-_nqCU4wm`{5Zm`-frR5}(i4wX7)-pZc0P^>y(hQOY(9tP2<5uI zCk_vREIAJiwIXOC5oK5ptvkM*kl0KFi_kXu9p)n-e%MFkuum;mddgXQ%GH9!iGcZA zFG?U@VmLp`y%JsLx_(AGBKJP?RZSv0dhAGrOT;fugiAduHXY=QgQJ$;)>}*Bc`XFPb`Q2ab5RWjJK#wUz;Z|Jq(>`Yvj7U z17Iu31B+ja5#Q@`BouHKPUeFU}9OChK3VV!>oc!@53|MSvjh7FE!15Sn zP8-2Scr7a1Jw09x2b^SxN}o_WB&pt*im?x?gtITNDnKr`bX^VGS1i<$8>q+#i8@^u zbvho_EogMElT!;Sf#hwmtF8_F$T@!1Kr6ixcYNVIis8c_)b{U(j|o2tQ6kJ*6fdkZ9# zhALh`&B=?8%@$9C(RQ9JYN~}X^7SXcnR$&4G2*Dm_N+pav; zx1~X_chG{y^nN+;@JT7sU#x?NG4}`dNw&b$^S-Oh%q=h(zQSDW7UqTJ3pl)Ak1m=Y z-g|XcVy@gm9$Jgo1&(dbb)ZW#Sn@cx3Q%d)mo453yYu5Cg>Namb`1~4!c%6mdPtbfT_~CiNQ-@;PJ`f!eP{$4b04Pn#h+y zZT;lM_lJr=bH+M|5#QHGzn(m)5bT6Es&<~?zmVC0N~?RT24M@?#XpV5XcFk#i3)E)Z(z(I?W*A-_I-JshZj5z9I?`*NVWCEtSMSxC zD#+qkcfRRlJEV=~e=@n<0`+z+4;PJeK(a+(Fjwsud}n@{<0For(;q|MU(|NP+J#&@ zQX1Nm&RiI{T+S@lPlOtIA){w{jenTB6!rqow`AUL$wUzCzAxT=zXv)BX^ck?eOiuy8)E#;U$OTVBDvE15=M5tX}|}e+)=DFR^8^A0aM8+Amr}DP&LzIr#4` zU+^x6M9x)W&Bbn19eM=t6|tW`-CeYZBA%xJM+&ed9mhE(78bo%S6rs!Oa&k}5f&{X zN$LNYvhU|rEadpnkqSVf7@it=F8rCg0Km5HrpUJ-YRdJ03K$f?PALFUyX!IiAM(yT z9Lm1^|Ab1Zh>}FMkP<>g>9kdfqCzT^HcKhdq7YIdD#^Z-ec$(e8;pIOvF}AC6ot~_ zcaECp?r}fQ(fvEVe?HeSM|I!zab4z`8K3ugzR%ZNX+$f1&y#r_e%XIqfT6w30XI&uuro3^@0mw^Pc~|*3W+$ z=Rbe93=9%aEe@Rb{Qp$|`P2HF0#SvVI70vHdTQZ_T1cV34)OYf(3J}@VY$miV3>sm|2f~zdpm%O)9qD+^J!7O4 z?3f^C_eUV%cR|J0W{b`-jKJL%*E zlQN-EIsaXbWD<}?o`g9)O$OI@+9c<^3h+$w`SFmA2!;1I&fIFQfINZ3?^mXqAE)M=U%5nnx<($=|`S*MeDrOd&1bhDyVJt?BOtL2aCDj zvl1YziWl3hix_#QBoj?6(1`k-Qp+kYgY1l#0mBE#FqoLKcPU#u;-}5O?AsgwtWIMe z4>SdVf@0_L5e*_ltBJMdo+N;zJ>O}vX$c(SJG|}i@djvqaLd2oX)V%pSO?3A72q0C zmniqD3B(F03L+Is=Z3Hwz~&c~D4EhR!n~e2$GsosM&-9!<+tWS0O9*Uxv;U+Zc9gB6U9Ne&MvQey@|$3!7k=CRU1stU5oCHU zAC*oihFe8THBAgU;cUK=_zS!aO|j{Wb-H++zcA@#xs)Roq`N3PmKrD>+N~kvj-6M^ zfixxQqXAov1{6S>w@tgZ4O$yhLs#?Kmcg0;8RF=TBUMf6u4O`fk?4ZkNgZ(W-8tDiXeHFx zd3;Of+B$Iguot)Lbzp_i^XIR#!IZL(GHZq%mcpuE>V8=;Pqc%~93_kdDynJ9s%dG6 zgT@)zks_d5^^8G?r2;-KU{hs{Y=OOu+G?JBAwW{N_}~%^eyqI}8@@Ce0&0SVwwn;| zZ9P^=>cZDq{+rCJbTLHORP;9d#L6yEf5InNWQ7*=;^LO-7<4$OANx?NjKY=Ttc*_s zfmB7)uGfta=~F+Hd87*HYmRT5RqKEij*3eh6?4EL@R9*?}LS&O{t}>AO6~y}^dHvVq^{GJpn6c%Q950+ghl%^C z&0o-ovXPr|WWa*ueKgC_s?ChgR@9y%Sayi-gWFUs=#-3(3Ba4DWxJ)R# z$-6A57o7*qafKVlc9uZh(UCE0Ujq0&SNRS*^I(zNu9$~pbU3YLKa*d8f!1z=OL>#= zbupKJRR&tAQO8M0qsqMd#E59!3_`Jp8LVjrx}EY@R^za)(YNv|-^%M@B5aiw-<@K} z@;Q7@+_DK~MWo)EJ|;sq;|tb!bY@-lP(SecK`B&v*W9|Y4YBPsccpE;Yd~_sHbmdM z0mR&sCgic8b!gLhkf`hi{rX4hH>ImU!uvXWbtOXqg>7Nq1UZyC>5*FKn+tlbhO?{P z&0igF{t0nVZG==#!Fx^53UO$fWoIaYAK^cYDgVT+g8WB zk_?d>`nqiU6}xhf4{$X|$K1S1W%ZABue#y*uB(mPg9(tH@j#Exxd9d} zJyd_>P!GK4Y$-4p&4say&da%@EuhK4xu|YO6C4ulAq~{_!m2k>53=++3&&7!RtmhN5G=}zUtMBU~ilbU_NFTOT5OrRRv&lkpA z!LOff+r;=jwFBIom$(gDc7n`?&0MbjBnaNoQp%^?4eQkzCp>rxp-PAntcUxH#da-P z`Ay)P_Hcjf8gxo5b~vye@AtT&jIGzlUT6%1<>ffKrQsW{lQP`|x0ZX^gZe8lQ3+Wq zus;^=`R|+9X_=yC~<4Y|(b;W>-wMS3x?S1pQ0r_(51xX-yo(eS}KcVo@o^9+;by+tdR# zlr)87B|sUJ+Zf&kxBA~*Vih0(Wm1k?VE`xw8G=$b>~oM(agciT3qF8!UCw+=)+0fl zP=&bYm)DT$#q2)#E(Vq~2aB(_O@wn{_pdx4CctuoqjsU_n7SL6mGI5C4}U&M(e1@T zKCRTd;0*$uP_u8)U&yK&j57DBCxrC>-vm9)mXk~VrvyF4QSndn>!^a}w;AXnZAly& zoj7jR`t>t z^XKgL$kUYkXF*RD_;{5#byNihuLhTu6gm8zZgy>Ol2Q=(lb~_xTt!+#c9Y9WAH2%!o@ zTyNK&nFUVzS|#3=Pv?FAlJYeFP|!!pdrMt7{~sJ3cmm4tr|H68UZw(v}dOYv@=ac_+dK&8eqTYAvb>ZLRtxW=pH<|l$Ji_K(KjQj-9e+Ci zmL{evTZ-mCe|-OV{pUm9&z8l^7xbIu%?Os)_X<`1S4YD<-2LI%UA&}i7#Qvt@O5NC z2`rWFxLmxHjI&}(1Xp0L)-l(@i4Dh*UN@}#;tO_gcw0AWEkSE|r}5)fVeR*N!5au8ksI{vcS})7!-2GSzTsCLl={#+L zjGMgY?BD zZHLvut8!7{!RI%THDz&V?G?SU@;&CjH1VuA*1nek5?74tqf8qieA0Gyvq3dTDPCUs zA*mH=G^LlPp#^tQ=WP{P)go}4!{(O5IR%i7YbZZ1mS&t@nt^#uuWSwbZ4Haz(!;}q z-iRWooWmazKso(WQcF)JI!tbDQNGszqt!GUKg#(*T!xY73qya%%YQb$_q0D+p`DgV zr>23@a<;(twFHRto2Ag1@rDTt{q4^ZN?|8aYAoBi2nGWb3TH88b_eN{z7 zIjj}y7FbwJ0u5ElLBPDI=_EycBIM0=T+5+@@Q5|OO;o?Q^{1_P|3y01+z_b%)N^I$3w*2|(iS#TkbJ_tSY)aNR;TWW781$^O@|p1yCtcR+Qy={WK$Zr z9eJ2wcbWhMP7T@>@dUVOKfZD1LM3cFr0)7kq8p@aBc5O6uYnT>WgC#wyL%>OpWKDih0?Rfp zwe{Lw3O2On-faOD5JccO8;l*a*Zg6Z?mepp8Jl~w9++G9eEP z0DCR9`+`wmY6Zn4?*3d3sXW%lg0EwN@K?uqA0;l!BNbHVm=^7z!P06{j=5HIcx@Cy znc0*BJBEa!PQ`mqrsYTaIW#j;f*qAR#0*&?QDfpb{=22mqo$-(_gI_PlQ3{ z0+|$@wc)@Va`jH2T_Jqi%q>HEs~l&L8?U@vSPE6G439p1?SsQ7`_`H&)q(Tkv{&1n z)WgAFBNAJY3CTn#0v-zOp1U2srcgNPO|VAwPV%c(%*mQNkP0_9vXl+E6uKsklu&1h zFYIO))$D8ppUJ}q`LGlDePdsckZC1sU!KG-f{vis?#b%s%gaI3NaUlzR56@axG%8c zH426fOPTET-EcTaXC>D=6gtszFCX+(!?tpQYy?dgoW0oCXPJ=!d45dq6@N5Cs-}iz z><;X3r!tCU47bDcS{24A6ntD!nac_Iz6)(yeI@KrIYe6C-OzKk5>l_H-IJ^6gutL} zV$xDcP++j`^If}GaBYb=CTtN0TSt_~ost_t>OsiYM@V0D{vq*c9nN5f*3JHa-I!OY zy(`~{hYWkxSnux|YlS!4C?6C(@VxLDd7?ZE=29N~TfpGkxLH*;G85*GemJxG-l^61 zT7j=8A?KzFTK1y_pX^kvfV6~XEismrptRtk=x)aWSh(fju`AdaFF3e$fAwqv+)#+j zlfzL3@wo8b$08&cIVLyr%C-d(nJ;CA^*6%}nSJys*g;lwyYYIvLJurd+bc3U(+RO3 zFRsXrYlCDQ48jML{u-tFQS$he14k{CrG`AUdymWwO8Nu|;}a;2UC|0);-bvpltTR+ z3!xH-D%!V=@&0Y`JjTE`6bZ&2uUm=&BO$K%c9C3uBp9}(FrIjYY?BxHeayET@bk+4 z?#HT3DCBzjZ97jNsI_#&yqPY8hZ>~S@mG-Hq8nh6+}{qfmxZJ@V<8CP4SR_3UBI(r>YsC>e(p~4xaHF99b^K{P|K5Ay zBlhzx?l|J`Yavz8Qw1$m;Nq80y7bBm)Sfsq#_tOGcZY+W!oNE7)ItEYpgs9}61m3^%sUbcD~l|04f* zz5m1a2dvFP<`sna{~99;w4RcT4FVni%?cEPB}^=gQ@lsCME31*by!^bZ&Ea6ZK5*vb7_%e0C_ZKUk z>w48dMm+a9bqqw7BixZt)+qyvnT_}QP{22fxq7TLL7cv|`EdhN6pV(ILR&t>z_XiG zwneT9&>UO#-X*pcL=KL;y)an`ref~U(Ljp$65h&N!)Aqp;d3=o9^rUD1h8g zoZ~LV+#1NaSK*NZ#%|#YkDD|=mwnij8*cFDZa>aC+COSOWrxO1U@G0VzzDt*JkIb9{XCjGs^3|3P&N(eT0cZS>TD2 zvFE*OL0Ecsf4N!>hom%+!VYj3-^<$?8v51I8lOF_7weyRlXiK5PJ@f`!v&68*9X zFfrXsM|&kXUUMNyo>Yr z7zxg9mfLr<@7F+wJnL2OFTxc40>%b1jrc_gbjphGWk)XW1u5 z%i+hx+T4l444_->X6<~h3b^lH;FgT81mS}0;(aHYz#~51cR~tT;aEs=!euGdzTUpWHY#Km!8I8_UTS}o`HvL5UAj_ar|)_T<2TZQ=dx$ z!RK8Am7>}oRWsk4ZwNb5u?W~3CGY*u)z0?WTfw)r0E^2uB$*&OXOz*Qu8Mi>=^}Bti>cW84 z@=AtWXe(PH&^8!+9n+1*cHv(7Mj>ZF{m^W3iku8v)2m%|q&JGefAwE-6^c8OK zGt8MEYCR>x9E(xD5lC}Z=}h38vv9Y;uF(Ue1m)VFu&Jj#aC|P#00XJ#I&zKBHkS)k z25sX37*(HzkUwdoeJ6Y2T_Wv0-;rQQZVC#(MFg8yV<7m+mh*Zo=kq~A_IX;!0nF_aofg|PSPZ*`O>(`| z8bP~6re@M20v4~5%iI3L69qpVNBd4ccmOmy`!ws}F!Abs`dgLobX?hBO0*ox0&Z!Z z)oTYG`d5$ks8_)$y;m7@=Nn+?SI2jbw$Bv?yX3VKmb;ZfOvaY2dVsV2d-!R4^BO>y zGTLuO1TU9tAD8SbkoX1rq>f(IC05h=EviL_*U!S6qwQlIm1oZ&B&NV=NsI^d^c`fn z(bxomtKoF)`)be+S~(qo!s(VBgKO*woaMGOYnLA*g)ug7bI+}-s)`oX*kq?*4hy2uj& z5%*oL`m479?IrFD4Qgp1%%{wFP{$919~52_o>LmLkh)7lMB01wW>omwE8&DrWZDX^7#kR)uTP2dEkNe zfd@SxxQNS2*Srlro(`7%SoRXU*2JZKz|pphkiDneQ(wY#y<~l;^m8Z_C_H@5H5DQj z^4P22Oa_Cby*bPD%7EKuKyvx29{A$#;=O~V1URNuWQNxcKv!I`%tx&fNKtkE+Az@j ze-ns`d#pD6PYJ|@*zx_R0&&6ImWPIhDj4uTi-HfP!Xdiz3VD6Ou-7H(>%mijxM$Br$b0D9XAJIYgo&_ndwVRz&o&(Nm}zSzuY z7Cp~`DlDHQ__Je76(m%F{F^{38h=s&kA_Af)*;V@hwet7t-3~Jx^e*lh1s=eaEVn>)Zb%(88vJ9p21(%@asl zqS@~FH-RMoRK9m*`NVaqu%rrP>hp--|Bf=}0LZUyr8$iw z1k}I(c^jnUY5P5QJbjf+y^a66jQJMwW0xc8mcM%Tx7W{Q?XjjKXSUw^*TP?an7_XD zuJW>Wv-yxZ9{Jsuey}FqTG8>R^=y67pV_Sa=bc|r{`$%5ePj;l{C_AA%WOoHE}|v# zh7xmk^bG>MNgE@Z50N0+#@(ZT0a8Clr|Znmw!xN9W+!=Z#?tSCBuy;_V_wI2aaraH zczTL5MP3QZud;%OS1X)2BlY?TPZnI$?}}8>OoKIICO0CNq=T}F)^(=ywJ`bkeweN- zR`$mAD$Q~IeM#%Fbu<__+@?``7iV<#KKU_Yv7!mo7CA0hgc}@X&ST%{X8IuQSFr27 zj}kl9JG_KAAM|2vYJfz$@^0Bggvy9?=w>X=guq)gqtl9&;5yf_zzXH%Lj{i&8sMyW zP4tD}bojx1_?xvw5Ew6Ue4(Zm4!h6XJgwkHf&v-g*oIpr@NL-(u0e!cWgP{+8ovRk z|E_XJCZ`gDJDRqK4%UI>f!n#2*V@6zsVV!CV-{rO$8dNDlVIQGgibZa1`u%)h?5Oy zhbuoU!@c|);0vAE9#5zMpZ0qB-~l428Ljc+-Hn!0VS`fc_%`T1GwSYcn+0^N0+D^# z`6KSAxXS010qhk?u3izFSNo z{YInP>p&p#fO*U-oQaE4v2Pr$h3Mi!H+@O8LO%9?w|X(cw6bn~)H5mrMv)h{OYK@= z%XuzYtIA}sXj{e*Jsu11Yqb{Yo{ER@-b+!#IaRRX>8f$viYn|Jq)V(si)jV(XrIcS zHjsZfvAF|t?1paleK1|o2%!N-I<`G(2Tvh2e5AvPXSdm1&_c>ssgMSgT%XG%+2BR3 zz;$YwckBInF#7Q5!iPuYu(Lob+Lwt4{DV?wBkvW1PRs|bm=9!-&lEp=hcOML_got< zQcZ$Zt}`rqXOm!L{6Kf>)+)5h<}zzwUQ$2PGMz*@0yxp_(6*5!11UjLT$-mIB18N3 z5Wdty)WCwo^AGWLdw^}CWlt6y`|f;O3THKm`?7^Vuohh26ge$tY6GV*X@W~rIa=R5 zGa2x@`sgCxCu}K$x~jukSzbk8FJI|Yg96w6T-D=E(OIxA)s@AjJRA;dbNd8YtdS@ohy$8PKoHczfd%Qi?a5-ZLL;f@#em=@mGGt#N?zhHM27 zO8wz;4j9YKmdl+A6Jvt^%fPGC9{D zDuwl#T;KH+$S^JzWhBRt1HRFlHT1Qk;X}Y{FK&SZC=8$ren)J83;wgdT+eaFb0>?i z$i+(NTX@Nemw*=Su{6KM8Lg1q{V+2JSrdywx25Iklc9ZX<~|pa)Q&}LYQ|t?CKtje zLL28G>z}*e#>~?}vPv^Z_fClRPN0Q$Eb`Vx=5jcoHm)8hjQ7L%DADCX7aSf)xF&Kt z5)QRz75p0;D4fjM-aDVf0#K;_-p+W2I67Sx(5@CH){c4pmP98v}Q78Kl)9&d%!>jze@A1HxSEEgB%VL^w(wibsi z@{lfnu6RFv0$e)Q)7m2TzNJXGA+01jT)x`~)mHZ^y{lE7+}GbXr^;m#@w zq@V#FtZuKHwm{~?oW->TTq&@wC*{COVR?;LLeW~M`xcWWQ2mMLL6mt5$dVf?z4D`B z54_o15T6BAre?g0gEFAvmDG`1%vGyj{QY_Ht1{R<6!L1esQ^@hq*RG(+u(k&cXMl1 zDe%;$oLlEt4P-@1Qv3kS3R05dLm>Cp40%zO)lpH+8X)1seGtMWf98?30cF26~_ODs$3W z{D15q%9I9k{!a-+%8c(n6^PW0HRta_2C;douFX7Z%MAhX-~azV>mYuRz@aZ6ytB{>A6>1RAdY zb-wumkt&$*c`E7%3z|%gbdPZWR@$H}1 zw+V?Egeb?&6L=!>5eIYa)gN9NrV4B7b^mssd6bW3f{Kt|$|j{}^DNOjN*uKOVA9D-0{7R1V*LGS5YRz&EEh2?S*p>_7hHUd!qK5&-m*j;^ZD7I~M!(06G?Uwj za69hqlE!Kb`t&{1tFj4cqg-ov`S*8#tvus}l6;KWaEPmj$G!HJ$-PO|i_(Bi?(~Vy zvO1_8={d9QK|L@QG(0oFA9!)I-_+M)EYR|B*|IRbMmXCywW=4X)`{2`*p3z+R{dqQ z4C@I9p9&lHsqKJwTu&YOXPZH0DC|q+r%otO2+MnU0pTH+<79@*5lWR;yY)vh3bT-u zD+MTQ);hheGdYQr)Pil*^0(6=RFHS8fCma#uZYd=ELlL}9`qfSMr!VonS=M(no-!0 z*Qa0%(MRtapF@hf!8Rp3@MRJS9{akql;A8fpF~;uH}zH^Q#Qn{1dtG38{g%eR7LINzLr58Q}pv>ObY=YsECkThCC$-y$GFE@gjaL+`MEY8qy9x5l; zL_({GL56{33es5Z4xi*mhBL$8)fJH*ZKiSc>wCItxMoU|MxRFj#mw!t-RE%@Y^Gg8 zO{xj*2(9rPK|%eQ0zYLU!R2P#C+k+GK?+Md28y(R!~%{LszDg&xdv$=I19RQ={Q4) zej{{t#CLbZ=K}{NuX?NqT8}9{;3;eXbs{aZ8#6*aX!M8J9!J6D;cAPv1f1D@XfYvb zoB|=4hM6;;u_JNrQTBG6VYcRfA>spTKMmL0JThpz>)E3X;`!1%L+D;zL@oN=VtZFWO5!cJKHr~MkC z>MQe@eOxkpHEdB*RcV3LCB7Of-?Txb?@FGfUr4~r*<2AKRu6NRC6ojk-b`+0yxk2p z2}UI?kE`MCAxx~MZ3V`V@)aRC`&c0rV%dwGx}-eTI);c8sLPoBJ|5Tz@4u#Y8#$2? zl9i`R2#$jV#O3sbvL&#~In4CH{vznuLBHvlKn*O8hQr(zm*fm%tVZqsOlsa*f^V=J5y5+ z()IByQ%vnpOrPl70gbRXKGJoHzX$534?g{Pq7|y1aeS`n?gqBerFU8vqtKr#j1++R zC;ENr*a0iH`gCCet!s^ZonP*lV9<8y8;MdBMrQR>m+Gf#V9v<6w;FCr2=xxFBSM0N zA@6pd4v?3=t~mQC7{*qK-QKz~8U|-qn%4G5LUY9aAP0=KdzHe`f5@;Mq!xsjsxEDY zY1M&Jtwp^c`e~xq_(KOs9pjt%{;>x%EHZB0q8R}0IRR4!hCJ)FdRD(e*r7pnzbRV% zdC|L>IRr9V?D#;6uzl^jX|YbI(jbH^lIVew>j^?~d`-jeQAK@{0d9;*I}T$vWx>CdnfQDlev@01;7}n zxObCaAs8ODpx-%K0xOF=O*O-?)Ajg-F?|ae76)v#{GJ^RC5hz3m~nhxZpxA0ofZLP zVc8<*_gK(s`)IpFr5IRuG8)o6LI#1PP|>Ff5^UGK6|l;@6dt{n_GkG(gu9zhEp|>P z!T#G6npYk;kqN^FlYP)T>HL9k7(Yij`7x@R^mEpbKmcB)tpZADVeXmhxE8{WQ+_*K z$>qROFX{clsR`UmQVx>>^1Ri36sCAJQx7_pfC%@Sl-J)|fVJWi zHyv#NoKe|#Fpf6>1Q#>hkx>hP{cM~1W{y|D+N(cORLhaheeKY~Q+vw5gt2m9_d$d( zUJy%veYphm7mO|EoJK2sB=gtlrWO#T1V9(2!r@G%>pL}xNPkZ~=!WpSnLFq;I645@ z{-Q_xMN8oQk6c$Dt#bHjG$6nnggd(dtXu+`{l$9WL7dZ3&*U(WUoKmj9^?U2tYrsI z+xdWzsrsWKEQ~(Z`M%GVKOge9(VSS&Qwa%Wns4@MlEH8K{J7ya95LBxw_za$-m`kl z!3%({G@{APf(ZRmK?mtNO2Ic$xV{%ZkMhv~L3!QWrA%PRrUKVod{hLy{hqDeZdMAC z4@JX=8v-E3z)--@2jQ2OlSDJ+9)Y|;ckXZ(q~J<{$e;(dGfOueqK?wL)Xt3aTu+|Ul(t*_ptF0Hd<=L zWVFm^xzP&Mb4JXni;Y-R8H`r$qY9G0DBN0N`Qram0`dQ6W|S&4SgFq&#?)MxIx0^P zkT1WpAn0#1qtp%}wev{rgw2N-i6mqVmg)Kf`(Ixd|Fq}73dG+!h)LY&ok^Vx%HJjO z{OmZ@UQ*xCgg~I)(4LW^kq@4oY{0+X~zXaN! z*7w~cb4y*BZ*l!A_xDfh>7F@Ch{n#J`TOVR->~EAOH%iIiu7L)DC+Y?6-M)Ce)Zi( zyPPn$h5PsWhcmmhsyYEruU#Cb78a;NkL9m_C(psE1&cR4ux1Z_@$dH^Ev_^%uZ7>U zk#qj^{cq?#dFlT9`2tx${!4$R`qV>LMyjx+76z!-gO{P<$(I7dQDjHgQvvfVvN&_w zqGwW~Xz4d!AX484xIRhhDn`$%A1{%9GoPZpRh~xc+q3<~siZ$$zfbaDxPHd`+~{@k z*Nd!d&K4h!`qTRQ?xO`P3+Cs33(Bty)6LIQD?jt6^(jw#^)B2E{+mGFWtp;c&-K}D ze_DV3Yhla^!Jv5s5*~T#`~1HN)OjtjnI$$!WHX}+9!S1bR_*UU6a8B-+=|lm=*e}ki6xs$OSJe5u z(TYM-J$2t)FBvM9zI(-2oeY6J!oaGUdQ>syCH0!#Cvl`O9^B9KdQ`U=xOL?} zYE5-O>NMM15tY1u&7KI@c9WS$kex?~i6ZntaOtw3(q#=W5U8AF!h$nta{{#iwkmfs zow!khmFg>xm2UUJZuWjpoq!ZbdoylqhcO-5PmBDGOQM0!@y9^{to%MZ{h(R-3C>2X z$ku*-t^#JO9AcItCG+E!rHfKmU}d`|J%KDn;>gi z`o{^JE!js2a3uD^=Jwm$3zDj#R+hY=9_g{4zgeyk{Zs)P!#9+^+*}5Bu(oDTO(#SJ z#hq*k%>=#ZTf$yl;V^shv9R{_7%+`2_cfzy1_{kWQ4SZ-G9~$j;ev57oLIY7!w9LG z@0a^->qu*bx=PP&`Q1(6{fK=;TcjP97!C@R9?yoM7q&mXysn3<`}ZpX=J{e9qGU3v z4`db}I$yG_0cfB0>ocTcJPq*HRjK2KIhE!NUkT<2d+QiX(DXp6#$c;lWC7F%EiF2A zH3))D>J2_yMM1;F&Ud*QEuegO__>5dBM1cRv&Jc8LfQ$n`)js(eAj3M^#iN*3v}B++a*A;QKktRUm1z{74*WF zLk-8SOyI0)wxvXxJzCVrNuT)e{5EsA*nIdgH*{4BtB6aBRQl-9p&(@_S)h9a7o(W6R!QC!}kER#k6m85~sI zJEDj}(Wb>>`;0*m%xWh-dr80?-)&bai^Uq?`_RP5l>~&gFz#|IK2--Za_&`HjzzdZ z{!aA5neHae)mP*2{b9QC5$CO4B&ZGHXJfvR1X`UbAGyY|AU6KO9Ve)JxE8{*BI#HKF^6`;n&(>{G=W^MU7P0G z5}<$oTJMA>&Qzc8NcnoV0baj9m!5}^sIQB?Tts`(lKI?`4s)`=M&2xGHO`*46+fo` zG+GB-eyT}Hn3sN0jnSfSaSEKOQXs6qlmk20m#3ec$%3a_dMgDoaHjH&o{fG80ouNL z2{kRQ1?$%Z94}CKMbhmwak0b>^{BAhWJfj78!kc+b{oVXgG%jFJ*0ERU~jb+IJY$! z@N>0*%ca*}qa_;P#NBGWyVaQAOM$F&Mg!9v&Abermy@=S4j}wT?B!)f*E(R=H?rdh zH$&=lys~59BUq`RZ}4XGLs;f#vD#Fl1{}X{7!*XSdXk63*~q;}CvM#;dgx0#C<*e1 zZA8oZhkW9B8H^A5X>o0Uk2!?5FV|yi(ytC?=eVXt*uxr-A3s~8r`irLmc9;Lim;z= zk2LmPsm_5tMZ)A)SBYS2Hq2CARR&Q~jQdLHT3|`NnKuVH3mWfE?LCe(cJe5#_ye?d zRyb+y&%}IeroLql6fhT>w9dr7xw#6sH1#YCi<{s;sxb?B1q!fQb&`Bw72IMG5>ZF$ z`p+1&B%DR3c!F!d?Ud0_>{?_1P+tGzZQ!hG?WAg50aBQ5yjv+7l=w`~UBrC#y)B&! z*f4%@I@2#GauFF4MQ*k(RE&mW^_%zEl!bw-=7m>;sBqBR5j4p`-vmpP4j<`Xj8;uz z!OD&OwQx^A<+2pMo~Jqn^G+bt?7_Q1>-LN)cv^seI1YvtAFJ(O0iU9TuUKJi7L;sl7ies#i zAkNKy_`>Q)xcpp?ZTpr;@Hdma7Q6@xCH&bA6$njx?J>ekK34)$GRcsU(gue^cMLT~ zV=SX8!9@$-w@+xe%aR2#|C?R!TH~Hbc*PH;gdZ4*>!SCZRLq2>6YOfbI>IxfVR^_dl$fVRy2jn4Z9@IGv2A$q6^j+|hx z=d&Tf$6yMKfC#}$)bB@@yo4SKYsnR<)Rgz5LIcwm4wXvGrqIQ@z^6h!V-U^vPvtK=E8)1if-7&Vo za(L#_u9+}{j-o>h`?|JP!*wqU9UG*5b5zyxT{%h3T_%I^+~;aCz8@$Q>~?T?bgfP0 zLG8~%67G9`#%MJ_PsO9I3LHV2Yee@IgT)?7u2v;nn9GC40(JK2TRWjpaJnD7sO3Tm zbge6Mk?2i=qTS2BoZ4CeEY)qC+}FFn^SbV`FYW~B$rY=6yu2S0IG!X<;pftY&#H^# z<^GSB;KbIF9sg5;{{M&SOcg@^CcJ|*<)gYJeLJlJLG~}9_8%coR6$P_Run;Wet#*{ za7!!kUh)2SODqjqV&_?csn*)xPeZZP+KX${i(7fji)B)jr~NfEN-Y3Tt*~6be*x@R zZ`k(fgy`O9f3w8m%;4P!{N+!Ah9KU3uHmfv-z=Hbj_aS+3v{^&X&iexPY|IX|8<>z zTA$o1$5B-2K5zY&e-#v{0+cGuf9sgKoeL_&g!5go0dM{0bu2~xu_gFG*8|z6X_t9| zaE*N8kIiv1*FDev>H7C`jukB8+C_BXacpZJdW@ANr1lZh!5Kbm0XQ~L)C}ocU81 z5)3~#g84?~eeznZphA{z^WKDl%T1GJKSKjliRm2?wyJ_Uvi6AB*LG-C4~kr8S_7dk zPMcjq;nk=^!7vg)F!y})y6#H&=xFQmvZxiN&)-GcX&9KMoFj~G4+X2HL;VR(p+GaX zXpglN5$r!Eg(?aoB*SwZEh!x1I~JYT--*Id!YIZ&mcAY=9%>%6AlE_*!(NrMk!>K* zF#7W8f_S*$uyNw}_6qpw3q?Y06%gAnr2Rv#9c-+u8&8Sj235#0eV1(s)EvJSm3x!` z6IG2fk?+Mr1i@KrUGYt1GBJ?EvQ;)NLF zv*xjLzfT3o#Mux!GTXt|^98fvAQ6sNGF}$EQ-~b~iWjUL3U6IJ=-$`>Z=W>SXX6Hk zJ;TtVJjx69{n+lfa5e~5o+!;#W)6ZxnF#)njv5%<9Xz|*z6z%Nxd)a6Re@mHu}Zb; zm2ix}dBfDP5t2F;X}Ew3P|l-ms=~* z1*2a~FeDT^8-@P+qIMJDa(cwa(Z&*3GDoefg2IWDE1x4xR_=5(gVkCexG-(GtZ@wE zSAyTRD+>fc4WT_M;(Hymov^>whM@%ChPD+1D`Bp6rmJHaJwn3DgcdNN0J)N1rg{x6 z-1)!gws&@iFq!J610`KKKD`{&eCY1WXjDL4VuB-t&}x|e6>~BrG*s~^B^BS86W^dto(5zxd_&OaJ#j~ zp&7bV>u={NHbB`#dn4bMO1Ngo7SZL71ufU&HLk^3kY+i>#vt4Y_T_C=sr>bDlHzb* z)de9fqQNbq#b6h1Yi3ec0}Hh$_P<$80H!t5@s8iCU{dgG@?m?l>=*M8!gQ12+H}_o zy0uAQeEEZJv|bWqE2kcet0{m7D^=MlWO_ufv;y;RSK_Pd<#36S z=$f*r4o)Ka?89EdFIqFwx#x1SyW!-IZ`}GQ)J71BdjDMmFloQRM=6k;1KXSfF+Uuc z;k6hyB%%L;biBhb3u$wQk+f_A#QZv{of+Q>+nam%h|S-km3G(vhqnE zY`U+qLi#`|?A${)Ht+(CUi;{3BmKf))$m)xt*N;%xgt4dr*$J>FYGm5vIMk zUo{m@bL+hFe31%QB!3jobRpcQ>#X_*6j*G**S)fMD}l!6$I4Y%9S~<1KRHWJ0ySTS zX*oV40)oa9Q^Xo;zdw0?By>OKK9@R?6a#=eWD%; z`+c?4YR*+bNL$*4x9h6lv$3_XWpfE!bQ6>xT1ZR$99~Kwg$TJ?L^kYLYl~E5)3E{( zgo{ZP9!5@a6Og_xUaF=}hK+&MyU3;~&}gecH*_TcGE6exJvhYz(D0Af# ziM14DojAj^qA(V5D(L7z-d-4Y8sNTyKgT?_J$Af+g&6m_G^950p36(lfUT5p0SSy- ziX0R6l&J**#j%an?4R4&GC04h{OqpsVz@?eB=-@)X|51Y0Jd=V8|*&Kpy#yZ)7ZC4fRsd_M`K=*=Lp@fnSh_Q)a&cEH9 zKNFPZX7nqO1@Nt8X;C$ZSTLD=uxN$_bfrO!mm^>ymy2kUK`_W)yK(f!sSx0|uv0It zz*%(9dqFuru){8N^GqeqQhT3ZZEN3)P6dfg{eSFzc{r49 z`+rJWNT^U+Bt(lOB1`AcqDZzv3lSpiC=ww`iI8N?8jp zNHB%QLF+zZs)9>HV;9C$R<#^bk{xOT&hhc21z&POdqq#ZHx`~GA2@&i972TF7mrI7 zQOnHLPM5p%Lk~REuAv_iZGtBWO+rxD0jWw1FZ>m{&_!JMotanvf7hXRGx)Ue{}iC7 zbm;%L6z;hl+U0}VAGdV{{H;Sz_gmvj>(J8xB@NghaM9JpZ;EJoaEjvUOe+M?3JSF2!2OdNyWWCc|BA9W!~1hO{9=T^RRVq^qq!Q-0M%a?ma#rdrnLgetti`CoM18G&bMyA5&-6WUUDJ z+vi7o@b>nUYR`lD=5uFPG94RnpEG|OVa%b;ddUhlk@@CFZnAqFau3}%{_^)DK+tt~ zR(L1(YU2L{sOOkKG5@Aqg&-_7AHoIXWN)yK1;)h?$0IjC!<=Y0nfn*?Q2UnSqnzVY z1Bw?mB~;!=QwRk@uP15@R|}*^N*^glb9LsDF{@V4{Gg_IyCeqEy)(b9y^6L$=XhIV z#N(hN#H~X4MKvTvvN>JKt%m!~?Am%4%Yduqh&f*fF8t4|Ofq_p6yk|(LAgl9CFO8S zR<$(3{oR}nyE(JKSXtFBu>-YcYaDNlGI0$Fg@LxA14|KmEu>n3lw9= zgGYmlC%Oof3#Z67iKSruBxgtuHFz5@pW30)i&W#Vw>dsYRnJ!oxZtRZu}%#6iJ>aV z5Seg(-S&uDkh6YOQuMeID#`KED=IL?Vj3pf!wO-T`E}A5e;x$hyb@D-v=~lU`hTC) zEr9*3j9q>f&ERQg2M+~aft8i6WcSb4Fj2}=>}vQL7Y3(KJzPfw9YRCo_NgME?@xBk z-Bk)U!M6n5JL`bGFmi^0jf8o@cFhBI7#9*1VG)yt06l*}^yh*YATX7B-k3gJ-aKMe$4=gT%#gHlTMt&V#Cfq6(=?fkr!Gn{NeH+FwPxuSZ*-F=7sJ{7TAE!}=$VT`j<+t?$q^ld5BQ_?w& ziLjHZk@E*9YTQ*mYT1K*4Dj|&Ar#0Xv%!`UFN_P#;rlx8@9Us7!tdA&0}5lbF&9{} zDV*do5dKXyTwk^{{AgYn=3ak{Nel`B<4L8qOyrizOX>5$HW&+_jP^4;K2mmGr%Af|9sHHNlP; z%kq8b4zE%rXx}L_EGD#oK1EWwCJD}9`JwT2AuK57{r>qZ@efU5KtE_yzS60DRSg-` zSgdl?>{8rt3gA1%9NRe?9O^he+-&TDYN|<(CFEKE$XSyV0ya8@Eo!F&VUdnDd)tc& z5Q(Z=ad9J3t82-c*SOFuZd-}d6*SXwyfidMOezO|b%h_=NPW+G!zs|?+6X?B^rMVC z;K1;c#q8aXg`UbAQIbK888PgEVrtGvDZnaG*;S&&Q0z6jLI5?4IlIr^4@dXq1)ZA7 zyTm)ejKS)d?yf8_UupXDWmX0h23AjfUz!QVH=Ub)t}KKEKbBpBRuyo3bbx!^OdY6r zb>&xi)nR-Z)8dl{YT$tT&k7fG%U-nP%cj`Adf1iuKJ>8=5uy@_+oIppLCpS4uj35$ zK#hgngL$yS8`KveAp1H^W>G&<06v8GDV`tmfRo{epv)BP z?j{`dz&B&RX~sSmG%J4IUG0G}YK3=4x|L9q{@|Fy<5gG~`$}IgnHLYNkZ3b95d~X| zT?U)ZMnlnH@-^;8G#M**+-GpE77XrtDr!d-fE?emX^WN?;Cm%9Vk6K33x-Db`p-1L zjZ+l+;tqff6zWkv^gQ6Yn%>h0Um{LNN+5&E6Vud+pSD2hixUMePN2twx(J`TNE=j9 z#m6Wf+UwwtEKTU=9~q?;pJMxPPR9!=)W18v^DU5{ zk}8^=bnWLXuz3gz*6M!#C$T;K2Cka@qYiUAcD#i6W~sAku&(4WQCq51*?tef}-Tm@;_C)kM#s5KI2!j_;(t#WIJ> zC~o`L&M7~jOYYng_xty`0JZ9Tg3Ot134a3^G=NBZT^ca|6TrgG{yu`S`omWFb$)+! z8D4OZuwX+Aea3|Hye3HdGfwUnI6PNl%S|vjFjo2NW%=E?0P#;0@asoc6+!^YSt{Cm z;V;Lv00AN$pZ8;v*_pWj@lT&$uy6TEg5FHkpfbnYjw{CgkVf)05+e`IJ&kkE-wVZ& zs>ss09d~}hgTO_CT`vT!=9}OC<$Rg<8>czfFE@c+(0=JBv69gF=IgUF?Qf@_tFhij z;Cm4qt}3|o?mq;GMhSvdw@lDf!|wU?yB}FFsQN4U@w-}>*!ZaX9>&cqeSE9TZc{7l z5m>wY`$yDt775jF^CH57_lDJ0&ZWSy$eK8Y6x`SGs}=Sm<$2-S*9*N^QX!)tU?l!$ zB3Sn|)G$0tf)@WhDsC4Uql70+eysu|QUDdi2- zCemla%a1$B3%YROS2v?~|8o{BkQ>~sT8;53fr^#nj4&8&uHs|5{}PnxIiB4y!wzhF z7`4E1g`lbD2 z3Xq*>j@yFysebQRk7H+z`7u-EvR?sk@L8wE&$J-O_dd<>9$k2|g}Mrh-<3gn;Z7eP z`6NiYXsO4qTMf#S{5&@gkik@mVfI^P6+9@^_R&PM4$ILb#)nEN(EFR}$2DTKwY~x? z&&X63INJuPT>@EMXnGUN`F6D}Zz1@X5l~fE1x?En56YiPgX=^=u{f;6itrG&R!)Y% z?1Ac&mp?^8=k}h*m%Jk3-S0e6V#v_UL&$^Yzo}T?-X!lG6)c6mBS`{B-BD9~Z}G=T zKQu$x0V~ zJw84SuLRFz-6Y#}H4wwLz=w&daWSx*B0&WJUkGqcNI5jZ#t=ZoY+qGnE2zoRwfBo?iCN3$@n1k-ylsB|+#u zPEz~xSFkie>Mq}r*AS)TBguHY5;k^jLEU8|FjjNlU!`9Q!p&?`yi+Yu)_80KZ&NPl z_P-VL_=)iz6!TA?_TQa>O1Pd*S^8moMUPmFENXE{7g0PAkHCx?Bhvs`B*q*PV+RnZ zImC5f+$*ec#+D3w_Ict!H_+v5YjgJ_<=#2=!=^hZjrgU0@MIOnUBpG~PAsSfxhGkE zTV!fM$^G~qUDUESEEgE^N0TP;UR6vUCc(~+u3z_#G(Z96vhS*c{{0lLaw^#EU13bN ztA>&;c{TEFBHYU(h8)spfe1VCa654lh*4vm(3I`-L58~T#qj>Ac)D~u=4QX&xNh5} zX2^_j%|BZe3H*nH<28`t`rTN#ui7IV3nc7UyEa$Ch72CIXV=Q14*M00kV3ub#-VrB ze$9}SFnsC;XF2FvOlt>TBf-*Zl*&jx@Kb?B7)VgkruLOW=jkdfJMp|fwC#N@u%6m+ zZ3GEw=cxwNDBeNGtAJ5IWjbw132a>;ICw9=4UX@*CgaqY2*DE@w;OZD!M^i`Pp|Ea zhs&7SxgPV)o#P`{+xyf5YgXX0I@Eq&>}IEv(dqymcgIbv%Zq_WYr)#8tIa@F4xB>M zENW*g1Emv`;7*h-*hjD!FRy|-6!##J7GPaT*^tstZSj=AHVS8RD{5*tHow>QKncM4 z_II9MO<-rcPyM=AI4t#Fp!QTa6g&FmbU5 zsXL?MFKmM0^xpTIY8!$}Tvph7;avKU+~MO=>Awn9ODUgvHx)a+|pblhyJf)G4g_7NnIyydT-mO+MV?J<+f z(Jj~fi0tewysm6dzEop(D1z>%mK#>T#Ovh{vv?}H&5KH0>Akr$0=h&uo#jmqfp!`C zs5h<{O~K)_vNho?ylRQ+Wu(i2)Q1^))|y1{Q0|PPM<5uh`n;lsF#+W781}lb6`}XS zkJbZ16>x#N#lkR^dRq&bTw0W1C!i7ycDG=j`8)Mp@A82$(r$UAT_SMm9M7*1%m!vv zafjy{YM_+0%^;|O3>Cj!mB+tmR2~k00c=`@4;Ur_VAzAZ({s88&ThCQD4>)B4jgY5 z8g58~X_KY;%`3ZMxane+#C@bH>q~eh>?nhX#37Hkq6YXGQ1dmQCIdvb*O%CAL`pu3 z>cAp&_s@tP-N4q+0T(4@OeAH{Ww?kUZm$8`f@5n2y|D0nepJjAHPj0qsC2!4*a6%* z4f@x+UIR~Px{CapmtgQ@)p-^SS9m?}`KP@TzF*G6HD7~kfUzN_BBQki_GPy`_2#Mr zZo3YvinDd_ZvWcB-TvhN4j^jA6QusnbrAn)E-Y=KO?yNXf`Lum@YeeA(J*oVh){3| zZTk-8>jZNpyUu>aZLD8>J@gQ(q7 zozxOF*97X{9Yh+iqybdg@!>!5l9h^4XGFKzKp72VIEKm2i%#8*tX+ZB!9b~)3YYIT2J-}-J>bV+Oal(SB81=JN zUaj*T|1_iO>ci}h=1@|15Nyso+B25OuQK0!*XY?n=eM47=JOC#4EjZ!nGWoubslMy zWZL_ood3;ZX^`c6Y-xn&oDL=hpiagxZd2`JrFA}O@0%Sb{(IX>ApE>kdR!o2PJskX zq_p@u^<7?j&UgIR*O}d}<@B0U;1D3V@!Sa)OZ{Om-~2dN3lc+Z;NPzQ*}|ieCF3hA z=bL|Z^WI&o;vsX+pTPfC<9kArvY{sPiuHvh?0MjkxL5v>M;#oIBA3aBkl;O;uk(j} zE5uK&9u`(5!9?)Qyeo1@jWu~2yLkr@wvEbMjz@D5Vgm8?W3yHeTPIa+wICL1pZ7~# zJQog?x4LAO&PG7gv9JefJeBZRAt>JzbKo8g-!DGPSq6t#1|KY|XaWDo>CgnPYG`m_ zj#O8ugTM_}`slHO%(S&l6cjQ+bYRgnaUO#d>PgM|T`0llgjt&9g zk56VRa6$XziOOoxR~TgfoIxx3V=>Ti_&)Ky+zjTvGrX)qRlsZ1l~;}Vui|~*w=DKV zAfv(X>(RbMNcq86aSj3Z?Te4@)Zl_u6_sbFUtmQR6>>PB^Ob^yEV{umuw2cyIa&ze zDcf{Pg7V>)o`#C7a0{#vh^Q;Vb8b#tgMC;);RTGWcLTZNz<9evn$SO#%G=01^ ztqdqqS^?`iph~M+YJinrkBwii7U*}qLKS8K9GfY>AL*YDX-``+3ZK@)LgPwYvLs+9 zH9fiPv^QK76;RmY5d^Jo4>YgtMy*lGgZCQh?by+<*lxY20)id3u2qw&g)foTlLpuF zKx^o_)pfxR@JObLRzY>iO_e1#F-|#qyoBpoCA2U^aY~6*!l!{ro&95-plzebeqpp6 zioO_3Bq(7#!R=Mk$r*(ZlkDkrC?p?V7CC73b+p1JC1o2|1oF3IB?LFOgaLoq`4{Vd zgu;r-B_mp>g$`OHcKam8%ZO?&J#cAL5%8wBnAP)lz>PcIqtni4+Ozt+a^(cNWs3Vr z=6>!51!|=|1=!>$y$Os@2s`m^3SEqiC<{OSK8O#eY)DZ=CYV1dV`fCmK_ha*<3 zdfTB6rsT38FJ6ii`o|s(y%-0TdPx7>jVKb_;@ib~|8)yQQ(|#TUPCcoH`{g8s!N$y zB_xu|U=c;Tm(dF97bf33OIN^wbuVStz03!jy&;?#5=9WIqxASScF64mvW`X*nxNda z=5j%d3ox!UD1Exp2Mm`zeWzsm97+uC#Cn<$A!*Vuwn7!%uuV0kIYyG9$<2v*m3lWU zGc9Uf;9UV5zuvD;U0)0GIy}oyCN;p(=BjI(bzlCb{#C#h`9QHX7fJwO^X9>~nESZN zr?zo1nsS{Dc(U?=(@A^iZ-b=9gGtB&Lr|>L4n9i>l*$d zFm_nHu$Ytw%!iBH?iSTU-R|bw^4o2}_bQ3C=d=%W(eK-0`qT@qKDys#v9tnyURGcJ zIlTm!KOQU!UYi7u<5w2@4m5zq#PptRSWt>P+s0&MRtdZ!JRNA40N1Ka8Q&Nc0CB)h zHAT4&#MrXceH2jh@3BO6uNB5!@ofqdwnXi1%hlehHJP9r%*Mk&E{CVzh0-0a5aEE3 z<3o{NENqNj@H&Sbbft&PISYmT;f3gmLp^Bm(ZY6IQkSt5CWbFPBwH53LX+)u6;;KU zk9~RKs!<~xi%1F_cwP%vWxQ{iV`n(`v@1LyjSk;1RCc|XyesouM zvdw0F-~-OxOJve*VAkZmBc>)k z^&%4|U(~>&-iK~XXa-l>eS&a{rxb+4+jp4dbb(Ei!`Zj7NGZOd73;O68paP(Able! zQ|@2WMUeX2Eq~(fsWI>AI#8o9&b8aYj>2^CtOqs~x-}~HjgUj>++Qa_f!3AT5qqSh zifu@D+1U*erC~MVHHn}z1;J0Q#exqX43t;I!3O4-Q!Qd;Fpv=C?zgW7KGbz*swY+e zyO_W?)0OSeWdMIH$hb{%Q zyxIA^KcNabSFJrVR#S!F56<4>Mn!Pp{Q! zgZzbOU%}}5-U~KfuYrBGKZHfR2y(X+vj+{5;Kk#R*Z#jUVHcmgR+vmPgr-Z&vMOVq z`=QH&9DB$x@;k<6Mjt-wW9-@9+Jmc|hj}rwj zwyNMa)4_|oU;6c{V#s?C%67rJ4Z<(gj&O;l!{x+2L7Rs`pzikOxOzx9xZg_-P0z@L z&cRr3rNLTwPg+n#h)j;(CXFSih}N_&hdycn zw;6mXDO`c|aD>u{wrGdk}cx_^?Y)vkcTg^WAm^H4)S^sQDJwd&OPIpsFUI(8%T*o`{i zJsrw-IjM$=&5cV(V_JY`_N9==Ud*92tM2O#ssn=$P41e{>i;`HujM(& z`2PXDfFhkD>mRwW1Vqs^ttk!A{0Yzp>vzY)*H&)Ry}d#6Qi5r~=r0|&Aq@hP_5!Cp z%zl4$g~nXixf)*@keW+L=3tD|l3eWteE&vC_|tI$os94fZZmy7S|NZ2jA_5)le(=i zm{M)qx?QS99>`_<(`I*=K*w!vY{-4ZkOrV>K%RCU@Y%sH>yQI^rS}_?^Rqdw$OuU1 zBB9^E&+Qn}l`L7ry5-T|02%GP&wZJ>^OLveb83(J%$d*sul>^s0knb&4PfH&cXK-@ z!{F$ioLfGQb12RKJoabrD@}&0U+>KUbi4$m=qFVUz%e=B@kcuDw*5I|JLmWX2-m+R zIV>CRcuy+?(5^e$=YhvB9AuRbOYIWfJv)5n6f}eg3(lph`+jkao^SuY5+rVKv@QJ8 z>*7nVC)iqKH$8gOv3S1u%?vFfvjKnaSjQhRv%dbO--vd;X@H*gJMQED<1TFxZ_vMob$&+!1qVp{-=)f9Mi6ozX842&8HV4i!;DDx#J#(3A${W zbM1H*SOY&gPhDN#-vk$X*b;Z>R6#QPejG*6ankKsp-BZWUfX$|{ILXHSp?j0)kX8D z<$PhI`DxJe{?OrrxNzCfT)uE;W)eIMRKHrKh+5DmuYIG0(WHfAip8m@6jHvQK3Wmo z0(Eb9n$>QtgGCwdOpl|cOKcyq809)63E-H-Wt)P>aU zCMbR)Z>(62u`c7fSJtu=f<|n?v;4erAnw`f%d?^c1{^a?KFc(KvF7tH5ziAK^P~4i z*3++`V*0 zvh|HEB7?b}&OV#yMra`--A_Ihl&@24Y)K%sb$nxvZzX6_Tt)*MU=Zv4>ewMq$R9j% z#=ZbnT(}?PT#cGVs?BH#+%ur_6?jL6O~*;=^g5!zm1mt|Yipi#H08f3qBxLaWEtOqJ z9wkSaV&G2|KUJ^O2x+V7jAR)|pz{90T|18oAg|=fEb{1pvyWKX&%QxznC6~~4hzv# zi@zmpunuEu>Y86=^wfg!G23&KsgVUJiV?H-9<;djCP;~ z^4q4`*y2DRSgB5T^U+3c_-0bK{@_z@VC&4P59O|ai6VjT>w8LIrpoM0l0h+ufY&== zEU-lPMuk~Tli~1dTeT%>#e*+yRy!FA@L+swl_$e}arRrpc>(HX0pORkWBr2go@Db$Fr8I-ZtIP3*()hh)z zo_2>9+gL8$z32gUi%9SMG0umqWzH>YTL=T23*X&Mz?|2oCnTdeT0ms;@-AbQdT5$d zrr1v#~Bp&gwZbeBQ5-v=td4i&8%h zX<4L0`f2jl&&HUaImKJg=1&BXf=G>bdyoPNHEG@7Rv zf>b+$Tz#{Eyj9C%B~o~|GNs$|FHQoZjjSFM5>v?Y0M}k_bbQ@dLyjL#tb+qs*fpe{)ORJfi;lp-HYc~-b!nR6S z-6MmNX{1#<77qO=?rZ2S9Z5+`az^*z{We!_#OFapC1ooD32JU=30&P4(xdyh3WAN< z_k0n^g>}vPeSGPjplY33I4m6o{#o5|y^cjNvDd22vNan{d$2%iN)g;;E?@C}m<+mi zB;R;imVuu05n;=pMX<)QOQLtx3|YnO*puRta5VqVI4 z1W1$APjlZ$0r!;)8D*CjfdOM)otHkEz$wbI@nNSnuI97G+9Sw_G1?s*@*cIAXD{>B zeW-)&l$`2a=-y7cxm^1d3Eb|g@ zSPhKvzb5GHM5_3!-l_nk#&R7k|LQ_~1Klpi`5qcaK#g+c{xdILf$1LpomGBFX*c)b z$`wKluV&4+Td#}ZtVoi^@JI)&yzW2xO|t@=+&k{SIMV`q?J_oLHP=D|wG*BN(VtFO zZj;8G?KZWSCabH#EJ&Mh`E@7Ajqfs$M5^;h`je08=>9$-@4WkIc*aMA{m`jN)B{n#qo- z_VX^}7AR?){+O&?317m7CUXW_VNIto_IAnOO?B~003~XRz8v15ck^i-G=-#mj#`aC zW#a3Q;q7JMGwSd(N?iuerDWDS1=oQlb3KUEo zyTtcJL*|h%Vcnn-_~dz|vc((S;fq>}vWTg`eqsr~T|qYpX$%X`m=eM1*Hgayh0Rc3 zPl2ede_Y?bc@RX+7j6O5i|=K3m)HHl99Y)@-j{gXFY#0Xg`s?YYw>RruX2c?cx`eO zgWAvSGLrJGaHgc^p6r8sV5vzHxAaN}?UtK8_Ewp|7ZrE2WLr7R6b#5Jt!jiL&9A5F z_EiFg3xCZFMs28N2QyD2#t1c^Yi`HJ)ve@B~ zfl?pX*SCJUNZ$i2zol0Olsd!bBrq#nA>MwS3}yRx47_k%L-E>Nw4ooa9QbB*;9DuI z*1WMs6B`0Xc(-SGRt^W2>@h6TNdwtnUB!juZqUtI@*=nP4P5aJUtulp0INAOD^<|) z#l^j_E;un8#7^aStu3v<`xZ|le`hgdZF^pufy@r|4W7GL&0F9Nf9iGXv$bH}b=LD1 zYOx15j`nOssn8)x`Qu<8@XV~q8bM&qwQS~HLs18mpRvQy0&;zwJ`$qUAVR6bXV=5Q zfJ1|72eBYRxT@`pXN6+GqfKXmA6fc{S%_U?Uy?GQM6hyUijr@;T``TrrNi3Y@JkNEW9 z>oR#zln|D;uhV^w>6Zdw!S9%+`2bCX?2Y_2igP>EoCLZ9qkqx((f}pxJmCI?&!G#> z9^GM8*>A4!SLT8IzbMqSLIACx@F(DiSQ|O1?LmQ|4_*K2LcKtafUi&8<~#m5u-ZkzIfq=ieQAS|NZ|P@xqX@ZjPpD}?tP zyVcTK9?Suxy9so*p&QC%R;SH({7ww#m6j_y%qa-)5GMOwuO;k_`99zLMOqI$1vbr% zDdHyd*0eJ*oH=bW-~4f*{MlpC5B^qA*qKhARA6kJSEEb%#qFLOJXa&lOAs=0r_WB- z4WDoSm&#l{uX_I-Q1gC1Euw$c_6MyHKr1BC9`XFEWS=KP*V<^W#VNsa3Nlgzx+^DD z?>g|ToNxb==gZY3)rXQMp_T>ArayOmX0C(9Wm|uKJy!+0w2}`nSfj}ff1BIEuT>xwSd60r_UCK8 z30O&lDZ!WD&uv80oH$T!D@BT;dv7rvDGJ7Vc_j}$d)Wsy;dzJz>h3WXU0G{k} zNLSpAF1C+ER%W!kg4KS#3I%2nuy*fJmQQ67aALy?OBs<8Flk(K>Z2r56G?2cTQN6S zuB0vQdtyB(e+m>6rY{E$0frk)L8#GVzp5g&tq$b)4RB;atNQBT%NCVTp%y=ry`%!R z3k=Onr8ELNqb8055U*ao#q(4y_|DD>@Sx_GaleJfJGMgL=Hq#&iW*20v;7%|SBHb% zz%ErqTO^DGe|r|q5d;~8LX(-VB|vB~l-h4!0-2A50#=Qe!Pnb2+{4fnyh4=EVvQOR z{GEHp#4u0MC88RWCF_32-(*3bhy2Fd{ir3@HL)&mEeHMbUATmAg{j!}GqLM2Zbja@ zNZy(RWx`B_!c0l9*8P(wqiQKE+sgZF^JFUoQPN-5#z0=3KUFc2Pi-9P`Py%;1u^mRAi zEr4L#wQt7E%0R?%CnGQBkDkpD74t^Zs9$Gt#=eA?!;0F|d|#!=z|=un(Lu_AQxs{c z76~2~wPu!?SHU$MCF$+!umD0yJK}r`;$)zVPUJkWU;!@ z()Kn(Ap=O(1dec2_)I8sQByggt5tv=4(JwX`iq(6fKAmU=`Mr)MXGW_)j z>WlIm@OZ4(C%6xDzrP*UDcchPO6_gTAzZ*X8&f>s!%$PN&%4dlqx0Z@g?;zW)Xp7QZq!W2wuAPaIEhSwVmZi1{wna=+zQ@Q?Q=3{E-526pldMS zZ>fm|W&470Y}!kcw3ik_U6s?;Egjh)M|E!|fsp#);hX#LU7HJSIo?!hJex=Xwu>K6G%gl#E|-ZiQfSyl`cye^jev(fBsxMA$9Tn|hUlZGna z)I`41;co3jK~qZ!ppy5xj2{W9=M*G}lw-GX z90f2!@nG^Ug^v^*n3DxtYem$ZQ!1eHaOAGqPyV1=@!4re#Ro?AN+#uV`@-FU6$Jll znGpKHJhVG50~)c)5J1X@+nhJn$zaZHDxFZ;At@rnPI@;j#=K&xrIHaD?yi!sUnNlt zjO-M#cnRiVqjwQflqVna19WjtgXhw&%L!u$UTH zq0cDAG#d#zM9ybE+d|>HU3H1KMHo!$N9S4TqFeOW%kPE7-@=xm3o_r(Wbkqg-1hoZ z1`qcQ-uR?k4nv0oB3NWffE&-2N2EjUV2OqoRN##6-8Qlh3xosDuw(8rnypc<7?sE*tE{rbO{zvau350c>O8KTLT#~8=>ls}^Nau(FADr2*WCIK8@#gTfr0oYm* zkA9ZOe2fIg9+@&666%1&vK8md(p!Lgvr%aUD@xR27Rm21tU(6cV}To(LvQIcV|Z7! z2jaZE%6~A#!jr>EOmeMJ5OmAKaZ$``pn6IplkCWWu-inRX2`mG;fWARm*j?QW~M|j zPA==c&_*31aIb4St$=2NtV`L36_K%&yhv666=uA2A$!8sQSE>N7{wMX%bdkyPqM+hWdkmrDE{jOWuKT;8_gb~`i|FqjM~_d?z{SME4hAGmH~ z&0XMI3sO_i|3Iz;%{bG$=tKLVQ(rnP&nFhNZ~L=%U3vpiOCE2|9C!m6#w`9L=pAw9 z{$T6AD_u~oK0IpeO9n%$*QPBWn&E5LE~`6jM39Pl8ImO3^WSyo`3}Sh{C`0IzwFRQ zXxZ!Bn#IyKZ3Rzx{11Sh22B3sqAa|}Y(Js?5@Stl`W(uBp4#6!^nU`0epS^nURB(9MS~#oy`0s%HA5!jD z9`lu+8Jrs{ww^$&P6}=R7(Z|Ba;~P2p5g+#Ie?ItkoZ|~*`}5~d*=g`ZK6+q@C81a zGk-lnXK3qkx25{Vv_cH6p!C=CFHI2eSF~&1?>Pq$Bjr8J^_2gVc+!0Pmwdn>cDQS9 ztd#)4S#5II_yK**eDiNP8GJp(Irsc=6O`^I>z79j+?j9w(v7|?6}$cB6hs6FYyp?9 zMDQqN%s2mX%=XSKc@)$A`TAeLOGx>2tcdeQ^1KX(pSoSy$p*1=u76$v?dARV5~~7Dz3O#DwhFl4vRlKAzZpIWb<@L|TKLpZbgcm6Xe!;^lon!4lmx$}uyTDa zI8xmyNsyz$#>AITf)f^M$122HVS}^bdS}B*nEk35XyR1{yV!arFJf%b7m7zwWhor! zk3FK6*9@D-m#h%@k^o0zHXZc(gdI0Cefzw&2yhSVygh{Z)19LZ61R3#LEY?Crwpz# zc=4p>*?E&@(A&+oB1xkTggEMQ*zN0}L(XuN8(qmSJ$6{kw;>mH|JJ<8-Z=Jd@CH)+ zq&{CsU5@#!oQo*~)_B~}*^j^|wYBE(FVu{F+_ExU)UgaU=^I~{lWT!pj*7>M`oba9 z@mMy4y+4TcDtwH35(xaPq}1yBWkAehxA~?(gy$LJFIQ%i09(^GN#@Vk3EeVo^_hg4 zjXXbCuTa4k z%@PDIyjw&9FO)$t=~i$Rn!c6(yjb@YHTnCcp=7&9Jp`OJ*(!<)w^bR;BsKeL2n-mA zU|iP@*6B`n(w!>c?U|wrpV(_*YD`(tsJ{VbWgifk$p{#Q+wKdup>|Yz=k}$|Dd2K> zWRu6<0x+tte)W7KCQz-s&ftTcA^uE`7mouIp}_EU=*17-U}MF_+50dUTzj|6Z#>Wl z^7f~5)q=4ABK7#Vokj`Jd!24J_3r`GH!L|s=2}n>wp)J$DfP7zZ;fJ+0aAMMm)-u* zWZ3^HZ_!F=jPX+4a@|?85=tH!1RS~03csH3sBA~3gb-8ftSSPV^@-betVNe(h_B7! znJfm?K_`}K)NHaw$ZcZwh=9EdW1}Zd_(P@Xm{r=VK(H~E5&5(|_B_*c`38T;2m`uX7+4Q>mqfUCJ3m`jhXlE~X-|ShD}Z_%#`q@rTJNX&*;#Ny-ojiSQv{TLyZ$cm z3XlGVXs)4Ogz$2N1l6C;_{Da{!)UdNxyxH07ziSJC`$yxrrXgEpIYa^&kqKj9B)vA zztHI>&-px9V7Jwn$1Wevzqra?rA~$yrQxBM_YlD}opF*lg!$o;kq(lPNkB>EO*>Ew zo3|G)iL5P#kVC1Hv#T*y%Q0%gF^UL>L!DW!X%<5P#Z0|37cS|1KcwOl4>q#FRbzQ% zc%Xk-&k0j7SyoN2tuYA&scT_-xR^pAG~n>-wN7zh$o?krQcyJ*gG@%qGy?iiwW9Yk zRj`oT_OhubN(=1Y9Vx-W)33aOCoW3eP}Wz?c55;kUF#|CZ$vn6X*8uai{1;AR`@V_ zLaY_~@L*X!1Ueq|aXgw1UCNV<+{a4b^z+ycNj60=uqC5^w>X+Ra_&DkI^za66W&?M zl{Oj$E>-_p+b7w zkK^Vj8TkD@bb@NroDSaLscGg*D1_)RnBfOy++w;;M&*cI0`|LDgmj4 z=>Uc0M-YHHo1@`@O|+1=c=HMo5I&ct2s-}MwCS&uc0EXRWO^H%oN7{^t7Rg$y$Tr7qQp19ArtQDf9 zFAV!-BLMYtOxY}hQaFkve0w8MQxw-==beh^v2gR6vY}*-LLo;0xSA5L?0|7j5>93k z7{7#>fN0;0(j%R2bal3gUL!My|IZ9BeB}4p|$7A@Aud7Ph9T zT6Lt_GcY+iVS$`_Tu!|Zv|O(I#h=0j#;ZF{PANii-+bRKIcjs2L8^)i#AIuM5bF3EV94TV;2DqtbEOMu)8{V+( z%2(mSz6;Nqqr-cf@cWuaLQ1zCq^T9F0-$7cC z8=w*ETFaX-Uz>Wq@Ow*!a>Fl#$nCceXJCQYjI~cR4fE-bm|9giu6_$&gRk^$#5lBe zzs}T(Xfy?^GLTs@*#vRxx4(0ILIN_^uj>cKy5X&}Md1&rcKBfH=RUcn6E+GnTj=Su z!2VN|1n&ZnpjcY$9ROy^>T6{qOwQI@4)OQEvVOm%{eIn07deTdM~p$Ex}1}-a2?NZ zz6agC`;x+cM)rZssc-4C=pMgkUGl(*@p?EBQ4@b$tRD2wIyGzEU^6x0(vNxzUYGUwi5YeO9iUJDTz35b6rlg#SOMSB$@#tKsJT z7oeVRev)-A@5ejAa{$@DHT3h%|M?N_K6I~zf`$S zYd@P)P(X&k|InfTlbMO1`JYVIES(97kRzA%;TD_6-z5*?M^h&X({<S%m{n3q*GI*lz z04e8N;1N^AQ(lM#*5i*eQxzl8rF)FV3fn^1HZUupHhW8&A{jf3CVcrT!n2#epQ3kk8*2OG1#V=#L+bU{ zAdRGEzIM>&?|*4fQvn>*!aL?!t}hi<5abVjygx zY{QO?VQ_Hc6Ay`{;lSm`xLFgapF$skUkNIdLtElavuEx_a9-fr&ww?k#oN|h+LTNJ zgC&on4&5Sw8sYga$D&ry6VJVGr;3zcstXso@Ltvsuw|@=bD_DO4Q$Qea3ZGiU2Oy4 z>JCRCM4)1K^_E(6tseUtk8ahq0;0Sk51S!;57_2aCBU^o8DDp<2-N&W6qI^KLU_R2 zkM8)zeCqpU8%@;M?juXTl}FR9*Q_3~2jbgc(jkA8UcMeu$~C!zztqD0-yNHY(!0Z@ zceCN*Q4*?9>*2c>yV(Jo8pvnAoX@_a9T!RsIO<_%EgKG`LVxYem%CX9x=$C-uP>^E z;>QzgmoO)r>GmmZuklz|y}5b+IW(JZXd&&5TNMd{d9}yg=xebvd^P?ax>yg|TwQMS zB?XQuxj*nn>K<#+^t$lCX4t);;Wa(FZ%c+6MJ8~goAH;H#YGW`=mwvO$-HRJbH9?o zjH3e9(Q7d8oM?l?CP{}(l4{{Yd9AXrL@G32r{qLou5?T;E~P49@AgP;AM0jVW7p^a z9Z9evZS5WX0Y9kb)E7IrGZZvTYn3-HNA2hp*UP;lqqe2{1ApeSAl5J17Mw z)?_xf!tDZw5T1fs2&TlaXVk-Ws!3AOZ(!31{9gNJ58TBVAe4GqnWOvtty~<5=6(%&SN^8ou{mhAXEKqVgdH?uBx&%`3{v55b+rGC zsDqo=b-&3kNCoD1`AZ$nheK@Pq~>X>C~y=ExV-Z)3D^ze^uk`|!Y}2=>t0otK_Sx) z_i!}3>KZ9|xofx#6l#Xog+-KM8h`@5E*4;%i*y2SjbVYVpw3n4eJ!*fvmxqbV($8i zF0qW@PS`giXP&a709Y69SbJuw5H|6CAyi*3g)Ky$x+HWTe()vd(aG`_=!Pbh^9fO~ zdg*cgqsKykb4>wX1)75`Z5aGD{v4Sy0j8A~K9>TWq41F-=;qJ1{plI9Z4+$OtFbR( zLG!U`JFZI{HPC1fFvYq6aUCz_r*9v`-n07h+J@>GvzW)^Ml9x*_E%>0@b6k^c_&~DOv!r z8>-?+{q1Q{1S)jPAOo+9fr;a5-qiNMpsnBSkNYt0OUYh;$-N-BD9*ylA^8%TLpAy; zYBE4fx~cl2R0$NhUD=s3iG^S+<=$5={(tPfc|4R08~;y|7G=qjEJ>(@NGQ@}sbonC zB}G~k6-k@YMk!fJw#dG(WlQ#b-x*`yOA=)XsZif*CUc&1<~--;`Tm|ipYOcxS93bK z-OJoFb6?l>`Mf_6w=?3#%4e9rEz>LYT?MTq7JSDP#~bG)_t8+_{Oy)YEm}SV{UoNJ zmw+-?w%GYe^w=LHJqkcFWTZs?F+w~CZ5xZXVQksuNxKu*6F}Bny4*XP0FqqOd!O%# zgCT~_vQ+k9_cwwQ_>@w?yvA*2^ko}peE)2s zA%xJ;Rh-^2X$Xy6bI9GEn+PUzOo-o-`v$mS$;QrwjF~ziS83;Kz0j}F^-iIy5M#QQ zU)#PGV;Fr!!nHkj29;qPq7$qy^sAwDLBf^y`t@LU%adM}g$N0iv3xhh2~biY6rfX0faPRqdnq`P zl@^K6X-U$yBfK-oV2LB5sr-|+ zm#T@@fl%4d*KTvU9BJ>ox3y<+y_hed1;zxJ4%z=X;zJWO23h3#_MyelQkiuEsqZ{F z8H-HO5~%3y%h8pD-)k~0#`l*u!5Gix+OaQHaL?sivja}-mmfdb8Fr%$Hd_*%`@#tz zckioBa8U`on5jELBUumr3#JS5dlBka(L!fVNQ7MthazsdX2ZTc-s6uSX2Rn^s5tkk z3dDLAO6gU1gZhrj;;W_vxc}PV>^6lS&`kEXNEE6Bz1sm@PPUW@z2~KczXzPAT&An9 zo-|#&(bnU(#|G17ri`Y`O;?yQX`D7?)>v%HqCs!Us!F-_G+n7dXUe8!%C63|$x`qC zRrdcds;5*We=(h7;PkQrKOa`LAlOPdpQPu1Q`u80bjrvae~Mr3emD%Tv*Q#ulq&IVRGf z?aF+W)%5bwYF=+os?NZMKej*L`Y8+E?yAxyP
wj`;U_SZt?=XV7%lALk z-uFHb7kJ{|1U4TEZhR<6hd0c(Hg>0A1v73g)>e;LZ?-jGeH;;+EJ7UWa;SsbuR`9l zEvbUIm3g(t4i%E(wjCNSKFSqjPk@4mUB+e0qQSY}IX>=G3>Z2q zyoydk`dJ89a6}#A+ard=MCd9&x@EgIUsDrE3ust-FTjyP-^~|BDfN)aTPyo?c`GoN z9BuvJngM+#O+ANC6M?^8qenrn4miJ@-C6&=1874n3%UJpWU;EnqgA^OewOQaUBuj% z=#3AKEJlje7M5R+C1yHdO_|0SgKosg5BNVhyEYNN?0mO?CMppKYOJICt!qK(py|P}@UpqTY-_06-5@LK)L^)qM+)Hx}1=%mma@Ca&7 z7940q+RcwgGsJ4pyp!0+snLZrDoI?r;F7mw(dUP)u#tAyt0N4}=PcHHr@PYNq{GI; z!l}KGAjEg)&K`FV7^>=<&4_~?3-d3FSVTj4@J)s%nK*j(`k7EZ)CGDh^}?Gp%YbLY zt|!OQWXEpmxHvU56ZqMs0%c;mfsIZmtDe{j!E7fi46HL@rLMLTJ(}moQi5MwV$kb^ z%03{z?f^2CnW+&1-Ix7h=&SV+(WZ1*YY}BLK&#CM0GQCcfi?*jzs_QH=zG+ ztK8P4L~wmi6PFp21efoQgkJYWGv%h0u`AF+ac$)Pr*qzvfnf zHKQW$?7jw|xn+h!5;RvfR32LND;+BGgLoJ#a3u4yyK)ZcFrY16u`pN84b}|Yrq6xk z1v)p?Zt;niz>vtmVLc4S-lx&3&#RIPTkM$Z&mq2B{A)fVL8%5dEAI;CM!auwMv{%! zjdpOJvfp*bIu~Z*w)Om#bxQ*4P1PrM-9-g@IQQ^2TkIfT2(6t zvOuEXn1!5J5sWnKwaDvegXt%nqZ^BYAT4I`$10m=;1dy9C}raT*KhL_*3MwyYNWcn zGgC1rW@ZYvvll{+y1`Srr%iC^SFh~tLF5o6j>gx+YpPZvr z35_K5zTQ~>IY3SJ9>9GP0QY~TK*9?j# zk99>)KEgaGj*l|NZeaF!Pwo!gXVAiu?tb`81u&&m=%j}ig2I~=V$HfjP?@@Uqer_9 zGU-Bvnen=D*y;V_C{Gp8M*bd&tCI3|-@k_1W&QNycCFyAuv6D=Q!RF+NEEt05KE2I zqJcsvUdvN}3nY^%e;Hupcz1A@PY$Sd)7+`E>47_woijQ)iNG(A<8Xc8DU__$Vsm@z z1NH_X5xVR0L6X=ZU2lW=d^dx4kK%jK;^$KVZp1)yI$E{a-^J&x)0PqUs{nQ`ux2Yo ziBQ4OYgU~s9J{VtIA-n{h03!s;Rm-vw2%U?zM#=jj7?xV~~9v4rIXTnRO8SY3{AgGFmN z@~<~TC$h^_bd#ZWJuz5nT^IBoJ#n;3sT{Jx2F5kNx4`e*V3ZJ$Duy6D?rD;$wgq}8 zACDFus0Y2(R>R2}?eJvGqWQji4`_W6-2X+e7RZG?nr>C24>yE}lmSEk@Cf6+ZqVL6 z60&@#432B88tB5905`|4S8X**f&Es`VPAG7PY&q<_c+z!y z(lvwA&8SB=(X<>v^6vT(z}8xW*@_S8Wt@*1Vv^b+Os7866s1o3>vw6V2`9m^g@MO+ zAl%{9o2bTbUm8I5TIjLzgN?vz)+WCE6$Zi!?b*KUK@X%@9aLL7fS#{=ozL3$x51OS z0BB<}-4k=;$d4ZQ_Vw86n+TgoC5`G^I^cedv3-qkAFRKN%|@Sp^-{K_;b0 zdo(f*P(Dx73$7WvwaXn!!TsjqTQpI1&|T*~xXGs$j%Yh>Z$#SNwC_Iew;0c1>;um; zv162Qpu06{qyuWZJBSj+k~;(p6`evFN8I2Qzq8SOQ7>Ss z_I8>6l>+aWYqwjT%7n1d{L$gDYB+KGWn6h8<`OQw`0D$^5@3-Ue)}9dKiBSjUi+LK zuRrqZm=7Z4cz|LsaJy|Iz8rHhNfYn}0#YsSgnqh{2@|B)u{CMnNwOMkMehOmbx(kf zGbf80WU62xDZifYB`^>1E?V;46@K*F#7x}uhL|i`j82S&g+8B-lp18fp_HBc3~7bv zrTAG8iIRYWW&0C`Q*nFOlwv+K6@qP=Se#EL0a6ml50uhjzIaI*=$#{U7%nUZc?M#T z`HxdA0y~9Kl~Pk$L*6EE&r8_0iVj_gxR;m&6AfI^cRzM_x{=4_rBN zdV^JmJCupeo{i%0gd_(Z){xKX(9?Z&c)B|i^Ch2@j-li+z|KIHb!{b#2Oqx|CRhkr zPFhJ-MTM~B)usNiztQ;!ju;(?5|VsFU4|f(i1mueuixDQ-Db<1BJ5jWOIctS8&Wb!gCQ*C|Nj;A z!mVEP|8oWXa?`7(8%;$uXb^}e{>bB?2dSW6K1avHDx6Y)Q3`rWVT%{M#0*wKz7ch>E2UWfE1u^nFXzq`^1Ao)rQwpg+nZdCn)=_krG!Rd8 z^Zl!t{+^m5&0JvidXJa^MYPCs_kP#;6K&gi^n# zo5A{_9WAZ#bE<+CweN>FPTudTzCwK%)cgNV#K*aQ4K*E5TrnagGu%&*Rd>Gib$<<4 zXo*rw1=tiLZe-FOiG6N3-}?J(r`vkB1X49LL>0Gw-Y9hQ;uX7p8dWdXSgAq#$ivk2 zv2q%ollosGk~ZT_FmP}6>wO>cz`&~Ug!>T!tm}7kJcOo9iRZJYDkNIq6w!3g8}%}< zb$P6AaHtgS*Sa2i_!FN69QGG}E`bVT!-FE1n}F}`E}w$F6qtO&yl&^lI0z{BTWGj2 z9tM#gvx=_t0CzrQvtiLVE#wwHU> zz9530q0x>2ngUq3MPQKI6-O4W=Z^EDmg_eA?vYB=tVdX6rMPjFf_W%wT_6Uc?ukqf zU9zkMo`l~$ud==z?mBVa=1)QsVux3u+N)U5{Z=(%wKx>cje9@TiVTB~k52|ZGAoB= zD>lS1N|%FHK!TASn$Xrh{IP_P)&dt9IXH8&u+?3+e(Nzbv#(NKmv~sX2}-uCD8>cO zd|5ZR;0yso+!iRQV#~fE;QTgv0ufG#61V({CF1i);-j z*c_ai9c+L}%@Xb%0db%;5W;W1Hw0!sOF!|F3WK;sJ?yX6m%*fslvw|wGN8F|l;=!B zCDdN7h)hvyhb}qi$_hd?xP-TB79GSJVA6f+m1a;f2$ePn&4$xtEn)}c{c7tTaH{_u zz^v2@wsxdP3GgmD$-n3%Qtc2b{-Z7rZj)~!#UrMsb>Z8GPwOa_!qnREu{ zq=1K`#I+wDZ{XRZyE)rN%i%ynieR^J9b5p-(_`OpRA&01`_ZlrsHR`#)wTc&Dpsa; zmmQevCHI3EnA-@RWU*)o@Z^s^vWTbw%^$e~JFtcSsJ})x*|!e#ubk4mf>f)vueHMO zJc{8~OI_gFQ)rgn#fb9p_2QDE2BaU+zZGm91CrS zC9X8Mw1P&q+qzXh>%b>ki{lMX7xbquOnO*f3yyva6-5QWv8QL;M8v}K#*Sd9|!I;A?;>&y|Z+O#FBM^p-n?VPtyIq_K zFPHs>_4VT>8e6RhjO(~fl|Sa|_Ed&7Y5XD`@bN)y~Q z;|159HVQ-;5@5xpp|Jbto$$T0RrjW7F>FXyWfXkf3B)z)dLk8?;C8~$#y}OMP5mUf zG3#L)N#cD!2HN%w3tvZ^vgE+iD%a1&Fhp|IZmNS6QqD2vSDhGsZ#4YA2G~j7XdT4$ z%e~FNgx;Cr!wcHJp&2%!cg0w$Q#AYxytH2IqbJDS^kd^!@r9f+u}|j^n;b&_UaPdD z0L0{b9bZo2ak_s>l4Yp}mrFF|p)qC9`GZw%dngXhVx&{ck-E0=hdioEUqcrel2rqh zX*@2K^_bh_Tg0Dmum>A>x!3w~D-fTaxQB|_lb$gNZ6g!^Iq>r zB(R{ByzNjOunz~yq&wmJ_rxl$-654A^f2<3@UnWC;Z1<0%K4zZd?M8@nE-Fat2RYm zMD6h0XkU{gJ=ehN^Lgl{?W>X2MUswSBQHnyMgcAmK!V$OWdVnTy7Y~XauCzpD`vSX z2|B)Ah=##BILjlx>a_Q35D`qb=dXSaa>M-}oW+8nt(R+}6XPiS`C8t1U@*A~)4C{I zjO|d5jM?_ovk`K= z{84aF3Kfbrlk$xF=}L!c{>Cfen+z{dZhIhBNzNpd~ zFRBR;PSEC7q!cQYf{$_>_{;gv@4N!e_J%9Qc08k+;2{qBKP)&-EmM88pp4qADxfG< zq;gi{2;bCv`@f)YK^SifwKkVW@iVQ8(ZD5zAC$=><-Aj_N8EpJK{YqH7JhIMi@ej{ z^UV$uT|QQ3J)dv;zWYzH4AxN>9Q=w)rv;rg7x)-bCWw?tAmx34+fQ(*M^_SSr{ss# zPE^`noPZ8%%DoQjWt(sNd)pkBEZ9x0?M1V4%c!?##CPh|e^D1)PcAroB7V95H*N3m zOB&&$t5--+{{rgu9rs!lFOj6qms_PsFSqG!aOssniWZxq>Hm{9TtZ4mQBkoWP3KK= zB$ZiOhFmZoL)_1N+jlWI)A2()jLIy$K@ra{&CaW(^R91dLjNK3c_`KOFGyNHPd{ju z{Ec85@b{j|%6}Dnd+{1`8{#qFtkDATnn!o{Pvn48vi@gqM5=_m_Q62Z#wu+)k*)a@ zJIu?!Wy@i~7B>}kqv%oz(916OJc@-M-${&+;VFkU9)(vPms?gErgLlFu= zA8LW8Oy)p|V+l097H+xkSpY&kYrDj2TcB#ztHD#X7H&JNIKO0P4Wv|8(z)V|@b0R@ z9aV){kYfFnjUF|o%0B~HyLoCMjFel9l#*S#ALVpEW`N1dS#2xLY&gJ~bJjGQ%X29c%^fg4r+;_!qg@%4-3W~gK(n!zM4FiD`8-HX+iLtZrx|=+jL6u$s)LGz zggVBsYB=WRHKl;2G2W&e1YExXSH%TO1W^;0`%s9Jj<*WV`0Yi%aW{-~k2l)k#4NCL z4ST#v5nN=$@#%^ZFrG2cI)|n}W4R3<&GvSHLDxi!woDAfToCr}759g%9FC68%pe#& z#d3Yrpd6f|;PR|3;-Dp7e^rVugo>ud0VClqunl-l$A;+`+Jo<1hS7Yt(lgS2xCQa` zq+IEyG$5spDKD-E-o2~DHs7iS^B}CO_VvL|aGu&xm*9mHB=Hd=lP zg2W7ZH@DZJu)bf{rUhwvOL)$`ToIQK*Z0S;&A8-(p4VH~#Ad_}$BY&Xc;VO24z`1C zNC$iP`-B0RrrY}pG?1D1Otl6+cpf+HkF9_qG6uf`tO8>#0&yZ_vid;Q#fU^u)Q_sU zHI@hcf(w|;aMEz};fj{eiA^vyEk*OZ^%bz1GwbbR!_SLV4c*TD5pZwInXF>Ad;lee z6C-O1;EH#AG1p1VQ>)p%t>kStWc1QrSSVQv8Zkw+a{3jZbn8{0PzZjWVVY3!;Vf|Z zN}gfDsxLa%Jt}a*kEu+n^4nn~{oPT|7xi#r(HY}KXYw#-aQ(|D)_ma9%NI<$)&>E` z7CF4;#fF7=HV^l30x-+uyxYF-WZwBl?Y~Z8Q{6DPGnZ z39lcqxNZz}0bLEEJX@^?1Vz49d>ez>at#IyO)3V>6V~P4IB5!b;oj_WxE{t$R$lnz zMgaBeHY+z7Rl+^e;EN8gd-CKj1%BVYmO;-1)AwkkjFCO=Qq^$Xn)JwnUWPk840nn^ zi4=qPqX=#sKAp1_8$ubLZY!@|KyCP)-cRedCc=nm&cIzo7w}@)UcU5{H)xb6I}cz3 zhM$zD{J9d?xE+Z1t6oFFd&>*KUz$K%f2y4?4ZR?%_wVe-f>r3Y$Ek;OEpR}FgagZ( zo2=GBh$(;k{s*-{a$FF!TYy$x@gm1m73}Xnt<`@z2WaU|a|}o3gIY;zt%*z;D9P1F z_tg*)uJyy?U|lenzn!vmYCwg8?H)EQ+TWdr{{ z5iNSvD%i($ZqHLRLrW}Ed9p*V47}LMk`>rCEQ&Un;y+CGF5l0{9v-cSeis(a2`n5L z)+>oxHq?RJ88fdlW{7{kE2XfYG7q>qp5B@+&SJ>Rz2+s z_r!nd?ojrDWe+MVS9Dhc^JxP=VNdih6zevB_e6ZXWoKV+JW}pVeyPVfwLp~8=NE%I zWsrndy|#2aoZ`=hW|3GlQ~%D76YH`X8C_oqHMddfu(2B^*Z;KFRK?s&DG53$i9$H? z&|{?aK>=JB*~s6!J{1%i4+kmowLx}&>VYu{Tj-*fx4M!07}Ruy7RWj}z;ic+O%YGC zVJ}>g?F_}joa>X>&9?|B&F~@Y5if=F)kGyL)CQ*zy=|XhyaR@`AqTE!E(V|qR+8X! z94+A2U3lK$ehX|RU0~xx$SWj0D!~b@*_XGag3esdUD!jC3%UwE&{W@lQc3{5bxWM! zLIfCw&N_dKdIj&itey60yo4%RS%;GEjUaZpdeIw8)R=28j{Atg<0czdaM^r*3)9g& za>3Y8XJVk2S=oz}NA~x}m&T%}BZlT~zF{GhqWdtJKShBf1;dCYBUpTO?{4wVEO}l=Z@M?vQ_!6_$C0&r(V`!Y3M+A}MN%XAM&F~Pv zgc2s+f-Jd#oDb93-n;Xo9`+Jn?fR^aja(9C5L=EDq(O9O8EidtO8U?#gkY2%PY&g1 z1c!E-MIypT2~6+c6n)zR=?_)5AHs&UbHS~dZ1!Y`2ZkdBPtsx6uaBG6YwLi%{7!eQ z6%hheOIF&qHp7LTsXBX;-$8KUHHJM1M_99TzinY=2P`59web8};UGNJvKS6wnxn_T zHuy47-6s`-`Es{F+DH!L2JReTzH@{KyYXAdq7T2xb zd$0lTcb$0DTN%VKze&42^5~3{AASY4IA-){PDQA?>}z9_-WGjZFT>a*HVxc=t(6Z$B8iw$(l_=GhYGu@@T4O{BmmiG)l)qsk(RC#PPyA?^>COzic{=(u7SJ!-`##jH{oK0zDP|gGXYLrkHLOYGa zBOw-N_^Y%XCCL9^&i*SEt_KQ-)MG6(U8yFvl8Q8Qch2+ef8*w{G1KD?R1E|HMarG? zeCt1}Y0{v(O-(!FSESrIQ(kXMBjvAB{T|pAHdYew{2o;UMO=|)?#_9>?Qi)0s9ea> zhHC$L6e)Mk^R3_HmUI3SKQ(QRUy*X>OlcTW-Zzxv!PhVEMj2vo5^8wPtdIWt#DDJ2 znbI(#G*bQqR|xVsBCi;F_09g>QDIcakFVd{o%4MAZ{xxJ;ri`hs^jNZq}(~rxBi>G z#24mKK~(DtC{pg6=Ue~flY2CyG~rYY7y(7fo%26U+^HHcoB7XX1m9?ZWNFJ)eoZ;B zH|aS0r#%FC7k*Hk11B^a!_&{kGq*v-=$BXmN~CYn241H{36iMr)c%W)i@-kOQGAJM zDG<*sJWO|@1qzOHY+yA?g4Xd41L0C+2U>E1;BAc0CqmU%e(Q37$PzOFM5 zMXCX3qdeYE8)2t8S0Y)k~s`AkEd9UGXwBGG(c(XCUNVK#XE}P#s zk&do`!_OU_Hot9#e3h?oOS_x)R&uKM#_$IZT|LMXhvkW z5^jFP8Vn)w%m#X)A)v7CXPkj$2prQ~#=4dRG2-QG%J0ioKXVnh>YLSJ&e%kr4oXlyBvOY2QAH z6R8C#CAQe7_5vkrRxGw_sskX&KQq6gFbwvl=;~Sag~IZ2yD?9PoD0wk}`a~307ByN9p5@QaCpgok&wF z_|ivp3ng}eZ?1T=@`?^Pp;{vBP}>MjjA2tB3{v2NW6#J7fij4FBfiBDkp73TX5Wey z5YFu0kl9@Za(3&s*{#ciW}S8FMz(qIEo?h&-xmy|f8XVDgQXD+r^h~T=n8~p!d3uV#u^aQDNQIqiGU$@?{_^*6)qvl31OO_~{RWJUgmk zgTfo8^u$Wo=kxMyty38c*e_M?;J_S6)pc#E>oTDAH@_Y9_*O|)AFF{|Y8>z4F@EAj zNVU@5%cW3s$vzJk%pxR>NQ+^wUcAuBC0VdZUEgp2W0Ynl=yioihk!$elWJ}pQq=^9 zYOdpRdsyIEmr$ex%Ja@XwI~Fi?JDed?ek$D%hQbqqcAq1QglINZ7oRJ`b4Z#s(_1K z;kxbjTA+UpuPr?nH2nn*W=B=lKoRl%R|YhzPPyAmy4$2cpXNHpsp=w-BzsMY;NF$Z zn(Us*AjIjgTLGot(<8s6q?SekLBhIM&MO#pJ#?J@8XN*=FK;prM*7)`bH<*0j5(k} z7bmk51LiZ1HIdCaf|ni-~(*2wK=i^T#|ta-YK-^BBpmBLVEv4oPwJ zR6{i>rY^1-gvi%DS`^-#wRv+k6&^p=8MRu96L6o+`*=zU!0rBmonadq;mLtd(=;wV zkUV=rj;%iwzBHz0?M({-)9Q*>`Be>IJx2+<_0nLCD_s^?b=+yb7upC*Yqp%ezNrm9 zoc@xx5aAnVq;lY(1e#{Mbi!i!u|ekAMi-4KK?KJiyq-p=7t>Kl9^J7SWD9Qw!>FaOq>H=7i4A88*pFy-bN-k4I(WT ziOC0G!|J+)yE0N5FOL*8SxCJEDa$(rmeX!9{8?>$TIdD5<7^^aR84`(l?}DRy=Z|- z5dEZRlM8akzJ;Dyj|H$-kIZ?NJh&{j(RdaI3k-8+dT+8vApyq8RJClF^-&JmxUk~4 z)kLxZo+M4XBu!Vsw>+kqJf<|LCPCFuY0x}I!sDfZ+VCRj^$Wpx5k+aoQ+#O37jb6e zI93dtyCS!@XLW!C(>N}9kXII`%{|o$YApLabbUE+o@_IPfLJ5@va@lQ(tXFy zWt)eATX$!@Q*$I7{_#0VIkgHN9bM1M_^un|WC^bgR~NyQE~&HK4IDb=Z}u%}gyvID zF}!NMaFy9|D4DAp!jwgDDFPqz=R^Sr2t5%Mmn47*8LH9_N5fvLOyp~KDQ9^ zJKcOeQ1Npl^!o08jY3rZgfH$0YzE2o%}bT>d;Epw>D^Hrv9QtG{iZ!fGNc%ZFU{d9 z1-032uYZ-5!to(9`>bOKD|);2rjg7$C{5i;Z}h4K>8OJKt3EWql8=kGRCr+wLbQKd zw0{QdInkD*?cEP?PpubTGbhf`W7|QR$7?H(R|hQRlSwT@CD>;)@GVTsgl|PBlRxNT z9Ehm6p8gxWALuY@C+6cIkRZS1Dh{xm*Z+Ve8I4diwDxNOJAQw}V?5%u^`Dj;t6WgByt_Ag)`jWN(T?6KLVeJ1_17;yAV3_`$0)}Z$0rMxxJ*DwN zQBq(5C}DgRIk2B>Zanu026_A+e?0z;0)|rfQyL;@{B*^S}>UcnUBg37llMn(a}T|X$zvpzo3F;z5=dVrgtRJ$)8Gcjt!J6 z?PYMqH<71v+Nc6M1c*^Uql6@K#MbcRyJ?7j0JlhrD zBJO)qNxo6CKer;a0*3SVul@a}v5un1wACSY9uF!74tlu%Lj_FU!-Z;RA30HNUs#c{ znfdl#eG!vBN2oj1`9}rG+=J3MqBO4lYB@NdSWp$#DN-5&e`+ky&>)?Ua-Jy-3rYj# zPuDLE!H)=&X}-y^tHP)nNYa0-Ki~d)*38gUR zKi~SdRBrCIb9hE|{(mb-NT=|h8W2qXQh*HLHDYCK$F+G2;#kR2%WN1}nZ7RwrRe6` z)vb|;m$wKeGRP0NLVoT(nwiH{&~*6v#WCh`$P63MD3`2(fl=Y$Z^tU(Sr6xh#|*6y z@t!B|lxZ@=m5DxlA(8~TeNS$6m?Iv1dD&{+ETp4Y-1MSBO3JW($IdBiM4TG<9%OZ< z72f`cGrco~l2l!#SDax4%&SrJFw<+nhCxQCd`2d`W$M(-#(?UXoR6;u$BUyc;Hfl2jZ;xcFDBTRyV@15$#0Ojb<==z32SvJxJ@z z+I?XWdasR(;|+&b-TDRGX9#+ymp7RwcZ* z1!Bes`%W@TkmZ^a27{gk|a19QE41LFadI<6t*50we=`ZLZ(_WnCPe_HJg;MLNM2VrI5{100gcgE|m$)XHt0`n({dnCWyImkFO+vwcqu% zQ-nlFH~d-=w6q4!bMV|~P%HzXt?EDCB$tBy@*l(R&$U9Q$N8q6293aDY{XKBf#>0O z)z9VWv_jLd>c(T$DM)1^1y)tTQ@i313N2M2akh0v3MXq$WG^oUY`;$pufO#g-e-Ne z(kqXX&p|QQ&W3VW-#e7(&w=#7FN8_rP#y>=iSVfe#=wDNWsEF86M(f^CUJ{R9mJPD zCc;O=jOqWdvYiIKe!Yf+5csRmHuq1Eeb!T-jxE11woU zdx+K`^b-N{-AET?5_G5fi*ax!L9fR(nK-2+Fko-~RBm4d{L*(M)67a?r1yErbDt8Z z`skLJ65awfNq!>c5>jHe$gVg~TTory`{&M^l;**w#eS ztHi``1!&!wQoblr47A=P92S0VBEvGKJQ>>7e17^>wH+cWFK%c-TsYaGAlCxVjz326 zKrNhimoamfNr%rY`Zx9oi*XY{)s-?fD-q3eLtf!Ya21GKEiRUQ*bR;$!z<~;szK_-*;+qjO62WP z(^f?mN9jE?M(>h5xJEpn%6k>_HEnE96kyQ$)I!VsG*g|>q`m6%OJqSjy*6=`3%B36 zcVc6y3}UHoG2~g~6CgT#zc;I34=j>jvo>W*I2bF0--ry2hWm>G>-0vV;De#?(d}k9 zc{hEZHTa?iWQV2gOefK+%azeSjLN!1o`lz%PgQ_-au6%u0c=!AoKwjhY6SNnv314Q zia{Xq{f06#48SHUj2a-$OLmXMvtCeESaJ4YPy;NzFR}POTG6;aG38ZFcEFwJAv(n+ z4ba)QD(TddcTl6kvfTJe6r4VtZxtVw09*Kia$Tz9!QWZDe~)b~Y|6Iv*IkQ{;DZK_ zd;75f-!sipTG|Q=3{0>1XCelDpIl%QV#>wm@*K~!t>oG}QVJiXCb)huc0#&~u!60A zBOugWwRd$N1f*PA@oYm2T$N9~ET7s9U#v(p0(}3_#kEK;YXHlsB=w+>40&)hGA)m3H|>~fk?U0{!@Y06DmQ3u&B^WR|JCQ zwMbB`0hEFd?_KW=K0ytXejL%}g704^^fdpnNKk&BvR%rJKdz4wc{_L}uVgj&&E>BJ z0*$;PP5ysYAijS5Gk4SWr&JR@e#H=QCU2Tj*it6#)Q~yR!}_B7s~xEdR4K*3Rd#cC z`qUEj|@ix`^|2(1pQz2!1MtFzf?4g5qnc{=s zPttdMWt9GLLjR}rC8VU}6<=meCM{R?rIN^_ry76D+KoLh-~O-S=4#t4_JXRwAs3j6 zqn8&d&bR)U)Gjfe8tQ<00Y%cua~2qwcl+Cy2F&cU38LCQPUvy}jhK4=I4(+oO1Td3 z-z^Vtq(ExNwunc^LaAPVS<>+vXW^ICeEWY%qbh(ClYakPxYE%4-hTg^{(1Lb_M7l> z)2eD{L?12=v0B zYW43GyTl67TYZtS)_0Hqp*9OIr3__*m}i}&J+kc}x&1Nocr|=_k^QRmJQj$FSB(o& z>)@2{2jE1kuvJdQeR1sM(isHO_}HQ+mCk};0CQaS87>i$ig*bQdir|Lt-_&pblA*$ zCIV(p9^3MkwG5ud-99UVSXU80fAv*&i$Lm#YxxMV8Q#|H35~>@D8)0kmmF8B2j%OZ z>L8+?iJ{_H^$uVB-tZkjKImaK5bZUQR&8?+Fi1W|q<3H9ABr1mW4GJBw~*K*rfL zz5QE?AShwujqvsou!;&W%RF)z>vWX>`g?=Dyw&A*LBuX;R zi^z*@C2+tJ2;@^Aowl4P2CW6Pn4E+8WImQ3QlEE# ze|^=O;n_wAIkdM~X%${SUucQf9@N1}`hvakhw|WXCi|j{uyVNk?FhexX%+nZCNrFL ztPzerZAu~RF9ZY-;v)sjz3wt!;4KC3*U!@2Ci5ZQb->tB1}FNb%2Y1J#ej|sn>)cS z07ThZ%Pt%bhO^PDPw@|DLe7;F{hJ6yFhwLf?314`JS&SYgr<*HC!oH>+KLr2xeH z9Sep^t8gMH$np>^9qN+D8&A9^z-cl~tQOkOD~Z}*LBHrMgL9!_8HkbZ@CqRrU&Zq; zi@``T?))ld#LM$1SeZU+fUk1ZV{(YSzi&FMDV>=P4di^OOdtsQHs4_>0!xwLUSp?f zj1P#F_^gQqVfKexWgDJ@h)3(1TvQ$`+c4<*tR)#%4YIVI*3Ja?b&ntQ5l~{@UU6vY zt9sy88*D9ogg%qiiiM$F`Ec|RjbqXxBJ3asK;eX!WD&-R5S{IbhP}#lu;FcD4~=Xa zFs*$Rx*H2?r&4R@Qfq{eg|89JXh%=>0WqEMYejIJ^X;&(MLRUd#CK<~CjkvR^V=#O zg!^4#ZEX&G38{XC?>#QofY1*e$B~#iDDE2jkgiz(V>-r+JF#Iy>~9xtnW_fg)60bE z+OT0n8t7X#fetyxst7KfSi|}CQa#AX4wij;R}W>^aspTHZ-u=bH0mAbxep06w!9!# zJZD`%tHG%?%F^vckmi2DE?S})e4lDAm(56o>=-@bPT&s%k6pH}(9OFjQJ-XE&L zY$R=0oNGB+k0kb394UYco$1?{F^5m3V8;iYM8qyT9~>5Ar~_dpk&0Z*8*@y&T3bda z1ha(vMcfza;MOySRX6V8=STo+-^P3*tl8$dq@BME3?Hvm6@8fk#4SugvqoibV^V1* zaBnS)bEfwUq11T=`{vWfH$;N!*Ha#8n=sHj_j`ayb^uJ(xaaLMY=F`4Ki53rjw50e#w&?Z*DE9kuZ;ewY2n|`T zXV{qziXWdA_%D2jub*wV2B$9wU(B41<|~9PYu82OV}Z1#>C3_z>tZ-VAi_JtC34PvM35Z&V7&{a!u_LdHjYVZ$vc|j8eI5!XFKup80J5{CsD6Q3xRjVxpP^LJs?sm^)2^l5`0?fw?RuJ z12~MrpEh@-0b9h^&+ic?#}c*o97}5>F#7L3S1w-w2Wr&ZvkiJcA$Q3ab7X`p+K#bH$vrs>F7Nn zt(Xt?W4#1UI4_1R+;q zJKAa?@Qy(qGeW{H?yUN3HiM1Cgw4A;h#j!&`oTQYvU2EErguX%6Mg!Q92CiSR@j+H_)z3{_+o3N&Lxst)^*0o5 zMK8o~jz@Ej*J1+@rTA%mki_JIn6oZmizVe%w8CiT1j|Creo&-S5Kegh5;&HrFvV4e zfqCT0TKUTnkQBsrIYyxhWbf(0gWb)rT4FUOr4eCsgtBZ%OfN8k0NdbRY!qs*tnRVw z{O<}xuP598xAL_Z{x3ZA6bUJ1qJ#IJ+X{4&fo8J3AZT3>$dT?yDUW|ML8KIVe=0C6 z&j@cx;inK<9RxQczF|0Lt&d z&A2`&4um~Xy0q>w!Bigbe^Iz8g*9aoNRjm7`ii@x%i-OILFftarIO&{1c~~@&HbIa zKxOfW7>|#mW)R>6^go;+78Y-knaS~|Dp1H1u)H`W`gsc^1>fFl=0Gh0{yjk(`!?{0 zx1Z9Wpqvjpe$-OE0_OK(4%g(}VHNpxoBM;5?}d*BhxrTCJ4w5XZZrMeLyoHlamv#x zQYMd-0`X7RKg~up2RIkneadT1w z`dNOmFFIhwU8>jrcY&(w{eIr{p9{-)v*lAm*M3hxSrX=d{YrK`TD=abUzGPLX}@V` z$k$I#V(3D}f103DNx09aEFLZGM~~owX?tn$ba;Q@*K4Q#dJtK2Zs%u|rkL>V$d9|z z2KptzxS*$g!z;!~oS<=U;XP4=Qbp%uOyi;jC9oPSN8UuVVor|ZK$&4Yh@L14X%~nE ztFr8f+^JZ|<&tjq2&#ck7r(kC_SJ&b(BP7VN6O%%u*S=;YOTQTe`L|o!!;1N<}_pN z;|7qLxwtBx&;n&Xe&s%X=@44cZnvkh4y=!FYxTv+$(|~al|ECL_atJ%A%d_PiO&S_ z&jc(4lXBPW?kfXnt(OKm^(C;?C1&Nr@Mf^=2(8!_7!U0UY+;A*MnjycK$luf4CFcV zPr4vo_zaUg4O3_>eE&N5CX2TO8toqFbN9A__R8zp?_Sq}XXwwZr>(I={~PZM3S{qM z3Ive`Tz)t)%up9l$B802=krttSRC=Exzmq*K<;#0>fuY|jq}XH*b%Rd4!eim%W@lA zI=l3C5Re-mXXx+)hdce3XA;8z#?H{#$A-clLp{YVz(7(3p0&B3TOoE=$X+chw8BgI zXT!wnVQH9ik34!GQXZHpgOMYhY#c8yTE9cP{O<PfDj@=HSG7M@x`eih*qZUTjr6gbItcRvr z#)r$tTA=x5XWPrp40yMb$@Z%z9WA-1G{3OJ{>cgMhldiY=h>~r(6$?WAOQ~a{Q=RJ$UP+3~d$ZfGGKw!>=<6 z;enHUgI!=FY#5ZhZabah_}&YlJfSoef{lX5w|pcd$4i6}Mwx;c_|+!n*o7M2DLp(xHrtH3O-|hT9KS zEvbg18+AC>pm*`j52F*ze)XWRBv$!;C=nRaCR?3Hx*_(PWBfPALWrfn#)daw@>s*~ zNjNJ`440DvZ!2MQMTlrcNEY~}5wdCVeZZ5w3B}Slu|LTXvLhD@#I}xn+mC@T8uK&p zaG4*du)bSYVDArw5j3ju3YZ&~x!1&{vg(Wwx6LgipQ)N977CiZ; z`1m#vcIl8@s5oIFcUn@R`gqceP-QI~8rO2#g%e`&B>#~}41{kJO6w3xtAbBEOnEJR z^WguG_vUdm^=DAzS1#Nw-lgbMfn?Yk z4;k@>D$MrqwPV}{)Q=W8HZ{Z%{YFPrJ2pDQMk7g; zMlkI)>+Ch-pvfF9FN2E8l@G}jEUz4)a3ay82-O7-wz_h9V(|N@5h2SxVQ+pcuW!94 zJooVq_gYYek5wN>MYQK5XXA5|^(|#sYo&WhE{SOV*NjF+`<0=EyU>1A9nr6~#JE)> zt7w#vtk+{Q!C?FLhSkHM{m9`3G8O1|qn==P9S)ef-pXIl0kOS|pr$NL+NQC6R(lQ( z5Chza(hL?ZR`21RNtFDPPn~)97Q^{{>#54`c~EgR?Uo_vq}B`5^UsJaFxODSsn@$0 zp2OUm&Mzt@s{X0Fh5^lpZ$2k=_8J|pUhEw=5~8Iq#A`lJs6lFD)O!cFNaRns*m#z# zF$O^guN+b+00Yr*%Cj1Jg>vK6Pm^ajeQ@oHvK%B??+%dcpd2N?&V)~&bKrJ(vi`b^ zD#|J1pL_PT6*>cVX$X9C!}~MK?=&rOg;`xTfyxp^xjlDe0C5I>gIcZe; zpjIv34@nsAub73rPj9zP*QR{2Uj?i47a7}ATp|*})XSCFYG|OF*HMH9xd5K?BGeIP zwD~QgJYW>1 zBetl@6?co{zi*;^sj#OV&-uKn5HzQ=!Q)vzl$hv+8Z7A(AI2@AXhLIA7mlg23V&BTlMWwA-*rv}( z;Y{?pZ2#@s=h!q@hMc^mbbxa079Ht0NQF)g?*8uCQ}baK8p5fujTj)i`-gtBh`@2z zQ!#Z%3lJq7>uQ>i2i=yi&pfXhu(ibcy#~>*ca5KFRx~09p@l-1i123a(diX)9MIOUf^S?71`~&d*!|#6-NvTp3Rc& z^n2FNcpD0hh2?BUC!iXWZdFzs9#-=6ed$Ci%vS}OtqRJ;7nQNSDr1wNqqsnRz=iHx zj2UqOA!u`*)o+_okKN1c-)qsRcg45Zt=W5mAiim-T}x9qE^H%i1r-*B7AUCN$rs@{ zrL?`Ll!J-ebQiQ1v|@ioac>M!_Jv0Ko^7C9(mT8r3u5VYb9ZeK&9Fs*LfQ;|$TY)$ z)utoLgQa+XI6850dM9*6=29L-D}1D_=s|23=JQwypF5Y%>=Vw0%8a>kwgbN5l{tgL`q@nrO7CcU6b&j>FsqcST2PmqAQJ)=J&A7SX2z3JRiWlFnbO zefrvDMBeS_w-`S^Qj8jB z=Fb8Os{q3i?(7|QK{uJw94SvW4>`q{{rY|^VaF<@{9^>#bC+DcSj0<78?V1Qxj&aJ z`D=vwcLG+vnWNybjy+oeiAKnO?f-Y{2Zz0%tUsF_;wJXT1(+!o`U1~Q*hi@UMNMZf z9I*;%jKj0|k%^$_H&;}>9sj2e^&b^rM)=LHn!4G6twa7(fHMj(zx(;$G_={gIK~cf zWEL>~r~uP*Tp_2Rh@Bcw9`gTCfMH!n^#5Uu93ImzJ~N9?6MB~Z;a}TAIr{q_6<{W` zXH`_pieM`sFbf#W0?hAz{yE7@qnG9Wj|DJh0p>pyAlN$ea@)9~i^$XT%JPyB_)ra|A01jwG(of9KJmEEr7487{+@3mwfdRofGa zuv1K(bDeQ5)V9quUMd!cQrW`}*H6b{)L?jff^#g=>Ud-`yYg_)NHnt|R>@4CXy>0^+uOfMu&#tS*rrm4X-`6L=j$y&Ht%uZE+wmh;mf@oJfQ`xq3Kq6zY=uzWc<@8} z_jpXd=n&@Gl8<{iYn}TON-^W$qtko^C*kmUFW+#Q|9+Gmi}8$=QC{j=ZRhJoZoZC=%*; zyOk*Mhs}cu-VnTUN5GHm0YA!6zQ4a}e}6QL73y=V2huRmS5@~Zya>v&_jjG%QiB`j zBQ^-D#X>UPZ1M$_G_-s@WMQS7ir9kzL;U^nQF*>T@ZIZ>^E5yHJ9anx(BOt6RZ9`03bWqhQ9})jhc#*c)`?lTk)3=B?VIsdud& z69pJsCA#JvUt^k_j)?gM^r*+y`OB|p5q)~(#y1m!_ctKVFZ$`w6G1pUD6(2$XF8(f zBX8bXnTnh1Z$9H77}B>_GWt2|>!G+cwR`-DB0PIn>sB+N1p%*CtyZ2{0||@qQ*y?( z;KK$+1)?0Y#28xyZZdC_OR-BJcFf1;Iasei8wuRo%sX{@#2Ty*w;k8Igl~Pxh%7CHnifaxv66KUci(sNy*3SEa!nekP0einA_SlCH{@{Bs=xnjhwsFKgxSb(*pr|V6q zP%)^hG)UJ;kY>G~W_=O1Qhfd6v3Y;N;uIHs3ayBsf>_J)hU&G^SRw9G*e2u*&epOY z@85YL#D4z7akJBLE!kOp4hh}8$%4l$wr9aSa>TV4yBjcmf9#ABnpog4k<1>vMUw;O zvUVD$h;<>JxuEgI`9af87Eph8I+!+QK96+53d_#By< z3cDG6#e!#xFz-ruIA3E0o;~+y4V;>S2X!}(x33Ar@oo`oKfX{r8aa8_Atwre4rxC< zMWg^OF;-G1re-5Z_ykYAbsNeAuX$X$QVDD0ACf^${sB9l8yXnR~9W(#DD)@n+`7w6?s~1g+HIfRk zTko-{kX13Hc$dZouP%o5h6XcU&H~K0F<&v3AZy;*FJ}J;Cbr79%nMDqwRmQJebNw> zO!&N0Jtwe=3O|*7(dPS_F^o}fR>^=Wv*6r{)eXZ&`E*uc2Za^9I^GK6B@r&58AI<= z)X$<4EM*G)RHUy7D@!1zi=kMm)&j9M_)Tqo_DQ1-9wV!d=KI&fcxSFw09_}K*Swb7 zcDxMh%f`GJwjl?@z89R+^KHXiIccuw)eY#IDU?5%Hy)K_qDib{7L)< zvB>VRDBbm)3e|z@WOA-0fa~}+6Q2?PN6Nj@bpA8{RRWRGq38dfJih$DVzo$Jv4je% zL-@B2ahRukIcB~rS(QD*2h#t#J0|IA%AU*;@X``_G6!K26T{-$&S49eQ?w$a)^= z@ZL-OFvS&h&y0~5E!hMTO-TIOekX8t4~=m=v*qUhB#@Zj;dkp(cc@!Bt68$GpZLf7 z7ZVg6>f(QoO`!i2n2ZDX-To!#aBa(w_hIX>{}i~4^{mc5>-Xj#1riP|x#lA7H|@g% z*#x$<9AhnG``!K>5`|Yzxp0rog7D|ZA9?h_!A`SaHi14@j=A$c*uUD?l`(H-2e6(0 znauSQt2_SV2s!`1JjN60clw6irY~cq>%hJAL&abcy>S_A2^g13-b(((Q2}-I#b83g7`kVzvadDKYwyl7kw_syr#K@4)j&(FRD2t3PjM8I2z! zv%~xjMq>7hH|62Qk=SS)vTQdujgpR9Ds?o2sM-fi*SJR(;Kqfc>Vn;M2%FTNbyl(z zgR2T9uJcx)p!ecDNfORM{X$lk=EtJ-LG4z{Cd$b^|JgB-@|0JE=#CMuZb0bp>xv$e z=;dV0Ej7Ed1U)iZkQexhj>kST;9@Gp(I}0$cr~&f@lRWo+eSS_Nu&F)qb*U$kmq_) zxtTiL+g!b^#EP)G;^XDlB*3-fYISs#@*#GC_r>zA8r1Q*w^ht4!OIb9{4Y2O!ll0S zqF-tCuQ%9eD2J~(Eu~zBbBFw@J?MtoN>%J#0#^eP=B7Lx<5di+&{-CtvvT41mWPHg z^Pw_Fgs@$i7^fX7Xs1($8q>y|cYlOpY~CaPaSnm7%#t9kPY~>Hb%+`(6=BK8v!04{ zd|k26KG%BYz$RdM{v7hYl`jveD=;pD(WH|6Ud3`e@8rxq7f3fwtCA{KB}HQ3s{KL* z8U^-HY<%wWtN`o0t@uvU4eP7B@4D~4%Y#De4v`b@(~%)C)T7``K14p;(C)ELfuCJt zU1uK^3_goH)OrQLyifeZL}O3zTU;|cTZ#6<8!xaoUDP zDZkV0o!Xd6ykWwN(s0aClkjUbc*cmo?Jh+&!vnj%3QE+Evk@)CyxS3TZby`Yi%IRG z7^=f*8;4Cz$I1PAlf$=GW17R&*gj%z@?{U-QRnJ}1%`=Ns=qi<{xHauorjEX4(r6; z&}4v+VQyF)r4e{}$}A!wof;wFyJ%7iu8p_k3FNCmVN=~m-<(?TzIAb&tQv;JNuSC$ zOBUfqy?vmjWj@pdFC8%zs)y~@rs4TBvM`2u;~59v`6EU-9?gZy_Z$($X_SXsUp>o^ z@{|rUEUpQORw7ldmxL-2kewR`if5z5TVhN)$VOs)5>XU$SBUa?UrAG;k zU^7lw3_dZvmK3AJRH!jnB*Aw=VR$Vrgvaw~_V_}K%h+IMdkA)$$;C@9dx9<=MjjRA zOK(dtlwDhlCHe*Tboz3k#dBcHcg|L<^SbjOI;I@o2G0gAA?r)ix`l)ttVPFDJ_?u$ zLJSyg-fYOHe7ko)C5h=Qmcu!$*%@o^6sKJZD1!OSe{(jd;Q_+(HXW)d@fR$?98nVrHw1Tm>_nb_F0eeSt$IbcGP ziB+J>Je^4>`m9^>SvLh|n4Pa2a2YJssr!(KgUsA#qOUXJmG9qy>4g2867xLpAbCS> zEUz1iS4%4f62xjqM9Jg1L$h$Jtt;%6a~L=>0wM&=8?j+z#gvX6CE&BW^J92_0ZN&| zrW%gUj4cRL7*KwK6n3m#Ov$`CAP4AXP)g6<|guSM|+(R0f~x3fZA0VF;Xk`1#BE=D1QdrEi>@JtS3LkA2og1(&4cukL)Q zNb&93a&d7UR5S9lXI4{T=4_$QPH{>dcpu)SM996@e7SWuH`u zCucmgw-8*aVyslZ3gwB9)ZTNba&8&=YW?%4CguI0e9~iNJPw{9P=T2yiZT4hIXc9 zeuaDuPBURs$v7R`c59MeBMSB&sB0Wq{Ni2?TX@$x&J0KzKQUId$-v>KT`vz_&Ok~10qIT(71~)Mo@@0g zADS|Q@i$*nDhto$=ezdNYB7*^mOQ+ZE%qa0C zRDk|`SuA-lzYb3CMlIR0xf!p|sLXJ(@rA!*&BYNHJi%wGa$Hr(3mw_Rv@``9FyAiQ z>3e4d&dy%>BX3>>f>&SV-+t{G7R>)}LpO_{Y5DSP!{5~Z-#Wg_)w6c|*9rPR?f9~U z2}{`1z5e@cX{{JonzJrQ#1qR|3V`wF|A(Oehxb=*yVje8U9tG@>;DHq&l2LS z4lI57w5d}=FvGF#&}JKF%>T!Fl|S}m7oJ_`{=vwBO^{J+8wbaAfBL}MA4|xJ{Cz(h zL=B(Q&}$yx^l#L47Bq`h2w(|wmQbf}W_!+5EcGemhq>ps=HYy}CT&He{!I_r6$<0~yBbL^?jyXG$u zwPJ%_E&i(@@w?+slHF3Xr_$tqEvR2CI^_oFG z@k(^(t+>}Iu$wSj=ZswyL=qeg74)fNLHf|5svd_FW^=tPC_-q=vI$ctcI@4pg_^@U z^YPd^_=aviRrDkFXUb6g+Ng>TF4m92vBzq-ww^~g8W!iB@C*(|naQIQt8eE+`~HUJ z#$3wx9X<5pgJ*dNyJGt`*S8M+YvktS6c-_6qjA=b83Y3fnk=L@i71u>qt~w%OoT>M z#QJ%AD=|fMVNaV_33@EPjIt@J!@~8x_QBkR;JRy|;JhUlYK%(v_FU?O@K^|t5SlhO zw3z2ARfN}Gs*_{<)Puc_P-tFIaqJWF;m9ufA(T zBkL=7=qH{cO7%0FxS;Z-`H+#enr-LE|s_s5^5Mz6G(%K6yGFuK1aAJG1Ur>`@+U8guDE zRsm*SaVEShGt^J@lhD3wJY%PL4a_6PUG&=-4%ZE{Yj5U9VYcj>#%n90ARKHaZhRmM ze3!QEeno=5=cbD8v>gRFv#`U(%%%#^J{tQu>k^}&U*P!caGfcOi-(n*H48D+{?!^W~^2L zE*>g;8fsXJlU&EfMY;Q9s7G(cHKHclEaPq-q3Z)f>*mt_X$9~Vz31D;TL8DK($=!q zv!Q(5Lwo#S1tx6!ru9Ly5Tdd4S zWPE;OL=dXh#B*(l=Q60El%bO%k%3G-8j@<7Y;*=?(W=NSo+{#`*R++3Eo^^gn2J*Cb(-RO=Z$!>ddk5R{0!9?V1 zcm`36ox78K(!jIU*NKO2po2&0D;k_Dz$?Koc`e&=(Y24`k=v*`tmxUls%JmtE(@P; zv6jz+-ABpp5cy(IpYWUtnBY?t)$&^76ia zeX1mzX!9p!1r{v{z?Gn+;xoN;dxEl(6W(Pj z`=Tm)VQFEQC*tOpSByL1g&@gu z8H#;{?-#$#!nu~4YPtkxdOg~!R?at>I^54x(+_3ixgMXSj zow<-?K&=B(;nK(mT(3aH)a)-apA?WqqTKeJM>TBY56I7169@Nl3Ab{BGnS|KFFVbX zj&mn?0%lAtgxl;#&%4blp!Q|#*w3$naV6R&e8A8NTCQcv64LG%;VyQ*RW}`{&WVR` zQbA>Szn7&aJwFTAeBATdpd4XGbR}E{Xe8I)P^!Bl7nxec)Art`35XG&?*y49{pEdj z>fdgb|E?TX8-tyq^4s7QD)?i@i#qtN74cmwQVH8L$8Qaet0f58yM(5%r3fgBSUpdp z1Ct8d%cFPt|gYnH0i$ zd)1lNyo;#p;?j$cO|7bhv>J9u{2-WUlf$s1^8d$JtwPB~C;qDhB4Z@@PdmOWq4AH7 zm9~~#&=gK>EjePffXC?z~}~`|kZypfISssm5b&w3UK2g31ym ze-k+BBMod}u(9!a%;S51c~==X#T*<`e|fThcY}Sod1IPuH+#o*njELt^G^(_GfN<{ zgdR(1(N4l@hg`v$b0zXWsx8<$p42g8-|?@{**&e2e&SijJ=kNV1mqY$1!H6XHtg#y zGnVgbSDl0`%YS_i3dfeA98M#5iv@PxZe>!da6FtO5z^dZ6{GjF!WZ;brck+kMys^1nRw zzx(+c9-BGL-Qd9{kpCs{ez#uJr*|&58v97Fm>eA+bNk(TS&homy<+Sm>3=S84_Wyv z_^QGl>n0}0*m+pQ{XgyaDjHARIc^kpUt)$i1qDN+ zs*mfTV^9#8Dp-OmUP6Xm|udb%Tl>Ue-V^c=Y%CA=xOe zIl^&IIRg`@FL6gB6SHF<5GgnVKHtUd4G)BPjE#hlW}Q+!RXO?zkwB9@Kqm-a74e^^$#1&v<% z6M5y;@Nm=$q_s#<4ABbt&`J8_1@d6vPs6HkjjJTjuI4>KG%ch81mURT+(>G89B6c}i2h1*c?U4KtTF8|v4tX!}qO?H21x^|utsD>^3k$mE5W zAeVD+w63}@76ncGHfJ|=R=);IPp1y}q~a|)oC3w*mQ){}PoCz5n?@%G8P{RQ4g*t9 zhZY<)FSmKlSB>4Fn{&9XQU}?+P1wDSMq_W*$CeB&MuDWsXXhI73NqtXYVr6PZ^ScR z%9TwC^pF}&G+}0JM-D`WoRyttmx7kQvVvWx!tPYxSuI-wuzjkO%Y-A|2(6CvKCAA7 z8_C5Ye*Ni?m}>E(by+6%xDOXho1KZ)ogCY5tK{IJ&en;K>~m2iI%a|QCxVHk)p2&5 zAt)SE&<7JFZs1<0Bza82D!f^$l6hr2llb^k`P}L(SJbZ0VaKwzFL>&4TthL$wOOm!0oUrVv0Y- z6}@p-W+b1D*`i|#PlV;+YK$|DPM4xnDY|%;Kt5!jMI7`rtHDoCVIWL@jsB`zGFrZQ zKMM^Clw)2Ppj8-<4)q7?_dHmihaU?WrmsRI4tyrJBY6WSdtNRjFZz4ASuDgIpY7T)|7Yjujh zr{;BF61FVU8#*yC7JKVchvYA)!I)7!osq|$;K@^)PsvAYQ8Ie(@MvKt*o@;Sd2lHi z&o6ZIYLEbZu=w^1U6Cxr3~EF1rDky%j?VOa zbkiXhg-brn#p_0(Oy#B!jcf*GxV!@8^E!uSRyDnAz)!e+Gxq2Y%MgtxxT2qE!@_T^ zh{;O3e(z2>b}NihR~SY4-8bV)&Rz?_&2`dd>&WBi+^}tu*{ecuC`$}4c~guU;qYs% zbF9&S96p7Ac3-4WijppiZn=U6EP40I z=+=`+j6AvC(uHEY!tc7S;SXuR^u)ADiD?NC7<28#(U(==U*5Vei8^+DMh_nd#;=n;{TPv49)J7l_qmRN`4&L$TfaEKJ>U{MG#}O%Qu0-(!(lfTvTOF0B%- z#hGtvPvW*V!%RH5(}q70<^G(fL};?+uKCVl8<}#bnKYhUsL%${DU6Lq=?jNwFFjt3 z-qj@^SC>>^=Yb%vlOOWXsq_BQgG=qW>Un;Q!Kq+`)D6GSeK`mNCF)9jT|p?H(7ogf zqmz57bHqVn8Lag&40$J!1DR1a2Zj8b2;QaQdvkOVG@s8nE3~c-tM8whFnLlNbhsB} zZ1qpY8X_mC1~h=jX5EnL?n-P6S3Tz*(grkj9kI5k$EOW`FAkh0L78V7J8xbcl1k6| zoETn;tB+oos5d{ulA()CcO40Ui+omt{oF8EY4fTDRD{4ap*6JKtP=J|I2??6>!9_v zbm(cK&>viV|5BYtBe;5>3O=Mx_vN_Hm#BoI*o31kI+&p+d*myksrX-kK^WPNU1W)=t=RXS5$W#amxW zMmZojb6~N~HF{Ei9lkv|rY}cval1bc zetJp;J(IS4z9*{f*mJs9?R0N8+-I!~Jw~uJvEF6EX`wWkv8PNabwwxc1}vaQ4X(X? zZv6InJ4W}Nyih4d@URcA>+0TDfv4_-np$}`){pn8{X&I0=@&D;hAxc2^y#~Hy;crK zn};N?(OXJQ(BIhkXi6(WUkuYZBAf@|mQyWvZCVJj$?vK~lTl8bLlZx?x8XzMd~Ii& z8Y;LPdG5;fhZQHz^C# z<@JM`OOtUZNWHo>uo36BH0w`Z5{`<4YbT$FE5s+K+nhc^?~fzieV;;wlM9P)8i~>S z+{d0hOFET^ZqM+jpKQUadBW?qcV|Gp-uvUx9pz}AXEIfa3LQqlPYr{g#^V*0ixP;s zFXx>i!gGr(FOyzGnJQN!&ccWuWuPR8`*wO1r=Xbl;C*XS-P1}K zEc+(N(-VjZdbyqA#76OLw=S0+5sQXdokP^+Y9J~+`D#KnQSBKibBz?EHLr(jsaPX< z?9)7D&*s4T>ZH|L(*H+~uXC{0f&V%||EC>a*68%#AZ51B-Kugf>K8U|?s55N$M%2d z__B`zGk(!~XFbAljpC_xNe-C)^H=}Z$F2V+=(&FV4|~To$h7EG@&0@G$G@8>%5e&7 ze`W}BRv~~T#8|?NzTLFD+L3s3mUmrED0|0KL5`!=@N*A+(eDJ&-dVFtwmVp}2{P&! z{#wWqz^sA>>vQ_np6mDcB8EF_WsdV5wh>;LzXa*;_J6AFi|(>UE4C5bg@5h;ckA8H zE--8#a+^(1&;G09`@8k8c|7$GKlQmW*78-d;VHCJ$ZlyahooGrH(J_ zIGH=;AdmOYzpyTYzfL22LF1r?SN!m|Hf-l#Ozzk6->zS`!QHX?Av>h*U+e#{@H8cc2SLTnx|T}Uhkt(S*NrqPfph&Vdp-%hK?NMsh?kvQlA0s zbCQM1Ripg!REiRU8g^ zFrL3#W2A8&xUTItlSrY_%?jD=<`e3%Dq{QiO_}7;{3i7A(07Upku7x);ilN3>r;3h zM8-l*No`VVNjVgyN4!?HE5>0BjvI9}`t4HuB;lKHE{q=E(-9QPhNb(aBY3BCMZ7QOS8mFBX-F~KjdgKq1dF+99esS*+iVDS z1*J?|pMgfV#Eb~4yg$_vHmlFeLj})~N75u{t$ZFVy@gsN?$=bh-5HLP+kW_V8kC_U zvnfn@JjG3PCcc{6UyHP=d(vaBX2O&^(1bfM6>C)o`|^Zy>4s^g<4zJPH>;Pu{3cU{ z>0>YWpTGYIOV>|qJ1y;vA49kK-^%rY*3t!meM&TnwJxtqk>W8j_@?SUG^70Muv-Z+ zo2#HNJV$N^e-W%rhR@5~OL@OLHbkTu)*!>Ac9)2L1a4;rD~j&i62Svd#;yba%RLQ(|?m zX3quN`j{;LF;hPcBRe3N~ka#C%PgHho#e*J`({WaGXj%PW9lVTX?(A|d2J~JY zc`>sHib9&_%ZPS6?yQ=z{KIIxbUx;OnSTFGTn%G`%nRTzv-eS?Un4v@4ybff9&mVF z>&)QUg-BW2efP%M41}L{*4Db3ifvQN@2>b>i^FdoWF6*l!aEZm54X)Oa1$!?dpFJn zQH9EL9K5peVX1a+&&CwUt^asx{a`u{Y4eHi-%7BoGQq^ruVY~2T=}>vC>_qLY~`ltGWCssc=m8 zQROX(a!H`EKd=^K14Nxv3G%bV zc8&SBnIw>BSsK4zL8FeHk2(&K^@1xme4&&c6(TS9f90Zl(xIRDkLYyd!) z5=TA-xK?7t?tF*eNF;a%+FXd zKO+LpBS%*`OD3bQVd$i!dF3#iKfZ0TLOym`TI|7MORRMC;SqyP^^iuMEfS`6QjDPO z;jo}R$~A~Jy|MCEM>@=h+#J~H5`vb4!48VVET)Q~<+;3UB-gC@?o&{X^RJ{HFC!0o zv?SkwS9TqExb$n?dKwMay_@`tj!B_1~z|FYJ?P@T?T$Ms)VnpGyGh zHTTbVxldl>M)Ud%V1G98(!#Cef!6nY*qL3o8Zpg|+YR_+hYMz?>2Jr^8 zES0~pds`vJ;mzt>71@G|nl%QRHPPr~u;QMTVe1h6wa+a|abl?3@=_A;ImgB&9itKU z>3S;)C$?wfTYH+kK^MUr``_JtXPu9p(4;$SVw-T(v2L{g(eWh+)XZ%UmBkCGM8UcvX8b9) z^WOv_OCYd1fAm$_#=Z@B(YY@-hyewhK63Bnsze?gk%E=fbT6@*q>7N}(4vIPYB?(x9f+Y}H--od~ zn>`+ooINYO?vWGzc3kv7;q+l!N?-6z-x7QIip$ZP)~!*dHH%M}y(%EOU3ZcTmJQ_8g zFx)-Xwh%ICJldB@0=Tc`X~f%nY?@@_-{hE&H|drd7E@{wKSKRmH%}y#_lT^nNe@Sq zU|d4s$Osr$rC$3wsRUdDhv#1&Rf-Lt);NqHPbTlgeBUCY8WPYWW*;pen($ZeOr_Qe zOkOR2O7J7)F5W5;%)OV2OJAgWxv0Y!+nP86q6Oa_DARZI@}qNs%NVdgMo(^Jd^#R@nX4{@ruG|xY{D;Gk-1hcz#T6g?u*_b0>Xjd!A3xuoUQ8W(M{CEd zv?2&Ue7t``4pCoS`*PaiYf(7nl9|bgN~~ScZ}D!h9G#2?Cf$hlP1X4}RVNUDSG?U*HJl}=!-ftw`q{@>xkjNh8%Hf$-`@zW z!SoTlGF>J_y}h}@MSx=hQ6q!WEdo7|CKqNNb2%T2m5ZETKF%X3Sn+7*6WJJcL%Q!oc_RsdMdlltD{=Yp z?cHZ$%AiGO%SEOJ>WoItghHspf)Dl#dGq!w~FH^d)Oo?d5%#pq- z)P7^!saGK1_VTH13rbKr<+-o8`!Pi6*n1pvbw^Q3$&YK*&Jd4W|0LV71lNZP4J@GR z{q08k>nR_o6VA|~LRC=9Rv4a3&>XF#7@slpdv|4(pTP&Zo)$1-OHI-c>&loJrH;+k z=7Q-q6q|LBf|@Q<+)Vh@0MR|!2xoeH^HFD>O-Gi4Ifu6qZ<;#&lXG_usjtPyfc2)*R~t6mU3b#2%rn;bNy=JXg^<>9)lw8n(nS$KJ7O4$?lRtSn! zKhz|zss-P#Ed%-Aof$jYzcjL@&b$}Qgy>sJ>3q$k%?s%6+Y zdSs&VN>a_0q#TTqWMWa_cc*LX^zIULr)p?q->$&idz;2>?D4~s4|x&xZ|@`O$;|nK zYEC#@Gl~11Su(Z<3TMZwWl$crPWz+1S$KG2j=5hG<;C8LMvw$}N|4_;FC84x0Yb^q@|c!vSH3192G7oTN#FZfQivO8Y1@j2SlXbyEdu zEavnjbtOVF@BHZ%4gt9RW6VCigeMqz!tudqqQ}lOP!Z#>$iji!OEUwlav(8RA|saa z==bOMagGkIhI;wkidy9&ln&?N&7#Sg!K*D_uC_eI0Xa5AFCo=OT(ct>iFV7Il$Iuz81Y%lo;DdS5jc^I(nprXy8>@ z(+=0(s7F9(^YYars!*b$GR29b8XsoJle?W_{A|^&oVc4I%haa?X&kne9$|Ply(!N~ ziRk3q{@LPl%GYIf3JJpXF+`2mw-TPbmzF$v z?}?Pzg&O=q50EO)m*yVtfU)1gRki7M{f;Atp33)h3>b{Adq=RZ^lAm$?rNeWhxl}L zQ>XCm!+}as$|INV6F4}iRgc!Z6PFJSi-gf~hFO6Ma1GC+uWA**)PCJn1G@pDfBD3x@aw2|Gu&c=P%bWm8K^QrJ$FCyDB$Mfo4q10bjv}4Mrh>Vq zR?W!XeEi)h5nt$?9I-_H_&u0O?~)vL$pO5Z76;U46yt-=*ZhdVB$%|$^s}E>46XWx z^TP`0IuP-mbw)iC4NcM<)+e)mu_hXS(WX-o%DlchP<|qNNTO*Kt}t?{$8}kLq0P=8QSI|h4#huV#USBCNzo_TQBb5qwpG%9oCZ)pb>&@s- z4QZH<&6Bng?9MY>=*ymu%{X4wBqvN>=ALrn)taVhSf>6+REqMr8T}1|gF3=GBJ`0< z!t}w_2Xk~r>x|Li(c#q@yZNvV-)1fy{>{U6#wjx2lIVlZ_{~Fg1eA3qYw_%KPS8L6Yuox)$CX{s|Ly$A1>SfBqoXncw=-?oI);nnSl{b+ z$FC$3%5i<%JvKp19#{5-zdmO#2weYc+_KrqoUP+Xxy}E<s%#zEa<}FFTF)v3 zu?kA8&uMj-?lT8m{UqkIrP!HGP&28{j6M9@X=FctU(XLQc|ep9)^);M#33ff67=j( z1N-{Eh%=%K9X#09lOX;j=vjpTRw0IUK4?GF>@VEGk>H7nS|{$X9sfc(jz1LiTf1he z&N+6MZU2-1SkSx8|J-QZWx}@pr=Vw?i~rPdW`lOceQCJ!!H#lM?}wRXcTgRGpED)K zz6|2INvj=h7U8Z$#=g&E>+$HxQJcGzL%QOdlGHaENs>R=FAh{ci&mN zy4q#6NNs+>;WCSoIgT&XzY1Rrgos4hmHUG~ddFGAefdb9S=zOK9^GKtuMt+w%E6T# z%3SL<)xq(_eaF%zC1~Z!zdy334683l%}=tR8&##7^oRlxNeD|)fX>T)77NYukfPpm zdsa#X1#ld*EQpic)$!whDh_jc$E`$&8r zxHLEJgddDMt&=tU0};6ThD3Hv9x%qAU+F8+Qe!Pl!`|gU&#O^=(2t-esXKFos8YV{ zrB%btH5Cv~EF@hd8q%m`bpwV49VV#A2p? zNP|xMBDKBO3J|8lpgk2qa;fhktxc}@K0RyQ=yVz}AAN9|kv)xF+BtuXuO)TJe!)^g zGd^~9jmrCZ!$O@=6TOjQ-=qrR=yjnvwjv!XWEGng))e71$vDmPY0&%l)HrrXCEgkr zrmY^Af$@dX%f@T_4G!q?H#t9AIm*l~W+j)oH_e}B@-`(PB-++C0J{GHzpcfkTO=xkH z4_d_LI~RZTga3{J(X}o#0&S;zqjXmRyac6`-NI>fdb{(qW(M45>D`%*yNY3aQ;C1p zBFZD(>bCz%E>U2auM??IVNzL3!7;C0qe#8P5m$;dsj6-h{itV&i?wvbVxQnah<()4(t81L=T<3XzJnqAKl+V%U3~)L5 z2QTJIAjv`B}KU;lS}V%9oeU(dE+}Wp%&waAy1`9>L`t7rdoMs zBXixwELyOX8Bg{+3y+A%>ar*od_T-CReY|*F;4G0cIr_u*Isyc+(sYxnq}8z8vA3i z(3sF&lzaPA#F1m6Zy7#SEpXnnm99_uh^WX-ZMZYqC|QvZ^Av^szD->nmk3zP1} z?_XID>08PvLr8miQGWWQ%1kF@{KyyZj`u}ppX}lj8!A!hHGb;7(mY6vf0`TXNbxIf ztyvE!<|s)g?Na)?Rvdf9zkkm)(ppQsvr?z{I~!J^B^G6q#>YnAs6zH+M$^@{5{y&0 zIzeGbGlZ{k9G*C{f;!_tK1+kh)K9-PN|7eQ@71FcYqiKE%WsDDrv64~J~#Bbq5lZ> z?u%L`dig=2`unBj3;ik6J2G5%OEzk`SLNpO7vji#!wVtw{c8FQ8x5jZDsWn#v-8Ws z=&}zf4Q6G~GIqN-GO`8ge$$Cl5dj01xl#>!UC(HVt5e}}i?!2n^+vjG5@~5g!}c#@ zZb?;8{84CBnMl2yPgR?^!{MQ=vXwvkYy%D5*>z#D&u1w9Jf)JW^*B82{!LMn1}a=&C(+J z8qoGpYxMS1AIR=yic@{CO4#+CONb9Hu2CX&Y6cu$JwJcuNFL-}K0?~C02$>49C631 zPk20uR*+yuK#%L`|v< zvjv@&O8OI(^*M87Ly#4(Sb-yLqZVza>+pn&jcw}l7L1>gUOXo_5buU2uFV-ig(Ha% zUoW-=QLNS8C5;P6J3n`arR&*J%C(j%y+%x^2R6EOriRrBy<2%y=2R}F2HXf#G^qgB zlNE07D0kbPbz`S|_zg_^`6@g$c=_3HY%vlWe~2m{YC=}>w|rW_u#gmMx)=wzFmvXz z5ja4xowh5F2t~x)nqMYkt7wa5SH3L2PyGygo2$wXKRaRZJjuB2lp?Tlfw6yJTpksi zHy=4eF<^?kk2LkwsxdX;rUB2i9GLlyRQyWE$?}9NZ$v4pqL77Oo)T?n=sY?>{7%g; zGqIj_xQ=*6OAYuX_Kla=R|c>oJN1a}I!h{JiUBP1&uS7ruA{>DbQ!4}i)xG?8nkuV2f7|QpH)v% zsKFJRbsu>b)xdW>Gu|Kw2U%u_x#T+Svb1t>E-F=-D&u+x8GaWvB)9SpUlnFclUe5V z?~9fhl1sF?%Yyyk#PI3j(B8v+hk=>B{126sxx{%w&HO-Z8fPZvIPLVF9WuT@etJ`M(47 z=gQia{+|N$T>k@2_8>4F1Q^W8dgwV9tdTEtl4f}Qd(QQL(PaM@K%X{eK`M5HUwxsz z!;cM+E&b!1Y%z=DnXA`0vjKXd0JFt34Fayg!UXMpSy536-sEz|J1YdT0crw7%5Pbk zY}N(-+ZT2~#-%S+d22DdX%cmqe_QAGAKBN}9iJ?H-~@Zj(!T&LduM;}IB5U*=9t9d z!)lHnat5ydPJt(e!r=DV3lYCD0W7bJL}G@YReq&4n~u>;b7 z?f>t`&itAE`1|&cDV?Z#pA8WHYyCk0I|%6iEhZ~XLrLyXne8h-2mIUPSN>CzJqYN3 zJN}3=$7GDY*13-{(Vi`4i!}WM$h)M8e#etHek?5`vim5=xqd z*s5^nh&08FL`3yGvl(58`ZqaG6ryX;|8$#gs1!{g_uY56MP^4@P5mjC%xmzr!-kd| zuq2@Bly}ITeCnYJxhH3l+Hp)PTrMTjQcb2fTSoOnR=~keZphWn5+uEUcgspJ597^a z9uA9Z#gaR1KOgQSH*bjv0o|+8aB}Fla!))lUZ8r#c!@$DL9V-t- z$6$orlXjzySOm=WXs}L<1=o!q6#*23!q?Ln#u-aFnt^7jCuzc+|8#{a{~Q8XGjy^} z=VW2zhub>4dzc-7ha*bH)FSlw)=SGM$8@Yq!QDXKI-E*ti_9V5dat}8YRB+)tc%eDZ8v@ydE+PVwI&8digDx6bdYhv(v{!suJ#^C+%_OMm#C zOwtfW1j;>Y%*BfI@(I%v+c4vezGPJ)14~<&$fg;dqh7j?dRdK{W#Yu%&OxUa6LA#4 z^tSvnpSE&H{}lVm-_b;x+L(t9q$xXWtMp#fi!^8eCGXd0!ey5=m%Eotq}0zkysmnI z+qE0Nx%N83QS*?9=(H#V-R}#F=?cdjlfqBmd2$d`E`NL0nL;=!OWJF_Z^n27^NxJF zUe5L}JtjaVNm>C$D_T~P2Y_7kv8XCw`3tbz42A(#WdW1Z*jPnH0?`L=RE!Xvl2YHQsoAp{o!Kd zFx}^+AAXR>to>YnD05iFDwP#e!D{JY9lc_Ve=|NwB#Z!-V|tZWe+|O}12{xwgE^AeZI&-X^+3{ftD8Fk3u zH`*jKjZFVU>ti3wfA@Z{-(9kI1xr%a$nN0CuipP;; z71*lbtoXQ2*{unybf1^aXeh&aqxelm@r8I{)wb!~x+t8x9JXD48pU}jq+f8@P=lO# zo40G#kfcFrO}YDlK&;?DvvXMfeaJkB-EX+o6@}M~uP3B3F!Y8?+ZKsz91Gaqs7Y?S z?mH|JHHgvFIU1&mrc#dlg4LKhuL!1+N(LJkO)$udFP$eEOQvE>;9QJJEw%5gg(#=~ zbc*Mc@Nz78cuDRdnHn-J{Hz<(1_~vqe*yXux!rnp#E`gWTrr_^R0tS`k3GkU_~GlT zu6etS{1KX7M0-Z>XLTQ~5w|E8-g%E5A97%QWW2l$*HauH@?}`Aat@-$DID0dqy}Z{ z4o-WX$-sTHS59WHo*?R2!NJut$yNGti;0$LF;;b6X}CUxf%vp3iD^>`vFzB($kH)+ zsF<@wAjOzEeIoBFOjR<_JSAwg1_3&gUfYkydHirZcl-F{F@bPi+nlO%^bwMc-<_Sk zEfX(&0L z6fDoBC+Y4f!-|-um=EnmIL<0CRARRF(DpnkoX%J|UVP>FEHsHl@Xl_DM#HoTg2m4= z(Lrs3IC`Hi_f>tLY#0FTwv@u&+37FwtmXl2(?g{-yeIduO$_Wj(^B6kgGwyRb%$m zY0>CV_fp(!n}!hY9U;vjDKJ>yBwm}Cf$n?9it5O;Qgi!=y&s-a?)Jy?t{YPG&^Kd+ zWok+~)(<=I{>AbFobX;oCGRHmuyTYSp^H`V&Oy0-ZlVrRt6BB#TJjKyBhN635nK7i z7+**`%~9L+XiXmF%)2i0HfSWXwklOxig8x>yx9aVXG~N$E!tachljH@1l1`d$8^1Z z(c@-g*+|F1T?J$NV?PK!P_sPUjnUQ@yq&jKVH_D zso0pAjA;{p`mfCLHq4e4Kw8d*Iw9%NqAcPm+Rgr7fJ90uiZ4hRRfMSrqs7 zeivUhrb#AG$q=NJ4BjceKO(E4G|&2k!I*0B@M%?;ic~_6Wq+SMpjj`2*KVfS1(}sH zQv}`;6S1y;ZC!r}qGCQi>yWI%CVOV-J|D{mI^o4?yOeiWHKKls>1{82JIK1PT%!Nl z8U9|WX*)BV;IAd}v~*M&%*QN0zhM&tCrw57C6LDZ%#-I+rVz1sYF*9SE$izb9Qaby zwzCdqZavx4YI9b1W zN9N#>+sZm2co-9wEEVJXpdOj5Y?*P5vsqFRt575urG-T6% ziPicqfL_#k#9bJxnjf??_-8;r2tf{Qg5z`*$X5gTRh(&H53D zLPu*<**%SiY=E2qjdAxM0dm#7)7J@nWv6@-Ah{+h%Z%0fCqUO{^inT!nl~GuBS6Z& z;=u3hfL7~@xLA(3FB_npp)`ow1_AwGXZbfxysjR%hEijq z&{#?7nDX1Uv^FO;%KwT#2J{AEoCX$Uu5A1NFF-zW;6Mg}`M&{gU3H}i{#NQ&((TwN z|5Q*I80@E!{roBWb95+6JF#t_O!EG4eeFu|V9O8J{u59StUp)?7`*NV3sdxGwJGP* zus&?E#m*FVh5*H?4N&g?Y5&Ezy(ah1VrNKDLF%6YJ>P*l6ac(k`upjXZfu%U7f3zL#C9 z-O^o-Q3b1FlnhFtCCsnrGOGbAl`M4k_|XKR>G^@xDh05dW~5u$L~h_JFGWJG=3#bh z#fC<50pEMgeX9P_2zVHJovmyM28mi2;n^Yh#LKg{?>1>nH@w7T?ovcN@0h2qK^o~{ zrzUXw)#Cj%+mAy>mLg@X^=U5gN<@B~u~~yC&)cU@RG&UE1FIYqruLQAVy8(@&62$p z_-<1iyOE~_7X4Za9u2F8Lx$PPW3#JJUym8b$n|>eis%=cXHl%lDE+DXl3G!sW-^>DdKMdIC64UAuP56BK&wC}K2MU}W{_a32DI?i;FXe)3j;!8xY<`dY7~c1t#F_ zvg@itY-)h!s{*5litWm!P@pij5?+_qU4BO$sHqp1Tnbg84l3vH!nqO=-aR!c#ObnR}vTC}4GV$PJqrGfNa_Jr-w`;>6^t z%}l3Lyof>O($np+Fx;1%DLVZL!gs8mtf9=hO|F89J2vDY<>*kDO909W8g%ovR&+lU^qJQ^7ztWLR_RD!QJ} zbQx-%FUMR;qmCS3h@KOM8sCYcDk;`GG4Ty`Os?@d2uZYnkEZESE)A%6x>V<*IiYF0Q%4;hUecr!+603&&5iduzkqTryB*Muz1vw>GQsZgQxoQJs!$E z^~lg|soGkFhn2j7)+5TWn$OLoZ#hxa?>Or(CHLc9JmbV7JsAjGwyQ;>giN|()Rb~x zB;sU6%eP_YigC{Q(rM+cBE$uZbG$(LtOAnP@;Gj1ypVWl((0vO~j8EDgc|i%+|JwR|vTp;!LQN4{A2VEI^|1ysnGz<3=lMegW~ zn+x>oG9b{NDSv`;%tO6q#V>28SSy*!>4H^LkYw^80 zEUhljcT5h%ycv2uXKWtA>(k5`7L?Ol(6R95b1F3KJCVq}=xzlr9S>_*^E3&$4S9Q2 zA{da*X=}V2R{_xln=%#~PyuKlR*PdfGf*}S-D*u^s>y`#YD2+(O$JF`O1^Asr}xWw z7PXzc2*@f=xx5^cD1_@=Bjua7T8it*mLX;I!I4SVTVb=Cd4ah?FznNjeQqI8TF}<~ zq@UuaK5RDRE2zc`6S*<>lIV3?zH-CavKZWcEcfMzOAVrqR875clY!?Og)JuYHlcNs zHh((B5~?xHkelP+I`?w^d#572*?fETNRNCNGhOB{*TMf0b5JK4+&^ZQluIdI^$k0PVJ2TOJcMa}z+w!ZtD1$UJCR;rgp9UC4JK?IIMrLDaEQCrF^pFGPA!H5~V-*}{6`Td> z2|E)Od!^wRGwn+@9__k}+gJPP^Wl-ixD-Jz^k={F^<3@_We3+lsrT*>W0s5Z;^EL# zr@irX7Pgd&-#NP?2|o?}B&`oN!$jrQelse>%Ct3q8at{8oCm+IS|39B%jcODpd=WG zMUAVoEW+AR50BV56r<$Q=^>G?YQSUoa?AHo`N)t8p(O#~^+FvjDw)`PJ4koDP9cm_ zOD@k(t;F!80MP|$K@j53QP5lD3#H*&WA~f*!Nzalkt@V}2;MYYQ^YO2eMSnfT3;q(R;X^~Y6`)aI4I ze$@`URXfr#Z1HFZ?H##TJ+mOI;5c9siIa~HKjx#o)&Dd&O%+Z>@Qc2LKH2&bGA1si8r6(IfK^+T5Li1DUX zHpGZ4178pH{amEi1TH*U#yOt6I>uYK%s53Fcot)(7SX-TH)QEwF7t=UDerv-16ABh zk9pmrShlcfw3NY!rA0|6NzNDU`?oR?LjoB7yJfKbU_15>Nf2f#{MZovFbxjtPJddm zG9ImbV^Vg-B_Pu<^k6zYPi;$Sc8XRWx~cq8eJ~0?ErmB6A@jbwh8qHHC{5zx_~}D- zTNnQC0KJ^O>hAw@fc{TS)&@JhgTS8dw-gH%2xEQIvI1}Kf6ux8FCBVzU`p#>IZ=NP z!9#Ld9#LuO->B3a)M5P_*Yw|9uQ?`_5_j(E?(grXyRre&C4U^N#W8ycPyIH^SzvyG z{557Mad2GZ+eW_+79s}!K6oCOPnBL)f+HV!=H=Aeu@w|3mWv(9{SBZmx4mR!tIck5 z_OA{n`@dlav>XWrY65NSlxbR@eZ{}o{)xpZ=T|h?vQgfp{sQ!a1(-o#{%;-#+p}$-0PVmSECdV|H24Sqz+zY|Q>qj?Gk>g} zAAY|sI5<`*4L642^-o4(NZ|K0QNGNih1A@w&4fY_C6c`2P^l zCu_(mZXM#x28gL3@`oDw0^g&}a`|p-*Dsmm4FLMT1Jq;xl~dipyr%W$95sDb3x?x4 zzXNMC;I1*}<~xrn*uGqD|8jW+y5erAi;#xBu{uazhBUj%Bb`kY3v*Frm=ZR9ZUMv| z$L6h#FF>BK#&$FJjjn`Phn8C4%vwBe&JNp1@hsIJZpRj> zmgDKvxq@R}S0Ho!vK^wl3@nMWbLb;Yeesc5;oeEH)JYYsT}o6j&cu`tG8+m}b=*d^ zudxy(BdbKyv|A|N}gIvKCJh$d^ zj`cuSOmyv*(O$T<(9Zw86;0Iimp32v&c>`SCR!OD*+f0QGl}ag1InAMZO=@i{7*r* z`J?$tFx1{We;QXK5-cvnSzM?^wqDPq$jOZuf4nH`XMGDiCR%e{G_HjEm2b{hXhL>< z5ofcNW;8~ai_(&Zp%ZTSoK>L@@FJ~%)pkTFoh#|<#1(}@P2MS=rg~!kw1lv0%08r3 z^_=Q1(|~iinwBR{XW&*n)19k`On__+L*}$V`sMJsA+A~A4Lvu_YystLvnGCZs9^#9 zD8#W$uu2fQW8tLM(M7*H(O;_ZhS>n{DL`}(b0pwCOH+`GR_45qCK4Kj;e|t7DIRRr zPsL~+$`8J%5uSL)9rg-dx_*})K>KH0R>qr36dB#w<90X~E7!>!G6+k@9{Y{@pJr4d zcXn1EFBK+ipYIL|y;FigckpdYhIV#1N|wANAKP*m=&sQTo?Q5=0CBq*4a|ngTIx(N zW2$F8ftNWGSrmb0F+KN2)nV?nh!Y-u#V~EC9J0mV0oq4*Z28<`1q#|`Y?ibE*Rhnt z+AGU3vq)drBAzJx$~?;xU!_65)!-0^4r$d7brRXI20~pwZB%8;A;rD%tWRJAuCX+; zk5R?iuY7z{nO?>}v=~y%T-;er0~ATRz8}sdRbvV)Srg?9JkqgDnEW^ij)m>y*q_ZsboV*UW0LEPdFrxnd)xLsRn<%=Ze{esfagJ_^~zZ zAx_V()Yl9Mf_7!tHI+5ln7_LJ>02IpzkIj8oHdhNtWQm7c&Jwi-ORSSlyQyZj<4

DI~&mYx~Gpob`&Vi97FEopgNRuB0^&b(A%%0DmHZ%CU}gPMUnXzyE* zrlomN*n2X2;!Yi6Xk@P&DY>N(Nlv8~zLNI3jypY2r8WmbqpqF4tWku`FB^Og38&%Y z39;>YoAPjHV4_@qT43(C#YfS9qU6;c9#?RPC|k~*?KqG(o{k8Yb<&~V3h>o(#1_8! z#E_|$=~-w^ac^^9zx=6NhnLC|W{s~YCsWLYSF4TdF`mkl>eJI9!pfz}s6|KdXL ziwh|~IO=}n<$X2i+2pD%NhWbsj`1PtjiqGtw#0*<^BFQ0N0$G%m4%JvOVp%D5~cd~ zc(kf)Huju&sS`V+033VQc6{Nj!Linf-`4OmaLI3qujc+%boCp*$>1i&hd86rr-@wO z2Y_pB6LTaZg{37TDz@;R$|+f8;2CehXx`R{kCpKyR+9B7Ea@tu1zRZv-S=WCx)#Z# zPTZ1o{&a+(Jv!HCcOyh|%Nt!;$Du`UG zg!A$7*V3%oaJ)I*s5!nC20}(|YCe>%Aeu~^6$Vz^sjg`e&cn?&W9o`J+K{)eAfrby z1~cmPw5MG0LQKPi=2jU$aHKMsM`_rVDssLnI}a&4w`QB2&%ivVseR_Tl?VzD>Xk6f zfw}5>$!R3Ds5)7&`3srp9q9D1^Rsx2pI={kUj9M%$#tKEev)?qp;m&fl#_n_;iq0> zy3eglgcNDpckK5$E76}09jloa=G*6BU$?iCV|Fc6ub3K+?2Z86xd#^)?@z}Sj-eV? z{ZmPrk&}69DFd!s=6;<_uOC;i(yrXJeSzj4FE)k z>D<2>KL0<(+1ZO0iu|8KivJUF_MkX)5b-f5(&d_z$aZVOzK1`&u!Q-*;9%Nu4=0$(cXp&SGD&};vV=PuQu=eGcy{XiJ<`E9*^tJ+#My($b`bIXhIG7K z>Xs@^$>ZQ3A!5fSj#u~#DY731`~IsLE7$~1y32-CW+*XF{`UiM_^0)KZu2ZDExyCn zdK^G%r(FJV{f?K{H_cqgZs$#0Xd128tp92$4{8tw5kLL;u6u1ftfN<`ZrbyZt+23Ree+e7 zeSJ|S?R%W6Hzzf)Zp{WB2D1(3ZsNFc-(a4_ef9e+cFDhxsvy0$t?xJQ_~ygFtCcC& z8g?dQwyB45tyDF7XG&#p2T)7ow&u+DD;m*$>89bZF%=M;AGmQpxu)&7(kr`|IG`s2 z7V@;FmLO5;e1M)qBPto|tA}=nqxZ!@nexUEEV^;+jO?XQjJ>he|A=V`x_hcFHB%ms zI9KT5;2aW1Rux*<1TnB9IN&(1S1B^TO2q9Gs2V7>G9b5ogZSG6NwC>p+2TVjgzhuJ zLY^ALp-azHx*^<%Zf?P&8y=Heh(P0_`AZ7$w1W5NOg`eeZ7y^e^Qj2dle|XEy4C=D zH-iY5iIG@dQaJqVnNVnsjLy8cFAPCp3%1V`D8uKt^Wvuo!OU^`sqk!K0o3O=)<2@a z%5xf_o;#-NZT;M%xf>j0N_B6Isn zH4V6W@a|^W-G#W9s`O?viM6(@KYgB?T&NU0W33+&=PlWMllKI&4YyLO@tQX`8aLE< z>?DkWk#}P8%kRdanB7>_rBPo1!(m_R!xeIH;KvTW77CVa+dpp9>A-3dsc&4h#HAQP z4==fj8x|w(-i(Ec^Qpz_sPO5+@p$62t%%VkF`i;gqo@W4adzhk*Y+1S!1`9Q$MFvo zw7jS>=Ir)NT~qG7KM|V14XE3^=+X+5-ao5jgkfmsOX8psa4P|DhdmWs}eB zo%%Qf&KoV{%7`1i&&1rcf)GO6-HRG2=PEEG++SxG2jx&PHTD*bkYlOe2-&jScZkz^ zz-R^c%gSHe%mMIzAHOP-fcW?;*wBUV1|YtW#(XK!|C4Z_|&Q8fBe z01@$-MhvlHw6olu$j050IpQ#iX@)hLDk6dpY}3Ey;h0w?_tMY`)HO0k7B093oO2C` z$K$%Kx9_G>p3#8K?`($Xyb<+epL|S6qi|UgJR7cTD9!RgE3c>6!<|9UJsTOa`CS37 z8%-J6$(sq6vpegKQm)vXQwe3cvRQE3-S3t&y$(gmk5)yJo8pk;m*m^~DiO%4Bt%hQ zxP+_0!*b}3yz0+qPykl$`dOOkvnmcn7_Ol-OhYLb8<-u6Ir->eYC*-5a7z@8KLwkh zKl-iUM_E@So_TXe1OTR`fn#rT<%cXEUW>rFR@NwXLv4DMJ4elFBIv7c2 zV=^nCrUd*q_X*zIM-`gkvOD)vV72!Ui`8jMiKCn8+Gw}g9uAL|-ul#G3qJ4j{!eb- zh4{)O$xacXZk)~N8nH1C!U~RiEj}edTyDiCs}6D@jIEsG z5{sRBMh0KqT5)yBHY0~O9#|(4Jw!4*09J?E8Kc$6G@&nh_^9JK(4Bty^{KWT6nF^5 zG6ULq;-$9iCC+r#(j)876IYdoSBxuoRWUv=C91-dUsygRw48F|_FWw|Nt2MQ0n^-R zV)?Jvv9|%WlS9fThZNx>lbZaKT1{6Lob6yW`JGF%@N_ zwZ@Z+*|M*}&Vt`-prNF3(pjkl;tIPza1$j#;Fzg}eLw}}dJP+?{-z!$XU-pYBd89u z)sOCU`;iDejwY$elv8xw=i${PqMG;xi=I6DrVgtzwZc58f?_=9$*DO{=sqK0A#GY+ zf|UDR^I~hV(QURqRD4=9zU(glbT=pvw^xZS@VgoW^Z0vX`Hg~bs_^?cy`R-k{LVSt zZ$%aEB#mto&MUx5o_RG3Nt`WId(8g&^8zTO>9tiW5Enn-#@pKJ)?cn_+7ZYI-1_bW zxm*@>aooS6Q-(^(OBIsD(KRaTI9}HA6tkWORNAW7AZf^A1c^BHWbSki##0@b(AMalkM zFHeVWYaP0J%Ga!1o&<}h6ZZB;k{JN2(pHIdmPRP!uj|XUtHJniM>(!C1Ea{CVHA@g zl3sCqxlbb}1PENhaRf4{G=;*erK!EbnlQvr_@FsOcriEe!F24|0?iH$p{+OZ6 zI~X`6jfP4ZWgwWz*a{#!^OO%eG%1J6h{^HhYsaFrXVPiUC}^ID1#woC1ITh)tAZbk zGhK!G`j74F;@i<_clAcRNGJ|VGWRSAAA=3{6nu<_z`+f#kGPj(*Oz6t9XGUsb=i~M zzwo^DE|V3{pegt$Vv*5PczOw{n7?m_J~?qH&uhSBmaRMGZm~XxYAJRhRBvt?-B)~Q z&(1WVp7p^)?rVilE*37P>zmHj=JaOt|6~pZ#jeOlTshT_sOxvy{~w&q_qybN$0U8=BCye1XTTq8tdH*gUH|t%)iHqa@R((tU?9lp{B| z`G42?b!GG#{Xane4_xj+U{84Eu9Uufgbp4Fk8QDfPRnz`x_vN=(8pp zjD@K`u6f?Wq`y{X{;=|o#o5OBFA4)A?AQR|+`j^|2Lb(W+a27Jj9Nw_X4SOrGpJ@4 z=d!rOdoCQ8mStV2zkOi`v`Wj9mG%6r*Z?hYiGN$?_aE8UUnqX2RpaWt{|d;MJ33g1 z7zC8R6%?*S^HOlllFFiEraqW4cvQ^qSE!&du+c$4KiI+?d>!anlnjxBw_7^fv{(B4 zdtf=olK*g98*IG}o=;j|X(ai08ph<#Oxg2*tsp?HZ+Zd~&<_@31`9fag$3sJ``*MM z;YRGGqxlYhJ&zuzG0^(`13+(bBH$cfKYQzxUy1o&n1KHGbI<&l{rvZfTa`D-v5SiZ z{{r;?w7$kd30*|62Uh>u{+|H)f+I@2Q*QXPT|YBe`+tQ1{a_(t@O?M%+jbHg}e*)-hd^!Cs7PGhBf4R;5380TzBjvMB{1ID0X@(MWFPP)+ zTF-25YXTWD(`8@RpzCi0*iLfMA?A|oRXL% zxqE*BoW&y-y?Idz!Ds1LdDa)>xSsJ@RpMw@#NS*~UrgL*-qHqcvb7%dg6m8fiL@2E zb}j1K6@%^V{0$#=P)YrUd|nL!5n@5|8oMx{FyiprB%w?!oArj4MEo3EWYB4zgQT}KN_;M!yY1S2J+uH@1uYcc$kGIp zl_yk>b-KB=5#HtCYBv&i;XoqgE~b%n1SZ|uX?K<;=*o4j_d_@2|H}9JMz+WSOZEgT z$$*#by^4&SWc0Dzok(m--eK0wJLW(-!tajYo%1;zu~8kNKhGAyDy=d-C8iejRf_vly^D}=ChNrEZ3VbRX5gux zYjKO1YT><6upi*iUEFVf>B79?fdJ?lSSp3xQVPq3iP+*(Vv7l&GpX-m3lYiUs-?lp z;Co?Db~)7RFSv29aY3Rzr@-7e2MpEYkjcL8h$(x`N;>s2uq^3AyMuZ<*)x~v_ypwQ zvTe7+&0Ve7|6o;8sV>=L>#n%FTeE0jB2)^e8UyPZgHQ-)>JqdmL*6B?&Eh0_BiMY* z%eWD9Sz_a42(j#(vv7t|UBm0rfdR1|e`)9KVKtPiv#HD>rZbl8)*X#fM|)!ZgBTR3Gh2q?znTtrQcmHMFqpG%SOkH3coD`!L@wtEBV@GcvmgkQ%zjt>uB8bc|!qi zZpnNzX>lGdrLH*Kw~KzobBC;23Ak%I&MT$VqBpLwRj#%SYd#BaY1u^++efc!VoBRDcGk?y6Wl5II6%2r zCMlKw$5j3^#D1B)my`Hm}h(3>jwM+>EgG>=5 zPw$sJori7dg|p960kF3si`dBp=;!V9`@WNMtyXLh(TmK7jEf2&rHY901Yct0VeuN>X`7)moVszK4@&&nh# z;LZKnCXihD66*Baj>S@*+CUzfhW;kg*eV9nVJ`f5TNd{1y}Ekn=uBiusn5Q>l7M|i z-Hb5eD$h%EU%cIcOal~;SR7pH0!EtM;^-yR$0_gAy|>j9k^0y4pWPsruc^YOZw1TH zckXDA_Ox8oAI;4?Uq#$=^%tQ@7l|S;&P@3PG@j5JWxPOy;wMnt?YwoqNWT8OPMD zhtUo7kDxhwW>P=DA98K;{YTdLAtZQ7gwz%W>XNO-O6XCLv$3vw>9HI%2&r7Xl2-?N z#=QesEk%g6!u$%8dR(P)k=QU2ul7Zf&0s1vO;D99U!92q8tGNN*9*bY)b>{+=HAA* zdmGcJ;F&Jen4SzTrm5MXC@9r`$uXKph0o9hN5}e=BivW2`O;=%T&SWd(bZ%N)z3 ztC@n0ncCS5h$=GOC7N(OD7U{yQHqi9suWbLeBzH3e}@mp*FV7PZ*LxTo%2M&56%eDKeX6IIZDZ^K`D zrwn%dT3vh3wURA=_Y1KH%~&A+;jaF$251BwQ!3(m0eM!TGy#pg%`@b$F_2}?7x`0+ z-XF{7OyN0OjYWzavWgt^Y02faJ)F+l>H)Fw0%M8MI@e3^5o_BnPz(R#vf^9jBqE=e zYn{(go{OOmI&4N6QM`s$#i;QQ@-d`f!^g)&Ia*geQL&(tTGlt>eb*js#g|)&ykpWD zA@lOx+hq+c*fU_N@_Bd5r`;_v2%e=>_m=LrPOZy6n@1HQEaA+0jg#$|5E;uC8C!;V z=VV&%9I1wDa6ByqkX!7yW9;QDeBHgBvx_u1B4G=YJDQ`hyk~gF3PvY>&pc z{^Q%-swn1U+;rz|qH z0;geZG%e(MIN!YJ6Xo$apBfQK*Y}7juVYKeykt!q|FJQvD39-CpYut|8J&3YZjeJ= z5o8m!p5R+FZnhN1Ijgl{tDceN^w38z^i_JUy~P(>dwG_>miD8#iS<4*x}`|qx5}Ex zU4qu`d-^7K@-fq;OjJLT?)L{imS0{^g_N4ldwPA#v1Ufq<+g%W$h$=^af^<}j{yzC z<-L&&n>UoB)N1X}lqJugJ?7%hF%;)g)i~ptMR60N`o${N#^xaZ-pGyIbF0YRcG_J5 z#TSq(^cfn=n~u`i%g&w{mkARk7n@}X8Ay9=^?7G(3LXnJU8)VNgXHrD&u26r(9#=a zVl%G}9)ZIZ1Q>KoZV_|V(0|n-~aEGwSNrgCk4bgX{EWb0g7pV3+R6Xq#O*f zY>eaav0W$W@E=@q4gsD8e9_$DY0@*=eONXoE{?P|YUZYg9 zrr%|An*$3_GEd1MpdSS0|Hh?G(^gVw>NGN&%-&&_|7-jI1W2`R>he!gyzw6ekwN?P ze_DTisD@litrHs{{Uwh6lMa1&&~~Rbp$lxU-wY+@v2zfhA3R@!Kz8su{k2Evz*X!| zG}!)d`a?`*tuXjywG#8EKLPYMe7wpLW4+lJ67&87^n-r$kKm2%b83gFRb^p9)emn1KGD&i`onW2wQ4?BaBO z*7pAd&>N|S3Dz&W#a2+7!P@?x0Q#2#vSy#lec09?D9F$;{2`z(o_*zx=(t+=ht4oQ z-<^u?Q`fSK-&SCzMBS5@71VibFd6eGoq@SCSNglhmmvNkvqYSWh0d!r+G_G}ve#?5 z*@isq-YpfjoQr{trz+$RO^C!^SHpLs&WFHW_G{03+fZyB)9rDUyAU=p69o8D$-U)4 z!OE4o1u*zJ&x(h?9(}7`Zcmw20;8a`#V-uYAs`Sq=hL_vbndYfu}_S`ei4DsC&_Nx z-r}&QicJBM&nUaChRqKvA7U8svp>kqpH5kuM>hmPV!)xT08vz-V?`0R$p+W@^R;Ayl z5lzOqPo${B%QQQEPq|cKEO!+8fX|V*v@W;^LUQT0I?_$BQ~naC?&bkM+pSC5Zv^6@ zidUFXb^zvhhg&HsQD@pdQ!eW$15an4K9f>JL8~4n%3eyf7$&9hVzNj9T3@AwM|`it z=q)E}ev-?Kpuj<$yC)-&drxQQy|!YEd?qX*{y85~2Q;fzsZ=BB#JCcTbp_aPN^6<5 zICXyC2A-PePdQ&n_ZEyJ(euK&d$*N~R6(KOpoD64B#LG_T-~G)jFgc!v2#*F@F8mZ zqBWG~(q6MhMA|C@iNa>rMjXw+#5s=)IGHXx7X)a8Lw=Aqx+b$Kvg);~O(ksDKR zQ_MdZE&@fPUeLsShau1K@XzG~9Qy{mX60zrV2^aoera<3a}&OLX#Lj|a%r)U z#>@Bv@iKDxm>(+0D{hrT!OcJ31m_e%$2X~WE=`0iUo_kqt{aN&!@5Q~@f1O8RczUq zSYkqS@Yr~?RwDGgrecV24vtk>I-C>AgN9Ja&U0niu-&Bn2xKeFwOoE;Mqvf?%C@;S z2t7jn!2|q9g&#mNFgrA@+7pZKpDo`0HXRf1DB2_`rQ_E53G(*YJ{O@HKO&u zbT{tFhn#2ZDj(%sScZoU(b`gt53WwrwqFTHj^KeivN;4mrQ4+}IrH#y%DeD!mnqjx z^w@d5>tyqMP#~$cgIvQ#&6Ky&FCbfSuCN}m!HsuPY22}}64y)i%?#}dz*qIFEvji= z$ajx0keK`sKM%c9Ta=iEfT5C+J#{H0?v@U{k&=aTT1wMK+LmE=!R6WFCR9L}r!~>3 zFdK`8Lh+<=1?3_!TWMi5LEQH#;(Q(!O*kdFXKfDN=Zui}cA*B6teAi#7>f=+B|1C< zW0^h=mK^nReT%g+-RYOi`!45dP5_gpOravezuHku<)JE==h3*?ddvktu-Y6hmZRun6 zrNk&%pYXNkpf9~Ip1T{(lZnBy(4<*HMOjF`|8t`)X&izs8?NPdd<2K%8|_AQTH~%W zL&$Kh1Fn_t6#O(N7R4E9dQx%OxI6ZHy{SYDOeT$3DaFx-aHqvVyE$SomM7+H6ES{j znekq9zNU#ecXS`jg#)X=R)Z4$p{mo%s(!^RtRZgx(&BeZi|IP3jZ0fW%!Jd-hG1bK zDsEnsTTWVvNgVGk`h?fw$I`c7!lp;T&~EKh9+@!oh_BZV)e482h|B5BOO#jjbgao< z%E5b3*?&}#T=v#@$!*FdJNVwX@h&$$lIvcX;`iGWfc<6NNC{)UR+Pr=GEo0O_l2`- zujq5tB0Qx}Y@=8MEJ`EhC>>|!OWv(JauBs*DC6$H+}n%SBB7Cr@bwB3n3Fx za(=o~JA!`P+PB4sMB`HR0UI9Hpdf&+?@L7uhIE)(ROY54uKKce|C4HjT<|>fkdEir zoX<{8_eg{AjigL92pT z%)XWD=q|ZUK z*5S0IAfoB&k7BaJH@2|#c`-W)J*^w_ZxJ))LeFhY)0dIh$hBi=P>w&D7x25w&I^RX zzSnaVPUhf~3xC~#nVE2Wdrc`gyAUU}l@^)E*CD6r{l@=U!Js^zFughiB5E;1D_S#I4Q!gv+*y919;%aCMV68)ru6W`owEc=Fnqs6#QDtxkU2(|ag2_@>!`wciKLxa z^F6%ZIwcQg#Am1oXn^==ivXSK37f%b`J2v`q#T8;0=fr!%BqPCPzwZ#2J~2CF z_HPV(>VpEf?WTFf4`8P0%e%a(05xA@Jx;%&zNzJdqwekL=+@Wj;4-hp zkT%|k7OhHP_?zz=4;DhgVuhX7v3lHho75adTAsts`)*Fwt0ksYftb;avz5b3UCQ8%;%y~6k2&I-y#S4n&Qvbd+nKddpja%eJ^o$e3G zihYb9yBcMqmc$~L?}uHI6KOC^R%E>=Cf|cwGN!9D>%gfNz0bt01-9RN-BdP^In8P= z&mOs71keB9d1yJW-zxsU4*lPB=m!DKATXi1daK(m;=H!mz3toO^&fd?e@D3=1h}-m zl5l$@YWKJYrS*6~mLB+Pq^T>hi?avU`>oSncJXx#F1@i4a~$c+W*@%sZ|&26>u`IO z7lq@;hli;_-p*`pZ_5b~F{Ro6EH2(UZ`;Da40eXVfa54q~ z{a`_5;9=%BUEcd;$Q^e-Y+cQLHp(~w$^j%eSO^#_DEwAXxf08hfddnIyHda2XX}v9 z`(w)e7kMu|`$F~(`L7Q5p8$HdRlakAR@?k7p#LX8d*ZO~!JFG`*Z`%t67vN8H_H8B zfq;4b)>e37+X|Jl=gzac{ZT=Lp77r&_rC#mBR%dNN=4nnw`Syfu${kOfc8&1^jkWn z`DyxDvK{|GhyM=%eea>~3#@F|3rfGv|DOPQCDZp8XNm`~6=Z(x|DOPQA@~?C-OBD( z`0M;LUxPmc^ab0hUuIK*%@T;i=3`QHTJ*XeT7`2 zw(vG}_~qd7d?upLLCju}-J?k?Sn&GsqpaPvXj~wXx4u4_>Oq;~8!e;Y=Aia6tt1K` z-(UH1(y;`&E?h~rbBkfPMP%5=%3Q2}{MM)@lz}a0T*jzV1^s!x$tk%_B)(KK+duJa zExd%+zNeV&bSrabn7M0w-v7s2tJW}JS9f)Fb$6X}_Wo@uKz|5`WNw&Shx*YA(_Z9} zR9i88c88@O%&r}aQaBL+#r|QFgUQ-Zm)x#2`(hCc?>@EMCzXejfCuWa=~knrA97rwC;h{eGzF+n<2Rk(X)>C$;lWxsH-t(dst>Vy?n z%fX7pzDg#{>m+QCq}TKEIeot~%6ZsgRh^S@hZMq7!D)jXk)FVK@h(0hO;JUqfmPKnGLSNTunVQsK!uPxOQ>&S%IQ+6T>nh>w=SMBH zm2AMzk3Uil1iaz5JV>U?4ThV3+%Cf&{&;={gX84A>bcPMl9c!p|nfem@=HhcP*8Mosbz#?6=^-J17;AgwLvl1UVaataB+^@gb_o5ubEiTLF(1dmCs6!H?HkX5E{)wBql;u@P8do4XKcpxeoF2B%Kee zt$Tf^1swN>W^peiNp0)0j3W_MARhol+mW?|m2a*Wg)J<2n0g6P?yj>rn?sW%y}N1? zC=XAA`}>XM3n^Ey=&8@bjnr^>ml$)cnM~o`;^~#74B_1|Ms;_7B`mnsD9mTX!sFot ztHPU}IMwWQuzryr3IbkwrJbS1#qj9({gVq2{P67@o&#j!=5utIrBDNx;WO9o2`k4o z=K8dKWJ&p%zf^_H!*9hav?5VGUFFT?s#2UgKa{hE@{snisCg6V_!9)*i}3B|UVmxV zAW6GY$)a9?%# z))_lnwS;9*duDm3~Ta3btf5foO!MSyGE6bWj{TD@~?X(paCf zvj**K#f&%9BwRC^GX0V8E2mASYXYZmVk8XG-)hNz&qbMx`Inc*)G*0u9(FsOEEPxf zel(IIrPxM-)5o+J552d}Ue#X}m(UA3nnjbdndbo{j$c?df&yUl}ycDf|| z7rLH_*qIQDdq2qR#R(mzz zOj zX@o*Y1z60yudky)<9V9V7eQpTWb@Grbi7#>81s54GT$pOso>Ue%TM_smCc6W-~E__ zX&df+HUF50AFg6&e-zb1<+h8mWlB2g>_)GfV&j8Sc^#G08bP=&{n2*5a53H;G2cDe zx)9A%Pb-Xj5Civ{Cw7^~w?c0@Z%aOJ9YHkCd+NR^$7{wq4*SP-Frc%(XF@uDI!4>T z=-+O&VkX4^jJVF!ztM%$H^7$K;$}vpFT4G)iDC8FYOXTQ;8hxQw&@r;Yt`U_!*HRq7Uf_GEi{el zaq{@bmCp1ASRy5R)5SUprLLASC1LZM;l3Ir*TmUL{jcuaTO87Nrj9~G$@*2;wT!h=E?)c8()Neg z|Lgefh!vhO!afD3J;ep`2{WE8>U+@7CIIt1ic=g7soo3)IJti7*YYTHmN3; z=mt3Csxc>XwW9Wh({@F%7EJ8a;|nF_k@0~iA(xcWQLDLiqfB)N#vBUy_%*!>!KE%Q zj|4YEH)r!)5U#lc5$&QtxfVSb=%!uS}XsqGH0P3_1B zUq)HUMh^NOHF#XsbE5_C>$yqWR|h^e{g7ZHRYk62D_X$%SaqdF))_O_!o)0hISQu8 zgQ(qIYJn8eb&-;!XDFQ)GhTepBCE)R&(E(gZ`fgzWs1!>DNhKAo!47LFbVE6USIq& zs*qMK`@>YX5I0ZvOw=D<4pnW1#nzUOVV&t(SzDNcx5*~s)dMR2Zxi|p3+@j8pDO5i zC=YGifm44sxQ-*Y>v`){88prwC@crO=L3a3U8{F*&TK>ZRcHB>*j{w`3~Y3$4*+Sts$JpMYRfnNs-`hmjyPZM7KT|X-nc!epp;Ph+m8QwB7-I83y<8-^LcAKsGuZ;!*AxH9nXnKH=Qwf`~MX51C5A* zLVDnJU_HN(i7~h#cj-#r1c$#{E?77C4at4hlNJw^m4hYoKN$r7RL~C`N4od!@cd$k zT(S@7D!e_YA@WnQ{!az{pYZcELRVCJd2CH+`@>sko`%i5Th|JG0#_a6_x3Z0uZ+R8@X$JHY5nvvs{ zB^g-gIAhDi1(i6K{9(_qLMqe~*7E)cti{UjE>HdBi*Zn?&`7C}f$Pr=OU-Z6glXoR zYoX+&JvKdO2^V>ipIEBp=)aG~y5}R(kNJcXmRdh(!S@JQpWCy3*eSvT^T>~QpHl#? z(Y&6U?=kR9e16C4sv3lxduMP|k2?AGFZd3a5YNqZA@^o>MHkd&%ptV?-h z2j;iLa>PbLW$w5QGZ2J>;yR4Ey}@|q{ql#q5>cb(YgT*o6dgHVtzL;3Not(Dvw33?>YR!XU(Szxx33%z{2V5f$5RCs5TEb)X(gRWaQ$j$2p%ibsn!pkj$d`aWsJu zc~|yofp!Lz=9hn;GCl`gF$J6UZzW0dLpAq@{#AJS-92sNl~5csT$1`C&kg?jx^tVS z`_P4%;_}b;iqSi5vZ9Z3E>0!~Ivy~~!f@qBUR4wnyL*3j4;LQ=08f4Xtex__DD;eY zP3_R}lhO5)DTH$W`^wFr0+F+YoKH0{Vg*mnsm5nEp0*7f?4Y>pUy^(VW@c+`KlHp1 zS6heNJ|RW)L31U2mv(Q=t@0=j9(o^{I_?|ymfgcu9XWwO$|+hc8kreXmyHEF;fe7V zO0ZbYYt)3bt&krQlMbCfFMmy4k?-KuupBFcr!IBFj! z5QdhW0Z+dr-o>~6Jcaos-q8KlZ!r69F|Niv;xsNLFYl7;uM|dSLiFv9iPQH~LfP$6 z)H|Uv_-eHWhg27#-Jri%zm8Z1vz3O-rU`f`i^5LZa4^uFFC#)G@7;0U9AnP^Fgy1tm1jxRjP%e4;H!>3NF_w@M&$i+tq?4DH& zO+yV%9V&tD_PHe2b4dvZ7D`%vgs|Wi zb7kwVBv!$3hIVGFP&pjcdd6M2mWi)#wWsdWal&w&iKoPxA0Tq$-4*MoR< zHi|sa6=u(dHQYn;JWcDvfqsy6D{`FkwE{kjDY|>@vJg{{I&}?KI-2`M#!tT3gfZDE zGp@;2Kp?KcJ&>^9BM+t*=@C9#E5k!0!y_8*iSirmUGp)t;r^8${DokDJzOG7QPq)@ zvxK=e*JwJc(Ugf5k3`B^Xrlad-t4ZEQ}eM$-z$7%S{2@PSxVN8dH|Pe?``sU@1nXt z(2!$<2RJGZEIwsc1Y_A$?TZ&l@sn5i%ItC`OztEEg^w*qfNPBoBRLOco0f@uNGL)X zwG*QE)*+IG)L0Sw2W4@}w51h$h#|rL?jTHl_g=*hdld_y|J-u-bIUyVwsnqA@ytMn zriN11=2H0e9sR;HgaWnMltoK;C;NteVc4NWBB&(8)D|66?{~euK(tE=d63$XhjwpG z@xCb$5N+1$({!o8^@oBHjVp6t%5n3O!rUTs%sYPS)7Khg3Qx@vo*Io8JlA2mI2Yf& zJc=(075v<2^Cs=l}q%f5x}hTuFZ7_ z!tTkNa=WA5v7juI5m@Vujb_=k@npTR4o)neSx1d8=WEmQNMddouTo^>!Nk}prUg}W z96ilH8lCSb0t?>m|D2@hdzPhJTF@L$@{pj+tw&h@gOy0115rxrTCdRnbFD*jvXxUw znZr8qiQ+ez*zIebl`g5PdYY#kK zZIWp!PnI;V#9{fAE4I?0cy;~@ib)aP8XIyY2U({!tXWA4khiWkmoyL)!MUg3;YvX< zrnZln-aaNA(^Hg>3^R#>X>&T}du3vhgq+&0qYVh2W$87`G8K>6f{Jj+v788~7;tu6CbqaO=VcQ6bC?P9yC9tcc2~5tXD+V5I}tmqWqf^84?ExqnJwFx!_ih(h{q%<}Ie*zL4h;9QLl-e1Q}%9>dJ-=Q$LR67Ng7ry>*MPVYN% zrLPHwyvdaPo`VJ!;^tceZ0YRMd|Cx||3|NZ@>nPK22UjA5zkFpnb>PloYlXi3=VA# z2QxmG!`4`S-KTMlsEqw~c-jYwfe{Pi`XMyYKd^T&lJbXGS9G*JHIfgSq zT{LQ?F~J!m{%k{BH9kxeJ^1zz6SsdUyqXLZE@kNEw6MT4)F2Q`Q6UK6d<=^__{ixiFS58k@i6~I~}zG+4j^Z(X>iRp%a{fEg&j2MTh!rM{eR9!gFfkTx41_*V#_h3elL zFawQ?segVPf*^`b*0Wwk6XofD{=0?pAGrI$4VZ!Zp_`AExEGC3Cks`})Bb-*@qgY8 z<$uA3J$?JP0`l4Jc}MhL_zapzlOkg9hQEFv+yHs_P1+%vOnQHAOmJ{e1LW5-(0~~@ zZhx8R=V>V&%UqaSx7K-(M4uW6zaDR(;V{qu8h9P(?k%#5&my!?Z{hthPJc-Ge?IJz z-)_J}J5H1~3348^|G#gM7~woKv-q;@AdAM&2Egw$V5G{T!)%t{9`yJ>A$-4Mk(hey z%jfi^A%nIT`0h8DhcWcLweM&*T3)ii+^~8F#h_T^@A)iYT!j|92WNSwbtAcZfSa zaDK72b zBAqkPJwEV+UQ7jgMN}2$36bJrJ#Y4pFO3*_mh!n)k(4*tT^hK~|6 zRE8$KAw}6v?e2|8-_BF7el`Y16L|}cEeeJ4Wt%gBJHxPJqprdul3EKrIR9?qwhF`< zTOf#2|~r4?Oqk(V1jSK^2G){~m&E3y2{yTxl|+mTpT z))4ESf>RdTQmv$tpv-r_WG=Beg;yU~c8H|B30t^j9xw@7#WapPXV0=s1PP}_H)HQs zZR70GjZlrRt6nGGhWYI4;Rckmar?38c4Y;5(FMiYX_GEdL(PSSh2GE%b{@S~Ed(E| zocv&A4fr|zG#wcPL-b|^*p=aMQ13{iz&3DZ*KaUXVTC~c->OWZ38nFYGpQ0!pw9Nb z=fXL;ptD}x}#PzM78F{oHeaRrjQM-G-)1Ebo-q`BdjMW^IRpE z+IaKbw!yrQu{}$+_`}HnOw=vuy!tE`{tqjcJ?F{Bx55RVRHrbp?ADQQqVFCfU5Eer zT;meBJ0ADE!~YnfuS{l4S=5F!eaXw&>YbRY>v?V^dBAPF>a4x$C^xFpc%`2q6T{LB zq{WiUQNRi=pW2A_IeJg#&}6u{^|{7{%oGUj4_O`|pNo%+c_+!v&xO3Ol(D^VEy4qx zW%-AM!fLs}71K#~vB6>9sFMy}&{49P&-g%6=Pl0r6-cswczH5AQc{nbB)1erFYvJcilhnj2RrkAvP`ROvg=xiLrLoOyqx?yhpkiDi*nOFGG%+8k#GB7uf-|fo zp$X1B9qv3Gg-|=6v+g|I-z-)^eTVYeXbhh$LU2g~i>p2!gi9Z_;*y`NH>S zl}}X(lUWF*cHMc?PPajrvnQS7b})R(&h_#ya6)gd$|A9PH$=3xZ4@|7`Cm`gPcF~M z0oNB1%Xd{-xFDM}V;5Q9a<+b*qfG^g@Ux1MRZq#{z+x+&sD}<)VN!r2zAQ@SQ#29! zZY42ZVp;UN@wJd1o;GiIS~GYey7?ly>3C9%x!5?8uuIJ0-y}kczZC}#IG8oUQzp@X z$*9Am6E^3zyEWli4eywoH;q_&*s9%W9a#yiucYVE{<+0|_V0~oM3Cl~&oT)$NOE@E zpg|M&u=3pPdr28%+%)?7(03H`A$sl9t(VC-dOj`h+2LYRewA;rmZf|}n z+gA~`FAJWmf%kQSV@@2hHh4}tmP))oE0R`*(CtHZhO|?|`)<;@&levO8{?tE`X#;? zCv(j{lTwRLYi~LtRZSKbo`OE}ID-4$32u=rEJA|dvN~n@e%p~`w|M8ne5~S6ml#`C zhFzBgC8Y`G`}5;I5qjl5^%=V|5u5qJJb5Go*0WN#bz4{BEPE24h}A1uOD0yzvz8R( zdy^6(ARi`9EnGb_DF1BE^qV(d-G{r{xi5-q?Ql%yeMNuY9b9?$?TGM)M9iLfAo9>z zvb@c|)ORjAA6vFRl3Zj^j4_{Q?VL-EnM5vg%T#Je_OcrdX-H)UtY;yIZSl&0**U2Z z3SxOb8(E}e5oar$lHqFd*~Nqy8XK0>kTxa}?d*7!QpCK=y463s6q!yRTLMlnHfbYIIZ9`nXcuV|;bXpZ z@abw&_w5iz zXb6-qpYs$f^@iNQ6+G+bKNR!>7yN@80;^Rn?)J@h!rVV^Z?W;e7W4!AK{uZ{Pu3C| zsRGW$qAvIgi@`!ki8Jq?6%~JB2DI%`3Mr7Wbw1@X$aB6(iDS;s?FZN8g9~z@x5GO| zpR@UUK{a^8|5DI<&MGqBw99$WM0>Ws}=`WuRh;nD53D~}J(-}`y|ey5<1f8Mt&PxHngMZix80dRl*T;Sl4`uY0N zjRv2FgWo@|O3XIB=o+j@`l*Pa&Hr_Kx9B^Yv}^`jH2%{N`)>_}L5hmNDehLmN;ODN zWiJpiZM9i7sS4)}&lkzgW8#V6h6|Afjc^|BdG^JHA}q06Rx-DoDBQ!Jmpt|^!gHgB zubpZo7-B5>?2KJKY~mbtdOr$-W4Kf7GV7PkM)63)JfN`Xetq4B9-T8sUArO-2>iS97>dDw+lNI&u&UU->j`JOHVM- zG@5r}Xc~3k*TU$+4M}gQ()0B%>|JV{grKcK8ws z_T6&tLFqDwGCWp1%6&|s1eM>k`V7lzk#2BE|LxsJ5Oq>t#Vc9`=U(Fz#(YdXv`_kS zcODhg678EL+Dl<-ntY>N`Vmx}IR!hd3$ShWn)iH}`LLZdw&!M4E$+(~4AEWfg34!K zr}{7OMZNLK2qq~7!sP^OQ)kn}#b?M4jhzMPSGKWun3soRiCV?*s>hx>o9lBvQQp&= zoLc@|CM18+;VnM9Ui$2s4#&^8yY>-X``XNqV7(dTKl87A336z@x5<1jO=PON6U5i1 z!c_IB#t^cCh&+~3`OM6Nqw6Xp63aq`cbl5C$Q?v{x&JjJ>>fh7zRgf$dPB+Y)z#wi ze3(w{DxLHr2RWzJw{n>gMS6Pbg?@u}99EHw+U8dVO{uxJ4$%evSoQ#<0M}Uq+@Kh2 zU>AH;m>n56+lKNCXRr#?qs@5Bp5T^X6P0_M6LR1grAU{US-Aa-HNq{!J~sTWfncA3 z#@D`FK{2Cs$HFQ8I27;X@@%y)jb&C9y4VZ#7DaSxXgmUMbpj zrKlW56S7?&+s7iL;7RG&)0N2WnrSh4YdSP~qEm7uDxuw>EulEV4Ml6mOGGQXI@}3@EjYpkmlnt2kjx07+(^uCGU004} z_ahGqO4njU`(?y+F+*03r}R}q>oeZB-tvYvOzw7|oYwGgb*=v+LlWFfj#VyByf zuK~MuZXI8QS5x@)h2^OcxNhc}v&%eaGQGrXDCYx=wO(A!_1+hvUA#9le5!D`I@a^s z-BNT31{rHzNX5;ft?#v0ko7@qO?DGC5VsE7T(bB^If~hncqWcFvhdt-aA$kGi!eH^ zbm_{h{GWxW0$CDR^|5;~?&$_Q>jp=`ip^-C^NO8!Sb(oAOT0rRB6Ge*QVdC)eqKCTski^`J5KPRs~*V$m3VLsRtS>DrNcMpXT!Y`}3 zo1nTbxU}hX3EE8bN+-1>LubM&d#S_ucyy{SUN7F+JMY3`z6ci9&{cP29-xJY>1 zBAO)bxWBZk*MfmXZ(56;74l%nQW8C_h1&3M>xO?z!0_BN@2vCEa7WeY>m1cg%q$Cj zU~#Ps(Ym8&+FY!JwcYyNvg!WV(^ZhfljMR=d6$nVJGdh}wdr1ZR2D>x_3n;N$wbkU z`k^D&=Yq@Zdu%^31@`lqy3~%MhFt3Ns+0K)DEb-&Ma`^+A@$3u-^HU#o#g?d^psy| z4NI-b6t7N`Oj*{FgaCRKoplQk##U5hA@f(GV=|}0_KmN|TmRPMqj9hc_O3Np)5UN{ z*ipW{!LshiT4OX>e+0dcH|+R<=v;i8^5cf;@*FDQN_a&l*Wr!s#^zZc30505G~=j8 zF@~{~SH!enH-;j?%a*EV;t)GeGaLRam<>&4C*;eF$(KpMRKqQThFhYsk4O;WW*PY2 zv8t-%UL~SVyx-|a$Gxj~PE+B^huAYwVs(uH3>U;*tO4Kl{ZF`)tKrPD>TA$`eylUFCu@~cg^74SDOO$|VVMpZFm9%R z#085=tPsuLdW9N}ebSeihvza#Vb*?R3|Zi;hNyQx2&zYjVgPe(XAaC4dvKMLQf^jk z$o!gfq?j{LofNdQ5S|gkSBVH0A#e30A!biD9E&ww=TpkTxa@OXKWIQ87A~=L{}^iM zl&Kr645^}&o@&CdKKi20=!^9j$LjBK=E7Fs z!KY`sxmd$yXE3l~{z6TAzj~A#hAw!cM(mCwwbrrgtFgk#VX@o6Dg-2+?+YQN)~uG# zJsX1ap)pU%>WDd=ZxUu>=G0W7;=aoHGlkTcyENq4XZcb@z8Be~>0N`3Qk@!7omqJH ztD(TioGu%~#RO$FT;8;!3B$QrO9|?0jGJqWb1|1q!z4?d&attVt#Z)0d%Rcs!+In> zW9qI_iN`&Sc~a~3?x9(2(x)<-kE$F$87I1~0P|Z?hlWbi=k=9Y`};0sV`AXZM58WB zkGdvy-jDKJ6PJuwUD-(2GwfW*W+*8?;u~wlz{v$-!>^ub!voPSg(=3h5MeLvkYg{z zj`7yGeRxJQ+V^}`Q;4MV(%?-b@0lvZDDlTC@pnLQrRXfhi}5hgYS6rqm4L}px`TE( zCIF4!E0|>Aahk!W(<)tq5v$kQM36OS*lwLRXYLkEZy9gDvznL`ZAXu-k!ge-TYy6E zZ`QRaNB%E1O9vXHU-d_~)c&+`ZD@d=WvRYpX#+N~2Re;VX2Xx0aFK2KB+HPO#CE?O z?Z`gk>F8~i2Gy6s-JHZ~GJ1G-)@J@JJZ#7w`Q9lHLT+PEYtOEv&p}ptN-fNHF?rI- z>N7V@&QOgSnl{=cH*S%lF8r2}gJNMjKCm2#-|~>gngg7uMWj`a!unS=IL`7`Ms^}` z1?RV7QF{GY%-p@LNRnfwyG^J2v(KHTXxD(OFZ|OcO?!sXDSePOIM_;vUjU z5(T(yeG%F?GETat5{HI}7G_f_ivOqDP47ljfp1#Q+Cz2iP&di!lYHESHSQZEyl1uj z-xL+<$$H}dQw^Bm)PNcFPnMQZzbq{@J|3{N3|J}t)Bsr^XqN~Jhq3F_UwQo1lJXA? zn1M<3pDZoM_Ro=3y0=v5Vc1J&NVCuIU;nYt_-*LqlF|11?bU-D05lQL`D+7a03P_K zhtX%5aK|Kag>zIpLE=yUz`?PZ-9TXdX`o;pc-{jI5&9?n#`s)pi{CZU%E@t%B4ooK z4Uho^$G~<2_rtpHMSHKnN+@ia^3Xefg(h08QDXf&Yx%bVwtT#9S+~8@po#W>8ZZNm zn*k-opBf;{VtH*PBZq@yCi&XnPlYu-Dk(C4HDCrBX9ETH!116PsY^dCg0LFzo}@VI zK`91{|7gJc+y39|=j_#)d+nbaP`}ZDiQoF;y391|K@B7kCECB=f=+%e)M##M8*GXB z*+617VE%3YXSvFb<)7j>sDUHKe*E8IRD9r&-zQ%?xB(~fb9>W&hfWF(OCBHA|6=?)sa>7+X{H zUR}Qdxh4~m^@kPX4zt+U?NleYORmQeT05qP~$z@9qJo~+pT=&0b7Quo4Z&U496ee7#>4$ zP`)t-tF~m31m5n76;a!5rJEd{CDuXz6u+v=#9AcI=4ZZer{MHf`I>9xiRkQXk36u9 ziE^(C&Goe<_%bKJWbcXw_~>uR6Mf)K`Z@-Jbywvr znotY3@A4IWdUH&>(tKl$gn|f4R2qtBj zY?zSmhD&-A?RLNNhN;t5>tnezF%qv93@gb+Wa94EWxF%+;-yyEJdHYpReS16lOu@v{LW3DkBGzuAdlU*OiUPSCd8LCuP4K z!NSiJlP!YKyMs5~xto*+^CUgK5(Me?Y;J-3uU1p$z#c_y9{twYuS0z`&OExF6vrZ7@EDA z_7ws5aN)x9-o(*<*mzjezrTd6Y^lu$w=B)Us*bvpQ`KounZl>tYFi6YrM_?jlOiy~ zMIFW53&Hg(RV6lfNk@}W!XN1+li6t?1dmPgnJi83lb@5{G>FYVvQyuOJ};z(+Gr5- zgMUcS!VjeQx)(F))E9!yKI~s8m3x?wLWgte4lo1Y^C2jnhbs`uu8VWFr7^HXRQIys zx-5*YoN9E3tVi8%^Tsb;*aVJgK6g`z<)Q9>(^>3LA$s)^7p);`e(2bFQDf)P=hBtk zWp~J0_uU__4D)9K*|rHe7`n|6}Z`QgjtJ*^B(PH7jE+nEP$-zif&ic=9< zKPAz?o5N}68W57`FBdu{r;Q4&` zbX6f3R~&idACzD@XLF}8S2H&MYU~;wYOfGE?1g2QOqQH;@xc7httlTb<>T{YiOVC_ z63q7cm4K=^D$IUVUR*&E^-nt=j2NX~iRzQfbdN=p!H$TcuJ+UjpCz9~E55T3B2kg%#H2713Unu21XtZ~RNFonVA4tckSJcZ@1ID1Ox$Qh|pJUo1Cit6?v)ODR*U{Fwq*W<^h-|A>V z+e0zSk&P7ld$mh;i&h2Jk^!JxxfVmOCO;Kj7l)+BH|K>Dj8OPlDr0eZIeMICZsvX0 zjwRGa8k66Q(K|%vCc4$ZUve0)>wZ!s$fR#^^QZ48hpY*%b2^}Bq*_Qry4)O}etX1`Rd+n_n=>vGUz`+mlksuu)m2 zpD^bCIH4CCVfDY2O28@*$NW=)IOb=8s6^w)fdX-0LOD?A(DgSJNR)H4N$qe^gZsZi z3O&s6ZUVJQ#p44m=;){|xFj zf?6af`#OM!yEEb!TI2TV?%t|E~*x!Ky`7cUcFPsMzi2sTC8z>M5 z3berr1uugVk4r<`Fzt^AXZ_FWKMK@=<2_KI4ID?h(XpP6Je*U}Xm6_Y93;74{zrj2 zP#_KzdIPT`ZQnM{w-R-RTb6~C4wl>#gz+~g^!D!?t^1GP{@d|qJqyB+#M+j%{M+%<8J`qiU}Q0}md2=D;Ay{dZfP4nwmVztoV z@Vl-(3n&%fM8V5PW#y&FciJQMmAwC%-&dT8d0T`}$$Yd@AtC6!Pj5j1ddBmFFC&`p zhv=@hF5VghsJR9$)Q*HPS0T5;hzD4cTX$%l&cq5ah)Dg45>fg}EA z0h~h%ExwRf{&3(86ZeV|*e`^D9>IEEZjhZSnM2-Tk8=5O8A-Ud>d2|xw`h`cEamm8 zqorUfy%XMavX=6;?WW0{F2=WQmzS5C_pJKIUj=k&ME}09d_RDKM=G0*N z9L*}tH6=*A#84aOU55Gttf1c(%w*?|2Vnv$4Qm_~_$R+ueXF8^i?yUSfrSd3u%Zzx zM`e!?0}kv_Y#wYokiNnr4LKqaH-|rJ!q?p=kA}UWwAh-H`z<4bkh4kc`ldaBXfC|4 zP1&~;3+k4g8ZX1ddrsMmX=D))pDH|Kt703TEy%tdRFsF-hJ)RwA}f&=%-#Lud=1>B zmFwRhO2M=p)hc^8mBHBgQ}00=@>K3Lv#O@acXzv-`6?X-9&}jr&znkxfN8>^mxptR z9)62^9$l~-&uANVS+)xC@;}BZ6AV#&>z;8+8+>t6GbX-HJ^;F_<<1`3&cMR-bLACu zVH~z@X5(d|^gAr@sTe!G3QzC5f0Vmf3JGD4qswV>lK6?^*n>%RXm;jmbtaGY+FcoH z7wLF5_(U5yc9dat@Tk*Gt7rah|YOg_3l>GyonCkpjE@1S8?dFaqX;{;i3+`wjO?hZ&MFEt+2<1Q>M<^Z zI4i|Lpbm!f7poaCits|>u&i}>7PQXjHXl62z;HKt+p&UKXg1+;oN~V!vRMl^ieHSu zU8}pXft7&>kl5VjcsB$)y0wq5+E5A}kEa%zlrCVaQW$?pfdT1_-gCXqRYC6YcEQfO zb0s!6B8-*Fcr){-7na~$3MAC_npN?0a!(VQ_v}KDa-~^=oaP)v zvSAyP)-mp8o-s!@deuKOB}fsGAaSO4*s3J5o^(sR&-(WC1@0M%i=zp2cs38_e8X6G5ug)r}*6}6pZq?^lW}5N-s*-oJyvcD|UW$GS0aS zP4yO~M%Ik0y$hF9T8M?o?u{u;kav8p;7F4*nGgNe8%PLcY5B5v;;2$QS-8ulra1!w zGn_b5g&Pr7x9hpn+-Qm$T-h^qy%!jBG$j|<`$9^L@2o;jDOw&C@m)Gw3i12(o{3(M&Z19CGvJwu#i!>#CC|)l5*infE$gW&7YQ zL+bJK8GaDW^*l6+m?BO6mje42)9c?EY`DNR3tMDP>h9C0xV@bt79Cktir{89v#lZI zbw2irM81@gF?3Vg&`lXwz>b%w0nh4}2Nzu_gY&n&1=0i^Rb$7#RntUPW45wJ6;ReI zU)Ea%ozwDxcZN``-LpNnZq954=l1<7ds1St$MzcErLA{yw!=Fk&Glfje zd(?BKD>Vo{DSs$Vn-mV6(|KBm_8)QX28Shg8_qvFyLj~SMqFaY`8@$eIM7-Gxo4iF zb*P2d=|*vJQXE~3>X@i{k%>tam_p8Dm_>XtkNETm?EV_XWv=@buNnAMY?bM(a_qak zMQ@}L$! z)U)?399M;JXSZvtsICAv%SrsX8rp2Lei(x0RXV>Qs9Ns`?&RUq8R#Y_@xoQrxL~U6 zomv}>ku7Z_TG~=EZ{&`bAWPo4 zGSwPU-tcpa;fuMJ1xCe&oC7uKNb{P`P`As6o5P*HA&biJ<3sJfxv%nJmF?h>PEzvK zwX9smQj`)Z(E0j9JfO@AasM1hI1OFBenAd}^if_TgJL?5i@6*Zi-(l9fZk0CpS7fr zRND_Efe&}A2{9{x$mz8wuGg0!esi*}vr^zMW{Lwo@dZh(KJ0>fJ)U-^q=dR2{gq$n zc@oBceNixi;t%hA*}Q5e6>bp;!_v(NKKrFo+U*>%4vH?E+}Kb+jXm}kP8jSiZS{NH zn)3%`pUt8iUxOv=n87F{h|~y}&C9}(zV{OQne;uf^xSUe2~==z=?*K^E{A5A)uD%9 z?m>Xd)a-oNeVo&55#sW{4r_H?8EI$$flcqKgC}FdEH4IwHrwR_G;gX ziyO0{+$;MoUxNyMcgd!Er>nqD*R{^U?qA9fBNb_lhd!jtVvQ_6R*}Ml)xk~09SraRBkRma0lsWpan;+jJl7dhTU|ITCNiP8Q@|nSToOc{pWqzj<%XX1em{1G_`!R* zm#Es?1o-bbprKbuaLVB>Qza4};nV?zxo_@Mp{`bJHS~HG_Rdb8(`v#%9GzWpR>c^h z_Wn$?Za8Xwr6v4$m@2v;ih*S;Wyt6XjDF)c=8YdUHb*EYG>oCt8usKq4qZ2kUFVFf z#NkYhb%$0}q2FNV&048&+`KkoYVp;}u<@`yxsdM;778XTKXfqxMv22| z9)lt@7Nv}DZfSz;+$%mtXN$3c@3@exS1And%bk`XsPkgBH75sb#7rEeMDV^5jdf-I zgg%mj(Ut9_qcn-NMy6|xm=Iuvgoro5fN@end?vw+hxw^S+^Hk@^PTk?=biC`Tkn+l z?jXD{;7AV@2*4Q2Mf+27bMVHf=;7J#bR4)h1|J?lvC!t+r5BbpBXsyRcYb#!?wH?t zeC{H>ex^=)|9__vyWE)6>;1QhFNff# zg4WGs;$c+GpbR1#wv(x7tKi|&F}5cD32OU)n|LCuLMx_KTyyQ6ovzZIqiR>liz(b_Kw}Mzsl>cmH`g6KMLx> z1^vM9wEevvp>%xSGy1@Jeb>Jh^fd7uXgmxq=>IgaU9dP?OKF7Fna(#tcLzZL$;18Y zi4QL5{{-Q?=k|G((ion}0%IOH{%vCWyOR5u(~oy-dNTO<{k~+{%BEzpg!Ev^`%lR^ z9ix9OC_k>fw&X&q`=HnV_qSKu_5AH*J^Miu=l^U!&eaOI5IQszNP0rz;s8i$9M!#aW3{ z-og{sT`Glk#Z#vy^6YBHzki`d1?>jzns#rRY-Da+-RVMk+$XFRB>Z~vpvny95V3AR zU`b9{uzeK9=xslsLs9GQ+irBByYV41AM1U;!Lh^Z<5(Bw@8Q@>+FnGjEE@(7qub@igQdp;q)x};$$s5>hV?X<;mE+Rj@y& zL~9xP_8%{sMl^G=cNPayM`d8Ayv%~w!$iyHS}#5JO)P4L^&F_?@WtbZ&GR$21mM8t z+`e|n3iN68U#nSOjR*W;Q}~N>p>}&@ll7T8I2rypA7ERJg?*LJv!2%>=$99+k`+U5 zn}!{y>kVCZ)!?L<>gUoO1WjXk^oBe^x1jzzLH)1y!;8kp zod7wP*H$XLcfKcE<(%RwPUi{3J}rS9sTunEgbV^wk>ByVt!lDg(dZVSbcAp z;wEa?Xnh$nb9*lXQkxtLBjO4XcYV@~qoMg&|G-lzu#_ZnJ;Ub;ZOljShIQA1Xuot% zEO;MJQp|CZ^Z1kr{?zv?FWDr=WyqzLA|y_7^KhU-LvO62{f1qXQ=TfFU^zMmEmv|^ zji*VGU9jh#byxGjA1-(M3l+v@J0cdj6XkySEaTU8!tM|qS{2nK;{$<`El1_L^5J>e z>5>J=yKliMRi%`V`Zv4JosX=+p8b6$soV1LC8EkW;6n+F-E)g3*p7wFg*Vd~>VcI+CC~$kiTf^k-zLfijD|H?|`&BVcJZnw8xV8Y6)9m7x`Q%~d zo5fK=DGfMT@y^|XJlTHFZ+I-dz{Hpe-x0;228hr>1|PxqjKw1Er(7q=cb#12{H>+1 z4k&M*OHjAH^%mRSZ^$AKXXhCI)wx(67ja9HuK*vrm2chBW*~8+C-Zf6CGxLaoqk^L zK3W=2xgGQHz}3$mr&J8}g4BV1;rm?jarL-6zlbuy%ktMe-#3|o=A$j27&;WMdG1SU z&FUN+h&xo7ahzhj*e3RJJR%{yabpHvvg*TUb$BrP0N-U&j@Yvb>KRq&rFZKT!y>F< zd$J30gjMg{XTn7I<$fkX2!}ChXV3^2!%j@H;vW`_=i^e{YkAz!^F_*Bb+0!VEe#7w zb}?~3d6b-tTQN$$SWImrtIGkC$}y73HF)SOemz{c5W|ayNAuq*hedxMPumuPJUZRC z4gH>pyeTFrJ$XeaS^I3_4Dn*H>acZtNLp#}HOqB-0%quCpR07r1mCsYa!Dhz5j*0H zcY$UC!Xm!8Tq9^$_q1mZ=6bv0{9K<8@)@4U7&YD?XqYE#zK*eO3(i8*kdrS)8xzaG zc3oD}B?dAqSAWadPEf*%*(LLTq{C@6UnD~;2SbN{ni2kl-jA~4SxvE#C|Hm!u(+6@ zsYhAb?gCVflId69T8;VR;#VG%$i@cAuv1T+6T$mKbhP=K9PD&oZc|-ThNiDF1w%M0 zplTz0*=#}v1lNtfFeJs3X#W>Dgf<7lN_F>-8H+2>v+-Vg+Xp7jwj5l4sxTLBPcpO) z4t^UP`_o}v{O}?C~=eXN+P;GWt~yr zStB@19%sMQ&P}*_`~bbiJ9Qo;FgpVQ;aWLRc|d&XW%{@m4-=Y!FA5_ zSK}!D)!o==nm=b9loq8PG3-u9iC*+K(V|wYx&PzSA}X*nJumbLB)1}=Ni?xZl!@RU zj`fQeRXFaoMwEXh2@82Dv^hNKef@UhTdR;Z+?>*LTJK#F)&_Mivs@U1^BZm`%9+GM z!fM_HXXRX2dhRj&IH3YB8@TV6mJ*d-L%E~2sR53vqw^ju%Euz^?wfC?5nDxxg-30H z@XLE6U*1dm_4(BXFZSmIS!Gx!erzW^GWonRNg=W#YMfluxCZF6CHhV9VWB}#4j=VZw$n#vyMPTYC$~x-7oY#gQ;tGedpaxgzl2Qx}jns|Drk_FfRq!Hh5gi~ofpQdB@uKonGZ6%^^c_uhNxz4xkA z0V|fb6Um)>GjEo@H-FAqS(EFK!#T+b$?w}=8|CYU&ozcl!s0cMz9Be6)V~ejLG-|8 z{~9Rp-aIyxk_!{0Hc-V*IKd)yhDE9t$c}=mb?}A!_gDga&H9|p`jxPqW#c+)%-+}{ zU)zb5nDDH*>SON0dI)0|X>o7QhRqK&biVFN!9k7G8(oi7cwFA|WL7B?xJ`@n6Fadr zMvTRw3t#_z{^1NmA8VFC#l04ae3J@ubBQ;|= zepjWod4>OPQ|>9ikn($Q?SCw$F&D%Jnm5|G1^qK+o(37y+=uj!du!%8)SIg56xJhW@ukGl6?4hRsK78mEW{XVN`a|K4J~0p|jPS2tfs85d@a&(Y z-0v)~cmLWGNCi-~{{_%~2T(sQKgsy|{c9@5?w6#KbS@NtNDcHz=kJT!O0xjROWRIU z*VYOB@$tU|JhT@!qGoInApIfZd)VI8`?Ti^DoHFa0nd-T{qFe(NDoIpSQ<;kIR1;V zr2ujYK>r(Kn>&G@2yTnwJ^P6+@HgO#>12lp^N0T}z~=tiIamtnRIK^xKsDgNkh=Npch5h5(ls&jGBv>abAafr$v)0oX+!n?`z1*x zox&eVg6*}U+Ltgi1N);v*?62=K;ssJSA<4jxRJqhBcld#{5kjZY-tCxq(^$ex2rKt z)B6CkHxcyYH8$o-62UT}VYcx*dLflR54^-LAmL3XR(eV%!4C%5ZPuO$es#j4N}m(K zX&V!W^p^wo{wiH}^zKg5|J-CNPyy_#lsCwYG=r1i#Uxw&qPcK}tE9E89}*q}mzup5>Ww?$JO(R1MNa8}De) zptsb-c45;Drj!?kHqdLef_mYRbv&wd@F1g2&T?%tD5Qzana^VV&lu;~h4%|!$o-OD z8rDtey;SMg$zBhqHuWFbQ`G^6j6p}vXVybtRs`)HvucQYevWw65t-BSDY|vTrI0Y* z6kzY(3Fjv+zIf>y4D^RzOs^=80@l?U%&G2?;Kf2OKG9zZjFnGJR@c|V7Cs@@pVx_S zVg2afbL`nw{LV9RARig8=;rzxmyn4fGb!yrRw|>!`3aNcG9IfI$UAyKH?W`yO0hlb z%bIo=F!Jm(^28b~a&KG{TqB1H)k7<}KC2pL92jlKPNPJOx4&6KGZ3Ys4BM0X;vqnM zS&!S*IG`W7_;MXeSVi9P3oO%Y1y+*P(6tnD%qyh(_1i$DcGF5#WClL;?yH-`oUE=D z{`IeKc40UVTBZ_fpqXFPvKJXJcU8ARw$L^(qElxGFl&H=y6&R7?iiAnLE6e;UAEzs z(=W?l@hb5dXRN7nh|zl~fhn^W9va#VEsq7IFO!TxIcZ@1Vzcn&RjJ^W(G$~Wg{ip4 zEAxa;wL+DN4UecG5uVk(ej~W52UK3zNe*C$n}VWb{-URN{4;hobU&KlY22Oa(z*iJ z=pwhL3_Vd>R{QeOZbwNsxi_vCvPkPI^neSS(mZfd>4Db*J)b#D+QIf5kDwZU3^QhU zC3Y(g0&}sf*5u9SFz{)8Scol(i?hEJnSb$znO9cRdkhO<)oqbN^9R9N8B>~#P37>FJC-SsKm_d!q0|XiY-^xBEMYy+1U4_Zc7`$3fkBg}{|7Y$ zJgd7%T7$n9@Bw7z37O9~??+j4s(^W5+o3lY5;Qz7B`y7=J{@-=36_vrmryyNn>r&G zj7o?}9`VORXY0|6Yw|GEJOFZg@5SdOgn+7y!h2o%5MT`K-JM3PgL4D1s*78Q(35k_ zR-vZ?GAB)J_R96Zk?8D$%Mu$wRqdKxuW|ifDesaRhQb=?fLE8(`OO7jL?u>Vrd1)`0{nX`S`OyVi(P0}H&;^`Py>pC7UGQ>=+h9inhG4D# z8Ma`u3|f+7KAm0L1LrU2)3AqkLMgB3WNK#*jh8yk(0qehDz5 za?y=>H)bEW>}GY@T?TKpBt7CbV*320Y_Y)8xu9Z@;}|qu0B#9CKkU*(rgEWy*N+n@ z$!%__5=GDLnqg~~?OS8vp3uOJ@b)11sr35n(aI1w@z|B2AC(;vw;l_A^Fb-LyOK$( za494)F+UH+0muEe$M^K{`Em9hRZ{0ehCO^=N*Q`?PhB|FH`SH_x@L!@6j{IO9Sp+BR-oMp(fq+mcU+>|HJc!}7)${p~3k)Y|#gQQ=@Pfr6F>ZKeJx*3STQ;SAY$rB{)QY0Q6eT{7&%krKa zLyHWY-C%?s+e?XF+NU80o~yq;R{X31GFkUcE4mfH*FkO3tqo|^ah*DPb{HkqWX9eP zYRPqp;b5vX>G9!V+OIG%$9mW%K-$uvaYa_mimcN4_KZBJFI0<6{*esyiys_2v%MB( zeP=|x`u*UJb6X`dvj^C5K7G0Si6_u_H&+Jo7lHq*sLM6X3UMUiLzWDu`-=7BW-!k%Q{{|2#`%web8I#jOS5LfxZGS&LDfEl=%E!Ogpivg~6h;#te#Lfo z6ZjWb_^{~t!avfHNuggYrXQ#AK@>nq0ceza{84PbDE9F*s(z_@?nxEeBubzl6AG}U z01!$D67KIC=UWK7kH2B|u<@pnq;4nR&&k{G0LCuDVLiSl)Sg)kZKB?B{@>K0Ny`db z?G-msOF9vt{0GnI-xy5voSr4z^g1Oy*G*l+_Ah`!eHzrqH?rG1F`i2udiLj%T1Jaw z&%^Afd(r>Jp#ARnOX+VJwNL(M29FvbQm!LjoT0dno3lJ!XzK!S$mCyO<#hidKpB7@_AQ zb+&k`9M+V~&fsQ<9v#P_s`lMPF!yVb(F-bpSk~gktBORJYZ-*(X-rK`Uj8B?v;}Sz z8SJdEOoZkzzmpzIqhXXQEr54fEYP2|FYolL1mW=o%=Ow8(44%#;z~*xfONQ}^K=XB znA7hc@2Z667H0OXbG0Dwyl2c@zXkTLdp7kYF&ktKD$1*N)IpSsw6u6o4eXW8icpPc zhliGNilUgd*-OjSL(5ePyLObu6|fV*xwQUhl3Wq66L#l(3PKN41mSxEE?}QW5l+6B zjfGRnOH2gy;$Wfh<&{F1J}D@3%(p4H9NBA#9Fl5Ml)z8rHbaCML_TqK}PJb8}RcH`e76cZH zHLLfoMk!j}`$OVRL|9#B*LiDy0j&7O96nUr413r2>M2=am=R$OQ4>RNoNTW|WuWBm z=5lsR4F^nro-P;6`Bn#e)uuik{9XqvL2_q^uI=#Blcgh8zXmdV=F)uT%Ak&(L`_s8 zgKM~j#jYFzR6a-A4z^)v*p%U7niNQkD9-bG8wzhcju~@gMuN}wyJBJM8z9N8W|5d5 zGQA&`t`*}i1qS`hTTA=e;0ABch~D!CkQ5c;ytASStcnEgovgs#*=HFNB}IvlSIf*H zkyi^3yoFkhKduChi`a-=-3ba7zwQvaQg;Lc% z{6I;Sw&^qTuGkRJ6ZzgG`63v@QC_pXZU}~&`*Ro4ae?&QA;QKy2_mSY03g9eI2wW)I3kH^pJY@63 z;QT4AH7qefuyheyvnn$9tu{2=-_}*YMJ>U$1c3%{3K!E8`hg7VkDX$3Wmx0%Zs`4s zgnGCiJCvy7j{UUrH7ovPgd7XWq!u!ih}}7Aw0g3(93n|Cm})afsD+EGg;zi}>jImh zszQkGwb43-wOy8mA1u}G)j)|7%Y%rSMi}tYVtIb(37EF9l)c^O0(-vgd~et31g|*! z%|3iD1)WXXeFwfG18+O3VsyC()_SlmDnh9tm-m7950Fusa1dDRSyu-^q`Km?4nVpD zZ}C8aTRKsdSiAQt%!@?G^|tkc!5$BGtE&$?+$Z&?M#s;@aY z-!(v|m%RKPiyCN9Prq92h@n8_uxnh%J{&7~IFTav=@`gdsZ=h07Gzo#+3YN6# zT_I5a$@g@zZ8Ny_tB&^Et_45KmX+Gtx!`!?p2P%07pz%Ij6aTy?rQ~C>6KZHKq}wk z@n{6CQd04B@?Y1H0=ORM68)rvdtn!Os{w;3FD=LPcDABT#)a_X z)tEh#ZV$9;zvGJQMgS^MyIP>O4y5MOuHU9G?ULDtebK9L)1@w|K+6Mo03ytKo{+4;b)daVrZtTcq@A<{Zy>5WJIcM-z4-@1q9gLQf zw2_tINe*RegkrMQq5)>Z60|$VvHp)eJ4YA+boZQjRk243yt6%@&zytr>s60@=bobn zll8v7&pwonw>@JzRMG*0M-^T)kGH_X(Ssoee`0U_qPf*IPa1$lL2ZqKS`vH>olf?x z%?DfY>;0e5!oc(`m+>0`2fQbZ@s}mv z@V&u-WL?Vcnv~tS@Re{*9P)`>+_^>MaxVmcw-T53#2&Y{XP_dq&+oEGh6n zeMKuDog>T^Bq>_tc!Tc1nDz7E0=OAX!^OgfSrGiHE!+4~VP|qeA{&N9hNXJm6Ty%w z&KHwIcl0ViZj+{a9&&I3-&&mLlEFUgbHa$L*0=6f9+C5CIfwzQ+Et6Xq{aJ~*{n zt?xSpodebI=z@B-kUkD#r*y7MAMb~upZj%Lvde&P+vwKM4&}fp&mYbsSq`;D{Xudk z3gMfamiiD5_>J$@=jHyW1Czx)K5IYJ!!0Mt7x5eNVa(8+%}~D{oCy!Ft}!l!6O~Ib zCNUZAk%UKg%OG8){6t+qF$lzaPlgm@Yr%uPeh>EM!IkIWoMli1tMoF>jvJyCAghFN zSzR-{=~9sN#^=#odCjbPI2d$U`|bLe{9%?xj^B7e0L-rIJ6?m~jI={q+i!la1~b)V z7*B=i>rzk0JyG(+Qm2k4hCzqRCl4$%K8vRtsrk17QlQ;g>s-`@d>b3;R$ z46XdA7{h;ge1ErpjNwLC2U%|_K(&KFYc)&8{uDq@Iq$y#T1*>PBDAk_O!Q^;rt%2m zKwbeC*#O!IVM5-v%nTk6YwI==zHGxL!A^ zTCpR44HSO&{P(Vn&e!6h4w1rv!hZnte>?vx4nn3N`ctIJ%gyzlj4O>ef&4ze|M}hV z`>fB*mPoo$G2Z_IH<_&em32~qC|d|wm3Mj+V;d_fjD@kY@TO^ zKv<@^V0j^Wu3lMIz3#@8XtC`Po9VVS!nxO+EtGNa@YXB(tyeN6k*OT4H@YWTo61lFC)A?$=rSU+ZU_hZ>0Uw2 z$=t8~Do{kc=u)#oS_v!q0IBxnV`n+%^qvv zEdc>_Nj`P-1X}Kuz@nx)@OmPeA{&TOt)~n(EQL3hHT`qo5}?xRr9-^RbM zcOn$>w+a{6;dS`%asMHYk$SM}|EPZyy;t{zxVB`m^}z+VpEh66WA(F0gi)jtLxF6L zpOW^A4%khlXVu)mjP9cP~!zu5XRV(wN;d=7x0UM@7h|8WmL3cC(R)sFU_n5B) zy3OB)SpyOBpV%B+(trb!$#)j}-5Q`)_uAby_G;J_>6SZ%QqjpYXAc|6Mvx%`g)}%e z*4AITwGP&d&23=Fs{{s8t(J5rT-WppdVRYR(whsrxi1s~1Bd5;?_4Qtwk7fp+($_p z%j(<33T<$x+2;1hwJ1nPYFJ)!Is~TXK6n=!hr)@nK#^95V(5Qe*>`7O88k_qEU>#x zgd303)sKH{1o1DA`^3aBOy=zc8VQja`0?UQMPw36;lvA-HP@tq2f)6IH&NKuy??v*+VAx_LYNFaMBt*_k3{9AOxNYDS?{z8Nrr?C2(fL;Vy~R7D)AS z`Rw>P1O`MG(R~*52idP3mwIFZV6jt6?MPoS+>QFV!1QAYm<|TAanP5+Q>FQgjUJEUS_KcT-|pf~!6?LCiPxGX9AWC>aZ(w9tDNtD(> zmR8Muv7kl}BZZtlPKSFgq<%7dz1BN@9>e~4FHhW*I)GX7ZCOlVDO@AH?fG(HW8XUN zgxlp1w6{5HxS$w3MAB+yZ?%8}xo_MLb{ao3{K4l3FW5%|LuLIyZOwi212P4`>nUE) zii~~f$M2H|gUaA#$c>g<>?Q8sJQwX!fdj#XNr68`DnN&fsGDH}nTd~w9&$Q%Iq3Cw zUy?pegrkqPL=4(tPdx|kna?dv5F~9HD2*w)S}25H`n3e^cHTdzd#wP<-Fl0yueE^o znM><(y8R$-+0qhMt3db>MWfTo83>T8^}>ISCfPbXfeSn3Na38Jav z7k$x^v4kglZ7#I+PRY^<6~fbE1)Z7gIKW$7xjhqm?mum@k?J{A141hV(synk0z3Kh zs~oP7J+@i%eZ3Xnc;6bklCds~q@hOU+nu~6qXb>^d9WrCZZ%F2e%>I$?eF6jc3nwu z{*LsQ&DbaIZ;-b9;cPGvBtDCuH}Z#ddm_UKn62@<)q1Hr9fK%Lj*)zwFeA*X|J$5<(P)vL&?n>260Dbmg(@p-_jcf5`NULmjr_g5M`E`v8^VtvwdHIVYvK06-6 zyRH|M4`yPmpk@(C6WlrP(awVw^4zTl;Um;AC^P&L6ze%D`lhPEHYwhqetVOr^-=9B?)V~2l3NWGoRnqyNpvi}g z+#f6YlO3r58Zy@NCr%A4DX#r(!ITvHn9zu#jD&%8d+aN$Vy; z=lq4IJYNdX`+Rit6|r1d77pcl)QlSCd<6`HE^lv56ot{|EEC z{To(svres~9*}So3g%zGKLm(_f}ye>MsRZaDvoKvdW^GAu*mR-dN^com+9;b_BtBH zWjG6?2Qpmf&PHTdhT!ePR?AWd^M?0=>O?qkF{1DKH>}?YFty}A(gJtMlBYzN2oZBA z2#5y}IhnJUf5yXAQMXtHCX@iLjR<+wMFje1P13JTu}Gc|=%?1dpj}3;ekG-Gu?`k2r6P zFQUWrN$lrVLU-7%Ub#)WGiVT71?A zvG%7s_9KH%4iv7rpsZii2#9heH>E7P!Ci87$+xcv@H7Uu6e^X0 z3*(lrCcUMwZpjsmA)hwjICR6JvIfI-+){~=niW9T=ydrDhSoHn&^NmIvjNU==HD*F zu$wF2JIi;REQgqj-f!B5u?KPaMhS6|I#}9c#&GdxBlPV`Ikv~L5%yeRTNu1M7ET{p zyyhH!VO|vu6iE752KFTHTy+c3-|UV5%vc0;V@~Q-ifY0T!50Lz7g|`7_QEq5Y8?WDgrEn@0~l?%*|E3dj1Ap zy=roISM-L0)i>>a)MI#3MVVa6w*p|4|Hxv33s1%shR5w%Fa+vu@R(#(5fsqojBKwe zhuyap?@KeokR`GtIu7pIIIwc|p|q0Db!J@*4lr`*UgsX~09v(}+u}Eh;Z|)@$9b0Lw zXel&$iM=~-N`wfdyMET_jaE~5#HD|z8O})tUGG^_21V}Du6+nx?~#Z)OlcO(CiS93 z{gU?4U=3Bsqta8IWk83uv=RoL5REOqlEcV^MK#DoHDp68$&))?1d5j)VL?O=?3=Bj z(_PvEd)CSfp0@}EM}{k2t!8iF(dc%+_%FWj(}O;K(}yzH_Gwc7ZgLr%+? zH3^j@R6q-dO;7d}>$ns`5cy`f_lMI(ivpnUmU8!r)|Q zHS0nelr&D7mIOHYLoeK0o`&w!&buqQE|jBZ)!+DP-&Mb{`w{UQTO%1PV!>}&wN>JZMDK;Na=#45g!2wNn_=qA) zOC1z0ehAv>u@D7|A9Eh<0Aj2%o0w`fTs85~<_~BD2a>Y;X&am(;Vu0H0M-7PeFv){ zQTi62&#FpTYTEyZ$-c_L8@#!bdsEUb9e$|y$$VN;2yYIR+Yh6pQ9?|P`)G6> ztQg^}|9B-HnC+*Jzy0P5!%svJ!o@ytTonC;F=Nj=5;~k9|g5mBU@XWAFDY>VV5@PWLP%B4CjGo@gzHUg*>L z>?gdt;c3e`HiL--xVB;4M}4(w*dufOE&-JfJprTP4O?-3%u=sTuKiSOn4W*{hk&KZDb%u zge}VQ!+J{#fb=!Qf}YFcq*fHE98lD_qo8r87?u~67OBZrf@)2Czo=Uv#78q-vb5-f zi~fZh^KJ&g=ZAZ9*L-w>7cP;zo;tZh7rRbQnQ=b&o?YYry0r+BgYI&%o+^Y_w*9Wk zjyQ-(?z8%YgQ`kBnV;sasMrV`J;?W?1Ev;SJ&UY9Y};>Y8L*`Xwl6!=a=on%{G^g+ zzT@{Jfh;+%f}@xvuH;$?*V~v`k4@%)Z9FL*suZrKf4cbWU<>?|_DITPL^l4Ne1N%4Nia$cn>K_6;$sh8kmS{hv zI{sF|p+DTec+6jYlp%oX`EwHv&tK@@J^!md-xIFW{(GoU$o&2kU{85|l9GD zS>%)}PenDrz{?0dWF!mcoEOQnw1d*CC-ez)wP3p?$1HhU1JLu4G)Mh#P{io4h*1If zZax&Fal8i<&*mKLTh#*A#Fb|~+A%CfMAJw_6D3~vl?`ezZEwrtl|Gk?D&U=F7mM?c zMqqYN_1uZlq}LbryKSrs0op@DABMuQSl-CfFL+ZGT=aE0{9z?dv_G7@9DjcRY~HPy zsKO9!aYlvu11JH#{mx<4R6TmM%x^xezBL4$X@WAUQ4KH_b4sb@M>>$#3m5BQ?`XVH zGDmL_jY|sNU}xQpw1on7F!S>~TMbH}b$sd;i;lH`*6mk} zYY!DcutXHzieb$D)_HBd0=UNrwxN0mWSK`KDzuwG>(%Cf{Huv@flipPOgsj}v{^RO zTf~C8t&8uDs$$6dHqJi1yAXuK*Jtq|6ZQ19YFF2)W>{JMdiv@YBIrChDBdey4yqgz z`I!cFK(<_!rvP!kSYN4q6-g- zkg+?!OPVQ{K^I3<#5L@TEgz=8?mn6X$8;mhH`K;KK;?jTtXn)Nep`_!i9N)7dJGmD z;qR;NMwk<_6I$6r^IMdk8$B4%Zwuha7E(7386(qxZk@q z_TAxT@Ns!0RS;7V zz4#QUPYHlRfCP^zp&7>H(kFwi+d273ZZpCUxO|q4|H;tEoa8} z>A|JtxjtKvN#~nM)yvKRGt0ZFl`R?Yat;6I!=0E)e6*S&dZY^0e+#hLiaK>aDe{9yECTe0tbpM%U4 zDup-uVA(?OewE<;S#X*R^y7h67sG=G3Sd-gQ0ncKVo=uJySq=T9QdzEOgy+407v$J z7!=j@0H@N|{^m!pH&)c}m_}zMux~xk{c1}lD5+RQUEGihCe|aflkYLDmsK~Q8KuO9 zW}QUAw?**UO2q3xP7~}P4tf2Z9U>a?)V@D;4^VYkv$=X$L^-gMY<}mhvMvk#nU$IJJ*9SHHWj(o+* zFz)l{$Cu%15SaCSsoq@$-<~GjQk?69_Z-S*vTKWh3CC_)Hns3^ymk+xZx&ehjb7rz zI-pN0gY>$%df`y?k%uo|M?vk;{@fcTZ{Sm%&PjzHKS(V0@R>=+x~cm!R;RRa@VC;o z)Mt4v7?y;VES5oOYWHo=LL3<8Fm2ZQ!BY(_N8G(==^9~H=O$O_w_M1>Ih#X%Be0yg zvFiHTS}=VqC>Q*^8!Gm*l<#M$M^B^jF)#U6SSIn!V!^p8xc{{Fsmsb%~hXyggDo37PSGLko(&Hvsn?f6kPX zy};HG9wLZR=Jdu-!*;tXsAnwlj!+YF(TNh^7%z*TTwYEaEddRqzIdoU+Kc z*N3ZBhpV*%Uqk4O@0|vSIxozz8=3r}NN!mp*CH6)RQ&R8P#?t7T6vD4^`oEdyDz$h zK=?v+*S<@cfcjF`YP3o$iWqAPfd;5gqODmy)dj+516DKE_rT`5p28D9d*IS`mg%D( zJK&?rM)jK=Xkob+u}uaLo>2jmO$3_9yLXdnWPS%Q z#+KOed%S!@wLr)H=Xaz$Ukb3Kybk#Mr@WRGLf<99tk6+ss?=D?e`63Sz>MqfuQN># zI?l-q}wC9_y5d!B!V41`ktv|Byjs+5NNCb=rdp z;QuQW=y$K5zyiS^@5G)`0X#kewqu@rCkE!~$DA=gE zL^rm&8eSMYT*E0}4O>+gt5{&l-)v_>;d8Ne(2o@KcG`ho=u;oB4C5EEH^0fVt>+ry z(~%{0bB1|v-gvwCnm2WzYq7koC9(!W>KqMy%$ni487Z&71m4+CjMz`)!`7(K)$do7 zLis@bWV1;bc%8Iit=rNFk98SoE@XxSgX5bg-^zkv@sqGG!OkJj8&;9ug0&TN0gDGu zVt-}H*|CWSo>(OBk^X@$w+U`kgbo`mCqjAn$0sM9$}t23t#gqr^Pv^xK*n3s%|O5Q z`;}V8CXmMnrcv}}eI$8pXG);u+uqsA0I$+JSKih%fKksQ@ z#A@XsgEmO>PGhetFesGD?NIlIs4B*anJ$z@sa97k6fS^$i{7=Qek+HfVkb=E>H>k9 zM%FFq)v#Q1$qu@VN^q}F(XPB%2leE-gG@l(EsAd&fzb7I;O4O^$TD(SzX*%NUC7d+ zELh~9wzqLC8EzDiv_-jay;nKwN=qg13n%g}o~s7Q(LA4tvUn(x>*HVd%pHOS#T2hD z@&!vXw&@)88u+LjX0p614-|4`CVH@sa^cCl(#wQffI*q1swKD#k{sH`cOWyC#mt=; zINAk#DCk=y*8o}13nPwYw!zoTPC%4nd+UMoS}87I3w)Y595?j=pMQCL`cNJ0WG;2a4*oT`TL z(T!XdDi}_~M)!GWO&jbUIx9GIwgmQcPYZNU7r_Q6;rOISg%IMgdFh_Z1rU~IW$hw> z%$m?vqD)5+h_|lxc5jM;ime{6PBK^(C9o)MWsW;jzx@drN+9A-t5)_2Mv6QLEKXx!ZhC)K{6VMm5%&EzNX zYv=_F{gl?on_CUS^HNfqyFxowST_MXr*NIxMyx^bqS2^KXahy#Q?7|GYT(;SnYooR z?sT^UfF9_b7-(VgFG*^#kgcPTPn$^YdvU91xyMjNT zt-c118LB^$&Zz)>8G;?BZVnKmc`h=kwZX+_t&1Hv3t-i~dfPzyS~xWyVr00@!(bcM zy3p}hVVqYljCwV3KW)Il5otpuf&`h#X@d?N7cG5Q3N2%yQl+Zp;4%~XM&WV;2tCl> zAGN(5Hb-T5a%@cnb&pD8-&f@zlE&>8+Fc4o7r%~&V%<^v^f|q^`1!LC9akT?3*fnw z;QlK9dPunB*)8Q|pmtTab8mbih)?A%WJJK0tV_?saRYmE z?F(#N3=G0 zf!=oOw#KKySg&)0?*&FK$X%6^=%ACDAWHz!6D%A(A!)Xyu8g zLN*kEMAmawqtAu#^2CPr?^DUpRd!T)_q#UeDyP{tBVh`)W*qrzaXGYjuS&gXffIV= zrE*$~8$lsdV9nGv9BAD8a_EtCA#fkuqdkt&Wt)@Ly-U%f9C|hCQDs^l1Qc7I+qSV4 zXlzad@eD^pHkl#Mh0`}PF+QjiNW}f}3pj9Fqxyc0Y91_Lt5-J{%>en<+l7f+^1<+h z@IXK>4)#_oyV7>D64r=X$W5Y>gJA9JR%>ksqkQ`hNtJuR0ao?n?{u<2G)d@YD>Ac! zOkT>zgW^D-jIld>RUtfH87x*DR0Ww2Zx+)1EQIMjB0h)Cbbyi2=_=mzc(6%6ug`ZD z8F)Ge(FKCl;Kj>#q~LxlY=3(xqUviayiU!II*I+&Hxq0h?YK#Vq0tHdMobrn(_B3A z2*k86%%y5!&06PvX=Cl=L>RCR$!GnV0PS+ya6)&r#bWbP*pYkJ zGVwi1LQURGjWE}P-{<=3umxQ(wfan`S5y}i_gAgHI}?H4?vK)Q0hLg#L-^Y0fvLD#*OoxvwQxg2;T~YK-Dt_gl?3`a=5e}TLSTW@ zw5$2?2$)ItGzv1P0iC|3tM4N-9P+987lk3vA=i{5)Sd}*admr?`_oYABQkSCu@>Ugz0WH( z_dxUGT07C;3LwzjrE@yn4;`ywY`9&}+bu0tA0FEW4#8D15(9l;Cnnocc?;8y#U66z z*mpzi22Y;$h^Al6>YGM5dTZ^cj`wIinWABwqN#>#7lm`rJ{Q4e;;gNcCVHEl_wSEb z--=;Q&r_tWeZjYy@N7hc2ybl*O7~%nPS>*M9~br1!LEiSkIya{g!3#5_uWIU^A_^= zYB$KIiMt>0>4qY2&6Q~vhGFg2Uc2Bb{J!OEK(}-laFag1c+ewS@fJr$CBJI0Hnc(H zx|y(bGeto9782;je(Na%bW4|koXBH$&T6y{EM8Xkv#A9xwlDjznJpS@%V=sZ82ADq z`t766S$~KbJ{6luTLY3u^V=UNw}H3e#uM#9n8vMXA1@&~1oCEbGkm;BV6}fZ`mk=llpr!x|#5=p*V#@DA+J}{mgKt2Df`CZ(B+ux7kOWhJDLyLq zu&_HYYNwpL%i~MMm?0qlL(izh0n9}>=#w)L3J3jWWjd1!eKurPk6kzs`uqp2IgygrgnPX30 z{&S#Vjx{v%zl;LlD8QUDSiv7N`K77Dz8%L}3Lkm^_g@Fc|1g*SYoPEuKxQ3N6SVvb zwdW8+n5aCXl;cu|a1|4+X130Qmk!n9 zUazP_phO9@f9M$<*vKT3;cQ7IDc|}Rp#RcD7dl68mS*AC3EE0m*-P0v8Ou_9?e!e*truRQ!^-)?^4jJQp7xv1vf?k7(va4k^ zl)p=j5L||7vh*a*1|^$hZx?!u$OyF+nH*<2LC+e9B8B1n?10rc=P$<^mAjLUp}bf} zQ-GP3v;i$}*(RMeaSZzb?|hbGe%b>QKjlB0ONBzyqIi=S>v*_7qb6&2D-Nau?!D@G zSpyHbJ#rrAHo#o`l_h4c3c>x@tDeHwt&lOlQ1>q=nQ_d={?hF9C7KeA=p8ex&%cxm zDK(NS1TcNKV!ocj8#5)e7dEL!4kgIAfjZk}J7sr&@OFDNn~P-%8h5hdMKL9ob&61)D^d%!I+puJEDK=r zrCj9mdrjab;!z`XtseIA#yCsHHGqaq)Aq7%^a3{DQE9%DHD7T>uNcFGH z!pVK;hX+ELK*OkZ)*Kg(d%?h1W_2t0B^FiaAkdvEJMBDa)Cpe?FK3fTCv5WZa{urNLX4WoDynSe6|%82XZVncnue(T0F zXY_D-XuMmdTn-&Uj-zOoIOcY3j> z2BA%`qAVg+`D`$3QCG0t;1mQ3OfLL3WkC>k4-WF>mqXTc8`skGQYgv4Yt%JZ2C~v4 zYt}r%^V(hAdxsTYFN@y3w97TnLaN6^CQpD=kNLVD&ZZo`BX$n^oUL#3B;<8~3b`+) z1=f@B7A}Y_Bh?bSU9pdmOjQzrX(yw|$*C&%DWM{!gp6GA7TFCc8$vIT0|ahb z70+!CWOzI_M-0K4?SJ*D@6$BQAIdf2rCBTC@;ycGXa=Y5(&#!B#R7d>inqY{pv@?4d4xegkx+0iRp%8&KNLNbC2N zPNW4S_4O*G9+crgwbAk5ojRyPSQCG>1>#5+-vfy-gF1`*lNic&)!FR+PVD6-SrdgHB-*7w2U#kL6%lCk4Wuu~HD7h6Y`(SM*Cc7@mB){qq_NeviBEmY3-Z z0?s#E7xA9;0#4a<^#nI>$Wsa>GGWRxvq|}F+shenTiEV^%<4kOI}|$T$yE>1OopDc zXw@m*R`c~M_SK5M^>JpK!up>1&@4eUm7iWmDj@k-+(Sts5n_D<`|B^Xg1d&chlX|u ze2Y}te;L!9A29U~k9rotg?Vp#+*!eG@EixabYB9Za$dm|kqD;e>TY1|YKf*AcWBdC z?l3!zN~XF`SFQXCfUn|oYA`Vq9!{<^n2BkJ@SRE9oPJb7(xTZAgV1uQ%kfCwYFQ5p znZJ8Sx~IUL^Pr#-hBLX(*Msp}uWhaJ7=XqE?H0Vj;uSIn4w@ljj_{x7N+I0sUo?51 zFAdJe94bpR=z|3Xt*11v2EtIY?Cg&n zCt!1W&apzQ8E%}N8gt}L0Y32An-yOJi{|@~$#WOy8rV)A#MgouNx^M_A!sB|#ja+M zUu1A%kwFRc;9nz0RU_;r2|#LUfgH`jQwLRd19%ir!Dd%clyu6w5)Rl%C`v`ef#psHMbn)I3snkzLKWz{vAWS42Kl3lF1TKd-#o`yz~ zS$3f&%Sp{OGFs#ElK*qa{{J-%>Td|BM<&V@G&eojD`4RF$H@Ml2(SmjS#I0ij&z}- z+R-fghseIId|RvI8|pNkT?ATX5AqfM9WpA5eB=u8HdM$Ck;%bd`%{oTMaxT>aNsXD zAFXYK<>6cHn)Cvw(x6WM8?vV$L<(h&`*RmBuYlI_p(`U{fv|z{ek9-jdm0o4SyK={ z>G(w#B0>Fq;Zxep0kG~L`y`4(k%eUh1+qr5`5z+t;&$sVTPg!6R;KgDcqpqcutne zVT*I>n9QlfkPMJrb!>ah!8&kAQ{TS22ZJ=%u9Wf+B8k~DR?N^>!SJmWxMK?|wi-6%qys{k=y2pgGz z+%~$h{=LVMbIE0k!9a>FD4sJ+IAmA=nl;;SPk_a)kFa(q#FmY2zLq<>0eO>bIO;)p zZItoQiWs;|yLsPb7F| z02z)T8IEN5Oj_B_L3blGX=IPUz`D-quMd)%A<2#Dc^`85_E6B0q- z?ND^Y<5e*{FUaBgv*_JT{WDb=h!FQk`t2j>LD*JO2%x3ksa1nz;ys zHn<(Kd0h(Z8ja@$i^Aa~^Q1$~VPBv!V?4Vv!5>;N4dTTE(d`9L>&tuYk!=&i+v+eTUrK>9(92k;QwKgh&CQQ= zuysglDs$o^daZ|2539@=;F+pow|9&!GeAWAy4{ z28qy1vI|D4Ms$;s!!vB*rY+9EqB`A4}+It08rP|M<<4#W#*Q+d&yMOH-o84Xep z1Tq#c3_|L~bWQeB4}4A>=-4zny3mgEHp9C{ zewD{^Ylq!Q&}zxXI3e*GB>JlRx4VWzzuC1}d6OC_=zo{$i1*?3rqjpylk)&NkIkIW zAcCZuD3RBR2s7G`8R>4;g5_L3OVj+U1AW+`Z)MASF6>?d`Fw+`mwM%2pTfGlal zoSXeRNU|x0t0bU^+6G0BGvS(Y-bp29e>UjR@xs zpOO8PUjqvgLXC$UGr+4XS@0YNu3qwH>(j*GV}aahQ7h|uh$R77zg7sH^P`RjPJFrw z*~{QTvg#Jr&I*_$QG)yGU{1mynhw<{*_Mwihk?0y6+vW>rH${IWRMU{jm>1O1*TPF z_m=UbgOauVMSsoba6-7tyWhtj`l?^O&_vfDEpf9^N6vB(tsUXoc{l~0#x!gMBD$R^ zN6<)~FNY^f$6aQTilR7YV~nmsqy>;waZo!iUftOn@#yIIzrt4XNNLP@#X&T&L_GFjyaq&^)#ZF2G(oD#_q+v9TLE~vWDYiU!`$1^>@8^K zU;M-xQvzG(#lDoc2K1&X_aELYedmF7iq>Q%jZFg|lMf*D1tGpFh5E~*kh?BW6a;4{_0&mpJV zYuXIBvp9-oeK+1unUPR?X>?Uwu%UXvhG+=O zv$^%%fC#xwY0|R-XiuEDQ|KI9p_>s!Kr9)Ukz1(v zkBo9eqQO(~Ci6NSPYS!?ZGQ#C{th54lsx)ksUti1O>IRA5jSu3jx=;Jn zg#sX;T`}dr`9J?7|7L65e(tFVisS!#Kr9*X;rw`pE=I%Z+e`}e3dQr z6AFOIC*3@MF@HDyisGf(PyLjwQ%-4=0nBaWg$43;``i4Z89MW!#?a7BFY_@){?lgZ z`L!;xB;c=UP|m;q?YS+j)Akh4507;2AD({&E%i;IW?PE!{L*Ls@cb{fv7TIm4X?kw zuW=-wG}rw2e*>r#T<+?Kk6ec_(DRUaWao-Qsc?qn-TtUEM6fU2-s00&1v#^eyKE+! zq0}sWT`g-Rd~*oV9$QufH9LAgTiz~)SDAGt{lg_t>a^kHsr^mJO;ap9KN%0!L-87g z-x9#6is;_ZkN^vpFWdRBvIxX#6SelElp(Q$KGFPrC2Sl#o26k^4=#qD@0K8!Eh_NR zDt{{itS3>Na0$1W1LqY3`x`LvA7MzU_1@7evP0Ptg0VekDOCX z&q(*mfzU^JYFEA&fjGB?MTKV@=!ekq_s;V&w@16!Z17FeH6sLarKL zL#To%0feqq7mj0o&3%mDJ86QgE%14pO;rnvyHor|k*k)}$#H4zY!fKXN?n($P6RQ2 z!%GZ{%b+%AVYJcV3Sd8SFQyl{W$m>0lQV{E;IjK|+zHUhHP~_VX*PVUdTc%0kO>W6 zz4rKMbV8@LrHO7tBn*CHUKZaO0W>?V_8r7ldF4$W(a#?+Zz1&}b7@ZrEY!282tX0` zVZTeJo1XYZi6C4wv-6s z5-fB#ktoxF*s>*cnnL5Cjntt)?s9RkKV1QT*-x&mGP?G-3oE({S3{HgUEB*Go0vhZ zi*80=3XN8|aijtru%_jpR^a(D$&ZWUV?jLQ+UlFsp~zK@Np&?12epIa)O9E}zv8&u zkD9p%f;6eY`(-H%tdGR>5r7F2$yI?XYhDnp59tN`Yez zK=gpsT)<-!gjc!^8RGRGQ<7;OFYkn|-rQN49XSxs7`KQMU5p;B_?~VgRtvsD5A-0i z0kWeXzL!GL@r}q&_dd-wgSy7egL36faCBMG9s;^yrKn`OR_(^Tp*tFcEZI5;tJx{{ z;b{k~ObFSj9bOIV6wW-!##ZLqyAMxwcHrx6YQDm$mi9(0!!{}v3l zcMgQBAM{2sv%W~eB0tDk&dU3yC>O%4BI`nR3c>3U%f#m5V&M9o7EIHLcGPD=S{U*D z?luz4_{A85Q^$n!e`M4G^)c15HS0nlZSTh6p4>_(rnW2MSXYGZGT1vo?FY+J(v}Wr zCXRa=JhvMEaV8=k<}|9#B`|0w<+y4mw!ViBI~;uQ01C#uKZU(@g^Nv#XXSdI10+o7 zpIQ_LuNx!KcrFLthiOj{j%35d>x(2(P_%0Enx(Y;ES{WB8xepc=sY7cxhG3->trgR+&AmHkJ|?V9lqK8Y>u zA&>4um(Ue2iC^nn3TGow$4m7wA3`qv_1wde7;qhaD1`6*@p@Q&ew_XMcrrBHVZQLT zp&adT%b1U%DDn~X~s1WT)AbO6c0K%tauK1W2!4bZ) z)b%qpaFc%vo1ao1n7?8acf??EX%cS60N1v;&((za=e`WQRr<%5e<}G1oONqK0^>u~ z{Ih`O@-y1Y&r0Cggn!K5t);+?Qe$T{6Id*NHnc$9>I_@@B0r;uPcH|yD_XQkA1svI+E@l*IRgepA zgerY|DO`}85A?MQV7YiFtqx59Rx~gyNP)_#w`1D7U&7%KuVrIH0T9r>hpv^U6#TO{ zP-)v0fW#e-%p%P5QDJMUVq01VZxYfu8Dff|cVvj!3>P>DNtX+`x@Gg6>CtF&HK{k1 zpgDPPxVkkT_Ep}!O&x=_``UDa72TPj#Ugl)MUViI&7=?fDp+GZlgoe{`MQ}UO*Hb= zusZ!mtK*XZSku}jV`A?PMvEfYPVv2hjyQz}c@sIX15Myv-s1PFpMkUdP$kG{E^j}+ zvK2g&beS%+6$5>>&{r*&YVdeqso{%u@P;|8xTiys%a>;#E>yxocKYSI!d38kV-ggL zV{VeoRUF*E-0)34yUmsh$9-dtcG_X3pE3XG4*& zspO(fB~XGMY$s66A0!>hyo#q0JiXs9%*pbC1p;Tee{2nb}6&UVM!ulZMNPFj)Q4Ls6GR{#`wxsNXB-Gq2V=SQY?Sw@0h$P(Mh_x1JNfHDEo``LfAi`#q+b>f& zJ7L_#V#39u0Bz$*-;b!_nG4vih4R8{jJkP6Fkx!b*QbUHxHUT#$oIbhBe(p*)ER%c z=ea?ojo=3fjQXuc?fIa!CU;c9uo_rJq}*7XYk;ZU!HffQ+s>P4YTS`)hNFZlby?y6 zOZP72YyI^9rvUvz1oVH}@g*1Re*@k|-=0OlM*EfO%S2!Ot9#di`NEzI=*fS^Uq3q` z-vk>3Gd;H2y8khtr*ywMQBWrrw&unE7|_QJNW7K%@qhx*AQzl%@#a4fXS06!mUkw@ zivrLiApQ%2{rW%u0AwjYOs5yV_{Z_*@fa1k!%7D7f4hF#kqL=F&mOa|10%Wl=dbhJ zkN+QlKGWSaXd?L4Ke)t{9bYn_CIeJFjy5Y@5{Qn9ovrsz0t|6@Sz_3qEkQr>@dMTUpDXYDBNKi?k%dIt$DF123D z{38Cp0R6uKYKo3;!>I$8eynH!dd3Ge&BwA~!B|wt!v#dx_3gC82K?fl0$#6Zbc?ze z&YZgt3%nidXDec+3!zne`p6#SR1>S4*ooamP|YCM!(jk?iq~)7WS`eYp;dC zPMY(JO(H{KyNlX+2ekKWjZ6_?O{;`Vu4k{G*`kLVBU-Rgj!Ai(zy100PcPn=%7 zg$UcxV`lOhezDATP75HH)Q~G|f|O6U5*M@7LOn?=$K3(9NCAt?M6kQD6ZdR5mQyBd znt~$NizHu7E_xArb+K}4l^N#m?5*1Au}69+Xvp<+Fb!V=JOyj5^0=S_O`=> z*uy$K6<@fp!ItlZPKt;Jbe9>w;X1wL3MP8K`nhbm{?w?6EbOs z-CJ@EMvyxwp*MA?z#s+0qfL%38%FN+ZmQc1ZYat<|MU`jWD6W$Wr=QLFX8?5#LB5E zB$gapdi2NB04O>%%qT`rgpaGTSKbmtJ7TZ&9}>q>VZCMU%?)>}K|DBGa$8L$=#N;4 z@7hiT&r^yW;oBPE^M!H7EfUQQGV9J8H4<0Snp??R4Ix!#y`Xcs;*~3ePsR3 zOewVER&n1oh38jIaPK>h&;3?MF8bYNnNX0y5kl~ffmc_=M4hSQ!9ve7M1h!#xfsPs zfwhGY@aYJ%*g1T?hys`9|?5L#@E$#gTb0Duy?HfHEh~1wz3t)h@}b&kL#SP;EY#E{H1S& zkj<@L=HXlqZkHKO`LiQu)sN#L(Uu5D`guC*FV%q2oQgdGmhWga%EN`V)e~D+=R_5Q zsR?fGwJa^-d6j99@(G{O0>GY6MdPHYhtp^8PSjye$=S3l?bnIuY882&C?ePlvIO&)6s}^(7}-g)$PG0Y@5ME; zM@xWk|B^{nGcqRXKfXx&+5iV%maGlK&((v>KYpm9cz9s(zSE0|Z{Z=!McXAe%3;Lx z`N6H?72sIm+8a<>4Lo-S#MwO?z^Fa*&PiVa^jZnMbzP2~>iJx?Q<&A%(>SHsI>KW7}bkr!Hy2& zpgmj|AS{~`?duVXjD^z{Yu5)u?2&BmN2@|%sKZCdvZ)eU`DKMzLeZ>1ULpA-<}5wk zDqPcN(Fn&M95@tuh5)+_Pv>(PR6tuy#JP6|TESXH&Q?XP08aGpPj&f%98{BQ;kJ)! z;E_FUa-HC6mFZ-aSpi~PLJdVk0$i-_s)=}s+LX;Yi8JV~cI%C7Y>{Lq6mnnAG`}4P z%kR;AyLT@UI4wV&y?Zbod^9dI+{OH^m9eRu_UKaiMf%bCL|l-m-MM8{TeTkKKXoh! zo+UsjgUS6AwI(0pJ|WDI2IKqcCIt9K=33TYLx6o=ogXY;rP?t$xq9%(S%&p^w)fhy- z=)7RGxgr5b@z#t(*|2X;+x`d zWGZHiw%LnJX+*nAf97#DHG#Ov;*BQwc||w3U_*qFI;pL`&^c~mt%5{Hc9NvWI};F)Ke|P-22BRf|2VYSDED>q)Mf%cSTPC3T%gi_ppp1;QbAwbMj*ALewZay|x1tHV(;#n4q2E>O1gO&RjD}~4kRv}F&wHa13SM4$a~%urL3ut^cS0q6 zU;g9ks11H$91->T5=j8VV^p~YTYCC-J{an|)hs*N0M?qyy8~Dwz}sR&3-{|l z_>?lOJW3x7w{EE$nrtiti6>Kbd5QUObzAR|%6$dU{8d@J@f_wAZB!i=pTgSi7=D3bekW{_tgE zH9S6KlVW9qg}{L(HVYect;!r^))#1nqfQ39E}g@b{Syi$=A!kmiCR-mcyB!f&_DL0 zf1C~3-p7hFYZ{?7aZq044FQ%ti40y})B;C#Z#cReJA*owW5Zl!^S5US!*#k6mOOhN7z$KSLg-dKd_;Qqhr5 zhN~-$!&}z{Vn@q(7!5pWvPpvS5Mbn2y~6GWKK(utjeY)LFwH*o*fJZUO!VIGGsl46*e4OZXLDg& z+I!<`M)k1j>x!5ogGmLeo?fV?a;aL5~8ExOK?~YhoHxXgE z`Systr#j%lr!wnLWzFEXaJop_4)6b*%S#iiS+M${B8p5^Xj@Y@4I!m+)xBH-UpBN$ zKP{Zu84o6pJb4{1CW1z!n!GrB9i&|-lF65Bg4;{BzR+?Y!qlzrOi_C~!KH!oS*l1q zjDP+#Jm%UCR|TI7)nLbZ(*fnJ2bAN1+EdnxaYa3(+;C}Hj&|4QN$z8lO+Zbkp(5b> z!PQ^d^5WB42+&+t{5qi=&eoWo>zhP-bMIRN#v^Uex%|TCyN81yh`WQkyu>QU zf&)RnDaCyT-{(gij_>{DwfyTzoW z%nlImJF&6vMCrV}a|e`=6b;WCL6GF{{GuBISv~}@d}xJh|_2Vy7SR2YM0wVmf4F-oUs8y&Xfk9DJ_7wGWQZUlxx?WKj<<O7>na+OOcU0VOqXQP4NT;Rf)mHfNdI`nl|YYn`Sg2ZJGgS7O|k>t^mf7%jyFG; zvXdeE4j-?hDK6-UFd5vtoCD#HXFFf3=fk^-+x7?DOF>3FR*MPa0W3X51)h`^L#V*s zk4sS8?_RM#_hlGLQ%nQHJ{vUr49?}xgS@%?p9WZ?#@wJ^Ncy9?@a~%C92qoo8 zpU!|a>0Z|E%7vhQfuxzqgUPII2Yr_}z??bWNvuO+>z#b|q3yNt`QtJiL?}hUj1Vq- zEIQK{)=ETi`&5v84!YcJU>MNQ7RApW1ADh@{C-@-x65YMrX;=cey za$!#XiG{GZUQ-U(heXQv+4{j|{Ka3}f1w2b8$kOIPPf8-(iMIIo|dS2qyUIyfJO!i zcr5KLZGJ#AStBB~#2NlZwZy;LBTb$A(+!GDB_?+;$<$2JTz%T|A>vhk?)CP^6aZ

Xa4AC_;cX= ze>wjGh`$3!Uvoxc7oYnlrIWIQNbaEh?fP3v-S+|~S^Lco_XonS!23U%S27?a11K_3 z#fgfuEzN|e&*>}Ag}?mO9@$b_ntVFHo4+>ScAiJeDD8ze{xzOFUoy~JOMcRnQQUtaX}>?zjPgR=)DJpJN-?{1{O*t9rZIH1zdQeS zgZt;YCBi8H`bO#Od3)zS1c*wi7CRQVH^8EP=IYq?bcos_`|wFr4QM~>@`^$m-FoZN z2tl+zewkc9&LU9-rtX!}7d$IKzLg61QeZw1wAX~D1PhT1w8eyG_>yyff!SCrsIbr- zFtUD&ugkuEqAv<_5$^f2A-x=fNp>n9= zDz@)v%>kwOq**hbT+mN3lSm6Kfg;CT=dK0#1(9&Pf8cfuYz;BnEO5&YY~JqV8OF|7 zU{A%cUu7wHa0zAUKPv+L8CLTiq$u8(n%Hk%T@RDBz7DTYD_Bl5yLv@L6-?chf8VWM z3)jX-OP=xY$WV4W-x>mp=!qWW-&+PkBpYGF8o>4;L+jRJh%8HeQ zOl3cqP~K4p=iDZ^d+O`p8LiORVg!tjWM14{I9&`(z9c{DT2OwV-W3uM2Va-oeYkf& z22$>2zPD4P6h6*%@Q84FRCZfvY&LvWdpe=^Gyww@80|5}TGPZ<_+wGS>E- zV|4~r-d?*y!hWE5+&6mYbPg03`n@&a&jxO>t9@xLxv%lV0c3Ev@7FfV$dRhLKD)qy)n+G?nPuuhY{A8Ob*Wcf#) zRKtp-oj1e!sm&l`iAVUt45Rt2QG>Glm#si!nUmj3c- zt>|hvoV_DT(5C^mGZ$}TF0O;IvdrPK%yLNo_$?E6xViB_uM|=p`CU@4%d|8?biDKN z=c|0-L`#V#;NAe%sEPCJJ=N^=E#4d`~?AGtP8_~|aR8*@a&&2X=VL$_3L zuYn$nVRc`w08uD%Vc+3e@VXbQ-u}EEE-{?{ej}p+&U_;U z*QCMGwPwA}hbkdp?bV^K*OjoN`|P?O+uDHbMZ=B7VI?qnUDNr8Lm4nCt|NqS;?IHm zk`~mM7xu-1iWe!9+zd)aS#N{jQsC-co9V-0jmUagF5xg(?Yt|;0pCBOgEsVO1w`Q8 zZnj=rE+0->)pK}Utc9=FSia}F6X2$>r*1YfHK|Obi0WH-+pcYZ zgq~P+WG8~hr@hTL)^?y9o%(oR4{B)VY_em)`s=$8-+QI-c)lZ6eVN94J8G#9%^J$h z8fL?r;|a6DOA6r5sJ8zuw4GhB7|@R?4;tRS9=Yz&2+703@umCUz+o-33#WWt;2!nO z9%GePKsCufEY^-T#P5&qZ$JR%jF!E3X7Tg&a)4SG9}zCxT%EAhCl}ttn8%$wfw<+8d;D3P=6*3m_`t^>+%^dFT#UGzAgBIXNKlVZ~DB>d$O@FKp8 z$w{Pm-Y&Qm(s6kUclboyI6~Zr`DzIy)o4CQ*H-xH7Ud!Hp{8sQ1FknYEHTTX^@G8u zn+y+QtYutP5!Jm@9^lm7uYcqT5sEq5(c$}H&h4wJ2h^9}Ra<_y5thF> zE!*ML0q5faS$Xf{!cb0MSK;DH=rr4&Z}YMrF0?h#7Ukzd!=zQz*_>Rs_wMLEe!e_N zGWg8&g%91d8tX;G8Hupu{-D}+ZCnUa=Upe0+5(E)8_d_Ejr){jdhkP}+LOv5v=jQD znF^USt8)II0*EBd=rX-qdct~QN2suAxY5q_gewUkF8kR*l>S=>kz8n#3w^Awt8GjD zV7k!n{DNJcu;uTCHv&Xz3cFx3FdzdB{O6t466pUWXx#OM zV=sfT8$|~THIMU^JsH@N0rKAfs^xi_9MGZT7Zq%#w97@il;nc}}Fa zJW!UVv6DL0qwPQuFuPrv?9=?a<8y6eif8wsq-gR>E6iW`-;K9>&9~}@^FxaH3rUa9 z&;NJhg{Eo!gjf1gj2Dycoge>i0BzZk6-TJ;T=kwk+Lw&a2GdH(i9*jhFt;FWX%NDa zed}ll5oAmFSi;eMRPc&oNgICQrP$tlb6d9p#8+yRM2_bI3JJvJx0OKR$fc}x7|@yG zFncr!^DwsLb4H1XM?$<{La_NjG%USXIniMs4dKu2syorA{i57TE{>E^pi<;Ky9Wzr z+N_hVXY3kat+Gse^Sx^DUbFGmTcm{WT;`N-zk~&|Y;keYU4`)aoKw?z(CucS$a2@wJ?|O^*SI2jw)zvWsAy(Fg95*LCpZ+5oSK1171v zEb(yl&j+eoWhdyy`r@KJ+;q#afqbArb?($)1tOeL2JiE7X)j=6+SOsfX26n#g zP%$f`ChX8!4oft}k?*~W>ahl(dA4tFIp%)UWZB@J2NnH%tv0@t}WB6ZkEq&EO5co!Z_C|Xt%VOwwOB{rrsc!jaCW0)JU=uT>O2tzrL z`cz8E4bVQfC+UEf^^UqX4Vm|x6?A*bCN zf?wu&OJUFZPS_+xB_TzX1Da;iv6ZNyvYB%oDTFuK zvRy(Xd(EW%*8ca~U~SKmmS9CIIB(#Sx#oT_Y!==8^`?CQ)R%tt_T5K}{2 zqC`EkWp_20c7NOEh9)xu0_^%acpn%ZbuDAMkAbIR#6yx7(UfdXGntLly#7U>txLfE zpgo=8SmjTXnz!|EpA?gYnlxWQ{QyDzT=2C0cDbDc^RBuXxerz3!H+%%g|2g`ac;SD zV7$Q_WI954S?p~LQc{eUwWe@PI?u1m< z@I&LLvf+At$Y;+_We|1UWRm(F0i6AvB7RUuLf%}UZ6&A}{@~byK*c|YiDRjM3s^NY zpX3_LgcV`m7b(N)q0!;%PD^)$DxFHNw?#;G@UkU_? zJx+dn4}w76Qz~gf8-qieHxnuz6+ne@qPhCXLim#E$9#{Q2>l(>n%|m`y1O8ZZ$Fx+ z>=yjN`E;-ZtP!3qI3EaG{1j-Kw^oDi_hB1zTtM>5=ZU^<-wiv_`s?i@WOUd%F${ms z0sc9FhMGN$vt{6nf%ee+t@b``(7Zt5``IPFuwSciF`Hr(uwHMb9(H{L-I84Ik~e3= z%h4xoqa%5s%QUXFKC29dBR{&|Wvd5TYdXzOXhK!S$Q*2k_O&yHg;R%?)Pv+)M?Dtw z=CpPd;4XLmispq<2qO80=3#Jl)o0w%zI0BEo(p12^Td~85OY4sYiMaI)V(tPF=~Yi zUyb8AabD4o*Giu=`QsUxg2XCN61Bz|Iqt9HmPHCQteOm3Ptp z`KApsU06F@`{IUs5yS?+Mb%^$WWQ9h5yy_$n6Q(?wHfSq+p;TNMH^%eXGek7Yk4qo zo2WdyHxJAn>OQbR#!TC{7d`y}g;4j&;%#VcEgU{>sCNLb%ZjU~lw@5Bz$ceeu`=X; zNm*QJC8YX)4siUbrj1DG|dB!-xYlHG>2(h%wJNh$fHS2;h*J`L>`~bx#UD?62mV|CHQkZ8E}w+ z#^2_Ts=QOuT!oT4Z)smpeA6rcaqQK?ux^F5cUrj!p;Ag5-=FIa_HZqe?rmGV*g{nvEseVhsyPolsh5m zg82uA3^>RgAu{z9&rdwql?X2<8(N~noqh#uq>kkLcrw5x175OO4r#p7n|#pVS;J8F z*@@!$*&$6e|G-gR2FmlNk9qcKY?#udM^O6v{6v2@-h9cW)CI|Q|9Jii{}8Y&d}{FY z?tm=?;1!d8^M~WbT6c?njHm1<@<<>14d9{Bw29p)jI<4^hi`haxTnFlF@l2BH%uV+ zl}TQNSJ&*IDby~eU66)dXDc2ok)Ag`Wb(Yl;g9>|+DwY@-H$rdIj<4@G*2Bo5 zv(zmsTj1tBl5Ha9N)+A0JsW073#VTRP!N!<`x2^PZsk_e_s4<-*Ph9imcjI~K6p(gL@?1?GtDOUoVxLXrF6n?@`En{v~uXAD}w zw0t;t7SG%8ndOz0FVSSD-}&zd09mt#{~P&KG6vrt`T(F~KM9MT)O;yuH<;9wX6i_uF#N7~V!d~5hY zVYym3pR*wI>tjrwZ@FW0I;RF=x7*&@a<&H4ZfKwM!Qe)d3!41`7#x_|`rTp>T}GGD zl>?o53s|2PrFxH)k>MPw9eJNI-(hre=GI0m;Opb6xKUHm+O#kCHfnmrC$~p6@RdUZ zE#Y>JcPpq4F2%hNmdn+rj9KP`-Svc{R~{C?4*L|A2QScNGJ8CW1v?qBO^J-*eUY$U zGjGe-1wXK|l3T~t9srqF&9-a{%7+gZZtNXND}rIm>A{b8i^2Aap5?Wz=uXMTyp@1} z=Ie_X>Z;R~kRp@b@Zxv_uzm?#ci}-iFd0uVnJmZL5Mvi(M+~?OduR9RUT70!biOq! zQ7V7{%PE&tNTrbyC|0)KQve?oX1MNs!WHM2PW9W7A~w0^HFu#bmj$2jgLSOm zUwzvX2xs*I9$pD90I$orm2X&!u;csw>bMXBr;{3sAQ^LJPSKp8r@~;&nJvC85~z8M z9V{zC;1DlX7K=N46_qJA9T2(_@>kpp&!5wf%kYFK5z#!OYwa(Ktc@T)p z@(*lt!Flx6o=}fGpt^ZmN%?p)tZithWNbxX??vPg;d%{jN6OC#MPh!5pUeIU#&S>} zb3MBkT{UT+*+irrDTKDl7;3@XTG-x_wIi+=gGA}6X9{9bJ9H`!ZHT&H9Ep^TPa{Ek zta#niJ(zcJmgL%01q`G_#!>=&*uxTReR7a6mbHoO3%ahV0Rfq_(j-IMF`fuW-HqL|?h{$W&!OsmI7eKDB(!C>_B*HHpgmmaf^8;irv<S9euPg#H%vDBYH@zG(#tdNT#qc10kkG~^?JLDIVH>ypGCB|==%!t@L8 zdg0RYt6Rg%aRD%zIBkHRbFwDG`fBC`_%MgG;-Ctj`my3XP{{nOsV}iIvAb% zd(`|T-O@<9m4?B*=y4@q1UGnxP+gq|C1Sc!JJ8H)n)dbmh1y~8k@K46?FFx4N_EOh zE&4S)Ub{=7U{^jkIm2eViA)TvEph06S_OBrf)DS$Spk>A7kI1@F9aj!Jk#Y31>pbm zdbtr*4XBeEQUyt{X5=X*e%1i{n6im$DZ2HNa(|7SUP36 zPofm`Ns{ju`A|>mS7aVn4^xZ9r$2nmf`E>gNZE(pkaFKcbg5$qY~1iHc?h+&suoUp zw~k}yTgp;-15zYwSRECk6-%M+V{MB~a2_z!HhA1e)2}YQp_%6W^}s@s+WEyoBq?_~ zxEwP1zfGRuClf2!mi{PE9qQD}4e9pccJ&_^N z2R%KPs6X6C?Vk*rWmdNzgwq@|j92ml=3Dna2AZTnA-~FAda-gC{jyk(9rMW)jYuvr z*om%STNhDK14kY8)`^MyFDZ+#>CV0XQvi_^V7cPIb);6zYud0#CwE53lt6O9js^Ph z)ukC=5%*!6e3KVQk`WE*=YQ!)k%7)H)I`+8Jvq*p&ua4OS4|w1iZs=~bfm}~9z06t zHcb~8j1(%{JMBbanzCD(D*q1wqJ-#r4K_*_N9@SVpAQ)zl8;LUdZgp8AI08nm(69z zLzDmoDQ}d>;$HxoSoFQ!Ax9nl0Wjtd{|}r;32;6ut3S|>vi=9aBM&44OL8adS88D= ze2FQ@=o|Hhb>st*exhm0zfl%{0l1x~q}MZqB)BEH|4KQf+W*(}BLhV8b3?w4coZI8 zB{z)HURavg;{GdTkqQ%i=QqmBNO}JDgGb)&p?glzkrVoBJQ-M$0qQTBGxBFe>dJ)^i}35CrZjGk2K>Sjz26K?J;W`Kymz)(gE`e1pn3%T=Acdpd3D%F}^u! zSB){ry3k*(&_5YeHox`OP$t4PInA?gkdhSrmb9V!W9P>o%ecyct5(-)S9uYz>`nYQ zj+zfh4D><1M*mrApp7`=+xZEGZJ$j!AV$4OV7ced&{s2jQQV(+r#JiFqenz0| zY-}}rx@mQcZMqzko!qao>__02LE11NPU(PsQbZxVR3?dtP(318i3RO)cg;A zz1a-hynY-75;ZVp(yNqsvj#{Wadv0WO|?arULq|LTF+%a<;yFD)El=pt>GyC8B{q^ z4?dq3%6mrTgZYcK8kKJ{;bddKZ7%}R0-ra_66A6rc6^YtL>tBNBcv==l+m#OY-9jH1n9T$WMHWh3WPtcGf<>98l4WXUy11fZ)D6mo9BW7f-dz zbiq<(@Gfq32e)uB7F^dRRIep~{Jd#`J-vGHsiHzqnG;9U!_pcWrW%@TNTNEY8^Mqb zs_lyh7AO-yAc=aZ3R3?3B?5*!a*3dA^sUBYFa`n+EB9^j3k052hAa)&*TC}S-O!bp zG%ygT^D5ht33eOXSTxq;Lhyd?H%(t_U}Rg*Xq^_uitOBX!|+`J>^mWjhJP*aYAzu? z1gzhj;o=c30+p}_<9Bc+f7cbi8rogx5_x~orTf?^xz}-Y-Q%eY5Sepx$OcVIYv->` z1t6)qG$8}2#LsNGY1uEn1j&0G3a>ZRaNe;s3c^3so}-DrlcqdtZUmC9l79!rl^dZnQA+~m-5 znR19XQJJoBE(SK?unMOuO|ZGW{Ahn;JPaBsx0z)7!)@{Ri~c|M-aDS^{{J7Bq7-E{ zXcLvJ$Y|&x4TJ{mkQ7Riq!dLWg~;A}6SDW->u`>}H>ILMLy7O>oXfe!xjye(eSYsh zKfl-QdArUfUgtH>>pbs|$9-fhkA$b}x4s>yA;Q9+@7692Ls#S213TncYhd+jR$J6X@Cm{-B-Z6!BZH?=`yjAe@<2I0l{ z#|sOJ`@)a)*6(}MgW#DnSIM#AI*1>?BH2=s#PGohWFQsmW^xt|gC4FCm3m zbkJ+#bBqHqe`atq7vnzKkqCTyIvXSHyM$Bwj#fY0=+IymX7#<%liI|LDQ9w?ry zfs*+g4r{Ow!1b+gH0MPPEa>VuRkNoa7(!BS?UiT)C9@&j&-Ss9uwhbb^ot+7Tozt` zQ8^gaDDPjj>KF-x-+bCmLXE8S&k*G>EV#J!?$&k1!kPZZo$i$aBzUh^zHftQ6Fi=a zhu}4$-)ux*Fn8Z~LgmRI4{J0t8YeGD8i2)AmC01K3U0kkH+-9(4lxvW>Lxh8%X=&D zmj-xzZ`)wDDG6lgeirzQCc!l$S%rWq>=z_okWeQDf>o%}4kjV_s`wnk!Y??^BeI@x^qM-%WqQ5^k*aXI(qx7D0pT7z2h z0>@-zMyw|7*fm|+4Wuv6RvP)%!po1gUYl3fgCxs`2dZmI;7Jns1BuLpil23hO}pTv z%Uw%Bq`2P56cGyU#tyy8-r((B!BFoc`s#Zg5hk*i?aH}@@e}19EiG3op>F%lkM=6< z@H0rQ&Dy>SxY+o{rcp~M_VLx-1NB%~B%5zqW`N+?8H`@60-pVX-G*3zb0!ClE^7f! z8QWDdww17@p3hn08B(j$s%?2A%fPi%knx*)J*=r`F3v}{a0@4$a4w^G7;MU_>vRhO zdw%Y(RVtxS_(d+AP*o4YAq>a1*tUXwT>8~^`w9s3BG~LM=!OrBVT(uw<-j2!WvZ-# zoy9BhuG0ZnkoLBm^0LeV;uDk26B`Mj{eXo_&9@GgJ1)3CAutG9CtPq4!T(2A&<`|2 z>M((2{ zet&E0y?ZbZW5lMI`1xOSRDdL5V0bYG^13#EDqqB(4Q{E@iVki~7-zf~gTwHCXiz~T zRV?sUt6No*&4|LpcZDH^+5YO$%Nwu&xGsOT`s}`PIC9UoO)e2*Y5Ip*Gv<}Ri170V zns)IZv~C~Rv4$a&ay!nXtb+V^DhASIS!u7&RI z!-?dUa~niyw+hx`5ViiJp-HWb9uWJI5gqSP4~b6s=MS`|z)UEk%)DngV6|YiW9!!j zm^runizJ%(X-ti$ALwd?88e;RhkIW^cb~rVMUDaJBb*~R=k)^$GnZw>p{q11M%OmQ zz-uHb?|g+p<1bTGoJFhuU|P%|qk&TBXoSUXqD*e07^_6la2J6BB{r-8PA9cnE_#E{ z-?eMJXV?-k@VLjmJvto5R=Qc+Rz`y3ET6TYVl$A2Pn_=@Y6XHk+cl2&)o@@{i3Oeb zFuZbbX&$&;0~YpXH^lq9z#b}i&1}(xkP=f=Fc;4?0@AXM2^Mb6aD;4!yQ2@RZOBU> zw9Lz3l0Yr+AG?L_^D^e!erBSZZ|}3p(3>F|{zv zZ9VvYM-4o(_6#>55n=wN=C{qYop4>g`VwcIc@ZQQ4;o1ODYY`=2Pm)Pe@CPvN@c^{hX4pvW8e zsgE4;>qG2t(-dH+g@nI#c(urZaP=kZcNP2mXbJ%6dP<`ir51qxw*MR0^1Z>$_}Z#+ zCK}BmS#v7BT%7DWOWj{;;eZNg$$QC&c8U9q-ELjq@EUc+Qme{B8Q} z^^@CtuO|-EcG%Iic5eIB!VPu*sP_T>I@m_h8+h;VixZ7QX>xLr()^p6(ThAypIZqY zG}mv*`oxb;_>J}{}`G2h$HRzVSl4;fgX{_|COwruNA?3^%pvzwj->{3_Ng^aS zoZjz&6SJr8+b4eF#BZ;%0u$Hra!6AQaHLyO1v=Vixi228frU}_dtAy}!Jzb}P>odz z_%>|k*JX?VWdgW;N_IMie*lHl{mhwp*_FCAzJy&)oY6sux4Y^giBLICaGZ%{AzT`=IyhgA1*&OKA6{ zJA?{Y{BC)wXJJ10#1InQu@gU*;d3VKNi`@8{|FjC+602iUZF1*B*BY3eRuiEAjnhY zLGz$6C=NfusJgrk%Cj#T3&mFu4F=coplj=RKMlEYt2?idwIM6+;G&=0tcb zMYh9jgWX@-8A>CIfnuVHiQ4u&HCvKVOEyg8>72s6&o-CY4wu<#@Fc(`U*C;lmKim`%G1X8sX{4=*LYnNno)k@KwWsP?#v=X5afD0=z7%Umj~{1Qv~Y z58tR-;9(QdOGN7Re%|T5o3z_u1q7<{WxQf7zl0O^iFa zR=<{USy~YoC>MN#3vhzIS_M^*eXw}0!(~XJW@2ZrX>EiU zQV|p6`^`8LNRax&G5LpMC8SewAah_f#hp13=-4fcH)8z5G{uyo9!gK9n-iyAK-oUe zgY)jC!=Qz0j^?~HunBCSx5FIP;J%kh8fVa~BeUMu3r$fn*mF!TAoV%>Ub0jo#yk1h zq-~UW*aCli{j|aYUcF7EmYs zINGlWl4e<(_^xz;=b{VDl{)@#jb1^qcuNF0|4`FgGZfn>P8V@BNrU1`NNPe^RZ!&r$iPY%Jb4tSI1 zRUNyx7=qSo&fj-67cAUTE<8mA9oiD?m=oJsq=ho>f{tSY}Oi4S3EJDG-M%no37mTxD z&vsaQy&47w*z|AgEQN=XvQFnFJ7Hw3JY3{mC3xD5-)_kv!X(|$&J#5xU|-tLy0kwL z7FOS>7-%nnqsOPW&>`>}3EHm0xT+0u)EdYGR5-V{Br&0hmcI4a!Cg5}B$48^v#t~- z>wfxeQEr4g`?T5j+9z0_Yf0T^So* z2+3Cj2Ae(w%p!}B6XQ5_r>DOdP32y?f!v>u7;f-*S^#ISp=V-R05s+Eg)(4wh0YuuJ0T6FKJDSmQdrojjY)GEM$;TG+5P;*=mPz{B(IfP|Vr{P_oj@)Tbw01wliK zfkTRQ@NJjWuE5k{IFi0WxcOT;m~xM6o?>bOpGzfc2QX(k?7j1`4Ua>h?A+S1*Q;Mb ztfl7j^O(~Y+Z1VY1$*_fUAkao6e8N zkZMnMqej5IAez*CBe?;hSWG%(U-g42Ma10>6U_dOk?2aE^+E-M(b^!e>8i!j*#>aB zIj{$#Uci{{cGEu5BzWs{EbGX48nj&c@x*{94LHlyJ69AH!9yW!fl71_E_YA7?5WlQ zPIZjSN-=gV$7ZoiseCbTyfF%#(ETrCNp@`1Tl;?sAd)-uzne2U*D#x#Hd9{uHhQH& zjn<|iS9JZ9{`+tK2U8&`h5K&+Z$kvSEOgdyc`&5?oCYB5__IU*D}b=>wwmU$tIjk4 z3jspW?{(;Rt+ebaK1>S`Fjj<)?olNEhYAp>0O4;yN9$>B00?@<_Lr-M|5NiSd+bku zNCgyBpz$|%R3qI;8CmN#<0!@~f1u_vQcmN;Lw^DkDzK#j{E9f%dd_A14qt}(D!!GmZ{?h_P>d$zb z50^0dKwx8nQz^ImzW_G%cKX%z5360Y`tghBGyoL=^4#*P^-uGM$>&tK(NL&=AE1A= zvSs+dZc793cz%2P?+W)?mDY#Q?EhcuQ<)Xi^ZvK{M@yG~k8IrM4M#l~;{SF2r~vm@ z#~-Gl+}KqaPjmbNzrFuAV)%ByUr*a1M^mf0vyUY=n870$QM{xJ_y+DGRJaO64Hk&ccB*a zlK$EnmM&=J<-YWxHxqV;e%+Xb6XMk;qefUUKE&goZ**}70a|ksj((Y~hXStRfOf@N zSZ6i5+UtB5xKuxgcYRI-ey3|?a#(rSIK}M#;ZP%#%$YV^no{yCxJ&}gh;MWf+0{@T zaxi_OyA4)ML@sQx$@@!L1E8Gwrk!alF z4#sT3%VN(&gZJf_%|Rm(pjtIOEQ-`#*^?`y-fkv9|JxzcZTCxH{u@Wj%#c>7e*d`I zg&C>lTTKRD|3uf?x}~e0;Dm~i<7YseX9n<-rIv#A@P%x~iyfugZmSlYLIA{0S&Cuk zkRc9?DKPa!-^gl6TuPXC%b^^WUS6DQgD$9L)*IVK8=phrmd~u;=z<~O83%LasQ{P{ zC9Leh<&eU0^vhsv4J3=H3O)Ul1qoW623s1@jy~?OY=L?SSmZ5E>T1A>cn=fnISjtH zplIPz{>bkX$Mgg=K>{_md6-cpaACKBy4_E9{@_8qleM zi2e}X%SUR#`R>OuQS2CR>K)zHqSg&@+h#mXPB*|h;nwh)*A4KtvTeb~EG#$-Y|9_O zxDhI#ek#=rx5EhTS=Y0R3xB(vJu?OSAEa8+5lDG z5(($+x?#R14}-8)6FdsHsBFKA?y*{xxfK{Uv01pF++<}MtYJBnuw$$lZrM+s%l9Hc z#rmapr!S&*dm;u$1?=E8`|g3cf2!5TLpP^Z!k+sqMv-W~)!$pg&#|u+&WZ4Y+bbmeJDmeM(P&d?>7V4L@ zlOWRAp&;HJV|kA4icv!!*`=(poYU zy6)Wbcw~z1w1&nm>I&5mU7_wieF0-Rx|bW-+4W%|&P%ghiv-5yg!Xhij}%ij zOnPFVlG2fDg4bT3EzZ72=>^%<7;`$elFh``D&RRq1X>IC$eu=hn6rx(W2Y}Sfc3R! zd)N0ggMrt=hU92xP*jqNsC?`JntADW1!~;ESxK-fe?JkX%>th6Jy8j@!{fdCgQ}tS zc>3mwu~s;6&+E(JXf;H|@V_rzP6V&oeTDJ$=(ZeB;*KX}gWr`0BI8_ESQikai=~Js;r`Wvv5>MS)8{Fd@H3&$0|8kPy9YFbU$k_dPlK5}89m zoG2zXbCnMUyKS3+v>a$kNF}@SV--oee85TCJ$aE+= z$1nau1SKz}GYtI8dqHA~Q+rmk0}?5Pw30t!P<;BqS%>rNA(v*brMPDG!fIJN9G#G# zE`5evh*hH8kInEwQ^%EX4W(H2obN1?`@t}-Q)$K5S~xYCAb1Z=oP-37EDo-&gQqtX z!V7fjLFwkOtP2b>$&+^X?>$o1Nsx&aRnd!b!I|Oz`ae+asetxxnr3I8(UY>n#SSu`WBow%@9Wd4{;T6l1%g!S zKmPd#bCWj$C;HdvL>n{JO6 zjiwkW&vVPK09kDE857-c+MLPXcL^rEIn5}C=a0Ide{A;mJHCEZH|_=5`_TZ>zdF9Z z+W*G#7ONdT-Zbm;$j%);9kqZ$z3={Z{Wo|&M89#1_DS(bM;btjF+_83@T={ouDGa@ zAV@2D_zRH!YJHz%E7N_gwCDe?{iha!sK9(V^}x{OS~pT!cAVwaigS0oY4-p3O~9hQ zADoHFp)F|r{`r^5Uld|>{NLA~x|_c`{`+-BD{l$-(A+w_NY9t3Y>8dbN9-E8&r!Y^jEGHJmmaK4mzJxuoiXl|R#B z;EgH^vzuTrte0eN+WaX5;^LT=FH)*QYS`{iLw+@|bN{p0yGBUST=Tla{v^gNTsado zhLq*;cSSiDmp6dJ>8o8_kK4hyQQEOlIuGg>r`-%fJ@m>Eg-`B|2=K7KEGpj)aYQa0 zL@4h$vb=_)5|ox{Pv4iRfVU1ySEdQ$1U~Ul29I(ZY~F54Kb;u}+27V1I}{|K4rPp{3+dHbBGX2RN$X@Nv$A z$2qH@pZ7;M+k+aIP}7NP`H2%)1ECXMSTELP$+@|aCm04FA3DSSEEr^_o^W13Al@{s zYFCQ6q~k$}8`&`qBIttz_oupcSTyVIw>$#1%h4ZtI6pLi(3j>L*NZ#m0BR|eo-ft? zu!00)B|D=RqI>iX_78*?b{+6}us6`jo&;AN9vm)Rf)lsxjKTF|Rj@(W+oEQe078m9 z9SMs&;o0Ee-Gu=ApLI zM$GJdi+(GxP~2^6pjx$j=J8Y!T-!o+4MX#(ZFF^pO*L?uA|+^s)@rFT%d!X%5K(Sj zkmd=x@ddgcTz#Rp)jGGE9^-S?OH4gPD*lirN9Q5b@LKw}g^01V!V-&RhaS;mA*uAr&sH4Z3~pkmcYEqj!%TW^}=d3uLY# zy1C9t1hVQR_Z44hhrML6CjsNAgvd(`JlvsRy+ff2gec}oh0xm4yRPkZ8Jx6Fdpm-; zppzncixZLqK-~9SW@@D`^v4LQxmfst`-UF3&*)Yzes1T>>_{wFMUZd&DhSBDTNbI@ z0nQsn#OALn0?s7ccKNUx2>FysT$|GY6dcH11RQdUHrlW@!0w*m*!pVJ7?a&?je4M$ zUb%-}83B%>3#TG>@Rn*G!9-+?ox!k}0z3~t_poWbT!8?B-n>2QNH8!g*{p4B7z3?- ztK*FZq9BQj<-Fv+PI&+98gFP`2Q*KHg*05Mg0l`WM91h3_(A{TqqYbFsiL)3K{tAU zonqG7537UcaR(zo&+v!b#g2T;JFYo#VsUj1I1NhUXn@g`n_jKl)QT}CUz@^13m`mc z?~WGCe@0>K^pIRB>^BkSJ%UUd-KCthH4^?X6mw|f13fRWF{GOmKo^RoMb(>_HfO_W z>6j^fi~-u{SMhGCWD#`DA2`5#5Z!Y_=9PX5sfAjn?_3h*=$6~>7+HrD=Ifp5IFewR z@;y@ld53lxgkugVS+cu$eJ8AUzQ*HxtpsjlM_$WDW=+L+a)46_Fp}{+9*0H}i)BvNwaJk!m{U27FfN#xpIRZird9d7q$B z2^6+m%fkVxWOHtegOO5?{V1fH3L2NCmz8?7g37J4P9Fx`A=~=Ju>)wXmZQP+noBeU zmY4J2aS+AlbWSQCXlH{@&Kez;_)?g8XH-XrF+axI)B0^K7_YOXVp-d}ayZ@j(3>f) z4wx70V_mQ>5mw|LG+?|@1W$UIFaAs_fg$o`bZUov-}Ux?*F!TaRD_?;CN< zo&|^JuME*^E(2@X)@%We78rQvh=DQAaQkk_syo~F+Rpn;tHP#QV-%La|@=(hCRSgTY`_=Qb&>ep3qvy4< z_<7TMB!1>7=2gdZ@7aDc1fqir3QreDLGd@OA_6;}4>lHMCE*%){P3)(HRjBwtve@| zoY@N)0)BV3dN&A_8Y@}yHo+^3^r{UDv1BSw8Hnb*ORf=agn;XhY)GFPV5-dZf*>+V z;$^g7$Y__q$wY?pi3~ZQRCxh?imM=|^8VEU)V^E#Z*rLNB!b(%%;~KUGl0(X<5Z1; zFKjtY$HjqO8_md<(F`v_bH~SuLnv9;c3=F3Ln3+@P|O4RK}d~RV}EKBj17NGPB$UJ z7v~y#D|VE~P?o|uSLaqR6=spy!cY360AA7z@5yy6k#cA;QE4?%sfSpK+jK41_bm4j z!F=gW_m_HFK`Zb&B|Tnin-7=2q^{8(ih|cpnz{K72|zMo-@a=NKJUHS>W5EYA$mX4 zo}AGpkhfzrWFvM$T-r&}`)$ME#I{2;4uSQH!Ow#2BlHfcS-54w_1b?Qj7i?6~gpK!J!r}A+ z@PBK|bkHvgrp_fLXJ%)E{22z>_V<~fw1GP(8>J^V?9WXp%QwSeCCE~1+?Zusv2z4zmUzs!ru)ww`dy0g(Jc*}p0Vfe00WkY67jm!;#<`a%ZeR6tK% zk6M_(zuItbBic>wzI}E?I2is0wD4C*;cheg@(KTs3h1eTcQyXoUklo2Rwh25zu%R{ zTV3Loa;4|6>-ygIq zmJI)QuI+D9xPw3=C~)JyJG8$Gs0*3e1k6WiU8Vmzep*0Jy&kyxcxZ`mhO6tlAeTQ) z?9f43^6`l>eE$!CKG^5%E?Gj!E5Y5%{Qu2RncIP1?SE*w^{ubI{{zF~H`l*8Q>omc>p}DR z`wNi&YWsT?%SHPZ*wHX#{#ySx0sW^7?o3Z_x59~|9d?gc@?fp2mao-1oDhF*od5n^ zJ?sk-{y6fy9oFnRbH^Pu;HUs5-~5HX`4uqZmR-3G-9dvxZOW$H(Nt!^uCtfS zQz5O3*=CX{6-d7J_q4a9q6Vu_QeUkOzIVtkUSD1fw!|NTO#HP_8qeOBj-3~Yr2B7j z4x?*t;jBHkB?&P7e4=`^6Z|o@RDdN5TEE?QtZ&7_!)+eBwA&QWLFNW`Cy99GhaDrBFZd4JeaocaNyL%xb9|U8{*vbXxun%JqL+w|hYx|g6+nr;=L^#W2IB(*lKkAp&YNjb}9*a?kc z@QSoRO0$AYrSicFV2suLkaMverEL+-)|-g%(dpI_3!Fgwn9DP*kR_M;F|U*|W5@WG zODS?w=ZRp|c7od&&B$&klDu3mH9%JIlI-9m)o?OjkHa1dEo&u?_Iu)Wi|ii((ukhZE!D*!D)C?3nVfP+~N~KZ8lo|EPYc5NoHqc;t+VVP$tMo$rWJP`4!Fl zU~JmXa$_Ud=f8Hyf1LyC-tNEj05#i^lz5+F__lvf^pk)_C~P#+zkDSfb{<-zd^$f7 zij@@Go2rtq5X7k|z6Cqsvvy`01Emnj#JpU@wGgC<>jnxOTA=Viioo%gO)z!#`^rT^ z1iY?)P{`F{s|M@X(M1;1az7__z*6oTS*G6_!I4dQ(o_sJl%y7hc*jmS+xuCg_j4X- zajD`NtA;}q08t7zzV9zzj}i!%e4=s4i)>gwU0^T5haG>zpx9R~d0;z7Z4dq`@~wce z79^J3HeYz87>YlyIeMnJ9r%dCYH66i$uBs@xBf;0Xzp>CJnn?KkrdOT3~;36<&t1k z7hl~5jw&E~=-!!!9YVH4Yr^%*Fn_o+3kPJ~yT;0Io(KGycesr#3SpM}DrYZFNXK8Z zYH#LC28Tzb*S_W0gI##-`b7)9;f7-217oE0_ARTN`iyS&qO6BB;^XolA$G&<&Da?~ zpCv^$sr`SAdh1dx4 zf+k`&*>E63q_XUyk_P5O_BrPE*bqSVsZfz@Ob0M2oK`j2PzWnaJKtsm=3qf!G-uQ- z7xS=RG50;FgTma-yw|mD@JV`fP2y|pSXYOGZD93(hG0fG(idX7S#+(sv| z_G&u>ZusUUj$R5W!VG0y^5u|!IO1{X^>Vm1!zH&JUB}B91k4()uh$wL1P`vITH_1L=P374P={ril;|pO+C=91qpLRMLbk)! zin|$ai%4)t-sFJ1NfX@NbM>IdQ`Dk=GUNE-f$?Bc=hQCabMS4C0hhjMGB}<*=Vx#} z0_bO!w!80$h7qE#hX!`6V{~*&dAZPwVokh#+2LXcUd6mwL9he(x$e>5wJU{hEwcRt zzeZqZiFs*&T7BOc^C9Qpyt&S974(rMv-o`e!{xml9@S|*uG1nw;P@zxa=3y|2?qrH z4W$?3(r3!SPGH${qsOgKXC7vr(-8=_WF0h8S%Ts5OQ%;X7+)i$b8?%W00CzFCuSIC zD*$O0t`eUsV5Q8W5E5Qji`6_{u100B-QymIaa$drtPI5yz0gHu=_azo!&{1GHWv!B z+4O_a1TOpMKHF+CU~SZ~Z`8rhsr%bYqq68?Pi{EhL?9<=uIaJ70ytyN6;?gOLa*n8 z%&E~BXcr>4=mX%r`Rb(;ZNaeFaiPYs`Z9>}Jb$~Du@M-KDuCVwG!JC0y>Tpg5G=-D zoIT=F3Tw5O+~vRD3KQgd5qAspC6aCC3t`b3qr!Puz$L}cFS-?24_h9Z(`Rn(fCJ=u z_|J0al4zK8JyZ^xB<=MY)>i;YLGZ&pEacs5XH!eFZG|5N2laG$d_c{twcxT&Fo>Gp z66Wv;!dM+OX@S?(4<7%L{ z@ighKXo9Wem^!-DF79L zs`CY=t+^dgl&j1ASUVVkPiseQI}rhNCk~t>*oA{;)j_zo1@nMAPL_`3;eDXDc+Fa5 znjOo2473xWfrp1EF=o9n~-mOBJ5tDo}}1|OczV%qYuo{17X7E-C7K> z$-fs7%5pajRA=PXp4^XxyMv|^ykotPk;Z%TzHc$OemrpTi%<)Q4eT(}lxzfrs3UvU z?lp>}Z^N=6!+x}08-K*Z0odoAX*hro{| zr%v^r48hco%=jS#=)c0FM@zjXpLhg5s-w)~Sh2pc>epcf+U<-k;xkO&tsJ zCw2?)ki9cV>V#%>lxXcyKGRyjUj(g%_L--|%RzAI3U`y~7LYB8J5Yk&#O(I@?Ul6m6Riw{GS8# zzpKfn0%|HSM7&^h>2xhxsJ;yl4n#wEp88bzg+j6lAvl_Wob- zkKV-_<4aSJL59O`9)J89UZR*eZ9#-bc5d~5T}ImT_u6*s+wF(mH23dc9s2(SsA*i& z1Gxs|S&p)Z%o~w60UX^b#uhE!^)O3^$J(hAxAN9-{{d7u+DE@o6f@o7-r5F z7T8%0b_#~uZl5B+kwWLw%B?kUES_a22LiFtPtj&0aoC}>o^-P9KNP@GGi!6N`$5YcWjSP$Y9jd2@l$XJoIjv;j2@C- zPo{wK@XYE5D!tZ~q}nRWF@B2qio#pxL2R${*FlkA1!C2&9Vc!335D`>10 zR#Bg+g+*T3#39Vww8f&JU5CnXqul;az(lV4MtDQ88W!hk}2YeL0m4 z#+=u;cri4CcFC?ggN!fWWNh5}%@#pm>(xZ;YzYCS^SWzU)**1UIw!OJNI5*u=yOy> zV6skl(SghprlvnVjNeZ zoL-__24EW+M-7mtuZuN{;n1A+xlYdgm6TXFG#!c-A${-z;tx;s9S#DmS7&(HScBl` z_Nb1MrKPafy?2BCWIeDx>Orwb30yrd6e%aw0E#SbWy(aP;IgfOp< zq(ZL8u_$^pFN@#z=B00U5}d5k(d@b(1RUqyf6vnj19?;DNtrFB;31n3?3rHx(w)!3 z{XSQMSN4I91)I@3;$57pVsaIX@(!B>8euLhIVDQE4@v|0-i>4wLc(0`vE{^e>Gjr) zfPK}_0*)q7IBLPi_^t_>pAp)g5i)^P{By?*mTC|ayWlJRtPIXImG!+i+X%_;vkx>iCh@$ ze!Qg~Hs=ugvbyVFDqNPPp zdbxSt{mWHQz*?BSYu=joJzWqs6f@L=TKQ|2+KS>ZU%dWm=c`S4 zK3<3{PyMc11gBT`)oW*(q64QL(h z(u~4F*afC+PPs55)T)?X`RUsO*2{)&CA=rV`~~&voRIpz_Taq6s1P*olp*3{wiG(0 z!j3U^w*sHVb%r0! zoroR;S)ZGYIcRF;e>KRop(hsniAkSLhN7W3_Kfb%6}4d7E~CBfT_b27ZP;9CQV9(_ zSClu+>jL!^=j^vG#e$G|IOBFZWUyq#t=fWl^4t{0N)l|aVMPuGN@^@Ck9HrQi?2d6 zL}SKnCXCyVc`;qMY`U->7Er#2YC)!(`P`j7C`p<1*J$GGg2Yz+=wrc$ z$gLk1IHDT@Z;Y-GsUX9m|R!aopaiv)^$Cprh&)eu# zKp7a!W-`-zw825oyW#b9MEJo~*~={VW(-v!!vzBfVJ)Tk0|+=^~`p9b{I`IYjR61umfK*(eH78patTy zS8w6v>xa9$^LCXnRKhVoty6ke{>vO+3BETR|EB=r|3;Hd?f6nB>NtT-w7MS!@}4)9 z62AHU3n0?X<@o*zAS`g}Zv3#zm!@NcuH!TvUuwtoZvY|j-3lx*NLvg|Z1)9W>WrHF zT6j#BPDWI4!>vmfslbv745+X8SI)8tS&+jlS=q(!LDTURm8IKYaz$sub)8@BzjocO zC0kuwXaEjsx@lLO`{^u6j(@1;%B6MFhWdHQ10cd}9 zjDNNM=>rXh4+5NN*5~={?N2vE74$060&M=@c1^$c;AE=!ushBD&m+5Sa^U=ADt|w< zQ%o(4{EeAFtX1AEJJFe>YJSbH z)<5p~`Rx*CS_(cEDCU;`1W;)-*>txm00SyC-=!bXg(%8^SKGNuz`cb)gS6W zQZrkT`B5kA)O9Ny<0gXmPkTMl{OUg`q(upGM}m;@7PBN^G7G7V(p zOtE0_4pqMP)FBi?M2ffW=R|kY$CC#8e$;`fdEd_y-ss}};p_onq*ya^EuW1(PlC1G zjI0+X8lX>5N`u&kdAUg7eqxTfu}NG=p2HZNqNZ;)s~Z88sh_vt7vh^QSvVTNxR_MF za&sGSQaXukz^q5g;&iEix{=)sB-1|7J8C%4w>bx#B+4%>D|rqx%>&9GF=uvfVesHW z-dcFaH?U~|Qi@Bx51L3iV*HJt`i4Ph0FinY%N1?yNLf>m&hBjigB@f9(Fz>-KkC|+ zW|0|$4Y^?mCUg%1-l^ir`cRsQU0;wq5Cb&J6`_O`-1cfIAxY< zqGlfsu6vEf4eGHIz)!a4YDUxlHoa3GO`v7G;>{PNkck(+-_L{E#c7g4c4-{J-1CaSEqmet3Z(A> zf1xGj%f@Qq%OrWhxTz8HQVzM9?%pZn0@9SDK%-;_cAV=EtqKZ<840@rPILzsTO79J z=BZGyF7MOP)2@K&Ed2{{DpeRu#TwWE*a=y>^E~%FEWjw=l^@?o0OC&3)B90M@J==M zx@>I|?DR{)kp+>5$eIcg_=`p1R2>Tzf#{RGrU$OF=jpMdDHfXsf6hWu5lSJ*n$a?d zi}qKT9&27=D-~S@G=FPyW6ooFQ3^w*{{8{sc%QMIIUPOK0ZRk~ ziqFf(fH29V=(|+}piZJxdS4`@E!FQb>cP)(ItO3eiE0oMXI6a4UjYw0?HJanG{fxd zjNk)PWK0Yl*v3~{|0koMo6MBHo&(y?$gTSpXvI%sa!>sqn(Tu}@m@z>P-+n>SRE=@ z1?2Ktu73@jkg`Tsi6W32Ns~#N?m<()Z7L&{sMg zng#V&NH}!Be5dVAC)r6rcAAi~?E{_6XtKW`=vl3}VuhXptFxpHVlWlLZRSbWvC4dK zdBXpQ2`RjcmD?r{?MwxN@B78X!)cIR;iJ2OFAeM~J)z}lEu>u-ZrqB6C7#%-@Y$|Z^kMSp%)WbXN)N$Ly5@7hc=-s?)JurW?z&B=H z2xQuB+SL0x62>2fNxq*%4~{D)51g@3xbU1Bqujt$t6X4Cv}U=XD`4a$vf z4w>K@)<5+V(+zY78FD-hx4?;?^S?h8ON9})qkE@@O2C>c$(zlg3Qljoy4l6W=sc4$k z?<@nStM6H4(E~+LU~5UHT`jC>mp`gi(++fL-YJor>)-?T#%qIk{~RE@ZF47skS|$W zUkwuq`n!%EuY(O=eU~UUwnNL>#3me&;+|xA5gAPZ6mJlmN8IQrlQ>9%fFv%zB(6>f z*OHBqvJ8Y%yNREe&?C6?h}*-&`~Hx8;C$HZWChUIEzR~Cse&2SZxfOi%E11tbT9q+ zesHNZ?K14F0*7&k}%0-;}_b0c2*%K4Nn&wvU@nPb3s*3@MeO#Y+r$@jN zT{_V+n@Etq^zh!x2_n!rFI5j;iyCN#vvQ5?Zm{qA*^4eisC{OYiqS+Vh2mWe4Zj)m z9v0rlc=+xh=#jr~bQ55P^1Yo0^TLK7zf2+g;fmke4HFdU6`I#cXf#S_)PVEn5G3Q5 z!ZS|i4{m7QdSCL*?$w{Wfq++W{o<#fK>6N&1}LJ>9;AN;{39pK+pO~8(4pea`|73O zo3!%lS)6BaKK)b?F)|3FM#q>Q+^7fZhbz0yNiV7in4~H1{(tAT5y91LX>P8bHS{OWhsXx1n9Xsh!D|xX_7)f{Pu$xfQ8^o(ib{ zRv2I{H^_z6^oH})GSOz2xPN6);lY5C5!hr$;JS+t;+on|jl9Oa)}AZ}+SH zKWlNaF?ACyg_`rX*MI&(ZL6Z1Jq;lL3sC-Q`!OoQ!L##dW4!)apIQi^o*!x_mwf!` z*I&T<5kjeQPB_i^laie`=fX`r-&9~uJ&(A)==#Oc$T@xHzf~}V=KNvDd=Ak6YX5H- zcE+TL(-t&v|9=zEA2)OMPOqUo|Eqo*&}+?Kv-Nm$7)?Qd=g;f+n}EJ+!N@Ic)IN(G z4EK1kI2Y(Yy^OL&4QY)T9}x$vy?n5+iM|yAw_IHr(vPmfGQD4n*b&g*Bjkzht^%g( zJE9wY)PMr-)6G9cu|uG()SO$K2$ByNRwZjk0dM+owlDi*VBKo+QUkjWynQCaOaPVR zUfH>_m2gFI<;Fu=NcoL8{*I0jbD~3?->``{z^Yx|fto^XaD$1=$;^k@@{@Z#YjJ;w zob)PK@mI=j3Rhx5Go7^wyB8=`z!Gku`BUg--5kd3x5^kPdTot*hg)l5)oyiZLq&`= zYZ2k%KAi#`+VN(>Wsz`q)vJLk@iAckZDYC}QUtF@Jm0Ukv;y>7x2JugF9W?1wPnI+ z9u=o$=<@O&#>iL`y=Mmqz;LR5D|<)}cs#4}#sNH(PEr|oruMTsB31j!rar&ZZZ+`X z%EI?o78Zc;C4g%ZxGyOQ}%S8 zJ7n;0^?$&*Tm z*fif=q&5z7YU|zwE;p@$R#I!~Et@vbh)TQ@a){iCNm+IZwO<;xGZy!HNU(W&_0v+# zd|)|SDYpWp0I%EH0?xXjsU3P+%lEf}`0k9Y1LNh;%jdCd&>|1u z?_nIe`JNJpxhsVlK&@2S@3G~uD&erV7gCA)E>3g_YN6|Kj8)zx{X*<;Xj!u$C z|6}jXT>9U^5K}+#fRsS8vlKJgNZG^zJnQ8 zZnCZ{hnUY?%IbdgP)hB8$%Fx_l@%wZ4HT*q5!NX^i0{4K2HSDIWlCQIB9jS%lLI}5&c$l5LI(InVm{b7m8jM!G=oirKkXea>0-?%b07zQ0!J+i%mp&+W_Tn6?O zbA&1-W^KfYPYiEgi$7+~OBlG6$XNGwUp@P7LJ1^)(oNWcl<%L`@+MeC%`TKdd`|-w zY}J8$pi68ta~)7v>Z$^bP&W`HQ=nA^5~Vg$r8d}8@1V0Og6%ab856{JyzebOJNI5snwys;Z&x^;5|x z%p9(HGAJq|Q3dt{8gm_EA{=%zI>D>e3M-RjmL|zmz>kJ4-KL&I%-pM2S3j?V0V+MZ z0ao~2z*`lJnnj-Uo1AH=fcCdF#1D$N`FF@x1i}C&lG~ zcGLC3q;2`ovye55e>cAGu)Z_?ft2Gn)a*0Tz28Xe6P!wd>f8JUvY%3c@4bs_OQr!5zPqWq4opG39suHY_$-j0X*2!Vwe=Q2LGzwcVxgE2vs$R7~{&`$uxDZ6Oz*hm5 zz~ik7sJf=U2qK=-BL5ztSrS84J$^$TJBw&31V z2gqQ2T#D&?UKv_|$yMAvWgzWHDg0^yTp?%-V<5x%#4ZEN!5UbtJF=9&2Q&DE@%#ES zQ^4{$@5_Y;5Gp9-9+-`PkL(If?}5Fu8>K|6_i zqs!paDxZk-mQL{RT*4&d8w3kuZS0OLMT_~!vMb5k!hw5DYh1HnHB7Dcgxg;AuuK15 zLdgRnT=O!iPC!S6R9F9YF|6n7UE3DmgNP%n`O)QZ*=gwh{!!dly%Ycfm!YF}G%R5*$}o z3;j{s0ZhLp^rpX{bW+qeum&hTX(bxRh4rIUYYH+w!p>BNovDKUO;uf+u>FIQ_#cul zgOje`F(rU44zJ@xdZw^8YTcESC0Ad;Y7>J^;y(W1b$)jrx3E9xBqkUOjW*x9YnXY?BD_9`h`ChQw4#m03K zgi9X2pgc?bRVRnFlp+t9L>@E(0gtK+7bq8D+xj-->ZY|qmDljO1gtgNAmq59c6}#E z(A*Tm z*;C&bBarD~|5Y<38*Y#1OukxF1#5iHHj&nlVUt+$(#91nU@&uimB*0`t#hUJN z-+!}U|ECH4Kj`8#h)L8M<0O3bfWOhCaYBum*qb9%K|Uww=O)X4vyi)Zol=$QI4x@K z-QY4$P+_mN&8}UPTCLv+Dl_q78akW*?-pvC^FA_p`yb8|M1L;m`C2P6u%yCSFl@}HSz8p*!|;oL&R+~fXDPz#Y|eL=CgOf7Nd`M*!7@c}5??_R%x?cE+c zHb`gr`QyL-%Ox}SzrWj`D|h7)`fCpJ_Fw-W1^wS1CqVdQ9^@tl8-;wIzaWAOGJh!O zSyj8z&XN4*Eoh*_;|~SBg@$>qyqe9w9si$B=o5$S)0QI6dTzn&=Xv|r@9!T9dKdS% zW{PYG8~GrmkiG<=CD@vJY6dgDD$Cf(_(6AZsGhfLwgI+_lHCLLRYP?D%c%aB6%f?i zu_DC-Gp0j>ov+{FL~el(yk%>I9qvo~W(v|Eg`vvj?1eaZu*pnih!ABjf(1?&6iWLjU!xk_IPQGnb?fJUfnc zEevg6Z{mfCa-*fYi%kveHz>c`P*(@ux`Gzsjg=58z01}7NHJJzi;md@RYS>FJMs&p z0H@U7cC|OGgB$TaTZRN;f!*4z?%Sh4AYQ7u7lsJ}ZOKg*_Z}33LQB?`CrfaGXOMWz zc`f$L-qhrXA=krF+u2>5shAzVJDu!5SPf>&iRO_3IN2TYa}9Y?2<5v


SI^@?c^ z(Ai$|^8@%`4Y++al(2eP2x515#`Vw=9S|NyXwxi0ig!R`mRT_{XznoAa;*XtopbkI z+s4DGtaz9FfLE~iiPpQKRe|t5bn!7kzaq#qiV!hJ*b&FZ3EJ-1GLYS{dm}qi$U}Vh zZ>Gn|o+=af4kyhDke1ZmoFz$w6xy@FZ2WP+%VM2)?H(C^EKAbmlqdxbha`Qvd?Khy zZpqcJ&BKiSo5oy(wr#=7D1Ge5Rq|qR6t6D?i(B_n`pH#rtLo*>bElKRrOmhbn8Ir~ z&2pCRU`q&m5f~F&aw-oJcUs9uVHO``<2H}F6@hZtz~$oOXdxbYzj23X70}*vr`>~A z$e#kD0=7|Wr_z2+DqDf+m2=+r^+>s=IxXtK&4aQP!ViiAb7k?bjBP&9v{IA}PK4G) z-1~|Y>Uu>=zfm&md3+~3D-Rt6-cP57onnEmd*7+qv_g0oV!(L%EJh&I3_cWLw%3`9 zb+gJfGE^Ec4;Vf!h7wxmHEk%Q#FU!`+Yy@AP8H6_+ZFwMD$#VU^Qzd-kGKy#ak_&EZTM1W;OTdZ5nrADN4CF6s zte+it0UTYc2Gv&h!^XY^0T+?d%^9+Qck*5)T=FRQJ+=pH>heE1-ThhzUv(Lmv|%PN znSJ*S5<=lrkF~z~AlV43Hz;C}5(%iRDV0iy<%+Fypu;}eyZVb(PuD=&>6OY4Pa;f^ zY9UVq7fL(ZsyqmLHyph%x)kI|w@qS2&~kd_wP^Y4aI8aP?HGOK2G3(2gywX5fr}^& zN-lg|dY3l7Fv$YCz9DM@RD<9FJ-W>DW*C|xaorB6z@BU3SAFkNxEtHMHBbee8J=Gi z=t%_-A5Kva^}tC_8SUcx#RuARYKJ_g6q=L|eevP01rgt7mbWT} z@MSMsUcwMA=yX2ld|6ll$7pZwBWc#bb+xK4zN%)>^-qYK{*n&d7Y7%r6_LQueaE3* z9U{~^t!3bjLCBw6Z@{*VHNefRxON9lqJ@!U_JddouX_&EF?N;!VWM_`<#r3ui@f~& z^mIPtIC8gt6-$TC@;et*j%Gm78P=^e3rS#cSkF}Papi7xgv}k& z*l<{5LpkuDRya4b4SSHO$_CG`?J2f91(QNZ2o6Ic45ZG=b)ynG{4=c&$ta!45cx|I-901*f5 z)VlHgY?Gt8=V$!f_|UZR*0X>FV4rZ}d8?03keSBJGk3zEsmyS#`)DmJ{y_C(Bh?SEP;9!F^?A~Ye1(}v?16RE!I>>B=(fkUt{*ks{rFV zgFZccUX*o){9A4C%7uWpN@$=ujL=aagX}Y=LKr5d%ubJD)F@|&S3eSa#UQ%>U_bKX&k|(fEdu0x>Mvu!O!1H$dx=V7BWT}xHx!Q( z`1@aIN<0ta-oKZK~2>(5g8DO@FN-(5Mf`U)BZ#!bkI=Y zT&a-v3rZIt`P#6RJ{J@pzP9xBAb|VxJ4LpwfxsIwE^q(D1NgNhcj#X90{$qq%&(S> zpx6;BqL7NUT$vPwngg4zC+((*Z2{J7dYd1G=+r7@Bs{xP1C0h04>=KvgeYF^3?PeB zlye#6p|O4Y&GKJx!3JQyuesvBCPMq@&vDS7s{|(A)tYZb(U~GgCInn40mZWpQwhfP zu*0)#bHu1GOso5e1kiZF$rnLM6?EQE#(3|Q07jTBX_niGRaFABjBc=sUpYLSn)cxN zNQAD+rwOl3YhhsBjF@>1E-?Ozz=%*+__D!{;<$fA1Z|#~hM5Bx9ib@Ht8L)Rr~Hyn zxf<4Mnyl3{sRL`OhrAd#XTR4qea-{st2-axJkt(4JEXLOu9^TH?LxKdTYNxR)2_D` zUV_Nr;l2QC6vi5!3VxWauPnFZ^?p@bK_0g?TM`^L7(gkB8A$3^V<4+;fQXCe#T{- z!qg0|45ogUd8$-U2{h7a;PK{wEMa5_rSb)KO47v$`B z`)5nhX5U$8KTl9?k(oOkzuQ0UhO~e8`ls^*IYR1w?Krm(GbgC$J1pMoo-cH-3Hs-P z3eEoiIH8|AF8q4u6jBoG>N?NaUJjUNxtI9khr=HV`a>AXEAA2fSs_dyZb~lQpMS7xpI@CNO6iob7vwH zs`jYgh)%@%CBouVRqW@s>Yg;i30vQuqSXh(Fw5=cR&t~lEuS>j^g1K>!IWxad+A{< zT$Se=5qVM%bRYfGwTamvzIUDCHq20q%yhROjlw!834?DLd3%7$Ju!$6@sZ@cQ z2umoDHwLuy2|t!mLl_G?rQZlAG%*xvx>q?c4P0L_a6S7ct<|akByddGff?Zu+VM47 z3&~(pB0l(ZAO>7{&6H9ud4pYz`Zs=@aE(+I^@JQLgT5P)F;~WLvirkoQ>RldyjED4 z%J2>+9^WQw0a;8=WT^$|0hyljrb}Tv$ukB=iO9KJQG12*!1{vX zcfX^hU{!NOdKxG8>Cbtu)IUYa?5lgQw%H%T&exwmu{{jp>?V)Yp_TR)kK*pd6NPYN zLeblHXCZXGWNKYnjuvQg(EY=*2utHGrcY}vhVMF@Jv(TzR*vIDx#HeNQ2u;7L90Ct zQ2(3?bU3I}1f7E(My;j(}Ahi^2aE6ut{ zhK>4PHt2sT0|TMj*|N*&;I?U1(uLqOxX1n6vxp`KvTDzoYWyI=M^)mMv|N9ai)ITu=Np0 zsznPSP0MFli=)WU zoHN~$GhF~v#;Z&ujx@qY+Ub{iwj>a+jy{`&QJE@M1_CSootkaXVH)d02M!JY_bsLs zkm_K@vh58Cr0vqz_itzbiCm@%4UJq7%r~GBbj^f}D@He)Fp6}do@3Z`K^1&9FHQM2 zQx18CleT+LBQz51FW-@AgJP+Ua;pynP}#NLq<p%e zZ&?e2*-_Clc__>>z3*rwwZSr_jVqMUQf{I!n(cL<5U7y(&LSYcWzARKRscIz*R#j# zBb$J8qf(>04+t7q7qi=ARDl@Vqq-&pu9L-?Z=8G!_ax=dwPRNI{KGsK{Z$3vzW0ps z@WBQUpDx+goRJM{ub67hDv@A!z#GH00%-lG)TtwsvXL?fN6Yvo%M-^_5%QMrq|N(9 zwibl^b~9P6A;F`%JlndwVi@wE6h2o$GD~INUF!xgqm|W@)~N$A9idVoz7i-F&2G+W z%?HJ_WEG#_0yx_);rrlLE!^wZcg?gYfv`+j)>?iNtVoxYZralcGM>uS5IRLdx;x0>6Ai#}=dB3rAi<*hmhf(XB1>oPycQI6gd@&@`(t6xkBb@Z$WrwPJK48(IslfnTRu{_ zgD}qoJ&mhd%7FP+*GBuB=Tljqmf+_pb&r^m|jXOwI6|3cVu00cx#R8T3SJ=^F=jU+-rnARI7LaP}h67|7O^gB}9;Sa)e) zzk-kh8$B*7X*ZzrC-E)gkqtx;GV)J+5zqqDd*eUf&a8so;cNPG_;(c1zj@028Tr2x z^!M_rxBOo(=-umRe-1g7RzGo5b+d5eHC(CmKMB*%d5HfuDvew5J`TK&c?lc01^jkY zKc~>=lqN;lIMk)UIRzWvP#0IdjjxbOVZB09nIpWb^bMHw3DpZm`#vAO;JW(mMPD@hsW!$Kz=q8;ar z`caw9Kk#4wKi@mAs4r{p`^0XZGUSq>9z6bM{@u*qU(8oGa5!;(9~Tys|Jrfxe9tNS zx$}W{eSHm@nGE*w++XAF{m+#Viq&D>sD92f{f9HAts)ES|_9Xh_=In@bo?N*~ z*NO-uH_pTvK52vxA1NCFzFr}IyFx61{eG0j&2o4wCeZ(p8$TIblXuC~qoM`R?V(X= z5OgT5A(Ar*v@}*^Rew(c;d`X1g;)&zVdYbUepL4B)O)VId|e3LE6L99uuth?&uNBR zcqMF0GA$KA+FPFaHW|Z14KSu6cQQ3R8xoCV(7jp%RWGJ)Y0BeBT7u_}(6uH|&hR*z zfg_N-DNh}b-B_5LeruKcj!NJOrZfbjxAMDm>`TP;-aOcze$wC#tdzg!11o}H_~b|b zakUT-Tw2{$bCCdPfx9a zO`!E?0`YJgiEx{8NN>GSu@kSDHbsl9iz}@M{-v1-xl!o#SL(8IoghH?aq>tPro#ESNkfkuxtO)Q4TfN8&D0_bXl(F z{TlK##kEx1!@v;K_xLJQ!UX^5#?sq)P%IH^d%r9XEN-+uXh58@fr0yx=LEzmcXE8% z!BqiYf8pk-wNMy#eqyN>gkl0Ngpb_h7_S1JoRc`cX#(;NVJtgFV;B3c*q- zcWWnx=|#q(BZLys15a%eKpNkwLRwM0;@wB$##aLEU;vND#!kVyC_~Dyx%vl zWXhl(w8fURmo6y<+FBNq_d5!K#Pn!G9YO=-6r~Af6UnfY^>SPueFZd$&8lCxTnP`Q zww9{Vw!*`szFV8Hkp5$6(%Cz>vM})}cJ?g3j@D&fuGiYJAUrE6E9OZns0hs1dVUUv zmWNNT^Ns|khhAq{Ga`ne_vtY2V_cuPN-0L~gIh8Lb8=G)sX=1@~PR9~zcxWwNIKQEt% zuuQ-!-mks_G3Y;6Xx?nybn{9FVxjrWuQN-vz;dI{C%gP2;X<}4_tcdT^u|U_YF-P4 zW#JoEnHFLJIEOE7E3VX(i(O=0*_aDk57YVySt5ndYmHM1YbBf)s3$t%N`o171+WQj zP(8@$@G~P@0{am47OOz``FkJR2GqXpwGGfqSpZzo4lIroH#v?3%N~dOpu*O3i@E<) zsT(fG?M&Ur76-ZkV&m7d!htv-V11D<68g+%7FDq3LgLm)$qjNXkaDuWx^FlKSX^~) z8l&YSpT9a(crqW%9(fzmKWTyLs1de9$C|*EQg_A`2ecY_SGPNJT_1HW+42cz&?yR>0FsFWbLX6Tn088hyTO9=K0lUM8GH0%!5~bbnzYq&C`x znVQr9&3&V1Tw*Oy6iRZr=^q1^zbkpy{syb%OxYTfDQ^{lV;Iz{A`P zSVIs#OLwi#2A%@~E41Gu-Bgsq!KZ}K z)k>b>@BO&s{rp8uS7F_=FhPgcaZr`K_38b>C|G({%__*Z3huznq&SB71@7LkmqCi- z?c>$$U&bq8taSF;+VNs|bSb5QNwfyY$dOXqT=rm9lv zLakdMvx7II11W^a*v1=D@u)@hwUB{KwWt{E@9TTKZW1jvg(=|bX$?6)WWNWL z(hIGxdEf>1R!mr!Q40%~$}(;dZG-oQ&J7PdOCf$wW&U@TUI#q)2S&ZR{rHBPz<{SQqX8{4vU+_)E^VyOSl}SJC#MP&){W3DU!Mm?c8uOuY>?u8c{cJL>(28X=cdnJM zgtjlC97M$XPdxEUjzKtv&PQvL-RH0Xd{QpYV`mj+j`V+gW~hd8>WV`pyj^N{G=wu1 zlomGc2{>8{2Nqe3moGfK^?6$G{9>b{F{4_hXj(>vNDUU|JQxk_QjBu@j=l(;^2$hdob0RdOs-G0?7oSC6`CEMYJ^dR19p@ysF z`-Asn;FPuBBx_HGM^tN80W3+(Kem6M6y6%jOK;rV1QMUueG4WW4y3}vP| zwd((}4~>z|UGe{VW&d|UPx0RWDL#G9`#kp*1y%08td~%ed)0O9r2juh?f);M`uTlg zV%t+Rj$jy@8}IO6+cBB>-upQrIkzx?Kg*Pi4Z0Tyi#oQod;imWkN9$$Uj^sC6I4qi zDzvsEHeycr{yYY%AUSjI>dsyB1^qwq=bL35-6V~~CcNj3iiQ7J(C_pr^ULp{NCDsaey29Tq40sBp{urNrrhfEN=`F{3 zf}Bg{=Xs=|nOg{$6Xu)ezCr!k311yf_PmXAp68v%^Y?4}-Rn1zqOixzcK+kzg3cfA zAM?R|^_r>2^N#;t3kq`!A#)2_^Q{g^ey=tMLCC!G_pdPh?~b2Fv;RENHE^CF=KV|1 z|8D;Qi4|YF*9Fe|{o(m*RR5m@^*nrfjG~R4IAVP}`?aGJdDG!F$uoY+$X$j|* zoa5lm6R0?h_|?OXN5V=6-#}Zwl^mr`Y^0&(u!rYpzFVSml4<(f%|J)O?o zs(GmjXkOf3yx)!lm~7mdi9IaG3v(y$zD$8e)g^3di1%GTy4Rqvv;ypx$2T%5HN!a` z2o%sm&%6B0)b32gRCBy&(q=A!$X!a6jya{+o3_SGU9SQ5ts0@7u7a+G^!Bfh60zu5BY3kq(#wm+$)&JNRQc1H z3kk6CrG{zPU2=V;_=ve#(r8C2OHZDzd9&h4Lr}u9hMjtUDWV` zpS*4MZMUrf3gAScD;})!eZUV_p)D;VzMzruBq`b5CuQcBYZjhym0)+$F(~SZcR8Ro0-Hx?ZYzvbBAkTd*lJl_9H}SDP@{-B0H63te zxp4bVe)KA@3|VH=PKJxWdUMuO1xyk=4$D{TLTkulrj?DoS(VUPb_rePjo^7uv$yFU zhPBTO;|)E<6iT^r9?;+6ej|Fe8uqhwUeXnAgirYoUo3ZvhND#B>IzJ!44PS#J#m!l z@VfMJ4J>!5c7q{^!<$B`tHMBo0v4H@b6o{KiB}nZwEs3?QgX9Co zNe7Gz0TY)PyTqQHyIn(<(Nk^OEEBf;GYWXB5-WnTk*TT?q>QC8d^a{js$^~JlKnk< ziJ(4~z;_8R$TVoXEf;VkLa>c<5F=kI7&`d-ds?Kx)5Yser}QwKc}Hm9qK_n4_CQU! zdZ+>}X_fe_KHLi@IaeR1#qje^zVj>`IgJqFe53L@O)U&fr)xA_PXd0awSJ7pia@-H z2^-u>fT|l&7<#R-;1e&-fD~2!WL0cAv99J>!@aHmqOksX4QC~=or%}~h9SyG^AA0* z`9i?M&vn`qFGTq(X0A^wyo6D<1~wL(V#wvs$uCmqXG=~b1&$)-vtU5M`SF}(qTsz zD-ws{dGsz;U|y zNd|KUj2O*48!pA7Zq5gnjU({y`N%)=yV~*1&Jz?PE1#ueLHzkf>-0g^5;#D^ zaXQ){9klE6K5MK*D8W*P?pkU5y)aD|P_@Jm@|Km`%X5$_IsQC|5ySA8eXgW5UBrTK zAM><`Cl&C-`$701QsV}q=w=zrbAhdiPH-=NU2-B-tM+>_2!_s94g1x>j!hGEu2V#? z{MJ{#NEGV}WZxf&^{|8Y+Y|=%Zh8RoUOKU641?#A^)1b?UPFaIAMC=N1Yr_Cyv@)G zu`uB9f=L`PzdEt*fi}|D-Wk51YL>48Ju0Qk1M;W~Z)wmTHq7fTo&{(?LWNijR7$yN zEHJE9S+G_m3rN%uG*aOx*?(Q^sY*$^^mw)eZi%a1cmL=IYOx;cs|>usnmlL{cF_mS zEJuQF`(%P4n=v2n(IVKPRjaB?E3I|w(jgIck6H+3LiIMbQpV~G&@rDhA1y0_!h6wE zkB`^FHV<}bVa+|># zYNhfI6+^^Dr7m8yD)dFo=x+E_2+0>OH0br$Kn-JPy-yKR=7evWTK5v+gsQE{YVkG@ zEWUoQQkbHZ{?=>0Q9 z+zGiKf0Q~u0IxtD+hacolndU*K*0=^P_Ha z6V5pSJNG>Bo4H6tg}rwbEf(cD!QX@*erw+!KfeACIk7z3`S@_0c>afp@87)C0bWg# zGRX^t+Qo8h=S^JyT;P?o6-pGb+0GMaTr&71sN3%ZQbnbo52u;+yz~FBiS68i#+=Zb z6RddWRNC3ToO7xhVnXJ<{us{x!^b})>bGR!Ou)Q}DGIbd+~1z#ntOeN|Gek_FM;~I z=U<+5`&Qk7`LwuyJ^mjG#8WZpN2MP(g88DPXwiWjh+124=U8MN&`aelIB~iLnzx{- zw4en#S4bIoU-sL5un2V=uiH5PMqm`Mh8pxRrCt zxnPe~)5{*4HiKBGe@kd|wj{y>zZ+rU*GbUfaJ?l+vJ@n@6c4TRLC>mlO`OBBD&Y2y zThL&QG#U4W{EK!sf;B^n+XA~>=o_#pxQ}7Ukx`LUYh1Z4I;tkPfv*YVmpvZwhWFm`;7!?S3rCl!;l?g1=#SL8ID;aUi#cRx<%5lAipx2;C3_w5{7o4c>66B zN|ohUuLNM2)+$p+)_?>O@=44ubc^BR$3#08^bAgOoDr~&z}^-cf=)eN7_GgcB+rCi zR;OQ-tQ?otrDa(}xbA=B8{h3}P!G9dm-QAg=NY9*q^%f!GQNHM*z0@{TI7H>)Do~s z^2wpWFs36cxUKk-4CDDG>?sP7V4w5KKKz3x0BP}(H{X3hkfZd&>W`JU5}dfr97E{A zgpH|@A8{h4U6wqH-mj=5a%Oa{<**=t6!GLU3fSkowUH`hNKe+zNY*X@IqAsEorV}D zp3*ohiLc}NdW6+{_aZ+EE<=Re$FVTz%NbrWc9feWRT$S*y*hs$UD+%;i>HBl3_eQgMz{aq>2#K$11D4CZsH6wOjX_dyg2N()nl+N26dLSQevE51|z9511iH7kl+8MAa z(Er>u?|RrX86i~vu^kqt=q*jrs|D53YnRlgTEM5ZyKJXlE69c|H*L; z1^ML~>vF;Gdv~7Pt$JW_>fUwQp&mAz-0q%3z~bA{tpkiJydam=(w(=*3+m29%Ce7m z!SMLk4;t*%@Ghd%W=mB$xW6}9u(Xf}1@FtApReqKCf+ZF&ew?0GW`fdm*mS&&<> zw-Cx)zJ2bA&IO(EAiur|EUNF`qR+9G2sPvPoVE?3r(Zj{fA4oPc--{I3i*6cYg6G0fPnCfKjm03AH!@bLhgVqsM~VAq>vxJgH+FXohI|g;B{SWsulimnFno3bE^Y)!*+! z2LgwY(E*7H*w`ECDt3klXXWoM??VdF>r31U+agooWX4+hw}_>_EHn7XbALJDH{BXk zuuj0UGRA^79}*|TWr_AV&?ach5Otsk*zJZlIPORRHTJT^6-(>k5__J-qHnLEJ22dN z>9hxEtZpDm-Sh%I`H3xUgSo)@w!v2xC zmjSAm+qO43k_*)VTvU?Y0sZ71w^WB9&)nzZP0M-q4h zoNjTrkqV7B#Dt<5QlaWAw@7_yGjOd2F4rUN;QLa-)#xSxEY9={8OC{I|CM(C+}g(RboruiD|-gB&3_3^5;VJ(MZ&p#=t+*7lr1s$!6iyD~Yj6Qp|+ zu<@=36sQH%i2J9SshgphEd&b%8h_&PE&9Nc>SV#=q|msR_kda+#mdrwQ9O+FG~xo$ z@-)6@?1PZ0yO2S+sQ@JR?2Xzs`34?t<`-Wpl?0`+d6hOdv6s#|d4X+v8?b#GZC<&$ z4#vd>>zImrA;J7zx*}^gv~Rq?$5-DC4M$d3a3wc`=_QIQISn+`j*8T&_dv+IFCB^M zwVdL6GAkOk1X;a=D}93IKCmwLRcp_MRDq4ro-IU*Vh?osDtc_ zEp`{c0m3Hc!tDRj8_aQZ=l`yLt^bKYoD*p4=dOGyU-iz&;L}mC=loR zwP=6+``qMjPO#xWt91P+1jBEudWAMS%nOSmz3ErK*6%Km+4q}PICRaY51}P<9*%oX zSj`;=KEBMXOAfp)coCdB^c3a<@Xy2DBSS+&iTeKDl6&`h?$`d0HuD4u*B=YCCuivy z8jYUJn_&Ly0)I{*&K=*J;K4)7y;~Xwuhl0n*q#phXTKKB(f?=({@eb<{=LDF7$)Vm z)FuGfDNpvV4g0zNgFu{nJ@H4G^zoDE(j=!^DXZ^4`?;+4%go)??_NK~s8h;!L+8`S zs1sc3UCb>k%pLdK?;(DZBUsiOJ~tQNZ`|!YPaxw2^w;*g$A8=`#ko+`ZQl9c@yGl3 zL{xqj4Dp&b0sQm*`Q26Qdkf|Zyg#2HH@T@5K3W#~9|h(g3dBvGdd1Hw>yRF0x*}XQ z11!gKe{?+{LCj{e_0CCEpxGbpSHj%{`W1Wp7Mqkq6Ll+ti`vt%A300mqSg|Ua#}gi zyb0|~XJ`az=`flTZ0V5x;gmJ6D;69}C>>lrmH-#}KO`(PL@O>GPeIXZ0-Qgy{>#|a z5-_~~fb$Ve6BH@fR#in+1A%ph#|cAnsii$BmRuxQyZ`u_{l}9)$A!V|^4$_xJof6c zDE535X6q-$kjP-TLNrg`p%|V;)P!G`FM?CCqiri03*r2#dck1qEy<|(l4&bk3#;n( zswt00fU-t&7LD`={l@qe^wtW08e0zEA&xoB$au zVBZOoE!7~W)IVM1PzD>U{r%F!o3L2)JVzF!LL!wSR19l>O@KC2iaPV!z{dHbF1Ea3VC8Jhsq5I?W2%jtoCT#6U07Sg|t!L%~-MFSv#jo5at(@3yTk1-}lt zT;94uus60prxZ~RdzBn5N>OmW-N3f>k3(<-rnd(Pl2gZ20tohk5OuHu&zsI+?hw z95@~_e-Mr;gJX5 zOJ}UpAmIJG!Xa0j47e}dvPioIp1!Hzu1hNgW1G7cYoP_!xn6WX>s}2_ZEKcv3fDmj zWf>_4ClZ7Mk+FH%u;4i(M+6NCGPVlEYZ?;aYS4mAy63I%Esv7cECXi_sV}xT0WROY zwcQm9Z+k!b_wqlk1ijPToX@smznIpORcs!~usK}8notl3sk7-t3kAX;;qhAA(1;pH zFiz&3RwThiLeb%GF(sh=LLbgBwL;|3jS=4sNV#E6`Y0J>lE4*4GZ4cY-h3cgJm~Wc2yU=2KGaIF8Vz+u&~Ts(GSD-&mXRT zwHyo8H@gPJ4#hV?32*&`@4HGk68)M#O%9LeS3#~z-B>XL3ifKBy3A9A3RuV_$#!Rd z6>MK?z%E_T2$a9Z1=mQh)Yu|u5f)gdIIL-@3q_nUqxsV>gZTcccaxEQTPvLFc$nF& z=>aOqeJ^x;W2-L&%ZUZk4mNcVq zv|>|w+Y#q}6r=CF2Z}*cT+tx*UNtCwWwcijZ33&4oB2fr6JgA~>D#TR0U&$PJ<8EC z7=$f8czWQ%S^J1aSU7(vv?z})U!zb0M#r^29Yy@I*_sW_+7ByWWQVq>;$b4#^Qsdx zFpSJWf%zF0LRMK@@6{U^<|bqw3Rfio8@K1Xk@NNNhTB0*u?}fh=au`J_ z>452gaZ&G{c+fh&$M@=L?0tN2VmZ5V2pkP*;oh-7A11G)^|s!qgw4U%&+Tv_fcT<} z#DF*Lz;BRPsE-sZZi$|VSqv?!P_6r2Q1+{M{Po4-l#e2KAhvyD=};|DmT|Tp?F9O) zQ>`~kO5jQ^{pDQ5IuCTmg~T@F`-wz%p2>w$U_QazAfw$0S0@g4mE(fT<~`K|l3S9X zsNd;qkXR;sk?TvII6wq50X3O=W-?4|yM3;#58)QK%(gZv_d&tLj_yq{*oRg?!zsgw z)_02U=X)KL|H4iSW2>9Pu6`)Z-uKdWGZ`ouU~>f$(BC+^=mz$}jmQapmJ_UkfQOU{ z`L_`8tIu%nWucbsy=0_q#vD&&sE0%)#v7^PEpYX^uua6VX1K}u-0{^k5!OmnI_j=N zr--RgT#i&Vko+I!t>CT)_B||a-nX&=OC3xL!wLW01Tk99ROJ7kAo40LP+Ixe&G7zH zxm;9JbCZ<6O9Ztzd*DhibR@bNLr-wV8%x2p?#d*;)axMUWX z_I;u3KPN2bgvmcGrkpZMwXNE8BVWKj{v9)y{}%TArBvo;KK&H0KD%|=aoz+9Er!3g zIe|DgL7by<;kT{2)XHF#+1WKm%Wa;;QRI&w|It8E^TQ2~|4rb|3B=zCta2fZOyQW9 z^90hrj{kT2XKS>$t&@tLC(yS4_59}x#DB|7cDctV=U`*(+zF$8mHuo0-#vct!GUWz zhVwI%Tz~C9H+h^B=zn`0y^B0jGPXYFk9yYy!Q9VLAD#yLuKqAH`l8VL&7-T{^PWGi z%$?gOZiKQZnEdYe8H4RtER6W~zNFk=nbAKKh_uWh?yZ6iV3?e_>*3REkaKHa93zYU zERzmCDgH#zOp>Rc+R_9rCl6X45+j015506;Z8?k`eRY~o4XHK;*FxBDBQ{iSk?6LS zi2akec%}VP8f@QtZ+2T*0vIJ0r`;nZ0?$ac7>hmut}R?tca4Dnep>4{$zLvmp%-%bo}9|>{}v)i9`r~_8lrVqy?-@-Zd%?J9a$hYT z&q>DKr;(Vc>pF9Bi4116X!0FX1=B%ux7AhmWkhHm=Q6Kl_jZ&o{ER6?>d483txe;pnZf8 z7S*aMXo@W;u7ZN&A#NMDVQ&ye@bWa70$?gUcpwI`rUEt#g}#w$;o(`G!Ub4d$o12c z3%99WKfG|g+v|F8a}#tAA5B&GbK+d zU-GQbuY;HFrqYkQNYHX@L1raiG$dN@C0}3t7>q=QpRKHT4r_1te&xY_s{QTZrVPV{ zKm`RQqQzE9aMh^waA3C#ZKR2Jz}WV}wy&>(t+HKO{A~3wsu3nx^E4TjeB;uobPNE4 z3CHasm!%n@}bM@N^su8A~<^1xbxAj28gN{?tPVC z1zZm`+SK?P;Mq^?5%kNL1c)JCdHt=Xne-5{;rT;t<0lk*3?}%A@6<=mx-K_omwE3B`CS`qlaM#e94a%yDh?%LiBM znm19Ddv@pW(fJ1iC|LIT!B2DNlw)jOa?1>xGW1Hz_esmgK+Is<`N1Mo7$~S3#*^Krybadnnh3v7Dw&-Ua;!iHk3TM580$Yk~lEmQQxp2wXRXhbFRHi}R# zm7@4#Me%HW7~WoB_kR(?$rB+tFBqCH;zft6*f-`(i{| z1JWBjAJLBf2f8^g6gtpaaz}lmB?UR}R?6^tT90)T?yQ+`rxHc&wvO@#88|c~>bAaS zKAM;fp68_)VzByQ_TXk%h{)~te_utE;u8m~W|WbZ)NvORsL0Ico|ZrX#Um&BwmE+; zMsZT(-C%Mt+F1Ov^{ZVo)Cw|(iBs;95%=fFnVtGGI`zrTsUgo7v#O!EeC~;6L;5|cnNzQSrx?4YJ>ULm zb{o06%pa8~6atwJ!I>+yqw!;_qmqJY6s{VojSOB`go$O=!vdPC;J-xe*gblcr|kjz_!%`y>(u70hBy+y?BZ&Wbz3fk=vv^x|Jc+8%5lfC(L|6!w};>eZl zpo!kXuvUzDeNXW9y()z5J4!wMJZ!Ezx~1+YUEf3jioB15ztmivG5$@MEq3omXhQ_b z{6>wNy2TZJ${(U~`@PZr+2L@ZOBS@Es*fsP$wrDLe{Rx@Slp25Qi{~2oScQj|a)vNpoqjo%>nE6)Ug9>j+bGnnMbA5Y>_J_sF zabO64XiL37g^JD6gQsSZ_J3Z)4>7MYyh@b0zu;{<%zTzrhb*YV4j<8Xp*l^N+HpOo z>_H36Sd`p6NU*-YDk11ndd8P1*KIAdZE3`{>YZ1rcb360YOrw>1^xc3&R>Pgtz+Hg z^-A!leCDO6Z|L)Fxjg&C6(?lw<3AWS$CW6=(Mp90F1S`3-XmI4f-qOTt`^F*8ti`m zxzGAS6ib_*U7XR5XWwk>HV{K&)U?sVS5v_D`?v}szt&wC2rS#f9l6!y14ve;WU z;#2LvY_dNz62;Y=_Q$x$j1#PH!;$m%Q-#V};D1D6opuic!_F10{-*c@Z|jujUWtl< zs&>lRM_lB6a3pSQZGJW!1i8wckC$QojmNaN<6Mb4LAyQtKGZIU5R$7NL_ zt#46AYDwpR2M|YPR{sBX!Ol#8IObmfQG-w!8z8b5$m|6>ErcuVihOZCsC}WfIdN6~ zwKD$KpZ^2Jlnr#)K#N}3zC40}-P)vwL#5m>+XfS5o=dzT@@m(Y%fv z8oEEHm`2=AI`5qH|D9r)+V}QL<6O@C8p&S(kqs=_0R3pa#C#n0*LIw0vka6y+9DO%L#8)q(|%;;>ythT=0wH$v$89 zIQHkD)3s5*M*d`%MMbP1aOOA7)?j~}-<|)NwvqYKV{UTX|3B~G?eSKfdOr3V2f(K5 zKd}Ao_=(-01(uKS;21CSYdl*U$}SABuLHfkuW5S}mb}xHZ72)j=zvp!U|{>*@r}4! zZM_RzI0_Vh9shUZH&@9He;*dgG5)U(_Q;I?SRbmAQ_r_a!GYX0v z=wL3KcV@DcTRmPL`PvvEoe1|gA>WV-Wq{LQyS!5S(b-2Rj%&@uMWjbECmgVJj9&RnhzPiI)T4y_7B z{P^Q9-&FZwtMI&zCFcUL$9VCyXX}e0SEb*q_mL{jxo2uquTf`j;kU6?He_}qsdJ6r zvJ!^ZW3L>)P!1oFWYbOAM5(!PyZSMS`rju>j*)AqLUcsI7heY1II@B&7znG{{Bvqd z4)WIA;BG&Zj3WlJ>MM7UX0UKt`Fhe0y`OPym7EA^U2e&2J@h&j1w{t(C8yl+eAc-u zv;6%~xA@r9mbg5WOe%Oa*Mf30X73*RJunx`=ILY`$kik5`F5jFw;D))QeWB-SA-V> z6hxIL&D6uJ2Fuk_vmOls9h&AB8o=yddiNGXui?9P!}mOxXqQYEa!-H)letz(oloB0 z4O1GLQ7y75;?2(ztjanhXnEryZWKAEZr|XJm-muR*ps=?uuDJmWX!6NG*jTU%~rDY zlo+T@zx-%zdW8Zv4@U&O9@B)?CwRMc`pTiQY|70O$0{Mk+A=}+e*d5il+Wb7 zQ#+f?MhwzquD;#Wh|Zphy+;hPk?1U*N;`PImB?ysEyC4>l19BeIS6OCPHZY*;Bxx) zx+$hH_|kB5>dxElsIT7}@JYfC@3SPw>~2hjjsNIK>2>Ki{8DGbs*W5iU)rWBLK;i^ zQ6#deQI3fP&s?`v`MHbEX-+&BhlQY3`(0Do~Kw=C0~O+~bz^GOo+P z%HvEonz{kI(P-2RP$S0+JM}ajF2o3?Kk1hyxDVtdxsXAh(f#Owyrd$$PZ&Dy!tcQFQ~yfm4;x`=S1s_BIzUUZ-t{ZUlpyqw{F?`&R4_O+OGVy19|^bC+JBI2#522Bvv2A7 z;p#Gn2Zm&(CEz6R#-iySx=%Hy^bm96>#H!a{J|8wt7~eSMilx}GjDXKWKi(9yX)tV zq?H?f@%FHETMDWcx)W^ox*e^o{EQf~9cOM72rSTF;6AAWrOZys%tm|^+14krtr7YW zHOnJv@?i6AuG*e4SxBm>i2qcQj2u0~Zx%%DoZ-3XxC?cb$~NkqHyug<+V_h^taTK= zOPIe>@Tvk=zz+RR3IO)gylwyPOeMa$^>ND+Fd1vgv-tqoOF#IYDU$!V2Cv2sdbF~Z z0b$}3EGc^g#nGP!-IA|>pRS-*`PVWCw9j(%C42QJ-h5r&eEGOlYa)^rRR-&Q(FqQA zg}5s{=6fx5$b6j)ZDsfxk-GNju8X7yy1dll(I5$L%H10D{k*sjrbjHlan+e52gglb z&!NuyL1|xu^zb~aTQ0(AKUGiWHVcmKosy4Zy?ni+@~JcWIxE%c3u%&>xivfyPFz9;dVMY#v@IK+SIQJ0jLX5?SDhaI^;!5) zV>HU*66F`M%zFYbv)XdLyF3N1u2C44VBw2Jqk}ACNLwwTo9BFjDDR5zdcso44%xBK zY>y}9lUR1&9P_4{3Zfwm8aG-B5l?NxOULN%Db85QF%nM&Eh);q1XVWg!{iqfk~UnS zvQ4)GhmJG1L@YhyBtNhE`4-UNO4#loc9Ksi6IG+{+jwoPQ^D zsVNu+&%Yg$+7}9|Qx^l5QK7JKte#jWS3dH^kFFhdwHWUz1aIe_X~f->V^yYKGbo>? zFY+*d8B)W?%XM6@g&kSQsfL7+=8xHttHL*TP2Xv}MgN+Irqx0;oaqlwd2_eKl5UBW z;yo+JDIbM5y4J7NAT8yQyYp+u)S~9QsD@kNS-iD)5hR@Ch#VGU(Ji&y|wo{73Ns}@Z_yvHfzEz3=WA8OHtvH^V3gZ+*CVgIyWq^kRc!-!vh}WTe`Amm-WW zAH)!*!p>x|aO*)AYw>95xv61KA5os#+v$QtjTNsD9;7E#0a5uDnIVe_sEDRG;?GfCzw!EhMm;7m;|Ii>p&uY+#^urinQ=cxB|DVi#7h32N$aYS z>~u%VZ%r9oxU!#~xZQ?rqYl4J_*e%;>4h$ZRQOlv@3b*SBP8S;*PQOJ#6-UvvH^F? zaqp|rN-63LJK4@^+H$4=Bh6;rtjWp5$HKDskrV$*O7P<=eFFcdI==rKQz14m`)6mh z9TW718AtbcW8MIOVEy#G7v3rQ`kYfMm*_b&Pd}CYYG-=ghB>`vs`k1q^mUgHtmb z%{y|zKI+*06HseturJ5&&VSd}@fRMM`22gvbzmSTpl26I==~ipQ2u&o5nuJmpVtgfh1-g9& zPPQPVIYyP6%pBJC$>{gVl!KofUy3Prr^R_*KCgB$j@K{fIFi(Y`-!%OPs1ZfV`l&G z)S5_$B!ky#83nN_@V-(eYUqpU^Mjg0DsbI%8}Dga&`zHhCq4LU9hB2|%=p$=3ilL~ z6Z|uYa&>b#@3tolJhN8w+wPEorOw6N0ei>=&?)D8;5b^yGrcd?kk-i~wEaghb)2n7 zo%yboiH)kUfXtx*cbewjl$s`=oVl~7uJCKKxnbyr;PCDVx6MS~in$jl*6b@3%Gaw9C0G`@P5 z+&*P>#MmF9*@14M^xniSQUo3uVn~TeyeaM(iD}f*~n)VA?P6<%vQujQS6l za_JQ#$u@th$HFvx+BGut`PL2$%5VJHSI&S|?;2}v0w4_orZ2^;;Kx|->&>ZLDpZP; z&*Mp@R*3N{&PG2;Xn@|a^fkxQbCJYy!%ahA`%~dmuRMhNY&3Be$V2(II})QFGGPDy zw#IE;e{3=>pW0*MkG;!t>W%i(_1hwq{b_PJ9$3b!A3mFnp@F8YNukuy8ETuLwm%8V zOINfH%k}Nf}&;EvfV1AC3KwEXc0gQ=cfiMxT?r3M837AQ!k;9EXuvb$iPuRw3Zr#)VU7k=D3SSx7~^9QAeX8Sy2JaC&e4M%=3a2C->* z(RpN6GGL|^`-vG~k&XS7j$*Wzft?g9>P7h@EP(i}6Zx-Iie6K2aYSijcqwTy3%14v zh)|vRuFi+JKK~rJ3c2_n9oCM9B^HIrni&WSmza81A_EU5Xzk#eK@?Aqo)s!NgS2~+=Lq>%`&FypZv04K6`8K^XFGoW?nWBFmb^Xoq=k;0_x)pmR3=83 zZBD(QTnD}<9~|CfS0cnUV&o5@W>gLnP=Aush%Iqi#&KE%{O!K(ZWXP8%@XbWX}628 zG5T3vhugt_5PqP9w|6yl|}4nseZpQy8?`yPNYSFfej@@$NDE8!*mndQ*Hr z8By9LgYU$&;m3*q9$p*j!0QisJ5I5Ma#Tn8)ICSwisGACxi=0Nw^p2$a}ZFlsJ zqkv$IXX{*p59FZ!&D(YZn|v%R)*Clxehqp)o@x7d<^gmDf@?=E+b&%dS^(}gW?)eR zC47lhK`aZ>)VF`En1&@xPc)i;6!fRdO^Bj`Z0E6w&x09oj?wDw?49K)@m}kuO5QbI`46D>e46iFU=ciy=yHg*>e)>j% zzXNW#cf(x>(?>%*w8<}dQV~Q?h}}+*Dg;YuL2m0W4d?b4&W%Hj*p&nElQVFZk2_$! z6G&;KaxMR8f zxp7(8aLCl*&8-YXI&I^X7{NfyrL4Rp9&$s+>4Qs`%W&^~W&lqtHl!X58k3uXZ4Y)Z6N@l*XZ9xZl059JOlzLM zqZoIpRR%48MtM$LpXGO+aD($9b5{vk-gUgF{T8(>2`5@NJ~YTl#j5n6`O^<(U|OMd z@{JEQc)xGha`WD7ICpIAeCm*mp6S-RBph4um||o0wnb6F;#5y`K6yb9|KeLsDVg}4 z$!;VDmX^sptML-?&{<`v{Pt@mrk1|hI*1r2L*8{?_(b_X?d3w;{d+3$aj)$pEfU{^ zZh9H~sL~G~uSjrP3g3rHU`3wAy>xhqmz&I7M4jMebZsLu(6h^FTAwHb8J@mYR)^^O zu5ze`sX@_y*YUlud-1~mQvi_}BlEvC6=DNLT7PG}h)>4&M<>hsr{?cr60z~%v z&}q!SBTO^;3C5fSTW)cf+WdJ8%4BVkm!pmCIRLKoFM#?xfH5b-yk~TvBL~2sfYUz& zh{hGRL!?6NImZ75P=0s(SFTf+c_?4y=$I>Mux}G5Kx6}L`ghV7#3DV(BW+=u9|u6A zj{Cs&yW?@c#Vs%h~T146)|~$kYG$_>=9dM=6&_ zaa@1tU*rE%$CU#hT5YqPAg@%1gZI}kMkS_zZ*Jp(Og;wW9VfhZP^zGW`W1`!5I}qu zE9_xG3ogOl1TATDziXhlzS+}?5F51QhFg09>>P3gFFG~Ald&ap*3E~QxpkdzuUb5K z4Nhu|vyDdqugMmXrc#tunQ=XADM!2Gk+xuz;Kqxdla+OKsJ-78erRe5;CtwG;>l`M z3{1?ArJlbUBAyI=i`9>HBdby5U9={nw+t!grVT&yyb&3Fk}v$SD3EpD*bn^F(Fx^F z)4yU$mGCtF=(#ER;GbA`b;u&pyc%4q=er+_*4GIJKjZGB{mne3E&J~ifNHGF-9h6k zA_D#8D!@Pa8&BmNGTHgLIL#!Y7Kf7hI^_nFsmtimpC+kPV;UlXXr!B;Z^b*_}cf1~%XM?8(#bKYO7_e=rqsW%3wH)dm8sPfi@1_hY)S^c`x zG3uQ8&bI$d<|}Rno1E4}2Y~C_%TGU|{BfTr=4i${f9%_$tzpbdnk%9GcX(UMusl@5 z%+DhqrH{S4?~&_m*Q+a24t=7a$Xx3>-kVj3!rKqbpv>iU=Qb+Pgsw9HT&D{)+bCQv z#z8Vi?Az9WJ|POJVtuv8{XD+zEI8@{VsXFE7a0!nLsm6sQ$y{@u|n&JhMCr(3BwtAuR@dSxYip5xEcw|SvX$5ZW zFHjNk19~@qFaiYr*>ahAWC0(J8YyE>}R||579Q01ix#wa9 zte**5+UJnD%S|JP)1>XbeqONEqPqkltf0zA2%$L0X@NPIla%XZys!|Ln2muu)Y%x6 zG-Xf{Y0Kwssh&%&%LXi$UMiHBSHwJCPzvEM50xbaYLJ}Re?NAQHy*{vNtR!8$6$HM zCraBrC@7L!DsglrJmSJGm!4|C%q_7zX)U6$Gg59PeHh*9x7w*ryykL`WuqvWP+yU6|#^D0^O`UhD`9O zG+So#*FlSv(oSMSj!SU1P&E=7 zar4slCVcZc`9;6a5wkYsua({Djd5X_nxl+8NeZCRZ1kPxT?-TE(xarUv`+kC$$cNf zXL|Qbl-J_S)EyVa6|#V8qxRQF80h$(cE+~94zka-i$B|*hWmXFeJhpPk?9&|AwV%` zl}xR#dK3v5hzRshLU(vpU2WFDH_b>w~mqVHz7+d|(DgF>W z->QR^3>zPjR{f&toL#B7?ZjJUay2{?YsE4%8eA!uh za-nJ7Dv`dE%-Vu(X>BEQvA%(zU0>P74|Y*Z%-U&k2g{6VQMD{X#9&a%?h_nR-wv<-Xq&|%RB($^@%DABFlNoek=>RgINQwWBtfjt--B4R+;HK%YI)ruw?^2dR>N)S~T{V zc^PYWkze`W$J-FV95`|I>;Dr#t=7u>l2+>YPt7S8egRZAAYuc{zjd%|x^HBmYon0u ziiy`a0OssJ28glC)W1Yna=NzuIY2xVUEr`+;W7t6`ioM_2KMax{x^WWdigX4)bgD^ zj8fr@C83GnE4cqAI4RkG0Yr9TgZhAYUpym)G&w2V6E(8+4txsM7-RRl&u_+~lbU;vlhQ7& z!Pbnjsl;qo;=gHL6_gLFY1~S(xi;#u6Nlz?jt192ss4Azmkcr9CTnz^naKrtu^$G#>6LqS!5Yn4{2GRwt2!670&GYi4<`LWyh(mIs!92#8b zejjtE&d~U%6bRAfN7oM;6@(2t_;tsTc4$Yz&bib1im_w2zS~K!T!_l;Qdu;l9#f}B z_rH5n0kw}|X|jte;rvE>T~}Q#UNM={TQi}=qNq{6SSGV2Sc$Pr(}=i66we(~FqbH3 zp+p$HW0Z>y>Id4o=A(=$O{EF@%jCVPmJ^yFxWejz?-l|s)>@lB+{{GVhbWDoT4|Vx zuA|B?ieN6@rCB(Wv}uX2oqI-89;<1R!W{P&oM@cAN~*OEpTfLny6*45XSs)_jq}OW zNcCpB#OVa=empe8iq6;0x@DojsS>DFGEzQ!ko~@$XxTJrqJ)2(y&{Y{baVAYHaZT? zMa|c^{&i&jGd%B{m5xOnZ0$x{Ew2y7BOz&q_5&Xn&TzSS`IsM8iae>gV_kxWM`t9x ztIk6=UjvCTbC6!~eN3})9o}iie^ezZXz1wdDXOc=Ff{VWl-K&T7)9`wcX~3aCQjV; z%Ap*QiGC%!j+f%vGOZhS-qgvoE-imT74(YaZCm2ybFh7@(JVK^JQR38Hd|hm3#E_6 zlDVg9kUe|0W1TQ50bUq>*k$iSg_5W7>RqJFDO)uq{CXL=KVP_=V3Py$WwpA;3CLEj zP~j62rv;hoR`*kx74Tpze=$?H6w*dzKh!=~gR3ig$~EmI=t(W%eWOP1%G#@i9<&wX zY*A@&^EU=U3!Hr~T}#JVRaeC^eW^I#;W1V1U=D(keRhot&qeu8nYv^$7i$0B`-*pO z7r9rlvc}zq2sRAs?SQ%c>PCe*6}73W}M%;VtWC;o*lVTGou)SNlb2L zDVUyNizmflW*`$GmqJ~!knB?OFpZg)S6=}U7Bw>(Ok!rztyr+UQbs&Pd5ZMAKnE(U z;&oO?S_sn4Q?0+Sa)!E=;?yMy&B))KK>%c(Ck8vtavl=9zIjO9t{p z>#_UZ{rYnh-*j|yKJB?kQ>#dK7th3-il2^RBMNc(Yj%kGIO-59l_v>5zlZyeTg_{O z?_g}gpiSp2-0?1oM?G+G7Nior7)y=vQFZ0;%9TDPsC}7c&v)(#(woy$l4476p-_1L zHEW_85|K5itQtpILAoh;=EZa`qPVFQOGaJMrI;o1;?db&2P-CVU`+;@uBkW0k{MVR z>wBUIt2MIpXD`i!{@C!!h+)-Ga8h6USS=Fh$(+9DdH_xc+X_Ct7zo>(4f0haQRurn z{f$p#8Wzvm5pblem@Djp}02oJKn8DWx#wYuEHk(7ZS(bw);YEq1J)tsI)`;(E$m{ghuR6UU?{a zWhS=pYH#D!&cIw&yiNr^H}TMupM?uMnY}lPEm7AGU?ika+}PKc*Q+1Ex_0a{6Gk*X z+$&5wvLqGKI=gBQH^9dlbtuN1#yWX))S{<|rC<=94y=`F-Dr z=}d-gC%JaBv>p`{!&KKWWmyGS-a$n5ZGK2m2>Yus{@!BIdyC7VL)K8?ql(bTl%`Ik zcp+b#QPY+ar9a|QXq&emZn{0rGqdr9>SU|iV@Z}=zcace>39j6%b%_{ZlVsYg6J5@ zRAT6CJYOs7-ioNixq}$`TUYIFLD@m6ZO(gQ@YVK2X6m*wNDXu< zXA@D`pK@H!Suz8WOR?fMGf1-#{$i8#jn?GiD6{VPoT%5jpSu%@ay;a^lTIp+Ke)vl z6^5R1$Jy>VtN5)wVdt@n*QhT6D#t1t)qM(a;#8^swDk{QckX@X70OMm3JAK?4h1?dPqL9a#!B1Zf}RoCWjwkBpq61cueM@PBq4=FS$PW zK54fHI^pSN%phGFzqI0GB$?W=I^o|tkm;uX$c?^vMyT%htsatvs15TbD!$6ZqMzIN zbEt6Dp1AUywoWUS4Wh69Fp8gR_4)Q`&Iv3JhD(2l595T1%2P|{z zZP2aXa`4LPNa*`my?%Go2Yh?dW`&IKhs~F?hy!n<5!%0;e{5F~R9ug{Tz#2=!|AK} zc|f`B#@^5JCsxAJch>qd*UFLA?^t~0JbhnLe_nAyEGoQ9?2k;X#*tZB(FZOTp_rxF zX+x-VW{5P+t4RYfTq(?7gQh&3m_ALiV`?2XUlvm4THXSKNxk>3UyQ-v_chvifp>9M zGjw=KL;&(zF7wZgr9$zOO^=U#C-bWnKEdB=60tAw@}}#`i|%>o?<@)5UXv&U7Jl70gS7Ql+P;fz zzEnZOx!mNXU@5#apIYwotHQDGs{6+UM`6mj=_kyk{!0pXkbB4C|5F7RrmORx7GT&w z?r%V|!tOb_cG$KoT1h2FwZ8+<|Di+AE+nuE8qAl65~oC{x=r2ewJYTRF@DXj0t~z0 zz%FF`qeITMRb#qoLR82hFAi5|()12!ve^X~_Ho%i>2Mkg$t)^OW^lW?KPP}@bx3W4 zsQUCf0Jw5>%Co8*YAyWz{JF?gnsea5|8tsl*(RK*H+pfEWBmAE1sKk^;T(T9e`4~% z1kXRFaI*^ubh?s)#UW6aGxmJ7=r;Zthot?-nrz``Et<3YoH)*Zq6T{=XFo6OLI(Rj zGLJuHdkoxoysGD$I&x6hH8r>gW^#7nhFt(-7t(0F?_{?u7(SMbe`b1xqkuq~&-rIb|H<<-;q(9j>=Ev z@>@6D`1b;3m!T=q=PF5IvSuPHq4w%;b(qI3hQxuR5d<2=9qaawD$=QJ!GP$ke(9;(9i^z#@iYAB;%k&Mcxbkc6*im5-W#AD$}g-^*9Sikps*JUas6&$U*x|fU0Zi06??xY1-S=RJ&(a(h#BJS)o zo;r7(xjQyZ9324l$A)@>b>TQ1&rlnq5QgJ@ryGSgP{6#pt${stgf1G++uj;a8gaeu zIeiP7@m+4p#qY|MaJq0x>T7uo4r&_I45h+Mg375_+96+h(2_w~LWibHa~F)Rz~+fF z@5p$d+Du_P7gDYJT~3-!gq2_whXb*H1Jvxg zBcrQzR1{wYxX+&Kd}h{$mkuNEee4Q_k6(GkuIJR58Z!5%%6@W9FBT)e+7?u;?}0)< z3moDNuErY_Lx3ekpm>1D-Daj2}cUw9#>6{A(Ai%%JJ7t3#ayvfBAjRc-=5-Ter zAuw_r|Bl#FL|m2ML5XlZO`aVoIaWWR_s-_u+13EmYuJtKfdY zrU^@!QqK#?Fkt0NGEkwJt1Ctez4@e=_3o$mBUYg!54IyhY(|6-b#r7kk?{*)8vlXR z*G14%4XxoJt@5ZJXM;{$41oQZ)YQib0SMAiYoC=H0PkkEjIiQPoO!Qrb~u4d%3gM_ z4T%9LJZH;`dkEQcTFYl!BwBhp z7Vs5>!#KaSQK7UH#;VQrZ3+zZEbDPvB3+0l!gJ-mShayG!^(cf<~pRDSC#nqxdC-t z5y2x=D-q0lV!2~*9NZ0dILNvbz}5C@&5n1(1iDnQZP@h&hz#~gbR=r*)Jqei<7zV@ z)loI_r)&>t;4rgeHg6h#&D=B=-S{ru9krL#$z;ca%c(3E0xj-I7U#(?U|Q_?&y z9)WB3xi~bIBc1V7MYyL7%%`jONdpcu(~OG?v1ebN`M$h7n8!0KFl8t>y}MIkV=+|E z$E5PEt;g_)VQ=0HcY^H_!7~>5$C2SL!ar}pdBipw8t)xfiEcMzv*R19P*r4|AlsRS zSLae8L9c#|=mgblR1RG`Qp1gb@vF{{ zz8n#PdqEpMDw=pgeuad1(V@FYP@nVgGP%RwOS0GElh4Mjg`Mb#Psc zT6?D+C`NADBP(l0D(!H)cJtlvPwAL=Eacb+a;qQoZu3rWBXU7@R$RNhGZ4OvvRzG)u8>nS zND<%XiI>?=2Ji79W=7bB;Hl>`@zQPXZM|i=ki5OBZdnxru^+CE-$2)K$J+4^rI!=n z9c@%~R3aPgi&AXr*L%Q(Wy_y9Q0Pd6RFsv)Eh=yXey|V!V4sSe8{G?1f2LuGJb8c! zr(&ajK={jhxtM)6XeHxeIi9_o*7D5T5hmwGTQx|!LAc;syiUIhJ`_2W1|}z?Q+h>O zehQiUDbABvzo`^IG8czDrRSltQ(AOWc_nr(2^o1Tf~fO1I}L=$qh#~x+)bx*6Y#`w ziNJy<70}gs@Y5%-2-}7+pZsb}?2EaT{iy(cEVGg%JaT%eV4RVO7kX!(&$KB(&xkWm zK>4)q$2?kIKQS6PBj@R;>bPR^j$uROPToc9vF;J)PUk}2^J#C>3i1G1A#*ibwb>tDtRtN9tC6ArkC2Zyf1d16JzM;si9Zyd&};G)w-p_kPM>XDX>u z+o8mYAuB}q3y;Vb9yzdKnn#bI^oO;~3STN@Vh`KPo@j<*pRTB`K{(E=Y$}{4>WlDI zo%Y_F{ozdB(W@(SP%-iqueNC}jNT~~*$pm5pR=U?@V*=fxZAy7;FbnqVU>mp4djwd zJf?4rq)BI8uXGr);+Tpkjw_~B{$(i+sgtXPTRV0~Y3_>Bq%kBl7DViHUrnDAO)G8)8v}-8a)4E>6p% z9Onf7n~Q63@7&GaJC_O(`6lbR%feLL(I{W|feOe*Om9PS(axc}xao8RO!hLhLD?YF zj|qHl^1xa%QQ_u`*v^k)J9F{=yu_#T5+xYNa#^Q&@?(Z}@0C<6iV5Ozjc&o+a+UJh z5R%-?+H7PNaTRNqY-v~DdHGbPsKQY196Y+xfy6sgr2@MJzu!`l#eQt|FdMJniQ zI`?7I&jw_$7(mNZW_G`~0jc7be3LNTSAB$Tb zZmyWwTt*V4j0!b!iFaKyduE7ZJ?55VeHN)F^SMzUe@w4qz^g-EDz2Z*ItR@9G7m7t z7-SmBG?^zC`!9N)`LoB@z?S8a&;;Xgar4Tgs!*OBUQ9byU)wzKVNEVEZrg1`1`zaMtV`#riyv5vDN$0^)eS_kQ9eE|pZeqnrA*!=chCpMONZx`9y4Bd+C zj>Ah@|2qbZM_>o<|EU7Z|3*X42F`y2U^aut#vsO7(&|DCaa9KZ59KP|wl6Mr+=eNQAu0p%|M%Pw58f%`v9 z0pF=;m^jaG`BLHh&sZ!Q-9Ki)bgVrkE!fE!D@6r0ff`FoOhkoxaTKt|FeL? zwe%MNXBS}Dg%tL4M7MF9$j)fQS_XZ{OufMY;E91Tu>B5zm+tVb`9KAPzr8Pw{Bu*f zHFqAXJv(!QW4zq21*w&T~i&GG#GxrUynZ*=rwJ5EzQRsoQ8 z1%CJW3sy_p`wwyEC_qfqU>8LHQvrfQB4OTav}_M|9Y(oS9RD_t>Oxhl4f(P=#5#_U z3Ek=o4_|mSp!T+v=f-*EDCSpJJQ9$PMlXxoBbF9|Z~5B`m)!EGBfs1^W?MZjA3U1f z?3RF<@sgjaMdLB+jq1GKJMoxOTr9ZiYANO|+#C=>=2|tnPo7@(D8@tcq#vEhb(k;Q z$WuVM&Q}ZX?G~U|C&RkCgNsS3A*^~~tm=ha@ZF#IQf6cWzN_DIFI`)W`Bi%d-=&E+ z()-3a%k5RzB)WTp=Z1>U5cGc`>0D{+ce| zf_-c7;?0Fexo0T%_+@hB%j7gvy)+bjf3g;bTSpW>TT}s7Uaw6ptjBz|8uPgbW>Zpz zR_@Hg`m2uV=0yEe@ldh5cditohmu|Dw@@zemIS{Gm3PrRy)>{oJQxK+W<@1if>6UJ z=;ba}kB_H@IE^bOb1kn6V%_(NO1MMfWWM&d7KDqL;`SLGZfI|c(rv>bh-O>r_u znYQWK=sd-=kEVDg>NoelsswXAnke1|?_p0ohS36gu~+s2uk2h*WG%32A@qP0k!)%Lm%w@SW7s0V~Z~Cwi)M3;ZwXs^Yj3fcG^toic;Ih)x zoYCitGxk*`ThIGqr^~sb2jq$_CN0*YeXtnGZqiRH$<^8?g-hkIP!;ZS#je=!pc6{I z-$qQys)pNu>0v#q-dlpVOtbCYCLCpHuZhvabQhf32n}WdqO%Sxb7G=upQpa=^$+Fb z5pack<|$P`YS)@K5v_PKuI#KP<&mboSDztB-T@v4I5ShA8Y0!rgU^j6_i?eMx6XDJ z;b}`UmE*wridRv>0eE7)W*v_V znM3+IZ;PHE0GnM;>?Wv{VP#I~v5!u<2+r%7c=AXAj%<;Vo)O!Do~BnGs&N&tukE;r zb=2{Dk$lqul=IAFRCL5(7qhWzMv@JPuUeo|1Y{jJ z*|jteuJwwa%eLlY^yF0mT|28$wngnlG)bb)JUM*Pfx86$dA94PQ5>NOGv#hcB#M|` zW_eWTV*%7c>?WcG?l9nz!t0tsCY$`F-uKN_@-bq3pvS`3skknyT9mvh8P>PBH|!0q z!Iqm^{Yh6mko?nOj9mB~T-v?XDmTgnw#SKHH9HeB*6YRPKNG+oU{E~VSK*NSx(;&H zJ4!-H<2>c<3&kDhNUFjraMeJWwFRJxRp6>bn~45_w@>om!92gh8hEk*Pd;>6CVm7o zSp~sFv@f_L?D!@d^_CxFmirQrd1A6SWuY&o`3+z3*xM7G+R3&yfs`wJZ_W59{cPkg zf-7(7=VJOIaPynyAbDvc@6>1QXnZBPqqHFxI%yH#FO$SA*P*Cd)4CZ#5tX75l`*)f z$fVX$0Ykf(Z|kmNusrlAogjadf8Hqn8a%yL_WW8|0SHyxdCi}JJ#XFTT5Co_C3uU- z`60ECOiMLVD=d~Vo=`g*XAEdb_5Bo=%UAObgAeZ;~ zZG%YqF=XEYp%)=pNO_dHe%bdzB=Ws0dST3mfS+9s(w>Xc0~&hn!&m1$3CM&?16OpJPb*yPuP83^A~UnVXSP#) z{9ya$O`goj04R$j%-?gCQX;sno8NWJ1EJ}PQ{Kcdig7(LEx8ny&xM90@sXsf?t5+2 zg%TK#y&}?OQUR}hg)aLFAEIf%ymIElzMg{M0vI#BDmQdun_U_08QA+cTtUg53J*++ znd6j89u=krrwk}e%@B>;(~7RqYA3gQghM{{?S%V{Zm^9S8aph<2SFo`+2eRN+^vi!6-46)``GNHm@70HSI|=c@lx0P%m5yUbo7vw;GwUfca9JU~!L#}P$!5$q1) zzutjjl_qTK{}X^$ZyY_s*_Y;u-ge;V5YPML z4*k{`)}I`<--ZJq$ov9`Y+%WjXt3`ieKg1V)L?AsT4GoA zfFn1V>(4v%rII>}p4i^yIR0M%jSUdlK>_{ZRfj{&&|;|3!lDipaYh9b#z>_S^k#{C<c1KaP$cgvsHGUD!Sjsn4-djP2U+f7*z7Qz8=3E&TGe+UpiB}9VHh2p7X z4sgjH$iR|0eJ=`@)?nJ26v6lzl~`2fc zBXrWTL$|DoPI+uXGcb=RH5O zuH|FCue7Toxv$z>o6)~)XB`e%zlgYGUj|Q}Yn?MbmqBsa4$oz~>M-ah)Au+XjKEX= zp9CwhaYFs5uH6J6GrWIX9$W{t6G^MA%!|O7!)?1-FB|<4mW|unitymI?78pbi27%& z%}_FAV7jM=_i>5?S~PF1;Ite+H1qXdeyF%Yi|kG`R=u@RWHPv zL;W4f`>HXE6-!f$=;LqCXr)n}GpjR@2eU0xBR0Iv!r62)$+P3D@Ot}b8M&#UFpoQV z{gm<@IEXpkap~}YY{bi}c_evQQR|ieCMg4J{8qb5El$NPClmhdBb&fG>8{(Onlilq zF!`CXDY>j)RPj(vZ-pVNGw=X$EVHRne7EMA(P>nQBo;z!z|u$ujYtQI`x*5uW7Ict z*=A8$3&E^&Ut{FqWazf*2ej%T^^A#loDi%Mux_}t2UZ=|TRVT0J0c~fd#sYq!@_s6 z!)>|qu*G1tRAKggJd4PA-7@Ym3PW|*_!>0gtxwU|DHljve#KO8re+Q9jyL{zZDs`e zn+~Rb?_>J z5wfRE5t1$0x9t1A?}ouJ_I+ugLPgPn-#L@HpZlKs`5yHwx5jYEP`}3CB+Xfa$!u*d++iO1rRm#spZ~u6HH4EN`>{7 z0o!N_>lP@5fhVVzD2pI{edCWr++o4igo4?N&_Tfy*XYDt0rJ%C0vXoOVzr8X!Och& z5PkD1!3T53Z}77@w`0u9N4L?0{rhp2b4}Rex!;oDiwu*-{8(qm-sbWmz0L==yp#(pJYTrPSLMP9i6yE#Zd8KOjm2W5A9YaVU3;tuMXz^%a z&_fgYXn{Que2e!|Ij}kuR0c8EgBWdrUkoqi$Idav9B6%(>~F$zbKuEkoge#EGa$E( zwXPN^*a}Z;Ca>&_g!HNVKH{&uVdaA|m!TJa@bST;aQBCWaK@g(K7t($#qBvZMi^J4 z?s7R~P`ek-mpED0r^P^5>De#scgrBFva@x5Xfp&YH+aooQVI(=FDDevqrlOZk!>T> z^|1Sv@A-6#RN%rpGTE;LaC%l6B3jJh_1#r<|o zspwRw{jTEmCOjMpC%T37M^J$m$TE&=WUltAd=_h8o&PFZaE+Mq3aUfO;WZ zidXKD;qsBkwQjL>@cw7pzHM8&z=;M~Ylj8gcbD&7&|CHg^W$#~kFj7Q zK!wjAEeAOXs<*rnmR}x=tH6SW#c;yrWz7_*@VYo5d^jD-x~b3sPcX>ho{9?zg7tQi z-6^qTSRa``9hg}Tb!B6Z?oQM}3flvx+*_@nUCzGk_y;nqz3rNCb%G4;)JBSE6VTp{ zCvw1(Ho8y`2Q#Qv1Dvs*c+*%yX~W!DY5|N0lUE+86?Ydws@8RPRveX@{i9>yA+{P2 zb=yQ5!g#-J`bxdWR8nCeB3e#d7+=p%+xB#7#=wSyaci>?wx==lXiyRBma0smzCA2x zfeE#zooZw*S27e?*@|BY*vh0RJv8$RH>c>{qK9)nC9qB+n#t#~E7Ic@Kz)t6wT3UK7!qX(bv7JMq68?i) z;mQO_+WU?I@7ix*DG415d}0e?I?(#xn{%TVKd)`(_C`vvRYNk(T22JZst~A z5xo7XUp_>^#P_uo3%^G~pn`8?aeEECwCz}u*AsntH5v7c0>EZc#!@~h7} zaR+GR4LLZDah9jv%u2!0ESZPXD+ehg_#Wf2s8zKM^xaG@ekf`H3w47P2iQ8nmQ6zc z@{4vDSKetgI@kcGh`YY7`-~%0=b^GhtxlT|-F%U$H1N97Q|91kh zWswQr|2cuU;=j$%|Cd-Tx_^}4Yb;;v%CNx41^OT6E;r7)CF130rWb`a_3fq$*~L^KJK4_|h1eHp|cP{sceh`+mj{+iKdfg2bhVJPta5VGdw z!#>3SG?3x?|3{$E1tR@v+0wqzhC=NZ-4HO7a??7Ywm%QhzKk`D;$5zwvct5O|`0J^t^`-)Gydt$NI%3z z7G`?Ko<2fBzn}2>^l&W+1|Ig@D?fyvFmy1t|MB_H^A?q*h%@1JX2s+6IL?qz&48 zNsuDsjC%=`uaiD5cMmPJK{k(HYgJ$eLg%#X2h5Arwc%%%ii5>jE)!B(k&txCktC%O z1=iH@a2+i3fm^kw=A&AYekA_PtL%Xm+UPNn#X!f0V3G0h^g;Z=yzn{kUiedN4 z;h$fhlHh9(i`0q2I^fGa?-Xc{Gk`Ol2?g2^Y9d_Xpbmjn!gu2{`?aHqfc+9@uQ;5w zy13E#;>J>_|DeBs>v=Y~QyFK`IUp3edMA$~5xQ3KKaf0J1CRZyj-PFdgkq(RJ=?y$ zfa?Ln0hc@jp-S23xd6ht1h%;<*`6wch%cX=P1wtz%rs9_7p-S^n-6qNBb8Yot;&BP zc0?Ozpm<~F;p=$_2bw-b%XLe^qm1KN2$(}_0ki;hncna?b4GBHK$!;N!t*v7z8ick z8Vu4|$|sIBf}*8V;CcTGP|dWqn2-?!TA?A*US)ouj(v%JQ|S$}e2>(=b@ zhFugpJuw*Dy|lGI=Crtnp0qZ1kZa_gaF;OrEd5<#vM{Ekw(v5Y|VX3yAIC&^bjGQYlrJ@ z7h|hK>%i+h!Sg+#3};NQZ93;k0?ApfW+bF}S5Apf58wjy=8)t19EoHIkG>R^E|35> z+UiG`@)Dr5y3uo;UKKcHIIG=`u7fSHy2C!%m9ReDT&H$VC!F_dFf`At1?R&~k1~=Q zL9(oPcQ{iA%++7!ErT=HzhG*(K%32WGvay!_(g2V6+hDqBpM@u3}<($UR{45g{5Nh zPX`=jP`^*`by04B{b_x&r^cJWHTL=(9_s|Km&!;NUlR$rY30g}PoqF}aBt9Aq=t{r z>8k6!N`aMrAB`vMD4@ly&hm}F7nH*;>6LmnfR(lPVq45}H<`&-{!C*xU|uiHf=B@k zvuBkrrVzG8Er1|nqB=r{6rocOlj;O!4MHYdq>l1BBg~ITYZZcnLx8V2E@Vv|?_=Os zDy%x2zte9l1h%ZXzyI~Rm$0udYK9w5Wc!xV|bloXgtjaSxeg}ZZw&95O8 z@u}<}V(Ge}h}J2@&krx_Rxj&JSUl|65jr;mx&$^*N-tJ}S@Fjw4;t|}fik5?oZ8oD)0$&Yb!gI2O7i7_aYuvgV;PG>l}nP znp(cRsbg9L0RmT)dJ`H!p_r9BBQpa>AHM8afpKLKmZ2WRl^C2K@Fu!Ab3le+*1*KzNKz;}`U?;@MvY*KS(-KP#1qCpo+p|eWJ{!v#SNG0vvaakML z0k^zo-&M(k_@0f&>vgli!L^R0d9M|Qcb;qt&cxB3xe`upT4it}?aa+PrhQ;GPC8dB ziLk!?;|?K5dSK%R;bC9QJ^yguc;LQq22dy1Rng(Zd#hbgFbluWtn2x$pSHs!*QK9a zNG*?9wETElRss0ZXnjS%k^K6=cu@+R@5vl#dx!;|n6l10OGBWHeIffX;}^iC?(M^K z!XLIeT;o+ehoeq!FBy1YVa?W}##!P@IedS3hEwrCJ?z!vc%O#nCDQAWw)`M=R*gQ5 ze*c6cS|S-nI@eRcb!G&_WhiyG3*UjEv=%eH@^V6cXLI~?JWh}E$#ge ztqWiz_>k2e{NA>5SJMpp+5pXtZyn0+)Pu|N_lD05Dq#PWi)Oh(6v#kdOi*GTgmfGp z<}<@WN0t(g(qa-&Qxq4jc?E`h1!TT?WWb_eu7$z)eh##%+{ow!y}kAj{vyubQ77RE+C zhI=b)AVHqlRPKaBF%)=8n8(ZDEcyQiig)wt4%7d0g8omb>2zU4Q@N-naO1kWydL<3 z*W4$Y{o4{eEAt~w|Li2AAeIr`%5~%XS$ZLYF3jow4nDr?mlN?|p+xACX7Oa`7)lbD zxNct5`oKB z$d`@h5#9eqZU5IW`OJwh&U6bs-*A`WaF0Qd3;ZSM>4gaTb*Fcb@#IWeKjk3BC{3lJ z+2h|c#WUysyXQZrwEDa5e2;$>RAvtU*VAA;f2Faa^_J6&9sA9MKRx~fi@^u4&`1VB z{vS&&y%0bzr2MTQwcMFMAA?SN4<%RlGZa+t{+Zc+_xwA1dwth(1~I(;c>VwI_$wYl zX1d?p7+$~41bTt(e-hLTmf#QK4~!MC* z7S5(Jr7gtSLRmh)=9dyxa8m8#bQ@OubHlaxl{nhb;`_v8y?rsPB(x?9Cz+6 z`9^TkIPGAanFNmlvL`Yh;{yNr`|wQTN>JwybWAvlusYF{VNVXUyzU5LD@9B2MVhCy z420Zv*z4j%#F25kxFqXl$klkV-rGJHuB0fEqTND4A@!D#{J~Jz`cYSh1K})ILk=eH zpQ^#T{_qcl>?-IH?t6Q{y9q8655-)>FJiurNeO2-D1TMjC-0|TJ^3RI6jtnKQlQnuy}9hK@6qZZ*d%pqV{r>jVERn8hX7@%Bm%k{s{QTkY%*1Lvg= znqoenwbrikxYbY%3fv`v+n%A-xql6>X;ddty&K{$Z)t)JghQ*+%o@P_r@>sC+x4Kh z!=gj8C=LcIZ|Y@juZGjtGA5aBmje~$b$?w8{2-s)$nm}$OxBoPTVs|9v~}~rGANRi z9NdEtLan~1vx5{c7uM3rfNgCEypMdX-XHk_viC{yF1e2oFUd+7Z?w*?y&-kIatFfm zMn(@?YLY+9PW!ZMHmVM(|+g?f~_~Dt}qK$2&oHrM>n_d!*4*N6YQTG*s%!~8n8o=t*V76&+nHa8fbB)NL)cC$$ zY;QL-=TElhWB%~=v!|z@%j2vp&Enbu{b%G3mK*ef_Lgm0TeeZ)Seet_$L(D(R`D}J z60eUa&9QtuM;>T~o; zO#_T<^jxorkf$?zLJzEWV~3Ibr~XkLw31HlW}e#F3Q>*Wr=OxDN^YiuxpW5F_2lzX z!4cPbus^ZdT+f~Y`W>;O3z6EsYdGcEx%)-Hul>9?e{RuCOccgjmB$hnl-I+c{NW9A z#!_KZ?p5}ivoc`p$zUc+d^-3at*vut!_kFDNr4B7%b~f0`Q7K{G`OqyWGl-93OuK< zNj>bUgxw)_)&h|vAX9Jqb3O2r>Q~uV1uZm7a2vF1ELz2nqZsFjBA!2aYG4fw(pU$! z!Yy}%F<*SHUZ2wVyaE`$x(vMzI9q*h?UfEp3&|ODFxbV7P83>PVG$H7-*LK~UI<&8 zg60;8BW%rq<*xs7QDA2IuwQu;3W=6f;N%_}qFcg zhnCbo?D$sX&Q1Fma+g8i{kcG^UL|ob`ne~=@&D-<(mTcU0tLMTikHWZo6Q#t-^*}0 z4+Sw;ivPT0yuh-Y-6As>=-27jW&e*rV-$$=>xjQcV0A48o1|IQKfn7h2*f|1dHtcC z+`KxF@%r%)ew_ys{bl^?HeeLU%y;ezP~P}4oIf9dKEwTo0@2dhs39-A31kiV7fOz$ zf!SzZptl(Xn$~Y#bhW!0PTlJ@5f|)$wocF7eDhi`Wx22s-^jTErV*c)Q?&tGX z{H1XEIEh(dR~zKI`P}W zQ<+LtFs9Kl^bBK3uILL_>2%ctH%lVvoG1mdeI*u5O1D5rUHt7#LMlW}ei+j7#MwvY z=q=vL)o_z5qj*hbD@?TR-6M}yxJ8FL`Rx7k;pbAtSyJyRU}3k#isi!yfl=Acbk4R3 zHeVl<b5*uDm>8$&4XR5p3ZNC02hIMoF{VOt@{z#Z?7mIp`@oW?OOYbZcD=1&_iZv&0%Et z;JimT%)1c2GPRA|W5pOV>6Vc5+Vybyz)BbWz$Um9)Wjhn><0Tp@0@$#tNsg_EkuejlvD#V?Kf^UV1 zWo~FawCw3Ml6cjLorGtrm+yE59l9D%auzl~->Inx-}%_F*tI?PvR(qPuApvpkbdf2 zbXZ;`r0K;zVexN+6V_!Xt#Q_Gu4h^8Irkj6x3~N3Hx!25R7mmmd@yrVeSCOF6Bwm9 zS|~bV&Uoi^$pW@;2oX=GPCjGah6`~HKMmK(<1Jvn zYO|s8{3`e=e^l#LQ7tqcpGtVXwF9K2i^ZjjlVNH}9LLi<5}aDD_Ii#(HC)tBbibB{B=)Di>X)r{Y@SV9*QFvi=bG@(jqY zXCqCvw1w7**^+j=%0qblf!IE>ekZR7KrITF-kB(@> zl?Nl`mb*y7W-SHI5JRZIv*;Z2oIpsm&|l4R!k4uRfPJ($PUp%Np^1V*7|u3E72RsGc-M?(*lNAh`N!QM(rwY*hMt6kLcfsPaiL>~I|fTUfco+2YqbZ@$+&j9D7D47kL+ zr~!0H-4iLqM(9J9dAtl-DQRBiOz@ytm7Ab8PJT!UM+~S}(S*GRc&YJd-|7GZVpi_C zhE`A7taJ?=pv_8?U?S78*&Y9V`#g&@h0ZAWX{B0PM2?26FGfPVIni)bR@}>?(|VvZm468fS!l5!f@YK6%Ez z6ZB@_F~1z}m^ZFvN7SYT#AD8 zD{HvozoY?2u)D-hg;eOh`%Jp(AzG-N=RE7{Zv^h6%eJf6A-!CrThDV{8>mWelvs@; zExg+e`F`wbg?H4Es6*U66D^qRle8T|_s6g&zy*Um^90pg z&@${5t``(IEs&@t?Op?Z?e#3$m`*_SA5OjD z(+lIgS{-e?N${b{b5p_a3n(vLHnjM1FnH$eK6B-K6(p4S#pR~ef|~Lmvv3E-M<%ad z_FfHX^OH>`VK~EY_lX!KwfKKYbzT^&e&YX>K%9?M=RdUs(=CZ~$}4q&yiuYF#4f6@ zxJ(WJDf)_*`t!dCM0zLiZ%`mINm`At^1U$eE}beO1-y~KtCP2u%tgOU8v*VyWTAg00TA2 z4xy{A3<71xUyuKnvY7b~MuB0pie1&a$ALj$qComXfoLllx~lGzJ3|MI=dbgppD$f# z{q6M^6?Z>INM282H4O0s`u+9mdE@#2`j5Xl&vb$K4@+@@8bR&QopgT}Z-ex$^zGR8`A5d!}(R!cm7U~1Ho5o)!Luw}o9 zlFv4B`tKfpK!LmMk*D9kI-vAet=}F0Fk_CaXofSx^XDPZhqHcnyrOZsPpW<-!~KID zOkF41TmF9%s0^0iyL$$h1Q)izqooHw-NZ_&_vh1#3cWCy-+(r1Qp)xz9&&}U5zka1CQvCXoB|Z)$ zfI(qXqPSKf#<6IhG^nV8J@Q(b4>0d@lHXjV0Ig4XiN@`-5WZ9BWKlXLQv)NfULNl& zst296-~}~HTYyxNn!#b54lFiC9;_xO7WClk z?UJjly9A435GI5U#A9U;l)LiYn;&R_rCEiW;MN)emzysNAoi2l=mKhvu>PW*vIp`Y zW^8ii3>cp6j~5|>pA??QfJ?xQUHlsocoySoobD#uEg0;C^;9@xQ7aTvsgXZ3X6TF*=q3vL zcVKLZIkj}$)(l6fX*ISOd(U^4mG5lfug(|7EDhN^cdhavf`YX{NFG{KpLS*xrgbF1 z$HSB_QlvO&-THpCKtCQFPI#5xdP|zg<*fuy`KkjejLP9fI%~F>E(+2o*CM?nYQgZ< zKF|317?bhr-n-c^+F-kli|M-HOyKl*pk}eQ5xi8xS@fQh;k4DdZ{Ouxpp5f*hxyVP z$YoKSia1pS!NHUk1(;Qlv(E%Vi){I$UpqHL?SiE;uaN3knfIY8??W-@#oq|& zM~e5$Qv*9h^Gm^@$uL?Xvk|W0r1zv(0^B~-yg}i%Kd^G0@g2g>wAw+zx=uY3tdAh9 zI*1)9ciClHN1v6z*vh_`pLbh8mj9(xYCkTRi87zRG}J=;w^!xdWmpi&G-dVJS^#33 zFB>dkse&_@NFIQ{rx@-PyV!;T?fTkN@xw)Et@Sc@^vZx@JxlUulOia+Pj@F z2B*!~t4J;WplGGFJWr<>zRBOaUMz=s@$~+W-?> z3ClwXMPL{)b>lKK&MY6(6y`gQH=4oH$dNXdrl*if0w61cT|kshx@lQF5!@e$%*ygt2KynK<4e zwRv1a%lc>sgj;-Ve76a$-it*V&h*uT+77MB!wy|wRJ?-XUy%S2nhjeotwwsijhl8_ zLM`m0-S_QK8SNH+Zn_S{_imEdyNL|%qdM)Usxgkxq-wGXDaema^WC#|bijn@Hm4N* zBzSNgg9<`M&WDfHP)miSdZERVbNZq3PJI2Po5q*kX$6^a_eik= zM5JDe^ES$o!B(>W$0p`}SVn`grGsg!p4Vxd1-2g*+quyJEt6CWwRtz3pvJI^qcvE# zj#U^b!;iOga;ow*fuCH}leb9SCVx%N*b}Sddu5;~mkDtO;tNA-5d_ z)FxW;(4kYty{-s%2vI5#A?UY)=5nt~R*#ABQBJS21{nh_yWfd7dOw8~+1ebYr#<1o zqZJ;NJsvoE;V3rET>+1o2W>Mk9>`Ve+i;pZ33f{gu895C1D#p?mk+S^KuZ_jc5}fN zD7|mKE~BCgo(2m(4;IXVDe0d5`uEV9F6i@A(5L=a2lH7QXr~>=y#Y)WDyz1;WI;`P zuRhZjB03kSj+IJyp;S8c-M9tVq9(n95Qg`CxAox0r)99BGxP{qki0TN z2`}ql{QHu_`He4NZz9`)2bMwb;nk8c<#}jGlN}d`nni?^Is5d2R_8!ovhUJ)Uz>ro z`uaxCV_iUO@44i977LFYff-vmDq!iaoXlVJWQ^t8Z@Nb#eP1JFd_R2r(XyGCCcZvM zY2`_68~d~IaO|Q3B3ETh-C<0|Gx=+{3{v4teH=K zx=^PJ`oA4dKGKPJ$H!Q)er(T^U2S685o~`xsYhnXbR(ut`LF#$^X0K zZy^Y7oz9|kH1-xKVE3ehBYZN7B-Q= z49|ZjfobNG|96kS*r@uJ_*371-T(AY{@)$%yP9|PNe#vs@BiGte<k0m8r$@avL<)hKdSJSHi>Mo48lNBWg;^gL3@B{yNVp zz8u~R+HLp7h4XV)UsJ8lL=e$cXB*iQ20D-G*1he+yz0F}UVDeiL9%g4-~-cYATh7F zKZ~UtxWak@PTy&Uz2A?$wPCA;%y5E??xK2F{loLSv_94?VO-~=MG9=U)ZbN+Oop3b zv4>cbu`s~G%#oPe4DX++gpMD_T;Aw6#;w!XNs<#_)egcqmP1twI){p3m0Oy}#(uPV zE`0LVvn~>;iv|0<=3=Ga;KHO@QxK3I8S8TNmV?E7;dh}Jw*X5I_L6i<;hIsI&02C3 zbg%tFi0Q3_m;F!o#dqS2;0)z644IWn-=zZ!ZT7eUztE|ePZH2(e{~xnB8<8f!Nz{E z4gHBlKwEb;m4j1bQ}+g(A-mXVp=~*z0*4QI@USXJ0cT#mq=30MO#dKF8~FKwQ4Fj9 z#Jy4w_FMHXWPTZ_^*69v;_TjsJ)B?soEspgd5iI3%n4@AIKBH5HwnTN?|v82ZUwfT z_A7VV7sHub)D>|P&gjYB{JEa;i=JG79q#YmxRXJBwVv8)y+V+-y1hz#0COgnn~Gm- ztplgq#9Z-1O)wi;bDrD^hQ613D^o24LHYdg3uA+U;K@;_(TP^Jc7yrP+0DtY?QZ8ov8MqR3pSl_=BNj^=TFTBW+j2p*3Oo@8z|7Y zMdwbE3eqyK%c)y7Ho)9Sxjw&vOfdGEKfO+(7)Ch79dm|@Av5Nq8b5Y0XC2*DzoGys zqBgm#*R^6HXw=_pe6t4}eQd{dZrm5*GtHg^^%uZU>eB;niVDGL!E&91g(cuUqcQ~^l`fMEET<#LrVFcq5dQwa=;DfBv{v?d zI5tBI4jd`l<9MbNZc<~4%rFMZMI-GTdj`PNX#J@jn4>KIWBSX>7@&Bnm#WKS&g;Ce zZzp*I;08ye{yLis(B&~cwKo+h;5doqHLn~NsV=O{x=;t!RpFD@<RRVoFSIw0tRn zpZ!NiZQ1G|Wapc@NTdnJM6;%U5iW!KTXh#Wrk23NP2npCf|YF5`S7eEog6v$fo? zfN+aR^E7!^DQxzl4PinVZ3Z(A3TYkZc2IdUw(MIZcJgT#tQEFWJE)m?uz@DH@*s*D zuJa-b-e^$sV$fl+ByjaMETp6n2U9ts;y~4*#o<`PBRIQR`ygc=PAa%|S6Iw<*a#k5{74>l7P$M~$ln4BFet4F;v zVE0#R&WVvGSj(}_;gNDAOtVZKQWgt^&Eq?6ZQT|Io^y9(2Hr-iDk;HO=mJ+EmCIs{_-5KIN}j4s#kz9V6EFb*|U(UoH%htry0H+ zcw}ha7YMm!@wM9RVet8R?b6<*VIZOExltm%8n&!o!`-m}Y186g`(%x3z-KIX>i`pe zuC~i_oX#o%mpzjfwl*Z-x^Sy~hjJs-S2%Z6ILAO5v$LnYRSBdCi#HOBkfKe}l$>^I z2Awwvnr{+_prfJ~vwKN4+#TA#TZ_98x+zp8n1}I2rykYDP(Y_DHFuU*D2T0nCCHT# z4R?NIR}4Bvfsnwf4o4fz>mIdZ&zUHL+Ek~x8mVMZIKs?%R;&r~4_{Z{u`32iuBeTy z2={tAGvj*<+3)jB6TtfWU_^jTCC--1s`5X@0-f&GZ>9D9@aYS6LmKnly#jal;%EmN z%cq{_!mZ2W#aed~K9E>db0D&o8G@6bbez zr^qX(pwoa^1oN(HVDOZcezhMKcs@3zwz2ktK!sPWziA%S%Iw}WE}IB?x8|(47L*Ld z)OdFMoGy6YAm@mqC_kR}A^*J!a>rw*%nr0dw+Scz7X1FH9=|XkwW}RSHbPFO*$CVG zEHeFBBp+H9ckxI%Gy~I24tglnv9bvZ548O3T5uBRlA<6ZL_^GBX@E{C99w2IWPL3Q z_RJa>PuYcV%91mJ+4z0&SZR+-;nsY(6jyFEGKsYC^Y*qD+SSm!=-}bqokVcBWZT_K z#QT5FO2S!Wa>RH^h&AfBL(Uvg)55YkC_T;-yG^be_})~EC3zG=dwrtt`u6(2VtSr< z86$VF4|2N&vbzPUVEL|+TLD6ySQzk*K;}M{C=_TXQjY=@-0j zwz%~3Uhnze3Hn1)cZ4uY+l%)9(0`vU%>PMc)*x6n`bl$i`usDt#!imFB>U_5-w7H|k1zA{ z3C;{1Qn9}THKU-XUk5xn8ni2S-VMw2oq-I3Y&(Jebbj~v?oaCHT&WCZ=#c-pps$A1 zK*Q9>3>ILtV9yA8dI5$0y8q3g;W{5Zc?CvBBA;r!844QGgjqAC+~1vl{0GiY6a&T% zGeX;D1pV)hUs$nVwcct+20@Az`acx(t?U)CjsyROe*LMSe_dQ3!cKX~aQ%e-67*C- z>+xysueZ@f|BHebw<`E zU}hcl+Myis-=&eQ`&vMxoUQuYn>d)zPU^TJkqDZy8@E;sCqPb1ni7Fr1uCxxqoT28 zJ#Wm|qw{VJ*ovt}eeiEaMH^FHvll(d-r30~_SZw7&!ooM_f0TGYeD6JJdJ{Z`6`@& z*~91|6WoJMDBV`rGX9Q#{9QE^DHIxhGAaTOCNpK@qZLpaTOi*nfLK^PX~=)iWRnE{MP7XUdJ4V zRVVpKx@;8KdRMJY4}*!zws#+!GQ<@YmFj7l3ojK)^CQ*jAnxa@Q~n=nA&wxsCL**A zSRISXzxtsEdUf`^LR64%EG2{1W@0|aK9`dRqENBE+b(;x2lG*UqEj5(v2{L3G_aM9 zfzsr_CEpRkbC={QdsMCxN{_{5;~sEO;^5N52q%YTz>{8fXOnhKu^T;>c5{7YtD*-&?^V$ zcBYZw-NmhY`tz$nX&p$V>0(Lz1@jy$49H8{>^y!Mm3INptb7q$Z28p2uAVj30)_&f z*91HhL9v0E^y)wfob{>uc*6ia>m_bFTP7M{$qCVIrYa<8L5Pp;B)V`ZE?eUjvi`z% zbH6AuQo2*ssN+Yh3hUJ zD}q=VzvWigvR$XQcjZ7m1x6RmGTw@ogbsxA&QofEMbtcBQ4-Y6cQMoVZUQe60F^H zID0!P&e4~`$~KkB;3__uEs8l-aA(&hH!;M67Y%=(K2!z|BsZ7dMX&ZN1DnkrGL5ik z|LgYh8;x*Pf|_XC4Y#RzqbHg`ou+JiK!@YD>Y*eYMx?F`A7HRFE#MHnm1}MXt+|bP zOH`qDryfq;l8$&fy9stwxYurOq`+Oc?0MTf8BS?1?+ofH0Ef~3Ath|-%u=hn$ts2| zp}~oVfU^NI+x-Pdd37MvCfr(H(*qkWwA}qUw;f`3O|&cH5ab1iFDiEE5W9ko(v_3B zkcuOkx=9#l{eWFy-_~j<`8 z58^QF-Y#cLq%J$@RS--O>U0KV!$6Yd=Ep&7tqyF72)TwH{iwI!{jVdQ-P*`) zcRX_=ILsx>EW;L6>}-p>Ig(W%CMjnX_X?>;Zd5#6GORLT$(V~X0h6JvH~SIS+O@V& z-gbU3l&1^ra7QR-7&ULSvJ9vUpU_p+@FjJx-e6Q7G&gLG;Ed`5y_k!aZ7?XDbA7yM zB2xm$4hse9@x{Sy*-8QKBY3}WKF0e4htrSMSUsGN6eht9Y}*ElFfevmuUbrJDI^fG zh&-=J@T-v94pMo2Tk`s%|MDz<*2~px`cVxMRCBO;Hwe?V78u(rf_n+jtkgQy5Fbj# z@0EbPUQg}HS(s;X<;Z+#pKvgv+?-q@o(xZY^IsiqOoZynxIz-3yF&jL$YOBh>gAsSc1jCudJwcKPGpIX0{E8E?!)GIfO`OYM@vasF znb|}LFsfInxlRFfT1z+`9&;LJ^xkiWRUdQDa6hO8OWKqs87SYFiMWH6&xZ~2*aANj zw0pD^^Vybra%8PW+TXLXullmWbr71M6Vj(uFczGL`WOuVIr&0rtaTmIxe@|HLwewga{icdeglwbpA(p072F}EsZUx8ln9(v4 z^)|)Bxfd)J+l_Nmav<&GPKXYT?^K9O7@fQz^A@GCCx1JLfuwmlsyR@86 zIL;do6u7$wQiTF2`)*djS-Wi-ERFU5JLR!tm}CC`Ipy)EbRl}HhVE6xm2uC5vPw7? zeh4nE4ER^zC?j2nzJjH%#PN9YvY!d4Jzd&Xvird{`cj+rQ~iHb9*nrxToz`{{&)}g zM~jadcsUa|N>?8A^ZwiLq#ZT+OMlK%O?%=~hE^5^o-#4%SQ-n9(G?5*yy<_&)2!IB zq5w9o{C08!|HFT`0vVUgGk^Z|2{=7H^K=XRl4U2uvmY|FqId{1fB)Oz!J@Lq-BW@gF{Z(*ZZBdAmIrl#}>h%7gKrVLX4|Q(OAoc3IQdEh!9RzB_Y!9PPzZ`r?xxUxpRRoA_aR;%!Y~Q>hyI-Nwv~D^C^snr zlSR~%zSV2;es}&`Zaw}!@XU)rxd{+h$&->r0qJ{wcl_08J{Hq6jLMCVV0_;`Bri)@ z<#)%kXRoc6I~eva zg(~n8eX}HCLnUM%I{o740!%=cmpdEY(E<)f^X^_`tA{NtCk~}M)`8?jmBu(q3kntG z{aaUM!UHqzX_h7RaDz$*<;E{4+SUw8!U@ufw~>k>8S$a{JW^jitl4)LOVY15t`hjz zTLs@sbIyN|ZGz(MF>V6=sqieI%m09TG~77YQ*`!09I)3)%8RsALI3_Oug^MFz|^8O zLWvk~C;!Ejzx_=!gu8H*=TBF|nRSXj8YtwL>-;WB&24}+=95)h zlL~;DwxvSdg^ZV+d?mogBBuE6BrYt9S`}GNkfDz0c#pubI4Fxz(MS#Oge{w1DJ4BX zI=Xs-<}GX~P2TBZ-Xu~4yF(q`*yfkPxdNuQkC6JZV${U!=$<;*!!&SrDdKbAia1=_ zdlrXSXJ{tjCq*8839f(!kC&$%+e-2Ed8)hB0RIF20v|MKlIds1(k!EVx^+uWh`H3=22BUzxa?gr3!%<18GJ zpf{qX%Juvqn9Qe~DCBjApZVgv{^eP)&@D%8a5;KaxmRatZNq=JH|<&DFbe0xe4^VU z%HYioPLX3%WpG&3$H7jk7E)-#wn1P>btvj#{*nNd!&wA}IR{egYic0WRucCTuzdO8 z_R9y@GFIh_yLq($G-;*XGKha}cv#>9p4X}U4}X?MLV-<2So*Xx4CuOT9*g#X>egke z4)Yg+D=*J#%^d}Brfh${GiL#mXMHx6+tdN6i*|Xb)K|iS-ocxIm|7QU_baQ`wZlNe zNG7jJF6{65(7s`P9eTA3v!4*jK+M}6xg84xZ;Ybza#)I>MEt$RBI#skJa5nK36WTSLh z39MRF6K{-kE@6%49^u{fu%ldd!y##W-3%2qE}-xhoC&nOGMnFIHh%(~rcE7UKG8m# zcTbKYJxSRn@zt7E@Y|;TVw-vcgzb(B*&S5{A+%OrC7eDR8D#V+6W;nNh$|ViLg+pt z7H-WN5OAFK*S;A87acaeUW`;M-g(&ztg= z=f2PVy}$17@AK#9dR&kDJlvi4xyHG!>%5<@*K;gAfBSw0dl zzq+|=$Ll66BwVk&b_N5B#f^u`3ely^EM!HJ73Q(T(ICR6TVYw zw=j@7VaS2sY*Q>GwoVY7)IDI*Lo@iPrVr3B9^+fnR|d64QIB?))`QCQn^o&ji?RK5 z{}0u#9Uv3MH}x4sza=H(3Z+l5b+Nq=j*1OpkSun9E@S|^RIh32(n>ft$CbZIQnjk~ zgImmmZOlX?SPd+~wFLAz9L{h!RKuFiaUGA@5*Vmo7Bx)lhU~kx46CA^LOK7&a_3w3 z0pjRVMtvOM%%w0(gD+K3oU*~FTL{JZCUms1?`z?1zunD)8~eeO;VS>*vR)9)P2MVi zu0_vh+>xD&IW7-UZZ=k>f{(8Gt4N;)xOnBTEHftpFESA8f~Dd#wVdGmx>DFDeT&Jl27%*JKXsyi6|nU5EMeHv3NH65r=JXBP_Avb z-7FUB2I%C&Ug3SkV0mUs$Y2$yM4jU3)*!+i17NGj?E@3?{a6Hn*Bg+{JPZ$*BE(oO zw!!VExxGJmx`5ah(%cu)1@RwLj`@9U0Cm=VYOMPP;U*gixi$j#0oQ8DuYHhyGA=Q$ zF99+PjYc-V&V<8E>=T(T88FLrw?_DJC0N;e>wHdW0ixAN;ofs?VEM6l(R#}PX#e6J zRaDysLdFjF8!#~aKjNA;^e*}D1Bk2sr`FV}->s=4L|2s76ou>dht@<9AI>y%4=L;Q zUk;g9JW849{{f&Sf9|h^@pZ4nzBl=UFa;5jUP*Z@RQ9u!))WOO;JfY%rF+5ykM*{L zPM&`jU*6yUw*Zj>^l-e`7waU@`dZ+6pvEI{Q)3i^aUDK-%eT2 zuwEy)a2N-I1y_v+f@Q#66Zn z?!Ipwr~nf0zW^cy*i(QWh5LxRmK?;C3Y!>t9@p%DNCl832sA?SrUJjV-kERzM|Vly zKN0eP3gGY%cE?W?@31y^oNs)F3ir3JQb(%sTL_kKP0O<)q}?gk3uV74$AkM{G<+LL zJImB;n#01VT5I_I^9!VztO@0#09y(${loR^zOAAYiqzLU@{$dv60c%w(T<7b+sjW0 z^X>nq9+qdwWL%)mqv0h4OM3POFJ!qk-}vOM;yYjP zhESb94noe&Pp+GEN0(6U_djr4@zjwQGp%h!urn`cHoqf^>ifq$o$lY_(fPK|F35fM zi*6Xz_IU^||Ka$hYeM$tW<~sEyh+dhE?!;r?~dR>d^Qb<)NPG6K`xCIX(@#6)-=)e zeHhdi2{yb+$SoB*+?2Pp8>UxBuaqc9u_5nOT#?JcdT4#LaTQ!?xDYCg3FTsa_DV$L zifoNMZ)7ouxgME)4(CHtL35DSwDDysh%?VP#yDVtxAl!PgiG}x_>4B}2-=GJOk};A zVd(dLmv({*TC$WJvSp65#avdk&MT{$SaX8HpyX~U^KCD%X&=| zy*(!m*)hQ4b7HqyN8Og4lF$S0vQFw`Eq)Z>IASQ$YxF_qR1(8wif<`S#m zSV_Y9mcnvapTRh5bgK*w(X)pdwv|Kot<@*`QS|6Q&VvXANyEycYvugG+;|Pk@t6Qu z@uB)_r9cG~+vk3MhT`Ce)#E32p)IGxyM?ENtlJ^pq)vQlbu9+Mo;xZ|+XOFB`sFFz z1b#(K0YyydFi}7v{nbOd7Hc;1R3+T(M#N{=1{%vOPb{;n1W%=EFQw`#_?^>G2D?Hp z^fHLy_Zen*io&%^w~xALMP}rKFqK_h#WaPzY7eGEf6)wDcx%FP%rFx8q8chvz~nh&m*xa z(=@Ug2=67>A4j#qS3?C{Yryo-51G|9mB{H83XVmNZ|!j*`eE7{m`XR_PP@4ka%0wi zCA`Am&@-yfQkT1rduG>&*Z^^Tjk(GyV=O(;R}d$ zZ`~t`1%s;%_Y%XLJK#%(qxNxh-B{Zy&($iQ0tV!qidG1@SEbUYRs-Y-If|Y})I~?t zMVrC#`c7O?bVv^BEQ1rL?pf%CSAy+UfsL;_J3+}i$>`Dnv`h+*b!=Jt=xHXrx4BcCuh#$#8Y|V#4xrt&XWL{2V>7&LJE)$5-0q(IdR+5hww*_5 zMg}L;!!dUjXVro5yX@#w{`DBx`98j$%M$pM>4M7NJb)`rXFFT4uKTOV@A=`xVrZe2 z-*9dM?Nz0m^Y)!DgT)SKr%x^&fbGM|{%dC%AuK+}FCKFcMs*Ys@>Rp}gZ9S`+NZ z&6Z9sVpAL1F>l*&LhcEiZr1p5E-3^=s`vkpG7N^ue%VF6Jh@P4aWAnl@!VuX??Rjw+iUbmq4>*aQ^2pYQ+G*%96WINe@;F?salC zA$P*N;Y{)7S~lks%yU?1vrS5)5x6H<#pcd-hN#DE8AS_0zS&`QEjd zX^er-*atsSTncN+`7BuIadqCRW`gc^V&d!_a^-N8G3CY`%>CL?vf%);b}4)u+&rE( zf}QQ&fJygLXkRPAS+@CPGpyN`A}#Q$7p^sb;^N*&gn;~Rx=Lhh?5Ui{J2b9= zg||DL-BT+4AiG_$J+cbLv{%0x_#?M|?bWc!^rk-8i>Yce=g`D}M0LF|1WU*{PCc+Q zNic{F86z3#q@@)Mc3T%dZZ8EXa=ua-tjnThK8B2mmEvZeHLaL?#_G-S_%IRpZ32j# zTQEn7OU!KGUITp7S6LLFK?JL_X2tRTwXiSQ<=p89tq?nY!1uUK5A1zVq5A4oC-f}J z3!0S1>urt`|E|*NZ6(^ME929vMdbyww(moALkp0nYskTkCTj}1;W;_^djQ-{+M%3$ z07$=%s_2^4$a>w$XUPbtzx_tzsuc{`91JC{HW~1)QeI-}Yd5}j+4Hd)Rmkw@xQgp&)av)J2RFa<)$h=4}K*QoD z7&6BSjPDC*SwrITv_YDoMW!LzUXvda(Ks)7K=LbY1KAPYn~l0dAZ*TVtXWwI`AnY- zZfwCqW`LkGw-vf+$?Dd$?yZL64-9hN7%VMyBrt{ja~mu)Pxfn{=mz48Cx$J)^aY-VCoCpYQ@Q{JJ-8;rcmS!=Q3sb?HfEV!tA#geC?{V#3<;$Cc0wyip$S{cD$FS& z+rk&mY&scMU%GeZ=i5ZsanELCDIp#%)phwu zt!~A}##JWAm3Up4w6F-}H9%t6ixZsV1rS|*qdaIs8K#LG8CrhBP&%oF|$kfr}sfT0wwDChl8`yZl55Re!= z(9GjS1)#V5s{k_}fDSX`?p<=|Ar$~#N4TcOoV#v)mD+scjh85QWo@Ficjh3ZN;8|A zhrCyrZ~VC+YlA)Y%@+*Nr zV;e43p+zj1Z~J3*f^htfIo0v=6AW*x>7?D(HbW`g{0{}76)CS#WtmZP(~#SjieVs0 zpmmWxV0dHd?R?vJR%O2{f7OfX`Vk>$RY#lGJPQ(=Z~U$=ZPCF(zEu0ajxgx(g45@z z?Y{ZO?>u$W#ra?qRRNH6|NLJ5jv+wh-c@*nGg1)6D;~rTr3?A8;4#^56kSjPt-dX4 zuLq__cWQ015D>jxnC_7y2AO_4glh#n6E5dqvaEpHoDbacKbOP8(YN}VlkG5Be1j`7 zG6hyMXw$#J3Dk0fcNZj6lc9Ox5(TbB*ddzzwt{_SH7v``-vHj#(AvABl@9|-&kFlr z{#M@vlW(}TBwud=`Yj&gg(4kuo%Jk8xsXQ}!~$=A1HU65>}czuyX{KN?-tRZE4ciX1MOjl|%-W3S9(V!(7@qG`+s zJ6DzM23(1?a3M0KQM#Z8p8KqQwCHdLOqL}iCZS02%VW9kNx1!i3$HOkv>&#TeORB* z#lQ6eEmQc2eNxNsPS)af_`rO8oEbZmUpU+*INTb6pJXx4KAZe)&cC8QtDBdt(D23#n*K4I8W zd8-jv7{m^IG$O*p@#tO64>G`0taDZ9J6Dih6@2UcbAQm@#T+f`R}TlmS9plWRe&o| zky*;I07OSGVtjEmY`785Y_bO3>&j|ZZ49o1w;Xf@O6_g1a@~M~*6RY`o?OU#nuiFH z!R=o!Vi0NRCz5)#6E59&B`u#>0T1N$Mw)o@AYJUm4kJetF}kHZ&MCK}GzI_YX0jsaUqI6ju-t-`ZMnw*fk=YzOqmnjrm!*VxLc zF33#P%udxrv2;D_&uM22>fH2M*_&7f>7TL|Nn(Cd#(SfN_4?~Y?vnqf+B`HbFj z%)!!Lm)WX;0m#Mt*|#`R{C;}B+&z8ltZHOhG|k2Xhx4OmcH0oR_f_j+b$A$j3b~y7 z69Z4xw-8^_xgiz&!|^W$$16ei<4^uYSeUE4skm1@yBvl+68D!DArSP|EqhRdxnKyl z-Xb6|CNn*Sq*plW)^0EEsPhE!p5>GV5(JTLF>eK=NGZ`dnekhOScI*xuE; z^0h+&ebX<0-ym2Y;dmz? zEX%L0(6*C*{S%WyD3jurd2QYV))9K*i)cIM0$|f%7YPSK8&pa2o_~T=>=@+55TZNa z)ko4&2Fq%bnQN2NVbjZ`E;W}r*pZOGiK{LGf>)f`5L-Y*f~I(ysZK7`oqKgU_H_)b zKeOS6&4&bFG~f>4Ypn;%h9`Ypr%E8;W4hb1707rfa=5hIa0v6h;v9aWYaiSGm&5~@ zf8&B4Sr=ZTn<3e~D-{ySiR9Jr%%m|g6n{5JW>mXhcY-fDIJX|cDUbhX!#Udrjq8YW|B;_abe5MJ$b}cN6B8I>0y?mUnrYRHrPF=|v@venIf2YC+DB&31 zD}IDOyca4*)9*E&Xo2E&CU+OE#KN=P;qBjjs^GMS+==&C=n>T~8?njmgUthU8#-t) z@P49dc|r#=7oPRHjTZ+%qiQYxm%dtn2D%yhmo<>ht0(qG1`A^MdG=^XzJT<=crM>e z%qe=7>p=Ij2_9We?q^!j4fk)lyzZGuhK1cbLX@#V;%=qJ8-)!9?p3l+H)4+5mIZm6 z7UW@0(lxD`&gV@~iRo5}=z{6R^HMf0x*UUi^~dk`^~0XCxo-%yo^Z0h+dVqY7h1c| z%!=1Og+lxm7t~_mgT*WLId>IY&6%*@|1|^rzA0?G^|K#lS)RKImgRs>{qrr7N9&=0 zR9D8r5EJp+^@P-7_(pP}|J(qNJTk_Ws!+5`b|vhFNb_yM=G&eFH`(kA%^2!Re(W%* zhsma2?rRr!L9(t}Ui{u3h!QvZk+UWNq=SduA_*9nyE4y}KO_ulPmbL3M4N5Z;B{Z~ zE;YfaUc>s@P566_)|bl?UtpnmN=$JDy5NnxUc!!r3vtzwwaS4Vz)ZgGv#^2Wg)^`b zxU9ENJAO^e@BFmJKDeg50M~XfUN&aBY^(u}7T018Bm*`y#-exvO;lc!TtNE3UG9bK zDYOH>VDP!i!nzfX>NvCuA%K^VS$8rG3!!-e1&0Qssvv3I)=|4ht+3yr^@trK=C{ol zs_Zyc4Cgm(zZQiqjQ>ZfMo9Ye!nOaXm5;sB8{goC@9;dru@g=$o6ZM zcnZ9K8h_wlfSOVWpqw|#dBnF9HbXfQd)&C!1-K*m!Q4@BDciANGBH%=RyU zj6%7m0D20eg>pRj@lAU6gsOG#s&sQ^Fl;<-zVXgA z^dALx2T}pzO@s~AMYJPsJVX^-iGp;+T>pR(&fmZ?3=M7A0}ooL(r z8Yh6ySH+I;mG!QLw7SIoIaX{iYevGbH-hx-ji7M5WS%hUFE zwp}2QoiOCDh>7yQmfqT!Rt;6IHx|+!t_HDt&suh7H)DY3dh6Az%W$HTw<83LMHg`e4kkoJn+S}$H-o56zP7O}91TQM*R|2fsED@K8`9Fe%C)GE0LPyCl%@f9n zFdn)4qt)wBxXbRRC?ypEId``e>};t9R}twg!e~GG{c4`^ATk{y)r~JpRd&JUc7_Y% zaR~6EYtHHm6Tw$7Jn`!fbfHQpJl6C&4^F>SY|&+DhTe4b*pgKZu(?PKVU=j((T!=S@igFVv5O%B zy+&fbjz=pvpR=gDBU}J#87fHf#fiOuY_|nx18CZgVZ>D*oD_ButG-wc%8xd>MPTPv z-g51rltB&1S}i|JmsJHEv{hH`s&~WTH`gb^kHmqf<~g48OTr*?l;u;lLDkD>!j;5~fc zf`EQLoKxm-oqW~^Tq0&$*)aE`?g@=~-(VMrzB(@c>Uaqhk#a_Ro`XXuuTv8;F)S9Y zKY#f{1z62EII88MJvpabruNBL@QmCN$9FRXMqjv0ALR-I%Ze=D)onPj|7zaYeR--39%5kt>+-v6a-du1scxAZgHoCXm9$WJnDe*>} z{cNi)H>37jw%#6X#V73DH4is8!)>yiYyr^v+(-YcCeSqW=Q)#(_UMWV4Rv+R zdxbQ1!j-D*l&Xs6I^?yW^13ZOW-&4;M2TICA9O%xvGuF}bY;>^FuYwb?A-Z%c%Rpy%S$Q}T;7&+YRheS`*y-YUzGapTAaC>Rx}#Yw7?A2n z81QOF-mg+{-By7;xfY1tMG7iIEix%+xV;~ClkJKtfD4u44TGgXG7)Y^?W!Uz6FSFL zgNO}RboQbi=vgzq&AQ+joKTs0(LECZGmB$H6pW(KE<1AJ$`j>KwX(!*uWUK2c{kC$ zd{s3}>q#UGquZcqb?LopFRFpRbNC94S}m;JG>FMa=&DB6idW1rR+?Ze*<;z-S54qc zTJH3NZG)bDgI)nFCC!sfE5L-@S;YLi@Z0-F594)MaLCm1M;Cmz6WpKjAq`%zT)IM9 zn(N55XOis3o`1sA;NkF*`N=1^)$I)}aYN31cTZcOMLH@mKgjRC?P%=o2ky@DOUGaT(cYYM+ zoy{UO1l_aVk%4{@)FU6tODP9VVXU>nIgDo@YwJsZrP!E@4`Tv0e-7UslpG43#GYTv zSp1==SM$9`RseMBr}X8R)dBmp>dIqwC2*$Q`Do#fYIyO><(*JMJ4A}Dy|+e<2&?p$ zn(snJ#kLm_H}p0Qzyyo_h2gm8VDR{mpznDiOh)^+E)OO`_t8M%HgqitCj&8bk-A!! z6ztFmjc46WFFG{B8s{VvUt|Pj#4L2TGk*!q>Rk!LClbKxU2_s0M>M!)4pcfFiUDb{ zckXl;h`oE6)uj584p?mJAiN7DJqPL~vS~56xLEh9k>a5?NT-chT^ia03Ddksj-hLk z_5|DM3AQXieFBOUT43oyk<#z8^}lnsP!gjr_vx%0GJUd1ooI^+NVq`?!mEIL&eb-a zjCF9(|3GA~XA6v&?5GTH%z`hkX|)=CBVnOFqrx4fI54jI^;q7!6@+xtf9${82KIiO zMQ>8;0WW$c0nP!4>0ur^$lnFF7hjj%;O_yA&*_A7HvaDW0rn;+Ri)W5cDo*C?gpe zI2?-W7f>3GZ*5ZbbJ>`$rj>r%J(sr|~q~g=!E|bv3gnECaoZPwl6K z2Vm`^@3nGi=RLX|BN!Mxx_+w_NEKf_0>Rjzh1rT`&Yu@l*^7$sZb3TCej=@4NPQae(_=N~tKCwrzWL|tv zDJ)PJ50qCtj7>|?=T}>FtcGnFHD!MXfi^^?U;)2u3I$M8uJ1pLUs0}D4oO0Gi=L?a z|Fz?O;^QPSX$$Lo`!B-$(wbJ7nljHyu*rWeN=&+xG~alO>`KA{Ol+mxpTEBz9>UGx zg8{k*f-duoUs}HJ+@=lGl>c>v)jM6uPTYS7P^mh;l)R=Jmp(-VV&}nqC7-_WBQ&WA zV$`F%(*U2zCPio)e0NkOhqn&$M!UI`<;!5ey^+5AOcm(%9M3vQtOQP_{iVB5lRUh> zrPq@o3$99!3m&-@3uW;xQxn?~KsEP6LLAya@_Xn=H8Ru#@zLX)A-6I(=CB3rBs)Qy ze{=hyFO5Kycx3YVM>Cw^zAx)|sS6hLl5jx*96BvhZ(`a8zYK%#xH2_^R_TT3o83CW zWS7x}T}D;FK-Ror=b^>^!#a*8(5n9>aDTWF`fsboZ%S%|HZ3dJ_I(ww=I&>H_Lx{$ z%#}D#xi7Ss21Bw}Kco=OkPlqJ+wC@6UDMR5U(Wn^>o<0=3qYHvm3ZAMIRKcJ})%G#2 z9N0^m-z{&3x93Y#C2nFRw#bn+@-dnQ6>_-O?#u_(xM%A(S_Q)cm0h1-ER6={wi!<* z?96bw*2aBC@62?y1nt6e1@Lmg$f}PHUBI%dqeoE`gA%J<80j6bgPOf$s^(P>Y$Lal zN@4Z7-NntTP}}%?G;lR`%KXbnE=4^s&_h~k;l!kiz;n%1c)06uXFW}jW$cr zMtdvATd|=XNd0o3<+9M}gq(Hvrz*OLAViv{BegV&|IlOpL%BdE6dY}bl>u(WvmA9m zw$;4e4o7%8_VRR;K`hy%s0fh2 zqOiMH1Oh>Ex;>^F9%FE4vbyI3KJ4_L;dNvO9+XPc_XWt* zLN(cj6se2`q$Lw9$@ZvK@G+KzZ01aNIMM#|QR+9>)Jo7KQy2?ihKy`#!FbDNp23Y- zDE;s%RK<=uvmwex)i4iaiM*fa*DRP+OB_0nIYpOVzIAktYJrsSyyd$j&=#2eOnf_D z?~0qHYPCNM!`LFBXMU`M;M}v_=&f@rG)8A~4qoX1qUq7kBPkhRC*$yL`=MrF|Kxi$ zcBl?sT`{VZ_vr>2zx#I?D(a!=ltjq|?MjevVLd2`6zPY9W;+%4mce>H>Dg%SPMBTC zxI2+89$dO7Gj;T0A=Zjr?{Y~jJi33=X(F{6@^>(X5Iq~=SlzIKS8xePwyb)=WQ^KM zUFVle5D?#w`C7@tL4+lWX5q0@J#!L?L`Wxh(##{0$)1d5xFCmizab5 zlsj%bhh8!eDuzUVlJ9grJd|7C&xNL80;|G1Khv7SscmbY+~W3xQHI7R-3vXSt3G1u z6Wa#3=@T63Dp(AGK58ODG0Cvh=tc6(QUqFLv%@CHu6Zu>#=IQL<=2*7D{2GU%$3A? zhHPNCWH#Gn+zQgGH0)zGHvkc2C#v0hActuAjY9?4a11`& zc%=f?TN!+IP3VRd3Z)4@W>c`Bq_4VAAqngxR2QeMPKLxu9g9Qbl`!P(May`Hh<3dp z2W4(lz`I4@bOo>XOFO0X+$pbz8UUoSU!F$<{1GUi} zYy8FyUspj)?x$`sVl&X}zSJLitOr!)?21dscGw*dqAjP=%Yf#BB>V79STHBQ) zpN+~hk+m>(`E(5veG`1YLe#H%SpuEY85fRiehFOt;tjhRQKI9r|3>=yHdqyB5dZvQ z6J*%+eP2zN2~}k3Zx!^+(2w^SR)Gd7f7zuCmMf}Q2{4qw@W9gkfu)6TC*lR96j>+pTQ7Ph+rnf;%hCjbu38uy~jOQxJ^x&K>!#6%L(PjXcLt0|GZYy4cp& zL%;KiFul+eSo>3pX(2xm9%~H5vmPylgbOltiu$NceqWM*?Q1*mj>+ZS@5~2JGg8a9 z6QtWYa)w4x66VRV;P{mRxR!t9dj63Xs3B3{ky0=Cb~I}R<~gPAVhpKhtpppN6$W8w zo9lc~sJg%=6XZsl<-1p90r$gthr)$fFcHXQ-dlk7>b6OrJk;9ZY{zza8Du~;mhczd zc18xsKpn?Xk797iZ|h1%^F9M5@g3hyI$`bT8Sc?DgI3%3ni3kt{oeIyB*O!E?uoa{KmLMNu>=mL+vhe zqGZJBhmh?yfx-U_(09Im`QO#?B~iHlsfM0H5vBk$ocI^*NXvr>>rPpJufTcjohj7g zKL8q<9d8D~MD@^{SFHXZ`bVHw^j8Wu1#nXK1K%ztzBm_34&M%M)b;su-V@;{friRt zjRIIGg#jF&Y`VJuSdOvw%6#zui-wv;@OQ^}K0veB?$NR$5o!(ZzcuWX0tf||Q-B?A zU+=})99SVIRvY})ol1j^_Rw?ZW4`S-w=%O7N_+eT(EdeyKlee@8vMZ3eT$p39sUC7 zr~y3%m{I^b?jFa}pVq+nO3wNGEl>DUC;a|F0&TX;NBXU2qbTpETsMC>{_F?0Ghq7O z?dW||u2kn=jzDAW&2uSo$?f@$U$T4ZnrRz#fG`I^{P|@;&!|aXN+E&*%qiao>HKSG zWWbXPy?pAQ9#EZs)X@8%Zok64oO8bI2RsyK%GmtZ^Z(gqbLC2>>$CHXU$i+nuwcrJ z>imlkI^S1(S9cTlpqwwteM5Q0{lEXy0E1AZF(S0*2~|O0JAr23*Y*2tH}cH4{e7Z` z3q?;*pFe&=+B4xt?Blnx=Ns?TDI4(K&WCFMc?r0G)ZWMh@MZUJ>cex4GxJ&)Em9mWQbaShMF#0NF`q$aORd-!qY4nxiw)B6?tq>3!czyX zrooS$zhqxYBtzNOlcyVr$q;CLQSb@oO}scMW-we<2@l>mROqa!2EIX~B}{{@(50ET z;En)lN0rA0ctRUM=7)IDy631h-O(z$b+8De6MXE4a3a4oyj@Gu6W=P_&GA6oxqr+v04J=HoYIOj72wvKmrX-JpdkN~)?vC8PL;k|{#ddB*5z$4j7_cw zyS$%Ti#MQa@r-@s%d^kHZL6=0H%=6kOT>54GdDqe;JS26>}0<;JRv!4QVBErd7X_- zP@_KJ|6cKGHH_PT;HbpT&#4p%UI$oXcK(xEU1d)$GRi zW3I=|wK5z(Qeef~J^GtIM}mpDk^32k7;sui)97W^fWF^MFo(o#;gSKeh zI$S}**HhZpvl_0?nQdwPbydI?J8mq17;KG0G*1V%g_Xduur+(Fym*N8b`>$RV@7D0E7TYrsPA*Aj1bN+$a z{;y2uyH^)tK$2lYVjN`F03VHk^qJXoLlP^gaTwPzrHqmvpUi2UvNq-|=9t2Hw7E z%Y(O(L2w|B{bm<-hE_E?@29JW=@H(^5#AE`wYG?MT~RS?yjTC|q+J~ZlEt3Qz+ZWF zUFB6|lsHDN4@xNpO?9u8Pc*ziUc=yYT~j0!^iC|TQ7?ydfswJp%0*z~*sXWqY$FIK zK3ip1fCa1Nl~=;$I$>SpNqddmb>Kw~!mR>MvUV{821pFdehfA(Y><>kQ!KJev_dm% zn#*Ncp-Ri9N}B`c$vIX9U>mIMl)I)0K4;G?OGK}XV}@m1#= zn?2xU?7AId4ybY8r_~gWo#~;*k@qhY8lgvnWG_qvuKigr2O$UIk_X~UP@5__MEG3Xeeu!Ossr6{`Kwd14ns9?y?#yDei!e**Y+GIJu&}I z=VaLUlR}7}$xq$vgr<_mSr3P6$3yNN)7|nPLtyP=`EsrPFwoD|u6v||QW@^+tXw-P zK&;kug~;L}$bS21tEvDID$jeSIg8h$CjM7@!_Ha=FgE0hr0s-&@ek)S@>5{)6w~u3 zAJNVFVbIH@yc)QaPlBQ-xrtegYYBX?(A<#Zf`Qa$W|ej)*8uPOrEcrKCBvDZ2b!|% zEl_>ojW_+bc*r|_L%2Ub2yUyzisUAQLhQhRGV`rsu+I<@ynnJ3dcTS6-GI4dUvooP ztkx63VPh|<=rKrm&}!iodZdn$>Y?7K5hs6-31BmqGnD*tLgd8Vir-Xi#UU`rIB+=w z-R~{P_VQV<$m;<{EjK~P6%toF4I+6KZaDFw7gk+cw+g6*Fl7K^w& z0}pxch{E=2n0m=_`SJD&xNs{sVpItWb7wqWYGW=}9dI7~ zv>SlzIgknobNOh-nM^D9BUPCEv#3XeHht$7edl8M9{>DnJepgokWAY#ca9vBb~G89 z3NA%Sgkr&owR8!6R}xr`ny5A0@P-vl1FLdh2SV=(L(}I-&5pmA=Cv!L1U)nQ_RM_C zgR`XFl0ff;(7M5pl{FAsr_h$(TLD26KRj%zd*KI35)PR#J4Ze4TH(6oDJN>g`3L+@ zcy@thjuWnR@QkJWn*nDrFk{FNvrHWfkfi`|utLOb)#-!naAIsxL+Z^yu$c2`c<2{k zsKprqJm-Gr4DooUNXcR$cU7az8F$VaFv*i7>LCEvU6ZuO71Jc_IF^<0x>UiKgBZVi za3}l>eC92+KN&bR_3(+0UIc622Mi)`v{^K@_s7~gF!vk2>4)a3<+~o}wei-#zGJC0 zC76amIJ4)HHD4;IpHdKOxl;oP=IMbOmuJ9^oew<;y6zBO5#P@55&%~d@6gE)#zWW> z$-Ys+a*(>QK;2<94%QX;R!D!Y09C>G=x06^Fkw_Pa1BjEEx)QIIbjZx0y>j$wHAYu z%DdwnSZK((BbOJmtqD|4m>U*Z55QJ)fiugnaS(4J=I{Kq0@zslZWQR(fXMQYX-CEy zcuTw!tm4uSMMXv5JkG|!GbMNPj7#BA+Gtax@jL=D6Ay06bF2la6P3q#(`%q-w9-ji zqX;%$6`i?{CZ1Eb_*?fp#Rh;)&Hi3~q^R?mJ8&)`f|$*NpGS@(xZa(LnM1M z(37d{jj&WGxrh#bf1B@y9N|xC2hwcfqQVPkbD3?$6-ZX6<}t{4AbFh<@cza&fE`Mr z%2R1<4UP_h%I&aKMv*mOd9G-+$G#d^+tYeI=u{2#U9y~&PO1f2I!3FK&T7!w61vzz zlL!xMI6SMAFipUji{UgD_#gh9DC<=q&gFIXg7nByk&&aw@N$!#tl}F3c1hwHKCbrP zo)*LK*f@?A}s>o*gVj zCWaIs{U>TVk2-;4WxlfC4Sx`$AU4t~0Sh>D8hXn9QUD(1Z_?W~WA4T5^yZdPk3cHQ zydr`0@1$kE{nyR7+LP<)Mg`zeGB7ug0{AIR5DLQtKU!=opcEF?tX5A?4*qk#7mWge zv~AKtDcn#BP=DC}6&=GZ5ZKSzwO{Bl6#y6i$Bc?QLq)`cx2Xf4kx}vw1G9DZ1XRiS zJo?M`SH`;jib9-3FLeQi@;&0A-GAlk31P43yW0K2s7xS{k#KzJW9u;~`}xj)=3bq> z-O656jEGHy$&Af+D)xxk%{PAb;b}7`)u6xZ|6}b#M`*80g-{ANlmgVBufJo2%SYZa z#%%DUVuVN&Xaak!b(FUH&$sHt-P^31xe1&}x0WA-+;71Z66#052*U^~Jv!yO$^ z=DcV!YX>qCD*H9Rvebdj&JWrK24)|>Rz z7;H)EpBgP6ga(qw8W)^*70U{*47 zpb?yN*QCES>xSbk*0r6fy|8eN;E3~$N|5%Dj7_y_1<@vA-_|LN=~|$xvl=OZ$`;Fe z-zN`1vTD}t0e+*#HbE2T#dAxN5zscy1~kqVf%qAnUw+sr$uQRRq^E6$YEp-5 zKY9@yP{tKqqKkVu{ZJzuL~mQ7gj8E*tsMm%*XrS=;+NQmvz@T|Vz~9g+p(~`vaXdI zCw{Lst$WJk5do)Ejb<~Fsz6QdVG8YH)U*bl$jqd#2BNPpgWAh3FdW|+s)!T6(1-wc z#SN&fFOFII4owtSA~E#zLTI$fDGTnQrm*FJpQSo^z!8q+dY(8`0`SH^B#8OwyH zPN(nJp_$IRwd0|`us~uHu&+2v1}FSmbZloYpm|b<(A|eMzHq04`R9^JKX|%=i;v%= z9IhEnwnDX2rs^MRnXb zfpgu}ViT-^WM~BuH0^H7uSftw(Kqc+2=Mox&pyu~5)E}WwWimGsv&yQ0)CMV4UlzN z;e)P5HTYI8NEu@70mc_M-x{|NfiW`o6!*mznB1>E*1=5#7Lw_+S{eNG=Vbd8)ef!3 z(GlYY=>AUPL^l$lBVV#DA3NSD63LnaCo!nidCiS4(=~9ItKNSPu@R=NJ-8O1YJt?7 zT)8Qk7&QLCAyPLG;~1ltRNOihhRmY-8avS}>}p;q9UDU}yv@xizjw0?( zAFN^_Eya*g9I!lke;o)c?^K=QYlOZ%BfH0#dLcYank^gMyPfGAvRSd9cAq4D{*G~G zWa@D>W-(> zol@W+cXsQ*Lh>#~FxNslIS{=Q9uj6h_$p_^lG%QRE8PLmv9u*_>7xjcPXTvFG+Set z`MIG_q#P91_!&)4XFz@aDV1Y*-z~|@e;qnT1UCCCmk%OSuFjbxV($i4l4n>*9grXQ zc0+)XCUEmW7ocU>8#S|0xXQ5g2E*2VAX#cUULX1`QILEI;$$fR5esN12Y*Swfm{9z z`?Ma!gW<<5uZ}KFhdxKe6^p;8LVNGRdu$ugEbiuej;6g`pg7JL#axdXH2Jw5X)1TMGuTF|4pWO{qT`UUvBEB+q0EfFO!4DIF4F-V>NJ`0-OHf0c6OJ97r zu?E^&XVHeV9qy2&CXp~z#Yci-kdU*y^#Omy?}AN8DK3ut_3~bESWmom1_Bw2{U)bh2AWO0l z=x<}r3OlD&4XVV6S4K-(;q#$$Uk;sXf-CHsp12~DYa`i91=BVbOYH1yD**5GgB!Lt zwnG))8~61aLcziP*e2-=FW{Eb4A@BUfr(zBLK&_KI91Hg&1};E^^$sTHeumX>%-bZ z8_~Qn;!DMtTz)Lj={J07G5ZfG_ckqoEB>nh;{T7y8l}^U6Z{ZyuRIWAW0bz`7z#T{ zXoj-<4<>6AfJOmK_*T73k>23Ab>Uqd{g6MKtkI|=6`$mPh%QHSpGg5m)B(!pjU4H{ z`Msz*yhz!e(`3&#!A|-rJkau$+9e(V>UOs6B$xa7#-~eN(cf%A9U~_4w*c`E9ah3| zYZUWY{3327h5{eu+>u`I{~MrE1H?Z7OjV-XQCzN?z0ek#Zg4$MD!AXDp)Rp>ycQI4XdP-#??;LG5eHD7*Ww!=U_+ zx!owDH&Q*+VHi&Z@OTOJwa>!aVk*D>YvA8}e>;2mWqWf2sTdj@gz&UITuuv4w#+xa zN>T6tkI-Kk22%Hrw|mzvaF}mAs{`lt6#Rvw+~2>CiQUavkqFfVR} zdSgq2MXQVEa)DbRJW^B2@Mse}F4uUc4cE+|==T?1^h z;#Iwu>%lGC!~2yY#?dHTihin*33(D+{6CMR!duhJD-2eof%F1bOyt3e>8BjSZ%j=< zcc3y$#=Qx0OxvbKvBMxSk}VnavCzHhIn;g>c?qFN zwWnF>!6erR-Y$!7{SwCsM)LC$Pteu5J6>(_CU(Y8^9%Upn*d?HMpNqxUd-IZ{^xee%bX5}|}R6QI!Kh$G(Tc?1x*^< z3RT)daQ6dO))4R3qEOh+c>bYrZzVY75)VGsECPMBYGFssy0>y@`|a#**l%sspPgF? z**@o|d%jmf18Kf;ybf|mQqP`L2%hTzEG03bFIK@c$(u`{4P40`;Ud8H60S9nOm<&I z3UWW2uc$KS%+e1LcKElz;vEKek9lT;q~$$hRqPb@hE^OslM@AEYI55xALc>tWJnYf zp#(G!zmpXYLg_(L(vab=Hc%(WQ8j?!Bpc)S-71LpU&P*I*#<+T{9gp5DY~q0_N5@D z`lsAuzlIiASXJ=<$UF0}nilr`mq-Z7lp>L-sF2LLcOp)ML<(h!C_)k`Nts3SM1#_# zS@WQIp67Xe%H0G({a^mt-bbY?e#p*eShv}8>#S1 zn)5wo&UflmTRbYOz}Qd8eQvU)@a~q%mk3V7Leq_EzHf5zlW9SfZH26rQXnVMx9^8W#`7fR z!*Imd{@oXdGH<66&8wXZt-RWPrX+bj&-T3I&r88r6|z`kYzs`UR!`5DErQ~AHA&n4 zGE_#-6^SP3&^64uy{m>MP$xZ98V@#O^npnyb}o#Ef=sG%&H5+=DegO=OS#I+b5jfb z-k0I)iDPf(rVy>xYvADS;tCu}pV@tONfYkdJ1uH+tANfUo}L|L^?15}q0J5_@>pk% z^~xL@jz!x)-fme?0jU$R-dXLr2;(2eL!W7;KGR4kkmUbDsgNc* zFF3;X%*e;6Kry@1sK%|IL-7@_d|@$^uV=i%AHjCUu{$UF4`ViweBHF?LwFIGm(j;XVR*i4-u}&9 zxo8Ly?Y6s_4gRYcMGuM9@TbQ)7tsbkW>g=^fFz4fPKt~TsyUwy6hg#Pc<~SVyLb9U z9lqN1x$=>nKO$Yk#tRSlA^FnHNHLoDE2fm+Dklq!O&x)Qxh^+mYdPLaFmnzgkalqYQmK3OsIdGHDz&B%p)@~STG@(;ri1&( z2^F9Er4{9#t?&J7mD$Sb-BvCA&r&?!M%_^^&s$HS0^OX@v``f~dd} z<*6={ZKj+;s&*J}{W?`;ehPRv9VL!<#A4SW2fQ563VB!QZtk5 z;Ap^7dpnP){9lQ;jS;v)umf{Dl@^@44+{gGw&(&0LvEl+Mu|C

MYNReZqt_yojr-%2d%O(GAo3yXiC}UmvRu68^Z3=Fo#Ru|O6AYsn* ztrbn^VKFV5(9IlRQe)!ksA)92uZ8yX`w_G0`i`^OCiKF&2cK_+58etd`%_sX-3~(* z3!xS>2J8n@mr>m2QkjsL(r1|eY&cKj0@Q$B&uU~n!AQ>Jy&8NOFbufJRg{y96eWI3%d3g-w&8nk z(A!Lnk!nuWKo@+rb8A2C<&U&wd~2$|_#*U7w&_mi9NbAe^CVTS5KWn9c^o8&(eduZ zgk83ca4frW(?uj12}`bOou@|eoLO=Tjr`5<6?*be=t(9tS=O!|d=Ok7xPn+Fl1vB3 zV@frcMB&c`t@yY?_5BLfYHW!gwA(6F36G`fDzi$79pR|wzixLYGMZY5wvmo&>r!S+Z75e_s+xP)Ua0jhAj2G+2l#@h)y{hvV%d?pIcas^|5QOg^8W*}He8tfJ%3u1p?J&utlNkOe=o@Yhk|~%F#p@cjG@YK zU8^X$qQn(5hbsW)SEdL1S3&=~g5u5O5}oI=9&8i81q{w#9{S+|Y`8EUma;SVvVC*_ zS~E^NS&wmIgN!j4^!+P=^uxo2%5WoM*g8PpzxVldEc_g7uk4O;Vw<=UWQ_g5fBl=i zpc4@IFg|#p{eLWo*niDGwx7NB?Zy%86W4!B{)Z>U!xQJ>_mPf2(JS5xmGaHrZ^YSS z=jizV%Zaa{Bge$Cn%CHle;?Vb7zTU?85d_++L?6vu~F+~8621P70e_7vN}|c>l#CHb~nt#_cFkiysH= z8h^L_S$TD?HC>Ku+b?2t{2c2Vdvx=Y|5Q-3O?*p#Y?~xuR*#Flx#qpODLDRd!K+b} zKkC3Yt1sHA0#nSpwmx=ggc>>Y&Zd;nBtgAtHFcyfdOf?~^{fEeGQ#HLM;AfGVnRqd zNsi~%9EzS48;73bd?PB`qVXg&phaIl1~o!_{Lg7JDWtxTdu%32VddIK*Ekkn^<2)& z14juOQ#(S`hNPP>eT=2LTdR=RR&HB(l<3)umZi^Jm4f|CYBxIHt%2gs(??pV&>z2W z#g_V@CKPtdpSC|)1l!|nO5-NvpmEI-^JlyA5wn3Wca0e3ZI4T>(jsYW;9h>oyR88j zbKch=uEqxfDtiuHFMbHSw~nzDy1C$97|cj+DZ#7#v#0E7&4$MauA74)4Tyj6IdCcu zJ&cAedNff>8(H4mWIT6L-SCCrPyP1qCWyVMK-i`1rd45WD2r_H9DG9$ zY^UTyultl^sQX}x{k}?+h~8)nBgwgfgM($*jW+blKDIYqy!c}YHC>?N$OZqEQ0m0M&ymKW~Qu2=3^}@W+ekZm@z9Svhkh?mDbF|zVF|r zSvuE3{LWa@bnYO$pVIYZklPzCzEulK&3K5dtUS3)sO~*btY}z(_lLEpq|QRy=bJ)i zH=DpUpue}B=*YXjxasbDTn=%ThrJf-SW?ogUok6`SIbnA(&Ve38UK>pg!a?Ut*4#y z@ImwPN6pI_n9Ur>5j=;Bj_OES0hT}8;cJ~rMT z21bWRJeJIccJ#4XC&Wr1?|Ae5r8yMCa(m7Dpu7%DcVLcu2^vL7vx59U=ouiXf-?j$e)L1CKsE z->aJ)h1?WoMO}cND{`ejRmkJXj0*%ks3+^063!-LSEBc`aJd2q%cyp` zeoKG^L-2eKd35=<3-L9LaK&>j1idGO)J{uj-mj<%kWCrW72{xvUz?_WH@}^^1eiFDib^lq5}y zhm>2+Tx#h7du@;1T8b~b&R^YpY*8jg>UJr9;`YbrO)aCuW*4EvQsT!NQgW;ia2r?E z;{lD{Z+GuB-NuhAwL31Hu)~g%*Uoj%OT~GuxKBG}O4fZ5{mHfQ6?7 zwrDOcgYl(ZH?-~+;mtDVOm5qHy!jP#*D5}Pk)T+ITl+)2C)ZWrLmtn9uNNEeea)#& zC61LiGjEI0ye&oWWfjy#aL_({%4monUfheLW;78+{MN}jt9=xQ_G!yk4yROfKaW>l zD3OL40`d-xzICuro5>mJUjnXc)5AvSmZG)h*^skz8=7ynGYC3}zpX zHoV$|ILW?fT2Z*gC1I3J9R@WN*X>(YjyM(-p9&BAD-Z3jWWs@4-=14P65FSzojtg{ z0MCLQG92Gf<5FeFkyp1C9ow3DKF$xp-QLRNmRTWa3ZK$oxhe#>CYgC^bSu_P;Z+W^ zD}vb!&%%PInV7h<)>LbC7p~jKPY7)(gwB<;kJZF-u~XChZn3rwOPVhUZ61+{8%N?e ze=Mm(sbs#6){#n#jyaR(O01EX10#G2Z`6XvY3UdzYOt23+&U>@UW}2_dGmrv0r1DO z;P(wj$-8~j*!f^CHDZtJ>MXgGg*8?Cd;4EzA^MWMt4uCgN*2_N@Np`|+O6My9#^Qu zn6TOnKF6BjzAUXzdI?FEeK&u&PO*1Zd^h(M1i)MYbRI zW-hFQoA<}oUIt0x6ZJ18(&zg5WMR*dQ5ATv*4^^hxDJ>7XT03f(1L5-Honq#%W%ca zy*KJ*9zw%Ho^(+BX0Ac(%Ev!yu&?;oK@*)S+8v;Ma|sG}&{#?Mhf^^sLL{zkrMO1sA&o1iyQ>4+Ym5|7>_rBQnPTj&XywdhS&;?kS4O>e5AN?qlV|5F9x z|IfsCxIh~IO6RUaG29v5mvtij$h3)X9c(`DqZ&u9fNP<+AhmI0qXy^a> z`9Hr9Mf}%+4;P5T6VKtV^m82^dx-OYOYv+51?`Fab$iP{{v`<>KHtNV*uTV2EtS5y zi^21(%;lqsH(RXOW(Mc?)1gku?GD2Q>F{y?twGSC#+ZgnW{0>u*e0%EaMZ0UUH?3C z*YD0hhw{`Aad&nKwj{&i;e%7rITjJah2?OeH~f0&<@!`4l)}2-ME&{P|DizMba2J2 zvy()AxBs8xy}P!Gu)lvZ8OQF8o)tE=W5e&ZuTy9{mch-Q%RZMOo;mg=L#*Vtp71m| zpKVtbK4fcsI`+Hm6Gv1h#m2Bt zd}lI-FQ@-hpt4PTSABYAp;%joD<3zjWbr>i;^fOqx)Q5VQFutRPKqR#%wX|#E#O(Y zyl>JJ^87uuqO}MlwxZzU0)p;T)((Uhq9y5iM(&0-MqGFT84^c-mp`fNZY)u>j9mkjI340(|_};k3Ilh=GbZ^_Z9pr`1 zVnmN8IDQ)U>Aowz1YgROx|>3IpYyUaPS|PH!2E!bcMKKeK1dXMK0s9K5F0+PAbRl5 zd31g;ypbSedn+uujX@v1!=IEKcm(JhK47MdvTt}U`#d?CoB)*EXNytU2 z#jc&#m)ByUpoLO(Z899LMkI6edP4bUU!Yq<05)Dc&|3Sf5aT}9_N}>*iTfAb%ok0_ zgPXkMddI|ic=&&hiCWx%4HOnVtG*a~mu>HAY|s= zBkS55kihAj$mv`_o!*jfZ5(j=aU-R@hrr4?Pq~jjPp>A zo={K@r>R`?Qz~oVsg&fbloSh7S*0ucNmBbk?nSlG#F9UAQ#%{Mn|h2t^;j0X$GH29 zanHd1UxlFg1tmTsVag{K!{ohGsP+4f?`yE339XXEn>(|8ApWt-@aW7(5J+l}UNbQp z-(GAlwXn~?rQU!hM-ujEmv719IZ}$mBQ8A((N#3*cFLoJ=HKKV>&ki$2&KM~>jcFuK&OR&_- zx^1(NE6!;!@zJi>R&_|GwAU5d65r3OKTJm0CY>1u}#Z;lf8BVE(nh<<(poM`^sl5MMsw7*tMPq3isOZ zIbmSTHiHT@#@%+@=TQNEgeaBlEx@uzaiVWaO5o70<$ZKZ8%8VFib(6m;*f^1=*tgL znDItHJN0BV0@nujruLK|`b=f$DvEEJpr!a(lAmB$Z84179QEWaYj~V?wwyfbZOLDp z>+o|zfw4_o9j33pPHO@_8R>`!e5%5nFs+IEUX>zZDzlT-f<>bwUlzQj^Ks^m)R{Zw zXnz~7SbC%Yk!LdBNKYz*iKRty3DNt{h6`@s4~fS6v0@SCM4Pt_N!RZF^cZXVxsN_2 zY5)8;{CyKms`22=$INMWil8r_B>JVU9_eE&#C?f=zd&0> z2cE>C&RIrRWluF``&mA$k|qVom84aUKbjz1&>@8Y`q-^0C{wa2LAKR;#nHU^I3Q`3 zVr*T4mT8B(YE_${D>9Y9)Uk-~DCltXkHma_L4!{Rqww_*R@Z9MeamMduVe?oxE4yp z3=n+JTu6Mn5kau#Ha4C&994$oshnncvGQ z$;#pD%5(g-NF#WrI}7gdEXI*b7nKFy6hUXCne(B^*@)-;af9n{8Fuj)Y=6470l7}8 z>({=EK=M~lpSxef@zjw=BYkZI4)g6S)a5OMY(+|SE=j##1SMbm^ePuhe!HZ^NWthQqRM4+@+H!1q1{T!a(MerYhd}x1n(MkN5ze|#v|^Hf z0j-tj%h}eSvyBunyH?Iz_NowywwHKn4G1Q7a!o^dXe<0(Pj>!cl89HHfq8u&DE{zv zt5ou|L?}&J-0^i!1D@9mPFxaPgXCrT&Y_FRD||1{QlFRZqtQ_pzZ}ekzIhebS89mK zG2?n{~#PvXVu_xwTKAmfz?v9tnU8cv%+;L3&PflTOm|gBA8IsfS5QD2(bh{tZy(!SflFyNR%tew zFuLC_yvdE?ET@H#n>GzAUD~%& z+@LKj7;ivOxOzW}P6?Gl)D|e{nY)$4Yng9cVmf=0Z8(sTJc=E9!AJj46pKM~ZA@W%Ar=OzK~qD=W~A6{FAGmFV}uf|YeWb}xLe z&Ql_w=Zg>glg9lJCz|_+IQcK*sXw+%mfAJbZgWUlWX zFDDhiSMA!;3y#^u0C}d7P7`uD-c?pjWEsgSSZ8K`CJS$$n-tp!XJMPn_d~6B(s5Sh zL))d36;L?N=McND3l1)Ktz-xm7!g~w`D%J5^j<7c?H~2O^!Tb*a%=vdD(L@zsOiH6 zMCWxWHuoxXm7KI2HGoL?qbbFOyvQ z4&@X#m<_(8|6`x{{zZb!cld55gzb4pH5ps8NvQuV;r?Ag)Hg+NbG#0FL*U;9(eJje zOkG%~Ys?<2_1{z5-##(l{Qe_*tQAd+*{JEm=k0IQdyaLCm6mS~Mio?2xaSj2o72eu^4(n|}BDKPQ=|cdFR2O+1$}w#gij&YU&tGJ8S) zm+NQy9gYOVX4v@anfkI(`^lqw(BNBY%){U2WS5AZ8QXWq`yT~yzE7RG=Gt+ah8rQn ze>cO|F|K2I^Y6AVzp54gvWC5(AjzQD$6Ef&g8ob!|1Ith zwUmo}eAURxRD7Luj#K(eCGL4MmvV4iw3EF~opPhvy<*lA%dqugMCX*Pl-vAVb!gmu zf^hVyuhL5+ScdSjf)?_a-i`0b$!ZP9a`gw?g&zLcXV>a#tR9H2-tz*TBw6xXUoG{F z;yjGsA1F2^n9QW-{ytX?8<8z7#32%1i67qs6Ov^q-?e?ki&T05Wj%NDC8P0d(hV_t z>cB6sysp$+f`mh^W}259@$Ix(!ve|$UFmYe^ILxr0`}`1`1Z66X7>lq8^jer$VfNw zZD#{I*J(Gu+V~iO&xCE?Yx*Nh_3O&VT7kIv{I<{+ZpyV>ROG2KzZ@E>_w`&Y^03AE zczw-}I?NfjMUFSQ0#9}LmK`B!6Thsy&8T3CbGahXa77{!6&|%Idq_eh*jLGS=vEPS zIIh`}JhcG>b0pu+k<5g@N%+{d$(b0dW|5J$Cm(yR*uM{YkO$jr<6{O#NJ4yS$wtRd z!QlK+Ra$z(124Ph&yL~n!8J!MU&A-~xMMH($w?&#tw9HU^bcgiMa0nPpeT8G)eqiZ zdYPn{qVd;NNJ_7@dP`R!LAz3q9eFv2q}T&b`XZ8F7eVapQoSP$#o$ee&RBe>8p~Zd z4sCx)4*>n07ngrY#Ofh8#)~+DBVEzuJ#~Oyr()IP&y-sl>DUl0t`Z1E-uaqgW^ND* zzZ&YN<$+lzGaX(Wr(DuQYlBu9(}YYc^^A3a<_k7J057+se)`&NtF4;gduO-iVTzSoYJBaWaxUQHk04 znfRmUoA+zg8Z=k$9>@7K09w^Ila%Q}ukc;XRIc`ih`doH_qs0&v)1&u|D^NOeR@b# zvXkIgGh4skYs*8I%v#aS4b>3R`LW4^_B)E$zKc3b!N-EjJVpx(CRU8)k#i$z@8+U} zxfqndCxE%6V&f=v#whh5xUn7xi_pNkmjaIJP!t|uSXP`5vkzaMH3|k`-R0NT5xsWc zHjVwnljw}wq5J*S$QztJr?gv}CY@iFI^;fISb)<*+2d2?b5QW3|Mm^>4tzd+>=^&V zVide%<$9sBjQ{+5g70zYUyel+(d8waHcud_sc*Vd?K^^3{n&=+6v0Bc{E8dPxG!v_ zyEO@0mR#mF52w6s-x7ms$yKvw^`9&6biAH+xBPL$ri926>}+fd}WL47|J=eI_`C8Qf(3XWK!0tw^-;q#A1C*?E?GM|ALk7cPDZt7 zKu2n5OgYier&?S0?}#h}4;RnRKkSRqS1)X|hoDXaENS@z6dLP3S-vj`zIq~$Rj;LE z4)ca}k?wQ9lq-dswR332rSb(+M5pJYk|iyVfkyJvL8Co1sk>!;{G;+c$muOr`|Rch zw+kzet*7vmj{^nnAvFbvx6`_qz()|X%*Q)yY@*@2C~?fsZ#AH3fr1f_=sxfZdRP8f z_Gz>ZP2`xul-wj#uq?)vNMojYohkj558saNPUeydd8rQ@r9Mz>77JEa0ykEQK?){H zNC)gDr3mk7BeU=u(bPE1@fbSx5RS8Fj&uL)51+8h+B%(ih?pd@cd}C+?yPwzdXM0W z5l^M3sE;m#Lzcmi?xsSlPZitfCqeh`6ISyLZ&zVwcK`)EP^00ORC?pZ!TtR1MC)dC z*jg|~NpHP{M?FSG->9_MS%-Z*0s-#p>(FoK<@(d41Rv%$oUy*xft#uC_WePPtQEcU zKTQ&d1W(G`ry|cHv6aCixhc958J=Ivo75YzAVPPQ;H(mCigwNG&*^~AcxnEj7=plM z)$KD_+6opsGQAENtj1s2ul(*#Ok=_QDE=^lv^@PCaOZhSYbQiLTh0E=*@bcYnJ4Ti zbmEu+@l^;DHJ{*W^&Ih^R*tuh_C?2t0nM35D3&Z_MAS34c#_tSzx%MD2HL_kD>w@p zq5DUy`4qCc%;|8L-nFj<$E+WoxaFDw?r{-c16^A%PcDXcgDpYBddBSR854ufcPnJ~ zcU9r?{cUE&HwsbCDWm7Htr7J@KN8wHh?XCf^D~m*e>Zn`1U@t>#<7PITul_KW^5If zRJykb+-Eb_3ExYCYIC8Opy4Ad=1kkM-Y^V2vK!6RH;}?B)ObONa3dD7AZJCWUmK=m zG}K9g%M1Hfg;ha+rHowRg;p%#X2vU2<18!AE|CgTF={Q7f-LM)u~~Y_pKOpbjbJd- z#&jBgHA*RU;8)?Sk7`~}TwouvPhBIyG(RMm-L^Y4RtF%KxhdvL#>a?T=6SR;im6mEm4LP!-^ho(M@~h%r)eL+Xzi6^1S*6-! zOt(u@!#TD`>im6@q(}OTw_Vzn4dIdl1~OYBFmIyB<~Yq5Oygg$BQvuYAGv+JN4wRb zajVG5;`TC3c_EwUWAhRd=GJ-c`(BJ)E%w1jJzC&JMi0&GE~v94D3rSJUS`9A?rIqK zW%D`{Om(}$>EgX!ZMdX4!CZ4f4JmQbOl7EH8mH^u5V5ip)%q3_ema)n8^bYWKK1k|5DJga;Cd{jVy*9Jiz+l zCwS)9|Dm8Co{$a~hV)Y%rdBc7n6h)zH=X-`FX$QD|54Bn7iNEx&@v7&K08T8?vr%J zyua?BgC@*uIoZPvg}*5TeAF3>u5C@@d*_6|$8*UuIIn$R)$YRu{qS)Q9|!GjDNm>? z4qMjlJuYRBze$TZD8}tqB{ZyP7@iCd{~p?&Z{Is-czAEfcaOATD=7a>O&@MV3>SjK zN(I{9K1-$w)lst+MMm6alaMd^uN4BDica5ulEF?*7x-5}|GR?j%Bmb5?w{-vW&wum z!Qj-&Wvai8;kwXLot80lo2{Un!tjkee@uPV*n7X*|NPB!q`eq6|4>LwpUs8$k6*R_ zZu?6?GbHL8{t5ju{V7p+^hP50@3wzZ!`N`5@iv>nV-aJIN2%74qhIsc3;MrYrWcq` zTIDZ#XN9fsVSE3mAnxK)FaPLp^LP6n&#UyXf;6nd*Xf_XUxe}U;P>_&Zpngk7cRTs&RduYUAhcB!y(g zq>OLJhgI^QR>|ihB(LSoicHGcwN;-tBvp)?3d%oBWAhPEWY8*X-HcDYZRxMK1S6)b zef=qdvwR8Cxj%-7;?DTfH6rH~BU)cva8n?8W6y=Ue4|3-?nV>Ody4hg6|#MTusnI3 zZ%s*&{YjJdC3DZbB@eyTdCsWd6|o56a2zWVTmif5b4ONFL!;euQb1~EI~+Xt4(YY# zLL)kMeB~PQ>i(jD4=Wc&I!dYLc{f2I#OPdBx;Om$+UCt$IkA3}9fYb7?( zqJ4e=u3CK^6ywUlk*AH-_eha2m~8WIrZY_zUmNWCYD?0?h*2(kuhe3y-04*V ze6a|6KKv+Aj$9&beNOb+zXzzw{G4>t^kdPHu`3nto=|^fOV&xpwaR3I0ml z7*i=_Iaml={pA^+^P9oVa2v~T%YtN)FS$KaP!e>vDClk$Zk*OKNIsQ~LyP?mDSoVl z>zwzyoVmO(q%i*7_Xj>$FEsQe)5oJUVOz=dXH+OA z>!-{b-YY(+jY?Rld^R8X)3#3M_Rqr}+sFYuacXcJ{kr>TK5bVWy*2V`Da6`OnS1w@ zV14=^nGq@x%%Vnz;NHITBz`W1X6TG@1KfEy!Nk?RY(NxqP)d^8lT2?hDLHgm59FB; zlTsWlt(yb$r|S*WCe^?uZ1Kot3vS~5xTRBekN1P;su?zwxjuNa?wSgxZ64YsZ56IA z&IOZA?%hibuMbzcQ;7a;64<}7EFc?68cu2<{)PDXD}K;{Y1thU1{YSIUKXxKJHJUG z7}$$grrEOr$zJMNwBm)rsiz93VsV6ZTv60ODZFfPE)RWkT}KJ5pd9ZJA<8)}ckwY> zBK7+lA9OZK809-ZAZV7xcI!2{NVlJ;#vM$#=ph#j2Nkl>Vdm?&{BAL%S{$Ay2IXL? zxR#-3cQLq}*6<{LEJQZxPn?y4p|YZK(`1zzEcSn}K=gAi`j{4pz6NYRz+BSt#jBmx zOx&Yzr2(TN+-KpovoJoeyUO}?4U9CxlbH^$ft|}wM2iPt%N3zRkn@F}SCry~u6+C~ z;a$%Wk%=|ZTc&TdEkVV}!z;ElmLc76%Y$y;ENEXXUY@9%kDbf5X9=m4g64a4qlm>? z^#u8I#FUtSYQpOEbp>FhCB{(v;F9j`OS&^K|4FT_$oe>(Q#~S*ihO(?eL`efSuQ~z z{hMQFRv|5D_E*Nsdw9KMe|d)`LFiKL!iv+p;m8UcFT}eRZ==A)Md%nKo`{AM= zQh;P;AB`mIQ(2zyBn%Lf|Kb~xq90Z3SYA?&T0b)Fnl%6VyP(epEv6ef6E933JU6BL zjz2S2eR4iNDjeyGS>1$7mwmn@9QA>Ub3h)SX(+s`>n0St1>+l&J*QTS3AO#B$AprE zT9030{p>V+&EFUrd#M9^?wYLFM`;VSYu&c%RS+wM1lj%vtDwUwL}S76v04?x0^wN3 zyuip(L<8@rkh!#$D+~%TpLbAY)@Fh=P95|1uvRhDO}KRZ=aoT*1<%aF zvB`nafoqHKP;o{fcV81d<_8fqLayw8cyDeO28f8~ zay0{w6npsZtxLqo{Y4*U5QHs(uTY`Pq5{`OiPIUY#Y64g+vgNENqv%^L_TG-uHns8n7)!zJ1S|c;M&{=ZRX6aOc3p zgH5MGG5+4CwG)$QP*P^|L6*GaKMuPLPL(H?#T@Ywg_iA*-yg2^N}EzZUW)fDrOzen zeEwlN6ojUXzDO*J<0m}K zzyDDK-GN=|QQl=(E_zXZ^Whd;)R?I-mb)5z4RUrqNo>GD4PNH~g=#b=_Rg-L^aM@q zGr3bWY4Gyx`vGfGXe~0aG#b6A3gxP|V%|;8!lP2%JBDwQaQ9f%?9ttMu+lD#-R6;j z8}SGTCS};kq*pI37iQya>&aKV>JgarcCLnsY7DfOwakxRNR|zy5!@$aicsyN$l+*` zkIP4QAKN+5hHLh+3$*stV{CuGPGuS}{qdu$|4|lMXIP&@DUcEWp<-j*j;_}#aof+( z@ld8n+845Rd@W4 zdAb_u! z1=Zx$?9}iDj2D-RW5Va#3H@&S=It$ev-dc&HDE*-+Ce|REI6`B?RVSHG#)A6#LKQo zn9Gp=e6UnvgPq-Q<8ZhEIeZ<_NsbH%Alk}-!G2k_pnotJI1_Zrx$~d44>u2N zo0%AVZCoD`70A}WkYRAXym)E!oB5u32ahJG9Sx79Z4 z{+^gnw)3}uF(E}_%a<8iQoq}O#5CcBV`2!yOef^u%fA~a|EU4OW|2_SxVUNzdE8ej zg?L1fMEpnWoo8x4Yv44LG-IHz5|hriYz(#|$W6Y^3DsVrMT_kkyYE&hc+{tMj=frf z`=h=Foq0_$a0}bgCkZxV$l{FJb&)8F8xrtaR1}5A_ho+5Ctn|#&H*I=|lh>5?TpLqNmInSsH56+kpe83!5txHeKd8~NcsSGKE7J4jV2?4?^P5>Q%>-kdx8z?vM@v6-$6mJ619A%$G;^H ztcLR5Tz~Rp&$;5jC2dIeo^oqzk_w?&{$)5 zi6C*BHLBbE^eV6-4Lg>S)N>It?%gp5G%k|9aED+|ntXTLc`GrJ8S`?r9`OH~ud5~9%Jzllesjey77vl5^LcGs z$wRoL?+GfR$!)2k_GQmcxj209kLXrLK5VN49}P*>8e2>HC6?HfBz80a0ODJ{m z@_Iymb-q(0Ta44o!^!;}hndyqjjXvnDX;hWSvQ6sREM(metlH|-n)&f-%4b`S$x#x z?%9>7pLj5EpsEdvz66=SKT-~!S<)JxLQCOv_y*U#Z6d&_xl%zjSmz;5f9A40w<#B5s{>ntNRod)RBNmUc}=BET}w`K*23CN z{#9yd5q7P0?w1-ONx$;@%ro?$^(jnnFibEWJj?4(r14b2Uuf^aEuqEm;XYZt#-|-h zZ%=rwPbh#lr8q~te1ZurE7VVs^KKbJy|)qkZ+^<70yC{9{J|IcBwgtqR$e{my;(X4 z1D3&;TIUAh@L8QD3*Y3xKFXH2hpbL=qu!~Qog^hg^S9R-YwEDz>B8Ngn(4ZisT#d` zWjTIiWZB+TslW!7H}?tLER{0mlU1OQvEQ4ALcmy;9Z{~YFc}dMg}5>Lg5~H78E9k` z5Og0Yp3QY&aSnQ#$826cxe;&nRerP&xetcT)VIa!gP~a_&iR6@E=rv;S4U_O%OiKD z^fRKXPwIHg>^PzP8-j^+rkl;WP%m>RJB(PgqUZT-din9O8w$<)Jm!gIq3 z&j~)qdV>@3=VM&~=G6*Sf0S#&(%N}h)46=XGqU${;7f}4`Z@Pz_wiuNzxC@R72)}>Gih%s{@MUCi7{`#u+T5J+>4_F@Afan%uxvTP>nESd@_;qIl zTwWj9;J>aAV>Zcr>=P}+9~rA2FA#3Vio>UuA3oiMZ!2?yI!|XqZtlq=C#WDSvgr{0 z)=F`5Q=*+1Yg-ZVK};|z%@Av5)JX5Y>JGCYr<+?JyTYYYm}8F$#Z8SfTVbx7gn8nA z!P}xEp&E4P;}MdkC%)LY%U>EYB^kYT1&t*n79 zQ(M2V4S!ztbRD+R;??jA@>Ycsw*?ap#}y)Oyxm5g{hiSEJ2gptIYAOnZJlXH78ObF ztl5X=5R5kH+r`%RgkLA;HlAoUXxACOadYV7R~X-c^i( z%vyeyfXSZo8>q+mF_I=@h$R!xVlx!MJ<_9nV+L7kycc$Tdz=EvrZ%3dWwp4f*8h#e zCJCRAs*0=kk2bFYHeB;; z$|FUkY;FQu%hhDf3q-%+yoy)>KWFR-fx83zYnYv#5>bUXh^zdH?>k@kdJ zPqr4LOiGn(Noi^?JJ@j8t`(aalW zDk_F2`hO|N8Pd{zc=ajH*hYuUHvfK_XDKS!nFqs#DSJUa_=3B{VuSbJbIdsy|4>v6 z7YxIN5$%rU*>~MiG=H|U6Pv|>mPik&q1?$5FEzs*(<`Rjhr*E}fxQy?^>6lqcm!{rTU*r)wuvxV9Dbco_Fu!kz4M1d6FXmevNaT@{MQA2 z=Bc+nyRZ7PSq#MgrKlKIf(#d?!|wwfo_)t?%DI{+s!;yM8*~2p{u8C2^YGc9H}=(D z8E(W3H+23|5Lc+3e~hs!^K%zZaAbS`$fBV0J!77+iQVsBf9d!Pv-x%GP`kN|GxK<_ zuF^R2j~x2p!kiA5Vemc=ZH`C%R@PXvz5h!Y9R3Gv1dNov{BHj?D=yENu4B!1{skBp zH*iNRkUW?9yX_@kTQ|o&v|@Yz=P}e>gOwk(euy5v-iMESxIsq8&$8%@)i5vlTI$D^ z^01!4vBc}Fn$3vcQtC}i(;nqyvoj0kGQuUc2Q^#Viegt({AK_4XDR6Q!fcMKzGA*? z79nZI@a6Ek*UvSlGuy3!y&*R5zutcE`iMe5em}N`!rXst|DPHPY>JAZ?&KzA@_5f; z+!kWoPDX%HnA1}KDhPbkFmo#{$Mo*U=6_71eDC$i`<04Hu`#cw^}ywPv`|RUcTyg3 z9A6et{<#1T<>R-EINk^;^T;sy-Z*3~RhEgdc#Qhpse^-^k&vsEcy^d3J0n)592X*q zqNd{HyOIZruyCnd9OwQfh?$!F;iz1Rm5=1s*le!CpSOXAUvQxm{Fzo%fmc5Fjh_WYSMOQ}v?TT?T)jn} z^!nEv%KK_C?P>9D7xE}C;x_ELtCInbn=i&6BsRr!n{|st2<{cmr0+@6#3XPn|KZFW z_>9yQ0N=0?B2%ytAUueeUO;jPWWsie{ zGJFJz$QrUhYejtp410~1+iQnojmu%3O+L;L*!TKu?_CcRE8TZrimiy&-1sl}RxYHg7MyW%rmSyUpR|9hT7d z_ncFq=!hBamu*V*3a|&)HV5$J;QM|?i;PnODkau)32q|Vd|%m*IR*{jbukTcC#mil z_qC*5pg1n(;IB6kS6R@70(8%Qx6{O#Chg3HCWnft_f%8wWy5iAu*=@yTsYAje(e4% zWFGH3J<))?-xE0w`z|Irb&qo9uJ}-_RJKdAtpH(Jng?(g!gMFUJ5G6 zz<`MK)K;e_;C<&TqB@2o?y}SMv$+ys_3i!3&*SqjS>Ptk*jn(Cr39#i;fIl1R1Irz zc+hGlVrd2vDt-ZA62GpXPR4NoU~Ft+F@(ycE85yPZCL%*ENa(+`fGLwUQm&XnXm??NtX z5?=&C{si}NpXqwwtkd`r*@P!Yl;UXxE5yOM3d?3+eZOpVIR<9&@4EK60Rb5;4>DTH zu=s`aj{UBcP_$P$(b!%N+e1|=yEO7Jk&Y?@hNpS$YKGHhOOQt#=jrx@JZJ$^n%3plcJJG+hAATeKc z`#i&X`1;&Up7@R?+8gRb%hIc{`rMY_l9%P!$D5(yQPPH6Y1{nybSj{BVUK6fs(hp; z>@E>Hm5&F!i`JHC6oA*{vt9h&7CbvPr08fDg}`$Yzbr6|hU4}x6VGW;e3&BMPV1nC zL4;Gt22wiNjGNrnzpey{vqmXg)FilMg^0JsvvTl@c(0f`q7p0wicB4(E>?ObHpgIF z+smh3+sbfi;IX#42)%C$vTi)8Z^0z}o{$ljDVFS|hs$?T9Q?^p&cLZBtH!N;k%>j( z0$9AO9uD_Dtb3;#3Mr$j{;xIe?%yDD>wL8h& z_8z!#=R$LCkvlTD^7n;aq?pRp`aIL5iSk`^bX-OirHlw|x7S_Xf;~6qA3vI1f{?cn z4BxN{xc_3a2>gnRRAMzAOCi9#yk-+coVnE0fXhf_q>)NCYMAw&K@5t;m^X?{h_XiU znV7S~S+R*c{5k_)&q}Y2Mx(5iZSJ&tkO^3=@a3EjR&Q)=|MsF3<0Xf*s%YYy;ruX3 zK{Xxe^IXb$>2qhF(q+vDD%E%`EHdRTrJS6mtmz#~>2r>?WT43~d;F>vN{6wzPnf&n zKP?(H^|)N9Wm%|IfwM6yPsFTDhUO=3=i3yk+E3)4s+>wl-_~vmCdJ#er%P-V+vCt( zKXuyiGq(6X#`sbF3QxS)RB%Xtdm)m0-O~(BY4R&Ix-w(B5A4SUmdz`#hgAKU8+WEQ z!zU>>Q!*P7!Ag;MjDRPzLYf~Ip_h4ic~DH;g_jGK5zO|{8>_%KR`KZd zkBvNI6^=G$Dq$KyTov&;UOF5SI;$0L5gc(_PH@rgv60|7{q20Yo)?l&sJ#{Jc!(=I zwH}|}RY6K4F7>mK8R(YEn6QzUMB6#1d5KXPNm}xR*8WYUh+pm`TDvwMDtzALerrJH zDT{HOei<0SvT{)afr+Rfs4na6-P{45evZ^VEwy+j(N1d_roCpyUX&p|J74Yn6pB;b zcksc+6CK!cYIN@;-Z;p}I2PVeOU0q3pStCqCZp^Bk@x2DQ1DA7i%v`8f>gcf8ek!0WZCE53VXN+~mzLTX@Ar%$+9W$4?KG!|h{rPo$zW1N^ zJkIh^PUp;d&hma8$Ln~$CcCFpal~&2kNx=drDV|Gx0ACjzX2>e^gnl3B17ue*3q!# zwP2w{{HDf&v2*8c-0VHo2uY4sS&mkfv;EdS5Ifjm{Ah18sBe?zT{wx(B5JDo6AD~N zv08dstPyZEftBqB*wrWW(MrD!Xd-j&FX4qW&K1^qE6`X!oSe}O|A+)drKZJBrohFwvA(Hlii0MVAA9r}h z)Iv5jmXT)=3NVDXSE3V?GQ5ITPuGBp50z$%4$dz;Tt6^vCSAjBQ@Z#7Sm%hV31kMt z=ue8$+}H>h3V!MwJ{S%MXd_b?`?*57KQy!iOm3(On8eq>`tTtm(}5;1;@^Ew+qD!f z*cyw7u_HTXUu~|3VJ8$-KFPxkj*L;`OFA))#@O*Ej(A1NW*?Ss;}P=(JT5Frw9HQj>OD99(v)5UI3#PLa6)8YP|r_JrwIlC&T{+-TbGHiX%R( z;bsdM1u#DTf0{}V+NoV&9?sCw7bEB|dm8s(L$lxS1o)vi)+IYRo--6MRugWp&+*7D zJ^Y02{^G{D=b zHX@~Ne?R{mZ!2%k@D0)(74-8?e;(uc*Ua}RgrUpB`A>2fp{E-NOuqGjW|duuzkB@K zcW=ioq#MKI=OK*9*;WX(RWJPA{?wW_NyKV8gs_gEdgQ@t15dz=JP z&f|sh742}1$N%8TO_&F6lulUd(g@o_e<@|?wSn6qa?JF~9B|xtSEZ7N$5xI+Y(%;IvJ_fe&Mt)2@5ubL_!x@S0xm@M20640^7Q zd@-*Dl2`Q#NcuEk8UTFLhaA|)Z!ze$uL10`j&0=bs|6~%ssuYHhQiOT3L{fPU-tER z+1Ev2dV}Db)j)#%RKx!nBE$p+)qP25heV;wh|F`Z&bFOQa4$c?yWSHc!VffK4*J(O zmu^SE@zJBvZ|q&+cr|D{>3bk@vxsugwG3q3PE_O>R%l2A3a!Of3$W!{MCsltu%Hfk`}M$v6QLVV2;s~y z&1;VfNg7P95{#xl+PL(j!|sX4`fFZwf;jeXO;$z2d{(E)x%S#?mP@+~N#4?DEMb47}^h$;oY)I-n~}cAlkw$+=8>aHNWD=O_yR!ATRg!M`P6>@9KZ# zi8T>;KW4}lIP`+WbHn}a>oP#^eQ%LoJ?3v`UEQ~jk^q^vmS(G#U|NRP@XbEBM^z zhD%Ju1~7{w@LVDG0B6uCuV?0MFu&Dj+f`$PguRr%D36wJeyz*48~Cf>PVn``5o=z- zVeZ-tEfFkO3?BE}crp$&B=u8s35oD|I@Qt@nIihv?dNXPZioDYIGsGDYM7T0R(~x3 zN435=oJhFd10VZ4=9GE$z%km0L^Fgx+=8BpGLWamZZyD+)l~Qa&cIV|eSP4P@)Ng? zKLl$Hb|`UD{|b5_`$k0F9f(oF{bPB zXWv))O|T{Vfpb^Joi5&RlZg#T13$WrLDCgSvow15-6G#;MKaxRv*niww~o<$|vo zYGC8ZGE+|{EUfLjc>0=14@Bi>UeWYOhXmQ3LI&6o4j_t5R`RA{?BQ2pL3ACC%&kj| z_Gty(k)LIyN))*JeEu92&q4U1z)<3p>&d%v*F_f&20&oOqE@lfUS>^3);BS&v#4s@PNoY#z^FZGMQU zD{pK2gSHj`+k9e6gFB9ZNT)6LIESegHxBNKD69g*2M*>en<(&_ciyj;r<37V$ts?< z$Vk}4y!Fb1MKN$QE8uf&DMD<;_FNZPO#;GXOYAm$6S?a2(|kov6Kwo&g|%RRE!2cb zBs5HwVM&A+Y|AuO;*;dTJR;&n|rWCdsa+W{~ zO>h;%iOJh}{upQ2n9gUY))Wbw%WE766dzc4Z55x&i2zU$uc;UvM!2wsu#;R72}<4? zT7_<@K&RtJ5dnk~Tb+;J3;I>SH_o@9+zcBNH^V-sk^mP*!c&N9|CLq4sQ2uU1I&3r%*=!2Rxv?QcX-?%m*}T6;G1*SbT=>L4iR}IluF0j3nCc^7kX3TsV`==0+Xx5lo_$CC@ zQt2O~E^8^EiyuRw8;c+ck*3ECu@OT19I6IYHq}XzeHU!yFqeDDg6pG2lFr@@380&K z;bl~j8yE?iT6Vqgg(wqp5sy<7yx=`1B7-BUEW%&0Z*x)hBo}Bnql@FUXx!rnhT>GC1`W2OR z_y4N|{r?3zNf)N{ulTun?&wiZD0JUu_ORLOZ!v?6jtaUk|BJ<+T;r@vxM5nrMyn61~+j z&ovMJZhxN>>cdm^4h+v<3Brs0HY2BUg*@qn2zo)|FRveD#Ox+ySxR+>7W|u-%Nfh( zUKt(+nFvh-V%2cmY{w^9t50hrr$?+r>pDLP2Jxqwg$Q3JZ7L zcFnk51q;%3DI*Iifpc-NxQ1UVJQb67`dC{FGi`eo%lDAc;!SD#p56%D)E3CiBKSy~ z8Eyo<-XOKzOOSd@bq?@0!WEiuE(fV}E$MWvZ0M(Ye?QhhT*l0|BJAKjJAKo{ppgvb zLOFwy2a{m6OV~OE2OqfZ{qa&9&N5fEFX7U_8O4+5_FdpiCU!lX1tP<8Qx_*SKwaXq?IA1_*b@9xqt`teG#}}m+^Ze} z4UG?mPQ{0Uh}WdwI<__-2ARf1qLuY9uW*eJ<~@@`HV4=)?FEA31;HP-2q#W&Y z^-duDyl1gN+k1>VOdoXf7mP>f5T-2$Vg7t$PFu!JF1O$%et96?p-+NJ}4&d|Y}WA9gZ1KTe3N zhl~@aAIVyjKp3-b?;ETGXXyl0&a_ZgkAkP*M@NrWcf;qKdvhlm~Tb#)*7fdoSIE;`{yR+PO zXDi^L3;Xc+%@S~@jTjfgYk@eM6G|8_SjYV8%LxhuJyfdTHuHfE!k0$PpFW3W9BbJ- zN$!x;diHo;c0SB_<>!AB%!XvC4b~0oDuA${Z^%R+Q#Y8ev8?wdf%-{-8oi!!kT{d_ zLKI`VY|ebl+Lo0Gx(x}s2?!bG46F!#uZ~vrW-e(JoRM{qWS84Wse%*A((8rtszJ?H zvSAy01-#3gmaK}egtZ6uTYp1Gz}~aTRn|u%A^+BcB#Xc>h)rjo;gAUjy{uPvJ}<0+ zD%I8;k`WoY97q~|2}J1UXd{_OG(+I$0+)huBILH(=ifruY76s#@ygfDvks6V2%qhs zUJP#iW^uj#k5QNQKFrrP&Q>#~zz}tIey|fBCQ#!C(4kPw`^f$lrj1wzS0p{|M@LFB zWd^Sszji{_ugO68ke=FhhyycPDDxEadMMDDytUvS#)-OjuHhXg)j&|R{cTBCq{2@p zUbXpw4x_dE`zGh~086n33yW$KXa<&+Tt1Ty6I+ybsI%gN`%Z^m{_|>ZU*_=ZYkUis z*QH-NK2{0F8a#uXiU{v~tG?D7okH1y=SRn`lYrxl>BT!k$cXrG!?(#U5>6f6CuwII z4xt+YJ=xxbgEAp)>1{x$?K_J-R*lv0{@Hm~xBC^aVsvo=k9sp`*>mq4#6m|)cJhjZ z+hia`sfXU3ZU)KbX-6sTcxV*JG73tmge+C}CXHf*t%kW--#{mqY1%{cw1-3p*15OX zY!5o0jts6-70QDXN#a*`qhrXemLkv1)`HghXQ|>k;V^bObJ%WAAQZT3yq4k%hJz1Z zT{=rChcP8K>C4#BR?-jhY+^44?f8e+$`zVmQ^TY9bm4N)sj;qD9$yEcewuBYFwLO% zqV&UGWpSWLMQUs+2Ik1ojk{|rAnHiKy-DXTu$&z!si~sU1v0>Ow{3>=3VeNO5A`IQ zRRSiN%L**U*in_HZjzigxN)vs(p~NcneW%=a~|{qg>%6UQ*sC+-X>N>Syc|u>DGNt zy&ARA7+IKmR(TKt`-2HL2M zh6DCra+w0hXpqim_?~2WVtZTykQ&ES`wENTIigkwEC8 z?};F_yK3Uvu4Gtjy3wE=A%Q#jm%6Qb-2yE{l#L2?22 z7q)Ut&nP=5nadUrY5c9{uC5OOYj@F$_Vg_g4vg zeVn8@>#CubiimK*(E=Jn2^lbFsnkjQ9M#*;pMWVfTlD+S{wzWB27Q7 zqkwtPqme?B7BHy)`O$~70Zv@GZ#*&;2QFUf`j?thp!cAfhZ9c<#9mr`p9h^c!PJlK zP30i6f19W`GMw^bmvpBhB-Lx;;@IV>64=Y)#<^&BEr{M)YWyLU1V&WGvUms>ggqAX zGr$;L^Bb}DPNjdO8Lh-ldi9Fv>J|0io37)ZuG0w0A=KQ_BH;4k&EZCeVHlHOnV5MK z9Nu_iyJJfjtW2*M%8BxXHHo6aOQU_D`fx@&!MY5t-VsT!=5K);gs)oHN$4cJ$aHG6 zMH}oaaa~})1=lm#3t8Vew9N{7&*C|MG&uhs^C4Y!F&+A^Q}#>#U8{b{AFcW#l;iZ4 zFhD=zr*y-|@%( zzf(3UbH5$Cv;XPeTCM+dR)Qy%IqieEFT?(*tZDcD_mzdtWV=KAKRYwDYNh^E_VgA% zU0Ku5C;oc!A)L}XCpWy>chVD9&mNEV#TxS+8I(Q!x-*{tu*n2-#pBQZKKvi9&GhmL z;UQhw)0H><{@`&mALV3&#?cn{vL)^e%6uJx`IE|^&&OMbes}(h?u~4FbJv+c84D9q zrKet|22m zG4B40v9c21yxw2KE{Ng!i4oWitE@@ef3}_R7clO>^J0v&zFiE%dOFEudUzbop~=4(v2hI-Ewpmh~4l-O6nA&Kq!_ zft+^qk}u0TJ(mJXU&_cXXAnEzB74w48(TgCC%>zE5usZ2PY#rzL({ml7D$*r<$0zSzQh@b_8~R$a?&o`YQe!X zUY3B=9Bv0a9tS<7=c!H)Tb?4q!Xsb24whno_)PMu%pLKds^xc+jT`|YN=;+G^rK+p z`p!wqTBHCj?>#>)QUeCB(#$q1l7P)|eRU907WwioZ7b-g24=CAn0bm6*x_Bk6pU1` zv>#eKU&7#9dQqf{h?56LqH8z7xJov21d7tA>*?d2hDabV7hYQj(z- z8Kk#G*^ET=z{^>0GF9)(4yC}+b2jt1PmsYqnd!zk%+undV*5Iq;bfH3=_qVH&Xo$8 zBNdVYm#8`F9>oyv`tkl9wImo+ag9Hz-2kgjw&}ek#=_s8r&*&Q8n!>M z9pWHVgG@zag{BG#9xfNUc*u0>M0bMHju}zUz}I+GNneI)n*g@+Xt1 zX2?u9lQM6S^k6R@!jrVygPOD+vG^Ph|G%%Jj> zK>id3G+0$66=SO)xau20 z=MAf(SRE4%3@A!>9YgRd+{C{WGyuArkU6k5U~{j~+mn0ywchxVQFoSa({!JkZm$~KmtfA7Px>te{zv*_OO z7V!tu={DEt7}%Cb#V?ZJ=A6D`p-68Orro-r z*IvHUULM~!=GfsoYZ2t$Nzx3&yxTQ{+hU_VGa+-qxjT8utw6RkTfQYF3QiR$hpL@S z1>Y}9+=<_l;k~wzTV4$2@g4ki)%|uUd`$RNe?b7DDSCRcFF0{lXJD-P%u;Oa{m7YE z9bALZn5DW6ru8u0KCdjQAqgC4vpZzC@2!4^WJmnNiecRXle=4f>~5(7{*`TS1|qO> zmqjgcRsjEOzU-~rOioHzA>rja6L@Ph2HZotRyG_ChuxP|-DNIBz&$?=cLHlYyj;WF z9)uNB`wSTw^}V@JVxn01+-e9+O;^1Xc!7`%orX2iI71g+9D1j3c>~;enQ8elGY7VR zt`u?IRsu4$?+x#9kf5w-=o@Q01uAncG{h;~P8M`OhZs03sM&NhA3Y>|qMZtI~+&;%{esfa}6!BzZqC*V` zDgTJ`!I`UTgDmQ8L*-!QI{$8*atTad5p&$(hL$9=gHH0BYauqJO6n!XD*R$1=foaw zf!Nf@Ehl5~b6aGMxDQfAk89jns>oLZQptz6x#RnZIYnjV>D#E>4Vd|?&Y{=);M<)S zQ`2GWxUS>mIv?1p8aZ%3I~0zle|oZc0~r!SWj35nEdz7%!k)!gQPwKrl22Bl!0y+u zvGP_e+^*DP<+HB>Gt-Hm-*5&>-1G1%&%@cEPo3d2>xUJF!+xg`hVjQTa|o_|RxtXk z&;tVXR=U=%&2TOvm1~)64JeKTIzPq=etprpN0SP#LCl7y#qvr8{0eb-Ap#`m;7c=& zFRg?PD>)LQs4Tk~z90Q7{$z;p_9D1SUOVn+%t*J}`KLho-2&Un z?-u)_el)ZE_4rH@glmVM)VpEu7+qM>1uDH2hd=)8;!GYG^s@Q?ba~F;CC9u%#sklO z&$z&smMS~?CFVJUKoI`N0&z#m%;#uD7X~lw-vuK5@%_ciEGYIQ8y>veQ7;zh#o&cj zAu#EuXZd6&lD3QS&y`6{nP+W z`#&X5Zm5SJ9C>qx&US#e&*3|k8>?XW=R{T|VqfEF3sn+Cj4o>2E=htF2bhZu#oOSt zzQWsQLN7qyzI;&WeJt=A@0z%i5DSOLFDgzfse+W`1-5be*jkJ+vSoc$2@zxJ;Xei1 z;i>WJjvxH>V0?sI_5*$(++TNg!Q=EMC?U#?%*P=vW{ryN1b6h9bzY9oiLAqX80reA z9fG?&BaWX&Z(8RPlh4<%MaA`?Q^<`3+OggRn)m^FarKTlAGWr_U6vRb9kp2CHaYQJ zvoH#N$+9aNn?}Rwf+cd4A;jXhe|M1`t^l5&zKWW{=qYS?(RQJr9agR@{j4Kj18@4} zVjI8VLMP&`KgZ=ZC^8!?#0@UZV%58c9+aGSCc`%BEw3F?(x|r@c&ZiZq7_;WZ0BwK z9jeNqao)vWo69hli|3B`4jj_kGS9`eIX3|&R2Ck8*%=Cnt=*r!lp>(S66TCblfl+b zgYO&C>l8Z73+;UiAju=hZ%%s`+%eB@Ue442H=Eqc9G|10rQy^&pbQ;R@<<_@oNX}@ zW&?t$mb>eOJ}_sOw_umYA!h#fq5SV_;X3E%*5R0P$o~0CW@jY{0$qE?gKuIfzt7Fa zK06Vv&r#i9A`uD6XUlf!@JEB(;=7*?A8Et|4EHe;i8|2Scy5z00lj@yBYm$Aw1ZHm zV^>>nEhuJ+%w5Xd2;wp$Rl$dC>~*+yj0CuN`_$T;2CwFvq!^KUVDV;(FCo7XhL_1c@vFjN z&kd~1nL9ec&za=oOv-|DWtT>|abdma#!AiXyLBkIFn);}^U!qjnsoEZz=dVJLq|0U z2!_-XRtcY7N1QvpmjPvt3>i0wY&DGe(VY!Wd)cJbuSP=Fx?PT}eX&^bUmkLNv;mea zsJYvSz&u|uVyoQTRK!OIC4GF*0;wM&nLh98f-PS{XO_2Mi<9VTwCh9@thY+tY?Yb` z%eN-u)(9%|wXQx^!G*|Wb$8}VtzfZV9XAsEnz>k_p+$ssb<&4c7LX&H3-Zi1i7oJYuAy3P zCFWgfd>fn!hy~3?l3yK5EEp@>et7I%0luqke|(KCg%xuhYs|4#a_zQu-b#$Cc&ce} zfA!o7(5Pp+>Jx)rMHOpMM346u8ch$e%)V2Pa;)27`P=>1or*Az>lT5dBdQmi=HC5s zZ3u^ht-^34LwX+X6{&Ca;Qc~bssO2OnQF|M?LT`U_t+WvfhTdGzt$?e9COT=c_qJn z+L{6qH!4OaSc-v(gQbq;0};H}TYz>O1x~`f3r0A+={T~<{T))-(sacfR}9v|_uKP& z)kP6+Jy-GET*V~loy|?W&ECCb-nR-kuw}=+>tl@|wRZt-B@lXs(^=$P5ezOHDj;c9 z!HUU|dCos8;6244Ww{}GEThI=Z(<3Dn&dUdw)2O>PBxx`9Jz3)xO28iZCe%8h{ZQN z9zd@mcsYBntcMK^YRh{qIv~hEgD2Lr64VXPM1R^)1v2hz7@bH4S-s7L_ST``M=Ru% zLMoPV9-=px2KB-M#D{%e$3-;KVUEyJ+)}`#P3!o_#WfIoba8|4hXVMlvt3^nsb?EI z-e;6~heBoWwO3pNkuWAJp+k;D$echOcY| z?bfu*W!+`a;52WjNw5q!#ib6hVN?4cD$;AL4 z^FD+{q*Ja|47}`y4Yg5X602JOGr__1!1=^~mEiclcunbEH+p9Q7u*CMavoILuc9;8yeQ zoh?Pa41x!7>W2mCZR1;H94z{EB&EMW9!>^y{;6Mz1moPFb1K?x9yQzdL^y zJASb%fRRfjaDE6AJWB9{qXCNUxHv7rVRQl^etL!#uDd)rEqG19tuH_<|(c zZNsOY{_XnhSW{?yCQbOaf@={c%kGU&8NISngv2|tTh;2!ZGLzB@8p~x&*q0Q2v#w| zv2(4HauSVif46^!Fz-4C?NEmMFZ$>6_kR;y48x;VSpkPqv~U4O!((QG!HTMopO>1z zl0V_b727%}v-IU>>*|EW=eLh3@z#KCjm1G<^l;wql>Cs7w^j5lby?#;bl&a&|05*0+xkV_ppp!N#OQ>|T*&=vTEsOF0~KGQ`v+0lC#p>|>PNMZ%>5;G3g476jzUvTlF^O%#y zEhepsUX?@W)bf_@n$5+@0okM?TpHl8VPll}Po%b3P@yHmolvrFLE*Xu^{@$9DpxTu zmvTesoQEOOye>G0tE5%I^^R7>QU6Y`FgwZjFdGGF|J-la9(zNS{S8OrOaL5vnKqXR zJAl?{yS9|rH$lS;*E;LUDzG+M6=#J*d1iaY$3UbB)DN57)6c_&F4wamcA-}ga@CV# zpL#CzXnYbgckje}IV%1ay(tq|Y8LATWe(4i$Hd8Sz0Co)Zm`+7eNHucgrfYZ!AwnH zwY-%3zU?b;n#n0;%L)LCvvow_)d8UMT%hvinE+T5^0Z-{c?+!7c-p;o6j3muqvRBxG>-m(gK?OuAZNSp|b6BKR(z6y91=k4gO+YWte z4~P%nO@Mdm0;dJmdO>4{V}`q2AZUNwtG{|J38Z^MIMkCUU^wK)qIjtWrujs4_qun% z`ZBf!1zC+S{!otdVwcxzA@WkgQ zEszKo;^9Iq1ZD13I*e4Jk6&%?@YYlTS0?kKBkC2<`1-Kq#2|K_4$i5gY)OO5cZPZD zUA>p>@0<4sgJ+oYk=@Wzq(i8$Ir1vsaFnmxHf{sS3})0_`-cHQnwaqbG2TfX5!iKwQM;n_c1>({eCg2swEsY$abC) zb3{QzX)K9bSq|-1tej+Lo5llmB%D>U5UO1dhdp|?`?o`g|5cD?9 zDce%qNqf7E%_xpp%b)VO=lhu$UJHG5^b{l+=piU>3!+CA7d2#gv zP&lrv(x7cXf)A>ru_r~GHSxK4Y5ZAv_G^tC5?LK{VP<`Ka) zVrJ&yYcdF&HQ|2$tpUcZEe8aQ+F)PDD3hWsdaYx)8cdhA!1Z|(UmO-TLUCP|j)7Jx zI7f5UB`P++J_!L)tt@HYe^e8#*W*^j+X;3A>TD~6A`v9`xX5$y&U#8hpy1*k@7_4RaT036slXLE$~`f&2F=!TYpSTkTLawBGlr z>>n>h?|;?Bsv!LhrN3 z!i&+{fjd;)K`owGyG_*>l06hM-%gc-bNQOHo!Zqf=@%D&!>Sl`A4Y45og(C}QGGEY!{zJV--tugezmtv*Z@AnfyY?E6x z@5>88@@c=s(|$6%=vec%R~_@;DBU`&CyK#ymGRRKrCKO1SVH#snhYtLYpW%gZD9+) zZ$!mm54g^}#ZPooF03?rSrFgU048~PJgb+M) zOF%4wTS@pa1y(N$J|W}L0yzWsM|g$9A?b0&gn^|W7;`GvxfTb&-YE;_l+J3fl{%Hg z%u@!jAyl(`KCExLrD{ZIg;vf}mq!+o0c$Q5_H5{(#?S@P{SDAd^Ws<_Kn7Oi8&yhwxHmw6jHNJmh;!k zcR2)8ZVpSHrLMFORsP!a%V&BR<=6W z7pxku_^|;-miNa^*=2!6>uK|D(^hc2wcu%&LLEdNrRHe#!9>oA#XOJe!Cd8soNQn< ztXIw2RQiAf!(E-KT%SwehhuJtRS^b>dks8$ya-zqG$Y%G8UcyFcb2tx=p^Tf$$r59AUp-)5^;!@i?I`*Q9zLgh?;nhIwZh|z{; z3c!+TfxR;X=IKqx)$TQe0u`5d{xyWr-oILbKW%ZAMhpe`n|7{g+DUaMPSU=q6_+e`MHo&gdJQ; z-dlbIFyvDy|6@TfExDjC2yx1E;r)kTlprv#T)2TsgQ5$1`v21l8~AfYyd{-z`sU56 z;)g>SXiSK+W>iA6-!ls8p0IIqXH6G|4wm4bf{5|gFz)~DYF+%nyD$IjbpCPw|2dAk zMTmd8S|ONWf3ZJ1i1h1C7v_Jxe(~v;k2b{rIj`LRU-QkZRS8Vn1U@Lp@$dfK{pV=? z=%l**Im7uEC43RtZ!O(n{e)4_{|oi0=pcbZeqU+&rGS5Z{#frOFvW*<7mj*p{O*PYQ~Ygd%3(eC5 zjDm5%-}cu#(e+J3`}LCF?cc^`*kgR^3B&%_!JfVSLqRWJ#Zs1|hJn)aW*#Z6&jU|R z=E4lLm}&|z-Ftkz9(dC<-dH0RG0<^-tQQvv6ow`@4o%`vL)A6@(`X@-l)u!s8Ld?d z=NK)!(1%vSbA$H`r!o+4JkO>R^Hz?zRU8yKmjFZhhVnMJ;5?^yRbD8f8Z=I@Tdl(d z%!ORsn0N4ZIKESoPJ50$WYAEu7!iK!iy4l;dq2Rx|z?8!lT1 z4u2%Qg6;035=2+D)-|p2@k$*YjjFy(1y?;7)}wQ%@LG4=s6S=?gJj<+aUTI0T%wF~Q|g1q5z# zNb7rqooZ?G&n~MG|EZb$bOt*&R&6IMjWD1dRp3V0$x!F$Z;>T8qPCiriW4`%7W??(vLyUM;Xi!+RbtcE%h&#s$vQ;6hB$;bOieb}nAs zSg(*m2F|n3FkVnlk#t!SYj|Z9(5bsLE?=I?r&*yi1J-?#? zypf${x4#GkXcojGI8U2S#=!8;jb}w%I)Fu!I<*r8X9cKJPO*?`I+D4-@&$PDEx%)m zmd?QQLET#~RzbnH(mmY4#M$8UKA5_`q$~dn1q5#Ju9&ey484l6S&|pMy>>x5P6~WA`EapKDzZq zeKRCD#P$Z-)WK=lO)JW#njok$`(6zWU#g_Ir3y%OKx*alkujqtDDOG)JQC?VTV*2D zEO22vwv9< z?71Gfh?@=+p@rcK_u<*lWQE*??&ntjT3;xOn-8^Ry zIbDK(@|ZVcA#3KG%c7F?puV1{BZ{xqgkgr3H9&+_-ey(*G3nueMD5*tVwz zp1C)aRLpw?7LUBlA7Md8GUsX1@yk^(=D#j-;er~-Pn5sgdA=Gr9PIS$l6oMBZGZLI z#&9qje{fUeP5|V84HLW`6a>suOV+5%RKj=Hofhe6VQt}G!=A4~gz?3BTSYZGL6%a| zy|)PS0(B0@zrpA0AIqCQIB-phLwO<_dP1qw$yjisEa9F$NBIL5@N@twsdV~7h#z(v z_LO#Lgb$fZ5d)1I>=8+I?a=pOTdZPX7! zM4G1aUF$$s?mbDQtqD%}-#Oln??a<+HN~%H^njFj>cCli{e^!!uCOJo1GxLf^V#AX zLEyqg+cg|%z_M0K^d$!w=BvMZq|AyP>FGBcmBson2Wuwb$=OP<4qE$07>Br(b{Z|Z z+=K<0(G_>z_?5w`RJI~^%)jaz;Rx*C9tLICHPQ%)LGWu{Xvg`1U??_`;ZFHp4mr!W z1{m;Te1Z9=uL=7~@pY~}K1Z+vzNW7!DTvI4!h@bSypGlaE&o}&5#p(hU8h`lO)LC0 zfdr`lc~EtKj5J7NxEc)~j+W;js<*omXwKUJGN{q$MrDvYY*DyoBU)wE7LY!h#)D`) zQK3yY0vd~m@2VF^fx_SelAsz|dabb`-baR0RQMlapQ&>L^IZDiCu_CVvywb0*j*!J z+S3Tv5Vp=Ef!0@)n`@ddaGEv*+zi`i-&d)ufb9o5;r1Qs4X?lI!%eCW>t=_5iExt| zKPjFGn?JfWSUR`EzL2Sj8nHOUe)H5_=8b^1cV**s0g4n78x5u*dz20&E>2O_r0jDmM`1=n8=PmGD0u`riqP z%A$`? zPTIIIShAG~%$s|p&g_*>`Q7n3R-4Ezx$%&}(kw-Ax@mf^e)83x-|erzc~>}*gAord zLAY`B8Sg+ThyL&OU$R@ZO3*Hlp`ap6@UOfu-`#mT;dlG5@O$*j2fbGG=f@vU8wtWu zwb-<Sh zpR?iy34=pdo^-ljj9A^HSqec1bct|f-=!VmxX>I3%+YO%Xn`*al&{+AWP$d68;$qu zsi2^z`06Zc8t_LvnE2&~*uH!Bn<)L56xSE?GMcz2#k>>@%%%Ch%+rb|FR%_WB$g^Q5=k+jjDwb1bE@_{5=s64&!@asYA zKH!+GXcst@y;RNXfS$&AJ5KjC!a$^dnIHzR1}+%%TQFD!LD?Idhc9K#(maUpc6`s> zU!J8aEQtKwpFpVfi8T$|Ebw|dan#;mGuP!EP{IQWm?OykyDtLN|^Dgo0E z^0#iN)`P^u1FygDMnV79HN>?v7qm9=Wgb{x1!dk}hVR%mf_B-Jp|>fSaMXC;1FkL< zYN93_%_xv7>|LdYsU3mIIeLl4HE`>!Iv*Q$f~Ep(s=tMl!-kOY+V|7t;Lt6u8a&Yq zURy`HzXqkjw54=Tp~DOKZkX;FdNB^Vjvs1OnIyrH-iOgg3MyfK&MwZZg~jkDQ?@Pt zc?%$LUs_Ow4D*&=bE;IVhxLIWb0pgvLDu8r!*{!~A=~}?vriZ5!1n{2%5Kb|;4!yV z@*PC%bCT@h`F7ZmxYnD02s=dIAFs{HSzitX_sVn4{mVgj8w^>In<4l?e}4IoRLDKk zd!9MNA0LPG9+F!aNaP=UVdY4I;=>lvfD{e!<1Z+J2aDm?!goL4hO_`>d7Ft?0|nl! zQSJlwdgwb+m$t{O4JlhPE6B;&U|kUEGkLlJ+{@!W_vzFFcTL5rlMbDr>%8J{aZ4jS zDe_ztwW$=&B?62dNVU>#w~M;hVeRJIy0m2{!D9V|Uo)16QE_8M#M9D7dn+ zbwzmvoYARCREk0@?^or@J*|PDsi#!-F*N{Wo}YUZwlokft0Wu^6sUydJBC+!V+We) zedB}8DrF#jad)45V-qCbc$T(Fq!wCA`U?j>RYUQG#dD1AwZI`7{iOo>W-Ye!LRbcE z>(IhVok_mh2t=ACz8cC84woGqPJ@*+%V-&lzD#|mpIZ-Cp9=5UybL>rt*v#7yAXfN z+43c1w;xOk1g~~{76cZqVZ6`Yl|#62)6hIB&X*S4TL!=GtGS!K?SRb7(Zc1IC}3m6 zBAGj{2ACEdcQA-=fQR!9tmhjPfib3y_@ltSuzqvXgfbbb7HfNV_P&BLgh1m4)2j}s z-v};-t7c8YgNY;v*q&JBR9yrw`<_ocP3;B`ix0|aUe7?;OZ27VP%cv3Ye0^f(U zO3at10OdaG{SzE$Sle=_v6R&x?s(jR83_@zZ5lr$)1MM#7Sy^k_lW>iX{QW7deC^8b+Gm>nQ zz4vzP&9Qf6v=j|mzxQ$H{@u^HpXciS{hmLcbA7Md<+}U$p7TBH^LoG5IL5{bD%5{W zXaQASmXo?HSwN?fCAq$-2$qwa6ON&D{-r>$Z6yv+zX=Ka6cQ+gs)c;zGLXBnlWR** zFYYR8$ zVT^UfbYt&^ybRbh@luYarwZO*d@R8fR|np9W14Q3sEENaW&S3#x-1O1@V)AhG=K*%e~TImI5Ef^LI z3Um@t8n5<>I;0+Qh09}GF^=4ReHQzJfg;eTYhIEs-2p;UX`d#0^Wo$`>#FX2-hxUx)lJNe_cNU;fJ zEwQ{33V^WgPk{J4fI!dhW9>~#88?fJ z8|A`Zzf%G<{?@WNc=zb<0GlFIXz_VpypH(zQx5FO!lqX0m&v}A{WmCKR=szzpDSb& z<=vn>e^IL7N!~_JipS4Es9nC*^qTRjir=mGzRqOk;pFf)fHW~u=*qgLbKURO*UBH( zEa0b%yX7KmWUIeb{H0iBaj>w+`2LGk;GPEIg}Ttj6)U4C7+;J#F0Ikdx%A~6CFA>- z>!;$wg@OF%;zgfJMN>$?cN3`YZ+S&u<^J$@_h0bi%j2t`Q4UD96WV5-xPRmwNci3Q zf$q4+Z%&6&JpUYo5SPQRuQFUE{%(Dr%NH4iNtp zYSfm#Yioad8{FNRe8a$@30_pnoLpAl4WCoHdVKThA+5)AguWcTjQtv(e&w}bLiOI! z3%#%E{dW`IVA#r1CG83Nsw9vbTp@V&Tq+!O6z&wpP$RRs3##qDjZk#q%c}tD26*u_ zH@*cKlKb8P*WP^U0B_5ydnQ^M!K&<)()FFKuuR>l%B-gY#A5QFeH_Su+rPqt*f@xc z%BJ<;WHxZ&FnU){ZmK%2>{11$Uq^T%XA5APmyYx2=T*>E@cm1WX(e2E&3=9ezo;{I zxbF+Acmz4-Ww)Y?qd-4(XMg0+2;lKajr0%UkZrX1=Z^c=yE-@PAVIo9^bJ8)xL2sG_HEf~M~InYm(e-q+*2DNv-M(I-nog*T9jRc!4y;&{2 zv*GJ6FK_tyc0J{z=(QvlPo5rv3=g?<54k#+^l|Wz7Agg|u8Xtjn^2O!K1?SHV_99S zisHjq`aoJgKw6O{NZ5!?z4jVVv`d&a%tLh}eJPp)gB_1+~pW9OC{?1)#RjG>nCYTY6rHH#CAl zftl|H$5ChrKV69jGJ!-CXSP7u4$|mNj1RpOX(9LWSUK$2I4{c(h@l-`QsNI3!oXzB zPT!6fkHLKD8!Hc{C$J=>vmt6H2@5)D6*V!mrTJ31x*mG|grfTdObeT!{No3eTB=64 z+_AkSp{x}Wcvee1V<*9*1qL7!WFz%BwrVuOsW%)ihSchSVZEQ(9jksUkmW!30Hu@~ z;Y1_W9hu;v@DeghE5UI#n8p?3Fdr(=MIZ6+0!_U~&0CqxKqY_AnvzXVVLaE7-n%{s z4ybOO(Zb?fRu&WObnK5Zv-_5%3>hH2b(1z7GWgWGYqVLg2-B~em%kH3dqN$_g*GS@ zV>&)-k@g(!Me^>o!hy&p^5w$5AqK&;kat+nS-xv^*{;>Kpf_Oqh$%e}_+P(7PA(7H zxUb)^%qaz)eXDvNPPV~N+{C#I-9*rM#ijr0N;X_m%3A3+o(WqXFR%HIiV1tx8P3Bw z4G`#I!*K%{&+?0F983dyp|x4)*?=_(qSu`6-WGwqNaPe_R8EZ47+79JPbp8`0<{X% zC41w=&l7(YMw38Zj(jTw{+om4t1JuujEUY++;&lYq8wIn*1Q!&DZR)VRiox!C(u4x zP-7c_eI7iqb2XBW;EJ?3U&vQ1=sf+^Df4;>yvk~I%DGhyW5dZ_OQl-j)YbWnlPEPF zZ7`Hj#Lpdp6-RGJ#1rYk{bHZjJ zR=f~wv7IGvV?7x1J(>A{;X&`nxW>{SLZ^=I+awnR^c_pzP8J5js_b`+;>)W+-sZ-p zRj(>wqHuI8MoA`q34<`K=#?%1Q+*BpW8QG2*R}y0<{qZU@LMn+IlI5QhlEe;213cKj}uh z=Mk7ykm7gl{#z3m+;h&h9A8)2sYNHX_Xj{^*VgKCC|m_n_64Nwh=?3ybV(ZXonzqwXBo@XdLEzwz$LyI{EPde&XT-)v(E7Rek@oZeSf+_}%XK2~eJp%UP7C9qIm+`&qDo-y zUfZYvT97R7&&B#(Yz3}!PRE5T8zEP%6t+Zm!Q^XpHaoXkNT?K1D~KdP5$7bIXha9R ztFxc3voC?r?visYq21t9VEX#}6arW3Ct^+d{h+*&hOla`3$AYyyRl8I3od`&toL~{ z3DyTl!`Mq*X{TGIFyZ@Pm3eI`#8)3mHo@L2rVIf^ zDDOZ3e2v9#xC~<68W=A3?}e{FoRe&KW9)jStolWZZV>0VOdXF_Ao^u8jLT$7z@l64 z(K+*O=roFrn!v%55E+l!Bjd|7XTmgxmM@m)pNiF6fMvl_(G0C=FZTJb!_RSJzBJa2 zgP=FqKI=hf0=i%$j!q08Wa?j6nTZ~E+5NBH?riD69fn|u^YJj_kBNP^Q#}vbr86y$)0~y zL@ao+2Z3WDWvmAV>CTu-#dg5QhV%@()b&wx8dZm;^B% zg_*jK^WpL-reLzg%;f5ge!lKfs9DedZl7`&boJUYIjzA##{jFt_d&c~*)_3@UpqnV zWZh=YKxD3;89$i9!RZGxJ7v}{?HG2Y@BOBr7b^d_!Ig#2RgB9gXAzo|{kmQ#v7c)1 z5O=_M_*2(u{C*a}$DrKRhrboTi7nanV;2fx{YvX@#wZjD8^${xn;^oT=yYRxR%FyK zu8g$~Zvz$aw8Z|<5;$|=qj;=rtgOEjF`WMDnIHA1)QcLve4`e+4 z`#|JB0Q$eIpO#U{0@^dVWsFRZC>U!Q0u>=r;cKgG{O_*cIfb_jBgK9c*H3^@v4!5) z?^*n@#R1CVK#7tu->`oopxM@+0ub*ZEScC^LR*v7_`CD(=NvkuDQ-`}So0Gml{p5I zIlVsoZoOW~2is+OVHD3F8$phpPJF9wnB(u(2OfJ+-W4A5x5uAy!&2ZByFUN#*7t2b zmLd}sL2-U81a69{bABYT>^}i&3dT3{(@*0_Ec)Db$Zg9Zw<56lP%=M^Uoh$_SC{*r zY=%aC@;7rgSe>M|K1q*W#W(%K985%TnEjy@Z&(d=S1XlhIjcZg`KhIWFEX&tj;Af< zMya3mu+V+}L`ZD%Jk&0c46jHZ-Nw*kWSFp3SzE3K{ELpWijG&K#OuSpK$HaUe%O=!V!;%J*Z-(t*l;LsXyxdf3?gJ5?GuYnR zz}ASNRNrnrn#jZut@mN4Goo3mA%QEkpNQVJTX(j=mcAxnORT?okT|~R+DMp@sx}|e zL(i3}BP*|8HI#((Jx?FYhZ~c7`U)`(GNNXb$)m6pcHKUI;^+ECh$34!VcVj(2C_<&{rJo>Nu^WlVM%v)Pqhg`XgN@+NvXoqbh!&SIVx$l$iSv-L6d#5|{YZ;l1T z)MM2v#;PkJ;74iPK2t0T94Yu!_3=+HFfZ9j?_JiAz$5s`$s(!aKNzBn6>>! z7Q8TPRet(51y+tJi%Zj`0ll~3=<5df^5yBOO) ztR6 zCO^Ad1J6hO<3{~Up@m!*t5E~QU!PwCwkuC&p$Gi>myC5AIMPAyQ!7i1+cR*C3ww~l z5D(dW=j6T3tAJWb@sN#sEm*g+cI1uMfl$U+OE+ylbV@FpIU>{!D{`{RWi(J4&K`62 zhI<>N*E(^=NSDIaVh`=AWDG&O79?PDulbJxPaNz_29Rinu2jMmvbBAEKJbjNa-?Gs z_(=L)ztcaep;?XVOZ|29m~*D zh*bcyN#09p9JGmtuJ;@fY6XLfjt_m3F%?&QQ_TiUp3!+6%O(cA$irR3GkluMH#( z1FUZQro(|teyi_z2ScN4r$x)z2++~&sR+T4wqqx+>s4Zb`kY9&u*Sw3kb0|5@KPOt z_XlA`ltd>?cAao?mm~dYwNUpMJMA%+13#}Z-`tOkB*V?b%K{~JfDzp`C$_W$$L%7{ z+X(!3ePGD&94~}Etp<`-0}&qh1vR@}tb_y~uP#T)7Kq5y(M(Q_1N(U|Mn^Vph^F>> z9eVZ=#Mx?H82(fUU*~*>C5N#nHabs$5JH5|iPNN3KV(cdiy5!Gi-WV$k&BGYSo~fX z(wcX>1Fn%HEk5Kx8dJBkp=<|;9@SI&>D2^PG(7W?-R+>=XIhobPlA~VkGB)pw-TJa zLN~3m1-x{nTWOl{Jmk4Zb|>^35It0B(Mq#-S&pquENt&k-s)PO1Rn0GW|whLkSCGX za|Mt|{O&TFus7)0k7mtU%`yZ^SIV)2cTQebjn1e1o}VUauGgI0N=07Om{3V1k-Ik?oYlqgI6b??e6!O^3Rj@<=e6f zxR_2O;gj40CjLRe;W#Mk)aXc{Uf&Gen7zJRWdshRW7~(T8;PI|!H;Zf&4L)X*Yo6o5egW)+^KdeB1H>O+mz2$~P&-#xLg`H+51-oY?f{h>Zk zqA?s2A1jxag@uER`GJ<`yInA|QQL4CT6tD}dNkg5xD5^-PvYP?H3ZGwq~fb=tw3k{ zd|ei%IFq+Sw=VpD*2s8n_5I(fks+r9|5JeYpEl^3^=kIVaR(vsi{V-L@oyO4MW90| zsom(vGReR0$-hc+OH}?NK>Q038`^sz9|nDP2u;>fgm&FSfbtJRyQJ$MvZS(6dSp>j z%<~6hya;R;0rDdAiH}qGc&$GOZW5|qang%|@k5U><<9=s@05(E_?U`9_D&ZHfWY&Q z8Q;4S3D?F>$dnjlJEaFCMQr2X0zX(>_c(?3IA9UY*56XcX*sq z63asf%zT(A>zPioc)b>Z-d`AZoy#$j1or30#hX@pPyjpx_!6&0q^=+PE#sRrsrE!T z=SaPf6n=oAFMy^C>T#Jg6W5CL9B0dQWk;rB0&Gkfa1ox!Ya^B zyvyrzGlF73fsDV#p#pa5sg1uo|Hq>>(pkv(FTOwicpGsL41X4Jo6j%#?fPd`KjH@H zqbb&N5mwy~OxNIxnErPSZwhApt34UjHL@U%^Bp1uEz=Fl?Jv6 z+7#eqTPpAne{VbF)NI_2;SNS+_ow}8pz7y&kznE?7sDkSK zGp?N2I*)3mJfJ!Xes!nbaOdg#4po(dmXWqY(9me_vf8ph)ENzlO zyy?x8nnaXvT`u9LMQ@ZwQUUE2%PI&oSGP9DLOp%XgoqlNS}^#*rh0q69%6pgqMWT- zkM6x{Sm^7+!ZZ1-CsP7t7^)T2_k2fa7o3pGDdV`_4DK#^+?+T86;cfHtX)!%8&D0} z{oAV1%Shi{eZK>KoYTGfR|3j*q9ZDld;JOACY)b2kdJmUkN`#N%1tfp>+Tv7B+r;;IsN`PKswQxNF@s zEg2pLaTgh#F-8nOf0V!MQGORnlW(e>>B@no5N_neszLPRS#%M#fjfaOZ!W$Sy=6aQ zgR&dp_KtIsAI%%UeVls9xr_!lxZ{-aS5Xo)Gt;dM#xN__jIq)I^;S4LwoYuvJl3R0 z9DK7@vle9D+!50-!g`%w%;x2kU8krgGGW@36)cdMunO7Jb;O|oibFT;>W}J$yLVP* zC-1L?O-E8(oX|UzKPR}%O|1cNGg1b(6?)sveHWCI5UHT?;4I-`2A`)emcC;#gelGK_F1?ry?^lfFIc)5PqGuU^(~>E#)3q<^BE86h3Yb|4%_@h$U5ad#2Bk3INA!Fd)dpU*@zhK+kw9zZx>FK+ z-qqgI=+PVsf-Dxl3rd;g&{OS~lE1wY_J?x@il7u*_W@IE%SB0Ez%6V8??r{jKvjjb4|fnG>(&p* zpjXtETdu&xqZIZH`@T}6ssN`oOq`a8B?8u5& z{3%@qFO5wka)aw(9a)%svmRFbblE2&-3+&-_tIXl%ZJeu2gXhuAi{?z7LDyTr7)7O z0E#l`v5n$&yNIt>;zg%SKlE%rV2nI}J;)cX%O2Ssp%w(uP3_`8*A~GpvF3$I`$B&dhTMJk-65dF)C9-nmuY05DTnv5vs~@Wbr8k3Z0s4*+-7`@WIb`M#(t^_Ey9kR!R5a6uxsUCD%E7XIH%E7+$$Gfg|6#X zQ|=Wz1yNGF@kI9SvYtI>3?{&6YHI{Hhr@_n+i(IzKlEB8=!3C>yDQN zB=DBqaKN+&YrzVR6&hXZ2Wu(MsoJqt*!kg1%ewd;h$3f%WkmT#XqPWa(`=wAG)9mG$n1KCUv>r6zH3vn@0~ zB0deIc-7?PVpCz}8*P9D6$#Q_Ev-E=+Ya72j)!P5tnX(zec>T9R2B_G?mM?iaDFRg zza1G}qXm!cFmzyK*W2`RkiR9Vo_&Y}IBmv}GYP%mTr2D{Ux4#WKnc z{xr5(y(F?8s8udb1)F2NSAI`eyuuhvn#^^@a|D2i1*bwKTclBEaA*pEIes~vm9MWBHj*&7$}o76~P3MN`ZVecP1+duyMZvf)rI!XqpzAeI5 zgz+)({B`}mkpwRSw14Tt#E~rncia&i&r|ed%KptWx(M_Z0SlgvWAyt`@NT^N)y2n+ z0-y*J7VpmQHuxfi+v7MnDFF({KL&^{pRYTJo7z(V6l5@e-GN2mun6@2B?L?7JR$d- zX$tGjAc`86e-2Pp+g-;#J@10 zH%j?aV6%1X^KY4`DO$YX3qMg3yT*dXsP~M^@2-EZ5a-I$x&R6Wjf-&WXm`Pz_?|Dn zTmPvik#DE17sYxu0{g1>G&GZNZV@2a}ad~UWxrFl*1 zcaJ~NI+I;p$@y=Ozmmv*cv`dSx2ez;4#O?`3nD3AKRXDEPv?IEs1%amy1V(IYMI#Q z_#-i9_i!%cthE&w$-$bG8MDm-evP2`(C^wBs$O7;cmCprbrH$x@htgF^{{%O7N!9% zeR*Hug0&I{%L;ZhY(YjSlSJ(ih&^}W%zeu_Qoz8Pzlz-`1(wgdkd_S8!>)I=3Q>Dd z3N}~us_}Fk>=hdw6F5x{TMCKNLMhjt80iz%Q>{>Eu2-uNjG;B{>7`WhSrDic#Uka2 zX{13^4snV1T@7oBdG9T!!*HO{B8i{# zoiILooQ0OMWArPN0bJO^3$JSBteTjEf+OgE=r{sWL_b&a|F_+B9=7*)zaBr zgr8j?*Oh0<*i#QL^1rpLXhF%=mzwc6(zT%5%Ct9lrUE{fs=xKQ&;jagYa@O(X2FN^ z5=Wf&rNfpTo1)mp)8TpXdoMvZWLRWMTly@@AwtjeaT4|)9z9|u?I+s>BKtOat$WZ2 zPqz!!ddMO`_?3#;j?T=aY?z~30%l-8@5t+3=`b4|I4DVHMRw77^ zlhaD7fOVbk>t55EKbV}415mjDY%>1{U#c&Gq%~v&Rtb9?0@$14GT_|UL@p0*faYE6 ziJ8iYP$i+*IVkK4A3_El4747@@fDgr^Jl7HO}|0y@TEcsOL$>W{ip)GDqlpM!qnIV zHbB6)@j$ zq0$e$o_tqnF)M?oo~xOo3-X~dL8$CxBKB7f9dT+`YKJt56lJEv=#@3x!^r)!0z^gX z$|X<|dpz|rr$%Q9Y?EA_md?=&(rR>EL_#ZUBWuKry5QI~uzPCK4)0ldGFLAx10^xb zKFzX5*m_>$*xr}5!1-gjwD7l1uw{1kIlsOLo+(e&KKCd9bJBE9Hmd!g*9bCVUv=-9Gyy-?8vfd1>`QbKPnt&$ zdKvREfz%509{ysOs*Fuvi(@^`Q7>_6QA`n@tlznN)EPbFx;4&WQwY$B`+69NRZ!fr zvE`dF2_Eph7k6z)2h}U??rKRsP!nqT+Ri@&oFCY%&>pD(N3*a^tCfnuQBza#SzsA3 zvB?nR3Wh*hA=>Tu(|T}UKd)YLy#}VAALr+&>jW1vUf)v*3YR#MWEz6J9GXC-R1)lN z8LTnL?S@kqN*J1P&{i{kr*Ry6C?^tS0$-!F{;E~w;f%8lkmCVw48C_mSa6G~Jxe*b ztEOK_!NJ7X`H*WL2hgKCYl6iv7)rE(q;>C7JuE5gta*152XsrmoGBXY1eRqf`X4dm zNp|%C+cK6`*uEjo>?bmObdgnzkyR;hsqE4kl? z1j%2=6TXhu!;@vHC5ng8t36{xs%i4P(pO>)zb!!%QYB17ol}Z5DfUff>aKm1gJEG2j`SImb8`a z&`EX8E7&R%Hsu;^u{a$GPTN=>hdz#l{4;Cxicq1m^Vy?&%icA@#dcC{k1l%dGt@q< z#q@XoP}&44>V9~o#+6uB*^Zv%tR=hGc7f!I+_994C2$p6VKtfC;p6Cu?-CL%P!zrI zw(hNdU`X`CqXRP57`+Km!T#-vV5aNx?QpkcO-1T%v=GRBrzw6r1V+Pe#;H6|(mgNB zbnaXnGy2_=>>Cp56rhc{L=QY8SFBP zRP9|GVMThGvfOwxTsp^_sPVoP)b^GN4X50nkvO%vRY+J5Hfw`!D*Kh`=Djm#|Tjf1SOx}aTn;@T`9Djm39BxoY@JNd2WkkHNn zFk5&Y3*kJDi#pD9f`y4IZ}#ohKL%Mi!2Lv?`>}R_wp8Ussmcy`zc9#Z2HBU#);>t> zfeS}d&HMWX;O$6HY~%B2xDb(eT~;IjwgfIIS+^Ep3-O7;8cD3fT57}8zO4yj)TSkV z;2=gF}xWeqVVR!|D?1^6-F%9=wUq@b%AFw{@vDhBLJqwi%D%pwzd4oh|T(E=;Uo zXG*%C3V}RBsyeKRuvy6@dtg};tgIc_^a*>Bjb>=;${5;VeAU{B65&d?7U=Nky>dP5 z2xS-a!7w^*Q^p&w(z`*BTm!C#*&hp%s16wSPz!1U?0+X0HQNlq)o&aI-#7+fl>9Zc zWe~P4NR{z*NxW2g1os_pHY{NcuN{T&4`Y}Ijs=5}*-!iA{fS`MXmz>6{W%;;1+NFT z*e1iliQ8pnr`6dqeiOtrP4 zb3o0{?*PgBs_9z;UA`26LV!R;;qhGr^nYRORIViw;We#)KwtE83P8zEpb}*fC8s+7 z?)+v(DnS+R6aNN?{rX(xIEYz1@1ist|EZ4W!5Vm%RduKKwg2BF#Z)P} zBJTtlvKN8+BA};CHJ-S9x-#3`n}RXL=YMFEVaeHTvA?_izPt6#Jl#%NGqr5 z`RG;2->uhgZ*#Oyd_dt579toYi0m`+a(l4|=of+c;&s5sfA4yaFXZ@YrO?F&QVdj( zv8K)E8MR;j{CDT~Yd5@VaoLOF{9FVEomNu*i!+(OTkm~ACyzlhm|{H-!7NUHZqk9~ z*?$7m6q4Z9xa$3WL=rr?p4u2OS_(H>&wHJ`-U^{#r|fTkM$e(dE!&gxJuuOre^X<+ z8f1n(-&~85S@|)tmaPh`TQ;$AV~tGNmNDyal;~`J z1c^kwI#sUW!fhwRtm}AX-vKy!Jfv; zR<5e(&GoF$d*E8v0<3+-mkNG%0?oz828tiia~Rg}h3;}QF#eMIg_Esa+?H6Y*=1%AQbG`WaJj*JbSVEk{ZD zuZ{9TSS(5-3xoTxz^N0OXs_MAGTRC$sM8dD*9F?F8RCuGFhyFLbV8a`4$xd2w8f4H zI-7%M*%L8sS$b*go&8-fe7h6HYgqG;JYAZCKdYH+21j4Ff{1NG+uj`XaH(m&NR2Cj z%h^i9x=HO&G-bD|2F3&3M3*@_l$zz)*6xsw+wXU#m(d7VN+j;O5YWQLMud z{DbM9o)gwgOw(08>B)z+!MBa>Ng|M~Wen_f&PW>dWLPFo(Kmzgjrd1y1+7dX|o!0Gbru2 zbgWsq1@u?Cm7fdjgcl25R+Jv2!!{D@IWkP0B(LBAZovcju>%&Ar0+_B*u1*1c{LHr z7OpQ5rYx-7R^2Uv*!!}M+HcyxPP%;P@>n=%B(#6pFY65wDHmAhQ~lsV`73rytTlUl zWN_?hYbj9gWz!e8tOSpYJ)f@yRYFPhdF15kVES1~P9c8&6oZ;@kOTGyFQkcQ14)^j z(t{FMZcmHcsX7=WPm=Kch_n|T6%bC%A4biOH9|{kEBxP<19qvQc@90L5j$U9lj($Z zIr}?vuj9b=>THAg&QN?mim)xS4Tp=b2X3D!ss&a0c<=Qm8X#(S)N+OT3b=Y-&c}3P zFI<0feJl!r?WRztgXfG}fq{ACzF}=U{1hiX8@`?nLxLAXZ@X5*5ni9uXIX3D8FhNj z+KLXayGixQxIjra@@WW7|mgC*0lF(QAiy0=QWY<5(^k9b6VH4rW2=Kq{`%^$P z916rGd9wY&!RFre~QcDDzXTrHVj)9?&-Ub|LYX&Md!dM-02?Ga#|Wnpj=0gmg^7yZXl zT7fNwduok97C0QK(tSA81Ex=3)4x7}{mVu_9tL-lK!cC7TL)9kU+L|1_*szv@vKBE z)r2Z|ohJS1_`OOPSO_(01}eXtC4MMD&8(Gu`Q0KHw%hRUuPP{l5L2zZV{*u3uHsnX zi}g$XG}?64dRXhGaOlFAM>0poN-4Gwk0TLc1*+Yklq|hp6r?g7b1S z*)fiNFmuN|IPDHz597k;dK(&mIdrF`%Z_$<>3miB5=SAZU1;s~4QvOhpI^!=+?qhO z-g{Cneh{7!%FiS{Ed?yO#si<{d4uN`IDi=Z7Sx1v-cBH+!oeBc^ za_MTzf?;TF-W2=Aa3DG#e>{Uq1lFXtoOiJA`+(o(H_TTXp(f=Fx2t#$Jba|{%pHNN z!t?WUrwDCuZnsL=W<~tmIB^y8#EQV-m*-t2*S3xwXjA|;;1g;Bzkyvt(UQs#qS{wgP{O?eLZ$(eSH!$8eR%Y z^2!C~L!ib{uQ1!*JT{MaN({cI^@q2D- z{4+VH(R3kLda99^-;csGi2$keUqhf40pcQH!S%uq?}mb?%rx_=0v`&1x|a;l>|^jh zzuTZ&I;`W37pC+)BI8B5@YnB@0Fi1i?AA?vSBecj)(-u;PKylT;{E;?#+OQmkP+j& zZB+)Pq*vxYN`n95`6M_hl)}fskpr8<9#EtV`xF3Oh%hbgx_q}> zW)bCOpnUwyEyvPFc_}5i+X+Sd#2Ur5v=P5s-?!UzSI}+B5G^jko{!49JUrW9{cio# z{JGu7T_Y#}@^%7)<*mE2diRVd0ped?e<~05cZ2CV^Or`^Q51>+lmsWFX&-RRoBrMT z$HVd}_4iVSFl{F|wSCXwsJ`U!yY&wqCo0CB`TPB6ce~6OEgnAl4*}w-B_DNe@O6OV z^WaoQ>Kxdsnn5tx+X8n#yr>=&Y5;ZdRHA8q_bAPVF69?-ALC1;+1m?!+ z7cS*6b=o1#SfLYa9By2U`jG){NuzmT!f|kM>ag~GLIM=^G0Id;)yF^tJy1u7igww)P&4Ai_o2oHu<}vHn8SGg$dC zZr~KQe3t*-40{c-19QC4qj!wi&FB*eT$0uuJjs&-wy#)6Z<#m4_NaO7s0Q?8RYi=a zY{kj_g~GA>ljya2_(UYBx)g4SI7{7NA%cPDcgHQ$xB+Z4dwD9V6Vig-+5F^91kITx z;&;~tgInXf7mb&~z`L`8HBmkqe#(Aqt=WC;mguS^OO%4h+a zRhn}ZcwUUM3^NJi4e*&9VnXZ$_l1ozhC1aujL&&k z3fW}5Q(Ok8bmPLWp(kh!oaWv0sU0Ry?eU*J{~XMzJGN?f`9N;0{+&n5f*|n-PqFPz z?6)0tk#FUx0bQB9(L-pcJD_&HMaX-YV_Y!&ykD)oY=9C=<@qJGf-E=l{78Ezma(>jvcY9a2C!Lb!* z>Vf5o!h`*qZNO!d^x7h&6M;wY7jcvrRuIU=u#FHhZuxZFvJ9@5(_@@g8_;Z^S)+%c zL<^t7C0!tEn5kfxSqG;hxX(mzmqGbLUuzM>dA_l^eGKaf4iMILJ|Tgc)&=Wur&PE& zb}Qx3J3nX>V%5J*3V}mc`tNf0TK79Bi@>DnSZ{Dcm; zLj?cj>zZNNx72+Bue*Scmwd~H&$nIb+A!R!_GWPCzB~0Gsux)IWA`A$5&5?th%5si zgIRBb*;4qXX5wa%UkRI^u-@M6n*+S%$ImA^cSE(&Mpccim?qm{uQs3HP1Y=jz~Cw{NKJx*DKE$LNh$ zy`V+L)5K&5w;?0yN=O`LL`Yo=gjjmB9;!}=b(D;Alq`oU3k9|%P`rd3|B0a?WP-XT z69z8ir}QAxbMm*^<+`%=o;>|KQI! z+EW1>V#Fd|ti951cC6YS)C7{VQjAvAHL%2$ZtHiwA^1UMUfFOk9avB6*ezdQ4P`T* zz1z(ip<^m=sI;IPyl?RO-{2*J-&Wr`waOw`P)1^k^irAmRrk^{*JBFsAg7{~b_K*cxL&`3p3!@LEmTjU>!C?E ze`zES0>mpya$zW$Wyg1;OKlsdAHI)A6!aCT1ZM5R&w~wPj+b_zRN57bnoU}PBW5KY zCFn^kEihkS24*#iNAKkmK{|6brDGr#NYqLz3edaAaCs~*R@@t0&XgG}$KF-ylAB5< z!;e9G`R1WShdhWdrdtsdQUqR8MV}2t)4)$kTeWa!H%#w;vU0)@fySO&7xw!Qf%BL2 zmM?zHo#{9#5}poC(4xn&L$4?8t3CFcFEIL(z=FDrY8;?lkRca;U{ChK^NuOzb0J$I z4;I6l@bEOJgi+{NQE0TAIs*ExocA%?;0tGTCj>Sf4FIYGuTqcT=e^YD<6VC9Wf1uz zYr5}LBRJY#P~Pj(jLeXFcE4OXbk)`Jmp~1SEHJ@6@M4(~=1`ZwQ`BXQKWPJphrZ%$ z5m?72lnvDwDz!uO6OZU8Oy7NAy7z%;HRy;{Y>5mdLe;(dG46vX^}jeksUmU7W)(tt(%cE0&vKjZE}j zMRsB}Tp~Oxc9Cjyc(&w?BD+YZ(kV>&)TK~44qrlx1zEeuU-hSNOGO;k7Us4NP zF%p-YvEF8McfNxnS0jk!uz3io4?ur6IMPdY;-E_X&EZw8aHJvM&tP*i+*tD&j}#ag zY=8Czz3X2O*-Uw;)qwZC>*p1vZ~)~XZ{Z+62z%bTyBvDa0ml}UFIeAJe(G|40P>*b zB6N)h2f=dG!m0lC1!&B0$FoC6`cPDlOw5GbG8x9@_?Fx+Wp&)smM6|cwj zAm_4SFukS0H}Iqkq{=IVsY^%xI|fmS!ROTf6hQp{sgYR(D)`OmCAu87Tdg-#K5u*S zw@{(~1Q37W9`X+zI=^O^;H#kX2o8eXfB7F&R44xC8C^W@UjR;X_gx}X%x4_X5%T|6 zfOzjHVaYGg=py5_2oM*6DxQwxlBO91a#ZB3S?d36XuQVB;3 zw*^oDBxK-zEnEb)i%i@i@FPE5*W_p5(dx7;w9e;mp*)NKZV@0ZN`e<32QDwk$jE@l zdPz^;ou#ai5&sh){_g&NxYesY|I&p5prR!89|FXm3Rmq@h&~hyC>udK-j*eHPE+G| z=f6Vh^mQcFo8tUC2-S8+8TLxA*!H{i-2KbltHatF-X};wp#57Y7@QKyUGP zynfT{7wzEC6#Z?c!=V%mrUZeirl?CRW~A+R=VuJ-sHioFqyU&)ge`Ph%56G=l*@lo z0%V%}QykkbQa*luLU-HQCI&uX2FgD`xn7)CRC~Wz6vg%5PUt_q)sd_HOv66}h#prH zdsiSM#9!B4ehI@|#5B4mckUs9y~^&SJPbq8qqWK|-Ovp$o^dmFpodS-ed%R)OlvfZ zitDn~sRWj#cWU3^1~%-T&|_t+DcLo`=f~KU3O8*bdLzkv;?p8>;a+@a^!$K~tDzPl1?gabxz*pZC z3c-O(t1oChN+e%VdpRFRMn_R4Rl~O%nxyJn$_wk^B*@NAaKfF))!Y$4`H+4gz(evXXE^>{j(5 zaqn0atUZ5^%N7~TZ%3<%Pf-e4cs{{V1#4Nve)WvzvnGTR1Jl9a+p;hT?{-+*bTm#I zrFxBwZ}>RVIzeex+fW`iFawX)X4^(#D2=Uyy{tw#d=Xiu%k+&1G76kWyX!H9FDOpx z`SCa?_;T~Bpl~GEeC9kmdO8YtE35`A^J_r-#_Q6%C^7D~HN1M~6>c~z6-^4zQ)K#gq5yhE<&*CB@xF@#&W%$?cKJra z!JRCltd&t9!I)=5ms}4#Q=3E@WU4`ne$FRdr3zB?pQNfJqc``7ecf~ER?r#C2#Q;U zh4UzU)t^GClPxc9NmD`amnWGp;52Gcdkw>b8Lkk;* zQaBd&)#}s9T3GI}O^=GV17fK1#Vj`lz>lL0S}8*@kk@`)bEqo{d}pcT6C_%}>yfD6 z{;@_#G&++tf+@#MwA`C={x%Cay;BoJ^&b)sdMhFfeJ> z9E?J#rrPL_e&r-!PuW~=_c#I!=1d~JOK=deZ#vKzdoAxV-Bta9l1H1XeQo6!7Uisd zwJQ8>D^vysOINrzLzABSlG~m2*!zePOmigA{JwPFStJ8PPyEoGNrE?QyPDpAs0Xta zIo5M~+F{cc@~sF4twrX#V)B4paE7Yq9T6hd=9EcdjgP8ewL0;AGdMbA(SB)82K5uR z1}(3Hp= z=h`yi;I$0-YZ;ZGvg!Vfp?4S(l>tH9)?xj~t9o~P=5!d`sq5YE83wuU^NScvqriKs zvd67gjgaJZ>_7}Meg?Vk@5|2yD^2=@1A-(ZX(Ue#U8-siT$ zg2h-7`=1y3DGNZ1rdKTr!*DR08hbu51(ZKKL5Zpurg?2Y@YlxN<+~1&TEE54aRQ3UV)n0Je@_qE-Ykm;Mq+g?*QU;%M)8n{HYeBL! zT5&5%a@R-P)KUFXf}ZbqOT42AHva;MeGAN2CVX5-r|y8WK6kB!=o`Rs zp?3!dP@BMc6X5k;xD~*;(mE8$7Xqt|$+oG>DNqrtowM&vE4+`Of7Rt45AX9e>yk0* zf|n_DIY}WNj8+~QbU;B5f$?lz(6vfn{Vr}y_*e$v3ayWiF6)8MSCsdt50l_jg@g6f z*(TU>lU(530I$gwTkTZvU-157Ds9Xwg&8{Z(E1+0V+4+?u9H(;hv7l-#q;sSwP5&W ztG9R>dRkrEs_))N2QQ7+(*b)2;nKq-W?7LKxU=n0An);T(3xM~v+Pg=uokKcYzxi; zgPV^o&7HweGv8xRW4~3v{jJHjG=Gqw`^u4nhm!DfhdVvP*%GCw{HF$z4x<-3-Q}V+ z_9<81`tq9Y8(KhkF(?T=|EA>@ib50p5K7Ip%UPuj>t%HL!Fq`tuu@-rFIqA3|B(0Q@lfvX z|2W!^B$7z7WoegaQC*W3m9iBrT5KV0v>|0n5?Mo$eHYpHec#7e$G)dTgf=SrT{AW3 zea@WE`F1|P_n)8paX&at^O}2|dtT4$dM@x#A?16za}>B=$zOeZj0he2pFBhTYr#EY zw4pbv7z>fS(q{&nKvYQMn!^z^FFT$XUHiHL4jvC!mZjSQ{9}CrV|{rLMlB?D17E10 z8{2~hz%mlnlA0l%%8B?HSHs1EN$G0{JcDf$ zo~Z0YQzFsu)M1gj{|+F^c;p`VKL-%G{wK{S*H6u80ir7!P@w@W+Hag-TQ7~vgO%O- zhT&N1rq_)A6UFpT9mIn32U1|AM~C0$lt?;?Cu#=&CB^hzgVKkk0)Bs+AT#o6ef~E9 zFKu^G{vLIDQz6uBw%++Xi3dpoWHgE)4e(I_hLk`ucxu)QzxI3%8}NVpXHoqFpwV7W z11L1AExy*+vkHU8Ua@bN3-pGS{~3(`rSP{7A`KwY03*IA$o6R{)b8p$24n8<*UsYJ zKLG0Q0EYDZqJ@_X={s=ze*i=pu%!WX+WkP;zK_o%_}KiY&Cbd7Z?3@%B%|R=L)S0= zZu`5Qg%NZ3AJAPtF~a5@Y9Th(&tA{~Jq_6XY5Q)JRz!zi&WejEu5o|cL&i%nZ zfv$T3vOcR%tR%xO{rj0tqjiv3@*JIZ+uGX-r>^W{X&@Ut{nIbCpzDWaEx%s99q$D9qNPTz)wLi)Gjgt3Q!Nrry*hdXpVH~uj z4jgQTsk0?(+)dk|<3pgaqihR29$o4*y0jXev+>+2wyT5uM$2{YB&$Hp;q?7IT^*oO zXuRZ_b17H|JpDmvD+ZZu4)2^%gCfn7vHg-&D;S2qcPaW-4<^CwgQv+v7+uq&Td}#8ImY*ldEc>sF_b&7u^%}HG{`YeM8~Y8{5orbJXUXN*?q= z0RMgEg8Pl%x*h@#}OW59X1HEWbLYb}IO?eI&W_Nf@VZYsL` zGKBdpoZkYD{L`Y&qD{~)en%#L2~uJ2&q-&&j?d$b@a7ig1>SQWEozX)JjSWSm*KZ- z!BTQi-)E!?luREh<|1G`U+|2iUep2(^FMOGENX^jHfOkO&SZnjsCkTuV>3ke@NCU` ziMg8r^>eo^>;QjqkZZYn1<1%!mMRb!p|}K9z`iSXVqVWH;HK*o+dI4-%e_+juOLP3 zkVubFd&)YRYP75@T$zl)mw>eLSJ&FbSXG?0~u6jWN(FO0nCX@FJ z=UcB`E(`Z=hAu1kMk?zWd^s0MiL~mCm}y!=2Ic z4gEv$aHHsi@zN6&;1WKXDau<4pRD3fvjw6X@s;7xr%1JpzpnTA5ax4UpTF9Ajt~*u zr>)p5zShHvs!I~_!8x#6|LvS(r41mR-v3F=fC!n@*Cz@#kl|qavxb^v1P|eR)df_G z;HYMf`;Io$6kao0m(X1eEc{a3CvZYIS70&_Z~Jp zT?v&t3)&up7DIaGAy+2zDqv~rD3?${SLr2vISlBs%Jx>hggdMngehj4MIB&DnfGU= z;pd(rDr^O=)APy#CXwQe3dnEoy5S%sm-R(fr7qx7iW%pyj)>n7`ygoY^;(y6YGNKhbA= zQ?~}voz*)|$~0j|yP2WsVlkYKs8|*dSp+FZPDHG2EQKt-PKVkzwXj`CZ-FS9gI)i+ zXZwyD;V={6v$qy)sRX{Ao4kJODHy7Jo9aud1hksg3_*bKxVm@Ahf$<{CX2s&K7`uX z?S4=02_dC7SNZm7=4zO*c)iBd0A0I}K7MI&APuBa>f{%$Zvt1}6Vc{gRUk8?(zrMk zuMXo^0LGVXKfqckmk*I z@^yqSWfZfgN7(sXeuTw_1m2&FInM1t<;!yWlkIED;4AAju|fn2c5LTF*Og{M_sN9; zOAgk-CJHmtp9G&xlTLRpFND_{PtAG^l3*V5)wNFAM9`tQ7cpb(&y}=;SJDdL+^zR+ zQNjiAi9{jESHZ4}FCCwvyLA@Fji!0{T!>k*wbi==^Dirc?i|6+sZ#a>qV#otSTM5B z$;t)`dJ7VUA0`yQkKTDPgj0BY9DHoSg{Vb!+}s{!ftt^B2bS2Ga)_@fTX=hIGYHjI zDLW(=0i`Sy?uogy-#9O}%hkiCi`-8%q*|b7S@~|KXC?4-CG*Z`*)%wyaw|p#kH^}M zlKWE$+fR?$HDgTA+(Cx2Qt4zU5PcCHB;o^X53a?nlnVw93t6)R=PKaaf~{QP%|(!` zVI;QCxCG9)j`wzDR)ROb#$3`Fq`+TB=Ln3^D*Wt*>h>bgd$s@EtNnRkPK{-$glOmf zQKmKJkWJNkG=K~$+pEUX!A{SA?c#%F&>uE8L-TquFfYE?vjQ1Mry4IsCSl>~)pMe% za!5F24Vrlm)_NcVqj*QN%2RL@*m1OU2ku9DflGyO4wyz<4XJulh0LC-OX}`7!|u0M zOMjpSKe;{YUW;KV^cW7KI=E5I2(Nu{D;+7pANIw+ma(mZ9@4=?)1FG$;HxBj z;9)UrI8mz8vY-a)Zc}qvV10aizrl}Y2(VqMKY*SG92W)7$?`UUioN?=W$8B1x~=56 zX=^T!q)9tJ)L{Oy%1gFp1hl5lbiSo%5NHqZ_cmsQ;Ri zblrpqGfU+=QyrS2H;kY0E1G2aeSPn6C>A{!s*mz)LGAWqDpx!SMyQ3f8rU>dQ+imx z5@HQSd!M(og16Rjcdg@vAe7vBi+OW3$Qmt~Y+F-G*8VqC$xf)2BFwQByC*Pt0Iu>&H z2t?<>31h~F)Epvcg_{^GjpzggF+F)Py&^ahEIanWx&`hY5K#~hYJ~BXoa%PlUc(sG zOblbK2pdk%yGMqWu8e(|D1{PEcxACPv<@CCjXw8&Gzc2+f_Sd+Btj-pO+dys9Q5U! z$>)Y6p4U9*YDQ;!yfk89>*Jl1@m~hnaBovtg z2^^aa%b3@|j8`)HbJv4r&!@9JpSs}oo65bV%LCzs9$8O)O(gj0MT-Z%4hLNmr_k4? z^%%?dGJ;>J490ae6-O}^EWz2LYW3YFFyoewT7w<@+!Z%i*1ST^Hnp(b2YJ+aP6@PA zJoL!jz^#0B;?=U2pXmaI!*D8C`ed+l9o*It$F&{fdMNJi%`j1L;JsrF37RYCj^~BE zg}x8OWSQYK&~YV93I>HiL~uuF+PY|ndg4&uhdI+_CpmeR>}&y+hn!}&8=IlssZ)J* zU>ihjdtD#Rh4Dj@RwRv#j{mLzquF@w^#7>>428n|ZwoLq08DS1bu5fzw)kT($k7lF z<@f(!+C>A>e<>6gYZKV_b?DEU1<`3#F^Bh80fttvpcQ`pL?JJzdAyx4ywiFXUIhPD zV`_~Bh+i7t-vK~p_J_Jt{DE`;5DO4?AE{WAR)C=uKxl;+Jjw#L_B4>_@|<`b8w7vR zE;A7RR)C=uPX4t2bv2LW2oHuAuqHW$(iIRk5GbdSvixrUr+o5*+2+y51|fi@ANcEU z`VMc&+qD6wqr>P-w=j0-A7X!K*AaKES4k-t`t^9HCx*S~OsAv>jGRJz_L4Re^t(a7 z{jU7u8@_va&=oKQ32le1ms&oZ*8bi2m6o}NQ}gLfyMzfjyDnIL-9NMKcjNsn^(ESV z(B~iv6XdjYZizDn?VuITXa$Hr9e>>ebQ9n6ux(K>!{vQPxtv4-sux>DvDf+A{9R**8 zz?i7|X7MERZ(X5}YyNogI?#@;03%9h5OrFPy0^bk4Ct?4{rd3yq%3E;>nBE_osQp~ zf1P-yDpqcHy3gN#3MjuD&%WaH{E6o1e;ofW3ozpTD_GVdP!_kDDdKyY17XRZW&}cU z!cyn%6h^3nUaH$vE8OM2Ae@aI=U}6$CjYe+a6+1Q!?1lNWCVQJZ+{Tos#!+PE#^lP zk@}-46xtSCZfH4;Dj(Q|AuBw99yjSGGqZ-D#OrObMK_=Xf!`^dq z3+#C$*mmtI5x(*~+jI1OJv2IPQ#C)`3e%319G?t0MwySR)xkG!?b+`FXlAxzD8&Y; z&{PI;KrKwJ`Z2M}3bl7$V~ZrXDu6}y&I!G|3Rti~x0>@RGAtZ#p1(4d0GcP?Z#q~J z3Gob}Fdh*N{zDDBJDn?Fd|F>8IEVy7{k@IGXx1gIr#!Jtjtr?Y{gx33j5jI!-JL{N zQ4Wi{YSEFcz#nPC7ip3OwsL`P_af^-fS})GcZ>wv_A=CW`m{sU>JJsGKh%Nv^|KB> zjSaB;jaTGCoY1N<`8EcBMzgdH2c^4rc0zYY+##7c=(bJf?|yJ11{SWh75(rj7T$`r zU-0m+g0H0t5~rTk!)=z`ym=}$@Wanq@+652=F58c3sP#~23OGQ8yy%^;z=$|K8S9f z)QL$N%&^_F-@TUvkH<(l{z#3Mvc(n~xd%J&6E6=FOW;wzgiF6fH#Cba#Ux=Ogh;pK zzQLSGuEEZE)9A`=B$!hF{w_ZNO{H`N{C8l- zek$RT;F1>&aGI(S?1GqU<$GDQb7B563ilZq5PNw}$PLtkg(ijk+zqCx%(qpU$(XC0 z@_O!2J-nv^QDnYw3EmlBR|5N*eb+2W>p}CUL&fF=xo|8e_}rbx$?!()ezo?6RLGl1 zxhvyb4}Pz9u_rx2Ga0r1O?oA*keD0l^BzriOikzW76 z)aOV6tVByEF8(gCG_WMft#A0r=$PLDUkQz02#w`XNs)T;7D78UmIn9B{C;(@b20RN zTr&5Fa0|FLD7T%5BB=GA=^uT-Y8g8ce>?@dXV+`2Ui~3s<2{|GYh?zqpr1M}KPDf#1LwXh}pam1+#SZrec|uXt1?zz{xW-JAn0qc?bmmz0{ehv`ngf%V3@rnW6ZMz_$jfa zy(CyBSUn+|fefF64+J?2lfRb@-yd04y407{n{ zBsqg;7q$TV63UVYmyM2pf6iA5nR-W4=Do(}IPV&{BVBb6FK>__Z%_cws7!%O;OxDM zr2hg?TPJIA&MOrb&eP<4hJ{vdru|~eETiBi&ksA%bT^27lb+8X>Io8{D=ff@= zws|Kv6#ysS{^`8}*}!p?G!ubZeO-?L@qPq?4N6yZ?$?*#_u(ZrukYB9Sac&|xUm38 z8EmV^-nT%qL4B`n4W=xd+pIQcE}GIg5Ep(ysnhzWUQ@HzGa>tjx!~rD)$l<>@{xah zIn?@D>AGAX!`B>x=rnYb7kb#Pb81fs1euaf$YETS?K174i{drVjj0ym%4HzubH32> zFm~V<-w=(s(F&Kk4k#>YAVOdy(>{}{Bsg8TM(3DYGni7PK{+txAai*g?vIH4*ZAX| zXkJNKtXqLQM8;IJs{&FFhnzaIEfp@?4F()ISqmkhJ6EvVm%)`Y?yroJn&3w29r1(! zWTeg88P>l#93)Cc_9`<+fKuc4mQ`42tc~f9dV=PHX1CtiyW?lflC1l~{H=Ih+t95`*iaDS z+APGC1bhAX-^N7O!mBAcD=92+n=AWAeGSHVze(pt%tZ|w(-FNbeo^CxacI@ z3Ide)KZzVDr%I_Rpq-f#I9>~4^KHELI-%)XB4t4))V$+_dB+n#iOLu%h0n{mzwTU; z4_R)@szv0{m4En@&gV~IkPxRZ>ptiMr}tc$A2H$wl~gaYV$da;vjr}!ftI5S=6tIz zh8-^we2{fg<2OiX0b?TEr}?m|q9pgh2^P}Tf+p4l8MEKwv%V!g1EY5|f7!8~_x z&4n&}dimKBK}|1ji^=k8xH3CogGri8>{dGFIY^oq#y%hQO!f~iT=X49KhFeXIN;Bhh);=xqF&fc@ubr&fu!AA$Pdd3z*;NRbpLBCtQ`nk z{NAM#F039q92wFFOSyO$zXtU~x2b56qB2)4qQ# zfLQM*Fznj2PVk1VHmz_&E2Pi>F}{s)k$5V|F4wb~VG5=zAZ#Kq3f?rlAb91%?*L#( z(~m9vC@Q7x-_PB{0tWrSUw_jB*vk4QOD(~_=jPH5lUBH)6@dO!z`;V-4no)qZgR_N z54r*lnw0&^?Z4FUnQc1x&kPv)x1rzvjaH+Q!s{N>6>zo?L}b(7v>P}67Ql1Faf*kp z@}ZMRtRZZT9Jr}hJK9Gpc+jpJ?R-$KAM3e12n}@GXO1awSyPNXw z#s`Kpo_otjfBpFhMw)qjq90#||89J%Tv0BsFt*xgHw^Xn27;o&`B=2`-S$rf2s)EB z^%In(1&$qQvA1H)g8GSD_7!#5!9T>crzg7>G&;+98^+twyodME%5PO*WpXPe3@5sI z778YBg)tYDd!E~wk5y2@18SV?ZLs9?w?n$C;?T`|i%A%oJLQQAuAcFa2G4Eek25_) zAgT@QJI+eP+|92hYNj>tUXST)14}y`u^H#Q;D?$&4X4`s=!RTWYf#QU+zeHm-*k()) zU)^+kbjUr4@1#mOLwR$N}>!SG#o4j3+8nPvKTyEyS+! zaVt;h0J$#HNnexwxaWB*m-b(MIfq=8zUsTwI@|-rOw7n*h(w zcQG4{M8bk+PBtX7Xb=iI#Z@tk41>!P=ImP7@jH3s?j&OwNVtl!&XvcQrJ8+ni?P#p zU%(;qXfF|DsGZ#&pyK=}WQI@|GH6gzk4|96h|&?n0u9A6j5oFl`VL%ub>M0W$Wy+T zzhVIiy@1%b?mXEfL_&vY4uk&VD_Or?vx z8JR^-`sXwa4Y&M^`@+Hs?{dmg0n3e_tAy4j11rK-oXddo(+Ptx#aeJoi+&>!Ujb7o zG3qQg6G1gLY7_oMcsh`}R+I@RfM~5-5}Oar=R=rI3^c%} zL4_7wr3TOy=-aP>`+IMR_!{MfU9kLH;;L_n`9PKI-snb?q}~(n(vUX8qiC6^*95Wr zQ*r!LwP16??7<1MR4_ysHtX9Aa>=iiB>2kVWy7lHC>I17;lq~k=*BL>7T@L*S^*9h z?6wCYgC*Hw;NrAV6>KRf2qq5~fE2>RcO1XWq4O?kj7W;gF!l${}RzQ0iM6if!O<|M<(A*M(sIJRR41Sc%ior^gE5)D?=| zbuBD7v>}>Rf{bj~jm#Dx+Xi85LPzUuGb--K-Rn z{NG2GEo_HV9G19dLd30tEAr^#`~H^;x00)BFo~-WI#Pug7Hw_>;)R$^qeqa~`;NU% za_3X@0({Lchh42XbKU*_mi(ltxSqSM(~llA))#`b+3;r0%cT znwF2!u^SySip?VpFv&(5XCq-jj&J>(>8J*fikA}lIuBD8bbZ-28T0_hbS~R8O1$Q; zznV>mu7OnS>n3@Yf&Q};=L|HbT9v1EcCTbN2p_XiRTzvzbHKFukFG?)bVgjAOiVQF za26-@Vc|m1qC3ZZUlpi~e%SVksTs6Z^-I>uAalSa*Vytx1$>_F&}}?h4^q8;*>=4x zV32d{UGQWQxW=&@K7J5$h39M{T8t8*(cDSMKfMQDhUE}OzArtV ze21m6394%xE{T63Vf<5)b3VrZZI2AN0y60G-mB6$$=L?m^|x7PuEK)cFNV=i1{+Ge z3T`^S%&&!Tp*Op;F)Zh(B4t6Tljs3l$)NsdYF@><8kh)wRDALZ5pw6MoxJDT2Q%Y) zJSzKtjEUnV*+A9ldCT0r4tdJd)v<`|Iq~GBUT|ql@8Dneg65)kxn4$ zsueljYypknEu3mcJD`YInRj2c8tm1M3YdB)fRpcjVu*e{WF9Ns=uuq;)hk4v4ZW{J zU~@o|Cxr}_^*s0Ld71&|D2QDvVN(u6j(bZrRF}F>9YChzC#hC*g|+c8YX2=E15NWz zh%zTUU4wwX+tTvR;(8dn8p^y;sTG>zC0(jkG(pFLY`r?8Zg6+7HC`KpdF5_qON#Gx zLB-?)x08x}aB(st*{&-GGO1sbWYAsaas3r~hFnO^!J6|MST3s~XVu>V3Z^%4ZGo-K zPjYMVbC~MNi9XyUcp|2`rN!+H{HS=IIf-#q5}){|V>Tv1FX5fbd6p#5Hww9{KZT}o zc^7BTAuu1gX{0$M-vCGFC9ME28WWyIs5q0efws4oINrM6th@4AGXB7 zk*SwIbLk~FbPj=a#Tnk}EZr5GUlHg3J%;`{>DyTZ#npT4n zG6QL;{);QRVJ+8L(}LyUVD+-JK=WZFFnP_{9=kCT*05*RZAWjGh=Par6{4HK&x30d zM_?*+bZ72C&Kk78^Ls3 zeUZIP5J>-d`voXbDEX_&8m-g$mkz1%34()3$Dj+hKb^!unZUSrjH;oh2bO;V7`^5; z$-s4V_5C7QA6Wh8?OPxE10d3XBMl(`Y5Q9G^N$l2XfizCnB)P1e;$t#3EH2uySfc7VeLtX#cIA{y88-BL_FqA*TgCM(?Eaxr&PuRBX2p;0W4txscw7g+lcJq z-;EF5HBiyrcAxJ2@e_DO;(v^|nFsxLe1?*k>h(u|>oD(oy7}-6eY5o6jVB#@7)i8^ zqZ_}Ju&2tD#YXkXy5Ehr%pI7mJRd>_@Wlu>wmwiP@AKOJyYa_2^!kem1=DR`n1I)Z zy8IJBrHj?tTs5~O3%~G9_CE|W%SwlmC&U!h(nc@|VAf(XuLUqDR^xVRgX47v3%4g# zp(mrGID=z3Ogv%>`+^io%MM+EZAjr;zppyr(DxP?vWcDGj!l5dOBSmw@e4iDZ<|Cz zSOT;~eX)1CTMeI-zp!$+*1%Mjh~ZFcH89JEuWh+OhO_$%bKb>~z`bu~>%njJ5YN(o zWA(;*5OjI=dEfjbaKyfUE7 zP3qZm>d_mRCC-0-4fOh*sV>e!&7;;=1qSbE*nh^-ATBEgtj{mjYQGu-D^jxdtXD0D zTY=sQDu>YR+N^Mm3b`H>6H~%Yx0J!`d9vl;+9J3S=()OdMJ=5Da(c}!>^w*|41K@Q zo&k&Ul(>w>n_*69vdTj2e7)q8JQ~T|2C|%yw^MRz;H{{hne*FHXj!B2+`zgL7&Mu> zpD0&=Sf|RFQj-?2kV`6lb1e}#3LuX440QM|FxJYB0$?F|iEZXnvStRwP4%yja`! z9Gt*L59~~hNrVd#J*}Fr6Jf_KuCd9&T5!&)3T7u%!J(mZR-)M$N2aiQRg)GOu8H`W z-Uz4%%i~9u3J9Y~lI8MaoLGRk?bCnLr#}VmURNdNU}u%Xt#@6I5}E~(44M2eE=!3a z^`ZcFeCOncG3198K=t8%88IKEsLKb--DD_(PrNNX>XWE#mGq2w$dw9G#=Cx4>A!^K zTv4Ri+;~Wxe&D%c5?$o^jhDswltbx6%b5|yGN`y(8j`RN@2@chw~fg)ApU7(M@>R4 z?2wqdOGcp$q^V0Xw9YgiX%DJ{veY>@Mhj{n`0~dKtCzMyOf>6Qeoh&%@~b`#zLyQ1 z7enT_p@!Ul*}H*Mbb(%6G8D+g+XUAhCGOsJJPw{{5%-CZgJD%n=p`NDFc`fmzwzq= z62xotWO*V5n9X8f|1qv&$jrG_7l71z$9Z?iD#AptHa{w&twV$(Zwpj~TAFA4 z*fd9`3|g0|X_SmN0*_`=U&)U;Sm$eDZ>f#>-Gn=jJG2LY)kMQm-Y*>91zOEczab$I za{L@@NP>jVi!SwSYJ*j+auM@CV<(!D`@Aa~_6(&y8QGK#`seO({17jK`c?Ms+pseq z;SOVJJ})7b*go(@Fczv_hVSsb6AP~K*8}|1+o2?D&_k1%2qxo}0?#p)YtNB5L9r7^ zZQt6oGYTi12HX)hc3}t2Pu1Ch1^>P_@WP6KpPw(yC(hsd)C^}8z6)N{7I?1&?h>86_yK$eh_@U&USv1av%b z;LC@veDfkp;}c=G@D;sFKhP}nhS;JrcsRx4LW`- zl6Cpw4IMK~mlH8h{M{{quPW|^@Im;&WYgvf;0d+xYh-MPb0>7o=Wapina^7T*%wuC zTCrX`YhDX1qUNlp05$Ck3u>=z_Yi*^MemoP_j;*0El@l=N4g#J>V>KCdwF0r*IQ`N zq734uB9%PfqKV!0%U>iK8&Ohn1Gz^Dz`mvUwcEZx7`h@L9ULD56MdNVb_E$26XSP2 zp{ZxQ;F8=Wx1zxDgX`kQ@9MzcUeMF4uK@PjR6Xv(0%z3)3iSv*Yp8|4ROm&4!WWb# z@yIr4i>xgBDM@ofNg5@+3cW^FP?-mrphERVDF!u07RW^AgL=Y&bYb+wxvMvw6>&QS zLS{R;&o&1_fFZRIi7R687{7J6BxMN3SU?# z53n2%v7G9AxC$9!-(}2LH#ESG+Z63Y7ckz~=NLST@pn&096z2%#=^qYvW^BtkZv&A zZv3VaZvT2tSS>o6nD#UfxLDZIOil8^?H;$hl2SHot>kHZ(NBbBl7dRX`x=3CasTd8 zEYL)fAMhPUGrJ4T0*qUAd*QAc57XYuZBTc5^|V|v3G_~RUpVDm3R~999(8u?fyuHt z3l@NLO#(Bo+cVZw}8IU z1F8hqI?w?Mq-@gxdRoWtuLXtmgtoP>wzj$kzIG49ys z!tC$&93=iS{wRU*zLXRtR*MGcX~2|LSiqNSiEeL!sI$`xPuTjwU*C7%-vB)gnA3ng zj_=*3lMNp$2YctcKcn*uz>e*&<>xo?e}2*f(#M*MQ@p&N(*Y{}KL9z)`6E{AKU@C!U-a7#5js?JESbLJDM&a{Iu?-5vsuQ=W&U&pg*Ajn;V~V3t=+D)LIACxKsyh3`~^Qa zN}xkPX5Nt@Pr8D@W&)#v%RA<-blcx;pW(uB#jDTkzO4;Uj<4+~O_{_J{ zG$Lt4!ia1eowmCFIUNII1r)1ZP7`+62LA{--QdMA*$9GlmxqG1d$S{-(dQ3blC}%*kh&lZn9hI?3vYIl5H~6@OM5 zuLnLt+Hyi#4Fu-46wNm(2c3IT0#664;7+vEH;(2u@P3dtD7-WgW{HFSlfH3~=;wYo zKs6p-$3>eweOV0!>>nLZ>D9wA3yIOQ^_38Ca#3kqdKVb&SAF7j5A$*b7FOuv^|M~o zLbiL<3^I{{6H1BcsM*v>Z+eLC^XdXSM?TbmP^gjPGwf6=CU#F2p__CyKmXvp<{I$l zNnB)itr9lwG(WX#1hw5drSD}QV$Sx=lLC4B1Q?TSxpJH>2yW(hh@4&>3N|Jg?VX1z z;gjv116Al!d-GN24yG&RuraK!ekW3|Cob;qH1tLdwa2?AQ*`5(H@;o4t+N@Ds5A96 z$a5@-IhfM`WF9+-cNjMofzrW8iEWVoT&>`_S_5brg=-jvV+X5g&&sAf)xa?^bE1~D z3PRmhD_MKA!}6Bhw=`bHfa{DGi8D9^zJJ>*KcEr@8;oS~zWbHKy}_GX*fBr2!yaP&*{BYAhC8}cjCTscy(0h?fJlJjECa1n^JBEs5E%_ zOwJo*HbmUvt@i^x^4mH?{Hn>H zMpDk!z!HlX_v22@znWJ*IScO^NHp3B2i@6mAht5|mNQ=f8Ku2vFSl zu)s3(;M~vyGAy9rouxHU*`R(e4GS!F&p4vjVMoq?&LYFNE`Bg_?EQ=K$w-*JxK;0k zS_Hg3JQ!png@u4a*VHm3+d-J^-9}PoBG{ZFTRqlnf!PltBiB}CgN3e9jP2%jjBQ#j z(dSGCA+(rlo0kHg=PD>0e{6!fhrAMd*AbyXxMSMVu^l#;vfx?^+|(SmV%Xx=9eByB z6r|&4ge8tt!0p;oAsQmB(D3o)Jn~#mU^P-}dL-fv+j*FWLPotn@Z#C?TVCg4;beaD zI3o$F4dQP-Vy}RsM)y4T^7jFGc5svz<9Qz5zSV3r+z4q@MnNkqr!qYu}0a4PP&lK3~QdB7dsaMI(Hp#4dBA86x*+wX+Br-idFKa=hmX z)87cCqb?3$wdIP|q7{z7Sh0H9)t*9Fvzx>i`xPnlcfJl^DXs>)S$*T}`~xsP+_Qzf zvIW8e9T(L5)dLmppxItMCB$GR0a|~>eOcJmPZqUQ{>d9ad)D1nZ9eP{_ zEY$0m0_nmZu!oref*+4aJv3_rJ(=uK*=}#hJtH8vC(RFf@}KBvwLXV|X|8qG7_v~) z>gB0-zX9wt?}<;~`Bu>@o-^#+1JcWz#K#aYuGBPOxqG7-?r-(ok^dRBurDI-yok(# z_Ybc|oU5#doeyG83(3_03P6l^p(h8My*#VEd^=ca@(~q!8ezB~Xw$LMddTs3ull&C z48+SF=Ed=MK#ohM%|4cVVAa3>Y3GF)ctJ3lmqto}wc$Z(ABNCX9$Fm=&bGn2T^u~z zt7~D)?WMl2kG=-p$x4QN)MhUTbjfkS6aXJ2lA;|XMESQz`?qJp!p6@Jic*L$b-8N8 zTZ0-fqL`@=nqfRY8P@`MO*vh)6>yxA#-v*cu^DWqt}U#?7%g8$&F_uCy=S$^Zp$?I zuDV)hUJy=mg6~A6J0Z~Em{J>IA_8 z2VSaQw|)L7AHpbn6?E<1JuF1Nhn^NZ!@7<_DRuBv*mHq9N+ar@oD(yUdIGOKN{ENP z1i=E62HnWsV)%Uh{h_7Lu%o^}mRWA51YSAq5IKqx90QHMqFuoyP*)=2RfMkS7x!k5 zsQWZQ1LZNfvIKmr6$@7PHbAU9JBlsPOM#*>s%=J7Lek2f7bUP{n+?}Cn?^WvHdU@J zzY=EmUX{>O?giuVZOW;lZE*Dn%Z*;0Tp5Tx<62c-07_2$zG{v!M2T z()ZQXJ@8{(jw2rn-E2&2A1>oXuN$W(Tzlbqgl`ucV+}<3?i^c(-`67UCF|x-l|WqR zs(C3%y>N%5lsiW;1updMiC4$(WBc>ppU$Ay%FCT+$0d(hel zkD6KgZi`_K`9g2CAILO${iS>TRRZb1>-Z)NoL=;Q3LyS(Vzp=h>90Vj7fjmB3+9Q1 z{LK`P-Zh;zF{e$~ae{8fbU6VkLM(C&O~UCk*?*@5(}3Pzw9f=(!Zrg=z2lkmn(PCA z#A^L+f~`H*;lZS82pzx>B``4Dp8xFvixrUZ|rQey}8+o4q&bM10eoxd{En| zkKcXh0jBW328d^`HFcig^`$$1YX}N4_wLVmeBJPO+t1*wwfOijhOT2OMhN#gFQ9ZO z|2z%Y(+UKCI{$Uq!o{#4MSZ>%YI^@dm1aOnaG!Qq;q!ziwEK+)5UD5i=Z}IFM|0us zR`2j!Bgel{!Wq(ZZmcipJomf(FDBT$@7V1|2k@2?Jcr}1#U^!)|8D%@`Ex(ERanp+ zzbJv{>8M41x{}QA#yhe<5-yYX_}leomrLp68qv8z0f=5p7=PYQh5?3>hU*j=(DQP` zLr*nN2}MRlI;6Ns&>$<=9P^GmnYulh^59*=wSh$Bv~9JhC9~o;CAWPsF{}bPKN*Sk zoNSoq^lo$T0}SMqKEM|AFn*dh?Id@;%+QaFfbL&}sdOrys zxL;R(W?B!0ZyXOFeMEwhNs+GeIAd?~;+8ctu7jw_@W*q|4%h8+LN^NsiifC3Cif4n zE0>ap{@PpUN*9QJ;9>3X>YL5LH~eO4IG9`Kkq#Iqh45jy8gtd^<@gss%Q5iO#oa z?uP^_Ik*Xy5dEX|w<7nN$}MXGj-kAOTrU*a=uSq7w+ukLK>6qL3{TK#ieY6;3xT5& zc5fxn9@&t$9*ur$Az-5PfVE*WoSWuNU)fED(~f(~&SiH3pXBl*qG<2i^<+uo*!>Pr zvaa)p`_>9aT8Y<$v{GP&f%wt&D0-j!&U0oZ=7ObBC~RoU&6^+iz*nOY4vSSU|M0XF z&U`e#)stHReuL_J%}$oW_M(BAm+NsR9=fYvLm?BkPKYlmMfaPlTpt8aHoO4ww+*3^ z*rIu^V{r2&mh^ex*uuB<6;LViVA;15-M}jnQ#x`R-D|ESrmd4h`*iaj=@Xe4fISl6 z9{w-|0`E>%iU-!fi%CQ4SDHj%%SkF&>x7hqPwP)T%WQ!z{r)e-8kHb*wIVJ-uLO#f zH(+*e6$X=TyW9!bb`U?b+^ zWVx)*)h>o!g@tWrjyA)(sq9pS@^Ubn);YF5qyZwSHh<_+w7$(_eOnT|st%uC6jucX z!J3f;-Bl24@o*n^Ft+-Zvq~;!t%N|TD6A0lj~}>j{6Hz}jPzjQ#Gr4tw`sv=-I_r~ zbM$#LDI9`J&0h7N@PW>o^+NB9{NN^|_buy~8dxiow{UMsCG;lTd+a%cGt;88-!rtE zU_0r`!vQaJqicOdY$uW6ivlYqZ1sZjwNDz?K4EMBSDugHx6fzz?$lu*b%wx$OD#}u z|B+<>aRA-$<_vy4i7h-znvXy+QVr$`kJ+Zc^(uC^{Mas7Gh!^hV7CwKmYDyPH0lRZ zMlU8JuKB^`8Hx8@ml~n+_#t*joS_fx=q=cU`AD0Q8Ic`KhF2foJa@r-tOv(T9~XI$ zVM)2`Rr!-Rlc&y@Q$Qqkm)9=z%rF49+jqY7?%~~d1;#m zJWuY(b+Xl=xbgF}eMuJFwV8h@R1sSwE{x;5^{T)v_u=*jxrtz~<%gxkY&tNB>AjOg zcdgS~ma|phOq6d(dCw$MJ$zNPHNM~Q8v2sgSE?a}pzu_zh)Yl#v}=FpT&L9rZ-glJ zaAj~<#Cc1@!2viDyOU3F8uJWA2lj1N>VUvk-%b((dO<^-vS5rrr9;rLMh9S@x*>8q z2?7rVFB#JA1L@;AZuf$*VxV^-kjt|kZcg{TAMj&3WY2+Q^aiS+;}Ya1$6X zemAW&Ou(S$nr8yVfe`B3d}i--2uwyujwJYFPMEHCbEir%)?TSy4iK7@}KtdVaUCvXp<8% zpq`TNotyLPd$<(1D0#vYDCSqV{Nx^r!%uGe#&Yy=68P*()J#$j1tX1gf|^GJY^Ih- z5b-~9Vh%W22%VzgUdyi*!OP6ll^^kWIFF(^{8R^fI%JP7$4cfr58F!qxizr;7e(U% zHMp?jk6gJu)LglSU-?jl5JdevR)S*1`Q*@Lh2Zn!`|xGdUO26MD|%;5J;s z$JV1er=)ukL{rSpFmPP(i~pw53-wT&G;MH%s|(a!E~~g)E`WzdUvxftRs(^mQ7Hh+ zo8d$Emk>c#zhZ;(y_`rkx-RGIxwC#{|O8KTW~^U+!H3e|{aR0N!ZjJ0Cye2V4LA{|o+}uSG+O zG&e7Nxm)3M2FTSda$;7f;8rT#Tiv{epV{OmHlcu|-@wo+a@p3uwxyYoM9r&ZX- zmGt)Af&{{vw(!HR_=JBqe)V%LljjTQ^QD#(&do2+?b~mnL_>-+ZaD2c;Pnf#MSoh3 zZ|aLV4|>91M9~!Yw>aOX_))9*G=xb*s??k6=MO5<++FmN9n#!DU`S5q){--R z@w@%6h&ZT0cosl+{gx6IfA!{J_d0j@cjK$JYe=opwfh^=+$j~l?aA6XEwt7*%{`3v zdB#J~x?B1bbfyx_D$YFt+WGl;Xxq?!eVw8eN4)3nwjU!T{mz)(i*Emg2|wS5fq};5 zrad?QQc+rpIRWeTiY~o3%WHBOy9EYD}%95$3k>BRzf2m<54XveFwCO`$SzOLzTlry$P!% zxa+cc9jP_}LbtNL-;WcLu%b6Mi^mIw{v_b4meAM;6& z{6qw|7RzT9{nZeo!JIDb-Ug~!MpGJ&b#Tn!M6luEMi{Ia0Fm(ls2!-~y!{~?ifn$` zYx5aPU*mky^plH;qBb9I%7QL1)(dcL1y+id3nyCJ#5Va>Mv~yh`X(_GnSL-~*yphz zH4Zj>TldoKb`;ECys={0i)ct+mnO&K+5#6wvWr#-qd3@kjiDr|1}+s}I5gL)AKhx! z%#9$lgJ#I|v6)Mq;HpACbd{|Q&hlFiAKp<6T_)u#O*`wsOq`YYWi{H!UXHHyHp1Me zgZh~{TS=hu!ug)w?E)BVEqhkoUIiqsGgW~Y2+SK=;J+ii3D(>hjnSD+gMrG$JTBi7 z!M8K?*5unHxSaHzk&L$ge8RScV(+S8{JObQSVA>a1V>p{h_=8?&e7byPnaLJg?-57 zbUi4MV_Sl(u{A97{fZ-UQMYV>cG4>MqXl$5?>D*Oa9UJg9&(3ubv9 z+nI+|L41i;_=Ct2`2J9#F)Ot}MXYH=uh|E_eMHMI_| z#w)$B(W%6oBJ<$r+)4EM}lEB z&u0_uRpr1P&#J&sRtc1R;!$i>3Hsbz>vJ<3e6iN$%a#BOQK^7>R3Jb58gceaG58i) z^J{hyLAfeyFy1OJ@;F~H+NF5lI792#5ZYSfN;Py>p$*T*`6InK^Tu&*%GD#uxeDunPq* zw)@>F9~!|(bYOfBN=De|&$wMPtb(|$B0daqNNAmv_6uTYfL-S@?|~?K0%CraK3?Ai z4a~hnTwvPst)U!#J~No*tWq9z!YOQ1kQD8P59y=0G(qe8tj+tGi-0$SaoW_j1>)}2 zxRsx6fRpnS7JN+Tgl%Qvf#qJP_3d+%tuYUQp<|bteB;C5;mwi>$0QPnIZuD~s3k%{ zX;9_o%{cN4$Xbzir60@;k3=bBk5apgWK7-O*16QYR=7n;->HDLl$4t?n0Kr^<7o>1 z9NA1?g{fmcy_bA?%YZUr{#*KBL}6PsFwa}6uw+9OY!k3%IC`fN&QOZ*THq|>fj36>wV*t@ z#9P6l9`Y!0O*aMe%V9>sW1o{1fdHsTeAU3r}bZSo{ ze3EILlxeJm?k|-V>`!WdEod-)ny(W?1ApAww7&@+ScpsRNv;QnhI!k3y&9lj{~qH7 z-xgqQo@%LlMFcxenU;mpB=}kqF)XGy0R8T#Cp|G0Z2tR-ul>u~p!4m9iMj`P9c7*N zWX0>C)-6}3%_!+HDPvoghpCI!74IXz;;4Onp$UH>#_&h`pH;F%&xybZmyIV}D&SSi zwDP5GRnV&LZg_VVfvfn$2$4S-xWY2FR9NF}djEHuhe8pMGo~fkw6zS6`>TTsGp1Qa zFFK8l(x5W_QiW>?dRjK+r)=@XLU-{vUd|>I~C%cZ&pzOS4RQd*q|tX4n8zOXjK zY>w^uUhjHHY!xrLIgMuYL%EL+(-acF?u{6cCS6DN33j#)9Yh zsTcUE*F)P$d&?=dI#9H~k*KvZA6`uEyY};OGpuoqu{3h&hL1dQ@7R`Rf@9~Mdcsf| z98=$-!Ka=M_I=$&q~3Da{o~~{gLV^K%vSQP5o&}nOM|oT?fSrm#~}6@5$jFlAG&%gkH>zCRTxgQ_~$bTJYvWZZ8TC(1zxenYEbVrGNSOgyR4wn*e9c$1`3rGR7GdiFj zN8c2Ju@u7EZj^jSk5ckrtJEToP_TMrs<3%$IE4FY7YqCdgEU`e1tA-(k@?{i>rh(- zFZU)s7T_ubTgByeyF1!p`@*{Q_Mkoid9Z-&DY zttlHlsz9BbMyk^ST<5;@EF!lab6>QywHhQ#lzzOnufzEA4=dF_w198ZtAM9{p>Tk1^FhwY zXYi1>B+fA@7#4+%SA1E8^(aw0`FT2dV6B9@=Y4CfmGwTC=D#!MAp8Nc0P zF>eQGbV#`S3fIBIpXIClbuyvLqKsLx2aD_7V)E5x2q5Dp@UkC?&|}e3I?+;vaPE*d z{n(aTFv{zi>gTTlr$-Xuv27)A%PduY|0xnUrkpAHYLo?uetY*!sraA-;X2dt+z@!~ z=pa=codE^KP@n5q3@_`0Zdz(o!sh-UK|)16u$^DANDmp4RY-p{36_vTY!cGlf zNFg*czuy-RWqAc8P>6K`)LnmFb^Ub~ES2oRSF9b@t4ueX z(yNB&EGUX z4xYMhN23-$f-{012Te`hZV ztGon!ALNR2&Q!u5uxkJg=J=@O_~c>u3;De7hk&_|5@$6$@fG@Evc~ycjdMHfi!xM> zLV|h?+wok<5DWzwKYqR$|4tn;_v6zV}$1v;OiyT(wCfImDrDjH=9^%@RS1~Ov z14b|B$jk-3U{J@mJ77OPr&J!#62g>Bb-wF~uQ5gTvWZAo=fM9)m>HMQ)BT?!%*fJ; z-!;=yf%jjCgTu@3VpH-pnHrzgfL{`3RHA}P;2<7eR)FqMRyWexQ``YGh4vbM_6<@A zGAdz4ef|Sam%)jRs$QA5{r^sQ&?)>$82t(`r{8#|{k(;iu;7$8Q+IFl!bWT=VMg6= z>i*#NonAgfS6*7L*!hD`XbRhV$unZLY$@=G{c zAm!eBOEuT0@V6QTB&_J?kOq~Yq!M3L4+y?~hfNbIu)%qW)XV!mG=$@BdAd2I@vGx! zlDkV^>gY}*4cQ`3MH;k(8TE63+xN5>ZwJGN?&IR8e=n^R@{jY!Xs)UISL+L|AIUv` zHh_k(6O^YSjejGIXw3Azi8md$=d}a-6QbSsokies#NCqhCZ_bvlz;TRNCcjZ--DN_ zb%FHvg%RfvaBS0Xn^}7dQ{JMsetK7o8ocJl^e>odvv5PXEDK#HJZg&Gpqh{Z+8X99 zVcVl2^T*|};7hSUJf(Z&J;uwgP0p*g6vY@`zxOLUu{fB!XMdHc&L#?KZP!^3O0W$vTFn$Vud`Y)m~2 zK0A5y#hYp<9EqU2guP9l@2%SIN-AVfJ+%fOpP4ZFUA<- z$33;j_-o<#NkMqBw*^MO@$u=hCBOu?Q}f;M5a!qlJCB%Oer3rOHBkc19C7cH#C?6-gj%zO&yGbFiGF!A`hf@_C7HldOnb!rilL`h3 zv1pQgyhkJfHLHa}-b)A{kr>hSxq#vkc$!ElS_65-`BxqJFjRqDC(zgivl^E7ujExi zE4IY(GM7R>_pNH3@k)$w&gDwSum}$4gjEO(oK{FWt*C-h%m~}fS_*|2i@@`c0N1|=d7J6f zLiMxcx1WlefbiOWODZZSK3wE4xWp9!KQe7JZ`en`qYT*{Pkn1a#f0?~3!Ybkh8e20 z$LgSVheY`pJt}r8*H6b>YlgBXcTI=g8en{so?sQz20fJCfH+{7j`^4w(ga0O0uNjx zumFAqfqTCL3BJ8C`uxVI5_)3wue!X(*k!I_Wx2%#K)2O#&5%hY)YY0i%Qb5P*UYMX z*X$T@UMuj}Gc5$-m(-cA+ZF~(Z|mee5+^{O_K8{HhDs=^S+incLId~?m>QIzDfh^J z4lxcS-X85gP`0kN4u%VYNVyoRu0am%V=sd4yJq`#@^u5_$S1e=WleviFG{w+e$(OA zd`Ae-O?e+v;i1s-B0B$8ctGjdBEbnC)>VdQNFZNSm1=Gr0;4^N{u9Q}p*!JxURhQQ zC>l6jO~RUniszrKc?oFJb)Fok{aFRs7w?Y=cB3cg$R?g!34L&3xA*7TVIs6nV=d^h z7RaQWNNHe(?N28$#`;ux{(GCuYFI}$hqDX-xy@j3umYS07F{1$R5}+wT#Dfi*gH=| zGrOEpMF@s&M4$G08&{7t2BU?Z51;x$ysxl+(eyLOa&%4JTwDUjI9~_szK4_KvBuH2 z{beAlX20W>_yCm1De^7`?DINs;e2Oq6I`)P-2G^#9rnCwmV47&2=4A$b>65bI*=n4 zV7-?J>II=Mj!E}G?!d8}fn!*h?(%d=)15}B+BO_AfnE;_!DCDpus`tp&du5?H+!H! zNHA`NM-m+OA|yrEhl6_fw`|gvND$cNdo--B2~P4Y8K&oKgcflVJ#DLU_>h?JP$mXz z3YbL4Ife21#h|fsJ1PK*3mL4}M`BuJew9Oh6?!{9uUsJ5jdAiqpEj)(XaufiLno=) zUf3HivM*kQ2&>o>@7tKwz%2#6sC$!0u%xY+7QdYfpIwiu&a3N&t1oVBVSkQ2ms?)> zM`Mjg-9^*>RRabqOmW-aiAxhmkyEhI>%gmi z^2kP1w0O>%jEE-=$$#M!*RD3*xL|#X0(XQ0cRr|}p6GMhRsmv1_rJE0N(FB1RFxGw zT0p^|?Z6JVV&F>nIBC|L1nkG0bQjX4K{Crmx@Vi4;0VWhSMj=9m>>Jrp%Fs}79~Af zI)I9_B(GT00!#;0=eV)U43GQJ(ed`RmYrZtx!`BO%?0GXj8J1)q#Z?P)I^k=u{ zkMD?w1V+Y^+n5Fz6ffVBkHkrev9Q6arX09wn<)OHuN^p)=dE$pZh%)K2IdRaHNw^K zScJ}<5K1x27lS)R0aFW14}|={BA zWV>Ar6;@T2dd5R=c(zF?x4adEW$JRYu3)Xk+;!E6T>oZU3Y+JYU%Tjoo&ze0^1OI* zyf9=U`e1DM!PsWdOb(l0-rE8i?Bt%9M#vcY!hYvcHyrS;v*`VRy|#UJ>cb52Aez1~ zOFhXK&hZ|tdG!eES=`K@>hO|aN-ekQBG)4 zE&#{*HRX@rR>Q4JOvm-mBu_A?3F)Tm2D?D-XLdTpaQukr=|t09$lIyTz=1@8b~C58 zo<|wH9$3GSC8H9W^qu$$7MDYgr)dfZHE{&{DXZvDaa)IGBrw{|eCbEf^0QG`{~2Kt)fx;@tPNW^`jW-8*VZwEbP!pGV$9 ze9-$G?X^Jl=?%1A z0YUlSU0=lHWSH02e_x*#&{K&W{QbHMMUZM9qPN=U5>9jeZ2Rr)-^f^=)geWjF30=Z z>+28hSwAZMPc!}R9)G!0)9%IAt~7+qmfzm~?lY&jJrBkF2EPp{YBmH?hoOpgyt^k329)q}TX%z`Zk}vbxyl8{rGuw1C3i4p_Yqf$P zw2q9JKY3nqyAcko*tm7y+FnS{sgTzCTm#LP?Pwfp)gf_Shm0daFehE}g7^*eEU!{X$FwoP@_hOPM^5MnajWmpHDi>4l*-&YNLzgsgW;Y489vDz!c zR>c^{eWWY*W+)u(_TB6w^c)<&oe$G1t-+Z2zJalxGDtckvtu;73^MZErnv5R0c&c| zIulGS+_~vy$`YK2_zW5RsMGBLb4FJSM%Q9!&u*NrV~BlZFSGZauV{jbZmlmYZk-_C zixIaOjbOi8sG9Lz78I^AUzq%;5gyYMXNT!3z}o)0hSgP!0cLR(m3>kM`p^AHL1&_2 z(~XCv&i=^|mn~MIgBA#$)(4-TV^MWJd!c`;A_3-odG+8UZ$I!TD-U-G48s1Q4F}5) zli)VngGl418UgYcxhfbcxEne^c4#QuIu5-^_r33&Enb?j{sD5!)Sak zH=3D;TeuwXMsK@(Yn_SLAgoC{bvk2jH>AC8e&m4wh}Gx)e!M4!d*tv%QXV)`Vy}o$ zN=JA!xUUf?p;sw=kjvNDXR6l>0dYA`<8pE#HB7l&RK61EGzDs=Fs+eOsP_%2t_zfw zTKsIr8*yESdQw$PJe*Y$qw`P7fKGqj>eT~iIyYOp+*1XQ@5}AOX1q9=ic~rqoYD<+ zceuiTZW#e_&+m&@m6D)AI2!G+czHW&Ldd}z!9>0fLMu>tkR&F%v^k9kS>#XzyH>b1 zUV3%B6no?3$r^E#Hj@XadkC;~?_%q-jcB2fb8$L2LW1wxmF%9EWW(eUHT@}~H*||M zotwWf6eQS|2)^_zfw+?i4HiloZP<}S@$491*OgI++As|l`x9% zL0h~77;VT1A`2`rVqmo(zQ1#Tt7}1d6zOn3?477iDtD>{wxi@`{&b!YwNotTQ3yL_wt=Qt=eGvZr>Ry;uqO`e?r zXn{EC;QfUTKbI`;2}?h;!P&R{y*&sZ4qEc8@TqQr4+6^?OyxR3F?N%Ov`Y4$z$RZx z=1n^%5sdLw+&a($6O%_m^h6rLH1^4bSX3}{-+bcg&5!AOt{&lIo6$^ssFO>jwi^Og z`qwl5cn)ue#%5CACc`cFTrs6H$*^vlg^E*lISiE%&jr72hNq%F`(C#;!qelc*SfcK zL1OvTtf6WXsCN;F99iukLa`iRZzb7bR+tG)Tat_CEp35wXAE<%OEf|^`F*?B2}+c- zG9;cH3fdj;I!B&2Ct6p)DT@`(uIXqgx$pNZp|BN3Sy&GJWJE=SeRPNQzF64nb=x-V z;d2-$dOQ<J*9- z8qu;gI%l?KqyUIc*wr`sys-vTL9b(sMO-_$8?C_wQ@eh&p8e691=lD5q5}5L)fQB_ zuRWC&)dCf_)urAoP6x;A?GFR%li)#5vAa5^qZ(NhnLZml$RJiLSmK5`S@a7W;h*ak^Z5g z72b${(`HU-hSkj##=STxwR0$SV|hCW`izf@Om{{A;R2n}Y-}c^k1*JI*{4J8I=Q7! zKb6C^FV-1vuk^vn{%x~54@e-llBjRCe*lu+d)}zuj~10T8s0(NgFrSguJ;{;Wt7ij z9tctT30pDsb5m#5IO&ff^O#YPpoB%VgAcYjo{a5>h!k>>RyUyE71JV`;Z_^ng+cun zaAkO5w`I3CY}ATty1qXi7>D2P5#fo2TOOB_5YxkrL!aXfMEXHM4(OQ;>OhC{Y28{R zvOcf6-^ka{1YL-p3*y1fTKMh+Qi{g$V1t z;-*~K>7A&_!i{wws$E*;W4#b>XCunAqz&Ak>nU70J^;^6w|4Sbx1bepdoFR`AS%q1 zb@-OFg8H0Q@DAmAUks7wqq26G6aJ_dIWi2I)#80`?2Cc@Fg-36;3i_z`c}RO%!{WL zVvm=>L|VqZV;B43D`xF-X~e+u2l}$3PEX*Na-+Z{%>Yo7dZZ?a)}fCRg;%B&DuB0F z%!$i|0NRFak9Zzb!ud62j_kfAU~0W7e)&8CETjB+Y=xtEcGX1Y!(9piG7OFc_1+^w zsMH_}a9^~->k|^MPDr%F{VF?LT7Z0&xFlZ!r{)OnLqUh=-U)Ysm3)=V=J)lW9mn}{ zrDik88u>k1gei&a=gA+)Y8X{rBB{8&9MVYF_P@gW4?Sbaj^6jIIzA=|EH-2T@?Cj&{BWS$Tn8}#gn8lb?#n5<}3ZwCIl?BEt4p8qnjoDP@ z8?RI|W>?-jG+_0A3ec1L(0+G9PX%;;0nUeAcXxunl)XB4LLls>zMkag|I&v>1@wOb zh+w{*qM3^v+Ab>2S#@vpYO-JjFm zu*{!k!n)~Cg#s0TQUNvf8IMypU^X5kNS9512K)a#ya5#sw1A!p%&FEU%IoALE&o+t zfwY^&hlWs*lKWa`+)wEj@Uxy z{y-W+gzwM&rviHFc~2#VaOVaF2TNe1b@82Bp}{nkkpF~NP!%myLgg>(7pJGEgVNX5 z=&L9FXb6Gd2hw?{_hhCa{FBN+qGic5ar#Xe)-S( zzX|Bwjh=VRU(y0jl)|Dy@PBmqP0v&8m$Kd;Q~RO;dUg@+ImLFt$#VxsUK4BK=-vZ& zY%v{Yo0{=a-)}g%G~@2#AXGyakJ$-PG2qvl zzs(3I!mmf}#MWWzoVme;c7E(jt4g@kC4n*d+v93i1fzue^}HtYciv6l$;G1kb`hp! zQF@aKVe8|D4&}&Z;QO>7L06gxgUi8Xk+|x zWaTq$@zpgjPx;pB$Ss}lBRTWg7{=BsoS!Ejmqdh%lsl<*n7TV|)Ul)tJWf72d<7>D zOw7lMYOdl$Dzsbq8gDyTn)kK}+^&LYmhhZ94cwwh>g@ z$?jl`sV0X=wUj_6W;LBnt%DFOEqIK|3QBs~WIHHt9#GvpPyk&d@9<#VWO%dJz|k1{ z)HZg!IO8>)3Y$XI{320;x&BJo35N&Su+;yXUTjDR{EW60^|Frw6T1Tbq{UT`CJ<(R zioOJ9$Zc7e)eus6HwL;e1@RaQi@0nZjKoNdTPsvUL_?D7NNN`>Bd0Ehq{0kY5&fkB zI6oe};!}eXS+ca90RbLa5nWIYdnwFAHsq1(#okv!QrEZc`8)}5A!B1$upUl;9!2l+ zLMiKzljm;lxJdZCKka)PM}IldkH#~LZU zdPJy+w8CKKbco%uaIvou0-CO)MND`;%IdT+D6o^@LdA)&von!UP7Nt6xK_IP&igoKop7Wmj}&x6lEOL~`-vlWTJLm>|GSkd>L#PKex0M3#2syt@orhm%*FPQxjFa z__}VFTlwQC_B$T(Vah^l$?%=!zPsd~zyk*s)q*%b5FK8<>Zy1wtXrSjba4uaEa&4d zIF8i8UHK2Wf+(%m{P0NmL>d8NKX@%!hS??bxtvBB>VDlT*$mPT z&ZN~E)WGiAv0!oR`#M*nqF?3HJl&<43%ULHD}U;7W}5cRlcN_%wY7 z9?trQhk>U}N za=1MGQi`zcfIgpjr8P=gbv_;yip_NZUSt8yR}<~0>O*JPxholDE9p2 zG(J~q0Y%A4YlfFq;GFs}Zv9yj#EJ-Sc@)?U-Udf++;?h(ND-dRlLlC)kk0}gr+Q!m z3hB*CGJ!i^(QM(RL3lqG`&}fNwCS1F0QggobIV+o4Fcv)OqRS@4jhNYG$5}KB+O^K z&zNHR+n$vMk(ziun;IF$6c@tg_JKhb2Lxu(O}p3TV0J*>Y~q3CBoNH66f|UN1I9X% z`;WqA`1&EryfLE~;@_y;lW%JQuk`$P{&D#EpoIVA0sQ%<$}(K7VMb%F>b`fG~M`?SD(57m4+ynZOXlQaofk3{G< z!78Rjs4(~xiV!^$#%rw4(VYzwfVIdiFeKE0Fm|R6OXDofABmy-Gd(Ojr;7wau@($c-Pl{Fdq6*UH4>#n`aD^z zYv5pd$##V+AFUq+dstVr!C$Suhl;GIkH6r>O!74Rd^nf-D?C444ZS1UTv3KWb> zIlM1ddtI(p3h|Vb#Rj;ULcZYVLD+_PiNl!j#CfVi??u%;i1KM*-MscGoY~2_p_bkc zEM;%Fj4~HP5o!DF#N=u)VtXePfJ&Fo0VSgrsF>P5>FRI;tu))Fuf=c5Btqyda$II5 zJfkQYO6L?tO>p;tb%&BGTBKIuAEFCGKoMH>qGgWa{lZj5ie#h(EtKX9MWic1t^2*; zt$|T+D7>1vzc&>wTmN)P+MNKyP2v_xEs5~r^P18qx+++m$a#4-wF!)cas{-I0GZcL zZaD9R6VFu7e~zpJ*64;kIh_Avf8B@mZtVZ30R4Of^vwS)qk?&ELXYT|Iw__CL)tXM zfhPLfOHo=m@*jYZo{pSl_-jDQc3Lsz%ZJ4So zpb{D!e?86+P5BEF;ej93;_FjPQK%^JY{(=}>4Dj%jF_*3QaBN{?r?{DwF9dkR2p{Fm+gcu2lxd)Yipb{?B z{lNd`mAh^P8WTaJJF#vwuix+21uXjDB72zKkp|F<{ki>Ly?&E6OPmJ2dH#b?p?+@u z4bU?GC!-)6&yD#7CN9r$(kURZwx~WU8&V&!%;w=Am|Zm=V%GaKg4BfAiU*y7>>q?XkTWRqa8B&I%kZ(DUzT@ zY0+q=UN<~hvPJvd&OB)F4QY5$)(RC_!#4$XG(lVU!BfJb1JL_~_p3Wja1wT%HGQ32 z1J^EgM$`&o5qS;UZA&b8<}lsJvNF9NT)!{r?GeLC(`yF9@75`BGEmb)a(@aOO18aB z3?jm|G`@u!FEzo>$WMgQraI{Fbbc<*(*^r;7>#;tNdPTc?Yq)jA#m-q^6B1QSY%eb z(5yHU9?r-NC>piG^A{(M?H@vkb>^-Uhc$*^1CI|sk54y*?Tlp5;c150tg?E#Vh?4v#I+NnA2YX=Q5BJt4Ta;?At>K=s?E+zJ%T9?K1g!xEwE>1gn3;$UzW%Kf zQs*YYNr=x@_Km@Jigc|D6qw58naaBWQ6rk7JAv%nYsE>>_RKAVZ5l6N-@N2H&(dtD z;2CFB$Nd{!yd-v$SQbzs3VcbhL5w>t0=@skiXW;PapEX*z}BE?X&=aw-q#+*9xt(~ z{3oKbz2Jd0@xj8K@M?>mWYKN((vK~ebV1*-wj5jkD*kJe=sn$m|fIbAmE+lDxBMWy*ihN>!(L)xEqpy}H4};xJW6)v`gZ87CTncdV3pf(FFVZe z=-nRXZRgPdt#%We#IevmgWUr49+1ZO%(@Wte|K5c-j#|;Z5E)&2v%xJCYst(Yl0PWjw{?)agGF*P(p?hzr zZ4%?=ll<1#&=Ei@P+i9rW2cjo*7FvlXZ%1qr{7MC0a&(V*Dfh;5?F0c(%CfH2!ftU z+RFRef%D{@fJ31f5Mol&_`JCuI7=KEzAUeU!rigk?%>4mtIC;}H(W(fR_pyhGQS+Q zE-`s>16xO&maN}3{Q{ekwE>p66en84AoX={H}_M8J@mn^#F2 z0pqt-Dh}_hfTM+b2c1z-!7Ta4LDzr;K^J6i49F6pW5p#68&?328)YWzFk50Sba6iirU+E@ft~Y5rK-i1uy5V&ocA|~@Hp1Fz~BO&kM}k@h(4-> zu_pF!gd08ZmW}gt6jv6wt9WnbNtjQo>C@R43%F~C^n57VXby^{hQcx#^lFITPkc%ZEgO2hW_CDErtQ+Q;6#>gY!x%N1G<7g0QP!K(a zlJdD*h;Wub_FJFV%UaW6-xg#Hk*G`8cP;V79?1|+zmJ8S<&epI_RReB23UNF95|m3 z<&^$<0!-`+oi5y0^M|G384@Ztr1&Zh7l8$a&G)nBf$OlUKAFrK&ydBeJ{Ur0YsJT{4|<{o_ha= z^nUank4qZc40mBB!Gu1+>|*u*HbGR__kH{SDZoJv#bf(#fP?K1z)}1cNia3sih2Wx z=iU2FKXc$%<#VG!qa`d3x*7Papr%uSEq8)EjWze)5j} zMc}BdO|pCE1AjX%j8Ff^=y7gGXeGUoUsa8y&d^Fi5ira>s6d5!qfLFr|Na{46bc+p z6a1sq_h=-wQhx#-Do~{E_ut~@u~__Np>l+`#2uOm>ek=(_-tA5BlDqJfGY#P2lmFfIvx%%4`|aFl0KPMCp8q0`aS-Bi(N<^T?!~~y*@vX2C(h;?Fn|wrlfuroyY$G?7zGJ zQw!{3Pk#AlsN(Og-`J*@vo-slp@`J={|)f5{Ri+V;k7BwvLmQ(ybS~vZU4~xvjD?6 zV!rJ&N6Fo&**9}!EO+KbeNArc1k1f=7Iz_cJI~W>M_DidRK&@#@fdZmwDW3z6o%y- z8q{3%r2`Br&L5=TnFfTDig~GeNzn7CPgv?yG6c1;ZF+f*0QN1-JsW>Cz$bRm>yN%x zf$Wu(+v+ddVe=I~+rEc&U{)Hz_aKJ^XY7TFXM@`yvfB2;vWtaKvHbJfk6Un(@@6di z>`Ed?WK^;nyLUi}#MK3tgzF*r^rEYS$k4rM&}Nyo#W1?aT%qE|8c>!$(;#`G9crHl z%F3&!LAtUF(`A`OWa6R?;Qw7qXcb-xq!> zx&yf1PNCL{Th?X+j}XTj(J%2}!ur{(XLmBJI#B;E>_r87rS=6noF{{ zJEmf<&;-pdc3t9CCcx`j#+XatSX7&kqbhfs0Kx0WX z@dxt&P?O5zTk zQbcdKp$ShIhVK+*Z|S;kj^65FzWw2k(ZjrnL4PqaT7*7G&6kvy14 z!->ddU(3zDsZgX{AJCd#4d1SR6WnQ43tg^_$-?q2FfUhNey#vc3RM^SrI{5%+J4jY z{TQxgl2q&UeY^^+!e+#ep>$VgZF~I{;YK7;msCk9N3XM}821(m(B<3Nl|7`nU-fK<}v1>||US@DQ(SzOo|0Io91b z!le?S)~X|s%_JO-uDke|sagzVTd8|Jd=r`%`L|=3V_s7B? zBAuUs@PyZUcSq4X2?`FcVA_Zh+cq+xaJLSq{vi)wu z;!bG%;cFfskOKT`hndb~$3i9#Ur4WJ99+#@Z(q_^2iv-~t*ZLm1hVHo1v1oOFQKAi zZq?o%Fc`mBq>kt3uKTPawQFf-(6S#a3K&h=+=JK!Xk0!48fib z?9t;T`CstFBI?VvvRVsx%i(P@<&&qqFgNuk?oJ*Ah*_+5v7oC0&V8j{{gAN&Sm;Za9&;{* zrA)k);ynFuz3$)>w`BDE7g@MQI5z-8P{E9bVh0@5Or~tTtq0DFRJ(~=j ze4iM@@O;0kFRZ;6!r{_`+2*r8D80UZsH=gg3B>nxopl^72XXBXBU?QTz4W-t#<{x! zOcxZ14;M8<{XORuea2mIfTEB|$4N4I$Le5DwH+@CAg#nK&NHn8*4>}A+mw(6i*%2gC#?+usR-{#_M%AOot+*k z#&A$NE9ZvCz1490?oIVFalCF7_RKHo?uBee!h;`ZA&7o>GSCmD_@B>aZ`)_u3e$z} zW(wcs{dqqzN$_9ew1Nn#GQ!-8vj?HPjQqeNdbStBCbFIIah=!BRJ1%*S&N^%vKO;K zR{D9xPYuE5Qpbtc51zt1hbvn=&xAk^`;#%PmSE@%WhmZ`umAU3DOQ`&LSZHsZet@< z2Fpn5FISi}L(5EWg(qtjn5#Vv-~R%MTJj+JX%`6G(c`?Mmpw;p55lfFDLy4rLT(f; z(r>y%k68mLqBE(Ys1O=fCSUN|VM1|2H|jnCE{D_cmTwvdS-KxZ{u3z>Zpzlcn^XaZ z7ozU1az|X+qMpe45Y? zy(?`k-4cR8oQjyp&+`9lC7==s)Mxyuzk-bj?fCc{~V5r-p5-ERAWnVA9 zr~K>Sg2rbw1jsgd>f!uq`%UyYAN79FN@&s3O}paU_p}6%_sl)z$T8Z9F-}}*JlWLu zok}R+{(Y5MlnjnG%=5O>1^k`BAgB7zJ!p4>cKddll20Cw4WJ=lkN}!{P>DM#aYFqb z|Jx$C;0ib=F1(|r{g@_XZP%ac|7!coU&?j-SmXZ>0)@JLDse+SZt64sznCxfC?$lY z*coMb{G-)@evW|o)%Ldr$=p9ef0u^9_|L@qSL;i@5u1+d^rSieIDh;2Wy15PS>MvO z3jDr>;7Q=L$)TNbG_T+PX9>4$R2Cz(Ne|;=6o??{YmHoHac#Ygz?)FSzYjs^Se5`#OD>$xbNI%5)%3$H6Jd zhsjoZQlN*an2W9DYUc8vn|213wn=7^kjEb}CWRG>gNTOHan}v~ZE2F(t$tn`GMQg9> z+C;+Dw=J3F=q;b(c-i`R6BhaE>oe%pRsk>9iB+ykJ0ZkVAnCzJA~4#|3>i(JWO{bv ziZ=F_km0D~;i9;X6)-??{Dd$|N2`l18H63O=rejYTIu zx-aMfW)%FDiIu~Y6@0ORA`qjd!cq#b@#iKKlZRKfgUw2jkIBU$Ai}MveSygt7H~^F zu-JPK)^P6i>I}<-^)Y&c=GYAMXzxAkv#uCBrINt2}$fB5n$yB z*=VI(U2|#34d7Zz?t$wChjRX8Q*2e3UwC!Lhu6(uS9HX-=m-h?DW1j(aOblAIwgcs z+X4QWUYr!C`xNx8c5Q))FZE+F2)I@X+_bMWO@<SA86- zhX|Fd^0qtZg?rs5F*|Pnn051Io*h8%xp8TlzGf=~%sAg(!_^HZDaFyf(5?D*(-rS- z3@5C1kct=tu9AH>1TdUvV{M#Qlzt`UbiOn=pO9W=+WH zR_NKbWoPscEIQWKV7bdw1rr`OFYmRjfJN_Cme6Bn!ah~eAdkUTfZfW;`p+X^&`Y3x zTWbPDf0>eeav&asRdfyr(4{o32<)5F@qh)%Akm1T|mO{n2ryNQ4L&=7G?_jhRTM`~aNRd(Fr(H81hPcA zt`4;4Ch_9!1>&@xklI2MZx5d;H-gEtCvXEGVVW zdeuu~Py%ZX1IKn)hK9nmJ=04!282T0txrrFQbHm2(yO3ABuYP+&Xa0(ErYM(tMtV% ztHX1hYUqv0Cb&=BdOJy^2}IVKEp^O7%M?X{QVn{Rn)I_Sd0^7Ai?rsr1YnPWD1N>Jnyxj=W_Lv!uKM`y*X=SAyo&G_k+u|Eqp=t z+DzKR^`X$hpnRQEJ_H&Ur0lxu-2n4VgWvrO&4*ZtFClFC1u!PY8NgxN1kc?^XZP4( zeP!P(Cn1MQD4c737}VH0s`Gk&tmFwbdAaf>a*BSgASd%aJ zUuuDa98P|e05|58F_#Cnk+oNFdXqy$<&}5{=m?(2Vjl)Z??h#Dv?73$B|*D$M>Z6& z-V>wes0X#66pk<2Wl(!#{ydXT5(Im;>=DI*PKI~9&dR7pDCAKMI_p4$6BMEpEj&JC zNkt0;UUa$D^pOPQ)9XOaFs$`73f8W*>K$VKLoR6i1Q z#=qvS!!&)Yh|6{{ZY8zD$ZkOMqyrQMVx~T#PRUt!R1rKh_L#SC0JO zsu?7EvRVI|qJni!QSo0S+<%z}BP5oW=RXm4!kH=LmlAF&prry_1Vo-e9XW9Oi-c%5 zPNe@{KdAJt67IjOKd|GBH_TgdHgpGug#9f%jBcMi-JB=;SAghc+2cdX(y}(l-ztsBy4WJYHZ9o=tf@rxg8v85o1^v$h zCD^nFKKDH>p#I#^Jb7Q;&uAFlhImXR&+BOKn;}i-gMDgStH`F#p^6 zi^?1APAQ>Nns;eD(Z4U@u2);D>RkL^LiT-JqnL_pnP%JT+!>bJi-{^2#p zojH~KXx@LmKiB^^MFC9@{Zf;n+Ovn-A;?uwa(yX!!8FFDZY7Z54N>)^;CmvBDl~b! zrJ~eUwr%6ELoM7oGmc9+EKM&vy#GZtw5#9WUP-8dve=3lZ+c8Im9;k&oIvU9SE-iy zvkBmKD%C&OHVMuQy-56tUcmeR4}0$&SM&e>{|i}J5sHiy%1A~uaLY)ckP%W!W@%WJ zl&s25Ln)Qg9@^S_@4fesQdUT0e(&eJIxpVm^?6lN`#2zAY1aP?Ut(jV<#sO@wJA_F%X{9nnGG7#Wp%0P9xc?M^R8z5KTfbJK{y)UcPqXa?0&Z;W*N^`C}oDRyB;2 zC93f`W-LuLs)w!P6ZC$9NSUYOWb-4i)}?%P)Yk|oRof_SnpTXHBYSsulZWjYgN@}@ zh{wmH56_gY$C&w#-n>etPLG!JY10+t;hOBVnJUx)_PN6k>#y^)M}KqH#y&Sql2(W5(p7N-j(C0!!3Il+e#Jnd7`;u389^ z?7Qzb)p{at!;|NSK9i?5O6`C*dD$!@8|U+y7T}Qaqua6?)VUeoX*n{#7LjixWeYnC zQTf_iBxH6O3I;k8lZh#xKR}o!&BVhjs51-BFBPLGi9p+~E+ramS!v@Bv=O^~kJV`v@x+#1CT#aw#qC znTJ$U5U{MTZOw@i$cF8ZZLe;@VbNtR+=I#c+FgIV^FskjrpHfpp!lGMM#e_D-b~6_ zF`Pt(K3L~Y9&}3ks!p##!Tw9R`^h7D!EU9o9pwkxBs0v~d0?bC*SyY#LgDGSN8L40 z-7`W{LG&@q4F^}vRQH40me!yPv;2{tbauTUl- z^-|)0|GXj>V`cJpiXA!YT!r=6hd-SNePH|E<6sLt##`16OYBiwOz zzT)kYVL32a$(4UGGZ#f1s)o~Ur%>Lr@vDpR#Za2AdyJzmhel*C4=*$;MChd>D-Mw7 zJ)>;>1K$17cyKapU*0_fiaBIhwH*mwq=ey%#y4KWJY(~yT$E^)`0v(!0cG`_l9aETe)#_IgFVU5*O39F|y zf1Q_o<3Ojd6uyL1vRA1>D1)h#Re`C+{$7{N>(OKMRn+b+L7V27AMTIKg36D}wdew5w)`w}NL*)X516wK#A*LO)rd z4I>VDJuz~r#L2VMpMBgIjVtq3YcHe;8`lxXj%a{r>u<-FsVUWCW>0|5<@4FdOiUrGs8j^(RJtZ}zY4j>f_E(T55?_6vb+m#J;I@*PxnsH@xnwC zgTP$b41y2dnczUsLBr@hQ3vZXuvl4V`DCKGi`gqB2sP&8bGK=3K6#I0AM*;g-l>A{ zG%LdBMS)hyv{cTA$=&1GrV;sI*1hIb;}aPt6K#8{@YEk9459+o4?Pr% zeO;wxiXt9Zps44yU<5H8c5aiHyqaK2D^69GpUK7c*xW?^4e5|JImr2OaVuQ;OBy0c zsL8gCj!}~$O9@lx*J3!6Q4oiDOr@WTxM_R2tF?mGl55JBIJ@&345yqg3_Gk*P4q z8ahUDbs81=d_$U65Tn59#Wz(~ieZ)ZbV5TuhIZtczr2x!wa>I3NgGxUyzkR-YoHTt z|4IGJG%939GIFApS7JO<@K6k3>hy-x=^0oqt1gUF+!-9hp>FGfHyd^QoV-)OZE6xQ&WLFGOb>Y)(r=Hb?xs|XdEze; zgx{ng=W1f9>iTS~KfZ}*6Ah>tu$nO063d7^;M@_X6`T*7SEdkuSd9q5ACZCt6^-M$ zC}i?14rx#3Ew!fjuCf!!BSuXO$IjK2w3nmjtGCgYYSTwn z)q`f)R6I-W;jx&S2CL<|_lH#{BITm=JsyipP zU=H^=`7ccrqjqxf#e~LYOfb0RZp$5l^%H9A))6a2uQ&Qg#Ja)c+=zV*;_$La@cu})%tED$-Bjdj*J zxU&hw*?$Yf-<|*WyltuZA1&F=|L65%7l^-Hzmq+qDNmy+Zu!mcK5QLRg02lb$KO4^ zeEIMP8?$}b1ooeI%q>Q?XV~syfBru^t}J26df)wW{X;)e?#pNEwdLEy?Z6so|Le4+ z|2}_~ux3p>uzru|ej0hbHy{%w)nmBx+W%*PD!}O>tgm6gcKzw~8`yq#{kCz;`&@m4 zU7-Ga{eE}+-3wO@>;wMYqy29Jl`U3Fp?tBW?c8cyTJCXSxkn;m#pgV&i>276?JbX- zpHN)Wp7r*MIz$;B+%_u9y9nbFZ5nPI$VL8m&urT9$x<(U62)v?ZT4QJxuzBwrUhEb z0kIfoyJ_#Wp-&)i{-LkexJX1=og1}aWFZ2ye(<)`7o((QP~!Au`3POEpJQ^W7RkF3 z?uz)9z-r>j3m$dlSomu0L*L^yc>np9-P-n4T$O&7+r?LnLa#Fp3$)3L=xyrxO0WTI zuI&u2A`kLDF@5Z;vHIgoD?V=HlZ9!})@z8{oS1+_zZ1M4VB{b@#Q4 z#@68@Q-?Xl;C_tjJ|zx{H*ywLo-0LOZeuP>w~HQg!$nFrsO7UB?KjXpeS| zJ$!@c(|mDuUuR_Cnsb2YLh`=Js|Q$pm#T%FwCb7^^%zWfZ^HX>)f0?7o}b`GaVKpn zKd6t7&p~#J-3dL*T;z;hZ_2+V6P;h1Rw&SD*n*7GVYbu}u2@s)(w0>GckI!O!5fK3 z91rV0xi6mIN-G=%s~c*{i{ul-FvPbBA- z;QWCc-68gLfAgA6HxB#2nDg^ouKhNU3zmGAf5ZVnt2ts0Q-`Q*o7}vpLo{+HT0VH< z%v2Z(2GnUBXh!&!J<&@D+M>rO9519;k-ZadjsHNovJwj*P?Uy+e(qOB&98w|c!>xX z<)u0noAf74X~EcNiN1Xqlu!LaKGBM<&qphU*)t8+K|>{;#U$fxo0MS-#SkTCc%%r} zBw*A1g{%9w#G?F0r>o=(f;FWcnIuG>Q_qk09IGv;b2W5-Z_mRlbX}`a7mcURPSeG$ z@2+G)%=NNZ4t1Dx#xW%X%9(`*%3B`r?3(O*bN_=`Eg0+J8Js1EvD-|01$H?{?sJZe z#Wd!qT?!iCx@;arac5pnt!J3NDn_QEVN2H81f&|e$~*6h1xJ!bdF!iKG(Y1N?xV{8 zdy)Q5iQFI+U@X>8uDc=C9gB|D`+me^q#^fku~gNL0%XnKUUf=52P>-VL%60^;<7>V ztIP3J7}&n_fGG!K2#e zK{Z({!lnk&o(ijh4*7W9FU>QXV{y~D_wa`HRyeIVC$?x0b=Hz@Eina~*VY9SSgFe|JFRLEzf$kT@;JQ-ADZSO@&MaA%&zb;FT=*j&& zo11F8Qc#pSS>#Z69PE5HX6h2%e@&&#)u{wCEZt~lI4O*1pzzMJUSeM>EE>WxR;o0Ei@)Jw zj8!=%GXvyxzT*6raP&G(89Y?@F=Cg>e-20rf`aAkO|zSGV1Dh;nAr(L z!53Vja`_Cw<%0I6y#pUSD{*`Y(d(*R2vKWG{3jdc5^t+E#BYjkmQFqf|f5Xyb3_pEju+GZwl8L+x_fmXe!!T$Ha8HX@ckA^K1@|6I0RR+G9;9l8H2i_ko!PSF1g5^IFL~NUa>d@zQxbCdu_-rTT zJ|EK8b?it2XZ!-&ispE5ySZJmq)}-ZQSl#gHl=VOIsYXv0S(%+M|0@=(s@Hqh`QdMby>+88CExwRj=GbwS4rWz|)b4d%UyF{1)YVGp!zl zIFvSMS^&WrWBZRZuAUH$rD@64of}ioH301j)REAvo9GYEqe>Be`zmlp%1GLAP}YET zp#79t6<8X-*Q~) zR)$+9ZoZH>;%h<^3S6%r+~<$Po46Oj@vrN!(m>9?po=K@F7jD74%Z-0>&L^8$pvWH zr!QSZ^zBoMo%NnalE_p4SLeP_EO5+riAr?2i%oy|A_0>{c8yvn5RL9*Jkpn!#h_N) z(fFiQ2@Kn6#yy^!jZS;v&4M(Mbs%qJM4?O--d^_({~}ZYiz4$f6F({x{x=kE(bH4J z{!a<|{|$wkC1_bffo``ekA6ZqG`Yt~Dm-wGP zgooB_<8gPdvvo}IuY#WS^BBi3$;yH9*U9!e2QAnH5ed3K^w1kh4K|Pd@;?arWs{cu z358qsc7DzMOBdM$6$wJ-N7+CB!``tRe9=+o%q@07{IlcB67(z~_{-~%Vw&#@ms>9l z8|Han-oSPK>t@T}f}T|fU=>vU!$Uu4n~dxQk-ZO$obVrX?Ljoc{)ai)W&!S>Qw7;O z&O$P*(_t6%zdTM!fr7M5O3WLfy&<+>3Fp6#TmH8oX1{{$*UvQ5u(PV!hE33m{{8sB zJ6<8)xV&WWUAEVc=kMcL=fx8AtmnnJ)u$5gGTkigxzDH-@asPeqK^N--`NHIf3Oxb zcFH8ZI4-%t-j}VQ@#h`qmv>jhSnIKS_SbZ!{EvDq%5qTRQkT-b{1kE+81h`uK}NzqI>(sP|Q7gCvtCf zF!t?v`s0pd2x5J{>xX~M!@D7TOQiz}v0TA9WYULh*hHvFIDM?bU9Y_}TP_x1lx(MU z&oUbMjSI{(GA%{Ta(Bfcbp+QDSU@9(OiM71>{_!h3VG>MiXLA*uOlbh)}G?l-+C_e%AE z)j%9myXSEE{glf)(?T>~;Y}j;>M5vwODctP@=Ub`flP!1ue$lXgy1tR6U(>{SD@m` zqM9p3GPw+wM z@Kl6^-I@4iZ4O5Ei45NKDHV~<8<$ka<$$T@HkDzW$?PFr-(peEY;omb?)6|vWy3rO zGd-(~__Q+b^~$^=XfYc38!7(irp>K%iW!Q?*9nzz_rtNZb80b#MuI*d-N%1d?k|G{RV&KB5;kFEOY;)cKuOM_B1(lnU35F`iiimrVcmcEkJNF!;n5A^H$^`6sW`gb(Z4Mr4bdi2g7==KV6kD~ zh)7~CY$-n$of7{LW#Y5SLcat+=VVu6KZieB?R77EPbz`T7vX++@^Ih%cqKhZA_fI+ zQ8W20YjImcBfI!YE`|@)<~;PI5J`p6M$Z+iu>gYau!rDLOz&Ve+!8Ki##6zjMy_U5f@3XO_nqt>EEb6y zBZZnaMuj6gfJ?bwECQL6#K%43%tz}|k+iBJqU$#Es>sbKgw*9(E4um!V)xZ1er-=F z4h|c2-nq8|u^(!0zqwn1an}{S1v<%_et_qNY#6a9;lP%yYn4OG@&2CP`>oeQ5uVYoNcI6iuBtk}ODI0V z$)~g2XVd%1sjKk0>+nM8x@@S7btcc@!>xyvo>O7v^T(45L`#wW*1UC8b19gtE6TNv zyHvAlDit;sFg@962g4HGjF0gVuEP9J zmuG&uTnxkfuSyLtYkS&K3zb#8ZhfcP_S&x!0ThtK6|=PNSRP*E@7%^9DI z^Y`7`8&fL~_VvwV$>35nwMObcc~cqo=0VfUnRnf=WQ54tcH#= zZ<8ui-7!Pfe9dz@9!aWdYr8jR;8WbCh@}UK)$nMJ(5){O5bpotD)gGt z1K!uHXtm0RG85WW2|IGY*j0vO-}|HD`pV@Pdn)MY!W6P_EPFZ1`bz`kW>l`5QAve} z>1)q*kI6(+@QQCAb5hauYN~RtTq@@KMZ8Zms=-dt2gQN{p(qQN)4sgN6K&_)w#mnM zBZ+@V=69JS=-RYBK29CCM}pUXaPXir5JBVFh=QSbMq>6vj6D?-wq z$GRsSvzZeldC1*g{3y~q6jvMK-b+Q?L4fZe*}YRKO*Zm__8!g%9J%29tx+@%-&gV< zUtyeuv^BHN7VfFX181)dDNT9Ub^R;QX$5ie5!{oW5SlN z9B*$iOeh4ga>Rq$;N86m zDHt3i6xJt7xyJK{kGW0WVWUB+SKS|%WARk(SqU1Y*sr(D%uc8U>1Jh)jnsJ-(g>BX zF0KJ16L7}qMqFV|fTUm{vqRs4-dC~9d)+JOb)W)UD&@&D;D%`xco5u0d(i--GM6Bn zh3-ePi3M>?YX}z=yk2BK7{^JIFkXrQk7v%yqJr7ekZp@HF)VBQ;V4Q=NHk8H7in6C z~2|iIq`-Ni{U7H7l_!V*OlRohk~gzUll}VCwEjCwt(Z)@*w@y<Xs{B%{1QS2?cX&zG{da=Cu{3$u|0zMwfa3kBCz~ZqSPON!ot02p z0hyEcPwez^{w)-bC5(RQ(6-zpYLmR+ZV8-z0I^?w@Ssad{}A*nA^XemmpEL)Vd*$) zv)A4SnExNgEB>n|`l_j3|imiRhV z!Mx(BHQR&(LH+(v&^L~ss5dP9CfoBDW?Vn!#(F$fA?Fw2t8sLNvW$txSeb$&)@%ix zpRrWGyZ#fx{38_3vQw~sKK}2HuXnvOefo^6Z0G;8Ao087*D6d79=6(xt)TGdo@PmY zm3Seodu)&YQ&6)y`>cY(F9i{eqjRNYK4?!IcCDU$LPPZLg2M04KRxJD>7mot*&hGr zgvjrXKQcY*veis>Py1|{zh3=8gZ@y^KX?(8JNZdDR+u>I1m`E?^Se^T)dUmsaVs4u zLa{K)V;9j>G>xe4jOy(o7}NcnFQS_EIphVp)m*%eJf^0qCOcPAC(Uf0l5t-(DpYDM zE|!F1#mm>~?+9`x_f9}9a>`@8)#9Iahbqhl2G%FuIuyb8^G92Q8TrT)E>51n9WCU-K-c5lXQso-}$X z{D#Bi4GGk~p?e>^7fd2=VL$)$ljYzJ9_o-pU*tuNRaRGntKfEtw`Bz_ING)PeIu%p z@pQ)spU%AmDcbx>prIreTUELZiZ@k2ElBIG>Va^`M=OlqR278VOL~+Z35LL+!~Epz z!3DT>IbeiKWggUS7SG_f$pgPb`}#qBRZv*lzN?)&+E#})*y-&p#Zvc>+pwc{F+Do-$U%CFqxa zcH@{X#h}!_jL$w4MKHO!_oRHou*uH*9nbY}#K#X_V{)ey<6T|#MtYFP)X(YLUawR< z7aVPRg|87K%nI^chz_mTXqP=@3wh;7GPv4AKOPu8{;Munj^yLUtuJ)SK}LYpqbP?~ zo1Ad7tqbv;5zDKd2yLdtmONs$j8=FF;>7ZllQJq%8&|J2?NKoLvJVKH3A>4oYdwB- z-|eyexxU)&-G>C4KJ&aN|GLgwtt^d7KJlXj z7w-!V;uucQp^BCVesui{E*9&g1tnm=Mwi9tgGpFrX)`%#dJ^`3`TS;h5G|x8PRbiY z0{6@4ZzU>2DXvK7NBYa1lz%#7w#-3}0vuZ{tt)f70GH>vTE*X~#F&wFOLyo*W4H5< z*_9o|5UpPElUI{5J9B0OPwle2Kf^-~n5 zC;k2$78VUl48@4fpxd|I0x|o?QtSN0$50s4cp_ys#iK3TTKnO80qpr5IG!ykLb}`i z5#7cW7_p*4{1sm*T5TJ@pB+Ko?iXH4+B7O}!Moa$cXbrbILlPdJDrc*p*QoU&&`8Z z^{6$ch)RFIV!Yyw%v4;nU~G{Xu6fznGOrLS4hv*TQZn%M`P4_gMP=An-edUTQ6Ns$ zJkaeZ^g_q^%CH1pA3WxTi>ziA#6^}p%f6C{@6VkqX37-8c(t;^_UGgczgcNiPp~fu zP64hC`hB|kx~4LetPewKNpIba#8n29&WzFxn4ZR5kmG+&aty_4`I}4oo2Mh2k(To^ z1z{ulPZ(AdA?8c#qP01(SQHWY{(ed&1~K!MV_^7{ztz9i0};n(i&akZ!&=5J=nw`Y&{;-#gzt^BWW`pU-Tviuoo6z^8<%GJ zg`kfr98!nNJ?qd|wPl{nm|`sH4AL7Ll#RaqGnULcn+?u6wAk)%#5U&0eFF3tPJk1& z2w-kyIK}WXZLh(w(~3h+D^|ilbDp8*Jo>$3#*h``BVDbV1;x;8=&-ZbYJm3kd-gE| zLu5F49m0Swszi)QR{vUs4^J3oCbCozvQ^?TS;*ey2;NvO`f4jn}p zB|b*Z6)zI>=BoJ@K<)Lrh$p2P7o2QEzC@hL+wHlCHfR$Y`juk( zW_&U~J2V$r;S2L=$Cl-#^cz`$XMAGgXXKUP0F(aKh^^uwisB)S*e%1kONO%rlUww1 z6*t!)ykW$eaDtWI%b33Foc>eD$>+}Yr-G!&T+zY3YrRp|uVgvb+ZQKIUcT${F2%-0 zqUM)vYY?h@@7=3y1pmFC(Kq*29SWU7Y(r^%FmzvjjXV|f{;LlCH?dmj|8s)=Pd(Wz zLH~;&qtW_(GUtwkY)an#2#Z-Oc*gDjFmlflbgWK2-K*!p2x=Ln1<1_de#j=scl<-p z4;}dVEMZT7WqPtNT=$Xg;d%6*l>0%O|JalL+=r`3H`swqP*aC@c4zOelzWyi{Y6k& zJ2|b9akrVG&0FODpMv-jd6EZ|5bJzd9Z=TKq4S@$cS$5tUVJ=jYVFE4vj1~rnz}FFt zC!%-b>1@og7<^*NybL7ei?-L=kk@p}iAqzU8dOZ@QR}V^$GRiJA1%&4!E~Wl>KZGa zKqbNTUijI3a29iAuNhf{T9J+Q6HKTBKT=0`F^#+n4Hin^G9xvrRRg_ORkWvJ^ZRM4;zAU= zrCDy5MIP7GabHu$@z)~FY$NSNt6iiQFXNv>Bh-4T9u3*B~k>0?r}3cp4?6V4gIW$2;5uE64eb zH{9Cj_ zU*Gn5&ef_i+ginNu{scL##If`nIY-ps4x+s!4*aO z-`-ST$0q5e)kHPk*O@nDLNn&7y(k*)kc;agqmrX3Ke;SdZr)7S1Pp78^b`urLCj{g z6MN3rV_)QTYjqM>P0PGrKR@vVrY=Gz_1B*eP2Nmm-hw>rIDde%J*@}?@^k!jp#tR_ zm?m~)45_VekIF~8$nz_Q6}Yn7(AoOd3t@e{}esMlL$q zE;lCcYJs+aZ>6hpHg0gWCcDvS<+ecSpx000VAws!`svP0BzW#ruJ5XYr`GGS;ac7> zeQdw{njCdX{9fDU)cfMP(xV24H#FHXQhC(+ZEtqT5g*R=Wc(ma|kG3VQ zEJT52mdJILBAhz;qg84vb=()noH%gW3t5x)sGiECg>lEDslU`` zm5ckg=Qes?O-1MHz}fcUelRZ7-*r?Z3(*3xGyBA<5Olw458p+9q7erqn=c85(e!ws zuO}&2^^~RB)~&fv`99K4(<=+b+CwHzwyVPiv+&O|D0h2Y@BVcAt<+CYSlAN4S&D_! zUs80fhH2&=+GC(R;C*%)o+W@E<=nY3-9 z8Ia+6LVF9mcO95?-O&xs;`{9L=D5Sm(jefGs5{2W9=)YPR*9`n2ZD{F)9}~Fdp52e z;f0hMEqCp`R=iS~853kAN`A#k{p|8t_F+r$U7FXL%}sNiOuR-qgy6)wAOLmjp_ zuJ?Ie`>7y!GlWbPF?i1yhF_re80{Lk3dfV1*x@v_$%aAnT?-Cty*QDyTnyD%sSosARJR#48oYUxs0CrxtNet?&7El@ZBm= za7KinlMxxs-e>&rGW2VVz%nPKX4jlN{@fK`#~$2y$ukkncivn#x}OgIsF%F!^`ns9 zzvR}w!4!iwv_3FbKMNm^jcc1mzu&e@7C`~{7y}h=!*HJAKrt!CjN6O~L>8E-dItzb z$Q&(C#}O(AeyfbY*OI-2DU3iI!+}yulP1!%RNPdJ4JC&Lo7DPa@Z(QA+7utcEI=+h zg`i^RI@{jv@W}#a7f(ymaY7$LWecmZn(~5iDhaRltrg*^7ahnFu&ZCiN z#v81XeqWA_jPFlG40r8yoefzy>bYs#EJ`I|P8yUD+hj$NzyynAY>8M-dphN6t3^te zB;zi#vzmym>i##+jEWHPB3#ly(jP-M+E{4IJ7BEQNptZN&bYtKUhi(`6L7zjbGP86 z*MDZcigsrh>T4D&k0v3z*?Yasr`P1&e-@=>)1~&u0b6nUEi;3$-2$+v= zgMFF4$Tx>F9Ak_``Ltl=^4PchG)Wekx=C5_TnXH|l}|`DCxQFLn(w0mXp&}rT%nj! zD?%k~1l_#CXoP)9;O32`XcV;dSw6T36Bl%I3@6B3qRm^UxANs^Isf#4;PonOavkM6 zn+hW(hc(4MP)uK0S8u-Q+y63mx%cQ(f&Wti@qYvDVhJ?XEv-Lu3KUWx-g@!l+5q?8 zj&L)P)^rf7b47m?v$$UcIlb_^uSc+Zaw&!>#ccG|Rx&%WZR{hwoR0F1Z?8DAEwE{U z%%{=E5O{2d|6o6U^``tuF(!d*9WNmnj+*m*@8~313vZUN`=#T2^77jhXi5asS`$TD znC|;?+y1WtktG=Ez9|!>!;t=N*X09`-TxJO#V!z83x7I3bZmDh7HA$(cqIf6g=%%Cp?#cb#;|FimRyifZ-ZA|tkXV9_RiI$K z9*k>!nr15}$?`ikh*8buhf#~q^)9njX$>tr%`3$Hq9(ypb z0v9&hMf+DjV>^^UWg{2ud042z(U#qigSHsQ=)32#kb1Au$8BXT zd_1GluTUuG-d{t|le{)vLpu~Un+IurjV2G)4;k~agZXGEKRWdUebK2zKNVCx zT#K=L{Nx`+l%OS~W6I^YQk)QxQiyJ;gO_Taw`yJ{G`#A*PVuk8YK4MN+!_^lQU7-P zy1h+En=-=0;%O}&#K$_v#}bt0y6v7>9oblQyOIJjau8Cw^3u%SCVb&HYBq@>FJap} z%M~iAz^w~cMg*jwO0DA14}u~+E=aZ)_b!8J#Dfht7F57&+|2Ao@*|yj%R!Wmf%|QKF^IU75G?v{o%{cLK$Y;2N{Y8!6WGTbZ|jSNrSqFh`{XW&OOk+%18MCR^lgnV2v=4N;>4xHg^ z6N>Z%ck{veBk|tQ=k#{mN%zw+(9pdkkOK!UuK7a7)ZwhXxcXLE4OYCrW^&QK1Ujjw ztn|GI4%TW@H8#8kqYlY#dn6VGv(t*|`co*bXW6z(OL{0a=1Xi#doC499GCc4@t2@E zy!A#AU7v+@^*>h8=ym0ylji!C3t(7*XjH6a!kV1>^8nm95%8a&XjdD6eR7In*C96k-h8&)M7z zRey}y9n%$8kENKodzxD#uO*^=k&M01xLi#9F)UP^a_`rVHYntatB3pX6UvUmiS}#n z9x!DZ#pn#-l3q%`M^cP9Zh;hpGU>LJ(Aa--*PS#PSteFJr+F=^xi|8AY1bm&=R};( zi862;J3rJxpc1j_ozHYP=R>RV(zW#FM(A-mtmwG)5R=3;GwaIyVbI2YpCtM9q&I3wJlC!gjj*8D-II_{`%wKTSCo zGuJOLf7cg@cKrv&${NHDn6kNV?u$T-SfLZm%(!^qlFrZe5UoJ0;A%l zJTl?V1BH`~c>K5p>(?>1G&pic)v;y7oZt&8of=dc4z7ivDTApaJ*IKtC{GSM@>5k(81&|w{)?ug>BgZfrGnf{E?14BlDs(X>sL#Y9XxLBqZD-0q+poLwg;cI0>#dfz6NiBX|# zEw}%)2P%o^zSA)^ZebzL%~{NC5l{=0i^02B@P{EQLF0fJS&5n!UYK&kg*@Ag3HdV= ztF*2wHzXqkGOxhzs7W99om$_yh(Y632EO&%^1!pb-M2qLA37{h{2a1YZ_PZsp%hwDu(pyvx)6 zORBTT=sL~+a{}>CM}k=biPZ_C^{>pi7kMbPxHo^0gBw<|R>X|k|Dl7(TG+Ej9O+)x z2W&!-@@bIquF0;L#W?QoOHKbiKRxiFu+#)|wgozMzy=Ov2|||8`(-3qY|d_9Tvc`z zO&e*;<`G>b!+31Q_PfWgEx&%WfajmkFV^F;I*+W^jU~9~M~7PRSs^fPlAvtu^?!8G zIQ~!|%2lm?6MW(pn@4oM4CCAx+wac*sc&P=(3T5q*Kf8A<5bw1`z-9@=U*30r{op}^XwjMn*%3n=PK;p}*grkGtj^;v?>pA<<6|Gkz}mUC z`kSf^o5%d8!2R9xZ`+gRWtqb6@&5CXT#tfOA$u!Zw(Ixj0yFU2{zf-TN4DdCc3^*Z z{v*De@wP5~#P<91^Y#BXfyxH$;(0mhLe=mZj3^LvKav;=gC!y(%+C-lbH?4m^0*@G zJpHk4xh};oMISWQp^?M6`)(({o0E&yXFL?FKwe4bo^@AcGvPeKh3_P4fOSKaIv5DtH@iyvR@;8kze3O|$ z3644VXtC%{o>mc>%TM0^P@IP?hv!0EvKEee8>O5GCUYzB)!Fy-#rnN&z375rB%GP~ z#woa*%P>XP!duf|zOpany}C_Z+$dCslxE@hX5nJ+GXpRQvhw9jPj z{8#$(7bnzUhjLr++4*s_U|KUPD>4~_PVZG0rG-g^;L*^n1XWS4*4+F2TqWE#&OT72 zQ4W>Ee99ts8qwIWzv|MfI$YRc)wXVaJr+6^tWBZxJ;pL>YEUW~Po|Gq+0X*TO{Ik% zH0pSfnU7I}UNy-cHA(V-O*+sz=|CwI$$5N~IxZVp1YVgODnabwTI+^!^;oaGX?MaG zVk1r}fA0J$3zFKa9#5gsuMH;!Z0`^)o2$T6Y~Hd)^q2U47SF83HzT>!^faQJmNnZS zD{sZcj?E?qdT4>3%*gF1MJhv}nkN1Ymr){CY!;0?Ga5`W4;yf4lGN2nQmJ50JnagF z7?T#B0L{lyG=vz1!||o#1J_jISe2akjh;v(Tgon6`Naz!3ERr|&GtvFSfN_a9)hft z3>M}|Psfti5gkYFrK4lxuE^AcCP=8?emprOA9~`$ZcJHHKye{+JhqG1gA9Tkp1b1l zfyp>4g8oqN+OtoK!L+g-D2E-fo3|xqV0sJ3j24b0yyLRo7vq+OC-eLg&o!sOpjLFf zxE8_fVwad+ZwLd2T)@+&qYiM}^H%lydN+ta@6O&vBVSHcDQEUlTv6xz@6|8lD7QRl z@u(7kDy;A2JoAuprN?h5J!L@oyLGf2293HgTmk)- z_|q-%dAKk{;?fX_6bMg!LBSm{m>D>cH1y|L!lzchS$zs^nk zn7b|{-R%Z6`p$-`EXYMUx8KEbw{-A6?6VoAnU9#_49y;j0h{z@Svuj(u!j~R0d!4xK3sSrb48T2*s;`$dkbT6db)$vOQ%Y5V!bd1oOs6iC;`#zH^Tk?@ldek>sts z(ywE-z`Ky*QAUd$qu3UuDU!RVNM<75#d@#7)F^!IKYz4xNd~rPjR=#Be*!Cs0>#B^ ziXiRvFzuEX38Wq8`?C!^px2-`s7aLKem=SMjmaPwS%SkJ&uJOZFSD&07D+kbE|c`H zSk_~1?yc6vImMVgJtbO$zYwYn>z-mG#t&UfdngWN9PODLMpWkQO)ilO3&4ygBiPnL zV=ggct`z94S;g1Ykq*H*DUG(y8HnpI&$k`okJpQ1ID4sp)+yy%6;MwdCl2T4O;To% z^;Dk`aNQXjvUknCMesb!ikR8uUO7}SQN=PjUxXN2z0C5+hGfQlDM1o)!sDusa`EM% zoMZBcgT!=5*_634%b6g7GmB@f+)@Y&3&V-?74p!tZ>8gGw??S#<1DzbxeWYVUBY2u z1Z`8DZ~n=>0MF{q35^+?4P#}V4Xe5vQ8nRIO0}31c4{fbE}>D)%&bIn$wChp^%g7S z2IoL+{K+ToCY>0 zO8DdCK)jE^c7<^L;!N;uF$-&tu7!+d;A+i4%9)ol*d=F>Lr^@%_fRJ0FBCt!XiYjK z-k#sl!CM2xA^NqmKHSHWZ>LjUl(}Q%((cA#T<*Bv?b~CQL4}?6eMgk)(x?Od_+pXHa;%ezIK{( zCiEDcUBgkpwatWPtJ#C-VYvip6PmYwd^W~cipD0YR$)zYcDUYg zYg|wrDe5fdgM99?bF*?iu|?oZ%kcTRxVX6Ar{5$K9ZEMByF?PCFTQI2JwEz;Sz{~G zNS`-{q4)MwjqJH0W5oUR^JO7LyR;+$qp>x#>(Q}=?eh(t3Sz?ow z+j`2IUvOx0X>A5>GxLoL;nKB;*G)D71=G_lPcF@Y4f6v(4|UA*@`Nq(^D7Mj% zVgYXLP@G}pkb>7szu!Ka8;{B@;b}3Jb=bTl>)M(1kMMrCZ>NQuEd*|bd8#|x<6-4d znWvJ8Na_{dctkk~7mSPUEZ3zDzxS#g$HSU&mBUqDgbF=R^jh?qu28{jTgi8i=qe1G z7RoV=U~N@d7iRR#F2~ZUxNWC5Q=H-6?PYJZ+EB{J=pYaTFKUg!Te4`K)nLFT2qrhu zH|ENRLS(1kfB1A~JHFUlUms!Qj9xKKwMn1-aiG@cLVvq2wl(wV4kZZKJ-cfoW;a#A zL1^DNclsQ4`sgyR$E_9*r;cmPr$YGV*r6{Bd}{x@k>FS7w2%M)f?jwF#}@9tVwz+~ zMYB4LEMdgYk~7TP7R-8KzHsU^N*4e1|Njqyo+T(*g#o&|pa1kQC@dbE5`EkqbALVl zlEU8|UzVU}3FBXcm2d>n5af(@p3C-i#DCDi8M(i!#TL#wbLb$e5Wp%Zu$~7!-1w4~ zt8h@O?vFp_!Y0T>Wd_YUd;G{O-6Mak9De?ny<>d-8jtTZ>3>3tSc3ZJk$?S({rI@8 z4a2z25A?oSujEC(3czpk~9%x5krgqJr^|CwF zHf$a1KR^ENGuLMJ#~YM%ysqR8fsR6F8C zg1(@|s)`m;i$8VD=&CM8NClVKqnbSA+_KygT1@%7Srsc^QH7g=ULHT+O)w$X>mMJE z4nt4-Osq&{tQn7(%pK_0)`6 zcc(I-Nn&X+sbz>unAKmPT8({{&I*r?#NcJtv%$*=>J|FvlzfU*A#NlpiJY&gL(oo< z?CC^}RdQfZHSUUcBhE{b#34IY-bEEm4sP>s4JP-16Pi%6>ylg#(<_qrd8pEx&L9GN~ z$0C%!&n6+-d@YE3ZWa_(j<5WBryefXJKyf2QO5UI71n8lkr%9ewSMyDMmU@nxqn(D z8Ve4{w(S-w!tR=3JWBtMyfY7{YH{0tW{MPrNQnk2Dnn86m?HB~8Z?Vi5h)s|h{(_& zQ<-N{$~@2ZHqY}+R0zq?AkpvH``F)e&OYz=I$gi_&v#wxx+Io0>}6Ze^W696zF7;S zr2NK_E=a}s!|cNjkjt`cJFpnxIqNqcUGx?e0||SWLrVx?@5m~@3u)Sy43FE0m_CKc zkG)qSaRRZ0@5Z$?egR-V`t=;&cmq__8H%i9#tG#0vX}P$M94#pahYrnaL!#yWItC2 zc6ScY>{`^}B@F`44k0C{Au zY6ZxUl>-?Nmvrn}+1j^ok>1DS`}gM%;OF%sfh82uw;YQUM|NTUrjfONN6NsRw!FH7 zvmC;0^`rVM2=IU`8AT6UIq<5X)K^B{zhLA;J*)~4kUNZdn={8rT-GdjdaCrzKx;ir ziB(8TA$(=eQBezzK7^{R?Y#cOvl%#e!2233~BV0JU zU^a+@&fvZyL@iFHjn(sq^LqWxx~_ik$zQ=i^aWmT-D`QfbP#GspW9kKj$YBNr^PP6 z>Viu?!P~~y=fK!uOYg+-4j7mfV(^lwTZq+)LeD%&V_N}xg7zDkV_{5Y%P2L0>V_`0 z4PC{689un?f+>chF?tihK$9y_xvvoRZ96kKwxS;Vn%5|5v_t`u!U4jT{b3+vyR=SE zG#t`N3>T+raG?`#Pkuy%c>54-&D$kd_}#s~8qYgILGO}HK{aG(*R4$HKu_O*CHDuP zMmQl)O7@O{Ir95sEpYlpT#?}|g}J61!y6|$ASs2k5J3I%JC)1t(qL>Z^H94b0S4K` z*mr3cfQD+<`MtNA!MjcUhyV9zP|A)JxE>Gz`j&%w%<7R~F0wc)5E~sWQX|RiCNbyRgssJqOws63{~*$3^{WV?xp#4^_E$phLO#3S zYVp1i*$_yVdF#jXG8Bl84`yp;i=gicpELdIBH*2hFRd9ag;j?&o8(-Zk%k_!voEU- zbVhSl7ucW|pOnT_)Cu$?c31)twjO3Gt7xu=tQdRFPTxjwc~LpWKG}zs43(8EDwyLu zDcU!~$V;9fws4{aayeiS4doafDy(Jl{oYhwz<*xfMeet)ME=UaO|n1vy!arm_Zo z5c-g$8706b-y=q@8(M(N$3w52ry1Nx*x&NEkanVZ-8Q~*IC1cVxc{|QVEeUU*{v~b z1n7t+Ixu3xjlFmHcmxUT*xy!;o1k!4jpv;&QONzgqvGGA!JVMxJRd5Qa`9A zEA<{7j|Q)i=)*SyqQScPAu+uu8d_G$JAWr+!OUXr+^|>O!1%_s12P+-D?ahmE1o(i zW?K}wTPX{4)7lsVhP%N<_+a&+yN!Ud9C{D^Lbxy_F}>$%{QTl4S{Ds%2Sku==pP#=0^$G0;m1>Z7bt9CaFtTTL;TnWy` zl!TuLpIT=_goORKo7c)gEtGd_OI$HK2{kK4mYh~XxFl*W*jfvHC&qNpf2 zJW*%xGrkzQ2S?Wr-Km0)QF;!n4lOWrb;>gDDOzP}2KK2tR)I)y*>ueFDqx-T7SLfy zLPghg$Z0#`qt7FFmO6-kk$2MJ_tAJ~2hCSb^nqf!QP`JBT1sFe7+xXnL0h})Q zjJ*_Vf=AsS+RT??yq#si{-2-l@pyd6YAK;ictcXW+Y%sl!%pP9m%?dYOZCt8b&%wp zYR^5M0v=mBY#tg#fq{fF zpP$)Jf2I)#{vBsGqBYCM(f(Kn!n?ZZwfpGt{qa(`>qdXmey~hXtr=Z}RBTcj#6E1u zldTIaV4Zf}Htl>dh<5YoZhTFE3ipOWO=L09SPu={Rd0deIbQi^nH^{70-2zVv zc82TTZHDBf8x{qN)C14;Mp<=i;5J+JG?WIFgNBxNN*)dd<|fs|yk&CWY&W;>D$dIP zT|qzDec$r`TtWZ49$!jfOewHQ1%pF$0XW_vei`x!`$z6FHHDk99i=eB%?0j!#emfr z;Szt$}+**`hy{tC^){`#Ce->;=EbN%_{gj5rUncYkWBn=MIlFkZ{UBm* z|FbRWAM)~)PpJ#~zZ8^~bu$4V;3qO4xFY1A4GHQKU-+E5pjVO*SiR%`bwSJX+Xa2l z1-dfb;U`oDo#20tpK`pEf}V0-_>nvz?_n$z4sP(KD(K13H1fAnp9b~upWZyS-(TGO zAN!{i)c>~qvxf-;oh(r$o7ypT4G-VKd(PZaioPfMMNI9%r2kPq$O>68bK?cn0Ik+TdB$}sLrPIWYHTY4qD zkv7R>z`SIqrBA}`hZ~`T?CE*|>^oA4Ob9nAHS_hCypEF-g6GLC-!aGZ$mQ5A3fW+- z+i_jDBOSUV4_-bRQ~-lzgZZ(T!wVfHx4vYTfkct%3Qb*q7&@!)>!QC8a9hQeGCubO zrJ1VFJ3bL%qu~~gfx`q?VI?S9xU(4E8x;P0cd!$7)h@3InlA@7+e51w(5v~2REIIQ zf$75*Tnj*LVPbNFWo$!=AI3{@lSWK!pg>X@;so;*Id`ZY+_#YaGFO1k28Q)N-xa|Q z{tORMjW$>taYZj{{}b3zJt}9rEfjLUz1H3EItV`9%Xj0{$NbMY@w$t6UAnKj6e^h) zK*gSz{)*l8u>VR`#DPsU@XMms`6dx1z1?5pG&i?_7&+e=3sJI1t`#l|x5<9a!1$&Y zlJC0GyFe-YbK>n7q@t21>E$3zrp_RoC;Qx)8l+Y4nR{utn$QW=hx|R&gEAm9{rQ&* z`%)py%xAuRFcn&qNf)dJG*aCc?Zrk)hd_Rwy9+{*^5NDMVi$xmHz;kqUJt*jqhlo_ z8^AM~lpodh2Zj4X0Vt5HXo^jshV!^6ES&$Cwsi(Ig8UcJ#qq>!Y8okE$RvT}4{2FA*CaqDNizfdYome}?$++S_*rBMgwrW+yb{rxw|T73}1cCABxunl$)hsBA* z=wT--FcN`HnDcPfE^M3xs(wkq1_t~3aSj8dIv>dq)%9x*hWFFf_wO49LXL3k@tB{1 z;KS(izN@Jb&d!I(&Yvp=PiOVVQOZrQlGTRi3U4>?Rvixrw?+ul$=tLE)*6^zfZ<3i z#N<3@AJ+b$)B#TuQU{_Vsv+RUAxVyee%SsvM)Yw^HC)3GFri&ZP%u85hbt`6-L4PW zHITE|q_IY=2PDs_zctXl53Si>lVaXKflkX$gRNtap{$*KrPd~VApI1RLla*Km3tyD z88RoqKGE7~p2%K!!R_F#8i_gQ?!mFC2%~8s#}2hX)9N>ktKTHUmMb^?*We^LlF#t8 z>dQ)4!b(~i!R@Z)8GW2Q@{Zr&8o!YSEywkzqu!OlVo*+fhINd& z8_Zi;;ry3&g$MjKFuPE=a^3XgzUi3`SugY^EG{;|%idcy=?53C*XL$vJXP3!s<0fs z>au^)Wlx32B|p%$S^;ATEj`=_(R;SniZc>D*M}qa1asXegY%nzNzlDYg2=qUA(j=G z4)Fd2eK|tGQnsH74u4z(UAMyr=u@%5xsl;j?WP_$7ACsqrEx#V%h@vKpf}&0oxG4^}vMVO5g)hz7I}LNu4CWTCgTVvvPoz3{ya<{en{KVU^#;rDv-_V!KY5 zls!tm4=wHIITj1L=dDr+mcej;heyiiu~3+JKZsZ(q`eo^?a?HCe$+AwECT7?k5N-NH0TqEU zS}(Y#UT|Yt#Q2w!;~3*dW}h+CB0Nk)=xY|n5!o;j9I#Njeb9^f6l(!|sX4gT@?;V0 zUvaFQ_eUZ4Y$^HlFa{^%w|6JcU<_Vg!FEx-yGU1GoYGPz*$JBx-fKoiR6ysWwa0f! zwZL4o!uXgsraLGzqWFpkne@kL#b{cArl-Iy1F7a@Z#z#PtZgKD1Uf)oNK#QqvIlmP z8&6FT^^}(5j#WLx+h*r&9vFaZUE|gX!9ZZJ7d;bdn+%!fIQJUrC4%7Pinv2H1o$-( ztTZRr1XInO&ZWq>sF!50e6*q)p5`6feQsktOs4nk?bB*UxL`PQ%~FhET1bD8E3D^S zE&CSY7ppERIf~H3nr{aNOi)3!P#`Muk^=1!8nuuI?YiJ0KOPZ2f96mho>yCZd1W2E zA2_+&(W(Yc(pKxI;B~E)EZ~i8EdfVI;RcI}2#w!8v7{*< zTpwItcc&K%esWBcPd(Eg&xfX~OnI%1OqoR-yl;C8n=UbBHDxnhYRax*Y`RQ?*>t%E zgDHn9<&o8tQ-jWQg|_KR^(^jb>;F@g;{Olcneyb1mrr-ycsd*!x)2*L_wQP6$`kkB zDxv~qc_HIZ{4*8LK$P-&kUstocxTFf|2E=9d;n`e@*{>ezrUMp?X~4;u8xx{JxYc9 zKa74uN6PQOk-s91nG+`1iaeJ^4(p7?XrIepI7Fsox&`#y;Y3s4fVm8vP0W zcBQCyN+R;uPB*IUh2<%i^WQ2R;cC%Ei(Or*w*Rxzp;VZZO8qZp>jKS31YneNd!_lq z`5)&`xqkn)|L*8zi_fVzQgs>xfBX2QbGH04*1u0xsr~->4;?K(=L-Lzd2oUhlX0p6CU0dg<<_W!HRPoYg4|f*pYv2fn*UoJ zN!xPpCu>~GAk8yI-ZHlwidc!a9wT;EKVjn4@J%$&{z!|N6@38$4R3|MN5sMW2ti;k zj#j!Rxz2PG(Yyk*rpK%(bW$&9yxn zxjtmW<-j1xRQ&o5F%N;KKXK&7y(~bTt_|LcPv;M#c{$))uLz8+#(b%Bw-YY+E=i8aiEj7DvB*Axsf3wpYRPsLmRx%5pGS z!X*6NhyZir)xM(JTOkcY za&r^{S!y9X_0vT^{dO>3cfCSHs|xs~zipb?Q3UZEcjULwmBJdP>ZhXSL>O@VuJPmz z=0dD2UAF9YG>n}b*&ret4sH{ca#3jVqERG?rtx}j_VbxHD1(ig^e>lRD~7R);}1&? zx1bp?`K6m`C8X_!#(mK^;??erlfn^w6)7HOya3__Ni+Ng7$eUp>Op|iL+(Lyu(d9N zN*lnCguOjd1ZO)qSM47!huf>}s${(*Ld3v#g)38S;Qg*v?!y732)&IlZZVF6*nAq1 zb&H~5mCIU2Dbad3F(MRUho(&vmK*1Vtq5>((&G3q(p);uCp;TeWjFhXxl3~P_VN?z5IV%&-6=cJXq0hqx zRR!Sg(fUrI8cn0m{X2{jYJk;7Q#5BT5UvA^4D5Ukc712+ZI<|hWxE;+QK=g`TsWr^ z#Y!y63uEjzHJ=(_D_uXA*k@l0T^qZ~KRqEpoMf!Q z`>GCDPq?OTpo;k%OV{T-GHQf(MW-|$gf_$LfL_G{;Z#_02nJMmQfW3CBrF3wVUq*LltBqqf(7Nz_W)Q)S zQTW9-M}MF>wc$u6$Ei37aGcQIBU}ki9qkz@EcL)4=_D{XRS0Hp4@#XH?}k~o!E;NJ zo8aCcXUp21m1#okY}ETotMG5rE58@GQrAT_2h%=Z^4MQl<5f4>Ynh3hP&PEgvk3O zzB4}2duwFk3fC7pA)jCDQ8&@9{iEaH(FNTfNJ|CmpcUFqE0h3-$r6rwIQyp3^C#wL zC9h&W)Rv8s4J(b^c4w2p)MV9%&BtCr<klW!sMXBgE0sWouwQA0gXy&f>9wig#L?J!UN{j9$QtWHxVBkD z;O(Y#STQ(6kS?o%W7$kW`Sq_LR*q3X!|XY{^wx57*9`$7X^CA4u?4WkrM766BNxir z+9sA_XT^MgV7u%?6G(=RG<_DYh0PyV8#)!1z=@FR@ALcX;U}5i6$=(5i;QJ4jQY0- zI5!o8*Qu>DM2=QC6DW2dP%Im+EgiI6I#>oqw@qKMKP-er758HU6cF1RZE;*Cpb1PW zR0Fq3`@vk=+SG$Neo&sj#4n@?Kc40mEfgw({7VA8)=P50=@c`OQ7{#*T3EL9u~!4b zw!zqLEQP;Xb7e%&S*q6!Ue9fQ)esKjT3k>DJ%hP2JFLUzYppG<`>^1aOh+f)m zE?fsq%#OEBTTnt4u2z0ze-AJb4_)-fmfwQCcnvfn?^`U-cImi!Ql^aBQ+^$BU1XdA@y*S%<>3&5KLKrL> zCDtLmjYu2bilgV=4!iC}TjL;o&83=}Ux_eufKi$6eID4Vak~^EMRL#DyN7Lxnqeq^ zY~|}hq{Sr$$e(g41Fpzhmt~PkXch5d>Joc9+#*Y(5a&#$>GeXMte^9m6`g?nnbwHy zUGNEoQAEtk5)P%^97_8Zo{?AyCtIPFlzyqqEN*bK&2k%cWtNB-#!RwVh?DMCH zuzl{h&R2Y&qBot=>O`s6X&-N6N7_1&u`W5;b-o*v>G?Ui-}FJ6*P2e3t~Tfxd3F8m z3jF*3zX@QT^XjtsKUdImnp&HRm~Pcrgz{}M7jJ!Ul9rqE4=r~AR>PFSh*B8;rJzcv z*^mM;!$&mQE(QHIz3VRpNhpS~fogd06TjC{RP-eA-yZ$)+o#c(`cfAps3k4@z0oi6 z>#CaE?+7}lR8ZuPq=L+D*#Z1Fr4c|mZ%ShUzeH|mTut~`ZDi{AcRY2$f2Vg*3RK+w z$+jPN;kNSuW~rK|umS($&qZ6F@^8vwgqyJM5#z|JR3`&*w- zHB?mp)6k$?FUsikZw-ypdh#ja9d$>4J^Xt^#9rY)*N@T&pfr>y_c30-zKG8R*uT^9 z(9RiGs)G3UN6+#Rehp79QjflWzaTCO3=8&hcA&cce>OCz3wm10je&52+;1qN%{V6g zO5!2a>;L;&_!G20YTy5&&fD7fpX*0`8&Tgs<9$z+FWjXzm;e6xD=HeS414xJ;Kdit z^WXM=^#rkpQJnhs|IhvZw}t|z2B!v%i?`_$SH=B!k1dsZq-&Ph0@uH8Z$Ivr57r#c z2On8CfYP!F^IQAt;Lu^x(hkaF8axGTPoTVYe`Q+bx=TDZ<#GPN18&GbWhQ({pausu?7bEIMgNK0*=*Fp_+c3stBsaJTs z&$7DakuDZhpb}f4(gtfjhT+-(LHwzh1k(UZ7e-oJ+}BpCHTD4io+Yv#zDZ!*KEIuR zaWbqvWPh3wN0s3wuCsy-HK4woN2Efv0k*a`C7+k7fgWdpX)YYKMV<@det!ZfMJAHp zqS1_A*{FDZ^kN%aC)MRl?XZiSJAtFr@tl>u)!p!(G-5Wc0hZwqw&9R!7})%}e=}-N z|9Cqq19>ub8v}NmX|)+qyPlnzrWBNu2=#pi4N<%gVC>eQvrD)ybid~j{)!_Ies*Th zy3jlbNVv@0BZL}!vBU9)`?`QjBm8Wx5}LU!9=pqPQ~>|N$TW;xSLHwkrkcd3_8`W$ z>AMqO;~&A)sNqZ{O>$|w;Tl>i526X~5k-!kZO~zb#>8m*;;tg zuxP8eT@#d$AOqzX&?}J2q;FdXXYWRAE9tKMBiH0{8(8}E;EJYx^=M=DXab;M+jUEK zF|cy#FInwL01;8ok}P*Tzd^T|#izo+)vQxnL@NkXIfe{raO5_1d-}2$UoqH>Jj=SK zUJ9=lyU{hABEVi>{Z!^{O>o6uJB2T?8ty8UZkxxE-17&D&1PTly80$yOCbT4eqflo zce5T|meDA>%~k+yB5DOzH-QFusf3B_ypim@VhDfT!9UcC$5%(f|CB@N+=#|YhDH#n zoGusUdkfgV!wZBQdb zm9U4Gup_2eZrDq1xER#P7Yu`%<&r;W3s*oAT|0l9ZWHufuTf!dc>w!Pl{+lqdIdp8 zR|T1>#)94nRh13qNEp82Y^x zdPuAW%uTT;KafX)9l4=^T2z}27Y}2e899(0U*}4)xe_tn?ZIR1!Np)mF8ESmDUg04 z(Htyu>$MtN19*S!iB{0_1r4UQPL*4aA%ZsXgCCbCI7I}lVd-y%%K>(CYVv5d9?9UH z+>j2!AF3jFk=65Q$=ld&O$^lS{bZoyiFs0ItwJ7S?i!n{{GD{pEO6fMy!(qN-d}CK z#85$m6D;OQYaechCe=l33?GYNz#bLEqZnL%l-JwrQ88Til`9OB#GvZq%XN?Gw!oV) zcHd(|n8!5p;6m=EK-in>ct^z~7*4TnE)vDY!$W76<*sN}zBc=$q^!U{r`9UhIL7NM;iq8$lXyPT z1^3LAOsTpF%Ktidi@pSQ9lXh|V^9o6o9pa&wl%_HiES1~}EVJsMQyL(i3ut z2%iq#*t~aT4U`}9*l&jlPBJ{K38iA&{-BlJo7{AFa#KDW6}&?uz62ZFtcEswV~RjS z`kA=i4a^nPuzC}E;x!yOIJ5KXd<=R%SY~#j8Ge3%V@djW9S}{{F@1@_k#5|4JZ9#*4lbAlBbt{mFfp^BC|U>%!|w z@ZzCAv=ke9Dk6PaB7M0a{Lb1_9jR!d(XyTn(L?|knu69_4xcNMy_+6yg6)y?sY7yuGmyuCf znscS_nWH{qkxMnu)Q-j!9chKzWRrg)NMZMdZC4ePE^Ar4M-4p|(PHVqj5&RWY)LC5 zuj5Nv$A_#Sc)9K?4{-qpjsfG+A5}yjAOyp)F~szw6I}Z>e*11mFznrJF0FSAErgLP ziPg<%5VG!Tk)$jUbEb5x=Bjc)by&}g^?EfdeO2O~i}{wht{VvgHxV|mi6nAw$A+mW zCb-3dRg<17zcm4Ji|Sg^xXa*ZpAW;yqeu_5%QO7^81vf{ZZaRm_=RgPrGhLTqf{yI zO} z{dglTm?0bDFMA7ZXDk@vTxmnFEq@yf zl&2Ia?eqohgtDfz$T(PZU0|*1j~K9Wt8++J%YZPsY}N@W^jz^so_&hYjdKatG9C?K zKz8s~DVMG2@uJz)%M z2cD0(O`kfB^uWoDA1_=@hqu%Iy|H+F&llU74GZ=`Q~R?Fv)N3r@YYcubn%9@XL75q z7KA|teNjYPW+FVAd=`@{Km_#?&in1@Wx#0;GpjP|K*81Ka9m(H&|R`R`HQy#P75wJ zNN(aVw%oOL9^das4H(N#(BirBBo1G%W7W;at1(ASzWSKs z_Vz{~8j9E45o?6H%_=4DYB7K9mBQtZ2AJ>n=IWJ^O-Lss(@-;Ec4UZYr4csd{0g6J z*;Wl~`z4Bd*t((Js^w6}&G(?RWr<(Q(mpsQAFuiq>8t;%1`Lm%&c6S14Vd4h<53D( zYDI(4odB;}R)PP}-qWOBY%I8fPf81g6h(Va(V*jh>+%Yt`$_zGZ?b&|tXufLKR#&w zb_1qpTTi92$#bd(0MfaR`;mVXrQoI%@_*TlfYs4@n66acEsOyNe>*RG44jtxV|z*i zhSE5qG-B}Qgeu)gfz7nN({tv5e{TRR!Uh0!<+$)UbpfmP?&*MUnb$v$f8jtW4H)W1 z25JAtOVLHFF?{+WV=$HW8}aiC`=c~&DA%2GJ#hQadf#zWE!H5r)FgWqjy;9H z)$;$Z`=@TeP<{{b#|y;k`#{P5awA?@YP#X?`tf@8z+Q|r@fK`328R0p;H z-xWz%qBiKmxpMQnTo75hg2{~zb7u@rkBYF@!zq%f_jxPq=o!0Z$+}48>x=YImhF%73h%4qF*`|&UOi?QvmL5oe^fMoaR+}Y)>NA~tXWQ!F zXn#f8c6-!lZa#CbRk<1-9F^{+J=P9+qcQWd`_OFfqP!Cc$#7;#LfWKDGi)+%*l6B> z1(sN~g=KRcSP|`Z=KEmY$!@vZ<`Z>rJXQE)s&Ee+e8+FPwzd+r(P`YnW<+p!7v}A} ztP&>6rbcfJHG{)pCq)OQEX*F;eEB-z70h@qWpufd03z(HPldbNA+WVpCC$GPf{S)K z)h$Eqa?;d24*vm=GHz%-P(TDd)o-V&2yO5)Blp{5@k7f6k zW+;o5i@wQO4=Ma|r_Myxfv_umwfOfoNW0jUj4NChYJaoXrV+}6OjL?%@j*3Kq4OGQ zMLUe64s`R^K?M&3X@$Myg#a-*2KO625geR|MR$t32H03W3$K z=xgS&4%n-nU=+6kA29C^Sw+gdfDLThFYyn?!TP|J9m*pOU^bC2Ba>5!Pzj+^dJihW zjCkaTKV1_{UK>*XEYb)YbRz?3X&PV+nLf}D_CllzDh0SKSu*HRF*DyFk~V*<9byHc4#P^!WQe%W`~Zx?~ziI_v(Y)w#;`Qn-|PS#5d%(tFqXabsaxqykew-6;| z7$IetjCpQ<1XGLJ1)1M-!gvb0pq+I{y-Fv;2fBbBV{i{*!L59j)S0OVyPdbqz7->t z@XXnj+vEDdFYU$?FNVi(B0SzgSv(ptnT$jBVtj$gcb;!V6!c``bTg=!n_kb|+z9>eNWoB<;1W}G;O&b#h>1nI>R3nyrs< zK#`5(0VR_zh;XCFwHU<6xpp{U$h(oC8=fz?rNA|vk6v^1FgQ(bh7NovR6&s1lmzL`uR;YzO*+G_{s8nbx+e34!5Fsp9 zx3}^Ox5Cc_Z;2r4`ixTxKn_#wYGg`5CDw1-hDh{Wq?Fm@t!;)*3-4|V?_B6Myk#}b znF9W#es2K=Rj=3>$t7I`iT;o2U!u9bHFw*c?;Vl&KJsI|th5&xaYkfcIO7M-yn9x~ zhZjNK1MVrI{TRb?(|E7mvs~C6=giQ30^dJYT?OTd2AJZXIM#vhLr(}^XN-R|LMX>O z5ryC+a9wro*%{|@h*Z>SzVoXT$`0Jyy8+`;?rCtH`xKS}PtD^--`XYt_X}^Lz}q75 zc+O|MUj!9sD>S%R(vYHSx{N+=MGQp!ymy5=*cZ4}P5X{~^M^ahj+VzoOMqR@xAg$V zSj6nOB@;AS1lFxgLLoVgaBwtjtw%9ZF=d}xn+sJ!P{Bu;eS!#Q2rOU;EGP#e*^5Jf zIFEBxOT^qn_%ZvQ`3&@-D})A(IQ1*MSvi^XBP1gDDpMemEO(wl=p zn(_os`uIQ4@hAoTUkZ|CVVTBYZ@NrTlr;z>{x$77bnbMLO=ap4f{0w}LFO=hGXpSZcbR;D7c{X#`LT zGs<t?0xT5s4X67#$UJ|l!Bg8Q2yP@(Fc0`&0W64z`qBE+bjN~pr;h3 ze`#zal*dKFXtH{p<82?Rh6Dz7FBJ5YLXXl=_#19sKwmz$FGep@-jgcu8!Z|O%fDT} zCa$$a&M!_>uOC`87PhAxFXg`ZTjK>SGKZGmWqosl8aFTe+xzeFjU81Adqh=`{z-TH zx8t{U`H_C=+yDReE{FF#Jt6YXhQ{w+zgdmw+kljLt-ziVOj%QcFq6*a%#P#G_jZK~R2P4)U?LvCUDx9eZ5Zhlmb zkJ_U2XG7^X6%_&##C+?ycBro~V3@}oB>Kd2vd>V_pgc`)ejQEmmGe7Ho*`_&dZ#3}b1hK!!9!2fFae~wj-4(Rj0U?NdLJe3Snw6TC7lyc z2_GW@F9$xX2F84Ksh#SGW9Bl8sz)kSn8EEWS5<1j_ghm`=yW}NCg)ELKwsQl`L%i_ zz{s&*z=0kqb%mbUC1+az*;cN`ShzQtGOw~n($d{LEl2m@?(9 zbI0p`gk;G;YG6T$0!vRY5oS)@OH@Jlf=`=pu-aV$INB|4rolexhI$3rQltUt9AdS+ zIF*PGu474##0bc`{92DL9k1Ibr)_fEsz9@~*Vv}73Y0dNhOD(IhI^mg!yJs8!ARGz zXs1jSeAeEz(Rm+QL;P0KZOEyI8S?#{4-Y>X%SGYvchyctf`wtX#V&57*cnXPE8^tS zw_}Asie@R;>Fyy8O&-93ltx@Y%l!S%zE=X6N<8y*|=W05Hb{UaCD8156{{yEyIk!FG1t+g5AxMfy; zo88b`0wE$_2m_zeXrsAUgG2mD%y=;ry$BDYLyDgA^j(%T zn|cU&d|n#7s^LXsTy>&S1=y}z-=cr54PwRT!=C!j5`agHr zx?O96C$d@{wO5KE*Z*ZEt}t}#qH_6`0`QN!f0Ayh66hiWmoQ=>@A0e8ra${NsBu5J zbS2aidIC3@xIcUjQ9XN^x&$gv!7;G+=`%E&yKgxlIYfXefvXlT_n>Kf<0-)*E0l^m zAC4X$E`#U#=5$6I`(Ty+x|RCtqTsy54fi&LA1ovFtI+CZLAvjGD2^@wf-(^YvCrdGQlr^#|^nJBktTftije4kz7Pe@SbI>3hTQ z9=IZg7NpWm=Nz(Kh_DCK^M;>hK|}G+_t`knG*KzfT7h5x$31abu1aS#(hec$FMhWO*9seUTAN)~A#HU*X`$ny0p8l!=>6aT$ zOCa1rZ#diE=4CRh?4S9{_~t1HdHG8(zZC?8mz74@R|{c+$3acPqyQ)MpL&%-@O^M< zpSy)>6Ns)}d-|a!Dv1amBgbY+VI7HulFrIFc!yzN%fyI)dQqVa(a_4+~5p3Aewc17&tyjwCUpJ_<15?)ONRv5Ky3K2wtXNkG zp5z8!4Rk!7YkNFb00QLW%7Dnz7ww83mcs+mf|dYj3=45wnFZ+2z_kEgY91f%u}=cO zteDjjRZ{KZ`l zl_m>;@1fS=cBEhq-%zgAJ^L0MUFWqARc6EPgXv1vdzyf=EV`u-^B~D|(X&WJBwGb* z;mhH>xYmOx!WZ+;Ssd6-{Uy+@Qoqznow!uF*#HiNt?AFdhjjAXrenh$B4NK%?ocygP$ z+03gD`d!wwZg^7&@Z!tK0^yt;`!$wBYBM+@*wSXQRl;lJLIW{sCEh*+7 zv=n`cV2sx2zy*X?e1Yu|@k_EGnw*!2@hU1}OOJi50F~o$6QURov1`5f1D^60s9#pE zIPfkEdY^9M6+P??s`o#{eAtH#7;>&3Ht7B0^scbvBhAv{t(9RG=Jo1WuPHutE;mchEXJKfakqE18@m;)zOt z?T*#DkLSwZ%%zfZ||yY>xz2J!yMcbO)tzLs2IDtpR~~cOr7dfzmb4|DJcZ2pJO#l_RAALusT?8d12r z&ub@(LFM|%RGthks=UPCwe#= zfccxHL_kko=$vTf89r)7#_t!<5eIV5$g=+ha|JnaiDy6I}*rYqy3D?^E=B?p0a zS2ZwOh#EDHlt6ORo9mfbn41%?m(INT1xP#!7xzCM4`H*GEoahR!3d9IhRs!^G0v~o z2sNw%0WQYaZ=+=(s&-B{^&VP0J`1h2lE*lKF@E@~Z3h>Rd&{%;We*pr3hFh)WhY5hV9)K*|-@nB=-4 zSF}vjB>%KLkIauRTirPypp@5d$@!ZJL{RwLoRG;@3kge@kG;QL0maNg7B7|X0aB;_ zorPs2M9#gme{mxcc0OJyUF{wTvmcywVQW2@GQ8$`k4zHD&Ot|?ZhYYH?X-05?||^& zp5Po7qy+BN)mU?-9(s-nKG1s93ODj}t@Cs-4^Tg9oF}gV&M!#9i6qD*p%o_8M%G-% z0?;R=&?}{|7?zTR0k#zwxA2|mnrSJl_-J$S2Mbc@rZYZ<>P119-dQ@%+$hLV`06E< z7X{z%Uhitpt%Kc?-;bt7l)&wC42F)jrEqpLo96TQHqha|cU4TY4$kFh`xWxm0@04P zIAazi`F}iF!oGX0ek%C-$*Zngn;(dcGt%=DE7G?Frzekf)1Nw9BTQ5a_V=51JXUN2$T^(c~CU?V_PXy zE&UPyQKSSmef(17Dv}+lkeDgTmWQL8G#64}w{lro*?o!s~{(_T{m%OW^&d50c$vm>Z)Pxb=zJSK^B@SaVsB}s z^#;KhkI3t{qz39Lp2e9MKcG_Vf6z3p0@7MJJ?O03KzmM9*8E^Gtgs%ge{{7Hh9g!> ztS;z+x0VFtu7$!(0*PObu>+S+?>qjo{6BFL=ck6;_S&|>BKS-PpNr8FH@0-zq67*! zcGJ(?Plt|GPuqA*0&av8daCcw1hc&MXxQeHOIcqQm;lys0q3kxeH|%$3*e?%kJdcL$ z{L~2kY3jnBNTYO7Ub(L4br+~JglaH^Ho`L}HC*dp#p9~G7ag0S^$mZ{a8exzel9!b zajyp~SV}BH%>v*!i#;}oPHHJ9 zZOQ0^SvBxFiAu1vTOPBCXB%Obq*Oo90V9Sc#mgJ>pl$8gk5_*;$ktBnt(~fZDaCE51*ikppHh1+ zE=Ss{5eX`SOb8`C7KyxWFi!A3asSgjh?3!{>+|4NR^2K0^P~nW+rk$+=ZZ zq7qOrt~~PBg+f4SmdzsHKH!er&UY8F?za`BA@X=5h`IHR+FxmdJ4uE;JcZaWBsnzD zLUclnQ=u1Wn~tOk`A{n~|4?fAp@dcxZ?2tU3F)v*Rnu0GjtCbcHG29c3m~(15xn4P zgye1GUl`0@!+^p4MaM40fzToK@nOlAaHnSET!T*s=zov&wZPoNU!?YJL@V8k<$Ui-(3-|}i@-K8gpGt#XL&MVM($R6`NMXQa1!_Xf9$3^R@_g;{I?wy#aUb&NsqsE4jmdQnO0)DO?iHi7!$A3jl~@_Z zIM}ikoGKuI(ejMw)xvK;c)p-g0|aR@rK1zd=S?3vfP7ezw>qE@Q)FKpse@HVX>rB; zVzOB%XBPyS?jKZQZGjuhu8-bg?S^IRPUpr(_`w6m)Z7&nFMxknX2;vcmk`Zyg>BKt z1~7JMOI}*n1g{J3gk7+21Yu(SrUm8$pl+!=A;jMaB`*X|f3fI<5p;%8qiuzGv*406 zaPi(>6LhH;zAMm8+?K6})NFAZ$GIjj*eo)wcC!OoUbwWraKVNPnaH%O3>Xf6!z+e` z^nIH@oj|V(mrq>JDrhn9vUSfG12TzvZhpI3bRU^dCzi&oL5~TVx7yOJ488E)Vph8q z<0X8Y`#rSWI-u?*b5tE`J*;1JmgmIDKG+dV5k|`CH)YYUnYe7)sHcrLVLpo!fC%!Slt;}R+dx>3%BdmZ|7|U z8pjJ&4_J!f3;PRJN!Ds$Cf~+hl;-UUx7`&U1$y&^j%xTgz<%V~STT@O8|)00W4-CbnyF0lJOViS&f z4aZXKdESZCfLjLLwCJ4zP;hnLur#R*A~`am4$HLz^NaYZDBesM-o~iG7*!6mu6?Ii zoe01(7;2aHF&c6@ZdPqdtA=NWeasg4UJxNGywEjuSNJ6D2o`RIPH*qsL#hVu;|uSV zHKGLg{u;U7zG$$t4lO^Q*aJoJWru1W1i-$$O;K0fgTP9$=}X+fAmFwSadg^P2$#g= zd+wp6d0LDlC@@_D*Db9XcVI!O`cdWHSHk#tcz@IGzDwUQCa=}3NZh{Q-o50 z`3rz0*u6^xQW!^LeDJG(Ex=F;5UVN3jQppbw*2KMG1hkzeE#mqA%E;o1`MTOK>>c0 zpK_SmEtoh1_nwBeimT<4FFo6kd!R8r}l(E1_8$s39?Bj1(;F*_TP?Q zUQ=FEZQ9H92(_mJ0#NE5|NNP{fbcy2ijwviwWq}I=Nn$+YT@AiuGNZ|F0w~TuLOz{irS3A6-^7PpE+me<*k|fLixz8zioleJzdjG!|7?ks+6z(X6Jlww9IkN&- zV&$%_pXEmN{7C)DAfXg)DB~#40gl&`rw;+1!MY?RRcERK&eq>PevgQSbdn9ORM+oU z0g3uCqCWqCZQ-l9*{!JV|1Sp2zm4~h`Vzr4O#S@-x_;CJ7|Q1X&p)29rWhXSMBJ@O z45VVv{Qmj#26!9|MI`x`?c%2SfBX7v;@{hE{n3|-0rczmf3pCy@G^sQkv0j~o)gSw zcjUo3mfDh#wFDTM-kdy%=84x92gx)c1-_4$%`_#l21;y>>v9j5!!nLLMGuc+2b#zE zY2I`>Ow-Kv$#RgOG`QtvKXWKF$xqq191nt&ohvsyS`iFp3H4t~r>fw4(}P3I7+h}Z zXec>kRRxRJd>7JR)C!>=7AkDcCxYOba>W2E%%@~Rk2pB82G3?w_0Y=}4tzEiG;N3T4&lq!z7q}g1ayrl# zUI@i=TU)(`ZvS)5sc;aVQ6ZvLB6e zB14AoiNE?yXc0ty5UI+-{TM#>TXw812*yq?9=HR+FnxHFWEL_5tiN8WoxqN*oAlJ& zJ@z6f8@jxg=Vc{yRxEI0M~{I>-cfEr@kX%bNO#y?R|$cl?;e&~G(f0h!kxNuB$BQ= zadZ!T33%l0@L(S)f}0G&rdAmL5cFoeYxYPI80HM`Tu7e^f}V-11+^-{`NX;{XX!Ix z8>v(6;%hXMeNbmq7~>4XFev!+=yOn)o;jSi0z2E9tJM9|^MDjtZobGoA82>x>8=ip z0(Sqs4J%FSVRz_{U6HnJu;u9Y=SxqaR)4<3R}87&$gYTCaC+Xf4jD%B#}{w2Lx4#J ze5aaWH}U{3$73wZyd6E7CZc7XY5|&sE;pKtEw2U^MyJyb=2jh2h=ZmM`Uk5v6hqDTEDyh!QV?@|?#hqx8}T6#VeO>^uyNRaS>s13Jbk~~ zljT_*>~*1!P&?2Dn~k0Ig7S)B!BtK|C<3SEw72yH+j_usO7X?MZ4hX=Ey!{kJ|A~J zxrOr=1KGh~POAc%&YyTUv9B23?~m_i`-*0U#a&324+kNA`*!D?K%k4PB6!mW19Oy2 z?e-%Cc$6W0a_n&x?E6CFx%6@|R4wn0T+!GHQK2I%W|&G~x$t;e_y+`*yU9n^2jlaS znkMkcod(*D&speAr*Q?*_jKnu^-10^w_ zBrhRqjqiu&-$++hvV_9mivw?Gu2q1=t@Ej3{Wb7b!>eCWx(Mu3j8DxxYJ#qCqmMdr zzRYS(XUTnAL3+tpUWr4jWc`gsHtDfi3OLX!qCg5Ni2RmUZqGm=2%(nwJ#>v6eIzC+W*zN7C^PURqTk z@w~x3F0K%cd}kVqUsMloErZvx3RZ!G8O!XUZ*?HtORjXZf->1c>JCbZ$O;iOA$_j2 zclqN(wJ_g^cSP?Y6}p=$balXR#ck0Qw<35vA3stGr!VAgyRkY8w6>Z#r0;2lgAB4S z)y=|T{lb0drsD&V$1{c3nD|33E!jn~5+>S|?=A1B#D>Q`zu9XA&`u0gZ8pM=e$FM? z+_oxkJY2wI?OzAwKfSG3=A{@JKVv=`U^_W|uM z;PbM>W!V_t@lE9^OP3QCGz2Gj(%PG0&Hes+h6nL`gL|Yf`(_)onX|_PdF8aUbi+NU^x1QTD#3l`?c={7g%6a(!ouz zx7mBs(jBqzHbKw7bi^I$;;c)Bhw@>{h|jy^TPetlRWH8Fm!fjaoXiHD`z29uStWeT@?fkuhRaeRLymPjyrjNPX`z}`^b8h6*s8KVlXC7m}h`F$rzSi*XU)2wr2De*;Vq?$7{!q}- z?dXwqhNF%j&0P)VpOfHV1CzA z)nVRU#dLQUGn68lb3%x ze_M~s@Ar!aPytx<F~&Q-ow&eZcIs z*FOpX^9TPM$8R~bwe2Il$N%r~*IJB9Z#li78vlzyK`Fpc3MqeM@W>yP=kz~(XKV+x zgh@>PcaNV*N_6aL3AHKduL8io-M>B$_IFSCsTm-@##0JMlmh7A3V?b#^7pk9Vhe1; zs61tM{PyuHS(rzOGI&uHFn$%#{_XhRCT_iz{VtM377k-kTYK4(a0*{I_s-brz%EDoPDQw?gUv>q} z&^jM-aEe7%gAhOG!GqXA{3bEA{L!m)Sa3nP)|Q7Xxw+U~5s?69e6fb>Y->QqTuf8- zY&B$;epWfoQw|Z2Z9-CL+TmdOo|xy4Fu&C4NXUsB^j7x%I0JckH455do=)9^EHBa3qn9H+U8n5S2Y|C*s*jI1DZZcxfWgND+Y%P zPCj3bw!*1p7mq$h28zET_pxeBv*0ukJLoBaj1)r1;6hRaFpfIY)Ga1}#Pqq2oQP8J ze4Mo0A15|P<|oYgkQ4Y$UB)IKww#s9v$HBd?QUX1_!R=&_-wzE5h?JlI$je3*hv{- ze0k{@*JBVj7Ap5$?+JQ`HmKTR?%OIpNg z;D-8xm}7KUILansf?*4|lbPzI92l9WI1}OOycFVRp6Ch8<9sw(hbxGM-4qSGSpqp^ zYlYD&XrD~zTy9(ePPZQ1j`MDXs{)N)`rlIEsLh_4db?oA5v@t_`V9b&^s1jbbl(>I~iW}d*bJ0Hfj z?bhi-V7~ZruoizR5nhlrW=LfxY6#gcYj1!Sm3UmsfOc=Ffb&iQIOht{j6Xq>&}%!{ zcuu#$$2+s_u>wd5zmb-_HvuI{nseE+5m7MtGbeDXbo})IG;0NcYKO`y_o6%1)&SL7Q&YKIDux^J~edA)4Tyvx;@^mT-*+4 zZnWZB5Bg4$@^DyKn__!urU{k>@2lNWlb<5zLU>(f(SC*M_jx%cR*E`PIZ_L0fsAx zN4D-v1v{%_krn;5@B{?3#}^@EskS*h`~e9*+I}2ZsfVczGYO?96ceCrvl>g|<5Xb2 zOQ-vhs|w5?ZB}M~gwnE<6@06sYC$eSDMaOZA8;OAl_1TG`w7>I8jh+5)t?2)c#O-v z%n=XYpT6008mZ_MAjos(f=u^v>=-BQH%Qvw49xP|Ohdg(K!w*7?R4uP`X>WrsRhrP zF4r#T%X(BkpqK=aXW}|_R{O#^b+x-ara=&uQukIgy98d3$4SVc>88wQm2GrG>0tQA z!2a?S0rW&Z1N|K$800^VZ@0$$;h&vlS#o39HW3Er0X^Z*v(q*#ErN|EoO|?u06o9Uobkuk{diDwO{ zOqwR1(P;vUEM8x_gnaN3jd&^=kqA@9p^AEI3Nd|zXRHTJiBDz?d?8!uNmV|iv)q&d zTMr3_R`fmtZ7WT?ZfAc;BRAsFbk|nel2IOkdxL;gck`!w@QR)6{<5?M+8fTTYlJ2U zJaf#EWk)3htoZic(We2H(*~b-Ru=QKFp~|T$IO@uQ;UIo8+R}5htKmlr%CYMAa>9I zbBr%5X_HG?aP_dy`31olAl%f$JS*1)UYE8@UAgB6h6)L*#|?bokhjZL*=dZs@3G|7 zM$_g1iw$0drnxY7RWC#ED;6xCHM`m~H$dyv>gk8i%b;qP;qE*9SeQ&q`F8g^36jY5 zx0F1HjtKQOh-`)Kj^}2pu`ufVt;OMiODDWdeo&{uSPO#FgbKSKRS-~oU`%E=Vl{cM@bFvmEhIbzVH8Qxsy81!stfkmv}{i2_zK|s&DB~M=A zG~7?JL%OKuk2I9)Z9j9Gvw}GnS6%6i<@Hctle|J48!!8wSUf$j zG89(#+K+Eo5Cp}J9lO8Q1VQfijh!lo%HfQ}h8VNiQs~WrhReAGh#8;UzwbK{%yrox zlx`s+qiAf*tF#stla+6uTcMUr_(ExrkA9G&karI})<1!E=#B743Q!MhRP_>3^}+(v zcJ=ey)$1T6fvjn%g^2h@Ldv&lpq~umf4{#69-cc88|PO8EZjEtDhunt-pzIB(4{(f zL0eg&^{Npps{JCpe4F9M@(V6@fdt4~Z1;#S?hSBVwl&e+hUq@1ckOErW9a-FBX=P!zJ*N&q`|BGw*+xgwp&6lhD5a zO1BTkFlVooj=}w?J5VU|^DitK1hhXTE&mEAzDRVF@}E)xIs`<8f0wjSI<~xj?BM5r zd*EQNnE1(W&QyRF84%(e#lP);&9O5pP2M_C0cz}MQxE+4Gj&J2&Q9}t?MZto zK*cXlIZR3+fC9|_$|%u7QLwfdRAe&wfdFLy`A;hq`F|Yvf7ri~u-=4SQ6Sa+5fD>J zS||k_3c&nhcLZP(YkbQq;Z5afGA{|5{}oChgi=tU6c+FwdkRo2sO{X6oVWA^RY7FG z{2$x@_v?R^AgSuf7C=?d5&CmHHK3;jV|wxc5Mh4VXc5^773;%b`n??Yz#NX3B|iyj<^xG5J+5ZJ}~JQ21H)jG=7X7 zJSs1++oTkME4M=V`3vodg;;d$J|k^#G32lB!6_CA_}ZhI7vUG? z{5&xEPuYhz6Daw#?WOClYnPd z^x4raBCu{>5xV9nN=W1`o}KxS1bewTiGNxB3{FvcviH8@v8jA#Ne4yw}-KIS4 zK+s++L~~2L0#x$M4u6Tj7`-f~N>@K?Bf4sQEviEfr7&!6o zl+i;C{yfDu3wDq@Bq)J!!%(+pAJH6=Ox50jCS^|&XIv7CVAQzs){+Z3;LSwlYGVaI zw%p=MUk_+4(2DHc-T)tsj8lB>XTV02Oofx5{K4<=)98%7p|I#ulR|p|0Wxdce5YHA zp{>5~LUKe3>>4g|E($S#4~1=f^?ubz z31;M5)n)2g0wLtQIRPR_YKQLB4lRd=eU_3g!nM$ItwQCnRTl6Rojhgmt`fe+H6)&2 zUk_iu2{Glq@dYLE1IHP?p2MrV-XFU$75ws^q*v1esLigbt3U9p6xgm_tmfZU1y)Bt z`bK%Q!nPF(g!|})v2vZif4*o9q!^b?Jx6Z==8tX1=heD zUtx(9K?E|_l58i@>m?$&_2BdSWiaz;F1T8$9O!M6_I?P;2m3zh`aEJQsBlX;F2qi+ z;Zj#0heg3~;R1(e_qtG!_2HILGphu_)O|)pPz|fX4x~*lsesqn(aq;~B9PK*a?lQ_ zg_`xYHl_(g*t^7d+nxIue>x8^QXzI;qC@uDHqVRxTJ^^SKC%NUx34JQzJdU!3|^}n zyl(!Pf>Qx(Kef!{ERZ&07wivoJoa%W9(cJ~)GptAjfI$amR$v5P_jhi?(-E*I6*u) zv_Q2B1bUu)F&nPKm`kP({(u%xVwc=wxC}Mms+Mz#xjj%~zCbsnpb2Ehb!EnNvw)RQ z7RtYp0NW?hmBR;W;Hj3#m%`;8@b2@|6S}jg?cT$>Z4YZPTyL>`wwApd4yKh#Y-r8} z*28N)jxTOSX@WEo zxeT^vq^6P03Hj{<)R+ZpAo^A8xXra%DF3PbUbocJ{*7b`c$I#3d5vis!Va<0>L!>f zL~h($V`uU*ojvc(N@zZCwei5!Vldf7bozp+JiF)9jL2-P`IX17js6U6ms3)HSY2(1%lg+li^sXd>A2FF|n!%J{y0pViT%{ zrp3E@9;wv)$)vg5Pc{WgfJc1yzxCSJ!GofYeI~8tASOi4A83bdZ?qy(gHXz`PEjo8 zPAPPBSe^_~D+NctF(J5}iV~~gc&_&(@P6I-;ABuP+*f&XG^;HhW|#Wja#l}*XPlqk zj%A?Mf8g=nJIvK!-jczpFxmjRTNXK;QRxBitwU!?$XM$*YF=y|jNX<;`;yKxppfCB4gm@BIq}WZ0VFy8fnh zf>j9U1ns|$*7$<<7mK(M-4IxB5Jj&cnGfSfMmW{@%3=HL%_4TrLQKo3P+c6;03qid z9$dbw7B&P$o(wao0SSff5(#8%F?ZyBZ_mpCoxSy5O6U!9_{4?syR~&-cJRcCzN`Hp zwPDT94Qnt~x^+|PN0jUxTjPl?}1c0w7)iSV7-&-SezL_9U<`3JqgzT>LuJ-Q(Do-uKIP9F%mspqHG z%VDa^^z*&^=m}(DP~Ef_%|M-+)3mv+poE~dIz6b506`j;LtI*k{~bW|_8wCCe*lq8 zx&I#kA_XA)P4nNQAzzrNyz5k&I5m4IO$-%v zIb7*MMfpa`J~+=~v45N3Ph{%bkCMFq0Z=FakpiqKK#y`f^M{Le@plErZhJF0QUTQ8 z2N7FVP^JbsnUv?_kInqP=fj1|{x+r;-KYTWFMvpW z8K}>ne`0yggsnT(`Ty#;{@eIfUEiLWE~38wV)6kla*|}p#=nh^j^~%7#a0{T`S|1f z1?9hX^r|RMo4)zC@wU&J_v-W7Q57h}m`NM!F}a5gNaBbUKMoWXqQ_xEZLLP%w$yr>Cvh*aH|3|*4N#dG%JUawf01tDKuSd zU4KS>I0-}pmnil7MS62NIb*E2kDpA6zPz{% zZmS>UwREWi_X$p1i7>eDi!N(hBeXcbz7y1*4WugyOu4EJz-Iqa@7h|-cVF}LbvDKy zGOMg8d7)YhC1Yk{FC6O`~XUiL4U;L9DpN?lk=HY`+IM8kW+Fr-E{BbpK>BzaBUjzA}rgZstNA7#KR7;|_}dJV`Iz3lnXffQMXn9WZ`!=amRN4xmDSJ1NH_&O!F zK+LZ{6U>@Z3z2L$&Nen1Mp6DPsxTn$8e*&qITNO8Tp_}~SMTT`u1Q}_Fflt@b^Z&u8=zrAW$ z`8`f_Ev-L@)FAb^j&5+HVN?S|iY)VSiwuL$G7ldNe0c?#LSA+B3j^V5g~^gpLjvS) zn3Da1n(^4DL;eK59B?tZuaU>o1aHTz)yj!ApgZu~yF(I9++zDZ{6;$AvVq>G7o6ol zkgSuPsBVC=NV)|9cbY)4m&{FU1!=N$aHI_GHh2^ajg`QI=9-tGvY>XX$wUe!~XiB#2D7ht82Sges0u56<@Nd*$D6d3dxbsTUI=uga zwB6a>=?(CX*5N&^Ljlz6(%^NAE`r6OHUSmd~j4$*rkse{6_xv7FwH^ zU@$@}X(SK;Hz#bn4$1g~`Zf3LaNOR8?SkvP0ZsY@TdxIdOokfwxq@>m8bQ!be&1WB zT5zm?oVr)00#yBU@0DL{f|Wz$T7N1GkW&V`s$dCP&*@&S!q_yVoF8ljxp~TYHEecD z6n081gid=h#}x}4ZPV=wxzK#?Q`-3h<;_rwmQwyc?r`EHd3g;-)8CBW*%SJV< z+%louW@gSvsuDtN*OA^g_(LIaU}pA<7Yqs~kj^^1gw;5$G%84iKvkuS#amN=rClk{ z%Ow*^T0_6ZHrD{nu;U|9jDKw%E>+^9$%jlb(ZC+H$Ct=UHrURmI5c3Y0WyNW)W8Aq z^Mx_I@0Y2+Tc%Ec`t8~c+dB*X=vbg8z3|B9eVxndp&?8wWTdqPB1=tupS=nPBlRO+ zx-mBIgu=y%F@ZoB*OJw#Y{Us~k!7NbG%^-wlr)~K!kEHZ<1L4fnr&kqX{4P;fW(rq zoj1?}zaF-EbX@ncDNO2cdZs%Cq0D(U{)JI#-4&9VNNk(?#ne0Y1qqKdpd$V*p z%vyGTwd^i~H8nm8^?9}Ejd7g$384ul(PT^1+eEi;r1807HG3$PxoMHgbHS{IjJ3maMCD! zu^E~rItZVrQGd_?ysy1wN5m3f-9z#NMvjr)X_n%O6mfFu#l2Q&f1r0jlcNztJrqPd zkcm-xmfYGbhhCTLu7{RL{clTr7@Y%6*N3q8r|050qb_3GFiPAnQPQJX1Hb zvYH67dS+sFXPRNP?9(B?E4kpe@QC&8tUgdWZ5S1V&&8F@uxmz1t#JHjNB<1x&5*NoKdAf_qw5UG43 z93r*47b@EA*DAR+!Y)NKgH*O!@T57fcanhsThA+dS@6`s@aeKMOAj|d)P0p3C%VwH zMYo6~Khh2DwF2MMu)udc>-;@wQ!EfO#@-mj`*RMRE?$+FLt6OhMlpj@mle zXwU==#-m=2h%GFReg#syH^{h;WPs}At&ms*ytDr7+g1Gv;2@9P4N?Q9PSk&AlGZMV zd$XH|KjM4+zoG;Ow_9oduL6j4{}&xZ%0!=jXb%0^L8NrdD8S@z02P5`0GrK*B4#(L4iHize^ZnFR$=+vp$uwGDgrE_KRS^A zHbHN{^u0k-&5;Tqiv8I^qyR)p=Zx|*0)c>s7&uy9eev=5+7POkI@vz~76mv^0P?P`EI_aMNzBxEhKr5R0X=(NA+r=iH9-2nj^<(GZ={tvwPo20M}9;Ip?kj zbbGF8ig%6z$oYO#mkDFUzP_51L7*u1b!FMNlyV^2xa?Woi3CJ;q{|v<~09}QUJl8o6fWbHNnEgVNE4*^-w8MoUj?GcCn(Pip7pZ;8QRE!0%ZO zb_HsU~->3*J1VS5$G7|?o7?rVqJ{>rhkpA%sD+hQwI(L|sX>aCUDm-Yzrv8j(HM*~J8DCFm0b;=i??T6V7#MVE?Aq4^VJpN7x(jhaAT3hZ zksJ@<0X9oT!wH}wJodhlHS)WQ(L!j4Lb-jZ=P5{TA+Z%F+!rhqaw;2a2pgS%>`xJKM3^z(2 z-Y{JXYc3{`?mn-FwMIPgx8`c$SlByy=P5L6nQge({{NQuqD}VDZ5_oYM?X7Y}$Z#@IZ~uXl96 z-pPZUh2MSNugHhi-v02rOHu2swyv|azX1doyE&iodBD(SH>Zl603cN5R}%L7gZA=^ zx%V-4al2f4;aFo4c&vuc9$VwaC$tTjAm)Mxf=UT`7xePTh?jvSQo5! zl~E$ql))3SIh}JWl+r3Zp1}zkS=#hSwgc!*th&TT8eoW=b{2~~}XJ8xHn!_&jY$1UhTEXR?0Df99(5Uo9S;@keT}gMq~R2dE9(;UZjfv<=MikE@+R zZL$U?SAMZ+f*JDTg#i4rOEU(sA(ic8V%6rX4j^8Bqvwh#6y9WU=2Sf>&1>r#z@L1% z-WP&3dVt?sNCHW6YMo|1um*8ClIWYj_*mvaw=Ec-r#<#@i$OBLT$n?ocM^Oedx@=X zgzTuH<|vHAOzGMoy9i^&-2J_M^)1`Mm#NK?h#EwPb5Z*)d?Lc>NBS{OXFFj{04-+# zEp}YzW3upiveKk2)h5F2Hu*57$sVvBn6(+0tp_da?+`E6L+d=Cu7lf~_Ydq&CrIoD(#PaC~93sWg zH@Ck3dmafA&e<1uA?0t?O3m4HMJ!Z2EI#v?xgTaS)LXBk`B+QQ(Am%NZJdoYuRK;#d`BoRDY^{nMlLvM2R@mRWeKg3I|)0xN(fqr|o z<(sfjG~EBS~N^OSO&=;{WAXt$475_(|B z>5KHO;Q^3a?o?`sRP7M@-LuvUl0mzOt^7I`$Q;%eIm)5w7gt2)qM4f*N9O(Ayx%ns zXiB(W>ZBF|%bc9tYrbMg$;0l|aNN@zG}CB6yvWaZvsQdLcZptStPJ2Ay`Z8@7cLLA_;VA;|@Dp2Qqz2Ufjo6INqTIsS}H;pz~{f>A;0n$T}kZ z#C)&`meudmmQSpKi*iT0dcP5Yc`fbAwX}&~x?XYXY#_dm86Gmn_m)9fSllM&=M4}i z;+!PnTm+COgK{}=)B9L7CvNF#uT&#L-7@7?(6TJ z;Y-P?-7mSH0qwqbD?geLz*2rjiH9K{j#=#!wQbR>)jMQGt0AV8$P=CE&u9;m(yo zg#B~gJSmGYcJJDvO){?3Ra3+8=~D z8P#xt9IhZy0bYZWXEad5TYMq=2Sy<6r!_{0|*O%DBG)oM-#w&FQ@_ zOb>cc0Yue*bPy@PiZW5heFcn>lA-wKw!jQdPvH4;=lDNXsQIMQj8Xt9p`_fuJAerbt6)$xn{_IR7K ze#0Y<0aW9E9shp|(4=6W-{w?jfWna_a*sZS&hf(t+a*K8Mp7t7$ z{yxrSX5R`sN9(>Np_`-)=N;Z;=5p9iHk<9i3h?SO*JUQh8e!5A)06U}@9{L1#bf3>c=vAQ_+4hk;1bu_dynqG4ai ztRlnuO1OA|)wqtm3N8(qwFciV0PYB0x>3xPeo|K6eyj?$WH+KRtd^tZB}e_RwOkXL zVmwo}8_R_GG>&NkoXp?c#%zzSw@x`KV#-ah`IAGKFq*3ve$8{2M{1P4N=1OLKq34{ znY13nxEgxph|-PrI1!3gH+lUc4Vc+_MqfcB&>uPRrG8l~NQQMbt{{=ATCW(E4Od~u z%tFyzvk2;M4%@V!#ED>GZH==}73LS4IBxuelvw_KIZV2pFch-*RzqPHaF9KaRy6`= zhq=+In^>{ezD?Zkg)ZmnNgJl*YC-+Xhw6>u)vzeAMK!i48=U2LY8Kxqfg>c7R{E+I z@K~^f*1bL(#O&Le9z9Qnf$sH8_c>A_XX^IhkQAi;`5c(l537cZyj+_@Gu0qAV^33- z-T}#C^di-zb&zx%ap!78AXXLCUZ#P=ByMx2@KrsN=E_ z{G9km>s=#0LO^aSzS>rt1Ptx{q`B2$U_h5s;^~K4wDGwiDg6XUZTGpFt&|Vf`kt<0 z{!s%}eGBsVw&%e4TG_~i*bdmryR5p=D-Ybxa}Tg{;Y3B0`Jshe4H$=v6;B<=g!vfb zx7Dy-e@?n)1IC+~o&7B7ho&DslaEIa<-`7>qYa^s1rWM9W}%{F3E14;qP)rz-L|<6 z+-;e#z## zua+pGcCBlbO5f=AauBxXo?}Bd=t$!x@AiQPc+a79KVcvZLQidZ{5hx`YK_V6OsEMB zPP-U`+NHJgRDePdJL;=rTUP)V=R0eq@KB9eT(GhTSk))5d&$>9ZkX>^x-%K@HY_|O zv%nj43N8)EvxUHf^d$w_{iu08;p1}nAQ6-$)eF6z2167%bts|+{0~+5Hceqi(9(F? z89P7U6qgF!V#xk{cd}ir3VObXn)*~SJ*+y!!k~DZWk!eyRTP4#nYSe7t+IEGC5-=@?Z)0dB=Jg zE-r^=xuF|Bu8`pT;NbB$tFwW}+u&8!LT|Xis((>TdB8wv<`}f4#nToDg)+k zja@&!CcvR*4okhS^}_ALkM`W<>4F14b~W205MSIIu=5i~8#q6_al2V031-scT^VOc zu*)|H+XDvK5TvWGhf|>*qC-FZ+QZWn#meT{W28;4r;` zW>lCp#g>g4u)8*GPG6ZCLEm3DYFxP=g6{9`dWzck?M5w*$%kIUgD2u$Np>Nics5^- zX{ru(g#^EMi6g*W!+umvqGs+#s1`jVb`-mEduLmkVTV@HcCDf&U?P}D2C%jPR^vvW z`vpV(*Dma-w*cHozT%5o^L;89aDczJ+uY~Mwuc?ix{q&H2HuZFg!@}O@csQmsn*$I zg8cqpsIjG^6^@u@#M5ng0D^=B(gLpMpd%-=GdTJgTv0b+y2Oj#1D-E;opQ!b*8t1$ zin?5o)z~?mBGL)BlOkVfn&J1C6>Z7E+=l`@9CK9o|hGk^mItua%j!3&fbCEse?EafaovQaC+a7F}`om~T*H!dQ?^ z7eWPMBr&(t#k^af!- zu;Y2cwIf)e%zj^ zst+gzr&D7kH3elLP@kBn(cKK~vYNryRwSdw;+|;U$!IViALlByjm3Oc8Y4H85(rIT zBi61ggzB-%4pzPh#%xcbkAaaSy72@25#k2ZpcIqf2B0PNUM} zTi{WSf^BmbQr^gJrH-B8=TBbhAcAL)*$}#&mQ|76CopDZLAdy56*S@Scr_(9(*`E@ zD*9geWx@fGqvlUt(m^!iyW8n6>7diX;c|CF3EY3bNt_PdGDYYg^z+?7Qy>$c^J&t} zU`0E6Jp|0pqdI8o&=Jm3y6x-p+{hLfv@> z;&}(G$p7qYYLCv_5W<3@k+oKwMWDHz#Kqa)2?0sUq`mzy5b(BspW0%781`HB`O$_T z&}6*IP!x=sykYm~1wuto$?`J&*$7@Qy)EStjqRXtt3}luO-?k zz*Y>$z(7?Xdr1;Pd*O@oJHf8t7PzJFK5T)Vj^z0ml6sJQlR=mGr~rX5d4^XFt^r%u zrJ$?yi-`*@SXPH8s;M7q1dBkeIz`+ex)|b)r8k%&u+|MOT)7pghL6Sv+7_Uh(4(mf z%+V7S(CozUqxcm83S1Z4?Lt5Jxl$Ly{LzW^YIjDN}_R-u86M^u8|Jf zyI@SlV^M`{?awVRM`)lSHsr&c>$#&A*a4t0y`HzNlMZTsBvi%wAh`B+C|s3 zZ@5`v!DoR@R&VMHa3qqt88`YvJol>6OGzb|Z|W3lfSO4DP^MYFo8_Rz8*dqbCM#nv z>jeV{6(IV_sbKC?ISk8>ngMEFf(-=rZHP>TxRnuaIj&ZKTx7pSgK{|(tJmDkRBM7A zi8po6vSmXPITlwX4N7a{b(gIu1@)o_n|eCSpx|u!iuahm`}WIvTYC3+5a_IAI_vfl zHdTmNb(jYLm+$)5OzNfZtk3l}Hyw5cSVGG_W5IzV@BWlO8xcMVgcv=1Rs}+g`tohr zK}E@=co}NS zK<;RtTQQ7CAF!l5R{(Vh?c7;4=mI@*fg8{*w?Wq9L9lxTtiE|#{AeMXZp_EiB*3!w zs)Ktoi@<5=r>x4Q#jtMgMf(VRF9|;1#{GO-HqZ%v(7G$12to7a6QvOLQu0ajF;JU;^!J@TsCKDgcQl(uO^2-^tHlNdeXzrS#rB*uF7V^W7`b<($hhvz*U&!S z(SHuPLp5`Oks>vb5KU~=3)pnryFgb&Vh=S;7#VU&2XsgWnJmw5-2Sz zcd0Y4fMp6D?9J7k@N|Q+=LY2z1gse<0YeRN(k)Ix=oA40ukK=KL`|jT%5!|_3{Ajk z5xmACm}gQai0FE``+ ztIOcH2JOX0;O#m1*&aJC+@xtPZ*=FS$&-8C_q-h**MIIB!(3pAjU12Dd^%v(t?IG$ z$}U*byMniOMJ^-@zWXe;qzx(f29`|tT-`wFZSZI#&IqZ;y44WP(&x9tDZ`|I_9MGJZ{=^W|2!?CB z?=XHO!OFTul@rKxa6QY*v2j~FjIOfVU8OSs`J*&K>koGWhV|kbtP@h_-%p`<{T3se z6FYRC(%<*quLKg=qb95kY{_xGtY{K8A7j(}({v{v)HNU6(?cri_i}G$tM_g9X`6vpSYZ7aeFv~~$&rv?T}ab-Wo*UD${wGD)v@X-0OVHulm; zpanrGt>oB=a_nR$i-`_=_l6O|KBnfr0NAP@ z$^TI^019;E8P$nZpvxJ}@Kw11>X=rsk??)md2+pfU_cub-7ZUSRH}qsPCDIP3tHf& zcT!E&LIQ|S__GbBcv{lD1+q4!;zlLi?DEBzKZ@K1};0y&TpGTRQl}i zp3$XLAbvOZOq=9WDllnxuk~}oCpQ&?4@+FBu|GO#(F~$ahxbVsoh!qQZxWXK$X(ec zH1SvL%xcWYSQ1Wsx~1jhXNUvv=JK>Tlj%H)%79L8lZ z2C}5w{?+x>Wb3~HdUhd!vmnsBb8+>C32q#Kc7;55>hDoR6Gl&+;S%|jqXWq5Al>w) zcHKV#ntcbiC3d%Xa&+MS$~|UxKG}ep4Y27d9l3F>7#Ettm+ljH=7^nH`zN4e190{{ zHn5}l^Z3FkpfIny>SKT#2OuRt&UxU2zjJo*0)pF>&3AL=7K{BhpkFg#|EQG39vpyt zmOLFFYj7S0=l%`-xN2h~IRW`!9XNI&h}}76-$(S~DNV%vu;u1&FS` z|5g|&HePQ9yH2^02g1xbG>~-t2FE`g|B&f2E;e1J9Opmhw*kG8vaQsarpFwB_%A^J zPy1i9-e`K`7EX#ZUBCaH2JyLIs}kRiDu@a*M?B86Mk&_0tcz(-BC5!?1-=Q|HE0Mj zRhipQ9Zd06k*Yd5_`!^SByF7S()*=l^?4xsG0$zf)reWFVmfAO2+s1(eNx)wjTfKw zMmah9!k}De+=Q3exW84D;V_?EOhbzUM(F1tA!Maks7(!2CrY?~_bh<#!!^GI$c<7a zV(zx?&oxM$Vp;QMXFLR~?pLz9kd z91ZnvuTv*8kb$d`Hv)+Y8^7Ce+0=Tng|89J*-SZn+t%E&B(od+-c*&LzpBuput|OY z=QQN3Hpst~U5|anuy7A5!|Y2#97YMZAnwfZch0s1#2#m)?~2Pu;uWcoN9HA{t+-yh z%$#ydHT>pGBX_qScXto$4JBYPR(0x{IC7VajPA7#i-g;qbCUMS`FJR#p?-|Z@Fo1&0XW<&pm1<@38I+` zFX2|aAS;;fkEmm7?yY6+O|FNVrTi5K(r|MijWtOmhy84oIrbtHByiR=x~mQ@DnXk!i+L?vC{SE?O`Y+H{}wYr+kO^Fb==HTW*n z=;%GB5*cT?vpZ>F+ho%3{~@*%3!2{Lx#+f{KPupQolPLc%p7_3#y=htu8lGb-WQ9Z z?mYW1lBv+=$jq&(YpRg%%*Ufk8kpPMn=Y%#*W<*D=PP?jOX_pIOXJ$7S`e}($NBIf<|u{!cc!}n#WXNYIjLaamF-*H zc|Qj-*Cn^==TyV`{^Cw$=@)o(@t%nKL}&1t_4Vv^bwhg0vzKRT(;;%GdOsh<$E2kC zvR}n5KmUX?KSPy>BYx$Boq?xm|7WcYZf-wObKLyePJa6^M-HRz!A*sK{f8|c1 z91q<5)iWg=KMHCS#&@`(de{o_^H05y`Lw)h<*`hhx_e%T?*N&nv?;#!Of1F5($Kz@ z>CNzXHA1n}F(2#petgSlC`0{-jBQ6g)kBZMKX#3b#Pu~>ZyqX2!|@v)(pe38VD>eq z=GDR5y420OlqhV>Gz;-;jF`SQ(VSAk@=DXyt{o;S^v9M4OZuL;SrIGzJjoKqPc&TA ze!0M+Vu8go&*zvneAa2_B%SoikE|NPcjX&Mwsrc$MF};trZrAzYcE9uY|5O z(*>y%nnjIU@HPvh9qQZH=eOXB%CHgU;uO;{F-or6-UC~wtzF9S3P5v!x6U(vDlCNM zcDyvB!kJLT1*4q|I1IdhA+)XmS(8PacOmRij+4wyo>Yl@OJt+o3i=_g z$@qIubP=k~EnA#mmP4j6waWvIimTw>TA##52P4BTHcGE_YgV zXBJYe-S-{JYr&*qm(4S8W#hS0oKcxt1#HWrwF}Ob;(|fXnhkMrkd0?@h4WCJd3n^- zMdUIaaO~#DkEE5{lj^i5H37RjRCaWzB*AvRiC$YzI+QoQ`D|L-AmT zQN!d=Bq%-9y2-GG!f3NwkfdD7|Osm_#OI6@pV= zYUQDF{B6MsvugPNaE&5S8_W9?wnK$F`}PwKo!J+O_JviG zUnR#tqu%1+QAQ3dUoO`((<7$MyNN>u4$acoh**2LNJ?P&1nWgcK z`7<8tN4)7|ebSP%OkYQq_dz=l^K_> zoIpseKh6Js{$teg*^Ynv#0L9cKir!(kqUNi1&S4kF*AAI>lmRAnWzyT!C$LdhUqg> zHjckggR)JE)ArH**H$yqGn+K_U!Kj}$@3ut<7Jp%_~bgia^Zo;Yl?AObcw)v0&+K) zjeYB6?2S_z>CsKkQKso@TME=9b%dsjtAn#d^R|%j#PG>qJb6`7H1hZCUY_D=1;*wL ziPIci(J0J8gQ(O#c))jA?l~Rd>@U>MoD!E_`*e{<-1)KjB zKpemOqWJ$QfcW3(__6^C8>rFxnL56tUf+HsEcCDO?~gy` z{d>ok-8p67$Mkp2Lxl_QtYM26-xVv4`|mG+$?g=h0qPL;fzkcb>68wel;<{vy-zqg zu1n?FfA&wu|4QPzj{6nPjyVCm!SPS?6H6aFI<0ESQK0yJfUd+fa6v5n83#ZW`|bVv zF&e(jT;ah{VEIeK`I{Zz!|Kbf`j*vTrozJ+3J;S|`%$%R62(L0ez(7TfLtVPkIVkd zB}!K8vtjm^$pv+e)6dyXRI!eX>3poaHy1J=S4c#dkgMIvgvy@+)p-6^YilM^16Kuy ziRAc&;6mtwkz=&NFoH4f?U$LkfX<`~OX3)~v&3llY_2>cPx$UL;x*;6X2ji^f2IT; zen({|$(10EnalpD7OZ&6;0*Av+zE;?Of`d4eFXfN<5wA0Q7YIi>pb)cJn0p95|7ox zrKu;E0ek7~)3UTPk#j8}`&t5-?(8)+`*tTAeA8BqALx#QoavY}|2s)gVuU~JqDruF zB=_A$%NzuX9zH*%I|q6n-tWudu7`K9wZvTlo=;?Nj<~y&G%TNzLKX$pU{q>BrazgH z#NAV!s-&HR)mkPziw8<@W&1)cZRs-1e6BacNVg>!nUSs{>Go);q!B+sXWZ zh=xzn3d+z&eJ|k?M2TfGSv3~v846Qt6i8JJhAPwZ zWmf?z1{dl&{N(RSW*BM|W|2=FwUc)e7Vf?uk3v?5JQH2AbRiPXC+PebrfJpMWAqnssze`iNJsU}z?j%lf$b;^Q#d-r{DG#=Kh2Mew_ z&ekJ*g(Gd`yGrSS7Yb|8rI6huYg&#(2Lsh5{FV5^bk{E`!)7kEPyWMFPbVXa(JrdR^Z(1iQnXo)!_2TsLq{3V<7xu zRr&%}demq$Xc$;~>JM(%j_}>QnINFyBANS9TT*$uPfA%h8&x5%r zNm9Rx_jQmgHQ>)T2tWk4QMqZaCmyU8E=^qMjpVlhQ`0Q6@LF1{S>#+U_ITA#wp*VM zw?j?m=lWJtVXMOX2vM4Y{4PqktSBMIil)7cQYBR7dO~#XghMA-JL|+eiVqUGx@Uew z9x7}CJeA3vdiibboIOPG7gYGT$xJo_ncru3zLUtql#~_g+V5wM;2S+4K3QV`%o`r^O5>s!i$b@OGO>X-T>g<+W-!bf1CFb`9 zjfvPqR8rAV{mSwAFdsC1F(aaQr&=b4uQHyV{J02fH|ZbFJ5Cz(K%3bi_IHHe(J{vovhTm=~yYTgK^C?A1wEJb(s<@l+*ew0WfYlsWqI!1rj}WV{Are& zzR3wxxa{0IOd}ByN_neI2w;!jel*3UG#t{_1Fu8PiLrA%zECE>11(o0jcbLUz$IAJRW&OBSPc(7Y$${Hn1=hqqXfpv%&t{y@gPJds2v^J?2 zf*1Uc zB3eIR+$Y!BxlL({o$#i)c-SycdmMYyXrPuv`R*&eO5eDW0Mj`^aeI|14|SyU*ec&< zIDa3yRnCQhLk@S{UY*N9J&O_5OlD=wk&0%PDH{Eq#4v~Tt`&de{_br{)4YwlSBrLPRCHPHIzqC!Q>)HW>9kjaseNXC4_4$Ff^Vc-gTAlIKA0aoLl z+@FmL+pE{DEJN7TF9$v@BI%Lh(CATJ4Y+RVYIAs05#^|_(A!i=5}S+9G%smt32F(^ zzoR5fpBX)yr^Tx^MvG5ttk$@#$F;_99i=s4>u@c8CH9J0YvR_ST9bBYP2Q5%Yd!A& z6rg8ze1Dh1%?XU@@)3nP80E@k!L!Qk{*A)T3Fz6toDJ}3{!F`{qA=Nd=KW>@)PDnt z^k3w<`kS#Nc6-zmTKcUy0NqS^Zowm;e+Q7?57xibz1)UlJ^||LtDis6k+2H^?Bn|z zpwoMoNOo*9-%l$#YXb@T+doIju0J)KY@o>o#(z71GuNkX2=8}MizQQ|e*wBC3V#A( zb|HifME}K9Y36SEUhD08bENNZbSx<+loJUK{>}-AlTVC#&#*A%0Q6)^^P3dzO$$D3 zb6b9!15lEw(%{8lpD!EGv(JbAd;DvKaICm4KAiik703Jk`yJO@*|8rVMsd3C{yw0+ zsNQT-*UcFVBKGI;vjIK3pus*5I(`eUELX^_{C@o6GY5`>(qE=f>_Py$pum0|nx7IJ zTLGIHTGKbYwF3J({c+iT|NL#tkL9Wr{b$WB=WW3G{(m%{VVm`hQ$j$dT7%=C=IcJ$ z&A8U<%<=gV`*Z$p0{V8fnyfBbu&v*{y5V(26!z_s4samKoTSr7>oJS+@!_b8pUJEm z_}H2mYOCktU9Oer&n$B9?Bwo|d6tTih3n2*M`lqcGC}kNX^on$KFyV$8GuT8t#Jl& z-ms}~9tfE4gGD;WSEWf&g;;vU>jJYpe6?xxj9EiA<`Gwi=_1{Uda?e+ybd@$xcuj-XTck~PbE|rELi=zZk zKk$UL#(k(l!|<=m;+JJZXYYKE3wxTeig$+UO`_s{d3;Od-1}Ovn9}#^LD4!?Yw!ij z1o1ZIqN%Tr%_M5+66SOHRujfPPaXZ7I^*9{#to#5%RxDLl8Ois#q_-uuk!MAgxKAg zSEO5yi+0bXN{zhW-j;RTq$>ae2XwY%RQn@i$(7W@1l)3BI_I2!L@taHUxk0sbz4*V zj(fz9QW@tF1{ zW1L}VD~>eiJ`FIeKxT8#(zFe+sEeDmBZ=O}7PSG9NQ#j#Kd53hCbt?vN%vp2tLI{K zNzqN}abV!k=vc$)X;>=eGE>4K8==bwBAkq%j`2Q9gM{Xd!+HJL#@{NG`y2OSe{# zRAJHytQ#E8xx_yY>2p zDeX*w{^9ZNA$b{?Cp#)|S}o<>N%N-BhBNIOb=o&lEQQ$6S3hEt$VHNvnO8D#PI{B( zPXcQ1N9|lH@R4F6hBVK}470_pGkH9%=jrmpxtnax$0O0nD^tzfTS7P|NSs57S636BpE#na-L5}OO=%&UgU9c4XN;e2T7s+iCCoHdyHn}&PRY8nY~rI61Q z$Zn>XnuSVR-x{x?lvu^e{M=MWyjt_YbiR`t^6s9qaDSJLxmA%jp6<$lz23b6s9~!Hw}gXcI`B0q;Y$UN=s zvu_IBg<#c-o}?n*&yx~R>k%C}snGCSHSz6yB=rBQsLOoWd31_%h@X; z^jhIqBDhZ9h(K)>Y#sI&mR>2rBc=)Tr3T8qHcxsstq3d+yQ`^KNa?5c^nGgM@lvAx zd@?#1r=E5{s=<0&5!opVLh(*DWkY{r7(NfN$=-1@44Mz){7n*yaN^jms-^rn@L4b2 zFw!&&Y3~%oY?f3Y(pLKUJ@RIF)SWn%*N}1}4eP#c-A1{)pR0W4pH0S!?@>xh`K5>o z8MSfB7Gfwdi7BRaIP1NV|5$1U?wh9%vGa{V#rh}Dk0$59E@1aBQ-NKHiJS(!%0940mQjU^(lb?J>3wow zDLtAI!0HfW)AQ8p+3qb2G+rN5nB83d2XOvI=1j$cfyIJpcsk;=#fZ~cnDFS6Tj*L^ z?@&0GjA}fB-~VztSWeOkvCvsxMmu1AqTur_0X+{X>7(@AE@hf_YgEG6a;l-_)L6GKW+N(eq**rHp3vhhYC^ZXU#@;C$l(b)n78=+jSw1G4mlA8vnn zLHF~2qj3KxK+k?Xnr}xBJBVNR;R*<$C)VFyn2U>CUVjtN^K^aQT6lvK&=4T|4>_ak z!UFA1{+C5E3?@nlZz-_k0K`NAzum{e?*9a6Mn>rPXm5JN(c%1k6R1zydW&R_aK@NO z{s}1A0GJI7|23{fLVkK~rNR+uP6|Bbd=4HsyAZ$zq7(kQ&NF>GqTzAT_4d9%j+{>u z`9A?YXCdP6*RO|4n}>y>xW1jY;Q*wv^6cIG)Ae)T998oA-hV+MAAEs-ny=*n^zXDh4*ZYmTOz|hr1SHN}AeT>x=9_blj(wU;`~c+o24lW9qiDTKq|fDO~u_Dn1sI++|Jd29p7%I>wiy&)0_<2 zGKi`i?0nvA$njCl^%1EqP?wr5JDUtX;kF$q#3ofBHe#qsA3iY%Y%a zNga<<9xE(ip(oYOjiISHwdu_(-B%E_`%jo+Yiwu^ADjEFlOdG~R zY}1sil9DHFsi*C*r`y7i%6N0U(ThHgn|`{UYjeir%|Qb3%L}oC$Li5s>dX$S-e_vC zpNfMo%2tW5EkS&Jup6Im2K=OWBs2{3v3cqH8$6qfvA{}wa>v97%vX;H+aQ&P+2{D@ zU9ZfhSZ9j!$Zp0MtpmD+$)v^o>9zNkCAmuvk5ZPUxRLoY{I^_lN<~arz$V_Zdi>gz z#W0R_gWGqV)J+TAz;*BD^QG!^zG4DXLFQ+Rt>!zcIb=ay_1ow%g$(FdT=DXnmxnCb zzMMGQG)%ocnZM~?F49XM$SE7<;%vmmGZ7oZVZrpkdXkUo6lRM)>yKEL>K4qL!5mqj z><`))*z>?5`6OxfpMCUoRy`B}8D(#arym;e>6C+#9K##u0`o*lxV@1OnxuMor8g`} zT8bU46Y)BHXu%i)X3G)`7Y%uy0p+#L!zCk&G4Fz$@9m^)Og<~UcY90;It1L_X_BT= zXnV<|?IjV|z@2+JyOjaiG12bF4lwZ2MRxlLyC!@|*7}sJm5IkzKjxmjmx-$T&#Ui0 zr?`>#O1$P*h|v-BOJz?(Ee>S~ENvBXz=zl8#1nPxaqXpA$>(T$_=?nTMY3NQ3+?o~XjlRcNyt(P~HTuJOy} zwAaN|f>+VU_pTDTZe~h7{n}Uu@acR^6{8O7%Ygou0R*U36r)o`3X!E%Xw9>v0Edbz zMx?B-!(~Sgw|nK0FgS2iH0pK)G;PZ+^XEn2SJGYBIu=3PyXu1=b;R0Tx5et}QB2kT zVF$FS<6Rxnv|#6g3dqRQ&m6W3> z*RS?p5lAP=ho*$)Zya=lvMBkC{PUE{&|`gyBN@L(es~1449MLY3qDDYA~a%+*04G z6dQKrFCS+}rdzE0rV)QEZ&IMNO33DpLLL0d)>tnmX3f%N%+ZQViK&ZCiJ=qz)`hlo zY*%2q_|f~4)0yl`xtVhJ7X3K0rU{=sg-X5ZgYfC;>>K=AZcyL4iMs70an$V%hf9ACq#W*o*2`5(+D zsWzNsO4x-{!8hk9|D2<_2p`8pHgPbI6O4FckcD#{TQzpiY{uuZeDxx?NLUSj==;Fm z6<%jw%O)6lL6*{LjpQ@I9aa=5IkW)NJJN2B-kgPDCr3;75QTlF%KE0d8zq>sv?tzI zs{~9~qdKM>MfuDTf~LXvCJWz#_iL?l5X8*8A}aM}mJ467vK@iX%#p!87TK`p072@{8^E z6ADFp$%9rk2X_p!GIx7IIlrIYPwK1rK+lgxu@bSQ47BgkYV}vo#NO6>;_3Z$80hPH zYsBk`5z)JPI-!b1P8^YptUGLf}(Ya4EWo&UB z#5QWq+DL%ctBt7{%Et|+XINhftVbR7G*GTa6z{xNKQdu7u05|@D&mh_Zx#oPSm}?K z78T3)N2DRe>wJ{FVkW*%Ki_9b+Umx-*-P#QHDjviK$GcIa`~4q$&4$eJmP+74MBIx zmCiPPlWm+2$8k(Ef?7V^pH<4wgE@7 z#LIRR6=C-o9jl$9m9V(ra!~$kDP-QXrLCp(1?P-weJ4NEfNw$A^LIXtICqvg%JEse zMrz-fCNLc()>u~HGqXXzt`2b)Q}V>ux8drzl{Y*nrq4Bf}DQJusS}n063AaA% zG84`%#GRB7O_8K(l*(PoI#f@2>3;L7yiV02ihtwr^pHw;xBI_Q8`Jo|1N2^28FT(m z0eU9oe%ycM>il2i!m>N`?4N`e#@~6Jh}+^{q+1_4{9EkLe**MufJO5yf(opl7Gk&W z%zjsn4z1j81A3Fzooh>~DKVanU|2ur$aAfcnLqQwv7`S4NUlxx+0gA|#xY+~o@?es ztrIiPonUw9*?^i2jA=LW@{DLm?RT%>y>0VvxwLFR%|0$pU`+D`?0%Z!>eG|c#%!>{ zoWCDGY0}xhvH?9CnE&ni%a7hyfG7LaVS-V|GusJB8t@WV6w3-jP_xw7o*&AxBg*O6Xcujo)Q zp6k8S*!|g#gYy3SfZQ%(nb7SU5C6x2JeGg?_Jui)9QV((-!2Fw`CYs=d-em4>-QIB z{h#jNz9}g))yejheV_hu*@IQ|o$9`~24bQj%QJZr*aW>A3ld8S#5ULy9NuQ+OT zpcH(&RM)tX>6r7=_^CeRYWhk<_S-^vT6jj;I8XbL0S}FD*Cw9IhL8YrRVxp#y>>;A^% z)heM7?>FhLrb0oiAlIB}78IjW_t4YvQw~C8Y|G8~YOyu+z_fXJmDC9`zEc`rg@?zs z&tFfbSw%Ue3JwBgq{ZB)p`TfS<(X1HPZCAnKEix+fL$F9Hah+~ol6?EV~zEWq_ zR=z8eI_Md5HJm(pilJxr%+HIoqH24VOVk|kM?_xKyMp6nGWY4Rd02N0PEPT=DoGXc z384XNzAmT-x9skTr}tAHt-6oCMST-e-)b(lBeS!Vyh+1Kk2Yg+aB0lq(L`xyb>ztn z+Tw|%E^jWzJ3UGLCO|RNOb?fmI_SQy(SKhNHIBo#W(8=5G2Y z2Y4KVaq!2jMp-_8gpCT`aakk)F=r}uZhp+g=UrAC_1v?tz0Ij>R&lG1A{t8raa!aMN|YTi z!fRc~MU;wZI@CM* z1sTXr;P%;)M@$z*@yVB_rD0mK+m8dDxp;ZFZ)xQ|24-fAxxHmr)}X6&8~B(pO-A0h zzl=|-%!E2zAHP_ZU!+{-nPkJQTmzATu$cp4DF`2`Gf}%d7U_e`kTZk1u=Bd^1&2N- zz!}_sc3Pr89_4o`kACKits)(gJ5IV`?9n|Y9?uJ5B3|xZ)=m`jW7}Mx%f%yf-Q4at z5%MHRHhy14CUfbZ+ig5%<>LOHBQHO;7eMe~s=z~Hbcl)UZJe?s7f1MBZ7~0o4yLK} zle97{i_BXbnHP@GQCSmYR+F3d_A@n2PtwqGT~!R^P2iMKdbp1|wiCST1C<7R@aB2t zB+=p4kj#xPkN;wi5rK6_vQ6XAJw#t+LQ*`qA0>6hKFx%#-$dPUGYS!GFgNZ{d=|x> zTwNJml?LYWeRe_xzOkeWai9zv3bHAM)L_S#^?gewguU;XBMk*D(+XRhD36+%b1KTf z_4A_LCyVp3plaRmRLT`K-)*>ere+X2XV>;`oaKoAs{wCLdAj2C(xd^Wssap|UPfFR zlIrl><2N94MC})rr#Ffc(7yX%@+!)`J+WhhE5BngRLOcxczXp{xPrcCSa^CjnIwgX z1yvApZaOQ#sqy6yO zHBw=ji5r$(xYfC(#~sFfI#$ADj%B{Paf9R;q71L#y>xA4A->hzSo5H?8AH}BNFM)~ z7yzq8i@m;-;p(!s@8ZMDFojiV2!slyG*@t!!oDf}jM}Xn3}rGfhEjZ((~rqcKQeKJ z^ht|56XC44P{#U78kQx_UtvKm|9kC2ewvYq)3k)2^$#Dr6Ghvqzz&@L zs)n91FSmyZ0l8PX7f%p#;nmh1-iL;gRXG#5QY_Db%gJQ@n~I(qXWA(5+S=@}33aT+ zZl_u~oozwwhN_rP!y9m8ncT$FAtBgxC}Gz6Dpv@qmVaAU?}2fN!^?WFmlJipRs+>V z5U%O`=}ND&dAFRAM|%r?%zyBD&Au|Y*9ZMv7h5?P^HxdMi7XN>C4hB%snPdPt6IT+ zlcGNgBYUc_d+@lTm{e(E9yGBu+1a?q(qyOOp@gQ~7PB(sO@5VBTOW$AJezeyH(9}O zxKA5Tv=eGfolA$@Plr)wwv<lSuOqt4@edL0!6Vq~6_$AVrM28vWpwOR{=g6#%6;r*p28vrFXv>Gu(A*5` zwzPP=L%prRtt}lI50-qJ4 zL4-PwBG~*Np zQ|s|Jk)q|dyDrjaZ*d?cG5NvQ|F^^7+`mG@&om3&yBzcXYJGB^2Iu^dV`of}RdnK* z|JVN6_bVHzvJp2OUzZhcD(19R&%c{#!*TuB{`T=Nz4+3*^r{6%>z|PJ;9%cx?Dvg* zAJcyqzlt=+H+1#YtgzuQ2OvB6!TJAm{#-H%FVfmM?cnFh4^IEb>tDxzWb@)vwj46?B+xr|04zx##P{CW$f}c1c>d^b~Q^ zx)_QF?p0y^uf~z-?s-_xYkz5Neh$)J9d&dq%7W(j*5@hV4DjxK`gDeGB?3FmUQtd5!Z9Qft;g!PH`* zODWQSIhZdbSDLdg`F2G8A{VJs)sts_iNmDv%eaqDBo5z&uTSb#3eojM)xAcOp43f` z@A0SQB5Ih`glBuR@rxDwn1i~fS;yKaxbvk^a7@gj3QQ_l@nd-q<=jkMZ}gE?c>0D( zA{c>Sb2OtVzeH`H|)(prsI4KYu8L@ewlb_$hR8E8;k2Wa#2oCM$7w$KGZ_g zzveb+HgU`cpTs*ftaO{n7WO2Wv+g0+vY>NWF^Xg(tEkbcpg~XeSC_YWEgF@Ilkv5E zP2{HZsBtps#`DqlIkJ8c1@by1SVkFGgd^BZ_yG^E8$#8)R4REWuVaJa9S;f|{G!B@ zx18oFmM0lqYR$wPZmA;Q5tWe8(p`T%UDjx?=QR;SSxj@Xs*szGCm zG2-rY#>mCQk!H4jPf>vBU_Q;XpUX0RTaw|&$`8pxfIoBOVn!_<1Vxv?WaNmKVLq;K z^Gc0WGjpU?^ZvJ%v~tlB5|?_TPp!t{(K5!wdGDRyGy3Z*YE?uo%uALe_cQ_RV_PPX zIQ_WB!roJbSbZ>c`NYlTaBdN#EeQR-AEI1KN=amXWP?Tk1HlRX4&|`gx_{SF?_{zS4_upcBaXBS z>0@8*CdB#k>is#=nQ-{L>GT>3a@7s@6#D+b3quVLm>Q~a8^je<-1qseKRk|hoU~SbuaQTR8jbC%c7h?o81!3W3}cY@ivhe zxKaSE-u5Xwbr^rN%Be)pG6f=6p!0)V?f};Nn2C2Mi^JMhFrd(O_^$NWGBB<=j@WR( z46%XBREY>zP_N`l?4US-!|B;l%E@4W8`wRmpv-LarbNxW;Sn?Z9r>~DOt zz40v?jg0G?t}H5omnN6h(vmFvnn}Lb5>?P>Si7%bZ8T)$_t$g}$-u3L#;OW$Qn813 zr-W!%4m95j-o$(*2ZOVA`&?8td7`Z>)DXP1sC3=T^| z!sCp!D`urZZ9;Yarg>!dUCAY5aW4m}s@hDa-OhlPoJp+6{%Q!yG6S=sQObf6xhS>~ z+w1W@e^7j11Y3n!qebeXQ8vAyWO_p=^gWopxeV}r-_kXna;8R#N}L}ml8w^)7b0({ zJ7Iy>M+NhHHjp{aU6z+>i${%;DfCOwENmP|svl$d=kF)Kyb*`I=C$BUu4 zJo%1^axQkc6;15@LEQ5kubZax>ImVUDSQ$60^^ddX_fN2Vv6^Tm5T_ua)${R?~Tew znf)HmO3_@5R4S3kT$71Zt==B9_9h&436;L+RE*sVURV4IB~J7Nr|B|OvD(2xgdx~7 zXyWi$!MOYJZU)H0!EHknX=275cs-76q}!O%3Y`oHv)=b?WbPW$P(=amqg+-ScoK*H z$c(CjD^lKw9I?Vv)zk*Qmx5mUSvsI?GvE5ytGQ6M-qJH)JP}3$yJCcG@{r$F#ML&n z6_%Zqo#AyvZK~R27DHV9iv1RnCuY@QI^~YX%t*w8?#sS9M77Bf65m%ptr(6OR65$! zh_9cSqZ}#|T6_GjmEkVS=AZ1LH!lnRL9T4q7xoPOI;0swGu2NWPYi*!dcemM`tFFS zo7mVaY7e zNMiIw8*)9=BWm&D*UodpN6_|98aM zY#_u2s00|~ozngA(PBy;pP@UJu@MCGCjt8Z)cXBf>(AA`MoxZCy3TfYF;Z#$eg1!g z%YAcHv+g8q7Y;y0T-pooSb&_}DrE!Xzj4O(f@+f?tf@8p^8BZm_%Hh>F83{2S!TW# zyQRiHZ#F=rKkw2|wZzw>U$4m&Sa5J@2~cq&vBBRt0crMvc(0?MIqj&)t!?mlIA4Zy zKA&;V%q^OaH~<;7{x~Q8hy8yu8|G0v&4Q!#NUhsJK+kTqvd^0hOzH66&s-ddl%;Q9 zZJ+M-ulZ&so8<=&pNkD(*#(`yz5m7eV<0d8!mfV4k~asSrR)Ej=Rb3+XVcvfcMd>5 z|Iht%UIxzV7w&ht;@5aiE;3OE1_!$kzy{`jJAU#DTrGd1&?tY{W=9S?_?3Uo|EK+% zjkjOP`^K5${v|v2!TqzZH@l$ruUvjnd8--wI~u($IqtuOzrFtnEzKn<~ITTvo~KK8f8@B)6GRvQ74knXr-Mg(?~7M6Z=;0At@B8>u;68UC=n1`_W@tIf8(K-rn-sUtc= z(IN9KH059@iZzbz?j?64gKG{al&_T_VQPwFl~OJ|PW#h3fWvC-|UaJ`~8m_=egoR)DxlYvuNR>{iUgm zO4$CThjZqUs5CbH!AFi> zA&Hwb7aKgFR?WfEBDpFG49?kAbChy3-bDJnjP%Qb$*~&MLs*cTo@q*)XeO*X2 zYgNp%Ya6*&)tzoQV3Z3Mb@Y8D@|cuXjWAfTdR-KZ`fO6e{L%S;w7M3S!G-S?ZP~aW zJC!!dAG=ZTSnYNK>iR+(#_3Xylhc(vn~g+?aJX@1L`xWoh{^pq$`ZhN0(sBb%cq~=( zSn3b?8O$WyLbRP;bn|d%9*Kt|Om{faeK;Y9HVV=mBI!CrG6k7~Zfh4O+X%%?DZ-c8 zI}bDX%J3!DB>k*J1UkdTQV;MuVs;;+RrIJkHp!1#s2D~7)Vodmr+hZlEyp7&k{0}D zu3rk!WMFu9>7|nNa>x-MZ@6C8N> zZA8vhD@6WE51dYJPNYwi&Y=6C{%w}!A1SezH*r@BR`)HD?^}|BD+&Yr)9$8V zNKJ&zj~_Y6|25mB?QkUGf=7$wTGye}Kk)R$Jd%=iEa~2C?g_zM(MD~uMW&+6M1>Fr z=B&LOaEi1U=eLZy)=1n`(bJh@d5EhX7NWg-(!4C>d04j;)iYqSs*6ivG>P16EPmEl zB*BNd9`>R<9}AEDw=0S*72@i=riOCL z)yw+mx%cgbdZLhMNRRCf!lXJgckK%?_;Fe{_j(5fXO9^g5#7hY<9jXfv%XYds@KOk z_ek70PVTW>YGO6cdAOBdUR4T@^R7}8bZZFEU4E%SE?h^NnYjU3=uMbbl-FC2E{R-b zvmQZFnm1|^>yWtlTkrMx4Y-wN$MBd~3GMb{{94Xbz&g@2yE%jITklIP9^acWDlS5F z?e|E$3mT_+D~vP%SNlTUOVXk9eb(sW4TX@HIz>>#z6m`m6dw02D8r8%+EOwm)hL?M zdgjI3QiOl%ZfrW#0tZ&U76Upj!dlEuXCn-?B0Wzi(0*CN*DsYNsAlGrU1&hlDnoq_&^Gt^2Tz`bVw_Se<8vv$m>Gdt;X^~7%9DXBULZ}dh% zdozMROl%DtAThC+`8;>CRzwdOSLwi84NIS4hFdIZu+o~RZl+uV(l318=^j#ybvLFx z6b{QnkKf_DJ7cPG%Kd0j^EI;5@6(l&Z}Ef5(&3M%k1B-j(U~5vn;0l=|2j8$TQQzI z4l)pmZHN9q`!!9bHpiITxc*BO)?~HjZa7knasl1mgEBACdG_N6E_$vdGd(s2LcsIL z#`L-h1LL;Ll8d-Txp%CBS`8Md{g76pf`WJ5KGksQ2+jLEe57(1t?C|%S6ic zPZRsTR%0q3Z^0}oWa%i(s2y>gxaOzl+*@l|3wLIIy?PWL$z};0qafsx8JBvLiF-b) zO>xl<&n7S)H=YzCYD(qp|3}_;$5Yw=|7!|KM$uBzQWRy6UPdY{8IeLHqf%0dP>7OU zw(OO?XW4sm?7c;$5D97gUdQd+argUv{`_2z>+v|ZZr8caxz2IU`}ukI*f2Os*i%P+$7;n=#hl77@6A zA|T#nMW-U)-2i9zO>zXh#NzkuQja^<_5tUuQ;+>`V7tvV$EA+ttzb1A^I;mP_$tc8 zLpRq)!-0i({z7Ol)fo1WDFe)!Kk^+vS1*k-s*N*Z!TTMmE3~0Gz$j>iI}W6_EI+ID zJ`08U z?EP18BfM|pI09j-X3vRxS`E->$sX%0RSLt&mxF9@9kYPfWkNuaXkm~q1fi89TDK0D z{+33HMfXzicH;4N*guu`H74(C$)Z-i6vh??4VVIGR^uDIqY3sen8vMuZy`QC07~eb zSDZF~0Y@dfd*|QA!8(ES66PjY5N~JfQL{b~)FQJ-L@_ndSN3*rbw2@;)K7mEEX8y{ zwjC|Hc3D%x@biNNmJ^~``UPRhOgZBEd zi2K*`;rjQFR!%)7Fwm>0Zjw|7^rH;vOHal?GmZ1`@xu?mdRsxvg9I0NSzXvxe6s+U zD-->!qD#PY!jb#;_9so%vb?JlDSgGRCs83)Hf9 zWPl6-@#2A`K>!KRl5X*?^LNlZg%c022cO1bk?ntZUdMh1bfiH9X`r(7kKbFX#y60)H^{BtTCB<|KfL4?}Pde?F*$O*PUQd6Su& zf888hZ#z15%iN6&kpFso{Hn@RCztQ^CcFNB08;Wn1nGT*j~@pLSll3~@Z{6=5VEv1 zzTdAuIiM#2Z9Kj&{YDJb9WSH0dG^)8mRxQL>r z)jbn;WUSV%8o4Zwg^%I(!4oLiKfa}a#{ik?F^f^!00gw___z{kOVM=ZX}HJJupAD~ z+ZmR!Q~-lZ=em6NHZT@AYF8c*1IZ6V)XqTC-jzXcAmp zu>4$MTyqjNnp=#TK-cgJ3CQ(>YCVq*LeyY)paW4;0d!c_l>6>(C6+X7kV+PCdSPdcDb&<#iE5m1@ zT+*GegPE!P1YH$GH1QuYX)K1~Ef@N-99n=)LoKzi3$c(>>wIGdwU6H?rod0p1}fJWw-r&@8pX>sn~qtUNZjOcqFejL;!f^)~l1Z zUR43tow!jwG~b^Xufq!HBB*5-bn8wo2CIR0tKKPhfVY|Zco~N){M2snx})d=%5U=+ z#|6A0&{}!Xf9S{uQ7U*{pVUZzD_$9xhvc1Wt>o zW>uIOI4XtO+X+RJy`m++cIT_@H)QYxJf8T?e`tqxZZ`LTZR;q!QQZFFJr2>YgGL13n7_qe4(4 z67=h_f6epTZXkRcF@( zclX4&J&MEUy=Tcins?=3vX#-o8BM1$sJy?oBzO^Uq2^zAcT<%YGW%CVdSz>R!JA9o zmrFhi(#&j+tYgasC#%mtRAaKiVWE({0Dja+xXe|w!PNa6wF~ktV8`jObh6qT*z^rV zJk`8lJ^u>9j(7FQOdc3M_ADR79lo7CK*#~%JXf>n+A6r6d)-uhq#PbprW3YHmB1yl za_tiF{zWr;D!f}TK^MW;LzQta{Cg#OXZv4wLA%3TlfzugA|qG;^Te>o(GqC<>+bsTvIDlN_Hglj6YKS%7dJV7; z`Z=2pqQo`>p*pz2r?sRfzY>VfFtN%G;9VFq|hUFbK zLn|Yb{AmsR9*jybD&31pk%dsRI=rrlqdwbepi57iLRA239eg$uy3&f^<(XY{r^Hb? z7AX0l_hjdy3Az$q_z<^t(8jA}pVEHhDU%1sPM_{PcJSTy8Rw+)>gB0jpcbC{A?)>ov~f9tRuXrrZM&))VFM)r-@j zViMEftXbq`-RePED7E}vZYPKe5Vs7t@?tf&ZhJP|TS(U|1?KXYH>NIuuthBCqxJq~ z7(cghASpEwI+Qw)pWi7eQ*t(m1lr1ZZ7^wPHTH2+h8o+!De{U>ua?PA&*qG=MaAOXogG1);r zDstl0TeAC)-VT5RBm_Xb{S!m~Z-9W3^VQ3Sr{wX~2nfjf&`3ax1aR>z2&jCaXY|23 zDZPNd#+MTZ0;*mMkLcgdfA~zA`cAh9GC+t7>EYjwCm%$R050+Tf|s-4SfPIE{Q#f8 z0&>gKzYM6`R?#J_VDcto$a#JTbfo7?0;Z(F3Z6evrmYS7*+&P;QoQ~ezfK|jyX2oV z2p|DY(*5A^1TW)INYOm$tsm(Qe@P)Dnxn}WdJ>@j)A7%!cRGQK`I}(FcaCI|e_nCC z|Ap<}uK$YqB_guR$kWn(-P~Nzm_s8V@|f)P!-2};_HXBB89pApGSr)Fpo3|7zj%D+ z(5rXz)8uJsJAOa^e*(0$f0&~)@iq4MKGSm0t{EOC4z54(ARi8YuH5ufrXN$*9O>peg z;}L}>j77beD*A387VzrjR;tUkfEZfh{P`1Mx>1(cBn1}8vOQp`g8J>9a}W0pfrvP9 z%ZE5s9&-)^N=4)SNd!-9Su@I8P`--n846go2=h9Qb z^f9eb**hIkaAb})3C`W@^>w5U_Mbl)xN8eC z%v&9oBxYgH2-VcsmSZh&#>{s`0N%e3b!yuS`g-`(#i`-r)C!{uK)V3M=Z4&5595M= zq=8_4xdDjvxJ4Hb5IpB9x_qYtBAylV{6au4U)hjR5CS$FVQE%|M@4 z$h&2}1~k3IxK}+Z183T1XQ7aC=vets^(Y4dwwH7VlNp*}YC<;N=13~|$4u~<7e&Gu zm09iGVKI<5TsldZt%I^DE0-~qaxfUQU9FUiX4)db?RVWCf3UWU*^>wJl!Y3DcDdmZ7 zFiB9TxoU)F-i@o}k|RrDUt5XJE-cb^YpkTSM2UR)x%ISHptP zA)^T%*J?bj?JI}T;xiwL&s4)g`YxKvk5eDV<{FG6e-d4E0Hyp-ZS^_bD?=eYGg+ZW zD++ELw@SWX76~798ayf`ieSrJlkvn_WKcPrD>tEpa*xA2uUu>s^p38}ccQ~!wDN~nR>5HSnoC;3 zs|enk?H%hLDg^404_<9NC^^o3l4R9|JvuX;teIvt(B0V=AF{auHdzG*WD2zdg<6ch zAQmTQIbSME7%cm}N2=h6#qJpG7P!vu5?_vzoVhfk(} zPmU-3M~N0_U&lUDkd*|!pVDd62V!Bna$ODO&UkqIV_ae75$t!GvRZN7yAWQSu;nF4 zG(g0<4$3T)WYg|uIUQ+Q3Y}Y|L{%Fr5KylydSZem{Nr}+#}OczDc-+GKt@#P!Q2vK zbRsS|2jc5NcGUCisAoQ0p?V|g_9zW(KS~Qhk{f+jfym>1&d5n$$AYMIxr0itI+p0X8^ouyNprO`x7 zL5Vvm08&ENvsqyAde=(sv-o;U-O8B>zK1<~+IEVZmm?sP>%eXW%@p|fIa48pHW?Ur zgg0MEDTF(BkE+qFs0EQOJ~!r)JeYeJUt8eT1+@FwsC)JD!9sER4ejN6;I!}iU}@L} zXBVi=0*Fr|YN(rGfL@E0XSg1&KL2QrUrum_qwh3FUp+i_b(Xz^H5-FZugYH8hK&D1 zdZt}rrQrDDQ3Eq7mzo!(%9WtD1Tmcs+r`HUOsUOS%sXeu$$ zB_`yORO}1-#q-B*0IBWBfRSFG-(E)aDF33zS0^LmcFhJ?vIRQ=#>I{Fejzb&q@VGB zKieSh4c?#agdTiwB4hBxeqZpD1EoJb|2{eVWEjjCU6ViNM8@F#x<}Tf^nu3sDsl#F zyZGY6|J%z*{`&b1ue>ZTL=KpCi3d3yK17t1lfMk)$A=6tyc<^{FVNmDuEzjA%V+i` z{M+%0lTqItSCJQhZx+vY{O$bz3Gk4mL1hKs_olwm3<{gyr9G0(hQldVSs~DfDNSFz z>G;sQdGGWm&A@gT|0XYTJOBYi?D}km2e@F6Pdn&)3>l^@s}HSsd)dLdqu@phYtc$7C4-q2ah@Qe7YON|b7+3N>Q3?wO4eBGiwv^)%Tak+u@82~2 zuIxqsI#5YGa{u~tJ%sF)*kkL}1Wsipj%6m;sO$2%cJEF* z@IN-h9RW^VkwfI^0vM{G@fH}t6dC=mZDY15@f5h0*|(+z#y;BkL~T!m2e!7s{KcUV zo!7Bq7sE@)Df`kYiTwt$(&nEvkx6-L(N~u`SOO3Is5TTMgZD|&=BrX&H9Waztrn39b4HJ6Z61ox zF`kiFpD|wn*K?hIu6IO+k!w_K;AksI$u6a|8%=~S`nqNbg%R+=eX04bkSGvMoIMv_ zR0Ws#_X^LH)j`Vl{`11CmPYy<0yZc z)i@nSKgygkHEV$8a`DkYj%rMID&k&^F_)pAtRp`m^Tg>_$l+Ir#h29kjBiBdfdk{F z0ps>kXw+}K`DSe!SQ#Y;>}pK|msNH8Y^DBif}K}gmLUu_{nU7H6QyI#I__sFpH;y* znQpVzh%%@T+;-WU9i^p`;(Yd6C=p#L_J9$+t(?U_a#C@DlDSwk%<{!hb1QQT99{lk z+%#m-Gb-2%=NPRpNV^(BiXYJJ8$wSI!@a4Ct1{s$%et?k^mVY8wkA*t)4vMDVkd== zaeGU}t*)Wy2_0!X{H~%QV781f?284OuGUe>yvR5m%bKN0v?f5Bkr!z2R*?CthytH_iC~5m0^gZpc(SA#P5d< z7Q=_|hWVu!_Z%y~-r5Eypv5Q8TMZZFf*;k^rzUyG;N(e7XS_}Zs@bbNa?&9{6L9+a z`J8Z|3fLR99-j~Q!6W)5JIY|@W-;5FBgoWvR%(2kD6Ev3b6!$tw%UnLMU0H9x@gmmxO(JeLQ^=_(@bbk0>^P)f=Bcmab-4$9O31 zLq;O3&^UvQw(iz%11%u)C?JOp3$!(N=UwdgtpHn&9fs8jy+B{n zG3ZX$2zA2-eFu$OfuriKUK38BX@4-@xnddxX$%kd^=CAI;b_rnceYYEi~ZVGXS$(j zM!a!GyaS`El8Oc5RL?ImJ)Rpf( zmJA02s{VKdi(H89*MdVA}#elYq}pPw#KgMC})HGH|zgFot7 zM2T_6+x!~qOd>Kt_n`CvRxD&z45zrykEvf>HRn`}F-E)1T;N;e{sLeuD44y3Ui_&I z+*A@NIIxJHb-qZzqIs{k)k#?N-t+C6sdYdcv`zoq!A11~3|BES?57Qa?mMn;({m~z z#{Tqyw2K&PzIIDDe_9S4KG=JMx)O`2S6PPkN|u4v`Q8Wwq5{>na#JD36ATA!1W4e?*d_r!>5{PRPrr`K?!AxYwWpLB-wpFdS^@=aBIHZ!uQZ^qf>eQK$r2g#+UDNp z`xM&-pLpc;cQzid|-WUc?Bh+BR5yV*^o?_*W2`lCZZ80o0K2ECR9Kt z-|X(}HPyfO*>o)w9jAhl!fC!{1kg)v6O2@ou`vF#)M-FQaw{#{vc%W|n7bP*;z*Sb zElZv2o(mMfo5=$Yxpp_h?$=S?=dWQumc7UH+VN!Yk{LCmP4|R{!SC9S><9v$kVqj& zYe3+v*s$VSAq+iY$k-!a00VS%PBsTx;DW0O?a9$x*!=0#K`!*h>ez1mz%^C{hWxsB z_;rgwm1qoET?@+JbXJYJ)IivCO9S=O^`NQZsjcE!0_rsB8Z;QUOWnowN(LX_Lt1rL zisiAe)1bxB;%W^9Jz(v-;_ME3n;&cHhj@V4hdcN0gnGb%odIPV_ora2d3hG?tJhHW zh2y+@em3kOVln+C!YISxTJVl=lbe$+f}L87#Um$rKrqr8-Mp{i@mfjb@Cd*+ z85_l&LV!HC=E>5holqE*X1E5W{@dr1w$7uJblDZ6#uPt)JmcS|JSc{z?}mB4Id{OZ z0p-lPm^zTm9T#r;k^<7-6<$0|$O8Tu{;=2As~|lldE*b|7NBB^;ITGtgS8D58*BCY zV6rE6Y>h!Luqg3-d12Z8-vPv^XF~s5alw@T2Y~n|MnYWmZ9Y6#TS;+NArN>;D{A8H zKLA7$K=`XSv=8DuUB&MQ`I0eOe+P&pU_b&4c$SGwo~y8TYGDZm{qQ3|br^-t3RP4hOcSKj;t7;=di=c!u(`yo);-z}@r9=NHs`8Fshz3EA<# z?pb9M{XuUY5ljZqd4Bo)OF#GWdvE^F{XM@35KsKjSn?#N6Yx+h{%p)|d~=09yhuo!m(mTu=uAmmgi@SX~LW=Sy zOWL5A+G1a5Og)I|@45f&aXrMdNl;S=wPNAkK4KgV9J_H$QXUt`cGn$txo#x@i=;Ih zFH0M|xjTC`j=cgNRtO6wcNamxUh{$d^*E818`Uh>R|j+(I5zG*(*m=;e0+L?sqpE5 zgNVtt5HR_sBFC%y5+(=o4oC|S;8fP_b&;v%kVJ8vE^{YJF*l{Jvu13E=|aw2_nZc> zpmcnZfD)BdOQI>I32rXr9_GVHo2T=QcLWIeL?xgzfRphhw-a8WN6|l@$}gV^i*y|i z1*%YBL7+HZQyY*A63HxC3)$hf-fp~b)-qwrHfQMtP(Txqyf$R7!otqlI0x*rXTvb<534U4jyzMHrFdtRV zUsBoxYKAoj$EK5EST#AxKK%uBhCSucsYY*6$LRb6^pbX$`#nDMr5JqJVp`XoD}{p3 z48k)AP}aqr2x{2W06hL_>w}%E!ENS+)IOZ3KRrRU^+seW$bZ+$KdM3ikK~Yq5~nKQ z&zKxv;?x3Dq9#}JgG(Xz6RlABraahi;j69Pdkj}Ow6oO0xE|VlzBjDj*92Vs+pqXz zXo+V2;Uun$-caJT#P!;1UwFGi_wA!i1h}p{**YMN(oQOmFM}ASl%f8^T}QqJj-*qR zpWfXFN;YP<2GKKGeL;gtH3Z)mK1xri@%3@>U(v4etOk~iQy*QPjv+SJPER>Ew!&)u z&n-(a=CtiyQZ>VxY$zqBbDEdHwj=tP6#Hwj=R{M%`Ct<`Pnrs*G6sR1_XSOZb6&u9 zy)ILd-Us}*tl%+c#zIpU_Q?{t5|DrRI_Vfn0qs0a#k?8DK}W^x(1YvEpvvcxQTx0G zq~2UbmuoYyHW63Kap0kLuU*>bl%sWP~C*$^@1EVv4Ja7nb zEE)4G20r_;yF3@lpyOk9B(E?5M#^d)NgnltFZ<4IneX?6(sNJ83Q_VI7q4fbJz5Wn zdsj_*YZZa)47K`q3LH$`+V<^|6ZYk-c%63sL>rWI@egpQRYRdTl>x6&3p6Y&;A0nK z!}HdBo)M-+!!XYF)RvBE-)NL@L{3ow-(;$l<53qLncBQYc;ZM zAZX-qpsR`-L>Tuz4|@L`98NEBzGsTkV1<`nquuC{O53_C8T(t7H(OB!aig?M#^s~b z%_bOOFi)!%!lK{0vsx0-O;EJ(`4tbs#7rR(EE>Ha5x!2b5;|&U6b7*vI~QxWafkhq z*=k1Pi6Aw`iSDfu2ua(kUK)u1o*uCBl5-;%(GT)wR0l%HWzDx%X+97q+;zPNi;{IV zjWa0XKxeKwJBVGc06Nsa=IA$-LZw8bvk+?oT=bL7uG8p*#HcI!ckfq2)|Y2h_EzYH ziy)?UWy8l=qi@0wYhZGJr66BYH3-eLuPENthlSC5`P}*oq2hgPE$&eDc@?KrCC1Et zpt^RTrxi|cw$RD%}0&PVnIlvg;(yOH<&zNp`LRHz`iVn=;!67a3-U*=F#y= zkf&dDb=iLG#hSj`$x>4fH_GT%W-(U7Ykq5)taAi-%IFdCc&rV&UB0)ue9weH6fBPT zH9`{a=OFJZb?}DyBvy-}bTEjxp%-*tb|LN{zECV$4T@5&1Bb4+0AYo-?bA)z=aQYz zVcnVlmbuHhOwmiH`5LNnLxO-gwOnMFod9e)6r91|+41F0K&#yJ=+m$o25ECesLuUvz7p=LmaF?>oLsP5}9yqAQ@?&V=v7Ty=nWx3@yl#)Jt4R>7Bnb9P z9*hOLBP(xGt<3-@#@@@{*^7ZzL2X3&Xf_zWa&@B+J9gZjp5B>^!9>X)`GNo8{2_eOeD>Dl=SRukze^S;wrE*__2B#OMxO)7LT!E> zAaQTcX4b~{4+)6>_WJxfz|-3tXc18A`yY=dy_ z0n}eVo_>>_*yt4b_5bzbEjtCb=-nbe{*Tx1KLJ#-l;B`rxpqFsHV}M4p<8nZy<3yK zV(J6vF$*MaXi^W>QhC(V4jvzx`UOzqU%$CB;2owHMpz1jTMCqbgnN_cFjEBt?|*1$ zG~WiEg!9>Z?33V_(BnbXf=Ec7-Tg#6CK{}bDHSX(R>F^US6Sw=sz6WM{MZrn42G)4 zoM%MO(+6YlVo$+QBcn3dH#;SJEsmluGzO-E)3fR24XDAJEIZhKy|4=Tl3gTcP>l+&v}N z8t9{T_coBNhnU-K{yhi~Rd`3w^NwbM3!!c9fip^@mSl|&+SEXz+3|G)@z@V^!X@EJ zRTaFZ{G3Voxg40eSXA@Svz2bKB3{O!6i!%KH=OWkfyz2f?Q6Nsh(9KByn-SU_RIgd!BcQ?5>OfxAMf4(0MONUGE@mnePud@5NsVzbF7{ zv1Z18>~(qi^jqDb-GyMm8ko{bhf+TtK^cjpGMJp7j#KQdgpqB1ExLzl7tJ&@=W`9%T+bIJ zA=1$RastgtMksAP$J4|Sc@+DllQuCMxcNcg{_OKg$P|4PAEJy1E(U3CZM}F5UAfw~ z9%D?JVb$SBHF4@?z+Agsnwqr|*lry><12`v9}Dq|S+M7}uXywB24vj1o4ql7)nkwmEW63&|0 z`y6bhPMj{Q@qwi>HU*7dDR8<fC2!kei5AnJplMj-0Oq^xhFef^mS<*Vlab8WxZWF8~N+G|xbCHugN-BU(FKGhlqp zXM>l=2=HWaK|Cp}sodJv2oB4e-i=Ep!CEy}3z|k>*!04m!Vu?TZJVy=RhSgQ5@GE( zuKt*geVTh|ZXq&s!J)PB%R50%S%bp-MGNG;;OP}Xz&a86RQ#DnFDTVCtJXBfLSJUx zGW9E^pvtoBaC}S^oDe?z;D#ago7`Guduvr0Je|uk%3V_kW1Cr+bfPoC(D=H}fjimI z?%pwWvZ)b{%@V>4R%5?N*fwL|#sFA7Tq`K|ArKf051w*W#@?rqJ`Q@SGT@hzjZEL2 z3oDf3FLB#rn8!Jxm8mi)c^&;pQWu@(Es(+&?P)57U12+*Ea z`7&r}8(illy4PAk2K5A&PgkQP69WhBN6=H(R4_%`?fM~UAxIuQb7oh>tzK`FnSiT6II z-XP47G#ZOQX?>KHZF1*(^j>W;rzYHJhm5%|YjP@xDZmxSc5lrADtG<+%BBSHE4Mr% ziJ$uxzL%ROGSI_UQeb&YA3yIM2z589YT@D8Z4Qibm>&JGqE!TY!|bN+k7`?V!NEgm zOUk=bz$iH+D{fgNyq-O-Lo*Z&w05lQD)|0m3Cn)fkDhug8l7S!5MV1s`cQ&F2lN`U z4gV~yhy0jgk9|8E;lRKV9L;pX{4KhfTXY!^uu~#IR|eDSRS(N{t*nFZ5>G1ExOG5X zGG`U;U^wS#Fy~nYJ8lq7uIL$D#vH8MTmn1W%>CBj>#clxyE)G`4DXu0Y|rx|8g}OC zDJO8nL)z|_QpKT7VEp!#e@q*O^i|xwVt1?(EaS=!H;DxMecW3U#?j`#L#I$jS~ zl!?{b{qW#g#Jy_~>98rANcq;o2S0s*IcBsDVAiutZyzv;9HSP&`{`IHAg%%hL1G1Q z0SJfN1Zll0fWz{#4+1b$$a%3?G&PEG`ySO4@EbGNITnGDQ!{TkeXxMkLHymRii%R$ zp!_WLs2>)S7RkD7d)^6-@lV6Itj2=h;f!uX7xKU?z!Q&ur`VTEchmFRbbG{R?dl*1Kx$k zW*k@udu^W#!0?}Sua8ilAApAMX&c@rMMK5D?W`|bLg3AHDx0FSVUT^2Zr~AL1H{wz z&+bB{$Bk!)jFb1YfeLN$v7>R_kY*glxWuppj^B1!cCxnx_%41wZHvm$Cc3^`;U$`HeX_HxB>mGytPP@2SojAL&?GUg zq{o5((~=YGg3`Tej~<$JB^wB!hi?%;lK>=%as89m4?}H4#RG0wh?PBiP8N#9|2v>0 z4I)Sb4bsne{%1rjk8a;P;q61@l4bB-;sw3ZT}t6liv;bK;hPk!le8A z$R)AA9!hhgkS^fi%|J(JW7U6twI+MI$_m6?jF9P}{E_};V5$MqwUN&hh&jor0;)b54 zwKEs0s0iTL=ba(CryY))YNQV0g0!iybj6oB3>8YeXDI1g3EIZfx^{OeA#9n*WYWbp z*b#7!Ln9;snpjs)nXe2%K;P2F@gxk!84WiIpoB<-N+~z5u?B@AJ~K~!u;zqz$a-aY z3p})Sii(NXj&*}Kuj zVkp2EMgNZ-xNv;@w8XHJsT?juD^zg*#4mV?_gl75RY2F4mT>0YHYlMdtgb@lo96v< zKMLJY=)X!KVDvm3szc^$s|;(gPDUo%j;jtvM&4fhakUJ}vr;O?SG9uduCI{-ytPnq zdyqzLyaD#~JH4z$sprIk*D(iPE~JvygKBE_gi$&&&M4^H^ROL^h<$~I1jxz4ZNBU` zKs!_ke0uE|%YiiztFtU5!`tA2>rsaF7Kz9NcE9C7sWjKws0`zSFF{>xeW$-e4cyZc zK0M%33yJ4Om)*8RCgYR+X&gt9i-C=N3Bon-Z(3;|E;Q5U@(VPNgT*~q6*1Llu;70Zx0wb*a`ll5yc)ZgC0 zKjzs0-)CCy$zZL9jsAA7dxz?mkuap09%E@b_%T{ru@6!!0}WJvZdf$0McONx;Rm+#%^xJNh^ zI5+XGy6NH%fgTp0^C1`-z4N9%A;ZY{gl&`gWHI#LddAtDUk<%(ij-UMb<1xlceClJ zgxPXU!_RV6aEw_EW0hLrlw+LPQO{g(6Z_Jpg;GA-OLeo;jwp>U2|IUcV-v8Qu!}aq z5SNK>8=KG@m$5#l?Q4W96i-c0 z@)Y=hn~4qEeq2yTy#KU3hPc*vKMKct%8Xv+CI_um9Tey z&CwfrSl~zuWj#{>EY&o_D~P|xBrV5;((aBG#V;Gy*2D9K0?~Xh31&78W-f#$^H+N| z+EjqV%{^CSiTAfFZfQ3oGG@a+Z*Iy>hGS-H-IDw4;L&U5Z#S5|AwzGi@5it*s4$h2 zWi2QL$>viQA?Ug7E8UQLL#ze%5n9=fCgY%}F_f|6GAa}ze-?VMbwDJ-hkH2ivQe*d z4Qg$KyPX^yuT`2rx%)-ajEANy+=}7@Q z35`Z5zt!^!cUW~_EsS9%2l~IQUwRZ%yfa7U$^yBSI z;_33iT|iIE6urEUxSxEd(5Zx?Smy^yCeM`fr~3t@?Z(xSR~5EvOz)2&*F1f{_D2*%Ctv5D>dS_SY)k12hf1NP===0KOb_of z>nuxo(*VK7OnjwdD4j2&a@S(RP!p`p^}o~!zX>NYU}5gZ-U=#LUO(imLnR1iLml|i zgG!dKxHm&*!IrK9w6ru6=U(UQV4an1>bMhnXt@rBpU>)nqMj(L4E;o8F6D;>W};z< zJaNzv3*#HBMFo$w!KkJ?%SjwuHyI4BR6LLdyD#+KyAg&``ih`C3hxN8jrp}n&3F^s z&Y{{NkDqHB@A&_Wf-1hIMr*+;`~0k932=oB+*0M+-35g~6KA8kjLV z^*R*2;L6J)A3GR!g89uA@9ryq90PgN?h5KT`qQQHzmJTZ*#GE_lu0^Z2t+IWWqu;!wJRgQta9_%;w&kR<1$r<*7pK&8QAsL*ec z_g?t6u)Zk)>#eg^TW4#)hNyU_u7@`#8Eum~UW2e}!Ar~)0?zQ9jH_qe!Q1JCh)Y2% zm>AZtDz%S-eu~t&ml!_eAh0aoW?3y{-H!EU6s`mXN4m~z4D$(S$q1-eQUek?OC}w# zCMwHh{kzc3gRlx~hTY0)pmm{!s{@P?HZw(a!0WpG+xR^?Kz_C@w-Etvl*`vhm#^jU zCNVs|V@n&zFG!`EV4s4>()RHV2%t?$d@1UOMYzic#Zb|+WQr*!J0uX)5A8|Zc@76g zK~B2&bsL~!l-79cb`vZsHrV|7&Je(iTNKZ+c959%>SV?1>9#NcDTWM;_QM^1tbXw1 zuv8sP(yqv&WGw>@qC?i;W-e)GuBegAU|{r|7WmmH9LUUH37^Y#B*?az|5YmNC> zw77H;*^q!Si8052F0Vd?65^8WBdfK1{^}97l>d*RLVr5`S>bd#NV4&q``Y#ofU5A< zB;0Rbsn|56JCgw-ln~#2GyN+P@cZ|*^R&+TlO2x|@I@p<0`w$c$U;JT#M@_@;`zzz zDyv33VaK2U-SXt$06l4-Kmzvo>l(Sd1#rOf!L7h>@`1#$-vK@8_eleVKh+*hs86Rt z&WoLSby99*0|kL!2K0xR>|dsJ1du)dUk8Lzse6?fxF3;8nEy!GB@JRogA~&9z~|p5 zda?>?Tn>GAn)e{{2%|z`@p}FnApLNzN-3_wk?j2FasI{QJw3;Jo&3mCihmuD8>gM< z5L!mg(EmChui`Oh4QC7`yZ(Qi|33k0GLP@U#d@0ut9eXU^Sp-bpY~!bs>Y5()4Dmc4#+ve^M2vio+ILn_T4@vc4s#`*sB%u;RjRH!qn5Rae z7soq)m?;7_*7a%#*W>U5j zLxY;-vlhQ`OMCwP%At2~N~y&-YOq zwZeuTW`?=`91!Vtp>jpZGAn^;>1j6f%DwYnLP^yJA8ZP@Z@~1~&yL4EWpF{b*C=_5 zDtZ-Xj+R%xi$JecRBq+U*j~7(8&RP%gf&HPg8Of-Nd)==ua~Md3D7t@c}HEK2m~A7 zsN{H}bWwHhdcR9GFfvxb+S-OS7;8-$U*Ll8W0aw`T5{{}jNCA0BL=N`4FP?`bQc0# z#OMur^xWPUnUDI!&O>IIb(P9`x;;u3o9fbVGXLhM^!xFO8}+0Eb)_LmGxx@e)H!Qu={GCu^-v7AhIG zt;D?pn6v%RRfrY>y>42~h$84tEYOd6HV7j{FS?$e2?28(^T>3)G?2b;)gCIHg1w>4 z@1-#G>6E~^hrC=JKs8ny!Wh&Hu`d-Bsu-H!r}NsgPH08&=wD`=qTT~$@;T4)Ry9Ff zO1SXF=oARMbne=70_}#M}R-6 z1Rk6ccj>S}Adr7Y{jEqV%oLWoo-!{7+PKQ~;{_N_WUr@?qm2ExPn5zmex{%V9h%Bj z>Oo8Wo1Kk9B?OvxHF4x)XjVK|G_^q~)arlywiD|)250l~aOU#X* zYHb1rsd+k)_fb%H_-Lt-e*_5b;pn8n_rG!pQ{pfJ_%ljRwi+^)!Tx->bYrR%%6?po zJ&wwdtcd{6f$KUE8Anv!v0LsbydJzxG-F$rWJ(DbdXKxz5_&5Ib#Qdm}I z(R;6|8EB>0Gfex?;q{7x4U|ei_TuIClAon;&>IYVONzjIzjUU_kw$1Y`8+q=9t|21 zgOQ({Uc!+G)|jd*5g@nOIzMw|CWy{iN*#AC0tWA}j?dMYCh9<2S-Y_TSo@Sp4LpkB zNdeo(cO`sT_-P(N5?pq6lpL#T#%kv7VigH6wv?swihEvUf2U4IWcnZt+3MN^2hk`0#Kn(rF(ajl%iU=D0xqU%Z|ie z6qM$+UMpRiUGQ5U@^O^h#u7Hf64Kx&W{kg2D1;+g5AZ3+CsEY4VX$>eQ8f-e_A?lABhYwTHgR4I@f+WyTQS#57d+3!!VjH%+2&Mpq# zgnLW|odjxOraVJf z2*SHfg)VA$LX%d(<`d|F-jU04@La7QFx}!+6vwEQaVpIZ^oq^!J=xQD!;v~@OY^r+ zzySzVu&1u+>H++oE;3sO9GYa=qtRC1v-yx>L&}! zfH>DxH5dS1F5>nI&bv#ixJ$o+Z^U`cD0+t#<;4qSOCe3i&%#`z3wj#vPCpTk!c^;9 zd9=MQFn7=7L!E>tsK$@TCgS_m_z=Y@!EITfRv5fIpql{Qih1t0Q<|WXCiLRuL;^&l zhb>*2f{L!jK%Luf2VtDKi|>FCrmJUk-LB%o0d2gU$OLUW5X0iV>iXbpDZ{qadz+yz z@eA$sUIMhfsLeQ5)dcpEq1mtrYjZA9hRWUPhnD4E_a%)4LxJhrgh?KhydN4D&34Dz z$o#(ba!qg|jA{)9XET(F?auhvf^}g+2Gm8{27%Z0)AHAv9q=N6OVcK=>%RktV=s2E z{htDe|3AI3qy_q)8L!OXRv3Bazsy!B2o5eTs26Vjf$=3Vm84tzJ!C8kp-nH9ZJD1J zS!(O4zcIcfphc3>;_({hNd?$p!FAkx=lkopr_^T4mJP30Yp*=6bX=#0P3H5QJ?wDiHo~gA9>@A<}A|x z|Ltw?>mF6lMAeK;iqV?+l>wfmif+(#ZGRB$Z_w$p0 zJ?VW%dOr~#-~S`;%j2oq+x897AkCzbqKHaD6XB9dlBr39=8{OI(x6G2X%ZPC^H5~U zEHcmIHqTQjO_HLL=y&gZ>`ssKKEHb3=g((-*5^3dds%CL*V=1+ulv4+N}nX?>84kSugj_#+9CErd;QA9&WsB*4xBbao5tBS+|Mwc>0Tk|+G7ndE zy(+^@#pxNPPf2U~@pbmHc_ldSu{iI>l_G@5PdO|_d2d5ru78uYklZz&msSc6&cpkS zJObWMIjBroS{#~Dh~k^q&W8|n`Gh%N_*REF9Itv(PuAx6$Q>- ziB~wf95%64ZX9zWalN+9Su2#NqwRT7=iK}udVV`^?;N7G8L6gyIiHQ;wLMV^+}W6S z++J{-U3qsDzBJFupV)_Pedz* za&mp9*S)!iYwet_@40*+An?X@EyXbCtl8@RFh31yQzqZDDo@4DwZ;4IlAG#yt*yLb z37L=@JEhleR}K!}-L&q9UKz5l9!{DQkbvA5=T}GRmf+NrA3E~Eq&2qrGTSeLI)(ji z!7WqjGsjVU#?9a@8w;|@^ux;hZ2h$qtSa7KlsLH%KH4`IOxW}kt$}h4O}pIiQpo+2 z-Cchu?_3w+xH}6=j&7K>ku;Vc-*U|QKogU+oneElhF4*`+KwBB9R+AknLB<3@^S0c z1TxAm|7$`Xn+b_Ur!M%+s6tGCkUh&4HIj~V-EZ=U-=6imCk*VoUKAbH97#q1CC2 z0yU_UtFdnMvo;3oj5Fwu#;pWCbV%g$ayEq@J+3&XDBfXbb^*TS5N^!{!Q!&j{OWg zDYV9?-~_4yz1tPdY>kb0q+hWf1={b77WgM zs#Al7=f}_*gF91JkDqH_grPZ0B0;8NNzQ zh8Pa}Lo9}TSXK$Qj8DSSPPI^6^i5s)iVqf?e?M~LDla@qj*bw|^nzqVLBlu#$cj?? z)=80MjowDMS<)Z6&u(Wl1``c289UW!%HiFFihTQ%zs89Dc)+t78?V@{zhajGXE{radMPrOGmB}F5GOM+{_Xc<4H_`KC~0Y2 zPXi1`_3#yl2SM!&|FSj@cg)J}NxK;Ah1v1E@*@k0IxDks)NuNK=!N#&dAdIboJM!N zZC+Qwb5+-m-6bW+Y7w4Pc(WYL@DZljQwXaQ{Q&P-o#+CJv)JH$Ts#*A`Lxtkqd_vh zQ8K;^$9K)3^$E07n7Jq^$W(8)$#*IQ_hOyHBQq;8-X?s^2|s(>RJ4C2PUE&k$hf(- z*$Wq5@T+xKf~YFSg_v+Dsc+veYHGMNz}n?vvpmt&^jI;zL|{Mzas%l<`ssHC0B6Q2{l7+P_FiMyFr(e zT^e9;Tye_G8x3TR)}(B)D;;@l?-vEq{ow>($l;eAMMxrt2u`2m{#?-#9O-7Z_Os!kRgcNU?L&QIl4dG` zrp!1uy(G8rXhNU)x$)h$nTC9~|A%px)15xzaOe_qQ4b-k1gyI+Dw;rKEV^GyZyn z+AMIAPAx}DtZ00y9p%UF30&oNIuFAi%}?6%whmXlrtDW4$AFcas$?<6ORb$UJK;x3 z5jsVh7F>E+0{#1w84qKcNYj45)y=UCveRE@Zy8pLp=s#>e#^E!CZSzSe`p=H`|>698B*ubV*CdS@;W#_*>mCb z(}l=fSs9hLCmoHvr>=Z{S%c(b8M|VA!Xdv`Ni5vu5!6?vGGz7z;}yfjVe7>l%+h$9 zDn*5DUZts~if40i<<|pBXn9Z^CREoz>_9r?)ZZQ)viK<`ymZ=^ zahUE;ye~f19F2$j=>4u$7NIEqcA4L<_A!K0cTP9ILQFIHAifZaj}v-7FIqPx6=7-D zN?%!2!=lXR+RzV$5VI2vZu^k~k%VFr?PS4=Wdoj#Gb~MZDOPKRA1d-Ih6*zeh==mF zyLPE`kqfjF2?P#x*Fcd+hFk(Drb?VC7SBb){NXKoGoB&*E5MQgP`9$<@+ zOz#$5e_ZG6nb%^O16g68%DpvYerK^qX|*#k9OO7cT$SqJ^W&nSltv0(6}~Br&8qp& z0R5asccK3(K+lYk`BMrv8%VGL9-)>GTJ2A8_Mu~w=V_0BXtFs5bbQ%nQEXsB+mCus zT#DV!tAeXzyarHUsbkk4Bl9~z@!YEA(9L+e0Wl)fG5kZ*E{%wep!3Cn0{|5PLW#dR z#_U1>yP)t($Mn2DiCCVQeECte^FC(N2l~03*ZB#ke|P-RehI^vzk|laTblsgT};R2@{{HmgDdg$9Qo9-ml1O zTG+S-lUBakb(gfYH4`;etisYUZii@_;O%S}S*e)Z@5z9O_`Kz3mQ}&d;M6n$(sr+N z73i8VDuVp4=IN?#i-hT_NCO}7LZoCo{UG--2O1~a-}4VCz$v){=4oAIp3@Ul%=fGS zqn-NPMyxG{N5R)Vjg+$fxQk@OGSdsltB{Z6TFrV zd3X2ALr9h!+HdeI7~JLz=);L624r z{Ys=Ad$8x~Lvm}Lc-wv(e=`adWpd*qi!iA~DZx~(4m}=9Gc;yZA*oUE=%$(|)VD2J zTN+%3m)|d6O+Q}M*r)6wqT!O&mzZu_9#9NZhR_u^aSY#i|~uk%C! z;I(}5mvI%C7Upu{=B`4_ahB8DPj1{Uib+KNtwAQs)F~R-Lc6Ia*n-I+K-Att>O3e5~OV(Bl*!muHqHI{^W{=P!9|$wnWSe#~Xk_q?(8rvxG4Oy^Rt*BT&FBc-0M)lrmq4*<%wVHus@^nRN-it@$i!lAgh=YsI zRUo-@wpLMUB&6z3l?2ZyK(9ud=yQcUG+A==4W|6c(rrKFi->AEp)2I1VOt_XSC8-b zUPMFhYAP zu12(7qC{fG12lf!HOVj351sETG@pt2W8xyy`(n$p$*W@Qj-}MmzgKj?ahGTo)S2Ha zQp8oXln!o^$OO*zqV@kw(3MMJ}DK^ilnBISaE~jEKZsv1i2z{Z>|+Wk#*tM zLWpT9Z5Ios0qW-c8B~DyE8mxCk+52$6!I_E%Dh~g2NOSiT9XmOx=$n`^0@-_!ow(s zy0!OsJ_9|cC`NZw5J`L@&DYx8K-jSHty#4Wm_K39$~Oe)YHdch%EYH*;{pQ?$B+bg zCR^@Rj!Z|O@!7Zcgp)C{GAbxsG!rZL`S-SSmBHoIj$^WgVW{tC1Q;40yRt?i8?0Yz zOWJr>^A1@$pf_>)ixI^*=xSaE!F&+MIpHSI_w4@y6yS zQw7`+75=e4*US^wn-)Jvq?CZc4Jx4)M3uK?M33=C8ZO+@k(e-^T-ZMnk?%$s)`?i3 z?e@uoVl>D8S(a7seiPvSCLjc&Pwt%(UqP}bTjRFun>g}qvmkIi9;J#&|mgu&L@MEYw9F$IhVJscc_t3|Kh2{zwHxJRd6WxFSA zeJ44c_)59Ock3i$$EKtD?9>-?ZKDwxx}KplxdxxN7vA6)L>><9W7nI%%!B(>l?@-q zkoH=75c$uC;Ht_}4=-XiH3{k->}a9*FqS(P10gybIJz{YZV}co6vXy8 z6k^A0W@)Ap%?{j+4&0>>n73r?Jc`Zw%Tpnh&f8GLjVj0fgWD!2D_0`s@}=3CXM^B* zcve;Zd=Kod9+W-wn-@5DUV1yzvJ}eCMw)N$$i&HAZ;pC4xWR19f?I>U>#!wn&)zPc zOjO;N$?0L9k7ZQ;5II7CmL1c?yxj|t_lIwqx}qsDA(#u9VJ5Mjk1@E*ax;s7Ll;vl zPA=Zh=IR^J{@#9G=rDd;KCb(TG_-WOASW+pUDY5@NKc!h9=yy0+-hc`c4USs>gXm@E0!cI4sI;7yjnbF zD#C`Apq)9b>3fdbRVK8S!yxemt(72J3MG^kz-**xXGnHFcJrzRTzt@i&~m-5c==>v zl#PA0(eyDEtMzoMP9d|@4@Kh#t7O4I_SttsCz3?yT~?k=l<)PN*J4$a>hVnadBP{s z)>~R%;+s@n{+|K*?mZrh|EmD~|0br14dmDWldik-PHV#`a7%M&+5wM$bm#{HdNwfr zrNe8s_ll~j_5Ftq7jAhC08}bJ0X@4Az%D4TkAwC<_j-6Njt0z`G@ooK*&S%+7lMO> zI_&9xM&Z`(Hmw?)H?Twg=eeNbM+apse&IdM zpFSij7dK#6p+x6tmjMiiRX_L72B2)fHGwrg{r_oNt!nsb@el^z{Q)lC)M5TZ7w*v) zHg((zx;Fq2{yl!|LIC^x{0l>%X^X08xXmp7uzLf}-`^DO-vQdIOBAQ<4!SyE{Qm~@ zzuTV2K(J`&`hgVmsXr;)13UDie;L0}rFckp%vQXh=P+RW$fWHLJM`T*1%d)32Id0K z{$oIYGe_HW(yf675n_1!?_!$lO{{y?U8%r2t;#Ew!=6wKO{>BsGSOJRGSoERyAapU z2k6u?|)Px3N=A&8Xbdn!|EMq<|TwI8qd=pkG(?l#~;?y_ODJOBAV4~UO;ni5b+5M5q zpkjQjcJq?(CqcuZsgUc{O^*~}#k*?nhDy*Eu*x~f9pf{+jJL;EA%_@j61inhtC zsdDUZf33Kgfk58KP;L7P$e*t?JpG=5QM2Q9f}hl4El)~?Za@hZ!got)4QZy%RuhC*` z^<$uM>byG3H3hiS*?c6UsS!or1cXn>`$E1Z>Z7KcAKr*tmX0#>gM*Y)x<)6(xinme z$$d{TAF+y?I09(Gn9V6-A=-dd0+EZz;0j&qzT1aW760t$88dbH3LxJfkD=7c6r+*Z z)ctBsNy^u?eB3gARbti84!P!;^c82)(~!?>eDS1V>-D0bxUsqLJ5nl9LvG7AN1Dow zb9#ssnx4Yy3*E7>h2LUngD12-VvJ%)D^}h(x7=Jh2a{ht)j1cFir4P?sw*4oz~dt^ z%41Y6mKWD)iG!$l!Rx}8)jq>q)Pj2dYg-?KG`4oZ%qm?5*~9SzSbaM*dmj8Eqq;VyGAweLtX9IbQAF3x`r z!$s%grfjUj)oK39cdQ~2qP4+)Rw=oK2Xfb|+ZSRZ%hb9V=frv6aXf8CwoMSNRnU*; z?sX;2@Ak9Nx5wlq;aFJl!t+yFa9UxlnM0d9uDOM7Q=R(=Md~J#?dAnQ{OEbz6rvc% zPC9kCGPDY=d$fCdX~OP0v-G`JMJe|0@>4M0>JI~90flP~HFz$jd2SC!Ib7wn9=Okn z#gvF2vOQBM$M?v2%PrakFqFT0KY&aD@9YsDw17MY#8>WH>U=l@t9iciy?4oiq4lls z5c^D=&R*J)_mJ{(&l(N+8XbYy0++AX6N7Mg>8hF2VnU$6eSO(W?R<=`DAeoJ%!A{% z@rS~R3Vw3fJc%Wal{j$tx}lv21EoL2O|lmiqt|~)d)r-d(d`F_HryFj&xnE2+8f>= z^R@umexj`^uI0%6XyO}CMR}cvKJPvBITi6nV{PtS&qLTI=cDn(Anh$(L?(Tqj8|IvluF36Y2D1QJ@p9S zlwV~}g`q$fHHEJ(<&dBKlnk87m7IhNZ#;?G8~-jmZ%!%fclLc3AtDp?mz0N5oYSTe zXEuyDQwwQNu9=?X@_U6PJ|=I4-VcsbTk^3ZwXjy|NDaO#M+}W2s_&-0B|goKA$abn z)FDmBRnJ?zC`pG3F=IcPWn824wrPy?6q2HpixjTA%vTK$d&_xtbBggcTH?iG%}V^` z^;C{ZmOHpF?y)AyMfk+32xfs*_gYW}C^44|1UhUEa3BgUs}aqUjcW}8_hhswuQj~r z&4itpSl{j^I!^z7V$`IbKS#`O`TF}WVKx9HTOpHoN8DQ3te8LDIn)A*w zCo@DriJfC4c1D9+hH2YP<9k@>QE*ZL_{QC|oRCOVUL^ycgQM?aTk-nd-Jza%)gYX4 zUDgB22WClT+|NbV?9CEhBy~7)`Ow~Dqcb5U&O{cJ9>BReZI5g%^mB!Vgi00RBw4~a z36z57HbhE(gsCh_0cm=D*1hZ;nFFRYR5GCqx`U2r4?2%ItkO{VPLVp4+A!fDT~Q}ZEs zfO@KO%3;<(<#>L4f@ zTsUB$LAk=(Px_`$3PIH?^e%s$gAxVCopHtK7$T8AHFJ0}e2y=&Nw+PAR9X6avGPo` z*F07jy*UR0ll=|MZk8gG)wz#EH`7dgawD#(UmI-tu@F3Cd)HqY={;GkC$NEGW#k6~FnQlDq?q+Yd~P#P*nmnZl7jNAb;!uXidloO&^~gYYb*S_=lR_k1I3!^wSqgFY z<_Yf2afs)+>1cH(o$`wr0pH}wv`r!JrH5=Kn3f^5V)|80xl}61ziBg*KTqdN@A+ki zTHSbzR5(6un0gtyw?Ey;<>84Hg4-@F-+T{EDIRu0uUruK;#A+DygaD%?lm7w^Mf5N zj^f21sWAD>=}JDiv|BAYUzsPCjg@uEQw(3wdH7Fqe7QXZ5C2yIM5YV(pK5&n2Y}Wz zf2%$22$dU7d*}QQjqgB!$Od}9xEOPA=&e`XpLLbr@Vd=_jxXit{$aO)Le`kvU z0Aac+#~*5Z=R|jf2n5>>=onLuuDk#%hm{R%*%aPiI=*2K^fU3er8nM^auR0#0vzar z{p`510WBLK{Yz(+a*W$o^9?N_yIZkew?D7(6QHmGA{%IN{rx`AsES-1@{r~ezvD50 z!cG9Y9~lh}zE)Q_`9vBlv*KhywbHo1s8MytvgUV_#TmxgG z=KS3L-*sFEXndzkWNe6}3gBw{uuGZGV-Q$oF=8iaoN`4zdA%$xgp*9puI~ah;BlXq zx075(CG@R{1eN*Ig?H8cQvJ4JWcKs2=u?k9b=Gvlj^%#xgVGZJQzlCT;nL9EckFHe zR-8CAY2C40lo=NLX?f>DvTIbv=Lo8l-h7+kC0L6@vCp^pNjuf@?MX|UQZbG!J2JDw zrUaueC#HS8_XNA=G^E_SUI~8}mF2ci$?Y_4f4kJ0DsX(gx5_3l9pkq(3v6qS!dDfe z;M&*el*d|LntQzj8M~)^5+JiB9abJ-C=#XeLabW75n>rG-s`7w_)n%@;fh_EuRxG~4XA_BSo zoChW{D$t}pd4i=9X_k4d9G2!);$_X9A2oN9@Hnco<<*Q>JP?2PGGTNElbaMdccFw5^Ee@-N5IAA?qO zeSL`CdYg9LBVq=pnf|bwPwcT$X2GGt=sY;-XCE0%`J)QU<))?=CSil&rw6BZlNRm9 zVbfVm^N#O>*J?`@K&d5sm**uqPpl;dicH`dR|=`k+rBE+7J|tTQx2>FLabFoD88xN zwCJ;GQ4UzCD5of{Lq=OT(t=i;Hv7LhVCIUBl9Xj;tdEc_VjzyI~cO7JNzbQnPs`kUX@SdSxW`5dwR+irwZ zqqY3(mt9BWFnQRSrq23uXq0D(sL^;0`TlJKw^<$5y~A9eV4}?5?$o&5NpVDGX$u9a z^RZWYf)PkU@UfTs#(@vD8241FE?UwL?~^}s2}XtCneMp-Z&!z6@i;5L)dEEbs@K@J zE`@EH*In8qvrv&<)qwDlM!!Cr}q4pONB#AN#o6I_~_)L-K3OCBPB=>`{ZYxmQ60|7iX$} zXuzGv97pcf22c)lQ1*q5(GZ^%wjm}a66;eg#m)U#41T$D?F!VPS|c&Mr-rDGv#Lid z8L_Yy<>Iz`n`9aAU)*h8b+H`w9-O?p39xq-6fa!Sm_YfdillBQGa3t(_=ohq(9Xj1 z7hCF~tDfcQOZNli(yVoE@&$;H^d+pt!1AGdaSP{XB2-S%hIdOHges0--aFL?*Y>>4 zwwywF+J1Asdj$DG!IHaB;6@?d%E|h@Il(~kw?#Z%^B72!<+57JSC97Yn;dfqSnri7 z*AAz6m)E-T3Z2$vIQw+B$&U6|M+I8b;QClH#kODzt(s3N6@JJ>Y+M*@NY14 z`7nz*Mu&&LRq-mq{%YAP4M8P%zM}j{()=2XwGMygN3mV@_ILd1gUTR67Eq_N>whvY zn4v>Q3&~6`dgvJSJnCpNm$h|JX94aUOc!G=WZK1IW)Q`>IG)aA4usUJbDhYXXxZ|1 zZ~nIr5k;Q#1oH zzLplMr2CItlw%eZz}oC06WXgWzDXu_|F%@vs&WmTZrg-=<9b#;rox=H<;|~^8cmqd zt)d?>qZ!FH3xm$4iawO=uj(Q?p04`hOA)CXSAzr6(x%X)}7L1Hk6?&VF zWk>ZYHngN-Snx-am$xf$wDi`-yLu&vtF%$BlFY?{4Pi3tM^sUsbwum1qBOh=?wGyf zP&qP0!}z{t*PygLPF$xq1RKS=zI#iTBKY|2wvWyEP)WQQKijDam2UbcHrErCRB`U- zvjJ&P9owh%RXznf+ddauc|mbdygYovh(V;^F5cLB$`yx|^IE%Unjp4YT>L<|J6bjO zT3esZ!gVpO8TTlzN&Q*Dg8J2Icph&n)U}i(GwDGe=N1>@D`(avMKaYIq9QtZiF!5V z%kvn7@jSv8(fXV-8Wbz1)wAbFSw4n4O!l9%uoS5gACe+I5asyu1Wm0&Ntip=ff;~@ zrz<|kPa~6}Ig<7nm&%G^Sbf#i!~G8S9J&^hy3Z4XzQWm4*&R3T_v#g!r{ZATnKF}o zly6()X`a703vpY&{a8{`hoRZkgQet45L(*i*B!_J6HYTbb$@mIAOB<;yu9CBIN^Oh z#KMm3yK|r(9JS2nP$?WGxbrtH$bvDeQLa6Pd?WtdB835%e7rR`I!5DRSZH(u}^z#pNex5lmj1!oY~4iIg+n;=TZvB zqo)xmO~jB=x}jqdQwC#;-Gj#V27?*qw)Hs0Cbk*PD9g*j7$xT!ZyKopEZwqNx`mFz zu>iYW^6^(1V=7W_uZ!L_A(klCuQ#flpj`TcS(92C9T1&8KcZrv3m%24KjzK6hn9vY zCI7oIc-Fq*Tb429a|=0Ew5&^jM5Vme%W&#MpB$I$NhW~9I9k)!&~*Jj0*F`7UYhb> z1rYx)9Yi*@lKG$ywz!A5nnvZYWuCtUh-{$s%LG07byOg6%;M|ERr}$W&LaI~(&+XB zL^iNw1JqvtW^#W1dezCjOTBM#yZr-Ta;E%Q2XU70p6g#H51imjs?tGR@TYd&?GT)?Q2#c8`rY;gHJ)12BZ3A{D*x8_vH>C+==|aeZMN5cv1;1HmiDQ_j{l6Q z>fbRNAhH1}yOT(t?}KlCG2XxDOx*m{{+|Hz_c2XPJFnd%SAp);Bi1+!pac`Zq#ZDq z-+g{HNfGYEW&bo``fKaoZ{NPPYxAjZ_Xmvs-x}TD?Z4{nS>N+1*9L6=H^5{AOE$3n zW&AvE-ONJQU1aY+=Q!Z=|4k|W-Tu=K<{JqM40J{Qd;h=NUgzj~1Ha8q0|4^h0P_z4 z;?M+}(!yVgLvDk&bDk`Kso||R76~6UkF(Zi6TSu+{;nt~TTXgAxestTJzAr>|`5JDbO!>5u^=R62zoI|( zBpGfF<{ui}h(h8&j`uBTs)pD2A63<^!^5`BbiNmqhss(=+ru)s$b-kA@~iv(axp9H z^$oH1dNgc^cAV7~3$Zk#hGNHf_^Vr6KA91Z!0o51H%L$=d3}%(4|M=f)YUAMpm>Ze z2DipO@~Q&=k)!EX-xc8G9KoSC4w7bRhTE-p(yD!9nx%%uLfJs0s*p@ahA&#{aMHg3 z>sTGn8mvt2?vo~J%hwZ@Urtz3Y!J&NHxFBd-$vWbpw8?G#S5Qe{!LXaW)zpE z22mWxS(}8B%_3w@a^m)y;^H!_jhT>sM#U+4&T+M9UBcaz=V*j`XfTnXk8{u68b_yj@CmICP!No^LL#Qi|?3vlsA+l_6=- z=at$CQTTjQZ1;W17_<~zG`iLijhX#g!?UVsa}_u!-`RDzk(f#j_AEM+HBzD;W`zQp z#{23p#&6l8^&NG{IO&k-wz>*ew!ON%?G<$-1}9_(>D6L;LvW(ewKAlWhstfWMtoRs zpH}L;I_5Q9u&spL`uiK)=MZ&n-@C`R$W3})@Il31i)K8M9IRM#BMS=;6-bo}XFxXO z>@a0p>cISXm>J!eiWT$rZpV`>7&W|!x+&iP?}x9P8hNVWYU9AakaDrl6?eF#A1TJl zo~?Zso=~UfuLT)P|D!szbRM%$X z+t&smJ+Umj>%G0c^Z)?~b3LuE>*)OSE#MksUWAn4fkQ8AQ%A00EnVS{aj{H9qs@vm zm0IRT&tzup!ZxIvBTOtKymom`%1^I$nq3 zj&uxX^JG`tBdsvUF|Q5I*e)YqxIe|2a!5b7y_lYaohv7dIp$0SlHOpkAv;sCboVr~ z)nCeRarM}1xg`EE=BcAN0slT+jktwXc&X&aHr8 z>oxxx=vRbBOpr=JkKc$JXSe5)>oHS|pNoxxDu?d8BdTK5Xt3n*xHaNxMbNt^Xi8gD+(y7Nu4VIxqgNAgv8heRK)(vJ?09D#BPN0V z67wTB4=}JNS6bn(*#lfI$YLhcs zwKwo(wIv|Nf6e*2gfxs?b7oZ6%@kNfh|4UTPTwd0TYiy5Wvx(N=c-vo9X&Cfb?$;S zV4A(t0zOe@tF9Qw8;0e*RAG<_5c5VsF1zXar_=S*ki*ivQ(PU3DV&G$x}nRTQ~XPq zqRPlKHuVr4C7WdS*#{~Umv1r|?uFCq8ict0yx?1tHlp)xG-QJu)<;rjIm~Qx{3O>% zq`fm&StnGF^T(3ftm3oq>bm9l_Rb2-4*IrB#)yIAn@{EyuJnSj^Uf<1_EM~nQ`51b z+p@4;Ycu(r7bAD)nRT`cp5ktW;wR1FaiFSz^TeunY=3q5RKcM#Vq~1#H+^vdo_n42 zP?>%gBidxg%|2xZtE~n$OB(D@(r>Oe?&iUJoO9AKt$j|39GNBs7`*CITv>>#9s$k* z0U4O`l<}P>JR26X9_F;ARlxUX{#%}oNEB0wZ^XkK98>Te{fsjYBX=0p&7N0}!&@0O zi>_v)bSGPIIOF1% zo8>yo+>w_o&G~E%1H&sT@}?-|z*z90%*wU`#NOfMtDpi~n%}mP^mTb~D-(VZOXgWl zIbOQH`n3q`*Wy2LF$oOt&&BK&U6X%U=cDQx6X};A&1vI8V|UU5b8O!;J|PxPomoto zEwVmqF5a}s7kl3+DBq>L;(MQ`@D!7lwYBE+mRSiN^n9DUMKIL|ts^q-sa+_>l(xnj ze!b~vuc+d83e82((DGG2T-A8uCjQy7EgMU+`&K_cO&x3|ZcQKt0W01o8ZJze^E=t- z>c8%p67GDh7OY^2lT&b@%z~lVR0y?GmLcmG0 zuz^vbnk8HMp8>?ck#76`s{kTXGdlKviv1b;SL{zRp)&SFpWQiQ0}YzMs|qm^kP$fZ zT#UclZ)1Ph6K(dypMLHbewS3@UnDII7rA2IFE4PY{xipy4UpJ?iMjuI6W2juv&kDEQwr|mt1HAtQ^Zs&j1Oma}{k63Fb(s0~kkjm6Fdk4g^RlZht&)!M9|-XOyn}fl#<*NaVPI^Ju&QT2#gu)$u?s7| zP*gv}X~e^jXHI^%`27JCYeiL#0Kvfr=0>#qZv3*;_ew|&_8Rc{r>iFSQ%u=fWA=W3 zDbP5pk8y-pjlNgX#v21nyolo4U#kDz{@Z-JtX6ZK833^VeEc5G+W7eSg@LhAf4;p| zy?j>klYf8y{vALbyK3wz&Z~F#*;=b<(7k~>Ud^M6vjYA%4$jzGfYf2JH!3OK#I0)ha}(Kota!Do;Hp;!cHA$S`&_pQ z-wMu4J$W3A(Q^bu4k$i`{{=2Z$Eq;QOXgcNt~3+oa^v=D*U^Lj!M^bCGjcF{!(yep zt5xu_TkdS_mk-^vw)RU~OW@|bM&#!Ha?EcOk^aQ-gs4iIQhs+!pl8&6532}~uUxlgRP9u)&x#9k@m);NIFL+|T%&?tjMJt(&sO~jclsWJvAAiLvkj5!wP+PZdHe$Yvj{ZW_ zvb|E%yR;8vp=Hd5c}pnnC*5#mkM89PY~yYj@n%LCzAQJqWi>efLK(`bohJjadpG0O z*R>h=I4Pn@mMCUDa}9D`$c^^Iy$&Ou9n{e(78$m8elDV(N9``*F9ItKNx2MG@h`)2xtK>Hrw8!5Pg7qzz`qoDgL!8h#mz`il>la<~@YLqFMd3_~8J2%G0}AQx=Giu9rT_9Zg5Vv@gDAB{QIXvz)74 zA|0_ujr|ltOQ~*JSbj^3;xC*I6|5YZ2MycR(dn6GaO|h38LId$zBiIwe_!87xUeH1 z`%?r>Qv}O#UqRGWfi!?y_IwD7Tb>CMR;51!``fRVW}i)l%#vwYZhJ~$s=i{VzLp;h zPJWWLw{b&j+k?}soSvx8JmnV?l!lh>wd<-Er=y_j<(V;K(lA^p%&hTX8RbD1I5<)# z$V9SI(45@5U0Iq{nwTdtYxiWnMOW7vO-kd7nnfz#Vz4H1Ev4vFukKZ^rkq^oODml( z#bE)HX_%0WcB`92f=q)w!u`3OilP2cruc(FAU;$y`?YWK!gX@z`Z3rC8*j>>m2#ks zWV?pV`A%jrg=+N;R+L-(V(-1Ty;bPjYO%nrx)Q-R+&tzFDnOTQ9<$Veb)o`mLOg7>!dvNMc zN`m>8_uebF)Z^S4;oTnAwJ^Vxa{QYgQP`yvwPKnG;4)2jmK5N9e=hFfn2SSqG?!q~ zH0M|CsW!g(MR^&fQTk^Myl_K1;-a>#?Yqb;Pz6&}xh)}lcIa}hZrC%@7gq08wx!B=!`FKHQ?<3xDASXuj>}5GeX)(H zO%(g(e_Z*CJ26d4I|~?6U9l)R*cbYFcpAR-Q%0}X1h~}%1mm>wstenS=>ApPBtL#u z4iYWqcLeP#gjT2f%1(ERA+zPLw&gFzF~8H?x#>|*&DfK&a!?{REpu8swt<0|z<@XP z+K*7_$!oYI@hrJ>kC_@oF1xA99N{iX$>13(s&Jy1a_18|ryov8hN|tX0J%#PAg@l04n9Y*hqiX;+9z(kg&uojjAhlBUdW`HTBjdgqh(=auoFg5B_ zs>#qw=6NitG->sHPAq@9Dh-47iI^)nJ_9q%t!j1#)?c``*K2DkvS)uBaqU?u0l>Kh zTR&uB*pBj%J6Gpm+`_9{iw5OD{e7Taksbr?xfNY+NunWqYx2eG3+cXED;0d5Bpi!b z04@lH45L@_vD?qd$r_-M`#hsLu!=_C~Y7ta#}`vSrt^)HgwO?aKM)) zgNcFGA>^?j%9tnk2*+DO25V&#WjLY8s%K>h`uZ3GLsD}fC{}1JpVf$_mCMxzTbJN{ z)!;OXqzX{h)}eXF8W6%dVVP(eQQoFk-vE_-)d{;^SHOFD^rzmkYRqBXcT3S4X{9si z6$6`7nOxyoICdEMuA=MeN}tp_GnslE=U%2Popl%ALK;i&9!kL689CRIH^<_}iU+30 zJ+e`C<<0oXskLaTNh(%Ts}-^{{gubRxi@3HOQ5V3<(`iwvgO zL@Y+I3PU-_^z#~=F+C4QnAGyGl+(*HU!(a0GY9FH9 zw&gWW$8nZBb{amlF&{*6kUu8JnGniA@BH&~?Un6tYhibh+*mJ|nv4ptI75_o^p%p!<^b^$n)EO*pl>!LRpZE{_SPD*vM52Q}cF z&pTRcaNvpm{wMy$c*uNg-=~;CW~vp%HD9hWTv7&HVX4xNx&O?QB3w?+UXz^8h1HtzIT7 z>hiBKO;mvSQwn$6ktL7UcX)v3=P>6d{881~460p_Bhb?s+U#M zaDMar30pXB4gkP2Rq1us@;d;m@nWmejFj6005F+04cxH*_kk4P=nFzoBG;`3Z2!*! z413%L=2m|%s%%&Ebilv(;W;OKX^jDF$YhZRN8U)eyegJ@tBL zAkNgjoBT!AAAwVgR4k@Ez_8->$mtdg1jj^kKd8xr+^7oWox3t2RC0FqSTZF!&GB^I z$;>=VU8T3v&$Jj?OlGKIdB3JH75lxdC0wX8&y}<*#?6kX=1fYoW-Ym=4yCmgyOlC& zC8{tpR&rY*EXnHW+LIg@{SbY)iqQnc8*^tn4GYJr`E#|x&p*as|5Mzbd>(^Sd*hjz zeid*MxaLwhs2Zy`HGMQ`PDgUOq>;p!U$Hgm?LPGKmqoEQrR-L}RvzMn0x|k`k4hm_Y@gIh)Vj&%k|&%0q7# zThfqL=W;uk;T%WcxB?hBMKFlsAx9n4s zvel1+a_qS?d`nkBRyWK#TsK93P zq>jy#qIe)94qu^hNoX7rZYXit$RXlY zwNGMiETW~PxsVz!@527$AILS!w99{pH@;tas2H^5}yU>xAE=UtJ*EZwvz=cTf*tnV! zn8^;A@OcNtu4%lpUn-V^*cn-EC-~|7Gs@nm-pYo-u(=<;lbMa%yTw9LUiFA$nKy;Q zHd}qqwD1(Xt>U@p@*@xA&_in_nu-N1K5xrI-^4J^NnvF2vo&flBPkB+^-gyrT7}@C zL7DEx*ixwVEm4_$JBrM#y7#N5-aw}Cv>72QTv6f^%`sU!6 zc>ZhM*o0eD2yC<(@Aitcm8mCh=FZH)nD5f}r*)L!HI@B{6%F4z>JyDAKi53VQtUxV zJ{ZfX0&%Af6QVTVeA}6ay^mT3EgVa+VH9tZdnZed@>pAsu1ppK8xLr^EXqT{gvZ< zH>Y_+V{MQ1irzv@G`^O>)07IeE6b$xXOcFV&v|yo5OVp}+dB4zUKX}(v#+?GpNpa7 z4L+f<2+FG5^HjMbksPqPc#sw%&eg7L5l5amU9kY(T+LSI=z?<~W^MC6cY{iSYGug@@m`VvVs?`g)lX zT=M^NM1EX61ZLXYFsHb+8-k6uH2U(8tC)SxlL{DPkH249GnJ^|&L&MiNUF1Z#|ws7 zZ5+G~3r)Q0MLEj%Z>Mw%<%4^u&6M5mYhcRbv8ZG}nIB#itS+ZDO$u`KfOyG@6)A@^ctl?4@MZ2b#Em0L=%zMpwDbaq%W7hl=W<6>#D z8TIgFN_Z{ETVc&~T2mm&jAwt441T7k(wS;V+HMMvj3!1{TD9)JUA_>Q@U&U2@($uA z-yZjF6!l{iwKEi{FM6zg^#U8BM30eMOAs|20b^UgPH$?!X!{H;#zcA=N^GoY+MADq z;bs?WRu^Mih2ho;!>1Uo7rj`ps1RfN$BShqwyX-;8Yy}jDaklK@w2usc@Ml{)<2AB z`W+z1DU+0sbxWJh9E>Q(&YJ=<2l*brb%n)*gp)y#6O9*-aw5unHixd_(i~j&RLG7U zlZoj8t5dXj%b;YoL2TU0TIe|jrffVJgZKk&)788PxZc=vu}h~3IxLTd7;LM`x_ovE z-A{zgP6o-A;M+Nq1oP5LJYh=7Yisb$_2U+dALXz;Yy!a|fsHY|4jPTl~l0tf@cScQgE=rQ{#YluOkarLHo6{BC`R0CFh&8UJ> z2$*hllrq3#95Qf(WsX&aNDkloe7uc#u0P_LkOAFq`g6TgwyhH_d>sPiWAB3bOY_mF zb5u8AHxl)FALaZnpEKgfccRR1k7W|YK^*AM41Xh|{UnPzW+oqF3v09}SjUrXAiorSJ+`(sEEoe33 zd~fLzfPI+>hi`rG#kADV(YuL=-EeEBd0tl;p1&!5mHnU!yN`{IHaS~{6|=aTp5#2o z)C=9y$LH2TK5jnugSUY&HOA@0Sfsnfo7mA_AAp&hgYS22$2_RXHwoaxwoT`|q-W`7eNwarsp^ z+7uf0Cwy@kK)F`bQE ziidZzFOB5>_Z10GSLr`q8xlqH`q}wcr?XtfZ{T#d|BdKzQ%}FF!R1w$a zZCMO5M=}&FFeHcG+n6q45vC_rOIhF4?1oH!5uIjY%Uqgj9V98&oz0A`0Z0ARa@83O z^WZrq8Ij)wdS~QowT!cXH^!jwfXvU!Ay9Gdok8D_?*}7_~KLpp|TEgBIecL5sw62rPUKA0tf(9(gU`&(MT_dxUY`sFRi zP?z3PMGxrW&)sD=C)*(_`^L%U)1|{$)IML%ys0ur`#ikPy#7_FKdNo7vg{TZ6wpLj5I*cxouMhOe z>(p;Wz`=1YZR6^C@R9p`{s*RZyPQAOyH9BlRLyb^n4wpC(#K2EatQ$r&GKr!tgHn6 zY(f8M^agU;RYs~`9|TjPR8QwbEU>+-Rd4+i58Roq#pe>^p)?^$D<2o~bcsWi??2W< zcT}5!B@QBva4Fv3ozwveMDxJsWUIuMJqD*=w!&5gqx~KBy`Yru*m;aS527idM&*!6 z;PJU-*aYWTPRL|z9f0Di&v7F_-8R;sFF1%X>1JK0^0pYxIjVgN+kjq5`L55+^!>0$ zJ<<6^qd(Z^oIWUu5_8Y1>smkeU@g)7FJBwc@^IOCRmD9_VLme@6!6Uw)3rqnHxN&B zK!6&TW5@{v{=-35V<(!xIl!u~x?%u6B0v3It`=}Hh%3TgxJ>CY?EuPU{DCRtn#=4o z(VDWj?C6!PdDsv7s7B%XO%i0)s?YE1AYd)d)}0@XaB-|>1lbAmG zaikV3XUWu4CAbKuuAU!H0+RKyx8o}D(EfP5|J>aO2#U)0T-Y250!I4D`T>~wIxUgu z!-xIjCffXUL$yHQE|!^|#t^ku{l}L0^K-Z=x?SG21ytTL(|aMXsY}l^GQ%vxK||u0 z!@(9{_rEQ76{XTT5--P8uXI3+f@qM=bOl)WUgwdJss(NlyON1{<>2$a&#kMY0PL-P zMm5S4;l17UJb^_~u=QfTeR+QrOv~Hm1vW;(mK5%GhdBIw@^b7<_|aPUT<-d26w|hI zbQ>1u+~|a(;$EG}sBA&y3WxoI7C0DPHl~-3DZK<=$6FGGpf<8UIT4xvB-vLvMitGl zEz7uxu&M_xc^1ihAFToD`Ga@$HkH8AomcP9o@)V)`ImMHA3;F%O3zJlMJME55$1j3 z{uJi7iaFBjhJw`MALlGuB0zNGV;5DdvDvl!){@&_YM_CY-yjJk^B|0uCuo z`StyHpRjN6oMCQ-LVf1>m+eU)U^ah?+5Bu+OaW*(SX!&0=DVWdk8r(5op5UH-Lq@) zc}*z;xpW{>tTD~7Du6w2b$BjtOrF+c#6Do93n>ir7ZM=nUT;S3{!p+pnP>MyIsybN zZQJzGTA-DynbVERfcR@>Q~R)fu4b)o%|VB5T=1tHHb*6y>-V%(Z0O~_!%Ps$!NK2G z3VSgYeU0N===z$j>qOX_}-)Qy8DZSpU$R`|l1WZ~V^ z3pex7&2zmU(vluqp8uK(Hy2Lw>Dh&Xjm+0uZ0(T{??qE;{I9I~$7o9Z+Hm5-F zd5=8`H!`3`qW1Y0^oHleIcVL*9{UvtgZ!*9O?;!T!3wbf@D}jVRtd+HdJ9$8;sgI> zk1rwDaQpu{!124aKUBa$8)6i;%tOMTE)t}uD?IYo{{!HlE_i8sbWeBme&`jArU^kp z2{w(#m%4DKN>cGCgDy`kgl=_n7Q zM@IZcf(Phuo*{hCPs4BPfq4gLsKm2(*6)xwNdgCV>(zYAOMq<^`9XyBqqf8q^;k#< z8$(l1cflZ&%mv?)Mi6~+;Cvryk3Z~Q(EJt6k9Y1xopCR0fFmwfj^}ReL{n~L+O;DY zFlIaEyyHVUtmAE(U|f~~sX@HVmJsJW3_W*0GUwzU~77ep=78^KY3U;VPr`k1f3u4LY1N*-+49jfe)AJeyW z_?y0YwgDXC# z5x&>MqxBGJX7^gxx)-*NRM-o9w7>_Y#J9E+9k553tTO6>KklD$xI^jx>4iqN`G+>P zw1WV-b^&w#T?qzm1OwEh))!6GqZa9q?pVL$4gwY`w-rg@5uGYEDznjT$}1~+P&w&Z1Wz|RBsIHoyTVB_#0!3<+gW%MU9>%DqG%5y~8bEF0~ z2Ztm)XJ`k9i|#zqa)a=SqJ64^1(@9xH?I#y8=s3sVS3pxS>zo#0B#%#t{fPD8$>BA ztO803=dm6Lbm+ZgDBBF~>$=~#V+zxwl<%hN3xh#%(S;7f#$-tBJ({i2ml@Q=Xp?Hg6 zDB<0)YukFkTsfg(j0?4%!rYSn*t5ey?wLdcEQSinFBZk{j1rSo2ggmMIo}Urk+f&_ zJ-VzeFp(U>;qqgM`|)b^;>-+qt8GV?5Qa96FzC)CLQEWftdP9~S@8a*?IwsW6B{;+Os&kgz77So0sn zrZNMt@L>P^gZ+qnUz0hgBA_!ER{gT50n)Gqg{!{|))+3oEqAXQ4wMZq4~g{zvj^Rc ztgH{ASuimE#0!6DHw%*1@J4DucINWn`Bn%B>8;-_UIM{_?t$M>W48CRXk!SPu9fOk zY6lDOzNXB)N#H>#gsy;d@O zIo24$(zTVqc6W2S@=}~QTz{3T!chb}NRdfWgl4GOs&nofMc4U?*23sGxv6sy zkr9u`{sNO#fZ=B=&F!*5lR&p2MQ2?qf{$b2B^l?Wo=4 zaY)Nm_a?%z!M*BypGi>4U*8pyO@aa0$L8g>1aQolu86AX1rFapKSom$EGIKP!o8sE z97URN>;c`|<3AT*ij&PCYugI_cKrR+Kc0l|#|xozV%OYjfa!8W#m{a`Cv!F2yJptjSEeFZN>iL;ydKGUMBz+wx!PU44#im#ST%OP77Ky24 zk5+sga}7aF;tucraHQm7$=+FQENE>zyNOe>4L;jEJJ}!D0WSq7b4PS4p%Js;rc5!; zcDurbA&0uT{+~ez@3r9Ev$_`^oiFDczLE{$VIMXK7zKjm5AU#K^C+lZWo)%+XDit3 z=xhi%UI$KT(GiPZHUZc1W-q>!UN|hzCBE9P8@|~LAJEVtzygLZT*)ICLp^g_S^!GH zXT3$u#(M=Yv3`5=d-S+4e(>W~W9)#Sy$2OruVeq#_=DCMy9~H~!?VEkdLAUqY4s~! z*giOOqZNiU)f65l#XxF0y>ZPIABdS)_w@|HA1)BsYuOSDfx+cYR*Fy&Tpx^62(+z$ z-2(xh0VrH~ddAr4ift2!GHaOcaiVawq-zOs3Q-gg`n|2rDeRc3i+2I>T2~fbM z=D8y=8kpXT)|!{aK*}ZX2U{I7@~SZ+TikiJ+$>^!YQsbQ|4!}cWrhaQ?hR@sF6oUn94Q6a0It<2y;qr z%^0l!AxE>3HwVy^{95*6l3O(x6Qg>%G1bnat8s>OFAlcekPH9r909yzS>+cWM?&&3 zX7;s8rI41hzFG1ZYO+NtqK_!z?+Ja*J+UsWFuLK!?2pM#s5|9K> zw|LW=6Hck%qV`5}?W;D(Y85&3B(N4Oq`fQSkqSE}O%jYjN;&z0qD>p74IbOlQ<@o+ z50bhh*#TdiAV{9o8Q>#<(Y-YXmnJ8In8)b^+pSnAztZ=annXM-+jT%iHM9c!lQh`o zudIg7{y-5e_ezjxShXRPZU_PmZ{Pfi>1XywyvCcpHABA=`2(^ONEDMyDx4y>37#ZC zGTAzlS&yk@sHGM`NzUnp_|pxzPF{FSVd1elV8WK2v|TwcO-^^#%791LcJf=IcHUw~ z(mQXDOfYpUycF{#6BekgGa8%BgpMo9tMV`v&HkwJkp+0YnbvwBnb-mbbh=WuUkSi8 zc{(LWq7pWaah|7N)&OC1|b0!Dr4hcIHitKn(W%2{IKtD@i1R_~TFW zCYhR{sp9RuqzC2TimiQQ0>K&`1g!V4x9DK!&7b8MQgJdTXvR7MCRV1i?o)Av%Vy6i zcb@hJeHDXCb&Mqt&$(*v={O868NXkc)0_wTaYQZ_j!{^{X}&k448vuzv-DJqTmL&M zaYDpq+y5$L|9?~HOGT*vK+t+e6_gio9&M(J_?I@AHr|LdJATlN59IuaFIA zOVHWg_#m47u|I}($GN}LYFqgOM0-KNnt|Ap+R69MXEgNiWm^}iF=NPrmTFrD{U zh|K#3cAES1;Gf!L+S8ytzEEV}>o0>5G|22PWKW&QP?05d!h;8jI6s&Q(Zk+P>@P>q znA`t~r=~^r)cXMU4>aLPg&&73Z!PV62>&pxlM99C9=|&O?ne6!^LS{H>0eYL^?a!a znR*}L)0zsX;?3oxKxn)&JtLv42&bN%mA z!CzC3O1PELnv;K@${f?*U}nO3n}*6nZSmaWSJ!W?j+kYX676J!=ePH-zMqp~Y@I}N z|NM3S|A|Va0rWb_{+I6K2du;0=>tb=a^TJ}PwSO;+aYI88(g>Y(`9E&E6U2X2nxaU zl2W~EAAA!lp|^`$rmn2Yi{kPUYJx8wOb=(iR|B`(vU~KnAXooxeqHYqrgurdXO_d%lYL%t zsYBTJ!{u=7VIao!K9-l+IWpA@LeHG-_<1nBiENg8gyxronX6W^6(FiTtdbW}0`@mb z@9GDagNIc6yV5;XKu~COJB$O1;E{oWI?YtDe>PfQ;T8dd4C60_>+SAlimpg^08(~SJ*Rh@*?V!!4aFRW?5ws07=4lrVBJ}Rq#^H&v z(X*{TjBa92!Wy2y_z^VukSQ>`VYtOfMuJt~IBMuHidw9XSK^fQ)|G)F)3Aoel~T|k z*JQ8{z!I&gTbZP6xRc7#lQSF-g^^D3_qIO;o}EYd3of*v39XRJkGBc9OA-Pin(85w z`HWWS}EOa~tpdytxrzuT0zg2gE8`H^d1XlGc=0o;N)~nkY)8JKAGJo&L zGZ21L-siH62z$QEmN+S3QRorn{kIfb;AxaXQw^Fw$Ku)|Rc>^^DKBH1%}I$z#9U~eX9YQy1~T@jF!s%vs?HU`8krj+(#pVjv>DIZ(zVI1+Qq97s`u;#D# z6gq}f()={#eTY#pCj8T`ncW1~*Q|bi_mg(0e{crbkSK80^1+;&YHpNPsAhFova3*tOe=|2Z$JR zTf-q9P=y7}I{q$-uN&UL?tT4uUAD-Fb{w4z$jwrGQRHcLV(BQeYg&B}rc#wI! zR}BbkI&-|Tu?1q!vF#iTuLFOJ^oGw4{iuoF%NK?*&%@`eT;9EI|5FoB@iYq5{Sgx` zLjW05awBFtNPwXT z`+`n*;8r>pvs(?`KWD~GF$GTKnbKL4Dk8ihbu(Lk$buW)X&1V(GXYLys$ct_2`NG{ zb&?!4@M^1Z$$G0MPzVeBzW#AN^gka;@m??pTc>8-yd_$IBz;G{^#uWLRy?02$da%h zh}(f-I2#O)8)@Fb6tJg-_CsZMO(4OqvLRg#&y5DkZ966;=x1!PHuxD z~u23}0NTYObqy@@9e3a*E!{+LIAH3sIUHdy>!`#6|q^PVoS zF)iY7IEE>FUmva_niPT17x6L+wQ|@tvA#DryBKO02@2iXNQAqoVK$io@o>ZO!nW*9 zk09f^c&AEY1QyW_WF$pYK-hPUe(~#7aKtL_-NN^kaNa-o+x@C;IF()IW3r|dnhMgV zykFq^O!@uQ0sEAi?61ztg(Yacf5q4Y*Jl|!!yPeZn=DfHBtg|{@oL;)o%Mzc=A2CQ zdf4`AW8PKjTmf=qpAFNqx2=#Fd~SB>%4CRdZ$G+DClWN7X2!bHqXDDVR;%b%LO9|1 zJ~pi~FeW{cB%CM*^+W!f#g%%1#BH`P9ku8t6=Bx8N%%Q>=SkQ2m2MCs-9vkL4n$C- zAOyJ1Gh=oPr8pnSgPFBG(8)MxD2&=!kqslF8%EM#lF1v%=PEe5pWK`q0W32Mf*Vet zcjJ9Kmj^=*h*%BFDq2TF*U~TVwuL{21F=1u1oyT<)fO@RCktz#FS)0)GOiMaf-W7E z@xuXFj^hy#rD8ZGpcuaoW9B!!J0`jF1DZ#DIC61=aLLJ!j%#WmWn9*5_H8|wx;roA z<7|f=8DSC`VU@7I-oR{kO*Z6|PVs~#mB4CBDq{v@Y`0tHjb5agvOl!c?YRysHDn@S z`Qviu@@0|WcHZ#v0}K!FT2a9?YgY(auNj2-Im)0?N+oc3K{wFLi|%GQR|kd_57ly5 zsz5i9_om?#0Z!M&>ej^;{5dGCo1pV^)NO%J#>3jJDg!Va7u*pSTn(!|C5xnoYJiU{ ziFc{M{xK1CQEikswRev7%l5+0()3X8(+|MBC8H?jyD!)!hQ8(P@df4uQx|J+V5_q> zETSzD&Gq(CBlI{hcsir5;EwAk-cY06Ht+f%$dN9{3d6aTDMiEBb46J%7K8Vh>Xea= zA-H6!x%DP$(AQ8*7u`^LNa;lYu?r-9#bkWNT4Bj{N=gR|Uo82yI|0r9rVZPZx%z;_ zG5Hz7va4zy2|!x;@w6STpBUa>tMZE1nlVFb>;URP^KD($=Vhgnt0f2yF$&>8k>hs{YmlX06!7Yuq zZkx)3e*E?bZ)jDGy@f$KLP!(j!zO)6g#-Yhvxp< z{O9qh0~qQ+;cxF>MB1(lFwp%ho#gEPKc?CZ9x_$?JpP{#1j4+F)V72;(Y*e@1|q+D z{el%C?uDAPeOrHB|K9}k;v1E^-+n+qFCJwt9#sgk@2hz{<#6JgC*ymI9U1z()Gmq2 z4(NTLJdn_+L5uL**!%1p`(x-cKcg1jmTI$Ae@@k*SuK zJQ)M7zL!#Uic%j1LRF&JcLTRft`{@RS5h&obHBdt#It(O0l1L*i-Z(m;PDR z5FGXj#*G9)r)&w&=54^@(P5TUbvpApV7qimx)KX{btc@S+8LT)Lehk^ zSegV3s@I|uK9Ycod|stlKnW+oG@c5)S|Qwx;6VoT$Usu+C6848(SOub4iqm_0^VPo z%?UA%bug&prm;Vt0DBv@htA%PgJ)(JeKIcxf=!LO`M|DFP|VhC4%cghhOUQFtC5L( zLU~kyehhDsV?!rcKDAjqibcV_+kJKUF;&TsJeOe^26Hui?m~!%u{tY*JdCHO>(PiY zW@`c`R7_i3Mj&PG{lp*pp(0*0X)c9tw)&Bg`Uyr2nf9005wJa$0+Wg#R-Ke+V1s}RP2GHwm& zM3c5!l-AACW;j8)ABZsHRNCIgl>_r*4(4{)w!(|r;WJO>H$vFXAUpLEA|ys^oc^I- z0mQx64j(;L0lsV7?*=8+L4csNYl#x}W+m1--F%HHV3UgbI{V|m&s=>^ny7JDOZm<-Z#T>Rqh>0~6b6C*^iSj~L z)yX6{IA?m~prqe4!?aNO%(tBlU>ZSKBpXWv-roIuz57dHC)wkEz7!Jn)}TzZ0*Way zSvAnIw5-TBpbaAZDg-2-$HB~7mNb7Se^|PY&vwI95R80?sV%aqhd}?q&}e@gu*8IX ze#KD*T@^nw!kIhZ=nFvHze1s+)W#*4T@KIUPdNhI7-d(=vU;;=4@P6Yy<_X+^M&rG{ z{vg9Xt#Z7+0fx?5-f*?71W&CKVQU1+LD2g>S8X?HdU+g@C$M*GKCjHJ%a|q^v~M+@ zStDo!7-$C=B)~95Ie;ccX4fCa;%Fvk{5nd+B4!p4ZyN3!LS}YHU`w^#P&LF3Gq>1dD%-rvN2Bx*hzj~MHE8p6 zLreX3l8k2ySiNFRAjY8ri*@+v%YBi8-Hy=GU-T)gD(z?H#Cc?$$SmCm64;Wdy(zPVc2TF;v(YZ%_ zKrG4UU|M%8h*}(H-Oh{!>TrT_oGPS|mGFM2|TZ(Jfilq!WKKW8iMyekI2t$AbD z(c~QAuDZr$G8g)?lV0u7AOM@u=pH@yB(U-tWt%Pv1N%!h{;Rwq;k?+}Lbi(-nh>jf zT0IfX_Z#F~mkyP|J#oQ9kG3>|1!>LQSLhkIImSx3{|fsMleKW<-32^)e#Rei(xGv# zzikQS^RXTjC~=AX5G(KjH4Ih2D(!?@IWT@96i6&ChggT=ruv=?P+a$A{9{}f$X(3b zD<6?-0oyZ=4&iktZPak-A^nGN;~a{P2TAdP8YB(HnStOO`g zOk%x8Duk{3A6;>0z*M#AO(=fqgfhm^65L=XxxP&X35DK3*PodPyva&2C)Az`l{^sJ!_?8*#a3-=%fQJwebG&3=D@^`HL4xzW*U$A{Z-b7FHG(#rZJ8K?yRXFuK@0Y)9>#b?|~o1 zrnk1lG(-K4ulieSU!rGWONAe%Opdo7yzIa=_}>Bg-TudQ|5pL}|C@d-DxmwD*;ho& za+kvPFG>efAc7|T{J6rrOk+X`uCV@C0n*V?fz00kWkf=JJs2%Iru}o8rog!5$e)0o zItZW+68^^UMyM5*KvDk}E(c8C`rCQY(K#wA(EVn=)@eJtA8#~+X&6p2pt-?vlO2-#)o726D<;&`#UW|ZesnYMBjxr{+kz%|Hp&&X=wL1dO!Lp zdc>86Ar<}?pr;Njs4?33>?KF?bHVMsd#1_BF!*OI`tIM>-gn2!+?^Gq9jIXX*WCI4 z{{VWN8dqY0#M4thp9j(?H01u=|5vYHwExcgBlh7m1DW3kqzkWn?pw2#Ha!ck-`x3A z2O(5oPW?H+e`Zm`l}KN=+e)Z#aXyyRP=yOyt*@u}YGJ1{|FuUONHA2*v`i#A1D=uAhv<8!Ko;{1 zFDW?{jO5{iYyA|U}xtFiulx&6X zt~n|W8@nL6lC#{RsQ_LMh&|Z;vk4s3_e;5THA4xhR3UAa1kC+sVw&YpBABKWf9r4= z6n9CT>3>uW+e|)J^I|`WUE>*#lVk00n!Pod-7g({;!bNmFpUFe+byenF;&QOYw%ZL zlw{f!@jt&;fJKethis20Rl+WJW~O_{w7738u91A$2E`FgFxJ_~S;e_qERy&1d?X zZZU0XhSyc+)?ZS=-kB_s9<7}z@bn0?>Dw!ju&;={PwGoFB$iAz9C=+2B??!Lc8XPk z>bDg=LIz}L96G<+cOgNAdW3o>7z|B>p5Vs<53qx)ND&|vq=FH zv!)HQXg0pDc=^iHlvs$)Hq8G1wFS15-t9BSw5K~=*(XMuiNMF}J}rKv7u4i#zUfNn z1Z(5jM)#9M;OwpuTt0vddTEg^V?;K@_Gxw7qtf8y+tUa3FxA0*)p2@ppAI+^Uf|vK zwj6F|1RXtr()xYM1U^gbWoh)@uw!y>GeqmkITVNyU{MF#WuuKLzTHzu)j9-Z zHf)N9tBV#N>|TV0wefYY<_ndA%c26w1^dgu&gdl+U_X~`WDIjAO06}mqckf%)WUK8 zOwcx10jJm^qj zZp(o(E)xw%?c3$7=UifCP`>Vn35@?|m3Zt}k(F-=ZA6T&b zbfxXULLz)-xq8WUvJu|y5_q>upa!l@oo3>ATnT35s*?tZrJ(qIukCZ}0hbj@dE zj$MLwN_BT7LPWTu;Qp&Au;xM5E=i2H|2QGy+Gkh;Rt0@3^@8VW?cC2jc`z$OJPh9y~HLVzi9}4}nJ<$ed zdZjvI!g@hK@RGe#*)tFbHo}}e?DaB`H1BV0fO_Vm4|}liSpPzNcK%EQ*uLJYcPr0s8;@Y0xbepf`ZH}6l>wzr%Y+>_jRxhjWN*)1Q_s|?ev<> z0jXZI@?}yDaIMTE=ozE&nE#uBHA4JAHG3y~7~FDI zGQS4Q`KtylRn&t?*7uM_g=kHfQ$)3r)5F(cVSHx*&+%yNBO`|ue(L~YQ~1|4J5afD zOCaZ#Ks(4tk@LgLpdT}$vM$ww<+ZJ%jDX<=tkIoc=HjGW);xHG`jHPtu8R!$gliJf(Vz%;Z%|+fo3|%@sgzrJl?PMdcPKn-YJZF4Q$G} z%5H`OA3e6?q?O8@z!9wRCU&wI7LqR1#i5nU*rMJm=UN5Co5tQ##uQ6OvlJ1*wjqd! zF!50x$Aa|kwj7s|F1T01rebos3$Ey_&33*s0%SO?UDN`HDemwHAeNJVAiF_q1LMpZ zOv|K%DCGCRcb^wTm7`to_@yZ+dp3P`E1n|d8^e-WduQi!UaB!1ZDPQzHs{|V53 zwZP9J7%K!Vp-oc~RiKdUqg=#2d2E#paRj^Fd=`O^YK>idB&Ej1{p5mOp>W{*7BJoL837n&a{QpL_f!K-{p0FI^kG%uDILc1e|$!Z5+d)d&^$zErfnL#P7pePo@Lp6)lNI|MG$WIqo7C2TYG*=~KztX> zusQM0xU|5XNuvXt{;gnc_H#(~a2HgN2iLd&S##1T^3G~pcyW$99?We6N^Q%-cCfI$ z@*|!fC(X}YVl$gcV36WHt_Qk_)q>~E>LI55TV_7SHBTLrSrmV$0Ad4I(9fPi>Dm_I zRU0op2K%oWsWp)eu=h>lP)c0|oP48jF?zfP^tm)wAD8Neisx#zm$29B?5z(cFR3@d z%Z?2e+MALP0RfB94D=O zlnHb_Jh-duX}=gfj*_}(qeZ&l&?ZKAFwKJN-K6mw+M&Szd2wBHMl`f6nb&!`h6F98 zM46vfb)c#FZOKyn$RqKWM2Wq?_{jEHEy)uta3HSO^w z)v&C&w<-N)3p9rtaF{GE0+(`+%#(*Pm1m92dae2dsBh(aQ;!pNc18(SZj42Zn?62J z5|7OJkG=dMm%4z@Ys;}bc>)|sJ=3G}v;pLHNbbIo+ztz)kNH+3Q1PI|^5T89{XzZe zDJ*`bM@=w#4wt)@RZoSLfr_%#9%by?(SAeL1lNN#E@RZkD{(=4N;3H}GC@Zyukz?W z1D27M$L$&)z~YN?N-I)Af$_wSKE`qMgz^Rt^Usz*@tM$>%80&1@Z+S+H2?s#MQ`mep1krOnVH9Hc zI1#jyzdv0+(F*tZicfrSZwF!<`B4WFEDJoxEw;DAqOX?)POL%*}S9~|Hl=(ES+7<@t#_9fU9)93-(OrpY zR{*?d69R2cr&0O)w#6=#KZ0y`L{QKj;K0n zM*86CLY-9H;3=iJuL34tZ`$B=svgMo%K;b%{9+~7@Jh4}G}yG7^4!RVWqz&#eHe+wI6EjwnG}nZh-UquUD^-lbJ;CjG8EbKB6*52EVp;xW zP|qe@BepdOZYi(N3ifLTixA5@8tip&@B+J;c6KFbU9R2#)2|&Q<;%t7%hSPs&Ko*& zA$cP0Rz2)O%c@ynKe$B|IYt$gz_-j`-9DBM@Ql2>clo(?sFr!$?i5i3mxF#TVp%f) zDFuO67Ox^5yS^1L(K4KjI+c5Fc z)yUYYyeZ{HW_RA(EsEuA_QsLoa{s9@v-TKC@IH2D6l%a;=W)z)U92e z$zs_DLg3as&C(4g;!h3+S))RxNX_lMMGHti(WEOb#=>gLashhNK@e=0yUV<(3ce!!s=Ph{l$I}}FqY{cqoA40jGpV6AjJrN`Z~y+-F>%?c@Wk{&gY1nj~0@% z28m24C9c4v1>7KSL&uPyEcW?zSfA>!?gNb_H-4IKj)8YMgJ0MR;($5c*GKA19K@KW zJJBVS!g_7pMona-KfO`2m~FtpOb5M+n%ppK;Zf>#&CG-S{>2L~FYf}v3GZzNygfMB zAUDo6!%<3%@h}#yAO7hb-u*{r$kHAlkKME-24U2Mtf}q-rA2MimY9kuuw3f!J7lKU zPOiDw_ zz~I9f4z0XFD4R@;T;SUbmk!=vHqYU|Oz#SDSgrKG3Lui>f`7MwnaZI2v*%?He#$(1 z64V+5($p0x`Ro4yAW|8uzcGj`7g-zN@rA8CUq&DNyMO0Dq<8&|Da8IAc?EhaTT|mo zzke}cRDeVUBvhbBm1g2u4yL|NfUlyvZNvNgXbNyKy-Ur#*#|XtzgnQrV;_9jU;Q3Q+%%zGQh+VKQod&vPCh8i4c{gY~Q92j0(WKDU6DLHvD>@#B2r0ppXj zl2&A}elxvmD#W?<)tCnjK>G`zPyr$pX#GP{t#DRh+*#O))#5%)TrvC!5UGqUmARub z(&YEA@JkUe*xF`>gt*a2ihti@+qKJTlj%d+>$h0}pP%yh)%DNz%eD>{qV;I={C5A( zAy3_n2FG1!uHR;b7oqQmR4g6#QSVo(2l;ORUEz&t1yo&&dhi_qKK1+lIBRi*dHTZ`r~_keRT~SBN!JYZ)||0w@2)=a564wKGo1D)rB5WZFL=qM3^|7 z_qyj<42+f0Ejju&7BtTXJtC#nfz7VW)pWrP(8vSrOjcO@YbrK5sM!hJVi)39a@E7W zC&goXGFu`3lG4T%Z`$F|qQG?1AGt7C>n|svgkdcPwMv7tQBLLM}}e`?qZR?01Kbbu(L^UIFR7(@WZ>a9myb{wt2zjz({z-zn?I; zC;HC3Zg*}27RIhg z3>hZEc8w4rjgUf6U(_cRjgq1Ky#!_Mi!D%~`ObBdJrVj?`QGq|W0>0gow$`klj(+2 zK8DqhwtkbkJAWhCB+ywU(6vKK9p8^LDp+(Ju9w&FG71_N2fR9cF&4dz_X`vaYG6Tv zll}?oO0a%@dF8^T=sgS;o7!F22_?P)kJk4!gNv&^>3km+n3_j@$Y?>vl0u>4{AR8f zNv8kBljgcskS8xN8#}yaTWOAT_GuefZ91Sg5MfFZ^tuqP;A%*VNDYU zWS|ASAF}OW@@@vJ3$O~;au}|%$jA}jCyr|K_0{IRkh#3wm6t^NBRt7z0G8A5W})AW z;cw|Xd(wB-L+IqPt*lygu)kDgcH(*iRLf=)8;9|EJl^DZIAfvemWk6V&t(CFT%gkY zMY*ug!f|FCC0;je*+%sdSo22F=}DGi*qV?7aZ0ZpL(peOwM#_E(05ihPxEbVNEE5Bud|3RITXIZ-&lhUQIuajj^+ku`lo~fG0yW(m= zWxn5Vixc+QDCNIC9@Gv7DB$kcmJeO;Uw^em%fP-O#}HfJmbtk1cDPDbaLd<0<<04A z++cpto#~7HZD3zu&_CTn0Pjt=ST^`4fe)!;UFjho^c33;^SlfMlj8oj z@x!&SNWV8D{Bsq0tAkTw+{?k-Wg`6Xz!0=BJ*tkmO#}{^qtPA6Ja1F+-|=7>3GB!c z^2v0V%1Ollb&QcuNk8O`OmO1*llpSlxAS0sHg0WjHJ{9dXM!x*0(!X!?58xpn`dKz zHPd3f?!%4HU!EJe*gg{Dsg>QvzU{pGp`=kwe z8AUhrVtCb~xJJpYYZyAHI5BWQ2M3Gf`QEln2w9YIQ6Z!Xyf0^CM=lQFus&@`HpX{< z-(d6|!>)$cHw~@F!JGu82n7q|W&GK^-<89rvAwAyY-m-HY`uBz z)PB|dk&qd?^_9il8Zf!Xf2WP92JBC^OIueJffci5{^K`9ki4*Uo!ydZ8239s5D{;L zw7J6S(l({wwL00bXr&6b6MY#lT;3@um|Fw#3b_mX@;l(^s)dhoyc=L&p=bMR6^y;N zt8OppFNG4nt+o{+^&l1g^x%0^WNdx)Da7Qt4`lqf8zhE8Ev5Ib_~>E%t3& z?4N%?lOTm^bXbIH3nR^3& zt_pd*^&ezlAuJC;9gDP=o^)yXJP;2}4v&pwU2`BVQ#Mtyqy!Qlz02@AhR(y9F-5Lw z?7i~8RQV*e0VX(lw_UBSgw(m~rM>Vg(`0ZqeCs^#wG#oiQ1JffAn`iT4^^phjX}%B z^$WKtr^1z=7dz!Q^uhSGt62+gro+pg8{4Ln zBH-ox!(+91F+hkv%9HfD3>Jv&4P(4k31=3x2rj=^4Smsy8pmyG;V1X9@_DOsfxSP< zvr?l5$RYR#XSzTEd#Ug1<-s>fp)d(PwOm+!X{rS<1i$9$>3)cN>x5e;oHa8Q+9`ty zCvp_QH6mnYw|V8iX@IPS2RIWLhhTD+T_Ldc5g0EI<|?g8#<~WgToun#uzn-Ydeo^6 z$_n*A`iFMHrHHQQ+QbG3%}wO8krt*E>y%pE-G-wVMH8MvDxyTM9A%Thus z9m3~4*}ES1=hRE}_#C z^Uw7_dI`m3j89HBi6~WJsjLTJ}cd@|vn7A|hGc3AJ6%D#7-3oe3=HE3| zz(QyYb(b9JfrS|APR=3-nLDpL9T|&6W14`Rv1T^g4Q7=490yAb4ucF1?NCd}DQ^au zV%d;gS@lpI`oWRQy$_Vu*QMR+OM%WMk3&T|qhWW$2mYBAaZs@3HP^!vSTLWbJZ8Ch z0QgnEO>N1=42H6|N<0D2A%U>lE9Wfs1^T|DHucd5?rkm zyRPE^?ZSAyWoL3aIN4t;$kR%L%8YsT#^P4)UmagRgp=5pN(+F0KR*4@?b`c}JYh5n2cAC% zFx0`>e;UAjoc(e_K94r!P4&+K3he-f`aJm3jOwvb@r_I0>x^jBIFeuNpO3#J+_VFj zHGh5&{s;GQ1-8mM%bLjtG}lj1f%9+Zq(w*(30W$;$iB;xec$(eANv+k zQfVO}{EnH+bYJ&e_x-5v@AKzjBU2%1w2s74=uQ@8}Grc>VqP^((n$P%z6ijNccVuM z`pP3GEcwcylauzO_WNqcklJ5Qi(Wcjp8zMz{Ae)S$IsDT5exZrf`<&1VquWu(a>jv z{s^7vuVJaJ2W`s_)2V0bp!WTV>ir0L<9u>Ta4S+nx0t3oL{&D!#=I;#-Teem7{13L z_uD@Z)>GA9C+dq{;xF@! zKToQc!k&5)K}THzXb5~E1Y%=GdR=R%Rb2y^Im$%M7ZJc?{BYp-;aBj92#J;|14)u} zv>eo~KX3`Y)d-9EVi@^ia$w}!yS;}GqrfOF*x zLoLSkwN4w@chq@9y4_hlzwGDW-tM_#Lu)yhTOHW8WOE5@FY`E4Jd_UxJDf~iP*N}D zN3aZys)1{VYP*zNDxo6h*7Vu94$vYkK+<4Y=kB0mG*wWoDqedB11Z&rG&S^=9wkW& z3*dSxFa3$!LiE7@1&i@5r3(DI4;yUn`_iexYT#2s)mz3Z7?j=D>|vDSiGj^d>gOhX z;OudO?F3xtvaIV@96<=q@%XSNT@1{&vz2$)iEt#B(LKebj!5UutD24Wtpl%WN9$F+ z4UjZI#2yC#3HI$=2nyT{$dfPp%R|4R85$%0<5|O+`Bm5()QRwFFGO8XU1R7#svuci$2g3$>dT z_i9K*!KA`2fsVD&u(X$2dY-=tW+ZOfwIl1GRC&33YhN{JPE6LOR9z9UzQ^}>+GE`dl+;i`5htzf#m8RD*Ai$uJ^F}BLYTAvL8@sl4` z485)g!mAT!1jM_+a@QjN-F7AL_T*;$w7C{=sC#Jd$yE)!Aup99O?qGzw5y;h8_toW z38hd&pia7Vrys)hTr1{Yhlmq|kW=@y!{L2q^83un!6~ChSo?7{Og&TJ=;+Lc{JkDb z8a|Ei(CYBe*W(1({Kb(elP?b5h*lm>42gqJmsY-E@r#3>)EatfK`06D%sla>rxH%R z7M0`HM(H_|P1dqgT@d28URH=Fuh_CpGq$Qv{`puv%B2@-5W1Q zeMsnqHJjeDZ+cq}(c<0`91RuVmds`Qc?_*L3^Vpxs;JaTw0s(|z8ka-I7bfNOM*3t z-5*$TUxH=us$Hk?dfO$%6W$qHg~!qFm4cQc9+k6P6VIx^Qk>@0H_uM^xw1a!;QM+| zUfukfKBFG$7wG#Zj}a4hF_`(r(hOSFCb(;!vYK~QJ;D&9cMqwer#F8UjR{V`SF+z^ zX1`eoDkO_QDa3#KDi&T_2+Y2E`B^Tluz4bFF8{|%D1A1Qlj)HJG56TYY%>y}UE1eW zU`i>Z-Zo0zL0b&%Q@gHqt*t=mzF1Goa5n@k%GNuEmYg+${Gw~?tKq~&_Ie%*ED%ZW zPYF<%qp2>uqy1OVvZV=iVsuIe9Jb`6`#?nitw(aYkK`(VTk*SuxI`ZK9ISr&_Dm5x zIisSM$I<~C%Z^?fGkghG4k}N(vE~6!`b&rJT-k7hPp4085b4)dCmtt%Ee7wsW}686 zih(_5Ter$FRDLC}aEHei0ex~qjigaE96!#cD z**T5Mnk~Wi{3o{8fY)jozMRGuU|oD_<>FHX@cJe9NOgDz+~xfyLwf@o?welHe-RtN z`>l5AtHwr-In@_NTEa!p}LYqZ;;RozStU<;$C8uc0R1cDT7G9gN=(3=Pr+ zBD~e$N8+h)P)E|nT^dx{(OqxP>_g9RvF?l=vLYN=!`)2SF{R<_5y@+PP2iek9WnDA z?^k$cNa}kxXcCoYv1y>$%B;hAsTC~t1!={%G=NpQ)Wd=DJ}|gO+&Vx>CBMeVumuzr zy!~NJQ@UnD6>!I7fc2p0YglfuL8n163`#CFdvc7WLDoiFcKehRD9gID;t|3l%}q^; zrI_1*jd4&bkh2YnkG?;9PqQ1X1?RXQVFQwHU1}xgWEc2$4JkdI?E(p6<6wUlup#4q zBYP`6$Vmq!=c(iUG#eb$F&ip4F6{xF){q7^`Ag~(9I^-DAg;bVxiK||D6CP# z#-+XS=5O4!P>{u}7le&%((BQ-8>sTfX7a|GVUHCJ-Wp(3xhAMMvK$Dbw>HgBm7-Fp z%H-iFrft|uPUY|iL5oMKf@^>u_^Ah%Ue-pI%k8a(!AAMWEVI83=9swApC1*{EO5{Da!mhas!6kkinly zI4hC{i;bT9$1C~5*1zvhb?lEDFi|2IEpD+s6a}z=6gB(OU4Mt-krfz!YZPee@E?%M zeGqne?7;JXhtg5W|3d*oE?mh4E%9*o8K%R5h)$k!D()0eIvFYQ!yzkY$PF;^SN#8m zY|IxiTFzskIN?E|0KoX_NQv#R+5t0$XA~a#KetE}JrXF)9ePILq5qcx=Xb|nCVRjW zsvrO3`6r+M-|f$QPw4%!h;WJqz?wg9zj97N^ZfiPFgon+ z-Jcvm(SSk)&>uEnc5V>Jdi3@s#qo3fYQX&N@r&#)Tzb%jvVkWcMLvK3tpP$oxj+5D zwqAa;1!kmMr=?r7;D-oD#@6X(I9Yk-zDR5xtU9H#t5vQO-o*&8bSO7KYP|4C1)Q*6 zTxoe>CBmURL>-!%yQ{&5mUX{Int*LH>31xz@**9$lg+>q;5p;GH zs)hU>RnI$-cpfr9WB0`hh>cSJMs=(ds>|686mX(1V5AjTI$93O*)uHLkG8>jyBjH0 zmtvqmUe2&b5g}ndeWH!>k)vtnUYZyri=*WrSi#l2 z8yCc5+|!fAofs3eK(C%k+&GiCF&U(1$D2<;EeHhXKKj0@3L37__=^c+Y}bYIkPGFl zK#X&4Inw+q0RGI*3pZ9-mxJv{MoP#&oQ!*|bbB-E3+?R^cN~mDA##P~^=jh~(0ctH zIphr(ADJ&;<=PEOQpIaBuT-KpR(aWkb_?V$Kz~H;#J^OR=!Foe;r#HQm;x}>DwJN3 z1vQ+dHV#vbaQpH;pXW2Rkn@JNy27RdMvpv`VQE5(#_0BC1?IA*>`Vh$|uZ45u&6a2Y7i5NuO0SUbzlH+AAkB%F|d zFf-j?n4hY8S>_%BN>MU|s|ZW;`Mx2e=Ta$*nRwl-5i5i5ygeE}&LD-jbFA^iS&Z4+ zMZffHbS+FGN-Y5u0INufoC2_kRpsQ`+6L(sBhux4==CRB(zW_Q_rQeK0h|nX@z~hc zZYu)ahS$w87z<_b&~>_F0-=Sng6pU5bz#icXh^4N46G7$v0T&c4}%XJqh9U}1{eA3 zOK4F7e*dbMU8_R{T#0dDe&~t|!vPb;eM&8G{*c_}7ha7J&eeMD#G(f9)Z z0ml#l$09hq;qH*Dd@t}!Y05>4HG`xgvGvyhLyn^Tj-mxHB)9rarq_28S0uAh$y6GrnN!n)l(%I-(qa+*>C)??Gr+t@`wxGY{-!yYSl5Yd(o|f zZ_)Ba>dX8bgpXfR-h9D=oWxRFUj>tbI(Wva!9G~;y>4#_q$uagTg$$Nfg@2`GTS5I zsc3cHHj@w#Zr&2Pwt6a}~<5dk?Y=U}{9#vrM8+8>Y7Xbszhes|8 zAv~~YW|4et0hB#h`bZsv;uS{@NAZbanu1GyocktB{g|n_DuIwuiAiz&?KeXqLT-E4 zczh^u+mv>03vYlI%W0HrYKp+gy#DCYyfWaf6Fzthz2zH?3fNOosUx{rQad-h8lFWE zV*#3gurTpnPWX7TXL%`%cu!bf7%PWqOT8RpeEzSeDHx_HU@RvljQTR7Qt33YV}cOC z%>y&9{4maL?f9uAw0zN2TkxmH`+`@H9?Q3|5Ew}px?xZi40BlnwI3hVLP*c8I(mfd z>E&^CteVH5_BCF;A)?(7tpC`n;8GzBw=(+02i60<(e68z9~E5eA3e(e`B@3I~gjqcbb|qPjAhy==sKJgBaLT_idG&N2gfJYvF0!fs zYARI&c6XEm>z z@3rveP=Nqps1V{80@f!Por*s$X#jQ97cpgafZ-&^l}V0L(0$U1H-w`$lFN1Ca6M^_sKSx?uD&4PUupG9)caUKDl87i3@c?CCBHhU%|h1TtnCF=a;Z;l0mQ zAnkpgz-v_xtt?@gkQ0U8pIS_ zwN|jX&bD|vzQ2hRKe*Yt;5ij;fQ#i%vo`=5^dwnK9Wd0k<&^bkU1pRF1QZ7u5s z3m>IDS_xqwni*V6XPN<*#LncspHGEG^Bp%%&mygVos#AoT+eJ<-QzB}I3HFd1a}tu zV53xa&4CZDg+Qb9MI;Sl2Z_taJ6gJHb=Tpa^joYwEIb5s8FU$SnRJ)yt~h#GcjZxf zUFM^UbyvxgSDd;mM`?6fkL#{J;$CZ|`#)9C|Gz--$b}hMA%Lf^Va3k`xXc-KBPh-n zM9Alp`1L;&^yET>{Cn`H66gh^p(Sir^9D&z*!cJTt^OHEPrhHuf>t}=;{2nwXA~3p z15(rrv32A|0NK(){ylhi?OaT5V6pe$3TeqF|FD!$Q4x`NzgIMzp{w6|L*W@kLB#s2 zp#NP#Bzd^aK5O(5MM3@N1*r(_z0`3oCyIg=C)x{lOg>-ah64F~;6pq48a2|VZ`%m& zmV8d}_(lJ?pwB&gF8vL?H^t-sb4q-f2Z4H(0woj>8!Du;Peny;1dtml>lVKM*Oz`! z(=v8`uqcq?`9CN{{;}Vk|Iq3iul#kL|9SovegU}=^&c8q&%?{CU|&r3laQ?;6z5Mw ziu%a`5n@B=clRF>boxY3h2KA(f3l_Jcl&po+pM+EiqaCo^Q)l$Zv{046mQYqW~N%~ zbjvG4|EKm$pca{8zJqZ+lDE}WS0LQ#X}rkBo6(&x5ixR-S_Wgw6hajTB+Fptf!x7W z`c-h}9aZdwwJ7axvVSXsx$OqR@UYN31;mPrrCiTOgK2gl&ku=MXnAsd1GQZhM3^Me z-qb?MYGH?t(Suq@kP-Zt%hLh(vws|;O>P29W1HtUa1y|ObHrIp5NYUHG+tRWY4GBd zfX$~DjbKQ)`bHBe@aA`kTPx6U46YIUidKnxA_@0I3See}xS^!>c2L*d+A?^m<}PWO ziFvR2B_}xtGhoAcLH^via5&O1a~Y^&Ks_ixOnRacB0e;qkgh0)vQ;m#JaOT$ZAn5P zbSO%OQzjUr(!A3@b_d#!@=_{?(5j%CJ85|CY zi)~`A0|^sRq1?yVh#)OwV&PHWksoo7>cPre(X8@OInWT}jp`cVRKbhW1uswndTYjp z5heBea6X=JzYN}LMmV=4bSg9=Xx!EuEg~K}Pahcwhn2irTb2|$K_<-vt?e0iSpWXf zIx~b3Nvpw7PW-Az7VcBZRSPd_~>95F)ZHHoF zAy||O-@Jt$RAQ=u*g~#(BG#=RQR-a!Zf6PJfRq|%lLE!0Aovz|J{_T^s#F37&0AHZ zsG7mq$SNxGO$PAYf4TLIt_Pf6QaN(yR4|wu%^xvU!hH2o9=;H?DD;<9-AP+f4xR`6 zt%Xs-URDqoAgIy?j}Hb!51hsZkhrfzK1z&DP7+6$;h>Z*ePEf>2e6VKxM#R zn*ra<4@xrW;G|zvHZlB69Bdt(^ZShO#E$EXmYu|u@&SRz1_5PaN+5`8*i2Hu$D+&L?|FrB=3gxXjO2_ z_b9O=z*j=0xvy$DY`*_-v_2>i8v4#y$uy^dKpTCa;kp{gUTVCy>`5hTHJnZ;@~wsK zVnOM1Cotc6UjIO(7y(4YJ{bo#Ho>to0c=^?ZNCb43F6C9vI*)|A8YTtiOMKs&utuP z16CsA4GXp_0y}dp?23T;lUH{bEizX8kMlEP4Bhm!O?o_`6%swvY(K4Pfn{4S1bOM$X%A#TR+ML& zSrK^YoK!!g9loA^_0<%UyC7?++?_YC z5+K2;=IyCvVX(+Pdq>QJ2)HH9W>-5<1IM1b`&^$Y2ga<=uU({bVdu+Q)6>a~aESjc zpT1KG0E=0VWIICfF1~Q0l_9{l?Iy~%#&FVa=<{OHKszj{?>#Pzbni?v&B-0%{qW&Y z5zks*%#kNGDhW{6{b2DXjV7q^yX?68c?JAHeY?Yx*Kod6qEAmT3L4a1Umk>H_%Ud& zwQ5NcxGxHfVBA&(DaJ|?8`mS;Z9hv`Gh;gl6zx7#me>bo&Awx-9t4n;GSyx@-38GL z@2k0(Qo8R#F3=O5Ido{bdck!mC8q&$josJKwsyk=(K!)O4~!a);FjA2JQ4d{t;ex( zJt^pJpk56Z{j|$(boIdFD6w~jPOgv~x#Y*OiC7Tsuwh?$D;iRzpJjWWtpby*51Tf6 zb-~ru;$HL{JK$6Jfy4Z-I-o%jv7{J(O4vN2(w~flrs)U0^X3?jXC9Mo9#j6S@g`)x zzSFfKAljm4N!UCcbV;6;GNdmd-5vcdNYo0W-FW<${O{f?Dp zSqe6|I|}bPWx&^5KSSydczswW3=Pgz!j8?+qUY%vVCRoI`pw;~@N=%KJPu!nf=%x` z4$YQ={P!axeP2)k_DW;fo4Of?@C9zyBW!L~?=l zw~6h_)UAc^Y0~8}Ls=+n{`>w^$N#J3{%-{ySEg$=D9L7gzc|EFZw_|3$hNcN8o_hn|syHPCgks7|RvL_!exj_3{fgI$Mo(C-|SLWX2M#8^I z$*H7&6-ea5nq27pn`NP2T`J$D`$RV(m?DPkz^?-FcLheS)w-UYNiQf0B!u$)A@jh@ ziPbWdIhbO9K`HXn`MdjnsK$SupD}@=z{H8;!bVvjk_$!rZ>t*}P7p6`=w}c?8N-H> z^M&nq_g_GFMRY8YGS~iJ_fJ_MlAj0SuU}Sqa1EzuV;!rK7) zT260G_I88!gvb`>s(Q$24kJBMkR77cfvLHl`oD+=K-CWoYhrY^w9A!xJr#T0vdTwJell;&ZKK?N!Oa; z6ZL5&-Hb}G3v{g8`3fcN-#T|ZEW%il#J26w)C2R55vzKSW&?*>Q;0=i7C7A!880f& z0vx-lwWC*`|Iyj6ba(23_RED4WI{tkMjiX`QG@|1(Yk%+MOv@=zz$jTlsPP&W2vx6Y3p zn6K)sPygI66Bx&1?-mxVjS4z~=VZ_zx z$w}w~=IiAgLw(_(dhkAz%*R&{w)L#xw>|NAUhe;RiBigoQr$FGO|_s;j0?V24;`uP zW>#AXkgRN3H;vC9=klW-T60Yxj&l@l>}YQ%d4`i=^5I=nlh#3>kOlh{Kg_YVLsR3! zW=LAH`JfPbpQTcy_oYZ@gKeeyTe)(C+_9Pd*rS&Rg~7!fG3+Siqt{@pxZ($)?mun@ zibsOFf-sd2(%iGWu9bLr6v2)B@o~cLGI+;1=P!j2N4ok8j6Nvk&XaxeR>-p%T3_*1 z9B`?FaFE^bMe%06herqRpDDFV-R$~`JI1u)NVDlNUG5Tq-Z zjwIwYK}D*b%YK9nKB6~h%Id+1U|Z9Y3yU$wxWZ{I4NhWgE^WDKf^lr;Iz}sZadyJ% zHH9({HWy(nq@f{3DH5Ob63wIwLfodv@&-c@GE9JoyLhv)nkbQM>+!R zONe`?Y*+%#6+*J7+8d#1^?ean%$s)Zu6WX2frTW^RMgirT(GRBz`>l^aP)&8mUB)UE zjMRP3hv=t()?J>JbPOesC8@=2hm-%$4$8~3jOtD>oeM}$}|AM5ec z>V&`goc+*AqGlI@VH`29@HM=jP3qk-N&u4b)%-OuY&E9aYTOG?>8`oZ;rmcF&UchP zmw{8(+LRAw7~3VbX|j030Nh(1$M@)R4_wqN=J9&b0Ujqi?*CNi1Yvl4M`WZ4j7v7Y z%R^Q|j#85J8FwrU4?YmdSl`c~;g8ZPTqHdxMZ(pUZ1`6dP$- zQB{{r&FjGj%jpxj8L-D~_N69HY@^oQVs%1>4M~x4w;5y-*4lhf&WEdA`>%BEF9j=O z*?`=(B9NeVF|FB95Bg_fcI-{V&#fDw_k#$@u=?pr>22Y`uw&X$LMbR5WIF7--_zE@ zyR&`AY!K4Obh5%Bg%)$T=e|#E#m^xb`Xff#-1YDrob$Q-tqSb?WDCY*z1qvYMFj0HwQ6tY_!7(5i?00P#Jw(c*0IjxF&8eTnH9_zW<5|Arloo{hy0%q3kT|%iXz~J5AykRgJtaum*E<#V>nrFpEjI#1 zBW}ODf5uvw0HNa%6a^~J9~X#v%Dl17L3R}TV}U|JO(!4szsGO!NwGDtnD^^=0w?Kc z7ycklfEWHsE{Ms69{D=L|CSm)S`2b@-)}uL^rVmkOG+*5{@cgz$QZBUxY3?MlKig% zi(F8W3qA62;qOOkyAMQ8i3+lXdQn_ID5+l9es})A&wdUtT0vQ$@&EDuZ_4{CY)YLd zuD^d3cx2ce*^~XZ*AEGcdTmknjT|pZPrCT8^Z&c!7rY{FdaT}y;{5&j@%I^Pe0yL2 zkmC3Sem(yGR-jTyf+vlH z5;Ohx94v*Rqa%fQ1EI!5?^xYZSoCP!o+XLc$?v|~7K4(Q3x3}jd03O-Rn{zHrd zRfe(}aN42kM%`2a2X4D&+;M3Fwo}RqZUrSk8@=D?0Tvc^3zM(?R{l4W8%iLJR6tY# zf4oUq=tMoBL(X;-y=oT10e6K1GGQO51pRxuR5(Z~AoAhP210X{QxUL#eO@YUhA}N_ zH>DKcy@bmB-_Ha$J%`VJZ@o5b3V_27n>?(6&<1GT8TEKhFtXq~~7E3^@^x zRNz#nfz3!yHa~t{QHM|k&lfy$kqcg0kuqXHX)8?VKM37{H19C9hPEO7nkt2RHkmsY zG(^v8i=It}jSq+;rV=m~+`{#GGeW1ls^0&Q#C-G{-Pm0JS9crO2wLN!W9Wktn4 zjhBMp@S~@iC@ogHAD||K`N!8cESdLskqYZwyh9w?5t3E3=v-8GH`uwF#7eEHgdQKZ zpRp1>a58t|v?hNWXvGXms$r~E?QsDiw_xZrK(fP|y zUFtQv;Op~qZNfK`;DK|w|FN$HkWr{TRl6%6s5k14>~Y2dVh3y8VWfS#Gwi(_Jx~W1 zj4lTcnKi-Z#~t#+I0?2N|MKLf7cO*36M)yCPRdtCso@?{kTPUzw9Z_~?Sqo!5LYXs zHs~|*=rO{HMiJ36hLgcC+6)v=eC~Z=g9Z+roGl$$mHm!9)yzEb%9{^d;&5E9z@%c7BhPQP1=)i~~ z>MV%bXximdR}Y^#d?b9RdZDa4^gbL9#tD;}%2mD~IB&-oka8;s1PRW?E6@{{y6)P} ziDh+gZ`DPv-I+zew)twsL-f>^m_|A~EGvM=N{OmeU$9}eFeyx*b4kS;RCRD{lC7+S zW|@)LZ#WUU8A70!G{V=xvpzpj+agF0x{?xf1sMYsM+QXsE5WyVjp)pkLSW@|9`Pu` z_m!0;&sBe&T)Xks@VE(>O`6o~1U+|=Y zW)M@P58s?$1P?kREjlAB!9ShuQc@cpR~O&uM)ZWUj~LjN@HT_ixUCn1S~%>GQ)2LD z^8pjZCG!_G{2*K<{_P2bm3ea=`uGM}1}l|CW*x-P>$@#&|9gL=y+1Z6jzueiyk>cO z0$#_)D1^6&DZ|E6&d!Gp@vxiJI4Xvew?r*`(O>Tqyp6y>WHBmbfw^?$hSVK&ZIE$6KKRrYp2>o6#mhh*pEKfv-PAI5Ma69}9uEdpSokb`?OZ>0#EV z+L=)7Y|ZHEPz_l%Tmr|DEn%ZweQ&95HC!&JroDry2t(+=3`Q8HzHh`e--t|@bNO`n zKv*?sDVZFG!5Roy{e-sK6B~M$Z>Nh!6g0t--qyvk+j8Lp z>@W|a?}vtr8+Vt)p_L%Ag#H;$zSch!4qeCG3`)etm~XCZRTG!Vl_gUzusv zc>w>{XR^mHd%=E&F)e2^WJ#ExIB$(q_WB_BblxFBL!tF>W=^MFqo)M`kHcY9WqSefpqG8!RoX zEq%$63WKAjJVCpv!SLx;nekiI$P}3r3Qz8U_o?1hFArc|{Rh((7PHw9ag;E~iEtAn+7D--K#B9Aux_9F5kbMIF{Gn7;#$ z&YdCj)|SKQu5UaOm)qd=yC#A4C9P2SZcqD6Q#Ej5*2>AEF6dAA&ZOU$0FFC}ACL%P zyVZM7lBE`AMF%u^ExSOPt4)Thtpq;&yiga2N`fP_%IO!IE5ZGOBj3FpNsw+}U}tr? z6?X429JqsUR&fia_|ON5kZ}FRVM|B@OR>I`xFGbZN4)i-@+k&tcIPAen6M!xw`w?l ztQTDK>8PLQbb@nryS51Cx*L{F$}hwB-;M=1>LeO@X2*-6(XBjN6_r(_Si%+U(2Zf7 z0@?ZClq7&Rv_6OjDXNZO&bVWlAr(zHTt2pByLL4e_G@;%;jK%Dp|JCf%iTO-`~6tu z>u6D-&B+o<+m{aXJ(;D4r3-*}hOPQ%W)3uJ7W%Hd*8qjfj~`R!YK9lzQts0-V!Y}9 zW#a3X_Hp0;R6$Sl_^$X*1^s`BK_eH`fAeT+#-*mglfo-Mwrvmi2j!l!peGk1bmU42 zzj_-*gQ4Z&5A;Kx6ft6Azb3xFD@aNY&h{H@aG@wju%P%u$l8#lw}n?5WkG`lA^%?! zWAdb$eB6I)C`hT9B}47Dy_$w^0zvR^kBiFc#2**bCjFe(87{n_IDQ@}@~T+sj9WLr~7D&_OnPkG~>6cf`wZ)ilN zrz@JCr<5fBYhwGm>qlvo-3mDo%AD*!FKD^8KI1v)ODV|~k|LkZ-`)R}Bf~6S+|d*b z6`nudzf*9Jm^`yP#r5+qN%em#s3|1Dmf}l$+nylJT$Vw*FDwT#Ssn-tWHf`*#@C(S zp4Ee0+cOjeW5M8IO%;aJ?l8R{E&iB)E5G{slSsERShupGez6sL==QP?GCk{n8D)m) z8%L91aaTO|%Y89WO&77e{6{R9hcF(Znng-^T|hYlE&z`U+K#oN#L+{sL+0EQgn-bc zijPhBsAyAKq6?GY` zAW_0Ip^#X&mQ{cnbuZ#K&~r)LR%7nCJ#oWAhwowt-^Hv2NDq2gK3PBMU0n%peh$*` zVuzmdQFY)VGmOuQX5kS~b;tbAk!(}eU>Nkh{B>?#VXU_as2mZw$Oz&t@! zDQn&inc?G1++rxb)p@zdWm)4w&TJ!ec3;IAc@|WXj;kFMb|3YnpRNPBv~RO5X3ZdO zwF+;|P+0x=!WEuo%#RJIkTNfaIZdXLqRc8-p7>sA`{_0qQ0RY~Y2XP>GKC&XQ8JsO z!%r(N8wy;*3_LDI=oPD6%d&f@1-{O|j@F!Pgt#-zQ=;juuzG0wxVBU$nC*yqQQX@B zN2AlIce1oYU22sbZ$vJz%AUd-=C|hVqrMT-05|nH_wRY%4UTQkFF!?T*A1)0A_CIj zJ)DZYvh>Pf`y1WO5wFUiE3&Sr{9`9h)b>?r%p}45&6SDy&t5@M@>%Wc+9=)Jw`k47 z@0GC0S-SDibQQRGO^B{isD>%OsmGOXyJ2ki4Xf32HE`leoYt#~Mo1XvIesRf6+%d` zILt{NmdW5lp?wIlS?J%x4aG_D59`>n4>`{xT0JbBFMuEYY8@o`r8gUJZ-bIh0 znc9H;XQl?A71Ck9z9t3q1rB^U6q^kC59@NG%9EjgA+D$1K$F4rW(nL9dm?dURSCTK z*)k+Eig7@E4^l1b^I<%u`Gj^^HC&ZHQKfvU9o!#U?%%d016pkSF9b3)0o}5#8<%?5 z!FA*M2ew>&ka#;R;dWR9kl1$K6_8Wo8zi^40-Xx+W!KR&_)-1nWI=8>1ngd_+f$tc z9W~8S0n+gh#3MX+JNy-}z7Z)d&p>Hq&VgGim}}tUjGbfhJ)Dp;DTnnj_kho|*3P>^ z^&mc5OFeeI33w+wpU|G@1b@6*9>ilqs)iWMi<9iNZ9Uen>tNh8>0)n2KMah>d!6I0 z1qJ0ZvdU*lVKT(xg^f1Ggs5Xm0OlZXQsH z?bBmMD*;2-){mF5piVk8qv_4q37a;KQ5U6$gFwrR#%S7L5J}@{-u^il49y+v+)rU# z)?S01Pb$hF?MIYBKc+z(8KGM$)!GKp?GeM~s9+G-Ll`WuMQV9g(mk)cT`;~;bXZ~@ zp<9JV!U8l&+S=q?*r`Ix7b>zD<1*MsGfc*?T^h z!D3+AsC91xBYFe*)b0%PhJjsu^?DuIFi;Z}pZlZ~2L9Vd6w?waVb>1}s;saocoG`7 zgD<`mSZ}*;qd(RM{b|oQ#PD@SkX@`uSJDW6D1>*Z9soDeWc4MSA;nZR!JOd0#oF@- z(IIsNyFi9SEk~&)&Y@lC%HccCRdr*tK@i(+?8q|UVYEh!T^Dd3KL7JlGJ1b)L+_uK z2m}kW5A_GVfiTNLeOg}J(q8MvZ)zz7zhE**`fG6Cve=0iUidoXTKPrC;uhe&}tExN|=_` z*E$`JN}6Uu^O{_2Fs*pZbkBGIYBUNA@~0Xgoz0cM#IPA01KDz1^FplS;OZm;fAwjNIuITeE)GaTxS;+C=9s`47mj`yW5DV=rVqe2rrHIr^^8e zNss4`Hul0*HiP(%u1JJs8eC%#^?^q55#?co8m-Gad3Rf0A@uRKd^2_`gwB<7+MeG_ zVT*M~JiA^s_y_g2JiS*48#)-)1KE5K)o)AdL4S&w`qx(Ikm%vS`key z$rhl=yDR!d=nY)Z^| zEJek|86U?kv2Hj;$_d5%csczPIsF1CWg;fA*TUceyMUySr)>kGm37B3PHYRP*B4+M z<>y{2JhE~aJk(Mfbfp|}SjS!^-S32>RjWtxI%7fgavaBg+bFmq{U&BkBO17@A1^wF zki{FD>bsulp;F>yarq-vgn{a9K19no2%AW7D$JuV8;;=H^?#HEuiT-h{6AM9{^`V* zTo{rI1zZ4Ya=z6A&#k#^aVwEhKwc3OzoI0VTp<2#fxN9jiD_1K;1jj}R$xfkQ43$%PiV z;K3iaVxaQ@{kuDNvaujN;@|dH_*Ed13rljL_qP}{Dyjlysae^KfSugWC<^31pV*yf zW*ABtx1o@f3jHb&e|P?mOKU>0z5723l>b&BQhGN17avlO7<*13N#6VG{E^QW`FUIY zuk$1<@@>D=3L(#{bDWehaKgX#|K0IhOc+jZf2NFKuU$n64N;9yxzh zh#{K7vx+f#e+YqUH%iodh@b4_>-4YlwqA;?z5Ctcr&S&PBH~0z(f(I~{@)5ziivNw znGsbD#(;Sc=OqYDxS5>Yt%+W*P#qSAHk9s7j;*;vE8h)9ufmqd;X-lRuwl}$p&X7c zOm?a{mD{g7SA#`T(KD0CPMGv$i@LNf5v~>zuGG3GfIPE5_p!7DU{I)8%Mo1u=U2tg&DPDxPwv` zSU7yNT_=aIAQwq`fvF;>{nWl)FQoujgp8;Qe{MNEHpOeUDb@saDNRBRE0My*K%(C;L~Ptgpu2;-+);u%6qazptblni*~# zXrssYEW;mp8r@~E-M=Qcgrf#TU4={b->ibbA?L%}oI1gKN5`DnXd-ZE`bDvFzl4&+ zxxMmZF~H)ly-wjy9hml5)HU$efV0^%H-+AESd#GGf7GQ7aur2}zEsu1F#A!(kCC{* z)nVG+v8)yNb+)lKBxYi~TdVDIqdKHFT9`&AzAqsHy9l%DVPxNI~m*9w0=``i~AGh=y9(gb4RGb}7( zixkdo+gs;iD`B@-A*~>NIb7X!C++}SE3onHQIAlmgIsuSv(aGyR0r=WwvyP%T9w0MybuMZfjHqg(Kk? zS0RKdZkNla!ITErKV%^@z6+_q@i}U)yW8QAe2{KTVKNY+ji}e-Brao1RN%zhDln@* zEg^lb8J4!BzN=6z0LRovuhvFn!L{)-!#X&j72%(tws=zsdq>{zEJMoXt|fe0rG@cu zskr>{RwGwXy?)Y+pyLC4g_To2yBffti80+ts|0N8AG0(qD+Hz?Ez=d4%iQ_nk+$`@ z23Y^<#y2*MU0cd#a@pV^(nGNvSn(tkDi#_bvtb>^gGkS=ts!o$SU6UE)x-0|m%NiB zd1p2Rad4ivc&Ze1-19<}mlr|yDh8(ukDFkXpwik7w*=7s+PX=n(-ku9&rOx!^Qmui zp1bjD4NhDJ4`zJGgTQr`^{YLz;8RM9vLiO09!eGT^KewdfGwMdoO?0USPDAd!5Apx z6_YnsOeTP8iOy%X#7gvv)s!C5L1{LrutB=FOrEMtUJkV4Jnm~vCZtE6+i9~rA1>E; zZR|k`xLw~Oms{H_VEJv37+e|yGUkiD)GJ(I1K|?)n4>p*@)B+x?r#Fg^w}K3GMt!2 z6>ae9N80|@8=tbTAvLxwn2iN<-&c5)ZneR}xt=|)@8$!{5AIl8646uu?JJ#_65AU< zdg4p8F&46`YznG^OVJ`w%Z9f~a5Y4aB44UnbEbD}H z?pHsgbfO?=O78vctAP-D&G2NWaxjcr^p>)rr&r@^VJDkmH3&YfT~=}hV-p)bs)spt zfUlkJw_0ozL6d7hB%u*VvE~?)q(+L9LwMLBdhSOn(fSb3Jy5x=?yubGZAf!DEo?B8;Rr)L6Img%R>~8ez{soIGf+_P?ljg55r~B<9rMo!EpW~TG9=%x$Dhapd zuk$yebo;N#>JbB&?Gy=thsRta*k1&LVsY1&P?Y4R@9v5zoWxw{dyRzehX`=nNAB}( zLO;;6e|InYPzHxw*Xc4S*F#g58QVx`4b-nP`KCf&f%I`wB?$CG6Aqt?8~>u5)4T>! zTBZa_S(k-yEek1tJ5Z})BaDS&!PLR%bHz~FUDOdd+yw%j=N9t}djpkBheGU&7vOn6 zmue;73!viTUGZZ+1^7kjrKJZ;;Rnb3_J5Itt4UU;+xQr>;B z^LpM4ssgD}`JIKpGoA9f9}7=LfoZmjIvrqUWFSiC&<5_!>3X$>O|Yx6uTt-BGGKHC z=2tYrksTUG6lNA^z>9~$nzS`SCC=^fhL#br^*cWnf+Gu2lUxk*E9%9kmkq)VckfHD z6a3+hi~Sz`mSE^-$$HPJ9SmYhst4{9THu5D_wlt^NL%i|fq`EL^Lm!IBo37>+N|8u zZCd%jV%Ll0HORi}H z-^B$wP0r0=sd;B--N|;K;$q1>L{|^B8=0=$KmHnm7Z;s9CWMpj<$^Bi=o#LdWy++b*^aJ<<^>@3{~6z;=3!G<;DF(MO_#pZmA|Qmk~@ z6Qv9J@SP-;?u9+G(w6U^qP6GT{nB&z`ENGu`i7v;3K1G&B=v4rN=kQk;X4aGYIyPD=6aE|KRZ@7j$GPD*jae5Bn}~YqP54 z3=e@#f8U=9CzcciJ-ML%TS3!MTwDyd58ivLI`8-IRAei;Umjobq?%k%lOG4(oy*}h z{=k=S-B#00B{>TLnxv_xzN4>XC05j#*m;Ya5XC6(}-iL9aZj{P! z8Q$o#3T{ki+&O3 zitypE@Do91vY`LB{hzb#+Vsxz9vtIO#_tCUdO1}VE5VPGDlPJNK|j^9G39jlZvWRe zXgtK|7MG-?TempI|Hpfr3s$ZcI;?bo6SWpW}7N5>LM>#vtra3gQT~SqHIP{evY5oj?QR1 zN+3=%u503K@nnfKp z=(8!#q^I~bqb>d&iBmCY>e!-AsG<+TbOx?%YJ~b9<9SRh?0s$KF6NgFv>v&+(zhP8 z7d651M1W~Ht*!5VrUkddE&anS>v7jwN~ra21;V ze|fBYGb<4VyTr1rlVj21soQGUL_t7wmT9ye4RV1z3QRV6k-Ll&Lwku8w4eFNn-s$4 z3&aHMmNcMnD9SRex&bA|;typt+AwBN>DyH`Yx z;L;wqVAA1c;&jb~SQb@Zy}#l_phHm+clL$fBn6D%(}$u9+7TQckkzp35zI7&?Y9QS zfNr-i+Jp2I|0NtNUsLrQlusvD_z`PsfKTZS7J;OchVIXaFJWS6hRCswtxX8CF=L2i zkbL38RPL)=S`b4}Td~VBps7zY@~J1icaZ^n+sO>usO7jc#K4_v!`v204D{-?zSJX> z-_8`(qs~gi8Bi8_;}EM9*(XVe(C^Ji4~peKMvuqHv9b`Wwpi@FoOF7c69rwSdiG{& zH3-@ysp=F+)~kywx1TMBb;*Ze3EmfYIy*-^TdfgNGd*{0tZ6{mDiv1t)=s$Q9JT{H%(VSB$*)hb+GnTFgsE!Y^^e4g`}2|#`Mz64fUjEB z$c_SVNd^r|Q=6c1z+SrG{1Yf$NW{>M7+g{iaVbwFIk)rHdixx##C<>QJKVn!Dys8R z(eiC&c$O&}#&&6gTk|l@U5E)?wX<5rtI5pvy!~}&#Oh%&PK8xY$7vG&^1+_aq?tZB z0u?m8aT(8lX~E#;DzeZKAX z>*F+9#hy5r4xDCtEr|sWQPI+_)Zx<3G3VvS>0m2wzrbtx40X14jyhk-3}3Nd@4i0? zgy@w~88fp9$0w|gU9etw-D2T&GV?YWcOoVJ&~ut@BfNNBhHN@};V0sFQ^fH(_INEG zQ!HWNfa@0p6`NWd2vPE)HxkH_KrEx+V-H-o+rJ*MP9?p_i>%(>jY2|CdcJ66EK+oA zLwB_k*w+Hdoz4rIp^YQ|37_78v0Iw1Uaf8L7`b8D9obB-?_n$2#a3*r>g?t(V}M7> z^~?=+Hhja{d--k>AqVLV?q_%%F^3&7hlc7aD|IBc z3a(K@xz2?|05H+adr7G8u6n^DkJYNtpu#((BU_CA{l?AnRH&#}`K#q260c}|TJgwf z#WM7=$MXu?QDogkby`KBV&ehg9V~cFIEk8&Ly`V@^gMA)QB^t)m{VaEC|d5M_Z)r? z-9lT{TVZqAO*zxJ24c!*L?h=k!oN>GaW`=+v9_tj7rm;*K+#vDJOXj*T@hj7MV@!! z7lwTL&56J$`zvC!74zHKq10b<;mse8P0!CfTz;cy9w%X%kx#lf)( zRwKUz=D%!0yQ$7kUs;*p*DQ%m^Dls8&HdS-3k$&r*1IA~VtjVanPt7&wjOe$x>juY zILO9l4qd0*gM{i}%v-+*(yRMMt$b540=*jR`?Ctr>y?{P9a08?iJ9d(oco+8^#`j2 zU8DCRecVb>)U(q}oS%-Baz3r$wombf>R^>6SA`)7`NQW)OHnpy5Ey&j2qWH8dc3D{ zar#Z;@i&cmMA%sIFiz+h)``asQ}i3KUPGen-r;&gd~7pZ_c8$~^mMMwyyQn9NgWle0#U@Q>ZNnA|siD z*`_CE8Is)XWcCixd}8s>6+4!9&e0zleYXnl@m|OJ(C6N@>K@S0@m+RtRXOhTMhozf z7|o1C%g|OE0-dBtb!IFpM+v*J!r==Qy*we+zS^a@JlXo??lGosOv^^$xc>5t2r$~E zVsj~#-(nQ?=%5-o=92}Msciv0LgioyFWT{EbqQ3+-K%XGgZwYQLFwe1B^2_yauADG zwHhz{ktId3C=MiD*h{K8?;}&T7$G0r?pu>3O zk$bE5lNP<>vus}xfi$I2j4Xu+dC|$^9z?}fs)X=^h-&PZ-<9M-;up{6@$HT1Ps6+< zH^C&gXC%d7oP|&bu5bYn4VMIz>q$!8I$4jvhNrWajK+Y$8`7<{F$Ru2a44%PZDDkH1Nq;d5||n3M$d%Lj{H(-!D5_al@*6~)q=9| zCGpUe<8aCsDcWy^_=8Ec+(!hHRs-)l$9L7@lWNUhsx_$?SSqyF)u{*-Czg}M@j`Sn z+zhJ}gK>23V4D_`hKhH*hK2S~SeE>|`6@;rqz1$HEpZD*X)KqvifRfBw~D^e&&`CN zuZ>1PbslyP&{a+tR^wb;_6fz0X;9ZcDEj$sJ|0ZM-!@G$Q-UAqn#9V~hR62&&o$2u&$i=Kz U-V0P$ko(YgmV2vjFmBoZ0-hw04FCWD literal 0 HcmV?d00001 diff --git a/data/X_metTest_RF_Met_lightTrainplasmAnt.csv b/data/X_metTest_RF_Met_lightTrainplasmAnt.csv new file mode 100644 index 0000000..fa6bb6e --- /dev/null +++ b/data/X_metTest_RF_Met_lightTrainplasmAnt.csv @@ -0,0 +1,38 @@ +,CA,CA.G,CA.S,Total.CA,DHPAA,DHPAA.G,DHPAA.GG,DHPAA.GS,DHPAA.SS,Total.DHPAA,TFA.G,TFA.S,Total.TFA,VA,VA.GG,VA.S,VA.GS,VA.SS,Total.VA,Weight,BMI,Fat,CVRI,Bpmin,Bpmax,Frec,Sweetener_SA,Sweetener_ST,Sweetener_SU,Sex_MAN,Sex_WOMAN +37,0.301204819277108,0.0214285714285714,0.290322580645161,0.168021680216802,0.0628125,0.0472689075630252,0.0378205128205128,0.0204081632653061,0.0,0.0,0.149917627677101,0.0040809084457061,0.030115792546463,0.0,0.200176713135676,0.126304801670146,0.143907156673114,0.0025725836089672,0.18230725844939,62.6,23.3,29.2,6.0,82.0,118.0,76.0,False,True,False,False,True +91,0.349397590361446,0.0964285714285714,0.0,0.168021680216802,0.19625,0.0850840336134454,0.0455128205128205,0.0816326530612245,0.148241206030151,0.128594809445873,0.0389895661724327,0.0161462029808375,0.0203853264571373,0.0,0.101953661888867,0.137091162143354,0.331141199226306,0.0404263138552003,0.122304655299579,68.9,25.6,24.8,6.0,75.0,101.0,69.0,False,False,True,False,True +95,0.36144578313253,0.0535714285714286,0.370967741935484,0.219512195121951,0.28,0.267857142857143,0.187820512820513,0.186224489795918,0.0,0.281505728314239,0.0107084019769358,0.0075112372841258,0.0082708961759268,0.0,0.19836049479678,0.212595685455811,0.343907156673114,0.196251378169791,0.236756475335156,81.0,29.4,39.5,7.0,68.0,103.0,79.0,False,False,True,False,True +179,0.0,0.05,0.32258064516129,0.0921409214092141,0.113125,0.0546218487394958,0.136538461538462,0.0510204081632653,0.0,0.0780921206453121,0.0,0.0275609179086823,0.0227692906490221,0.0,0.0234635774592578,0.0,0.116827852998066,0.0852627710400588,0.0111501583582802,64.8,28.1,35.2,7.0,83.0,113.0,60.0,True,False,False,False,True +9,0.0481927710843374,0.0571428571428571,0.193548387096774,0.121951219512195,0.2046875,0.123949579831933,0.0,0.0178571428571429,0.0,0.110123918634557,0.0,0.0096995505086349,0.0080762868541403,0.0,0.0906636559984292,0.0901183020180932,0.100967117988395,0.0951855935317898,0.0871187470172242,70.4,24.9,34.0,6.0,61.0,100.0,74.0,False,True,False,False,True +80,0.301204819277108,0.203571428571429,0.0,0.238482384823848,0.2275,0.0861344537815126,0.0269230769230769,0.0,0.256281407035176,0.148000935234978,0.0529928610653487,0.0119470073338065,0.0194122798482047,0.0,0.13435107009621,0.112038970076548,0.202321083172147,0.0639470782800441,0.136144735129507,94.8,28.3,28.1,13.0,81.0,121.0,79.0,False,True,False,True,False +125,0.614457831325301,0.0714285714285714,0.161290322580645,0.254742547425474,0.255625,0.120798319327731,0.450641025641026,0.125,0.349246231155779,0.351414542903905,0.0076880834706205,0.0082209604920747,0.0083195485063734,0.0,0.115698016885922,0.111691022964509,0.21779497098646,0.42704887908857,0.164215367261053,86.4,28.9,23.4,14.0,88.0,118.0,79.0,False,False,True,True,False +215,0.0,0.0642857142857143,0.661290322580645,0.159891598915989,0.2415625,0.0252100840336134,0.0025641025641025,0.0,0.0804020100502513,0.119710077156886,0.0030203185063152,0.0331204163709487,0.0279750900068113,0.0,0.108874926369527,0.170842032011134,0.193810444874275,0.0801176038221242,0.121914182827888,76.5,26.1,25.5,10.0,89.0,114.0,74.0,True,False,False,True,False +63,0.397590361445783,0.1,0.354838709677419,0.260162601626016,0.2953125,0.0378151260504202,0.0769230769230769,0.229591836734694,0.0678391959798995,0.209726443768997,0.100219659527732,0.0115330021291696,0.0274399143718984,0.0,0.092087178480267,0.0,0.476982591876209,0.0867328188166115,0.112369300186559,99.9,30.8,28.8,15.0,107.0,154.0,61.0,False,True,False,True,False +111,0.228915662650602,0.0392857142857143,0.0,0.0975609756097561,0.1953125,0.0682773109243697,0.0,0.0892857142857143,0.236180904522613,0.117371989712415,0.0,0.0014785900165602,0.0013136129220589,0.0,0.12070488906342,0.0,0.378723404255319,0.0926130099228225,0.127337411601371,85.5,27.9,41.8,7.0,91.0,136.0,61.0,False,False,True,False,True +107,0.072289156626506,0.0178571428571429,0.17741935483871,0.0948509485094851,0.341875,0.199579831932773,0.295512820512821,0.10969387755102,0.306532663316583,0.37152209492635,0.163097199341021,0.0040217648450437,0.0324024520774545,0.0,0.0425584135087375,0.133959638135003,0.18568665377176,0.0433664094083058,0.0534513427914443,71.6,26.3,34.8,6.0,75.0,108.0,73.0,False,False,True,False,True +239,0.204819277108434,0.0142857142857143,0.0806451612903226,0.105691056910569,0.285,0.0,0.171794871794872,0.163265306122449,0.118090452261307,0.228664952069207,0.0,0.0050272060563047,0.0042327527488566,0.0,0.155458472413116,0.0,0.485106382978723,0.293642043366409,0.193717731788798,104.2,26.8,23.6,9.0,80.0,117.0,61.0,True,False,False,True,False +21,0.228915662650602,0.0428571428571429,0.129032258064516,0.140921409214092,0.2909375,0.150210084033613,0.0,0.0535714285714286,0.371859296482412,0.216506897357961,0.0203185063152114,0.0137213153536787,0.0150822224384548,0.0,0.0967013548007069,0.0675017397355602,0.386073500967118,0.106210951855935,0.122912056922209,83.3,30.5,44.5,9.0,79.0,122.0,80.0,False,True,False,False,True +181,0.228915662650602,0.0071428571428571,0.0645161290322581,0.102981029810298,0.4265625,0.0493697478991597,0.112179487179487,0.102040816326531,0.0301507537688442,0.308159925181202,0.0249862712795168,0.0058552164655784,0.0094385521066459,0.0,0.0942960926762223,0.0,0.151257253384913,0.0404263138552003,0.0723241789231637,80.1,29.1,38.0,7.0,85.0,142.0,80.0,True,False,False,False,True +219,0.228915662650602,0.510714285714286,0.274193548387097,0.520325203252033,0.29375,0.032563025210084,0.0461538461538462,0.038265306122449,0.329145728643216,0.202945990180033,0.111477210323998,0.104920747575112,0.106256689695436,0.0,0.0967013548007069,0.0,0.275822050290135,0.13965453877251,0.100134496073582,78.6,24.5,20.8,7.0,0.0,0.0,0.0,True,False,False,True,False +23,0.108433734939759,0.0321428571428571,0.0,0.0650406504065041,0.266875,0.125,0.0538461538461538,0.224489795918367,0.193467336683417,0.210661678746785,0.0,0.0001182872013248,0.0001946093217865,0.0,0.257215786373454,0.0762004175365344,0.115667311411992,0.124954061006983,0.237754349429476,71.8,24.8,35.3,7.0,72.0,112.0,79.0,False,True,False,False,True +153,0.036144578313253,0.0642857142857143,0.0967741935483871,0.10840108401084,0.418125,0.0420168067226891,0.0256410256410256,0.176020408163265,0.0,0.272620996025251,0.0,0.0072155192808138,0.0060328889753819,0.0,0.211761240918908,0.125956854558107,0.414700193423598,0.459389930172731,0.276801596598551,94.3,27.9,28.9,12.0,102.0,149.0,70.0,False,False,True,True,False +112,0.204819277108434,0.0321428571428571,0.0,0.0867208672086721,0.20625,0.283613445378151,0.0314102564102564,0.0663265306122449,0.0653266331658292,0.1660042085574,0.056836902800659,0.0174473621954105,0.024618079205994,0.0,0.142990378951502,0.435629784272791,0.242553191489362,0.0113928702682837,0.182437415939954,77.5,26.5,38.1,8.0,80.0,112.0,59.0,False,False,True,False,True +231,0.180722891566265,0.0214285714285714,0.5,0.176151761517615,0.270625,0.0,0.114102564102564,0.102040816326531,0.163316582914573,0.195464110357727,0.0164744645799012,0.0124792997397682,0.0133793908728228,0.0,0.11775967013548,0.343423799582463,0.457640232108317,0.223079750091878,0.197752613996269,103.2,31.2,28.8,12.0,80.0,120.0,80.0,True,False,False,True,False +0,0.036144578313253,0.117857142857143,0.241935483870968,0.173441734417344,0.2734375,0.0987394957983193,0.0179487179487179,0.301020408163265,0.0,0.187514613046528,0.0208676551345415,0.0022474568251715,0.0057409749927021,0.0,0.0585116827017475,0.0,0.297485493230174,0.0918779860345461,0.0631697687535251,75.2,28.0,44.7,8.0,86.0,137.0,70.0,False,True,False,False,True +53,0.168674698795181,0.1,0.338709677419355,0.205962059620596,0.3078125,0.131302521008403,0.0089743589743589,0.0,0.0,0.189618891746551,0.0,0.0166193517861367,0.0137686095163958,0.0,0.189083055173768,0.0897703549060543,0.0785299806576402,0.138184490995957,0.176623714694781,105.3,31.1,25.0,14.0,80.0,128.0,57.0,False,True,False,True,False +89,0.289156626506024,0.107142857142857,0.387096774193548,0.246612466124661,0.33125,0.0777310924369748,0.441025641025641,0.0,0.100502512562814,0.360299275192892,0.0,0.0,0.0,0.0,0.212203023758099,0.367084203201113,0.201934235976789,0.199558985667034,0.252722460844288,69.9,27.0,34.4,6.0,59.0,78.0,76.0,False,False,True,False,True +133,0.120481927710843,0.0392857142857143,0.403225806451613,0.159891598915989,0.0553125,0.0441176470588235,0.0583333333333333,0.137755102040816,0.21608040201005,0.0301613280336685,0.0332235035694673,0.0424059616749468,0.0409652622360611,0.0,0.117661496171215,0.311064718162839,0.184526112185687,0.249173098125689,0.166080957959131,75.0,26.3,27.9,10.0,91.0,121.0,56.0,False,False,True,True,False +197,0.072289156626506,0.110714285714286,0.0483870967741936,0.143631436314363,0.230625,0.147058823529412,0.109615384615385,0.0408163265306122,0.251256281407035,0.197334580313304,0.0052169137836353,0.0,0.0010216989393792,0.0,0.0684763400746122,0.0,0.644100580270793,0.304299889746417,0.135927805978567,95.5,34.9,48.7,9.0,83.0,115.0,67.0,True,False,False,False,True +49,0.228915662650602,0.0142857142857143,0.161290322580645,0.124661246612466,0.278125,0.232142857142857,0.0275641025641026,0.211734693877551,0.153266331658291,0.22843114332476,0.0779791323448655,0.007392950082801,0.0200934124744575,0.0,0.0897310033379148,0.122477383437717,0.257253384912959,0.093715545755237,0.10768363052627,74.2,25.7,20.9,10.0,77.0,124.0,61.0,False,True,False,True,False +84,0.44578313253012,0.0714285714285714,0.467741935483871,0.268292682926829,0.3284375,0.100840336134454,0.0128205128205128,0.548469387755102,0.233668341708543,0.269815291091887,0.0,0.0623964986988408,0.0514255132820862,0.0,0.0581680738268211,0.0681976339596381,0.457253384912959,0.0665196618890114,0.0922382749793917,66.4,28.7,36.8,8.0,83.0,121.0,80.0,False,False,True,False,True +211,0.0602409638554217,0.0714285714285714,0.32258064516129,0.157181571815718,0.515,0.121848739495798,0.165384615384615,0.0663265306122449,0.613065326633166,0.46083703530512,0.0595826468973092,0.0214099834397918,0.0283643086503844,0.0,0.0332809738857255,0.0,0.458027079303675,0.0341786108048512,0.0520629962254328,74.7,26.2,20.6,10.0,84.0,115.0,69.0,True,False,False,True,False +187,0.072289156626506,0.025,0.467741935483871,0.149051490514905,1.0,1.0,0.0948717948717949,0.13265306122449,0.170854271356784,0.958382043488426,0.0343218012081274,0.0139578897563284,0.0177581006130194,0.0,0.101511879049676,0.0,0.151257253384913,0.597941933112826,0.144518200355764,65.3,25.5,38.5,7.0,73.0,105.0,80.0,True,False,False,False,True +73,0.072289156626506,0.0214285714285714,0.0,0.0487804878048781,0.1525,0.267857142857143,0.228846153846154,0.114795918367347,0.173366834170854,0.208791208791209,0.0197693574958814,0.0078660988881003,0.0101683370633453,0.0,0.0893873944629884,0.0,0.273114119922631,0.211319367879456,0.101826543450909,91.6,30.3,40.5,8.0,83.0,117.0,69.0,False,True,False,True,False +200,0.0602409638554217,0.0571428571428571,0.193548387096774,0.124661246612466,0.3615625,0.176470588235294,0.058974358974359,0.0,0.198492462311558,0.274725274725275,0.0450302031850632,0.044180269694819,0.044516882358665,0.0,0.062929511093658,0.105427974947808,0.297872340425532,0.0,0.0674649659421233,98.0,28.6,29.6,12.0,109.0,159.0,73.0,True,False,False,True,False +25,0.180722891566265,0.114285714285714,0.0,0.143631436314363,0.2721875,0.170168067226891,0.0320512820512821,0.0714285714285714,0.306532663316583,0.213233574935703,0.0,0.0123610125384433,0.0102656417242386,0.0,0.0748085607696839,0.0,0.271566731141199,0.0628445424476295,0.0712395331684672,81.9,30.5,44.5,9.0,69.0,112.0,72.0,False,True,False,False,True +31,0.0963855421686747,0.0214285714285714,0.0806451612903226,0.0867208672086721,0.335,0.206932773109244,0.153205128205128,0.142857142857143,0.331658291457286,0.321487023614683,0.0024711696869851,0.0141353205583156,0.0122603872725504,0.0,0.0908600039269586,0.0835073068893528,0.143520309477756,0.11539875045939,0.0936266215454033,86.9,31.5,39.5,7.0,75.0,117.0,68.0,False,True,False,False,True +145,0.253012048192771,0.0714285714285714,0.112903225806452,0.165311653116531,0.11,0.0357142857142857,0.025,0.13265306122449,0.266331658291457,0.0612578910451251,0.0,0.0253726046841732,0.0209691544224968,0.0,0.0731396033771844,0.210508002783577,0.245261121856867,0.219404630650496,0.117488828148727,71.1,26.5,24.1,10.0,83.0,110.0,60.0,False,False,True,True,False +45,0.156626506024096,0.0071428571428571,0.435483870967742,0.149051490514905,0.12875,0.121848739495798,0.0,0.10969387755102,0.238693467336683,0.0815992518120178,0.0,0.0279749231133191,0.0231098569621485,0.0,0.0847732181425486,0.0688935281837161,0.100967117988395,0.121278941565601,0.0823463056965595,80.1,25.9,24.9,9.0,80.0,130.0,61.0,False,True,False,True,False +233,0.265060240963855,0.0785714285714286,0.0,0.13550135501355,0.346875,0.167016806722689,0.0,0.155612244897959,0.678391959798995,0.299976619125555,0.0214168039538715,0.19008753252898,0.160358081152087,0.0,0.155213037502454,0.0,0.358220502901354,0.166850422638736,0.164302138921428,96.1,32.9,29.5,16.0,89.0,134.0,71.0,True,False,False,True,False +183,0.0,0.0214285714285714,0.225806451612903,0.0542005420054201,0.3503125,0.160714285714286,0.332692307692308,0.206632653061224,0.21105527638191,0.382744914659808,0.029104887424492,0.0059735036669032,0.0102656417242386,0.0,0.0579717258982918,0.08107167710508,0.18220502901354,0.079750091877986,0.0643845719987852,92.7,34.0,49.3,10.0,81.0,121.0,81.0,True,False,False,False,True +166,0.44578313253012,0.0035714285714285,0.419354838709677,0.208672086720867,0.1190625,0.0378151260504202,0.0,0.0841836734693878,0.0,0.032967032967033,0.0041186161449752,0.0030163236337828,0.0034056631312639,0.0,0.0464853720793246,0.0977731384829506,0.0909090909090909,0.170893054024256,0.0568354375460974,75.8,25.3,36.2,6.0,86.0,120.0,80.0,True,False,False,False,True diff --git a/data/chronicAnthropometricCardiovascularData.csv b/data/chronicAnthropometricCardiovascularData.csv new file mode 100644 index 0000000..6f7062b --- /dev/null +++ b/data/chronicAnthropometricCardiovascularData.csv @@ -0,0 +1,137 @@ +numVol;Peso inicial;Peso final;Delta Peso;Talla;IMC Inicial;IMC Final;Delta IMC;Grasa inicial;Grasa final;Delta Grasa;IRCV inicial;IRCV Final;Bpmin inicial;Bpmax inicial;Bpmin final;Bpmax final;Frec inicial;Frec final +1;75,2;75;-0,2;1,64;28;27,9;-0,1;44,7;41;-3,7;8;7;86;137;85;120;70;98 +2;70,2;69,8;-0,4;1,6;27,4;27,3;-0,1;38,6;35,4;-3,2;8;6;81;107;77;99;69;81 +3;80,4;76,2;-4,2;1,73;26,9;25,8;-1,1;39,2;36,8;-2,4;11;7;75;107;78;104;64;65 +4;77,8;80,3;2,5;1,61;30;29,5;-0,5;41,2;41,2;0;8;8;73;143;80;125;90; +5;70,4;70,3;-0,1;1,68;24,9;24,9;0;34;31,1;-2,9;6;5;61;100;62;121;74;69 +6;87,7;89,1;1,4;1,9;24,3;24,7;0,4;25,5;23,6;-1,9;7;9;81;125;80;136;60;68 +7;79,6;78,5;-1,1;1,73;26,6;26,2;-0,4;40,9;37,8;-3,1;8;7;74;103;76;114;83;81 +8;66,8;67,8;1;1,64;25,1;25,2;0,1;38,5;39,1;0,6;6;6;76;107;69;103;79;66 +9;64,7;64,8;0,1;1,52;28;28;0;44,7;43,7;-1;9;9;76;107;69;102;74;69 +10;91,3;89,9;-1,4;1,67;32,7;32,3;-0,4;44,2;43,1;-1,1;10;10;88;150;91;158;80;72 +11;83,3;82,4;-0,9;1,65;30,5;30,3;-0,2;44,5;45,4;0,9;9;9;79;122;65;100;80; +12;71,8;71,9;0,1;1,7;24,8;24,9;0,1;35,3;34,7;-0,6;7;6;72;112;74;102;79;70 +13;81,9;86,6;4,7;1,65;30,5;31,8;1,3;44,5;44,3;-0,2;9;9;69;112;65;105;72; +14;73,2;73,9;0,7;1,65;26,9;27,1;0,2;39,1;36,9;-2,2;8;8;93;134;80;120;80;81 +15;76,7;79,3;2,6;1,6;30;31;1;44,1;43,6;-0,5;7;8;98;144;89;131;80;80 +16;86,9;85;-1,9;1,66;31,5;30,8;-0,7;39,5;44,7;5,2;7;8;75;117;80;130;68; +17;69;66,4;-2,6;1,65;25,3;24,4;-0,9;29;36,1;7,1;9;5;68;129;70;111;83;79 +18;71,4;68,7;-2,7;1,76;22,8;22,2;-0,6;36,1;33,6;-2,5;4;4;71;106;61;99;70;66 +19;62,6;61,9;-0,7;1,64;23,3;23;-0,3;29,2;29,2;0;6;6;82;118;76;114;76;70 +20;59,6;57,9;-1,7;1,55;24,8;24,1;-0,7;39,9;34,4;-5,5;8;7;66;136;71;118;60;71 +21;93,6;95,5;1,9;1,83;27,9;28,5;0,6;30,8;26,7;-4,1;12;11;99;141;95;143;60;101 +22;87,6;87,6;0;1,78;27,6;27,6;0;23;18,8;-4,2;11;8;94;136;99;126;59;59 +23;80,1;80;-0,1;1,76;25,9;25,9;0;24,9;23,5;-1,4;9;9;80;130;77;116;61;68 +24;78,2;79;0,8;1,75;25,7;25,8;0,1;27,8;21,2;-6,6;10;8;91;143;95;133;81;81 +25;74,2;72,5;-1,7;1,7;25,7;25;-0,7;20,9;17,2;-3,7;10;7;77;124;75;117;61;53 +26;85,6;87,1;1,5;1,79;26,7;27,2;0,5;26,3;24,6;-1,7;10;9;81;142;77;120;73;74 +27;105,3;101,6;-3,7;1,85;31,1;29,7;-1,4;25;21,4;-3,6;14;10;80;128;77;111;57;55 +28;79,1;77,7;-1,4;1,75;25,8;25,4;-0,4;25,4;23,2;-2,2;9;8;66;112;71;109;51;47 +29;94,7;87,9;-6,8;1,83;28,9;26,2;-2,7;25,5;16,6;-8,9;12;7;86;140;82;123;60;51 +30;86,5;85,4;-1,1;1,79;33,4;26,6;-6,8;39;29;-10;19;12;96;134;86;134;59;60 +31;90,5;91,5;1;1,8;27,9;28,2;0,3;23,6;21,5;-2,1;11;10;87;138;94;135;43;44 +32;99,9;100,5;0,6;1,8;30,8;31;0,2;28,8;26,1;-2,7;15;13;107;154;101;146;61;80 +33;89,8;89,2;-0,6;1,74;29,7;29,5;-0,2;28,3;28,5;0,2;14;14;76;118;97;130;72;80 +34;92,3;92,3;0;1,7;31,9;31,9;0;28,5;28,3;-0,2;15;15;85;133;88;118;55;60 +35;98,3;94,3;-4;1,8;30,3;29,1;-1,2;30,2;26;-4,2;13;12;82;112;75;111;56;60 +36;86,4;85,8;-0,6;1,8;26,7;26,5;-0,2;28,7;26,9;-1,8;11;11;81;114;81;120;80;81 +37;91,6;88;-3,6;1,74;30,3;29,1;-1,2;40,5;24,9;-15,6;8;9;83;117;85;146;69;88 +38;83,7;83,3;-0,4;1,78;25,8;26,3;0,5;25,6;26,2;0,6;9;9;71;118;80;132;70;79 +39;87,6;88,5;0,9;1,84;26,2;26,1;-0,1;27,1;25,1;-2;10;10;85;122;89;125;63;61 +40;80,2;80,4;0,2;1,75;26,2;26,3;0,1;20,6;15,5;-5,1;9;8;74;136;66;106;80;74 +41;94,8;94,4;-0,4;1,83;28,3;28,2;-0,1;28,1;26,5;-1,6;13;13;81;121;80;138;79;74 +42;103,7;103,4;-0,3;1,86;30;29,9;-0,1;27;24,7;-2,3;14;12;96;149;112;145;70;69 +43;95,9;94,2;-1,7;1,7;33,2;32,6;-0,6;33,9;31,8;-2,1;18;16;107;150;108;162;79;72 +44;92,3;91,1;-1,2;1,75;29,8;29,7;-0,1;29,7;29,1;-0,6;15;15;94;143;60;136;55;70 +45;77,1;76,8;-0,3;1,71;20,1;26,3;6,2;26,3;19,8;-6,5;9;6;89;118;85;113;92;91 +46;85,4;85,2;-0,2;1,65;31,4;31,7;0,3;29,9;29,4;-0,5;18;18;103;144;96;144;62;64 +51;66,4;65,8;-0,6;1,52;28,7;28,5;-0,2;36,8;41;4,2;8;8;83;121;80;120;80;80 +52;75,4;77;1,6;1,67;27;27,6;0,6;41,8;38,7;-3,1;7;7;72;108;78;108;79;73 +53;69,9;71,8;1,9;1,61;27;28;1;34,4;37,8;3,4;6;7;59;78;70;109;76;79 +54;68,9;71,2;2,3;1,59;25,6;28,2;2,6;24,8;37;12,2;6;8;75;101;82;114;69;67 +55;73,6;74,2;0,6;1,7;25,5;25,6;0,1;37,4;37,8;0,4;6;6;76;110;79;113;72;60 +56;81;82;1;1,65;29,4;30,1;0,7;39,5;39,8;0,3;7;8;68;103;85;125;79; +57;79;80,3;1,3;1,64;29,4;30,2;0,8;35;43,2;8,2;7;8;90;124;92;125;79;59 +58;72,8;73,8;1;1,61;28,1;29,2;1,1;38,8;40,4;1,6;6;7;67;94;79;109;66;81 +59;72,9;71,9;-1;1,62;27,8;27,4;-0,4;40,4;39,3;-1,1;8;8;81;121;79;105;81;80 +60;86,4;89,1;2,7;1,65;31,7;32,7;1;41,1;42,6;1,5;9;9;81;121;81;120;101;79 +61;68,3;68,6;0,3;1,53;29,2;29,3;0,1;30,4;40,8;10,4;4;8;81;110;72;107;86;69 +62;71,6;71,5;-0,1;1,65;26,3;26,2;-0,1;34,8;31,6;-3,2;6;4;75;108;80;120;73;80 +63;80,3;81,3;1;1,78;25,3;25,7;0,4;26,7;27,2;0,5;10;10;79;122;80;121;70;79 +64;85,5;85,2;-0,3;1,75;27,9;27,8;-0,1;41,8;42,4;0,6;7;7;91;136;86;130;61;69 +65;77,5;77,9;0,4;1,71;26,5;26,6;0,1;38,1;35,8;-2,3;8;8;80;112;82;125;59;68 +66;87,8;87,5;-0,3;1,8;27,1;27;-0,1;43,2;42,9;-0,3;6;7;86;119;80;120;81;80 +67;83,5;81,6;-1,9;1,6;33,9;31,8;-2,1;37,1;39,4;2,3;17;8;72;98;81;106;79;80 +69;90,3;90,2;-0,1;1,71;30,9;30,8;-0,1;34,4;29,6;-4,8;17;16;80;160;80;160;120; +70;78,6;79,2;0,6;1,68;27,8;28,1;0,3;41,2;41,5;0,3;9;9;82;118;65;100;81; +71;105,5;104,6;-0,9;1,92;28,6;28,4;-0,2;24,1;23,3;-0,8;11;11;107;148;107;153;59;66 +72;86,4;86,5;0,1;1,73;28,9;28,9;0;23,4;17,6;-5,8;14;8;88;118;93;116;79;91 +73;92;89,7;-2,3;1,83;27,5;26,8;-0,7;17,9;14,4;-3,5;8;7;87;125;80;120;65;79 +74;68,9;70;1,1;1,58;27,3;28;0,7;39,5;40,7;1,2;9;9;67;121;70;120;59; +75;82,9;80,4;-2,5;1,72;28;27,2;-0,8;29,9;30,6;0,7;12;11;95;147;81;106;70;80 +76;75;73;-2;1,69;26,3;25,6;-0,7;27,9;25,9;-2;10;9;91;121;88;133;56;59 +77;83,6;80,9;-2,7;1,76;27;26,7;-0,3;18,2;21,2;3;7;10;76;138;89;119;80;66 +78;84,2;83,9;-0,3;1,72;28,5;28,3;-0,2;35,2;26,9;-8,3;13;13;82;131;79;108;69;66 +79;87,7;88,6;0,9;1,79;27,4;27,7;0,3;23;26,4;3,4;9;11;87;132;84;137;74;66 +80;83,9;84,5;0,6;1,79;26,2;26,4;0,2;20,2;21,7;1,5;7;8;74;119;86;122;54;61 +81;94,9;96,4;1,5;1,79;29,6;30,1;0,5;32,8;30,8;-2;15;15;102;140;98;152;60;68 +82;71,1;72,6;1,5;1,64;26,5;27;0,5;24,1;26,4;2,3;10;11;83;110;90;113;60;59 +83;90;91,9;1,9;1,75;29,4;30;0,6;;26;;;14;81;117;77;121;67;87 +84;74,8;75,6;0,8;1,65;27,5;27,7;0,2;19;19,9;0,9;12;10;79;117;64;123;73;80 +85;81,6;81,8;0,2;1,8;25,2;25,2;0;23,2;22,5;-0,7;8;7;84;120;83;124;67;61 +86;94,3;94,5;0,2;1,84;27,9;27,9;0;28,9;26,3;-2,6;12;12;102;149;104;151;70;86 +87;78,3;79,2;0,9;1,79;24,4;24,7;0,3;19,4;25,8;6,4;8;5;126;143;79;108;72;68 +88;81,7;81,6;-0,1;1,8;25,2;25,1;-0,1;23,1;21,9;-1,2;8;7;83;132;82;122;60;61 +89;106;106,8;0,8;1,83;31,7;31,9;0,2;33,3;32,7;-0,6;16;16;82;130;86;124;61;61 +90;76,6;78,4;1,8;1,73;25,6;26,2;0,6;22,8;18;-4,8;8;6;68;102;77;110;60;61 +91;80;79,8;-0,2;1,81;24,2;24,4;0,2;19,9;23,5;3,6;8;10;90;134;100;155;88;80 +92;97,8;98,7;0,9;1,9;27,1;27,3;0,2;30;29;-1;9;10;83;136;80;118;66;60 +93;92,5;93,5;1;1,76;29,9;30,5;0,6;26,3;27,9;1,6;12;12;93;126;80;120;79;79 +94;67,9;69,4;1,5;1,68;24,1;24,6;0,5;25;24,9;-0,1;8;7;75;119;76;120;70;59 +95;82,6;85,2;2,6;1,78;26,1;25,7;-0,4;25,6;22,6;-3;12;11;87;142;94;151;79;74 +96;116,5;116,8;0,3;1,82;35,2;35,2;0;37,3;33,3;-4;17;15;88;132;84;124;81;80 +101;75,8;77,5;1,7;1,73;25,3;25,9;0,6;36,2;24,8;-11,4;6;6;86;120;81;121;80;80 +103;78,5;79,9;1,4;1,67;27,8;28,7;0,9;40,5;41,4;0,9;7;7;76;99;70;112;65;64 +104;84;83;-1;1,62;32;31,6;-0,4;40,9;42,9;2;9;9;82;136;88;130;89;91 +105;57,9;58;0,1;1,52;25,1;25,1;0;30,8;31;0,2;5;5;85;127;64;98;71;69 +106;93,9;95,2;1,3;1,7;32,5;32,9;0,4;46;44,9;-1,1;9;9;84;116;79;123;54;50 +107;70,8;73,2;2,4;1,64;26,3;27,3;1;41,2;40,1;-1,1;7;7;71;105;72;111;80;88 +108;64,8;65,6;0,8;1,57;28,1;26,6;-1,5;35,2;33,1;-2,1;7;6;83;113;70;102;60;56 +109;80,1;80,7;0,6;1,66;29,1;29,3;0,2;38;38,9;0,9;7;8;85;142;79;136;80;80 +110;92,7;93,3;0,6;1,67;34;33,5;-0,5;49,3;47,5;-1,8;10;10;81;121;86;123;81;89 +111;86,7;86,7;0;1,66;31,5;31,1;-0,4;44,8;43,4;-1,4;9;9;88;122;80;120;88; +112;65,3;66,9;1,6;1,62;25,5;25,5;0;38,5;38,8;0,3;7;7;73;105;76;131;80;69 +113;74,6;75,3;0,7;1,64;27,8;28;0,2;38;40,2;2,2;9;9;;;96;136;;80 +114;84,9;83,7;-1,2;1,74;27,9;28;0,1;35,4;36,4;1;6;6;73;122;61;114;69;71 +115;65,2;65,6;0,4;1,62;25,2;24,8;-0,4;39,6;26,1;-13,5;6;8;73;117;71;101;79;70 +116;87,9;90,8;2,9;1,6;34,3;35,5;1,2;45,3;45,9;0,6;9;9;80;130;79;120;80;66 +117;95,5;93,6;-1,9;1,67;34,9;33,6;-1,3;48,7;43;-5,7;9;9;83;115;83;120;67;61 +118;79,8;79,9;0,1;1,62;30,4;30,4;0;42;39,6;-2,4;10;10;83;147;85;130;89; +119;79,4;79,8;0,4;1,56;32,6;32,4;-0,2;44,7;42,2;-2,5;11;11;90;133;84;133;79;80 +120;74,4;75,2;0,8;1,66;27;27,3;0,3;43,9;41,5;-2,4;9;9;94;126;75;110;105; +121;98;101,1;3,1;1,83;28,6;30,2;1,6;29,6;30,9;1,3;12;14;109;159;108;156;73;79 +122;78,2;75,8;-2,4;1,66;28,4;27,5;-0,9;30,4;28,1;-2,3;13;12;89;138;70;120;59; +123;82;81;-1;1,7;28,4;28;-0,4;27,2;25,4;-1,8;12;11;83;124;81;114;67;59 +124;69,9;68,6;-1,3;1,63;26,3;25,8;-0,5;24;21,7;-2,3;10;9;95;123;81;129;70;66 +125;83,1;84,7;1,6;1,75;27,1;27,7;0,6;28,8;27,5;-1,3;12;12;93;144;92;146;64;62 +126;74,7;74,8;0,1;1,69;26,2;26,2;0;20,6;19,7;-0,9;10;8;84;115;78;110;69;60 +127;79,5;81,9;2,4;1,66;28,9;33,4;4,5;25,7;25,9;0,2;14;12;70;102;76;109;79;68 +128;76,5;76,8;0,3;1,71;26,1;26,3;0,2;25,5;22,6;-2,9;10;8;89;114;77;107;74;60 +129;95;96,3;1,3;1,85;27,7;28,1;0,4;27,4;24,7;-2,7;10;7;93;135;82;124;56;49 +130;78,6;78,2;-0,4;1,79;24,5;24,4;-0,1;20,8;19,5;-1,3;7;13;;;90;130;;88 +131;79,1;76,7;-2,4;1,7;27,4;26,5;-0,9;17;15,1;-1,9;6;5;84;126;82;120;59;60 +132;75,9;76,7;0,8;1,75;24,8;24,5;-0,3;15,5;15;-0,5;8;7;70;131;76;112;60;48 +133;91,3;90,7;-0,6;1,72;30,9;31,3;0,4;25;28,6;3,6;11;15;73;116;71;110;64;65 +134;107,9;109,4;1,5;1,83;32;32,7;0,7;31,7;29,1;-2,6;15;14;87;139;87;137;50;50 +135;106,5;106,5;0;1,84;31,5;31,5;0;34,7;30,7;-4;16;15;92;138;92;133;79;61 +136;103,2;103,9;0,7;1,82;31,2;31,4;0,2;28,8;29,6;0,8;12;14;80;120;82;125;80;92 +137;96,1;96,7;0,6;1,71;32,9;33,1;0,2;29,5;29,2;-0,3;16;13;89;134;93;135;71;70 +138;92;94;2;1,71;31,5;32,1;0,6;32;30,7;-1,3;14;7;84;127;94;131;80;81 +139;89,9;91,1;1,2;1,78;28,4;28,8;0,4;23,8;28,3;4,5;13;8;102;148;99;139;67;61 +140;104,2;102,9;-1,3;1,95;26,8;27;0,2;23,6;20,3;-3,3;9;6;80;117;82;118;61;71 +141;92,9;92,7;-0,2;1,78;29,3;29,3;0;23,6;25,1;1,5;13;13;80;122;71;114;67;61 +142;91,1;90,3;-0,8;1,84;26,9;26,7;-0,2;21,9;19,4;-2,5;9;9;70;121;78;131;42;47 +143;108,1;108;-0,1;1,78;34,1;34,1;0;36,7;34,6;-2,1;17;17;82;113;80;131;60;65 +144;99,8;101,4;1,6;1,72;33,7;34,3;0,6;37,5;36,7;-0,8;17;17;95;135;103;150;73;79 +145;96,1;93,9;-2,2;1,69;33,6;32,9;-0,7;28,8;27,4;-1,4;12;11;85;124;80;117;59;72 +146;71,9;70,7;-1,2;1,68;25,5;25;-0,5;23,9;26,4;2,5;11;12;96;131;93;142;87;80 diff --git a/data/chronicSexVolunteers.csv b/data/chronicSexVolunteers.csv new file mode 100644 index 0000000..8c101c0 --- /dev/null +++ b/data/chronicSexVolunteers.csv @@ -0,0 +1,139 @@ +numVol;Sex +1;MUJER +2;MUJER +3;MUJER +4;MUJER +5;MUJER +6;HOMBRE +7;MUJER +8;MUJER +9;MUJER +10;MUJER +11;MUJER +12;MUJER +13;MUJER +14;MUJER +15;MUJER +16;MUJER +17;MUJER +18;MUJER +19;MUJER +20;MUJER +21;HOMBRE +22;HOMBRE +23;HOMBRE +24;HOMBRE +25;HOMBRE +26;HOMBRE +27;HOMBRE +28;HOMBRE +29;HOMBRE +30;HOMBRE +31;HOMBRE +32;HOMBRE +33;HOMBRE +34;HOMBRE +35;HOMBRE +36;HOMBRE +37;HOMBRE +38;HOMBRE +39;HOMBRE +40;HOMBRE +41;HOMBRE +42;HOMBRE +43;HOMBRE +44;HOMBRE +45;HOMBRE +46;HOMBRE +51;MUJER +52;MUJER +53;MUJER +54;MUJER +55;MUJER +56;MUJER +57;MUJER +58;MUJER +59;MUJER +60;MUJER +61;MUJER +62;MUJER +63;HOMBRE +64;MUJER +65;MUJER +66;MUJER +67;MUJER +68;MUJER +69;HOMBRE +70;MUJER +71;HOMBRE +72;HOMBRE +73;HOMBRE +74;MUJER +75;HOMBRE +76;HOMBRE +77;HOMBRE +78;HOMBRE +79;HOMBRE +80;HOMBRE +81;HOMBRE +82;HOMBRE +83;HOMBRE +84;HOMBRE +85;HOMBRE +86;HOMBRE +87;HOMBRE +88;HOMBRE +89;HOMBRE +90;HOMBRE +91;HOMBRE +92;HOMBRE +93;HOMBRE +94;HOMBRE +95;HOMBRE +96;HOMBRE +101;MUJER +102;MUJER +103;MUJER +104;MUJER +105;MUJER +106;MUJER +107;MUJER +108;MUJER +109;MUJER +110;MUJER +111;MUJER +112;MUJER +113;MUJER +114;MUJER +115;MUJER +116;MUJER +117;MUJER +118;MUJER +119;MUJER +120;MUJER +121;HOMBRE +122;HOMBRE +123;HOMBRE +124;HOMBRE +125;HOMBRE +126;HOMBRE +127;HOMBRE +128;HOMBRE +129;HOMBRE +130;HOMBRE +131;HOMBRE +132;HOMBRE +133;HOMBRE +134;HOMBRE +135;HOMBRE +136;HOMBRE +137;HOMBRE +138;HOMBRE +139;HOMBRE +140;HOMBRE +141;HOMBRE +142;HOMBRE +143;HOMBRE +144;HOMBRE +145;HOMBRE +146;HOMBRE diff --git a/data/plasmAnt_ord.csv b/data/plasmAnt_ord.csv new file mode 100644 index 0000000..f872d82 --- /dev/null +++ b/data/plasmAnt_ord.csv @@ -0,0 +1,249 @@ +"","numVol","grouping","CA","CA.G","CA.S","Total.CA","DHPAA","DHPAA.G","DHPAA.GG","DHPAA.GS","DHPAA.SS","Total.DHPAA","TFA.G","TFA.S","Total.TFA","VA","VA.GG","VA.S","VA.GS","VA.SS","Total.VA","Sweetener","Time","Sex" +"1",1,"1 A0",0.036144578313253,0.117857142857143,0.241935483870968,0.173441734417344,0.2734375,0.0987394957983193,0.0179487179487179,0.301020408163265,NA,0.187514613046528,0.0208676551345415,0.00224745682517152,0.00574097499270215,NA,0.0585116827017475,NA,0.297485493230174,0.0918779860345461,0.0631697687535251,"ST","Initial","WOMAN" +"2",1,"1 AF",0.602409638554217,0.0464285714285714,0.629032258064516,0.311653116531165,0.1059375,0.105042016806723,0.0634615384615385,0.165816326530612,NA,0.0678045358896423,0.0340472267984624,0.00798438608942512,0.0127955629074633,0.626802374893978,0.0796681720007854,NA,0.0882011605415861,0.256155825064315,0.1157967807714,"ST","Final","WOMAN" +"3",2,"2 A0",NA,0.0678571428571429,NA,0.032520325203252,0.253125,0.132352941176471,NA,0.520408163265306,0.0527638190954774,0.197334580313304,0.0409115870400879,0.00857582209604921,0.0144983944730953,NA,0.0817298252503436,0.178844815588031,0.136170212765957,0.0282984196986402,0.0863378020738427,"ST","Initial","WOMAN" +"4",2,"2 AF",NA,0.2,0.387096774193548,0.21680216802168,0.2678125,0.0903361344537815,0.258333333333333,0.150510204081633,0.160804020100503,0.268412438625205,0.0181219110378913,0.0192216702152827,0.0192176705264182,0,0.170675436874141,0.179888656924148,0.410444874274662,0.136714443219405,0.214586316109159,"ST","Final","WOMAN" +"5",3,"3 AF",0.204819277108434,0,0.161290322580645,0.10840108401084,0.1696875,0.0493697478991597,0.0166666666666667,0.295918367346939,NA,0.0979658639233107,0.014827018121911,0.0318192571563757,0.0289967889461905,0.148430873621713,0.0363243667779305,0.112386917188587,0.383365570599613,0.244395442851893,0.104690008243308,"ST","Final","WOMAN" +"6",3,"3 A0",0.433734939759036,0.0892857142857143,0.0806451612903226,0.214092140921409,0.3021875,0.131302521008403,0.0108974358974359,0.188775510204082,0.118090452261307,0.212532148702361,NA,0.00798438608942512,0.00666536927118809,NA,0.13287846063224,NA,0.468858800773694,0.114663726571114,0.150809145733004,"ST","Initial","WOMAN" +"7",4,"4 AF",0.337349397590361,0.0535714285714286,0.161290322580645,0.178861788617886,0.98125,0.0766806722689076,0.0967948717948718,0.13265306122449,0.130653266331658,0.735796118774842,0.0085118066996156,0.0164419209841495,0.0152281794297947,0.238337574215437,0.0527194188101316,0.291927627000696,0.258027079303675,0.0301359794193311,0.106815913922513,"ST","Final","WOMAN" +"8",4,"4 A0",0.144578313253012,0.0821428571428571,0.145161290322581,0.154471544715447,0.2478125,0.0189075630252101,0.0288461538461538,NA,0.246231155778894,0.148000935234978,NA,0.00828010409273717,0.00690863092342123,NA,0.148929903789515,NA,0.345067698259188,NA,0.129680246431515,"ST","Initial","WOMAN" +"9",5,"5 AF",0.216867469879518,0.0821428571428571,0.274193548387097,0.192411924119241,0.0634375,0.0672268907563025,0.104487179487179,0.262755102040816,NA,0.0514379237783493,0.00329489291598023,0.0458362905133665,0.0384839933832831,0,0.0595915963086589,0.279053583855254,0.102514506769826,0.191106210951856,0.100655126035837,"ST","Final","WOMAN" +"10",5,"5 A0",0.0481927710843374,0.0571428571428571,0.193548387096774,0.121951219512195,0.2046875,0.123949579831933,NA,0.0178571428571429,NA,0.110123918634557,NA,0.00969955050863497,0.00807628685414031,NA,0.0906636559984292,0.0901183020180932,0.100967117988395,0.0951855935317898,0.0871187470172242,"ST","Initial","WOMAN" +"11",6,"6 AF",0.192771084337349,0.0642857142857143,0.161290322580645,0.154471544715447,0.21125,0.0903361344537815,0.0211538461538462,0.255102040816327,0.374371859296482,0.169043722235212,NA,0.0237165838656257,0.0196068891699912,0.361323155216285,0.134645591989005,0.173625608907446,0.0882011605415861,0.730613744946711,0.234413640505011,"ST","Final","MAN" +"12",6,"6 A0",0.168674698795181,0.025,0.241935483870968,0.132791327913279,0.3309375,0.14390756302521,0.0198717948717949,0.176020408163265,0.135678391959799,0.240589198036007,0.0216913783635365,0.0178022237993849,0.0186824948915053,NA,0.0676418613783625,NA,0.15899419729207,0.24696802646086,0.0740162263004903,"ST","Initial","MAN" +"13",7,"7 AF",0.240963855421687,0.0535714285714286,0.193548387096774,0.16260162601626,0.145,0.118697478991597,0.437179487179487,0.224489795918367,0.0577889447236181,0.245265372924947,0.000823723228995058,0.0150816181689141,0.0127469105770166,0,0.0836442175535048,0.153444676409186,0.177562862669246,0.0470415288496876,0.0976615037528743,"ST","Final","WOMAN" +"14",7,"7 A0",0.0602409638554217,0.05,0.129032258064516,0.10840108401084,0.3425,0.0766806722689076,0.128205128205128,0.0918367346938776,0.128140703517588,0.265372924947393,0,0.0151999053702389,0.01269825824657,NA,0.149764382485765,0.222338204592902,0.33384912959381,0.225284821756707,0.19731875569439,"ST","Initial","WOMAN" +"15",8,"8 AF",0.132530120481928,0.00357142857142857,NA,0.0487804878048781,0.3928125,0.0441176470588235,0.182692307692308,0.11734693877551,NA,0.307926116436755,0.00549148819330039,0.0237757274662882,0.0207258927702637,0.115351993214589,0.0896819163557825,NA,0.258413926499033,0.258360896729144,0.11783591479023,"ST","Final","WOMAN" +"16",8,"8 A0",0.373493975903614,0.025,0.564516129032258,0.233062330623306,0.266875,0.168067226890756,0.0673076923076923,0.260204081632653,NA,0.212298339957914,0.00164744645799012,0.00337118523775727,0.0032597061399241,NA,0.142008639308855,0.117606123869172,0.453771760154739,0.133774347666299,0.180051195279622,"ST","Initial","WOMAN" +"17",9,"9 AF",0.397590361445783,0.0535714285714286,0.241935483870968,0.205962059620596,0.36,0.100840336134454,NA,0.247448979591837,0.193467336683417,0.258358662613982,0.0318506315211422,0.00650579607286492,0.0111900360027245,0.245971162001696,0.228499901826036,NA,0.496711798839458,0.648658581403896,0.32001388346566,"ST","Final","WOMAN" +"18",9,"9 A0",0.132530120481928,0.00714285714285714,0.274193548387097,0.116531165311653,0.1628125,0.140756302521008,0.083974358974359,0.076530612244898,0.138190954773869,0.128594809445873,0.0249862712795168,0.0028388928317956,0.00695728325386786,NA,0.0435892401335166,0.10125260960334,0.133075435203095,0.0554943035648659,0.0458154366783808,"ST","Initial","WOMAN" +"19",10,"10 AF",0.313253012048193,0.0214285714285714,0.0645161290322581,0.132791327913279,0.1725,0.0336134453781513,0.0724358974358974,0.114795918367347,0.0402010050251256,0.102174421323358,0.00961010433827567,0.0124792997397682,0.0121630826116571,0,0.076133909287257,0.1687543493389,0.400773694390716,0.0485115766262404,0.118139615601545,"ST","Final","WOMAN" +"20",10,"10 A0",0.216867469879518,0.0178571428571429,0.145161290322581,0.121951219512195,0.0521875,0.161764705882353,NA,0.137755102040816,NA,0.0154313771335048,0.029104887424492,0.00331204163709487,0.00807628685414031,NA,0.082515216964461,0.24669450243563,0.193036750483559,0.0823226754869533,0.108247646318712,"ST","Initial","WOMAN" +"21",11,"11 AF",0.313253012048193,0.0571428571428571,0.258064516129032,0.192411924119241,0.3725,0.226890756302521,0.544871794871795,0.0739795918367347,0.243718592964824,0.482347439794248,0.14168039538715,0.0192808138159451,0.0411598715578476,0.141645462256149,0.237041036717063,0.130828114126653,0.36247582205029,0.799705990444689,0.347260184823637,"ST","Final","WOMAN" +"22",11,"11 A0",0.228915662650602,0.0428571428571429,0.129032258064516,0.140921409214092,0.2909375,0.150210084033613,NA,0.0535714285714286,0.371859296482412,0.216506897357961,0.0203185063152114,0.0137213153536787,0.0150822224384548,NA,0.0967013548007069,0.0675017397355602,0.386073500967118,0.106210951855935,0.122912056922209,"ST","Initial","WOMAN" +"23",12,"12 AF",0.36144578313253,0.225,0.193548387096774,0.319783197831978,0.5,0.236344537815126,0.173717948717949,0.168367346938776,0.241206030150754,0.452887537993921,0.00741350906095552,0.0329429855689614,0.0286075703026175,0.11704834605598,0.13665815825643,0.178844815588031,0.231334622823985,0.192576258728409,0.176884029675908,"ST","Final","WOMAN" +"24",12,"12 A0",0.108433734939759,0.0321428571428571,NA,0.0650406504065041,0.266875,0.125,0.0538461538461538,0.224489795918367,0.193467336683417,0.210661678746785,NA,0.000118287201324817,0.000194609321786514,NA,0.257215786373454,0.0762004175365344,0.115667311411992,0.124954061006983,0.237754349429476,"ST","Initial","WOMAN" +"25",13,"13 AF",0.228915662650602,0.00357142857142857,0.161290322580645,0.116531165311653,0.491875,0.125,0.0314102564102564,0.107142857142857,NA,0.343932663081599,NA,0.0444759876981311,0.0366838571567578,0.404580152671756,0.137885332809739,0.177800974251914,0.0649903288201161,NA,0.143260011280316,"ST","Final","WOMAN" +"26",13,"13 A0",0.180722891566265,0.114285714285714,NA,0.143631436314363,0.2721875,0.170168067226891,0.0320512820512821,0.0714285714285714,0.306532663316583,0.213233574935703,NA,0.0123610125384433,0.0102656417242386,NA,0.0748085607696839,NA,0.271566731141199,0.0628445424476295,0.0712395331684672,"ST","Initial","WOMAN" +"27",14,"14 AF",0.566265060240964,0.103571428571429,0.870967741935484,0.387533875338753,0.448125,0.334033613445378,0.25,0.0535714285714286,0.125628140703518,0.442366144493804,0.303953871499176,0.269044239413295,0.275372190327917,0.171331636980492,0.298350677400353,0.763048016701461,0.324564796905222,0.130834252113194,0.398585621935876,"ST","Final","WOMAN" +"28",14,"14 A0",0.0843373493975904,0.0821428571428571,0.838709677419355,0.257452574525745,0.27,0.0577731092436975,0.0307692307692308,0.211734693877551,0.0628140703517588,0.17629179331307,0.0895112575507963,0.294535131298793,0.258343874671597,NA,0.0576772040054977,NA,0.0676982591876209,0.0213156927600147,0.028330947112673,"ST","Initial","WOMAN" +"29",15,"15 A0",0.253012048192771,0.0178571428571429,0.354838709677419,0.165311653116531,0.24,0.069327731092437,NA,NA,0.14070351758794,0.133972410568155,0.0455793520043932,0.0175656493967353,0.0227206383185755,NA,0.0801099548399764,0.0313152400835073,0.630947775628627,0.314590224182286,0.155798516204608,"ST","Initial","WOMAN" +"30",15,"15 AF",0.481927710843374,0.0428571428571429,0.32258064516129,0.230352303523035,0.298125,0.0777310924369748,0.0775641025641026,0.204081632653061,0.0904522613065327,0.220715454758008,0.0686436024162548,0.0555949846226638,0.0580908825532743,0.147582697201018,0.122472020420185,0.175365344467641,0.446808510638298,0.027930907754502,0.170202611826977,"ST","Final","WOMAN" +"31",16,"16 AF",0.349397590361446,0.0678571428571429,0.17741935483871,0.195121951219512,0.2675,0.185924369747899,0.0775641025641026,0.206632653061224,0.384422110552764,0.249473930324994,0.00329489291598023,NA,0.000681132626252798,0,0.148635381896721,0.411969380654141,0.307543520309478,0.331495773612642,0.235498286259708,"ST","Final","WOMAN" +"32",16,"16 A0",0.0963855421686747,0.0214285714285714,0.0806451612903226,0.0867208672086721,0.335,0.206932773109244,0.153205128205128,0.142857142857143,0.331658291457286,0.321487023614683,0.00247116968698517,0.0141353205583156,0.0122603872725504,NA,0.0908600039269586,0.0835073068893528,0.143520309477756,0.11539875045939,0.0936266215454033,"ST","Initial","WOMAN" +"33",17,"17 AF",0.240963855421687,0.0142857142857143,0.67741935483871,0.214092140921409,0.215,0.0861344537815126,0.05,0.0918367346938776,0.374371859296482,0.166471826046294,NA,NA,0,0.254452926208651,0.177253092479874,0.134307585247042,0.319922630560928,0.0429988974641676,0.206516551694217,"ST","Final","WOMAN" +"34",17,"17 A0",0.0963855421686747,0.0107142857142857,0.17741935483871,0.0948509485094851,0.628125,0.0199579831932773,0.0282051282051282,0.0816326530612245,0.0201005025125628,0.4189852700491,NA,0.022888573456352,0.0189257565437384,NA,0.0337718437070489,0.222686151704941,0.129206963249516,0.00330760749724366,0.0456852791878173,"ST","Initial","WOMAN" +"35",18,"18 AF",0.626506024096386,0.0571428571428571,0.17741935483871,0.249322493224932,0.5146875,0.0409663865546218,0.0442307692307692,0.155612244897959,0.042713567839196,0.353518821603928,0.00796265788028556,0.0639933759167258,0.0542473484479907,0.179813401187447,0.207294325544866,0.175017397355602,0.369825918762089,0.123116501286292,0.249381751919823,"ST","Final","WOMAN" +"36",18,"18 A0",0.385542168674699,0.0642857142857143,0.274193548387097,0.21680216802168,0.1865625,0.137605042016807,0.0448717948717949,NA,0.527638190954774,0.160626607435118,NA,0.00969955050863497,0.00807628685414031,NA,0.0845277832318869,0.17919276270007,0.521083172147002,0,0.128682372337195,"ST","Initial","WOMAN" +"37",19,"19 AF",0.530120481927711,0.0714285714285714,0.241935483870968,0.249322493224932,0.126875,0.127100840336134,0.00705128205128205,0.219387755102041,0.158291457286432,0.0855740004676175,0.261120263591433,0.0173290749940856,0.0607181083973922,0.210347752332485,0.082367956018064,0.173973556019485,0.222050290135397,0.0121278941565601,0.11072063863942,"ST","Final","WOMAN" +"38",19,"19 A0",0.301204819277108,0.0214285714285714,0.290322580645161,0.168021680216802,0.0628125,0.0472689075630252,0.0378205128205128,0.0204081632653061,NA,0,0.149917627677101,0.00408090844570617,0.030115792546463,NA,0.200176713135676,0.126304801670146,0.143907156673114,0.00257258360896729,0.18230725844939,"ST","Initial","WOMAN" +"39",20,"20 AF",0.108433734939759,0.0821428571428571,NA,0.102981029810298,0.226875,0.14390756302521,0.294871794871795,0.0688775510204082,0.241206030150754,0.263034837502923,0.113124656781988,0.0145493257629524,0.032207842755668,0.21882951653944,0.80458472413116,0.282533054975644,0.280851063829787,0.109886071297317,0.781161872532431,"ST","Final","WOMAN" +"40",20,"20 A0",0.120481927710843,0.0107142857142857,0.0806451612903226,0.0840108401084011,0.0475,0.0609243697478992,0.0262820512820513,0.188775510204082,0.148241206030151,0.0147299509001637,0.0974739154310818,NA,0.0173688819694463,NA,0.156832907912822,0.0803757828810021,0.520696324951644,0.0863653068724733,0.19042040869452,"ST","Initial","WOMAN" +"41",21,"21 AF",0.421686746987952,0.0785714285714286,0.209677419354839,0.224932249322493,0.225625,0.0630252100840336,0.178205128205128,0.206632653061224,NA,0.193593640402151,0.246293245469522,0.000295718003312042,0.0440790113846453,0.0831212892281595,0.249460043196544,NA,0.0707930367504835,0.122748989342154,0.220356631524144,"ST","Final","MAN" +"42",21,"21 A0",0.072289156626506,0.0107142857142857,1,0.227642276422764,0.1384375,0.177521008403361,0.0980769230769231,0.0663265306122449,0.276381909547739,0.135609071779285,NA,0.0168559261887864,0.0139632188381823,NA,0.107795012762615,0.16214335421016,0.229400386847195,0.342888643880926,0.154887413770663,"ST","Initial","MAN" +"43",22,"22 AF",0.240963855421687,0.103571428571429,0.370967741935484,0.230352303523035,0.32875,0.192226890756303,0.127564102564103,0.114795918367347,0.761306532663317,0.341594575637129,0.123558484349259,0.0219422758457535,0.0401381726184684,0.3774385072095,0.20969958766935,NA,0.463442940038685,0.166850422638736,0.249511909410387,"ST","Final","MAN" +"44",22,"22 A0",0.493975903614458,0.0892857142857143,0.290322580645161,0.262872628726287,0.505,0.216386554621849,0.0115384615384615,0.0816326530612245,0.173366834170854,0.378770166004208,0.0159253157605711,0.00467234445233026,0.0068599785929746,NA,0.140781464755547,0.211551844119694,0.115667311411992,0.282984196986402,0.170376155147729,"ST","Initial","MAN" +"45",23,"23 AF",0.228915662650602,0.0785714285714286,0.5,0.230352303523035,0.8740625,0.0651260504201681,0.0705128205128205,0.170918367346939,0.221105527638191,0.65536591068506,0.0200439319055464,0.00414005204636858,0.00715189257565437,0.197625106022053,0.155360298448851,0.241127348643006,0.294390715667311,0.148107313487688,0.207123953316847,"ST","Final","MAN" +"46",23,"23 A0",0.156626506024096,0.00714285714285714,0.435483870967742,0.149051490514905,0.12875,0.121848739495798,NA,0.10969387755102,0.238693467336683,0.0815992518120178,NA,0.0279749231133191,0.0231098569621485,NA,0.0847732181425486,0.0688935281837161,0.100967117988395,0.121278941565601,0.0823463056965595,"ST","Initial","MAN" +"47",24,"24 AF",0.542168674698795,0.135714285714286,0.145161290322581,0.284552845528455,0.6415625,0.189075630252101,0.506410256410256,0.102040816326531,0.170854271356784,0.657002571896189,0.0313014827018122,0.028388928317956,0.0290940936070838,0.19253604749788,0.237875515413312,0.221642310368824,0.397678916827853,0.389930172730614,0.317497505314764,"ST","Final","MAN" +"48",24,"24 A0",0.746987951807229,0.0464285714285714,0.129032258064516,0.260162601626016,0.0940625,0.0241596638655462,0.0358974358974359,0.0612244897959184,0.160804020100503,0.0343698854337152,NA,0.0107049917198959,0.008903376471733,NA,0.0304830159041822,NA,0.0251450676982592,0.0720323410510842,0.0055100004338583,"ST","Initial","MAN" +"49",25,"25 AF",0.180722891566265,0.0714285714285714,0.387096774193548,0.195121951219512,0.355625,0.186974789915966,0.0333333333333333,0.150510204081633,NA,0.260462941314005,0.0886875343218012,0.0332387035722735,0.0432519217670526,0.108566581849025,0.11314549381504,0.148921363952679,0.397292069632495,0.0893054024255788,0.158358280185691,"ST","Final","MAN" +"50",25,"25 A0",0.228915662650602,0.0142857142857143,0.161290322580645,0.124661246612466,0.278125,0.232142857142857,0.0275641025641026,0.211734693877551,0.153266331658291,0.22843114332476,0.0779791323448655,0.00739295008280104,0.0200934124744575,NA,0.0897310033379148,0.122477383437717,0.257253384912959,0.093715545755237,0.10768363052627,"ST","Initial","MAN" +"51",26,"26 AF",0.373493975903614,0.0607142857142857,0.0806451612903226,0.178861788617886,0.5825,0.109243697478992,0.0769230769230769,0.0663265306122449,0.35427135678392,0.45218611176058,0.0186710598572213,0.0123610125384433,0.0136713048555026,0.0678541136556404,0.0951796583546044,0.176757132915797,0.0588007736943907,NA,0.0874658336587271,"ST","Final","MAN" +"52",26,"26 A0",0.120481927710843,0.0464285714285714,0.17741935483871,0.127371273712737,0.211875,0.254201680672269,0.307692307692308,0.13265306122449,0.223618090452261,0.285246668225392,NA,0.0114147149278448,0.00948720443709254,NA,0.221136854506185,0.241127348643006,0.143907156673114,0.0562293274531422,0.221484663109029,"ST","Initial","MAN" +"53",27,"27 AF",0.228915662650602,0.0571428571428571,0.129032258064516,0.151761517615176,0.3684375,0.0987394957983193,0.0115384615384615,0.0280612244897959,0.120603015075377,0.240589198036007,0.0639758374519495,0.0295718003312042,0.0358567675391651,0.325699745547074,0.0626349892008639,0.203201113430759,0.499032882011605,0.127894156560088,0.147555208468914,"ST","Final","MAN" +"54",27,"27 A0",0.168674698795181,0.1,0.338709677419355,0.205962059620596,0.3078125,0.131302521008403,0.00897435897435898,NA,NA,0.189618891746551,NA,0.0166193517861367,0.0137686095163958,NA,0.189083055173768,0.0897703549060543,0.0785299806576402,0.138184490995957,0.176623714694781,"ST","Initial","MAN" +"55",28,"28 A0",0.421686746987952,0.00714285714285714,0.112903225806452,0.154471544715447,0.3890625,0.154411764705882,0.0403846153846154,0.0561224489795918,0.226130653266332,0.291325695581015,0.0584843492586491,0.0102318429145966,0.0189744088741851,NA,0.0480070685254271,0.235908141962422,0.326885880077369,0.161337743476663,0.100741897696212,"ST","Initial","MAN" +"56",28,"28 AF",0.204819277108434,0.189285714285714,0.17741935483871,0.254742547425474,0.30375,0.18172268907563,0.269871794871795,0.14030612244898,0.42964824120603,0.343932663081599,NA,0.00822096049207476,0.0068599785929746,0.316369804919423,0.26678774788926,0.17223382045929,0.612379110251451,0.117236310180081,0.335112152371036,"ST","Final","MAN" +"57",29,"29 AF",0.265060240963855,0.0321428571428571,0.354838709677419,0.178861788617886,0.3184375,0.149159663865546,0.0551282051282051,0.153061224489796,NA,0.23240589198036,0.0645249862712795,0.0199313934232316,0.028023742337258,0.561492790500424,0.0968977027292362,0.294363256784969,0.449516441005803,0.389195148842337,0.226560805241008,"ST","Final","MAN" +"58",29,"29 A0",0.072289156626506,0.0642857142857143,0.258064516129032,0.143631436314363,0.13375,0.127100840336134,NA,0.102040816326531,0.241206030150754,0.0860416179565116,0.0183964854475563,0.0326472675656494,0.0303104018682495,NA,0.118201452974671,0.145441892832289,0.179883945841393,0.110988607129732,0.129072844808885,"ST","Initial","MAN" +"59",30,"30 AF",0.240963855421687,0.407142857142857,0.112903225806452,0.417344173441734,0.331875,0.0892857142857143,0.033974358974359,0.086734693877551,NA,0.215337853635726,0.0071389346512905,0.025195173882186,0.0221854626836625,0.0916030534351145,0.0751030826624779,0.138135003479471,0.22862669245648,0.0863653068724733,0.103258275847108,"ST","Final","MAN" +"60",30,"30 A0",0.168674698795181,0.0142857142857143,0.193548387096774,0.116531165311653,0.1621875,0.292016806722689,0.00448717948717949,0.125,0.261306532663317,0.148702361468319,0.0922570016474465,0.0229477170570144,0.0354188965651455,NA,0.09193991753387,NA,0.384526112185687,0.0654171260565968,0.0993535511302009,"ST","Initial","MAN" +"61",31,"31 AF",0.409638554216867,0.0821428571428571,0.0806451612903226,0.203252032520325,0.4090625,0.0997899159663866,0.0724358974358974,0.13265306122449,0.0753768844221105,0.29880757540332,0.130148270181219,0.011592145729832,0.0327916707210275,0,0.10558609856666,0.160055671537926,0.413539651837524,0.392135244395443,0.185083951581414,"ST","Final","MAN" +"62",31,"31 A0",0.313253012048193,0.696428571428571,0.161290322580645,0.661246612466125,0.079375,0.119747899159664,NA,0.0306122448979592,NA,0.01660042085574,0.0900604063701263,0.0419328128696475,0.0506470759949402,NA,0.103769880227764,NA,0.194197292069632,0.129364204336641,0.0960128422057356,"ST","Initial","MAN" +"63",32,"32 AF",0.253012048192771,0.0464285714285714,0.370967741935484,0.18970189701897,0.3921875,0.0420168067226891,0.0717948717948718,0.0586734693877551,NA,0.261164367547346,0.152663371773751,0.09356517624793,0.104213291816678,0.592875318066158,0.0706361672884351,0.103340292275574,0.679690522243714,0.0826901874310915,0.170766627619419,"ST","Final","MAN" +"64",32,"32 A0",0.397590361445783,0.1,0.354838709677419,0.260162601626016,0.2953125,0.0378151260504202,0.0769230769230769,0.229591836734694,0.0678391959798995,0.209726443768997,0.100219659527732,0.0115330021291696,0.0274399143718984,NA,0.092087178480267,NA,0.476982591876209,0.0867328188166115,0.112369300186559,"ST","Initial","MAN" +"65",33,"33 AF",0.373493975903614,0.225,0.435483870967742,0.363143631436314,0.3475,0.122899159663866,0.554487179487179,0.339285714285714,0.821608040201005,0.522094926350245,0.111751784733663,0.0288620771232553,0.0437384450715189,0.390161153519932,0.26889848812095,0.452331245650661,0.603481624758221,0.53436236677692,0.423922946765586,"ST","Final","MAN" +"66",33,"33 A0",0.156626506024096,0.164285714285714,NA,0.176151761517615,0.3209375,0.15546218487395,0.290384615384615,0.153061224489796,0.168341708542714,0.335281739537059,0.111202635914333,0.025195173882186,0.0406246959229347,NA,0.192077361083841,0.117606123869172,0.180657640232108,0.483645718485851,0.234977656297453,"ST","Initial","MAN" +"67",34,"34 AF",0.132530120481928,0.0392857142857143,0.225806451612903,0.132791327913279,0.3059375,0.0871848739495798,0.0993589743589744,0.14030612244898,0.226130653266332,0.243394902969371,0.0395387149917628,0.0631653655074521,0.0591612338231001,0.334181509754029,0.133762026310622,NA,0.445647969052224,0.127894156560088,0.17358670658163,"ST","Final","MAN" +"68",34,"34 A0",0.0120481927710843,0.0107142857142857,NA,0.02710027100271,0.130625,0.0388655462184874,0.0961538461538462,0.0229591836734694,0.092964824120603,0.077156885667524,NA,0.0933877454459428,0.0769193344361195,NA,0.153347732181426,0.0528879610299235,0.643713733075435,0.0474090407938258,0.193110330166168,"ST","Initial","MAN" +"69",35,"35 AF",0.144578313253012,0.05,NA,0.0867208672086721,0.311875,0.102941176470588,0.0121794871794872,NA,0.351758793969849,0.218377367313538,NA,0.0153773361722262,0.0127469105770166,0,0.0930689181229138,0.41544885177453,0.132301740812379,0.223814773980154,0.154453555468784,"ST","Final","MAN" +"70",35,"35 A0",0.216867469879518,0.00714285714285714,0.17741935483871,0.119241192411924,0.165,0.092436974789916,0.066025641025641,0.11734693877551,0.0979899497487437,0.112929623567921,0.0192202086765513,0.0110007097232079,0.0126496059161234,NA,0.0556646377380719,0.117954070981211,0.502127659574468,NA,0.0855134713002733,"ST","Initial","MAN" +"71",36,"36 AF",0.626506024096386,0.0464285714285714,0.17741935483871,0.241192411924119,0.4175,0.135504201680672,0.100641025641026,0.142857142857143,0.105527638190955,0.327098433481412,NA,0,9.73046608932568e-05,0.220525869380831,0.12153936775967,NA,0.143907156673114,0.288496876148475,0.142088593865244,"ST","Final","MAN" +"72",36,"36 A0",0,0.0392857142857143,0.209677419354839,0.100271002710027,0.1825,0.169117647058824,0.141025641025641,0.288265306122449,0.226130653266332,0.198036006546645,0,0.0276792051100071,0.0229638999708086,NA,0.303013940702926,0.110299234516354,0.423984526112186,0.184490995957369,0.324092151503319,"ST","Initial","MAN" +"73",37,"37 AF",0.421686746987952,0.414285714285714,0.370967741935484,0.506775067750677,0.2959375,0.195378151260504,0.0506410256410256,0.377551020408163,0.0226130653266332,0.2450315641805,0.0661724327292696,0.018689377809321,0.0272939573805585,0.341815097540288,0.18304535637149,0.331593597773139,0.216247582205029,0.136714443219405,0.240140570089809,"ST","Final","MAN" +"74",37,"37 A0",0.072289156626506,0.0214285714285714,NA,0.0487804878048781,0.1525,0.267857142857143,0.228846153846154,0.114795918367347,0.173366834170854,0.208791208791209,0.0197693574958814,0.00786609888810031,0.0101683370633453,NA,0.0893873944629884,NA,0.273114119922631,0.211319367879456,0.101826543450909,"ST","Initial","MAN" +"75",38,"38 AF",0.493975903614458,0.0964285714285714,0.274193548387097,0.265582655826558,0.283125,0.0451680672268908,0.0378205128205128,0.10969387755102,0.108040201005025,0.180734159457564,0.133717737506864,0.0247220250768867,0.0442249683759852,0.189991518235793,0.1316021990968,0.25678496868476,0.137717601547389,0.205806688717383,0.176927415506096,"ST","Final","MAN" +"76",38,"38 A0",0.253012048192771,0.0428571428571429,0.0645161290322581,0.13550135501355,0.2659375,0.0630252100840336,NA,0.165816326530612,0.123115577889447,0.165536591068506,NA,0.00514549325762952,0.00433005740974993,NA,0.0286667975652857,0.0497564370215727,0.346615087040619,NA,0.0357065382446093,"ST","Initial","MAN" +"77",39,"39 AF",0.36144578313253,0.0714285714285714,0.193548387096774,0.203252032520325,0.4709375,0.283613445378151,0.319230769230769,0.224489795918367,0.195979899497487,0.49567453822773,0.0123558484349259,0.0355453039981074,0.0316240147903085,0.391009329940628,0.137934419791871,NA,0.586847195357834,0.0536567438441749,0.187253243090807,"ST","Final","MAN" +"78",39,"39 A0",0.518072289156627,0.0107142857142857,0.0967741935483871,0.176151761517615,0.2075,0.0724789915966386,0.262820512820513,0.165816326530612,0.28643216080402,0.234042553191489,0.0101592531576057,0.00484977525431748,0.00598423664493529,NA,0.0979776163361477,0.155880306193459,0.235976789168278,0.557883131201764,0.171547572562801,"ST","Initial","MAN" +"79",40,"40 AF",0.036144578313253,0.1,0.145161290322581,0.143631436314363,0.260625,0.0504201680672269,0.130769230769231,0.112244897959184,0.226130653266332,0.210194061257891,0.134266886326194,0.0146084693636149,0.036002724530505,0,0.103131749460043,0.11134307585247,0.28394584139265,0.199926497611172,0.139615601544536,"ST","Final","MAN" +"80",40,"40 A0",0.192771084337349,0.110714285714286,NA,0.143631436314363,0.2378125,0.165966386554622,0.0423076923076923,0.0459183673469388,0.130653266331658,0.171615618424129,0.00549148819330039,0.0399219304471256,0.0340079789821933,NA,0.0905654820341645,0.169102296450939,0.162088974854932,0.241455347298787,0.121003080393943,"ST","Initial","MAN" +"81",41,"41 A0",0.301204819277108,0.203571428571429,NA,0.238482384823848,0.2275,0.0861344537815126,0.0269230769230769,NA,0.256281407035176,0.148000935234978,0.0529928610653487,0.0119470073338065,0.0194122798482047,NA,0.13435107009621,0.112038970076548,0.202321083172147,0.0639470782800441,0.136144735129507,"ST","Initial","MAN" +"82",41,"41 AF",NA,0.0214285714285714,0.225806451612903,0.0542005420054201,0.350625,0.107142857142857,0.0320512820512821,0.107142857142857,0.261306532663317,0.2569558101473,0.0804503020318506,0.00656493967352732,0.0198501508222244,0.251060220525869,0.152316905556646,0.203897007654836,0.174854932301741,0.10327085630283,0.183825762505966,"ST","Final","MAN" +"83",42,"42 A0",0.180722891566265,0.0571428571428571,0.516129032258065,0.205962059620596,0.0221875,0.134453781512605,0.0128205128205128,0.112244897959184,0.178391959798995,0.00303951367781155,0.057660626029654,0.0663591199432221,0.0649995134766955,NA,0.114667190261143,0.25330549756437,0.178723404255319,0.142227122381477,0.142956310469001,"ST","Initial","MAN" +"84",42,"42 AF",0.204819277108434,0.157142857142857,0.258064516129032,0.24390243902439,0.3075,0.367647058823529,0.133974358974359,0.102040816326531,NA,0.296937105447744,0.0164744645799012,0.0153181925715638,0.015714702734261,0.145038167938931,0.0827606518751227,NA,0.181818181818182,0.547225284821757,0.138747884940778,"ST","Final","MAN" +"85",51,"1 B0",0.44578313253012,0.0714285714285714,0.467741935483871,0.268292682926829,0.3284375,0.100840336134454,0.0128205128205128,0.548469387755102,0.233668341708543,0.269815291091887,NA,0.0623964986988408,0.0514255132820862,NA,0.0581680738268211,0.0681976339596381,0.457253384912959,0.0665196618890114,0.0922382749793917,"SU","Initial","WOMAN" +"86",51,"1 BF",0.0843373493975904,0.0428571428571429,0.145161290322581,0.111111111111111,0.15125,0.0840336134453781,0.0198717948717949,0.178571428571429,NA,0.0823006780453589,0.0164744645799012,0.0270286255027206,0.0253478641626934,0.128074639525021,0.103818967209896,NA,0.0967117988394584,0.243660418963616,0.111111111111111,"SU","Final","WOMAN" +"87",52,"2 B0",0.0481927710843374,0.0714285714285714,0.0645161290322581,0.111111111111111,0.619375,0.157563025210084,0.130769230769231,0.102040816326531,NA,0.482347439794248,0.00741350906095552,0.0380293352259286,0.0327916707210275,NA,0.0712742980561555,0.144398051496173,0.103675048355899,0.444321940463065,0.118269773092108,"SU","Initial","WOMAN" +"88",52,"2 BF",0.349397590361446,0.0428571428571429,0.161290322580645,0.173441734417344,0.23875,0.0567226890756303,0.0423076923076923,0.173469387755102,0.0954773869346734,0.156418050035071,NA,0.0397444996451384,0.0327916707210275,NA,0.0675436874140978,0.109255393180237,0.0363636363636364,0.384785005512679,0.0960128422057356,"SU","Final","WOMAN" +"89",53,"3 BF",0.120481927710843,0.0142857142857143,0.467741935483871,0.151761517615176,0.27875,0.0483193277310924,0.0897435897435898,0.209183673469388,0.0678391959798995,0.202478372691139,NA,0.00035486160397445,0.000389218643573027,0.368956743002545,0.0972413116041626,0.121433542101601,0.417408123791103,0.027930907754502,0.149203870016053,"SU","Final","WOMAN" +"90",53,"3 B0",0.289156626506024,0.107142857142857,0.387096774193548,0.246612466124661,0.33125,0.0777310924369748,0.441025641025641,NA,0.100502512562814,0.360299275192892,NA,NA,0,NA,0.212203023758099,0.367084203201113,0.201934235976789,0.199558985667034,0.252722460844288,"SU","Initial","WOMAN" +"91",54,"4 BF",0.253012048192771,0.0107142857142857,0.274193548387097,0.146341463414634,0.2784375,0.158613445378151,0.122435897435897,0.275510204081633,0.14572864321608,0.252045826513912,0.103239978034047,0.0274426307073575,0.0410625668969544,NA,0.231788729628902,NA,0.381044487427466,0.0554943035648659,0.221397891448653,"SU","Final","WOMAN" +"92",54,"4 B0",0.349397590361446,0.0964285714285714,NA,0.168021680216802,0.19625,0.0850840336134454,0.0455128205128205,0.0816326530612245,0.148241206030151,0.128594809445873,0.0389895661724327,0.0161462029808375,0.0203853264571373,NA,0.101953661888867,0.137091162143354,0.331141199226306,0.0404263138552003,0.122304655299579,"SU","Initial","WOMAN" +"93",55,"5 BF",0.301204819277108,0.153571428571429,0.258064516129032,0.262872628726287,0.2740625,0.20063025210084,0.196153846153846,0.352040816326531,0.206030150753769,0.297638531681085,0.327018121911038,0.00969955050863497,0.066118517076968,0.095843935538592,0.0832515216964461,0.112734864300626,0.191876208897486,0.364939360529217,0.13627489262007,"SU","Final","WOMAN" +"94",55,"5 B0",0.168674698795181,0.0285714285714286,0.370967741935484,0.157181571815718,0.31,0.0661764705882353,NA,0.114795918367347,0.138190954773869,0.195931727846621,0.0120812740252608,0.00544121126094157,0.00681132626252797,NA,0.0131553112114667,0.0803757828810021,0.420502901353965,0.145534729878721,0.0591782723762419,"SU","Initial","WOMAN" +"95",56,"6 BF",0.168674698795181,0.0392857142857143,0.193548387096774,0.13550135501355,0.1484375,0.0514705882352941,0.136538461538462,0.0331632653061225,0.253768844221106,0.123918634556932,NA,0.0301632363378283,0.0249099931886737,NA,0.148439033968192,0.0723729993041058,0.19458413926499,0.0922454979786843,0.146123476072715,"SU","Final","WOMAN" +"96",56,"6 B0",0.36144578313253,0.0535714285714286,0.370967741935484,0.219512195121951,0.28,0.267857142857143,0.187820512820513,0.186224489795918,NA,0.281505728314239,0.0107084019769358,0.00751123728412586,0.00827089617592683,NA,0.19836049479678,0.212595685455811,0.343907156673114,0.196251378169791,0.236756475335156,"SU","Initial","WOMAN" +"97",57,"7 BF",0.409638554216867,0.0892857142857143,0.274193548387097,0.241192411924119,0.35375,0.292016806722689,0.0621794871794872,0.102040816326531,0.0452261306532663,0.290858078092121,0.0549148819330039,0.0509226401703336,0.0518147319256592,0.0619168787107718,0.200176713135676,0.130828114126653,0.708704061895551,0.324145534729879,0.293288212069938,"SU","Final","WOMAN" +"98",57,"7 B0",0.421686746987952,0.0142857142857143,0.17741935483871,0.170731707317073,0.0853125,0.107142857142857,0.0653846153846154,0.112244897959184,0.266331658291457,0.071545475800795,NA,0.000650579607286492,0.000632480295806169,NA,0.0705379933241704,0.147181628392484,0.620889748549323,0.150679897096656,0.141307648921862,"SU","Initial","WOMAN" +"99",58,"8 BF",0.216867469879518,0.178571428571429,0.145161290322581,0.24390243902439,0.433125,0.0987394957983193,0.202564102564103,0.145408163265306,0.0628140703517588,0.364040215104045,NA,0.0143127513603028,0.0118711686289773,0.529262086513995,0.0473689377577067,0.12839248434238,0.0796905222437137,0.15582506431459,0.0914139442058224,"SU","Final","WOMAN" +"100",58,"8 B0",0,0.0857142857142857,0.32258064516129,0.154471544715447,0.71125,0.0640756302521008,0.041025641025641,0.25765306122449,0.351758793969849,0.542670095861585,NA,0.00674237047551455,0.00564367033180889,NA,0.0803553897506381,0.184411969380654,0.195357833655706,0.412348401323043,0.137793396676645,"SU","Initial","WOMAN" +"101",59,"9 BF",0.301204819277108,0.0178571428571429,0.274193548387097,0.16260162601626,0.26125,0.237394957983193,0.314102564102564,0.0612244897959184,0.21608040201005,0.313537526303484,0.0466776496430533,0.00183345162053466,0.00997372774155882,0.219677692960136,0.0992538778715884,0.101600556715379,0.756673114119923,0.0543917677324513,0.182046943468263,"SU","Final","WOMAN" +"102",59,"9 B0",0.265060240963855,0.00714285714285714,0.161290322580645,0.127371273712737,0.28375,0.265756302521008,NA,0.155612244897959,0.103015075376884,0.221183072246902,0.117792421746293,0.0408090844570618,0.0546365670915637,NA,0.0520322010602788,0.160055671537926,0.0874274661508704,0.158030135979419,0.0675951234326869,"SU","Initial","WOMAN" +"103",60,"10 BF",0.542168674698795,0.146428571428571,0.112903225806452,0.287262872628726,0.3015625,0.359243697478992,0.0596153846153846,0.0535714285714286,NA,0.259060088847323,0.0631521142229544,0.00591436006624083,0.0162498783691739,0.157760814249364,0.170724523856273,0.159011830201809,0.211605415860735,0.0433664094083058,0.18677599895874,"SU","Final","WOMAN" +"104",60,"10 B0",0.072289156626506,0.0464285714285714,0.161290322580645,0.113821138211382,0.1340625,0.233193277310924,0.136538461538462,0.168367346938776,0.0829145728643216,0.150105213935001,0.0664470071389347,0.00461320085166785,0.0157633550647076,NA,0.0692126448065973,0.135351426583159,0.169825918762089,0.0885703785373025,0.0807410299796087,"SU","Initial","WOMAN" +"105",61,"11 BF",0.228915662650602,0.0464285714285714,0.32258064516129,0.176151761517615,0.63625,0.140756302521008,0.148076923076923,0.321428571428571,0.0577889447236181,0.521159691372457,NA,0.0897208422048734,0.0739028899484285,0.0466497031382527,0.154476732770469,0.231732776617954,0.158607350096712,0.123116501286292,0.17927025033624,"SU","Final","WOMAN" +"106",61,"11 B0",NA,0.0214285714285714,0.612903225806452,0.119241192411924,0.42875,0.0220588235294118,0.0173076923076923,0.170918367346939,0.0979899497487437,0.281739537058686,NA,0.00916725810267329,0.00763841588012066,NA,0.11712153936776,NA,0.526112185686654,0.0499816244027931,0.13566749099744,"SU","Initial","WOMAN" +"107",62,"12 BF",0.240963855421687,0.0714285714285714,0.306451612903226,0.195121951219512,0.4165625,0.148109243697479,0.0935897435897436,0.278061224489796,0.351758793969849,0.361935936404021,0.128775398132894,0.0256091790868228,0.0440790113846453,0.124681933842239,0.164294129196937,0.155880306193459,0.234429400386847,0.099595736861448,0.188207731354939,"SU","Final","WOMAN" +"108",62,"12 B0",0.072289156626506,0.0178571428571429,0.17741935483871,0.0948509485094851,0.341875,0.199579831932773,0.295512820512821,0.10969387755102,0.306532663316583,0.37152209492635,0.163097199341021,0.00402176484504377,0.0324024520774545,NA,0.0425584135087375,0.133959638135003,0.18568665377176,0.0433664094083058,0.0534513427914443,"SU","Initial","WOMAN" +"109",63,"13 BF",0.469879518072289,0.314285714285714,0.951612903225807,0.53929539295393,0.2975,0.63655462184874,0.156410256410256,0.201530612244898,0.306532663316583,0.393266308159925,1,1,1,0.476675148430874,0.104309837031219,0.501391788448156,0.536557059961315,0.155457552370452,0.236756475335156,"SU","Final","MAN" +"110",63,"13 B0",0.132530120481928,0.0857142857142857,0.129032258064516,0.151761517615176,0.1165625,0.130252100840336,0.123076923076923,NA,0.148241206030151,0.0998363338788871,0.199615595826469,0.0380293352259286,0.0668483020336674,NA,0.228745336736697,NA,0.593810444874275,0.350973906651966,0.277452384051369,"SU","Initial","MAN" +"111",64,"14 BF",0.228915662650602,0.0464285714285714,0.0967741935483871,0.138211382113821,0.46375,0.141806722689076,0.0743589743589744,0.0688775510204082,NA,0.338788870703764,NA,NA,0,0.189991518235793,0.176614961712154,0.0706332637439109,0.349709864603482,0.148107313487688,0.210464662241312,"SU","Final","WOMAN" +"112",64,"14 B0",0.228915662650602,0.0392857142857143,NA,0.0975609756097561,0.1953125,0.0682773109243697,NA,0.0892857142857143,0.236180904522613,0.117371989712415,NA,0.00147859001656021,0.00131361292205897,NA,0.12070488906342,NA,0.378723404255319,0.0926130099228225,0.127337411601371,"SU","Initial","WOMAN" +"113",65,"15 B0",0.204819277108434,0.0321428571428571,NA,0.0867208672086721,0.20625,0.283613445378151,0.0314102564102564,0.0663265306122449,0.0653266331658292,0.1660042085574,0.056836902800659,0.0174473621954105,0.024618079205994,NA,0.142990378951502,0.435629784272791,0.242553191489362,0.0113928702682837,0.182437415939954,"SU","Initial","WOMAN" +"114",65,"15 BF",0.72289156626506,0.117857142857143,0.17741935483871,0.317073170731707,0.1575,0.112394957983193,0.0461538461538462,0.038265306122449,0.226130653266332,0.109188683656769,0.0529928610653487,0.0440619824934942,0.0458304952807239,0.33587786259542,0.0780973885725506,0.532707028531663,0.266537717601547,0.549797868430724,0.226560805241008,"SU","Final","WOMAN" +"115",66,"16 BF",0.168674698795181,0.125,0.32258064516129,0.222222222222222,0.4803125,0.240546218487395,0.0423076923076923,NA,0.537688442211055,0.403320084171148,NA,5.91436006624083e-05,0.000145956991339885,0.169635284139101,0.0746122128411545,0.0772442588726514,0.791489361702128,0.393605292171996,0.198620330600026,"SU","Final","WOMAN" +"116",66,"16 B0",NA,0.25,0.0483870967741936,0.197831978319783,0.176875,0.192226890756303,NA,0.176020408163265,0.0728643216080402,0.123918634556932,0.0395387149917628,NA,0.00710324024520775,NA,0.0458963282937365,0.19937369519833,0.160928433268859,NA,0.0487656731311554,"SU","Initial","WOMAN" +"117",67,"17 BF",0.409638554216867,0.0142857142857143,0.161290322580645,0.165311653116531,0.130625,0.175420168067227,0.0371794871794872,0.173469387755102,0.402010050251256,0.128594809445873,0.00274574409665019,0.00473148805299267,0.00457331906198307,0.216284987277354,0.180198311407815,0.152748782185108,0.26963249516441,0.487320837927233,0.256280098919693,"SU","Final","WOMAN" +"118",67,"17 B0",NA,NA,0.145161290322581,0,0.1846875,0.202731092436975,0.0429487179487179,0.160714285714286,NA,0.140519055412672,0.014827018121911,0.0147267565649397,0.0149362654471149,NA,0.169104653445906,NA,0.101353965183752,NA,0.120178749620374,"SU","Initial","WOMAN" +"119",68,"18 BF",0.530120481927711,0.0285714285714286,0.17741935483871,0.205962059620596,0.6171875,0.192226890756303,0.0217948717948718,0.155612244897959,0.0753768844221105,0.458732756605097,0.0126304228445909,0.0374970428199669,0.0332781940254938,0.286683630195081,0.0636167288435107,0.237299930410578,0.0800773694390716,0.209114296214627,0.113280402620504,"SU","Final","WOMAN" +"120",68,"18 B0",0.240963855421687,0.0464285714285714,0.0967741935483871,0.140921409214092,0.3253125,0.0493697478991597,0.0403846153846154,0.211734693877551,0.0628140703517588,0.219312602291326,0.0700164744645799,0.0212325526378046,0.0300671402160163,NA,0,0.21294363256785,0.259574468085106,0.188533627342889,0.0511085079612998,"SU","Initial","WOMAN" +"121",69,"19 BF",0.337349397590361,0.175,0.354838709677419,0.303523035230352,0.391875,0.798319327731092,0.146153846153846,0.0943877551020408,0.118090452261307,0.46878653261632,0.0815485996705107,0.080671871303525,0.0810061301936363,0.525869380831213,0.211221284115453,0.286708420320111,0.476208897485493,0.13561190738699,0.297887110069851,"SU","Final","MAN" +"122",69,"19 B0",0.385542168674699,0.0678571428571429,0.274193548387097,0.219512195121951,0.065625,0.0808823529411765,0.26025641025641,0.0408163265306122,NA,0.0925882628010288,0.0329489291598023,0.032883841968299,0.0330835847037073,NA,0.107402316905557,0.383785664578984,0.184139264990329,0.156192576258728,0.155060957091414,"SU","Initial","MAN" +"123",70,"20 BF",0.493975903614458,0.0571428571428571,0.0806451612903226,0.203252032520325,0.5078125,0.353991596638655,0.219230769230769,0.0535714285714286,0.0628140703517588,0.474397942483049,NA,0.0207002602318429,0.0171256203172132,0.178965224766751,0.176173178872963,0.11482254697286,0.124177949709865,0.213891951488423,0.197492299015142,"SU","Final","WOMAN" +"124",70,"20 B0",0.44578313253012,0.0535714285714286,NA,0.157181571815718,0.123125,0.178571428571429,0.233333333333333,0.275510204081633,0.346733668341709,0.199438859013327,0.00988467874794069,0.109711379228767,0.0921961661963608,NA,0.0593461613979972,0.0768963117606124,0.270406189555126,0.0628445424476295,0.0729749663759816,"SU","Initial","WOMAN" +"125",71,"21 BF",0.132530120481928,0.0464285714285714,0.241935483870968,0.140921409214092,0.83375,0.114495798319328,0.275,0.364795918367347,NA,0.70984334814122,0.0738605161998902,0.0133073101490419,0.0242288605624209,0.187446988973707,0.206263498920086,0.179540709812109,0.204255319148936,0.216097023153252,0.241832617467135,"SU","Final","MAN" +"126",71,"21 B0",NA,0.0428571428571429,0.17741935483871,0.0623306233062331,0.2884375,0.148109243697479,0.0762820512820513,0.0357142857142857,0.14070351758794,0.217909749824643,0.0153761669412411,0.00745209368346345,0.00904933346307288,NA,0.287649715295504,0.208420320111343,0.853771760154739,0.206909224549798,0.373595383747668,"SU","Initial","MAN" +"127",72,"22 BF",0.27710843373494,0.0321428571428571,0.129032258064516,0.143631436314363,0.45375,0.369747899159664,NA,0.10969387755102,NA,0.359597848959551,0.00192202086765513,0.0424651052756092,0.0354675488955921,0.169635284139101,0.169104653445906,0.0807237299930411,0.347388781431335,0.104373392135244,0.198620330600026,"SU","Final","MAN" +"128",72,"22 B0",0.614457831325301,0.0714285714285714,0.161290322580645,0.254742547425474,0.255625,0.120798319327731,0.450641025641026,0.125,0.349246231155779,0.351414542903905,0.00768808347062054,0.00822096049207476,0.00831954850637345,NA,0.115698016885922,0.111691022964509,0.21779497098646,0.42704887908857,0.164215367261053,"SU","Initial","MAN" +"129",73,"23 BF",0.325301204819277,0.485714285714286,0.532258064516129,0.56639566395664,0.1628125,0.147058823529412,0.149358974358974,0.198979591836735,0.316582914572864,0.181669394435352,0.204557935200439,0.029985805535841,0.0611073270409653,0.105173876166243,0.125073630473198,0.17571329157968,0.500580270793037,0.383682469680265,0.218404269165691,"SU","Final","MAN" +"130",73,"23 B0",0.168674698795181,0.0392857142857143,0.435483870967742,0.176151761517615,0.1290625,0,0.0173076923076923,0.0280612244897959,NA,0.0322656067336918,0.0499725425590335,0.00597350366690324,0.0139632188381823,NA,0.0438837620263106,NA,0.0994197292069632,0.0407938257993385,0.0219966159052453,"SU","Initial","MAN" +"131",74,"24 BF",0.481927710843374,0.103571428571429,0.645161290322581,0.330623306233062,0.9571875,0.0661764705882353,0.141025641025641,0.038265306122449,0.128140703517588,0.722702829085808,0.190280065897858,0.0203453986278685,0.0506470759949402,NA,0.255890437855881,0.211899791231733,0.124177949709865,0.232267548695333,0.267126556466658,"SU","Final","WOMAN" +"132",74,"24 B0",0.301204819277108,0.325,0.225806451612903,0.387533875338753,0.2359375,0.146008403361345,0.159615384615385,0.142857142857143,0.120603015075377,0.216506897357961,0.0255354200988468,0.115389164892359,0.099639972754695,NA,0.137443549970548,0.199025748086291,0.1678916827853,0.0474090407938258,0.143910798733134,"SU","Initial","WOMAN" +"133",75,"25 BF",0.493975903614458,0.0964285714285714,NA,0.200542005420054,0.248125,0.0934873949579832,0.0942307692307692,0.191326530612245,0.324120603015075,0.21346738368015,0.0236133992311917,0.0147267565649397,0.016493140021407,0.121289228159457,0.0516395052032201,0.440153096729297,0.74816247582205,0.0345461227489893,0.173847021562758,"SU","Final","MAN" +"134",75,"25 B0",0.240963855421687,0.0714285714285714,0.145161290322581,0.168021680216802,0.5740625,0.0619747899159664,0.0134615384615385,0.198979591836735,0.0979899497487437,0.400514379237783,0.278143876990665,0.0145493257629524,0.0614478933540917,NA,0.102150009817396,NA,0.202707930367505,0.142962146269754,0.09714087379062,"SU","Initial","MAN" +"135",76,"26 BF",0.265060240963855,0.075,0.451612903225806,0.227642276422764,0.5496875,0.032563025210084,0.125641025641026,0.102040816326531,0.293969849246231,0.425999532382511,0.0820977484898407,0.00680151407617696,0.0203366741266907,0.281594571670908,0.299234243078736,NA,0.0963249516441006,0.205071664829107,0.287084038353074,"SU","Final","MAN" +"136",76,"26 B0",0.120481927710843,0.0392857142857143,0.403225806451613,0.159891598915989,0.0553125,0.0441176470588235,0.0583333333333333,0.137755102040816,0.21608040201005,0.0301613280336685,0.0332235035694673,0.0424059616749468,0.0409652622360611,NA,0.117661496171215,0.311064718162839,0.184526112185687,0.249173098125689,0.166080957959131,"SU","Initial","MAN" +"137",77,"27 BF",0.204819277108434,0.114285714285714,0.435483870967742,0.241192411924119,0.489375,0.23109243697479,0.327564102564103,0.0714285714285714,0.0603015075376884,0.474164133738602,0.0211422295442065,0.0621599242961912,0.0550744380655833,NA,0.337129393284901,0.140918580375783,0.583365570599613,0.00404263138552002,0.354635775955573,"SU","Final","MAN" +"138",77,"27 B0",NA,0.0214285714285714,0.693548387096774,0.132791327913279,0.2040625,0.0241596638655462,0.352564102564103,0.193877551020408,0.092964824120603,0.238017301847089,0.0897858319604613,0.0585521646557843,0.0642697285199961,NA,0.207097977616336,0.116214335421016,0.245261121856867,0.108048511576626,0.210985292203566,"SU","Initial","MAN" +"139",78,"28 B0",0.0120481927710843,0.0214285714285714,0.532258064516129,0.143631436314363,0.0828125,0.118697478991597,0.092948717948718,0.147959183673469,1,0.153846153846154,0.0757825370675453,0.0118878637331441,0.0234017709448283,NA,0.206852542705674,NA,0.177949709864603,0.023888276368982,0.172849147468437,"SU","Initial","MAN" +"140",78,"28 BF",0.409638554216867,0.214285714285714,0.451612903225806,0.365853658536585,0.5596875,0.330882352941176,0.0602564102564103,0.403061224489796,0.339195979899498,0.507832592938976,0.0988467874794069,0.0501537733617223,0.0589666245013136,0.12637828668363,0.21367563322207,0.157620041753653,0.169052224371373,0.106210951855935,0.225606316976875,"SU","Final","MAN" +"141",79,"29 BF",0.542168674698795,0.121428571428571,0.67741935483871,0.363143631436314,0.25,0.300420168067227,0.0820512820512821,0.663265306122449,0.329145728643216,0.300210427870002,0.0101592531576057,0.0238348710669506,0.021601634718303,0.187446988973707,0.268309444335362,0.31419624217119,0.6321083172147,0.553105475927968,0.401232157577335,"SU","Final","MAN" +"142",79,"29 B0",0.27710843373494,0.0214285714285714,0.129032258064516,0.13550135501355,0.2075,0.046218487394958,0.0153846153846154,0.336734693877551,0.105527638190955,0.13677811550152,0.0271828665568369,0.00372604684173172,0.00807628685414031,NA,0.104260750049087,0.640570633263744,0.209284332688588,NA,0.160787886676212,"SU","Initial","MAN" +"143",80,"30 BF",0.180722891566265,0.107142857142857,0.258064516129032,0.200542005420054,0.47875,0.256302521008403,0.083974358974359,0.0586734693877551,0.258793969849246,0.400280570493336,0.00192202086765513,0.0386207712325526,0.0323051474165613,0.142493638676845,0.26133909287257,0.156576200417537,0.230560928433269,0.033811098860713,0.266779469825155,"SU","Final","MAN" +"144",80,"30 B0",0.036144578313253,0.125,0.306451612903226,0.18970189701897,0.0475,0.266806722689076,0.206410256410256,0.0918367346938776,0.0753768844221105,0.110591536123451,0.0104338275672707,0.0234208658623137,0.0213097207356232,NA,0.251718044374632,NA,0.152804642166344,NA,0.198967417241529,"SU","Initial","MAN" +"145",81,"31 BF",0.144578313253012,0.185714285714286,0.145161290322581,0.233062330623306,0.7346875,0.0640756302521008,0.162820512820513,0.204081632653061,0.0954773869346734,0.575870937573065,0.0200439319055464,0.0557724154246511,0.049625377055561,0.16793893129771,0.182603573532299,0.240779401530967,0.0820116054158607,0.0944505696435134,0.199488047203783,"SU","Final","MAN" +"146",81,"31 B0",0.265060240963855,0.114285714285714,0.145161290322581,0.205962059620596,0.618125,0.0976890756302521,0.214102564102564,0.0663265306122449,0.113065326633166,0.503857844283376,0.0724876441515651,NA,0.0129415198988032,NA,0.0488415472216768,0.181628392484342,0.453771760154739,0.281881661153987,0.123172371903336,"SU","Initial","MAN" +"147",82,"32 BF",0.228915662650602,0.0178571428571429,0.387096774193548,0.165311653116531,0.794375,0.26155462184874,0.219871794871795,0.104591836734694,0.510050251256281,0.714753331774608,NA,0.0932103146439555,0.0767733774447796,0.134860050890585,0.140192420969959,NA,0.270019342359768,0.167585446527012,0.154063082997093,"SU","Final","MAN" +"148",82,"32 B0",0.253012048192771,0.0714285714285714,0.112903225806452,0.165311653116531,0.11,0.0357142857142857,0.025,0.13265306122449,0.266331658291457,0.0612578910451251,NA,0.0253726046841732,0.0209691544224968,NA,0.0731396033771844,0.210508002783577,0.245261121856867,0.219404630650496,0.117488828148727,"SU","Initial","MAN" +"149",83,"33 BF",0.144578313253012,0.025,0.0645161290322581,0.0975609756097561,0.36375,0.0588235294117647,0.0429487179487179,0.290816326530612,0.21608040201005,0.272620996025251,0.00768808347062054,0.0853442157558552,0.0717621874087769,0.236641221374046,0.105684272530925,0.616910229645094,0.203868471953578,0.11944138184491,0.19853355893965,"SU","Final","MAN" +"150",83,"33 B0",0.168674698795181,0.0107142857142857,0.161290322580645,0.10840108401084,0.20875,0.286764705882353,0.471794871794872,0.278061224489796,0.0979899497487437,0.351648351648352,0.0691927512355849,NA,0.0123576919334436,NA,0.0559591596308659,0.156924147529576,0.170986460348162,0.150679897096656,0.0791791400928457,"SU","Initial","MAN" +"151",84,"34 BF",0.253012048192771,0.075,0.451612903225806,0.224932249322493,0.439375,0.103991596638655,0.0435897435897436,0.178571428571429,0.123115577889447,0.320551788636895,0.0494233937397035,0.092264017033357,0.0848496642989199,0.220525869380831,0.125073630473198,0.215379262352122,0.666150870406189,0.284821756707093,0.236149073712525,"SU","Final","MAN" +"152",84,"34 B0",0.132530120481928,0.0535714285714286,0.338709677419355,0.16260162601626,0.251875,NA,NA,NA,0.266331658291457,0.140986672901567,0.0494233937397035,0.0125384433404306,0.0192663228568648,NA,0.0940015707834282,0.419276270006959,0.138104448742747,0.299889746416759,0.159442925940388,"SU","Initial","MAN" +"153",85,"35 BF",0.481927710843374,0.0678571428571429,0.387096774193548,0.260162601626016,0.3384375,0.158613445378151,0.0634615384615385,0.395408163265306,NA,0.274725274725275,0.00274574409665019,0.0120652945351313,0.010606208037365,0.116200169635284,0.121833889652464,0.251913709116214,0.643326885880077,0.320102903344359,0.234109939693696,"SU","Final","MAN" +"154",85,"35 B0",NA,0.0321428571428571,0.112903225806452,0.043360433604336,0.224375,0.197478991596639,0.0384615384615385,0.0306122448979592,0.391959798994975,0.190086509235445,NA,0.0107049917198959,0.008903376471733,NA,0.139259768309444,0.249130132219903,0,0.225284821756707,0.15393292550653,"SU","Initial","MAN" +"155",86,"36 BF",1,0.0357142857142857,0.193548387096774,0.319783197831978,0.2675,0.121848739495798,0.126923076923077,0.270408163265306,NA,0.225157820902502,0.00247116968698517,0.0272651999053702,0.0230612046317019,0.158608990670059,0.167435696053407,0.294711203897008,0.514119922630561,0.468945240720323,0.285001518504057,"SU","Final","MAN" +"156",86,"36 B0",0.036144578313253,0.0642857142857143,0.0967741935483871,0.10840108401084,0.418125,0.0420168067226891,0.0256410256410256,0.176020408163265,0,0.272620996025251,NA,0.00721551928081382,0.00603288897538192,NA,0.211761240918908,0.125956854558107,0.414700193423598,0.459389930172731,0.276801596598551,"SU","Initial","MAN" +"157",87,"37 BF",0.216867469879518,0.0607142857142857,0.0806451612903226,0.143631436314363,0.360625,0.197478991596639,0.0557692307692308,0.0663265306122449,NA,0.267009586158522,0.056836902800659,0.0330612727702863,0.0374622944439039,NA,0.24160612605537,0.175365344467641,0.187620889748549,0.216832047041529,0.255238838995184,"SU","Final","MAN" +"158",87,"37 B0",0.108433734939759,0.0428571428571429,0.0806451612903226,0.105691056910569,0.300625,0.218487394957983,0.0346153846153846,0,0.163316582914573,0.226326864624737,0.0488742449203734,0.0141353205583156,0.0204826311180306,NA,0.224572943255449,0.145093945720251,0.33384912959381,0.532524807056229,0.290077660636036,"SU","Initial","MAN" +"159",88,"38 BF",0.698795180722892,1,0.290322580645161,1,0.1528125,0.399159663865546,0.0730769230769231,0.229591836734694,0.582914572864322,0.23006780453589,0.0101592531576057,0.0185710906079962,0.0172715773085531,0.531806615776081,0.124779108580404,0.431106471816284,0.665377176015474,NA,0.237103561976658,"SU","Final","MAN" +"160",88,"38 B0",0.265060240963855,0.025,0.451612903225806,0.18970189701897,0.076875,0.0829831932773109,0.0153846153846154,0.155612244897959,NA,0.0226794482113631,NA,0.00207002602318429,0.00180013622652525,NA,0.0403004123306499,0.286708420320111,0.309477756286267,NA,0.0713696906590308,"SU","Initial","MAN" +"161",89,"39 BF",0.325301204819277,0.0607142857142857,0.887096774193549,0.303523035230352,0.31375,0.425420168067227,0.142307692307692,0.0561224489795918,0.208542713567839,0.330839373392565,0.137012630422845,0.535486160397445,0.464970322078428,0.332485156912638,0.225456508933831,NA,0.15705996131528,0.155457552370452,0.225432773656124,"SU","Final","MAN" +"162",89,"39 B0",0.253012048192771,0.0678571428571429,0.838709677419355,0.284552845528455,0.1821875,0.118697478991597,0.0730769230769231,0.119897959183673,0.344221105527638,0.157353285012859,0.180120812740253,0.894132954814289,0.767636469786903,NA,0.0380424111525623,0.164926931106472,0.13926499032882,0.0981256890848953,0.0545793743763287,"SU","Initial","MAN" +"163",90,"40 BF",0.807228915662651,0.00357142857142857,0.17741935483871,0.249322493224932,0.158125,0.158613445378151,0.0717948717948718,0.0229591836734694,0.14070351758794,0.119943885901333,0.0664470071389347,0.0180979418026969,0.0268560864065389,0.414758269720102,0.243225996465737,NA,0.0696324951644101,0.2954796030871,0.25207167339147,"SU","Final","MAN" +"164",90,"40 B0",0.228915662650602,0.0892857142857143,0.290322580645161,0.203252032520325,0.14375,0.119747899159664,0.0378205128205128,NA,0.628140703517588,0.131400514379238,NA,0.00585521646557842,0.00491388537510947,NA,0.0461417632043982,0.108907446068198,0.36247582205029,0.177140757074605,0.0891144952058658,"SU","Initial","MAN" +"165",91,"41 B0",0.0240963855421687,0.05,0.129032258064516,0.100271002710027,0.18375,0.0273109243697479,0.0288461538461538,0.0943877551020408,0.168341708542714,0.103343465045593,NA,0.0327064111663118,0.0270020433978788,NA,0.104653445906146,0.0574112734864301,0.12147001934236,0.260565968393973,0.117228513167599,"SU","Initial","MAN" +"166",91,"41 BF",0.228915662650602,0.135714285714286,0.17741935483871,0.219512195121951,0.3890625,0.370798319327731,0.102564102564103,0.334183673469388,0.21356783919598,0.386485854570961,NA,0.0634610835107641,0.0523012552301255,0.473282442748092,0.418613783624583,NA,0.234429400386847,0.391400220507166,0.439888932274719,"SU","Final","MAN" +"167",92,"42 B0",0.192771084337349,0.025,0.209677419354839,0.132791327913279,0.3778125,0.0651260504201681,NA,0.183673469387755,0,0.239887771802665,0.028555738605162,0.0173290749940856,0.019509584509098,NA,0.164686825053996,0.175017397355602,0.316441005802708,0.00257258360896729,0.176363399713654,"SU","Initial","MAN" +"168",92,"42 BF",0.385542168674699,0.0535714285714286,0.5,0.246612466124661,0.78,0.19327731092437,0.067948717948718,0.191326530612245,0.150753768844221,0.60790273556231,0.000549148819330039,0.00958126330731015,0.00817359151503357,0.094147582697201,0.192126448065973,0.10473208072373,0.245261121856867,0.456449834619625,0.248210334504751,"SU","Final","MAN" +"169",101,"1 C0",0.44578313253012,0.00357142857142857,0.419354838709677,0.208672086720867,0.1190625,0.0378151260504202,NA,0.0841836734693878,NA,0.032967032967033,0.00411861614497529,0.00301632363378282,0.00340566313126399,NA,0.0464853720793246,0.0977731384829506,0.0909090909090909,0.170893054024256,0.0568354375460974,"SA","Initial","WOMAN" +"170",101,"1 CF",0.530120481927711,0.0392857142857143,0.370967741935484,0.246612466124661,0.1196875,0.150210084033613,0.273717948717949,0.219387755102041,0.0477386934673367,0.17231704465747,NA,0.00934468890466052,0.00778437287146054,0.440203562340967,0.211859414883173,0.263743910925539,0.18568665377176,0.500183755972069,0.301661677296195,"SA","Final","WOMAN" +"171",102,"2 CF",0.433734939759036,0.0678571428571429,0.290322580645161,0.233062330623306,0.330625,0.146008403361345,0.156410256410256,0.227040816326531,NA,0.284545241992051,0.014277869302581,0.000591436006624083,0.00321105380947747,0.152671755725191,0.174700569408993,0.11482254697286,0.184526112185687,0.16391032708563,0.195713479977439,"SA","Final","WOMAN" +"172",102,"2 C0",0.156626506024096,0.0321428571428571,0,0.0948509485094851,0.2284375,0.137605042016807,0.0564102564102564,NA,0.160804020100503,0.1620294599018,0.0104338275672707,0.00644665247220251,0.00734650189744089,NA,0.0193402709601414,NA,0.121083172147002,0.0852627710400588,0.00798299275456636,"SA","Initial","WOMAN" +"173",103,"3 CF",0.518072289156627,0.0392857142857143,0.354838709677419,0.241192411924119,0.4025,0.329831932773109,0.116025641025641,0.0433673469387755,0.404522613065327,0.383446340893149,0.0123558484349259,0.0049680624556423,0.00647075994940158,0.478371501272265,0.286078931867269,NA,0.0197292069632495,0.313120176405733,0.289687188164346,"SA","Final","WOMAN" +"174",103,"3 C0",0.180722891566265,0.0428571428571429,0.354838709677419,0.168021680216802,0.2796875,0.0598739495798319,0.0262820512820513,0.160714285714286,0.0452261306532663,0.176057984568623,0.0274574409665019,0.00733380648213863,0.0110927313418313,NA,0.139210681327312,0.0650661099512874,0.100580270793037,NA,0.107727016356458,"SA","Initial","WOMAN" +"175",104,"4 CF",0.228915662650602,0.00357142857142857,0.387096774193548,0.154471544715447,0.1534375,0.0588235294117647,0.469871794871795,0.0586734693877551,0.0979899497487437,0.23871872808043,0.0683690280065898,NA,0.0122117349421037,NA,0.175780483015904,0.093249826026444,0.304835589941973,0.0356486585814039,0.178576077053234,"SA","Final","WOMAN" +"176",104,"4 C0",0.120481927710843,0.185714285714286,0.806451612903226,0.338753387533875,0.365625,0.158613445378151,0.0217948717948718,0.165816326530612,NA,0.258826280102876,0.304228445908841,0.0924414478353442,0.130144983944731,NA,0.0915963086589436,0,0.146615087040619,NA,0.0626925246214586,"SA","Initial","WOMAN" +"177",105,"5 CF",0.542168674698795,0.0928571428571428,0.0967741935483871,0.24390243902439,0.5625,0.222689075630252,0.729487179487179,0.219387755102041,0.464824120603015,0.724807107785831,0.000549148819330039,0.0315235391530636,0.0262236061107327,NA,0.578048301590418,NA,0.146615087040619,NA,0.486702243047421,"SA","Final","WOMAN" +"178",105,"5 C0",0.0481927710843374,0.0214285714285714,0.0806451612903226,0.0758807588075881,0.075625,0.230042016806723,0.0243589743589744,0.464285714285714,0.118090452261307,0.0951601589899462,0.0752333882482153,0.0162644901821623,0.0269047387369855,NA,0.0488906342038091,0.171885873347251,0.286266924564797,0.369717015803014,0.113584103431819,"SA","Initial","WOMAN" +"179",106,"6 CF",0.349397590361446,0.132142857142857,0.580645161290323,0.311653116531165,0.1753125,0.257352941176471,0.309615384615385,0.155612244897959,0.258793969849246,0.264671498714052,NA,0.0390347764371895,0.032207842755668,0.303647158608991,0.360053013940703,0.319067501739736,0.51257253384913,0.906651966188901,0.517202481669487,"SA","Final","WOMAN" +"180",106,"6 C0",0.156626506024096,0.00714285714285714,NA,0.0569105691056911,0.250625,0.110294117647059,0.148717948717949,0.104591836734694,0.0804020100502513,0.208323591302315,0.00164744645799012,0.00479063165365507,0.00442736207064318,NA,0.056695464362851,0.0643702157272095,0.391876208897485,0.155090040426314,0.0935832357152154,"SA","Initial","WOMAN" +"181",107,"7 CF",0.325301204819277,0.107142857142857,0.225806451612903,0.227642276422764,0.549375,0.315126050420168,0.0692307692307692,0.252551020408163,0.14070351758794,0.467617488894085,0.221856123009336,0.0219422758457535,0.0575557069183614,0.349448685326548,0.219271549185156,NA,0.329593810444874,0.6843072399853,0.302616165560328,"SA","Final","WOMAN" +"182",107,"7 C0",0.301204819277108,0.0535714285714286,NA,0.124661246612466,0,0.246848739495798,0,0.0586734693877551,0.316582914572864,0.0147299509001637,0.0895112575507963,0.0218239886444287,0.0340079789821933,NA,0.0413803259375614,0.0640222686151705,NA,NA,0,"SA","Initial","WOMAN" +"183",108,"8 CF",0.614457831325301,0.0678571428571429,0.225806451612903,0.262872628726287,0.128125,0.18172268907563,0.0666666666666667,0.183673469387755,0.278894472361809,0.128361000701426,0.0186710598572213,0.0293943695292169,0.0276831760241316,0.508905852417303,0.149371686628706,NA,0.741972920696325,0.0863653068724733,0.224651828712742,"SA","Final","WOMAN" +"184",108,"8 C0",NA,0.05,0.32258064516129,0.0921409214092141,0.113125,0.0546218487394958,0.136538461538462,0.0510204081632653,NA,0.0780921206453121,NA,0.0275609179086823,0.0227692906490221,NA,0.0234635774592578,NA,0.116827852998066,0.0852627710400588,0.0111501583582802,"SA","Initial","WOMAN" +"185",109,"9 CF",0.204819277108434,0.0321428571428571,0.0645161290322581,0.116531165311653,0.476875,0.199579831932773,0.0891025641025641,0.326530612244898,NA,0.390460603226561,0.0057660626029654,0.0130707357463922,0.0119684732898706,0.111111111111111,0.366139799725113,0.447112038970077,0.663829787234043,0.0323410510841602,0.442448696255803,"SA","Final","WOMAN" +"186",109,"9 C0",0.228915662650602,0.00714285714285714,0.0645161290322581,0.102981029810298,0.4265625,0.0493697478991597,0.112179487179487,0.102040816326531,0.0301507537688442,0.308159925181202,0.0249862712795168,0.00585521646557842,0.00943855210664591,NA,0.0942960926762223,NA,0.151257253384913,0.0404263138552003,0.0723241789231637,"SA","Initial","WOMAN" +"187",110,"10 CF",0.253012048192771,0.103571428571429,0.17741935483871,0.200542005420054,0.30625,0.173319327731092,0.161538461538462,0.369897959183673,0.520100502512563,0.333878887070376,0.0345963756177924,0.046782588123965,0.0448087963413448,NA,0.22334576870214,0.110299234516354,0.402707930367505,0.141859610437339,0.246257972146297,"SA","Final","WOMAN" +"188",110,"10 C0",NA,0.0214285714285714,0.225806451612903,0.0542005420054201,0.3503125,0.160714285714286,0.332692307692308,0.206632653061224,0.21105527638191,0.382744914659808,0.029104887424492,0.00597350366690324,0.0102656417242386,NA,0.0579717258982918,0.08107167710508,0.18220502901354,0.079750091877986,0.0643845719987852,"SA","Initial","WOMAN" +"189",111,"11 CF",0.36144578313253,0.0821428571428571,0.370967741935484,0.241192411924119,0.4265625,0.736344537815126,0.616025641025641,0.163265306122449,0.120603015075377,0.658873041851765,0.00466776496430533,0.0264371894960965,0.0227692906490221,0.57167090754877,0.730659729039859,0.164578983994433,0.261508704061896,0.00735023888276369,0.704889583062172,"SA","Final","WOMAN" +"190",111,"11 C0",0.132530120481928,0.0428571428571429,NA,0.0785907859078591,0.3565625,0.0367647058823529,0.0570512820512821,0.0255102040816327,0.125628140703518,0.23474397942483,0.000274574409665019,0.0124792997397682,0.0105089033764717,NA,0.0313665815825643,NA,0.461508704061896,0.241822859242925,0.0752744153759382,"SA","Initial","WOMAN" +"191",112,"12 CF",0.27710843373494,0.0178571428571429,0.370967741935484,0.173441734417344,0.336875,0.535714285714286,0.423076923076923,0.772959183673469,0.165829145728643,0.536824877250409,0.0881383855024712,0.0518689377809321,0.0584801011968473,1,1,NA,0.194197292069632,0.590959206174201,0.999739685018873,"SA","Final","WOMAN" +"192",112,"12 C0",0.072289156626506,0.025,0.467741935483871,0.149051490514905,1,1,0.0948717948717949,0.13265306122449,0.170854271356784,0.958382043488426,0.0343218012081274,0.0139578897563284,0.0177581006130194,NA,0.101511879049676,NA,0.151257253384913,0.597941933112826,0.144518200355764,"SA","Initial","WOMAN" +"193",113,"13 CF",0.409638554216867,0.0714285714285714,0.17741935483871,0.211382113821138,0.5209375,0.527310924369748,0.126923076923077,0.24234693877551,0.118090452261307,0.511573532850129,NA,0.090962857818784,0.0749245888878077,0.239185750636132,0.279893972118594,0.194502435629784,0.320696324951644,0.176773245130467,0.319840340144909,"SA","Final","WOMAN" +"194",113,"13 C0",0.072289156626506,0.00357142857142857,0.161290322580645,0.0813008130081301,0.306875,0.0756302521008403,0.0224358974358974,0.160714285714286,0.366834170854271,0.22843114332476,0.00988467874794069,NA,0.00184878855697188,NA,0.151482426860397,NA,NA,NA,0.0833875656210682,"SA","Initial","WOMAN" +"195",114,"14 C0",0.240963855421687,0.425,0.193548387096774,0.444444444444444,0.408125,0.0504201680672269,0.0685897435897436,0.147959183673469,0.231155778894472,0.301613280336685,NA,0.0007097232079489,0.000681132626252798,NA,0.0575790300412331,0.149617258176757,0.395744680851064,0.125689084895259,0.101956700941473,"SA","Initial","WOMAN" +"196",114,"14 CF",0.831325301204819,0.025,0.17741935483871,0.2710027100271,0.39,0.914915966386555,0.212179487179487,0.239795918367347,0.0728643216080402,0.526537292494739,NA,0.0213508398391294,0.0176607959521261,0.087362171331637,0.0675927743962301,NA,0.731141199226306,0.226387357589122,0.146123476072715,"SA","Final","WOMAN" +"197",115,"15 CF",0.0963855421686747,0.0107142857142857,0.274193548387097,0.111111111111111,0.2459375,0.21953781512605,0.272435897435897,0.0637755102040816,0.306532663316583,0.291559504325462,0.0370675453047776,0.0224745682517152,0.0252505595018001,0.094147582697201,0.258835656783821,0.5,0.345841392649903,0.18412348401323,0.335589396503102,"SA","Final","WOMAN" +"198",115,"15 C0",0.253012048192771,0.121428571428571,0.0806451612903226,0.197831978319783,0.3775,0.0955882352941176,0.0673076923076923,0.0612244897959184,0.665829145728643,0.320785597381342,0.00631521142229544,0.00112372841258576,0.00223800720054491,NA,0.135676418613784,0.109603340292276,0.0112185686653772,0.270488790885704,0.139962688186038,"SA","Initial","WOMAN" +"199",116,"16 CF",0.072289156626506,0.0392857142857143,0.258064516129032,0.124661246612466,0.2915625,0.165966386554622,0.141025641025641,0.267857142857143,0.273869346733668,0.281505728314239,0.0735859417902252,0.0157321977762006,0.0261749537802861,0.201017811704835,0.582122521107402,0.206680584551148,1,0.0584343991179713,0.64874831879908,"SA","Final","WOMAN" +"200",116,"16 C0",0.120481927710843,0.0178571428571429,0.354838709677419,0.13550135501355,0.50625,0.0609243697478992,0.11474358974359,0.316326530612245,0.678391959798995,0.451250876782792,0.0293794618341571,0.000591436006624083,0.00588693198404204,NA,0.0715688199489495,0.112386917188587,0.417021276595745,0.394340316060272,0.14378064124257,"SA","Initial","WOMAN" +"201",117,"17 CF",0.204819277108434,0.0392857142857143,NA,0.0921409214092141,0.6221875,0.0399159663865546,0.0487179487179487,0.26530612244898,0.376884422110553,0.476502221183072,NA,0.00555949846226638,0.00467062372287633,NA,0.243716866287061,NA,0.373694390715667,0.332598309445057,0.263829233372381,"SA","Final","WOMAN" +"202",117,"17 C0",0.072289156626506,0.110714285714286,0.0483870967741936,0.143631436314363,0.230625,0.147058823529412,0.109615384615385,0.0408163265306122,0.251256281407035,0.197334580313304,0.00521691378363537,NA,0.0010216989393792,NA,0.0684763400746122,NA,0.644100580270793,0.304299889746417,0.135927805978567,"SA","Initial","WOMAN" +"203",118,"18 CF",0.204819277108434,0.0607142857142857,0.403225806451613,0.195121951219512,0.616875,0.172268907563025,0.0378205128205128,0.104591836734694,NA,0.450081833060556,0.123283909939594,0.0830376153300213,0.0903473776393889,0.257845631891433,0.224082073434125,0.224425887265136,0.848355899419729,0.152884968761485,0.331554514295631,"SA","Final","WOMAN" +"204",120,"20 C0",0.0963855421686747,0.025,0.193548387096774,0.10840108401084,0.0303125,0.21953781512605,0.117948717948718,0.206632653061224,0.278894472361809,0.0844049567453823,NA,0.011592145729832,0.00963316142843242,NA,0.165030433928922,NA,0.168278529980658,0.876148474825432,0.235411514599332,"SA","Initial","WOMAN" +"205",121,"21 C0",0.0602409638554217,0.0571428571428571,0.193548387096774,0.124661246612466,0.3615625,0.176470588235294,0.058974358974359,NA,0.198492462311558,0.274725274725275,0.0450302031850632,0.044180269694819,0.044516882358665,NA,0.062929511093658,0.105427974947808,0.297872340425532,NA,0.0674649659421233,"SA","Initial","MAN" +"206",121,"21 CF",0.602409638554217,0.0142857142857143,0.564516129032258,0.276422764227642,0.258125,0.535714285714286,0.621153846153846,0.10969387755102,0.135678391959799,0.486555997194295,0.0472267984623833,0.108469363614857,0.0977911841977231,0.216284987277354,0.26595326919301,0.283228949199722,0.900967117988394,0.905181918412348,0.468480194368519,"SA","Final","MAN" +"207",122,"22 CF",0.228915662650602,0.489285714285714,0.467741935483871,0.536585365853659,0.57,0.418067226890756,1,0.591836734693878,0.381909547738693,0.898994622398878,0.0403624382207578,0.0520463685829193,0.0501605526904739,0.118744698897371,0.283526408796387,0.454070981210856,0.472727272727273,0.32194046306505,0.383443967200312,"SA","Final","MAN" +"208",122,"22 C0",0.44578313253012,0.0107142857142857,0.274193548387097,0.18970189701897,0.3384375,0.172268907563025,0.0935897435897436,0.423469387755102,0.246231155778894,0.312368482581248,0.0947281713344316,0.014194464158978,0.0286562226330641,NA,0.0458472413116042,NA,0.609284332688588,0.0848952590959206,0.0861208729229034,"SA","Initial","MAN" +"209",123,"23 CF",0.385542168674699,0.153571428571429,0.661290322580645,0.349593495934959,0.6340625,0.82563025210084,0.560897435897436,1,0.291457286432161,0.906476502221183,0.0269082921471719,0.150106458481192,0.128442152379099,0.173027989821883,0.524543491066169,0.135699373695198,0.542359767891683,0.0826901874310915,0.539112325914356,"SA","Final","MAN" +"210",123,"23 C0",0.228915662650602,0.0892857142857143,0.225806451612903,0.192411924119241,0.215625,0.331932773109244,0.0769230769230769,0.321428571428571,0.042713567839196,0.221650689735796,0.0527182866556837,0.151348474095103,0.134037170380461,NA,0.106175142352248,NA,0.129980657640232,0.0216832047041529,0.0782246518287127,"SA","Initial","MAN" +"211",124,"24 CF",0.493975903614458,0.117857142857143,0.516129032258065,0.322493224932249,0.5628125,0.146008403361345,0.0525641025641026,0.318877551020408,0.228643216080402,0.44821136310498,0.0351455244371225,0.0757629524485451,0.0687457429210859,0.967769296013571,0.207490673473395,0.165274878218511,0.401160541586074,0.0194781330393238,0.279925376372077,"SA","Final","MAN" +"212",124,"24 C0",0.156626506024096,0.0357142857142857,0.306451612903226,0.149051490514905,0.08625,0.0661764705882353,0.0224358974358974,0.214285714285714,0.175879396984925,0.0483984101005378,0.042284459088413,0.00674237047551455,0.0132334338814829,NA,0.0614078146475555,NA,0.202707930367505,0.0521866960676222,0.0504143346782941,"SA","Initial","MAN" +"213",125,"25 CF",0.373493975903614,0.246428571428571,0.612903225806452,0.409214092140921,0.199375,0.277310924369748,0.150641025641026,0.375,0.28894472361809,0.252045826513912,0.0908841295991214,0.136858291932813,0.128880023353119,0.3019508057676,0.143824857647752,0.273138482950592,0.31063829787234,0.117971334068357,0.204520803505575,"SA","Final","MAN" +"214",125,"25 C0",0.313253012048193,0.0464285714285714,NA,0.121951219512195,0.6140625,0.310924369747899,0.0711538461538462,NA,0.0703517587939699,0.486088379705401,0.179022515101593,0.349775254317483,0.319645811034349,NA,0.0737286471627724,NA,0.164796905222437,0.0661521499448732,0.0587010282441754,"SA","Initial","MAN" +"215",126,"26 CF",0.44578313253012,0.1,0.32258064516129,0.265582655826558,0.435,0.392857142857143,0.107692307692308,NA,NA,0.379003974748656,0.0686436024162548,0.0984740951029099,0.0933638221270799,0.122137404580153,0.248281955625368,0.156576200417537,0.42321083172147,0.15178243292907,0.289730573994533,"SA","Final","MAN" +"216",126,"26 C0",0.0602409638554217,0.0714285714285714,0.32258064516129,0.157181571815718,0.515,0.121848739495798,0.165384615384615,0.0663265306122449,0.613065326633166,0.46083703530512,0.0595826468973092,0.0214099834397918,0.0283643086503844,NA,0.0332809738857255,NA,0.458027079303675,0.0341786108048512,0.0520629962254328,"SA","Initial","MAN" +"217",127,"27 CF",0.674698795180723,0.0392857142857143,0.225806451612903,0.254742547425474,0.5496875,0.326680672268908,0.219871794871795,NA,NA,0.490998363338789,0.108456891817683,0.121776673763899,0.119587428237813,0.390161153519932,0.178283919104653,0.536534446764092,0.288201160541586,0.419698640205807,0.305436244522539,"SA","Final","MAN" +"218",127,"27 C0",0.0602409638554217,0.0142857142857143,0.17741935483871,0.0894308943089431,0.220625,NA,0.0205128205128205,0.272959183673469,0.0452261306532663,0.128594809445873,NA,NA,0,NA,0.050461417632044,0.2839248434238,0.308704061895551,0.225284821756707,0.114408434205389,"SA","Initial","MAN" +"219",128,"28 CF",0.156626506024096,0.128571428571429,0.387096774193548,0.233062330623306,0.5925,0.092436974789916,0.733974358974359,0.397959183673469,0.0879396984924623,0.70119242459668,NA,0.0997752543174829,0.0821737861243554,0.156912637828668,0.369919497349303,0.778357689631176,0.44100580270793,0.239985299522234,0.488958306217189,"SA","Final","MAN" +"220",128,"28 C0",NA,0.0642857142857143,0.661290322580645,0.159891598915989,0.2415625,0.0252100840336134,0.00256410256410256,NA,0.0804020100502513,0.119710077156886,0.00302031850631521,0.0331204163709487,0.0279750900068113,NA,0.108874926369527,0.170842032011134,0.193810444874275,0.0801176038221242,0.121914182827888,"SA","Initial","MAN" +"221",129,"29 C0",0.325301204819277,0.0464285714285714,0.387096774193548,0.208672086720867,0.399375,0.127100840336134,0.183974358974359,0.0612244897959184,0.0753768844221105,0.331774608370353,0.145249862712795,0.00473148805299267,0.0298238785637832,NA,0.0879638719811506,0.319067501739736,0.184526112185687,0.325615582506431,0.149854657468871,"SA","Initial","MAN" +"222",129,"29 CF",0.710843373493976,0.0785714285714286,0.112903225806452,0.273712737127371,0.844375,0.192226890756303,0.282051282051282,0.142857142857143,0.246231155778894,0.73836801496376,NA,0.00839839129406198,0.00700593558431449,0.0687022900763359,0.379344197918712,0.636047320807237,0.5678916827853,0.587284086732819,0.530261616556033,"SA","Final","MAN" +"223",130,"30 CF",0.36144578313253,0.0714285714285714,0.161290322580645,0.197831978319783,0.43,0.137605042016807,0.184615384615385,0.229591836734694,0.673366834170854,0.428337619826981,NA,0.052578660988881,0.0433492264279459,0.161153519932146,0.299479677989397,0.132567849686848,0.186460348162476,0.35023888276369,0.330860341012625,"SA","Final","MAN" +"224",130,"30 C0",0.228915662650602,0.510714285714286,0.274193548387097,0.520325203252033,0.29375,0.032563025210084,0.0461538461538462,0.038265306122449,0.329145728643216,0.202945990180033,0.111477210323998,0.104920747575112,0.106256689695436,NA,0.0967013548007069,NA,0.275822050290135,0.13965453877251,0.100134496073582,"SA","Initial","MAN" +"225",131,"31 CF",0.192771084337349,0.196428571428571,0.290322580645161,0.276422764227642,0.585,0.314075630252101,0.430769230769231,0.50765306122449,NA,0.638064063595978,NA,0.00147859001656021,0.00131361292205897,0.238337574215437,0.482034164539564,0.297494780793319,0.177949709864603,0.54649026093348,0.538938782593605,"SA","Final","MAN" +"226",131,"31 C0",0.337349397590361,0.075,NA,0.149051490514905,0.0965625,0.112394957983193,0.0967948717948718,NA,0.261306532663317,0.0818330605564648,NA,NA,0,NA,0.0262124484586688,0.0622825330549757,0.928820116054159,NA,0.10039481105471,"SA","Initial","MAN" +"227",132,"32 CF",0.819277108433735,0.192857142857143,0.564516129032258,0.460704607046071,0.838125,0.198529411764706,0.721153846153846,0.64030612244898,0.437185929648241,0.958615852232873,0.0779791323448655,0.042287674473622,0.0487982874379683,0.408821034775233,0.56989986255645,0.230688935281837,0.679303675048356,0.608599779492834,0.680550132326782,"SA","Final","MAN" +"228",132,"32 C0",0.0963855421686747,0.0107142857142857,0.17741935483871,0.0948509485094851,0.339375,0.151260504201681,0.107051282051282,0.0459183673469388,0.163316582914573,0.270984334814122,0.0766062602965404,0.0361958836053939,0.0435438357497324,NA,0.0717160808953466,0.313500347947112,0.276595744680851,0.164277839029768,0.126079222525923,"SA","Initial","MAN" +"229",133,"33 C0",0.36144578313253,0.025,0.17741935483871,0.165311653116531,0.103125,0.160714285714286,0.0557692307692308,0.0841836734693878,0.14321608040201,0.0792611643675473,0.0516199890170236,0.0526378045895434,0.0526418215432519,NA,0.178283919104653,NA,0.396518375241779,0.532892319000367,0.23220096316543,"SA","Initial","MAN" +"230",133,"33 CF",0.072289156626506,0.0321428571428571,0.161290322580645,0.102981029810298,0.23375,0.702731092436975,0.469871794871795,0.25,0.228643216080402,0.471826046294131,0.158429434376716,0.0812633073101491,0.0951153060231585,0.312977099236641,0.51070096210485,0.243910925539318,0.656866537717602,0.183020948180816,0.572215714347694,"SA","Final","MAN" +"231",134,"34 C0",0.265060240963855,0.0714285714285714,0.209677419354839,0.184281842818428,0.099375,0.0483193277310924,0.104487179487179,0.0408163265306122,0.311557788944724,0.0808978255786767,NA,0.000177430801987225,0.000243261652233142,NA,0.0829079128215197,NA,0.439845261121857,0.0984932010290334,0.101479456809406,"SA","Initial","MAN" +"232",134,"34 CF",0.698795180722892,0.207142857142857,0.741935483870968,0.474254742547426,0.261875,0.382352941176471,0.13525641025641,0.206632653061224,0.580402010050251,0.328267477203647,0.0620538165842943,0.449787083037615,0.381191009049333,0.203562340966921,0.950618495974867,0.346555323590814,0.508317214700193,0.59316427783903,1,"SA","Final","MAN" +"233",135,"35 CF",0.421686746987952,0.0428571428571429,0.435483870967742,0.235772357723577,0.9365625,0.718487394957983,0.530128205128205,0.0586734693877551,0.168341708542714,1,0.0387149917627677,0.139697184764608,0.121971392429697,0.0839694656488549,0.121735715688199,1,0.204255319148936,0.0900404263138552,0.249251594429259,"SA","Final","MAN" +"234",135,"35 C0",0.120481927710843,0.0571428571428571,0.193548387096774,0.138211382113821,0.1240625,0.207983193277311,0.0666666666666667,NA,0.251256281407035,0.111760579845686,0.249313563975837,0.123018689377809,0.145567772696312,NA,0.0528666797565286,NA,0.416634429400387,0.396177875780963,0.107466701375331,"SA","Initial","MAN" +"235",136,"36 CF",0.566265060240964,0.142857142857143,0.241935483870968,0.311653116531165,0.2978125,0.359243697478992,0.0903846153846154,0.122448979591837,NA,0.273790039747487,0.042833607907743,0.039981074047788,0.0406733482533813,0.438507209499576,0.441782839191047,0.326026443980515,0.735396518375242,0.177875780962881,0.536162089461582,"SA","Final","MAN" +"236",136,"36 C0",0.180722891566265,0.0214285714285714,0.5,0.176151761517615,0.270625,NA,0.114102564102564,0.102040816326531,0.163316582914573,0.195464110357727,0.0164744645799012,0.0124792997397682,0.0133793908728228,NA,0.11775967013548,0.343423799582463,0.457640232108317,0.223079750091878,0.197752613996269,"SA","Initial","MAN" +"237",137,"37 CF",0.55421686746988,0.0642857142857143,0.370967741935484,0.2710027100271,0.573125,0.679621848739496,0.308974358974359,0.339285714285714,NA,0.650689735796119,0.0884129599121362,0.0636976579134138,0.0682592196166196,0.515691263782867,0.407667386609071,0.371955462769659,0.559767891682785,0.352076442484381,0.516551694216669,"SA","Final","MAN" +"238",137,"37 C0",0.265060240963855,0.0785714285714286,NA,0.13550135501355,0.346875,0.167016806722689,NA,0.155612244897959,0.678391959798995,0.299976619125555,0.0214168039538715,0.19008753252898,0.160358081152087,NA,0.155213037502454,NA,0.358220502901354,0.166850422638736,0.164302138921428,"SA","Initial","MAN" +"239",138,"38 CF",0.590361445783133,0.117857142857143,0.290322580645161,0.306233062330623,0.3715625,0.239495798319328,0.126923076923077,0.357142857142857,NA,0.337152209492635,0.729818780889621,0.18884551691507,0.284859394765009,0.42069550466497,0.280483015904182,0.377522616562283,0.778723404255319,1,0.501019567009415,"SA","Final","MAN" +"240",138,"38 C0",0.168674698795181,0.0178571428571429,0.67741935483871,0.200542005420054,0.193125,0.0672268907563025,0.0230769230769231,0.0841836734693878,0.449748743718593,0.142389525368249,0.174629324546952,0.0187485214099834,0.0465602802374234,NA,0.0811407814647555,NA,0.391876208897485,0.177508269018743,0.103865677469738,"SA","Initial","MAN" +"241",139,"39 CF",0.614457831325301,0.0392857142857143,0.161290322580645,0.230352303523035,0.1328125,0.0672268907563025,0.0820512820512821,0.119897959183673,0.193467336683417,0.0981996726677578,0.0351455244371225,0.0105867045185711,0.0151308747689014,0.509754028837998,0.277243275083448,0.0949895615866388,0.630947775628627,0.177875780962881,0.353854831012191,"SA","Final","MAN" +"242",139,"39 C0",0.0240963855421687,0.05,0.0645161290322581,0.0894308943089431,0.1403125,0.0472689075630252,0.0974358974358974,NA,0.168341708542714,0.0916530278232406,0.0211422295442065,0.00419919564703099,0.00739515422788752,NA,0.0717651678774789,0.321851078636047,0.222823984526112,0.353178978316795,0.143433554601067,"SA","Initial","MAN" +"243",140,"40 CF",0.289156626506024,0.0607142857142857,0.354838709677419,0.205962059620596,0.099375,0.504201680672269,0.3,0.673469387755102,0.241206030150754,0.30512041150339,0.0134541460735859,0.0854625029571801,0.0728811910090493,0.117896522476675,0.270125662674259,0.191718858733473,0.392263056092843,0.118706357956634,0.30582671699423,"SA","Final","MAN" +"244",140,"40 C0",0.204819277108434,0.0142857142857143,0.0806451612903226,0.105691056910569,0.285,NA,0.171794871794872,0.163265306122449,0.118090452261307,0.228664952069207,NA,0.00502720605630471,0.00423275274885667,NA,0.155458472413116,NA,0.485106382978723,0.293642043366409,0.193717731788798,"SA","Initial","MAN" +"245",141,"41 CF",0.301204819277108,0.0107142857142857,0.338709677419355,0.168021680216802,0.495,0.274159663865546,0.0916666666666667,0.076530612244898,NA,0.398643909282207,0.0222405271828666,0.0194582446179323,0.0201420648049042,0.172179813401187,0.363390928725702,NA,0.854932301740812,0.277104005880191,0.431775782029589,"SA","Final","MAN" +"246",141,"41 C0",0.120481927710843,0.0678571428571429,0.193548387096774,0.146341463414634,0.274375,0.0472689075630252,0.0506410256410256,0.13265306122449,NA,0.173252279635258,0.0340472267984624,0.0140170333569908,0.0177581006130194,NA,0.0500196347928529,NA,0.0448742746615087,NA,0.0085903943771964,"SA","Initial","MAN" +"247",142,"42 C0",0.27710843373494,0.00714285714285714,0.161290322580645,0.130081300813008,0.190625,0.177521008403361,0.108333333333333,0.107142857142857,0.263819095477387,0.180967968202011,0.00192202086765513,0.0547078306127277,0.0455385812980442,NA,0.135529157667387,0.274182324286708,0.297098646034816,0.133039323778023,0.176189856392902,"SA","Initial","MAN" +"248",142,"42 CF",0.421686746987952,0.075,0.17741935483871,0.21680216802168,0.1990625,0.101890756302521,0.210897435897436,0.130102040816327,0.165829145728643,0.200841711480009,NA,0.0246037378755619,0.0203366741266907,0.0602205258693808,0.218780679363833,NA,0.517214700193424,0.149944873208379,0.245346869712352,"SA","Final","MAN" diff --git a/data/plasmFlav_ord.csv b/data/plasmFlav_ord.csv new file mode 100644 index 0000000..26394ac --- /dev/null +++ b/data/plasmFlav_ord.csv @@ -0,0 +1,249 @@ +"","numVol","grouping","E","E.S","Total.E","HE.G","N.G","Sweetener","Time","Sex" +"1",1,"1 A0",0.444444444444444,0.1,0.625,0.00358208955223881,0.0552995391705069,"ST","Initial","WOMAN" +"2",1,"1 AF",0.333333333333333,0,NA,0.000398009950248756,0.0316664590858139,"ST","Final","WOMAN" +"3",2,"2 A0",0.222222222222222,0.1,0.375,0.000199004975124378,0.0159733466185079,"ST","Initial","WOMAN" +"4",2,"2 AF",0.333333333333333,0.3,NA,0.00159203980099503,0.0152260555486362,"ST","Final","WOMAN" +"5",3,"3 AF",0.666666666666667,NA,NA,0.0123383084577114,0.0243492340266534,"ST","Final","WOMAN" +"6",3,"3 A0",0.333333333333333,0.1,0.625,0.000398009950248756,0.0157242495952173,"ST","Initial","WOMAN" +"7",4,"4 AF",0.222222222222222,NA,NA,0,0.0208930128284967,"ST","Final","WOMAN" +"8",4,"4 A0",0.111111111111111,NA,0,0.000199004975124378,0.0705878689749657,"ST","Initial","WOMAN" +"9",5,"5 AF",0.333333333333333,0.2,NA,0.0401990049751244,0.062865861252958,"ST","Final","WOMAN" +"10",5,"5 A0",0.222222222222222,NA,0.125,0.000199004975124378,0.0445883671690123,"ST","Initial","WOMAN" +"11",6,"6 AF",0,NA,NA,0.00696517412935323,0.0891767343380247,"ST","Final","MAN" +"12",6,"6 A0",0.666666666666667,0.1,0.75,0.000398009950248756,0.0413501058662349,"ST","Initial","MAN" +"13",7,"7 AF",0.333333333333333,0.1,NA,0.000796019900497513,0.0363993025283348,"ST","Final","WOMAN" +"14",7,"7 A0",0.222222222222222,0.1,0.25,0.000398009950248756,0.0341262921908083,"ST","Initial","WOMAN" +"15",8,"8 AF",0.222222222222222,NA,NA,0.00258706467661691,0.0309191680159422,"ST","Final","WOMAN" +"16",8,"8 A0",0.333333333333333,NA,0.25,0.000398009950248756,0.0336592352721385,"ST","Initial","WOMAN" +"17",9,"9 AF",0.444444444444444,0.1,NA,0.00517412935323383,0.104496201270395,"ST","Final","WOMAN" +"18",9,"9 A0",0.222222222222222,NA,0.125,0,0.0441213102503425,"ST","Initial","WOMAN" +"19",10,"10 AF",0.333333333333333,0,NA,0.00278606965174129,0.0528708431934238,"ST","Final","WOMAN" +"20",10,"10 A0",1,NA,1,0.0017910447761194,0.0198654876074231,"ST","Initial","WOMAN" +"21",11,"11 AF",0.444444444444444,0,NA,0.00796019900497512,0.0361502055050442,"ST","Final","WOMAN" +"22",11,"11 A0",0.111111111111111,0.1,0.375,0.00099502487562189,0.0824822518370905,"ST","Initial","WOMAN" +"23",12,"12 AF",0.444444444444444,0.1,NA,0.0600995024875622,0.0842882052559472,"ST","Final","WOMAN" +"24",12,"12 A0",0.888888888888889,NA,0.875,0.000199004975124378,0.0282413750155686,"ST","Initial","WOMAN" +"25",13,"13 AF",0.333333333333333,0.1,NA,0.000398009950248756,0.051531946693237,"ST","Final","WOMAN" +"26",13,"13 A0",0.444444444444444,0,0.625,0.000597014925373134,0.0748847926267281,"ST","Initial","WOMAN" +"27",14,"14 AF",0.444444444444444,NA,NA,0.0250746268656716,0.0626167642296675,"ST","Final","WOMAN" +"28",14,"14 A0",0.333333333333333,0.2,0.625,0.0242786069651741,0.0798978702204509,"ST","Initial","WOMAN" +"29",15,"15 A0",0.666666666666667,0.2,0.875,0.00218905472636816,0.0103375264665587,"ST","Initial","WOMAN" +"30",15,"15 AF",0.333333333333333,0.1,NA,0.00895522388059702,0.0822954290696226,"ST","Final","WOMAN" +"31",16,"16 AF",0.666666666666667,0.1,NA,0.000796019900497513,0.0557665960891767,"ST","Final","WOMAN" +"32",16,"16 A0",0.111111111111111,NA,0,0.000597014925373134,0.0337526466558725,"ST","Initial","WOMAN" +"33",17,"17 AF",0.333333333333333,0.3,NA,0.000597014925373134,0.0752895752895753,"ST","Final","WOMAN" +"34",17,"17 A0",0.111111111111111,0.1,0.25,0.000199004975124378,0.0398866608544028,"ST","Initial","WOMAN" +"35",18,"18 AF",0.444444444444444,NA,NA,0.0407960199004975,0.171503300535559,"ST","Final","WOMAN" +"36",18,"18 A0",NA,0.2,0.125,0.000398009950248756,0.0186200024909702,"ST","Initial","WOMAN" +"37",19,"19 AF",0.444444444444444,0,NA,0.000796019900497513,0.0469236517623614,"ST","Final","WOMAN" +"38",19,"19 A0",NA,0.2,0.125,0.000597014925373134,0.0142608045833852,"ST","Initial","WOMAN" +"39",20,"20 AF",0.333333333333333,0.1,NA,0.00199004975124378,0.0477954913438784,"ST","Final","WOMAN" +"40",20,"20 A0",0.222222222222222,0,0.25,0.000199004975124378,0.105368040851912,"ST","Initial","WOMAN" +"41",21,"21 AF",0.444444444444444,0.1,NA,0.00238805970149254,0.0235085315730477,"ST","Final","MAN" +"42",21,"21 A0",0.333333333333333,0,0.375,0.000199004975124378,0.0125793996761739,"ST","Initial","MAN" +"43",22,"22 AF",0.222222222222222,0,NA,0.000597014925373134,0.0727674679287583,"ST","Final","MAN" +"44",22,"22 A0",0.222222222222222,0,0.25,0.000398009950248756,0.0675052933117449,"ST","Initial","MAN" +"45",23,"23 AF",0.333333333333333,0.1,NA,0.00099502487562189,0.0317287333416366,"ST","Final","MAN" +"46",23,"23 A0",0.111111111111111,0.1,0.25,0.000199004975124378,0.0425021795989538,"ST","Initial","MAN" +"47",24,"24 AF",0.222222222222222,0.1,NA,0.0276616915422886,0.0846618507908831,"ST","Final","MAN" +"48",24,"24 A0",0.111111111111111,NA,0,0.000398009950248756,0.0323826130277743,"ST","Initial","MAN" +"49",25,"25 AF",0.333333333333333,0.1,NA,0.000398009950248756,0.0554552248100635,"ST","Final","MAN" +"50",25,"25 A0",0.555555555555556,0.2,0.75,0.000199004975124378,0.0501619130651389,"ST","Initial","MAN" +"51",26,"26 AF",0.222222222222222,NA,NA,0.00298507462686567,0.0929443268152946,"ST","Final","MAN" +"52",26,"26 A0",0.333333333333333,NA,0.25,0,0.0362747540166895,"ST","Initial","MAN" +"53",27,"27 AF",0.111111111111111,0.1,NA,0.000796019900497513,0.0480134512392577,"ST","Final","MAN" +"54",27,"27 A0",0.111111111111111,0.2,0.25,0.000199004975124378,0.0350915431560593,"ST","Initial","MAN" +"55",28,"28 A0",0.111111111111111,0,0.25,0.000199004975124378,0.00993274380371155,"ST","Initial","MAN" +"56",28,"28 AF",0.666666666666667,0.1,NA,0.000199004975124378,0.0850977705816416,"ST","Final","MAN" +"57",29,"29 AF",0.333333333333333,0.1,NA,0.0045771144278607,0.0960580396064267,"ST","Final","MAN" +"58",29,"29 A0",0.555555555555556,0.2,0.875,0.000597014925373134,0.0693735209864242,"ST","Initial","MAN" +"59",30,"30 AF",0.222222222222222,0.1,NA,0.0238805970149254,0.0865612155934737,"ST","Final","MAN" +"60",30,"30 A0",0.222222222222222,NA,0.125,0.000398009950248756,0.0152883298044588,"ST","Initial","MAN" +"61",31,"31 AF",0.555555555555556,0,NA,0.000796019900497513,0.0406962261800971,"ST","Final","MAN" +"62",31,"31 A0",0.111111111111111,NA,0,0.00099502487562189,0.0125171254203512,"ST","Initial","MAN" +"63",32,"32 AF",0.222222222222222,0.3,NA,0.000796019900497513,0.0958400797110475,"ST","Final","MAN" +"64",32,"32 A0",0.333333333333333,0,0.375,0.000398009950248756,0.0650143230788392,"ST","Initial","MAN" +"65",33,"33 AF",0.666666666666667,0.1,NA,0.00119402985074627,0.0694046581143355,"ST","Final","MAN" +"66",33,"33 A0",0,0,0.125,0.000796019900497513,0.0381118445634575,"ST","Initial","MAN" +"67",34,"34 AF",0.444444444444444,0.3,NA,0.000796019900497513,0.061122182089924,"ST","Final","MAN" +"68",34,"34 A0",0.222222222222222,0.1,0.375,0.00577114427860697,0.0136069248972475,"ST","Initial","MAN" +"69",35,"35 AF",0.222222222222222,NA,NA,0.00119402985074627,0.0879312492215718,"ST","Final","MAN" +"70",35,"35 A0",0.333333333333333,0.1,0.375,0.000199004975124378,0.0174990658861627,"ST","Initial","MAN" +"71",36,"36 AF",0.222222222222222,NA,NA,0.000199004975124378,0.0510648897745672,"ST","Final","MAN" +"72",36,"36 A0",0.111111111111111,NA,0,0.000199004975124378,0.0633640552995392,"ST","Initial","MAN" +"73",37,"37 AF",0.111111111111111,0.1,NA,0.0197014925373134,0.0196163905841325,"ST","Final","MAN" +"74",37,"37 A0",0.222222222222222,0.1,0.375,0.000199004975124378,0.0623988043342882,"ST","Initial","MAN" +"75",38,"38 AF",0.333333333333333,0,NA,0.000398009950248756,0.0613401419853033,"ST","Final","MAN" +"76",38,"38 A0",0.222222222222222,0,0.25,0.000199004975124378,0.020924149956408,"ST","Initial","MAN" +"77",39,"39 AF",0.444444444444444,0.1,NA,0.000597014925373134,0.0555797733217088,"ST","Final","MAN" +"78",39,"39 A0",0.444444444444444,0,0.5,0.000199004975124378,0.0236642172126043,"ST","Initial","MAN" +"79",40,"40 AF",0.333333333333333,0.2,NA,0.00099502487562189,0.0527151575538672,"ST","Final","MAN" +"80",40,"40 A0",0.111111111111111,NA,0,0.000199004975124378,0.0152260555486362,"ST","Initial","MAN" +"81",41,"41 A0",0.111111111111111,0.1,0.125,0.000199004975124378,0.0185577282351476,"ST","Initial","MAN" +"82",41,"41 AF",0.333333333333333,NA,NA,0.000199004975124378,0.0714908456843941,"ST","Final","MAN" +"83",42,"42 A0",0.444444444444444,0.1,0.625,0.000398009950248756,0.0331610412255574,"ST","Initial","MAN" +"84",42,"42 AF",0.111111111111111,0.1,NA,0.000398009950248756,0.0546456594843692,"ST","Final","MAN" +"85",51,"1 B0",0.111111111111111,NA,NA,0.00099502487562189,0.0250342508407025,"SU","Initial","WOMAN" +"86",51,"1 BF",0.333333333333333,0.1,NA,0.0405970149253731,0.140988915182464,"SU","Final","WOMAN" +"87",52,"2 B0",0.222222222222222,NA,NA,0.000199004975124378,0.0132332793623116,"SU","Initial","WOMAN" +"88",52,"2 BF",0.111111111111111,NA,NA,0.00119402985074627,0.0118321086063022,"SU","Final","WOMAN" +"89",53,"3 BF",0.444444444444444,0.4,NA,0.00298507462686567,0.0208307385726741,"SU","Final","WOMAN" +"90",53,"3 B0",0.111111111111111,NA,NA,0.000199004975124378,0.0106177606177606,"SU","Initial","WOMAN" +"91",54,"4 BF",0.555555555555556,0.3,NA,0.00199004975124378,0.0433740191804708,"SU","Final","WOMAN" +"92",54,"4 B0",0.222222222222222,0.3,NA,0.00298507462686567,0.04359197907585,"SU","Initial","WOMAN" +"93",55,"5 BF",0.666666666666667,0.2,NA,0.00298507462686567,0.0428446880059783,"SU","Final","WOMAN" +"94",55,"5 B0",0.222222222222222,0.2,NA,0.000199004975124378,0.0356520114584631,"SU","Initial","WOMAN" +"95",56,"6 BF",0.444444444444444,0,NA,0.000199004975124378,0.0746668327313489,"SU","Final","WOMAN" +"96",56,"6 B0",0.222222222222222,0,NA,0.000796019900497513,0.00806451612903226,"SU","Initial","WOMAN" +"97",57,"7 BF",0.444444444444444,0.2,NA,0.00398009950248756,0.0466122804832482,"SU","Final","WOMAN" +"98",57,"7 B0",0.666666666666667,0.1,NA,0.000199004975124378,0.0256569933989289,"SU","Initial","WOMAN" +"99",58,"8 BF",0.888888888888889,NA,NA,0.00159203980099503,0.0688441898119317,"SU","Final","WOMAN" +"100",58,"8 B0",0.222222222222222,NA,NA,0.000398009950248756,0.0184954539793249,"SU","Initial","WOMAN" +"101",59,"9 BF",0.888888888888889,NA,NA,0.000796019900497513,0.0645161290322581,"SU","Final","WOMAN" +"102",59,"9 B0",0.555555555555556,NA,NA,0.00318407960199005,0.0448997384481255,"SU","Initial","WOMAN" +"103",60,"10 BF",0.111111111111111,NA,NA,0.0017910447761194,0.0718644912193299,"SU","Final","WOMAN" +"104",60,"10 B0",0.333333333333333,NA,NA,0.000398009950248756,0.0378627475401669,"SU","Initial","WOMAN" +"105",61,"11 BF",0.111111111111111,NA,NA,0.0300497512437811,0.306015693112467,"SU","Final","WOMAN" +"106",61,"11 B0",0.333333333333333,NA,NA,0.000199004975124378,0.0456158923900859,"SU","Initial","WOMAN" +"107",62,"12 BF",0.333333333333333,0,NA,0.00378109452736318,0.0321023788765724,"SU","Final","WOMAN" +"108",62,"12 B0",0.666666666666667,0.1,NA,0.000597014925373134,0.0211732469796986,"SU","Initial","WOMAN" +"109",63,"13 BF",0.111111111111111,1,NA,0.00298507462686567,0.046394320587869,"SU","Final","MAN" +"110",63,"13 B0",NA,0.2,NA,0.00119402985074627,0.0588803088803089,"SU","Initial","MAN" +"111",64,"14 BF",0.555555555555556,0.1,NA,0.00199004975124378,0.0315419105741686,"SU","Final","WOMAN" +"112",64,"14 B0",0.222222222222222,0.1,NA,0.000796019900497513,0.0607796736828995,"SU","Initial","WOMAN" +"113",65,"15 B0",0.666666666666667,0.2,NA,0.00119402985074627,0.0719890397309752,"SU","Initial","WOMAN" +"114",65,"15 BF",0.777777777777778,0.3,NA,0.0115422885572139,0.0429380993897123,"SU","Final","WOMAN" +"115",66,"16 BF",0.111111111111111,NA,NA,0.00258706467661691,0.0648275003113713,"SU","Final","WOMAN" +"116",66,"16 B0",0.333333333333333,NA,NA,0.00238805970149254,0.0368352223190933,"SU","Initial","WOMAN" +"117",67,"17 BF",0.111111111111111,0,NA,0.000199004975124378,0.0496014447627351,"SU","Final","WOMAN" +"118",67,"17 B0",0.555555555555556,0,NA,0,0.0136069248972475,"SU","Initial","WOMAN" +"119",68,"18 BF",0.444444444444444,0.1,NA,0.000597014925373134,0.061215593473658,"SU","Final","WOMAN" +"120",68,"18 B0",0.444444444444444,0.2,NA,0.000398009950248756,0.0187756881305268,"SU","Initial","WOMAN" +"121",69,"19 BF",0.222222222222222,0.1,NA,0.000398009950248756,0.0248162909453232,"SU","Final","MAN" +"122",69,"19 B0",0.222222222222222,0.1,NA,0.000597014925373134,0.0392016440403537,"SU","Initial","MAN" +"123",70,"20 BF",0.333333333333333,0.2,NA,0.000597014925373134,0.0889587744426454,"SU","Final","WOMAN" +"124",70,"20 B0",0.111111111111111,NA,NA,0.000199004975124378,0.0241001370033628,"SU","Initial","WOMAN" +"125",71,"21 BF",0.555555555555556,0,NA,0.000398009950248756,0.0461452235645784,"SU","Final","MAN" +"126",71,"21 B0",0.444444444444444,0.4,NA,0,0.0630838211483373,"SU","Initial","MAN" +"127",72,"22 BF",0.888888888888889,0.1,NA,0.000796019900497513,0.1809689874206,"SU","Final","MAN" +"128",72,"22 B0",0.111111111111111,0.2,NA,0,0.0324137501556856,"SU","Initial","MAN" +"129",73,"23 BF",0.333333333333333,0.1,NA,0.00378109452736318,0.0381118445634575,"SU","Final","MAN" +"130",73,"23 B0",0.444444444444444,NA,NA,0.00139303482587065,0.0238821771079836,"SU","Initial","MAN" +"131",74,"24 BF",0.555555555555556,0.1,NA,0.00099502487562189,0.0640802092414996,"SU","Final","WOMAN" +"132",74,"24 B0",0.333333333333333,0.6,NA,0.000398009950248756,0.0352472287956159,"SU","Initial","WOMAN" +"133",75,"25 BF",0.444444444444444,NA,NA,0.0630845771144279,0.288921409889152,"SU","Final","MAN" +"134",75,"25 B0",0.222222222222222,NA,NA,0.00875621890547264,0.222568190310126,"SU","Initial","MAN" +"135",76,"26 BF",0.333333333333333,0,NA,0.000398009950248756,0.0214534811309005,"SU","Final","MAN" +"136",76,"26 B0",0.111111111111111,0,NA,0.000199004975124378,0.0417548885290821,"SU","Initial","MAN" +"137",77,"27 BF",0.222222222222222,0,NA,0.00557213930348259,0.0846618507908831,"SU","Final","MAN" +"138",77,"27 B0",0.111111111111111,NA,NA,0.000398009950248756,0.0409141860754764,"SU","Initial","MAN" +"139",78,"28 B0",0.333333333333333,NA,NA,0.000398009950248756,0.0922593100012455,"SU","Initial","MAN" +"140",78,"28 BF",0.444444444444444,NA,NA,0.0222885572139303,0.119566571179474,"SU","Final","MAN" +"141",79,"29 BF",0.555555555555556,0.2,NA,0,0.0714597085564827,"SU","Final","MAN" +"142",79,"29 B0",0.111111111111111,0.1,NA,0.000796019900497513,0.0334101382488479,"SU","Initial","MAN" +"143",80,"30 BF",0.333333333333333,NA,NA,0.0555223880597015,0.0959023539668701,"SU","Final","MAN" +"144",80,"30 B0",0.222222222222222,0.4,NA,0.000199004975124378,0.097054427699589,"SU","Initial","MAN" +"145",81,"31 BF",0.222222222222222,0.1,NA,0.000199004975124378,0.110381118445635,"SU","Final","MAN" +"146",81,"31 B0",0.444444444444444,0,NA,0.000199004975124378,0.0161913065138872,"SU","Initial","MAN" +"147",82,"32 BF",0.333333333333333,0.1,NA,0.00119402985074627,0.0436542533316727,"SU","Final","MAN" +"148",82,"32 B0",0.666666666666667,0.2,NA,0.000199004975124378,0.0544899738448126,"SU","Initial","MAN" +"149",83,"33 BF",0.777777777777778,NA,NA,0.000199004975124378,0.021795989537925,"SU","Final","MAN" +"150",83,"33 B0",0.333333333333333,0,NA,0.000199004975124378,0.0247851538174119,"SU","Initial","MAN" +"151",84,"34 BF",0.111111111111111,NA,NA,0.000796019900497513,0.0465188690995143,"SU","Final","MAN" +"152",84,"34 B0",0.222222222222222,NA,NA,0.000199004975124378,0.0336592352721385,"SU","Initial","MAN" +"153",85,"35 BF",0.111111111111111,0.1,NA,0.00139303482587065,0.0399800722381367,"SU","Final","MAN" +"154",85,"35 B0",0.333333333333333,NA,NA,0.000398009950248756,0.0521858263793748,"SU","Initial","MAN" +"155",86,"36 BF",0.444444444444444,0.1,NA,0.000597014925373134,0.0266533814920912,"SU","Final","MAN" +"156",86,"36 B0",0.222222222222222,0.1,NA,0.000199004975124378,0.0233217088055798,"SU","Initial","MAN" +"157",87,"37 BF",0.222222222222222,NA,NA,0.00159203980099503,0.0508780670070993,"SU","Final","MAN" +"158",87,"37 B0",0.333333333333333,0.1,NA,0.000597014925373134,0.0297048200274007,"SU","Initial","MAN" +"159",88,"38 BF",0.222222222222222,0.1,NA,0.0081592039800995,0.0584443890895504,"SU","Final","MAN" +"160",88,"38 B0",0.111111111111111,NA,NA,0.000398009950248756,0.0188068252584382,"SU","Initial","MAN" +"161",89,"39 BF",0.222222222222222,0.1,NA,0.0017910447761194,0.0365861252958027,"SU","Final","MAN" +"162",89,"39 B0",0.333333333333333,0.5,NA,0.00139303482587065,0.0334724125046706,"SU","Initial","MAN" +"163",90,"40 BF",0.444444444444444,NA,NA,0.00139303482587065,0.0527462946817785,"SU","Final","MAN" +"164",90,"40 B0",0,0.1,NA,0.000398009950248756,0.0217337152821024,"SU","Initial","MAN" +"165",91,"41 B0",0.222222222222222,NA,NA,0.000597014925373134,0.0394818781915556,"SU","Initial","MAN" +"166",91,"41 BF",0.222222222222222,NA,NA,0.0199004975124378,0.27002117324698,"SU","Final","MAN" +"167",92,"42 B0",0.111111111111111,0.1,NA,0,0.0144476273508532,"SU","Initial","MAN" +"168",92,"42 BF",0.555555555555556,NA,NA,0.0545273631840796,0.184549757130402,"SU","Final","MAN" +"169",101,"1 C0",0.333333333333333,0,NA,0.000796019900497513,0.0318844189811932,"SA","Initial","WOMAN" +"170",101,"1 CF",0.333333333333333,NA,NA,0.000199004975124378,0.0410075974592104,"SA","Final","WOMAN" +"171",102,"2 CF",0.444444444444444,0.1,NA,0.000199004975124378,0.0326005729231536,"SA","Final","WOMAN" +"172",102,"2 C0",0.222222222222222,0,NA,0.000199004975124378,0.0707435546145223,"SA","Initial","WOMAN" +"173",103,"3 CF",NA,0.1,NA,0.000398009950248756,0.065481379997509,"SA","Final","WOMAN" +"174",103,"3 C0",0.444444444444444,0.2,NA,0.000199004975124378,0.0509714783908332,"SA","Initial","WOMAN" +"175",104,"4 CF",0.222222222222222,0.3,NA,0.000398009950248756,0.0373022792377631,"SA","Final","WOMAN" +"176",104,"4 C0",0.333333333333333,0.1,NA,0.00099502487562189,0.0100261551874455,"SA","Initial","WOMAN" +"177",105,"5 CF",0.333333333333333,0.1,NA,0.000398009950248756,0.0459584007971105,"SA","Final","WOMAN" +"178",105,"5 C0",0.222222222222222,0,NA,0.000199004975124378,0.0494146219952672,"SA","Initial","WOMAN" +"179",106,"6 CF",0.333333333333333,NA,NA,0.00497512437810945,0.0604994395316976,"SA","Final","WOMAN" +"180",106,"6 C0",0.333333333333333,NA,NA,0.000199004975124378,0.0262797359571553,"SA","Initial","WOMAN" +"181",107,"7 CF",0.444444444444444,0.1,NA,0.00378109452736318,0.094345497571304,"SA","Final","WOMAN" +"182",107,"7 C0",0.111111111111111,0,NA,0.000199004975124378,0.054147465437788,"SA","Initial","WOMAN" +"183",108,"8 CF",0.111111111111111,0,NA,0.000199004975124378,0.0578527836592353,"SA","Final","WOMAN" +"184",108,"8 C0",0.222222222222222,0,NA,0.00099502487562189,0.0190559222817287,"SA","Initial","WOMAN" +"185",109,"9 CF",0.333333333333333,0,NA,0.00318407960199005,0.0546145223564578,"SA","Final","WOMAN" +"186",109,"9 C0",0.111111111111111,0,NA,0.000597014925373134,0.013077593722755,"SA","Initial","WOMAN" +"187",110,"10 CF",0.333333333333333,NA,NA,0.000199004975124378,0.0249719765848798,"SA","Final","WOMAN" +"188",110,"10 C0",0.555555555555556,0,NA,0.000199004975124378,0.0193361564329306,"SA","Initial","WOMAN" +"189",111,"11 CF",0.333333333333333,0.2,NA,0.00557213930348259,0.0998567692116079,"SA","Final","WOMAN" +"190",111,"11 C0",0.222222222222222,0.1,NA,0.000398009950248756,0.00887408145472661,"SA","Initial","WOMAN" +"191",112,"12 CF",0.444444444444444,NA,NA,0.00338308457711443,0.0759745921036244,"SA","Final","WOMAN" +"192",112,"12 C0",0.222222222222222,NA,NA,0.00099502487562189,0.0207684643168514,"SA","Initial","WOMAN" +"193",113,"13 CF",0.444444444444444,NA,NA,0.00099502487562189,0.0196786648399552,"SA","Final","WOMAN" +"194",113,"13 C0",0.444444444444444,NA,NA,0.00437810945273632,0.0363993025283348,"SA","Initial","WOMAN" +"195",114,"14 C0",0.666666666666667,NA,NA,0.000199004975124378,0.0252522107360817,"SA","Initial","WOMAN" +"196",114,"14 CF",0.222222222222222,0.1,NA,0.000199004975124378,0.0299850541786026,"SA","Final","WOMAN" +"197",115,"15 CF",0.777777777777778,0,NA,0,0.0360256569933989,"SA","Final","WOMAN" +"198",115,"15 C0",0.222222222222222,0,NA,0.000199004975124378,0.0491966620998879,"SA","Initial","WOMAN" +"199",116,"16 CF",0.111111111111111,0.2,NA,0.00537313432835821,0.0162535807697098,"SA","Final","WOMAN" +"200",116,"16 C0",0.333333333333333,NA,NA,0,0.0438099389712293,"SA","Initial","WOMAN" +"201",117,"17 CF",0.333333333333333,NA,NA,0.0017910447761194,0.113308008469299,"SA","Final","WOMAN" +"202",117,"17 C0",0.333333333333333,NA,NA,0.000796019900497513,0.0239444513638062,"SA","Initial","WOMAN" +"203",120,"20 CF",0.222222222222222,0.1,NA,0.000398009950248756,0.067225059160543,"SA","Final","WOMAN" +"204",120,"20 C0",0.111111111111111,NA,NA,0.00099502487562189,0.0301096026902479,"SA","Initial","WOMAN" +"205",121,"21 CF",0.111111111111111,NA,NA,0.000398009950248756,0.0312616764229667,"SA","Final","MAN" +"206",121,"21 C0",0.111111111111111,NA,NA,0.000199004975124378,0.0294557230041101,"SA","Initial","MAN" +"207",122,"22 CF",0.222222222222222,0.1,NA,0.0129353233830846,0.0594096400548013,"SA","Final","MAN" +"208",122,"22 C0",0.222222222222222,0.1,NA,0.000597014925373134,0.0281791007597459,"SA","Initial","MAN" +"209",123,"23 CF",0.222222222222222,NA,NA,1,1,"SA","Final","MAN" +"210",123,"23 C0",0.111111111111111,NA,NA,0.00497512437810945,0.104589612654129,"SA","Initial","MAN" +"211",124,"24 CF",0.111111111111111,0.1,NA,0.0117412935323383,0.233372773695354,"SA","Final","MAN" +"212",124,"24 C0",0.111111111111111,0.3,NA,0.000398009950248756,0.0449931498318595,"SA","Initial","MAN" +"213",125,"25 CF",0.444444444444444,0.2,NA,0.00119402985074627,0.045522481006352,"SA","Final","MAN" +"214",125,"25 C0",0.333333333333333,0.1,NA,0.000398009950248756,0.0419728484244613,"SA","Initial","MAN" +"215",126,"26 CF",0.333333333333333,0.4,NA,0.00238805970149254,0.0652322829742185,"SA","Final","MAN" +"216",126,"26 C0",0.111111111111111,0,NA,0.000597014925373134,0.00165026777930004,"SA","Initial","MAN" +"217",127,"27 CF",0.555555555555556,0.1,NA,0.00955223880597015,0.0667268651139619,"SA","Final","MAN" +"218",127,"27 C0",0.333333333333333,0,NA,0,0.0243803711545647,"SA","Initial","MAN" +"219",128,"28 CF",0.111111111111111,0,NA,0.00159203980099503,0.0444949557852784,"SA","Final","MAN" +"220",128,"28 C0",0.444444444444444,NA,NA,0,0.066540042346494,"SA","Initial","MAN" +"221",129,"29 C0",0.222222222222222,0.2,NA,0.000597014925373134,0.0812367667206377,"SA","Initial","MAN" +"222",129,"29 CF",0.555555555555556,0.3,NA,0.00119402985074627,0.038360941586748,"SA","Final","MAN" +"223",130,"30 CF",0.222222222222222,NA,NA,0.000398009950248756,0.0535247228795616,"SA","Final","MAN" +"224",130,"30 C0",0.444444444444444,0.1,NA,0.000398009950248756,0.0295491343878441,"SA","Initial","MAN" +"225",131,"31 CF",0.111111111111111,0.2,NA,0.000398009950248756,0.0250031137127911,"SA","Final","MAN" +"226",131,"31 C0",0.222222222222222,0.2,NA,0.000199004975124378,0.0263731473408893,"SA","Initial","MAN" +"227",132,"32 CF",0.222222222222222,0.1,NA,0.00358208955223881,0.0272761240503176,"SA","Final","MAN" +"228",132,"32 C0",0.444444444444444,0.1,NA,0.000398009950248756,0.105897372026404,"SA","Initial","MAN" +"229",133,"33 CF",0.333333333333333,0.2,NA,0.0133333333333333,0.0398866608544028,"SA","Final","MAN" +"230",133,"33 C0",0.222222222222222,NA,NA,0.000398009950248756,0.0176547515257193,"SA","Initial","MAN" +"231",134,"34 CF",0.444444444444444,0.2,NA,0.000796019900497513,0.0609353593224561,"SA","Final","MAN" +"232",134,"34 C0",0.444444444444444,NA,NA,0.000398009950248756,0.0403848549009839,"SA","Initial","MAN" +"233",135,"35 CF",0.222222222222222,0.2,NA,0.000597014925373134,0.0314484991904347,"SA","Final","MAN" +"234",135,"35 C0",0.111111111111111,0.2,NA,0.000398009950248756,0.0419728484244613,"SA","Initial","MAN" +"235",136,"36 CF",0.444444444444444,0,NA,0.00278606965174129,0.0560468302403786,"SA","Final","MAN" +"236",136,"36 C0",0.333333333333333,NA,NA,0,0.0508780670070993,"SA","Initial","MAN" +"237",137,"37 CF",0.333333333333333,0.1,NA,0.000796019900497513,0.0823888404533566,"SA","Final","MAN" +"238",137,"37 C0",0.333333333333333,0.1,NA,0.00199004975124378,0.133547141611658,"SA","Initial","MAN" +"239",138,"38 CF",0.555555555555556,NA,NA,0.00378109452736318,0.102814796363183,"SA","Final","MAN" +"240",138,"38 C0",0.222222222222222,0,NA,0.000199004975124378,0.0573857267405654,"SA","Initial","MAN" +"241",139,"39 CF",0.555555555555556,0.2,NA,0.000398009950248756,0.0415992028895255,"SA","Final","MAN" +"242",139,"39 C0",0.222222222222222,0.1,NA,0.000199004975124378,0.0808319840577905,"SA","Initial","MAN" +"243",140,"40 CF",0.222222222222222,NA,NA,0.00716417910447761,0,"SA","Final","MAN" +"244",140,"40 C0",0.111111111111111,NA,NA,0.000199004975124378,0.00778428197783036,"SA","Initial","MAN" +"245",141,"41 CF",0.222222222222222,NA,NA,0.00139303482587065,0.126603562087433,"SA","Final","MAN" +"246",141,"41 C0",NA,NA,NA,0.000597014925373134,0.041848299912816,"SA","Initial","MAN" +"247",142,"42 C0",0.333333333333333,NA,NA,0.000398009950248756,0.025470170631461,"SA","Initial","MAN" +"248",142,"42 CF",0.444444444444444,0.1,NA,0.00139303482587065,0.0728920164404035,"SA","Final","MAN" diff --git a/data/urineAnt_ord.csv b/data/urineAnt_ord.csv new file mode 100644 index 0000000..a00f971 --- /dev/null +++ b/data/urineAnt_ord.csv @@ -0,0 +1,251 @@ +,numVol,grouping,CA,CA.G,CA.S,CA.GS,Total.CA,DHPAA,DHPAA.G,DHPAA.GG,DHPAA.GS,DHPAA.SS,Total.DHPAA,TFA.G,TFA.S,TFA.di.sulfate.1,Total.TFA,TIFA.Sulfate.1,VA,VA.GG,VA.GS,VA.SS,Total.VA,Sweetener,Time,Sex +1,1,1 A0,0.019469027,0.097609562,NA,0.009,0.367,NA,NA,NA,0.021024967,0.062698413,NA,0.045516769,0.128864249,0.28,0.130900475,NA,0.038759561,0.022277228,0.038124157,NA,0.041397475,ST,Initial,WOMAN +2,1,1 AF,0.040707965,0.162777462,NA,0.012,0.608,0.260338346,0.153770151,NA,NA,NA,0.167215985,0.034223135,NA,NA,0.001136007,NA,0.05167386,0.038366337,0.559041835,0.033594625,0.081519398,ST,Final,WOMAN +3,2,2 A0,NA,0.854581673,NA,0.008,3.018,0.179981203,0.114794592,0.016339869,0.049934297,0.005952381,NA,0.003080082,0.156334932,0.16,0.156985362,0.065563335,0.132059122,0.068069307,0.100539811,0.010078387,0.138256635,ST,Initial,WOMAN +4,2,2 AF,0.031858407,0.123505976,0.143340858,0.002,0.715,0.491071429,0.183281331,0.013071895,0.232588699,0.088095238,0.219358327,0.006160164,0.096174461,NA,0.096906815,0.037488693,0.095115895,0.14480198,0.361673414,0.048898843,0.117118908,ST,Final,WOMAN +5,3,3 A0,0.065486726,0.020204895,0.150112867,0.007,0.381,0.054511278,0.061518461,0.016339869,0.03022339,0.027777778,NA,0.011293634,0.075341353,0.32,0.076350496,0.068243492,0.019029845,0.309405941,0.471659919,0.008958567,0.0473114,ST,Initial,WOMAN +6,3,3 AF,0.254867257,0.178998293,NA,0.009,0.785,1,0.304264171,NA,0.404730618,0.042063492,0.367262334,0.033196441,0.375450716,NA,0.376808145,0.022982344,0.550182467,0.445544554,0.426788124,0.06308324,0.577344863,ST,Final,WOMAN +7,4,4 A0,0.010619469,0.018782015,0.122460497,0.002,0.299,0.04981203,0.005538222,NA,0.065703022,0.004761905,NA,0.004106776,0.066646454,NA,0.067338173,NA,0.005548983,0.063118812,0.066464238,0.00933184,0.010751085,ST,Initial,WOMAN +8,4,4 AF,0.03539823,0.104154809,0.123589165,0.005,0.615,0.101503759,0.018720749,NA,0.302233903,0.003174603,0.03074467,0.01779603,0.105995474,0.2,0.107152517,0.065998861,NA,0.064356436,0.166666667,0.144830161,0.015836729,ST,Final,WOMAN +9,5,5 AF,0.146902655,0.136311895,0.777088036,0.008,1.948,0.618890977,0.159906396,0.006535948,0.187910644,0.033730159,0.198707385,0.023956194,0.323389603,0.4,0.324616733,NA,0.046891403,0.277227723,0.110323887,0.056737589,0.058973594,ST,Final,WOMAN +10,5,5 A0,0.003539823,0.017643711,0.252257336,0.004,0.518,NA,0.030629225,NA,0.022339028,0.042857143,NA,0.011635866,0.073024157,0.28,0.074035205,0.041274415,NA,0.071782178,0.097165992,0.093691676,0.010270682,ST,Initial,WOMAN +11,7,7 AF,0.042477876,0.054923164,0.067155756,0.003,0.346,0.343984962,0.009984399,NA,0.067017083,0.06547619,0.034787311,0.000342231,0.014303813,0.12,0.014962836,0.020034172,0.00779857,0.040841584,0.057017544,0.055244494,0.01424643,ST,Final,WOMAN +12,7,7 A0,NA,0.071997723,0.062641084,0.002,0.373,0.336466165,0.020124805,0.027777778,0.105124836,0.007142857,NA,0.009240246,0.027546479,0.16,0.02848673,0.025729505,NA,0.216584158,0.126180837,0.083986562,0.013186231,ST,Initial,WOMAN +13,8,8 A0,NA,0.018497439,NA,0.005,0.076,0.192669173,0.040613625,NA,0.023653088,0.007142857,0.052193841,0.073921971,0.079012052,0.36,0.082008893,NA,0.014780624,0.116336634,0.052631579,0.024636058,0.020640758,ST,Initial,WOMAN +14,8,8 AF,0.040707965,0.053215709,0.33013544,0.007,0.801,0.506109023,0.02301092,NA,NA,0.027380952,0.052760325,0.041752225,0.233452081,0.32,0.235294118,NA,0.031077636,NA,NA,0.015677492,0.031888812,ST,Final,WOMAN +15,9,9 A0,0.028318584,0.007398976,NA,0.004,0.051,0.093984962,0.045267811,NA,0.014454665,0.021428571,0.052142342,0.003764545,0.016545212,0.16,0.017321403,0.020134678,0.016963557,0.025990099,0.037449393,0.006718925,0.020060961,ST,Initial,WOMAN +16,9,9 AF,0.056637168,0.071997723,NA,0.012,0.303,0.257048872,0.017264691,NA,0.014454665,0.056349206,0.035611288,0.004106776,0.008315918,0.16,0.009098876,0.021742772,0.008048524,NA,0.043522267,0.004479283,0.010983004,ST,Final,WOMAN +17,10,10 AF,0.054867257,0.071997723,0.230248307,0.005,0.703,0.045582707,0.105434217,0.026143791,NA,0.032539683,0.109898033,0.018822724,0.053133087,NA,0.054301139,0.020972227,0.131809168,0.196782178,NA,0.03620754,0.135639267,ST,Final,WOMAN +18,10,10 A0,0.005309735,0.010813887,0.017494357,0.003,0.081,NA,0.004654186,0.026143791,NA,0.006746032,0.005767844,0.001026694,0.010427382,0.2,0.01112205,0.030118262,0.014080752,0,NA,0.007838746,0.014693702,ST,Initial,WOMAN +19,11,11 AF,0,0.005122368,NA,0,0.028,0.012218045,0.004472179,0.001633987,0.005256242,NA,0.00592234,0.001368925,0.029062402,0,0.02970929,0.009581561,0.005332356,0.01980198,0.012145749,0,0.006858165,ST,Final,WOMAN +20,11,11 A0,0.122123894,0.018212863,NA,0.005,0.138,0.156484962,0.02724909,0.008169935,0.243101183,0.088888889,0.046709239,0.027378508,0.270516388,NA,0.271776174,NA,0.025412008,0.806930693,0.350877193,0.040686823,0.05577643,ST,Initial,WOMAN +21,12,12 A0,0.012389381,0.031018782,NA,0.003,0.123,0.108082707,0.053042122,0.003267974,0.211563732,0.004761905,0.063472036,NA,0.056749645,NA,0.057265577,NA,0.01374748,0.263613861,0.20074224,0.051138485,0.030000331,ST,Initial,WOMAN +22,12,12 AF,0.026548673,0.144564599,0.125282167,0.004,0.755,0.394736842,0.046983879,NA,NA,NA,0.068827892,0.003080082,0.089320325,0.16,0.090004219,NA,0.037359817,0.064356436,0.086707152,0.000373274,0.042971209,ST,Final,WOMAN +23,13,13 A0,0.028318584,0.03756403,NA,0.003,0.156,0.043703008,0.022152886,0.004901961,0.272010512,0.009920635,0.030873416,0.013004791,0.062261107,0.28,0.063324281,0.012027204,0.006748763,0.030940594,0.308367072,0.070548712,0.026090846,ST,Initial,WOMAN +24,13,13 AF,0.028318584,0.046101309,NA,0.01,0.192,0.132988722,0.013910556,NA,0.132720105,0.027380952,0.02592955,0.02532512,0.123157883,0.24,0.124549654,0.020268686,0.026928396,0.004950495,0.235492578,NA,0.039094855,ST,Final,WOMAN +25,14,14 AF,0.051327434,0.055492316,0.5,0.012,1.123,0.08787594,0.003562142,0,NA,NA,0.008986507,0.100616016,0.118934956,0.36,0.122742862,NA,0.021879322,NA,0.275978408,0.013811124,0.036576881,ST,Final,WOMAN +26,14,14 A0,0.168141593,0.066021628,NA,0.009,0.329,0.082236842,0.122516901,NA,1,0.129761905,0.154315583,0.013689254,0.553387546,NA,0.553981975,0.170960501,0.030044492,0.295792079,0.667678812,0.058603957,0.069923467,ST,Initial,WOMAN +27,15,15 AF,0.040707965,0.0651679,NA,0.005,0.261,0.123590226,0.028575143,NA,0.467805519,0.006746032,0.04519003,0.008213552,0.318679415,NA,0.319293728,0.027907133,0.064771459,NA,0.22705803,0.004479283,0.076400623,ST,Final,WOMAN +28,15,15 A0,0.015929204,0.008252703,NA,0.002,0.047,0.11137218,0.010140406,NA,0.165571616,0.031746032,0.021938408,0.005475702,0.106168722,0.2,0.106925316,0.015745921,0.011897819,0.180693069,0.117071525,0.033221351,0.022148229,ST,Initial,WOMAN +29,17,17 A0,0.019469027,0.012521343,0.326185102,0.003,0.645,0.078007519,0.016666667,NA,0.067017083,0.038492063,0.025079823,0.00752909,0.192782043,0.12,0.193521514,NA,0.017130193,NA,NA,NA,0.0173442,ST,Initial,WOMAN +30,17,17 AF,0.008849558,0.013090495,0.30530474,0.002,0.603,0.112781955,0.00449818,NA,0.081471748,0.028174603,0.014522608,0.004449008,0.039792968,0.08,0.040560863,0.012931757,0.004999084,NA,0.037786775,0.002239642,0.007570487,ST,Final,WOMAN +31,18,18 A0,0.024778761,0.098178714,0.172121896,0.005,0.674,0.202537594,0.082085283,0.10620915,0.23390276,0.040873016,0.101787002,0.011635866,0.03847195,0.28,0.039522228,NA,0.011781173,0.131188119,0.235155196,0.0537514,0.028095285,ST,Initial,WOMAN +32,18,18 AF,0.028318584,0.074274331,NA,0.002,0.286,0.199718045,0.042017681,0.003267974,0.214191853,0.109126984,0.064321763,0.032169747,0.146968696,0.2,0.148546452,NA,0.030527737,0.09529703,0.13900135,0.060097051,0.041811616,ST,Final,WOMAN +33,19,19 A0,NA,0.008537279,0.518058691,0.004,0.959,0.120770677,0.019942798,NA,0.102496715,0.01547619,0.029894943,0.088295688,0.022608903,0.16,0.026052429,0.02683507,0.003715985,NA,0.151821862,0.04964539,0.014014511,ST,Initial,WOMAN +34,19,19 AF,0.02300885,0.14940239,0.14503386,0.005,0.803,0.134868421,0.068902756,0.019607843,NA,0.026984127,0.078174889,0.08384668,0.079672561,0.24,0.082950156,0.0581259,0.016297012,0.077970297,0.081309042,NA,0.021949442,ST,Final,WOMAN +35,20,20 AF,0.046017699,0.048093341,0.24717833,0.01,0.648,0.117481203,0.015444618,0.091503268,0.404730618,0.090873016,0.037490988,0.005475702,0.077463645,0.2,0.07825466,0.026768066,0.008065188,0.157178218,0.189271255,0.105636432,0.024815293,ST,Final,WOMAN +36,20,20 A0,0.044247788,0.033579966,0.332392777,0.006,0.732,0.049342105,0.015184607,0.062091503,NA,0.267460317,0.036512514,0.014373717,0.043561119,NA,0.044596393,0.095949613,0.001066471,0.358910891,0.367071525,0.333706607,0.039393036,ST,Initial,WOMAN +37,21,21 AF,0.010619469,0.025611838,0.258465011,0.002,0.561,0.169172932,0.028835153,0.009803922,0.220762155,0.036111111,0.045164281,0.008555784,0.120797375,NA,0.121585217,NA,0.025012081,NA,0.20242915,0.005972378,0.0357486,ST,Final,MAN +38,21,21 A0,0.02300885,0.013375071,NA,0.004,0.07,0.083646617,0.064404576,NA,0.285151117,0.03452381,0.07665568,0.01779603,0.049765573,NA,0.050903937,NA,0.016263685,0.060643564,0.310391363,0.064203061,0.035765166,ST,Initial,MAN +39,22,22 A0,0.008849558,0.003414912,0.15744921,0.002,0.305,NA,0.001898076,0.047385621,0.007884363,0.045634921,0.006102585,0.00513347,0.002046496,0.16,0.002888704,0.034540521,0.000983153,0.121287129,0.053643725,0.027995521,0.007156346,ST,Initial,MAN +40,22,22 AF,0.012389381,0.051508253,0.288374718,0.002,0.706,0.044172932,0.056188248,0.006535948,0.060446781,0.026984127,0.061592337,0.033538672,0.041633731,NA,0.04328728,0.050051928,0.025128726,0.219059406,0.194331984,0.033594625,0.03964152,ST,Final,MAN +41,23,23 A0,0.010619469,0.121229368,0.090293454,0.003,0.603,0.133928571,0.032735309,NA,0.052562418,0.045634921,0.044237306,0.005817933,0.11432222,0.12,0.11506129,0.027639117,0.010014831,0.07549505,0.040823212,0.008212019,0.014031077,ST,Initial,MAN +42,23,23 AF,0.056637168,0.149117814,0.945259594,0.012,2.234,0.38674812,0.147841914,NA,0.538764783,NA,0.178854671,0.034565366,0.578984982,1,0.580499627,0,0.145556648,NA,0.35560054,0.137364688,0.16891959,ST,Final,MAN +43,24,24 AF,0.044247788,0.091064314,NA,0.002,0.354,0.039473684,0.043837754,0.045751634,0.128777924,0.134126984,0.057987434,0.003422313,0.143568698,0.12,0.144207987,NA,0.011331256,0.288366337,0.103576248,0.078760732,0.024417719,ST,Final,MAN +44,24,24 A0,0.017699115,0.025327262,0.084085779,0.002,0.256,0.028195489,0.002288092,0.001633987,0.080157687,0.053968254,0.009372747,0.001368925,0.030578324,0.16,0.031256424,NA,0.003166086,0.011138614,0.066126856,NA,0.007239174,ST,Initial,MAN +45,25,25 AF,0.014159292,0.019920319,NA,0.002,0.087,NA,0.084061362,NA,NA,0.032539683,0.085693686,0.006502396,0.23165463,NA,0.232286404,NA,0.088283815,0.129950495,0.072874494,0.035087719,0.095318557,ST,Final,MAN +46,25,25 A0,0.012389381,0.029880478,0.22234763,0.002,0.513,0.045112782,0.038715549,NA,0.127463863,0.057539683,0.047558966,0.027720739,0.109113943,NA,0.110517262,NA,0.021945977,0.084158416,0.089068826,0.003359462,0.028178114,ST,Initial,MAN +47,26,26 A0,0.079646018,0.027888446,NA,0.002,0.154,0.055451128,0.033177327,NA,0.061760841,0.021031746,0.038958698,0.001368925,0.047210161,0.04,0.047863766,NA,0.005082402,NA,NA,NA,0.00536726,ST,Initial,MAN +48,26,26 AF,0.038938053,0.073136027,NA,0.003,0.289,0.106672932,0.059334373,NA,0.20499343,0.009920635,0.069729117,0.005817933,0.101772547,0.08,0.102521936,NA,0.016946893,0.022277228,NA,0.038447182,0.019182984,ST,Final,MAN +49,27,27 A0,0.010619469,0.016789983,0.086343115,0.003,0.227,0.12593985,0.014768591,0.037581699,0.134034166,0.01984127,0.026521784,0.008898015,0.096629238,NA,0.097447771,0.016449462,0.020912833,0.116336634,0.140350877,0.007465472,0.030281947,ST,Initial,MAN +50,27,27 AF,0.031858407,0.028457598,0.242099323,0.006,0.557,0.222744361,0.074076963,0.109477124,0.064388962,0.119444444,0.096817386,0.028747433,0.254079456,0.2,0.255450129,NA,0.074136408,0.012376238,0.195006748,0.109369168,0.088990491,ST,Final,MAN +51,28,28 AF,0.010619469,0.014513375,0.090857788,0.001,0.227,0.090695489,0.108606344,0.032679739,0.135348226,0.041269841,0.118858791,0.001368925,0.097473823,0.08,0.098086099,NA,0.117345153,0.063118812,0.019568151,0.001493094,0.119222741,ST,Final,MAN +52,28,28 A0,0.008849558,0.001138304,NA,0.001,0.018,0.055451128,0.005720229,NA,0.097240473,0.026587302,0.012823154,0.008213552,0.087068097,NA,0.087883673,NA,0.010831348,NA,0.090080972,0.050391937,0.018089653,ST,Initial,MAN +53,29,29 AF,0.03539823,0.087364826,NA,0.002,0.335,0.044172932,0.019266771,0.10130719,0.124835742,0.040873016,0.028684726,0.006844627,0.050642643,NA,0.051444893,0.028409662,0.011131293,0.089108911,NA,0.003732736,0.012755525,ST,Final,MAN +54,29,29 A0,0.038938053,0.029880478,0.235327314,0.005,0.553,0.041823308,0.007020281,0.205882353,0.285151117,NA,0.018796992,0.015400411,0.015992983,0.24,0.017169936,NA,0.003349386,0.461633663,0.170377868,0.008585293,0.018951065,ST,Initial,MAN +55,30,30 A0,0.007079646,0.023335231,0.045711061,0.003,0.177,0.030545113,0.088715549,0.014705882,0.269382392,NA,0.095710166,0.004449008,0.01409808,NA,0.014854645,0.020235184,0.013364217,0.117574257,0.202091768,0.007092199,0.025792665,ST,Initial,MAN +56,30,30 AF,0.037168142,0.208878771,0.153498871,0.007,1.035,0.172462406,0.218486739,0.034313725,0.453350854,0.111904762,0.243021938,0.006502396,0.367091486,NA,0.367611897,NA,0.053773475,0.517326733,0.404183536,0.04031355,0.082695557,ST,Final,MAN +58,32,32 A0,0.042477876,0.018782015,0.170993228,0.003,0.4,0.13674812,0.075143006,NA,0.197109067,0.092063492,0.09223401,0.006844627,0.097592931,0.32,0.098443129,NA,0.014497342,0.356435644,0.198380567,0.191116088,0.038100918,ST,Initial,MAN +59,32,32 AF,0.051327434,0.167615253,0.391647856,0.007,1.317,0.25,0.090223609,0.011437908,0.421813403,0.069444444,0.116489855,0.138261465,0.121533681,NA,0.126421361,NA,0.011214611,0.011138614,0.195006748,0.054871221,0.024003578,ST,Final,MAN +60,33,33 AF,0.063716814,0.031587934,NA,0.002,0.155,NA,0.02774311,NA,0.005256242,NA,0.02814399,0.003422313,0.192424718,NA,0.192991377,NA,0.045241706,0.101485149,0.048920378,0.016797312,0.050177252,ST,Final,MAN +61,33,33 A0,0.015929204,1,NA,0.002,3.531,0.04981203,0.147087884,NA,0.045992116,0.013095238,0.150633433,0.010609172,0.109980185,NA,0.110831016,0.011859694,0.105480662,0.173267327,0.135290148,0.022396417,0.115512043,ST,Initial,MAN +62,34,34 AF,0.008849558,0.045816733,0.111738149,0.001,0.374,0.025845865,0.015106604,NA,0.168199737,NA,0.020341951,0.031827515,0.033306985,NA,0.034902466,0.011390666,0.013447535,0.068069307,0.101889339,0.034341172,0.021485604,ST,Final,MAN +63,34,34 A0,0.014159292,0.003699488,NA,0.005,0.03,0.039473684,0.142069683,NA,0.032851511,0.046031746,0.147002781,0.004449008,0.036652843,NA,0.037380043,NA,0.271950142,0.01980198,0.07388664,NA,0.274939536,ST,Initial,MAN +64,35,35 AF,0.017699115,0.016220831,NA,0.003,0.078,0.289003759,0.029615185,0.086601307,0.180026281,0.056349206,0.054202287,0.009240246,0.10361331,NA,0.104436919,NA,0.028244822,0.336633663,0.109649123,0.058603957,0.04126495,ST,Final,MAN +65,35,35 A0,0.069026549,0.036994878,NA,0.002,0.177,0.07518797,0.076053042,NA,0.080157687,0.005555556,0.081831291,0.004106776,0.241930419,0.16,0.242542925,NA,0.031994134,0.091584158,0.123481781,0.094811497,0.044014843,ST,Initial,MAN +66,36,36 A0,0.040707965,0.014228799,NA,0.004,0.083,0.144266917,0.068980759,NA,0.013140604,0.014285714,0.077891647,0.008898015,0.228893485,0.24,0.229668178,NA,0.014314042,0.178217822,0.048245614,0.020530049,0.020607627,ST,Initial,MAN +67,36,36 AF,NA,0.025042686,NA,0.003,0.099,NA,0.007982319,NA,NA,0.017857143,0.009398496,0.006502396,0.089006313,0.12,0.089809475,0.039900834,0.010914666,0.016089109,0,0.016797312,0.01250704,ST,Final,MAN +68,37,37 AF,0.021238938,0.021343199,NA,0.002,0.096,NA,0.028107124,NA,0.073587385,0.034126984,0.03185189,0.006844627,0.023453488,0.12,0.024310552,0.012462729,0.019246471,0.070544554,0.045209177,0.01754386,0.02377166,ST,Final,MAN +69,37,37 A0,0.003539823,0.009675583,0.054176072,0.002,0.143,0.030545113,0.028289132,0.04248366,0.127463863,0.044444444,0.036255021,0.002053388,0.00907388,0.12,0.00978048,0.011591678,0.009398277,0.04950495,0.056680162,0.025382605,0.014610874,ST,Initial,MAN +70,38,38 AF,0.017699115,0.438816164,0.094243792,0.003,1.728,0.152255639,NA,0.125816993,NA,0.088492063,0.015990318,0.003764545,0.022424826,0.2,0.023207002,NA,0.007615271,0.112623762,0.190958165,0.074281448,0.02244641,ST,Final,MAN +71,38,38 A0,0.031858407,0.049800797,NA,0.004,0.199,0.022086466,0.050390016,0.024509804,0.307490145,0.142857143,0.067308683,0.026009582,0.04666876,NA,0.048069329,NA,0.005832264,0.379950495,0.299595142,NA,0.026289633,ST,Initial,MAN +72,39,39 AF,0.02300885,0.042117245,NA,0.006,0.172,0.095864662,0.014066563,NA,0.070959264,0.006349206,0.02147492,0.004791239,0.069905688,0.16,0.070670461,NA,0.011281265,0.149752475,0.110323887,NA,0.019332074,ST,Final,MAN +73,39,39 A0,0.015929204,0.025611838,NA,0.002,0.108,0.138157895,0.022854914,NA,0.111695138,NA,0.033087857,0.004791239,0.066462378,NA,0.067175886,0.015544909,0.007948543,0.053217822,0.134952767,0.064576334,0.018801975,ST,Initial,MAN +74,40,40 A0,0.03539823,0.014797951,NA,0.004,0.078,0.153665414,0.014326573,NA,0.38107753,0.056349206,0.034246575,0.01266256,0.058103148,NA,0.059072369,0.016281952,0.003682658,0.167079208,0.444669366,0.087719298,0.032336083,ST,Initial,MAN +75,40,40 AF,0.03539823,0.014513375,NA,0.007,0.085,0.260808271,0.062948518,NA,0.006570302,0.061904762,0.081239057,0.002053388,0.288729115,0.12,0.289227407,NA,0.026011898,0.283415842,0.149460189,0.023142964,0.038730411,ST,Final,MAN +76,41,41 AF,0.017699115,0.031303358,NA,0.003,0.128,0.117481203,0.052548102,0.096405229,0.327201051,0.104761905,0.073668761,0.005817933,0.035862398,NA,0.036633524,NA,0.029611238,0.613861386,0.462550607,0.019036954,0.061922274,ST,Final,MAN +77,41,41 A0,0.015929204,0.016789983,NA,0.005,0.077,0.097744361,0.047035881,NA,0.201051248,NA,0.056545473,0.017453799,0.020778968,NA,0.021930347,NA,0.018046691,0.216584158,0.185560054,0.120194102,0.035963953,ST,Initial,MAN +78,42,42 AF,0.030088496,0.007398976,NA,0.002,0.052,0.163533835,0.057176287,0.019607843,0.106438896,0.012698413,0.069239881,0.01026694,0.081610776,0.32,0.082571487,NA,0.05029078,0.087871287,0.094804318,0.035834267,0.058128748,ST,Final,MAN +79,42,42 A0,0.171681416,0.018212863,NA,0.003,0.168,0.077067669,0.071866875,NA,0.135348226,0.024206349,0.080106087,0.008555784,0.347406148,0.28,0.348094213,NA,0.024845445,0.231435644,0.15317139,0.024636058,0.037106981,ST,Initial,MAN +80,43,43 AF,NA,0.082811611,NA,0.003,0.3,0.181860902,0.032787311,NA,0.076215506,0.066269841,0.048717685,0.015742642,0.052634998,0.28,0.053792641,0.026600556,0.036576628,0.063118812,0.108974359,0.095931318,0.047510188,ST,Final,MAN +81,43,43 A0,0.019469027,0.149686966,NA,0.003,0.545,0.177631579,0.052600104,NA,0.119579501,0.06031746,0.068570399,0.013347023,0.03983628,NA,0.04084216,0.021809776,0.017930046,0.037128713,0.097503374,0.059350504,0.026422158,ST,Initial,MAN +82,44,44 A0,0.120353982,0.014228799,NA,0.003,0.124,0.058740602,0.028809152,NA,0.157687254,NA,0.035508291,0.009924709,0.429785714,NA,0.430351946,0.045060136,0.06487144,0.236386139,0.370782726,0.061963419,0.089305238,ST,Initial,MAN +83,44,44 AF,0.033628319,0.017928287,0.045711061,0.002,0.172,0.129229323,0.021658866,0.116013072,0.110381078,0.05515873,0.036589762,0.002737851,0.120862343,NA,0.121466206,NA,0.055889754,0.069306931,0.11099865,0.075401269,0.06598085,ST,Final,MAN +86,51,1 B0,0.088495575,0.008821855,NA,0.002,0.089,0.101033835,0.020618825,NA,0.017082786,0.033333333,0.028916469,0.005475702,0.222613234,NA,0.223219985,NA,0.015313859,0.070544554,0.031376518,0.001119821,0.018470662,SU,Initial,WOMAN +87,51,1 BF,0.037168142,0.06089926,NA,0.003,0.245,0.172932331,0.030265211,NA,0.107752957,0.012698413,0.042872592,0.002737851,0.125572531,0.12,0.126215798,NA,0.014480679,0.013613861,0.120782726,0.008585293,0.021601564,SU,Final,WOMAN +88,52,2 B0,0.030088496,0.112122937,0.422121896,0.009,1.153,0.045582707,0.025065003,NA,0.14586071,0.198412698,0.043516325,1,0.005782162,NA,0.038007552,NA,0.002416224,0.861386139,1,0.167599851,0.071182454,SU,Initial,WOMAN +89,52,2 BF,0.061946903,0.180421172,0.946388262,0.005,2.347,0.032424812,0.044643786,0.003267974,0.454664915,0.109126984,0.062493563,0.046885695,0.153368055,0.52,0.155492324,0.047606285,0.057156188,0.152227723,0.25708502,0.129525943,0.077941225,SU,Final,WOMAN +90,53,3 BF,0.019469027,0.011098463,0.520880361,0.003,0.981,0.376879699,0.01024441,0.060457516,0.703022339,0.068650794,0.050494387,0.004791239,0.00213312,0.32,0.002996895,0.089684747,0.008865041,0.206683168,0.380904184,0.098544233,0.03533446,SU,Final,WOMAN +91,53,3 B0,0.007079646,0.02902675,NA,0.002,0.114,0.091165414,0.02275091,0.037581699,0.03022339,0.062301587,0.033242352,0.001368925,0.001234394,0.2,0.00195826,0.050621461,0.000566563,0.055693069,0.184547908,0.03098171,0.012424212,SU,Initial,WOMAN +92,54,4 BF,NA,0.06801366,NA,0.004,0.25,0.59962406,0.024050962,NA,0.017082786,0.028571429,0.059352147,0.00752909,0.081870648,0.16,0.082712136,NA,0.01319758,0.275990099,0.099190283,NA,0.022380148,SU,Final,WOMAN +93,54,4 B0,NA,0.017074559,0.22234763,0.003,0.462,0.065319549,0.057956318,NA,0.261498029,0.051190476,0.069935112,0.005475702,0.018277695,NA,0.019052462,0.043820564,0.026661779,0.271039604,0.335357625,0.053378126,0.049647152,SU,Initial,WOMAN +94,55,5 BF,0.024778761,0.237336369,0.243227991,0.006,1.288,0.228383459,0.031305252,NA,NA,0.051190476,0.047301473,0.045516769,0.25203296,0.24,0.253957091,0.039297799,0.036193365,0.014851485,0.120782726,0.075774543,0.046184939,SU,Final,WOMAN +95,55,5 B0,0.019469027,0.068298236,NA,0.002,0.258,0.200657895,0.027795112,0.089869281,0.220762155,0.084126984,0.050211144,0.011978097,0.038861759,NA,0.039835982,0.031525344,0.061888654,0.053217822,0.135964912,0.033594625,0.071099626,SU,Initial,WOMAN +96,56,6 BF,0.019469027,0.049516221,0.140519187,0.005,0.443,0.051221805,0.018538742,0.081699346,0.141918528,0.055555556,0.029328458,0.033538672,0.06186047,0.28,0.063573121,0.06050454,0.005732282,0.152227723,0.069838057,0.111608809,0.016814101,SU,Final,WOMAN +97,56,6 B0,0.010619469,0.009675583,0.033860045,0.001,0.109,0.156015038,0.008398336,0.004901961,0.084099869,0.029365079,0.020985683,0.008213552,0.016696805,0.08,0.017591881,0.023853395,0.006248854,0.123762376,0.167678812,0.021276596,0.017741775,SU,Initial,WOMAN +98,57,7 BF,0.026548673,0.115822425,0.251128668,0.004,0.873,0.24906015,0.113910556,0.104575163,0.228646518,0.024603175,0.134668864,0.011293634,0.258681364,NA,0.259442383,0.041039901,0.127193348,0.324257426,0.16025641,0.073161627,0.142596826,SU,Final,WOMAN +99,57,7 B0,0.007079646,0.009675583,0.05530474,0.002,0.144,NA,0.009126365,NA,0.084099869,0.013888889,0.011947677,0.002053388,0.001699999,NA,0.002380205,0.021206741,0.008431788,0.044554455,0.098178138,0.000373274,0.01451148,SU,Initial,WOMAN +100,58,8 BF,0.007079646,0.064883324,0.164221219,0.005,0.532,0.037593985,0.115314613,0.035947712,0.290407359,0.015079365,0.123982902,0.006844627,0.02677769,NA,0.027588744,0.019799658,0.360567229,0.14480198,0.238866397,0.075401269,0.376138886,SU,Final,WOMAN +101,58,8 B0,0.008849558,0.015936255,0.068848758,0.002,0.191,0.004229323,0.007410296,NA,NA,0.012698413,0.008832012,0.008213552,0.006821652,0.16,0.007746486,0.020503199,0.002199597,0.051980198,0.058367072,NA,0.006444025,SU,Initial,WOMAN +102,60,10 BF,0.008849558,0.097894138,0.094808126,0.002,0.528,0,0.232683307,0.022875817,0.035479632,0.049603175,0.235219899,0.014373717,0.082119693,NA,0.083123262,NA,0.099181817,0.163366337,0.143049933,0.045912654,0.110542358,SU,Final,WOMAN +103,60,10 B0,0.010619469,0.09704041,0.228555305,0.002,0.761,0.223684211,0.162090484,0.001633987,0.127463863,0.036507937,0.17813369,0.011635866,0.023572596,0.12,0.024591849,NA,0.085101065,0.002475248,0.030701754,0.042553191,0.088725441,SU,Initial,WOMAN +104,61,11 BF,0.051327434,0.43056346,NA,0.002,1.549,0.221334586,0.030681227,NA,0.109067017,0.018253968,0.046322999,0.009240246,0.184639373,NA,0.185396358,0.033233944,0.029627902,0.081683168,0.217611336,0.028368794,0.043186562,SU,Final,WOMAN +105,61,11 B0,0.015929204,0.013944223,0.072234763,0.001,0.195,0.178101504,0.00574623,NA,0.051248357,0.006746032,0.017380781,0,0.018245211,0.04,0.018879356,0.019196623,0.00396594,0.059405941,0.068488529,0.01343785,0.009376139,SU,Initial,WOMAN +106,62,12 BF,0.02300885,0.014228799,NA,0.005,0.074,0.13768797,0.006188248,0.052287582,0.29434954,0.008730159,0.021320424,0.005817933,0.053208883,NA,0.053954928,0.018928607,0.003549349,0.018564356,0.180161943,0.038447182,0.015025014,SU,Final,WOMAN +107,62,12 B0,0.017699115,0.00142288,0.111738149,0.001,0.222,0.275845865,0.01450858,0.099673203,0.144546649,0.082539683,0.039731177,0.00513347,0.01185668,NA,0.012625907,NA,0.003332722,0.112623762,0.195681511,NA,0.015107842,SU,Initial,WOMAN +108,63,13 BF,0.010619469,0.016220831,0.179458239,0.003,0.392,0.092575188,0.03624545,0.050653595,0.248357424,0.016666667,0.0481512,0.008555784,0.049603153,0.28,0.050525268,0.015276894,0.029511256,0.241336634,0.01754386,0.027248973,0.03533446,SU,Final,MAN +109,63,13 B0,0.02300885,0.046670461,0.091986456,0.002,0.348,0.032424812,0.050910036,0.003267974,NA,0.077777778,0.057755691,0.043463381,0.089504402,0.24,0.091497257,0.036483634,0.028711403,0.103960396,0.149460189,0.092571855,0.042076666,SU,Initial,MAN +110,64,14 BF,0.02300885,0.143141719,0.086907449,0.004,0.679,0.150845865,0.084061362,NA,0.074901445,0.067460317,0.097821609,0.095824778,0.027405715,0.28,0.031115775,NA,0.012581027,0.065594059,0.068488529,0.027995521,0.01866945,SU,Final,WOMAN +111,64,14 B0,0.014159292,0.009106431,NA,0.003,0.047,0.071428571,0.141263651,NA,0.114323259,0.088492063,0.152307138,0.010609172,0.066917155,0.24,0.067889948,0.027471607,0.02754495,0.227722772,0.244939271,0.282941396,0.055726734,SU,Initial,WOMAN +112,65,15 BF,0.047787611,0.034149118,0.414785553,0.007,0.889,0.057330827,0.209308372,NA,0.011826544,0.120238095,0.21889484,0.040383299,0.181271859,NA,0.183016153,0.033434956,0.037259836,NA,NA,0.107129526,0.042109797,SU,Final,WOMAN +113,65,15 B0,0.037168142,0.017359135,NA,0.002,0.09,0.08787594,0.081903276,NA,0.153745072,0.061904762,0.093444227,0.018138261,0.112838782,0.2,0.114001017,NA,0.020662878,0.21039604,0.213900135,0.103770063,0.039161117,SU,Initial,WOMAN +114,66,16 B0,0.024778761,0.813318156,NA,0.002,2.88,0.154135338,0.082839314,NA,0.03022339,0.077380952,0.096611391,0.022587269,0.047080225,NA,0.048372264,NA,0.076369332,0.370049505,0.143724696,0.026129153,0.089785641,SU,Initial,WOMAN +115,66,16 BF,0.084955752,0.079681275,0.551354402,0.007,1.31,0.180451128,0.086167447,NA,0.479632063,0.206349206,0.118498301,0.06091718,0.049170032,NA,0.051672094,0.037488693,0.008281815,0.32549505,0.515519568,0.109369168,0.043451612,SU,Final,WOMAN +116,67,17 BF,0.015929204,0.003984064,0.094808126,0.002,0.199,0.134398496,0.017862715,NA,0.149802891,0.042063492,0.031233907,0.007871321,0.012257317,0.2,0.013177682,0.017186505,0.015347186,0.173267327,0.163292848,0.079880552,0.029834675,SU,Final,WOMAN +117,67,17 B0,0.067256637,0.019066591,NA,0.003,0.112,0.20018797,0.045605824,NA,0.180026281,0.050793651,0.063446287,0.009240246,0.104317131,0.24,0.105215895,0.057388857,0.014080752,0.268564356,0.125168691,0.032474804,0.025875493,SU,Initial,WOMAN +118,69,19 BF,0.077876106,0.142003415,0.218961625,0.006,0.932,0.379699248,0.194513781,0.011437908,0.328515112,0.13452381,0.22927181,0.08110883,0.114300564,NA,0.1173874,NA,0.056489644,0.623762376,0.354925776,0.158641284,0.089686247,SU,Final,MAN +119,69,19 B0,0.076106195,0.030734206,NA,0.005,0.156,0.046992481,0.080733229,0.037581699,0.29303548,NA,0.089581831,0.039014374,0.134819659,NA,0.136569691,NA,0.046191532,0.037128713,0.384278003,0.161627473,0.073153762,SU,Initial,MAN +120,70,20 BF,0.028318584,0.099601594,0.112866817,0.003,0.574,0.252349624,0.098413937,0.02124183,0.287779238,0.063095238,0.12184571,0.013004791,0.177958485,NA,0.178839974,0.02479145,0.04069254,0.21039604,0.23245614,0.05897723,0.057996223,SU,Final,WOMAN +121,70,20 B0,0.021238938,0.012805919,NA,0.003,0.064,0.03712406,0.028601144,0.009803922,0.14848883,NA,0.034117829,0.043463381,0.304148214,0.28,0.305975397,0.067606955,0.036676609,NA,0.20074224,0.051511758,0.049249578,SU,Initial,WOMAN +122,71,21 BF,0.033628319,0.013944223,0.152934537,0.003,0.349,0.08693609,0.026365055,0.02124183,0.013140604,0.058730159,0.035791534,0.008555784,0.066386582,NA,0.067219163,NA,0.033343887,0.060643564,0.132591093,0.072788354,0.044395852,SU,Final,MAN +123,71,21 B0,0.010619469,0.044678429,NA,0.002,0.171,0.03712406,0.05026001,NA,0.178712221,0.058730159,0.059609641,0.004791239,0.258518944,NA,0.259063714,1,0.026861742,0.15470297,0.100202429,0.057484136,0.03695789,SU,Initial,MAN +124,72,22 BF,0.051327434,0.085657371,0.414221219,0.005,1.072,0.055451128,0.055330213,NA,0.335085414,0.053968254,0.068390153,0.014715948,0.110001841,0.36,0.111101494,NA,0.025028745,0.256188119,0.451417004,0.217245241,0.060812378,SU,Final,MAN +125,72,22 B0,0.014159292,0.002276608,0.110045147,0.002,0.219,0.070018797,0.057280291,NA,0.311432326,0.118650794,0.07482748,0.005817933,0.112059164,0.2,0.112832553,NA,0.116178701,0.168316832,0.288124157,0.09518477,0.136815426,SU,Initial,MAN +126,73,23 BF,0.007079646,0.016789983,0.111173815,0.002,0.27,0.066729323,0.010608424,0.013071895,0.11695138,0.061507937,0.021140179,0.010951403,0.059164294,0.08,0.060100185,0.029448223,0.007865225,0.142326733,0.091430499,0.001493094,0.014975317,SU,Final,MAN +127,73,23 B0,0.028318584,0.001992032,NA,0.002,0.031,0.100093985,0.021528861,NA,0.055190539,0.108730159,0.035456793,0.008898015,0.158803721,NA,0.159581949,0.025628999,0.024845445,0.17450495,0.099865047,0.104143337,0.037239506,SU,Initial,MAN +128,74,24 BF,0.026548673,0.113830393,NA,0.003,0.425,0.12593985,0.080291212,0.016339869,0.124835742,0.06468254,0.093830467,0.003080082,0.177547021,NA,0.178104275,0.014104325,0.029028012,0.045792079,0.050944669,0.012691303,0.033247192,SU,Final,WOMAN +129,74,24 B0,0.115044248,0.073705179,NA,0.007,0.327,NA,NA,NA,NA,NA,0,0.091718001,0.80173898,0.72,0.804801523,0.092029884,0.14570662,0.252475248,NA,0.081000373,0.152171752,SU,Initial,WOMAN +130,75,25 BF,0.051327434,0.119237336,NA,0.002,0.457,0.125469925,0.082579303,NA,0,0.023412698,0.090689051,0.005817933,0.141240674,0.16,0.14196843,NA,0.158121011,0.048267327,0.015519568,0.002239642,0.159394361,SU,Final,MAN +131,75,25 B0,0.010619469,0.136311895,NA,0.002,0.493,0.109022556,0.07350494,0.032679739,0.043363995,0.034126984,0.082835513,0.032169747,0.187952747,NA,0.189431888,NA,0.033193914,0.242574257,0.081646424,0.149682717,0.047609582,SU,Initial,MAN +132,76,26 BF,0.138053097,0.069151964,0.198081264,0.003,0.683,0.254699248,0.038143526,NA,0.173455979,0.056746032,0.059300649,0.005475702,0.094777647,NA,0.095489511,NA,0.020929496,0.272277228,0.070175439,0.080253826,0.032153861,SU,Final,MAN +133,76,26 B0,0.074336283,0.032157086,NA,0.003,0.161,0.119360902,0.115834633,NA,NA,0.008730159,0.122283448,0.019164956,0.571535305,0.28,0.572374471,0.118730946,0.083218077,0.113861386,0.194669366,0.053378126,0.096875725,SU,Initial,MAN +134,77,27 BF,0.021238938,0.029880478,0.087471783,0.002,0.28,0.192199248,0.023374935,0.013071895,0.086727989,0.03531746,0.038366464,0.001711157,0.044600609,NA,0.045234721,NA,0.032843979,0.066831683,0.08805668,0.058230683,0.041165557,SU,Final,MAN +135,77,27 B0,0.088495575,0.178429141,NA,0.009,0.678,0.069078947,0.153640146,0.050653595,0.445466491,1,0.230842517,0.044832307,0.32029279,NA,0.322063422,0.163489564,0.035226875,0.545792079,0.700067476,1,0.121773846,SU,Initial,MAN +136,78,28 BF,0.026548673,0.100455322,0.123589165,0.003,0.595,0.150845865,0.067966719,0.019607843,0.113009198,0.011507937,0.079307859,0.004791239,0.207746364,0.8,0.208570903,NA,0.025911916,NA,0.080296896,0.081000373,0.033942948,SU,Final,MAN +137,78,28 B0,0.017699115,0.023619806,NA,0.002,0.101,0.171992481,0.042121685,0.014705882,0.091984231,0.054365079,0.057214955,0.013004791,0.104414583,0.2,0.10541064,NA,0.039092833,NA,0.208839406,0.079880552,0.053324719,SU,Initial,MAN +138,79,29 BF,0.031858407,0.093910074,NA,0.006,0.359,0.09962406,0.186583463,NA,0.00131406,0.069444444,0.195282727,0.01266256,0.139161695,0.24,0.140139999,NA,0.041575711,0.334158416,NA,0.001866368,0.04621807,SU,Final,MAN +139,79,29 B0,0.007079646,0.003130336,0.186230248,0.001,0.355,0.107612782,0.034919397,NA,0.073587385,0.022619048,0.043851066,0.011635866,0.263489004,NA,0.264256889,NA,0.031210945,NA,0.129217274,0.039193729,0.039774045,SU,Initial,MAN +140,80,30 B0,0.026548673,0.012521343,0.131489842,0.002,0.3,0.172932331,0.025611024,0.008169935,0.182654402,0.007936508,0.039550932,0.033196441,0.127651511,0.16,0.129266789,0.041776944,0.012747663,0.034653465,NA,0.038073908,0.015174105,SU,Initial,MAN +141,80,30 BF,0.015929204,0.082811611,0.149548533,0.003,0.576,0.015977444,0.039781591,NA,0.316688568,0.016666667,0.048048203,0.001368925,0.058828625,NA,0.059440219,0.118831452,0.052173768,0.129950495,0.123481781,0.034714446,0.061922274,SU,Final,MAN +142,81,31 BF,0.03539823,0.023619806,NA,0.002,0.111,0.029605263,0.026599064,NA,0.00131406,0.007539683,0.028942219,0.010609172,0.083711412,NA,0.084605481,NA,0.01338088,0.129950495,0.054318489,NA,0.018420965,SU,Final,MAN +143,81,31 B0,0.012389381,0.005976096,0.378103837,0.002,0.706,NA,0.004862194,NA,0.169513798,0.007142857,0.008960758,0.016427105,0.08044135,NA,0.081522033,0.050185936,0.008815051,0.158415842,0.234480432,0.029488615,0.024401153,SU,Initial,MAN +144,82,32 BF,0.008849558,0.121229368,0.01241535,0.004,0.464,0.036184211,0,0.078431373,0.134034166,0.089285714,0.012127923,0.015400411,0.003194265,NA,0.004295189,0.022647325,0,0.257425743,0.169703104,0.022396417,0.013451281,SU,Final,MAN +145,82,32 B0,0.031858407,0.048947069,NA,0.002,0.199,0.048402256,0.034165367,NA,0.136662286,0.023412698,0.041147389,0.017111567,0.231849534,0.48,0.232957189,0.038694764,0.019663062,0.108910891,0.185222672,0.002239642,0.03091144,SU,Initial,MAN +146,83,33 BF,0.031858407,0.009106431,NA,0.003,0.06,0.210056391,0.027613105,NA,0.115637319,0.007539683,0.042074364,0.002737851,0.160676968,NA,0.161258912,0.026734564,0.02237923,0.143564356,0.059716599,0.016797312,0.028542557,SU,Final,MAN +147,83,33 B0,0.02300885,0.062891292,0.082957111,0.004,0.385,0.01268797,0.041653666,0.088235294,0.315374507,0.034920635,0.052296838,0.056810404,0.040150293,NA,0.042540761,0.026098027,0.01434737,0.142326733,0.142712551,0.114221725,0.028940132,SU,Initial,MAN +148,84,34 BF,0.024778761,0.066021628,0.244356659,0.004,0.687,0.21193609,0.058294332,0,0.168199737,0.041269841,0.075831703,0.06844627,0.130423484,NA,0.133096755,NA,0.028078186,0.417079208,0.414304993,0.027248973,0.055743299,SU,Final,MAN +149,84,34 B0,0.03539823,0.002276608,0.07731377,0.003,0.171,0.159774436,0.017212689,0.008169935,0.190538765,0.188095238,0.042357606,0.004791239,0.047935638,0.28,0.048750933,0.027036082,0.018613254,0.047029703,0.174426451,0.092571855,0.032485174,SU,Initial,MAN +150,85,35 BF,0.003539823,0.025042686,0.282167043,0.002,0.6,0.010808271,0.006890276,NA,0.044678055,0.034920635,0.011046452,0.002395619,0.148322199,NA,0.148892664,NA,0.031660862,NA,0.04048583,0.013064576,0.034721532,SU,Final,MAN +151,85,35 B0,NA,0.003130336,0.040632054,0.001,0.093,0.100093985,0.047035881,0.006535948,0.111695138,0.024206349,0.056442476,0.00513347,0.005533117,0.08,0.006340002,0.014171329,0.016363667,0.034653465,0.021929825,0.030235162,0.019862174,SU,Initial,MAN +152,86,36 BF,0.037168142,0.028173022,0.243792325,0.005,0.563,0.148026316,0.050156006,NA,0.270696452,0.020634921,0.064913997,0.033880903,0.124684634,NA,0.126269894,NA,0.025911916,0.362623762,0.289473684,0.03620754,0.047112613,SU,Final,MAN +153,86,36 B0,0.021238938,0.043255549,NA,0.003,0.171,NA,0.051222049,NA,0,0.059920635,0.054974766,0.0229295,0.108388466,NA,0.109630094,0.030553787,0.059689057,0.36509901,0.137651822,0.032474804,0.073120631,SU,Initial,MAN +154,87,37 BF,0.010619469,0.047808765,0.095936795,0.002,0.354,0.051221805,0.005382215,0.035947712,0.222076216,0.030555556,0.015526831,0.008898015,0.100310764,NA,0.10112627,NA,0.018146673,0.226485149,0.140013495,0.021649869,0.029619322,SU,Final,MAN +155,87,37 B0,0.017699115,0.003699488,NA,0.003,0.03,0.165413534,0.016380655,0.032679739,0.035479632,0.06547619,0.031233907,0.006844627,0.062759196,0.56,0.06370295,0.036048109,0.016396994,0.22029703,0.119433198,0.096677865,0.030099725,SU,Initial,MAN +156,88,38 BF,0.026548673,0.006545248,NA,0.004,0.046,NA,0.025923037,NA,0.152431012,0.048015873,0.032135132,0.003422313,0.087068097,0.16,0.087775482,NA,0.029361284,0.180693069,0.114035088,0.017170586,0.038664149,SU,Final,MAN +157,88,38 B0,0.019469027,0.028742174,0.071670429,0.002,0.248,0.039943609,0.004290172,NA,0.181340342,0.071428571,0.015089093,0.005475702,0.058936905,NA,0.05967824,NA,0.010864675,0.064356436,0.177125506,0.057110862,0.023589438,SU,Initial,MAN +158,89,39 BF,0.010619469,0.18412066,0.062076749,0.007,0.78,0.125469925,0.067654706,0.004901961,0.038107753,0.08452381,0.080698321,0.001026694,0.015310818,NA,0.015947376,0.017186505,0.006715436,0.069306931,0.091430499,NA,0.012788656,SU,Final,MAN +159,89,39 B0,0.005309735,0.00569152,0.082957111,0.001,0.181,0.092575188,0.005330213,0.011437908,0.080157687,0.020238095,0.013930374,0.002053388,0.023594252,0.12,0.024299733,NA,0.009898185,0.038366337,0.040823212,NA,0.013053706,SU,Initial,MAN +160,90,40 BF,0.007079646,0.034433694,0.314334086,0.002,0.693,0.060150376,0.019058762,0.022875817,0.241787122,0.030555556,0.029740447,0.045516769,0.087869371,0.12,0.089896028,0.057857885,0.01536385,0.137376238,0.079622132,0.04441956,0.023672266,SU,Final,MAN +161,90,40 B0,0.077876106,0.001707456,0.490970655,0.002,0.927,0.158364662,0.048881955,NA,0.320630749,0.067460317,0.068235658,NA,0.028131192,0.16,0.028724751,NA,0.006198864,0.180693069,0.081646424,0.045166107,0.015290064,SU,Initial,MAN +162,91,41 BF,0.014159292,0.003699488,0.072799097,0.002,0.158,0.117011278,0.149687988,0.088235294,0.273324573,0.027380952,0.16368833,0.02019165,0.011087891,0.16,0.012387887,0.022613823,0.074819616,0.456683168,0.162618084,0.025009332,0.090282609,SU,Final,MAN +163,91,41 B0,0.015929204,0.007968127,0.093679458,0.002,0.211,0.074718045,0.029667187,0.029411765,0.189224704,0.025396825,0.039782676,0.011978097,0.04650634,NA,0.047474278,0.04837683,0.004099248,0.076732673,0.233130904,0.066069429,0.020176921,SU,Initial,MAN +164,92,42 BF,0.001769912,0,0.14503386,0.004,0.268,0.046992481,0.057774311,0.031045752,0.168199737,0,0.06409002,0.014373717,0.095903761,NA,0.096895996,0.011893196,0.01896319,0.147277228,0.108974359,NA,0.02686943,SU,Final,MAN +165,92,42 B0,0.015929204,0.077973819,0.076185102,0.002,0.426,0.06343985,0.01700468,NA,0.190538765,0.020634921,0.025852302,0.004449008,0,NA,0.000757338,NA,0.006582127,0.225247525,0.25,0.061963419,0.025262565,SU,Initial,MAN +166,93,43 B0,0.015929204,0.097894138,NA,0.004,0.359,0.054981203,0.050546022,NA,0.373193167,0.007142857,0.061334844,0.002395619,0.128409472,NA,0.12900713,0.095983115,0.02214594,0.155940594,0.35560054,0.002239642,0.042358281,SU,Initial,MAN +167,93,43 BF,0.005309735,0.036710302,0.065462754,0.002,0.256,NA,0.044981799,NA,0.036793693,0.043650794,0.048485941,0.008898015,0.099877643,NA,0.100693505,0.025360984,0.024678809,0.103960396,0.155195682,0.022396417,0.035235066,SU,Final,MAN +168,94,44 B0,0.007079646,0.006829824,0.086343115,0.001,0.19,0.14943609,0.032397296,0.057189542,0.048620237,0.052380952,0.046039757,0.003080082,0.063538813,NA,0.06420063,0.016248451,0.046108213,0.079207921,0.067139001,0.042179918,0.052761488,SU,Initial,MAN +169,94,44 BF,0.017699115,0.038417758,0.141083521,0.002,0.404,0.066259398,0.030317213,0,0.08935611,0.032539683,0.038005974,0.004106776,0.05464901,0.12,0.05539387,0.021340748,0.012714336,0.110148515,0.083333333,0.067935797,0.021916311,SU,Final,MAN +170,101,1 C0,0.005309735,0.006545248,0.123024831,0.002,0.253,0.091635338,0.032475299,NA,0.051248357,0.076587302,0.043645072,0.003422313,0.05267831,0.16,0.053413972,0.107675299,0.018863208,NA,0.074224022,0.005599104,0.023307822,SA,Initial,WOMAN +171,101,1 CF,0.265486726,0.040125213,NA,0.004,0.301,0.220864662,0.115574623,NA,0.094612352,0.013888889,0.129802245,0.008555784,0.06421015,0.12,0.065076978,0.015913431,0.050324107,0.02970297,0.042510121,0.019410228,0.054070172,SA,Final,WOMAN +172,103,3 C0,0.026548673,0.00284576,NA,0.002,0.033,0.07612782,0.010062402,0.003267974,0.049934297,0.062301587,0.019698218,0.004791239,0.069093587,0.2,0.069869846,0.031893866,0.017396811,0.106435644,0.085020243,0.005599104,0.023837922,SA,Initial,WOMAN +173,103,3 CF,0.061946903,0.03329539,NA,0.012,0.168,0.280545113,0.213130525,NA,0.173455979,NA,0.230533526,0.013689254,0.03874265,0.52,0.039911716,0.053368622,0.030511073,0.103960396,0.115384615,0.013064576,0.038680714,SA,Final,WOMAN +174,104,4 CF,NA,0.074843483,0.134875847,0.012,0.515,0.535244361,0.233463339,NA,0.113009198,NA,0.263415388,0.040041068,0.022392342,NA,0.024256456,0.037656203,0.101698022,0.080445545,0.142375169,NA,0.109879734,SA,Final,WOMAN +175,104,4 C0,0.02300885,0.027034718,0.45993228,0.004,0.927,0.308740602,0.090171607,0.155228758,0.621550591,0.107936508,0.128334535,0.01779603,0.01289617,NA,0.01406485,0.079734664,0.002432887,0.386138614,0.340418354,0.140724151,0.031242753,SA,Initial,WOMAN +176,105,5 CF,0.061946903,0.102447353,NA,0.005,0.403,0.177161654,0.146905876,0.008169935,0.070959264,0.020634921,0.158538469,0.017111567,0.904182864,NA,0.904597042,NA,0.077702421,0.189356436,0.159244265,0.13960433,0.094490276,SA,Final,WOMAN +177,105,5 C0,0.051327434,0.505406944,NA,0.005,1.81,0.41212406,0.350910036,0.004901961,0.262812089,0.154365079,0.385853332,0.028062971,0.081459184,0.52,0.083036709,0.059700492,0.106280515,0.03960396,0.216261808,0.029488615,0.118792035,SA,Initial,WOMAN +178,106,6 CF,0.065486726,0.107854297,NA,0.008,0.428,0.191259398,0.398777951,NA,0.052562418,0.086904762,0.412555361,0.016769336,0.191969941,NA,0.192948101,NA,1,0.254950495,NA,0.047405748,1,SA,Final,WOMAN +179,106,6 C0,0.02300885,0.017643711,NA,0.002,0.083,0.116541353,0.028809152,0.009803922,0.344283837,0.017460317,0.043464826,0.006844627,0.31810553,NA,0.318677039,NA,0.022479212,NA,0.104588394,0.041806644,0.030016897,SA,Initial,WOMAN +180,107,7 CF,0.061946903,0.02902675,NA,0.003,0.143,0.327067669,0.042433697,NA,0.151116951,0.023015873,0.064913997,0.020876112,0.1563999,0.28,0.157634509,NA,0.012381063,0.165841584,0.125843455,NA,0.021402776,SA,Final,WOMAN +181,107,7 C0,0.060176991,0.034149118,NA,0.004,0.16,0.182800752,0.040769631,0.035947712,0.045992116,0.080555556,0.057549696,0.008213552,0.346464111,NA,0.347055578,NA,0.033360551,0.706683168,0.159581646,0.065322882,0.054053606,SA,Initial,WOMAN +182,108,8 CF,0.014159292,0.014228799,NA,0.005,0.069,NA,0.005538222,0.019607843,0.035479632,0.045238095,0.009784736,0.004449008,0.026149665,NA,0.026885501,0.018995611,0.007015381,0.007425743,0.166329285,0.023142964,0.016979757,SA,Final,WOMAN +183,108,8 C0,0.05840708,0.010244735,0.106659142,0.002,0.265,0.094924812,0.019318773,NA,0.105124836,0.075396825,0.031800391,0.003764545,0.020194255,0.2,0.020967445,NA,0.008831714,NA,0.086707152,0.044046286,0.015654508,SA,Initial,WOMAN +184,109,9 CF,0.060176991,0.011667615,NA,0.002,0.083,0.297462406,0.047373895,NA,0.307490145,0.021825397,0.071145329,0.017111567,0.1281496,NA,0.129201874,NA,0.019213144,0.051980198,0.087044534,0.070921986,0.027929629,SA,Final,WOMAN +185,109,9 C0,0.115044248,0.095332954,0.244920993,0.003,0.84,0.072838346,0.048231929,0.009803922,0.366622865,0.204365079,0.072844783,0.079055441,0.167736836,0.24,0.170790553,0.040302858,0.029961174,0.045792079,0.057017544,0.076894364,0.037305768,SA,Initial,WOMAN +186,110,10 CF,0.031858407,0.067444508,NA,0.002,0.262,0.223684211,0.032189288,NA,NA,0.031746032,0.04665774,0.015400411,0.182376317,0.2,0.183405641,0.023618882,0.011497892,0.149752475,0.034075574,0.005225831,0.016035517,SA,Final,WOMAN +187,110,10 C0,0.017699115,0.000853728,0.069977427,0.003,0.143,0.147556391,0.310842434,0.25,0.027595269,0.092857143,0.326861675,0.01026694,0.046105703,NA,0.047019875,0.061945124,0.133742147,0.242574257,0.199730094,0.122433744,0.152138621,SA,Initial,WOMAN +188,111,11 CF,0.07079646,0.050085373,NA,0.003,0.223,0.258458647,0.073062923,0.047385621,0.055190539,0.151587302,0.098645587,0.007186858,0.093110132,NA,0.093877463,NA,0.019913016,0.035891089,0.092105263,0.110488988,0.030397906,SA,Final,WOMAN +189,111,11 C0,0.008849558,0.003699488,0.186230248,0.002,0.357,0.125469925,0.010556422,0.034313725,0.05781866,0.023015873,0.020985683,0.010609172,0.012982794,0.12,0.013967478,0.020804717,0.002782823,0.086633663,0.131241565,0.061590146,0.013799158,SA,Initial,WOMAN +190,112,12 CF,0.325663717,0.05663062,0.306433409,0.012,0.936,0.195958647,0.04425377,NA,0.252299606,0.125793651,0.06813266,0.042094456,0.34143991,NA,0.343106601,0.052430567,0.119444768,0.162128713,0.309041835,0.040686823,0.138587947,SA,Final,WOMAN +191,112,12 C0,0.038938053,0.018497439,NA,0.001,0.096,0.084116541,0.124960998,0.011437908,0.047306176,0.09047619,0.135853332,0.002395619,0.041417171,0.16,0.042140454,0.029180207,0.032360734,0.298267327,NA,0.055244494,0.03896233,SA,Initial,WOMAN +192,113,13 CF,0.084955752,0.15651679,NA,0.006,0.608,0.023496241,0.068876755,0.029411765,0.299605782,0.138888889,0.085307447,0.049965777,0.4174526,0.4,0.419435459,0.024757948,0.038492943,0.321782178,0.182186235,0.019783501,0.053092801,SA,Final,WOMAN +193,113,13 C0,0.033628319,0.00569152,NA,0.002,0.048,0.068139098,0.026287051,NA,NA,0.019047619,0.0314914,0.033538672,0.254317672,0.16,0.255839617,NA,0.013080935,0.059405941,0.176788124,0.048898843,0.025345393,SA,Initial,WOMAN +194,114,14 CF,0.028318584,0.071428571,NA,0.002,0.275,0.093515038,1,0.032679739,0.110381078,0.021825397,1,NA,0.159247669,NA,0.159679321,0.034976046,0.587375648,0.231435644,0.115047233,0.030235162,0.594689063,SA,Final,WOMAN +195,114,14 C0,0.02300885,0.009960159,0.000564334,0.002,0.058,0.081766917,0.03926157,NA,0.048620237,0.134126984,0.053507055,0.029431896,0.049689777,NA,0.051206872,0.026600556,0.008148506,0.225247525,0.150809717,0.100037327,0.023639135,SA,Initial,WOMAN +196,115,15 CF,0.072566372,0.13175868,NA,0.006,0.517,0.03806391,0.287805512,0.04248366,0.106438896,0.014285714,0.291276136,0.01779603,0.164120278,NA,0.165164613,0.017454521,0.154588325,0.243811881,0.092442645,0.002612915,0.162276778,SA,Final,WOMAN +197,115,15 C0,0.008849558,0.017074559,0.070541761,0.002,0.197,0.218515038,0.08673947,0.184640523,NA,0.019444444,0.102533732,0.010609172,0.036035646,0.24,0.037033831,0.053737144,0.116095383,0.353960396,0.135964912,0.0537514,0.129924129,SA,Initial,WOMAN +198,116,16 C0,0.001769912,0.021627775,NA,0.002,0.085,0.085056391,0.01924077,0,0.156373193,0.067460317,0.031645896,0.003080082,0.01535413,NA,0.016044748,0.033367952,0.005598974,0.103960396,0.179824561,0.081373647,0.020094093,SA,Initial,WOMAN +199,116,16 CF,NA,0.099601594,NA,0.005,0.359,NA,0.10800832,NA,0.110381078,0.011111111,0.110232774,0.03798768,0.251859712,0.8,0.253697433,0.043787062,0.069987169,0.247524752,0.072874494,0.098544233,0.08155253,SA,Final,WOMAN +200,117,17 CF,0.07079646,0.033864542,NA,0.003,0.166,0.199718045,0.050936037,NA,0.072273325,0.083730159,0.068724894,0.018822724,0.118956612,NA,0.120059722,0.067606955,0.025378681,0.247524752,0.076923077,0.043673012,0.034953451,SA,Final,WOMAN +201,117,17 C0,0.053097345,0.101593625,NA,0.007,0.39,0.630639098,0.391211648,NA,0.306176084,NA,0.428674426,0.019849418,0.210507509,NA,0.211567798,NA,0.172268417,0.39480198,0.386977058,0.211272863,0.205612431,SA,Initial,WOMAN +202,118,18 CF,0.054867257,0.060330108,NA,0.009,0.254,0.390037594,0.329433177,NA,0.14848883,0.04484127,0.353924194,0.037303217,0.032094247,0.44,0.033982841,NA,0.015130559,NA,0.176788124,0.07241508,0.027581751,SA,Final,WOMAN +203,118,18 C0,0.026548673,0.045532157,NA,0.002,0.182,0.033834586,0.04901196,0.014705882,0.098554534,0.017460317,0.054176537,0.044147844,0.332853291,0.2,0.334667691,NA,0.028444785,0.356435644,0.079622132,0.120194102,0.04300434,SA,Initial,WOMAN +204,119,19 CF,0.065486726,0.073420603,NA,0.004,0.301,0.054041353,0.022438898,0.04248366,0.23521682,0.098015873,0.037310743,0.019507187,0.171461674,0.32,0.172640621,NA,0.01116462,0.258663366,0.126855601,0.119074281,0.026770036,SA,Final,WOMAN +205,119,19 C0,0.007079646,0.0071144,NA,0.002,0.037,0.002349624,0.057956318,NA,0.274638633,NA,0.063600783,0.019507187,0.073413966,0.2,0.074651895,NA,0.008081852,0.143564356,0.758097166,0.003732736,0.048023722,SA,Initial,WOMAN +206,120,20 CF,0.090265487,0.02902675,NA,0.013,0.169,0.205827068,0.02124285,NA,0.136662286,0.009126984,0.036074776,0.068788501,0.216549544,NA,0.219162817,NA,0.021579377,0.15470297,0.049932524,0.042179918,0.028542557,SA,Final,WOMAN +207,120,20 C0,0.03539823,0.09846329,NA,0.005,0.372,0.145206767,0.064456578,0.013071895,0.428383706,0.098015873,0.087264394,0.008555784,0.217643173,0.48,0.218481213,0.08496097,0.092166436,0.33539604,0.28340081,0.025382605,0.111834476,SA,Initial,WOMAN +208,121,21 CF,0.019469027,0.017928287,NA,0.011,0.09,0.069548872,0.034347374,NA,0.160315375,0.030555556,0.043439077,0.00752909,0.051649649,NA,0.052451071,0.034507019,0.019346453,0.137376238,0.221997301,0.020156775,0.033561939,SA,Final,MAN +209,121,21 C0,0.019469027,0.019066591,NA,0.002,0.086,0.099154135,0.033905356,NA,0.038107753,0.14484127,0.049670409,0.006844627,0.329290873,0.24,0.329928918,0.069215049,0.056123044,0.133663366,0.148448043,0.08995894,0.069559023,SA,Initial,MAN +210,122,22 CF,0.019469027,0.011667615,NA,0.005,0.063,0.016917293,0.015548622,0.04248366,0.009198423,0.04047619,0.020264703,0.008213552,0.003096813,0.12,0.004013892,0.02187678,0.078968856,0.143564356,0.068825911,0.029115342,0.085793327,SA,Final,MAN +211,122,22 C0,0.028318584,0.022196927,NA,0.002,0.102,0.041353383,0.043031721,NA,0.043363995,0.056349206,0.049876403,0.003422313,0.04180698,NA,0.042497485,0.021575262,0.004165903,0.308168317,0.050944669,0.042179918,0.013335321,SA,Initial,MAN +212,123,23 CF,0.074336283,0.090210586,NA,0.003,0.366,0.103383459,0.284321373,0.104575163,0.314060447,0.100793651,0.302065094,0.006844627,0.400236051,NA,0.400729208,NA,0.078119012,0.308168317,0.129892038,0.070921986,0.092005434,SA,Final,MAN +213,123,23 C0,NA,0.062891292,NA,0.008,0.23,0.17481203,0.10925637,0.022875817,0.649145861,0.012301587,0.132145432,0.074948665,0.082552814,NA,0.08547101,0.121612114,0.024278882,0.487623762,0.407894737,0.218365062,0.061077428,SA,Initial,MAN +214,124,24 CF,0.03539823,0.042686397,NA,0.003,0.18,0.043703008,0.090171607,0.080065359,0.056504599,0.096825397,0.100834277,0.021902806,0.13629227,0.2,0.137543412,NA,0.051573878,0.204207921,0.190620783,0.008212019,0.064440248,SA,Final,MAN +215,124,24 C0,0.03539823,0.012805919,0.246049661,0.002,0.509,0.193139098,0.066016641,NA,0.1760841,0.062698413,0.083968483,0.019164956,0.08863816,NA,0.089787837,NA,0.023212411,0.153465347,0.318488529,0.017170586,0.042242322,SA,Initial,MAN +216,125,25 CF,0.246017699,0.099601594,NA,0.015,0.51,0.110902256,0.2100104,0.075163399,0.516425756,0.025,0.227495108,0.004449008,1,0.2,1,NA,0.475812768,0.753712871,0.249325236,0.096677865,0.500314747,SA,Final,MAN +217,125,25 C0,NA,0.015651679,NA,0.001,0.064,0.058740602,0.158554342,0,0.141918528,0.024603175,0.165104542,0.001368925,0.357302957,NA,0.357658311,NA,0.13767476,0.021039604,0.097165992,0.023516237,0.143657025,SA,Initial,MAN +218,126,26 CF,0.028318584,0.023904382,NA,0.002,0.11,0.020676692,0.018668747,0.011437908,0.115637319,0.028968254,0.02443609,0.002053388,0.020735656,NA,0.02140021,NA,0.008848378,0.055693069,NA,0.021276596,0.010833913,SA,Final,MAN +219,126,26 C0,NA,0.02902675,0.139390519,0.002,0.357,0.134398496,0.027119085,0.130718954,0.515111695,0.007936508,0.04740447,0.003764545,0.010871331,NA,0.011598092,0.075513418,0.007298662,0.448019802,0.384952767,0.117581187,0.038067787,SA,Initial,MAN +220,127,27 CF,0.053097345,0.061468412,NA,0.013,0.264,0.036184211,0.040015601,0.049019608,0.194480946,0.043253968,0.049490164,0.018480493,0.156248308,0.2,0.157385669,NA,0.071986802,0.179455446,0.160931174,0.062709966,0.085346056,SA,Final,MAN +221,127,27 C0,0.030088496,0.023904382,NA,0.002,0.108,0.030075188,0.032787311,NA,0.032851511,0.063888889,0.039396436,0.056125941,0.42871374,NA,0.430752253,NA,0.159487427,0.016089109,NA,0.092571855,0.163221018,SA,Initial,MAN +222,128,28 CF,0.146902655,0.116676153,NA,0.005,0.505,0.110902256,0.154134165,NA,0.127463863,0.01031746,0.162375116,0.004449008,0.449027103,NA,0.449415227,NA,0.150505741,0.225247525,0.119095816,0.015677492,0.159858198,SA,Final,MAN +223,128,28 C0,0.008849558,0.045247581,0.046839729,0.001,0.256,0.057800752,0.018408736,NA,0.085413929,0.062698413,0.027629004,0.009582478,0.069104415,NA,0.069967218,NA,0.040825849,0.153465347,0.077935223,0.011198208,0.047659278,SA,Initial,MAN +224,129,29 C0,NA,0.005406944,NA,0.002,0.028,0.06156015,0.22600104,0.145424837,0.286465177,0.023412698,0.237099598,0.006844627,0.070295497,NA,0.071070768,NA,0.330239456,0.012376238,0.165317139,0.010451661,0.337723222,SA,Initial,MAN +225,129,29 CF,0.031858407,0.12464428,NA,0.004,0.467,0.015037594,0.00449818,NA,0.034165572,0.013888889,0.007338552,0.008213552,0.055970028,0.2,0.05686527,0.067338939,0.016713603,0.034653465,0.017881242,0.013811124,0.019265812,SA,Final,MAN +226,130,30 CF,0.008849558,0.022766079,NA,0.002,0.095,0.070488722,0.01375455,0.068627451,NA,0.011904762,0.019775466,0.005475702,0.091702489,NA,0.092416882,NA,0.018096682,NA,0.039473684,0.001119821,0.020640758,SA,Final,MAN +227,130,30 C0,NA,0.038702334,1,0.003,1.917,0.234492481,NA,0.305555556,0.268068331,0.053968254,0.026341539,0.003764545,0.41002458,NA,0.410423136,NA,0.020012998,1,0.31511471,0.123926838,0.054964715,SA,Initial,MAN +228,131,31 CF,0.015929204,0.111838361,NA,0.008,0.415,0.153665414,0.05800832,NA,0.219448095,0.074603175,0.075496962,0.003080082,0.108052797,NA,0.108678012,0.037321183,0.154371699,0.294554455,0.155870445,0.132138858,0.171619786,SA,Final,MAN +229,131,31 C0,NA,0.003984064,0,0.001,0.024,0.11231203,0.114352574,0.065359477,0.003942181,0.052777778,0.124420641,0.00752909,0.097138155,NA,0.097912993,NA,0.026078552,0.285891089,0.074224022,NA,0.034075473,SA,Initial,MAN +230,132,32 CF,0.030088496,0.054069437,NA,0.004,0.218,0.235432331,0.084919397,1,0.031537451,0.023015873,0.115356885,0.005817933,0.281571795,NA,0.282140887,NA,0.127393311,0.123762376,0.044197031,0.013064576,0.131746347,SA,Final,MAN +231,132,32 C0,1,0.809618668,NA,0.002,3.418,0.319078947,0.130655226,0.184640523,0.055190539,0.1,0.157843238,0.007871321,0.859842127,NA,0.860000649,NA,0.099665061,0.467821782,NA,0.07241508,0.108902362,SA,Initial,MAN +232,134,34 CF,0.049557522,0.081957883,NA,0.003,0.327,0.108082707,0.096463859,NA,0.019710907,0.01984127,0.103615202,0.016084873,0.240457809,NA,0.24138528,NA,0.228741397,0.064356436,0.009109312,0.051138485,0.231686711,SA,Final,MAN +233,134,34 C0,NA,0.028173022,NA,0.001,0.108,0.055921053,0.042797712,0.011437908,0.034165572,0.032539683,0.048923679,0.008555784,0.134332399,NA,0.135109111,NA,0.024928763,0.047029703,0.15148448,0.005599104,0.033793857,SA,Initial,MAN +234,135,35 CF,0.02300885,0.018782015,NA,0.003,0.086,0.167293233,0.028965159,NA,0.026281209,0.032539683,0.040941395,0.006502396,0.313384514,NA,0.313949085,NA,0.037959707,NA,0.055330634,0.086226204,0.044925952,SA,Final,MAN +235,135,35 C0,0.026548673,0.041548093,NA,0.002,0.17,0.256578947,0.031903276,0.003267974,0.031537451,0.08015873,0.052039345,0.003080082,0.141446407,NA,0.142044164,NA,0.046008232,0.08539604,0.041835358,0.046659201,0.051684723,SA,Initial,MAN +236,136,36 CF,0.021238938,0.112976665,NA,0.007,0.423,0.007048872,0.166718669,NA,0.064388962,0.028571429,0.169095684,0.022245038,0.048076402,0.16,0.049410899,0.023987403,0.196747263,0.090346535,0.081646424,0.042553191,0.203392638,SA,Final,MAN +237,136,36 C0,NA,0.101024474,0.297968397,0.002,0.892,0.105263158,0.010192408,NA,0.039421813,0.023809524,0.018642497,0.003080082,0.066213334,0.16,0.066927047,NA,0.008031861,0.024752475,0.108636977,0.048152296,0.016482788,SA,Initial,MAN +238,137,37 CF,0.031858407,0.101878201,NA,0.005,0.387,0.207706767,0.149583983,0.083333333,0.026281209,0.008333333,0.162400865,0.0229295,0.223003043,0.16,0.224215344,NA,0.081551716,0.237623762,0.117408907,NA,0.09069675,SA,Final,MAN +239,137,37 C0,0.03539823,0.056915196,NA,0.005,0.225,0.054041353,0.048907956,NA,0.779237845,0.249206349,0.08332475,0.028062971,0.172262948,NA,0.17363598,0.067573453,0.086917398,0.284653465,0.676788124,0.070921986,0.127290196,SA,Initial,MAN +240,138,38 CF,0.038938053,0.043540125,NA,0.002,0.184,0.038533835,0.025039002,0.027777778,0.05781866,NA,0.029199712,0.07871321,0.204357195,0.08,0.207326705,NA,0.041209112,0.091584158,0.066801619,0.03210153,0.047609582,SA,Final,MAN +241,138,38 C0,0.171681416,0.169322709,NA,0.004,0.698,0.491071429,0.354160166,NA,0.237844941,0.046825397,0.385853332,0.039356605,0.937706409,NA,0.938796265,NA,0.179317125,0.272277228,0.160931174,0.009705114,0.190935295,SA,Initial,MAN +242,139,39 CF,0.031858407,0.249573136,NA,0.004,0.904,0.319078947,0.116900676,0.058823529,0.078843627,0.077380952,0.141234937,0.010951403,0.191461025,0.2,0.192331411,NA,0.077502458,0.211633663,0.132591093,0.073161627,0.090332306,SA,Final,MAN +243,139,39 C0,0.046017699,0.097324986,NA,0.002,0.376,0.226503759,0.23900156,NA,0.172141919,0.061111111,0.256952312,0.00513347,0.200166751,0.16,0.200824417,NA,0.156387996,0.014851485,0.076923077,NA,0.160139814,SA,Initial,MAN +244,140,40 CF,0.042477876,0.102447353,NA,0.002,0.392,0.297462406,0.054056162,0.040849673,0.287779238,0.072222222,0.081290555,0.01779603,0.122475718,NA,0.123554296,NA,0.018429955,0.110148515,0.134278003,0.038447182,0.028791041,SA,Final,MAN +245,140,40 C0,0.053097345,0.095332954,NA,0.002,0.372,0.078007519,0.108346334,NA,0.20499343,0.04047619,0.118678546,0.009582478,0.768193778,NA,0.768470934,NA,0.123910616,0.043316832,NA,0.009705114,0.124540304,SA,Initial,MAN +246,141,41 CF,0.015929204,0.023335231,NA,0.005,0.104,0.026315789,0.060868435,0.004901961,0.052562418,0.077777778,0.068364404,0.002395619,0.017692982,NA,0.018370858,NA,0.028644748,NA,0.190283401,0.069802165,0.041579697,SA,Final,MAN +247,141,41 C0,0.026548673,0.026465566,NA,0.001,0.117,0.129229323,0.1100104,0.039215686,0.022339028,0.057936508,0.121330724,0.004106776,0.043582775,0.16,0.044347553,NA,0.10478079,0.193069307,0.081983806,0.064203061,0.114319319,SA,Initial,MAN +248,142,42 CF,0.005309735,0.072282299,NA,0.001,0.265,0.031015038,0.028679147,NA,0.109067017,0.019444444,0.033989082,0.010609172,0.109720312,NA,0.110582177,0.014908372,0.019163153,0.030940594,0.050944669,0.03620754,0.024268628,SA,Final,MAN +249,142,42 C0,0.015929204,0.015651679,NA,0.001,0.073,0.105263158,0.015704628,NA,0.049934297,0.003968254,0.023045628,0.004106776,0.145680162,0.08,0.146328533,0.018794599,0.055406509,NA,0.011133603,0,0.056289965,SA,Initial,MAN +250,143,43 C0,0.017699115,0.013659647,NA,0.003,0.065,0.123120301,0.028237129,NA,0.199737188,0.046825397,0.042151612,0.002737851,0.080896127,NA,0.081532852,0.026131529,0.004315875,0.189356436,0.169703104,0.069802165,0.0189345,SA,Initial,MAN +251,143,43 CF,0.007079646,0.06089926,NA,0.003,0.228,0.140507519,0.020072803,NA,0.027595269,0.014285714,0.029560202,0.016427105,0.110510758,NA,0.111555897,0.016817984,0.014480679,0.09529703,0.05802969,NA,0.019199549,SA,Final,MAN +252,144,44 C0,NA,0.195788275,NA,0.002,0.697,0.184210526,0.03348934,0.008169935,0.063074901,0.025793651,0.046812236,0.004791239,0.042868126,0.2,0.043665949,0.033434956,0.043358718,0.04950495,0.07388664,0,0.048089984,SA,Initial,MAN +253,144,44 CF,0.005309735,0.013659647,NA,0.002,0.06,0.03712406,0.012532501,NA,0.114323259,0.069444444,0.021680915,0.007871321,0.032549024,0.12,0.033431066,0.015410902,0.007698589,0.060643564,0.005735493,0.016797312,0.010171288,SA,Final,MAN diff --git a/data/urineFlav_ord.csv b/data/urineFlav_ord.csv new file mode 100644 index 0000000..18b780e --- /dev/null +++ b/data/urineFlav_ord.csv @@ -0,0 +1,251 @@ +"","numVol","grouping","E","EG.1","E.S","Total.E","HE","HE.G","HE.GG","Total.HE","N","N.G","N.GG","N.S","Total.N","Sweetener","Time","Sex" +"1",1,"1 A0",0.0770298872853528,0.0511215755521484,0.139525669026829,0.051593231932311,0.646288209606987,0.0783296943231441,0.752717391304348,0.0804034864361963,0.209757890158495,0.0279574737800461,0.0881526634127197,0.0417696893463814,0.0378905074464284,"ST","Initial","WOMAN" +"2",1,"1 AF",0.0934142922454336,0.0521016614624402,0.173318468089232,0.0526471099045635,0.419213973799127,0.00274017467248908,0.690217391304348,0.00521224387642956,0.0344649842384607,0.0327607444104397,0.0386753165177882,0.0406224519491085,0.0344223936221695,"ST","Final","WOMAN" +"3",2,"2 AF",NA,0.00023614641879371,0.230840507038543,0.000880967668460212,0.631004366812227,0.00579694323144105,0.78804347826087,0.00743207216618244,0.00973955067514623,0.0325565031999228,0.0144615338813324,0.103101528512967,0.0375174716488686,"ST","Final","WOMAN" +"4",2,"2 A0",NA,0.00592605857167363,0.196210627235022,0.00649872659075352,0.602620087336245,0.00415938864628821,0.741847826086957,0.00577808246009206,0.153984100002925,0.029646910920439,0.0625427616255885,NA,0.032832016651591,"ST","Initial","WOMAN" +"5",3,"3 A0",0.123573163069946,0.101476741689882,0.0961788594286703,0.10185821400317,0.423580786026201,0.00344978165938865,0.508152173913043,0.00511431027541105,0.0308875160141178,0.0184728261989279,0.0637039716242932,0.0411489143597457,0.0213996508104134,"ST","Initial","WOMAN" +"6",3,"3 AF",0.0643571921667506,0.295116918966625,0.0467452958727414,0.295302837525148,0.519650655021834,0.26792576419214,0.665760869565217,0.269045365020294,0.0157333554021093,0.161698749010704,0.0726726173070903,0.197729595818917,0.17030239299323,"ST","Final","WOMAN" +"7",4,"4 A0",0.0409124620896298,0.00541681989743418,0.02805653839541,0.00566782698789722,0.665938864628821,0.00758733624454148,0.828804347826087,0.009249284540637,0.00981640808131209,0.0333495925121943,0.00499439437749853,0.0280342855098961,0.0321001466043735,"ST","Initial","WOMAN" +"8",4,"4 AF",0.0660299663073989,0.0224243835630442,0.0513678980041759,0.0227249897357799,0.593886462882096,0.0085589519650655,0.744565217391304,0.0102395020620464,0.0294159783678454,0.0149170167510831,0.00275147400251361,0.0300828610611238,0.0153093475578408,"ST","Final","WOMAN" +"9",5,"5 A0",0.0615207023416866,0.0559365403764433,0.0745642901243317,0.0562695192301997,0.567685589519651,NA,0.720108695652174,0.00159958214996899,0.00910930965179817,0.0136730123576091,0.0809331922177788,0.131297517145463,0.0235894686880448,"ST","Initial","WOMAN" +"10",5,"5 AF",0.0687109157090351,0.0202676168767328,0.207561234791417,0.0208855950149671,0.53056768558952,0.0795305676855895,0.71195652173913,0.0813937039576056,0.0211505275872907,NA,0.108316874876379,0.118405962316509,0.00912486156874673,"ST","Final","WOMAN" +"11",7,"7 AF",0.0503269973995748,0.00551639995797984,0.0514403206332722,0.00581800000929148,0.672489082969432,0.00215065502183406,0.839673913043478,0.00378676590604903,0.0109826498323792,0.0203738650964801,0.00785919599617144,0.0387264780310392,0.02066556544044,"ST","Final","WOMAN" +"12",7,"7 A0",NA,0.00930960569395717,0.0520021771871834,0.00958960940568181,0.622270742358079,NA,0.779891304347826,0.00102286205508221,NA,0,0.0113737696334729,0.0376758095800048,0.00108229019848699,"ST","Initial","WOMAN" +"13",8,"8 A0",0.174493467380456,0.0295338820828877,NA,0.0297355296378663,0.585152838427948,0.00400655021834061,0.722826086956522,0.00573455641519494,0.0393176831899469,0.0116161876354355,0.0187989892009575,0.00953426796536461,0.0113725991129404,"ST","Initial","WOMAN" +"14",8,"8 AF",0.104352831610279,0.0498636461872412,0.308810179592839,0.0506876410150064,0.471615720524018,0.134454148471616,0.657608695652174,0.136247402039195,0.0197341411109814,0.252516380365692,0.0119220995246902,0.084750471699775,0.246607428963168,"ST","Final","WOMAN" +"15",9,"9 A0",0.0627770224753825,0.300447852968172,0.0586708337121902,0.300655250336806,0.606986899563319,0,0.798913043478261,0.0018498569081274,0.0428467324040808,0.00590408142046002,0.0271376241173594,0.031207938326384,0.00799086536539573,"ST","Initial","WOMAN" +"16",9,"9 AF",0.0240983023821626,0.0500499264462373,0.144558378871401,0.0505131274431532,0.665938864628821,0.0515829694323144,0.785326086956522,0.0531997083754992,0.121959579477711,0.106780826946768,NA,0.100948608019094,0.112080568703971,"ST","Final","WOMAN" +"17",10,"10 A0",0.0483320845415926,0.0440386979227211,0.0226260239948217,0.0442665658427145,0.652838427947598,0.00622270742358079,0.801630434782609,0.00788909563760215,0.0390057033023659,0.000464102844912271,0.0233047370652797,0.00866349832910302,0.000764083026580895,"ST","Initial","WOMAN" +"18",10,"10 AF",0.0985716100129017,0.0039487725974766,0.372306329724971,0.00491661535734456,0.740174672489083,0.133635371179039,0.834239130434783,0.135550985320841,0.0820925028937823,0.0920006327695812,0.0534018031929055,0.0264444373556325,0.09213022577547,"ST","Final","WOMAN" +"19",11,"11 AF",0,0.00121060891862269,0.0066462653732205,0.00140526050315882,0.759825327510917,0.0103602620087336,0.951086956521739,0.011980543857931,0.0105563671845351,0.00079293923262853,0.00580170811831099,0.014887132939935,0,"ST","Final","WOMAN" +"20",11,"11 A0",0.082348170091955,0.0564083800247462,0.0707620668175774,0.0567409854437924,0.414847161572052,0.00270742358078603,0.52445652173913,0.00450494564685144,0.0575646517286082,0.0482716890694257,0.0840247964248829,0.144531813067455,0.0595951730157972,"ST","Initial","WOMAN" +"21",12,"12 A0",0.103069252782658,0.111815795700529,NA,0.111960151508486,0.54585152838428,0.00525109170305677,0.690217391304348,0.0068879966049685,0.0405048944554568,0.00769737578837062,NA,0.0155804669770721,0.00762759863637056,"ST","Initial","WOMAN" +"22",12,"12 AF",0.0949836335692954,0.0289770055001812,0.0836126940068479,0.0293506557461308,0.648471615720524,0.187248908296943,0.777173913043478,0.188369840803491,0.039475075086278,0.0429014736388349,NA,0.0151295272757327,0.0412012707619581,"ST","Final","WOMAN" +"23",13,"13 A0",0.0672919301278201,0.00661240938217466,0.0319790359253135,0.00688036901728778,0.550218340611354,0.00203056768558952,0.673913043478261,0.00368883230503052,NA,0.00525984058420532,0.0580320685982212,0.0964293060188399,0.0120826301013128,"ST","Initial","WOMAN" +"24",13,"13 AF",0.0762935895907884,0.00129423213319268,0.204263316521067,0.00191556195305483,0.550218340611354,0.00462882096069869,0.752717391304348,0.00659419580191297,0.101307962370352,0.0113548568210471,0.0260220727188403,0.0718999060558425,0.0185480107164051,"ST","Final","WOMAN" +"25",14,"14 A0",0.289819524600241,0.00749008668136663,0.15270019270298,0.0080816448247916,0.074235807860262,0.00728165938864629,0.122282608695652,0.00905341733859999,0.0997451443138512,0.0135783858812211,0.166678805109052,0.29245730224541,0.0420377545532415,"ST","Initial","WOMAN" +"26",14,"14 AF",0.0756097020295104,0.00677417599048056,0.477397173936586,0.00794500568238332,0.502183406113537,0.146834061135371,0.779891304347826,0.148728495413443,0.0735396089273115,0.0174244057537114,0.10152021011253,0.164907832588967,0.0328169320577558,"ST","Final","WOMAN" +"27",15,"15 AF",0.103728979940136,0.00914422921010922,0.0628559700385704,0.00948670488614776,0.556768558951965,0.0820633187772926,0.6875,0.08343942806777,0.0411038531920104,0.01590193834365,0.00593243197272654,0.14209691341229,0.0255882271527287,"ST","Final","WOMAN" +"28",15,"15 A0",0.0658204196618326,0.00070235298516294,0.119262671905078,0.00114840501559581,0.611353711790393,0.000251091703056769,0.747282608695652,0.00190426446424879,0.0100970169311419,0.00970207019768104,0.0259270453609114,0.055454498527154,0.0122718750098858,"ST","Initial","WOMAN" +"29",17,"17 AF",0.0241307248929616,0.0157217435653094,0.102171377070374,0.0161125019045315,0.700873362445415,0.00769650655021834,0.869565217391304,0.00933633663043123,0.0242641199255924,0.0133652998230481,NA,0.0154698983582413,0.012430770191548,"ST","Final","WOMAN" +"30",17,"17 A0",0.00994173493293428,0.000763372718946416,0.02612094875033,0.00100111880034396,0.685589519650655,0.00064410480349345,0.872282608695652,0.00236128793566851,0.0134335807952005,0.0096172755757928,0.0228267607868394,0.0265468887981006,0.00995185691593988,"ST","Initial","WOMAN" +"31",18,"18 A0",0.104899434666372,0.0214727943131105,0.0983858074032553,0.0218827412080191,0.622270742358079,0.0106331877729258,0.771739130434783,0.0123178707058836,0.0113323099839704,0.0168997041895403,0.02994721535312,0.0810954413554468,0.0213304161479755,"ST","Initial","WOMAN" +"32",18,"18 AF",0.0865556585131389,0.0219375495095898,NA,0.0221104906355437,0.661572052401747,0.257521834061135,0.807065217391304,0.258479417621519,0.0470978814019446,0.00881960632045749,0.0892145192500432,0.0621568481586588,0.0151691366816494,"ST","Final","WOMAN" +"33",19,"19 A0",0.0379846509455392,0.0211025916786854,0.0657518093991928,0.0214226817195304,0.646288209606987,0.00279475982532751,0.883152173913043,0.00482050947235552,0.0115995856422935,0.00793679856443207,0.00604470524678218,0.03657577888262,0.00857967526642032,"ST","Initial","WOMAN" +"34",19,"19 AF",0.0777592581629382,0.0820962030409268,0.212296880766612,0.0827032536957698,0.558951965065502,0.0350327510917031,0.690217391304348,0.0367033373594925,0.0444169070198692,0.0634745586544423,0.0332568745080306,0.299994526928623,0.0843910453813864,"ST","Final","WOMAN" +"35",20,"20 A0",0.194146557990055,NA,0.139580140113055,0.000316565378238069,0.286026200873362,0.000294759825327511,0.364130434782609,0.00201307957649158,0.0186143852526718,0.0835013398390099,0.019098841709243,0.298783333794119,0.102064839554292,"ST","Initial","WOMAN" +"36",20,"20 AF",0.310898256377249,0.0102344020048769,NA,0.0104925169523872,0.602620087336245,0.154563318777293,0.739130434782609,0.155812359220449,0.0855601081432608,0.272844194500416,0.113541325123415,0.175482297914005,0.278571356376836,"ST","Final","WOMAN" +"37",21,"21 AF",0.028515160105707,0.0135947227916441,0.0662532549635222,0.0139153044563666,0.620087336244541,0.0022707423580786,0.766304347826087,0.0039064625295161,0.087968089672492,0.166344020452697,0.0986639685943334,0.0674480182111307,0.167942136699479,"ST","Final","MAN" +"38",21,"21 A0",0.0353854984895836,0.0277902413432693,0.120631447340117,0.0282177088755868,0.609170305676856,0.00139737991266376,0.747282608695652,0.00306858616524663,0.0226502279993836,0.0470320802580862,0.0176797186150069,0.0643491307799753,0.0488798051005227,"ST","Initial","MAN" +"39",22,"22 A0",0.0402606214888327,NA,0.0102891956606041,0,0.657205240174673,0.000174672489082969,0.83695652173913,0.00199131655404303,0.0234857320338833,0.00865985643273128,0.0218195734960707,0.0238715841680334,0.00917191260492438,"ST","Initial","MAN" +"40",22,"22 AF",0.0697543822679745,0.00387900813520758,0.0889482367985495,0.00426400617001915,0.617903930131004,0.00854803493449782,0.747282608695652,0.010304791129392,0.0187433096134903,0.00471360649027033,0.0433327366864486,0.0556752718260354,0.00834812761258139,"ST","Final","MAN" +"41",23,"23 A0",0.0199260009393974,0.00960692607215388,0.0856849719875068,0.00996521130808684,0.670305676855895,0.00334061135371179,0.826086956521739,0.0050381396968411,0.0115460543310163,0.00952402158334621,NA,0.027063027300823,0.00919698254124408,"ST","Initial","MAN" +"42",23,"23 AF",0.186590589908702,0.0855377893238289,0.847779322195976,0.0874666107083224,0.194323144104803,0.0643777292576419,0.345108695652174,0.0663010478895309,0.0213401514876402,0.183633960871499,0.0218109694106629,0.20797163600822,0.190808165949123,"ST","Final","MAN" +"43",24,"24 A0",0.0421676034126049,0.00108773224395672,0,0.00128416701456144,0.663755458515284,7.64192139737991e-05,0.817934782608696,0.00173016028466033,0.0222794218391934,0.00835893260814893,0.00363372956450951,0.0110206749638197,0.00730156750009732,"ST","Initial","MAN" +"44",24,"24 AF",0.106536009929133,0.00657970207792639,0.148263220442806,0.0070967325933574,0.676855895196507,0.113908296943231,0.907608695652174,0.115529004668168,0.0371649346374982,0.0932368895537296,0.0609654343767619,0.0349906961638434,0.0925283000600034,"ST","Final","MAN" +"45",25,"25 AF",0.0218298324132785,0.00142540611916753,0.112451972033152,0.00184159983199632,0.672489082969432,0.013264192139738,0.831521739130435,0.0149403149109348,0.0113122543686691,0.0159451542962659,NA,0.139100394387494,0.0241369175731083,"ST","Final","MAN" +"46",25,"25 A0",0.0618328055199638,0.0112322812860066,0.0538088584888881,0.0115406089847469,0.61353711790393,0.000807860262008734,0.75,0.00252451060403269,0.0116679592017124,0.00696768458412489,0.0206488138897184,0.0694611540628231,0.010665565472023,"ST","Initial","MAN" +"47",26,"26 A0",0.0397872716086828,0.056538090323498,0.00872223652917607,0.0567299923013056,0.705240174672489,0.000786026200873362,0.880434782608696,0.00244834002546274,0.0450985503392903,0.0129285347179761,0.0125086756323261,0.0126182890183486,0.0129026692594054,"ST","Initial","MAN" +"48",26,"26 AF",0.0549706144916001,0.0398979556480912,0.109827366596432,0.040305986597041,0.764192139737991,0.172237991266376,0.888586956521739,0.174006245987443,0.0769205956684803,0.113141157687717,0.0280227655039259,0.0236288834179829,0.111186226349168,"ST","Final","MAN" +"49",27,"27 A0",0.0579665775864789,0.0741778991466407,0.0879766253235096,0.0745296918215806,0.620087336244541,0.0012117903930131,0.771739130434783,0.00287271896320961,0.0141677977832623,0.0273969166500106,0.00234742395910698,0.0340317693674886,0.0269678592790463,"ST","Initial","MAN" +"50",27,"27 AF",0.0417687168149786,0.0497750187727791,0.596603997009802,0.0511580113995445,0.596069868995633,0.0281222707423581,0.752717391304348,0.0297718147096269,0.0109620456555448,0.0265467369144264,0.013658196712305,0.114759003137018,0.0327125504301127,"ST","Final","MAN" +"51",28,"28 A0",0.0120381402643926,0.000336337219397958,0.00242439597147845,0.000527123761437505,0.685589519650655,0.000360262008733624,0.866847826086957,0.00204572411016442,0.0895089454370568,0.0199865979729016,0.0330852039996661,0.0180689513732146,0.0223292828654985,"ST","Initial","MAN" +"52",28,"28 AF",0.0221815561501189,0.00778478829022918,0.0416602224099979,0.00805563519650358,0.705240174672489,0.0343340611353712,0.869565217391304,0.0360069206411386,0.0400074301071161,0.0376318042074121,0.00441086102968184,0.0127239145840875,0.0360974895403457,"ST","Final","MAN" +"53",29,"29 AF",0.0404981466331001,0.0122387328454535,0.193340948330285,0.0128209178631972,0.589519650655022,0.00338427947598253,0.741847826086957,0.0050381396968411,0.00879940784498079,0.0328367541504408,0.00205661134297605,0.0557710279073856,0.0336683457431653,"ST","Final","MAN" +"54",29,"29 A0",NA,0.000238152834280976,0.0412148466367366,0.000499845897658625,0.552401746724891,NA,0.736413043478261,0.00143635948160481,NA,0.00232277195341666,0.0441872881787738,0.00764468086482195,0.0018915043674954,"ST","Initial","MAN" +"55",30,"30 AF",0.065986840612533,0.0319057950997071,0.106786847232821,0.0323147144755002,0.497816593886463,0.116419213973799,0.66304347826087,0.117901174115061,0.0562652898110519,0.117535039382003,0.03316639108796,0.00238125807784974,0.113093819578092,"ST","Final","MAN" +"56",30,"30 A0",NA,0.0063438356664147,NA,0.00648846353452648,0.646288209606987,0.00231441048034935,0.8125,0.00409144822032884,0.0473205122545238,0.0104610705392388,0.0083665370720591,0.0316002513853846,0.0119999695226482,"ST","Initial","MAN" +"57",32,"32 A0",0.0507846680539426,0.0688734391169728,0.538319292294922,0.0701345772270452,0.558951965065502,0.00414847161572052,0.682065217391304,0.00579984548254062,0.0382999985839884,0.0145673513890989,0.0377600798148024,0.0861201024420721,0.0207281389925678,"ST","Initial","MAN" +"58",32,"32 AF",0.164926469073301,0.00106714564951644,0.191717397646975,0.00169508869539678,0.414847161572052,0.0034061135371179,0.478260869565217,0.00515783632030816,NA,0.0515449616724398,0.0262003874785116,0.271762143608473,0.0691881205640523,"ST","Final","MAN" +"59",33,"33 A0",0.0298646897419735,0.038223433701549,0.257989144482181,0.0389224313236512,0.657205240174673,0.00252183406113537,0.826086956521739,0.00423290786624446,0.0150472307913571,0.0200457675448645,0.00710802647220772,0.0268238989494205,0.0195456240892966,"ST","Initial","MAN" +"60",33,"33 AF",0.0416110900008945,0.00793674589167775,0.262525262437751,0.00866076642893234,0.62882096069869,0.00139737991266376,0.809782608695652,0.00317740127748942,0.0309527493337577,0.0200428377030688,0.0125828554288471,0.0387357471229076,0.0212312790346778,"ST","Final","MAN" +"61",34,"34 A0",0.0793363817239481,0.00237031841758828,0.0395252644300979,0.00265948567137548,0.565502183406114,0.000938864628820961,0.684782608695652,0.00266597024994831,0.0272179027238625,0.0206697984579807,0.0421450788470592,0.0540245363519378,0.0237504880473042,"ST","Initial","MAN" +"62",34,"34 AF",0.0169402402948279,0.000878034648216511,0.0979199938318588,0.00126331921756801,0.694323144104804,0.000938864628820961,0.888586956521739,0.00264420722749976,0.013616176357661,0.014950380469765,0.00810736853847961,0.0386005578605948,0.0155773488879811,"ST","Final","MAN" +"63",35,"35 AF",0.030882003394036,0.0558340505204851,0.0995000359764293,0.0562064315899608,0.683406113537118,0.0259061135371179,0.858695652173913,0.027551986419874,0.0434477218568093,0.109119071089209,NA,0.0293481887974597,0.105757375536413,"ST","Final","MAN" +"64",35,"35 A0",0.0851970948053306,0.00453127353380617,0.0700577342823357,0.00488340740394478,0.650655021834061,0.0036353711790393,0.769021739130435,0.00538634805601802,0.219033659335165,0.0483004110938259,0.0318801021801339,0.0681056727754911,0.058120110137969,"ST","Initial","MAN" +"65",36,"36 A0",0.266494240388194,0.00241022165265472,0.0694219473776887,0.00282708404417961,0.777292576419214,0.063264192139738,0.989130434782609,0.0665295596252408,0.0834496772801979,0.0211275974309128,0.00617135814416442,0.0344645739292154,0.0237033924828258,"ST","Initial","MAN" +"66",36,"36 AF",0.0343310992436051,0.00576980701357568,0.164433217513388,0.00629385270541453,0.657205240174673,0.0462663755458515,0.847826086956522,0.0478895308980511,0.030474329171176,0.0525300637086076,0.0467664264063222,NA,0.049641775451218,"ST","Final","MAN" +"67",37,"37 A0",0.0244680003745071,0.0323364595024875,0.344564297978596,0.0332106976355996,0.685589519650655,0.000524017467248908,0.858695652173913,0.00217630224485577,0.00973355826042391,0.0111277390727372,0.00470812616060625,0.0303031157324677,0.011027897234085,"ST","Initial","MAN" +"68",37,"37 AF",0.0206596176219684,0.000688970656945055,0.0836668234418652,0.00104686772381988,0.665938864628821,0.000796943231441048,0.847826086956522,0.00251362909280841,0.0357724963668061,0.00992289399191329,0.0256822189250524,0.0204834745777279,0.0106826299674312,"ST","Final","MAN" +"69",38,"38 A0",0.111784868086647,0.027290716957773,0.0624185060903162,0.0276282354234283,0.456331877729258,0.00138646288209607,0.584239130434783,0.00315563825504086,0.020364736642818,0.0144229487009754,0.0379941167820468,0.0791620251475197,0.0193810548763443,"ST","Initial","MAN" +"70",38,"38 AF",0.0315295460300811,0.0300713181836045,NA,0.030221346406333,0.611353711790393,0.0142903930131004,0.771739130434783,0.0159414139435685,0.00957240146857136,0.0353773335632839,0.00328062584829785,0.0316104243855348,0.0342607180929034,"ST","Final","MAN" +"71",39,"39 AF",0.0929130264583023,0.00322835545905802,0.0669242895034921,0.00357743368381804,0.624454148471616,0.0037117903930131,0.842391304347826,0.00557133374683076,0.032236606052656,0.035976237340222,0.0134853162228474,0.113165926079617,0.0423879208690004,"ST","Final","MAN" +"72",39,"39 A0",0.0376975427273246,0.00342517265977756,0.0404741542429429,0.00370087767884312,0.626637554585153,0.00179039301310044,0.785326086956522,0.00347120208054495,0.00815319371617936,0.0135853565137919,0.0154117608172598,0.0302662176060178,0.0136252486323726,"ST","Initial","MAN" +"73",40,"40 A0",0.102888926038234,0.0590990134535776,0.0214686025389167,0.0593383776931313,0.462882096069869,0.00170305676855895,0.554347826086957,0.00346032056932067,0.00877354594258912,0.0224386312158125,0.086037229166155,0.00986372451162955,0.0225524847963741,"ST","Initial","MAN" +"74",40,"40 AF",0.032296284164321,0.0191823857044013,0.167386630673118,0.0197065148104174,0.650655021834061,0.00323144104803493,0.820652173913043,0.0049837321407197,0.0930908665647227,0.0500787086564919,0.00336021939458998,0.0461634151169999,0.0525724397733532,"ST","Final","MAN" +"75",41,"41 A0",0.0623554776752288,0.0219055417375335,0.12916069921304,0.0223622015227017,0.537117903930131,0.000229257641921397,0.679347826086957,0.00193690899792163,0.0448228594641941,0.00625952905882852,0.0141814006396636,0.357395646008091,0.0336825349889542,"ST","Initial","MAN" +"76",41,"41 AF",0.0384837260224814,0.00213202504486436,0.336107273770764,0.00300581871128526,0.554585152838428,0.0141375545851528,0.709239130434783,0.0159522954547928,0.0122957164280777,0.0451741350365447,0.0112060168599068,0.972681954915516,0.117968268404946,"ST","Final","MAN" +"77",42,"42 A0",0.0984156731752492,0.0154578350638266,0.102490167357121,0.0158760533350346,0.574235807860262,0.0024235807860262,0.692934782608696,0.00417850031012307,0.0472651542722852,0.0537205148530197,0.0116744562516162,0.0407171187644665,0.0541574965639497,"ST","Initial","MAN" +"78",42,"42 AF",NA,0.0818426648518961,0.00874318494732456,0.0820074050222488,0.679039301310044,0.00134279475982533,0.845108695652174,0.00304682314279807,NA,0.0412187109530117,0.00656834179516564,0.0185161053534221,0.0388323614216472,"ST","Final","MAN" +"79",43,"43 AF",0.0452315828428794,0.0838593433196807,0.13366737389024,0.0842951528210224,0.532751091703057,0.00506550218340611,0.671195652173913,0.00685535207129566,0.0233520433556844,0.0506626188659772,0.0429925765800138,0.0664392588436791,0.0532739881108947,"ST","Final","MAN" +"80",43,"43 A0",0.117861293097985,0.0288365298936495,0.0417997015160499,0.0291339807235139,0.587336244541485,0.00332969432314411,0.78804347826087,0.00516871783153244,0.0183653783536386,0.0384185325446488,0.00670229381841103,0.0992452451481739,0.0429137067899072,"ST","Initial","MAN" +"81",44,"44 A0",0.0957314377083294,0.00794313494335797,0.0634544092670395,0.00828440500557129,0.521834061135371,0.00111353711790393,0.630434782608696,0.00286183745198533,0.0158972426523315,0.00740891095320185,0.0156895887168169,0.107678089885387,0.014106875532489,"ST","Initial","MAN" +"82",44,"44 AF",0.0356428234811793,0.00987172064474412,0.0675170469238123,0.0101988490666798,0.665938864628821,0.00623362445414847,0.831521739130435,0.00795438470494782,0.0109315901225145,0.0613441362472031,0.0226450511901601,0.205954847855056,0.0734029905781956,"ST","Final","MAN" +"83",51,"1 B0",0.0726663472750304,0.00173775847751224,0.0596397899631605,0.00206541022864131,0.681222707423581,0.00177947598253275,0.8125,0.00356913568156346,0.10079997724174,0.00155619796122372,0.00504228392769826,0.0335752975392264,0.0055414998742925,"SU","Initial","WOMAN" +"84",51,"1 BF",0.0426631837851977,0.023067383291035,0.219223667777577,0.0236984819165888,0.7882096069869,0.277096069868996,0.888586956521739,0.278664620942557,0.101152055378645,0.162569790544836,0.0104769974621116,0.0889933615851929,0.163964898237139,"SU","Final","WOMAN" +"85",52,"2 B0",0.272669466429062,0.00117278228757557,0.0348435362147153,0.00152247711287912,0,NA,0,0,0,0.0171113965449101,0.0939470125135971,0.0374643402358509,0.0195336810743677,"SU","Initial","WOMAN" +"86",52,"2 BF",0.0851435371571832,0.0371320353809345,0.0739260986636218,0.0374794432118824,0.34061135371179,0.0383842794759825,0.472826086956522,0.0401310133951403,0.0277509836885827,0.0935902538196619,0.0410583176735918,0.0543344012100275,0.0934594694780702,"SU","Final","WOMAN" +"87",53,"3 BF",0.0412345799430572,0.0900320520416094,0.0993878629718923,0.0903947933450038,0.703056768558952,0.23443231441048,0.763586956521739,0.235889400319916,0.108729268110778,0.155050728812431,0.0160090501119502,0.0277998006063585,0.152408395453107,"SU","Final","WOMAN" +"88",53,"3 B0",0.0634157396789514,0.0178352672816676,0.0197947715670905,0.0180729044584506,0.72707423580786,0.0306113537117904,0.790760869565217,0.0328948084309949,0.0945344622977286,0.00161610875832447,0.0497264223147481,0.00831315743230503,0.00467343776851439,"SU","Initial","WOMAN" +"89",54,"4 BF",0.0400833721706261,0.0400170182842302,0.315386809393836,0.0408349703679197,0.62882096069869,0.00578602620087336,0.760869565217391,0.00767146541311657,0.0156280433563069,0.0740450452006787,0.0220877056402448,0.606269297800941,0.117184885188487,"SU","Final","WOMAN" +"90",54,"4 B0",0.049945354820723,0.00802913952399122,0.107621393441872,0.00844314766527823,0.62882096069869,0.0462882096069869,0.698369565217391,0.0482921468133494,0.0590796505270835,0.0424921057350495,0.0820327516002845,0.0483238637053084,0.0465033895609543,"SU","Initial","WOMAN" +"91",55,"5 BF",0.0681188502005413,0.00140640308264399,0.299022241959759,0.00221620479257049,0.524017467248908,0.0378384279475983,0.733695652173913,0.0396848714349449,0.0289504159403363,0.127591825074721,0.0531924769691272,1,0.20072804291714,"SU","Final","WOMAN" +"92",55,"5 B0",0.0415769775136639,0.128987320501353,0.0524746325323538,0.129240436085207,0.591703056768559,0.0183187772925764,0.758152173913043,0.0199675730965516,0.0232771181616965,0.00519165051771403,0.0101183621244211,0.656522508807204,0.0552664144321781,"SU","Initial","WOMAN" +"93",56,"6 BF",0.15220917735442,0.0220433233834553,0.0483039291127514,0.0223688772562787,0.59825327510917,0.0164737991266376,0.739130434782609,0.0182809388567884,0.0419050992376516,0.0951333511997158,0.0276782415517836,0.0801027475076495,0.0971008192457126,"SU","Final","WOMAN" +"94",56,"6 B0",0.0407585699148205,0.0492353899203213,0.00537652979597476,0.0494236864979533,0.683406113537118,0.00529475982532751,0.847826086956522,0.00700769322843557,0.0260545575744591,0.00841172331061459,0.00497170564463533,0.0280608090048332,0.00887169628136346,"SU","Initial","WOMAN" +"95",57,"7 BF",0.153902137324668,1,0.0727982541756912,1,0.526200873362445,0.0168777292576419,0.676630434782609,0.0186617917496382,0.00979198845028964,0.0904085686523824,0.0255445105183268,0.0931809793461937,0.0923545155200598,"SU","Final","WOMAN" +"96",57,"7 B0",0.0291644135820902,0.0135821556892273,0.00962877644651218,0.0137885692601388,0.635371179039301,5.45851528384279e-05,0.790760869565217,0.00166487121731466,0.0127112366388883,0.0055902378273903,NA,0.0274977899148814,0.00551476346647903,"SU","Initial","WOMAN" +"97",58,"8 BF",0.14056402963405,0.00647757732092954,0.0714764539250823,0.00685174116039193,0.569868995633188,0.0354366812227074,0.744565217391304,0.0371821238533608,0.0114634625813762,0.0779927620540136,0.02713241754936,0.0194801985243383,0.0747996489054554,"SU","Final","WOMAN" +"98",58,"8 B0",0.0537258216662802,0.11350749957604,0.0607786527025796,0.113787708052924,0.624454148471616,0.00074235807860262,0.769021739130435,0.00237216944689278,0.0103072342816897,0.0066018791099852,0.00805568554057394,0.0189187649415238,0.00592520898390502,"SU","Initial","WOMAN" +"99",60,"10 BF",0.0194137190096008,0.004404067624328,0.00292046981326725,0.00459694638188713,0.713973799126637,0.0442467248908297,0.866847826086957,0.0458220437654381,0.134499830207532,0.0667875239596586,0.013088042165838,0.0242431417460158,0.0686441308014138,"SU","Final","WOMAN" +"100",60,"10 B0",0.0559796138768972,0.0167254209438558,0.0736036170583782,0.0170695278263285,0.661572052401747,0.00180131004366812,0.823369565217391,0.00350384661421778,NA,0.0101120809563613,0.0213179482642659,0.0568495834234997,0.0125434295939925,"SU","Initial","WOMAN" +"101",61,"11 BF",0.137496399020127,0.00718328825426892,0.067866723222568,0.00754878458770676,0.646288209606987,0.0289082969432314,0.869565217391304,0.0309687809442975,NA,0.0229009291004065,0.0159293125930017,0.0431736766673472,0.0235350637772212,"SU","Final","WOMAN" +"102",61,"11 B0",0.0267300651240763,0.000870036916064022,0.0234281671862244,0.00110833886051373,0.694323144104804,0.000196506550218341,0.959239130434783,0.00221982828975288,0.00844825349690326,0.0109590594752324,0.010783849242939,0.0187885579590919,0.0100892604652037,"SU","Initial","WOMAN" +"103",62,"12 BF",0.051137727080803,0.0599992369215535,0.102423710626581,0.0603832095421405,0.587336244541485,0.00685589519650655,0.739130434782609,0.00848757875493749,0.106159714047145,0.0498932287970655,0.0146266166025632,0.0580238019372917,0.0541416725507152,"SU","Final","WOMAN" +"104",62,"12 B0",NA,0.0320902421027005,0.104665787401285,0.0324678990422223,0.668122270742358,0.0041703056768559,0.858695652173913,0.00591954210600768,0.0104712654533055,0.0512702386650993,0.00423947365509152,0.153612105793338,0.0591073062954365,"SU","Initial","WOMAN" +"105",63,"13 BF",0.0288120117682865,0.00531482145502526,0.0443540827749318,0.00559444436195137,0.661572052401747,0.00704148471615721,0.834239130434783,0.00874873502432018,0.0189473580380789,0.0128040466877006,0.00873614838589963,0.0380884446336443,0.0137026068283668,"SU","Final","MAN" +"106",63,"13 B0",0.021128137507749,0.0122489952254922,0.0619117482210477,0.012558665520708,0.609170305676856,0.00186681222707424,0.741847826086957,0.00353649114789062,0.010090804107962,0.0156510385950886,0.00729555730543618,0.0949006395917842,0.0205199225318241,"SU","Initial","MAN" +"107",64,"14 BF",0.0667516696993224,0.0193241614726123,0.0221065451884201,0.0195670972105108,0.587336244541485,0.0132314410480349,0.777173913043478,0.0151144190905233,0.0123158686343451,0.101280503598765,0.0278063223336323,0.0265663773631363,0.0976663265630592,"SU","Final","WOMAN" +"108",64,"14 B0",0.0827930720355062,0.0823785876582882,0.0641428680186655,0.082688003701965,0.563318777292577,0.0106550218340611,0.703804347826087,0.0123396337283322,0.019742569667727,0.0407799208290387,0.0427380568714376,0.00525714322981713,0.0388745178023315,"SU","Initial","WOMAN" +"109",65,"15 BF",0.14448075865337,0.0490296442219118,0.27782967317287,0.0498057959742587,0.482532751091703,0.444781659388646,0.853260869565217,0.446163723217881,0.0201899001617859,0.16638741325803,0.204191648302679,0.109824975849874,0.17184814783723,"SU","Final","WOMAN" +"110",65,"15 B0",0.0470023443207012,0.00866738856321986,0.166500721661122,0.0091990553641375,0.587336244541485,0.00125545851528384,0.758152173913043,0.00297065256422812,0.0649469531486988,0.0300419591171867,NA,0.349851766696468,0.0561849111009653,"SU","Initial","WOMAN" +"111",66,"16 B0",0.0435312474816613,0.00128675383070498,0.18934124691116,0.0018661553202643,0.639737991266376,0.0176855895196507,0.83695652173913,0.0196737722934961,0.0806059052384084,0.0936583752929351,0.0298252662509205,0.100580402627286,0.0988065395743166,"SU","Initial","WOMAN" +"112",66,"16 BF",0.222959070492099,0.0073726546469498,0.0877837613592598,0.00780905364467551,0.397379912663755,0.339912663755459,0.652173913043478,0.341189784437263,0.0234560240004909,0.31660980237495,0.188252573603398,0.13371496310604,0.316967057496848,"SU","Final","WOMAN" +"113",67,"17 BF",0.0768663246898515,0.000787241398501061,0.0161500810332608,0.00102890028404676,0.609170305676856,0.000589519650655022,0.771739130434783,0.00230688037954711,0.0258145284427685,0.044158439119283,0.0366849037934109,0.0367450530021848,0.0446310154989231,"SU","Final","WOMAN" +"114",67,"17 B0",0.0603854971855894,0.0547667709903407,0.026006638568937,0.0550016830172736,0.543668122270742,0.00108078602620087,0.676630434782609,0.00268773327239687,0.0306055304996209,0.0694258251911444,0.0193823053264862,0.0812423056436392,0.0719579132477986,"SU","Initial","WOMAN" +"115",69,"19 BF",0.150854306558073,0.0244453960994998,0.124015940769534,0.0249225116821501,0.27292576419214,0.0299126637554585,0.385869565217391,0.0316216716177543,0.0143441380942564,0.0770751757309248,0.0412873486195188,0.112355945190196,0.0817446896935589,"SU","Final","MAN" +"116",69,"19 B0",0.110029514603822,0.0302575747049006,0.187464632949224,0.030845970569369,0.451965065502183,0.00296943231441048,0.527173913043478,0.00488579853970119,0.0171309829391912,0.0154875566526902,NA,0.0943711983336085,0.0203986426019157,"SU","Initial","MAN" +"117",70,"20 BF",0.0562242327493961,0.176809300814416,0.109272044121892,0.177164070360741,0.615720524017467,0.0128711790393013,0.752717391304348,0.014635632596655,NA,0.0740434871965986,0.0214407925762708,0.0476428491873596,0.0729275476548806,"SU","Final","WOMAN" +"118",70,"20 B0",0.0657934739265064,0.02716069448481,0.046355447704934,0.0274492689440217,0.561135371179039,0.00191048034934498,0.739130434782609,0.00384117346217043,0.0260647452995139,0.056324832601847,0.0077596828782561,0.0767580137751725,0.0585773834387841,"SU","Initial","WOMAN" +"119",71,"21 BF",0.0424301861086545,0.0600860460844911,0.113970936596924,0.0604901844419786,0.655021834061135,0.0224454148471616,0.815217391304348,0.0240263767832077,0.0282734488364028,0.0108796802732645,0.0130953164211004,0.0192238457992087,0.0108536878891862,"SU","Final","MAN" +"120",71,"21 B0",0.0165734215215891,0.0374705670071446,NA,0.03761237447919,0.665938864628821,0.000927947598253275,0.834239130434783,0.0026224442050512,0.0421206939464936,0.0799947246797825,0.0375787725418348,0.0115019662251096,0.0775312693802902,"SU","Initial","MAN" +"121",72,"22 BF",0.114357074807276,0.0403993463122024,0.0560277178357849,0.0407198423273439,0.641921397379913,0.0901310043668122,0.717391304347826,0.0920902294910717,0.0296338894322481,0.0472714031156272,0.00867374602723021,0.0324118342661007,0.0465960980305802,"SU","Final","MAN" +"122",72,"22 B0",0.0305768687605509,0.0579001201426167,0.0815920332107405,0.0582354158080567,0.639737991266376,0.000458515283842795,0.907608695652174,0.002927126519331,0.136607257407538,0.0181969192590504,0.0156435088982936,0.0615188512352957,0.0252862471506044,"SU","Initial","MAN" +"123",73,"23 BF",0.0326906119983632,0.00303721368907947,0.0449129443103646,0.00332023544673744,0.685589519650655,0.00243449781659389,0.845108695652174,0.00412409275400168,0.174876146748601,0.171557659924219,0.0114789744938376,0.0456922158033556,0.171927275257926,"SU","Final","MAN" +"124",73,"23 B0",0.0427487362340596,0.140481316786502,0.126715923004228,0.140880438847319,0.639737991266376,0.00110262008733624,0.785326086956522,0.00278566687341538,0.0150123463532899,0.01915304964107,0.0542322364860254,0.0307528613201541,0.0203658475562213,"SU","Initial","MAN" +"125",74,"24 BF",0.0644318536563866,0.0163092336820409,0.0549164471450883,0.016618783717649,0.685589519650655,0.0528275109170306,0.855978260869565,0.0544075561213941,0.0120391250970642,0.0217994520873827,0.00674035284620882,0.0254798294920021,0.0209932647228735,"SU","Final","WOMAN" +"126",74,"24 B0",1,0.0381762065997822,0.306648663801843,0.0393224175571556,0.471615720524018,1,0.263586956521739,1,0.121433147592557,1,1,0.167796361518718,1,"SU","Initial","WOMAN" +"127",75,"25 BF",0.0193132488675463,0.0100408149853364,0.0922206649178321,0.0104119181776943,0.670305676855895,0.00106986899563319,0.951086956521739,0.0031882827887137,0.0148911146814885,0.0130637252689416,0.00838302700540967,0.0346368139664566,0.013517893758464,"SU","Final","MAN" +"128",75,"25 B0",0.0270713256117754,0.0445649721515778,0.177875670009354,0.0450986647837642,0.600436681222707,0.00562227074235808,0.744565217391304,0.00730149403149109,0.0118348793228693,0.0360591099929275,0.00500113848470694,0.0305287937077683,0.034961490263895,"SU","Initial","MAN" +"129",76,"26 BF",0.0889972989064966,0.00201200410745591,0.129540639495788,0.0024866540001645,0.925764192139738,0.316168122270742,0.869565217391304,0.318393018422398,0.166770504978578,0.0189177886599235,0.0604534435091691,0.00701518128167612,0.0241118402567943,"SU","Final","MAN" +"130",76,"26 B0",0.120914819711071,0.0161989236819501,0.139812141708729,0.0167003552966713,0.51528384279476,0.00175764192139738,0.654891304347826,0.00342767603564783,0.0435380813819187,0.156772593203527,0.045393068095676,0.121468286243132,0.15984222581108,"SU","Initial","MAN" +"131",77,"27 BF",0.0352579678607167,0.00132113350752142,0.0907163783584451,0.00169828084055581,0.648471615720524,0.00586244541484716,0.826086956521739,0.00762793936821946,0.0240438160868874,0.0100422175111441,0.00915659665780904,0.0229250917294169,0.0100725156719149,"SU","Final","MAN" +"132",77,"27 B0",0.203577304555399,0.0120734933422082,0.301192183909375,0.0129322956323555,0.093886462882096,0.170251091703057,0.138586956521739,0.171732010141568,0.12588758554185,0.0874476636424297,0.322486646225242,0.12206821006615,0.104730466260325,"SU","Initial","MAN" +"133",78,"28 BF",0.0733464271733605,0.00831445336227267,0.135003412083621,0.00879209118308436,0.596069868995633,0.00731441048034935,0.730978260869565,0.00895548373758148,0.031006799383787,0.0794711130589172,0.027818626689875,0.113730979432791,0.0843736512632108,"SU","Final","MAN" +"134",78,"28 B0",0.0653256425496424,0.0263719088973208,0.0193012248301678,0.0266059566479906,0.604803493449782,0.0010589519650655,0.820652173913043,0.00305770465402235,0.014266953508611,0.0181108787868543,0.00992639395417806,0.0499475329298249,0.0195674925853408,"SU","Initial","MAN" +"135",79,"29 BF",0.115434226143362,0.11803609650309,0.0808465781248221,0.118377303155073,0.646288209606987,0.0216921397379913,0.817934782608696,0.023884917137292,0.0398514272076673,0.0190143390841448,0.00728868289121958,0.0623722602930272,0.0222855030961865,"SU","Final","MAN" +"136",79,"29 B0",0.0520994279899217,0.00238039925394924,0.122611784009569,0.0028276390341386,0.670305676855895,0.00162663755458515,0.823369565217391,0.00327533487850793,0.0119915556774223,0.0282535416964445,0.0168703315185438,0.0713612729125393,0.0310622496564907,"SU","Initial","MAN" +"137",80,"30 B0",NA,0.0735147979627494,0.305394009154592,0.074282102395892,0.703056768558952,0.00429039301310044,1,0.00711650834067835,0.0396667104529316,0.0440547799167087,0.0399002004615244,0.194951099206139,0.057583999687745,"SU","Initial","MAN" +"138",80,"30 BF",0.0289176770230752,0.0145845686196049,0.100002571482387,0.0149731033132298,0.716157205240175,0.0319759825327511,0.807065217391304,0.0338959074636285,0.0239446704561915,0.0773277823820149,0.0147858375297104,0.0395138413126002,0.0758471224498372,"SU","Final","MAN" +"139",81,"31 BF",0.0762004531118908,0.00756893203923603,0.132739621889148,0.00804330874406241,0.698689956331878,0.13410480349345,0.880434782608696,0.13587743065757,0.0758873880146048,0.102967520356568,0.0141056881154721,0.0737619599663295,0.104963385440586,"SU","Final","MAN" +"140",81,"31 B0",NA,0.000576138707312098,0.0267881137189985,0.000808553588829606,0.620087336244541,0.000796943231441048,0.847826086956522,0.00270949629484543,0.00660917600235418,0.0210778522713325,0.0270039491200905,0.0770930796146194,0.0247476720879101,"SU","Initial","MAN" +"141",82,"32 BF",0.0527338159328787,0.000460253387649829,0.0163348456356985,0.000693732609233913,0.62882096069869,0.000196506550218341,0.78804347826087,0.00186073841935168,NA,0.0205521655523878,0.00231074067979003,0.0427154192550832,0.0208594140327877,"SU","Final","MAN" +"142",82,"32 B0",NA,0.00102671313317059,0.831019987930762,0.00288385777701347,0.635371179039301,0.00232532751091703,0.817934782608696,0.00403704066420744,0.0265996443094771,0.342112896409775,0.0808696165028321,0.123065638089449,0.337509965068831,"SU","Initial","MAN" +"143",83,"33 BF",0.0518732841066844,0.00280997834656806,0.0374558292103135,0.0030849192276777,0.655021834061135,0.00286026200873362,0.820652173913043,0.00450494564685144,0.0340958885326211,0.043477623740852,0.0235982189647785,0.00508104343037381,0.0414194569073727,"SU","Final","MAN" +"144",83,"33 B0",NA,0.0200756945098476,0.138512283264295,0.0205263513042964,0.447598253275109,NA,0.551630434782609,0.00147988552650192,0.104811910880398,0.0278867714802761,0.0372830346239865,0.295440243700533,0.0523867865787689,"SU","Initial","MAN" +"145",84,"34 BF",0.149342643503905,0.0163262492632132,0.0674191285732485,0.0166915894333032,0.637554585152838,0.0122707423580786,0.777173913043478,0.0141894906364596,0.0699032958124719,0.0361062848521651,0.0197662590016932,0.0244343575420268,0.037119950201686,"SU","Final","MAN" +"146",84,"34 B0",0.17527814847434,0.00312857350233706,0.153227880422396,0.00368168161249101,0.574235807860262,0.000349344978165939,0.717391304347826,0.00207836864383726,0.0310171359665377,0.0133299175810351,0.0579589554033402,0.105368477355589,0.0213731601583221,"SU","Initial","MAN" +"147",85,"35 BF",NA,0.021460503262318,0.00712140565126119,0.0216451606444827,0.718340611353712,0.0025,0.921195652173913,0.00422202635502019,0.0109896608675894,0.00760955766856191,0.000870006066080144,0.0355364942805327,0.00801245435768503,"SU","Final","MAN" +"148",85,"35 B0",0.0153450903185475,0.0647519154096763,0.0850209635789209,0.0650860294462621,0.716157205240175,0.000676855895196507,0.888586956521739,0.00231776189077139,0.00963820189930931,0.0189925901772873,0.00375369765305043,0.0167493316697355,0.01744781503363,"SU","Initial","MAN" +"149",86,"36 BF",0.0535348543295084,0.0147337278558465,0.0814628129249571,0.0150935996331415,0.61353711790393,0.0243231441048035,0.75,0.0260176933372507,0.067252719521266,0.0918606182619736,0.0116237705604081,0.0696315893924969,0.0936289123654275,"SU","Final","MAN" +"150",86,"36 B0",0.0437637757203068,0.0153687729510915,0.10432719991242,0.015771083048304,0.541484716157205,NA,0.714673913043478,0.00147988552650192,0.0201464556631979,0.0142109794078154,0.00724017223511494,0.0612116034476883,0.0168672491721091,"SU","Initial","MAN" +"151",87,"37 BF",0.047548279731784,0.0118885273861805,0.203458061332783,0.012493823330975,0.665938864628821,0.00101528384279476,0.820652173913043,0.00268773327239687,NA,0.0203555131728195,0.00184019332889969,0.0691447736958114,0.022736415612346,"SU","Final","MAN" +"152",87,"37 B0",NA,0.0122783576645082,0.192355674520487,0.0128407969450555,0.578602620087336,0.0214956331877729,0.698369565217391,0.023297315531181,0.195731387656071,0.227764957744218,0.098951970349224,0.261788471249032,0.245957352577695,"SU","Initial","MAN" +"153",88,"38 BF",0.104654283764256,0.0461177490080569,0.181530428113048,0.0466861299092977,0.615720524017467,0.0132751091703057,0.769021739130435,0.0148859073548134,0.0433182580384339,0.0878261453111785,0.043047866693854,0.0734478274845887,0.0900914430544056,"SU","Final","MAN" +"154",88,"38 B0",0.0152292226134494,0.0744891711375195,0.0692783517459289,0.0747876962376999,0.650655021834061,0.00147379912663755,0.804347826086957,0.0031338752325923,0.033143836711011,0.0268947300169214,0.033722356121797,0.140501365674411,0.0364781519666998,"SU","Initial","MAN" +"155",89,"39 BF",0.0526230703168419,0.0080667175866042,0.0703430000442049,0.00840635547300616,0.731441048034934,0.0224017467248908,0.853260869565217,0.0241787179403476,0.0295518602331776,0.0146752419125036,0.00330534792853966,0.0128905909348552,0.0137472560679881,"SU","Final","MAN" +"156",89,"39 B0",0.041679951324506,0.000450520198818621,0.0422041069962386,0.000732295265094062,0.713973799126637,0.00115720524017467,0.883152173913043,0.0028291929183125,0.00884866732470028,0.018651758437282,NA,0.14213743456383,0.0268708615426957,"SU","Initial","MAN" +"157",90,"40 BF",0.0243619804333068,0.00139323929138588,0.103638356803184,0.00179254858771031,0.681222707423581,0.000753275109170306,0.864130434782609,0.00244834002546274,0.0187079287439746,0.0168759797433692,0.00323119412311465,0.126222989296878,0.0243575657903394,"SU","Final","MAN" +"158",90,"40 B0",0.0352624118728147,0.000204983607526341,0.0272101012388475,0.000454250604088956,0.615720524017467,0.00106986899563319,0.77445652173913,0.00279654838463966,0.0707647401494578,0.027742378565487,0.00503207309602098,0.0175215776755063,0.0281872712631975,"SU","Initial","MAN" +"159",91,"41 BF",0.0297598068836809,0.0201072611622546,0.0313256094202047,0.0203552195974623,0.639737991266376,0.0171288209606987,0.815217391304348,0.0188032513955538,0.0146603554813275,0.055175352947481,0.0219426628010699,0.0486810471871521,0.0552564587815948,"SU","Final","MAN" +"160",91,"41 B0",0.0252867939556219,0.00511909845531499,0.167976812711771,0.00564730119807683,0.633187772925764,0.000567685589519651,0.866847826086957,0.00249186607035985,0.0129451371890692,0.0406521361937733,0.0192917993427168,0.0631695127411903,0.0423741022402876,"SU","Initial","MAN" +"161",92,"42 BF",0.0919891205159227,0.00103421411126041,NA,0.00121713859897007,0.694323144104804,0.186331877729258,0.804347826086957,0.187651661062688,0.124822634048379,0.0296791616248831,0.0344283630295088,0.00501246097232516,0.0319218272521123,"SU","Final","MAN" +"162",92,"42 B0",0.0376778471995291,0.00421645396336664,0.0387869171747656,0.00448843899081435,0.65938864628821,6.55021834061135e-05,0.8125,0.00178456784078173,0.00782171022511766,0.0302805821919921,0.0110201625732117,0.0684728351233373,0.032447495086742,"SU","Initial","MAN" +"163",93,"43 B0",0.0710692778193462,0.00955936273196526,0.0094904634108907,0.00978211197373997,0.48471615720524,NA,0.595108695652174,0.00163222668364182,0.0797405190164066,0.0451853061976135,0.0679893764235656,0.0373591902331935,0.0485783822147449,"SU","Initial","MAN" +"164",93,"43 BF",0.179174222226163,0.0547366385603848,NA,0.0549302885726268,0.67467248908297,0.350316593886463,0.8125,0.351124604185029,0.104472227610558,0.166165390748009,0.14197813087471,0.0958524620401802,0.171875944754689,"SU","Final","MAN" +"165",94,"44 B0",0.0121524014486854,0.0173469038447944,0.47665105411625,0.0184893442557066,0.700873362445415,0.000633187772925764,0.853260869565217,0.00233952491321995,0.0237477632212184,0.0251119977854453,0.00893552008579995,0.0256709820393701,0.0246744896888397,"SU","Initial","MAN" +"166",94,"44 BF",0.0477902384561961,0.0176372810301857,0.0628177440959696,0.0179563003575221,0.956331877729258,0.306451965065502,0.842391304347826,0.308621421342996,0.0890258611520737,0.128604142389583,NA,0.139501771878967,0.134743305853002,"SU","Final","MAN" +"167",101,"1 C0",0.0318533121321269,0.00669152683976341,0.0530285308412566,0.00698924085311753,0.64410480349345,7.64192139737991e-05,0.842391304347826,0.00194779050914591,0.0119457175334199,0.0302156599101467,0.0635032091700636,0.0417671284564333,0.0319599321177794,"SA","Initial","WOMAN" +"168",101,"1 CF",0.0392139001604695,0.0189994998839622,0.0644574136605014,0.0193182245806291,0.668122270742358,0.0087117903930131,0.823369565217391,0.0104027247304106,0.017664458876414,0.0646105792547899,0.00371139816584733,0.0287865010137179,0.0622934567380702,"SA","Final","WOMAN" +"169",103,"3 C0",0.0487127256529294,0.0183589290312115,0.143680209002008,0.0188413807238205,0.620087336244541,0.000764192139737991,0.83695652173913,0.00266597024994831,0.0111138877646156,0.0200266107568024,0.0157864657048419,0.164096403911227,0.0304283096700525,"SA","Initial","WOMAN" +"170",103,"3 CF",0.0946745347935634,0.0210418209411776,0.0749173773647767,0.0214008397080861,0.552401746724891,0.0627838427947598,0.741847826086957,0.0645600060936463,0.0255558569813158,0.408803626874991,0.0111476035962049,0.0442502728276182,0.392993698048176,"SA","Final","WOMAN" +"171",104,"4 CF",0.306563550285796,0.0465773742680174,0.241703916257382,0.0473397665048277,0.358078602620087,0.0471834061135371,0.456521739130435,0.0488253408633391,0.0141759781413644,0.0766306839489177,0.0481458608771758,0.153491846254996,0.0847475839242944,"SA","Final","WOMAN" +"172",104,"4 C0",0.225895894843825,0.0396406035518884,0.245871099184092,0.0403850700401092,0.451965065502183,0.000578602620087336,0.5625,0.00218718375608004,0.0251012911321247,0.026901940186124,0.111524304854822,0.39462675292191,0.0584263673848773,"SA","Initial","WOMAN" +"173",105,"5 CF",0.0953196050566807,0.00629608455632789,0.99474511103201,0.00851945684508589,0.513100436681223,0.00622270742358079,0.652173913043478,0.00791085866005071,NA,0.0312702861562295,0.0240581363308804,0.351473128171343,0.0560168650128492,"SA","Final","WOMAN" +"174",105,"5 C0",0.182954355249215,0.0603780826570842,1,0.0626228135301213,0.445414847161572,0.121834061135371,0.657608695652174,0.124114517024124,0.0107210243441826,0.0408112590491468,0.125714443512033,0.0874847820268364,0.0474399774867622,"SA","Initial","WOMAN" +"175",106,"6 CF",0.117467570317233,0.0787845243142488,0.314041645028215,0.0796126962794198,0.550218340611354,0.0123362445414847,0.9375,0.0150491300231776,0.0249788158537689,0.11720735013858,0.00386986359356923,0.0420045856656632,0.113881464598017,"SA","Final","WOMAN" +"176",106,"6 C0",0.0359265413145774,0.0433319561502047,0.142312748181403,0.0437974541797252,0.587336244541485,0.00308951965065502,0.782608695652174,0.00499461365194398,0.0261088478293968,0.132902968580085,0.00330971006054848,0.0119275331244696,0.126543506709241,"SA","Initial","WOMAN" +"177",107,"7 CF",0.120656754050793,0.0518755715230631,0.285396389609391,0.0526573505977745,0.554585152838428,0.102150655021834,0.894021739130435,0.10457132286532,0.0298962257138075,0.175585609857162,0.0114205096214419,0.0329221998161341,0.16936634411902,"SA","Final","WOMAN" +"178",107,"7 C0",0.0963676512431107,0.0759467601923277,0.298754004911136,0.0767375464417737,0.441048034934498,0.00292576419213974,0.5625,0.00458111622542139,NA,0.0648588426613835,0.0759573312054668,0.206283924018866,0.0782057081522884,"SA","Initial","WOMAN" +"179",108,"8 CF",0.116400339768718,0.0186624226563098,0.142126867642136,0.0191659612568721,0.672489082969432,0.163908296943231,0.853260869565217,0.16514869585088,0.0665950962998364,0.173249047367803,0.00529423390122122,0.0747217875943552,0.171611074910883,"SA","Final","WOMAN" +"180",108,"8 C0",0.0647999451279257,0.125075917547607,0.167330663006052,0.12557094688962,0.609170305676856,0.000862445414847162,0.779891304347826,0.00266597024994831,0.0444357138531849,0.0259439345164175,0.0286776274052528,0.108100117832098,0.0332958733530949,"SA","Initial","WOMAN" +"181",109,"9 CF",0.170725059872892,0.0178956154731036,0.0736445279338494,0.0182806204464092,0.620087336244541,0.00135371179039301,0.771739130434783,0.00307946767647091,0.00822299818834811,0.0480001328955815,0.00366272022639073,0.0761958602087335,0.0497926846257416,"SA","Final","WOMAN" +"182",109,"9 C0",0.0700656404580358,0.00559810389037177,0.0707697595401788,0.00594582498331654,0.54585152838428,0.00435589519650655,0.668478260869565,0.00603923872947475,NA,0.0223979890944644,0.00158269769475131,0.0484035197279988,0.023049876599727,"SA","Initial","WOMAN" +"183",110,"10 CF",0.155917392491549,0.0256670174494331,0.200780758053883,0.0263005833459171,0.585152838427948,0.0715829694323144,0.744565217391304,0.0730802293822566,0.0114353096198377,0.271087203399696,0.0352268618999806,0.0740390800255255,0.263880760764327,"SA","Final","WOMAN" +"184",110,"10 C0",0.110525105408368,0.0089641232413476,0.181543856490999,0.00954891397235953,0.51528384279476,0.0226419213973799,0.614130434782609,0.0242875330525903,0.0377823253729285,0.0603343190338937,0.0417913837290524,0.0259131537256949,0.0598339198445731,"SA","Initial","WOMAN" +"185",111,"11 CF",0.137895588144398,0.0367825938440067,0.152500152206542,0.0373078609020919,0.558951965065502,0.00489082969432314,0.692934782608696,0.00656155126824013,0.0124765808003019,0.0922652253793669,0.00891358250220392,0.00589484381887632,0.0868823408930194,"SA","Final","WOMAN" +"186",111,"11 C0",0.0551548219226455,0.0286338500777581,0.00362933294062755,0.0288317071995774,0.648471615720524,0.00123362445414847,0.807065217391304,0.00288360047443389,0.053773611654508,0.0329080311316012,0.0213884505733557,0,0.0315871239538849,"SA","Initial","WOMAN" +"187",112,"12 CF",0.178112885731253,0.00326300764091738,0.212156723928542,0.00393614577671393,0.430131004366812,0.0225982532751092,0.491847826086957,0.0246466229229915,0.0223162350391513,0.143749878993645,0.0172661279279147,0.2891900102097,0.158979852522051,"SA","Final","WOMAN" +"188",112,"12 C0",0.0471678576914661,0.000892760008587529,0.147813544320632,0.0013897163837337,0.698689956331878,0.00608078602620087,0.834239130434783,0.00785645110392931,0.0108264570475597,0.0197439417754246,0.00439570778127128,0.0877704667230649,0.023814467440599,"SA","Initial","WOMAN" +"189",113,"13 CF",0.275506018845845,0.0590161793514623,0.403077853299468,0.0600886711382357,0.578602620087336,0.254312227074236,0.779891304347826,0.255639343191983,0.128691489102959,0.216283975645527,0.0528201347666497,0.31449541109301,0.235293053032589,"SA","Final","WOMAN" +"190",113,"13 C0",0.223428497957815,0.00175425152153903,0.0987275236002025,0.0022150886938672,0.637554585152838,0.00669213973799127,0.796195652173913,0.00833523759779758,0.0156369528182078,0.00282033265880444,0.0126949579262421,0.111478737680859,0.00992359971351852,"SA","Initial","WOMAN" +"191",114,"14 CF",0.0591405165851105,0.00518568472665919,0.0477679507811178,0.00548316153713311,0.65938864628821,0.0195087336244541,0.817934782608696,0.0211101317751009,0.017763203590548,0.109647219549202,0.00720832797937993,0.0207582440333308,0.104812405719939,"SA","Final","WOMAN" +"192",114,"14 C0",0.0560258274299344,0.0384448381004223,NA,0.0386004592651659,0.696506550218341,0.181943231441048,0.83695652173913,0.183538449819911,0.224331603799372,0.338517166161962,0.151634342881434,0.0350670753206517,0.336574625094337,"SA","Initial","WOMAN" +"193",115,"15 CF",0.0398888892655983,0.0138775459128164,0.158526667857135,0.014388542138964,0.646288209606987,0.00717248908296943,0.815217391304348,0.00883578711411441,0.0169799420654224,0.108512825292992,0.00452378693730328,0.620357305397732,0.150777991055106,"SA","Final","WOMAN" +"194",115,"15 C0",NA,0.00652808629764297,0.0385805171381614,0.00678204077517523,0.600436681222707,0.0066703056768559,0.744565217391304,0.00831347457534902,0.0134478927922451,0.0134490934009995,0.00576556043573085,0.0236898979475813,0.0128956150227182,"SA","Initial","WOMAN" +"195",116,"16 C0",0.0437709424722112,0.0125495545143367,0.0441373645004574,0.0128313401091342,0.648471615720524,0.00491266375545852,0.820652173913043,0.00658331429068869,0.0285753453445014,0.0424125253236434,3.84745118362665e-05,0.0874191388090091,0.0459885004595909,"SA","Initial","WOMAN" +"196",116,"16 CF",0.276162647713198,0.0124454225462175,0.237466650269637,0.0132014315482897,0.427947598253275,0.280971615720524,0.635869565217391,0.282451386848606,0.044008793704964,0.237803741181461,0.032418096623024,0.232996275339482,0.245703409391787,"SA","Final","WOMAN" +"197",117,"17 CF",0.0786000110057107,0.028322521371603,0.0827006022573664,0.0286886882874742,0.541484716157205,0.0592576419213974,0.684782608695652,0.0609799889008586,0.0157071409042597,0.159100682072046,0.0121209501283807,0.0413474476399836,0.15376426966474,"SA","Final","WOMAN" +"198",117,"17 C0",0.158677478690779,0.20720337576854,0.1037688322858,0.20757219583236,0.196506550218341,0.00640829694323144,0.309782608695652,0.00830259306412475,0.0251344797026999,0.0419977053249507,0.0828180804330539,0.169199843886872,0.0542947200833772,"SA","Initial","WOMAN" +"199",118,"18 CF",0.190695010631464,0.229948665274572,0.0323486839653921,0.230175962433324,0.480349344978166,0.00228165938864629,0.633152173913043,0.00418938182134735,0.00914713066020478,0.125418620172573,0.00347735456351326,0.0372338988167641,0.120752895896144,"SA","Final","WOMAN" +"200",118,"18 C0",0.125412253841762,0.129608349248487,0.162277537644945,0.130113225511279,0.585152838427948,0.0721615720524018,0.763586956521739,0.0737548830781619,0.0202197808120314,0.316756260954253,0.00344432095698036,0.0482792588466787,0.304910943931731,"SA","Initial","WOMAN" +"201",119,"19 CF",0.754024942278699,0.00165356997917177,0.285687734534619,0.00268300172395533,0.567685589519651,0.0431659388646288,0.684782608695652,0.0453214942491213,0.0541706928292222,0.313907325046041,0.221029272828075,0.0688228094662359,0.311375449218365,"SA","Final","WOMAN" +"202",119,"19 C0",0.0584638792313632,0.000845761055203337,0.174586129620824,0.0014008901935797,0.593886462882096,0.00430131004366812,0.820652173913043,0.006322158021306,0.0155179459327065,0.104364848020836,0,0.0902878490209903,0.104939294757563,"SA","Initial","WOMAN" +"203",120,"20 CF",0.242731586102865,0.00439471798793972,0.285323935414694,0.00523848970284271,0.5,0.00572052401746725,0.630434782608696,0.0073994276325096,NA,0.198267916386063,0.00494550459852531,0.102762333780731,0.195516247353219,"SA","Final","WOMAN" +"204",120,"20 C0",0.104938919609542,0.0116321842116578,0.142499191331085,0.0121350537417557,0.408296943231441,0.000589519650655022,0.519021739130435,0.00248098455913557,NA,0.0569566435954761,0.0797920407321103,0.193743219662535,0.0697777560056356,"SA","Initial","WOMAN" +"205",121,"21 CF",0.169225049310539,0.0300770518458321,0.0991974128477057,0.0305084663514141,0.572052401746725,0.0154912663755459,0.709239130434783,0.0171166171557906,0.040219144762825,0.123815203264847,0.00491723063617447,0.0127535978474765,0.118495142693544,"SA","Final","MAN" +"206",121,"21 C0",NA,0.0465078809034178,0.0329246299180722,0.0467350509671412,0.593886462882096,0.00204148471615721,0.828804347826087,0.00400439613053461,0.00896177855725177,0.0368567967829705,0.00299038508022115,0.10037226058924,0.0410515207559517,"SA","Initial","MAN" +"207",122,"22 CF",0.140859660758095,0.00256167113221559,0.0722606659984155,0.00293902991497967,0.665938864628821,0.000589519650655022,0.815217391304348,0.00225247282342572,0.0106740058432009,0.0274692235354246,0.00340644722834076,0.0167372295535888,0.0255772473639649,"SA","Final","MAN" +"208",122,"22 C0",0.0567473534786522,0.000312742801288382,0.157479033417705,0.000832895508605899,0.615720524017467,0.00240174672489083,0.766304347826087,0.00400439613053461,0.00785060658694278,0.0302549017731626,0.0212306173466389,0.0902456941081004,0.0344323255536164,"SA","Initial","MAN" +"209",123,"23 CF",0.096895560238923,0.00122071793998396,0.209859463056392,0.00186079158406081,0.574235807860262,0.00691048034934498,0.706521739130435,0.00867256444575023,0.114950185067055,0.17207145204216,0.0109173869465822,0.172134423690472,0.180112404577544,"SA","Final","MAN" +"210",123,"23 C0",0.143247618319866,0.00850886601467238,0.337771648059943,0.00942124833060349,0.141921397379913,0.0133515283842795,0.160326086956522,0.0149838409558319,0.120250708604002,0.0507994712701957,0.170101585203671,0.101573904328334,0.0634642660342723,"SA","Initial","MAN" +"211",124,"24 CF",0.150371682671456,0.042691291352457,0.142558046322226,0.0431986880071464,0.657205240174673,0.110818777292576,0.907608695652174,0.112743337794753,0.011057977838879,0.0456714902314276,0.0111582421055456,0.0622557978673735,0.0467935801908449,"SA","Final","MAN" +"212",124,"24 C0",0.0748072866150476,0.0109631187927209,0.0360293908497647,0.0112402934233382,0.587336244541485,0.00263100436681223,0.752717391304348,0.00442877506828148,0.0304421983698941,0.0504264639611692,0.0147071359415905,0.057274278759474,0.0517720139913403,"SA","Initial","MAN" +"213",125,"25 CF",0.267493788423818,0.0324574124251571,0.21259396506079,0.0331523631510714,0.633187772925764,0.0779803493449782,0.78804347826087,0.0794894394933568,0.0806123564901112,0.132766665274705,0.00842435269434524,0.165962161640225,0.140707723301453,"SA","Final","MAN" +"214",125,"25 C0",NA,0.00108873341194701,0.194998870239294,0.00166081125635774,0.683406113537118,0.00101528384279476,0.845108695652174,0.00264420722749976,0.044196498220689,0.0960495582634841,0.00414010712432148,0.117264265693055,0.100302400180415,"SA","Initial","MAN" +"215",126,"26 CF",0.1272092934099,0.0156453504263156,0.100220431688892,0.0160692656071573,0.694323144104804,0.00569868995633188,0.861413043478261,0.00732325705393965,0.0116330236583983,0.0513273823920579,0.00168235742178244,0.0263967897774027,0.0491259854365669,"SA","Final","MAN" +"216",126,"26 C0",NA,0.0445918603791614,0.279436767037349,0.0453178296192801,0.593886462882096,0.00284934497816594,0.782608695652174,0.0047769834274584,NA,0.0352260517468486,0.013442555399182,0.121243813149622,0.0413831546769605,"SA","Initial","MAN" +"217",127,"27 CF",0.147361344344955,0.0312217400456765,0.110118340161651,0.0316669172832654,0.593886462882096,0.0893777292576419,0.845108695652174,0.0912523531268022,NA,0.188107995633296,0.00480626489221146,0.067559321994232,0.183032897318993,"SA","Final","MAN" +"218",127,"27 C0",0.0523045201914368,0.00171624013049655,0.100156736020024,0.00211843968879319,0.602620087336245,0.0115393013100437,0.807065217391304,0.0134713108956572,0.0124089897216525,0.0581318199309138,0.0449741221223009,0.0959928390514038,0.0623867218464761,"SA","Initial","MAN" +"219",128,"28 CF",0.126183821970372,0.0086857355910465,0.139306074569079,0.00919092553180756,0.637554585152838,0.0205676855895197,0.793478260869565,0.022285334987323,0.0258626405311259,0.0972714759604791,0.0109517828556528,0.132371912986486,0.102172408288848,"SA","Final","MAN" +"220",128,"28 C0",0.0288803827900937,0.0183055178363846,0.82772007545716,0.0201629199134688,0.676855895196507,0.00300218340611354,0.877717391304348,0.00479874644990696,0.0211961851890275,0.00909117759733443,0.00819738765607103,0.0526480164139398,0.0113671952251018,"SA","Initial","MAN" +"221",129,"29 C0",0.0513485046968566,0.0193955970464428,0.117847131104015,0.019826404215105,0.600436681222707,0.000862445414847162,0.804347826086957,0.00279654838463966,0.00976771410711129,0.0460888274666535,0.0341038719288641,0.055515771945463,0.0472792967603583,"SA","Initial","MAN" +"222",129,"29 CF",0.0476682784903816,0.0135976808543388,0.214356686621344,0.0142243834613907,0.655021834061135,0.0151965065502183,0.826086956521739,0.0168663423976322,0.0126526388880362,0.0835142410401605,0.00354380166841499,0.0633345302481326,0.0828866952984397,"SA","Final","MAN" +"223",130,"30 CF",0.0640949537251592,0.00495155899599671,0.0206508288047048,0.00519611892659541,0.707423580786026,0.0075764192139738,0.875,0.00923840302941272,NA,0.074627159321795,0.00767103559839735,0.0588151478349857,0.0739650039553354,"SA","Final","MAN" +"224",130,"30 C0",0.0498937896756523,0.00693173238649088,0.140272117500773,0.00741211237159445,0.541484716157205,0.00172489082969432,0.682065217391304,0.00336238696830216,0.076914355721259,0.147005617455257,0.00294134761557786,0.0341111638053855,0.143650602577619,"SA","Initial","MAN" +"225",131,"31 CF",0.220846745999933,0.0126050959547555,0.0921553798281227,0.0130475580311023,0.606986899563319,0.0239628820960699,0.815217391304348,0.0260176933372507,0.0660557550107025,0.0315811357445972,0.0233229021390519,0.00809986073510832,0.0314698654395689,"SA","Final","MAN" +"226",131,"31 C0",0.0476411762757562,0.00393635914647101,0.234730980338008,0.00460792815716398,0.672489082969432,0.00216157205240175,0.828804347826087,0.00379764741727331,0.0133141855303201,0.061731612121743,NA,NA,0.0564669554205613,"SA","Initial","MAN" +"227",132,"32 CF",0.0668444306279019,0.0038991948816961,0.022717658934021,0.00414932372032304,0.65938864628821,0.00194323144104804,0.820652173913043,0.0035473726591149,NA,0.0223282608370468,NA,0.032496239223928,0.0217118982758418,"SA","Final","MAN" +"228",132,"32 C0",0.0352412767354663,0.093157820066812,0.154164788304527,0.0936278789176133,0.635371179039301,0.00514192139737991,0.782608695652174,0.00675741847027715,0.0136926310537986,0.030754178490866,NA,NA,0.0268733151265635,"SA","Initial","MAN" +"229",134,"34 CF",0.0461560625426895,0.0348003020673883,0.0894583294807053,0.0351659667912553,0.694323144104804,0.0268013100436681,0.866847826086957,0.0284442703402649,0.0225632853861079,0.0591012101561503,0.0137546038832564,0.0301203076501406,0.0576062881876092,"SA","Final","MAN" +"230",134,"34 C0",0.0197988980206151,0.0889281130584353,0.196523310506409,0.0894798261301488,0.729257641921397,0.00852620087336245,0.839673913043478,0.0104027247304106,0.0150480939610257,0.0160161275778881,0.0150365313621295,0.181953098578885,0.0281244624427079,"SA","Initial","MAN" +"231",135,"35 CF",NA,0.0755349436359313,0.213978874231452,0.0761167732381252,0.576419213973799,0.0484934497816594,0.763586956521739,0.050185529766374,0.0574189014776912,0.119485276352258,0.0128066789059844,0.11516775680312,0.123281109909106,"SA","Final","MAN" +"232",135,"35 C0",0.0207441686033153,0.064350493751609,0.205322080619989,0.0649297648608403,0.668122270742358,0.0189956331877729,0.828804347826087,0.0206639898149055,0.109443243902487,0.0884788626129991,0.00601221259778697,0.113889583177572,0.0952876538404389,"SA","Initial","MAN" +"233",136,"36 CF",0.0730046450879974,0.000175458029525167,0.266614491328021,0.000922011666209463,0.657205240174673,0.00658296943231441,0.826086956521739,0.00825906701922763,0.0242647162958106,0.0234878941864115,0.0262414422712389,0.0603634458166168,0.0263715011083391,"SA","Final","MAN" +"234",136,"36 C0",0.038928388031107,0.00999789674336619,0.274299584338041,0.0107439501157209,0.62882096069869,0.00519650655021834,0.779891304347826,0.00690975962741706,0.0287437875206532,0.0433854413841973,0.0114840702206878,0.0319330782050578,0.0428925706771159,"SA","Initial","MAN" +"235",137,"37 CF",0.0624798161263915,0.00955951770067801,0.103963968973309,0.00997005604674472,0.622270742358079,0.00115720524017467,0.771739130434783,0.00280742989586394,0.00848391763159723,0.0294062724934731,0.00662020066688697,0.0511110936748417,0.0301435557463705,"SA","Final","MAN" +"236",137,"37 C0",0.213097129569815,0.0288824762667505,0.476176866376634,0.0300917916168123,0.377729257641921,0.0226855895196507,0.559782608695652,0.0245813338556459,0.0482176216314771,0.113551203229341,0.0352812140714017,0.456021815972861,0.144724999793191,"SA","Initial","MAN" +"237",138,"38 CF",0.0349990259163623,0.00672314139165887,0.054725204167281,0.00702540255539731,0.724890829694323,0.0153275109170306,0.85054347826087,0.0171927877343605,0.0613277873472649,0.0263844182319974,0.0021115791276782,0.0138185157028485,0.0261616718736792,"SA","Final","MAN" +"238",138,"38 C0",0.0751072678636116,0.0294861387715267,0.556985645622867,0.0308088674782766,0.465065502183406,0.0142794759825328,0.709239130434783,0.0163766743925396,0.0197906572282988,0.0693162547201607,0.0199715150813464,0.0703208694280318,0.0706081513143154,"SA","Initial","MAN" +"239",139,"39 CF",0.0797310433804953,0.0267385776806448,0.664553201147329,0.0282813584536635,0.604803493449782,0.00994541484716157,0.736413043478261,0.0116323354987541,0.00945265839080953,0.154488505725275,NA,0.0879907546541918,0.152465536794519,"SA","Final","MAN" +"240",139,"39 C0",0.027061603031317,0.0335269940017933,0.0832412875771233,0.0338737198850567,0.602620087336245,0.00680131004366812,0.75,0.00838964515391898,0.0123470134391436,0.0238117324296182,NA,0.0585396118579702,0.0253583605011403,"SA","Initial","MAN" +"241",140,"40 CF",0.0516653752777834,0.0104313644015074,0.12813215639171,0.0108865091397704,0.648471615720524,0.00198689956331878,0.839673913043478,0.00372147683870336,0.0461561646770703,0.0855092091030128,0.0030710531595022,0.126101534090384,0.0909651971352392,"SA","Final","MAN" +"242",140,"40 C0",0.053446506117167,0.0124021721565912,0.22564620359934,0.0130542217559535,0.626637554585153,0.00856986899563319,0.89945652173913,0.0106747625110175,0.119794962995653,0.0684764718670505,0.0158666845534036,0.324364430670596,0.0933944621069601,"SA","Initial","MAN" +"243",141,"41 CF",0.0408146207998022,0.00875726273047456,0.104150634938997,0.00916069511589455,0.676855895196507,0.0221288209606987,0.842391304347826,0.0236999314464793,0.0145790057839045,0.0735684560429879,0.01178241515752,0.0063822379103143,0.0692121146512906,"SA","Final","MAN" +"244",141,"41 C0",0.0440037523735954,0.00940517650013353,0.093968767891603,0.00978893503086018,0.672489082969432,0.0013646288209607,0.831521739130435,0.00300329709790096,0.0264119054616845,0.0150339663760188,NA,0.0509217981698117,0.0168939187142447,"SA","Initial","MAN" +"245",142,"42 CF",0.195219369633575,0,0.158863721629161,0.000572868025482796,1,0.17735807860262,0.847826086956522,0.180143418317936,1,0.181178705865888,0.0540821374009806,0.032125477848557,0.212050778171777,"SA","Final","MAN" +"246",142,"42 C0",0.0174101371984416,0.0961152518453647,0.122599911630058,0.0965139872708986,0.687772925764192,0.00458515283842795,0.85054347826087,0.00622422442028749,0.0227570856372899,0.0366866206594564,0.00408136885108109,0.398927496127325,0.0649153210327416,"SA","Initial","MAN" +"247",143,"43 C0",0.046842933642606,0.308518384649599,0.789118803008055,0.31019277855525,0.569868995633188,0.0014410480349345,0.698369565217391,0.00317740127748942,0.0257956200138619,0.032820778272941,NA,0.136687133427372,0.0406165106248735,"SA","Initial","MAN" +"248",143,"43 CF",0.129398271894779,0.154149033895083,0.0291251231097889,0.154376890525366,0.64410480349345,0.0029585152838428,0.809782608695652,0.00466816831521562,0.00839918403919946,0.0413891896435029,NA,0.0209636994532953,0.0390562049790376,"SA","Final","MAN" +"249",144,"44 C0",NA,0.039209687510723,0.110317909030876,0.0395960295277342,0.593886462882096,0.000196506550218341,0.755434782608696,0.00202396108771586,0.0136697656064372,0.0374918090599339,0.0161357614947912,0.114098462711636,0.0432944778212515,"SA","Initial","MAN" +"250",144,"44 CF",0.0678226035912521,0.0016874701131654,0.0912195488900197,0.0020772042979906,0.661572052401747,0.00753275109170306,0.817934782608696,0.00915135093961849,0.00752552069732305,0.0529247320444273,0.004908815892496,0.0119666777598118,0.0494582035296564,"SA","Final","MAN" diff --git a/data/y_metTest_RF_Met_lightTrainplasmAnt.csv b/data/y_metTest_RF_Met_lightTrainplasmAnt.csv new file mode 100644 index 0000000..4c0e6ca --- /dev/null +++ b/data/y_metTest_RF_Met_lightTrainplasmAnt.csv @@ -0,0 +1,38 @@ +,CA,CA.G,CA.S,Total.CA,DHPAA,DHPAA.G,DHPAA.GG,DHPAA.GS,DHPAA.SS,Total.DHPAA,TFA.G,TFA.S,Total.TFA,VA,VA.GG,VA.S,VA.GS,VA.SS,Total.VA +36,0.530120481927711,0.0714285714285714,0.241935483870968,0.249322493224932,0.126875,0.127100840336134,0.007051282051282,0.219387755102041,0.158291457286432,0.0855740004676175,0.261120263591433,0.0173290749940856,0.0607181083973922,0.210347752332485,0.082367956018064,0.173973556019485,0.222050290135397,0.0121278941565601,0.11072063863942 +90,0.253012048192771,0.0107142857142857,0.274193548387097,0.146341463414634,0.2784375,0.158613445378151,0.122435897435897,0.275510204081633,0.14572864321608,0.252045826513912,0.103239978034047,0.0274426307073575,0.0410625668969544,0.0,0.231788729628902,0.0,0.381044487427466,0.0554943035648659,0.221397891448653 +94,0.168674698795181,0.0392857142857143,0.193548387096774,0.13550135501355,0.1484375,0.0514705882352941,0.136538461538462,0.0331632653061225,0.253768844221106,0.123918634556932,0.0,0.0301632363378283,0.0249099931886737,0.0,0.148439033968192,0.0723729993041058,0.19458413926499,0.0922454979786843,0.146123476072715 +178,0.614457831325301,0.0678571428571429,0.225806451612903,0.262872628726287,0.128125,0.18172268907563,0.0666666666666667,0.183673469387755,0.278894472361809,0.128361000701426,0.0186710598572213,0.0293943695292169,0.0276831760241316,0.508905852417303,0.149371686628706,0.0,0.741972920696325,0.0863653068724733,0.224651828712742 +8,0.216867469879518,0.0821428571428571,0.274193548387097,0.192411924119241,0.0634375,0.0672268907563025,0.104487179487179,0.262755102040816,0.0,0.0514379237783493,0.0032948929159802,0.0458362905133665,0.0384839933832831,0.0,0.0595915963086589,0.279053583855254,0.102514506769826,0.191106210951856,0.100655126035837 +81,0.0,0.0214285714285714,0.225806451612903,0.0542005420054201,0.350625,0.107142857142857,0.0320512820512821,0.107142857142857,0.261306532663317,0.2569558101473,0.0804503020318506,0.0065649396735273,0.0198501508222244,0.251060220525869,0.152316905556646,0.203897007654836,0.174854932301741,0.10327085630283,0.183825762505966 +124,0.27710843373494,0.0321428571428571,0.129032258064516,0.143631436314363,0.45375,0.369747899159664,0.0,0.10969387755102,0.0,0.359597848959551,0.0019220208676551,0.0424651052756092,0.0354675488955921,0.169635284139101,0.169104653445906,0.0807237299930411,0.347388781431335,0.104373392135244,0.198620330600026 +214,0.156626506024096,0.128571428571429,0.387096774193548,0.233062330623306,0.5925,0.092436974789916,0.733974358974359,0.397959183673469,0.0879396984924623,0.70119242459668,0.0,0.0997752543174829,0.0821737861243554,0.156912637828668,0.369919497349303,0.778357689631176,0.44100580270793,0.239985299522234,0.488958306217189 +62,0.253012048192771,0.0464285714285714,0.370967741935484,0.18970189701897,0.3921875,0.0420168067226891,0.0717948717948718,0.0586734693877551,0.0,0.261164367547346,0.152663371773751,0.09356517624793,0.104213291816678,0.592875318066158,0.0706361672884351,0.103340292275574,0.679690522243714,0.0826901874310915,0.170766627619419 +110,0.228915662650602,0.0464285714285714,0.0967741935483871,0.138211382113821,0.46375,0.141806722689076,0.0743589743589744,0.0688775510204082,0.0,0.338788870703764,0.0,0.0,0.0,0.189991518235793,0.176614961712154,0.0706332637439109,0.349709864603482,0.148107313487688,0.210464662241312 +106,0.240963855421687,0.0714285714285714,0.306451612903226,0.195121951219512,0.4165625,0.148109243697479,0.0935897435897436,0.278061224489796,0.351758793969849,0.361935936404021,0.128775398132894,0.0256091790868228,0.0440790113846453,0.124681933842239,0.164294129196937,0.155880306193459,0.234429400386847,0.099595736861448,0.188207731354939 +238,0.289156626506024,0.0607142857142857,0.354838709677419,0.205962059620596,0.099375,0.504201680672269,0.3,0.673469387755102,0.241206030150754,0.30512041150339,0.0134541460735859,0.0854625029571801,0.0728811910090493,0.117896522476675,0.270125662674259,0.191718858733473,0.392263056092843,0.118706357956634,0.30582671699423 +20,0.313253012048193,0.0571428571428571,0.258064516129032,0.192411924119241,0.3725,0.226890756302521,0.544871794871795,0.0739795918367347,0.243718592964824,0.482347439794248,0.14168039538715,0.0192808138159451,0.0411598715578476,0.141645462256149,0.237041036717063,0.130828114126653,0.36247582205029,0.799705990444689,0.347260184823637 +180,0.204819277108434,0.0321428571428571,0.0645161290322581,0.116531165311653,0.476875,0.199579831932773,0.0891025641025641,0.326530612244898,0.0,0.390460603226561,0.0057660626029654,0.0130707357463922,0.0119684732898706,0.111111111111111,0.366139799725113,0.447112038970077,0.663829787234043,0.0323410510841602,0.442448696255803 +218,0.36144578313253,0.0714285714285714,0.161290322580645,0.197831978319783,0.43,0.137605042016807,0.184615384615385,0.229591836734694,0.673366834170854,0.428337619826981,0.0,0.052578660988881,0.0433492264279459,0.161153519932146,0.299479677989397,0.132567849686848,0.186460348162476,0.35023888276369,0.330860341012625 +22,0.36144578313253,0.225,0.193548387096774,0.319783197831978,0.5,0.236344537815126,0.173717948717949,0.168367346938776,0.241206030150754,0.452887537993921,0.0074135090609555,0.0329429855689614,0.0286075703026175,0.11704834605598,0.13665815825643,0.178844815588031,0.231334622823985,0.192576258728409,0.176884029675908 +152,1.0,0.0357142857142857,0.193548387096774,0.319783197831978,0.2675,0.121848739495798,0.126923076923077,0.270408163265306,0.0,0.225157820902502,0.0024711696869851,0.0272651999053702,0.0230612046317019,0.158608990670059,0.167435696053407,0.294711203897008,0.514119922630561,0.468945240720323,0.285001518504057 +113,0.72289156626506,0.117857142857143,0.17741935483871,0.317073170731707,0.1575,0.112394957983193,0.0461538461538462,0.038265306122449,0.226130653266332,0.109188683656769,0.0529928610653487,0.0440619824934942,0.0458304952807239,0.33587786259542,0.0780973885725506,0.532707028531663,0.266537717601547,0.549797868430724,0.226560805241008 +230,0.566265060240964,0.142857142857143,0.241935483870968,0.311653116531165,0.2978125,0.359243697478992,0.0903846153846154,0.122448979591837,0.0,0.273790039747487,0.042833607907743,0.039981074047788,0.0406733482533813,0.438507209499576,0.441782839191047,0.326026443980515,0.735396518375242,0.177875780962881,0.536162089461582 +1,0.602409638554217,0.0464285714285714,0.629032258064516,0.311653116531165,0.1059375,0.105042016806723,0.0634615384615385,0.165816326530612,0.0,0.0678045358896423,0.0340472267984624,0.0079843860894251,0.0127955629074633,0.626802374893978,0.0796681720007854,0.0,0.0882011605415861,0.256155825064315,0.1157967807714 +52,0.228915662650602,0.0571428571428571,0.129032258064516,0.151761517615176,0.3684375,0.0987394957983193,0.0115384615384615,0.0280612244897959,0.120603015075377,0.240589198036007,0.0639758374519495,0.0295718003312042,0.0358567675391651,0.325699745547074,0.0626349892008639,0.203201113430759,0.499032882011605,0.127894156560088,0.147555208468914 +88,0.120481927710843,0.0142857142857143,0.467741935483871,0.151761517615176,0.27875,0.0483193277310924,0.0897435897435898,0.209183673469388,0.0678391959798995,0.202478372691139,0.0,0.0003548616039744,0.000389218643573,0.368956743002545,0.0972413116041626,0.121433542101601,0.417408123791103,0.027930907754502,0.149203870016053 +132,0.265060240963855,0.075,0.451612903225806,0.227642276422764,0.5496875,0.032563025210084,0.125641025641026,0.102040816326531,0.293969849246231,0.425999532382511,0.0820977484898407,0.0068015140761769,0.0203366741266907,0.281594571670908,0.299234243078736,0.0,0.0963249516441006,0.205071664829107,0.287084038353074 +196,0.204819277108434,0.0392857142857143,0.0,0.0921409214092141,0.6221875,0.0399159663865546,0.0487179487179487,0.26530612244898,0.376884422110553,0.476502221183072,0.0,0.0055594984622663,0.0046706237228763,0.0,0.243716866287061,0.0,0.373694390715667,0.332598309445057,0.263829233372381 +48,0.180722891566265,0.0714285714285714,0.387096774193548,0.195121951219512,0.355625,0.186974789915966,0.0333333333333333,0.150510204081633,0.0,0.260462941314005,0.0886875343218012,0.0332387035722735,0.0432519217670526,0.108566581849025,0.11314549381504,0.148921363952679,0.397292069632495,0.0893054024255788,0.158358280185691 +85,0.0843373493975904,0.0428571428571429,0.145161290322581,0.111111111111111,0.15125,0.0840336134453781,0.0198717948717949,0.178571428571429,0.0,0.0823006780453589,0.0164744645799012,0.0270286255027206,0.0253478641626934,0.128074639525021,0.103818967209896,0.0,0.0967117988394584,0.243660418963616,0.111111111111111 +210,0.44578313253012,0.1,0.32258064516129,0.265582655826558,0.435,0.392857142857143,0.107692307692308,0.0,0.0,0.379003974748656,0.0686436024162548,0.0984740951029099,0.0933638221270799,0.122137404580153,0.248281955625368,0.156576200417537,0.42321083172147,0.15178243292907,0.289730573994533 +186,0.27710843373494,0.0178571428571429,0.370967741935484,0.173441734417344,0.336875,0.535714285714286,0.423076923076923,0.772959183673469,0.165829145728643,0.536824877250409,0.0881383855024712,0.0518689377809321,0.0584801011968473,1.0,1.0,0.0,0.194197292069632,0.590959206174201,0.999739685018873 +72,0.421686746987952,0.414285714285714,0.370967741935484,0.506775067750677,0.2959375,0.195378151260504,0.0506410256410256,0.377551020408163,0.0226130653266332,0.2450315641805,0.0661724327292696,0.018689377809321,0.0272939573805585,0.341815097540288,0.18304535637149,0.331593597773139,0.216247582205029,0.136714443219405,0.240140570089809 +201,0.602409638554217,0.0142857142857143,0.564516129032258,0.276422764227642,0.258125,0.535714285714286,0.621153846153846,0.10969387755102,0.135678391959799,0.486555997194295,0.0472267984623833,0.108469363614857,0.0977911841977231,0.216284987277354,0.26595326919301,0.283228949199722,0.900967117988394,0.905181918412348,0.468480194368519 +24,0.228915662650602,0.0035714285714285,0.161290322580645,0.116531165311653,0.491875,0.125,0.0314102564102564,0.107142857142857,0.0,0.343932663081599,0.0,0.0444759876981311,0.0366838571567578,0.404580152671756,0.137885332809739,0.177800974251914,0.0649903288201161,0.0,0.143260011280316 +30,0.349397590361446,0.0678571428571429,0.17741935483871,0.195121951219512,0.2675,0.185924369747899,0.0775641025641026,0.206632653061224,0.384422110552764,0.249473930324994,0.0032948929159802,0.0,0.0006811326262527,0.0,0.148635381896721,0.411969380654141,0.307543520309478,0.331495773612642,0.235498286259708 +144,0.228915662650602,0.0178571428571429,0.387096774193548,0.165311653116531,0.794375,0.26155462184874,0.219871794871795,0.104591836734694,0.510050251256281,0.714753331774608,0.0,0.0932103146439555,0.0767733774447796,0.134860050890585,0.140192420969959,0.0,0.270019342359768,0.167585446527012,0.154063082997093 +44,0.228915662650602,0.0785714285714286,0.5,0.230352303523035,0.8740625,0.0651260504201681,0.0705128205128205,0.170918367346939,0.221105527638191,0.65536591068506,0.0200439319055464,0.0041400520463685,0.0071518925756543,0.197625106022053,0.155360298448851,0.241127348643006,0.294390715667311,0.148107313487688,0.207123953316847 +232,0.55421686746988,0.0642857142857143,0.370967741935484,0.2710027100271,0.573125,0.679621848739496,0.308974358974359,0.339285714285714,0.0,0.650689735796119,0.0884129599121362,0.0636976579134138,0.0682592196166196,0.515691263782867,0.407667386609071,0.371955462769659,0.559767891682785,0.352076442484381,0.516551694216669 +182,0.253012048192771,0.103571428571429,0.17741935483871,0.200542005420054,0.30625,0.173319327731092,0.161538461538462,0.369897959183673,0.520100502512563,0.333878887070376,0.0345963756177924,0.046782588123965,0.0448087963413448,0.0,0.22334576870214,0.110299234516354,0.402707930367505,0.141859610437339,0.246257972146297 +167,0.530120481927711,0.0392857142857143,0.370967741935484,0.246612466124661,0.1196875,0.150210084033613,0.273717948717949,0.219387755102041,0.0477386934673367,0.17231704465747,0.0,0.0093446889046605,0.0077843728714605,0.440203562340967,0.211859414883173,0.263743910925539,0.18568665377176,0.500183755972069,0.301661677296195 diff --git a/models/RF_Full_lightTrainplasmAnt.pkl b/models/RF_Full_lightTrainplasmAnt.pkl new file mode 100644 index 0000000000000000000000000000000000000000..47bf86a7dbb7d4ba2bf91a5ab492bf94479abc20 GIT binary patch literal 816369 zcmeFac|29!`!}vZsfbLW2x*XzO2}|6q{z%cWhNp+GBp>?q*7EWQ%QzG$Pg+s$8a3; zTuP;R(xgGZwa?z?uKVM2Ki$vw`S1BX>$S7a9@gG#xYo7Sy58?=6*BRR>bP+nM2HXx z@bY$Z_V-nA^9^wGaq)IjaCG0|?-mdk9U)}l?7MM`&uZ4Gh1({4HDHT>bX2r#X!M@w zg%MNmQ=UG~f%sa45c@TO{%-gcuHMc80d4{K`YJb9&j8OYzBGLOzrDlN-!st7A3qQs z!4t4G$l2d*qobR@Kk-hk06%ZfKzuhkVxkKxM^k*9w>xfh^9%HdHi?+wVQqYcMJh!7XIxp{8#2y}G!cXkcL-*aT$T*Imbq9VA7ce}ee z2L|DC;@3|n&WUFneYb36UE%g;)rVt1pmU%benNH|GGi=-*z+ zss`%AIKdQGS3gH*Z$A&`-yY&~q^iy_*v+4)sptq!C52@QOQM5ZBDj4W|ElDGXv2*W ze1Dxf`Z@bM`vgQU^qA(s>%r$S!-L;Lz(deO*h9!e1h?LF7o3@2siPyN;)?TkbH#bz z7#%UiWy_YpfIxp|zv!@tDOuD$altjTw_ zi2U_4Vg^;|j=s)5xFvC&VzKcJ^6}fDKx9e5C&)X{)7jtOc}H{vw<9jW7GIq4AlE=F zi4mNv2csh<`)(v3iNaYu6suO`c)74g3Lq?WZB57L!oxK%^8=R~3&9rem znH3Yya8bX0`$;4ruUg`t)5z3RLQdLh)~i`DzB`4yi?8A=S`%Ne#`lSD;~3v(ol-IJ zHYzW~lap*%q8%MELC4qt|6T2j+kc|2wFN%m)bYb&O2*FH@#WRH2607NZgX=Bbn|ud zceKQB`2Cdj_fsoeMoYKtj>g(1IFrOL8&l%98?L8_>Art;8CJs?&WV`n>$oK-&@U)3 zz%klTEMn>}fsOW<5;5(sQ+ylOvIiHbOjy#x<1zgY5+t zjsFlD4nk;jnWRqT;P}5Kj>g3@6eDT^>wDZZlX2@}W$5U-CCE20+He-`ek|QMw$^5` zYHfn`isirhnum(X!icHfZtj7Ot{$G=SPM<_XQ^cBY%-+?u$TpUU?uFag?NUGtzofB z^JVGczjRK-Oj4)gA>%*q@cVcM1bF&xa@@4VF>njkG7D6v0o1dPEpX;&?w!xe&((@c9xPA0*xor1ZA}|4p^9 z-k^FoI>-=Vy~Ibzj85sKU*aN04Mw8uL5YZ+tdXQo!s30GbdmG#*U>seh#4eATa2f! zPoQGXU(ZPnr=5d`M~vF{Y}ZEizpis|AREL!C6wRqVU#+d?w6`hSy5?DpND>XFTN#+ z`1ovp%*7v{NIf`({lZ_d-z%vCh|XX5KBq|=t^0Ky|FT9Lc^g^j+3)3|?(_b7j?YN6 z4!jjAM^(#KqQBJ(hZ-)w7Jd>qa22w`WGZIA51%qq94g^q_bfiEPBkP%-6tbuoZbZg zG~@Wa?8NW?EPqq7nXJanWoX*p($7ci!RJrus~YwOFw`~C)W4;dLD32v7Wm&Ezn|^J zR35i=1!C7T`5HbHDLnr>QUC1s3Q+H#`TKVUXei!D51xDIAo%@yh$$K;L8fPyi;ucL zOhyB+DPd2>H7OOuE+2V)85*ZVrvFp@XJ4rgSo2nWO#Mfy{JZqsXS3J- zm?4h-F5l89QsdvH=TiT9==4uB#FkSs|00NQ9GRY7-~3d$*)cvX?Os?8-M!W72lbT@ zyPn9$7P0z2@%vBZS9f0e^swxbG5IIo^XK#&6L*!B_skn3f9&*v)DO1Yv4=l=xzwlk zDx5FUSR#yI4#+cXE@_KYpK>CPYjMcJ>a!>!klO7cdkv z9CswzBO*-aEpF;#txC2NUv>MGdlSgt<_HZR=mxVR zJp7}j4DfPIe)%q|7V>5npIBW^hk};Kry+&4@Hr!F*s`MwUf)aX5Ae-~lN%cn5@ItU zCr2u4vws$hc)w;AE@*_+ZwH5x2O44N%;9x>Gwa~k#O&?i)4G7SC|_hdjR|_!)lx=E zTEN-vM`BVr4P6zQc2azy20GI_5O33>g_!1{ikW+*k-VvN>kWGvT9UaJUvfYn51g2~ zd#fo@d4Bld_tzaTL1S*|vhgMGP&4CL*r`@XJT+3%isJp*o(ebWm*g(Vu#@3*5eZYzgup4c7Ghnum!@JGk~+wz!{zLN-rW9tZ3$@`qZO2V7bp$xm}?XHqu=$ejdA{2L z5vK}M%}{>pm9FcY9q_5B;@RMwTQKaep;$BA0%8(NA4<(-KtP_*xBAze@a;Ph8sJHB zOZOuMI;_%~ANnM%9s(IJH+=4_f=e@w=rLDzg4>D**3%!Rf+TP4tl67VfbqT|Ana}m zEKC2skGZ!I7)mjbGQLedM3wI@~ewx&jRo)KwZzwfCYm_WP;b6ZZ~iNFl!qf9TR?}M zMerewDwc5L!-_nQaX?DMX@v#yDsd{XptnFo?t6iU*GnMU%6h%qnRfUweE!S_EMJ$7 zDd48;23}TZg3HBrHdlU@!-jQBrBjQlV0VP!!yvO#P|LeH?66{Xsfa(B}lS%ff8XMXDf z( zBLv$((&5I`=%5mKX3d?P710ha44;TAcD2H}1ogQyBRhZ)C&B4fh@}_oG?1(vRuD%K zC128{Ucl|cL4-s{^8BSG(s`8Ql6bHaG*b_(Og)ee+gOSZ>jB0J?Q#z~u;g-CCqyuu z4l$f=!(0`AeAL5`uInC;>&?)VGpKe(@CF<*aZ*o&c5o`59Cx=l7SdIcET>3^L$!H{ z$S_YNT#d1OKc<9TDp6{D?Z4{}5`n!NjX3B1AfoG1Cln1lf1u1Ikr(FTJ@@0=l~!p7PCU z1sTCfsYSv}xOHS#;gN6MFlpYEtsJ(vKV1^qa7m~RwraZxNgLL|-s$1IKgH|e@jM?J z8OLtOt2DX0+$0y&MFiqPn{I$N;yEdAh{q#;^S6zK4Y0qHsTY~d0Ik9IT01V)!{jRQ z@RR4eKvimEn3HQW{8%rQowmLetn?4j^dHkuLw9Ur_iPRH*&yMAL4p>Nug_UrpCgSf zT=l$gRhEYKOLFa()OSGF(s5X1f;1DBy*J8lhug>O&-4`+!mPIKr(bNwxBXtnBwk=YyvcxN?2!W%)+A0yS!Kf#?hMza=%3eEGze`$n;&+Oc8h;>2X)ho)E zdvAhQ+B3)b+SyR#6?~@UbvBeorxZRMhszy*zU}$#2H3IFagGbU8jPo|OEA^w1g9G} zmvYoHAilZR{6|qUeA?w3W~oR+7g-IXj$Cwi@H`Fz)Me&?e@P>r$I8*2Z!OU6!|%oF z>g^D5TbX8pT2HNxh*RqX6OP-j{k|4L#;GzfQ7lIr14fR$6l8$B?(7#2^Lya_k!h=6 zZ*2e(=e+9Fvt_`m_PLw0vKrjOPUK`pRl^|%n@XRIPS~*g+{L>lSRV-GpH$>Yf$s~_ zPr31>LP^X9!{s>t^ERygUT9MXQKH;W%(KeiO|nyqQC2HdJurS(Yt;xX{F<&go0{O% ztKFb1K|_*wG%bu*M>3N_&*)CmM*6s0Wv-DT75m6>MT@jb#dt!+qZn|=o>#HMyl)X*z zN(ddn&Ed6B3Yinl^w?f}bZ>KdE=_1+HpC&o@37fZ6lOPOc;YUR%W+TJ<>|P8J#5*fy^UR_}e{ zzXkWB&bbD0qdatwjm@?UKhy;qyDXyAKUP6Y!TL&x<4m|t^zY|Z$Yol-)3g=pXa*5Z zsUrW`HCt!b%ta>#RZk3Vw?wSdclL<5x;54m?MO-+_Tue^!iREq9?E3`ysw>mQlkY5 zTnge&U#beTW*)Z+am=NrH0C&YiC9$K0qLO zz4_5IS&;A`#&Vb8ZMc+nahmX(BIva?3s-Ar0B5GQSw~F`lvqr$>Z&LQ#B1HU@?Hbj z`W_38#`-iS@q6shKm)0-nKbm~H4d2?=zc#Aw{=N9mM%rM&wx1<+mhFxYonIQ=lg>j zTR{1suIfSELKt5cT=THI70&Fh8q(})fFrAfr0!*QfS;+8uc;FQUKjJ!>Rn?3WDBTg z3)DlY%WLK1Gdm!D&*B-3mtF8cyX^ztKqdYY{Ce+B==6dkmgHDO@3%=Gcp-z9%ZtF|!zzJ_BfEf*aFXjDSdQu%7 zc6fTo!DA(g?+T0S3Y$xoBg7K1vQbRUuQ|+7OzCqqJ?S=Jie)s5Wn{y(guP#%r8Gfh z(TvTB=jgCz{GA=jTf3m*NMR*DAg7&^OU||trq)%Sd5!hJ`rYo0ab|5W@vG&j57J%m z&F9I$hUv)=W!%2`X2KS3lC5a~Cw0fu+>Ph=K8`sCU(3{?2 zop4s;`-0DL&0w`)8vk%#Gfc9*!D$<5iDr72343d=L|yykyY^?OphsBDR8L4DD)foy#6sOpJg1^1lPZWXMG8;fTytm47H&?5FBqT#T0A-);i->3)ns7wtmXp z1NQv$o%!dtLrLuZbCz$JAS)~RV8P5DxRu=M_c^BrBxc8q&IoCTvfS;O2PWWkrcd(R zk4Y_%kiB;ML)?ysq<>WQ2X?}oty7NhZ|?waF4rzzrzg->5KkZ1*a*C|w~JQHx<|?z zVKpTJUdOTK39H%j9m<;EMkckygHdxH z$##wwDDDaW;r6))!Z)9#so?Qj>GS8!$e7(8uh~9 zv4gk7-`{|{z7OImrEkE8{CTo|7B`^u;_k_xESq5Qk89^PR^fHrfzp`e`dv6QW1DP`cm^boCG(++~ZdNnyqTVT1U6C-D&9rz9u@*XH` z0^0IV!RhN5;2A3H5sLfo#0M)oqa@1U)+?zY4~|YK^$F0rwfZKkGy=n}l2oYPm3lNR z@fwWW)iay4vIW8_K8SAG)&y_3MN8gKZUBoTlfI>%?gQ;7nwA$Pwn6aHhaDc}Z6Jty zr}{e@Qv9H!_@P__?H!oBci;#@;kft2bxEO@l_oDM@qE=~L9ok$PmYLqJUhw=t;@J& ztcCTZ{W~GYcS22YU(p-6e(D3?Q$60NdfMP&nu=im=1%A% z)+IizU^2eHGq<1|&bcg4{pdIVGhw&Sq8F7Qc5E7bMQ;vlZ(Z^`a>ea~(El_=;tm-0k153UR(-5)RE{xYeLPWzv zYf=l!YHG;TN=m*PKslnlp{JPW(<>A$W%7q>XG@Be`Hn|Kqr!BrwI=&Uu?mbR# zs%wTNXTQ796$c=pY-(KD)K>Vo+;n)kX%obW=W&gA)j^=z>7U=9H^7#{*pv5$?}LXz z=AP%*(_xE!Yuyf&n-FB0D>r8e1f@RtYbIz7Kam*ijrrY!EBv(nQONg^Q&cHU7+_^neYi=gv^&aWX}-jpH15 z)waWYgVQnwrz>H3wTNqkQU_Q!t_xAQ(E`}YVt4X#C&)y4Nk@7y!CKhOT-dD7*fzGns5xex5AQka) z^{vxYc%8eCcTf6Vc(@NDPK!(t%Jb5aMHu=qn_%*Oi+a$acl5NriP z?F2$QAiS^kcwcQEEZMHcshCm-?yT};!Gq>j~ zx_nB5+CrO&2M1apbxD^>kYE+uG(7Oagw6ol#YmMauMfPR@O~a$Q~;0fzE9i}My*d( z+5Jb0%)g{ARUS&-u)TzX2!-tavkVc|;UE_eQ4cZv_kS1eUwm0d>yL21hco7vxOlkz z6MXOe{{v{A%OlWG+#_hL^<5kz@w>xx5C%utxC|R-8P94e)*r+rg)J`s3!HfqevJJ* z8(;kmrwXyE!WQ^B{!3R3>LG()@5MMXWs$|#*!VOX$7JUR-&!|0C=#M&_zW+$sEx%* zD4h9EI7PVTs$)XerXcor$ZT-^g){#tJx9UmAAMpf{{<)0#IG8QGyh)x-sD`^+x?hn z<-8gZPyZD{Ob`c$DL(x(&aBQE@y6O=%@~}8jWe_HCpKQlKF2TTlUHY83(&#jm8H5! z?XQpHA0b9)9ECHp@k=&7#m0T{Q_MqkiO?kcW9fY>?Xfs7^}eZ8%*N-~cpvL>h!ski zp4Fv{R}8bM=g3IoFPxJ7JvPqEJ|~`&Uv>&4G|q}e+*mpm=cV4q#?RO|=-=>QGbz`@cMF_g$)b!GCFg@=bqC--|{^Oz_vwK~I%>Njt*IRKodTRCmJpGDmOy%kGEkG+Am&AdA0P{%!Mn5<90If9Mw!O9qWX`R6 zE$>eU7Yll?K_MM754Ow42jYyWn7$ON^WX6S#c>Z1u`ope%I4=t5#jUUQfh8e+t$Z+k6`&dJ;6d#|UVuo-h#M__lOW@LHJuO#DcT{7QR;$(Riu>t!HWH~u3(PS+taqZRJ5SOcVF;}e^^qhO{ zn8kE}eb0iZq$f<^+&#ScVRsKOhc%k;0e<1;75A^!f*=c-tp&TYvun2-Gl1qUU~{ga z8_pGbO}G@14PKl>`&v!X;ila_WdGqB%x%4P;q$T<*k?tT8#qx1&%11-=ap2zK)Oo* zc98-29=*IS%&-G?UOZ(NpV0zq3H*v}KoHeHhQxUw{AIvqwG*2}pKOUj7s|$e z>FqY;_sA@zjZt)HPEQxy$$<@N-d5E-yw_oC=EqFm^h`Ka`#Ou$AQM)-iz+G&sRw7H zeYVo47+|@rN8oZo1Mo~uv9*}h35%W;B+Wd-fE*1$!*B0eU}#Uc;b9IdR82d!ld(tx zWh}Y6p>0?bsl2hYTRL$r3ck4`;h_Z$adk95*%R)7gwAo7t=wRQs@$s3lr3$bOaZ8s zg#Dnp7VZg~`o4QqO#!Gq5X1H80@tH9I5EjHa*}5QB(oOW<&e)8w9KQs4DRi)+cnvy z2Rzd6$AwB*!qxlP8LJM*!Q*F}BN7r~;Dq7gzB{^I;AE^8d;MMuSnI#{yQ5eMSC+~; z?a?X&iRHr47lIhj#`|{vtX*xSVRpS0Vi3soORNtFpiWemk}GL4#s*OiA~4woY$f#R zlIFRrDV-3NXV{^zz8EImIF~g$9|L|@^i~`n#qA@}^}~?f0}I}0TgDGI!J_z@tjLFS zxE|KBrEjnfq%Ah>Un+qCH|{5kH+}5}uSX5fHh#~5*5b!Y=hkKcN0t)T^J7^M`}&>9 zL<|Uj63uwEnvVey@k@=Ct2DxvIf9qN=5)d81tXTm=NRB2>DscfqXh^&YxP$eYFlr# zNl9D-{m?9^Omoyko0Q_J0)^+ItGO`@7pxD?Gh9|4OLIW4=N6tExMPgG*Kl!;EX9Ta zY`)I=QUpmVA-8uwW`a6T%C#~P28j7Z&TjtD1?R^t>fWh>4WqbqA}7&7pB};Sd`mqz zRE=DlxUT`!%7dl9Z|nkk(2eFc%N%fOVjPi9$pkeCdeNlDEKqQdif=echld4+wkG&A zf~(rX(+6|wpj^ss_N&hw5Vg40xM3y(Vm!68uCHi;i(hd8rdUzHoCXQRIcp*UH#KvZ zO9FCsG~`X-a)%vA;7;ERC5_M7EhW)Q#u*c@;Dv=%NVufLGIz8Z4UgsX2;tCOyWQT@*|wJ?FBY4UN-WcNnM z*g>z@@7oM499YT<^$>G&^(r5O`41^Qv{L>2a-q&BDJ`3;0d&6AxtfnO03mJ$Pdgy#bjG&9Y4uOXu_Wc7TyU(9r(fu`ph4#?{BtvA`oS>Y8C63-j)#&o#vWpt=032;GC>tm#oqNpH^r@GI4pj7tJ~m^9j?lz2>7219W&3zcuH;?lv$1w|zhKV?j?z z#(Tgi9Le_VhXlXHJD)DE0&l@c8P~c7;0>O0dtyBU(lSgQ8`ZRex6I4Xwc9Yk z>4);QvSZC)I_v4pPz4&AMpyvDH4wocvol2`@Hj(?jGHY;1L{#WfNG8+1&y9a4s^hK z*6@-GO&C7?u(KLI>F#}g!h#NyiE#&N=wDhnTy>xd60K}p z3ntV7w=4*3_|gt;9^ZU&ed1u^(*uiy565GJ{dZaQka)0Hn0iO_Tm^JGw9N3q#IVKF z>>T7{t0Cum!^P%pov>0;RngUt4(DTygKxQEgDWRSw02ogZlkT6{~@U z?GZKGBMN|X#4ET>x)Ka{?2k2Fr$ec!rc}933tS&}@cheD7hqmOG=o<*9#pULyDMkK z0Y{r-bo`|nI3oNm`NqB~SYmkjanjLtSmG<4GHp)-6fF9>CpnY>yT#{yyoe2oCB;Or zrp8Okpcn$=c{*kAEwv=&56^e7)@GTL*nseUOy60VS`2Rq;^Lcjm^;6_0CN<9#ZO!^ z08R}l4h<>QplsiY4>}OtGvB8M!W+)bpYGZYM}75Tm<9a+zBl9xG~?iCs{!mNiUM`M zjjor^oPjvERddWRF(zZ}+8k{Ra4!ivds4ci8isGW9nw493KN8_jl;*cgJRqlzFNa( za@=#ZCV>%eb<*H_m~HT-45Zjh!YW51Rh~q1gss=}N}Ai?n;-9IKi&dJUgG1p(5N1= zxrc{7zpVpDV+}d6urBc2NQ6pwf8R1HeDpTlQb{zjd&Yp0MRE$d9raL`|8xEq!*-}{ zusi9?e+AA=iJh3XJ{E$~`Sm>#;sJ?$)3>T`fJ?K^MPA%l4^uCGt2#Se4HE~$GB|g4 z!`?@}e7h&s!xRpy3CoR}VNc5fd|0Dst!GhM&(zUDjGxMPssA1;3U5#!s#-eXUZl=TdeJdqe>@5hL1MG3(PxlSlJK9!ij)^htJc)7U?jd zUqDpFV+77RDe>GYv#tu7~q=q_R{*u z1`uBVUh^I%7(}{f-~OZtywaQ6po<_P*3b|^Z+Wm% zgCdBjQ-IbyDz>EN4GvUnfF|0c7SAr|f_RGX(vnymWoOe0D>j$S<9B1ix}BR!wf*mb z?Bl|u_ZWaqy=9H^k7c(f|3r$dUDj^YWsDlooOsjWG$9|StC1otKnSe>UK zOlZMywg1#i_)OcrNJEGLt}beZ_x0$oJ!iu`k#Pg?<#^7w<2m&(^NP0E740J6TC7|5 z*}ELRxej<8sw;;@ao=^1+4cbANrCyhC6|EXLd?>mUsJ#@c=V(hru|zDtze{{t$@>R z?Tj`|L`*uYBcXJ;8HQIq|JnVZ4_>?KPP(jE3oEv%H0}^@hH9JLRW_L5%Zk6NqY+{P zqo_-cn?7^MSe}M_S>vn&VhyubbkUp5>vqmq&;z{$0i(YR$mI{#cOju~&Ca%f9E%v( z53{Z_MXxhk!BujSi{zvhIK(1yGJt+T{gOvtHEcB5QF^lK9;7%QbiPGP1ZJww(X}6P z;i(Oe&CQ`~h~QDq71U`0)fRy_8GA4h@YboTudu#Zw!fDDBS$wJ-x2t{a<~~LPO`{y zY;Gq3#{nyHoOwqP`b1SJeJ4Y$->CJ%21oKdZ!J<~DeP8I4i!)h6{v;w4PF@1>H)*H z%vG<}w!t=57=%uiKI?_!jHeNdrvqR_;CV95koU1*@`{}`kdZH8n_xEhc(1NFYs`c-ukRc^E=2j&H42rsLZ&V)%HU@O z)SnF8_rS6nluBnxF4b&-1@7C*-hAx^n6GV|R6)OL8Nj;6%b1Wi~ zog=B|T#ZrTb&-V+j(33EIe*!6{$||<#joi!@X?igI+6{m|R%j ztsJw%50__eRDgvi0~~k6T82!ig+Ubqo$ZR4ATXDE&L>Rxm$Pv!e42&VM+BiI2-`ad zV0fJdddr$0P~+($DY88_)5v%wHU4l|ppMMeRKJy7n0T~zyQ6+31XM2GZMA;7b@s#;fkX2z><#8d5ed$|0tKD{*uMUiXP!@Q%o=hWGr23(~M1Me)oxY1Q5m z*d+5U%F!kdgdf`Ph|SN3v)c_^`SARCxbFJgjH~rfyQMyjv!oGZf)sxUBy_==;aI+! zS53ef6BN61atljAdBS+n$<7GfL2f+&4GPpCgG zD5MI;B`4e6&uN9`R4qTLxKi-+tFHA|y8&_|Z62m;av`9>O3YS(2}xILbImu@!D>0B zzS+TzFk0-fYc3`RUEm72I&m`-PRYL!;=t=k7Ju!IB~oXtn>COQw$_LTB2>U4u1S!3 z?UN;9bz{0cdEM3m*%0k&)edv8Hc$=Ch3f>qozV_6-&<~r#`ECg1aYpg9h9!@TXAI{ zChD*{Y9-j7bz6VdjSeAx0!Is{l|!G5{B^JNRuHsFE>>aYL&J~98v+%t!?lYSz6Wo} z0=r|(wlM5~^L6v3@y7@1KzrCdi3i)?Qhv^nX>4o;wHx_%u50Sys7mtlnGsANW(85B z7AV>D>lM?l8i>_>&gxS0196hbmrc#z5Jl*-vp~n8X70|zJ>Y!#ZdCjG4mitNNOgm5 z?v=2_H~l~lzLOx9)dt6Pvm=^-mpW4<}SG(h4s*XC!0gKycG^; zF28r`I~~?{oD{grdlRDM>Al<)w_xS_3x1wYnC+&%bK?;ToQ6tN-jGFI= z(x`ckJylK<^t@BTf4veDj?OUpuq`JYoaW5@wAHx@5`}0Rw3DlVHkf>|QnCfq-#g-? z9#+OysKr(^!)8^N9sx|m4ax5L+B@MI6ds6Mn>DWuBE1weL+<85e%RA{Q8!M*)XEu` z+cAN3o)+&+ucgg!Mv$Y>AfOF8Xa~NIh(rNH#aixQFC7*k-ExhgR`?RtdGwuPJFo~y zZ8XI4Cz-2(SbjjN6oCh?PdQkDntvNPk@LF-yk7l3As{H8P3Qc71O!~OQUnC-{mOm^8%V~N*ukk)Iqn|`2*g9sm*c`FAh3b#-_j@IIRgaG zJ$G-`OJyX(ek&{1LE~;)eE*~9=gaQGWgoOr>g4vK#sa`b6jj^_L=J)m)S&i&2N zoefaV{@Zf{AlTGLo6o;=EPxkFre_0o?0if7NBVBvqG+>|OA#BOCvPvo0Gt;734a8T zO*tR_R9*hx07x^O-u#d0IZSs)3P{TR7XTJ-AcA*V`4a#bzMeB@b>zY^j;2^v{*|Nq z%U4IwJSrOs*7G zT{;H9XQyY&J6pbfD}UtqZgq4hM)lMtej~IH7wA`5g*g6g{@ZHY<{vW{)Bf!GXA@W0 z-(?dC@V64rcUz$anFV>x@75y8UmwT6C|P<1qlXDV3i;rLPj`Ruy9Cjv;X9Qt8>m1vZe+ZV!Ch>63gl6l?6s_xOzd z5x{4cmrW#K>l2)QU`uorH0i(p@L++;|Cj(1T%{+!(p!Fv{7~8dqyCVH;+r+abLl?< z=zpp|j;SByg4U0%KenFzCjegb7XWXDW$XVo0RF+M$DWteJ7C-9l;F)NcOdU*x1P{ntxtAZxI3$~^2z zC(yC<{CaHocsl8kn2t0PRuY~Q0yNSvSg4M;v13pEfEMXtFS z*%71L=Vuhaw>9H!Hi%yaN!Q_!sm>|DeSLC%+^a^|<8CGDkyinOe#!jlH)XQnisb1 z3>`S@GcB*-9Tijx#Wr?f&jDku49#;hnIuDe7mb|Q_o@lghLBS-Q& zHgFLBW4Eq%K`FTchgUg73$;MQ%)!^jc}!RkFLZq3_g)Am_#REwQ0@}y#j`jcI!0%B z&b6(F*Gapa(^E@ezF)YX#5L@Be70XARjCXFpF4^1Jx+xfhar>Y&NtxErVAXm_jkhk zghg-Tu|Z@WBmLy-?+gg{Otah7-U;1Dh1yCnvwr>jYHn?VW?%s}r>qdm(4L}>2>wTU zx+-aC8k8pck%<*~uIogdo1wvmL74lt6*P(J{(1vWTM#Dp7SOIcwaNGp9o}xtD^bE8 z3V!v^C%#=)10p*w&D@EB88z>;YrzWu1oo)nB{q(b)IfWxutm31hcs;Di<9k9N*QqT?f)|9b`a}Lvla*;p0_Cl z!n~1(0r1xD`T8RAO>l)kbcQ?O<1Dw&v)nN8ME}5Y{R5?#NVIN_*ozvNM(_#n&I>xr zFIF^sZi88k@171f=7N;zHnHCx3Oy6_HV0H)g&%|b(+b`& zp}yU8(#0JW5b`BEBN-D)hC~JihUQ}r&)!oL1Gl%po{MdAPum$#LsV~x6^daIBQy~g z_GbxVs!{z!hH57(%HZxq8Klh6bKATpD@NMjeKptouj*;w-Wo#qD8cQRH4!^1Yaxo* z`9Z!9ZWj>&@8}`PLmZ&c{%Gr_DaA1FimsH5qs7;MMME&Dw7@ zuxjVvw8b?&AT4#bHGAI;DCG24KKU>QSz&J%c$sdLybT3#`qP?kNk5uF)%;SJ|5gSR z>3w{)ePK5!5Dva2*yH8yN87s}>%pKV%9<8d3pBUspC6yDhT6!7nU@b>plkKiOI$Vu zpqa>hA@yE9WDIwjyN>2V>Ffzrqlf{?F@~aFG?=h;a1u?iy&AL|_+B4gjCWWmYPs2a zqXGKT#y`5Q)(R|p-33b|Nf6mCtD&oQb;)*hYKUNM4QtFn#6B8_FIgf@;z9sr@a#21 z1}C?wd&l>}VQL2r=CUS@;f7Xt{EgqUN4*(NMF`MUPjy3x?_}w($_?<6*g54D2CBGj z2m6ax!}2T9J^>>&V0KA4WJ6&W4E282*{)Lt6)$?f_^I86xcnUJL)~|w!}g}i<_Yx> zY_z6$-C71{#uQGvKdlkyr>zc+-`)dFIx1mz`I&ISz+J=>?`Uv+PeqT)VoS7ywH1pR zI+C|#-M7Ol$eme=W~0@3-oy$vZB$_8se zdFMCXO5s*=Cm%e28(=y7uOwqk$l+iGDRP`OqLGHdNsbhtZH`{MK5Tk-v;$fQzM(kY zaRU1%@#(a|h9C3gswOi@&q3in7=JGsA1&}{v^XNhssUCT?UJ7Gte)Btq!#>6h*$W0 z?gisAtNdNeH2B_=I54jM23T(V@QiQX4fuHRr*B_iJ@}05QC7s|>ZQN2{(|SHJ@2=v zJ{al3go(2jKP|C`+T{rm$6MQg*bpT18#Vq9Xp-}Tn}{k0W$?U2%^zk{ zB3&3bCqfClqX-2u6rq6CY-JB%H_K(Q4z3b-s8}8LFf6N=-ChHEa!VaAsFuLZDl56~ za39)cpVYdqaSiAWQUTdLDbRI-|CspUR5*S+&-p@eDcn;^3|n!83E!XlRJignVfx$J zY3~#|AU0%5amn*$u;p=x;9o=$+UC&^OAZFr5o`H0ha%)4YQ7^v8KhOI`J0n2dO`&_Wt{A#m<7q3HKKZ~qf<60B5kweuOxRU?VyXC~6%2eIt@eG?0Jm{z)Hv}@ zS=P4ub~)i47eaVt*J4jL@6Bu4T!PZz(c_JayvOH2q#SR+De-JLE@1I~G2U^=%qz&r zhoc!wOJiwbyB);HE}+EMphzpkD)zKTMI*J=g(hr&V*?R@Q@X%wu1X zht2Q+JNQo4!aIVoJbpD%=$tR1b5wN^tNUd*2sQavO9 z`79UKWNpHGG|<7w>|Si%;s$a)y1NgKM-Tz;xV_|%m)>q79%_NQ&9=X zRR(G$lrA{x5D+v|an$ZCy@#-FYX9+N#XA=PB(H`i;vsdQ2 z2f%WezuW;2XBvx)4;zG|4OMxjamirt{^JAF0PI=5(7XJ|XeP8(4JI2IS3*+Mw{5cO zt&kpdKjUp<0~mPN%3sy#gz9NYSmK&65q9E>80<;U>drEh{(7Q8ddOmeE7?Ajy!lb{ zHx5c)CmJA2(Mql&;Wk(qpP_eP@D>a{WZWFs)DCA?9jH;=!hqZXj|w`L zgH2UUQ}$aoz=JsxZELz~L8Qg!vV1ircJ`-K3kq~Yk<{KdZ(rPiHw{wD@k|f){}9rf zDO3PwbK|v7k8c7|XJ`8Qs1}$r@@~_p9vXZ$P!}Ud%=y`dmkpUmK99+7y7w@oSv+TJICPa_yj*S*xfr)_yGF4YH@GzL#p z*WH8@(la~MxpSbsq`l~LbPgO@lj0qmPz#B#R=&n>J)%Tm8aX9Dwi`^o(39PL~H<%)(WyL zhE55!gGK{vIK5|=0#75k{<$*%H(7xRN z-;@lsOM=n-t5O15ddLW0_!aO7OZ_(ue=2`$&p{i3-K)pspS@Ey8~9}dDC~UTZ-v-w z#4bNauXP&lT!mKu`Z&I0j>i4NPT9W!FwC@N)v!y={uxgWLW+M&zvdrz%4P$K_;E=^ zi&LQ2|2d)c%8Ic7@_+1<&Guks13KjA#8CH8_F(t5WoX9l-{(+59Mn$Pf2zM=i4^5Z zLHRKN411?+Ht@+VxA@<_GXO4vD;8CM`Y$^b|I3}Sv(u)!89h=O(|-SUr|jTh`?JUG z6~?6hr=7Cdp0H#w1|WND$J>a7%40lO*~R=*{h8W|35FjV3qb$d^u^|8^aDqg#sJu+ z)C<_aCmRT4w+Fs0$zPue-PTRZ^Q2afAprc_@9WKxo}ApU=pQ|p+49B)5ZQVRzkgt% zT@j4;+-C9O_L?yO>c9Q|g3b$NOQH?`@%w+O|67ZuKQTP4^N#=|+k=@62(s&umA^z? zH0!|O)GIgi5xab3zEu!=%wc;zv*qS*&q-RLdp^$Tv1M9_4K$PKmm)I$7X*ZiYinAU zE&DI}lYGOU%AY+h!z1+*`X8r1z5cWAdSjh2{a>Ccz&`<~;=cgY{~JA+*;@>suZf%Y z@<{>Qc5=WzWSy{c=S`ux{7ryYMR;k{1qzL(Lo4MN@YrTAKB|EC(`2V7JL^D1MoQ`V zu?8r$HtAiDx8AyWa$(Q`x$7XmLjK1~xC+s<=`+;+EQ2@;SGoJp+z!44J1iJ z{3~jKiW!tF!|84dwEZPPdG7=f)*gztpp#;V??;wg%MW2sB4VNUvK5kN4yVl=ZiG&s z{tlo1YDi{zFxSC>aQglz>~Z$d#p&*LnKtlFO029rc^%9z`c2xAkpfx#w?bzoq(b(t zLC=xR*w8f>-JCza5%k38O_>^61zzp_NK_VYDZ6lS$XvS?Fk17%z1|ydB}W89OOo-P zO>Oa*jVLDg95NQ8%2R4f0*^r!=*?=&p-zbwkYufJGQfCw^C|)3Hh5Xyi6Nj`U~RF8 zx1jcm?%xvKe-~u$zn8!N{x&d(9RwFvz~Z%&m$_9kU_sK156@22!vmktqU)a`;iL9* zqs+5MVV~ejzO!NBAa3>a?2C~KV747ElgzDv=;T$8Hoho z3uYQQ`48R2g|AA7Os?tILGH8Jfwt!=z?O8_dfEc{Z}V0fBIER&#<-tZ>P@sF+Yc?@ zsev?OEzG0F0Kg1GT-Sttu4u^|HzQ*G{h3GYKGlIANhn^Q4BF$#BZL;+6g9pAN~jB{ z1I~%KTo6G3DpV!%u1aJ9+~%luTi9@5@rqZw_*KzL{I)mGsggDrCB8_gDfB+vALf4B zYh4ITTHA2iAuSYkp7fM`i3NANO~#>9YY|9@Z`$0BinOk%z+`WoR``*n@Gah}4xYP? z%v9vm0wqY=WWp49RpX&R1-j#Jw63)Nb|bx3%b^~)-ladVPe`=v6dy69D-fr?k9%zEdpdnGW2 zFUhM%r3DLTQ|jh!j0a7*%ok%_Vqw4GuSBoLSeUhgKOh9RdqkRCzl2y7tQ_Y!{;ez) zNWOoZm2#^IBA#?rR-&Th$2M=raiz8JrCm7OeKuMmlG9!_V$T_qoM)fZ8RZV6kaaVq z3qY+_^!(*&LSpz8WqxFUvlgj(%=NSJ=MOQfIu1ObD&tQ;vFL?D(TiGmENay)YK4Ub zhjH(kUgv`L_l`+1`S~C;J+^K0{Ks&EZ+zG!s~eyZC!*u!8VCIrPd_gl@&JO&AD34j zs)UqG1G^=^xL~co-Q*!z38QNbUJ7qVi{S&|=gtV`!pQws`e!e%1M035$XxFp%joU8 z!YUS}nCpfqh;&)d=Usy~ak|25Z`r0MIH~o;ZNu7Z(AH~czB8j1?yU5AH4PBp&_yrh zzGf)zyseaBTm^Ha7v|)Yq7`7aYg`)gI5)S|jXWTV*4pP<=DtAUiedJQ@Rjxn;FfYa zCfqs}Hr2HiHolLA5s&Y<7%r&<;dS2?Man8czJHu$(Ju~6%Tj-l^{ENYhM67Tw2}*M zbyjwGeiv zU6(dJ)Giw)-8w!rYFP~geZ3rdsk|EQO_=k=wFa%;7ref4-=qRAg!BuH^eu&lrDHDq ze8++406sCmc1_Oox|%R58wMusDp$nboxb$=EIJ}B+uv&QqS)Bbv+(Pl1;xHoWiJ6a4b*N+jGM#g*Gt;YTyB)lyC z)cRB>U7b*y`ti>BZ<53jQgU<2lt}ZuVX+(u6~pE6e}0BUNJgYv$;1YjGw^-OlN+fZ zUv>EX8$2#EbiPlsK3oB1@2<}~T2=>{YO60^N6YZp6O>;s@GFIJe%Tr6BIR)O?vF2H zkD|h0m+mpn{CeosQy3%VlmZQQiIyMy;~>KMFrgb44~IpU&zysb=w%s7nVg0SIC=h7 z*sB#~U{WF|=C`^L4$5p=mp_vW(?Ue*`oCeJpSaDJc*c~tLORrsQzOp#cRd%l00e!1 zlq4u;Kva-rlY-GBRsi6xQAjI{n(BoK}?f z)x&m)mAXS^E8yUr@h*497sE6$a>91I*y8Z2_edCU__>}R3--sCY&5o98Vwc??01@M z3WQjtdZHye7*;*gzZA<;1-m4hB37fN?+w#+MbjEcw6nwJlmz!V58x1OzJWc$)+}}5YlJ^ zyGiX)YR(wlk-BDl>(wC8+Vy(kg3J&&W##eu)3yxQULg5K3ERUPtNqO?qx0cap2LQc z+jX#_=5E+ZB%}pqmfg-QE2jav5@Xt8yhMednxzrT=>j5aX^q2my8YWo7wW={{-uDa zVE{+9_T2@eP)WX%MRJam<@UHqYewvyB^rIl8r8AWLn+rBXt!wn2z@)yNb-Y1{( zv&U*diYkyM!bb{ltb}s4p?vw8WkBlaRpxVHL(rmiL5sN1_u%Kt2R}J*`OMshQ;{fB z$Mg?Gujprcq80Jfjm@^tOCmvC!C-j5Vjzs|HcA?p8w^iw!;~z;a^dTpPJG;h zh%sblOff*~=i=R>#Spu0ptY-*3(?ocUVi#267~ixT<$Fv07j#C?$W#$1a|LNw+ZUj zfLExUprvgAT=)HDxL5$43_4A7t~%GjH=zmM3)}PH{*0@>4o2m)BKwLdLE%mOsstqv zeW=WA596pK$lQNCSO66r0p^%injfu$s_%QFoioNPLvPx z<1TN2vjWvMd-clTO?^+qiv4Avm;5>Y1Uf$LS@bjS8v>}e`FFQ&395ii^-BATt#I6w zV=QpDuniWBPb|(2Knv4{GZsxp3v62PYetZ~B)1|pM(GC(5os24|1_h=Loy5@$;Fs( z(9A#$b3II;ZoEnGh}aXTWQg~>s|}0l+BiTvaMZ)6**{O}>!gCHqS1Io1W>J01A3yD zm%@O_Y|e*ssNhZX9Q|~0EjXJ;XWYR^72_knF2p|d1AE@mnkx_t*TlruoA{yv|2+Sq zqf_!BRJ~{8MN|qZHn{JXnBNE!BI=Ivm*uy?Hu}iOE6>lqbvbVg*h&a0{|*Y zDTUuEYg)m)#fZ=pa9X_Iy#**mAOf_qq+njA4hl&N{AmcJkP7C&PH;j)UP&KRmMeMf zRq`r@XzKdmz^X50CnIiGLa343(j&tjLQIe55UIUEAXy&lp|>F$gK;#FVH8!bSpotB zoDfp<_0LB7?6RSs%jpx>83&Eq4LRG?#do&sRyAu>*h9OIfBB*8`H0udV<3-`?Hmo zJz)P(ZqIFu3K?h=pY!T5jsq=~%_{^dVOCk%IY;3hX#R37EVsM}s)WDvaQ1NN_6_?p zRQuJywgbzU_JDDua`^Xnnz3n)jW%SYf%B9%QsyR`+dTm#~*I`)Bs6)ih3F_`XKc5 z+hKKheI6ja#J$WJt9~^?jq>JSMiUO!%p?pb&v7%xg4~9-9(U0rx*F{kWdn}a8A5Cq zMQE;oqS1svDH1>^LFUa`n6>7*%$n;hun|WK-J;nLP1O(5!H-e+&EGQ3srz^>yw6MU z^RWts#9tTnCLa%mtaTmV6n%q1>&4{5lLIT@d16N0YTq32XcJh{fe{!}-~K9cxz-5t z0v_1tEXJrH*-mx;`z6eHVJ&?g@c=unh%aHi-wJ@#OsBM@Zf@@jG0%D zM;YkO>Rljb&<(QT+jbs#912FmLXzt5`GU#T){Q2GH$kA-a7%JT5wuor{Gd3F3z7b> zTsZ@kU}1adiA8Y(tdmUeQ6EtUDMmkj1U{}~2wdjGBXYbSq)PaZ#G5fpKcNC6aL664 z%(NHNY?%IzK9RRdLHisp)>o!p>=}bV^jT+R8`Iu8F!}Y>Cj288MCEoQn5ebEMmfiA zXBO3f$HtbxZ3<;bWPD-#@k=QTTP(IkV;~onABN`@=tx!5_a)WwPH@RBo;tHDf1 zDk6V&h*asEHo$xceB{B$!`Fso`J-dY#RF+C6YzXqkOHM++klD$+K%mU+42&x>lF}@ zIlgLm7zYY%LQjTYMS}VBEuXhmw8F0%{e02msbI9_Yq!kUba2}(c}Sr?4KDE+3J8kh zeJuXcve+mth&Ar5PYFc@ao2q}cZ}en9Iep_Z-c*;yqK;-|JHaUCIgEf|&l=)K&#lBO3GI+k>Ya%Xm@HWL=_Ez~?8VyD{5v(UnQY#$f30@q z`LZj|D}h&C@!s>!0x;!mpP#m>3?e))4-s0O0aou`9AAY_1c!Q7EI)H52izXr&$wfV z#2#toRG!zFpyllGZR$4sSSr zH-M>!7fd~7e6!E;@f}YD85?=Pvmw((r1-6lhwh>x^*HVs0NDv|x zE{fpP(Ms>^cDOpU(|2fR1MHCvca{yWg#j16UBu-M}mRul_hSZAk$Ct8l5$}-jr zc8i1AJuCQ=t5cvRT}Wk1W-??e!aQTXD$wvbD6y!&20mxm-M+N14z^$W9vk(p72E}S zXC+?e!p;0m4e$IKX@Y#eIpIz@(JW&KAZpC^Fpd)qX7qL#G4~%dJf2(lGb<5^G%@!U zKWWEEyU4bn^y!i1Ff>=`{t~Mq5F(={T2Qe~#GD~w%D|^Kzj*kkG)Si+Jo14IFl^kP z54xvLx&wa`7@ezYS2!91+;imuW?+|yNnAfu2x&U z60U@XC*GDu!#Y4nE1_Ywbpf2s$O=D>^;l|LGv17eFa&1Yqs_E;lJvMI!I*xI^)I z=EE!i%mRY=GPmNK8X@-jwbZo3Si$`Fmm+|T7T%xc{`{+gnI%B{1wib(ZW#}%h8=4s zS}rDL{cU*-f+wx=Zwh7>xc>`)Cbwv>GI13meKuJv9YkOla<}b|2n=yU1>SP~rw>wq z^8BHK`So@mRWp^9gA|mceL6`(Ua2qOKLJD@^HEPWHO?IbKo9Y@|04zSYn$ej zwnGww_TSh)T;5>OoQT!wGJ^s1KV1H*m|v7e-CzLxPk;Y);bljsw|s++AG7P|4*!5?x3--EU zU&qgNEuVfBRAUC7ICv}^E3}6d51SG+k_8 z^N-8_69HiAzX<^U8#B5Sk2deTHm@0KXH3$cKadB~Gn|@c3pGGWcSmXhF9M`@9%nf@ zx4~kEpAFIopeLiVu8MaV++V2lSY}2AobKv<9V}H2vFVwLo}rlaqbzQf`7{xpHKpfl zn39MVtd0s&s}kXI&Z#{L`PGm=YQT^Pu7poMK0CP{m2mgP&<{1&T0n4X-IyJ&HIQj{ zXz^$@1XLG}SeJ~(2V4?|#EjuN$1#62UWrigelagBVJ5Me{EsvaP{@qY^VY;meD%g? zLn3F|`uXCXE#ReW@^Sl(0w|mi<0mbER+Ke4k5YPT;m{)Y8#_<5L9hGW*Y0;K!1>%Y zsqbjfY#9?3*(x$C91JtWLVwiTpkM= zGFLxGIafkarR2v#1eRmdBhTCFmBKHf@@Jbjw7{0bH|zq&SHsZbwX&Q^wNRa&C-M~; zz_s$3N@MP*5O-UheHY6vB_7(Gb!!}jfKubAu+nf;gzI0zk6JOW8xpSLX3H9&f`h6D z*>V}ia6NdaTqXrKSc1Pi%A$F`Sk)#HMz(U1Q3 z^D05dY-+`;`^|8%>^gt?w0cPB4>~1)`;!9v5rCnUpvp{^(_&@-GJ_c)G6ivM#**E4 zH8JXHA5t1RfiCnRu#0$8*5^hzT59mnNEQJVvS*LyL%K9?nlvf^%!uKp#Bj{grW8e7 z80bBAzC*MIQYWQ+-Le%k1cmjS9|T5&@-BV8(+DIf-BwJ!nHK{4l@hmYZE6PZ@tvCn zq-sH;tl(?*SPmpB@Wk9!YlmAIF14G#bK&Iv@y~CDHv*MidyFY?vC7XthTr5dji8#T z8_fISOo1OWsfuRj6kaj23`!}>Z!CO?iClTzRtHoTyIva-}Ti&c$UQ z8n>iBCLWpSw~YADovnexPh0kFvu=ekFS84tm)FpW@V(4{cf1NcU@BIkw}VHDo@1sZ zwOwq+7Ivq@mdsGTTa6ZR=GtF}oll1;AFmlXO>TgSZ^3I@5l|FZcH1mqZaZwgrBTdt zuL2%*6!xDRSpZuqvJcFStpugHrNYy(@c%NWI`dm}3vdi=Qq|5TfyvCmH`5anK(?)a z&C79#n7u3h{T3GV_G*T-&eBl!+WR6X8fO_Rr&NRZ65msPuI*6ZF+FgpcR4g`t*+NXCC%tLF?CZzpxc@`-XLxjJ*e+TaL~v-Vq9|>QM$Qv%|n|N~n#aKnawGj&u_vDxfq^Yw7$q zg`nWHZ^h!AHaL=}y(Bpc3zkoQp4bst1L0)E_69S0;4Z03P>!2?N=!jqiYbJf5g$lF zsDU-348`^!=ES znKv~vuK-jSg}aroh3Y7!YFNE-w9t@8ZBX|yTK#-dAZ*L3mZ!Ee0o;@#fOAi@(6_A$ByR{VM?C~=c&bq{umxxhyi@}6(mNYL&oG3q zRignYfN#DztsEMr$`tmOGVQe_(_Wj?^CTPkbtKSu2zS`O{Lu=%2!H3C%!M=s%bPL! zO(4#9LB8IsmL^W=H^TTspR9zYa$%+U7H#t_SkM>pS)Urv2x(4%UOzEQaOq5i)04_@ zefF-u(Dx`2mOpQjFSr{Eu41jHOm@dX$J*O+`zKU@uJJwn!hs4<7(c@Oi%2Q-IZc-S z7~2jvO&?^Hy~~9fyTI@Tm|;uZC-DC7LRl-Q5#FSw|3Q_%17uT~^KAn-BNf6Zz%Lt&NWYkqrEp?5 zzt?UofB~_&QAe=`QZ99*j6}udqK9LTHq~&!a=A>8scR|BK3Y6+>X3X8Hd-w`U{DSb zRb*&oC44(v6fJ`p(fQ7wT;EP8p%q1qtfE+jKA*&yxd)?Y3kQKcK z$R_zV{Mj&uQAn-M{W!941q>1ePsZaZ=r& z5Cm6biAF4JgU`{!8;6Oc!s+nO*`G8sfJaS8*(Ez29108EmZK%@DTkNo*Y8$CLd>dp z4VUWRh+*K_JAAG1HK^+pk4OV(d`ypeYTf{@q?I&hEkVsUs1qxw{mNQO%h205)|@Wv z9cK!ZV-1N3c`ZX8@5V?Ds$tFm3h%??Q#3_tZTmDXoxzFym>18;sSfB2**s7@)V@A{ zS24_K$^7IUmWrdGnJGlh zp$nFi8G@RL4O6hxC+aSf2uvN^BinnGTqN$CS$pYV1JrG8jsK1gA(VoxvlUt?i{A!t zn7>TaX#dFOH~E8vk=o8Mv-D(e_cUf{C%0Rlg_~A@OdupH_1NIstqQTDqF~9Tsu=ltxXk-dT}&nxhI38z zJFZrP>xN6s8%jzcpSW<%2GFuyS*JG%E$=1v9a=a=qXg^=&legdmcZ9X9uxOHD}rYM zbC0c4X@Dg+JNWwMq7tuiidU479|-8yZIa#O59fJ3r}XM^KtWZ0@>uCAkW*^o+daPk zoEwE-{=#-LV(ZBRA_bKom3M6Ni(fS`og4=&Hz6{V#!N5pRwGvPb2^#|HHpz-rFIW( z#E1+WPDE`qAw<7MP1PS~Nsz+_yN3ou21B4(mf_KCIwcq+`(=e6NTMSA{$!y(zGCPy zIDdT?W;7R#3M?Fj;{!RnmLH44%HSI5cy5IbSL3}9!ps2O&sKA5Mqs~X+~dV56#?)l zez}~FM;Lss=Lyz3St~8(d=qERH^y?c#gaL0D~KCR1VGX}%JUked1r0x z@U4QFJ|%vl0wc8Kt(T@_JHRj6jE~ZPMN)+dwq^RL6#?JGAiIW!QtZEO;La66>+ojd z>z{K&;i<8cXL^Aze9&+?xToYMj50~TE~<+C&!NZ$r@N%J6VAzqjrHsX|7;`=?QX{fYd=hT;)+9a)x9Zt1oK9O~qh&i41yEu^j3-|X z!Uzq^QF;p>)q^YPfQ{DaJ1FKIX2`lesTfU^fhmcsZ$+Y<>b(=H_e!BlO8t?PdNCZU zys+WKj{>l-D{+C$BIxeV&@Wz82S?k#CQ3(!gV;qYk*3TYYv&t|RzW04Nm+agGinnhHe#8EI<+wQ+lav?&z&&I7ctkOTZb>$h ziXn8rGp73o`z`4H!6sv(wITL{;@;4L9T?n_|ZJMURJ>$nih zF^uOJ=7ayt0G;Yp`S4PNOocCiE8d=wm=>dFHKm#V2pSe>C?G0hS#FPu+n9$2#H%g1Z%<3sV z8eqfb;|7VE5nwoO>evIXd|_OC)ArjKA@(Bu{D9VmLNH2C_*QIJ1g|#h2i{Ra!eH8q zJgMh3V5|M%(kbgIIK@A)&1*Ub^xWf~O!PJ;P!En2I0i7U)?oT?Q|RNS&p7(5-$)Y# zT#X58c>1gfrUed}5;!Cs?8pGLttIft{@JI{F_qALd+qpY!Dh%vBPR?(+ct7f23oS` z4%zxh_j55+-CVqT97en>6SF;}Y~BP9>2bG)DU-#}|;@#26Tc{Pw=IeM)G0`XLG#(QG|4Z886N>G;B z?wa)RxG_TwOz8@%>S%+5jcO7ebysN1taAJc|7^%CQp@HFbT?pN+)*#6L4A2#G=+ zWCy#~h~DoR%Cyyd>2ju@J()R9M)X{kiJ)mPBHEbi=NQ!0LV!iQr8R5#Ju3f$4ib zzH89E0}0q{nVq}^ozG!F`$Zb0<_SJ3P_2d?Pp-|Xc~=8{HE3Hfp%vc$;!Ka({Se-l zJ@yVYXrKii9HxJ^h+rb>R?zoR9RE;G7igJJ6M>jW16duS?6Z!b^xiIbVSm2S{(LeB zkOnyX-QaL?>)sg=C{Q5lRrXK7;@t$BcN4g9Jy76Qpa2JyNW(U61YDsAG#MawwrY2y zTQ~fA{f^i$p$N9D58gJ+B^^AxSL;n*nFZF(@d6v3WWleh;H|>4)i8cr=cb#`1f>Ul z*wpSR1+&6o2Mzp7!OJn$6dY>lao2TY=J+s?6aR|bV+0;AjhO9W94~lO|7QTRUfwLe z{{xtL{tXVZpvZqJ+{ujYKefnaflB;ZcG}%5k@AlKGx;Gm{Ko>!EKteLK!` z83Z?k{Wu*jKS*IZM8V;Y0OqsluP%fv|E~ZdvQZ>{3owb8G?>Iaoj3@fq!sQazg_;U zfR3mihVcDmyYP3%5^P5I?*O8VftyZeTowX7a`(FXVLs-%JaKEl1@0S*#O&t*C z4}l7I#-f=8R9S)nOH{y5dhqSagG~X2Z}+X&BGmr6JkOecSv<3V=6?aOm);Cu9 z`q%Me0cI9pWr1e;<6ZDcUTyFG9%bV1#1qC#3qQneFAFgL9mwqhkJXb+VlFNs*zc#m zm#z5yUg7*{s)V5!Ucc;lMlU~;pyxb1EWpfeH+w$e`?2FboB|$&UHLMcMS}D!=AiSRUH+c{-v8wm*`!<}5COIvXu?#?|+%PVY# zZhzHmGb~IBVOi5_cPV7^+&uYxI|q1IM|bZlEP$$5E6&l-CJ5J&Gws@N4_qWnKlF7( zz!Jfm=HCVG!LhR$g8pb>R6W{ooDNz$ubkO?L2hO-tdV*CZQ|Q{&~Cnx+Pe@HiMe%S zQWjugjhak}RI(7Oszy+etPYHYA9gUQEVBuWVgoZmsps2_iHt*f;#0UykRvlZ6CV)b z9Cbx5q!#9UJpDu*3+&l5z5CZ@H-p%(uKbWws3gl##78OU>P*_>6IlegxotNJKNUe@ zfsMqC<|gnwSsr)QDI7C6lTd){>67#QX({cSpCxD4r6+BLqz06uod&VG4bt_K&$nKMj-lzLf_CFc(AJQg`90Ad@$ElwUn<0@9he?ep_3>ABUOE zXDY$_%E0U$UPW-O;;6&%-Xh@S$o6##mBKCky%!XHn!vQjtN+Y7KPd9P*)-!-7<}5g z3fx>mf!HDcprxz`#N58_dq1}fgqBV=)HE!?jK-B8CLgJV&OFtrK@-bitVhg@s-P;^ zLt1HFH=$PxmJ#U7-CjCMgK#04^|Qr^7IJkSnh-^6kV+qALC?_wRJN@1=74E4#0t-i z6P}v~v?Vwy>fgH_T{wPp0y8#4_s7(KGx*RUA4_ka@Uky;r=L}PV%77|dM$93-rH$DEv^X;`Gi5T( zEa`y&GJ?lY_(vV2l99n@Q(zYwoTDfJ%DKlkT|UA9RFB)hl#JLNSqvK}z&aPEOnIfb z`A8v*B=LfX`{4Qb)tHWSRJu+fE7F%>&Z^W7|8m z(cO$Viq5!EM^p*YA(x!r^3ucY6Yp3P_}6mZB_qPdaK-Rs%s6iN z%xf{zE(^Z9A5&P+S_iV1L^b6I% zHHw8ZI55oNdIg^`T8(~_(K571fZ}k@M9+hFJkSVE2}~LhFbam~d8Tf1&P8*jOSmGrlK}`wMC;(ugU@L)igj>-Y@qE;h){Ef zQ1h26#O0}Jm!>MSiYIYe@pJ++_DChv6$|?LFk^zBBIGoI7nK=|juMnbDJqniOhC%2 z@#;e;5WJHoc&8GkQC^cA7(+(5$`r!M0E^SYcFAxhEcD!exMr^gMn8<_%B|Ry27JP;=HB+qW*qN@vaf|5FIVFub{da z3-n$NQQrb#_~^_>D;8jh=@3sy{L@=d&wJ*+RY(oE$}eUY!p=Zr{)<#%el9MM^3V#Km>KH^odW7WN&Pv=@e@wrZD??EIKBpiA+ z>u4z?Y1%p#qt&;MlD3_rekpJrc0I10*8T zh_@ILphleK+cl0mlpriA>jWuc?3KBv%S26yPVxh$Rs{95P>+z=R}ymy`;nBj`TI;T zAZt*|4RSFAxHZADcR18IEh&y9SIW+W>nJuO05VP-V zN@y*-2)7%ypeGk*wq2?Yi_3+HU-nJ>nv)BMMr{-Gld4C@2)~aecMC!F)}00SlnY>1 z(Fy-=s2Kjld%u6v!U7m7u9_YeTt++eU}i8)EKnmT-0}cxxyoeHiZYHV;x=^uV80R3 zxn;ZJE(BWXtj07rz}-7y*#RV$t-q5bgao>o+c#cL4sCwvKo;6n&UeScC-5lu_NwHW;JhgXi49;yu_d91wRO!He{{e$}x# z$JK}n#ZT=mMia!hNq!gezDg3i)%l)n?lU1qR+V(QjkF?^W*mPnpQ=l!rh4?;e~pAM zYRZH&ow{G5PgFy6!fGG64ONgtI(H??$an!|&R=)?V|3yOS(OrAQv;N63>`-NNlSx=ssxqIzFmz`3Q5s(Wv0Er z?V++>`3;HZ^1Hk$_twF6szFJEmpASF5A~FR!R|{NcA#^>!}4cYZXL~VQdH%*s7e7? zs2oU(S(yXlNCCcjA!Lf5)*3BV4lh)09b7!L0eq~J)nA1tz*oIPM(?gBK;rFvmc79V zkel7ITnVF1ZfK}q8geur^doK`kFM6Vd{*JJnh3#da;V=9| zCeD=jjBrBiClw-u>=$fOqx%6hlJs2Ol<6N>5-)=B14wAIys>soXJiA6R{q>Fyf7K| z*^(iY2*CR(m7Y0X!C2F_!G*2U&TgH?0e2IBJ#oiWSV&n=7r9>aV6oXUV&Bb9M zjgZ^go_Fj;4kTNwSZ-N>Wzeu(p-V1#u{+$DlU-|Z1%q^$;*8!#k%?nVa+wF>Fe?LAg{|0y|9>pniv=}iYMg4XS z*ubaF@F@cvgU?9cvd@RvRAz7)Od^pl9KQ~HBd2r_itrGO@W_W*Pe@60AQj$`!Eus7aP$0|U?v$Mu<`0`2z0cyvj15GN-bNitX`4_CmTo$ zi()7Uc`T>B8v!GImCmp`)o^-#;;*+jj-ZGOIi>{V+_h1KzTOoX1*9xPmFoa!n9OEG; z@r?|?vxYEW2zs<)y%6H4jNKv_K8b(KR+(zR-qW!)ZH-9e{AQ>5Ed}Bheve=HJs%7{ z^C9F`1oue6I%ZDaJA9(=^D86@*jIdukdA|v3dI@4tykc#<=CO!_x&K~&D$d%PyxMT zb5(XGw&SPgKbwC9uahGSJgk+`N_h)a4A%P|AqGK2JdLR;vZa5jM$f0u@1x&`m*2}A;Z*Hjt&9^UC4f}xB_KJ_JrI1)` zYTPtN^>8_yU2=VXeo+bNl&g7sa?L~Hz4+Qi(FGuNVS}(QX7#RrciF)N?nCGBr2e}G z0ifpja9w&?5O{qZaZY7JC1?dlXY;(O2l4C;QYHLYKZ-oH?e(o@IN!7W%CyOt!Cex0 zF{}$6mB{r0Q$p7#eAppfbs9jNtW8INXiL!T*&Gvk93*7Lysku~aHnTXxz+(^sDcm& zeqiqa2I}GQ1cP1uPa2`8p)esBBTkH5a_~_D*vrL78B8Ym1Q>bYx|s|SuLS)^qh&Kw zT0nH)*533{cVNfK>Cg6KWY|-;D6Wf75d4hXovd&H0oEt_lZwde8l?BLHAOgR~X4@%aB2HR<>-}hzK>!HP*o}V#0J@xt%WqH> zA6x)W+CnYQDqC5A;_pBSS{y6ei!RSmA;kZ(VF(=J_R|0&3w*KwDr-57A17KkDKLAA zbzyAcoWTl3MxpvU07Jy|(^+|&34;_`EP%)YzwGa_Knk_G9x8;(=EJ8%?PLZ6u#7_W zx4&OLLH$6t)F1$&PgeQ|sWATS^264AwicKLhLbv;qDx* z!2r-7T1+cDMl88AVa=f5kCpzj^*6}o+xyXYutoark@WH`fXD)IERcx%e|N@W45PFW zEjK=@IT%16B17#z_VX+d_;;X9f*=$p{c>BXJ{W+LpqKyM{(qel)_Npy_Mqb@$Ny)` z+YL*9{6aBwf!Jk%~gYw-SOR^WHPzvE@0UC`0N3SoBr+4G$x zPO$AMzTcPixe9nR@9_pc)g5&Hvu*zGeqUsC{j&&D?LqC|pDw>CXx3O|4U<9b54-&T zPXWXj6T_z*%)rrWI%+PrG7Zj!Pg=4MEdak3W+)2^Rl)N+sUK7=(30oY5BHrnDj}US zM(j0O(|!og&JRKBAQioUF2h@8;1~At?8Y&e-5}1t^+P`F0O;HncEZkDR5i@us#%B523e`c{wDaXPN~T0pfX9HqIyEB7Bu+(i zEUR-R4WS&W6C zRv``E=T%s+`6fDAw;9O#rf0Mv-F?E_GgZi~U;(!&1l24M#!R7;0jPMe8^mPn-lqV! zG-zNl+SYziX&WX`4YDL5lBbmcsIUMrt*U$4nnLKn1V=wl%N&Ixs{(B`UcA2hiOijl58c6JN>RC zw5J6w$2Xd5;{fAO_Wf~rsBoj!SILad&TCgAsLZxDb$UCxB>Qo6zQ2BN#4R|bK zcq;@`uvukA7jo7c5q|FyafrrY0Q`FhB$J+_P2jyqm1mZC30-LT+zCk(qd1KQ_7)|; z4^qikT>ux0ck&DsEr2$~SJBZD%`n+vlI^+$p`cWIW@kt79q8l^8x}G-5F{!uZ0s~{ zf<;OFDpm(`QBkd}@uL|Tw|cI(FW9ueox0^0Q*A3iWZ9&Nd@nHD_YF=lOo5h%wGvxG z7cwH5f`Bh`d~#WUcQx^Z3UzLUfETWTFI;osfO&1+(F2Vjdzp8+4iXiL$!SG9{CFYp zx)m*qq?Py0Qr=etUuN8>X+%pn8ExJLHaTT5TQ6{5T8ZT5Q*6XH>(}eG`IAK9s{UyF(kL@cNTbxU3|D3cDJO5nWveP|+lv?UsaD z)w0xNM(FC{RF1%5Fiw(61m&zNHj^e0$eGf_0$VG_0@sKr%Mmd@64wM39D~yd?-D@r zioQbGOjK&UvpuqJZY9|Ak2=M*=>QY59&o!1K3)|!5O`Mz!%Ci&-bM@DXWO{(k5Oqe z-TG)>V-jW|Mqb$XBRB|hoBG6um_)(m2h%iXo{WTxfsyT%LL8{Rc&7QTPbHicDkTD+ zRYA9{+DDq0C2Bd7J2wNJ~!6XvtY(mDp%yNI>Evm#SsxYvGAn{MjeNuE* z=wT)!w8)ZJNM?z~7!ou-)d8^-AXouDYVS&=F1EwNqrFZaiZJVvwDd=ddMD(Ov?bTT zJO(hJp6;xJf#x?}DZ{Ycl3vrhq`Mhr?%mUCf|+$g5A++XbS?*bxh6MnB&PIu4-Ifd z1zY!|U8;^)xV@oOt~1UNvsD*%ZoM|G71kd))^HH_>xWDrc)JilB!RGeGrI6}T8&m# zo?w-gOu@#3IUhZk0u;xDn0n2s@C;gqQ4t4<@et@vB2>8F8scVMJb+n;B-3B70alU% z(F)oOh-bnpIUjU_#PnCCEhtE4Z zwk%$89g-^fctcj?f|5^Q&YkOJ@Q_k~U?#Ea@dUo3&0x1Kpf_3pt#qF+2=hLO4guse z-;AINpV!st0-=I7bNz_Z?HO8l^N^Dvqv#)QNO0@FCV5#j!V!wWeh-FESZ8x=crm1? zBtPk2Py%n=txjS_xesd}cy3zQ3z61P|7-mo0cQ1sk;NrL!A#iOr0{U>}75r2v&} zkBX*Id!o0^%Pj};bepGK3*qZag4dUDV77>cgos8N)Jl>S=>i1g)xs~MbB1(k)y=G5 zwNT#m@!7V0A)wotAep!RGH4n^KG@=Z4YH1S#mZm=f=ot2%GK9gfLW?qiZ=`4M~_5P zo?JI*Htz1xYT-g}q;Ziho|jYsYM(h%NMjiJ$}5=T!!X#-GM0Ri%<=hXOax(Ky-H3a zoLALru5?O+s^D!#2@zOupRY3Bd3F_yC+|OtTfjDVH1~E95*rd0>m@8M0g9N_Rt)mb zT+W#8D}j%*-fx*;*9^Tj@v@El5%9)MsbI%Av{p`fV53`h4@xD4&JXFSgolrZSq2+m zmiob$GUF@r!T!x-*s=z#@uCj!_gtv}ePYCh5HXBqAo(=2O$l=LV4W%*UBOjbjds@n9G=WIs+0Yig2#7sy{5PpN?8ljClTL#LIu9Nq`>`WnETc)aV*T2xF-axSdhPyz{Cv<&y(FM^@x ztjkyR=D?#qGmYyj8o+yoIb4~>ZN@_C*4czx_Mch~UqeE>zmdh_B6Yawrv?>QqRs`Nd5Z>9dW1;RfJ zc_U3H1G1rkgfj1xAB&NOQF`>6-lLcLv_SPlVlY%3o7O)~CxBb&pM(hKa&fEZYQ01zLh~*igeUe&k}fkc}m>!UF~2SAn9{rMjl*? znw2|p3l}Jh)XB{CF3VbYtI)@Vhv~ne;*wJ6?6;=p4a*5jHSZ5b7h2%#$dJ#^Hsry4 zHBo;-RQx#Wkc^L7;4VPvwR9WIm$w=5ypjvH0@rK=u2sO?NUa~dTR4y+v-5($xnd~a zS;`H~ZG|LP?$@c6aj>9!nBSF!aS)zv74^nE4rKaX#y7vIfVdycwF^zL9Xn83qZ5PU zgi9TZ%NDf3_<;96kMY-lPV>GON1xXN)!macV>?`GPEK;XRYS{%@Mo4jEZC z^!)r90^?-9?I>;nW72QoY5`0nZ$A^7A#>SvG-0Wu`=bZ&e!7C3FtVgQZ+d%P7Dy!V ze|2;zgiq)nvHejle9A6Ja7IFn)B0YC#4TAcJSEz@-!TbNha9ndM_~xr_62|dKF(<~5c=f1d#6zUB72IL~DjsRN|JG_ww|hTrnCy3bV#3f_nKkt-usT%Y znR-Sp1d+)T{+NYc%!?_=H6Rc*ZNnDVW*9q?oGPG|)FbmCQN!k{!@JaSSUG>UmT*ET zp8q=QcU@>i#iY8j{`v^G)o;IU(XTt8S1m1hEH@C`W=$M;62t|oJ_*B^OBMO#tg*GF;Pa z=<#cmA@P(MFUXB7z(+1LQG&fDXi9lj%SFp)3NW791vO;i0@IEt;*8|ijVsntj5;D)7w{iBF41>Ri^S-O9P_5%V?ligBhRl%%H)AIsFHk#>w`RhS}*B>{i8)H$`zv^(W#byk$4su87R2U@=S-^=7XY- zN@`$4;uhcPvDjaHyu;2Bqmwq?)mSGqxgGAlr(-dLK zlf9qLVTe;}>2}T6mTBKs5{DSatd&%IP!3&;#ro;^t8X(!(P@h8Ub}aL!Jc&eJ?Ry& z^PRNQJLygszA(J&sR&vh*K?D;RB#~8 z34(Jw?Oekrq`>r3N%3c0>fn6b&z7SYopkrgjcc5wCd{BP^AddwN8^nQ=-n zXCfDv>jvv0Jk<0b<5MIU(XX%ip8<#ym%X?CKLsN0O16m0&i@lY9RA<1xMd6J^pTSK zV*rr_uvj1nm$z|MJOgo@YEz{)O+tzOLgueNCEX*R3}s$n0mQ%m{uIJ)qWc(&588t) zDtWT6{}F)5vv!pCw<_sD3Z@}`^ztl#$O3UJkb$dZvu&F?VQ$|UD~>7gEI>rBt~^!% z)$zZ;!vYR0fH;}i9%?3TLdbU=fB6GFA^x&o@U1zxyaCP)e+$4>U)dy6!J{w;0AK;c z-vJ2U1FC9<@xvehfK?#=Zh5(z<66e)56+lmEpA!hl?B3BKoB>MvPkXV_vQC=CWz_O z4q^W+BiQBH&$Ii71+wvzW3MD&*wl&jyFyDA6Mt96VGHwz7O^cwhacTKICl^L##+3x zz&8s7vUBqH1)LJVK&6Uj`syWvEJpwI_x*{V+It?z4pKn=>GFa@)Lnj|MJl_W=shS+ zuem|~PWa;TfrNP_JEYAXn z>~+sR$G5o^erCjXj!%|pxcWa@mzzfX>GC{{kEMb(Px{B@SpbnezuEQ(zdz6*D;Eq-`5hFARr$w^+eyrd zu#FSFe5j-N~Rbot9~CI0dF{cic{g%eh{O>n z(yTh-f`wsS(wcB)IiypJvJ&Wcez5i|7L;yHFw2{nS`6EE&Neu|q6swakL6pE9s!#i zQ+7ug1%j}@`;h;~-do3Iv9A52V2g-y*>*CF6>$>ymj3pw$ zSU?KW*;V@(MZkGm`t?_<35vjYuNf>}8{dK3*^uWl;8Unj3%;9tW?sh!prq;ZYZXud z+0@|U;SNQWHB@_1FzjG5M=gMFGOQ~{>pmi8Jr?|Rck91)FK&hnvkLtb9c#duC1Y=BTMIWg z)_-{L%A7bsWm2GJmAuo}HlJmGJn(8C!4QiB=Cnmpye)AC9g_@S8WLAt&UKPr-T?ff z0WaS>rUH@y&=j@;g7rkkR{dZBoek3pwcm9bzw1=ObWYv_W_-A4!pu-(FH3;+Z>PA*7Ka^e3a>w^- z(M8Pub#?QbCO@qK`o{FnTfPk~X>ZSv3`T1)F7gTSrWs>Z#VFER2nHZy3SbUw%Oo56 z@7|`wuBCw+!eh}YRCZDx&M@!5lS|rj>!B?AgX`GCXhF;!tK0dd3BHDLR2-CeTC@lgNDr2zzkIddklJYIu z0&_2J;lH@00!V`z|AUDjL{VnT;i#!vfTU;<42J9#lt61G&3OsKI!mHpnfSGNKioo) zNO0t)?YB_4G+bxz6O0x?3&VHYaF&9LjU(6Wr3RP9oGD*~)wn%a_B^nqDp?)&+&OQ;I zT{A$=c@5l2TdZIUEHHbBrHz`W5Lq@Wx@=Z4Bu*|%z!{9F(Ckc*FLcaZG3Gw_<`xI` zyFUTL`K-iK9r18=-J(vZ*gJ4e!_fC=`&|(GJih-!RWUTxHKadTTL5jjIm7*dWiX3( zMdjx8y`VTJL@zL+5E9-PH{DULqAi3lLy*oG)MBm!YygGnY3h5BABcieMaFROc#vA z&6&axV_~;MnP^#WI(F1W%yiQi46Lhq2okki!Nr&XeB}qrU{ilNytUqO)o>I7Fy^zI z1k8$|Z%O_fsjrxkX7Fn!k83gPQ2Tgxo>mD+Hx(RIL2JeLhtIrHbh!^AV)OacwZoxB zKHo>fJrdRn7ir~8E`~)D({gf~tHF1yP4q6bPP(@}^ssSu9V!MF#;(T|fQme^n7sio=;@aO+M_ zX8(awh(D8Iv*buA%&*?#WMed03J05|cEu6yD#}^9ab>}&ReiXx$ z3fHfE!ofDDjHsn(u^*}F3HXXeYxmqQ=N zv#BP#F*8wSZNQ^*cpoK|z1f)MX&Gt8d%6H#C_Og4ak~Vq;X=+Dvcnf|>=o*ST7DLPjms7k`^WhO|%cPvzLfF`@p0)5`Js4Q6-f{R$ zB?ztB(BC?P1r(4}Xijud%zkwOVVHM(egp$d2r-IbhCy%0C{Q>oh#`byttQvgnarvW z0PK4Ql(5k2(X;X9%3YYnxi9|FRRsKO-b`EjW?CtHp)AHQ%XwZo7w{l~Yq{K+rr9i* zZDjwx0Ifqu=fwHXAtFF`iUaHf|+CBmLyoq8I zHFs?ZDs%Ok32}dpMEB*WPM`$q*K=qh4o5Y(Fn|SB$esNJ9KY~w{=!!X`ll6_pH^&# zG%ZrIUJG*eH&re*G{TLxCl+>Y-B4_}{r#?aKH#}h-78l*1PZE*%e8ERU={z79r*}+ zR@_ync6!hRN4~$_mA?ryyF1R`T^i5?V+Djm=OIAalPD?v36;B)f{E9RS#MSPI)KV` zdbrI;x6>H_GhrRQ9BM?oA|0>g(aN?x<%3^PGJK~j@GC)nj{9j&70iO3H#sbKIubaf z{l7fNENE^kulVk)QqXuJATz+h0zr!4ln14n8p=-=H^NQv)e%ksQNW{eQ0Qwz7;NBJ zCL~o54kzD7xZY|nfs=(5URqd)e78hzZ>@GVY&{z8K0U4ua=r9E#=R?rxAR&1uIMxY zRo8!GPFwk}QX?n@yOst6WD3y*eKm#vkYh&^Hx!X@@_(7-TSCgb2kDEN;gj{Nw|mZH z!X^tt{Zz+#m>|vn^gSv&RVG*Ef542vpH5qQD={-Kc*SEoon{s!q-=3IbBzT)WB2tN zA1H&$O{2%zer*MvBX(=|ta}Js2Nl-waX$jJl3d%6p@*=XFVQL8y$UW3ttl>DTn^C` z(GM*!IchlWqr&p5>I&{7->M<|`UjDzF}0w^6N{8UE5iLN|M@4JnuIpz(9DF#>VzSs zEE6Y40jElcCEz}5zPy5%t;u0&PFYd)<7Q+^U*4+C!P324fP*RgGfy5H=~r-@*F zsI8LHfWrsRQFM1G(JquyIZ~+&$KJu|t#vKb1C@^`O&6H!~4|i}b;Lm`>r z+zQz-Qy&j3t${1P^=7h26k66YbaT3e74iO)fpk};2GNF#KALI->Ck(vN}L#P{xo@a zf+ewzT-`x?f^1w)8xzeWZ)sN>RH454jZQw4#P>FReA5i+aeMQ98tR~o4`wEI^%D0&;CLU;Cb?JadrVBx9h0>1oNFgkO)t5#qx zEcxi9Sj(FWf^|u=ErO6BSY^sHMV7(ITH^;2ZL^6ADVK>AE!ADtCs>!m#rCA7&Z;#&}(Ypd2ch)5C;C)^W+OKEn z&+_U9yR8lBZQEmE?XPAj$Hi%IU$>|0!NU~rJXP(t$i5ziueC38G-JWk6#|uCFrvoj z%Ay?mJxy?U(VWi*Cslx}^Pbi76KY^KIXsp}M;B`UsnhFiqrzlFGXQg`1-%_%iu81=|*gB@Yjdqm(d7aW*=ccy~DabT}g+3(%(*XVK%F z3X{In!9LOfzr7mj)_wjGalRdlC2V8`PD2`R47#n8rsCyq~nRse`^gZP7z=Rq%D!gFuJ5 zZSZ4%%);ic}amQnpd`^a1$KiHduUPXl*Ek+Q@0q&n z9+@;qu1&i!;ZYha=W64%9;k+mFZFaKFauHs?w$2YuY{uHrUY5tb|f4`T)G`n4^f>K zzGGK5fI;ZC*xWj6!u*?DU(;<(;vpK1guYZGo_r!hR2S0i9Vat_Z1tT9hD0%y)&L= zm*&BNV&5~@?BazH0(BDz{f2V>nWua6IDo>;PBz!TGlT1D_ zZbb(NO!(l=0V>)Ut*ejulOEnhu;E_X@aLQ&xO`%6whCs2uBXnQTd+PeIG0oSHt_ov z-79$+0bIFfmM`7c2vO%Nj#O+b2BWjj=V=~8CkT@8^R5jnSKCXOPtF35sTbG$AS!4_ zfHBteI0v0YILHZ|V5k;h8me_*9C{KM0Fy8#y2c;5IP|;~{Ps!u?~}yLQzk<-8xvu# zA))D(o0Z}Wbbztg@zHF@N3`O9dSl>@@gY~fnR8DK@_l6(H zh5kdM5;9-r!S1Q>d?Kbt;P)jGQ7W=aF zECS04{bzUZ=(NxT=5N-7BpdW`QOqD!ZuH!+O2-XtIt31Jbj1R6Eq18K^un&3O}Q4*PGA6 ztZ^~X<@zh0fT@oDyKi{k94vbfHOBo82>ei*Y`HcLqmN9_T`H)A3|Ez6ucS(lDy@y2 ziiC-SlcS?n&TIw2#doG`JXsIH7m5?R9O{8gTsS;t4M7d(V>Ah>e#NEE93M%hT|>9i z83I6#>HiF1o~wMq@qYnk?D}kAnce;sV4j2kv*>@yP!(k|R1sBWf0hlDvVkW2dUwl0 ztf>8sLKR=9CN`kK21eL`2le8f4aCML_2;NFkZXy?0)shV%%4LT=JO`#eWSQpjsbiT|K* z)4)~H{4GGWaQId4t|t;B0A3CTU}ghXe*(tnO~edGVgFPZvY7JWX@M@Wn*CR@b;mpG zUouqLKq(uj$9GM?UtA9@*QGa`O;jBTQ2ixCl@0K+i2~%$xS&Zkm-Dj~rG9F}pZW#9 zqCjvm3RO11%mzT&fEoFD4h}2g?N^6A!l5c706tDeq53<3isMePr_^)l5dbU4KUAm| zo@+8m@sb{~|Np5%)pM?=f|>r35da%oq58Y^ZxKyznR1zj_*1{e{W6Q-{2PTTwcF@_ zLOqnz;nP@qCkN0cl>hVshr1!c@edWM8$~_za$*C_!t^2syC34>^82}Ipf^!0>cLJeLYjGN~Jz`V|0#zna$ z0|XHqG;7Ai1`LDzx6h+RFtf}C#@WC;dwuX_hb_-F2(Rekqyu5fBM1`g&$G`L_J04< zb)edHbUe)6Cs^#VNNL3Nlf62>+kY)z0>|5NtB>fv?9a1-X*R&kz8;aU*R1gZPhH=t zhZm$r5-gZ6_}%Xx)IMjZt~z@}|69&{o{wqgGcEgmf{QdjeoTo_St&Jwpu@cVx7Xi| zt^(m7&Mq3!fBxy`J%^t7MH34~5CmkHFZkW|_iU1J5fEE4;`8j^7i9iNh-ul!fnMx_ zg=x}0-SgB(UO$=l|L*sFj<Nj|DSQ982q9xEQkP(BLCD=dj(@Tv22Wq%I=a`GIODR4Q^mL$I`8>E zzgCeBi{isF&-S;%sQuz63oUD4;U{75V}lJ~>o&N}7NvN$m#@da!EhomDiyH+ZrT_g zIk$-gGFkymXZ#vq$biFduGvGls5roXPbwLfg*#ep6HI|~YhSz_hn`ngzMR)=S15&w zZ8f_^j}(IR*QoEeecB+)hVPCJO4RBTxo$lZtN|}FLl>o~Zuf{e+l$qST^GzBzu+YZ z`nZV@7@<4mnTrLnQ-WM!rqY&UMg$;EdbJEI`_z-@BY4nAYH?ffiSm}vhLmc$a(KT1 z4xv+$dG--wH2HQDJ^YQn-6gb^N=`!Wf zH;$2}=Bm>b_+VyxgoNqsN?!16GNL>x#+n$d-|=FI@utpa`;rl!Y;V* zazST=avi-riyI)wb#b68R%90(dFI(|mt} z_5H=ipt<^omdV}>xLe6;?^n!())VfKPXHU(f1+!BQ|4J*GB#Ln8!q zb!8=9M@dE4*UJy5*3eIk3Kj(U05_{ojec_TWVUMygDfI4LP{0lz#sR~_gk~SOGNBYkliIt}jo^#Xz?oyw1M=mi%9kkJ&_f=`P5wggoqhZC z4P=fK2RGh!JJA5DjlGr8N{KK#SYnKbxhG_m&wA7^=MT4^uGRm9p2KyEkEmo66+*`N zq@p~N1h6@(F7nM8y*uL+uJ-lTL*}$44(_h##YTE-Wt!6xLJ>_y0`V6qVGe`zu-4Pm z?NkfmIfaaLK?qsddYuF66w{y`4vd@ZaV`nN`bd*j46nLS>2Rjf0WAqqba8G29o(8! z++OuZ(_NNqD+P!4LfiJj4mhGBla=-A9tfA&@a(pE02BScsTmYbA~C82R9>vUoi`S}E@!%qJ8Dt_JHAhI?MI2pe7+ze@nk$`@&()sO}_{CTBq&K zHHw2BV|(XZFDr+qzJ(8+##Di3NzsZUOUvL)u;laUh{P73>k8kzqYCaH8eJA3Tn7c4 zG>SH1W#e1y5 zI48oR97y8toe(hxD{bZ*9<0oXgag8L#@8akp{TScIc!b@qz;X;xaL;{MKc_S`bsLn zL$pNav~oT)D{QzwfJ}+K%92M*CCXqscM<2ExEe4eD~6jbh?hprhwJz>2)8Rljn!!_ zf^;H2TqjJZkpJ`Df^ZZ@x8hTFgbr`g)ics&#Lf$sw>#D}fi;zyodMjpa%~E>R70^! zQ*&EpB~xi@fuZ#-IAi#q;ds_yVgWeajM{z^L-X{i6Wb?f<-zDc&Mi~NH^HI)LqIg|JKU*X|XWC|Nt8-E#P24BVY@?$h9cP}uzGwe43{7_8eiS?;|{C9wJ*i8cgL~gsEIJ zucJ3U<@MiaO1L+gj}5AB2B0*058xz5NeO#Y!^eFC9+x63fIqaIlNHnq1LYIqQ)5}s z|0Y^E>S_U$3U${`{#A(gMfa&bMMc0$Z`RM;+Xw?5A{F~@BQjdOgnv1282mClD1Yie z80137^$m7ooH+A{BNpVQg~{7x7`? z`AZfGpCVFEUEc~}^ZP-&_k-Cmnp7Iel|$1L(%d2!!>o6W3I0$HNA{kL6CCppn(g^! zX*k?~3;l06evOX+PVZ%Yk=c##HY{gu;-Y$(@?uC^VreLtE(om6#4yt2zPEyTXDh(r z^-_N8@CL@B!HV{}RA+l!GM<-~qRjPd4c*_AHqwlpMTk6*z+w_Ia3~FL0faJ0!kckc z1*tb{fDY&GhEG&@GoH6qpLbS$#_JoUwW)^d9;A8n9q<|FS@d}F6Id;!;kYR*5?+(p z^oh~ncOdo#pGGtgnG4?t`j^0P)}`wAbE~1+EnIGhw+!+L?KUU*24KZ#MIAy0VBut` zAJy))jCZXijbu;OpzoJkm`W(yOa3ZTsb+i0<9KJu#}{t8RVYnnm{b>oNv&EX@V(o* zu)eGq(guEFoNgn$W~A(QNGnn<427hSu6pRBq)=&4EJ~)ap~tZU_fi>^>yXmoH%)c(P6D#%(x&*hp|+dPq&j9uk!utnehR7O<&9kT$a`d`WqjmrKeL5aN`>_1U#&rWC#BOzw1|Gnib902IHe(0 zGSh-)ARM=&w{MjpVJmNv$7j?5T@+%P0ec>HpXJ-#43o>AYndQ2<3M>q^nlB=9M@+# z#XwoKH`f3ea-p(Pv63Y#{;Y=d`Z-a)Oj6@-Wd!&qUg zM=t$~iAaqPc$oVshdq5hVcqmq$n|+2kO8&PwsEsRHg!)ziKj8={zrQgt6Zh0Q_2uoJ$pAF!|Cnjj*||XkOV~b zXOF_l1lW_@mp?E)5tOcT2fF*9b-|7bw+6pTSmYF_wh1jS?7db+?L($;(a{Jl&!yFn z`ufTHYu0rP1KN_fSHCi@ex(Mn0{@M(&|;7)QKq$^kt8}FlLb5XUUOcG;mUf8>Sr6ZAtQRyw6BBM-wdpHc;gk(vS{VS9pY%6z*P~XGGz=4 z1eT9>IcZo9Mm_!)IAU5st#s{JbMGX0vcs%KST7O7{Q|aDc_PCxL&#acqYOlwqj%;X zM-SQ+>3J{F6MKvES8=T_wAv{;Z^w^W3DSdhH`FTXK!;>Le6k>V$qZsdtSC?aC0Yb& zs1cSZLQsz@?dAk!Y5$c$veQ-(1Cy0_BUiQ{LyZ)#qSW`+xRmWg84NU-*~{Q_T(wBs zx8tuHA=a@r&at)uzQ0%4XoZ#*n@HtqashO$gub*T6)@fJBp9QowO>PS|MQjG;8>iZ zk^atG;F%Y%x=RDCIw)`aR#+U$=jfDJ4Gq$1{>Np@V8#U*Nu~NqIR05zhsO>>4QG5? zxeJ*FRM@eEB|%vs;qxg;@HBN>#%z}`!$@S9N#ab{ak(ln@x^kDx%!PjS*t8g2R}0V z+@}^?hl^jFI9drUq@-7^9XMxv3Jnse0xPQHmV#i2sB?HQ3(m=jtrS2;Txo**rI z=m1)4#a z_i}6MTyB8g%iOCzxuyd*6@HGHJX1>Bu4Yz1==QMup1>SAY$-_@`ZHZP8aOIivMJ3f%O$Co%jY5ez*X6STMB`E*3TYRdf*$j=nS zacCthmX5jlv>TL$o4N^n1jsFkF#|=EF)MDEzT+W7%dl! zLna9O#k9fZbNd&6ewYTqHB+a(eV+_-wG5rtx}`vV_>*Zfj~2tO<)4x?LeWA;?6i&0 z01G50-1snkWh-1ZJQe4F^&P%n+-gsLRRfpDwS)J%EC{kXGmoW4^wz(BB(_?a2&a~r z`T>UpfmIPDpC((vlq!%I5hSnD=R+f~kVmzQzZ|NmD4-gckt&6zYz=gFPG<`|d?JzY zM4|?Ap4ntSvuTIxq?Np4J)BLSoAMSj8bF-i@-=4{oL})sq{I3a$mW?R-`?W`;vG)U z$5r`4oaS4?czX><+zboKLC*`sO1bccK+UWFPG~ zK9~*#vQs__K79awuV)TkKlBhPlrD{$j@Ai8;Z~cu-i2`BqRpjRf(6H1VmHnWYJ+-} z1%kfLmEg>ONOcn4m&k}?H6u%+ml_YN5%joNnHk41-s_eY^s=}eK}C{?m=IqX=7bz| zfzO9KA*8p`6A0Ka{6oO54z^PTktSH(IcinsC}jBB)+yOyJ)o4<^25z#WmjHU)`}18D`Q1n_Y5Ci#U;SChpa2`VkrB7wp#M?Y5pbz4Zaq@Ne~nCAtSGQAxQ%<(B?tVz}} z^~A2#e<*$U&25jeQJU&E9)|mZ25k%kS3w{3Y;AWYkvS?M;wjux!IqtovyXo!6K! z9<98{@$qFVhQX#zKWEQSW|(b^wbEzy^R_)>xwML?>;=&eb#?G&-R6Amx@p+~MXttIQVY;9Af-dJk@*NG)BFuz4Ol?mUEKHY_E$PJPH^OPZdT29zm~=^97_*J? zqGzl+D%1jUL$BR?y4!#vxRqEFlx0-B7U5zt-o@k`n|ZW|VY*o|OhkJ|NoPuQuilPs zH}%jZMQZSppp$xTD1+E6r(M;8rO;LCbZC=DBiNHsMs7F`^_H9HEtiWHnI+Qg#`!Q; zv}U&pcP^|eED8AWs18aWKgyCy4~DJUyVs0g5)2Dfc`r1%1;d=HUyRRI7D0Nd>!g$M z6`-}{vg1s%LU3zM$`dKYdUJP$eo9<9h^h77`6X2gl(oGYGFi#GKh||fKIha$I!rx8 zfL{NJ=JfI6W%oB@f@8Av*==ayXt7buYNJ>h7?4*3U1S=r(p|?hx&)BMgqe2D@U8wL z&W}Ljkhk(7?*~vaS?%ayv|Kdk53vt2iihvzs}x@@tA%FgZQtXbheBKbSjXysFp!?! z?%#ba46Ztn(m%{Fkr#M9mK(48t$G(zyz@XhV!ye=l?Kpxbz;^p{{mQDcqdeGs2q5A zqIPM68G(kMm}$g>xeseIj4A<|Nfr37tPD!Qv}rXlmC2s^P&7gOyZRjrws>dKF|`49 zeTZLgA%xE>=DoLX>0*|Rkz|*VB;M!lzrvXXB9t{uKBy^(u3MV7UClyh}>Hpitf~`GeaJ_J`Wpe66Yg7%T3%@p&CY`5bs?t<3^X!6#BvlDnXL zeq6O*Py;k@9ZNJWZ>H<qFo_YQ@Aq*xuE4tu# zW;WG9AHYit3RHd31z(doW#9a)rN;-AFM*0KFztbpWceVb88oSIy+-iBWQi@+d2nvf zY*=`%Cd{V_s$YFe_jEX9t?B%(t2?`=?ea9ItkmUDzTuf~ml^QeiXO*bF5$G;!XHc_HZy5D^ZNXMdtVo190(E% z2-GD0ZM`^D{`fqbp~q(WvHK(WHNqaD@b;#Z)7BfRBbbuxpZVSK-zW0yTL9Pczhzpm znMrIb88%}Szdr!SFkoyLd^CTQ%*g)BtibPnpX1pa|6QEIfBXBt`+SSv@CFAHsS*9> zpKkxc!b+Cs`0<>WRG}usL0u5NEG2)$06l z{MpPhHe-s-+@juwroTgXbt*Z}{0A!^=KI*pHa5eE_uqbJ5%JdG?#xK}rGLv*W51vM zyKKfB{WV<>EH5G1cU*oXQ*{JN|D^ zNm=IE3jf!~pF=wLnVpirf8GBIt=>r=4qZCp`orGMzgz#{^@fR$ZN&cT{+CN6McjR1 z`d_cV@%Y^*tQYD2hwDGR1%GGd!v8OV)m1#k|F;pW*kShBe+jeqWWwwdnK1jFzl7Om z{KGJN<-ZBDU-36#_L6@IvwuV?`Th^W><5=^d0?Ad4?ogg*2jV@w%$#49K$+z2NT*F0=IyLi?+!)q>rtHZrL{E> zKQv?W;RMXK=sex#b*&b{W*-ilJ7f;A7}!} z+2Om#$zTX|-%xVLwtp2!XPx)1-yIwSqY4aW_UA>xn@c2P41wV9>#R=g?*w=2mYtky z(qUGHt9>AU1$psV69zCWrc zJX!C35G7LVY>hJv0l~7yBaUCWf)4eyZ2+On2>#573fQ7#wMoeeJ!o677`m$fVoqJ> zoMco6e1`{kSE$v)G1+lX6{bc*|LE!K`Qu}u#odTE`2AhT7?g40pIZnAbuX#r=oi50 z9?45m%UPgsSIK;-e=TM^Of5BdRtDL-1>RnM&H@sioNr*kJoso56o17=msxKi#u|jN zKEZ+_g=fx3uWi!Fr4I`;ay3s%ogTrV2O8!oX>8e31s;qhwrw;fu2|IOfDiCR@upi&O8+ZnvHvI zsF+m)cjB*^)Ah?CWTAk+$K)bNb1RHm#nlXspA|Kx$yCGL$%`~6w;&*kmg?W0SrTI? zvv>{S2U*xWs=|bEFQC2kb*<r>d{t9|~xODHL-q8_pNRF31&-w35LD$ErseZT- zrq(VKScBFs?kYkv{oJbHH3|GovLq28Z?E zPz!!8MjP*3$%LR~NAxs=QCh}r>(`*v1jpamMqZiG2#3i+$W3eF3MoCDh5#K2Xn8U~ z!woUIFtUFwU0{gXNN>klbHe^FVfH`%Cd^*)|D!PbGk+6iKb;A)FZ~~e*(>EQHnTg5 z*&s(2H_44nf^QB!-d0Cy;Mj+YwzC$O!QMIZ&V}v8tR2c?4Esx9Ph6jLF`Swfn4OVc z0O`w2v}c?zg(=<#+?+0An5ERSy8)w zGNARzT>p&t(j2-y3GQMhrud2lnn*!CeDXUFHW~uWLxJ9Cc#vr!fY` zdkBIQ_U^9~CP=}*c8M85DM_Q(6XfEAuvLV^E4{!NjRv5HL&+eQ@iwV!aUJ{^)g2~{ z*BdG$^+zK#>IyaK3L(*t#Iv$X;qukTXeNf9zgM2ZW3@8)BypS97~l75dhVLf-D$ub zwOg?6U=qxGo+zxgA{k282P?MtBd{}ia+YWz3tmo>K4>LZ1l6O2myZ={h4-h293#=o zdQwO8Rb96lpa31TnxHZ^dKhb`X#{=#bssSQem8I;vQ zHCR-vaaT@Y0p<0K;quh&#~-bxBrYaNT*Q!bEdQ!vW<|?rzAPz)GH?o-p{GBp5sbEN zoHe8s3TyS^_CC6Q1Ex(EG%A^N3tqY`dA0Hx-hV6;n+G`&$PNu3UFdf`xk=ZT|MHFarJQc zgGS&<;N(l-j0FQu*1_T)%w9S;BY0eWF(iaW_SRWrxb%aCat{_(!`tQI_OYdf0PT|< z#6k*yH{e~x<=cgzv`q87Clc9IpT4zwUK0%8H@nxQ%LG7A5$nW{Q#T+ueXJ`l0{crp zDs`(NvE;U9`Gmg4OsL(&&&#u?4I&w@XOS7Y^!I{)*BLMX3jNQvKcIw0eO0&%r zN;yPms~`_Eh9JA1cw4agZNXFw7iYY{QP+%f^dA77b=|yztA|-Mkh!Y_cHZbYaHA&$ zEyOtI=Wu4y)>wC0(D0>b50Bqn(9~@gGS+3ub2ZRKIx4@oMm7xKK5P}W_XO1EHARxuLsBU7v7(HO6dNE1Z%24 zai}r(Pfg~y@YBcbHS;=VAyL^Ucg+YpCR|*U%-E8+2UeuA*`gTk=e8FfoKOr6Zm-1U zOB%tMn(E;DNx`ot1xw(R>0N}t^5EU$eO6b+SYYM9c&E+GCYV_ep4`?N0IeDIWk=%! zAVvPMac*Y-ggP7=UH!Za#3wa;tsX1~*Q+-?`&OhvaKpuROR*<#_vnD5vqKe3efTj! z=Q4yBeWoCPX*Ka)-yGwsYk@A0JcON8cmsOT zW0WwjaV1chSH|t2HMkLH7Ocoyuqtl>hKp0yb$GpvASq*Iz(uegIecgamCYZ%?_a_~ zfGXYWihdz1MTo1OH5Y~jBtVcmB3|}M>(I|MV zV0+^}0<|*}b@rR5qZd0#@I@;zV$R;HchM@Ku`H{-EGrYXYi!r^J^vUU#c+w|reZ%! zRgYLVp#g3je=e*N5(A448m2jM1;X98nVv8DLtxpJ%3QbT3gAuqvFqEOQdlcux?rJN zDct||;n6}IcQ`9ti+z?;4KreXes{v-L}xXa69~)UtWFe?f|1N+G%&Y-{|`Wp?vFN% z^@c9tX1D0{9P~{0P|}Q|vui1Nls)$!ZO`_tgO(9iKc2rSdVOA@gernOY9J2wQ3RdSNpQ;B`%bb)u zWl40BzrRa^Sgvj*bSXuH$Rhb7JDB4mWJxUbX)>|vwP%PUMnu1i+?4hXd|u#t5G7-j z2Z&)is9kG>%-#NWMU!hmMB#4K`HAh2?I$<-y+8$c+*b~shJgDa8GTqM7K1Sr}QTVL z>Dk#=UklO_ufBd7Y=u0vFWG8eD&e#Bi9zcVC`4KyaN`#e*ZQYiP->ZtnR-Qyb1lxc zfNF;Sp_FsU&@^j6WEcrNZ=+xLTzHubYnOf=EIMBS&#$iQR>E<+TE9=kY`!WmNxyhK z1Oe18morOz(URtEwr@iK5^YSV3$P_2O+J<)p`3LY8A|IlXbX)*QJRRrb%@=~) z>}i7HD-+`5#8(p(SdB2qWYLwf8aR{oH9(BouNEJ)FqNPH)E4-$D*Vf;@M1_oU4&*^ zKA2&Wi!*`5{P?Q49Nil5slI5L>W3C8tC!18TyO`s^X<^LwIR^`zLewro-kPd{auVU zX85eD=YPKvtvNF<^O;CQM(o^|OqTFID6x|+J8mDe@ThI-C=prRMnSG4A%^&GPG=shX0n}>Oo>Fw!k`nm$m*brEubO?Ab^Zd>qx<+jkT* zPd*%M$kGw%0Ou3wJ5Hoy7DDO5c}LJHBsX}i%Vec`c&}Any`{Gno<6X9N?dP)Yx|M~ zKHA5?W3SWIMQ9bZ|GTlTCQk&s<%@P16I%sR23EY&5b!@RQEP6tNjZ4xn?B%BYXx1I zc^U6tR72#ir=nj}(K3egVqsYj6kiS0h>2)$dc12XLl6^Yj*~glGS{~p6XFv?xI7;? z^mf$7GO*L@v0Pw>1Ob=2^~x0uuxa`l)s&J}km*<{-m$U>u9JBE#AFa7onZMYLCks2 zp@(~GA$|VZOFmwWpjaU@V6Zm=Y+Vl9eU-cc`5VT$`WD{;yHDQdw9%5MA>!=TgS!jh zy4|VG?-MJb_M3m*b{EWQ=&AZDrjJ=Qja^4}{j8t~eKVQoIka@51X$v1f(RqfLO~jJ zUt(uJ5}3_NMh6{g1r|dvB7TxyqaEPdCMlV|76nrzaCxK$jzzpZ9`Uvjh#pa`9??#S zr--RN;5`r%Y-Lvu-N`EJUW+^jRgvDNt=m!{+H$fB*WE;D{1UBXr;r3~e8y$gbtQ15 zQ+BP*r54y65MMZVV*v<@o|iVA)&)nzw!TvvT?cLNvR&PNwbSFbCUa(7phgp@!WEeD zfiT@7A&DLr*f8U~)r9u3*v5A8D!PtyI1(th{#`Zr`NXYgxmf@^UJTv&SX&80-^l3^ z#469~aKihc-xPyYM?~^LK`-&P1rp26`YIQdVE-5T;JB_^I2QQhZm*78-~;(F(VO(v z+=SQ8EyXLj3SrH-lE>b79DC*ra-T0O0sU1irG-{cpiZWI?n&1;SkycgyJs_F&1p_h z!vq&inka9q`xn5TA&fn@XNWy!#42)lu&)KADUarS=%=iQ5innthvsN#IZ6&YZg)aA z$>+;xg7FkVq!ffH!6sVlG&G_lBL|#!pD;hv-2u{1f6gNUa^XYJhdcLuis9oU!_c*! zMPQY+JVFldlM7TgojMy>3k$iDofFIJV5z!Ved)~x_`Gb>vO8;=;M=qN4W@2r{YOrp z*3kXwhZa3PKsbuNe=ee1w$;w$4fHZ$LgX`9ur(Ax5i{qI9x~IY9@^gQoVfsnfA6V` z%pMrrs`GuTPCCQ}vhD=3N?{FkeR~A5?k7D%k?w7EBf-i{PZe=GuhitvJ# zx>DI^mIc>A_L_c_1a^Y&%7@-7AJ)MulR$=k7r@6{Q9^Jn!~dK`XRmc9@jrAZ1CUlI;;k#l5Q z%dmlT_P)UHcQ+Y-8xHmn!=B4DMp%V#2#F{yULtagy}oSVoSVI3xc#+H3ZXEX>!8vT z72;3(1>d2B0H_wWBePuo1R%;KY&Z#>_KTvzuPcoJ5ZP8czuSJ}djd|J`643-6#tZf zV4)cmG;y)g2mp;uK=|G77mm}=zFD($1OUj+Vqp^y{sRGkvdRb^Yy2s5i^d270z1ou zy}#H*0`_sloxAODQ#B-Zm=s*qS~AjV;vZ(Y=rvvG7Jeo_V*A-yCcoSM;6M{ki%&8m z`X77!|4Kk$p9i@9?r9VAVBvlJ1}&5n|EXW$OY;9Xi)NwI^EU5;Bdvbe>(3@`u)m)T z=;M!YaO|-p)}Fp35$dl#vj6?V{kPHIp5wxsQ6u^v_5JwI@AhBL+2&t2m;Zg12YY@0 z0|37#BHA4qSKofru)$!2)eZai*#rbOkk3A!@pThJ!+bc{Q#YZeS8;?@4f{I5KCjtC z0`~V%-;b77EjRquw)!m|vH#eg|K0Yho7Wq2n@Ei4f9&=D-RIwO%;i$f6#uXH|H1E_ zkLIji`X8*q=rv#yC)flG_H__nb@vF#1l1bzDO;tDM_m8@>G~hMnRPkFa{h?lU(S31 zn>aF`S*9yg)WRA|OJ4|2jj?PIH5ozR`lr8NxNpCMN4La(z5kBu8aFk+y>#*0jB#btD!Lk zco!o8ym3#FxmEyrKC(9aG_)=U8Jjy?OT^k>QtUq0T|y~v_m#POxM~WBe|)tU^}_Hd zd~(ZSnJTDxxo6|p;7YKu-8DVnH3I&|(FZ5pYyrIu_uhJ}Lf~n)P|FJMI^f-2jG`t> z!X|E#aS1wPWYO%(4Kyl21w3 zm=?i>al5&zPd5Nx=5YI^D@l-HQ?GHHHxcxR&_#+HFdX)bcU<8F7Szmqe1YYX5B%;a zjl5pfP$_lk!L`TDVAHl^r})%r7@oynK4^i?IAmpZzByq|NgFkokWO~tSBM4}vEWOc z4#>c!T2we0cXofRF=~c`$C_M^H9ZDXzAuMzPyryKl5(VVQ4K8K+VW$`^ESBu^A*n3 z!1=JUY1z(lxVZ0$qoh$e__i7IdAuoyjdpG3WvEmgb&9)z+aLubm)R_6KbryJn-Y(TkV!l#!aHi9e}i|d2zv29AtPQY zEr~F!M>UtK6RSx@?I#t2CQdA%2^H#=%=R!0>`-GOlygY)tU@!a&D(u^5@$Z>9xZ=4 zU9b+0$aw2b#qduG(0bDfvmb7cX-{GS%71XKgwf^ejW44DZH;u~8qv*FAYgeiXEJ(L zXNVnre@ZnG=DZ7EyyIOYWNTP(D{qU2&rZUj=dizC<4W4TZ$cHgtnTuccVdBM#sa}H zyW8*q@4{p*++S;q8v}z;!L2|ktSpHrj6`0)Qk`h_`iZj&@rf#|iPG&f#v9tkj@d3_ zV)1452)SpCu#n1*CN8){lCw*%N=b+P9o=!uDAEm+u9fdj|bw(FswMM5P`|FbPAx2nj8wi}rs%*A8dN1Ekjg zgCEGL9B9XY1UN-`^14Sf93f+ z7zIvqYsOm?cR~u|4c)Ii% z-e{0Kqu(*nF#%Y-sq^fQSHdN+z1+DoYvAn-p`a}}InccGr{o+|Ldo@z5);grnrkLB z1N%93`q(h%`yO?=-}N%Yq#P0Y_?%~sPcw7=tT7|ZJkACfJ2XRVTUa{(-3(BZZkacVqNvO=p2RQ-N& zhR7hWBC02TdQBRrj(L81*g6Ah#&hg$Igt)(3IlcPe^r9O+65g(+!z8rGccmBuL2rl zX7TA^L1yu68!hep8mRa8Z!|-I!7XO@xz|grh%lqkt%|6y$EAZYeJV8J;Kc%hOo)*m zXGM@_#~e`yB8_qqGbUzSeKturu@Pi8C_g^qo(uD+H`IZz^TGXN(Yef+3XR4v>=uo5 zk*Z4QOSOBGYFEY_pK?&Yax;2QSp|rwj+&KXfnMZ#CZ*@S9>aBk==G12GQo6vx#uOV zELf*~VRY2jYEY__|7szF0M^&md)szZftl6kf;@jzc)rsAA%euXX`oT-(^Cs)NK5sX z7DNMCNW<`M%4^+8l~I_9(#HpR_LL?5M5e&gWlDHE@l9WHvH>^-WPkO`KK?^tFIYWm zl#y^XxCW%R4~MqG*gNLKG3Y=wc&q)4nv_Q5;@DteM=zx*rUA#OIskS z@U`}V(tOMiWZe!ui)HRi6HNqOMJGZ$?LNHGaEy8A91o5e`#-u#*1@jBTXO~89KRnQfkWw>XMQzz(|Z`|vS zg=e)3E;zHmRQ*JceMtfQl)cNjWkD&_)@_mHN$!B&+O;>mPsc&nWUIX0YU%J!D7SK< z=0m7+dHL`VI=mg0^-mF8Q3J|V?=KA`qhr8z0r$ty0-}dxJ2jsn&%CDRiqysixZsJ? zN^9bA4moKM6DHzxL4_#DCnqt&kenu25pLw9;z0Ctnb|(QP-K?r*P*sIW_yi1eESjX#>SpP)rmH6$?}Zl`abdkdTsGbhBs>uoVkz6z?;&&pw;8ult_+ z-@U*2%!gsYnzbh1dEe(-U`ZNs2^PZXX}ivwE_e#l8WKcRn&O~t?z@D;z6qex8P;*i z`yT8e35P|wFtRST*_odM_OFL|_#n`j<1%x^?k8NxZ|&URzp@S#t)3M{Au!Aquqh`5 zYb}Br?zu3}As<$8wwyjM{!9TIpFiUbFRr(h#{1oW)Mfus58!x=e9$wMCNLZK$zt56 zYM}TAyIVl&wc700Y7MYBJfJtRJRjU_mf~CpKKCPbA9pK-z&&%Tca}Fp?WJPL*Zy~5 z*`(0jz0WftLq7Zo?W<9fLAZxoVLlAMHfyd=W1o`yI6K#hv zj3V$p)$TO_@1ZzB_t77^#@--J{&hg4ve4VgvvxCyo#?>~9|H4I+V+@W$%m=`P_w5bV9M%kGJN+d$V8?9YUCvsqV=ic=5p<`0F$xHi9oVhTaUUOQjwag$^fXd z>3+coJ7)h}8DPtR_-=RmfvGl^=^vypip^^1E!+Dr{!1A=FdREnM!yjqY4|L<`Ea}U z&mAzpOcM(KnN9C+P4usFVs3vaTPaR;7Oz~t?(WG|kofmm|fb=8{C zCYhF@NI)QoFI#mP;8C1j`ZA6WUQE`Ury1e0;F)jpEH1?D_@-)NlnQ5-boR6&(IBFf z?{LR)ps|>tg-pVIWKGSAa;I-LFlF;u)L&q?({_t9D9=9VK%l7 zj&wx+e3%&r?PG-3O}`TaTHEJK9lL)ORvh+di$ehKoQvqj+3DqQsjtuDXh#94t&{Cn zThk1Em%`OXMb|*rq6uF+=GB7W(w2mwU3k5bgo%7jg7n+?>8wkT{u&m}GYHCfG|~Dm zjvJPQp|9^R{>NMp5g#&Md`KcJk|EPQs=>?l(#8lJpRDbx3Z8wW4koq!nB4jUGdYea zb>}=QghwhXj3x*cgX8M`$=zQHp?kr|(75C}%mBSTM_2A9%+pA90P!m@dTg1M>f11= zwhx_e{HYRJ~H)Ek^gd)2x{L$dO(iwLGagKW95T8! zs}VZM^1=BEXd(*;lPclonZ*7xiDi&MDG5s8J86j0Py}~-cAH7@7Qn|JOXJLtm@`Z} zX;i951nj@(XaCqE6xzAjjpG)D!OOh^!^=dgq2-}*bMs9uOjJKSSJ$%wZgA3jcP@Sm z9W#T?JtEuSs86h7oNOCS_}|a;uf>6`7c}eA_dgHQzTIQmH-Dyo-Dyr}c`3radRNzsA2F?!?ZuLS61IG3;6N82%SN) zC#^-NPnjiI??TRmfvc3$%|k2CLtW(1H$JHs0b@EE^YG9IJa&2AiOvv1LQVy#3gtno z#hWe@+a^f<)NNQ$RS2#Nvz9)OETXec_t_G=cj5F!iw5k6vHJkP{LB zDW?uwF689*Uf%1PjMrWHm}k6rUq6-gp5#^zqPJ_N-nPU{ly|2D;=W;~?v`h3w>;y3 zRF`r7>c>cIQ}MlZuRaH26Wuf1s~X|$wvb89igzJk!qM0TPhvnc&g1Ixia40uxpLm? z$)%v1wrsM<%W}9Fn%L!u?c>+FuAL*U)I#f=y-UBLL+h;aixYPCBk_XjS6dT_Gx`%| z?9(LP6dmX(I>0(0h!ZdNggxKmY)vnxJJHK9Lt^qJ=Yo@^b?|JsS?6%Gd+_2KY4Oqs z$9Q)Slj$x6YQJ$jc~#CjM9#VZH0pJ=>UAqXma>4$ghK~*Dtlu)_aVcCqj;nm4o zv4r#%NL=Bj?0734^oFUvepZJBo{6F>^SIG4XN+M~q9w|w_=0|j3cBn(;l!{bK98qfOY62tcj$NmRs}D$?>@I zo$n()CO{zLn3lv@E%ICt>qi4h-7b$i;ibHO%;Z;9An*P~zi=Z8L2f$Se!0I4daRyz zEWMcnCFe$KtxD+ty$CHk$3549_v`wFmP?|**RxBk&NCX+C!GsYP^y7FTe8z%mmy)b zh-bk?ZFKZF#9w}*o$>j?+ z8`O$+N<)HtH2LQ!wf{Q@g!Kiy0{=rmz*~6;bvyrS`BwtM|A_+v3jni#GJbSt)0tEM z+pM1h_@<%EHn15He*&HXcv!%nJ?|_aiyP;}w1$^!Ru~RaFfYRmB&Xl4AC{DRTejVjV9zhT)?~tk{)LAn zPW%S|e1T=pC5V6ZsANRoVnUU9KfN$P0t!8`1cXWd_J8VyE17;gdg_d`UmCTDS^xHb zoj=xRofAZu|Fhdcz1+5n2ve~5GCWX~5dXLJi9go=D*=H$pZIqFyHO}b<;r#~@mxgw zyE6$}q5A#t8$GhZd3E-J!2}Fud;UsXVhI7{_g`M2MNAKSJeGfy;@>)0uml8lJ$8R^ zeT&pH=%qZqs(>3je-HtM`TF0Ve+wR?uKQAh?*D(fzF(l{s!Lzy{?`ry(>=$e?@wRw zU$5V6liKVzR&vnw&t8AOyZ#H)=Nmkd)BfB2pTZo7Y0Q#s$MI!^_4_;!;oDoaW0D@h zo*(*ci~hL&SmFXpBw(*&`h9bV{^hohnzfb=B5*KY_uKQg;?Cs2gAuxad;R@x|L0te zwp(lU-#d7$dilXC;G@jnI(YnlNrFII#PDA z70?`dqW$FZW;o4fy5DjpD&TDhUK^qi&Qcbn9O%&a=>Ea10IEkG7gZh82-jTGHM63k zz+ZmuD$6l(ASk`grtU~AxV^oQP_(QJgjOduEY?D+&NbbI=TV7gwbWSeELy_W?4EI~ z48PCHL^A0DD)l1w38hb(X+y-UTe(*xPJ<9Ect`v=3q%IxjVexTSQh0ag^Dv(GNn4r ziTFM_g9z^fP(B!FtYgpx6FE$JRmZ00;*C^ zJRg-60p>wF{3<=lV8s~DrjV~3*ucM|-=9+eIeIfXbjR01j^Kk0Q(slW9>dFvt_-b! zF14Xc9Nt(H;gS~jxvm;S@5;8j#`AzE)*-Va#EEMdNo#u7ny9Z z6NgEa!&u6~Hw9#wg8bo@K#b)^<~vDfNT`K7)l=fDr=YT*BnBL)guY))HLCHBCfl=>8 zIAbCHWdC%#;(SmvQrgqDA`fx`543GwR|-xN-={PfH$z^c-zn285isKYi*tK+M8Lfh z!81ntN5G|zJWJzMYQZCShk|JdItEyi>ADzxzS+r~zq1-XZ8}r$x&=dB9S#k9TTn$0 zP>-XXEOks>7+O=MM zWp)gFTQ+Hw#>!CGR5$co?Tv6a8SA@vEJnWYx6O6(^iPBM_#elku<*4>`JAC{RyFV+ z@Cpb$UIt6LG*92+$%PZ-WMD;G#Ac{7$|klTGLgYOhDXiFq!*l-_o#K@JpfegSJu`=wEp&Vz!|YOi~LPe1(gk zO-63oBa;SDo+_NYc0@TyR^*q>)>ltNM@{bDvTE)`AjK5P453GSH!7hTa*R%RpRMXQr@DAv`AwU|~fN zOJy`6;lLvxeVu$0ym48#Mfl=%NZ$Bj+-c=RNVhpN|EyvH1n-FTsLm+{(XnKMPy>Q) z$~(li<$zX1$JgVcNPx)fQZ}>05c1{AUkldOgD$Dazz85(fuuoDR*ow)nS$Y83W{jq zODTay8xhWJDvdFrZD6(alik)&DbSj25u74l4}6j4TQ$+r`x0s0A<_f_Qn$uRp+d3O zXHBTgxMIlF+4=0$h%y)$e=K@8DpnIp#CG11ZUmK=C!h10-GIcOl_OUiNrJW&rZ>uL z6T$Dj`Yt}rV$j>#=2CzK{0Cv{AgK()f|VO7HG8H`D`v#l`)4|Ro&qhI`-mwh@+cF;uAU9c_tt zN5l-P0D463rqd&s(`7cV%d8ZVD90h}?iU2U<(JNfGvy>BsSuUq+6IM4RJiq7&_3~w z&mWEfUoCC+DNPB17mcI7@{hy&G7OdkX5~ZI?e`V&agHuO6kJpc1CeFT#MeHEY>kVoIXzx|FVdso=b!-A(zIvTy(Gj9)ysTsca~VT5Fkf zoePzmwa0o>t3ii!V%KYdgRV;*CSfGq;yy*_Q!Il|T30PjJC=iVZgQPZA1WW8iSc{Q zZh^?;qyDlksi3X?q)TOcA{^I0;Pu@h37o%l7p>V>2|8bH2I?b$;gv=BtRvW7A9GT0 zR~pv}p&J}E^N~;?w9GM3IkFzckQl&*uz8 zD}dYh%v>IUyQ7CyMIY^HgmYbKALmX@z~|I!g~!(-VcYepneMmI>BUmS^6AqG$P?~% z{Sb-P*^x&o`!F)Z{?v(eGZ3K7<9oHFvm1#@3?a#b1o#_mh)I-{uO^X060XJqqiA9x zrzCCY*ZZC6_FB=BAPw=CS|b6LB9Nv-1y%6HXrE69R=f*hLgRNg!AcBlJ7!i4ABK@3 z207qQ_IFCKef{x7r@o>Tu7qmHmgI9GYx|MS58fm|-7g>Y?DbKgn11r=rr=np-9dJE zD&exNTLgCtMwJw81d}yIkn{eAY~jpi=(+ENAx$+9@qUiYJG9zoBN!^liu?&pLWyj@ zzW{xmEs&s>vzX`USq1=_Wku|MeJOtgMhYE&cKBREP9`XB`DMHG2m8KZhaY%14`?IzfVMHxPE#!{8l_O7y>x3@6FP}}wO_gXX-g3t`C7he?2u-ta_(O6 z5ufYBf4tKxN<$!>oDSL$?v(UYlMol!{iBPAAoinh`Scoy(Ox&Q zOv}`Y5Ph4M>G8b*+%T#>G#(X;$iG^Bx&|Il{cO&A@FF@=Y?n5 z9|}#{>EU0IMwhU6omo>4sTYkO;0#pa;h`G1I-+n^|L1ZDVxB*doN-Z{ap;^w5j4`^ zvC$X4izh1}Lt3o-qEHz)eH$Mnj1CBTJ|#V$eD1;JtP0@G%b90v=XMBO&DlCSOVf3lH?bbHpA?N8>3W~*1?bmMq{FmAz(;8$7eHu<9jAz zW;GK5^omh9;&_4rfcTl`sk#-B|J=w~Vl)@RNIdj-3P@{C3>$5ZfY89+?LrutcZ&21 zCmp$_I|ZzJhs5akLi_l_beMU_&EQ*D1&EGro>1>x4&VLP`8U08fK%V)BNYN8!Re>$ zdyAD3Fk8aMGwV(SD1LtZ^T51Hs1h4?#oZGL4yzrE-yp%WqPSM~%H&p%uH4)F)1?8f zzkXf4{CYj@P@&8a;KVctir;!&n>jxcjHNs?Uf^+J933nPJvkXZquq711^wnEkp2rH zi6Sy!)QZV)57XfodAE>?V8{X)icygRogYGsMjK#+j$HEP$sg)rPix%}^SD4HD5bgP z-aZN08sdIs3(r89!=2~m_sSu6*5U<3Q8hd|vuJY=-!(Xd$x+sa+hB^>VHFQ_@G0-e zO5kFo1=SuXG7(wUsEZ@p14SKre^>zMy(Rtno;|%>U`aSJjwn`WXtBRA6&x8wdeg`p z)mzGy;OQQKLxvXUq!hwcz*oLP`PbX1o*GgKHPgEvo=Rzi4uyll zDuyv2a6#5p&nX5*IX#|meQOM;udCrJ%&mlxqN(#9Sysbwql+D*G>YKZl>^sb9&dr- zbwbbGk2QeevH`E0u6jDEGz=qiNNcW0b;5zNGGU{QB>o_XQ1?#{<1n_#lIT4V7Rf<} z3$Jh|V$-}VaB3<#=Iw~Y8hy@;ao4bajiVpKawMdn9{oUc0el(AI2~-8g3cA>{$PZm zHJRavP9WJ;d{szL7#-F+U&u5AByVKc@}Y(M*Oe2eS^M6BUWePujTT^J&bKnTDHvts zoN&ibmW$2_Pv7hr{uz%0*$-*20AY`+xlwOxfJ{EUv&)Vqym$jaI0;utG6nsH_{m+m2P_uzEH1iNf0Fv#$30mTdxb}*;CW4}r zwSts&9=LXs4MGWy^89)DCn*c7dYE)iJAC(BG|&z-IbSiU4vg1CACmsoNJnIdFvowk20i{v zQu+7$hb4@?XX*#8y2O0H&K{rbO@I%dODaoqU^Zpx&;k97B|b$EX>5g&4`p#~g0=fn z*6m9{!Z+o}RR%}O^3P1jEQ0LH^uDyu=!|fAY2;*^T#!mX5uE!d7tWkoy1=d+U!U~d z;C%uk#>D2PeATRiU>7CMC+v@2jrlp$skjYJTh5co3q>ceuaQHRMAriqo%O<&j%X^= zq@9JHGtOM)vzh&~rI!<2>FaK`8L`hved&vgCYUK@B_U;%2Xlq4-{9M01^dMHdxDa!1P0!{9i>1 z!2BL(@xl5+kTVHNX!I)tlYpxdlX+{K*YmyF>!tMpp4DI*u!0Lvaj-3UnLiAVq)yW?-=1n5t6E5L8`m1 z_S8yVZV;+aP%J;iEOZweW>>bU=rX%Ojs$8Tq6Iv?+^{3ZR;g^EvP- z_GJF@%~{Zp@Zr3hZVUV%>_sN_-hrfVyB2T$kpulsA1@VTW#<>~b z*V?_qFCnq3#zgz)0dz!_Ny<}K?S$P+8g*~3O@or)EVJkQ$*^zeWR=7BlHsAh_Nn|% zjO=Zi#_Mi|1VMX)bDY{*h!Hzz*jnBRE7Y@=`EUzC->u{5G<=SElaIq7tcOt9C0aB= z{uM9;`B`+N>up;)!oO;9+4wD0cau2neG8DS|e|qQFj(N=Mg0+xqI6L)2B z1jC>9-$ziV33@_XRK0uU2LW*ZG=iaUYS@iU3*-hl5d2dIghI}OI4h$(%Xe2 z+<&vw%H&+}QI-e~%2Y>Vmk&|vh!iA=) z6>5h6b%Y6zKYlKB^f_U}t$05^W;gsZ)&5je}&>Ap$#n2{H z#GO|kW`Y2v-HPE$!rU-wKy%8+p+B3zKjcigc~%YFmYQT8C&(yT`_N&a1gDdl1V!)- z1Hzt~W)jKwak^+joH<2p3{LHCYnJCoh|6jerrCiU7!fMbWybamVcQ?y(91mQ`T0 zzW70vTodfx$p7%?LM;4RjKR4OCcnIOqXV54TG!`%TYRGk^!M(ae_FH=R%xrLO*;_- zmLEhfclX?a17+7zFDBjum8o~%N!>1m3+j6B?8IxJ`1Q7#EnBM~(QBrA|FLF}6AJh^ z36*+NWq8-TK!&oF+*2#LShUQf1`=Atm(}ojH4u!YsU+dMax%_L!B5;L&>St z5FWMZnr$0qLvq(nem}hf+&9(rgxObv-PZUpZyZ=r#Dnc@hNTvY3vSU^a8xndQVq(AGR9y+ypJ4Z&4xj z?86w>oEc4UQ%7z0*gaTy`E=NqXCeZbWTr-)H9=)OA7K>Xm{CqE45txPvxkZf+IrfF zUY@leYVK-1NnF(gU#ROR@TUktNC?1k zQ5I%WwvE*6Qu|Z~f`<>PS#L{*P1<$hpIrmN&;Dd~-@XVi*3cSXfQ5Vh2{RjH7gfS0 z^~p^xVM!obVVN?ghzouW)unaqlA9L;Hr?xh*;GNe9@6if8`Gaw4Y#%pcMY*^g{x#ntUD^Gc)NmlyNci^ zlexYblijnR2<$fhd~@hbCAc09T4vpWN@%I5_0gx}VA_hX$a5a&LFCR;^;OnE;PE4L zZQU%qKem}C-mNPF-p@hL+YHds+NCP$erGG_9vUaDD~SZ0d(XBM{ip#-X&h@qq?46N zRdpsClC=PxO7CA1vp+se0Sqlof7}|jJ|mM0=cbLn?-r8=BA!;a3PUiv`9P5AS|lFC zh^9x1s<*dXle}GRx?PMbipZa>@ zPRT0pYU3KBzx7?JZGFhK$V| zSRP&m<7VWEUVU2%9Y403_be!ZQX!iFhha@HH+R5$VPF;Xt?u4hY*a%NPH=y2+{EdX z22mM{)+A_|Nh_cvX`tN5hAvDX07LOH_L~!PPgDhFq9Sg7oL0c0k9R;>LNwqETAcSv zDz4ebMT>S)sTA4_#S1&$?A?|J`o3!neAg5MX{hbuQvg?Acl50k%>bc|vLR~{|UdJq8ha!PD*I^wd_|AY_=+x8Q-6mQLzN>}>?Da1JXR2MThM<_x zZ<|i%z_5ApPB)YgKqLW&SSx}8xa&0t^dq=_YKBWS#-BX%O5y1lA(M|^5P*((VO+8>8!nfZgp`+L!ucG9 znEh28P|D=V3~0;%$Gro*+i%vuI1VYnxe4JLdZ#?KNQB(2V*Xb=5};(IgIz>_4s<7I zr?w6hfb03-@W%*PZO!IQiE6I}e#c4nBSg{i^-PUaD@H!tAh&-n0uYq4PMvmE2-Tqh zbHk}jyI{pUUm1(=t5(D$#v!7Xj9Biw1yN-E3$xEHyr$M2et}l(r01(nJE#g3D+v`B z!psQ@IOB7q^vfolg?TWPOmuKbheC(h)15V1p+hlkc=+e*V81JVYS-G!sPy~RR{b&* z_za)%gdfg@M~(Vw?W&j&tgz*<(ECCNTE1wJ(dG(R(xR^r+n)iAoYNO~A@PyoS5#Xw z+pk5?1u;G5wK%;TWy8F7X3md3F>K8@9fNo-ETkJm*eIfO>Iyo<)CgT%TZf7#`K?&d zgEr{x$r4evr~%iXT$i8RBG@6lR1bxz=t=y|s>GKgIMPGLn%>F!Zrq7q41#!fYqyRK91=Rbn zigfr`T@N!1CeN4OUqLI}uXe)ErOh~VVd;@Y21gd9!3PSkcnHF)lRu@7NP%MwJR7=J zwZZ6=rzzKl-2qUzwCy2(I7oP$pU7E&N~y_W0=HL`Ky>N+(21|g;IgNrX=`jQh>5*g zQ_=7U8Z?IY8OmY7+Gy*K-B)XYDi~WXBi2y_8m6#sqRw1r()7}TApq=lrC&$r5qeM8 zM{0O+0p*1_XEKoiT-cfFkoEv(x35`z; zD&fNw5q|&sE%4@S%Wj8=Y>-^BN35qh1Nv6vUXr!X1ffsQ)H?Z)P}2BB-FQPe?3}Dw z&xeY_s+|>rb9-7~#JMF3kG9vrht5+S(Qj*M%jVU#L??xtA;DG%rvN5Hex4NFzMfuI#QG9_>CX|qTlj1tKcz46{H$$qRhcwW*)dq8F_RX$A z0!-!Tp33^B@h>Y|M!$LU) z0B*J+63{u9_o_O*y%SaF?Y}8W6S&@5)6bt^CwkdrK`1lr+jjIv$Sr#SQcOP~uheX{ zy&g<$b5bb7Q- z6=b%3*x};W1*=ASeg8P(7)&3R3p;MTkRLZvTNT7*Z9rp8`L^V(eAZ^yP^V(}Q#@bw!881jOfS4Wqx|s!J ztq9?1ej~IodSxe_0Rg*CHI40%Xn^?p!J@A)E1U-28{m03|I2WG1cW8#o|l-L2jx_z zSrNqFtq6C%R1Q0eqV7+yszQEu(REuVDp*ln;2= zZ!ZR`$f#n25qLiitqhBBXak7U%Hv)j%cKIW8MG zEnf?z0+yz;f1*Q4WonMy{l_4!Fy^HvK3{$3ly3cUvyt8(jM$>Szm6d~iYwFY7!p!> z$Vr^(k6JJUL03~^C8?j*VE~+EnP83Z*hQ-r@ODXPHN)}m{BIb>7T*ZY6An2}I8+aW z)vP5}vnpUl^2l!+y~-h>zB>79c`0Nywwn)Ii%vSjwl<4@DuOz(==blZTm+HKN9qEo()qsaAuyfM#L+JVfR0?ZUdnXNGWp z?2Vw@8s%c}A^BSC+Trj-^&=D2^C4vvnE`j3ArNukUbowiDM(DHOL@ctHyU8y+E4Bp z=3$^ZzO#>SdN@dCs>Z~Mhl6N%^%L(~h2XfpDCST^9=2~J9$N*6S9iW%7TN?J<}H_W zgA3q_V_ZQXI&DznA6{ExA{DjAI4%XS1Pzuj%v_J2O#gsKgD}q{Es7dpJtkweraWXE zis~Q}?N#<-gd>HQ%d~(IWpTuX4-}!H9xhp<1r92oC*LP6B1+)E#?#s}I@%$3Ty^j# z%iFM8Lv6{hw>RPNgPl6Vx8H&lL4{t=F-q!9zM1Llv$dcrS|>BUy9n&Fik)nGxnQ_b zc|akm8a(8yPgred9B@uC?eRSgqKq6Tf7GV0GjV48nEzUDFSng==(A-#6OvOM@iCO%<=jsLTl z_2=-q@fYVj$-5R0;Z^(k#w@r9!9mfN20mSZUvB0jZYAfzbMc;^y6F}0$YN;K7WFjv zwC~ZYgS+bC?qXllV)JTvmliQx9i4Y5!aX{4Q2iYwXi($tv5V>b;b92FN(=!lkco8g zvm*G`jX0g})CAu#aKn0i4xA?w2LqZQn@oI~R13-{7rQ>KZUvqPvxh!F0&Su9IGHCq zn}I_{{Osp~v(AP?lIM$I%gs}T>C?O57H`9F;k4UOpxj!^b2Jgg#}wA2yhwoaX3ag? z3o9W^KDArA5D6Hap^?QODq(ekjb;=Vqc3*wDaF-Q!)!t8F>=yPG~qtlmZ19gLp2Et zQaB@|#XNtQ$U%(cpxa+pdf8|6e+Mv!@y2cXAAlJj94tt|F8>NJ|DRawi{R&x)1LrR z3?!`oTY#DUPWJsQFv$W=_)$K#g$ZzOhKGXk<0XV4_36wH!iwO@vitm>6z(k0Lcen* zv1yi|@zq+j!3t}}V*hslQP1j&tIzq#4+5B2i~ZlN-~8?6RMjw^#^C1qq=?D zo{OhhK$8UqS-=rLT+s7bF3gF#A7CtOHb|k$BgaE2+<&+K8v0U8r`?|Ww*VCjD6&BD zpA`0}k}88;N6tLU7-#lhTVyxelsR3DG9Co*vWN3`+ixyE`@udj<3RvDyFLqyv&W4+ zp5*`MYgB^y@R)_RSxSEku>KWbW&u0u^TjO*Kkms@o1V%Ix_;U3|K0Y_nSQ}$cklSY z05kIezgxejxLt6kuk7FM|L@jccthyrk!5Ow07CZuXYY3w;AVk#+`LYMIu6X~HPv76 zS#^*@1-m|bzpwx|`*&P_HyM%9lgsTsFdPxw24TkKx|w?CfK|JML+ zADy$OjK?-Y)m4?P9hnax@W$#Y+FL1pHj-Ffz6V&*Atn&R>24CDo=v=cB_*AbD zY;2heYIaYA*6MY_Cu_AGI!X1Q`gO?B>m@Zn;v_dEY-mR60}VQBIgbVCm;vfuW&qU5 z78I=s5#rpHU1%|@JbSgm?A3{wB}#glav{RG-pw4X&@7u*zVhftCig+!bq9Hipm~RB z;||kQ*i>R_l#KqB?Zh8Ke8*grdhI)$h_l=j}`H7A=FO^Uz z8q#~KPY*5bi?3xLIbICAv?j#VjZK5AekL}a?;gPo!&f$1XKK)z%P80_z8a|U7+RLa zQ#++prv#4}8QTd}Z{QLyEJ2BiRPgB^Thj~-9NtZ2%D z4F_~6V5@ZHg7JMloDm=#xFVK}mUbEs1a~UBW6)iz&oMN6cA=JiUCGJAij#A8Vw&S;(+wru&h>lC&jt-0>EcFMeW!1R(zA5vUdMfTz@!?o zq{nXm8dC{sKlFSWQd;4oMVHk@EX)|CtFAs8gBIsjb6RtgF}qgsfLm7|2amT|x9MXn zG%VvgWR`auM#S)JO|!lW2U71ZY!<%@@uL=Iakm$tmHUlbyOMCbdw%R%f`9`zUW0eP z9}*A-KC9jnE`<#)8u?17m>?!&=Eg;IfH*sGq~vA|!tUYoOR7785T!CU#ECvkik04K zO=rWta-_3kWsHffOs4neX5NCh+I!H6hM8YF%3$em?{|BnN`T~LYzu7xQQ{=dRWQ-D zGV$BGVz6f-AeO8oN8EWJa9D7sR8P)_|>?8d^~_-I^{O$TAjr zOLdt6_jJ18`;5t0UdsUX5&Fba>i$7R83pVm0Q%A+!P!hkZAIJaUm zi`m|18pM7SN_Bl-Oz+29W`AZg?VFDSQ%JBTC}Wp?g5p^X=+HoE3Y!^i#Q>*{w1VKg0nv*3 zC_bYmxK1gKufrM&aIA*!TU?ho-YNkqGA6PEo?FX5v&KStf6llcIj97UpcIzq7;__r zN_ZN5U`zL>m^QGOy)TBdD+FS!M@d{cb_sel+#+H#g1|y--^Tn!MX=*~vidzNygoT} z;iBEDVi@okH+<_ZBqAO5=ShE_3tOSJAm(W~?IfaV^9SHa))UKZ^q6*e2EE*drfz?k^!F<@8&c=c=Fk3LZ z8 z3iBM5V61>yMYt35cXMLf>!c}FA0IVETDn3)eNs4o@|xR<9oxdZ`V@j3%dA zkfOYl%i!r#;mi<>G(fxa4X=@y=eqqu*y$5(pwVLZBJg=O5*C`rRP;YY=aNwuHq}3b zq`s4KZ}KZZ@cO~JaBDO?oU&l5ka#(~INtSM4A9~}?~zP2Di0Ss-*YZjs-po08ygx} zh*77{6Gw$1h)59RY2oQ)`UgtP`4L15Y9=F=CL|RAB`CVs0x!>6U9N+A8i*Oy4If3_ zzKFV^6?v3wX_RaWJfaZ5cJTjJTd*>|0cJPcx!U^Z37jx|Akn_;DkNfnh<^AT$b8zn zbAHk-SlRU%P2ADi`Z({rv7eivDcCtc5IFGI(6`>~XeS7M&_1&HV<}wzuJmN0R6DK6 z8(<3V6BrA3YbAO=SO5qe70BJ<@n_oWP9x%|$`$p8pPPV>vZT)dkK1Git^x!|zF2l8 zJRk{9Xz?zK<=&wWDxnSO2QELe7|Z5dc)q~S;ov^BinW%r`qIM%;i@qq3cCwo{P&&Z z@1+YMWXp+%uicUGH@4~8%wJ^?{!#71>Jfz?&_eD|6?~-xlXY-SW&w{j5;*6Ix2hoJ zlWq@C;Z7@7)#>f#VI4dqnb%BveS$eZo#=qW09yMes2-Z2S_0eh`BmDs)j`Lyo)l{< z%uc2hvh5H!>=Dig{Cceq@>*X90rp3KC~4Hf7>adPDpTrFD z6R31AsG$Mj5a#&%s1uYzT#f~}8OIpge>uibxa34b!mlnB5Hd4p%*U#H(Sq>m9M+jcB#Z?Fg+}RR#@IWDP35j03)= zo@@dR$36Q!+<@5^9?NB&zYPodvM+6W5)T~fy4N97YruMje7F1ZN?5gVq_ykt8h8R9 zMJ^;XLxuZ%r4vKzz{OD{;R=>(b3KRqrPwbcCZqqA>>4fNq1=uAlXqzlTlbP4ShI-$ z{OimzTOtGvu~b4`iBEB)MV1+nQ2f5eg^vq%(MtBwO6fo*VB-h~3i`eT)MGnDK9=`h zY=+04!Cjug7+Jy>F1eW(iB}a{QS(*`xo^dNrsDnmuE9Xr=3X-@9yf}lMcstExnh-f zjwOPLy!4j2F$pmAvNJa`9Q(O>#)7(P)o@v5a|j^OPEXU_#I&smQUexlB?21Y%z__* zyE?hBQWi&E2bU2ST*zOvh&`mWHtr9#*foa%xNYh4cE^QoC%EQ>&4SBEd>k+$3k}=@ zCOv=$>V(}LfoeGGcwFzGQYi>p2er;v(*T=}j>Z|4`I>vp&R69_;?z|bl2i)&Pd7eU zTu~0@H5Sr)2`-c`F&~ww5CKoBMAjaciiMy@v*q?fUx=4cVr!W$E4DF)wc zrhT?yoQW6*k7x^GpU|9n=40AnF2!`tU@V)P!DOSL?yL2+5UPv~wo?bVX@6R!{iy-& zPQ8^d^;Qj>qVAtkm~iO${dYJHySp_kmS46L7CMZcxI!u!Obi})jq}KclV&5f?P$z| z$5+<$_NUfDLz>}&sOow!&AhcKg{KX86psacR&IwNchAlT6PnSfYK8dThpj+aovSQo z`eoYmd3dYFwAa$~GTDw^9%CaNOo^eSKg2gKLm*9qvy9^fLGqD8D_}0kY*^j|V?%RC zhvwpVU;0#{^r<{hC;1fk9PdYZ{ME%}ux(EBaO;%~AaiuhxAeF;*uOF>UwmdbctjZ6 zNWYALzJ+fm4#7yD&#p539_R@6y{W-U<6HsUq%7%MVXkVKfBWrXIJM>Zk<3g<+p03OM)Gd>qrgUm9Q zv=?`=9z!-*JF(tD4osJ85|oqG9R}c@Ha4Ivc6xy%2z8QD1 z5bix6oxLdy9dKlM;)X#6{Mhl?D*Q|mbVJ0*rjPfbU#^HqfND5bCgwW)M-?n{nSAZt z+EOrcuv1>b znpg9l_Iu{ZD(#q`4PT;Oj9pjJ2vOYBtHXGcU|rm%n|9H+;YjYcae7L3;p>N) z8sRT$;e~_1$@|YMz-_W*s_aP)R84c+=h24eZB1Wc@rD`**fV0zrI$6dBZ-+6W7V!f zUvCXeeFp(yidfNN#VpzWfh9pV2j~pM?9V5LfUvd6;P{yx#qi=j4m{jjKqx9}K$%=4GZf!>zaNK4SmdJ-=z28QA>7lcV@{^&X(CLtBm%msd zyoD2?K|7bVvJO(B^nM_qP5zq)%geN5nI-XXjlj??-VN}Q*&ixlY;_wr%pPbQSXxDo z7cc^$k8#M;L%&R3n;bALc1emB$p!tEF9_MEKX=^1C7#)4qw*+dq#5?46kQ&WgBhaP+&pV>3+e62iF>h`Z|yt6w*R znRNSO;RlV7y}TDIR*m2>WcJn}vr#~E!EZoIsRSG^xvjY5Rss{Fw(ybglcnxsn;jvI z@Z@_-^C2Yaj*9whey;riq-W2%Upgrhe%OZipI=u3Pg?TPLkc7P++8%o&Q`(Vls8&O zD?4Ep|3gjQ3+Mpmxhr)owhz?t-eAWN6Se4eVWbxG{9zn$Cfd^H$H$o=mRk~vJBsf3 zVlOQ1h}@tEml-wappw9yo=^zmMn?*cj?94_3;`}w^)$EPQ5Y=m=N`L{ z{TNl*1#3$6Ghx}N^}IG_!Qg)I{gWNjV_?2osj}$E93;4v_3v1l5Bhku)nnc9>A@EB zF1NiVrJ|91q01^PKE z|3g5)8<+)=*yUdd2>&M*`z-ME?*N!BA-*|W_F$wgv65^t*ojz9w=npcB_Oas?sWD& z)Up%Y&Zq9Ny-pBI{`_|WTd2P%+*tsg-45#Qt}6)*?+FKn_9zgNe_r1Q74j|DDT{m- z@MZyU7Rbc6Qx@NI>@&3GVICp==k?JOYzR-%zgg_FKspQLBED!b4l^{|HKe!ziq#%aXg5)gj({b8RU4{ZSiqhI^4ZVDW#`Nwl$h=5e7Zjsh#7zS2NGWh_9aW4U@cG<90Pa6se~wYE^_Bxu{`UN__X~U9vipPE zACaAu3){JgCL8;721Q)3`~SP`7cRVd(ZOy8!4iGw^``yNezC*}mVm_q@$~yTq3FuM zTq*7UK4M};b@6T|4Z}gl@1Jh}is1FDm0QIB_W1p7|1+lDOsMd*`P=pXN{O+Uv932q4IscmuKq_ zI{*Ll`s49#o#DfyGpPOhr^mlXvC2~Hmcie)AOD{c5aO*Zo|d+9!KCq^-2#ILaO&D* z|$k@0A!Sf)><{jiX{D?jWE#pjV+?0oP^1ztlf0hkECcUh$Hs zWS`|NcB!xdu13G>bstj=B57}qo@%WDpQzh>RSRv1Dk15X4evDw_lsYrNF4xzs=vj} zBs3N@3Y71(CY;D$Oq}QfT!lHIpELS%lR_g1eEoEn53@Mi{iF5`M+S8D+!QpKtbwHZ zjPJ?HSa6}HYN%8jc7?B+12Tt4hMqp?sobiTMj-FkEE}3?!-kJ{iubR_LeJx2k{ZG- zux;eUUt!IN$|c%bcQ&Phfbk;}KfyFeb*u_^-BSf;hnU`1TT}s->v{^k8%iPixtn5F zWitpJ(37qYsD{It!lnfrM)7RKSmgaL_TD{p-PbG`pO?=#oh&K_Xa znprdRjr&vaOksy_89_ac3R3i%pDAE>F$HW-Bf|IviJ&&Yo$PV`+2e8Wl5mBX>U;;)@prKlKo9(6pu1sqnt6HF{ifQkK8Zyxp~ zg0hFY_Nn4Tm^s#KMvhqp++WZ+YO#3*e0lIG#=5u=QupN4`gS+LMpjc=;8TpaZL?=$#ENgqQl$!hDg@ zzTR_(hte2iobN8)KLQh_C;@!68IiPdd*aGBDg;$elT~Ic%Oq$8Mz<-EM*?x>HjHx1 zh#>XO2i%ZIMD+*xph-!98e#O3vxMnb#*&d}0}QzQei@agb~Q`U)U*J4DTO0O7U131 zrBDiS{V!*g*tfu^S?l%3mZZansN0wIR5PHyP6$9T1GW|ax~_Sv9P})9Z!Y{;3Kklk z>+T#zrw%!{&vsR)aB*0$xN}M=2pcUyjUx*v#R3A@6a)T~3azxyV-!I4%=N+Z;UX7Q zG*RnbBce1*z~XpZ18i`9_UHtW1)m!ouc{*;wBgu&m%cHB^F8UK%7fByJQ9s!};M`AZuvLKfXv(q+X zoElV_EJY>8$w7j^0K1C|T$%Ghh5bs>+M&Rhh(0vp%q@IAeozVq79=nk%SRSWR7a5( zEE*d*YyGBHc+P9_lGg&Qn*$m>0vb!elL{Tg``pftEFl2T=Pz%#tlOdLvqi=$pPRsU z*T{8D(E{Hi+IqEaUE zFU#i7+HS9}m|(v`DF9m_xphuz>zrb^_dg1wg1L}fW$)RN{VSd zgI23ESC@RfRC)|7s@6_CD(VA#YBB=3`)|N1v*VvH1!6?Z*F$}5RCK+T*irY*JrZV9 z5}-DCnJT=r51lt!Rdzczsk5P;WJC;FFqX|KbX0{4#{of#A&4-5Xgj638q=8#JRETk&fEKo&*eSVBc;W>E^ zOK?wN^j_if6L`YmmuzRS^v-Z-t6102u?rPj?@ncTPOXLyX972GoYMfja#BZ@brgX@ zX3Dt=y)HOuw>5Y$wHg|KjX$xlsfCV25jLf*=xsO($Hh!xXEy!3WSh|K8!Bd~cCKzU zv5<5)#%yB>-)(sU$Eb>L4UGF5ju3YxopHIomH|xA@{+R5ECMx3kzWooNI|+E3&fVx zxg9{FSH)ee_89Jb2tD{IKVK&s^j38(G49U>L>qmAK2?LBt9R}ib~(hGlcDQqQM=l7 zZOY{)X#aUp;aFo0Op6lh6T(bqI>Nz{es26V=W4dU0zH6LI&xiYv^fh$n=m!YA9AB9wv@{2nN)U&0}voD-=2#~tkKR_M>`k6eA#a% zdoLBiru}`J&bbu9!<2pJuFa}PXNb)^j&W|F)8A)RJ&4%o~!+PZQz=xk#%K7M8g9 zXcJve$wh>qhF^^)v~!Z}2BM}Km+NZ@$@P^#RlnB2ISuWgkg8btK7DSS^t?*&7gG0R z-zx@t(dnP}AW*g9{VEZ?#8NPxQX{iNqY$=7TZ?5cDS_N6`zMrRcDmk)ci&E}u7li+ zT+P)O`E*ZcMXJtQU+6viM!{>kKYTs#MCOhV5}n3)T3bg{;PhPPM9ceJ=n#0jhK)`t zBL~*=2P0AGbGf?r5+saGL!H>+0TW`PbB(*wL^WcW>#2LvhqVbxP^u?FbWp@L6J~n@ zL1(8L5eCo2I_tNfgAhePNP!9RvDqUgl*7F8ppLxlrJ#wCv&}>U*oQ8&30;Pc64)Ay zK_JMRR0P^qg5(FU&zXwlu%h_$9;56A_%4uL=AU~Faz^}eK6E?;=I`#PP#GT#hjZ)- z#>t`s$}i(5F|sVsnOL;$7ZOs`OT3yr_}GyDaO?3mzU6S_setqGA8Z<6kT#_WvA$~b zG@7MNKR+A=T@us(AfbY44>p?;RN@mVr)N@`^U1&gOm;N<_+C?80&@ceFOM3+NR+4> z_`>nkl!EV02)qwbNBDIHQuBc1m%~^^1EJ0 z6MO^A2^~r)40IOuAszZUnEwlKq{cY}1DFV!5nFdI;O8^1g|oMw&NX!o2k$c%RcnxF zbhql+yynwI5aBK7xURMixUzJXnTnu8+8mi0FC)z2F8^Uk^c6r1HGV4uLTQxjtc)5+ zn^$(!v@8sy*Ie{Fw)6(*b|pKNT=#`M(~d{CjmtrJ#`$9%KgvMDB3?d)l@C64(#>;M zBH`_{`-2G|5Gdc+{&6+-A9iGPRh-(5kr;V`KV5pGVHUl%G-0Bv zHV`o(kI(h_ts$-oPqKeErXF&3xlQ1{cOT+i*QrO&t_RUYuTN*>mw$4_9+?&PB>llEJu%^e?Z?S(3oR;orSp$=)fp;Vbts^s^ zilH&vGu2{oA=L4x>XtxEWSt*+0p|zzG+f;i&!XeT$VWcgFiLK> zkLatPxebunJV9&3%Swn#e*S8N4-!!*rw?X4gAP{wq~iuRL+IlYq1y#}=6r&g=cjZP z(Ic;H!@`KK;Lxppp<5pT*TabrRhjwF+ng`rZjx7Bc*$7K@$E)g&&wz1B4`S_% zG9ZgIR2nRVXvzWMF?h}7<4@dC17FMMww7u}!qa0@`4sK^AijQ2^vSLunAITV-H}xQ zuPjU_Nk*YN?)4?IL^7IT0Zxl}^J4!Z{Lcw&?JAjHNsn`JUgv#@Tw38ozV5Mn zT^u)1*QXqM_DcQwT2}%A_wV@b>#B#DRQu)&`b}n0E5G}~j|gYm(tck!K8ExVDS;l> zL))W~aGf)_WAXJ}g>dv~@{PK8FThbshHKpRCW!IAR~Gq$8NVIjj1LHAT#W{^)FMW& z3FdsVnfa;QT0&+YA955Cn5O32kwD?~nGI09Tw>Er+X@&-GG4Tw!qv9jH`;dR1Li&9 ziw(OE)=G58goE*tT_c6UQXwNuR^~VoP1Ua)yS|b?8N~V)#^KEd`;J_5nX~2&B&LN+ z&$<{5`I}$q>Ao+4{XtSI9&#YEaE`+!|V9Qcjy2y)L6aHj0L@iirKo+EXcanzNBP93rr3AglX$+SlPJ$ z)rpt2@RcM`NLvuo?9fsuPK_Yx6kp`jnf8EjMDewt+ks4bdVSfD>7QCb_wX5fA>r=) ze(6u*ZE#pT|dI z;<&!g5U)Zb^jENzbvqtIiuJ}|eLpswnfqqdM?M_?#(wv?&T2zK_KSDv_&Mq|MP>nu zD?sT+gOROv39KA9Ax(K{A=p2XP~#rk2E0GsZ{MID3%w&#!XF-h4 zC3_%s!odHVdP+W0*|*DJS0hDG-4M%y7BXD5r=t{k3Yr?UJ5$M$ae!1Oa0`E=LDva%IF68(v?HYDM*2FTUV4!c zX;IO@5XR66gQ_236wAp_KIicml|&L^*L8yLEpn-a&OTDXfa7Q?qM`zBQv?Jg%5HDx zowM;NjO)qTqVzNr;*?C4%p*deJV9wFCHgM#%zE3u3JI{4J!aM|-8CRSAhuW#iKDt^ zNjZ<7U?i97W&<<#aSgA0TueRD=x_76;8p*71O#!# z=??#wfPg&+2ZZ6Q{~H0}Pc8O204N7Y#kWTY@PD0vzyZ>6Z~MsPN|^Rf1O(~>xVSig zI|sPsVSbLQY?AWmsgikYY~FHW;lF;4-U_<^NI>{Epbi8!bzg5tBj*QxE`%UP-0B}aQzwuuL z1P%e>?*tA3w=F$^TVx3iP)MJ~ay)*TfWY~_IRpsKHvXO0!ZnX!EvunLI#Y5Ofr0A} z2?(A>J)Q}drVIyg<>vlTM1d;bTj@p{nPKP8t?+02uYD7{=|q+Iu>HA||7?F%nf{+T z7UIJI*x0#$wtt+B&ibj1dc!QfU3lsJIRpd_k$`g@@cZw~xtR;9?1bo9rYi{!z)fF2 ztblXN{?Ye0d(u&{Gm47CzJD%pdVfCp4Y@eLF$d74f7}V*&2KLpy=(Pw2Z6DF_W89( zZwN(g)*N>J%*X!r{=czhZe;t!f3|q%JZ~K05ob-kzsp8qn(KcDz&UN60CON5A_1p8 z!5_QaD18hL*Tgn;>8==l|1U>0A?}-03(I~u%96SJp3C0K!+g!_%j3mL52Wu`fmh)ZGT7r@H%n9-dwj1 z4wt4(mj0Rna^)8BO<$`)`*=Tv`%5!+CV+q(Oy;@X? zh4`m|--D*Ml*8r#?oHX=4e<8$n*erpESOcghb4JEf@Ke<$S?1VfD2w{qhzYe09b~h z6R%c)NvE|pnBP6VOO-gF z^jdZ102cPBwKzeoY)px?Q@1y0BB7x2oCsfMcg;unFeNV8q3O+ zt6}4Dd&8mF3dnhsC;kKp6q#pyo*(>J0n_f>^WGCz0;`0r9(+wLg}kr@(=29{f!i_r zP3JK)t1ckI>&&e+^0?9B=oQQXYljal%U z-P$H(c+^9%%kzDk99a-$qI8P&3k$k_d^a*m^%lF7T3cTZFo`-O+34KCUwR` z#8f+C>)0spF%^B~{4g3;Y_~W#(FrYD7p?R$M5Qm``#s@pQ$Ccs`Fj=XH$bPf{u15U zY}oA2mGc5E_~~ZIjL6T!1uf~Fw&L>YUy%+JK*4WHM?9o&p#RR%m>4~AQo+a|7T9~- zT<38!4EXQlSm!&jK<3EfGV>q=#!1WBH?<((|3lFKM*(Kevv)`wD}n~c{)8D0RUpzS z_FRv*5F!=!7S6$FiOe9Sh43Li|Y8KYhDfAW{%0Rhw6Y5LJ1kuiq>^1ME~lb{?&HF3t-gW zr7{+IkI=Gu?Mt|_vk|s!Y`XY7KNI$Sl2s1ci`Kjk&Ljq5rr`UtC1yEc4UpTjAg5;m z8`d8qX6@Zt3}#SLcVtfqTvAQCoBkb@)gi1)o0A&gvAEICqfQCXq2Lwp)-Vnv*bZHh zDRGb!x!ze-2pRplEy^j^OW;`9{Sj6hi(nn!h!^`y8X+J*Pu>^{F8OmWK1-;@0u1>* zPC!f3N%P|a-m4N>r6D@W`_u`lKz~(&UavJJ&`&^p{B#={h}JVEbf}D0bR?k^E_r`h z94nMOQTI7lO)KBaT3}187QRp+LuIrU!)=N|Q2`;Fi}uMOpwgJNn|syr7HD}``RG7O z2FU2%lhMDN2J0?`rrUi@14( zN#DhI##TUt{ZC4A)GLZFC@^=ILZd5aBlcldob&J zoapzsEI7(o=%&6D*`SUJO%hK!wyzm>@%HcJ?XLjoT=D@zr4&;DOX$%Z%r!&B#>4@g z9~+zD!1~UOhS3FZZM10f%85A;=h48E`YZ=DdZv|JM2q(cgQo57^%Y>yY8dQ6g zbx(6D0zk{HxL^FtMk{xFhs*2jYk&fd;>?I(>cLT=3ljz$MYtqW@L~$CNYJ2wS+vmA z3Hz0MQ@j~WDFsS6T=YC)datVrRF3Sck9R4BBNj{eKdfPaWAcQJ$rIR6>pJ52oG1if zJ4s1+E{s#Ve|$GD7EBja^ZOlO!$@d)eC6PENbZ01)nfTsP_9r~^=j<};9pmI)fo$U z<*H5@bJrk|O6uW~-lE5_06sbOx7C54&X$}!J&cx_%9^5q&MjA;ExYpUuo*!La3t=k z5tMO^97jE$a)cK=hObAsFF9n-YGGpK|G@$=Y5)#9-*%f!QHy1OOv$gR4 z1G!|wN6QlfmM7|<$M~XGmQxYvKi8jnJ`Mry`ZHREAL~Jr|M(oSpXVV!&r}?n{mc0F_U&2bG^*JRlvJ zm;H*xNPXD4iW*B?}S zmp8uW3aV*eHLo6^Hf ziAxKR>ZH%KZ-hRvc^Tz-4po%5cp~_PRI#?atO2iUNiPkGDNp~w+0@LkVIXsZ{ zyDRIL3n#f3O&F{x2P(2TEgMWGCJYU9Hi5|Mbwe8y^1(f7=)|3l7}z`awi)m7MA&9B zVY2e(IymPzTc!%FYzG7Gm5g~*09w&c3Oo6lKxUfng1pjps1$k5Go)M#RAK+4DM1r^ zR2l1YWd`V*O|LNmf#O|8+0gBqlrbSWGZHCV_3(}BU}1$8MwzfzkPtKY)Cx8d>1AM1 zG-~qmad^L(<>IRXW|_4Zo}ZKpGd{U$s!c3}g-6I#;5=w*ct65Etr6yZTAWv&8VCs; zo5r4Ph=X6|7+EwGfhs=tw`X^hLE4+d%BO;*5K9`y1QdbiO*x6I=SXBZAl1{;mW#^c z!wYRYtAI4(`g#_}qYG~hIjmMANPm@+l>|X&Rg2TW%u!Q%Tf~M|iVx}%iw?NG75Ay5 z6@5<0pk|h$eL%GqYU012;ya6(?PQ1S-w20ZD)$~g~@-&Sk{zNxuCeVuVUWipA+jJq1hx^?OmB-D|FK1U|w_&i5nA<0;`a~vc% z8M>&TW-NgR`3wcdracf49)E^iB~_*3QRew)9B>xfFitb~d3ZBVV#{DDge=Uo+TSH4Q3V+84VQ*BOA zzy$&pl+}M816bHI(#_*%8`TxHjDz)h-wgOA>*>|7rXBWXi*-}=!`~L zgtx$=5t0fcBw64>0kS2qHAA$W|IA}3m~=Ku_(cbV)y>w@uYUl+B2x2WPDeqWSgG_f z)ksL|as4?8$F=%PBUi3BXahFoz?KbZ8fxnIqFN!r-($a-M-ePmv7Vph)&Z2V{el_o zjECa`x_{yHr;>EPD#!qSog4=O6@vT7Bn%mAg|CON4j#T*1T(4v?{aN!0hc79v)fkG zLx|!Up4$m+=uj0}gD)@{QqpYulK-`cCh!fe%O0I z3BC_hjCegc6_PL9J7Exokx8O6{IvusVBYd?f(Bh|7<07!c*C1|uy#}Qt~}HRml~AI z1LJETW7^(MFSPWhqOL_Ph|gLJ`?X@!2$Ok9Ci9l6(plgEQbZuhi}f%k$Rx6YRr#2eex>lEaQ9H*?#J-v zs8WbfS}_PSieriQ$?FF&%EZcP^T5J0PvCGwXAu{=JJbaZ&{ccP~_Vi3t z4c?3M!F^$Cujkwg=eX|2Y)9S%3u6w%v&u1`oGP$$>%8l{W z2-~UqjSZW~=?_K-rYyN0>=M<3&KY{zYPUk+&^q75*$vrHyy;irlk7}rShCWh@mVbd zOsG$p#oq*BdtP74OznX4t2SC%e`cfZy;60{tt%D{wO|+z){)*M<`wf-u zG?7c19%g*`J57@nDh zMt z)9X5>J?ONgw>NL3&(GC_kR}a0aGq>HO^nhYj$#ZKfEfn#d0Us$PIXu6U;@eKewhyn z7$~&rbU7&3pGQh}Hh9D}e`^^T0keuLJS%?IK(KyZ-Gm(IwSpOuMiuF^rCo;%9J3isSWt-_8%!Rsdz$f36Yq(2r590hQMS~UJ+{0)Hg;mApw?#njw+l~Q?XYgu zGm*HnyAxD|8L|YQ+I+H~<3& zD8siGJF=|m|J7n&4*zHb{zonxfa~A(4_>q+1%7G>r}jGHjF|p2`d@Su0>ETJu-6*|KJX0E>}+&LEi9Hl$Hg@WRqlfZTPwQ{8D(*FXG&;axA z0FvI30`*%kyo__4^r4L<=nQxD-vVqIJEtfcp8anM&$akg!xiovz>qxt@h5RaJ9vei zTcbNn;m^fb?Emig^*#X!xXOE z48Y6*#yJiL|Moq7$ZaTrY1*wWE8ede4sbF6Gv|772nHO$3qKzz2F65+%9Ne9$p*u& zANL;u%mvS4edn=sh5^)n3^0#WNo@WxbJ+Fg0L;Jr{;fAZZ>*Ibwm%18<~%Q)>&|%& zsq^RR1m1SBBa=0?hXIrvfcbZyzjnl}Ehp*}h5?M+e+V$^${p4V?Oi$S{-KYLi;F`{ z;aoS)bBMq1+>IVfUsUNF2t|jH|7>4{h(G;&E0+l`Gcy#2JwJcC zzk`pmtIGzJVG8qA%o}jN?^(?DzX9CAF6!vbmp)+iK}hp|{QXNe_~j_v&>#N%F`xIl z=V!Lu+)JNj<%XUAd}e==)O9mwJbgPm`#H-x%jVbL;;f?zK-@QDf!G zZZ`M)Hx+5%;BB?HZetBZe)7)Dv95#-Wn-tlp4be*?3d- zr8Oca=5=*86vI2yB0H-ujnK6_z#~069_kv`lm_s}!pKnzOYFU4VP^0g?jtA5;p2qJ z$#UZ8VJRIVWsPB^mGgZTCWY0*NW~Rjo}8$HYd>?RvC%_w#;c@LYyHiL+2Z7aVe;vw zZ_fn-VNWd*bcnpJ86izAwnRrexvV9sMU{mz#Oq-;v43^3dKL_>E_>t9RtuvZf$tdu_k&|SEv8FcP{%4}|9L)F#&C!V52wcr`|6yJ@N&{g)n>bqAFlozeEn>)Q31h#11 zUKW)KldRTOh9@V&6GP1><@=N1?&2@XRz@r+8Z#&(rpktmxo;Mi%2mMWkLLV*7EWXWu33;3bttp9!S%--3)v;20_8 zs1pug3kRSS0*UHP#%#Ea!pXhjrEs~(q;5reBY5xsQW!cp8jJ;24-Iz5gYrw;m2V&( zc8+&RtdV3xg#ETmEBP8YLV4{ML&Oz7hYplf%B~x1nT;OZnVEW#f=Iolyx1n2(KELL zYP3X8kzi(aOm@IGM(WPV4%lo$>}0&p^%?097o`!a1R#~I=%zbJRrnj=0tyYCL{NHC z^?s=G{bSIYuZ3>=buf>Se$9EBH0y*mdjHMs7$3GM1ct&MbY)^#-q_x4KT@ZM!{Sxn zW($-SgSOq6Wqhl!0_!S2M?$&`v^7GHWlyLD$Lf5uJ3I5>z%AY|$;E7tB%u=rPMDYm z?Gc=>MbAhdNf1;$HUF#uwybb$IR0T2z z5Gvc>4B|Oq5;!g$VJeEJbHU|MG5@6B|Er z${>2(kyg!trUWmk{OVL?&O_rbFSc$3zLsHSm`3Pq=$|8U{~|M>IvpwYFP}~p2=2>* zi5fdci@d4@HTm0$wk-5+MuUd@&}OKZqhqIc1u5B9cDa3D%Am^nv_jLHa_G3@&G#y% z5LTqg%j93disaZ6pV~1rIkYF`n3)BJo60B$YFtT%4J~o|8u0$jULHRx)Qbgjx2rtf zys3m&YwBaNl^dbxjFn+ZCmW(RJAHguRSOF2j*@LnX2c2Uh@Q*W)CdYl6(op@l%_y} zsQ{Z1R3R$DmN25yne_?r<2M}7jcf!L#+$vQt$WvA{GL^q@J>piu<$9^p)jH=5GAxF zzWyaB3A80orM@Y65&LzrXCr$Gean*6aK+A`}#! zn;mV$_VKu+m&kHgY!Aee(nO3N!xz^?ovR(qu>8i73q19;==r!TxeY6_6e4n&@d|gs zuyV3;YM@G2tdhm)`^}vbE^Wgg#>RvYsr;H&58;&8;u8?Hm>hAwt_D=25{u3wvPl8@ zsg2;g(_dQ(sp}ImS@=Q=kB<|)tnm3gL}o|p7vT3H>~f{K5eD)KfRBwQ| zuN}Do=q)Kddp%$1t{B+$#WGFkLKG;4XY|fRq;KNTnpHi>pa`5G=pQ||0%~5}-osOME(_TP#qRqvs z$Px%^EE}iKZiW$W`-t_^9)RRR-(&fX@o?%@MCbK!aq!r8|AW2wJkFn&vs`yx4WwAA zKiw+IM#+l~X^H>~&!5(Ni6Ot1+lkw?lJ#`uYK0lmL58G=s4*V(|3ZSe$i<66y5;Pc z_Ckw@XU?ZEUcL-pkj7Xmn9^E!Kpw)UZ4M1U>^!2j^9V}R2VG+ZU8`Ud3fXvWuwk&a zI&b~aDqxwB=8TPSq*LCyAtVCE-<}a0zbF}GI#RwTXQR|3D0eMCdPzPME=;%hR1d8& ztv=3?)lmGN+bC^1N;k*L`q|vVa7cFGC3BR>l9|!gSXranF(&I}hZ?iZ+;4;#gV@_M z?cORPia8%X(klGqJ#1G<G(WIuevk<(sH~SX zIJ9Fh&-zp>2*wARRCsqnq^z;jLX9o(m~DFDMavynB_XEa=j8)$&wGY?lUWpQCCv^7 zS>P4;#I@x^F?{WnX!a7wgJl^DXLM92LgPNYgZG5;=>F#vgJg5OCguJmZKbY{yD>qp zt?4yxd?b~5GYVlQ#T2;;H*F3!ZT6{vr3Xmu7fPMUED`m5polzMVj-2%vK2roMtgf@ z6*9p(F^QT*FzY!5`goD{`zrhaZM&Eemc)Aqiegxf;pP2(sVZ@`} z(p(4}Q(SD$hhD??o@?}XAfsoKV8=%sr|r7gx!p0R9R!UdlO03rfTztwV1+?F9CVOA z=rG2Dk%p@it|8N1LwpDV%e45CB0Nb;5g`USQMDuRukmF-93Zo!CpW=z@^+h=4b<=r zvmK_U@_u?Th}lx)6}Lgc3~p64l?$}b}|9N>%(Z0YMIW=sV0WTu#|Z-7T7 z&no#3CP4NTyP}w9Xr;ij^q2C^N;pb+MYO}wzIiA%?1W$K?|-zT7xFpEYNZtJ3eC8l zwCOQ~-K$OHJ%?eji>lHDu!4WCZkg(#tYmQAxgzAJTsq8beW^GSJ+J+uBV!GO8X>gf z#huUbjc`lg*QD;lPeEq!mHnNFsC!vuZmk~G0a|2-v&52EMD`=&#HbOP(U1BbjwQiZQXh$imey*+RxQgnKDrM+hpOuY zFdHQyU+1AIT1;qM88^$RpcwMjyq$BiB@Z6$**eK1q8=uDdzwE)>EiLifiGg*RWMfa z?Yfg*X2konIfg$1QMyk`^`2?aQoI;(I%7!Oj39-2=l0srQauG@LhayE`OFK5cr5E! z^~@syti%VuJi>9b#(i@|_mWcBeC%a-HfB?NKVoHE6;S-PwYf59+FYhrU}AoSu3hlDX=ri}9yQxZ_a!A!Rkr=e#2K^_)~C5-Cpt zAkKc~Z`OB40m|Dsi9Re-dd+7;%*8EREo6@MYzBpnfj~7D!b^-rs*sd94(%2kjlw5lj?&KO-08P6?EgDGci$bmN z$C$lyeg0s1$6bG5nfJ)HxCB7Potnuk7Yw@=&3l%$w-825bnL!0CkGl9?a$tIwGMnw zwrtBSMM-nRM@3bQk$?^7Vg7MgAm}5zdRM*p*?w58M5pT(8 z6xl}DL=pi7W8geRO=3Yr@`6P+P)d8b&#!^4^>NPiamBzEn^-M|jF%iIU7P{sg7P6P zcIw1za8_CSETj)5sgrNoR>jqBRFKuTv#5 zNh$wPpwGj6CcWl_VWag0HJrI=OsquXi*-1Dr!w0OW1;7oE}ju0zLs|n&e>MPWD?ZE zcgnjg5qis>;42>}r?1HcAQTamrH&a#nx$#>AJAgN$7BV%v7Lp2n7WupA8*1)qq=lK z*&7g$vL)r)muxuJ?q-&^Egud~_wMoBo&nio&z=*F!Hl_y-USA%Qdp{Ty?dT25ynRC4C0LVq1UHJ_7Xn0?z!i0``N=kDWU0qLA~8pFeDD56y@c%7Rq;N4pW zB%e-3t&?Gj0go<4n@h-aEqSj#&q2Et?D@O& zD+MFr3*mMu8^@uoMbK+^Cjlmu@4Q#(!2;8afahn_%E7+&joYU8rGU-j)~VR<1m|qu zAUd`RssxKZcgkZH6h?2{ud*c0kQ(uI>Vz8^zVT3vX%D2CtRxG@dVynAw3fK07AEt{ zq!BX=qrZ*mkAtmub|yEWgI(PCqbe8J(c>E*C4W9A)!XDkqi)d)KLt`m~Z*X-okQwz!u8osZSuBFG<$V{T9 zWmamm<(CL2OGJ{M?{Ml>?hLbHn*o77MT?(6HDplCk|)sVzprxni*jTd5#x%HAxXWT zFJ@R7`p6pkG=cR~LEEQ-PaulQ?o0=NhKVqL)2!W3PgldIoCJR_+q;nX>#Dx+>AR4* zuKnB6n|EQwD`8jRV9c&c%&1v&GYi~X#woS$%0sJ+Uj+vd@s|&ZvDaNv1u}9S8i8o_ zK{dY^;Y+u}z*t5w^*3`_raiEv&r8pd{yP-*PC2Hfa_UkSY;ostcIPRENQzle2Wm#r z*VkD$z`@(;tv`b?dvKEej7j>XaQ{Y-A?TIBev10ch8LEM{FzC)A9c6n-h zY)F$Zq27@B2WOz1bLSve97LUiDAIp9hqzI&Z|is)6=K1^@6Ux&d1jk~oN|!5|2Y0& zBVw&;_c7stg~Pn|X(qz&rS7xmjp=Lh5+5cN=0+C6zf0XY5_JxuN*!J&nr02;KJ}ly zh~O{<=);yLxc`ue;83=qc0{Y(u+P82FcE%-#I5a=T9py4Fifh-ebIUQuM=Ec93}z> zQUAB==jH3GLEK&PrFBDu`Y@?CXMYY8fpdQU#$<3OM{Z5V$9Ar}sWD8d%-NrVJad>3 z|Au6vSGOf0u+PwOgqYGWB$KoM@6NxVaNfAno8^Z~ZJG1`-Tu8{rPXl?O2fWCu0Pzr zY3Vg@;S3nIKi?njUto0cbj+dQOa#v7bC@R_MgeCV?=yR^jrU-(c|2X?|t`|q*&bgoP_b#ljci?m4s~IVvOZ+E81G&1)8~mM# zzTY}pE`e<}Co|SvDuGD-W9LuhG{Ub? z?^Dln;$feEHvb#5Sg0MUme8t*g~Anv=f%&LgY@3bN6uWR1fNMcHW6*b(9>dj`__Sa zV12ZYn}gn86+R(*JTT1njaj5&fu9+{({)J9ZHyW*fn4ii-P=Wj=Y^vLF=rcAICRX2 zYo8UmG0j$v)JRT>`yfS6+u*DFi{v%Min(pD3S; zh%E=Up3{p-`pvL$f-3KibqPROXHHFoF$Lm_7YrpplDWNl?Avl^$(h4#fTMe7wxS4bj9j~PJ$0xHb;a49j; zO)d{Xj;9@ zHtA(Tg~|Cu7v>_nTH!a3$1=$uLGU- zbKN^vRf79X?Tb6MG(+Mg?YK+m^{2E~663HDc+4fuUGwm{P-|V5gQ4BGADl3jX#|s; z?o^|+99Z+DYWE4*TsT#0pC~aS7d%9Hmd4Gi#&fF2{w zXeJ2@<&WV26CNEsj(=s@getn=tK9*Dlr#f9no()Au)h#)QPu%iP$07h1M^`0ON~8| zlC6-fV^nhCDtejjx_c@Py)}g&&tKs$ElHPWyxe(}>F0+7I4Up%9%p;{=NQJG#z=)R zc_6P@`7s0?Y~K1XpdQ#gm*OSSi~iY)MTSz6Eg&GqD|Z~d*Vir>65T(Q4dZ)7Oh+QH z{a*3amAmUJ;KVp9ZShyF5cSbkXNhY%#QeJLy-F($KKXeI9zK%>^=+QVUshIvjO`Y| z9c?Tq*&xmvbsVMWd7fK+R9ZnUd@wT4sRmZh9WSsiA47r3Ma`0UOl2P6w1=v^sWM)M zG6aS5Pq82tlA#E*?PMc$`YxA9TdYP1GK5EidxunqtySWcokhZ`p^Vql&^zE z4UBi|9OGtR4HO@1H5D4~RpY~J=&Lu%w;nJZ=h zQNZOnBs>MVDh9b$K(cyEf_h5{L{o&HQdqENR^hfc7+Pw%+%*~jEuNc~zI?HYg%y4a zzlj<>1iqgRds%$pFyT^2@ebn}IOZ~A{2Sgf@Sm!3N>;lJPWO8w1k?%f)6a}zsaL_M zfVEutCDn8x^9MtKOHgAZK}@^tF2h_OrvF*S0K%O{#3fQm_o1GVK8HdhWra`;dq>Xe zT3=BNT~zpb2b{Xs>vpdfrH_c4Pj{_><36OBdnq)IoQY`&SzvtNi_X+@oxr{AdDIKm zBZzg_`0`{@IP6?i`!jba9F_}jTKyVB>Pr@uQ(61(6X9~xHr=o!G{A~r$FU_5#{gn;&=fmcD|15%BshgFrb=slp<kvpY zvzp(NTt`d9ell4vHLA3)ca3Qh|{ zGS7U*=X1!RWT8bnOrpHEYr#1|X?ucF85B|B#6^%XtK@{+0rZ{~{_<&sdmC)@6+ipY zq!e7dQ*$;guYj2^PcO(tKxfuD)7ceQ%D`$__k#e;ma6&~R%bg<3-h~{xY{b!z`S<< z>m6_FfE_=wWe;XoP#(wDRy09G0+@ol26KJnm^C8}6lB6x5unRYZ=2^nyAGx^Ui&27 z#pWP->5iIzcn<=z6d`CqJxqVuBJ>h1tI$V8nq^rClM!wV(JRXfuq;8Mgs7Ky2K|H zLu#@0Imdn^Vu+62V1@m%z2U>Urweeta`4HMJ6BoI6ykVnA%>OXpkVgd?WS~Q%{x_s z0t$!zCAFum2u$g5!MP3ecy5O&vFlSGS2t!4q;Jws#uw}jwJn*#TLpHy8U-xOmXNKQ zE$hS#bO|!2Uik(*g+=^lVXb-F>YL#5xLXZe6ScVahbQ9Ho|eju~NvXbH6SqOwU5 ze5p9s(_E7Q7mxko)!0}IDVO9g7q7k#BY(IU=T`c_W!}E%6Yu;W`QuZa0F4sR{c_{; zbcZ4k?lTRU+gJdmXBN~bV)B~&a?5~#B)22V}< z9@gDz*tL^fDi{eoT8&Y}nj#o8aKfN_d>Ty79lfRcHfBz&OUM?i3kGphkQWs2gZ<}% zN>aSSM;eMT3`z-=^@tQZlcB?;|2UIxMUKv3vI=r;Mzm ziIFO%1QlkFSt3+alCCymy&*#PN1sfXP-(`SUe1ts;wnuzuWkS%I`jZA2nEwn*syoz z^%U_VWz6^*1rBE`?ax-SVBf6@aP%vOMHExG48GefpI6ME36&ko!Y|0wLssxn$v*#h zC@c7GvMH+XfJ;2G)%MUD`AMX5$M7XY1fhnSO+2AE) z=eQj$W2UX|wL60IuimqVTw2E0z@+q378wVMf#T&0nG#e6RD&u#Z&=1TALjZ@W!eKC z&V0d`;Kih*@J}s_w{|`_T~aI*a;$}HZ)+5Dr4< z0CJfy`If;g8En25aJ}&LY(h{h$n39Q?sM}B>^%KK@9nAEkP>^#P4!VWZ2aiNb=w84 z%H&3$c!q>nT?es{o!IV;m3pdsMymqq_*Yo^OydwlnDGpkIz12lszpEd?hFAN35;CS z!i-08{;I#+3C(zL{BcxbO#rw>=KAy-!7DskMrQb%!XW^QV@B# zXU4-lrEsX)Q*KHY3kD|kvwnG%f!4-Q&rhW_P}%K19(-beJG0UucRD-Se8PMNI7vVgB)q;nbH%=tRSx@l-?qzbIYFSGZnE4NtuBwO<=aqB)qr#6e*^pb9`810ml%tS=dRz!8dd->7 zamLrd2E^r){O!)KyW#Gn*TIus*Mb=7gdkoEH<$mwbh~!CZdBI-QY2q&JBzVAssS3F zWr1kpOPgzGU0P=9JTZ7$J48nrr;L>ghr5NU%B*vbAVqTE-U!=A(6^NgQ>=$C^FGcf z#(814M{ch*3Y(-1sq{_=(fNPa`|7Z&wzXeW1jIx_1wj-L3q?UeiFXQ!h0@X?cA#Ql zU?5^3Ar^{(G>UXech{mD0Yycz6%~y8&e~_6%|6$C&-dSbzWJ=j=~|1qW{)|>`>Q)a z!Ywt}e_wwy`D7zKE=EEuHSXTcSPyzAGS?Z?9-ttD+CP7`f1vX}BOrvhT95x<0sgsnKp}T%EhY5GkylSQWMWUkM28vBdSGZ>I|g8F&t! zojK=ky!O@cPvE!fS2>-x@ch%i1F-&{fWU4K{%)_ z;r8pExH{*J_>BJ=fWOkQX|>MTOZxISOGAL|F-?>w#l*nF@DK^Jbr&AAp9vS zWgowFCUD&>%n;wJG?YN}54S(|>Xiv!pDO;>1O&(ZuH(vf&i-El!by()X=~#18880h z4!VB;+&YZczZc{6|Aq1T@45TvlZs_C{LbtDcIeBC7UP>B<1b$S>;K~QAI^CF*IV;B zMj+6q#d!VSX1xAI{)5;5?tkd@UsbST1)u`_Q`hqzm1&t^qPOZ`q8lo(MlY57Tk)CcoZE$z?G`^W`PVw z4>o_QhADO1>Naq7LEfpV-MNu>Amu*)K8=hA@O9*g}UXW zWv8I#-duoB53l^GZ+&L{7U}!9K3$!JBcF zuzm8pZIkB}K>_K(pNEB@oxBE?!R62u^GU3{w;4u>a_hM|C&Ooh$}p!lNs#h=md@mf z$snww@3slUV!iL*8Tqrg3{KzM?-z3gy&0#pdLCWh47@XT4NucY#rUt(j4ymO@asEH zV~mN$dYrB^4n5h*L}CItNipHXh6H87>25`P{vXpL=++Cvbs4WdTha>KybP9*R(+}^ zK*GxsBU^!+0)*4S8S%zW-dvEz@=mOJI%rZ}*fp><`Gq$oTf&W>0?u2`9fXBy3%*|~ zzX%eO&aLQ~dI9XR)yICb$%SHt{r)d7E1-R6@r^rY(L?)Ks=ddvCP*6jB>uvId>F-d zxNNoz7BtC`+-751>0G#sF2M0HfC-lrz1ZEt3}bQD>I;#xWJNHmd*ZxR?T>(NFYZGgIJr_07WuXYhOzmoGjC)B5Grc*2+~QB%$A^l#jT-GM*(y#P&K$E!=|B(2DBX7!8eB=?Y#@&9_0a=0qJ*K z5TeUP;tdYBQ8_l@$Cy_k-y6aG$kp0ii-X}w%IPI_`{JR(?6|W5Cl-QTWlwIDtAM!h zX}N(0`4E>_S1I+R8eBfg#R$J{fR8FczR*?%Gq-(R%NJQe54cw`UcCr7Qs*mz0f5*7 z9C{5>*B2^)sJXKNp|tOEM%dgYxbIPluWT6DzvJW?R8T^*XFvDjYM8FS;zIJ=RwyKe zxqTe)cH|*0E-!&;lZCd1qa&WzxJilgzm`LDa&oR!LJNS(bS3SfzdE%F3;h-Cqor=5GG*QB_;qti;969cx>9;GoV7DQP<^i&`WD{p_8P2# z63@0`&)vq1hpGw@e%<`Rbx~!45(3LI3Sm|5ZwPtD%hKN{fF{oeDpezw7vJg<(eqV=FC!t?s)eGbGP)*0J}%FeqVFZ;hutAOl} zZCf!OT;V_Ny@Bz89@;wk`);RkR%?Pp7u{lvAjrqT0v$W@wjAZk0|hgNLMm(k?Jbpn?d8yLEV2<_a7a>0QC1-p4*DDUhfhs_dy7LQ9;qZkXPQ}0#8(9D zbyBnP;!B`ibhdA&MKPRE9uxGavJsXP=G~3Wtc79A!@6YGRnyOjxD5np@m+95l|YB@ zk_D*Td`q_9Z)VcK0($+@*O@gvC-eyl-$vyM?XjK=o_?J#MtN02eSst2q(ul|_0C+# z7tsK@ytgv(1w10x4jvysU>jS5u`A1=MEZ8)NdZ(0^8Qeg`cMxeq=p~NRgDJa++6U+ zkm3=W*0=l!eE>5fU%3~i*TRqOb$k1I^Wa$axm(k|abSt`m@k5Q&A>O{-fkXN3b%gA zga*e~Kpts^ud#uk=DFzQO9Io?%b50H7CrYcrsp~~bb;HCS$Ugf+8x0##IbE;9dwT63&Lr zbZ>$;vWg2Yp2&h3gjeTn;YSdeyd}AAZwjdAO_=B}QVn+Mk=vqgB4O_NlC`l|uny1| z^NoL8BXGhs5*0o*!0nCi@7G}F2+0%Zdbxq1<_MTj#H1rEacm~jelvuzDb@^tqDNrk zh71Hez7)YK9*QS#LWrRfCM~JiC?#GB)5r%3AB@jNgbU&D97yw7kj(KtkpQ9V6IOPRZ zR)FpSPxPoL10xOLPq#2bNb10d!bJ<};gthvkyJ}NK7Bz&I(fV7QKz3b7R>%|F$GdC zW4ga{k-2}cU>e%=-I(=dT_Ic!zN&S3OdgC>Q2yYYS`QwjJbm*QhePJ_52F?|Uxj6hHmrJ3 zcWp&%mk8X{M23rlUy%WY^vZu{hG+S zH9ri9*<=Ha*;7xo_dM11(xjann#5^9IM9G@&v#hTP7jsqh~72UGx!m}ls~c*-PB{? zv(b?`s=}D5)OBUqVU=PCAq(hKETT$^_M|~puGFRLr30H=#L`Pa08aykqhbh<`3`tKh`>3;DFSj$y*KZIh5?va&)t5 z4tN~4lfQ%B(`zc0Eht4NFxx7g{AP46q5%0F`ows$u5P=G26$XG7zc!@wBvyj)8FZ| zV4QgLi4drG%8{*sPoyB-CKhg)+PTU26vM5Y(0q~4g}^uV9LM$o7U;vS#&YxJLCnP^ zH{@~)Aa1jk-l2yD@NLG9*lC~fIsBN<#1IKzFEGki5D5rM6848;#$5ydsjrmexcoqm zdH%GS>B*nnREEUaU#>z5xe$3JcJ=h$_VE=o1Uc`$%CK z@$niyi56)PK^T$oB2bJbzU?ufiE#QBf4o;XSQK?Gq!ALCaBoRckS@^-d%4yS^Iw$H z_m5d8#BioWaHf>Q*Sn9u-F;jF;QOd1V^}>rH$T3$;%+u1p0f@8h~Dex&8F2$=O)9X zWEDFvu^^aL72eIv!J{6|@(qzU563m=&40y?8=Y+2$ayE|}zUM>(7zHgh55nty9_1)h z2GM9#qD~I?7B9$yYacf6ylvD7 zcUzQFQp5A1EAlRn4R0Ae{;4yfozjBU7{@d%W70kR4wRD4HDQw~v{BakZe=@25XAMmD$iY`J9Hju%Y!GN|3Vw_2wb?u) zEkpFSe-!G7=><1n>D4zq`{tg9Zq38Iw}RcF-B~>`c61(SY3H^cx6B5;aVu9nDo6z3 z*|MAm9~)tNrRBzX4Mk9zbZn~CU;&W&`1?UdOgOnJ(Tlf{|2QqikxQKZ9J9_S&-sZ~ z^ymEsL{drEguyR0%yx%@qp+LFX)qGUg1)%9#5f!sO>OVe*@ptc<^g$(J%=@`?Y$F!>csR>lDNeE(BcMl1=4 z{)4Ox%76zmVrarrE~ruCIqct(x`%x=41n4WIge+hJ)VUQj;n9FuEzfUPKtm~4pnha zkP=%CnIk28Ealta%pUEPqc%jq4$G)r=1Zd?$*ke|>53@OJ<>g?p{5F*h*q5HQ>cZ> z&LMM)E>^&;hWF20C$@vkAx*=FBdQ^0$}hf9RO(aXu|9^d=g$DB9jbJ{fE}N5GXU#J zTl#a`HNV#?aAU5jjvwE#|FdB8(VANrB zZoD!BUr2;#DQ@^FPz}fTjGW28vKl5V9DKtc+yVDJU9UuZje+3418=z&guv1xxB4qD zgn`tc=R!XukZ!!}9bJO`i0y?dvOL9*2tT^9v1bxv!diFa>| zh-k{1OO?n)V-%4-c7GU0NUZ-*?ZHl#P_cs8#$+39q_QPa{vaSco>a1B^k4<}MffOb zBN6$!e7B_W+&tKD^t#E>>qTHoHE;!xS>Q3lH75^@ZFMi1j%tRyT^%<9B}3rlyr%V| z1(M+5C#j~F6BA&f7SEnh=m;TfHR|iRwp!4;rpW(Vv=lntuX=i6Oam-D8X$2hw+d>T z1l|>;G6Yfu6UJeX8K0J`GS5?KhFD=jpBLwi^z$@WkBFc`#9DwLyKkGaz@8$=qhqF_ zoY9?xY8XWlUc#H8cToYpYM~A3z42;g(8Oeeo$>y7-)}=EEDSQVwQOht!+Ca-R6>&A z__4mq!d3B*b~xyZb6-5H>+wImPzcAPb>6Pqe-?wV{g(0>%WC26V$lzk51K%4o}1U_ zao7&b-In!b4`w=&7o6h;CR+j>NCj}Z%n+BuXEN6p;}|e;BmI5?I^2v;!L*rX#_1ph z*3J&OX0WCne$7FCuPFy8_(Hx3FlYu}bwCjt+AF|^JTJH^2c0Odtd`8U!(yafx z1G4{1K)?e|9rZuW|4KmM*?w@X*xzL_h|yUL*@!l>zrg~(eM9uva!IQx6^P6cQZ z8*x2Py_;Yds*O)1%mOfs4R$Y$2xiCPm#R9f0aQ1HiV5b#vcI?g{wJ)@Wc*&DF45S0X?~Y&h*NOt&TUvhu z;9m0>i6jITaAh4J*yDgdP63z~?F96WeAO5NKyn>KuW+=5_}%*L_FXuCpR;NR0M2GH z{BHRIK8sZsPRS1e@P{#348L1mNYGuj!+7~n0Gi2SV2KOtc^CildB!Y*=5IE8xIZWm z|NgleF>L0{?<9eRbxvT31T2tC{Y0fXm+RERle12XOl*?C*>LuEZAi3wnygG-f~P8T*9!{q-yK zvHa4w$Mc39KX&_B;({pi`|SOUZ@pKTm4n%{t25puDhwrXFn|A7;uhN;;n$L9cjdsK zzI#vIU4n5pM0LW(~Rj*yY*whP`gt_tf{qMnXl##P;19#i7?P^8>#- ze_UIoN7(Ys`kVHL{(;{u?>O;j$f;7`J3PnkwF@n{5zrZ&*&F-0qo8Pz*K zcH+u3zUlC9Kd>hjE^RKqckfOV z#KldI-nl;-zU_X)c_fPp)^|^yhjdoJqDdc3Crl~@ckb9D7e_b2_|&AyM~o17j941> zEgeG$Er0k2w|4rO)Tk4P_AiJ!IfIbXolzTOWkkqF{W}3*hs3Wb zr|(sQHpA$COcJ_pqmn}}CtlX|cI;a5MxKqx0r(7kB zJ`q)*yt4!zR33kC8&C@M_je|9PM4sCaCq`q-exFNQ~5j&E$MFw?7H1_G#Wf_7mU^C zivgZhI>XjYs(?B*^#<+p6(Dr5D{uPwQtwyZ6M0HY6EEeDZE5wJ#ksevJ(XJ~u=yM+qj;olXEf+j-w!Qh9c zi;~2()CHF!FBlRZn=blyNm~&%5*7lAQ+0{i)=~RBnj2vCRBI>Q%bB2YNCo3!>tR+! zoo{9eDw>}UK6r1?3Uap{@l_4OkMUG$<9atNnY!>bS`uE0aJ4V9EQAP-isQ3ixZmj! zPU&kC;gq0%L4ZIa$Y#vh{zfJdHb#Zp7w2*yZdJMHsNPDj7gnvRI8+AvX4v}j7S%w; zg^MPM?@HkN-pEIrQGrU~%E1Wuk$_1D?vD(b^*tmQKxsNXpJzk^Wvi@dKqgd&*v&*b zJS!b>k` zSc}TXRUr$$9w>z8Cs%5Y+|UYqT|#T>T$927R>M}`S4kk|c!|!zT>@D}y*=q2ejX2>-rGd9*89!u}KxP z{CA`UK?tJZ?1F&ljFlWZ6p-GtldNfF-lO$IG@t(7Jd;LvFV>K`@%2N-t z;EuM)rSut55WceL#FK9!0MBG>OHYNtli;HDIaqjiyJTm!{CX8UeQ-=<_Z3vQuW;!w z@h^pRrC_edi5xgS!R6fCU)4bB(<9UjiQSK5`p3RfA#mfw8cwnW@o5Yo%Y;X}TN0F0 z<3Szb6iK-M&JqCfAQXr1vqM^7-m4#R9jL&flvXw!Knac)R)ZCp6}yE4j{KNDxE2dp zl%;72cnB+7SSEJBQ4;?*%7C@O>%t?ZWx*`}ZP{8)nV|D>*WFl*AQ-71eD4vqpF)|w z^(&h2dc7dCPOZHGCR>hOv|9rKg-ut@)yCA&0Gtm4fL&0budjSHx_#@MLC@P5Kz5c5 z{a#v+Sjx0-BS`}fbm*Y!E0Oh(61w=pbX1&Dg7Au`kfra4uPWFy|C!xaUG(-AT!RlixwOxvqX^!oAC|tEczde%VWK?TEy#M>^#I9uqgM zwycAFGZ$Qhla(N8%>Q{4cQu?Q9YCdX;d#b9fp|?O0s#pc)bV#_01E_US;7|mIdi>n zF$GsHMWS|3_tA^!*t70sv#qmn8cg;cenJ!Pllgi6+3C-!An19FP2}=ssJ)dIxhEgb zOTN=d^Do6PJBxQmdsZHN9JroiIjsmLIp6H!-`)tFdmKmECI)~qaj~hm#}5kKWsjP* z-Gf)tX4xG2UI>nvo_lr#7enOEmc-9-`EW%@xbga;Mwk`UbG|Vfto=Yfpy(k-J}4YTg$MqD;**rVR-} zG~omzJSc!84w@-K5GsBTC6OK;fVGOKm7_2$SgG`l5=Q8dem=p=OQD@oxaWfQ+l%El zX68bPyxg~5v?`vzCq^zAm4!N%+%L||@qtjewI@rj-hgL?+}2hiXqA=XgE?Pf^n5!5SQuH* z?~$OfB$jNj8=neoxT>$3e_o zj{8S3aM{d?)mP1f9om^kcdg5XOJ_|pO z0c@^!JzhpoJeo@y3{ggmw#*$s%W3it3(V>HNIfETo%-3PtVTHE_H+G)vWL*F=#MQz z-5-k9Cn03|dMPY@YpML!vKXj@m(dk4hXSM#h`k=~GOs!Z=0^oos@%c;=G)u-_78kO z(_wn^R*PeBbDrDq+cVEVd+w<>Li@`=&7dXEXG9)od)iG@EzO5JqxYyD#mK4DeOuad z@8qDh{r-C%AB$;4_*_GpXriw|P@&x8ne)Rnl_8iI((Sm1CEY%tqme$J`+#J8D-2&^ zJ7S4#9t{6>|3i|0HLT~={JOauiIt<*EK~o{3b%AKZt7+fgX7)kGflQd;CoD^Z45@c zw1jpHZ&s^-+^MO{GR`(b^S#^E`Ys`06ERlTp(Yqo^EEVQ@P@#G0K@1mBsxBQy%OWS zOQF!)P~zk0VrZP_*(Ys<5e%#Q;&qG4VamYv0##H3_o4v&>`#n%xh$4)`Svnmkdn?V zAxM5!tl)H-pyj|kpRySOzzv-TG(;fSxl_NtxV5l!QX?S6S&PCOkZOV47z`NpOAYmN}H^VA3c?Bb&?VZP- z?wJpfaA)_#_yPh-$9PP4;d#94^?2aff^tZ<8u+!mrVWlu3QK7n<3QKvn3JknsHi3_ zsFAScNjjjQqYq_8-L#kiWF?sh6hmfi$v6|}5<+D6prsc2C;~tV_>tX%Yq@X={iD3) zOJNmh6@=q}a@0@Tp3MY-`_BCL(K`Ad1;AuL2Fagkt_JIK3&w>RV^qg(pJPX^27yzX z{dy;E7YIGO_k7V$4{(^caM@JzJaAbkCYxE13z~BmwoP@+fR2-m*dkOzQETT;?~Qpd zk9SG#+k{5V3G+OKW^z9mYP>u;sP zimbSRuJ;(3c5m0W6rUjLjf_SS5ts`UG@%;XXspM;b%GB~rp|SOl|8Q0MMOPETgZhse(L?e|x2Y0T0$PU* zar`Z&cBdH=mzBP8kX^v#Szyowqq0Lg7UhG*GDR0 zA*le*MF3`tk@glNbR0YI>{#!rQm8iX{}OZoiGkxf4w@m6!!gI+r3r~~4d2`rDon)j z&zFA1%MYT!%ggl0%S|y*Ew-^gYXt||^0M+RkWi9RpCB|nuo^hNsdoi4+F+8Puw>c$ z2AJV>fzRV^0~qfN*|77h2_a9e-$jimB8g&mRG8~+CQSqywSguGp@S6FP8jMDHkFbV z?)Ms@*w95)rZ^s2HeFKdZ>ojnBF|ap6)IpR^#w*bagh@e>U{Qo^VwSh!(M;UaPusM zr)vez$F`KhvQob{i3ggY)LxfY)i(*wOO95#GYgf}z4GT(Ok$zd9xRBYU zLO*v>Wtj282Aa@mZ%bRcZ`Wn|L-nwa#FuZx{n4%!JaR$^vz#VY>$E^^4LPCEfK0F& zUjaM|NJd9K+!!ex{DDYj08p5t0eDQp?k2 z(aFf*30KHhBc`6|Bg|FUtdcUFyZUrltW$u=uiM=EjW7~Y+8kNi|r&ZD$)YayU3{&)T#Er z7}OXAwFWa@xIDkZ`8Gz-L~K$bdpxkuV9O8X_d#&j;DpS_`1`QnVA<#IqbgyBi|mFa z7zz3A(1$eP%nIOE{h*QV-VSMdcm;MJEDEJC_NH@@e9>Y?pD@-G`<`b*u&rCrJJZspgdr&NPsXoPnk&Dwf;swKTH`pbXgfsv&7&;#~bS6grSoXd_Tjc+wbMM>*u7(1UVpt3{!P<%QHKb+Amp zHd^Fz6U_X2Lt&)J1L){3U4Qga2>2}Cvd+vf6ucdx`S^0`VV=@St1&pP7D)3ORfEEn zABOTx8}plC75ZU0jX;OP&qB=$${8iS*#`RliD0fXNrqtS%mC)u%>ARsTyNQi|1*Hu zxh7=s{{qa|?z2U9cK%m@nHK@(DSrnrPoV*3618BLWq}nIsKlS=3e8RbEx=4afw;I> zWi|^K;o|nBM3NudpcKL7TS2VN|LjZCTTt*S`Zvi4% zce_L59}#~8(CFjx23+j^vcS-v0Ah}GX9`@Keo8veHLJ5fwDgV zbe&I~^FY@%^oa4tdb^v{_)D z-EQ`J!k_W?^>u@bk3W>(+z&%6&e`REcl;YF1!5)?4OIxU%d-G83ly{06Rw}5+m2M# zx>!q}FGCgD?DD@`KYvbdv|HA~p#a}MRM^D4hY%E4g*yB9?0v^x54e2i3oGp5w@;K_5WQ?Dz{qSr3rw@u4GXm5^5jo| zW0ahQ!CKk>T4AgkQQCj^nb^?%r&sXX`-e+fvcBl^+#vv??mu1rK$9hB&AK7WGmHOr z{f-jy2fU@U|K|Rsf8nnHGkYGWZ}G`zR+;$r)ei-NJ-+l(iwO2U`Q7!`yl8iso2bkX zg2q4He!oXkwmfxT^j{zUIVS0~7TebjY5&;m|4#t#lz#!ddU$RB{|4|19ap%l<=X(} zaWWQhGI>zySk&EYh)lm?y9a@&AR|^6g+)iUz}Clm@Kpm-UNv#Y$d-V&ME=)r#|j~4 zUB<{bCoEJh`8cavvIPVV?+K8XeS{g+3vLQZJc3Z+CUwm@kKoK@zOK_~rMvWT^X4BL zF^gCFc){IYXnED2os`Sh0)=A_nGZXPneDSeH+1c-2Qnd4_L&huMTqvP5aY;7o}LP$ z7?h$1oU4r)MT!mmdDwbF>`iX^{sGMFDxkD%(8?4D>rYS~aqw=6Q?-6cp!vH#+E50#&M-`yQ^YfN|9q@@8yrhjaW}1PIqOxHai@gWjT4(7Am7 z*!#n&(A;ySuVAni%-=+xUK&yZW*h^xyV0a)Bo?CMwI0v$5Ms8c z*?^z~b~eihc~W8*%?_X?X+Ss7h_Ujrrmg*~^oT`=PQIRgqaNtc=p3-56vT}%4M>T1 zHLVOg_888Q4t{uiz28s1^d7AwcTfeW3Q(d#&<-vp+WGnU)_iy`eX;#Y zWG+nF;B3pol?QyBXSb7(p&ESSReK}?t(IHjN80w5Lf(^L6V1uBa584z$l2u$(46pUWzw0$z+Hlyg&=ZKBWKn1zf&&Ay~STH^x|3R=jq7ID6LP|&> zT%#<%bK#qlPHGTZV$NRYTDt#!Jt~>5tmnQQ51EcXlh&?Egb(9u#bkLB!Bv7MHD&<^ z6t8~~-(ye(W>&6|=4i3%C}tpOZP*4LWA~-VwNyi|<3uOpOLg#`9013e5TmG(usWef z{-S}9b$mROn8=N>(}5xkDO`^{E;1ZA6ic3DW&f{6It3H9&~V9Y1IUW){ndy z@-7l=OO5ZInROp_t1nfK(0l;1IsQj1vC#Wv!mNQEBIRJ>)}TFWa|z@-54@b9j|!!Y zHJ?RRa$uL?*^Dn))exWij0j9LB0R2z8gi?v5;04?x1SwL5aO#6@S7RLb0Sc939k`x zK(dcu$A#^-Iv~8mllTnw|1QUxF3lt}o zfPE@P?u8bC2r2OvEQRge@*6Bp6~pPah^9Vhgl+s$aqVZqA$yaB+ZdGq2pj+QyyoXX zP}OLEJousnO2RVFoX7j`%Jy%w?CgtS;COe+rWDNTv&vfETEGF<=b!e3n^c1$Ny&b| zSQg7L7MT4&Uss&z^n4ftxV>ktw{?2NqYsWNYHS-|`N?EKQ6D@%yGt71YH`4JonxTr z+zQA~zpuhG4zugyRl~G$%OE}6YM08BA`na#;qGoNhSyIw6&A=BL&ZFi6EBgdwElrK z28xHni6<`-Bq0!Dbxnmvwgf@Gx79j*1P})jOnDxiE{6qEf^RJyh04J!C#{W{2)HeO zX(7U217X~jO^wzykU~aHSQ-%xGS|mHIjKqv$iHcn`AiTZao%S!b%KeQFeHjK$WN>Y z>f-=i;^1J~%hET^utCxzVbjQ5uv@x2=>G0XFfw2C%fY-FR(Wj~6-Ncf0Yj<#&j)b3 zQ<7H{-6?|z?avY4z86E6V_j&cOA+jIoGO+n+6;p4OcKw&O#rbpLAxS{2jG~s@Y|7n z5l}bx?BMy4lFyN36P>J6enz6IVrOP(N)%7MGL>=#`l z8bRs>k$Xr56S+UW-gv#r7j(@f9~W?fp=(f#*Z4#bgg!d{HT(erlBFI`esm$Rz(bpx zZ$T48#jM&t|49pc5%H*+QCSVyvo||v*f-El2GvZ#Sx1GKLlU6wD=`He8G4S2C%OQ` z08|R7NSl5GOEzt=UgEG%%LAWAZ(TyPcJP2sYqEdn|dr{WxOy<>qTXR)|AN)>>I(i*XP37Q#G)dynkwq=}hYt ztcC1S`o7^}3WV8=rKg(>qe#&wxURUAOyzC^*Nv0UZJb;PY9ESGLtF#)F)J(kxaxpb zzSqH|)0Tp#Ez3YyZy3G`;OFM2(6`C?!Vn#cen!tvmBm3 zMTOP$RTEu~O4rc}?}yCx$}+FsXkZ8)=qU0tv06#109s?#9J`4G1K#$;AZfJd zT(PlAL2xTRPhF;O9iG(c@UsWl9 z59t4**iZ-olx02#Qqm1a?mCD>Qo*36FT-xZr)H*f#+;u+hJQF%oTe0~@sLDWj35E4Kzgv>vXmzJ;B)Rf>ecJq3&0EUaIusW2qFz& z_GdzxBH6*Nf;@}HooltKp!|?ar%mNG5a7Oc{KVHYkUZLAWa5+y5Y#JecTgD>uNyuU zsmJGns@7uPPmlo<@BUQFL?@gH>mtWJy-*Er7EQa3w3~!Fw}&;t zn4%YnzWwOP(kQgDXKXl>tA@u$9Y5NkiqL6DP{62|8VyuwYcb;l3FbT*FhD3np!~FwkTQQLeQH|+Tr+jMZt9i@wRg+U zAC#?y?(NU}LlF3UTk+6s+gWrHvOlV7e>5NR_ifxQHl_&H_T1e!Uml%W)=75HUsVDk zrv)aT7HEP2iLs`?0vvXuo$S8%BoA_hyPqYYpaF4$dj2%hz;yW|%$z18bsFH%OD_Z8+A6RhGwzSKLNsMzj?N-j zX5k=V>M&{G(TUd3Xprr{r51tc+*uaiTHyHX*BR^1po7J^;#LRcYf#A$z|?gPO!{t& z8QtYKr1^MoTv*)wQIL}jv)XOG8u_$9Yxs*V*O7RfS-Wa7#WIH(khuk3;s!|k6s`ey>KkhFE)V|?yj zmwEX!H6O~ldITQ&R>C0ndE5Z`Y63 z1C>}LYfMni-I8hq-CPk&{a_}&{e%(S4~?{D1PLquX8_{kdyo(*iZoB9|DNYb43?f zwkrHh0iL{>2`(0Ro>+V$~`!EXT!t~o99 zZz+il0kGJNZWb_Nfj}0>!yn%l6y^;21w~43C)W*C$T0xo?*I(Pamq=n3T6Ig|LJ}C zD}eZ?^~a3m_rfr?#gFzi>HXIh%epU{a%7LM`H$=W-S)5Xj1QIJ(;ssD=&k>kLX|x~ z!`UzJ`bE|qNc8tfO+AKB(0_f7(4Nj801ykjPWtor^#5(gTtlhDj}<-&FP0JtfBxQi z^&iW#03r)SvDXp)IkD*kj_95#aeWx6FvOyrz0cU|jRlZdAevg8yd6;>9r{6jn&Ob_ zk6m7X*)A5qWZ&b*o#)$%!S8+-*KNK9#1!W5=-JXgwx7LUS>WtX%X>RsOM=+go^>?^ z)Bo%9&lNOs=N?bV{~ACOYF)Npe!k$)`=8mL-(5fa)pBcpjaK}R0OIeKFPON0aL`eV zVB0x*wR{A#`rqFFj*B$n!go&pkJm4IzS;A`o(KGWZ(m;{Vk8ew&gz{&{OP>lR}25~ z`ctkLgpJ+*Hvm4f11#XoDx=x!5x@2it|B zK&Bo-No%{H7@!E0v#Y^bNcH2cjuN0Orh*zFkc@adSq8@rlT#5SbY0k?ySWgC-}|7V zrdm$^5D0?#PH{gSP+4JSxWaoWDkx&E zsC->o02;BfceI-7!Q1Tf2?N^-&_8IJ-_2VCRDoB~kg%dU_)LKmBihNjsX{z6pd$?F z_am%mAn*8kVnxr602Rl2C<(DF4Y3S|S+}+ay3MSC_#mTapT?KaN{5FW*seLSO>>|K z^hqaKEchy-J_$u+@MJ}=ZKy{v6pIKiKl!K%rkiC(JrECo6gT~ao|(RIqOR8=Z0l`! zI_Ayc#s#QA*}HnL!J}$eeR!c+)FaH0j+3z#+R_1=HzyuxA6ElH3v}-s$HIIWWm(J= zaMq~NK13!*Gq|)|zi;J+fE9UyZdAfD zD)coMuJG*e=Gl=C15^Pn5B8AbxjUuc`r7%Yku+wwuHEt0Ui2E=i`vnXF18<>>*c(! z1)qTZIQ+TeT?66+dY3Q1D+Fipz*{;4S)g&{z?4SJ03Y9H$bIEqEeLH6v41z4VH~>Y z(~QI2j5X=^<;?y}rROmQ^n4#v;KB1njpwky6G<^BqhU8ig|7e|KE<q{w(dB4PItNxu zZV-R5q!iT5NGO zf{vLV)yD$h?$_UCPzly~)9c|#{S-K=(^@iHGzLJ*s9ZMwkQSU3Ihe~P6nshy8RL>wM71|10NrO?qOl9WG z^(JY-+&_kd>it>246q>a#_w{-dBs@Rc;a)tiA@DebzyMowja8wr)iy19;?KLVZO=Q) z2Uh;jpae zr6Dn!Wbp4$WeQhXG@$J+K^Lwn4VbwlW6ivp*hV z{|sV#PG#oEoSBL>8k8y7U{ch|!f$qZd4Db(= z?_A3Hh8D7E&P_%w9bixLDIzh#;ACIX$v#y6cAdPH%u@ni%md;M8fQUXoaKor-`Zfm z49)Bza}m0eE^hP8W)i?I}p}>>a)7zgxP$t4(k^0!c1iK@fHTx@?rJBfJggo zw9+>%5S(-(4>U6$Jl%i07AULLP6Of_X-&9Sm7pReM{6-a+%(#m;kE&D-&oQ6m90Uz zQyFM=aF42_+=n@&qZ&R>$6oDgJ+PygW{8V)!R9YwTfU&>-c1V0D1v$lV5kDf)t#?} zg`r0(AI6H6cff6~c?!YuesET@V$zTC_u=^P-JA@MP_*D*c-jPsHB0Sy><88B!Fh$o z_ojwYm{ggZy&<6%MvmyLO~69(<~gQb`))PT1#AQiDB!-91ss|4!xCN|G560+W`CTQ z5}y({;%OLRP(%TAQ9wnyxuP=Ov32(BR2DF4fi+Y`F%RZa?EwO5qOUYJoydlO?QJ~r zdO6^%e?5Ko#TE$8Y@a&oW*E%9me9EC%2lwsSs4)Re-rA@KC{`R5Du$R-)F8<0n@Ty z#i^myn*9v^mBmH*@NwFg?Qf4|gL`Zvcb``|P=JUiYpKd)CSPS0ztb4Nk@D+ zA!1K8+560Ef|_ZQb>x2JfXuYLjk2Tb;Zaw|qxj)9aOv)ojJ^9?L1E|5`k7~u&~>xY zZW${49xhORGJ9G%xOKkn3zRB@$kg=3E~vDRT`Fmv-je{&8&k8)MNxqwxNDKr>IArw zb!7;P~0w+n(cG0inGkK2`fP!{{xw<99n%L+ZApisMvk!FK_#X;QN> zQR5}dC-qu|n0clU*2O6k%iMeCg~m%0o5=snG$xw#5V`lXAztFAH^=D_yDv5#tkZ1* zyN7D{$_0~8+m`GzK}G4F$wq!7YM_o+Wlum|D;zHQ+Of!v1EZ_N`K!=6JI^C&{&xFv zXup-P-MF$GYz{o+*)+Koga%iRvJs92Esq7JLGp1RUgG?9&Zs!(cu=t7xCJUJmrJ!9 z;{K%9UY4#>rv;R&HjbG*wHnS%SX8(el@{B`Da@Ew%%`akJGPUPGO>r6 zr0MnXTek24E8Cnd!1$DA>L*5 z?X!b%V4C4{V!^n080D0~8#N2 zS4C-+E}z>~h+ zO{Qp>eIs_MS7LP|0zk(-4^OIrU6Ka!j$b)I2|^#BaU5wWO{fs0U!qBy65WnDOVRDy zDzuSrc0ESot$Md<|xW*LqQy0WYdLJV~p z&z&m84DE$EXO3d_EE@m%V1G3Nv04mz;dXYQ)}*aY@TvCVVslEAQ{K6_nfJWMi) zeOzRj03(lRJn)}W4)+6Hy_*!FvoXzD`A$U$-N4I;HARuj)2E763*5^<#Hpe|@sX{QX@AOW=CU2V(M}0;m}grL#L3i8JM0 z{u2i(Vd<Ux!|1@+7;|Mf^K2M#7j5R6SUh5KPkM?|uG_M8n zwEB{FmHf$V`^)4S;oQvU8ATWYAXndPa96Gs3f|7wljz0F*AJD)S{({u zgUA`zwF>31Q+}tG;bacC%9s2l)|tD8Sx%>liif?4}q(Sa&3RC-mdR9*zplm~M+^qNY46i>$Jt21j93ga6f zjhak}>C|{ZjX57G%=wu~KY!+!Gvfw3=Dj{K=v{UZyKs=Ey(rX1~|Xg@9;dk5GCY$e=!Uu%j4ahkgEf(y|S@&c3)3rW^nQ z4WIlqMdQJ@E4o8)bu2jjKm-8;U_d3aNBq90uI{R?UAy*Pzmx+HE{|VrhvNk5`rl?s z-%n4f(&L*cEWwHa=&(QFAr~>GKd?3?zACPW?%05e!6qJ^CLVN_hzqq@uUG}o(nEIN zR>TO1*W`l4cRsr?-=9^mb41&Y5eS^x2OasDgPGQ)=gyu`IfMF@v+Fhr$D_6G_pjHM zwcm#wfk(M5x1+!;b4s(u&&P0SL`~)#bk2HJY}TEqRS8qBC;SS_sDS(1x~A`OY=Ikz z4F;Z_cpMK`2ArN&2S*O$GR2(GSV1lr36elAiUbvPEGtR4x#FT_MtFPSVs6d6u0!zO zc(=;rWi1nNQvb*K$t#$mFhaNm=nV5FI72!Xqh+$ko161p7BoWxrLeDp2@&;D8l$Sf z_>-^dqJ(GQBE5O+i%fTzUemkHSOc9jERN68-hUHboaIx{eSySXM{8}#Ms(s4F%KLm zR|QLB6ik=oHACB-GLNgi95A1!x2g>l@6`R}q6t9(-Q$@^s?MeK`QQ;_)=YmP&p2## zt|s_Al}09hs)tkLv?f0d)-jF~GN=6aoI${sA_9msz%$apJOv|yBuy4en&5qvj8Km* z1FcVSA3_dQz`EH}7Gw-Qs z!L2wxTbp4Z9aaX-(Hn(s<2>WwE*&I?wN%_vII zc$ON6H(1l{Fm zZYaFVhJGeVPK57;VP0yuTHRBo}n59XO}}w#d2~aXkXMEW#$7dGrWM z<7V`pMdG3Qft9o8v=%{td-XC|3l3<=S>Jo<-UK(~AD52m=D@XxW4qpBKSyP0pEakW zwJ?H)OfEaWOOdW0%1bi$8*`=~w_)y2D+z1WOMOOH>p@?SWRRvn0yNC*xmE)zBG-of z#QOwwU1CI;cKwf4^*?HmsNXKv+g=8@DS{OjREDRS-;*hY@wJ4-zB`!p-IThfKJGr; zZyQ?@+LR2T$GOHayAq-LRhak3@(OS`J-5H?7>?&B^jS$`UBvmJ(diS5+hCba((A86 zT*x;0B6;jm6PzXoY~E|>dFcZ+f)W6{S7ycsbC`Lm8NI$@O}9TMeZu*U_2Ln{wJ>cU zdgefMIt=BPiOLw#2H-7-L~RnmwNX zp+)wY%=oGQOF+OI1`8sx>%S_P|4%HkSs+yuKljh&?+FO(cMf6R%mUynkclr>lw4LN zMBn@kfSYLk`9CR`{{=u>DF57qh&F6lD`>f7a7H)ty}tvnUbYwXe_5vRw*VpwY_UK- z3kc)K2aOw^2N&-u%-q~9H&}tqql#})g1w zKr^uRX{ejAcn|1%r|h51`h$4b>z!>M|91R1GCs1X`PTKba|WM(X8Yg%{t+4ibL|HM&}{$pyX^zkOnr2G zlJKDO&wTxFuit<>GDXwZ%l!8Qgs>>1x$=VvNbL9jm4LvWNBZv)M1Pf7kM!vOo&fan z#F)1!xAp(F|NQOmmtIP2>RtL@AHQglht4Gpqd~tvd;b280PuggMRwd@3gS{sK|Fye zh+k$3;!Bu<_>;dB#NC*Jcob6*kNZtQJc}uae`X5ep-e%1G*b{yWeVbcOhLSYDTvSc zhXwI;;q|g&XX?R4$>h@xpKQpR8tErBsu~t>(%TbyxNuzF!Dr98M(82=451}(;Ify* zKwbe@-nlbxbX^%dxOL<9ld3W}mZEpQdP4&Ub_y)MDH{u~j5&?VRHDGhu)Og=aTE}9 zZ+v-ppcHaT#Xsd-E`g}zh$}X_1@Mc%_~jOyaBn@~vpoQu4Y!$dz^BgUZru`hBd_lbmG?K=}@(Cl5 z`u>?FptayTnE6s8p$#BwHS}bwd=L*Mzl0u-tE%MMWrtq7N5@UHzooFuw*2vOyrXmX{(nq zjC(N}u=HmN63FPLv;Ec(hhGT=zujC92uD+vclOIeZN*S|^{O&+g8H;dm~LGb^G&)Q z-fW+Z56oDNUu|eID+_-8m?N&0QU;?+6}OpvEC=6dx0=>%tc9c3E?>MMlmHS*_K!2u zqhas9(TVR-_1VhD(Q3K5d0|f)xWWMm1rIE^#v9L%=PDDFg8#DuqtF+p*O<9xKoUl_ZlV?Zg@(kA}Sz{2^7RHv&>w)JpU{-x0Zkr*git{t?z zC<1D_ZJd8zdI;m6MVdHHF2Ia(5uqLZ#h588lw_-&1MM^IyF@}NVTWdue(9A8@J!=V z=O4iVDhg4=jGnkZP-Z6V%b1C}1VP=V+L!{%!A`K>HQ=5QTLuLRxh43Go zpLUK_Aj=e3e8{X^)f$M(aS{nqz-;p^^7zPu^NeDDc%=VuznM9}e=PDGr?Lw2Bi2b+ zYZZZ0)4Z$hB{^`(a-ZU`qFgBByFb)exEOkUx7PY01OLe9VcyG-_Zj1}{!wWJT9h`Q zEuI>b4g*uNSBGd7(?IYlGhz=VEmI~azQsyqnvmf!n?4?bnZWljjQa~F!~t8knt6q- zKw0T$=KYbuY{V3feu`<>y56q`VRF81Qvfm@;g#2n(?Gv+iC*QBQZP4Cy8gAe5|V$W zAB~xaitwc=q03slKq&0{r@d0{u-1U5BL3`kIMvWLav}DQsD zE;i1_SV)(?{aI(J6e<$>Ci_R&qGFEBj@36O;FYKPt4S(^ZeX8wV4nh`SP`Qw*cHtP zG9Vy7dK2@y9?>^9=jYS7YDn{}{*X5^?GHdnFXQL1H>f=RQFZKVUrWVCHza;XAR8mQsq}Vl9miR zbFxn@ABL8LJ6|Vzhn7Q3q_#};bu3I723_c2~wJ`SF_3}DU>I2JMlrwjw)OT?OaV#T$PHIalclOZU$ zykdJ-B?9|mj}6c|ol-K#*1;?vP7NPszbBHGyEBqNVzPvwt1J@ymXBbz*BpBg6v5ZSAbTPw^CIqU}1SeA!8mN3C%@Cc~%ug#O+tZj>QG0sLcO)Qo z57}(8qaX=xGmaNwzMaWCB8!1?U_MX<<){P9Y`UhGM2dWrUV8~M@#8c zDx)+3ibRwHzVJVU&_jpk{Mz>z`@5lA<}7Z6Ppvw0gjSZrneWTbIjzUYhI+{#<+W|_ zE#|Ad!vzi~`7gVA6s@)?q9qn6DIVrKHO7jW&HSE6_h;xRLjh;Qt(kVHP0-V%I-vSL zo-F8ZIf*W_Xn7iPL~`d^F74Ftu?@0E`)7{!uZ0{XzicHx4s4AR#P7v6FLuQZ2-E7YS%$!~(TH!t3ewWvEUAm`7CU=T7tJ^|5vI`h^X>US~)Q z{|h0NCD5>hRH~4Rgw!C0ka~}LMzYpLrB$N2&q>X zLaG5nNTr$q5>jc!**_@| zRJz#*!$852B@%@p&~egAT=-T2?0dbbQs282<{shOalI}Fo;s@Bn0y|Ag9<5mC0!)6 z6xUh_p`~+jxt!RtPsYS?GL%;Y9U|8B9gVrI!4#53h$xa^Hrj-K9=(xPge^5BjxLpX z>Ncqwo?!VHAD|Uc>UbS3eh(?#nb^)-4D+~V?ux2aV7A_E!36B5SDJ6d2WAw1QQFn4 zpAWs>`@*7UXM^wJsd3YmRf12!p%kn25wP`kheNRXU0B;z)|9Oj26?Nh2ZnJAU{#g( zv5?WF5P3#^^)pn+kBfaEp@|MJ;};vaMh?S%{8-X~RR~-d%XJvb-8CjYQPG?#grf5# zd}t7AlvOuF5S(X1^r3OL>a~q@|M0?yXka1@4i1stH$*xL9-DM2pO35r`RU%F`<0Mj zyK(hx(j6R~~cWdU$NdqVLi0 zMR>=m^Yib++4Hv3w2|1Bld}9vcYYyUu{2L=66U~Yxg@tb%=%qld;9RC^|c^%VoO|| z7Z*zRg_;PzLx7I7>d!PLC`BM<%u_h#W`+PQKaQP>O_F zDguBDYU3|zf9@%S4nbXq=yO$Q!M+GnL5jiYd%olM{A@_YglyaPJUC5dXk;P)QSIG7 zp%T(-{VaB=#K9;bpEDBmNK6ei4|)4N68JQ-H0LQ6z?xzgOMBfi@KYHhy7O!)T#+&y zlX;8_qZoqVls8s0^neT0^j?7_WT_C;^S~AKbicUeL*^BL z&Q9mXP}fQ*BMqbu#ev^}A4LaF1%cAKF&x>KcVOOGLGJeb1t9<7^+^#f2QFOwF|%V+ z0gRVZ^vt_a1@*o%q`w*>@DT^-XvrM#%KVJvh1xpMH+ z8JnX~AS$D?yJ0669&I%#y3-vCN}ZhL4U-bU_|37Xm@7}vaz9#kL{~mY--}KZF3*EL zFAZsr4P4OK^*rFfsB(BdW#ZPwD~e#?(VW=8gi>fH+uL$unsATpjV5ZWV8+*?^!;WU zGrs=F0L(~m&^Y>L=eiRdptIa#VS)mg2~rFEtBUzIZ7-&Qw@}PRRI48YD_SDism-`56r6HX9xYy}kjSqAR*B)4gF+d7$<2 zp-3=N3weIvTODM6*)8v3p9dPHo3A{!?|}7J1W(>t_6+WwjbE}pwv_?q7)P>+1PxT~ zT*b6EMnV0WAv|IP06l#E6Ci7{yHaC^zhm|g5+OsvC_{jz?l)hmKq$O;a(HnG%$gB{ z4~!0q4V^m65!)LD$Yy~5;!%5!yI{mjW~`sP)d5t#D+yIJc|p0$!;3u`o}eeb%2i`m z9;kS38S!dz2I!b~NPRhw0j71;HL6-Q(CwoYuCJO7Z-kyXZNl*(HNLhoCaCXMP$uZ{ z_6mBx%>)@DgAu)cy@5VXF%zPpqW6TER5hfdKhM(R51}Uewaq7tmHsD8hp z9wPL4;Gi}t*$*ujJhU8Nr>-}2j?&)Ov!tyA?577l&=9Bt&&bSEapS|_s)2J@{%&t* z*X`K5mGA`*U74md4J1DBU$!vXSq3S2PD|w9JcX>qlhjI8a2y(9JN@!84k)hXTVCmf zz#=*S-(x~Ml|4|Uop5abLa=Q#X0D@+G_Yx*OUz759&V?GQ3Og6JdT-qAF{39?t*ElWVxe75^B_X=2+=~I_BG8M|-8yo4N zdtcL_Jkw;@R8RCq{AB36YF7(Xqx1j4I&02q0 zO7Er!SmB_+(VV2WBok)qH|%pmVGR$p6oH;0xn#g{EK?kiNB|y+ae~o1>-PybyQ0PV zH`2>&BxwP@A=*$9{Jf zC?1)+I^;zSjM}jtmb@;3_#v9N51}I>l_8CUElp}+uAhjNOgj^&+m{m~h!A5408>nf zR=JY-;pl+qPR^@Sqrp1nyJYbuE)1XXD(d<;oad8FiKnf=b^FZ02jtEyv`Ru^Y7sNP z*mr5!i_mA$a7oIBh&&s_&^3f@*h2OvOhG-ou43oWDa`ORrOlZEi%K-1^I|DR+q*Z#u{ zW)>*>D?swM8O)5ro!wtn8O(kT?mwk4H{B_E@g8UpOYnt17af9!QMj{!91D!GKr_B~ zp-MnDsL05s9V%G#9~8Rk_!jsrz$E>&Bx;~Yd=NnUPcxWvmyL@4{AAf6fQ5$vnA!bh z0bcfZz?~CI^}~>+q}~q^HY*9KKMx-Nr$Jg|Qvfqd3}69Xwk_eC(4im>%A3ud^QjK2e@cF$fFTyS97px=+(&);n?4QpHt z+_ab(J+sq1LInH2-)$dYYbe0;N@wuz&wKz2h_k>f3zX7-Rwe3VXFAE1sr=U#$yLEJ zi4nwqvRJ3T;kWy5{KKVDMQRYh&K^GtFthtTl>Gzh_@9i*0-k9*+~lVz4{AT`+y1I> zXWIk*ec#QVtFW@ZWcjI*C4;UXcKhG$|75e>Z+i|;|J&dHciTHfT&x)@zj#plVZWaR z##x~DU;2-XL$b|K9yi{+-@Vkzm^&+h4H&|Gxp`Sn0dis_P~#ymZj@!+!to z_Mh1Qp?~~)`9TDef4cpft9{&a9y0&+_LJQ<6sZ(y{H;U4-vPY;ms@1-_)7+I803yR z0|GQ-I^I|YmBWEiTgQf;u7i?v{$hMUa#`*2-BJ0lt9nsYR97LKKXzNP=tp>}}O)FeWlb33s=s18CIz@Rsl-%U@l2CcNN z$vnm^znDccVi(QGhTCXJINB-?tR{HxJcWw8_a7Htzk|xJnp^eT^K=v2f<&?D3y#;4CGPN(I*$_KDA2 z8ey(c3a0*WK)5T;Ss$6;nlFl1z9`OxN}WelI>?yaO;NNn;nXI-RlR46LEdNWd)@mL zsIc1~8{{4hTZ4kOd57PHiZ+q^w?*y&|J4-pFRI1h{&C5qn-B9Lt1Wn0-Sq;{ebji) z3p3_8H!KU14xt6F{aB0~#w>PHX&GWnP!Y&{Dg^a>#d3n~ZiSgOGSaEcKnvmpI>;%G z!wlQcq{M;yM<&zGN~dLGQL$%tyE`n&z6h3Gz))Jl7Vtha|JETqz6T0q=v)T4I2lDC z#tR#|K5Cx&l?&~*-BHc68eySb{Fqbc+~96%{^;p>p>TJU*)AU}ObhL`mwppj0vj?$ zZHu^F4%3AmSUui`1Pi&BZafz-`*q=A)dcl&Ser8a$+w6~dZLR33)`! zj_GzMKcLk{CC%C6JkcuE_|yc{k&@p z5zQ0`>3%U8WCR|Izn{m2&s8FK7l)Sv1rQlFK*w;y_Th#_kQUr!u5zXXympeFa;3mc z5&wAiLN+L0+x50hrydlCs!2t8KZ1S9V)i*Z{6K$9EMLLUU>Ij(;uPv%2Dy(->y$9N zw_@L!vn!4AL1tiRHrJvGEG(w{NaI#O&YY!5?&uKWLQ>{`{Fxa{6$n?d8R8=J`Oq+- z&r=d(;rCICh-Z#R93#gsNv1=xfW!P}323EfC@@AcvjSYpqvjL6HPCi*XzR_PjcWvJH#*1^na>wE?{_rYHF*?RBk0r2GIrWB3Q!EoHQ zhyPx2Ihdt|TI+TqQ2*S+J<}KqLU)%O*_T`kD@$LFy|uU!R^3^tXKqvn1~c%&9cM~7 zMw992DugxV{Yuab^ob&LVLgFy7(vAbRdBP{C1eU)Z~ZW>gLjmKG85K~C@8At<-)yf zG8r@0alpfAua#aZ5?Ue}Uq&?MgS=Kj{rdwsp#Np~jSFaTZd>C zC#BTQjlUQLOT#PV&vgcYuYPsTu=-F?y|+L6xCvVMeLo?+puQAt$fA81TC(ruRrl|G zPzyFkW?Nf4uLLjG#hcz#AdpM~?xv>1DX#QsZnz3vxEV(L(I1ew`+i|07*YSRV)_F^ zf@e0VL8$}E5jP_ViW$HUv!h zhG8Z%0}S>Tbm7*L zE==vz{G-6G{-SBS;DiULNM3;+78S5%@2E9zrW66G3w^254%M+c>tc5%LVSGRi!O}( zc;ef-B4bWGSUw7f*I;(1pwUJSu2+A1Zv4?P2bS=w-n7}44UW4<^gC+i!(6i9U%)upV1bi6Pwd_Z`hL;ox62QIC%5WI!=0ZgPVeV|o5 z+&)|aHdZS9qdIe8K9w0<@Q0&K^V`g!TA1mmYJ0&{X0tcc?c3nA!ORbqM1LFN?B@%@ zzlP6qY0iU}k7g`cg#@Dp?LrH!$GPx+bW5o&0?L6os}po(i=kLF>9rg7+nG~$XHH#X z$`CtLiDBf8Xd!$5nMJoReI%@q4bGJTbe0+s3+o=4#%N-8BsZrnd3z4ficSvnaZfL3 z{(?>!RE4yGQAl#Y?VzITLB)Ld5wZHN3_3o1zqF}XyQds(S-(jBLEgq`)NQ-Kd^q0 zAx0ITUoR=i0xr^v;-Cm>NQ0h+T(BW&1_lV2zU`AJet?bxYFr65ZZ@P0{o(s+VgUqx z4cEW%DhZmG#~yM&g8jVw_{?uPK_Gzgt$jO!VgLLY z;9BTuG7JG6hdTrOfko(CkQ{u!+Bp@vPyoFSD{-HmX*v&m9H zg#&w1pLG=G6~ml0)5Zt~6ob(1-IpV$mV$)z$c^fujc~>2%>d7pB)GHQJRr<486KV8 zXq%~s#F!%;6Wf!^LFAT@vEtlPcxdmr1~6N@ab#6NLw5tzmFqVtOu+(iSX9*OMU~Ly zrTFQjs5zabS+7d)Wvx~*w^pGY5ynap$H#Uoy>XOrNYL9vzrM$icxrW1n{O*B1@Yvl zFL?rI$>FGC1=PIh9IYNw3RkT|(mksiVEv2wld`+9pBR&8Jq8J(0wjM0720RMXYpsu zCe2ry*Du*8c!H# z?VNy0%JC+U+E5MG4#-FZ`&S_0B6UMM0$HT7$m6f(1ZmK7wqK1VsBqQjap`Pn`n=3F zr`OZ0X<*UZh}d~aTv5fkiHXj+13F&mTfbpDzob$9{O8L8pq20Sp!{b2(l{I`^nvb2`*aU zyN{H^X|Fv)H82ytV$00H$oYBjLvzW>_O>!;cb_YNs-{ z{fhFbG5wnq-M>jO1eUOk%yVO+%wgW;!zs1kS6YvcRMitnvV=b_b$Th?51yVQW4=G z{n7WNY~y2Cdw0pN=?;*_qqp{?Y_5W>T~5uSyO5AN=TpwL zy%kUj(Bf`^oOjwG>LPZaDXSX*oP}Rwj&gW= z`ksG4SrZ%v<>#YjWP(`6NztO53@~XHo4UR}1ICSC*!301Pa=0roKB)Mhf4gIPGijQ z9l3H-uX9^7yjl45K>r2~EI3@%o-+o=r{ofdjt}IrNR@Vi`KZL)Hzn!wG=Twh3aseY ziwp=gOsw~QQU~tTb&?E=NkR0Y8hk!yl#53Nh(#T+yMCn^M$JDod_F2sw~P(_5r*@a zoi|Cyx(uAXNYAbc=nd()vaqWODz3Lwi9AS#G-ZMP+l7;0)C=7&ulFQ@k>(Zu%jO)o zDDNyIf`D@3H2r;1bBdsB#kKD6(JippkX!t21Q+aVop-DoS_8=>fFop1n2_Dkb;dIP zG8>^GMUO`hGRK2}4n>?oLMY$%5tp+u+Q+IzC{xoh0raWsrv{_4wwiRep|g-mtHBk) z7H~2jd(wPtG3Z})IFlKT*3#$62~akS7(L0D9|;^6J-(!$l5d2aQlrCtt>a*u=e+Lx z3+a$0>-~7wt*787X>BeWR|*#c^vZQ5IB;)KAyL^6K4On?qFZJHd0ZE0_ zmIm`Gpvr3oYYEzMPnDp6GBqW}sX~%oUuG4m*39*zPaF%q|8dv&ddQ|H3^4Wcew&$s zHPDa}VCS_26~vezesd_62P16oQ3)z}TU7J5pf$TODQT^OpW<`Ytd^|+^VsJWFZ?iC z%3(ck1v>3ar5wm&!00v)>|7BKjfY=f8&ZiD`vq|qdMmJB=Iyn+R$B(I_j&7h1hm8O z(d9Nep-4#ZT-8_oxEA)4j9nz;@{o&@DoreCLIYK5kz(d^e-a9)`Q0}oVi6M==0`aw zmB1m&^1B5teJ3YCweUy_sWDe;;UQ)DT?<&1z(*CdP!38Q;NKGeDPcq&yrr_&nqaD% z&nCqI4tzW!Jg)gQ7d|9wT)CTtfbFQ%WSJ+}A3SPZ6?QHcwzqD+1!#>eVz~EvHadRH zn!9U{Szj?s%sIIHxeDXhwVa6zTcga(KUJ9H6Q|cW9_1mIea!d`4Pwc% zza!^5Q=ZQJc4O?u+KoeRXG6OQx?}7n>JGIN(4scQf9xjd4zZi8Z#P9p!S0~t{{o2k zldwf>cKtsA5LqCO1qATpoy>Bh|FK0j3q1T=0Uf;-Hn&!}PQ1TtaKv>YKT92NlrWzb>S*&%A>M7C%eKxE&~0%t4`LvDZT7N&xia@IJjEE{A|%_>w` zz>ft2SwMr{9((S%zQ91s#e*_ZSpe~O$1lBE@YuL_gB6nhRH14RH>F+S{`^4-OWt`> z-~Y+)fAMb47rycH1_5}y3+e4y;E`>2ETDzQ@APeUJ|w+U%Bnh}MJVD6e=cZItw3+j z0-x-5|JMG*Oo=4DvploMXc3}+ZjAp^CwQgk?OEWJ1p@zV`wTtevdB-{FLMTGMDvXK zXU88st*T}^W?-@Hi{6dd1P||A>i1)TM;5qZ+X24M{iP`v0%k8S_MI{&=0=zi+rB(Ta_6O0-)IKS%oSK#Qod# zQ?E>v8y}w#(5f*=AE1JpMaCN&U5LmUld~XX}1`!ngXr24KTO#n;OustvyWm>u}t z{zp65h3b~C8g%`$`~Uw_0P)=6HN1*wG1&6ZyYqT!GRz|j+aDT$_n?$>t{Der_s#M| zS5>e$_Q}o?3!GM0JRWyf7k~ufEZS&cbjw2br0bRuYY=Rf2DZx1adWObg~H0TZJ$$~f^5og`SF-xSmN9q`0iXG+z=F) z8myiJsXYVH?>*59<{rmR&w>kP%6_67b@F9O)=x!FM1(;~_A|qICzK#4wwECQBbgBA$R}4sgoo3w<9tvO2Wqhi59|m&u z6Xn-Q7r}*RszN`y3gFcuLCIgXrwJpSU z7f#5J4=whYRSDF*smYWWc#z)z091*FShdF3)9N$;>W>QE;)GMhYuO2p75)5+9^qDc zFxJVo1~g`@{V}vZ1B4G0%yJdx!b%m@P4)p5KnZwF>Yzb|^n@#fZ(Y`=mYCJ7iHTX= z3(;z{=w*>*O*S-Vo)D|At%Bz1hc5+rpp|jITKKw#Fj(+-^Sqm)_u)mVy_Dts638t% zx_su>Y>@5ZQ5>RO0^h%zTA%t@4-T5$+eHN{!9Y~6=af_#j3+CeX!(ZKP968{s)SSl zN_g+8F&4z)gdph&r(i}iS66Ie3Z6#9rjw+JHx@K0>0$;bVj@$SQYB2I8YC(|NyVIU zJ$%`$j;7@Ku)*=uTE|Zb@Co5veFSW$h1d_5RVjieW3R0ki9qq^T&InB&q83ignC46 zb0~QE58>C(4+V-)Tvq}|K8##eI4v9ISt^;Aj4B1=4e#_m>DEKjwea~1F+1;-bH$_r zfl^vgi58EPbr1qNcI1p7vv%q0eipsP{(^em#}qs@n3?+Za#GbcEGYFuY3e88 z2w3(qh8ud<7d{+Rt3N9k1P2C4$PE>;Q*4)CbIArG@HM8+m4Y>vnbT~VK}$&e&2^({ z@b=4fatUEF+6>H?Y-+|*%w;LP{~65jL@~!x!7x@Q7!U$2cCWuTRMM8ex1u4A$^ih^X6KF+aLJ$4kL=V(M(hXgFWWq|ao~Bg> z+w#bePz0zWaCwd2hw#*#lyWd4BTuJfz^)@z;x8T-!i)scW6%qF*1VlQ`~X_*o_VnQ zOHekXw|n&QaUvmQ+Q!MIk+IO^`RSUjObNUd(1{HTR&|`DbY#DyppZW~E^^ zWl#IYU8-jqLGWRGTH>Tga6fx;jnAmZFgmS>xqe57agN4V2bEfgZ zMMWSc{d9VkPz`j<7jWC1T>_i?rFWl4D{xB5S#C=6#W3@fvL5BC(*@}};>`Y=(!c=% zqLgr1Z4HsIWohyfS@f_3*5pBK{|r4lC3QUOQK;$-~2`xZdcNOPbwJ78-I9K+!#~h6+~s|; zr1PnAXi=FRG4g!_bUMqvbe1g#?S)sJo&^`fn)E*1bSxNoR2o0y#Yl!XX3F93R_izZ@X^9Oxz^ zotG9uaGi0)xKa+B&1thMU(pDzsl9y7GlF5%&gWWz>M@X@e8VyES`;KNBSZ9Z!MN~< zkMSHlA4~PV4Orv(NOP#Z(1HD@o0#WBZWVlsBrx0S?kDnp_XD8a&-$s}HV4=q$NQM1D$A4o%T zyN9JPbQB~_I9!Yl3IgWS=QMzQZ(By+wIIkwwEB789k5*NQClQ(2RsvBubh6q5O#)Y zr(CS7fCJwp1&@BF3NGYC5wRCd|)1^>Q2bE9BD55C+iln#w>O!;D9R z#OU)>XH2iHnf}dCj~M32|8g~2JJZUMm_IT#JAK{KE_4;cM=SNW9UmKEZLIV+b#u(( zy^`*$b*~I67mpA6VO0TAvY$gmHzR;BJG76^qQX`8q|?}Fxl`Y;Qg zyO7zmBe#|h`}?u)WS@TJ!dJe1xvfbU-5|JK%N6g}t0WVQE}{ahs-!aRd?6}^Nc=O+ zgg~DUH2Y8?K99u#!x5mZVY|eb@qh_I;h@PI>F2$MMAx!!lQ;ir0S`t2VuJqAJ%*)_ zMp<;0L1%?{<2Q$TuoAv#D||5*tSXmURxW)62A=u;l5g^$cjiOqbqM(GbjXMrkgkH@ z+4X!2Cx?LJrpr@8g+f4XrS{T39WFOWy%zynZj)bJ6{lE6mG`!`j!PfPFUMk(3?EWqm zl;d`MST>{;q)y(+JL(q-$@+KnA|3{UvC5a$vED&2ZL9X{T{zAaj_VotekmJlPm>aB z%v2^FIx(u`G?fvW0s=?o6%tTL-+yGxnCnBG-rtQHOn)Frui1jMJ2O7WkSA`HdmdH9 zf;nw9o(LW48YrUS5HmuO?AS0?`~lMFsz$5R z#KJe?biX!WN;|Vm-9%8r$b*JNJ)_`##F>tdcreu=LyS=IdTfsFH_W8oLfr@IfR9=@ z(9<@qw{2Vn1d$Qdu4SI+C$E(TMz6<-I?iuI`Ao^|>5sbI01r@dMGDF~*!%ubhi z3L=`%zbo^WgPOwiT~%QmSn+wlV&#M^@DC1BUWg70Qiagv1_jKnuN9n2--y=Xekg$H8>m>?mcpl59hrUkkyF< znt|~pcHLYcjW>FG(F#^>oW<*iQn-0JHn13h>@Ll44;7OZ2YC_CHY~(0&6S%6||F?8yPa=RX}6c*w=ch&Xdqt8dKGJkUph`G%Hzu+n#U z+zz4`M7vJbPAbiUuO`p$`f75ZowEEd0gpqc`Wr9;Dl>yTQHn&JUY^MNC_;zS6lVa2Q9kSTg};m1dCW- z4}CMt;6BUUxM_AmIVcotyLi&J7HCHgra#803woZ)%olisnQ;R1cb<)Z^bemE#-7+4 zjtcES@&u*+K``QJG`_QQav6|`Ki1+c@SGWsN>X)@3fT0bJ?d^`5ghaIly%e1h0Rm9 zAIrUpz-iR0*~{!Oqdw)1*iqk5_~3Ykn6M=b$}}RS;t^mUxkvJ{^B#0AsVmVdMdyW+ zMRw5swGN)FRMFvgD}se4#yvxKA%U2jkolVv{Uo#Ctr|T}Q(^lzN%}m!GNac@*7W%8 z(VvP}0SXz;gi92`wHR79l&*79z{m(HW2zQ*QT?i5t(nr#T*&C#zg-j^D~2VE z?8@AU#L8(gDN~LY!l>cNWqGbeGyx1PqJ60wtLh)lCDeF7f|>sWnbZAT5Tii6iGtMTmmuSnuZ4BMS)ci3*Oos2He`5Sg} zWDf5fU0&Up_~g`u6&VO)vD>m0d3=doC@GuRo!>M+`EofEy6N%! z;aSN($9KJJIoS$tK8Eogm0U@v{Ok5kdIT?)u*sK(GOx2p68juqp5XbW7>?MEF5CN5 zlTcvZN3EQ63Enhs3JGM90~Qftj|1PgP+lI>!UEmiFT1sZSp2Ws^I+JiAH6+`B(jJU zyT-S_n_dlJ?l^k4c%Am>)xFWJV#0jhg-}YEJgf>Ua^~xOfGTGk{X1>v0ksg zLqgujh6QU~6&-}+{L}44Kb@TJaC6=uuTIwMmPH_0M38OAWOMP1O@#Jy4@|E6YYp;> z<@txlzf$!}_8EJ{sy0!eyeqqVM=b!n2-+lkZZ(urG@4pW_J~FQ@@oL%Z zzy1AZF#Ey&?(FYLzdVb$X8cy*rwuXa`eE-|!p!z;|IGHoQQbO!E2aHABzNYYVZRHpZT#OB z_WMHf_WG+&(JM4uF@J7)GF%Viek>BL0_X1MC*6F}%a89!LAqoE?;W6NN zT7Ap~BcwiV%{(?HybLt%HXdy)#0=>NM-F__tc3$F*3TAR$c0GFUwwO*RKkWDgH+zd zX2im;`X<&RREby96E2M!sz#J-nSaK`Q=F*381(E;q$%NWeD}%<^d_{JxWupOhaNF% z-%j;Qw`w4hGNVm~2b1EJjUHgANYMk`?Y8Bh?9e&YH@E?uKCduT-B1dP%$_%KQSxXQ znZ27gKOc^jY%sr(j3L0$N5wo|*MV@!!lMJPqCq4)-d5znV;E9=6r`;AXqr5) z6g)SV^xEJ|yV5huZE9f=nEv#iC3mA1PASZM*0&jFu&q&h1F%9zg^OT#+J>peY@KUW z2sg(oUu#FI5oFfq+~wi~1^Dd2;~@)cKdfk}fw>-WkJ5hC!1bO}u+%CUe4Zay3P4KY zxJ`2JI|RzXf~?e*)-qT})8l3ZVo3PJ6Mo*EshHd>ta#?&&UJyjB|2*m$R zOt#l2?%b@EINn_Y_hj|NS4XCRKIf9_7{4l*el&Az?#v1Z6V&c$J6aF*54nolP831! zcZ+@P{dv$zeDxA1N}$a->Q~>(LYTMe(S&_nwb0!(FRyUc6R00&u4uh88upA6PU6*x zf!7{~wF*j0z$`JQa9>3k6fU0Jbsoc3cRV>cioXpJnFz)ls|La zu~R05-<6;u>DFX+k;?BTmloD9Dt+Q}Lui?u2!!I%9_r0&o z-BBY;;BilKX{=-+wC%6lxc6oq1b z7u^>W8dU+txf$`_+H*lp@6^j3qpM+j-*Mh^8I|Dj_?7IeG+)Z(~E^3=I`xI4223#lU%tF1E&sa%JYQsD0X{O!#*dtfr8t zT#!EQfscF`+pkb55mkboQ8!*qlgNa9KO{ayV>s8*yaU_M%16WU#P!3c6P_^P(Zf>- zi~T@0yJ^85q8wU(y%V3eu^bvl^<{D*3Lr$pQM<9E0t9E?9{Ofo9gNj(;s%_lq`lQ9 z8q-pbTS|l=S!&v^%19%oF&??bbcMshf_`L1 z&eJ<@efmD|gkol?Q3!arZA;IK2nBiHzO4==Mc^^c<$d713Yc}>z$>9C2kbi(CR^OD zfk5p2rjO^se15?(A&1e+IDhoH>rc=-vc2kUlB6=BVlH+$?zs{{Nkl)05|jcI+v7)6 zgwEM(Nsz>qrIU>aKMHEcN*)EpNn#fsXnH?}X8mq)?mmhnF~<%UDhbnhoF*7t!s!Zg37 zp#n?_jnys-6vOp`_K%Y)G9Y@=tTR_HG(!B7dHtvFa$qtik;fG))YNVG7#k+5L|4X+ zD-iVUS&Uu>G3|{-rrS&ift%syd+VwplZJeNijM55fC|So%gk4oz!Z-#Q@_)#0Pn4o z-&++y=AIQ-l*gmQi9)VQK!#&fbC`?B=Q~IoKCBtui@dxe9S{yTyM8opZVrN-av%G? z%?^PNtMxe1eFcy{t#9Lk77WKaV{uygeJ(h{8Fwe`YS_-ZcZlYEE~L(1DCYXH62eJS zUX;40lA&=b%CywbjSW{5WuycwlZEk$GczP!FkV+OW0k(t^TmPr^`d)zg1AcI$CbkQ(Dk)1J~y+7uHbIt!Uch@w1B6%aQDzYt1lxPAxP(pi($oM z5RqvRmNUSx`QTUenzQk^&hzYEuoWfbkt1gF4BcUpkRstoxId4MHl{;lR^h%jQ+~q}>^TeDV^uD90_qR|=ZDXZ$`auo!=8@*# zNieN~f(pT;VE4kK(WP|7RI454dF`L$h3)F#+GfN;3m}6o34>C&#}EMrE@T{f8!vFW z4b}-{yR3bA8A7kjJl((gK4`8UK7XrJ7!0fE^nEfV2ddwdlwCpZ^@!HuReRz~;NVAR ze(&A}*nIce)Tbz|ytuVhV1i5)eLvMTB}igcVt_J1dB932Fcn({xmnLJi8|Ti(Ip(2 z{_P{_REkKQ4^;_lhtSbsdD2aFKq-ImxRz7txmaPhndW6PEf3u1lX2!{ut(^@qjWVy zFc?WtdfUdUkt=KAi$aOtto%B-Aacic`MEmKC~2@!?BD=&-5mP4I~&Gpid))zB(EWFtjM=X7AVvIDSU@*cs^p zxcg{arjKzB_;@tu)+A>Ezr+2ox8Zd#W1ifEx3fYaa$-EMVM`<|=!kN3YJCWj&d%rG z^_Id}F^7ipq7}fE=0E-BWCi37PuibZRS$i^xs?W2%VCYtl(5V8RX{~0b}~{nWp#oi zWJI795aqR6E=f=ptf$OqFIE$4BH-omfS2F2|FDYa-}qp+;^qkS5H=K^Gp-7j7hT`3 zhsZ0boGh2Cfs2l_DkrY00z2oa_#izXhZMVicnT_~gqIpT%Y($GSCMX?YGHzErNgFh z7x0iesXx{w1TtMVO8znkg87}MC+nQc;JVOd`%NeTPyc9J_C&q{mhL^YYDqeVJ?DMD zwp_gqcE}b?bk(YZU`l#oPCTdjU3J=<@catq{v%0O&U;Ll3c3{|rCd&UGGXQ4KvSzQzLXS_`!_~dSuRO>TQNMaSJOkqO zFNjO<)&m)>*57;|{D!w0g<1oHu&tLz(ph6@HG4jYc>Fehlqp&AiEN)Ar|b39V?TGO17AX?K1 z!67r;uEic z9H6X9(NbY}cCVPz^lX@QhWA5(Lp|i~5;QOoc?8dW3|qL@6Ci(x`YZ2YPr&7K^_MO7 zWuQOy!S$&o>9$#d<@1%R>Di_yv9H<<^7!vox3N^zU-9`r%2{ne=~Ga z841y_5*<($^ksn^b3a|pOHv2oLAgF7r#Fl}cwMCa#Vx4a zdFq?e<6@ArnmXcWMn3Qya8hY_o(mh^$NoAo75f=a$0Z(enXpRisb8BCI**Y{+gciN z>QtlqXKSF>JW}*Jit);>*vvdPB)VI5EhcByLmt&Jron-}VOj?Js^HVW>Yd64$k@QM zv+~F@P*x%rv_SFN`^{@_Aq=53!HFu!0RNd;?;*^e!c zgFt8GsO-3&aCi+zM<%6fk+N-DK|DesThhZipn&$X$qbU)09}m- zcXTc10CkuSmEcM(9Ef;zJMz`-EXe7vST}QeKB#x++Z6T$Suw9yemDLPs9!Rvs{{~#_1-Y9 z1WbF@3UV z_aDb=q@ucZpCv)Qs!?x9q@Fx5v>ZKCDd$eNJW#697BW_GiTRI1zCvInq zr@lM zct1T{{W^SYRM>HDS`d6swd=eY?+@9c;rt7b`OdE~WbN^J`H(v2=hx%NaBl7HaMqaH z03wIS?O%Tg=lw1{>yR1*0|FHMfVNq>u-++aH*hvZsh=hto-kXvT=~O^KY*8%4K(Pf|5HScT zrKDTBdxj1vyRj7mzkA1=$LDa)>-nDdzxR6fHJ4jvX3y+cv-Vo|uNrQH@3;4!O@`>f zS|%{a|1Ji|q!S@yM55oOZ;UCafm@puLI?XW3r2arRA^=gJUFyQa{j4W*yd3D<@Lly zpuFTaSrHzlcq7tNW9Ds~tP?5b{%J|ycQ!IvC(&laDl}FQTG0g$G;+M#EVIFaVs>hSGy5#}jzm6mtNxbEqtU8>)2O!;>Rzoz49Ineiwx*Jx&eDY2K4>QY2ogKX#{ zqZ+!aL1O3Eli!gT+l4lsVe4w) z$ot;vpHquL;ib@ZJIOYf7UP;AeXa}+U(fv%tjh)}t9GUZv5}1ME<-8xCkzF6piLCd z6TpWUy*A?fe(dRSoV*z!X>1uhCA$$anegvpjCIWI(?+f5A6L@WOPKlL-kYVDo zY|l2^o~;F4l2|yl5YUDdr4*H55M4Sk-=__JD(vLb6NrMbzPx5y6Qkf;o^63V&VP=% zt>1rZN;&*|IBVa^Kx9zx?rNCUPz0XxUKgxFn_;TxY1cfobo=Q(s4;g8n^sahFe9ii zXm!RrUrd{sF9^}s1qG-SGveARW{uwT$u6PCmUMvD7FnF3MuQ*2gxDc;DP!i|YPubl zcfvBs4n4_^R`AGq-aXT-6gupRwjSg!1dZ3}NC}W_` zz9i$;0uTJV4{7Hng2jjLJ>g5@!QQE|lX2y0creB-!N4<*r8M`v|s)rcP zo_5mSS^&2%R=-!Qj@dEu+*ZpNRl_+)kyY&+$K?xuw;g=-6nyXkg)cNu+Q6@&>F9y;rawa znRkn1J&>pcu~y+?rQO9Kak<|j^#EG&WS`hDTDS~458i$8-~t<{=%z|b0*$2bp+Wd- zkfBaGjPhtEy*|lUNhLYZRzK&A|94XNJyN2?e+eqs!E!)4⁣;6*7!j4LCt_!N19 z1K`q|DHHUXi;F|(;B3eF8(*gh9-mddweOYx3xHDt-|`Qx10io_`KOh10${)&cnW*ne9Q^Gn7Bg=gyzA;@t0ea`vj5OjVyf9^pm zn_)|Oulf9WdVkUX(MRyR{r8x$;n}vg6aSWA^SkZ2cxHith3wxFG=8`J$%Q$gzOv+b846|%wv+V`P!j{Vf#Wkhftta5N07l`3AD@|^B z@Ly{OUFW!$$Ba<&vQ@m@zz+do3PHsQcRasI1r~S;l54LFlT#+($T!~ClCub-_49*D zKcIA+w9>^eTd_i~;h)Ew5=yoAAMqhjLuTxKdx=u_^vE@sQ7uqf zwi5&_AM;s0t^$`&Ygd0-i(Z}l;`cniRe|)6%+9)9b+Am9+w#oLc9_rYUDWKE1Y3Jm zuRT4N1kbD!!#?>Z!O`Fb9-r7cuymR9IVqwBa<4Y)w#Af!j)9r&!1-2K^dV59hNljT z$NWysN$62U7D#0|;Z!OFX+>)+w1nuUW_aSXRAj0p6Z+;z7ktu8iINWmFa3rgVS<#1 zUML31DMBtuGh1MopX0n|BN}1F`*Rk%W_7|N{e;N}?qf(WnI*Wc6#N4}>5OcshLI#c zi(gN$GpZj+!vcOyU>WLQ-Y#{3}s;eytiYOwaLX=RZaElp&2*CIpFO7w&UVWdQ1v)MbX{+Nao_o>L$EMH6>RJ+X=&(dWqRW6wUnT`2k)8m zn#BNgX-okw)QngjL?ZUhz)cm{E8rAWKxl(AyV~?mo^1lk+xk=soT_s=UWXpkoz(TN zgbplUztAp+h5Javo(=M$_jZWrw7@YgIi-kscfjw}*v6alLLfdwW6DYOFz7SNHdo%j zf@dMJZ-VdC!PY#*V=luAp{lP<>ydgZIIb&@9B$bNqUMR(w4dLpmW10E}e?^rRsf{|3D zLhH#gEXlKAUHe-UlQ+TetyTB+c6LCk=ZAsE?bkrSakfLu;hPZfC3WXd1n$2cPy5h` z(sx1OP4R+pC`tUW|Ea}~Dlljd7S8Bt2HArT>MAiraJ=M1hgl=*fw~T`nE@7B znCnv@K_8DhBPF+Gu8*fFp~pzcuONM=%_kR*_Koc_%54DajT4l9X0zbkv(2ZEj_3eB zTbZlNLr1Y(7A!98e&Pd=an9y+tCY0Qmm`Bz}gL)vqP`l2{ zqwtR~=y$ml+O9jL#b# zA=(aOxMd9UdC)_#rt)3OPc|njusO{0p#O%y|E$Q(lJI z2+WdRlMV1#=Cbk+?K--Eoz)7hI^y^!1>v=3Q`VXlF<$$n;6;VmmV?L7V}^TjnjqEx zQ+Jf+P2lD;*g8``99W%~y@R>K!Ta_G6`yIjaN1pdTFUk^_{zHVbx~;{)Ww|)xFFX8 zFyWw%Oj9A8*y*&3r@9KL;e?PCZ7mU?Lbtn(i|Kae&9pZsroHtt1yTeU){<6}ff$BM zcGo-eA)S(rwm>}N6)v9~)PHLkTBnpAz()fk9c6)#et&&hRT(sk3^!f#ycz;-v1SnR z==nP4V&(a$8hCZ_kn7$Pb>RN_-jd~u>p=heUhd>h1WHm|r@nQ;FwU1^-l;8Ruyfk> z8R{s7)>U*LoU)(@&znxjx_3xaBt1H?KuQ&`(UXxbP;;iw;>_RX^zm^BBJE~GiK*9~ zP4=yDJg`ea`&1S@EREbJDcl5Oocf!>^^u@hb~2dH=pLB6EsQGiX@oN-_kL`~uvZt^#3|bcigkCw!$y_tL%Qn z%`yi>W^8}2)shWeZ0>pdn^+*wBivx9&ZebpR?QHZ_PM#~SQo@L>qT8uX@sRYQ~Fp> zTVSy5{ExN-YhoCgNsD37)a}Gml_69}Giys`%~&zKG9rRT=4M!|Y=u6mfSUxg^sosI zWgAKu3e-U5CNl1~3#56nq}{jP@WA7PB8kFsz&2KPlSVxW$rQe{x{joe81F zWWBthyjhZg{`oY3e-hU=C*2w_C%s?CcYsRO>m^mM+0a4}b&B96CG{_d8CMlo2$x}K zZ{e4P;M4{=Ghz@{PFWv#GmRzT7cH3YaDex}~W z&`8r`yed)(-Jp;^?p#MLW+J4NWMqCpc8qSTq=kf96m z1I+kgz@C0S)Rd6$@?UdeSQ~VHpTe^&x(pH@w7z}ur5QtaYo3X{LkV;sdH^iK-;d;( zrTWbc5M~$?VTj?mDeh3a>L?2wJ-Iz4(JS_>`1O|L{2q`@+&9{Dax|nh9@k+_y9-3| zQq>seEEs3!byOF#NPgsgj=p1w1i~|8GptUv!`v+gH)Mb5f+T}*^?hP3z?S^17;p%Q zbR>a?&xUSa6Ep}>Y;H|xsYL^C96*cduL*|mVxUK)e2_p0s0F@|A<~czT^MD%@A>yHqh>&7C zTpOut=aZ8R{DbV*UtMkjtI~P9$g5PqwW%s zQ(7Rg_C@SFyq{(+j=#19i5wJREY_B`m@#7jx}7MIr;uW%f2*>iuZy<}vob1fOOcJ?|0H@M{IfMG2N`L|?(2=sY zH6^3rd@=asDhgPiX$FO*6Ta+Khy_D$r}JmgvcT}NyYHm4VIV7i0nIY1z(P|ns;Z#| zS_P(^|Y|u7_9p5|c{7=Z@@Py-gGNd>=3Pc~&gAPnOyi#d{M@ zL4)M-r(xh$zk7!KK zvtb!Ukg^~INgk+<8ZqfdP+Y(gZJIb%D#ifb7EFk`12I4{u@p^-XQy*-Xr{M-F&Q~v zmMZkFulGrP1&XzLho@`iG((Rx7)ZIRhaD(_WTk%Vt)xt5-L@ChS%l9u@L)H z*_9ytZI%9!d<5`UkJAiamjLBPT8sNyqrgCWk7EjD7Do-_o&!yO&3uoDIS^-TxHk%VOO-8@-4^<_o-P)zaSbm7o z79blK0JUHhZ2_WULFBTV2GUOAxQhyh&jQ{lwoZpf)WKxR8Vtj9463j5g8@YT?NN)=wW&kx5? z5Zjz-B#hQMwoU=7_nxVNkg*95CuS6bw_K`W=cpEt6Y(wCa|;CoX_FdG$+01qBwY3| zRzK&|2rAt6qBi|IAs8zL4xyr#$*Q=#g78v}-2E1_uqII90VQym0Z<)!r)fLPX44_< z&aF`Sm_2zf&a1~zR!x{)#Ve;>g(1;BXbd)YK|N$`Qxi~{(FQJY8@3!2io{S`p}oHK zH(+U1%#lvJ5GcN}X{;)%5%%wznJ@?2^SB9YA+wW(aLc-DjQ_<3uxSjBEXl8dunCUs z4=@XX8n11!r0+ZH)Cig|#UUupWC(ngG$8595GpDyh$k!C%bsHUy`0JIpUIsH(>mW< zKbTYvw%c0!Tt=fcf%dqrXpa_#U{wx#Q@Rk^7O;*6{ znM8wTqBjQoA73`BOuqqNPpYVz+ztg}ZD+}bPTfIhiII}lVkz|(** zA@TY(tuTo~_TwPJN9x)Jw1|3H)Y>kkUjfuGa7jBjQH+2}An7}YKIVfkOnf%6N2dbNk@DAgDCuDl2Qe31Y=xBzqoJ z0FhHxYHx=1ke^4k=AI~pdj}SZO6O)nnYf(`F}fJ0r3oLo-Cs!)*3pWIYIjEJ^!`uQ zrGGzMOqhC%Df9d)=6NozWafT)p8>el2ntr_Cb{pIZi`iXai>~+I`HlI{Q2;@7BF~c#xrK?zgfBb|=`}yM`7w zd#vuK=an|mUi+rj3_%`;P1L+whnZ(H&#!n?pe009w=sx;y=k1cYB5GB^YPYCHNL3V<6ckh=R_4?)nS zK;~6%6M`$#`jaHG7dQk24v|3gmk&U$HTa63KUT^&Z>YnAK+`|++Bb1~S$u!I^bi1# zmDlxeUi%#2m;-3zZn$U7xd_re5#H_#WQPE7++3>o7Pa33m@g&HDUBDO^%nq|5pHkt z+wDzwPYBjlN)G|>NOuhPz5Zu-ne)W~(nXlR=~XXmG3Y(anxaj}{oC`){vaT5hzlG7 z2&Wz3+o`OD)Vb%*>a^<*$qM+V0J_JuQ!}08M27;<41mueu5ix#F92xbOO<9wx@0^!PX zNN~Q8T5J9-0pXYJL+?EE1-pa#wXR+8ABSb9YrYNC$eTap`g3;YmqVxi`{(2LKBS-& zYoztJ1O^Uqfz$7Deuwz^7o18{VXTEm_J+f{LkKLKKL2;$f5xoGGIXrYf4u*n1ieZH z12l(RKMrB!?*RD!<6+%9j~`K3a2*+}{fP&nL^JJwJcz?5Z00Pzzt1qeGKzD0{Jnvgn z(kMJKS9mnRlCZ;!$HWmBwiRh#6)8+G6PcOB!Jf}vJ$o#OoI5YF@62@|c#nwl9tkxe zDy}5Sn#r|7SAjOGbIe`HP*-sY&_G4A_4d%@nmSk!bH>?>za5@Fy&k>|2hz7T9+I=a zRt8~qgPMuxHR-WZ=5Akd8A!T)x=_&C3Z8k*f%BdQ!HQjtbsb6(P}&q9ue>rGj*E_$ z^2)-AAN#A_J$o!PQC`#~xZRP7J0G*5NjGGmwYM7FrrW$8F@p{D^4p((zH32;@>;4f zN^F7&;}s`z$&B6?7K{?xfqCAX2!5$LE$wC(q@^6|`aT7{9~s5slnVzx&X#V3W~#D% z53HCl!6M45Hw(6r_0D-{#C*OKHGbLfg7xvh>z@eJO262+!yy`uuZkb5)^QuWZ;ieF zdQ>#*y(;V|np6d&r)+LMixb(v>2}kbFjO%%MtrxlRU;fJ5_^9!yb8qX(x%LjsfR}L zdvh(B0y|S!pRkl>w!29(h0lK#*r~$1xfx;fSiHAoeIxLrKybHd2Jp)z7Vz-bz}%XU zp5o0_ph-!iTVZw7QirIewctK#4?b$ZpYcAId~@Mb?))0isra3{xAoMj@P&eB;p)=Sb1I?ur&(UY92V$~DYyOkG9T0{FLd~fV?*(+jb1OV z*1+DrNgKR=u<40AdKq)P|EO+}rA^S?qbS|((wG9&1xAs*)`I9eY@)A+4CaHe8T(>0 zvVjh}MPkX|cTq=FR?$pm%u3kgczu&&HQ1YkCPaKJflqd0lFFZ!!|_u&;*Yee;nQR7 z^lO)!;l`akn|kF>13M`>B*HWlc2Aop6uCYK?(Tf+Ime9Ls53errW*|YA0L$T4~v9hfobPE=du|= z)d%fcKyPxdV&>*_7_U3YOlLd-5Ed?{_wm<3tq7JpF|<1WX64x@7&3{83iv38kRw;H z#Z^IpiGog-KouOFvG}~6O&iqo^Go%O&wvTB-1Aq-C&Oyz@x{WEQ&7o0Z}#wmNKpAa z?&|zcwIFcMB0I^k9JU1YeIPLVL;P9urqwzPaL|6-U6u?JKEBkFAPrf(9;gyxWZ@IN z!o#Ub=uA5F6&*H~k)a5S90;;ZyKDXm!bDE1sq;-U^rKU<^Q%}eSx`C4&j>v*6(yE= zW}w5w*PBsdF|8onoA+jROD$-fvt9Y3rWlI5=Pyd!Qv$Yn0k?`LVmorq)ZLxf3~Pd} z6{+gPLakwK)|fR{VQ+-kikoS{kezF(y%r1fSD)|eJh{0BmehIK+F}9t?CO$Zx6pgt zDRS<6zbZBy*q?LZVmBK|pPAqV7-qlC_S=a?YQ!um+d-S43(TT)LD%1$F68Rl)0q#; z4G0!lzs2igMJk4OCqn1iD-Is*&7ej}=4)U-rI2laHB13&d8!URis1~&_YkXs`D;rY zuSizHSd;ARZM|$b6x$f|v;>`b6eGf=TD(CdW?-S5z%{^Xr^QNf1VS@Af|c`2A*gD_ z>qp|*aCH95QS&eh<6HOO>3Ij*z^XSQPvLnT-9DSm7_W8}+Nohbr@aZ${Q_pYQ2j$F zrvPO^h@f-x{)%RJN+CiqFwjj(uF%VS*xdUoYb$_q64=}h6do$YVrG*i41uKxW`BRE z)l^#mj<;Lw_K3DZb?c%u$xS!mg;#Ybe?bVyznyYDKqV9cZ8N=2CRW0ZABz{vepv_S z*ACjhMvv1v_sbSdp>5#XlezQVc_e`KXsr<|YoNWtIsI2J6JCi57;68$#pv}h=6Fsq z{lO_6!o*R6&ngAI)lo0sF)n%f8oPmL;qJS!nFdf~%+PkP{>5oy^{1wTeO zagB5;fKtaN%gX)Ip>TrA@PXs#;Bv+Hg3Rp>s8aFUv#%-!rj43nJtGdCS_Bqdu?Y@^ zwt`_3Gde1va950$zfv_kvh`=L=B|U7{QWt{%2?oZZOQm(A@rV2^`CZZH-?as0NY^; zTKV!86{U#3J@3_K6y`G-AdWd6Z+qr>C1Mie2r`v2Z;pWlqxY#VKZ4%*OaYey_MMvG z0GG=?E*B*1xgFSE#4dx+WR`DBIk-~_KO_vi-tcL(V-q-?yeYO>!ykftRC=~gxCz78 zSPtXv2!Xqo(^(nkDD*pETc#9??(G! zm?TBavS1W2YD6O`g;CdG`Zp0Kd&ivVzwPO@;0nUhE9r_-MGFK7TY2aA=0S_iYK%rg z!iuWdhCD?!$dVRN&(I-gO_OZ&i+YgTtT9=zsv6Y%2A57-f}!_vYuvvbVZq79l(y-E z9k5G(?V<*v0JaUg@ctcl9)!1dEMOnV15?-Z+s)|V?lkpYty%&&ls0-b}d z9lo8=C+B@%7731r)z>~5yR!)>$0>Cyf<^XQ7gdSRq?dd85<25$>MVNw*@EuxBpjIx z7*itWybqL1c7Q&GoEE|x)GO}qM}XfVNo6uRZB=5j(2VnaaI61tR6k}Il(#hag@>@f zlN?TrYKBD&p{;Ih{kKlCNt8i06wYcTzodH7zSsYh>1H_1UaLMCK)3Tw!}E) z!%@Bl_?j~OuF@n_Y9DJ4<5TJc2VY}Dn=$oJbYts9-&rltLS~pC!H81+>#ER1L*GSA z!IL2z?qv$rat<_rZD&GoZ}nRI;9DaEQ3dw9I8Gr)Jea{0X;U7chKjzCDsG_@F*}01 zo5oc`E1B`5UJlbKz@P%&H@AOC>Z*rb3D-8RkZFQhUk!=xiUlw_Vsnj)c?PV?NZQQz zITPNx*ah8Bs|W5?qfYWCRzrEf`v8sCHNYKFabi?cCm3lP5}UR(gGX_)UDN1Bx_^6R zO#?bnYBbU41VhO2mZJLu4#DURLkQJ1BOcT|0LeFvpuG1UQaXOpUY!O)b(Q}hd{E=h1}1!bv?ERYSZqpsVia*?G`4R-COoD9 z>lzSb01(=1zZt@;ii53+^PskjhV9V@-R7)-Z_n~z0jkhJ7Y?bUaiVC<)Q zomh0*;+91Sq6o9f5$ex%9}Sg7r<7Q)P( zxsOkaH^Ky6JDJ%w0f6P2We&8DP`Q%5Yu+ZX&Gi#oPT*DfBDP` zxLf)vf_roaY-}jXoxe5#cK?VvV)!!-CS{&@$$c~)O6EPvyeCox(;}S=HwxnYCsn28 zsy++WC;5e}f7k}Lrkh&!n$1>LI}LCdbTR91^g&NK@rTe8@%)g`!zvoAjpQj&!pz_ZfS#Rl8>{b z3J%ZO|H!wm7;>rkQW=O!dnPQXEQ9j8^Eq2YT41M1fW}rx1aEgcTgTimc$^~|5~&jj zO2_@;OL?n+xKaqd=y5(~meG)g*3^;nBkF+c z4jMST4j&3 zW!Eq)yItdeMkqRQjTyuCs)p0%)8E;96l3NJ-_(cGOW^qiNrgiQ3>PkUQNQ5JhKDCd zPCAQ3ZCZh8O%uQ+IP(QHx?OS2qURBBt?B#FT_P&WsIDP-QV##ESIMU-(5i{Zz z;|OB6mSn6J!2H0eHT;j8q1iIfP9Mj+Xj5e;-`@=>lwuy8{hnPp`0PppbUgKJ@RhBE zBF=n4Dz`Q%tOt06N6lb0#KX5yO>bAA4lI9Rvd5E%RQS2|V8jp1B=d_L3+s@eBJcTp z&cxaVSnlClt-Z7z&RNVai+NWM^KM)i?uFw?YQF7eLy*1H7ejS|atzv}%8YAdn10Th z`P-T9-#m;6{%5=kssh?T`S8T0hbLx2=Be6Vd6!05D0cMy{H65}=d)f{@^A-O<_4PN z2G)bMzpkCXZY8X`sq((`XemVRTe;Uvr2_g6)+UwWJn08D-%f(BqrO^}1g69M*xsq! zm1)pn+|*la!GaA(=S<8sYyhL%MWO+{WpG1rT8!g}HWrWstEYjp_ zgvktB;uuB{%D1T#MpOe-rQ4VA9D00X%n;fNoSE^C3Gq!?l&#c+L})78p#t1zkd|Rc zpnfr90I5_OaT|*_Hzwag>1g@&8{6W)6VyX8^FY@BdH1%uys# z-;WCD5e?IIH$GM&7UL8DTF_$OW$7AMrFpI#;E|&|=B)9(1xVh2NsBJLx{)nQa0=e^ zXJ8L6F0n{KNy6)Q1^7~_!UvYG3f8D6lzBxZ6h5!KAR{oL2e$v~Z8(LN~ z{}urG-S?|<`)%IVKXQlymvb%u3?OpaBfkD+^6Hz=6o0Ymev#&1L=@1U@VoE#6>xqU ztEKZ7*N@(w1H5v8xL*J`_s;ZOczfdO`ciIn;@9iK#kJrM0PD{HBIk3+Pv4hV1xZ0c zYm(Qi4gv7!Z~wi5*5Btz>a-OE!D(mocGHM|x_z*9%YyL%v;O1lORd8@*8lvAuytk! zes}(po=p_iIXrF%0M6O}KLd!rTz{tnrB|S6#a}C!Ioosk3r@fF%k`roLSC9$Pw-j! z7h&iBaR0eJW)g?uw1)t2oc;XW@t4XzDR`o-__qM;p8>>Qu5)Oy@(mEmsf(Jr!{9$w zKnHt%5jk2kdr14|?EiG;Jj`I$oZln<=`^F{Ahh3=<2iS1#b5M4^aj5>ev?NzYYx1W z9MbOU!nxfum<(4Q2<;f#W~ ziBS+cGYaBszflm+Vid%883l3epA^Ka7zMEoqaZ%;Ck3$sqaZH)hYI2|c?a$aLL1N) zYz44=ljZm8Gn(N^-qt~n{cKP*a@cz4LMJSZ=euu{#scC{YvT1_wBCF3%&I1|8v0HO z#E-)QpIF+l{LHT%pt$rz1Gh#Rej@9ZL|H0mB;JtZeVhty>&NL&oz6m~jg8&9Id$Ny zbe$*XRxLDUADenWzXSNsMdi&NhXeVW_Id-M7&hEFDf~o_6;VW{g}+oK=8#rBmzL5B zrz=eOtgICwm3oEccw{vV$UHY8_S}E$+EdsDq(NLvWiiZGBxh7DuD z@!Fyj7E|eR)gTghczWRBQZPMVupr_9@)iTgbUCyd{OLw)R&59ApXw>2Gm^nYE;w)A ziDXDtTrz9&)nr&&cRRo@xgHWXt>5IURtxEwBhBrC`@kTE^=rKfQ%jChk5=9SeB zD@jLBb{vRXCe8a$5CaaP%G<(~VnKR#{erNu6|in2nFd+|vgfLVQs_>tWhsn61}8ykXwbeyt7?Q7hF@s3F>%J zF-)z;F_w36Cd5k0!mk}hPyll&OsB%No8cm5k=+QC^_OcWqd2JowHtVIDJ}!{98cvD ziWqA6rSkag>$RZwJUCa}2bJ%^f}RWFL$SazapF|&FmUMNF)--334=u|zrMQN0868` z*ROb31NEPeV@sKKf!2+GviFp-p2{`+BtJt@{l=8?dK7uJ#lfa&mwyNF`SWl z{R?wE1f%GbF(xMKx_cBXy~il<8^NKi{J58W8+5&~UGoqN?*ZDUw>-fDv!PqMzFRs@ zRFiE`bDIhUl%ll`-mH&U-rb9eg1GOGERorrCpnOEejoyp`7htRH#HdotwO@KRwhF6 z$#t4L(1I~)me8ccAEh9%ulCu&bSy||Zr^c2t_{{O0L(QB>)YiI>S=2_JpW`JY~5pJ zra;MQZ=3>{C4Idnax8I8h`q-jYU&QOLek3{lbp9^|DhmO*{z2fu6m%E#NF^YB`l8>-pL6J%3>DAtWS_ z_~nEWOB#saS0S>Vh9MNYkO5@H=t9wL2C#5(U=%7Vh{KHKcM@euo(C~he}IY_qvUP% zXkkx>K6bzs3cy6G!1HhMkqMC`o`j5RbJAh)cm*7H=RN7p+X_IeY0+E6hK!5d83L#f zU)VM7P%E1S4w`e&RJsDB50y<7;x2*-W-FwAm{h~{2M&@o9fQ zTK!Q9K~y+W>yaw-FkM`QX>S}y0j9l~I?&JeniB~#MMo(lWAp_DU}nQwaWSjzDNS&v zqb2Wla6Qb(LWT*u6Gpqg9p(PE5oGs#ca<53*57x__uob9RGyUFtfbT`7^l$|v-RFR zc<%g7EALYV)L9-NToz=&?4bKk^qn%GqPt^Wtpf`rd)^*@eTxMXPp$JHLK^_C_BUNP za}V+w-%n3BZUXUnV_X9STOgYxwyd%tgsJaWCupl=j5eUsr)7vq%)bHJ3c^sIt~nnfG-_Epmsn7doyJShxsut9a7Xn{#t;bZa_Rj~I_Wv-75y`IPP7t@&j zz|@pzedWmg;dVQ`M1wp(jVw44XD=d-3VC6b!E>V{SnzV*?yMh$U9g%r#eo-r+n3ub zHOoa2$Px_?X-4I3TtaP#V*mmi*29N?xY!L&n|YnjI48i0+F=(1Ix``7iATk=Wf?Hm zQXnV(5n8dgd^4&zh2gWe)=3@kMkkS_`;Tm0+YOGB=8mmJpwzbe!+zH{7(wyDAml@( z4WnRCCqzgER+0*%Y>=j(f5L>_wQ zv``5>Pv}i>)#Mf=KH*|WCn$0`sT0)jK3|yzWSg0SUI9~}JmpMZFQ?^%+d|S(pcO(hRohhtX$`Y=Z>u6i_eZl;75mC7TVCtlRb=rIEvF>&tiW6*7W)f=lU!o#_^B{ zW+!AakqhpbeJ6yrw!y?qf%i}FKJ7_Lo?3fh$|Q1W0-B)F2oYmR30oNgws3bgFNUl( zdz9FW?Smy=Z{(ySZh^Sy#K_iw0=Rp1z1x>C@K& zFZ67VMItc0JL$^CiPA0bZT*6y&uTkp#gnrg9i5@i{C?Win07UXK8{dZdM)lkKhI}M zjPO(D&BV~|9}~80M7(H?Qq_v)!@~Sfe-36^YIVWS$09k;`OL+EN-FMkwLaH%97pXB5O?jDlE|^qNNnu^}4B-uVX#;>p8i-(@$U z(v?DP?!p8u-kHbne(57fUZ6U9T$tDZZ=Yy*}xmBKyJb6YfH~m zLI$7m=_A|NP~&>O>C3rrFx8k7BxZgCxXx_rn7BR|I;~B8m2te}yVs-NAIDKm9vj`e zkN}w-piv>q>Ht6fwSuEAv)~NdQE_!kBdxGAWyS~T>hyI{)27$G%=jRVx&QDojyAkz z#7hcKLO>Mxw&J`+@Z_SN=-!9u$aIlBAT}L-j?q6BgSYWf41E-#AqS>13Okh7O*~zj z2cu+8Ps&M0#cad}*$%JkAd!3d!1J;|2<~!zWV!h&G*-P23R#L#X%2DO^IFT`ji0uJ z-DQkS+OGCO1IO12%lhFiMw2XIuS$4h#{xt0280ehrid$jjZh~@16jX8Eru{NlerHu z$Ab!dE^09$3^zKco&LZEM=}wlBZaosb*qN)%>G8re4>%V)eOtE9|bg{1BI*eAJau+|FXgZ(J4x-Muw|F2#^af<5hIkHCiB4`T~Ci~8DS!&n@_cInc?3Q&AS5h%PJzk zY5ce&{1c0cp6ey|w$?VHr&y^)yH>SP*{SqVMjbbnC9C{#Bw3P?U9!j78H)k3+=0i2?z!3&BI#D+xA9jB!;aDGfK z0gYg$_}D@bL*_M5|M&)pK6Y<*@HrY|=(oiCNFQ|ivIHp+tLGRc<@J8c+3YkhIJ{=m zk=19RL*4%J@Y~nn=^WBhpcE2Xe$<7nErL~h3_VV5N`@?IfY1aLk&X=|=y3IA-$1gc zKRTU}4pjmc^tdfcm7aG$WRAyMm~LMf$v`!;4fgb!*Mb;@v+d~jtuTywAraI_12T-t z_>|nO_yQfMsK|-*E|{uvbg~K(#8yv`a-JYn1?15bRwDs`?5^LZ!EVLa;j;TWA)0bz zh=C3B-?a2a-h#>yUp*P^+c4ue_qT=Uz_d+6LEryf9c<(;Xt=zl5|s2IdO13%^#v`E zk|ofwhcrm&W7Ef@U_s9pKB*FQ?EL;Jz;lcXZjfiFJ$@rgAp z;6_QwVRn*0bEf1qHHBo0(|*neQX<= zAfqLE-J7Llu)b`eiXD#Esnd(U2bw^tN;|>r)?$>X!VC~=&JeX$F>7-|dU>k+7|k|V zSadJ-O+Y-nPHi++eT5DpWoxE98OIP(_w~Y+&yNpX+ffH`ZllcxmQ+Kuex%$;w8*ZM zJkcH(mIh9ro(1Vvb%Cz;?oE9CiBNdNgJ0C-4vZ;yXFp~{0>q?9m`i)I!RSfPSS>a> zjm=sx&AOx-xNN2BbrEnrWEJvuhjtkl+%PhH^tg$hpXyl9^Ue>dG=ZU2`;YnQ8PY-F zG()g`YEKh}*~I@2VCIq=@AY4R8JiL}-JJed{}sUePZg>hpllNJnbe9<`yUmmCS z_j7;FfSCjEPW|Gw%Xah^RyVaUa0irbrUaR4#SdE)?O_#z&^24V8X()RuJIYR(y z)FV?F?!Nfctmb-xHo*+2XJNw*cwywl~X;(#bx* z>~GH>$69*|)!?|eI7&t8PjP3$(bnMV$s9dGnt7dCd29axaB~1{4p7S>T;TgyA7wC% zReWce;V`Ws06pjYjb}dh-vM;$$#Gfe5$a-KZ#q~d_a9%s_DHWyf&+7hv_H=G|L*+R zjTqt6VmTC`wvJQgyL0^YS2oL88!zqo%39bGIf(GAYje-4O&)Jut4(3n8Xzb1U7f9+$WO^=Ys6- z9aM<{-`Df5otcKr=5<7L5W5B(4UcGuN7jIPnsRqEW|SON5IcMoGdP7jZl#}BKwxSh zMbEmH4Ts50=Qy+!BcqxzyY<7DV(#-l)rhQH<1x-zocO%3XopF$1u>cobH3p~H1Xnp z(4td9#J}@|TPqB&di-nzPd>~Pn7dzTc@u~T-LZI-$O1QG8FoQ@JM21Tu_p_aXQ^jj zEPpOn0jt%-rr&>83Hv2>l@|He!kLlJOWrTXOw9%ReBODaKw|F1iu=8<7M z97+|G-<(?wI@?8SPwuLPfc)kSJ1|2{A)-Ly+T}4~~qb*uV&-wBxr~K>h47BXWQoFW;#EL%I0fk1toi!uMPq{l}}I z1mQMKR0b=iL~p*9(h5@FFUfCxl?=o6gx?&;g3{GtA%4R}?!eg{wSlLdYT>ZvlX;>` z>VR0(7M1rMts@_Otx2qFf%Xf_mw35j_O4E&t0^josjTx-3!;Qn*sVbY7YXRhP-Cpa z#2Mxpa;@B%m@omo4U%U3FJrxvUwg|s8?!)RGiKPy4J%pH@nz1TJ2y!Wf+yi zgT~e=qxh@9zTLefRk{kC`|NX_+G;^%Y{i$N>6qQ5^)X063Kh|M{0b$j;~_M*jd$Xm zJK&mYIpd;dHOMv!%4`}|4;rJMcfBnvf;wgYRi9A_kZ3Sj;u;q2XH0x-o{Lt*JVA?D z8?`M6iXg6{LMu^5sM8adtBit6+=5m}vh8VW?;mLSwkqxM;sMOGP2oSaBC--bZg&=& z`UwmAOr|phKww7Oz9&U{pA=QXY{mjIc+#l7N2%ez5cmY&>#zG@fI|2cvG36GVC{V3ew^m7VSkv&B!Y! zg)pPmMEC`7$kArVE7a|&cE|+ZO~O@zmy>~~mQem4nF50&pGkQis(?qTeCe*nRbVcn z{7Up*9t<9KekQ-N5d^Cvliq)a?tp|#c2QyGn1OqVG~w!i%CTW(_yFtT zo~UVy?t*kd*QM+J1#pNG`y@? zIZ1KgGPv7+OdF+p9ooN#{9IXA1y?NG-24*i!AGof<)$Y|VAH>JxK9rfJTyOMd`M+O zS&{SJV$9?sg|xb@W`w^uDYaFh*ORmv1%nX1K5kC0N33E1U+fQv0L5b^9k4l$L^KK^ zn*u^wz`Wyu_Uz0C2yq}V?W_%UH=1Ux-CYIiZ9LZ6c$C7o5fyUx5TLaj;n&--kp)L4 z=%^>PwZIx-g=wxxh&U}S+LHsnW0V&3k@17-1T)C@4P?on6DvSbPCanMnuwt@~ zHx>)J*M6V=>{2IV%9(6(8=R&xTv7RWa_7>MI}4zs znq+)rzzR%o?fBY>mfe?Mdu(ihVz%&kjh?#@Avu0e*~JuaoBg$}Uo#Cv*kouu0wx<} z;*^X^U~1M{gVX~}SfGmd#vgJY5<0eA7f>mO$Gv^6s+MR)PcE1NO7*YGs`T$)iXiCW zEK^`dMF91;H`BkNf~$VrfkP2a_aTR}w8V_Vi7OVebs9n1EN4R6T*jI;=RS-dOD+gp zOU$_>F{cRDQkH{-ApTG-=GNs5c$;HXrgXFy4j5!fblK#<^Ssu94f8I6h^~%?5L%Q= z&mW!Czzzb>HoXFW<07!VlbP<7n-342ofV?Tcfxn}#I_w$4NxrjZPNOamC*khm#v%# z2{lF;O)$TEhQNaRPaO|tHc|kpEEcG`PbA#o?f}{fHyPR;_H^xTt%aIpPo|2^se!)B zBOL8|JK?a@lHjAU^$=R{u5MpvA?!99^HKyI56bx#j{WpB6AQqj9cEbJIO2klbg@)4 zjQ`>19Jwh9Yy|Bm27QZys<4@XT}Xhr+fcvZtwJR%(N6b}Ff9SIUACp-)7qfFW~p0; zN-bF2(rufK8S9i{eS!rspG4v@6Wu3`l&%9aE?^YvyBG!jaYnIz+KBil^R6gmXEO{? z8Sgnj5f743QQ38O{uyp0##HSb?RvHyhzXOmCQL@+Pw2$mJgVsYu;pg09$Eqhm_D+N zHZOy$a5-zAo9*z>S3SPQE)k-v!``M}NQTj8UW*DZNro|j32)1gkoPt=x`kAB-c0GQ zujOJv(AN^3=kwdaPWiZI8;;*3)AbkG&&2FaOJanjlQl7&BuHG;AaqH<%;&;g~r~ZYr zUuqJB-wBe}`kVw;)#CKU=GVfpOLkgcE@H;x`*MR!bolV-4xfGHeH(ljaW>{F0tI&i zAocU^CiqP9=8$k`vnkSg(<2Q6_riScZcRFpz-Kn$;UewfvK})7$^S?=(u5BS6T-1_ zxz5c^Eg(uEXa!8WYk+B!$2|P#!ve|@T&xxRR{L1Vq^Ut@VMQT8? zKltrI0UWQL8e!A=s0GF$+V=TVJ=C9A7cC&yKxe$mS`%iJ(}4zU$(x`-|6aJH83mUm zy?)2^2To>0wEnTLiuUagswEqtC0hc6Njr9XW9D+$Sdl~J!%=~D;bwAiQwzMLEd4Pu z!l=^Us4^8Oei2%c^9-BpH$u7)Bts*oY2Y~4;A%hH8!buat@NCJd2}K?yuQ7*@JTY1 z%qlU|+k*tM)jd}uZ)7WLhV zT@kI|WjF4i-MDTz9cU%BpuZl3&rz8&Amu9``J7b)Dr`xX{Mvg^Q{_MDp=k;P+qm4C zYgq~_PU*Pr&?`nIU5P-8PZ{(WJ?s1Opb^$YtQ_|!r5q~w-zrQIzXw|E@F@NI3eeqP zr@gzig(hmghsD-rwF{6F^IJ07e5 z{~y1Uc8UfnWQ0@-rR>KMO|mI_w3I?AEtQIj7Nsd7G8#yvjO=~ka@ixKv^1otq2J?- ztJm;;-|F`H{P+ER&h6Yfoy&Euv!CaA9`}{5gZ<=g^^|jhS7EKIY`3pOB#8Z3y)nx! z5?Uw!h|Qi}0fRjjZjSfG=l{;DO5cRbK}m1et52(1!0Y{-6JroqHdi>^9e@Os0E$sy zNoP5`0u4~T(qry_8G5Q}LATR3%=xi2Ao7S29`m+WLOaEnx(*r?Kve_n!p83Jo)iI9 z4#}y7VpX9MRUtMI6yS!$VJd>97_6v>oP6+D`SZaL$vW^{ykvxx;aRw=-7xa)uq%*9 z5kA7;i}Z;+-@Rzzo!F6=En5RimME=tO+bL^GtuK6i^}eqN-Q0WdRn7WWqm2Tj#fn9 zvY?4L9zY-e2aD+YhhUzkI~l;Ok-2|}#e@vP?|rFQKcE27`!MSo$FsCXK?V z2XZ*x0@QPh#dBgnVj%V6S`Bvl_c%rEsDmduTW-quw83B<UlvwsY!368O^JJGsVM0D(it|q#F zpu;HEt$_v-m+|@s41pzy=^r>T06acl;wW}+YKv47<{ov90aBS1axGRQjAU1VM zZLetzgs&Yd)V~y?bQTBkaqcEVuhCsSVI(YN-#@pzxQPvV^26kABVp>5%CJL02~8js zvEAd$SFl?1ld*Q{P@)6p^oIt)Qio}hSo->jI38E3+nik?|U zB#?aSn0nBs&QB_%z~{hcDIh7KbiWY$bF>9B2NrCV!Lbw`Q2n<;P@)JDsgQ72|HIsy z4e-=KH$y8Z2DVMD@!lF31H&dpN47-8z+yKmZ-I4{;1XzV<5*qqv0Vei|l>b%g+3r!LOb#}KAu8Lnhm53@fkobzE}14xpNCc5a@ z6SppOv@G^pziO3j^?CxaX8JD6-e5$|jHXF8Ow25mZp+!cUX~*Q~ zcJ4TnA^y~n>39Dx0Ytysl3V@{KxF+HfcU2hRbBy`2Wa5WOYTA~_n&6$@_;ZNpn=Qx zq(|gJqRymyuU6v|0zddQkZ&m15|Z;YWr4-w0eIrSzC`|~0}3nSBYkRA23XwkF&4Kx zz=Q_`@}{^j$LD1#$e&)pH>Fl)0D!<^EN-a=`EURH+oCdDqNM3EOZGn$&~YJz%kzMD-hCtX_v4J$ucqlu$tipb1}Oaa_!Ow)_q*-a z(cSmOCX5)k{ZfCnJj*+~{OmKa0oM=T@IPCAkNy);q0s{^UU>i(4|wDOn7r!<4+FOlT*5nha3bl6Ma|{2M^TOOiJb3fH1xSbp4MN$JG| z4`8JKs7mm@^t<)5W(2=(l2ji60P^;qcfE=*Kll#+e&aOA3px2Kr=+K`{XPRR6U1UvL?dMRc46W8+;7o4a6+Y~^&zUSFndwvrR~4(bT}DeG_Q;T1a#dVVYLsyw@qr5^ zBmIKC4bj5&t9Dv}f+nFB(qQ7C2ZV#(E`cspNrL=01T$`_*$MXa6fG&=r*OnGCZhro z6Sbc0N`R%vXAWLc4;?xt@~5$2C$O!Vh!sGKHodRw^}d$F`+3GV=0gVMd5RgoXD0;p zoGFKPr-ow(eqcf7W}it;$xU!B%G`3YCmL2wFMk}kJ_h{6&J8`=#fHmco`0>{Tn4vZ z_9#o8F9rL;s{U?kd@)>iuwL{_4SZG#eJY3wB#L3GZ$?{B+G^4adN-a0r8q&|RtQf} zQ_Mu73VUc7dN;aTN3OpWo>K+!8?YMTzAet}zY5}wq?KJm9jw2zXyctlTBX%phm*B_u6wuDfr$D6!?(&wu;%T#A4_N4fg7G*HFd8iL!ic*X`l3K zA^o=Jx`p^6eXlgnas+0k)J^x-js9E#-@1qGuPCp87(-&+SyT*A1@Ra&g38dV)*!av zRz&sa(%a7xqhGL^nEhcnFfSnHMB<1}FIlwwnvi)JO<9xRo5nuz?2}b6Bg~~cQKT5I zW}m6+MT^U-^QTv5wiLoG>6yvWGxMN7^o7u>!v!F`c6ZUzlyY!hIqq78Ml}pQp>@m| zt!=$eeyJ#S`CxawteTVAY% zJ?lqg^eGlVX(Ab7*9iBpyl_t$sGW%alpO~L%^pdPevMY9`9I5sUgCnY zWa@o!lT6@dh=KjsHgIQ2)=lDaKq26TvQ%FkP<2T`OG1x&5!axP{~c9Y5#1t9?^l2& zqmXuF80e zH;(E-a=BiB?3yi%SVFkjOwOAJ3>0 zeUySsmd@;*Wl3lCVg@n&xe3v!-?br9vmQbgkg0LGV8ZR3rf7ucCq^-2&hTm)FrVK7 z2kpimup3_rM~00{*H}~tep5UgxvgcGEySvHuPq0?wzkX(rH!y7aJ+i&vUF%!wKb#P zITa2c4sUqB{4TUTjaBr%SqWtdQw|=STn@VSc3nyv(87E641uqmXx-_%cF7S`;H^lG z2ANp zJ_I&)BsTjGk-q_ZW(_$gW}g5xobI%gj$5!ZdfXk4&}tBH7&aqP49~N&a7nmc1tgj+ zdeVT$<&mLiPykveCWV#>e6Zp|+#yUwv#}z`iNoRedHB4fEMT)>8TI_BggW=$Iah~c=4trE6a3#BVO!m6ue#Uy;6P=@XG0qG z{HcU#0(O4kmc=l(?)dY)KA4%fTKkO;TGU$~)QU*qMnLU`c~NGzk-s7nz~x|zl13Gsaob@*P?oqI8gv1fJ)gi2&?5&1Y1Iit96?1*>5l&0`jw#8{dvdgK(s&?eYfBl0%l+v_f-@cXl3~zYbL8o zn_ z(~k-eqZHmH5J*{6mx3}W;Hs+x_4y9To6uRqV~<8hX-XbQ$%M%9Ri#6xAXi2sJrl+& zYlzw0DT6USvl3%36hnD_-vhxw1eo$TYd#%qg8IZ7?=2&%L3rr*)M7WZ+9V&Sl}y2I z45L7?V=P>qnEMA6UMzC3v!|y!jfoGA_f+)V>R^Z8lAV4_N`MthdQet_w)yaR{s@TC zR>TePCCaET%BU2w#^|oQ-_3!RexVIAw&fr{DT$Nvt{g638#GxUrV;u{LyoOE@U*FS z$Qn)@1iOyAXg(ncluTZYee$RZuAO(DKb}(pP3jV<&6q7aZG-zsPdChLu5Z5n9IaC= z%Z0*1L{Tw>g5fPlXrR__uSq+hyUD3WJ-ys1Lustv+k zjjV;yx^K7lW)yJ>2Io-==DyE`Kj`VkNoZ zby@@&>D@U~|5yK-!doAiF;=H`#B(YW*^oG5XEizm9SP1-mI}9FGG!@H1E&s4OgQrj z6;|XBfsO;xK{z&mlmJPQ;6f~=SbqS=+a_X)cP4B-BD?DzX1}{$Zx1^lVGbW%U&Ktf z9|4x`pLcjRg+kB#`^pDaHb9N0*`{~9@cNRupfV5N)4Rqx#q@B|sbrnjgXU2Pz+B%k zc>`Y)%p-{=8J0BA*QY~J^Z5*b$&x0>&0+~M1R55juwy9@@$d9!@yno-grjD!qh>Pf zwBqLO-%$jv7hXiCZ7KoPORV)3a~olE=B{xrQ%m6aSJh``Y9m&A)#)#@Sq(6O}D{dtgheruQOVkF!J;_wn9H!R2j%T}XtVCxa@ddNYHsNv#( z1RH94+K&0$cv`#TDUs+QEkzqNm zH&1gR#p5>nN_iG!eqZ`o1T(5v-i+EGZj}csw}_0sREJJVtr#IJXh_Jjo>wO z=C+|T3t&X3fKl?sJdhmr`0y(P{;QH7tDl{a1B-K(j@(*V3-XZ%9Jj1b0BescSK(3w zJhL>s#+8YJLxGKVU*u#!`-bwFJ!ypysd9H~_wqd0b->QpAh#ZF`l$sywZ=^1l@H}s zCYJ&II%ZB}JCkPo+O!q&8~tC3K`K&2$bwc11~U;O!6wA>28pfK${j!^F4>h8!b678 zFl1k$yQXX%+|rA{ui~VQ-*Yc2*MzPfp!{Mfoj*d%>84nMYNOWOPq1!u#}?rCz-Q58o?KQGj7*;PF}0Ed`Rj@|i;gRR1q-+-_LI?h zNP3EdiAM)KtoR^&9P3r7!*s1PRq#EM91;?baxQ*CsLzZ#NlotCV@jPncm3F{AT z!{<%8e`M*aN3ix=(3EdT*jMl1*F7!RO0QScitaxjX8NPE7(%x%vp+dZeP<`LKdgoS zJB6x?;+9GO2QcFar(4IrrvFKyD*m4=ki}^WWD<4a{RR(M_!~f!6Q)M8)!(^!b4q(s}G6>M=Ru}+K@V5Kk z05cCLr`C@du%Ax4*01}n^gma4jf&iTKtghWLXrfRSu6@C|Hm%;8{l*?u~^_eY{q|3 zIGW({e<@UXKp79PqK}^p(SJ8aYP`-O!jS%e`PUpnM*f+h$^(jdfFFL*H*wl+NSXGj z%DHC|q44+Ref583sQzQ)apvFKf7?+!&ufD00Dy;2mbeKlX@VTH%@Xil?8fFuGeDv}{%z5GMH}7}wV-EW!_DpB3jOkxSlgycGmO9BZ(hPOg;>dWgP{@%iR`M!IK+fgCPyUyvKVW_e=!vm)ONlc)= zg``aE8JaqWkG`l){G(lCsr^zY^FHUbyS)1me}M?xyB|6uADX7VRQ(SMcX~^Hcl?{0 zUPZd)%pP$6(@V2hJYaeX^8xQUfU~}LN8~{`r^e7NT6F-yg17wd)*pC3Nm;#m?!fzp z`GMapKVieetVy-X|KsH~Z~IxqsO$dM{r_(OxA^zDac-UP+@ia%aK41`#W5z%yxMQf;cP7&>FxWVcFBsHi4s?^R| z+)^rn9OdWdThYRHP<_`a|5h$Y_tdVd4dH?{X^CcOPEbxxqMAepzY&f)OaVcXQARNx zQo^1f%Wdy{%m`1$!Y`jHIOG83=o!)s&h6m_dSkhuMZVDqv_X3N^o(}QUo$&AE;Jax5uYSIPk z4a^Hejuid*QReSxiA#O&f(fyHf3y#*Vl4**B;RuJRANz%|;X|rxElgtDgRI!c)9pSTH&$AoKX^~GeC(ZQ;?UUU$|dd z(fh%2rsro^5IY@a91_)S0A=pUiNj^GP)Tp=9AUr(nMWtX8c+eDa(IzqfmSo@;fpPG z#H>xpi=sZQ!B_}Bb)H$IQr~sYjk_G+~DBuTfO+<_PdY?mWG1FB%MfL5(-R|oEQqV*Y_kJBeYt{AD19lgUB4cJ zGX+Xpf-<2gX`euM0|(A14fh%Iyb?}681lk4s0kL%o5uZ!1>kMYM^cQqC6FZCFSidB z`))s8A2`ug2nITu4J%NI7QUgA<9aLxSRZGP*nTGr?(y;EdmBW6|4i`-Z=RvzU+A`~ zt_x-F$KB(9#zn%(TZ30l|9AyH7}yLgu#JF0nVa=g5U7vp7k_cX8WqL8qkdis zDF&_ED+8to;`!NmOa5{n815Q3F+=YN}{ka>_rke?RyIGRN zttp1VRT@YLdFT}AbIzU!^r;t!S!zIZZ~pRfazq^nH{W|Xm6HZS@VzI0EM^VfW_dU* zV#8xcnSRx)O>n*Yh?k+7K^>J6B z;DFp**)PfHg-gI=lv?Mo^&Trp}ZENcZYCJCE@j!v$ntRC>H!@`-G;= zse--bk4u&BHo$wbzR5KwCQ(XiUZyAUE93VCN&hHeEXYdiX{UwV%ZR(Bv4Y<|bK!+4 z*)raSbEIQFKA%^6j4*sPu?#F8UkfdetcBA*n}dHgqnL)WR49jC(t}_8xL*VtEi;dU zOa&MRy7ylXse>UK9r8|z*uYuOY=L&iP$<{+Q?+@04q~2IFaCh-nVZjTAxSKV{V2;3 z2!B-t;#U2S_g=1ooOgAKu<_c9 zfgeI)JCn(NYqjE#Yw@U986RCUTC@;!12^p?vYOxpzhPsSC0dt$lAd6Gw4N@Ijx{G# z$P@6G$-cBwqqmzinVu#w1$lx2Ojel?FR21HwkuS}FAnOM4D*w!)xsB67l1M8@mtvl z=N@{5JoG34cGBo_96{yKm@5v2Z18`ex^vl}9MDMiuXrecS-SF7BU{(rfMFR~&&EuN zgzx3Yw<-*Yf*_yst0Nk#K)Pwh^rIK+!Lg|QhUwQl=%{w|=`(JHAqwmw$HfJhWiNEF zS77JGkExV*5eZJnYZ?$iYFK1 zyF~I#GfH7!@VuFAs+Hi5NtGIk7Q{g#JfM79!~tqbF!zlVP1xyVEKCjUX~p=P6$C%& zh>L_X>hXgXvEN?AUfK5*4eYAkK2p6^O`rEOc)VIj24g84m2*8P=b8=#8s-;$Edg7f zbroT#?4IbU(&7K97SyZi<81lQ!WObQm=X;f<)5?d_FaYN`X$aAOiCfzM{w0}vl3{m zWjUOGjRdDhJ>qZy`#2rp;V$On=9QQA`Fh z_m7|{apQxukwthBdFlLi~b!p8)0>LN>07A>vP;$tC7ky#vePP+~X!+-% zApzy!${`V;XmI6jZE1)?Cj?zt8J&IJP~ayrMa3Zo6h_^?{^QeCcr7&50NG%TooAaI%_WY!>~BXs9OU%#ACnfwSLTO6LeSf{|+C3f064$O^o1 z4@Ve@hQJ3UOF%4JJw(8<6u$L|Etoj24%&=bhJTd31V6csk{(D*O4gZVD`$n-t40nN zH)IvVoeMqoJ`>PN_Ezk~-mMjIq$&1#`FOP2&$1lK-OGl!_i6@1Ypdz=qmD*{BvL<3 zlL#Rl@L#C^viPM9R4kaRNC!rFj1D*qphdk8B5~*iV_7`YCv5XUKa6BB*mwI$LnlN~ z0|%~1yo{81nG0%^<3$|AoqD}*r$G{km=}142)2W~PuVWxh*YRPv9e+Fupqdc-k`{r za2aIQi0*%qkqKv{9V-Rym4eB1W5q-F3*aJa^BBH}d`P1dpaozj<1y?DM)YKop4cr& zSf+q#?O%XBiyEZq^TR@bl^X1rsRp4_Fj0BbhDMkm7`j}qG7C1%IkaZXPwcOKag&Kn z;y|G4l=$?aEpW%AX5)i|YIx^$EsNM%hMAsW5&Tn1!9q1s?p=N#N|9 zUu-(WXe^mfJt_lI6hj~1f45N6I z4_iJj=Yaf*553OQkccfg|LkEOD`Mwr{_#J=wTU4v<{L`Xc|-&`h7fB>1NOpBi~`=6 zSTSp1ZA%XlXucj*N!gMLn(x_jtF&-`dTn;|e`CY6e$`ILsCwX^yrVmF5Gq>Nh-5ZC z&t)>q3lNZY8-C$3Dnj#bC7eTIx;_;Nato}_dFcr0rvm>w19@k;6qsOLyl9zk9hARV zt?LaO5T+bF3Sg7LUS(~mR@hyov1$Gs4s_?N6jrjYg?D6sXR8%~b}^F10osgX3}d}2 zB2PO-Ot+#VLvA?Hz^b$Xp`QIIs64O!Qc#xz`Y-?Nt1AV;vF1@4Ev+!|l4#+Bu{qeE?q!Wg&VnNfFDFIL zcmQ=COD3jwm4V0Tv@liQ63i@K(mx{w9b%Lgc@`o8>b$F0$Nllu;4Y9UoiMc;C?drH zD@F;fMPFYzJj;AJ`u@MpI7D1yBAhx+2-?CN`S;Ki_6 z%P*|Tg+?OlZqJo+5HS%^pERljG~VO|r(WQKa9YZ70-agp(SJZF5{W&}#BXKebxtW* z%dKc@UrTL*;}|pVCMZ4GnlD<+;}r0ob2utcF+WS_DxVN5+x}jAlhrb zBczN?I{~b3g^}dz&kC&TAiN#pmIo0XUC2RCho5LDy=rq7tWo{I8L_DWW}RI*L>lW} zQ_J>BiK|9J;JMIo%6DVHt7yif0LKzIvv6gj=amBJJO8Y8X-yG~J90eByDt~Mt6z8{ zdLFH_uRWMjIg_!JMn?sz*?r0Y!WiAcA_retdK$#M|DeMP`7sL}2}XwWEH;1E07I$B zqdcbn)(GOxDVaUnxnPfpRMWLuX@`jKHBjgH14ktCQSWo*(5Yl)yC0o-QqIoVvg|-B z*jGiS`UMq0^{qD}w#_O4ACnUXwt5BV=p?miq$eA8nJ+ON{Imqh?w)JjwWb!nm@73p z7c_yF=FwGNXf>{O;&tuz2By6pvXUmeY|*BVzZdg7m7Gp*KRT9>yTQW97HWDFbyzFN z4rv|ZP?QbR7{LBYmw)1&6<8-DUn8(TN@a#4@$)-nnU6|-Dzl{=48@8zc6$^(KjiNQd6;9AbrwN9UfyBG_$=(Sf&ItH<|rmNz>RniwEfA&tnc;@^1+UzXO08jE&msKbj6y*y4h?4i*ov z;sI$q#Ww!Q=_ZDu36+?!mbB;+HsqIigRd3ACusYFR9N%2mk03i=E<)r*p-9wC_4~Z zszvDVmZhe~1S@q7wLDJ|Ka%-7?^u$v#}ebfdc&}<+a>1y2LO=3Z|MF~=JS9{339<- zLkAdJA09V7Va`B>KC0XQPC(%8H*Y`ik3IYvhp}fC@MGyBxd94q7DGVz-SL05_on+D z54i!yKV&xR&oY?Td$uL)79OxX?>PN#{eg{RVNc`C0R(_QT|Oi|smLgH-hW-5r;O(T zxqk!NmHLH>q3YYDUiL16ko$E`$p8FhG5v1>0`GdjFXhM$iU;}i8WBfoH3+ePEYEA< zeh)xTb1FaO!<|duqlcM_;7@1R~z@JmLZm$p0IGL1}J{ z1);f1@rR_M!Th{SMBSux}zVRWxJc*0s_D2t>@+f4l!K3+&#E+AQ{8 zkN@wE->VN#n!JL<{sRGt-h$sPfBUh>r7+uR1CIZnZol{8S5xBD=lsu?=f9Re`r@Ji z+s`}xyz7d0ee=!-wS62*LfI&wAkKQpfa{;P{J#kZyyplmuk`G4KCI6%2)fa=bU=pr zpYDHQsg=w+&awdn0^a(6cl@8NO8?%lgcz{@f4crneW%7Yc`N_d<^O+5Kya1#IqAR^ z%x>L7AqLRlzIDOxP%^yuaHe&|Oq|fI9L<&-1$l}^XmcCJ7Ji5+#o^LGl^p|p)z9QiG=x9Ro>}q)0 zT(@4yy8sTJo~OS^vI%Y{tkKjou7cT_!^+R2LX4_kqGj1*%1TX(RtClq1bw=vF^XVD zQQN{O0!x<>+Ki>?Y%04g6An03osMY0g2G&%YNa^flWeg%UV%EOj}A?5Cx=C zOAHzRcb!JvjnJW|PSSJ%VYvk%LRPwU8O3I&F|jCUcIzRxGq3o zYDZVecj4Pma^mBIJ#%h=%-+6&sslG+w~NHxDBK_ErDK-PAd{^Lsz^>H(Er)MSO#x9moiwk^+ptr~ajD_lWH4HIbKACI z)o}L8wG(o$%U}x`v4vLSg?leex4Pa4IiHV*cI2T_)F*iJ{vBwkNLDx+EC>s-U|6V0 zPyIES>rIB9B0+?zCx$TqL$4_zaKJuiNqr;ST>i%X)%5}xf9J!2co)3BC#tb@0=YnE zC^ewv^y(UCNz9_M(L6CNwh;J*gM0#z=;1PBzEi`FN?0w^5jGwRb%(y``F-$+f^$NH z5=$msfr_t3VqTj^z=iS`!Z(lr;BoBf1_#%2U{BjNrDth5SbF#D`|4N^ib9|B=O(a0 zt!?3fG{b5j@%YRb3&KkBc*^P_TEsSk%U`t@XcF@&X9pRAn)IPV014nX+Y_dw)q|`V z5g2-A?=ajB&Nr`H$&X5YDS$*+)+(2u*MQ!B`5RpoO|UiS`q?I}GFYT)p{Ht*4}y7X z61}3z!DXDCrT`jhjT^Bmt?qgQ7H&)~mX*YSn&-Ye&u>>DKy|}`mv-xo}GUR@}IEH84r0+I>3~G6cU5zQkTt2YT9>r7u#i!;%G4mnQi~ z12M@xt@G|RIIXh0#N49+I_C;U|3vHbpI>K7*hJPs=n!_{iL))x!ku4SZ&(2h=fb|2 z8dcMZXH;BJS#@(X8E1g`bh~z1n%OT4y5KwCiJ3Pe`g8J59>+q?Bb&8YB1{0vVe%Op znsNf~S!KGz9)1jU^?D<;gW zgAq2P6Fcg1!6sOU*n`&NRDrO@lAsou+&HVwI5^1vB8*WA?s4|aya~}Yzi)!e z&o(%XTb+vc?>y`N(_NTVc5kccflV7L;D(sZ8clR^m~xXd=_aR?$>e0i^-EfBW;vrX zO3j6@G4^Z_zy#Y9IcP2aAog^GR0yn{FC|=)e*{$I#%-<{c?@j${W=y-D~GoNMNvbJ zRD)cvUKX(<3#@z&hPW4UVB@^^NA~QmgM(-GOw4Lw3L?kN=t9*UExNEMxA32YB=)~D z(3;GM1WC)XrSltMA>{;-3khVs_f{QDKAk4DYYG=`QTtN|$JUAkt`+0L={V_v7Rxl) z$~am`PZc;N_6-Z{H`v*i)NA2WWmRw+Dos0^h4tXNQugy~?^Fm4{M+HRh7%DdHNE2k} z>|>-xzmo611({+x&W2#hH@?A-KZRRZkv?e~v*e+?95 z_BI~&kA;+bZH^fqO3^y`u>Ne*N&v0g4Y8;QY`Ps6pWxmA7wvYO$cn3m>c^9Qh_!KH zY4hzt&f6@AoM-3MK7P|AD1wp)!8p@M(d`^6p3%3a!KB}wZtr%P5W5qe$X+$6gC88S z;&}&RX4ag2QC17NHrwQ$7_p%S4Mgk_=pcJL-^Oy_nE$Gy{;SwPHE)m6A!Aq8h;PfW zy?Q%kZ2s|jcsE)|ah_2Ecs*JZ-90M~6!*;(KDjC$o@uDZ7NWC7ZrHUiKW|jPg{2cp z1B{9wX0h_jhq(<<-8Qauogx>EU5dp`_M#G=1V9ZeXh#$YvH1vnE^V(0wF-(-;JW;X0F%`c#`%1TI*} zJWr?5&r!5ArhrpkX65xo1jQdcUkBA^S-T%TO8G@l9NgQ#T|bo#bTyMi`Tv1S3A>D4#ZrgPSv@ z$7S`$gQMNJ8Li7opjUk{XLLguL{A-VXZ@iFrX2L&Fm4q-A5tT&QcP+$uP zL5YCDp|g6&Ha*iM{K(9WMY?qRFjtD82{9J*^pQP5;npH%M5qRdXf*>L^#Do(x?j`; zi$0Mdj~t-7sjbzpnPQk!gGbe;O;t!F8$w1_DqsdA1u*15I+eLm1Kb|lO9^dBaA#uM z*nY=UXzN%v)ci^cMBSYj;)0o-v#jQ8x?^T%zgu8b@6Za!`I1y&8}Ja~>ry~ z12>y%P1DlKfusp{_+jM9YV#t_>P)&Z51kmPenaNBAI*QuDKz8 zm<_uiboR;kBnj{;Kjt)yyz$WhI9HK+zsxGg=%g7`p5pEc?1WItU(d33(g=zK}$dNU^|VvCeL zLu@u9p3R9f`1l-w7)BxNJ?^l@Nd$f*3nTrEe9A!9`gnHlHFSJCb5&fjj{vr;%U%Jb%rv-$Al;<18ThiXAeus^FPpc<}s$v7pcae%rUHkcFEHaIkE z5aY;!OVG|@N2U@6*&gP6AxXYQICa=-h@-!eF4*_lmTa6ejw*I8+NaGzp`y*0gMryGj16kPu-%s z_Mcy&g>$3Iv5|m4P|n!zIj77BeoUB!9t~o27H3peknS(Sauc;(<^<_XFMrpTcI0_w zN@#nl&dNGk1J5Z&NfxM9>yx1lu-$6Rr;>{mG!e}iqny4ZhcOrCZ#~ZA8yr9xuU)K_9xCS0yfFNzSpKf zP~C-vdd&WaG5sHg@Y2C#zV?|C`IO~(8wkE6L*WyELmIqPRzvhrH`UdAmC#8N1tXhb zC6zIZ?P&`cYK7$0tHpqCAQfO(Ba*@IBrfPbjK%zM45(w`-jet z_8-nc?d`PrhF-tcw#aDWw7G zSypuWe1-wE*u4IZ6un;@)Mb$a!8kfNnG!an0Rl#(ZKVnjSzw5COS9!oAo=Z+-Q?XI z2B50~i>wRASr_u5HT-o`I6CUt>~+PEn+ljNa@BpPVhaeH@*Vtu*6Y*#-P>_Dq? zB2w47=XKj0q`Pt`(sWh*nd`j_pA{<4k8&P_hHY(fR({J z>mXr>ZPE~1jL1n2dmFp16U;pC8+hK&hXd;6Pp_bZp3nXS%lTrZVAFAQ+B#(p=+9V@ z7u?eUYAx)S)!qp(e4<>5q1P3Vd>8Vial=(e@7mqZkNwjTf=_xIu-~-j>8R6+@2X%( zTmGmb|9U9S40^Im73(2J>)qwCeo;>{4xU*Mwq(cjvL+K{rO6O^nDZ0y*ZUl`n}i`T z((+DS`@BXtLS@3IgTuuH!<8{LaR0pCWGM*_gp-j%CorOiiQKv9x9ox+KIf_T!D$$& z^>B~Qrq%h_uG{xDaGN3FVy#M=&28{3@lE{fgLSLQu-Es$V3zrF<-sR}D`2)~T&hM= zB~&^$%+4p)*>FRCBN<;M~aD&0LkR*PiiH&-C8#* zX9_xpk?lcK2h`|GHt0*1gH8Nd95Jhzaj@#Lz?dat>?hC7auY3i2>e9`8{Tf-4RhuS z84mw(35I$&i0dMpB0gvB#;ZO>5F#+Lu^;>6qeV{)7j)o27v=a=4e8_E6AmH)IPSWb z`9motVl14A7{iQi3gEV5>WPFTeIM}%eMxrAJP_J){bHxEU2!K9H_j9SRqu*H!X+Bg zPr!Dk$Y4Q$ZbS>bpR)Gzl(l%=NIjEh5qzTx6j(n|lMb*RjSf%yAKosqLFW{ur>Zs6 zqapmol3dxnHzDv?)$3-_8*uH}(3RWXmVu+X#V6A%C6FF8NKMSO2o`D|c`|fcJ$Szz z6k^m<3KI{H)1ADmif-S~v6G5uQe`5Nu%Aus7h8&+9%mxpteMD-7$ah}*qgjebU@nY z&38L~UJ3}4&B4SbI8&IE;7s6kN4+SbAR{4wNI=W|yZp(AtM_5_4n?#pg%Ldp*)>Q6 zK6@xgRP1#VEWfyI@74=>kgW1GDZe!j;OC+-#dUe`ZWU{3*+MS#><--J{k9ekJ7vfU zAc6Y}OVjz(>o)k<_iFyyJ}#&pz1pLe(L_fTOkYLZA_WxgI!wF35G&@&(dPr(H|nxl z>_oSJ>L&j?0>bqQ$Kn4+K)|Mz2g2~C|0W;|LjuCo|Kxx$m3BbL`I`d*4*>id0L5Wn zw*2FaZXN*715$DG1Phm=#Wq`Vom3$~XyFHc4Mqg-|2$xp2f*__$Ej}=QsxV{&9WZq zsxpuOFxucB1Oy&%{I~5_nyY6-*`lVza4+ibx+j@V?{S9O?~-+0RA6Z?1x`6tCM{>WdH$$cRGG|{mRFDZhLV` zdf@SAe&Bb@YZ^u>2N%iwk1ggWD36+wI&0a0?dP?byyL~YZ~sOB66Bg5g4&_4uAF&J z3~=z^?LUvW!Mi?q^Yq`bhrcbVy&`y^0|0ORzuW(jhi&$ls>~hWpzx>5cS`2JQ$PEk zB0}gbuF>M>rc~y|fB!l`a-&sp$`BKY8o_Hv!>q$M5+hu^^1-7%`Xsf&Ty4 z0f8m_%zl55{($SB*<2QnI3dn_z&nrBte^{#;~+UrCRF=>91-Aa;U4jhUv_{432*(s zJAblrE84O&Rt#uA|8)5#gW986uT=(Izr5wiXZ~5|(e&wXz2vIkI?I5CkN4R}uzjCy zz-KV^FDnKmJlX%RSuvDnDX8~`Hz38lq0Kxx17>HuN-m#W18Zd-czCu~!8B4yj$y** zx6Qn`ZDs{*rYf~1kh6E0SNF6s_>`q==YOpT?p_(S;=5rJoMzo_J6n?kg6F!ko44Eo zrBVGAE{hW2t&Oc}vOgR4M(>rlavYH>#fddi5yfy|yw_9H6LnB7ctpoJs2qk~bBhP( zYOp4yYtzjMF;w0eX=)ObrG5x7Uayk$bT3nx5wxd!{;!OQ1d0k#3pXgOSjsPNem{5N zA+z(@bmdvA5gLQ~n}Yf)V7()0j*OwgTdwUHj8y)P(Kg;%v1PD9agFvhl!Qx}>va0$ z#zT8*TiiE?ScqMJbw^2iEc9KPdt_UE1>BtK75h>aB`-%!CyuSeH@Yz=PUN6v!IR}{ zgt=(x5OwlQkMct<9j-Tv@zR{ANvt8e^z(s{=t$BPGnBqjNP8-SbX+ha^f$Zi$eK|D zsZ6*l59#=Edg$7_GUf1M?aV_z3mSp#YD8#dzXg9i0{Ra;oE32d221iwkB)veMjWutbNm2 zd(1p|dHvx5JYUIX62~-s*f3?&#&b0Sb?}NmdZvO#5_FEb^z6O(X&5#0MdFGxmq0!I z6k^k4hCqSLBn(?MmMTSep&)8~&atb=+=N^l3ry39=U_RXS@b~YR!cjrwrv|V+- zAh;ZvK9ngbO1o+;GX|ri;?eBjz&995z5o5YxOM#)IxDTdZ0Pn_FqR&AYM0zCD1Um= zIZEv&IE-EUU>~;#tw5Z$=PhBwq|0rNnx(}cdT$Xi)(ZRi*BrP77Ui(0%zLgEB32X< zi&FpLBmxt}FbD2wGuzEnnk0Ehy92{4G9!G)wUO?J7@kW)Yu8{EMPVt2PkLnfdnp8w zCDKHOsk9j_Im)iiD!ZBj0vL6DTc-f@(a41KpjY>=XKj4M1qXF=&$F-HVa@xu2b;e{ z!pCDC&EwaHgI`pb#E8xcII;6<-TM(`aM^SEf%OZrKuY7s9-qVlxZIbYm0gCRxuZkx zX%<(~$jxP@k};GCq5Gsq(CzqCddl;z?qDhzL1w?C?oHk{w@3 zTNk)L1j&1?viDjmu);-3m5afJx}K{*jVtTniIt;4htHX<^=yGG`DUr($b_` zRT50Ubz{8G?-gm z+d6`M3k+^(n@?JP6Am0W^D?#v5w5-3-n!8IMF{Jl%Q9&dk|CCg_1cuJr^f47B?x)Xj zZXR=QhL@+-b9ZmQ19=m_W-iE10&%U9L#Om_Lud2$c%^IQF!D#!W|8VLsJ?XGboQ(g z_#vDoH9V^h-}mDJW<0^qntTmc;&;gD;AhFfOS9wtZAwBYNowL zD+ZF+RvgJlVbMEu%*yzM8>cnH^gXj1l!oNN31w0%Rt-C}W^X-NQ4JFVRU)U4Z-FuE zHC?$F_E{>K_vL9bB7GP7)EjHC(&V~#(3+t|(EVic5dO){&@?&X;oNsAP}=+S;DpHA z(C4XBRj!*1yQ-=j?MIZuoivjz)+%f;fBAw{&WFf1EIyZm$la-=Ttfr5QsCcOT={KW zHK^}C7$yJ3jBrUtN?kjKzwa;YJwHo_P@$x3k_=`Ob|52& zbjlFq!hEU{iy0&&bRt?0?T^R-5tWtuKd#(g&9sMAaCVgGfS`07Dy z_iXOrVI0{0`RDcT#;|SbzL=yzQ2oek28r^Opszo)GGUPeS~XGAoaMw1$*Trp zO--Or&OOFe|>vZVjEPp&dh1zxF#4ubqHqP?@WAD48qFBDI2NWYJ!7K_Ws9-_` z$($xCNivEA!Gstv3kDQH%!&~)0Rj>vNEQ%~oWn5WAOZqr1+yUdoep#Fee%0Y-+TYP z_4OKQr)PS)tE;-Y>g;{?zJ7oWt398O7++>eED+7_PsLPa>oI<_jAaR;P-9};MK3X8 zv=#nu32GzXYWWl*Z$qyi8WR<(5=KpmXadTL<5(KhesVosQdJE>v&)`nqi4ph-MD;s z3br-FLc~lf;dQ^ltA2%Ikf)FWM4DUIHYq>Fl=I%>lWo2}f%(~+#~T=@!s}`L&vLh< z!n^>Ju|s#JLfgxdk?Yr$fJXi(*;zUzuy#saBM+t^PWZk>_2sBK&=Zk%kyu&)`^K3K z-5!A{#pHtH11fTfOvx+M0tAiliW8Ic_3jFOg!`%A0#oV7|y z9(pEG9;y436}H@-!579{e3Lr~tyO}d+<|5*WS+88 zA2{x~R{?9r)ks^KwnKD9er3d^Akb{!=;^Fav@;&GUbTqT=+S(WSaXjWbl60 zTy1_P6NV4zE7{}Bh7*r9#&#Dr!Ph9q-2@`N*)Nx_Tz;;YW)|)-CpMDhvSdC4xunK?5FXk#vj`lZFpL2%Gs>EN|H_2mpcVH?n_758nR0}{GsM{yk@;z;(O9uE z4995#s}&PYwL|8ZfLwgRsW$zd<#7+8i<)0#K=)e3d4)nzV6V63^xcEaD8(e`zVSpb z+|i7FmVQ12)_4TXXK9B(jQEOsE4Nlay33Wb9U9s2F6yW25Ax_`Lww-gYCOr2w%KP(yI;N$NJhe~T; zcTq&*@at*dbn(``g-@zr|Iw%&rFj*gbnm(RLX?VAiCJoE6wU^=r?Ad&)j~)}y8qf} zW)Zy3f!!C-Lxg?e1kcL}=rQ)xHNwX!4kAuyT)9BRz}N|wFX=|bpahuJHkXCv;CCu@ zJKsaVESXpiNjtK)9hr#I1%mIUDeSKXnSRkZP2GribxJ##TdyKK;=am>hp7^t zQXj13eN~BB{`>I1lC;!Rp#_mW{(I!KZT5ukO#C2xfP2Y^#T8N(v|+${rprd3ZPn{9@HmoTVIAF4TI$zlH;DN0X+FiLHg(b`f`9xrBm? zjb~I|W(0JPx%heZ_z18@EAAP$OW+Lq{S*UyUI&ciI1M{j4sN_ZZ+vFAKv(|2o73oR zF)6-7H)07R1*FNCr5CBvDdjvE_a>KC=KguXFb90?>FxX`#Hk0-JZp?l+VFYsh&@%= za6)*cLfi2w5KC*?w#l^;79Ag^xmgCy$FEGQ$f_v-sj#Qck5zI&nDUxKjdm0|%Rr`1 z+Pas|yvE{l{?(p$>)e81s>XqDUmWki!yqGjj+Q^n4q&hCH7@|2PYE)wQKBujDSh;{ zrIlbXy?j&Xt5(QKvYzxfx(Xx@i!WEkl=)SCXhxQ7NlQq)P$k5TP-G&2pe3_XXEJMZ zdOekqmS{&Ncvb_?vz>J?gOUEw*{5v&P_qUyjfMCnvoJG+WZqalfd$SiNoQ6b$WmTq zxiCsb4}0t)=oWLIYWB1mR<9P8Ve2-6bbH>qRU$DkFhPn?S4Ih$2dM$YVyVE}c(^Lb zg9A!)`Q+>D>)>35jhBf)J}9KBeJ);ro(swYUO6ZYGH-33$cXukFoC4v?p;maH(sg) zHLo0}M2{CXG03O;YP!FUbYQlxBzy(bBi@DAfUbEQEBpLISW#a-Q7EYjZcg!)of}^U zLfNU>pYi@#7dq-x_igkVOmBLW-c$nLINkNhe0gxF$acBI@jOUvYdTsc*#I}ylYdCL zKLi=!^oBR%;$UFjzM&d|@nHS6NpFM@8+Kj4v~1nCGUyb3D7-DL49?w;TxZVP2tLgk z8`|EZwAe}?-TQr2bmq?XRm5wO5Oe{}>?uZ|3bBr&-p!%oATbtnzoutTko-Iuegh(l zRQ@ADkkWeAq$F=dz(X*C8@# zAOr0B`zE?yMJZH&cJACSiI8e%uvo_|9;O6j&DmQM4>FPWo?ehfDY2}|hg-)WGk1O7 zZMI+`h_8QOdnC9C<_JASHG9CkwKM*17|6w%6-_3IvJDKm%`*_9EVxc^XYzbNIkrvi2Bu_hddQu^!5{>s1Rvz zbCDs6F`%T$n(e1wIM%}

STSeJ+MNUrsUfgfAEj@O?9rK}Ib0?IIMcYMipVr>mf zF<nn8E_v8@SXFe5F`cV`hwp;FJ&q*V;li_3uE&b#N(^J_20 zTPg2vZwr~d1<@z&)d4l!@k|9vD&SZHE9$(vrpT~qZwtQ$V0GH{ci5Fd$q(^;p{0)@ z^!&EBqL=ca{{4j))}Gi-FG${F%|j;m)|&?-hGoH}<=KyBm!^WR;r^&@(KNXFV#SGN z5|yBHLhAH{m_lG{JZU+0B^UUY@_bb3$9YrA=I8_wlt8Rr5)pw6OsYK2tC%=}D$Qio zV#>psP0zDqnfvDzBQ=9wUL{o;E^oHfLtnjjf4z4)GS$(Fbw&eNcuqDoLdNfQQgUp2 zHSmzbo!RYhcd1g)QXJP&$~mH`5Jbg85@E%x7gf_Aq6c8gqh$icVX)|o#K585v7qLg zF>2wB7$~qd5LAE50h=w>#y_4FfG-M}sFnbmGQJD`bjo@F~umX;cN> zjtUU3{q>LcWFowYfmjq#?h$T=2GCNm@3uamNwSun^X%tJ9y_o@3u6UwqHMK%cw{g zV`^ycd?yBcZtL8iauTHuEhcn{@5KzOQS%BHzORD=pM!SG7FL7r^%oHW7}xxAW-;Hy zoEn;WbB=kQPEjQ&#-tx3xp_m1E>ETf-Cr9p{XwSb|Bk6L`dX#w|7WUTQ{kbT%U|pN z#8jE~pO`As7^Vu+EV#eHWvcKpzlke?bhr68uMToQOZA0j-0yRl8vj5lSt82r;4Qj) z$+BnKgzn$Ji@%H`ehkf!n}#skxr`64bO3H9>hI^l7mqb}?wBeKk_zC-xc(oRDqQ5A z{Mjvm=t}6}AkNeBAD9BS>HVn)(LetD>Qyo4nX8!7NZCP1IS)$>j{syb{>$>~{uOos zr6o#ogOFy{A2L<)H2A-2ER-FD^s`trQ-#a$;W8w+j2%3=ov-pRccOfkt$gqbLWaB` ze=REr9)_vHWf*a#LWchJ9hS_}rAe^pL9&eQ6+L3^-`nwjS_F$>s{EJ2FN?(B%Hnsss!s_m@3@+3BR{`_`U#G7b|pK{`11YOp!ljs!Yu0txXctTQ-%9G)aL>Y#J2XQsFx@AKW0kIxhD8UQD@#DrUdu=e^>rk+YGOr zE0+zr|G4MRWvXx)C;zzr-N!puL#$1y*!-80gU+A3|L>09(C4@}I{kmnG&0(}Ow^%I za!~)vJwEx&`%eUoX@3(my0MP`uMsrdH7=ah=dXi`Tk<)nFgMX=7as7V*4ETTPobT=F-hI6N!PpMsKfC09x z1ix7%jP(C@L+x!Oe9!M5Ti+E4(ce0b2R$l2<#I5C9y#eUG(v76-DA4H-Tb&3C;NLyj()j2emop^25J)rjZica&Y;%_Ocbuuj@$ zWlo$HoTYQl*NzZ_BR{_N7!nsAtRL}dNdvqX8|r&ggyLxo$@|j3aLCXtZR*p1{|+ju=RLP&jOE6;T4uT(-oUPi=sMJ7#_Bc0!

2ejKFT96ixDE&^&=)k50cy<|Gw8LE4x5O+Kg z)BcGA2YgK93%g68_t@m{nw&cL%%^A8}`VFxO35ets{NplG_4@KeI57`B@sp7g?@YasM zpp9ncZ*o`SD-9k~0gV!P(%(#O5Cz$UZ{o%en(m&v+h85f1-NUkPuk5(a_4Q zHW-F^E!mWomkY*ftLAJQUIH>p7xr#%X2brCN}T~SYancL>WR%G(OmJAhCDfuq`Mz( zz?(^}tq)GA74Hz#C5cS6-l<+qsP_oB6SeGUh@ zKH90h@2r9Q7N&LMlsO<(_VT+BPXRc+%aArjQ`68^W!C=D`S5a1?Y(`|YvCoIw~M|> zIE=sQ-Ojr=7AL^@Zc)K80A>&Tc6DG%%+%cnOW)Lhm5QN*Yf&L+9;{0mxwHWy(;)IO zn%XN)Iw>|JssR>}Zky5Ogj-Idd}KcZD52&uZNe!=Od>V&C!sV7xn8xF(4qcgOhiwf z+jc$#1CUg}D3M9EM-9zv($0|~I5i{SLrP(9M*{i9VNMruf^Le+kape@rzwfhHvn)#xkt`h?xa=C}AQEdhA9`h38yIcSp;`!`f78k*` zz}4Y1KQuv{k>HAKZ#G1)57%}-%cduYX_j=L)k&409$Vcwd?FWj33}aaNv|h6(Cb!X zV)za+`MCyY)9Vz-LTlHUOb!Hjg!hb;M-z0m(~vvSO-97!76fz1ZGS#SFk)0uK&M z>CE;(iIni~a0Ua^HLkJOorEi3aYFvB`RSE(3VEzKAxt7$2>1z*>nUpVgnhy+dd6BAYj)v!LBV4rmaeq4=_lBla$$W3^b)$TF>llfOOvb2D#VL;JUNk zrO~gW;Nr=;Ykpf}LFU~A9`R&0Tzx8b=96#%xbE_oTNG3ZET;ycMQ7UKlTnJ5$*3~$ zS|+Q%(Vo#(EoA}@rK*fZz8c-GSaa$6xW;G`CpysYEfx^tviNVzpHvHG+f($W)+B-I zbjL3O=mAyJ8DdnpxD3qlo=p!{ZUWB;KSSZe<)BgTuRHHJrrd^G#U`5B)<(W7sK9zss3>5Ssg}Ui?suv|D@!1wL8^3n zBubDh86os&em(eK(T|Rotc0^eDg!RoSArjjvox3!?#lgwqmwbUmJ^m_BdJCtILm0O zy`IUe%?Nb-D0IAIOGuOWOrSndurZIadRsyf%i@8O9y(M7rzijur86+|tPKN2ly~*k zeCW_|##c5RBQrNYV|zoi+#xa_PUOwkI&h>4Qj?m$?9KFqUYY5mKK5M4R9f#Kj_)1;A`%r zmuO}-!&tblU%G}3RQwqGg~j99vEQ8wA<1!#-BJvcT^LAlBc*P>y%wA#9ufzi6%JYm znZ-eM%iJp=TjQW^$jn72T}t8ZT9xiE^Gcv>PI$M%#|luJukZ4-u?`Fl`bheCvZ19` zWPasq49xOHWthuY5IRNChF9Mx6ISn>j(5&bBZPboO?60_MfmHie&>{HMr=9W>8Ims zOE{#23i|Y|Aj<9Q1-ysUG52{gyp&JgvZ9v*!&(D_cc3RuOX2zE!ZD4oMqA!eTRtD^ zI$oXlCRqqFK})2AmK4K<=<#kcNFd1)3rd|UR1bnqLC4OypofUoDt?}#R0v!dBe%dO z6^1venYjiRz=52X6K_@*faOxJ6`#tp!D+96v7UG>By=smrmj&5>d`}f$Yvt(ty(Xt z8l|eJ6!bfaM3O0K_N7F7Xsr}uhyZ4EN_wOXO$1nGj8c?zY9NV!2JJ+zCWMprDOUs4 zKOzBO_TmwdB8^X=bKlKp`)=mIEoHMZXY?xjMy7_Yt%O#zuD*!GvhAUAW94L?0B6U^ z#}X4R!Z+R9t16fJfZzDnGdRRGxS*w(sD{!=I#xH7%wkcK+)U|p?anNCQTa7s!nP)C zuV&j$IyS<>z%_?Xo7B?d1AhzJODkECAkR*9)H1qXL#YZDxnQaz-QO|e9ZW^tOx`}S zHBe0UgQW?ulp;i-`M2fLiLGNw;Q^VNhs0UFY4%QKl74}~#=lNTn$ zYqYLjh=KVTB%Y-H5cVQmej6pm7J3n8BV-xrfSwkh$9>gcQzd6xl~@JT^Q@P_6OAi~>gGYX(_ZFd8=)Yg}G218{1a*c-j{SNcrAKThHr=U$(5=1Mo$6Sg zp6Iv+-f9q9c427Xk2a|H4xJ~%s)g7Tr_%-~ZA7)B4okXTDi}hlB{PmAn1FaP1CYI7 z$}_@*SQl_y{-#nLlvC|3jRx9S)o_>5DyJlhE_8rCrR|NW^k?JnRRd0BcYPOuC9-;k z=flht(JwNV9bjZ|ZKjZZAdIWd_f~TYhT4%E1S}UI!2xGK#%GGa{!;M3fM+?#Z@)gQ z?oKU;MejZ{b$l7fNsSt>AD9FFRgc2$3^_Exw%eR0Fd$$~5$nP=>H5iJ#@Afw0Q732 z+6xlxrZU>=HWXnt2d*(*P11~421NiUMFJ;j1r*K!(zH?RwVHIDelpKmb5{w2#Lp^!!Jfo0`td zf0VfWn<*i&M_}jc_y*vkqQr z$i)=(*G`?}hlz*3EYo6{2uL3YO|-JiWU4ii&-TZlviR;|J3Q<>Rtj#EEn z`{H!)kO{jtG%*8AmG*^JDwV_h(UV@a#1})km33zWs}j7F{mhewwV*WU)o{)T?02px z6i*r8(DQ|K3u0lt$AWrZ6^1Y@&&*F}GLix2G?3Y2OTRBSCgxnH+%lk=k$TZ4g>5x|A(v7}PtbpqpkD&~bA@q)oeAqHFQBWiE8z4JudCJ2QQWw1 zno=@^>a9}gJ9`tB4uqb%e=`VFv$doZT;m~~aa`awXJlCZkJny#1648VNfj95wH<&G$M(rLP| z(=-|kur$Jk)xdV_wD(5OmAfP!%c_B>2jo%!MOz~Cw?r0$K51=)2}Vzb$rvxT%7nP9 z=`A8BtHEgF%;=7b39#?lqwzJiVIcM}KW*)n2(Y@IxBq#2C5&=U9sQ#U$A8K1uD%h- zgQJ^N6OM1F1l3^06O+5jz$C4>@UdwXJw7Nfr3vcSRp@zYiY8Nz>2$epyh^t-TYCFJ zQ^JcOK)lY6TQd{oez7U}k}!PRgKomr+rAcIE*%;)8x{g%gbnqC34&HlPu z0LLFi&hrmu?J9?J32i*vhGIR<)NPMKi5t=i=uwj?{rmxCViqX{6{x|?bEYx(5m$^Js3wIZdJ^aq38g`BR zWbul(7Wl4|Zoedj1dnSQBIaJKg7r@yjIcsaq3zFi284On(NeJqrgXpdPL-hAUnRm% z)WXacFrGubZDpQ6EVKU|!2Eca`;q?-FykeqqBZ|m{|YdV_-}YIh)`AZ_iy4``%Rlr zTx`4l{G)d@2?yqLYDKK3BSrXzicH{|n?lY#C)`AYd1k}-8%vakahil3wIlP#eHFoj zp+WK;7hvY5z;l64{HV45{8?zVUgS4XMU${*cBNLC7?B#P_g?^JZb~~BFv9Qc+;l>V z=sc2~K)7fR0!Vq58&Lam0a-4<%>~+Ue=*_sDEPt`{$b@wMMC_a$9E@3z<&lXuRD2g zpF)rLe@Nvu#a}dIae;ZRrvMiy#t#E-gj*1?bNP?E1}hB$IC&T^1}?zN1@?ah$SUq` zk~+sPGdPu>@nZNDV4m{Na<-ZgejQ&lrrty<+&{Ntq=qNgZR^jYEEXN%{rm5)0JG8T z-XE`@3k(Lx{&4?ovT=n~j*5c-vOhh3!_&-+8D(<^0sMcuzxRP_L)|R22LW6w{_yzq4`eYlEp&&R zOYP!806+Kq|8BYT|9)-1tQfOK{SvXk^+y-vx9xw%HpfNp5a8zaFZ6Dc31;`-?*GMj zkAm2@#sA~u7u-Fs=p;`3>+!kwJGXwg{W+drrsDH7&~{K7xAn~ug4<5%^IrJJ=Wle} zZc4YI*njB%=wJHX^&hqBgF$bK%%J<1-uw6c&l%D17S}OT2K66*y8kAzDMhtcSN!Y# z{|0bR{~O@Gi1)_-HGsP~G5_}P!?h67H`>40G!6V;$FtIQSAq0<1Dgd|s13Mi@}$ON z4bXG4_J)gQIq)qKFV*TS1npgYwHGi0$lvhXeR0f;Fmtx>c19D}-IK(kT&Kr^)q4Fa z+YBDSx2cLZ*LFPsVPB72*RN%;ZN0z$LMVrIG3OO8ZYc)29?8cwAL`)Hhc`XG+HCM3 zwn`Qv(-S!TUPgK5#N&9Arwwye2<4XB#(`OC#4F`#pYNQXNt`O0klV2ZwSI##;!Td) z5dv4{ohqs^BF@}hlIF6Z%%dvn1(iq?G0-HX%W>S zRrkw5nNw}QLcS0_&KLG+F)0S$BQLKXd5M|u!y6~VrFzhbjM}gSy%>(4knP+%AqG^Y z{dm98BnE!|EL~70jpp4eR!`rL0UmGru`$X{#Sq)lgUWP)E4JK!wNhOQgkmHPc0 zX#H&a^mDp7@shN%K&@qkFj68xjhM9g*u>4pW)fvJHuy3pR_&2nwP&9lv)zc;TDJXz zRBkQI?p3y0up=4H*`ma1wgTOjjTV>Katr(OlG{ZCs?xL*dfqKYch&DdCeT&9^bnbS<*4b7{mz*U17LEV-k zn1Es?lksI{NU&ebsrxda4r2CI6mm3E!NORbZvqAi)MnUs@aU9-z*PRbSpxO2Ax6V7 z2F>K6Qog=to96?NK=oh?OKapkP<+2;acoNnv`@Kx zM$JD2=Fk1+a*w|lVor#B%Q#;IXMTR$5Q71{YXjFe$76YRx_iXUb0~w-PSL7(3}h^^ zpE@L@2hGxD&hu1FRwfd6tnND@_ctI+m4{#gJg;nNV7ShhIFIP|=2y+&%VbQtlim}D zP|;w*E>s^x^KCK$HoF?8QW4(_*r1ZXUL_x`#Yk_xv`i3bn}h0|`LM3*kOzMiwv#^A zc`MO-uy?fj%|*T5&?Tl{zc}YAd`T={EvZrojW}Xnt5XOwF<*Z=e<_?$vWov4%7(p~ zW)VXaIk2uX;YRo;+w$9u(X4uioLx*; zY7wM*+LTH@&V_Ho*L*sGf#9&#tp<^frSL8aQ`;AF*gc z8657lIvSmY0r^L>C&|h+LhVO!$@RBUqjLP4Z~Eb=Z5cjyp7R1U`MhJ@n0YD(%p}8P zIRmxe=1xYi1EKNh$jkm=fw0zOY=UWAAT;EPYxX-8!TvP+Q}1Q-;c~K_!_W75;6`L| zKBCE@)#)|oMI=h$yI)rFM+_`f2+nQXB4bA6B(J@0o}om1bZCB{e_xeQNPlU#;2r1mv;+iNNJO|1vV3j6UH#|>(~R9qkNgaPa~>}=8p{KK?fkh% zT)6^bUMG~dO(+J>e3$R)M+;zuC*M|$H{l9bVyr8ELlD@|yUnVco0U zeV+WSAaGK0%t^^Ikd`)dI~te`XH|6|LL33rxihNrHe-fR@6VPZon|Pix;^(>{|zwj zUc);~F%bOS&&-N(C~5k?yyrFGD2 zCK(*4h*lmLyOHA2MW974*q`t1%yj9@EPx4xM}HI?O#>4~i}d;A=xkHX0=RVYb^162 zhH5^R#ml`4f!3B*3(mcp5G25-;XmIGY?S#!Rc@96yVmQ|y4^_p$@-uW$_j!ZJVPp; zsh5I~rQsRgJPv$KNef6W!pvWCaW|)d`bUa%AnvOi6R=_ezSp?@^;&xSH8UcA^!|C* z=A$A6WgZ#>MU;4SA#C(X-_(GBwz-FjWT6=X8+pb@6=&vw_N|hMZS6S_DR*aww-0K3 z2goJ~wI)D?wdgIC%T*v4Sk#u|e-BVtRcVuJFr-e~#L37ChS-^=b6f>;U_{r@m}E5D zopibXZobM=o($P(AsFjKr3#;G)25sfQ=i=jgg=%F?|vUHH5qeM{V&mS}h zinn7cLYq6UGouMTz1DQ*UYH4?kIuU@cB2{gPF{RHgso`(esePimVOHG-S8BF8ZzR$ zA5B=PfP4X%+2mQ+vkrbmZ;NSY z&a&ev7@Rnp>Y%}fmuE9xoXseNw_`u;2w9#9E@Z;wu4Le~`#C0MNi!%4EPlN6%N1a) z7{;rX9t3lyTbyVR4n*SK$60TmqIUPew7F0ED&Quck?O`kG)?#H`KgT0(}&~MxwCmH z;JeqD(Mj{G=nSW4<_rL=#(3vw(OSgY89*2Vh?K|97aKPMOTtDi2`h%3jKYesSXENDS20LD z(<;3C4S^RgmsMwHKLk$Z-O|>cc-UP3EaCix1XwU+@;CbtZ0MFXKN5q#8-7H&Q0X=* z$N02;Ir+R1HWc_vh|fmi+v?RCtHz^u#}8aoEQtOAT#l#^`g*t&s}kj9$@hHDka%-W=slP(3Mx{C6XaaTCHN- z&SV&{TC>p*l?4JVHFH8P;q&cTVJPW$N%VNd{gb{&4zP*-6pc{S4@Sgbde4rBcYa1b7bX@3d z1d3OlzwRtFqy?mWcFpzKRSkAJrP9JTs=$&Wz}0|8*rr?jk~q$9UAa|cODm|=*q3e% z$pXLn+Z(Tq&4oAWG@dC=f0@hyvo814!Xh?Qzd7J>xtk3KGpt9nH@CuUt)FY& zc;dXHSZYTK2Lt9L-(a~JtvsNuL{ORbVe(A-W4vaDF@S!l4Lwe^G9;EfdVBNUD+IVl zoZLC$WG1j~Y26+xj6idyZs6z{XwJOxV}aP5KX@{?Yj!GZ1*hr-LsS! z?}FJhQRJNkLBhHFciR)O!l;eVXGHiU&Gm@KaaT+lnX;b&CQruJyhUPwM#<>4jcFiL!J ZGkXXFRerI_(BtPO^xLB|mHu*ManHbhV zTvn_3eohswOwn&i6W?4^Xzlej1sWjkl3)O0hM*w9Xe}2R6OKnKtzWlRL;3V4mD8VO zLDO@dMN8&Y!?Pit(`OAsK+yHks}}JZD6L*tfiDP1{pO#+k>A6g3LZ`E@EhUh+wzh9$ zdIjtviAv~QG5zc&d{x2*Im`8OmO1d9@&c*=(e8^VVweU?9cv0N+j3yR;o<{E0ePV7 zXK!~+Fcu_utl4r|iSS%|suxdRHQ0~I@NdC-%6U# z_7=at8V0M5J}hxY;*Mw75c9Xyp%69o^tSKo%i#Lffsb{(==HQ$bm$uNhBWN8d1JP% z0bDLU9VIv(2^o`phJD5Uno>-c?|Pz#Nadr=&7+p(fX>;(7mX@e@ZRI`8DUcnT+$*D)M6N_ z{(j$wM>U`n6xCcL&jHQcoAD7xb71*5U*{*iYk~h)`!1C4~J>I_@l>(V~$jW_t?H#)6XpaFNGtx=2 zk(i@OAWdb=-l9!zL} zxCC-3gz*ROPC9tE2F~R7vR8}dg9=07`Jkg2*?YAK(hl32DF-IOecL&l*%m&~t{bSk zVdY&|>2xgDVo^3|=wvq?wrPeJWCFEsI$U;pb8bpB2jo*F$NelSgWh(&fxF(=f0N5X zW5%P2QO3Ki&eYEodYx%PuLIW5Yh(0g*k7+AKe`@1O{>jtcpCvxamCURkvP8Y9%Cij zRSfEWLLE{#UX+(j=@GFhgS?Bgd}@`@1LVGS)XT$2Tw%Nd?ROndF#5)U4}$4>^&+v5 zD&}#1jd%zM@JM+&+M&0RH&2lu5=5Jp*-kRyt%8Jy#;$n|c`zRO9yppbf}UdD$%B5F zL7(+~o2x8(ftcY$1>;dwR3e%^4L9^fs>id67}pc~=dth9qMQVN%jdHLDhsQC}s$HxqVF@R^!A z@hMDD_kWjMgK;ewA#)==8t&|$;c1oO30sC&t;&+T0$cCIqNYy)RCOk87(Ex2I}Qak zyu4ft#*KGh-xP0$E8Vj+?qWhmf|=jQg_AImgz8L{Gx(he=Dug*iJ7KM zyJNgir8WO|1cY-lKJ57a1O(RKWC1Ri_MZp{f12UW1)lx^0Ja_+ANQ{W1Ux*oP!Z*S z{P`8Yt20{pv=%8eT%euaON8LbxBM~-56UGVaDhZF5KDb;r#&H9Xv$jNq)x1%cclNi zTcQ?z^?xBCaES!m-@`A873_+HEz&kex>^6h3nJqQwf{d(o%-*u=ik12@9N!AvV${> zS;}|_6&4p*=_&t3o_PoFvc*Il1ru?+D4M!y9hEn}ht-CYd^ z0f>CR5D>To3@#8%9mw8{Q0@+1lX_a7SWF+8{_DPiVEsZs;1Ud`|MPpSR=Bz}w&~$F zmB9ptvzsXb0+%qtB|vb2VEh?&X{07$G^sTeCJ=)%qU|{{> z{#S$7E8btYVsQKW!~GXm#vWU6dCtG?&n3=qfpl&=!1CL>ZN^Awm4xD?I|~N`@XYbK zz%Cca=K{iXHJA}+PIeqKNSODp*Z)@n0=GVJ|J6x{VnBJ%Ughosa|U^V{OR>Sv-IYU z8{rcFN8Grnvn(@`^S>_-nykbDwrVtD=~yS;$;oWaOV<&@boh0p-Y?H+Ldxk-PH$Q|35r` z?iU0fSm@+ZJLzQgkuZjv8#|8l?g zyZYPzdaLQ_P4fozpMSbPOI$c4-+Rd*0s^=G{*3_ee>}r|^NgQUj`^3vatbg`fv3*9 zuX`kSD(|9auZ;PPPMj$dk`4$*Eq-)v--vwN16S(;Bi@2 zOIxe~Vxu=GD;uFid)n}l>w6f9^C-rgI75Y?90kG%g05}}Ml#)k2~gP66X7CVLa8GT zlRWBR9z~^10}s23%K>#&pts>da}s7gq%YXI&!D>jHf&j7w*@EMqurwO6t)yWMET(! z`@6-!3ET3JeXIzU?z{hR%h zRjbuGSq78#w&jSQEQYI{Zx0OpQU@YsA4*?3pozTTR^8^C9GYR9YtES2sSp&v6re`0 z?PoF*Ud%WqClKm(v_xmS5iyPQPV23OT_j#HCmBN4TPr2qtAgB*UoTbfEyoG0gkgAc zJ?v?Hw7d0DIq(>7DiK*)h#46wV>Wq}z}KauhI$d!lQiZK)B%s4!b;xqSV%N)Yx-XO z0G^ntRQ}YBfia1de9O|x!Bcrnyk2e@jK5>rZ1yrA9&XdPSD{%4{@YR6&4nLmy>5jJ zevL~T$6M)C0vX4xn^g$|yT}<;E=(OhT2DzW9UhR1mH8aF$V?Dj1p;iR@v=eWI_r_# zfg7MO-enbE(N!3FV9)IP71tojeC*W8npu!OA+b;67@8NxJXU$GQw$d4cwJMP>)~U@ ziAU0g74YcZw~Zx7%Yh;;q+oj^%>o@%=}fk7-1a6$2aIo+GXYD6(C`r@%8d(~gVd0~ zvS4O>gMShvkqPbzD49FMs_hb*MH`po9-HFS0GrO6LF&)UT&T^|P`>pmoYc@_gpbVLkfbYj78h>$}rN;tN(ecGhI zy&R<4c<-@pTO>7(fNf)qOx5 zAv50H#0g=XhWnYC5$6_S&iiOv;<3ZqX|-xbgc%ixsez3Yppp)hqT7LLn9d&0YlwuF z6=Xu*@FpljcsbOr8aheu!LfB9NM#(Cg0YgX)T}QE$hhQm9{$t}dZt+mw_;xq9tfxW)iAv1lm zvdZb^?natOvB`oCp!6{kbrM|0{Y<)FaOYZlFc}2*f!Oxuw)lmEb>Mn`WywtpB>IsG zwzsRmG2l*+O=TGn2T9k_251TAJDqa599}sd>2f@h4=y$Dh@YE^Aw5T|wFgZsCvNcd z`SGa^9*y1}Ht%c#oE6G;6qykR4m$b@Z!v%rs$G68WotQX6dT*-hE^+^1ICn&Ly2PB zlsI0VNVIsdxB!|c@%JuchGjWQ(c6xgeD7wn855{eCL}Tc{McR~tSD(?aRT+^BF7n; z5uVq{R61LNiYHt&CY~2JP0;mhfWrIJ{2OFvWsn7$-BbQ}Wv&IeJXd~Y4B zq%zpbpu*-|x8rimMEkJbwS57$f3YJbi$3JToaF+yEMB9ud-{~G<0K-%;`rim1KR>X zeXfw;)T@DTgQ!;D@v$5(#ZQQvr%?`1w-p|baL+}HjF_`Zw$&ip-zom|*7rD?P zp^!1qS_5sjKjnVp4TS{5qwmf{-$b)X_ivju{NS^<{`}^Q64M@3uaC)kNP3jnwk|mc_+<=1;9dMng$vl4;0?lFOa}^tUyMPf< zDJ67wV00ZsG=|@443B~(BM++Tdz8a?Kgs%SHbp>rt4^we^}0C@x;bc4t+&P~04+E4 z+#gBGOI1SC&w+2{Vd*FZTfT3$8=AC6Y;hT`6b`+kI}Epa+=b|qXL^Qz2n79{CaIu0 z4&EO}jgG89qRh<|Y2Vf*L*BNWfM}F3-J1rJ*kiGOtJ4h3MxaTNv<#SKN>HAv{fY#| zXQ=1iKT{aM-;@EIZ5YW%6C(4q1@?Niuv07@>ZBv!`pe?I8&f&J1(@Zpow(hHiZSIa zTOEcZ=0K}z%QMxM9N6p)t&|Cpkk3Mu1t{pYl$LZ1BF(@QH-p~Ls?*2s@#u;yz2 zV$mPPXa&H>Hb+x>okGu%!Z#X0-%6ad3CDLAr=9Z%Sc6jZr04n-bAnPlSg1mHkU|@1 zfkR8U&m#OtV$w^@OP~l!woInG3E@9?yIxyN4ZP@d`l_}h6%uKL8N$r+3tS#mz?Q{} zUR^lW2r8TA$&5h&<;5YMg_q+oWANeQ`D66*Vc*)%ZV5^^ySweK(GDJT$*(E`!7^YFG~z1cf{7$Nri;k+}*C z5kr!0U#O@+5j1LT>HBJo3DNw!SYWBQ7U%r;*N9E??E@)LuOxJ z7)%YESmb6O2JNTVrX^?^Z^=_Ebar+=44l$exSE**o9xaw?-*!=^bIXN9;y{!e>dH5 zRbV-7CV$VIpv;7um1qTmGs~E9+bp_&4qylXZy3w6bH>DC1|T~^R|M3P-qE$~Kq)|X zRnrzl7f^v~f|BP1%p5;XWw@unZ4dInjFw*od!(hrD&d7}b9y8yM5rYA2wd*0g5w;C zR;#o|@GOX6_nmBjQ_d-VfXZFR&2zQ{qw@(NYy=oFh%Ik)XyRmjGLOZH)cl$F1X1BI}`N(a#Tye#Swz zb?&C_iI}-qtxVj0E;qGF9

TsuFUkzC_xF5(suw(e8sM~Mo~tIrG4|!? zKHqvM8y>UNd1Cfo3LYYg@k5L;PiF1>?|GNkHp8+b0&+(L%3x-lTI$aF5*YfjKgF`4 z5UyOl)p#Ws2>_ELLPktRB_lnL6UOWZV0ZS&RG*w^cxn|h=K076@M*jHw}WLx;G!{1 z1Wt4AWv_ZO3)S z8%jW!LfCO!K*bNrU`VF#i(<@FzYrAVtbaHhM0?Md>%52p zyGK(M%9lmKYdPn$+7pXmc9(O6_-p&&!KHVA>zkzhyFnyLd)HYQ8bChf?r(0$mIM z-bxWPnt)$O2Pr{yP)km@Cq09)mM{1%U(|#9s4#rh!+6S4p&CYSBRy77sZam=gHJCy z;I2l?1D@mI@YW*qxtD)73#y-Yx zs0Ua&Xp@du8ffvjw|>RR^C+cF5>D!yA#c>3tWkGLp@n*$mco8TKBUy-!3We|llRPr zhS`0Qev6x6!@_8{SCMhBXH?JOL!J*npTx^C!Q+S8!G}edIG_@LpFaUD!ag>R6Sg|c zfgjO4%jcnleiOx@DTgRmKZ)n4;IV}2pqcXYDbq?fT1~g)+ zAC?T9+gtPqvcE1e`GE1A^A=@J{kIZeK+Fv0PY4D+hZ>Exm!W8J=Gu0OjpNPJfxh1* zIN-C-a9#L?G`ORFNLxi5?;k;1pBgzF_cE3~v@*pi#u`F}d7dgU=POCKyFFHPJS1ct zz1_-;upbqXQICW+#YKwuSx2+r0Yd;7>8O<7myASSGQ>DcIMDFPf%U3St>^u6S=R zM#4YlL)^}W9fEZh($2+j((KNGjC;-Swvt$IxL%uCu_g|NSk9`>Fo*-EzzN^N z1ahIcqh4K!uMiG&PB|JDTnF2W)b{7|*MV64#7$zi^TBAo%>HfH*{~DyITF1s7^1K; zF=p%2m@i{g83OSvnm9b&k|qF*wPy$cCjUEtS=>Jw{y)Hsk3t^&M=sp;uK@GN|3-%U zMEa-x%2>y@zm-rYcj0CB;{r8Yz=GOrZ$bQ zfENwx@d%o~2Y3RXhCgKuHk)U${%eLi7hwEHhVDh##b{phX{c<#9SuT`Dme4UU61%R z!=0O{&ix(yrn^O6EL?qj=W}+s)?f*824MbO`HkjF-q}2F@gRVUn<35xG`RrtKaL+$ zE|~zzw|rvei0Kg1{(1f^Oqu$_3~Rx>e(w||jllpRvp=`Kxz~-W)IcAu72XSu$r{?D zF-QWNd;VNt{#T%w+Mm>h(i`6BWvV$CVEe=KZ`i+&$Jjw;(D`%A&jpydKr#0{S$~I% zQlRMv>lr6WeNcurcmLnjAIope630(kg8{xjJbz_dk&1;s21}rGtMhlqUniNOH5t?g zNuYE4EG{t5C75vE7>+*NeG#cm7`_+)w^DCEQoL|A+{~WF9eNQ@en(DKPhdo7%_&DDYz# zy2~Cj+9lKC6_ytxpk=6BGpo7`-hP?L?;l?Td%rg+s#zAp8XvxJr}Pr|A?%mnF|+|1 zFLn5=Ns5HhmuKxyZH|J+no@4Lwo%|;|MiN_*b->oSpQ?)i&A71@2z%5Nx4(k4t>yz zst1Lx{^jGJv%z8f+EG{cap2S^qVr8HW`qxyc6`{aOnfxd5lQSB6j`Gz$u9f8o@3uBskCXA*57NE)93nJ z?$595d*AGnfLqk++u<|3ld7uLf7s~ROLkN3vFz&BkUtLq@#s+nATy&`wuJrTEOu!6XQlB4q6cwBl z1G)mV(u^W*XBC2-qVv;{Ut0iro-S8c%>k`(lir856@VIV{ecT=1<+fZkv5~T8amXR zZ)+Sv<(KsrXKQ5A{<6x8yNemvzOyZLjV@r8dvc>gp=KkHhNk_L z5M<~=>3b`Jy1WIQ7{I}V=xy4JTYn6KR7Q3>MEa8@-v-e5L58>^u(`fmDL@A;_R&eUvb*Se}BaG(HxIcGv2VGDUv7(u^Z?qVO zEhi&ff<6u>X29*lFl=8KGZyX$&{6~LEG9Cb6(R*)#&|_BnPr&S{2I##pMHnUQ`9Q|4*Fb}QMvlgJK99qzAa2U!AZH284xvScX*>GvWye>7gth_-Ur<@IKC3i-L z2I!t@(Z|8X6cD7C0e3nx;MOoD{FZ30mTzlBOT~!~+xBFDv&Q1$SXnkm6A&73rW#Vp z#RnrXquOBSqU_WQRiGdn@Fq0B9PX_@yEkWJ1!Sp@;?Q=%i@{hyd$=l`-PxA`U%WCRZY{E>vOQMDwB+9`$YJ74fX5xvTIQ8R> zDhskzd{U01wdFpqxeLCc#iWhV?Q3E=5x0e2q^zi4daz+mXspl zWvcVaST$6hg>M!ex6}h22kMQ+zI{~zdm$z4GS5riSZ!oGA5(fc8)PI zbJ|@uo|8?WJYI9Kb>sus_i==Q$?gVlzHffmQw$v_$bwZMT1TeJ{7R82g{KGn3_Aw% zV9R?F(JKNG;jcOqyK7<0&eacd7dC^6exOeAnY$4CC@n-mBoLa?RL`m|3xO#Y_!Uy_ zvf&8t`4E1|a@cgJfAGFp77{qNZFgPK4I7T17%VZY17(AhhdHA$JDyZxoV1{$C_J*)FEg~9LO`w$Ja7r*a3mUfUoL4cx0_`h-w+78naZDDD z&?5B1Mz7_WP1O+AIVn5hWEretEE%OujuRs+(yR3T(AmDOqDNvyipNbji*tur*Bn)bybW>h(Lj6mGYGN z@H*pov4knea{vZ9^Y0Oy9%?u{)X)yx!lpR0fl8<-#CCssC!d0L4lG~)^FsHg$M7XT zIrx&}aWLCZJLi?-efW{4JCr1bjxi6)w4chb!0J4&|KnaZn05}{+_9_x^jZFQbui1> zNNe($fmInWFr)mXHY(kzdb}UwK(JDmwrcg^0NfmfyBPy?uVD)Fszg6y+00FahGs)F zb-zZ-Y~M~-L*E)Wmh@zb5duI;7Qu=Z!4)uh!6Kmri%MZ0=>Qs90e!1v#nSNlNf^{? zSY^@-H{K4aR?7s#f`}J>5zm7`>DxEErvt&@ozNVt8Bquu=NuCjI#CHjX}(e?SJWU8 zWuR7|5TDmpZEK2KSy0J4`_-qBsF)$AIJ_T_$jK*dT8Xm{==~R#rtfoQ4BPuafsPk@^(=H|Fy8oX zXf$RZ`i~cgS@;tpHx`{TE;B*Gn0RcJL`WT7z}}6HJ*2WIN}J9!6=w>*#0>g)kif%5 zP8Ze50+Er&k1a9x8oJDvU8 zR04r}?mmGZCdKfLeQdh&iBjkmSJ1aTS_OGgo-XTo+M#)~{*&e(Y#8!uvrWY;bU}=u z|4vxZKs;LP8=*n{y#`&vmkL##!6;ZQ=;Z}RdReoas59NLDAu11hvvlfou60*>Quw6 z2O-Nfiz0;^;5!xNgBih8zoZNu}YE>CM|i}1r%^mVhH$^JZ}N$)oobNz5E=`S(I<77-w{HpaW zKt%%kCPNg{AN4#>A|^=KD8M_yu?`^b)@O%GK%8`N_e+Krs)Jn#YtbKKYFssBOPv|g zK8o43Z42SXwIxOvr`&v}r#ukFGcy)uYP=u+1~g|=Wx zqGTQtWtJX2ejxWX8|>;N=0!C#3Q#F4`g~krfD%E1J|2$c`D&&=+TuXJ&ss$!Azf^J zXal&Jl1!Zp_|iopS~akbIX@KdH=-4^CYGs9EUShGWVAvY3r6GFsgx^+72KmC0|EE< zJ2n&IK5ZbWICbMS|2Q!5+A!+)+DK6G@p@}@Aqsrhk672QR>P3!+U+BJs(?q{LDL#7 z?|pXaTTQE~hl_31A4Sg9g14kaM71{?xX3Bpl5ip06`u|b0NG>tkemnx0PeGtdzTQXm-lil%!>h^%qib@Oo@SvX7{qj zh*ZeS(W~f3V#sQhNyj8A%b~I-pZ}X_6|~iURoE1RgpmUZaoc^Wfg(=XnKRdmHbLW^ zIt)QXiXQJEp^rMgyfqBaYDT0PzIStmMo6ACFKH4I8cd%q$-FYef@jNOyd0fb;6plI z+;4^bFVF0Gd4>&6WMT~xWxvVPEld4O5<0f@E<9Za^CVoQvUuBpWmg-PauS`_cCO^} z$+-=)W#ukkvyX&`SqJssJZXfnvPlPb-mQTg_N)CX5b(|pJhA1aB92d~`!y=h3-88U zi>(LB=;8uL5vlV#IL>qEe$FUsf+EUoaANvBX2hbtEn(WOjWCajc*%m!-G$>9 zVpLXrX4(E9F8IBZ8Pu11!24tEsgJd7aBxeY>z2S0Nar8g=GuVIi-`x9f9pzzOCJ)K zF1^$ZOC}weCG|5J?<JHLDpUjjqfQTTu@uq8d{8a9lJ^ z^XuJfI9`x4U$`JeD-Zlbn>Kn)Xrc)f!d8q`vo3v}EI5%|90e#dKJ8(~Kb~6u*IDeV zOF8qzJ!^nRltp+RMiba(XyJ1{#AKJwZWaq-UMU~QID(nv^KW^~zlDy2q`^vf2~ha< z+X~n<#D1u3h5Z;G`SgL>CNQ&Ke< zXv0+t;sOiaM+D-1JA9vo(}hM5_Vdx`!ST1xxxw6@8}YeB@?2(GFqZS$#Cfs-ws88_ zQglE28q?o#a-iE?uNh&<5U{UM{p$iq-oM?bG_?V4+_LL@zkv-)Wy8}pDYQWb(*5`L zRKoZN`*w=86#=rVw2fM-!8OoVIr9h-rd-!<6r0`x!Yj&$&Q;unZ=d{Qlf5F~zCBBB zmp~Ml8{52|Ijas1oL+8!8VNGh&Ciy8<|+o`(5c7Yp+nVSR(Ya_Eh_oDUo9PhL`L#4 zadEK)kw!gFIpZIK7Aix$EVbUgfY)+qwk^v($1fKYk&47KrTZ_3LXq(BA8+1V$k=+^A}~QB?+Mmz*56$CiUl45`RqL*}FtS4D0Xz&`fk6p43@kl1r6 zKixhNSYAP|4jSG9*2dAPJM(VC)WfQZbJ80@uEJn%n*|CK>h10ouyf(4v7U4bUmesu zcyTp<0=1d(#hoFSp0ZSN%FLB1<>tDx1-50{mh_U`}m!XLi z@KWOi7RX#DEfv~e>}eOv{Du}F`59&hyTP03k4~+V!qBvb5KbB@xT7N!BVaJzHD=q@ zb?sOmDw?PMBnkqTa=SZM#ep}=qj_Lt98mfNzjCNucEwdVsT|&A=iC*JtO76b9=|D% zJKmh=E06=Q3dRl39uQF=f!~ z*D~j{ejSY4aG+uGw;B+)T-@D`gaO?iTm2FT?7veP?&gdlT$gEQ`pmdZidixaY>mwG zl*@`(!Z^x}qRvkd>}C}E<^7WHE!-M_M6)5IEd!BYZ5BPWQZw}5VfCocSJ4Qy9fn_pFRv(>N zu6&b|6zvvzH1rM|4Tr?E(!-k;Vl17Kp2Sx1kwL0!(Eila3@g}&bk}`lmi4(Js?7d z_@@^88~~g{M8Nf(oS)(yD1`5$L97m;MSURWhw*O!jF)-q??eJ}eb?M1SRX(Bx!WfB z;R@6Au|G)y!k+*zlOdkuxKqOcM3&TOYJCoIful_Q%ki_SshAOGV7zvFaVYFaeq4g)(!EW%cUp%7vCTK34bRbaE=H6 zDz))i1Wfkk5!Q8>K8ygsxo-Zn{W;c2PN^Ry{@Vbo?+(KqsYPRkDU|=|@#m`hS4pUw z4Lkpw^(QjFaK87y0N}fw)vXC>n-xK)vkZtioE6BW=MsYRk^^jW*5h19_;;tfsWssG zNm}%xv?0OS4!z#|-{=2N-{0q55^h*<|8IYPb822DKD}!&i~zyef6jHy0rEM=fqz$4 zO|~J5SGS!WaaE7__jaxRd;dA_bBF|-`vI>1w)G|(lETw#7S<0Zko?p3y+>B9hc&hh{0`+sbFeni?*aH*UNcqDvhwu?_P(iY5b>N)3X-UVMX9m8a$j+P zwti*$(xfs7*f7y$F)F82WS)&r#Oya{Y+K_YdmsEl>^qKX#lp!q%Gb|Ly$eFl#GMd! z6*w3k*OS7IvR;a2*B$W^IH@S<6|@u;*{;#47coQq@KCaWbu}A~qoMS{yB37*`NWQT zAGBcpQpkPrmkwhoEk&S@^j?!f3u1I7{ztF_(ZG+t>^3Ew5#BXdZUy1~xy!{J3n7yk zpb3>lHRb2lf!VKRvf&Hcp{b6XFypwhX-8*MF+{Dj@9*-gfN45oQ*7I6pfY)ffBF1Y zXw>bBj15hOh*fnlX_t~9$zlLY(n)AVc$*LsLB-Rgbv~C-X<@kFtJ|uvXh}UZE8P+m z^D~^csYb15fs?OcUuX^+sHig3>IqO8d0I46eB!?{IOzhcC9TNrbflNMro_1|8`*)V zv~3`*j*k?;%T;8>1{DG|M_;yfBD0#zyz}XRSKL1R+&<-CObQkwieZZZ8M0Lkd$od; zEsd)o)8lx2^+fcivn4F0fOt&DEKKvNSzVo6i(Dq?{Pw z%A5!tbTxeWxD~9Y^p5k+DTJ3ND+0B`>d-Q~L!{$=9mG%}f^ASWN@vn_r%I@Bd{vAy zJREt|%16E&rq$kw@H|-yXB=(M`_#8U@+;|IQj)3A@i8Xo(WGP;y~MssA{q;%!Nd%~ z)o39X9QUt{pz=G#`@*kHuGL8nTh+fjrU|}2FJ6`lCWv~bY_x(~H6sU)-Yfelx zH>n4|*M~vPu?@DR7;H~5sDk9Cg@(J?g>aiMxxi#;DV&hGe61J@78m+n_RrR6fr7(a zBbr4rV2x_Z)z=Hspx&HYF2X+z&W4n0XbQ1_Cp^;2fvX(ms(9APrU2=XT zW>I>hZj@(zG8XQH#C7x8pduC+zDKhHc;=lJX|3r7;>)H*UpD2#(O`cOb;U%8qaNlxI2yQHFa>yf=6zG*00khn!eI;;2G{Lpx-U zk>k_Lfje30+kK@V}dsmBDmcXOFsXMi|p%w0A#WGddYB(#=>-0^g4K(k}9Qm=o0qzc}3)M6= z&;*vxR*a=0W92!Qb38NX!qX=!x-ekK6g=|`iA*L_wC%~B&7-rDz~s$rw<}1TNr``% z8IMYxq&1ip|D*+#prjVE5@eRB%v_>U29nRa(R3B}?|gRG$s-u0!5)9f2of+8HLEoK}|Bxs^hr#W3%*SDt?OHrmok-%q> z!RkhuIG~ygC@)8k6Be{RKf7lzsse)5(Zk%K2|85Ibg7;}r-J*n-*I^B+TLO})nTI+FGQmcp8CH$CjatEf7cLSkpu)cC%P0p^6zQ1*~Kz5&E zKF$zj_H5Bh&wBVl^~Z9-2NR&%c`HF7Ug%?Ca|_HJ*KM(a6$*ZbU!Bb14h8cC7Ixzy z6r6-tUK=Zu3ql)<5A@Zxz=hEdgf^cjgJktLa)EEzu*%S8e79jfNUvN_eN?lRQCyi2 zl;eeg27MiEV*o0ysmy)Bl)ipG*wXg{Q8U6fj(iAORxhM#va!#F-7zbs{Re2P#3X%5smRdj)KAN?o`xpain4PPW;f!6=)_lCBR0 zAHX<21zmZx_T46!@7XzkRur4dp+w{6jFZ6N;LO7M`&U?9|YK%W!gYvKQE0gGskWR(rgthqs$n)CF5r zg3A7_&IO~=;nkxZIkP3v^3pX;T4`P*$ZQnMnOVr90r;&*AnL!O*N@RAblsc-fH3W? z*PJQ9+tZn^tIUagq$4gm89inc%u=Wy<7k7)uKLHdiu=>`rKEB&TAKdqOg%(%{w8G(lyf;^}&v}Nf?AAlCIr143whBUKe9JuT`ku9b~57ob}13k(@q!_5%!ATZm)u=BjaADJq zN2OixiuzvAA&kUx#+Si$D&rmjVARKMd0YmkVhfe7D|bNB`q;^St8YWW+C7&xAu+FE zih+4wK_~>>IrBc~5n3JJO^^RBS_xc}0(Z-L)xt{2jlwP%sUTQn@0=%71fKq#JQpx} zfXcYmw#1OFMqo`p z@Y<}o1_VssaP=Xf&E`N^<+2I&FuuU~#1+hdjxF5IUHYsHIydPa%Ue?h?y=t+Zi)meFllmbt%K)7Hyr zPP8Hu$EU|fe4E7bZh&v`17G6@GJ$6(=6z}?8-jSZe~Elt4Yz+p=>!t>Ah}W;=US*V zl_HW2O28oZqfze1N+hT%>UUxkSb!Ce@I!P?v$>T~xu-f4ii*-x+??WIji{+>!h}RH z`X%fwrQHC0&xU-ucGiIVvdnH@Ef#ElSU>uxMGt(s&%dnOuK`BCnA-k8z7fVfWQ~2u zvL@U~NA5s9qHo#GC(GXG(boSVv+3vP94m%6#q>uBQ^F@pIUzWw5%jjtMT%<%T%jyM z&|zl!{HGH))WEjv{a2=*tb^DoAMQ-~z=le$eF4=_$Pjo+VXLgyo0sTB;Obn?f7z@K z6iX*puYZ~Y)ejvOgJk^{;3GK9P(gP0wpVDqN2zX)4|i^rjyX zSn~+_5~|upL^VR6+NidW!A7X5A}4E_Fm+ImC?o-29;V$@&7#i_0&GNA16HiJ?-g~7hVWW7?fHX7=;T@1#j`R81bF8Q^3KQc7Xx%ZUvt>G zI;01<%eFob6Ka8DzCxPsSHv=oVR7)BcVsZ1eH?6j)pc+UI@LHB&aoXjUJlK!TXuKK zwSr_>>ci8lR*-wh;#!YHlVgkTbXof_ned&~%ziUOL#{;(F;9*G5Sj79Tqg3!%8FRP zM7B(E_rp02^bg#$(V>4v%CREw z8!TF%{Hz$n=UW^LU)=-mWVp|^ddGpoFEXUN5N0 zWxK!holHH79mo+y)_v%bVk84ffe(lVcH>piPbwhk?iKQg4UZh78--C1*N5Oea z|Hp>u=d5Gycc%X{1#?;VPO<+55V`&Z{{6L>Yb16Wk)b30vMvHfeE$akA_qA6O99-e zUM=L07TJj5Q4Lvq%glm6Ko~wQXI2_=S1N=<;{ZHgCJ&>gKE_`1Q5VQa7{UyKG|2u%l*&qD()y09w z;b+AzYtu$zxB{E`ygwcPs|8#3E4d9kYIMKiEr<6JIVD^nSccw2UILAl- zS@rk+a{%j!%z9J)x_+n?p&h8~YWH)&FavhT zxJ5a00DlJ%IY1=!XHPpKa{u`}SQ;5fNvD|9Jd=I)5gH z@5iuCNe}z}IfQ`!M*+k~`XmJxJ3?EdUAIQ(K&nr5kHY$T97qnW^FsiUAmM zcuTucQE+(@gz@B>yqd2mXqAkws{*{4D658CF z%?RgWV)U*BjWCr$OmHB=SZ29<^WA%hS$`DpfYzOhFV0wY5i?u0R~e3-Hl++)sLZ)y z2+$xyjB21%Uf=yFGELJYc3nD#15Fnu1DQ+emiXyQH^E>0_K{CN%D`+%?XII!N@4Cd zk;?BG+3;Y|oEMprO|Vn@vG7D>-X2VDmP~4n7`iRp4kA$%LQ!ZP8L;Ng)irnW zL4=|dBXDq?_o>K^G8l8?QC%VeKT*n#hKF_~gNnl&leC|a@FZy4{e2VffY%YR_qiL< znn)+&*-qICa6M~nG5$peZ$Q_CK0`gm%X zY_sGU^!^Vq3b@0L^l^!p5eHvwUF|Wk8LA`gDhvACp6*dKWaA)Ru_ny0e%Ix10YH9g{2Ai$g4Q@G%>NG3=uwcR?-FB&$l z-#KA!#$Bi|OKl}Q(crf^$4l%BAacV+qX}B6P(L#2{VI)8I85PFSnzog$r4a(g9W-a;o3K& zU{rW~&lbH~Fxa$D;K2J(7!(~*x0J5|I&{@de{RChne{?I-n9gZvU7ZI{b+`b!YW}i zS!^&g`8w%BdnG8600@s2LBi;D(OLxZi|rD<7cv7)P65h_9?Hn5-H4ei;W^uW6)qQwiWW^ zPBh=T!G;ePmA0=)P6Gw6=Edf`d7wX3^>#ig!ewtrq^(=dg1cg^{O1SiAll(k_p-De zh~|4@QJc^OyxIy&HT#=^%An=3At};d=^V?v-y((s5csNYov03)<)o_@7be+Nvj1agSUpT<0#{$FYHG|%!MbJAq zW1FY!jEnLYdZ3%rnc}}O7{LJ;W+<|^wW=t7li(*apjfdiE)AL~uvM+4j$tn|o5Yj29#J6I3TC`gX87aki-bdiE zcaHP6Dp<;QpjP)D3mjJ}PV20!gvD!P#9r~Vz)M!3r?+7(Sl*NJ+q(=c7grnH7?iUj zR@h9nP}r(NTx@a7?I_nHJZ?R{JY%&Cq1~2kvS)=Q!QaGwdc@a}UXC#)24d%BZ4N@E zD$lwIiFtWoq?_wf+0g)U3}F56nB3?iW$kd$&FT9sfjTH~zrge1MlCd%IxcZXYs|8{ zE=T7-LIq#(>3M6=db3QRQ`hWdGFTK&+45979U3<#SgqWh26qj=-B8M`0(+`S2vk3C%5>YE6AuRjU`|E3oifyt9VTVnKvHkoi6#;0$$eq2_dSV{%8K!2> z(`|wBn#2&Rk8F_in5%qNyAxUxW}R5WYJ~L*b(ik0WC4Z0k7q$Nu`4B104?$6+l)w! z?SkcU2T$>+rGPL*ud3!`sY_fHnffq^}lZ`a#a1H0<7>s_~c(C(VyP`{W3o)`S% z**EZhJ@|IVzIe=*534dC>D3G=fhY-|W=#lCQfnPz61CK%`#TqA5rZfwcTut;gviCC zwZ!XL4{!}*LgTtt?&nMGu!m9XePN!2Cu2yD_flBmC@iqQwH;1LoH}}UC=^D>_kIZUdjKvL4SP%@7^@NWlfB#MjKgJ&gG4K%5Z$6dU-w)y z>7^`FK=fn^xK1X-+*#r6-FW@*icZ;Re<>eEMfoo6dDRZ@Hu2x&@2G>R*{vgl?K*(# zjH21IJ#Fwoq5Hi;cO6W*QDjh#fYNz(n+7swtqQTC+flYQad14gG#gEVY~_7wvx)84ys}FyiPP`JDz>?-rC*;~NhA(9 zHJoxq0FMGh3*k9+zwQ7hJ73H51*qI1qaf7VVSqXx&9IA#hG4@ACsFg9%?R*>@C8fy zSAfQK{SR~Px-iRFaYfb2Jjh8_J94eE2!1GukE|L|1WNDJY$q#YMM%+L2og*LOdVrU zjhVDu$^ZK`)9|w3k5Lu)UF)WXst^obVQHPpsgmCa-OFav?ZmP1CwRHiqJ*)eYFQ08ZZ86x%dOGM=Bzr z1)eXOU!J4e3|L*qjyhVmQx*&LP<11_{03SWdsB`wO;AMg*=|*V+IE4+JwzAmdm+S~ zJ1!9(q)a{d^6h;n4b7>!;(i~pMz47yfsqKg-#hnI`Bs5Unb_DRnAKS{huiHDD$uH@ z?d;u10({$yri}Q301P<|Sup(qEqW=<0P$9gU^eyvh7a{ zfoTPE(=8*fTC-ryM(u8s^WAjj`u85FeI#D)DzP4sV#jnU8Gq7Em%D?C< zOX-5?GG_d%&eX&49rsRn%)o5c`ZMt1?&1C=&8+s|kSe^#0B$BF1 z#=0Ug;o=>yha0x$!Q7yYmsiX#hpG>kFP}VG16r;(Hl%5`Ky#aw#QXdCFcg>jH4dMn z8=3LXC3%z6bDrWjHs{&W=!Z=pc9xIpcy>HIko0t4`O_bk$jut#X%!60=LajdsUmQA zwR4|5R|%96q0bzj6hqQHxugKJ>fSDs(KOx{Eo)muuDU2xVH6IwuOcggN_;8QCZtS8 zzxNN-U@}i<65(et`{gl{dHROQJjKY1QooSM*1jeXpgipp!7DT){Gc-SL#{njtYje| z>t?Lz@}d=Lx5gg-rc?_`j;Y*V{Y$`IX=uIsy6E@3oI@()?%cNd#Lic9B} zB>8;!))RPXPd&_)Ecua%mh^2~-->%l>k=}i4;p(k^_lY{MWFBgVv+aej0Hc3(6)le z&6xfAiF`8@4SdTP_!bX6<%gHMVWL`!h7?j<%R%kkU6+|s?I2%yA7>=AG|Orz94&@0 ztq;W~ybIuNrdXB)D-ZH|L|FS4w?LCeyXN!q>!9OX-?4i^2t3(b<$vf+Foe|xH2ajH zBFuE=@%23A5P!n!N1tXXD31CFReFtZ;@PSv%1B)C(1Pk>J{C=IJ#Il9rp6150`c<_ zrhhF-A6KY3y(H`zMdDJz*im|nRdOTT+)7&B+=I|DCf?Bnh4@?>Q@g081nMsByM=UR zD4oE%QLLK=4U>)8lab)@X6z-~^jjtHSSlprjczVXJ!&vsIDiFHkAKOTA9NVz-V!tE zyLJtpt@WGvG43j;D7HJ!K3xhaGfciW`s9Jdt;FBm%=jQeM>ev34b4_Jdg}WhsO6Vx|jle)vr%>Uabce z_qA&^B|1TM!n)vj>9sKTzypUn##o|FRIL_+F|O|1$tlVw3Ic{{;}S0dtDzoF!Sz{VRYt>i+;hz{` zlH%gx02=r*@BT}q1__llwxN*dsX~PQe%Kr5F8~~96oc$|>hd6?iaynz4rj9m_Z`c~o1H%$l@!bf4nR$>FZg@=8~~B?z5S*AC-!O< z1J@RR!;34_h5JT zA_;#e75sV90$sNL{kqg6{^|C)CiK%&6EwZ%%Y8ycdqy^ z6v*@kaM~pYxaAxN_18Qt;$><_ru_Pq!vI`n^MAbli)Sk!&u8wi^UwL7{&MM3zyAID zE$HjIuGza{IDvxMfj_Npa;3$VwN821{gbo(|3?ADq+=c*F8Vcr`lt&ZW`t#fkNy+? z=V+~(7*=uBu(lSCSF|d8M~1t1(sKSNv;cjVxHWv-hH}UlRjX|$RskZFuKAO+ z$QRY_W+?Z4X=@Uj2uJVD^t9R-3wva~sBe7`2iNvd=y)${1iv=KAP zq0HCjzF=rGghUk-xY*+WV9Ti)l1J(w{y^q}#%N2T#H_tm5G_9o$KTKBtLj_ujFl*=${>a>RdQnIBzsj1DV8YK2D#>lC6c$q8hu5lnTIp&LpHiGYf*sN|Vzjo)o694YbrFs7SQMQuLC?k`N)oA0r&-49Ion zgs-e+we>M%W>VREiO??j`r>DUb~u`8C~b%ZFw$6V<^FoGTSHD2;C$NE<+N)VeA2yP zdJeO)TqK-|<88~}ri|$JtpQlDGP9eK+nofp>&6IbZMqAWxQmuM72g9*i~i62Mrcji zelll&Y#n&9LOzwA$L~e;+2`%*&EP4dbw)+G4)$%a`Cuj1L>CB8nGqB*IA4pPvH{hW zFcw(iv@!=X`KSU}svSXJr51!5Rq#Z>lNteKLN}GUQx79+&_Qlo4bU00tw7Z~RjXjZ z^xpZ?drRObl~Gd)-|C9i-9<+8n0IE|HrTYl*w)puS8XDJ$4h{#anTL1h?&&9YR*lF z+sn$EiiH|!&=~K1pbAtLG(Yc;%Y{XY+qcdaZh{)ppiH_BGKs722e-3n1>8G^QEbgv zN>(zKxl;cEtf}Kb0FhdXBQGX$2ES@78@e^+3OXL-{mxJweSnCv&!~j~uD%JTJ3GO4 zg#)~LUJd)+Wz21}F9G&}YYIJIsvtV#uKbwub#N}-ut+Ph9S+Ow^4KmL2X)8K?3Nw4 z4Ra)vj_me`fN`n35kjc+HRjJgAQ4ytKjRKx7G97Ct7<)rtuX`n%C2>u*G*ZF;Ke6y zuTcl(7RPmF$yyNsRAobp&a}O(MrXJvN;3m8OPXQ)(UB>rnGu=BdfqL$&9Hui(2tP2 zQLvq{nB^*-`R%iP1yBM+Hx|qa*drUTrwn4LP^2=L#Y={8Wx&ei3cK|uAy8evZola9zI7f|=8M^VEt1iCb*9`&u#(z1iW&u)QdG8L>6t6X^GMV36-pqQ2JpneK728j$_|MnL6u3&pD<8%%5zq+NrZchbp zzaCtC=6nUfei34&ei@vYoBH`XS}Cp&nsrqq`aal96Hn+(jfbM!M(MSK36QG%eRYvU z74U914m?(XnM%)u&KuzJ@Eq^yu0#v$Srd@!*@~97?T2HYU}mPytTKz^PgkNJUNe9O><&M>rSBnQr7Yw0ZFmnOdp0{g3tF3io#g`aN=1>idi&RlxJzv2Q5 z^i@{P>@C8=Iv8u(#8!jPxWT#CW)(y5)mws_`$}PBvaj{IOI46PcU-V~10HvF(e1n$ zNl+bdQt_5xB*;7tyAXCX8r&?zQO8&eW9shO`<*R?fo0<6tDdl7(R0nvp|~dKzP)Cm zdpBl8%H2G+VHpeTNvir0YXYmb?uLSTv?Z%5!L+N{^s_DjIS%8!*)?!~VawnuHN39Jz_g@kXI#E{i1KW2Tr;+TuO){Pl># zZ}Ue<9+oD)^qdgT)37A;s9%`-fhQ_nMK^AH_n{3eJ#%~F-SZ)PI{7P1R7B4r}C->A$jgQOsV%Fib{;L4MZ zlfi*$AXaik*3~E#cqUDIEaI06QB!!LQhQmz?;4|Wvx5a+uSF&WVHR4?oe_?K`R$Mt zF-_{YIvZ3Y)qPg0HPQw4W=rBCb$)b+2Gko&6VYSt1JZN>$J>%wIx^W$Cd5m|0(cBY z#=Qtlg&4*nGs0(^+6L|#+S2PwH>@%ur$!*l(KU~{K#PnN>#M?k1Fb;J)(Ez~+W8oq zPKQZu)ANUrhf`#0bWlNM?;yYH$8}&K{4UJR2A)ovY*DT*(CI(6ra_|^Cih)5s{X}> zxV6!*A5X4BYuLH|MQYtZUEe-d1hsTxEdJ0SgL=)e{6qy9^}2^SKT-z755ME(;v+hM z&iE|=OVKa!BI8>i!AG*u%YksC{fIq8)eoz%B&t{+}(bFy8x}tF@c!-O%0?B z7H@fi7M@!szgT-86-R>8S5`KrWTAE8tT3hc42aKB?kjb&AVR33Zq4IL z7?me^u6O||PBZ%IqhECb--AMfDI?jS^Vn+8{(Buz-Oxl!!k#2X6l>FkH3Z&h3q~3G zI6VJFn4*u%l=!vqoXwVwRv-;NB@u&bZo^@8E$sZd?gFkZwo(&e2HEIWTz@_<;%@KC_a8orW#q(u8 zY*g(OJl2c_-hfNSXO|(6^?hg02KQ>XesW^%X`4C-O05=6h+r6*;-K2^J_O)|Rd)hs%jKx)dna!r+-ntboUrExd^O&<#rPR!+dd3bFW`=bUmbE!)OWYQ?gd+HCf+Co2U1X3 zp9RPJmCU^29>F^IGdW{Wd1&>aete}fDyzu;zzIuQnX_1jpcR%JWs5WeP%)Oe`<&>0 zL#r8~^!#MW;VX5(%Ili1mY4>!16Hp;GphtNcj{{fqou#)W}^eCmiRo98aMZdXBJGJ zy>8O%bp_y2+JI{mgJu1vz2mWcJqcW6cFU#~MqQX^nja7Wa9FchK`RIf^9lbG8o|I4 ztlDW8Qwq%^pQ(LBr;?wYmGY~mmB8zDY>C9WIxz54v*WKW0{M5fGT+gnn^HpaSrTM7 zuFOK4ey(2n*YV&(Y3Y;@3+6fMz%0?iJup;29}DA;D943Nh_`sI4&@j?IP5piWOw_3M(#0&{>e2nPyk;iD4v%$LZ;yBY z(@*hAe|?$^bA}%9?0HxXE6nz!KlG`AD({iPmvyQ@0=l32p)#(+sMaH!Y`3?1ANw2C zg9(Ym{nd;eRm_5R{}?>;mO(9afb@=y+iD?DH=)9}G7rWt zSmyu3t_Ak{_7p$3m zS8j@7Wzjvbb&=a!3G81#TbtYUHoO5yKHKs0Ry2`qq%KX=8$tXg=+Ty#R`hkF$PkPg zR}nlR55Ji&ZGmYiqzCQ;h?{OL5O=x}`1sU*E!=_59g_+&mmcT_X}8U7PZndef>xN2 zR#+i?bD5O0K&J#WJiUC&j~7C@rm58e$qo=6vp#OEaV&^`eD?ZB5<0O&HIC~TlLEW> z6W!;_v0%cp87nm}RKvBt*n) zoNaPB-{hi0m@D>~D{j(b#&gny2WiC;Z9y+LI}o&E%W`6QPxPFftC}E%jEon#4`I$` z$uYJKP)Ru6;)g28@@%mboAe0seNI^3tEz(>Qg~=o3M~?(g+v+1oaZvW_oxW=1WWXK zn|H(QFD4@G<n%G};@afYApdyi{TG4>pOC35pegK&9DAV4gnCFj_BTbyJ(Q05=%|!0VNj;h~1v9tD zsjM_Q`n4Srv*!xV&rO8Xci|?Ia^bMPWU_NqStMvx`sjsfp+iac_`~uEr4XxFV0{mX zNgB%BlcTn^!nSeW`|sRGAanJO4`Y!KN&!w5jODbD7DLR{VV*xy^b*HAT;wFk0K86S zgnC+ewBR=c@E4II^#{KR$T=aZ9h!w`0bb^sb1U-^ytGw&WvkWz%@{p@CIp{9WMuC^ zDM(9>zbO7K55$gm-*L0-0pEEK4vu{u4tJBozfC!u0hHbZMtq#s(!)~L^ z-d~^NIKe*o^Mjx!c>L6~p%Q0ZyFAG3@NF$1{<5lKySWXJ*>FOc530(#6ij$oED z^zkiY#&aJW86ZxVa1-ed7gz0oXQV)1Ed%l{tSwFGZ3gY-d)8KNWWyaQE4B?vqaCYo zhNEW!51t83hsD2~Jw^oN!&>JPBY80TVekGFO+U26{VIQ|(ZwAcJZ-DxQk zl_x)hD1EoUJ=fVVHd?(|;BzT>eo49)>6!x<4eDJb6WOo~?rpt;4nnq>YeF_YsDfE! zCh{apg0jL!LJmI~upcnhrk#pbNHgt@sfT>FqhEjiA1V;7xEl`qFMx;*o>Ro-EdLH5 z^8X)XsB(Z44xmF`P~zI2|5$;@0e(1u3a)OtdUFg+A4+I=OP+ zwEb35|Ef8r|5b*bE^c7Bg((L}pmqaCF1B62=Ina7@V`)ync=^f|MB=I+nAs8IUqj_ zfZ+g$f7*YO4tFDN0fk`-LbNZXEKE7TBM12U3jh)t)T&FERX%=x^2aiQ9(qzo#l_`m z@>>DN0T4Mrj2QDT^r8n!hrZ6SFj-8XTk2mXgWv0O+8YNz{I~C~$Bc*`SvpHt9#g*m zvNjiLwmC2Vbo|=8`b0l|Trv!R;jGUA5IM)qX~+2Y-A+rZz<28H_JmIw!vHMKHOFc1 z93YJIxwv#1=g)%AlBsHwyw!)bKhF9b;E@Ahay}2&mpXGW6DA+I^=srO`QZR6v!Op7 z|4j|kAlZ|$!_Gfv`yAkxLm=S1Pk#K_gc!Kl9B^Y|$Gl+x80Y`~wEa03OxOEqO8&>~ z|7rc3*ZS70de8rl3f4cZ|2QaR>;|jl!xWJJbpNBP5<*M8H2))jD#DxxPP^r_BYgW( zP>>e!D!cW}e*5La6v)hKf4u&a^19!f#>^kK{eQau#V0d!Z|+?&3;^V8pL1UnXWqbD zDrcfHv^V{D<|HX*{2wi7IoCUfIKUy2;D<V=7^= zVCLAG9ut4at7VpZUTClPmvGnGq zO4y_$`jO{H3-|?}uQGYahP$(-SVRdnfC@Qc_+Uv?mE(jNkkiTOCJ+=(xMl`zS>$g? z_?*UR)LKG;n#_p2!`Ty{r5&)^i*pT7g!f=%GLCTFF?m-r9R9HNu`ODw1bTkG=J^!| zaFjx+0J1(`Tt2O}0#07~5OdSI2J|jBSDcGt!-7j2>I`^NL3{7~2*FRjaJ~D)R{OT= zkdpB0D9exyef|YLN1zOT%-4FbVGu1T7tZl_K?UZveFh_ya+)EcZ@kd|$KHF#)%gGa z;}u1+_ew>IBwM@3l?GDUWkqF05+x#1c1E_OqP?R%sI*S|)akVMAViUokoZ2Xao(%< z>*n?Q{QmpgKG*HsTu$d)=i1Nf`Fz}0Y&Qp1lKWF>Oe;w(m6!nm0;yC1YZhaj$7G5e zwxHiT8xkz}BU4=w01BlFR;h59^Fe43Grja2gD?C3W`l9VtdmyD>*4py^LJdu${^9S zt#?OC9;|qN-pw$w2((^pm~=6&7;c~07gp+53-^~9JaP{R0@cp4qRtJGP+0!kf60mn zNC+wFj6p@nli=`aekv8P_{q4E-oa8h&5r5ue_js`4-2H-N)IjV3K?7SsbLsgD6J|iPgR!hNB#s1r!qm4$IFP7qo2dN^a>+;v%xqYE z($DV9xeD;FBqfWj(7T+~wHy^v&C%?JXm&ANLVfJo#l_G%@tp74zAAXeJ)>&d+5)qp z@5^XOhJwoZ=L@fTKL!1s6fev66c9Y?DRvbB^P3yvKM6Y4L%>H1S59jM+t{mERYdAHr%y^&ZKy3PEb)BeyT(?DfE(2`$s{9Vz|F$G8{rI398j_(<3AX zdTJ68U>}X7s!jW&A#Sda;-URRNsM|8Nko+=w_l13EnIp>|wzeb( zEy`3azq%E{aJ7>a9UUyVQ_xT-XIu@&E9_M-)&zppxM9Sv(g0X3>gsMZ2`#63(hr#G zRluZ{?&mw#BM>`ZMmnvr82s-m&27Z85c;2$Xt5+v0z0CNovRMAnHiP6x)yx7|}2G_(c`0B?-G?u~2Jb zthcH<55`S1J8U(j0OSh}I(DOF&1&tKTTfj%5E{OfPjqoUIO&e*7B$WV?QP}}srw3n zKh5CEECePrKZqNat_XqA?fo6!t_0wAPV$_!E)X7Eb+uzJV*~4<#+-s39H_}$TjqY9 z4Po!L%CJ;wAXwAk5I(SB^0&vvBB)@ym}I|c;FU2k#orv(?koQ9&>DuhD?u}L z1C3|~ugx|Fh%_QfE|aNm4d6kAq-BB1YqCYC1i7%&h5F45a9&gkqErKu5BJZl$5%R2 z7~#PFFQf-p4*2^xt1fh`0uClt-H?3*Q|v!I+AS3b4T8(YXBGzlKNT8M4W$q6n{=Vl z_L_s0`gyc$JDxw4c!xVILnIwQiYV>*GDU_Ve z==a;K==mE1;%C&beb3UX;nwVliMxYSVTz+s6w9{?uDN>Y?b%-jfwP_l%u;Fu`_w1N zI#md0Bs8BNiOK@4qDA9B2NglYOYWOc%-BnO-Md5T&q`o*MT=&qh~KcKM`nmuM_oUtx~ykA1g6+LQU_{?`xoaU8-Q{DTpaLly4 zaPZBAgW)EG{9eb^dp|1^TH9Z0ZQrH#kAgfOIpOt2TefW{zMX3AKh>&7-0mE&v_h!{ z{3*(R8jy6Cqo=DOn;2ewVGkBUyC;9xT#Q+x&SMUJLdN*r=It{_<(8nuC&`d0h5J_H zuDuE^M27SYb06OZkU1W^z-~kWG%S2}{`CH}5$a(18bi)Gs&+62j$B)&*rMDYTEs98h=SwS1 zN2J7pg;?9;1noHZ{3C0^QCSx35GenWhgRsU413XB#X`_K_+zWjtZL|MOP$*?6*D_k zYgX2kl!B5XPF=>tySF$+DiI3g`|m3Mc%IVMfJ_0-(t@Dy&=LdUK6L}tfiP7NN`a;= zwlPU)X_!mWT?#lfpjF=rKdAm&3Iqtq_zTEnK@F8T`V4A^&B|DWiVWi(^J!e`diWs} zdV08J1iX6uCh}LD7vxDQ=6vw+1)-D=<5vq7Lhju4gM%ZmUFi5ciG$gmGlL&h&F9u2 zL2GK?=hJA>8RIZX;yqd^l2f!HeP3W1fV!U&218Ja0|^x~djTg}?t?>XispUaw;|*`U%qz(D&&55f0Xw@D|FqZ z_6-WB3&Hrow9|9jtKbA2uRIdS2A>7FYX|3G0q*&xPgho9#ySZEy-*?~$bN~n3X|#0 zSRk94&{;`=7EHF4Au(e77Os<6B?t{T%y-+K0;ns zOXpWrEQv<|V|n&Ufqc-a`%$TinQE^_{N5|%Q2+rZy6=Rs5E<#Z`1E@LHjH%L)ji+7 z1g;)$B|P3=ndZ{s^gdgoM0H6Kc)!kv#xYKPbdKu zqb=8$twg15=-E?#FXF-LoN%DZ`naYIX5mg5HQoD)?IXDIYedyYy&y>J9-|t8*@>$J6&kv3X2E?a zK1G>LnILGV`()jv0(jH5nEbgt06M z`uoqcNwB-95E@Lq1-ow*!7(D^<2d;$2$}x$f{kz~Xx!|Sy+oA5 zDKZin2_m$TREeM*7lM@-CDL3PAbDm&7qk~{r-2~{Lqf-y^hB?P=?E`WsVBh+OdM@- zsRVxukA}P9Y?>ev-UjH`h_3=zNIHaa)4@MZZDq|xw6uTkeywE+j+=yh9&{dQgbK-= zX~P`6LDJ4>_n<-m=pSxXGdbfA5o0Qw1WzYH$P0Et9JuEQFjYU~@x=MMDT12GMU~4svDL4h%hV$)j3HGQ4cwALnO3JvK$Gq z6MwY)LSn=0w~0!kB3#-DqJtqQ?qL+A9g6>O(4aHx7(z_j4rc$1nErP)4P1G9gWyy$ zBpRO!>=l;cDtRyhM+=n*;5+7-x#XFlbw0%mzzksu;md}PS=t{im!?4Tu1D1?UUA{G zJzIPmDlfA~6qwpyy9Gx^RGMeczYSfh)0VlL7XU}8#>n8oQ_ypm`u6MCbm;Fg{<`s7 z1I+81Sj%l?fpNQ**rbR&I+OgP5$&KcgCV?lYcSg_PS4$p=y}#=dOu~>5o%JuW?z3( z4+klNVlv!kEJAq%1j>O19TX&gC(Zkvlnb2NsUt*mP&r+EVP2?eHh8mbpN|}s0LNa= zT7BORtx6|7&6f<$ffc!CiykP%!Pkr#^{2Usu(M>R&hf(;@W6z%=-}}p(E0Ib>Z*-w zV1FHF?T6#MLjDsfqbxb#aLRW)8I?d04p0$CML<4OrrT#HRc3z}0>TP22H0W<2%C+G z#vcdr``0#r1^Ukvhh#yJhZLqJqBZl3rQ_!mbAhsk-rfSI-m*@LAJ}5{dpshdk*qA~0IIx@iLt7H(DO3hAMs9SbzkQHd z2Zhgy_lRWWz=Epl6EyF&!DQ*LgO_hq!_@@>&&K;SK?^yM>olgva~8_9f*GHu)HqIN z9=%^2rhSWL2v!&=aGOFN21*kVEkO0-n4IQ1GK&Nx&11<9jI>O2}4G~tVk>T z5E!P~adbSQo+G-91ImnTOn=CL*tDU->ZxEYT~Aq&3-7-<{Zw*o20u>4;O6K`7=_0C zn-@32Mm}&{Ur`IAE*=_r5s52CSGUbhuBwJTW5VXmnOy*PA3hblXV(V(78QLrA|pVj z#eBH+uq0U5I7?E@Cjl%gB{)qL`?zu| z7p`1ge``0k4}9c=#(H#iH3J0msnEo0Noj_FZNfw(Fyn1LZDO_9?0%(vRd7dI_pY>V z63E{gjI@;J!q~$xdt|dpVC4h8z3hZ~nA>0EYrm!%?r)Fr-X2o~!F!f(tHOTI?3oj| z(?{mQ!l_fl67f3qJa8%`xFZR!bl0$dA4r6P_+gU|rzOIOhvyQa%sHSxxcr!0Q3>d_ zf8To)t!-VH%=rG%5o2pvrI7oeew=S<1uP|}STo{74>_q3m1IJYkvidZkDR2K`jjd2 zeg_dswZH2KJG^^FNmYVg8yRw&49~jbOXQxF!gG?Zi~x&P(KbYDCVegyWJdX#$@vP$!dLP3eL#l`0W^5P;e%)92`&I>< zdXV>Zj5)5^E#igMAzh5 z>`K%3krG3A`N7;jd>X|1SK@6o=o~@u58lRt@~6Ui*O6#vaLR1#*TN$B&cbk+`VR2e zBYI^I)`50uti~4y94Y6C42ZejAfQYA;>yq`aQyS* zgP$^@VZi`*%weHg_^7?#OVyVRHQW2ng`L9t^hR8*9AL(DKR02{lUP_hFQFj|>ptmZ zHjj@PO-!7@5Rt^!5aeaZ$G3of&S3wWKHiL@fy_$cdMKH)&V}!cWj$XX=@5iOr_x8Q zxwaSyLp7L{plA`QU=dmcEXKjfkLn-fL#Lr?OgcuN$V8i7=n1F-ul-RZ#NKAv+GgAT#I#!yio3q1aQPa z8x5yM5a|09axSqPVjXNSb%+bpW!%FCIU|pOIcAvU%OMAJxp41CsKqwpMA)TyZ1EOl zF5GDH-JLV17!JKtbxzru2d=wY{L6N;Kxc_Zc`mCM;zjMFo+ajk_pW_L7cXbQ%Dein zBztN>c3!_utWOPWSa&<*{iJe+AY#t6W57Ir)R`y_NxD6AG^d|GXi-fQDR~O!yC3-Y zsXeusVKdXo+GgZJcgnn1#AdY37@M(Z;%i_te#2;+2^)slOk7KS6aTT9v_ZgT@WfuEyVX9(um}(ZnM!etPA<4w)m{x%bVhd}WV zWnA1c$I}D6oi#F3`m~7!|Mt6@1aG}O%+>FQcov+>VW}i?Z z6nTFo=V&g(&#a$!z44G>-kkb+n>q0;{a{SiIP6mX+w$uFSf0m3;4uMsh&+D1%?>$d z)=A^N<8CSt;{UolAC|6|_4Akm|H&vIm-j&v$;pZd4G*GZh9I%L?f>KPk2b7zG#JVx z;T^v}EpP3WTG-__a|jcIw>4pzj%Su2ZVRLcuW*t zJA$9ySRsh%Huv|x9<*5XU#tM=<#`Ma9)i#NJ#zg!JJR5&f5?aF`=y3T!Rf{Sc>g^t z^z$lxHFe1TGmHOu`MhCkPSpID_Tz7^f6wB^i*njJLzobMcl}4>LSwC3*ZhyS-@3t{ z&o)TrFW1jwBFtenh<82U+mR}3+Q99YoaB>5tA{XQc+Y))B3A&LzrNHcl{3^3utXDTr{Np{=3VwR225PxXk>^?f)w#gxEjBY?tCW{@)g6 zEA-BfFJOK(gixl1v9KtF)QVx4>|~YCwk<`pL?Z}2f4g0Sx?M|XZ_r}}5Z``jpZ>0V z5P0-SSyh__!XNkoH>{}v?wz1l^M8iJOevSJgkFD?T=RKX91etuc`ot44i~|x&Bj_c z6w6?0>@DSQ=y0(nPTE(qt{Sdw?mJ~<$p*tCoANqFaOuj-N@K!;41GMQ!ceC*m=XRQ zf;#O46ZSZasidFWNCXnEo`?Lbf(J$ZpfL2tKDl-ctXjtcf7fyQpH$R9?kxdz-)Icqo30^JF6Iv( zTqh+t>-s~2nyt7TO0u5lRf?3KE(WCqcUjq5`QY9?c9ggw{=RfSX7`qZ#jNJ{{F5pm zWv0qne?-o{zPnX?@uLc16P4{ae3T}Qpy`P*(s5(r0tLZY(1@Gy24V#oXWrMYfp2q{ ze42}hMA^k7(w`;RFzZX#wGm^BVXnsRixDMtFk{O?(Jc$vps^?I-FQ4N>HNDpbdZ@L zR`gcY zFUkghYFGI3(ue*q(B}$Muo9o?baT}gJq|2kYfD-FKuPzhfQuGWS(acJI41OY z3Sy*UV-1NUQhCtNWxTthz~B(6CFelmv;db0PYZx0j$`GDc4%?%YIE@7K>YW;y0`iB z;ie=Bf#krV+XuD}Xl22wU!S>KQ1YqZVbha*)0UU}bwuM~UQfz4BauMplV9#X zW^)K^+VEV|^i4iIxK|?hEuaGWj>Z^AmFL3F=xn3-`4#Z(D}PMo^kT4!-8^xbF@`mg zl`VB6V!H)S&B_D`P`}-;K~R5h7o{s{6O9Q9@VmZ^{=1bSfx4ZqqE{P0KeFgW*~DbX zO}E^>bV(s7Umn;Zb)^)xqX6^c-DdD&2QB*4&4vipmT1H;d2Iz*@09D9ZY($(#i#(+TDg-$T*U(_RO_}zZ&xn5S zvz4xJ25%rFX>)p5Ex!8h1>Y#ZijUQH~VsXf33 zD(i7o5pd_*A3C0z4Mm;{g5{@IK;($iPo+0JfhW;B`zo)5!;4!NwoR^x0QGd~cVb=` z2G>~M{`deJhC8?^H@skhYg5(2tiVb*9U7ZAE}jL^)0E|g|3Zl!Iq4fQl0;=1iMqf% ze^!Xn&mm;CQ56|Q3;MciGbWNw*V)~Zt%FLj>AH&tvq4JCzE)bK8dBO@QWFHwi`DN% zhP^{0tla;rTIxIplJA#UD_tpq@FfZ_7K)XEM_W&K;5>Y;JWXG9CZqvk6~(uwcP7H? z+NaOA%uIw0lWdpITb~HGpIS5IG%5eu= zumZUE_{y>9J?OV&#HQqWQ=-aq3feX+6H;f?HpqWlA%muI(V+ z;$QENH6W^43G2i~G`J8aPt9O`h#k3EB_$oe$4yfYlGCxyd4f zE|<&tD)_w!?qrl*^OR={x~+!wgK9EC0YAJ!@*0e^jS-69JKx5&-5*f z1=i*V9CKC~h{^37{%A@$Tzp$SX;}kGmv4CUozrcA8xveV{6cGioZv$bMN=z*wlFcJ z`v*!{iPQyG3+Yri zVkImip@n0}B)Zd#FAg1&Nff~os`6Y0pF%uxH`%cPR_94Mda7P6?I6r9xO{Zx}|0Q*&ivBKZk@cPw? zi$3$K=t>|;<5!XEM{iR~O8QEkzOHUCQe|tVvYE=XZ@zkjo=7u_mFuzJQQ+ELPz;V# z7D6K|%KiCWHN6I|k`#*#jgUzpH;CkL<$AbsEZ|UC9OxO!KiWhW88cbwN0cR}H^8w5 z?eHZPu`qo2vRzKuX^<+uX4^6OR9LuX?1r<5Yz@vBf7myo1Rm{B`u+5LDfG;3xG{MW zo}bsL;Z^M{(DvFqAfHhIRAm;!$9Gfddd&XhGyCHv$@B}DN_qoRsg*G#PLNr)C^6Qh zvIBDA6A4UzXomMr$-)ycRGIRwJl+h^oEiAyLjOJc@Ar^-F?##P?2?6CxVuDecK&{p z%HK_VmZj1R+oebT>eP(`v!@HS_0#r>?P66+FpbD(;z{fsg=uw6SX z*1s4|o}b-zb6Nw2ng$rGEiQ&mC-+npLK+}#of1f`87j;M=6drt zAU3*jZaqe+a6d-f8}G{ks(Wy#3MP`ng?$z9tID}c>LxNx7kM99467@7Au#*{MX7=Bdi-CqQd^-bIA~BE_!?wu221_ri zU8#V#DMwZ8-O<3lU@XuOTDDV?qow}Z6_c5Yy;#KlnXTd4u*ij^L=B_Mni1sl++&@Q83KrvtHw< zV%U;7VTDa22eNE5-FnZkVfy4#X(P_m0%zURyreJXAa`+0**ZjYsQwOz38$RHTyKWV z^=8Sm2Pc{H)5JV~4(SqsYK7g&DBX+=Qhtgr_^?UE<+4B(h^*ebWz^JiaKPxzoim$2 zEJ7P!~R{gxiZ7Yp(O zPCusx$H1aUT{#oIHTne%#EshVf%E2)CF`Aj67k==G zgQ|FbsO#%6GWDs6VG`Y5N#8$wV)T4G(;pRQm?~Iq{Ul6=A=H5Jz1^Gd?M{OqWcIj0 z9o$lgPt8Nd(+nA9U5ocEa2ccSTUJ!S?aAwJPF|l4xHIVef#KU@w%_6#UJ7e=WuH2o z+z8%oiz-#mgu>Uc77{`)lHh8W;qjfL6TvOqM#*D38=MPcG$+legq$^b*$F&spdRZK;-(3KYQgY(c##KSgTI7CWCXGB9^)dxL^(iVWT080V3*AAl@)_Jr z`3q4P8opv#$G%xDU^25KF7ZYzOn2OGAMyMFWcCzYum0u_gRid)d*qS`?Boxhmz3qe z7300#tWz~GZjF)JY7V}(F;emz*hNXno1kWYzCgNrHBi@Ea|5XLS>p@CX!qT~7Z(D~kmmHr zVEOrSO%!pT3ahd1)9larN`6SCGav%iSq~xV~-*VxccjPNC zohrEd1s3o3MeC}F4Z(VcIw0@OJ(Zu*wcu~EZQKMtv~(b^Ghb7>9Xp`Rv}?TfdOm%< zVgHkloZ1-XfVd`6OA_(6)j%KRO^+6HB#`^162~EH%ewh6(}QGS&aVVoNm32w*Qz&N ztLA_Ob^oNn5gAe(9|mXL*1!C;u^M)cF5Ep^?mmo^Y4ex1i-1X+`^Pve2!m&iADtH> z6JATkR%P`RwCI^QS-|#3HoT~9Y8Z=>`t^&yd}`g-1}2BKYxf$UWdb=Z*hKdaUhx2vVx!K83j!l*p_vK0R~HbLyg_i0Ie7VNfK55*L)90JYiOOb z|87-ZE?Qh%YbwMS*q`)F_c&1uC)zhH7?xHH$-#2l?(#Q6?U;e|vzpnkddnljl-?BB zUqKwRYfOXZvG-h+BheyDe$R1x;}SSm_xgu-D;BKgbWs=DZ*m~E8$4#rsgL{ zxqv+V3rW9C3ChB4qzWNHded7fGE99*+6pX+VS0_Xq?!7OhD5i3T71599c0y+7G+$? zfC9gL+2xUy@VVdd(qgG0s_UDFHT@|p*oV#7 z!(?QHf15ida&{xsoj07>Bs|AIlf+dBnRj{%?r<4C{1xS-2E)&g&WvHJRIgfXK6lvvzfh0jj zZ(R6fN{~q$cg!uB_l87>(??nETFgG6tPiswve(2}Mg{AOQIdgqh~!h_!#54sKhId+4z-!|K5*Y--^nO%^;}dXNxoMuz8s@O7IkbRB0k^E~C7M~_E`Gv~)`2R%+5FeGYYzs%ie(gH^odO0lgLTd}kN-GbtUsyc; z5smE~*^vlshrHW5ske0s;lq<(Z=d|aek7GOmIP^2A8mG&&I7A=N!#BgwLr$VZCO^y ziD16vx@~MyI2cTNboBl6D3DgwSTgKRF5DJg?6zhZK7YHW2!Gt!2#o>n9!MC~!Nrc9 zyG>D%lwx&w%-J%ge{hw_8q-uIsQYOo(;o26Wf&0*6OY(N-#^v*#F#r2)eGuW=WQ5= z3Xj!wmS@MTu7hZ!&oZkpE5r|-?bILE!BVP0U}Lt4?ayYF9MH%Knehwjba8fazdLHV zaN@z#QF2bTP~+3Siezx|Pue}o|4TN&{8J-VOwEPbsb~8KJ*!|`eSd++C9JFH>g|3~ zhN0~9Q!}#!8{wL>nb1w$Iyl}w+2+(>1)c4H$3Km<&Qnq*$lFJ}oR=jsk5;&Zo6;6% z%Pi^p>538I?z#5M=v6h)z*uG6e%SU#*s}~&eN+?cHA>)z>;Cj3#vSnVt}eccA?il0 zmdxRDIPvAzwx|Pzu#Td(r@*fVqeTW?+dwzDn=QE_32algR;jp#f=KXn%Lk&7aB#He z^U4FopaXhMQ$348#@epKVs|Ap%k6jZJ6{HO^2=(EVb)0E*wH5sFU5W@*>OzV^bbZM znLVD<$1quuc|*15S2xk^8y}Osf!0Q|9X2mB$SHyQS;D?q!qIS(VoK(~c-?FIsmpRf znIwKbtpN>na>DyVT*z8nhzr?w-;Y@^sQ|KeWv?GT2bF!V*aj2L8qg|r^97d!31D$a zZtdIK5s)&*=*J|XX!tB8^vp)M49=XbuX#O)lRGUK_o#`JY|cN=~E$^8Gc%CMWZ%I5zFDtMrI zAR%x5-v}zA|Bav`N)uE_)&Xx>0qWHK(|Q8mww;(9|3`ufH9-28e`pgO+6DuEBdb<_ zV{1(xYBQMMr)RT=5LBizpZ^=d06CEp3XS;IHmVa_{&jgbvwtklBV_Q120Xx(`ntFw z@ytv|Ri!|UQ2*EE2?K)nmS?fSBdG9>1AcB9lavet_2LDt;tKyItXU1e0)GU!p8}Yvee7xhrBU%ijzd-)m>uFR3-pW7svYb{91&9wi*&RB5=PD1- zwHkfB*CRvksjV9o70@ytgd=s{(tI%4+e)Izs{ek@WI^ zI)Bm{H`}(jX#OQY{-@;wZ`)od8&Dqt@blW8|0JmJu4CN(L&Bw};Am&l*T;H`hF-tS zvG~*ak7kUChb6K@2vWR5`KRTT zVh8<^ffetUOt2p><>EIh0}SU8#VAp5Z*RZn&X7u0ln3k6a z!?dfkOx=P&e{{9gO1CiR{Z+)N|G@@<_Dhc&0Z1)=Et+wCad^yh~YG z9}A@EBTBqbl1>4RF(w3+VVkK!kl9>H;n-YK69WJlnKA&RB`tv~T2H9FjJNhbR||{C z{`i7)IJdq0mVa#}Y}n=5l#B)Q=ZkHfbbGO5y?^oc{fo;$gLUhH z?QLI*FA$j5HE+w-0t~}DaB}6mVh~n6AUO9)5u^yu=E(HdLT#DhhMn=T@WWs4-0V;c zV{_Ad@M7m<5SYBKdX{e~JcNFZ#jO%Bj~Z{b5he9j!G(VMX#KJB>CYqUrf}fx#%A|z zrkF`^6tkpmMuM_=A{t`WZJ>+Va^R}+lQG^P$9p;${PXU2Uomzrj&9( zTlQFHOc)!S#Kx`sgc3!q&gFU6OKTxBYq%y+UIF`>zYb4)%B2A<^yYW!PeJtKv2-oPomkzA^TSrSWDs-H+IcuukqJ-R%m55zln^<&ttGxR$y$0}s|Cf_ zV`zSn0qTNNObpbk;n|IMB59cz)~mENGGTW!q(y3MU+utwTG9OBb&m_+wO&=_tM?_~ zK6>HqMhvAh3(lTp+KvEF_F+Mpx3O( zXho26baj3p)G9u65695%>EpD%-9?L*JyTvxI()JaEgDRhuw0PPaVGn0tV=oEc0U&x zR>6f5GCX;C5^=N?-le z57(=}nDm0}jE5b}^_DRD^XvZJVrbL9=5=slGhFr{C$zjt&smg?1&19}!M6fNkK~&3 zp|nVI(Q}i`w@t9^MU}LGt2exoRe6)76Amspkpgl?p)h{o?+SH~GI-utV*X8t1H-Rs z4E8F(GKlml9D) z6`*+1>v_y`$Al(|#W2$ATl&OPN*a$=J|xksF&^Gi05@7!klE|~CA3ueP76?06dTYB zp1SeSlb(`RRe{)N5)o!YQO8*AU-Y*zeh{n;&0C0}KjgG@x~rxql*f z0Ns3o+6*LIQgZ`dd!R=om{$Qe#gG56cmqtBhAzCt=ONO}8NQu94_UJJ!!~uEhxE=9 zzlI}W>DsjNLifO2xHJ9W*k=z>YFW&edhiok>D;>b`(tlr9cG;Looz1~D)8VFWY zCa5snQlPh=Zw@`@?N2NN&|w*2k9jWlib6ZsQPSRMASfwc2aJ)3`tlYDYxH&80t-iE zE*gQ@YVm$g(ko@F z&qqrkgYI!J+smQ4wX8(*Z5e!DUW{(s@xbYSeX+ea0|ph@oc&U4u$}0)d@HM*?jL9} z);S3(gfn%6s4<0J9-)FcKj_U*;nb#@#3`ZaSJTi6;o4r?iZWKe}vp~VdcZfL3W#iLJf4*Z1!VwK?TLX`>=UZ{ML1BGn_*t-Q3}bPQ4%{G@?o)|H>>q~8GO4GR)4F71D^_4x4F)$ zprzADaI+!_h1Dtq+1#;G)R}fooN3qo8CFi+-n;Y&Sq8A55mPZUrXmtf&pMdeegTO# zm;|vIy{Q|?2f&t>pwerh*lSS)v)4#WUL%nRVraxbdaI94AsI=b(3z#V+J8NSVF6^uAwo@pt^Ny~u(%P9-qr51yz=-XZFnsRW- zO!+-`^b^>Tvwes7$O0M=mShM=GODz6^pZMr|A;e%Yo7H2@BFMJ$llJhZUh(@z;TvC zp~S`6Tv-1|sBfP^Ie0v94evrP_#^Mq1!f*A0qqe%Z*NuP!KjIH>|X5WS+%nUJB_RZ$I;8$-f*JjD(puL8r;0uySf|>n9giy zT+4!>qpJN6(L29eGJ>!{33%}&PJ2fH7pQ(shB1+akuWtl{-MLM)#?7t8*w@#=7%vI z&OVJ7hK*TKx96@xbYC9<5nqc1zBRt_9oUJJDPs24Wfm zo{C16!1aSEYNbfr^TgiHS-u*$Jd5y{MPRm0gMG21a2}|iAk)|LpzM^Y%c8+TXxa5D z$9^3W&xFl%@6JVHuhhX;1|xhyO3UDeM3^6}P>$NM!n_bd)-SZ^LuG*%nQLg`(H?PzK+1T-8#C4gjz)w; z_u}_H*q=qTkpdi57%BO_=ve_mCot>It5IwhUPs>z!+siurNePDY#WJ|t--@nw>soP z!{^B8)X_y?g=v004=X|WUA114sUK_&P|;C{cm&6`9nA~0c?5}V`-S3LQ=uu-EsxWU z{hWlEFuN!VdVU3{XqbzC$U%Pj)NWwz zpP3AioUxwD+Cp2NeKR6nki%{H29T|2E!uxP7eestGzK(4jO*>Y9mA@?h;&9WY=rPf ztt zsgA-d6^c(jN133ADvuQzV#R#={H)*s!rPgCgE0XwbUp{O8jt|Znryo|2Zkq$Sq|{m zK&8=+#eLOWsIcELqRhJy-Zy_X(%gasT)wIDQ}QrFjNKq{u&V^lO7j^HiWEWI)h^Ax zqDJt_ThXz{28A6fb8LUijt8r`%Cn!Wiig$Zy`kRb7)oAlwTX-UX!ey?^G3x~z==Nh zt}%rOaQ~`%DTP8Eb2X>43%aVI@jD`&lg$X#RX!fv9RT)^Ar#B3efn-zyC;I3CtIAzpHTti72m}{a!iaabNXT z#YU6^suV$y&4hbDgPi^)hM#`b!c|lDzCoWv_$6)(vQvU#xK;I<_O39vc;C7G5{C7Lz?|@;vIbNLlINv* zS?S-;kK<-~KSCJ*6|Gq!SCQcfjc`1kWCZ8IlG8<>yku)(N7vDJxudIS0*_x4+)L%Z zlgiH!JNJ}9vh?yBEssh-$X0x6S#=5Ye5~b9PH%!OmU@JHV;po?6uREV=Tw8*ho>#9 z1jtG5eWZ*8*j)jJm)6awfW79=rdsP)fnDHPqnwWoFzNG$Lti(PWA>HuKv_#QP4G=H zrL83{sLk-aOcESqWI$O-(6yW}{IgS1PV{&6u7f999 z`-4`ZhkZ39M~UJ1g=RLwj{|F#IUMGI24jUPa`XDZQB^e*2mwl4fdV8BBXww7%;u zW;T!ow=ImdRFM+h-_cd1i4>B|_-CsrU3c4O$@CWt37IXvF6u`Rn5G62S#XcB0y0vn zjcP)xPc`a9w}P7Y9u@CBRS-!LVv*Q?wK)80F%o%>+3s25SPH#Q^a>Q;wZgf%Thb1U ziiU~J>o4|hPk;-m?`~c?7LVuUSC5B4At>^n5!MQ*1kX3G=6pw?+oC5$6MAABQD`!t zIQ)J&lr`~>c350Tx7TR>VMP)ZkE#;!Bmwc68lg{RU`Y~}$%u_QQ|A2+f+92?)gjWQ zdS1%PH^bp^{fEZ&XTcYV=Ax79YB8HMZBvnKB{P`$EJMSiezCpYL7@=*F~NnyH=)wUsA58=kP? z(Aou(W3Sf2Z@2O;*^5}G8vXRhja1C?>fDzZH--zFXBM5Ey&bcw$Z51WK?#8{Gmau+ zV+IyIE|^cxtC{vq+>#(Sv*4pP(Rz*a{y^(Ss-F4`XgD(qPCrS|yRozw){$P0(v6Uu zNKSb`!c^@-0qR==>QGFius(H5u5%&06+|yns~rDj}U-=qzDYkZQG1f zoK=Q69FWL0x!|7wplTu0MFCrMhX9~AQbzq-RtFEbM>OA)~3~dBgx70RM0Me^rrCcK@Nf@we=dtO$P0=^zORJmLb+p@Mf#@IwR9Doh8~ z39yLe&L0{UkK_YBKErjp1PtDFh#zH@;_+uW zaL0viUoymDfm#^<`P2I2h8^g#zb855`q{z!0FSuBBNFfcQTpRHco@$on|DBZ2mtzb z*RRa|ap3dP#Y2w&-#vcaIxoeq28;dW@#hf`ctHNYT)&tVp+;Cwv*yq9gdqSjZ~Z*L znMZ*5PXM_4gxcjLbui@k^Opb9@gLU-PntKw|Cj)*v~27h_{cm#xhKkwA9AL@}vfr|CVI<2;8 z49TkDt)E9+;N3U8>kvO*y299$cz9L0Slesiko)KFUOz13i0c{MLkS?f_5W%A>t}q} zEBagFFONUZ*<%j#gS_hj-*QT$HHdM~rY1MlX%BT6V!r>U_47T8v=Y0$V95RZceh_! z^^4Xhf4#rFfBuR9@xR<5qxjsMV69noAkHWHV2nT(4CfcqKBrg>k7k-IUxt|>!)@%A zI43khAm_fJgDC7tk6 zLGk+aw<}@lzJgKbZeo~ajEFwQ%o17gY_DOmiUgb)82NslB%!-^nIG$m2|>bx0V+EP zvFuaB`zII>Hz)#l8MIP>O%7aV24M0|Ya>d#%9(7CdKh`qeC$c{7MT5Ug4o9i&%uRZ zv{#b#^T}CYYuzc_+gb----b3sjtv0$Uj~UP-$Nncq4q*$!BEKC-LXy`3m{!yI+FL| z3P4T4C8)kD2Slb#oZR*WndY-OO-Z*=2`It0cj2%yx`Quk&M?_|0~JMrzI+!jfV(+8 zFScR|Pg=xCQc!iT4t5P#J~c>w4%`ZvmveSh!pe&ASh5msiuN*>q)Gsw+LB!kpN$a(5_0YCk&1*I)5?wm4#%fhnLIjzmal(|) zwOJC7fg#F1)>XYJ3l(XCK+im80A@n;%un><{Mt?v2DYKX@^0??FKV^mn?1@edlV99 zR&9(^wMUOv1D&0}Jvnf&Qqf8M^?<(`?dAc#- zOiet1(10+eMx50kPbt5$pu(>dJxtI$@=nOf*D)MOfkK0NEC{}P`WRnGEIA)JxWu#& zi3FcnXU`X-*Xi${Z;^TL_Wsii_c`_8_+C5Aet0l^Z;4eAI}r@8e=Fp##`%oHH=bCT zmc#tVP&R;o+8yWM^0GrkFc36q^UK~Q*oAPXSS$z54(_j8SXv2`!tI&~ag+qoQj{3Q z+bV{DGnY9Z#rTGc z2&n>hl2C);sWN0(I9G}ACF>Q!s~IKbJo-N30iJx@39`&#Ev--NqySG00i_Dg#n8uu zce_y0G+c1sh)8{Q6*#m#!xt9}5$zC3R>qOwqay8)F>EChHY(19iyAS`G8XjvWL=^LolB>^ zLW0V?`)@w%N`fAP=CRd19B^i`4wg1cVu`j19QfuR(v&Ad_RIfnGu$pzPk zmp(j4ppR=GRqMYCof@X-dWzhQf^SFF`bJ2E!KCIl8tZ?BffqMz$xht@aFGjZXpkz0 zLzUTCzdofyV~V=b?Jec73Cpuy2awn`QjHt$RRI@BQ|S4|1cgr?QX&qM(#YQBOksHr zQhUFTX~2yjo>e>}7RmB3O4vL2p&Wl+B(VP-lyhfsy3m8LWSVw(zGFcVUx zuPbycpsp`o*1iu9fp@^7jSYt`X;;%3OYdvon9!ml zLW`=v9{L@jzY<(f&l`row6poH%$0}hK(NDVzsX)CwhiAh!*mlCD!&}JcST@faNjkr zt1qizv5&u2%d&Ea=}Px`WX6SkWYhr`e0%k`&sW(~4FarNZ#I31MZi!!@^wum19%z| z<0p`lB9oo*Pr!z5mKngtZ7Y3Wy)_~%>&9OnHmx2MH@;Z8@kJu^AJ4i{Itl>>iG6#f z_>{pw*0`Tp*U2#QuI7bZY`8~d2Ngo{j4T~BVKz+ETCUrGq4oo&2ZNuaH$qM0rX6d) zrGe(vpSR5Cq=C@3NYlZMX>j;WhK$&#GKiY2Y!E+C2;XPRIcgj&2HB|7PFdrtVfO6b z+ESA+e43*%CjKaTQj>*PNi(9KYUor6YKG+=x*d}uCR0jw6S}<{upn3)aRFIFVp)e~ z=e__`(lH7#G@3@Y=@$5PWUfb&Qw6PnJ>L$~Ek8}Q{Dg|)r2_aW0g0DS>J6_{!4%4| zAQSYg#aQ=++u?lffrTc!SkRf&5du(DIt#RRe8CqB z`jq6A9wwrauZr!zyPy&>W_c~>*TW1VyS;lJiG~3mYto3RW)I--=H9e^p@(1~6?fi2 z5;KFk&kdBLvd{kdk*esD0?=vya_!dIO8B%rQu2*LG2HE&*s~Xj6_f+iLNmgWBn(VZ zA(W{s1|^0tAjPzACQLXvf4Nzd{5(`pM~%89@UQDvT2l0}#$&0Kx<_8mK9;q|cwY0pq2Q&OKBpM-CjN93>Da zXZD8zg2y(3Dy4|$0MVGB+L%xdBBX;!1P5%(&A~o9#9off_S{Y-vlSgY|k$TKCoU`u&5R0 zeBI$PyYUI+{6F^2J1UB7Yx^Ju%%XruP=cTs5Ce#S?vkjYP*GG&nDN^cdhXoe&T_u{uJ!%%y|sExO*dUuovx}==j{FL-&4EK zMfyw}SV?w&2=}}LgF@yi8LyhacD0&C3nmx^XY86+GZqD)e1a=CY<&a?ZCeNXJ~qQ? z)zHs33|oMdZ(GzF5gKGdLQ|Q34#_f}NXr>^cB3(!P%F1)1UVatXty_Q&B;wLxkz?W zk!&%b;)PkYH(8MD0$Dmw-n~$G1)t z7PSf6=FTg71jYUL1mjNKhnC$t&RE72gLq2Y){C=>;M2VtQ%U6lD7G!#BQU)Uw22~t z2lyPHF(>`l!W3-R$yffubyW~xwNxwUE<-FhVMeps)7H>y1NQTDA>AIrgkHyNrPr={ z#5d!F2b9JL?{Dk!Ix}jpA1W4#T_oy}P ze#4a_aL-vX$=ItIWE7@_}xpX50HuyPu@Lmdo1&gm{yi~6MgSAtlDjKj7 zeUiW>?rAJ|)jqs7zOflz=a@7P_aUKW|I0Kx<9zBOi+oieX8`hMoN@k zpJ%*hNhB*7oDEmwn z06Oikz7>NjHQvdEoCqR@2L<*W=MN9CCZ~hrlh3C;IxoR(a=OhQ2*I<~uyVw)@;LZ8 zhw;xQ;L_IL?EaVqN=FvWJda)rh4RO%kDfqMPL}EN*ePvv{}!XqjLVeh`=e?teID2X z$z-+wZwvjoqXD7M%;yT;e$RdTJsmV1#_r<@Ku^%&pS%0L@OLDI6Lh;YUj0piP^>PV>ZRYSVc>gOh72KZGLF4GdUd8 zf<$+13@C^AwR{WwEGj`Qxy`KLO9^;gv42-JrvC9GnJ>s$(t?$Bx zTuFe5B6{&LR78G9}3Sd z^Z1*s4u`-V?zgIWrI2@7`-1+C3OK3It2+)oa_vSLd~#}NfwSw^$>pinf$#dIbE9!y z)kIpH78wwf6&iX9ULw&WcT^dnwg2CSM^}m|Hd%XYE@&5Us zb=mrh>PqzRNXXrJ(XbBsDI#DqLu^Cu#4gp4h3Gx!9l3(@^s5@UqSsc~jb11lWB89m z$2Wt!qkz|@$T*moKcHli5Cf9$+!qcD#)8%L%Aen-R)f_28^>)iuA_8g(}A;PNDO>1 z!S!fvJsgl2v+d}^DiAU}th*8g5EN+Ws{wI9V&wse`zXMJK`t0nVT1vqv`|3JkZ8wg zxchBOMmS(V2)uGi;yB&}!#7;M-f(#UGbc0-xfM3Sn(ENQ9S^G^_n6$f_!rGE{){O1 z8Bz4m4LjPi5es$ZAurS;tPXm4uMK~Cfb(yk!;xd0kt8PTos%J*0CT--7ph0@z zxUVAiGbMp`QQupvjZt-=#^0_S zBVA}B*#c_qKQ-Ea)<7Kf{K0xx>i#JQYPhq$9>Qi8TsG)x1nvAX3ybd&FxOz~3}VAI zSpBs9U2F7pa9zrakTWDYnV;YOv7;DvlK_Ua66o+<&-v;@J6sfADxcrS0;}9U^V~j0 z2xG-~h4`$Y`?qXWx;?I9^g5p@aH(VZHx47>?2h+0cg}2vp&GXjHEwAzed)cDanq3C zd27KyACf(4mXl^XEnt41$AKkUNk6yIW2o!vj9)5IMZl7NA$&Qi0BWMPpDcB6f~MFP zmUp)%fKxzuWgh1ZSgRb}&U5BA%(^;Z$^FD4;ER_`iXUGFwP|5zST^}EY~tVNgU`=n zAW`du@uVf80()m3uZ65kTy8PX7bNC5lZ%oX6K@lx+k^2P%F|NTlGsfy{p*RT3~`s! z@{WVTwoHg+2qtU-YIMWZgTdVmz~f$6I)sG{&e2DXM<2Qex6aX)*<&KW#4ux2urs;B#nQ*yryX}&n_n}F3lwT1~ zDoi&t9x5(ug)a-b#x#Adh4bFZmJ`ku0wu_wgoIPlvszS%=%=i!RhW3lY{iX z6jaS(1g;w`nfprpeth}IUx5n8zl165WZz!}D*rbYE^J}Iza{AYF9a&=#3Vb> ziid|a?%RmJ6R2=vW{>;|TiC)*kh6s%_$SH&Vq4$GF&Y=-i529R|5!E#w|o^bHH{c}u;zAYc{ z_X3gMZ9ngZ<@!CFiN8(I|8D!BozWLAK2aUne)>ZGLy*T7XpCY$r&pNS{u_Y`yU%3{ zTi5~(w%`r7uk-v`1p|ZG2lTr(5o{p`{qHLNA@F10@9e+->G~Z!eW?bX?+)G7A*VB< z|6%W+eZ8`UChX5~Kc?djhk(oX?gFO=kJ|m(%b+nq2LMH^IT14!wy$i8Qmo_F(ya%V z^*)8hsB;?V>?U{Mq2zE49MD`=q#T5nBNrxp4oorvh)IFxOn5r`E8B%xv* z>deT*daM#%DKMl!C!De*=+E65gmI7+{kfJdv6n*5w}Q!`%g1s=bK&sCE3-tNG(wi> z;;@w`>frNs7}}oK30}3!k_AetpxrsA)j6jWCVdH><>prj6UPOwnCFUQ3w4cAse&Dl zx6OJ~j#D(4Pk-cEs}l!(opM^vPh+8G_fmu5JvA^{T+m}4S~FZRj%aG}Ed_BMmu#NO zRv0hjlz88-24dFg5*&!$MdwxRM<@^~BuRr7O2jvE!nA}*2p|%3DTc=Ij_epXjR?hbfIVGamcaeeN>NUnu1d9f)o7uUmJP|~)2PNg7oJx5!@4J`@wq;DE~yOJ~+PI`@&CwDdM z?`ljmAj(NkW(!54?aI%#D<@YH=eLrs*#D|nr31y5bi0n}63dy2Rg-YJ&Ebe1x1kWm ztuRigKiPXqB~awX`43@Jpo~GFOcC77E)U2q#{`$~9hLIz27f4Ud{Ft2l=1+AYecwi?Lx$B=&tD+%6TyV%tCD< zz5>3q$F55;i--2kUV)E+4YUa^pDsa>Vbm09gfRlP=-yU<4g?}HpRVZGOt1O$iOBR~)XO4g}T9Y}_$+s$=bUbhE$Mz5VVdM#GaR_H{}iL8R= z$BlPxuC0aPw^!bJb(F(s&&5O(o*!fPi(4FIA|Uwt>K?76I9OD1{9O3$ShN;$NT)%=%mxN}%2tL<(Dl&mSau4mE(!yk?d z_uRxpTgtxU3D=u|Do~6xAgDM)h9Ye>@ooikewYB0s{x(xOtoMtqjZRglm|sS_)-k< z91umr6K=64*hLbi`ReIF!ov=DGe|CF&^Y8!JA{@cZe+d}k?PeXasFNj)XZ%bYW#$O z4$}{zuHLb*;GNVjGutqzJsQ6dJ+3138WRQ_I45fpGbsn8 zb`T(~Hr`c33@Lnz>i`qp3}lWVSpdNwKf<1XLWGNagi8wwv23;s+0=qO<>`b0Tr{X^ zD6U77+@X2P&piPx;fjAm^o-01^s4=}M@T^!XsC zq2waVBye|G)9)SiiOj*7GsJf_gJJ!uXP?ewK)-Q0cG(RezD{8Ak`vWH0>JZ3u>$V& z+X{Tac3zFGycz{)-Da+9=2iw-GMev$w^YMcd4*?PWM$?yjl`te2@pPIrt`7NIA}fM zJYRO}9VpS6?lWy+HE3}2mF%^v0huZO8f(%@L4bSh0uG*5uyhSh9PtR)r z>Ur|en7Bs?qm&7UNC^l+$U0bI!V5&2cOc`*ce9)2VDQ{utRS@D>Ba{qbWC zI@UnsZ3V|Pw2I?oU4Esh8Uq*8RF(){#ss0;2@5;UFfia;_$qs1CHUO>wK!={8MJWy z;(Od(3ZK%dr4@dmK&8hvqQw=h96mNpk7=xhZQF48j1ZUDF?k>fc+7fula#! zZOVhM7;Kn;=C)_fXC^f^z@w-w#vFGO;e)|4`_u)IaP64iy^uFiF#l<^ovCjb*zR!+ zJrYp{`kV_NoDD_`pEq&WYIWl?f`|nxn`B zH0LuF(u}|>&626i)h8lJ@9@+Hm`6Qmvtc`h&~JhPgCo8bfi*P3xT76B6NWA(VB+>L znLt^Y3F9b&N*V0s5{S9Es16c*17o&7MRa)1{oT60kuYhJ&mwEJ+b{-p%xZWZ3{N*r za;l$>6}Ye6V>;2S``2E#eYS@S!07z`8LKSYAoaw2&4Rb}u%)+m&*wTu*nG>FCO^cW zAea2TSFL28qjTx!XCEWDxy6{F+vyN9?G~-`Th;&j7 zzams!z5^^@O*MNpwH$_eU(6E_#>z=1;J!I5JpNTgGl;y2R8>!J0lpZGJdxp4cxDj# zIS|QR^0JoCO(jBs?``?FQb`shtaj1-@~Z-}Y!t^Yo|Xx>=Nrde!~}o!!o&T3lUZjwRnpB=bRSkC2B^#$`}reIpQk88`n=4tqR&^FF0tfX@n(-Hji5m4&(K;b z@@GAk6gL5j?}VDtvr5o0t`w5E*$%VbI;~b1Ux<~sKCAqF9>Ch5yI~uU)ZpR0>wYFC z3I}gf<<5D66I@|CgJK>`G&BkECLgpiW-b9A~9{oa`A z-#E01ZcIOo-S7x5;_x-;OD3o>7GgrCJgs)D2B7pIr`td!(Va+iZvkO(a;bqL(%W4X z6B5lNBB~5dxugqCPU(OG%YMU;GMV7C!z6fyZvn*RbuXJzlMjB0hEoIu8iAO6^Q`up zPMDuL&uGFh3nCUTTy!n46Y{>TyrlZR9uz_)BP`1w(&L@2rp)iZhCUzXmFRvM5#ZQc zb8zG{{WaUNAw-XOMLHl!c0q<~o1q{IH?8c+2T&(q$~5tmPcz&^phfJhiJE~tV zAdyAxaYIH33iuYOURReYhwHbc9S@!8g!i3V`u*__A*^H8@y=vSgbln3S@pV+ZcnT+ zEwmX_CMa-&0#k`wCB1wQN=n$%@tOYRG1k z)HX~^J>OJR^FA8FX7onnXkz8E-*w4N=@q~=W!$YzK_yT$+Ig*Zkom7&tC*8gMTAXS@!=( zphA&?{tJN$>&}WdUYLMRzv!8PFNpm*IZ^Oh4V;SR{M0wD3KF;8?eU$5g?ajy*63px zZp*lo0vWV4cza+1O4f?Ne^rg44M#Ctxixk9loc&duC@E^9>EAOZxMdzW)c8dAN5rq zm)(YE5&L<|>`P#uA9s_-mI`pxpPt8q1eLwFV@8$kXoX6-woo%9d6Y-;&*iv+RyfB) zXCCJ_5F`tkgc_kmSn6#Ml$g^5GiXHt=*66foq?o4 z?=wZmHzLu7$if@zRvUO%)pNvLtbt=Jyz6{*KsMca$OyO8_N#e*zZlfHFq?8_GH zA4=T@$05CwCl=yA?jX8vQe zj`)EFF2+c%xFNsWM}Bu2^xMAl6D~mFRQ>oDhCj=J5){tH0)PgAQw;(&ARRJlLCB~I z7`yaTZjf0CwDbp0yZE6THftJN)?q^W*GbMOo{%7L5aM{-^5r^OKxVj&Idv1QU$kAu z_Mx>#d1rHKQw^MJU$3=Us2FC6ow@9e1dxcnu|9Nff4R;HdBNw?iRQ>jI(6H(8)Js+*K}0jt(GwqvLgOwHtr^mc@R ztxCYM1H3n(J8iASw@QC7R{U(^g#||oERs0|P!JPVl(_TEp$ceGOVL+Hf+TCo*(K3Q z&G6AwWv<@UHd@e*&;Qrdb94<&OnIZmjBCW0et}K&VfwdO`ov+bwo0gzb6V?V(Pv#y= z*SHPSCGvXxG_T`*8Sb(%;Rfte*$`x-mIp;?yZp~pl!9!j$Er|?d?<|TUCwLR3Xg6a zIF(;m0sfOy!cS>b)53&1%zQ4Gu?#w`O7~+N%zQ4Nna>F@^B>ub#6yMvL6gQ%ph>l- z5}vGGTAsVQ6jqQz#iu>+mUKWuK`p@${k+KTdPP3uij#;!vD+8#}bNGs3F5rD8v*L zUR_W>qY922a;=kdMe90h0M`PONg+Z=4V0|kz4hs+EO^Pp8`fVw$=!?=8i&nvFN)xE zgWJ@0-PY{8kigL)(~4mQlMKRJPSw1!Z2%|7lZF>j(532}JyfK|g5KN!CpVW$xGTAKm(M}$-(qy^d50T8 zhTQKc1A;WTPR90pkI?xRaYco>fBq$iqT&n-tQZ28K2b1qwbJ8s1L&&OoOI$$ff>zY z$xaDG*$YhTGG+k>xwy82lI!%9uG8;>ZKIrJqg)R7l#<9_v~ZDAPl+_lfg^%%tc=Gu zfkx(ROuowwf84f}M%e<>$Q-;v>PLWJFJ7H<> zLWM5SP3IO-??i#uR_*)i)Ej`BA86?lRN)S`hZY7i_Ya3KGhRaiCb>jyX8ODTAwi}7 zQp1@46{z3|XD8{{>;H*Bg)NYvt|az79jR}W-U#*PN zRRlW$OmC-5{8gaBPRz0suGIIgS`$GRhw~yv%Z?;KTyy?RT8OZTEq@Ybun$ckZzvfp zAdFXaELku@V8H1^Z_iFBvjr;bjmhsA+{8NHTN#Xd%^-fDiY|mMI(*Bpr?-Sg- z!EfEI=B^rp+~Uy&lae#g(iPWFpFN| zz6u{BR|kqUs*WU3{KMmS(72(o&S@mUfW3b1q#gm z*~dGLX&?J~#<#i|81d!!(WU?W!$N{BWT3x>5!!!v{3VmzhtC?$8<`+ywr2}_*a9*3 zdvZVLk*(>p=&9!3S^s^4-l;+TVT7E}i1SakJis3z4gC{QEZ_J7yA#Gk0|(x>|8Cw?#e~PNDCe2d%xR%{w+bz1%2`(_RsFK z+2@tr@393F^gsUyctuA^VEpHA2`0bWf4kX?o0?pIZ$ZKqwy*^ne`z8RiTUf(BZuWhEf3B+%HX+(;Lz^^mr2p1}hb`=3KOflr0B$e4{GbxiesG$5 zndC@<6#Mu4UHf$uEY;$kiHzufnZy6>^)qjB@{Q6=sS(%TV&)(C-Tpa>U2g>$%^k7* zKiz-II^O7p3&e=yXZL&mp9)l}ja?c;KDR(FkTduUxRzDk-MhB|JX#VeKFQWVGDYfa zgU3Nixkj;w7`@=geZjE|ayk6nz9Y(=Yg5AGL&Zf!8knEo zIQ70v108VoHzYF11QdEwQ}JUvAn4OAP6wL#js8IR?^0 zWq^ZVT@>dYv}}0sa;2Fxl3U2qMBxrFG9;He5Dr=B%h#&kAs5gLP5C07C(%{B_edg%RtOMHvlXTt+RKqHAdC(5oVMCIWtZQMt zXq={KTq&HmqrZHXOa;7%`66Y%t^_AAdTU=CX@hNj+ow%14}h;%YrdZeh=3!J*?#ko zY$3T|Wzmks6;N1UQrBHj4SUDVD_-!b2pZ>ygmYu10}&;pd=@KkdhR3y=wQOSuNRjc z26UyvcO{~hS_on@wTRN~zzH#xQ1i5)DmYgf_WTf0tTYCy4;(d-3le121KjWb>PVg z?%3iN4sL5I!}iS!1Kl&*+w!@J;0xD*Q$HWFfPdqxTlOD|q2b)Xo1=)h^!FlM*jN${3no8k0|N>XUj$FzFYbB2I1gNH)_o1ygaOH?=2i1m${<5;x8A+} zCRi2HdvkY~J(SG3ymq3CFLd9EiLk%z4c{f&c4g<5LV0X@dUHN;tjAD60q_ z^bOlYDzo6Bqu(sY%b2iPTN0J*5CLF&lvnXpJOnIJIVkOV2i6yKU-9tHhRJCc#rPYl z;rRuf(|oH+L5Xvo+-)0NGZ>=MLMA|)9L_K1f|W$E$2T9- zQ_O(n-%cDo(%T7hW|`jnjuu5v#bU45Z;M4w=c8O_JYvD1^kIi=bvI0Wry8yE{vqsJ zTr(|vK`x|(9=WLf3lk~MlWY?=AxhS(LB^ct5sd=YFkrmTF@R1lOa&o>yys&QHi&?w zt~(Bl&fj@_l-Z6?!)xp0eNU5DSDv?$7;t5G}08gfs@oX`+Q9-G41-teD~$ zi!3{)LfVe0kVc{fyFZ`pAE=kxtm{Zy?1ia2c73zZd8rcZ-?-2(rUUEX~2rEn0e-C zG8|jt*)?fw3YZ0k#py1qhVydrPo^hU!@>Z;sTx@6J<(A&B3rv1rhXsy{CN`+qNc8w zzdM9h2PMzmZD=$kJkkY~HAR()^TB#gcKV`)nOT_%f2ug~Zuy2EUegVU=#@GBoAy}| z_y)q&HW8YdSM}11(W9OeLgFZaFixCu)vpmk``i#ZTnE(sBh&@?w+#z#8&*K}MyIJ^ zh^USsZy)qx-Y`)|TI@v`e7Nc~={#=-OiWKzwOfA|It5gZ%=wrIQ~670*I6Zlx~=Et zOG|3OZrde2?e0pDiTu7W4lRqGB#bS{T!AE}#wI;49DkHt-`{5yf{1HU$JC%tBa~Yd zX$zT+zzEjnFoHV+TDW$Tsff(jNC>|v%s%j~g+W;tg3@!cguN9Gk$|;14N&fs8!VXg zi0*Gr)I-DUAOeH(k|m+#>Kok z`Z~{KKVOsxYMc_t9`8ud0l#OAz$l&xpu4IQHG;dhPfTusfSh)GWr6CRuIHSX$l%Me zy-~WN7OupI7kBb?z>j*)U-g`&Fy&cG-HM_T(3vqU;|;3>Rt~gId3Xqg5#BjM^A5B^ zklZpiCD%mY2=}T|D!v6X=E@iRatXo8Wb^g&2Pz?UMZ!6G6ugak7jHObMllS3y~>v} zwFPDhn6KyNs)t{P>!aJyqn;8B9MdQ2C+5^mJgG?ZVH!$92AIT?2vc#30cHfp6w5FP z4p$w*^W_|mhA6a@+H%8ijaL@5lz0n{{ft&gPgc!r$f_ju3{zr zkvoT0_@NLYty_1rXEA(pnfCR&W;ytF)$lnW>B4nWsMY(^@$kA?v~Y#jEf5^+^oW=e z0;cVPABD84VC|fb88S&IBr-gly#)KmDLuE3`I)x>S8V#J2U>NY*?9le+u8N-DGG0l zJ=h+e`5kshR3h)1t7CxB-gmq);Gr;~if`Qpn1l^sK`h=OHqmUI9>JP#zHPf;I~eZ! zWW4Va2DCAJeyq11Uhex?lHuG4AJ+$eTt5fNgM!_Y1-q+Z%Z|b12kI>NakA(0$(~YB zuzzzdY(Eljw(oLOQE7+i!C>E#a0m34rHXuYxCQSylCJoq2ZIn3K;N@je&B$411!?q zv1ZV|6uunt*BD&U3=uwe`FnFv*vvaDzPP>_DD-%XK2zbXNHmd76-bVw1*;+qY0Z#% z&sgSl=@LnvJH6MSMG=2vP#JMN3C2yjnL(QCYeQ8WvaCORT7(k@pMqi5&8| zXs<{oIwA=s!68hKZ=@N5*Cl5Bc1e%$M>z*-3IU5yP@xe66U0cxCq5?_OPnIo9R6Ap zc%**6l!^o?N?`7u1Fn?dvj`fBx5lTV&}7jytIg<$G%Tvh4!u7dQMo4MY&&FS|jP*KyD^*@Wx?G#dQZGRWOFvPfNhc0uQMV8V6 z4)Z3s_kdgqfYRHD7lIHuJTSG(4{9-KKC* zo%E^f<%&qqIym!(QD8op8{{oiZ7+p`VY1)(E33dIVb}c~cs&QySIv3zvjnnZ75IE@ zYw5(~42GBxrN{_BS25QY(_b6?>;9px!^3*SKGtW=2~tm?k{Rz@q%4a%;g`l1udJ2L zKpNa$ygSKhP&e<@}S65}cWD~R> zcQ8GGg#nMZNDRwuLqXJZ(|uJ$103@zJ?d481h2l5+)hIj9Qz;Neo;BPqlKJ31LCVF8vRj1KCipe3Y_8ek1fy z$eudT`=v2I9ODANs0xO9P;$3!7XQYA*Ne8U%tJx0npx|5d!s7&WprIf&an;Noa0_Q zZuVWs$&;UdG(Q!ry1qR6z?}xmckgcT9Y$-{>Oh<4?nwTaFwT#+9SNq^aSydSI^cnL zh^M3qCPa6XpLx5v5w8D0k4AnI!gtG}uO<2@P$3i2CTxomDSCXM!B~{6x27# zoUa(!mJN_2raSCx8xBvl2=OXgyMv5rwmmp`gJ0lJ-TFhR5OJ{7RSL;6E;hp!Z-#S# zSQ0S)$f>6=<-6bB`c7lU&l7<823eUN;`=ovB5PUJo+kAzfzvgMx_j zza~F55^SaPEnJWf1F~B!f8A<=cXHlZZR6@8I%)9~e!~u!E@{mpXkm$sWaV7|$Q zuj~ApV8a=S`KDP-a1$NB_Krv5uR-4P>lw<##=vi@?_;5h5QQw3qOHD~42h)B?DOwC zwh**cp)O%{<1)`TnHIPPUwzU?Cttr3#K*T;shFNfxtRSBWH zS+M!=B)LV$>u^4BFll#o9W;OAd_Uzqk`nXgUz`Ow@W^hhU7Kw@TupqY{PjgLw3pvq z_c*x*IK6FpN1L7&m14w``a3Uy@TYU=uYysDl*mqZU09)$lei#5`$hGbr6`HF=lT0|_k8oQ(l( zkl;S9H{)D0P=arFV?u%)kZfDc2#Nl6|4>4X2}XbP*HpjVjDmKC@JSI4*QdhKcB(`S zZ1f&2t3t~%vc6?o|6@37G2^twjCLS-r56sCLHMISjEEG18e_rqapKBoOa8}@vq4q) zI)50X1e(P=?V^i_DyEqOwtU5URG0qzkm;QWszXP~z z+UKgG)v}n3vX4!6C-jgHpx2B+it8GByd$H`j0dFYegV_6v_OS<{w&ZY)?0~BFiLBN zH=AvWcp7sdoYW63$9{&n-Y8w(frnr(eidJhpssLERpDF_1kFB;5ye~>9Ngce>{baU zU(JcV($@)B1S8k)3`m7j$<=~2aY&BwbO=h*d;tACcl?8VuyCm+eB&68a)>@~;PuPp zWgv4}X$qPq!-oyrdVE-r=6G7Fsy($1W|IUVPE(qUdv^67mbz4T%@$0viE#uI58+t< zKO?9Voru`?zXBEfiP=dy_WC~wRK#{2-X*(a1dzWWsIZR*|M7flw;JH^ zeQfl4<=p>ZvGSh@D(v3@x34Rgwu6DVO^1HvNQ@*X{6m5Y@8>%+q#Pwj9{)cisCWp? z3us(EdxSvZpAu9!Hl{DCoj7Mif}i6r1QoVGg)MZ#_M2YJ#EfIP_}BI4H;yEbNJ&xW z|91&y9k29h!Zjl;f;j#mLB+gPi1Ui?rjhOc3qge~Q23Kj%<<=g2cWb&)c6%zq=;jK z{~qXbK#pyY|ldCsHE>4x9`@g)K;73j_Z2`%xBCv-hhV zji|qU%I^y?d_dCD){Y&oNpL;x2Y{c)! z-v95mS1ONsvO@YNV|vHlikpty<6A!FBX+;RZV!G;6blyu$I0d(?jPa=TS!EIUFMJN zf4BdXg`)PKT6jkYbpC1kQ^xL<;ZMs=jXk@-Gb*us8pu-EjT zA3^Plr*iwQuEQTTj0A?f5dZ+Y^-Q0JE)5&>a|v`5i!lRusDa~w8x`%(7iBu z`fz>?*l&*NwKoWd)cvF{w-pU$-PoGCVs)l7VKbTHKZ+p+tDMvjfVx>lAy1-Esc&Nv(ivF67 z2{4PFA>oCFL=@k|DmRy>FnhR zC-&*?fxhW3=G*;YB@e+uxpLxAIhExKhT8B9QK>ZpIqE^*~ zOn!2G%YfIZBy=BX+VRDaXJ1ys_WP@x0-mQ!Sr8CYyvs%G%>Zb5tM^oUGPqOyofCLb zF>#ak+BB_@1t&F#u_aGiK)L7X_~qB?K$Kufk%?<6aV*BJs8Avl#%|o6zXFIu_3AS% z4~Y>=GGByw?lqtTkOG#3&nEfy9R@f&q?RVY5hgClpe0Q*oa=xmw?=+#VHu1kBW0U0 zK}K2jRKRltkeaVS@ANguaMmb;EhOMzYZ+vYd)oNJ6-gn|Ep}dX|TJq+(YGV&4q&q7(`t(3W>p__ih(Z}-*B5fiR(9*@zQhb)-gj+JBzCQAg6#G<|Epn>J07MOBw{##qF zXoyb@IV*AZCd{51J4!Jk5E5T`va)?D;GoLvM1lP^aB1R?Q%#2opw=LvuNW)%&E8I{ zn)jd%4z!*M<|?TN3sN{WSD!}hmnqW3hCmg%9UMY*q8vTaDUwLPIo)ndU>rU58f#|J zVueEP--l!p*pN^Hcf$>zeZ-1v3e~OI3_`7HqOEFZ#q(IW=CLpfc2E{1IWWWFBZeI6 z!JS8^a}Wb={TmC6(w#$~>8ir)CHkj9H%jQqTSX7JtDeBRffe(Mnv3QyMFPkM+XYwy zTmdpxDbhZpP>`}ZQO#Big-vI!y;HPoVTdP;$NO@oQdU@vX%BOL*cDj1mdxi`1lbxc z4A@Ij6=KOi>6fO}fav!j3&G=Mw7^WQ1$4=RvS(E=kF@;JuZF@(>7%R0RKcz~(xa;w zel0t(Um>9dTJ+BF8AQf_a&>|0v-Cii^7ex2CzTK=RBhvZw5t@3zfe`zD6E9+ers!& zW4Z9-#FGcxA2h+C?Jh%Vs`ZdM@U`MoP#rD6n4nK1srNFT&&tgCVJD2Nnd|MUIo+NU z`oz@ID|=N;(d&JdpWZCL6qr3Io~DA9Imay56>sn&(&!})z37x#6P0cSw# z+bvR6@Oa8fF4OW-xTkQ8uWv~)c)cjO*=XMkb94Ro$*vE9H}&hHd$-<(fJ+{ebOeK- zKD5ow@dsBEqQv zAgd7)Rdyz;?8F30d(i9lpmJD>_4d5k`EX0Y3v13%pjg%OE^A{84D5~GbMD(2&@~l& z+eLVS?4VuGt8pGsf2@0BrhYlx%f0URD6j}DY|_S9_g6s5fa1NEdmq7?WpP(_Kg8>B zaLNT&hg#b6Il_RxZycERXb{YGB}A`vnfACc{Xv~RQ51Ug(Ts+AFjl%}pmZ+{iUdez zLm3#w)wsypl)~3%&BbY9E$~^??uV#dHdvERW>{gEO*(eHs(=uxJ-HCu)*|!}k>SPS zPALXHe>+bY=a z>+aDR^$HRGGJISQN0-3{%v%Q^(jyG1NSq=;C9;E6m;}o#20^V)quof^KT;+H=5=NU6t%cc-AjjWy{tMAAFt~s9=df`oBu_q@ zIYF-z>RLX%x@*}5mzH^+uaE1Yi8OI~j3A3i=%uML?Ga&)U!Pes=LZFj?|*uqDHm=6 zSqkYM3l(Ts@xH7PL_}v|$`vbR$)ynmK@H@>g8pqX&$h`FLI9Hh%aY_?b>(F_@QJSb zWxgGWKfL*sfrX(E*(}y%Xd3`VA}589d<}%7AW_b@y%cQxe0Q83RRjFpJ`2XUAn{5z z|GXV06wk;vWc72_!$d`|Uc&{95Nwhm9Z3DKnjk?tZ-&|Z8$|97M)M zmn7-sgZ`+l#Sbt+v8$;j`uc1ZtQ-GM&we{rj&~$z9|;SGqo(@nbx~k;#AsjVd5bXk z_`qxNqZ4IN|0%fhqdY!0qf<^!xLyp-fgkO-x3@vy9-p<(qZ+`Dr=qztrjbru>lrfE zc54Vy&lG2;&Ip*qm_WAybN^V-pKEFox{L+kx;^Rm$_E=sksn8PHp3PkW7W&s>VZWr z8l9lF;8cRo^BQw^nAz1otbop2?htCL(-(#Z2c37V)g)sR7-Thf+CDgawH&8&r=*9e!ewv{fsU+7yBMxRbW-LD^I!>uRltVRS8rdinVAQ zebx@k6gMPqi;DoU{WCi_upbbXFLK(4M6pZKeIDog3?ThwnpGt$p~g7=mcvan_y*0k9QX7 z5@UE4YSy>mc(Wt+c1LUu+}|6NYO2uya!;D12XOq}ZY-@=gZ&YqknVR02}T7!u7%2> zr9+~6*_O0$7IbZ{pOWKR0s4+ZmpPFXCzZG=YRu$FNN~$AdpA8C${n7+>^>b1J}!Z+|dhuSzu-e?1j(4ka=;u_d2axU9uM?G-QePwYB5&E>% zB@$^YjuELf@{G_&f>3cDk8YO+^!gAZ_zBb@f|>rnj3V$A0w0y&uLGMCg_r!l)I#Ls zLmh->8*obP!&f!TGTF~(vcCX+**i6f_vXQ`4|me~w^zc7q}Q>1t<7M+a@>SxeQ^+Z z>{q$q_(-s>ILl!r9R)wN#+qIGRsrjL-^=KmA-X?DTROBAVr_i-0$ zKyAHz*7s{@O-Lq+o*2>N0x2f3V#l`Rk)->9I3~gG#*E)|b&1~7I_osA)i!r@bioV{0R5Lk~HcG8s%0RgkER~p?);o}p-zB4W*u;|czi@8V8g3xP2 zZ0RqYYky67?zOZEEQRK_)U2+et>|iuXh9=C5-gF!H!*!BZS8Pbf^N?OhQKHMFH6!o z`BM-u-sCX~1q5S$gxyhi+sOz+*%oR*TgP5hWX{V1rajDf2L<(XB21Ss zX@6C|Or!%YyzG3ZtC9hu@9ri7#x{Yy&C+;#fjZdf{rUvR^+2nJc)Nx;k|~}i@M!av z!76xP>-*6FX+d^TAf3(b) z)EYRmP~RpVNe~C7Zx&tgpb%6Z98S{pYlB{{U#T4*Yv8tZ;h-qg17(S#Wk`_vi)&jH ziF2fNlbakfJ`iJ`M~nr8Ez=)VX%j2+$ddDR;Gv$U4?vbh4&cxlWZJF?r}6ir1kQ?& z;d_(k*Cx+Ou$eBkbvjx+{vd%3EhxB5$U}x@C3tsDbrx9o2r|8j#+;oL4$qv8=PGE0 zfv;Zu?sccb;9jG|+HAC}nwTR|!XJ!Q#18hcw>4R?%|L2Qd~GW<34CcZuxSKQovPJy zk2TW*XS75jb=y@xm@rxLa(W!<$`lBcG2?@a%=o~1BVj~bM@Ur%loH2X5{=TqV=397 zddO|=Tgf|sg#Zr)3e;RWVS7Yun~ODzv5?FM6ZbD;$`(~YIwPRn`%RTK$F~)#p-;#x z^cLt_cM7RV~C}cnv4D7I?1%c(dL}zm{N|>4; zi_C{>mH$B)-QOuKooU99{ro%OkpB21`r})nDtDj~U$CDN$UFv%Ggm*v1hH^Dkd_m% z^&ygKdM3my3k9*RbQxCCJs6J2O=ck(X7Q>Dc_D7JIK7dlblI#PjwQYvTq@QIK29$( zZ7((f&u%kV@iH5VC-r!a?rNe1OgTn>ST0kf#J#JS`-ce&5=_Am5}nB55r->UzA%I; zN)LcU$@A0%wHKBs%sKmEX&XqB6Zv(`@Co^RD=Ux)L;?;hYay7t+^~Q3s3H-T&2as( zXVGq>cF1_+)S(g6g9SjZdwD10{Uo{j!l6_Ye2W;pxc&+g>b0El-^8jQ?ex0UWk?*m za!UWkx`0O@wD0VlwdcD*e2Myu6ujPP3r`bTs9m+1?zdU1nd6>EuXT;-bqLcQod5i~ zwu&3aaPWzWpXNa`g>XSD+z-x2H`&(#`IzSFehdYa0KEhFZr9JcUHquq_2%PmWNypj=K{afdMl8XUmPPgUsS$FMCeEMv~k zBWtFgP$VpsJwNK91&Rl$C)r#8irhAzXQ^p>%IzAr@)fOqXT`Gq(D@rRs0*{6p$W# zncDWI3Q~WxH7vn6=&K`T^_q!wkmvnyMY&8T3W+}qpGM(_M%$r&mlsVyg=gj&6En$v zDupSyTdhI0lo-1KX~IN*A(rB^j%j_QmNP^7j63EH?T%TiAFg)>rZoXO_ED)O%_t?E1TE%uh znuYHV`1~=7Q&aj|#IG}L-T9g6`&A1M3D?NJ;E(gbL)!SAEGgk)$ z-N5mo`kmOZpFUt=UH#_}K8H?N9<}&#m0uP(=icEd@NTAwG^Y)T7E1WHh9-oJQD+Km z7z-PJ_ITBr`Fs;Wg+n$lmU2h}dtSIkX5cAW)as{8+1TSao3e=Pgt5LEoW2>=@acS* z`D<<@^!nPp&q%9+eNRWfH9`X2^s2`yZaX@mQC{Vw`}rh@Te+fi_Ub4YwK3+Y>(^*d zsgctWosWXFVey`LBsrOv9n*N0fr&3w;N>qSAXu zMMbbTii!nAQ3O#$1f@t(KYSPMPzab2w+|`tE;s-K;Fa47`(M zlDx^g_p^UbE{u@mb$QuS4yQlVFD#I%gx=N_oxDgGU08KUL?t}gD_c>euOAmv#6 zC&FNnKhMZ(pOA3#=-Za7=S!gLR^h9rhC;{@d3E3rdA^-}da@V`JBLp`Bh8+|f|Ok* zUr#SKB-Z&vjc_hkAso8mKTO!Mlpw>_3o>UDt1yaP>tRH{MvF-D<;rQg#0WpSf5Vdv z=RDvVtkVXx2wcRr6&GH@riGu4-QcR`>A@sq9|AI(z&Yh~N-FK?~~ ziz|<5pfAt{6ht;SdA}6p(R5T*a{9*`(GuHl?{75xzyJDLjso!o)KJ} z?d2qx|0Hy<$y!tjswT(Nc@!5A9DxM=1uQ`U1jz^)Y61191isw1mOMDvxnpDqTk0PO z75^+?;-^e-+ShzHg2|g(Kvmwl5b)5>0MxgQ?O(2t}Oj{JVgOb3J4G>5{gW zfWJs{hkUy55JDGc|9`dp{L9Ztot-pu$noQ>pR>Ij0hPB9_NAr{+*Dq)NziQvYeP%*$C*Qwr|F7C7EJ!L&>QeYu!VG7BXEXc5`97$Z zxyHn7R>nLF2S9`akvy8Uv2ycRj{-fdjM=Ka_ z?Gm6I6gC&bu$ymH)mIh4*w?s3RQ~i}b%9tRHzohy}xd=29q=Hs7H-NY4;1NBWD$v<)Qut^z8_~lU2wQ{*QBv6A zrp5%MmeT|0Bqjig2}dfxJ)8;Xx^4W!l4v%mw>c6I#*<>sG+@FsPrE~R-oA41p1l73 zA*>i)=ly19(@8`i?^|rVZ*c`IBI@-elqDU|QPw3KGuvwOFoEdk zylDjA_c(B@EuR|aSPN@s3|!{cE`!AJdt$xJ(TXB=igVY>O5oAX34LZ%0sFr3#NEPy zv38%)Sz)UpVA+3gR7ce9J*S`_fyblaWoweLXxL3~(6oQixhoXTDvr`yBwYpvt*Qnm zO|5~=_3I`{Ud@9}P0KsJm_U!+;J@Vu3YtV0rT4gXW8moa8}^2LJwg!UIQls7d@d=^ z6Kk=Ypanz1On`$S!n9a0m0kZ47+6ygxD@DiB~7o}z`ZGXl>9BUy7DBaI@pBu!sqH5 zU~S~)b&;E~@{zJODT6xFao|}M@NEw8|MtEKPI)Q!mu<)faXk}Tvlvg9sUL7{w($*6 zWdeqeU;4}O`sP zr_E=6MY2h)*aWuNgmO3=^4w^LN(tml9Lw%kEQB?M^5;6Rl5~#8zDb|OZh?PB!n0?y zLSewXxtQxgD5%e2n=Qoi^1|rT=7ZjNot$rW6%ELPoLsSu_p!qAT0qiHKD>UE{ryaI zSJcAH#{0G}v-Ak!#+079+-gKUz7#TAPK0B)<5`$69pG5XBoNTThk756XTaEi=+aqYmu2+yWcZs=;zv_?agGY&wyJ#H~7S0Uq&}2%01- z9cL{kmQbaQ!UWxo>l2RBSo65bf;jUQ{{t_mAQQO|0x)2SH@>^TH+M~dYQh*deu7$qWxu!CR_m$9N9V>)A zIhj_=+z?@ZyKAELG8Xs*z2EGC))^F0q(zq)`}VS!_83({iwv}#TgDuhnFOU1_0=QJ zlc!&W8C{_+tVe88ybpSEEpUoTkjBCyh5!}iwZ7@%lQQ^@h1LGwN?{VFcMhSTtA!+5 z&o2ea^2jzF^r(KM2(HFt1jb~PL(jXaq{Yu8L94Jh^V?)6xZNV$w(`Ph=pyrPFCGBb zd=X`C=VI_N_g_)5IuF*|ezt8`5eq9(w}0xLTMAEQFMB=oCHIQrmY_b`8t&n_xFZ^>nX7@ z0pa0b?zvffE7ZgH%irEDYi|YKD>J4P?nwi8t@R`JZD|A*<#(+?Sb_U&M=xv5igwx> z?JioRka^J^s?2gZ6VT-#tQo;&k`?{_c|9U{V3q#UCOmH$ONd-X;C4Lm^6PAYVxUmi zBWqy^X?cj~`a5u&c zb>Bxp3w7PQtI?IIVH^P!L+HA~A*3)wDr1~bc9%WPFw$Ns~vsbvw+^$fnR?8|^FrFAypPZ0&56(DPDQ31KE68U-*{+dLka~0^d0g;?N z#r9hREpR($NE|*yPQX;8u3{33vzb6H(_gz={c-GWtpXGpEj{l`UO{Nd=CZ)ux&_9k$j>?VxePYL2B#(q4xx)7 zsC`vq0=s`ZJ}a5~=@%w}O{^s98Noz7S)tnz2QNqf)YD2>D|N}ld|Da2BOTY?Vxq(0 zVza}=QrI#2(C*QPa$)#qQqfWfao05~yq^|AL#)4h6%q(d(yyFUDo%yl>ch%Tx`)BD z6Gd4cHbp^OuvdxJHM}1m;lH{ah5hedYVZACSqUML%^y#puym{Qj$<-X4Irgi$G!bE zn?644kl;d2g-Xo%Mlk)s45puBh$7ETnd7EMe6`uNr^})a>ILI!1>-RBM+x@Ifk*gQ z$q2ntxFQ_6AnidHe5M4Vl^7=YYA>jp4K4lAC^;%Xixo11jg`i2Sx^*forsN2#C6@%Jm z2F?_MbKij{k&Q?MB9Z*s225f=gE^m8GJ>O7w4iM?lOW}?VuWvax*ltG@|SG}w&?Wr z^S|f89MN4(QsWvR<6&od(l9n$2!5QiYi}DYcKFdCi59SF0o8UYUS$xoQ0ehp(MmYi z{jxtyyaHk~vlpL;Xhq9QF{|v}WO&w;`M^vt8P@UbP!LA~+4%>j_bBAoK<XVI3k{~vbzaSx{S;uO*^95_-Ildb(QHS`t`TVuF4lBm6*s4&9vWacCQ_- zo*z?Qz?Td+qJw_UbjL(us*CbOBv#B$A{Fp8@Z`Yt6a7=LkmT77gSnq7V8^NG=7$>1 zutjQ@Xv^Jl2yh!#8>_~KaVYn?ii8c)>9fyIg>X8D8z{My5$?_=$Un103<$nft!)b* zTGB#9d9;{iEEw&m%w08DFcw(6>e7-eX-#CT8S5~5K+Yso(Im72xk~L=6qgm88VcKc9Di8qTn7V9r%{nFf*?2E|ETI67Dxw%2Ip?8 z2jMm|ho`=^aOX4DKpgIdg%jS37|*T)t5<$|M3P$Q{(2K*K~kqoj}P`OVXm9m^zsh@ zJV(%i7BT_;XIDLMfh8pP&ZPjfDWX?BIITB2aN;E!I^=hM`{>k$)^Iy&eX$@yJ!|*i zt^0-0#q&VkuM{o2woLA8K_RKssD6DDB(WxNzwy=^oeCf9c3(G~kPgD*4w(MPN`ru= zs}{T0)xd`1s_Vy+LP{F}=@;qcu(6@&OI{WdGY-uboDfqA!zFz@9S2xYd1lXp1!D|| zQ%`yLol;bY_Iq0ML{}{(NU&Jxve`6o%+Y{&j$2(PWJLsF+0RmSU7|P9F67kGR(zhe zdq3R{!Q)2kykm#3AmK-}{*UN7@U@cpR5-aE))E$Z>GidsY{6b+!7hYp8mX_}<8{+{ zoPXNfD15&BSu=jn2|s7BHE@`6CU^__zdECq1>X1e>(@@t0t1LVJh7!5s_%kiKyf*E z?$fe~I$sVdbLDN5@&4m9?)#vP4;HKlP4B%Bf>tEtBxAr3V^xR~5T zE`}y@IA>W4870a(hDgM7|5h|3^=Ld?6`9|0d3F>CH=T_9@HrY-%9Hn+2-btgkrbWd zt8#(Y+Vu0Jm35fNj9fp~qzl$XEcgBNst{}y?d6klDuBw5jy0eOP?j8F+mgRMzcGSw z2W#eiJz@q!6yYWv{`j+Du@{MqZG;Te|wrPVPucvKZ^4J`Ti>`Mt4#*WlXUW^4Fp>4rujmzNm^&VF7(psP%4;2guHbqKR zrQ-&-mN4T54sqFl9#6Dc(84Nz9by8@*;QK_7Ygb)%aB3BHPcLk-`G$7d`*s`NfH5b&s zmAj=%6##e8vDFiz^P!|v-Ka^X0;ZXyEtd(x=jq8i_+HP$IK+pF>m687cERy@Y_D%Q z=)$2HV+!l&{@|THp*E*f|Ad+2b=TEe_$2&;GW==U2e=%s)@aVY%u zyB(8|Bub%Ta>0TGbeSNT=JwQi8(Ud4sU)}sOehQO3fNV8+OhOBu9tMs4y*!cjie_V zrORP^KJS{Kj3#)!GI^oHx?3VfR zveR%$1W?|$<`DQtQ*F)keoTByg+C`Lg2ies6}A;K~JHJ1_HZ_6

OQ5+wwm1lqZew7Ukl{?Cyh+gw@JN7!Nzk%HiqoVnI6*HDP~X3tS=feAr)SJ>EHM zT|)_6si_|xgU<<1<}^laI$Z`{X9hG{kgT*eY*BnlSPC2*)+lP-oCq>iw^#PrCc%Ss zd8#(gYG8EytT!6s)i8cpaIoT|YLJj=1k1`+n53E!v|}*}>FUc{d(k3VpA-=JqF{ow zAQo3Au2RGnU0gHosuSx>T6;PCR6C9}6T_P34_~)-r3NZ9#8^oJd6%-AXBpB< zZX5bObbTYiT6U=4!2}8G3wrey^yUNQ80B0KJu~EZMatRq_-9WyJY_7`j4!W5ld?Q; zMY;GrOe6bIC{wjteRTao)O! z7ON^4K6_A1QJ@NftnSRo)9!|bEvh1yQTTeY?2--lW)ygmla?`ky*Q}-&2pL%jIU#! zM|nBpxiy64{9)e`lp7)a%KA*4VeN;Q6CG81kDCKRxYu{(bKbU705Pn~p8J%NRK8u41!-!y@Af8iPbmULL($GddP)-1?--=|pf zJrgcJQ}=tOUIziPEBM+iSrGd%^7WysY^cu4Ki?qI1|vQ1c|Chs53K^Mvuhd}Aex-E z8PoSuS9L;)np9}wx|S3%pPZa*oIe3SYsH?wfix#pC_ zb2b)~ws|_<G;~I24-k#IX&1L#ECLS`D=?|{x6CdxapC?v<7L`7KHC zOf#q)AQhE0KT<~J7}u5=#`IbTp~ewYKVGd5Olm#>2k!&iy~lFS-x_n$RXXTzAVxX{g?(Gu1= z%=Aih6L23raQske6Hq`=A4c%HUY#Zp&QM|QpOW-_^@1TSuzYLH+-J3knz>U#e~d%I zEoE(%1t6rV7dE8YS>f@A%cu0kUz%A>grNLuNT z^blBRD0vWxS2kif=t)rlC&e!X6mdNO=a7mUAKM;6(xgN`EgYu}xQrTos=f>+q~&>t zVZn@sTSNT?JtU<)O|;-cVrOaNqTbghTOf6MNP@|{PPi*S5EX@j=Xdi}1lk>2>4N5L z6M`x@`~n1R`NvoR+s|X-R#?zPPLbA3enE#=dVs8GZU9m)UHkvYtI8;=$`TMvk{3#nuYk4ZEs&9q@y^)GC66ZF1G9>POhNA^nDS`xYc1V) z@U)B`-+MmN&Vhvr8tYAW)M=u$RzZg|U053(qKi`zTpAvTTl1uM@Cvdwt*=W)K3*5MVEpX%6 zwqNUa1#TRn2xo~Oj}j@h-zIc%1TGw*7q*VSv>*cHgGRkyeMgN@p+1oFW5XYW8;&4= zBNXBY7U=)%hNw+3$4BWeArv`H$))>Rg8RplzX;qo0=qva_#?NX33p18~u0cr_b>zosc!m z_`~htiwTa9hW`6vY_EsE>T``|8gR%=obM6emQy@wK)4(3yT3n4k>Ci4=zmurxETvM zj-Z2M;m6qzvVGAhdq|LSFucN&86t4tTEL};HgdldDBM`#aX$H$;t+wwZwqAJKHa1| zdd`0>u;IFuiAj2eAp)o0UH^^T)$F}3Lj`uf+g?6I>R!+pts(o*9JXJ6e`7`8p4?L} zH$))9SwBY@#}Sxv&PV+GfE}|#KwClkL_^5@A;o7iklW{%lnzTw)?Pc4wVIIPY%saxFwyZ>j&PMDu;Uy@{8R2R`wkcx zP?yG6z2RTKKaQY_)4y;&hg=Ppm>%);fut-?z}g`KNzU>6)&4IDI+nJxX4R1W|K0Wp ze(vV$CMXUeRQ+!IqTPj#%eOBZa{f{Khd=%T>MW0R^$EePy2-}c?hQYFZ&;^h8Pc6B};JbFLXPJ z-)_$@-_8flLEIZ5BccBu`O^Yjr9Mx z((RK|;Q7qwO|VvNX@OBdHZ&;i{Aq}&la1lGk4q@9AoAs=+I`boA?z8k@R~5P`BU!< zpNs7H`*!QoS0tpr^f=n zJ#jm@7EuW6PH2clAQ~z~x$`z6lTI!WJ$`Lv69^rQO1-#%1#X{{RvT5-!toN(iHBn` z({mxdy$(yT-+wCLzW7s($cUQk?`+J zZGx7sT$s#=*&}4t}eK1)tYm ze1_fzezLP{y+0Mgj+F0w;|^dcm;6KhJ3R!CNk$NBles&FmXH)=aI0 z1GlVJKOby`Lq!|7-;XYbRJEPE=1i`Dmbk|K_ti17?7U6sXGIwpOiPf>4QYWjA?ijJ z&e2eNxAJ?TUJ!gtnU^RyB?OkOyRl`3C=1r`2g;rA4lo0WhHPbTvIsIo{^2|Z#S8C&mF7%Ydk-2LaTdo%)B82boI z_OE*P1$g(Bf_CoDO6k~2upN+)GUqLU3Il=7#e9vREGiW{-ZdPmdE#!Kd3PN=Z+!3M zOaAOTG(Ce)bGm82Jgmg z7aFDYiE$)g0lipcNg>T64Q6C5%q;Z@7g9kOWl4}a6}j%CRkH=PYWr62Q-C?I0*^`?yr^)VwudJfg-(TIs9Dm21rF~LM~X40A7$@=u`<(AA+ zkLay@4B`WI@PoQh-h;rq>y0C2Fhgeg8r^cr0OQ}N{b_`vQ#vkhWy&DK(<|K*BUGdP za*&2!13KIHt+!cJ019R!5*jx*fUA3P>_vx5uqR{3?JuWpfcfx(2vg4>koW#{FI*Iv z`bo=!1CJckO~r8;6t%`PpBCyySj&_R?N z#l)Y@DZONri1<84-S=}X>7~0aasJ+2ZZj+;e}0Q+UtN9-Of}Ha94Sx_4S-{T8lHOAddFBd@^m6@*w)^T?8I`;yozx6((zX?5H*Q$1X{pJVb z?{2YBm=gpe`X_ZYb_Bxa1t$(jt!)IC0Q<{sTWi2ZVwKEp?<_cf?v3sBG&Y>s*)Sz> zL@gMUeA51jC9+Fnj}){v=@NZpCG0cwT)@KEu6RwRe-mW-H$7T0+GNgTtw!v1B(g}u>`>nURED42L-P9Jsy&iJS#;()agc3krF{by6i`k!C z9l}IjCtqj-Mq-&#`6vW$&PDIs-4r^b5FA75MyWV;!te~qVHuM75Kelcxa7es()#CM zGOW(vJ)pR)3|4% zKBMPrjAJU7Y!&RTKBy>U(gK@Y56;tbOa;Z2trh{8`J*yxIeG+@@ljP}t|N|;ib0>D zQjbE;+~FwQ)(}5PlG})OxK1fWv%!P$rsbeoFz%jM!2bwbTi+gTeTxXbz%M^mMAX6w zMmat`%J*wGM(9sp>-l&?;30%`obrw>ih~;m1Zww*2Exg}psl8eHgVOz%-{E>1fF!N z&*nzd)wBbbC8W{Ywt&xVzkOaa@ScudxVEMap0h0vxJxv`HZlT@s1{u^^e&-7N22YO zmuR=*YE z9x0G{q1sVyO)6wdUi~RDIMctOx0x++>AaL`VL!!s zK`%&3DcTIf_i8@%^l1RfY6_M3)4)>@JW*lbx768hX$FK-&pXx7CNXT%cJ%yh^7lM? zdXNqADjjDx#->0K`+;6V!ac~HoasE`MLayUn#_A*TrH&gdO1XSl3pv-V~g+QLX+yl z9gBK8AjfbN`$$kDoX`95x*1V*6tV!7IMi~z3ghLf$XqXsveJ-Iie6zdi_i6mGkjN~ zJYF?JTJ(M4NplLJ%;5C;Ev1O|{IDk^?l~J)c#*8vCOG<{_{fXmDo}qUuJK6xK6>Ml z(w0)#6}@Qe!`vD;sbriv+phrv1$XWj-;@chO-sLDj!FfCeK%QbGxS^vJ2Ln^paR_Y zj@nNM=0n>(MJ_}19DOS-|77+D^d_9TO+4p1di(ClYqR@_N@7xpi)dkC@_v3pg?O5L ze524ab>=vU(MroT2K06Hic_heOC+lIp!TR8Sd@aK5-4G1P#b)wo)?;E)KOp)ddrbh z9ei!D{@!4n0gEZ`nSTJ?8y~=uw=R4i zuH*vuN)ZWng;uaSSP^yTRVL^+986jFCJ9E54|=MJh!d-&es>KfX2M;ab5novSAvp^ zSzDK5HF!?s(;s-z09VBx-bhI(27zR@>s3^`k%xiH#(>_RV;pa1b>{g^oPJ(g%P5b8 zIGNIw#Gv%s{G@#i@Hs*BYl3JNOi@kXQ%yicWkT#8(@epYg_9oRQ5yqTQRxM@yrnLs#^=rnMt4!MHB`nCV;xRS!C?UQh4bV+vJhJf~0ugtIJMS!o|!P z@>`^upl*(jeK&d$dP`e&+?TG0;Ur^89MM3e@aZbY%V-&cJexx+S%eMfe(#hO-9LD) zBdFo2dObWGv9Wu^#&}34$MrHL)^N*wv^W1I2WabSBEzq!f+(e<28Z$#Hnd<&006=N+y^L{PLEKEk2$h(gmL`VK+7 zf!o+{>7@Ez`_VWqal!}ez%~fS(P=R%N9Skf%Vg&lf!83(4lIXFk>{IV>@9=|>2tkA zt6E^ROys)BXH(#6^o--djR~k=yFTs3*+dw<%P!u_A3Y#>)U%90&FH8&sM>K5x{nt0&Vy+BRTLzfdAfiphEXc4iXHa*px5*C z_lorRfCV83j~A#+u7#y)A)TMjv_X^aVVktIxZZEp$}#ATOjXSG8WDSkN$nmMr9qUE z_o5Qlq$1L7#B0@i5a{l(+*~exo5h}D&gBe zS;S^kEN5lnWM)M0jKb-(262>{nB#-z8?Cf9Bnk^~8g4_Rkf_u5I#|iMJY}YQ6HFyZ z@VXf=aAs$uRaq^}ExWIN^>j6?_v3ydd%X?%+rK_<|H_6XZa)IT_g8@3H#ha9=cV9q z;Z4Ii^sG*ElXH4$+Xi9DXW11t3GnuS(N(8Ycc9Z|)mGyvvGByewfXoBHi+*2z>~Nf zD{qQ=0v|fFA@}%n@e6USaF19})vH(w{DPVd_qL*f$;ctX=$sKj-QM{$2)wBZWlUCQ zyc-#B&98>EcjFRkg7Royt3yPi?lmK}8T_cy!3EJf~-hHlkN-mJ`dGQ{H+yM zeA=SEDc=^U>**17ybw!R?nE>Bk=B97C zdlw4Q5}qA6a1V|nXio?$k|sWxwZ9wDqxPo5Pt*_%@Wia<&^XO@Fsyg$^qGq&QEAN} zJ5-o)krSfasQo&xL68F2@Bwv3K_$ghVi?j(KP$T5Hq{}LsqsQR%%-dqa)F@CC|Pju zxwqc6x*EEo@D&U0o+WU;5ABpVdCA(L5K|Bx}$#niE{8? z`(n?8)MAK#JvjWr))KH02@veiKilqI5^Y7x$Un)exO<*UgfJioG>l9q+my z!iSh(*{e<+wD-26DgFH`0*!>PW8zgD@5bFG^nOG$`-AZvLk87PR}7{>7jr+IOcrWS zXOP7^dqLSQM%^w3JuAoF8yHKDldx9 z_dwIgz;fG|IM9>cRBXP!7FuF>->J6d!I-F&tc10A|Jfz7S9p9KOu8R*-zYL2dPI(e zcws+7ooD^}jQ6%WeVndwtOuCqH$w*fY{BjYIrQ1kUx=s5h zl-o20<%Y5vPR5>-3Fj>F<|tg9O9yB{qCy?ZpMp}qm1O7_kTJ6 zY^;a`mQ2#rH}ZtwpWAa`(^`*d@niV_;GgUSM6uqye+lx^Adt{ebeox6P)%OWhX~5_LuKZ$Bx)j z7PMS`JTc__<@8&eos57july29j4ObDQ(~hg3Qvw~ zepGa+tO#^gX|3>nSqIgJMLjBTeFp2rll-vcAk=ko<}~!qi`Z)GGBr|_m{|Cl_~s2n z)|3<(-7GP}!8q*T985S+2>5hM;tPq|ao#}KNeIOr8deWfel;W&KJKv?k;ktr_v&wllpj7gS3#bJs8obU5u}!%7LQafgJmBF`{UjhfXvwY4WH+=LY&zl zRVVRV@ap0HpMoB7K%C~waD5d6-i-H3zD-xXE_&qs&?Zx?rEvUkzwK@esFjE~e)yEb zf;hd#1d+}<+Plly00X>;GP#1?Atfx(WCj$o=p`mxC`1PiDCp&CB2Q>Tu(fMFc-hEqqEn35TqzR(3YkTBOA<^1V!)Dq{b?Ps|J;h`pZO>l z5_vdTV}W3B6Bq2Pz-d@j!5X?E({V%2ik zFPJfD=de6j=F%J9|GXaV#`?_bQjdXIy{+n{pTmLmeBVhs{RlXEI{eX>wqkf}x6keD zK17lb;@U3G6(F}JtjAxw2FB-XDp;(^294g^70p*G>EkoQfC&Jr5vNFEPBU7!l8!2v zz}rjyvYJV-&SL~5n^qCS65VD=G_t{$M2nxwf!n6_n1X1460Xuq4_DNHhYCjSq&tB) zZdhrJ!C`HnlJU6W8JudC`a4Ab(&)r#|mBSY@^3mgCk` z2sfW~aHf9}ES&F?{(NOQ{QNR`o2_O8Y?JPpEG}3Avm?8kWRUUS&@lD7*SI>UO-jCb z_gNEAUJ>672nvy-p+=uiNy>jDAgErOFl0(=tmvha4)KyC*C2XnHkpsnOu-WJr{cNN$R<~KO|AzM`%#5fi$X!mqvV)=OEAbEme^HNeFHoU4mq9NRR$ijcsA+D zVj$UPMC8W4e6Xt8PmIs6huVh1@7sTrL9>Ydg#h$gpgc+{^$8*Jd(KlKrYIffQ{q-< zj)N$(WCU1GEocGOd4zkD`A9@fywu2YZ#K9C_Sn1av8{o;g1Jvu373J+1=17%QDYCu zsSGrfzl<4$9%m_13O=1T3*bVhz_o>le#=@iB1F?35m>jXyk``6K!@$mnO`yjLC_^_ z#nlM`;38c(Vavs0IFs?_g&l7`yjrKMbkLy?*kbx0oqVvAGIRHqj{HhkQ2IJu0loYB zNko#X9^J25sSwn8QlrTXWM|OlA9`tWkyD5{6YxfqSN7{`G3_0&aonyJ<+&(4nz^@h z)|pCxOX3pB%h+(saJ^ZPL^G`L6ROF>l4s=&Gh#&$@v`*XR<`J9jL`lVdq)rv4f;i0 zh2O7WBJTE8p@mOkV6# z8_X+}dR-4(FN{%(c11jKlAF9Iab(5koa8+#Y@ivVGRAzHUD;&33Wj-w#U%yj?cZ%ro zqkdiIyhSBQ=B3oRzpH?bC&CjBqDNhL$|)aN>om|%>3O(xPa=4(K6>zrc@mg?d{na8 zwHohNcdo2n$%1D(HziK0SHTHOg>8!`wL!3hg<8SRT9|BXab-y;b3arvB&fjI88yO_ z?3dPPFv2l$x@0rafbJjot?Bpo=n&Zq^9Xg$Ef5d_l&D9S4&%5Bzb}`%g{P8f- z`&?uGl*`aM!r$r~Ul8p0H2vc__gt_k9=S0xrW{7Z5T+#!EKoi;7klhRF!*wsS15)B zfd$B-mC#{?Bve0LB2M?)Z}9k0{kJtOyx6po;I7L4sn68}t^KFp z#3M(mFv_ zaL{Qihp`umjC;qmz{8|COTWT&;2k{NwQ6_@3Nl5ZFC7t$a|N``E~Bt?pu0^L_alOR zw#saCCA_+qw`^})8ytJP-(Tf&Em)6=2-u;~00yS#mKTc{660@{>&;A5Bkqbx8uRi2 zVa)3%<5?z7SZc1nD;8-$*pUIgVb+9anLuIBIbA|D;*$v|HpBFj@;K+hj32D3dYKk* z+?DPw(NhbHBFnh;HMYQ$iHSWE6A{7k-14nWZW-|R-Y?S&WC5%CQIFx}8VLNni)+st zEG<>ucIU)k2AHaD9v)zy3STo7U(Df41EUyrMCk_fM6wNCvde=Ffg*5;)n5XW?kc)J z)oz2@GzBr&tF^GXE_`r~LnDlYf#HDOJ&#CK&V3ako_s99l5RTS%{(83=+hpjdzj|~ z6#NNmu4U>1jA2+D5{%dvIYA3q(!E z2%C(l0;P+0OOrmbL90sl%?3=A{B*3%5)*F&dyP(Kt>6a`_iSPGl(HOf;yqpSO7cE% zz1+1hv#JINuV>MT)9c`>_Spjicz;_R(Oa?0wiOm$lea2dRRyYHH#1V&8{ySUoF*{n z8dnt}DFG*W98OcyY(kBi3<&BzGRx`@bdAxGgsY0BjWEv1VsO&40uXcUPbk4s{(kiv zXT4X{fiqPY>A>NQg#kc59M6n%bGySvygHp6)&?veD zX$joU%sN)(ZFZ_16K(cY z!8-NeA|G$9HsujaFg^cODK`?h_greN;=|{*OMF|@^AkYM<|ayfTA+E}%Qky2M29$v z=}l570Obmc*H53fgOD;e-$CahXd7I-JWQgEMmxyp)5riM*;4|hT8K_Z?jQc{P#MezQ!}Fuh7_Brot>&U@p_K%S1{(s^#wUX`pWz5E z^w_#=+I!)LYZVCJHCQI_fd!>}{=1iWwu9o2vvrE-NjP)9?hJ#9I@&W$%$QE(3j<+C zWg7%o*KVYEY1QN! zxUf;S`5+buj3FmP2gu8j6A+szk5Ga}Qyi8g>d1t=o*`jIPJ!0+b>*%{?5Eg5b+EfB zyC-^BHq5>0_O?u_2AWDPNS{%xf(>Rx_{f9k-ScyZ=>~|@JbHr_Yf=W|4LTe)JgtB@ zd$XtwJUA|&4KMl(8$dGLYQ7aF9K3lJeB{mwgH7op7rcnL1s@}xjbaa!!q{o9z5)Z4 z5GB^Fz2Zw1Xj`91iMZbk-eL{3Z`xnRJCJ4nkfv3)QA*o_PR)1m}xW%$#HfdD@h0c7@0ji`P#r>uN_M|VZCAY*C5GK$Yy2#+>FT8j7*cxFN=$y zY4?ZO8fD72VMLK1HF3)c_%HgwscBw$KF|t4(M$ zO&Sir$myd7Q?S7#^znS75|YoE<3peTn6z@%Z-O|++r6DaE!RPx{-Mj|LDj&2clART zem3NjiROYfIFl&tl_*^UlvUP1CY;_o>p2d&!2`5MG-CqkV*MxYee7_!@YDEBL}3h~ zvuAHH*nbCN&c40&a8o4=%f1{OXI2PaHsvgf@DkX+KiY4xc^3$dTUVvBuoXUb&fiH` z<8u$0@Ev19BVH;sX!OPyj^JV*eSUEgUM8EE^G)l2mmqqiwaD)O6GV7NGqt&5+^bC_XNw2)W}(U8Y_wQi5rg^DcrhXfh@37iBGC$TY%^TD|N$n%Aw&I6*Et*V6Ff8NL6 z))1WY_8${V^#2kVGlCh5KV@9iRwd^Br9F&QW`5)~$38HDt-#MQ{z1(d_WGUnaUJ6nq#Q)shUGtCjoa4nwkZ{gN{CAs=LbY(i zf8@u5{BnfYpWAa0f3)XZubc$YU)E1p5_UQPrMl}D5Pv ze@l=F{U<>-fam7_wFKGMnBm*Avau4SBzR8$lQhV&v65RD&;%|n$pYe2Z~#QPXE&qi zruI`6nQC}qe6-j2Xc0{QFxuvcOF2xFm?i(*s}gdJHny2MG(o~e=>sQaVqyN0`QQ5? z68sD%PE)mwf*T!gY(ly!A(r*y!>nO=IV<@a#34g8SN_@6b_|FQYwW$~(T;)nfqMJ; z%WR+uq)`z>4V0#<5}lMHoeAiz6=MSXKKaG18cr_b#rMB2# zcWQ)Ql?A5W>MWRWnq|W?p%JFOyFKmQ?Gji|Rc;qR!s6gv7yZjXe%aobP8L>H7J5cG z9j*swlXGX!nZ!e;Ym?Q7>Y}S9G5W-LF z9!$N1Z0$p{w(Qnyf^6OsssUTrU_lPlh4l%tuyU!a3h|LFs642`R9K2I=As7lYiTRm ze6&c9IO@In{rJU=@SK9ZCPMeKG2S=2o1rf8>j_?uDi}wi*i75t?Wx;1ZS=;Z6WU_JqO+als1SUW*$G`1Ug z^_rdBxEiQ@*2=YQ3=(W8#T^FV)(9jhPppK=Gvdq2O4&eq+BRWDza<$7pQ%RNB401p zqyyoKOaLsGb9^l51fZ-Q;bt}OaolAbkJ zvN6y_C0G;S4doqB1xquE{LC>CGKMVBnU8_gu$=+C>nh-jAAI(MG7!`@)1C7OmBnTU z)uJw8BIuF1-3w$93fuSZ(lw8Q9Z&b0u=d@6JCYv3mJdQ8zNG%tYg=&n7p+|aAWKSIo-1uGTSO!IxWi49a`!F7G&C~4~Y5d*H|fX{3NQ<)>m zTsKUG!3D-!Xp9!In99u7!MSDw!M*>(-dl%Nv9GBhxBspo|KauYm)opW-`R z036(Br`^ct0C|7=!6yo-AdqftTUQVPHD{zHCwRs{wf$PN;gD+B(zS;#TMre`!q-Z* zwDQ1olSGw(Wf{m^zSKUv0GY<=F2Qz>PH!Y+tz*^e3p}qZV8?#PdwCDuHQ~ zWV{IK?}-+!Mo(ieDM!_tpPHfF;^XU^6GOpo%CEW?Q8%FJ;g}zSs=;uiF!@LUr-lkv4VQ{ZR3_D`=M;tpG{5VydL4<=j4epfNSH7eUZ9u5t-WBX72B{F>XVmnNq z=4Z5Z0)ltnP?!1wq5zcf%b*fn$Y1;hc}* zpnP{z#fi*tNOCunOH-_XMB&KgTosit?4xtW5f%2)4}|R}p~7L-4z;&8Y|5ZDPtz}% zzaFTqr+Wd6p67ZJfi|0j+SJDww1| z4FxEb!>=M*(b8AG<>0y#jnGSZH8;X8h0@&$rG=1FKOD_(SqPuj^=&;_Q3$g7y7z$=~Sz>6`b_er9cX(i$e z6I=#Ba;A2}k=`O0dthhO%)uI<3?sH$5~Q%;h^`g`%<9nR4VwhB{!`&b5u#_C5tMav zHioNHisVAjq8RMxg|C{*VS?VB#wf@V?CgNp;p6zgf_PVfSXV(gJX%Rg!YV*oqF+`p zvI0KdZA@7w-2pMzbw*r>3@{Hoes679I_%lJO8rzxIy82TJ<5+nk|gfdV~U~}0zU7` zmp$3FFqWO8_R+F7c*eJ1c!n1`mehQaKQN||&aRncMf8)5Y-tTTQ$(LpR7x-mTnxiz zBbQ*NV06`(P+RNHHT1a+6jmx7?6NHc(pkG63*pZUSKoBxKxY}!tW~2E5)VX*SlHG< z-mSy;ZXK=wm%)Lg7|bqs^JKs#Gq4KkTSuN;4($LlzOR?f>XJccdA{7L6RGeuF`+(W zSt>YZWYi|3VkJw`;Kz?~)v$XcTUjD3+BidK&<;* z-n|BmaCl?XXMyZ`(4JTHeRy6ccp8YBUq4s__2}IE$*mNoS)F@f`@S5eZc}`{rW!p? zpRO}iNNb1V%A4*~mZiXl=vmu3*QSBAYK87wsWkYM8RnXYSx93Oj|kqGR1Jx|XB-#d zc^bUGsh6*y6{b$Su)`OX8rv^i9DF_xGZC~8PJH~)lK6CZyN~%Vb^5x~p+bmK7oOP! z6=@}GNxy!`i6A4bPMMhyw`Mz!J?z#FkGVE|+h9|G8CwD?wQO+wcNpMZgbIgmWG0(S z2V7V!qLYh`EaM#N#yZrY()GavS20@z)Puq#SE7>8UGAW_$F?>w?%#K!uqp+lEp=!7 zj7o*8)3t}zoJoc3$(!Xo*z17bByQt(^lYx(H)q4NJGBsUxcE9Wwt{y!krIoAOZJZg zyM2)X{%vTCi+Q;vQA{y{)Cnr9&O?Quco$-`nfaRqK@opcoCwO$!`g({X-irZwA0?G zcwLk{K}z}?u<)JIvj73hX=H)YwF4wbNlYl7FUq^6l;2^d7CO7uVIg_zk5}I3daA*R z{qdET5~$Gmu8{x3I2G!AIX4-&rNP~;*SZOvG?@L>>qQ$X&*tw?2)uYvyMs_apE>z zy}KAH?G62* zdt5Q57AoUIRD%}QfXm})Gd_K(0rPgE-h&yrgPWf*1x<2jSAh5d;q!dUGDN6z< zhbeVp-HNC4PJK`&MAniXQ&Pl}P(7R1n=NREDSJm^%ZbOKdTquGaibIN-soMPKPLtn zC`EF`A6anpc-;Z>_HxbL%hd?+PG4i3z81rz&yBfC+^KNDdj0(+yUJkWI_~G=AGLw% zW=Eg4jfpU2-Q)Kirgvd#c7&(p#JkWw+s|bkIz~)7|LpdwX{h{2@7yPvQwE|xZO4zD z-2h{xr!B2TAmgJb{|Gyd6O=MidA zoos8!wk`#VXCP1n8e7eFO z{3t~#1Im-4m<3lx^3H-;fS(i%T%%_*53Fb@N~&@J@cat{LY|RMy6IOFA2JnL1(p?Ns^>8x`ihREp_e z48VNWfu7fWFeaQ1la@d2=)gwKl=6WRgmJe6$zR=KjSg4jc#YXf2OpTaKQOHUPWkXL z^5GTmv(9Fw$je$N+9NL~(T~bo`6}VW^(~OtZ1OQ@aX1L2up2GTc>o=IbUv)Slmqhl z^{f5Sp=fwz+=$$lPEb(g*>`wc4ICNr6TY*%1KK$D-?hffJD)R;ZZ8$+qX}q54B*Gb z5IA|4(C3dAbANh)Ie*?V^BuO8#74%kteF{A|Qrx{K5NGm&}lWNF*$fhCdP=pkz*l ziPXU0svdka!79ozs~pnVc`b|ta$!dE*IZ`|NybSBDRtZGsIqA60hHtT?J_)-#M4~^@G>@c}e`QS|HHEK_d2XDQqxNbk$C60!rxk z!OfXRi-99bzno55AeRizW(!R!q-YEdV=qn#IxV@J4zoR=p*01h67r2H|Re`F~xyh4Vo;C!AG zh~B|WhLwp;D-(;rnIcS-gWcM=h^@of@c3%2E>Cj{49nbV-4a^?o3_1bJutrzp6J;6 z?@W6L-y5AShenjbF0(AT>k&8~P2tg8-8~=q{EC1tG_YFg9Hu=FvqM4>TnQtBg?}3TwH}+Metv4Id2LP<#FY8o#;9V zkx>)ZDTchRQw=#>r|Hu_0UMhupWztS>8oA&SB5(oZ2NxzGyX2DB0X#UcYt{u0?cCn z4PX|d0cH|)VQtF-io{vJH?{8jM}V2N9Saa-0bBzAvHd(k_w|s}j6-UK>R(^?GWr7` z<6vHA0cET;zHHJ5kH96+>RR|_WkT^kwnu>RZ(jQ>pppexQE$)3J8v7Y7A3>Q#QeW* z&xQ)Jzj^Jm0A|+b;M*5oQ;Gv$%`xj{>&O$r|FOL)?!N}UqRGYrm{}g>ETD~gI|9S* zY5Y944RZelU^B+In6R;cX_j*8KfXu8j7Xls=M(Z#ew0@}3t;{oz%w-TY1gW7fl&b2 zzXh0w3T5{8JE@NXnArZM0un$2g%Xj&nOUCfFuj3 z{mTq|0uo9;kkPB@6VhM zzx)2_sxcg=_0>o1KeIU->wIMa%&c(;|L$d3oDA1IweM$s)FbAwHlWt5isA2%e`vn& z6ZWyPqX`$M=YDRe}NWpW~v|ALAEmyc1=%XZ1t!Dffah zaGTb&Wt#gkf_0qq+ZO+^J&TyYB3Q8Y2j6$$+Cg0+v}3ML<5iW>3Tpa;*jR)D*0}MP z{eOFjrvQw-r=64dB{j{uKnC)N(16^W{y_CGT;BZ?Wf1zk(u>+<|u%f+5ETt zHgym*+2uP+H#xN7_Hed$klmcrEF1hzg(aYTZE{Ovv_=4q)Gx zEaLnTnY8zhN|;8MgHLkrc^w4YT*`aha$Z)#d0h`t70wQ*4*Y!Pa#K3Y;S@FzW=n!u zspEcH@g+kV|IISziM5b=pwCQqR}}<&-|-|sunO|T+xDzn*#W*>Nqg2WZUCEn!=I}j zqC(L7!%uqzO!g+G^q<+RP8=l*01+7evxT?)CywV1?-Y$ctp&3we>y*scgd~`!l3W>3lngBsraym)p5ZK+3rN@TIo6vx?d(Rbf^+m1RkyHx2u4hqqmLO zPqx9l#VFu$Dg&d2JCcc(_3)4^#E-#(6c;HGMoaXRkTxpaK0yCIo319OBdov=wwAgfIoT`T&)AK8+0sJd(<>E;x7fMC8YjN)QfEdD4o? z!U(Ayk)cb``eurb)yi6L8<9bD&L}2G?)&XW2?Lj zKi9$ffkO&c(8~6^(XC9DrUT<94?AZXy-$#F!!KC#pc2taM55&ud+-O z?9SPEGiviqIKT0bpU%q|IDhZ9SME_HWV}w>wf`6bbms=PPZchP&pJ021opRs_>EKh zi#aR7F4jw{&$Iz33v^F&8gMLDC7zQ7sMSi0qE&(cu$UWeG%TSUbzd11>-3Z)Wkx#T z_EBP{>8TPhQfjs^U)2n8O}Q(p<58KZD~OP65BMoB$sV3j1$R(hco>0dg=ABWOFzpX z?zGM4Ve2}uh%OMd?C%6suU*4c(P6+Va9E-KYBX$W%(&y+5(O!?MD$Z{v^EJpw5q7l(XD>RJ2=?l{w=^&;H{ag$ z0BN<`?I`=eu0IDn(%gImb=%>=hI-q#Ne!T=vSY*fjm)@u)0`>nFc!#>i+rU(!$8TlK*+s-Tz;`^ftBo(A}Q`g@aDOamQy9MuJTFO!)M)o{~mLaf(> zB5=ZTuiOE&qNOaeDxv?p@T|^K3@bn4V6Gln0?pe)uV!%p5vd<$e!7Fx)|WsawMo0GrUmVV&A!CNeyaSL?!IVRt)$b*sAr5>)a_dxO8`7hi$ zMX+i?YmOaS#%{f3xTR)qDMVr7$G+$uuv>HcYSaE?SS5T>g=0G^en`o&A6{Q5DTF$s z2xkB~w9un>kFjtKbYcpM#>8QnC&m)NtzaA(Fm}rJTzFmoyRvh_M3wvIt z@|;=K0@E^sJOWmu5`0?^K1$#T-&t`!blf6Gr%_jsJ-@=+;^kJ;pxNV13oH@ zKctC(j-#x>x~yl_Kr8=SKv36ox~^#zY&s_6dJGjQDk}SnT-(+W@x=%+wSo~FA{QAAHEcWQ5;j(mU?f}uY@hUn+v8cM#9cF zBL%LzJ!lQxwj$$U}NphHQGS(fP1jG~ZfpN~xVdb2UH z(V*4C=zBY;la`{I_h7J4YyQxq1`w~CK4#UdI?&5_|D!3Z1B|cAd*ogmW-b=s|v?!QW5^mil8G6)amPI zx-xT~NYR9(Cl-tn+=)?&uOfbQXwRR^)c}DM;Uxq76icw?TMzmd7Ors|VH^m4)x((@ z=aV(g^+5U$wC+U!jT#Tifwr7O!qk&b%7KC{P`c`PWI|CQSX~j(9()xGM)v9<2YTYb zsiH~eOI00IhI|R&EU1DfSETFTVS68#6uN%Jt1ejkSgmGfatHj#IB~cYnrO>yHEVi2 z$km{aV+unM$!7|r7p&;lk1z#N6H_9a%wE6J1Jw0uQUwH(i2_LAOw69#^5s~B<~+ug?puu&7hCWuw>Yi{ZF1ck#rJ4#WZEG2h;rM3oICPxi%%|h$O zGu=GJ92@ULk;r^L{Rs^)w6sn%cPm=XX6oMDxvU1hOHLQ@%xwYVF=F1fJxG{&VbUje zyb0LI1q-^A_30B$CQ^VI=hzsF_h#mJyw=jkjx@_@E2Ns6^XOMI6t&mE@PMX`&Mgv-I z7!J*hZ?pyFpJDRU_!h_zc$}H`Vbdk9px*0gD_S^HmNA8}gzRpL9bicHHv|qy0%uhZ ztS6i2V><}?4-5GZqjLu}UoQj;l0Uiz=clgT0SJNrw4yelzYUjk#o-l=Qq6~lx#Y>|e`F}mn-)D!9NI3CCxzLokGtwGPR zU8~;}34BF|Q-1C$hr_n!x))SyKrksleMGewmL$Ek)IoppOX3o`My4R*?U|a*p zlRxAVbHa}NJ&$P6{jNltxekfb$3vLY&p90E<2|yP*oc8CJJ8bh^|`4=ANHq!LtE)d z5BoM)>d@CXR;wDO9nY_b&}{;p735L|^6oCO?k=TB4E0wxY%7M17SG=69H|AHXy;#- zsvALO(ig5Xhwg#E$r`n%DUq<~k+rc%Yb?A|kV48!8Q4W_6EH>RfLe-2`ruX$^3Co0V;RT&gdkFaGyLutz& z=5^4cne_uSiec{Uu@ineHo@@1j>V$rY_P1Xcgm|G49&(-Xs?<%agUPNYYXByYM>D7U>R##Pu;dLzD8GVJ(|=%^a>IxN-W~MCS#y;9>slsPxQoaJX`I zocmE6kB`d+Ne?1`S9CAiYZ+Sp>U~W3^1Td%4DX)SxLydgZ-RZ^BY>>9{=spr&EX)s zsO&3mTQK;I32w^F3W4@5-=-{Dhssc`$P518>OrkhFuia!0_q2pZ~p*{PLNi+q0?Cn z9qb<+U6UH&0@9~njhGP$y?YFU4`~pdwexnp$kb*C%i=U)`MVk6Ml!{?9Edg(l452; z$T1OQITV1J1k`l2rW&MV+B2Uvl+hNh+nYe1G)V5P12S+(*R~4esT=nS=ok)OIblT+ zcrK60ak$YEL=?f}Z`WoV`OpM`nm&PDF4sX%Nk1!W@nFN{V7QJd zB#VG@fJ=+#LF3b7%=1i_7J!8H?le`2j@-zY_4Bcp8HYnn3mb z-OVo&ec{N{Rk|~81VeYeak}5M>%d#JEvm*RAC`0t&EFVX27|Zl`1keS!>EgINeS=J zX{&GQnAdqPgA|d-jF~rU5Tt+9v3Y+U4@GDWHlyd+fom9t64O79r<7vS z#()ZS{V9Qoq|w>5V!FQ}5PXliKj@(6AscIem*l(1HNn@0qO}Pb_hIqn6MY9Fa_R-XfSjv&C(}<~Cs4 zEqt1X>l);3KlaiyE*khQwAykSMZsFnnwJ|J@IL;Vy2cHx7bw+CiINwuf>lZ_fp>X2 zfPdA%TP2|;NYhxrQ=ZyQ6MTyp#rJKXojktj((Pf%I4U4Pgq}Ar_dmCFi4p34y9H7i zg}WX@@a1G2v62QcL_!hkP_Lt>y^c-+Im)uWk|Dh0!&)j*011{$MVmG?wLmua!`*Qb z$#A1)vYhxDObyuF%%xv(jXuBG*w_Z^&-*Fm7Qkh3L!Ywp5>VJT^v2>#HE2ltezEsxNe z;r(uIVO>jxAUa^RZ9Ct+u?HlEb9gT6SAdM*&&l_E?n5t+^itnVh2U*powoW$KJ3^Z z{8DFSJ6wDBD533MFhsAJn)ER#3MMYv^=^7YBpmT=%Xpq&3A5WY@8rBiho*@caSKqV zxY5t-Bmcv8nEKPD=bTd!99gx`Zo&L|Ao+Ze@k~7m2`}X&p^saKCi2afpzBmF<_zJ= zfq7l~e@8%&n!>UB{}B+dqp(xm<$C|=W?!ilVM(wfaz*~1ML=KyXDlER|Fm%Ndo?2F&aFqa z>e_??wIS;tJ%T;Eno_v4l=&>+Se*41YTbt;lJUG_YZs0Ri)M@J{8tM3+JoR9uDEa% z0L9L>9KS*P4*~*;r8ag1>ll-c$ZfM&Kd>a{#ycq z%Qe5B`6hy+!n)ZQg*%Hl!2%eqNAzXE+)_{+HXocy(~*k2%_-0my&3eS2&z zhpW)?Q3`2xW_uQKVJg+%{^Os%SwZQ5a?#h7do@N|fHT{(&NmkEh6PAdpM-b%UK4hI z4wY3IO+fjV`#*HMcTsnf!l?es_Aj@e9;MwLwBVl=)-1vRtKYNw5$?b9VI?2fqh*h!pJ%K=d-4FiB;o76xpY=<#`Wp+lXZ2_NyO(5s4Scd1F|A$wUo4=R z5BOdGbGv-mI7(K2)c3Q-&EIYBp0r4uH*3!5{=#XrsYgTU~+@1FqIh1MKd_K)BHyY1CO;<~I}E*(97F#G>c0KD*@0K5sd(f>67 zUTL4_t68YPbP{Ku_p&-0TrSz}ZeH663GXlE71-6lno4fI7ZW=mqUwu`g*Pg%-^m3( z_=H)9i-V?n$d!ZG(YXVCt!41qywu5dqzxYJ2=TdhCk2|?R#k*dOM)?+3(B1@C4oq| zH2XpCD)_*YFj;<94YbQf%(i1Mhnjgo3({j-V2q;9$o-?W5b(25px&neM4zW0GY+;O zBxaEdS{C0ke|0Jx2xn@MB+i`1Mc;yur4~n`w})Je35&Y%=f21^gYkL!e5ak6P`8|C zURqrPy#MZB`)i~M_TN~SscO{;`7V1p9-yUF^6s#*TD}TMA|uJyRKTb2>|56!E(X3+ z#6VSEJFr#q;w?=IGK}N94_PEZXYW$i*~Ljv5n~`d?q)T-xM{%UEK>tc59Tx})RlnT zCf|rlXbIOZ6%@bGq6)euC48vEf-wcqUd0SzQh51FjRxF~6SU$|cP7o)w=idvBlh$} zGjlbum}#Hme56NfIyjJtZ)+Ms2@_DJU&7BPsm*z9;F?5+JXOM~^2y>0}T+2OZOUMU0H zzF}#9RE|_X?3l3(6{j834g_7*YGH2FO$mi`v$^SJs>H|T3qCC0v5d}g@)2gTp3LaN zMv)y|@IVKEV6_LIE}#PL9SYKY@5X`xRlu!=K#8?!xo@#BOX56h+MtJu=qiWZDyR3T zoUVhtByps#63E1z4W*S3utqdzV6Y8tYHuAs%k~bijoEjkac>A%=vY?!T#f)ef_uJB z3TD*o5aOlQCRt;Q99r?E$04U4pN(l@BN#OYucw$1o5%S*bU??95fTu3nGBQxKpqknRun9L@T3}QKAS&^ zxls)b&E!%Hc87L<;NwMw@t1j=eyAv#7B}|%3YQG9d3kxxqG@%IvZeb~+PQp)QWwuJ zmPv-FMBUYLW79xDzxqw&vtn5KbA<5GE(EIqm^>Y`Bwg-Z(JGTiEA~@6V$K|@gRhEY zsB#5e2+nNz~n2e|8qyw|aJ(xS~uH>+M1MKWx z(zgg+rI*-FU4l(GW%*Pc;1EdM@L2v7`ZL;~*HUq?&APHvZ4H3THmiwll5^nuL6OxcB*s3-{L*ON)T4>fXR#j_M* zd&abDh9m?3rz{I&vrcgT!r7#j9}dnH3#T4>5e4^Zr47%!MZvVrkh7(R<nW03 z3cL4?>(i+zf=KDvXTL3}hujA{D%G0MS!3k+*BM^bz)4!j)|nBvu{;>qp+Qhl+Y#DK zwx|Ss{v0-^*Wc{vth7(M#27LHGO!VL$WK)L+>V*fN&Y#1GZbse$ZpWBcHB z<*~Pw$I4*k)e{C+PZU7R=cj8nJS>N4%B$ZxZb*Sg20T984?3XCAYXOO=}0K~?0QH< zJ{m44E?QOaHVRZ;CL28ODus+TidnlAHv&0nM|cKwQ$TeND+QuR#N%{0soHSb}b+jZFJgG5zhD0pZUSJlp(#;3F3HwQoSp6Pq`78n?VnDkjPf~)j6s~;ZH8~=I*2|wsOAvGz zIr(aA>ZD%K)p;ZGp|AiFl}%GWAu;eUNyt++Cyr5;{Tc)X2yS7KGiqhMY4S zi%MbM^DX^5(BZ^uY22{Yo+@zSk^p~UiGdG(srH=P{RyG6J8Oe7h;WY^11ER&|)iM zn^}g;hOL@Jgx8PpZ8Nn9tSVz^S(=~{B#bPXNDU{V1_LE{&zle~`lM$ITCP%z#hgC? zYahKcOQaKVWvjqImnIlK&=sk%$g)r-Q%)@;; ztzgQfx1|#amU;p={0&dlLI>q=VMRETyc&K@qJ%7%e`i_dvlR1|bo=Bmjs_`aM91?U z{(y1K;AZ8yJUH+HO`BOe*uT627=ZjmsCzh8bZbL$3t0 zH6K5JTZGO`8$NFlxr_5k9dd#Y3Cc=hPjB@Fqw_>t^4-m$V8o#~wti~`_%(k%lBQM) zTR$gcRjw<9`Of-n=EW_js4sDrLVvHqz~k-)f!bdpK6q=6h^O#=OjFH6*FF^(W; z`Au4bbX(ACF-Q9KC1yk-lL2W%SpwXGB%F71py-FUZO_d<}j0`vLf_>Y`r3TWr zzs%VFvISJhM3BkVu$L5+%HD$Y2j252-|7YTNhFon07G{MN0S-UXTBMaivgT>$C7Pi2R>h|F3_FM=%_hVCT7Agia+CTQ;d`dj| zO`BVM8-zBm)AyRx00S#5OS~VIL#Rz;yl5jTc(u|$B;h=@Wcg&B4R70kTjsN9ym2~6 zn{+=t{U{ZTvr45m&QAj`71_BWm?>&*f55E(fwfb&mrOd?Sqp64yvA?q+d+AmTdyZN z08A~IAF{Z!iEf|wR>a})ucXt0GzsaK_6LbYT67dhsWff*Jz_zm1=Tq&$NolH;XhhU zxXgH6n2UF0*;{tjf55ip__{_Z*Mb*IFtj8N- z+nd3BOzn0xp)#lu%!%aI=!SiJT=TA&);UO3c83pc7Z{I+8$!L>GXQ z?ttZN$7WchcPC4=uMSjvmN`GJ>jXLKzP1sB_lc)X$|?r2^H)FVa23-1Vlfgre2+HN zA@Qoh`pdCkGC{J$NFnBp2eJ^`vXuEP}pIl4`rkE8xc`g?HK*2~@XZ zfk8}a2gHA5^NA{N0$*Z!?J1J0YRtSqmY#oRGuPXECUf+f zF>!O^t2@@{pf;X8%HmRK9)w4bjQ2(urzp5)Y)K6qT1R%oR``^-vU+`18C>|V!vDjH zTG-I9x4ihJEhI)f$OD}f$s4(5av1KsBD@5io*#<7qle6rtt6T6B`qt|IMv| zYdn}G8j&r?jZQC`Asqtu(E7Zsb1!G*okpl8LYg?F8({eZ>Fo*wjN^ol72`Oe$wW=y zc|=(O&7s$rS-zcQ>V9%&{%%G*N52VM#Xg9(uZXe7NSJQMf_W?^tg9oj<$=w+v(jPc z@HVonX=E8%c5l6Rb1P=ro**6BzgNRt6`y?Vj#8My-n_)-Fe zq982(?BhhID45PWo-YpDdzC`*fmkH&Tjz-0nEnVIT#~fH4!rJz^wW*oxOO3-DW>(C zjcgN8O6&$^ytdV#vpU688Nf}7p5J_B&4-vwGZE)A7@j2Ol2ojz% z4nYefmIj`h(G7JLWXO6o7#3R?6=U6kU*<4Us%s(nW9GP}hf1NpQCZjSYbR9l91Z21 z6bX-=A}&v@i-NNes<1dP3Kmy}q^G;rgP6l&-SOzmqDJ^^yWms{%eTlb=M;Mc#E5`W zC@Oy~&sKIipraHUxp-MJ{Y#youO~|x2Q*2#eWqE^MCw(HLqo<2Lfs?2rAww4^eIb` zdf3?LwRECuBg`*qc-3;c9rE^G65_OKfGw%I_-KIC<&J`JMR_3plFX#4g7Gf>_Ib`_ zAU-kqh57sjxO7j}aAsy0a2ZW)ijIu}DT%A>`O~8yb8(nU&?G!xt{y4rOD+WW{<1Yj z7cs-v_kI^gK_|S=nB-f@*8~D3TTG*KYv_5St`$Mw?`ty0#W)*OF@#;hihjMsnZ6II zGWp*Di03@y6#pN9h#iSl#AdDk4j^(PfH>>F0f@6001;6;*0wC*jRk1n$N&EV5LtzA z77&QrQwqQqjeh_T@eSm{0uWgM3Jb`j|0+dzP4X4dZPFmr=ogrOR}t(+os@!;1t7Ba zn*}7|8!3z7_K`Nfo)8T}`mfu2EhpHWnyBqr?`Hu)tltCQzVQA)CAduu@HcePASC~~ zJsW9pOrFfd9{?f?KxF|M)Z6n>K^w4kP+nDqnE4;u18#4Mub8v300R~f$J!tKqcfj( zF4Q(px;R5zaTEZ<0uWihHw!pn0eQH6cvkmCX#d*KDJ8RzVEsPyZp^p-eqx4ACvZJ;m; zKw;UBkW0iP@&@Gt#;=P-X5$mUHGQf*l}N&(Jl%-`+5%jf&$ z-v#IVBLKw$9$DwjU)pKJXjVRiR!leu!AnOec>nG98{1rG+ZnWI^zYAn01J3zjXQri zPn>s%-U0X6gBd@{6-V_y*6;MY;~(NxsJ*>w!Ds>i^ZmcuK2*ZBL84UdANQXHJPI?P z$9hgZ&9@`m4w+x%&|f)f{9xYxTLJ^y(6o@*BZ{NXU*-cum^BL^X8n%z%Th$s2I;n{ zafbin{&TuGyQ{}w<>>Q|`CgXtT#R|n8VB*I^Id^@aKHF!%&TF3&E&tyE$hG~O%U|sOp99FZnuAq} z7tR02^Y@i!tEL2A_N1PWan2!pcJ1 zEYGvmaQo(&@%303dDnVrU*4iB;Aq^o#oD|aW}mG0sr4!cr6v3~C7dha=oEvjY|J+9 z+wMNzIXxNpu8f$9`o_bsN~FwD&O}%|E5R zfv4gDCI#%ZP-Egk=zOh*r;O#}#OJxi7i!drChkhjb31_`4IvMUND_s+jinTnEr{2f z(F;<>kq9FlB6UoOmMIkn;)WZ+?%ZMTqs>|HpxCpm5CMu0`N1P=(Skc|YQEXE)vZu5 z*xA#4rUF7wpYJa|h)RZwyp?N^0s8Vz>f5L4sL+^|J@XS5%95(MmzWmCgRF>jr(sYy ztTMa2uHt4SYz=pUaR{)8oRZ?p!i?MF0W1 z_=+i!>T_JRK&%Po7zN521!h83v#ICaJ?u${{6* zT*}~iJ^#T^j;QzsZ==q_Qkb)9dWrxlALXv{MzEL00~eoXvcQ%w(CydHD;q*9>`yzm zgaV7rE*o=V_$@9A9q9F26Jk};dX2|yjhN*|A^@0~rZ`SI9sAo0y+Ywy zy(&0dQGKiHdov92ELm>lP>RfBl?J2T2o!zVYc(uXgqF$UPo<101(p1eNfnQq;9XQf zZj@O(n8%!PjqnMFnE0glZ3rL@P7qL(2rdDi{Kk9Yt~Fq1u=eAo-9@lHr&*{56~XaW zww>c1gT##bjXe8f>tWu}@^?XQ<^+LyzCtau4kK@~y$E8YhpdQ*6O<9a33CGFWT+`~ zASmUzy(#grJ8qZ5>IT^E;a%9!k_o@^_r1Sdj5p4^5;rO!BUgh&kn>t#)sFpNge8kW zXoIQ12GbIFGq-i*^*FS?J(Z9-c1{`0+&QJUC#(t9XnfPiFHe9glh?g6h(s$$9pRHA z$x$FA*j$*ORtYjiTz3nd1v^V zVZ){_g(YaUsrY&Fo?i=FfxTjiVJ2GCQkmXv&7fo#z0@wc1Qh-KTnZl)!x2f2=RdMb zAo8*{ug|+8cpZ?Oyg#=Qd|q~~Uvx4JEW1iJiLJc_BFnE%wZ3v2-dtiIm!N}y;J1u+ zNr@VG>Qm+Tq`ef1ig(9$+^Rz+z0J@4809c!+Xs~$KJ}nQA@Sw}g=^QV5q{EGnldE* zP|Q$H@$b#)=kpzD#yMu>F0QzOCZsJeNO|Jr0Tprip%LbJJR4D$sRNf6yT2XxYldTP zPfoZ!DS}(455=B7R0h&__U<6is@(C|1vF7CfrGCsGPqYZK}YWrJIym0;9|AU)+#&* zw(}WgUZ{wGr>h;WZO$u&Y(=5g5{? zJtQ!Y3gHBEg3B&xtX+~ClYtFP!CQQI3A(u{qDcDIcOn*y)n%;OZjQ=g>ge;{1 zLLi?)T+u@K>+@S-o)yr)OtJjFW+@bq1$-A&Xs!5#k9^p_a~wWOAzwM%$R0DF&!oLM z*DqfMA)KYHGch{k)kk5G$HUiQby(G$<4-Sx*OZU9#iXx5%_W&{4HFB%jo9a|b)g(B za|x$tll!3kUia({eYEJilE2mzYT@YN*u9SXYG{kf0+zx=jff)^{S#Q3c4G8##V`sJ zOFQQHOo__I<@<-Ww1FjAPmRe%=K>pNZ&bq6`acm~IHiWRP@K~NI;rP%Q_mNJC}{|3 z+6*VCFvfC-MZ>{sO0B?S(=Bk%xC;u5{3CV6Pl4+_ktK}*{xC-?dAYOdc`y`8GS>cC z3Q~{K+}a+uz?b8K31c=S!UGj`wWjh8P}DGtud%8_Kr<}rsU7YQxulyg`>94-4`ReM z^}3}P-7c7^Otnuw3piR$Bp9fxR<0^#3h}96GQ4Ap#rI0k@(AO&hS`-XNelVPRtPru z5Nhz@KJ=3rw4V8Bk=h+_<8nUebbKz^$zK9eT3faap(Um&_rhy=;^APOzSd@G@D*6S zRBrxqkE>u%tH)<|I1diqmtuQZUkKK2jdqC$7#E!~xH%$@R+gKV-qkSJspFmXcL&lc!vF;n;VLm+zI$jz@f-@2wB3XigY=z6SYwN zQ`;mcydV4r9hc>3B!Rwp(cBf@elXK*hx!$VAkhC(^;Yq9I^5W-<)QsOANH`@+}oXy z1?xsEt_)o0hpftY@k3Z(mQz0NyG)dEbP#3~KDSxCVU}WsIe!9~{^rFH7UT^Gj!dl^ z!$>5WO7j1_AHvdl%H$vRQ@~&y1L!rw#h>jLezw;^8k3cs&~AG6!h;^zglEtG3)*@;SSx_xHT{jQl&00lCZx0V(} z(ZHEOivi3IB`=Rw+3*_mSvf-uut?^?{1~Ac__z*JBObIvrBiB@z^qzONNkW#Y^VUX z#jWO2D{DYzzu3vCR`m$j`mbwlZU+v|7v^!hv*66R_fm_tWP-l2$dU2Uncy}yHGmg+ z)6FiiNCmQItL(6EHpELY1QY2;8Q>`4YShz$f>XqR16el&Y3$r=O$$MR*b}nl)$7wk0#lr)sQ0c=#XFt0?=PSk2s=IZRF*+ zqt)p6ut=coO~QwIS~(tUMFV*!fj}0be*ag3X`eZal9q8m*l5oX&P<6o2H@|Z2oHJi zo?^^3!%g*-8&?0S11d@g9Z^nD67Cux0~l&Qp|b=9$kajpl3haaiM24Yrf%+Z^DY>g zQ{WqCmJ6+l52NaAbHH})?4lr+DfC_d$q5Z!eeH9n=onlyxI?K zpt#BU*Uep+?QXt6TNVkY)cowYH3NWa(7@0imbY`5{kNglBWvk3n;9{eazJPWS?ryp zg>N1ya72fKsad@5pQ1z4B{C8WGsKtV56;U+#q$)IwbNu!Y3+~jq>_3aEOBi|jc^0_ z@kF^jHtd2M_9K_yhvtL#yv?7MzrPRGTpF*oZhQa<*FP@~z(|Z&yOu>>-d_%TN*ud3 zVYEhct#A9OW!+#qP3)!EF^t@Jzh1vcrJf$Ir&!YSofGQJyoa&CZe{>51pMgCTV}k* z>uaU2_p~02j95+epFHS5I!Ss<3*^=;T~_E?PdgFBb%G!nVSXH)MJ6^#OhhI01}ZWK zBU=~;gnhvS;(nL~|E%=-2^lAlSnZo-wOF8z1_~edf+t1TegL1WkAAd1S`B3kp;311 z?C*oi`{3SlDekK}J@A8P6GZqVLr0c5`!tUpdpxlYc;6lf&|88^ z_Ul_ed_adXiSasL9+@>lJ{9U+4sP8Na^5*L^!)k+b3MJr0F&ta#6~T$^m?H+z4l_x zp9`i$_|BV?l|x(Mb*7x&#G^TI*ZaWF{C$n^ShPguB7T4Nk7cJSCiOtx?G4k}a_Zsx zu@18~G_2eeAG-e8wlb)?`2DH%ribt(J|yj(NEcLn+UMn5k_IU!xJvlPro*^Yo?$M| zbO_~hl}1m^qtSb10$S`j@y?6l*4~eHK>@7 z7GvmGhr?SyZx8IhBz*XiFcQs`4_;C}_z=7)0tRN-b8DsaiWPuG*LjW~X&rEibi@~l zfS%2tQ-yd!KufOTWr%1fI6kfM8ixcf)t~8;CJEL-mD@A5zWh3@Q+OOWq}K^CKKrYu zV#Jp3q95})C7a+QCSw@Pw4m>!b2Nz!9vZK!xNUFN z8>~+^jADIp?V(XIMtJ?^aq0om8uzNKXAC1tqX^vtZ z-uEkQnfk7Es0?0WK=~tdYMGL@cGm_ucXRYEc4@!tl66v4TLzE5oKgILF^ zTaHz|aDl29^}q-Qg3U!oAeN($;vu*0>j8t{chPLx-8OXUyx4f*wtfoyJozQ{@U#>V zPAgM?B8BJ8?G~eo2~FT1q%zg)6FM7u9Q71JLhv<>@3Nmm>VaE`tHlF}YPn>+;D!b9 zmK+COYtYxt+pO`LaZKZ9?kBc5GJn@4$iSTcMquJ%2u%45feG15|3P3n&JdUs7y{E& zhQPGt9|%nR|3F}x{x<^CQii}JMJ7ogf$0W$K}7;nFIj*37X+rAt3QePb@agw%2Kf! zlBfX=og^%$nYv)qCUt$j)&b(Sj^~!}W5h(#IDAxsfZdDR-6&YAc1t3{g(~0<7rPDT zPzP|YGE*Cw6AL>E+}E5*N`U{5z4wmC>i_@86%|sn2bD@1GznRc6G^CSO+rOWq!LXk ziKe0=vy6;nWXs;$WzWze+CwV(JsFud=fCgob8gqI)45#dy3Tx_=ksx2 zD=CMh2)NZJFPQ9I1H*!{-6S_5A% z8PXLXzMMBwq^TD8NrOx8LYUI<>RHg^OqfY!b7B87H7R64LM}-4FY_&XPz`biqZcPC zU4gbSmOt}*FGHQd@XJnyS0L+r^0JS*1(0&yb4OZw2}Ccc8a6PY0`5lpls$Uh2G><` z_LrS$0Q-TOyj1n+G0Ahz-KYz8SCWW<-Z6_ED`B1L><%WmDqFe zu@*e%ypdpuBJ|fRC%6~_)9(ljc8Y$5Hr8T80OWroFtJ1+a^v)6k3r``N$(If%^?6j z>wxgP-)}s@eQTb;Py)!GMlfhg>?=LhOAI;wYy`tU2~6yH!0lg_=jsFVjXtHR8Lt>h zz+xg8ez*PFt3IU2C@&qVU}qv2ez(5cL*7Tc+LA+$zkoPJfMW?)Eb)LP0@CLh9XMK? zif{4|#BBNv`d>uEhA|NgEMbPdZ~k`u+n5uUW7e$_JEctg{kp`S3KPM=693rii@gr< zheYjH#e>ZCUw)S+$_$AR;rhb}hSV9#{*j4Gh7dT|wudD?u|y#DKE~e<@S29p9Y3Hh%l@DmOx@>Vi&lhO=Rf#W4_>b=f78a zcip74IYX}BKmC2TQ`%WP=n422VivB-OZ@5j^M@x~Z@aN}2!ZKO*VpcyD0{I^?qAnu ziBBvM=`YuhX{6v2Fdx6SQ+4vnp$;<42K?^$H69#4ZKs^0|+u6?=0zpnpp1fKuLBN!Z2u3pj- zK+EpCves>B$>0&TlTR248hS~??sEl~qZ01$`d_;+8#vQ%TP+r_#cr>8yBG-w=6XfV z8cC?MIrl+h7iJ1yx_I!S^3_Jn4m1`M(2oQ@|8HK(Zz7>T|NYp8myrorz1#UQDTgX;XdT zc9<7{RJ@0X*_ArX`mK(C(_9I`0m&I>pL6KKU!y+phD7X<@RCAVaTAOZU=|Hk(~JIK$VPabIpem5=bx2gf?_t@i|)n z`KaH(SXZbtdwJq4X8*n_dYr8)69SC|k9~cRP_cQ>{MQeVAVRc0{n6E$5Bw>Q?4`I0 zA$-}7$t6FN(b_-Qt?*G541a+R<^9zlHul=G%lFFY0_g@lx`5y%Pf)kvx7GCAQJ9{; zXDs^cx6#WT@lt3`m{6ZfO%_@%!QnEv$cL3jWMQ zCkwK`x5se90?xoW!F7H=@RTeI^1Iv=pvIsDO* zOGRiUANr>2U?uP+-B&XCQ3NfnLaPgM>){7%zIAqDCGgL`)veo&g*tLlFdzoW`6UKm zxDNDo+lbP0Q>FmN!xXUZXcAH-?az2oVOh2FBEDi^^osiZ>AV~Wczvq$NcVUZEFYg;}aMPD^EtJ9Hm5&I-~{ z;J*W#0}bQ1Re3|>K%f0i#X?y9ij#9@SQTiQxkse66vDLyGv5vKXoNbMR3B4R?9a`a zy1#8y4b+i_21oUY>B2bORU}4|6I$L<&M7XlXhIU6kC0%TUTkNGN^6Ky{4r;iT2+Cj zYWXRZ$3Yxc~Vr|Fy4$Mk**)@vGKOGfhWCX?}UHU%pT17`;n5Zzz)0lxOV^Qk0 zjb8qwN1WN_U-oSfm6<+d=z9zRWr>g3=q;T^i~UOJLd%IZpduX6n$Y<`;e`W*`9MX6 zA|Yb`+w=Dh31>pL)IJHvsVyL^vH7Q2To63oRJc9zt1kqP);cIPJ^)C)_mnwUaEJcw zzR_hsc<#M7rL7dacpyuBupYXe&$<$%RSK&NI;e8n0f^f;}p9q*R1=3y;uYXkoom2*Q83WLvg9k}8dyft&36>`kP?_t9`r9jC zvVg+t+w$N6mHk``3%DqY8`!6DAhKjuASj>R^uq)KK&D&sMSxQlq)3i^>$sy7RCMp0 zy0p6-+?>uQ)S7of<%#XCr7BHu>!y2fYh(=#FswJA&qu!^ef+CcnEjdc_x*X#6tD?x z=I;%3LDC`?x~cuCg!d)KGa~yCa3U)aQk_60et2U6u)rQ)sBEO#H?*WA4Mz^A0RPN6 z2d~e63VsiD6L}YfftY+|n+)eJLilm*5t>f3sVe`*U8&4i3ab8r^6?#UNdfYy@#i;aLFns!BDgN~mfRo9D$ay0jn*> ztJlMu4E|RqO9J5CB)^d}`h4K$=r_urKlnoOwNKExbQ;>xS@w8t7FKi;T^$1~S?6mWUy-1qF;5o8<{okUP^^hPiKM)0WCJ@OerC zE9-VJS)4jV5he)pS)<~XOj-!ef@t&`8UKg_MklmP%^y`lI2mCtR13bKAuBX{dyTF{k?WXkdG+p92(?6gcy;C5&YJ!MT76QyOn|cGw%E4&tVhrDDhwqFf ze#v3JU1Jc~6;fY+Vh%T2h2~0*{N_;sV}sV-wc7p^n)MbR5n1mGZ@AB^imTrPlL!TC z_oP6uadmD!##;i5qCQWO!@{oM$&ukc_pw0FLwVl9^nD+@xoxUJ`ElBKGbDJ@5kH1R zJGmcb@=U)#mf4Tl3_#3SdLv-ZMNQg-zWdXpdrtMh^KJB7@7rl`MXFrx+2v}GxL!AW z@8U`jRR3fnE!YgbT~;AgLL7L4Ki^8O zh=UB1g)gP;6JbkVtp3{81W0t>u=lZlCA@QqJo}xy6h@7>yzO;MIRqLlna{Pd8AMZk zvV{}NfqRyk(bZcVunWR0kV!_w&n@NtFMcZ0?VExkarZ!Mk@#J4Ci;g3gm(}f=LD6% znQ9Y}FFPb}p%cYMhiRv5HfF$dnaMBLan(Yr<%-6K;}8&D&=~KE0Qc&fV@6kbSA)@; zoCiYhF$!zeb<>M|#Za%b@7lomayXpyT5WMvE5!U+@g@Cqp@Lcr^@~Q&MzB`B)f4WtE;ge4Yc3-+fwIZd;0uQ7^_c-6@Ccv~)NBfo8bu%76U@ zMy9ozEtXG7<^UCqA#X^OlihiA?2#rJBf?BSJ5!v#{|y)d!gJ>NGgX@)>3lBR>tO5E z7n`rXNJ6I`>8&F_R)L9v6j6m1_1~L1O;;DS!o+!|ERNuML5>+n=pDkroc`C&g(U92E|ii*npPBfw`p$4-50 zTnVggvGD6yRs;p(+x5mgLW|`y4?~-4iviTe`g&zofvoLZSzA>@;ux8bFkg{)?QGKJ zY_f`WPO=jxC<7>c1H#R>!PU2c*&jlO;4u5sUbN3)C(nJ@N<}af!okdrnEb*#sI%`D zUw*L_`yu314VCvKi}3~KR3u9>6q`G0_xqN^GVU=Bjz?O+LTGxGszC&#)c?9SyZaFw zSBVk3x$qHu^*`SxhJf0j5vw23!+o6$i> zpBw;vXeDdXI8{Q_;Oj?&uS+lr;yY57IpBE06ivO$;Z*F3D{3aKa5?;`uhY!?u;ltU z&6|#)Fin2qnkk$RaEbritm|9{Yjdj~`DvGeb{B7mKv^C%-kLO7qr4SbzGk-eOhRGD z)JmPt3LK!WFWevMx-(KBsORe$IfB{@Vjew5BV=m1izV>r5IZqZJW;tBl1RWZ6&-op z)n__9$8pX+l3`T~4=D${R@k$boEqVa$vb>u|9+(c2?@jfxbB^)v(Q;m_KJl^c_*k% zxZlt>EF3PqzcOswnh@CF=456)5+kTI{dTXJRSE9t8Ap<0DnO&XalUnNL?8O|Y845R%p?(a%#f@};()b%a5J57i%=#O{v>bi#wXt4qp( ze{YQ99O*pRv-5zNOW-wVkH4+7*yRowXLZ|WFTM@$Ws;XWZ9)QZ>6IN*&SipVcu~-= zy;(@u?g)Oep&lN5EW7!{sSNBtywsM#=t1f{=or%dn?_~2j?l=Ae;k?qH5WsWk7mw~ zC`Oz`PF>J}^_4{=f5#RHmPj9sEvbVAc4P)n6&-1`0Remml0jYq6DR^)K2Ql6?O3l# z;@28uoCDUcLk_+Use^Np`KLroQz7(iHm^xr475VCq1c@`*xtDEjsu==kJC2~>)~@~ zhl7v4BVQprlhshMUs?yh<_OICT388^n|361k^N!vLONX|86?pu|XYU{RL}dNGVc6C*>J_HCsi zJzh{_2?(>9`-wS!UOVXJNIk-BfkBzknQ90)OWqLKpcFaNNHC%v+#eq_jB=?07joP& z0tGZNnHyAJltcK9MPWA<6~RdAd0Glvx1GTjt^kBH1&<3h)j@2*w%9Q$@gQ5bUnt!s z9CbhRs&clBBoGU7+7Z4cteYZtzt!y>iIUtm99G$S_U3vwj zC98q-v;5|*Pf!t(hnUE=*(!|V$ZW;|hN`qxx1|ympB6SAyfqpJEK*3wtVthfr{k1;(YX$IQ_^!!sL#trIY1`SaEiz&6nWAB} zc%AB+eETG36Afc0xI2n14}ho#KHS_2_u<%y^TF$o7`=e!m&(>T=q#gYvT}@83_N}N zc(=1!HawG=*e;rm{X^)TY39ukE|I|BN)-l~NWD+0^nK4pWMt~m`>~60jI+}vR+}$Y zbLp=8&+$I%kd1((rB4Qyw}FVC>~Iw1v)x~soGvMURAZZclN7nBLNdbcb;g@hljwDi|YUsQp^ z_t#cAJ1e2sva!BMs}*YM-fyz}5CbzSdbviW*8r7Rc+`*}WeB72c}mT62*$BTjGl80 z7zaEP=6&7&8394=&_0F#B_Lo^%z}9A{GSAbk^hYd2G)s#YT@aBY~IXH{8s`3`#F|? zzykUI1Yl=&duSyUtRh6%6{xx5e+UfR%=;{G$$k&Mor%R{;13NrCbUFuC;(k@^^XV$ zZbgpkc-xi@0T3$#|7`tL}di{3z98q1G^=l2G#(W_)LyG>eMKl1<&%Dn9;Qu`TpU11rmO8m+ zXoSWxdVQ9Fzyj&)c2HmIs6>p&i@3B4z4V4$KMVnZC0wus7#7gR^(#v;Jgw92z?d~% z(nBI7xc-oUz;*q=^@YFWh8+K4{~#c+M1sHEN2Z<25+G*ByMrFT77ihRumps^oI2{i z|2%(ryBiEHjhr|1`eO(Pzgu6S=iZEIo)SaP{~r<%w3UK+FJ=!VkT9p6izOhi$DJio z(0`vz%vV<3w|cY2zY-9BxBY(RtJmf36aQBN#P8N$dg@3}N7MQt$B*59mN>xz-z<@Y z`a9mg3L?!%G*i`v5IER2m)&1>J@$UW_1n{Ngx)_kG(+pH`Vat}UH^C6KmYoZsr5qe zf4%?3{+b%Ar|Aqm|I7jS?eDM9>pC8@d`N@`dq4gg0RR7Z1OwSy4(O|c3?LD-B)E}U z)cX7&2i)o&7Jpe*4l!HXre@_fK&PKVx?xxujCQf%b+IXgCtP06KlT>G@C^?;j^yS* zd9+FKnP41fsV_5V--?D&vkgAKZ+if;{9Z;s_`<-+EtTJIOc_*+)fuO5jD-!cH&>U5 z<-^8>UEim?s{yr!n@Mk$q9Ql5S}+lni}V24fS|I{uy7kqcA)n$fGF1-+B$KvA)|~l zp_eUi05HKb)cI`#s4S~`TC^`29OArXBhUe2C1ZJ;NCLb`jbQa_F22g3HAY8yYGN*+ zMhy4A5MB)CE)~9%0#}t>JPs1|uv9o`Fud_0s9k$Dfu9J44JOM2CY*f$%5^qga(a~@ z6!U9>5IQCJ&YyYvyg)uA*yn|;=SM*4tF)pZ7Qn*<7AXlJlQ-`MN~2KWH{4eSp&3Pj zwyu_=0gsDfOoo{eT@YAl$|&Y_iOD$J3@NXNcq%h40ct3P5(4@Z6TBP_Q5Atk(9|NQ z3g}<_^yA{Em@!K!lyYDr|GIBQ&Y7_1QiRdBGnhGtdLCUY0Q6~@IPBW=2w=U4PBbS9 zj*YRH=`*(mR?qKyr)P)OneAf1o>TMT@r=*1=Smu3ti`jXb2UrB@W4Q*{%6d1d(vMWQiUOAb;4uSAHM zK$a4#;8&XMz4g+iFh^JIVj>PeotCPeUWx_dK*LJQptMrh9uzle{Iycp5}p2InQ94G zjtx0IV|oKPP93wDUm^%rj;Qm9d=d^3qviZdLc-vY+ciDw?m{S87#y?@2Qt#u$~BIV z55JNhT3_B$1&@A=-+er~1o+y{HD5!kNHY0;%5;4q3+W4jClv`Yh(RJ=m7pSG=g*|A z<5TtN=moUIr|P11`UDoAFoe1emAj;NCJ|`I4GwI(aq7epynm@oYjl=b_ELZ8OUza! z6M?5*s{|^60SDA4)Lv>$a4CXlN86I4LXGgXW=s5AyKvZCWjL_&Q8e(4IK67UNHpj< zAH-BfECA2;Nap!o16QLBd$?^2VQ@mo{_b<7@YGvR@2C?huFQS7vR*Nf62s9!f}G+Q zf<&nbeZ4t~(DNi_0KIuTy^IkcR?%&ILR%S&S=}UfNddeV;ep2F8jZyu8f}YEL_KH@ zv&L63@Mr5=FG#_x*g6+1d15=4^`ax6uN>xoF!BA0R_%%R#2QB|^8h4fhFjIjrBl&SXQ1lKotu(5pfTyf;j=0Q zG=ZhjfS_*QCrWe#!vZzBP;0>uJ~Ek1U@2qz{g?WLiO$*)2{`br=^MUX%<>8RJngh% z30hDua-XESjHm?DNy`qz={Lbb=S!oGufXhIJAq#hiwfbs=;D)dr;FhG36=cusl~vv z?{?`(y+*kAec>9N?QxJFT0G^feKa^Mz0@KwG6uH#+zZ#iLc@iXGM(e2%3#sm>4Ixx zN?^2&PEgv$MiBZj>eZ{7N+=T4ka_%-17>+IKWJ7XfSWK~QC(D#xZtnbY3ZR%jNVeH zGC6h*@j*)S=Vi214V8V;y}{aqzy-L!1_@L5NzE@RxF`TI6EaBr10ymV=JS{J&EtTq z`{fBmQ=1{}!1HCwi_r2^qR;iGB4*tVzgpogi;4tomBle(MKI;XQroQhX1JfAx32j@ z5{%)Fk8_Mp0Cyc9iA7@*;nAJh#avUdfUbI@&}una|BAH>-8fMW^4Wfi5il>a>--=n$}S zarjvcn=%+KWVrsWd>bUE*0+5tOhqgG(#LaWWWx96`bUGuGvK3O-K&?Vkaal9d(X9` z3cjQ)igPsPK&2`fZi7x0%4(u~fX`9I*fB{@>wv1$JTs&V7kY|>I9XxBXcoGCo5v_e zm;#5y4!Uq7wviyK(W;nXO48Z%_ZET}iNDWj1kt-&NBzRW@FJJVjpesnV7mF|spg+6 zA%SXW%AkvKXsCwguSev(6~*lK&E+?Zf3*PT!qMLRF$wU-HNsXRE(tbeJqX>YmIQ$$ z{vlk6&LBeSsrnW0y=R=mbk|Bq*_pgd+N%}fGWDlf$e@v2Qk|YyKn>(l$OlXKkSEBX z8+9{TrhQ;6z3Z4r2@w@z>*CVpAA#)F(0Fuhp(C@d?<8)BPqbl zD+L9goK-$KHB3Pfqe33{+HahP(MyATo^S0sAmFB-y-9lzh`mf&K20lhI_1aMQ~s}SOrv% zl*b5$NYXJS92Ll8-?oo^n+sNUHFKV$wRtJYUs+TI1Ik~{^NwzWYMyHXlBG|ed-nTb z0rHt3ql<6@x2)2rskgsM<=Dxs;l*1V-%EWqS+Ruwt;EG0yO*1riq5qo2~-QsA9&@_XUq5{Ne$Jy5$S2QIA6 zs@(9c9#rnTPx#!?4kI%|_nzu0f-g&*ex+cP5P2DK1sKv%EJqaxijUL77T6hpmy02= zl$y}@)hAuzpkOjWAdPUE>Ay|ic^N5s&ER;x>SK0&72R)lZ391wLD>#%*c<(b{a|G( zf}sdfC_-pHw7lVzZVhdRpZ*qY$H(S@o#&CTkr#?UvqF51Q)VG3^%B~9ooZlb=Q_W{ zS@p0xbI%&b_jNG#$olPR=FRY|KOiQcrUu@RtTzoi-9kT4;~4-d8tD67QkgzanG*E8 zi|LPcnbOOS>xoJR5bX^hA^2!8&?G&@YM`X@ocWDYCG__q!KH{Quya6;Y7a`_8(wYF zb=mOVt@O6|*c=#aJSd$TUJn^>x*g|N$HLUY(0eiBt0U%5?*=k*z+=?7)F!*YjpmJ$v7LAfrN(B z#)~C*8}eXxp!}!2b9pe>v3PZ%LoNu6-Z4%QGo)AFuRFHK^f5H79W(B&=1qud_PM+J zlplPqTYW{iyaaZP>DL;UlLx_7q8qE+P^sQy*6RAM9@f83z4!p52Fxeze8ksK2Jxgb zOoSeR|Kdx5IFL2@K$a1!U>2c?5~K8Kr>&jaX{R6&BAJ@X@pS z4?PVa@AhM>I69I&Yq6XnbhiawY5yGUg+!I%!qLNoqcI|9Z`<_qMd^@y@lL0|d=}i} zm9Mz1(gG7~ZB#94q9I{n#>2W%e$Z3-+~>`%dvLX9?4{KaCD1k}C+^0}I?&nmp`ULL zI-*^eJFAGd6=dvfmPw;iVq@JSi;X-@u$WTp8W0q4FbQZNaf=$$4$Ps?ha(%A!vY3M z1lbuqI;$Fz%x)dul#zfyjV?qaZ8bMoUsP7$n4_%u+1QHC|y4YCU%9lQ%_d(c}B zo}k~6{`+ju9WQ3J%BK`Qoh+PosiOu&`WIbY>ly?iSDYv9ntls{)K*=&7w82eGETjW zeOmyLG0$y6ccW8Xfw`>+5=-xQpFTb!tOle$CzwV2ECsI2*=FA`A}GUu`qI{21_Vv8 zRUn>Igf?Y{s5hH#CsrB|^mx;RpoVGn8;B2U$=!9cDhFAO9-|lN z+@?hld7EG=`X7!KPJ(Q5Jc5ozm}gX)J%E5tz}L=G+-0zPqtF>e>ss)f+gNJ9GZ-vC z-rRNKo(GgXv`o!Oyo1D)<$I2v!z}HP+dZuhF@ix=^J+6X2pEUI-ZpMqEo}2qNvkj| zfgUagi&1iwKml#T*hndP8qldE=^EP8JDUjP-|57Ht!>MW(wvEM{R8@4`#jb}|N zZUhuSlEN^Xh{`;8f&NV~&s*R~kL#fxbjJ8}#Z~oLTM~?1EyS~02$ka&MyD>362276I3YSDs6IbHUZb z#%EJVHSo;#UhsIZ1orPEBHkNS(2hsCdPFwfHj{hV=mp|G4s|qmJJu_Dcvn^dRfbVEpox=aicECD>LG+f zE^|N2DQ-gD%W^`KS$LAUFZS&WN?_aZF^XErN`>=g}JyJ`$i5HW-1+VPn56%ZN z!AN_d5pkK!av!Zo?0iFJZ7MKCLuR~y5j0eUqq8afxl8}U2nLrOBj^1ufQT0eTZCrk z{{#@p2!UhKMTLHKU~n5hx*rwV2kcp6S!y3{{93xl6Sr_1`dVlv!+SAch( zJpaR!k-Gl}3v)gEiQi|qPfVTD#xsAYg6^LRW)_J1Cx9my>`~M94MTYTy8n(U#6JN< zcEA62{)vqQzvla?d(Gz$0l@w=13a%j{^{mT(}n;TYzF%8j-T6gUfW+!#D)Ms?E3!% z5dX59n~ek>L-DPGtvgzYApp>yZvVu&eUbelqC?N$KQi3e>+WyIPgIwXp7*MbS5lQ= z0XBO3q=-NL{jd2&Us|TC|LgH%f!A@&j;e6R}BHM{`B|l=3GB{ zx?$|UDqw$i{>)biv}IwXkG;O=%@iY;&E;Z`3kw{x`+2%dbedfloG*iAN_F|f?4gi1cVqhUau?%<)HvL^9AhnI-Obm%kM9f zirYl=rU|5qFIhVD`e8o*yW{VnDQ9LNI5fllPq%;m4Spp~!2F^2{~!Loxz~?P8xR0x z+jn}ksl=cDey{fE+t)1D|LgVtZvg85;|gZk*B8$Jd|LDRa|i; zW~*xjdXIEOMyUCuD&a?HC2eAdVYyEXh|$KOl}Gs%3GNEs_m>@&3F>|0In3OEKsv4p zubBx!DG!$F5Ip@lYvPe9c*Eq(p%oX?K)ta(sx5>Ap8UhP!jSp=b+W3wbxb2H(Kbo> zC0`D6`kGbeRu_WjZN)98zoBJWn4NlteKBl$qgD2$6d9c}4jEgTM#7=C(NQ}%;i!1p zB+$4x0!DT32~5?%4D8#r0)7av2!wGFD10eVG9Y&8r4iz4CPe#z8Q;t5 zvWa%LbMo(YN-T#0C zh2??knynFtQ$A&N2$ji;mbxxnidOCZ?jK`I@8bX^cJJaJKdK<3!+vYy~>2x?Gt77DZ`g#T^4;B8iWF*g^u2Kpqbx|v3YzbC8+N873YTmP20j}j{wpc>!TJ3cZz-1=SbxS> zPPMldp3geO=Q17@%l4_&w@?XuDMvu{-jWhH<@~M3S)(2(%P<72C@VB1AW#AWVS=$b z6Qv8*Ul_~lViw?DM??*VtbX^V1}!FAaR{9c0dhJb3&z&K{N*;61EVl{f&^a1*Fydv zw^UO~B|H@x+aWYI3wA#`eE*q7HQX&BJ;Mqi>GEQ&r1%=xyU6%l|DH!Mom$P`AH0x2?h-A)vrdXZHJ>w=aJvsjY?S!;q! zl`yM1Q?^y57@6rG#&V2x@7053?n~z%rwifM{>?wvVf28i;2LqOiUK&rx7%F&dNIgM zs&?Kvr49~OynEbpAQ&p2^-g@x@q|V5r3@?*yilw;)$V66W~28lnRsn;DXiVTt0p=; z4-Pz@H%15xipvYGOqp@63OvrL2nMEC0e^8@{drWxKgpVip&bf@u2r(;bWehy5<3>o zB(ll3OZAAk7~rwcb~_X0f%gvs(A86!;<@m(S{nv1f}n#;Vz`ROktAx2XoABVcx*TD zkl3aGsP0{xJM)r~mcm zw}8)j#`;dLJD?a?^uq{=0n?*8M%l=5pv@+r@%ffK=<*f#^-jGVHs{|K@BdK-!@|oZ z4702Q<7-G2P&6PWk)f0x46xuR#T0U8Fv{P50NfUuMBP*At|z`67)b#@vG9;2@VnH) zk~Z6S@8_4mdyL>-ezp~EgnKqBreHRvWPz<@K`dl?&2-wm4gnj~i(Gw`3&*xSJbo;! z9)?@Z^miEufW?J7E!`5mLFi%R$;1^t(6D#8{-9MlgpXY%fliyrsI3IfqD42OrKo$byx-RAqLl za^R`sibKICa^Q2YYtCk?GPowc$z#7zJWiOmEy+ZE6?Nhn>fh$Vnm70-Z^u_u|Gutju-T3<@h+J zeQQ)DC~!yraNkl!W{7(@5a)LIEaEF%9 zOy9OI@&E_dnLn)`+=Wu!Gakwa0DG)>6y2Fr4x2?R2Ri$6z<2+WvpO>yVC72RiP!F8 zmTcMQ)4hWnIJ=B+omlWF zFztfv2I44*Z_loWdNEidl{ z{zbq&{M!nZ3?u{{eZZ@PnY((QQ;zOws{rfp{OQJu4WPea9*CR3xbO z!G}>?v4EDN9-~-fo~Kxz2_7DMa<&)(GN^y=9teY9_Xny5_h5E;$`x@Xr$XRIUx3;3 zYa#iL_LDo>WzZd2{yMTe8;Wll8MuDSgAeIWGr!NuhK-i*cZl7p2KTtMU2;>SVA_SC z1{*I=*fwqK*^E0ru&y-S3hy3Rnd3asHnk8G`j4A_s>pzN`-#Wg`J3Tn&EE0*(AqvW zM%H)`0S3xZcb6VrJDG-9B#d|xe=n-Ko`t|7N>8))HQBj9@igdn5N;S|&A;}LQ ziHxw1uLDIvH;u1vir_VAjDYRzTum+Xn43lTJM8tb^XebJsN@Kubm7U}P7i7|mytq%T#O`)39{7iI3B%B}Qrratkh zxO-bX0%io|s1ptx%3>Jz6H zZ`Yrg3JUy9Zrzx1UfkuC9-kQw0k3u@S+~d}_^n0o zE`8Y3Cy)b~l85p;9-^btD9_5iuN5$SSL2<-N|m&Nte&}^EEI@j5^=CsVfIIae*PS0 z{{C_sL$KON$b=N18R)2o>Y}pQ+kDgh6Im9n*c%*&7T{{eshgg@X@=MZk+lW0t6+Mn zM*2AE7Eu;nI^@;p%YVmk4YzhZ^DYOt%31S z>wUdjZbdnmc}O}u#)MlJwSpJ(Fw*NuaF43#>n1Qc`NVLgaU~r0v^pV&*4djl4-&SI zFe3WMgt7`nraz;=?2kA>C6`?@Bt-D9DNZ|xo{{>`?PHB9odr|1mk8{EkB$LqEkXT1DcM907YF5E4PWKZWn23lF2H+0R zAw=)4aQ^tE9%=?$7U{QUz+TF7oddNyiXUG_LfU~h(?1=Z+X87~8M`a?R>H&;TbK7^ zG=93|GHXhbYv zEa4ARnKudqX$U{QX&z$@Z%9XeO*JLflV0&WI>h32o-1yQL8W1s^z#RA!!78)3FweDO<~b+?z}*_ zs{ejmqk9ot+A&3-7K!lURwyl=}7A zeWkEMXY&|2HFUZO5xZZ8js{gRZL{xab6~0bl*^kdtAX$v|9qjD5pgD`NjCBc63V}h z+5gl=o|s~Mq)KgyI6bdt2qFPH7$8rZSV!X9wv8~IQOuKpbHN^UP}l1%0F6n?}Df*oubuCL2p2isXxpC7L=~d<c(UiNjl2 z1LvF-;$@K_zdFqSmd|P=J|B6l`}v_C4EDQV>{$@#C@i=e1@*8qWUtj;^D@w{@An*6 zkPl}qlpdeo)d8vP4(l~HS3&3AMH0@_YJfWK2pb|RqEkXykqD$LK4kx+D5VGou13uM zu@>DM|3i@fw2gOauy-0nFp&zkt?dqvn1$nRl0ka$IouX`)*6Khe(TYRHly)Acr}ic z$QD88D$j}6-{-)I&o*bJ9y|lBo8>a|x`Sb?i)@16x>R^kJZXEsRT8-G8vB0X)FM#W zaC%F#b}h*5n%-Y((g-s?+~+Brj*bvkr#$vNtV7H3+N2UK#*x5b3oXQOQzoeWLyLRr zd^9hh_v0&beoin1`8OMh%Zwl+aqa%c_yTJx6003vH6PyFwYmzLiO?}ew$_5WX#E<| z`cfbUpTXd>3Q(gCP!>#b%eUgX z9*(JQ8F3~L_O3cyHZq|SQd+t!P)ihdVcvm@0xYsnf5!)jnGD2## z5$!k;qC{K6Hv&DrHe?Bkj3DC+6OqSnK=>lPS3aW-#3%w#D$r4ssKoyqaA()ka@uLp zuoJdTaN0h>sSey)3a_*j#=|no0w4)2yh#c3BiQ=x)B|6?HsI9`nKUythOBQCaaDyv za%&%}*;CTVtuELr-$Oawe6ESkp7 z|H(x7?|7-ROaKtbO+Fcrfui%O$L} znwa~SKX5s&Cb&kwpw|B#lD6f}((k8J<%UQJxww?^8~@8oon-?2<@h7zG;Oj**#|LSnDpJ$O;R?>}s6pAXSfte=$R<;*;I#JjFu zJxP726#5T;-|wAk{@!}YA=}UXKFeTWf0wuKZv;Ej8zU4!XKkgqjvB)=zw6n|r{NpkyDP^Kl z$oEL#Yh^;5`8+*SCD=ul!N9Kfm*dBEO(+xG-mD$p&$B$i~Wg>_$Z?M-PE=KS1%7p{kH>XXSr%JG&qdz8#?FT)v3UnnJ;@t|68evzMF|P?SGZw0@MUT^YJRz49 zwF@BU-1YW#sRf`e5Yu)2Mm|bT19j_9U|3|gOJ$i?Jea3Oj(zYg296yr54;~53#U&h z3%Kf*f$Od;dx6k$Pz`QA_Ou8?;Uny9zpSZ;!_T*fi7dlV_cgyhTT5fOe4TdMuoZ@c z)VGcLrlS;zSJM+O@o_5=r8_0gUbs1jXmktc2#PWwPCFb>t6a8&*fvhur)FRS!Dq8i z`I1*1_S|J7PvxXQ#DsWx-H2)!SsbBdxw``7PrsaeH?RrLd{xm=+*$_94WG4eLa;It zm2+TNK>;|FZZ+~qDFEG=W1=@+H-K>IvSUBGV?ZP{e)o)sM=-3!&QnP_8dBGPGDule z1~<)1->?I!ca7uPo$7gdK**%T6_A{ymS}J2eY@Tet+o@iG zxOnEuw|ZVB0*C21R-Z#q%wH?qAF|RgU_u}d_>Hj92BQ7?<0%sF>R_C*f1Rgr8hA}9 z9sLp!+VQbZ_E}X{z%fa=%rS8dAbNObUAuA_%)L4sMm;ASN@wWa=)83g)`jU0+?*K%UHumhce%OVn zeKTEw_O6Umq`fz<&Sel)BSwN|#vntw#HPJ1)0`L9!_%gRtxXS60w92^)iWkW|vH2(+l=53Ih2Gs){cH=gFBHR^sS_>28lz;I>_M zurR6+)|1NGZuH*D?i_c`xCz?CXWtu}91W#Eb0(w+2SLA+Lc*QPA@J_qsm}**qSySA zmr6}S=oMQzX41rla@dk#A}~3=2?7@;mYDCXfhim6Mr^6Bp^@$|R$9hTpqLCPz(+Afs-dOlzyz_&Y?yl^$c!soIj#_;>SF8hRR}LB zukJjcvQ2C9AbyJ2@-qeXAoKH9NQCTT`0!%YfqInC9JTxTC2ZaU@Hp_i*TpR#F4%vs z{lr%cpSOHkQS6NOqq&B@c48y!^p+hLCR_)yb^=S0~~**d5p*nq3E)2GcqsjB4Ssh{QfUybdW3?gwZEK;1v` zbcN(48)i6zmS{a=q*~9I{o&Fl=3lJvOj}a}RQs?a1}+^~BQr<13M{V(heZ0J#D$z3 z>!DcK}1eZ=~Nh9E%btm!GBmlT#Z&uG7oU7Ox&lUhz5S|XT{Q&9_tn;%Z-on=SKWC#wH|JC zYb2g>tc6pgR8iK5ZpXeT(M*@;1VL>NmpD_w(q}y0j2Yx^196!$<7@$SrV`am0d-A~ zb90+wa$Yr1K>dO?h}%;av!@Q32fH*wc4?v)Bz3+pY`5s_O25{@-c^Y}rY^RfmoyYNeP%F-(6O1vG!+0qJ9 z+F4>j-W3>beb+l+R|`-|-mL}%rSNN&rx9;mMP`3Q>3IOd6k)wZGu4S=#!H=U$kC&b zLhe(cokMCJ%joA?L@jzUlG@D_wAP4Sa49w#u94ZUCh1^)F=g6g^wbjx3!oCAmJyLAaaSFj%GUupR6A|w!<;ZyboL99if?!|S<(4{}%-T9ytnMiLw&TXv# zi>R}40*z0=U)r%_@BS&$Bsnh6si;Ym$}pPz4(4{>dU+bLj1V&miHG zO&H{H9Wno~kWEiq5zyrZv@~JDo4I`Fsu*?W!BkRtR$q$}VA32uAH;rrnDy%eB4C}G zeIq@RAv$frj8cy(Fgz04?Z31dmRh+Tf4V9H7WO$Gsmb*Q?wtnQ!<=#wlV-xg(Hof_UMMiv8!P2z z+Bf!kTe+QnzIy5q3wsM2cs^j*IUh;oNduWn-fCs{>R|KtCBrG21d3FX%=P**p&IlQ}d3_@)VB zRV*wM#|j;T@2DdNe)j}g9|lPK{z_8 zcY9|;F114ipiDZ~#Dqg@uvh#>SL}aTE4kE-=fIg`UMBY*7QoY|S-Y*fieSw4i@WAp zR)7_Ro2}#&Ltt2!pTWW;F!(r)Kb#v8^r%d(Z_=%Bd&!qp8%42eaTwey3Vk4C76$r;r)N|? zuK<3&^Bp(tSAfFQy~!`V%PHF?73|H5<;ff*lR!{2RrcE~@NW#(k z4JyQ>XUncOp|qBq=~)ZY`_XAgOe8==r$)Pl^HxG39~E8F4oZDFfXp8253FcEII zHu2x^r~^aEDm9nUZLr~3k=d~#7FfL=i)K6}&~{xeWqnXBWQX)T^u+yCJ(Dh)kDkTL zp7NBAo*x1SkHu|YFBbvl_izkIZn+2QBQ`HsYEcgzxg4#5s^u_Z&#Q$>k?19ReNpZB zy=@TjLH8!#K0JO;0~ft(t))ZPk%>@0S_$1Ul!-c{I=?$i2C>u?@n>+eax8sK?I~WEfm0siYM^F*%)Ez=q7C z4oB;%2;U76zGZNS^6IXDa~;$DrLi49Dx702g%&Z#OqHf*dWFIJUZ;~wd&A+y#n>rI zx#3_~5%DQ@L<1D$`Hz!w!^|+JJs~?DA|r}xslbKe7O-7tIKfJz9$Yo%k7;nO0qVK) z&6sA!BJ+hpya$!&>&%V0f2J_)0o$wF&wxlTy4}gyTL-*Vv(|WVrT&4`RT8_eIi;2Z zZAH`!J13Vyw1hYIA*|in`SA*?MwLl+@Tpve6|KWof-~D zoqVg44}`#k^+C=loT1py-1hA0(n9e2`kd?C%}Q`@|M6mXV*!*U*B_Ct!~X6}AjW?! zf~vawu5SlwpvJ_#XRI8XyxLFcM>TY%n zY$c__q?Q}&Ddqea-<-l&*HnYok`3rygX6C~Q{8iVn_!~(tI6iCs-X>|7PN~|i9m%F z6~VP#)_ZFTn(pXsjiWVy2?QS(jAWDwM;I%(01dj` z-pXVzO<}U-4qMXq(>Q%XmJ3uJooe9~WxbIO96OFDLMzq@8WyOGu`LJ6F~z0@4hz-s zXw9jBB#VdmLJx1L{S9x3V#sP(SupKq0i+D|UChBuJ@cvOs>6D*evl#mWBQs17&lw0 z!PxH}RBtIVs!qhZ$@A`$niAE(?YQ)G!=7T$H1(S@>U0fk*}iw&9#nkH{ye#=DyW9G zddb!&ib#h#6=k{(Qm)P*_w(rMF2{g=AJ1m?=@MLbMXf%gwbTQW$TKq*Qe!W252do; zer|i=0rXDCvr~5WR3kXtr;O4#Shja=+}@Ftx^HWxzNg%Im#v{stBN>KB# zd=%VJ?d&pJ6A3S@&9-WLMZ#HT{Ifs2!!jM)$)-Kp`QmnHHPtY_>ws7-n5~HYXc$=l z*XxWy5VI7i=bjpqUDl#RGkL4j>HT1Pb^pPD9fc4olr_P2iA>ngbK%Mh9IgvU;*WnG^zkLj=41I^Y<=fB(I6x6zKuEho%

&Pi z>op?1VS6zvwU+BD$VmBM`cFDMj@h*79cItGzM>&)?)wmi_7Z|p7Ej;@S5*Hd>3rDY zbR+BMyc(cF=?9GoN^!CYXe&sMm2|%?QjngPF-ns)j8#&DAu)w=x@>@cibQ&I*A9y}9roIkADizW`-{#zY6N$609!g3zG%jPXS$5dS0tqWyu8~gf^&++UkC_n0swnI@XvkxXR8wCA$~rDu*~o< z>?AvCc{Xu@4cxPVOloy*iiGm?CEhE977drOGhyz(0>GxNK9HuaJ?|d?EPY&s!7u{C zpZ4G3ZDuj_`K*}`g{fa`fSNuGONhT)A+QMuf7<>){}yFple61`oh9>!TRAM|_#uKT z`{nkR59&KznKBFjWP7RqYWV}pt(KWj5gblnV7%0SwY>O+yGwggg@zqJ&fg7lCrs9C zV+{{;XM3r$2?*@t`2$fCg!m>n3^*cfBczEoM5+mf7*Z6?E57!uSHu){+PxvD-pWF z_UrpE?&aIfhb0t;pMPe1es%v4wyiZOFZBNP{QaGPz}_GF>-h-BHnT{fIPGEAKePH@ zp1*Uv{BENc@(o)*dwDi-Vh-~Gn}~&P-L{;HtGL)2uGrSdM@Is1qt^0|34)lBppBU;o_x6ST@G{gV5a!IH&pa>I>sKh`n3p zyQaDtPL#DseX~c8>$ufp!;rH2A=W;4!sb#)9aF7r!B+;e%MavE+ldnVIk&#ZKE{Fb zxmV`8k+E>>!F)GkyGU>p`Lf(TF$!)z6Mh%{6aiSl*4MVamC)H0!9P-{6iUyT#!tb* zNa%`t~9}$-dDG3a$>=x%I#i~ zPb4UW^DI*AjDoX1ryeY*E{7GY^gs)48@Qr+5205tUrl_0nO6rbtr9cT=3doK)3?t@47Ip zk*5qir)i0+p(N=2l%fk0bgLlj(a#*^9gQ#^uFAf95)VRm9~GWckAX{%xDI_oLPc`M z%9A~-OJQ=W&aJ(LiZ^(2g6_=9+wz*tQqdjIcSuH;gWmvE*pIjs{pSXtxYRu z6oN>0Xso+(CG<@kIkR_UGwjIPxa;DfWSEd^95-($9_p{Y@$U{wfZ!)*ms<`M0;}Zo z$e3MaaBOy!Xih^R3^=~|+>MzBIR|Pt5BZeC@{ASoT6QcrXPDh{?T{f6OBP6PC=upl z!8BBjDUb@#Qq6b+g1>C%f*2u7TFUuMpGX)GUT<`}@ejcFT|5~tR|^+9P5Y7!u~0%W zH6B6#44d~eZ1Uix>zf|eH%(BsghY_*0D1pcxb>UBrR#ZOxiE$ZN9Yvz&WQ)-7bc%a zDqVxsi5tWAYu|x~HR~^q?5~1>Vzq=w^w!inX>m-vzYsK%U#oglb;9(^8(uuit^==06IGVU%{J7LLlt3P(3o z&_LOtCU{6?8&rUHlk>VJ=MqNhm<#U%){yB1FsST$z4Q=z_8W97S7~D?aNhUjF2|EV zyZ%Ssx0WQJlr!rPU~ykitJ_`-4W!jFdNmGF1x1v)ecGlgXH*J1j|=aakKyQ4GwsZH zL)I(Np35Etz5Q-X!K%}Mey_s-CIJS-$&o`-S*PmZ15WzCXHu) zM@LqGXG+wYxoGX6Y_d|`WF;05O)}y-&C6hs?#wJFn;dvJSvIjH6+NY$LvC0ds0Wwc z{r4KfGC-%O@`i6q8WeV4L(`&ygy3Hz{F4D~$uY^24m+(gASk?K zRwo>xynJ)uG*$6!2CZ7YJABqM1>Ei7fF$gom!LA^iAUkgKY zuTlUQ0-#J7^~!!lT-6E-;K|Ft@ZD90 zr?B0B_M@qDw^a_P=!teY9mD%?jm~;+{sMSDCC#L|kp(nR&lKQhD>1-=IxPiM;3Fud zV4ML>tPruFy>HPAe9`DNhk_%znb7u7Al{dVTvVxr)lCkAAkMF`FyZA+$o;N{wb*^)9Dz+1;-*P3oi)fE$a}y@B zM44EriBkc)`zuVJ4=gBBRu#sKRYjyek;PcOh%(Zd&1l5qXj=_4iXHI~Q~;JoS0;a` zg&^*pTiiXE71K4Rs%uUWm|z{&rLY*j3op=FjZ)?Q6PMa7*Ah+ae9C7c}rPz3^D~p3_tYG=~Y}Qj0Hn7JKiD(_SzeL zyUEu8H|JmI3Oa}Y);g7ieB)Xn^QlzMQ{3(w9@>5$+9fbk=y;{~1{U~^m>pA!p0+{Z zQ_sXBu=4O{fcdMtkx;i{=b2p`!O-{RmEl^45b$q0TVjS*QXB?ZF%l>}mt_cWGwzRz z8}qCd?yoq#u0)pw6XJ*NEG(-9iukt2kS-_&F@Svy!CY@bv}bI%Aw3tjX1tbli7heW z<<8sdAucm~wdsmH=rW#fy%Iwqg+~;uAA>+9w>Cm_S#8kd^P|NF@8{&{3)aWv;(0N0 z_CB1+g3yVB+Ydc0f&N#1@;f-%Ao`@4^8t$}SS$SMZR8LZ<~N&~q%IAEog{yU7cB;2 z_UxHl%7O%^wbMsg7C@wY%3dC{ERsF2&f04Nh7bFt72dV3qXByzL&CWgwPFKGL?8Ja z+zAAI{R=XHoFQ{PG63D!b%e@+Ws5S;*1_^^PWZwQR@JrW=8G0QqTY)Z%V5apNvY(KD9(xLaW!Jx4+x?dfYxw+q2~gy^U%iepn7ppLOh zI!4y7U0Y!;YZ})&A(Wtz-n~dHa3h^J`kP?eNwMuG#Y&j)Sp-0-FD!)5o}1@(Id#IJ zPxn8tK19K|S9Xp~tQc^Zm#bta9|OFPXL!V*6z^2uQ!HU)21}i$bjD%yI(Ow6KM^e? z9xOODscmiv@D!`-52BS8MM(OJRy!0xszMVHRMnaOfe3y7;PaF!2%ocNKGz~{&Pd;E znqLdAsc?!YSXQISyG{;?PmFZ{osooqjG+BDLHi8giFr3Z1}#S9sO;tnAj|Pf^lD(H zfzvdh^com+_)sUy6%M^wO@rH)T!t5Ap%;x-Ux)G|(hdgS6Csz=zt6lFJ*3I(bL%*e zeINR{F}4LpD+djJxr4x*?fIfK1k5M`#Y`qlcP!9=qq!Ed-AwyNFxdsZ?DoKj@S~8) z7RaGApIIQ&*PW-fxE>~vQbQgL*X|CzSrCX;1>?x661I{B`c3GGpFny=ArYsgAA39{ zaM_^A*WITXI_~w3w%;EMd{R0>6EVYJOR?{igX^N;dEKh8M-JG&%^mVx5mE_$qhw#S z;r#Rs*LyF|v_gwb?$46-HE_!D6mL7Wlavz(W>1mHSMx*}ujNUMnXH$O61+X*0r2&RCyS}HW5z-#4dh8HY$Q0by|5|o^+WBDK6D{|=t3EI zf4ceJlB*PiQD`s8Uj*K#S9u>pOM@^q)79U{w?f&@nYxB^AHeNZV|M6ThQhNoA_H=D zXwh}za7SBq9vrcnpnh5v%RRwrTye8V0(b2=z5FH+6A6(xj{U?mBgM6Tm_0>0Bu%q6 zB}l%2ekx;)GKZaUG@mBIOkfBkp0@P+3SGkZdf;SDv~234Jn+*Y+VF+aspvY$ZI0pV zLJ6(c3exNaEzu-0Iwdk#K=H){ilLRVzAAzGQI;vo;(HCUQBVU_e{nF*WmS6_lSEHT|**5=P+h^Gid`@MvxIkqmVt z6yNE7auqE}bV(1RA4UWpNm#p%1Re^AQe(DTm>|y<2i`wadw_rzHIH0Fh*AW&7T~2! z^^@QZ1<*CZ5LM5qW+dW|V1mgDd|^njcQ3vQU}RZ=@0*DwAY-W2w_h<2=JI70jgxGH zOBj8A`#~=F9n^SoC?gfl#jJjp_YRVx+=rbP2*> ziNCvB8^}6q$UAGK0GY&~=hp}!Q?`#k5ypZKUL<9#8NOw`9m;xJ4vJE)7f#mYfmhIi zb3qHr(EUG4*1jhn-ign(`G(_iu1In`mj`xTUMT^i(xJS6uFTeshmc|%I@>*n1-Zxf zPScL51CiGuPaj~2b&kN-hBdmaut@JpeZ-Mg2ncsrV`G9AlhkBPP!ed&HbR=b+Dl$V zh9ECQ_eW)z`-j*_KaW!Nh_;4U9HG`jjKEMFzJS6T(Yl5w;9~9|da6@a5qq9PN*Xz} zz+k-eP`q?G>?ZtEYco;G%})*((n0so`tN?uPeEDmx??JiixiaXH%;tHgbame2ab

N;cR((Ot z`FW^Hk59L%GyP9d`aI>Z0m+T@=MAd~p$$>l{xH9*^i3`qsr~%b;;k`pccVKYuGqosTyl*b0OelU)2xoIOcE^g;fRO))mgLVY zIOfBV-jkaTep+c2ud)6`Jx@*bne(DZ_uHZg=KRcNwx6jVfcJhmbfG1(%lU5s}?41*;WX3{9|FcF=iZ4mIci7bQHpgNc+q-Bbff@e4>LK z@XciiSWecACD}@%p)g^!z_VruQ@wOz;KzN)!|3xR(j~BYlj7RPD@)-6CWC!d?ts~t zY_#PwT3>d{yLQWGq2(6o9Z(Dc)e#|X9@(()onPZ?_ZA3!HSSaO7+bjKwT(~-xD7!& zZ}E7?_``m)2^$^-7J-39-1QxWXc;BA`Qi0VWw2lPO5g#mh^?*HpPP1_@b=m<1--F zag*K(zI1qVGkN;eO;zwh>D!*p%{A~mbG>UyUNQKzdQMq^#5wNWE#{(E3gGJINad%& z41x5cF+)I7rTaHmROxnrV8(NS458eOT|Zd+-yy(}B}nTy~1pQ-a-9T3=mL-zWjbN|mSLZ)Yahz^njM%XA|GUed zv&ve2?7Pyi`_tLy(<EXzLpT|m^^c?G8g|%DAy@qO#%H%k4uCoR7&P<&8Bc}>>ZVv71k12tqIS;+H z@=774*5`#=Y6*OP;Q7I@u^HZU1U_=w69*UVD(>6~h=%xhp&0vpF)+C64J%c=613iR z_k?yT6{*-=V+`2{yYP@ijXpKCcBpnAr|kkEB@hpt@_aNT*Ytg2NAW8QKEtyOP? z+N;6OMZevHIbuh{6W#^F#S0w%HI6|*;VGCIaMavzrH^72%!s|L{6(=4)Z@ehG@Bd1 z$Nb|l1Di_FcQz|{GNu+JNs2Zy&MD7T41=b|e?=OMLVyAA2!>HR!ipZKyR82s-1^(U zgj>&N!mW@0E!^7T7va{+{}yf?`?qlGrGE>zj{TQ#Ycfgh|0LYH^Mvl|RX#P~8kKS+ zDkU8#;01vPiyz!~!p$ef6~Dj^E>jTx@?0bN zhHnD|L?5*8l=4Ea!T38NdV#Qi))M~EZMPu9ssE6KVLlujJvVztJbH(Ry{_#{&j%tP zV*Jdh^>A>4OvTWO64+SH6_tOm6rPfG-#3Qzz|K*X2|?6k2IK-vVc3Wnh%FsBsJu|PLJ&G0TldCivf)$oK2@w06KpcI1`(kC;oTV@`5d{c^O1VBnpk#^Z2 z)^jpfqX0v8Z)@xvCzOT*@TF?UXQ#o^Q4S-r=BI(go!M$d2y|W)oE5m4?=ko|1nLl2DHA#e7}%Y0^9VS3Qs_S$Av5PPhUus!P&vY z8IN8Ufb7)gmn3)P!=ei^v0`?4pt(%shyZ%y=SD{KKEi^j_lz+MEFAry&G^9TAMbC0 z%*#37vruU{H2Oi-=${qv@w`X{cSZr&a>?%1=W2$K>`SX)Nfr1%@q6J{SOWq+_nn@t zz_9ekVY8Ou{qx%LFcDv+!FYPkW4t^Ki5hG5qvNEk==tt7#2nPq94%=8x;u6ccB9en z1`L&*gvRVn7^Y0&`L^}AAN5{?^(C+vqf#HgFN7vCd)zD!I6miSy+!3kPPv_m?ASV( zf9r zt^v04^lU$cipWdyTGq2%83w&66Q=%wQKrVT&(9qC{Nym_=PYx6^mK`z$!a(Izt=$U zK8fr5B*MW<*z%HRqN?V8*57Lp}*`rfRapybW%U^`ms=-L$JQLN;v-7;ju9!jP;C z*ZgOHDCGk$+bf$<)cCIx!IXP)#DuHk^NF-#oy&x&>uV5k$D4OwTZDum zfmu3I-*Z7sU~iK+cLSt!b)+V6)q>Zp?##XW+Ca|!M}ycYRGj!#ZBp_og(zu-ZV3S- zWOTmn3lb@Z2k9BhPKKgqucDxJ#{XOw4yL zf_3oV#Y)>I<+6Zu#xD+PyHt85nb_Q_ylG@kWQFd=#)Zc^jI|_ zcJF)7$`hRhNTlW@I!xG+Q$38h5jgHfU>fw_TUoL(As_C!krLuEc-nWup+~O?xOcpN z;3k;>Hi>3odfx-!5?S761%auHWa#o^=oNc=W1H_g^!Pn8fawz$sywZ~ytTd)lGcco zKKH^f=`ph0$24kaB0)6ch|bSEuTeJidwXp{?7hnmGMnRPk_f)C zp?g}}2b1o43~8M<`W0slNL?A+SaiP)cD+B$>50xDH|~zVd3Ss{m`;t6DV9 zND@PWmrUK4IroB_VN*zH=F!77aJ)VGiv7Vl43)(RBg6LW#tF|)Qyn=e(Ayo!5J(7P zB0CEw*Nub|HR%zfrCz3A^lXCZlxb`xj7i)<+(d^Q*DrI=K0d($4H8dLZiDBGbDu5F ztpvfD%{|>AW$?9U!Mr0Eb4N`POsfWR z&_K0T@Q9Wf7omwB<_XU^=3h$!J|f^*YIYL9M32OGc)#~4r;jcgR}D=XK5!P#_ccF% z$&ULi5T$>m=)ETkzP+!#x%N{Xkj4z|sNnuWBBGkgL_gWinkmrx;V(jOzm72t@YQUj zuR}tg&>lyU=CXuxIW*Cts#+4>k18Ygc6uBax3@p&G z;>i*di{nQtkgza6bL;^m25NgqkA8|ySuZ$_wxKt!q{GKE*H%1)+MHSEDrTV4u;OPz z@#8A6x~5sa3eWEmp^ic>k0!WOsKeqLQ4H&pRgV+n>gawKALC%LLz(VhYbns%jb$DV za!O?ijxNmpywE3U-vaPf>S>sYWxrICapWZG1jVs_A?^eMtlDoiA@p z@KVSmI~<ehry5}3a`5^+!Neg3%vWe1A_}ofa>lD)Pm-y$DFYiEGXi4Fq{Fc&|STD(Rc*B z_DAtu-E}<|gpz{zgcEaN-_)}53VqBhIQ?;=()L642@=k?)SD#g;cci#;+K zowWNdY%wu7+<7nvqIQ?$#hO=u@7MvqIoMA-f4C=dl0ZHfj!+m`oYMpjFFdxEdRL;u z+S4C-UMx6I;-EW?2nlkWdQXWsbC#TzGk}UPL-b+#Z@o+y^z8LSALF1Djb}&kW?+BSGBV<@`dEp~|J+Uf)q=DGRj$(NB^=C(^ zRy&MPe;%{VJ_PLIyCsgDy#vptN-Ve$6$r0H_dfg{Q3VZeM}1$gqZ;niZkFItECtDd zgbtp2=mo7YdDoc8Y6xjqJHtw;4)&1)OK~Hb*yE+d^gEX^L@S1XwTeyfv0}z~+Jsqt zt(Ss+3ua%CS!dCp&RlP*!Q;b<#47-uvJrb~hpwE1&vFi8CJtr&f%m`jUW8bYaL#yt zJ1+TVbBl#eavF}FuTMq7klESAt9miyT6xL`ZOKs3HLqHy+EoGxQY~EP=H^3Nk9q6# zcL~7D=bF*D1^XX1%dGphltK0Z-;@;YQrh9Fj(Pq!C^3K?)4m}glj>LZ{taN=Z$Lb@ z{m{P1rUkUG-n|g@BNxWZvT@@a-3+YD3R0eRwNN@Yu$^NMeZc-tcbG*syRgny zdeO@p5`jElFTAZ?K`5~orRM7h4!ITz;9(ck*#&Gi(13sD7Uh2wBujZ56I50XvzX@K zul_B7NV%)x$i-Vr{-Hpwf~!#Dpeqs_e*isfpbdYy{q61}(7)%!g)iA!1pD|N*g(f$0TNNdt;+Fh z;ZGcy(HqYEuTHQnp4t1$RtU4N2mC`fnIb!{)|i(ii4w0IT|UUu}X-|Ari z9ee%k^UVf&*gyfUpR!oKZ9JC0(obrb!kE4Mua5ui*>7G(PM$vuAp70z-}Fr8%hbf- z03~~QHb69mIkIfabbL!}K9&Q?8iOtl;}nJ|jDL6g58NO|ITeTvQ`k-U&Ev20p?$pm zT4LDs&%XbEb^PM;N0(TrY7aYq%m}0=vVF20hu0Kw8yyM84 z1;f_=yUXi73$)dlAv3J~`Q7E?MwV`GRn`30@WTeCh0muCfM-Eh@ zg{gjI>U!y2r6AtTtCOeJ3^TmP%}hNK0UmefE>l?^1sB|_+mgRU!t~V#_HSK;)=iso zmO2L`1Ci4#eIE+17b!;y9NO0m?ku}JIV>mz$Q{32bg2f+$q2q1Muat)y){RLAayAM zO+YwTk!g0q1pZg0I0h{pG5X0s(wd;^_)_bMg9=`vs50>kR-1GLDI`5j`MG)CTj)&c`xuf}av0$>}gRP5l${`_C$s*FJ z4X%!B6IAdm1(glww@*WhM)B{C=owrDUk`VgEf`S>6|SI~YS9cwZpW1k7({`UpIC=` z%?;T4YE;p>7k5C{*NFT5xl(Yb+8v#NAw7McCIy5f=E2k0obbwGw4$}kyLSeaL0#J` zdwyK0p{#^O?U8C zG*m_(7kgJ;4+kd19enF`2eOYFl*gw9!>pg}oUOBiVUF>OYp*cO)5kd`if>5tAnRix<%aemz5i0%mc*OA)_2RxkyyzlGyEF@Wp@ z1LAsaG0!>9ngR6tBfreZm96&wg zx~2jsap^6@7tEPQPG}7znmFd^Hneiv@#OBk)M%(st@qo=cO4{TCU#j)x(x$6ohMJl zFzmz2Jf(}{S)g71#QV}G1PW4hc?(g2s1g$TDQzAW5Et$hK6tDSloWBAjRSOYTBu9_ zIsGJv4b(J`2n!`A1N!|9OX3NoC|pgzQ?er71c)Y4fRcsHiBU7mkQqITq!gFH7ZkKC zI@}Hmy4Fi}txtzy%ZftFiX^b3EKhUcsO$da$95INX9IyvpB^=UZQ>%yr{C>C{#%>; z4iA60RTo|DoahTaYZtX=X_UY~;_>GXP?_f`v#w9NT~p-M5omst_?V}T(2^)H+q_oETY^hcrTHd;^` zu3Oe%gw}t~O9NfZszLm+qws9;N8sr2QOew}6x<$ue}7)13@lelZjnL2YaqJBWycc? z7yantGuEUH0z)^dIIl{9F|y})HA;QKs?<>$*58Fn`P~Z_6jng?d;jr11{gXU*t4?dbp;1f8{FqCZNW*Q3gz5iveVH2>QNRDZqSgz`VC4(y0bu z9T6lg5R*T-5t0!uKN6J>(*}-Q8;KDEuS65Cv#e|3D#}-+5g=JgO;{j#mm;Axu^8Gx zc()xY`72-W3;f~YN;`H^Ms*$FzKY5XjfSrR6UlC`tcMC;~CGX8W)C>D~NsMJoc;<%wzb(_=sjWyqM>4_k}R% zJ$LucF{4mWJ2U>f$lXxLwfB^JYh40yO{_|r{1TY>a*~h=DykAvw#}M9^D#fwf}!VpyD5tA;9+-QaLBwga3 zeHkp4n812=IS+PTJ3eLC++uKSvhR>aU~@tJ36+_wCYW`H!+8%Y66E8x3Kxfm!$#f@ z-@A1%bayap_o&bkc)iGm>*VJ`kX@cA_Z{!2!D4gcSEo@C_V$EZCn|sZxQ{72A~1_6 zpVKM&FI=2H#&~SS^Dhf6g++TX>a5iHhUI7xxS0go?5NP%C`nkWj75HA{ zxLOs*_lio3S{+nmn%w7!KT`yoL=V1m!v4o-r!6MYc;9(l z-Q+vyfX)ZR@>|!@iGyyh*x{>6jOFQahA}P702u7>RcjiMIj>L5zGhwESyl&)a_j2k z)+K-(V_BcPDdpB>jHsw1Lrc+N!gQXl#XMaEv@Go2#bUU+W}nPg^NDB~Y~Oc)$S;Bi zuVMnsJnBI%NyI)bJr;U{bp<3)iFozN^7tN(2T=H&=f_^jhmd-nJ3z;@5UxCMQn61$ z+XXl(;f)Y*OwccK*Lrf z8xjqx`7PX%P~pm0?El<3)lo?Y8Tzt*6GBkAu4txL+rOh3(o|32s|Lg=OY{=hD-)5D zUx|R`Sg*7uIdlRUW92><31~NrPU?)(dH`wF9o*BlWx>W!VTcNQ2ydcG%RRrAKzxjw z+R#K)ZbyDvB9e;4n{U^x__AAJ&lcj-;@}F97Ur#KtF5EMJ$IQ96Ea!cnJg8ee$4}X zq4E_IAPUwmAX+?cHGAGNqLutttQn>MS|T`t)b!WGcWQi=3nElHVKc1PiQiitT0=AP zZ`T1I!vFVKXl2~vFsa8O8Td)T`1U;5E7Xgo&gH<@xOOmRfCb6-d_M2wh=UZx*F3A| z6~NXEo@T9Sd9Y1n8yLw|!bgn$-nOI?5}$9m%FSH{V-C6=)s{rU$*0f&fmjx}>j-#1 zU0e&4bHqtgT1ly`N?%_lYzx-~^!f2&6h~8R==U5tMAi{;V!L(|6PAqxlS9)zO)oXW zHc-B6jiJ(_qfhv1aCgEt?RJhe?ai=8^vzK-3_ov` z#NKG^f?)Hj^H)zQgh_`g8Y-`6*e>{PXM>NX@;?UwGdLz70lJgg2f@L zHt+DS0FR;C{$<8ZAo1Zz#-g7r7-~|o{#I2_TbhqUK=#F3yCfAAqN~*Y@aB=KjD@Q( z6IS{k3uMY*ph=JL-eFgB{bCaoY~b8E>V6XN2hC8EF=Rn=^Q@fwb{b57MH5WnQIFEBX_ z9vtn6mePrY{(%EuSl4SI*SV0Dg$j7F)P{poHd0Bb7fpb!JX zRC~YzM>IU$P+39)y=d_oa7542Y{>Kv+!z8HS_X5F6Ivisb2B|c=BGw2roXc#2xm5ok9X{OmFzK2IAe79(T!HJ#Q01R<9cIm)M(^tD(T>wR0I*|k8^%h39Udx!Vy2! zUe`ePCYbx)a;(Qto0DurJLBl6(#M};IX!n{ z2n~Wv|7{7=e?tS$prVsT5+Vpx8+_pGJO2=JYIx_U=GH(LXQ`4Yju(wc1-xJ@+^%(11CN2{F zVlgl#kpE(EZ7PiaA-R5aDfX)c0#4_lmG>U)M3-rCMZhtA!hu;x&>1tsWZgNg21w?7 z8)1n=2Wo#hO_+WT6FG#|&eZ2_!t^}Wgr1MJW!@VRcY?mHwQWEG%Ocef&$uKQId!$* ziIKH%Y_4YW3J;9p*)jc!Nn9HY5SrPiEwH^qgZB*)g>ZfA7wHqMa(K2~dD_OuwXjB0 z>fn#*tzh?cbkOMHPzW8rRA3%jp?}Q%sl%lZiq1a@nr?e)VVB3WBi|CMA!cpftxCUg z&=5VSG{e6gPF#PmK=V-}w7Mp|k3|LHERy+WisLzwmtm$%P&|!r1-hQ&CCrRZjp@41 zBpdpDq8_oZ>jH*YG|-MT{%N4X^so6smxdoNsirOX`#T|!YTp_lh>XrU!h$`N;}At6w8{5>^sF>^LB_IH3MG|;HIZrMsgg84gY=B7CeU}gige+6iai7~qO({!(B z4+Dt*ErXd2bmDp(g2UZ_=h~WNsaUPy0MBn`Ft=#!Pf{|K9;QHIXE6T?AbKA&!R+no z^}_&4b_VmWmS1yvLGwdwm`D8i_;HLS{w;&~PXL`>CWga_`>jqobx3CT{{Lg1)=bl{nx?$ zrzbYR%m!-za{Zw8xrL9{GD%*85d6#X>=ufHgAGix0ro!~=OqJy=pB+XO@L28YdFBm zeBZD3f0L%E>73n5{^9)7U+}Btlb!1JUf|UEhx1P_&pzL50>hsGc2-5jGNMl|Vqw{Y z<-^baZ*G4fvPO5<&-~Z*vxzBe1tuHt#ji&TXceM`vzN2ER%W;Y@^{z&seaF*zInp{ zPWJg{uaCXoY@n6;dXz%+$pu7>l#ux^TM$n(95e0sjeolT=^gmh`BTS|Cz!c*FXDn_J05A`sFwgh9PiYvh_-n z6bbh6p_gAq(DPqgFpC$ZX$F6g9(Mn;muC|L*b3`EJwF^+gEzrw{MZ$(Yljmg*vtRw z__Yj%1!UbG`LDe(d%6Fh00;95itsl ziQ&S>yO^3%1Rcr)+xyoSK-JhY{0iJ?y=arJk{J{PKGG7K^tr=e>Vj=Xb?%|C<;|72 zVpFtA-W=b!LbVKB?Vc1~E-eIot+kroud#r5NZ?dCuFptEB;krU3+^7}NuP-TLg+Tz zBQwG<^RD16@y#2Ehf|Xl>OT}D>`j9Xi1r#13IZ7Jl4?bKB>}j@>xh<@9n&w5X#mC8 zgE|xY9ze!p*P+)b)vze~q=MU{62Ro+v&Sc*LTBBL@GHnrpEh_{Jz-NJoM7z~Z?eVA zp&}EmfPEPtAIJGtjsvZNqCY6}3I#w|mdcseN_U|v@5Y1CnSrqP3P10m{iQH(J4akf zOc7`-YYxl$Rs=!)h5;b~b&&43dxD}#CA_U&>&~ZCNdsEShBQ$1Rhj5S{^rh&8Z?8u zW-c>OU=&5S7(h5$n|QEe_u{Ej8enD7sM#~^?t|#7w+j6cl`uFVaifq@3B1q{8|t0k z1P31VdE^O~0_CXrE+2xWI#%C8pz%Tc_p}p&s4L8aG(9Yw@I9gR2I7(FH5+ zKrc%*I_&W+a4@KyBX$@we`Z|0*Xxo8?lbRmZ9#ydt}$%-QndVf*0WzXDzOUIO0N%D z@&vPX0}xrj45isSipP5(;8+mx*lFz?4T8cKn&uE6_{h?M0bNj7YDvGB)*+@b88Fu| zfqCZPI9NLF2$~#L!S1H-Lv@&?+D2K`)Pcdullm)9VwRSlq|xi+rQk8?j&kN2Uk7H&tY6&2mV z2$^E|q-!mzvb6!!RFd}Y+mF_l?rvlH_f>)=8e+yGU{5-OYNEn}vOE+~XB4hXfd>`G zv;xu!738!AvR!&=MP=5LdCT0lu%<7ZYf;2a@CTw(eC81m8(#oHWq7(e~Q$vKYNQ zh^S_rD$UCQtBB+MV%)`0HTu@QSFR;cuqA*BH)xbBcW@$p8q4nNM}@=5eQ zH1EQDcw`+smT#K71r<>@`!#JpNfp6lk@dknTe=~*RX!~pGoj4+O5NvJx6=dED@Ke3 zm>OLO8M~68n}1;%II%aT-=hT>4Xnx%+JuoluWc&?@f!0BDdoc4WPPLMlWV|XcI6hi z>ouUQF0izvsTB&9eD}2@knXAPvHQ%dLfEF9y4(pF-J3E$%bea&4$6CkZEwbPX_BYK+W_63Kp-(+kUvKoF)Poc7WMkS$q|MOY*j($=mW_4P$vUSzq4$ z8s67B2Or8MG`4{AiqqO@!ViGctv4`9;~IS0DJhy!7XTr(T%J+Z1)$hhZ}((%8T1t% zYs@&G2Oc^1W(g$MKvLiR%i8g!pmbKCYv@K5t)T8SqKOB~+1atn>GR3Sm&s{?z0}jnG~E*lx{b7A&pZFhKwAUhZdmU{=D?&F})9t#FF0nAR$iMh_BRr%4kSxqp-Kw8(uK_BH zww`*Q!U7-*bDFK-W}{^>6P2#S2U+-lR_`BFZ|a@5tN`)cq&l|`<$8t-Rlxq zLxtiNf?44Rt4|r|jNvG}N=-W(vLEV5*EFWU;(ZFy*JRT`Y0id(_?=kjq5!QbIIGqW zBjJq%Bn^9U^^t9GTiC}#fTte9txvD7<*cVO$XLwv=#%PUb0{n-xjbB4N2Ru(`~g7v+RPWiBeBUkF{t$dhHSiQY@r~w+< z&-@tjLW{4HQa|~37lGi{^J<=gkDx1|c3!_YW}zj?kLrKX411qy?RmP@h`5a~X)|7L z*(8q2twx9+AU*FyX{+?3281q!s9G@=>1&A`h4xd2pVfmGkIuls_;grzE!%EzZ6n;K zJo%~t^|`1}YK3vxi^gW7)%kdSQUZ!uoY|+`^f6;}59;x*>_Q9j|Ha;WMn$o8TcD^2 zf)R{>5+#^H6v?Y3n8`r}K@cMtFkw~{BO)paB7%q{K~#bWl5-AClcOjCqKFw2;9Hf> z{l3F@hQ51$yfN;(HTs;go35_fwRi2X=3H}D@7DGF+z26aZmRAT&jnO)&nKp5A~9+1 zhfB?wU?9EZoUT(1{1RIoxMXP!j?a9?ez|$jv+>&rIMoWTlMW17fl{l&txH$VB_gSxn#;GbX8e!hk#l-Z27>`mo^WDl{3YAPo-SXaeUx5P) zJRe$Wn&&~&ajxpiCJr6ICM=nZeTKL*b1_YT0jHyPOgl8l7jRtt}{&XzbY)^gGY@jMVZP9mro z@bTRZzUGs)u+Y4}XVm9Ju>E$&|M=MZFzks)qoFbe=5u(o~&0>xllg19ad^@ zLZGxiatPt;RSyXzy$h{OE5Y-bjr17o|46uJVu2-LM-o8dHHo|E{2*GSPJ7=TlA(d0 zK1*gCvZMd*ZcOYY6{^QqgVEFLE1zD+eyh?5`af3!t>}#N22xpYPZboHxTKr7l!Ms) z7}5JNNf1pYga+KQykcjvba7R*9)r*pOk&LmkW2U`T7*a<9%Qxw|7~t$QD@6NXsLEiXy&ssL>gQ zUzM495vAK(29uFDlL6>3L-#)8!A#*Li!R`CH2SSdC5U6e1vFK|g99Gv8@PG9Xv}}v2 z^uCv%?dkniV`3_!utMRdt23a1#OIJ0G8f?mqh}5*f+U(#dT-2JsxQBQ?YW8zAx8 z3Vb2Zhyt!ZV^QLrVqBv1sUJDPegxyZo__Ji=WyaX?Qj9{r(iDOZ0l$i1;bwp2u8?7 zL-c}svpd7e;QLhR$40|*;oa8+cgfQgpf=NCl{5ml&O9BqhifV!PP5IgZwv>TP_U!< z*lI=^REutJ30h2lAWN5r!_-frJu^QwA*xP1FB*rQmsykr3KGT`iT7DY19qIk^Q|3U z?!M$yGw{dRjEJ-0z?CGkjXRW1=6^(c0x^>p)blN-pq}PPLI#LuI9u#|d2{5Xdr?(vK_V zg6UDaDdE1TTt#K(t|3BCX4vw9 zbeVqyt<3tzsd`Jh-DO5f^(%VTs=c>Sd!Gs-B%T$N0LqLcx)_zA8wQfrKF&@vN?_Tg zcdGJQ6_7D2De^>jJiJw$Tz}Od4N{*E;hP2pAj-X1_|`e+FA3xY>WhYVta%P|#x95| zN9kj8)xNy1XkkH1?OQMe5nzb1x=eo{N!L>~)81U!`Y|JBVejT0UJb(yTX_vzQ<(Nv z4f6a)UY20J2Unu$wq!kw8B1;mjBb$R+kiv?%3QDl*{HPgEC0!Z2$^tr{-yZ#7zFlBIz5LNpc2v6ZL2ekSP zo*u1HTMS=UO<$gZ>r`qzvygIXAHeHxVq*pG>UGY!`I>mN)}Zi)}{V1{O5v~ zCkit_Xz9n4{(D>q-Ya9!7+MGu_I8+D!umL9SvbA^XeRU=JKL!2!~piQ8H=7iW}b6M zhwcY5BOjua~H%|+dpIglZ>ztG`#x&06VT*Tehrn!M5f92{-*=yhw5VPXo3ydGOKiN1^ArDlK1lM z&>KIg7jW&pj82ee6+AY(Eif1F7Zr93v7oIuY#0KR1m??^YS3!OIj z{{5i@vb2n~P4FsAG5EJ~Apv40EuqWaZx(?5m+!sLsx1Vg`8-4C$HU+ZdB%g8B_Oaw z0+tAXr*k$9y$>$$A6RkTEFvWS?fgLS{GkW4%j=bHc@av36axP4!Tc}hWzW0ZO%Uu0Df2g`WgJj z^G3`VMBrijkKY~7BU!0CTyMdk^Rt!oyW{ou>K9*mWH2a0pFN%h=2;+pGW!Q|kCE|z z@?d7KpC!()$FY0rXCzICdTj?U-<}o!Z34#aQE7>}70D{@BZ8+Y8(8vd|L=~MzpA_PmCdrj?VmY6OI% zN+Y74!4t>2ILA7a$fN)h^!BAZFf%~({F%L95crPVHLlnjy-W?OJ{;)18wGhEM;*I< z%@=y@Cr&jxdm95;g+KCT^FT$MyLZuqQW&0gILSF8q<=1pEQ{tfA*LkwFP)Q@kU>Ov#+i7AEgi-{z;W6sJTsgwp=qHjcxOyXq|BJA6o3umip!RlMYtEr!oVCAaAM})7HfgdGdRt8+r2Nj|Z zYT&}=X%{!6JMy_Q2ly)1=X=eohQJX|3Zxf=z`MiQ zOK$r6Lt-dr*ZIcVV3glo)fHF-xzhPBPlqGWI4h%VabXUGel(KF=;uKEP19Y9CP=7= zGHkegq8KP^R8KR)jRfWtG>AIV^XwQ9uSjLJ+Y*ElX_<^3j1&`G#fI*-TulhkwV&JD z_SYexMs0A1@*pdNXaV6R#Uslh{-hzgo7I4^hqaN1bv`(0olNtp$%b2t&lx@1kOu>8 z8o@5wNJMzZOWa1U9S_|=%~{Uj5VLHBvf&Uvcv0v7NVhov`YYF8zl{NwoeO>Tukg=+ zqm9ARcMVVizO`}w{2mNsC#JYrmXyNAWg$i)I{DB?MiO^18R)BxnM~ zTr)bbn7xi(fUhtm3@ORXX1F_sL@WznCzT;w3R6FlDQ8u*2lJE`^!}Et)sxHxL&}3W z8(h(GD7-Zlu2Ter60lo#v0W$#GjBFWoLi*!0M?9m8WEo64-V(^_!OrEfyZ0Yg&8F( zO=b*LvdMxs9;u1te&z5nKeXeQ0v8_FtBCB|Sp-uuHrTvEk6$Vv@5=<(#xc*03KPI4 zr0M$LFae(TO#K*}5+Bds4$8woQv;*uK;d&f<)D+PoZb^63>2Cbm?qTblz~r$Y5cFUqAe4NjWUQq5RD zJmlu8!vsu4>3tLsnHExJY_iO$QgXL6tYCy-;H8dB2 zKi6Hh2AY`Rwr363c@38Xg@Qv};-gByp9;vAf$cT^g?r^NvsAy|UKF3h`PPCH*UH9& z@l)Q8F%M(GWxz6E;fy%&7~y#1`bfMF$InDY&8~oM?-yTUgE0ejmCowC1C0<hj@Qr6Z2^r5jUlZb3!_=B@TWTRqdoH?p zros1sT>&33W4LZy&}g9s^i=d}pSKnjAF?SgFAip$?waX&q69|EaDqqOLJ8ciBYEG4 zV`gGbjOTl`Ixq_fkIOju7h0s?;6L{~(LjKv7hx0wqt2*GoqcuM(AT6pn z?}KU~v^s1voFUu{I*S5#O!>fpKwa^(#MB!2%)8Xc`MNnlDVFzX5F(UzED*I6KqXCB zlQ@-?Ie{`dc~gRIiTR|W&Ic1hit&)0PxgP=8KBQdOm4a*Y5y2KBB{VpP93O`0wXxi zyrMFWQHgO2=Fb4GPZwUt30*D|qJxen?ioue98K7j(ACslcv z0ea@g3FQq{@em_;>p(tcG7o!RZ*=kk7m`$d9C@+76dDyKolU?%{><$|o@k*bon+}% zr#(+O#%?le6LSSoE0KsP;3bT^=l*g7;z+uzkMH~34VXD~q zDz}mxnDEx8+hI!+=*WIf?Z-gk({*~61WsdSJDJ(Gn2|VEV*u28f~f~-djEucrcm=!3wzN=U*7yC^e?I+gis1##nf?JF^agW+Gh-K8K zMPE0Du~t$WDsqrppDl6z9BxZZ2%!&luw6-QO`F>Dpx~@*5T(9b8#NA^`ck}0@>w`qtr+Js)KWW-{N11RDp;H zp{RrkDKrqsC<2Vf`5T2SXb|qCP(YmwT`mk@Q_2A-u|Gj0X1vA+V~v`bS<>b(T)0X z9f>*ai_}srbweRzta($<`3UeX&A+_y**(Zxa3FJiZawtd6qQ-dsezhNQ!b4_&)*Bv zJLf-KUI+P~7CS6PMXWdTB`!C3H2@E}DKY`~4hC3|WXDw|Ab*9KA6#L^A0)uAgqJ;t zhYgj_0MgO(`PoJo-CJ;TnkyHg$>CH9JtL3rd31bFEwsnSU9m%tag#?I_@-%B1BK5y zSHm7zo{t{EtIg>rb;aDF>av#i)#mw|AD6O(Oy$(o+_-K6#;wU9ugNj_FQq4>@gPR$Ds?BJN zmxB!8=x9vDla2wXc=7^gZ+FHd(f5T1iCw4{Fd&5rS(L>~DI_63Y)2z1PEaY_Phlb@ z8BhZ6NC%OUe3)JIN$e(CK>R{|7vZRTur73uK*_Wyh;#SbcmL*nI8Hi<=w$(+m*BTY z6_@uZb`urea6ov)0_TgaE#NDft904$0gT((Z4zyfOV8h4n$z0ILn9KjcgIWF$J(!pOg9r1bKlETO zq5xr>&!Aqw>Z37m^j+%L7PP+DVyD0EzDO|~B|8M1kEj&&EGp_LhQ>H8d}TlhTo_8cZ~n6J7kUPlTXqhwjRpgGq2TPGQrO-zJnN`R z5d=oHITqZ=frfXY&X4C;L4|I)e#83$7!&)+^OVCss)OVl*)mx zLJ}W@Br?Hf%31p^{u&-(19 zUvUzk4dZjOwUS3iJ%a!ZPmm8GO#DOoS z%=$osCcf-s=R4Er>*ukc=R4ju^m|uR;w0}+Va}N<*fHXq^N4fNVDrmQ&worMxLEi& z-9bepS|O$dI;6v2ONST1iU~?JF#;Jd>Y19N0*>$RTvx6?cd!UD#o9hf;5tCi?e<)y zsSzMlYqRuGVjTDcR=j?DG#2W8pS^jF68d~AtobH{qF1r@k`?=A=D}s*bi->GYe4;N zpqz{w5}w@J8?G(kz|*T@Pp@M9z?w`LM-SPZBmt9eF{4x?O;Ehca8qW#jvjxMmJ&nT zoF{j9qoNQsUfzezm98qIw^o8x&jyXtC_TQ6>fl;o;uLZ#fZQ7HwctPmPLGcq5^SCg z@uWafMhOI~?<}}_yb+|;POf^V6b)OQ%xZ^Bc?f*JP^ZHCA&4pmx!xU92u~+hTv&6njn%=kWhk8295VERsj84*eNT+ZvV$W-Id>z}U{jM4_9@Nz+iE)T)<*EnC} zAvYXH&v0zCttwN_f=_y)kui`ka)PHk|9*2 znh})q!3ZrziGm>{MT#^105iYFgbb=1tJWn1lD${>Y;6RPDl0NNpN+(UhHc>iH4tbv zNqtigS`~f$cxawP6M8-W@R?nL68kxOdyUX5zE!u_as47ACLGIH}phzNRIxDN@HG>rClXR+>y3bjllLCl)1Nq zsKW94^};b(H9#ushlg0w?JZ7|K)p_s@>BoIa)YwkxN1QwIZUu)5&;bUX9NUg`8eYL z2nhJ-vLFz<|2qMJ^kDu|iG3ExWC1n0XOJNzcLdHp5u{7l(;v|PC)N<`IfpWzvp_xz zh*2MBSQGL^<>so5x`Q&V z%=zdYnSy1A|1|!KxWEF`{{kTL@Z7)#VIPIHtK|d^Cb%Ua|Z*M3<2SH_m5|LbJCf+GJ^o*Aq)ZGcgN>$)6(uKnl%W( zW(f!^ae-Ab_%{H!6;nUV4YIv|tQwR-&JqxQcm72GZ+5MMx`XZ?OF&?OQI<%+UJu?s zVzuKra8%gld;gjKU2iX89|?4 z2rrb}SOA`WNBy7Uev%8h8J2xR5@E1{3G+pkIKj4C_C5Z2-0M~Mq4&+Oj5A|Y2NOt` z<9~Pk+kfd;$q$tr1R%4|Kl{9~0Q|r7AB2KjAt;UEEY@saM6duieOk@G`Y)D%!1jA= zKZf6vjN)WMxx))t&oe56Eh7H#`UN-7%3mU@_>TZK+g{mzlf94l^PCcY3qt<%guSxO z3kNAUFsJ`*`^gQ9Ts3cu$e`!%Pmh=1eAs!3qv9X}!5<&*C1XX5`%e}n^e_Cb{%u># z+(ZTS2en_e{{M*p@V{JQ-_ie2-xgk!Y?hyYr6n*KT>8|HPfN!@_rf)f0{rDb=2g2q zuVXy)P=bwIxQXS%^H&GC?lV#Hc9KQr^u#>ayhGmT5_%>rzCVsnCFveGI3+koncM;4 z+sB9OYYT#tE+N8kyNbatYI(>?@p9-|*ki1DI3F^oKw=HJhVeQYBf#vIJ^tQ`67=FC zDcO(Ah)a)9`|`X7agAIcT_EU*`3?y>V{#9(06A|%XH0e(5~5@5diW>Rz$uf+!nU$l z=qlQ`DQP}>rOmj*spv<^L^8ns3Ilml-nnQYU^2II{+!DBxgaDn`P>`~(Ep$$wKKqA z-=<@8URA@HjZJdO=c2&9It_CsgJ9ZJ`_hIb!7z7oQF>_`2c`+SDw}tpSMF3%b%_%R z5Hq1>-OvLiFzJ}1)3^JTFoSrcoR-Cbi)1+zObH5CZB-}sljY0TVag*$(2BCA1l5>v zx8g1;X!3>tOCS)!ExrOW?-o z<-Vtv7r=47hJu=b3K&}P&$ZCZCP7`Mj{t%KBqRF zIS>z($yLQiANj(;oN2q4HU&ZJbCJ)@$lyNzIW*+SvV4&HsGCY0cmNLtz8$i{_gSO3 zi^bPepx4>+7YbQL^n!P z&YZ{i1f?;OnJDR&Uu5WDg$(lcOG2v_)Wgn)r<{ct6Sknt!bb7F*lhJb&D2BC3syz0qo zKu~cidr3OOBZ{dXNn3{4U_fxHz9Yn315u=yiX-It9n=UiPby@r8uOfp(|bFnJQ<8tKt2WkiaTg z^iqGZGf?bv0$2u&FB;HmqNP+P8`A+H5jDC!?Iq|y(PoAKP-4QoXZiyS=)K(CDt*ML z7M@rq$6F_(5)2h#sQ|l<^^=8>XjDx}Ki5Kth*6k`Q689Pr(M{`%>i`_|JAqWmVo50 z@a?DOmO-dQ?dTVs)zEj)x z(2=6;IYF-gCOWP^ptGwM9zW#mzgS%Xo~J|NMqnT;jm(%vPe!WWa#bTzs0?ZqCWBgn z&QSSj#su^jKuO7%s3V)3WfR0RfP^T8K%=DW)iFqEr~vAD{9F$!D1a>=#&RV`bI}8J z8KvM+0mej@(Of;04n8M)D6s`IMX&d^ge?vN$&)V^BYO&_t0y&eR^5c#pOS9w!^|7| z9j-wKLaLxoHDlV_4@J+k5#%FoWdUuxH-Gp5?-^ zZ8u!D-FO095Kc-(i<6^Us>;HB%Aj|&T+8ysDDfHk#xWd~Z@Mk-Ya3j=3Et^L#oCwM zLZ;P{@zzI5q3!g=)i*Qp;rnT;b2{VmVXke=jB7({pew&};uM~8=-Kk{ap&-IAiL+` zjphX9co3;Zgi@J?3z-Z<1~9iUXZr8;^yk6GgbYIf&_xGor^iWf3mx3${Lq7b&Y_fI zi*i^@noMRiz=*V2{AshwVOmorzH*_9B2MMQAsf$^ke&tQsg7X_gX*B`z?M7tykYQu zn!&z&1%FUJ_SI8bIuM>~@;6C}=7Wcz&qXmLcql$z(a?vAG@~X9PiXzz0PF6pS^7(} z6cnw#?AimFe1Zl?f$^7lEssK9ZHA==L3)GUsyvd>ubrNwYBvUVL9OVdRb)@LMOAC1@K4&1c^|8ZCGmT29OVO4@P< zPJG=OI1DXO;^Njl&&nu=i#*SV-zN%T{Na)g-;vFre0u8%!L8-+DN;~&CwfNH(#A{x z(p8I?yZiOmCa=Xzrn?laOtiu-h&*@x` zcs*>3zHW1-=Pum1IYRFA@c;;&WgRkKCJ>Gayd_OZKuEw%CwxK;Y?9C&eRxAD1iEaT z^uX{1?0Lz%s;<2ndek=VK642HdXiys%!2l4MP-PQBr!-*=P!>|Dp40bn<<5&nDzAh zXUqzsa8oWJunQF^es&MtV1}N+FD$0p>T_WynZUNU6b#YHT5UlMjH5DI^WoNsyagh5 zd2m%@WnJm6OgJp#<(tcs4pH+qK+Zr`+{kyZj=i(elI@j=Nr6M!WO2G_JQW;{X z7BQb}SmPHn;|=54tZdE@R&D6^hn5b}k3|!bX4b*y)m`1rXHsC3`N}2n=shnud)mu) z2aw=4syzF>W+VJ`+|pK7TLHJ1r`zh*6~Uv&n;p+wErRRA_k1+kR}3W%!}x5zp(pSW z+qKSCiLmXb+edN035gs(}`S z&prI1>h<(~qA`(6;uCpw5MV2Iv_UWl-svtb)<2A%;l??<`l~pgF)}tz5_a6kkN7WTsi;hG^W+DCi-j;!Q2XjWi6ZdV^8Db~T@O-D+csxkNrK(iHeIt3Plc76 z^+dJeQ$PtC;;-H;hco-_b#`Gt^C~Fpdbmv~OcaP4rn0>rA{1(Sx~5b>*RXioagJPA zjjiOxeoJD#KG|Tj2%TGe=q|5GJfS4N<%l$dS>L5v5IUsBbk=%?z-267|};?Y0SBrsO|>%)O0Q4=^>ndG#N&Ja7hNK zsi&=OcRhy>qoq_VrLuu%zlor{4faPQKMCiXl;X7rOK4!nQ^pf`CZiDH$PgN48WHup zAD(*MsDtN}Wla)9uC1EwIH?+V#aG{WX3T+kk}BS3Q!q37tww*rM-Dh<@NLiFD}Z_R zZ<<~qaQW3_!*_>Pl*s0P+NRJ^5ACPD?RV*15mN#v1;lD`(c zp6k?P`fGW5J;!TFuSUt&Jp{-YKdx?l3i)!MeZ!)wpw>KB`+^D* zlg(1L%)kuvTWepedcCCr5~=leA=Gc2dZt0R7_`OI984uRP-Oh8d&uJkcy73C!0J{! zsD5(T)2opJGZS{~Z4gNYdx`61Ewf5tsg78G@NTqL$v5&ihs4MDh2MP=kT7vIkn3fD z64gULEY1A3j|*i&3Js3NmIQw}`426krd4gIexoKq8X!%Il_TbmUP35Y|Lk+vqSS5c z3DwjtgI($-M2ub|ciicEm`!^?L0@m!q-` z{n_mEPRR(|pAi2xu04o)xWKTrW7XZ=l8F=Kn_U58X%#d0_&Dg9|x0~bias5Q4N zh%U;SPLrSnrQWI$q;mLV8#!7r>aaOuU1h^4NEs7u)`6wp2I|0{YN$`ahvd^;=YnLD z?}cCS<)BKAKQ7HsUP^AbE}}YoR21W;4%zgA1I8jTwe8Ewpe;jB<&O9>kUtWVcfdaw zc0XA3I;}PW5@nShX;j^V$Bac%w2yM_cDrJjD=RH;-H8?`vkZwS(K^`Azr;XNy8ebJQkJ?_HS;-NSbD{72T5xXVb=2T|pT0m_naMFqU* zk8PRv2Iuu8vrw}Mkez|AN|43b^=NJZoX`8gStC&cwWW79cE9To0MXExZd^8?VSlJj#V6e@CZVM@t!iITfn=B=l7@(L?=$;Fb1+ z#n3`T-=DjgQFi&ptQYJwX=(cL3}Egm!<38pdj>ndHYN5j79zK(@}x2n?v-%6{mi2{ z0}h0c8T;c~z>gG+Nv#ArV;(cXQ7^ORTnR|ky+RFwA|Ul|geJDahMQ7nKA1+rV@JWM z8snm1)y}U6oa^ty9JBH5%Gs#kIDX0{3)3PH%`3nmwHoSm+O;|bnxJ%R$Jnm}T*$~j z$1nJSORpEctft4&U~PIn>Oj!t$WUPRj3UW-d;0wdQ)1En<8P(VQX`e}^h<*tmwP+U zy{-Z0=T@*sT2LvD6Vd3el-uoy{; zqGdHeg?B`=K!CA82xk<1C?zVLMkum6QDAkV3QRBj6t^s>1fplQ{i5_zxRf)S@7wiq zDEd@&e?X-L4%uB;QGGlHhEJZIxNukmN>na~u*YdW-mN9jT4UeQ zas`zc3?|I7&}#v8ftCURUk}Ej(lkKBTgCKXoit6?5kl9?JqOEZ{*lK%P4m ze+)3QKn-GM>}EV8^d-EznsCVC9zp1{pOSmjs2YOE0{KrC5c&@QtMlewQ{q&oQ%q+J zK`bV}%x;7+!Q*}8D+$oCz%&aCvDblL<&=1+6Z)#tkM$QX7$nipbCEtCFXP{~0p=ZZ zstlKt8izWT50=ROrwn)YdhmGT#M>2c-Hg9w-@t$JaQ?Fl_v_=f7+Js48U!%%{2{>H z?SEjlhnCDBfadQW?kq6K)&pKYrEuU9bHMb?u*JkI=7vx^SAAm0q<_zFX94zU|N1?i zR&a^lyt!0CWiY@fP9OhoHy_{p{r<pf%-#uPm@Id=u5BVXQe|G#pRWF>x?J&(s$SsIovYTc7x6yK7qx!>(If_MP3Q|KA5#eYSU5y&Ft$U{3#g zfOeI&VS5Mive^Tuy(GcD{ayJd6nAP`?U^;`{T_P4@Qa z4g$#k^!&G{Ynm3^kREh?_IMVUmt;O*l{)b4xJzFOp_^xXc(jM!Ac6*a{VXv-f;nEC z+0(mLi0MsOpOc~e9~469Z?GBe>~ZXKh<|k!!&Ex?!tXD?=&KBV{+RQy!~wS7VaGB0 z&+=6`toE-~sGhb8I{dj6TidHxCDm-;V@0S>m2|7{in56q0) ziyEt8W$g(|#br;yBYcX=zDHd6o|CL5h+egw0g0bAkkLHcukZK{UktDnjTP_4K>Vlh zw5$+Ul$c%_*lO%o2)DvsyIYT~gS4>Ni-HJziCp<8Jz~-WFkV+H5F-5$_C6fYE7dNA z@L7RhtI|uL+IECXluSM>nSN}VPi_tP2fzEc6*Dj=CcZs=v9SV9-F?7UjsPVUZ+Ndk zY`^|ZMD{q)Ud3Tjgoa}6n3DY{$xr@cl@0L);|^V=Mnr<(Oi$j{YDn_C{}f-a$;iYt zwz&eTibJ9gccB+tx^PUNe?5#cxiH$~0%i#_KBXhTfQo_Csqi zgL}-S%62ci8n6*Bv#G;?z}ds6?ph~Qz!g%n4gDD?$+kQV!cF4aNr{6%kjia~_DB() zug z1@(YnQ0mZek=F@@{B1MD3wn#7DK{XWSB?XdXKvY$;+zTf<98beBjF-Y{liht8qBcM zd-?5zCwg_06x@9#1VzNXtWGm;_bp~Tzo#*tYNoUlcaJqA#ce`NWITUOD2eoFNM{19 z$(L?^TmQ3|4g{7whs>9AGG5L>ui_u~)A0pUC=JI%MxwSDF3)h=Ic#5TyiRO{gF|Wb1|!s0_eQ5m5N!VJ>3tP}AD1GR*jzcPi_24xBph zw5lJb2*jK+ns>{-4rFIEoSTsr1CJFmFX`t+!}Wb>UQvC~An7_busp2{%DX?A zPn=K$+tvE-oJD1iwR1-qY`$CvizXUh6Fbg9ukqsrL$Ewa(;^##4qFgpKEBr`O=4{I zTjOR=Ee2STp)=!s%!mL|a=*!j@TL;0jft7!-%ju2t%r}&^Y9f5p6(~if{`du*GY6} z4KD#Qac)B)N_~PuR%#v*M*W0FOUh1%28dI2WF*DHQOfULdYxC#cylUfLFkC!h*Is*th-l zWuf<#F!`uf*7mWbKuvQofJG6r0<{QAg8qWuUy2_TK&fiR0Q{_liYalXbZ?w1O4Pa- zx+^Z4lLJ(|PO1uejy^r4vxE!HlvPe6%=J7rNeSyK0E)lI`J)ocOEM*-1oG^oo(%M& z)N$;)`z?_T(6%Az+u4%|U~zKV?)4GzIDQ(IcALyv}|8+;abYxZrj(GDWuL{b!SH-NUZa% z8fSnO3JRJB6g2Z;bgVmL^c zE$!}5x(5N{o(Cl%AUqa7mF#qK(mB+!ojp2g&W5A<>l@z)d=clF{Qumc1*_ z1z~4_L|)8XAF{K*)2)GplvvDqhGvNP_%7TpK>vrF$m)Wrasozh(Jy?Z*YAg>(q)a2xh z3@d=Yx%Ti8U$kf#Fg?)nstg0fhMEUaQH27G_gc_E7nXyL8SP$l&;QnML2lU+)B_Z7gB&lf){k41o<1QeDtlGW&yO?$Pg()~0B zh^YYbUdE$c&4%f}jR-LVQZlES@$$`tEsSCg3rJ9zr(snPNLi>6F2ke~kzUTATK&OG>qiW-LP&jg?B-il~6rSb#I5jOA4i4}Zi@DZ-YL(TrH8>8a z6rCA9(W?rAKi>YtJAl%+fm#*DXKKN;>hZg~2vjT}FSwB*VBFE7uQ!7s%(==j*Uu1S zjG2u1ai&CjtvHIJYDWq7fH$F>#ig`#@ookHlh&l`BTkhD!XoA9 z`C2tYpygozFpDLGmfXP9%dhI8Vaw!kw^n3>ZC(DEW9#bvYHvj@X@R2i8sVCg^c5#* z4jj*niU0hv0PLuuy=Bwg+B-81m}q~73G3)s*&`LLmcSYwu;YDrV0!c4p&X+Lc+kKGEKkRrEnGn zJj6FyFzpN#CCJRxd^LvXGo9X#Vidu`7y?ssgbBRwSEgq zfRh#wUX5^v>Q@TE_T3kJWx=P~?tA)3K)w9-IMz@WNG1;xb6-&hvmOcRmCW-8rM+jT zwu$?|%GlO+i?ugkpU#TgoAk<|Qf;L6(k8Sv8n#4c=;?gW-ETKkVO1@tEp&Gf55P=p zso~N?5KufoZu}N>M&edY2Iyz3IwF}c6e=)KN(O!mK{H;LK=vPMnACs_I^3kah=Z-n z^Rt5Tnk#0Al65cv^<~uEN}+dqIljuk*X;csL0b-#pI2b}w@u*du7n+jj4OF1Yr)-6*=~V!26QIe2;r`6hCbQu zkCErfVECnX8CoM6=nV1>a~hbu#$=H5vFiqgaO%tel+jFofEG8DAWLU0uo=AzDUa!L z*nUwy;ozQPdK@rD$$l!u6p6|9!uU!8bFw&wg|Lfnj>c`XObDuv!=3pVAvT?>lgeWhNEseTpIY1WI? zg%?0wtwd;UH7Yrf+hhwGpfqD7(uD}7ACRK=l1zVag(;7uCb5tKD9=$Hd@Oza7%oq7 zPqb8?!~m28dYb>d6#MfMTG9=?7dXEVNLyruoa%77@<=R8@F`@>*EcA6pHXgx>u$HkU(d9G>G*N*~^Jk-VjdPr!X-nugVTeK-*t9kLWiDx~yj|%zP zX_X0cH7DK{M5UFzOCw6UB)Gtti;NPvMwp{y$N#DniOd2%b^<;nFf&rGZzvL-6KCx3 z6!6G{!W{*iP$WJ+Il}oaRvH8Ip7Z)&n->G&Nw!fvmN78n{p;Aeo)U=dtK-fyMEoBM1k68aO$k0+!V6>pJnO3cixVr@SRGnI!thXc7;}@pPsZJ$`yk zr->vtE$Q(!)sEg@G9*a-pU&DA@TTgg2+ocpDM799jkIL^UI%Znn>m97Jy~&bD}oS; z0a^xIk8O<_dnp$Z2YONSqX_bj3!fNrzY+KjrSpy3oCSV1rdN_npTgH;#Fn<=WN?>1 zZa)W!9b$48Nm8Z7(D#)S{$pV^m=~4Kul-pMuRCU{7GEia-1EC8Y3^jkaU3tH`){Yt z5XctM?~%|*ea^#-Pj*cGAfcAEgc(N>n9{+9Ql_eemP4~<-};G)3#8931%L{u z)zzxf)j}dU(wAK4BO(6m{pc!AE_`(qy5MuO0gPo+Zm8%#fXll2S94CF6o1Rq+>1(& zfOq68E8odT5K5FZDN5$RQBlvBf%9_ zhBzt?DSC}PIDG*oVBFY)uR^Fk`y=2aDh{NdR=y;AGY8%b<+j{eUk_tZd8WqO7eU>=O=mV`p)!i9)PiSg%iwtKh$z?9^>C`w@TFol z#@{x@@|osg20N*=_!bFsl;WWlQFy#N|9H0+WAz|Qx3}f1iNmA-BELP8DQ`qXiU+ty z>DB`wTA?jkkp{O-6x@1lRX~4x-^!%>IG;Zd**q=>*9(s8vv_b_aDSw7#7N~rSd9i3 z7qarfdArH=tt$C2J$A{olb0G`xA6Rc#&?h4`m6)BxnVJ|>0Pmy=cX9Qp5k6IDIWU; zGtR{gD4E}oOKf>$$$_m;1}2Phse_A2?LVHPqE4<~sAnNsCfZTkYGR%uZqb^AKDp(p z6I8Pomm_ZYklSinp=qi;QOU&(;i3u4uWz$ZXn<$kr7hj1X&{;T{@hNqq8WOlfhXDp z#}{z$8x@V#CZgF!qS@Mflv`s6%@u#Ww}JbC{Yf_Xq_b9V}{9yFZS?4CzH-m2J2lY}Uz$a}V5UJdl0TZeDXbvhS{M0u_;>5ks7oW_A zHNY{Uwgm|#k6_}dT&{q%KUjy{czwk#2(BG|qJI8DKKOg)*?X<7fc1)A+X7lp0VM5s z^@a9Yco07Ao80~ySnQK`$r;enh$6UH5WW;~N1e9BY+?z3lFWRLQ2x-jjO*j36kGfvW_7D5)2{hJwx~* z7=nx4hX-OfBwU?gkBYQwh381< zHv!M5A2W~lmctMEuK^V$nx_fW(YsunDX2) zBo3h=rqkGZpr&uL9s(r@cAE2-A|*x08de3AGMXkA1n;@xs|X%a<-vIE(dFg$-~SKqM7z)x8g4gR`a6J zbw#L9dWIQK!C2mFjWt>9cNhy5v}EQXH%a#S zQTd+{n4EX568t{`6W&l3L}vGYCom2FZzyE2Kr&ThIHUf5tB@f`A4vZHU^<^Gyy)qc znR*ya!~W}Y9?BvEyD0LbVa(?&@rMPp>5p4Mez@!Fr!vZe0qlW}ev-gM_jLdD|GyJp zTuwZDE7Ghqm;f`f{f~~XZ(e4da&OLm0HDc52l1Ch2TS1jm+~u02;PIDTJHQk$(n=$ zQ%-tErqGz+KTZEq$Y77-`>*dsYc&=_?$E?t%GDZ!B>smm1SXbP!CI8C*MUECZ$S=6{c4Iz5Ot!=V1vaE#;9B41R>uEr0+~_Y4UZ8g#0L>**z^DH`gz9vvc25DV(|0B`~W%Tc|V^> z-;S+*TW4&Yy^;s{xpU85H@&W~a>&a6r;q>CXgNiCwkwBQf&z zyd^PiC>JgTw59Ia(+CS32dd@Ha3IFF4BZe4G2*4#HbbHWF0{VwzWe{M_tjBVto{C2 zfPr8DN+_);Ac~6QcLW5LZWReTKtU8c07Vf46vYMc;=aTzMqmTgQ&EOC7xj|5U(O;m(iU7J&kEu>x2@( zV4CA1$yEv9mvws2qTDLT;`xqn306G){B~8lS3u~iF`rlg%`kCGEw2-LY-Vgbw0N?5 zE!FeA=qdYn%_ zaL?bzIe%Xv$PZme$dxXG8TF@L8=!T8Oz!sS1||`3D@S($kMj+`WDujMieB0mqOG4{msXE=$Q5?5B(YucT83fIq<;Hwx67PEAw8P-A8 z)~?cnvJF6oVK;%C(KT74YbZ^$+59dhwE&)7zIBD;09NuTum37A`5`v{0Ut_C&p0|2 z?Ya#wBxg+vYfJ*0`ki;e1rp$VqDqRCY7NvzS&P3sPzMERbsq8_SXpCD7vcWd2q(VU zPVM)ogY57-V-!@IfU?Bsu^{$SC2|bo79gn(?2)eo!)UOe84Z$*^m>yKah0mmIrHWPerYpoejMhC4AJp z0-}aI{W#K!fc5rn^oUV}jg(0dRCmG7YUpH;3lnofNg#Cf%#sF> zMd5YxxLmkHDjIJ!fG#?T1bxEHl|p^xv(H)~3O3`b22MWcFxmI048kbsP9>ykkm<-} zz_aS^gRtkVF!=D=*|Xn5Z`sfZSg_$a+ludbsjAwWYl~6 zjCY{~X}R>rZ{lrWx8;&X(*O%xBwqHfzk}BgS&@*nq7j%m>cmpAv~13{WRRx!&w!~^ z7TYrn4r78UjH6|M6_xg!474P(9_+}0{FEwMLQ~iRnB?ech*I*-5Ashx$mc;gHS#Tk zJPJ84hA<-;_s{&zuuxp8tZ_*g2+xpNo9%rMGK_22O3VxarRg{1cP?oFsk0CIz^W^Il*dCQvO)pX0Q3j*ue>4m3Zvsm{LFvBo5EwbH@y-3jU644uss7Fnv}W;9 zy(B1E4-*|nIC3{sfQ#Ux+QZU_Soh2Dp73e|DZ}>@$m`YTGRMu&JatfLgf6w^Rs>}+ zF;Sgn(1kDiqY`FJn%JV$lB$SVIWQG5V}f9iKdPdR);UT@^yprI65WxZ^+Ja+YeD;* zQ_n~XDD38t-px?}o(dk38xpdR;YT9rb$?iY+<%{W$5+1zR=jRClSgKq5LfZNx5alL zP`_;F=FNBE-S&6Er9N#SaFOMx^tuABPU&)VGR%Xy<;#C4W2MaoRk7V;Dq!8ipdr7r zwREM0(~2Mq*@F+&n97$j-OkD-=0IRmOACqorfw!IFoRbq#x?Sy-?SYl@l;{(339DP-s?O!>OIYbJiR12G zjt`Zzluv~ncB;-)TvVA#{~X4Po$*>8+`u5uD~Wi@JGudCsjQhoP)r|)D^tKq=+{V* zflIYuf=NIgfo)Kaz4f`_8VFU52vLndkN%76PJLTa4V$V-Gi;Q)-&`r^oQ+=p>%Uz2 z7?=(D53lP!b;^QO3DsGzOR`|WeedA?t4hGTc9iYU)Cy>dsX40KUjzBcl9zvSwn23A zRlDsRn0d9pYjPi2-%z)mDoffbLq?sTtx1^klg%I(7&c7x+r@VD{)8D52bjv*&p&{igrPoBjq6rLvl8F)X=c-J;4$ z*qYez=KRiQuxm}x?ly;XIJx50em@S}RiXvc^TE*ag`Hr`_pR)PXC6Ea@_QlRnE=jTa>FmwCqr1YTj9KCCGb+9Y0BDD zRS>0+YZZkI6A!a%D{pnS!9(3WvohZ9s~9G}D1ICzW`Xo9PDqBb86HqzNFW1lfz(JbJ0;ox%N zXa!!1X#6T4vCtw{yaNe>`JXZpUh^HK16XM|JqwMf{!TiDI$ zR5{pGu8;RXgu?q)-s5e^03t@Bx0$Z%gl%H&MLSFpxmaLye@06)jSv$SOz68R-QKv_ z$e#owU1pd76YQAlNtc+wWVh`bMTWQK)A!{Y&0wza=ETMD8sL?WyYqHiGhCfxfUgRW zmUmk35R?U^S3{;O9mv9ADz))*g~#=`=iRSnB6e40Rp(9Tuw$%E_(3KdsTl1e^iO?Y5Q z_t(8@L?v12KhL%VlA+I=Ig@QL$&T)~*P0Pr{dYL-O4q{!N^2Se^C|OaWWG;V|LE9J z0{5xqjSw<$9A9N{kh)NdAnuv>4&%+3?G^MvO+&W;CcNdir>}+m%9W6p(%&9}h|G}( z@$Z7+;suTytUdQ&TKPz;t{psP=1>79 z`_|+?=c=K@s~01)o|JwcWta_x+RS~3VKxx>yhcuA80(LtMt?8?Bq(Gh2CR4=A*r(l za*f+f=j|;8-zf&44j?0G^~LwQ8&8(On!QV`_o9`8BC++^@tZ|3+G^mYmr4;#i^!U2 zRfZWNc@t7ZeuRTY_$Xo#UoaFO`#NT6&t2dHHM6tLMUZvVW;pN~j)P3w`rUZ6)%53+P!Rr8fYqgyfAW9(@ zxp2ZwTs}ar4sHcbNx7c)7;f0R-_7269jqJ%(oZn` zb)q4$A^&V?tyUxSQ(;I^(1peyhhDItx%b?j&-Y7#vJQ}_1QTj1X2QlR0fU|JRR_LQ zc3TFVe_YZ1!~v1@S4R6bMkT=a3T(x@;t@9YG>ejAM`QIAk1#M zGTq>%SZ4zaQqMcFaE{4lac@lETo_sj%>-gGH=CfB%e0Hjv<$lV?Vj=5m4GG1q{)Gg zOqPj@y4${8cppBy!|RNbTqrCZtrpew{1W6XKk-9oOaQ#vllE@o+6u@r-nR6oJ2Hgk zG#yMgEPyhx@1Y8q1$9gBfsy*`Iv8Vk$lx7%m0OWYf<)%}*sDQ2C6D)a9j3qj7n6qk znB`Sw{Nt`mr#z0Dp@5GT5v<}E=E7;Fn1XE9Dm)`YifIV*HQ~*lU z0JQ@4Fj)+~h|5miQ~SDo9{X?;&Z#nSpA+gyqAc=J!%4(P_tvYZf ziD*OlP(V6m2<5>Z;cTK{GYc+h$zIWttpodXt~*(*+vstxdwtX^AIQHm@eH@QANW(& zIcd<|V}HAw8~01W?zs*svtF#TT|d;{2K?=|VNsUl&_1HcA-1@Zp-CC?I(I%p-cEWgJ&LRh0;F5C9nkycQvkO z(c>S?+N3hvMwsVOZua%VSkbLu`h%}bdm~m5&&kIfjXIc0b@)lJhGGJgg4PzJpMIG2 zNg>T$tz_AoE(!()Fu(72RK7 zF=ft!3ayYhy_{)pLi9X_`F~;^{hrU9_)IYy>VPUASVw{|WqpWs0ZeKFw<4M`A=U|M z6tkfczSY}*ueVPH>hTS;^5`tBY%q8$#OWH}0?o*)d)yHWJAH`{V!@#xsIzm{Q?5|h z6QMCc7?;4qMb$f#Ys+E2$2MirN#$^7&by$syzL;{!zCAaGarmE*qzZqCIxlhKgU>q zon_kFs{cUF`Izy-8m4~>R{5VH%^9obum3-!ndA3J^Z(B*1~$^iMlNvk5Ua8x0{@KX+3WpvRD zjj%jutV4+Z+xqDFcAH+GZLz^d*w}M&{mrQH;^1(ud6Po?f|QNoAa92MLYmnK+n=P~ z?wckSz}lFu5H6Hjvk@tJGsudr3I5acw@7*5kw}Z$EfT+ax&K3}jOW8i7i449eqH~c zBF*)qweDM*{DM@CI=9{N=ZW7V{TsJmlD<`;`wLRdUZ0JOvyonQd%%NJZQPy%151W< zI?@z~>GXkP{w^li>$8z&w&lftG8KH>p6v|(q4*0@#$Nw-NLRst$&;$+zhEl-!~LH= z9F{CSZz}Pp{lb0V{$u-p_xoxaR8Q>h6!{ft`-i`ul<9c-yr=%({yrONW*=Ynb%Yz~ zZg)2Ye6s#Ji-CPQ*hn)Qp=5s#{=cG6Ou$%#6MlR>Yn1SOa*UY)UAieDUXZP1^ zq?vs_@#|fVN@7Yk?}*`MqvZs8)TrC-`Vd;9;+s^Nb*!0gCmF(fis3GV9 z7_^uyhK>J`#o*3lF$6MM4E;Tln!`4AceROY&?1Vh_qrLK*scVT_{qsfEY%V6r4 z6((np(z^7*HreNLIKZ_JtVzSrG%LGYi33NfVbxyA{N2K}&^N1d&8Z-BqU&YJfz4|W zFgG>Wk#0l~)#6KX4$hxVlxd!+8@tJz7*Yw9nc-|p%y8Zkq}^vsh(1Z<+^&HGRZ8L# z3tKO*lDUCEWpmP!B^A!4us>>T<4w0l@aJuO873Uq|FG`S-IfU;<)G9xI@%MmqV8YP|8CgMtDZaKw? z61&KM4B!CYiTuZUV)oH@Ib5@ii4A&%GTv47;NAXBV6-j{c!%^xLcXKtdPa*LPe3VT z`PY9aeAoz{CWk-FUsw*6FAVTi3O0Qa?H)f0AY5{mi1q0LxEofp?LM9#RT=*=^S(ub zguChHyF&M1(e5$R*9eD#^9JkwyBI2aaPF&%0qA+`ym)ZBmgi5j= zkyrrdPa9V`UcgYisqdXXKZ}LJykzK~aSt9&k)Lc~6b3&_7EGJIpa||bpI>3|wGy24 z(ssM~=YVh6*<)+g)%ebmT|s72?|eWq#z8Et1Qt4&Ln z6+~!DjdA9*g+}grTH4%>RvNqXwfVNzK|`($sZk#B%C@su9YO$MRY}YZ2_*0PZDgg|#^o(zl-8&&T+lp}z0xia0^c zjs@%WdkXli%OUnnJ&~}n1i0oNaCbd}Kpv;V+D&y>NIW;-DTr1ES^Hf@w@xgEyoXZ^ zH)LnQ1m#=xGxjw>iQ6~c+WF#hbN)$pG5I;k-w$kX&>gBsCF?$A1I#w%9j z533W(IyPZFah}}&i6(@JMW8_1rbe(<=r&X6jsso+5`ig%2j>hLeP5O^QrQ;RzMGsX zp_R187e!!$(kkV`0jZzE_09QkUC?e|&ih92_*O78>9{)-Eb{8>5xWOtPS%?pbPNI; zWl|f5QcFpV_Z=-ou=#VtDL3tEIA~OG)eV8#F(5I$Z)FLXT8*!9I#x+b6YiVQ78(i+ zkkrXOKTJ3zTPn-WF34U<6iOaGEi|zP9tJ4uDzc*g2$R1|RiI0ti3CEdu|Pg9Lv|d7 zZu(y|wzm-}huzCIqB`%D3A%r{!So02On>06ML0837^SPHZ;uQV!dLx(tj)u<;Eq<{vrpE7 z(1La;PRura*Di|2(9eX$$}oUZxgEXywh7U$tuUXHl&pO?jG-|nK063aPn>1>DyEYhh4Z1xNu?UZHR#QiHaJu2x#Tt#8BSaJZ1f_ z;*DTFEN=LOKNuth8`LIEy$7RIBUWs!xC_p8DpOq7ltN5dM*eXHv>fo|1lbkBm5ap8Id@vXfU*j@0-i~C#_!P$g~yNA#P7Ut4+d_AS5`U| z!ax!~Up5lI_U_!8%Qd4ECUCjS5BImiKFi$89!NAfYtcL3?MXeXCJ9LvmIRfVVWUb* zfR!-%t%!7cW(Zs8_0K_07_Le!$1D^1eMOH?hc$v1ll`%Tq z!fhamrxrB2UE&VU&x6;Gl6icWqXo{BaY^^ubHPB=&M*s~FW&Kv4(}@~qYHZROqg%H zDr2$3CTuZ)EEbIE{b2|VSIr3{(%E23JzS!~iCOT4w4BELrvUN3{yJPBSAzAW16 zWF;fbo~BA)|FTN-_H&5R^X&{^(aZD)?~I9EOn)%235GU767*9DOgU_i@bd9rS`K6G zV7i3%3y2i_7%up+1Qf^n<0}R}1NS~Wsv8uKMLxjnKILLc{h8NkB!-Y_EYs zjP(QsSRescBm9(FI1=h+-eKX3oi&pO^`+-(atun~W528W%jJ!b*Qd3w#5@xEcS&YC z&rASSiz&+61><2$YWLL8ZLk{%$A`FNVQ#-czeQSXbQqe1$3=aF7 zw_LMr05OJuW=?4$yWzp}eK(%(L(8zUcbd-LsfHlYMDAfnl$Kul)?>X5GlNVEEmC)M z{ShXg$=APmPh$*7rVnR)E=R7U{P+D9cU$4iV8^+(kzx>zd-`;qXEp?jiuP@;XuuHX zu?LLkf1;n`ju1}s|ICyKO&g^V4fATANKU}d1xJW;#nzQ6k6+S zSsSorZ4zYJ>Gbe-{DTip8K>iD3Yv9~gQGC^cy4c#D(lNOxeO-RWI64;~ zDr2rFhRP>A&T`#2r3QKjE(k^bhyj!5oeP{7B*I>q>lTxaB|!S3+QSQ6YQSjfVVh=@ zbgC%+v~Z0n1U+uP1&?mEL+jNW>YLD${+6iVilB;mkZbakZ}POJ0VOp}g0d3JQDdx* z<}mjmE1Fj>wwhqUj8lDKO;9i8`6BK66IfXKWdGpOdJqemJ}+!83$3&E6b9h^ zr)%T;Crk1EE%ZU>$fJRBSS`KeSk#^hcp=)7$G?xsc!`k%rQqNtYpQdt8WLu0bxGoDfj;|)N!dTEA^+(+ z9>0$)*qHiYN`RUb!5#I)qPhxv{luKy~dJqpBKvzJ5O~7>aMXQa$RwOvOS@< z=FN^%-6lks+k3ehy=LH3B+boIL8g;53#x-2BAFFBry7J@-^5S!Zi7V~uMfMR^xSV! z3BIx+P*~J>ooN9K?!Cbyz?~15OiQ0>N;JdNTVb<0kciWx>8uczfy7$IV}4G?=pB?oDSc;|(mJtmYam394=p z%2);AxQ-%lU6!Wji!5lOMwBg+g=j+blKdH4<~}nk5wbNE2D;F)jh)qWJ6|lumAexz z@0Rx8jYRY}ANQE8Ys!YzZ>thZPh;eB->v<740E7eVy%!fS1SncZ#ue6ITT)7eIBbS z@Cd~C9A?e=6b>pv>JQ^2ir~q-^r2U1opdv^L0UB!3A|NidaYMmAouh4k#{SqKzFin z(e%lfIYAP4&`W+EN#I1Q6YBX*P?gEfVF-`e%>Bom$!dCOOnmVx^YNJ40hDtAW-d*j zq`%J~VDR|bx0nH7M)n7>wQxAgbbpp<1I#JCCs%qe8z}s;tOTCxPdgLaQVLeOTP$?9 z)Imv8?qqG~fS!$sZxw1=At~T=PODZMytm$i<}LLQxH!>wp+W)dA8UU4rBFRA>viV5 zmiG)!KNep%`b<5X9wzp0SXe`19w=dB2*cRFQ3PTGP5S!hkfG-$41p7~0`b#W$VV%U zmV4Zllbc{dzd(I*R}RD^k_;M@z?1kgW>$154NUMm(gqd>bIcFsU{=Q5wEBx;b)Z5j zxlh)BxwB^PdCdNsZ;%<{`QRy>Wy#8TtHnT$yS&7?eUD)3H^q8>=SbN4Q{i#z*sjJ5(gOqrv+ujnE+cT!f-XLzkKY7 z0uKsGsCL{6Dx^~#W{JknJr_6kTqztOok0f6;LJlZ?W`6;^?Fuv-a@OBTOW=Ar=joXEVot8gpLcm~kq>TtC&!{YQ$qpUyDgD8{5fK`9?x@>@#>JjKaF0aLt|5nP({@iHhA8Y`P4fx_>zDCI$nDy$4 zehQjliLh6o=IR9d?e74Fjd2kp-((ej0Vu1t?EFiBnGJN|_q%LeYDKKAsZvZARrw{X zd(^SD)cR~diIdqN_8i}K+JCofX5iu zH~B-#%m%jq^!wL^u_8Wa+as0C0r_90$Q)PBk3*38cgL?;xTvc}Yu+yaBeoSY%wzcN z_Q$U3>^~d*YnH=51!yN&OivORT=cg9H5*`N16=I$fd?lhEUW-NJ*q9w`Kj}3mIni{ zvH?9dP{y9)`Wze%mV~j3@1CCfe?d@S)@K9LY=E1OT9Nvb?U;>W@AgCApK7ZT3;(qo zq1TlJ$3FykH{LlK;lnHcs}z-4pAFox0nR@GaRf<)e(rGiorN|6wg2|}+J6Al?CoU( zoPPocO=^7eumag5Q2JHvmn;nS`J2LgFMGW|0n9PSM6ST}wYwI$ZNs$TKmR@lyW;Ts z_M_&T(?7d%;VcOX0ONoK3rc>$={L) zoV#<{9`wRz?*;ufFYbvy*+ z2{)`p#-n$?Px^#Fe88=kY%)d9wh~rJy}qa@RR~71yqvo27G-7& zF(MbrSSjVS!Vm{QW@Oe`aVeaeIDkXcQruqBU9=dq-XtmAIe}h>n~GdozqbHJCVc(G z6$WR+zdwFj8w&DjA8%eB42506b~azCFx%i;Tb%oD^i-QCS?@VF3*HUiD4m0a5W9!Y zeS2!MVYC-OZrfE3hofC;7T2J{ zT|EBW=1WCzQ_0NS`cOS+gY)|KbJZ~OgqWtNK@B7dsp|zlv>*ds5CM~4n7G=d;* zcaUk6;si!h7He5C;gquW1eIBd4BM04UK6z18bHM+bg4~f5`?-&`YVRkz&cUIZaxhA zRlN3nQ)vu(Pd~Ow^uR*ktKr2jhZh$@Ub-!>k!LXoeHB+}U6l$ftoYr3kNs%8@OZ_6=op0pWcId?f|p=saL7u*Fnh3j*4tpmp&Rm2M+tMOqek{jPbo6K@6;bL;!GmCURAO2L)!n&^(Q`Z>)O$r6dLC>> zG*bo7CRn@1%W{oZBIxXD>luaN-gatA1gjN2?BDu5l*n&@d2Wkk-4ICW7#lO^Jvt8< z?~2J>iC(vyN3u34CZ>b#r2Vqm{0$)Y@Bs8Dg+YU#v9D@GBuu^`o;%y~5ga`{Ze`P8 z72K0M;}VMn*79MwSpvBjzP|cZXT}@+-bX{_Y8uGoJ~#GAs#+~wAiZHucu*N0YD5n2 zw`|^{1hc(jbeMg*1wB_|!t7(s2=TpqF8%S%pidPz(qR5gvV`3NKle$TO>|=cNw}9A zZez}03)twnS?IatLn;*>S_;}!_%12}#w|?syxs=RgQtn%x2c%DvZ!_Ilw7zj>le32 zJ_k-E+)GKtkkhr_bA;q|>Os%e(a(JsDkgQm99x-R1CsH6nq0LNu&-X~#`{E6Vv`d; zbNt;^>4HZ-L7xW>31)6h&&3!3h#vt725=;!(woO6012P!2cUP{=^`OX1nxbqk`n4V zh!Gl!6dEdrewWETE|ZIZf3$A6jBgoSb|TFLQ^4$^^>G38ls|1#?6b`B28bD3D(#*Z z1p2n$XFSvogg5Avx?a5!_G-;~JY!EK99KF8qdgNmkOyhe#uRFX765Xy$ zM^^eD5A?D%xllUqIY4b(+ssP~=6{yjzhVZL`VJC0o!pLgh%1e_P z;I-ccFSA35&~xn65{=$qczx1ivSeTwjL~utzkHz_7JNB=`03XQ=o!DXW4Aem*eYd- zIdnFIaotT(7j)QI?0l}UysL%=fL=1kKU;%Vdg!nVaMDZxehoeE+rYfHAnZ(Z$0hYP zV3xz^^-|k1;oEVKMG7soFz*t-wjxmt4*ZHv@#ZZc>vfLn@S-ZP-aqMQ6gp$v6O%u> z?05-$J)%`O75nY6JFk^npj6QFAbO53IM+6bGZxm~z87JF$H8mK z(&tkjSHQemLcF@MWiZjjBs9YaJxNEndV1=rp@etU(uAQJ*jVuL{pwl^;%pLj+~^^E zI>_|-wksH#PIb%@#CxUH-_B39ARb_(kD;?2fo~v0$BP@i zJ$^SGB#7ga!^am2GXR~t9dT&>h=|!VW8%}seHGb~=p4Xz*PrE-3B@zVHw5_B!92&u z%a;dLLqYD*+DK7!B#2Ne@ z`DwVhQW89Q-RU5M#FvO~C#H>Vivx)PuZHOF6>v77qcRhfk!!VTo2RWWg~%COv@6lO zzpVGPie5=ABy=RN&FHHI8Xv&pFXM|b^J>JUjv&XY7c>Y`CsQUXLGY870n;pqXQc31 z%Z_-7Gf!)b)|1Xa4o^LdHnu7gmP~=?z2h$ib~b^k8)=?g1!O&byJ<5#8*kn{9^3os zTq%QGseD*1T8E;l95AU^I&*b!85nUN)^sy!0F8sfS$S_l!CJa}sgrI1$R|~_8^5{% zJc+DvOEd6!qrKv?ZGIUnk2K79gaCf^L_H77*)1Ss75qras191%jZgDg)&QAR`&iGM zID&tlrJ?7m7g8$%+5H0BTa*F3YS;hKALu&Slo!V~0cCw#^aNsGaG!>KwXmco;M`jb z-{soj$GL;A8QiTpk6CqAK$ytP;u*-s=vYLb0_a9@T zt2wPk0y8)yy&u^+ugrnXoW0FPO?B{EJ^oO~iW*q`H2;%fc?;Ceq$I5{=j)~R>VaY~ zej{_hKfMIznOwQ)n2b&gyw8^;qX+tpX%h-74KkrjM^XG!e+t~R>yq7-kqWmv&xdGr zV0+D0b$k1|5)MC&t8_9%VtOl3wYu?D_x z#I%*$Eugb4Mr&J4ITFeWEY}y{eVz0y?kU2M_?jomr^~=0SjKN{coW!={DUJ&Knrx^ zAXKEK?X+1uY?DgeIDp=@gC9F(adS}u(G)z z+XI0pN{N?lO^1t1Xfn?S8VqpC6y&ql(ECMfq?gwl5xzgqXB!)%1JR*Ou|Uo|Fxyzu z>VLfs9>~|c*`|q(G!EO^c2`Zx{9~Sw~HWgH?h3xHzp7lG`!qJ#6fz>!p%YQ7-%EVA}J=Sh~6+wZa zc6R`J?2p~@Q#t=eHK-qo|0*}G1zI~ce(OD)2m@CS@n<|p28lAM(c_Ggp;)WAZ`;EP z5Fd2xY*b+Z>qgX~N%^QO|1z5|W_&X=FBqS%h015%cg-6z>*_(6obdX2`GTC(h}HTy zm8sBP*6I?3_Zgh@EC^n5^0lMqyvD@p#$yKGR64+j0)UF);iz3g)#xQ0)VJs7UIQd% zTTPaavuyz`PI5vZaDn93t7prh8*c|ZdgT!0{Wi-LJ-2s?>~u)`+ya|c-`ID|^&to~ zl%JTx69^`c9VKoR1Y_o2-AK@>O2}pxK&u++K}Cf8Gti}N2_A? zPRNn*C(zqkmIO|V&1s+!qmO9-m0cd3MK5<^#;4P4nenO-;U>LcidRH4RCHBN-TyHi z9#f%G^-x;-er0D?HBh$!bdc(2@gEw({uM?`5u>GWT>Smkt0`*=Va%&?x3|O9pxsP} zMMgA1-m@)HQ!xYJ>@gq9JDBZv!Q;C3IO9TS)EoP_a#uMN8QX1jIa>$a;xG19jKhAk z=u?u8Y(4m#-H>DPp#x&>JGcsXK~RtX2-s6jB&`g9>TXHb5zwJ% zH~IXz)R=fr8v01L!9vo>>@Uywl zU>Vyqh~v~G!Ov?yE-D4h`UPQaa_9geD{U!={r!NjX0KKX6K21hIX`S*E?AoxCy3B< z%!=V4Cl`ib#i9F$cR!u|kO_^H;_%jNb4ERWMDi39~0VUftn`Pe)An_yLr+Qoh6L6uQWF*f*~E}Pu*=r;N3WBg43#c zxUtBech?IX*R6Q>-Ru=+9l40Iq5?Z%U+hFHvsu-!e7vrcv3EV=sDKV%>LBYii&cl{JO7 zBBxeeKeZ|YmQaMTYA{sLX`i$XopXv6<%jY4X#P))`0>g2AY|LEA8q`1V84m#&ks3) z&@gL%@PmYEIHvFbN8Fh8m)ThI)~Xn~HG0N>+tvZ&akPDDEson+vASg+>VO<>m*e=E zBJvzkqZP-R%jxsM!M^`6Ol#U|E6bTKuZH@fs+Ydmt$%ORwvx@4?Jks84AH$WIV^;4FZ`1nWH1h zg29QjQb*!=tm!SQXQ?$1zz||5@lDo}ud0K|VrB1_rbHldZg#%aZN{rxn;{rr1TW>p z6T)t9%>9Q=fJv^$WrAHdTizR>P3-%jrbAt`KwX5jtrE!cyo`pKo z&oTAHY)N|iKQZTL8AGU8sYmSRsXiPLTnp6@>^oOG9V%uW8Hg>agxcGWDpFf8gM?z- zw?c$L6K761_RmyE8kW1?dQBBB$b)zO6HS%T{qgMdu*>@en_vo0x?E&%BgP-o2*xyvaJ)YGPa$&Js0_q$HTUXrST13b&tA!rZZrCo*cO^V>gHlyf6 zPs?z;j*y~x_NN6+m>0EY+M5A^H=kK7r8;08+mD_; zNDQS42n~?LJil$f^!g|)>4Z0Bp6|*$F+-DjphX9xqC3(9FB{=-${x?p^H3n-P-o-u z^*L;^^;S6K69RkJ-ja+$FLg#DA zxTH1pFyr{ORpW&7p^h|2w5^3a(%Qw7QMlhwXT}SRNBj-u{BSVmhgi=L%$5IV1cVnk z(;WYgfWYxD^1vwkH#z+k0YUh$2nfP70U;aFZuYut0QlblTr1+g>ZQ&GGI4X;>Ktss02?^|^ZvJn#luJy z-^h6zEn@Yb_sgBU;~U@-U0cyp&*XAH5ts^Zp@#@3Zt=IIr%aUjRflfX*f$u!#hJ+J24*!4Oz+W#``6 zk&Av&82{7X->B#2`|`5nuK@Z#-2U_l0^eI6EB@{F|0e-~-Jb9`QC|9=9==T7e`Gl! zOCLD;ue;7K1cbi;;H%4TTM`jwaoz{~mlM+ew!YRM>rY{pv)e7ZJ>lYa9v7Z~h0OSo z;)GubJnXOg-SxNeRz~)N?^3@gl-cXEuWL4ufPEd||N9Nz&4E2H?^PGaYy6_HX7^ja z`~8Ky=i*ZYWqvvS?BD<0`UU%jC%+zT__qK$yS=jsAhXzCOwBuC|I+)Z5U=)2`}?Qc zzal7a&mzuW+YkF^ez*M_T26QzE7$$C{W4$hyYhO z@Bh>FH=0en=DW?{Z-4*q2mt@f74FJ?r%!!*(*R@DC9{=AXF!)m)VZ^0jT(HZXDQKH z1+T!pDWLgjtZ68#-O~41-D(-jZ-8Bhnxvc~W! zLY#6l7`4o}2|6OLy}VSB2J@)Y^%fYlSH`2jk_FPA#Ql#A)`QK#!R@wak!5$`a&&)v zF)9Yhk!U{Lw9!9u27w28&FhU`0rfDV#}P2o3=KLKe-w?J9}n91Hd}3e~ zq2=;tZ;iG^B~Y=QwOjH?0myy1|26DND`eUThiiADC3)n`O%}Z$b&ev?6zcHPzXGj%Cl7OaA5H@S(s4Wv z72#dh#zKt`;e(vySNFbRSRb-W!1PTaa1EFfq8MdslG_R=#kf7ixO2gM<$*=B zYuaINtE_AqDzz<0V6?sw_N5u@Ni)Fky$7!I9=Mi5N&eM0JahBlL(1fBEVK~)DSk&q z<8mYPEL!ffY9JBJ4s#&6>8hwE`zq)uM}j;3SidV zU5VExw4+k4`AeC14VY{?@KqZL6<}cr=T^~$0fQC{r|jI^wW$&;DFQ$V zyxwa+FpGuZqicdbmSOwZ;?=qOxlJ>)i)X%hqaO{MuLfaBA`-gVl3sm35(VySH~QW% zMhm(<(sy28r~=2IH~6^6m4RKheZ;-z4e+tcu26(i&CTep{J$xmzpl=|tf(hsCTn$K}sQ|tJ z4=^6v1OfFqA6~BB4#%Pv8|pgU0-xMym0jxBAn`5V(s9es>N{9?^G*ztua`@@c6p9V2@9&eNQJ##KlOt?vtUr)Y~lyCN~mdjXX}5i1?IMlkL28q1^k`E<68EX zz=N1%1!23l|hw=)Jc_Hjqt?kwT8Y=HJm=6-uHcdEqv*}TzZCOLFDZn z>w}mq;rk-;?YI;TLY6{eC5YNv$fP-d1?2L?F?)B}(ZDSBZzJ!gWQQzkfMnv+%de;? z>hR#2b+D5Kt;P?93`8m+K70PejJOuabh8_E0So+(bs8@BY(V9^PLQk9CR9dk*4NxU zPy(&*BR8H6X@;j~eJ4n3Jc3c`;^G!wQP2aSHlG$nflJ4Z%il^%Vb0SJyJyU=f?e~w zV{6e;eu1T6_-vs@;2OEOcA`=>#Bb)lzeoukFP1iM_Q(F(jI>hVRVSXG~MiX7Jf%EIAkoFj3N%2-xjD>yKA&WBRyCL7$3 zCNM(B{;{qVFffQU2#i$VARURZ@Oa`>(0cDQ3>O?pG{60|0al-}pFXG&2&NB<1$Ib1 zhTG+Q`wsX%!qC@_8f{cigf{qo^Kz+z>D$f@Ig4R9;zX^^+X~Haoj>!o-bo~gjXmM| zNWK=vkcIeT7Q~eqW347fsS{Lzd^(I&}|uf_1{Q`1SQ=~&P`o#?#gh#5f|LnueG9Z9s9^D~Ps99=SJoFQ!K_oik< zansoMso2lb7W@eySU&OPxQ{i^y>Uo)02Q=U!Lzv)jwSc!tl~ppnEMpLeJUGjeCAEb z;wXWY4vYPbv#Q{y{`J|8NbGte>epLd6$F##Y!x*dj)#PS)R0}zV}ZNt&VG}n6=1n# z$+u{yYG^tkCd=ns4$nUD87U06gI;6m$duJpaQFBqg)wz?KmkcptO$}H*t%bXpqz3X zH5foihMvn?GM2-PQyJ@v~ZB+<|E8wwpDu!%3pg5(yj>VN1@O2@%ww zmHSiJ01Ts$n#UBtvY7%uwl`hM+M^Mohj<*H#w5Y(*di=Zvf${44afH3^Uai>Lhqxe zG{exvaF0xUt~tDDxaofB6HN1%&DC|f9J+SicWXf+P2`SvxhkIqI5pp3<=WC4Fy_mS zg{CXwfc4VAH%2)IJ{xy)y>l;zyiKYt1!grcpg%=!gG(8lo}F`T8Rt{D^HX;?F|q;y z-r$?O`x`(6eLG&aS`jD6=5|bj*hD&cJkw;_n+$<|9cWr&Nxv_%XPj3|h~qUw^2z9E zv8bo|nlT=1zFyLXoBb$0FATX=bdAD>0Y*@VOL=!63 zzucO*sC5Ebk7`@#W@xp-mhB;B>r7(7{G?8Uxl|Nn9!lMkx#%(I2Jht&;V%W#7hx}R zIjSI6fA^Oqvn$|Mn%Z_}bSQFJV>4`pN>_s*5C2O`YoUAB%8t`7EQn~G*Q@Ius}a{8 z+MaFUS0`ptg?b5M1-V$qf;b?()B4_0I|Bdim)>ba6mO&MtPqnwEp(QC1~kZ62_1i5 z1MS_Byya)B;M3(xLSo-qLAm+M^-XS75Y#qr+0POr_N>#keo|fut50SxsTnE)A;XGu z=Yv~e?B!15SS*LdyyNuKTlpA9_B_6>Y!D5VZl-s~o0b5JLxp0zM~>FL2aYW-YUra^0eg0QydXUhrUIRS2ZoG0lE7vPPZnNLY&C6#cv-}(||>g84V=KsL{{WXpl+W zXV{JkicEhHvyNVFf{{y3F&*Pk!Tj>==ERJJxsd&tw1{W~%k9-IHs}~Mr|&8EmVHlw zH#nasIKKjRl!+)^M<6VMiBu3AbF}pBr(#gnPWm<{rvrvBemOSI^$A8s8D@QUL><|= z#mk;0q=1*~Z6|r%Y7l851}(yB;O(?(Mcv&cu<2ch-nqH;uxsc`rin@o7>;ZyDaGeT z%EuJJ+jselW;bWVeLo>*#L~xwQ$pm7k zX_K!8hSoFTysUXLQ5((LU|Ze1@cuLS-08j`ZlYZ|%yc<=G2<+T$D8CF;6SGtdn20x z{;*caj@Y9aFpv%3Lrs;G1u`L;BPMq3mrQuvdH7nukyf|1D!OwvY#5#dQ;J(Z?O4>dM;(4{|9_$arysDtEs6whU8C$%NW}la(uk{G%~+17FaWFz@yMa4d`bG3uDkOspRS9sN*(&Tf9L-Nz%fE8rbR z_hged9WbjDE?I8e{I2}8%V zCW~Aitbro3ojtTBI%CKiy*hpWR9(ijH)&>WMNr#wz=3`*VMr`vB34WoN32T>Ae*3E zuT`+B3`ocR7NQiE^{-jnza}4w8OJ4F^e4KwE+4v0HP9mhE#eE#ENR6k0k!5cw}Jxq zfX9kJ2fM46FdE4F)6SfW@U$1cuXvRT`Y(3Gus#-pxf5wYPz#1j8m>l9YypjnGlV-a zitotu_cK5GBO#i+?mevtx@-vabC0MleI7U%hoXAs`I=3Dw$vexFp*0OsexY+>?ae7 z_Ev%!dAmicdCJMjxf!~2#2R(PvOt0PT(K<4aA3hav1fAx@8Nhut|V`;qY<7PwQ>() z*mxW75Bq{^_dv_Te)2T5=)PRnsJiKDHAq^fiC1*x|3CJ=I;x7b?Hfc9TM0o#NhK^0 zQKYUB1*IE{wh$}~umw>BER;}GN(m7p1O$=p?k-WWF~IKcnmXq^hjW&G&->rI-dTGw z?6~*L?3uY|?(0`zLHa4Ex5F8I#nB$!X`xu##Q92y?Rm_J8nIchOW83pxQHD)^) zM-mQc<~akX%P_~AAJ(@Ri+g2;p#Hwm2)@5-{KJui0?aWgVeNq;%L7Fv@H+9w^TZ$M z1V~xjW9T>)Q4|2xTV8&fu>*-#Pt-juwVNR%Zp%QvOB%TSl+Si?$b-0Xja?&-6hjmx zAZUQfK;7#F(@P*}nL4raTn|_)kLoEK)dnE~w@dcCYoQ%hycvg;DNF0W-?uaI_ZN>2W z$cY7f@!z@}_11q?xU=o(D-#EYDAk&SgME%qDS*=M{n!?ptzJ+MZLiOu_QS2BYv%L|6odt_B(t0;uRq1LzQXoZbWdD zCH#lNodwodpq>6?FBH#9))exT`3Hq92{5Y<0hs>+a86v_o(=td^X1>viT?w@WQgs5 z4KVv^rQZzbk@yFI?)Mb#{A0!ryAa4bL}8A{%5N#$Yb6V_BWEiNRmd^`D+@5Q`;7%U zapO>7yo`uB{)B(z)*mVS$|gH&H}}MKYmq(Qzz+M79HY{ zz;6Gq07l%3Y5zd5pnuR`wdddgy$9ODL)M?&9lvVdzAco2}dFFp@;hyZjkTbwja0tPJUH-4u-{D%{Ar1}cq2~|t1;1*qrMmoV zsNM1*+t2pDziR)}Qfl1kdj><6&$egJ7xuVek0V^Yqz#+W;J~sw{Ib1EhZ017bN$<+ z1l~Q$mmku9vCC)omk9HH|8f2hcEr5V7w3)}w|waN^P9_ma!RJ{E_$i5*BQDQ55Y9& zU`@u4aQWJDW&~Pv z8=Sf!E>RAq+bqs*^KXM)f?_xKPD_Th>-7A$VBztz@Zw9hj}u|?#iK=gKURa&y0Eah zPy_3dPA~Rzs(|?eGjf{;TVdZ||G-79Iyg!=&nSD@0MPLLxKXh=k(*+2uN?us#XVPy zujXqI&sC?s4>^qrigJOXKD0pHbS)>v2^w@^dz%DpS*>qQ z7wk9KFok;~;$WxAs%2`;a7$r*^ZpNa;Ql)86Q8gU;Fpy4F#1|G-1)x5t73dROurV^ zJP|D&vo=nil!aE5!)o5~%wCEG>_b1r|is$YLBYJn3*6QBPmtA%eu!lm7q zf%uuMn@lh#O!&1-_={DE=l&Yc{561Z5c0AY@)9RV`2MJ!8R2_X1|QZ0X+RnD$cT_Q zZ|1WS0d+Pb@OVst+5Ol$$hm58^Dt zjKG4Mq(FDb9`|Cncq7|yXK@Q`d%1T$uk3 ziTl00qd}?U%L{vntDv%Y!nTRuuYy+g&U0(qieY71==kC7C9wFY?9yGxn>&B^MxP=- zItpx`+bWEJ^v<$_3zS8xfQo)_G$A@j@4}lZ1eIAPsL23c(-`YHQ`(ZwbS+)znrccU zIE3R69f1L=FqQ&jxw}ND5n?40noo^D=Lk~CVAT!<2cH)oe4YMR5<$m^E737xgOLWL>hvzej7bRlK5 zDN|5cO>d7FIu;xXSm(vn2A7dO8A>(pmS=f)$zN-B5F+hL_c-uSx9 z%`hlsgpURYNxiCDG!F|_GlGCSrv!4gSapXhbV2Y69czW12~b{o<+Ap}7&tM^@yZVI zSkO2i_@u|H2@-g2Dkb{0gAOsXFw&t2o>z_7Z(mUlw*{oLPQ1X(M4{ZY>fABpyxq^Pr?CDDcOj2GB}$+cpLFlWfbD$mf`WN(qiu)xxpQ z>qY!An&W*!U;h#HD!6qg_2-jM=(G}W)#_p~Dk_{dw2xh$43>sZcSn0Bz|oPr`5lZC zA$;djo>Tm&JDDzK*MeeO;1YhGUlUXFgMnI`LW<@j^1Q7M(Z-NW2FX zmK05_1076+@|PWnQ6UB>B7!7AMKso!5oB`A$oJMnG3Bw3gdY+Q7is}_szROtbUhWV z@l&(j?73YHs-)s=23qn*D6Wb~se(JC0#>gGBU3Qqd1NKzsVCLnm8b-#x-+*AC$_-- ze(41YzR3_3_;%Y0kwmanxb*z+qeLe2uo@h;?`^uXt{k?^Nqbwiw*ub1Sy{$8y%`pM zUM~5Jw-#z@&003CtD_wlj4TMMO!H2aCi?I(K$x*4eZJuK;8}(P0Bd?~V@!-;GOJ%P z1dNdsL$DsMoH+&44a?z8Oo`qiopyNRpn)ll)o_kXOqh*|cnUG7hK<{!MBO^eVf3)A zhew9CLhxjfQQwfTq|0+A;edZQH1m#r{_#v0XgOQDj>E#Q_v1jHH4hLN&)OzZpj-;R zi@rTC>utq;F!S_q*E&%8aa(q^Yy)JH%Cx#F=L2Kj6=pu z1LERl4dqvR8lb*`oNmFE0nTOmTkGM=Hajh=ILy|5n0Qbpr~}-zm9{RLSpzaN$*BYc zxm?|QX4gPvo2-4`{xXniGA}*PgBj}4iUm#X!C-19*LZ9FRq#%{nHaV&0@D5VkDW87 z7Tl(dcGKUE{jp=&x9PT};G#S8a+p&)JeF50>KR@KZUsUUiqS&!LJ&^3Er>1Dq)K#k z;bbNTUHs{e=1oSC|WhQK)GItx`Xy)+KB5nr3b2-KYVaMwWWJkNFo1+A zt$2I8h~7W$3}9r(Tz}lx(yxmd5Ins7dW2vD%%>256fj97Eeo0eGSKWMs{;Cq4Eu{} zy5ZR-ss2q;sO0^jmgU`11k3vzTX}BPgUP}rf@c$o;DAP!>fpFe*nVi!_}SWLfp_lY zC6!9o;PNHjT{pBN;A3{RO}sJQhYI_9DmGWa`t^e{?`%t8U+{<6<3HL#!E7&g1u8D@ zb5%Ne zJxwFK0+x?d+)!jw3hz~|?I$9UvyZYA_XDqOM*Xs(;h;83=gLgqP>?!*`pS3XdWdc{ zJ*hpe5CT3`R2-41fS1$kI3M0X0HI7<%i;w_Xk4i<+>ena)bGn@NsxD;&#)ixAwA%E zlo`UNBta!XTrsCD#jn}Wua7h)0#VP49vLv30VEDmOyO2IBtV7;*TGs6F}l(NH+_f% z9|E0us0fHAxJP?JgDFv9G24ERI`CW#ItLtQrKh6lQ(P_W1=E(x7sxYC0P7SF4NvOPz8ZEKFfvbePRvD17Y zzj*)E9XGvUeSgp1H8~ZqAaPa5PoW|hxV&?}4IXd37pJC9#Bs#^xt?6|=#0?#VT#9# zdlj&k3`G_+rz38*sS$U{=>VIFJdN2dCKI`txqoxlBKEF%dd3=$dk4xAr~rhS`_b@y z++&ZOXaG!jJ~;zgAkn5O#-^$gzLp;OR(hleD89ncQdmjtpK3@xB*Onjyczb4{UUVw zWC1L9u4%2gaTkmyyjvn@pACh4xk*8XD?$3lz}K6YrQGE&H{!^{TKG6ad+`_~Kxv7` z9=G{X39pA+FNy1}p!d%h3xXmf2ddGT;@xV@_&}1rZ~MY-50mk{#*8?Bj$~l;!hG~+ zDvB=ngRrgt(=ROZS`(0$Q+3}~92Yo>o_1_SOX;Vn9)@?}CEo4H>lTB2y-CZSh6<<< zzGd21ib~cCOS`!B>)_P}qe^jYygyp(Fz=Y&l;c-Z62Bv4@hGcdkuy-OVIb(RZ(d#>ZwEKm+ww>Su| z@6(y_+}*Rhm7-j=FlK&BfiD7^0%MJO)kh@5rQP#Rti9t0?(O`xCpj-c>2|AAwc;gk zXinaf{bLKDe1oTLlyD`qrMP`pi$Q?B;a=dT#&SrWJn6jf^HSQvUYb$#>Z=lms2ds; zX8a>b-?yQo5p^DM*wU}}nK6zZ4}nVTncEGO6n@+eheEaQh?zSNSuT39u1hVs5w?X)9U8XGah z0IhNhne~@qjyooU+lc{OI<&D=*DOr@prjPl>I&TMFBQcoO+ry5OUgL08!0TFkuv zy0fvq0jS%_hZY1i%$x@_0fS4M85f8%`^SvgU)J=vVeK+PZF92rzA^3a{GsT+XmnV3 zYOZ4#*oTUAQs9qS*!hAp%|=}7gv}Yb3yzW{I*HZnqTm7M|dIT>M?Ta$H9ARo59dw;;O|9EQxhEOD#j^5-DypTT`crz!_2m zm2n?xNl;4W0z3NrN--dokqJ?IJE4LaV3a`vbG*rhc0DMc(?UB0Ml`{V{=?V$v45ID zI=`5zdEN}m=jj-VbhM;NTmpFgssyf)tb5*q& z2{P3ZV}!O@Hlh<*?)a~{H9%cn6Oedb=j~TQltG4VVRY4n9@uYd>i?1}7W6elb#1oe z{h+JrydRg6V9|!ilblLO#LE%I9DznSBcU3bz7vV=&Q(!Uy*iGvc9bix}ZFyb8jkM=mf3%pQvwqt4X-`f@DS^j zi|%CJD1x=Z<(?uo%>9ACIZXsUr$JDWH#}NQe;`3$e^8LZK~5NXMH4d=iJ;MCgU9{a z==uXk9!%sP>C07I|A!;Xy5X3aF#8^?<4Sug{i7a|`zsRqD{4ScEM*5&BO&O+@HD~K zC@e8<+}f4f10||l>NAsKKvoL4Kd9Y;Z`;>sbj(PG>0DI@LQYhHW~bQ)4*Z@Y&hDYd z@IKMr=zxCC)OPT)ws~K-s~(=^lyW|BY@s8oK3fvqzEZ>m_eZDhK~%0Yb_pb?}`Uhj+lX>s_~0IIF z80^|m@T~4Q3UrdJy6o_}W*F=kbQs5PKLx|zO;zrJ)~xx0+b}XgTRbN1c3m@FhvBzi zoLp51s$QD7_>caL8cvp5F#Vb>GuJ18EGLS#K{#pXqkk9f3?~bUt-!g?XrK3;I@o~2 z_@kp9z}Z`0Pv8354C6bK#&sqkG1)*ydoI?0!WDR5S_ZoP>S=m40celgk?iJ1jnmM8^lgato*8WsKO z;jGnDgK@b0hqLeoxn~tqAJ8D^@r(x3Kg%-pomKR9T(+nC@AJmQNxs0CtH5nhELk7kzL*lH-UEVZwSf!o09>65Z+Nl-JO30pRDmcT z#QM~3!~~|JAVa@I(X$s0>fDj&UWr8CoYv2d^5tS zSOBXMGHxHr&V@dE`?;}`I^kPAU)#=^=uA8QEB~ew>K1f&w_9YGjD5D(i*DpXFkUQ%PbM)F95Q<;#+lM;mMjpX;osV!vDwP z{~$22M3}#zD;dFh`bI#@uRUQRCYP0Q&C{nA)FiQ{dzMYx?mw2W!XEd3 zIsfXaPN@+A0W;zp;((a**X6rw1hyQ@a-@dN3`(av`R)Cra#L$_k? z=<&&~j-QHpchPDY%^|-({XHBU?E10M9U*uFeECxLO+$}=wtu2OCiBPk|7!jDN6H;kKKb8AbOd;D%HB`=_wE1H@*UiK z6{2;dhY--1&E;VGYnDL7{*LtftBK+$Kkjkr3x+xrF<-#$SGIrrkM`l_M0@jvIqOHx z`>!K593=AnMW@al(toh)|Euj+&41zcs#og2Ch)Yk?>YRfa@7Aff#-jDLy)>5Tr7eeYQsB(CYFHqgRU7CkBVRz zf54k}@y%cxX(P#3cokw41T%eVqF^m&zN7idD9D(%UOxI`8EnYk@a2G18SHiF+UnWo~IG%pnQ=qj5Brn@=Ej6ow^R=1z{8P*cL!OGB)?=zfG&pd&ebFGIDG8?- zt%S@nBf|EOmI>AbDTvGuFd`a0lalW?D4_t=4B({zZdBqIlOfa9kWK=Bk!{dtHt(_7 zJajziOi}MdXN^gx$sJSzagpw*VK0C^H*YU{r`Q5VXKE+E=8A+tJ)3>&SB8PhsxKQ& zkA;JCNV4u;BureDn#!N_y$FuOGQSroe>8>kg{atbvA346ff-YnR zFqWZpOlEegIzgSzb_}5+l>r!LTGOu&Ga(c|o=V_JZG&yTCWZH+GhncF<~S1s2K%3# z9ywmP29{jWH@(@71((o9v3D{hF#LVKs%KOY92~HVPvr0oZ~Y<%VOKFQxBoilN!){Z2|vu4t$hCENM6* zR|tuixEPUK0-L+I<&72cVTplQim6ExOik$XdpGM6R5j$9HYbOHn!*6XMJ7R0!FJA`d&)82F3NZKIiX- z!`jE=o?BT)z&Ph;>DNYAV{+Y?W#*Eo2$d{rdliKQA^YTxg6w9P-k9aHq8lS&!d`Ot zRA5vGSxNk6Mo>6goC-lXx*k@hk1Gy#fNI7RNSNad4d9{$U9JwM_M+m69B(IrAEQv~ zR^5Jl11g6}2l@T{&0tUvVqOqZ1fE>V?p(@wFqKiL?Us{8O;-$z4LI1Rh6P)r``-Dc zu7NPhYV#f*r6_2$G2kA#?HagWcU18as)lLp8gAKJ&`Nx%s_S-xGI;aM?1SN_4)9mH zve;x{6ZCBHQkcWVWU%%!mabD&=mGaDg4rG+dd>oLsK}=Z2?8dBS#R%;!aZGJ#Jf|(ZIkFz^9qRJlsoV%F6*dd_x1g2laW3r#Zlw^XoitVG0~P=n2Z#lc0b6%{ zMj%f^L;BS5R@kU=dGN`MXb6zKHf=R`7?gDJRcaN5LzDN|L+#wvP$j?gO`Inx;oQyz zO+w3Z!?LZQ8SU#pHNqyR2yP5C7&su|uH?mnQhdPt zbNhZ;YZpPfW&4hz)KWMzL!~0qFcTyMDq1(jA`subpkp4!!ZvtAIQ^YO- z#_{E`3hmHwU6UbDOr__TsZB?XFn~P*_;)ZcA?-vL93cTqw{*Bd6|f6X`6#hI(54!r zof^4SUSgJfa`W`$<{WrQ0q9t0r0#!m;bfFoLh+^&coJ=p`m&-E-uSrNa<8}pV+ZFY z!-!K5(mcm6ATk72g>G0TYK#`~2kb9}c9emK^gv+X&pbF1^mfzYBPB5F8E;if|&#po-8=*y2Y zHz!o074z-4-*u3R$nq67 z-o7sx8Ur}w<3>cn+xa6?WOJe+%HO;GJ~|5M?;YhJgAr4spFdfrAD#^^!INXYU1@+W zpVK8WfyLkz9QR@5+A8=!67MjwhO!cG#r}W<9wS)5k?jvyz>BdISJWk>r^dStJBHgs z0;QwVK~8!9(QDFe(6~GFs@joS7!@zFW<5p%^=>)WvE^I^d>|vHGmw~v2G+fJUyyV~ zV77Rg@NKzT`vVi_k93!-qQP{j&w(X7a!rM$p?MzLefC95ZRa z2P3?w<1N~Td7U6$l5olN29O}F@0X-O9R&cP_3;~S%c3;2(k8#q=plT;a_{L|&Cs#i zpmn!FB|N48pi)qD5sJH+n~h4xO{wSG@5B68x-nPXB4FN?+6CU~*I~wZnN^!bV_;Ib zcFp1IZJ-;X%Dtez1*TDs;>F+}9lC8QI{ifNmf^h@QUDD^z&C#+5K?>7b#~cYl$~ zE%07`*!9cW6j<}|LFxJfHK6(NM&NQJjz2XHlk!xrhNIT=9hD|@LWq-omIZo(;#W~g_6#d{&77TyqY z1I~Cq`jf*W`#S=J!i$TdhoSYl`kmWmOBUh!pl?c{iUrX~D$7mO7$*T$M(Hg{6UrA@ z(DU7P458eR$ow?plKsS1_$Yp7mPJ1v?^T*2N2j#H)SSMN9Fx)c>UMmy0!iqsI-6I8 z{i+C0Nu-})H4J9!$IOyJXN%y=F<+P0KqTap1=Vyy{UYJ)mPfDBtZWh+&*l$_x5u7t0odxu7 zSifH$RS6y)163BMF;krLo|95~JxFP~d`tP!3}~|_?OI?)EZQl#Xy-!}nz+1Logr9> z(*&zyW(?8Fnjn4oq(2xE`tEh-6TY^=H$yVA2P5r1xY&ydwty3LJ#7NloG{^e-QA$# zC8X|!_bU%0Q==n6j=cNeEdN-kQ6>`3=)7U);NZ zizCP3YFH*bd~)fW^1VB-C7*L|&zMXQI6ir&u2>~JtCdKKLV~i9v)ejye+U>TVnl-(4Q$=ErUd{?jR`7I zDXkUkE269_qOu@@OeDM74kJCHCpwO<2g<=DvJ;N0#vW6RZGZ`{ddI)&MS=}wVP6Mh zR@%o#IM>6;PvtM1YP*2DaA&O8xnwZ-m|e5nGa072iXJ-cmke*Ij2n!+^tGH8Gr0+l z`3G1!WR$~k(ZoHg@%R!;yZmg9P%Q`z|6aci9rx(_OJ+RK%N%c;{{(<202m2K)ZB?7 zBncZ6f_{(2h$pweFl*%RIAlVovayKF_$CM>6M6R4(AQ~{Zh-a0Ihqg8-2e|h?~{W;H-Jz4j6`Tn zDR^8T4E%zQOr4y?o2xLQ$^PLAu?o>vsNH^?$G4^y=5o(|P)9V-<7JE}q>T?$h*hM5 zL2C&E2v29OH_Y}D451t&7q6BaHJ6oahZLk=%h%^ZCgm8{3n%$TE_U&21nT;`u@@xM z+9lH3J0RV|5Fz|}2txTr!`DvWjvaAkg#!Zb-P;Z%KfVtmMtm=SQ8cAJ7eeMP7cq&=P4MMGrc|#`4ScOOzq{Ur zbd*GEgC0}5f8$prNTY+}&KeBCO5zWK6*W#8Ys+k(4pG^t>DKSm23t@zGE5o;EVp*< zagXnU%NgS|b|p8!6ggFWYa~=O={~E&2h>d3>6#^y4{C3VJ&!-fh?<>Z50&=SfuCg6 z%k@HCV9}^L?9l2$u;jm8p?0(Y`gvcT-hZSsMfUEouTaYMk9?3Z_15YG9Nx8zS&B}n}7)wVzHM@1;cr8!N! z6tN-BJXAjOaIZ1pnJ^-7&CzC1zqNW^wd7rx`)T!_OwmRN+P*=8y9^y36Gl_)(t;RN7%>6a$IjQHKro{ISGINn3 zFkqC(Q)>Lv04A?5yg$4eiEZS4s%|ShqX^5j5bd0aj}q8TCaUz7fp67?nd6ZV*SB?e z=$k7oe>loc5x(5)|2+i?-_~4tUzG~##|${nxK;qy`O9h2SMff{>vCbjrUtl}v9~xH z9YlrS@NhQc^;snAUR`E?1AUx#SQ545xLXS7>(2;AFhekoJs1(eK~C$LWNG?OcB`%=05N>53s}{o9Ut zM;m}YI6lXF3JPy356w(ZxB)lz|BMXUkOE$lUS8O2eGB~LYx>`}7Q<6vNwxX@=#LD3i7y@TgD&h06Cu9hjjxhV5g4q;^Pk*=%}E2OM;5nIRpeX?r&PcoIf+^>x~z4 zzxvslIiF04a~`}sj?cTGnqu&j0twgi88m@`+^#PtzBNG#*4Y_jq5t7A6UZs)~yRBe$cD7Fv7^Pnzsk~zNEsef-6P~x-#I{{Eb<~=%nbm zYJGFwhH{wd9yP1fw;ke7Rvr%d*bW?h(_dOoK;qkhi0Yj04RDzx96Yn60ed9ykWYhG zvjl`0^!RNLbG-Gk<2h3zVshrXm4yv(fKqCtfibf^<4C@8UL}yc+PeoHLKM?~yKTPU zy7>Y++E7BaDwse;lBEEbEYF?&Pac55*{fR9Ctn9|Rf|D2g9PXf+I!MK?G99()y(#=QDjWS z+6_6T{;`IhE3KoCyF7Fx+a2Jr$H8%mqcHyEk@W~T6d>a`#&N9UILGmh6ZDK7C+dxL zoTSI)$h(|6RPm1^pWZM>enUqAUA^(fqyCS8fIkTf_ObK76A-wOfH38s98{(-4l0PY zv29rZlm+7GpI!2|BRW_Dz<;*KJKl;~bLGyZLjY8Exhw%;G_#*sClh>X7k|43L;V){ z>6WPuB_J@LXQMq>=aRnwxNo)&&jE)kuW}lc=MNzeFwK7nfU4?xY=54-aEOAP6Wvod zkc7Yjmh5ub^}sjXt@!G}L0u;Cq}$w~4jdfD_z@EhR$0$(_g{d{rvl&oz;%k)`Zv#I z{=q@u_Xr3MBlp;ZuAVl;!2pky-*QlKHLht~czxCo0F&K+zXAX`6f;bx1`W07C+QdD z^sDxk4Hv??1+<3%knHl=--{){OrpP*{JYHiV=&mMdr2&Rp*sXXWk2?-<+rCS&U}Ao z-VgwjT|P_PVTlARppD;uF?caSeChG%Oli~^;$ZT-%U9hz@<%wo^biLUcKN?r|Encg zH|JXE4%vU~^4Z^uB_Ob`NfFdw_c)^u-e7rIt z`seHT9}w(Qmbk#SW6vXeKRhQTA6AR=5YHguw8-zhArc zy~<&MB16u9cKK|7#{%zvIse0rvh!fNNT=nRmZ1?tZ2MoWzk{21j;Ngckp1_&>tDNz zYkdrd(vb7#cbBjG$jnoCwAR12C$Bk{ev-IQ6Fd>7ZeZ`}TjE zgNE~!ecv_>N6U5T`FIO_7hJ!o9G;fj0F#wgIgLVvjo#9lL$3GRfX*_kgzR%u@0^=j z3cXMFq6>C8T%K%^FO^XOPFtmoPHVSnSrepMm(ko-N{iU?>dKM~lqlY^gr`LjKA>Vb~Dm-1u8$?tnlSU1R-l~K@ zsR;8S7=TTbX6Wu@2GHKt^uYR=ArW05dZ^nT3qPMOZ;&{X3m-ntTGBM89!x#?8}zv_ zvrYO@KIi*(4HY2APbxgh6DftX#P)~Ak6PflRFzT7 zwoizXsi^7pKjdRRvmU7kIdAYv2|~e&>@tWzhX;;FQbLCJ;Y6 zC&qGr9q`Y*wfY+>TsORS)-+ydMihqp@E*~nLXh}6|7Rcy$OHrZY4rS*86h{gdeKD( zYucjtjWH4DVr|%Pwiy~pMfc5oupK|`rsk`9xQgW(kLWsh9T77u1ugTp@oX!#F02CW z_$hBJizFjs|Tt z7(NMaux}0?{VGxixo-Y*m(DDO^-5Rs%sQH2K`~z=?o{T9mhEZ5VeSETJLm^tX zlZV@x+CMB})2M8QMrfoQCu(5F+lAZTF06$U8&-S{ML_e=m+va`wl{*`xc$1Je$DV% z-&Ez3%yp>lQ>=)P3Wekj6Nlu&a5$hlMk--{Jy>Q+1VQxRAjakinS>Z+I`nJVQ(G3zx~M60W;0o!A}Q3g7PS_uMqB5`5Z< z@KFwF`*v%EW}~9|Zt*zox?-64F(6m)E*2JSq&j3v;~~*|_qu$wXo&Edy-#R=49wHq zJZ@000Cc98T#(&Y0^g_Gwq7hO1joIRwh3!n;E1xzhi&8Qpv>gb_F@49E=eUeTF6sQ z)gx8uf%B;)#K0SJ5}_5@re*{gRjhZ?ig<9JoJaRHTY(ZNU8{p~Dg?V6Dkw|UQn-TUjkNcrkSE;jD<6S{Q$KstgcUI`;%DLm zJ)aBkL-zd#!;;JBB*67yb6GB!Yw*k-E{oZ$u}?$IWiw!e>H0#h=gr`eCU|UkT{ZC4 z%f;T|N8$oGO<)x9va0j|df!rlx}3QS({tP()N?-u;O#Xb{1}C-+rmw|7H&#`vWjNT zTRWRk=|=;+bm6KMN`!Y5;{!~>6C>XbM{DHCHxzBv%FxO9w7FbR$%5SQFhwrqP5)Nn4mnk7&L2bbv!e!YN7b^FOR>3J=% z?7CP#8NJZkSnN?5Qx9vCMyyTJG9v;g39|~(j`+sWo4^#%L}}s*W=69G+{IKy&4l1e z*SI|J9f2-o4?bm&LRd&;l-GkB)qm8{*_oILd+tZO-;ee>NF|eN#vrkX5-9b+rh#B3 zH_d#=zL#j!akvFI#1zN0M#Vu-GH$}4jZcfxB% zu~;6{AM!@20%Gr9h_T~sfK|r3wXP@jz$9`yXU-@|)rbvb<@K>Ty+1hqR4h_;mq50_ zVNQ6E_{T*o*uP4_o-7T_y2m%aG)AC(8xWi2_C!UGYESgy%u`h#+q zqAcOFdTbtS4^9s=RcV8qGh6Nkg+;=rh;KgbsX-v@FvY$``VvfM`j?7H+OF5E%AtFe z#6c;JD(JX7ujb77W|+opYiK*G5oYbTI^K_pI4V0>$c#YLx%Ha7Dy`_#Aeil&N}o?# znB%dXi8RvJBZ{(H7daZ@@e6!E^gpFQbr=7{((x@Ivx#?=6`q&-$30RCXzc(co4n0~ zczn#!%X?OTs|eH>zuAH{vNezs!(3;MzPa28P`d@8%u62sinshu1e= zff*mHAA}F90Q3|lsf{d%$~?Kts}A%Iz^6G^GU>6vnEFu3wr z|BmBXu-;rxJ8gXv@XVgp_u8!vRL9m9zEMMkm(!+)HLdj!rju*4w5Gxk>cNiDneck)l1i=p&7fmk zG+Yav3Dm~iN)c1-gzw&&?!n&>a6Xmxz9zc_x`RCiMx88&F{3rk?G~+o%j#zaoch~A z%z5+1LcdIK@!#NYJv|%rHZBuZPs;)Y=tw&kTnoqd*lTXbsHUe8(E%~m)gUk`g=^uK zc8HZ}ef3NT6{TEhHWQs1V5O9e)&ne{<6jFY8{8f$s!WZzO-1_5Byyi7O*`#(3pC$oo9my6mlvT)+z z)e~z#LpXAYaAZDo*YLW&U0VjOiSx@Jr`3XX{txNPF|A3QljykaEnQUjUpa#rt zujw^HqI6x(m%~-nouGNax8>`&a#VCrn|k3$Aw<@fjry{q4TL1)ieI?qLFNb%^}(K6 zpokv3%?UZ`1Xd-^ki>!sD$M=0B)uIhp-s$=zP{?462;Z!Ii4n+5Wy&9FYO{dsTx6P zFg{j3r4C43^@T|fybn3NexFhUoKO(*R1hiz-xAUjzX6<`#>GfZuYwzwPtDfc)CFS( zmpxK`83|{#axxACB)|@@{j&<*#e>jZy9bu4g>b9y){GmfgX)f z4tIO^>FcgSMd$T*4IQ6rfO60>WUfExIFU|`XOx+_6g}?2`)lg;%T~4!x@3Hm2~uEng&58 zP%80b#3uER484EcEos1XgB_7g-Zs22CX#ei7gyqVP0&n=Wb7tA@ z?~XNaY6g0?VB~}R9CE6Lrp`?=3fbA9zJT;Z%L6qGl$ch9kqRj>?y4>=@an#SVPbP0 zd`lUOiGExJjygPEa}|qV?@3vS>(&i0_Q1?n&b9RrDFB;ucho;J_*<|_uWRs_m2&ewRT{A zg|c$Y`U4QvBLfdjYw0Ms?hg3sxC|eSpel8PXTY@{=2D7uB--1LD=N5yPN!Vs_POuw zf_GCjUh|=_qD*AX zMY+{*x@b1{rvP-uc-s{BV_^^Mv-8nyK8)N}!Pyx~=+samktf&Ka|2$^(z~320Dg38 zPEcTP74){)Kko6X0m6WPmc_CjP$3f~F4n+-I};G{yk{ z0qaX7P&$h34_5ro0K|9kreppOK;-xn{9}vBe+LkG5I_|DCje2D1`zWQy<*$4Knx3r z;Me=zeU|Xs3T75S{7V77_YzMPJW-P#W#g|o1VCVy%Y_Rfr+)(wqxQ~f2+h$P0syk@ zSpbm*9@s)Y^`&-}#Pl5PM>_Iq{{Y}opWtBEmjwcc(JzyK^A+BY-AqqH71P?hlOosr7ED%GrCp3wEi3Gcs zk@JQqm^ruY*}7w2z^T71n)>(e%jYnTbzSsUdI$gzFqh-^0K^(@j|o3!4*{?^Wx;+a#vP#V9 z%#NdHz3@8x+tZmbO9{=tzK#+X&arfR_IzQLpzL$}xUu@aB51EK>vb?$JQRTAl%;+@ z7IDKz$(t2pHRXZxSO z1BmSJi0$)s@3;%nkDUCU{ha?_1E9W~?<&^~m-yG;?^oOJdu>nsBhLjx2n6i<|Ej&i zcE2YA12cvIu6(YLolBet&iuOlF& zH4iQmU9xlt0L!lbH0B@n{9=y->Sa4C!lB=5Zon;_|5|~ae5X}W`+&^9F8^1*-vwRO z=+h`c`^$NOt0qD)tIhFm0Iukt0IodtP5;{fT$x_@uz6P-?EDnwaQi|&XoSu^7xt_X z)~ii*vB^TkMSeY>2xhyfb;loiRE-u-u|H#!P#J3BWia;6jba!jdwI@xwAj~LvpL{U z9Totuev6RdNQ9>2y@`cxH{r)_Z(im4n;;k=@n*PU6$oGwpcZBVevn&srpT=tUg~j= z;X_4^7T3ZNN*eVrdfD2>YsVVkt6os<`hDgEZNaWabdhy%YnCq|L8y?)cKghT5OM%) zWld1gq$NfKpWton=J#z-Bu{zPLucEOl9PJPkna{@#Tn56pXraeialra^N2z}WTGxqgaoL6drE~5R&oO9$?fj{e z|5}MTA$ZLT#ky+5+9wrU=ih4(wwff=DM16A*UgBJh;uq7G78-ThQx?Xq^EWpSk2jf z%I<0*Xqcxj-J{wBp6BgkMtLDHta{Jr^vV`6e!z{7ItUZ_KHL+n_fm(+wkA;O$!3j*3a~r5&#^@?s?^_(sO~4!-MOmThZ<+fN$mJRKUqY0>cd5T`~s)Z!M$ z6@{7bIv0=Wpu##_e;g>E~#v%`#GzsRDl%$loOqflkmHwsXl7 zZ?um5hH0*oTcMZ~=$d!HCf(@uy3tKgerCf-j|onlZxaMQN8_(&)}4o7^=a`fx-DR)ch6P@kKg;pr_bN=suZ|H@68&Q(hK(& zj4xk~3Ptbn&-=a__Rs^$U5tg7g$7+X>(*ivlVbE79SErIk6;RBH?)X-n84~hp&hiS zNCO078H+rn4=h){9RF^63A7k;)lAT>hMmzb z13%=TqUu`HmU~N*pnOnpN0Y`SNU2{w-sNgIOw`HZ-95Sz?%17FF~}_jhozs+T6C1c z>6B|rL*mhLG&8P#$C`TB-c~1b5VKw>3pr79#;RSFQKo1xg(NY$z%vr_E2x|bl2y+_&@9XfPW?X87*JXJB<>mGMePJ+nL4k5gYc0$%;a3b>Rsv_{ z41|sJt$}9APDhoMUEm&3thFGa1~{JE?3J2aM=Odl%n3>vVWY}ihS&kWI9>3IH)Q|= z24EL6AyUv!VQfGhh*1@{+ptPkHY&ih0tOj|IwcHstA}n1z|M#0VRGTa;{Zc|~eLeD@FSU22)IT3_zMIFKaf%^X5SCNF@V~ zokdXfL^|C5R6Mi_2XExZtmOJ(SG~#|urRcaL+RkC3ZM!T5v<}^jXAEg=()QXJr8G& zw{R=wxhZjNFtu*l-42*bWgVl1AyZJ_w8m4&6rCtOk_h{rhwwCP+_Nw&tQJxktc{RN zIS}N)Y8}o|a3>F{WkNO_@3{}2r)b~+m$sEwT|4fiT`5aNYVS6@?k;Vy250q^Z=w&L)E^hPXYA zq`(#<9cU$y8j(bK&#EwrA}N}X63I9aVE;xDS|YXn$dp|}Ng@(K4v#inbfQ>KWw@8p zmd&X2*4UJ!xhbgvdPW}Z9f|7^NF8q#Ae>EVsOz9NKkz&sD*q2z-n<)fI~iOT2amqY zaTPvX8)kE9UKGq2E-2AnhS3LG{r?|(UmaG(*7gmkC@Llv1|=aD2rB740xAX_Dgq)Z zsGy>lD2j*$il9;!ErLk5ba!mJBn(io5WBv6>YVc&&iV9u-v8d~ooio?d$VWHtXVT_ z)>^-c20o06NRu=g`2#K7&6iAk^{oN=+&t^M50-)akgyj$$&3Smojz?vZ_f}qMlYx9 zgX?dAn#?BpbHb3A;JM~XgQ>1@?01ySO{Bq0vokaG5)sN?uSo&5gfSOU0Q2_#2@Q0r@O{+FtTQ4@_dPC zNSiydaN+bAko*~U;O=#Fv>4f)rwnMlIHwn$I~Bt^KY^HK{!Q@m#=|VLiYlmCo#DE- z5fxweb=yWhF(hKe-Ye;2HakrqSVm_Vr->5Jg4`CQ6*Jf4$jwBl#0}fH)jEXvy)iyV z&@sm6_L*lJeNl02)M6T1Q4dGM3iI7&)PVBXymvAPsGSwrdnW{ysA(IL3nfk#fr3}! zxrJywz45`j4e@n&UUT$bTmn?mglSFcIGGHp329l}!U=F&&2QL~yabTw@44W+7oBZJ zXEaA*yS8&_p3~D~C17rNd9mgER?rRi);x^Q?~cr=j_+e@;kjX?cENKa!XQavyA4N~ zuvZlH34W_UP*KD|vk4N8GrM3!ta!PmE^4R+LE>vds4$d&L|T$y1O+9j%7iShH=Fpf z>cRUHX-QH8Wq~N!&u9jo)vZ4@TTx+DEoZmndLfu_brrVyU^Ir#6)X9Aj4qgQeOmR4 zCRpgFU_a}99Ej|2Ju+-g47^R=y}T?g2CO9-clSx6GmL%tP=)47IN+PQG-PZEgm0)T z^R#IPo#Cq8XHntyVyg4NW~(|lN-8CLjEE#sF^7>GRC5)iK#(6FK0KRVCo>KOCKj|K zMwAZG6F;p(XigJYF&3CxeMnFGMlfw|8~$8_12>mc?;LXLA*f*B#(T?d7&kHyU)6BQ zgUp0!f#yuolRh7|Et@jmu(b;kw^kSJFin8`{#$RtqY@xbG>yCZUIIu_mYEfx>!4Be zq`w9#1XexaM`r~-Uge7lmmb2KJHuVBk1B=3wztIJ;PpWot7trC6i{3YF~v!dY3~?- z11FrRc5UPqrhQvZ#2%6ztNfrDP#%e|Obkyjjv9kRy87K=A-z^LPU0^LUnB2Qm(mFK1BpS4D&m04tFgZXqg~Dw zYo?WAf8mCHr=S{+1Foj6u=ZPB3E6suM|~%iK;4!n9Lu%sU}dT9d_$ui-fye3uw7OM z$4Q|y*3ZEw+$BnlNQgp%n`0MPhn3mHI?@U!--sa+Sl&${i6~PBKcj(MF54>oi2F1>lR;l zQ{aTp$+ZdZFKH%0lbBLkTMrV)jC#Fae69rt=g5?(ZzUijv?5X~9WAJj?A%*B{xPV( zv~n0#h{P+O_W>G<>wt?~Mi|q?E&?g?OFNhA*@Z5)2cfAjUK8b=}W$j@r)j9As=#a=b zzABJZT(5Z9zZmx9tqXDA(F$!+kNx=T>tMsQpl?HnI?zj~?^NtIB2M>=5ZIllObDv1 z3fM7MfpDn3@o?Y{M(}9u#s3-+o@eH56B%VeC}cdtPjrd97K?^+CqD!s${`{Hl*w_Q zVk2xHnq`@Mi$g1pw><>6fvU3uRfT_8P+L%z?ltI)DJ?Ndn*-$CGk$YBJeas7?$MBY z@NB1Ie(}Oo7`5>u|9+`tXtWx_t&fWH75gV~9mMujZ_oaP!?8a&Ps%LHBpMa7vAVJD zKbqm#%6T>}*gjB}v*yNh^ubIOg1VnvmN0;{7z3oS?X@{wKThk2Rbiqpba6c3G+`;e zvO%Zzk@y1a=j4ogakouJM#b~{eVl_Y z7nMNu(xDNZ?;0Q?Y|AmN^zl0j*0L4U4}04^m7uZLd!1(+I;2%X2s43S!}V=ThI^2-#mNcl8oYmB znF)cZQ==NLU(H0oHNoyE=lIdh72rFrTx<)@FHrsKF2+IS zsUi&oHnZ)U7=3-cVfxp0%=L!tfkfA(JC)Hm&Y=iV39yY!wA)$-N0!E5s9iZwjs{hY zut(IxM%1GW?okTed{CkYcu0sy9d}S}M-99w=t_v_YXHSPG4qpE@55rVlX>OSf2rf!@)0NS!&b^mJJ>Iz1h@VDqdBcsJN5Z~ehU zSa}=K#7MN(rINdDrx>8;a}&5%@>?SEUk z6(l4M2d!L$N?+>u)-!|-CPE~hiRO|MC#b(;Vmd`+S;+v>R!Ep84e~}~^nhbt%hJdU z_)x!ov*Y`Em^jXWTXs@4RC_47x>N#SwlUY9`d?Injd4f!;bx=_z)_H^tJzA>BIAV#@jw=`e zL(b-z$(z&tQ;b|>BgUo=H6AlR?mm2J59r|kQUUyGt!3srir~>Ruej0sP!Lki8@*_E z0jRC|d{VDE4<=Av^@T7$XXNrXFSB9C93$Rj9duGVVjQ2I6%0}@pJan#0Khrv6Kh@t zz|c<wyBego%*5+W@=8y}EqHmoU`YsLPb#Hy{&dFsQA`-#+;)F&|^=cS^ z>#I{N1Awn>(HJYMTTo_vsLx#LHdw^0Oyf5z02lu*heE4D_$tl4T*VgqeM-C|Js%-) z{PFd3@~rtnnYf^hOPafG12mM#BLGB;-&$Uz~rV ziPO5oIt&JUo;NCM0majklul17g7FetCP-|-aVd5G z6oUs9>5va8fzRK#NuV>z`sxK^Lqg&Hz>a5k1OnlibYR@)Pl2$mvwnMQdkF|%IP#_b zT{URrO-S1G z(KlzTED8y(*7p~l?|@IE{M==_v!TS>mVAMi2$?CA0woL6xzasR=^v{+?a|j3*xWB5 zx&LuI{G2iDe#={L$nmwSIC&)iBt55&@bSrjw4`^lMK9N2cCE&v>w9nMaT9I%rP!TgVlC8+$JXo7#&U21qAEX6W^3Q5l$1Q2tL=Kn2%L@Ye( zYqS#{M39gfMQ{Iif(lC*!2J^&ixNRnqh^R;p7bDs$nO$VEDwKwQgCR_KLF&qxC^~s z5%?>4R-rqoqruA=`p#XgDv8J zcl+mW?L-8$*A6=W?Di}{g}pxia{jX8UgX2{R|~$|pH?SC|11^$kDXEeH9>3Ro>ei< z%jN%-V89Y@Sb`K=kGK=3^vHbpacl0PyfGSs2tw@fv+Xr|-r05-x34}|mg5CaC=l{^qq6G%N8vjZ#`PKGcZJ+o_`V#+I{$Fh$R^w|`ZnJps{ZAL< zUkMu1|0HOBf`8pAvt(ll*pGh|=y zJ3Im{#J(Kb`|;4;A_!zMvHGijdQ2Z#0`IPk38|4mB^=K;^B-tI^^|Yf%-CbmAQpD? z$)ja4Ag3br%B2h^_P;IBdsl=L51s+j7x@-KOy042Csh2%KQ6nXgv#K(ocSZ(Uf=*Z z-SY%9Buz-=<}ekajC2H?K`;|wBE*S~kB%LO4TuL(FVdpsnh_(Mg-19C=nzj9-d+11 z74Ao}^bTd|CBgEK6;juhqea-Q?kd6872qb3z46_}Mvyvj|7y?V3Rtv9NN$f%9$KO9 z8{;We4hx60q&CHrpf&Jh1@}=65cRd8qwY%x*a*n@w)Xl%VA`s?hA#skxH4kr{WGQT ze$PIE!f|B~t!{XA_0K$bH0-KLh(QZTT$VIUQ>ld$6Bo=rht|tBj6#^2h(HAcHPM9` z?lkcKCjo%^e3dD&lUh*mEtd)UGR<&_bQ<_n3X?WioEkQ{3EHX5X0(DOGg{H=(fXV4 zu5ZGqq}An~q|03Zb0@A(TN+Rf^B9Za)As}}@}H}L1BZ7DUz5!Rqb(-)rar$0#apQRDJS| z9t&V95fq@Zhsn;25M%~~jKbc?jIK8?Lt;CDW%%5HRaN#$O39nkh| z;9_>cMUXvYy)|TK7~BiqH(4kk1jYyLJ8=sYXKUyBn(W1T5|~gD(e^kKhK?O&zxond zw1TQpQdAZ6o*e1&y}X|8CEGEIrdupvP7ri!$4pSxGxalx8Nf^H5oecPSIWZske;B7 z0!q-;&;S#k#dwaHj@h!L)gl7TanuB6Ht15B&1elv&4A&6xGEe&6^dZl37?W9R@Gp? zW4_4jG9S#Y=BvEYox8P1iyMq6HQS zv|~GYCqI2@-=!kp@b&U+z1je_D~W0EFdMToN`PT|K6c+ChBzId3R^+yKiGZG)Woea8m14CEoRKq%*tK+}9 zA~EJemt3D~6Sz)Wc5d3TDv0xwe^hRbnZ*>Lp%S)SPH9T*DhA$l4O08(H$(n3+1gnd z*iLVs;G)_W3aWMWUJ)5#AUXC-N?;#a?j3KOA0x(r=-@dHPkBqAXnnG@cTF=C#(Uqp zG>QYZK3lc6@i)-f@$QDiGURF5sj3i4q?fw`Yq=*v1J3&xi_}sx8o*qjMb!3ZT1V~2 z`+s70y!!X-@qv)4u4Qrd>_yIw05si2l{UdZ!TJar-@KMRw9u^M%;t#)U?ZAxY`hCee zS0P|j#TB=3c?m|B>{sc&-vUnB{mzr6kofT=?}OtCj7UK|yq9B0EKKVSa*IM`<6iXa zKZp(@rTyu`jP(C@W$h=Xg(?`Nquze#4>n&?#kBZsU@(mnrD7BPX#DG z8}GSjVkulWCbO(!Y!h6$`|akV5ousDwPE%R-U#^NyeV!~aun=8Bp<4Nr5=upNnKrx z*0lpa#h&zdmt#c4oa>FHNR+&oKK!Q{S~QnTJ#O^@Gc?Kez`%&Mc+OX*C;F`v7z=1I zLV!G=w+8h45_859T9*hNQ8{MnxmIYOnxk=2@&S03jmj0(tsCxzo%w{?JOws-i8Th}3H z{bRnTMt)#F#&K9dj2~P(p&U^?zY)%H>XsFz)IsPNp^5wbilNyl*o)h)9qLoVNt1h+ z*KblIaIXcZ31N)9prTgV73kyklV`3!mLSNq*V*jzXDzX7Y$`%zND!nlN)sW0dH^9o zZ=FcB0A5dYltB|L-4H0Z0f`LZUMBdeK;rENA;A|FKn5z*H)H|2n(1{kH^C<|B7DYm z2z64CdwMAts+5jB>v0HzY*AsP1eL&|2@jt>axRA07kHX(?`$llTmY5`s zz`}Z`#fOzKTbsPx@T5{WdvIc} zUs&ZI5gt@M8L<5wc6iO)KRAs*mB+%IUK6VcTcl^a6lnyscfr>K`1&l&|HPLXNRS^0 z@ZDBL6IoEfJ!g34+~Jv3@cpgO&$mKZ@V>F{?uz0f2-!D1n<&VKwypEkha-R~IcnLu ztr!iIVGODFn(L_K|`uMAv=cxlzKZGtZj*0}v{$KOu z?@gC8n8>9%Slf8{=``%`?wH+qWBtS?FyA#FUzLzhKWxO@O&OT=eI!QrRtX&6IC|Evrm); zDohRkaCD#mCU-sJBd zeSX8X0yv+)OmX&=0(e*~A3Sbq0fLy$Zyec`|MrJi2n4s0;B-jcs&#y7+ zkFSKpLhkrN?lOpII*FkkMR2+AY}Q(lVt7#SGK8D21#CFE8M51>;qdo6&TD=~!o-xb zecY$-L$1t|l(w0rFges>&CW5Ea5+J#!A}$GCHAVn_2VXV657>pRId_Ju4D&Xm|hE- zE-C~?%m|%Lk5`8q(*$)#3&Mn41a%1U^HpBy8W=G_-QdX(7+6(p z-CGOGJF~{+s8qmDGHL-MP=eHFj}&S}N1>;?A3jAP1MjYff-WVQpvWVicorifws^hu zH0^JKBx8x?$2(GBdbx|xzR&kTEbon~aZwDk#wIUWXOEFNnNbfeiIzjN&19`Wj4}|` zzh&p!!+}i-q~sYL*uo}?O}~sl8JUG;$wZFKW`S}gns_=}gmDTmVj@bINRrhCL}EFY zqLyhB)XNsnKQ}WEUXlhpX!%_=*>~$T?AN)Ox^UMWYXxpuRW4aoR9FYjdLB5d6o$@m zIay>=0(~Vdx^A-z;6C>;YtU-}&#cwgh~Nk~;w#^~H!~6vOvi0@Iur>mx1x$Tm8Ebd z-+kOG1lY$pRom^-Ktj4ua%TCy7DyRs-J{u$?N7W>PIP`Pn2>@Fblk|KJg8L&Qtxp# zON9nv-NotqM$DKdqG5(Ref?<>+J?8$)VdLdlJg_N#qfQg7EL$m;AV1eT}h>JZ!r7hawbTsid)TwlD= zt5h88rFs7TB6M~bhV&-i2qb#?Bqfi;c_SiIR&0q`75LcJF7lew4k<2D$AdAGT#>uR zF8M_*?GW|Wh@c$qZ84LcY9E+(8zX(V$R)stZXZrD<=M4{Snn9?BUju2jf!(}+Y++j zqC7`a>{1=fVKTxo;LBL{Sp(2IjB1c~O&eBSgArdgN*%N2=K)NYTUzXq3!g)^qUIn$ z-!Z`5w`(9ATwJFuukJ{MpMg_m_pe81IoCM3jKdfu7<2g9feR&2c(Z!^x@n~_`doWM z_stgA`KCGabU-Z(>HhgO!@CB^#F&;T>zRlcRhn3h7CP#yU6ZgT zBk4Ebe2!W+dhXRg6#AstAmBXLamx0a*PGxNNvvta=RO(Xu7QqY)6;XNqi{->jHKVh zfk_Xnwp6~v$iBs0&zGZf$3nM}N3(bX;Ci;D+Fak8AZiuxB@l@KUTI!@Vd_QDv|4uD zu@(+!%52{eRZ|OL&m+40y*iO#DK>9lY#GdYb}y~Q3nQ4wYzQ$!f?A(eBB<$_&B~0! zr5Jr5vHb%sa|WngN1V?naJ1KIfe)e!`$ZSV!3~m+>QezbBF?y8T~ZEJNJm}b(FM*F ze-Uep5>6waqkIPH}LUgM;TN+LUe6Wg12y)70-yi?dJjzoZ+mh}q# zig&@K!FrtL6m;qkg4_fgFZEI5pE~SMooGq?tt; zS;U2EGPr)*EpD3=;LL~1b7hc*agnES7`w+whKmW-(a zED}o>LjsW=9sI8@7mEzBh$)Ns;~%Tb*QpY=cWvew*sLCGCBaxBut+oe`+rB8ziQr$ zOkJTi2lpu`!$N#JSKlo8M?6S1(Af)jAf~E}v&i#C{!ZAR4}O5Yo@?|5xQ#K7GPa z_{{wO-U`7=_||4`ng9C!yPZ0P$CQ8Np!_CmApITa1@`FXQD-g(IVv`$@*j{mkFI+^HEl z^m4!Un_li4q#o?t{sY54F%q>yCj**-yylxUb0F!9ma*$tL}Z>1l^=ho8NRfQC%VuJ6IWRyoO+&O`rv&yNR{q&*eDeMV#6HZ z;padoy=iEbi3oevvo)W?iYuUHhTZ0O$|%k5E7louya5t&?CyjPuLda*j}!YBa$wD9 zp1J3e42Wzp%W#`AabdZ|lWH}BrY5fvA}CA1;|4T>cGZlar1s;riFlcW>#y4y!S(#7*b6FBmy85sl=!`&4gz7{6=aJ2Tl_fAA6M<4mP z{Vax!hMj%J{hGfKWseUho^-twE^^m?{MFe2?&MaR{KqBPD~ zHQ);Guwr;8qkgjUY9sJ0O}(gd21B;YZ?08E>11JehyB_%LxP$yA;X|k#kIfRUd(vq z3DY5BiwtQGy*hJ(w9>nV;mJ2QA1mHofQSP%6NDkARCrhu#AGE$4U9h>*eh(!ck_C@e@jk{1dZU4n%8~osu#><7} z{l8)7jur-Q~?N+eS55i;n49*cKeTN zf*7YMuLYh4gY=Q?Maxe5fx!L9LKFNE@$1hmC&>zG+{Yf98lNUWPQT6BjyAD3k(+}DUk<3?r?|Bu+&5k<|Q9@N6l}7x8iQc4n4mQg_jn;QL71q10rv}hJU>aUuEv@ zEO9S}sEUtsR0L}v^Q_lXIg=vz66Y8;9`B!w;(eDSovWZsrfUxmZyh}|-m6E9InY9c zT~Z=eklMJRYIHe}`c6q_Em>;(CVGZeQ;!I8A*l@w;6O>0BEgWcHh4~E3BE1@%IooV zGmIWfE@kjRZQ+30!g6q@(z^3Olwmf!c)57**(*3xX&E8lxgiJ^A3wQU_e}tJJfG|5 zj}n0e?>c7$zN$ix=VPa2{Ocj4FkJ3KcP5kyn76bZr~`%UCrLY2;f$wY!hjtzpD0EU z-rv-^k6|`!Wy<5k)K4!nlbp@W^vmcFUL=#>qY1Q|D)x$4BtZDax_P@0ar_!>xBAwD z3J4-onRhh;H`uSPLCJs*6r+t z9MdZc?ngt_E%lczPhybCRezHZ$%Yq;kH&BzLqp~pcf%w^fQ>JXZB6%Tf{7Py#eN)C z4wf5-zCVaa8KwL%(kI4}781frgd=&reb{hOL1xBPk7m$J*hDjIFnfe2?zqTol)?p4 zVWIKh%}5g-T&tI>Z7rok3cK1tj|BeYia|ytPfi7qh$knmC-ZK}g&Xci>`bQ>!u$T% zq zBPXw%u7h_4#k=07;rTPz(>`0R2&iZVWR_6K5=yS<=ZVH2Sub4VlC4jF&c}GqZdyaE zV`g5}CF116~Mo^Aj221GF7@CW@&=iO?l zfXD~F^VXY|!N3mx3k99^pu^|5_veaYh@T@daD|Tp6wV(+-jk3DAWiTR6=xeOdJ$T}|YSvMlvE;fXre=&@xoc0LIsK?Q zIA3XTrqZGS+T&GQ<5iK_LrF2wYn23=O^{h<@^(wb2Mk$Mn4gjH>?TASjXpRsA`njb z>gb0{1;VD41Kjnojqo_qUodo5JtXq-HLW~V0zO{b?n$AQ&DDc*;>26Zp<~N%9>X4F z4w4mP&-7>FRp@%ERb!ACVS=h3l=jdwd<+u}z3F2aukZoJD||cS6+V*j3Rh*k!oMiomhLMCAxiGr02z*F+U$!daow@@kl2@xgGE^3MKjF#WoOurfjmjww02#-$*_ z*LXtDq1+@j=tKHJ+toZob~`Wv)dS)5Y%7{hmi)%O%gphU6zPOVxOKU!5K2TFXL+yaRe z8{&2(C4zgm_P{%nG|=o$vMRZf3elA&AJ!t{)GYF}t&&D1j13>|7v5V5BidUlA7rU95b z$S2yuF?!dN+U zvdFm(Ax8q|KJ8#cl_vpcN7E`;<5vrh5s{~@yEmV; z=C}FqB#RSlKf4v2)FuWueawMxCns%QlO78WGcUz|;!1=aVXK^v=rmxKgR|ED!hASu zImFY!1FfIZZ6(@1x5MLm8N#!j8lYdZ#xYwQ8ByeN(vW7zEMeLM14hc6ElQW?E>j*~ zraT_H1f^U=Ybt%JJSou6Fg3=IQC8!sfg?#?30`pelnvLcr_~HMEP@k8;IabG{{rM` zd`m5dMFNJyC7fD-5Fg0+KBWdOD0_HEiZ{_rjnwt@am%RE;|A8MAzPCEyqXy=NNuLy zTWAp?_T%hc#5dE{R?#WoPgzgYfhNNQpe49PvtKl?QY_}8raR=hD1o)xJbP}GlxZ>xR;?0yslwR6nBLU{|sxPZ{n`K3_M z-eE*DPo}BTOu$#HH3)wj0;Zxor_ch_GJt$L{It(Ebn?_;cj%2k=;X3C?> zj^~*ETc<9eq2zoqPP_q5@$PWq-GNyIVwY9=i)&$cxojz4Ni`H+**xzvju(RVZVlLr zlKRFtXD74ywV+YFIX-xD4bu))Lz`I4@W`X>u=1SB=X8k}Slw)Rf92P3*q^gcSf9S2|vGhiG`618vKs3%Dh*oSFgXJfI*qlOR zViJYOVx|Vk*tns}^baKI^>Je+beutEN9qyZ878zUohr{*In{&x!;xiAmsJCq@MVft z0j~EyoWGCH{}rlr>Z)~Buwy(4{nfzLVUpvIXx2hslu$zcBV>SgsB8+}6AM!=ZOXBV z3WvOVH;yl~z6UoxbnVGMTMAxRW*TjnT7edlg{`|I3L#^Ilij#oDBa(>M&MmM2l7VG z{Z{S7To(_RFzC0cG^6J1GP-^cX=af>E^>)s#@hkc&B)#zG8B;%kP*784?_;<0nHbIG|yZu+k<0nN*C|zHHdZVx9IHn(><21(b85N+SUFMq9Bx z{BCooPV{jVBtF~vKK12TzghUrR{ra5=wl4ne5@ z_4909f<%VMkA^Uxvr=YujUUU%$z_9WtWfEh!>Yu80;ehj*HTN_#al(^{R$xIlh$4% z$VUtUcpSOxxQ^mZSU`^jSpNc$35P7t1=*B$A45MV6D*KJAFcwHUm5?a%Ef*kPbIbd z1>g&KU4f>s-)cJc_{b3~07!ppF~P;9jsMm8B|xTV^!PlNisnB6T>mL$W`Sb*_o;u6 zY?RFg*BjA(K67Rd2B>~Bth+!kafFbv$Y3e&X;xl2;k$I^?Td@h}?Y9 zd!g3g^7GT%v%owHl>P-^!SXJbMqAm$-kT!E+=(@OOoE6B}TCI_LuY6sbGm- z>3K!ww=c~b1h8_+{@(HTsT}wek}pND*9mJ`&islnGTv!h?NALW-MSO1)$ zHu(Jg=Jw6g9-jLqF!^7%XU`YgzOn5o{=BdY_DrP5{BSWS)*Ngl!0exGm)Ps(FV~rH zs^<+T$g_R0q-FI#v_JF@{Hpwx8#yL|P$kF1*gQfiJ_4lje7gpk$5z?dnUjy8IlT9x2WGxv)Fk#F8ZvgkqKc&ro(xS$Jcs|Y9TJL)N4&u6*!kR&;Pco37ldzN8Gtk z0qKeR^;)aO;bS|8KQ8rA=`uosGsG)?lPEzSmmx8I;#h6>eK{J zJ%|dvP~Ykp1MA1$J6E5_fgGK7J!yONG9JHf;P90?SmXY7Pa}G6qQM@%%0Pzk8s;|c zyM9Ko2qr~jjWRB)gXFxCDKmbA!?JL0V$rw&D0ciZWJymTj00u;3(e>~bbZt3+dfs0 zrPnrJG&mQYEF;sb>fpKYmEzO&m9T22K!J=N2VNkq5HQBz53gZ=@@<4VL+zeL4-`}l zXkdYt313&#`$IaJMol0@!ANSrfD?twWlJ(uix{bH4Wy5}m4h#6x&5;F_RD(sNlAq%WKu0L>t%+e(I!;=Exd ztO$K#djWy&qV?drHuc)t)EGGWn4FQXgNgd27PJ&PNQuJCdg#=a?$VaV>rG;Bzr@~R z;Flt`;l)sXT{&<^TOq8ie7vsmaUGmt!aGL{=~|hyCJ+v{SjF=$4Tc$p-u4DM#h~#> z<%(~A8N`Pbe;xNK2gX}R8Qz7Z*M5JR;)@uf~!Ql7gr2~~20DTm(NJsW{Y2N_24(Fj=JW2=!lReoG6LfD;D1^99hXNAIQr*l zuQ^!_vQoP$#-!wcKw7?P`o;zt(0!{SXe7{3#TWc@``Dn&uloSu_>fTs`6IhcesbM)dcjY!MnTp}*Vw{ypNGP!` z_ZDg&l?P)(kL$mcu7&*3AEug24TTd^g)WHm1Vh(|S}o4OV2I$k6M8+a2rjH@>QR7V zu$0=d#>^%g5u z%Cn1|fYT>Pr+cz~+O4OIyRjx7_%Q+m^RQvhn`l!*;WC;?Gr10i4I!5@@HUcI^g62y zUQyDw5?FpId~Ztu0`XU4XU#ZP2UGVcF1C4r6IA1tX^5JI!-B^1?Ta6W!!{j_OSdi- zLVWU=^Km;XVS?D*Q;Jv6>u$q$NBi9nVX7o(nYvC`7_f3yW9E@isNNpGZwU)Ww1laa~ z0l0k`fV+v2?tjuF>=|jE7L$GPo|=$v2baWyp3hLCM`dBhK7@j2i^vxYFjAavCHY>j z_=~|?Fm1B`##(r>FsQ3yVH>O~{<_#nCLVI^K3eO~3WD|nM~)?xghEFzd|&Y_6}*aT zErNSc`o{pM+0{j|b@LivLs$w|o_;GpLi&U)-|A^;tE&-lg!1MF+WKO_O6L9%WhSnf z`a!QcdV+BkanFf6eA9|X$d!&HUobZNmQHbIEnIvnCnb+Wp0T$b)N4qu^Bv!{cYLpe z_t%t9ED|UNQ%VwA25)w|?QTTrRFOqid$T|b_$at;4_y}zVJF=cH}u3nu7S|$e)Cvx zwtscGZh1AhMa5oNh|+kEFZ+Dwl%jOjkFQ?gdoxT|Y7*|@t3fYTOar*d0er|c-$sD0 zdQ=9!lnH+_(;-5EaHPDbXA_GxPs?i}U`#2zA8e-A$8?FN^Y?FToZ14?mf`0^MGIjn zMz0%-;`2uTL(nmvI_SH1ReEbv8(f+(pb?D3fE3?KOC==m$ZwaiJF=hx&SeU|or|I7 zwx7=T@D-!S|Gs@LphrDl-q;4dOYP7j;68QU_9ED6e>Ej%TM0}Lys;`~ObKj#vwol2 znuief!{XB9pi&b%P?WZy+dW}@;_@D~4RyntA+7mF2EIUJcUuoP5(J0(v~a~7s)i}G+nf~3 zT48fVy=es!iOQU<=R~xZ!Gh1T54f$afTJ2A`f5n?k4* zzdFI17bk2cnhjM3{CZiy0yEHQSyhmr2DHX{nOF^)Y_mk26! zHk>2Y45Ji3HV?}$gqc)$R6FeP`f2=mZ#^Wv`(AfsX9v`NQE$K(oH(a3N#r4Bh){%| zHi&heSEJWZ4|fIP^7(YTVe7d-A)93(a69M9HP_|wa6&J9LE8OT7_t;GER*3-|t(55Y`Z9v#)FMg) zs_U4)ORy92YZ2SMjF0anFbua{|=xs z?Hfx-!mJFz$iqA?-gQjO0){d=r=U(7Jybz3s^?9N%V0Y!HfT5UPY9&!h2G z2rGCwU+wRgf@PO!hDB2a%sSkxWP7*?(o#Nz$M3oiyY{JPdwOD)$7arZ{c9m`u%z)V zANKzohH|u~yOcrRh+P)$v(a*eARb4`p|y|Fo|TtW8lahQZ=WVmOF#G4uP64C2>Tlq z0u5|tow>&V++31$Jxw;IpQD}@%=1-;SockFR*hU8XoZUOEPId*sS{4j?MlY+kGa@+W{wJ(iLUY0vol%>*S?Zr3IfODIGO zVqT zV|?y5xJ2)YSy~4f%0pBoV#0uDRb$3#%>XcZ8N0_UDi9V2yuImupd1cJWi1zYRs`PL zcIux)N%+8W<5LZS%^(_m%0=RS16T{h_6XWxmIT>fX)~s?zFbv^RMKNeL6N?1$|dNv zEpz{@+|1OE9&u=kxuWB}1{k7)5@WFxh-eK=n~4%s$D0bp7fzQm-pOrXOZ9h}!OLA| z^QIZ)a9S^-qjuGCknOUAUr^FwPjYSDB3;M4uDR(6I!?~>15mI@K@ zKF#ky=>BRL^6U9D3_!PnaD5;XeKWHjtcFfRx9TLgL|Un%)z;L0gTvQK z%fW_>k{a5M9^*FOMezAY5x4d5IsecfG;7dI+4~s~M8Dy$Zg(I_8`Gr3BOl!cS=J%V#9%&7i(5FD3~kr#l&I zl8K~;Row>S7#WJ~pvv?&mFeThX;caTmouT?2UybOl+YvA`vi>DNNt2}@^ZV82GIt+ zN@t>Q{MHmL*!8FiTuEZOXghSwN$;GKUJYFRq_sj3P|gM45pW-7n!F?~7se}8oKpSK z0+oEv#81tRhuscayn==%z|6BlM87#V2$3sl#KJ0PHnzv+S*#sosOo>KQJqgWUTq1^#vIr(7lYg-bCqgAOV5ux2<8b z%hnL-Pp=A{o7xDCNu+tj16X!p^(KhhmHtPJ^iq9 z(Z_r6b5eDp%)&ZQd?(K5%w3Av6CYm(>J&gptJ1M8!;t8AZv2C{NJz5R(eSyV!w{Cy zdz>DhBCJI@ITEk?gbX*dn2GK3c{Jz}7f=X!J;-hapo=0A`IrTsqhPL?3ya{Llm zsWVluhiu^VJK)0%t4}k~nyf#{DCd}HB|I8^CNreU#11} zPd)-^-3rL|tuo5Ra#Nn~y@oUptf4};2Vw+GR2CIw%Eel-nbYN}Urxx7d>6D%sHCz6 zQt0P0R~@JvToqo9SqD^@`;dolnG!gZL%_V!pn0W*aHo^>V!-}rubJm(PCmGC9ZNi~ z(F(2`h3aSL`aq$Zq09H~1i0%``t;GNI5=D=-F0DeG4Pyk$PZal3**l;CvU+1y4wY} z^|qyLAlR!KrGeQysb)%VMLZhm@wN%upJ50u$5rWi;S#3TQcVB4(~N!}vxX45*i!w< z0SOJ~cj{~t&VWnTS5ySy?>agpOcI+=MW3e~oxs~^y8&x0YMy&ZOHg$8Wg_5fK3!m4e^CxOW$N);tL~C7TaHJDb!* zJ{7^z&qQJ=65|gOqjL?HHiB?ck^0|m@JzfcU}6ztbf=Kb*g-LWHDHq}7#(@Eh+%WCnq)#Bywu~%{R zvdfvk$>84Jy`~7tF63{%ZHSg4C$eL{O4dQhgnLb9z4^d*FmIW9eL8To+P3A*%Yu>o z7XyoN{PXd3apm+=RiGX7_Rx)p9FQOObc5%rCJ^J#QWOA*%mDKwtsbzW{*QQb=jc9(!op!G`68;$O>; z-r(F^`uK?f7fW1V2@q^OP+vzgpN($jbsKIg5cB@JJ=aQt>u(Bo7C2{r2frQ=V73Qb zAGBJ@drA&Ee_V{h{a59W%~KwtHeu>Nl%GDJUv7V{S>O2JKRE=@+p~ZrOC(?cY5c35 zRf9euVBhAW;HyLk(_d%)B?$KIulC>Ux2>CR#q2=@BQld552I_zhE`@U+a%OE|&Pl658uw<0|>+eHU2i-rvyZ@vb zt1WHugX^E&eiri|A!f}!2l1^(r9~nrYrQMDcv^lC0fXKCSLL_dX6Jd3d-1=P|5w}h z#c%K6iyxc?@w@w%?f4ixV(8jI`%ewn@Kp>S{{Ke65c!jUQH|Hg|26`~eFNPmrLFa- za5!l!qnQeq!lo`cfXbcs`41FFj;e&7TPXv|rp++)`nMCieJkKW>DXC)f<@3DmYEyk zgyCds{X2E9m%xoX&s{g6S8c|fIJc3Su`t!6Uv$Le`=D*w$QL3S1qY&jXjCk#fcta( zKh|ZHL#_FULy=-dpf=larguRD+zfu*zXQEwC#Jk~acf0IaS)n4%Ni2ZCUl`~)xxC=o(grg2R9K?A~!{LeZw;{Bba8P6(o2(4SBguNb4P$QBA8hDB*1;e`v zJM%4TkPx5*Wc4~Kxjepe^1hG0lnJNU#+gK<_^)imBshVjm9!AX^&{#yySm4{S!jkRp@>K`|9BUJQ?? zJX)fkp38XpBJeo%w8hlZ8Q@F-YWbi{g}Y*Ct*+FXr+jJ9aPqK_Br1V@8||Zqo?e9R zz^LB+0Wq*|>I=`}^-&OMeQXr#Wje4{nXP(|RtTBLTi?$bjh?q@A(Ky{qEw+ce%!Zl zg+K%str)`dfGWuKBA=LCtXI(mx`V3pa~%GYzvh^P!+mlI*-WqB>k-BuZ+{Q_R1b?H z%Zh9a(x5%X!u4fUEoA5qO4yzOPH4rrAg@h`G=SisI|Hdg1=P(P=kP8?^zA)_>c*c+pJ;X3NPqZQrL%=mD z*5*u=6_DaYEbK9XO`#)E~F^^cMUBT#)EpgjE6$>?Y$)(1C$RNEbzcbg*QZ=Tq zHJ>S@G6k;B=JffdXFvp?9*J4n_@m7Vantcp9vO5 z9+HA$^bjSTp4Dx0K#L+|p?70)T>W({{5EW#D>Z9dG&tP2Xsz}N9R@h03(n1m2Jx3h z&P}H)VdtzVDW$0RzEep`)JmZ9U{Lm{9T>X$hVYs-hXwr)1XJ_%ih;Z=IO5r1sEYLd zhA7i(c7cmc$kJnuM_QjC=~#zP)1goFa}aQLv_ zFd)Mda^N?iOo1UORj zbKfe~!L_z~%99VHLyGycz|EEq!Bf(x{UDxaWv!j|S8ZCM>{|GT7q$&R4M%JZ2df)Xr`M(optp|c-#QJ5`;=L29W16QWa+S#vc9N?32V!Ex9mg(E{Q+gZU$v4 zT)Z48=LO*c7!FNPS=oS@Fmc5$cF#*8P4ZB%LPH~bbxR6n<)^^2U&byHA0EQ-4O^{_ zL_dPBs~!Zd-&6@-ZG$%(b60?ZgLjPU(h0YT2v@Vk9&%u6hez2UR zdItP5Zw=b*mJEJV4fdJsNP*)Pr-f!*Mz81P4QA$k<*?7(fs;R{7y{EKxeTGFvOt;Q z^H0AjAoEQ5={7BNKqAlUbYmjQ#6Hr*UWw=-GmPgeF<$*l`(zt3z(3PI#71Hfm-N7! z3ylyhys6>*(Hv;nHJrLQrvY9qksjlTq4Qdc8icfa(ec9IYKiDlBpQDI;x;)3Ls_Fq zO*KiC-#(9@UCl>qiwquU^H4b_{#I7X8)I z6+O6Ro2_im+GGK*;qW_7EFce*#~RPEseqHyYNk70CB<_RRFx2=bN|Ev67NxHjRM=5Y5nYz_8pF7wU6*d* zxmXXMd(5`yO-=&gIoB>1udRdiOWuA6ol*|p`?%2Css(P3PRQ0#uYfs0&jf;=rNXz` z3|StZ0$8*9P9A*-4LvU{^y{lI z`zD(6Agcu8xi@_3k|>1NT>Gp;it8afI>M(Ky=z^&IS%W5VA0COJ0^62zD9`{APIWG ziVPum5lsZ1!FWNBwqhJe^oZH^OV{}=M?x{V+r=@cB(0u0SGgLBINgh8<9Pl8X8I0J zZH1siF|u-e^7BH-Uu^^x86y*oWuo*z?s9$D`nauD_>d-c2~b zH{L&X5r%S8P8(J5z2@;E%gkbQ@`y8S6e$GZl2p&#QyO41L~2QHuLZSZ>XzpFSRhDd z>{u~`gl0v8xxfDS3Ms4)8+CM>-b+}3}2o4S(p z#>Mx|#B3NM?jjL~M8}Ce4ikG)fa3pQsP=IUQnQ)^lLlU_SpT^J{Ld;B&OoBj#NK(_ zrLmK+lqa{|Xr7{z^7t`Ii+#5;;iLZEQjLajZ|>R|36 zv-rCTHFWr{#U{EuK>!W3-eSsyuFUZe3?MFTMW27~^$8yGcKQ~T!4$xi%Mccx!Ej>x zvfdx)VN8B8?)9KW0g}zILx0A0eRRM%Nrk1?Ly0MwUR?n^%e6P09BPGC)1P?A-K&Ki zv-9WQ3&RY8o#M~^YHOg4%t|lKhph{2E$sQwX-aeQ?y2ue!Qk~hs~2%CU_g1LBcUat z{EEiuYT9wcoB_aIGUJ16W{n249OQ!I2WsuW^l$GC2-y!kN7qz!0@)1n-7v(SjP7x$ zgY7c+$arzcE)CUqjM)=TGQr1Xg3%lNX!@IWA5m>ja@2xK{gGmxAo_2oh zf|JhYWlV2ZVkTBwoG20;X=11mL1k;;c}DdIJ61AlW_;kv9uHYEzt}QiB1&gqU%u0li+#v=4_IaWOSW zwx+NFo=uvFj~p<5@Pg+&)L}NjcEuG05;VhqL@CW|17cS@K3K4I-vpf%79}vA3iHYb zB{`!;S1Y_vrrxM?{LunAtShn$#z%v2Y7*CrqHyq^rez)#6agD!0#@F~ajx`*#XQ-; z<*>RtFX0nW4n}hQQ*>W6fOO|%uDkl>uvpe=-;ttf(A@W8?Y=d}#B1_C+O9;bC7-_l z;u6W1Yg$MX=5`v<_tTAA=~1;R2eV(g-lpAGhguA!nB(@(N9hnkl-0XF&?skf?LgM!7=OJVA*jdOU0_4 zA&F% zw&~F8Q<$AdCJkN^L$7+$$}2&MprQvCEB^(EQ{C+i6Iy8V#F}1T-biSY&2yj`#GiSF zJ`~RedA|P8`hsfUJ$LtZ7uIoHZ31sUS8jpQQXaLS2)vFx*D6`#{2-h4;7h+tA#|xO zs^fPnfPHU1hse7&!!3scJz;$hAj2(I!ZtJxQu@X1KMlmekG?IjKA9yj>Iv88r@Aa? zNegz`)K>uujZZvOLBhnk;L?eLhmnA@ZPD_;!*xK7%koW#l-Wv}A+MAO+8IfSb{9?Y&CoqlmsHK>2!v_JH@3`Dq3`>A_0LfFfr zw_hHufbp_#ly=QyG4-7a7+C((^H51TxU^oi&t%T0n5J<@I{mMmYJ_GQtbT3sjx# z<|g7Q>8OG8A37_F5f0rDW$HbfnQ`4#`ZzWl65lFh?ZkHC_Znq)Gs-R(dKd?2=(n$#)}BuAGn(^&#h?(lD3V6`jI|+ z)8o}}m|{E@!CWdEvlxcg6H>3xDTBQIc%zVR7bCE#cs92ZACSF6Q&R0`8ti4VVcv?L z>-576hKhx^wk_G`56Tg5u0_1M1xW>tiyjNz0^g(acc*BVL*K7Uug01-!1iVRNiVl! z9k0ydUC*0x_^}~;)M(c=(W9~op48d$ML-;Y)AkHvZ zHw`Wvid{Q$V9LQ?(u4f9@b;3D@;!8x&|ka1%*a8isr=`r>9}il3SI0EOCql4$TlrJtL|E#+OiA>}~L) z9Q0baHO`^q>RL@V^}t7%J!2`E(Dbkx#)})reLGeQ6u-2^gm7U9fD{qFLy6A3narGT zA593Fcxuf!FzOLg&_88{MkhpN`P2^-7K6_9tZm;m;Q2cvYNyR{%$%i&k#$gBNG;&; z zUS3n#Lw6zDZ{=R=39+EAv%x8!uMox;Em$D#h*>|ka&`}IKIdOT^oi6D8iDecNM!Fjhbec$;jOJx&1?pCs4`h|^z_n!Fnag$nrI-J%* zD5D5-&tZmtxZ|qX*sp0IrQWCmzSVi)qZ%_eIFrZ8)i=M?%)kw8KM(Ep9V#C{QCnAE}sj@f`d z{oC2Zp4Yw`Qi@iM0KnM}Dt`iC6=jb{Kbs~x0)S^9Guv^64IKXqfv9uK4?pxeI(+MU zqQVFV6lS;oNPw88JYIQbh2(!AFsR^Lz+VI=Ht^3Tl;9s(KYL5SX_C?zg*y2W4hEc* zgNoiCKYy$4X3a6;G9w~B#xMk?KYo8^N{-PJR*xW{`2H5rF_-y51lV5;xwbYTKE>9S z=lohTf`G=kn0DY`6K2>1hJSDWB}C`Ztep~SYJ}RqzOSnu!6{8|&n7Uj2|R2f7QURN zhf>H(JBiq)#*qXt4#t6mO?+Y#k=XA;ZXetp0n^sL;&S3#IkNp1{WAxVAZgJn_6Pq1 z0f&#?o=sR`6Oq_N3i@z6f#YoxcecpN5e_08oD#z%0pL&Vr+a;}q;}V;kq!_-^!DuY zjZI);6KSZ=4>2N~>W-~TM+Xu1_e1a3VuF+BpM8G9H5pTtRr5!DKKuIn)Bb-E*FAsT zQ24(R$k@a$HWB7u2xJaB&aWYM8WdIe2xt&O^p4X%U5UR4G`|zi*ykg@P&!%J5)^kj z9#5$yM)p6<`~7MEn{_tcxbG-5V*lB@!#>~H*A2Tr!oLezTxoy;!Fclp;{PEchj{~b zd$Ea&?DGi!93uU_5cr0YkG=k^{y!$5aoyN-O*&g`ME}9w|34kS4PSl&MX;}&DMBaKyV?lnS#H*p1@9IFK$tUIQvPuxouH{db zs-X*tH;jlBQuw3D6h!RV1QB5dU@&GZ3a#kpI}C_SCM@?1EhzwN3P3FfL#5OLAMEGQ6FAH4W6kq|w6ay$up##8is(@Vp?{8_1U-z{dxNSO=Hq7aS_2u*C2K*F)1LEaH z9p<4>c%cM_LLM;hssW(C@mF`;!`-{)-DL#)AQ&NzRkr*rVWHviY$$=ZD$GC>&8{l*J zilF#w_aWr)^y-5P?!vp>JF;4}E~%_d#U@xHPAYpYvt}zi1?hsQAG<)x4wuycjo5 zn&R})oG0b4@KQ^durRo*5_T1*R!Ipqf^~On)Dcz{yxw{8<<66Z@KYLYo?BJ{bM1{5 zcev+5=8L$USym0;<){?6LHIr_;lC3Xw;7 z4KE}=xIhEk+e<(>D0U=BMkX}Djt~O*{yLLYoE$+{rOK>-4!SWfN=jNH! z!?*!oL0t(WBI8wzHIYj(LC$_W3|nA{o5$GW%d5cDiSO6_5_Iel zlyp%*!qSklTH%y*49~UqFXuLBhVUVYHF_3FPQsg|30>-r;Y_B{Ojc&qP4J1!OIU?wMN9H$5`p$P=tHKm~g^3RWUvdPn%$$im_LYT@s90x@PM-w|L+ctPAXzk^nn;I!^~*DhJB22gAQz{XdIUZYzWA ztI7rDeNEtSGCTL~`f8Al`yz02E&_!=m-bZE7!f=RNC-@c(6P;4$*rwIoa0yd+Id!( zScd#CkBLSE^=Ggmnz#Ar$lcgToPBfs+2`yASe>qE=$4cYg%_mn)U?;Yyu^pg7w@gY zg0fTT#Scv|oe0}dcdQ)TFKW)V3BZuxuy&8*%Sz#{MwW-Pe;JJX%DdHSR1+K(vManj zE&-#aHkM@OM#Bd4z#|_|+=X3RS7^lLm%&L}=%0^KI`{nzbb5+l*( z&v{-3K2BqX4{b$a){h9OYjVwyFeu!p6j2RNW176B3A9QkmwH3S2}Y5=j$9R){bn3G z@b47wNSP`4TIv(7Ou^TlLR`^_ibAw%px(ZaE8}!MIFd?oRFqz)0PsS%$ZdC(+pZXN zsfelqaElI9E%PdZJF{o5Z7ywuE2iGgW8UV%0sbXE4P7_EIwRAg-8&jSe_A)`T}der z?aSweH=;t+E`4Q6e?Dw<4)n5au7{Zq3$ufRTA*2qKU5u9jFmc5VDn^vg=1_2!UFpE z9E|8S2U8%$=g%ExzVxeYq#ZGiXM>ZXQL;J`)HpvVPRbg^SXbX@gb9?vS}CkVJEaSo zb6_{sUzdR5FY5{Uxh1gMzv+9fbv>xf*!AX@K?*cZEp$}f@Ce2$uNf4?kY=q3YN^NZ zJ}FxwFm)w5;aT20{^aH{w5EkOoY273qR+ z54)X&=>82O)2L>c!2on<$orDaYL{;TRmuV39yDUWj;u#12rhqfHa))tnv7;2=ufJF zX!3T01j$^gFq#Qld)5~DnB;?lR-i3ccq&W^zZ0Xer4q&utm#&G8v#?sgf_304~E8F zq-9(P1mAf`Jim+48@?(#5A?A>*!_HEQAYuACiA??v2Ot(!9vT|8<3z_v5MaX37!-m z;4F?W$bBo6D52)sHy?tDCtA-FIE1au(cAeU?;m`&MkHvLiqJU8{~HuWk1sUT$y z&e8@Dde_@HTe%jtO&}5O7HC;|uxaT*7F_c%Q4PM93pqv38AZc6M7j1QTxt&JlrZz_;4uHHQut)~pf%=1B{Pn0 z#=?EovF?>sa3i`>{%B$~!240~9wTQc2bg(^#Axyt4sx{fOP?^~0Aoo1{i!8E8pMdn z=@HQr-o|a(UISN)Zj1K4Oon*vO;JnGNiCr^V8)upaxfvA2LU=0G1uT!1RNb_9>GTr zq$#qpZp=pl=|aMAw?YLNs=3s)G}S}of(te73rb;j(Y^C;>^w&@c(xpR>7-wHFS0T2sb-w8fB^tus3#zz&3wKYK~Il#7l z3Lh!LKMRs6LTnza3emQB-ChTKK9P(|bPRg7e$(KDHsBRL<#_&nFvx_YN-h%%hwy8U z6vZOLfW;|)q3~Nh@R{klmYS5qeYMz#3LO7!=|A21c4I5}a19+={i+($gX>SPl0X7D zMeJq9qsa{6f3Y0hzo7#Wd3teJGvggsW_*2D=P!o=nXdZRWk(;OLxq-j=(!pYpn$z{ zRF>a8-bD=;8I!3(8=Yj#jRMbOku*n4X)0z-~*i7yq8+ z5wNFJ9IFPt@tZj4dzQ-_q?4?l!r;*S-wm{_j7ZidF6!I);X@>Y;*`AN3%Hb|$ z^@UM~1ImGVp5>s`v`NifunMB~Wk^i-Z-%G&Tjy`z5(PY$FD>pU3<5i?xlvsYLx9(9 z$?Gi^g>b!eOYuk4Z~LkGjtSs@qX9BC@Fe zC=&BY0@!I4x*u3CL<9E+7)Q(Il$}d@gMsjmTvuLpt)Rj zL1Bvz#MLi4Tp{iahPSSI@5I+7yUkP6(o2DFfgb(}lM`X_=3{$Qk}>jOvb<+_YylWg zF#dM;bT&}uQ;5M|gjnjniH-=g;{!846=de891LL@pHGXakFxZ}asKuBHTg|xFp$R& z!|!V$=hLImhYnQ`Iyi7_8D3wjTYC)@tjpozeebDl+DNPrPtaHLsf6as{9;4L&;itW zv#4HmD|Br=c5_fF7E-K#u~IriVD!|fRa;BKKuqu4>$I{WQ2s7r9Ey=!9d4yJW?@tu zN9!@?Q&(GHj1#Z+mBlQ0%l%;=|F;^9;KB*R10&+r4O})W{uO<)mWl*q#&4Aj;lG$6 zBw-{#B~uSs&JeJ}s#rT;p(ByWmIKQ_&t^fX{W06owQV5lzHXYz<0|-K_TaPGgKGF5 zq$9o->lTG2Gx8&6SHWxnQ|A*MPeE&Wbh;}Fn6?(n^xJF?gOtmQR;ONxfUob1Z{Dpd z2CLL>I-1^9py`&g?fXv@G+p&Qthu2X7FuP@Y{2j%0|-b2DD&Z@=@OlyXl z8w;lhBH+DSW%|TYbrvLznH#)te+_WY?AfI_4V`N)ed#X5XsElCU?v7Ew+`@VnuWvT z^Y!MO0TB>$E}MUfXesb7RCv_Fjm{W-hMBL>Y1hXf>w)N*Cdm1^^!Z%8ZZa+pX`Fdh z4U0)3MvM`0{?UHZ@8{70j}&Ok2Z9_{OQkXGvyXj0wWI|aVH=nTisvASfoR_ovLMjX zsd+m_A~iANHzHC%J_!MlJmc0(QAOEuup65bA(V$k|(l+pP zS`+7#yiq_e>r?cF$5m= ze0xcL&D#cyBpP>bE{69uK|P6Yf2)I%%WcJ%+gRW?K~vjVI1d7Fblqc=3nzTUUdp{} zMhCX>$FjJuLi*6H5YM685Wi03a7TC`1bdq33qU;-63cI)n=hw%_ZsJ$119_I+sN0X9f@{a%iH^Z~*iG^Tk!Zfst4qPF zs~Cj)4lTEdE(Mj$#S%jr?Qk=)*Z$7x9O&(P^>Yjg13rnw>^gt~D4G80oI)uqxRa;C z6@@}MnKI`$11u!;Zg)P=cCr!LS#>Cx!RtsWsQ*wW3fD*`VT>t38jYN&Q6b2mVkeXt z=hekbRL~~6|NhKG2Hn*o0%xSzZbC%@qw#Ay-I>5$T$rqyj%MLQ=y z#rh68?om`>t|PXfiHQti6L_?2n0BLexBp`Y6|bzRhX0R%!0|WnfD`{uF255HxRHP$ z@Shx11Q-VuMC;kxvVlxC5JtVBgZ2N>L4|w`VyM)@2F}=k8uiOgW8ypC!@~m|1VMLA z%!^%7V#NHHOK8G+O5^gH+Z^~65Wd7~**AX04go_dfoAAH}&e=o+e0fNMNKf5!-uFAKG@eSyB+c6SFe1{1K-;%^G;nENdRD9 z|LpUf4dnmJd9F8ZpbiAhyBe>xsE%;pU~m6B0pVZUf4w)3v?dT8yUOJM#{jHBxGKV%!zF_OT-{yP7(y?eFB+C|(NBLH;v@&9T2OFSmullF@Kj{*Ev z-wD18BGmpX0pq^`@B)83Xy{=Z{cm&7IO29jYIz_sbKk|gM9u$uKz8-E|GI3AN{Dzl zs!2e;8FFs+9pNdigl|s!2c7m8K^QsToLB|}tY25>j4y!!--!{`(oMj_HEi|MG7(;l zQ<<0G`~ZaS9P923I_Ip95FNTkR0ro}C>BzVpU@|+3L zC4?)M7Fl^Tz%1uwj;EATAX^~Xwn+sYE#_^A$QP@GL?fQ}2g{qFvSs&>#XtoNDsY%= zGA{yK@0>8X?PYKwxaafDXC;95`aWkYY(KAi%YEx^B8bf06?){_1K2aS-uZbxNL6fh!^ zKi#d6?N=l&4VxdYe+k6Pgz2hzSg@HOc6iHtb3IR8Q}jqKC&zbYS|FNf<<&7&sc`Bv9Byq?3Z5fq7O%95Hj;9fm^uwxXS zZ=`{Wk`XbAB%%+Z;+M44#PjVL>8yE1h#>t)3>^#!qxTqQJkgT)LMq;8pkk3Js40K3 zg)g?qRHv;G;EGav_uZ;eIs+9I;B9`RI{YwFf}EBqc$Gk2nFOZPmVvPWk*h0}4?6lA zf~7^9KoJ8!<_;qu6SrQ47-UGU!S@w==+ClJE5pp^z_Bk;DMr#G_)p|Q6z_?- z>J>Hci~oA0pj$O8h`GJJm%EydWLauJ-`=jSCaCW94#7G<6kw+7 zk?@$0yZP(k9Tj=;2*~N#!OD7=)H&ha1+*ZhGM*7|p}T#IEZ9@^WlvQx2vLzi6|jzT z9HdSv014vi&*Z`;AR1i6t+!=D-ITm<+GkV1p5yG~xBjUhELycZ3>`lx!--@h=5+UW zs0SBNFwr{5U6O$hCew8l zL}ljG0bNjwg*eKyvl_g~$m;%Lpp>==7_D%fTq@z0LEqyFjwhNq9#eDr_ZReu zMb9orRX)JN0~Ps^0sT}&Ml)!Vg5OUJkTfXX-`H~ zf%OB+lM&x*VgA;N=K8E^xb`!}L7j*B+}#YI=CqnFWHkH+AQDVL4INH6$VJ?MvAnHj z6bW&V%P2~{Kc7U8lL98wwF&&mfTr;UkVa)zl)+f4eeist01#B>9n9$zdfov0as=}t zEKY-`V=!D4N)0IK34~tvOHn=-azO5+C7;^)5^O)x0{bC|Y@5F8{xvKV);~Y2 zc%c~5G;>Vq70PI0#$A1SKMAJrB&|+AXFCL8WC@9MdN=H-LpqSG&9(kp@Qx=5oN zI?GIpKS(GjH$bt2$INS1Nzhngbu>jJ4nBR~@{KPG3mi$=V)ag?pjhqhGC>-XOp^kF68KCL zA*k+K!HA#$Xta!`t_vZ3BE8obX>biNk&2MY21MKZUYFKE|8-|~XlB7C)#vY9oEuqt9^jB{oBKqtMz!y*fB#s`6w9 zI(+pa9j!c+i9fi4iOLzr31N1n)miytPiS z9+vqv=MWy*FyXS)=HmlMSlXMk`D`FMAUxxlI60&YF3px6d%F#ZYX`U*+t#4Mw~O^= zv0@waEPB}Mg^K)BUFx5nA&{5XLNcCA2nsmB_95%yzJiL3Ly#yl^(Tw(u;ql1TbXbo(&{F&&~O1ki<-3Wyw-|$TZ_@s~nghHVB1>R^W zo-X_`@?tIS{|A+|hZ^DD*1OZLnTCO>sO8<$HetZEL2On0p)i=auS00hc+3n}-5F#2 zpa^`vr;FIVE`iL6Un52#A*j~%rbKg94QTVZReVK)7^T#?hXgNje1H*6q;bsWXceZw zDMF72?in$PODm?pYe3-52TRgOXrq9wIM9%ji5nB zi+sw3TC#gHMTecfqZ>uX)B(?gjqAiQ5@gvLf2D$px8TmCs$}`2eoz?kXeD3!b@03O zL$CT!B0QAYxuxBd1vh`*(YS0_1PV$a?O)xyAewjdqhVBR$7KayoV>S=J{~^C;{PL4 zz-4LB*S)JCy%uEpH@tp0$c4}*C_|lds7RzLyN`j7ilA$TLF$HF#W)^yz!0Uls)uvy z1MqJNq!=W74~=oVm}yVCR>}TMM$`tjY^}@f_y2aNnioy$8 z#sf*{gj2|wRLEHdF-@ne*Wx(atM7c)1|d|q6}*k$9EZx&n%pNc+aG|_kEk2{Uq;t@~H|kbw%C+IbMvrqjRZ z2u7NH&ar%sTDUR|3D7;Tcnx62Lzw-}Nz=#2zQ@;=X}L|i5%*-gxS2nhwrB;j_qF%7uA z-ogO9y2KSUq7mY42Gg@WJk$0Tz#YZ`fOY8N^p<_K5HRy_QMO|%{94=mV{LNM!e*GVNpV6fM_6p3w;xVM{&MF_OjNxWKMOgrhQS`(ztPU0k8;#(m1lVl_mx?&*7 zT$ut8WgKYMZL1r51p6&g5Pe0h0e)QTu3u+Z0!b9IPz3vqgq&KTj6~2xvFIm9t6)Q7 z+Q5Uzdf>PnrW_Oe7~aI}u1gWP1DE9ETR+Z;g`g(MTo-h-8CN5b{Y0`9_%?Tl_s_s_ zV!{Qhp=vx&4-0B~PGG^)36_m38>@j#pnSu2Fv0Nw6%}Z_igBP3rrV{2xqbw#3F`WB z)&DEfXkgnTJhMuGE;}P|JpaiJ7j)Js+#r8ZRj>)>xNjA3--=EXyjrVOP87f^ayn;T z4Eq&pzl}w!`EAde-?c?IK%7I<#P@3-fobg40dxNl*u6wGc)4aIjDO{S{1;lp`)PM? z*^ZGES5wZZk5j^kiR`mRsSldqo*j#?EE4AnMlbqQ(Rs0tG$;u)rj?hasPn?kw-7kksaz6FG5=eiB{ru&?oz{0OYhEps@!nc~^hYWzotkrw^&km)-)ueB+xQTM zTlL-crDj6>g8KN`Nc%Tk(d(tlNSlbSZ=T=Er1stbp_R3ZSf(D0K0c_ zr^dpZXON-on5OMm150P5G-PkBhT+V2-!t(#8q8k%?oxRXr1(R7zwR?wxJyQ8lS(A8 zc9cfh%cem=?(2QECz9dbacz4q-ZIz~?3y?V@53*`FFd+R=1+V{6_96QZA7_NmZ{c$}Zoj!ok9@nkcE_run-a{j|Q!gJf%&l_Da zx~PO?4kQ8E9iit@ImGv63a+s!f?A!elT252z&`2=D}>9*vHkO=6o46NXjhO7?FF(L z36c3w!y~v8HKj^D2E#17Y~~C z^FZ}}hWNblhY)d#mz#fbBUpq;#VVhRg0r)B>rT0hz`K^f`Nuyaz;aTi)xno65V-mD zlJ#?pbh|h-%HwtcD0?>;3A3I8Ov|heiALukKFgTWHAoC47fDk_A+N$XBPuiVZ87@z zI!)>4LtE+f8}0u)1@lWO3BmsdAaeW-{;`Y6zXOP45I~&sp8&);G=P}>F90GN2>5pZ z;hzJD?7}@8P{ZAe$GAn{|1SU{{+(KW2N2oM$v>Ws%7*4Pw}ziSQUn`dptnMbq5M`E zSzFfhc@cHgufzt(|BNepF_W#m!)PH|(KV1hu`93Uxv(GR3?dKBg&;Qf*K@YDj zylN^s0s#4^+ZWi)_j$8t(SQAXHekm7-q?T^?q|r28$f(3YVYB#(i#b1GRMyb-Y5O` zJ>t`=Co0^4V|rWaPA%<`0P;Wl{-z1r%s8bXHe&xd{^9n^pGEoa9@sGA{A2eyfBOD8 zbWGJR$&Wn$+1s-LM7DzY-}|4f#L2h+X8@D^eY4NIf4_bu2#r4gm~6!~`*VN4e&(N; zzue}7^2qjM+Kc^pYyg!_1R&c_!SfO5u6gw6%lefg+mG4)Pv4)+-LDU%=Pn%4f3Uy5 zKW=~e0@0DVas&X*eEc8#A4k0%{9Fsyjrjb3y1iTJkoxvUm67M)KRo{b24J#}|Gxp4 zbN&V}-(ws9Zv!w7G5}`ee*rL~7yvW>HvlvAHvsd)ZvbXD17M0U0Om3Vz}(FMm^Xg| zFl8A4a~}g>N-+TDW(L5l_=fK`TGt7jJ-1=Sa1kWvaUYPyjQip4XJ@B#VHU5IYP!-@EIf7H zJ+m7py#8_8CdSiZ;l_*yrE8Y3;K)js?ajXm;ePI;nJIUW=M%Z^+xRW;W$fQ~(=M4_)F`4BG~EqYovwLgxFc zm)#6vV1NBI1t-C1@Y;TERq(E8(47^ptBwrj#LdpaZyr~GoNsng;6$9z@V938q0(b7 zw~`tmi^>!ezEBq*CWACupSH*@WHQS6)Cl@&WB?en@T8two6~Ew0M{c0x3e(Qu42EC zH7d!LkOHBb^&n{Yfb;dHD%ekYwWDQ}xbio@S@C&r*Uv1*&ny+H2KT7R94LV|WPMVk z9A0`CwQ1|4wP)t6t7QrqQ2WLk=AMm$+xGe%+=2IiC=_ZuzDsc1<2J7py= zX+=LDZ9ueecAuqAKH9o0~FBkK9{tGRG%!{~H{F9jey>#o%pRBX78Dv3>&s)fwu z4s(?@ltTi^V+b@P#7Uy8fg(XE&C^#i6L}$KZNxBW*#%?+Vy5QhOviPNkiO!0%*l-@ z!0U5KI)HIwb2*-;3gInb7&od$sm(rb?dC(dGm}BAF+&-bD z+S7)D#`mposr8RUrE4wjbnLZ1){k z=Le9mcESr}e7iaAb#XvzGfGUc~$c*qC)UZF$6;4l0fvGwxtJh3@3LCf% zsPkHUUX$F}E zzgDR6=0Qa2wDYs9>u3eB5F1eX+wp;J9|@*##3-UmE$HX=dc3WQAQtsOpUqG~!?kTj{~gR;eKw}^az-V1 zzrVmM@VN=H%#U`PJ;vR=KafSa}51(AR5_F~Lt3#zPbdTA{X@ZkNZRbbGvID~Ptx z_n&PBgrNJZO+tnZ;JSEqQHE7K#5kU?wX>*#mWC9Y(l;fbtdTZ;%Gf4Y8}>fo#GNYW zu?u=>7lc;oU0p6*c)ypj{dJl9NFIFmu3xIs(g0kur#Lv@2!)O7-7~9a1wq>8)SVg< z!El=?@D~?!@p$>NpwN3lcEZ>KFq-+Y;?%naC|}RBk5$bAja_p@baQHfm$a&2F$y|4 zW!e%~3(E!6B1k({U_=lF!~|L}8O!U5TdT9s0|qTGsfM@@t(3yM64nc`rg7r)O4v~tML;o(is0V;EamuWw2Ep;&XV%Pk2it>sowfzN=2=T*xA8CSD@G@P{D)%8uf{=vwUzX; zfFclR6Ri}Sii(#biDvESaPd5BU%(`-DhQj`5<0IX2YRRoCycx>&Jjs*N&|z|_h`CW zkC7rD^VU!IMTPF!?OB<(VbcA3F3HPp!P6NYOILCiL!+4c&p3?WIBnxBtus9bWOr7L zp0=qKbX(MdHeIQPut|~!8h4e`1%7S=f(9O#0&=z*bKTEj&NqE#++#+chjRKvn%2OP z9jM%~B}WJKv7kIqjHWg>aoIc4MKFO%SE>);;{qm z2v}ce4Hpj6DTJCy5`Ff&D`8OXe8Nq18rW@+e&9|^Jsk;xkw&!gQHim@UBmPP48WXi zKo|UNEg8#f1;TIoC{Z-&fi#97cz%)^hUy?tHAgWsp{oqk$jJ3pBtFjma&I;&R>x#` z1{g2O1viS(Pzu7{0R^I~jo4lmVDiegl|aGXOJ%FaHC8nGKkS{01=3{4W6W76xEG`5VBz{WpMlCIc{+ zF#z*x24MF84Pc)78^B!10L*t7fVuMjC&0XaS<-01p+-<$Nixc^;f+ZNN1AaB)TkA# zpEI!|7ecby_SbhYLg2#Yof+y#j1x0o zHedaEBFOO12$i;qfOjG{c~|Ve1Gx`5PuSZQ0bl2WaL$LQ=xq7Cgo~pJR;nh1PM2tc z$iX#>%)Cm0r*BupERGsRA!kHXqp#3MB}Lk~%UqGzN;)N<7oz(!1Z*isB9|@1anjN0 zjvhf7Lisk){Ub*{%pv(evrzf!Ip*l7B{dL9S_h-`^5Ye|Sl_X;-Vd$jCrBK-KKVp3gr2n-zB9fQ zcACtziNy#Gf$?`oO(mLPvR6yRry1z1blP^+#p%^_goY<$SzN~SZ%5_nkrN-s2#rtIZiV-ENQk)|@}7`O1stz`q8@fB8#rYhR8G412(H$LB6L`W+3ejoESH$FX2NN-1}Sjr|rMP zS+*E%)oe~akK^b|_asf~W!k{I?d0>|F3fV5t&2E0j1d6j_ZV(M_XC=W1O+(vDlmW_ zb3Cqp1Lm|P^9Ew62>;^JtU7otsyV%LSqdx-b{QxUs{)e`^1JJJ&{^%aWPNi@BYX;& z-J}?WjwvAvHocU?=rGiG|3rd@Bul9&909;Nrt&^w3H6Z1e`WQKU-7VV;LW>Yhd^); zDV5II847uAb_I=Nis7Q$?D97qrEvdBkJ)`z0W7r@Z$E^N4CDKnm&78`?z81(9`20@5iU z0xD8-qaYY`i-cf{qM}&X3KoJbCotjhBch4$mfvti!m9?zptPhd z2nC9$#aIMAVa5j-KcF*H84E5oXZp1aDsl`-@)nnBf_#B`)T}CJl;E16XHa8kRPJ^wNB(rTGnT;h6J*O0>?C_b(FB#df@ZXmNG*!v|0ov`EP_HUif8 z7jOMEHV4#BC1iyjMJuv(woM9Y6(A%az4c3SJ#7D;d-$VeGb9Oj{NjsTM8G>YXDi@a-7kj-~ zV2TB*s8e-8Es@t#Xgniy9P_lvH&d$Ftb1@dmr)myF>ai;MSF(;#$r5#J>Y~x_<%0EHKRi+|+r~f5v6p zN{0#EJ5-6Cx`P1jKLtozH|$!H*f;kd0cIAMXY0)`$3b+a`hrAomR(S<&R~MU9|E)q z0d|ST6PFH>*k!NZ@9v*_%#`WQ&4VS<|MdI~)7;JLKI#w7uw;&(1;$x`^_TX`sk~}M z*pCn17WP7ykoo1taB;CuU@k6}n8McEU+zEQSf2vjm#5`CHdsLX^1Jv;YJX+8vhTA% zFFg#5j?yTR&$$a{BJ19lPj7&OFCXnWMtU9bdX?r#w?Sc! z{DOrzp^_dNc~aZ71o96DbQ@)sfWhd*X8~u6;pV6?^X5G*uyTEw$u2(0PN-tID*AEhsSMJFCc3A;s4m3+1h zSP;5?2_5yvGzlZSSL=@S=n(6V^n@(5n@&(Koh%8y3LU=$VMqFVBTNbX+J_yZuGd4u z1moHX#)(kjRr0XavH^6{VN76FIgs#CKy(Wj7)KczN0mTL`Xs*f3WXq5T+^%;i&Cs5 zF6-xRE`|wLs@IroXo4#%ly_7tiiRDfc^xs2uR=nf>FaQmoSPgWY`Ga3(+OcuxYC?Z z+BD{{#!yA{0GxTS?JZ_p$Uj_d$M21Sujs~56UPSh!XeH2EQoKUV$xVmf(o=$Y7<%{ zATwT+_QplYEEG2Ma*cANJ^T_a{sJ)7W!zL{&})3^$ofx5al*t(R8vIjrEMU*y+yDvR{F1);q2y4;8KI0b6|lfk)OOCYt%^>w8~HyDZ-il@Zi1lL!RF9(dS!6AXb0i}as5Uk!kq2g^V)VCz)rzY2c z)6vVTG!Ve-Hy^Un?*)3(2OqZ$%qWB4kGK4H1fs+$8Sl`v{42mu0WIyibUY12h4V%mny_sT-6HXF{8krJiAC)yeyLjVLX*eAE7bFje%V9`rmBX_{YV&M0PRlj6{9+6Z4tN;%Fw0V`R zkPp(Fv(~y82tPah@_vPRrSN8`Xt2FX6Ex=XxmE9~gz#rpO6ML|(~_E);jf6zsAY&2 z%@EJjW!lMfnz5f~MSEhJI5I$h89@s0`z~(+UYUL^d!-zxpfvdF0Ull@F6`lePq_TV zHKHwWCS@QXWq^a3#w&M~m6t$vc*b_Y3)s)iI?1iuQvxYtyGMzk*KC_5>{2Sc0|Jwm z40%?S1Px=$;-Y6IL+{!*q2(x1y?AK$zT+EEYFAF=eYJHJESZ$>S&;`NofnNxM;zm+7U;q-;&FI>?5Rgdu>63+g-5=3z=AOMJylo@GJE)iq<>UE!glHqRN(h8n~@+x2fTc2=yD&E z0khPU*vvdnX{pKx$Q?3DF(J1ODztfq~a1vk^M~}1ViH*|}i@*~;<5~e6Dr2z( z{7FU4#54%As(Ur$eFL1VEJ`sAP65vi!&K+5yAFNDb3R^u8VNj;I4LSK8=&Y_uaYzZ zQSu{JoXt?mhxZRnrLNX>z>em_%kSMrWr#}m*9*}?f|B@av!&ZTmk#lo%pAGRW@O9I z?~B>d^~`z&12CHt^I!L!Zz`$>%2V4p@2?E9jR!}zwP4^=1uaT_I-0;OtNmlQ6ncUC ze=zd@fSz~Z-Ze543P7&>!>KcCOW^sD`W`RqW@vZQzL9(R9>@sRKYqiP2Fhzsh4yYp z2h;YEi)TfZgIQYK0j_(MAStV9uYj5M_T3iq&FouY6PH-yRP2BDTn?Lf@MImFBs1WQ zY-!2USRML#x>TFVd}BPno2=>A5-v;zmNB8@HCr+JSUt2&i>sX$mk4tZ{znb~nC-P0 z^Qp89mh4M>Jh`GCKG*nssPVz;e{t>ci)(8^jmjj>h4vn!f%mcXke%_vxaVjy^oHgg zk@txL-l9O?mqq7cyzKn=f@^``bZn*M8uSjS5D>MwXVXnU}lTpPIoFwS`bAb80(S_*`42bjxu^SFF)&G^je979z ze$|CWaP$t}{O(RIBp`}-y0SxNz9l#LDM9ajJc zyaEsFA+ad$_KQ8;oq3@C#rN35rbBo!Aa3{tNH;FXVv3 z@D7=V=mOY60qjL6;k=_gu(}2W$13%v3AaLD=*rne{ed7CaU|{9^(4qq9@eFbQvBj~ zl^YgL#(sX(7)g04%;Yj(ddLu;GwY1qw^`^lfk@u=Pa$0Oz_FU-D~g0M+H2L8p!gxX zb%?DbezBR!ltqgK+KZ4GA8=e~VBOw`nEtJ=>CT*HFzgcE>-ixYhC{5$XSX`o%l(7* z!(Z<%e0BHJ+sd@a|nVg%$%6|h8b}D73kj4;(}Zi9@$NW>gz&~e7E9a@Uh8y$n9Ksx1>#<}dQw(Y zNb(cl>OX~<gWXxoULy5putWc$3ER=z=uFn7XFq%Dbf>U@_I?sE9wFcaeb+85v3Ff&|- z8ertX5ehJ`gV84zp@s%}`I5JJZ!6H@y&BlA;p?g4Tghb1SAYZKi7Wm|#irZ66$)~$ z%BPn{!sQZ|i?5HwgVea9p37ryL+S@IWf3J#52kSY+{gN9@4auxGz2<=P#iS?jD zOB%qG=LwjD*$R}xgL*SKP$|z%@JXrbol+Oh!$>6?lRPlTe8o#L)u8Q^I-tp;b(vUo=kOx>4Y zvbMJs%&(33vg$xMbV~T1kT@O>(i7`=H^#)ls?ZkE(t;Y;6Ob@+I$DdY&+3d^zp?;A zy(JB=;dQJx?cwlMD84Db?|M`wGWG~-2sWtGH;_DbujJ2bHCwZkdVCop?$4UE2xI=pA){n7&d*q z=<)R;?yn~T8t!h7pQ-VgqI?+0_JY9pcwo{ur)pg^7?f) zZXQ~SUi7X%BL>P~pwn!L9!4o#VXE_-ChO7ThMLUn>n9j zTJ-opnGH7z(}dKk7W6!CxC1k zYAtB#V~iirmP+h=j_KdH7!T$b452Q@ln}b;RCv4`0Y%E;{&4J_4glH#XGv#X^R~>4oMO zV?dT)WrN7m7|`Cs*C&0a1o%(hnwG9u1=(oGalV%WGiRsd^=85f#Ok-j^{ymUYzw7 zf*Q>*U&YfbOfwuZYb}pGZNCCe-KX|i&JO{dlg||+lS^UsJu&;Br)4lnc1vM=Io3O8 z-<1_M9WdeWg7Q&%9Eg8uG-IJvEl~aPOKU=?e1lxPxDL_fx#ViU4naR}%%tdkItVRd z$bQ<#iFl8_xLmvivGNgb=7q&g@G|5~gs(bU>0DmnGj(+-TwJjE@$I*z;99336X#k7 zN8TBg@I|6^i&5x`(`olmnMh;G+?6Hp`6Azw#^JRPqBZ;V!Tq%`+v0ks?&s^^|5SbQ z^U#aX#b=okzdsNzuGe##wV)83?RH0UCKf}JwAjI(E2!XAONk)Ew7ks=TI(ty_??o1 zPYI)}f(j@0-%v!nMTc0vjfDQ^)7DRp5_H*V$pHUOG!dW(=YPW%@4Rud9cY9)8{RMq zPD4mXf#r3y*E@Pjm%o~eYaPs^n7mcY^P!GWIN<>0U@@@^&aJSxZS*+;+T~v-9`Xr; zD78&?{j0BoMEbb0h1Jy%ccSR_Sh*VD9OHVx8(Rwd9%i^@sC3}GW5{(MBocqPT(z!$ zpdKjc@cGRAMus5(L^8w^E+&IHlp$!a7BDL2|Gf<62d|@*{s&;jR?C7EZ29*LW>NxK z^gm@Vi!vF^h;FjmvcLih^iVwmntX|Eyr#H6Yyq)??JCHUu=@*O`8&Y;??7-j%(^=4 zgJFy|q513fTqt3TLl^Qbx<};V`p*C>rgFGFx+xk%43@xk-0*JzGYizRfG7SmXW#rA zF!G|1*U&h%V1`KN*3_P@2RMHqGn^fxU;*Z3L#E!NdF~0beZj0K#>LTe%T(sn+>ws zZl_|Blm^{@cK`GU_+Nkj4zM4{IW|JR=B|Ng%J=~`R2pBYdcoB_(5KU=TZddFTz+>gtlrfAS==(%pPL23{|;!n?i zg0;3FZ}Nme03&<;zdQb-%9ZBj5>kTzYPR3_-S(!O-mjS!Due4UbD>#)nFV&)c8nj3 zO?#P)8gz>SeKQRSS?2pxabN+#zGV9=7AR%`Q~GmjqA1|5OtX{8e;FWtaoasqf0q6r zfSBF?@6O-r-GgTfjtus2XSZj8d6s~|)&u-JG}f~l#`?KsB%~395W4|YYW>y!vcv$k z-~IRRb%T5U&$6B`TK_?Uo&G`gdI>YX&$dT=Iqr~p4irgvbeM6^90c&Q_n!r(+5NKT zLH}GgOo)B`;j^03;QGt#@3+@4cbLuo8IpthpFiAQ_RUniV3GgS|I$D3yZuivsC7?q zlpNH4nBD&t;P zU7Bu?h!X)ffwl9k%RyE0DSv`-3+OhsE!!=Z1gC?SckI)QffKJ(f=*4j1rt^iH-l>{ z!D;a!U9pHt&`Fth|E6#;999-R7-)cj53i_He`OAMe@!;Dsj7v8C8A??-m?4)kpA$c zfZPA4Hjxn}aBj~z*b(Mic- zTBGV<=$m0Sg()bpHhx7xeQXQt-QxSC88aER4)W!>JCwmtQhIntFv zSi8m#y%jfU8WdfLhn#J9JPxZ|hvY-4ljcQ)gBK^pgMT<~KYhZxJ#E#XYih}@jDgXc zXI(D1i8R8wrK$Vhm~cS&-lO+zII%cCWvI;J9pvA1DJ>Y>&lX9K~oIexup`!$%u z?>%)f1~N?>-%jWoR}Fq+0>Wjbav^j;-@G&wrR#*oHXknHK!Kn23#-&xh~8JDwB?04 z(fB$;+GMXLLB9IjF`u}O@y%)FLIgFB+-gD0AtRXu4)ptr%?YRul!{Dmg4ra~S?(4{ zy;Ts5mp~7#O)dt@W6MBk!}g_b(BtNHFS%60+vgij9_B3qzBW}0cU$z@u6+@5a%cer z?Y}g#b0sd1bG zo`Llzq~7a3WK>g{p4a~ZZ1#lJWSWE<$K1LG_elKdVhC&w`TiyuJ*SRp zewBJK1iv@5q+>364D$^Yi@K0h17aJtKG#FyfX9#3Rm!{2bD9iDrkFFptR`~&FlD`O zKJ!|HVPO9&gO2WoEr?DgLwE~CIY;SrDneTcGPy!_0?p-g=GUAym`{09m7?S_nJHJy zNVJwg6*@Rs5J{k@ziXc)GQ=-@G&h#;PJ}~EV_LZ)17T^PZh>ZFC`63x+^Vx5uLHOD z)Ud8hXbL_nay=*u-gQo1W9VB4es-Q-A3e$;MWs7l$Eko0X!8Hmvi6GJ&|5aOBgL+czZ?|(QUwMS z0U{5&-;$>AsDR)SGJgYCBY3;?8**LD0541DkOD71IF%vP-ryMmy#x0RU(YFn7`3HG z?2-`(bk5$mb96q8>%WrMv$+F=ou+i2^{oM^k9m0o@y(2+sX6U+2GAnj-QkF2wn4_i4R>&b2R=fZ(h<;F;hpan_@xHi$q21dCx~6xEPDYx z_`V$T$CU%0sd#fHXr2A}{e^ouL|0mT+U?l^*Lse8IE(j7RI>d{O=Kc;@Xi`{uRIYZ z2Ryf~`c?+Lwg(hl5P01DR#0|+c{OZ#nszC?t`%Hr9v^su-q1bVGJ?wJkxCsWmnH2X zsLup6$INGr`(FWC3aCw4&H!qQh@El75lIZ>FZ;^3#b#eV%x*ASz&{(k!8VmAPq9ad zzc=MW;t}BJnXg*WlZ}L^(E~x36^kHQ%a(8UigMs>JDAz_s0yB(|K{n?)dE9K%GF>? zfqAgnx=bzst_H+Q=iE<#z%!F>3!;R2+L+Np>%WwPQe04Y*_RTKdnfti&C?dx(0{{f z1ZDt5cK3Q*b*Tjku&uTt-Uv0_Td`4-xNX)kvM6p2L0MLw6K665t!RnhW+%G5WJcu8 z-8N~TObg5rx_Nilw|uy-R-|Kzp4Jb(zup-$uMQqXTqzVwXoc*!0*MJoVPJ~l04ZR2A5m?Lpc4)7E z6||Udic-esfF*TdQL1u(_t=($P4L(~T_SP-B_5BLHxB%$0cy8NR>a1q-)_FO&?FY4 z(xuC)IdrD|QE^&&I^ka#Ce-~TkZ^PP+rgtEt?)&Od_q=ZhP>go8$W8{O&Y-|LObFqj9sTab&9H|uP0NNp zd%+L8FE+p~GCq8X1KTrx==q>Wuimj~aBNx$SbunZbCE#~SWzB=WiUcJe6Po7B+l3y zZO=n5PcQDioGRfgkbgAw+wlH7V0q=)cpjrvRBAY2t%2hTskNogXCZOO%KqH<5nBsj ztX@fB(TpY-@UE|I;o(58%agAm4%I*@QlN+Z9g^U+M3bP1W|ed3!2ct0x?EsI6IEt8 zGk}LV5m|i5N?x)RRt+8hBluP-6x328ldx?1tS16))j$b4R5!yaQNOjKexC7fM z4H~Eolw>lRn1H7b<8kk4NsJjG*t>*i2B-cA=l+Nsh^H(A8lhHd^}u%YkfSr9n!x_& zNt>T1F;Fboeq!#VEVyP}Vpf2P84_JLrW{p5V793*eH2RW9{;vy=8CFZ_@v+^(qMTP zBE@A2U86Ih`LLD#6|ARqR|1}$I$8*?ue}xX9#aB)cAt2Xvb70r?cB2JN+<_XN=qfJ z(6g8FO8#L*D>s;6WfpCi@{d$iRL0TqzxtbHZ1Y{LVM|Hx|?xE-+ zSPikH#c)&?>_vh7kNa97`SE1rKvV%AFS!(fKf+HQUsGvIj4YJCM#sGi6F87L=hC-B z2S^E@ff`Eso{A>Nq2zcgtV#NAOg-|e*f1b|jV)(KuPOhiD2GqJ% zT@*%1=rA!PtPpe4uwTpegScGvUjRsp6vf87_;f?nL*9*en4;ALwF>Mv%)C2D+>4^?xf zE)M-x4(12%{|Fn}2+EiIvq!q-ft+aNgrh>aFiN{%soAnzNcG#nr+^uTHr^pTb{`9% zckw(8ul0oxGv9T|Vt%x!@Z>5Ly;2FYciXJq8qQdK{_gPr%3uIhvnB*EoNE-a-a&l@3~R9MNZ18RI;+XX)0W&nXXq-9A~CB(P& zxAO?0VwCtA^EYw#;e6xKXJ@0LK{0T){e|)fsDCE2DQQI{=sJ}*=zpz*o%^yZ6!vkT zDPI0`xey1gI<)KUSL=p0-N(fPy|u6@I$SggGbJeiO4gd7rnNZ?5D>s*pyo0F?qvqR zO=r$$oH6lH?p=N|w#ToeMXG2fOrRLA^Y zud^mztg3>EBymit8}c42k0sT%zhc#nxz80br z`?dfjp=%BWjIVA1r&;6g6zA4JP@bBIo^>NofbC>Ef_(gpO4X&6k^~8cASp*bemsfV7Ldi*-S*bpPo#<#iO638}lD1Tpw#3iT zfM;e@E=ZFOFGq4f=|bb%UEPnMqIQO?e74| zNzp1TC<(p!fL7Zhtan-8jXqD-ZNzbrMnTbuI56&6@U$%!=Z}rO=QQHD%D}d?BR{EqF8@FR7m2iGbmV9mhioS|L_=_$q#N1Xjz`8n|uh z!Ef5YoT6ve48X2SyiJo|$e+Vna!E6a6jp@ud_=l?oERdj8Ik_6_0(&BwC z-ASsbgW+FqYAs%c68>a|snG~CwhhCz7WO~gvF|CyL1@LeN?3k0!sm8T3CQNX{W#pC z5w^tjnaO(Gfu%+>Lbv88!1kj?x<5P<;pudP*<$q-P@{O5ch~T0u$2@Fd+S&Y-+OaH z4A!;6-ZnQC&y97k&BdgA=VU3+<9T+-3FWQTQS&GmuZ$tM7`+y$jShEBbroP!R=fh$8YgB+6 zQ{umAz8xwDNl05rNGCCbC=MjN>n)9%QV!cLR)O2J21wj;E`G~7v@&_p#8EFOg4BX4 zE*qRD_@Ak_c!1B@Gh%&Pbm~)j6JrUAHuk)m^^?`O{N)pRLV@&;xz(g&QzVgd*s+dTMqTqoW zqj0(B@fpMEyB@=ZQ{A?`sr5h!h|KGTEZ)nwK8C%mmvF`YHewG?d0{90+_Nr%=9=2` zhb13_?9Xs}^J6LS9O-I+@rP2ea#;Xgs-V=f{OxkpP2E%M5aGL0#PpNJ)J;> zr61HlsR&k*0wSn55sAH<$xjYY2^sZuNbr1rb23`;jitszIlwcM9KfMsMSl2$$ z2pdW^EK?^QLdSx&Wq0R?LPhAPT<0wbAUtEj~Tt#tT2da!2O3>`yq`dX7QX?8ie$-OcfTH zXAx%>xu(tmIbH*)k>cZZ4Tz=eSy81WPBCaH1eU?Vp7$?|ip}E76Je@O_KubtsJHv; z_6HUdTz@EqaQ=bU^lr^rgP9(TSvSiJVvn0ezUkfB5b-xNoC&K11gb9lvKSKFe>3Zz zz8+K2Ie!5m`s?;w zKyWi=-7Hguy>7oC^`WQwPq!CXd^$8Y{r+)@rFB!9L_IO#w30va#-i$(5Rax$7 ztEadVgUqJ6{?M#jHn6uTRdvZ=q?(f2=?MpE6ax#qzAn z%xZ+dl3?lHCuxvPX`v!RWA~kjl7dL3CsSh2wt#Y#=~K-a)zD+R57#0Xi^_*jcB7f0 zl=!R{Cvj$CW72NFz8UWL%WXeA;}$5-QTovfk#OE>%w(+mt2j)V$es1K-WHb;hh@BKNPz97UvPL4PQK>_iDxcrnDuakKjhtX=?nhVMkFLcqcF~y$ zi_R3njit+<-#?HKT>Xu$9}qd;kk4 znO4}=mx7*td9-G5DX4zW$=G?k0FgI=2g@8gKzyy;wZ1q^>Ec(fO-<3H z5#5#SNMD$sDlx&BSI=HXkNCG+5|4dUqynzBz-X`Hs`=;cf~>~wLpNkw;N-V!ZZVHJ zFfE(pcC7+{V&6)RX7PJCiNV}4NaV+Rv zi_x=7yak-mA_pJ)+=9D>KWilSRYUU#!%65~3sEm#esLg5;Jwxs!_HGJAV2$MmK>TM z4%~r-;>+rR%#419=B<_#(?*LRCFFurwHUK7aR!mHqEl9OFk1FgQEI_h_h<`hscvM< z*`|HkvO;un6YLn!JsVVA52Ui|*MWBMQog!F`DzIS7tFg_Fs~A-7%je;Q@nIli~fe4`qp|S72v;c&mbFC`>qUINN;$A}E%k+itF{f=}OE_BEo( z?Z;#VsnqZWkQ8vd*f<*z%dY#6qcKI2)o!KgNB%s9u`-*!FRWHzq&58-%@1kB%#zqm znTxkV#Nq|jd%Y4t*?!<`&&*bs!9;4Q%uml&7&De!>fwa`MDhE#(d0Zx`<3E~8aVLD zrhf}YDxc`D9I+u2HRLTtg56tVVf;4kFEhp@!N6tr7#GJx7$V}`UwWqkA|5SUQ-i65 zT&}a`h+37vyZsYd-yCRz8HTE6brl@Q5q;y;=~EB#6cdQiqMfQuj3*=d4Z6&I5vLh9 z;~8Z79HUk1X-@2RQaC(CuNjo;PEQ;mnGM=04l6>J)Pcl<)4|QWD9PYspj4>c279=p z%A8+RgJ|Fs?+!GZuJ-q>o$p@;8d(inyKk1j*kLKYPc&QMyzaF684gLXKqc$>I4_KB zn*F@v+mry(?jx>+YgNJU43)Ry)2qQqV8i&=3TQg|?W1&BP%}h7?yjnuUjyG)pWGl& zS_fY`1f%vLazkHFZDI>a$oiy9r`SxBB*?^?FmEfG5!L2ImoJQo7CEP+o2cdJq`9W| zEo$g*Ty<^1`a`JcTF>h%@SqwFYI&cDjc$dw^6e&X{i?vH=iTX8lTuja3lts00Rxjq})^!!E5Fc6~#KNXV>Z$_>Zmv z(a2AoeiEgSD;K`Z1I^|g)&f?c1Bq z$^o%!#y4S$@e+i}{c>I3^C%Ue>)SB&h9f~9^;;VgLh@M6g)IFBc!oIH)kA53x)y?) z`C7o_l#%zRYt=w`CSxjQ3}@;s&eTdsvzU=$F{22~nbgSbg@+%NCsc#==R`fzvU z1Znp@XK&eG4z6ZOrb?&Efl{_OW=&8Tn_b!jmAcue$1n#Z=tvoQD^Lm|8=aWrFjdT!p5GJ_;{OOX1kIo4dUW z%fN2hqNBCb%V7V6{kaC%?v#9T=YM>HnxXqGhK(1x4Hh?^K3{(-9$qQj^0-uA1H)H( zznZ6A4P!=My7>+3>rLyAg71qOVSMLpVg2{jpw`#b$9=L6@;!&1NL_D5Slnsso;O6B z=-?mwu1DQ139?YcNbSeSx!KQ+jft>y!PslcO<<#0b}-^x7RYD` z+i%X~z_^`rC&iUkLt^AD`3>cGoD=Bcw7is?zXq;M-p8{+ zrVMJfk5bw4uo3t-t^|8s4s2R0daM3J9h91$-1yzfib?U-A_Se%Mn3qcL%ces_3(7M zIPq*$|Dk&>mh@{4M?xFlmE2@P%oXTL4O-C*iK`;^UptirCd>MY>^(45Y`Q?7KrKpu z#NYY0I1{~l)MoJv*-#D(P^o(ynoK{u`37AUDxt6~+EPrX1f2DU25HP~f%mI=jH}XP z;hSin{dEY37}sOQr4bR3zu?~at7RN`vAfH+Rt_09yJPp5O)Y~Xb8HUV)i=U=nXSE6 zCUsC{d)UOjxehi?<3w`vTM@3JlRs^Fphe`a{JP{~jxIqeg^!yrMo*Mkr60AThZt~PH*3DkP5O52NmwiVkSb7pm<1?a|Ri# zYvSd3#Q)!a|>);#h|8gwMe z*j?89@qBj#Sk$eUUG*XoHXf2YlW+kM_GshSH_I!a_Ue}9YVA0#*cfb)?9l|1b_pI? zbD|#lvlF`RATyY57gofvEjh|Jy|swFQ_vlGu@(_UHWLpqroC7a9=q$W+*fxbXmey^ z;(=deb-Ydk$WX|14p4#TQ)pW3pZ9gj)f%7}zNpEZbJ;ZeGD?zNRN*_P!k5P|CF|hO zMG?e4bD?ql5`8E@4~K|5pXczSR)2q4eel9aa1DF&VN_@=r0?}jkk74!MZ*lcZqG)> z!K3x1m#(7Ox+>T0E7}cECw)62XGRwojurgGFWNveWG-6Mj6(EIp!$ITf-Vm*sq9n! zg{)DZ=Pn}7xhLG`8`lP;B2@DY)TExu9U{fg`HB9h%m+0q-z!DTXV{ zFRFf;SqaxmiQW5e7lCD}>(nV@(W7FFxMJG4R@m0q(mlQ}6cT?-t1%c80jI}!kLO++ z4*qvu3JmG10k2o1hub|bhc-Q9{_gE%aKq@W>d>prFmCy$(_e3ugZJi1@)mD6Gy~(U zB|&NLp3x-YaCk65S%c{x#As&jLx!2F#v(T+M8~kgr7j;k;2kMRUXu))hIt5F$*X|j z4ATDY)>^4k(!ZX4)yS#w6-heogH zb93t=Va&1*Ur+}cV#Y-e^No!H^?fgUu6I{J^xge+PH0-Y(sS#>aUOXPF#4rOk5VH_ z!7On0m#%@R)S2=_?CZg-Kisq*y&g=-Qi@@EEuF_8xFR%iJBF3=T1MYDE>l8^_uRY@ z>5cG+f_}cQTbTu{6H>1LF#z6aij+gx~61Va^M zMwv)(;AzR>jb{RD8KgY`q~BYObLI(yl1bZ)H}hVDQ9Pg4mHw;)bt&;6IG+nendPfT zp`=dk_1(6rdhH;)`cTu9F9ooD%mefDk>xaUW59T+sA)0vYz~9iNYbyxnAGnRPV{`? zf(dcwgMvZ&Owb7p_n5vl8;){IFTJ&?3dUJ~jX4-lN=x@3vz;2hscF;9 zfn)j%vcWJv@pBsKU{l#O|MG$uUl>^z;295Qn@RC^4t!d$@5O10GTQ7JP2E*T<%FSg=FNtrcHzvb#C8}dbiVH*GDFX%K0oj8(FR+{3yI!o zT;y^wnc(3CBgdCn&v3$c5Zf;bDpP z*$|<#<%zw}JxHOXI?7;G{jRwX#{o}er-%ARW$=?{_N&c&O_2MRyQ#FH2ojzddiE3b zKoUD%jj^WZYnK?Qj$XFjF~}N9TTo1#6ATh{!JLSAzhP{~tx}Mr`fFqWQeNp5kg#*> zN!hegpr#?;o8i?Pa%qCK=95;LPpSffd7g5;I_P&Fy#d5G1;}1o)CS9TXl;~iNCVy4 z*j;|1QP8m}bLz|fSSVZ)7$kSC40c}eA0-&k0SeoOTKYUG2hkDtU)@=S4Dx0B#D!Bb zVa@Xgig2tGsQZFmH`F}MhmpK`^0)J0?_cP0g8DvYx)c+99_om2Z>FSpvVjgywLlZ8 z?AO8pM>4^pw+%*SkVs)UjHako=wXP~?^{O}gXUrK0mOmZQe&I^h7|bU#u>h17?Tu5jDTCDeok6j#MQ~}@-G1oYH>pd;oc*RTO$#O{9>|4B(!lwO-&|8oZ{YI#R%)rK58*nyPo2w2$~G9RuD5 zAudiA!eGek{dR{`vHh4#c2Y!1sh+$KkUPZM_4z+Sa<;nT<<6CPXsbVf@e z^znyl_-dDdB$@efojD(b5vWxCC-dp!=8~cN0hIRPBA0GPD#}`uQ0|FR^yRdI&vJXA zhevZjFf%7;kx&D4o>;#8iDNBDR{QgeINJ`=HkZbPBlBixfVk9^-IXwBwcxJKs0!E= zKGb+WDwFS2c`>jUJqhY~?c(Il-2%Hx(ZW>A1n76q|I|Jt0d`f)Fet+3&ono;sRn2Y zsW-N>^2hjE(04GoxI70va<*H=?~CC;`IotBX0IE7+rWW8!pO!wvyXE5zR0boxC&-CPNy7OiPD!JSiLV(5M<&(e>xodAvG|>rWq1$?^xfh6btXY_Z+re z6a{_@!#wl_qro8QOtPo~*4LxkeU6W-hwl${H#jXU12W2`x~&_ggqazZFGGn+t_uV1 zT+LuZcElH~7zq^}nu&K{K0)3NE-rEU{>-+f`-8>K1od|ALPA{lv*x<4x{waw&l*@Y$sU>7n~&sdK2igztF{mM5?BE|wxV&=Z0+d8~=Ab-ZAPz3i7}oH#ADJR!+`PuDPlQZm*CiMCRKmvgE9r_j?_HboC~9s* z9Td+OkQV7{g_0?r$-e2eFy(2R)fx2$7%zy6sx2{h4!P(McgaN)C8MZCmMLwC>Exoj zf-a|<64dYj+Yie$=K4rW_l$o3^z)mbCiqC2I&SZTy|!b#ZBgQC^Y9(Gw!kB5e%=gS zl(Zj8QMlXZ$3=95WBjI=xEG1!59(bqw-BYVt`Do!lSR+d z9POtI@%Nwd&$2NzegLIAqD~zjnG0dZ2h7YnYH4PBCKE4gWV|FRS;nz6^BiTE0~c84 zfDuu)L_chOY8!Y^-dFcvDmr}{RMkPIDp%4SQtD!j%QN^*vGnSxT5!H#mFRmL;Dig%=@BZA!cBWy4*dw>0Bfv-E#X_e=;3v z)wC7ubyDGlM{CLAkwswd_mZ3M00%xq&3VY_tInaHd)OG~ywDQ*7~BcZ_z%A8Qp<#o z=Gm|Ar(A-2m!u58?7abYCHLD@km>t0>T_Jz!fLqgDQVmukq5@Alo%_#;T7lJR#Oi( zcjP{6J*cIb(>(U{aevie%6W9VKfp+-Y__LgbGg!`nB{+usS;LwQvQDkDqMd?P!ai0 zQYs>}lnTi@V1YIkAY@}a9|;)(9O!33Q@lv2?u zOWxxzG-VJ#%FPf|es}z`D#w3LHyG?S@ppm>3y`zd5l_Qq@7fM{n$~+o(RAS;uNUsQ zGT$Y!^05*uEP(xYfIY%^lc4+Jg@neh*M(~-!Sy$S3JXlLzenyr|MYRFnNgQEYK;-W zwh#Jew6Xrt`~ThfPss7m(^gnCsQ$176_(J#5=~gZoZe42j1-huqid!;*sFvgsQhmK ziTV*I7Q4e>g2@PZ>iYd|d;7(XvRYh&?;m?P+4??}d4na2;mZR#=Ea~j^RsoYf!?6& z$MzE}A%P_*vGp0ZPf*{I4!d{@Es~1$2A@B(zuz7I67^-1;zuna*nWoIY{Xyv&)*3u z>~Z1uy7ffPL&(II?=zNb|Cb38MLba}os*aR`p516i6A2KFDa7%yvP5qNtu+S6ki?g z-2_qJMqMkn$bzdclex0C)`Q~frOTD_YGCxtDU;g{w!%B#robHws$u9%@k;%kQZU%^ zt?4vxIfNOXiV>HiH zw9mVL)$DqnE-Kv+^(ho?RUO$zH8T#V+T3AW<+i}%gT;nKe6 zxRyZH@U|&%rUi^{#jR9TOoXF8>OI>gCV+;}_t&e;6X561N~J1=Y6vm16Y)A+4QE`& zBxtQGhdUkq6Q7@GhU5!kyEch);Bnxa+9f~gp!=g^*T-xt;?>QN7dNM)A|0jWt4mB? zdvMa)gAznl<8oZB2wTtDww~KDHJ*Ckl!!vOVRsq)f{2lxDa{ zdVRhwgN0;@pnf43k#2&R;wi9QZEfq@axl7@F_-UjBXmYp$81lFg)QnQk{YH&f@9wE zo%u>pFe2izWgh}nB9o;S@4}RBov)oEyDBl2DLU(^_CYj@C*yBdYC+C0X1j7&15n*t zFJ6B#0vDuBPZ&gipqgW-I9(Pp0UjwPfFNj2yjf_8?iy_{jxycOg@$=guX2iahAgl}*A)D~EP;lxX8 zqd_HoHqX?sa4@9#=DB z>Xz#$meC0wd6V4pkXV#)tg2hd6(^$W_UstajnV}HVMzt3javADi(J9|@~px>pA48} zdv|W=Qq;m<_ds5HXcgoaUBAhFuNov?EZ#O#GYvu(Zd_n>{Ti$ks29+%i2&7c?RN1W zn&6zALn>ccA*^#4_|%qP3Hjy4%Djsj;Qo_>-gpEW*9<*o$cydl^dpVakJ2p(I$#5sJTlY&Vj3LTsvu-TtCza(nl{ow?7NG4-hD`d97i zaQ}X{bzMXZ1aI^B`Az30JX$q(>Wd@gFfi}=jm5j0V02$g_Usi^&__yP^tFTVmE$}g zb~Zq2SCWnV-Zn55dUofaGMl=qO-o7`5R4avI31`@V+cO>&P*z%DPfZ@gxS{>@QMO} z!a$5d!V6(K>D4ZtO9v1ZqZTj~KtMC&J*jKWcE7HN z)@xU4%@0LD*39r5GED*S#QBWWhu8~XTY2+S0#6nA-#FCsa9A^VPwmM+G_nj7TUHdV z`%noj%X!yKO~MptJrSRcZY^{G;k_9_rC=vBfrC({{jkz30p?7*aiGgLW`yrcja5;5 zn&C{CU+e%kro1!W02beVIG?}(EImAEgO1)s_xu|xA^X|&lgf7yknp%3GG|8(bbaF0 zliJFGyHW<3Z_tC`$e|m%y+?<^;~4QDYi}gLn)>r!#_zceTqy~qVOLQK#dpjp1;Zxr z7{!w{^BwzyXE)4i4*UeF??&DF_FKv{buoWD>{>F>U!exEPm_PV;f=h zeTgfox+$=_BE;4JQ9U<5jM~<4suD^B=iYk0r4_u?oF1N;fTe|$6OskWDgj9$I;Aji z`=gJK#}+}LNc@x~)+nq!7umSGE)fUF@~=c_*uUDd8ReP7>~zAyY?g7UNYp!?0L1Yhjbcs8xtoBH#!&gp+S*U9-pey z#v{YI^gtr|`l(RewTvMtM2{HPeR#g?AjXfcJ;|CcE!$#Ww39- z1m(}i+raO;4qr2ODTuujoAXYr7_t<3d^7PrmH)0drwIoNKfV!FGb>|*aI)Ir5w+pq zKHcMfYjGG1=LdG37#9vL1K&j^=wbVrsy^>@Xca^}wpU(UQ3NM?6Z>EFG(b*LiSTpG zLhya=oih#ZQwC((Z-Ws*UDlITX@k{#f+Jn)&Go_wfYJ|EK z!bqQw0a6Y&)Tx2la762VISPX0G~)?$8Oin<$(8~Y@ztCQ##HGj3(iK~Sy6WRG4u+t ztc?=eK&p2}rOQfR$p5il1W9%edjQ+)Hqy_g6NNLua&fw zxXa;e+OoSxj#Pus5sL|5ee%JlYrl>PmiGJVueUAEu7)#_N8ncjG zOSFlTlcV9WwDO#VNwL6v&{<W$v zA)-$5=|BOy7N~xKyCK2GXeal@oU8*)MpzJL82UyGL*IgaeGbt%P|;H@Sqt?LbVUkF zrd=@FJkYrol>AfcZlmEdDluHed_e~Ye_OO|%7r2@{t)at{%0`+9p@VOypjdd0!kCS z&Q-uu>#;FMRpXjQ;TS$Z8;)1NQ0`$RDaU zn=`usD!-RkeJ?MAM5aG#Ru{71)~I68(p&Lj{Kpn(JQCxL+_u_^~!)-E25H~ z1!Ta8<3DYl??vOfW^BVLL?5(|n%lK-T?GV0AAUPevjrlg>mGj`ssLY2PmSrSZ%vI*VJP1{1Z3&Q%uDtj`V2DcLdde_e);zw^}%hDi3 z>Ftn@*)tO}2}lRFatmaQ^~1RywwMbol6p}B?e?T%R00c3&h@&b7Q()~jf%~Jn28a= zo@&LP3x~%TOJCE@f#rdNN0RMxKUtvov(`9? z!%SA3LL%HbT!~K%Xb57mklvH1j6-NdCjDZW&0t<$Xi;960kPA?Tq`c8L5+;oyTC1( z;O3>j;|697-8#LzXu4x0PJ(+^4#QmHSfEjWGL96Z&ER=lk7bDZdDzP%6M(c7d$`cS=hhdvj9-3+^=LeCa(IkkUl$oD+B*TfQV7|4a^S=Ar*isykqtZ!bLZ57z< z3SFCip#)6%wU<6@r~vbM`-Q{mTVVDS-dzKgwO~=RI(3;o8WfL^6ZU7SaN3|o+#*ZK zZ>tcV=g4V3ag3Z&jEP4{IDN1rbgAi2RK}eg-n%)x<*+c0OcSeycYckcXY1=|LsDi7 zytY(+YpGlf)uZ%qZidMu7(k;Q0FRD88eIoJ_AU<_+X-IFVzw*ouZBRk2Nr8P9>MCh zx~c-PnE*wZ;-Yw+ZB2Z-j1Rv@?7nF7X}=Z_PJ1v*{7gG+7x7mabnb$~6W3aGN;lF5 zgb}6;a#Ec^?5Q!wY2F{lhcdh@uww2@TEwI&d!$wHezs{xK9(e;0QGpPjOamA(t%wC z10%K>?b2?61r&+}h0Q0^aV`QgaTo3-s&A8!v^2?UG1JDQBW1C z-Zo=jK0LhSGInKC9yA-RzHfdTvkF55?$0PIhR|h?M_#~!6FWWYoq{XSQ0UrRe$cB5 z_*e0F&RbIrj-+8_qX`j55|_rQ(d~i;BDE;T^?bS==wbRhFD&WTs|<+LO*u;hWt(Bx zJ-v6n)+1Oo&0y8!)mVD3y?B}Hgi1PV2L=73(n4}mvg@E{&#?o3*bYoPG0>w@UIaGP zBulFRBJ#pN^Soul+ixpgJwJ%qTU-_=r4-<|ppB}%owCyWWIf8vT+Nb^gK+%uG!?1_1F zd#%fiAGlf4?e-Z1;tM7Vn)21d4+;AblJzHEqm--_BewvycC1pScM%0R>kn6ApY`Od~WBU7`V>Ndps$O1;!UnZ9Ooi7<4JY zo&~qxq>XmO{`h3dkQ4>!n@+=r=t4;Gka7-PQ3I_!?_Z2ZBq8-&>TX7(W_UCh6oVSm z9xSAn0vqY`Za0IXGtnoek0ir6(O^xXzH%UiF^E`q2Iy)|tfh^m+gtv~LRv~9pHA06 zI7!mFi%2pG9g2uiDc*$>rnN(LTI(*s;0JKaZ}FK>XUynj-HG!35)VUHbQiT{<->Jb zC&e!=rLZROWz#e~4qf4ydRlSyaIHCS?OPOz&$pCW1&?I};hU!P@p+?0kMpcyjIo?- z4T2dDvFAMh7!tu0YO@q983P>0kfd2t5t6f`gf<|&t%o<1VJrvUZgl;)(G}4t243FT zw)l6aP&1`)r_p0&(O@HJPB}SWbodugl}=H&;8tCp;ZkiG?<4d&j8Y7K|X?SnH$ zW5#g(&O28f5+6WVK#l3^o-&wgsI>HvN)BAJ>7U5L@d|PnL|j~-MjL%*(4oC6nBy~x zIW9~#&F;jg%C+fxB)s6%?AFjEIdP4?y@+KDp2 z<-h@f8?)12=}lRuVfWa&jk)uEVUK^j&av)dsC$-d zGhV6)mOF*AU-)3wU`y~TKe2A`eLHt$@a1}VWE8+FGXsrE

H?w3Cx1(+}li`qx}c z){X$@{=}d^UK$fsw$83$*4>a!lFq)x!&)*~5btM_2I&ZItD%uE>D@4yGR`!?6>(`F zap^qRG4t%!nP-u6(4!W0@A_jHOkY=|aJmbe*QScMZ%l`mSxsN<hR!Hf`rQ7K5HLW(v&I zXk*fT4%$eRZl80Q=YQ0LT#rIYK^1&?JA$ zq%a=FdAta%$x;7Bfacn^e7lW;oDHXh{fh<=ED2q;P9|4dmiTvLz_LG%KgV#w5&k(sJbr?{B&MXZ z50@wu!>?HooOAwP4juL1|2%#oO0wU_YRLU^{Ql|s@nhdfwC7CvTLJQS-ya|uc1`_; z#IFVb<`4Cs1_aLE6Mrn)^Fs&mh+kc?0_ndd%t+dPV`ccy_=Qlw*?*34gLB?-&O`kE zx4z>MW*(rB^RP|xR|5;P{lD9P)vL(@Q~D?WVqjrb|LyhT&b=+@8JE^C0{TB)-;qCY zw6wsQU%sES{~QAX#{k1=hw$^e0tW6w`GCxi!>2U~an2V~%N2i|znt@$)9(GJfn=|% zc7;tl{MQDGfC0Tbt|Gq@COF&AX|Fj35YCd`Tmxc5P3(eDs;uo}5$7(3#-)v#p(^zmv4 z$2&a)@q5RgJ=KT^y2jq(69-_F$nU!Q(E< z;~unu5U*HNY~|GmGo54)x~io>&aBAo%^G#EOISCoK(Z1NjCtN3E^mg4mOVoj?<(N) zaxT-2=EbnxCpTo-jxz8J?EC2Vgaz2w>36DYg6{f(F?XXdQ$olt_~_M#uvdunRof&E zLbs~L@4`x`X^AgKOCv+Ps?<8ADYOVOKJr;Q7o)(H*pQmwT?6k-iaL_`YT=!KL=OKf zW8(3Ls0zi`s>J#4<|i6@f#{7FSdqV0jF=#KWQ&No5%KvMzA@60d96=0XbYOVJ!$~1 zhi`@+yh($}?dvjq<~Bp{vojA9^{Qd_lAOCcFa%yJ@`!Hakus3A>FPL&OzKC(_#|R{ z0bGw>|I>pghoNNyZ>G$t1I%g8agj}d?hyZvD`OwR=>2LBSDDAdQmtauI~WFiFjMH} zjm%=0jzydHZug)-|XMfBi0b zI2eXze!k!~35Am3sYb_+7Qncfmv|;w<-m{p37MJ>Es%X^dYSHr258|rAST^b0i=;! zM8Js7u)%B?s#!*$7tI_OVk+yHiZrZfqPCN5NZdhk=tiuB9i*NFW8pJ3fZYzcPc0t| zp^(Osz43h;3kO2v15d~Y*1|~sE-wDA9N36FlqClX!Jc|Rt%8xmYLl%WHiBS!v-G12 z$lO&u80Z+of~7WB$4K5S0=*}a=hu2-#?Rp0osmWuPWoUZKVMx4=z8#|NXT@+ik7!r z%iK#~bX8-n7-k_+#t>UGW&jT8{kX^xgclH0vq>-p1OZNkBWADU$fs7}`McP(JyQDk zW31$nhia^d7?}Iq+s3g1*2iexYV5{JiVV?}dJ&Z{QnNd$ZYK-oJW;|LpbA(a>CQVH zGexxWpIEm^vLQw4a;?5#JiOjrS9BM{lmqXy@Wc2xnBsk<9gtP~psg&*ZfzyVN}l_; zaS;oSF1=;469*(N&pKcx_^}$Mnyc$S!OD})4~PIjcB{HpkX zK&HK~PKvJ%GFuPJ&p0gq7!DJ+Q))BOP{Oy_QSDwH9QdGWxpfj=hs<^u{aY#ZTFgJacGq`;02s(HFkP(W(@Db#K(%)~SRG_C-^bFtg}R zyHv+pdp11f7PDusO8^_541}e`f&RdfhkeL=mP*{p$A<=u@{-i0yCzkEysm_5_yra$ z7@KuA_Bw{Ei;wb~nNbZI?q8Re&ZvVf&8sifKNu1FpWZ86Hmu5!4uCLfyr#HAPmIvp zg#Sb0PJ!@2t+vUQ1Rnwsf)3~t6RJ-{1x;;%bsnj^o-9rWVg&CzZ=x374!zkFwHCwf zuU?$WI@St{%G)%h4QgPP+$HY1nI-U4rF^=*Gw#owvxWJUC7=^NxMCs>r1p(n*cTau zm69u`1?g2F>;J;#)DIphNG2giNXwyXzRyNyqe@_{u*!HCS_TG@Qb|YS8o=_bt=6LJ z6`*GxzTNFgEzGdQbY3)oD8-!2Z~3fB#Nt9JMuiAP`@{2)Kf`*d*DEb)LxQjY(P%mx z=eMX0_VJvv=Q)=H$FFV*UiP{Umeg*YE4-{09(7*po1)zcgM%V(21Tmiad?gM2RzTV z86G%y2L;iq3>&$}EPQz`8qa)0g{tBb3ZP54|L~sNEKpwWxx#K^4m@;`y0Qd`NTwvq~CVirk02v#F@ zP^Ft{H2I)FoN2d>35t|(&yt|BBm4~siX@B!qzP2XO%~Kr1whp>u2&{mGo>2zFWuZf z<#ZdATDq6v48!RcZ<$EsK?|APw66>rlm@!}LP}t}Lg?6crfldg+_q6@QYf_SwDNJ7 z843dl+^0QdLm~NV#JmyrwBs12>42oCuX-m}cV8 zD;QTzGxR--X+f)0ji3Mk_G(OfEl#)3sZ4u~1S_f?Ut~y(e5`S2@W&HKq_T(#Ko>#6 zSG77IQzf})P^Jm!N_}KOqo419LcEWWdv`~*kA!>ke6-O{(+5^IbZWl02nQG3kg0n_?O7QUbCYZ7? z9_IwOM`d+X!ONT#`H7>-Acu?y!-~pz$t`n}Tk1e*+IEbTLm}4?PM<_&(AFQKF2B-eCmN3hrMA;kn(o(2vveyxG!E#XTcm4rwwG6 zjp*0$7EET09wEept1lpL_j?{ezo72Zp`u#Y&Q#c+iQ8{*QneYP)wkhX218}p-^;R* ze75TQ2pbge-89z}OXI-pxDWDvAE6mOzKm#z;tz(1SBsk0j}L}it*r4$bAsVe`r47} z?=Q-uf&2qHGo|Lozpk$ zAM7cj`v>RiLFxdv!~t$3zdRADe1aK+sGe^2_+A0Ink}D;?8D(r^vfk*up%wUaMiZ8 zuaCf-Df}CzjR=N7^(%?HX8XgI?^oX(;wyj`FH)N~j(-G&tVU&#M`>_=)AG&{<|vdz zM(!3~QUpQbVp*r{D9ZrQKlYO;clfK_X3DM`*bC+~&F!lHKAK60aYz!71P5L_TILMo2Ghv)GBoUx&-bGet2QVl}BS zpdj6z^l7tD3+(RrnHo?M0V~>STYutlGWJTFGg~qQF8H&SD^IP4@kX11TxIIvtl)|% zqcKa5f3aPe!4EbxWbEM`#!5iZ%b#`T?`Wp)%hpH?!epAB87SD3)9w`v2|<)L^eGw9 zueB{{0*5$eb#Rdr8c-+!C;>Xq4y)XU{rd4__+la5&eYdK6$yNb$$^e{i#y*f&WAjT z7?2I(Xy;o$zYvZEl?8lmtpO*uqL?eY-C_7h`CBQ68_;W$F}ZooHJD5hDo_|sDK$zB z&j&H?yz!=|kfij(u(V=HF&r~x&0{;)fOD_s2nggt7su`iXN4SY3XjKF9_XOeBSV&2yw(0#ov$fF7DsQXni@R0x_9yWZY#w)65 zgRey=3{hD(4dAi%7S1JbmLUcNk^Wvtgxz{?X5l~>H!m{jYx6SYcRU1# z9}(_4KVx8O%GrMI)3Hz}_bjDN7zvW$);hcR(ZHLe(s*0D8f@cz19$c`gPH#B#^VN+ zkm8dQbY8Fyw8@Fblz7pH(@r$}QdJZVjACa2jO2)_5FFU%jI zk(j!E@<5&<^da+qGC9@23ABsx>}`h9*Gl9J?(>|UU3iiYnTa0l-%+?1kv#Tr2@Bi7 z$}8!6g&X0>h8r6DAr4O2Z!)vW41wNsk-+d(;h=EFH@1+c6o{L-aKRIeiSyPey+uRZ z;#`Hk#QV+QzSKwN;Nl9<$#!y>qQ+!y@te>YUL~r3^b=@8ia2c;;}8dVtp6~KafmhB zNkXO~8parb?lVI~@g<3!hM2_~+V2wDp9OaxyzqN~M4((-t;H*c(|}iU@-gjiSz!E{ zb${3b4P%A#lV|KsfysUv8ro9%Wm!%9rM28_d9MLE2 zsqm2|;6Z=m5&dEqDZ_o!O}84#c=sIJiR3cMz~G1#h-xDklf{fwE>s$)!1g;HvzSFL-7pocXz6 z>5-Sk(E8r-gpei+I$5!52S*{%P-Ww8DSS?dnL9b5+pije$!N<`6Z$wvFow$pC8iQx zoHkI5GNla`jZ7Av6Fx8C-4sh0-~?s(uK~4pC3CN+)xsN!K-vta5uBNn+YEJQKUAIl zPz;gtH;2sMoB*x;k*iC#XvS&Els@0Zg3 zw|T02rmg#cmm2bKN65xgQP=pU_t{6VaVnh zGYn-*Ll%{W6oK?w@{UyrnG2U}@mpR1S)G?>iM2LC%WA<IDZH~*jD1>x#*)YC_McDS`6{5(?S~{ys(E!{o=>+k z#G1Ry>2}R+F1?gv3<#qb0|MTU?o-5?X2!si1M;_Kl#lOifI8z_o3u-7VE&Nmrp0eM zAo1I!gm0H>!IiA{xmgP>&yUq!KqE)q2ANguXgoe6ky#NR(g`Dk#?G#;jfJ7H^@DnK zk057hf@5D;5^x=G3Hza13O?Zz!Pct=79V>lJrzj{x{ephG?%l%%SgT`>RlDc-Sr-I zvIM`MH0WaX6&0DLqfUg7=ihEs`aGK_#Sjxsnb%wC^UiS{p-tAypuw%29DlS(gHGgE zDYYRn%b;sXd0-WIQ%<^eIA<~Sl*QCsNLaQfaoL`HkVn2tQ-2A3Eh0yFO2PYu;KoV` zHuPQDS$pD0B3x4M71Y5jx};YE`j%&t(MX{&VlozVS=-9~XnIu-^C$LwTZu-5sb8vM z&fTa6*8%o@?RXY=^6wD6vA>ZX-!Vm^1KBQUtJ8%U;+$+4hVXJ^Bh!!D${aTX;sXg3 zn%NApR702#52*8v4X=+R^G?BjDg{9J+zBO$lW}eV!LSvx!&b1NnF=F9A|#H6_>4d@ z&^U92O6Z1#vjztfx$Z&5mNm82Xc#`f=ibyR)kHXaR7OO02cBQ|-*kzMsf6Gd5&_o? zpNwyGd&hUec>C1FEe5r4U`@R2OWg)~f3i&J=d^X|^!9Q{JcKm;8ndLh$f=q+-@LW{ zX9fh8z!%5=H6Y+0lp5{)m*xM&fWQ$TIf52>!2WLx2pl2v-vqE66JjFYKQkb3gl~?J zM}2>g0pYf*)Jf1wolv9R;QX_m;7YCdM+Ad|ZezxO;9K*H0L>NJO0CZ^E^vfj5zbdo z%P!b7Ms#g<(sE+SzrDYf;9?>=ID#cd$p04s&0h0j5-D)kWzeHqkHs*KVFWK0W!ulxm zw*~-?ae`xf;A{_mzWvdHi*RvI^>o3_D}Jef=WIX6xWO?Ja9-p3a$koMAz)e5j{V1F zeu;SCtpB_1XJ@DH8b3z*m%sl%-G8>&r-%BRm?Bz#F3R)cp;iC203NVhRv_z!)-T8JpB{flhx$o{gMSf`!|VX3z2*q{ zoc+ROoO(|!h-5`vnu7!sPWw#%T>g*im(yNz3>g1%omZbL%7eYj*1wBbE%&Q|i}|A8 zoj(`sx`;7C^1rsf|8RXtAKf*ZJE#9*0Q#qYKekD1*5|YEw+58oZolxesWxd+fBXIa zj~WmTGX{h(#(==7FuBSY5F!`@LN;SS_{ta%f*AwC2gZOf$QTfK7z08tV?db87!YLt z!+>y;F(5o(3bYR?^{Hr zwnpwSKb8RT12+%o@y3DUgL)ayQ*j_CE_2&mr4qcdm#%f`z=};rhqJ<$i(uY_D&=eD z7!vBR#vtov4Lp&XRiPwZ3+u>n(UFLVC+zNFh zQmA-ZImHpf3)R=0(b!N>3_I2v@lF`q3Y)jK+zyJ1K!U*D16v-4B3fOrwpA|-Li`SX z*{YAB&p&HAwRcv+z;*8;FGSz+o2)!HF|H2w>{_EDIKLb|UEN>(L#dXoY}tnnajFzh zm7qee4LBj0qO@TDowh|&A$ZbVnA&u1zezv>et z|A0g+%kt&R@#W{hBB}zY8P*8$*F<6z1C=0R*9xmen^uW7VK_V!SwQ}_9A7m==NW1? zb(g_y%fybB*)4D;cFw3<R|CO*KSZ|*l*9PR zV*}4(Xk}vTbfaKFHf%N*_>omx4GXs|FuQDzD0y-OWE~@DrK-}-|8vWk2hw>2)oN=q z16I2k1Huji!hzK5r(!rV$|XOVvw@BEn#r>DP}a|N&CQ}3!bt{oS{wLJco8@ONg<(` z9-pSPqyy{uPQ?O|GKdI0Zlpa_3?chj_K(&yLwlQ~oz1l{czJxik#D5oHVRtzU z&QIa0x`vhbMQdFw%Ib?jTOoFV$3sMVtKDvqXlQ`GSevhpae#c$GlQE=C}22w$0M?J zqR6HvR|PQ4SlRK;_Q#z-5pPFeh5yUxgqBw>T(#WF@(jZBY|8HQdV0m6vp~U@4_aZA z5<0sZ6aA&KS6~Uq$)O-5h#13_AN#W+WyAO(u#Rs zpYWyzdTU_}GoTn$RlW1M0um2cGwc-()WYmTuM@}fG(#s<@mvJ4W1Zq~2D=lZZiqem z(=f)rr5uBFa4l!&7tLp4*Q`9U^DYRujoV%YI(mwS=ny;wghzImA4g zqjMP}WzNooEmerHzc1>((`pF|WCrCA-pfUDf^p}E{>V^BvSE8RZS{l8zFx~NH{OMD zW#3^2B1@No?b1oy6)-5hSCeN#E)3bfd}Jos1mY{#^el-aQQY;19wOqha6P6j^BECh zUrx>Wf(9NR%xD%ou1UmCB`ssZbVzf#A#uSUQ<^axi87Ae&?o3DVGE@c`>|6(n z%{4G#;2p6UL)sUu-*1I(uzEkYJkDnQ2l{1#i65(qlzas1THJn*`4 zAm0@$_Abt^iSH0=2IWM*Y1(EOrQxgb!q>`>pwReXsszI4}|GugCQ++S8o2J zqI*K-P{-8|^-xa_?lz~6-Q{p0U;BJpPYLW99k{#}{qi6CuHL_k6=BWOirCYN zSU~AnR+XTim41I=YBAjYA+~bhaw9Yp-)nX33xU07j}s@XsAvN*mn4Es$8B};^{;&$c(yaS;DQ({#0kW(Y9J$GR5P}hAZYU9cM^fd$)s_hrD z)(V4-y?dTGXM^M^DOZc#9T2uDVY?(xJ#4&~DPeuIo))-UjR;NB zNnxW#h>->h!&UTshfA1QGVOJ#1^v29pRm>{lJKl*fb$=QEu#0Pz|9w>4m;9nA<-Bl zW1dt1KNh5qF2K<4M`U_-JxEdm@dYr`ge*bD_H9{sh5V@+c)Z}6eZ)WmJbB3Nal1br zSbn=M47K<{0Aa4xb37OtUqsw|UzG!&RVv@^nTf_awe}T@Tyx>r4MB}H4Nu`wcdJy_ zbUY8VXD>_mQ3sTt=8g$LhiGdM6mY_LHG}Y-!w4q~p<=+2Y47w2yVD=nyH(f1b*iHH zHXZGSN&O(ri)@QpvEvG}`jSOi6Y383q2U_T5&Nsr4-oIJQ z`G)lnocqrJ78WC$8Qvz8$)xuqA&H4Nqbh3S+koz`wZa4{BBK(zs1qU`_E8nWVbEjm zoZPWF8n};GHP$|jf|=_F z&%eBhWQ(T(Qj3NvAhG)K=0h{8A!+5NOJiCwA^4fY$9-d~p*%ice%FRN5U0pfh{V5o zOyK-RHDZj`2Kx^lszeh-K$}NUB${zd|G~|gNTw>A^$4+XCW#H5^>B(p;FUpF&;CP7 zsb#Q|O#HZA2T{*1O*^vew7tP$)r-~bZdTeb(fsP?KTxa^Pq8==(zBR@0BKW76(lj)D zKC;w}Xl@6e$e&Xd7~O~Sp{sp|dhdWh=ua_~NkQ;nLS5Tv*Ftza&ppHWD3Uk!RvMjO zRRcMF1955PP4LWCYJb?~6p$6@yJsO(2NW0ppHC-Jq&*I4LxpLt#h8Am5iK}|G3|9S zBIKJ#4W{~FR0?xnVK3S}UD2x)MyF1dox2AGRO?tF`GE;j0^caB-+q-BH{|hmiY%qP!hjTI*d_3PKq2B=3fmtgQ@wv()`Gt`F>2@g6 zu%CD#y%z3^oQf1VRRY4ZUukYXSpwUVXR{}`7Q>Ljs>xrZ+JJw}zNkB9_n~CWBS*cs zIM}9n?@+?%I5;?}YSJ_$k{w<osbcG2(C>mSZFlNP-)$arA00R&0A{8mMOvj(7&&CJb+IaL2zgXkLTg0mXkpKg|<``Jz#>DOjk zY2)uGeZqh#$UuA*&PhNe0NG}h*>u*WQW1#OXu!=&Ps-J){3T)caq?pZ1p(q=1Q>A zX|}u?hEY6~eam#?t0Av)-*T^eY-o#Ew54}fJuDlubwLOc2q{Caw;9tP)gS~&gv~WI z=Cu@aA2p-<35fWo3oqg4g^TBd`E?WB7@b$^!6(z?DAk#c~sZS8fc1)y%kdwyN&ptu$)pqG)x%41d z?UjL&eGQyen7Wzk43ZM(wZ~}T`KIf?HsE1o2W(xxWuXyYJ9sLWj_K}1!z$%S-1rAE zfHop=489V~xB(+@6P!pEeZuzT_ZCf=R%oM+4@PXpl8QZ&Cj}11+9K)Y6G_6l-U&6< zXDY3+KN>;m^|K40m@z2&VD+bgQXOp3eRB6E)?B!sKigUB@Ce2!wyheyJrH^?3f{=N z9R?y7%BMe?U4VFOuv8`-{BZUco+i$m*yXl9}3?{00Kr%!H*Ah8#;l-jPD>%=$%(M5;hN$ zQ$BblNa0)u`J^9KF&%u1_Hm6ANQ5_chvZ*G)`HYyb>X)*r68Nrv8?u6G6W~v`L5N= zK*M%*@15jFP*Sqwo>wQ1<6Ui*Jh!SA7XRpYJk(hM&5xIkwtA2PA0j^5pB`BQl#znR zgdrd>285gy^l^z|3_LHH<73UVZ#ky_GXp}bUeuibH6U>P-hjY^1cW(%6~Qovj$p_^ zwTUC-aD;b`AcY@~3<1;sYXSmC$fMThnoDf*T-R{&*b2gueuMs(zz7CZe#jRinfEyY zFvkdhZ&#3iCHoTw|EeirkW&|Eib?17Xcr67Z=GG2F~_!3=kYalG>~s3!-rRJ-HLN zWqz$-cerMFO@`~Y73l0!wlDf8PWx4WD>%95r|X{t1dedeIiK+R-!9BT1?JYbv{&kX zA;2^1|8D=|1q4>R7A^Y4K*046*Y9`eYgztg?%!_z@4kPN;p9yJdGmi+pY#13!vW{G za|ChRe`{N`Xu2M&)VeWa{VxJ8XZ_!OKi4pOy87O!fBXHvTR$UH+InIoGDN8pg7XjF zX_&tsN0{aqTsZrIzZn$blmOe_t1Nxeu!P`TpY$il5u8u@-S-#HHFz1RDft)YFZ~I> zTR(oHpmI^d-wW8Bzc)vK|M&K1A<-WhsS&bXm5}0WFtuFuhXBuMFE|1`$H+ka8evB4 z-M`cEd7b*-Mo4hJkJE1c+w~V@O%Rd-BmC@^|3&*jZxHAEIO}na2maKaS11A`x9xfN z=9}byZGdoGU}xXFcKj~}68hVJfBnZN?{apoT=>iN$GOgbcl`Q8uT9~8LHu(5{nPa& zv(}xCbzS(2fq=999ODXyJn=6E6nk6SjfA9!kio`YxnB%Gob`XV{f?JegI7g4bwUkS+hw9(kh~c7FL-dtpyJd>R)jd8qFJEOrzSuYB+jG^H`(1f9(SHG&VH*Mg-Zd&f>Z!fxO z5LV>-mg3CPn4k)BwptNy$jWzFeWKcTQGfevhl$&x8wAv^<-G+{K%k*gek65`l`O9kkbLCaA?9xu@?nT8=vL&E44Fz0Nt32_e zPU!SMJhxy!R=B(r=`!;OG$Nk#vX0uAVKZv5Zddwxf~Xc#%ssYn4pF9Yu71>ZBjS^C zn8eHjmc+~hI|4OdZXkX%&2f2wC_Isb23CbwIz&A!7jZYQg>Tn$EN`h)fvWb=)#s}* z8?w3V1aTiT78jX?f5^@QJ>zV#2~8}BJ>YzEmslZKuU3?~n1D`a|KrDO3WMNulfLi` zD?e~r;>{gUdI!#!99f`>NcVn=m{F5%mx0gVs;!?E7eV!DkT{E#f5!GV#L}^nFHv+? z|5dE45m7liqwk3kAui>#WvaU>p&QzA=(+JsIeMPHvaftRf?&Sfx% zsu<3O`BX__IY^A2hbg%QaBjV|Y7jKQWc?lD4|;-N!zDY*)gSIcWKiLY%^&?is9bHi zRwS-(d}-u0MC-ZAioW(^<-=;NsZwXH>*4m5pR8+U^9goaGqd5gp76g^co%H&u=x2@7|RI*O&pmeSWj%AIA#v8GiN7 zTv##M``P1!P-Qthn)oel;x`iYIN%U6qXLt~j+Dmo7QqzflaAlHklYa{5YoRl7%H>Z zFQ|0A3u#t8#?l4;kP!LwUG$nVNRiQs{aJ~|gBG7t(?=G-mu&%OKYg!*<-#941&eB+ zT&QPba583QUTVY{k=2x9qe4WG1q7w)1X&pRUTqFNP&Ri)S z!l_#LvK>Bchh(6hkD&rwk@w*(hu1r)sCBkL8TG(l2^QNGO}8s1123fzl*96i4UL^5 zCBU0{qR(e;6L`cd93?Mt6QadWyw=o=fn&YGr#dX}gTlnh$uEa1!8&wVY~JAt*mHhp zq?dmo>{zThw*ONJ?3Gkco|sw#=MrYIs{ykm$qKwN#j#CS11O@?P`QrbK}m-=kg#=VFb2xbs+et{K6(Aq)-Ckq9(YsQ{>`Kk#d+b!n3#1 zI3Iqj8dLiXx9h;}4L-I@3n5{xgUh=9 zbwwq`)7@gMrByxSiZn-tU?8hB*S_0jR-1> z6)Sc~opKQ;d+|0S;F=gQC`3yp8bY5CKD0?*AEQj{8N{X{LzGZ=;vJZugq55Wg1-rp z$Oy>|neg^v<@1Y3DDWo7FR)@ISZ_}2kGIM2{IOVz$-{ckzi;AEvLyqK7d4BNZ19E` zPJ;aJn}d+RusXKrW))oPJt%XnJON5pws)NJO#&gkk;WBB1W6wmDlsXr8ulD|>^R#w zlQyV)V~7z^OlIjt4pN*!Y`$bFdIcCk4bQh!l3(K03_7XTbW^Y8!$k={yO8sZFhmw0 zVY^Kk4`yKm4H?1eTm`$feA=<)Q!d=fCQIHbVWYXLlXWOw50wJXW*0PogG`s4`MB#~ z>BO!(BDNo{uiy4m?c zuqv>9J3XEa{@q~{&e_$&C@Pe>5pH;u-1I6zV@-ha8||J{m^i-Swk)21Zl39)&os** z=#24<3?v8bdos|+g$Z`EjZnRp2?9$uNG+X%Ch$1_%z)_0PCuL?eVfm(v5yiOZP*!0F5Y zts#Bh<(M=3xq-MI{KPf?SOeUkNJx*s>ZjkTyZm)9>z&cjYo+BNNoEj5Hi4CWw1s^% zl9=|7JXEs)jX0xa?{z&ZfHhyok5mhCaw_6g7*YlYAg4gI@wMuIN;=CZv)!-~mI&uqPHl>IZ!lXuG(cS1`a9=oI@?~=~L{t^k zL|+Ys&!GoNC_mhq7nA)a_9iUL_6pf}s0Ln5>*|k+1HP43l|Z0=$SLztC~Qcz zE}o-`6>pU~1)HlHfgmiz2Y9^pDydD_Kkw(v%6lqXCvDB=Ea+ZXap0!u4K3U1PdH8l!I4| zY=uKF-jpW3D2J7XBaW)qHqoCy#)uw{_@YAZ$7^7&7pA>-GooL=WegA=XqaG*Pc$h2 zBQp9KCE%hV;RjiAjrRkJpj8j@7@*Q?R0WD;fhAVP3+hW?h*vcT#y36F9?pl2Hmgl- zRyV?rJoW~=Z3Q5BwazMCM<~v_h zrW%kSuY0Ks$k&kRf0|bbj)Fdq#g3PO4(e&=Zs7gFZ3@oCuxPJ^bs$EEIV+P5LLtnE zj?Gq&L!;Vo>8qy0t)R5*%PLimU})*s(4BE10Axi;XA7y z_-8j9KDmJf75f9OHx{*np1fFp;Q1mDuyw1Pe!GblY*>aw8cFh5u0oKf+nGH~C3(3B z-QHpQM+rNr=Jffu*MM-^@=&Q+r(s&!+Dy(aJ9a+e7O_KK8UgODwA_&OQZrJnC;-EKUWh#Kf1S(^Emi z<$dR+JC%@C`(03USvd@w>#RNJQ~@o1GO9hNS|GsJ6>I!!fHnW7^g$$o9a6_Ii{+;D zdG<+-2qzW8L{)mb`ItzH`zG}M1aG0=cSgfB0^h$rLPOfh9H|Dp@6R6MJ9!rG^H&b; z-lnWu1?i+?00p;(2~$_TU{%2}2d$$HT4nH%Pr5Uaw}Pp-M#GP!Cj>mk2!xksES?@g zVVi&cV311^JbZK}E3i8WWYpTOnP7JK`H8c1zG3vwL@n)~*@|3IN z^(_bfh{*~n+BHBK9z0E$;XE~his;KxVJeg7(T1*Ni~yy-g???SPn@9;GmY?M)cUSb z>oXWZtqvybFE9AnQU&HD0I0bYats`^4IHcC{E5hOCn8y}iv$+5k6GHZTiTz!{CS<_Yu76AIzf z4(+c2NJKOs$QtqrIKDOV?)8(c5Lo(b!IzqJICykyyBHDxiQ`{#CiZ26?fwZ)*W;_; z;NqEy2hjk(ec0mluzCSVD~N`1FGT@gyYI_^{6a7v^UQSdmKvb^GKpxICJh~3sswE~ zQDqDr^XcP}%osXGS<=RcZ~BBB6G^s=tOuEt4v9>}fZv=&L%AVU;5&1aDgWY52#+ME zW^hh_*&$|72$^@?(esJ-^{1oWm`Jcd)5-IvOiKq`+2}ZDvTOusTfgpFFfAUu&sW@1 zo)`zj9#h8&wpp-Xs*AbqF)WbKuAenWIL6HUmmebcsxdbD$GwlJ}oW723uP2T$2K`Oj=9_MtpA4&*NTu7YH#HoP zSTvLB=e9svDmm4Fr`7W_R?iDz&ri>!tFaY8u-wi>T&jZkM%rtS2eLshW4P_&Wi(a= zZk*-vxB$ZMguRm3TmWaH_)ewntA}m!tH#`DDFTazC)-!bpdefpIL5Z54UKSquU)$f z;aQL(A&$@6RJ*mwnAkc#*?N4kDor@+9-e3ms^fOj>$i@lAsuSeBCcxNlPkc!Z}*^Daap#fH6UliUiyy^6Sg z7>!5nofda4A~CE?Sbb83X%);htxh_WPz6-f)hQEV4Vm0itV*}n(aOy65vPxjuL-@J z%MeU%uOphik{KOskU|33S|k35#Pr7An{R&^9XYZTNfBOOk(qFU@ToUxs zdlS7pwvArO8T~PRD3D0#d52&*W>S%?W|Inm^xTrA=o8U<#NKL~lGOYoPD~c|Y6pNr? zUwh*|EQDe+5gpYJDol1D4s(344xeh*O_=ejE(79ZD9QX_18sE6`h%#~!x(O;NZAKn;Jrs2=QePloc)zB zZz`EtS^()nELWE!MWEn+Z&3eh7gXJ{_;T(21F+d^y5SSvUq06dj~Kw`YvJLq-8p@g zz^x~5o{#!%qk=SuQi=!$DkhkS-56L%NeD`ZASKmX%{YPmWLgrdDuZpY`~Q!i zf(M=j`Plj29Wr>4pd$322r5DhK?T_r?6NG-{udy-r}fM!_@{^tTs<`nW9BT;gLzBN zdc?1!L1d_PYlEr*A@i3%aQW&JBr}5ih$X174jC*^j(_6R%+7^JE7RX!4ObZoFkasC zWfrddcL3w-M-8Q_k_(0a`~rWt{KlMlfx9Lv4gqM%cn&Tu;$H+6mLS6d=J-biveQ zC8)3jk^lKUTcYjA>IJ{-bcPUAxc?T>!JhZO9RIvWKFJ_0x%IVQ>7t>>pWcw)9{=L_ z>Xth^B0~UHvp-yZ=LPNAd>^%jSmd+U?eEV2$!3Rv>UYLN&OfvI-*3O)6W+#S(*O1P z2TqOSJWhgt1gKd;2uqOo%YEektr070FCUci1?UiJ>;_YF6J|ul#l;dwSfa(0|M5LZ z;;DgjrOHWNV%}dr_ci?2@+={OJ@0=3_&HS=)*764Ci&V&%^}wx`*XiL{sV`8oqcs$ zYluS&d;ZwjY+k+5UH|X4f9K&H?joC%hMa$P z|Jm(j2`c~N{_C+LCe5!^5(?M*$A}vC`z%3)Z3po8^Gr{0!RSA9D~+lGlDc2L_^aC2b?Cp(W^e*NNq* z(BU=RYaw01b=y%)fS_p zKwyr$bpvKSyT84dREie26J3*=b+jsA-r9q4?3j~=YXOSgFthc+lQxY>!)n*>*SIlrEzE8Vx zF5kzLXvFf@F$c_ACmk+Vq=4&b#gb{L>HJuK9q41jb@{>32Vm+D*6M*(qne3(iq!IeFk+_^wLO>yb5kdbtFg zq^5YfRTaS3iKA|*$k%{?`?5=8BP(I^)^CnNE|rYpjLD!Kqe(O6MS$t3GYo8gW&m=8 z1;{LkZ|D8Wg;9aEmvp$~OM}X3=Sp&g_yTDx z9~0NgAh3J#HF;!=7rLA87rNO65kFs5o$sKy%N!yaq@|G%ci5UMA6#LdeOaRy2GAlMHjxVG5gcS0_IEx z>TNb7km;~E z6-rqM>n(?M&bwC*V~9MRs(=j8_+I{bFJ@;8sy{uEipqt+!Mn-5<3m6}Y0+c^~yZu+g#1hz5Bl<$Us|Z%y?eA{iR0^s+u@)N-U?!r~s)4@6 z;SeQIo4(LH61I2D@O(Na5?6lUz5DonCERtjC{@BNQMtkNr?sfW-PpRg z=Ce-?T+&qze=1i8KOXv)&K!pYqkFd|T;8KWBy~27tVBnYQI%R}5<6!Sv*f<06l}#v z7W~)D)sYaqyl2L$MN5d92)@d}q86x~w&c{XtC?^vV_ZnkK`aRQI`ItKQv>2A8x-YV zwn9$8=3}i#uu$shcIbL}5oj}j-`F{+l}BxhL3qJc&&gYxVd*)qD*+dxV8f3Zt>OD_ zz&qP&ce86Du=^E<#^2^P<`*Mn5x%m2V4}A;4)KWI`id8cR2RyW@z~fakbM_Q< z?J6kwnHlk6l@;;z)rE>t}>kH|e)Mx21s zS-X#7=CL%L>Dt9uT)sZ3sTGUSHO*w?`^XN^pVe+OtGyI1eBU8=X?zLzJ@F5nH>((= z=C0~cx>5|G8?J3ho`S$h=cAHudUx(Pbt+mA1qS_zt${3Ru( zltbsR%-+qsm~m?~d8WQoGaSCM|JlY_Xic9M*!NMC1C6}uo}npL#2HEwqRtd5|4jg( z3K30K3?aplx&BOuLxSBND4GHKaajmSWF#_12D~x9{2?g4o(8Tlqt@eG>-ux8NTfJV zS`ieZg=GqA(o5mZ=J6Xp#$#d3tt|WQt!9uEiWt1z76&|sv?jE7UxTdrZS!=8g~It< zz9UL&(RyBEy6&~5WiWTf1hH(FV(2a4toeK#3oWUe>gP{K!kd$2nH+)E?qoqC0wasa zXmV*PC$P-WiCX}anH3;1#5n0Ust$wpvR=x@pUry1HoRtfD2i~5He|Zj~T)vhU zS%<+iZ8GG!5vBx42sA|IgU*}<0x^7buvvJN{@@s&^UzRI9 zgsiPS_^O0YK@YwKJt&7e6hR{s6KTyA?YCgz?r0Z;)pvpO`?uS!_awopZ9I==r`>^F z30kTq>T$qrNoMXA!|~6aDF)a+M@BkwLr@vS#ZEk&)Aj^@oDS?M*k2F7s@)_u&%lgd z^7?wq>`xWz9Kr(T3}K6X{>ZY5Gb17e4c8Z5M<*8w01pDE4W#4@6~Zx9FJ^uy1j=dY zeIvM3-EykBRRwEEfM;z11d({f)*_%ie2bvq{U^T7jt%hG`{TFXwv%u>)AFpL#buBP zo_$@v_Y$lt`*lI*auHOfZEHXKHWvm`qrG09&VhoG^TZ{ERT?C~7Yf^m*`Q?jIyHkf()9fB~2jEr_d!d{>54x598r!kP{qSI7ry3oK;_ zC&pBPy#pN|&@mbdp|s;yCCov3#-!{bcxva~P`a}g7Hzbc@Z?wrSZ6+b@vQnJ{B#LF z<%-YQkuy8vFSe(`o>MXs(T??C|HFX$^qMwUZFny+RJR_6O=vlG%e@g6c}~40@U8&@ zaK;4KVKl+M(hmmTRbK7CjGT2u@9Ge@B6spHXtH^guJ*qX42@sJyw> zA|<*BYD(4~`H;>5T~f%Y-wvc<{M1wq==3W?zcOBTT7l-L9jahXep-WXKPta_MaJ%w zYKO42!~Sy4>7cFt0OB6OKUZx*S1|96=7G2#(rZ zQ&a(_o5&7NIVcT_QIo=cvA+BDpD&c!VR!e<_3B#ppnKx(JJxxqs12K0AzzdVS2}dX zf-w`l+Tv@+ub(v_Dp-EI^9d49ZA&cb`#M1)WUck+n0i>IHaqnwDp41Qd|VuI$%c4A zI=$qgV@+6cVdGPlur-^wgdc0aUN4;MIR}a>Oqz zNbfh9^A!oaO`Uy?7f-dr2d-v;G4kawJzBX^4INz$l%IQeBE1aiw)|SWBcT@b27{I5 z@VdQPX)is0VkUHbTES`ZPlaD!_HCLJkOl{x>!!R~T>)`hwMI=6sDlI3+)M_>RKb$_ z$7}g6cf#pi@~Mjvz`EMg9>A^F1k~neThmclA2o>Rg*h)wsdon-<}9Yj`fMLIoMH4aBb><;mtiuv zJwqFK)#I>zFeIl6X!jr6=0CO=iYUi49N+2IgzrWtp$DT=YP^p%!wtO+qr~lVp~`pr z8GDmV$O};MbQzlkIs1+!%H-vPf?#*=W4|hB6RKWzrLhVud>fXg&F+Eh1qQFA-qgeN z?e{cqqxCjLtTM2rExn(!N@pg6TULT@4>$~fS;0gA@mLZRpW#>)khguKPC2Mi76>hH z!_)6@-G_R59D$_ROcU%hra0;c(YEN-Ghtxv_pj;ND``UU|Xe+nfT}L`8Z$fU4>9 zZC_&qFhpVIlI1y4bS-Nc~> zl#4m4`WTgv@9^!pI|V_q7nQ*#s}*YwGgGg@^;G8b~t}_qRFni7^U{o{CY!wHE2fhem)yh z4!kbuF4GTH!h`DpmtRJAfV-UFxHB02mT)*{iG6P}WKEl~rs_osG)Kd^+DHyYX>8uU zD!mfs*%^I$@sZrLCf;2Lxo9es>H@oe(`Rtu%h z-!8}*wu8Z!55CIsO`z#5qvb7A4PSd^ALrRr0isu)@(ZYNK={s0p*uG_z(YXt?zpgQ zXo~+;AmEk;JSG)7Co=BBlnPtWd&2>#t0gO>)vLg4fh5mj6sF9smr_%7?}pw|k3BoA z8(?(W%um5cz>g=VO}4}|a=NNTWM$%{u0cCjVOiOmoHCHWK~A+!#G{8etuiHqUe9|Q zxB(qRMxMi09t@x!9ey^#$Fgf8zWBUR<*Y-lcpDhnPG4d>y&go?j`7M`h4qZfZuXbm z%Ax-5ub=OO>fl}FRn^5@Xz?HMQMP^G9XRSe_cZU~2=MA$zhN*c5)}C?J+|+|=rm_f zgHQV9aBQ9Ch?_!Hu>JKr>u(~RP?Or{G-X5`s5CsiXN?Y06pz7$iC{?4WamMJv^C|jXjD=c)pgj6vAkg5>IXWYuzyJ;#Pyqgc9i7T==DhHy=tKB^u2@ z;M`79^ZjUaBysy%k^Bn@9b>78%~mj2@@RC~-X2)pwRum^Ta0LG$lGOE%0w0f+c88E z2EY{1qVF5l;$Msb%w3%6&-=`Y6IlugH*%Z6ZN$W%L9ut?4AZ}!#t>}LuM;^mT`(xV z;iot{BhXHu95{smVgX~(*-r3zZg5T-X#G^JpOcIImVH{09ogY9-{SS@A5bmisPZDs^`qUIW$1u*FIbE`Z8$W zwPh;rktSIEMyNSA--?(`K3F3)h)yc|@Za?v${4cFig}JY(e1)&%l|ik`I0fu%KrnH z@xj3s>Dl?;0cO$xVfudpn5WYKGl_b!%d$Wv{wzCfd4pjie+n?OKr#L#JN2Y!1%mJM zOG`5lpcH05rRJIhSB~xHKLLnWFI^%$Gel*Gg*n%1HP288*)7dGdGG@4%ns0-IegK7P=IUW_u#hxrP+uC z<6*OuhX6Dzz)V-1{{8PD^Iv8o@}xgB&YhgIaOm=X7{L%ch3m#{ckv+r57*xSW)|RL z0Z&}Nn2%a52*oy3<^R$r4A`SW&It>GTUP1^dHz^nngz;Oq5^)4^DCtkR)-Y5+itHv zBtnB*fnJ^k##w-o1xm@~t77$t{V(Dk`Ux8h1y~o-%d>zS3smAJv6Di{v<9e^3A|#o zRE>~kKPBhBdIYx=y*x_{U;$PZu*GlrD`0h{)_b@5)zC$R=wFxT(nbdkdUTiUT-W={Finhv~bZ4$d&M`6s|WL0`Rhz!|%4gEhMMWW2VfI z?f=u|OQN}#X{Z|i*T=7I(T!VYUkeR6|9`sv3J*uYhG%+1jvu@HKLNbc{|)e(J?pYB7JH)L&_H{?Y0{&~Z1EXTV_hc4- z@Yrgo8D~Dh$gu{DXTLeCFuMfIWS)PY`VK9$TQ6q3L10umuVH*TTF22An$`p*{L|2+ zv&+{1yF*4nAAK$EA3f{sBtKSW7~T(zw9jonXTH71sXcx-NmVcnxk%jgzT8_ z@0Q+yvG=#!UpyiP?vz{!>CY^OWu3e9@9M2-VbyXpc$hCV<9L?7X(jO(euR)OySUiklS7we-w|aE8--gCrbJDMSVM9KLqRQ4|2{Lygp#}Y^l>5bF5S_KDR>R$_1 zEC3#%Nd*zFFk9YBGjORy96Z~WZ}fhAGz57^DL)(?1ES(v=gY|;v$jH)YtQUjv~DJW*l~iVCH7HP-f2d%jJfJb- zJ4>QJ@tK5**eb!P)i-W}Yj6G{-7d65+*>sBc`gSW z91q8>zzkDQy>|jZgH0eMOI&{J$pMoev(IkDf6*0dQCzqP>y>7IH0cFeLwa~C1|5iXUkYrh)|5#5}=#q0uZAV zog8Sb4s|QtRsjz-dNuL?Y61SA%lpH8!@$95SyX{kC?s9kA1}Qp6k5K1*ygmb5Zddy zjs;yWgIsCSL;XIC%8l7C^RyWbwSBETE?5a?if)x2|5;5B+_-J&f!QdM2Z)m|JK$s( zvxzqJel2GTP-PZGp!$8(;I~5sc|5AJ!Gsz>*TGEz5B`Hu9H0~v@f;9!`y%A_1sx17 z8Q`lH9#RA7ItXGiXUk1wn&Z*pp5C7%h`)MfiN?7w_+ItPJt!vvK2r!tGYpKszUQDq z6SPZp+bmd_2hC+F;R4f|;N-JIC4QC-U^!)HhS)eJ+XWCK-8Axv@&q_2pG076bsttJ~b|^)^4a5%=A9!PIvB0Q=r2nTaRp1aSRq2ijdQ>@xS`p7B1-Ac7!zjMs5xbiXx7n`?N4K2wB_UM)fW>o<1`YTnu zmThqJyNtfMLkg7Ks+j8Moe19Yr#i>*Cc(-ZH*cFORl`x$1&;*du^$A2b|UZ%gzK9UX_tS!=*>qp1FdptaAHen zpOjU7B;xzfe1{BIt#1AGz_cLP|-|t8RAZJYpo;BZejbqV)Wr48b zn-dvu4fR`VEgIl?pR|zfV|3g=TnN2>;ad3?i-jgNU?g)%SLRX~d>HL-pAk|978}$= z-uINj`DY82b||58KU(-!kS;pfL_6(z*M0}q&A9EUDjEl#JqJ&$d{YI5{ErGXpazbP z$v!dZRXNx`Ry}`JtQ8&)s{9(`%z+v6_h!6%RS%RCM=&0LN@=P|ppPxSnES_9f_{D? z07A9fxIffJfaym{@X$v ziEI#33J|x#!sh9DKG~HvwGei?`*NCk2iznDcFQqy)@iTv`Gg9fPA39PkG#y+{+eF} zn?4asYhSd(v#sA+?}$Y~h4-GR9xZW@Z7dTjdNvk%T|TH?Ur`RkmW1znW>! z*Pn+IP5jU|BXsiOYS-><0ZIV$>>fiXsE39&DfCFdVej+QgUeQSz;LO}+)|s->e-xo zvN?A-kb0*i?F#tuXar+2ATgT3j-hhHW1F}?yF%QP?Q1)m;!oj5a)js+j?XWNQ zn|WSYEQn9oRdPNh21Gs^hwE6}hIKE}!})Q)QzwY6n0T=shPMP=5V@HN!#~R{8J*h( znJ>ehNqCllw7T5t_qaV2Zvopcs-Nw{WE_uS2p?>J$DASLgffH=E+kMMcvvA2hfXJY z3-MJ1Gx!@mA1P?W2#&ruy_BpBqj=T>Jl*Mp4Oz=DV)UXe& z%IA;Zv%#pYhRC$^;p=07D_PO4w>J%*Z5Va9&^#4ZAG7NWTU-TCRk)5lv8;jD`5-@P zOA*`+8JD2JX@suPF{Z<3H$YI*CFx@q>VYzznQBKYq>up(g498}j8G-XZ6<{MfscBofX*TLP3db^ z^)|z<5^PhKSu)*uD_^I|pzUyHA5Sjj-;`Q?uzvqEst_2C^LKxw<8>(sm4{gg3y{xVjl} zbp=3>4#U{r@Yq{$=Gxa+|7S zL_3)9@BOt=>Jn^-@lJ?cdlNRTdZup69R@1qug5=mh@-}xl0UwcRYFOS4_Dc9?Ci3ExP2YeNS;iPwg>-6(s#IB`Ck*ES4 z60i2j2cLsJ{Bhg}WSUnPJNziZ=#R-S)zk06w-+DmT*9;A$w-B8VI-(Xtv#4^Y;rNY z&;Ouyi>nZJkJ~rU=F|uVuS=9`JDNb-`+nFCjK-oiXQnkBeRG6~z&U~jlhlPKM$Z)) z!1^Ua2(7Uo#P!@#` zCN09y0H-7RL_<9}iP8OOB!*84fg%*lYXnEqp&Ol`K2gk)DzKVK4uEn%@16j*aOH5wh^yuk5+8nctnE;bz6(_g zJL2~C_`|fv%XPYE2E(1v@|T-%e3~8ceBSm2^)Q|^uxQJIK26c0gXkzS^HQx{;w+2` z7-3a8V8$qJPoo1DIoWFx24ob@Y&OC}lz#r4WC%t(9O?bbvm$nmnAWxB(`6|N;22s3E}y>6=ngD_m`!O>{crM-PI|O0 z_GU4RdC2!%0tr(yA2}*T4n~4cbX!W)?m&1a(v|YzTrh0A+a>mFbTur9^M5+dp&pJZ zZ){UMS_3MV9=eP*Yy)-M6`8S9Ij}CSB~@%rGf;TcRBPh0nAxZgleCF@B!Hc%&j8lq zOnbl(z_=V~;>Y}j#39BZ!H^vV|FeeQk?qgII zMQ|;L86>`Ig$_5a8T?DJ4rTIaoNRV_8%)~n_9k;|5NtRi@@$95O?a|5mb24847l!W zxvO**>k&^(rWI?Wqe8iTbcY59PCKV*P2+h8lWW`!%QG9{`Sw2D+{2APUS9emY?)|0 zO}c&iqDDtwmCj9hJ{OlJZi@DA z0mNXDmAf4`49#HX`kO+P1>)G_fIpu2rY#uEmh(2LVkoG>U-zHOnBZanM0S5!Wh)D$ z;n%mU-Dyd@UeV+35T-a30R6)ZcjaX_A7y>|YpYotA)PHyUxSV0ihubnkj~}x< z3m~#U91G;oyE}`}conaAE<%S8`ycyH5bXL{0Fea(*?R)NE=GFI6&KAhC$&A zjMBfB|K0YV{H}aJ)OV-_G}j;QfAFbSHgmg{3;}@I<^K*K{^k4;%HdeqQz%)xaG}%? z3vG7)f4BWfqfb2bdM-L-{Q`fu{Yk|G{O(9S`pb2Rhj1EQiNyc0$CbVBSs)buM0{V2 z;UhdFj@jqv5JL2UXa3dr*YfQCBFIEd?Dc?ee7`nqgh|OF*15q8hA2FlumAS`OS14g zdQwGth(ejYPW}!c{?F@AlBn(dkZ)Y5O0e5WuUDD))Ae)RUKXcsra0vI|LO849hU3v zzN9?l{$aQOcjv#Ysn~ka6SE=r@1L$eN&COE@cv&8ASyE!-n@*3cQ0e%9m!aDzho@D zFZ|8ITY|ChUd>o|D=-$`YyM{8J(scYHe@Wkul>!!8yE|36UM^Zm9g-qth)bV;r*-T z&n&!8+%vc^0SmagLUuogf6su|OeUdlY*FN)m({Q)9Yc#Bw}QtWM}9ucxNch2;^cq6 z6tmarE=>}x05_S-uXBtmK=6#;o}XE0wK?82{FiqU9JrXc>|tOWOmkZ4`YJ3QYPv_oi#W3}d>wN@foX!L4@l?C=|4|$R z8|w2*EskLJ;?Gx!M~_E>XyT=rb(nGL5V329BJTgxjO-O^aXGM(i`yV9uLgdty1=sy zvpmm!w2T#cUJI+q`V2mnDa)#zOaV$xm+3Hz&;=V|W`Gv3lKI?%SbJ-aov~;m=tvt} z4V)4WNu66O=cQM{mZ@uY>Fg|}vz_y?K-A`RrGUE--Z$HcohJ&xN9rd@B7_E#knd0c z@z-7{4dTG-<@>&;#>UZ5Y*U(YadH@(?sW6?+ch-Eb+e;VaW{8G?`3kU1lIAN;i{e(MdHo zc`KNKn*}l9$nCb5o7>^6rK#wy%Zc#C&nG|Ir3OMRKk#%`F#w`gH?$qPC^jVnvsIZ4 z^IR(9sutAD9$p?m1>#D}l~?`7c7pr)w|A;VVnNDuSa9*H7?6CyCnUW3HthQPcBIQl z1iBt?Ua;z91AIDh?afuyWLWfZi-HSgLhX_tzQb}nTFM>1rYIcKL=Vv9EQt~dDNrXU zN3G8Utzelg!T|4#<=YbndcU|V32R!K2%%_5^~@(5XbYi6(4;J)Yr%u8JdSIFrCymP zUYV$-KAsO2%&n?F;)6>y@@kB23pE?TGDh#Ah5g7I1mTnz4cJ_-lA z!}8SbEO07@6FM$WITH1->Uf>&@w!6bK_O}bZ#`UCXSPNx=RT}=8Za=w%7Kw;U+Q!w85y>Kgx2+ZT3_o)^zVO}TL(uSb2=5;ifc3OkZ zly?+k+68N7?o2Co=2#MDWQ3nH7Cb4SE(?&pju3n!+_<{tK`>f$TA_34t5pby{xrl_ z9o(QQTov$;%4DwsGV!|u3oUOb&*OHuyH%jHwICT53!j@BGcpa1FCF>C=uRqp{xRzE zLauVKf1DKKf4vrV=o%@wc~pRE+~ev|lI_qNRUc-&w-S7w*UXxO00?znOc@I<9|nL& zWhK>~_06K^SU{xS?_}wLx(H(Oe@@Jp_QfjMtst%YnW(H$0p*F*E$Lf5jJ>b`S_!=>2g)EhM$CeBZL7 z5vc79Wh{uLG#Lef7CnC~Mi*?}TGG#AnsMjywhHp7ySyO0}|2U|am!1UQh z@F*FUeGnBiE7oW{Fsp8c1=Lgm*GYbaJpzZv$s4E+HZbj*cl_e9?RCu%Nm)c+gRKjG z&5u440xP(;1b;>a?|{t>{|jibxOVx>M|-e9d}dC(hZJVT8ib#p`0-&6T-E#`{RNd5 z8I{5O2ZAutg7gC1!B|?xYZ6B(OJ(N#a7obp1~l5C_Pd8^54cPS3g5NGOm9jdngV(w zNy!mrQ<`;I$RaU?I`6g*AOZDLy6*Kr@jdLzK$DUj6~O2Cvc2mb<$+p5*3pBVozQc9 zMeKb2TX4O9ldGQIZKveEKzdCJG0DfV+B3jXM^jlI~BP;)K=f-ihQYL-(I zlz-SLJB6mt1xoz%!|lhz+_Ar7ijg9wG4vLy+bKJ}m%my#W2NBURuxa!GDuOEsK1 znHszi5%oo8J&+>W4)H&(t!qQY+5GQ!*0iES2K5}3v!$P(Pc(^(WK_o}HbYjL2HGnU9hS9=VHj5l^&vkzzg;K`N0%u6&Q=#6Rg6G zB^WV(4`tc|RKPz*{o&z-6;MbK$6`Q;QS^T^bUvN65RV`ExcQEj+euBLNlggsnYL^< zZ7E_hzzboQZe7M$7gYMLkUKZhv>PTGH= z3>Hth;9Pc$1FmyCmN;(6gE;@;njdsKA@IXo;u7TKQr%xgM3^&+zcNvH)=@| zv~BFN`8qNQy63&!z%P~ryfP}8+GSO6Tc!X;x^uwPIDVW?5eK;Di!Zx34;>#kI~Ho1 z)*D_+Z3(H=D;%c+ z7vhT`elfv}*!@7+?w&>m^i!GA`7jCfdioQZp!C?My14Dw|3E&Q*2y;bu|6OC(5WI5 zWSuIPm%$H8qJx>=`y2IQ2g+bw(c9>qw^|`YI4{F{Z88j-tz^3LS~Be4tg`2FU@~|X zS@IeDs)7jDNAh;YXu<4~JJ-|^t=jMA_^%p;N@h;?u0tX9uy85Y{qvrUAda}lr7gBJ zP_R~$Xdsn)6Eqm5>ug$?Q)f%hAG*-bSrH2&j&UexKsaaqpKlJHsev+{)fTn8njm}Li@q}$u@K=r z&f9TD32+TaJ0HeO)@N^(^jR7Z!;))7abYl)1wyZ zB)JE#a9Ost9lZUQtv)!p0rJK!SThMTc74V^RlPLTmY87Jo;2*C29b62!;Feoi-?4< zZ2aGB;wCw(u%+K$cOl5Hx0qWHdntlM7Z_3!-a>dq5hPl{XG~3L&)!Db5yP+xUS1#h z;s+~gxuM#O z2jTPICS03|ktp4j&vJe=!?Ev`6J(CogH+(g*myH|!7k@w__D_&Gd#Kkw!3ZT zlRe!6F8k`6U))Q9y?Q^*mmG~jg7wMGW>aDz=c8_3(0{VHm17*4s3?m6U~wz|Us~KoGZwe0zp=Qb%9#Iu zTiky2Tc`Mc03voB*&;GK|2u%lhXA7Ze^MZdGYUjRpV(zZ@%PAy1vK!#lmhLa6o~9{ z!>FbHy_^X1o}TrFre2!UYopDgh67odexWr9?e{)zmY8G1t$p!Cvz zU{TB&_pYg5d~idT{8-Fdw-(G)P2-Pc$_)YV*!8mjB759fARCug_!UqCtMA-;JYtUQ5CtE*JbS&c z03r*B`=36L zziq!x#>Mg6v6UfMq6WQ~0KqKI#ac77?fzeYX3m+;4B&cFu&8l?Cc&OxdO4MUoj(>> z7G{2sy^g83J=TQT+p8v-Nf;)`u8^85671XGo&VR9D!1s*nlc0c|I_7n9^5m)H-Y%C z0bH|?@53e^8kzymu74);A2DXmo=@s+;wr)<^OJqwG@bwY`ZwFIHP-r;)R6X*S>12X zfALv|tp3A>|9Jk%K1Vj-2>%Y&(QkeUq|2SOaw*WNzF?kKVV+ zS0?R~DF=}Qb077zl)($DQfK?Gt?+bn(230WWN2zNtq2lKgkdA(%Uv!af)pyr?Q^gS zK8=nYFDqUHEz)7LSE3}MdfpZJwCH9Srl|il_W*_y4HitPJAs}zFVg(XZdemy;^d@B z%*wQSb2JnP7iyBAJ$8(&32AC_A|7;;lNqt!zs<8nt_kYKz2S^|lL!}L+d7-}*FnOE z*JZb+RY0|*zv}7F7)B#IwNrK~N=WH=xb_;q2U(n6{DwJ3ZA6-OO?1^cH zZDu<{+YiLR_dDflKBp+JkE?-9Ur;^-DM3O0FFCL6VeV&{*YK9(dbLk7qD`DLBcH$ORB;EAB zyX$?ggnkt>d=*00!cY^37X_ddFbQjs=;h?na_S(4tNJoh2A7g-ud{s-uzXJCUnRKD5pN&_n*VDfND^bZ45(mEL(HUt)SqWfzLtT_-a zU(!`chwI=-`XiZHT#J=dN;-pHI)m4-HdGF$D5Rwlk?tk=ty@~bGx3t+k+;dPt7Yn` zUj1;Gx8^*r^o=O6=!*AW^`j2Lx~Css+F1prTc^DIJPxHtF9r*4B{xFQ+i6#JW7tl5 zgodq20)|GB({n_I$>}^pja{op?+2GKLyc#U$|gtpeSkGF;pP1;ZpYEvx;-YSJqA5n zr!03l$kPlCG7o&_%2h&9kHzZb_r;Zrw5S?p9T9ie!;N1 zDm~uaYveG5PY7CnHVW#VMgMF+Q32OQ{dQUem&5!$S|xE_ z)lfbzPjI5a~3v_e9Gr=j;&+=Vd6dTB7@2zMnY`@QnGoX>$L-};tldliCvm`%HO zVhe0ImtU18QvpfVa?2iUY@ns~N37`kr&5!yoM`Ja_m3!j-C-CNbss4(*PEmX@s-Tl z8q)}#GFP_BTuFw!FQl0*{(h7DQ2*>KwIWaR{Vjb9?lgVmRO9;J`A~ zc6j)@hV=GxF<$Bz zj!JzGsq%DXRe=x)nd@_6P9q%0sOt3-lA(^{{#^NEImqRY9L?{KUQrc27-WRr*2r5h z@xm}sH*0*AfMTSv+|IB{SnMPBwhukCo_u|yIrUdF6#6yYe!n*w#((Myd2AjEo8mT& z*KP}gar(TQMhTR{p^z1YiM2K0J@A=#u0jDUKKu~gBGU3LRrG?5br}qVywe}Uk5WD= zeA0@b6c)=h2}(iw9ouU%!~UoUp*RN9&-JWm1ZjaIExG@;jF^SOGi=~sfP#(^VKzm@ zD1r;0_S?Th#t23IM@C3JRkP@Kht*(T{S=VJyv$9e-7IYl$bUaJMc^T1@bMN|{qo&PEs zUqDOmszLjVV@joK1sDyO`pieE=>3G6oP?Tch@HTR*Bc5Qw&o`nHRS?t=r)BnE=3R%9Z6ja`3GZH zrQ-gW?2#D$q8MzlPs1$70vH{=!b-BB8B&hkeh_pp9%`nZJ(M$e1#Ej#g9S2z;dtrN zYuD%8hoids718QB@GkN}rJ-jrtc?~_-|LH&bR}iVf#wr0G>md(h)ZpQk)yVlA1au7+N214$U~mH=}TNi7hEVg8f?l|3%f0Q=un z9DG-i4@ZWp`3_ghgFU3u1_gAUg7iQPTr^+d84r6&a`i3izL)^R~GN>;u#ARR^9s8zr73#30hNY527049Jd_nX@mf8??^uyIaqcdtsiy|%X^vdMmqh8EqvwdvF60oylXO6kp^g!}}&^c)M@S z_S+a`c=<)3X#LRpM*+!;8H$b-k ztI_w+@qL8v+95K&qOIil zfhOSEyo7r*dek0J=6B=lYk(K#`M-G33$&J;%(_8i(*dJ>XG>s;tJx%1GxUU?U??21 zz8G2xHBTj`m4lFMNAYyycDTx2DrDdu4PQ@e-S)QpCXC>|(fh7D9E|-#&)Hj7K|AM7 z+;Z;P)z(DlG+E zC(cL$8E?_?PDC2nT&Y+PFMhP6+kG>X?thK1LO4WqNSk2E1_8a7>*|5>daUdM14@co z3_Y)Mx?km#Kq2-HbO%cSjmIHdvJ4KLEwyYyPw!vNkwU@y<3Z=b%8~VZ!{A}@o-}(;&ZdZyM9%G%@MPXgQXZ&N;U|i zvA@jpuLa0?oeF*b_%c#d>`znuf|HE*_(|-KGyQ{>>doRVmntBX-|Wb(f(DS7Ajx}H z5&Jba23`+))B>Sjrz(l8DgqDhqwd~EOJS3);#RNL0{C#qG9k*K7&Njx-RAFZ0_hd^ zmtRRls|vFWH@@N!NRxHpY;2E!@a(y^q9yq-d}(CqLN#Q_qziQ^_#zV{&>-Xd-X>^P zKj_|-Uj|p-XPED?s|6~n@s%|}hoY;~{ew&u#)?ObX`ij>_bVAIo(@aG#Fuj+exMbK z?$yp0TaX6*SL6Mz&197fe*`?O?G$M~uKgz4sNS*K^!>;?7^TQ=ZTiRgQ zEyYY)>&VQ_h{(-N*E^nI<_kK%I=@c?OD4>AcptBAQCbDf%sTS`PQ`vY7W=6bF5~Ds z@IyANr=-vM5GS^D`=uSon)d7Dq?!Kl=AL?ACRAvlwUnIf}*W@eC+kb`c;`w8yg#6D`Z8L1 zJ+|TxQLP5i{$=Y0Dw@DX$1#wEv!e<3q*L-q?&#sUMS|7@0 zozuj6g6eVcPb%1tzcm&s2p!;Q{A;5zN=)DXsCoCJ2ALt0bwDk6es6ty44K}aPBtZs z-P8#SFC=~~Tze0WxGsA$?^8NFJSQ%jtdjvQ35&KFyCajU=r*TBodb>ot0Yd<)ek z2xBtJ!@B`KGfWw}uGeX~d)QRg>2;&mW8cJz)Yw3?!hdk@Pj(ITk#zN~lh9Qys1<@7v{ zu}X4TMy%yKUFdkV1!Tr9`qIXOVZ%1FoeUl|f&4?siB3v&bUmc94YWV4##bXGgho7W zXhBO3!JYjpk-7X`;C7poUO99<{@iz~qXTr$je70&EE9T@YUd_3q`{3`*YFX=cR}Q} zo1XuYYRHtI;iIehub2W4wm9F=5cI&h+QJ=ET=kCW~i#G{b(ug}#Cd^WfIquUryQ%`mO*hv_I` zJYM7!+zz=Yw4Ynj3@@(5J--&m0r3`nu@ro(ad@u)|ChU;X|SU3Cze{D5o4f^N7_Q(rt@ zyB^e*$;rN))CfZ4lx0i2B&YRS#9?aEV5IkR=s7Y0q9SpUbf(YK|Hs~Yhefe;+rua# zm_ioR$r42n$w6`sLl`m=%$QIS%znGW zoZ~&b=h1ubf4}ecGv|~&Lr-^2RaaN-wf0(ED+%JjtL>{@YhjSOe^MApg;wCqNAIA3 z)Z{s+ZM})y+QG5(hwR*P*5lyy1_;nh9{bd^5VD?W9{Y(V-&fmpH+8>7(|Kiu z3Za*cbn5eChM9F+i&#iLU!6H#Me_9hW5}!*?A9~&Sw+mfDgAB}O5r%z>@^?uBOhEE zOqPhcG(cYD)!Lw4bx`B>Im-{n;r9MYzPriwuwjq)!RjBiKuN=c_2us_hPaef8GREQ zVT4yw|N2o~Fol~Zv;Y~sDL(3nr8l0(y8fkXmr{ zC>^HuWEgtDC@;=_d-Hq_4ETPDO?>7Fiq(61g@@k)D~+*{n&iA%a*@iW709GL*T{}G zDuDg8NHsWU*+?#(jpJGgd*iKQ7Tr(08R-*w#*59Gc@A+g<3TPaSdyC^GrqAc{_BIqE!x*yg9&yk{C8Z+6DyBghnf|_Y15gojL$>A-d7*14OSbO3dN`@^uldFfG zS^UG;3s*mBg6(M~D$y8k3$)s-AO0W=f@04;xnmm!f@4PsM0c@Z)$F2!Q5XkbohckJ z`4I~Q6SRX4zUhMGQ}vD`_cVY?MAO&RvP}G}&f+g=2a2gFs>Y1h(sY0OVouk`!;aqH zZbVdhA47Mn9@tDx9LgClDa;&5_D|$;Y6gn=^Q0ZDDXG3nShQDKb+2>p}mm zccq_9HH@1b+`bnz>*wr!d}See%iZ;C9N)rq8~Ar9h(?P?fbdP}hVR)mV4`#Q;Ion% z;Cr`m-SXEB@TJ8P+2$7}IfPTpLhku3wTaPc!#V z0*AT1lAx?SPBZ~6?T`+vwWL{5IS7lY)Y(fj5_1CRfk2IC4KO;JH71*t2~?thUnUG9 zFId$x1>`K<%NO@n!y|oiff@?^KX`0iTyMeQHP>J5dJqIsrw2EEM-Qx}!>ta4{TO>hfRP?_u%hET&f4_zeWMr-TBB8G?Uq zw_B|p2Ao2a4da!EAnC(UN1bFcagcisBZ;$*AF^0u?m(i!BL9JtvxlUzb8(sApP2p@ zN#?3Nta({-)(|9q*dJ=C%l3R8krpC96v>{$^+OsP?{`dq%)=R9MEP_GPCMa6<_in6P?{J3r~<9`uo#A#Bcl0 zv*mf#G7&?yxH;p80P{VZ`<^q7;M;bW?89J>yIxM}M+0IO^LKQ?iGcpT|9U&`UK^?N z?@Sa91B=7t;*5iM9uJG6L|Ae-u*QG+Qi8+Oq0i5(v~cHl?dM(5W>Qk1FocOje-9TI zhq=RH1aa;o^7DQjFE9yNI2b8r_^(VP4)aBb`9jX`iMzo!98i=w>-a1o-i7~TCQOTq zwuZwe>7nBXbH3lze=-<|RhZ8G*Z%WQCKKm5fM0Kyf8h*VIn3hK#0c;&@8d_zOcww3 zyYnZm^U8L~n?B_H%;o>~c<<#m#ji~pDrLgyzvMIbKM{CD|0eKU!Z!YYjlh$1wAs;j zb~Dt9Pcu^do(D6nH4VtA&iMhZc_4tcQTPysJ}MEQtCGf_&1L z`aR3D7*^a{M5v#AG5dDX3}Pes4;c%h+1N(!(0N;;7vH@;-k9hTm%Co6(+qbgaqoP% zyo6-Dup#1TDJDnOK@=IU`iTovYC*>WKeV1*i>76MXB0YwjjQ22CVmt76>#UtC*cg# zFuoGG=(2RsefW|%(fUF|61;tV^non*eIVg1Q6wImo;OGNqKATB0=U}Q{O z?lUlZh9*vw7BHHMx|8cUw?+`2dfKt6R#}uO(0=hq(_< zXhue6+Jsg^YNW5NA9pKs-W_)0#;Zi|AE9}+X~8|PJbx=PcHTYMnCblPpj-{ao>_Kn z*V0N5lezcl+lW%gwwk`B`)~^a$E4aaYADWOTN=Eqr2)D#%=PY5C#d@AsM7V2kfKY1 z`Fsnr0D8WP=$ThDCuVOmbZ0r^D-Ui{go*}etnEEHrMVXNx9dhv*xwG*Qw|&#@2-G` z`Dw;wU^d`~%HML|qE_?S1XD0vnR{A!`;6~JsbUB$StT_0LldNgSACi8RRw2UH=j2{t>wW1-1eIj zpULfzIztFkA*g_pm=qo0`NU``M%xf;$*pw-@k8iX(5kfH#4Bvb`R z*x%1$!NaXnCk7a{0lR#sm^Dg{tn-gp;~!B5VTOfsi7jYWyk4kL`aBDG+)YBcktnyA z`)beVEfMgvb+}DqKsXG4=l;^8Askvgw38FZ)I(^ah5rqWN)QhpmquL42j#wd&k4ML zMN`CF{7)c3#MUf78cj|q!a=z?K>-ar)Cnq6c!?^Lsw%}uLNEZsSH_EBU==Z+cUY=+ z0D2#wLqPgf)M{j;RCY7w^x_o2+zO73iQ5_z)1c~ndnrkDeNBlOmw=qin3Ym}Ecoiz zeYU`X4bsD>IyYa5h4zKkM++)%z&72)8CT?jAaB#9nbCLI(6)@X;M1xicx@G8QTMb2 zvbk53m2a#EE932rhfJzrnuPv}@!0PutwGejr2y1SHCj`7sR|Q7kfh6xrp!Lm-*Sx^ zbH+|^C#AEkvS1Wt&iMCuK*q(rD%ya`#Qj#H@p3=5;+jo>iJw28GKZ1-GLE(OPhjBIXMxoo&# z4<0x2+hEUdnOE;)O2BE|v{X+o9N)1%tCKP?LEC#zbmLv!SBmv;HR3C0x4 zqZ8a?Y|-@dzQVUQ1Ox3g6k0%tGOI>n)WuDA z*U!s>yU#^Fxaw3w8@F(_0&3>FCLS8sF$}#-6vHlBZpwhbS95fmZ)Jc0Y?K`zlmShP zPuK0nK+B6*-R3k4G`V-qS(q(b4$J50ck*NEtmpC4E-}>h9(1f_-Q zs7_FlJBg|U#RHR)Vt`0<8bA@UAs&*c$C$dxF>AG;2#Tdp$Y^)Q2#rBVtAP$2VZCZ7 z0#7O2aQf`)^f?9gqV+~wN-abL=%DxrE;mw_FW3=S2VN?18&!8DKw5q2h)m;XIQXHL zZ&FqaT>ClGbM`WnvUt1h!Fi)HDAnzFcB zcdq#!$Oc~?n>Ah6TA>mXBfns3VOYR(J=v)_U@mu7Cm+YT39Bk4g%8$((cO^HT>oa6 zkn$uYk~;@J+vik8-g^Kebe32NZ42V;WAoZzVfZ_1md4A$<~jP$`2 z{6PEct3PpE|KWQ(R&_)Mq>ats`iAC})9>oO6~CPdnJab~b+Kz9GS@9*?I5PIpCcil zM&P$4o`$_^hp2tCCUpj4%Bor8){W{-^!Vm&MYoRu6M!4b1bl;;Y4Uw$Jebb3&o^UY zTt{N8{R=kqQvgE_P~N~OIaE~@n!EXW4SX*0v7LRW1!nW+DDWcTt1{`Y*9DZjm4IRi>w1`3OLXTbBhhBd4T9M@`` zxnhs7;8WuX7rnklD4lkt)aVG#KdK*f1?{beNT*B3!sW5wktzA=R*dGoHbLGV9og#4 zIKb4$g8}TnFyl2UW11=5K>PC=pzseIXJaXM?IQ3>cDelGOCE@j+W5lF(6aqv^Y)7@ zaDhQ*7%YIXHYDPh3#un$6B<}WAiYCD(4qjxC`9#s^|0vM!qZT$r+;L&Fu#=66cchg3%yxK&UgN>z%OPM}=ouNj55|0WHrVHn zo*+~%ESjH(y*d*1st%;Id!)5{3g9|rPLBkbkN4k)?nC0wa#rac*%q+xSyJ5-RR|Jm zt@yPD^Wfsn#W!B=&xgZ5E#D-`*TFL`-r>=zb#Oh>H*dXnD~xG8(d@YwQ~w|SIIDCR z=lKeUo)kYoGh&JlU_}EzNm@+37_EN`M(e+q>2JAAK;F=pNG6pa{9EbqWJ?OLkiO$w z-2yXYT2h~(c{e3dB!uG+i8pFD!Cs1?-VQgY`qTlH`Hl0@85#F-ru6rK=QxSVO&9M& z{x^P6JEvHf_ujt2u>TGyN46G>?{5I^t5=>opoCI*+@tNKehu(pT6j>y%pQnX@YS?> zLKo?(2Q7%#jL}cG$E;2j|Lo) z#OU@w!as>aF5tGN0f@s0a6jV7yk^)4Q@iG-?XbBA_Zun11igH|NjPOxLI^5qKbLBQ zv9=pJ!Vi@r@IJ|_2<0})H(c87aPk3s5t9Ej9@m*~OCAV%wKhR`ZN2uwPj^6c+EMe@ z4{yWct&=s5ErtcRix9K`bebPi_@!5}yi&U4(W$ zV!C~LB)_jXf$tiuo?}K-Xq``J7qF)HcNr1IkrTfT)-{5^UFd@=?0ZN6B^f*{Ad1B& zMBc0biVypO1%c%Px61{J!N_yrQqP5@fDvol(Dc~v-PZ8s)!;DdhvyGmcU*lneA?(U zDWE)W#?CIg3-HJwq4iI$UF1Ja|5V8Ls#_8;OokW}V4u7|f3QjMBY zoF1_u*kYfKwhel;kn><1k15mR$(jV^)v}7|Zwthke#i8;1q^}bsVPA{P8T=8F_QmQ z5)YL0oCOJtihF*TR|+U}qwcu72|h$m#a9(PqY`e)fSSHJmcT?e>kE(3nXhW1H{a}| zjbLx_CVm_es-EsCHe9L@41q^K+s%y$hQX(5T_bDJGf3dl)@zGvq41NS)OhV8cyI9T z(0-I|X&BKXpo@|_MI&8v_k`5b2?z+tQwcLK8FTH=dd&PP^MwQUN6B3a!sqw7}28<_sG@eid6hXb95Iq!J)O>zs zLBP(i&KIL`-O_dWm{)obbhYnj`JogD5}BW~1}g($0X1G1LbyTnl9~3^@I80KR-Q*C zaOsN8IQy}<{tY`ls_#}M2=2VlZB)#7e_S*pqABSfE&6`X!bEv$W9p;MJWrLa>G5Hr z2_Zn`|J1@fYGE4-3C#RJVXe(4^)|-*x(tZ|WH@ABH5gDL@5O+|1xS!Df?9;@o#oSE z)9Z}%?^T3)Jmruz(3>oZ#8_(FdW-irxd~{{&($ls^mTiP(B)}Urd&st zgb7iOLWQH88ek*Ufs#R=k@6aCP%*}KD-w6f@lpgm7OD9t65_T;SZ;+!0V5Z$Ig=R*N)-q4BQt!U!F*5w7WqPs#?*^`^NV1=i?iF(k?8Se zLTdX}fcN{7h^IfhAf+tW*$nT~0!#Ly*walwtxIbx>2`@D=A|>}f>TwK(RGAy!e%z^q zTF>PQ*VopAw^CXAlpFaF-OpP!Rk0fCH*1Jptto;1A)AAIQIdw5?~Gui7vnVP`I`y{ zeqh$8y-fQUGX!k5F3~Kucg;NGI%uZig|WTSwY=YPP|IdKjKi84N!kdbdQ~4+E*ieBobp!=V4-^4aY< z^>Fw$OHie~9=J~$@02jDfx&w>c0WTehkA$1MP3IVV7zppek^)nQTRsZtwY2%7k#-7&AtG#-TLeMIo=Ovqi8}TfS4X1^f5+??&gg)zkC0k0x|HGvXrnOWYyN{#a1sE0^oD%{5t?j zcJ-kP4p(J|NSSa>^Sk2{W1NeH`WFlV5QkA-3|d172>&E-v`p!Bs~V#<_P@*X!NvoIAAse@H+m61#NxNb~q10OFq#5L%+DTI^~RhDxFQgMh#Ra{t+W zr?!RMb3ST7sB$_CS$Zu0R|102uYZ@jf^ZX+G8+FkkPChDMj?Z+WOP zwEr?@?wt1G+&91c{uBXd^ocvo0T_Ab0NnIts1qCl0tfJ)!dxGxq<7_sTPIf7xNKJZ zt&|D}_~u*(b-V;V$($}M{dr1mh!+NPy59o8iDFg);XN`#?my1)9O43pNWi%c>hoNj z>3n%Ss@+Ith?EZJ_}|@s-q%uiRboYk5;&MI_}%dvzMo7`sE{0T|NZIs_3ALMkgl7+ z(Ek62=jXcFEUTimWXSQH`g8g#r+@rHprXv|Z)}a6FKNAEh!hIv_}|svW6rnEd!g;p9BQX`&jPo{f46W0f`0dA4`X{-=F?|FW8DY*G3aV&i|*!zr5O6+}F5dNc(fH z^Z%y=glfjjKIb=P_TB$5v(Na4nLUd!vyWuV?Dzk}%>Ec-X3t{G?3XZR_Qs5vy#Zrp zKZ`N5r?u7@fE3N_6G%eAADG#1WX#1UEg@5W(;;MwNm3LlV5n|SXqYs<8oDVH^%h|H z`E1NWQ%dLF+q-&i7sEh(mNMU!BJg`tt)AXsWC~=dF1j zF8nS`-Ff{>2ngA<_+}5>g)u+AF5$a$2dut+dCPmJ5K4EO+}mbT3LA=E6g#8owTjXF zqRva``Cww5zP>ykMi|euaJ+ySUno%VXqp)jOi5H|(m=xqg7KV?qywVk8S^&5^^7-# zDdD(~l&ooj0TTFqnFzi6qjsI@ZG^PFCdYPeuY#L}5(#^^HNX_i|A}Lvw*kV9hvjnM zjPz}-%f|{~#RYdh_Ra!GxNPvQqrVo+?OSgIC!m@5=x)6kb;;1TMLD{kI|ZJGOjNz9 zg}|A|A%8;zG<4-!i)=9v$;wq6?wZgF!fmbJMX?~B4FjkQNM(e?YtWfz zX$(-eK$;FLIRDM~rvSa%#)Rtg?7+H=X4t-HL#u#L8hBA|_AKbsjm>Q~L$k;;q>aR%3%AuJLP|w1?qmjwPKb*HE7IrGHVq{LhbV7jvG}jHfq8V{gR470K zfe`E1o!CN2P>t5&Nl~aAl62{+bWJ&vDaeML=??M(;wF#)X|$p#V*VawYXKz z_46FpNdZrTPwq<#Q4vXUaQVX6Iwuc|h8e3TA~jAwnVS#azwJ2oZBaX%ZJi-=lBXUv7R@_t z)LRFiNd*vFGlCKV`J_%Dde|F$L6g>)_mN=kAIAJWb3NToa;8M*c{1eN0E5(lQIN&} zCYlqxmkqowqcZ|A!f5mMNBiA?C|y&W{KGl(>YYdmloVSejdQ zPb0i?mR{PT$N~y))JHEMazpb_s(h+P(9<7Lx|HAqc-GSUxn@M`ut&S6K4pWv%C(a> zzh=>aq8lx+;^gX#jxR{ep}rUi98`vI4Ycx~hV2?Hd)orlCkId8>?UQ|dK9c`;~ zr48a=SGc(ki-pz=SNKK*hQYqz1Yv*f2w0cBG)&2^209u^Mp6w_lw2n?_7uZvBd=Zh z7Hz;dK~bnS#C3QBtpK9Rcsn6bPXP=Q7BLx)k~A?Soe98sFd5G$O^7^KSz_C= zCP<~EI&$E~d_Oto8+EXnmBQnQN-p`SUzeU<-wFW}x@EKjFhf3V?8S<{Qb;^kJO1$Y zGT?5^A28G?1Hn1Pj@oNlAW!+t#UoDl;ko>orFz--pe@Zk{KRA&|CG)c5>Az{@q@X$ zYgQGSai{0q!9cQT_jKdZOU+Q;u;AMQRE%&Cnt8eXa~+tIkHdKu1eM{xLz9?}LJSM1 z0ii{SP)pMq)CT6nEz%_Ap$$P=Cyh9?oUpi)zCzmz373K7U?z+kvUO!#kLmO62{@H0<2U-=Dj{s3HB~?Sa!E+An<0E={KP^2tMCFzCk(- zh>cSxTdSo*iswO}ZIjYb(aL)@p~(Vm)dLH%imPC5C!e1^68zeF>jrX>Ff^&|O6DP( zItZwq3+p56p{s2Bp^a$nszHu(+?s?V?g_Z7F~ql-bo;cJGtX5f!+zaLVmC8Cczi|s z#TD%`n93+vy>jX=N^?Wabmez(+h$;Wb{9?GT~rPSr%bBcv9%U@WoG7f_*B3f)O*^P zSp)kEttLp`XoDn$K<|f(17Ork(UGG*CqR1D@YD+q@etrXXXBVf4z{9bv9p@)!LA$4tTFl`r zXx(oVY9U(>wxSK!Ht?3iE$*~eD${DAD|lSwOH>fL`QE-)#i$l4maWqZMFlADz~(c7 zpDYMWZyS?6QIi=5)M@3Nz?rmy-8Afvq$kb=TUv={r!kSl5D*k87xjGDTO??;eh(Ys zOh3pg->n0xzan92ZPl&EUsq$M=9JC&LL~+#QmnlO#tI(h%|(LbTw|KST)aN(%+e~TH*qPRU&;cC$k%30d%dNo6UHPV zVbdal@^W7!P0zD=83K!wzHje){XJ($B`T-R^mMyP&>Qe+<`+`%oHZ{S!*pw5g!u4=YePouAaT7xj zF()X(=Sy{3dp>F*)9<9{(t~;ac&w+#hc(8;!W6C@3P+n6B14?=6QE*T_)uAFMrUF-cJ_V+9v$m_3)%$p=ePG&ci2& zczM1_gBQ8EsmqIUVEQdT`MBb2FqBn#)HAUj);ozGaZxOQ@nI^0SN$=gws24A3{=94 z)c zXnJma`Ey+ZIJmDAt5Ix5C83jd#E~feTEV03;@WcX^UK>f{$m-)4)DJ3t7!u9?}Z)v zF6M(-$KWkTgF28b?v0Wg=zs|e<7x&h)1ljWdh#BxN*drcWdQ76HJZS4LyZBrCF#yGYgfb^r1#}BDj!vu2TB+&|u#_5|~hL-|l z*K1_gXTr6&EhjcSu7jsS(zUx>YC⪻isu67VYT0id0d33)3CfzX5PO_>7UL~`G4o>yJJMp=$u1_6^c|?yH3(|`z^l#>uxHZc9Zr4h{_+kwLR#02>SPpKI9`0sa3Ij}_=(y&pa=~O-Efd1 z{I`QP$xk$Ih7PL!wUEDX&$QS(HDH%wQMzXGV_0eB#CP>)HTVR$hgyBefH(sw32pye zFdQ=@-t}@L6q%(*Bg&*{#EHM5CDe97oF8Gk%!Y)ci)9`N_*xLm=^8&}g_ zA#vJ_0s^N#icGzj`pnuu@1tUxdg#`uLaUX9h-%tt{ z{B}+9#OJN|W)Xaq!xY{zhU!S{sCYzbZWO@$ALsU!31>mW9=mi-lQ| zI+s^p3WWIBai@1Eg@8=eWWNdMEfV8>hap()G$5vL75gc4tOgXg zUwluujE3A^`;Q4o^tB2;uA-t)2$Yh~?sC|maxuO%DHW1eeZ9ZxD-sY-l-WE(fH#F_ zPjqo=8m!BI?y$YK1R^?SPxA6lfmMndA7QiUlILh>fJYZ7NEFGoG*{t;)^ zLFUYQ+m>GcoG~TtZasfLk*66bi%PF}C_drxeaEC)IA?q9$@HjlOlZP+$LdZf8~LPk z*Qs0yYdk8s*r*6b zc}y-gCx||7==0Q~m3veECLmD4gI7!$SL4Je|%s{?)+`$;nP`EZuZ&yvXjouW;7 z%SOaQ`sYoXr=M*HO-iBfHXPkeQbh2+iE`aHRwNW!0?(p`Vg~%Y+jQu;UJ-PEcYAL3 zJp*($NQ5{hH$xNed7g+ZRj}r+ZEdnx1x*miGNso8AJhqwmlWg8S)Yo~&!6ok%yWpN zc)R$2M?l#1;N-IZBOq}7O+4U$DgPuO@E`#}_&+Hi2-6A(xrjD#j^zNEzW{iw%9|F% zpL)4)6bLxqgO@k4$gl{+DkZi^77>IdzVY|AlHmNC1DJ9M2%PW1&o4y<=AbL)>@_2| z%^#WpoHpi zzXeb=o(*bOjTIkqevSeHM>&B*0Qsf<6K7OcLd%l}ycZS^&7l8N1%$-?d4~6P$P5AC zuFl~y#s7YL{jWys8|QL$sFwt%{YEqY;CQM0*G%y)jDR=lUj{v52Il~()Fn9mjze7F z5Fj}F_-DJrB0XSFzCx)y&obhdcEOJp5Y*S;|9%I6YE&)Qm6$hkNCr3O{J%SXAOAgr z#-+wX6%?2Y;CS$G6c9N3_%Z8|Qwo@uBqi0A&ifAv8uS%DrCy5L{W|GVR5 z)zxP?7)<&P{f|CBKU0q>Ov(9OaM#0_Hv$ZKUj4N_;04=+-$-Ng9P=2|u z@Y1CI>VLoc{ciRDRC(SfF$BQpT>o#6?=@SM8m%+r_vakXA#8960KfdqEHY&=T|l8< z{-Dl~@rQFfhd9F_5^w;0`g^*dXLR${*Qd0H5P&$x|L*#A&xmD9z`rX<{O)+JTVA$& zRr7`_s4x}%-SM}~@8k@ggdx8_=Xd%y0)X(}3Iu)FH~(K#AgIiiQ+t1_2?S0xJv0l? zgt?io5MoC2YUv!O-JLZc^8hu=idw;UpTdoO3RSSHW?*LxT8QMjFLQo51DV;`^VWMs z6hl(bm=)iQTEK@Z@!_@l1eoOe@aH#yG+*2GiV_LnMvCt^o5*rO>lnfWuzj1VI;&NOfVPda5>1v=9c&A_RQ zPj@E3Kap8by;?=YQ5s(jn0ZM;Z1?}N+&Hmo3eTK^N?1oSx;2}j`O=S;OBhhtW;?Li zcAx~5_e8jHmsdjPSTe^DGf@;bX+`)qfuxys&tbH5=uCbX_0=X4BDaPfDD8}dLH`A( z_8}uTPTV=NcV-Q2K5Zg6p}H8Bjz51scQG5D7;c(U_lyN$7q0Zp!we590bn-6s29|r zGjLRZVcate=pN?tWNU)zme)-Q37#uzd}(YLhl1KSbJO7oC8DNU@VGbWdG z!BSFTA2V{I5BWzPLJ4fa_f4;&7NdfINZHXNF2(R|N4Uvh)ef-hiQgyh8VN&B$38Kz1`)991!f1#XLVzcn}Jg95_k{wOUjJ3Xc^A2W~3#w666 zUabe}`Vb(ZqzgZ&F$-Na`npkamdZdhWF$bZF%sdJ5pvr2rFhMjCDTQkRSGf*grph&5WoMajC^c8Gvin{p8|E zB`Nv=+%;98o3ZeVOmH2L4i$D^P3eH^e&qR)sm8|%f>IpZ!_;Rxr~RyHg2OIT;``;} zWg;VR;Y51n*2es0>2P*|2G>l95;%&4`{gLXNN226Ky#jGd!A?|IFO3XC`mXubk|5l zjcQO)yRty-3IdRnB}yoa?3|Xcc++J#^zqhG?>X0igqKB-Y44ELG3jJz1I+*SApIbk zYkyW;(HepZ6#8?2298846pyi<-AYrN8Hq__M)F*p$=KJW+a-pxpkgG?N3UbvHzih> z-?=u_(QnN!=*P7&yHv^$s&nkCaT8wnD2M zp%Iqj74NaZj*`eIhXuahHk8dR2Ho6Q?8kdb;E2_xoP~QzAwREXMb@nb06Tsa#YLg8 z`>8RnNK72;7-;Fu>WYDkL(Bc;<~)FPA_6;Bcou-;n{hAn;)`JW@?hKkE#=U&{K~iQ zEAwH~qVQ>|iN!$1y}H*j0e%E9!^r^HMjZx_m0|*y7R>m-1Sq-8h*Jyz6I*B)S7?|E zltYpj5_`h(5~M$~V0dSi|3OqF5lX!^Efq7E#HJ4x7lxF92&G6+3L_Wp{FwZ?0518m z;?C}Bh2D!>>s(!upg{0Tmg<895YsI6yr`cDk6T@$l_DyD?|X~m)Y@`r@b@#BGaF5~ zr=&{qWh2m+mJqaXO9^~P`g-WYMpQZ=Ep||1+9(K-6LSrMOayhW0~+Al$czV=Aw`W3 zA?xY;2PHEv7Rd^@UP40ClyMif?ns1B8;{Re-(Cj(lYE~(Lu-#u?UN#ptZE0D%Om4G zB}?Jsnhd9{K}E1Hd-L=z4D4;3nBuJJkOJ8%`S)g>Y6g)Yu6?^$G0>qfM{lf72%LZa zlItgL803fA$c|Ae1j%#HZKTypVZq}KJ9sALL)X;F(!(d!!)BkzWS#f|h&n1iia=BD*AwKsA)1E7 zaMJMUGaGg@8B&vV$rP!4NM&|;_z>sF}1%um-9d(0mOXG6rq zX@ZXm8X`7Gkk$-F^*4Xc zyift3_Qbe&JwvH*a!WF!C7C1C2`@^rS@kbPpPp`VGb7&hk=uGk(Pt$g_tSLs$D)Vu z%|knMtRpG_d}LeMy0bz3xO??+%>1LQB9P#sOQlG$;OM6P5`E!FtRnFWo*LjkvRATq z3kxKSQ(pXZ>I9Q=%OxunqhXog^TF?|Xh<5*($6f7hGFZ?gp^k{!k4R$;_5Te1l+MP z&BCz;&fTy)O6+Wg&XHE0V*^+aFd{8GOd8GTNdyK1_;kjxI`LY#F~|P3GTkmyB^kvF zGp1dvY2Z12IWd*Wm~4S3lmbCM*zIrG>}TBw2lk$oO+AR_^Ee${zp90?eyRmCG6D2s zF60i|++#Rc43VyD51HWo&3d;w#(!xOBtPJ0{R}9BnKAo{k{*=8;zbS~YhIRu!GTNt zTC)n_c}CdI$@OT}K@oy56K}>&kx}|+`Q>9OdSz}N=#^KUHwdhv6(U^CY2xMyb%J`n z?owy&pBZ#%#{kUR8ASyPQ{vEr&-dNP{#6#6%PXPm7tx`xyiFvt73JFjJu=j#sC9qDO9QH!68FD%g#`-$kgP4=L zS1u4}DJST2dD)!=IOMWs=YcuZaO-r2BM%a7VASdW8v>3gPvjlU*I5zA?+q$TMrjeAa_`ruUe_X|gIw^RNN70RIPP|-1(84bbDZ!_ zJL0+&eh|HqNJ(Exm}5XcakzcBs6s9@Z8|vheGm(zVhSg1e_aiN>y)3pFsuiet%?hb zHkQCFVW)$K?&U%4?4J_N2yiNDw)wP~R6uXI;+av>bf4crb34EO?B((-Jv&Y6e*yi4;fav9hzOG5FaKWi4w-t$-TIG+tUT>{~ z{c*%JhZ0L>oYo@x-FBTZd!S8^%UMkOU|s|@Zu8g?IC?)(Mu9*6l8d`^S2w`%dDA@S zO)CK1u+0+U7S(X$?6#_cQ!F^9R`E1w9)<(7@1|a?>xpN|9T);yoFzfw zBP?j(Wq}=C)|(I$p?O`qY7>}hB%5g@7eK+f!YzGMY9XGH2&b*c>KIAwLO9nb@La(m z8%!yMm0BpdHZAUcUm=Wi+_)kBE(>Oa`;G81$_JrQ)jrLuBVmKw8@r=Y3DB4JQPD-T z42;E|d#VH!!JB6fUYqdOLhP26XUC3hfsdv)6i1fT!Nh5)3m>=Cz%7zcQD#YyG^G~; zS_HMe)>~8kAe;-{{DMP z(O^EFe4>`YWS{tgwGK?ND~8T9Bm$TVNyvwHY^w&Hrk({m-Za3P$%kV<;5@>MbmS7d0!v4p&hg>) zgM*9A=Z-k&3*VoeRkR$fR7?)vves{dmtslBpvF%IRlC06ydP|+P?SsN<6Lvzj7|ojn)rA z;{K2Qw*}(C!yVw|qZFuIo78sOJNYj{(B8L?9MwZ{1lxMldp zaqLDm2z>eam5mw0lv2o`6~T)%rF98-|4<87O{Txe((Th_N$)q?F$5ta!m^6Y@Mr>I zr2CBxPlZ))WDZ=(L`51^N3l#h7L@SGpj%1@)QWb-G#E94Ey8`1WNP6Z-)z0|LA2<) z?wqMFkJhUZx!!ZHKZNX&jan7kV&HP%T^m9v6P~@_*VUPu29$uISv@#j?q0JDl@XO6 zUhMW9$%18Z?-P%!bb#8)ukv%kFphD9Utq6aGhCq*pjI>1d|E^_8L!FEVxB*<==IJd zE1IBQVaE{FR}%i`r@pe3Z-H)7kYw+Di1yze6MefC^d_zy5we&CN+(9@ZA<8c5BDw? ze2PM)9qV|7x}&ww@YZXRa8UuAFP~lHlU)KL0Sk5tqB5J2pvUdUVNuYzbVsQE1ynFn zsUP?5KsMwkYN+?B)Io-!!hD69jo>{^VWui3SXi3*)IR;u0S^>vZZG&+2V7#u%-ip` z0yR%Ny_)Exh-ccw(SlZ-DgdL1#Sk>mGJu-5wc641g^m@(_Z01bcQ~(NQI?%~u#TA@ zd=j&%pI*qK*YSl&z+X;o6>$A)deGPO8d#S>dc>B&fyGak3!JKjfEU&U#4c1`&`uha zx)&9eq&dal9E#g5OL+XBIM-=h0lHa9_k{nth(=>qt)`Od5-Z8b10@P}58RVzdt z{;qXh*k8M&3fu+v+}VQGcGP;|S|`-nc~#qaHNb71>ESxlG4X_&zdZn-K2l@99&9lE z#_wVWCQzL0tlO6iqmY({sYUIXA*V%)4?*^7I-Qwx`)Q^IIislQ5kyAFXy? z7?>yLW#RnsGbzE=0C!d>#V%ObKoc}tEE&QHqd;(*sgDQqJXK=GKR$b=o_hZ~fcZ#E zx7Pmw%v^ti!yK^Sp8zxOe=wBn%(0mBO2clhYjw@KSZ zHqZSJ8K!@D{zS>?1E&o1hXQ=e@f={B0}ONe6aM~}@?CPFM)Fk9Fay;g8RA@jc>Y(n zbViMyvvdf+#yOq?Omm1C9KaUOAAB)A8D6z&6fA3XP-R3i%lVTi?}UY+&61z|DihQ@7uqHU;9n`dEp@dKXdqR2?Da;{5M#i zmKoZ9e|Y{x@gyEOL4$tgItr|8S(BNUnI|2Kg9|8a?Z7q8=U z<_Dl>;@gD7x5d&RfbqP&9O$<+cX2g@J>_l|Qf+~J|5pe2N~_`Xey73xP9+eE`K)us zS3p1O=OtnEdVPO&e0Z%=GmIMk&E|*oJ$N=sTQt$_E=Wfndh$p+0p@AWdUK+p8n%8@ zG5Jt}o=%s8h38){hPwrBY!BZiSopZYM}2?=j&+KB@6Oc0oF}Gpo=h?)sP!C=CQ(Te zGDQdm5SAp4bPl?A9xx*^<6maPD_9eJ$0hiV2d^Tet7ezjoNWXlx4CdYAqOtsg`Fa0pO;!BK!m+!qC-n1Oit?Mk!!AmnsU3erm$kj z`Z(75a7iOLC9%`*U8;rm7R3+mkFA6EfwyzV3t`57e@vC~8x7*jw{@=Ur$9VS6x1nL zCP|Ewb+Hv&XGRP@!8cH1lHNBao}bOWsgu$Oe(!qwH)mx)@sxEt6N?%_#rQh6ml_M& zMKY@r+nV9Yg^AVkZeoV*%=70GGmBy0(H&>nJImo+Y1@AO+!E;998#)#xCve?^xH5_ zHxtgUG!c$YxDQtD_0~TgB}3xEsM*hMSHpXI`GTk6H8A{Z*BZU6=m|OINm1hVCI|{u z3hb6_0OPk6>}`$p@Q_@{iKA!gl@%&2n>2`G4~MbW4YY`sP2?LAgyX$3nE(Xz@k4yW zn)uY^IYIm2N`g0Q()zV>*gnC-rUwtp01X*g54C;h2{>pXHe0d=UMabxf6v2!xuj*- z{@7A@XT30hud@iu_>YT9wv7)U|b_+=0(M&%xZw^vz0~>n=pf! z+@j2gtGqK_uK%n~5cjID@y^g9yapz_Ds9)x ze8~n&%5yIpu6Zoao!M0fVONHa7VW43D#IeD0h&$~e_^ezfzyXA|(B^DIHl%vnwEH9%}e<{(=4F;Fy@2)pmj=Tfr?YMkW5b;O;Om<@tHB+VZ8GFq;ii(s zEhUR$aFhG7bO62lB1k4YO3wyTcvdCkgOpo-MiX#<^qm^LAr@lz&Z+%;5CEZ8{_RVx zg8%aDT+uyQBMcY7t~?{3z4F6Me~a7x9zjh|{PgT)HhP7swK;_(qAuM@GBql~jP~rD zu0c>9xKfNXBW4g#?GtQD1F1#~pcTA=kaEAe@g#RMsK1$QulgVv?iyL$R;Xvg=S_Os zvYu4a8OO1h5k@9>^cF$u#qZ4*zn6lI`I%2VrIm0ic%a9fy9!R7RcW#?YXv7ReIMTB zcvvHzxlg3xCJ2AuxIKG)2yDyB@w>mB1w}U&xDKzX2JJ`wyG(bWq~rMOn#-S}XXr!q z!}S;0&{w|;*ek${d zs(>v5MqX+daBAlr{`Ba=BqW^px=f!P3PKY;-XF`3fX7+8WUQkrVgK4^eWTq=K-1Gp zPk&YV=Tz@F)QbO7gq`E>Rg5 zbr6dVv7`3Yz?3JawiViU!|@}cgKka15L5GT%;c>XK>MWk*MSfp$iDt0=)FP%=qm8k;h1|CaDorVCLg|x*l92 zG;ogqIHkn0hU2kpM7$*(QN%FtMQyntjQOm^)9Qim_00QztZJxr;0{zV#&Jh(rJvl& z5(p}fzF8if1+OSR(gRp3Kt`}pDdq9|m4b1#u(9>d$^)TckV#4G-+&~G`RLji0Ebqd z5b+&Z1m`*qm`-0%&H&07z&F`j5s84=fmOGrd7%_zXJ2qw9s)0va%qGmL3>*=lIMY( z_K~LRg@g*4n8cBo)F*Z<$N^KO7BD9HE+cZ_CM6Nx1p-FrSEbFX{|lfSLn^o{G(j0z zotx$0MR{Bn!$A|0@lp)d*IkM=7Pf->=T~cma4NUx&JK@_zbE1s2EV-#kbnzbP;=QHA06>y-Mvku;ohg~Wo*)w@HO+&p8ssS^tn)nf{n&S{r*sa5^o$Y{FGAoj0A`~5eqIK zWx?CsZ$B-MYXIIpUfcHjp_!CaW0dio#dh@T+vY^dm*xu}{87S~0(8)0IqcZaH!)SfN9KETSa6j> z$QmJbmBPJM3J7$dL#(oUKB%p|TX|%l`VY&Rv0p}C{=ja8;ec|P;IiBBaq{b^B|Gne z`**WTGpu63aJcRDsb(Ys$_syFS0dqMO-RDbZ>1o%_USI=D_EhqPV0gD6BZobV7*aU zts2Mz{gZN51XcJPrcO|=-82~`qWKIk#{fV%_B3#E(1OU>TJ5P8T@QD@y;{F1KLK8h z{dDqBZaI9@KGu8DycA-W^|Wo7iNw%#_I}G|u;9ahD9$K#JMO1)?fepmNKfR8cP<7l zVddLdef6NRK>X?@?_1D`@LbU3aIldWeag-w48lmuTmMQpT&i5rDN_VdqA3#){MrCA!+Ph&-}Dw@U=wLpH4TuzT%3GCC`vR7|Q zHGJE?zfQcT7$Pq;y>&;xPI$Rw>+1t8aG$E!zX$#v8tOqF5io7cX(O(lNSH$rk{Up5 z&f98<6Xl>?v*5zPm3SX?n=A-sw?WL-qi=5rS3@& zUJQUr0HNMPN=P*VP0Y##agWTG=f!G)M?H6xm0b;pBpJW*n%xTTeOFt3OvLz8G%B%Z z6btS)9Y+^{V(@==I@=J5acPC`qee|=f$i+POvO!);K0zGldFHnfxy$#??!n)K#%qp zPuoPwU`Dj#>aD2kb}>n{;l`?Ja7_pZ+tSnYhlN$@m7MUis6=3}3a9bb#Oqf$ZBZvw zs7ak6C@mm-&)_u9nxK@ik2=zXq}e6}*?O?Y161>|$^Aoux)=q*Z;92==Si#$<}ivr zS(Ks=_9q!dpBD<&w#Pk7K=z9L7&Vk^eo&WxE7<-%oM`!86XPERZZCPN0$ZXXPI#HZ zX|#ednCkn6y#vRI11(dgtwV(cKhg!e5&D9EMPA-piv17GyMuhS^!fE?EQNM59@tq- z|Da2ZzAkl4d<$o;Pl+jUp7IoG0~Jb9t{l23k8&35nDw&i!?SvtP(H2=o~OHarMsh) z_EJ@xF_Wfyc&|H+FVG}Yli5?ZFhgR-+)iE?!D|2yae<6*RR^fbp=$)l;(`T zR0e64+H<9s;5cxOa`@rc1~|Ux#pWAt+o8WXc2&ZLBlnlw#Q69sScR zpqiE@_q8M_p6+rrTKNKrv1D`MLdz$LAUBO^KOD=!E^{I$Rq}n0Y$F}->vCbuvKpOf zs8D0$Eo5#IPy=UTS?{MTX#tnE!_IA}Aamb7kSnRT0-Sh6R%V_ng-I(PcZy&oc+aXq z-*Jyx;9RD;cEphcaJI@U@r1{4zg}`*#lpw1v?VIpcu_S-)Uv+xHI&1cW2%Z@FyCSp z1ty`=c{xzh%d;0G3aCnBIqPaDU%4<(Bq<+ zPV{x_H6m(BL6Qv(AU2pVcQ7FvN-a+#AF>YI)4w?JlvRUqzhmg#R>PMWGuxe6Ph-#lfZ-_iW={%QlfK{~~^S80%d@{+PxP;i7H zl(VP@SqsG2m*b520h`@pZFUzzsgt2yvRV#IVk*Li+pip4q}l>{-8N6F?mq$vkyGx% zz8SDy|3aLvMH*yLt&#%)F187Jz2R(NcOt<;3XF8dESx5Mw{RDgp>Qb1}hj$@VmHeapm2Aye?i2lA0s=N+4hX|p z{wD!}=l=r%fdfEt06F~m>hc|$|CoTl0p2)(9IlU(1TnpPgGI_g?3vJS(0{#*{-`kJ z06QE2{!ajw!cvcV*l&|#H9LMWA^PX_xmJ!KAaE*JIerxT+1~=N`!kj%=p-&40f2D`2!98_nUs9qYMd=P5`g@N1O$_o1*_7r!v9a#1^1hu z_@@K{sj9_I?LUP^0?7XmKu_Of&E?hn7X%JweGcJ-LnQdqev0|LO@%|pcXKa(sX3BB z@(;Ifa_-}jS4Xu*96txZ=MWb-L;@ks)hCyZ4uoQD``&%+8YAvM&ia3M{r0B?KiHzZ zU?hOb>_0!VJq~f;Pxm3QtRV#wCh|@jKZ_Uv0RPkL$CVJXaiDzh$oq%c?%(adblr>B^Zp1qf_gh^ofPc_vwYsAMt}joZh#E*Zv|5lHi-zCji zGvfMl_W$p;@4RcsI|eNVIPsO zo#Nh|LJ82rJH?s}u+n(e*5Zk$E?W`y4sr9S>c#bi578s-^yj^aYl~ohG^HUU@V z7uJioM0i`J)W7p=B7A$18z6i$5zIX!RGy!y1eV;j%?S@#@MEn{?_~>)C*S zNwZ_Hn^8HKRJr(nL22h~`Pd^uHkL$M)JLbb#i~TlF+1}g@k+#H%)`%{G>;IZGV+#8 zBHo@@gK7F(qGp6wnx+35-3C}Syj_2IJ4!>>jV=n&n*M461C0#SSd3e9n%c)zFi=@Yzwh56&x>3+PpV91zNq{ ze0Kkx0t;oIv!BnxM8D?PL_I4OG*sO^&gQLv?N2wKc`yb&=r${*J!zw$kToi?X2qrH<0p?`dGwQoMZVQ96v8eN~(98dj=RZSFqZih!72TIV^{YAB11 z920P;9`^J&d{y~`702`Dxk`Mgq6esnSV6b=v)1ChC~2B(E|YAo{0E>#0a!5>v?Qpa zJq>8RG9%_(voAPXRtr-o#eg(u-JQ>?+*S>HWMpp*5-0(S7MI}`UC_#H)WL032?u>_ zaBhNwyNDZ4*_mKQ<$IB#9~C@_XUa2JK3?HQrl=R_?s{6i@9G^`anV&_GghSXo+UNU z??UFX3-Rk_p;w&AbcD20VW7GDV8hWmNUD-i+1_{-j!t}jwmh;CC`FABbAq30NUBW5 z%nBv}C(0yrn1nFFsR%SBetu&M>h5lU%z*ljMdK^soXur)k#B^bGBanC+-ZQjMTW{} zN1FEFDmBWJ&0(Qz+H zUR*ZZiM5#9e=Y~ar>@_&Zhj>=_FezrpqUGl0yP4(lCSffgs{@}aAbA=`cGA$v2wzk zts7YMfZM`~Fejz8FRKz*pMH3HpAr)f#OZ`ifCVF^$qcv=aF|aPJSSs9f=c9Mz&@se z;o$@UbcL*<0Tb;`m|^{Tvi0k7R9?XA|G5aRQ57v^5Jd_)gyzHg*DLqL&2NJoUDHxu z|1c2V8F4b-WxCy<;s(`zI28=8j`VBvSWaRjn};NKb4%^U z#2=YYTvqeP{YF`OFGQ*Ai@G?Y#GvN1Wt!8{kJHvA4Gm+`vTKE7!8zsVyKu zd6b`rqiM63)m{k$j|@GVuxr7v_H<605bs$;oAj(Hg({}v`Lfi5y8;6&i1!y@%^h6@&ChNZ zEcn$0$_`V9_MHg?gQPEhtBN8ZtLNM8E!%Fx_#0Z!R{t!9!1Wd@_R6tgO8<;IdIu|E z&aLNb=N!f7^{E}RJ7(0vv+Wj+n=m0rOJrIQW|Wr$BQ^V8^$$W4$yd74!vI>?ey9RK zH)CS$Nkf^!yhga3s{NAhMmo$~z%60hQ4ilfc^)+0juk+gFy-sk0(>8(Q-kZVGUocL zKnWxo-o?^WmESDzwDmf9`DZCeP7Dbn&a^_HRQ%nYR!?E`KKYjl(OT|`ma{udCec|Jvrbp2&~vI_PstA zCZ>kOqqo5cxU>xqYiP{VePC&qejT=-z6sCnFuEQ#6cN_F| z9xrUNN`*ZqvP;gLP6po>(-t3D`2-r?*fxn9U?pXq?50|*(3a0!HQM)SHIzuK+B=N> zsdf>O4sYy_Bq%hTZ$zR_3FvTA8y#R>#An-U$<9CF9}3&-Gj41S;Xy<xGX`6Hm35V}D2I;icSS&`j38yOz5R`tLYcb0uZLkISJCWz3#}!sj}zjmJ{q zKxa&hDoVH?o9SaFlV1i_W;wdab86t8(GicNs8-O=^B?b{$_CpPS6Ek{vO$;(tXPqb zbg1gBC^>skf|SxyV-memG+|__4gETqiPv1FgeC)^CQ(cS>~Ad#Hy+(m2YSm4Z;t<2 z3Fmjb8jMY71^&V%e1%IY;eqEFof-2gA!}-FXbFM$*?ptOhY&ysflAv?b6Y`r!fY+g z<9VPu)4nOC_c83(SZR1x`U&g|tFk&MQv>m?)$iAyM2YtZv+yJgl&$$QDGq_`2-p*r_YCw%^`JJq-#c)1c zUUPnNJ4jSN`8g>17}E0nA58Gig?fcivv{ZFzj#SSPs5Od)yDi&F>6ja;J)B+{d>|{+JkGuxqj)FCjyBY7>8&XU^0SUm=WKZ`O zmaZm#T9cj|^+1IygD3EcYCzS{&pMnP_l*T<29vpE^c%sro5!@92NgDskPOlS(5F@? zhK|O>6gEm`pUYf4+4=$!Pge+hKO}!2R(U!4`&|!*)q%UuP4|lcX}L>Jdyx=irO9`v zj9m^5lZE`oqta4e^RQ+d_J`kR+SCufsDPP!dS$PkuK`lYyYZFd0!1YhMur7!v@T|#T|T)19^E$>r*J(2!m`fFK6n!h zwNu7#op&}AURM~MiEv{TYnrw#jV7U4>3iC>V(MpjcT3fAx~AvKNF>|&nydq0;t+H5R1rv?ivs;TX(F; z*J*^k8EZT;)+EAI#pJ?q{5Z}QuK8s=p&Z6Xkdi1Z@Fi^bIi+z}8EpRx=K^pG;$LlY ztPpGqJlA{rI3~g>3ww@N+^q@5~zfpn7)ODK=o_ov7q3k z#p0J1RbWnelxKl5LqI5A>o)ZM1X_>9e!V|wD=J#$HJi9PpMporI#N$4MS+0redFGn zx52S+!lFahazVId!i6GfRKi(tH7D^FDsUX|UGrPC3P?RW$26?)zJ8|qHuf9Hu*~(; zobHcKR;P($leGx)Z7xoK)RF1GDQqC9xBJZr@#ybsVQCZ0a6KXDdg2MpJ-@}o%nPkO z>LaDUNLIq|(mSPG9&M2Oz#Zorh@m9ui(tApdw7~fU1tk7a7xGsoOM)!AORq6KA zrbV|Cui5kx$D>^2bdVvy#hVd#v?E1d8L>g%Mzg!WB^^$>D=Zx6&4wiXU6Nr_D`1*; zPT6hUdYF*6cv9YC79_+>?`hF5hOvoxCc3Xm;6ta+lv+qNS?x(3$X*_M^JjJv z^gVm-oh2CsAu^^q{bTRKJC;>4FOJt2yDbdg=D>!0IlZl7#zkPX&>>pr0a|4Bzsm2v zSp?5`WTJ%@)YJXOJ|ysx-5d!Gf)ol&h~g-2%wv=YEr|ovWKS=ZEr>qbcBZU zL-FLopT!ol$V6_u8W50W-d~ZSUA#pPq$-lxE7XAjn>U#yNGGAiqzW=@&2r9?btx*C*VO zd7hdR-pV&sv$4>N5=8M%gRG4|46kL^L5ZT3``yFkH1U2`Jp{>_-;y(D!Nh_6^_kjb zAdUKbTPEZK`|)#?!0FYne&@x8dPOAiUsJZp<4T6a-)E;TjEe?$35RP=8)Bi-F~oIX zFYJC60C}AX9#g+!*)w`xq=QX&>=erXcVF9ccuF`R5NG+H1O!q6VeVf^?9XK+ z_7Uyktji%F{5#O!1^-lHpQ9x3Z$KYIeb?=dyAL2!8^OIUkAftZstl zQ+*;n@0CXYaHED_4v`87e+PiYWWM%zrXo86K;oM8;vcQw-;sBAX^G|t0B;nM54gC9 zKL`jM0GItp1PEG4A=yuOz=gj5!39KOO(UTwivTcnP<=&gW&u=z1!;8 z{^*HAK=^M22t}?#gX`8UA7SyqS)bG1IB}0dNWxzyCIsX_VONaAn7PYG-2a^QIs3~Y zAaH(%+Pf|bEMYn|W_hLv!D*lLUN8J(|Nrj#?-!g{wToY9#Pz3t=kMcZv;Lk-R|IGL z*X#Fp+i!kxe$w=9x+B`pKiz(e#7q6~9)%GK9-Q;{ciS(NImyF#*bGJs^{Ox-bq|QxRC!yS`kgAsEzFBK=k6fL42kJ zmvrnXlTEc?uD8ijZ&Lwex(vKqgo#DeZN(Wq(y0VO8%zrQFh2A{2~ZWOSgHRmCtSe- zz0SuzQ*8`DiR-r(7p~m$Xa)CrhmVHM5m352Nw)1p99D+hzOY#FKFkqsE@_@ph>~rh zgL0^_P};Jj)Ot<@d`P??(0sHBh=*bP-sjL`bqHz)Q1ZJ+Zzs;ygl%l#`q&xjgeAh! zGRewJ;)0Pl!wRKPsv?xB2=Ou?@|X&WhjKn4mP%p|I z%3#&QUEaNDCeaKz2VUS@4WrtthT5vy;oL8h0?vlBIb=qr3#z48&%!KGty^82gd@MSQ?Jr6whu}dt9u@{H)q4d+qwL+Wm`dF-%xyHN)0U;s8a$;4P*wR92W2EbBmf- z3fqju!$T05i*5Tjc+vm?LeJ0lxr&k@d{DMYMEeOUZK!&MqZg-$_u89hQ?VjQ;A12! zv;ufthws&6;z?qK+0(E4@%N*gCf!9x8NHckw)?<}&?HT%pQ#ZJXuUggXayr}xPX>G z7PX?6=pjr=B#t*Dcs-Ap$Hp|l5>lboI~O9dAF+K(P+`JdU63unhUN0{RmJF)=d66y zN%?9GTtC{3b1}r$mJe(iD1)n2gOzS3NYtop;k&Qf0<+%VV>_g$!tEb&kA>eq0q3Mh z9-9Lx@WaS(i^tt+c=b};^@(>Gq}pqk9Jr4jq7MX)xM4h+U@?lfxVjpi-=Ae47>yO# zWV^*~$V774rAEk=MaY(ks}P^$IzP&FE+AgoX1%aoX+@wOD_hK%v9t&@Bb=J}{YTGi zhT0W=IOoHm%j<3{_0_@xQ7H$Fdu+%)dF7%B0x{nu^LP0a%>NWt z2KuEF-zZNlf>6%^v5*tZAZ4~Cbi7(J7#w}4Jsp989hwWi_5FAN^4ed6c(B5S`@p=* zxl6F};`@%>R~686aLkGC-|&7gHyxJ!G=~jq_~f{x(fgUCC1`b85gSSK*(Yj513J{M zmQ$fUY1b?u5~iW+p{Es{$o%fWcpjP)b06hT`6}258g2PF7eZM1nY~hgLRBOp5htMJMTj(dgUdvp(~-RcZM8-c zb1>0-B4xVC=i?Dzq8TRl2qkuBn!IdOJ5&leVkhqjAYqJMvVY(EWep(Xz5GTFDpYt) zTy=2sfoeK&vdD^fOjQcjOAb`&av+fapj|MrxP2K3~j;v(o}&eEOQ8W585v zZAu9|vUsiP^AHo+eoHn@zEB5gmzG6$ziWk3zT1U3!#p(TXv@t6Dd}}w&x%-3_NMIP zgt#(@eJvMqI=vC}m+sOy(+~mvN8X*v8Wj#xJjOd(28DwsW$Ic3!r!dBQoa{~le=K= zSFEUi75L_=_qjS?O$dr--LHhn8l_8&+A3jrHA*E2S`i+kwG9%8ULo8v$5ok5U~U#? zq-!mixaL3uhGyo(-A~)6q{cPDO3Kr<3?gn4z@IL>afU#a5K8jg2O! zLNMX2H|4F*fqX_H{YAc#(i^oh5O`pEraq$%s(fBwiCK{Vn>;GTUu=kk2uS%Vt`S{7vvm9t`Igm%+Mqp$!!)Nh5R+Sn3L@lm z%!&p$GE|ww*$O&N6Z7dMM-rKfArS30BZL`==OEItXF?oYHYZJY^MIdHl)y?#EKuf2 zLqdcmIW>cm7>~0U4;yj=`_SdN7;;F9P0>6^e_3HFVBG?vPOLlaxg!zmeC73f17abC z*Zk)+o;dg<$&>Cnp%PAdH#fW*LJxG`;2j~)b752Qil$-T4&d)zwczZ!d~lLXHNP8O zPb&cVA|aq1Cp$HI|GhW_hy{NTyy)i-V`(96N+|6+_I}>=cF>^!%uH}51wUMx;8aWC zT{~2=qAJL>TVYXp=fd>P26#g9;4n_@rU(P2Fmb`J9<91e_;s3hv#n1XL=A597&op6 zpndDclXg#`^H$_R#h2-j&-eMN;Hq+Hx%6_6JSsEYf7GF*&Vv=H6W4~Bs5io4vySMY zgDvpfx_{sqK7Y8#>7Wghz+6et!wcrPup*KA93^b2Wd;MVuQeyOFK}Yg&P*!xMbInUxOA5^V#hiDqy!%luLlXGuR!dKYSb&t=eCP4BbX+1ycCO z^pz!HLK33Ba6GtG80DV@G%;#|B~yvGfqq?TN|>TU`W)j5(4gX58i*b0LDQ>d*k{f6 zwd6(xOrjFuhlGN;G%H`*Fsjp}CviSHnTk`&Nq*3t=}!SStpF!F?UC;%njZ!k1fK?5c*& z`Eg=nmsik)wH1s+u$MaBPn*H9oL!e%8r;78|@tB`6;jW4TffiN>b|UT2}TQm}B# zGQ4lD`8@NKo^TKP?vIi-x)cimYfiO(%#4L!lajQ!(Bq!VdWc^zkPUM#c#Qp~h89HU z1SLmhJ%`ITK3OZDX#mM8hg21%X1cOd*ouDMyi_BaCiQBSw~$as)ONAcB*YT)E_^-tS7N@*ej5=tZ99gBQ-j73YAA1H?SXTDoaHWmR_ z*he)Dy+WAufh)pLs{!h+M!uBzbr)t!dd4L7hl9T#*NvJz5g<_D`FMCwDR{24(7mKm z2{YrbsC`!{1g!+AV4bFVxVY}iQFF%%Fx$JfpnDt}C<4GT3xWb}uws;o-)Nyi0Un8> zbR0ke5%qdBV;P5niA$;YRuAH{-)g%YjR%`4_s`VlV>~u#H}>RA!CH^yHXh4au$b8V>=;_Djk11s(?heE#tu^S42`|j!@p{y)O zn^|&x`s-@=MCAY6v8x_d8#%tuZY=|6Z{q1clc<@^M*L6O`e)*GxH*dF8Rf`xa1n_v&l`o z?NAD*&nJzxEXal7Fw?I6k@sOJ*?*1Gv3hvDg$9adC> z;EzWlKOSX5d$*&eL2)qy_?Cf)-AA75XVSs5HKzC2=1Shy?E_JkMoqk1+Dz;6~{}UPT=#ALjy%LfZJ$B z$G0|B`u;+~4HeIp&Y_o|%;~syX9IJ;SrBfF!kHsQP)UJX6hWmO>fBC#VhF5UcC>X|f(4;Y@&zun0u3*s1rlYk)&j{6 z4QL9(5MNNyjF&1nU;}BG5T#kojF)mj>q31)Co0?8pVYgkR@wk6-0|g?@}7c7LW2Bp zofLQ|XLzhEAO$Xu83>I#UJh-yfAN?_)j}_&FjEJoBNih^r2(#;op|ZR!TS)pX@PCG zP6MrQ7R+29$CdQ?@6ute1E*kz$-ntB{R1&$f=a&$*FiI-G#L-gjAGl3&iw7`y-Prj zw1g?|fZZPC!~&|mZ+&<)PQKFZ_yt zjBy*o)RQA2-$WpQU#0>U=k^-rk7t4Mh0C_rkoYN-aai8V0rS1diW293l)^?Zc5B>F zLyzY!TF}p*L3Mh3J)SupB&<>69$m&l@+U)BBXo&whJYtPJ&>QkT5>pNUItp5*8IMN z`5UU+^t=_CcU^7Yb+r%-G0pOzE)U)@mM|jsA7pF9=fd)uz%R*Y#iF%3-ud2iw8HfC zDKFd>2HgHOx4%t^1jP!wew#gPSlKa`uhqR6j3Qn{`X-kG?+bs!ir+P`m2|+fWrK*m zmHSU5`cVZSR~dylRHUT(JEt|7_{I>3kTAqWPQ-e8iI#ZZQIExXavh^+6bG{zLR3NU zFjByo_$Jl`s$ZN}esQjZU-b?{^$w|Eza|$m2>GyEh&-SiF#0f?#~rP!TKa8oKI{mG z?f%3^vG6Dm(%B~3IW7wJ+|zhRn3O`ylIm?KwdEjvVvDlKJM8tr5zT%8Ydff zvj9x}?9b?+)e05I&NKOrvny$0lz}e2-(Jl9h6;jsG+bP3?dfH>%KsffrHWNz^1lQX zJfR$rjIW^*~to_n(0 zCFYF)SVwWK#IO8IA%jEo__zH>Dy`JQ?iZfMiwO>pP5-VE0?elPuh}026%H`ZIgj|^ zZqJANz_~v3iEoYc2!a9^*VPMSckXlh)2>th{^$Oithl>z#r%aM_MdC-Rr9Oze-BXa zmkq6|eIYTD;3F;h>z@#WLT7wl9U`!J1i;Lt@Xyv)Olh5ew_~Kmz$j&UeGYKXA=Yq+ zR(SqQ`^Kh$ZSx10r-^zaEMB-I>Ge6p9u7f>b06aR{r4;UAYD7K+{tP6NQH~Z|7`z1 zmo({4?lK&C{G%38=Z`~3;Sf|fOLF^ThHD|>?a?WH&RQcaGUn0i|K0UZPk;0|C|za5 z^&2(*pRI2a+;Pw{Tx|rv&WRJ8^UWc8aN~|M6Ti!aTv*mCwWwcOn^?ekms)BOoR=Iz zz<(-TP@khVlu6mwL-O;M{l)!H|H9uLf8pM}9|=9l|1rVhoXA!0@5xI?5Ck~;&uP~j zf((afLVaHCL=2W#q^p(djktd}=Z_OF{%t+_$0>`T!fM&rabhDadN|wvyW@90|LDL4 z1;zim|43e-CJsS|L)4((?SdG;jh0%kh!F%0&i?=1_Qyu9845VKs<^3b{IW^@3U2II=p-Yf4t}cuH0iOfW^&gO+E%+(QW8j-t_=vABZ zCB#ph@GYHD(6bFCI3u$X&5qj>`~fn)rS&Gn*gENZM@1Vz=(_H$n)g|t|C(tq11E;(s$Bvao z#RId-JSPIR&l}-@hDxBT z5eMH$Dvp;WXlDC{xx`#7SbQ34L9C)m#_Z_VqUJ>43@QZ&OHWK&abnt2I5B7E(`TpC zfipm*h$iTTU8*Wrfivjtv((>b*$9OUKo{`-*g-=~&;{|FE6SeS3C6h@8}e^wpkl|Z z0YdpYxY=BGyvT}#%x9x`M4$xTr;XjOBlrxAZt&WT6MhOQo>$LZl&l7i{1s{IQ3AWI z@TS4OoGzNUams|CqKTIZJs=I#q?cB+==TZEfR2-Zvmlz@bj-Lit{$pO*xEOR(m{$! z$k)Sxy)q$_7goWTt7=55cN2VGSFm9EgJOvBef2I(2c<=q{<==QE(F<8YgGEal|aSQ zpD&(y*Tedb{ein$A4A-Jz7TWoC^+EqdtQ4)49H#^KlaA=N-)|zD@F)CXcyHahUrc! zfmyk)&D`@EpvkHK#ph%;?3sBoB%-_=iY-p6OO#j;C&<4i)riDhYX?t%0md_1j6k}G z-QEEUh9JTucrc-8)7{(m?R_omn;o-fc1!|Xo-Z_9jZ&8b{JlyuYmjhoFuk{9UNaQ- z2NdB9bMki_?d{G6$M2OVG@Xi|bfsWa!{D- z{Yh~JTBwkozt7shCRpAgSiTklu>Oc=YYyzCEC#Y*Yb5FNnFvvW@Kff02NkFev=N^Vb2148$K=P z-F48u;_z~J?pPSgQWe;3!NRS7!EwgXGlf$l*0PeOT}L<%LDCgrE2Et`EXy$ z*>E*)J>-8I8tljTcdY1*ubC$TMdWELGbdA;su*B8Sw z=O|sN4=rG6)SK>$@zJwcQ*+(}Qks9#6GxUMK|219ZB--4g>5|N`iLI+WeZH(8ZmHEEgs|} zw8O>LCW7B>kp|oP$1rMB@*^+B3XuFYGk0DOJ};$*_HEQJ2bq&&tczYW!m3?Mr&-xn z!CS}Kijm%RFhn|Bsag?1_Q|P5Zt6ro%SGno>6L`-)MdeSN9PmWQGG0z?UuwIb2PmQ zv?s`S5A84}yw@9)Dt9%(=E>2zql_|vnENa`;&}tOofzzPTZ)pqYvM1c`!<0#PsQ$S zNF;MmUMYDPC2>8>BV(2*vtVGB!h#z}cyXw|`sw`P7MQ9uAtq;O4Db34&adXe}Vfzk(kv2 z+^KK(@L~%bm#Nh_DHs4=tBKyu&IB+IJ7|(9^9Ys-e!pH^UjwmHWs{4LKxnWsOL4wZ z1$>HF_-Us`4HV>rg-Y8tg8e|_`eh}pFi3g@`6JK${jgrv{(kLoh9&O z@|ZNNpifaU@+gLRFG3YQ?5~0)Q|85Nm#>D$R_Cr!PQu-KyYTaed{!@o3RN zPDr4NC#7#DY7j?BM~9ifD9lJQmJbY}Le8E6w$L(;i3j#5kgjt)1;$dASLm(G^B_|~ zp$4eJdcQ_syZF|)_@Z(bS&$e}2HbCkQmva&0W05cT82$2bVoK6JzRlARL!ybI)V~G z@au!Lz58-uCx7grBWNA4O-)EN*ZV1__nhM(Zf?-k$^Cud!+*aqGPsex4` z)lj7S%ctrl0^TIgVbF?bpfczhbfsl4!Ndb8y8Rb1315^*rxM<>SaJSH12rg4uBHaLB$_ zd)ncnGHID`3$E^s7yYS^y;7vBIV6upju%E1kX*rw-hA_r?o^mRB#TbAA0hPEbze1W# z(2_wwCP6?Z6|UbOz41kFH4KirCg`DE0e9t7prpDL=FB3e3dmS*%^!ci6f&k&j=l4- z40iq=e6EJpe6zf{Ox)C4K{=y067eY8jQHW&W|`_Mvf`43-5RC;^vv*OTIw3ad2qujlzn++6@#b-qXQWh?1MBF``&S@~u z)A>yMv83D0E9UtVY(hNYTXW(@RV_gOXq>Y_l&SEq3F05(cCCWyAj#3?&1_J6tf}%? z6M@>j#*KT8i(#&Qy51#Y7KF_)ynhDDU`j*nH_;Y0bWM8cpnfP5+#SCeC8VW6)q4e} zP|b8$#&u!Xw+t;*(v)kDMij%AXphV5x0Jz_I~jZHw42~k!Hwt!v@m@1ao;XWv^t_J zh>)O2SYDh|)Cd3X}(iQ%3ocLx=^mQ8APS0%y^Q|SRRr06|F(57Q zNW2DkDW$X;XkUOMk^EYC2+FXe4<0T5BP!dcoTggv7F-dPme` z>4IH)e(KgQ3P9oAd&SOOc)u@1$%`4*1j&;(TcJ)XozCo0kx1+8t!57rW))#zqDLLs~hSuf$^A%bCRmW5)u)5&Jg+t1^`;Y#Djy( zcmW9`U)_X%jYrEx?>_0mG4079P-+^JHMSZaS}Z=hk+&SWN#(@dT`+eQufPZFFSHP* zvu(IpP<;0|w{~_JoL^O?R~du~h{E0WZLS?qbydJ|XWl(nxb@}H-{nytre&Xaejpl& zSlk&~QK8Q%_N(+vw;H&8qO0)3kuvyQr>@{VrU`=Fz7A#}K|?T^_4{r}9cYmfjYd|C z@{&4X?fq)}^!F=?6_mo{eA-$mz>;~+I?zgv^Nfj4WpA)19u*7jurGOpB?FxXt%iUE zu3e705&U8@SDD18b1;_9i_5upWP~j*<$)~KSP>ex$(zu zY6j&XU!`1r53Tg5xQg+Bs)%2$&JYn+(%0)Hqo`-W5XO}3nf|p2F-C%v)T@WDjA9$D zpoN5C=6=IE`wjkR;p9d2M=PM6bSw)gg6Gpo527k~Wob_2nIJ*_vkyk>MktScZI|Tq z0H%%YxuLi#7y@I~zL+r-4qF{3>ux@e1fQ$%>EZ^pFs)=%pR0cg>}xi9`l*!#-SdJ> zFlIwU(HJdXwB)1!$1RNIRU79%WBS)Q;&hy=X70ECf8B4uC^W4h`8!t=p&0cWcjs4t zak@aVj2RNc(2%Tj*E3K+1EQRs3W#-=j&YZ+f?tdUk$QYhy7;F;NN`K@N>c8E*KcpO zOijKEmxZ4?=01pp8|NDMSl45rf`>awPoWS}w-!Z=p1_8A_e!IFqk_x0_ZwV(W_CjM z^kxA!B$!_~KBhL;t%0_{J8DHx)(HXXgf?Y00Dr`5s(o<^Og1s`4dH|vgC~4MX0^iU z&%+z;?|2G7;t#LYh^qwt4L_3DsQhA2?2zXD@f^e{%d1-Wx_KAQsMPexBl5Wc3!X5F zdJo(`ZwQ#(12OKY6OVnq1KW9jG`zoa4<5QKj?JHT4|oN%^p`B=k{yoI1|)RFXa}FXsAq zInezbRMgA+dI?47*l>*^g2aN?hNfblqva4qC?)d^7t#tDg{`PufdWmYd9dO57n|c> zQXq&|-^dd!cn0QKBIoiksNNh~Ug(F)lFpGs(-z$aC)U?9Z%psPQK|LSYQ1;i-lf(Y zr{@JAbK2)(!l`(|aSFq{Z9GvSR z&}r5+r&&c{A^8v~W2Nw6Gs)md28lU)3h!?3fqbT*=@56rT!*FzFwRiQ5kV`Wy29tt zMo6UF>#Dl4drAR3a&!0)gWJ*Ris;)q7A+}tx8&xp&VlPLhL3szSu_FRoi(i(dRc=Z zmIIToVhFJWLzpF;nfp+QsM>twc$8x|q@y7W&R{_5QR-m*y&2hnYG^B<^lq3+Nx?RP zzxbjn;z(fIBy<|hWphESNBv$*UCl_i_`_A<3W(_Htem5H z8>AE`B(PCI=U|h5&eb(}u=e58Cr2~0p~uNdK6Yv={HmGO zLVSUSZBVEVVfAn8Tm7* zMfjei>{+8tDU_w|lx}SjSrT=ZY$a(CDQk!#$~uTK#=b^b+q5e!_wzk-&eZ+8`}OL1 zJ%2v)@@g_OmpRwWIoEa0_5FO_pM7fcWjYrSbN~7N4049h!bh~f6EY|%8iTfO{|dz5hJn0#8W5`yBCQZtPDN;6hfNjEscwF9`|1>wiVK?CW|5Xb$=KLQCbpj9=6%ez*OM*_&_ry;J_>@%y{>9<1vY z{KVW}Za+Eah0D=f?G)uS-$~wxfzzA9aU9>~8Sxp3{6Iy#!ky&*8!EzC!0Ab%P$O(N zf5UhdoCAfH@vml+Ot(vo9}eP5sB}1|Eu*m+MnC+^Vn$0994q%Qidb0&ovvF)-hRu3 z`2KrA3q#7FmZ@N47u*Etf<3Dhhi*Y(iT+1rw^X=&C$LC+UK(f%nIBccE5ZFa;a1Y! zm0;U8?wHSIwD?7+yx-T_1aIvTslK zuZAO&3Wvlsn_;ilIQ>PYRWOS^#^G948H_N^yyA-%cV&$&hufy&%4=A~hB#TQ=sek? z_v+m(=sH%Xoa&JZfB#t;=8oj1EoZI<_D`#X&7;ijWhquc+Zl<-;dK=t9Wc>%B32SI z4Q0!F(ej~wMz!$FWe#=bj{R|P(;nR?rAb7`?ok(x)Fy1MddRrgND?e&r>7vE2`?in zlqj`rC7qrvri5J7i`YtyE{w^)&NOd1nr8ea}-TlVKvUTJ``&x0}}rl-TVAck*jSPF37 z+$>OzO9iD!Ig<}@55dA;(fh)y3OE|(dej~*5T`i#10TH_ValV2r*30*3M3C|_-fa{ zrHzm42Gy;IVXf@q8;{V+<}cUnVhcoABgyW-tc=?A#yj>{5>wjr+~)Gx5{r=J!Fp^; z4C-Bp)WnK`oO#*CnO*r1tU6>D7TN%FgkA{MAfltj_Dfqybqj7bGCX0`zHfQP3tqDc&!`V&*9a$qhJl5@UV5hKWz zdLLvglMb$1%Lwj5ovRe_i0hHIB)CfSAX|d#$Tc=2Hj&8^I*kzBcQB^!U>0z*xGyz8 z8+oB9Tn(i0Yot~ua0|_-)Og$H^|H^a0;JG5xo>wFcpuLkJk?bJN^c&ftl!-Z3GSnq z;2aN@5yC6GUnIaZt4i^|P9;EG#pH9XtE(V1H+eC?HL~bWuGigBTLz9IqyLka)w zLT%rr>hsyRnnsAkgNjYD*ITVPShz;NJmVxAHikwoUV#duJWjZMNi>cttlf$RakcQV zt7A)#2C~e(+e2DSY3uPQ+RD*MTX8&>64WdrPTf1v&rhaT`t3{!1-YO5cEi4!}LzL zc5lJt#rM$XL1;oS7yYcXCf-sT`(M3 zB4lpI%t8!xKT-EKxB=d;7yrX)4hPm%9n9e@$7~TahR;J*zLgHaGLw24&888iT-JwM_uQ2=jK_fGqSSto<@6-O_M&j;k-OgE9Mf!d`m4d+l9 z6maqK@S*5(cx|U3?5@{_Y~|R!u9G!VuX5O>L`6458M-f9z?0EQ&@DdKUJ zzb|yws0Osqax-kILHlgp-jY`(5MfECp|X&nPp%wsV3gpZxQb4+!Xr3Fq^bZ``!AgR zZOQ}4jd##mwfzCCE%3Xm^ri+5MwBrlvr0f!EbU6K9mhS?RaqXl*e-G;P{ST!Ew?g)OGriJpPF$LiL%OA44mWECLrjla#y);j z2lm!B&s@vOU{wA=)z?XlV8Bw;XDPDLBI-G_O12Q{*3CsTY!Q5F7dqnlst_gxAIeX> zTo3Oc%HYnn2M~REu6(mrF8tl&o0p(-5A223Ztg(koY}#$WZkJ~8Ck%$LUU&^lyj1{ zFOuv4v7m)Tg+gfMZ|8S2EUbkB65VmqhO*!U(#jKE4Z1QbM`cP#S<(HYvp?3ZA>5LE zE$w=1!BMc(POvl$?z-p??{#LuL0kP|!_YE7naR;o6}0M!9o84a(CvcRjgl)&N}$`R zQ6Sy91k5+D`ZS)O36gts=a%Q={$Ezc=iYu50t{1%hr1)8KJff~^2O`oxjU<2}E#(0@o5`U9uXH!k$ zFVef8u#!fth*9@1Ehv_>?IsGrG}e@uzRPIkWc+*Uy>z0(FQtL(d55zGvgOdbbE@>o z2qu_HKhafY)d8QoZqOA}2zqCTr|cSA0JdAp11~=;im2y$S!tl ztq$~oQ4ja6yteitbeT=I)o(oykHq`NUlc5d=f_Te)ATC>doG&f9wd|mt?71UV_2=v z;W9H^dCRuXxGh``T)~#71;Iu9tXfXQ1}o(BZ(B)!A9Dzj^ka+TIY|IoHFG1S%ALejcMkwH!94g`fQr&QwdXZG*-RXRR$^Pq&FND zBu%E_hnW>17FaveMi^I2O%7zv@=S&g5yOeM`a*Gq+ND73V-!gCfX2KU%ocfMIBymz zfR6Hy?t31I*5!aNT~%g{khEebxru`nlN%Ywt3GhxB$>VN3|Y3A^;|MVi`Ym?{MvZ^ z`C&EW9zVvm)XLvWLt<%m`Sr=48(~CDQpD2LX|OGwWMgsQtR>J9E)IPEPg;^DZhb0>{ zqZNxQ+)CuY<0ygdD1l-Svty-y+JVe}ZY2gY3rNz6eLb}7Qf$z~`D22_`uvm|$sj5n z8S_5kG}s(D0CR4l_4v>AJNGN(gT^1jpVqJ&VM6fLHRf5!HXhMZf4Tydkj_?n-@PaV zg;`(6@7G7f2?K9fndK@0Y_w?w=PGKuE5+$brWM@}US-LWH~~zlLjf%?n*D6z_0#v^ zbJzvbyU3EZ@zisZOs#?FC08?-9zf)U;(Pr-w=5s*#W`zX{&yUFhow%7bvCj#mR`)dt7cyFbLsw|crRfX} zTIrNwM=4a9ri6tc8J5uqcBEw)vxRg8B>X1ppi<~jjM2(TEkH&*#IoDq>*{9wX@oK) zR9%&S4BA}QKO63<>_KxLDhk)>eVilz1e8l>c+46`1x?eaGiUv-fDo;0=r#BM<8Dkf zSkGzWyD!iH&l9sJoJNJPwrMA1AX7glYr*glL}D%T5LD>+g6Fm54O!RRXp_+y|H_Sae;x5M$mbq(XLr*0{HwVfUPDWn-9&)YrjkG_S z-a&q*QaXeXM&FKwBl7K=R<6G~8}jbWnlo7yS?sTULPW>4Li}FHs@K8e*2OG0ei)S} zOt0t67;9P~qe<)}!$D=s7N;=#3rq_(*eNP$Ckw!)>sMYo)#m zr@3f_da&92QKJ==aNG)MZySgvv1cbCS}efeoSy+!mR-4FPk0@3*bcRv6|_~i1s=RR z&5&P`37?eD29$2U4Qk0TtLG#7E8jxh$xg5eVk%|WHaBYEeURVBTgkQHFJq$BuGRt$ z>F367uxEqLiXORTL<4Zw9mZHw$9;?@RRKgsJ|0yJh8=x=pifs~?Chw=`^|{9t#8}p zksQ2ZK*Ho?axNU7x@K7yWg_45Lve z*n`)bsfku?D)KBC{GzgfGo=;wY$B3mEt25Y>f64o3y7ABG?^v17Ez7tsBl|f%;Hit zvYcjzh&}sb8OE6T0FnGY$0JeMGNIZ`AIF^=96w3DNsU12g*D@>iMFLlM~YfB30d-Y z8BJ=Qsga@PpG<3N{@HIw%~SklM9UH5FY01laNwlf)%&5hVRQ>OJO{R0WXU?ZB3b~+ z_*w29@L7xfPK#X(HLnL;gMCZjwso^xF(Plc&Q`SQ_Fo^ZVlCGK8($XY8sKsomI0zW!bki8P2HqF}j>;F_R6e58wMxgqG?2kf$pcij4rf|8#fCD}~K` zmQ`s7>Ztu9g;v(j)}$00ceLqoO@cZ99Q{8!+a%)o z&Uk+(|LvDS;GSf+c<*KSddaUtdNx|IW@~X@`zxiB$@C zUH|Pw%a(dXVQ{l^eAW?M1=lkzf}5c*iLRU@s)&2O-MpUKA4|8<{WB*n(C4G1fQ`&< zyFh14>_QcxLVqQ2Q5qUOFy7N{|BEzT3#)fF7=HNtuBZAYIhcE z4z$3?;P@#WMv2g!krw%(AOY4jgsD23+<*xIekZKl5Ha~7zWw4K9Qd3aB<^QW3W|Bz z0ab|1_;_C{uDKG?Q_@%cL|4>NS*VCs!cAl_9xSKMv-|1q$6J!>$5Tt%VL*@9gaz>` zlP#Jn+yE+tQksQQ_h5p*^Jkr{h<^LBUEta2Dj>;!)j=(=_@=(nO?@^DkqS#w%sjMN z>^t!i3*@ykde>mqin*)34bqB$DPN?OWsnSS?44wudB;FzGV@h${S}C}+%KH`1QDp~ znH$C#*1~wR*NdJEmO%0O6Js*)dN;B?+CY11ah2eooXIC6QG-<8na%l>+@ zY$8EjCp;0St{XPd{i(O55rFjXYwLk)^gv_;4}C$QB4`9s8)ml3?&g!--3;%)um-=d zs-Y5f-TaD=;0~QdH}-ti0}<19$ci%yS!)po^>Zw1HDhx?dfqp_SIybrt+6gST)qsf zqJk^a?o`9WLF\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", + " \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", + " \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", + " \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", + " \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", + " \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", + " \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", + "
CACA.GCA.STotal.CADHPAADHPAA.GDHPAA.GGDHPAA.GSDHPAA.SSTotal.DHPAA...FatCVRIBpminBpmaxFrecSweetener_SASweetener_STSweetener_SUSex_MANSex_WOMAN
numVol
10.0361450.1178570.2419350.1734420.2734380.0987390.0179490.3010200.0000000.187515...44.78.086.0137.070.0FalseTrueFalseFalseTrue
20.0000000.0678570.0000000.0325200.2531250.1323530.0000000.5204080.0527640.197335...38.68.081.0107.069.0FalseTrueFalseFalseTrue
30.4337350.0892860.0806450.2140920.3021870.1313030.0108970.1887760.1180900.212532...39.211.075.0107.064.0FalseTrueFalseFalseTrue
40.1445780.0821430.1451610.1544720.2478120.0189080.0288460.0000000.2462310.148001...41.28.073.0143.090.0FalseTrueFalseFalseTrue
50.0481930.0571430.1935480.1219510.2046870.1239500.0000000.0178570.0000000.110124...34.06.061.0100.074.0FalseTrueFalseFalseTrue
..................................................................
1380.1686750.0178570.6774190.2005420.1931250.0672270.0230770.0841840.4497490.142390...32.014.084.0127.080.0TrueFalseFalseTrueFalse
1390.0240960.0500000.0645160.0894310.1403130.0472690.0974360.0000000.1683420.091653...23.813.0102.0148.067.0TrueFalseFalseTrueFalse
1400.2048190.0142860.0806450.1056910.2850000.0000000.1717950.1632650.1180900.228665...23.69.080.0117.061.0TrueFalseFalseTrueFalse
1410.1204820.0678570.1935480.1463410.2743750.0472690.0506410.1326530.0000000.173252...23.613.080.0122.067.0TrueFalseFalseTrueFalse
1420.2771080.0071430.1612900.1300810.1906250.1775210.1083330.1071430.2638190.180968...21.99.070.0121.042.0TrueFalseFalseTrueFalse
\n", + "

122 rows × 31 columns

\n", + "" + ], + "text/plain": [ + " CA CA.G CA.S Total.CA DHPAA DHPAA.G DHPAA.GG \\\n", + "numVol \n", + "1 0.036145 0.117857 0.241935 0.173442 0.273438 0.098739 0.017949 \n", + "2 0.000000 0.067857 0.000000 0.032520 0.253125 0.132353 0.000000 \n", + "3 0.433735 0.089286 0.080645 0.214092 0.302187 0.131303 0.010897 \n", + "4 0.144578 0.082143 0.145161 0.154472 0.247812 0.018908 0.028846 \n", + "5 0.048193 0.057143 0.193548 0.121951 0.204687 0.123950 0.000000 \n", + "... ... ... ... ... ... ... ... \n", + "138 0.168675 0.017857 0.677419 0.200542 0.193125 0.067227 0.023077 \n", + "139 0.024096 0.050000 0.064516 0.089431 0.140313 0.047269 0.097436 \n", + "140 0.204819 0.014286 0.080645 0.105691 0.285000 0.000000 0.171795 \n", + "141 0.120482 0.067857 0.193548 0.146341 0.274375 0.047269 0.050641 \n", + "142 0.277108 0.007143 0.161290 0.130081 0.190625 0.177521 0.108333 \n", + "\n", + " DHPAA.GS DHPAA.SS Total.DHPAA ... Fat CVRI Bpmin Bpmax Frec \\\n", + "numVol ... \n", + "1 0.301020 0.000000 0.187515 ... 44.7 8.0 86.0 137.0 70.0 \n", + "2 0.520408 0.052764 0.197335 ... 38.6 8.0 81.0 107.0 69.0 \n", + "3 0.188776 0.118090 0.212532 ... 39.2 11.0 75.0 107.0 64.0 \n", + "4 0.000000 0.246231 0.148001 ... 41.2 8.0 73.0 143.0 90.0 \n", + "5 0.017857 0.000000 0.110124 ... 34.0 6.0 61.0 100.0 74.0 \n", + "... ... ... ... ... ... ... ... ... ... \n", + "138 0.084184 0.449749 0.142390 ... 32.0 14.0 84.0 127.0 80.0 \n", + "139 0.000000 0.168342 0.091653 ... 23.8 13.0 102.0 148.0 67.0 \n", + "140 0.163265 0.118090 0.228665 ... 23.6 9.0 80.0 117.0 61.0 \n", + "141 0.132653 0.000000 0.173252 ... 23.6 13.0 80.0 122.0 67.0 \n", + "142 0.107143 0.263819 0.180968 ... 21.9 9.0 70.0 121.0 42.0 \n", + "\n", + " Sweetener_SA Sweetener_ST Sweetener_SU Sex_MAN Sex_WOMAN \n", + "numVol \n", + "1 False True False False True \n", + "2 False True False False True \n", + "3 False True False False True \n", + "4 False True False False True \n", + "5 False True False False True \n", + "... ... ... ... ... ... \n", + "138 True False False True False \n", + "139 True False False True False \n", + "140 True False False True False \n", + "141 True False False True False \n", + "142 True False False True False \n", + "\n", + "[122 rows x 31 columns]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "1ef5c169-c522-4e87-b6d3-944b2384888c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\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", + " \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", + " \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", + " \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", + " \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", + " \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", + " \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", + "
CACA.GCA.STotal.CADHPAADHPAA.GDHPAA.GGDHPAA.GSDHPAA.SSTotal.DHPAA...VA.GSVA.SSTotal.VAWeightBMIFatCVRIBpminBpmaxFrec
numVol
10.6024100.0464290.6290320.3116530.1059380.1050420.0634620.1658160.0000000.067805...0.0882010.2561560.11579775.027.941.07.085.0120.098.0
20.0000000.2000000.3870970.2168020.2678130.0903360.2583330.1505100.1608040.268412...0.4104450.1367140.21458669.827.335.46.077.099.081.0
30.2048190.0000000.1612900.1084010.1696870.0493700.0166670.2959180.0000000.097966...0.3833660.2443950.10469076.225.836.87.078.0104.065.0
40.3373490.0535710.1612900.1788620.9812500.0766810.0967950.1326530.1306530.735796...0.2580270.0301360.10681680.329.541.28.080.0125.00.0
50.2168670.0821430.2741940.1924120.0634370.0672270.1044870.2627550.0000000.051438...0.1025150.1911060.10065570.324.931.15.062.0121.069.0
..................................................................
1380.5903610.1178570.2903230.3062330.3715630.2394960.1269230.3571430.0000000.337152...0.7787231.0000000.50102094.032.130.77.094.0131.081.0
1390.6144580.0392860.1612900.2303520.1328120.0672270.0820510.1198980.1934670.098200...0.6309480.1778760.35385591.128.828.38.099.0139.061.0
1400.2891570.0607140.3548390.2059620.0993750.5042020.3000000.6734690.2412060.305120...0.3922630.1187060.305827102.927.020.36.082.0118.071.0
1410.3012050.0107140.3387100.1680220.4950000.2741600.0916670.0765310.0000000.398644...0.8549320.2771040.43177692.729.325.113.071.0114.061.0
1420.4216870.0750000.1774190.2168020.1990630.1018910.2108970.1301020.1658290.200842...0.5172150.1499450.24534790.326.719.49.078.0131.047.0
\n", + "

122 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " CA CA.G CA.S Total.CA DHPAA DHPAA.G DHPAA.GG \\\n", + "numVol \n", + "1 0.602410 0.046429 0.629032 0.311653 0.105938 0.105042 0.063462 \n", + "2 0.000000 0.200000 0.387097 0.216802 0.267813 0.090336 0.258333 \n", + "3 0.204819 0.000000 0.161290 0.108401 0.169687 0.049370 0.016667 \n", + "4 0.337349 0.053571 0.161290 0.178862 0.981250 0.076681 0.096795 \n", + "5 0.216867 0.082143 0.274194 0.192412 0.063437 0.067227 0.104487 \n", + "... ... ... ... ... ... ... ... \n", + "138 0.590361 0.117857 0.290323 0.306233 0.371563 0.239496 0.126923 \n", + "139 0.614458 0.039286 0.161290 0.230352 0.132812 0.067227 0.082051 \n", + "140 0.289157 0.060714 0.354839 0.205962 0.099375 0.504202 0.300000 \n", + "141 0.301205 0.010714 0.338710 0.168022 0.495000 0.274160 0.091667 \n", + "142 0.421687 0.075000 0.177419 0.216802 0.199063 0.101891 0.210897 \n", + "\n", + " DHPAA.GS DHPAA.SS Total.DHPAA ... VA.GS VA.SS Total.VA \\\n", + "numVol ... \n", + "1 0.165816 0.000000 0.067805 ... 0.088201 0.256156 0.115797 \n", + "2 0.150510 0.160804 0.268412 ... 0.410445 0.136714 0.214586 \n", + "3 0.295918 0.000000 0.097966 ... 0.383366 0.244395 0.104690 \n", + "4 0.132653 0.130653 0.735796 ... 0.258027 0.030136 0.106816 \n", + "5 0.262755 0.000000 0.051438 ... 0.102515 0.191106 0.100655 \n", + "... ... ... ... ... ... ... ... \n", + "138 0.357143 0.000000 0.337152 ... 0.778723 1.000000 0.501020 \n", + "139 0.119898 0.193467 0.098200 ... 0.630948 0.177876 0.353855 \n", + "140 0.673469 0.241206 0.305120 ... 0.392263 0.118706 0.305827 \n", + "141 0.076531 0.000000 0.398644 ... 0.854932 0.277104 0.431776 \n", + "142 0.130102 0.165829 0.200842 ... 0.517215 0.149945 0.245347 \n", + "\n", + " Weight BMI Fat CVRI Bpmin Bpmax Frec \n", + "numVol \n", + "1 75.0 27.9 41.0 7.0 85.0 120.0 98.0 \n", + "2 69.8 27.3 35.4 6.0 77.0 99.0 81.0 \n", + "3 76.2 25.8 36.8 7.0 78.0 104.0 65.0 \n", + "4 80.3 29.5 41.2 8.0 80.0 125.0 0.0 \n", + "5 70.3 24.9 31.1 5.0 62.0 121.0 69.0 \n", + "... ... ... ... ... ... ... ... \n", + "138 94.0 32.1 30.7 7.0 94.0 131.0 81.0 \n", + "139 91.1 28.8 28.3 8.0 99.0 139.0 61.0 \n", + "140 102.9 27.0 20.3 6.0 82.0 118.0 71.0 \n", + "141 92.7 29.3 25.1 13.0 71.0 114.0 61.0 \n", + "142 90.3 26.7 19.4 9.0 78.0 131.0 47.0 \n", + "\n", + "[122 rows x 26 columns]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b3926df6-d686-4cd5-b7ca-39b2b4a0705d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "y_test = pd.read_csv(os.path.join(\"data\",\"y_metTest_RF_Met_lightTrainplasmAnt.csv\"), index_col = 0)\n", + "X_test = pd.read_csv(os.path.join(\"data\",\"X_metTest_RF_Met_lightTrainplasmAnt.csv\"), index_col = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d8f5dd02-a95c-468d-a027-13ead18460d7", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "modelPath = os.path.join(\"data\",\"RF_Met_lightTrainplasmAnt.pkl\")\n", + "\n", + "modelname = re.sub(\".pkl\",\"\",re.sub(\"model+(RF|XGB|MLP)+(Met|Full)\",\"\", modelPath))\n", + "\n", + "# define model type\n", + "if re.match(\"Full\", modelPath):\n", + " met = True\n", + "\n", + "# open the model\n", + "\n", + "with open (modelPath, 'rb') as f:\n", + " model = pickle.load(f)\n", + "\n", + "df_pred = model.predict(X_test)\n", + "y_pred = pd.DataFrame([i for i in df_pred], index = y_test.index, columns= y_test.columns)\n", + "y_test" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "b3e4308d-5ace-4fa0-8f81-cdda1d632654", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(Index([ 37, 91, 95, 179, 9, 80, 125, 215, 63, 111, 107, 239, 21, 181,\n", + " 219, 23, 153, 112, 231, 0, 53, 89, 133, 197, 49, 84, 211, 187,\n", + " 73, 200, 25, 31, 145, 45, 233, 183, 166],\n", + " dtype='int64'),\n", + " Index([ 36, 90, 94, 178, 8, 81, 124, 214, 62, 110, 106, 238, 20, 180,\n", + " 218, 22, 152, 113, 230, 1, 52, 88, 132, 196, 48, 85, 210, 186,\n", + " 72, 201, 24, 30, 144, 44, 232, 182, 167],\n", + " dtype='int64'))" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_test.index,y_test.index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7b01c0d4-d972-4788-9daf-394cf89a70a8", + "metadata": {}, + "outputs": [], + "source": [ + "dummies_sweetener = pd.from_dummies(X_test[['Sweetener_SA', 'Sweetener_ST','Sweetener_SU']]).replace(\"Sweetener_\", \"\",regex=True).set_index(X_test.index-1)\n", + "dummies_sex = pd.from_dummies(X_test[['Sex_MAN', \"Sex_WOMAN\"]]).replace(\"Sex_\", \"\",regex=True).set_index(X_test.index-1)\n", + "\n", + "# make predict\n", + "y_pred = model.predict(X_test)\n", + "# pred_prueba_DF = pd.DataFrame(pred_prueba, index = X_test.index-1, columns=y_test.columns).add_suffix(\"_pred\").join(y_test.add_suffix('_test')).fillna(0) \n", + "df_predTest = pd.DataFrame([i for i in y_pred], index = y_test.index, columns= y_test.columns).add_suffix(\"_pred\").join(y_test.add_suffix('_test')).fillna(0)\n", + "df_predTest[\"Sex\"] = dummies_sex\n", + "df_predTest[\"Sweetener\"] = dummies_sweetener\n", + "df_predTest.reindex(sorted(df_predTest.columns), axis=1).to_csv(\"DF_predTest_Met\"+modelname+\".csv\", sep = \",\")\n", + "\n", + "# print plots\n", + "metabs = y_test.columns.drop(list(y_test.filter(regex='Sex|Sweetener'))) " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/scripts/.ipynb_checkpoints/utils-checkpoint.py b/scripts/.ipynb_checkpoints/utils-checkpoint.py new file mode 100644 index 0000000..f26f3a8 --- /dev/null +++ b/scripts/.ipynb_checkpoints/utils-checkpoint.py @@ -0,0 +1,101 @@ +import pandas as pd +import re + +def fullRead(pathToTable, sep, full = False): + + df_renamed = pd.read_csv(pathToTable, sep = sep, encoding = "latin_1") + + df_name = re.sub("_ord.csv","",(re.sub("data/", "" ,pathToTable))) + + + print ("Reading dataset " + df_name) + print ("#") + print ("#") + print ("#") + print ("#") + + # reading and merging + + if (full): + print ("Reading and merging anthro data") + print ("#") + print ("#") + print ("#") + df_anthro = pd.read_csv("../data/chronicAnthropometricCardiovascularData.csv", sep=";", decimal=",") + df_renamed = df_renamed.merge(df_anthro) + + # separating by time moment and renaming + + df_renamed["Weight"] = "" + df_renamed["BMI"] = "" + df_renamed["Fat"] = "" + df_renamed["CVRI"] = "" + df_renamed["Bpmin"] = "" + df_renamed["Bpmax"] = "" + df_renamed["Frec"] = "" + + for i in range(len(df_renamed)): + + if df_renamed.loc[i]["Time"] == "Initial": + df_renamed.loc[i,"Weight"] = df_renamed.loc[i]["Peso inicial"] + df_renamed.loc[i,"BMI"] = df_renamed.loc[i]["IMC Inicial"] + df_renamed.loc[i,"Fat"] = df_renamed.loc[i]["Grasa inicial"] + df_renamed.loc[i,"CVRI"] = df_renamed.loc[i]["IRCV inicial"] + df_renamed.loc[i,"Bpmin"] = df_renamed.loc[i]["Bpmin inicial"] + df_renamed.loc[i,"Bpmax"] = df_renamed.loc[i]["Bpmax inicial"] + df_renamed.loc[i,"Frec"] = df_renamed.loc[i]["Frec inicial"] + + if df_renamed.loc[i]["Time"] == "Final": + + df_renamed.loc[i,"Weight"] = df_renamed.loc[i]["Peso final"] + df_renamed.loc[i,"BMI"] = df_renamed.loc[i]["IMC Final"] + df_renamed.loc[i,"Fat"] = df_renamed.loc[i]["Grasa final"] + df_renamed.loc[i,"CVRI"] = df_renamed.loc[i]["IRCV Final"] + df_renamed.loc[i,"Bpmin"] = df_renamed.loc[i]["Bpmin final"] + df_renamed.loc[i,"Bpmax"] = df_renamed.loc[i]["Bpmax final"] + df_renamed.loc[i,"Frec"] = df_renamed.loc[i]["Frec final"] + + df_renamed.drop(columns = ["Peso inicial", "Peso final", "Delta Peso", "Talla", "IMC Inicial", "IMC Final", "Delta IMC", "Grasa inicial", "Grasa final", "Delta Grasa", "IRCV Final", "IRCV inicial", "Bpmin final", "Bpmin inicial", "Bpmax final", "Bpmax inicial", "Frec final", "Frec inicial",], inplace=True ) + + # + df_renamed.drop(columns = ["Unnamed: 0", "grouping"], inplace=True ) + + print ("Filling NA with zeros") + print ("#") + print ("#") + print ("#") + df_renamed.fillna(0, inplace=True) + + return (df_renamed, df_name) + +def scaling(df_read): + + import numpy as np + from sklearn import preprocessing + + scaler = preprocessing.RobustScaler() + numCols = df_read.select_dtypes(include=np.number).drop("numVol", axis=1).columns + df_read[numCols] = scaler.fit_transform(df_read[numCols]) + + return (df_read) + +def encodingSplitting(df, full = True): + + from sklearn.model_selection import train_test_split + + + df = pd.get_dummies(df, columns = ["Sweetener", "Sex", "Time"], drop_first=False) + + if (full): + print ("Split for anthropometric + metabolic") + + X, y= df[df["Time_Initial"] == 1].drop(["numVol", "Time_Initial", "Time_Final"], axis=1), df[df["Time_Final"] == 1].drop(['numVol','Sweetener_SA', 'Sweetener_ST','Sweetener_SU','Time_Final', 'Time_Initial', 'Sex_MAN', 'Sex_WOMAN'], axis = 1) + + else: + print ("Split for only metabolic") + X, y = df[df["Time_Initial"] == 1].drop(["numVol", "Time_Initial", "Time_Final"], axis=1), df[df["Time_Final"] == 1].drop(['Sweetener_SA', 'Sweetener_ST','Sweetener_SU', 'Sex_MAN', 'Sex_WOMAN', 'Time_Final', 'Time_Initial','numVol', 'Weight','BMI', 'Fat', 'CVRI', 'Bpmin', 'Bpmax', 'Frec'], axis = 1) + + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) + + + return(X_train, X_test, y_train, y_test) \ No newline at end of file diff --git a/scripts/__pycache__/main_retrain.cpython-311.pyc b/scripts/__pycache__/main_retrain.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..c14eaf84de20a0909165346fbf6f01051f1928af GIT binary patch literal 10859 zcmcgSZEPD?a!YbaE+tYFNr|Ft$)YXGHvJ)A?AVTDM>Z`{AC^QZk}O#|$2^L=l&J8_ zyDM8}mN;FJ!!cI_QLb*IJLFLIaF;5zfci&Us6c=C&^y2dTHvj*fr$kS80e{~fc{XL z3wp?(cHUC_Sc-8jxkFb^v$OBbn>TM}-rJpd{A-J)hJdTFt1JAtl_35dKNK$Q4)WOt zfV@x81g(h@GaBWtozW?GGNzv~X!32w8A_=$&6t#X%}kAQubrudyEbZ$S!OH>tu9&@ zv(8v!^)vM`+l)=ABct}1W5%H&v;;#fG!%sR5ReCj2LdQfwDE1tOe0-GQ*d|EnsLHY zyM-zI9*t~c;-Lf`iO-EEqY<75#G{ifV@#3>@(exLn~2h~HN+-3E^s>-4RE0Z%gE+F zHbRdxK{hnsJqb)2$AWP>5$lCEjvr&@;Kn6bnV1MsMM((41h@|VKl_attB2Q=+7^m9 zt)aDF(xRia0`Vbmc!0Smm-;D9sd^U7LC_@hgQo|@8dgi|(|X=m;6o4sK^xRGXNa_k z$1?9+3;F^km_7t~9~5OyW3$1Zy1#~q*R~Tc5gd6(yQG^Y?r1c`G#Erf@RkB6f}o9R zUKOp>u2ySVUlSO$cHLZ|g<8SDIeA-&PS6PYb&FcM8ze!b&1o`iN$UhXTd$I-u5#44 zRn=~-Y@Z|2b%Ji8sI4C2jlWE*`_v286o^FIFs$s)H(l@EbtSj)U zPtWCjes_EliR;6#3dPX4UE`9yMIsz>PidrhSWp&-r&1#v_HhzCW8(@v1 z_X#$kZcbZ4Yp3_nd*`%*Jy7%*!Jf63`j;@eWycDwiY@l7x2gTO!e;Ir>i;J@3C0zY zrBt@subyj#dX}{(eN2-p|pwfXyEv<$SYO-Y>TasBI)s*Q*m8{MJC4Ka5LTKzE)Gs&i(&7$K z?y>8~)EdaT3Vh1%^l|mr*^(m4$OPS&^gf~Pt$xbxDPvJY=}t9O+9@;$PWt3Upb#8@ zeM`Zd*}cUsWe9)1^dLA(d##!${nGj=^$Pitb#?ly)>XMiv+$|2`{G|K)q$ScN>3$> zei{5x^|pM`6YL_zJqY~yjG7kw$ks!wXy14}-K3&BD>Ny)Lw&Wql=qgTStzbHwI{(U zEvGtA=%J=cyZF9B3s}r4G||WLh$Y8S%bRZI2fh~lo?ZM;ypaFiUHo56-y*oO9VLlM zm}=Z+VXxYQRHN(>TGXwTyE|CPl|5AAUBdpjqwpgo&I?Bhc*!bY9Yq`K=hVAFg{?h> zp7bj_UUVMoJij{B_N?f6wAl02ot_s;J?V=We_{V)h5l+Ut9WC)_J{kn&?q#Od^Ft( zUsq+%>edv5H|c$Ci5@#L)+=1^yCMt^ zje3q98D@B)cQG3E$Rxf^$Xa$b^|Jd!<>ek8>G2J@eb+}v#wL6{RR~h&t5o_Xy+hZ$ z69XfD_xOZ&Y+}IQSA}W|$Fy5Gs@lR%{gF9`O%Ne^Y*rD*RFh zcgs|%{1a}uDbCCVVoWd|2+nee=pxSq7?w@2TmK6egv>@98AJ3eYeTnXLp-pMnB`Kn z*raa7?Cw;(JDgzMF@_J$CP1@{J7seZdws9EJ33E?-A6F=q`Xxm9QJwr?or=Z@5tD& z*Wc}Pml<`pq^bI0kkUQMurORK7!NTiJ2+WkP(>JqPMKh6cRrd|L}$1_itG$=x4+OF zhlpOsG09Y`!YNtep$Iy5q&IN1xlE#<4yam;t++Q3i`_Rntbgs*P| z9LGE4p7f3lc&`lk#&=H?lx`ls!!SG(XV}2FSM@ZZdb%dplqg|#dX|}EmSp2NvlIZ8 z$|j6VjbN0-XsW-8grj4=o`G&wfjdHI8Aq8#Lrr zPTd%ZGd*nNHse0wz7~f&%SGrQ?H* zy8){?!9{rRR))KwxC0lAC%nnz4KBn+k~~xfBY4sCEZjSjcfY8)7>#gzC=p9`rS>zB z23mym?;njO_|A*bL?{^Lx&SGVyaD2J_=|g)K<#JqWo>`fTYUHo+VCv(kvNU55Q60t zi*vF*kYpJeZaid>SUh=I2i5@V6s)|3wF&kkgG&)EWue1Lj}w?akg@=+P$aGDokgcC zy6JAWN_A8*) zP7H8DOxDJeGF8|UWkWCty=j@mTP3jNX<3`3WkV>JC(AWKnhtP_;c#S0CKnPBkS`pGM&m);H}6IU z$T)&(!76Mb31WjgDnvZP%DQA!d6-+obDawXWnBz-=wiVonc^5euoR8N^4MLB={Rsl zL*7WTo{#XL2qPD~&4eR!vOW||aEx5b!GwT0HnMCCF3m?HamEAIQI^zbke`>ebXYcm zlg42lvf-}c*RtVy-oJ4?EK|uylEEEiQsI;Dtk7%1U=aMlz~WCg*$Cb6dX$a8M?nnA z?#;=Xxbn8fiCGX@dB4D08;0F!x9zAoz!jE}TwAPy#lZZIZc4C!qE7YA!|WF zMo<;@I6#6+J4ht1P~jQ{G3R-}3ljG-6+KQi08@BlaBi4``ztOMe|yLl)ds_UAL{US z$=M)TyG(pe5jMwt!^-W|*pJn*@JplaS;S~0Ae zMB@R;cwn2*=o@lYM}~y%HFcT0s|Q6>n`COk4Q<(%p4B_=*RFcstGi#9(QoUZPH9lU zr< zMUz)Dd6%zjQ-q}vv-4}79lN+O_LxM+hQ(vU5c>luclIS=hIgVtg z998$O<%gD)d68<9s5V5kfmoT?YD8guQLMYT@w!;og)WbOJT)y%-9&*oacW+gn*Vqq zDlH_@t-InvN?J&v$+yJIZ;5qpiIgBw0#eG3B8NrNFOhyk`ZulnRu{A3wJ_?MLN{)r zxd^f@h}H$ky0F~;%xb&$*6J&w^`K-uxZIy>Xj$%kdpL(@|I~8eiRA!lKO>mXn_?&oD|~F z2rr)J#Ts5D7bS8Lk&D{~FyyDi1-(nLTAxVuOH@Ci`eD+hI#hQ}q$VY55>b5Kk(!pMX+%wfoc5;o zTYuELdRw#|l5B@EhD~4@-Fe5~hP&8)R%$={$nYyOntDT;0%qYnv!~8mPn@?9dslR( zBxmZW^Se)+-vvp%+CJ_7;M{I zjM5xdn#0;mZLal5rgp_AQhRdkF9S9xQtlk(cuMVkLhb!&Z}tL+D7KuFTFz|*5w%yO zE=$zqr&Qk)s_(HCT@Q-=K{Pur_RpgvhbS-yFHtAmLr&6z9DoXxApvdmiFU&W+7FN@AI zlJiWa?+>rdnd{yi{NdnF9jjB>J7V)msrlsJw?CYFWE4;JOQ-sgYd|z#mCRR>`Rdmo zRpzkz=GwJ~=RSI4gL%~Vk1=E(63s)Bc?ghaFvS7neCeT2be`Yn7M+(Kc|_-+s(lc- zUV3;&biK0S5M38HrbSopquZiuSTy@3vmcrL3X^vR?+s=KH_bL=?|RfI+I!K!P0@Z+ zGzTPe0GR`2$^`SZ9LRQj@LFal=Yq}S0}HH$Yd?>PuG5);XN^twr?cj@2x@y};}&Z4 zij7{W(VOYb?enZ%K&|I8z4!c>*+};6+P60bk-1+q_e+C~LbiKN9UUc<5niO3XQ(oPV%q^n1MKZSlQZ~VN2Dk5MV1wAk zyTtY>@FB&UIQ(k-rM=O6TKCJ-r1zZhm#=C7hKfg((2Qey{LS`RJwP~>h6C0)EgUcC zex?CPDp0RLg942|)6mohhP1v&X;SKI6j-Z3vjQzUl!o$SS9;gsA&*DjxdcMcu3Oa! zMCB;bn5NREbPZo7xjHSDt}Q>VrR!-MZC`h&Q+sK1`GKuaE9eC?-9X#c8$SfT4~o3g z7L~-#%2bbF$rfn~lHwOiBmIkgO|<@aU#poV4r_zIZeV2V=z}=WO}WcySQg zMK{xX1Px9e(tDK@B51F4;GM3EAO7R=6D*~p1URxSJEjrp=!#S?9EpF~p{o@RH!C#r zH4nwh_1L;gk2cEpULXAMdaTNTm@B0w+`Jkv%{0oV3wQbrec`7M7x4(D7 zL$Rkp-z+|Q*up1kTl+9Lg+VU{GyuQH2yy2kpO8uJ7R%$nXztV}Klw4f{^imqKmphD zOP_?5>pw1i@^Al&um8H_sZqFZ;eeLKC&pVijM~BuwuR-*4~u<-{Q(9U03H+jXBfxi z?0pRW9D~2W087cfk3or?%GbVwYyT9$)?*BggGwX6#o(V{@U8y@Px2UK(`+KaLx3Gj zLaY*83eZdvVihw+!|k za%&WiIa3rN4w%QlzKbhXFnAAxA7N0On@3kMMW|3u(nBf}Vpnm$A7k(n09A9HDs7!V$7S*&g_owS#03Ex)kl=(|NWYgC+nTy=*E@O0G!;AqEZ1!LMDED2&|$B(f3m zEwc~;zBtA30uid_cZ>8se^2%NuC}ui;yWA?aJ1etfF{Vs9i7_R}uEmxPaLNyxWC}72kUE3V zy+#pF(LCh5p_a2jmtE0pK7KV|%S3qgAAsZ@{BvGdd&>j_U=G)6!%Az;b{Z)q*Kipr zCFgn-DJ9qZ3Q|h0;Q~_1w#C?D*d_oV(zV@CWYLanxa1l-ky3K5{i~)`Q?B{o>fY78 zxdsnX3Uqhj?k?!w@Ogt0ik4!}&BL#3*dO(v!vo^s0SO>^aJertxiYmH-ZbwQ&Fzx8 zec88Za_)*xH|_h@&Y(-o} zF`l6^)aF;xJh!z-w&TlJH%*qz{3M*i zkkYCE9Pl5)0e@LtskMad1pJj$JJWxy7#i-(tp@__#+CW3Hrw~G_t9B2Hi_tY#NI~K z9g(^tQFj2z7bS4GB2wKF)r|^8`Oy27+v(Hleyt^a2IH?y8i25Fl~)J`6B8329R^L1 zyn}<9Aje*XYFQtL6?B*NVcZ6rHBK}|BeRg$RZ>od{GFY~?MCqZ*#sMBzXMOo0%W@| z_5e5P7x_q(Qx>({#6fZ}$i_RBRRK#T%7pkxBA#F9_}#`TtG&KJ2P=|^%|;nzJCIE{ z>Bi49kl*`0rp1dzNq)1(F?JNd7t}@Iy%=S>*hlb)zYe(H0047oH1H{}X+VS{Uvh*U z6-th1L+X+v8d0I-2+Okamm^He%3m4MjtEuB5u@nK%X8usQkUnzT=%x+d)BwD%hqiJ X{N4{f(sw~#cUIE_*_RhVMGOB2UP%aP literal 0 HcmV?d00001 diff --git a/scripts/__pycache__/utils.cpython-311.pyc b/scripts/__pycache__/utils.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..16acfd90e2c628cf7d1f5af0e00fa92a766cf531 GIT binary patch literal 6466 zcmdrQOKjZ6mE>}N+MhnQ{8Q!CCo8RFS#ca&j^fzR$7@@O<=B>FN0GCpmRy-Kms}6I z{%lvtCNK~kd{EJ}-3Bcx6sfDgI_Op%1N6`Yy^sO{2?PQNC=4_=rEXBvr@rB8DbezJ zFKrIxa^Jjp^WMBSGjC?z;~xWoDgvILx1CBhRTISDaHaH6o5<7G0r?fd5-ceYw=n#C9e=s?{~P1;aI}4*%dCl@W=J1V{Y87LSka^ znYQp8kt11hk$ME2k1gpLhvF>p62!DcXB{kErp3w9Il|tHy*5KD*rLscb>-+R;E%wP z$CfoDVdHWCc&#~VjzSAI?VcY``-|5`F*CK*0Pe7*6@|Gl9kplQdV+v4d=**-@wV?w>IE5WQt(heowOPi_u50 z4 z7=;((N1~MBkh!$s;lzZ*^5Rt16PFNsI3eFLh^&)k6s9{{eVJo$TNqbmP6~M~qPndSLAGdBfSCPVu5yF!u~P zhPZ@5kMJqZaGw`>g=d6k{&zW93iF^J*L>$M41}S{tOU*?MrN!w|M|-UV^%F-c5SON z_pGWPt18tDXN(u2^D0wS(!{-3QIYH`swvW|OeLEQMHR&cA5=iWCYRa0iAQTuJ zia`T_5pWB4LJ~45Q8wJXm=>4>m#rEVMJC0uz2R34&lHj}Y3wh%W4s{XwIA*a-{qB? z;Vg$F8R7jDB~cqLf(Dgl4G#h@iety35C>kDnKYbf#EXhSNwPtw8Re!yPfK_;u{&{w z6EPwb4uKN^NU*RhlG27N2?|9f>Nb2>W<(lcCIznOFLW{^2u2l~j3dsp6+9>z$C%*- zr0AXo$;&t#2^XIqGJp^CPK?SNk|$Wi$*)aZ6uCjf-{Hbt;ZYGvB=ao8hToM0UitHv z32+}K%yMCHVTG9jO%sDsB9r1oMUp2FmzHE+kr28Wqv0h)PAirQEZ1A9p_J z%y(8qH#~&f_dU_>xKDpedsW{djqcLvE|ug>^v-+u6R{_Pi|PpWG_^ZmB}H)ntM z&gbte>{>{w$0oIggx-))c|pB%U#-q+)mgndn?Ju+b6~ZmX{DxVKC0Cm(rXUohd^;d zV}5A%o<{Fo+q)mIj7IO?hV455v^yGIzqY>tu)7+)XB%de1fiQ+jl0cIe@7 z;Yi_Hp;z-q)*`QdAue6gBR$IjJrdh&8!hx`{+4ZRAw6==-qv>Hiw~C=z3s$uquy3( z8!Md9{H<&4uPp|bZtLxDEO+beC4E;5Z)pBkUfTAOKA#_&d&SqS`nuP*hIUeqmdw~O zG@l+Bw4493VQ-nyptqH#WXI6D^!Adz9YfpM_L4sTy-o)|z4*z+4T3nx)6YSfzDwsX zeh>TSKK)M<0t4V1uo(iMc7M`cm{{ml8;*ZP=esp3rc*JMianv+syD1rO*+-2QcV^2 z#Tw;brRr9wy1BlBqEdAl)v8miD%HAPwQFul^){+h<5SqbM8Zl7p+dtSr=d^(4ghjw z$c_bK22xj+637%aLqV`X&0C2oFj>zdz#dz*8Apzo$Gz=%a^$p?^e#S^oXlJ4*LE?M zW}S;JdvGvqrDrpcK9xzeh#b8YaM^<#NXTh3At4~Va1U>u{zf1Thar*@oGil)5hd|m zk`OX1XSl>nYD^No!?X1zY0%6)UXFSVCy?P>bj!B{jzJ>ogJ#2jS(?nq%9R8I$Gj1c zIe|+kaaOsX=47*@Ne-c7z=FoRm;1>NKwaeD@fXm@f9{l8b%0LEV5P z$TFTn^ENi?fK(t zfnBSC=9NJ6!fT6fsDWlJa7+&zTMhKC1bUZGeBGo5dbPkiI(|p;J!|z1tMwf#^&Ja6 zOFeq$n_B%zz5ZmrXSPRk)UEq!RYx5<4Q7latXLIlc!^CH`z26K7o!9sMPk=_@i&hg z0g0#4U{slOGww!bfB^BM-_jhv(r2rU*lMHb8t&#Q?#2x!#xL{@gV}&wy$EP_ z@0MYbDBRyNCK^QVVaag}-p619gX#hQq!&nqpQKAE5V~n=d|Ek zdho5)VE;<6|EpnjQfH`t5JZ|hLqSB5 zB4gCQaPclC;sRJMQSVU@bEL@eBFlJ@C0=BSW0o7#AdXe+#RYm86H{coD1H&gEGhCL zJ$q!9oF!r8-k=(aYMu_=)1i7g)-#lSS>Kj-1K>i_@% literal 0 HcmV?d00001 diff --git a/scripts/main_retrain.py b/scripts/main_retrain.py new file mode 100644 index 0000000..5554250 --- /dev/null +++ b/scripts/main_retrain.py @@ -0,0 +1,196 @@ +# packages + +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import seaborn as sns +import pickle +import re +import os +from utils import encodingSplitting +from sklearn.model_selection import RepeatedKFold, cross_val_score, GridSearchCV +#from xgboost import XGBRegressor +from sklearn.ensemble import RandomForestRegressor + +sns.set_theme() + + +def evaluateNPlot(modelPath, df, df_name, y_test ='' , X_test='', full = True, pipeline = True, plot = True): + + # extract model name + + modelname = re.sub(".pkl","",re.sub("model+(RF|XGB|MLP)+(Met|Full)","", modelPath)) + + # define model type + if re.match("Full", modelPath): + full = True + + # open the model + + with open (modelPath, 'rb') as f: + model = pickle.load(f) + + print(" ----------------- MODEL EXPORTED ----------------- ") + print(" ----------------- EVALUATION STARTING ----------------- ") + + # define the evaluation procedure + + cv = RepeatedKFold(n_splits=10, n_repeats=3, random_state=42) + + # read or inherit data + + if (not pipeline): + X_train, X_test, y_train, y_test = encodingSplitting(df, full = full) + + # for full models + + if (full): + print(" ----------------- ANTROPOMETRIC + METABOLIC MODEL EVALUATION STARTING ----------------- ") + else: + print(" ----------------- ONLY METABOLIC MODEL EVALUATION STARTING ----------------- ") + + #X_test.to_csv("X_test_"+modelname+".csv") + + scores = [] + + for n in y_test.columns: + print(" ----------------- " + n + " MODEL EVALUATION ----------------- ") + + n_scores = cross_val_score(model, X_test, y_test[n], scoring='neg_mean_absolute_error', cv=cv, n_jobs=-1) + n_scores = np.absolute(n_scores) + scores.append(n_scores) + print('Full model ' + modelname + ' for metabolite '+n+ ' MAE: %.3f (%.3f)' % (np.mean(n_scores), np.std(n_scores))) + + # full model evaluation + print(" ----------------- MEAN PERFORMANCE EVALUATION ----------------- ") + + n_scores = cross_val_score(model, X_test, y_test, scoring='neg_mean_absolute_error', cv=cv, n_jobs=-1) + n_scores = np.absolute(n_scores) + scores.append = n_scores + metabs = y_test.columns.append("Mean Performance") + df_scores = pd.concat([metabs, scores]) + df_scores.columns = ["Metabolite modeled", "MAE score"] + df_scores.to_csv("scores_" + modelname +".csv", sep = ",") + + print("Mean performance of all model" + modelname + " MAE: %.3f (%.3f)" % (np.mean(n_scores), np.std(n_scores))) + + # plotting + if (plot): + + print(" ----------------- PLOTTING STARTING ----------------- ") + + # inherit model, modelname, df, df_name, testSplits + print(" ----------------- REBUILDING CATEGORICAL VARIABLES----------------- ") + + dummies_sweetener = pd.from_dummies(X_test[['Sweetener_SA', 'Sweetener_ST','Sweetener_SU']]).replace("Sweetener_", "",regex=True) + dummies_sex = pd.from_dummies(X_test[['Sex_MAN', "Sex_WOMAN"]]).replace("Sex_", "",regex=True) + + print(" ----------------- PREDICTING AND JOINING PRED + TEST ----------------- ") + + # make predict + y_pred = model.predict(X_test) + # pred_prueba_DF = pd.DataFrame(pred_prueba, index = X_test.index-1, columns=y_test.columns).add_suffix("_pred").join(y_test.add_suffix('_test')).fillna(0) + df_predTest = pd.DataFrame([i for i in y_pred], index = y_test.index, columns= y_test.columns).add_suffix("_pred").join(y_test.add_suffix('_test')).fillna(0) + df_predTest["Sex"] = dummies_sex + df_predTest["Sweetener"] = dummies_sweetener + df_predTest.reindex(sorted(df_predTest.columns), axis=1).to_csv("df_pred-test_"+modelname+".csv", sep = ",") + + # print plots + metabs = y_test.columns.drop(list(y_test.filter(regex='Sex|Sweetener'))) + + print(" ----------------- STARTING PLOTTING ----------------- ") + + for metab in metabs: + #sns.regplot(data = pred_prueba_DF, x=metab+"_pred", y=metab+"_test", ) + + print(" ----------------- PREDICTED VS TEST " + metab + " ----------------- ") + + plt.figure() + + ax = plt.gca() + minPred = min(df_predTest[metab+"_pred"]) + maxPred = max(df_predTest[metab+"_pred"]) + minTest = min(df_predTest[metab+"_test"]) + maxTest = max(df_predTest[metab+"_test"]) + ax.set_xlim([min(minPred, minTest), max(maxPred, maxTest)]) + ax.set_ylim([min(minPred, minTest), max(maxPred, maxTest)]) + + sns.lmplot(data = df_predTest, x=metab+"_pred", y=metab+"_test") + plt.title("TEST VS PREDICTED lmplot " + metab + " " + modelname) + plt.savefig("testVsPredicted_lmplot_"+ metab+"_"+modelname+".png") + plt.close() + + print(" ----------------- PREDICTED VS RESIDUALS " + metab + " ----------------- ") + + plt.figure() + + + y_pred_metab = y_pred[metab] + residuals = y_test[metab]-y_pred[metab] + df_all = pd.concat([y_pred_metab, residuals], axis=1) + df_all.columns = ["Predicted", "Residuals"] + + sns.scatterplot(data = df_all, x="Predicted", y="Residuals") + plt.title("RESIDUALS VS PREDICTED " + metab + " " + modelname) + plt.savefig("residualsVsPredicted_"+ metab+"_"+modelname+".png") + plt.axhline(y=0) + plt.close() + + +def RF_Fit(df, df_name, full = True, eval = True, plot = True): + + + param_grid_extensive = { + 'bootstrap': [False, True], + 'max_depth': [1, 10, 20, 30, 50, 70, 100, None], + 'max_features': ["auto", "sqrt", "log2", 0.2, 0.5, 0.7, 0.9], + 'min_samples_leaf': [1, 2, 3, 4, 5, 8, 10, 12, 20, 30], + 'min_samples_split': [2, 3, 4, 5, 8, 10, 12, 20, 30], + 'n_estimators': [10, 50, 100, 200, 300, 500, 700, 1000] + } + + param_grid_light = { + 'bootstrap': [False, True], + 'max_depth': [80, 90, 100, 110], + 'max_features': [0.2, 0.5, 0.7, 0.9, 2, 3], + 'min_samples_leaf': [3, 4, 5], + 'min_samples_split': [8, 10, 12], + 'n_estimators': [100, 200, 300, 1000] + } + + + print(" ----------------- SETTING UP TRAINING ----------------- ") + + X_train, X_test, y_train, y_test = encodingSplitting(df, full = full) + + model = RandomForestRegressor() + + cv = RepeatedKFold(n_splits=10, n_repeats=3, random_state=42) + + grid_search = GridSearchCV(estimator = model, param_grid = param_grid_extensive, cv = cv, n_jobs = -1, verbose = 3) + + + print(" ----------------- STARTING TRAINING ----------------- ") + + grid_search.fit(X_train, y_train) + + print(" ----------------- TRAINING ENDED ----------------- ") + + if (full): + filename = os.path.join("..", "models","RF_Full_lightTrain"+df_name+".pkl") + else: + filename = os.path.join("..", "models","RF_Full_lightTrain"+df_name+".pkl") + + best_model = grid_search.best_estimator_ + + with open(filename, 'wb') as file: + pickle.dump(best_model, file) + + print(" ----------------- MODEL SAVED ----------------- ") + + if (eval): + evaluateNPlot(filename, df, df_name, y_test=y_test, X_test=X_test, full = True, pipeline = True, plot = True) + else: + print(" ----------------- ENDED SCRIPT ----------------- ") + + diff --git a/scripts/modelSanoApp.py b/scripts/modelSanoApp.py new file mode 100644 index 0000000..36cc317 --- /dev/null +++ b/scripts/modelSanoApp.py @@ -0,0 +1,46 @@ +# -*- coding: utf-8 -*- +""" +Created on Wed May 8 21:27:35 2024 + +@author: dres2 +""" +from main_retrain import evaluateNPlot, RF_Fit +from utils import fullRead +import re +import pandas as pd + +print(" ----------------- PACKAGES EXPORTING ENDED ----------------- ") + +print(" ----------------- READING DATASETS ----------------- ") + +paths = ["plasmFlav_ord.csv", "plasmAnt_ord.csv", "urineFlav_ord.csv", "urineAnt_ord.csv"] +paths = ["../data/" + s for s in paths] + + +# execution +test = False +exec = False +if (test): + df, df_name = fullRead(paths[0], sep = ",", full = True) + df_name = re.sub("../", "", df_name) + df[['Weight', 'BMI']] = df[['Weight', 'BMI']].apply(pd.to_numeric) + + y_metTest = pd.read_csv("/home/die/Documents/repositories/mSApp/doc/scripts/X_metTest_RF_Met_lightTrainplasmFlav.csv") + X_metTest = pd.read_csv("/home/die/Documents/repositories/mSApp/doc/scripts/y_metTest_RF_Met_lightTrainplasmFlav.csv") + + evaluateNPlot(modelPath = "RF_Met_lightTrainplasmFlav.pkl", df = df, df_name = df_name, y_metTest =y_metTest, X_metTest=X_metTest, pipeline = False) + +elif (exec): + for path in paths: + df, df_name = fullRead(path, sep = ",", full = True) + df_name = re.sub("../", "", df_name) + df[['Weight', 'BMI']] = df[['Weight', 'BMI']].apply(pd.to_numeric) + + RF_Fit(df, df_name, met = True, eval=True, plot = True) + RF_Fit(df, df_name, met = False, eval=True, plot = True) + +else: + df, df_name = fullRead(paths[1], sep = ",", full = True) + df_name = re.sub("../", "", df_name) + df[['Weight', 'BMI']] = df[['Weight', 'BMI']].apply(pd.to_numeric) + RF_Fit(df, df_name, full = True, eval=True, plot = True) diff --git a/scripts/pruebas.ipynb b/scripts/pruebas.ipynb new file mode 100644 index 0000000..31ac2e4 --- /dev/null +++ b/scripts/pruebas.ipynb @@ -0,0 +1,751 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 22, + "id": "2aff3527-b25f-4f6c-b4f7-44109012489f", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import re \n", + "import os\n", + "\n", + "\n", + "def fullRead(pathToTable, sep, full = False):\n", + "\n", + " df_renamed = pd.read_csv(pathToTable, sep = sep, encoding = \"latin_1\")\n", + " \n", + " df_name = re.sub(\"_ord.csv\",\"\",(re.sub(\"data/\", \"\" ,pathToTable)))\n", + " \n", + "\n", + " print (\"Reading dataset \" + df_name)\n", + " print (\"#\")\n", + " print (\"#\")\n", + " print (\"#\")\n", + " print (\"#\")\n", + " \n", + " # reading and merging \n", + " \n", + " if (full):\n", + " print (\"Reading and merging anthro data\")\n", + " print (\"#\")\n", + " print (\"#\")\n", + " print (\"#\") \n", + " \n", + " df_anthro = pd.read_csv( os.path.join(\"..\",\"data\",\"chronicAnthropometricCardiovascularData.csv\"), sep=\";\", decimal=\",\")\n", + " df_renamed = df_renamed.merge(df_anthro)\n", + "\n", + " # separating by time moment and renaming\n", + "\n", + " df_renamed[\"Weight\"] = \"\"\n", + " df_renamed[\"BMI\"] = \"\"\n", + " df_renamed[\"Fat\"] = \"\"\n", + " df_renamed[\"CVRI\"] = \"\"\n", + " df_renamed[\"Bpmin\"] = \"\"\n", + " df_renamed[\"Bpmax\"] = \"\"\n", + " df_renamed[\"Frec\"] = \"\"\n", + "\n", + " for i in range(len(df_renamed)):\n", + "\n", + " if df_renamed.loc[i][\"Time\"] == \"Initial\":\n", + " df_renamed.loc[i,\"Weight\"] = df_renamed.loc[i][\"Peso inicial\"]\n", + " df_renamed.loc[i,\"BMI\"] = df_renamed.loc[i][\"IMC Inicial\"]\n", + " df_renamed.loc[i,\"Fat\"] = df_renamed.loc[i][\"Grasa inicial\"]\n", + " df_renamed.loc[i,\"CVRI\"] = df_renamed.loc[i][\"IRCV inicial\"] \n", + " df_renamed.loc[i,\"Bpmin\"] = df_renamed.loc[i][\"Bpmin inicial\"] \n", + " df_renamed.loc[i,\"Bpmax\"] = df_renamed.loc[i][\"Bpmax inicial\"] \n", + " df_renamed.loc[i,\"Frec\"] = df_renamed.loc[i][\"Frec inicial\"] \n", + " \n", + " if df_renamed.loc[i][\"Time\"] == \"Final\":\n", + " \n", + " df_renamed.loc[i,\"Weight\"] = df_renamed.loc[i][\"Peso final\"]\n", + " df_renamed.loc[i,\"BMI\"] = df_renamed.loc[i][\"IMC Final\"]\n", + " df_renamed.loc[i,\"Fat\"] = df_renamed.loc[i][\"Grasa final\"]\n", + " df_renamed.loc[i,\"CVRI\"] = df_renamed.loc[i][\"IRCV Final\"] \n", + " df_renamed.loc[i,\"Bpmin\"] = df_renamed.loc[i][\"Bpmin final\"] \n", + " df_renamed.loc[i,\"Bpmax\"] = df_renamed.loc[i][\"Bpmax final\"] \n", + " df_renamed.loc[i,\"Frec\"] = df_renamed.loc[i][\"Frec final\"] \n", + " \n", + " df_renamed.drop(columns = [\"Peso inicial\", \"Peso final\", \"Delta Peso\", \"Talla\", \"IMC Inicial\", \"IMC Final\", \"Delta IMC\", \"Grasa inicial\", \"Grasa final\", \"Delta Grasa\", \"IRCV Final\", \"IRCV inicial\", \"Bpmin final\", \"Bpmin inicial\", \"Bpmax final\", \"Bpmax inicial\", \"Frec final\", \"Frec inicial\",], inplace=True )\n", + " \n", + " # \n", + " df_renamed.drop(columns = [\"Unnamed: 0\", \"grouping\"], inplace=True )\n", + " \n", + " print (\"Filling NA with zeros\")\n", + " print (\"#\")\n", + " print (\"#\")\n", + " print (\"#\") \n", + " df_renamed.fillna(0, inplace=True)\n", + " \n", + " return (df_renamed, df_name)\n", + "\n", + "def scaling(df_read):\n", + " \n", + " import numpy as np\n", + " from sklearn import preprocessing\n", + "\n", + " scaler = preprocessing.RobustScaler()\n", + " numCols = df_read.select_dtypes(include=np.number).drop(\"numVol\", axis=1).columns\n", + " df_read[numCols] = scaler.fit_transform(df_read[numCols])\n", + " \n", + " return (df_read)\n", + "\n", + "def encodingSplitting(df, full = True):\n", + " \n", + " from sklearn.model_selection import train_test_split\n", + "\n", + " \n", + " df = pd.get_dummies(df, columns = [\"Sweetener\", \"Sex\", \"Time\"], drop_first=False)\n", + " \n", + " if (full):\n", + " print (\"Split for anthropometric + metabolic\")\n", + "\n", + " X, y= df[df[\"Time_Initial\"] == 1].set_index(\"numVol\").drop([\"Time_Initial\", \"Time_Final\"], axis=1), df[df[\"Time_Final\"] == 1].set_index(\"numVol\").drop(['Sweetener_SA', 'Sweetener_ST','Sweetener_SU','Time_Final', 'Time_Initial', 'Sex_MAN', 'Sex_WOMAN'], axis = 1)\n", + " \n", + " else:\n", + " print (\"Split for only metabolic\")\n", + " X, y = df[df[\"Time_Initial\"] == 1].set_index(\"numVol\").drop([\"Time_Initial\", \"Time_Final\"], axis=1), df[df[\"Time_Final\"] == 1].set_index(\"numVol\").drop(['Sweetener_SA', 'Sweetener_ST','Sweetener_SU', 'Sex_MAN', 'Sex_WOMAN', 'Time_Final', 'Time_Initial', 'Weight','BMI', 'Fat', 'CVRI', 'Bpmin', 'Bpmax', 'Frec'], axis = 1)\n", + " \n", + " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + " \n", + "\n", + " return(X_train, X_test, y_train, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "c3f8398f-1334-423b-b76a-80e9a1139e12", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['.git', '.ipynb_checkpoints', 'data', 'results', 'scripts']" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.listdir(\"../\")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "f1563bc1-b29e-4838-ab88-0eab438f3d90", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading dataset ..\\data\\plasmAnt\n", + "#\n", + "#\n", + "#\n", + "#\n", + "Reading and merging anthro data\n", + "#\n", + "#\n", + "#\n", + "Filling NA with zeros\n", + "#\n", + "#\n", + "#\n" + ] + }, + { + "data": { + "text/plain": [ + "(Index([ 19, 54, 56, 108, 5, 41, 72, 128, 32, 64, 62, 140, 11, 109,\n", + " 130, 12, 86, 65, 136, 1, 27, 53, 76, 117, 25],\n", + " dtype='int64', name='numVol'),\n", + " Index([ 19, 54, 56, 108, 5, 41, 72, 128, 32, 64, 62, 140, 11, 109,\n", + " 130, 12, 86, 65, 136, 1, 27, 53, 76, 117, 25],\n", + " dtype='int64', name='numVol'),\n", + " Index([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10,\n", + " ...\n", + " 133, 134, 135, 136, 137, 138, 139, 140, 141, 142],\n", + " dtype='int64', name='numVol', length=122),\n", + " Index([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10,\n", + " ...\n", + " 133, 134, 135, 136, 137, 138, 139, 140, 141, 142],\n", + " dtype='int64', name='numVol', length=122))" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import os\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "pathPlasmAnt = os.path.join(\"..\",\"data\", \"plasmAnt_ord.csv\")\n", + "df, df_name = fullRead(pathPlasmAnt, sep = \",\", full = True)\n", + "df = pd.get_dummies(df, columns = [\"Sweetener\", \"Sex\", \"Time\"], drop_first=False)\n", + "\n", + "X, y = df[df[\"Time_Initial\"] == 1].set_index(\"numVol\").drop([\"Time_Initial\", \"Time_Final\"], axis=1), df[df[\"Time_Final\"] == 1].set_index(\"numVol\").drop(['Sweetener_SA', 'Sweetener_ST','Sweetener_SU', 'Sex_MAN', 'Sex_WOMAN', 'Time_Final', 'Time_Initial', 'Weight','BMI', 'Fat', 'CVRI', 'Bpmin', 'Bpmax', 'Frec'], axis = 1)\n", + "\n", + "# X_train, X_test, y_train, y_test = encodingSplitting(df, full = True)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "X_test.index,y_test.index, X.index, y.index" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "d8f5dd02-a95c-468d-a027-13ead18460d7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "uwu\n", + "uwu\n" + ] + }, + { + "data": { + "text/plain": [ + "(Index([ 19, 54, 56, 108, 5, 41, 72, 128, 32, 64, 62, 140, 11, 109,\n", + " 130, 12, 86, 65, 136, 1, 27, 53, 76, 117, 25],\n", + " dtype='int64', name='numVol'),\n", + " Index([ 19, 54, 56, 108, 5, 41, 72, 128, 32, 64, 62, 140, 11, 109,\n", + " 130, 12, 86, 65, 136, 1, 27, 53, 76, 117, 25],\n", + " dtype='int64', name='numVol'),\n", + " Index([ 19, 54, 56, 108, 5, 41, 72, 128, 32, 64, 62, 140, 11, 109,\n", + " 130, 12, 86, 65, 136, 1, 27, 53, 76, 117, 25],\n", + " dtype='int64', name='numVol'))" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pickle\n", + "\n", + "modelPath = os.path.join(\"..\",\"data\",\"RF_Met_lightTrainplasmAnt.pkl\")\n", + "\n", + "modelname = re.sub(\".pkl\",\"\",re.sub(\"model+(RF|XGB|MLP)+(Met|Full)\",\"\", modelPath))\n", + "\n", + "# define model type\n", + "if re.match(\"Full\", modelPath):\n", + " met = True\n", + "\n", + "# open the model\n", + "\n", + "with open (modelPath, 'rb') as f:\n", + " model = pickle.load(f)\n", + "\n", + "print (\"uwu\")\n", + "df_pred = model.predict(X_test)\n", + "print (\"uwu\")\n", + "y_pred = pd.DataFrame([i for i in df_pred], index = y_test.index, columns= y_test.columns)\n", + "y_pred.index, y_test.index, X_test.index" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "b3e4308d-5ace-4fa0-8f81-cdda1d632654", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(Index([ 37, 91, 95, 179, 9, 80, 125, 215, 63, 111, 107, 239, 21, 181,\n", + " 219, 23, 153, 112, 231, 0, 53, 89, 133, 197, 49, 84, 211, 187,\n", + " 73, 200, 25, 31, 145, 45, 233, 183, 166],\n", + " dtype='int64'),\n", + " Index([ 36, 90, 94, 178, 8, 81, 124, 214, 62, 110, 106, 238, 20, 180,\n", + " 218, 22, 152, 113, 230, 1, 52, 88, 132, 196, 48, 85, 210, 186,\n", + " 72, 201, 24, 30, 144, 44, 232, 182, 167],\n", + " dtype='int64'))" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_test.index,y_test.index" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "7b01c0d4-d972-4788-9daf-394cf89a70a8", + "metadata": {}, + "outputs": [], + "source": [ + "dummies_sweetener = pd.from_dummies(X_test[['Sweetener_SA', 'Sweetener_ST','Sweetener_SU']]).replace(\"Sweetener_\", \"\",regex=True)\n", + "dummies_sex = pd.from_dummies(X_test[['Sex_MAN', \"Sex_WOMAN\"]]).replace(\"Sex_\", \"\",regex=True)\n", + "\n", + "# make predict\n", + "y_pred = model.predict(X_test)\n", + "# pred_prueba_DF = pd.DataFrame(pred_prueba, index = X_test.index-1, columns=y_test.columns).add_suffix(\"_pred\").join(y_test.add_suffix('_test')).fillna(0) \n", + "df_predTest = pd.DataFrame([i for i in y_pred], index = y_test.index, columns= y_test.columns).add_suffix(\"_pred\").join(y_test.add_suffix('_test')).fillna(0)\n", + "df_predTest[\"Sex\"] = dummies_sex\n", + "df_predTest[\"Sweetener\"] = dummies_sweetener\n", + "df_predTest.reindex(sorted(df_predTest.columns), axis=1)\n", + "\n", + "y_pred = pd.DataFrame([i for i in df_pred], index = y_test.index, columns= y_test.columns)\n", + "# print plots\n", + "metabs = y_test.columns.drop(list(y_test.filter(regex='Sex|Sweetener'))) " + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "id": "ccc4aba6-33be-453a-9e4a-30307e982009", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dres2\\AppData\\Local\\Temp\\ipykernel_1768\\1638866629.py:7: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n", + " plt.figure()\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAHpCAYAAABN+X+UAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABaBUlEQVR4nO3de3xU9Z038M85c83MZCY3EoKESyZVAiJyKZBQF2uVamstbLdiaal1FVeKT2vptgVdC9oWelu1XuBB10vV6tpdZR/14aHS7pYi4VIRlCKCGYJESQiTy0wmk5yZOef3/DHJSMg9zOXMzOf9euWlmTkz+c0hmc/8zvd3kYQQAkRERKRLcqobQERERANjUBMREekYg5qIiEjHGNREREQ6xqAmIiLSMQY1ERGRjjGoiYiIdIxBPQQhBPx+PzjdnIiIUoFBPYT29na4XC60t7enuilERJSFGNREREQ6xqAmIiLSMQY1ERGRjjGoiYiIdIxBTUREpGMMaiIiIh1jUBMREekYg5qIiEjHGNREREQ6xqAmIiLSMQY1ERGRjjGoiYiIdIxBTUREpGPGVDeAiCgbaJrAkdN+tARDKLCZMW2cE7IspbpZlAYY1ERECVZT68XmnR54mgIIqwImgwR3sQMrF7pRXVGU6uaRzvHSNxFRAtXUenH31sM42uCH3WJEca4FdosRRxvacffWw6ip9aa6iaRzDGoiogTRNIHNOz0IKBGMdVphNRkgyxKsJgPGOi0IKCo27/RA00Sqm0o6xqAmIkqQI6f98DQFkG8zQ5J616MlSUKezQRPUwBHTvtT1EJKBwxqIqIEaQmGEFYFzIb+32otBhlhTaAlGEpyyyidMKiJiBKkwGaGySAhpGr93q+oGkyyhAKbOckto3TCoCYiSpBp45xwFzvQGgxDiN51aCEE2oJhuIsdmDbOmaIWUjpgUBMRJYgsS1i50A2HxYBGv4LOsApNE+gMq2j0K3BYDFi50M351DQoBjURUQJVVxRhw5LpqCzNRVCJoCmgIKhEUFmaiw1LpnMeNQ1JEudfj6Fe/H4/XC4XfD4fnE5eniKi0eHKZDRaXJmMiCgJZFnC9PGuVDeD0hAvfRMREekYg5qIiEjHGNREREQ6xqAmIiLSMQY1ERGRjjGoiYiIdIxBTUREpGMMaiIiIh1jUBMREekYg5qIiEjHGNREREQ6xrW+iYiIhiFVG6swqImIiIZQU+vF5p0eeJoCCKsCJoMEd7EDKxe6E75VKS99ExERDaKm1ou7tx7G0QY/7BYjinMtsFuMONrQjru3HkZNrTehP59BTURENABNE9i804OAEsFYpxVWkwGyLMFqMmCs04KAomLzTg80TSSsDQxqIiKiARw57YenKYB8mxmS1LseLUkS8mwmeJoCOHLan7A2pF1Qb9q0CZMnT4bVasXs2bOxa9euAY998803sWDBAhQWFiInJwdTpkzBgw8+mMTWEhFROmsJhhBWBcyG/uPSYpAR1gRagqGEtSGtBpO99NJLuOuuu7Bp0yYsWLAAW7ZswXXXXYf33nsPEyZM6HO83W7HnXfeicsuuwx2ux1vvvkm/umf/gl2ux233357Cl4BERGlkwKbGSaDhJCqwSob+tyvqBpMsoQCmzlhbZCEEIm7sB5n8+bNw6xZs7B58+bYbZWVlVi8eDE2btw4rOf4+7//e9jtdjz33HP93q8oChRFiX3v9/tRVlYGn88Hp9N5YS+AiIjSiqYJ3Pz0fhxtaMdYp6XX5W8hBBr9CipLc/HbW+YmbKpW2lz6DoVCOHDgABYtWtTr9kWLFqGmpmZYz3Hw4EHU1NRg4cKFAx6zceNGuFyu2FdZWdkFtZuIiNKXLEtYudANh8WARr+CzrAKTRPoDKto9CtwWAxYudCd0PnUaRPUXq8XqqqipKSk1+0lJSVobGwc9LHjx4+HxWLBnDlzsGrVKtx2220DHrt27Vr4fL7YV319fVzaT0RE6am6oggblkxHZWkugkoETQEFQSWCytJcbFgyPeHzqNOqRg2gz6g7IUSf2863a9cuBAIB7N27F2vWrEFFRQW+9rWv9XusxWKBxWKJW3uJiCj9VVcUYX55IVcmG0xRUREMBkOf3nNTU1OfXvb5Jk+eDACYPn06zpw5g/Xr1w8Y1ERERP2RZQnTx7uS/3OT/hNHyWw2Y/bs2dixY0ev23fs2IHq6uphP48QotdgMSIiIj1Lmx41AKxevRrLly/HnDlzUFVVhccffxynTp3CHXfcASBaX/7444/x7LPPAgAee+wxTJgwAVOmTAEQnVf961//Gv/rf/2vlL0GIiKikUiroF66dCmam5tx//33o6GhAZdeeim2bduGiRMnAgAaGhpw6tSp2PGapmHt2rWoq6uD0WiE2+3Gz3/+c/zTP/1Tql4CERHRiKTVPOpU8Pv9cLlcnEdNREQpkTY1aiIiomzEoCYiItIxBjUREZGOpdVgMiIiGj5NEylZoIPii0FNRJSBamq92LzTA09TAGFVwGSQ4C52YOVCd8KXvKT44qVvIqIMU1Prxd1bD+Nogx92ixHFuRbYLUYcbWjH3VsPo6bWm+om0ggwqImIMoimCWze6UFAiWCs0wqryQBZlmA1GTDWaUFAUbF5pweaxpm56YJBTUSUQY6c9sPTFEC+zdxnwyJJkpBnM8HTFMCR0/4UtZBGikFNRJRBWoIhhFUBs6H/t3eLQUZYE2gJhpLcMhotBjURUQYpsJlhMkgIqVq/9yuqBpMsocBmTnLLaLQY1EREGWTaOCfcxQ60BsM4f4VoIQTagmG4ix2YNo5LIqcLBjURUQaRZQkrF7rhsBjQ6FfQGVahaQKdYRWNfgUOiwErF7o5nzqNMKiJiDJMdUURNiyZjsrSXASVCJoCCoJKBJWludiwZDrnUacZ7p41BO6eRUTpiiuTZQauTEZElKFkWcL08a4RP44Bry8MaiIiiuHSo/rDGjUREQHg0qN6xaAmIiIuPToMmiagRNSk/1wGNRERcenRIbR3hfFRayeCSvKDmjVqIiIa1tKjvixcerQrrKK5IwQlnPyA7sGgJiKiXkuPWmVDn/uzbenRiKqhJRhCoCuS6qbw0jcREXHp0R7R1xrCR62dughpgEFNRETg0qNA9DL3x22daOkIQdPRWmAMaiIiApC9S48KIdAcUHC6rROhSP+7jqUSa9RERBRTXVGE+eWFWbMyWVdYxdl2BeEBtgXVAwY1ERH1MtqlR9OJEAItHSH4OsOpbsqQGNRERJRV0qEXfS4GNRERZQWtex64Pw160ediUBMRUcYLhiLwtocQ0dKjF30uBjUREWUsVRNo7lB0Myd6NBjURESUkTqUCLwBBWqabyTCoCYiooyiatF50QElfXvR52JQExFRxggoETRnQC/6XAxqIiJKexFVgzcQQjCUGb3oczGoiYgorfm7wmgJ6Gt97nhiUBMRUVqKqBrOBhR0hlK3V3QyMKiJiCitCCHg74qgVWe7XCUKg5qIiNJGMBRBcyCUNst/xgODmoiIdC8U0dDckfmXufvDoCYiIt0SQqAtGEZbZxgiCy5z94dBTUREupRuu1wlCoOaiIh0JaJqaAmG0np97nhiUBMRkS4IIeDrDKMtGM6K0dzDxaAmIqKU61AiaOnIrtHcw8WgJiKilAmrGpozdOnPeGFQExFR0nE09/AxqImIKKm6wiq8AQWhCC9zD4ec6gaM1KZNmzB58mRYrVbMnj0bu3btGvDYV155Bddccw3GjBkDp9OJqqoq/OEPf0hia4mIqIcQ0X2iT7d1MqRHIK2C+qWXXsJdd92Fe+65BwcPHsQVV1yB6667DqdOner3+L/85S+45pprsG3bNhw4cACf/exn8aUvfQkHDx5McsuJiLJbZ0jFR62d8HWGU92UtCOJNCoOzJs3D7NmzcLmzZtjt1VWVmLx4sXYuHHjsJ5j2rRpWLp0KX784x/3e7+iKFAUJfa93+9HWVkZfD4fnE7nhb0AIqIso2kCzR0htHdlRkDn28zIt5uT+jPTpkcdCoVw4MABLFq0qNftixYtQk1NzbCeQ9M0tLe3o6CgYMBjNm7cCJfLFfsqKyu7oHYTEWWrYCiCj1o7MyakUyVtgtrr9UJVVZSUlPS6vaSkBI2NjcN6jn/9139FR0cHbrzxxgGPWbt2LXw+X+yrvr7+gtpNRJRtVE2gqb0Ljb4uRDTWoi9U2o36liSp1/dCiD639efFF1/E+vXr8X/+z/9BcXHxgMdZLBZYLJYLbicRUTbqUCLwBhSoWtpUVXUvbYK6qKgIBoOhT++5qampTy/7fC+99BJuvfVW/Md//AeuvvrqRDaTiCgrCSHgDWROLVpP0ubSt9lsxuzZs7Fjx45et+/YsQPV1dUDPu7FF1/Et771Lbzwwgv44he/mOhmEhFlHSWishadQGnTowaA1atXY/ny5ZgzZw6qqqrw+OOP49SpU7jjjjsAROvLH3/8MZ599lkA0ZD+5je/id/85jeYP39+rDeek5MDl8uVstdBRJQp/F1hNAdCXF0sgdIqqJcuXYrm5mbcf//9aGhowKWXXopt27Zh4sSJAICGhoZec6q3bNmCSCSCVatWYdWqVbHbb775ZjzzzDPJbj4RUcbgpe7kSat51Kng9/vhcrk4j5qIqFtE1XCmXYESVlPdlKRLxTzqtOpRExFRanWFVZzxd3FUdxIxqImIaFh8nWG0dLAenWwMaiIiGpQQAmcDCgJd3DM6FRjUREQ0oGyuR+sFg5qIiPrVGVLR1M56dKoxqImIqA9fMIyWIOvResCgJiKimIiqoaUjhIDCerReMKiJiAhCCLQFw2jrDLMXrTMMaiKiLBdQImjtCCGscktKPWJQExFlqa6wiuaOEEd06xyDmogoy0RUDc0dIXSwDp0WGNRERFkkoETgbVegsQ6dNhjUROfQNIEjp/1oCYZQYDNj2jgnZFlKdbOILpimCXg7uLpYOmJQE3WrqfVi804PPE0BhFUBk0GCu9iBlQvdqK4oSnXziEatM6TCG1A4WCxNyaluAJEe1NR6cffWwzja4IfdYkRxrgV2ixFHG9px99bDqKn1prqJRCOmagJN7V1o8HUypNMYg5qynqYJbN7pQUCJYKzTCqvJAFmWYDUZMNZpQUBRsXmnBxqXUaQ00qFE8HFrJy91ZwAGNWW9I6f98DQFkG8zQ5J616MlSUKezQRPUwBHTvtT1EKi4QurGhp9XTjj70JEYy86E7BGTVmvJRhCWBUwG/r/3GoxyPBpAi3BUJJbRjR8XFksczGoKesV2MwwGSSEVA1W2dDnfkXVYJIlFNjMKWgd0dA4WCyz8dI3Zb1p45xwFzvQGuzbE+nppbiLHZg2zpmiFhL1L6JqaPJzsFimY1BT1pNlCSsXuuGwGNDoV9AZVqFpAp1hFY1+BQ6LASsXujmfmnTFFwzjo9ZO7nKVBRjURACqK4qwYcl0VJbmIqhE0BRQEFQiqCzNxYYl0zmPmnSjK6zio9Ygmju4uli2YI2aqFt1RRHmlxdyZTLSJVUTaOkIob0rnOqmUJIxqInOIcsSpo93pboZRL34u8Jo7QhB5Vz+rMSgJiLSKSWiwhvgNpTZjkFNRKRDvmAYLcEQ50QTg5pIb7iDV3aLqBrOBhR0htiLpigGNZGOcAev7NahROANKKxFUy+cnkWkE9zBK3tp3btcnfF3MaSpDwY1kQ5wB6/s1RVW8XEbd7migTGoiXSAO3hlHyGi86IbfF1c/pMGxRo1kQ5wB6/s0hVWcbadm2jQ8DCoiXSAO3hlh55etK+Tq4vR8PHSN5EOcAevzBddo7uTIU0jxqAm0gHu4JW5NE3AG1Bwuo1bUdLoMKiJdII7eGWezlB0RLefvWi6AKxRE+kId/DKDJom0MydrihOGNREOsMdvNJbMBSBtz2EiMbL3BQfDGoiojhQNYHmDoULl1DcMaiJiC5QhxJBc4C9aEoMBjUR0Sh1hlS0BkPo4n7RlEAMaiKiEeoKRwOaW1FSMjCoiYiGiaO5KRUY1EREw8DR3JQqDGoiokF0hVX4OsPoUDiam1KDQU1EdB4hBAJKBP6uCBQOFKMUY1ATEZ1DiUS3oAxFeImb9CHt1vretGkTJk+eDKvVitmzZ2PXrl0DHtvQ0IBly5bhkksugSzLuOuuu5LXUCJKKz1bUJ5u62JIk66kVVC/9NJLuOuuu3DPPffg4MGDuOKKK3Ddddfh1KlT/R6vKArGjBmDe+65BzNmzEhya4koXfRsQdkWDPXZZpQo1SSRRr+V8+bNw6xZs7B58+bYbZWVlVi8eDE2btw46GOvvPJKXH755XjooYdG9DP9fj9cLhd8Ph+cTu4FTJRJNE2gJRji7lY0bPk2M/Lt5qT+zLTpUYdCIRw4cACLFi3qdfuiRYtQU1MTt5+jKAr8fn+vLyLKPNyCktJF2gS11+uFqqooKSnpdXtJSQkaGxvj9nM2btwIl8sV+yorK4vbcxORPrR0hNDg60RYZS2a9C9tgrqHJPXel1cI0ee2C7F27Vr4fL7YV319fdyem4hSS9UEGnzRWjRRukib6VlFRUUwGAx9es9NTU19etkXwmKxwGKxxO35iEgfusIqmvwKVxajtJM2PWqz2YzZs2djx44dvW7fsWMHqqurU9QqIkoH/q4wGnxdDGlKS2nTowaA1atXY/ny5ZgzZw6qqqrw+OOP49SpU7jjjjsARC9bf/zxx3j22Wdjjzl06BAAIBAI4OzZszh06BDMZjOmTp2aipdAREnmDSgcMEZpLa2CeunSpWhubsb999+PhoYGXHrppdi2bRsmTpwIILrAyflzqmfOnBn7/wMHDuCFF17AxIkTcfLkyWQ2nYiSLKJqOBtQuBUlpb20mkedCpxHTZReVE3A1xmGrzPMxUso7lIxjzqtetRERAMRIhrQbcEwNAY0JVC8ZxsNhUFNRGlNCIF2JYK2jjAHi1HCeAMK9niasf9kC/JyzHjs67OS9rMZ1ESUtjqUCFo6Qly4hOJOCIGTzUHsrvVit6cZxxrbY/dZjDKCoQhs5uREKIOaiNKOpgl4OxQEuiKpbgplEFUTePejNtR4mlHjaUaDr6vf45SIhjc/8GLRtLFJaReDmojSSlc4ul80e9EUD50hFftPtmB3rRf76lrQPsiHv7FOK66aUozrZ5Ti05MKktZGBjURpY22YAitQY7mpgvTU2/e7WnGwVOtCKsD/z5dUpKL6opCVLsLUV5kR4HdwlHfRETn45xouhBCCNR5O7C7+5L2ufXm85kMEmaW5aG6oghV5YUYk5v6JaUZ1ESka8FQBGfbFagae9E0fD315t2eZuwZpN4MALlWI+ZNLsCCiiJ8elJ+0gaJDZe+WkNEdI6WjhB3uqJhC4Yi2F/XihrP0PXmUpcV1e5CLKgowvSLXDDIyZsXPVIMaiLSHVUTaGrv4qVuGtLZdqV7lLYXh+rbBq03TxmbGwvnSYW2pC5aciEY1ESkK9yOkgYjhMAJbwdqarvrzWeGqDdPyMcCdyGq3IUocqS+3jwaDGoi0gUhBFo6QvBxpys6T0TV8O7Hvlg4N/oHrjc7rUbMKy/EAnch5uiw3jwa6f8KiCjtcW40na9DieCvJ1uwu7YZ++paEFAGrzcvqChEtVv/9ebRYFATUcoIIdAa5E5XFNXk78KeE83YXduMQ/VtiAwy0j9d682jwaAmopToDKnwBtiLzmZCCJw424HdHi921zbjg6bAgMeaDBJmTcjHgopCzC9P33rzaMQlqFVVxeHDhzFx4kTk5+fH4ymJKENFVA0twRDX6c5SEVXDux/5YutpD1Vvnl9eiOqKQnx6YgFyzIYktlQ/RhXUd911F6ZPn45bb70Vqqpi4cKFqKmpgc1mw+uvv44rr7wyzs0kyk6aJnDktB8twRAKbGZMG+eEnKb1t7CqwdcZRntXhJe5s8xI6s3j8qxY4C5CdUUhLh2XefXm0RhVUP/nf/4nvvGNbwAAXnvtNdTV1eH999/Hs88+i3vuuQe7d++OayOJslFNrRebd3rgaQogrAqYDBLcxQ6sXOhGdUVRqps3bD096A5FZUBnkSZ/V6zXPFS9ubI0FwvcRahyF2Z8vXk0JDGKvxyr1Yra2lqMHz8et99+O2w2Gx566CHU1dVhxowZ8Pv9iWhrSvj9frhcLvh8PjidzlQ3h7JETa0Xd289jIASQb7NDLNBRkjV0BoMw2ExYMOS6WkR1gElguYAl//MBiOtN8+emI9qdxGqygtQmEb15nybOT025SgpKcF7772H0tJSbN++HZs2bQIABINBGAzZWUMgihdNE9i804OAEsFYpzXWu7DKBox1ymj0K9i804P55YW6vQyuagLNAWXQS5yU/iKqhndi9WYvzviVAY91Wo2ockenUM2ZlI8cE7NiuEYV1LfccgtuvPFGlJaWQpIkXHPNNQCAffv2YcqUKXFtIFG2OXLaD09TAPk2c59LgJIkIc9mgqcpgCOn/Zg+3pWiVg6svSuM1o4wVxbLUAElgv11LajxNGNfXTM6lIGXeb0oL6d7ClUhprHePGqjCur169fj0ksvRX19Pb761a/CYoletjAYDFizZk1cG0iUbVqCIYRVAbNB7vd+i0GGTxNo0dlmFV1hFS0dIXSFuT53pjlzTr35nSHqzVNLc1HdPRhsYgHrzfEw6ulZ//AP/9DntptvvvmCGkNEQIHNDJNBQkjVYJX7Xh5UVA0mWUKBLbl1soFEumvn7V1c+jNTCCFQ2xSI7d9cO8x6c7W7EAVJrt9mg2EH9cMPPzzsJ/3Od74zqsYQETBtnBPuYgeONrRjrFPu1SMRQqAtGEZlaS6mjUvt4EZNE2jr5KpiiaYJgdozHfB1heCymlFRYoecgF5qWNXwTv0n+zc3tQ9cb3blmDC/vID15iQZ9qjvyZMnD+8JJQknTpy4oEbpCUd9Uyp8MupbRZ7NBItBhqJqaNPBqO+IqiGgRODrDHM0d4IdPNWKF/bXo765A2FNwCRLKCu0Y9ncMsyccOGLSwW6IthX14Iajxf761rQMci2ouPzo/Xmand215tTMep7VNOzsgmDmlKl1zzq7jfpVM6j7lAiaO+KIBjiSO5kOHiqFQ/sOI5gSIXTaoLJICGsCvi7wrCZDVh9zcWjCutYvbnWi0Mf+Qb8sCUBqCx1dm92UYgJrDcDSKPpWUSUeNUVRZhfXpjSlcmEEPB3ReDvDHNN7iTShMAL++sRDKkocpghIfpvbjFKKHKY4Q2E8ML+eswoyxvyMnivenNtM2rPDlxvNhtlzJ6Qj+ru/ZtZb9aHUQf1Rx99hFdffRWnTp1CKNR79OkDDzxwwQ0j6k8mLak5HLIspWQKlqoJ+DvD8Hfx8nYq1J7pQH1zB5xWUyyke0iQkGs1ob65A7VnOnDxWEefx4+03lxVHu01z2a9WZdGFdR/+tOfcMMNN2Dy5Mk4duwYLr30Upw8eRJCCMyaNSvebSQCkDlLaupZ5Jz1uDVWxVLG1xVCWBNwGvr/EGo2SGgXAr6uTzpJo6k3L3AXYeo4Z9bWm9PFqIJ67dq1+P73v4/7778fubm5ePnll1FcXIyvf/3ruPbaa+PdRqIBl9Q82tCOu7ceTpslNfUqFNHQ1sn1uPXCZTXDJEdr0hZj3xANqQImSUIkIvDK2x+jxuPFO8OsNy9wF2FCoS3Br4DiaVSDyXJzc3Ho0CG43W7k5+fjzTffxLRp0/DOO+/gy1/+Mk6ePJmApqYGB5OlnqYJ3Pz0fhxt8PdaUhOI1t8a/QoqS3Px21vmZvRl8EToCqvwdYbRwaU+dUUTAj96+TBOnA30qlELIdAVUXG2PQRJktA5yOIyPfXmnv2bWW+Oj7QZTGa326Eo0ZrHuHHj4PF4MG3aNACA1+uNX+uIkP5LauqNpgkc+LAV9a1B2EzGhM3LpdGTJQnL5pbhgR3HcbZdgcloQCisIhBSBx0z0FNvXlBRiNkT82FlvTkjjCqo58+fj927d2Pq1Kn44he/iO9///s4fPgwXnnlFcyfPz/ebaQsl65LauqNEAJ/OnoGW/5yAh96EzMvl+KjvSuMlo4QihwWNPi6oImBr3iMz8/BAnchFlQUobKU9eZMNKqgfuCBBxAIRIf4r1+/HoFAAC+99BIqKirw4IMPxrWBROm2pKbeKBEV7V0R7Dp+Fr9+41hsXq6ze17uibMBPLDj+Kjn5VJ8NPq6UOPxYrenGe8OUW+eNs6J6oqi2PxmymyjCury8vLY/9tsttg2l0SJkC5LaupNhxJBW2cYSliFJgSe33cqLvNyKT6EEDh+JhAL5xNnOwY81mKUMWdifvfc+gLk80NpVuGCJ6R7sixh5UI37t56GI1+pd8lNVcudHMgWbcOJYLWYAihyCcLlFzovFyKj7Cq4VB9G3bXRvdv9gYGLtfk5Zi6929mvTnbjSqoZVkedCk5VeU2dxRf1RVF2LBkemweta+7vlpZmpv186g1TaAzrCIYUtEVVvtdQWw083IpPtq7wthX14Ldtc3468kWBAeZ31yWn4MF3Ze0WW+mHqMK6q1bt/b6PhwO4+DBg/jtb3+L++67Ly4NIzqfHpbU1AsloqIzFA1nJaINOfd5uPNyXVZeUo2HRl8Xdnu82F3bjHc/asNAA7VZb6bhGFVQf/nLX+5z2z/8wz9g2rRpeOmll3DrrbdecMOI+pOqJTVTTYhor7lDiQZ0RBvZutsVJXaUFdr7zMsFAAGB9q4wysc4UFFij3fTs0JPvXm3x4uaEdSbq8oLkMd6Mw0hrjXqefPmYcWKFfF8SqKsI4RASNUQVgVCEQ1hVUNnSL2gJT3PnZfrDYSQazXBbJAQUqMhbTMbsGxuGQeSjUAoEq0313iGrjfn27rX064oxOwJ+bCw3kwjELeg7uzsxCOPPILx48fH6ymJ4iJdNvLoDKkIKNFtJBOxEcbMCflYfc3Fsf2N20X0cnf5GAfnUQ+Tv7O73uzx4q91rYOuDDaxwIYqd3TxkcpSJz8E0aiNKqjz8/P7TJFpb2+HzWbD888/H7fGEV0oPW/koXYPAusMje5y9mjMnJCPGWV5qD3TAV9XCC6rmSuTDaHB1xkbpf3uR74B682y1F1vdkfrzWWsN1OcjGqt72eeeaZXUMuyjDFjxmDevHnIz8+sT+Vc6zt9DbSRR2v3lK5kbuQRUbXo5eyIgKKqCEW0XtOnSD80IXD8THt3ODejzjtwvdlqlDF7Uj4WuKPzm1lvznxps9b3t771rTg3gyi+NE1g804PAkqk10YeVtmAsU4ZjX4Fm3d6ML+8MG6XwXvCOBTRYjVmVRVJ6SnThQlFNBysb+2uNzejeah6c/cWkbMm5LHeTAk37KB+9913h/2kl1122agak+nau8LoDKkwGmQYDRLMBpmLGCRIIjfyCKsaAl0RdIQi0LRoD4x7N6cff2cYe+taUFPrxV9PDlFvLrTF9m+eUprLUgEl1bCD+vLLL4ckSbH5mlzwZORUTSBw3naCsiQhx2yA1WRAjskAs7H/jSdoZOK9kYcSic5X7lAi6BxkwQrSt9NtnajxNGN3rReHPx6q3uzCgoroymDj81lvptQZdlDX1dXF/v/gwYP453/+Z/zgBz9AVVUVAGDPnj3413/9V/zyl7+MfyszmCYEOpRIbD9goywjx2xAjtkAs0FmcI/ScDfycFlNCKsaVE1094yjH6g0TUAVAmFVgxLW2GNOU5oQONbYHrukPVi92WyQ8OnJBVjgLkJVeSFcNlMSW0o0sGEH9cSJE2P//9WvfhUPP/wwvvCFL8Ruu+yyy1BWVoZ7770Xixcvjmsjz7Vp0yb86le/QkNDA6ZNm4aHHnoIV1xxxYDH79y5E6tXr8aRI0cwbtw4/PCHP8Qdd9yRsPZdqIimob1LQ3tXGED0yoWp+zK50SDDZJBgMsgwGeSMWF7w3DnDQLQn03NZURMCES1a5+0JSgFAiOjjNPHJZefobdHFOwDAlWPE+Pwc1DZ1YExu78vfmibQHAjBPcYOh9WA+pZgcl80JVQoouHtU9F68x5PM5o7Br5qYpAl5JiiH4adViP+fuZFnKZGujOqwWSHDx/G5MmT+9w+efJkvPfeexfcqIG89NJLuOuuu7Bp0yYsWLAAW7ZswXXXXYf33nsPEyZM6HN8XV0dvvCFL2DFihV4/vnnsXv3bnz729/GmDFj8JWvfCVh7YwnIQRCEdHvCGFJkmCUJRi6v2Sp+/8lCbIcDTxZkiBJiH5BigVhIuYRq5qIjWZWVBURVcTaZzTIkKRoSEa6e6w9AT2KiQfDsvTT0QU+mtqVfhf4+BoX+MgYvs4w9p1oxm5PdD3trvDAA/hkCXDlmOCwGGE1RvctEBDcQYx0a1TTs2bNmoXKyko8+eSTsFqtAABFUfCP//iPOHr0KN5+++24NxSIrnw2a9YsbN68OXZbZWUlFi9ejI0bN/Y5/kc/+hFeffVVHD16NHbbHXfcgXfeeQd79uwZ1s/smZ7VcLb5gqdn+YLhYddEk0HGJ0Euy+eEuPTJ/0fv6x36PT1YTQioKhDqvjwcEfob3fxOfRt+/9ZH+LilA+HuBT4uKrDjxjnjMaMsL9XNowtwuq0T+040Y++JFhw57cdAb2Q962lXjHFg5/EmOKwmWPopKXVFNCihCP7l+mmoKOEOYtS//Bwz8uzxKYvYzMPrK4+qR/2///f/xpe+9CWUlZVhxowZAIB33nkHkiTh9ddfH81TDikUCuHAgQNYs2ZNr9sXLVqEmpqafh+zZ88eLFq0qNdtn//85/Hkk08iHA7DZOp7shVFgaIose/9fj8AYO7P/gTZwgElmeBsRxsO1beluhmUJALA30778bfT0b/l1s7IoMd/96VDiW8UEYCTP//isI4bVVDPnTsXdXV1eP755/H+++9DCIGlS5di2bJlsNsTs6i/1+uFqqooKSnpdXtJSQkaGxv7fUxjY2O/x0ciEXi9XpSWlvZ5zMaNG7kDGBER6cao1/q22Wy4/fbb49mWYTl/WpgQYtCpYv0d39/tPdauXYvVq1fHvvf7/SgrK8P+ez6XcZe+ifTIHwxj/8kW7KtrwYEPW6BEBq7OTSjIwfzJBZjvLsSnSgaf36wJgXv/6whOegMo7GcHseZACJOKHPjJ4mmsUdOA4nnpe7iGHdSvvvoqrrvuOphMJrz66quDHnvDDTdccMPOV1RUBIPB0Kf33NTU1KfX3GPs2LH9Hm80GlFYWNjvYywWCywWS5/bbWbjsOsJAwlFNOSEucAJ0fk+bu2M7d985PTg85svvciFBe5CVFcU4aK8nBH9nOXzJ+CBHcfR0hHuM8DQbjFi+fwJsF/g3zllthyz4YKzYKSG/dMWL16MxsZGFBcXDzr9SpKkhCx4YjabMXv2bOzYsQNLliyJ3b5jx45+98cGgKqqKrz22mu9bnvjjTcwZ86cfuvTRJQcmhB4v6E9un9zbTM+HGSKnNUk49OTCrDAXYh55YVw5Yz+b5c7iFE6GnZQa+esV6ylaO3i1atXY/ny5ZgzZw6qqqrw+OOP49SpU7F50WvXrsXHH3+MZ599FkB0hPejjz6K1atXY8WKFdizZw+efPJJvPjiiylpP1E2U8Iq3j7Vht0eL/Z4mtEaDA94bKHdjGp3IarchZg1IT+uC/9wBzFKN3Hrv7e1tSEvLy9eT9evpUuXorm5Gffffz8aGhpw6aWXYtu2bbHFWBoaGnDq1KnY8ZMnT8a2bdvwve99D4899hjGjRuHhx9+OG3mUBOlO18wjL11zdhd24y3Traga5AdwyYX2VHtji7ZecnYxK6nLUsSLh7LKViUHkY1j/oXv/gFJk2ahKVLlwKIrlT28ssvo7S0FNu2bYtN2coE8dzmsi0YQssgqyQRZYKR1JsvG+9CtbsIVe7CEdebiVIhbba53LJlC55//nkA0RrxH//4R2zfvh2///3v8YMf/ABvvPFGXBtJRPqlCYGjDf7oetpD1JtzTAZ8enI+qt1FmD+5AM4LqDcTZYtRBXVDQwPKysoAAK+//jpuvPFGLFq0CJMmTcK8efPi2kAi0h8lrOLAOetpD1pvdphjl7RnlsW33kyUDUYV1Pn5+aivr0dZWRm2b9+On/70pwCic5S5xSVRZmoLhrDnRAtqPF4cONk6aL25vMiO6oro/s2fKnFwoBbRBRhVUP/93/89li1bhk996lNobm7GddddBwA4dOgQKioq4tpAIkqd+pYgdnuascfjxZHT/mHVmxdUFKLUxXozUbyMKqgffPBBTJo0CfX19fjlL38JhyM6erKhoQHf/va349pAIkoeVTun3uxpxqlh1JsXuIswj/VmooQZ1ajvbMJR35TpusIqDnwYrTfvPTG8evMCdxEuL8tjvZmyTtqM+gaA5557Dlu2bMGJEyewZ88eTJw4EQ899BAmT5484EphRKQPrcEQ9nqi+zcf+LAVymD15jH2WDhfXOIYdG19Ioq/UQX15s2b8eMf/xh33XUXfvazn8UGkOXl5eGhhx5iUBPp0KmWIGpqvdjtacZ7g+zfLEvAjLI8LOheGYz1ZqLUGtWl76lTp2LDhg1YvHgxcnNz8c4776C8vBx/+9vfcOWVV8Lr9SairSnBS9+Urs6tN++u9aK+tXPAY21mA+ZOKkB1RSHmTS5ArjV59WZNCC7nSWkjbS5919XVYebMmX1ut1gs6OjouOBGEdHojKTePMZhQZW7EAsqCjFjfGrqzQdPtcY2yAhrAiZZQlmhnRtkEJ1jVEE9efJkHDp0KLbGdo//9//+HyorK+PSMCIanpHUm91j7FjgLkJ1RSE+VZzaevPBU614YMdxBEMqnFYTnAYJYVXgxNkAHthxHKuvufiCwpo99fjgeUy9UQX1D37wA6xatQpdXV0QQmD//v148cUXsWHDBjz55JPxbiMRnedUcxA1npHVm6vdRRjrsia1nQPRhMAL++sRDKkocpghIfrGbzFKKHKY4Q2E8ML+eswoyxtVKLCnHh88j/owqqC+5ZZbEIlE8MMf/hDBYBDLli3DRRddhEceeQRXXHFFvNtIlPV66s27uweDfTSMevOCikLMTXK9ebhqz3SgvrkDTqspFtI9JEjItZpQ39yB2jMdI97lKtE99WzB86gfo56etWLFCqxYsQJerxeapkFVVWzYsAGrVq1CZ+fAbyJENDxdYRVvnfyk3tzWOXi9uboiup725WV5MBn0Pb/Z1xVCWBNwGvrvLZsNEtqFgK9rZIMvE91TzxY8j/oyoqBua2vDqlWr8MYbb8BkMmHNmjW48847cd999+HXv/41pk6diqeeeipRbSXKeC0dIew9Ed2/+cCpVoTSpN48Ui6rGSY52kOzGPu2O6QKmCQJLuvIRtcmsqeeTXge9WVEQX333XfjL3/5C26++WZs374d3/ve97B9+3Z0dXVh27ZtWLhwYaLaSZSRhBCob/lk/+ajDQPXmw2yhBnjXd07Uemn3jwaFSV2lBXaceJsoFePDQAEBNq7wigf40BFiX1Ez5uonnq24XnUlxEF9f/9v/8XTz/9NK6++mp8+9vfRkVFBS6++GI89NBDCWoeUeZRNYEjp32x9bQHqzfbzQbMnVyAanch5k0uhMM66mqVrsiShGVzy/DAjuPwBkLItZpgNkgIqdGQtpkNWDa3bMSXVRPVU882PI/6MqK/+tOnT2Pq1KkAgPLyclitVtx2220JaRhRJukMqzhwshW7PV7sPdEC3yD15uLc7vnN7kLMSIN682jNnJCP1ddcHBtV3C6ib/7lYxyjHlWcqJ56tuF51JcRBbWmaTCZPhlBajAYYLfzH4qoPy0dIezxNGO3x4u3T7UNWm+uGOPo3r+5EBVpVm++EDMn5GNGWV7c5ukmqqeebXge9WVES4jKsozrrrsOFosFAPDaa6/hqquu6hPWr7zySnxbmUJcQpSGSwiBUy1B7K5tRo3Hi6MN7YPWmy8f70J1RRGq3YUocaZvvVmPes3/7e6pc/7vyPE89pWKJURHFNS33HLLsI57+umnR90gvWFQ02B66s27a5ux58Tw6s0LKoowd3IBHJbMqDfrFVfUig+ex950H9TZiEFN5+uMzW/2Yo+nGf6uyIDHFudaoltEVhThsvGujK03E2WLtNmUgyjbtHSEukdpe3Hgw1aE1YE/31YUO7qX7MyuejMRJQaDmqgfQgh82BJETW10MNjRhvYBjzXIEi4vy+ue38x6MxHFF4OaqJuqCfzttC8WzqfbugY81m4xYN7k6CjtT7PeTEQJxHcXymqdIRV//bAFezzNw643f6a73mxkvZmIkoBBTVmnOaBgT/d62m+fGrze/KliBxZURJfsdI+xs95MREnHoKaMJ4TAyZ79m2ub8X7jwPVmY3e9eUFFIarKC1HMejMRpRiDmjKSqgn87WMfdnu8qPE0D1lvnj+5EAsqCjFnEuvNRKQvfEeijNEZUvHXky3Y7WnGvhOD15tLnJboFpHuQtabiUjXGNSU1rwBBXu6d6Eaqt58cYkjuviIuwjlrDcTUZpgUFNa6ak37671YrenGceGqDfPnJAX2795TK4liS0lIooPBjXpnqoJHP7Yh9210Xpzg2/gerPDYsT88gJUu4vw6Un5sLPeTERpju9ipEudIRX7T7agZhj15rFOa7TXXFGIyy5ivZmIMguDmnTDG1C619NuxsEh6s2XlOSiuiK6ZGd5EevNRJS5GNSUMkII1Hk7UONpHrLebDJImFmWh+qKIlSVF7LeTERZg0FNSTWSenOu1Yh5k6P15rmT82Ez89eViLIP3/ko4YKhCPbXRfdv3lfXgvZB6s2lLmts/+ZLxzlZbyairMegpoQ42x5dT7um1ouD9W2D15vH5nbPby7EZNabM4ZRlmE1ybAYDTAaPvk3lSQgogmEIxpCqoaIKqAJASGAnt8SCYAsSTj3VyF6v4AsSTDI0S9Jil6liagCEU1AiN6/Z5IkwSBJkOXodqRCAJoQ0LTu/4qBfy+J9IJBTXEhhMCJ7npzTW0zjp0Zot48IR8L3IWYz3pzWjEbZeSYDLCaDLHgA6IBKiEanOcGaTIJIaBqApIkQUL0A8FQH/qEENBENOxVTSCsRT84hFUNoYiGsKolp/FEg2BQ06hFVA3vfhzdv7nG04xG/+D15vnl0VHan57EerMemQxy95cEk1GGSZa7ww6QIMEoS5CTHL4jIUlSr577cB9jkBD7UJEDQ6/7w6qGrrCKzrAKJczgptTguyWNSIcSia6nXduMfXUtCCiD15t7toicfpEr6T0s6p8kSTAbZViMMsxGGWZD9EvPIZwqPR9ecq0mANEPp10RDUpYhXbO1QRNA5SIClXjpXSKPwY1Delsu4Ka7l2oDp5qQ2SQN6MpY3Nj4Typ0MZ6s07IkgSH1QiHxQiLUea/yygZDTIcBnnAHdbCqgalO8iVSPTyOevgdKEY1NSHEAInzvbMb/bi+JnAgMeeW2+ucheiyMF6s56YDDKcVhNyrUb2mJOgpwd+bpArEbU7vDUoERVhte+gN6LBMKhTTBMCtWc64OsKwWU1o6LEDjkFvZ2IquHdj3yxcD7jVwY81mk1Yl55dJT2HNabRy1R//Ymgwy7xQibOTroi1LLYjTAYjQA1uj3QohocEeiwR0dtMbwpoHxHTaFDp5qxQv761Hf3IGwJmCSJZQV2rFsbhlmTshP+M/vUCLYX9e9nvYw680L3EW4lPXmCxaPf3uDLMFiNMBsjA4AM8rd/+Xcc12TJAlWU8+HKFPs9rAaHawWjvQefX7uAD+jLCEcEQh1Hxsd5d57dLvonuqmdY+Cp/QnCX6MG5Tf74fL5YLP54PT6byg52oLhtDSEQIQfaN+YMdxBEMqnFYTTAYJYVXA3xWGzWzA6msuTkhYN/m7YutpH6pnvTkVhvtvL0nRkdZGQ89c4Oh/DQYJ1u6AJhqMqgmEumvlPeEenXPO0eujlW8zI99uTurPZI86BTQh8ML+egRDKoocZkRnfQIWo4QihxneQAgv7K/HjLK8C74UKoSA52wHajxe7K5txgdNg9ebZ03Ix4KKQlSVF6KQ9ea4G/Df3iSh2GTB2UAIL7/9Mb502TiYedmaLpBBlpBjNiDH3Pt3SYjoAjGxhWa6F5PRxCdzyyE+WRRGIPr/0dt6HysEOG0twdImqFtbW/Gd73wHr776KgDghhtuwCOPPIK8vLwBH/PKK69gy5YtOHDgAJqbm3Hw4EFcfvnlyWnwIGrPdKC+uQNOqyn2Rt1DgoRcqwn1zR2oPdOBi8c6Rvz8PfXm3Z5m1Ayj3lzVPRDs0xML+vxBU3yd+28vSzJkCZBlKfaBrMBuxklvB46dCWD6eFeKW0uZSpIkmEY453wwmiZiNfeusIbOsMqaexylTVAvW7YMH330EbZv3w4AuP3227F8+XK89tprAz6mo6MDCxYswFe/+lWsWLEiWU0dkq8rhLAm4BzgD8VskNAuBHxdoWE/Z0CJ4K91Ldjtaca+umZ0KOqAx16UlxPbv/nScaw3J4ssSehSVagCsJsNMPRTS7YYZPg0gZbg8P/tiVJNPq/nrmkCwbCKoBJBZ5jzyy9UWgT10aNHsX37duzduxfz5s0DADzxxBOoqqrCsWPHcMkll/T7uOXLlwMATp48OeyfpSgKFOWTHqjf7x99wwfgspphkqN1SYuxb0iGVAGTJMFlHbwOcsbfhT3dW0S+M0S9eWppLqrdRaiuKMTEAtabk8liMiAvxwSb2YD2rggsRhlhTcDQz8ULRdVgkiUU2JJbAyOKJ1mW4LAYY9PUzp1frmqfXErvGfTW3+V3+kRaBPWePXvgcrliIQ0A8+fPh8vlQk1NzYBBPRobN27EfffdF7fn609FiR1lhXacOBvoVacEor+o7V1hlI9xoKLE3utxQgjUNgVi+zfXDlFvnj0xPxrO7kIUJHnwAwE2sxF5NlOvKVLTxjnhLnbgaEM7xjrlPqN124JhVJbmYtq4Cxu4SKQn/c0vH4o2QKBHNA2aFv1vpHuwXH8bsmSStAjqxsZGFBcX97m9uLgYjY2Ncf1Za9euxerVq2Pf+/1+lJWVxfVnyJKEZXPL8MCO4/AGQsi1mmA2SAip0ZC2mQ1YNrcMsiQh3FNv7t6/ual94HqzK8eE+eXR/ZvnTMpHDgcjpYTdEg1oi7Hv+ZdlCSsXunH31sNo9CvR4wwyFFVDWzAMh8WAlQvdXJyEsl7P34AB5/8t9P27EkIg3D2drWdDlego98wI8JQG9fr164fsvf71r38F0P8uOEKIuF/CtVgssFgSP9p55oR8rL7m4thc2nYRvdxdPsaBJZePQ2swjJ+8/h72n2wZtN48Pr+73uwuxDTWm1NGkiTYLQbk5ZiHnDZVXVGEDUumY/NODzxNAfi651FXluZi5UI3qiuKktRqoswQXb9e6vO317O4TKgnvNN0WdeUBvWdd96Jm266adBjJk2ahHfffRdnzpzpc9/Zs2dRUlKSqOYl3MwJ+ZhRlofaMx042RJA3dkgPmhqx7rX3htw8IUEoLK73rygohATWG9OOYfFiDzb0AF9ruqKIswvL8SR0360BEMosJkxbZyTPWmiOOq9uMwnQueEd8/qcHoe8JbSoC4qKkJR0dC9h6qqKvh8Puzfvx9z584FAOzbtw8+nw/V1dWJbmZCjKTebDbKmDUhDwvcRahivVk3cswG5NvMo16mU5YlTsEiSgFz985xOOfiaUQ9N7z1tR95WtSoKysrce2112LFihXYsmULgOj0rOuvv77XQLIpU6Zg48aNWLJkCQCgpaUFp06dwunTpwEAx44dAwCMHTsWY8eOTfKriI58fOtkdArVnmHWmxe4izCb9WbdMMoyHFYjcq1GmLhUJ1HGMBpkGA0yzp1w0TM/PBTRoKjRnncqLmCmRVADwO9+9zt85zvfwaJFiwBEFzx59NFHex1z7Ngx+Hy+2Pevvvoqbrnlltj3PZfZ161bh/Xr1ye+0d2On2nHw3/6AH8+dnbQ9bR76s0L3EWYOs7JerNOSJIEm9mAXKuRG5AQZZHe88NNQx6fKFzrewjxWOv7gzPtuObBv/S5PVpvdsY2u5hQaLvA1lI8GWUZrhwTHFYjPzQRUcqwe5AEFcUOTCq04WRzEGajjNnd62nPL2e9WY8kSUJejgl5NhMH6hFRyjGok0CSJPzz5y9BKKLhkrG5rDfrmMNiRIHdzK0iiUg3GNRJcv1l43ptc0n6IUnR5Q5dOSZuHUlEusOgpqzVs6ShM8fEGjQR6RaDmrJKTzjbLUb2nokoLTCoKSvYLUY4raa02W9b0wRXLSMiAAxqymAGWUKu1QSn1ZhWg8Nqar2xdcDDqoDJIMFd7OA64ERZKn3evYiGyWoyoNhpxYQCW9qN4K6p9eLurYdxtMEPu8WI4lwL7BYjjja04+6th1FT6011E4koydLnHYxoCFaTAaWuHIzLy4HDYky7OdCaJrB5pwcBJYKxTiusJgNkObqpwFinBQFFxeadHmg63jyAiOKPl77TnCYEas90wNcVgstqRkWJHXKaBdSFspgMyLeZ0n55zyOn/fA0BZBvM/f5kCFJEvJsJniaAjhy2s/NPIiySHq/s2W5g6daY/tZh7v3NC4rtGPZ3DLMnJCf6uYlnNkoI99mht2SGb/GLcEQwqqAeYBL9RaDDJ8m0BLkXHyibMJL32nq4KlWPLDjOE6cDSDHbESh3YwcsxEnzgbwwI7jOHiqNdVNTBiTQUax04rx+baMCWkAKLCZYTJICA2wtZ6iajDJEgpsXHaWKJswqNOQJgRe2F+PYEhFkcMMi1GGLEmwGGUUOcwIhlS8sL8eWobtt2IyyBiTa0FZgQ2ODAroHtPGOeEudqA1GMb5e+UIIdAWDMNd7MC0caPbHIaI0hODOg3VnulAfXMHnFYTJJxXy0R0SlJ9cwdqz3SkqIXxZZRlFOVaMD4/B7nW1G01l2iyLGHlQjccFgMa/Qo6wyo0TaAzrKLRr8BhMWDlQjfnUxNlGQZ1GvJ1haI1aUP/b9hmg4SwEPB1pXct0yBLKLRbUFaQE/1QkgWD5KorirBhyXRUluYiqETQFFAQVCKoLM3FhiXTOY+aKAtl3vXDLOCymmGSJYRVAYuxb3iFVAGTJMFlTc9apixJcOWY4MoxZWXvsbqiCPPLC7kyGREBYFCnpYoSO8oK7ThxNoAih7nX5W8BgfauMMrHOFBRYk9hK0eH20xGybLEKVhEBICXvtOSLElYNrcMNrMB3kAIXRENmhDoimjwBkKwmQ1YNrcsreZTW0wGjMvLQbHTmvUhTUR0Lvao09TMCflYfc3FsXnU7SJ6ubt8jCOt5lHbu/eBtprSY7MMIqJkY1CnsZkT8jGjLC/tViaTJAlOazSg2XsmIhocgzrNyZKEi8c6Ut2MYZEkCblWI/IY0EREw8agpoQzyjIcViNyrUaYGNBERCPCoKaEcViNyLWYkGNm/ZmIaLQY1BR3PUt9coAYEdGFY1BT3EiShLwcE/Js2bGKGBFRMjCo6YJJkgS7xYC8HDPMRtagKbU0TXBVN8ooDGoaNY7iJr2pqfVi804PPE0BhNXoevjuYgdWLnRznXRKW3x3pRHrWYt7QoENRQ4LQ5p0oabWi7u3HsbRBj/sFiOKcy2wW4w42tCOu7ceRk2tN9VNJBoVvsPSsMmShHybGWUFNhQ6LDDwciLphKYJbN7pQUCJYKzTCqvJAFmWYDUZMNZpQUBRsXmnB5qWWXu0U3ZgUNOwOKxGjM/PQb7dzIAm3Tly2g9PUwD5NnOfgYySJCHPZoKnKYAjp/0paiHR6LFGTYOymAwotJs51Yp0rSUYQlgVMA9QhrEYZPg0gZZgeu/RTtmJQU39Mhlk5NvNcFj4K0L6V2Azw2SQEFI1WOW+HyoVVYNJllBgS8892im78dI39WKUZRTlWjA+P4chTWlj2jgn3MUOtAbDEKJ3HVoIgbZgGO5iB6aNc6aohUSjx6AmANE6XnSgWA6cVi5YQulFliWsXOiGw2JAo19BZ1iFpgl0hlU0+hU4LAasXOjmfGpKSwxqgsPyyUAxBjSlq+qKImxYMh2VpbkIKhE0BRQElQgqS3OxYcl0zqOmtMVrm1ksepnbDJuZvwaUGaorijC/vJArk1FG4Tt0lnJYjJwLTRlJliVMH+9KdTOI4oZBnWVkSUJRroUDxYiI0gTfrbNIjtmAMVzyk4gorTCos4AkReePumymVDeFiIhGiEGd4cxGGWNyLbAYubIYEVE6YlBnMFeOCQWcckVElNYY1BnIKEd70Tlm9qKJiNIdgzrDcNoVEVFmYVBnCFmSUOgwI9fKAWM0PJomuDAIURpgUGcAq8mA4lxOu6Lhq6n1YvNODzxNAYRVAZNBgrvYgZUL3Vxqk0hn+M6exiRJQqHdgnF5OQxpGraaWi/u3noYRxv8sFuMKM61wG4x4mhDO+7eehg1td5UN5GIzpE27+6tra1Yvnw5XC4XXC4Xli9fjra2tgGPD4fD+NGPfoTp06fDbrdj3Lhx+OY3v4nTp08nr9EJZDbKGJdn5dxoGhFNE9i804OAEsFYpxVWkwGyLMFqMmCs04KAomLzTg80TQz9ZESUFGkT1MuWLcOhQ4ewfft2bN++HYcOHcLy5csHPD4YDOLtt9/Gvffei7fffhuvvPIKjh8/jhtuuCGJrU6MPJsZF+XlcG40jdiR0354mgLIt/WdtidJEvJsJniaAjhy2p+iFhLR+dKiRn306FFs374de/fuxbx58wAATzzxBKqqqnDs2DFccsklfR7jcrmwY8eOXrc98sgjmDt3Lk6dOoUJEyYkpe3xZDJEp11ZTQxoGp2WYAhhVcA8QKnEYpDh0wRagqEkt4yIBpIWQb1nzx64XK5YSAPA/Pnz4XK5UFNT029Q98fn80V7DXl5Ax6jKAoURYl97/fro2fhzDGhkIuX0AUqsJlhMkgIqRqsct8PfIqqwSRHl5wlIn1Ii0vfjY2NKC4u7nN7cXExGhsbh/UcXV1dWLNmDZYtWwan0zngcRs3bozVwV0uF8rKykbd7ngwyjLGuqwoclgY0nTBpo1zwl3sQGswDCF616GFEGgLhuEudmDauIH/RogouVIa1OvXr4ckSYN+vfXWWwDQb0gJIYYVXuFwGDfddBM0TcOmTZsGPXbt2rXw+Xyxr/r6+tG9uDiwW4y4KD8HNnNaXPigNCDLElYudMNhMaDRr6AzrELTBDrDKhr9ChwWA1YudHM+NZGOpDQB7rzzTtx0002DHjNp0iS8++67OHPmTJ/7zp49i5KSkkEfHw6HceONN6Kurg7//d//PWhvGgAsFgssFsvQjU8gk0FGvt3MPaMpIaorirBhyfTYPGqfJmCSJVSW5nIeNZEOpTQJioqKUFQ09JtCVVUVfD4f9u/fj7lz5wIA9u3bB5/Ph+rq6gEf1xPSH3zwAf7nf/4HhYWFcWt7IhhkCXk5ZjhzjLzMTQlVXVGE+eWFXJmMKA1I4vxClU5dd911OH36NLZs2QIAuP322zFx4kS89tprsWOmTJmCjRs3YsmSJYhEIvjKV76Ct99+G6+//nqvnndBQQHM5uENlvH7/XC5XPD5fEP2xofSFgyhpaPvaFpJkuDKMSEvx8Q3SiIi6iVtrq3+7ne/w3e+8x0sWrQIAHDDDTfg0Ucf7XXMsWPH4PP5AAAfffQRXn31VQDA5Zdf3uu4//mf/8GVV16Z8DYPR67VhHybiSuLERFRv9KmR50qiepR2y1G5NvMMBsZ0ESUGNx4JTOkTY86U1hNBhTYzVy0hIgSihuvZA5255JE0wROeoP4oCmAD84EuJYyESUMN17JLOxRJwE/2RJRspy/8UrPDBKrbMBYp4xGv4LNOz2YX17Iy+Bpgj3qBOMnWyJKJm68knkY1AnELQWJKNmGs/FKmBuvpBUGdQLxky0RJdu5G6/0hxuvpB8GdQLxky0RJRs3Xsk8DOoE4idbIko2brySeRjUCcRPtkSUCj0br1SW5iKoRNAUUBBUIqgszcWGJdM52yTNcGWyIVzoymQ9o74Dioo8mwkWgwxF1dAWDMNhMfCPhogShiuTZQYG9RDisYRor3nU3VsKch41ERENB4N6CPFa65ufbImIaDS4MlmSyLKE6eNdqW4GERGlGQ4mIyIi0jEGNRERkY4xqImIiHSMQU1ERKRjDGoiIiIdY1ATERHpGIOaiIhIxxjUREREOsagJiIi0jEGNRERkY4xqImIiHSMQU1ERKRjDGoiIiIdY1ATERHpGIOaiIhIxxjUREREOsagJiIi0jEGNRERkY4xqImIiHSMQU1ERKRjDGoiIiIdY1ATERHpGIOaiIhIxxjUREREOsagJiIi0jEGNRERkY4xqImIiHSMQU1ERKRjxlQ3gIgyn6YJHDntR0swhAKbGdPGOSHLUqqbRZQWGNRElFA1tV5s3umBpymAsCpgMkhwFzuwcqEb1RVFqW4eke7x0jcRJUxNrRd3bz2Mow1+2C1GFOdaYLcYcbShHXdvPYyaWm+qm0ikewxqIkoITRPYvNODgBLBWKcVVpMBsizBajJgrNOCgKJi804PNE2kuqlEusagJqKEOHLaD09TAPk2MySpdz1akiTk2UzwNAVw5LQ/RS0kSg8MaiJKiJZgCGFVwGzo/23GYpAR1gRagqEkt4wovaRNULe2tmL58uVwuVxwuVxYvnw52traBn3M+vXrMWXKFNjtduTn5+Pqq6/Gvn37ktNgoixXYDPDZJAQUrV+71dUDSZZQoHNnOSWEaWXtAnqZcuW4dChQ9i+fTu2b9+OQ4cOYfny5YM+5uKLL8ajjz6Kw4cP480338SkSZOwaNEinD17NkmtJspe08Y54S52oDUYhhC969BCCLQFw3AXOzBtnDNFLSRKD5I4/y9Ih44ePYqpU6di7969mDdvHgBg7969qKqqwvvvv49LLrlkWM/j9/vhcrnwxz/+EZ/73OdG9Bifzwenk28oRCPRM+o7oKjIs5lgMchQVA1twTAcFgM2LJnOKVpEQ0iLHvWePXvgcrliIQ0A8+fPh8vlQk1NzbCeIxQK4fHHH4fL5cKMGTMGPE5RFPj9/l5fRDQ61RVF2LBkOipLcxFUImgKKAgqEVSW5jKkiYYpLRY8aWxsRHFxcZ/bi4uL0djYOOhjX3/9ddx0000IBoMoLS3Fjh07UFQ08JvDxo0bcd99911wm4koqrqiCPPLC7kyGdEopbRHvX79ekiSNOjXW2+9BQB9pncA0TpXf7ef67Of/SwOHTqEmpoaXHvttbjxxhvR1NQ04PFr166Fz+eLfdXX11/YiyQiyLKE6eNdWHjxGEwf72JIE41ASnvUd955J2666aZBj5k0aRLeffddnDlzps99Z8+eRUlJyaCPt9vtqKioQEVFBebPn49PfepTePLJJ7F27dp+j7dYLLBYLMN/EURERAmU0qAuKioa9DJ0j6qqKvh8Puzfvx9z584FAOzbtw8+nw/V1dUj+plCCCiKMqr2EhERJVtaDCarrKzEtddeixUrVmDv3r3Yu3cvVqxYgeuvv77XiO8pU6Zg69atAICOjg7cfffd2Lt3Lz788EO8/fbbuO222/DRRx/hq1/9aqpeChER0YikRVADwO9+9ztMnz4dixYtwqJFi3DZZZfhueee63XMsWPH4PP5AAAGgwHvv/8+vvKVr+Diiy/G9ddfj7Nnz2LXrl2YNm1aKl4CERHRiKXFPOpU4jxqIiJKpbSYnkVERJlJ0wSn7g2BQU1ERClRU+vF5p0eeJoCCKsCJoMEd7EDKxe6uRjOOdKmRk1ERJmjZ3nZow1+2C1GFOdaYLcYcbShHXdvPYyaWm+qm6gbDGoiIkoqTRPYvNODgBLBWKcVVpMBsizBajJgrNOCgKJi804PNI1DqAAGNRERJdmR0354mgLIt5n7rC4pSRLybCZ4mgI4cpp7LQAMaiIiSrKWYAhhVcBs6D+CLAYZYU2gJRhKcsv0iUFNRERJVWAzw2SQEFK1fu9XVA0mWUKBzZzklukTg5qIiJJq2jgn3MUOtAbDOH8pDyEE2oJhuIsdmDaOa1cADGoiIkoyWZawcqEbDosBjX4FnWEVmibQGVbR6FfgsBiwcqGb86m7MaiJiCjpqiuKsGHJdFSW5iKoRNAUUBBUIqgszcWGJdM5j/ocXEJ0CFxClIgocbgy2dC4MhkREaWMLEuYPt6V6mboGi99ExER6RiDmoiISMcY1ERERDrGoCYiItIxBjUREZGOMaiJiIh0jEFNRESkYwxqIiIiHWNQExER6RiDmoiISMcY1ERERDrGoCYiItIxbsoxhJ7Nxfx+f4pbQkREmSY3NxeSNPhuYQzqIbS3twMAysrKUtwSIiLKNMPZQpn7UQ9B0zScPn16WJ96soXf70dZWRnq6+u5R/d5eG4Gx/MzMJ6bgWXyuWGPOg5kWcb48eNT3QxdcjqdGfdHEy88N4Pj+RkYz83AsvXccDAZERGRjjGoiYiIdIxBTSNmsViwbt06WCyWVDdFd3huBsfzMzCem4Fl+7nhYDIiIiIdY4+aiIhIxxjUREREOsagJiIi0jEGNRERkY4xqAmbNm3C5MmTYbVaMXv2bOzatWvAY998800sWLAAhYWFyMnJwZQpU/Dggw8OePy///u/Q5IkLF68OAEtT45EnJ+2tjasWrUKpaWlsFqtqKysxLZt2xL5MhIiEefmoYcewiWXXIKcnByUlZXhe9/7Hrq6uhL5MhJiJOfmXLt374bRaMTll1/e576XX34ZU6dOhcViwdSpU7F169Y4tzp54n1+nnjiCVxxxRXIz89Hfn4+rr76auzfvz8BLU8BQVnt3//934XJZBJPPPGEeO+998R3v/tdYbfbxYcfftjv8W+//bZ44YUXxN/+9jdRV1cnnnvuOWGz2cSWLVv6HHvy5Elx0UUXiSuuuEJ8+ctfTvArSYxEnB9FUcScOXPEF77wBfHmm2+KkydPil27dolDhw4l62XFRSLOzfPPPy8sFov43e9+J+rq6sQf/vAHUVpaKu66665kvay4GOm56dHW1ibKy8vFokWLxIwZM3rdV1NTIwwGg9iwYYM4evSo2LBhgzAajWLv3r0JfCWJkYjzs2zZMvHYY4+JgwcPiqNHj4pbbrlFuFwu8dFHHyXwlSQHgzrLzZ07V9xxxx29bpsyZYpYs2bNsJ9jyZIl4hvf+Eav2yKRiFiwYIH4t3/7N3HzzTenbVAn4vxs3rxZlJeXi1AoFLd2pkIizs2qVavEVVdd1euY1atXi8985jMX1tgkG+25Wbp0qfiXf/kXsW7duj5BdOONN4prr722122f//znxU033RSXNidTIs7P+SKRiMjNzRW//e1vL7S5KcdL31ksFArhwIEDWLRoUa/bFy1ahJqammE9x8GDB1FTU4OFCxf2uv3+++/HmDFjcOutt8atvcmWqPPz6quvoqqqCqtWrUJJSQkuvfRSbNiwAaqqxrX9iZSoc/OZz3wGBw4ciF2yPHHiBLZt24YvfvGL8Wt8go323Dz99NPweDxYt25dv/fv2bOnz3N+/vOfH/b51otEnZ/zBYNBhMNhFBQUXFB79YCbcmQxr9cLVVVRUlLS6/aSkhI0NjYO+tjx48fj7NmziEQiWL9+PW677bbYfbt378aTTz6JQ4cOJaLZSZOo83PixAn893//N77+9a9j27Zt+OCDD7Bq1SpEIhH8+Mc/TshribdEnZubbroJZ8+exWc+8xkIIRCJRLBy5UqsWbMmIa8jEUZzbj744AOsWbMGu3btgtHY/9tyY2PjqM633iTq/JxvzZo1uOiii3D11VdfcJtTjUFNfbZYE0IMue3arl27EAgEsHfvXqxZswYVFRX42te+hvb2dnzjG9/AE088gaKiokQ2O2nieX6A6NapxcXFePzxx2EwGDB79mycPn0av/rVr9ImqHvE+9z8+c9/xs9+9jNs2rQJ8+bNQ21tLb773e+itLQU9957b8JeRyIM99yoqoply5bhvvvuw8UXXxyX50wHiTg/PX75y1/ixRdfxJ///GdYrda4tDeVGNRZrKioCAaDoc+n2Kampj6fds83efJkAMD06dNx5swZrF+/Hl/72tfg8Xhw8uRJfOlLX4odq2kaAMBoNOLYsWNwu91xfiWJkYjzAwClpaUwmUwwGAyx4ysrK9HY2IhQKASz2RznVxJ/iTo39957L5YvXx7rZU+fPh0dHR24/fbbcc8990CW9V+tG+m5aW9vx1tvvYWDBw/izjvvBBD9mxFCwGg04o033sBVV12FsWPHjup8602izk+PX//619iwYQP++Mc/4rLLLkvsi0kS/f/WU8KYzWbMnj0bO3bs6HX7jh07UF1dPeznEUJAURQAwJQpU3D48GEcOnQo9nXDDTfgs5/9LA4dOoSysrK4voZESsT5AYAFCxagtrY29gEGAI4fP47S0tK0CGkgcecmGAz2CWODwQARHfh6YY1OkpGeG6fT2edv5o477sAll1yCQ4cOYd68eQCAqqqqPs/5xhtvjOh860Gizg8A/OpXv8JPfvITbN++HXPmzEn4a0maVIxgI/3omSbx5JNPivfee0/cddddwm63i5MnTwohhFizZo1Yvnx57PhHH31UvPrqq+L48ePi+PHj4qmnnhJOp1Pcc889A/6MdB71nYjzc+rUKeFwOMSdd94pjh07Jl5//XVRXFwsfvrTnyb99V2IRJybdevWidzcXPHiiy+KEydOiDfeeEO43W5x4403Jv31XYiRnpvz9Teqeffu3cJgMIif//zn4ujRo+LnP/952k/Piuf5+cUvfiHMZrP4z//8T9HQ0BD7am9vT+RLSQoGNYnHHntMTJw4UZjNZjFr1iyxc+fO2H0333yzWLhwYez7hx9+WEybNk3YbDbhdDrFzJkzxaZNm4SqqgM+fzoHtRCJOT81NTVi3rx5wmKxiPLycvGzn/1MRCKRZL2kuIn3uQmHw2L9+vXC7XYLq9UqysrKxLe//W3R2tqaxFcVHyM5N+cbaPrRf/zHf4hLLrlEmEwmMWXKFPHyyy8noOXJEe/zM3HiRAGgz9e6desS8wKSiNtcEhER6Rhr1ERERDrGoCYiItIxBjUREZGOMaiJiIh0jEFNRESkYwxqIiIiHWNQExER6RiDmoiISMcY1EQ0KuvXr8fll18e+/5b3/oWFi9enPR2nDx5EpIkpf22qkQDYVATZZhvfetbkCQJkiTBZDKhvLwc//zP/4yOjo6E/tzf/OY3eOaZZ4Z1LMOVaPi4zSVRBrr22mvx9NNPIxwOY9euXbjtttvQ0dGBzZs39zouHA7DZDLF5We6XK64PA8R9cYeNVEGslgsGDt2LMrKyrBs2TJ8/etfx3/913/FLlc/9dRTKC8vh8VigRACPp8Pt99+O4qLi+F0OnHVVVfhnXfe6fWcP//5z1FSUoLc3Fzceuut6Orq6nX/+Ze+NU3DL37xC1RUVMBisWDChAn42c9+BuCTPalnzpwJSZJw5ZVXxh739NNPo7KyElarFVOmTMGmTZt6/Zz9+/dj5syZsFqtmDNnDg4ePBjHM0ekP+xRE2WBnJwchMNhAEBtbS1+//vf4+WXX4bBYAAAfPGLX0RBQQG2bdsGl8uFLVu24HOf+xyOHz+OgoIC/P73v8e6devw2GOP4YorrsBzzz2Hhx9+GOXl5QP+zLVr1+KJJ57Agw8+iM985jNoaGjA+++/DyAatnPnzsUf//hHTJs2LbYP9xNPPIF169bh0UcfxcyZM3Hw4EGsWLECdrsdN998Mzo6OnD99dfjqquuwvPPP4+6ujp897vfTfDZI0qxFO/eRURxdv62ovv27ROFhYXixhtvFOvWrRMmk0k0NTXF7v/Tn/4knE6n6Orq6vU8brdbbNmyRQghRFVVlbjjjjt63T9v3rxeWw2e+3P9fr+wWCziiSee6LeNdXV1AoA4ePBgr9vLysrECy+80Ou2n/zkJ6KqqkoIIcSWLVtEQUGB6OjoiN2/efPmfp+LKFPw0jdRBnr99dfhcDhgtVpRVVWFv/u7v8MjjzwCAJg4cSLGjBkTO/bAgQMIBAIoLCyEw+GIfdXV1cHj8QAAjh49iqqqql4/4/zvz3X06FEoioLPfe5zw27z2bNnUV9fj1tvvbVXO37605/2aseMGTNgs9mG1Q6iTMBL30QZ6LOf/Sw2b94Mk8mEcePG9RowZrfbex2raRpKS0vx5z//uc/z5OXljern5+TkjPgxmqYBiF7+njdvXq/7ei7RCyFG1R6idMagJspAdrsdFRUVwzp21qxZaGxshNFoxKRJk/o9prKyEnv37sU3v/nN2G179+4d8Dk/9alPIScnB3/6059w22239bm/pyatqmrstpKSElx00UU4ceIEvv71r/f7vFOnTsVzzz2Hzs7O2IeBwdpBlAl46Zsoy1199dWoqqrC4sWL8Yc//AEnT55ETU0N/uVf/gVvvfUWAOC73/0unnrqKTz11FM4fvw41q1bhyNHjgz4nFarFT/60Y/wwx/+EM8++yw8Hg/27t2LJ598EgBQXFyMnJwcbN++HWfOnIHP5wMQXURl48aN+M1vfoPjx4/j8OHDePrpp/HAAw8AAJYtWwZZlnHrrbfivffew7Zt2/DrX/86wWeIKLUY1ERZTpIkbNu2DX/3d3+Hf/zHf8TFF1+Mm266CSdPnkRJSQkAYOnSpfjxj3+MH/3oR5g9ezY+/PBDrFy5ctDnvffee/H9738fP/7xj1FZWYmlS5eiqakJAGA0GvHwww9jy5YtGDduHL785S8DAG677Tb827/9G5555hlMnz4dCxcuxDPPPBObzuVwOPDaa6/hvffew8yZM3HPPffgF7/4RQLPDlHqSYJFHyIiIt1ij5qIiEjHGNREREQ6xqAmIiLSMQY1ERGRjjGoiYiIdIxBTUREpGMMaiIiIh1jUBMREekYg5qIiEjHGNREREQ6xqAmIiLSsf8PjRZI9UR+EVQAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAHpCAYAAABN+X+UAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABd5UlEQVR4nO3deXxU9d0v8M+ZySzZZpIQsiAhQBAIixiCQKCI7aPB7VF8npfgRan2Qby4XEW0rUhVtBWKbV0riNalLiD2Qa7YS9HovaVaQMoSRIgggZAACUlIMpNJMts5v/vHJAMhyZBllnMmn/frlZfk5MzJ7xiYT873t0lCCAEiIiJSJV2kG0BERERdY1ATERGpGIOaiIhIxRjUREREKsagJiIiUjEGNRERkYoxqImIiFSMQR0EQgjY7XZwSjoREQUbgzoIGhsbYbVa0djYGOmmEBFRlGFQExERqRiDmoiISMUY1ERERCrGoCYiIlIxzQX16tWrMWzYMJjNZuTn5+Orr77q8tyPP/4Y11xzDQYOHAiLxYKCggJ89tlnHc7buHEjxowZA5PJhDFjxmDTpk2hvAUiIqJu01RQb9iwAYsXL8ayZcuwb98+zJgxA9dddx3Ky8s7Pf8f//gHrrnmGmzZsgV79uzBj3/8Y/z7v/879u3b5z9nx44dmDt3LubPn4/9+/dj/vz5mDNnDr755ptw3RYREVGXJC3tRz1lyhRMnDgRa9as8R/Lzc3F7NmzsXLlym5dY+zYsZg7dy6efPJJAMDcuXNht9vxt7/9zX/Otddei+TkZKxfv75b17Tb7bBarbDZbLBYLD24IyIiosA080TtdruxZ88eFBYWtjteWFiI7du3d+saiqKgsbERKSkp/mM7duzocM1Zs2YFvKbL5YLdbm/3QUREFAqaCera2lrIsoz09PR2x9PT01FVVdWta/zhD39AU1MT5syZ4z9WVVXV42uuXLkSVqvV/5GVldWDOyEiIuo+zQR1G0mS2n0uhOhwrDPr16/H8uXLsWHDBqSlpfXpmkuXLoXNZvN/VFRU9OAOiIiIui8m0g3ortTUVOj1+g5PutXV1R2eiC+0YcMGLFiwAH/5y19w9dVXt/taRkZGj69pMplgMpl6eAdEREQ9p5knaqPRiPz8fBQVFbU7XlRUhGnTpnX5uvXr1+Ouu+7CunXrcMMNN3T4ekFBQYdrfv755wGvSUREFC6aeaIGgCVLlmD+/PmYNGkSCgoK8Prrr6O8vByLFi0C4CtJnzp1Cu+++y4AX0j/9Kc/xUsvvYSpU6f6n5xjY2NhtVoBAA899BCuvPJKrFq1CjfffDM++eQTfPHFF/j6668jc5NERETnExrz6quviuzsbGE0GsXEiRPFtm3b/F+78847xcyZM/2fz5w5UwDo8HHnnXe2u+Zf/vIXMWrUKGEwGMTo0aPFxo0be9Qmm80mAAibzdaXWyOKarKsiG8rGsTfD1eLbysahCwrkW4SkSZoah61WnEeNVFg24/WYs22UpRWO+CRBQx6CTlpCbh3Zg6mjUiNdPOIVE0zfdREpE3bj9bi8U0HUFJpR7wpBmmJJsSbYlBS2YjHNx3A9qO1kW4ikaoxqIkoZBRFYM22UjhcXmRYzDAb9NDpJJgNemRYTHC4ZKzZVgpFYWGPOlIUgQMnbdh2pAYHTtr67d8TTQ0mIyJtOXjajtJqB5LjjB3WJpAkCUlxBpRWO3DwtB3jB1sj1EpSI3aXnMMnaiIKmbpmNzyygFHf+VuNSa+DRxGoa3aHuWWkZuwuaY9BTUQhkxJnhEEvwS0rnX7dJSsw6CSkxBnD3DJSK3aXdMSgJqKQGTvIgpy0BNQ3e3DhBBMhBBqaPchJS8DYQZwtQT496S7pLxjURBQyOp2Ee2fmIMGkR5XdhRaPDEURaPHIqLK7kGDS496ZOdDpLr5eP/UP7C7piEFNRCE1bUQqVtwyHrmZiWh2eVHtcKHZ5UVuZiJW3DK+3w0MosDYXdIRR30TUchNG5GKqcMH4OBpO+qa3UiJM2LsIAufpKmDtu6SkspGZFh07crfbd0luZmJ/aq7hE/URBQWOp2E8YOtmDlyIMYPtjKkqVPsLumIQU1ERKrC7pL2uNZ3EHCtbyKi4FMUwe4SsI+aiIhUqq27pL9j6ZuIiEjFGNREREQqxqAmIiJSMQY1ERGRijGoiYiIVIxBTUREpGIMaiIiIhVjUBMREakYg5qIiEjFGNREREQqxqAmIiJSMQY1ERGRijGoiYiIVIxBTUREpGIMaiIiIhVjUBMREakYg5qIiEjFGNREREQqxqAmIiJSMQY1ERGRijGoiYiIVIxBTUREpGIMaiIiIhVjUBMREakYg5qIiKibbC2esH9PBjUREdFFKIpAlc2JhmZ32L93TNi/IxERkYa4vQrO2J3wyAr0Oins359BTURE1IVmtxfVdhcUISLWBgY1ERFRJ+qb3KiPQKn7Qprro169ejWGDRsGs9mM/Px8fPXVV12eW1lZiXnz5mHUqFHQ6XRYvHhxh3PeeecdSJLU4cPpdIbwLoiISK0UReCM3amKkAY0FtQbNmzA4sWLsWzZMuzbtw8zZszAddddh/Ly8k7Pd7lcGDhwIJYtW4YJEyZ0eV2LxYLKysp2H2azOVS3QUREKuX2KjjV0IImlzfSTfHTVFA///zzWLBgAe6++27k5ubixRdfRFZWFtasWdPp+UOHDsVLL72En/70p7BarV1eV5IkZGRktPsgIqL+pdntxemGFnhkJdJNaUczQe12u7Fnzx4UFha2O15YWIjt27f36doOhwPZ2dkYPHgwbrzxRuzbty/g+S6XC3a7vd0HERFpV0OzG1U2Z0QHjXVFM0FdW1sLWZaRnp7e7nh6ejqqqqp6fd3Ro0fjnXfewebNm7F+/XqYzWZMnz4dP/zwQ5evWblyJaxWq/8jKyur19+fiIgiRwiBarsTdU3q6I/ujGaCuo0ktZ/DJoTocKwnpk6dijvuuAMTJkzAjBkz8NFHH2HkyJF45ZVXunzN0qVLYbPZ/B8VFRW9/v5ERBQZsiJw2uaEQ0X90Z3RzPSs1NRU6PX6Dk/P1dXVHZ6y+0Kn0+GKK64I+ERtMplgMpmC9j2JiCi8zl/ERO0080RtNBqRn5+PoqKidseLioowbdq0oH0fIQSKi4uRmZkZtGsSEZF6tLhlVQ4a64pmnqgBYMmSJZg/fz4mTZqEgoICvP766ygvL8eiRYsA+ErSp06dwrvvvut/TXFxMQDfgLGamhoUFxfDaDRizJgxAICnn34aU6dOxaWXXgq73Y6XX34ZxcXFePXVV8N+f0REFFp2pwdnHW4IFQ4a64qmgnru3Lk4e/YsnnnmGVRWVmLcuHHYsmULsrOzAfgWOLlwTnVeXp7/z3v27MG6deuQnZ2NsrIyAEBDQwPuueceVFVVwWq1Ii8vD//4xz8wefLksN0XERGFXl2TOyKbavSVJLT0a4VK2e12WK1W2Gw2WCyWSDeHiIjOI4RATaMrKIPG9DoJ2QPig9Cq7tPUEzUREVFPyK3LgTo9cqSb0msMaiIiikpaGtkdCIOaiIiijtMj44zdCVnRfu8ug5qIiKJKo9ODWo2N7A6EQU1ERFFDLXtIBxODmoiINE8IgRqHCw6nupcD7Q0GNRERaVo0jOwOhEFNRESa5ZEVVNm0P7I7EAY1ERFpUjSN7A6EQU1ERJrjcHlR0+iKmpHdgTCoiYhIUxqa3ahriq6R3YEwqImISBOEEKh1uNHo9ES6KWHFoCYiItVTFIEzjU60uKNzZHcgDGoiIlI1r6ygMspHdgfCoCYi6iVFETh42o66ZjdS4owYO8gCnU6KdLOiitMjo9ruglfpnyENMKiJiHpl+9FarNlWitJqBzyygEEvISctAffOzMG0EamRbl5UaHJ5Ud1PRnYHoot0A4iItGb70Vo8vukASirtiDfFIC3RhHhTDEoqG/H4pgPYfrQ20k3UPFuzB2fszn4f0gCDmoioRxRFYM22UjhcXmRYzDAb9NDpJJgNemRYTHC4ZKzZVgolyhfhCKVahwtnm1yRboZqMKiJiHrg4Gk7SqsdSI4zQpLa90dLkoSkOANKqx04eNoeoRZql6IIVNmcsLf0r+lXF8M+aiKiHqhrdsMjCxj1nT/nmPQ62BSBuijbajHUvLKCKrsTbm//HTTWFT5RExH1QEqcEQa9BHcXU4VcsgKDTkJKnDHMLdMul1fG6QaGdFcY1EREPTB2kAU5aQmob/Z0GOgkhEBDswc5aQkYO8gSoRZqi8PlRWWDs19Pv7oYBjURUQ/odBLunZmDBJMeVXYXWjwyFEWgxSOjyu5CgkmPe2fmcD71RSiKQLXdiWq7EwpHdgfEoCYi6qFpI1Kx4pbxyM1MRLPLi2qHC80uL3IzE7HilvGcR30RLW4ZJ+tb4HB5I90UTeBgMiKiXpg2IhVThw/gymQ9oCgCZ5v636YafcWgJiLqJZ1OwvjB1kg3QxOa3V7UNrrZF90LDGoiIgoZRRGobXLB4WSZu7cY1EREFBJOj4yaRle/3fUqWBjUGsKdeohIK+qb3Kjnoi9BwaDWCO7UQ0RaIIRAdaMLTRzRHTScnqUB3KmHiLTAKys4bXMypIOMQa1y3KmHiLSgbRlQl0eOdFOiDoNa5bhTDxGpXYtb5jKgIcSgVrnu7NTj4U49RBQhdqcHVVwGNKQY1CrHnXqISK3qmtyobXR12JyEgotBrXLcqYeI1EYI34YaDazkhQWDWuW4Uw8RqYmsCFTanNxQI4wY1BrAnXqISA08soLTDS1wcmR3WHHBE43gTj1EFElOj4wzdidkTgUNOwa1hnCnHiKKBLvTg7MONweNRQiDmoiIulTrcMHewv2jI4lBTUREHXhkBbUOF1rc7I+ONM0NJlu9ejWGDRsGs9mM/Px8fPXVV12eW1lZiXnz5mHUqFHQ6XRYvHhxp+dt3LgRY8aMgclkwpgxY7Bp06YQtZ6ISP1szR6crG9hSKuEpoJ6w4YNWLx4MZYtW4Z9+/ZhxowZuO6661BeXt7p+S6XCwMHDsSyZcswYcKETs/ZsWMH5s6di/nz52P//v2YP38+5syZg2+++SaUt0JEpDpur4JTDS0428RFTNREEhr6aUyZMgUTJ07EmjVr/Mdyc3Mxe/ZsrFy5MuBrr7rqKlx++eV48cUX2x2fO3cu7HY7/va3v/mPXXvttUhOTsb69es7vZbL5YLL5fJ/brfbkZWVBZvNBouFC48QkfZwwFj36HUSsgfEh/V7auaJ2u12Y8+ePSgsLGx3vLCwENu3b+/1dXfs2NHhmrNmzQp4zZUrV8Jqtfo/srKyev39iYgiSVF8q4xxKVD10kxQ19bWQpZlpKentzuenp6OqqqqXl+3qqqqx9dcunQpbDab/6OioqLX35+IKFLaSt1cZUzdNDfq+8KtHoUQHY6F+pomkwkmk6lP35OIKJK4gIl2aCaoU1NTodfrOzzpVldXd3gi7omMjIygX5OISM2aXF5Us9StGZopfRuNRuTn56OoqKjd8aKiIkybNq3X1y0oKOhwzc8//7xP1yQiUiu704MzdidDWkM080QNAEuWLMH8+fMxadIkFBQU4PXXX0d5eTkWLVoEwNd3fOrUKbz77rv+1xQXFwMAHA4HampqUFxcDKPRiDFjxgAAHnroIVx55ZVYtWoVbr75ZnzyySf44osv8PXXX4f9/oiIQqm+yY16bk2pOZoK6rlz5+Ls2bN45plnUFlZiXHjxmHLli3Izs4G4Fvg5MI51Xl5ef4/79mzB+vWrUN2djbKysoAANOmTcOHH36IX/3qV3jiiSeQk5ODDRs2YMqUKWG7LyKiUKtpdKHRyaVAtUhT86jVym63w2q1ch41EamOEALVjS40cWR3UERiHrWmnqiJiKj7FEWgyu7k/tEax6AmIopCXllBld0Jt1eJdFOojxjURERRxu1VUGVzwqswpKMBg5qIKIpwIZPow6AmIooSzW4vzti5kEm0YVATEUWBRqcHtdz9KioxqImINK6h2Y26Ji5kEq0Y1EREGlbrcMHewoVMohmDmohIg4QQqGl0cYvKfoBBTUSkMYoicKbRiRY3FzLpDxjUREQawoVM+h8GNRGRRri9Cs7YnfDIDOn+hEFNRKQBXMik/2JQExGpXIvbF9IK50j3SwxqIiIV40ImxKAmIlIpW7MHZ5tckW4GRRiDmohIhc46XLBxIRMCg5qISFUURaC60YVmNxcyIR8GNRGRSnhk3z7SnH5F52NQExGpgMPlxVmHi9OvqAMGNRFRBDk9Muqa3HB6uBwodY5BTUQUAbIicNbBTTXo4hjURERh1uz2oqaRZW7qHgY1EVGYCCFwtsnN/aOpRxjURERhwF2vqLcY1EREIebyyjhjc8GrMKSp5xjUREQh1OTy9UdzQw3qLQY1EVEICCFQ3+xBQ7M70k0hjWNQExEFmdMjo6bRxRXGKCgY1EREQcKnaAoFBjURURC0uGXUOvgUTcHHoCYi6gNZETjb5ILDyRXGKDQY1EREvcSNNCgcGNRERD3klRXUOtzcM5rCgkFNRNQDjU4PzjrcnBdNYcOgJiLqBkURqGVfNEUAg5qI6CI4L5oiiUFNRBSArcWDuiY3BEvdFCEMaiKiTiiKQK3DBYeLpW6KLAY1EdEFXF4Z1XaWukkdGNREROdpccs4Y3dyVDephi7SDeip1atXY9iwYTCbzcjPz8dXX30V8Pxt27YhPz8fZrMZw4cPx2uvvdbu6++88w4kSerw4XQ6Q3kbRKRCjU4PqhjSpDKaCuoNGzZg8eLFWLZsGfbt24cZM2bguuuuQ3l5eafnHz9+HNdffz1mzJiBffv24fHHH8eDDz6IjRs3tjvPYrGgsrKy3YfZbA7HLRGRSjQ0u1HT6OKgMVIdSWjob+WUKVMwceJErFmzxn8sNzcXs2fPxsqVKzuc/8tf/hKbN29GSUmJ/9iiRYuwf/9+7NixA4DviXrx4sVoaGjodbvsdjusVitsNhssFkuvr0NE4SeEQI2D86Ope/Q6CdkD4sP6PTXzRO12u7Fnzx4UFha2O15YWIjt27d3+podO3Z0OH/WrFnYvXs3PB6P/5jD4UB2djYGDx6MG2+8Efv27QvYFpfLBbvd3u6DiLTHKys4bXMypEnVNBPUtbW1kGUZ6enp7Y6np6ejqqqq09dUVVV1er7X60VtbS0AYPTo0XjnnXewefNmrF+/HmazGdOnT8cPP/zQZVtWrlwJq9Xq/8jKyurj3RFRuLW4ZZxqaIHLI0e6KUQBaSao20iS1O5zIUSHYxc7//zjU6dOxR133IEJEyZgxowZ+OijjzBy5Ei88sorXV5z6dKlsNls/o+Kiore3g4RRUDboDHuekVaoJnpWampqdDr9R2enqurqzs8NbfJyMjo9PyYmBgMGDCg09fodDpcccUVAZ+oTSYTTCZTD++AiNSgodmNuiZ3pJtB1G2aeaI2Go3Iz89HUVFRu+NFRUWYNm1ap68pKCjocP7nn3+OSZMmwWAwdPoaIQSKi4uRmZkZnIYTkWrUOlwMadIczQQ1ACxZsgR/+tOf8NZbb6GkpAQPP/wwysvLsWjRIgC+kvRPf/pT//mLFi3CiRMnsGTJEpSUlOCtt97Cm2++iUcffdR/ztNPP43PPvsMx44dQ3FxMRYsWIDi4mL/NYlI+4QQOGN3wt7iufjJRCqjmdI3AMydOxdnz57FM888g8rKSowbNw5btmxBdnY2AKCysrLdnOphw4Zhy5YtePjhh/Hqq69i0KBBePnll/Gf//mf/nMaGhpwzz33oKqqClarFXl5efjHP/6ByZMnh/3+iCj4ZEWgyu7koDHSLE3No1YrzqMmUie3V8EZu5NrdlPQRGIetaaeqImIuotrdlO0YFATUdRpdHpQ6+Ae0hQdGNREFFXqm9yob+bIbooeDGoiigpCCNQ63Gh0cmQ3RRcGNRFpnqwIVDc60eLmyG6KPgxqItI0juymaMegJiLNanJ5Uetwcc1uimoMaiLSnBa3jLpmNxcxoX6BQU1EmuGRFdQ6XOyLpn6FQU1EmuBweVHb6OICJtTvBGVTDlmWUVxcjPr6+mBcjojITwiBmkYXqrnKGPVTvQrqxYsX48033wTgC+mZM2di4sSJyMrKwt///vdgto+I+jGPrOBUQwvnRlO/1qug/u///m9MmDABAPDpp5/i+PHj+P7777F48WIsW7YsqA0kov6pxS3jdEML3F5Ou6L+rVdBXVtbi4yMDADAli1bcOutt2LkyJFYsGABDhw4ENQGElH/Y2vxoMru5LQrIvQyqNPT03Ho0CHIsoytW7fi6quvBgA0NzdDr9cHtYFE1H+09Uefdbi4oQZRq16N+v7Zz36GOXPmIDMzE5Ik4ZprrgEAfPPNNxg9enRQG0hE/YOsCJyxO+Hk3GiidnoV1MuXL8e4ceNQUVGBW2+9FSaTCQCg1+vx2GOPBbWBRBT9XF4Z1XYXlwEl6oQkWF/qM7vdDqvVCpvNBovFEunmEGlKs9uLajvnR5M26HUSsgfEh/V7dvuJ+uWXX+72RR988MFeNYYoFBRF4OBpO+qa3UiJM2LsIAt0OinSzSIAdqcHtY2uSDeDSNW6/UQ9bNiw7l1QknDs2LE+NUpr+EStXtuP1mLNtlKUVjvgkQUMegk5aQm4d2YOpo1IjXTz+rX6Jjfqm92RbgZRj0TiiZql7yBgUKvT9qO1eHzTAThcXiTHGWHU6+CWFdQ3e5Bg0mPFLeMZ1hGgKAK1TS44nN5IN4WoxyIR1EFZQpRIbRRFYM22UjhcXmRYzDAb9NDpJJgNemRYTHC4ZKzZVgqF83TDyumRcaqhhSFN1AO93pTj5MmT2Lx5M8rLy+F2ty9fPf/8831uGFFfHDxtR2m1A8lxRkhS+/5oSZKQFGdAabUDB0/bMX6wNUKt7D+EEKhrcsPWwqVAiXqqV0H95Zdf4qabbsKwYcNw+PBhjBs3DmVlZRBCYOLEicFuI1GP1TW74ZEFjPrOi0YmvQ42RaCOfaQh1+KWUevg1Cui3upV6Xvp0qV45JFH8N1338FsNmPjxo2oqKjAzJkzceuttwa7jUQ9lhJnhEEvwd1FOLhkBQadhJQ4Y5hb1n94ZQXVdicqbS0MaaI+6FVQl5SU4M477wQAxMTEoKWlBQkJCXjmmWewatWqoDaQqDfGDrIgJy0B9c2eDktRCiHQ0OxBTloCxg7i4L9QsDs9OFnfAoeLfdFEfdWroI6Pj4fL5Zv7OGjQIJSWlvq/VltbG5yWEfWBTifh3pk5SDDpUWV3ocUjQ1EEWjwyquwuJJj0uHdmDudTB5miCFTbnaht5AImRMHSqz7qqVOn4p///CfGjBmDG264AY888ggOHDiAjz/+GFOnTg12G4l6ZdqIVKy4Zbx/HrVNETDoJORmJnIedQg4Pb5lQL0Ky9wUfVo8Mr492YC9JxpQXNGAt+66AlkpcWH53r2aR33s2DE4HA5cdtllaG5uxqOPPoqvv/4aI0aMwAsvvIDs7OxQtFW1OI9a3bgyWejZmj2oa3ZzxyuKGooQKK12YPeJeuw+UY/vTtngkc/9/V5xy3jMmzIkLG3hgidBwKCm/qptW0r2RVM0qHW4sOdEPXaX1WPPiXo0BJhOeN24DKy5Iz8s7er1PGoi6t/cXgXVjU64vSx1kzY5PTIOnLJhd5nvqfl4bVPA8+ONekzMTsassRm48tKBYWplL4Nap9N1WETifLLM/WSJopVHVlDf5OZTNGmOIgSO1zThXyfqsaesDt9eUM6+kE4CRmdYMCk7GZOGJiM30wJjjE69u2edb9OmTe0+93g82LdvH/785z/j6aefDkrDiEhdFEXgbGtAs8es7xQhcPRME2xON6xmI0akx0MX4AGIeuesw4U95Q3YXVaHPSfqUd8ceHW8DIsZVwxNRn52MiYOSUaCOfKF56D2Ua9btw4bNmzAJ598EqxLagL7qCnauby+Ed1cuCQ49pXXY92uClScbYKndTZC1oB4zJuchbwhyZFunqa52srZrYPAjtUELmfHGfXIy0pCfnYyrhiagkFJ5oAVY83vnlVaWorLLrsMTU2B/8dEGwY1RbNGpwe1Do7oDpZ95fV4vugImt0yLGYDDHoJHlnA7vQgzqjHkmtGMqx7QAiB47VNvmAuq8e3p2wBx03oJGBURqIvmLNTkJuZiJgulhruTCSCOmjP9C0tLXjllVcwePDgYF2SiCLIKyuoa3Zzp6sgUoTAul0VaHbLSE0wQoLvyc0UIyE1wYhahxvrdlVgQlYSy+AB1DW5sbe83j8IrK4p8Jr9aYkmXDE0pbWcnQRLrCFMLQ2OXgV1cnJyu9KAEAKNjY2Ii4vD+++/H7TGEVH4yYpAQ7Mbdif7ooPt6JkmVJxtgsVs8Id0GwkSEs0GVJxtwtEzTRiZkRChVqqP26vgu7Zydlk9jtY4Ap4fa9Dj8qwkTBqajEnZyRicHBuwnK12vQrqF154od1N63Q6DBw4EFOmTEFyMks2RFrS4pbhURTIsoBHUdDskrn8Z4jYnG54FAGLvvPQMOolNAoBm7N/7+omhEDZ2Wbsbh2dvf+kDa4A5WwJwMiMRN/o7OxkjBlkgaEH5Wy161VQ33XXXUFuBhFFQq3DBTv3iA4bq9kIg87XJ22K6RjWblnAIEmwmvvfrm4NzW7sOdGA3SfqsPtEPc46Av+yMjDBdG50dnYyrBorZ/dEt4P622+/7fZFL7vssl41hojCQwiBGoeL/c9hNiI9HlkD4nGsxtGujxoABAQanR4MH5iAEenhHawUCW6vgoOnz5Wzf6gOXM42x+gwwT86OxlDUuI0Xc7uiW4H9eWXXw5Jkvx9VlzwhEibhBCobnShiQuWhJ1OkjBvchaeLzqCWocbiWYDjHoJbtkX0nFGPeZNzorKgWRCCJTXNfuDeX9FA5wXWdXu0rQEfzCPHWSFMSZ6ytk90e2gPn78uP/P+/btw6OPPoqf//znKCgoAADs2LEDf/jDH/Dcc88Fv5VE1GeKIuBwe2Fv8XDZzwjKG5KMJdeM9M+jbhS+cvfwgQlRN4/a1uLB3tb5zLvL6lHjcAU8f0CC0d/PnJ+djKS4/tcF0JlezaOePHkyli9fjuuvv77d8S1btuCJJ57Anj17gtbAC61evRq/+93vUFlZibFjx+LFF1/EjBkzujx/27ZtWLJkCQ4ePIhBgwbhF7/4BRYtWtTunI0bN+KJJ55AaWkpcnJy8Oyzz+KWW27pdps4j5rUzOmR0ej0osnl5SAxFYnGlck8soJDp+3+YD5yphGB/saZYnSYMNiK/OxkTBqagqED1F/O1sw86gMHDmDYsGEdjg8bNgyHDh3qc6O6smHDBixevBirV6/G9OnTsXbtWlx33XU4dOgQhgzpuN3Y8ePHcf3112PhwoV4//338c9//hP33XcfBg4ciP/8z/8E4KsEzJ07F7/+9a9xyy23YNOmTZgzZw6+/vprTJkypUfta3Z7EeNmOZEir+3p2eGU4fKyK0qtsgbEIguxABBwVLNaCSFwur4Feyt8+zR/e/Li5ezhqfHIy7JiYnYKxg6ywHBeOftir1UDvSShOUjv83HG7kVwr56oJ06ciNzcXLz55pswm80AAJfLhf/6r/9CSUkJ9u7d29NLdsuUKVMwceJErFmzxn8sNzcXs2fPxsqVKzuc/8tf/hKbN29GSUmJ/9iiRYuwf/9+7NixAwAwd+5c2O12/O1vf/Ofc+211yI5ORnr16/vtB0ulwsu17kSjt1uR1ZWFrIWfwSdKTwbiRMRkbaV/faGbp3Xq5751157DV988QWysrJw9dVX4+qrr8bgwYNRVFSE1157rTeXvCi32409e/agsLCw3fHCwkJs376909fs2LGjw/mzZs3C7t274fF4Ap7T1TUBYOXKlbBarf6PrKys3twSERHRRfWq9D158mQcP34c77//Pr7//nsIITB37lzMmzcP8fGhqd3X1tZClmWkp6e3O56eno6qqqpOX1NVVdXp+V6vF7W1tcjMzOzynK6uCQBLly7FkiVL/J+3PVHvWvZv7KOmiPDKCmoa3XCyzE19JIRAZYMT+yrqsfdEA/afbECLJ3BJemhqHPIG+6ZOjR1kgdGgD1Nrw08vSRgyILyV016v9R0XF4d77rknmG3plgsHGgghAg4+6Oz8C4/39Jomkwkmk6nD8ThjTLf7HIj6SgiBJreMJpcXzW4ZkuRbOpGopxxOL/ZW1GNP69rZlTZnwPOT4wy+AWCto7MHJHR8P4xWep0U9vf5bn+3zZs347rrroPBYMDmzZsDnnvTTTf1uWEXSk1NhV6v7/CkW11d3eGJuE1GRkan58fExGDAgAEBz+nqmkSR1uKW0ejycKlP6jVZESipPDc6+/sqO5QAf5UMegmXXWL1bwU5bKD2R6hrSbeDevbs2aiqqkJaWhpmz57d5XmSJIVkwROj0Yj8/HwUFRW1mzpVVFSEm2++udPXFBQU4NNPP2137PPPP8ekSZNgMBj85xQVFeHhhx9ud860adOCfg9EveXyymh2yXC4vNwTmnrldEOLP5j3VdSjyRX4fXpYajzys5NwxdAUjL/ECjOrNRHT7aBWFKXTP4fTkiVLMH/+fEyaNAkFBQV4/fXXUV5e7p8XvXTpUpw6dQrvvvsuAN8I7z/+8Y9YsmQJFi5ciB07duDNN99sN5r7oYcewpVXXolVq1bh5ptvxieffIIvvvgCX3/9dUTukaiNyyujyeUrbWslnKNxbrBWOVxeFJc3+ML5RB1ONwQuZyfF+srZvjnNyUjtR+VstQtaob2hoQFJSUnBulyn5s6di7Nnz+KZZ55BZWUlxo0bhy1btiA7OxsAUFlZifLycv/5w4YNw5YtW/Dwww/j1VdfxaBBg/Dyyy/751ADwLRp0/Dhhx/iV7/6FZ544gnk5ORgw4YNPZ5DTRQMTs+5PmethHObfeX1/tW2PIqAQScha0B81K22pVayIvB9lR17Wp+aD1VevJw97hKrfyWwnLQE/lKlUr2aR71q1SoMHToUc+fOBQDceuut2LhxIzIzM7FlyxZMmDAh6A1VM65MRr2hKALNHhkujwy3rMDlUTTb57yvvB7PFx1Bs1uGxWyAQe/bIcreun71kmtGMqxDoNLW4g/mveUNcFxk/fbsAXH+tbMvG5zEwYe9oJmVydauXYv3338fgK+P+IsvvsDWrVvx0Ucf4ec//zk+//zzoDaSKFpcOFK7F78nq44iBNbtqkCzW263I5QpRkJqghG1DjfW7arAhKwkPrH1UZPLi+IKXzl7z4l6nKxvCXi+xRzjH509aWgKBiaynK1FvQrqyspK/yIff/3rXzFnzhwUFhZi6NChLBkTnUcIAZdXQYtbhtMrw+lRoiKcz3f0TBMqzjbBYja027YRACRISDQbUHG2CUfPNGFkRkKEWqlNsiJw5EyjfxDYoUo75AD17BidhHGXWPyjs0ewnB0VehXUycnJqKioQFZWFrZu3Yrf/OY3AHxvStzikvozr6ygxSPD5VXg8ipwe6MvmC9kc7rhUQQs+s4DwaiX0CgEbE53mFumTWfsTuxunc+8t7wejRfZM3xIyrly9oTBSYg1spwdbXoV1P/xH/+BefPm4dJLL8XZs2dx3XXXAQCKi4sxYsSIoDaQSM2EEHB6FDS7tTkALBisZiMMOl+ftCmmY1i7Zd82jlYztyzsTItb9pezd5fVoeIi5exEcwzyh5wbnZ1uMYeppRQpvQrqF154AUOHDkVFRQWee+45JCT4ylmVlZW47777gtpAIrVpGwTW3NrPrNUBYMEyIj0eWQPicazG0a6PGgAEBBqdHgwfmIAR6eEdgKNWihD44YwDu0/UYXdZPQ6etsMboJyt10kYO8jif2q+NC0Reh3L2f1Jr0Z9U3sc9R39FEWgye1Fk0tGiyc6BoEF0/mjvhPNBhj1EtyyL6Q56huotjt9o7NbB4HZL1LOHpwci/whvifmy7OSEG/i0sRqoZlR3wDw3nvvYe3atTh27Bh27NiB7OxsvPjiixg2bFiXK4URaY0QAg3NHjS0eBjOAeQNScaSa0b651E3Cl+5e/jAhH45j7rFI2N/2+jssnqcqGsOeH6CKQYThyT5y9mZ1tgwtZS0oFdBvWbNGjz55JNYvHgxnn32Wf8AsqSkJLz44osMaooKjU4P6ps88EZoJT6tyRuSjAlZSf1yZTJFCBytdvgHgR08bYNH7voXO50EjMk8Nzp7VAbL2dS1XpW+x4wZgxUrVmD27NlITEzE/v37MXz4cHz33Xe46qqrUFtbG4q2qhZL39GBA8OoJ2odLv9iI3tO1KOhxRPw/EFJZl8wZ6fg8iFJSGA5W5M0U/o+fvw48vLyOhw3mUxoamrqc6OIwsHZuiKYx6vALfumUgWao0r9m9Mj48Apm/+p+Xht4Pe6eKMeea39zJOykzEoqeflbK6dTkAvg3rYsGEoLi72r7Hd5m9/+xtyc3OD0jCiUHG4vLC1eODycM4/dU0RAsdrmvCvE/XYU1aHb09dvJw9OsPiD+bcTEufytlcO53a9Cqof/7zn+P++++H0+mEEAK7du3C+vXrsWLFCrz55pvBbiNRn3jlc0/MjU7t7ERF4VfX5PbPZ95zoh71zYHL2RkWM64Y6pvTPHFIMhLMwSlnX7h2uqV17fRjNQ48X3Sk34+i72969bfqZz/7GbxeL37xi1+gubkZ8+bNwyWXXIJXXnkFM2bMCHYb+xUhBCSWtnpFCOEPZDfL2dQNrrZyduvUqWM1gcvZcUY98rKS/IPABiWZg/7vlWun04X6PI+6trYWiqJAlmWsWLECf/rTn9DSEnhlnWgTzMFkx2oc0Osk6HUSYnS61v9K0Ot9/9VJvv/G6HUAfGsBy4qAIgQu/EkKtD8mSYBOkiBJgFGv0/QvBLIi0OKRff3MXgVeWXB0Nl2UEALHa5v8a2d/e8oGt7frvzc6CRiVkegfBJabmej/txcqR6ocePKTA4g1xsAU0/F7Ob0KnG4vnrl5PNdOjwDVDyZraGjA/fffj88//xwGgwGPPfYYHnjgATz99NP4/e9/jzFjxuCtt94KVVv7jbbwdSN0waOTJJgMOphj9DAZdO1+MYi0tqdgRQjIQkDx/zLie9rwtD4pE3VHXZMbe8vPjc4+2xR4zfF0iwmTslNay9lJsMQawtRSH66dThfqUVA//vjj+Mc//oE777wTW7duxcMPP4ytW7fC6XRiy5YtmDlzZqjaSUGmCIEWt4wWd/sBVZIkQXfek3fbfyX4jkMC9JLvyV4nSZB0reeg42v8x1vDX1ZEu7K0gIAE37mK8H3NIwsuLEJ94vYq+K6tnF1Wj6M1joDnxxr0uNxfzk7G4OTYiFabuHY6XahHQf1//s//wdtvv42rr74a9913H0aMGIGRI0fixRdfDFHzKNyEEJAFICO4YSlJEgOYQkIIgbKzzf4BYPtP2uAKUHGRAIzMSGzdozkZYzItMIS4nN0TXDudLtSjoD59+jTGjBkDABg+fDjMZjPuvvvukDSMogtDmoKpvtmNva0DwHaXXbycPTDBdG50dnYyrGEuZ/eETpIwb3IWni86glqHu9O10+dNzuJAsn6kR0GtKAoMhnN/wfV6PeLj+VsdEYWW26vgu9M27DlRj3+V1eNodeBytjlGh8tb186+IjsFWSmRLWf3FNdOp/P1KKiFELjrrrtgMpkAAE6nE4sWLeoQ1h9//HHwWkhE/Y4QAuV1zdjdGszfVjTAeZEBhCPTE/zTpsZkWmDsZMS0lvTntdOpvR4F9Z133tnu8zvuuCOojSGi/svW7PGNzm4tZ9c4XAHPT00w+kdn52cnISku+gZX6SSJU7CoZ0H99ttvh6odFOW4ZjFdyCMrOHTa7g/mI2caAw5hNMXoMOG80dnZKXGaKmcT9Ra3b6GQ45rFBPjK2RX1La2bWtShuKIBTk/gcvaIgQn+tbPHXWLVfDmbqDcY1BRSXLO4f7O3eLC3vAG7T9Rhd1k9qhsDl7MHxBv9wTwxOxnJUVjOJuopBjWFDNcs7n+8soJDlefK2YerApezjTE6TBhsbZ3TnIKhA1jOJroQg5pC5uiZJlScbYLFbGi3aAPgW+ks0WxAxdkmHD3TFNQBM+wPDx8hBE41tPj3aC6uaECzO/D2ocMHxiO/dZ/myy6xwmTQh6m1RNrEoKaQicSaxewPD71Gpwf7yhv8T81VdmfA85PjDMhvfWLOH5KEAQmmMLWUKDowqClkwr1mMfvDQ0NWBEoq7f5BYN9XNSLQzqEGvYTLLrEif2gKrshOxrCBrGgQ9QWDmkImnGsWsz88uE43tPifmPeV16PpYuXs1PjWp+ZkjL/ECjPL2URBw6CmkAnnmsWR6g+PFg6XF8Vt5ewTdTjdELicbY01+Ocz52cnI5XlbKKQYVBTSIVrzWLu4dszsiJwuKrRP23qUKX9ouXscZe0js7OTkZOWgIrE0RhwqCmkAvHmsXcw/fiqmxOfzDvLW+Aw+UNeH72gDj/U/Nlg5MQy3I2UUQwqCksQr1mMffw7ajJ5UVxha+cvedEPU7WtwQ83xprwMQhSf45zQMTWc4mUgMGNUUF7uHrK2cfOdPoHwR2qNIOOUA9O0Z3Xjl7aDJGsJxNpEoMaooa/XEP3zN2p3+xkb3l9Wh0XqScnRKH/NYlOicMTkKskeVsIrVjUFNUifY9fFvcsr+cvbusDhUXKWdbzDGYOCTZP3Uq3WIOU0uJKFgY1BR1omkPX1kROFrt8A8CO3jaDm+AcrZeJ2HsIIu/nH1pWiL0uuj4JYWov2JQE6lMtd2JPSfq/YPA7BcpZw9OjsWkbN9Tc96QJMQZ+c+aKJrwXzRRhLV4ZOxvG51dVo8Tdc0Bz08wxWBidhImZadgUnYyMqwsZxNFMwY1UZgporWc3ToI7LtTtoDlbJ0EjB1k8fUzZ6dgVAbL2UT9CYOaKAxqGl3tytm2Fk/A8y9JivX3M0/ISkKCif9Uiforzfzrr6+vx4MPPojNmzcDAG666Sa88sorSEpK6vI1Qgg8/fTTeP3111FfX48pU6bg1VdfxdixY/3nXHXVVdi2bVu7182dOxcffvhhSO6D+genR8a3J23+QWBlZwOXs+NNekwckuzvax6UFBumlhKR2mkmqOfNm4eTJ09i69atAIB77rkH8+fPx6efftrla5577jk8//zzeOeddzBy5Ej85je/wTXXXIPDhw8jMTHRf97ChQvxzDPP+D+PjeWbJPWMIgSO1TRhd1kddp+ox4FTNnjkwOXs0RkWTBrqW6JzdIaF5Wwi6pQmgrqkpARbt27Fzp07MWXKFADAG2+8gYKCAhw+fBijRo3q8BohBF588UUsW7YM//Ef/wEA+POf/4z09HSsW7cO//N//k//uXFxccjIyAjPzVDUOOtoX86ubw5czs6wmH27TQ1NxsSsZCSYNfHPj4giTBPvFDt27IDVavWHNABMnToVVqsV27dv7zSojx8/jqqqKhQWFvqPmUwmzJw5E9u3b28X1B988AHef/99pKen47rrrsNTTz3V7on7Qi6XCy6Xy/+53W7v6y2SBrg8Mr49ZcPuMl8wH6ttCnh+nFGPvKyk1o0tUjAoyQwpShZeIaLw0URQV1VVIS0trcPxtLQ0VFVVdfkaAEhPT293PD09HSdOnPB/fvvtt2PYsGHIyMjAd999h6VLl2L//v0oKirqsj0rV67E008/3ZtbIQ0RQuB4bZN/7exvT9ng9ipdnq+TgFEZia1bQaYgNzMRMXpdGFtMRNEookG9fPnyiwbev/71LwDo9ElECHHRJ5QLv37haxYuXOj/87hx43DppZdi0qRJ2Lt3LyZOnNjpNZcuXYolS5b4P7fb7cjKygrYDtKGuiY39pbX+6dO1TUF3r86LdGEK4amYNLQZORlJcESawhTS4mov4hoUD/wwAO47bbbAp4zdOhQfPvttzhz5kyHr9XU1HR4Ym7T1udcVVWFzMxM//Hq6uouXwMAEydOhMFgwA8//NBlUJtMJphM3AIwGri9Cr47ZfM/NR+tcQQ8P9agx+Wt5exJQ5ORlRzLcjYRhVREgzo1NRWpqakXPa+goAA2mw27du3C5MmTAQDffPMNbDYbpk2b1ulr2srZRUVFyMvLAwC43W5s27YNq1at6vJ7HTx4EB6Pp124U/QQQqDsbHPrKmB12H/SBleAcrYEYGRbOXtoMsZkWmBgOZuIwkgTfdS5ubm49tprsXDhQqxduxaAb3rWjTfe2G4g2ejRo7Fy5UrccsstkCQJixcvxooVK3DppZfi0ksvxYoVKxAXF4d58+YBAEpLS/HBBx/g+uuvR2pqKg4dOoRHHnkEeXl5mD59ekTulYKvodmNPScafHOaT9TjrOPi5ey2+cwTs5NhZTmbiCJIE0EN+EZmP/jgg/5R3DfddBP++Mc/tjvn8OHDsNls/s9/8YtfoKWlBffdd59/wZPPP//cP6LbaDTiyy+/xEsvvQSHw4GsrCzccMMNeOqpp6DXc59erXJ7FRw8fa6c/UN14HK22aDD5VlJ/kFgWSksZxORekhCiK5XZaBusdvtsFqtsNlssFgsfbrWsYv0kVJHQgiU1zX7g3l/RQOcFylnX5qe0FrOTsGYTAuMMSxnE9HF6XUSsgfEh/V7auaJmuh8thYP9rYuNrK7rB41DlfA81MTjL7dpoYmY+KQJCTFGcPUUiKivmFQkyZ4ZAWHTtv9wXzkTCMClYJMMTpM8C82kozslDiWs4lIkxjUpEpCCFTUtfgHgBVXNMDp6bqcDQAj0hL8o7PHDbKynE1EUYFBTapha/FgX/m5cnZ1Y+By9oB4IyYN9e04NTE7GckqK2crQuDomSbYnG5YzUaMSI+Hjk/1RNRDDGqKGK+s4FClr5z9r7J6HKkKXM42xugwYbDVPwhs6AD1lrP3lddj3a4KVJxtgkcRMOgkZA2Ix7zJWcgbkhzp5hGRhjCoKWyEEDjV0OJfnnNfeQNaPHLA1+QMjPdvajH+Em2Us/eV1+P5oiNodsuwmA2w6CV4ZIFjNQ48X3QES64ZybAmom5jUFNINTo92Ffe4C9nV9mdAc9PjjNg0tAU/4IjKfHqKmdfjCIE1u2qQLNbRmqCERJ8T/ymGAmpCUbUOtxYt6sCE7KSWAYnom5hUFNQeWUF31c1tj411+H7qkYoAerZBr2EywYn+QeBDU+NV205uzuOnmlCxdkmWMwGf0i3kSAh0WxAxdkmHD3ThJEZCRFqJRFpCYOa+uxcObsOxeUNaHIHLmcPS433B/Nll1hhMkTPKnA2pxseRcCi7/yXDaNeQqMQsDkDL2NKRNSGQU095nB5W8vZddhdVo9KW+BydlKsAfmtpexJQ5ORmqD+ncd6O2LbajbCoPP1SZtiOp7vlgUMkgSrWVslfSKKHAY1XZSsCHxfZfcPAiuptF+0nD3uktbR2dnJyElL0FR/bF9GbI9Ij0fWgHgcq3G066MGAAGBRqcHwwcmYER6eJcgJCLtYlBTpypt50Zn7y2vR5MrcDk7e0DcuXL24CTEarSc3dcR2zpJwrzJWXi+6AhqHW4kmg0w6iW4ZV9Ixxn1mDc5S1O/uBBRZDGoCQDQ5PKiuMI3OnvPiXqcrG8JeL7FHOMrZbfOaR6YqP5y9sUEa8R23pBkLLlmpP+pvFH4yt3DByZwHjUR9RiDup+SFYEjZxr906YOVdohB6hnx+gkjLvE4t/YYoTGytndEcwR23lDkjEhK4krkxFRnzGo+5EquxN7zitnNzq9Ac8fkhLnn898eVYSYo3aLGd3V7BHbOskiVOwiKjPGNRRrMUt+8vZu8vqUHGRcnaiOQb5Q86Nzk63mIPSDq2sec0R20SkRgzqKCIrAkerHf5pUwdP2+ENUM7W6ySMHWTxbwV5aVoi9LrgBqiW1rzmiG0iUiMGtcZV253Yc6LePwjMfpFydlZyrP+J+fKsJMQZQ/dXQGtrXkfjiG29ToIxRgedJEEIX3VDAJAASJKv7/3C22k7rpMASZLgVRR4ZAGPV4EiAm2bQkShwKDWmBaPjP1to7PL6nGirjng+YnmGOQNSfIPAssIUjn7YrS65rWWRmwb9DqYYnQwxejbbVYiIKCTJBj0uqBXSLyyL7TdsgJP24dXwKt03Ctcknxhr5MkfzsUISAEfB9o/TN8G7YQUecY1CqniNZydusgsIOnbfDIXb+p6SRg7KBzo7NHpge/nN0dalrzuqd95GoasW3Q61o/JBhidDDodIjRS4jRSRFZEz1Gr0OMHohF+4GFiiLgURT/k7hOkqDrwd87RTk//IXvFwJFQJYFZCGglyT/fQsAbq/vXKL+gEGtQjWNrnblbFuLJ+D5lyTF+kdn5w1JQrwp8j9Wtax53ds+8nCN2G576mwrQRtjzj0lm2J0PQq7SNLpJJh0vZ8VoNNJMOv0MPdgoZy2cHd5FLhkGS5P5+Hd9kQvSYCioNOnfyI1i/w7OgEAvv6hFv/vcDW+LDmDsrOBy9nxJj0mto3Ozk7GoKTYMLWy+9QwglqtfeSSJCHeqEeCOSakYwSiXftwNwA4V0JvK6m39bOfTwjhe2pXfGV7j6LAKwt/KZ9IbfguoRKv/r+j2HHsbKdf00lAbqbFv0Tn6AxLRMrZPRHpEdRq6yOP0elgNuhgNuoRb4xR/c9Pq9pCOdCPVJIkGGMkGKEDLvg9sS3EPbIvvN2yAm9rkCtCQBHsT6fwY1CrxIyRqe2COtNqxqShyZiUnYK8rCQkmLX1o4r0COpQ9pF3p89bkiTEGvSINeoRZ9TDoNd1cTVSE3+Ix3T98xJCQFYEvMq5/4rWEJdb/yy3nqMogCwEw536RFvv/lHsqpFp2FfegDGZiZg0NAWXqLCc3VORHEEdqj7yQH3ek4cNgNngC+ZYg14z/cvUM1LbwLYedMn7Ar31Kd2r+PvW2V9O3cGgVokxgyx446eTcKzGEemmBFWkRlCHoo+8rc+7xS0jKc4Io14Ht6zgeG0TXv7yB6z8j1hMG5EazNugKKHXSdDr9DDFAPHn7V/T9qTdVrKXlXN95W0leLdX8T+1U//EoKaQi8Sa18HsI4/R6RBv0uPjvafg8ioYlBTrf2M1xOgQZ9Sjyu7Cmm2lmDp8AJ+kqdsuHOjWFuidjX73BbZvANz589gDbaZD0YFBTVEpGH3kxhgdrLEGJJhi8N0pO47XNiE5ztjhzVWSJCTFGVBa7cDB03aMH2wN9e1RP2SM0XU6AK7tKdwtK/B4zz2J8yk8ejCoVUgrm1ioXW/6yI0xOsQZYxBnbP9UU9fshkcWMHYxKMyk18GmCNQ1h3ZeONGFunoKP38Euz/IWxeT4VO4tjCoVUZLm1howcX6yGN0OpiNOt8IbYMeMV0EcUqcEQa9BLeswNzJwh4uWYFBJyEljjtrkToEGsF+4VO4VxHsC1cxBrWKbD9aq8oFOrTuwj5yY4wOCSbfYiOBpuGcb+wgC3LSElBS2YgMi65d+VsIgYZmD3IzEzF2kCXo7ScKtkBP4V5F+BaAURTIsm8Tlzb+gOcGLWHFoFYJRRFYs61UNQt0RKNEswHWWEO3w/l8Op2Ee2fm4PFNB1BldyEpzgCTXgeXrKCh2YMEkx73zszhQDLSNEmSfOvKd7Ke+4W8rU/kbdPN3K3943wiDz4GtUocPG1HabVDFZtYRBuDXoeBiaYerSPdmWkjUrHilvFYs60UpdUO2Fq7JnIzE3HvzBxOzaJ+xbdBiw7n9/YIIdqFdtvmKuwX7xsGtUq0DVaKM0Z2E4toopMkWGMNSIozBG2nqWkjUjF1+AAcPG1HXbMbKXFGjB1k4ZM0EXxP5L4NZTr+UuzfIrX1CVxWfCu4Keet7kadY1CrRNtgpUhuYhENdJKEOKMe8SbfyO1QbAWp00mcgkXUQ/4tUo2dV7bO39/c5ZXh5MptfgxqlWgbrPTdKVtENrHQuranZ2usgU+3RBrUtve6b564bzc0j6ygxSPD6el6G9P+gEGtEm2DlX7+3/sjsomFVknnBTR3pCKKLm3hbTH7gtsrK3B5Ff+o9LZdzqK9dM6gVpFpI1IjtomF1hhjdEg0G5BoiuETNFE/0TaArTPe1tXYvK2D1/zTzFr7w7U8nUwS0fxrSJjY7XZYrVbYbDZYLH2bR3usxsGVyQIwGfQYEG/s8whuIupfzt/BzPcU7gvztiDvzqh0RQgcq2mCyaAP60BSPlGrUCQ2sVA7SZKQFGtAcjwH0xFRz52/g1ln2kafexXf6HRZOTe9TJYF/lV21l/tFPDNN89JSwjL1EzuZk+qZ9DrkGk1M6SJKGR0Osm/1r811oCUeCPSLGZckhSLk/XNePnLH1BW60BirAFpiSbEm2JQUtmIxzcdwPajtaFtW0ivTtQHep2EAfEmDE6OZambiCKibdXIJreMTGss4oy+cTFmgx4ZFhMcLhlrtpVCCeGCLpoJ6vr6esyfPx9WqxVWqxXz589HQ0NDwNd8/PHHmDVrFlJTUyFJEoqLizuc43K58L/+1/9Camoq4uPjcdNNN+HkyZOhuQnqFp0kITnOiKzkOFiDuFgJEVFPta0a2Z0tbkNFM0E9b948FBcXY+vWrdi6dSuKi4sxf/78gK9pamrC9OnT8dvf/rbLcxYvXoxNmzbhww8/xNdffw2Hw4Ebb7wRsiwH+xYoAGOMDklxRgxKikX2gDgkxxs5mpuIIq47W9x6QrzFrSYGk5WUlGDr1q3YuXMnpkyZAgB44403UFBQgMOHD2PUqFGdvq4tyMvKyjr9us1mw5tvvon33nsPV199NQDg/fffR1ZWFr744gvMmjUr+DdD7SSYYmCJNbC0TUSqpIYtbjXxRL1jxw5YrVZ/SAPA1KlTYbVasX379l5fd8+ePfB4PCgsLPQfGzRoEMaNGxfwui6XC3a7vd0HdZ8k+TYZGZwchzSLmSFNRKrVtmpkfbOnw6IqbVvc5qQlhHSLW00EdVVVFdLS0jocT0tLQ1VVVZ+uazQakZzcfiGR9PT0gNdduXKlv6/carUiKyur123oT/Q6CUlxRgxJicPARFOvtpskIgqntlUjE0x6VNldaPHIUBSBFo+MKrsrLFvcRvSdcvny5ZAkKeDH7t27AaDTAUVCiJAMNLrYdZcuXQqbzeb/qKioCHobok1S6+CwlHgjl/okIk1p2+I2NzMRzS4vqh0uNLu8yM1MxIpbxod8HnVE+6gfeOAB3HbbbQHPGTp0KL799lucOXOmw9dqamqQnp7e6++fkZEBt9uN+vr6dk/V1dXVmDZtWpevM5lMMJlMvf6+/YleJ2FgoglxRk0MhyAi6lQkt7iN6LtnamoqUlMv/ptIQUEBbDYbdu3ahcmTJwMAvvnmG9hstoCBejH5+fkwGAwoKirCnDlzAACVlZX47rvv8Nxzz/X6uuRjMuiRnmjqcm1eIiItidQWt5p4zMnNzcW1116LhQsXYu3atQCAe+65BzfeeGO7Ed+jR4/GypUrccsttwAA6urqUF5ejtOnTwMADh8+DMD3JJ2RkQGr1YoFCxbgkUcewYABA5CSkoJHH30U48eP948Cp56L0emQFO/bMINzoImI+kYzjzoffPABxo8fj8LCQhQWFuKyyy7De++91+6cw4cPw2az+T/fvHkz8vLycMMNNwAAbrvtNuTl5eG1117zn/PCCy9g9uzZmDNnDqZPn464uDh8+umn0Os5Ermn9DoJKfFGZKXEwmLmQiVERMHA3bOCINi7Z2lRvCkGqQmmqBwopigiIv1SRESARkrfpF46ScKABCMSWzd2D4dwBuf2o7VYs60UpdUOeGQR1h1ziIgAPlEHRX99ojYb9BiYaIIhjIPFwhmc24/W4vFNB+BweZEcZ4RRr4NbVlDf7EGCSR+WaRlEkcaKUuTxiZp6TJJ8y+VZ48L3FA10HZxtW81dGJx9eYNp2zHH4fIiw2L297ebdXpkWHSosruwZlsppg4fwDctilqsKKkDg5p6xBijQ1qiOeyrivU0OPv6BtOTHXMiMV2DKNR6+osxhY5mRn1TZEmSb0T3JUmxEVn6syfB2fYGU1JpR7wpplebvKthxxyiSLnwF2OzQR/2PZjpHAY1XVScMQaDk2OR1ElIhkt3g7O2yRWUN5jzd8zpTDh2zCGKFDXswUznMKipSwa9DukWMzKs5rAOGOtMd4OzockTlDcYNeyYQxQprCipC4OaOjDodUizmJGVEod4kzqGMXQ3OJPjDEF5g1HDjjlEkcKKkrowqMlPJ0lITTQhKyUOCSoJ6DbdDc4BCaagvcFEesccokhhRUld1PVuTBGTYIpBSrxR1RtotAVn22humyJg0EnIzUz0j+ZWFIGctASUVDYiw6JrV/5ue4PJzUzs9htMJHfMIYqUtl+MH990AFV2F5LiDDDpdXDJChpa1xFgRSl8uOBJEGh5wRODXocBCUZNbUN5sfnR56aVyJ2+wfBpmKh72k1zbP3FmPOow49BHQRaDGpd68Aqa2x0bp7BNxii4ODKZJHHoA4CrQV1gjkGKXHqLnMHA99giCgaaKfeSX0WZ4xBcrwBppj+sYVnpDZ5JyIKJgZ1P2DQ65CaYEKssX8ENBFRNGFQR7k4o28JTZZ8iYi0iUEdxZLijEiJ54IERERaxqCOQnqdhAEJJtUtWkJERD3Hd/IoIkkSLOYYJMcZWeomIooSDOooEWvUY0C8KSJbUBIRUegwqKMA+6KJiKIXg1rDdJKEgYkm1exwRUREwcd3eJVoW0XrUKUNVrMRI9LjoQuwtKcxxrdXdKT3iSYiotBiUKvA+etSt3hkGHQSsgbEY97kLOQNSe5wfoI5BgMTTFG5RjcREbXHx7EIa9vpqaTSjnhTDAbEGxFrjMGxGgeeLzqCfeX1/nOl1v2i0xLNDGkion6CQR1BiiKwZlspHC4vMixmmA166CQJphgdUhOMaHbLWLerAooQMOh1yLSaYTEbIt1sIiIKI5a+I+jgaTtKqx1IjjN2eEKWICHRbEDF2SacbnBixqWpmnuK5u5VRER9x6COoLpmNzyygLGLAWEmvQ7NAASguZButx+0LGDQcz9oIqLeYOk7glLijDDoJbhlpcPXdDoJCnwhnhKnrTnSF/a7p7VOISupbMTjmw5g+9HaSDeRiEgzGNQRNHaQBTlpCahv9kAI4TsoATF6HWJ0EmwtXuSkJWDsIEtkG9oDnfa76ySYDXpkWExwuGSs2VYKRRGRbioRkSYwqCNIp5Nw78wcJJj0qLK70OKRoZd8T9hVdhcSTHrcOzNHU/26AfvdJQlJcQaUVjtw8LQ9Qi0kItIWBnWETRuRihW3jEduZiKaXV7UNrnR7PIiNzMRK24Zr7n+3O70u3sUgbpmd5hbRkSkTRxMpgLTRqRi6vABUTFC+vx+d7NO3+HrLlmBQSdprt+doh9nKZBaMahVQqeTMH6wNdLN6LO2fveSykZkWHTtyt9CCDQ0e5CbmaipfneKfpylQGrG0jcFVWf97ooi0OKRNdvvTtGNsxRI7RjUFHQX9rtXO1ya7nen6MVZCqQFLH1TSERTvztFr57MUoiGrinSJgY1hUy09LtT9OrOLAUbZylQhLH0TUT9VqDVAQHOUiB1YFATUb/V6eqArdpmKWhtdUCKPgxqIuq3OEuBtIBBTUT9GmcpkNppJqjr6+sxf/58WK1WWK1WzJ8/Hw0NDQFf8/HHH2PWrFlITfXt5VxcXNzhnKuuugqSJLX7uO2220JzE0SkStNGpOLPP5uMtfMn4fe3TsDa+ZPw559NZkiTKmhm1Pe8efNw8uRJbN26FQBwzz33YP78+fj000+7fE1TUxOmT5+OW2+9FQsXLuzyvIULF+KZZ57xfx4bGxu8hhORJnCWAqmVJoK6pKQEW7duxc6dOzFlyhQAwBtvvIGCggIcPnwYo0aN6vR18+fPBwCUlZUFvH5cXBwyMjK63R6XywWXy+X/3G7nTlBERBQamih979ixA1ar1R/SADB16lRYrVZs3769z9f/4IMPkJqairFjx+LRRx9FY2NjwPNXrlzpL8FbrVZkZWX1uQ1ERESd0cQTdVVVFdLS0jocT0tLQ1VVVZ+uffvtt2PYsGHIyMjAd999h6VLl2L//v0oKirq8jVLly7FkiVL/J/b7XaGNRERhUREg3r58uV4+umnA57zr3/9CwA6LO8H+OY5dna8J87vux43bhwuvfRSTJo0CXv37sXEiRM7fY3JZILJZOrT9yUiIuqOiAb1Aw88cNER1kOHDsW3336LM2fOdPhaTU0N0tPTg9qmiRMnwmAw4IcffugyqImIiMIlokGdmpqK1NSLT38oKCiAzWbDrl27MHnyZADAN998A5vNhmnTpgW1TQcPHoTH40FmZmZQr0tERNQbmhhMlpubi2uvvRYLFy7Ezp07sXPnTixcuBA33nhjuxHfo0ePxqZNm/yf19XVobi4GIcOHQIAHD58GMXFxf5+7dLSUjzzzDPYvXs3ysrKsGXLFtx6663Iy8vD9OnTw3uTREREndBEUAO+kdnjx49HYWEhCgsLcdlll+G9995rd87hw4dhs9n8n2/evBl5eXm44YYbAAC33XYb8vLy8NprrwEAjEYjvvzyS8yaNQujRo3Cgw8+iMLCQnzxxRfQ6/XhuzkiIqIuSOLCleipx+x2O6xWK2w2GywWLt5PRETBo5knaiIiov6IQU1ERKRiDGoiIiIVY1ATERGpGIOaiIhIxRjUREREKsagJiIiUjEGNRERkYoxqImIiFSMQU1ERKRiDGoiIiIVY1ATERGpGIOaiIhIxRjUREREKsagJiIiUjEGNRERkYoxqImIiFQsJtINIKLIUhSBg6ftqGt2IyXOiLGDLNDppEg3i4haMaiJ+rHtR2uxZlspSqsd8MgCBr2EnLQE3DszB9NGpEa6eUQElr6J+q3tR2vx+KYDKKm0I94Ug7REE+JNMSipbMTjmw5g+9HaSDeRiMCgJuqXFEVgzbZSOFxeZFjMMBv00OkkmA16ZFhMcLhkrNlWCkURkW4qUb/HoCbqhw6etqO02oHkOCMkqX1/tCRJSIozoLTagYOn7RFqIRG1YVAT9UN1zW54ZAGjvvO3AJNeB48iUNfsDnPLiOhCDGqifiglzgiDXoJbVjr9uktWYNBJSIkzhrllRHQhBjVRPzR2kAU5aQmob/ZAiPb90EIINDR7kJOWgLGDLBFqIRG1YVAT9UM6nYR7Z+YgwaRHld2FFo8MRRFo8ciosruQYNLj3pk5nE9NpAIMaqJ+atqIVKy4ZTxyMxPR7PKi2uFCs8uL3MxErLhlPOdRE6mEJC6se1GP2e12WK1W2Gw2WCwsFZK2cGUyInXjymRE/ZxOJ2H8YGukm0FEXWDpm4iISMUY1ERERCrGoCYiIlIxBjUREZGKMaiJiIhUjEFNRESkYgxqIiIiFWNQExERqRiDmoiISMUY1ERERCrGoCYiIlIxBjUREZGKcVOOIGjbgMxut0e4JUREpCWJiYmQpMC71TGog6CxsREAkJWVFeGWEBGRlnRne2TuRx0EiqLg9OnT3frNKJzsdjuysrJQUVERlftk8/60L9rvkfenbeG4Pz5Rh4lOp8PgwYMj3YwuWSyWqPxH1Ib3p33Rfo+8P22L9P1xMBkREZGKMaiJiIhUjEEdxUwmE5566imYTKZINyUkeH/aF+33yPvTNrXcHweTERERqRifqImIiFSMQU1ERKRiDGoiIiIVY1ATERGpGINaQ1avXo1hw4bBbDYjPz8fX331VZfnfvzxx7jmmmswcOBAWCwWFBQU4LPPPuvy/A8//BCSJGH27NkhaHn3hOL+GhoacP/99yMzMxNmsxm5ubnYsmVLKG8joFDc44svvohRo0YhNjYWWVlZePjhh+F0OkN5G13qyf19/fXXmD59OgYMGIDY2FiMHj0aL7zwQofzNm7ciDFjxsBkMmHMmDHYtGlTKG8hoGDf3xtvvIEZM2YgOTkZycnJuPrqq7Fr165Q30aXQvHza6OG9xggNPcY8vcZQZrw4YcfCoPBIN544w1x6NAh8dBDD4n4+Hhx4sSJTs9/6KGHxKpVq8SuXbvEkSNHxNKlS4XBYBB79+7tcG5ZWZm45JJLxIwZM8TNN98c4jvpXCjuz+VyiUmTJonrr79efP3116KsrEx89dVXori4OFy31U4o7vH9998XJpNJfPDBB+L48ePis88+E5mZmWLx4sXhui2/nt7f3r17xbp168R3330njh8/Lt577z0RFxcn1q5d6z9n+/btQq/XixUrVoiSkhKxYsUKERMTI3bu3Bmu2/ILxf3NmzdPvPrqq2Lfvn2ipKRE/OxnPxNWq1WcPHkyXLflF4r7a6OG9xghQnOP4XifYVBrxOTJk8WiRYvaHRs9erR47LHHun2NMWPGiKeffrrdMa/XK6ZPny7+9Kc/iTvvvDNi/4hCcX9r1qwRw4cPF263O2jt7ItQ3OP9998vfvKTn7Q7Z8mSJeJHP/pR3xrbC8G4v1tuuUXccccd/s/nzJkjrr322nbnzJo1S9x22219a2wvhOL+LuT1ekViYqL485//3Ot29lao7k8t7zFChOYew/E+w9K3BrjdbuzZsweFhYXtjhcWFmL79u3duoaiKGhsbERKSkq748888wwGDhyIBQsWBK29PRWq+9u8eTMKCgpw//33Iz09HePGjcOKFSsgy3JQ298dobrHH/3oR9izZ4+/XHrs2DFs2bIFN9xwQ/Aa3w3BuL99+/Zh+/btmDlzpv/Yjh07Olxz1qxZ3b5msITq/i7U3NwMj8fT4d9pqIXy/tTwHgOE7h7D8T7DTTk0oLa2FrIsIz09vd3x9PR0VFVVdesaf/jDH9DU1IQ5c+b4j/3zn//Em2++ieLi4mA2t8dCdX/Hjh3D//2//xe33347tmzZgh9++AH3338/vF4vnnzyyaDew8WE6h5vu+021NTU4Ec/+hGEEPB6vbj33nvx2GOPBbX9F9OX+xs8eDBqamrg9XqxfPly3H333f6vVVVV9en/WbCE6v4u9Nhjj+GSSy7B1VdfHZR2d1eo7k8t7zFA6O4xHO8zDGoNuXArNCFEt7bVXL9+PZYvX45PPvkEaWlpAHx7aN9xxx144403kJqaGpL29lQw7w/wPYGmpaXh9ddfh16vR35+Pk6fPo3f/e53YQ/qNsG+x7///e949tlnsXr1akyZMgVHjx7FQw89hMzMTDzxxBNBb//F9Ob+vvrqKzgcDuzcuROPPfYYRowYgf/xP/5Hn64ZKqG4vzbPPfcc1q9fj7///e8wm81BbXd3BfP+1PgeAwT/ZxiO9xkGtQakpqZCr9d3+K2vurq6w2+HF9qwYQMWLFiAv/zlL+1+Sy8tLUVZWRn+/d//3X9MURQAQExMDA4fPoycnJwg3kXXQnF/AJCZmQmDwQC9Xu8/lpubi6qqKrjdbhiNxuDdxEWE6h6feOIJzJ8/3/8b/vjx49HU1IR77rkHy5Ytg04Xnt6tvtzfsGHDAPjafubMGSxfvtz/JpiRkdGrawZbqO6vze9//3usWLECX3zxBS677LLgNr4bQnF/anqPAUL3MwzH+wz7qDXAaDQiPz8fRUVF7Y4XFRVh2rRpXb5u/fr1uOuuu7Bu3boOfZajR4/GgQMHUFxc7P+46aab8OMf/xjFxcXIysoKyb10JhT3BwDTp0/H0aNH/W8OAHDkyBFkZmaGNaSB0N1jc3NzhzDW6/UQvoGiwWl8N/T2/i4khIDL5fJ/XlBQ0OGan3/+eY+uGQyhuj8A+N3vfodf//rX2Lp1KyZNmhSU9vZUKO5PTe8xQOh+hmF5nwnZMDUKqrZpBW+++aY4dOiQWLx4sYiPjxdlZWVCCCEee+wxMX/+fP/569atEzExMeLVV18VlZWV/o+GhoYuv0ckR2SG4v7Ky8tFQkKCeOCBB8Thw4fFX//6V5GWliZ+85vfhP3+hAjNPT711FMiMTFRrF+/Xhw7dkx8/vnnIicnR8yZM0f19/fHP/5RbN68WRw5ckQcOXJEvPXWW8JisYhly5b5z/nnP/8p9Hq9+O1vfytKSkrEb3/724hPzwrm/a1atUoYjUbx3//93+1+xo2NjVFxfxeK9KjvUNxjON5nGNQa8uqrr4rs7GxhNBrFxIkTxbZt2/xfu/POO8XMmTP9n8+cOVMA6PBx5513dnn9SP8jCsX9bd++XUyZMkWYTCYxfPhw8eyzzwqv1xumO+oo2Pfo8XjE8uXLRU5OjjCbzSIrK0vcd999or6+Pnw3dZ6e3N/LL78sxo4dK+Li4oTFYhF5eXli9erVQpbldtf8y1/+IkaNGiUMBoMYPXq02LhxY7hup4Ng3192dnanP+OnnnoqjHd1Tih+fueL9HuMEKG5x1C/z3CbSyIiIhVjHzUREZGKMaiJiIhUjEFNRESkYgxqIiIiFWNQExERqRiDmoiISMUY1ERERCrGoCYiIlIxBjURBc3y5ctx+eWX+z+/6667MHv27LC3o6ysDJIkqWJ7RaK+YlAT9QN33XUXJEmCJEkwGAwYPnw4Hn30UTQ1NYX0+7700kt45513unUuw5Woc9zmkqifuPbaa/H222/D4/Hgq6++wt13342mpiasWbOm3XkejwcGgyEo39NqtQblOkT9GZ+oifoJk8mEjIwMZGVlYd68ebj99tvxv//3//aXq9966y0MHz4cJpMJQgjYbDbcc889SEtLg8ViwU9+8hPs37+/3TV/+9vfIj09HYmJiViwYAGcTme7r19Y+lYUBatWrcKIESNgMpkwZMgQPPvsswDO7fmbl5cHSZJw1VVX+V/39ttvIzc3F2azGaNHj8bq1avbfZ9du3YhLy8PZrMZkyZNwr59+4L4f44osvhETdRPxcbGwuPxAACOHj2Kjz76CBs3boRerwcA3HDDDUhJScGWLVtgtVqxdu1a/Nu//RuOHDmClJQUfPTRR3jqqafw6quvYsaMGXjvvffw8ssvY/jw4V1+z6VLl+KNN97ACy+8gB/96EeorKzE999/D8AXtpMnT8YXX3yBsWPH+vfyfeONN/DUU0/hj3/8I/Ly8rBv3z4sXLgQ8fHxuPPOO9HU1IQbb7wRP/nJT/D+++/j+PHjeOihh0L8f48ojIK2DxcRqdaF2wt+8803YsCAAWLOnDniqaeeEgaDQVRXV/u//uWXXwqLxSKcTme76+Tk5Ii1a9cKIYQoKCgQixYtavf1KVOmiAkTJnT6fe12uzCZTOKNN97otI3Hjx8XAMS+ffvaHc/KyhLr1q1rd+zXv/61KCgoEEIIsXbtWpGSkiKampr8X1+zZk2n1yLSIpa+ifqJv/71r0hISIDZbEZBQQGuvPJKvPLKKwCA7OxsDBw40H/unj174HA4MGDAACQkJPg/jh8/jtLSUgBASUkJCgoK2n2PCz8/X0lJCVwuF/7t3/6t222uqalBRUUFFixY0K4dv/nNb9q1Y8KECYiLi+tWO4i0hqVvon7ixz/+MdasWQODwYBBgwa1GzAWHx/f7lxFUZCZmYm///3vHa6TlJTUq+8fGxvb49coigLAV/6eMmVKu6+1leiFEL1qD5FWMKiJ+on4+HiMGDGiW+dOnDgRVVVViImJwdChQzs9Jzc3Fzt37sRPf/pT/7GdO3d2ec1LL70UsbGx+PLLL3H33Xd3+Hpbn7Qsy/5j6enpuOSSS3Ds2DHcfvvtnV53zJgxeO+999DS0uL/ZSBQO4i0hqVvIurg6quvRkFBAWbPno3PPvsMZWVl2L59O371q19h9+7dAICHHnoIb731Ft566y0cOXIETz31FA4ePNjlNc1mM375y1/iF7/4Bd59912UlpZi586dePPNNwEAaWlpiI2NxdatW3HmzBnYbDYAvkVUVq5ciZdeeglHjhzBgQMH8Pbbb+P5558HAMybNw86nQ4LFizAoUOHsGXLFvz+978P8f8hovBhUBNRB5IkYcuWLbjyyivxX//1Xxg5ciRuu+02lJWVIT09HQAwd+5cPPnkk/jlL3+J/Px8nDhxAvfee2/A6z7xxBN45JFH8OSTTyI3Nxdz585FdXU1ACAmJgYvv/wy1q5di0GDBuHmm28GANx9993405/+hHfeeQfjx4/HzJkz8c477/incyUkJODTTz/FoUOHkJeXh2XLlmHVqlUh/L9DFF6SYAcPERGRavGJmoiISMUY1ERERCrGoCYiIlIxBjUREZGKMaiJiIhUjEFNRESkYgxqIiIiFWNQExERqRiDmoiISMUY1ERERCrGoCYiIlKx/w8hu0JKRQsYvwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "\n", + "for metab in metabs:\n", + " plt.figure()\n", + "\n", + " #sns.regplot(data = pred_prueba_DF, x=metab+\"_pred\", y=metab+\"_test\", )\n", + " #ax = plt.gca()\n", + " '''\n", + " minPred = min(df_predTest[metab+\"_pred\"])\n", + " maxPred = max(df_predTest[metab+\"_pred\"])\n", + " minTest = min(df_predTest[metab+\"_test\"])\n", + " maxTest = max(df_predTest[metab+\"_test\"])\n", + " ax.set_xlim([min(minPred, minTest), max(maxPred, maxTest)])\n", + " ax.set_ylim([min(minPred, minTest), max(maxPred, maxTest)])\n", + " '''\n", + " y_pred_metab = y_pred[metab]\n", + " residuals = y_test[metab]-y_pred[metab]\n", + " df_all = pd.concat([y_pred_metab, residuals], axis=1)\n", + " df_all.columns = [\"Predicted\", \"Residuals\"]\n", + " \n", + " sns.lmplot(data = df_all, x=\"Predicted\", y=\"Residuals\")\n", + " #plt.title(\"lmplot \" + metab + \" \" + modelname)\n", + " #plt.savefig(\"lmplot_\"+ metab+\"_\"+modelname+\".png\")\n", + " #sns.lmplot(data = df_all, x = y_pred[metab], y = y_test_metab-y_pred_metab)\n", + " plt.axhline(y=0)\n", + " #plt.close() \n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/scripts/utils.py b/scripts/utils.py new file mode 100644 index 0000000..d1539f6 --- /dev/null +++ b/scripts/utils.py @@ -0,0 +1,104 @@ +import pandas as pd +import re +import os + +def fullRead(pathToTable, sep, full = False): + + df_renamed = pd.read_csv(pathToTable, sep = sep, encoding = "latin_1") + + df_name = re.sub("_ord.csv","",(re.sub("data/", "" ,pathToTable))) + + + print ("Reading dataset " + df_name) + print ("#") + print ("#") + print ("#") + print ("#") + + # reading and merging + + if (full): + print ("Reading and merging anthro data") + print ("#") + print ("#") + print ("#") + + df_anthro = pd.read_csv(os.path.join("..","data","chronicAnthropometricCardiovascularData.csv"), sep=";", decimal=",") + df_renamed = df_renamed.merge(df_anthro) + + # separating by time moment and renaming + + df_renamed["Weight"] = "" + df_renamed["BMI"] = "" + df_renamed["Fat"] = "" + df_renamed["CVRI"] = "" + df_renamed["Bpmin"] = "" + df_renamed["Bpmax"] = "" + df_renamed["Frec"] = "" + + for i in range(len(df_renamed)): + + if df_renamed.loc[i]["Time"] == "Initial": + df_renamed.loc[i,"Weight"] = df_renamed.loc[i]["Peso inicial"] + df_renamed.loc[i,"BMI"] = df_renamed.loc[i]["IMC Inicial"] + df_renamed.loc[i,"Fat"] = df_renamed.loc[i]["Grasa inicial"] + df_renamed.loc[i,"CVRI"] = df_renamed.loc[i]["IRCV inicial"] + df_renamed.loc[i,"Bpmin"] = df_renamed.loc[i]["Bpmin inicial"] + df_renamed.loc[i,"Bpmax"] = df_renamed.loc[i]["Bpmax inicial"] + df_renamed.loc[i,"Frec"] = df_renamed.loc[i]["Frec inicial"] + + if df_renamed.loc[i]["Time"] == "Final": + + df_renamed.loc[i,"Weight"] = df_renamed.loc[i]["Peso final"] + df_renamed.loc[i,"BMI"] = df_renamed.loc[i]["IMC Final"] + df_renamed.loc[i,"Fat"] = df_renamed.loc[i]["Grasa final"] + df_renamed.loc[i,"CVRI"] = df_renamed.loc[i]["IRCV Final"] + df_renamed.loc[i,"Bpmin"] = df_renamed.loc[i]["Bpmin final"] + df_renamed.loc[i,"Bpmax"] = df_renamed.loc[i]["Bpmax final"] + df_renamed.loc[i,"Frec"] = df_renamed.loc[i]["Frec final"] + + df_renamed.drop(columns = ["Peso inicial", "Peso final", "Delta Peso", "Talla", "IMC Inicial", "IMC Final", "Delta IMC", "Grasa inicial", "Grasa final", "Delta Grasa", "IRCV Final", "IRCV inicial", "Bpmin final", "Bpmin inicial", "Bpmax final", "Bpmax inicial", "Frec final", "Frec inicial",], inplace=True ) + + # + df_renamed.drop(columns = ["Unnamed: 0", "grouping"], inplace=True ) + + print ("Filling NA with zeros") + print ("#") + print ("#") + print ("#") + df_renamed.fillna(0, inplace=True) + + return (df_renamed, df_name) + + +def scaling(df_read): + + import numpy as np + from sklearn import preprocessing + + scaler = preprocessing.RobustScaler() + numCols = df_read.select_dtypes(include=np.number).drop("numVol", axis=1).columns + df_read[numCols] = scaler.fit_transform(df_read[numCols]) + + return (df_read) + +def encodingSplitting(df, full = True): + + from sklearn.model_selection import train_test_split + + + df = pd.get_dummies(df, columns = ["Sweetener", "Sex", "Time"], drop_first=False) + + if (full): + print ("Split for anthropometric + metabolic") + + X, y= df[df["Time_Initial"] == 1].set_index("numVol").drop(["Time_Initial", "Time_Final"], axis=1), df[df["Time_Final"] == 1].set_index("numVol").drop(['Sweetener_SA', 'Sweetener_ST','Sweetener_SU','Time_Final', 'Time_Initial', 'Sex_MAN', 'Sex_WOMAN'], axis = 1) + + else: + print ("Split for only metabolic") + X, y = df[df["Time_Initial"] == 1].set_index("numVol").drop(["Time_Initial", "Time_Final"], axis=1), df[df["Time_Final"] == 1].set_index("numVol").drop(['Sweetener_SA', 'Sweetener_ST','Sweetener_SU', 'Sex_MAN', 'Sex_WOMAN', 'Time_Final', 'Time_Initial', 'Weight','BMI', 'Fat', 'CVRI', 'Bpmin', 'Bpmax', 'Frec'], axis = 1) + + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) + + + return(X_train, X_test, y_train, y_test) \ No newline at end of file