From fb2745372ed9d493b7b6320efb54b6436152ea80 Mon Sep 17 00:00:00 2001 From: Mateusz Staniak Date: Fri, 21 Dec 2018 19:42:47 +0100 Subject: [PATCH] updates news and pkgdown --- DESCRIPTION | 2 +- NEWS.md | 5 +++++ README.md | 3 +-- .../figure-html/explanation-1.png | Bin 22867 -> 21714 bytes .../figure-html/explanation-2.png | Bin 19957 -> 20676 bytes .../figure-html/plot-1.png | Bin 24665 -> 24562 bytes docs/index.html | 5 ++--- docs/news/index.html | 9 +++++++++ docs/reference/index.html | 2 +- 9 files changed, 19 insertions(+), 7 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 8d0c3a9..56e48f7 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: localModel Title: LIME-based Explanations With Interpretable Inputs Based on Ceteris Paribus Profiles -Version: 0.3.3 +Version: 0.3.4 Authors@R: c( person("Mateusz", "Staniak", email = "m.staniak@mini.pw.edu.pl", role = c("aut", "cre")), diff --git a/NEWS.md b/NEWS.md index c2cc443..8c467a9 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,8 @@ +# localModel 0.3.4 + +* Fixed a bug related to interpretable numerical inputs (missing as.numeric) +* Added tests for 100% coverage. + # localModel 0.3.3 * Set.seed before fitting cv.glmnet. diff --git a/README.md b/README.md index e2a0d68..d2d6ce5 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,9 @@ -# localModel +# localModel: Local Explanations of Machine Learning Models for Tabular Data. [![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/localModel)](https://cran.r-project.org/package=localModel) [![Travis-CI Build Status](https://travis-ci.org/ModelOriented/localModel.svg?branch=master)](https://travis-ci.org/ModelOriented/localModel) [![Coverage Status](https://img.shields.io/codecov/c/github/ModelOriented/localModel/master.svg)](https://codecov.io/github/ModelOriented/localModel?branch=master) -Local explanations of Machine Learning models for tabular data. `localModel` is a successor to [`live`](https://github.com/MI2DataLab/live) package. It implements a variant of LIME method for explaining single predictions of black box machine learning models for tabular data. Interpretable features are created based on [Ceteris Paribus](https://github.com/ModelOriented/ceterisParibus2) plots. diff --git a/docs/articles/classification_example_files/figure-html/explanation-1.png b/docs/articles/classification_example_files/figure-html/explanation-1.png index 89ffdb858ca9c876947d8c880d246bd5fec36c4c..b2788422dd940e25d4ffdc9a99c7c6e924559f35 100644 GIT binary patch literal 21714 zcmeIa2~<-__b-Y~E3GJlh_oW0qSA_xZWS3rL`59IRt9AViV7k^1e62I4~>F&8Pn!Y)6&wKv1#M_9a>tGaavm1dwP~bOtP6&DK+_@`Pt^`Fj1vO8olhXyK zP>^U&7cMwm-~s|oam^Eg3IQn@6+%WOgT&mXd7`#$%h(nbwJi$#QnqEh^e-z40d=52 z8Yj>YfhRd686QcEZh&Pgj2JQrx87r3D`kko*ehLh&Wh{^zo5|!~XiULws zGHMQ}I5`BB{Dqf>A32!}5;K|Ek^zK>0trx1GAJ)IC|wyZK~i6E(z+1pbOBUyfp&q$ zy}(tIL*|e}P~>EgLdbxHh6i|-f~qt;)M|C~n|YaF zXiPn_ad)himRXACZxTreAJEd8ueE8tn>Q{`bX|FK-iQx*vQ7HT0MmoI#r^COzq65D zWyuCPmGggEz1lO}$nl0}@R|iSi=wxM?-)A~ak8*$`?-Cunwi_@Hr*-IKC!tlMjZS; zz9q+TWo%r1|LgkvQhtx@>2N!KxU{nYIr8?CJSCcHXwALJ&kJdVV)(z6q zGCGNyq_t!U{Daok>4M2xSAJ&eYW@0Ks)^Q~5CeqP6ZU^raH~L|oZmmIHGgJn{$;oB zO+irgedoE$-j7T&TUCZ!nu`5td5^8zC`4KEh!rtep@P}9_JK$KSOX2_Ec8n;(mTeySA@lUnqzwhkKH3`!XM!Jq=wa8i5f^ox{)gFGKdcNDMu1{OO zpVgzU9Dv`N=o)q@!^%BAm#}E1LP%{b3wme8abDh9H^sd2nkcri27_c==pW+>mHyNK z5-#Qbh|t?mV57bx9}HWnR8dsWCk9^O4sq{kv&11O6j8SJTBr$Q!ii=`!TiAoduFYMeW!o; z)Ic!CF8g&ms~TTl#gDLg6v6O;2F)?+pmh9K0?rcm{6s-+AouKdkTIYEx23RoX_j=6s*%f**9HVRl9J5AfANTw&(ynzf*Z z@|(6BVdSNA6QjULf5yw%dD|Uo38KnbF%T|fKfEaKCL#g1;U;L#u3yNT$A)7mJ+Qe> z{MxGwnxue>4nmUXZ9Csa?Suqep#|<=9rD*gp0G9{R6j=>jedSp;5m88Txy^*+VxJS zDK;|r6)jd)bYV;nfv)g1p^gsEfc@<;{|t+8BeB4zPngz93XXsBiqfnZz8gB3b8A?# z1R(fTzfyUj#pr$&zsanm((ifnHlWWQ@rMh+-LZdng-*J&@w`=_w`O*_y|Qr|pB?6_ z2E32Fc@$v^M`^*&>W>thIQb%on~K#=HHka(rT7NObPaTWWn1BgKcYFS1?^gb)7LvZ zC+p0J^qM9x`=PdC%l4<2-wfZH&s%UmkMX1N)~Vwe&)(OD$A^vxR^F{=66HSf3vsnvFm)j4e94JLeZ|2?B_a5!WylR&OwwW6Xkz`CiJgJi;Lo$z z+?@V0aqpnn#)N@hf#~;09dpmg=6#WYx0vTMXdVaUS%Yd}C3SV>-IHMUSin*08g()D z*yUTD0<(h3OT=Gqd{RChzIEdHJ$l?l)h1F|drl~~g>2d4?hzbF__=K?Z3-A~sdS69 zeI{bh;*--7{@Q^N{pm-(vViydC4Vj&$~++3>HxcIvz>qJi$Rl-gEg|2q!#^;O{4?4 z>SO`rrCKsyzo_2u06&DU@#pvtkSU>CMeYs2dKi}F~->|CAT+uZs zDadxFZM4<9tvr{t&tGA;T+LLjSsWhyz=hYOewY5DfR{>26tRnb==JH#GGV&pA{8~; z;lF6jal-WX4X+T7`v#^8?4px~I|h-xm5&^594i@p;QGkbYH7&!`=4A;SaPbkGX08s?1ka-Z|EPSkqbAJ%6&0@K}H)xWvArTpQm!^JA!xE4xJZL$;*l%1&d^R?$ge>&U=Sz5}i z`4hc6F;t(3z?5B(|_R50|_F>!m9}i5nVCgoitK2 zW;yAei603oL;3H+3U2d;6R?)()+lP6^!!C@Vb64*%8x}1t5nW<={`D7B?`uc_zv_| z2npV((^OS5L8i|fhL`jO6%(Q0=#}LtT-ZobeA2w8Ae-iJIJv0K`kdF4#0rIV%b1r+ zTGC9yN>NR>E@9%g-cFfzcjQqyFFS360V0y_m#Y?cVIQ(~PB*K$YB_mK6{sDH=_M&&ySClk`m1ORt6~^zVtYX))M! zfq{;^fgm%PIYLU~FmmxwSvy+P%Z5oNCT9_kdo`ovLEA-z{%EPi7>qy#aGQjxAZov8 zFpRHQgL*(|>Zqz)p8uYixNAOfPh2)Rh+9Ufv-Ty0Ke(J_S~76Yg~v?I0bS9ajtgfn zTRR5}XIhNa2o}Qb9_>gsXvu8G1#*bLV((#A=9>qULCls-x=$V~V0f^CUKEfz1NK}}w1k!?+5;SXX3&!%~> zcFft;zb#tg9>_JOBW-BmemP$8^OW(>JA7iBKSuKB1NIi~*ow52&Q^=ub-;%0fH+}& zI{vj5eP?t|*bf|1CVvoiJ{k!QifV{~Ms-PTO(7o-h|cwDKh26LLmEKge%PTJJ21B* z(W_{jk+$X!%DZVz>pOl$*%&j7;jyUD2%f zJ(bjKH8U{Nx}~_ThJS4sbk8Q}eNP*_qEJ-j+7$fc1zCy_b+x~`OTW#lqMN3ZhCj@W zv>>q+6sSvoTt{4TLY)xtWhpr2Uq4rcHU4KcSbJAk)Is$7{hyWMf1Z8hl&_n^LHrJ| z4D6~8Ix+3eDVo(}ST9-Fw)pOz&Hpc|UO|wO zgRN|o+(Y(YFA|r8rN}}O(-dc>O}Q#~Q6jgv3bv&jsa?7T>U9uEn`nzI;5+Lc31`hmADah{ z9pYXh;TjjT#Y{7xI%VLJ$|GNSK%WevzE}TU`QL}$_lfu2?EGJ2bPqW41NS|?cQV)q ztR&di>QC3MciB_#cP6qU9!*Mu_NhELMT5ZE&W?n37s&7F5qu1(PL<&*ufFqn{DjkH zJ(lR_Gd_0ab`#6$mkP|bwrp6(m@Rc0^>K%KAGz}1MBPB^pz7RYshlI)V}HM3J70j( zeMNB;&Qt0#uwa$Td_^S<4%6%X{#9{cE~Y6eo@xT?b(}PXxO>rT?p3kZJP=XUg*pFKh#dOdRcgr|7;S1N;MNbQ(11ZT_i#>@?Zf z+drJdin@;hKh>`7xGOJDJZLL0JLLvli#NoCRazNefg)D_i}*!i0oG7Ff4RWtbsElD zVpjO%V-O|&AJI5H3}zZmCmC1QnTp*>=rK;nu;eWOYI0rz({eSk%70I8VQi2*2Hx}B zs5KVUI#UP`>@~tr#%nV*9{OBT2Mx4tfXaD#s-QCry0*Z+07C+EooZ z{O@iE@wL}|C6VJj8~8d`!*0BOzdCy0jUESq8Cdn1`;0MZ;}sYg4-J)6{i_0sWVQH( zfw)|@a-Ro};er@_X)mGjlx>NGjzat1by!>EFz?eDu_apWAZQxgrt>a#9;^qp4Z3mj zdCob@1W8PVST{Ixr4^!n3%rc)0U=))QnN8mf8+xNY;+X_-PeYB`6#qZtc%FY=Osl) zk6^2c_KBAEzaQ5>to%f36hkjM^?LsVh^(}sO3E2Ab-oC zb5#YdTuffbGw)3Gd&QT+0hlKqTx~FfKkmp9e3KFd^Alz`6^!Xj#%L|P#@4X}l%Kv$^qCZ%So~eJDDOV_- zH5#9_6$K*WkBDQW%jmi(epLZ7l}=7SH&6Q&TW-c$<$XWr=KHk}-m(4$5L7D_d$c5L z(8Dq2$CH;mO{h5q_{(}%qQIv4|SyS?DRo%@g=Uc3BU5_jhNOB z-{^RNzsYs~6Aha!;8pFM?$2g87=5nyG6};_3XYog;Bwk3%2FAN2O4-w8w~u|c#2SE zD-ivbfy+_^S+Jy263dYDE#Qm{*j(H@tN#_Tmi#-7@Mn}{_lzyshmwL4q|J%$OS?G% zU@D6K!+7ylJpMEfBYg0nF%whd^>H=1I$+Z)>d}};)m_~0{@b8*F~SY%hEK7%2!7le zB-nRj|2*sGO1Ys}*!a;Os?F5NYW&fL8W`XbNH_RgF571+){o%#Fz5Dn?yaiD+dXmy zOd!AKFTJY*TuE4X{e7-PrYp<+#habWDy=iEa<+D}1YP zm%WZYLh_fRWl59BYxbIxtkJH?&$w?N&qk2f{5EOa;4~%H{@dUr*4&SGxsQ`w?%?fJ zzR=$SCDwc%0E&ucQ+iBG-u!JAcn{9frS~*8n>201FhH=sSlm_@LAxEWfWgKZYrW&? zBLEutb*Xd&;0cXlc1Xqxp9V==pL)8zD>)Bnu`&WK;o?hdTe+An?`gh#8c zIgf_x)p(4r7c`%@k@@w^2d^o|ag)EMBpie*$DSP4giv5qiZBCe z^4A2Yhd8Q9!w00i1w<_L7+@w;O4tLNBb}YG(vLO$Dhf4^j692Tp87Rtt(`W~T~$g( zx>iQ3l)-faavD$Q4xN}#Lm5uebHNOm`zfa&bN2+uTRV-ueE^2DS~9`W+SlN<#V)9t zlV&oFm8UFq;2+01Pav~QvuBjbKR0cCJQAD~ABVzRYTPt|dN)LMeLx7nN;bg#|3ndXL5c4V zczx61K}qiqsJbtpULbj%-)2dCWrDqI#?`M?r=HKoCw97sJ)0*qgZQ&RxGiS+gchVM zK=T$=|GiWEasog!5ZJh$`2mjmraj_15^~qzlf%A{+af{x)(HyQ4fXZF`O34+_-EfV zT4%Nx=2Dq2a=V7+e|@e%TF&z{piX%8?NLMZZ1LNiL7isT&u97W(3A-+egfI2W_@V=HxuGMuBw_rC$OCb#uNH5xr#eOV7%VH-k!7E)(z^# zRV&CPEt?3EY0mZf2;K{Dl;kRqdR`GGmUhwN)*X1mw)rv(#eL>P``&XaVr3w!> zMd^(rdCkFt%`ARY4i&w(S{7XuF?#k#197^fG^H|6DaYpL7NcFxX}9jT={|M2!K6r@smW!=%iHab40wC^l^mqU0fu} zP%S8iHr1yO=aei!C(DKXpQA!~du7A$s6aGoBi;ux*lMO51a0y}K!~scte=;S z1gEI#*d(-dL(}4wDT;XFTnGh^Kp0uC~Z%4Z4tyn#SKf=K{GkEXL0WSRB$+l zr|Ww{)gDwr|5F_c#hb8J&(8~aPWd^F{q4^nRR%v3SH}`+a6#uhoLsSfZ7N-xZG8mF zLqfT^oOT#L6GP(1nu=r_O?o|7pqslJ$i%0b1AD?&<=U48VlLtL49r0EIE~ zkW6`ZZv8m5Dmy?!y-U#k)azEuhJ> z#DUA+#ft||Q=3@F2J0JxIJ~t`?hbL_T4?Y%z+cgeiJWQ-bCN}5fCFeKil;QGZx~h$ z?5B5=5Gv()#fw+sApb<`o`IfjiL3$IPJp9SRUSl`nT6w+iVOW3SO(#2bML$D~u1Uc(AiDSoVfjhF19iF$yT=F9XFYZ> ze&88tA{O;uYkEHV;gWcCzbQO+^TrA0ysFu(?k}Jr_nDhw{pDB)BT|3bA1P1{^htER zhzzI2^;*H!UYloOLverhoDnpF z!x;Om|BqdI5FP-npv6K31!Bd~z0C!DYm0-7&xH-@r@h|mq$i}WPAgDdmT{&HFmGwS zg(a_b9AVq6Dgm*h+ODm%BgX|v^76^*v9n6l_1D8iXB3yz*{HDotAW=@Jvr2R_?&LD zm(Ok_n*EJW!M$GMQ`&_`2AH7~&R4H)-p zA;F1rPpCnoSj1{H`i3jXekwfXq-uO45anQ;$D#66Y=H?z^#HXPMH?x|Y(ZDh61!|r zhWGQJ>wIPLIr^hN7V;Exm^K;hiiAfS3+CdeXF~m{aIcF%8ds)c#f!Q#3!^%9x*h<2 zd`5SAV`48{Rd}YqUc5t7H%@}($8TsjtOM7K!-N08jHy`sfIsj0VOdSN2Wxj*XD3Su#2>qYw;N)XbagX7+8R(@G!pvN+M9vSW1DV)C_0?kiUD*LK4Ikc>uY8W59-d? z+VImmhT3~d)rmK7f?cx22Q`zMbUsBz!Wm&V*tJ&MSN)Zco+g8dwZMRFfpkWu&Jx@t z`lD1mYh086gmLZJAl{c9;MHfBfin}Y7NjrZHSIi=BEUJy<2iiTc_xCqqRqL8k5elM zykiJn`ElJ&8k8Uc``rwcilqG77Dlp7L3~elfJ<3(Mh`HAK`GVZjZhMyfnFo7T-yMz zGr>^FKMABy?Ym9TKQFD3#tg$H)tw`^PDC^NsG=hRk;KRi(n;wPu7?&Db3h;klbcHK zu`&O-GN&{J8)VM1GCtoMM2xI9!jJ$Xq(dH}pq*h$;%7~JF$6GA?Q64=>ZL9AOt=z zD=&!W4i$G6OU9AO->M=MXHOYnbisyVucQ4T6PQM_mUJHE?B%*uMaa+2=bf}<$3zX; z3L?!o-PJG<{W^^U&y@Ji1uxr$};blbzf#Sbm-!OfUJbFm695%g=5aiVfg<j^&1y0no|5Wk5W{czG^Y%6yvnjK*E_5P1!!_)hp?0CUu`7K7>do8&0)BfudBm*9y zL~wWp;*XC@zUKL5PYHEBZRuYy0LK}9oH0=f;4MsMTTh_emo_3oAb-sTL8w0>=FlcMJSnrq$9Rhh^e1S4e1pyq*Q%ug zIZNU0+W*%C?*r_h{X%<6vb_%CuG+7)pTH0JRIe`f`Z}lRMhV^Eg#!-)CaMpa|#&E()S;y>*#HjcTeMZ@Y+C6|LQ+xGD8dk_8 z^?)t%*Z!=g?~92;O}Q5M&o>&%z|?D=kiRcYvss()>RXlH09O&tD%{G|;M&4)W-2}R z8@~mUM>a;7)W^^K#_#u-jR8)JM?7h&G6FGcsLNl~M%g2CAL;j^<)#suq+7p=VhqD_N z)n3L+Fm%?zpW$iWcveV)+>a>524tn-CVFH4iMsUHK^|n)Z@@L5=r9LD)GS4P)d*2m z-n~iZ8y#Dwjf}~z{sF(9@=XSi`s40T?YleOXZ;873nN?lJWbuT_<8#`gNgCbMo>Os zNc=B2`QLW)_wc;$!HM5PGrtF>ehV4x^gXq*?rVxIAQF+&6H#}4A+HWZ zkhG_ccyNZC%-PPrUCfr$Ii>npm`LinJq^X(_X(Y@Z28S&{naONR!iz*R(D-Ii7SU| z5+h<$v9Y^Y(fWeOgY=XHL-D)yyX$@9FZY@)=KpH$4VhkB2PN!c!OAqc4Tm^q}Sylr(0(8wbGD6fi=zzIbIKx096>`9jzmYx1j**$&}rO)CEKki^9}IPdeN2a*W`T zapY)((XIvGIVlmY;&#^A1BuLi-rTGx9%PnZzl*EmwI9|L*LbkV6_Viwv7Py5h zkl#+bwUlShYd`oU-w5_?96OF=H(EB5Db{3L=a z>vNhoGS=rQv(`d(N7bIm$2-Y;ie)QLVhXzIZ&%Mv>5q3bq;4%eiHmg+$MxM#rJoFt zoba&U*!Ut;6G}*M`V;4c&a>nlA^_@Pzej&s=DZi8`%I~#|m99<;Qggg$qe!RYATSPu2IZD3upo;OS`wL_^W~L`F zPU(yc0C$elux^dltXSB>-Wm{HSR#LCT43!HhINu)Sn>*4qUx<;RC$v$MFWh`!P-h3(`8*=@Vi;!vD_UHowK*am~dxwZ2~b~B9vy+?+aQL@E-k= z1w8+2bJzhNaCAfQupp^tN7P$mD{AmH)R<|O?m$pJ>U#KR(+Ud{Y(`q95xvJ`@By~l zq_P>{a=A@9oE2wLQc?fvbG6h1o0F(<^1fUQzzk*k#6DH>r;GW~wX?_Gk1XJX-`#U9 z7kRv!w%03?R6S7T-2HaI1G=iP^KXsQq!AvktF7BI5LACY9ak^~_M9p}Cc^oOT=FYbh}z39xYB`mZ}!d;08(S{v_NEsqk4$Lbh)Su7B|X}3IoO7w`VN*F09PApx> z6X->FQVJPjn73@e(h?oNMyaO*pL-6|Y*Ov#z}Z+-&N~1WG6Ib;(Q5jt1F9?B(_Tp` zeSa@IZ`M*a12=!0A*R|9#J^6%d_!#pH?LnpZo2>x>8cM=L zO}Q9DadEs@wBX*jCTLL)L*%K(HeE@(`6!*XO>KOajMdq9alxCaIz ztOUm4$Td(wJ(e*8Y|4QB%R$aFN0C=RmCrIHnX>?{IBzx|Ai0$Aq%{x^%a{yG)#sFw zux8^Hw2_fYpAEpQV1Z~KFI}@By^zPWiaOxYk-`%MfX|hK)e3J!ZHID6IOh5X)omYYs}$U&LLh#ryFF{NpvjMWXgTqEdI_!p5uh_ zO1{oiRXHzW@r~p1NH`sw3GC^4N?6wNyb~4&Ouk-MOt*k*fCTbcR5xb(_4AGM5styfn$M_f{|At#m>ba>`gcVhoIk>2VK9RlJY)37%awvCh4#KiH#!D*Vg z_x-njlVaiC?s7AI!SyQ+wJpaA>N;WhcDIOFX>jZpJqJVQ5{k!(|B6{HjGh7?>daMF zUILbneGQd<8(r}I9_7~n=69It`yJZ<-`*fjG>DrP z=`}SHzd?1>0MT!t`3BSQdBvwiwmds&$V>hKLeb6ie2cz=1r2=Vj8$%s?w<&+BE>Eb zQzWYSttXj;8`(G{Jevhd-0Z1#YW*ZJ6q}!|ba^ni&n$8XlygpU6|`Hv&9U0jVY7|BAK9NZU|H z9Ep|4PMdZ2jE7q=YEbb=#>bn8^I03Xrjl?50X`T>3dCY|%oa0iC3&R8*iQGG-7IwA z3fAXxGht62Xj)*!f8R|{qshA)hX=+<7cB?d;d90n*!ZBMweI`6 z!%(e=yxAsMYIA2|G`z94sJz`wRW55Mq=suaV=tF(ES6QZig!##Wa%r0D|fErG9}^o zFreL$)$@76_~BvD8^K5Lm#eo0NYYq6=_Mx)s6>j2)#B^<5Km1!PQ(AB+Q>CfCg1u| z(x+!Xhr!%Ij4??z(C_+QBxEK>FvZOvNFcG5x0`FpVa`a!_6i}pzsPrsi2=)OTRVaY z^nnx_y{~&$98ld{igk{Fq;(+L@dD!57-(TK|te&h}q?#Vz%@MSkI6<#k>&r$Oi+NHsZg9JfGES;b&lWJRcC z`uQ?z{@hv9!ONM%EA37F*z~u`(Xg<3#XHXv3zixn*iTR6SmGS)%;}qw0b#0%-j8hE z=z~V$V1>lOCAM2m7)2pis!l~87~NuG-_c{9qnLaZiW&cG2rGd%{D*M{dxH;y7u|2=SKm^8#Za<&CkTGg&=@_%!thAMq|L zNojf2KrOH`@k-d0XL!&M6V<>Py&d}OQr7Nbmf5)E=_L?FgC@}(tbJW zGdT@qo*hi%Im~lPH4(fq5R=s(1~(lb?)vFBBXE&$*aEdZzS%Dqmu3Y-@hz$fm>$ac z<~vTNn~z;gk|~nSM>MH%~pJs~Xs~6?v-?NIgKS#gl%X<8dLiobad=|Gb80zMc{KYD~fkQdGEK)(sZq3wROXJ+x%^D z_sE^f$Fne&d)>WYLQ-^w-yORu#;CG@^!X*Sn2NgGgY)B$maepen`bs( zVFxr67c@~T6B1fD0o4oUXqd|`b!@#)l;y0Lr0Tx9c5m9w8N@u+R=UA{)w5G#WkZwo zi*sHi13|G>(XVIe`2k)L6$#3$h+=!a6g|OdhrGEZ~Y5kg^U0h$O`aLdq zD2eZ%*oja+A1j@EZR(c8f?{EFV;L4fsdV1WO@Dsl|HT&<|BFfe-+seUZ2>P4OW*&n T9DH+9OKX$6=lYVhdrtfho~WJd literal 22867 zcmeHv3sjTG^C;FTDk?szhzdcdVrwx~#K<#RtJEsQRx4E`5mXQnqP+4!NFpkNMIM$a zB9GKsO*Kk<0b;&@NE9hAH7bvgFA^RBAqgRn5c2wO=&wDk;hfuh|M#AI?zwzt$szf6 zW@l$+XLfgH_sn)*?-|n;PBSwzo3Z7qFTXW2n*^DeO$?ke5&Uwv)!~Sl*$1<>Z`-*E zd^Iz3GcyY|b8|Cu1D}~@!JrgdTVt)QgRHSwYb^Lov<{*#T)5EL*%?$dRy01rZf==w z!JrhoWoEi%@&SOcy739Z27!`@4WeTcLE-oqp9mkHbf1U_p9t{D^htlV=l;zg&;}Ni zQ2-+lcoKsWL7@jFa)RifGzSCX+{}W(lUW>`$qz0D#Q<;_F&Urqh;&ex5$Vq&n4okd zVy!{Li9y)JKX4iG(G%&Qa1uGq>41m`Pyhroo%t-C*^&MX6ho$)S!S?XCTJwHIJ20a z$v4o0tm#2mdLk%6bb!K$13Vl$2b5-db2Br-hZzyUOph>PVm@O&>tJ>mii6FHgWZZV zK?yDf51(JmHxwHToJ1@qF^EG4C6NQL7}0>I8DQcxH$O}Fd6pjWj0sBmGl1(EAgbe8 zhvAvQ&~)!$Gd-x8li19mHv<4;%iyz_pXtUg4(1nU8e8BS_y$7{~!KxYARY>UPg@`Y)bXcP+#}Uu(cI; z=RBS7^eH@*wczwlzOYX5lwjNML-~xMR%a&{-xe`3$ zhj-bnO`6xbg)$Gk`%sP#xW>+_zz*#Az9RpX-vklo%UQD52XEArK6w5)zwil43tA%g zjJ!BWcXN%?HTQaZW7SKmYrT|@ycxGoxPNlvL?b;vU#GERd?unuMkdl9cJM#i7s;R~ zx_cT6+~VIlC}^e4Hu(I)$yBO*Vwx%;Qof0a6UJ@UPuUh@Bx~WDowEX!Vy%uA9Vu2=%&u*q#rDmE-8sAhC-FwYCE+H@$dP1ohP#DFd{}XV;ybF& z`g~tAqmwGxSz_e!RkYZ5vgkamr|h@h;^DV-PsB10=RXn0{f-gG#J;-cPRB>T{p0+Q!LQrH8c`32 zo@P~UD)<=i;CM6Ya4C&x5A_Almifx=4|O0=WS8*uOg``Y@xlSELnRK)b#K1q4JRM% zsVU707kTa(kfPDW>H`b0LV>Zb`_v)+338EWPRCN=uXb7PlH8ydNp6Gyywg1fdkNCU z_zs>ci06{0WS8Z+Tc?oj1QR_%cl8(b@^)9`Z}Xir;R3DLPedV{NnVq;t^ay z*2`MEFKEtxdKRerW(G5?Z%0TZ!^v__=0s0^Tg8=yZ@6smJFoT6E;ZXD%>k_Bvgltd z&+he@BCZ!R`cs}7dp5h{@~^^#*r9bumc8Zj+}6+rR0KI}XdS+pSJ4yk1F1h$Z9%-@ zp8;96z08hs^yjh@_B6b>GUwv&QBdq^*LkO!pstqcfe<%duu;;*`8D22H)XfIqQV2< zleqG=P$B=-=(sd$Oz{~%deKVUVQgFvXKvh^5o50xEMmR3GYsUr0jcEpg{XE26))5* z$xMFZ;dQ&`vUG#md5gPHxn2KZ8vGIv?RTjX9aR*Aul7E7q2Z*)q1ZXg!B(z-;dGK2UyBo>D zUJ5|HEz7X*n@|=0_I~5C{9dPDgwX2Y*69H2Yc9Ef(RV~x*SR7yT6(R_<8a^UY`+cH z+q;Z4x590XpV$L+SS&9vmD?aZc@- zsZKo(lVT=CDAli-r0Iky9Yu_E+hO&StyDNf|23+Y9r`##xEa6T%Vp(Wh6@=9(Q5sU znkUbzQ*-a?Eb78v(qii{y`I58QXz=!XV}3ChkNVZIuY0;=bIm-YZe;`gjy8YUgW{0 zT=&VxV!K0#)xC&Ijm$-5gMtR9hgI_v)v}?Mh?f3$e7IQo4jOQ3 zB<)y+g?lX|;d{!Onom@{iH(BD4SL2}lA`OK%?I|qamS~vlS%>0EIlMyRw(TOZT)Is z?H)j#tNBcC%UT1TwuMmDT=rZs5fy-6@}pl=nL>RK7(Zb94(Zj6^m91AVDYJJVON@C z2qAj4=Em;G;>|R&@(v51{iu0Q?K14()z>9L?c<8@J)gDpk?S^dex>i#X#;i2LO{m? zxG~lc5&PTmcBxl{ujV!nZ#!9JlL*?+I9`_a6FmE;vZ89yex>J@HwbdTb`Kn>Z)W!8 zlIMpJV^=5OK8dSAD=>!wc^%%ojlt;|RY;}Jms*l}&tNgN1i;0s+eClJPbQ0ZsVQ{~B#0987 zmH+08MsHzejKacPHhuUP?cBaT;>bP0-f|ApaNVa?`>bL6%5WyQFNaOm<+#~CG0q58LyWZ$SKY3!o3(-w5Rt6rxMj6`TTZgTWxa5o5rAFX>%@N z9fa<)A)zOu)|QaUr>-2fMORUPIPkt?$<~Q>$i|dZKdO5d?J~AM3#)n(0;E|=WL@$M z(Bp|^mxcQ<;oq01c^#pu_a9eV24!^l@nAu#_6u@u^wc^`G20d9WX&>S`~`BAq*XRq z073i8>(QU|5X$84lgL0f7;oDu%(Gk71hM7AxX*6qc3GfBz7>Zu4!?a+r#fqcVQ`c* zt|!v-@)M+!*xrX04hdQ**0qAVp_+Y`mR^S*C~}wGUSF;YYAr^4$PRu^#AI78=k!;} zBU>FE^MN+Abf}?%V$ZWW(3^D(h~Vj_skotC>xLbUAw}uT%WLR-ujsH+r7Bt&BE&o8>G=5gIDLqJp#H{Pjj-&x{p0>>-91cNVBBcvB4i z-z(|TGM+oYyCzmq(nm)`IC+7tN-$L=ZqG6voqSgdkQ2c~84 zz9g`3lHB$S7L?s!E{uHAeN`omchj6<=TVhFHx*)s?y=~*Hc1{I$X!8s`h5LDxjhnb z>CFf1&T^yeq|FNzJDW4=~nV>zHU!^zL*8wAg#_#u0M zruqzNBRgsq%Xv*^S&In#{4EEp+FE*MN~GVQMQPjU7on2Fq?jjd&wJPdlpe5cSoDPb z9s3tN*z>597lz=ui*mf22>^N7+(BQoJVAr?4HWjkG?AkK)Diw0zF+Rq7vjg6B z-f!gj?Sj)|L%^c1$q@CZx7QENg>UaZLmW)J&~WThg<$!&MjMx%owfw zNlHl#d%|et6^=;e*p)v;Vn!=ZO)25AHGhzQ3EGd`T7vMa=npbWiGty`BpgoWNrO8k z((aD5a#(_OUi#||Un}x)C=^zoQO;gv_RrqP+~xIW**jn&))A#1hU0cnbzJ&Q+)d%9Dr#7;@GA#I;|n{}sn1(eDZNkI%h}qYZBKD&wTdm)C>a^p`(8^v zL#`)6q-39md^UNM!YJ;dSAysVD6XccAp-yLx_nKv9g-8)P*xMbQE0mM7LQ1T59NtN zY&eBPe3&X*sxI!m=lnw7GQ$DEq$P#WHLXvrV8vpQCuig@cFTTxqESWEqVKM(g-G(6_9`st z;Yy^uVc{XQ~aAsDNjaLizs5(_7bWx2vWC;sHkVHl&ysbQtV*rHN)#s{^l5%1fpod~ zsvR+x$@&yYIxLKf*w;EwXlO}m&oDf>5x_kQB@@c_*_8S5_!Gt9er)~!fQ^*d4iv6n^ksTNs6Csw1#Uaqq@dI8Gh6s zW0xUC^lO3uvoSKc!Tw@5yJwygh~882&Vp=C%XW#|5Cn})s4Ip+^Gl(i4A6CSVaZLsbtTBy8M zbNzVZ;pavJkne!UGu!NMi_TZcsfMH{?K7mdD4KFmBF;#I#H<9x?>*X+i&!^rS9}dG z!d<*b%l5mFarmOk$>eo;iI56lGLs+vV~@v$>kf5Yf^RpO>u+&h-A?Fg=?Xg&etQn9 zlzbEGcTadw-hKDG{Tu!{6zxSttk<8@j!5NmS*y2Imrzjh1o=Vyh_FKY}C>9=3)OHpx#Lt@@IW5vS4Dj3vl} zxCR#rp$r`$z0dj;asW0v`S?FM0Cu@jpc0CW(UGJ;SGqjKgP!WL=u%$UCDDwFz%GBW z9`-Mv`G?J3r6?djq|3HuyGvGlis+2!ZWCbs=y;S4^@5pK}Y`F zLxgDY5S4;S;^DUn%|(K>ivb&Xd-h?RQW`BB@I9lW5(u1ke}0pXg=pw;ir>iD%ZY15 zn_$73Ta#jWCm_z}qVs<_JD;#b!F@YC`Yd#H)EO9cU>w~z@5U8nd{q4Ju_#DZ76`Zb zhiH{fTz1C$VGmh#^&*^YzFdlSKqw{#Dntd*hC)txr>7$go`}xmy%QUQ?~#1TInBgW${X39L>;`?_v616&*_pL5Tzx}kiS4`wU%Mghc7b_(7 z2H?jahn+CJIX@(Lq_ge7>_2_PUwel)TC=ipy>Sl6EE6KL)Rv81xR0pEl)@)Nlez3< zQz}LE(kmswFDcz`QoSwZ_O4`;*jD}UyB#5Di|Q+5aN4HKR`w=jx&yMrr0pEYpvR6# zvXgEB*BNFaI|n;t!uv2|`K4?OyU!$MR+AfG>ik@Yv97dZ&*+`DGQ0_sE;M#lSEe*F z-jBYyzb)#8-I}Q;0285ec~jme5Gf*qMGp4;pYb)K@a3~)UM5H!9f=9Uv)ee{-lmpsFoof`lAkPPV+Sn0|$ye+C3U^x{AY=_}Khs}hDPGdu>K;i!@PNq8>X_x&pW zUa@8Ck3D_L#@Qh=OoSCCTVFAExv5uhQ9;;*=s_>(7#$BQRZP!lpJ5^zoBo!Vg3@AB zg*3x|>}aal5?i!LfP24Jjb$7S_5qd4%#xUJ+&y8PHBmR$M08~3(Yxge2 z!@F&L=bLn8(S$Ju+gJ$`j$O%NzoVAmOpkXY-7n-PBV1{`v%{=;b-DfDyx+y5)AP8t!;Y2`a7nkL+eDNZiYI#yLGMYV;GA_Fk#%kw|$Jcq8aP;EEB&u z)&Q6}+;uM_@_HcJL|vwgF(&+^Jyhcq#XBS66k{w`9(UfVy2qqp@?GfIUGwr`VnKq+ z3fqtyu-Qbp3qC_c0~b7gZrg;P;%O>Ob#S(Yd>}a6bV^%eE?cRuX@?w4gwrTBLTF59 z0EKd|Ya&jy%NWxfYnH8zPU7z@*Ix;VyH{gsA6?P)r`XVUh#&wieJ1k`_c^Ynyk}f&2CQ+^>2u}7rQ#`5hoKdk2MC72_))J z2*}7co!vjKd5rQ>OVMR;+>5ciO+7R;^5S@!_u4TQ9mtb*DEWxTnGeSBQY(cAzo%92 zIIS`<)#Y1dHooZ$MHPC@uWu+do|YlXIxRn73IIBDEVCx)b_K1X7czp&z^FR zE3|bC&bfkLA==1v$FmSR^;*mcwmL0l8>kS7)@AqF;Yo+=JUu~bfgAgAit6s6J&q;0 zi&|`cvjP|dJu@Wr8;lW(_`}Am0bh_zu=Pr4ep5um>q3w?F!Y%H(!YrPP;|6=Fkm#| zQ*g9Oor#tZ>RVD?LY z+#w()Oaxs{i+;x5FpA<#3Z_GF83d1vJvo3miOf^P;s{+JthDp?Dvxf##nDWNHQYsm z(nlab^%8LIZf*+6@Lc!LlKRI;D`r-eJYAVw8U`)lLRXfI->v70*uIdPh6guZa07iF4A zG7#}-l-D1Cf2BG9=|do9Ht|rm{vT1H-VbB%@z^2gIj)KPvi&0;a``<1-DuuKHX8Aj z71sLu!b0_+T;6UNW{cG?C&)ZhiP&acGnuB9H`9b3dTxc#8|r;(j){omxg`p|gztc4 z`agqFHd|q$EgE`!E_gZtCS_owFD*yN4JZf1;-SR-nghb5wWN^N$jf5dY6H7cS?c1(ppb>r~YVg*g+&8dF zlA+r6`+SxPq#-0i=y%1kOX(0xAL@X-;4+WwQ6MPc?ZO02Qcf?m^E~hTjS!NXn69r6 zNzcfj9j2avR(*l}gzm2C;E2W9&R+N7SN%$hd(!=iz3 zS;;3SOD+G5!IAdL3k^39OFcDnOVk0i))};j7-7t^^4$uT(l0y=&#yrZUalX>1ow=% zIyX5F>Ie8WjZWp2Kk%zimz0)`vxrCkCKT^^vJzsg(?b!`7_k`S8FWpQd62a7oXO>0 zsw;>qesA6bvUb=*DQT~wk#@k!EM;<-^BGznI#{@0F6TR6rII8XIz=N9amd;V*&ccE zQeo~ike6^!*ugpS+rB~nqci2{)J69mXn9`P{i&F?WrTDnWPsdyNU3pNO4Xt#Pvu10 ziC|7-%4LuIuD0>J!&09J z7gE#sktI1>XIMq?Nj~ClD_>*7SGt^y&mcV|)s_!oWRaI>ax}}OyV4HP-=`+zLUoR5 zkQM2B@e!9HJsBphlsY&dsShRWKlSN|{C7da(%wc$7+3!T>6pQ9o2wy*-(Eft2688^ zPS#W>LPO@E?p(Hbq0ApMAK46B#ek;0VL!wD*|Kg?z}#k#O~7=&{&*WblCw`Kw5)UX zXUS)JH6P1pq-vZ*6h)JM>E}O(azT-Z0amaFNPRGBLDaW%tT^2ASyV%9oe# zk-51dn}nC8PuV_jeLKYZ4I+;YRu|4M;6H|N@B|~^Ti6<-TU}79yu88XA|su1-O9e> z1eYU58N{i>FK>}Dva@G>`Ln{EU5RtcINY=nq2Tgzl~*T&{nd5Rw5DsbWj_%Irh#vd zK&LXEpErLkJrK(pI?2lOY*qQF6LauB4^%_#=b?}by1pKM1B$iMrQ7kl=B{I~khTGA z*=>b25f~BYXJ822M4SxzC)kGB4{gEXldI@YJc&A z$^FF6sUL;VU-|hpDQjIo0$cuH_N8i$tcOp}aXs2zG-vI%sUY*h+wHTJOFz3eY3+4^tNjdt%0v=LPL$Eh60JGm5O6U=^G8C^&Mr_}~OGIzsK!0J5RYe9$3#+#Fs!DlAjyRJ{hEgk&+sDIY{Sy%*(7<#8!AW#>N(TJUISj% zkCSZa4Tr9|HJ4xKIf~ZLt#TCYw;~-r8L*`jxV{LCr^FtQ1t-zJV`sn3vB*h>4#w{U zDGzf(_c%VtWf!GFy4%@EB+*LlwsB(5bz}YmDQULsAb^d+lzdH^3A{V`WpDO^(fq@L z0tk1D4001VpZ&RQ`?pjF+_&(ZzrXs2qZ>a-HGT?h{K(z-`NHwTl;a0c$4}jkA2I$j z0pBDyWUPS5_-@JKlMdx ztFFHtJb{VJ>j8U*pTM5;7*_iBok!y%Y~fGo+zm&E$>dQ|Fv=_l$##vdJcmtO;nZ#OG(qQ+WQTax)tD{5;#0F zD5;QjU9jx*DF+);edyQC$#Ztms%B6W>o!fw<%MiDa91!?WzzA)h$T)@J`b?Qh~d>%n9{-u9rrqYwZzj{5Fcwo4g}7s%DTqV*akK-Li8=ojU+E zjDl9;G<#c1L;(eg+$#D}ub(iweDPrYBT4E-uaIJ0`GsTFN1{ds8oqn?oNFX_rjcOW zI!V+q;SZ|f0+rxid3SNb@?#^-jG0KCghxctmUoIRb9sKW!qv&kY{3mRB*2{g(Bn{g zs^&XbRnSN~lBbJ}P;VCvE}d$4!}roj`v^hS?9ziHT0f!wD%iN7IvzWO9E)nvB;Rdy zKaHZch$qU^;oPa&KNkBE`m|53zn!G6mc_{$_FjNo!!Phr)ZtLNC6~NkjZ1SveVtd> z>NDKd^QI@2*0Gei&s8VYR;(3za#Tf8!r@V_{nhmZJLDVLN39(Ba9j33i4QGG?jW>y zXcSZ^-ecb`ct5r@M1JJSufpbh%$iR6R{v{g z7A@Zpc*y}9mBtG$Jy~gq9hHq=!7rT7-TY5*A;Q(~>frKkNXYY#<{in=ze!VDxY-P3 z3IEB6Q5`5-{z3#!fjrj7A{Ohyw>4&Ox)e2x!DQb}mtZw-Hk_O= z3%yf>3n95^%IpOhv=~VX8vktH1J-(Yd-9ePRWh~xi^-LgNune-JNyHCJN$2zYvuYO z!=SOj=NSg(L4#PKZxN0V%VQosT&5-D>uH9%K5Q`8Qr}ZV(3aEMT8hf$i~N^O33{Wp z(!V9>n?4IQuWuzQdx~<`UMyC2G8+uwF38@lO5Fs|%8}W!cj9pDokO&K^aY(zOCi8C zKimAtq~&~z3f zKbv#xZ*PL5$oe4`(f9kit9y%3BeJrXkw(MdrELrFhnr@}TJEQz=@h-U{)x2b83?+!}>Cli_-@mpjCw^#SF`>aMpf{UPLrD1}&t8$)^sy9#E z4cXd}?}R*_VNh(SGHCZVD$l3_>QC`_`BujQaCQb?JYTF`e-PPG<2r?VKF#B zI5p%Hm+eKOw2Wl4Z1KwTw~jp^8nv*FF}>kK4TeTp_DIMs-hL5(cvzw4MO&T7!>(#G zH&BPp-g(0Io(^CGH+=>7f+oY&14AK&;kvG)uR*uXWkm}+emqh3`Qsv#!L!st?WgDp zsG&cs`?kDfC1`dV*!Rxlm6WSg?XkEK^i9ib{}@I-5`GV zu9sdXO)cy7A30Ml7qYN70;3-PcoAysD#Y=J-W^oFt}dpGGX8(<>eqjLN9<_DT7zYX Z?CzG|c5i=Yyc~JUCf_d$zu0%;zX0l7OHBX( diff --git a/docs/articles/classification_example_files/figure-html/explanation-2.png b/docs/articles/classification_example_files/figure-html/explanation-2.png index 35de973de4082785529a2f560f80a86a434dba63..26c4388cff5f00a98ba24ddcce8c8e0e4ecbe778 100644 GIT binary patch literal 20676 zcmeHvX;@Q9voOl*GAaTtAZt`~7)3$H1z97a;s&@9G>|ARs7R1CAwVLcf+EBj2N-3E zj-x06A_57JO(hW&0TBTqkU#>m6AutVLY8}??~Fv>_qq4}_`c`6-}O8V&(k?w)z#J2 z)m7Ei=jvV$H=S9=v$V9dbaw98x?f9c8b(V?``Aov@Rzf#7U#6IrW)+sb8s72)zY%p z(mJJOZ?9z!{=cDh3M>>OBdC#)pAi&l1O@-c8u<~8jg8l>TL(5(H&j2T?Co#Zp8^ZT z{>Baa8(a`T-CX_nLH)oI3-u#HW5L33S3f9s_hfez${hv%C%GqA9x2N81N(r2Z`6ps}BEsqqnGiC|&GGMbY?B2ZufAxO!j%4AY!awS+)H|(`;oU*?Gc5;JqgTlSR zRT2G+h<;FFELi-AAPO}O@L>=cU}+{cHO0bYR zD?tPxQ7RBer%Kh|-wzU}s!UdKZ>YEw6$sEtQgv3Uz!qu(!G6>TR4P@~!Rj5LT>Nl; z$Kg;dEwgy_-xNX@a8gTavDVJ5E(b9ggPDqZ@c6_0YHr`gf?4Mt+nt%el)Cf0y==?6 z_gBvB+_9tLbY|-PbJ}UB`+=#?j~tD=vDw~XMed3SK~&Wp#PhPE=>s(knJyYJ8j@w< z^foj5C2_H3;+YZ45# zjvm#s(R%uHF+%G?tP33!?l{a8t?AQ&sakX9{Hun`3`GuiVW*>ZoQ~Q{`Pnl9FyDe- z_2?)c-Lut|8+Q>yjqMtke{jvRBB!4c&?eqB&MwnjxBO3eVQSM&%rHwb$KXbv${vyK ztt)TM6zU7OVhSsXrm^yzGWH*}2P-JF6BL>fC`2Y;#S)lE@_1Ppzo zxAi`)_3}JT7YZAaKENQ3hgJF?%fuk}$Cw$jRs&4hdpga=aOy*AXT@o|kVi7{gjw#L zYYq#4FKIbl+Q<4hbZ>%rV0vqD%$d<=h3g_~&?U`7=h|b>rjb~!2C!OAe^|f1XyZVP z-J!mUBL{#~lPC;EA@5OE#m`_lVJ8f$W_#ktKeoTEd^RhmEt-RXZgh^ zsz1hN^2ALM1sQ1k-RJ~ak6-*Y8t17ZEiuL#CM~wi{?*sV7n(2ri{6!6=wenFk(dt; z@3`M5i?jSps`u~3(U0W#ec}6puM6ozEzEJkjOOd{*7@@5kI(YQxm_KcdGt#i6(uu#^LQM?3Xn%J@ zbKR3uwB3RfnCB#pUBZwy&~VIxi%m7M!!8TaE7z=u@cl$c z&ZH7oskQv%`(yThV|`GdPT5j8cl&WJvarUV26*GS~6O=XeX zzd#QOGMQ%?xP22Hvn87%8_Gbs-+N=pS7b;gFSse9qd^ed=iuz4EGsRqmYm&m?kY7h zTsn7d*GXrpIe;qXrHyPAdQ7u42A9t@;LpyrE_Ci=Nta_?$$@8AU-)tp&^if**z(L- z9_xo%w$lSP)8Cj39X$U>aMMPCueRVa?|k;f`AIa2zQ|b5X7q}~!i>|P0@M?2e4G(; zan_Yflo`_ily+6K<-?8LlrdJr!|K||#kEp#_ z)y_`OV&*%*TwYm1%u-^0_bb;h5i9Ix-}%g<#V6FR%AjJ%Yk zF>V%TumyD12&Av&Z8k4~5Z#t=c-lKsqm>O7x4ukuIgqoPdxV>0>j$-9z4t-8>5;FJ z?xCAR`y{t|r{t|`2wu2vx7w#qRC)0bRH0S&XPcEFg+WD<_bV2D* z@?yk%n41{tke}?4hOcFX_i@ z&tBD`m7K9{dUyc~YoZDMFiS|I=mc8u%nK5!O84J!*AFVlH+t9J>3j0Q|JNdC-U)05 z6X(#w;S1|oJUAp`DfB>&vXcCQ|1JbZ%EU93n4B&X%22)bNPx|1=XrM`gGZD#xHkrh zt7%{dTmt4yRCw{oy6x5t#C7k+{f@VpxzK;S4WWr;L}j1FJuIyD_1Hb>is(VzQ7e2s z91`^8eZyGA#3B9zv7x9Zzt(2REfhuyzl~emKdi&C)OJRyZk_{dRemt81g&&kU0+Fc z%zo=K?OjyK6W&6@!Oip{Mp?^n#R|v?`~!RYCCvBUpXO4U&m5}^t2NKG+07s&)@Gvc zm&C*Q8*vaW9Yg;C>CAFkJ)_jvs!3#OGC5LH*jEZK!THME7f2ZxrVVL zy5R07!KnBBNq4Qg>Sqdc$NR^mVVCDd!5z_V$^((}YP7HT2DUzqpYektvtctMNz_b- zR2dHLq8H`a6qY2^zl`v718Q*aMAmgKEeB!%r;!HB{ruUNb>`w|YuB`;_i| zmVb8LO8X?$!F|HSdiXm}h~wiheAD1rX>ORV2xP!n1~~e$z1o4c-255?Ygfo=d_ln{ z9v1qR9Dxk5Ca7sj=RD#RU$GxiOl!dw)PlV1QI>NOV}@jYivH%?J}a5rhspzmvMbdS z%Mb&hAI_&1^>Li5p%-@Jn^=uiw43`x*Ra_zn+?oD%cj#&rGveR(mvX9=KF)6<;;2y z62cVBd^=lm{kJqKnSV$+JhpCRb`|UqJ{stkEfjYJbQ;oRr-7q)O4jx1m`EOphsO@T z%>moCHS|900*2Ne1g8?~52Kp!Z-L8a8@KDQVf~xNPa4~s)32{0E?*>Dr!Q~fUi`Ez zxIXMU*MW!adv@c^*qz0^z?sDvtL37VD;LdcF$XOWox7=pmsP&o{<4#oybGaxWRd>f zNG=_zIe*E^Wz&DM-~8K+=)d%$e3DVGE4XZacW}wwz}iZF=71nm)#t$P#ndN{#B>r@ z_O3-#BW7Zvp; z)LAf?*{FL#?U~%J&<~=@8+EWXZgfVyYzpY-EJloM5)7vD%Uo)u2~_kEsFt8@Iy=DJ zjovm4x9zcm0An8gGd9z?7ckYr1S%ZYKi#R@g2y|f&;p$pJ#wTe5K$G>cBea<&2`9w zXo0SqU<1K|hmz)*jAjrpQQ2Z`aHHN#{}9aPu4aYDWsT?uiT?KzIdcimN@y8j7TGN* z5jgRGVqr&a3W3rJM4)b4*~d5Vn;V)e5EGhHve^sZmA%muRf);9F^6kRogDHxBp(9C z;kqWDPb?Hw1La9bV$`XhOBDm79ij{q;SqX^IDuOJ6~^fRQ~ny>zcg_Mg=nq9cl#++ zMqP1&{b1wyZ0<45NnLym6XfJ%4)vNC84Kk=C;GMX55(|(f-rfeP~gR7AP$+;syq>_ zaLYQwledzo@1jNr1SQWh6YJfcycJyzf*vvx9?G|I`C0}pEEXv4_uV+B&{fHL21-3W zTh#R>eFHs%g1yh{nyiZ&qPhjHs=~ceH)IO`!w*11`G{qcmoM_-H^S(`cEI&C>;y1l z^$k-lR4|?Fu%+0X-Ph0&N88g9Rg6d%$Ax1b>V=^M+hz8Jp(E`edDZEyxu(1YK|&e2 zW<2=>f9c?^j%3mJ$(_?Cn6BTR;8p6A6Kg-VH^Cm5I@xALh20fN>*CS{VFi7&mhjRuJQ^>#>X@E=Q(l%7`tVsE zrW=Ct0z5r|oC(hB! zm~6MHym3xnPvFRnp|@*!MpWxPLR3OUA+^tftpo790gNFKu}E{(Cs-mB`XagBKpip7 z|F_j1?|hv}$6oBov)N7NEvkLQkq_?@E&WDV*8}+uFSr=gxscIUf(t{#k@TeBhPS)H zUg%ykykE?wg(>EIqhAt!L_~VIDz@FNyNvOlp=%ufgBLv{P!`s9@F@tF7vq@gOTY|% zrGGluaAJjnlm5U5jC_yu$5}c+s_5LvS#ixQUGmOV`_1tIArrl?9@?%advHjIe+6%a zDE0EDI2wO6tajBYY}%gdylKsG?3xZIvNdnX6I?Mj?}e2O${qQ0D;@Ez{sY+DX!4ce z)>a^n%v(@_34+2NN*E;K9{677J=d5&%Buk^@Tz~>H@aAF3mx^%V)(AL|4(l%YOm<_ z&_|5Q7d%kNpWVNaX$5S=yHQ?3PL=A5fFHg)N#Fg;@4of-xWf0C%KyN4QsJ^ArGMoD zd=HHM-wq0DCra8qq11M?wFS@p65L~o;82A=nM_$Njpals4DticW_?2pHS>n(u;KpQUZrJ%1f-(UE%K0;VCD-A@YKt-Puy>JX2Z zo_)Wkq-()qM7Sv+JIno*fEm%73{IQ_fajd zNjHr_KNWP9TRVKsD|xwfm2JFS3lxU0UtMhKGt{-Y2+Bx+1sHr)x0k zjevoT80&0_*B71Acu^@}L`00{*CL%A#|yK^UvJPDFF3~t<7(dBSWhF0hH!k6$Pvjh zA;Wl;1~2b&9H^@W#a}n>xG(*sjby`@4H^<(zmJ^bQKf$`8Y%VRIm^tVh&sI zKJj=dg8TVc1NxV&%?DaueAX=qwz?guU#bP1iIxLhv<(?d(d>jKa2~eODWCO*dYL~> z?+gPa;0r!*ac7#fNu&Z5e(c?8rQjHw1S%nYa^PpB0y#`iw0&91wrZLKvWgvG@|W5Q z61s=v=iz#d1q&y?h&KRbtp2LzNSrWFfP^%Ounp8#U#J0Dgt*O6NT1y_6>b1|KDp1P zS^^Kan})#l7D`sJ+_eS1KWY+PHS+R7H<*QzJ_p$Ke6^*ZIO((1?wTn1*v^r(MTr<9 z*?5jNJ%Q>zxzlq1N=vPLzCe7kb-z^AI{df@`FONfwvh=nPX3m7bAqYpiC_K&s|p7h{j^7ga` zQyF!Y-X4L$qXXjyOoeS3BeGY!*KtD_{=hN8XTmwHv@=p~QBv;jYg2bL+ zq*ZjAt0F>onNDHuhy3=?{I!=~AY$*45@Uv4jNHMnKjds;U;1L+-Qc{7-uTx#B`EHe zT)sXl`{o9=L)5t=Ge--kEeC`%SUh@r6n^4EeN~+&>p?t}`Yq2}yQHqw#di~`GDXPkWy&d?WD*4~}1rQ>hl zFt(jeK<(L*wX74p+rlQRr&x}ahh0N0@Etkbm6;FXAA7uR-J zjiSjv4S~3uRgs7p1R3ymWWMR6&M1(_f#U`|t7nYi>~9UG1Qh!7UTIG$e3{-=&VPU* z%{B&Yi5}mM_hNFqaBti)(6;EuAZK6s@U1>}fh@Y<#k6Y6UX-cOtXA*a zsbf}wAz!?__6O-duHEnMPu@96t2qn8Yvl_%0znHPp=smi^KNhtzkI<;n2!;+ywnq! z$R?l>7L!yc1h5A+$Rf|Yyvd4H{c8$P>L0OS;Us=Wo3D5H@Wp+X^)Q{vO2VL;Jt0ppnp&We>;6*)b&k46|=E|K-9$ zPo;E?Ky#k~w`m85GSLV}r5bot*Xy~Mmo!;VyBUb?*WJ30T!P4)tdE}x7&x4Alcc5j z{sEAI^Cru%+D;g}7K+hV|9s$0>p_BqUkv8rmOVxZdpS`bPYCrzZE5 zVspVQ4V;fLy3S+D+fi=!CNON;*Y8YbG1p@+9H(pI^1OtJBu}3|*-ZMH5YRW7kR6bO zK0Kyjt%H^;dFm%S;|oVXGe_nxGD_Mm!6l^4fot#+Gy+zFR>)-yl0O?dVyP-vIY?B^ zfkd3qu!KSTe)qj~Y5nt!v$~Vs=xA_1mIKGXKe-&?Jn(jlhFyDvem{_;3Na^Zc2$Hi zAz-ABtJL#JN(C$0K#LzZ9_OusF@}gVK?;3R&vqI1uw&+MINaxd9zIN?@e5jbMX@ zAM9or6!~Yz4awOx8b5h$;Hs`DL@W~7K5+nF}WqlnSu;4jr25N9TKfBv z`LdUNR~O&a1sI9`e?e8Q8n2q305d|`snk)m_;3?`3I>n0oHL?MxB|_B`Ro8=H+obM z4NL)32W2xBBkDH^+M>9bUyt4OUIduTrOqj~ zbD=*7X451T2QcFc+%;={5Nt@Y;4!FeU|N_u$=E}We8vj`p!EpTaIHP$-To%RVIp7A8oN zX5Zh|ZOVuSV`rib)+M3Aa?IUluw76Oh$(D_B`Uc#<#^Eb+L*}0^lGbg&-{h+@B>_q zBuvD@8u8g?y{u#>c4~_UIdz)iqWr%See2vhvIo)?iHR&?8P zqh4kvUM|oVy}=xqA_&(Jv{lyOr8@xK3B0XpxEVN}hvz_?;Le*e_Yig*oSPSZWSGHH zysZ}=5(FZe^+fX2F72ikW|B#+Y;1M@JKc1O%dC z2mr72{emFzICbMmX$H5Hfa~kG(%rD0yg-oY{L6y`bop8y+;C-(1p?0eIT>U7flO29 zdD;>%@TE8XH@t@Y*|u*`B6{ z4ZIlLyftRCpr<($ne)OQ#jwjV+wySQ5$E?Quzc`Lsu*L-IG^mQ^Nn=p&2BI%6Ynfu z$+_1UkMPYHin@n;eh$071B{~i&@Z1P-fG1~I6~j8VT9xiyojXpqfl6L@{c@si3xCI zI0e*WpSkZww?xwKuk5z5fUi5mdVkIbI&<~A!>V<7tS}z&$h^bLlYXc|OZf+G3PO z!TPmlCs|qERK*;#Mo1Chok#!$=GT2!$N$YuXfOEzM0xls<$I2He>5!+$8Y?%Fu5FT`|yP}L* z4mv(g^I{_Xy1+`^$niFA2WYvQUu8NL41<*(X~EFoM`;3@uoao*4ORk2L3|P8(QKOA zA2y!3UywTs+AQkQEWN;_J`&FSxB@aRJ7E8h;VA;KLuj zANZx4V%DF(Pn7>E(0!U65o&tQ4nGzjVEdWK2{n`#K~M>J1%5p~xM6N; zXt**3D0je4^|Qk(;{*OVsDHMn3!JbKGV*nfsOwr{#BJztOI0g86JI!<{T`JXx(z2K zfu4^e?xQ5)m+jpCkux+Z1??jV-b|13uE{jrcH|Z^FNU}hlaCWnN8*fIhB7?4jADkc zjG!&ZH1kKs)On0#x3<0V9ca?4oa!*DKDYf5#zI4k_-k@1ijH#Ze zoiGc9*hEddH%=N3I#??m8(TE+VW945N{wy+cna(sC}|u^?suM>fbQv{7u;j*gDC?Z zl|8J$%gt$!7H5=mpeMe#{1bhZRy-%C5gHBua#c5fQEl_HbwyRu5qz4NkVq%|7dUn;EkM*G9OcRpcaQfp}|pNe^YDAna+ym^J^|nH6|h@{Z*+j3A7oAir-=i)7?o+>D&# zj^XZLgyQo&pwT}kqC;qo$7Kb5wjpEb+>+B0P%IsMYYs_RN^yQ_=piU40ypX{D&3_9 zipqkXL}!~0P=;#$Gyp%w#9Vg zQV_E2#oAE7t&prLlgr)_R8>LlA1W@XnmbjBL;*A@L8N-|2sw^~qCuh*jn^*SZprP^ zQB&!)XQTFPiFH1zZNo2(Wm35eFHdi2i#J`2NGP8L)DVLvUiMXqRLX&Vh*BsPD5SE1 zOZP7sg%&F7iSSuI7KmGoWsyP|(I--}WHw0T8%NTyq0-?x0aUI$=*ww>9-aw^@F?ut z^3jB+vw+kw`2^p`9UQ# zIahFb(<*R;xUh)*&9+uc4E`XotZ{%vQX$jpD%IZZ*otE{Tj&i(gA-StVPIgbkl>N# zwv|ku4Rg{4w&peQdgvIr9xE=xg=!lu_>V}{a1bz3J!SpJ~(dxGN`D&tyIB?}| zX3RVE&(e67GDy`?;So4b#BE%*=f^&m)?$J0t^mGI-yzj!tTW=k*{@)yB^df#1n1m} zZAG}A>UlfUUMz&FAgWWsyH}`r9>0g~0bUg)3A&!5_JcEgjI$OIc_IwEv3V=>#l*rD zy!)5z%s3M%y=xJ-D64qAx_jHEDALP!&H$w#6|osekskI=VH^Btb-ihx$fsxveelw$ zB6s>yYGxx-iZ<~tP&~gKG}qD$lt%A)K^^2r(yc~y!*=RXUdO322N<883v_0^?U76xWMUo zm+UqIl#sL`f($WtP;&MutyDd84I&S(tj!yvXym@Ur?_@Y<%GPaAGwgQjX##xyAV1` z=K60~W%>H?RcZ>?qn^jel@6UCG3_$K{(E0o`%hQ)zxig{2bK0qzE1*=V z0!fv6DMm>NI1mB1>yqyW0BM{~Y;5XSkjACJ7;ppfHRGq6h_k_E+WVnO_ zh3=A(;gZ1v8q8Ind%_T5KuJb~Q4q;MVR_9xXfLlcFErW<4g6BQ(i#IxABF*aAb|3= z!CWKYNe)W}3MDL=6-EIHHyl9D1riQC8T9ZBUN{{nIsn!jq`4;zody&tI;{~+1Z%c5|B26H_Fzg%913y&Voqi4+Zz|-+`x&bPBfSNYY2o&l-BLILp zFrXXI=|)CI0JLs?@0U%ZZ%x zIMhk}(YvBwFwY+?_ryPkNI&fz;D`ToY_5Wd4E>=uCvwr!lx6>4e!B4iC5J?e+g2gH z-$XEC6nS%&#l|krRIm7@f%JJ3snnILdCZD{JEoLa<6uoV9}YEhiOf1aNx8U0%eSsO zYRb$$$+VU1%XG|IR`yxWHxZc>eUbZPh;+Oa=i}XvQGwqb@!<^b@raH)%pRwCkKt8s z2GV?5!)b`#m>E~IIqU`3jQ(XFZCmUaG8_21zpMm{OpxE5y5iRS zeVV?C) z4H$85Ye}>^5gYlXXYyLPkXL2~J)E^Befm>#$I3jyBmdHS@?rJaqw?29H9T!;jq7i3 z<>xvjC!+luhD)m;@t5eONLN?#p{Tz>Fvdx}$1_s6i__yQkM%bJ8ycoO8Af#gr1vl}`yg!&ll{q*h z-866SD0HO*atwuhjSBPrO;IoGm7#xD_$MOZ*uT;X;*m6~%Ny&0%t4|h9 z&Q&r(gKev-S~ZPTN)^esDXP^j4eV9|Dq{b^*X4S(yZZas&TbX@|`E zebI)Xme(71b^;wN5*X++PeuSEZ*a+T?XJP^O3FHCpO+^(lA7m!8UPg)gLd@YdU9v? z#YH&S5?jd*14ECL-#>j$$+_hj*Mk451A1PG!0bs&j)ZnL4TALaEGVXRNGJ3dT;@T1~T9?y@OT8O=2Tx;43%=_oYzOQIga(b_ z1<|}&aNl2Fd@A|<+cP^;pCoJsV8*DKvq-pWMcz(Ls48kaB6hZ+8NWt+HHlwVt{;#{ z93QqCHPf${k_}8k{h+F7yy|P4p4gHDNMiQP<=w-rv@GESf1O-OxkLH5xT12CCiGRg z*F;y*#Is7)qrGr`HS4ObAi_?X(4No|psYCam!vwvw{@*A1hUgvP(qxvrN;I1H!?v8 z`^z55fPUxg;jD4~L|AA2(~*v{(3vp_b*TD*uQm|NX$_Abk1V=?w4!Nm0SE{Z!+Xqj zVA|F7oCo|aXBdxxRUyg}(8yq>N0NAwpQOK>F&h>l`%6l^%IamY?+Jir%lxI%JX`#O$dfZ?^VihA^ez)&xczwXi z*1qjCxBE`eate)G+V8zel*C@euxBn8^89iy)hjpqv$jxz)#|%=yqWHh-5FLFUB^G~ zThkk7gHD?Y_rw#oCSj9a^%jzh8+l)KVBXt+i9ASns3Nb=WxzJ=>#&nRLr<}z+wRH3 zZAX~%kflCyhwRnwF}uM=!BYNI7E1aiD7%oE=!7;x*R!uo0e z5sj{!ovDjKx>xRW9*&JwRk!yrenq;&EZJ8pF{kbGU#Z{Z`e8mp4y5U#3h;rYLU+8v zI7oV#H8}RgNZmCab>FXIJahFJH%WCL?mQTZ@^dhIV1A0#Isq+#`VR<~7j*)H@iKE&UUCPR1 z#cX{!hvwrTbk~)qVWuh8!1R}TNjZE{b+Kb6YdpzDZH+_6kz}sAiqYJxK~xJ9 zsku->K>Od%>Lm1b+o*R`-;)}#jdHUM++(lRg`j>!6-Ac@{1s5;OJ8`@BRtyQw1BG# z?!TLcaa(I@V1uFp+#rDS)Q?%Yz1QVA7x>$4F_XvA+Z0Ld8z^(9+$KaMhvLdPr*W-<1$RRu|=Jz$C|(Fk!xfoHm+Tbrga5i?qqzh?1RatIRn= zh&otZ*`xlz1)Er)m8!V$kEYR?GuXX4K>rSnG`XX~{a(_Z+K zIXjb3nr-AU=UGCTa>+$y@Mj6Cq6$+%zFnj9fcLQRj1Q+0E_1w-5bwrQPr`I@)y=R083K~ zfLXVFIEj+*!8~^@V4JMB1Jm?DN={zeqkG3Ddw;KylfzrKVwri`)K7W>ug6Ult-ES7 z{&k-w;KdzLrKxki_qp|^vK#imL;}n#C%k6^BtO^L>9k{5La2nAia{I>kKpk}P3Sb= z_aFH|M@FZ{2YhL~6C;?msPy&&5au?|El#D$X1E?bWLa*SzUZcNSixNrX3fZQ*@MyZD=^_e3rH9>8_{5<+G zjubbkC#YHQ0RIJkaQ|iH#AId=7auE0#!e}fWC}-Ki*bN6l-->3Gj~zLy`%a0?Q*t) z)2t72!SQ_}`zImB(!%`VbT{Pkt`S|eF1yDBZcJ(9QwC2h~Z|kth>c5iGQ`GHPpZzp#m&{o;2m? zYJ#J|Rye?w+?!CGa+9bBq5ZqlW97(XR~|y1EIi3Pppi_fQOYWr_Ur|-sc?4jt# z=FQ}DeEf{4brDkv@A#G8@Jf~57YJTjoJhgW)ZEncY2Toz#_y#QP$X&D@Nk5sK$YIC z4H>5~EX~d-si_-sNX+`dYt64W-0#W`h-&d+D(u>aG@(f1L+#WB0jv$nb3W_Sx=A!W z_PS(G?E&FW@tbk!Ghcp=D)r=LER)5dV?M;$t+5N2>_Vc02`h1SXN80Z8^%6C;382o z)7Vuf4o3iS;NrfIpf8o#k}QJpY#S+lJYHn=N#1=3&U2Nh$J?Rn)vaoWqUu}9Bd#+4 z?{1}gPLBxe@zCu>eg2_9$m7cqz2&fGqZ=$oc4!E3)Fv?zm7rx**;Ty!iQcXeXYDh2 zyS%D+xiuVTR_!o$+du0#UQ}pv9hy0RCUD? z5U{Aqe3cA+&PGW8A z3oJR#qDc4HLgMj9rrN{ugLUfL5med+`VB+owW@}R*s?)vfprM|<2&F+dqt7e{vN7V z{2@&My0mCqkZ?C~Lk~Fsb)@Mr?`i+aLDSQ}&=dQph z_WoNgz(O$XKON6=%^ua(n`Nmq`)a6$pjaX&90T8ebdVLQkF*E5H;nRz*%6z9SoF4v zR6H{QWJWQLRc5xz=xYHcps6lW+?rbc@~3}4Sjo5vBbNhn>sb&)+J+k5QV=kEd2>i+ zlNIF-OBLaxPg@H{uCZhI17ZdU zHFKzhTUH{~9E=t+lnziC9c1%l`Us+3C(-!cAv}f#GT=c|7*&T3wl-RVZ*>)-0 zPhCG;2Blp6;(QCu9?+*2eo?v<7*hJfgcmfLdmN z0f&1TNy;vwTp3!}-r^vO1LI-;PovH8CHv+DgE4VK;BavylY2_lmtiBerdfaydN!iS zOifmbK&umhe^IWuqiJ&9OWgI<`#@yCNUWiA9)F)V7X_h;0SP zH6P+k=OO2wrksRM3O-siFRqTc4nq=dnl(kg2NLi=eP$sDvpLY=9v^=3KGuTn?Bh;CW^TGN_uGUT6__(f_pcjj}m7uYYV-bj5Vjv zgO}bP!u-^n)^ThJ2wvnFW9BUomV#lxMQR@FSOPUJ0E_o6WvtDu2ou^Qd#AaK4wfV; zL+kA7Oi+3f$KITb!Kzm6vcu>M<`F=^$qt#S?%gn7=3OyT!R#vOd_^pK4;KVx+WhT> z!ikxW#8ju8YKilo2pE6ctZ5uf1kMAqrV0tSPZ&xFE5=Q1l@-k+u2blG$tP{Wj^Ji= z!kQFTgi9u(;$AjtpqlE2$BKSzeGFsv^zarKKS1i?s%HqJ7{Bw1rVt+ak zF7B~S!fpUtIQjAwZpnMVl!@f`Yh)*5U`m_5uq%=4 z8$JY$o>$ReJm0>{M|(*9Z!QJcwu8sRGqnX4J+dRu)=a%#ApJN3m_)T?JYW&XI^JW8iRIz8pQ!1Egt7Nw@vxg*k0BA6~BbLmU z{P{a@t`X`euL&oS`&KaVo;Z62KND(Xh2w!io&s`JND|7wVHu_NZhzD6n3+R0 z^SM&7)460Kw5AFUCT*hnRUdJzti;ZAgMr{C2vtF+0TypvXUwz%qfo*fyZqE$;0o2F ztpZ8(e^AeREdCqy9I#33>Ar33wz{U5;L#25HffQ)w{)JKCbm%0Upm8X^XuG^^FG}M z(gJ78=Zic2afH(m@H8}Eta;6rKKz#Zi=05D@A^;_3HAv)mFL+}T_?9WD?cM|I|rVr z>|=o`_Rj|0wyK}YPJGR3Bc{QsO2LMk^MFy#^h5mAy8*el2ds*&q>`4UNWq)mz{>AR zlA#qo)(wEBzPpV*%I_DqI?OYD!xmD4zVwTtaSQO^uLkGtCk`IelVaet*&%=z@a_cN z!t_fDVr`aMxuwmY3&aYN?mi5WI7YU`a}5RFAe;JUH+8-%j=3FSnuYM2m6v3;r$gpV zK(16I^=?9C)a^gHq`6HIPH&JKwZNZwOhg%0h#kAWt74^3{BZmb2pg%o%%Zsg2pMhy zF*HDAPuuCc$M;_iRR=;VYIq-k6!6a$Hi)ZHq)+@ZPxKfZ>V@i==XeU?g5sXRd~<yPUnGK#p7E+%6ONn1r%LEJx*}F~G z>6)tg&0jzmz9M3~KXt>Kk~VE)L8lkSpz?cc$led^ub4D5Av68f68-wgM8qf|o-gnOS z?lDhu^zaZ;Zi^O&Jo`j~s4ABRiUO9=Is(3JF)e&tr9NpXuxvS1Z~Q2MFqz-NUZAQnq?ZBNO}xmwA6AP`1i@UZCumo`kx| zhrUrSVW-JU1$osUyf7bqvE!sG;0AqaW5P5fuDpK3X2p8AHrL<7!RlocvMA#rd_Bis zNelo^G!!q9CUV7lM#!o1Ss7*^eQs`VSmRm@q1od}vhhCX6r1%ig#zzX z1*rvcac(=I;*$gBfw6&uMmmWpg*;WuQ=c>t)Cb(c21gJqL!T>0T`Pixk%I^8ngME# zLD|7)Gv*QuTkognNyk^kSB+ye9aTBk*yC+9r^dQ9Xm@)X=|#qP(;{YvRp&O=!4V~n z7NESI%m7pHcyFPU$Z2OiogF*mg`>{0%YG2I@j0YEM^X>I;I67^6?5WZsgrDT7Y;M# zhc>{pftYDf$4h>w`6Z=3_oa&=MWOhnk79Z&R}jH0^l=#*-@zuBGQ09y5%100xvZA8m=>#cb&Cyq;*~o80E@wtRmyJzdLs!FNfAtf%o_ItjC$+h-eyW{!wD&@frixvqC| zLtWozZn$|h|GL%l2b6O=3Z<7;o$n;IWj(Rm9Bwv~Yo0rHXt*;kmg1rN^Od0m z&@J2H6>J?FyGlk6rRw2;6B^rOoxdln8eLRQFPP{5P+sm{2qv^U>ia3Wfpi?veL%K@ zxcf1KW^W)p0CvF_=C}XS{5F5}wcsuOZ}t|!;h*_Y=ml9=NcCSh@bGTD?0>07+{oSf z1OhRRo4XePyfgYgBc*e}Of8&9`j?%{%2i%3{No6k5w2-f-3#k&t4BY}*HB|0_vYr~ zkG!hx7!6`IElF>PW7smA>dpzrybwEUf;NnEGo$f+LhmKNzcv!A^XV(G?VozW&ixSW zgUd|iE@yg@pP+o6j$R?TZs3z;pPH6f;nLl%w2{B(eWZ)~y4=0j%R1Z@xS!!ein}?( zRy+Db6#j9x+p{>4`^0)UejD0H&D+#FbqN;#QN8zlgId@Y07J2oAd5AOZnC6m%y2H-Be4vkq1%xYb9ZPc5}=b5zr6yZ9k?v zyHlI@UdBq}RV_~^vPvW#$vnxD=_;gd%CcVgQZ3tNw9XJ`#5xppLZTkbnwX`B(uf09 z_h*m62C+sCHdEHEFM$1=)3GrTe?uZ3jWkuAC{sfBccjv%vV>mg&#u?BycisyJDB3F z?>X776s%L#VqS)#{28GXhvLgNSD@OkxM_C2b#0!-&h8xk%tTTi;g_5vI7#|Ig!{{A zF+c~U(!ocXuDT!6W4*U_c&gs&vSli9*{nZsmO3b;xrr4XU-JU)=e>pLfvCt&pocxD zz3H~JnCQAs9+i)TrjmXftZ57G2k^Aa!VpVMZ+>Kq(X1FHqast?a#^SjMLFU?m*DyP zOB3iq{-)69XEG^jv;ttJ;w>}(+C-}U;>rVro_OhOVYyjUAlCtU)h}EQ#9a7On?FOW zdCeuB$R~~$)ahO(P*bz>3ZdcwWJ#htkMLtoFtBF7X_`ZPI8&CRo7n+h!O}e4F5|zc z8dZ=|`QxwMx781+u6QBQ7v@?<9tDPUKacQj&N1LNnt{{$|M~lB-qBLf3TK!+9n1paQ|Z2jr}VB=zwR+XPoKHo=Sw{)o`|u# z+H_^9?1q~jGG_nW+ZmBYOG?xg9FnRE5V>un08Tz}B9w$DMSD$$zR|Hsht+wH`cm1k z!&$m6DA`4k$L=b*>un#Qx{Od~Qa0Xcy?mL~;)6v8Mg&P(%qY5icGcKmX66T?4e`Gj zNc$v_h>&Xtb)HInf)uxv$@W9I96wd(W_(nqf);IYg9xVRoGchz*Uo}ba(;k7n=%LU zELL%DDp%>o(=Qc;X@~TmNOkwzUhghi4BXu@tkMWWdbYOh=>!ml2?aW>H0J@V6zcS_ zhR3B(i0dUJwGS0xJ$OP2vu$v%**9_0P(Z@z)Vog!AMD!l6IIfOATq~)p}}!fBio1P zj+|VAIlQI%UibN}Om{}ULM+cd{5|19OxPT4{6!&1{Kkz{kxhNUbOVv*IwIm(i^)~y zs~g2R)V^9-9OD8zQG0Cr(UPg`%zo>+5wo811|G<_UNm#UjZDp$7$3z%5PNHZaMK7e zewHLk%JxZ%2N<{4OfZ3&=%H56&g!PIIt@beWRr=2xBS(wZ1&VAW68fa$nH`Ib5<(> zqI_h)B+Y(Q_yMkIqXB?ef+#Z7+@5qgZuq5-_BWCiuQ*s2sj*z;yq-B4xtSUK%Kh$~ z*tmD$cmZFEU!0sBp^aC+O2MA0`@|a;`a=Xziz;i@?YdylNs5i(&w=zO?;7vxJ8)!W z*uJKv<1R9XpCW5{JIE*&pUq)H^)Yuy(mWE{L)86;RvwQj=#@6- z5Bcx9<+FdfR|qA4=Fh@^ZY&r}`C`8;P8r8gB*rUmN3i}n`pk>K25TyC1h`ZN`3AH(9bo_ALo9n5=`D;f}F| zk!4Jb85#RJ4Tcb&Ge+{fp6|2#`+Hu$d7ZpYpYu7_`K;IVzOL(iPUt;d4Yoh||72ld zVY_?hmOcy1ei#eOUh6}9ffA!|M$HB| zo~hYns67J?j1J@Hs-qLB%Sy_P%@EA4V*t&;tAMkr-^9(pLY@T6k zGJvDc0cf8hiv#eBu5gGZI#dA1CLj)w#gNDNMY=`;2i!HX*%c0Vg#&*_o~iLYQ&R&P z@ytf;8B-`jaK^I?;J`e?^hItpDAH9Y61YE7hamv?!Qqkc=1BNRWHWGVMk}&JJ19m2 zPmZpLt{_GeH#2PbGHlc`o&kqV1|W_h5BOm+Fu>85(bore)q%UZ!XtIykw9AjdClsjY*sk1R5&PBL<5II1@I#hD~OvFo12(tYM5s>m<-@}h5=+TgaN-kKpv*AuQ^hu zInuQm4jhrqfVk$!W`@X-=8?_j&F1FK&99~QeHk`=m}h;Mj6UEtMk|27eZ*)*Vub^- zBAW3W;wEu(a|G@>0*@SN1`ha0^OlT}O+XCrXJm78dU~2prvt6rY>wO{MsE@;Hi6ql z;F}}OTi1b>0#9Rz+1%Vb*BpZa*3RK4cTC+`ScG0O{_TkxrP;HvoM5?o>$)KzJgpq2Ft{hk{+#=5WCU;TN2Q z?p)y>KVJX-w#dP^T&GUo;rKZGs4_b7!f}NT4;6GL?h&;&hZnP+X&LIt)y6(XqrUX5@jy@(4!uxJN?MA@~PzVo} zwfH&gq}efP?4SRAkvRyajx_Su%D^!>YAU(;#{_cRd2>u&74!9yWgo1vDEo7(j5l3I zKw#N#>UQb(BC{WL(+zd%6=P$BZcxBX`0W9ifLts8fj$}GW74-+DV7#!%YFnY*XBWY z*8pX`TH(8IO%4y}66^95=&NgzELGLPcr@^gCIv&8h&(!9rw(LXhSrJlWeX)AoVbmH>4Lvf&54 z4}pWe+Uve|wT#!-Zjs^3!Ui@N>!x{=&nF-6WuI1Aytd|w!#Z6Jiz}%VqeOZmX-cWWNbp&`lc3tM`rSyJ<4k zcEMTD)wjs1jbK=5V`=Fm#SaXYRw`xPZmQIfzoIcu(*5yp<~x1gyPH2uF_d6QsA{Iw zCK}}PL*IChWGI1jHOjlm`x5-{pcMz=@ybSy5Xts(aCtWVr51%Ag`6CapB76J2yTdl=TPgMj7@TNX8IV{4|QctmYkCvd`=W0smqCu=!84_g(PCxWU{F zL%iy&dPczd7}fOyovLbUj53>-!`bLx_h0oi64gO!3#}l#2_O|0xwERMT*<*@8(}L_ zr_vdhuU8~ornpg;Yb%Xa$!LR!N0?PgI~cv3!rSw4g^Y+_TF_#bxv_c(*lD2#X!Xk# zS0Aft5&3fi+6yXIUcFB3Y!#y;`p$Z$2%9Os&{s0115YjCjpNn9Ur{@1f;RiM+U-k< z%(nHpYUSJVL6H~IPIC})`4%Qbb6lHbbsDSxH`fzF^_3GaN5L%bvIXjywqXu#b(u`L zNsHPTkry7kNWoL?^L&2e*1)wd{jAsJ1Ete&3SGY968V9C`>`L!PX&u$<-LpJtJT1e zb_LTl5kaulrW9!YsPja8cjSj5I>E(~@>J&L%x#s83h+<;AYUHH282DWH=Fu_v6$|M zFO!-IuVgg0J7U3~56TN3PT`%#PQT&*8Q~sS9SicbULtR<(+k#LX*DL8Rd^~@H}zcc zS^{}RB8|}Ux+%xqj4yAX^JqLpnAdEc(%yxJMO7Gn%fda(xwAbcYla!;%-HOe5u-U= z#thxL%Gt+>G;5f4b+#q@wxNjE;z zq#k34eIJz8M(@;*h`A8o^i1&1XTWtln1mW3ge;U`nxJjsxp zi*WV?8}U z=k&aF7>#d$kB8^6{#;Qei>QFd8!EyH#H$OAitlQux0O2a+R^1QcBGT<)gmgZv!L2I zWwObvaK4zMFeCu&LZQzo%doq`WK+(KYunwEta*@*|Mn)4B=PkAGr&fi;z6XJjdL5M z8XtIR!cVmT^Fk(Zbn)r^Bfde;%}H z%Cjqyay4yR_bd|%_6;V_6ZjDlZ~oPRkN zU}eeDmVSIl`SK}ngT#-TY1LkNhA!56MVS>%uu0j6IYT|E}mi z*~ig;Lgky~6|3d1a}E3quD)J4Kd%k)q=LR6FZ*S#{`K(Y#?Oy%A9DId87oXOg*DP^h^7))z!gf&>CGe1gR9lYuwbr zg}?~gr<76m!_O@(&T?kj%|X;o(~v$gs>8{mOGVQs;YeQZY}Z^BFYQ&pxI zYKf5c@`;#CEr%aSr}_JzhskN+Y!$r&Tg$qdBIz*TK=G$ul0_0~J~+P3%iFuLrBcRD znW#oBYjpH`18N0B!EIg!^a{O9sKR&-vV=`p-6a1sW!oiZy#T}BelEU0<%?X8jL59U z##9>E$$a5#P_+`_Pg?K5QlNs5yOP z|MK}bZ{rvK@9HJk<&@z=@d4j&o?&PaNeZTTDAc4pLv~y!`4caK&09sS#HJ&54`cCJ zQ(Q)Gsq}-{7}`7p$wF(~zcr2fL*%8l#7ka7KV@jZV~{&B`1j zeI7`-S3=J33fWeTd}PZ=Zw~5>OCh{~@AISfl?(>OwXh?T7Qm+jgYx~BLD{(MH9vQ} zEgZ%hb{!2&al?xJ%mnHC?;6j4Pm2D}%U(;aPkxJQ3FI69?)vC=!FBY|i+`BSZwcTV zpLc!uAFmbHzH;}GFJLwlYD5tdCw5Ps?W0+xp`YSRlZ&hChE8-ktNQy74JThe_s;E~ zCR7x<{7F_zmbBmizEfe6Rp`!-;N;F)mSpP~iwm{A=LBfM?8ku~tOL3jmr`7PL+azt zG{IE;TMubxT9QzgA=;F7q6%53WYhFzc6TVOlnaY`fV<&aSPN6C>Gz}${R^AM;q4Sk z5`~K2!U`b}_Rps>q7t!6eMCRg&5OFiAg*YBNa^KNYv_XIn;Gj~S8W19n|7z_<`|ek=V%|Nu_F|+nA;-b9 zpWHV+#a1-9B1)=!EM`UEzjS{5fzd#K6yj^nr!~FgoW_cni|0MxJu;-Gdk%sf6swX? zn-fY6<}F-qS5jKhc|Qfm#~TIzSy)B0RbiegDh#8mF=V+}h{NX1aYq>?I=*!B8O&Ot zARG3wI&r1Ljpo3ObJ0Ls@qcj3^%jk6n-a1@JDj8$S_nt>$IDAk^^DWIA|nZ^fAPX! zhW4q?B4mdO7S7&I6!ma>b-qYZLry!rODz{+9%Xo-m7A74=i8pR;kuD?)Wf8*=SSBS zqf}cf^xX7<+{jYnq}`e~{jvwbXuR-6d+%_?c1yBgO_NWcihO61VBPX_3G9a61}$HD zjyEoyG8h~6SP!rvZ>*#sbkLLE?yWyTr=%(+>K08}cK_>saI)k4`lAlb@tK28#48WP zvxzB^(mvD5njC!r-jTB7IsE$6X^fE`d(T<5<$I%h%gmkb1b(ij%F5`oYK-GWP6P&N zMM!%ZkQKbJ)0moTH@zVPx)o_AQP!%0a(rX8b94C8Jns|3HyiQ?-+v5vPg#Fb)f`Sh zQ^kFgV6#n~+REzavFz6?SFBzID|R@2tyYx`eo)OPGo^UN1W`6vg0Ek+QW;ScRF1>+ zkvwNPlma60(Z(r!eaR0O%z81JS-oRxd#CXU;WGBg=Ni8&ZTuOX(w`J-o%A_ObVD^CrN5K!A zn#o!X4YHQ?q}93W8~Nhoc{6FU3a6Yu6OlJ))3pi3SoR_326h5TM~fjU~l%{>VHqfJ1`F3 zVJE#gV7<|wCxjuv9lQ6^>f9dOq$P7iLiYw$3#WfL?z~b8+vrotvW<|JflGr7qCK!F zdfx~^*zhKlpB`2`Bfb&` zA^a2gt@Oz!hav6lmJAq1f$p`%`1n<+;-e&$;GhdTF$K$G#$wKP6}jOgICD)a@ASb}DD z=5;hkCVMKpyC%?W;pU~lZv&k1X|~kAQwig)&67IAAp|vqSXo?q>th+)WtqDt$z$YG zpa;jn=g9gIgv(V9QWFUcN>&ks@^_oMg&_pQaE^%Ya@?TsN@mz2IL#P4JzCkQ_p;8O zmLr1Me2B1l>qGNtuapJV`ty$8Ypk%CNx$eGsYPkG%0QjWl@B0Q($Mi&$t0Za6DLcV zmQ4L&mpMsFkXSL$(Ke@MCw4PQBbvkWi=|*x7@>DhiF|pl&RukN5^KH2#^dU#@6^p4 z{{uIN3xYNCKD9nIx>UsXFn{G^oN8G(G?mLsZ?<$8@xA5fZI@buE2C+{_vNHv#K5f? z{^2=1wqRxh8?)+{57*kuMU}K0orz!|n zs5heJKYud%^oUD#a6!^*MJ|~rg4KQ1Dxcm@dL2YxzWJO1_tc5JHU|$g=EQ5t+h0j1 z9M5VOpKXoB6xfZ-fmBk2L*)IU0XrR6>)t*PYK(DrX>Ci_1Hvp~Kkwgfk%bGGOR0^v zlJ~}aaJ*~WFg=(SKL>U?;U;8@DL_T+?~xXXRNQgt2qMe@TWvb`#8Sio8;p9oxWP zs2h3+>cM)&FfCO;HH!}`0L&?XgUEfa>Qw$JPQ)o%Wi90!lT>OxMY?VTPn{VL#yxrl z;X5jFn(GCOgQ|U|R>bv9MTWm!Mrr3Tu$dk|C@kBjRK1_SAMwVr-mz>4OG-3f%)?X; z2Kg`Ro2XTWlmE&5VQ-NH<)GRyFw&oH?aF43Cwsd8m51v&Se=A+r<}N2`wBiUMX|iF zh0C~qH4VVM%Lz|!lW(KLnfQycez~X-6#^}00=h9C>hZ`uG$}^=q_LWl2~W9y*VSLO zPqim!3;u?CB`|Y5>b>o?9W=)cDfLe9{0$JDu*A3IQK8>=n9+JaK$DvO{sq;tucHkJ zm{!#TI|#9zVkvJ>$ncCPL9ks|?7vT$n3OpV#*zRO&zInkzQ($>Yuhv%04Uz&gJu2l z2Zaq-V5K(zC~kgVnzH}Vo-JHyngj!vo9pi?h=U1WrjvPTe{3(b0(G=xzb8H%w#V$+ z76vvxMdl;7x9=)ANlqfS13-JH#tHIKaybCBStL)8zhA#`X`V7WVrdI_Kika^l_E!y z@w+N)VR~lWF3RkTrTwnD7sv|elwA$lvB8Y*#i3ew|d6G4aEOt$I>JY z&~C74bco$`TdLkzfys9&&-Yr&u56sR>vcmgrHMA@MXDQdN?w`>`aHI+>TaXK9YfdP zUJLe)LsAV&#ybD-QZM!unO-dkl)%NwYy5HrETLz7Tau=`vleR)8f3T4Ci%8Gym1!U z_o&hFvUb=D37)Ru!D`hsi_$;^!DA4Hwzx~f&04yUtAI%}yec@+IZG?zA$)xLRSF;m-hAXk#`VMe~=DuEXReXZ}uwl+8&wmDTM6h@=|GPnT zzLQR2xxB8|(!rKq=%RRFIo+k4lqH?miHNZ`4ppgEz7vy+K<2_;#f%IDRCJkMY_eqC zS_=$iQ#~93i-LCiL@gMJoj>VX^W@%4%!n(!VJ+LEJ!#!}6#xFKZp&rFPY3(a@bYtc zTAWb5_D9p%?~YO~2vX(ZvpBYT1$cdgG;||eIsP18;C8<0-n_{Hm6}w|A4}Kr`gsxO zxQP1oSNjZoXQ!vY{chFWHASp~)HCBp4NZGJ9bW58kSEIw|E^$t`9kL4n%?};Ak@tc#DHgu5vU=r{>^&DI- zT%Mj=6Jb+g!cX&&r6j*mXaJASt`~k`ZWv(i6e*;`7Brnl4^$-cRm6hxOTJtnw;?83 zkQT!($v(u(QAjt#m7li0KXpB^J6p`)Fkgs1&Bd?e(U8 zjAXodDYBrtWPPJjkv1k4Go=D$?v4&1p1GXG!rG44V4m-@F(^%JpMzzTBgRAFY;o}Ll>&; zkfzRON*WWnV{u2M^aR4mlY{N2YO9c{Hz&@uiO z?MC1)(<{pen{9)f-=}i%{O9ctU|HAy*dFc(Uc!0a-eb~>tlO1)BVlT##k9NX=r8Wf zQNx;B4P#ccXa5EwJWgw7_X!0vSetI z?g1bJ#|*$|i@yM(h0G{WcgqRm?KZc1T;A!w4`sa*93M!#+THS&`m4E575g}MJ&wRh zbrk;mLvUA>1jyUJcSHm6v0qQwIbD??Z|Z+hIY6sB%pA_iJlLjIQY3)$bdPOKjka`y zd8exh{S@fxUFL&TxPTxVDvy^|cX#`q48XDzKLKNe8Hkv6)=Tlji%wVi}zWlqC8J~22Kb?TAo^~t)|%Y=z1 z(HVtDm;)(7Nh6}zfYz>4mR3$LeEy$p{UunC_~*oJ4AsDUz1vtlf>;QveSfeUFiJUoG`aHp;wEQ9*o3nJCfP2t zTe+y8Emz#DikiXO~v1GrzIy?(5iJ5C@xOrJ)q9N``TS?g6oE{7#8F1 z2v_kte8jfZW?U#i7Rw4GB*9u^aURNf>Y*n1+~wl?VL}%Co>debF|P{44i9*muEG^k z)1P3wDOPjH>ZjqKG5E+*BU&cr7{nINV*vhZ>RGwcRilBG7AQ_!9gWL~N_O>7zCPLI zErXo#sWBqGXV+w7sG_s7C&<|`dIBGVj66A9oL^R}L&owuUvVImD6N6LQj1L`n#O}F zXP<+y<}y;kRrRBqaGp^MOwpC%r3tj<*>GqL2g3LHpR7dNe2d5{JAgte&ZZ_lS@Zj% zr@=7&&l(?V^#}q+IAPPm=zYE*QEx)`@k6uY2=~Vw+(3I9a(otsElto^ zhEh}2m*9=lX>ZZkOKmUfM}5Vw?3&?%Q{}1PTk97!Eh4yol=4>tsZ>`r7_KMM9E2^{`}XJTRuH()sB1`6!?d; zc?7bcxkZ-llLb@ig-KA-j>>O7)DwC~xaMFjLxSr@OD@11)8A^Nako`@w|3D`sdQ}bETFT!W-zG6^x9~jK1|IP)rws%x64G&0 zOKa1v!Ki#(mQG!N=ris{x%xTMz5@vHOd`eqq>`<){5XZu$m zisC6s=)&>EiV)}q=ar=#e{Bh9>Vs|b6AnwzEIQ@;B0)%^8X54|L6ygCgzL__ZyVZN zwCzFxvZP7Pj+TR6ZDuDa5h`-~j2Zd-LjLt^7dx@zDek(^FN@R3?r78996-G;a8K z+feO@Fro77g_l>as~Hgvm2w)Yg#+qU^v+p8VUG%&eY;sOUyLc=S!p-qlck;(GO<^V zG-cF0IFmZlVWsil^3IC+5@a2-=<+Yn(_^Q(x&>%BTk;sdoztQur_bS~nKox51c~xC z2i&UE6FVIMa(oQ;gkg{1-o)S65>-QyDcdhIGuqsgTpZ|*9%Nt644G}u+31;jXzwz~=pXu6imIF4P< zH9?=t<#Go?Fjuet9-o5$K4qr-nBxGJBwL+(G_aMg-Lg*85V|2;=Zi)BO>Z?Ms$mtfful^&2 zPpX~uZ0p5G2D4?n8JbcPb=ow9C`&92V zeK^^mq+2mQ$_CwwB}3{KEIcQ?CZ<7^w}?%4zRvA0zf1H*RbQMi2_r zEy@ukBn;4R=M6oHPF+7ix?vT$z|&acnPxnNO|dkW&=h31^E-4bT`b(h5eN>1zcx5l z8SAq+aB!5K1S^$%Ib{X0p3#Z;0B#V&FIK&nOlxh>1=3Cc>9%G_QAQ{|UF9q!I$R#b zpD^b(_OJQH&BrbckW21fEBpf4!Hg)^8-N7q;i&x8W9&*9kPAw_W&eqn+QtD%pCyRr zgh2U#DvUUnqxvXO+{_8RawX*R4SO3`-w65PC->5`f`3^yR?8|gcVe;{Jaak(>5Q*1 zW#fCfR~_BDl?D#st-i!}#@rKm`-jXE6dneb@e&xPDWc*DqFaky`~mvRUfK$C4K)6>MO=_E-+u}oSZOPcPAPDboQ7JH`9`AL_E#k-4rVF5? z*^|4Zwzx1`PrnJMb!5pdRick>A1mA?kEMH<=Ks zB~KC&y-S7}+H#AS!c3zu=ngxU?Z4hBJ4-6pPb+^cE8G@O-OqAq>-_)7V*h_8yBn$H zv0po~X(B?aoBAejwvOQ~{t!4jwy|-z=Gh;*JpYA9?f=^J>C-^qeoEhF8dtzfx%8@| zAqjc!Z{gF9GOb@hC`_WiFke1r&Vxy3v6sY}!$~DR!;`vA+xJ{YN08}l0y@y@#;x$q z@miR9*>s+K%$!HmR%Bevhlcy^YE8acEu+C?-V}#JbD-`E>YZuc%tS({1zHH5k|ZBI z*T&6E_Y5$C_h9m&Y8fl$J@>-_!xrJaHkhUWV5qGi#V3aNw`qwDfLZHDW2iVZv(>j4 z!FzZcae1yy=$A=53IqUIX0Z~0YoC&g9495I{qpJs0aLW6KhzlQ?z23LTqC9Jw>d`5 z#{z~ZxBGs{aIK>EaBArlThE~S>+kyfR#)qqWMAmt8a)&R74ZfSsmE$qU9E&?xp(m@ zMt^6M%?jLerT%o)gMdN5m?Y9MTjFDs}&o!ePqn4<`ct<=){!C6n0EW*aZ;b4odY-p_{nsoET;+CdiV z*Xyr(_bjOe=8avP3Nb>v`|{qpj&?7??U(B_?~R5UV@aX%v)?RDrOwcDGI-h!3!bs6 zsFTFqL^@+xTOV3Bpw#ZjNngzl&KmFP_^N05<+4^!6YgnAtZON~Wc@_onqQ3aRDtVz z*l>SGfkr|%J1vJ_Nn1)dT~96$tmq#Yt-RXRQ=m&!^0mZ#qALZy7mzO;nKlzu9~Fd$ z5j#e?iC18oce{JO8Xs5B*5!(rB9#JM6>V{oSi5N-FU@p#;UN>hB>A|E;hzJEFP?xh zkSCGyy5f$hCP)G?XT5zUaN?)4LvD?aoXRoj3om53srPtgHch3-1$9-kA+cii$8M*sqCx$gwEly`HuQ^^h#%I=&!l<^XCHF^M>q0*gVA_% zaErm}_@d|Z>(39XPJz1p5q#Z)?Snnf=Kch@2+28N?la*8e}8iD0QqW~vl;>vJXb!2 z_WaoAGvLK+37w02RcKCEy#6#NWVLa9{@HoRdA?+`y00L+&*;>mLA^GjTHr!?sJxJ1 zzDOiA*8O02i!27r51Tu&ZkjDJYdV>_e$6H2!1Q|$-_p_BkTi{Rr-;%W#bX18H>dnD z$f?O^{G;Q-`F?+UX|YY}nJ!}-)SZSV(5rh#5Kr=G*{+|Jnj&Es0`H@<)Cgir#ljTB z&plKBlgU;AfW}|qa30pO*f8j1?cRBcEOo5~bOyBc^a^Jb2g3WYooYL8Rwk~LzoJMl z{A9dq~pOLk7S&a$R=cs~86gp^&*WfBn#KD^$2-T?E%{P^q^MoSOb=W9D_9gL@ zc5=0-BNjz>Siz(ku|xe(9z4{s{p0*qOUd4A{T|%W^3FVEE*T;gJ?6gCW~XL26cwsK zb3aFv#yLgFv*=m}7yAj5WZkh~hju$xoVdm4?3y@|qJ>F;My_)}XsZKk03lhi&kNK_ z>NPfw_^S4hH+KUd6ir^w+Y|rEES|q)S^w!%9l{f2jc;`AR4CHn6+T4C4L!jlI{!3Q zl#I5PDbVB%j{3Pq5>hKGKL7Aki5lDO$iC}w`>yb65lY@<=ijWgKH0^>WgHEKl_X@~jSK04UL6w;hTGew!U?@>T>kfOT<^w90&<=8u>3esFD z;VxuG{{i+HAHY6?i;~~8u=o6vsmW31f+b3U7K%Ivr(`Lf8V)aCq%Cgd)XQu>HnBRD zB1=hgDF4>Qk#AzO-X9<(9d6Q+t^fGZF$6(7Z2 zpYE#^dI$Khi~WLIf7{n}ZT%2r6%qijb;)5!!{Ku6q9oQ;dm7GU*t2k=)UTnO(|i<)Xx*7lOwp4XRJE`0zdnEfzK&}I0W#R2@TORj7bV`7IvfLA z*rMx1SjoF8Bg7)1$WqQ!GlI6;haOmpZ#c~Q9MDmTQvQEGyO%Ba?ihK zbP7EUjzb=g)qQ^*m|UdzbFKDq#-}e=;hFkQ-`y;XUV#rJI;lEmv(Eyo$sm%!+RP6L zzml8xiBv8f?{V0hc2@Gz4s&M(9sgJQN&+KkSZlj^A`U>Oi*m-a`GN!K_!H6~6;Vx6 zuu+@SRd;`<@!r*X2}fb-?6V}@-qmAC10oJ)#!lz(C2Bzx#}G*uea1^LDK|RK-hp;% zZB&ni+*io`@uXnvh)Dzd&$_s#OJ#BVB@XIS_u7;}fwxyirc4j2sX(aq43fyxce$5S zIv+C^{yEZ{P8dk*m0U)dwBAxl%xjb{-Pz{^`P&I{IX42sS?Dv~AD^U>QKPr6^&{(D z4A@w{!Xn^v0_NcP`yDX_VT4*GNfM#wubBzFDRg4M>R#AIfWP)tLet>|*dYuqLB4Xr zSLzw@(QJb(f^Qio3u(xNF5mPzdsj~TLQyxc5X$US*Ve`ZZ~%wyhsm*&4tPeUF%R_N zct`LBQq>r}cQ5V0L0S<4h7WoQP^zcy9$Yg1xqOhDHU_+fVJt5j^>Z_w{V($RASb`4uUiZ({ejwU@HvX>lCPs1-3$JaYB?$TGQUR4E(pW0|}29X}A-hnrAk0O`GpG zHi~XHBgCb8A9-rts?0Kfn>jTy@SU%nF>W9%QAB-6_|*e#$27!!UnBUO@ZduY`M{f= zvFPy;3rmkpJ^q%07cWIbqb7BZ z+3-N13sY~%P)8gSXdQz*0dUX$N8(O2FImLh$w25>I1^vFGV*>pp>LHKQ5=Bm?e+&Y zCHvNwG)BT707?vS)svEYt20euy8r|v{>t+;6?^1@nP6-B1leK1 z=Uk^pE)Y9nI1k{H?|$-8J7{a!fmS_SO} z`v0qV5&?KCLT$z26BQE)%Oq@f4Jh=Da^dn@Bm#Lsw(aN#hJ$LN3Whzh9X5Cc%N*aX zimYk$UFd48-<6<44pI7jqwYKXo&I9SBj3(mogg2eZA|p(894nNz`W@3*&Fq+6Ig=Q z!qV56j$PYKDzf#$o6>((B{-;Xc30*vV(yr30zT36-rDXuIQ% zP;rjrJ6L#}?{sf=ggB6x6=B|W$uS2yei?F_g7LgLc-BvB9Z@8I0yH7RywO1SAQf=Y zA7E3Cda14ZoF}b;YD=Dqu(v$h9+4{}9`kd8V-dH}2vv|WPmC$sc6v8)H8qkv>k2$` zS~Uu}6lslRRr!@1PKRv{scm2gN6PzeqrZqVBWnGrIP$DBP+v)4CoP-TnpBUnWRQ=Z z|C*hend95hgS?icR+JE9R8~r~LYNuM1GL_NzHFbXBaEDNEpveL72JJ*2(TyzSJQ;givOv1%J!~;vsNSOcWybr_)$8Qv@8I;Y6c(~}|hqePNbPC?;<}(;I(&LSn>mW>Q z{k=06C3y};2$Q#5^DF;H!Q1wm)BU?sovdTyS*>{=aUc`59M}H9%jWmuI!E$Yt8W*U zJuN9!yHf$G$QMaEP?}Rx=$x0CXXHLG_CuRhBf)?})y0HtoEbIcoUoMz8dA23U$Ic@l(a(XxXNYlNjn5`?crkOH z-e5uY#f}tSdX3)X{?YF@7pm_ka8nZ&A9Qj;$Zw>{ImWU}QUBbhWR{LDI>iL(E>t?n zYa7;BuN}@$Ev)9eavR-xi1DHX+X9Tbf+`oa#wv+RQgoVv`zq(!_)pev03QfYXM7jn zdW%FXeDYtK*mzKnr+Ozz>^W}_QFaBE=_gRwU;N$xiBx26V&sI(GOmUMc zk}Y?-l(AYK7zOwed76km9y$EeIq@@B9#5zj!cuhatvJW&ec8(=Qdj-asjvDy#nLBm zUB5mGXLKHu*IBhTTo4RzO)`nrPZlWMTk#Q&6GG_|mm zS4=;#>1?D646B;4q&crQ4Y!YmyZbA{SgJ>j9Sl6beq_UZswtBX!UMVs6%jtV z7`I15A71B4J7XpfMlHY%m2k%129YoU^YTQq`g`mJty#-TYAd)EYzSdx;eK~Sk$AJ3 zc^v1P>v<;`v|k4K$#6dWamB|ekZ85a#bFbfXZfDk>7xz{8Re|&#RbW0tE3mFD%H`l z!<5%b7DZ)F_i^~?)cj{%lumEdJszr`C}?wE6|1ax^ER=B90P*{+_ZeK_LX;oi*_J0 zvEgmbab{#V$#)bjJFk;b$}~7Nc$-_FQ{t)&pzhY%+6{ZBxE(t1|j-W1kKO^)iFb zg%Br0bs>HfbHrfv%DUqUuKeN~%w><(Jm8gE@qa7uu-33t3j>6F7}7QZd5S#wWPyFD z=cEst9gptIPvsPsv?ij*bM$_!k|k>H1kinH7dyR2-^_#SqrL6lkO~~mfLBcBbJ^Hi zp1Q8^E0~}(7uelyJ3#9uEBt85mObBlAo<>m{F+lt5ozI-q-cghGggV2c!WJi2aR$5 zvt_8h7aRx_hHPkG26*JbK=SdHO8U^!H36~OM}u?RyfQ1j7LhVCu2hQ(8CO#A48U8Q z>`cEum9$r0wd$=g*8)t(zyZL?kaE1B5s_4^_94}I?t4XgH}MpCMK2op#qasf@X8}4 zDQq_xX-5+|V-MH$t~S35BhBZcSCCO8X;17G&&0+M0BB%7a?wTmMO2q^Ph-WL?s^XkQnDeKtN(uUY$ z)yh#wnkgIZtD)M>Ps(!Es~i7vP(5PiiakkEiaL{pQ|b77+z^mWb2|QejIYJ;yN`mD zecr5pVkJ0Fa~Z^z?xU)Ul9z>%<-sP?BD%pay~}VvXUH#FlcYbrV=}^5b*0Zr1p`o$ z=-k)h5S!Q0;t4+^%gIc_bfpAT>jT0Roi)(_*4HsLBeg zf<&h|3smhqCnYGIx#zBo|Fa0R-BUPbL3h0n48VwOc`=+{P_&SQmm}AdnN2BF$Sf0x zfI(D;U%|YEr56R6m_SAR4b+x{TBy}G+yPO&8Ns{CBwxu$h=+I$b1>kR-wZ1Pv(zsy zT%ei*yzAe=Ozb#}@B8AaOfgz$nNcS9_t^n}Y&(T|ZhY=N+?@yTA)rMhKe`ON%HkLC z8Z(n`0059+uCzP=R}Go6u@r6()9=uK2y&5)YkwRh;~M%4GXwk=miU8>Yv9@*m0x_V za#3=Jv$J0efQOj90H6Q?=vlq;FC2D+;!;_;gnK+^@!}WO0|4H9wBR;M0!F_AEdlgT5x,h)Xmc6JNmAF*ti6MLPy zy;`LIH~g{7X-Br9%yo1+EO0S-)Jho#fHo#<1e%koyR=UhG$Fs;AUYOav()rm0T4a- zOEi#h`Gr;)9>_1HyBZFTR|AIDYI_qCf8f>1tu|l4GS&XW=oU4CA?ENZU$)e(c;5Yd|7-+$PYXU@Ee7hN&X8GxeSsT>Nu^& zO>u23gR$>^%`+XlhMSDg^Osm(Uh8ljSO6G3>j#+mDScf>YDFTHn}R8O8aOHrK-ldb z>EZ;*E^<`O^rn<3_dx~AB+X!0rq%Y)5_lo5#AF2^M!veAneTm*${@CpxkHx6WN;zN zH3VRl@^9_61GIQ2v@udXBeRipds&&P<5I~km#OEmYh+sik+nK7u+t(A!mW_Ou&mLE zs?&FIAbD0~cTl^twKXIAi?bAYkTgtkSuH3)x>rT7pCb1!)!+`#@T%y zYjqlOqFlJp_Mn^tgs#UYB&#$})P-$6qB?+ljsw$eB zzHeVud0Xf62zyVv_6v#;4`xP61Elu?P^*S%0gburzSgX3p9H3w)u z-7Om{SN%?$^}s z(WKTN0pBh8?WGceLirNY-KAbe2uAJD-n&brL8!VALeXV0Q{u>%l|IS+CI(JtLkS9+ zSXP;k2k6M>(k{x{5m240%7_M(k)cHs?pC2;ildecS64y>xs3+^6?+i2Jpk;}?f=>E z^Lb+5pj_b9k3>Rt&$n=bil!#p<$F#r-*R38%(%Y)$<;3zYX}~G0rmk3xcz})0vK5X z*XcV$&RVFjdD1B$rj-2;y7%H{2ti2`E3w7y4xUjo3t+GN;J0?Gs!=IzPA$nq+>bV< z^MMyHR>okzcc(~S!i$l^VBc-%{YrLl`P=!bO{aDja5fO5iW5xX>YZb|g9f0&vFy zyr$z5f@Tcqc%=Qbg@_Ooqr~l@72QFrtu_Mwhyc6)GxK1=f!dynZJ*1y!+bx_v{_|2 z$&^1VAzUCA3-d*l^r4AUYG>>$*uWSyDM+mw@I)Y5BtS3acl{onT5g+qm6xC%LH4{T z6FA#5=&{T?)s&-uQ&FmyBD(;Cu=hNa7upLyuyjyIbg=PedroFt)N$J9zhNeH`-J6y z=}rHctie@9E3YcmujZfIPLyX>PsNg|a#ZJ1p3jJ?6;xHq$(g5BMgD{-46qu{`+i(=eG0q3chw&9?f?JY#^N&{0jvLLm~NiS9Dc(YkR0dsC? zsRoVTb8G6r2;0e`SCI1UCYi1~oJ_s0{T^zrK+(r|Vx} z47V%aP*~73DNc5j9av~-(#d`X+`zPKe=)#~X=f>a+pUu2ji%L<;GMV)pm}TUf20il z>^2((21Q_7eUHXl?-0!aJUM2f+5~js7Zi{TUzV+37FnA>g5W$tI|Fxswpz-s3xOFr z$N?k4zAZ|!eVCp%aO>G`o2F3lCj1-uo57K#8K@v;}hP2yNkN{KiCNN0#z}IKCIBWm~5i`AuZnm5Da+-`I zd+uhQ9j6MCJpsP`HWlqxkeb0tqjOL#$ddp0S~&;sh8*KXzDx;Z1`zrxB{(|Mf%oDz zKFx_j_8(OfOjS5r`O}_hlw%Ybqdmb72D1Vc$1*6xt{wa z{ufn_N|EnBhusD)`$&?j?5qD~5Y$cyxq%Efg{jGb7|*rw`3#K~oW~_vb>SNY!4se) z#;deIOIWM4UVbi+0&IRu#kwgke~b%?);a2NQsPe~)?quxz-VX8K#yin&uWLkF!y0b zxF>{n?A>XQSX(>qWpN*h5WDvM2T{?apr`ZMU5DhrVzSP`;34ah_6FJQM_3C-LP>Bi zV6dC%Vo?A4PFDp_JF4A5en}Wc2R+Smy;r6$O@3NkB|$!TS#{r`_L2s${xRvchUQC@ zw4SVS)w75WY>JD5;ieC(EyU@TrG#)lJ%rZ|a75HB9CPZsOXH$8t6)H?#0NbknYdY2 zLCFjkc*Ac83)w>T9TuQjDS^Nhzt$ z&=yVl_{tbGt=4xm6)lg1W=V-6s0NFM6>Ny)rk5n-^X^S&_RpQ2zwSThea|`XIq!X+ zd*5?@50`5BDbrNXJ7%ZZDCP_`f?(o&vk-@+MRe$34yut<9Mh4Yg|Vm>3$wimT$o6< z>!WGQ|AR#RP)rs!DiM~(Z;9oC0=UIzx0b!KX?2c%V!?|9GBV4Zc-vN$KtLKLNWImc z|4ll|>@uMT2zc6Hs9oE`w3_=Au3cMAhUaaL!hNpbb{0q8nNaQgEKZ9^D5_8 z5d#RFvi$7YV!CGxjyQV8R>-@Ru7`4!XV9yNNTQ-Bc2m|1|6dLmi@uN|EA5(qaW74t z)q}{$u9|N@uu&)_TxqtH|Pr zXmOjJpGQDQTeb_}c{IQm+g7E3-EK(}K?Y(a(WDG!neI~;g4oxOJ;^`Q^URNkll*Pw zf09Vz*&nCG#6eE}6S5CgO4@q|xR2tZ}O8ec1wC zhm-D4>O*!uG3XJ|U0=Yaj#!7+gf^ohB;NaP*oen?0gUte4>QBp;ZYfk$49Rq_w|3s zlEJ&%3DYYxr6iugb_aH1$x&8u4VTyQfTPAJ(ihekkCDTOz9;}5=Dul3raoXWf6{CF zjn$gJF6O0~{R^4oaAG5;F>i^JMT5k#1P!m50@XH5Ss4iSm|WTg>Xd}8hluJ?m4~Tz zi|_;f0t`Ynxs(Sw0h~e)NVMFjt41t_vP}$L?X!ACsXxnAD)s^#)|XkL8S>=uQA1d| z&P<@~UX1W#A4kA18Mt-R9Ddw61?uDw2!=G~0c2fjr^YN<$y-!W2w!qj`XROqQd1@& zWS~Y&p{V50`;~?H=LhjVv?HT#C?t&Vx zo@_Q|KmR-vpF-r!d!VS8_N$p|#y=0NQ`~P6+Y}sh?Rar#TL=wBI7JRAA0+y{pt^l$ zme&1Z6PS(vVm{zobge3iAca&USAQc!bDDMH8Bo>6{lvL|?*ktXUOXONJKR(ocrx`V zm^W^gR$ox#KA`r9T9!w(7R_K!BTi@jVsdxBAV=xo;Mm?D-wgT*xIP4Wj)omNsS!r~Wmitr(Xh}fihQr zyuftF80r_K_cGE{yr_|UeUpIqvmdRr(0TD2TK6G(( zuf>?gFf#US##pn?_lzx{&*S}j{Fc9dpYP*4k7FL=ocmn&b?)W5p7(VT#8&==3I)3T#CT=3oi3iZf?j5_1vsICrEcXU*D1is&{E}-9RHFzS>-RA313oXzUjRp{ z`3sDBDsT|20sUl{tbtENv2_H|x)?aGT1(;{Y5sPzN0Ffx2}W19U(P@HIfEkB^Vf&CLN?((7P!Vg#L7Ob2cofYS%+ z)~^Ga0<|&3(CPF`b&)7w>>O~qXW+ub#QU1@w<~;*X2ryGn(6+XTRPCBNlaMkxmur8 zNF?IOx#uqi?x@0khyGxh@Ys9x?A>E;qn;dk4jDQd_#w`i|B64_<>=@|<)djC;jeBs z=DY1acQH;jqJ|5MO+Ic=C4Y3jlDi%ii)*6C6MUh$z$Z zt3jMhH&6b@VxOh?b_d0HEoFs6&0OSMc}{B_5xv7g4tRVEeMC5j(|j-O_LtM3APy|c zkC)IhdjIF*MkA=DRxh{w{$5H%d$~u@e)O6YtQz(HnYFETb(p$mq81%HJUwQ!&wp8A z?t=kTQ`mdWjY!6~!+a)K-1|yh&k!HXto1vln)*}{#Q4_R)WifG`o$EbS^YUPBcpoR z&E@xk&s|}(`3VXh18oh_rCWcFaa)dcGpcZJ?h!k?aZgu?T2aL>1^Abb^JSvEKg$<# zJ8g1)GJ_s4m-#dQd^?V?VP42$sd$>?eHU?G%ImkA4gTy@PhnZSpq@;iI?$hnN5Egm z>XSGHZ1f7PLJNox$^3ajrtuJd%xLPKrdiVmI8$k@}4{Hl_W(7{)B z-NxE%a?1ObOEcfcNA+Ll?6ZYSN}t>WhNpALLR5C^&s`}9XWM*ZE;(ZzVdMzEB3vJB z(Gb5NpKVINiz(rXd=}I`?XNCdR%?0ui5fio9d?`_{3AOA z>hcCU*#&7;m@1>T3Be+Tsfugg!151QRO=wdG{w5WjVkfpxxO||soY=6Kd>fvPJYMZ zK26^@T0y&6{j2bVO<_(jXa1?w((HJNugm++iiO-6>29(^QuRmvLB-Xw%W;`TnXnbq zs2wszg6H_&mtO{%K~4Q|SKJqVAx?ZlZ6YLx-9%{$3tvMjH!Q&0`w^Fx zo?h%qKKAo2qZg9M5|{I<@6UYi>bx;$XI+i32^)CBi~Lm4teovW+xC;|T~~fiiSvnm zU!8@68RgK)e_niPF5^|JoxNAy*=gxQ>pX?je~Wn54Es~K`URTW7}#D!_EA~gUAF2! zyw3ovT{UiM{_q7bK*-0zw6s6WezS1RLvNr((02jXWkD{D$)181S5f7cL4FoI{lRML zoPVsHPvt?2c;;TOl=1dh{0y8M`y2pmWIV{A{YXqZ>{H(yUe|=2{QaBAAB#S3C(~a& zCs#Y^(^Cc}OR$50c{y4H?e+Tb2W!u3jYbV&iufn9<7Xr7&mc2)GJI4r_ubp;4T^mJVHUB+e;JL zQmw2e8b59OBIO({m{UCr&+}0#6hDr!>$}Jp5A31(IJL>TXEb)|DcX_%i5bHw=D2E_ zdJWfJN_KNMZVy@*_y75QG;>;Gl;74`!V)S1b2QvT4tNs$7#*Kpz_b4pO%e|^sy51_ zDU4u7oW`Y+S;Z+P``u*o4Er58s0bn4vNxvGs_d=(n&Y+b65pSqCen8^|x>iCDk zh1`bKMk%-mbyeuM7+2hDXkls0J5dnkM^Pp(kB!6)ua0KhCmd9ctQ$_kVioa$L&kFO zQkTh)Wq4mm;>lw{oFC4c(-O4(6QYeyAX7v$MW%*lpp#A69^^U6mX&zeCw}M;4OewB zT&wlr&ql}Rve@+@v#|R3+U1-crJ{kR{^sx!bu_;FL#~HY72G;A$#$UH{`zMRC;x@q zePVmb7{LO9+v4${Pn(U!>c+vgVr}IFMbKJ`+-WfsW3M)^hl*oDiN5X?9wO=@g+fmg zl5ZGQqQOVp4wZzW5B#L%r(RRk((t)3X2uvzhob7D ze_i-K&$R9ktDZv#*BzzQp&)&}|Ep8~$!#WGr|nx*R#~_Z^wOwTOX`y@D5Vij>0w#Y z3vAWr-(!DKzGf(2oUsbep}NWXzi%&$7HNi;A1bv#ie6cv6CEGXpl0H7I(PS^dvGQ^i zX5**Hlz-OZ=`F~y0!wxE!t|^;oJ4dD8b=Q>NQ&@ffGx ziC#qKE1dV*c{#$N0!R`wLh%{uK6XSG?|tm1X`YcNyg|I z|9%v8PJw2A;n#{+@WkEH6SSClIga&SmsLTx#JQ^rkjC)KCwhmTE|f|-tx)+9ivDj# zEkpeQFnF4z8m1pE7K)7U`$_O9;s(Q^V3TapaH2_2qi7v2SPCUgK;180Jql`FA9;8V zpU{nQde&rMzq*E&3{V7wOs~5_$rH+=Xw|4&RxI4lE03^M6m|}mjGB2q5r#!gJ+&UDb4a*3gVQk&Fqz7GXF!L zWd{ap%&n@|{0DjcA853e33R67%v&zTgcv9crwxu-262|{A+z$IJMIr(dI`)fu+mSBUGYQr^lfnNXAKQC;-@PtBrn8JaM5={g7K|U{RByj4tXj z$?{~Us$L7?q}|TdsV0u}6vcDW@;2H?)c`HrWs>-}z`M0;Ei{T})3%6edhHE7%I=yd z+2qnb+F4+QMCI?_O)`1yu`To~{Uql!g?q<6i?v_hL#h(DtJ%>Ns8$Gw2gwR;pyDChPp)4 zh)gEfCrvCNHG04PzS3-9()T3pNpVVP>9lim+VO|dl~EX#Uc=HK1NlfkQu`0-Q6b)Y ze*zPJ(3!;3&y^bcI;7cSc@*wl+(&a)L$Aq#TgDESew&6ob5do0QJr{hm{O0v7Ayr` zuoSIdD}wP0s!*cdAGjY|@!6I+9_+i}bmANiY0pVOW=`U8TYB!;q^gBLgROjUh1m zcX9|n4bu|7>_ag^WQm@IglnrkOA@>zc~051jHfv_YRjQLTguGOj9HC<;4MbXi3mXl zoAy1lO3#sWsNkp*M3VP>JhWYk5_?$J<57KE$I%P(XCDm>x~|?bC#@|eBGu8OzqMAK z3Sy0KB&mZ(OxnM(ydG`6ybA4A9bRF!C5k^5%pfKTi+YXAsj?G%Jzx^UG2GhxBN$yx zHrz$U1+Bq7UyN+;`8AYLCB*btYB_PDr~Lxd!bII3k)++RN*>^DjpAhe@P`Vg zB)Nt(Aq!)K4!L)_l%b{wS_c6DVq;6QLMGS2XB63um0IXcpQ}R&~C;* zZEmcwI{td|af?4DegP^w)NxhP*i0bR&B6>j? zE$iXe+||&A6i;qqZBD4~PSX6^KwQvttd8}RqMlk7Ad%-Xc%FIoyB18MV^9c0E_Z&# zH<8wr9=J`rzxJNo*L*SD1q<5F&gyulk_wl&im~7l>o>R{*=Oj969UuDQ352inOLqW zr*in(GR8#lOaA45&lZ@n-h~lvMgJontA;Olmyx4XVT^7?i@TIjCB>XosGwyxL5SXT z1_ai#=b5Q#*_kXUxAc*OnK7}RRz*l$ue+@Z80eANo9NGco)vqls=FF2X)GkQP0j80tWx z;0i}yK+WW5wa_?raKo&ZZKYPm{w_(f11Hi0Uk0Azrj-d4ruR86RS-tH{kq#@>xROh zHU`39U0;pq>Q)q|Ha3!VpJnTCb7RLP9_5tZm|PZ=QanDx(jsq0ke)wW=ixINm_!nX zL04xCZyOQNNkG#mMjavF}CQKQC62*6<0`uw&*;LRfz3fv@fsJ>MyVN zEAt}@x_6AiO3s2rYbAVTj*Em!t&XgEEpzO_h2rgM5VWO9)Q#8I^9RirUd6i@9|f;1 z{bZHK(8g=RfXA#SX}G_9G@fw(a5OjA13VjMcA$F46MnXrG6$FEa+;3)j)chJTn`VNJ`uN$)HWe7# zn(h~EmwP^3qMiyb^!P5jHm)W$Fk6Gy}x^?@S z9Q>9s+Ee*m87n*v=R_H5YC+7s)^Cv`$tsB@=gytEUaHviCAUL6$I9=Z!x@m6*(^oZ zODZ7cVFcwv?2216d;c>HTHoVluDlR^j#onA7EgpEESulp(&9YOYa!G1xWdD}-akl< z5mJLG{dY92B-7hBM*gF+OX)Op%t^4km1zpa=DYyI762o!&;OPA5#&m;-H^tYv1B`< z^}P3z!klPdc&KWgLC>#ei%i)`Y|HSuw9*-!}DIi_pc-@xqMk$@y8mi@thp^4WaQfq6+RZ^5324^$0Py?$ z>!5CNU&vz8O8e3>O7BcX%2&g5+$Hutm}5X-PLxZPjkrIwiupkGX%JR6)%h#4z=?K) zSi24oE(cXB_3MXluU5}McN>@RlyKF0D~pno8)uFBl%FyaROZj~$P?OQAQEZa!r<(tT^(B)94-=MLveG6@gSC7+AN)4G{QHBhh^0NDCc&EXEIq@mP zSQJ634l{dUe~V&`x(5J&PW*Q)8nPVjtVFtthBGu}$tSN`biaYHQ*Ac@+7)4v#Hl@7 zSS$J`AO*TDMRk{$wfV6KekNWqH zj*t>%%(&dXZM4NoPA;XGEbKs)C&0ZAaD^0xdbF2YZOQ=fo6Y-wegebH-VhDu)X_f+ zdVXRZlg5RGEKFX{m3LO+dIfp3e)2N^e=#1-}~)B72V1 z4mlT;JSw@0Ny(IV&n}SOTAhKZ(%iN^`@9Y`$O$h#`zI^^!aAOY~X5h-$vWr3xPbP+Rlh@ z_(Rhwe`tj}YR-T8svNclH+swJ9-$68*yrfdkQ{pd49LdJTxGbw0eNWC;GHFvThx9X z{YEQTD!lF}{-F1yjCs3mUzVFLF2T?a9613X@k#Kw=9=xetSzdx+*Y|lHOAol{GYL_ z_ftvf$(4&jR8G-i;GUjF4aQH8Su339bIByWtL{8-tF;&Co*^8e}s$ zaKZwI53{AHcJJ}N*st`wH1`5Yg8w*qQt^@4Rm{J6i0ld~$SqH&2a{rN^5s$R*<&*+jf zO-Oq`#Ey;^{zI171FHQ5@td6twFPc9pSfMYjgZXj&=MpCFDAcToBvnO|0b~J%h-n{ zLSTUsKrnEZ8u zLrST%Mm90~Lk>dY54qWfccSINcj$OLC#f4x7UpiEz-FlJk4tNexD;%*$M1YnLhI^a zKtt}nxrT)lDJz^cEpx4--mU@0V4&+%V)yqPQ} z?J`RU#)U+y2nCdS^&S?E5qKEdSRyJ+*t!LmZ%jGxMuKbH95AHQgq zwU&u8)mD^@=KkrNe*zg_>t*xlO$zLV?jGi+oCq7_;}td`v;E z<-a1Hx|AWeddI?FzCx&@0FJX0$y0CA8+IItt<}J}U$=+8e=J)>ZssQD+&i^yjDP?_ z34P_UiC`n;s9w0)ud=H)8VKKxmp=QdW^)qu$YldzIM;nf4?igYj=rlVF`E01P87_3ErB7$L zP=rD7-&=%9Kn8iU%KsA7aI5wj5BDVwLqIC%HiOM*#&`%28Dv)AUp2w9ByY6TEi@@; zL0@5fMp_x&X0lmMEo`eH*P}aICBrfTRpWu+dC4Yz1ou}LH3UdtS$cMFc0iE;srAsl zR7)%iFZ1T9ISGjlC8o{DCMM>!xw$!7i`$cRkskUhMdmzdFPiAMqlg;Wqz;AHS>zmPFNSFSx5$pE zk||3z`GpeRSz3T}9!<3W&!vUPCJm^t9i`VpjJMXkj?7uoc?{7Kge6LA%)3u$*0u`P zcj~h>SI#b7z0Zfzv4@DuK~9Q8mudn6O1K44w+ds^`u@od7+7hZ%^LNMq>UJ@m2X=^ zJF9n(k*7{V?Cl_@sPP%yVc90TLm`oSML**%R2%udgavwqsK(9|k(npl;T;U2OP+Os~+MgyU-^N#)=?BJ5G zF4yYO*9#7FosW&CH2rc&daB7fWs8-SfBex{OY=3B*d3O6%vHQYaKsYn4&On8|eP|W2?7I_k#@dvQb;~k1SEE z)K@E`ABKBFx#>DR## zD-5;WW3^pRIgE&aR(xV^Pl3*4debC}a`J2Kb)W6v_iSOF4in3y_QZqe8v{oO{K9+Ur99CgiZ9)}R(H^KxXSP+)ef zc4-E&i85k7f=y_9(#C-#zH@O#Wb1~C>^e!$Jc@Suq}q`gAncaJ9DG2XyX>J5Df5_4 z2Xw}vmg2}}<-OmD4VbuEKY}2b2h&HbA2vMbd4}Vv7;{b*B%!ibMZA9(SyZRbNx2hG zaag;leJF)CtK~s^GJ%|Nk)bW}$+rn>scTAo_sJk8_-Ku};5{y4(^6eaFdi^+W;fB8 z^E0Y4DLU!c@v-)0?8WNCB4K65w9KQjra3lcIE}1R2^5O}3CX#DNvYM}_kHVa@r0Z| zZJ?l%eBID&i8r&~x_FZ=Q`Sa^oW}$}!*~^SsS|RyMt|NFE19q^*X{Yprpn4#GG3H8 zO)84i&EV2{<=&VJe2bzi5)3RZuILEnXN5Q)$5hM^3o1#BqqX#sv1;i$?wtFYYnff z2E7Eucl2=X*`g%7JF8bUjKeto6mp;7q2=_HFQBt|OMuWdJGDL~;goZ!4p=>)%;koV zEqXB60#V4FprMr!_v32M$xX8z1VOxuzV>raXPjfM9(^CZ_Rp_kZm_}IcAl|0Wtzz2 zenb#NvTF(B;}!(k6Ccp*ij=uk+|-}!_3}DRhI7$)V}bOzns~$?ic%ip@Ctu<>B<{# z-UNx%6z|+b@odoJfLI8FfNIgrWl^)wDQ}2_NkinrhN)H42;uuw2$9 zt`>dA2BNv2vBz$j+B2XOT$|B#tXWak0*-NEkQ1>;3FL;^Gi3A+t#j2>95-rE`kyhAT#s>?u>Qly>4-(x7G= zHgWzMyxZA)!wLch(L|^;WP%mso;yNX%7|ZnT$lgo^c?ltjAPinR;7ww;YFej9zyzGZLEt#%|&3!;3%_hrHECdcvm9dZLgI^OuN96*z* z4j-RMttI}+-DhK;lPD3c9=GZ=0<W#R34$$l{1-(%Fr1FoGrW?eM0mXqHb9jYH&sNB?X{zeZ~jqoV&x z&jfs@E_G$c2`{pPBz5MEP^1StgP_UC;kHZBM1Gs}0vSz!GqA2kJd|@fj{%;3Y(%AI)zB>Kp_DB( zc7PYp^FWkiJnpYXK1ZoXNy2|M+DIpEDi;j7L>&T9(57-b!21I~Eb1df4AArOJ6Q$* zT1<2)Uh2Dgf9(e;9URaoPf!z&mSo>bP?}xK<5_jUbeG}oI2_YMt0-ZK$n}^S%k}%k zBF)yd%er)rH&Mw|u5Y-t(NUIJzMHcP2-rBZXEcXG&CX;l*IUg&mP+Z*ta`o&tPDFB z$Qr4m9fkM=aF)E=R{rz;QZ*s&r1EP`uRoTxMNIq(3rA+M7(D!C5O)s6TxGdDn5m~a zNtM!-T7O2yiU!zmOFibHE-~M)7jk5Hi!%6%>i(iCenrN*D%dy@v4Iwvja~^`@JnZ## zg@5+9CRD@4j)-2V{&i`8x4OJ%pa1mI12iEZ%h>!qgzrkP+cHMMEQ+QB#shd5v=R8Af^-2oBij#;KqIVYj2Rqb#4& zisj&DmuM|8od0uCom%3?Jo3W=tL|@4H$d=?<<00@=wgi74XbU$0dO+brzS8Ft`9XY zY!JH`GZBde*4?2d0MTe;;_a}5?V>c_uU{YluVQmfiqS-@K@iUEDF|?aT!VZFKVxg7Wtc-;k197`GjFAjyb_;GM(3I0d^1Sl}=FX@{6w927hvtGMy9-^lz{C{M>|2L96K&eUX zU_KqVA^bPb#Y!NeJ;i$5d(YnOh4=rK44R7SW%pbBW&O45xtE_7v~m+``D+|UsE2@v z`cEU8-WQ=vAb+HUWuUgKwL-2=Qudj{d`9#lo6wf z<_m$qAb4P%zHy%>5TZvp&YUH20WqZv2-)Nt%1&}i%mq>a8U@L)iftfb}|# zfSooK5v7St^tb_0{q@=~41Z;k4iIh_TE2w(`)|~%!0=UhtpMT!B4>uT(BE&N#egus zYB-RoW62Ee#hM*xlG$|NYY4e@=iS zlTd;)HRnj^o+!+@7`@&$4H`5&MNF!fO5 zSyNaXR<@_t(|`^H4+>XXO>?B*$N-$;3=E6iUYbae4CgObKNBUA2m8VW(ii^)%hEV( zqOajqL8o`#^#@CCu!UL)fF8509;bf4N+=t6#|=x>RJ2g^x!-u@A-}9(y<=JPeB-?T z3J~0%jw>vCOAfPBEaWp)SHvdTPFyVYcD+Ve>aw4&GMoOTCRQlpKwVLv+lQyFHa+ItbE?JpeMhyTrJ@h13!9mXUbg~i;Q7xDO{P{X zc3~3_AI7l>desM10f`lo1S{GpZY}p`_yWSU#qWKwy1$!t8HO-jP|}iq{Ox4y@M9Op z>@#yONJewBT4B>JY`O|JQ5k`=SqvVLMUj*D!`0o>`d>T#XiE(yTd1H(<3i%^7HTFf zi5_z&2dm7Y%+_2X$Q1QvB`*H?0QJy)-rBUh#fqhr_)o=Ww}P3uP#P z(6kSr5sjun3ri@!xM+?Q2EL*;xGIxg5tdNMc%)01u~#$N$D!vtRM>^dXjAwJmJs1}>p|AAT!d>h9uI9m?MOUn{$J#_WsbZqdNfcD` zgYF+Fyl+o^augN{McL9W=2&8RFDk@qOy^*KvV4tsm z&i_Q%fS@iFXGy{3u8-FyA95eE=K0zTCC_z102WvCvzC0w&6W+u#xXEJ0Jx^7*TPag zWS&^!wK;p_kAvN?iPu+C60Yi8dRZI>C05&!iYP`HWi+L3;>p*7x1A9fsNS475%K3KIa) z(J^g$lA>8a)3lxofF^nYI9VM)B^lgEE6*z9Hc=pg!;Q4NOHVdrN1E2EE6(#>tdL*w z;rO8kL_qM3&S9yC0~*Qdik@_mZ}rVN@?3(m9olzUq$TZved#ZGv!PS5*u;u*2J>pA z%(>q~7|4i5CI9XyvyN2Cs3CS6VOi`xye1=>Z0l^<425-R)-SIX+HrCq5qm7bwurJ-G`=PiZv3w}7#(*_i+dsBH$6QbXl3DP1GCak z(jZ&gZx5P+(YMGr49?L=cf}Wz8{BL1%PiS)@U)DQRdxWTK7Q1q>NPiG!216uQVihN z3d=+Aq+mUaivzJKMYA_+?fi=K!+HrgkCBMtU?XWy^e3D9de!5-$uSf=+e7ZNW4W@= zD54kd#sRdn36ArH-&w_~aU5Xo2>IA=4qxWU3HUc&!wDtiI@IzR*>~r7E}X!R7P#0O zUQbRzmY=dRc3e5 zi-p_;xG+}P_JRrTE31e0%B#SY(WIG^6DnigDY=Dtdgu$4UV2q(g%h?(^5pyK_kqr< zcn-x_PZV-Lu%m=THfDl90ZbHs*6GY{7dcFh;dMAbu>^k_3G1yNnlWto)vA);(*L5N z)pkn5UoD)0^m7Fne)ckH`)K=^0T2PU zIr-Y_s`<5Kw^HRvT|}9ew?A*sG%HTMg*Exd?Nn@I$sy!4IKMN83LcK0V;>DkSczbqNJX+_fo@e)4<~=K^QnH%tePm69f9HWCeuy$1f=bdUi@ zmTOsOo+L+WY3}LGQHb~P?^Xl9Yy(h@BgyIQCffRoV^V@44`=p0$bG&6Ys!Nm*Jc6_ zZT4HWGhnaRt@C&{9lHziI4*{wqk)`?6Od*gq++-?+_qKcxtm1I`P2n z2rjwXVLP&fB6%44jf{OGH?~))+azv>BUHAOWpUu5Xb=b1e9$yBVXq4+iVRz7mr6pifF1cW6+VaLS zT38wY{I5I&*r}6{*|19dPenHjkdBSr2#6)PoS34Jhr;fnNB>=DM`r!>`8{Xn&kVhH z*p+7^+;z?73{}LQ^ccH5cC6asOgxThGfVrl!JrKlnjm$QR@T~&z*wB5-G05H=n2hQRK{p&G?YfvQ_L@Uqq?}AY>zTo84&e6BQZ zrVaNYvcn>_skK)Bky&y@w(o-;*D0Oi_m|V_+hbir4WC9?F8mt@(DHQ^C0VW2t&9lT zN{`?}Uz=(1Ct%3Tv)(m%==9tC?Q_4bg0M0&>G(vA`S{nY{QQSz z_nc*?Vy=>WFFmSt^=tf9hf#hZKBcCs||sSLTL ziwKcK$MQc2lF*k-(dr1>3DE=TSOJ?x!rVEQU$tc_-gI*Q$pECvWW|LRlAA}-@i%cYWH;u*#n!HXwa0qR zKC3Ne?8XA51ZUbWUJ-r6qKm_0ZW_3oPifnELcf>Y0SU(}HxoqQ`{fX(X-+yWJ$q!-HCV)MiFpVYtvdzyXtys1K zh^4J~u89Rq;fxL~b8LdsVl=h#wftUgd4M@!n?GTK+{JkWyuab{bWHSvnqYYTZXhgb zE&wVb0^}$cenTv(D`>$|Qyunof1hpFLKVA%l!vAvbmTEg(sT&twRORT$z?5)c{+gEgk`YbmrG90^4gC z)TZ4vd@|Af$5U0XF0dIm2Rd_9X+AeFw!1&!c);Kh!8#+Y)1Y`DT-%lOn-r#urYf4* zu_8MalMc~RtR)wJkv5VzC$UCLW2uGy%LG4xi_@!hdbR1oLsEsl_I@B(JIqn(?w+z|>emJV+uisFuSplCr09DI>` zer(V{#fM+bI*OBh7AAf_>U}_8>mS~?*jyFFDYKE`aslGhayA+1L@clgThI44y6xdc zBB(gYi3IrU7Nut-M1>pc4v6s5LyC_!9dRm%dEI?mYiOLDR2Bf(R5Ajfl-ezZRebER z8dQGJ!hG}uZMY;QqlU#~!~Mpm9=plV5nz1rFR$1kG4o;J`uy$Bp=lNytrj}aUFhBq zKoCvqVOnR)1toObnGK!xx=`+x$pAQA(s{TGp|3bIRmJ89>`~qeB*Kz6xL$7?44#Un z;FvZ!$2$V}{!q2vn-8@X=MU^4hK2Rs{LXs3&3Vi5%aT`{{++rHaL%?*nf7DmuFOEw z#y7MJD(NG4p=?TBSY_wOhul-Sv9;67y!4 z0S-4aYPGVKc>(X&e3cwP+32>@q$O^u*I)Q`8nlD_6+3FV4KR0d#pG#gza<*M^4|e2 znamdANYa=;C$R+s50U4v@bdZEDQQ3)ep4YvrhJ=Y22k=hiSDGOP`en#TYu?y#6LL2 zB2zlRCzjoOR>qdft;f!*u>%{yOTGRMl^r?A&XgJV??0FS@)GBU&?eTUJ?vW~!6q4( z%UvdVn7_P4A8BCgrpAsF4$@&HlS&{7xDq5^50ZE|>FU=k3Yj_{B=Lt03Yg_rx1 zAI-Ji0;r0cBXCNZ#S_9l<9HK|OlmG)9A*I~($+ALr?=zpDQ z6^^Vlrza@J0Br==4r&nvY>=#{$n!srkHYXSwFd^zaQ*MIl;?c= z>Oglh!Fg#oEpnE%k}Bt=uYT{m|HF}^AuyK z-kxqT6(s~RN?yYERJ?PJPqT%mlUbi+tq>a|@sSQIc0^)T*V$mzr@&@Sr1Q_F3Y-iA zF<7j*9%O)SmkNXtU3LGAs*S0@$MOwj@4K@F*3Xx?@!oVmsOHyO6r1O+{P}gB_zhOw?p9ZF9OHrIIJYeNn$5aT=X$Xm;>gmo!r6{i_jU=R#dG zVOdkO=>vR{Y@J@0cJA8`2tKL|tG!7IF5_dxo}&=WX6SOp1mq5k1KiBL#WG#xxwvm{ z_st*2rn$jsd9J_4E<1b5^VXCPOwuxRDj|Uy&Xplj*D58qnC+b3wegvasq3L&%vgK{?2_u7t~nh;Llr>!*rNP%r%syUX(nQ8s6=NX)H-iWr1?kw>|>(ixwp%gy%RIgtphAY%P zyU+OWhYt^gZZdhw9%2QmXE%2RsmFi|ka(k#|At$U}@>7bkP2SG|rr3%J}MK_X22&PL1h zh2ka6uyBzy2l<)G#AQSDUHJt|t{_oV(aH-W-DQHGuE=g-RF9k%FphIfQ1%8o8>?*I1%1G@O`T70i4nu_S}XBzk>AlVP%PJ zu_h#XGkusA?mIK?O|bI&T=Fjd1@&AuDl7Mn`*6b2SMb4taNmj{a)QHnH|y&3uk0=j z`#qtGt7g`RTS(W9vv&!AxQrnDXUn}5v<9v};6%)({8_uTD?HL;~lTgA3{Y&qD~0<~2^ zz?*J*%QTnUo{%a5Q2E5sZ9A$aK~l+uBDMOrf*=319vJCi1zybX{WrBdC1fF0t~S=> z_VC7ZtQ>wdL%A?S1E~eTQyaV#cY12T{&>;Hspa(e*NSt4hLb=vbaL~HuW)Ed`b?qC8EnkFFMcs z7*H)WN;6J%Pa*gFO%I?gEi_s5)NanzO))?T`@+Fvc7aJ2+)*z`nR1nZK;F9iiMzP6l&c;x7yA z0Y4Vl7zh7*Vka$(4U2jQ5&F;9Ru~)O7}Pd^GR7HYISzllgEF@FPzp$s=slr5=(dh; zHuy%)9|(^6W9yu;TCWR>w>>s!VGJaH1^dHEh}VVB^ntsf6px_n>%yoAaxz5_NQ1WX z)OR*!NUV>P2es9xFS@Y+=OCc^GTjW9-R^IGRYornaSl|%5qsa9n@9g$_%;Ws zQOj*?Hq0#Vj>(gI?i0$j`t1QTQq7lb%r^GA#U>ik5_>g8q)z>%1zoB7F_i@IP(M)k zl{^#-x!$2>)Rjo7Jhy0GHc%W@6lo|aQ0UY+!nH*q=8QSbn_bqgDbf4y@_C5=U*ecu zA*m8ulGm;p28|wN>`9B;WR79St$?(7(nA?bH*qhixsd?274?HOYYD>JC8ALr6kk7P z=zOo*3-<{s<#m8oDFYz&OPRf%o^kd*!lvDtE&A4TL*!<=!YEhh_&R~iSqm4+@|y53 z!Cza6@fHzP)*#N9KG-9>C%nMUJcEaNC%kDbJpXNXS*7-$D%=n^*!N*>L4;(VkSoB> zmO*(Nu+j1aHYs8uk#t}~bSMnkXn~J0U|q!ajU6)o+oP}0szzMUB{3&XI8D!H0w6{g zwal{|Ke%3E=y(Voc&*UqlL8RXOU>0}JBLEQ5raWzH*TfxdIe|&!W z?1hR4AGHVGA_qcgiIQS|&q&4NPVZqPJVuTW<%xR<7z(ri?@FT>8!4lGWkt3v$LG_v zty%Mpe3-UZ%MnRKHWF9PlU(sSm{uMCb;e@cAI6rgZ%_Yng*Ug!0PiDUkjFB%0p-?; z$L9z@9z#t0<#mFBAkH&-kpD=XRK%h_dDzY0*`ifG&}6WJ$KAJ2G(9~Eo`h{vw?;#u zoLb;j$G<1Sp~LYdW&rzaYlh!LBgP!M8E@^{Pz`ewTh9FE0={ zcm;9K8Z`jkQ}#UY|LrfPo7Dd&FJLvR>h@5$U)<7r1$2WuMYcon0rGIvIir4I*ON%u z+R@uSZ04ga6D`$W6iwy7us9BXmlSs0GuR0N zydW)d_J4JDr9n-cVOVQXJ7{UEg<6jcLQ7R3YN&uQ2B~Pd6(uzU36w|}gG~h_2$EF5 z5@m{b;Q_HyjhG@qz!U5-)r}~ zp7;4MD1hN^ZK+F&*?V)Rb=sPEXL#5xQ+C~rMtZpU~RO^t~&hK zg+GT%k6#WqOg-Nw8uv)jedhFAs#_(j+o|H^l;VAQc==-DZM^0H_`jZ?x}30bP7YQv z?3E5I69HNP59mTYylx;yi=;csKJCW)!k34LECGcQb90VXU5rzHe=7z-^L#&`m8s=EdB`1M)68t&UG@ zFVLU(etfrt42pY2(^_Tyh2*k3pDUjPKp2P@7!gg11+@f)N7>So2tEx?fR186+BLLV z=31<{cFa?UTnT?fKHb5y9VKF6y)*EVXPDIu72JLVYzjAM5<>yk`A?@FUOxsQf=Wa+WV|A z1Ydt)o08cjmQ-lh)8# zlF1zQ>wHZevB*NLU{roDP#b?^`Eg&5awOx_zkg+Ob%`~pR`S{Jr0<{n4 zZKfDBd#=okuFlZt5|Ec~!hHNM?B{7n*KK)g{?nY_f z)E~SAFgs5FX!YJ;s%pDC9Ql-JT*PHH+wK=RO>5Xm%9oXFQzu97Wa!!W_I&uQ#c+rgPNZeTt3li_~`S0j9Wx;PO+LgkzPWvsZCMxCY%q zK~h8~#-=T2Ih#5dO(>*A%@_r-eGaQ7W3zJ<^J+?p4;g_|0Tw)H%rHKBp{R%Nz zZfQYhoob|r6FtP9Eht^9ieOxVy7fdoQ(u{vRJCQ*ST?Zv4%bl0-deo>Raq2QFy5JL zY7Y0UY1FisJ2J#W{$b8B58~?cz7ZUheExWJ>iTL@{efCv_jhf6S*!Z#RpHNCms5_o z8WGpvhW<+SjA}Is=|Q5q-bqeOv1mruPxBfKiTCNW15V#7gzM|qhvMdR+u&;z#S~!S z`>e-lFez%ow2pP-*^9U}Tqi$nb$YLxF}atu#f;@3927%LNw}U)R4AH~`VO=l`H;y6 zVjE+Mo8v&0hacCj#Y`uTdH_y@zl{OFrxlS-G7tki`Uh%pNC{qw5ip(U0lu1P8`W6( z#TLrp(pYD>Xz+D|m{-t%Ebb`i&)(~$e82A@GDQuyn={kzHzf&1@cC5v7&C8f6*%4Z;xpc*7GS= zHd(@VOmN23MQAOl21Y@6h^38)t9+%2w0S(3mW1O{%-;ob=uX z1mxKD-aSX0<2S)Yz`DNK+0BLt+Od(1U`X=+na$te`<|C;MCT7LABbRRf*0G42nY-a K+bQ&q&HfAIQgn#` diff --git a/docs/index.html b/docs/index.html index 8dbed8b..1cd7c05 100644 --- a/docs/index.html +++ b/docs/index.html @@ -79,11 +79,10 @@
-
+
+localModel: Local Explanations of Machine Learning Models for Tabular Data.
-

Local explanations of Machine Learning models for tabular data.

localModel is a successor to live package. It implements a variant of LIME method for explaining single predictions of black box machine learning models for tabular data. Interpretable features are created based on Ceteris Paribus plots.

To get started, install the newest version from GitHub.

devtools::install_github("ModelOriented/localModel")
diff --git a/docs/news/index.html b/docs/news/index.html index 427c9f8..e4315a7 100644 --- a/docs/news/index.html +++ b/docs/news/index.html @@ -107,6 +107,14 @@

Change log

+
+

+localModel 0.3.4

+
    +
  • Fixed a bug related to interpretable numerical inputs (missing as.numeric)
  • +
  • Added tests for 100% coverage.
  • +
+

localModel 0.3.3

@@ -253,6 +261,7 @@

Contents