From 1621fb675ba26011a8cd160582cf1b2fbc5df832 Mon Sep 17 00:00:00 2001 From: miss_k <86659575+daredevil3435@users.noreply.github.com> Date: Mon, 10 Jun 2024 15:59:51 +0530 Subject: [PATCH] image classification with QNN --- _posts/Images/image_classification_1.png | Bin 0 -> 91303 bytes _posts/Images/image_classification_2.png | Bin 0 -> 82506 bytes _posts/Images/image_classification_3.png | Bin 0 -> 96013 bytes _posts/Images/image_classification_4.png | Bin 0 -> 64442 bytes ...classification of fashion_mnist dataset.md | 567 ++++++++++++++++++ 5 files changed, 567 insertions(+) create mode 100644 _posts/Images/image_classification_1.png create mode 100644 _posts/Images/image_classification_2.png create mode 100644 _posts/Images/image_classification_3.png create mode 100644 _posts/Images/image_classification_4.png create mode 100644 _posts/Implementing QNN for classification of fashion_mnist dataset.md diff --git a/_posts/Images/image_classification_1.png b/_posts/Images/image_classification_1.png new file mode 100644 index 0000000000000000000000000000000000000000..921392865806e8d3ab23ba675ac049316fee3b2d GIT binary patch literal 91303 zcmce-Wn7eP6E?o|BDo;lp@6g?U6LXtqJWB|2na|?cSuOAbT3^ht%P(pO9?2w#KIB_ zOD-(%U+??5pZNQJdB40L`0ehs>|ArsoHOUlam*F1lx zjHgn12owxD;+zF)20cc7<0^iq$4WE) z>%NIjudgs}8;Ulg*)IqIzcee1vtr)>K5`AFcH>`&_1?NA_Fy3h5GbyM`^&@>l14*A zLvGHnb8Wh~fFJp#ZG(OC9DWuknBjMyl>)$h1NJ0wy4>QL*+4JREeI$rb!kj^2bii%|lnJ)``cjNL8yQ;`oMzp-DjuMO>TsPi#QeDr!R|E7P)sw)fU zWn}i*e2_>a83#F)wMG~}dP>}alE|__Wz4SAPnWsdhf?_F8bR+JM+r?=tEASkb8+I# zqBW@7E!VcYW)wxw4g`v>wn=d`%D`oGue)z4YX{HfE2UB5RLgY7c|WVRc$g{ro?$2Q zK2wyqI&B+4ww^x?IfD%q{GL*GactnqIyvMFq;DAcTL}8lEpb1_xRW9>yRCD1}DO5Ez|p7 zT!kPXDI^P(+4QL48a;flZW6J^JpB(|`_}BtRrdkr0KP9}>~ybiEnYaO2xCgpI2jqf>FWU085}~q-`|Q zvO)tLEBOmW<7}7Pd!h|-$dj;=Fpo~IPBLYpmC;ug@oOc#eIewfY=y&W2ykP2d2TWP z9@tmKy)UqA1|@LKAy3`+XiuGw7gu+=~#{AZylv&uUF4|3V}FWciR$%2Bj+Zn43chX2H zb}M*L3->k!)mimur$AR-OUud0)_0+0(`9{I(Ut;cB048AggYh&@1jKHxpF!}obYi% zxnR<9=2EiKO#pV^HeOaUr~Gv!nQHy9tmHKXpjnTUl$04g`W^x>&yj7uqzHsNr0xI6 zyU~vBk}E4z>R71>2jozRdzEbAS(%eNEc;{yGwtIBuv3PGJfI{>Xy>N)C!B{w= zA1V>^;tjRmsUmm4f6-1}#k502w#+L4~r22v2jxpYgm5d<|fe8P>sBq9yP2n_|f$hOASNW{S%Iec!Pd|LYBtRcbxM5 z_G{E1^4^q6ya{`r$EAOJP`PVN>K$iBobG*+am#na-wDgrJ@bw?`HrZ3@OG8VaxdxI zpNPI3zUkJUM$Z)8olq^V9Wv7Uu=>Uq#?M_D%kHh=?&dAC8d;H(E`)mkPiG)2_;8=^ z%)w8zm3%39W>xU)UNbeas|{3&uM#5Pk=V`=!&OLKO!W{*6XqDE5+=59ir{SKqKf*i zYM(FLOqUp$-p$b6(|z16-<{a)0kg7Hj8dK8`I*?P8P6@mm-9sVxz;Z=nfu=#A~^jY z=|2_KcQGV>tZ4`;yIJ<6bmxh5h3nJx^g){%!k-B{nsMBR1Cs+<11|=2)`r%EP&OZK z_hi6yq6%I;-q4?Zgy6N|J>_$H^7QG*6Zt0vPv3uXdpc9P_f)>}SJ}C~j@F27Y`MgJ zolkYDj!nNbzsbIFDt+>a<_9=Kd!$4tZ~Bp*0o!B6(#anzKco?U$I^&o#4*C?huK8G zxE5oyM3mu!&$%qQFN=@ge7yHXe3sE9_9tU9W5m6;c1QLT_cZL(-)z_lP0yEk->-cU zU1(iIQ`$3gXZlyZ`}1v4mV(U5pYK@x75w=xNn5lsOC8Hc#z&`wCKt;WiWf=>idORz zbH#K@9>ddgBZP|Wi-yKWreA()GCM8aE3r`TGVa3fq9yyx3ej*3tdDo2B{sIt8Y(bJB-d{MnV@;y7|fd7F2un?^z>Lb$19LiI1V zDy&}8HAplCxVw2KHvDKjZg|m9(qPoMWcfy{AT2r_E)QhAVs(>?^YJ@+cQ|}Hk3^@Y zh8m^J=vMBDPFvwy)x~-5IBtv_FYYX?bnR;%{9Kz{u}2IYm!J5r+3fY5&TX8=SPu=p z+O=#s@yr5$9zAmineNT8fiSNy~bV9^VjL~sqEKQa>m%t&QzN!j$-Zh&PvMa;uO?RDZMo#<@x+= z)2yip=Uy62+WJS5f@a#Q7pw`AqLrd%OacA%4;>5J9>|jT-MB-dpskbUW1g`gKK^xj z%VUyGC(w}o$=MvKAEA@_q4s3@;cJgk%aLDlOzGJ&P2O?nESU65w@~)58 zNj@sS{*W3jNy9_~6%4>=?F)aqg}9ZF@Pee7*1;rF_@1drf{Cjjz2e(5p07MpKoqz6iWTd;C~? zN_WTPjzmTAmz0V&YpZ&$wEpLS`R#>Z9vCcOrj|KVCI8sGW3% zPdxu>_3d>qL^xoV8Te*1HNpdHKjr z{;^_9Yb8fPUV&&?^`-OX%Es-=VigT$u!G_opRcI2(dwc;zP@NMMHa8zc;I8dn$sue zWql)wnaFHb&vPHGcUp7lRbp@`VYa+~ocmt4H}X(J*vnMPFW$R)C1I}U+;C=ErLE~I zpme0X{Ho?+y_cWWDC1Y(SGG2U@A1^PAbXoiw+gfGAeVy6*O-yH`rGq}hLN@ff1Zoc z&rJlLic6WkInHfI!M&j$BEl&?UsqjP=|#Ngs~!y+oz|!Z@5yh-2OMxC2U06wB~v9d zP;JPMce0*ryTph_lpp4>f(}NP_mIoWDP^9x@ZWr8jN z5b|fF5Vmjc0v;s-a=Q*0teasN9^pvX@Ewh1MT;H=ebaeBY3LGiyk&oTgBIXh-?>UR zRiXo6|8PSoi%3ZW%=#(R<{rB7v0>ysa~0pd{TtmoXOe0z8yJqg9A9<=cO1pjYus;x ze)sYjyuM&N3Mp%2&DT0QfIHatKmbmJ-Cykn4)zlx_74ES&Bgua3O*ng@1OU04Zpt} zDQS8L04M=8RqsFX!r93t`pT{0U3alpQS(Th!7f?sLlAcuE)^#cPEECrNFQ@VC|9pU zAN{_QgEJte8r)S)rps)_<&Y>w#h%1P#YU zqLJlOtIwzJ^^29t(3X>LmD$2RVI)EgxqZ*{G?j3vJ_g})v*Qpy_}5zzV*C`HkoaG` z|GD(fx9!gO?*OEI(574eT>1A;sqZThwX5DtRDbw~#Bi=$JaeglMZrG=rU7yJ-!|>m zLBjVMR^#NMzK{RVhCO(L+8JNzaOeTapEp&Z9>Wn4SLXWvtpKZ>cuo*`&_-%J?f*fY z+gNpM!_@y+0+p=-4hvvJm`gC}-^=>PIHWq*<&6Pj|5zONm>;eTAj3@k`JeWp&%i2? z2VxBVAN&5kZ!Q{ZNb$CquaEv%u!uNT2^B7J+d;|KK9$2v17ph_Ws{D8{x^t%SBrkzW-BR9##o@#yrr! z@9=N0X6Pvq{l9WlFpZA*fuob}i|R>T*;|tem=y{-3i+c))FaG;#g`{@m0o*pIWKmq zy2yJ7nH9o4NmGQwlpk7p;4;-Q#gVnVPri=D^Nr0>$jqUEHH@RapS!_=^qA3#S(Mz8z%U+*=kf_?%rJ6i%%tCu&I4J}Qee5io1@ zn|fyQ*zaPeR_|b_4Kt+m9e#-n40M6Yp9*Y2dW7C8FBlK2L$&^nhz#}I$3*QUW@nu+ zc)%X~F{JW4;u8#dje%yST>sh)))cye!{O0CJ{#5VruB}K?+#ll23*t!Hq8cJUrxqf zUm>rBTF-w}zP7pK!y#4*8owWi{WjBF?tHVLr}7F>Im(>2UC~sb~+Ldq0 z&$hE3;kPz9d4++8l7W*~zI=+VCHJu}E-{C{tcM_`0r|x4TsCRftUO$kDN0vaYi%}B z!;Nsriz+p*g>6%#<{fL{Xhoa1*Lf8Fw&ilyU5Xf$YD=}E>!iwL(-KAJSHiTcftZ6H zp=T)X?cRiV@6f*kHkaP%vjrguJF*cC54?g06Jt8qFdgluKC9pHuT~YW3e3g+iYldR ze25=v07e&hKzGsB!T(R?VD$oUHGq40TG*#P@+R=WzJ`St8a20>sN^$@4F=c2dG zK{eR_%h`Zlz{CMWN=j1FsCk9ViI-e%zdgh|8tCjJu-A5d1w#!93t#OnU6pUzoLP3) zPsx+8t*dxeN3^$6gWE2e+W6l#uBW&scprZ@d&%s#-?7aMZ(q8;T;gG6(Mut3MfxMP zNR926L)kFq9k>=wK9iXrSUl%N$+*b+x_{c_y!1Pt%rUk1$ITC6`)tAHF>BGI&g7Ux zTL5ECQ#e}=?I}t%eeQ=IGBdT&SDp@ul)mn!CZR`N6bbv=9bn*!IXSyZSzkOx2B)8f z*(hH8?6EgJ%!tzuyxcYu?hhfE&i@$;$ zn-6;J?pM6@T(~C)(R{Z56lnOMZNHNw+U&f@?BPred0*h=OyD;p|FzV~tkq;HB`*_< zTQ7<4INqYyy+Tj4Ukp6b#}?>!{+-aF?6aJWz9bTRB*MN<>hcF16|g1OwvH|dEdQjy|Js# zfp{(s$r&}{DWV7TguW}W*To#N{1UVBhcH_&uxrxduVwdQF32S3MOt_QF{^APJviPQ zv?KziX9kML1_VfQ_4gh05hB+R{o6C9zPpzC+8DHc>Ohr}t(Axx7!}D!(=5xIYG2WK zyWF6w)u_tEcl;phuRSmRz8z(Vw?Uy{O^SQZYH^*ny zA6t_H6yker=w%NIJ7#uk?bg8IoF1^T$X?lbi6y^7SejLw<^kso;F=gpM|vHHh&Ia( zXdoFC+U`Uvy{f>BFD`?=d%vXpULd9~FpF90VEE(f*@*U8`^uKb3f0G%OPCFrac8#t z!)|IlZSPz;;B08uZaUQO^`O`>PP~B{eUBLUaD7aLLdSdgB}i`NzW4I%a;?Q@!*T>) zmGJ^|HECtDNhH|I<;F7LGt9tQ&Z^R@hyNE;rFE8NtM4!#$p@|x3#kmFqzm@MvrPU@ zUtzEYPJc1*6Xa>-MWii)}(EpV=pN_8WQ%=(Q&~ zuqAE;v94TJ;8Z<-W%JzxQyXa0ez}vs{r4O=KY|bXvRNgv(umo+(2p}-ocQU~fL!@m ztQf>5D9CE(Fz4DY3*oEikpAwW?Z@vp_O!gkJ6^X#ZXFzE+JxIgppf5;cT0!98C=QT z{=1x@CkT$$#mNO}h6>b0umv?gmHw_%O*5Bo1^;@OC<2gxi9AKbF;aZBTN|u1J zAIQb{1hh$0q_1`^{v4PUc-pkYk{aWucZI@i5U=&Ede(!;q%`+hP8UyTPv8fF>yoj$ ztqd%&dV@rDEwpdWvzO4>9#G)cR|mY=t^HKO@l zu1aV%kbmE2Lyu-_L;_HH7_j__@tmK}*Cv7n`TcghvVc`UexJPY#2IE`>2l$ly7t;Z z6|Jfilho*)xg*waog?f4;iZduI$ixfxp!+T?yk}%=DhOS$8}GDcBu+ZjJ}ena^0eidOYw2I>CQFL9gnX!7%Jnj8Y_9b&V}{<;;wh#+}vV{ zPkI+?mj0C9)o#ow0o)lkSwl??Gg(7HxMnj3cfTpXORY|%zRdEWHU$(SwR#x%8J2-s zbQPpNaQdsHw7vV=RlJq`T6%o)Ghs|`8#u_M+31bLm|qAKuZ)48x#%GOM%?GL_0X4J^8LZkDRQPDS|xQ;<6-W!AOL2L^O z^-|^QjN0>m)lKb3Ao?v}(4GA;cA?7AtDI|ej$@_VwUpSfG{rD<-l^^KSA+s89{lCj zmGph^P@m$}!O1--{?~%+XOytUvj`kZoIbV1+WwDFATVB6C48%=L;nC9y@Ep72>BKa z$d%PEGXtM>S+bJFiJm!-<&di@@v3WokQ)LDxjeXKa_78guCOtq5nn z2Y8>8^^eIiMn+X^EiJx2o8+!bre13hW3{Zaf5yN z+E$ox`mCfM2{qF-`G2#?82UEc+4ffjXD$O2U&L|lWw808k`efEOFpt4*TdV~)E+;4 zU_)6VuC|0u%BOp?V~ZPz+Ai6ZJPenOg6g7QmHOf{YNJB}T>Pd_&^J@FtV|`XcoiHd zv$crP893vUIZIIHV_*(?*al|f3w28X``G1pA&8(l!>91)KG(7Y_yc6+AUTkw&^wGg z;*uTerzo-9@WEo*1gado{xOwrn?PH|oLi-&jD++hSV{Ob>+4;XUwR8b1v!3!o6pI$ ziGT;A(zK8fJQ7j${%l_tfs>`HlloN~-=rrON-BZ-qubxyGk;C<%WCl@njQ#v2ze&7 z?zvaK*g?6E>bW&mBtE0~tFCQ-LP@`MGw4pF2(r!~H;+|id8qRavivpZ^IOP;YqRfO zqm5q2lh%NV>#OPd)*qgs@LkMuCLMT z;+q*ix%Aq{GdE4&Rv?H&Pd2UxLQwwwJ*o=%b|x8|%JLSQV6No*#q=_?SJ7KJS6dY! zZ4O2}eSjRz!c$pPWMYu?wS(gIp<)g#zY4v`k6Uc5FXNgt13f?Ep=HIVwTPQac3EUT zdht^BJdjEPoSWdQ((io*R`ISzv_&_ZH%RliQZ;5Tf*zUKH%0xWf9Nn~sG zl!bE7MmROU@a_MONwpG-`O894{uz-|1-k2)o92Rq-NN!QNfg>v58jM2sy9x4o)LT8 zDhwa`nhMl@$_u>)yRG~GfNEA^k{qMju+2E~B&2{@C2KNM&%dZdwp%FLKb-5f4gG;L zTQmXZ37S*MI|(44GOqQY63$+y{#<8KZ&LQ%6L+q`I4l@$8W24OSFP z-H4R%DS+!xJG)L<-_=fGknf2kHALCGGmygN)NQ2i5u$) zAjPG^c38%Gc!=N4GW)ppvAnm6J0F9!EjJ1N-K^x~ZnVeUi%rp6LX28V*b@JCal|`5 zG~17FXqf5J_0?%~+xh3V=R9v(Ef9zxTDGd<30D3`0(_z#AU)u*&kZm5iz z=HhHMg`z$>N*UsBnC~ZKMQl*Lin#ksd4ff_=!>O=9<9lGdf)v_z13xU zII3ni@I?j7xX<5E7UP55IyJzM>G7RsYlnGVphwm|we*q&M8;&r%S_wGCluK zu{dz0;exkpI|l`$-^aURe(8=Mva0yHbibpzrk}L;;v<`OhK=p-7(x#l=hsO$wk5*k z*X?hwBb!?}=4GP-5!MP6O*zdgN^4@te#9%1*iL@tx!+er59LL5Psm2a5X@WXvoAF^W5O9qy68+&lC-)R(_pRE*nJe|bATqG&p{L3oJ^ zk-pc%EQvj+24#E_4%FW^rFYT03q~Nw&vx*$>Ukb3_^#F5%UH?!D3kCzNc` z`xDNi!##TUg486jo(v{4;mnFsl`78%^whDH-UfAu^GDRgo3XD+S8IfskU1AYlQc+&1EIylg z1t02c z3ivx^vj^)_m%bwd&@Sg63|75hRA;-|kBHV1YAjR&^i;_(W}qcEG?MR!7jt2VV{p%A z`xFfQ4l|boDjGL3UQzc^YWoSraBO}tS=yQ#EvT_c^GdTaqYZ5od+&WFFqj&F1x9>X z+Ag!rYLk{Cr)FADz7e=dKEsdu2C#JyO`@@g6#0;c5wJ~_?3O7~k&k43>vN!Rlt)pd zCsh4G0+!Y@t8k5m*1vZxks_4uO(hx3=^ctFyz6jPn5g@l-zUsfLBOXx5f5`;!D?24 zga_5gH?7mo(TfeMb&Yf7Xh(6lyy%rYAgpFZDt*8a5& z`3Q0A#Zm9o3fq;1Pi5Z?jMQrdEOJqY27h|{mCNCB`KRUc{?yi^qBRGF-)IVa6_$Yo zZ2hx6>H3^SEF|6I-^0DYrtikp2nqIKK4?WZm&CoAzP(ClgKRzrgs? z5Tzn=Kp1muqJggTt)HV~11J%z@L1t>-=j-q^I2B;!blv(7sIiIC4p33*mA%3EB!Oc zIk5Cbn!7FsR=#yf0oP_6H7#B4y-PDyXq6vHA)-AW^36fHVR|(~3}Sz5b`69V z+-B1cva-j5RDw&tt}<7;fGuWc@6Bvwsmv#%^)5CDFR`GvLVOrCk{;qYt;buL7jzin z`FKxmJB2`j*atPh<0+dR)=P(lNh{zQ-XSP&r0-HDN^Q}Ze4RXB{&c=J!KP&Z`DohP zJWs=GUw2TWZQo>#JV<|r3_-b7qr_a`Fo;t!iN$`elPF5s6tVrmO{C9E(=Yka^_m^8 zNlqfZ63ojFTmo4Z^MhihJ#7ThX+I8+u;sI!1D`ur8%3W}$xOlwAn4-Z;YTZv-6`LV@T0mmmnfqf9CiMH!Yq%i6m5N5Iy zm7|a2UOt#L$08w6$F>G}tIb(4E1cqy)wUAOG{N)3XF;PYm0)*J#f&Qsb%n=vrgUHB zqx#blFIg7;KGFWAY{b0fLASiOe~i_9CL8o8yzS6_)4G#*f7S|Io+yqkHaZ1gZGwN9 ze6L={;!IS=1J~}v#N}tdrj5Dt3!@Mjjm)Z zD{|Wl8`pt8?;eI_88NRW=Ap9?SlDSt4vV`-pJEZ*m(O~>75ti%9o~$?Qg-I$ zcjM07JX{3elYBWQsb-UW*_%!Ii(+?5vf7#<&bzz_bqJwl=J>1icMqcBw82Xw zE(5l4p3SQ)c3<^MF0iOn+p{BqK3?$qf`#j$rldu?=`!BFxpIf5zPhvY=DnoJ7nr^A zB+dGFDUT&1Lr+cXQ7}0q>GajvS)bx)4vWgu^a>F~K#u6zl6BpBS4z;{&47_LTb6VhZRw-<}E3f`i=OsYh)H|^96{gONX z7BAfqlVu(!J!#_n_@LGNgIZhum!+?_*T36&Ma1R5RrNmDVZ|cPWfh`p5IY@gU^lCr z&N;OmDfDReG~Fb^gYJI`(@z-?8BSyDE#-iC7t5~fccXjT9JR<&wjW1%xBOMAPHCFI zW(K$`-xDOpBAFM9r>!UN!l3~twLNf!)5hYoVwV3Q$dpF#@8sY?e?2N z_Z3EdtjXDB{>@KPzB#75)9z~k^A>jUjmukr}STr9x3bqgBJbd`2Wo?{-bHy4J_SRoKHUz z_Q%h2C9#WcL3Ke^I=^3PiEEUw>2}t zHvbSo{}E^Kn|6P4vmpIHm;RA_gyp$&CE1{VGT_A_SYEn}S6z(b56f<1d2S^q1xWHA z47fG{*02WpF|U>Xu{-~rPKTTLKRiD1{i*_yZCw~D(Rt}jo8xVd{cK2sy=?D-MU@KS;O}428=3HWic6*g@IE~K8e!Cy0rNeG zHp`k={kimRQYS*U>)*V+aVpmS?&)5txK#9b!Ibz$rry?6+(%b!SVEOG^w!9O8Z*|& zhTo+s!Mu66v!%GwB%XZxkyIj7gU$b|ajTyWAAVl4)YRsEn^()zc# z#k2qi?(l5SV$)?TQ!hwNrY<~o(S&6>c_P|}JIgp$k4|#DH_|mROJ1w7cKw&ZM67Ay zmtvTJ2o?|C-}tWOc6q&!#H@KJqrfK~;%-GYbg|q9SqQbt)eF*)3+)PgDJ^_hJ>2FG+^f$qJQ(Fu?glnAQpgr=wIM$+V8=W+ij#H!T7}?0J7mw3I!=* z&_3cl1j_z8eU@=T#Z2PKOxd+g7g3CT1)Z zCtrI!VMmHm4 zOEj2qh{QHVYDFVjw}PdYheg{i_L>a90wmA_NtpOxn*r-@Q8cLY01|s zBc;*Vo{Np`jmnis@d#rKC7j3r$2p^#HOL|uAP|5hEO{j4?6DvH{>r!JKEHD|q(+>F zD$N$RdXp(%5#O9Sb2H|tgIr9=v;7bLJ(}QK=h&Q4%CQPiTB|-_vH`VV91@qM81GT6 zCjRT7W&C~68p1Y=a8;;siDDtoHz>s-nC{aa9&hy^PcGm3uxz=kDfsw<%8#V(LUUGn zyN4QQBkis2-@f%`0rV$rS$4n0IK#tJU zr!^f9s_ZmH7B{)-`{Sumk$oBeyvjl$W~D6&;OS5lu%C4}+y#^^2r%cG(GTB$6@9L+ z8-1aEU=mLYl{HgXPE5z#Hl^R^>vUzmMqfnOZ;?gFx^$GAobuT~no9MO?l&r^$>@8+ zUVfcAHSX?W4bX4hkF!a1T{fAD)kS7U@+?yO(ZC?SdzuH;a0Yp7_x}so>ZP!f*k;4Y z`ga%qpOLL#bx^L$z^4`Q45-v<3^y$nW=JhW&k4XZR$C2nEk5)ww_*zwS>l@thkeaX z_*&xK($IO6tQ$_=LoX)Katht}`SIa$GaSa0Ud$!c(O!9=xCg5*HUvI;&RRqiJspXP zAUypxW16{hhAkaacl@!_BdHS|CzO!*+hp4TtwwQ5N)Ie3qCa;4Qu6}RI4O8VLPOdEum1E>ZWnrXW_E>jTf*~6ZUUc9UP6%Cy7mCce>@6Vw! z6x#RN?^AJp%fvH(0;Pd+n#nIOgyz1tnxcS!e^=r5)`=K6k_}>okVmpW91#lZdJ8-h zQ~qI!(3AT_EJ?It>ypZi2J|QLv@VZN3iTG+%evr715ECC8*-@!i@~x;6EN#Vw#(flMU~M>4DOl9TRq89Hca zd#oDPm0%>j!|>)QYr9o4K%8yP2%2TE&U|$Fe8kwT>qyctdM*V@x;3!89oJncqU(OP zeER#H{@u|pIl>yq5AX~m0yKX1_^q0xEl**$9cOC~DwBkBFhu5IBZu*Xbkwuvgl%F8qo7KLgn0Cpk2_-v)RYe~1p%kw0JSCXP8bf23oFni&RI`Jb z>JH=*DYD43aZh4kjrq)FpVt&CYuD0!^jJpmV)84TnVUit>$-@rcufQG6az$T)J0yq z%m&?`&@30>4KBieaUCp(q(+>h;W;_XFK0E*r^p%(K1o#C^HcV^55qR|bxJf~PL*OjV8ylTt6ix&TOtRrKQ`0!8L=7~);B}0}6 zU`$7FuVj|3IoEBF&3JpU%c%SKgOUz^Y=K9*127gabMEa3Hs7V8v^*l`5?E17ANxGO zI?AkKD}oCs4olXPW^N$dTg&tV5y@AWXf#*){P_G>8bl#i%9C`9GyTH6*Tpao&TPOy zDTtq?<$$h!mp>G!JO;}>`#k~Gttb&sXXw|b-{XWJ^ybi;(i{x)1y#=~wIFU%divdt z^{vWwy>04)u?QQ>hbKXt2D5zhD*5v5K2jdD54r5Iu5o3fn!cKeQV{v?(NFI)6 zfg-N_BOpIxp6Ds93(es*i0cyHr@;2>L}XE4X82BR&gG7{YC7SaPI3-ayv(nZX(oDB zH1US+N>!XSRiSbnQTpU-$%|q;8qE9Nf&pD*90T954U0J}*qEK7fHaAw%N^vEja$cV z$}1)nPc-PhZqRZPY3*Ri#Rk-6yiVemZ{VN@-4`kGlhVk}HA=u7L`e^3E;$?_4AdjJ z2Z0@7Vo@tsq2$_7=u`$SEzR+`Bo^GT5O?YCVLil!R-h@8w2%2%r0V zR;z}`5>ws?G6@5TDZz;lX>#Bo-kg+rBj@xo>v~MA3DY{zR|3|hJDBc!K{mw|CU?vv zJ0L3nnod%z+n0o8x;ZP07@QfO4*ri^RcFQw0b=l<0gdb9`2*Mz@z63 zlk4+tTj?*zD)o$+UI5YP6#-O^=?`Om~uVmA^C!AVJsd=**2+0w}OL!c} zt$c<3{O#Y(!~nmTU`o3&@mPPM zzAo2C_1C0=EqOn3OU56BCbqkWZN?XYK6u>+j77fQp59JKJ?XtnEH$0HwlHBF64v?-G47JbDffkO5G9r;}C6MX;;E&Xy~U5`T@4 zuC<^hRSHxJ4A%`d^})wk58>^7&4?LB#;&aDFCOJ``b3dTn?!$Hmh%pmUJvb8_Y+%U zjMvZ;!KEBm_5K(bu$q;(LrKFimR7*5OTF`+4elJLnvF;TOR2L`4(%7c!d4| z+r`eH^2zTM2^cel=u==`-z4cwmeUVE^7D8I_Iq3c(iQgK(n_TMAik``Q0Wlm22)A` zvEkCmmR_%AeodunpkVq*nI11>t%}}fw&Xb`0u5n2ro(b|^$DvAhL^R^ox>zOT;kv# z+~kI;;Ll-Pidjg>{hi6rv0?;7q^E4yNyn{prH?4m1POPdJ?#~XMR|9wMTYE&&JBGz zqcw&Iis4y<*R#}6B8d&0i^EfD6J6=`q;8UpDXWT=pS=MHN+{)V92`I>WoaH=8~%>C zzz3|q80izHI7*1%=87`cl80aR*Qx|bXO+oLam`vWxkLP1pHKPQy=t2M{}LYD#bMB;qy6C0pYzplHN?I2luCvYSHz=>jZ_qvdC0@@7=gFy;Eu z>;x0gNR=wMS3xv``> zuIr%5srtoQ#vRs@@4g}nfy*Pkdj?Ys!rF)nbrwQp$rG5KlZ#d$Y1NNS^!KK$(+)CS zIgv@C>%=9dI1wERFU%FSyM6jl}SpSm8KqGQkP~H20K>&0`f%U z@tJW%~8S{4WW^0*_Qd zL?OU~hpTiQ>V81>9ZMBVHM~_u8R(CSb_6N}OpdAJbG7GN=n69{6L-Y$s^wM-sT2RTpCJK^z^Yj{^l)acK5@I4XgQiha;%_Oes9oeWL*|-~!xwjlr zs*N$*jrptww1v<^tpy%v5(yK$IvFmLC1he0P=U2)f!tP$&8nowN_Q7F4SQ0YpyF<` z$rU8gFtw5WZAe)xTsy4$EYpBECJ7LGviVYNXY7Ja{&GC?VTgDV1MRSPw@?VFMNs5@ z-XkVTQlLRMi!bdj%Q!JN^DfaKDdi_)+x>Ml_XdN+U2!Iye6(7~agE{4 zPZnt7WvffX9&QS1Ftguu&UKFK^-h-m8qYS-r;DBQi4fCfQ8?hSEF{Zq-IeW!FR74}rx#l>%>iAI>Po!Dq2SlrgLB>)@}N)OGuXqmQ7jO`WZ?ZgHmm5{M`B zZ0iQJXzO6MgKk#rY*tF@>Ej_ugqo1hz|dn77EOlxuCx&3a+9+6z>D2wxDfSTSU}!?YNqKrKgO6NtVUaz- zLrrO(jepl9uOqNE$xl9ew>!b{RKPryO750jQZ+Sau^WKu2V7}{e4SaQR#~{ir$q;v z!n2Q63L}*Ke-4?Z(3&;ntvj?gDq#xsz$RZ*bt&i$XBj2}u_gQ_kXwV(yrgD^E?k?#6};$*m}Fwp1CT1**d-z7%4qrIsUy8`^*Gi+uCOY=IMYC zSoW-2L2+hR(mN*w<2kfi3MQ&`Q8WTNKx~SK{IJ-xHW$Dv1vD13Xc0yd$dzAq(Tq&< z={Ot_dqh6PlqFK&1@4G^2Reue_#mv3G`VvmiR6a7M78sh{{0BcF!^u9&0u=t2`(3p zk`=8e7!SZP3Jh|_XQyW%jF!@{rLuLXa5(PgqD^H~b{;p5?d6ZPohbB-i_I&ay{~uA zV+;@Kf8;FoFxZY{9DuBkknoWxC@G&0Wt4Z}prY)XeSl6Y#k0U5eRQj`=$1f-M_q>+X}x<#Z@KtO5fMp~3k5$W#EfqD0M&UyY1oaf8?&7Y2Y z@3q#w?!4~netYA^91cC+M~+MJHYPRfZhtP)gBLBqpQs8<`nXSTSyOuMefcVE-Bu&J z&A~!zxAj&=`>XjHh($0Ddm!dsA1A?E$6hgx2>v`4A7er0@NzDWjbMkc{Y5Fa=kFEu zmFTO}3-$V-_8L*2@!F!~Fg-GRjh~PIOIQNem|x!vjlzd$Qz+f|Kq3eDj}V1Q zHCg`-Ar|T`^d`CR0I6U)_X{eL9}tKyXy+AqSUXH=Z76mW{9DLIjX0nDG{#ll>9FqCs(R>p7w4CqdESxOWU| zR*;6z`!SB4YQnB2B8&P2DJ*=^>0fk~JRkRsJY1u54%Sqye`2S-LtrdF5UoU?DDNpL zGVC?C==Ndq3`f83!mqxQ^GTXOH@RANl;9f|V~#0PkLomWMM-Nn9o%$;w9j8K=odsQ zzr~ZoB`rQ;u<|Q{Ay3_pep>usCRz>P=%4>#D-UXDgQndS|7D9V)<)pHR?5zo6qg)s+DIlh`>NGysTbXVt z!i5{!JN_Lz&X=^94d&SJXD89? zu2FS%5F5QI9M)Q6tJI1wjd94(7bBFB-I=G&GU*ZlM|qZ9V)oIFX~(9|5J;qnShu4= zJmgGfubJ3j_gRPrmxLVSXSts^z35GMAw5hL<@B@T zT(sX!Mnug?DS8ECKAu&T3S_Z={`^#m{51x$1e4yH_zj`Q9CP0!s*ntn*jAZ#4nkFj zVmKU`(Qt-NUs6+w1cIX0vpMnp# zkGuC-gsHz|N8npSB;}>{!*90qZ9@h$a)RC&U)(|{v^LUaqNR#t)(ItuMe@(=2ZXCJ zZhc1Y#R}xxHw7yy^536@qZ4qhG?<@Ao75!hKz=bt?YdMU?9(KpMfS#deA<+smh2|q zQ5gPm$UR;1;a6I1N8SzEyTO?W^lun*w&WQJhadZMs}a+((q>IHznBcm!gSp8o5$k- zxf#jd$WrAToBS$!p$K}|7``)8Bll>3au$?P6ja7Y74E<==|?=79p!cVqzvoqxq_rDYtd(@xX^XT$ ztNX+wDm-2y(f45ILy?{L_;P779sOTU`7ZIwM;5v1%|r^<^-j zJGbQmDG?v^kv);T`pm` zxmciG^nD(9Ml+_7bCF$@Ak~_};gwM4YF1E)#xfcSvu+_AB@0@zF+ znL_S%2QygDh#B=jHnP*6^9UPJPCk7Ajt)l;+`En4ofo?NS*xLyAcftoWh&2QA!OZ6 z@n=c8r~RvXnd-FKKKnIVx7>m*!Ori-kG4x^RFmuiSybE%TnX&o7}Ff>-)`OonXlng zI;3!+*JlOanDU=#-S0S$s^5`b6yNJ}6Yh-_RZRVd3xL#T?eZv$VdW65IE^(7Fei`$5bCQmRWp@ya^%6E;-Gl5r^E<8BzF!+^RM8d^gyQA40fE9D0LVhJ01dmDRBPSgmyp))%Q z#v&~o*zJhF+pcd?Eu-=b6*apYYbz`u*MqYK#=V3#Tn+Yb4IT z%b+ch@)WXhmBiO3&qf>{7rBgopP*t&`Xn=s?&3cF>DTbhDe`f7x@9Yd4Hp16w?H*x zkj65_GVDcbD2gX8Caeeq7(eW_XRBLgJ0yZ4mZO%bf927P_j%l)sfpX0k#wF@;B(h> z*LJ<^qG3AOk!;2aV%sLzlh>zRe%9>aE8ZdSmy4r9;oGjK6%)%)2mmZPU~nu!FlaaB z2F$&|(w}+8LS@L67Rrc6oEnUUfq}0}JqsNtrho>oKFb~mt)6kG?kaFlM^9U~SQvcX z9{3ExDKEau^uiMITxOS;(lVOB1g;2`nqGwILtaw1;uYqOg)0gR+ufd12=C-~qV5Ye zw=U!+@;Rssoc9fsh{WCtmTCZ-VqtfOBfi2BOfxG298nO0ZV)lZ_T(-5YJalYws956 zs!hh!PqdBRpLw^LPH~urmNS@SBO{#h#(22S^GIQEfHbg%QZ_3fa~X*_FpJYAn?c9s$=G4x?N$JIV)@DpQBl+;Y0sRo)*Kh~-P znGdf;_cijv;HJ|aFHzy@99qRwdKNm@`SLlp&P0XZMtyaG=5foua6zy~9>>nIZ8v<` zj~DD5P(Rn)TG}kwlZSQ5etS)CCri>9gdz5)ILMCj*S~S`@W#TjaQrns*sG}D#y6&p z1Il|n9ou)&@l~lepmvsR?+B!xLU0E&2h_5Xv82bCLBy~FEJub+KFYVyjYRAy)nLsO z5JXRSF2la33ypd_oC3D;B^G^^gfC(a)o1_P1;B1|2q@ZG->MDLfcTQh)e;XtC-WgC zxzP+X5niHSZ`i}=Jus#5gHPBEOIp9$Puh1@(B0mVwHxG#&;gtZbb|w(7_8IQuY+9v zM)KArnc|j=9V-zWHq|68zCe~Zlt(6z7ec<_3f!5*lpD9agLllcJdNcNHMfGLb^O~$m8o1JsVzr(y;cpy?fNL4MORD`bqCSpKmRpmTOBmJ~riI$L?o2Ngq)sRBe>C z2$g34%wVVV;yJd|yrjCQmkEX%hmz*wK629sH|L!)E*~1^<&QUOoaMRfev;Xf`|ZcJ zO*eI8SkoQxlapbMCWVV74V^Z&?KhWUmS>bPPvj5E#+`s~(TeI)hcrqUeQat}YvOL% zMc6*HS;KC7if(U%Ad;;Msmp%nA=pZwEK5jzE7gZq5C8MiUw_4=F$zFj`XV-d^nOMu zh6M&oxg{sd`z+&o>a1^E1eo41DufRN=h%O<^;gH3Q{tD;iVNhHs)H^NS7FR$9LISO z%Zh@Cs0DmP=1ig(bCse3Z!?DmO5wkr%PduCP1H9qUZdQ__ zuuqJSKc)#BOZ13@@^!S5J5o7nKlt$=$8Sj3Ztyzuvkj(cCZkfc^A*zoIeM4LUsh34 z;~<8)(6qaIBn>GLPxnFMn>%gBEgWFt!4g@FXmubn(?;p*N+dTa*C(+oTi@(|hsj_A zZaF@{+eB=eW-BlC+Fs_6&{$rbx1ofVWh<8VZbX@%IQ1LOITJ#;z1|v@NKxj+RFAym z8oN-B62Ub>+L@tGp7UqzM|LKD46D&TX_zUj2i+txXmP`0ZFH*-`v7aTuTdEVqydLr z67Z;JdOP+z9pMq#0jl+cD_)UjkSIIQPWTM#+=O@<57ooh@0nyNrA0}emlHZCH}7{> zXkOO;;`G6gc56c;l|l>)Sm!npi-Ivfr{U!GU;PzH>PAH)`+EoD#Y`I?JHG=b3;-U1 zdJPpZ8RQocJ7555hb*!`D9bfz!CW0}tpU51tu&u_QWFTYcl$EciQ-z!DDt@n(`iBZaW3DAEfsv~CEX{MiJm-dd4adk*rk0S}@=;rNXIeo6fziZ55 zNmPwB(CHP7MJts3K>C}W^>{2cka;f)5X5E=_Nn|rXSey@aD0iWo6_T^knH5J`Ucxn z9uLzBr`1Mo%3kxKCWWYEH6^ivcXgGgS2oRLO_SE?lI6iZ4Ld&@a)D#*$4HxGz3t??6HBBSN{VllgAAN zxEahPivNa%T95z<1XXVQSAQbmE7-~8O*~SI%Xk3 zq*G?5y1NjgPO-ng-#$61KOwHa#B}9R8DMaEYZh;#=joow&oAFL2qQe_0Cy}tuU%}AIx$OQTW^0i znf9x=CEBaI1}jG4uTtEaqe*C}%}Ej?V+>O**Fkx{!h~#dNPr*a)*s{|fY*G$M?+7- z5J`>O%=%wgSF)&#t&OCWb7G!LAvton~q$5Jk4bEBy0COo#(0gO>=IetF6n|(h!vBCn*g8{nH$zp=bc%<2j>nUq^}}?fBkvrWsW!SVVPmq zXY1)QIn9q(j|wn%6NDdn=W%sL{oDE`%d3K~Y!qcTHl&eQX&1 zVvAq!lUqwvOqW$pE450$O`0iKRjOj8SHdFCl9P>i8}+QTCxyDP zw4j(Jou?QV!zpRX*v<1%G6s?;t`&4bNsUP#PwOj{d8o*=#2Q@^3Xet8ZCehNZo z^cRsr1|yecwi9`O%X+VkkgH3J8A@KBv>f;qr+X{u8ZuF^4WntOKBE^NO>_b=UKZEy zbGbaeNBXSMaT_02YO9D68}Q6TMgQ;K%sOK_)-ekw^=H0)~G7oz9D|6!f$}iZRS#9tD40t zB0}_3Rxg*xewW-2ptW&NjWiluG=MGw;Mi2B7j5xT?91L8KkZuaX_hULxUfN(Ko0UE zuX-gjEEH%5V0jF`IG%3$!xi<`M|-Uaz;6aX(kRE!+l8LQt+<@b_SWcZ9U zVy89i_v>H0UT=t)(y`l+Pa5}P=iWWIt!zI-v_eL7fg+wdOZuv*L{|}s&e(=L95XZo zFw6Sg=&=Vg7vKmPLKIgDRF! z7SLen0I`p=a?`+kuf?WLQv~sZfGm7{1>pY}`g;DuT-wpN?NBR=gb3kuFsH&uUlgG> zl|qqqgXlDc4|@~}ky4iY1EL1h(Z_-L6-7mm5#g8-OBONFWdU#1fFez77R|3|!9`F; z3;%Zdn+brQCMFlM+XO(;KYm~#6E>icR20PpcAwUO4VQ>8=K2|sLT*8J0_aapp5;D^ zHrr526@HUs;NySM9m_LR;u$!WHAb}Hw6>S%oa0>f8=%i>2N3jeZBkNui)k(gv<(P} z&2p_Z3`NoN<{5bs|A&RW3E_1^}2I^Lz%e-)Ad< zL4}in&UkOMI=6WTG1;Gl^Z^t%+W@NBnzGM*wCo{T5EmJg+!DZN-%F$6Cc*qx(IERM zbbNVijyN=8|Ei9Ff#pc=O_+Q*_MyGw2c;awmr*QsBsz2IU|za86=j#(N^w_}?*b6& zB%(o@C{86SI>#RZtGaCfKD@Yz!enm#Qs*F5bRWhiZCP3x2g48#wU?bSVx)tzodKjQ zgeqa3^N@_O^j=VauBATZa-Roir12nL>DrF}Dl;Jpo$^M?c^T=b%wH5%4 zoqoWy9PBY^%uWk}I4n8NfMAIEuOT0pYRoxs{X$#x@#_^;XflXun)DbAxNp+LM&iE1 z=0-mjeBxhywI>OVp{T&v)5`Gp#e-n%rq-4dzkuYuNKL4Qn16Mo*Qw{J?E#fu72HOy zuhfR7g`O@@xYbx=>pdF*^rm|_@svdw3P>zQY6qFoZ%%9`1G#VQ!%|cfjBr78b>Ynri0F~e!i zey_yPlLacVX6T!0kvme0|Z1f@mG? z>H4M@m*UTZ7**xZ-Ii0I=mR}4%Hc!jz1^3P9na4q1ipZYX=u0&3&+ZJOyHWnwbhyF zg|~0sBkFz*^xm{pqQljUq4X^HM5p7=UfaA?iX;}HX_{|rSA371E`B5kq{8E6ws&*C zEUOQlkFKj{ZY>=ld1HSpOU! zUh%lg2%vT_*Q_K0U%iGML?y%)9_>n{opZ(4Wsp4#L~KdmYotMmeTfUIp$6HZgcn(zT8U z+O%@P(LtTf0L;}e#lGVvru`ji`0Tj=KI2@{!Nm_zP##|AK(b|#=T9_P z5SN}smV*Jsc`|{%`{nA#CV&!ia19C2;a+T*Q+jMxJQ?&@bX^&4U+w4RFJ@>6!jil= z7}BE7_A_g<^zE7L&u|nOjpOMIlJj*On2$P|m#)lNX?BiRytQnCdx<3+5Qq*Zr?CfX zWE705vvs2fbO=zqYc7)yFtLz{ZTV*l|8vJvar|c#B%CLR=9sdviQ6oy0R<`&;yP2zKy?zYqnm61TCxjYqx0-68-974*g*#7FmK@1& zX)n7Q`M*9u2yP(f!uZrus}2wh-Y2t`_A>HE{9p-xiMiD2V0ZV;Rg5JOS?N*SU`$9W zPBZ8JJ(^q)%QqAy;c!j(vjVqfYIG-25vCvS(cxgDUF^o~dweoHQePZc1A@mp%lt(` zKB0+X5M7Fb#0yz}`nL>SHT6cXaU`X%eeQ-n;b@f*G`QDPTP|lkr2M_#N6~KRS1)7} z2s-#JCB)ru!k3ox4;J=mmeI0mS1ZiDL@pJFJE0ivr^JX`CqcJg?8+3~Ey*HmEroYY z13um0id_nt6RRU{=SewJYWu+n%Vp_dPO{DYEX);a_S?B2ry`kH2Ggz%;J0zO9Pa0* z!>xbZR6H2lSC7^bPTS3~h)+dH zP+>k4j95yxy-g)VWYs*&I5W;$HTf=c0w|Nj`1z_Ci@(7Ur49zpC$$a3IxO-9lr<7E z_s5FP?W;)1tYrATBmKZN$53b9jRp(EA)}w7suzWLwaH8|;>LwG6A|D>ukYa9{7*db z_f^j@00%n;E)A8@r#m1A;~U?*uV=-}R0R+G@_e&{VnR%<4F@UB3;am8oN5cuFs}u* zBE^&>AztMSL%2GRh&Vt)%`EEN+2}?o&8m7=O!M33JP7M-dYg}xKw~JT+fTDNWZ1#?WyM_)t*Yt0 zxGJ(@@5B7_&`7SSV7nY#{?8H^(wQk~Zli9`p&+TFTSxH{IMwl*pvkc2&JYcPU{6}C zwoYfD)zj&W*2oPi76~3DWb~#3nTB5echB}8gYbYIK4m!mSudn1Uh{EoM3>puCS$N{ z+UjrXR;)RbZc!Sr4~ZWOh`n^U94I9Jw_w4-nupZj0xD=-gH`)aR>gr71H_zh}B8xDjHh?gn%g!Y=`tmXns3~#tp^AS0E$DAiVcTv`D_^c{DKs7SdtDxy z9(Iw?Le<|t~d-b1zwHjsOh+-OLhN;hA`EK8*Y(!Gq8_)BB)tQYy zG(XF!Z~{`FalJnz{(GZ=^Mk&D1@DZHSw71CbW$91W@otyqKZs+`I{a3pC41vptT(* zD&p1ObD|M!Ig4g;?#-S)yLUoac0hclXDo%%GTwj7`@cov<+ zboG4AAd+l|&Lt4+VjV3ZVJ!#U$RzZ>+_ldwP-Q%D*%*`7+cb>MIcw7G%?f{p-OOo8 z9e;JFeUl)pXj5l>)q!*IL&aRb*ab1rDA8!aX;uGb5nu=G6kM5$YxDXQN5jFp+sp-$ zYu^96iT*!QKhOF$aJC9B*ekVCK4}9#21Q=*;(d(vwTJ5jHNSzR(*P~dOq>ULD8fYCAUN#>%Tg^JEy1>?gf{m*(2G;@!*OZL>N8 zWe;Er<%%&f+j@k;2|)R8u00lqt)BwPdk$P)AWvEA%pv)~bOfW!83g@6R(|b1G{XVk z-u0q&rxlGq<5wmw;avO`tx}TnlI_IcAR7NGwwKqKN)j1~_P6)FQg8MRjSy>aoPHew zekLlheN7(uwZV{WA?rd0=e`aO)j@4UR0ZxWE_*uAgO)$SC)cCP+X!K5qSE}y< z^M&}3P~lh9z=M=jmuo@_kg@k8l*7lYmD67LC?`+CF%Y=T@R@qmt7Z{6SAJy_gkSmN z$HG5ve$B4IlvJ;wiITY-tS)8-A)v29_x3#Gq9fd^wm&VBUt#rS;sScDq zQfH%*<8~gd6L|5xR)oq4<77y0B(kOARf_FLTFYXuj;5shz`fFXp!k=%0-X5%YTFQG z4LLbdutD>|iEWLgKvTQoVW~m!oa9J+jJsB*+N0ZN2{&JAHBP+|62b`&ZPs63HO&`! zYj!bBpC=ME6qkg=Ro4qiVz?@8W)S}!hM@D?gZg$DKk)WKdh-b2A-AO?{y^FOBbjEY z%|o*F1|-oo4WE)G_)+`Me^CGA-}}#m+J7d@kBQe#Tb$IQr`^`MbBM*z>K@J)0=V%* zR4?fJcY|tIz6S=r=?lg1@h;Md0emvz=Fx3&^wr#Qy;XKYSZYY}C=6v%{d)JUOE@{sW~M1t^$uc%D)MVT)y^pXaef(m!#+7su9qiH0*xxbhMOk zhr#>Tmc|AyxNIufnHH6ImFRgP*KmU<4t8Rm4lL;ar~CW0hXOhwMg`FAG5YQkxBqhx zs2}~1^j!&w@=AquM4P3aCRd`2)&DwJ#^#@+<&`y~$Td7GT`r|F=Nv0tKfrtVUl&&x zyw7{sz}T#pzZ-SV1EMmqkOXS05q!+}*RFVfBFq6K$<}BO8K!H&(R8WJ5urlat?*=* zYyP1Hp09uf5_*;)0D@-o0owYkWkKPZSO7TGZ|pN<@Nc(e3a?3AN;5($3>jfg25Y!M z*z2lEnCkUEhqcTz!B3Pg2i1f1-Olc6$G7 zkN(0)i&MDKRx<6?T861BVaK>%d z8Gmi;=5Mlg6PWHELVR(jw%zBoQ7@XxS#%oD?6&@>T;gcq5SLqYNAkczbJE^Lpy@1{ zTT9u#uP^4q=kK4|^XJSh=rn}tY3`L39rw4?70o%k6nnWeR-Pi{96ur+AToy@i}V=K z&6O6gitURbj~@sgxJB_>QVpMe`alToz8^RBWpzZ;wl+*)*V6?Ite`e`{pO$hmOu^` z5(B-o#H&J86&;hU^(|LDl8Lg2$v zhR@zO^3KW}%jYZT+BZIIb!p#QyF(&S6<}~*AhLEl9#-$i?IK)`p|NQB)>4sClQO47 zTK;Kt&;1rHQ)qy$^IgQ4ArHmNIWllz_N5TZ;7dJxu^ zvj;#zOC-nz*@;65hL=B<9%WbODQYif2)89+l|4-RraAm@o^zM&1Y_~MVKYrP~n z{#K!Y-MkQ&8h6dN2JF-s>RL5wx?LM!0swZ>m=F^5=z_RykJUPr^J=5}}q$tILhxle9Oo}`aV72=*KEOFFU|1}Q9yyyy z55BNXz(WOXSt;e$CXxYQ0reZZNlKvdNrF&hq{861-)->tc;*2Al`VmR8*pv~Bkc=Y z`XT0Ou~v^9v{abbai@_Cw>M3J3rJSv${O z645UPphPhy-rqw{r5bY*e0D-Ibt-ZuOmv6t2g$zN%;he*|CHC)X>BFo)yU@Ja82m? zv)%&Xz(RSR2lnp10aIZ&b)>rSq=lP6(>#_!>F>Z;hu?N}kJ}^bBsHw3CZ61+*K5eE-X4g+J#zMc zoP3LKNxQ(Xz`c4={uBR?o(hb?FQeM8DtML{rt@4Ksy0J~qN?N_V`qy-+7Tm!>#e@_3I8_X8{P)qlQ8hkAjcUPv$;5$xD!Nl^)Dy_er_t`zR zCOeqaz~^=H5gD`3efv=g-^Hp+^bOc*@}vgeCzqf3oQQCH@5VZaPP-SmmY03TL$SK5wvnrE%xtc!=YZxnq#5qVT4GJnHmB7-BJr^H z#@!_|{p(Jhiny`PQ8hJFkC9XtSvMobnL=Qw*R+2?wxH?;Z@kUi}zP;WBBj z)cJ72$PfSBi41@?3Io`56@WpE_vx>Ccu8^@6(@!dLinu7`R?m>J9%PetQ8x+e|Ol& z1o`2Q4yX5#M*;=)m=q8IJ+LhWa3$o)01=<=3IO?eRIFR^`A}+sLyz$7WkJQvNzfJd zyPp&MYSwTE6CO~ghR)JclGR(TYQ+x*3X%{g-u5&=Ll}x89}_)YhzUax8mWDh(gH9< zB|XBw$RvOPbGpk2xvL=utPGWsS-y!`QZiy`m>t5>tO;^{#~@jl=m28e5t*>aG6A^c z_)uL7sG7mkFj^MSxELfBRgMbqnbzO-+s7RHyYqiBtbio0N?fPA^<)0C=PN-&ZC`8??VgLv#BvH z-R+>E{2s^qpcn3a!_yco{IvWv%O!5mI54RWB^LT+t8Z$kZH&MPRXLLW0cIL z>)kVPki(tpMSMozTGXk6qScEpwe?;-{=;Gi@D9iLp8zCx38H09z$iFeY0486x)Fto zDg{nGw;lBSKCBo#%Yz=yZN##L%6Aujw+9eod;n+c9Dq4ATu<@2w!>8Z%`FIIfW-c^ zUz<>ulmNnq){@Yq_?WC+MHHmdznzFoZxD2In6KX3X`S$hvEDk*Y0s7qdsh%`5oOI| zLMtt{w6Krx6?Y|w6yu~NrT-=Pq5Te9%)4r3GM7-YV}nw)OOjMoq7C+Bix-d4E&<6qX7l@{QY7uJ)WzC|CwWb>NVd@m`HVme{c5|fw+$PuDftWzVlZvS zOTMZ@I60cj-pMz#U3`n-xVYmN%5R~*b~u)^U!-3%x72m3f?-JrgAs%Vfq}q8a1iiE z-y%r4*_;dMo)~%2m~u{Bukw`5J7-#`-g*lfzog`b`Q?~_)GqF3dP)jZ0qaL^Z>4+< z>1nQddZpuX@2T+R&pz*^c<}oy7%A4fD-TA4yoiSBmhEEKJ$)gY7{^g^n-)Z}gL?rK zGY&7U-pKGC=B9ZCEZhG4(#|m5=vDW-(d*aN?>cipX{5SyxyEJ z^_lkhA~!O5{AaI&%uDw>k&H;#_J8HD?3v`tf5}7*YEi% z(aG7lSGTgRHX-aGW65o1P+I3>Vl--sj6@{)UU4iKDgr;EzOz%GeGiP!p&@Nt?{h8` zdPf6S6MM7M75~3B`>#LVdjleXD|DxpT|DS=xxIW`fVEoRxUVk;DPNT&xpq1gBo^sj zO&5o{`_DEHzkGThxEW`9>7@x41v#~fmlmg8_OBO*ppEDie?(`SQ2y&k|MS8x_ZWk> zN2P!EDprl&oRbL?X&3A+M;*ga(s;3U{wdA{v@|^q^ys1M<-tMu1weoL`V!$*=W$%L z{c*b9t;|qdWBFf)8U?f3@JWb}Iq2ee+-p=NgoJIU5&|G(Z!YK6ip0d5dOA8gbXB3l z+Ak`gsRv0*PD2_t_^aAVMS*5jx%?^;E3&+OMF{TL&}}?z>7{?f8JWi?C|11~k`rkWADhC z17E|zJD}Qc)hMaUrpEO^4emS(dK;uD^5bxQ%nSV+3kzWswX8vQvWV?jM@$xs04!8* zLoZ~s+(Sy8E_F>ZhH*}8klL)UJ=3S<>)-o5)(7nY7+~Sp%Qbt#n2HDG`9ae1kQK?p z-Uq=9QtrbpC->JeXA9GO3iplxh~zH-t>?0>p|Raip7E|oYpPrQOue=BBlbub!@Cqn z?b2k8;}n217~$kWjEq=ynrwN+gb2 zK7BRtZLT5@$UI7+UI8+|;WjeWvd& zfJgY`5zG!$&P#B>5sCEJ@%Y95X9JSj?`MgKxh3l3G$Sa#GNthEE( z>*7JkN+D`}$%IMjrNncR??vR=MF9BM??>Cy+nv!XW{h`H9|}9hKn%mS2%UP}7N4^t zgMO;Zkqw33nB{>M@(-3HTqn=)B1T_j>X)guFY_tX#ZkxWNA-CAjEH@Ntp@(IvgOwu zOy9-qOwK#{L9_2^L!3+RWf!^QNEhYri z_vjAmCh}HK*I6D*=!G2AwmS26u91 zV-$mo4S=W)-G;=?!&-3{R5aRryN?0Nvmd{1^kU(7r&7{l)@rAAI za6{avq~}S==6LDzZ#M^?c4kj=?0=7TDiq&%^}BWiC`}vw1b7Qqr37(T`y(>4>Ainb zy&Rue9N0jfg=72?6D!u4OCpiq47$hnsyf2cyxi=dlIH~#3_bD5!sRtK?Wy+Z{vy@| z<7vBMzXT=Aj$~z6f`Z!Lk*84k=sZ}mohon?zK7_$^*&wma|MHL0@rv}a;tV~2u~ZX zoGOp4MZ%HhP~JI~YHTWh==r#IvNHi(kEVd)xKdAcB*kTNt8TgU^kYKfa&f6G@WJXz(tZKd{*rEK3+U| z@$Flw9^##KL*#^&I-Q4s*OR&a?|t)^Y^$cqV{hZBI~FX_5YV@I?2n;Bd(j?>lzOsJc|)zH#~XCVXd}nmbq3$h^z|i9 zJ@b#7_-W$}dle#=MB1ZLN-U3!q&HHaLpUK>H;>UZKkI3oCs^i~)L<$wb4@auP&>9b zyqvW5`_-vJ+RIel8u2PE*uy7?dx8Fp!NKax>!keHgD-qboC6*v92}!Bm81q2O5+os zACHR3KPO#Bw%k9dsuX>#-Cgm!sGEd+bLf=h8_CS3GFb2V9QmDM)$R1y;k)^-KC%wn zmPqPX*95NxJmExb*=)Y@Ih5Uy08I?*poSS|*s(ZdTEu2@rA%Aef!Tr+u=7|M`-cWR z=$s4!hLy3boLnpE%GZ{r4!4oQKkTK@4f(k*59 zgElMuM)%8#RnJtG=pt2Oa4MH5*r_lR^dS%5+I7anDDrO@0X;UEFkG0MhF`P5(WSbh<=j*)NrIfy!u&2}Oo3ZY!;h* z1PK7R&!>ENf93XHkaDOcm@!yp$Nj?va57eKksXUO1JX&vSGxA_7jbZ>`Dp5h%zZ;n-Dl++;c1?Mcup{QaU{{HAu^x~ZLwHVRyuV#cek;M_njhs z3C>k$zgIBpTSr(cX}Ny}Er=TT0|axCJdb=IC22%NgV+W;Zd^t9NUiVWc93wDj5~~ zjrTKScYMCEEW`a9Xfcx1Vax{1hA}r@o;LHN8QXz5qm1;_(0G+y_m@=DgW8(nFo&JF zA5f4Gz;Bg>fzp?7scYGAC z)qA7K{Wz9&VuX~T<7mCYzec_~1@x=Rw#sU(=;!gYkF8#%_3oTZ3eT?3?wrDq|C_bh zCs7T(gan|)tYcjh4FWU;oE3d9AZ}FiX>>=hT|OTD9?y3^3#og(xi@Fniya6|$w*_Q zycX9HQNh5QWfxY1GB`&-_}&-EAhQ)vHT9q*AKOrwSwf{YcTBwKcrC!^aOBBF4bTf1 zVR_G2z9t1r{B~zEFn>}+!t1Qug&Cy}%Q3OxnMAL*r#9oM-_JBTt-do1fSn?Msr6wl z7%LTfmrclXU?_MBIx5;G0L8N5k>0CI3~Ezx_f5iAMMsvg!!xFDqw*36
    hMi62h6|Dvk}c}8;vLTrTQSg->pcE8r>OJV`)3XA zBhdFVqlJ3X_h*hae;L&C*!J*bIL1cBQ9gQy4s-j?l`(?#{*mzF$5Zt8O|-;Miu8Bg zy0-?hlu-VZH|JgLwx;d~bQsya>q;{m-c~g|DWjHkHUfHA@W#Kis!k`;;FosZMWUd2 zy=Zz`+R=w&Oy$x^M&_IM3M7TB&?+4uCQ5oj2S=c2RLY z6DG;#XFpkl^Oi3p zU#EOlx7XF6T^Z+XWBwY4OVz24Zj}+KtMR& zIG(Chd1I*qnB5PU4O_vid#3ZtGRPW30u5qNk}XW|;(O8F05|wc7&>D)*yFl@ui*IJ zOWo_d$F`6QVjtr2Dimvl9W$Em1E2476xVcAK+cbAM~%|+^;BrIAij>U zvTN&l5em!akp8)Yq<}-0=(@K?l!bG>xvkpBL;+0J6fdZ&15aBLtfC*bQxvx#0ctnlHOQV=#h2uJ5q7ubG?!e6*g+=|;Av zJLMbfPdo3H1)v-C>%Kp`Dg^8PaM?>erjtSq#Ebk3QAE?@$QOmr3u(Z3Xe)u#V^@ES zTKiczKsw?zYD7l)$8N_lX>cb*5G2OVT|VWpq5iTPQX3K3%c~VU$M z4$Qpw>~qfl9Omrv;r+Dz?HTTQ?po_wYhCMlm=2%rxZa&yAad&nw|eVQ)Bo&fg+x*8 zt!QYRMPp)k6@S=M+intPdaH5d>2g_!kFkh-q}re&!$$0HeWlj@zjn9R2UgUqXc@u} zzvJ#aD_-uAGZOqOGhUW>&~B+)XspDIH9JLtEoL<+STwWsk?bQj_ORosa0OG=sNj^m z8OaHo@CuTt@aW`6Y{_>Dn*B)qwQdyKy2O43VPwH#-aXA{s)&m5#0VWJVhCFkxxxj@ zoVAttCcDnJ9;~53cRQA5sco+A3`X(Z+ZY<8zVga$)IKuicrw0~TA-}JVxg$w^tSjr zm7&%=@}Ggf?b@K~-xh0;-MuCX>8*2H6Y7Yzh#%dX*=rY&DXpGqDzF!BhnBH-zdZjd z(>RRVzss{-|MXt=m)ZVY6=mhIuSFGP5b|~fX-I#Hf7_DbrqMjzaWA_*r(!Mo*VC{) zPi8W*m5+X2We(z~`zz96RmDuKhprRP$RMS|weezinEWGs85Wp`3@K&S-f~cJZZZ<> zEVM<|o`?+?n6cZWBp($B5hZEiBD_(r1o-ScT@3Ny`40<6RJdU#Vi9;>vhWdAE)cEp z!_sR*@2{4g>2wMf>1`_N|Wt?~}F)xTV&xLq2InZ>`|K-A^H_@jgq zHO4<1ArF3jMMKycC=BnNT98f{UvE+Q^`Bn_f3=s0NQV3j+lud+Uq48k^lm4?Yw)(Q zUm^VWfd3eKH6COK-NyE`XwPBOKbA1UddHyY41=)Tw@i--&rDNC&IGr%3B=NFiCTj2Z3y!yP5kF-x9ecbz%eV-c zro)CSL%8}8h|f9GH%M-EiblDL;{Bu}Mo8GGtiZ6>l2kVkEasJlt-Dx@#7Uu>3~Nw9 zB^cd0n}5;m8!97Tu;XX-9xQ3$FZO%qzYSG0dFbVHb5hxz)?fDmWPeKhkP*<2tvM92 zHgB2$rt}cv!0G?Hb}NqnvV0csQQ{uzA|AYj=Jo7fd8L1!Al>&3a|95BSfI;ku^CyS z4Fz0-HPKOdp?i36=0fvJ=cmFT5ZJp)e^9hux=K5?Jcg-X+0TJ+K47R}V)!-sB$oyz4RMtUw>>vJ zs0h49c%zdD4x0oiNQBx*x5T&zi4kJ<_d~Ig+HDf8R*`8t%@kIX zd<|a8y;hlG(_GWVAEup`+04j_m;cb?n2nhsJG`cANKrel^+t3eg}^`_^|6?TKw|jO zDPd4>xMQ}yzhTR4#;*(B*_Y0FaHr)NsqwYWIv7ez7WTlhiwuY`m+q67N}Z$9#z1p-^sD>Y?LzZ!XKYk&gpZ zv!N8|$2RwAqM;EH{r0Of)-*I((hFDbrP1aOr>gJ*N9DS%-@P%>IrhTEX*6ru-z!mt z?UZWcU03rNQRGkSks7K^q4k(k6&<~Jhr=(RAQ?r%D-FSe2UEZJ_!ne=d*Frw1OHnF zqP!l4#4Rq;Eh1vtW`b0G>YaEbv}FEzx8lsz>-n9?bx72fPTrnzrxs^bTddi*(Zjg< zL02-!{&SDirrgMPEXxq~E`c?Fzy8JDXnMJ&$1lIXi47>Nh`y*H*@a6Bxd}6AY^fkq zn=u;G%^og`)*I6e8XjROMdh{|>` zh$8;E>kl^}#b*}GxVi^p3A?J>ITFAgcvWX_ecINrYY6HNfjc4 z;7m4Xk(_&$Ylg5$OOyvix{XGiv}VWT+&yL++9!`m8DQy`tPHWtEdvKGb3-5LjP*zt z;h{e#9vS3p*yio^a|0p}OzBSOydw0nG(@CK&1DY<$_P365Xa7hWm*>SIfXS$1*#qti6fh^$WP3 zCss9TC2I_#=0P$gTYq*VFD$B+%$I)KgWtbN7|1tPm*Mk1oeV{5#fch|lOJNIuyEkP&P1r+Fy(mn-xnhKg=!tzIz5Y(4v?{c|X9 z#cqI6++^7aSm{hl7K?V_OUH(P>O-uv;>uSBo+TaJjctpgt&&t`;@ z&|SKmt$mhT3WNAfXRMZaWpDAon!^QgW4x(1zS&hM z@akm9&QCE;T*y|^5PiKc<3+ywNSjS2S%9s7^8 z$Zp$#`PSo`$i(e%e?g$xvK|x3DkhRO9`hg|9L+eqU zT-)X17X+1`m$=2vw>hlnCH3%`gMU~N~+(ki9Y6}L`Gaa%eI0~UW; z#>$EN{B;Y=C5s|fW4bKPRjoHSCAaV$+A9|>^AKw^aGxj08=$>hLisN+i}-I_76pY_ zyESDz6~t*nmf?3od&^bizMuQ+zY58xfzQp=Pei%85Ynw+R)h=drrs&Mv9+PhPTdWEm+fNpP2T$X_)*N(x z6fgx>De#eCf5pY~hXg)~JDM@$m_~Fb%lSgm`htABfO{2V11;pS=^W#^69IuOQ*2R> zpUt(R1!Gfi(x1kHIo4m&Hij`mw0lB%&n*K$&JpluFlM7Wo1XIHw=WK1xGww+a~fDf zW|6BG)Q|ms1}m{ETgzyN%;m7caT~H9Ix(JGcSztG*_Ncp7qc(c!e4G5mg><${3d)U z>CVpu%(?IZxV74?A>aOU*TC$}LlNFn3EtBQM$EcRGD&K0nIv}Kc{{;6pPD0*>qjvM%R41 zBJ9gOrQi9}jA!xlQfU=ygiTBS!yLVAhjP+dZ3`itjOX9x5^p=iKqp+HiGtj1m>cqE z-ZZydrIzt{JW&+pmsY;U@+9LrtJ$TvH-(N>S2bu@237OJgB2gqaOp7iFFM6{X>^^{ zwVV+J*x7Fx9V5R_1cYSZZX7qQ@=afKf?W2*(G>mb*#Z&LUX|+QA3ic$)G*Vq93u2z za~?7OF#kk$Ojf_V)+uWcEeT~-Z z6SIhM9S|iOgGQCO_9ib(j$9cjtW%OYuDZe$rW6wJQ)m4NtI)dsq0~L&akCE=G_s5K zwqp6Uvu)2O-0F)yQ?X4Ou;OpG9U5CM*9hMp-VkX+DuZhk_0!^m`d{W~ixGFPB5(3| z7^GB4^Y9TBBtMRmS8Ls8t(+caP)Te{E-9)jDqATra^05@d(83v;BKE}o>k=4U}aEx z{a9ndGQ^u0M(g#lIxo5br)=YSVe|aeorALE`#mxT@SoO#^KU8(9`%2AS7e02RWEK@ zz1B}^eZQ2vmEhvWx3k$~ShVQhI)^F~%O7Byp5T$#Snf^SYet(nn!L()+(5UMizmUTrZ+suZJRWc~gNLCBrHJ{B)}c{8 z)h`uCEUkeO z0ju1Pt*t^2hMJR=9QWBK0%5?aP*GL&&S=oQz755?+PS2RH$v|&^^94j z`B_+YCl^(FY$hh-g+kPg+Krd4gvkJQS0R&J#Be;9!T6gZ2iC>mz83eZ?+&qcBvp!G z?-be0H=fkwR$<3Isxp4yGW^Wb3+4w1Px1*Aa7o|3uPS09#-=BLeez8%l8(#xTbUZm z#uXtz@dAZTpTGhus0{I&@bF_(sByqqDTbYPkRg8dQ<#!chQWZE4uF0lR-SWaGH{Jl zS7S2FM&wrv7q#(isgEsp2QLKHJ%eQG7(EX_9;_R^;Yc=qvfq;`YMTaLa8g{0TIcLX z78C}A_;xWBx~*#a0A4x0M87PKzltPtby;+CMU!SZ^`T$vH@H(HXFposw zdQvlra8-}k2G-qr2=<-tXIfK*bp4NAmR^4AsqyjTv^_Ogz?aW1R{(#l;5DeA5D#NY ztitYV@8|^>mVWg2zfBW_yK@^>Ofy0GrVw^ER)Kcd1U6tN&y>@7Xd#IM#!0M;wrYfZ z#?~zXDH$Jd^l!n5pXcZloXo&{4%W8kkSrT4r*V9j;a=9N(4aHh9}-<0&(2QV#wuMh z(4A>VZvy76tfofQ1{5!t_6ad#IgwgM(g(A#DX_vTu86ATM;xrNYG6`TG9SEf_`avb zqxuY?K~12&u&^*iVKnR(ZXB#h0>ERmOD-zkm1eL#2vH?;`<8SC@E#Tp*jCN zne0Af^ye1!IlrKLDXa7a#=XYpiG89jkDf`z`$( zS|~PT9-vRG-YO?2myir0U++RW+PC-$b!L)67GR8w{$f)1Y4V1cRLD}l}V z0T-^@D(R!}s{K*W8pvaQ)8AA?B{=XO24;pyMmY(_jK;NS@>4(>fVvue(a@{P->vCB z480mvA?~&FIZb}6C7ebr`J+*Q{ew*)mA4V5=RJGh5z8mK%E624fxrQjbj?G@J6|y# zE~e-5Q~#0+1kgr|IQoraQPzE{-Jj(lApt@#$pX=v$dtF9=gW%bp$%rt@Y$z|9S*Zs zZqUBK0qJ9`VEMwbA9hz z0Xswn=jCfew-3Dbj5?uQMFA3rdBeN84iR3% z?mOr6iDwX`dMjbZBwQHsMBiC7{$WIMV66)2I+}X_!$}AVOk;fhsz|}E-#ck_;#YSj z>(6Kxa!T}HNg_+JH=~d|kh8NkA?RLi)2p5|=B+*W5nJTpzA!-V;o)9I1xDT>E?fkj zo0Fnbee}08dRTs!YNbWkUWe!5ruX`X91JiELFXY+eK$LKNe@mq?Q%lcb;Cuw1JA=V z2ADNbvswpt-lS+?pa&!~!&nKKC1*T~1g7+>-pN?P%B9!~HkI%j0egR=V>rX&ukt#-iX_$$Eoe{;|ipn)dOpd4OixzUpo{;afMk|?YLWF8OK zf4mK{Cw5Zi^(KCEAUTzwuCrMqxgWPNS-Tok&$_RvlB7^^@sz)3>u9_;c+%r<^Q+`9lvlkSZmtMil>#yIsdER3H zr#wA^d-4NHid!dn*pnu{d7(Pn?O;t$+`{;|(T_Sq?y;^ULHn^Xd!y;iaUd4}n37Bo zBcFACo(+}*e!Pa|zKnIikTsgN9Y+gJ`OfV=`rH6W{0=^c8~ajtltl2q%0K6P|DNz) zX1Ue)$60@t=0U4C>Q{G)@KPlQ_4LX9s=r=+j~KG^)q!oXc+g?}PCLiJpn;>;cEL0M z5N{&9UUeuDGzw=LLjr0f;4_4Go-Q);kvM-{$IJ6KuRR3=0wFu^|>%^DT(GsC5De$YYz z^J~1G7WUnGYbB>(6ueNH*9SDEoEAbKD`BP&}o^zHCr39o-z;*`v5GfA-1igXfmYGJlTT zTA&t4cH}yw>4^8_sz832DSLNoX#;2ClGA2YEB~`Fw(>QZI<$GlhRwhmU-3Vds+Z@= zG**!=_1eYnE6OJ{q(pPCoO+Z^Z|uLzQg1hKuxoOr31)ilRPU*Rmv`@pfUqZ7-AP|Q zSJtMZ)n^mI8sO#s^2l%<9u!byw8SH(-I_Z~3)21}-ifMz+Ho}?I~hMoz`hu4Yaj8A z2PJ$7h-BExa>5HZ#|68|ni1pb(FJtsBjN}Un&L>p)!Yb}>76LY;*m=0Us6$KY*EZ8 zmoLSd@0{q%N=!Pw&V<@~7<4ihu|0PQuh`EL`oQ*GC!F)>Iiyc4M9XbfJ|bM-+&|9y z`)$<{t!$^UtYuoYC#t88Z`M2$J${r9avGG99hS3ij%NJX*fuklpxfXVqS;FcT}Q-7 z*?*sKDY~Kd#kWy5CAN@OkG*Fo%-z;>xI~R{dFaE;3LoXjuSe9k^h{eXc8ER;;5GaF z)dj+56Yn#RQXPM7&Lmr@6PMvnqhC)#aOSniKJWy21J5%_0`~LNIk#vwF$-LUq#t|L zD&M0SEMXX0B>XGB{Lw2e_wO;j57blmlH1QBT9svnkm4G-l>mG{HbZTHlIl^U5SxxrF;2RAr-8pA86;YJ8q`sOJL<0u z3B7ANWE<{Hb46P|PNlY2$dIX4T96+VJ1}|&A7?A3;wGj7K;oR&Xb2>#JAN`OSExQuGt0G2oSuiG4kXL;_JDik@w@nF2Skck#Cmv4i4RAb|bSsf5v(qNlU!Gt?n3L8KXkr zFLYB3ed>Z?L-`t2$toOYCy#QFOAx;R6HcVPqzCH#=3iLY@vsk=hzwj(Ulp?d*>SYw z=V5kaWF#{62)H*OPZU zz|BVbdB&<=d0tr<`BY$UTxrktavkW_`E#@1NOV0%L1MatEPc{PhRl^Uh3Ug2_aF=E zsgx8E9~#lV1^najBwEMVZ$Owyi&ciy>iPGX8B-*ncH21Pj)T@JK3s`|(cQI@q<$Y- zh(dG=@%hCMG$N1MaZl{nvW%XTDDx!iL5N^W_FsWbE7j}uEnhu=*pi;?N2J` z(Mh6=FSvfnGLLD4sV_!ISMEev0ZbxwdH$J|8u@@96r^w%#B zKERx5t$x=(u6Flgd!9@b3h8yLV!clolk1YfMGHxh#)9JT^fdg>*Py+1CkXE>}59(3IL5Q59n{|GR`g4XEo zKWh-a2+n~Nq=XRBoe*WL+S?KFk&^O#deyS;LY{A&-2Y-^F5#9)Prjn}x1t9xMAXO( z@QLde_CGyx@&O&RXYp@w;O>0Ldg*#rRO}N;7=S9>kgiFL@;Q=pLpkk7~uTCv~6qRH@B2MqG$!ULt{rw4U_?W*}{gQt%rm~p|;KNdkXt?{@@ZBj*RPId(VXWHi@bK^vfF@O9 zA&SX(WIRanCF=NemW$%3qbJBldek%%g!^&Te9Fa8{cE3J;+RC~$5x$pKC2OkO+zD% zIRfpe5xdRd__CMmi0k^3U20m6aeHc8@8$l&_8x` zOsKVZCnL~%Z$VyNtHD`8^bAZZJ0m}C?&klPmM#vo08QZzb4>*GqT#sLgM+tr+-m#` zq}+VGvwrOJvmufp&KIpZ>sVp^%z>e#>Y{v~I^PVY+u`4;&O^}Y0;I18Oo zZBxKi8q2DG6yv1Hyb16giNZ%Th=KhzDFb(gtK4$xRl%tHkxHzWO4xC*49Oc(b$pb@ zHPr7g+)L$FyCKffcjzTo8{eFKuoUAg$iVpIR~t%g9P?tG{OPsQC!jyUPri;7_w5~$ zo5vs)D+008@fFBCq<0@fD2~NhF|-LuC5_dNYRJ zYy1fA{^F=d0~eqXd_i`-^Qk#f`Im6sCCNel@5y7QVq`gCvRCcp$~f>4FRO6ty{DuK zs#(`#w*XgJa%X@kV0Dm-{%ZlM_J9--uir}<#mj~Z`|IUXqv+Ef^t)u72k0*eMmwqq zQiUk>z z+)Bdy04hr}V=Xe^^b^&p&20iCaIZ*w1SU{B>?9!}NqSi&xeMCFHZD|s!~-~G>BhxS zT=jlLFopauM~!heL~Fx`lNgI&vvYP7$37u{iu`YlX_It)M$y*fdI|CC3n z_6oHt5knsrd?AgSTI@<{TzEe`2WgY$RmaEJst5#s6h znn_flj5m%g*O8C&83+;*0F~VZ7Zr}GE=~u(oeigl5}y=UsMu|S3>y`XEB0-!t_Wy2 zcL;a|Z`%lJWmj(6^{qrp8OtcyU#S+W+H@Ui&R4S{oAAl23R0V0dzvwAqwRWV)T!lu zD!T*3G43YW&)Yjx*^w;D&Qj}l)@r%hrbbfcu7RYwvRj)?zQeiJ?K)+Ds!x)y zP-_;Xx(4;x3iz|Edu)s!Ybmh&Sip~B7*fRb=8-5EIp(*6H(r>>Rj+GT`vnW7jOv>P z7;CQKyn$C;9?4F~dv%u$*aX@!sf1RJ4$Fu6A3@ z@^p|rGd27bi)yIgN(k5?Q7Kp#*gxekQ0P|(qIXf6q@A?t%6n3q-%fEHN1{3wAO5YZ zdJR{viEpZHq_)cE$Q?Os&2C(-VQzZ8nmFZH$%OcdP4on{#h2tKOUajwlwGfWe6`uC z5!by;R#W-7qjua}>92`Ub9Hd(WUM<;ajOsvLPpK=7n1G^TD?eBHc20U z>zWp5)I~QtjQRM(Fpc)*KI?NTeC6n(in!J6Ct}Z0$OsVt!QDC#1q{kc3@2W)yXTAx z7fUFY>kgSkwaBR)%ix6rZr$fsrXjTz+H^zkLt_pYLw;0LcnyVVQBZF3^%H^Sjk`L? zqs*wb{McvWP3vp{zT)$ZXH>^xIy9BWj6GXL`;+yzE4?eyZqkIWLD<^~j;-1@rj!8j z!qABfvQQJ3;=^vCpE;j9sD%s9rPoa;D2|8^P<}9Ltmp|O_AW*OgZbT7)8-%Tmj4P1bMat=WQ3-MrfKH2FS-t#nXTy! zc$5)0Av|y1T*8Xy%wHgeCf6lJX3VVn_3xw=T6elhfZ`-~x)TAGV^AiOmkP=-<<;y( z7Tl4B>=`FLG{b@(Trlz(hh2RUQ;9lrUejtmze7;Q{gZk_2g{&?M?VP$k6veen-GhG ziP^eT@X^MI6E-u}j#M7hs)>?D(kIHln1H{we?UllE-jVo0rS6#vgkH_mNdntz-*~v z30{Z3kB8wX{SDKW7#8-!IPL4r9|?A4ai2cDtm(Q6zF9m#_ZF)v+z>|gOmf_In?(X; zmf+#zPAyQ)#W7ThPYP{F`Hyn=KmVzVhvCS)ko_9^ul@KpzM+MT<6!;YlW4f@#Rl!4 z6vXI5SXGZIisd~|=*7rYhQZhP2noAK zD_CcM2WI_ei_b25=uYp&$`;#>Y-5=_`&(tb_4dt)T~6XvIn-G3g-gZ(md>3yS->WDE&dXJ7tB1I4H? z*Y@UZl(f)qNMP3^3I>?TK<0gH64?Ph--{y>ByL!Rxv)giyOn<*twJOG`Iz@3Wy`4N zi`3znT2H0WEb%MdgEcvQ%JberH2YP0T+Rd3HcYJrq%`T(3nej{Yp-rkTp}|5G8gOng*PJ~WXJt(JV2uq(D>x$-mG|8wjGZzsAP|OkUS2mATbF48T{yK z;^a`TL)}opf(iRPwZMFeWNmjXmw1LI^P}1JxcC=074YESSG2hYXdBC_WIgpwt_1o;lyv%j^XhqMvY?N8$9=cANn76e4 zwVG{qlE@-b(QT{2b+jrj6=^w(z}+fKgL_RMpb%9$EF*@XUD2r8^{-gW5SRWrwC43Ez>mW-HAg-TWIr@ zVUJMRjqB?-5*{rwPo&A?!uwWAkH{c|R=p_<(UiPDgI8U{HX+XhC`&KD} zMjKrgc2#Uz4nHh$)Y95JjS}~m;^5oGS34pyz@%qHZDH4%#h9X=AF0`qzZbI&<)li$ zM{t%CKgAktixW_8LSel^1j5jGJ65|xz5DkM?7+1YNg|QMvJv3naU>vk4RAiDI4p7` zFpeTgz^+^F&ah)SmNklh+I7be<%B39$h`>>N@A=WXFKla@0!LJOcrLHn4bWr(x&@D zofgac!ADSyU;Bz@SLAz=&G@7)SxoMk|bo@!nA(zvN6L86U_sK zGYloi--@Lji;N4lLzf9`hb?Z~0@f(N()lxhGB&+_$UQ7O=6N;n4jo!=Y41drTEOS= zE4O%h7f9~6iy2kt#%O?$^^!vz`T`;oaOA)GD+wgT-;{6R)~;fMW#5lB?w?g5kz!gxqYxxXBg78cUgn9z_=zskb;t}K|tCXDsYwL+&LbXH6 zrwTnSn`>TUHx_2>-7$<$hcWeHRaoWLF8M(U+ul|!Z!{u~?yBcP?&%b?UaX^iX>VS> zLtU-7U7I!EtSgv9V;*tKu~Dj1dw)nbG5S}c{UopLr|Q9Xzg)PdmhIlku4r4goGlI- zq6UJ;7{`8A+fa^c8jg>O_-iZAvPr7wx{W0xA2cs!INCM)rL08PYq$+b9vk+B3hBK` za201~agi&rW7#f9%$TWD+HY%F=?=DI`L3pN1?eOF)^YUR*v{3%x=URe9DKRC^db6d zJa0S1v*$g(DPvhMd`nce`@7DWK!y*s0Q>*I8E3>819eT3?uA0pj zjF)!xnH;}4#8NO=+^$$tIu5>)T=C}p+iK~Dg8Q@76G%yWJCk7&|s{aXzT);2ZSN?59k(kz9EcI#|`1FDj3 z4ay?zH69oa(5odlqo@uh=x=`X{m@6g>4a|awHqNxLv$JmJl z1;{4KAff6!vU#Bde@LPCI=M|z=wkU7A8lUH3VoU7`uQ)B$_K(prxk>8o=;F_zxlZV z;A8I%!Tf&|SG&K%uROq8*g(r4ia7we6{H?2|KF$ofSYP$ z&sKb_>&$L#Giz3_Gq0QF*kbsQ;Srbq+cuwJNRQ}}D=dF=<5j>%Lw_p%yO*I?9QPeg zdcbIC47QDnfxipnSxXb4K73r5C7Q*9nGjW%^v(bNVOu6RZo}x26Sj7lD?tU_(U&*~ zIi~`(07dR3JP|Nu|LM-L7C)64fitZ@SA*r9z#?2`2Id)OBv*^@oVB{<2{R?HE8$3t zbN<}*fn<#r4^GcVE`x=E3mF3$8cNmfU8q(VZ5m7jQz&HhHN1S@?_y#S60oX!a>5T4 zvDcphzjn(My?1?Ej6k52ZT|uYAx=KNXJA-*{_83zTPOpQ7Wii1JMp3NJij@$n z0RiKDXrLez_#2Wjb)W^Wr77>>gP)XZHfk&X>-k6#4gX_S3{PR!T`lx$Uk&{_3oy8N z;M+<8uL}-!aG$bCIGN?g_qO`JFZ08Fd7JHXEIuv&_(8pa3h#7KM?>BcS};jj$dpIE zb7uK=YSj(!P-svUQG#v$gDSS!jGsEx@iaMl{5$J9P9I*mgg@uvo4r^zkdl%(Mjb76 zV;}kHYN!Ft*==^alG4Zk!FM6XrO~^{cLzHW#&hQy*j;KNojMo zhJAkgkpII;=0(Em`IWUmfk|O%gjxUA(y09UTTDe-*v-RHhjD7^1M$9DBOwj7_9X4$ zrtFjN1082XZ9kk>K-UA_~sPgK<+i>~A%8~gg{(_W$= z1lHg5JkTwE>RT!a2m(j8z<|@Km&~J?PuT;hS?qpEA}lEGic~a|3aeDJ&($-P>kD!5^O*ah$A;Q`)Gm09GC{Ax!#JGK|uU*ukC)R{K75kn@Xb~gmgs^|{uG*jN*Zgk^V&l($+ zAD`MzbW!d}aq!Mi@3@DqBZW>76No1ucf68#v@}#z--AtmOT&Aj0s@DGV4$T0a3l21g;lE#C3xMh3zcX5zy&9rx8 z@D4YOVdKS<=Kb3}!lpt7kw{CGTAwe56Z<ZF7c2izb7SV{ct%MI3DQIag6(@89~w^z4Yi;1T(4WRUiNWim!axL=s7 zWvc_5=!gDf9EM-`Knf-9iTL#i=c$plhtJ58(sFP13gXV9E^N?TrldS)3NTRg&M>%r zm)(&X!dMrW6oFtP71Sng!!kGwq~VCgc^ms~>G5buwSn&>H2NjzehINQW(@VE--bUa zEv+2r<@p?KeVEd@4ODt_vBy!r?vtjnDk#Fl<3`G>{K{@wmqGmui}r{Zs(Db^=K3 z3F9zt9Bxe5()(@&-Vpa6$B=_A`1&ZxpQ6_t1HSRp9sQ^~J1_uJfDXu+FGCa*6lLI_ zKHwF-Yl8L1M8pV|do||)`aOk)p6O-9s|N~K?+q*8-(mQ9n>aBK%#Zu>RmEKf6O04C~Y#H zIsPZ1G>^Le2Xdg1XB!=6eELJ~Qi-u4cY?j0U1yoY#7g;p69s`M*yF`)4P}@NeMEuN zu`?{w!yk}->jW`!Lyyab0xD&HT?+``oWh7@fcJm8&$mUhscKFJNq#qXw6gjW@}vff ziS~bEzDxy*J3&DgHX%`P9rk+GGoP*L@7bdafFucXop6plT~78D+bnjW+@i%kS zpzf)OU{}=>WDq`>FZ}uAvHAIVia1TjIx%DW-*;en%;`cn;00`$QfyP*&NVu^17axA z-KfSHnZCINLH&+rCB_ADgg;uwVe95tdX%mz3>+{Kj)gze^Cy*s;Jnn@5dW*ZTJ5|L zYAm2Whbr}*2GpuGpwmo|#+yPZTBBap#2@v|2T%*7vqM5$^ElJ-Au7zC$OC)vw{Y0w zoQt%7l~4JYr@a&+E^sMjswiD9bZC5DFhtDI(p zpyo-VDiU}xw6ec+4?&rD*_cCe+M^zsl6FTOk+y`}ON&c>2&8vPFvs3uykc9rx-BbR zW$D%qgJlkV*_O2I-|VZag2`h*^_>CIrAXh%x{uHwo&k3?H__mIcS}-x7>4muPuk&g zV<~8fd3rJ)&%GXa!g|9~Y$E{)%)}iG!Z88o5-=>RfF5b>v1yig^dl=2UjvnJ`CAF z5A?`FaZ0D$Xget$H#}s%jNO|8RgID?6jWweou3!vEIVw-y zR8_q;?R51p9nM!%dk3UDCkJHe$;f>bKHD#ZuHQ&2S_ePuRkU`w$=^Kdfz-FI;73d} zw<~$<8b@9$tviLiP44sT2}W+{c^z!OA~QOxD6;AMlHDcU<}+cQmGsyk=9aaO!k|6e zo@FnyPQZJmIU#+h3~*)g@5NRa>)hI*PYbkI_C~P)F0Avo4RQ5pt6Wzw`Hb{tU;gRGjpQ+2!0n3~3iYQbo z=C&SIF80T<2*XD}ZPl~Smnm|kVAlBCpz_%Gb^U1^s64W$>|k{eL@@+@rI;D@B}A62 zu~|`RP5|`q?_Ajb%_`~!j2vD0GAuT#@q>2G$mwYfXw?{Qd_{6rr;(*ws$c3|>%hds zgmI6c)96!pM1+2pmj2b3I~4)wI#JK91`uuerH0Ek5(YgdA|e_A7SJA$-a*9WM|XT0 z3*A*&vi^1aPlm9CrKQS(X3RuU(cPrv}hH|xs*y5l6+s`WV>#iRE%X^o^W_d_0x1QXGuwoA>P0jlspGnMf$;CVh>>Q4Cv zP{n&%g2u+i$-uu_6GAB1*0yFEjhZ@c^``#+k%NV0jQ%^Xq|J~{=e~ccRA^l1JL0(V zeF&+Pz&!%!u^5cvzBMgDf2H?*I4%ClzIXtt#t*zL*?qC|`qYbpNuLn!g)gUWMn$@N zjOey#rZUh>z%vQB0$${&&XT^UwiX7KMuLk*Hs#X{z$ zD+fH$1=~olYo&mzJ>l4{(@4<1P)tv^)f0f~TjDXT2SK(tCH#PY3K4wM7bvib#lUA! zf2qcUcvEc6ST*#oE~2ZLS3h8smy-GW)%)mu@_3M+~t6Wpa0xujb?vZGU zo1M3|hU!rROKu>R>r=;(xdgOqvf{AWZV=p5m4+O2v*z9d(5&3-ERSoejVg4zYE*l; zZm_f+H)+c#YM=PHUR0rEbvG`?dttzZXWJjc`ZY8G;nmmeGr)#KDFQv_8oms~57a;( zPfP|Z<7g^tFAmWL22hJ2jVRBzPbpZP-kZZi-@ z`#bLbdyKH}aQP(5u49r4pxIXpNaZunjHmYFRbw zaOETllUjg2CUyUlG0rNU(YC0ClE`<2Qrw+Sr6vd)?Way&AM7{;M}sUK07*e+-HM;` zjlS3@^E!M`r@F_#ICzz-wX~1cSwMg?Pv~_1!PnY+!#<}Rk}J702MV8~L$bq(b@B`| z<@j};9UA7n|8^`pzNtAelF7Hztv&AEUbz`rPI_ot($D(AXkT_5DH(a4_e!}|l0J}?irw6;T21`@byEwd2988l2JA#v|JZX8 zOztqayEFAA#H>$%h-+AKe(IIkWZsv@*?L(~oo9E9vUR_V6e9O44y76=W>4(HALnFK zT=>=v@L24IpvPDx<&bKo)a1x@k3;EO#p*uHGz0^;`t7F=s#s?IQ&MFIooE#K(jK_A zr?LGSUj}&;?Skr;-^$#{P_B!%XlVdypZ(P}N=r;#P0vbx`RZO}d-ejv%}`SGK6Jhp z{~>O>TsQ0n;9zsygFhrRy&u?}FehR7_MaSV$$}1s?RuAQ3oQm8*lWAR<^@Y?Es`R+ zhBL?5qM7$t6)$PKld#|Ii}LABd`5C86%@a8FFr3Axot%`{+lVUezvGncXD~qcO=N* z$}CDIvqElNt}DjpT^NT6PG*g5#_Ves{7S#h&qxO&x9kF1qrpo^33fRTNX09TkWZgu zR``v1^tp<0OzQNDk$s;8jBm;1jUN0G@_Di=I(GLS{Xq8(oivwkpAH&8@DYO)?OLvW z+c`8SRGC;dO-tjo8o<*R~(j)W`K$(`N?GaOyQ^b2eOPq zIob~T^L3%mR*NF#;Y#y-6DO=8bm>nPAS17h|=9` zIqx+--{<)q=A8FGKh7|BUH7&3UVH7e>VHp)Q}*k)ge(W1+?u$&$2Hr@=t9oL6v8M; zbx^?ULH;dejI|~jDc`;n9d$MI=uJk*-Tg2mrTnq)o06%^^vv|togXl zT)Rq_s(r^f>xOzqpDRRjEKk`RVZ(bKCRE-c@lo38mYkPXt}{Vr%H&To~u?7y$%b()IE)%|_>h2KY8 z=lu&WfXJbkt6%U~z5L?o9;x(AIMuDjT=MZrAd5}*C8s@LVE9v864Mphv{~D4<@b5l zRv+Bnhwcna?mlm*%;~PGSU>0 z4;cUi#c%Z$y4SY}aU&`oYx-QP&oip@R!-0vr+dBpcc24+GVrMbe46soi`B6jkk-v; zmeI*t&%%?_{lSKN*8-%aTSBOnQu_82o2o$%d~wN zBMq$1wy_$2udr5f_b>a`X%^}cFTup?Ti-tu#+pYDsg!m{_@A2%=13`^-is~|sSWZg z%)Jv#eQys`!S{Z8MdHComxizpbOCo2%-|RLMDN>e>zDBt3l#HjUi#itX-)ZM_G`n5 ze%K(@WT*`Bqf@R435JaCDEsf|E}97b9kbZu7t7bL<-|ttl1o#|+^zjRIE0>3B|dO} zoBsW%D(KzMkCc+w*dWXWmuioy{o&nipQ8`m{V4_8F{&lu2ZWB1^0M^jRhP&y2sp;vga`3JTw{y-PT?#VoLB{^fJvwo(4k0i1U^Xf z?`FXSeFew?y|RIR{9k6?A;;}=zlf$hM*1ebpMuDXBgo=6z~^iUXD~} zSh;q}*_KOTSUBPFVk%_gsHpDkM2O{)m6et6g8v(P*v`biO(%mvfyn2W`Pt?7cr>4i z9<`8-Vq%o~b$a}?T< zwcjV~iJMTUOlH6n4_Pq-oeLCaREAzdC`Hec^nlZ948cCV6l6-WUK<$zP3tBnh>8XJ z=b9K{1uvp6=u*!Q3a;b26W8wd_vh{W$ zPrhe?6h9~0{}JQ$YgFx-Ud6#s?e9Q0xiz7?}Q1EN^R&JBK2G;e7>S?CT154>5Rg zIIhCcaQAWj78FH)-4vG)Q5T25`1hI&lypVcaTWLX6<*6xH|qaniESJrHTkU}cB(U` zm3sBzAE9ty_qA8t#xw_5ggc`aQFZiYzCV}=k-YXK` zk-~Nh?U$Ja?nTOGY5z8&#S>r(XAY-4*0{i?aC8N#8Ws$GET>5nG%@u z)#kyy2%W!g%t?3l{4vW*27IL35^jctW`jRFuZ)oYx4&xQz;&#oZB*E~(>A)LZXAW? zQ8u1Sf>Mr+zUdQPr2|#oOq-I#}9#SeW=I)o1>6lM$ zBWy@5BcUzbn-Dpo-(?n?f4rpx!<$oBNKz^o# z%5B#O5glr|C|~zq%C4sA)jKCFLCt3{1q7ofBn4M`}2u~ ze`tfPkaP5$_$Zg&yqb{gxFh*<9tO^bO_m=nF^$#r*kw6>ovUDabE9j}y}96aS-yut zK`K#rjtL7>sRw^Ss_nj<n&%O>`orTt~M!Z$dA+4Qb)?VIJNY5IMv_IQ|czu1u9 zNt#zrX69!K|Hc02Rpp9bTdJ*j_O5c>E3awqDdW#oLD^kdor#qFazT1&x|Gj*<^0eq z;c%kdyO#qBUqOTjiD{$N$njVM4-*H2^Rcou$C(jMwj*xN8YAEJX8C?C-(0S+AI)4$ zRnhj*b;X+*VoaCO<-MtcG$-Wk=yjUveJQtbXLoDG+{&uqo_HN&m_x?7;f?RqEkavf z-{z2{!6wrECiyQJd^|)sop7V|V1Ck+ysqRfTm14_u?E&K zBi3Wz*Up`@zts8-OWLAGW#_I7ddY9O(b(MDOm|T!sLHbNXtB(ptIQ=fm>~&lxQxJo zy`Is#u;lap;O$@Sx9$49A&18-kdf(2*$g8y7ZymV3$LlOEt~R}RmZr1ZKC&+4<%`G)NyQZqqMdSB@(G$L{~@T(;gAFR!JI_AML(-WA0$}!On9%a=0v(RxGUMsmNNGEeG8o z#|^PfT5Fg_ww~VT(jnX$dg=IBuaWb8_Tk4jY+jFTU((AW88}O3Td&hu6sbQl<|Iex zS_mh;&~U*CympzwhorZ~rd8(u?U9)6GLYunw{o|vH$@;9FRf z@qT)prkI;S>us?}dG-tB2o_$|lC!={JG_B;Rx{v-vYW@k9cFQQNJGD!{RSL%0k?H{ zAN3^JwpGn3*?Wc3zzf<@RgC$^urH!X2VVpdP!3uD-<|qj_>sR3;lU$mIEVipkpSB) z4z6pz`QO8r0v$viDy&)lz`S!sbPCH<$a-Hn$kpry=h=Q9qKO^<3yJSlVORCO$Y*1Z zBlyCQwTfUrcGBh~!+IVD)KTo3h$brh4M-oC>|cV&(-+{LoATb;!ny^RjO!Wrh-+$t z7HhGLQ6ue0{dHa4%wPw%VLlM5(m|C0>pNNJI0sL-3lmT8dp35eIeEJMpf8>V1jS~J z%V#qEz_(mc{TjZyu09p8S!)t<#P6`^|3>fsyOS`oz=L7WfaJyqj)m-Ep_fKgzZd0w zV}wDdLgmV-l42b>o-zve?F*{6@ni8nrq}R6T&5DK!dh$EH*mQU7jy_!5F|I~ioIN8 ztwp=@;A&tJws!g#ZzO#Opf zM~}Ox-I}+ZN|#o%OKg}`Ev=aB1((6JyidBL=IZ>U6%K&mXF8dnw^`lV;|xx30U>A7tG%ImA2r-8>gAiD{G*Ih05&y!}-5_0pXAEHW&= zu3ya+JJFYpnX!mx%PVfGmD>$KPBSYfX z+XG*#uig=gdmnS?IjGf40@NYYl<;&JU-cE%`WI$46iVAjGTl`5`J0#y zhWlx8Rl^2IM2!K1q{Tuc17QwrZl0NQe5a;jB*h4s{-^PxtuQ9mY;lk9DAK>4Hzl9T zd|#a}og_~eCujk)E@2BYVPMhfjvYrFc7kPe!OD9H9O$@kpwCx(pUUd#Gi3HK0)lSZ-O7$=+QTF z9m0`rf~4NPRm1T$Ab5~e?R}W$tCl1CN!)f<>;=x|Q*S6QrEIrA^9E@bt%Z%pYY8Xi zc=P>s+FFGvx#k&NqHLa8gKy!QFJ-eS>w1m)c`5Bg*n{5{f6!|q;^0rT%>M0s>1}a7 z2e@N=%!T?YYr=g($Wr0_J;j3<9R{O^bhYnjNFd7G9j(7~)e{rQ;Rd0l{CPu!2-hqJ zOY36+(%LJoVN>$Z*zYcHqWCfV>)rUnmN7SFIuAH}Zw=R6M!f|)&lo-BIjr}#NE~PV zYixo&(pTr#ad3hr{p7FLaPp+aErNtTtdv#t1^mq`EoJ@ds=BV!x29YzF*_iG@EVrD zT@)+s#I9+(?by#KlCh0>Ir6Qbpg4isU^C4+*bqFswSdeygPRxxuUF=r)L5xLh@n{^ zuIVR}Pht_ZLGGM4Fk{UnHJKH?+*b@NR9=UC!%F7$pEZ4{3Gj^GGJ<|hC@%c0hzjQV z*{W9!LlD7*LIZDLU7J4Fe6^_QLYCu5R zQUt;2T3g^fte*xS{YBLT{mUP{yaCJmOg^t_{`R6{6jPU0U9|Albx?q8=}=|joh@6M z42e}Kx#17afh}49C!`Q7Hlh-nj{5*jf8&BHz0lU{&^T}KJ#9*?Z_&gf+?}`40;xYc zLu2KIubEV<8j*tCTvsW4@}DPtUIkpw=ksAGth*1cM^_2LYqI;e$%GXez1d*&#{y#; zr7-yY&9*?<BW4lHw}IFJmTs7M&n(QLZsnsZf- zFFdGbxUc!LPRH(`^LEN=RRsTT!mvfHomkddf;#f%RXvmAUA109_VynMMeH9+LK)&B zJ*q7iCHS~%Ck00D<`%Y!Zghx94rY zHywL*K5#mL)H!doNp-BP(*N;y6%$$0h_Q%Vx{uFC)`r6w3>yges{GUv@^E|yt+|8sqqhf1s+;8IJHFex;Ezlx2vX$I|5ADiXW^d#R59%oL zWo0c!Jhf=HtXK`>&M(o6F}KQF8Vc8Cl$`3i5=8jnzO~#d`3(m51AV+fy$L|DQAOEbW#fYj6oj$Py5zt+&YS!ik!N`ZjaXF zXh650bg$Oo!8&K3tD}8yf3*i{UN=978-9kp9u%=araRr+^trv&GfJAOO)aRS4G=k^!rS|Ud(IgHq9(|ygK z!v`^29b+5qjm)ls>C;cOU8?fRi9}?i>p0r4)^J3o2(KwQ{ZeYPWKyl55+XcuLK@=B3fOlfj=q$S=!5l4Rc` zicAYhhrfn6N#@a2`i<-750`R~JH~=wrD7s+(KC4c2Qsv}X2@WWPP$*tuHu7=56ZHJQd7GqQy`bMON;YLml{_crjZpc953x zr7TzJUzv}^&c5n@0GMKc1yQ^f*u>hdUfymJZgjtkp1x#cDtZd*O^-EuoTi6cEeUl1 z?ggM$I+~k*xy;S&=;1K{RG3GbzUHG`nW{-hNQQcPqVmleCnTLG93DM-Gx}!D zr6sr`H%bODF;;=7$TiJoz1;re`A}=Xlb3WDdN4aXd+lxL=wJGx*wB^hZJ7EXTEKF? zMtdu%%9shtJWdCcHVg|sQOKkOsF(Q6nS|EH?LAo@7zX@zz@_)YG`oGKU(jPjp(l8v zz6s7XE_%Fd01{|^hl|;J7}+zxpIiY_m8Wja+raa1B)71^4#Uy_jE$#32n!0V5CFFM zdN^#5vA}8(uq>^CNNovl%p3*4?y*2aoOfpr5joB{cOe3>MPwgOA%MtcXZJ)104$C% zbWWh(X`Al1mn6jle6)LfXg*Tx$~Nc!M%{r4<1tX9?!(X4Wtd~{;09tYHOhX#?0k*Y z+}vAMtKSm2g$#b3zszbqI$1ILa8AcMV-h~BBvA6=AO;;MY&dKaru4#SV&pZh-IY5$ z2Fy|a>d*N`m35vtptkxrgTncHe3aLKRZWGsB^!{6ewDsGj5MUh98{c1m_C4aF*!Oh zq7ehyhn!`OwdxPn01$zvKb4Wp%ARubiXytj1U1-ox8+K z(HLpbxznl7K@~t^cbzoD%e`?1JZ?S{fQ+-)I)fBd+Zco&R{H1 zM?qU9(r^>`G9wF;Se0 zokQ&$u$8q!=F>USjBbhLLM62TV$n+rJ^O|_usJhR=qc$t5)!QoTQbDKgo090#cW_R z)s}mj^=^g}EAP=4!|7}YVem>*w~uhKq~x>=S&naR8t0|v$pg)|MV%Uj0~B@R=X4r> zN2)5&nL;043j4%q|UeeJF%un0{bbWX42$z>D!n5!w?O|W_@{57zFymU`z?A)1z3c`0)hkX>7 zPPMvT8kJ;q`cy-gjTCY%MK8RMJYH!u9pxSb)(??K%%_!(qX|zbZHEKH$e-pSeirvp zAwd6TvS2J#LmrqGL4V(RpGLv8o4!hS3J@kur+#p-$Pb0TBY|}CB(?*#P`5B9tjB9; z!%{Scc5Po+Zv`mW+usrJ>td(LKL+y}pUL5(NHd20{IVI)7CjD)153+3;HFik?Q^b^ z4{lxU`H9ECnlOT|y&tggndl;fd-bf*Nz=$Vi%$q^UY}Lep-}L32C$|6;a44CnqMbR zPyX2RGRsZgLZcwATv_N7#FXuB5tjud{Z$@Z!WoefpjvV)C_xc0=p zv(Xscohm(R-Q&4F;RrPOx9rgpU%^TA-4B_I--t1zT5PG zd|&OL@$vLCTcyuH(zJJ_ajgaF8E;c@II|w%^ygG@$ZyiWH@S09@!EF;?Zft^UtrUY z0f+8Y;9Xg-+m5IQCeN6y30+C!(K*GBY&I1-lKGPCYvK%g(-_s~_#;61KQK9*qlCQ= zY)E`Kg)t5H1Csd@FE_^Ax|7HN26bN@tAJ_e0AhOG^$l_+g2&Mv?sGzs7d!=3V1tBE z^{jnqqt>;9Z(ZpM&KQ;9*4EY+QaCo>uQ7;^3V%h=c-ALt37v}KBcaDAB&9RYRhOCP zCe^OZWpPtLjc!7H3Owh_UlB6{4Y)OWn+vdR4Cr)gO$#`J2}s1xn+5R#}r zdaAD1u3VXxS~%)WKeY%r8l9xGI*8TZUm1Rc5&FmUog1k{@-`E3rt&K%w$9fl5T=6B z3}N1=eMFwFAzua%E*xK$Cn00K<^ZC(mdZbNl`%?Ud-PZ7etelZvm-K9$#)m=!DEg} zX&5-NPeji>&s+|0t@LZ=Nc8vn;771iDR;i?8{8S{Nk#*C%3;vQJ~kq-AnuX>alKuh zbGIVi%1Ae->V13dlQ=s~#E}B(;IQj05M#q^yF%TX{D z63gl?y0$U7H#D+9dUpeO4{|G^&v)1;08g_y*kPXvKh&ZE~v` z>TSNUQ_9lwLV8LuPU(2pc0%^S^(caU*L(bWBWu;+M%}qTpE4yjby2NIXrOTq-HDXd+$A$)v6J>v|eJ;#9UpY zReNLaUftq>$HQvN?EOUhsR_wzUJEmkM?6_~1Qg;aE4}>rgb!{dl*BGhJvI1quh~yS z6plapgNG}`FZTZZd;cH>LE0!C)@L*Uf&@K35n%K6Q8rsUEjM)hj0Zp8C`r>799T1O z^5c3hFZ!;gpZ7xFaEU4F(0KL-@i`hjsY918(mP7yyk>WI6?3IHO4LyB(00V~2I!IH zXa+L7;WqQB z_LQwMrbh67*BUM}W~CX8q7%I`M^k^UMeF;QHxCEOJ;@pGJ9CEdS|ble450th0w_R7 zpauGk1CBBzElPhJU9c8+Sutl?xt?T`%5G5H!XHELy)aeEiRaX;weoE>C76$N^s3w= zrRbw9ZB0>Bj$`=fQqnjtsexZFBHntojJzv&T4uK--a0kiqhu;SKM9s5}YP--?oC;wGzeUTb5IEws0x~(~IAmCFOYi z=XfO*NN3!?z2zmJ`w;lvYI27EmlFrjK@(s4nwO%S94<%0;<7qUI7qm7NvtpR`e{!& zsZ2KIl4e(#7}UoBGF2o0ZibK6sWSi#?P|@qjCZdi!+-DHme_hUje5d{AY@+`N&mptWU@8ra^U~aAC;U!B07hi{` zNf*7bL<*v~aSeFTY-ocvGTW&-2Mi{~L@R|=cp>R=1d}%|aF=L*OY0ywIQVki?kyak zfZT}bM_Ak93s}^PE!HLrUfImR?Gg;=C&}k@Hq*e=5;Tbb!<a0Kz%C>m2q3;>o+n3qp`ks8HPul> z92mEI+M*McwbDZMg|(dxf%8B*t_q6>0nR}CF@|Dbis1am;2o^!68I=V>6Onv%P#_M z1Wv{jf$G+orp=!UwwVd6%8MHE}Yt{@hFO+%eGBrAO}Nx;B&w#KM-(D;y>w- zEcfr%aU^n3=sm+sEYmpnGk7cS6xY7zRqlq+fTSp9vx`(f`{UmmU6e>yx@+pg2Ae`f z#v~AdkX+1JbvjJ$tS^K^0=07iWAC%IpQ|#wcYXWrhC#p>@TSFa$AGeN@6$+{Ucn@{5NbXqh;1LV0sjrw<08hNlTA&mDql9UWGh`xT1Y3p z0_|uS#GYk&WegJI6Ue3Zc9{L|rWO5rf0ZpN3-@i-O6rubj_3x&qhlM5tp#)rm&7ov$KKfEBHF%~znOvxcP ztX~wpc%{$y_-=SkzoE-q*$9_?Mf)19V02ok@y?u1J71PN-Lv@ARJH0ki|>hgYSZC3kHWXX?R}NgTPARt#O5^_6f(Xj8(B8sv zW08ExUl#d0zdD&dtY*!x4gGr3%YU+%vo@HqY3hfxN_NT3M`;Wgw=jBV^gIswZjeaN zaLGJ4hUr!2dmdS7O@mLm#_MUd^UW&l3)Lv%FVkt2L7$Kp4g$tysbMwt%b;b5EV#2z825XtPxM;> zy)?cP z1tf0S@wod=KSOvgF-L!mBXio0-$M=WxrE$Fv4Y6tFb-uxM1sE&l!scpY$z{ z$!_i>6mqaBI$7ZPhTJa0!d2De!oDyrfuCf9;kid-^?OIj`%rV z#R7fR{K4ev=9EHcqMm&HjSWe1#E@d>L0oBG%N}GSEgka?N3UZ_aKAseRHB*rDj&Iy z`6K?e!1y@Vx!dz^J~K%icla7h=Mcnjy^yxDu|up|B|OpO;E{5=dP&|ahC1TSL5!>T zIOAin9hch@cJy`gnu$jtnvz>2F?m(xYti>w?~cC~)LPYM46fDIEFN_!Ck-m-4j-R* z;qh)U%)=JHKSZ4K;OSc2uV7ho!ovMr=Eyu^UWH$6A1@34qeNdA(#&Kq}u9adzBA#;bhE* z#*v(TUVchVymeWRGfyJEdRJ>MM}!)!onR`k`L{k@{@W>&L+YT0e~j(f19!)j? z2O!C-S8XuhZ=8(yT4uUN4g3hi20!;!fdg==V>PW3M$NbztT*VI{=CnrHCi z$S?w()448T@;|s=_e$gLfYIf@<9@f%7R1`A7!Qe6V3Bt^RB9aw@K{njIJdcop zg)=J!j;44#QkgJy(=@n|r< zaw_4kv$yNRdkTuxN{mgygx4%-Z%2LH-UERs95@q>+K<5rNJe~=^}5%SDd6mP%z}5A zCdn9w13x0&F$W>yb(Y%OGpSYJ1b30h?pldV;q&a|MY03TyGG5e`I}R5YOUqI~Cp^z{F)>jYXoiDMo-iU7S1BjKs zN26P?nb^ii)B3`X_orUTIB=%}!`Eow+H{!Y56Zq30J2Dw7V6>K-D(2h|ZxU ze$V`Cf@VrNy3F6|2_!`I7e$~Q^G`8<98v%Fz-eBO18?SHWvtH%_LI6zTvil+ws&AKx?O0EI^~6kVeeA=N zMMgY2)CYc#cVk>;YPD7;5=X+yrlGY~=yGR->0E)jMhX z;Hg#*5(fTP&ne*YoWcrT#`^A3liPgP@XAUaSXd{R63IpN+TT%QkRzLNX}gMToT|zO zZM!~t1%ldQcKTCgGv|v@<^{W_u1DmBIG{I!wl(wJd=YQ~L4(Hd9v?V!N>lswgDi%6Mo zVBu`nx-Z6~)UIz3W5-#k z?S5wG>k{x6!~j;^WPdY&8RI#k6hel<*y?cLZHk9$>+nvd{*xKOVZ9_)DpGQ#^rmcLuAaazY0m?9IZZ@ z=c^gZS`Qy+g_HHArK)FvBTL+~v@M@;wXb57GRgr`ApY0i-BS}B z#HsRZZJQJ{k4m+xob@f;&gwnf-w?|Ge&`^ks)|cI zk*&B_Y}BE}&uM;Bd0tm%_=bP*b<;22ur-e5W*#lKU7-Sz{uSNYxrizWW1!zWUYpC2 z7{BE4mCuQzxa#2C6GhrO9j9tt_JX>Y*d7lbZ&EUG`Wr1(Jn^Ht1!aFF-Yx%G7Hv14 zqp8cNxMel&#kF_U-0n+%V@j{pAbWi5=<0Z~lY^&qTOOTfSfWa`08(3wzVee1ML9}2 z(_K}15=;-JPdECX)R^@aCIt}qaYsV=!-?%^Cg-|`K%KsLcX?2Fg&O9JQ@tC)g?D&# ze6a1`2m#1l_LSeBfo#Wz0oPqimDKEVl{}UX37OpI#lLKL zeU)6v9p3QDjCgpBI>;%i9FX9Y3ckK(uu8`BXar!_+9fenwn7O$U1weM(Bj~`-|d|c z6rLCNc`mr&9skA?Y-M(exHk__zPdn_U7@TW?+fSKj4Zt0O*FI8s+Whc#-)ps*e)fyBYWaiC~9-=w()np zq!NqEaWs+=PtlZ(!>yr|x>f9L^Ie5q>)vzGq#V7~ft`=HYu!3THXn^!X-*XHEk32W z;;7d>;wV*-Qf(`FB^$0n8Fwpl&DOPa_*6CPzM6$-iE(~&zZrH+<|Mx0dcm8ujkoAAVnG({G`st>hYN(DY4T|)I8qzhOz zl#5B`GTqM4J`@%TugTtf*yL^ZO_I2^v55&{SGePL-n*SYk;NPp5SMM&%Imv!N%ot6 zf_b(AL!Jgz=zF%L$`UC!m%`#{d7&roMg9A^y$eJV*M>!|+CPeJ;eE#` z?*FlWJhQoD%)a-_{P?wQ4e@z7s6f+0cIn`^@wry0$AbmxdQq2s{rK|kVih}x0h@y* zEM|ldGaHLH-i{B*ZPq0a$7d^%7nfnRISN0!n(M~On%SLq0WgyHmbnoNAd3>jv@SVT zw&PnyLaGzZp1g&?3Y#_EdlFyidzs8_zPkEkw( z7PA!is~6{r_BjFj*vC>W;>=D56r`gXx*D(c*JVE1?Ax?`1{hc8E*fK<1<$3xJerL> z6kP#gEB1jLv~`y*^B<#CK(G*;sEy65i)WEM0KEZ@;l=;|Kk|WYD5-zL$}QNbA1`mH zuaQEhB7$vNS325n8##nZuSnkkJapse7&fc~ff!{;-%ywNUO~-Iu=*R`1Hql&Slq?H zj&lHDvLuHTcGD|5Iv&!?;CMkaHNREm&c-?b?LF`Yk4zwv+VgDDgE_iat-AijW zF`u6=Gy$vQIz8*Fv%oIqR0SddWR}pv`^AK7{=+QUg?XXSjf5(i4wv2F;rdTPmwgvM zGOh;S&QFo7H84B;F5z#)v8xM!IN#>a*NI%F{C7A2@Njcle&Z>k~V_& zl`|tp_fq)RdZfcM!kyY&pS-@r`CcbNSp9%ORWai6EnPbTF7N1e)gMwO309+PNukDE z-wI|TbSwgH-mJQ3bUlIsC-4+AY7@IPh`bR(Q*yBEl>L>QianC%vUR7>xOi={rbIHc-Ee2@ zZKjK1DTP}fD4BfyOYciYxYyoedF|}rGhV@(TvF`lLdvK#_rdXE{^$c@FF zRVuqjwxmNj4Q;V_l|&j_$y(bd+Hu%oTtN25u8Jcu*Q_gbwYOtgyW}znblX#tqs;hG z-^MPR(=A)%eUFqN%Tjj3M+3?Ak}F&u4}2$_VPp(8sUJmI zklyUlf<9f-ER_M|LB{X*$J`h_uSz*Xk6rnq#WF_*+|%604EMcW-RO#;mz<7!=}~V^ z9Zd?^>5fKQ^W(|$@)yfPJNUO$R@T^2x7sE&>X+ghHVneHQ@_l+(jR`kcwHyr?yiuB z^sV49aohgQ1RvAowQ5Hdf2V%J=8H~GbOVP!h052-+LZ3I`)J!-J_RJiQ1ii;2bU(E zm_DDkA83#rPO?1hq7JMkvuh~Hej~zr%6q?=#;w2iFHo7eZ^lTU-LtaKdCg7EiCj>Y zQy-Q$`M4<>f&*hQGRJ}nqR0aCNT5X&8LtUD#b|E1dMhX6ncw-(^yL5;wP`Y3*fhfW z%z%~y z$PqJfw7ghpc@!+_&C_o9L4d_$)l80P8KG^=Eabn9EeYWMJQ_`Y(T&7|my{OC3tS+R zI(ZI4jDq49BCLJrybA1spxlKd0{(v)a_T1t>&+fk`v7nB-RY!hP7kcKai(_#gmp`VR1>*nG+=+D%5GK?Kz@m}n zd&bU1fCrCOdtHWgKlH=kbYdIeS_Ia8D;&Vl62e27us}-GYtUPo=Bi{c`y}qEDf`4! zG8j=-TxiJR1LZL?D`2N9TsXE9+asQIvRi)|MCzB2{(K;wybXQH^xq5kzZ;5rgP?Jl z$0>S1qAK?3f(kNgZs&vUb6=qzH)XY8 ztRDo+K!FP^+;q`f`>_O`X+oiv=ekB73@}-dUmm1u5%o7=eN#@vZQbcKnCP;<;b8Y48FNx=v&mOlk%3UJ^ z8(@bwhm1jV^KB_Z51$&#yHE7=qm@v3zx%YLQar3HoO(N}evT#Fk<_F0y`_BFdcYw* zZ@{L?4HdfP@r|#RBh6U3MG_tAoS0J8|5a%YXlT7#?=yWYzK<1$uFgW4ZqDct5}@;LW{+;hJCwCzxrNzmk)#7sYn zej;2u7dawp>gQVa9sw52wp3;wF(ka4yP#E(Wxn#qAiDBwP@NaOaewe9dj+8i`_q^(qSwS-Z8>01I7AWliNU1LE@D$Q$wodT4^ zreW~$-H*GUnj03EtdsW((LMb532HJUrVk4YM>~^SNVud*jgxiL zUgnBahKzUoP)SUGhdfBKH9RN~gTSm6z7!9S1amEtg=m#mD%Q*G%Sdef&kR0Rmt|wd z=17u1o1Ba!51wSHAHa zxGveru5ou_aL=yx4C`|i8OPm)vI_>8^>40_K=t}LsDBZfRfG+yLqK(71$awKUb*rx zHZ~T3^!B??$5*-M22e7riI{!_BV!4ughv5~38P94e5yy4k6dbl{n4|L3L}6|tl=U# zM)vLX3yMKNc5?Lf9RtSI^tJz{^!0J@jbn|giDtW%HHBIE`73)|_duZ0^nT#&FL{ivT9uS;21)JvcVehIJ1 zJnHvZ2Nxtm;KA+3rTTp4VzQKc&S4*oCJ0fsAx*xp^Yitu zbe82c)wXh+sU+*S#b)Tk!4DGXktwav#yBqklH$SBZSmlK|3wJ*FGi&R9=9eQ+;tZ2 zxWUb#D7tX;*xiZqO%bshlM}q9u$xS5sa=Bf5!0P+IxjI7L>HJMS1q*4Yo}_?b=*UJe`?Hf!^DrB-0T zH}&0Ye&L6Mnqifs>dPhA-9unh22b#ufcv_X(^!$&$&y~XB&7N&(Y3IXxDnXEqg9?+ zu*B;!*J!nqt9>U7x^>O?Yz3Rk3F8`TeAbd+QzjW zt6Ra(n-i$DvFSCa5V#0_W)gcVC(SF&QFKNW4i`8Sjsie`uCRv{_zGZ@0oQ*`8bGdd zgNOdr(;bNCb&ONRbTyLXTifu0ywhI{Sw#oM}NkK+#1HlmtBx(UwUt#N9YO zS|5$St8h7>3#*z18#7EM5JN%M2TjSfL(G`OBt&d1eSVQbUmevFn80Ea8JH!B)2F2XtU+tdFG6&mk!MSL zu)y%?j}KV0>ImTa-bF?D50!1_e+dxNv_Y_}W3XTEwKWc$sBijXAiAOAM|(fjg}vv@ z#E$q$MIi^!lHuQ|8KA=BMUSw;kIu;nE;!=EVKKL3nKeImkgifqgZ96X?b;e0uHCyQKb$~xnZX>;m3LccR^*70yJP%o<7ambUB-3LxBtU znZ7<;ayHY`mrS-&5t+wv%Gq&W-%`igL98x(bYv(-kM{eJYt{+>y>Jm0*)L z;{i&m0rXZ|61_sRfs&^wX=&xJUY$c%#y#~uui82&&?pj>)a57aPI60PH><%{WYN1hYjEv5k{Pe!ZVve8Cu^>Mxg zyt_JULC*@i%M;AbpB`+_-?raO_gRw$0VBV$VeoqZMxN;eSYm7w5;n8p1&VB$(F78O*gJ0j7zUx>5&v_LH|@-3wa3ET`0wFE zMDVp^*WJM|bb(3ju|s1Wgi?laAR1Vin6_E)Ks2md1tRyRK;b>0aE2W#PJn9T=?hG7 z!1QDkj;G1@fQ7GzL0$RhNznZ|x$F;OtC98wz^(<)d4U(JP70Xt^jHOq@Q7SIw`1gu zW0MpZ7r;P?J@^IqZH1>=-h%#gvSc*x1h!JYVwX4V&{A2lWS?$~vsZe}s)Tms^h))RPW!lB-PA56)$s6g|{+^H$@q zf&Fy7iNd+%V>J+eN6lL;h)MMSa!P)-sUw5I$(nOr_kvI=YqNJdwOEPU%W*Quf5$2l z?~nv~`N#iftA>^>@feks2f{QFj^clkUjNh_b+p-;s z6B243ICnQvS}6+A|0n1H$akt{??seKdM!-AC0avi<`JfV$Ah1?J*QF3c!OU@1TTGK zyIy*)_vXGqV64giumTY+*xndJ2G%x!c`QgAkgxw6@n#MmH8>vu#=nJ;X<999Vokz2 zmq8^L7s!F-un5;9_Nw;*(NGDYP(!u7#eR+u3NW3}s^T{S1yIRcr2GF)<3Hpcdkz>V zg7KP0bpF5gzBC-lw|{?(eVvjeyJBQbiIgnEBvCO$BwO|+lRj}$vT7iUGx1u&+$Aw&zs+I{9pWE{Cd@K&&=(d|L#m`$IQIqUpd}BeJ)v6h z@jorNTG>Gx|I3eTxaqbfg2(wnxizdl7`%I0b6F zv{?C@yr+5rlwCS{@jo{?8*OU#fr(dn?`}`MPqZ#*>B){*JWtLiI zXw;+jR$)k!6^x{J-T@2*jG z*sev!itJ06v?e1)@XA)m{Kf;m&Nzlkk;GM{U~3QeMX`GEW%oE3r}e2{7Netm#vk&|7f0skZ7j_ zPrZAFw@@FgL;#2s%5r?)m%#D`OiF1Hi_hiG?yZ{-e2GzA{4B(=9wjnni307Da(r#$v8SX)QqAFgP`iC!Aol8)5MVt`?^ zxDGws2eW}{_7hua5047h!gzFfMP{A?u(V2+hm(FUl3??aPQh^ZXYcdud55WQ6*}N0 zSG8^6-a8+_PXOWoDC|S8;dXn*5aD?!o;BpY$L7tgFoO?`BKX+a$tpV-CY)EaZSRUj zO2Viv?HpvIk$UZXuEB_Woj(5Ps#0_#q~ro-TX4^m#vml{zC#8f3}sni^9KcocvDblsFz))CKjyVwFP6qSn#ku+_(9Zs6xjX;-@YL zUo-);b6aRmc81az$+}LJYFFQ0LISs%G$CM7l@_`iu(+b3q~rh`KgvOkX!kB@kPz63 zxsq}^pcwP*+s%Y1$j!$Paom1}XtZ8^(6^dU#kK{f>8oE_Q`e5a4LO|3N%F1w zz_7VCjw%Rkw6j%SaQfZE$0rWmgO<-8g5J&a*eDiw;3hjRbMv^hT=CVi5f8cGcDJ#g z&mofBN7&sp$VIQVe7qS7n+$|sO~|iT+F!nWd2@{d#Bf*i2&cD3zySc%Sh{~Z2J}h& z>H)8QM;J0JHVNu4Ly+~6Der9#)ho_nq!%r^#1uBtN4-bw;vE&@|NUhOt2=rk=k=F3 zf)d2Nl97nnY{*^#Wy{;puw)BP*&>F;yF?CDm6ImmQ* zr@QJRgpp}aN5|%@?T-FX0I|tz0Y8X1?o>8b(q#q+{wT@{qQG>oOx5?U2qlaW!4g>< zEyMc47uVsJr04!+kPLb@g1u==GAh>b0|t3LdYEG(65DYI-eeJ*kHi&y-v zctkj0`0maS3E+rC7`I;byWh~DDMGN=Ex(1h57|judH}{sNA|VluLe|8Z^qovdfAxk zj?KpW{RAoH7tXKurt{GTHu^2;DGz$hRL`mp9$(gGZh(ktn=ZbWuhCtq=^b3q|6bjp zMGDlOl%63dp*CukC@rDeQPk>6)}meAisV;=b6aI0)-7Jtr}DYDm9&hU$)51x=M~pU z{}sf?=vtm^%~JB!=$?HtX@MUw>)=I9Eg8b+dy26y%A-d%#G)^1D(R;3T?Beo;`3CCHrl_IjTRQ$rgVDn z@Q#b!N{e0VuDn!3vbF}mD-9l5g(a=YR`zf?PABqw9`zHG6qedm@h*JVBeUau(b0)% zBHto=Gm81^7cyzflMN#EtWFv$>pfgBH9^^#*a?zZ!{B<3_fOu_lTl8l@~?ANHwYBG zkb3Y}4V&mBU}B4d?OYw`Xp>sIdG;CUr!WyodA8=|rH3}-$lk4rA}!$xvbPzNyrd}n zDQ=IfvQCzJGiLh%qXG&1q$z=vnEvbc^TwSA1MS7(R$^ZaSlZx_Q?XKhA_rAvjV zn)JkYKcIMd^NppXE+^eN^6TJ||NLEnbHt#;(kXfKE#Du)jO5e6h0cZEBR`5ryL{1{e}*^XR-Q0}f`{bbYfG2aA+%EONw< zx=d0d;~tTg{157d_3__{ZBlwZQ1#$QmURFs?Rm0K=hfYC4z4c-mr~du((*z*+4l2Y zA&}nQUaPjnZ9K82F6oI5SzOhn81rRftrt9yk?exaviZY{YJF|ZQrm^4!ceWygG@6b zD)~#wYZ(NhW~;koC=n^zGvP!;h9-qN{mzBGI!_{d5|N9E6ff@C*FP;t2@(hgNY{BH zC{+*btp~N`yki>(0m`p)W5-~y0KM6bdpdL>)pr{+7vJyO4L~?$uZ6h(c#^&Z_~Loe zy+@NP09W^O5RLdDxI9w;g9X^devek!0bLR5k`~bUYZ|>1@|nwvFbG+J?cM!FbLi~p zy3}2%2VcNYr~&#SuRzs5ICuX{46Y&pm1pXH3s(7ElY8b+sv9a|wA{pte}ZVH zZ4?91nef}zF_YT?-9Nagn$y2}%SUZig)#_CC=pVAZTj;Y#1FkpYl9noQM=NMIWx~m zONv@MYigjs+iOhk%J_xgE0#fyBjh=S>P!Rh#bIDtXu3W_qJsMbMFay)0AnizTUp{l zf&A<5IhOzJ#cMry zMqiZi2{Ca68h6NMBdh%8E6Rskl;0n7@eM#x{>xkQ6b>#`>xI!rpsE+okHu(%0vH4i^wij+3KpXs8F;4dbW7wcmJsC zF$&nkhpZ}L7)Nq>5d~~N1!kEOeT{MLKiu)>f$c9ub{CUt1L89YbuI0 z24+HGE5wlI{irfd+dqTibkJ)CcaE z503UWiIbcAg5#F*c;GO13)gSZt(x^yaVc=j~+ZM zX=F==7nYWmt}lH<0{hjlf7t034&5@ZvZw%?DiGs;MU~+nD7N+lU3@Lqm_&cYdgd;O z4}kPgjLO?Y> zbI(0BjA6z}Jgj-Nc{f}&(gJ?)Sr`zlJyc(h5n-II z8m|o~jg5`ns>t|LCZPs=M-|73vC0# z(|Pc!SD0D_GyyMNy@=Eg3iB790xb}*wCrvIDG;<1-mI30?LRAW*6U-)M$N=ch#8v^ zje4)>JXnQ%zctcRMya~~9usv7u{1_M0Hw>F0HFB=@P{fvsrPtNfK!EH{NSY38gOf@ zdkf&v5kP#ZT~P*%40a~+#$qL)?~eeE()3(35q2b$Zoph5YnwtXNcZ^$xJtgj983F@ zRFmO-WVr}ocdhs&L{?9#2A2Jo1e8VxHM!w_Pd!0X#}0ahsr3ZzP6N=Xp9id|C3ob{ zyM+~+hnT7Hw}Hk^UnR`d%~*c5YRXW}f34pXO)de+M$ZHBY+4~q-udbmwk2!Zfs>Ymp$ zHi!r;7vrDrcz{#+c-i_`_brN*8yZ!WFZ>F)>eP{cpPR6jbv$v+vPYBr#63Vmx4M~5 zVG<`8p?SieK5qiniT~Yux5!K5Z=I@zw?EAZhBsb6q>q)i7woe~9yXZu%RmFoe;=)8 zx+^OGm}WZ-fMuhRbxr$G^H)u9fcxn<_r}^*< zVf-a7w+Vm;F>PwW`vAjW#_z0qaPU;2*I>aYOk;bJk!a8n&9Jy~_~{A-nAdED;o0s1 z>c_caRXxSc!B0z}l#Nib@A)*br$AiP#k-dhQn+>`%gkdedB}vkMA@C7{Mpgn)OX^G zH_^yCK@^>i!EgnC?#iP~%sI{|iRJ&i=3d8Em)xCH87IN&Z2?3|g4SoN2409BUbkm6 z9ub|P0Hv^%OQF-cxatftSDZRwRzfsOFz*$LoaxWBb)>71bigZ1;o2)BwKIXMIB-xC z3!dq8)ll3;jUX)j+1Nu7*e2GRS<@GcFL!b_+n;CD*HHJ<9s341$Gu@Fq<^rGuW-HpkBJ( zE)IL?=t)&t(h#dO{-OwIEeO53VHWnU96~D7u%`U$!csxz!q~97DHsc8V8_Vs`RkNj zKes~IktSE(tP{V7N?ZO)^sODN>%H!C#r@H=A>&i~l{#8(68x^D&e~c>u(|#=?NNUHc zBQd7qr9edv-s5c4#2No zVik`8)zNObur>=idg})?LBK)&{9)d}aqULTfwTj~Kd|9da>8ALu(!2_*PP{s+ z0MuYMi-I(J3*jQJ?W%jC!S5y=r>GQb@tc+DJmY5c0?G#vG%XVUX;xrWqduT;FM#w@*m`w_9(s~rmRGUy(; ztHO{Kj`;jaF50T?+{^*|y>W5ukO2FxBDS~MBho&nkOohTRPprbB0WZ_LXEn-z3ZAZ z^~gr2%OC9;fJUbP!Ft4ewC^Wq-$JK@|> zTlrT|lnf`UbhqcGFr_#OdI7!34q+~Y8 zA6m}nYG5p{G7^VfjSS3GYH~$7Yj|0_x4f84;+CQ)aJa-5H`G2;dlixMau~)Jt2pcQ zrjoVm>Z7BFArXxt&y*9h)3$6>pVJ_kX%g|n_rI)bUZCS+ayVf;*0q?$mWM`-iE>5M z_Y#p##}(h8_&WX=U;1D_-+lP%8sZQt*`h}PVr<=a`b0yQZam=#>N1Gky-*$*4FiZP zv2PhxUGFK0<>*(P!qJ+3F9@sULb6X~i*p9XU>LlT`%SOANthl_HTs=3Ej23}@q~+j zrOPWFP&nw*e#k zWvQPlENe6OF|OD!{YcY^!*TtgI7{Y~Pq`jlzFaw@CLTuP(`}hv37o~qW}AK*bg{x< zMuk>-{v#jp7G75Y@7bV!0V#^>)x*|YImacl4f0_}l=*e?;^L!n+pnWB#HjWg?vcZc ze6g#Q;Sw+H=|Go&0I~^`VTv+3;51({{8s6MxZQrESzS;P=Ej_`RH%yLz%1J%d6kD;KNn~EqT&Vk0?Rfo;aD>| znJ#F7*&|ZMcK#5%xypLJ^$rUy0@BI{rD~IiGScH1Orr@LmTr^T`sOXRLf)HJLggxc z*FE}|4uKI=v1gz5zQ&iI`P}J2yXCczsy}(hXZt;exr{Ug&b8?k193cv*5V;l%0Wj@ z@50mHT^6Dq(UpndEtRLgWtg_QzA;_XTzF91%%xb9qul0v%|PIT%bzplaB~(>dL#EJ zBGVB9T^}O=at@lgRn9aQvXje}bJ&`tJtOVOSOSua{Tcce8;Bs69DW%bS^;VXy)r5g z9gHTX-f|I`w4hk28F!p7ay;_yf{}jSemT64-kROpw=NG-fNp4fD441%))%r$44Cin z)t(?1bC?PhGdL5oW`^?{s(tAPCJm0K@b`5<4xC>4b=BKm0E#w1&<47%OMG}Y%*H z6lXmoKH?oKPk>Tm^)=emRp3`=yJ@9|<)6oL`Hr_tG)Z8+EL{&2>6=}ET>sU7-AxxW zy4t7fCh-7x_J-e-EE7py4l*ZaXr>Rt*r%K|0!!2A2FH)h=tl&V3m6F+!^$|!?w|iG z?RLmqOP$#{H?IBS?;&dGiZzM**;zd4YBB8jNzr?t<2$uL$6HUdoq5K_Z+&k)Y+3v1 zW%XiHa}llMed@AnsZn*Bhgd_mI;?|VUBxHRAQBD%xjx-52P7r_S^<@P8odU4Gc;>e zoEI1m46OP}7z$O^nI0>=U=jOP#T7s&D7@j8TgkDcQ1_KAmCRBiLxu*^?2xIzf#I+& zb=>ibZF6kjg8C0iaeM>J+hsq`Ln!Oa71$|sp1haXo1Ip_s!Pmd;G~LQ0njqPaxIYl z`-{#0D?2GTG+q!UKEfzPR^V`56cr+BJl&A~*+y+c-CVd)We=%jR8Y5JkS?ND*BgY| z?Sx^*SY_(T<1O>HH{%Q2pE>clFrGl4X`>&CC$1u8I_7MnE&SEu9B-9 zxGvwW5ZMdT_YBP~;1hvefZe*N{ObZoi zTaIkEbVs6AS6>ZtHS>nq*L}$^gvqo;5)HkAGgP$5C7j`-tYO=n{(YCGm1EV?6_iR` zot6BPnoJ@BuKTQw`zfuoVKtN0dy77MjrFnVmvl)iey`qO#vON#e?t<@uVwJypV!Tu zOYQ%K=HE#{vJ)fDRSwgZA2VkG&2XN4Lpu5)1At+M5kbRoy9MVI7$OJJxeHyNN*se- zG*(PS`Uaw2T2r}XK!5Ub0?KpY_uJ`kJGbH9(;C)(0bU-{u-E-U{thOZ1 zDsbS`o!=y_XCyeUhZbk6%POxWJNF#^L#gyr&Nq>@gxoinw74Hm+aSWlZ9IjJQN~VQ zJSfQYSYcTrH8r6!Lo^kp{nW#8Mv(GNzoboYQufpxiEY}_ z*oiAI@#L)xk-y_s=>+$OFUn1m{L`kgbgK_bw*P+MQVxiv3jPq5G`Jii8VphigOk`8$4hbZ0h^PgY zjkOkz?L7VwU7pdEj$RvgG!u%@EUDcLro3BkI>Sstw= zH%eSo3gHrfuf+1o{cx>Z&X{nUcit%ZxysBr2CoA+EJOwL)@kABhjr3NH-wj`a#O-j zM{&tCU0F6cQbq3|A~vk%z^@#b7T#5GW_FG6dmZ$b+*bnw14~K))5dxP6-LxEL04o3A_~B&Xd~q{9ea7gi;d zEL{ShWB&s8!Y>wI+R*!9zL`{Jx&3J(LjOuBI7ZQ1h;;Ois8vs83XOACJT2vk+9^0+ z)K=ZL)eylr5?=Jx`KX_Td{}w?;@a48Yu5G0oNt@Mr!peZZKmjnxw@>ntb)iJ%iUy* zfIMkz>UERlcU{))VM(jNf_uedAEw@bl$gV4oeO4hkR>2v zEq6K)U%5HQ5e<3%)N>gF}sGXhZ4gDA-R=M@B~PL0LRnz}nEqq^gR3+06If!_3m zk2@QZPh>dEKdlAr;I%DvE$BaTzJI#yyQ#MxSnK~wVG^9@J@51u84%`P9J`(9@2oGW zZr-KrQ8qF-_4W*IY%0GhYdQOvE%uwAWS~fcqZ-<@dodsP~r97@p4ZiPYZ-^FHUODwmgZ$Oudq$(p&Pb6*Q+jh8 z&#v3HGmV)nmxi1~bd)V_^Vd&a-q_G<^@KFU_lBV@6Puka8J(T4{;2eI{^Im=(NT5n z$E2l|)fHQ~1m;*U;8ni4TsqYdydpy+ES@!ujf#%2WbPa7x^juLCFW2boM5*^d_#YupHY6Q;aXqZAarQ#St{XPN%p@GsdQU6mf8`i-Cu^^w# z7kS10&x?P5dgeTWX7a$bSk8a{J|yfqlm${s`Y^QTHjpqR9T$Y-X20a#d%S>SAt&-R zQvdJP|LF4nk2>U7PEHQxlM37k`LF5l*T~PyO|oF{+T}WXuQRYnLfGcHa?bC)yv~Dy ze7#{D^!I%F=ftwXf{>tI|Bl|i%bs8X|G!)R>jkv=f6^iK6BC3`5r1?2hyU#Ve~i)B ztCNeMwn%NHmuK&bDS85hps}&ZIRjwGzZQaj{IH}FjNAC@VX=QbBK20Z^jr`I-{`AH e_g)TS-DdT(T0zg;5Kw@Cf4bWG=Zmy#!v6>7_|tj- literal 0 HcmV?d00001 diff --git a/_posts/Images/image_classification_2.png b/_posts/Images/image_classification_2.png new file mode 100644 index 0000000000000000000000000000000000000000..8cc0279f164b0dca4e294019344d24a02116c08b GIT binary patch literal 82506 zcmb4qcRXAD+kcP}Y6MkVLd;ULwTT&3yR@`bqgE9~ZDPczs8zLVmRcP~sZo2Y+SDpy ztG&et`K9;$-1qbSKK<+WhnJIcUgtX3xjvt3zTYQ8Usr>Qf`tMA08nY(Qo92H011aA zK_F7XzjqWwKL7wqxV@^XzNV@wRR6iNt-YfS0B|cJ(U{D{@Y~hQhp%5Lfxt>iw}0t? zfedn=3uhnbmjzKhVldbU8mE2m#zRuTq-L>6dh}DkD_D1O8}Lk`gNH}r)^rdc@P-ocq^VhE3IhWJ zwFUDA-fU(Xi2m5P3>`jQIS#!32C2+J1K_5ZHwxeoA)5~Y%-)qR zpeli+pj{PaUE|qn%({1H>z}7pGfB2x2NV{%*1UEHjFc#48Z>Ezv#j}pk*y?`!$-{eFHFb}=*4pVsA_1&s9o#+ud z<9I4a6ivlRO=qJKDtIz-!xBvPxLS3GC=5worhJn)?AhnEWh+$%SO5e*7C{-Ui7g*GtBT+Xn8=Aup+u`n z0Jeml*(kLWG^nyH8;m2511wVY?kC4mC=o3-QkT6PC3^Qwz20Q2b6`SR&a%?~A*V7uzSwM{=#f+SRY)sC}&mNUukr+5nG1V(2H4th0*M zj2zSt;U*cbyjx<`G22I>1)-iTuofy6vbjEM%ech?{?1_PLdd%w^|jcVrcc@Vf?KhE zsvd<=>+_^dL|&)>lWLKJ4T}4f;?M5iV}je`oi4#msq)w-BBEZ0$DMac!uyS?487Rz z#4Vk6;`kryuy;%OJz2EFZ$Lixhx?EBCylFY06eMX!X7onJf;dlWi+vr-P=f^q}eRy z+nc`m>pFr%@9GHcMJr}DG0{f6zi70mb2aj@kh!SNQ55Nh>8^W(r~)jjIoKIU6at%< ziLsEDlc@zj{Tlf>%$;+VwyD&r4&|iqG=MriN=iz$lfJM_fJK&E-8oI*iet*okGB*} zC#~{D@06P7KED8D(cSPaSS7Ktpmv<~O-Hfr5C=fPp~1JnWUrgJnfytoR_H_-dVu>% z)|#cLCfaJA9=>E2q_{(kM1Vs>^=V~uVpE_= zXodMGQCbK$m|WxWD{k&fni^{8E2$AZ8r`p+TeE*=E>b??439JHy7Z2{Cd8dfq03>B z{^i@Jg_2K0AH0Pb@OG=T4oJImy@}CPzC8HYo%}25CxqAA!(RdibiO2;O6J+;Oie~& zk9w}SHKj1IMz*~!yP+N2+i|;$;v>t4);F^r4KF+_>c=(G(ZjB!TL3Q?5J&9(j=-@a zQmla*gBn}7etffze!I1iwh*Wqtk4|a#2E#9N1so38^jRm6sj63v17KzRR^Ps_^RfR zBUi^5k4|l4ZfkElY*T29Z}XhDdJKkZ8q?)`7W-?Y9x{HC+`eNlMN?j>*g zn|YmxTm-ZT7&eWTr5ApCYzU(XP72VOY*gZ+oh8uCzPEphE|&G?7;P}dDD zmPpBnd$&Ghvu8ibKYaS?=Eoc3ET+*DEQu`PH=o%bI1Js?utz*yej+?NRpg^w{xI^L zO&&vG``ES7$sCUd>tgJ=X~Prl9R7;_g6EX=T4{w&pLz%TMudlFK27IO7v$zGM`hkFY|1(evD3&&d_6O{lOrcCE8wJ}_c3E~0_Ez>tHdZ$Cmp~8d)1TCy%dEw;har73LV|W9?@)y6fL$4@14QzBDW6hIso9B%S4zQ_aj{T}Sp_DOPb zh;h=GZpoI|s1?wvGR9}aX}R}sW@CD;bw_h|VsUuRVeR|jrz8JGyRA;_&t+_s&G&BW z&ByfzUVF*MkiEeEBkTUhS(Hu0!6dgyCW*fgFOZB~Qlu2We4FMy)!JoGs!Up>cqo|e z>Sy`ItDWf9g%Ouim1$MGu*%S)u=W?9F8f`1#wbkg%n}(x#a{b(;~exIWT2+Xjb2nM zMkB#C>^FJVZru=*z4lf7)V`-MB~@(Y@oHJTl~+eY)qub)Q=y-4P#=oY2UB!cqrD1D)iW~!uk@L_$)2+yqcA5{yc(vefH`y_zM-4)+f>SlqM*2g->8!3!#P}EGZe#r4!N~}c8oHd}U>bBFn##?fikrdZ1D{AYc_*%SKzA;!a zy6QR1s1taP$>{heC6d$`v9CRxx^L^*_qcabo;5W?w$>-+Bz<1ykz2^hR*FVy^3825 zS3%BRPSrmBiWCDYL;v*voYs!W7oIhq*RLO5uDj}JiWa#d?D+78@8G05=JrV*ol&*o# z_3ahz!0Q`IICJ0TiWQZeyZoA4<}Jxr)nJQtgg^DI*h}dv%j*>AjEtp8=a(N0yo3CV zH99To?2S*`&fxGm_0@9M`k7iPvC>bPq2M3mvDN0Yy{{qSZ6=M3^C_Eq{WI_M-q@&W zW9>yiVeh9;7oX3TIs`e4-%NH^KpNNl4oAKOIoOrB6`Oyhbj!E;&a%nt3b%eYOe?jvBUwUq(7yhubtS_i-`=Qcyj(@QmVLQJ#q0z(|Wt} z0mdl`Ne&pmmoC8e7i#n(vNHWMPs0vudX0aU=wMnJrXgL-Okg)2 z(~|-Ksovz_duLAt4 zS{4{b3UmO_mlR6rWJ(&b9PdNyZl2WKxrg3iD;3yrc&dBtSW4Y>8OOPmb^72j0bTMp~ZXh9vzQWq4YnlC=sUy5dm0( z|F~d53St7Jpl(;9|CREuKoUUZf6M=UrHK+O3J@hpbfo3^KTlU8CIvW>{2>O#47C7Q zkY1bMy8W-@f3&6qjFbM~mrx>>P-+4+Q5t<#Px#{%nE<6!|M|v$OSBCNA_`(Iw2tKe zLtjyV1?xZN`QOL)08nABiMwyZIarMEEyMn}D@BGFiwO)YvhgHUD)R0%{a+LRj|_bp z!pp81(D-uxaW8)&L76+dZ)*Oqbv6f(5-^g>aiH?2ylX@xfV}yeZvR;3U#lo75EiIV zL*ZB0pYn_dO5ARDSpL)IzJx{6kM$k6{HMGkf)WWY$9n!;zC*%7Wpf;6GyW;>4mlHm zpP?jG>wj(dKg+PD+yqckSW_1HSL1&dEsu_%#5FUC78(0aWI+f z@4~f0KXchdgvJ$^1zjZK|2CBn{Z3=4XA8!Y)h4 zC4{*pVglfy7X^@**Ot-Cluun=S=ryXga}+&UcU3;2a8E)ev+4kCGRmO3@=iDaL0E( zf^Wz<@a*Toq(jLPGttOpvdv$|y9*~0w!kPkOA-j^7jDa|@%seEcm31q3)W{{N1aY0 zd$1j4zuf7;iGxzR?l_m(0vWPbZ&A`0%z! zBW~{?PsCr~k@sAf{m)7#25+Ni@;10KnJuI#h)1GFJZC!fjtUMxM-$jp0z?Sc9}LN- zJ(-eFvcCS;j*f>BqT%z6FG57*2VjeL5q--#Qqu_yUpvKf2(34$H%%e;dwmk9 z2R(n>HNN@y98MHOqj(IBRe_%$4BKP3rhT@9NywJj|gSr@BWqj|o( zTN*t83ukm|IL(S*Tq>0JuaK6)LD+-&1;W=OfGj$I!A^cQxmehpTOXo{rM_lcd1lhO z0@->@r23m#PQUVv29nJ&~AB zL7oUx@5vf{?A^qW1;tq*L?)Ee-K+}sm}C%bucTO$%lvNUnw(*`%~S8iKwPh<1A9K_D ziRRXQoXFeY#s!=oj_o^KSabz;6(nC)W*)aBOG}^^Hc)J!5z|aH8Sd{A-xlyn5Hb0@ zF7Hq}0eE#9HGMwUN_|lG`t%%~v0yCde1*o9wVYD%WHEl~s0CwYUUWH0XI7-)sKjf# zB(S*tcs^3Xp&>HPeJ?*VcQX$1orV9h&r#Kf9k+4gy)CC&mnL4tS1rOvPqq^x{h(W& zvwdAs4zm-#qAQzMqK+GOS}vcMPEw2wNEQViJ99U)o7+RCR;KnvTl$|sj=OwDIOSz> z{11N4e|4QQ9-j|b`9>x$9*?dmlCYm*kje`l-`m_mZmC(uBR^_YunFTs;7u3n~*-%&Da?Bxw`-y-9Y%|}xf z`~7+w{#j{GEb!wQqEt;Iefxfzmi}BP{KEC3K?>dm%!!MUU*R+Xdn0x27IJ@0r|L1GZsMSjugwUB<9BHAqWX&;Z9&wDrx}T(BO)91d6vF`Yj50dzJt}dCjfi7 z^5RtE;M~5->I7Z_91N}47*5O_0qgOFtVotVUE zq$clG5Zb#&#VRke8Zs^bc&g^8tdryWl%=N6Y^%a}WThV6vo_u*N_ z+TED5vsQoY+7+*GzqCrd^Wh@_5+}%9KVg!xS+&xu?Gvldksx^{ch%<(cD%p|JTm8+ zoe*6~-c8ASOX&xMzZ z!j!-fy26#<2aC!DSKjJqr1zg>UdfF*)*xdaL{&$IzFK3S$O*aVbqyxxEBmpbiLm2oLwb(4<-(N+;gmCs;_8P7Tq-~cdT&&ZU@m7!_09MoNYd6NXqja z#WmqkRxAa5Fv}uJZ?VeE$L|uYhcav43|M+R*OYr4c0?;(q3XCmhN5rN1rndGXSvZD z0cE^t=+`p#5MYXjIGvxZ&Y6y4PXU0eoaxq#Jur8!zh&(9t??F`ZdLXca?Y0nt)4EO zc9VgnG5tky<1W{UB99gA6x-k~E6{-fR*MCNsktD?pzZ7n=c)dLknGm%Q20W1NukE% zwWV#R@`O}RJ=QH9(U+AiE641(U3SIe4v$5hoL-l#UG|mM1kX{q@^@8=Qu}gAR9Ep$ zNf`RcQ$kXCL-Oc2+<%gEswQhEvQqiJ=JE7dt?GRNw**$WOgK(+FyJJ;iHb6J>I8_7 z`>PP?AQa~VDes32$VWny(2!8NV2JW}G!rZ!%3Ewrnt#wzjfsU0vXZk?L05L)9t7zToyC9BEoBIBr_U!#lb@eo~b^L)D^mn05-a0{3$?F;{I{&7za z^nmyZ{@O6^u}`?NnF;7`#C>mEY-03jiEO%xrP<_Yfq&adY>85Zp12{Y?-+HE=Q1;bGklM0OyyKRdNBvyHaN1Vb0^kqz9E!zqh`CBuK`=X{Ry|#whdgtFH1FkTbh;F zQkcA7VJ^K_OA47u`>PYm_8~a%jgr0t6JmNEC5@}QN-M8)6*4qshunu~dEKF_2O5uo z6qf3IH%4c;iU~#DW9yW*Cs#7=$(BWV569In#K`Skv5_qV$%TU19UVDEWwQFNaedkd zwNSU7BeMynFK6Qy%(Xj?m7d*wP#4as^4iV0cC)gFq)dsqBehU4f1PWGln1F?r*G$y zLpiekcFDl6OnGA&E$l;`kZ?O`H_-~A;Z`$<4L?h(GNvWq%Ou1|csghBJR@TYJYms}c zj$Z%(uB=Kjk#3;z-ZFA>X1(1%2$cH?c2!_(tnuQoCti{k6>XL^=G(7u$#9Ya*5Q)( z?8$xwD>DDtlZWHMGDM&?63lUwulmPkg*9e~jMN(K5!+&T)`-Lyb=ngRkk6!4z#UH$ zu8&25$T{aWDNHkYv-Y&1-G@BaY2!I995rWp4Ox-HB%6kF4i3o}A*m{tvuVgHy{nM5 ze};g@`sPfFX@!XI6*hPAnY7pw7I_5HOz9}z8ir|m5|0x`=qF&T*22!9jth)fdS$__ z>)lHCk28X3Y@p6tPQ>Kc89!%gU{kQ0y;j2I{J(3_Cme({-}^yAA*o4?eBj$VLtVaC zy0+Ta{p)`X4BNkJ)tr~V6V)|Du3iTP{8DrKD7ls_vT;Th*L28+=8|0qJhBT+8oMtc zt8RBC4a5@4M8>hY{Fnmu!u*(oug``>irooF9~>lpNP%%Z z(aHoF0b8@%_!WYKe3h>(NU#TtVml6Y3!M@AwDpUZ9QxF6?I_s1kU0$LLLkd$SmHWw zi4ubc)%^7XX6V!3Zh;v%2TXF=l<9F{5DYC_gyhXawq0f$C85^j%7~p)LbH|j-My7c z%G&Q(>rtr`u$;rYU+8M6piK@n^9h@E?DL^~THU~t>g9C*F z1}+4oDy3dmQ$u9Hsg}vIIRVu)yYWXMXd8byKb3*}LXvRG(lemDt*sz|8%o$PJt3oia6bm3bUsHG-VG|Rsu5NY9W$H4{S)M}3a97qS#@Up!iiJJLucR}^I>L20D!qC%bavNuZeg-Qz)kJC=` z12i-fQU{+m0ULXvx0x-~(w4kD6%;N1Ex1v;eK$V^`W)&L(=pK#$ws+v(5kp! zT@4lY4IR&=XN!ormSG`#ik1kKozHUkW;Gt#m1EW2>?ivJ2uXPwP1QEUP2WO6&BjT( zOV$XMj{ssXr{gcLKf& z((l&r5rC*0+GNqAT7xS*0^pM zWz-@xnrJ8mVjB&TxT70H+HoEsJ}Vi1&KRg1o~GYym+PdLM<)tle!-)c1BGfH8{^?$p=rl6glHI<_p=3aA4L! zn2O6rW|b{wV|_z;$gq!kURv@3mxADjYA4;dn=>kDQ4BzV#!K~4!E%R0Uc?MjRUh(Z z!H42SXD>aqA6aCbC0FXD7BNycbQ*81gTA_$;r$hgF=A`+gMQRA3yjM0NT!72&1Um} zTmdpHzejtsU;JOKeh)PvNt7FoB^eQ0@hBB2AdG3{qAogb1xDpReib7=9DKr2770~l zf<6XQwDJN;TCTWu3bHztb)?=brDalLn2IUHb{iqykN=FN~J)?kI=aN6y&pVUNrdrM5* zg|u@O`zb|qQ<4uFN9Z?6%R0UsqpC4ad@S_tOYeMWls`X|U&Az0Z2@Om`hRRRXSmJR z{n$V>#5a@_l5N?kNn$CnG+0SfOKtzSLJ49?(DR1%60GZaOmo;Qbz`_#2-?q8e}JN~ zn$JFRDj9cmcqZ3BY&+fVFQ@~x%14--ovx45-Oj#3%$c6z+wE>Ao1?9fXQkbl+{eqV zC7bS^zWPp_E>g+P2rTwFE;M^>I+0~JjNbxynUme&8Epo#Pf(E-Xi)pupe|CH)f6TJP37Nqr^WkPT9LC?K zm$G%}_03KFSmT>q=iU~a6n09*&~G^q#{#kA@)DEG8}pec39>P&r&vNd3y}yooUsE6 zjB1VZ1>J@w0fZadaY=udq86UNhfEn?E8o#E38KKVQMbh>`;3f$Qsn?}qKu(dyC43F#u@K0^nuq(}uLs$mlw6oMDas0(LKGP21A_B`! zt#74dyg;Z8ADz@&tzN=PVU+@Nroo}io!d-NrIBd6BSU%S9L#cdT&r zc%y0KH^L?7;iSnU>PhTwOS=yQfaiMvXeB^!oP8uO}kaoS0yiKw{B3)&H;h|6(7(j6LzG4CyT zjXeoD-Ar|j>*WNVTYOah0_{2JZEP9?83OaLnvB0R@_CQ^C@h2 zQCaR9!R|y1xCqJc*twObm1p1S<-6=Y?R`wblxBsqBlG+z7x-41II_+RA8iQ+r{Ic3 z53@Qw#jRdsb2(-Cy}&R8^aqPHsvh^9tFW%=jR_oD0Q9u}f>OEbuRB8!!tx)0IgQ$yPO+_O# z-oOrUa5bI!M#eovy~#bLO!pC)9a#PvmuKqBSQ^khNsY^I=?oKSAt3b_WtGsrn-VPi zB-^S{VQ@4%;yi_}hZ3a5TKh|aMI$^Ns*aY%*-|J5GjS~5?6O@{=rabA8)7GRvuJN4 zPvhYy@dt#lzJl{IsQ==#B?J$CTIQLeq$0$8JX+O|=;ce(O!ZLu4q^>*)gce8>X1=B zxLvB5_Aa1E0{J%Po)%JLLfV^#tat?~(l*6S=h56He$kXHsjB1zTY6jnVnDD~zJ6*q zo+R^FM*+*%kSk=68Bo@PwV5_%wfCyvw7t1ot5O<_0oz{rjp5#J>-1Os$!EUBxaO47 zc47+e-ex-NRzTFZke>lz$Jg1~YB7+$g6KFJ4d+Qv*33FmEftFfAR<=fB|JRGsh>NSb-~)iGsb>Z50P)_M1^u9L29LD z8GT~&jLI!5AO>Vij30;)5%GQ4@pr@hLZs9)Fd;ueGQRVSTDD*NQy#3Z2Q-7_1&R}0 z!nJx%2yBS4r>?Y0yd)>V!IYYB@eZe)IOQMnYdj>F^fOOhOeo7Yl3o`6Q)}(}Nfkt161>6c9_12Z)`0q`aW->d>T@^!lx64nixMEfGWHe~3iDmTb`xB^ zkUkTdRZ-)LF?RS;`y{eHz$F$D1j;(Dx4cIa8?&+0?@Yg$Azv5*;y+w&_v?noV8kX> z9SbR(C&k#lu|m!Q3tD1lAq`C-usb_*iFN!EV<~@C`WC*R^q*z+zTMWE1O$nK94hn} z>!1I1nB2CFa<>=7q-?|)N*m*@s~YOmrX!mRB98f`MDvy7t#Tzxk{SrtDX z-F|2_dI<$pGZ3Ot1`m638IVq1Q%TGQ5z#5;PB&Q(rR837>sFnOf&y$T5SPn!3dd#u zmp567Zk>y_hMZ9w^!jT6f+{(hgDph+#%BARiP&~SJa%wbq4TgyUc@9*hEosk&KR>g zc^S~`-j?AfAvD>-h4gDLD%+w^GtWC~e)m<+$meN;TBSCgW18vV_q2|69&(m8qcHV0 zNk*pztP=zn5cJ`-Sdkl_lfDAFcF1b%8f$vwvn<2wvoXS-S;%njI!^6 zpvT-Ux$SCGZNK=~?}fs0LU1Z-LuGle9<*@o%hGU5Il2DUZw!eq4wFL+*(Kz<)&2MTix)o zs!Vv=3CEeJ-G0ybLlVRWyRuKAMgw1SY^9!0A>$-FTlLkX5rb3#pnycc4(cpO0k#wG z8B=l`WbR@oLaruG#I#lmH_)(|G7gz!4*=gl(O)2HbG6g^6}nOQgh;mqY{fzK6V`98 z#U{%ceZ&{!$~>hg>nP;RiP7cHFeRoLMCC0+0xT=ibY(M~kT3Jd+)Y-Y!>M`uk)RH9 z**^D|G7z{7jR70X$NlrF(s10C-eR~*6AdD^ELI5yr_S$oqdsYW@VF1v3q=iN;R^%f zrMQy&z2XZT>1b%X#>gb2&Sd- zAH)Drgqkaq7sN*UuBkI6RjIaxCRpP*8nVvQ*GND_CHy>}@j-Vn_;btz-;piIQq3zd8*623$oWI~3S87^~)8P1~43$JJUbNUv(mA2d09z%D$`r_aU9vLa^@cTPujB7C zOq_4*;m0Iih;jR$70dyGI}wt7!;0SZTVL0oTLd}O#2&N1-K0O}vJmAj75m+7q+2kc z1c{&FmR(%%uI3A@P9*q~=@yN?JjLTo$z4KuwQ^!McaiJ(ZnpItz)GBi^VH|vn|BMi zeEcXodN)<`F9OONb&K;Eqw?ZUG=?AD$&1tk4G?$4Ra=9@%-SGY28;Lq-%yIHud%MZtu zDF-5K7i-~hjKOdEL=D%OZ|25F6VS60t_~{}*$lfjiH4-aE;!;LY)7dxqlv_(E$a)N z2PxTF)LwJY9_K8RSV0tsdJRAea6Y!6my61m@U4Cjd~-hQt1{a>jY=GHmKrw6K=4NL z0R7H&9wg#p8G@BayIwu*t->9V3X-*mugX^}BL|=N@tLSUEYixEnv$a}4N{Ie;_BYX z=s(W%%?|*L=oJUwY#_ z=CbXWvl;B32aUpk{#C1}j*fgkP#E}@SRN~_PG@}-&`oX8_w2m}XZzqSRl ztrqRp`d13LT}3ktS*#N6p?E`*HBtPk#TgH2JWX}7LSO$)FcB$#rw|H2Ka1e zDJiZbdYBtjjfg3eO^R%WRlcOr&WrVAj6KbjuTU`At8LvTc1oZPq+Sa@BDGsXp9LxL z_|RM%lMd|MNmN?)YCM}}yJht*^GF98eD)ej>69TpG#Ua&8BEICASN-Ev1iD1|nwB$<{zGE-VA@Id1lsOFF>7wR=GsiK@++>6 zUuwfOiwZ4#bSE&T978RQ#JESYd+3LBKBB(gzkoQ20ibA;MpmEQmry&k*cf51moWVSdOWd)cGT9_`&GDP=ghT}y(4s^Kq-@XI75*jNq;z}H_iyAOV5TY zbobXQy$UtBzsJ}7S~9%4Rd_Q>eBZ};4NDl&Z&Y}tM7^2qYd-Jv4~iXc;R~Q)@{c(J z#ex7Xv0(1`scTz;On1CSI8_)Gfpk`tG)`%4=iN01cwD6c9)#?^1>i*-+gly$`oWyn zxF_XGY%XF3CFi~gV!?G*MWDv$DUAfw_D;N{^8F`#$A}Yq^EfUzar{*H6s+{^$5Pbg zrPW5^V(i_&qU4%h_T8wu^t7`tCUqHWM~kQ z0G=^rC1bxQyE^E@8`$?2_R_+lTNp(wTP^mIWB!H1Y8OHyF$UTAsF+g^r}pkO-w7wR z45OG@cxsIBiKQIkAjhzO#l2Y5G+g9ZBVdvBgfnUfRkw4Qw$lp)E6yE`DM2!-_$zQU zgBxjKJ57*1UigfmqW7M{iW7I7-pE5|W&y}>@HZMrnesfF8f1)<1vFxj{QOQOVKyTb zN0yTg3ziX8#9FVk{F8FdwQ6H2dSDY` z5nh;aARf+MXAdFNipRIuhpy(ZF9-(A%8^B!Zl0f$A658GKCR&C3lrO<38)}j3q6aI zRPx*I<(s6J{N_;JXf<9Sf2!JLen;d7|xki2vjJ)H8hjc$ciT$ZES1kfmGFc;S2cD>rt?F3UejH(ffe`0LvHgN$t?-?Ycrqt&$!CAxmtE%uat zU&!MX0%LJCjM3~?tm5et-=#$3p}|}Y!`f-xTF=ef1csr_R{}L`xK|33{;YcLh5Kw1 z>hSZ&X)Gz=sWFf2A9hg=it}kBusRyEW(agQB%7S45dNIN1F;?qAUrzHp`>22p8~!9 z!e4#XDg>8>-1~MgVyKt5lIbUm@1+dUEr>7G2%0@u9rm$ps&x9fr%hrD5fZwgaZjpq z*wUeY|BttS3JO(n{_?;ce{p`_TjCOavkIfDJ%({q!Nt?SF5qVq{d?LWks=M!({B9= zs{?OUCuYbX$X6sZK(Z8`Qi2uKz_YW>At&dy{)KD4B!IhdqcMN8xc+zH98&*|YY=PJ0diX5X0woGi&t#vZRoBadCKo+2AP z)<+NKBSn_o?(+uG2uVSi1`@0R*#bB7vi@UV{64gO1sL8SOm1ByE@c4#x!WKw$>pC<_{zggBlKglmy%);}{3*zSdG@S0RZl(kxzZ=B|II5JRdg); zX5qaNkIrSr{Trn?n>40(8>JwUbk@#9`A77Q7Ul3GdJDJaTjRU~L9=#n;yxZwQ#|pT z1cGN7J)BDUc>S#_Ein7-Uar-D6WQN$D#6n=I@@8>zv86`Xtk5_eI|>jT$bRpa+Rhq zk_$Eu%l?nVk^pO7fZUlxjvh1{-mVP{zVw?t`q&&$>~u#Qps(!Ip3iXO+Gx}cKY4)T z6P$`22;Rz{BbNkCDUg)bxQipfYP<5T=M^n2}UYV;KA>X z|AH{YR4mzEKH1Wt0AybW8VThLmqr|G*wy`i1_$n!o2r*k)2 z+JjA^Qnjl@QZQ6}mtEtDeDU0=GEsaPFhW5UhBo;qrh+rS;U&8HbW^kaT1vO` z2*t~f|7E6;7fM&(7iGkFDQZC~F@5LTGZ#KiY>ztQif5nk<)2IJ#UA6+8f8U%?6!S&+aD4}rGgfF@rm zNpFi@QU`^UE#<`*MS|KVv&`{jl_8y42U1hf_vncLdr&;v&1;AYTD;$i@ER%L<$b{4 zOn`sFcQzYw#yzn+k8rVgh|czkqKv=W>92$SwATc7T1#47U>iOQxjFy%f$UOIrI40Z z#^dWqudjHKim($cPHvC6T}5%IV}-Ly{EfoKLL$!{=

    &xRxyv@wI{aun~U-upMl9>&mX$CW*aIlLi zr|X`h=7rJ#m&)2XbFU-iWC005CN=gOuPF9sa)n>f?)Ka&<>tk23itZ%?_OG-70M;wLxI+i(cg8vqud@-eurFq`9)S9 ze6Mkm^-Ck?S=E1fZGMK*mWLgYtUAy2?$(Mx#Kl5kg?rdV=QA_kQlYIu9aqt&$FmR54{|#fbOvo}x9D%sqgV_+8 zWu22}HA_kEhd+#01n?Up_`UBU1u%`6cjgy+$v(D#SdisCK&^sg9?=-E>e;{5#9#TI zhu(rRvj9*TDM0NuO?2}5dggbIwDIEc4H>eIgO~}5WYg!Gz66rs@b8Sm#BD2D4HrA@ z-`FK&QhsOmE*MEorDhQ`XQ~*j%^Ey*-j6Uwc;3F(6`S_#s{lMWxaa~10-wby9GUnM zwA()=e0^eU>Z<=4%+> zWBrN+MZmTdsnvVM@*1l(#WyjlxUw-oNHwyvP?4nJBWC4nCT}JRC&3@J6G-@~zzrI7 ze*uI%3Wtfb!7=rF-GVXzrKVXzb|lxCcz45)2#}90-^zNquzTg>;R4lXjimeeiv7qaqiaYI)~f+_}V$24`GT|1{p+kKGa)CO;XG{+($d43W| zM^m{ADM|fZxZl-*)Q;*f=fR*WI*`<75CtR>CNS{Z5Mk(mp{?oK{idC8NI(h)A;BVN zeuE+V>Jp#1(`Nw^-|#!(aBFjuYXR$@s(6!#ZV2>h1A-8$xzN|D?OdnMb-Nwz1bY2a zm#z_u1R&)|IX4?+Fz8%=cu!HPkNJSbpvZeuA^g@|Hl*`^Cn)Yxd*b^K-8JxhoD!uI zcctnC^j1QfG|~t}f35q!TDJ%VQrGvdRz*@O8B0@?vwKETH>PinnZ~Qb=d+qENW)~Z zP_wsy6w=tQ>&049Q!c7zk};&#w#@{7d9u{0D(p2`gj=d+--!+@cV+|tkdxMJHAy<3 zMbSv0IlHwROw>p8p5zeipq03^jXc#-efy)aix6Un99wJAZpI4;!5tBp2DHgX%&GNEB`Rfaq#KKZ+uESglce^ufEKS z^?McbM*Z1V?f!DWud)<{pbk}<=Q`X;BTR*!>#@O)!SYo27Cir(M ze?I#T!+TA+YRD2k2^fuu)1x=D;{pUhHIVcGbhqt$(%kcnQ*Ulq+r5`c7x!1nC~<)<8yJDJl{nov8d^bS`(= zqy&xzmKb1kgRGng zy{wO71CpE?BK4q9#CDPU|Fw%Ot%-pEgLXS!r6xJLXE z0luIe+w9Me>g*ZgcUQXa&HKxjMK~b~$KA8|E@XsI|BtS(4vT7Q-`+Efgo=WM(jg@+ zARVI!C`bq>B_&;=bk86LB_RzGigdU1fFRus0@5MfJ>MSB@4W9}&ino2#pShU?X}l> zYCX^W+$#nj;BB20n^wkIjVJED%28vslc)u7UNCryvb>e*zwxQLL=ZB2l!!iASPE_d zP?nsh=X>dHBmnhddw?*4V{2;r#%{abSn~XoknQ7;)UyAVehow%~N(Gh61(C zXMA3bzdpi0h?MXc{>13)A{`jAxBoJcQK(dV|&5-fE*#waSuWqC|>fY-Uzi!L>sjK$f6~ z^xSPG4y9y|CtYSfU`~E>tT_3PkZCa9RrJ{8nNtM_knIKSYSEe+V46{<`ShQ0%!4FJ zSmy-@%RVVG6X)vg=Sgv8O!%R6cD%RRb`0>2c2%5#6Bo5T0K0+EU@z5dC>pfCLS5tr zEI{I4sEPj`>iR=bOcxHAY=#QBm)H6pvFk)aF&$b<;9-#9bMS$_wsx!XMFW2L;4umQ zFL7sdo;%5))Vb+^W8HX%dV~uQ?NSG>VUI5m58o8nR^K%j7gX$Epe@k4wpeUF;Cg#!XW zZUBwJ|4fa(Waj5+Fs^dy!}^8Oht<`#XgF`}4i$ufg9avn%%QeQo_|T!{av>TqTQ`AAK4Gr7cO#hN zX+f%{zgoin`JKEzu!?(CAyZ^sja^gk{cSo8c7sZqae*KHeeM5z4qOj)IRlxK>nvG= z)5HAuD!RJC-#>yevWmdD7#Z|RWF(6hH(GMOub1h++PotK_0HV)yHO{@^9SDlkNl7K z0KU4!*5vOdCY$}EspBckE(C>{VZ}n=ic>10n1K(ulJV#LwrLDJ5Y^;x!mhP5n%kRO zDvLotIXLOv`o}xKKMkf~_fFo^=e2&$*NKo=wN3yRu7h6y4{PBDNZ3eSd^gtmfJ{dQ z>v@#)S(^5-_Lwl3ouV?EC&St}OKAfcUk%QB`;E`f<4U|IROEib@;{TMjbS~voK*Y! zmk*brFjyRXHv_f~{!4&lNnR4ble3f;&ifWEW}=(xRX-jx2k6C3DMaj*l)S>!7dzWI zuy&>YHQaZ@C8swdKjR?pp+HZI{! zm&ohagM=2Qm}Zthw_Xs7^0&$OGqOH?H`!DU0WMHcTKg-SuKyz_l-f@Nl+J(nHO)9U zD??3GBZ8P9-Hqw&=e&=u)ZpHr?Qf6+;D04C10P_-k{Z%nbd|kSgprX)hs6LurD9PL zBz=ZGZ9q&R2DHWTfP9^jsds}&hmd>N1Kcxk#h0ulMK}1K zuxWj8P|WLS{SZ96*{*L47|h2Zfpb#t&2kNHzhI>0t5Hoc=~^0x{}R_z5a9KRcoBMT zT<<0N{A(~a|L@1_YI&>dtCm&{pc2WNEks}m4~u+~#v5nVELD9`nP!F+4NFaQ3Y>Qajy=5hgm64o_q73O_sg}%1B6(xZ-&ogVPW+ zjG{r6ZF)GIUFgwg+6JJC2h!)x+eg#a@a)=k&z!04#VD5?K11#m4GRsOWD+oAFDjOY#U;V}82b6J z=tkafnBEv!+~7}Nn8!tw@2{#y=f4Du*SeXYoq)Nj%~IB%b!x};e#%iY?|;K{Q`=HI zS~;FZMkC23hbdkpu6MKVR=ieb!_WR3S{8WBWq40FpGqKHEZJLLKQQ2fE%QS4@#t8j zYh#`g0s=)7JKEs8;P&|0zEK}_6BwsnAK2QAMfQ5M)StYr|1syTI$h$wv*g$BI^z=_ zl#pJpeMd0UeDdvwr&+I&DrxbetIx&qZdF8OTEIy1Rb?vU;04z1$#>mBaeo$U?!?2@Y4WYDsv?XB`h0})@f z6^i|OW#~AhS6el73beye-|&n5E2EM}-*hY|N~qXSq;$xx^XnkkT*6N>S~1aa4~j8U{Wc-&(9={v+OaWT#x&7NV~840@5&2398<3@6` zo1;E!;zO<48=CsF2Eg1!8Z;Z$_))A_aZNg&H__zbVeKK^>yG9bT+ zw!?|id0B&hAeg0xZz@+kU9udW9q7LdmBh`b*!>!XwK_-m`Ns(7nc9cG8)R`K?=6Ms zS8%2hr9rX{UM4o>|6`E&hcOn20YkHYM{Vum-Z%V$huFOz)tg4l#R+19ryNa;l-I*YI5Qk!9|eB~%*JZQ^%MqE>{42K`_BI$A^2P$Cvfc2CVpuRnT zi9|*?Z+gMo%V2tU%Lj%y5a@0t_ai+VVnIe6fM9aMj_UajMZuxOup0*^esoH$FZ^U;kFp7YN1kLl zaIBev21A}3l27($f8d8OZDw0}^?^@Khll;6h0H03b~6h(G?y&a>S;1cihiOWIXl@X zSRfv!UXssEoFg9;(G547?CjTKM--Z8`5R^wDP-8Y-A1r`?loA&Wbg|mips=@+7CEP zh+Zg5;lECH_r0eHIS0>co6jvH2^H-QE5`D2lJfEVtgXc#x7QrlR7Q5yH`otpkD%!n zy{PiF2G&*f%W`Mk*r9jgortqDDspR7T#e3>cF=mH$NgreGN+so&*Y3`i}ajmUQ_<8 zIkW%l&;oFS?#PR(kz~RW7=h^aX%3$4@<{DGlNO5Y(zB;)xlb2wxkP|l_+y@PkpP6?5sfz|DgY6^(eMZ2J@5tPeRYmUEt6z_{^&W7RPLCzfMrrZgZr7_8_d95 zJpqeCDX9i_BUI?20T-wVgI{Kxv3_Xz2uxWyi+Yt%Z8=5?C10kq4172g36cfn-}>8x z{9kBh&g;D<39R6$*j%g}&>k2y1r=uavP2$MN`#jII{p})5PuNB3Q>;{Z8QS5)PRf0 zPw?n6ITr**_yAtT5(}+!E94!+h)ON?=xK45ai~TfDo4YL=Z3f zZ>-^quV+14fgtztMqfmjd=k`=#CULTbf`^G%%f7<% z&tO*LDZ{U8$S0_S0xWANO0t-XmRgwl8acgS0)+8-dkl` z2wA{J{t_+VXieec34UyJKq8jyG>3VwX`iggBAR6?KM;a^^0zD|I=6?Y72;n7h@2C)nuih9RItUP+qdY7#l%6U z`n_oD5!U*F=En$>lca(tX*1_WLBi;}<1Y}YZDl>Td$Ci?9xyt>2@Vm*yts??919$P z)D)5+((s|AauG|PR+ok7vkO1<8G|vRz(A_Wc|kVyhhKq`G6xN@U!oIqy#tz0Fgem6 zriZmCHy-@@M3m=(3nz9`Ik}qsanx&(1zD0qNrUAL^98+g4-)&iPgW#&N79J06`O32 zL1A5Fo&F2r`p;v8_bn!HV{c`v2VkHJNl#(gjp?u^fv<0$ha2sC$h((?YsVgfJV5!* zw{6CYG&AEF`Sb9@l8CttYJW@gmN55`S>nhR-mC_v4D=uY4(cdkj}Ry z*U5MS6&u&gipor`0S6s^fOmY?Y6+tXk0Mcp2eus%RKQ}AM*b7+rdJd*L5Kb2&voRZ zUhqWx-cz{VN2Y;@+#}C3NmVl=@9hZ_yO#IlYoqRVMoIo1E?S<~Y|N=ovxpvm1%?+z z3h{kny}cz-se4QJ1fpUj#lu8-Xcd-{`AxJR#`6bcc%HZ{t5X1M#|gSDkuvf!r4@IP zTbUO@v#APWSZJ*d?u?*+vt6z%?%m zrm2|G8@mztYCko8YKwaU`j2*5RXPxxzq{^U{S)^k!JrP(h4>s=ehdc>Qk*6IDS)Nd zjQIJrKPiAq$DLot8!sbI-IZqTB6hp{8t(<(WNaOX;8-j3hqS55JTiJ=RZgS6(oXgS z<8wSs6_!^aj zAf{cL6&eYR#ea(npPffq_4}jzHA^M*np=PUPcs3S|a?y>&qqST|OrhqzZ5kwd* zfdzJDOcwqKEU@>rgt2a~td^IT7lVKu@$bhdZyXFMmsZzjwBX0)#43^e?~k^M%(~`B zre@!M0Ew06Ql>#ZCgrg*+pZ&G!jW*WY6`Y~Dbpt*2!IIk1?%Dhft31PwQ~y}%?&MZ z5z))y)Qu1%o&&k$Jlyt1%=-G2rQ#>R{i23xYHB{f-vUXo((*i4t(GtZIz<)EYd^~w zNbwO{7;2l|OFUH}e>lBBN;+!5H)eY1nZ07g;e6aSa*IskS!nkMFyHp3ydrFD)k$v# z-6Kag_s++JJpfnw?KPsLscsctMw_pUl~e`}b~B5UQb>sl(~Icbie9VpZYBi2jsHo+ zo`purOT7B*==Tzcpw-221r-Xj(j$M|WSF3+W4+Cf9GM6lzIwBJ1TR+z0R_xu8xSC` zmmq*g)o%X+cAdNCU^-%d#H9lrlR*IpP*dWDQnM2lDEq(<^zB-hF(>V#`$OH z6&lg-Z8?6sP7EVlg3Gj@2e0O%q$#k3atFvK|M}2E?k(}>&#$P(U3fjgRuU~=lG}`% zM^o?V=HK0a^ZtSIBdX8OhvEp}OuqQUc&>d!Zhtfq!@D+=x#P9qj%7iTiNNq-U2o*r zE4)g!oFx?9MXAg+@;N~UP_JYjRNN`J|KnbOuT{bx^o?Zle&1-?MMfq z)njX0d+Jp4F0HBH*{8ZG3>?=rDH?#{v|OgH#gy?;aFjPaj<+vMN{KXsB6|yE4PSL) z21WLO!Pi7$w=Z|qnIaUKiz461gQX53`$n}T5CPXg1t>DgmlGN>6{2Y#l?8%yIX~X5W$((JB(Hb7 zU7p@z5}F`kqc=dR$Q|DSb|mq-7K&3B1Uuc|NWL25 zh@!XS6kF`b>s$xx%c!+L0a85*KQl{of`t3l4uYLKVC&1Zkq57Fr5Q)RCj$heM3?{S z?)+~BF8!u=rt{2ITtnx%^@Nn3!212PXkD7T)5)txar8L+#riyh=$qf9qxBsJp16hx z<=!p3Ed~(2S1}tA61_@X8~Vn!onG!B8OL>wA2+xsO#F7x{-*rPq=yzPVEL9>4Q;fO zDF3BC{Q)IQ4`Yp)8~%rR(EPTjfvBg)n^sTQAAcFMt(8!|T@F%P4LyTyge9IZoo<%j zv@%)1jzK*!hjMS+a#^bsTsXaQqX>~Y4>59s<>^>ZrWuigYL9~n)nx4yb zlY%lRW~dzsAA8GVHF9_RGa1Dk>oBVCg77fal^kEN+-piur3Yiw-0R?k1bImf7OK5p zHwBCI!wZ^Ro1Y%AN7B$_I7Gr!%Gay+^>TLxas#@I-a*^DZ<-Vf4p7(m z7s=V*-on5hcEgV+!M3#gk!(dpL`7-k^`>6)vwMhLJbcEBpQ@FyTnjl*aNPHlK?)Vb@*@%9S z1XOrXM=w8NHM2I+4@7FI_}%N#)TFy-^u;blu>LnM;X8AZ4{;t9zYU&?1?J90pWVBu z%hOttkmq$iGw>iO2o`PE6=;Sl(Ias>`o71NwyWvLGsqAM_#&<}NVx^nY2^OC%8l~r zdLAn|O`~{S+nP&n5rrXCygFZa|5M5oreWf!k;g04?2SFw;pc_!fEAn#4BWDokE-e+ zSnIa4*%j)Je!*vLvZp_Zp!pD*jAmJs>Z-*~Xh|nI@1IWWe}5(xWdD4)h;s~t=N;H@ z&~i08cwBi6IlWaQ=ge?I(JnKT6V-g_RTroS_KNMI^jEi-0hB64_GHr}+GD6l%x|3# zAnnf(XBU(`^*ibYqDSw}+{Q{rfFe&cIX+|=1tIMc^r+61a{PG zBcIPoMgsj7v(yD$d>hyGTo@#_ns2&_2*(j_-MAYGs9Z69znu<`#O0Mnn#{sj)<8B$ z@!v^7Hbx=J{KNo!xTt`R?0)i1J89$h_l*ss|z*m*LUct|Bq_mPj3597^ETxb%oU&ypLHE zCr)a8^Q+S->cf{jqVdaL>~;b?YStwNw<7?+>PQ41#=D!)b2Koxck|>hVPyQ#g1${2 z(yMZ@ku|}E5f5?$Uly-Wu5Rl4dwY?M7_i-m(YDibIU~*Pux2;Mc8+51Q{Ni_&?7hn zddz$f+DfL59<6gAp~Q)3Fk(1Z0h`L&FvtYn@fpycb@WMmf^@$z%?|!&s22Sg>N;F2 zMv~+PZF4HR+9-~^r_XRSPuLKjR}b+nw-XA-3wd6kxMI4-}%S8DVlGo&5%OB>4Yl?4U?jRfev=s|LCek#BI z`whMqzdXK1Gc63VI4Z$yVi z%t;!bIrsU?EAmvz=Dk)BFy8Zu28} zujTpCM$dSLr`@q>A;sCK)2ktF^0X*-v6MkoLxWct!v`70(w7=%lFG<-)vF?7OUacZ zDh#Y*$FvoNYV1qX)6^P+7R(g5p2(*KOja5-uCF|QSnGaL#zy8?r2f(>>SRoXFH@_H zwxFZ)_`QFfHm)N@idnT}-*%7n6er|5>&HkFsBMrTme7fbQE*UaM)}MzzmlMq-#&c39UKL<=S2Mf7rs;wA?l>g<=2H_|v5STO{)u9n72Jca=ilX0DqV=GTp9F@p^ z29ci@sBzFmY^6FDy1W@;WmWxcT)uB(HWb-kV{A5E(%wJ%u~6;rd`s1~qMKD5kPX;6+%ZfyX`a%z!t zqcY~0pwab6s&c33G7_S9jUNa9a=sYaC|Dx$typZ3;|YwQ+r<|Rc8;Pu>S=SD1kjj6 zhAxQi7r7ewo`e&A@F(6Gl z*X=hND6h@uY_0ETTv}?gtjOEy^LIy0ACg91TC#?8cl!EIlI; z&1$T*KhkCp9n(uQjQA?;f^4j0bBpa{t4Yy!dx$;@UdDSqIZio!y_5?7#(c%A_`Z^I zY9uQ3uAu7O<=rYlgcnNggD7)&fCA%F+87A%t$S$qNN(>aD4rD|LW5EPeu?W zK-|pu2@aRcB)EK`whDH&lDSLVfOj8bH-ldW_jn0T8zF>Doo=FHM!Sj;re2e;nrK|L zoW(C7myVw`?Ra&{3>QsEU1L1!6kC6$b!`I^avMMnn_LT=sc)XGNWH}HmC!?#3C+Py zgYK`Rz30OqI8*|5!)2YuZ~ZWHr|ijyiR&Jw!{D>@`$8AFHy8$IR{_bvT{_{H^ug1U zAn3@o6yS$ES1ya*yGoS0#$PQph~B1HC!h@(<_MyIw3A~{dfR6Zn5Zxw6(^a2PaP&~ z)ODSUSc8OQ9G)-NVDeW6fiR-^N8?f;{_@^p(*wyr(4+hUDl=;L|_@Z%0kahn2f2wxM-c9jp$ZnH3(0RkDNJJ<^xcn#ifzvI7e zs6v0>Iz0x$<^Tm;;pc)V?FFG-F|ZhyBXWub&d4u3tF62WkAPPkUm+#edT(F}1G9r4 z(ploMs&+3Wz1NP=_K6W-*;_v?%kZ_TY!)C@rXHCxC{Kzk@X(| z`s;wu{~Gl*^_Oz%3$7%gem_%*qNL9ujymVY3xQL>h^D@}te!pTs5Ru*%PPo>=m60W z`4nz?9RCd={x7F!jt_nUVFuec))({oqL}1 zQ7Ya;y%Nlv^2V-mA3s)jAnJ%A9$c8(z{V#LG7u3XSGbj->7rbC)ScVOmUP8s#9#(r z@Lroe_Sn8~FH-$9BJ^8)ThLObu3bj9h`-MN|F7ahXxNQ6d0s#29z9*vytK-KG-|Xk z{bwNZ=Rn}?h9Up&a_iy1I@d}QF9tPeh@IB{9%kC3xpC2tHRm1(e#$~_8eu)@$QrT_ zJkVw61hEa9myy$mHHZrHcE_k4F3Oa^tr{!)LqHVWP=UVNm>odp#kE(ygw~bHEXgf-j1QJbNGe6vp$|WbBlz1`aD=(jW(5?RT5_Oy( zU2;hK+3~59oV%-R)I#BvdT41^qGDwkcPf|6Nb939=Xk~K>rTB(HZqlLw;fAMdsPjS z$Jxsg{Ao&id!HL7&+g?HH-A&%C~0kU%9Sl8w{<3)V;`CLSz0b2RLk5E&s~-h&D=C{-)Gtg1GJRp?}In$DK`o@%zkXhxr& zeEi#-413GiCU~38f_`?K-B{!G)x#E3g77i5(QIeEzs^!KtSY6NOZ(9mUYn%dJ1NVp z5KgHUQz$8(87*4cYEw=NJ(>S)(z9qC`AU^&vahReb5^$% zmaHp(b~?Muam0`4;%^ttIlYmRD&ng4v{MEhc(H>iHy3Rp&ud`L?l)=GC=9sB@bqCU zkF^a~tGe$9U*9vs=Z0Pyu~rdQ>HJbrqp+K8)i!GG1#qWqVadGtn(>OPcqd&?L7VX> zAQ{%as%WXhU2V==$X*K)KsZh`k(%qWViZiY>`JZXMHRcGe6(Jp-taoQv-bBxg9>eg z1jX-&KQb1sh{Sa4$hgaw6uz>cek`tM(E zobu?FCN(KsBYsS-SC*hDPv`Zmh=}X5NmR7|gkxniv;bdu9e5tG#B>5~W+QC^bCO<}s7yl(~6earhhp9ZunZZ9%^gq;kh6PTPiiFc zWjc+wCKN>iWRlOs&oy0nbG5`LSy~^w?c~>`2Pgl{7yha3!Ex}Ds){z&mC$+GzRqTV zgJ*i9DU2|^@L{DnV91T0$B> z+RUPTyZ!=LTtvH)scuVwG~`vU9hA?zKGZU-(*_tG54YXrZ$c~X-vU}b08PQAU#Z7& zl9=*MvHV|>HT3o}U7pFNUkDh(K8q1@D-ZBt#flk4+06*43laWNv z5}h#FXau@awwL3f1p2?2{GELIYZFbw;04==!C#G15mHx(;#BeumT-!+dS-5w@B=@- z_dLV$@gS$=W_&O;EPam{Nh%<9!9WBE#eqab>KP@2=pz(cf0gX{uZDlX=RKOtaAB%Z zI}G=sgxIEY-~yD|uPXk!+T%akk|c&#+h+JYd4q)C`qVZY1g8kfw{K%PUQpTynLw-{ z?$cOqEX_37Nvzu!Kb0y`&6*B9Sfd4W>DNMJ zubO!7VFXKuF0x>&uhY}4udz}&HD0Xkbo|)CiTrvR+oX z`Q9|1NHyj7>8P~6TW`=y!K$KKYql;ipK#}^f6lvPYzfimKaD+Zjq|2GGW-CdB+?(7 zEdB);2$VJW91Y1&1D(jPWjlBJV{(uplV+|9L>|?fYn1rYON)%J@*I)WSFHd*eWL1S zEni>#z1!QypMO4nd?Gb=3v^c<3%?%5%z0~pePUd!qf3juoeq|{vuleP&)?N;-aCuu za!!TFr>ors=uLr@agDXWG;^!tQqEKbr%w-#OT#&0mB|N+c3oa|ksnokx_^NTg6#Br z&fY7~0cfVmpo;2&33(c>G2O#4p%PY=Egr+wwmhHzD8}Em);k7sCm2iS$i4H0{61Nv zt8KO1z})YW4tKRvf^hML%rgMI1L52VC;_7M7mqc%Rrm1xQmaI9{uh85m&iBt0HPmp z)bn*EQak-t7wE6m^yk-<2^c@=GJ3VbTEbrkSM@&mCd3P;$!i^zNK z?Lk;9B!BD1>$^3FTC13i){R&UIp;P1oaat3CzQktk@HJ+jV&Io=cBJ_cn$ScRh+=! z8b1-slX;dg$E!$|p@f?A7KL948GitV21g%&O7Hi%rxbZ_evnQAaHC9lIV`i}5ejz} zI(tF%D_}BmpCFjVVYXJh#$?tSNV=RkkJWgP1cmBCI@!eefr>n`XkEcNYQP5=*qo?h z-Uo)orR~pKXC__Iw5@gW5At(kxD$2x<=mH^HuZI7*x69fo6dIE@(X67d)a(d;1;> zf@H>W651Ef`4t0M0(ulHLp`gBvuu_tXQLA?N|QI%@BB7+KP1+q^-J_U%rv8U^fg4y zs2`LjwFvV2=LHj-U%n_f@2sLts&g;F$UUkbbmqKwo><&H=Z3ts7>O!3ob|I3{U;wb z{_wf5A#CdBsn)hk`@as-D!v=xR|TQjqWH)iDYMDe|K2czStf5s{O&1{B7sCDo`~bb zlE(5Bhtzz>(%CEI;~6RSxHmaWQp@Y>pK<)KZ7uHah_fpR@EPJGnJpzQO`r+nY$R-Cy%J;VbofX;$B*<4DIjFE5zdGAQ0-QlU! z-o)>RA7`4k_dn*ySwY(2q1^z46JKZRTcxR0o2RgtSkc(RG0x`8{d}iAoncAN;A8%e z^bdR~%x|msP#6@OKiN8=8Xr;X>+35N=g2xDfh(D6n7(_DU{w9~Ue4H($nsL%$zD6> z=%%0Rn2vs+&tRB+Nq<4*hYBtMqxHO@>tciELb`U9a-wlm*HqlMO)Lb@R5#RS>UtLs z3x@4|9~8kE+t*!vW|RL&(tBhEwYg5kGjAPHDMmM`nQ0=ljcNk$2XE z-uYQ(8*+P+i8z?!+5CwV1jI40lhgaUq+X*+wbAVTCjt{5=HAa0BAVeH~5Y)KF zKa@e@!K2C%!tJ_CKiG8Lx?;5ODeK^qzE>%+inR%%1w%P@8dSkb{3WF{i7!SUNmR^n zS=c!mwoBGX7-_s-&ntVuGdw=8cs({)uV**h>`b9^I%O|@XxCj?s^rk+{jP+o^=de9 z1sQ*B)&uhaL^p)JNg=;v@4LW|RAAP;HTfn$YC?~PG?q!tbaU6ee`mK%PF}lJ$239j zu}QZq%VRYd{Entl+Z>aRh-yr@bIb4M;{~7H$2s8xao0Inzo#Uim$dn-nhIz9Z+&4A z>@>)*;gRV#ru>ne)}|}=)ZVG4^Jc~Z`h`(DcbDQ@|2TbKE0~ziJ+d1P^Ojc*1^kZh z(1iayR;bh0p(i>vEqMF-B^!($fc%*&68QViSFo2rLjkiH)_+gIa0iH`*vhBia+-iN zAp6bkF(H)bzds|oVFTSy#p`+Fp@8 z5$G02Ytrm|+SKAhMySEgGU8Sz|%Shn5XxFx9 zIbsOgw;+j~&gaI0e@+vevA-43g|1MCzqKY5=nE)2X&FJxo?d$s=av_U1fZq`xM z3wO`Ihz;<*>)3Er{skoDsts{8j)8er(ChQ7Q5g@nokbheKzXBk@G7e(%Ce-0fidPL z*Z&Ou*N_+C1{ti9=$3=XntLh$Kx)_r^96OP-AT?5fT+bjDqkQlgYkf_?IkI@8jTgsq{``0EfMf6xse;8 z)#8}>jXEzAymQXdzV3CQ+wv?bcc%VJfl0)dr$bIoJ*yrM^(5^oM($h3e1!bY9ST`y zD|6ctrOdixQ#gU&J+BuzuHCktSFpd~-YaX%QG#cSC{Lpv^;i@A@C{B4+|;WBZ|el- zB}5eRSTC>GCYzmvpZlR~hrS9&9d2SEZ_6UAcG_9D^IqBX6{N6fwMf~|9^T1Ztt^t? zFU=j<1t&v3$>$x^*ebiYk4fD&)0Sh2$+aZuxq_@x#Ou&X_@rC++L7x+#Mo0pL2i?i zHje>Oz7~tJe%h__mst^!tMQuo-{&-42mE9z*Y-7g2MNB$wp`x)wO3Z*&_WZ@qE{VO zd+8y72WQB7d+(1{p`PL|I_gw!_Yebo^pT9fbNx4M%^~)s{w;WDdWoZ*OWjkB=Ew&xv?d-#QZ1wy zTn+!^WW?Rhlhyszt@S1puJmr!9DiV5Z=PA`WbRo!*j3i9q2omtTwONNXBl1^nLB#- zqt3@_^`OU$Vwn{U6~E*nDBZABAG99t0zrqskj3kN>AcL*6F>OO+Q#`hSzwSUp=E`u zDHd(46Jz8B*aCLkbD z(bY**GDa=sxsj2PAV0qm-c{P-rKP2Cx$;NIhFJPT;&VFBcG)`{#|xO3`hhUiuA9He zM|uUISOb}bl6Akmtm{maveieNmVhuiE)ksh`S}$PkGHoE-g39stH3jIGg$mNh)eQ> zALlCb+RywT1PdzrDBJi51#1Rm>Wf&}V_H7kpff2bt z+w4n+t!ZyjcKgS@{RM{=024p+J;1-0QjoI=Tn$o4QUZcvWzy@|M!Vl9ueSDZo~qL0 zuux)e*vM&bWrUP0U)xHAsQ)+ma3OIFWIQlC25|)|N4vjS7Q7jO@Tje!R|A#<`((kVv1{O$?*zXh?%^Y&zV$B3|V+LnzST9kFy_-g)K_nJbSJ6;li$AnYMj zx7uys46IQ~h>()X&}&iBB5{)NSmMsT82$=BTXUjq&?T2yhrCAh-Ltnht*J2YOwx0u zH~}x#R{Zg;{_xIIG>AhiDVy|i@6bc*kuRTW4A%yFbliM-uwjUyuIc^aapzN#US8T1 z1ca)2yBAdKfrKGrAaIi6V)vzwHs_3Pk_*fjd9@y&F8t^80IECOoQ)cYomKwvEzs-j zLK}SOtLOIiwneWL#lckt(Wjt(o{`;tIp0pcpTam`=Gi1!w3`F6iAv%D#$c2EC5M zWrA}ujfB_Y8`EqaDnY)HIv^eU^0eDo6F-Aq{QBE@!fqJiXeV+0V#sDr*M-(}4O>Ly zPPvrGH34e)@g0$*Pq-SnAZIGx$g8V59Fy&+sJ^=jw!M-v+|3l;I7v~L$Ik5-N(uib zKT6?+)$A%%^P_X#WwD+&_S^KlTUUS&hfySO{u3*{T2NDS9x+8j2G?U(loN6K&sthq z$XJnqdmlb-4T?jxcN`&vii?VN09&H{LML<6y>-b_ESGH^fU+B^eH~abYjb91*LQ;B z0x5m+)-_R}7u41Xz8@v#I@Kq9TLZ^DJ_yIwPk?A{k9qc|vZHSU2o7!dk5iBlC647< zmBUi6=lk>_{eU2lS7!aBK6|_@Q3^{3t%H&6XDKGU#6Zl+YD7ZO7PCsH#fK z6h3xwcjzlZySQ5P);0K#T55<^o&>{j)~!vUbAgiz8?-GHD37vGv9s53aDW9lz~FiV zUkPBlPrON3m4-n}P_RaX1nG+UYS0IEdNR^i&ix(}u+S6Vu)u>0mg^7B zL!AJ&aQ&InqT6V`l{Fpg}Nns@9Ra)IgLXd3x6cOLV-L^T*A+5HG?D^jHpy zjmi6k;3Y(hnE1ACVcu0uc4>wsmGmdDchB+R z`u#!UYK_~La=d6n;9035R`W$0}5@G5*)mx!c=(#BU)J0%-(CSew%WmHWscU9ETZ>7L2!IkCho<8V*W|=Uih4LE6p&!2wf^8fB0IJ(TQ??3HiS2>czJC1-H0H_5 z<71l|6iW>)0KkEV_wT9`X(nPkDj$yi=i@}gnJeFL${>a~<;O}}Qk0>7-q7mST$|Hu zbExqzIw`N8v>-~26tV%X2g{7!kD7UqALp!Uyuy)#;(&4=jk#RhgY4GEPy4QsrM|Sj zZioy{2$l|kR`0u#0cc5=H>0M!)_#f{4SHIm_UH7lB`0D)PcWIn~T-S&r3Q z&>#-kr1qeZ2i(7xUKG2OSCT$MDWUXuC=hKB|Bl4`8}bt#-Vg>F}S1g0~*#ac?`t0$9)48W@~Q@_)X&A@|=D= z=^l?9GSH1;e{?VeAS7&_#}6U7J99Qi)cgq-!^OD*La<9P*f~O~?s6uK8kG}o_{rNp zbd~(7oAz-nrLN*hCUabRsZGV`Wf|e87AYq>bzwBO&`xD53f6Ip(L=#j>bI8WZc8p@ zus@t~^V0{LB(KFjQ_ATt*xc$}@JcrJ8~RfAK8PnYV|Ep8!%#Xf-iMM(sAA&zcKT3h ztYjIt3~zkCfwwd=GB+_UC${5DM7awVjPw3Y5(! zgmt8Qklo?dDx@>vUv?fziIr9o%$PM#FMk(ryVv%r$3rj-4N8u2Qr2}eD1IsNAkhB9 zzP_>u#aX6D#~EU=`?EtjyA{Z3x(8D3jDet}Qobl8yDFhH;eEn6kfCPjr(tHpu4evK zDA6Jgq!uw7s@m|lm=lrDtfs8ILj5rit(vn&Zo1MIIazOmcKIH3bS=hs#qXB~>(j(Y zDmT7^*g9N&Q=~<_oMpu;rY2dAX#Hf}f_GG0A55(!9LF~W=6;}S44V30Q|0Eo7>|t~ zc7HtbJ8jvfiqbm7%to;jS68j)3Y$njd3A@3Sc2tTkYYtxKCLwyPjS{>-}ENa>#WB9Q(2zn;K|D91o=_pgIZkKiR+Yy-AaR)G zv~#LVG3!5n2GW(O-Y@%7XOi8<7L~IP23?~dNGJjP54={DN%@a9Y)1OhUFf5sS{AKI zk8MSN*`akif#yze_q}Wk4elO>G?8t~u#jfE+}`@_5oJ^6y$jj_^*d#8d~&Zp5&V(8 zw~X}PrF6brid-1;cIbV{UK=cznz?_btgb@~AsSMDg~}@|7nOE%@<;uZ^R|5(FWw%t-K96u zPjo_qJjSYdRW;X~L4GQMyH$)WLkj-XDtR@XJq_E}dGv}g9U^ZJFw?ztQTIm;^@Wcq z=1A*dkt@jE=0Z?){*hq9{F#3Nda+~Z8{+MPm2laQqqc*g8y+2Vsa-$Xh?8tYF3$2E zfXb-WRn6i%*$hc~>E-!CFEM6lXkl+{+zP~6Bcf`ESesr4qOI@Ul_75?PMQLv+By6i zsrO+h-T`uxx92^uiVBo3a6l}9D=Q#_AlN->;CSdr$F&uX9&JMFSG(PzI6ay@20g(l zcoP9fTC<9V1G45?+J@)bZ3GC7wYZ0h@S!aXCA=NtbGH*lad>fir~wfRQ#mpwX=?kN z)G{;26!M)xarz|0BjAAl3X*Z~q6t>2C7%HLg3f(QS=W+MK9Py9t5{$+rA;s4GW@ZD}4_*mn!t>a`tBd+8+uX=VtC zNZB7A7>kvLcS1c`^m?G|V_i_O@zu2U4#y5S(8a~%^NX0BdFw1!WI#{)sftfsWK!pCq zL{-cu{Es|x-e*rIKBkI$Gf8!w3IkhTKX77c#3@rgHH2OcK0ypTH2qllHN>q4 zV{$OfF;DNEx<7fcUM1O;wt1{A$oHve0wDqzpK!RrB{oHEOYHC3?ZoZ1i6m`!5?%+F@+eb^a(;FWOv3YdLJ zrG+J@M~ZMIBt!l*}^EZ@;*iB455{~ zEsPN10EuL^jt{#K31CFDt6}WTh%*bq9N+Mr++l)~kX%uyhwyUVkrDZ)+XsVX(r6^h z{BacG@H!?w5Tb@AJ>2mRpJi)iysVTUZcz(1Qmue}e9F>SNFURiy{Lu;dWnW=&A>N??M=amh9m!LU4Y7_liA1&GuQY-pMAGehJw8m{xn|*0`f)+us zR1HSuT`hZNMSE>8C);73TC>P^SDTxMj1d>nQug!hp3)Sg%o`0P%3nW27rGM5+M;;U z41tf86e3w|V!pMnfXlB%`LMob#~V)mD`9Yi&a>H>U(0y9uq4ocV*E%vA#y;rW^bRH zs-@X&)+8F#b`{SKyp8;VQ@)cDsoyz>;b)Mnxy(;tVPP3%`g377rGt>!*(001iizM| zBY+5_fIjjQls&37b0#3+B|uvJj*Sj0W-Y;Q-r8d(wC~E^C)@*l5uA9m$clX@79jq z4xy2{{2R|q>Bc)%HCZfaCHj_#`~+=;Cu_3{%1T!nD#A;}zH$`EeV)=89Nx`<@N#gN+9z&7$9c;k5!o?Qn^lzBMv|H?;SWuX6mti5Ga zRa@9LylF&26qN2p1d)&i5v04Mr5hzBH;95#(kW5`lA91vT9NMVl5XkRu)n#_`+Q?O z>~r4l*Z1d)GX~qW=2~mcJFfe>ubUB`Z2eh&0fFqB)9*Uf(Xa@h!Z^P_hm`;2lS&Ww z@%yZ*f-Xd40S8T~jjGWYyvIP;o!AE{gr9d6*Vf&wbUvLPsd*L3bGk^2NTRx_DskzS zLMbVRNIBhAg`R81(4U<@&FBo4&JBs_NvQvyxsPw}>O#}Ur{2b4$zMnevIObU6oy9ppRx2+8ruFbC} z9Z^H`>4>v*&4y4m5APh>H*B zgcNoT?MhVi?b^~n$anD;bssmdz=!5|uZXA~N8#@`o~1U*51@x)_U|e@A8)K0@qx|y z%V1l`$DY~_2yp`#sPntOGTm2Ph|sOLXI4lns}hj?>?2`I9)ee_vK6ggG3YuB1wogV zGtD4|2<;83LCEJ=RX_8QpFdY^2=_ed@A{s|DA{(@d&S*+S>1T)h_{%iDcROBZj$B} z*+7-ijt1_OiE+*m(7=-c%1;DtCBLpl4q!HKUZgHb@mp_&URSwmVrpJwHggzm zz(9fOx9bpq2V)?bEM!Y|y14*Q?wj>p<4~Z80Nn3;>HkE6K~eJWc9F<*+TNlA@}8HB z^XV~r&K-x`jSNd#uq5igyIU&Z?-FudGG1sda;4_GJy~Wu$qfhJ0?=xw>J?TqEUs1K!m46^^|BfmT3fW9L`MJM2>L|$A#jWdkP9*Nd7C1P43`Yc*hS{4J5*?D58}5YMbxt}_&d7@DagB{<++=AkIizX zha|V1+0p4nqoTsgDPIf(7kwhHNy+l*)|O!BU>bLisSFwS-}l+h{8ZUE?@=PWFQRVt zTGbm-ZC4U97wo`0j;0oWXTLXTrY>3)Q?h=67;;oTG9yNke3z2h-klUJBjm-?eP7qt zy|QtiMCtog(SJ59`QMGN`!~jMYy1Hyul+|s6I))A{>gJP-KyRS(d6z~mnC-E=LRg` zEO0R{V*cwaL^-xG*h3_c?g?+Kjy+5lh#jMO^5{tFko)r2NViIPw8gkvUH zK@2&(dKVD#HY^p@RL$+L?!_kyK|Itgv#*!LdAu=eY$^P!TV2y58#fsqaW}2KqLztx z4Cf63~T$FGTL;Rj81f#^rE(~;xbq4z|$Z6iGZ<@7!^an;d z)h&@28O)~0zpr>vqBAMtsGsSufySy_8TPixoW(I8@Cm2Qf8M?RJ7AhkEx;Efn<$WZ zcgzkGi4J$#+J~s~)U#!mvyD!Y&h`IRwHHO7=|1fn1(jwQk4RqPNM>#j0_zDW>HQ!9wcM7StACRWZ1_h4@>^G-Te=#<(~k3=67KE*g>$>SE1Y1GQ+ za*L52z~fpr+5g_GQMr6XGDRay2%B&;5IJ?#J93$F^RaO^$KVj@+7{Lc-S}$1tnpW7 zcxV`4KO=tmSY3w(LHu=GUyYvT=9-jNP|wht*%zqqOdfv55}C$pyu)lb{e7Z zuG|o8ymvX95R|F0F|Ox=cO-K189uENoqyZDG{SUOj$bL zDJ%ZDrBdwJrZQWaFI^EmuCw3Z?%Lh(qjbz^j>_bW%Pjk#`BUWs!|I(JvicZ|Y3iVv zR(?+ldgyD8|bxh zk}nfSALN8iq8vmzNZ=d57f~z4%Y2OTrz#~nfh4Q#Klo2pCYcw;ly95jHnB*(B11Vh zS;YOr;+#Vl_)T<;s{RA>YM*g%Z=wB#-1bK`Hx`)KrtnpP58YAPGSOk+9Yx!Rl%td^ z^gagQLuJs`k^sQP$?KX>OG9{EtO{r&M`xw?uAfAtEx!#6LHJYtEX?bRLRtdkaT{H2 zHoj&EAm}ZuJnwnnz?=9hlhnNJMpIkc$b5YN$+` zREDS`#4;n!0A)I|;Gc`vD;2~biP@CV&WN(mrbs}k#caCQH7e5k@+P?jFLOE{KDa7b zuzprJ%B{iopuXLNRw^CviST-;2`Z{&*x;FhGZWYtuRm_!5w6AJ-k3=4+yyp$#hma~ zIUEp^615+1Tz5Q-PbJeKe`OFe7gUns=f&-YXZTX$F45(FNVZKnwe|I1-(tfKlsarB zdSdm^hRBf}taq{?d;Z#bn@U*wr}iWuL89(gM3OrtuoFjgU^P?cA7AH^A$J0g64LMf zN9F;nh5*v`n{tf>Qur2?AP=FtnDkBZ*jmV*Y`@!a?0kHqPS0QfPVYStt zJ|6-9#6$}i2NCpcB5;|1MhTb=lr!RHjLVNUFwTJ}WxJFD?M?XKqCr|7-UoWELVvl ztlAPyg)DWm|2V%Yo1FI1?Owc_$>DI$yPK%VCt*}Z(D-TcXQI}W{a3>c{Ys_}ujIF- z*wgQpF>!u`YKu`fCQSbPHTgige1AT#Ahf}$tP-_)id z8aZ^j1%FfOvHAXDV9 ztd(Z0nmN-HfJZYqJ=Y+pJbYGa>@xi!ZG)3{y*{&ulS3!GN2|u8V76TBr~i8R$m@E? z)k*5j2iPW>HBw89L+x6WnUy<>ii(Fv-zX+Sr`JvqRmU{JyV~YH6+JeJZ15?i9&3}S2-d;OS$lV{P&H^}karXCSu5IhU0p^Ua z9~hphkmOKh8w~jkh0{a)q~&E%{ynxN-J_-h4{Qq;oD5!u>Ssuj;HyPcz!Za7jpU-1 zZJEr*692m3>WuXC53=U~T8`tgqycGI#Zr>{Zzwf`B@FwfW2EPG> zR%vx*lH31&$&bKG_GtZB@$aikOF?j&)U@ur`}bGd3WvDIx{H6xi)Z;OR>leLvw}U%F`%CN@7Ml*O}YgVFy0c~U=*yrh0kF~IZ5 ziExhW74eM5*dJnV>Kwb!;zFmq%@;4Iog05{$sVDp6(%W%Cu{prCn@k(>|1nvi&Pp> zm}=eR(tYO0AinKYV4jnoz#o)q(kxB1Dne?o^&7jY(nzH%QRU^=>>Y`MOg%?8UA6JG zLE#4eqz@()nhKk8UY4u6T(urQ`|xM#(@ei`aC+$;8tR{MT4ihOZ}PMHeF=OLY|x-n z`(CNW>fmcm%vkhB{+6Oe%%`gAZP}L>y>2$TB03XOW#>P~S7ogSj`poh@7F6866@d8 zBhDbrp<>jkR4Lzb90nd)JV+N#T#vw=w3y6sKbqKxHfqAmO9 z%X(uGu12-5Y=&+p@AsZ*3kAikR0L^ls0TEfZ1**`@r9 zq#!rd_VkyPz~)pb(Q&HHW|@IBr+lWOa3^2=Nt0?o+!qgc`9NKQ@Qwa zt1c_@R%>Yx((r(@f>9E{v*+~~qID{Y--SOIT0}+j`T+wDd$Ltgm=XYF0gl-HHlch; zJh=0@Cxj~WNIXKdZ>nK2tjbw<@|)o=extqF(z5brklziD1?qIYeiC&3@Ypg}uJ@_b znDRM$k}A!6l{k%G=9#r*A$L-1`Yz!Wmki{q*l+#v*)wNqSmD~|ai->UWoE%%^C6AC z@<|g5jUBIst~>xp*1Tba#34F4pVCPh$=FQ{9DNatOAvv$L_o%eD!mU=2UPugu%G?J z(vf&BZEA!2TRboX8v_faCWtf&0^mWjjT&u`Oxx=$H#tl*bLK#lvj9PVfyu`@Hu#6Z z>=~X|hBSr1xBG~|G`N}^I-tbaRO(limYM?UjRzQ#^UaBmV$?yPc*be!_wTpVLN33L zx2LQ@Swp9AMk2t*$*H%*xZY0CdG=ea=Wa@`5$C$-a;4|4v55EKS7lXIm^)b`N;nMy zui!`|2?oIDr;8sw7Jgxg09K3N<Ki?hABXhit<03FG#=w~$Y*uKun z?Wc%71YGqWVrLh3dMM&^>=25l zXC&`(d#w)8MaRW24>eQM)2l&wB*!Lj)|^y5N`~}H-_+5L1&X;xMwh=a0b#O#-Azda z;y2|Fm>KN9O%~3ORb~;-9R~^k+>bPKFCv@~$IhDHBzHTGyk~NAbGJb8)^>fSP2jo< z0-x42=?4Bgj12wa+?T!)U4YY9e*hS@O7&-8@y99kSN7VWt*7?Bi0qHzcCh;66fvMN zazdS3#~B|gKRZ4??ssvD@h?No(~VqZ)X{X;nu(#I5-5tU;VlDVUA5E9q!zUWb^{ff zuye8em7CHJLzS*v-eo$JJr=~o^R?_Wd0J{Ca*KnavAegLup>)J;_kdC{ePK<^#Dt^$?#kUY=H}~94&1fO z!=^BeNXMXQF;+tG0!&6SVK=~T0OikZP%lw$+!%V8 zD%^Hof`C$uBp}?)@3|x~Bt`CTXFR7ZTOhuhAOC!J@}rK28T4qNWPJDV`4g`5-x(H% zEXaaxx`?OKP&27_pY^}@MyV!xEqLoa^mN%KcM!H&5<-|3(_Q3%jwLbvjMmR$w-Mn# zsq?l8dI>}DE0eJ`Q3|2);RJ?X0I{qwpfo8~izHAUG333uOP$vq6yxYW{>zVi59i-| zCKc1;9fstcE2Ml|{xg#S$i!>tL(N?T(1(hDatLH-G%w%>eX&1bnUHgfj88ZQ$=0T+ zM@_cZ4$wbQpc-_@0}2h9%NAkO_7)I9lE16mI^hk_`XWk_sp|3u24{=lLU zxRJ5%1#0YDKFw&Q#G1#~n_zAQNJ4LH;o&sNwwKGJFJneMk_1&E21(`HUvUE?H129= z+`y^;Ov_c9+mg%#%;PrVfwKqWC_DpTZx6#jer6fN+x=+KP`1u{PxoXAhEsn6uZ$cj z#o$T~uZ&y}L^&kj)+B*0TCL4-Fz>Y^euy&e*U!)%(hPcx6j3!<5fsue(s*oP1~Z`3 z-7Eyui70rHwQ=V8xiVCcB7&rbTiW>12`80FYwc)QSeVDbN{?F+3ufG_bn@d))r$wl zbx92n&;r&g0o2%1s9x6pzzDA2XO}?T8e25z(uI{v`=z4Im`vN7_wEu`Ay5zBCbQ#5oL+67Fux*n9;{k{mGvNq^i1 zlAI6yVs^n`$YU^LZUT^_Ebz{B51S$=1!I~eqamRb{rzal?RmGLLKwqCh<_-V2v8?R z`W}|Wboq->2SNDtfScqUm;{&Zsp`v8%|^x67K}8sbc}}PXGi2>%H4UYN9?wK@Y6k< zxVQl%1=7dwk1Dh)15E$cp%BPeKzBiBGgGFO8kN3$Nv3!fnZc(CTQ8Xa8 zQDTWcyODX;(CM7vEerHe;9iPhq_%6+B0~-T7_%O=tGfazf>poQB}c1(nljZPbu>D^ zs@m+%$NPGY&RnSIe!jE~C_vZ_1nPOP;}QGahdY-a_#wIc6KWer{*}ae1nAGAbJ5 zHuu#~3r8s(6V|O9UJ5u17N@cHKe7jIJSGr?YmP;^cx60gv%5qCtJGE+w zruWMURBYGV&^Z#ke|hZXH+`CS9Q8WYqKPS|Hg=+8Vy$3fnll8U?O&`jCXK#X@sC*# zx)V3IyZODE_Wv$o4*HAAH?w@+;x~v6Mte7_sP;{&n>@?4xL+Hvrkjv^GiB4Gi2VN7 zm3t0tmcKP>bs70RDbgo>hUVf|cP`0F-Q7)wc1BYKD5FkFIy54T6hE^&dwFdLWR<&k zYtNC39sTLb7<1Ve&UdtAS@hSZqDM+bYSc72F zvBOFG#$DdxxlfOpvXsRqDwBiCA|o)4utbFFO>z9FlP!w6JvlmTKE!2DMh~zC34Q!B zyKlwX&{ntNEV}VQ`?r)uj5xIkg|Tk5ygSn(e;w<<@^|5d$l&n!$+QjIL7y{**p2*! zFrwoy5_A65#K|-mqh^Quk40jL?p=5?aZ!(TMFEmR8fmwIn`?)@- zIga}eN}nPwK>nCXBT}vzk|rBswSH$}bSQ{K1`1}#9FdIm@Qo$B>oK?K>5ZbtXlBnc zif-7+9H;o4mDwP{TKx#Me>#r;*Ch>@c_51tzAh2Pyz{37H$c`(&p?QRPXofA(86yVyfmIyw>mDf0|I#JKLdl;0(xLfnS}gmpf)ZY$<*aTbPFM#w76a(*k&Ks8 z|2M{<4szh9(aa_&jw%py7)|1RBw~aEq>+VPEptS-O$h^VlKyb4it?CEYTEbSq2wr~*nyuS5L$1f+6|@M{U=2M@F36^%7_9DkbIQ1 zdT+fcs`wZ;*=s}4tQ5<6dSoT9)b1jmmoUJ8kcs=+FOUfkAdB%} zW@L~`m!Uj(k)ov7UzxRcefd;K-?`dLUF&yI1sL^RE32y@$uan0Smj;s1bWat=9|z` zL26M}_OMWkWAo3Hjdk`w>BPhY(-$c{F^sFHR;*DBPWYJ@f-Nl*XuM-F-v3pREA^8C9zil9=o;Cxz>r~Rk9l7fdV=kK|;6Z6(J|3(SL`#Ms*ZmoZ zT0r(=qLZ#0Zi5TNYOAzDD<+i0_K;0<^#{Eo$3T&MGDk5{gHJMVNS;|+D}Vtrj)WXE zm8qkJqO-+UVas||>2uX0$yR*ubya9NQXO6X^Ct-Cvr}G{{}sGNO9heEc|n3wTac8^ z*p&UA5LfPA^(f@XZ$D_sQfv=;xoNU3akVI+p$dQ0Cu;stbYBkdEIl=~0&sMGJuqqb zYHyli?^{6K$%R+N=nh2AP<+UW z|GbZq@CGyu8bS;<*Jgz(wFyH?d@%S}Bn)(Js;TB9_I^X_ zEMm)Aq5{kj5c(gAaQz{YZx#dVzXZ)eN#Pzn1f>&9)J&>`SRGmxQUbp-bPAIbUZ{YY z$B$z+5tK9W=2p~R(aX#GB+w%!-;^TNF#kCPn}+b05f_N#Dd%mFpV$^Ph9mP$VddjI z8lQ+WK)~glv}{5uU~=9$avVj=*tb6eZGl^et2sn!Du{sPFCkt0X2Z6pU>JW?!8~!I= zC@0DxMzW*%Z{?S`VnHt_3Bt{I?x2ev!MShMv)=a1!;QMZ;jYTPd9yxTl*pW@Yd+z{ zgGH0fD;FxZ^pRCNn?U~|aUlj0EV>ZMyAk~cks*$oqCKZDZhX1iEIfY@n6X+1XAv!F zksZIqFdes#+D8fLqxK}`g&^lfH+Zi`HXoQ9wl@CSMM~JVUcmV8np9jNL@rG|(qFB~aY_y5XS#>9I z@A_3&h&>hA-&l(W9mbu8FU}DA+z2x;lK~zq4LM}5kI)#s;Kl)YVh?S`^UIN;M(@{w zNV+rkYCyOLGJm=46!(8n58GJ?!Ha&O#>;Kz?RZ^d(B+rie~|vL2`wtx6onvWnuN== z3H{MDNu!0?NXWE^$@{Y+z7j_=OwW&OE2?cF<%6-&Zj zA6?m#{cMgowjKBmRp$MA1JnKU%3Uz7fOQKrEXjWiNs|a~T!fId>SuSOm@HoO)@AAUf18@Lx=EtGA>4 zcyCf&$ZqG=Czn1;F&!1pZp*D=eNVU)_j+V!txP+anCYM2Tq9T1C+WFJyMa@h^ zVy6y)|AQW_+A65Sz}=u-q7fIsK;tUZ-nS(hsto3@p{|{XbR?p7{!>#eYd_*9ZPxqF zmO6QOwr;{JG(L7+%|mEtmc`ELyG*V~OmwVDv^PGVGyjKiJ8!jm?H;w(`tU0Ub=6Ci z81FM5AGl@di7aMOugDb4*f(CP7dL+Wg?yVWU{v3PBYTKJZy5U$VzSbH-5wiBCl}Vf z12O*olHQL-P5S2HiO6nU>?a%-61IJ*^3hO**GXGamkkvZm&k;cb*mA2LQcEl z!?WvR4)twxi%GX2dZ3eKWk%k>W>{KVL|Dj~o2KqX8_V4%%Z9Fg;;E_M3>qSp_#4v` z+_+lK({!|KzQ6jm78y}4Lc=iht#OOmebZO?w1L&(ihuKU+qcw`YU`cx?o&f10ceAV zL+;?d`<5TS<`cq8ksU~q{qNa0HxnZpU6+@oHPXdQ_jDaDbS_Wp)@IpbqQi~47G4&u zv}%0VXa#g7b@Zt7U|2S| zO+BfC+l8gkblXIw=0}ySF!L4y(j%Qtn-5Bg zgb-TTN;yNUi!O;|QJfFOw@(H%+_Rqb+eXQ$T(%exL!JdOLWT*4eP+Ps z-;j!XrA4??)?M(_d)+%U67n)JPx(UG8R{?}Sr~65KOqd>{boz22BxH-Uiw4lDIfTR z;7VkGXv|Jw_2onv*%qCH_m%5|Ja%g*(}J2s+h3ancc-X|Ho0%Pi;cO~IOX(xtNviK z=-W!|VJ7!Rk{b=UfVW-$U`Rk6!06$)WgSdqBQ5bEY>|bPRo8n(7uoT;zHSRf(zgvJ zLdxm!Iu*lWs0b%}R~VukE^}oX+4oKLG)md|?~}2yqIlmIOmvH`6Aww=1u_}Q$^BV;BryI+ImzXqu7GKEgfb-o0Ci2rwygBIkdfqk^{t@v) z7iMha+8(fU39M`-XgAGWd$ZW~aSHU3IU%F2f2ip~WkU;uM4aZ0&^EMw=d2|Zi56rHqDp; z%z`=Z4(T9l){Fd@_X>)*n9FMiHiLH_w0g!bG4)#nrf|}wnwxStq|i!A-zv93cSQQu zjt&-tfphuK%6+O~(CLgVL-Pa0nb4Keqa7V?9{2)8Spl?$xAWUKdLNI(!aiSu(2s%q z)CCuG<6_K%K~%O^ke(YEmm3|4kEG;ZAOKQ%Gz+`;iyJ490Z_)XAQp$4f?UlBfU{u` zp^nO;seK>dJ>B;362aHEB3ph5?_^+BIe*Lg2%sZa*qRWJO$tF=x>+J zn3oIPnw}7T+?bORs8yO5XFs~Oqj-cd%gas~AL9gY$cycOT8QESr2Vxn8RG0OGcN$$Tq)RpG!|@(cWeKLZf?1F^iC=o4H+v8MWG2{ zxqYI-OjQ;>)@?kGuZQn)pSYR1mBpl28Dyi*d?shX<3&Odfy=W2ttpWJ4g}dYc&to8XvSOw8 zvRfL!0e{u_wou^!2Xtn^UqgRdhJ|{tC?=oBsVNN{179;YQxtd5x;-SqWl zWX$!AQTr)i>ngAht+Z>?G-y!z;XZ->hNBygA zKa;Ui^95uQp zxg+%MH$&|jJK;&fmAtK~l^U!rTTjK=6@?NN=q}Ea;Z&x~jn262pIkSKwQB^7ch1A) zON|dmYu&2tBMi!1oT}}PXNKe4Mao=OF1;rgr|lLaW;Zr3Jo1-3vs{K?Gj9AxVu%s) zjVq(Q<9ohB6Ln*KIkG)Y0_GUhA`kK=3X*^(&*-j)uCQb32&KO%#lboI88pI4d^>aD zpyX@@84V;WRRDWr+^S7|mTRo1JvQLH?QRTg>m zdh}Z_7}Y;y4W zZ3iRnC3aguqiQ)H7)^`3KtMO&EAQI3+}Qi1s>C(U9XY#yCCr-DvCIenZxOO1JKd3a?q4!o>Mbifyb6cSreO(%oUp@T8zi)(fPkA z&}&mb(L_qCaVKNl_8a`m+5uPP3Nge-6n(yFV*FlBa_BQixEE%?N#|;Gf_Ha);)XulQJ)a>m#ByJN z;i=djspqYg1Ff<8k@UbF$a|0Pn?IQH@;<9avxm(OavHm7@W{QK?+C?n8DHKr2D))7 zFXOsGH5?>O@7;OtA2QKmqmDx4mW;$SyEGKyc=MGFz08PNJ% ze z32*(It{ILCj5?!6^w;Z>S6doD&Lj-TnbdwuxyTf7g&YPkcwJxNEiyi|);~lw*m&IO z|B1N*T(byA+yM4UZcR0L+JTxQy!!%4o$^;>BD(fUAm~9Xbkd(Nfi5S&c?qdJ{>_Py zeFwgWdcOQ2ip>X}twNH~#q+ z#)zV;9U#qkWmm@O0^|vFwH_&4r`9qmnyQKI1;vPzlaj;8h#`C7(MYHIzvv`%!A&l^ zKKfkFZMfb%W2CP*DT!#Bxmy?{F(u13f(HNhPr<($r$8g02Us-t!1ivBYeE21OpIq7 z1zG{^9ty^5gOE=Uj9WtCBbrIP0FZd9J)O1?M>0)_`I>EC{I)5Su9T8kf?-R^)_CyZ#emIUe)fI`_p2?9}^7|Ql8|1Mu|g*g80dG za?%@WTW%kF7~QE1?^pWh%Vo!W-o5%1seB*r` zeLpLDnQE&zsmoG%GEK!`EKaf8(%Y#k|Ln~Q3{&`45w*zc78>f0e&nC+b+`0gyH_U9 z__7s#n48DzJRthJ7fQL}{qTkoKQt*aG4(2opCW&27i*9mcCRg^kw@jc>&K!% zgg}>vV3p9gZ>`k-dzvB3o(oi_Ijkx#&+T^A(UG(_{+gWGmh@3o08LALibY$T3Vrw7&gJy3; z5N}r9Nm{FYBv&@RG9O%i!m#5`50IIhjOr9h;+hwjxn=ntyq%jrTP-ID5cP{UJ!}|8 z7fL4OgDw9aJUPLVIbL>$Mj7*RWD{7GQFi@AyEXoWwq4(|rp^q~$@{6kJc}B#tT55J z1HT_}A>#5>ff#b-zd9hryemnT%+#o~8`HN9r)e;rm}DXS46M+9RF_J{14)`=b#2;R z)D!*$k8J8jZ}u4s!A5idQV+x*ZcqxUgNs$-iSJ=K6w60>Ra^(#IU%k<}# zT;>Ud%A&M1_O0MX5-&9>syGWI?Z2omq#iYggak&@0RzueK+KGCJ79J;0bRCKoc8#- zLA%8!5GWPV0@UQp#$+=U+o&M#N@(y<5_MB*bk4;qKgLxU~D_k`m@^wCfrN}Wzp70xzn_LcA{y(-FK)NkzyH6O`Jpy zKWQ4rXqm`%$>v=jiH+e}5BP7xZ^EO03q3|*xxv-%+qI}4rH(I-ZR>4a(hp_+5zN*v zwvSghR_v}3o-Ny}S1wffEzppB{zm!Sua3%>R+m$a!2NPELMhD+hvRI7gp+lMemy?L z_*#d)+U@9m5T`c$#$)5k9j)#Q`!QNsqxwhRF0r+G z<@1ZwOM@i?ahFa?jOlW4j7gyK+Ye58Hx zLK`71;=i41_YjxUUuJH2d}XeON0i)lkdsqsPV@Atf4ouS=q&~y`IV{drC~B654i*@ z;o~q}n0`KSVPB8VOhZcgH%fp$4;|%Fr=?V{r_>GZ*>+Ez&f1N&nqPijpP0-)>+(;h z-YUG|4xgPo78oOFaB|m;4=TOmyHLZ)C}w?B)WiCtf?khxec+WjZ1%{rgzEnD^*cL| zD3yjKUB%mXFTc5y^Fsx;DJyyxZXmJ|@`M2@d6sFNN$xN#ANmUuUzfL%bHFaFQFd}! zdpe)lv14FeYIs{`|cJo z7#Z6iclBR>%)#&U&Zl2nho0Ke(v=pw=tu)dXf5xr#|UN$k!=q6NcEy=BGVA z_g!CRtWj`ai45}U)HvN6a;NkW>-eemO4{M!_p|N%>g_MjAX~+)!g^4L@QE~$S<2D( z^^H5l{98-Esi#&!E#`}0P|(ilXMBO~qxVLKKGCTwnRY!Fu7857ci+v+F_Fg&GEHI* zZHt7V<6>2R`f)gT$p#eE(76uY+udp`Dq%R256*(@yFe_C?mXa@fqcJ1$BW)HM_E(h z1g|ZMRxDuS@+wT|pccx=F1$q;Fi>p3cRjZExD(iIUXki1JH|!)emiDDL;W#I3-&+A z6dUj;|G{$@z#ROmxO?6=IzIru~ z(vzz?zrgszmm$%v((Zq>Y{4M+>im56bffPpcZOzY$NP`4^DX`TXPu_MNAGL-gQDVP zi7yKaivxfpJ^s%Bj8kpNV@tqCRVI9Lhs^_qq*f!j&Lu{*R@KgP zD)pzlD>u8jmKlY*#tUc9iGZ-nNH%O1u9)~B zXBm(VRbRk)r$>C!g&@O2FeCu*PvMr~FVK+9Glo*<`5s=3nLyKmDGh=6mCQZRX8n#O zlJI}uhU^9Ub6o$bUd<6DEAU@|@+ukdjUh*^oWD(EYrL08bCJS%B%fh42!Qmnf4L}eWzO5n|1+IsBUY;9FO>Y^ zT=@=Uqxzo`!FecI|4TITV_}sAxC_J=6en^&Uyd33aFL$?LF1yd$FCS~XuISrgK4_T%{M^%sb1l;YqXhgia;r{KS5DKc1H;n;_rae+&z=7=9qAgqka1) z66EU?o3Ixc8$G&x(83Ykh@(Vl$w;)z61g`(c&iuC1e}oI_j68KA!4ArYVYSR*|zEI zM=nYDCL)IFcD>^6UZ`;UU216*kfC1?J&5liHhZlz#8Xuk+|)sf00_f2r<22h7$q7^ zCLMivm-ni&U5HNFB)IYJ(Xq9>3T6-2OF(&CBI)-!H_V`d014hsLZ3B#SwE}!LM46g z*kj9dp5H*VB^Xt;?Fz*d%e2}02M(SF&dxYo zhiq?+)1Z;h)^{DdOw2wHim9z1bV;~FrhpRwgn{5tU>G|7>U?cr*+MFB4e4T7{N}Wj z#vHzYF=d+oq3Cma=AJ9=w!mZS`eWW{`Tu=PK*)rrNcZS@x%+1<>bKpZN0bkrORq!J zk}hcxr)}U0eaGx>hzP-1xkqqXao@)$9D}78LbQk4Xz}Lt^bo-I&h>*@3Y_pV+`1M_ zl1ZT_qkS$u(0Uk~Tzn80QRGNW#sL}x?2q6`I`J`>tomgF0g7|^d7sO{knx|NefK+- z@Z06SwwZ{X1JyB&rvX`L!?iHKjlEsvjqNc#zinNTfLOe!r9R z7;uSM7aIlZOr}z{O~UZK$PpA%Fqs3$Ax&XQ;sWf(Fd31;&K@nUiP|3Sqc?m5#A=6$*?u zUFx=p`4#CoQs_L7=5Q!ab;`9*EV1>fFvLV&w$^*BqU>@qK~vHdv;D@)!!`9xK(XV5%1Y!jH|yl@_}&Brr+}?K7=|6kV?CuSj<-JMoT4iU<;;?l#y`XYLgNyz z{=5}C=zg?bi0*>9mQ*^t7xrbMa?q?zfz;$&)ZkhE0y-SAwplvDWstXQB7uwH4sA_y z>X=;N4Iu`)&)U&(TY{Su**N5v+ioSFJP{*A%Y3d2_+`V$*DIeo^#9Lveo z^~+oy9HYnQp-N%fIa3zQryV*EJe3_8D#Ik-G39CO=<$E|v*tK$Q!h4LKX<2`>b3Xp z88ynYsaG(57B;(L1$rmf#051SgXea03&cr!-SHZVt$KdK2dq6snC&sELlU}@U4@G0 zFQl87yU)ey767?o$MvQ^_n@mFue?h0ku6SFhnrgMP=%2qK&9#?3W6oZa-?Z=HCuKU zYgUmexj%H$N_Jpn`zys}X?x}Ixj~abCV4qk+@7L{aYgozc3x_-4o9MFu#-fo&K)kC zsZ<6v8({BBHMKj~b_Q)BIaQPhSEq*QSFTk>eK^M_1?)XP7B-wEXr^zaq&WHZ@NbSf;FNC+ zNCqp8(7p!D@)XKa&8t7fA@&wA3yuBx`ix2G_^@0`&TZ3YLB>y)9)A#s)7@aIr~O@p z)u9mipfO~aqij2qBiq;O`M^U{>22@s#FVa1#*V!&Cq)@!KS)VAuHJB`Wlg0Y{@5NH z`qcPTmZd}Jp@1{%#zC~1Mxt_Cy3|1AH>D3kf`>c85<)i_hqC5&L6xsVo{Zgk{frvQ z#Si!LseNb_w$OLeGv#ruO^A^WtG8-&(b@@V$4!5CIgXA%19@tZvcB9h1%R${kL&$) zWiMnEa&dQ#sNYOB;*NOkYBJIp_V5Jfu|*2vdt(LPI{T~lDD)p(G|Nh-Y%_pp{gj*N*uQ1bTe$;8^;FX^M(T{gb%yVE&+ zpB|mqjtq3CxvFrhHs;mNRnP6jVv9GIEgD+}jiznT<+KHSdFky%raSrfDLgKpPXhZD zRgQJ1YyHEQ7RSYPW;B9tB9;rD(6IcuKlpSZ^Ka|;tYd`Zt#syQ3$1ooYgJ$$$1g3V zRVzM-5~%=$#{dk)`r4NL$B>uKm28+tG9Lf1LYKX-=$S_Tx0pPmqV&N>`$CA<)6sX+ znKAbIey>)!34dE83k$g^QJvbF`)7Y7S&eMUQTvU0xdYd`m$AgN=Z~%C4B41PAz7<- zO&!$^LoX>s5K)pdxLVmiMv8}5o?Rc7)&#lL6vm>gxAZ)Wql+)qgY>hg_Fem^A&y1! zNA17wr=m-*+P1K&yxpn-^G?>|AAvUbGKl=b1;%PiW^*GjGrF1=qo z6!fIaz-gjxI;}vtp6o5;^?n{c+Wv$i;lq-FmSL@Bj54JUIfw268UduISj6?gwGnki zmgwCLV=u599-IO3yngcuF!uDBnla0@AIW8W#>~S0T=fSwPSO97Z}T}?L`OUgBqE>V z5y$l(n$n&)$2jb*;6oYw4(9CMDTwESeHK?}tXB z4SC!`PL3J;Ps#+I2qaPpZ!Q1(B|11GqnOWtkGAJqzo@t~(1A#~^WDtw zl%${&1$`jVuKJ;r_p^jc*zX+68?R%l9#eE6j751E15SOP7v=mMpNCxc3f(F);|naM z@~uVhsqX`tre##%iFhw&pH%(hRObaM!|ke-JEmNqdNb6cCon8_foq%<8o6i z9f2AAWUX}aU6L^RWTNNVFEzjW_r!twH&@N7oSOW{*He;-T;;mI5*~Az$ph8KpV4lo z#SX6-^LVM<(yZCb6lwXO>sI{s?9&{oZiI2pVt3acWmnwm{r6Iuy^sPkHsm}0`zogA zgY(1Ym4XaY6<1`=a_O6OTYV3xQht85{IB#JN3CEl*N?Oc z{-1RT#Av!17;I}rnlr>TE1y46IA7viEnK^&Ax9z4^_k$kf?~nl%kR!Ri%_$$1-PEM zTiFq6h5344ELKnjz8r2}mgAvT`)oqNW^*_5ymGx0*TeXFi$+w5B4fUHdiA4eafAMa zXOd0BYxYvX-}P?>Ap~B1*PAKQpy;x$FV9(D3P&FB;NF2S`j- zRIA)5`Esr0FYCTAQ_xnzo0|QiDusOx2&Jq^gRy>n@mCf1IZ7g&OMMV=2t~OGH6sD7sQqn2X-)ck+3DP!e>S?r@ z#e^PRCK>WOxYi^rLE9b2Z*9-UYE`>Yv;8&aj4{$w!6UTpug=2290!|AzlNP;w)`%1 zGuhtUV-54{*%JC>3|ZcMlog|3qOTVV=cD1RTlJu^+bb4|=)P=&URC@lr;SR<}h<3Gj3^=`k zcU?E(XE3K9ua7m81yo90WC20%f}A!qat(NHiR-61_?KsX@_%;DZ6)(5wxbo<&fay2 z*IDkpqI-kk!f(rf&w|4DvO z!Ywye7bhkra)7W_j#+cGeY?!g%aWC1-b|wk+2G*cvloRWBw{Dao-ON*vyTGR7aH-I z3#^kvrEZS><(|(KEiSI_MC!T>GD5|#cMJaesQ5FqP^byl6?2x1O_o^}G$E~l(1y#* z)5%HX;w(NHGl4+G;ZxVc_4?|zM5*czDrJ{nbB*FqDrOmX5f;#VO9nU%NT#L=q9yHy z3$Og@|HdJ`Kc6-M0t|A{8{8i;nN5A06mtGdx_MejR~zo^P$`f=Za$T5RKW@unkhkZ zd)XT3fI&t%(d?XMx?P9XhFIZv=4+tIplF&F^XsVN{PXzXLI;inX*VGTm};UVEx$n_ z#qJY#$(1zP)mjRa-eL6S1_*ilM@n3{S0QPNI4WQ((?7IioP2VhJpvjn%$$_97}N(aIh))9~9Hzz=$>Q2d;PCG>+!0?FkapqaK^B(+oLJhJH-b=9pCbqXRJ4 zVP}$`Yixj6o|=qRn!b>Y98N+&kGDpFnHmS`WZu;{h%%aC7$A!ajHD28=T^eWVZaDU zn0=mk5F@QOHaj1n%)6z+RyJMsrAp@6B%X36NV)K5)!w>;>*ju1TaUsF9`1~J%P|9v z=k%~j$m|$2NGVxwuhNKDP1*%%-XyV` zXnLjZ&_iJ5DDwa(rBDTQveC}fE zF$i?5d+&_JnM7UpuMhaf7u#))6XA0jzX!M>#I;d!w9^`qr(;}y9)Vj)Lk++$D2%KgG>A0mbG z!PIF1>IhU%x$cX04d)mo7qKV98{VLQ+8@_@cCn85GRzqNsP=l&Q9Xp-Xt$B#-{lz} zaiFHFa9~aMc={CVE3N9A*vZvZsRt z7@K9mQ27+$k6%jAzlX)?lw@N~sjnMe+r=QrIqhDq2=R+&eO~E?)M>4{!%waabu?;h z3@)h8MPqM1w#mOg(sX4`Dh$q}CE8T_X#(`aP{$l`mmcpgO{BjwRLsLhg>8sjw1h10 zK8e*n6*1)DZLAy|AtN?@go5va18Gs4DrROiVckMZ&aN)t7RsezF7}9u9r1q zH6T8D{oOq2lqXDb6-ENJOqxRd;K(loX289SEqkzsm_GB<>n{)iwP(Eo7 z?9e7`ILEDsjdpi$L!*XDYl16$BBEec9=FEYotl+IruF+OY4(GKs}=%ipz6g{3rJTg z$Z==B+nb~)bIWBa51E&G+> zqI_Pg4+6jHfy>BSgQEeuanOr9vAaGsfumuOLXYh0=7n+NI2)=!k$$8PIvwxu2N1oR z)`d!>H{12Fa>wgo6M$f60rXC6ljQ_ z0LamC%^ZV<4MKWCLDrPRimhJ#Mn`A{TZzv`f@`rHY)rl?>2lz`*(x5Hif%nla+{4^ z>yRhE@XkA$IVT_e<{g)@vd)Tv@5R4l4>MpX^%BbB~DM_ktU`P9goEc z15ImS;=CtUNZvaFe0U9z(qyQSLWxd?Cj)K}?R)`(W_1mntLl<$Ee&=Nvu zt>&IKyY*u{^O>C%v&kw4YiEt0$?~okgbm60Tz~<3sw91EyB*J-E3rMB)bXa6j~^Tm z{;ZVZW3Ko0E)Oq%2riy!JN$bzbsiQCA1@Az2>mPBVnd@wqe)}s3ZDIgIoqR_ek^Fg zme&(PPqsPJ6FluNak1M4`f7b^EVFIs4zqgCdf&-LZz> zOWWx>ovb;7)x!K2vKn@sg<(g#`Hr@U=< zK2%#VjKkI-Xv1a2oFIevCpFQCGV{=bLdvQ~16K@bw}jpyTMY(2*z$imQ=u6}9_1dY zI^$XC(VBE)!a@a`czyKIn(7?>f(t3+s~MkXW@QvdkVRfWyi98LWvA=w)QqgkXkC;rAymir?!o@B{1KwBudJ=niFa;f^pAs>T!19!%)s-BkH zjgP9FH0!vhpwwT2D*@++8OPtTS%$Y+GN(j~iM-#?e4~0^=l+G-n%jZ7Z&iiDJU8aZ zBXWz!o=R-YE!G{&+X%|f?(#82_#lhESpJTgPRONI6=;62r*Y-8*&fR6v*7zq0SDvx z&*w3=e3xc8I$zxtA_@6k9lb^UGhd!IWr&{p;*V@LawcLm&1uP^E23xH#)fHZ>)InG z24g=7dhK4f^p?HP8T%|M@0nESa$UQh{gc0LGadzr$f}fr!@&+VuU~xRJF*+q{FpVQ zzPkf{gB-mb>q^shyt|cU;?W&SVQX_Sp(|^?Kvl)x`9RO)!GzEC4d_+0b19_g-?^X_ z^U4rPuh+e&v6pOftNnEqE3|x-qbXCvs;JpH0)Mxb_Wj4q;2Pa%#je+ZItxyd<>GI7 zqKlGtGmWJaBEDSTwq#RC%TTcLr8qv*2&wPBE>3?_5b-pY{p@j=PzdQwKLM|3vh?Ki zuD#V@x$iFP0bT8Pw{P<h~{s#g!axG|RP z^o4g~JpDaBX8h-;3lS&Wn_jrjqVw_Ir``)}n{#bOQUvp`4p{YRN0sqbiV=}(Mb{I9 zGe5bj-JzZg{+8FLBaGWA^Z>rB?O^=&_bajhN&G+mX$Ru*?|pT`Lc<7YxG4H2$ZN%+ z_Z&Gq6;*=qwm%!SbgF!m6v@#(U+xlfo(L;4N#V`|e%SyZW%^zoad#1xL*+iod*UOv zQ&#bE;fCMvQE~g(lC9;{wob_3kfqaBtlQrv9c2f``@633%irfb1c%;s{> zJ_=lRJWDta`}=|wg3+wa!_eHQ?>-`5R62XK6j0>ox9gj>r{?8|yMz2@DVx=HvQwJl z|JN)KqU;ig3`A*0oF*wZ<}PuC^EuGQOnvwuU+82?D_m}`*}c4AZ`#~S(WY|QV}ht% z^=nv?@=&ke7E^DQ;0HfDyAV>pSQU8_r~L10e!S9BLW5*W*Lm~x&6YiHZ{C&$C{#{o ztKe5#KZI2<$vd^6jbN=eWQDiCg8Q!+OvfHAvLBSb1FD4w$yCo zPijai7bsMb2x(kH4{1Jse^u^fX#QPs{cA;^Z=b(&ed2Lk3l2R-I+x{)i@hg~qc|p}iSb%LmDy zQf_da^ZBjMf`$sunhJdNA;m z)NY8rSEf)Vc(}~ryYiP#+HZcQC=%^y>Sboe^@{`yxE zbGIVTaUmdY8r852r~D4nxaKPEh2UB&und!iWu45L%TLQ*WxEy*FcOWmliJ~t?8n%HOv^QHaX7-nNM2KrqVK{ zEpUn8W`eMYoz&IQsesBpP6qf0+*6{UHcuz%@ejR5Bb>9#}c|^#}mZgYGz~< zyHPZBwtG;$P?~|$lQ~b)BbtO{N@3Db@7YyxYv|QNFbzLNml(CwLhfCc=OHxwcNKr> zX`Uav$1$O2f`D2dm#o>CeF(_CJBUDYzYvk;daf==?d`=! z7O1FHV?!vQAW$_Gnd-Uj?h<}fqKaqhte#h8Xi}$s$V*jAq$JvL#|omKU;J)=VuNE) z)VG_w`ApYWQ0le0GkdIeO z9e9c}6t0gQ0DODaVw(2Eci_yjPaQ6KwtFcbI&ldT$BCZvl-)nWp0Rof?e!BA(dA5z zzA&-z@YJ-5p6^gQQ<`km_mLx%BX@l2B09w!3rui1Q|tSd>3i3HkYYA@H0 zG|9CEun|nv-6oG8@Y>MxTc@TUoNzH- zZ&>KkFqNO?J-=JL&h#gLAqq>K7orbe=` zniNJ2ovUHajrCPUzil{yJr;OKkxW5@6+`@l%iMj8*X8Yb@xc^znFQsaQ8Ky7ue+Up z4Ie({^4Q#Sx>{16StUe;UujyMg|TQ9e6dk6wIZ17Am8|CcGA|=vY#GbH=UGB1ICmT zLn!Y@`z^=zYQA{=Mh&okuY9I{ei9VX)moWtLic~yvvQd%8YA+E4Q*fEt>rawmuCD) z@!_A9;1jMUPLXGS$63Q2BotleQ=py%V$2%XE!arF8=gU znbVi~{e=1^0%u^a|ZD{{4Wngru_q*Hr^lBi}k8oz%^JWt2OVl{k(HN z-EFC&E&0gM6zrybEr|lwo~xHa$!*4jOsY01V*+IsdqVcwG8gSy4%9sJK5J}?=B8e* zHkm#SF|ll(Rov)QCEC=ntk>O)FyU$ABOkfJ)pV(4nbcu+enlr~%dc5jmfBxH0RfqP zK3{XKvP1cicK=k0Cr2A+QVEEo@zbxRGn<)x4O|o_{j&)_zCqosA!bS`4vOshb=+C8 zqzqhuMCe2*rV|O|^k(;Ww51;#I1-vFz(Vrhv%x|9f$jcTDZ&Jwor&z z_c&MY477X$Sfrl4REZaBb&0Jw^$_5BKuFMw1k~a1VC=ccvg8f5@9pAib$1RoR&5-J>D!a&k>-QCIKbKHm+Mg zwMC&8{Km0=P1m29^NFL38Nn-HYlen9OU-k0?4Lb;0vY#W0sKD!C_N@{a3QF5BLo!T zB*N=Q4ICUCR$^=%u)Yaedq6j~26&D9ACx@1Kn^R#Bj7o_6~?Mkhc`K)Cyf-dDLisE zbEO++!MOSU`yKt`rtZ|J^{`uA*eUP(rJK3b1jvAdAO2`nq3=hA)(B{2zhytIACyzd z70t{scs+}k29lM#fMvECh$DA90J_T@kbZbSoF~oB1POUcBV%T~$9?dtQso118I5GM z^mYIt`hzUb1q2)kKYepO>X>^NQ~rY)*qaS?YejS0XjB#{RJbuU8736=TrThcq{$G0 zl6k+!JRFxUEP`@;lU-1kpJ3>{-kp3b@*pU;0_5?A2wuMFg&@(pcWzwMycD-v2+C`4 ziMHaeoA7Ni_RD13RD!3Boh1^MzoyUH@pDGIwL-G@OXOW}U$7dCc54N^D0Md5k={JV zJnMznDHz7i25PV~@>suFXg_g%gC5h$Hd8SKbrdm~z5J9R{ahbb4dW9A=o z)+$R9;Rw5^kAG*#UGPg*fe#F@nN>Ja%aOnVH)6wZIaIhi7lP;Zo!yT7s>iPVpxihp zSDgTS=fr@>2&e@?DLrY!c?=VPE<9@Vc89LQMpLCTpBz1rtzds+{px?8Yi}?@gefmG zwAX6ee|yHR^DX@t$mdma(T&~ua62U&37H>j9LoXF_`T~?FBYKBez+`AnP|#$Qn>>H z>Fs{g1?I6${}(MS!hoC?3%WD>aHPlbkP_i5YtY`(_(pK-DLnmDSr^Ka;E_D)t;Bg1 z`A7nhE(k#4fCMpP01M#f3x3By!IB9I(MaE+5+VaV`_<4>9+X2s`|F%I+b6N63njva3oOlShUhg`w?Bu*23gS}+DeN=P(EaWy* zIZXBP!pum}!L<|(a0YMSG7fk4EJox4cL0MFtD)!yQw zjqUMr-kG#M3iMDh$dj_l#2Ib{bOGM=_5fVMrD)LwbZu)k@vJ5`?Rg0A5!W`BCGNNw z1^J*&Q>}|v*H34Df~Xo4&>tf;83nI?Jk$>KNPqov6nf)w&@PPql^>>r#iesaHrr>t z_z?3R%VT#_l~q+gv_b>==vAJ@!ehI^{EMDOk39?pP60hvVNt8^Us_z2_CBk&rv*=3 z&`xl=d4aj`5ilDKB}aL)YzPdUkw>_B#|}v1dL2%&WrQ64upNoJWajQJnb<76*OG54 zZ9G-+`t@sjpcnC5Tu~+o&a>CDk+zmM!DdHeyeYS0at~#I)qbo)f7R+6>cmb!9T9NO z#A9)h&rA>REpW~`t!%e{@aEacF5OUcT`8KYS{W(n9^={J*~5!+k2=U4-;}c6(^v~* zlVjBhssOxYz;5&=Z`vI0ysJ38P>RdwU{K8T^sm@Bpiw09lnd~k6OE5aVDpmuFku>Z zk^K96(+|Z2J%f<_LRUJ*+FXNe-1L zz4^x(a5UHqW0r_8*xftmt2lO!%WBU%Or+hz?RH#S5woO|<;q*ME9v+wP~TXfp<_kx z92a68LtWK>Ut!J3M5~;+0v`rWL!!pP|F9UAe=J7KRA@Utw(O-1O~U~+-WK*nPWTun z#GQBK3LC$PrbKT7C2Lhy1i9?4@m0Xw?K&H4(e=H??9}id4?V48-p;T$(Cg>=l(8)1}{ zr-M~OyskxTVBh49X}u3u&&|Y59pEc8U1d7X;!J561FZ`SI(MXT$Ryu&sCuw<{U*O& zS@&}1L`M=cp-E=ux34lIL?-81h0RI|w{Hx8caaopTq0T>Woqs!mt?7W#CMO@$LBUL zs~R4LCwR zMMi>FkB)ysGW2oN4SaE`u-tubO+(X)Xqx`2+Q1phu)9gQEG|s)bxsFbu|#xM{QH-X zNR2(a_Hs&d{s$HReDwe_?*HEIcWHmPs7A8fX*PArqM|nppxpaEUrR)wgb6vx(Xr;U zo*^@XvhE@G3v2&VXqbnm*q%tJchXk>349qTIv{mlMM2^dI|+>!tqN6?yZ*Mmd~8sh zx2NL{D@}U{u!@iLg^j0tQXN|Ooz)~!$e7@E{pXrtea->sjqLN1+AsS`z!Uf0i!VN5 zui1UxQlen188BnBqMa2YLQCi)#g99uzw$w9crmmA5e6XyGe+ zv-OeI4y3b0WxRL7-uui_&G#G}dP4M-<4CtlZ528z?QoBjK{0geqQHhb9|bYdibR$MDC>Wtko z|9aw*kErT+FV*4kDy$=v!C~u~@XJo{-5P4Mr?SeJQoO(R6OZp_`L(A@*?m3y7K%#} zeA8+w^mPMXS!# zJ<&}^em-7L6CgiX5}TJ#nneiiw#~+YdV7u+d;f!#9`AWjz*2>Kad;(#qqgOS@GnKj0wYJZjX@9 zc&l#q!3B+4d)CEwppT|mG2Ev{T1GV=v>_K?{Mmn}P<1I!zlpV6tw00)6DIA}2A zy;&Dd7K$Tdp`;z>weoBwS!B^y?N2t~Ar;v}6i&_i7M}TK$kU;=y*J=c*K{rR%Z-uC?GHB)AC;1pg%5dV*G9~lkaqED6{@yV_O5;2&;+QGbk@;kQo(k(|< z`Wu)GC3hf8*E4aRCuY%jnF@oDV;P`OKNt8+ng09OeTeqDk;z?9|4h&^bmIJg5&j0E zCgq)&fE+xM`w667Ew}dGb8~T3{rsX`{gzj|YNq*JHNY>bf%XPHD=XPjZx*rs4;#Xr zVMn#XrLQGb`&&!Z4Gj$uLZYIgw73TKu0q%KhlLJP3NcAZst&;+A$~ac1Hd2|yW+OP z^t)MB*AS@g$1R7aR!Ct8CX>prhz_M(P$lw@@Wp<2ZDOsFJNYFpo@0P1+`1L{&nZ`|^gATCRchUajC{dC<)hWq52 z1;sh?>~0hF*qCWm;f*iUPujl?=gR)}*n7(VX!~fhU5*?m`w-%oS*_O{s{hoqZq=jE z=i7cAtxwf=^T{B6L1EU*gOw72Wzrn=VtNYu9qy2O8LH_@pbW7SR}~Zh>bY8L1O93k ztvLeHK<^6&tRW8hdoNfal}{HpFPUDg$_x^WY zBb)Fh&y2)44DEu!MJKG#FG}=~Y#;yGHFgXFs!d8q6k_vA(S=XPcR-V=tn}{=`GsZ3 zpjl>k=sj=)ss^vS+MQty*T>p-zYe?RS0s4xzt>XcWq5&R&%nAkVvXL5K3+WLW{-fL z#=6~ixBCx#e2KUbrjNCw*`Be<$2-wy2m5C+wZ8@w-)jy2iOy8Z_e=asAzjtfE zyqBdmp>NF@IXNlbwjPKog#-zvOPvgdj$~G07@3yib~?Eo3M_(L`pq`6afOfJ)T(NB zvbQz#5iR>7=uB`c$F3~PLda93``UbGFZE;Vh_d_55&`#{v+f)Qq*)VMcZ&h7@zhJl@{x6o6o+@WUeC>I zO_nUdjtG6>AU5|lIC5iQ%R8zWW9fgJyz8)6pT#B*?FgJL^tT=$Mn9(uN;ZT4LUdRk z2BjO#xRFA%9kZ3Fk5_kPJIfi`3d#xJRk>Vo9yY$z@bb=o`vV z?YfY*0}%SJ=E2_+R|&n=X9w&}_H8l;7PkUhXlE)!CEq@4$A$srLX7JE^xHIH!MwJm zJ)Mg7&L9{xlZ=>Qo5J6!^&A;J^S;_Hq5dik!HtHu6wss!t9i^Z8nQIVQ~OHZI9tI+n_)mKj!J z{KDYv;(m0fk3gOIO?jTr$p*EKlRaE0dn?UOKzrRiVuuTcV|-R6s_kNXC?xQ74~j*%3r*(XJOMu zUv|gzu@nAAvx3w785~a5ohdrA=+fX$ny^X}quZ_o#q@}1ssUgBOiSL);6C-74=?@c z5txS|q8-YV?KNZ8N3%|a0nhX5D<9X6v8c&mdm(j7Pgc#BEc5(O{mzjan9NI_HxOh9l+0B?dX}re&b3)_! z2E#uPngSYk@FmE4O1iQQNZ)LpyY!! zes-^ooT%M7r97hw3BO^1jSr`al2CABDhvTe_A%i4QOg4*Sc$|qK>e!yIO=Yd!;nSm zG0x+`*{v@Gx^R2I5tAYQae@#NPX(lXl1cDfH8zJpCqkqJ?Df- z6S+|94afwnDqz9z8t>opozwT%fC6Ozjvt)iT%0BgXn-`(ADB7w<=$D<@+oAs1bFQ! z(wSNNhMDqk)u4}P0z{b&&0IWm!P$Ck|i9u9>mKK z_Is=W&{TC4W>8``Rvv|{gB{y~ehu}h!6s6%)g})B*WFd!`wB~`d#fdA-6VglkTh7& z&C)oXwk3B%ox&E8rp3yrV|6AkQ<~48~f?ukXPX zrEQOFkgxt~2bIvpBRjyF-b3%|nq#(H$teU0#$RJH<<_Sjs6X7s0_b05;qAT}0(CLB z?r(dJN(b)Kg+xzWn66bi6?@=}tR)W!%t^DZ=ADY5!6h9ca7ih3=KJY`g5Ad-6l!*K z1PTxR{ZcxJt8!@c4F5im|6gzA)9F9^JS9)&$`wkWsLc4)poj{nVlmr}mNEbxk*c*d zdz}K?2mQHbN`<&g7-)c??aek~Q&3Pq#?|Xx9^Tz`1zF;*;mWbiGmG9fHhj2-vk4!3 zRs#J3+r(8N?=KQQ3kwS<7NZI;8JPnQRaI4g&?xx(5ZAJY19nY@empVh{-E-yZI1VD zG}BG+YtNK}5kGU-cEX6^tBz%x^+W%Rtx*VMMZ2*(F?Mu*Zm9dSGKt<0IH$b^J z4;%n})`g;&RY~t9a#+&bAzwF_plpiDcq}U;BT-sfniVs~u?)EHIc}S?Jz`FBeap|J z>;;o>5n!Nj!IeW*=?2&l{xV{{qu`Bysw|$C600S3TY^O7ApYe0vRHv>S>J6~QOfES zun=0gfn)3M{AvRWyb?d4{~DksyT^&^METVH!S{o&95|(2fvi?F$QQCcTN$?UHK>*} z2;ocp!#uRG3o@}$l1qD&>AoKvy?~r(b;V(Gg(Vb2eiz|oO7U#_*TCA$JEISC$KZIz zC9&1&pr|4+cE5_Fp$bx5DCY_yt$T?sbU{ASzR#y;ag964-p6jcD_@Db_{ z$PM!5)i~9OM`!k~^n_s)XF!sDrvmF4;RiBde#CVAE&8`>$dUeF~=^cFPSNv3r~-nI#loNi=CG5YUQ=v;O~?O|K(yueiMvyi|y&qR6clYpN|Nuf=R z4RJz|F!bf;A&VqmWY4-Gk8xyFiz#Z!vWcazoNekgB4Z>PeSysk%7!j)5jLWZ0^lg_ zKhc*eW36pDgQU47J&DjO(>E5DTrhKE*K&>i3P6YEB*-&mhdgem;s}$DK|d1%V(MQtjI&O`mhl}Z<@&CC%wRFe38SQBc={nb-qIUu_(@uQwV@N3sVbZ^*kjaU zA*c|2)kbb#f6PTO@d^ydym*BPFHf8O$jfV`D0D8t9mjrE4PtoP=UQQse;tnxzo`Iqe2A=aAGwVRrodn{Fh7ZfziIigLuk z%^D+}Ii}&*e|Ce08|2M5#4cCQB$LGnWmz`T}hMvXDuK*P==F4H(9SuG~&7J&eqi?oN1m&n&e+F$*6 z%4snf7KrknRfr$hO zvOlpd=7kD3g?V||(N7h)mFt6pxD_8*G~^ZV1d|YvwsK0=@W%zFV^O+_?%&^6pJ2?pSw^3|0H}46m5*_B!T$yx<%31caa>V`A9x=ua_5 zv!mLPBMTCWj<`~e8A4REdlD)UTG0tIkKa*XdQlI1x;_~s@Zom@Vu5L2%{YAn^}q!= zY3dRCF8aJ_qE8v;$LC~^8gUsbBuxJ|<4+D@SCUbOp&J8f*A({ZRo*GY4FIXRa*G`q z$;U{1dgA$Cq`tRO?p0cJh#SewS<^Q##oa*{o7snTh3WGXNw!OVEy*moQCV?sd~nz+ zh2mG3uwT3Mrm`y_0PN0%A?;i#Qwbu-l5VuDnV>jTqR+mG#+{Sr$rIBXh-7_Trsq|c z@exNWAybl5>(9Ljj42-3A)_4k-KJkyy#0|hmo&EFkKw~!>#R2gbs&Xg;=l7&80kn1rtuXf~;QGC~JUJUAxRWE4h@mQ8; z)nBtZ=yQ0EfL9h-oW@bVymG^-BF$G}peP`SED{D0G2YtIXI3Aii*vgsOFwSPZhV$p?R<1l zhkwd&+AcNyI5pi8I-D*FFPi#WBhNBn1;e7eanVM{12{>&>r3^%mX*ot%2L-3Gk02- z@dJ}nz3@IJ?*)rVWbiokT&R<#k*GV5TcMgR_jTZmSIO<8P~dok7K2Su33Zi;qgTu&oW~8a-%M^l1TAI6D*`79Icj_R) zTRV0IB3D%a5=%Dl*yL-wWKlW)SQ!nI^>yyu?Pl#rVy7EfzNNLFJDl?&MyzH#t?q3J zk#3sNwY~bQHSEci(oL+%1Kq*fh%`!HFAH~Vn7g0GBZRTmZr+B%gN+u8sVhh*7||p1 zMBe29O$kGsL&`t$Jy1tlvArRc7bf82A|FXNR=&nE<<`_C7%UTfB^<$(5@Rq)3N;Wv z@uemi!8_82|4AYtx1yPBkdH;`Nan3x#)hZeTOo5A7ilAz)*xZ1N#kTh20;i3^Q}+T z=1(0aZWPHka;&|sB&ZeO^>OOuqfU+dk;cmBR(Q|qA~X(Uv+9Ld@7t4l+a-!{4uR9_NVC`XsL(+nuG_o2=2;@G1rhsOAmhniJ=C0 zTl|mDhr*;f^`t7g&l+ESKaxV4I%d44T7rSt{K91{`sqVgT?r1m<&N$>mP>hbpy91s zY400R$CcW{;fZh#wYVh)J^Mj!&@Rg3%^WOR>^l`?d%ktAgbqAVWk>a>fbQ9+$>AX{ z^YQb^`4A?5`J|iTfDTdU5!y@f4=qqn3f#(G13)rum>|_S({eJ&lO!?u_Dj$y<`D){2%0-;h%Qw%9`Z)&pd%O9hn^KGySt!3Q zIJb-(_4^}%1x=qBn9RD@Q14;d&0LTS?D7%LE_<`YR*NdKw~x;ZcuN`pk#9?(8qe{jrf{w+C1M6yk2P-^0&>lze%i^FHG7Wf+IPi&vrg51p;UjIQqXx ze8|@`7@2>L5n8-_oyV$&B@bIl`fA?`IBeZy*hD7$z7m>Q+wTN?_gUAF4;$H^Toa@3 zRuGJ>i9sMBe;=I7Rk~isbf<0&iE(Wx3%)|~FZbcvh*^+yh~StNT1p09oEOuchSz0m zk)CrPiM17jEjp)OyP7Dd0A>CLJA@FU5~dm#%U(Um4t8eIk#U{fw{72RY|Hq*SBJtX zqauF|KF{d7QkXGn!NG9lH=Kzaj_;N~FTr zBY)rf*M?W%4lZHE_jQ%D+(tB5yO-qMu5Wddv|@B%G?jb|KmhcxI+kSHe$OJ3`;oue zqv{+ng0)}W$mwV71>_BIMMKamA5KXV;9<1md@R$CH*ftBE8QJXI<8=Ipt0(Hi|}BI z4I2~X-FqZ#>k3L+s)+?kDOdr%-^1n}Td~pG(F1(MoO*YO#W?OklESR4{`^9N#w>kIXU9XgM78kd z>^YM!+@Lb%z~{Pec?F)dNPTy@bJpA<@&)Wmf&l9&PMqx zEhNHI)(0ALZYf#q!exb~-n$b4cXYj%zxP$)RGB}t4!dq!5f>wz1HXvlkIM4w<&%yq zBc33#Jvdl`5e*38vL67_JHYNJPN((_3wPGgNBXV~MAmGlYQHe#_HhR=aX^iPw==u63w>Q+1R*zm?OG5lGCnE8cBwLKOkZR9o$3LtaBdOVCswIuZ*f(HE zs>z!U0VPHE9?qR!CTrueqdyzYv?9N5Q7t$fcwi~l|1-9bWb1qml^cpbHv>P{S0h%I zlL;9v5G6hRavSVnAv7$m6;{-%P7d!ORg|zkb~tLcvq>4lu7`Oih&?rZmW(nA=cd`6 z9v`qExi*G+j!H}h#LGWLpU5Z8+}xYHpPNtKKsH7BwLtDu0Q0m#rY5VUw(IdH(>jX7 zkh^MZ*ALztFl_rKSczxbX8xg- z5jMQ-HN@i^8f z9bi1cvS0-rZf}g=xjyr>fGj`K`OGvSgerX~V?`$$sN-LB1+eorkZ$;$WAKaUdzG6( zvW)DrqWJuddF^m+1kBbg6YrU~+EqB#*U{cLAu>G9FKsAVh*;+KRQ2rv>3PprWv}+I$Ca*iKAT^&CM-yFhV*R4(9Cj#c~Ea^ew5o z!j?-Ob9Skj3{ThyQZVa!{L#h-a#_S6EXz7%G;oZMh+*TNRgn8s0PH88uc3@qqpz3P+PDgc>0-7!SlC>UNPjl2b`>) z^G*1GL`Tg7)rNx|-x_ypwh`z*_QY@3-~ao9Di^SvU}#gFSN|y4h>_W-misMVF8ltC z&siS2+y4qQvUq5COyUT}!R@b;FBIRYv%R7M#FW1c6dh%V3$)PvDPHWdo{J5-O zov=F4bzM-{CYd=M?`EA~U{k0&UF48{cB8$XwByXf)hs_xGVcpL)pjw&g<&yYbJeR~ zpp!{1Kj>K^*^|hUl+fnR;pX^C;(H8FTMol9hxuiUmI-G4OPONY85xc?erulT@Pzg0 zeA&bE>wdjlqH(EAA-JtdFk+pJfw52gCCka}Or1VYfP+W}BpmKHUgS7B;T!XMfu{@O ziVl1}zqzNVk6obtKk!^zzs;K~r|maB-otrA`oV>T&Y6=Mwly^{J^-ETvgzRGzEAD! z97Sz`9LfyWFU^0D=1vSQ11Ce@jDH`35BC7=4XBttOxd1fc>~HoF~}1 zY~QkNuGQ#2!T3=r{)_4seTj(yVjtNY(=75=@H4(@*>y1BviAu$#(A&L?NX8JssGc) z&Qbq3up#F{+J$op{1Qz8KfWC=yRMCNNRj20hv=yjNTSu*(l31)8>i7TIHbHy5`HXaoJdM1Hq zdalT}R;N5}1F0mACI2`r`EK#u61*k+M2-JXhWQNvo}GblVoG=J7oVQW&eMEFfAcPh z`V9MkKgGWrnL2b7>@|R;rcukE55U&Xjd-SIz`D9w_#$`D`8cMp9>9|LQ%~@DmM4wP zA6eW|fdg3*DazFh3j7*vC;X?e|DGJTBE0-8aH#FE!aRpByg5o|)Qt}0pK#2Rmxxwi z-dTH~;ZAPIs&!YEsWfhNe*hei){V;GWpMo{wG(yb1-P1EfjQGsUWQ+F-@^Fg&{pVx zhNDe@W6r(n?2OUYIRm9$^a6Vqm|M<4MqUK2rZd^~>&zZ(wgI=6KYkL5IZ*8e+JE@s zmGNgxse8Z;mM?lIhoi1^1F4e&?RH+g`urKpC686W#Zn8*{YE`S-p59k2 z1OvN9*iLT(W^Ey0%7|dn(MPQF lg{2;osX+6Fp;ZU|GuzCqb2!WFzKa0}JYD@<);T3K0RXzGWikK& literal 0 HcmV?d00001 diff --git a/_posts/Images/image_classification_3.png b/_posts/Images/image_classification_3.png new file mode 100644 index 0000000000000000000000000000000000000000..a6c03d4db0f04cf914646ad65d2add5c84d5f746 GIT binary patch literal 96013 zcmbSxcQ~6-|F_kk6{A{v)u^H^s)$XkqJ&yio1#{&+LBOOREyfJ5ViN-EB35aBX;Z& zvxpJGtIzZP{&|1>>&6eM@0%5xW9YnKHAP4DV#2TsyRMOf|K;=kEf|Eg5L<)u6d zvg#k}VtaYvu_k9Xm|_edm{u!(1^?*gi5H;cMBaDW1<rJgkc2l4GTR=bj25zT- zPtIBy^5AhtJ~5}tGWzo{>vD^NP&F?qkKVR}=h=&($#nT7YQi$fj!0jlGE4Pj;g5{l zVG7LQPgUrUH#&rgbV`xW*ae=)l5{@U(eO9`pdy_6sNFf^d|*%&lQ2%XSGS@BqS%XX zG;mUvEs=VX_%64RqT1+5NcblrJ#Q)fDN|3OS_-&g=rnFx72Y{Y$BB2wO>8|ER; z(DUgk>%b`eo(uT``J0fd{lSm%q{{=J^u;ds&J>QN+CRLgjrm6D_huOIC_Jcxz=}*b z>}>?|f^0248>O+_s}#5UyTY}Rd&eO;Azp19;N%bxj585334 zQk0f0up8yC=$ZRvYYEUo=p6)oRV#S3ebcD=$vYzh208mH=Nob+z%16O@Gmi;-|#(R zazlDGy56iWzpdiBFCJKFvi6Dlzg@Ar+GZ~w3WZD#B}_isCh($^`e@n`X$1@nN@-y# zGuTd|pxPQVY)3D|$J;y^%A3gR-i)w%XfC9A`~|RW^5=cHkPH{1 z^@9ruVKCQ{M5F~sN}_>)!yoy8&DrP4g<3DeV(+ zuHP2A`-|jIp8NrEe+z#pr4xy93uP(uHYsr70qDly2aScBwS>E^bE7xR0%i9p15~I( zLbPcl)1#6&62fGbz6jBhJ`<9ngsbbD@O zvepH^=alJjT%rB^(;-*PA>{Q>E}i>*&)SDU?>T=&YAM_rv3gHl4=7Uc{)ye-JG$*h zyd!U(hG%He6E^*I$D<{QfjOchrtIm94+CB5Wj70%3fg}xcs76Xv}l@Cg@=v00d@(z zUCG#@4)^&^odSfLDbYcw^|S`{IR4Np7G}8n$Cna=7HUV6FwI`ef3{{yUY?WwO^bd|Kcc3W zO)`GsN3xqDN5t5Qqr@%o4LP9};5J1%Fq_Fq2xL7hW#V6pa-HA*y?7pq7F7c7P*_vg zF}xFY65SSmB6d^kHgl1vr1O|#q2sn4+`jSmX{}on`CLc0(%bUiD~EnZZ1*GQd&yH5vAqhRG6qNC(e#O>VxFlO z`|p-@(+BWXe*wn=rGgsG(1;ngo@9?oE^4Y#$W z3>zpK)EoMbbDNTzhM`T6bFwzFD4KMdajtg~xe}!;H(4B5C0RXL+gT%6m|4stD;d5^ zyPx%Va3Lk?ByFUeJ?q8Q9rZSH({(g6%%o-{4&eeRB~jUtluR;q@0T|WA0Iy^N(4Tx zG2JY-Hl?o>Yk+!sc*oX`*I{doYjbK1>(EvXA{j{$-`8cx*e=;Tq$B+Tj@}>sI+@)& zOH2$lOh9Rs>MF=U_-}mhO7`2EkqxP)rqHxs)&|}Q8#2Mp4?KW$_HX@c>z;t0-l6W z-=-^UbosTi?#OdYK}OJGG_7?oWF0zgoev&Bt>h- z?#l{ulu4Ia&-S=gbeXC@d4Bu8=>6Cj+L#)ilPD?{q(cCT1Vzq6`%bGe73941Q4J7V z&dZwoBKcQJ0LRDZn51%%)m!2*#sfRx)l7q|<3E#)du+S=Tf%_+s??p{>`T)xfkg^Y;|V2H(gt_>zRFNAUV?lIr(F(Y+JS zob-eAnnT)k@w?1-haN#MH1-9ncrZLMF~+wV>6}c$1n)d{GJfheGOdhOKg*);hxhUK zH9uT?)O@;?YmT~*Eai4qn|WE2#hgHs7@ja^vfB`#T4(EPdA5Al+HkDoP2oe+Gq3R# zeR_TqezD^0!i3`8SG3L9ZbhBbHjc=`{#V`^zme|Xc+2th{FAM-t&(^9GukyHZ>^`g zz{w%W?_4P7P0XG3P0K#kW?A%)7Lgkd;kz!1Y?E87%bm?@BC5T&!=^@FE}Q9AjJmG> zeqCwsdZxm$tyrLe*h_puV$69yqanvha8h9IJixrKIr+T(Se)I0Em!KTZz+ZvuWc{$ zQm(1Fb@AW1YFXfEo+#Pz6 zI{seDn|+5IQ+E(>aac^hM33;-xE#Bvz+?^d2gAFRNTiSn*qa_5>0el^Bj8*BLlSukI7jM0YKnK z0-$AUhd?`)Ag%q7(WY_ff>$tX=@-B1f}CY1qmJ1uL2fX5Z=`8|YmJV;zou=Oek@0m zfaCK`c{r)OY7|?3u$|~x-AjY8eU?(beMbi^{!?*fx3!CVy9j>{T~9)}lPjXCz5vm5 zMxVm#hyrBuO3hYNlYsyFo{WGn)SiIk`i}7WV!FNv2#C^%{%3~dK^pP@+!F`>eHf=K zYEM8QPoSoxpyxxlJ$IJ)Mmgo`Y9=i=EUWn&sE8SsQ>p!k_sZbD-3P2^VcWFh|;B%hD|wHR4Y9c`Gr@X7r!!hdd*=D}~$e=Np9 zvZlpB)H$2X0r=NqWC2dXB*@cFLAsfEwBrBX>-CI8kv5PchfWc^J+s^-n}>6|Mn&_#o%YKlj8# zu9WubHrVUaKSWFR>%%n?M%r48|J;+t?J)T=?$m9Hf5|`T#x)WZY49ii6mkOh^>Ngs zrx^bQqR_2tBy1HVZ2qYM57n-Z^ZzT@mhObvMKU;Qr>_Gm5H z#S540NE2)wB~xu`zV&;7{Oj+D>DeX}q{I7!>ST_X5|lRMg2dnd<=Z%Vd6XkpC7T=2 zD0f^IB|6x50zp6yOdO?SB>4ZMMiwux(Ynu*c=*gBmR3j}vfoNNb3Cj_<*CZ%`{tx+ z4^q;w@Zpx2?|`bIiwPV2GyBB?>D(>B#^IzC&k3Ws#O9-{-P7eL_LM(>D^Hh#z1O1j zZXXWu+Z97z-gBOYCu6!`QPOYPt@hH3A++@cCC&AwFx+niQr1d??85#4iT)Zi)c<7C zI?7YZd)Emy>fL;pGKj7Eep}(g^D4;s@ouQxh2=T4^R8i~m)vTcZv7Bs*TeC(sg2y> zFOi*QSU0QpQ=OF=^re>ojE<=Hhr#3Tq5siEC$j5fkdwI@nH0JkOL?0KkBn6e zEHfs&-`K33a&_--<{)<2d=`RscN_M0p=bT()nPYxtVW}t=QHSPw6qO+CdM&rquUK# zX07Tmi)|W6sC=Y=!J^Ffc9BfUqDziG7Et0)@2t{ezbxZ}J0Rs4s@<ZTrMbYjE~YRmp64=H zscT`)u=r}Nx^=VG+?zmfXuDEMcZySA{<4!DU2DF@x6UDWU)yO6SDdMdI+*l(=5X^{ z53{aR>4eMU#{IV4%vdc4qHlbx#R>@j8654Yu?G>YuGx{=_0^O)pb#j3&!OiI?>FHI z`ZDFT$?^32P;7yD)kglcay5|0ziyh~nPQRQsQQn;rn+`nr_svIALYr8$Xr7P<*qK) z?z~c5)J5R*JZ}1hu56JJb+dT9@ZPCHRlC~!ay=UJZ_4?cw!q>4dB}F_t7~+)eni&S z*XT}+$QGLX&a-J5#=EUneqVdyBLtgk8&+a8>S@8!WtwI8)Zd0SiT+TAT`bWfCsQED zQ(s4NFefDClL`+26m8dND1lo`03i|MAF)Jmdc7-cb-(^v>JdC>~t*^XIj5*^H?T-EX_jP zR_0!vny`l1=>Exdbd;Hv*tz_6@qeAYg$viUe|K^GGv+-?v+wr|Tt8r0^C?ilzli?c zO{+5fW|^{sjtSq?AGDm(Wp^d{;U>+;%^#xquf$k%2aDhd9^Pe&%nDM zN2a;DdGU=_Qc&=ELgQA)llyd4&)EDne)>=Rw5X|}J~dH`0V8hl0;N_T=*qa|;ijTe zaCxz!Jks$;rcDLV&fga<5o1Oiy8eBmKgb66kY=uvl+HDJkb+3Ki*uV6SRLC`UgJ_w zE%fM9lM}0%i)Af7#W7WK;#i;iLnF2o<9{HcDQ~(WFh29?S!1m{5`AAcPOfvBPobR!z89z%*1RphiyLQCtI`QEj7fO zhy$#q4an}b8nmxX?F^G4gD+;A){+^cN3O;+PDX_{=Chx%imM?zi4A?N3*q%ApzP_L zKi%vuCv1hQTlM>NvE?^n7q+q~$a8#mG;rj5y0tT|49 zi40Y`@769y+V0gL@jC`uXv^Fuj)7gp%r1>(_zQ2?iT94rGv#rVe0)YXTcnr@z+be- znwd1o<9AKOb8GDxb|u59L$G;3^TGJzzx<`) z>Ku9H==_QjU&`7)Ub8LUgIXWEYChj}j8JICVG0Ixbm_&);$xk5Vn?;4il$^9YE#t6 zg>DF#pQ&$w;j)9xP-p5Asvgu+9_%$~?r+f5lE{+KXs1-3lGx={{Zy(tw)lLr9nL>{ zRD?NfE5mvtii6z0d~Wclah{o|wa$}0?b*9#PihtM9;@{igWk=fxKWT;$k36*vlB3Iyyd5oUkO19Lt}BRxJe>#Y@o90#NG9aWnO6N3Z>^^xT?w>)1)27nB3 zg^nXK>9{<}+p2}W>4?6>v`m)XKYvL^Lqb*2R^Cv%i}t0Z zSB<{p&&{5PzdtS2znqNYST~zMQm%As?JP=TErX#;vT0_=TXN$i4<-BQBIr>_+IH;W z9$%ROREf~D@PehEa=mZ)no>EVfX1Kb5A}{6a8c)3vM*}SPGDCjyMt1DPSv@IFgt9g zu}hO@6h}6GR(y`v=~C+1rm`YU)161HjEa1?P>)j}29rq^74QM6Z)D}>Y8eFvv%BmS{ zYqL9tjb2l-nTa^<>HwA@TRid=YHym7dEHOl_}qBS`obkC_8{I-^HwCksusFLwkv$J zxNi(LIiR4csud%f=`t1dQ+BbQZ}4C}@b+n(HFAYzwI`Ii?@z�zs(>3D3RZ?#YaK z9_@h@ zG+tDFm&UcJ$L~lVZwbQPPDoiMGh7M;&bNL<3o;ufSH{a`rBnv_iv|%X?mV3&DVBZ%zyyJG=%s_q_A7iaD>@k|)&TdsA< zwQs6y_FfC&KRx)_ozq?Jg3ozQZuuI>#U~zO(06@tCpt6JIkE@&&G~z0rkO-R4Zka| z74hejsvy5jbA4W~a^*8m^EdR#+wFq?;4C*2l@c|25P2P%+gFC zpxhMSTR;*ZkA*6jrQ4SX!{-I`!%XTR080Q(mdGnS`pQ|WP9c^z$Z3&)`3<8Iqt7&j z1@I0~7A46C#=8o+wukSxOo?iXO^VctQhUR}-Df+Pf)X>mNu#1U5UmA8bfS6)I~XO= z>|;+$?0^8Be+};0Y}K2tH>P%@*u`X+9S9A3!2^)kB9|(!7%Dbgc=bvLh)M+M9}xlp zEQ&_2|C+)fAL&yC+XUMZ_5F>-?rW8*nKu6X5WUvW{PQs;6YM~{&a_{lfMkjXiNVR& zOHHNv4V4H~;AWI}RCSZLPT=NRzq#{pGNgxcSBG-RLcHKcGM8d@e5xs?rMHz`S8Zm4 zxHCobRlV76)5*M7N~w8@#JN+EXFK#cJbFc@t!B2$$n98|s!|*7W=y_F> ze?;!5+tS!azEdDiO#VDv!I>YXW)?!u$$L*VxmNBiyKfzxaA!1^!4iSLY02_^e6W05 zczl$*3eWkG^2u|E%A8Q{rAcIoWL*i(=#d)gv!emYH|wcwv&H(QQz;epiCy#4Hu~2y z`ez4YRLWeIKlc{4CEbT?r0m8#TOXs|t~UJ;GlX78bm*&#p{q(7rZRqSH}P_3 zIJH<6JKPl^6K-e-Vb&t1@$yiNb-OBFVrJ08ywxP%%Ok3kT>wHz-(3gb#$RjS zg1)o-=^Jt5s&C7a+ULSW$6k-hb*>5>H7@&5pKwh*(jWAcd#JHT0%{FqCA%f zS3VXkS~d|au}7>#5&prBxiIth=)7|kQ~#aJ3&H=yNF0CluXM!9o$QF*)dwWbBjid( zQRzj&0wCriz8}1$4)6jLty(Y?GI2AJ^>wGcg})K9-?v{7uxd&B5o|#)q$9Flq>x?? zVu@UTKeq55?tWk9)3Rk+7o}%gZyMMX*fUkK3rKHX?i%qd)OMDp_&jd;gWURFEg&)D zwlRow`kF=xy+YSZVS)}@?kD?=wdgf4{hCOdAz<>@u|~*Ra+E-y9gGioCkHi&EtT4H zMcxe6Grq|zrfpap!tUP}spGkEWxF6~uJxUFgoVkuZR)Q3z)x)|&xufSauz1Uv<6;S zcQ>~~;`hn^OJ0-J9UscR$X3smyoDCm+_C;G{y$^9>OPF|C%I@7-6V`as>(9IAjAx5 zSy4Sw6ZcUfNXfr+z-2nVJ=niWgqhWNC#*>mx;-{HnDTTn({zps)CFhMQ9baK8@>;J zfgLr#s018|ODQqs=2Tl$Y;{URjvMR})}mxG;oNw2|LMvy4}Q7s`mX#TkK?f_5_o(i zuuKs$rhsT~KwK2DIOjxdc|?u_#86*lzsA~a(G~+;euD(AU>iS;B^%4uQIro;A%l8@u$9>HRLFDOVgP#}Y>7arxFp`|L zXS3|+hU5#77sdbCx2*6)AR>LPKOTf$UC80DV6s~-Sm7h zd0-Dv^PjISm933WT!*`iNwun^rO6Z7c~e+%NH4=<^_auSx65Ptb<@w!YbmGlu3R}@ z7?%&7ZbdW|E6k3ikS$JE zP4rGEAaz4;^SZ7ES}Si1qgdA^-)okA|Jp~l*<$d}AQ^+xWyhN(n|ln1?%AEq*r`9_-yQuQ1jz7G%4|MaP7--%+F1YHe z35us4RE*2F9#il=$k+QY>u??gz30MmF|!Q~`+8CJz1jFg*~WU)@1-~5e`{kJ;2l5* zAPNT)>re)_RtNb2rwK&lkDnGCGj}k4Dbh<50*Rc8}*;I$MT9DB-SkRqWT z(`pPn9$3H^>LV;ra3)}x}7>5fv&XfD1*&I{3FI~XsXW}?FKn0-k;Vs4`$RpkzQ zGNwB7mJ206mCK5i^IT(b`-0gNW#+c&SDY&|px^En9+_X=h;m%E>h5jeBrNDr^ zXfga29E-|WOKl-PxbvOM>_vR5ElRSRlK6$h2JV(h{E_2DmHAW}xMBUMzhs#g|K4;# z4nAq*xlG~_gH>~m3ih&wDd$Y8z8JQf`lUs~jw`f2%7MNtZqB;ov{>20{f3R#u%KCq z@9CXI^5RVWHnYAu$`F?L-|jl#yO(7?!HqsgA!Ngws=e`>=AMWNt#Na5y<#b>`NO(* zSgJg9q(0RwBymg`+13IXs0xgLn(bs?ozGyG#Zds&#?#6#epj(I?ySqW?jqQn06N<& zgbbn$8yCkqL&lNj@%aczEtpQTBN*NC+&D5edmJXz_6+7RH$9m)=rl@Sg|-UlDiiJg zn;>uT<0K zwb-P|`tBplr@Sqf(@R7Am>aJ7JXp-5$Z^zdwDNqYc6F`xZ)s-o1&J(+rgQe|tjG6C z>2Gs9rRD|Q1^fW01GJK zydE&!MF7uOQsX5gUtY|NbTW{mA)IbBm-EykMNFHR;$`}AmPPNjN2w$ZF~8}J#|l^? z-P1td8F|f7i|)T~#N{Q+7D4;m z!S3(?<iZMTBB9P6Y^N}f7WJjlr_v%crITP# zkSS)Rd2O00K3~pa!2}OfU9a2Czgq5N!z-A3vVy7+N2ZPHO4`lR2C?}8JL$;VH(d?2 zifnlM$pRcJF&Lrop)um@^0aL3n2Vw`#X-b6us| zwgIMM-kA{rG_dcdTZYm~Ie9SlmD9}HOg_^?jN;nIPrnjBk)C}0IYEJ`dn#=xrxkwI zPj|q-*v5gfm?0Rd_S}DJz}T*}@^bY>{m_E0sf>gu!ff)XT||a9u?;1$YG2xv{Isqv zWdssv1uVUeun;LEBn21Ap8}(J3nx+*p1VE#L_0&#A_1*}e)7U*jxD@q9UF3!9gnie za<(->I*?XlMEbEJc*Uzn3O@(CdrlUc+w)>diuT^p2}Tw}&A!QYI%n+^q#Px?yH2)# zGqQ)28qza2eA?3W0-smF!IZgs?c~OksRQ09taHuWMDdnRnWkZt0Gf93_rt^0UJ{qxW); zOP+k{FF}XOO(}=D4V6)bhY6m5k$f6;r&3z%BXYCJv;7yt z@NWKFvuc@twvdq#*OaxEXGiArgb1Jxmn3!tf1v0J$=PK9H3ND84uD?(7l2zTw>ujd zS!%A^eS;W^YM@v+JKb%OVO{{kf<8kHSgQ;TDeql~q;1o|NC5=+W?H=S-XImy>y9Sk zg?gSw8+b=PODPFJ_xC=qo97sH@tl2WQ)FvCWgn=SBqY=Y_7Ts~BKdgC*xB2{Vz@qg zT?!ir|D6q3(vP~-eXFI2mo30qX1o|ANX31DPSiLiAs{TEWLf?7L`C6;&nRwDx1U+A zvlt_r45yo?Z;B7bd+>M~sX-=RW4}f1wPP8pVXt8VIkk~XC0e+!t&GXs67(2^Ppbc? ztw31}*EUNs1Xp(K!S1e!X%N-?#I+916r|M*za#2w%V+sU;xXI`6}&;}7`V+aOFFk# zsJpatm+p$2j>6oyQ=v)X;Ii1!A@9lDkQ0mH3HtVj{HC&wVbKK-J?0)HuA=(&c2d?h z!@S{YK`4wX4yo7NA77%ms|ckc!5^Qxc6dx0|qgYq1(v=oq<`dkA`Bx}EvY41gv;~cO&ZLjhE*-;opl8DRKYzO*idn|i3 z&vl9ETB<77S-1I#rM$gt9t&#Qg)Oz{w>OAk9|9lT41O3~;WurcW+P-D*!fdP+uT0? z05p7^$%CQk%$7+Qa{J8B0A(zaE5!O(+PnL+Gpl*{MbgkSlmW9u=bd-Hj_$yt}n zV<_R%4XRz5<|uW@{kvxiKkg~rzSX6c%HP22`Uxv@l2Amf6VpEUolB{fm*&ANVwMZD zSz|5Jc{z=0o=^(W0q1s?wF+mmQr|CJ=k!xgG1bMcQP@}t^Di!3auH{@~{a zMaR^~e_8@{o`i`drM}@PdYH_csYDYg+^zII^~uzALTU4Xl#&ogHH2V2d34z&STT7I z;GL1`dUv0R!~fZ8!yzs&)q-zGS9DN{Swbom?p}+dYz+7u${TdR!q#|vh?wvO+f;?~ z2?KTk7pWaamS|?;U$KI+_$O0cD#13y?`SwXc(EcD$0X5;dF%{u4VIfkU&qgs-~LL6 z+KBM#Pfdrjj=!sdo$AhkL_JMpu<@adbQ-w9*Z0pn_NR0qkzZ}rt!$`JIX*phdANrO z=uBh&QBr%ORV0%3; z?y=kp4GJ5Ce;icD`QX&+LR*N0-;rR_84N3ZrJhMw1+`zt@%;H8`BFf{+O zM`&mMopXxpWuIqBY_{9gJ?*e0j(0TtldH{}Y&`&oHuF-XNYDgi9v}6ny;nHWb8pPN zszElxd;)1Bi#5iUZ5Eu~#^L=9P?cT?gDb{r5!ioSt^8l39PZ0oHd7AdTHuRmZMG){ zya5;iz5?D#0f@bWr6|elTFVBFG@sOpaEM$@#|ro|HBL>o60W~sPGiz5ZzULxEoPEO zSQi?Uh;0a*TfT&%6POxL z`i*wHiLSjE*k`~^ytZlSv%vJM53#lMlnA^pXo35!;WJfD@;?SdU;+*57CKeWvCCHv z<5eVHXt2r+%GzMerwx)Yns6ue7T)lH?63eaW5YI5`PCdGTdoo z!-)KfHpM;1(n4BYcy_-sE2MpO{e7~cLoT-sa_`Ia4{@Brsc6`OEm4$ z2&k>r)}LHkFR=+bXN@|84caOXM9s^Mz1Lh{+@*$jM72Ji-4wt1`i;4!xT^``+Xa>f z)#Hxp1yzGS0sFl1b%s5LawZQS8OqKm)6|~Ss#IlRr5`tJmrt1ST>*Dy$P7A-*iV-wA-hWG4Q8-%rqc;x z2phbI+ZuZHqT#Bv22*;cVf)tK!p4A-#pVdcHs2m|o5-I$$nU`3wey}(?!lPqlUGM` z1Ou_0!LZ2gm&C`NrM(&OGp0DyLLn?N=O>^8kO%OD(_FVh4DJDjooovTZGh20XgDiA z^9Au6;%C>Un~r}YzfPX%H$$-tVgN*^7M{(6;Q+1M=Lzml&({mr{NvZdQ>ovB34|@! z2|H=!!B-bz{CB-QJE8|7c^z^QUVFUQwwps)EU`>UiPk?^9wssmpY$_fQ*rxiw1xKF%422schv8WI#W9;Znc2we29&2R*{#31VNLEJ~Qv@p@ zUC)7^`i|Qr-Kz#Q2$q74^AMLAX6cLx?s56e2amc-r^j-**;ieY1U6%ft$k_lkVS}T zm7=>fLG^S>S~OB*cSwvpX+-bc{O|y?mlY$snHok6SRFQ;IcJFA2p_YPZky0wse+yA^$?JriS3JfEs*ReYus#oR3{svb$XUedI(3_9UB zYgi9Eb*K6r%HKN*QB6r~Kw9aZu(3=nU3A7&7dNJC{osB{O?zRgCc7O+pX{8m8>|mo zw@f#yhOR_gkAabG-(D^1vX2;Qko~Z|Y9&gv()D`Wor6IP{U^!^BcY2*oC~W8AGl7o z4gATA{{t+h=#sYQq@1LX1%8&m0D7<;@3S^2;1m~5qC)KPp$e(3bpt1hgb9QoX3S=6 zP%5FcYQ|m~XvkLR?er&JLqKzT??Pqu^m?OC?;fCz?lU7&$gV^f(nFI&4<;?MCZ5Z-pE0TD*ewn*K zBb@OtUl(bD%04GN-=A13F7p%R4RtNsdM=CE@~etJT=79;@2y8+RN)F%!24oE)D!Wl z=&r2hesgpyE}?b$A<4}XxpZ@7uyku$ ze+(stfts%O4mEX)F3Og^f^D+PIrTq~8XNI^jrA%z-ZDMQL!zCp*+E|cY>14r*wRLF ze(k*S{Q6D7HQFo~m2VFHkG*1_SsY~qVy#TK|Mp7?69(TWcGCjbwaZtghA}==2Nsxl!EfN;S6T=p@R))D z_!{^Mm=yl-nEAO!z^7Pi38I4<#(i38idu=f!8`>a(vFtz3qju`zbK5wL|izP8&fgD=zI3#~du1NY5`~tT~OV+eQP> zRqI{8M}z}aoqzsxm_aHt@VBA3X53qPJSFM6Ro-4nPUgVW%BJAYFBL=3HoAM7Fn4sW zY>yW*FAYPDzibVO7VSMKC{{ctBjib|0|@^{b!iqe;#G{PSB`je z8~PI56G9JlU7QV1ilFD15>QWUQ|-dCPjy3f|93BE2?IGESL%tCo!9qz|0DwoB!uoK9+CDD1i!7a9}0{nYtm3a-i@;TX%Y+FUH_#H0m!t9Z7Q zhKT5EH{;h)gbk-wX?2!zJb?=u9E>3=wKb{T+fdZ z-u8kImHXDFo=N?umP7Qnmh&^-%9^Y&Fp%&IVMJ?c^wnn-pP~CeyBAX@wI)4;mi%Qy3XLF0_@>k6$waf1WrrboJiS_f&khu z4jj%`xtUs%mLIEvghD3+r)a_J*6Ff4V+Sy zd{SY?aDA_bi7YNZJKYUHG;-%tLq9ZGu4{5rxLDaXUtM-cZYng9w#vk)VzOkO-t@hW z$HLgh3io!PcxAJ_U*y&;-V0D)F_rTQd9^)Yt*2nf@5L@_F|*^(+UiE^$K|tN_KP%A z#g4n_-!6ITY(c9Gr^WM13@)43EXrwf^y=8t7*abb)H$;h4LF>s}pHl?0i;U z;sY+YqGoc!WbF32%KfQ<=9*h~o1ITBiV!Iyy;uFO<1`hn(u)oEjPVD@*Uik8L9v7> zgl=dB(KNBzr!C758OC1x02RZn1_KpLB|2Ds`$@iyc3!Bl-oNwf4`6vMm|0$O(4qif zvAx9L`exORphw3Rd9jl9aFrpD@eLCRRSwfH#-~3dEw$}S`vK?t=E3@H>cH0$#7?FK z+%V6D2Mm=J!HRDPiX$`NLCue*DM+0Sg7vWlyxo}RVR<O1vCRzNK%=oJz5epobF5eLbypy8}tz)>{Suav=kxX1p_)&)Sr&05Su3M z3sWhcT#FWk)%Wh|le;wzc029%qXs05Sa;`QR7Y!hQs!1+>T$zklPye#GNeIWeQvB6T3iqmBP&ngHd{;Xuf?Pm z5ZCS6mUUUAU40%`pIhLbg(>JTJJG1doxFg#eUZe$ZLhxNd}S@ZwkqCdFO(O@o0yY} zi0@;}#HdjJH+oR{+fL6_`O=9Zh@32rt8-H%T9`m&BR?o5=*wPgw%-Sv{cblMO1qXc zZ6km_paP&Cxtewz{oSCj31p84@%gx>74?)*1VaZuG`hvB zTkuP%td3uOeY9=eEqA#rC-$d(DNPEXh0r{=${47WB8^|pK$IG%Y?0f_p?x9UA2TxK zU|Ys$Of_XO7tJ#k7l_8WI*uXR$I5ou$59+vg34rfAResT%O<5UAB!Srp&2)uzI)4g z>$SV{ZLvyLyZmApgjyi-=Xr?q(b;Wbe)jJ0$8MLaiRSaQy>_$Qa;Q6@Mwi8QBX_o~ zHL&Q#3y^2AFXRibnAutN?OB(2^9YO8h*mKn=jX7S&R>F-kBn?e_0OlniYCYKnp3+* zyQ0zz?A;N1(FnXxu87Wb(+6D{eqBX!^P=J_ zq4++$y3|zVt$W($)qwEoazqM*Ft5+h?&N{5y}6B}OEKZ#wfi?eBfBUocaf$;&w?bBj{{e>=1Ksf9MUNf_kaR)DVDV0Yktf=67RPM$(W zkQr>43kDvcSfH2yx&k+(QZvZhsYVzBF%7Z79 zPdCbu@b{D?q1}PMyn}U!6??umUuB${5XX29JmcEtx`qXuWVS`l$NAo3N%*? zui5<5;k$Jf?0;J1S!3P%;)3m`%3eVP(9ouE%5C@S#wHgqNFos$domH!4*oKtT2*jy zPOj)#6BV4cJ2)Z^oDZdyD!5t*9Lharm31jYx|J{HNFUeHft2CuXBw+LuETK!MPpNY z_@_R2Un-W#8Flz?=F@PC%Yt zc|WZHK_uT$b-BNS?o*7PsX3h`Ffi z42JA@Z+5EE6Hlw;b9-f{x5RixIjaxWCg#PDyrim!y3e+~Wvs2)E#n4opOAmtQ!F{b zo^C}IHmA@cN+)ef<_oEG%`kEjSLZxI8k*8BQ${E4PsgqS;j*4l-rz~eji?SWJoua@ zWR^GdJgPCA5|`On^%J+@(r4#wN>vQ>s*fs&KnvLSI}BaZs1s+e=ciT~$Sv@64UXU7 ze+t4*jM9AP8x9J=OgeA>cEyT4CJfdf7Nw->PG{jIb_wPW7AOABv`>MG6Iz&^rceSN zt7k?dttlua9$lxTDT(!n@2kxN{0Bt?-xn(+6Rx?|4SwU5k`O+KV^?h{TkQdvL;DN_ zdlz2ML&bd(;QxoP_W-B*@Bhbh92|sWE9=-RA+pDzBiV$AGL!7R=P{2FS&^M&MfOPc zNR*Ws*<|m%fA7=%z3=-Y_y77|SC`9mdV8PeYdz=V`FOQc?02Zv$ERaF6QNwaQ(P8> zIWHa{arCp@2iR*3bwX&pB?X$w4C36WXd6=5&iHAKJklxUP?tX7C&prrE-c zuhh@Dv?T@$1zq-H#f3>KNs@W_?5YUHkSn>z7CAoo`=&+6irPKZ{m!amJUMCld8!fv zvAx*Y58T2xyYK2~(=QOx8_ZL*UB1d`Jt>^Fdhn|mSe7x5_D3Lo#&0pDJ@MC@3 zE^^0``eW5f=&bJ96ZeleXX^PYDq`R0hXHu${XLw@gfnOEVvK+qx?ghTIWNz)^G|S3 z){2;U1PAxRLQXg1co);7`X3&=>va94D#)cMMmS0Ip=jvtg6&?b-uUrBYK^VQsy<^w zJyTJdGq=fGl@Vc=yc6fG^{TS^08E>U-_2@)ltdN@d+x+ON>_fKd}B^U37-_K-&$4S*!#a3v=ZkKO>CWeDiYzkg4Xm9^%jygm*~xMRg@x4I`(ZXb7WeMnhxexy&S zRrF}Ag zwe9O$Mb;h2q}w&)jz2a_9YjL_#)0OS;R%uYhdJrO_J9}fL?n4==$S6mWUR@kkm7T^ zG=8*@KI#6lvly;E)9TnGF+A=({B(RaN@^mIC^O78(v$6kBPZntx{+kOjnd#3t@mzU zVPgEKSZC!a#s8S?mFUK7C_4lT9J)4E%T2{joGkb4se*zq*vJq8iPI# z{5f}+KZN1o47y_o0xGKAR*-{0A4?0nEu^~E6nV{aaZ#}6w-E_X`3XADCYnSp{b>dI z$`n=bbS?H3%wo2Qz-{b!E=@5Dw4fPQYU70y7d;gK<3D1o>*C<1V z7)Fq6^!KX`nT^kxir-@45#wZ%>jQOx^|v8(%W1$uuwGB3v+rO@0D7b{snUSyUN5Yg zu;?So)>s8P`^H5UQu>LhysFk)6k_hODzymj4QM1o9cDt=&Igya`L$Y}pM@*5688)1 z1FO!evN}@oPHe5bKZ%HpUA7y_Ymu#A2;m9UL~#riLDv|toEnzH~LDtNy9w{$uwm-EVXozo%g0 z?cVI1ox0 zNRw5Dq=wM@xa|-h3a^NijPG|BP0}fuT$t{NobQ?u$x)t0xQ|5|96e%7v6I<(e<-r$ z{CoUPctQhkjue=3k{y*z=T@U?P#-W!KoHFNT`_ICSyoF#iqjAI!q}C?PSUlh;F-JG z6bw~03e;`1jWPsq@)?Ig;G=DBjpLf$(7ppQAKt>tTusY9D1+fLQlRY zuN%fS!veO$hI37J^e#ys*yw~C_s%x|7!9tjy1RZz_s%PM>2+<*ug)l#$`jwSi(&mI zo1Z61^(1wke$fz3j#^}>T-;yz`1vC@7Sz{F!ETs6`3)W!jg=*bU5a(urfLj=E)k?Y z176UTV}jpuAx?Pss9iWjVJY*b(Btd)Rx6;adU(EsTkQc!H^(>z}MG zLc`z1_06xEa*1)3hrhIXnpgL2P_f?X2SscAWc|tK^|*)YcG%MCN9VSP{QWYF8_=kZRr7_>W?VIxj< zl-K%X0+s`T_GVkxZ-#s-MMC7tMjpYAW~oXz9LTxtZ#)-Y$%tqT1VSpS&yQC=(?&In z(AM zF>x}!GQMIfHSuMV?%_~CCr5ng^PdBls{Nt}6)4;J(ni!$x8!W2G;P5JZ#r9Ab|PxV zZ8vn%>Ehy|c2r-mabp^#s&P2IAhFd-x;DMLzcx1ZjQ~Yca#3!Sa$>dpNR= z5wVBKfuU%4CpXDC&?92mzpq$OJlDvQ@Z`r+yC$r)dAxIdc}A5@j8KJB$IN!Xp#I!G zX{N02^~ZP=Gbs?2ng@T&Zx@y)b+daWDwa8n2=y=&yuFvKBE-ot_NX07@yKI3`Lz*7 zcN@vPLRw&AvTeP4&oPncZSt^~=MAL^rB$l~eBPAm)4=(#4EqZ7Y5W}e-e{UgK+PF8 z4}bw~B2-qbW?H3BXlh_;*E88;{^d*!Ng=uE#~Q{C`a_)cBqb&q&CZ6|DbQW}jT6#_ z!ylWdykTk&Z0k_tr^U?dxoE^9lcy(hn zY_bV$SP>A{5t2tT!T;#diCpYHg;bU<0B$M;7j$|?+u`!({$NI>8 zFB8o3TrIM;Zm}tu`6!E#_B&_poiBN@UbGtwqR1Jbq1xsfhOo9TlT)#Cnt3)Ti0ya} zPmLf;olSm#O`YtTc6EeG^UsfjeLdQ2<-}|Ps2vn;cp*lglq<{Re1{;x%4e1LOiL*h zQ}6FME8(SmG5cn>om?~GH5{5+_0ZG#&O%KGd4SJjEkREj6Wx%nq5G4so0R!Lvh>>j z0^roJ6t_uu9#q=Aj4=9_^GeTBY|6V$ci4Bb`(=U}aC2VBQus_iM9+zrafA0~Zz(}G zsAxwAT&AJ z6H;k{OS(6?x%IDnyNux(@yH#jsiDgAf^gY?O-ncl6++D^!1Hj5b^Y=57u5id#32TU z%*s!i78$DS4a$5?E}fzD$3Ul=bClG%Te!v4WGdRh4WiT^q0=GdMG}EtdHu1}t~T2U^jHTU1P0G&qoWw><>12{Z#$Di8Q? z%Zdm`?MM}BHiPV&T=&TL8VM)kwJf!uN+XXMWewy_Hn@sve~<||Gpj(2b8S{+eUAtBc(so12nUr?$nT_o{lHtxx0|u_qH)YKhZ#D-tU;@V=kWC2hrB5#BsHw41ji z!92_xVw=M!;TLz)=j>=XioE;s9i8qD$5F7?=zBUDqJ^#v!C605uWzuKd(T3g`BcQW zS}Eii8sZ^zEk~+58^G9LDjIM4>;fSK%5O;+7~<}mfNavUFmCC})Pd?-L&Gwl(;0ov z0!IAjujL9+oi+rV%hG|t*sP)`RIfaZ>MOgCvJagk+cl}8RI(-zkgzu@-}jeueMlc? zzAFt7R;Sg^$tv%#e6Jy%{ZlTGprw=MWGP?_Z^r{C;K*KMUJr{-gk}8pHQ|+V$g-(Nx62QVdG9D3bABw{z zycjCfOBUV)0*`XSjM)?*pi&lxQ6-+dlSYx;40xa(O(2?opY*mPz*r#2Hv_O9Sf##H zdm8{Hg+R$OnZDo8>6b=PW}AouM`j!iDBQM>RLQ?5sxpTe?GO5LyJ5u;%~Me}Y>^j; zm#RI|mFhb2Q#5MQ$paK5KCIY&Bgfm}uV}S#;+~;2l@97j?#528cl^`zfSh(uI^nVq zgF#gq=j6$R?N5h^bSmL)Y$}PJ((tJ<_rzbSr-BVX7o`WTLW*Ne`0bk9P_pcF zO->{-V;kK(qpbW1a5j=($-s#_)D@B+5aAbUGUL2u{*&JLXI5c|ANgBi?R@eSf!B-( zC41`FThwrVyp9Iboj*DCV?UChm*wn_R;dk)7VclB^O_qzK@mrp&T!NYR# zblXRv!bbKg(dP&}AN!+x1Uab9LorzMsVD^YLZQ8oKRaNGC4^&PH8M?vsU z*k7zxs05p{lHKwTe??vS^&1wy7ja=#B-xcL$u*>IfU&;7A`|`xL#1I5QI15`N1Q<~ zf%D{-sv;>CQohl=O$Q%vrdrxnc5GcZdj!a$nO@(S>e&uB>N?dFENn050OO@%*sX{? z@!lK!lVC{kriJIgz))%g3zXq>-1X3zoe}45XyRLG<*v96*(6v> z?Te}%iwm<07W-k!}c^oW_}NX;)pbC0Z_YRkvN|Eo%&Ctle$0 zLMAmEuidv~*G0q@(#1>yc^c(kyqFkOkMVB+%b)n@9&7r4Pt(6sXdMtJSh$A%dc7B~ z8v8y+kYVX6tEA#jD?@zJ{hzd2swq?~YIe;hW5!sd?1+&u2sz_Mp!&+7T&ScWE{i>%xs^KGRV2w5f! zLYBSS030W4?`CxSd=LK31!uf?~+-0vRST?Rs27#iXGz_NsolWbg|8{DufjXJK72FM)2g7SpgdWT9 zV#{3saLlC%kCnpxZA>05Xj93Md{!_ew@z{&2^NB+k|>8#-|g*ZAPb?Fg~iu`Pp=fT z)r_+uCTcd|-g2b0vjHLN&w5jPX|(7d0^pdLX{-fEN``-66Mn9^S!pvqI%Kh#uVUK) z&6_gC%~n9&2ZAPa>TP1^MOa812lo(1j7*%rkQI~{;dt0J8pz1cNi2*I6dul*b8{aC zh}&)jo117CIx;8(Of^!-gndP+FQJowE~_Jb+stV?InBmN6U-fHkHbl=BH(=a@3;R7 zUH^nJ5wNMY>t?CWkCG>hy09%p+?;a|P#BfnIhrSdB71JtvyP28pjtYmdaZIy7f5c& z%=y2-Q73w+*KTrfOfk_Yje3Q!97v+*ERKT9yebY&VUKQ|%#=V_C64lOuKoH{mO7g# zdhqHVq4`YU&O$UmUl!oed4+jPS;a6-oy;=yHN{Vs!s8h!aS=p`3Lj1dd@c-dW=G*?o1>hHVc89# zqzKHu>qAaZYlfK23A%^}Fl48sN6mpl#$};|SnMq;iQ_jh)S*h2Z zEGK^-v41U}Avu^tx&+TnRZJT{Db=i&sMMu_50I^*Ou`Y+; z-z;*C*s$KfP*#=e6nQDJYKHFLOHD9g;h_>hiNS++`|8UL?|^nuLDp*%8GMnZD^0=n ztKa$PS)j<7cS_ref6r}TBN!}6#_?OY&BW04C!aLALnjUHv*_<4&8k<(5sQC9pg6x% zhXM$8o);5;ivq;e;}-lE(b#_t4LX`;WqQRyms}vNk^1*8N~A<4>8hvi6u;|KA!`#~ zEc*BzLiS-cq3kN{9ya*6xe+IzVS)T((P}-ndCJRsK=I>?`3Iewm%|Y#XeANu*|gv< z%&P{0VC_6uBYzj*zi@Ip+I_%lHsJ=+c(%&O;z}82CAiTa&ie}Iw?KPl2eTum=eR&K z_FZOB8@6?IBJGv0c-cs2Z)`YHD*&3mpQU3fVIuCys20)AA@{eX1p)?Xz%@?1I3{Xw zxn<KiA57fihNGFN)E`2$Y>2E!3%aNI!f0%Poj(i zWuw_52clV9{$8vReBA4CND>^1iQjzm*jg^64@NJ3o5(3V6#=B=GJDN`b>mYo6wAR9 zV}*MWF(UDGkeE|(R^+W15!PIqtF@V80pwm5egT`_>+IKcvM``J@%3tT0==DnL7s)R z|LV<|x+0)BnA5n)%z7vHX~Sx%Ih{+^_jq97B@WL;uJS_~f`OqdJGL@do@>O@+8cMN ztJe8J$TZ}VuK&IH3^$nJWQT?am8L3?{8NDN)51@Sj2dZ7zUg3b^#p;CK65hO={U)p zpCuQJ?scX_z$rRXBJ{fdpc?*`Igt^VJdMCN1y?5z_~g&YiM9Xs`056@2e!~{``AP| zCjOAiQ*ARPEL|>MNcjz*u9Y>i8UKEs*9`PIDD)FP*+3{endAC(E*?oxTj!hk|G{8M z3|64b?I8{+I8xPe*$urbC$R?t+$CD`J6CLDT@;)Y8~Y;pfGpfdY`^~XNcG)r#y8Ye zYsT(Z<^>M1x`}2V{9n=mhq2fm7g*IV)}M9guAH?nc(OiUaV{{MPvY13%}vnkdL^S= zLswKIkgI|bT0O=AwfPgQP-tGKMiW~;xOK#LMdcc@fL)vs$nlw0cwVA5xFsaq>Gnuj zjOg6R5x|DUXK>DOrQjn-j+6j3rI3YDwDIMX3TfTzetU&=Wz)C)X+zPp> z?IT!=<+7+&_r2-z{{K`@FHZ3du1y&f{?nNnUV`lrfH@<@9LA^ z14bwLJ&Q)vm7y~sbr0TNh!8m*&&%Z|%Hb>NKL>|({G9*(_mdDL9fp4+PGwVqdm-qp zl^`Nz@$Pr*qnk+M00GVKR}Rjeis3Mv{KZ(KTKdj|FmAEm>OP$*DF8F<|Hr$LKbVsq z^qzRXHaHRdUivGp!UNno?)*aY_z1 zho=|l%?zL92b!yvp%@H|C}hm*b;qx}#TiyQ%>%2tApjbopyht(AK1)4_a<M`X2 z(c^&?X)9b#@=q(c7(|N5f!*=x(X&|FE31k=N+V!FS#TRb3R(l;2r^FAY<#hweK#`(B0E(uQ{fw@Tk0WvDMga2E^p*Wd-wT^>ueq(MLp0}kdJHa(hsS|R z`S98KLBj@`Fm{c@B;9*|X&+#beO={1D0w)wj%LSPa5V+MH-93VI^;`tuh+F4qMOn>g6*SFI{V zF|^`=zM$!M*U_Pkd%FFX8-H@lw7?q+Q-IFZgQ8Ma6|akvNn7``!N|8#BVGWroby7u zua7HGt{233w)pDw%63@shbQZnSSlV!ld@rlKO?N~VJdm|lb5~0oP39u(NqOtr~x5E zfc#s5GSO%2u}bG2iGwHMc85FZ7r!!4E>Nv$ja_ilbnd&zWyzg4JrP)IKtW*Rd^1GK zso{9As0Ij{Dm|C;a`qACs7#m|^nukz?T!j5H;SZF>UW}v?%e$bK%oUj0`b0Kt4P7l0?g>&+qPDN^2nE5n&>X>NkjLkfjfMtUK_~-4fyTa- zxa*TIKr&l{L+6$u`zUc=8gbaEU0=$GY~GDTQx98{a@%irunE~u`(YBkh^A^KBBmjd z*i}2&Y$2+eMd+X_we-a7`8!ZHG;iK|ietCA%$H(A<9rCR#eO;N>K1qdH=s!z))R0c zV2&v@kthqZ1_~-brMM3(^Ew)F0RSyLj6~bfsFtS=9W2(mAun*%iCX>5(%iE>Pq*5| z`UqI?4sB9V?_=^{kxa0}N_#XT@|{S@INo}+OQXbRR)=6Bh# zIws8nFY#|zXNUplj4`t4dfLwN_11RDeSl2Q*Wm9WJ-~y(sFn%$99*Qy(N5I;;XA(M zVN9m?niVbWOyCPts+en~ESqvkHNfqtyW0wo08h~P^fL(`WgDZs&{27k+SV6p+wvd* zS=L)@YKb0O=%nWSy%d-SD&>^{_Y?C5FNCh}`Nz-e7X2!>em&L@2$scb7n|HAG!7C! z>DY?g67jORsP_6-75LwIBS69J!81b10xkv@#I5p6y;-eqfv9yeV4|o9XvHRQLaQEN zYVdSRo~*K}43tB<>t5h%NZWjxe;p}2EoL8($XmPLVn-VGtawl+vE^jN78II`XN$)d zkI<9_@~n|dzDX3u)5?~*hbnVWZs}rZp%IgA9OQ?T>#vR0=<^{dqS#Rd#L`C3!QaZ4 zD&4Qj_13Kj5mkFb)t_Cjk8TZ!NS4w3WJAxG|1|)9)7bR8*ONP^${b)YP9M=wC2Wx8 z3&p7qw_uNM7GZg|Dq_^k!^nkjhO!*@^HYTT!9JqOdG`YARt<^7Wc^ZHM$N4`ahptH zAb3g&eul|~>8mZTx`^42pZyOsmf;XsupF+gA&%fo#8W3cFP?&NHu=Zm&^oD+veVc$ zDH4-y>sWI#z|(l@b{~3<;k<2ff~r%t%=k}6if?~qMF@BM*y0isHw#ja)vnzWUCN40 zI`i%`rAc1tVw#YYxla7PPZf-}=Q|fIr|W*^eRRchi-qPw06W7RHJHZVQ>txwGU0WO z#-EI&*r;F2Hn%&)C2z?CgJiJS44eWSQ@ElAv%?U@IyqHAZe4joD3l+SzP8NcY=~K<&$`92*^5ogt zY-h!T;UbYW`s9tj-Qi*yjAlRO)qO*jx_Lr_*faX;x7fvovizRaJO@ALRD*&G$eS1{ z-J7N4^M`F;3roYMrbuD;amhMi4@Z`%77AP}Fc&7uah=`KC?Yv}@A6Q5A2t;o{Cfjm z>=+*mB#R*)3J0HMr@66k5(gO?E_b4f=b)s(>;2mQSA71jyJ9FoLRBsOISARLCouF) zPn?}xo;tWu2{>Y{mDXdUT+$LhDY<#&MQ0=UYb=ZEDrFg!Ov1h}3kv59r9ihfW7AKw zWF=58BQ?&Jo?RTo{#1M^5E8UD*ZUwd5VA-#6I#Jl5HIbgUer$KS%6DEv1z~bK7r7z zY<03zHQT8B8S)ir8h6xos(y+k zPRxTdlxAe#L;3K&H;Q52&YXy3V3gTKdYuW@LZ8hSS?STvrjTGSC)!JK6}e7&SK&g? zx-;CVxVr`5ww=tjMP1nY<4xWnKOU0AU*q&73mS zd-fv^LW~m_Zp8NFoQ2))R90BHM`U7AI#Ge9hjN z#b4%Ulc00?BP>1pQorntRazm{c9AsNwv5hA4k`18Z?jWVF0RJ>fsJI4@0uB#2m?*z z@bfgU?GDdO*dyI2G)fJZ6yWLQ!B;0?MLcuE3|3X~2_*`|Z5XVfq;YM=ZVGgiw3(UX zl9O!3#aAU^t1TV)Agw%B?7s3vAuv#VKB4-pcycM5{BliPMpO6TsA%X@5w^>Ylc6KY zNQI~U_YU#IC0-8d>{vaAH{?h(mdA(@3)%Dm&gNVrvXSiqrK|1KD92z+F_gZ=dv^xy zE|^~9C~c0zP0nNK6k2O?4~(!UeVf6^W>dTMg;ho8>%;O^ZNOYph)DZAE^Oh^l|cj# zN90pd<8plHa{cA;FV>xZ=xJzT;58#Z-mNCX=Ip8jAHP&VQ*Uur;=CSI`{ZLYJX=yj!@unmaeez{ncb$TV zH@dg}(>fKGUfDTQ6zTTyc}wYtxD2jw*%6?$e>d;!$g7tssw zyy^jwX=3C|V%Fbk8z}ElAkc{o{kx(>Vj*jZAp{(bcR>9b_^e#MT4te~use2BRfH2M z01!r1VA?O1M|3ujROLl;a~VK@JPxGfm22%z(FPlVr%nR~H~VqG&}DkIJN~ci&RkI?M!9+q^KX1vr6~TQ^;<_lu%#Fy2K$SeT)7h=@4$mfJ-{!{5G{MgtARFzQv+j>!ZRpV5|jgs z29>#Kp%M-8;jfql^1`;6L2Y+&@d871efnl!%1q5foiqjESh zDSw)ZG57(lhA@P9?@{!qoB%O5gT)MhvsjY^+`TF+SzMMY@d`TQ@c5704Og@6hPne& zkw*pwM@lVBI1%|b0Vt+1MkY=VnHCa)Q|_52J}|EO4f3B;RO)2eA!u0g+ULpFiraBQ z)XW+ZD59apS5kW1tMXYeH=QW|SJTe#J4*(2Z^pMfm_GOYJ5c$a(CB}`6l3JWv2xHA zbvDOh3poFf#!m|)2LG-x4#n{X`J1S+!vvvJDCqgR*l8dpV@MuZ>-Bz_0?TQ!l6%_+ z07L$eHEn^jQBAvWD3v`BEmYRV8@*K&91^8s459wLOA+n9J-KL#7H9<4jD#8LnKNEb#GbK+RjP-o88Qhg zB>`T?EWnd5VJ>*JdN#z3^cY;MWn_;N3)hYa3#26GahL?kLvw{%I_E4GeV7hJX%cD+ zWs$LS)6$hVqpx8Atghi~p2yeRy<-^Dx&D2v9LqO~;%}JyK6G@icHT-Lir9TDnRF@M zKF5gYw54dU#sjWw$#{76%9h3%a1t-?;UrFg@@{i2BUNpiNfWkA+bGLSppd-e{)ovq z+5#s9A@CxlLMD^^6ZAdIlPhh<5$b2N%rao38KCxVdN370RC$-8FjU7lhz0ZZr@5GQ zfBf4oR&E`8YBH(-E)mnXhN{G%{>|w&LZ7lM=`O}izqHin3~uUyFD}}^QR=2jCsjb1 zjWy}tto{F~+!z)y^Fmof$42omzr8Korp#o|mg>sNq(%ph}($U{-7*4NJzXM2xQmV@H(Tbgd}w>`^M;G)pR5?I;rBLazp<_ zPe5!irbs`csZO_=3&C$M(R-tROM26A*1;u`)3KsKHbaNIDTV&;>>5MyFm$Rn+@|{C z{N%Hq&8PRWf_AF_K=lYE+Ef8Q%%1A1FG-R`h{ROyDrIK zP?2Q@lOZ6(4v5UEoT1*p1s)5ZbJBfk3OS5Y!{=l2Zf4s-sg)+7_DzyJrZ9iB&gBkA zhj^Yqs5F+$(y;rUr^4hX`;5tux%txbp`onWzl{O}NuZd42n{l)=ug+@BTRhySv!qg z?~8~TOM4=x(Re7j+FG~PcayL+l)p#3tZ))`jD*5ruxC&Kr3x4Yl>ap;d&+`WI|(_2 z#)s(%DvMXyBxMoX`0H@}ensW)z*-1td=vz)VGxuSNTi{Fc%rl6FHDRyW~pOr|2v@w z=ut5c{)*bI0$Dzy+5A(^Wd81sqC%gd9$nkFk}C)5>D$|nB4`7g8PKdotP1Ej;ZJA9 zkWH>5LJjp%csci7QidU3&>j=b=O>H^9kqT|hfE-f0JR9u1Uf<(6hj%n5Zg8AI76rZ zrjag6R=|?`C8y`3^w5k%@};=H5MNMGa$=**0AhpSW`L0UcP3(DNh&Ih{ll^5*A*Fa zo5uv%iX*2sdP>(`91&*Ux0?wi&31r7QP51%V|hBCvYupqi|B8qZ+%y5>q!~xIHYC9 zabcDA*{=$M#);X7{4KVxB+TkwHNx>n&RC<4PJN<4*m`UBvW}ub}f& zcQgJ4h=HE;es2mHEm^Cq+myX4V)cm_;q#EZ=dB~bh_iA4Pbmwc!JDgl&~ zTuDTvQ-De|TMckAQC4BReKRhb(?Xi3jo#PT+&e`;{ZxNW!{%@M6WEwUTI@Fuw9yRH zY|dx9CC(K8jIDD11$@Bm(L5%rv{a40wm=cke?=6>DL5ezvYm{yJ6DP#vBWw$zB4Tf zU1EVCp%wz*XLJk96ll{$_CNu=3uD5ug+F9RdK_XVWc>|Ot4d5jag%B^*7H$cd~5qF+n)d?lIw+b*y zHj{cvRFh_q+zy#1o8&pIIFYW_twHi6NdMlZ5=!$;pvR_SIHVqM_L(NTjf|8|XsQ71 zTJ?Z%p+}TJP6Yr4@GBQEC_HiMlO6wQmOdVul^9~(a%=y_Im7?#6JiE)zR0A=PZ?$# z`}SIXnQxg!Mow0p2Do`eISU&92h7PHb}o|b3dOE%?oT2D`?U~?72sl?%?=%li2Wl~fsJ*7$nclryL z81^tP@VF30&j87=MKn_6Y`?0(+P2Z{cqwP>m;eFM5GhdH0x-)i==2{N*GutqdM}k? zg-m{$`=)LE(Q{H>2&T`;s+rUnBY*yrW|_L9mK?<9E7vodV+gesISV76KZzgyKkKHfZDDb<>X#npqI*i8omI)xMGPGh;3C* z#E%!>>Agohf?h{~(A{2tGHjCQ)(hoUm<^Q8=JQ%5g}Zc$@cH5Fm?#w8_w^0HfUfAB z9uGIztmup|kYo;(s|9msliZs*4hx z?+lNDkpXa5Qf^~u=D-IyE8>aA(#1fm0BQr;xF#~03*?O&w7njITL29Gr*_Cp;2xL0 z@7bQszu+arH+(eKfn?uEAlQ@^NNp-7!bI6Wfbm=&Uynu2{0bnFtPW)hBm{+RpUBtE z8F7XQrR!Ll3~_+k3PN+P7(n1H5X^v(i_cZa2PKyKs#8X1y}?UG_ZTiN+9$lvtE1;=X1>N$4>%Xz zPbHhe9)=l5&wphuOA~((E&KdF!e?Y*YR=V%xC8VCNWq6|a6hbQjpx#C-kNPUna7OB zQ5rYY#Zm2;B2H6GxV`2chSSd>9F>7I!M*WAfN*p{qMskahdymo4>v`curaWv+se#( zj2jzuL`6l7iyQle-J~3UD-lMuLsL>Dy=%;*doGUBFG2^Y^As5AM$U*#=F|)Hs%&0L zhhWG)YCphZ&+r5N_lGqL^j_ExRKF!%fU5V-DC%XhXFjp0;))vdHm`Dk0uDv%oNY6% zKPdl(%i1XU2kzXg2l(pQ=ClznIp{UHHG?rY=B9Ka<=aU-G;O?k>@`)g_Sl4jIp_<7 znlwa@OW*hU3vMS)G*K01EPmse=lky$|M|_E z7^9YqT|kfV8!!%-{HHU6aQZ8wjfuJv1^-_ESqSfs*ODd-ivCcFUj-HR;utvX&oQrq z;?O*bMCf}7o~-PqZ9qh*aMrTavKGFv*70S$ASoZeJaSn|_7GAq=}{o5slia=i_?BY zu8v_(FuwPZ_ot(Ut+YC8jw!<~ynUn%nBW%br;6Uu5!0H0aeMwhr|-`wf=G+~Gwr1E zD6=m8*BsZYZ1*|7u;)q}UuSEA@1>tUI)3??1Ju_)E=S=%F zq@#zgt-3aX9;sbV>?XZ5rx;kASU(u!mnybTo}Z?gO?Fk+XYLze$*TK4E>isOV*Tr# zf+WCT-_d`2dwCdm>}r}AIc{Wo341k{gt8%}3;P4u2@WoZ5QV>eQ~y?52}wt_D< znd}iu9pR-pg_$9@Nd;tTpV*$0Q|8EFhRvM5)(^e3fUiEoCsg|$ zoGlPeUpwYDg!kFrQT^xs0z}SbHN=v=OD?tY0oVZhTAj0(q{F~k##3v8&gdWXV$+qhXCq;WtuHX_J``7>6rn%=1 zJ|8o{zzjPNbFaN5at2%rNro3^;OG%1$C314Hdpk4l+|P4$=7G*G>MlU?NtHISFrui z5P;xrk377Xcjn#3mEW#jXWTW1s|OnNSzaEhE*$pgcHH?=n5X149GJKfUwk*=z;oQ{ z2hT5R#dZHI-+z8&2qAR@)jwt}uD$w#ZcnCBob@aVc}vQhK_#lF_t&;lgCjBUsMM}Q zyZir|Ju)@JMevgVyJQ+G*6E8^#cIjPahvP+ zRlI<6OA2F#QCuKt(k{>6Z4lY5XIxaIOZ~EU!nYMYX#ZM1yz&x13|Z<6 zH^Qfv1_6va6C&L9j=dpk`0XX-GRNIpc8+kT4HFO6(7(tWD8qmDyGbfnl7Jn%ZK30@ z*F%5v7l2L0r=Q}s< z(G5Qh1YR7r$>l+C>CJF_NZbbs1qNB0K~hbJxD%dX_3~?B_ZG{5!KCMjt6d&TMjCuV zgKK-eAuVe1;P#Y;xJT6%^`+^BBYhxQ`9Zs*Q5qquy#uZuw57q;xzp&wz*dQQ`BC8A zxon1Tb=9vMf9aCrTfKPk_=UW|k^%09QGS+cyK0B`FN0csQoA$dTUE?3#?vtUfXll?2INk`GpGHjPeux! zOxPxSXKXjbapclW17ATVpV3QBW;;=f+mj}NubM7NpqeI*TclryM=$9GVUmly4iv2j zV%by)X=!PVI^#HuepTBW4dkky9a~S{xJR>luB^fMJa zE@Qo=Tb^qHZ#rdfehCaU2pDQG;EM%+cHIcBvYiYDJh~7O$KS0x4M)F|i;dgDMsB|i zO1?bR79e|qFf~GmTYCE=k6^i_i)w6Hy8VE)vR4?g`BpG-VW&m4+N}oXl}80m8F!E` z^YJ)ujpP=Ll$t6QSZy{RL zn(!riC>aOH)McO^NTt`AGNn{I{0hUCAxA?mIKP5thRr zvG(bG4jHg-^k*xFYuruTjt1d1<8X>W*n}fpa1|(c^l5TJc-I0X*C!k3&w)D)+kIZJ zRT#n5SG2dq{&^B#R9;iv_`2S;o_@Z)E)@mX)%1#u*0EjAJblCbRzRGVI?scdF3J8| zKumY@0}+I`x+CX!dZsPBq!S4@Y4XQ1TL1OQzA!{LL8YFOgZa4_BtHMKX5$``<{ zG?B%$REDbXO8EQvaoj8rY4QYtK`-$sZ@2Ez>5RnKWemL@HPgkx*D0-U?M@Xl!NOY6 zfign{p=!PB0BXS)+ANb$z|qv4LK8b`ln+_aQbU%Q_h-ZJVr$XR$hCp-tsZVkvtSwF zU|_XZQ^*z?bZq=((?;bp>@cu|&I`ujZjA&IZ^7Y)cdY$;Vb+>zYESum&rhqdu`D%t zSprN}tTn~dq@_0-2cXTM?5N&HqlYPYsP~EqU+%I9zjhQ(*kjRQ3&6wUH7|Eio8(e>&$6}KvxC(wO^>WplV6u)LB1u;t*e~u-P8CPb08Sc zxVG*37KCS0`sv6_UA`H&`C2|j^_v_#hR-EFnCV-z(ijXFNURn3z}SzQWE?uVLz33L zl1NMp%qAI&bUZ>CvZ2Hbf-lOZvZi9*%|fNc(qqR zUsI_)GxaL^r(VS*p7K4owedcW?&%SjY&ZD}-z&?_lv6Msxms2y7}&eG{@3UZ;Xa{@NYV^;6OrN!E#=%Y-&`7C(;bN{Ou8iES$ zspD~CyKHCla2_P93g205BHF>mqg1og=vINiu|Prxns>6;%%1sfIPIviZvy24H_RSo z&$^c;)jt<#WFpTi)4OvBCi;DuzR1I54()aq`x<4El}tKpG?j}TY5Mi<2lCuYS>3AF zzGSQ|@Z(x=f8gd*Is9A{bFq359ex25r4>Or>aA;XvO`!$+*Pqa;mW0?k2GzTJpJ*2 zFcSCp&LG2Hi%81Yhd_=8U!FT*~0ThJKUd>^) z@H?H_Vd&ihO9?NZC5DO39SNa}ilLZX@hC%oXEp%iFiH--HaM!fkW<0+!#*NbR*0)= zS7P>AQ?YDXK)BuI0c--` zq`KXdE8KVYz+NNe%-Y9QrJ^?io3IE^MZb$*+Z15{X%Tw$kcuDkt9%T21)`LRF7KB0 zm@g|oc<+#v2JnwvvdCL}=^{lyu*IZuwui%}mg~nj9^u$8WjRzp1=>U@r|C;O%ec(` zPVcdqsJ%hoByZXbXwq4-uvPoP3H~nQ?i7)dB;>VB-IEl#J@6WTu+<3|97rlI8rO5< z05IGQFGBF3`K%D(!?fa{SMQ2u3j|%HG%oGSn=G#^Dmf-1rDe7AGBcMvkCuPv+;lFi z6x#&_CCy+E37z~pb#-z1vK;JrupR^?@`3=TppDnh{6@jv=I&Cz-PR0nedzug6{z@8 z3t%Wrf$4jFW%6Dn+f>F-8>osGkQgq>MA{j5#IP6v!!tTRJt}!Q zAgOUjC0&yC;9dw}o1uRr()>msMLD44k96WotbUdj+l<#x#q>g?6)ZyFfwMQX<>ch7 zLhRMtrK#nj=w9}VQQUq)^&(`8_qNa_wUpru?u?>*X{p+p!I*Owrm%##&M_kpoARYs zR7yebW!5Xe2(UgX(x*)mcPIJ4tkZy82K!&*WXM&52^(5qBe4d_!DLEfh8_@dA}`f> z5Ce#MT4of2lN+2NI(xV^TY?v0@+ML`2vdU}z{FDIew@S4Bn_26FgDG@%iELN>NL;aaV#{bGWR$m zRe(Iu&L59(^estX<&A{PE+cTZWQp0I!J7!Aw6IfCQ~91`+(c6QQWP*-!BPx4v9t(2 zyR3yxW5knrb${7XdS_^okEJ1&TkwFoy@Y?>f68xmDHa;I94_D;@akE6B&|_b(p|pm z9hK60r^+MJRMIdRxWoSH&+2tB5^J)I6>Fit8*qS4WO17Q_FWY~65k}t8*7N{qq|8| z@UOp*_sM)sugHKImes9El>HoVLJ)vL)qDd#gsU~#gR#utl^O$CJNsoUX>dESp{9+d z1=PRyep0^l9u_t5Z5nr_PwKcW6~pCAWt-QRFQDkFz(Ahq7(s#xn+EY=fc6 z)}SIwk!|cVB$8#ykf>}GLTHhl8EdkJQi&mZ6opi_vA3Z_NVXvqp==S}^Xh({=Xa0$ zet&M@Ep*kTA18|L$wu^qUHo-~6y;)(wLhGN1z^3ivv4vPH_ z`}(94v@6Tg-3<{o=iy8w*$>Ps(07sAEOY%KbtZxF2|V;kbksmput4S za-bxm%`n8PMo@!_5s7nVEN93Cb80ny&qT`h2h&4+`j;;M+AEgpEX8elsq(!t({?2n zp$bvPhpAc6$dZ3bCE&*Bu@UGXRAW%U(&y?{eji;#s#@lTi zI2$)~!#9}0h_LxqOP}HRiPSszsh6UP!qV%>VtGerN+W|04P8#`vN$N@@4@0ZfQ+GR z)}P*j25>Uzk*iu0CF)pY=oVVf!){{=t+qMGu|qxO4w%1H{C*$XashN< za5$XVuY^F*<7@5ABm}r0L12jGO&!Bn#)rmd`!MhQTVm?RuOC*fmP87xwA%!6FK9BykYD*R-T-R- z1nhH{hOfAEo71XWF{Tciz!=ZkS+htr)O0T?$sR(zCB`mIkk{ z)(=%w9*TQnmC3x`9_mQFn34bYW)>+um%A-tyZj7SJ6r9vTG0E?A*+`P>@2P{j=#Ru zn57@p08YQL#P+G9N;7CWovxBBiO=f6+5(n80n*V}%+VJ`VaS+U`|Tp5cy>lUIR1!r zRs2lV)!EZkJ~K8@!7F}aUFGFqzO(FpOo)(nd(8L9F@QaYJCyS>+;}{B1Y7@sqewVj zM4gXY1c#CpE;wWT_{?EWZp8NXOx>LqhH6E*#k4T8vT5-I%VtpbnFRzZRQ0&?E|w~q zhWp&!a}h{5GWPBYy1noHq<7ErNOJIT+jG7Mr*v z*M&pi-b>si9aA`)GpNkl@40|;JJpD;2r^JSQ3mtlA=QZan@ma1OVi-~ zu8FDCyX(^#I**o&ZAl8H`n|*T zmMeH^CScHCK*bhJ9>Kkf_0IF=8h^mlOg!Iz^Y4AIv_dS4j`p*#*0?VMM^n~Jokq^x zW0CC2PEGx$HfK%r(Q%%Y-$oVfiSk`vy}~I4qEbTf2t|j6@Q&as{liMNblx1-q}R%k z9o%B0y8UOox2}4Sa6`p{jnc)cCEZ0w5 z3_NSeI`ebK5dZ1wpfy#qMf*F4?>{Atzxzrr{-W@>KPs4!o{^^F>sX#|r&43YAIUF$ z){f5-VOHCK^G{bh3$Z0|o|P&t72xcG>TY9%eYj2(GN-%2zuH}v zq1u~-bBFWSt6uaXt|mQM()&}?Ls?majMcGw6T(^$EC@E=gHi!!Sy+ag zmj_wv<85Nc_z2{&UIvn%Hkfks*DDK z8`xjLBd1Z+bK@URwG;WftAKYfKvA{VL+*T0B;6nR67pm0C4@g#`_4-YytukQUGwTb zXia2f1i$6n7zHJK1dOVR&_?DR=ia38$|}9bvE$w+ z>-wIRoTJVxsCOA+m;;LVvh>1GXQf+ix4eIIoH^#)`A@ePUS}%amc!(phDxzrosQY; z3edFEzfo8?MpcfUAlUy|u~z0ryg>EE=*ZdCYDHqgg~R!Wf|gGeS7Xzm8s1wQ6p*GH z66_x4B~juz4{CQ+Jc}K%B&nyI%2O+e6;H8uj^mI~v33sgD5b~7DgWBZ9J43v6C)r= zJVPec6Eh~?{gyRdS1WSX3x$wduw*yMuu~{X&h1UF5MXM!j0@QaV}nXu;V3$A z-NlKsWb(VCh^W(A0ZVeMBC)xkj#=3eBWP>4m7Fj7o|JS_`2V>=OcbW20U7D%Yn~~J zU3>G)GsQk;VNcrMVNKZ>$Z#-llQkJ zEXD@x#k6_)8$O!_RK9kG4);)_4Za>3Be=pVLSZOLL=kd1>%r4*M50F0@uB8l0za$x zWTk%)pPDlqFSP(R#_VVIsO`mO_Qpfgs(qlWU_V7Ld=+#xJ_ssM3ufp~w_Mb9RNISC z@!5?v!g!Vd>>=SO(`e?Fk1+GMwNJM#?-l#ieqcvhhVu!+NC@+m&*<-gm?_VsS3kNA zMowRJFSrJz2mh=njvOcx0HabUfvOTW%;{~;oJ$%gCRu6L>@VtDz7Z*{kOO8R{a3C| z|NIFGFzDn0zj(&81QSPJtMi%TuYdn8XxU6%ZI92NujvQz7gemyC~SW?`AFnqQ%8&(!7ZmBq?*n&wMdsi03Z3S)_4e4LY z@G&a>L}<~q_ZiMcN58+&;tsjF#0MUPn&AD0jI3pOIXPiKbLd zf#@BCt3={V>7n4BuB&G2YCrm82EnUsuo+RK!}us&gN=t`GYw-~UYlIMtU7;Z=DZ6u zEejdiGCsGl1lv(dIbTFB-xd_OE-tU0(W7eFh4Ore+ zY06x#ACSDq6bZqi>m;|$|MVXtfDSDa?Juc}+o80_Buzma^rP}`?rEx39-qN&>EwP0 z8bxrZxA1F6i1^v|hHS!-qC}Kgy85L(=^9sL(sAAr1J!;?k?i*k6XI#KBFhI2-#@=- z{M!AX5zw*?P1pF>atvR9X`Ty=VF_zsZfyXcZ20!^5go*LgBF2P)~Xl*_&g3Ut`+y| zj5I9|h3o|JwE()TLV-rjx*`OY0(57Qk7`$Cevj~kfVxmL7WMbX4+w4Kvh4HNuAlwF ze{^BtllIL4QxSY73q;(#odY1T*RLPrUXz_!UZ82iN8?N9!1+h(Te1iUx|8srJ=kq! zNnBTOJUFv?{or^bPyjj_LC7&iZVmzw=+EE+3(d~1a^W1{+9q@hki1Ig*FmS#2r-x- ztWc=+sJwJm94YHv_xPs#b>EHqe;?@OcPGk7jmjUHN*MTla`MHC&4HHAV|6BLoOu9d z9ccoDTmt|$8pzCSqv#lb7)R|sa>DWc`8U}a^JsiSRW8M{+ghv;zB zO)_-&q+T=&hhVshTMxWF9~KrGW{i-LE9hMT7AHOkbInguFbH!xhEH0hj#7~94c8!3 zxp(@M=IPt<4VRPpo;bH^uiaymN04vwP9BCox1gM4?a_|TC>uL~&=d{D&uGpwDfc4t zbM|6Ld!Sx-aDZRJ{qu8`$Zc>;F_$;gY64Wg$_GwnbMz5y|grk9yGH!&;&G?Mk#-8foHGqRhUisE@wl3asNBI%21{=YxKsyq} zIktm)>~qNL4TTcjQV9ATvj5DUXa44{+WyiW_y}BWV_;ZGAnZKLpv4rPN)tkbbCG0F z${+d*&aCKePHZ;ql^~t$UH1g>Xj!`ynuV1s(+5!i>JOK z1Ku?pLDF2PoYyA6zmZV(Ig8ShQAIJY;_AbTxbxylPqSJWAtVrTxXgOW`~iWSI$^Os z?EoF8!OA=$c{#<7m8nl3=^Y8=e*nLbR8C+vN50$RfESOMH%sytP+yV)&vQF5@GKsi6xm zC~xz@qVV0V`H>_Tq9sKTVLI_c^y6z-IxG5c^YOn|DojCr{$}5k1$4s0YKfSOb(t*( zIv>nepW{HwP={I5?|NKVVV6Q63eHehsTV)9QQ4Uw0c-@UOAjG~3n>*&<-7WQfL-mv zK=cf6cqb28-$%rReS|mLL~TT*<&BDhASD)kM`0ffF1S2BJsmrP^8fJ33j)suPE;l9 zJQikR`4|Ae1mBsySw`j;xp0K~;xc*EeQEWo-1_;N4z~Oax&|f>9pvK{!OZa&%Zj6! z>R9YTAgt+G7wJm1Qp&z-OCHtaiM*iFPoNf!(oGXUxoK@^xJ%L{SzT1vmoZ3?rjgJs zAX;_>Z%wnnTQ`mZV{`m$Vd)Be=O$+RhcmH@dPoXaLlpRZ)|Lh#OkZ4Q*gbl|0ESn` zu39Oec*~2m3TxsU*B(N~D95i#E=Bk7N}t3hZ?(bPMV!YQRzED1Wfk12|Ii+ff&!oIR+C^VpB?LyX7Dqs5E z{z|Y77w$VB+w;r(Rnp(v?)p-}$%i>@Z?Ur*mtM>*%~k=*bx_x^$Ql|Notj~EPzlTf zFH3jxhx7Lpv1NRLcqQu@+C-o^k=F8oBQJs&G~dXh8}3=Ru1X}(8t#S*l^@?v9e$U4 zSJfjX!F(NP{Lh=sLl{g|@T$-Brx1pb1T35`m3SZwDBAT{fS;s)Mpj0~yK9+bj^g%e z%;ZAJB+Slu7KtFFAVe|WXKwOXKmDaRa3oq5Q?YUd#iRCIoJ)hM;Ferr`DR#JzsFq4 zLEOA2)qcJM0AM>vUUSwY8Dl`he!M5h@)>|YRbrgdk9D@N;b@l({0I;yyy|0@sSXTWE!qp7bb*@z-S=fhVx7gD8oHp^c@dxKm>w$buVUKHQF!8abC>v!5G7N2k_r%ibb1V8+H?QgW8ruO8x=azAH zYznQ0bVJ;8-yW*{DqMiAc)UJ4wfn;42?+9tU&Iz%EKu{1IFc?S1z<+6QGk6arrXCw z%iC5q-7{vRB#mQNd`HD?l!VATws7VC zMS#EXE2gh(tj*Fd-#GQcr}@=2E@9OsSIoNWqsMkKBEEOn#5q#=O^#>rg(*Z3XXcLDr zUHPssix7B=&Rbhej85LUX$%&z_m@^7!vLj5wYAdAOP{#vFyMTC0 zDw5~*t^En&tRt)=O~6I8U3Nc0%J+N=I01UHl8fY8c|0V#!iF^~06IhD=Dt%xVQ?6$ z46e7}tNm95+2D>|!!m?-fQ0EwTA4pF!s1~0blQU#-siyzJgjKCbk(qjpCEf4lEg3vRLx;#U+MGxpr=UWU@x3P*9X$giOJh zz2ch%Q2~C?LdITgjuDu@h9&uxS{*7XZ(E`>iXA{d+;2&RSmWI{4WiKX(Hyu@OS%&Ui^_E@g~bDPs-Ql882#YZ7=0z2TG z<@Y{MMoIa*f2x$P1u81F$|C|S*Dt>pOhwD}AJ$!XiRSLlK1Oksobt|lxZI!eR+QDY~fGb&66tA)tRu&p~K5R$E>u|V_1uLt)nPjWF%|e;Zp3L z5PocFJaa0)-1);5EZtmtt&O@gssIf0CR4Z0d7WKH5=ZT){6ugf1kZbfbCtg(C7|Wz zGO!Up+4Zaol3#K4k78QtF}K?Zx^NLt+pKd`&o540Ww>#8G1wSv+D|^|_G$;cf98@G zEP_*-kKIB$?G6EfMhzfdz{7q=e9!D7qhZOWy8f2-SY zTUnnC+4(@;S}D7yW%LewkE@hD6-n`4@6uhjSOK-zQGsA!U_(rv-62Va)9EJ%e?DU* ztvm0)KAU$+bL|^~MVixHOr;DhO{svS&0-EvJy{S*{I!D&cQan7%r(FTtkv$%_fmD`_lB4_bMTWJ0;VK)w%(5yLAuq(<=6WA+e)s|xzupDSDQ3pfj&9%cKi43nW zcqs6#9hdjRvFml9Pywc_+n4>n5pnZvZ7$~MJw61bF??j@Cz7>!x{*2KwQ4t>n?4HC?UMW{SW1zYwX5G?xNc+#AXZ6Py6G2Vxa=E) z*F5=z(AvB){NjjiK41 zAu6rKe_!pux8Z4UPHE&)nEyZUk@EXMZCy@(^d*h)*sRc#r>{!XUas?8QV4iHi)46hHitb%I|Uw8KbInsY=`$;65x2CkP#D z;tMd*f7c~5Z<+nUf0_T~Dwl8T((v!eo%U0jJhwLV2f)bREb%?W4X~#q=I5sveI^m; zNg>|n#sP?2?bC{fS^o^;-ez*j&V6$I67VlH1MxEX7>@VnwRF9hbBk}eHUZw<0123YF1rC}Y@Cc} zrn>(=^Dn;UH-m&$OWr`Q=miuybH9K6#Fyf!oqc^fe5QMOdx}r+g8_u3LdA|%U79e% z1+I9xPXO3pgcim|_KK(vN1YvMh;RVZs{`m%%H$hTs#Td|s>fy+Uqm8x27c@;^9b$l z%y>it=mF@9L`wn!FyqZ&O>(qk$=b%GUlJ$7-d^KPKg21B(4D+4gOE|~MHrs03l`nX zlL1PUBCaB7AWz8zmq`;i_B2G)FYY=C)=sN4ovJem+%1PR;X9`bLDQ4_SmJ(9TGUq{ zCCIu_F3RxA+V^r?exyqiLVI^G?^-;iiNH*@6}UsXfa)n-uVK9J?-g(By5Jy)he>}= zQ1Ak*E{1#SoFB_4D6~S!D5T7``I|D^#-QZ7)Udq!z%%)85_c0qAA_g36jFh)Qc!uhrRQ3J zsKc?7P#4Y*B>Sq==om%-1u84okqSX!G4P&C)NFFa9)y&2EBS8-#x`;&#pi?*1$zdN_GLVRU(Os!#lXeN2?}Kw$6u{v z>=h?D68mV&CYD*EtFsDnfSR;Gtzoxi4yji#tMfmz6Kx?4W z;!5JuEAcWxeV<3ab=K58j@|~^>^Ln5Ajm5UyDTSwCLITjgzm$i^+EzBum4c@7}5b0 z28C6q3H!>{Z!Dboq<0)rEY{bTr8hoH75;cAjrM`7NY>h!QrG3b1HKn77SP4 z8L@l)`CD$=Jlt^)kr&m}nXM`3@@kFGZLi@&}oGc}pEH?rv0fe?C|L1iMI0h4~!5n^i!# zScOJHwU{=;Eyd&#Z&UbdTgk6D^Rh{&&1)2Sx|adpkeV~|_puX{+7uT5x(?53qQMa4 zMFB5l!uq+)i%F~vZ*hceYOB*VpVRrxP-g(KX6BXLLDwm~S+LZ^AtUH=3kWLtW5a%a z^AKq)gR?{8>^w3`hg8`yL2~cpwlGDAg8}5a^8w3nJkVpDxKEkqH@gfpqxfAVPDee9 z_1A&GgLu84QDvfV5)j6gDrOOUR{`4K^)Ea zL9qXku(^`p{TZ1Tk0O;;eF0RU;}sT*gK2_#i*U=`)t*b|@bBEc*BIITn0<*|3-N6> z@6@uGN18lC);?LA5&_uiTHijAI&?NorK%ZEwROPNE<^Bl;43x}BE;1hO~*3=)?AKdZtKRa|=6Dg$>S8TB#t(=EB#@Kt4 zQ6hnM5hlM6@}ByVc6aW*nB7mzYBUZ2F^8n_xWqh7QY0!c^Yd%xpkMoGOx-NgZ~>EM zd+nIPo|`~l9gyeq!RAQzW2qKHOSTE(c<0a(yVT@eDW5-+9l)|#`HLTw0m|N5G^wS- zpTF9sj%RqYr{I+6ZfK zp~7`EaZbHUO-wgfBy*1*3kw-8z~@RAsg;TaQ`)lD%>Dfd`lcS7r^jXQ<)aFgdlX8}l#Lv)T;su1&RS%iPnYs>GD~$r=oE)+Dwgy0T1dwt) zhj%xFX_~&k0pl!EUx_VZl~L*~Xoq-tPSuBYbz=Faz^tnxrk@LEf(0q<4(ljP8TR#Q zKYOHG?Dt#8+av?8X@Hjm^t>~&AYmlC`PWMpqD8spbpavAdH&LtCa_t+p6Mkd%@*GL zBhB7tU5Y)e0I+Gce6xEo-*mm`<}3AgxLv)Cdm>jrri9~J_(&6QR5d`eeLqV1M!)lU zHuDjCUEl}f+yj~z^v7HFC5WC|kj$a@m35{23G1g9P8H`Ejljw5=5#8O4&f;{hgHNk z3)IP+d|wewA32?=Fl^Wr84M5om6H;+P5-kF<1&-YuAqW7Y^*f7eNi83WAu-C~PmK790w?^H8|F+yOrG5(r;kUetD!M0GQ599DLAI# zeerl8%+9+41btFE>S6WdsU2`O6Q&U@7GDS0?ZRGlVs{yt z^NjfB9WCYMR^XB>(WNeP7lq1#xkBGxb zX?KU^Uq)R-Rd(t!u~~`$ZP?C*q}Frzq^RdXj4y`)8k;sLqs=9ea>45e@PKLuso{2I zy$ZeSPk~dSN$h~Ykh^*Kk50QU|0?lB8Gwm!yLVYCpnyy}oGlz%4oT>JwYs;vgRa25 z8$M%k@8~mL{G7T49`hPxcaCCi_Y)Qkix#lGR4y3jQgs7+izoi*FWJ?njEzJ6HaKF} z5BA+fJe6g1@yqs)1ox44n*XwBfXN7d^(Z_Rc0P{eeRMW`dKtdkm1aVT^65QP*@zXr z&-gXqf}?GL)}goV(Q!sCtFj%H)+KxXG%+LSqez-v55HH8p|*G(qg4q#c^41p;I&Sz zFv>J;RrO-Rc_u)z+YB3eAsAj={0ol2o9ttvW+@7~!sajN+{yE{1Vxizm;DwD6Sqqw ze(KuIarqk6`&}_Q{w>7$XCal9Ks`~izJ}9aSca+E@W;D3)Fb)JF2l;Eef#yjdK2Cw zV;nX!L$@*fZ6F7~94CF2IoA;MVLy9+Olu~5lRuVeMMO`1T(Dsn>>!xJ0>Bii>mwqS zTd$M>NGOng|7fa$v0Ey^b|S%eObK(Eyal)0Nn6TETr=b44jX)`Mk@eh7nw#taK#((RUR_P$Uk8O#_bA%1g+-{;TbUn}g40G5hMuKQg{Qp!engz(o060=;wVSz`79D5G)w){+Lpv69cRkEz#4bkyD*x9toD zcb2MKe2Z~uQnn3sr=HCieK&pmX&r&X`rp|2=?+*z9O z<67nncbiDnvp-lEo?RZbU^9QkV#6dziTkM!BxSf4EdP&45Ih0s7m%xs{{OI}l_vva zKy%$D-jd<#UD(Lw+y}*+-aeVtdiWF{^qkdz9Bi`RfZ;=JmZ65eDLxw=`K^A+R}X3j zEo+(OJX`6RsbZ4zwJqkct`Dn6Dub&!AB;QQrWhA{bo(|4|qqAhXsCbcl_Bylw=DY$FgBH-gpniQRJbPDRIq_L-_4HqcU=rW54f zakWqFkzHN9hvK3B@!5o(x-Gyw)S?DD0o#ELl>ZU4(a|9i-~;=E;VO~6%a09dD~xLKv)yd5)x&Go?cR~=E1T^rK2 zj)39cvO_W*y8t<=SDuEfJuPA~IKH<(0Ql0~zm2_2{-X&8>H;$A3|P+`fEx`m%#46- zdD$Tm0R(0^7744}bm(MKJ9c62YHyXo1bi3Sk1if%;r=SqZm^Mxyz z#Y>VLssY4)-2v(GQP}xx$VLgnS_Iyu2S{Mq#-;-^`Nc6K8~_8-b;^Jxp!Cek8@SxC zZK25M|Jk*Xd3FH6=!QAq?JAWm&w%NF#BO8Ut^o}Gx|;G42rw&iUl){Loz~pI22vk~ zd5wa-!lRksgqL7SZ_GKIJX%$_VK4MDbMyBE?sVRDh4xzbUc1YaYz%b`9AJ3?e&~CX z?d7=|uIq)OCaJif)yt4ypt{fbP7~Pi(`k{3iB;_vxE|cw_n(gab`0er2U;dbFY<7) z)Amze2RjzA*Lo+#egu$a?ZKi$mpI9-0DG!kiT}!8qzMe!{DhXj+p$GWc7yE(>>LGH zEshq&1Ts2~XTO4}7a8sGP)~Vmf(}MWkyO#0o3=)Xu|8jd| zV_a^zR#mZzZoJ-;QLbC{Mf-*KfBdC0k*{+XrK+-|QtWw6@=S?YiK;Tv1rH(3?a468 zm0gfVBf+%wLqP8S3#;rxU^d`eiB+J?g_ec|`*S7wDuztw(cEfZrKR! zgBT9B6Wy;!rJh>Nef7u7*!TGCJiAz746xDZp~WnW>&hFuG-O&2kFz8QQ!FskJ6P zy%~}jb=_H)C)@T)b^M<=AgWwvw`I}Ab0N0RrF@SgWsqfY(x07DmWlpvfw5;uBSve5 zt=l;Z76ZI+z#%|D)jO#dDi0s3yGSn-CCQ?;5m{()8f5*NxZzMFyI{|m5z~GLNq4FY zxw61!I8`cm?m6hbs%lxpS?G>|;po`Z(p~cJZ;Lt?J+~h*tDR6R*qbx?8u#s#;rMcL z-c1?lo_K`t)i~)>cCIs=V3L*iGs)Um*dIKe_ItC2{S?5lzs%ALz~V|i4R>TQ_!!l> zSPOEuiXQt|*jI6&_fdxpPHKIoeh`8?z>GpOs;?Ftr|{;KQ)tuEGlhyF%T5wUNjIC)l?kv_rNyO~*4m&o z<6A-bgSl(}DC&SWIf*AI(9Bd=1Q2qnFU_ovKFghDmwE5cY2sJ#H1`!pyps%@hea-J zf~2aDN;%J#QA@jTwu3{Qg~R7@%fX@rBl_5HfBLSb$ypq`_GEH}+GH|#Ki;|;zXlTc zBR>cK!PA3;m$7FG=PDd3`+bYz-gW5kOOx>PeW@yQJVoMFQ~7%2L~LFm9KpjsZ zUy)2(qNVWUT`{?RVE0lg$i-0k8khWvv*j@E{YUSMHE^Da2DXQH?>YTg4bhbe+0Fo6 zkeB#fDo#?nTe^blTz(q<9p;cIk56X%)sVb)?>*FE59=ChR9(3 zZ69R+sP+%J^dz&T0gZxjYWT zWYm4fT*h&~(&s2%VY7uzE={#RASYg}X?!7ob}P%rhvL&ONQ~uHLa~SeA=DJc-Xe z1m?js&8rvO!=`qo>-Uzryvy$G0Ek!v7=r!dv$R*G(uUcwaM5t#*yPs81KLfDx`#i3 zOwj8ZFb!^yIjuyfq zn-gG!TsTdA4^BNk`x-_UH}Ymg?`({z7vEmfV!b7*FSh<^A{5d|DtJ&7Li1e!d_cut zff2Sjz*5-@pOfn;_LOZG-Yf8z)%z3V*GN>)jA2^>a70UK=+rJanq-OcO4klh zjoevY2WnBT;n{I!0kp8Hdo*1lmTF9~5A){7D}3+DH*cj8;$@`y-pcQBj_k(cqDLx=1V85&8$^9phv4~Zid4d=1B}ayP-%Sp+as zQzC)pFXYN!%92|>gMZ$|Tqr*ELiM3~(tqvUE(xfJP)ZTcs*wc&AyqKkTkdL+J_!6` zRa-JnK$tRcyv8&f*&I`PthLrY5p%uE4Tvu;tP~!Ylq=CERN+-%z!`@8ZR%T3Ldr<} zCyMd%@FmrFXCW403;DGEq@K)Sr9u7+#6^5!q8{fUaB>TXXq`?eiUkd5%kho&%B21g z-*!oq!zp%|{nl40^%VMvr;d>45i*4X_N**BY`EbcPn!fgXo-w;Q3NInCF>VtEC^-< zc_$5Q6lDBsotm&YD3%czyt7z(C1=E)?-5t3_NjejHvx>1X;QlDvwU# zCuurp+oCosX3Nvoe+=8|Dr#8+GK(zPrlL+jzum{NxMjV;^TR>PU>D%bX0BJSUVwQf zz3@^Dlh}NIno+y}rVS4X;M=(So5;Oo==USLFCIK?$=Rn^u9e3825C)5>Ym&3XF#_* zCIMnXI9}XiZ0Mkt!m2)0;=#y2lr88s1E4Ip=YzM=28pG!Xf3U-ta{h98fj%6cR07&AF zR`8b70C(*z3LO59S4)hV0!}ujqCJm+t18HJyo{1S{w(5`~097 zIKICRMa1LOZVDL$#+<_Qlu{ZtS+`usNE50o3v>0CveeZ$r?&f^Ya%HCTnZcgd4}N$ z0Td4!g9Mj6i&)O}&!41(GBs0Iv>5G2(A|yHgOn_K?^L(^S>x-vDJXEU_V_JlwyJE; zF_)D_{?PZ|@%KZA&ZHcQ*wftfkN-zrAO)E4(PL2y2ey1O+Qk_h=0C3$_%;?^@MN^{ zOr8D5lhF>-X}*6iM7xzi@rW$HfnVlVe*QjL`69;Fd?=PyQUW9){a+_8mTo!F66_p6 z3FZJU3V+^ukNtW5!^1Qh&!jCH%uw!*_Tc6IW0wnPd+1@W$s28#*47Caf?K&Edjp= z&ykyQ*DN#;oRHG@0UAmUU}lm*7ZhQ1g9ADFi{f9b={H;hAr39CVgW?e>T?rxNUA_P z2_BN|2r+12UjADwo%W<8MAX80!}&JXhc-nYo~{v+RWGQ5ChTDm7?&RR!)uD5b5Y8$ z+kdc7WrG&zj90{HcQ6`u(7^9Em6urrFXB(*rkQR+aL2a#w>ku-ZXO8iVA@7*0mj+} zFmcm`cq-}ra2lxt32yA19h_jV~6sk5%VDRS&pF2h+-m0TO&2p%qKaZgp zD!hUFR!apuaCg-j2vv#`pGl?DTeMyr56)b_Tj`5r9ijaN-kjcB*S! za9lgKO@0DivAJQBceuCSr_A8u;B##pDO3wW364tR2FXe&~1jvQr8NhR9_E3jK zilmAvI@HU7CAp#MG>iFoTV;p!?NNes!_{yp`0kMPZ+7$v5J3`4=IRy+mo-_#YKbGn zi`(1)b9ZDgm|;;OXCqN&Bp`kGEpQwz35WktK3LtYt&h{`W(nt-2Jr_%Uj8yrTsYi9 z-FHB$o3GsVS=mkI89tbTN0>J%<-;djq!T*^_w@9d3A2M}%m*F%8Ta%KWgZHLj~++H z0Bz-0yc2?e*tc?5F^`(J|GHn#i+FONCteYy(!pqbL$4g8qPb&@m9_2HuXXbl>(Vm71g8SetlM0l^_D>dDSoMy`*LDdgZ1Bo zHing$kbC@N_8{2&H&&)gTQ=W`n&ixLTAJMed1z9;=DkTh?%4n2D}=L>4iTG)o=4Wb zxF_BlhV1gH+QE4Gr>3VlA)7$Ds-7<7ED4%B$d`d>$j&ff%aXZ2=$Nti&a)eY5ascH9LsPwgVds-$;fbiNeG>9jf2^ zK?4m$fUqKsDV1${;I|SeA!7cvwqWp{y?y?uoBXv`8;I=)fj?1qH5GR1X8j|I_os0n zE579_@C?RWcYVA~+GC<@2XQRx0;93|H}2cuiGE_OUUCzBf*;O<`LSQB(`d%I^`#A8 zY$|?tghJ|iZrv}P*_qd=T0g{+)*07iWcedJ5^+pG|A}4F5hskE!G&RqD-8hf8jafo zQidY4Yxe$ZsRBT3AKSGDfwT_1fsFSTZY|wlp7?O*BH;?_pSU{L^l-u0r z|4Y*_iC-b4K@PB}QAG}5X_}ARXx$kS`-nqOE_%B`GmJ5H4*TEKxq-S6-9Nc=KP0proIpuX z#88t!cpPrvys!(E3%>e-q~xOaGTRx9e2@$V*W;4-ozg{n;!bn&A5zZ)Y=Kn!kTl{Ag@5bPlxfv$>zu@6e+oQk4uQBYcCWymv2Jc zO|wt{>o&ivWPus=00>FTcR*PaPZ996axNME0^i{^C~s8(wyz^5O%`1arTR9jw7#3pzjI2C@Lr>DjKIlBNFkm+%$0>uHe6`YRk zwWR*@Jr9@+p5)9hf?61Em}`uI|6BSU;a;^aX(0W&A^ul_L?nAS8%eq}lG&jlLpz`W zG$(XZ-7Y2ToMaF-*LnvfV*3l7SkB5~DP+5xf0U@&y=hph~6~G!)uSN4oL=E{o9h94qiVb2zu4s3*ff#>A!FY z6h6A1lInVj{laSDe?$$`8xrzbFXy4gYx9c2c-WL+pUO^Ld=TKX$b~ya%rnEWBs*JLdUHUNf!D())eeDuKHZ~qx-m!oi~O;g-zi1MEA2C2*f@68>!SU`+r$1w}!`OV$?*Adm=x zi&JAH*Sv4h{$7OKN=6ZTf4;{3r*TW{M+#!G(e_DZMKTBtm#A&w^$|Y4nG---kzX6c zSR@S4(q1eEtIvS-@j(Q~RNDDRa8}4yywvTSnQP3|5JvKz?_&!39ab8i7*^B$G^s=f z-^$p-LUT^@b};m8cuos!1qnKTKzS6uGTWFKe=;MkkgZ%1rhQ>bB`PaKHC|-(>1#4O zptb+GOTwfnw$)2wtnaF)Sn!|}&^fF&jS;qV^^5Q})=_?CBX)nWiKDZ{S?jeAK3w(V z)c^FbMCCLXSzClZF~)=w1IcM-m+j7FSaKH5PW#3@vWu1lqx8Ru_*JoOZbq)0ev6)U z%mA`*#JguO22?;PEpls z&H^Fym%!&sau@HNPugL)^U#cVi8z3A+oMTG(vkSVKK$VNcKY!*<1)q6wusMW zj4c)ndFH{M$Fo1HK2)!D(C>Vz?f|IL|3mzF(5iYSP~$;KW{}7Z5`qubh1mV923$8F zF!zK*gBW0XBSBD6Gu;l9b13rqQ`TFMDQ@Knn*Q*%rL;z2lao$`F`lynx6EO7Fo}5#8=;TsaTrwf!N* zA@2_~7V${^apyT{Zr^tj0s7M7eoiLjM95N(dV=(5}RbO$p66wz^=K>F`)iM zfXOBtjHyx3tKx<5yt`1rsMy~hL)MRTZr9M%WDWqEt7vCT?IanY%z*E`?i&3~u(?-*ADC$41C}(m z&?WMciR(iaPiB8&?Eh@V;4$b7JnyPCxI7;S)3*AL>HQIing6ftJ)HNyba*N|TnH?* zlU+hQV23UsCojD`^&W3<=&U94OxJ!ll9!wtNzS%XjuqXVmsHvU|8}Hv5EAAC6kR7d zKRfIdH-*3Fl^5d^WMhT3RInzzd#ro(0e3ODN*1yJ7M|h<^8f2l0J#^vgG-0Z)Q$W@ zd)sp%WF!kn1y2#Xue)E|N7Fltqw$zVu)0|Q(=doDaLx(MwqY?qVqFrp-G@x>b<PZqk?$rP{fMX9s{dPWWH3pdVp86r#yo?|=hZ4lMd#hm@lmnL>$TfW7@$HK=E*;?UUk4)LSn-47Z?(ml zGkJ+~h+{?42)XwSx5EheC6LP?lw!=4(N9BjH?Xgk3}E(;Gyx9A$w;r6<(t{u9T_|r z)deB3rmR{~gh;B#4>hs9q4m4vQFr1^-OdunX=Qfta-vfY7=~Z)+QbO}5|YM+Q~NY9 z$8QFL;3ahmb*MsF7bW4;A~KRCF9Jm(?ejh1XI4_z#RavZjw~!Q^De}m2lgVVV23Cn z-*9PhR&zdwHz%2$MtaeAI=Pu(7KR!}I6U}Hk~jbn9?9(FFu|L*kn|a||360eE-B}_ zEf_iQ%_~2WsQI#37n--x<)*ujrvFm_aI`d2bxm-6ewiduk7f5?=KM3X<(>5cDdKB* zwW9q61NP4mZbSuE7)xFn$@VzKdwzjik3BD2K@7&xz}A4wi!Qy{(xJO4GGyT}->SQz zXyv5P;xEoZV;yM(<*E_5Ge)Z(e>^lvYxg$syj^?2eaUUh8^p|q6>f8T{baWK;WO!V z!F^OL+I}K0Q`ol%-7EWG`wCOnGMu^aPN*>0vWbNAy5C{eOQYN>4x*i&nGy}G1nL)S zUK*y$pMSx85pIqVUw}-Z^b}t3r10o*HN>5_6lWHFu{A|eIx!zSBQaXyQ+J!yPXvsD zY+OaO!#YCj)SV2>F?F4cNm`dSf&?s;ARMDN&7ZcA4ApW7L<(G+dFma9?BDajekRtR ziRIgAD4s7K(h?P_H#-5yEBEwlQ|Pu6E1#X~=AWxfCSAE|dG+jB zt401}H!M?=c$3TzI)7Pvtu~kv3g3lgVmHFW_!7ZC6$D^!zDn=2*n5Bb+CgFeqc_hk zB-9hx(Y}Y#+I!|ArTs}MWi39{QYbcs6<*|X)09TN>1dEbkOy9mF;@(N9X{ngp-m8N zs<+>D|pu-iE|ZFzx0ngux7w z5;AxH?NFe9QbXX8X4HCVXF@?eR!Xedw`{jUXJ7nNm>$iyOlHrwc$7x;czt=SZ_N~d z!}?n?(u%8l+Z9pCuq0R+g>Emzu4g1g(`uAu9@%p+Mf$EvtNEQGh2*PCJO6ja|NV=2 z9t7t-Jh?0mPg`Ku;*K7NY-5$I+GNGPLps$WX?%)(<=1@P?1fBXzbvz=_odAGn$Io8 z`_L3Wr78}3MstpIliNZkk1d5`Jne$_e;?YnGec5t?5_VpoX_sHy9}54&$(TKJ<;gs z|DBHMoBzT+s)GgAbjs87!$Cw7%>Uu*%>$uq-@jqT7-OF?(v)rNLyC!HH)APfPYWtd zV=t0yBNc-fJ6T&WWNVQn*%~!OM1=^EwPcAbSzGj;bAP|T_xYLb=lS#Q=5k%u?^R!nXo-SxayscZ_pL2qM)WKI346 zc4Tj-qRji47J4G$m!t|p7B1qA@#gqeyMfDUT<7UH!;9E&VR#Cg4@fwc0h8WU3hZ>b zS}!WXe2m%`w+RH_79j6zFW>7fv!N-nbn}1j1TaPF(F{{Fu~xGOHV?lZ?nlh1s`vRG_q&&(!Ij(Ny0_oDD)q2PqsS>HRTg^9FbJjR@+AZx$|ih{Y>pu_r6AQAd-r?x zC)Mjx)4D9z-A`mZKlI-{`rj2hrNgd={gH45t>o!V5L{2jordIMNSdR&eLx;w3F55T zEQUIwiKEb;3G0^ttHxmY(X`O94q*gc8KK!4OGA3ov3Z0$7(oaJ36cjH7QtoZXI8J@ z+-q<6k=bo#H6K$Wzfu;jC`R2@=>cSr_IDV&oWV6*8~+){@;2^5?0(Tyg3Srx&65M2 zvYJ&cM<7Ou)(i3ibmW1PK3K$d;BTnT4IwRw`-Eu7GFPh@Dbl(UBnPf#svAL< zdzf#pqqLy+EdC^!uiPOIv+7vW#+&ms=W~k;c{sT7%R9L8l@M*^0zn_K&?J%rq#gPvR4sTs<%$Mv0 zrO22)#GA)hpDHh99XK0R_caHac)LY`$QQHtp~i&uhw7xP<8*9(eYDt7-*z(acfEGP zj-v?@!fM5j^^UTfTWP4`!SLK~KX!5H(zi_!aP+HRlUWwrlnN!U&v4N<tiox|(dUtpIh#KjXQ?Iu0X@%M#bH~vrMFV41NfQnR)cw zCJSd5kApQ6S29Y{w$637v=4 z=OLG^{o-GXvm7<1#3K+mRG!<90M_omjj$|+at?gM(HHNJu)HVp>IU-(G1*@BT4~Eh z0RJZiQLM9SG_+zB*7D{PN)^_;?)g!g^@oNK*q2$@Yu^gv94AViZaRv$@F^V>jM>ri zLE`?_p`^5N_slg|2mVgukQnA!rlE(Qt+cXy%5nz7qVzhwZlm@&zp2N=fpWp$7bq(h zX<)_K%1vHl86epOCkULwKZe7YaT(*8)DX~UoS#L)V(Jlx^f*p5bE-9mgt2rsKEJ|VPlA?(~F01y0 zT}|5cKAe;k+)-ur*I5!70qR^ye)&;STYnY&AlezsU--x1s?%Ff5WFqics9ze@BO1< zgI@n9FD^fo2Pe&=)c^g^9-&s?qQ@jv}hi#uoM z`DJKaCNH#`zOYOo+799lQT(G;b$`;%!K>y&+~t|--g}77aFSBb$Aep6k2$22Y$0pf zl%geX%GLp9t_Y$MR2W-m_~t6h1ewzG*b9&MXw~O^`!Q&{*e3u-hv#vay0Xj>h9UqL zz8*b3DG)FhlwS9BeuJGq1TY_8jI>DPZXE#1Ccxw)lQ)kAnOWHU*=?}8*$xP|Df&NW zA1?zLTcMTyhU`^PteFOkeN&*uJRCS2h-b$0`&tveFrQHo#R>A-@)3r|ZP9AK8{ zr$Kk+R)3~}@l`;apZ+=jyu;6*#u% zHYI1#&Jw4p+Hyxs8b18GN}~oW*BCTDW?v-sJvu%8du_xD#Hj7r0^q;epNt)&L~(L= z@Wh4Cl@{{w#7yj%T*EWBw|5SK!1e7om;aavB?`vv!?g8!JF-Z{3+G;;V_$ynp$&ch zz3@WN_a;El%>h@TmBb|>41gSo^WTl<9$dN&F-h~=eUf$1heE2>Zt&rVnD~DhQ1dv<$pa=N!!1+>_4xU0QRdEh)&ZdZHq46f*W?A9(5_nu* z(gKNu8Q?}(feMl-6(f0Nf#5iN<@+0DXWivaqoDg-{&5P{oqOo2pa;W^KDfkZm&>i> zpXNPpm8vYv3uAV&PA6FOsx;_=BhyV|Ri8y}}j)rrR4VVtt!CDx1 z&@d7E22f2~3NxoVjZA3*ba7Kq6SV5k{ce8w*J4Xco6%8>po@&QwMO|K1R;i-z|j#4 z&?}b??k3a{aQ{#VK06vj5Q~wQ<&2SE4)bEhC;xNs{<9S+7{)UHxFyp^BUl}A9^yj+ zU6?*B08=}h0)icZK&XQuNatjSoD|aa%@dwbD+y=2-IRej0F@AKDrdI(OF&WZgj#0W zVb}^77{21>eOURX=*)pdWGsj_Ecu6aJygm$=zLstkP2M>#OGs4x#f|)&`e5yvZg@!r6*}b<_ z$G(vx{2m%EXwFYCCH{cBn2ZO8oo3Q?V+B9ENUrWy7>HHiBE14B#rISJ<20sI9?m4< zll$Q#H21?+{Q@jk=?i0;6b_5n21o25>}p>W$sA@h&MSWkLRkv{ZwAX~n?!VIAINBY z#A2fNuE%@P!-Q3Mpt0^oIPVSLCK^$at}u|+p`U6+G#fvLn9n=CQF(I&7y+)#dJ*_| zp@I?o*XEbs=TB%HUpY<5Q>sYc#d^X&LE$m|PXoO#9DG`Ria4dV8&XawP}XQ-$5>+g zFxD7L)wE9yT#~OB-ewHR}YuS_4 zQa%@tHIcaf1Z&Dvs2kLFkGz?U;LkGe>WRma-Nu=#i_DBwkf(`z+*0*PI9qmQN%SE~ zUUWU__Lg-H2A8G)g%dY!kNlFi^2+p#X)zMi>q*i6stolBW4mQON1n_Itgu^*J@ZT2 zYnWc!H4c3(jGYnF>fOycF=;}0Kg_pAaN1{{`E8$_U?Xrt%h9Rz#BwG>G;hkrW>}>v zN&z}o@`D zYDy&%iit|FMeNJi-4xY^fWiQCVY9qbl8sOwg?_iZ{%xPq67db^4}u1?x5J(HzW+3` zIX5C?$nWASCL6(R%(oOU|X50*}C3 zPvW)@gsz94mEaw3JSr5aXUGLLJ4uw?)yn` zk8^sq2hB=Y?#56kEF4e3Oa+JUx-TkYK*z$>qZjZGqd>8_peXzDO!^Dw%Umz@9r>tm zU}JbVQU8bg>S&Fe(`^;(LL{FtM0Y!NgOM5y^k0+vJw~(2hz()JWtO^%&weeni=iN0?A`*`ZiDs< ztFK4VNHlp6HV!S9f(HZvH;_AAR@_a3y1S?<4fAlh&u(YWKn0q328@)sXS_40I0C|g zF6S;f4yCATRcVh~bspf13DBGHW{J!}{G|a^9qxN*pQ48Xbn}~iK%m&BwfGRPi(#7p z`b%GBcoUcI4g?OdA8xk+8n3x^z?;C8NtWgXZmoM>yBKefHN-S8VpKrmw6;cQ7)SSB z#BS^#K=iavVro=Zui#UOO1#pX-Fny%`t;7qT}zbTolrXdaAv z0=R`+1N$e*d01g+nIwcO2&sldh(;e#mT9}?E^d2>dV-Mj8eXB*rGL!ZmR5YLY=R~6$W(+HqN)DkE#m$yb$J@9 z@5AryfOErFoUR3@Bq@Y(OxL9w}1noLbS!V}7=^kvb!v1sl~@#NzU{r367_{**4WkPLV z-Ya8|6g$y*t55#`K8;JeJluD&ACdRv&SRY@X0C$f=1apjP znQA?Iq%JZY#-7VmiyggQYfM-AvN4$>$$LL+;VetU-RTFBDNz*huXpjAJyv89<^1!S zF|ioRqbs^_fGM!m2J&D>>ZP_o>1=7Gg-!dstR;aD7eHOj-+EYQo}O|>#&?uK`6VtG z4+7iC;`?wk`QWI1!yVZ#0%P?^o0Io$dnueOjrjmur|VQk$p2rPmhAwnI&W7?)= zBRHX4x>&4eViXV|6}shI)rf_eKc}8}4H8B!`=i92T;omP{_JkN&g;8kKEkx1Tdf=w zuc3-kQFNn>)$w}-tt$sw;ideLE7Go5YxAP*LnpS3P;m^tDVyqlY{lH}g4rG75nV4; zei7jHiOnQ6G!Cl8a8p7@if(6KCV29a>@krDz7(QL&0CZ|4pC17oHS-kfU50A&5|FQ`FT$s4yZmn7)uyI9jSoWy|C(jLcm8I z8|4L;=!qsGDQfNhRX-D^5D@6f0k*fT?HX+|?g~Nt^*fwTu^ezo_~+bMYd?aRkwiJ0 z6%Sop8sSz8Cs|{N2ww<0n^g=mJBZ~>rGU-da8y8dkNmDEMe$U^(Cmmuo`mD$wo8Bs zI2&#AaXTe!2|jh`!()Cgo2E~0ELWP)l*~VsV5d&CAxJqp5+cYoZkdXDzF5UiGA$F_ zKtk+f>@Z>&OJ*0W$=eUb3X95A{B0eJxVzXF$3SZTw$wx})D73%Be;aS>byFm6MOr& z^44&awhQuFtmE;nnL8w($NXH*(S`uI29z&#S$vHkXbR^8+T28!P#s zz<>KUz^ZJAU@zBk3Jzb6dj3sRgbG5O3g-z|WUzfyFMG5-@ zXZw@i3GxVMRqV^za#yMfP_&z)-H)IK5MDk*I55-+HU-Li5h`KpC{%L$(!CUWFydRC?6Aq8aU939fAii--}Li|I%#yR5JMcIEHaj z3-A^*&Pc|vHJrpPT*E5RrQd?M{mlHU2M2DF8lF+v$ZDg6#a5X_Sz{hY_JK!YbaCwM zOT`cDENk_jvn+Xc0ZRJb(6xXpv%9G`zAT$}pWJ&?LKqiMxyNfBOU>lPT@Rbb?fb+m zVU=>5s4`+h6}Nl7a2f-5{Od)T%(s-J&^1W(3d%}1ne#eOh!z1TJ0H-JT-nEg135q( z$DxDFN-KgH-0NR1A<>BK z3z5v`VwXWyQc+gMEOY@~Xp?%P=@rMvt`-+$COUgfVnrt2fIbl0LDj9pOAAj<*3H7uGA-}zaEhZimm z&R6rCD@%t~Z_vCzJ@EC4%mGXp^E!+bhl@}pQwhO0B}gpM0;u@#i82rMg-m=Zv!?Ll zh2&``NSCRZWFlc2Cy@A>xc$1aS@0>-BjYST;B0OJt9BD>m3bB zj}uFok&Wtz8InT_@MlB0U}%^m>u3Lh?|DKa57VfaR5IAc(sU8KPj9R(LDR!+=5MH@ zX`hYMiAwNAdFf5)&l^#6@?KScj)qX}=>3#^C%a+);{~uCIu6;0-o~`wss!2EuN^jb zGu=mkfX!Eo2Z~%}M&=?m>j|0^H?C|H6JHgvS;!v^WLbRw6W%q)_J{U00L9Vc#l%)s z8$(Y#9j}aM!_+S{^4ecv_(H})m)aC(2&3rw9kVyk+sW1#=`u-2;ig;g)}l|Q=6->W4D0r3e&fY|d`7u08M zAz^(@&iCxBbUNZ*ttQS<1(c-{n&uy|U=DoX=!SDxxW8Zo5U=t}DpB(E<9b={3p_+- z_gP~8b*bJb2*t|W^dBXDZBSQ>AgjMX7k2JcZuN%XTy8I{@8ZvVP?ncBafWRdK3a9L+dtP*FtWUkckU+g7uO$5JOQ_UbqdLXAQb1|%>>=+`&FM0CG8jc zqOz|trp{Zrq^%2U&S8Y7kcf3{ku3NGnhhew(^Qur-)A2v-l8MxuVl@4=-_2EOLTEg z0nvzm_|@IINBpby05Qu}8lWMHXMGh|Kg8XP#@&bqhmA;rfu%9P7o(?YEVhJ7pmwS) zulla-W=1-mQJ3!b_}jot=>#q6?h!p~73Kf(cv%`( z^TpK%2jy7e1qq1eo}OtsKqptMC1V^`Xy}*=%NUkG9=uby1sM0TpB=p{7YTU3NPwd@ zTl?MRVnL;7t`Ljc4qcV2JsTDl zeMhjYGCi13poiYKMV4tVj$y2P^^i@kbDZ#byxHS$8x{*7)A09as*Z1+EW8YNT%|+v zyVRb_RrTv;DTBHAuFu2eUVjhO4ny#zk$#m?id$cUb{Jw2Yw@9S_2{c>c5NE4=CbAd z7S>O`0NH&kv{TSOG6elV@_Hkf5@9Ut{!`C~ET0`I1kbn*P`TItKPm?x)_r>e|0>8Y z!qva*miV-h5E-;>7xWf6tQa#gtIU zbtA&oVfm-%Kfn#Zv(-Ii>@0&38G(luI-fpq&QNqldzHQPgkTK&JpQ%{%eZhu9~FuI z*_XS!GS_3ygC|42+DI@)el5X^1fI!0vTY!m29EF?#fHC@s~3$DBFyJRzDq`(e!& zm+u~Aoq2Ys!+kdIh2q8C5>NU@LLJdP@_>U;tmpQW<$3Dy_-w*&n2?9 zJ_{@=B8EvgG2Z{d^zWndBJ=3{wz)F(_tC^b02_m&%R=MG)^TL8A>5lo&>r>8GAhwT z#J>F7D}BeV@*mVyKQ=?ash^&vu$;BUDfsR@Ta6Mu|J66d9)Qvlms3hu$OozzPz)=6 z6)yeMvgg=ZsGp6|?R#7%MmjHDSrR8O;I2Yo@PP_b;%~+fEf*XNI|pzYW?SEx2?nMB zESn_1Qq{sjOaTYb{ufr2j`=nx+x$m74|>IyjVmGnw?RlFkTt@i_;B}Nt(U*9FI>RGzI%_xS)`=Q6N=E1ZA+N8hdfQ-aPrW>Ftlv!}E_pUe&xdTvrTe8j`O z1JL%qZ(b>^pY6~XFx`AQ|4e7zN{g8&U62`^Im{#MpIq(8GP_0xX$9t$e51+9y*Ezp zn9*c>{Q&pgm;bH}sQ`oonXB_7IUq{RU?w{z6wusPkCzKr2bu!-`icX92QGh3K3Kul zX%P;}L)p4Fzmfq>xErYV-vJ1Gn51)qiKeS-Yu~E!{BQ#Z|I#FaXUlOE2s@JoKm94u zz;ZSa)ZzTVr}zPu9^F8i6Ve92pj2k9X0RIg&Mh~gtUhZfS^IUHePN+8VJKgaSjz{a z-%Twn_)h2bXG>_v>53u*nbGiY$e-VSplmdIFH{xZ_yCf~DKyLr?Cf6Wu{jFE`A~9D z=&H$4rp2O&K{2likFL5YRR%zU{+kJIoO$p(kRPX7=?`24%@~v~j*d}A3AL5U`+k1c z$>WNiXMz%rk{eMwH@m{~U{l9g?kb`?x3f>)idDRX@G)&G;#AK60=P{{g&XKwB}lQl7%278s1i!u~##) z?p>4f%(=7`mU}#jF)Gw5ZDR4J=o=4em=_2&ESbQ5q+U5D)0L^l*G=PK=g4K7j{-=E z8-I9H0CP2sq9GCj1?q1V8S{z2HKW|SBvP|9m!Hx!Md?GzUOp53es#W^WtA30|Si z9Fh;=VfgeW00}|}luI2s206`v1id-G{JI z9K@Pez$3J&{XSn=?o$lq8InPBYco=wh*{LY{udd44Fl{|E6m~1tWb2QJAykI z++IwW28YeGY)Iu>vP?(70i3EzJO>9lTH+!5*#*)?0BOwqbu98mwcv1Nd~t@jo>@$F&`{O44T@;+7RNrni|7 z(!}AA6uG6O3_Iaj9sB>lH~W{ug!XB@z=l!L;J41b!B?Z>%*Ki`G;{2^43V=SPbF2TT({9}E3{t%dvv z8~}xrgp-7e9iWj&0pOWTdPtlW8SI_~Su4%C`3mOCy0P$)RHYsTm;~~$&zZ3m<(dJ% z6l_!w9%~6z9`nVuDc;|)M>Ewz{55BurEn=JFCKt=;wRUK_bf&kiEhY9t#g0B{a2cN z2vc}my})PxV7T6O&BgIpl`khk(m8o%HASwec<++n35tkpSEAU@jdT@rk!b9RDLE1i;snn-VZeP5We&Ic?ZS?(a`uWw-hVW@{ z8kqyTxVMJz!@~2mCYfk)@i+bp`lli|BVtH~cZm2hIgZeNv;Io;&}meiQm;>?3m*A8w^*FxW4z(U zl)qI!3gK)MB0)>-wU|JWb@X~d8ADfeSn4Uz#UK5TY~2*>f!vM0C|hMK zdESvfJj0~;4Bw-5BVy7!kuN_nN0@9kCPC?-`|jRXl83sC?$*5NVA(3SOlYHq$tE#L z@E;!!&%B*J5M1`4teK=3ToX8;?Wq$-hVl#tAhTEceb1sq+8fiIL^l>HCdYggBzTw% zlD)f#c}qb=%MJL>xi*!{mUIwY*x$jpV+DH`Z(*?5MTG(G{mo9(eUqTTWqlo?hz>_^;~}xrQxX;^Pj#H z-)q)b;%dSNfe2&isdwz)FP7>F%>&vAQ;j(({~`WFd~XkaK()|zxtPEICSb0`N2-Rl zY=SfXovoFgzuE4dj_~t^HW+CP1o4&q=YvHyw%A^@BGum~1>CMI5~EFkzWJ6^ykvAH@6Nq4wZr zK7M~8X|(<^pX`jBw34GR(7wEeKn*$XAIC}I7erkUNf9Rog;6aG!}=_~&*RUorEevF zS&LHAE&PlMigP)8PTMr;NcyUI4;TA||6 z+x1J=jr|yr{DVRrd_q;9K+lB=O@bYJp_8f++fUR_WH73O$J654L9CPk@6Q{pFXkig zn1^hosEM=M{(2xBWlAK10@(efNo5y3;i}449?9^h;R$Y15}3mnflfvAs-LbnB~&#l zqOS??B{SL&oFXoC<-*~9(ualpyKhpZa|6a~8bY1%+fW;J{W(=?o$ZQC);WJw6KCWY z?Yx;16fQl%M*B~vtr{Og7DKsunOs8%djKXEhQO6=AQT*#q^up3teEW_f)9aIH?y6( zbaTK5z@zlpfhW5LtH~p%U`SWkQX*grdO0?tA3D}+$IA9MjA=CtY9kb=xm5DvukRg` zT%Y<&;EMfi{de*gMg@OrTeq+Bb zu1qEfo)E|xwD_7P(8T*JD(jH)%j%J9I#L&izS5zX!qH=d{;*5R0unVc>8i&fE|r!1 z%mRhksr~eTm9tY$%W7ma+E0nZ0Ws1_2HS^W(nM6f>mX&WO7^Lj$~#vxGg{td5mVJE zG0=F#{8vH|_Z-Gs&r-KpWW#<-`h#|d=&n0A)DTafhzU4qZIBHoD-*4*S3|oM5U8@+ z@mw{>W#G7F1wiT!4RJww`P#xMqJi$OSFtpLeR7#(IoIMlhGX3RqtZtrEDmas2~6ql zbHi;7&|smTDHWuh+}R?^y6A)GT-{lVRh7YFs@R`pt3Rn6ZcH@PIFWDa7DkS5ukar2 z904~6I7bn7k1EEw-2Kt@%xB!jTnY*`t2EWOJRC?UG2{o4)V``>lmx za%WU9I-p~7kuQZ5z?!p9#o zU(YU}q%oeg3w9WTY#!MrNK+`)puzjIQ^RrRnS*3COc+s=Bsd;KF$Hv_bg@trPPUEl zRz}d}Q!V9m|Do}k!kOBULmOG2K~jJ^EdGVtpEq361`~E$^`eX&w@EH_Oe0)Wunnz* zKDRwQi9Mb{iA7v6fa(zz4ZULTDP{2pQw1tHt0f%WVu}vnq+-gFRGy!6^$(QT*hwh}X<%V794^2j({*ekzgz}r}OB~2RX~4=yI`3 z>qAW5VcLyMvxvNHzT_B=8*c@!^9sUXDm>`yZG75I5M%h!nio-mlOlO>xesw{vEij$ zZ>r%eS!TVQYLkR8JCA5$K~@bSXrKfM$$V>I&tnx&<;U4?_Devx1z*_16cw$PY1Ie? zctQoBR4->d|0Nf@4bGzsRVF0iuTUcxp=~0=C_W5KG7tJqlkZ~H_qwByyNLR@B>4prpA!fWDqpzg`6EK9qSti2WET1j-ZU zd;?@^T}PCKv0?G&w|qLy4Dz~|T2Q!va@w5`P^Q7pM*#s1#Uns%XUwEAJw${fXEdFx z%xosZD@@k)o0+rL&Aa$2TFd114w63Vd|`y&t%X+V)I+3qUX2QbQ<1(u=I@*EJj4P4 z1Ldek4YeFh%D$>VTQ&+nX^tWaaL2GoXen$$ypn8azE5gTnXw@e8;ozNite4b)E0zP zwQDV^u`B$v6$&LDhR&$(nRys|xa^}M7$Ru&p58I7a?l7zcORq!CY>*B$&~-bqHGuM zP~|ZPMir5cDCpa!c1mBnu#>&C2-4JUtNB}eq7@i#7Mz9Vv>CkBh4mzKz|%?LSFs> zMnQMNEv4<6PU5I*q3(?HhE_THStdLrQ#!ynfzFmKq1t~`>mOZsEEiMvI*elSFiP19 z%x5sy*O3I=i=ULsK+f25QXe5vEXgk8sMaP*7zV|lUm}771U==?|H1=Mw(P9CO)?SZ z7e^`16o1q%It(aAF$fF@M>6UK5z?kn0^)7nP1Jikn9_)AYOvA`*$Yqzn|BLd41b47 zMiDSQbgj_S*wC8UuxRxT_E|XxE`oRyF4Y{Nz*+jkIFyz^Jw&JlEu9WC^$c?u!E9l; zFja~ErYl+(yK^@E%xN?U;~0Q?f2n#YEDYr-yo{lhF%R|mxP9k)ohgt8 z8M`;U=K!kW)>Kssge5tXI=q%jyr#OE8t%zS1^ z#0#7W!6y-7DNE9e%;pboCqQu2r)A}NzWM+Sn_&f-Ei+}Z!N;uyeAJ|A3M3eW*H){4 zJ0T(JykAA*1Sjj6}ee@4;E{gqtUb|DGUhh7> z0LFO|-ME&#&wT$_?b)*S=_7t2TMxBzXa#;@zsl0Hs_&87@A{NV9`0vi#Z&x3W`8BJ z_YgJ1LR@xBd}}+ehq<>LO=!3}BcuA@+5M8O;Rh4Tx`B@$Z+f#KXB6$JRS! z#9DU&@Hrc(?6ObE-o|dlLO{hG9RPVrL$6A#uCr7rmeUw-ssnqp-pIWF4oiMUl4xuL z*hZt}N)qc2=CI}A&%b)GlM@n=eCp~2(?2-7PpLqgyjFH z5{}X!V_l?e?KTwNXKQh;9Ac7k`9&2=0i0R0#)2=~F|a66#j%|_ok8bi`Kch2w$Evnj&GiGe=WTN?&U@r;(ha2n> z7h?V&e_N+(u~BWtdJ9D-9zdFx*K4b{K9`*vO2PT$$syu`jx@czR)SQRdHDQHi`JDD z02rLfxopgG)}NEVXe(P>u&u{yr!fTfO03E8@f(&O0hp_l48UBS#b?G?hM_nLZ(id5 z-mwVvBJ=yp{;10r?auc>?~MN|KvxB=Q1!9RD&7s_+}~goYfL@pvd9ymE1#P{Jdu7wV2={nSqBqe}Ojmn9HR5y+kqVM48fRp>c$+kI%|o zSY88m1D`!=W6MX?R>ogB#q?R+%*TNFvkdGMH~RSE9KR$ zTlPOVLQQDJW<8$?I9O$Wdb#B9PG_b9v^LQ5Z_@~3BvSz@B|dkSwdx!Sy=4v*ps(tk z23a;CA0PXdqm}7E1seB0h;f=WeEtdLc>vt<8t%Tl&a2lF87M}6!10}ZP zzSHw_0{eibu^9R67z?(B)&{~|3j{V&V0J+=3DUfF0C#{d><`NF33T0bGT*nm7N3j4%`)Kwvxy@5^Js8kq}wDh|w|+nv`e$Uh#Eg=lS1 z{4N`7d1+1G3gCR3R9Ew8uqJS)=O`=#Rh)^p$tcFbO!V7GCzbR)W9RvSJFdN?6-PaN!tzz< z!;szfm_H{nw1KA8`knZ<@FV|w zBEEog(op5Y0hUc9l*CA40;@{`s|zgSxSWA+ze>>*_AfXU7{Aiz|Ix_06o-wZq4c0E z4*|+FRBP$FXNhmp>pJ7G!6>bd+O zGUG*WLB8Pk^3^GpX<`1(QB&|%hBYEAGA`l)B)sK1)ySr$;owkL`u~#}RFlS7Io==L z8?u`c`e%m65V_L#A@XGHI?y5kTI!9xTWP7_Z1uI&=p8B>n z%CcU-CVB(7MO|^%%C@nL2kbVRn$j)x2YDWIJ7$OH%)Z7Gy0*VQ&SG@{^z$|Mtb4SZ zrH|gQ>wtcH;S+b+n(v^&Wnq@b-6AmGM?OrxGIvKk&bkB;GH7+}FIhI7yDH_PL-8>T zTqObKTjBA4vm{`o!h4h~KYIEACb%3~Em#2{=|g`c>bKq%;0UH6nMisUzlPz~Ym`Al z5zm=$6rN~OPx+W$t`aT~c%X6wEv%MzTaT4r@E%2UHE}d7E`HV~`Tk=4dp2iox1e8e zi%%hFCCWI6&#joa><<7i{DY$Rja>Wb^#dpk-vQJ-=^N0-sRJKFbf6!H++OVqm!^D&&LVhha{iqteVD{K`Xr^rG&Hj=64*j3X)hj7h`iGd- z$QKkgz5y`8k0})cx!PZiSF1h)~AjMEE}FX_e7Z-9Y+c-Hi` zY4{H4p;Kj`c-OP~_`!u1Il(kM`xMA4iU3hHAE-48K$cUOXt1ft%jPFfYG8sM8W%oh zGBXrqv0vy{>(8zA8=II?5~fFU0Wh~p$f4FGsUikR`?M_l4-a<|Mp8abhAqL{W zCFnHZ2rpv(fC+pnxbPtaaM(Qnfxq^Yactc?P@gS6M7Cu61yJ4~g4DQ9R&)*1M7I(k zA+yK2cKfvz(ZQ^%f-l=84rJN80hk;pJVkZDb~E^JdwRfUO8s9H0V;SS@~nY}1o`>50^hwQgKk z`iBJ#oDLp81q_k%6(_iCwb4Yf8>X1PI&dE7^$QCwnx{68{$*w)O?hau+z@`2?v#iY z{^XVOZ616HoKx4irTZFCO*#nv171H@x(#{3%X*2l1 z!yS48x+upqa){vK4A>p8hs04OA0X|64l0Wme{CkU(57IO`XVl@>o}cfb&_4@tROkl zQeUFZ>ENe^Lb84M1p8PU(?Pt#9{J&0lEi85eNhQ&iTx6 zaa^y}=hJ|(ROa{N!-9Pi7G_(m;w%XREcfm1v4-d4}Re=Hi&3>VzAzmpN{Xw|p$954y@n3r%> z`RBi0Nv|S~{CcyhSRKvP)?7fZU(c#|P&HYmwn)R18IO#WN96?jBa_#~1*yOQ^)rH< z=>Z_O%d8Lc?Z0Un3ua6k4}lGU5ST-+u5XCj10W zt~tZxPw~o-Q4@kfo+YlDYrmNA!^|HIMAtGz1W=AQgtwVY-gVf93c&z^156~GrvcKD zWQkg7mXuzp5JnBU^CC}uIIubY>}l_hYceBV)$e@`6|1`bQ^!)(qIf?SJ!Ej|cACS^ z$NvGaU{rjSpabmplXRS9(Zy?`{So!u+Ue)}g0{J~r|5QkpZe4FarB4L1+(_nT93&q z`(4dU;v(I52&USv*Jp8E`P@FS+K?TK7M4=3e7xPm_B945Q|#cuILB}JIPNyuP=CS1 zB~4d}itog%IrH5Ot8tgcYkt-OTaT~+Ka9jqteu}aM`nUEqI1Lecyn5$hn(M@QnX0{ z>4G4)9Ip+VPuNu~ug%@8D6XHh3pgS+WvTypx3OOFIc4MX1s2Uf6Q{}4-<}HiG4`}_ zo)Pb%8u+n6@*eOl%=pK*P(6(iZ6q`OVwcSHO#F$v`=8vb`cHau&3H7D@Td8S)w{L6 z=k2SU8W6L7L4$z;g296IzPRAoo5|_^8}C=FPF}d$XWM>jz3b@OwSB)M@jkn+-qbhi zb3NT2uu}uTF@O%hcXf7;gv8@iNr{6`gNg?QgZI!S%hbv_6&`QD32W?$E8D)qp#L`c zG7M)~t(;>`y9%?SgcTie2~6C#pA8KK3U9;DEvs8$_c z?kkPz$s``mq$^tMZ7Zek<~K*8rVY;MZEYW^W|!T z!*IPgeCgZn4okC?;G+D?DJtZU{Y!^_{Brn8zmzkXHk{;j=J3L*?r^qMX-HaNX|(03 zY`Vf1+xN$7oVLg5sXn})$J5@N(D0M3!$-(!^y}pxj{4>UA`%>x+`Zk0W=Ft8&oscA zL}q&(okJ4#&su7ly9PGi^A4DVW`W#_{mzoSHoub)0g?!}#6lbLWj4%{%=j!f@r#8- z34}Cf9_M{Ah=~EpOYZQlQiUOa=S0}*ItERoeXJY-2E{>=soDwcJvtDny<_i>d=XcO z7=G`1Xz7s~Uu*sIj}yD+H-)CWy%M~G)-v#VPjGLY+V-tQeGG9rlgcsI*IoDO`~zz|^p5X2!~5KMy@;AJd$dJb&&+HT|a< z?fDa}XA?tbAS*q6E>*V(Q)NQCI8(8iR$5;w`L<~{py54@ne(@TgL^zQ297TV+bTlAK1zt8Am&3ui zkm3@ITTSfWmMr)*C5dxFcuZCIr|vGCglotlfPG@L1tjXbHGEwcDU z5N4!>L*G;~)DL@0Gp`8QuQ-4k*5`8+SxO$)Id3d%>&*>46SS88m0a*DSa1xujDzE_K`_Go; z3=-w~x;Sex+)J&e79&=r1H@M4Nzf_<9|Cy-JF$S!6RJ`Ye6zUZsECK9Osm;xVb$Z(KhCvl_5q zN%Ukp&p`fp2c{s=3-8$wuqu5pVGX(}t>Mz;XiUT3!N-jT4lr95NT!7YN+X5Q5Fn8) zW7*>oDDYlp>7qiT6MH9{LbEW>v#40U!@^3aF!piwEVKkK_TcNTvpR+l2nV;zG!O>9 zaY>PMiM_tJ`1bGV9zZ=|8dptp05q`GxKUCeC!TT^enOkE**D zbqQYisvKb!#&)MG{Z!^3mI7}QegwYUnEhh-Gk;S5z5cX*GTlzf^MHgiiY)9CMveqJ zb5mfB{x+!0rd+Sw&8lix?A1J+k7=_} zGD7u6XojqDIOxd)tTj@x5SP5eT^m$sz6yXEe%{-9kW0o`ccsTx%iB-&X9+MgulD)J z=@o;KqN?@-#>*Xp5PiWWzzC2tjtlUO%sa&jeac$zru={HooP6mYuoSDRP(H&=2Ano z#v-X%TiP1CROzCoC~b`qL`qDhrjRN{D~47}CyEwH#Z1gm)kR9oCFYccPKr zTeyWe_{arGC&;NlskJ`cm2a;t2LVDB{bFFZ$(7{b3jZ!le%I(V0dR$CWva@|kt2Cf z|Ae|LRylF=`)~KizfS{$VojBqzzbhrTtwRNN||-YDo;L(8Re0R7l<9X)bYYZj!)M7 zar9t`HJ<0d^p^=4NG2Ytn{!SM762e%MVaCzZ=Bw^a7ZWdB?%{qwDWlv0((O57cA}*NwZynYmfgW=tvo^Jh^}{fl?A>{fIc_H&CTnR$7xM9%5eJbPeiGG0Fmxpi;7 z0Bxr;I_t_iymsv=Bi!rV_U-Y%f}}p)Kw>OPo&%2>?{L?(r@LP9&+(`)o09x}NBJZs zmt^JCF13WU8MTi_0mV3fgq;oyAEFmY<%!f~62eEI+NWGaR%{HE!|S-h6l*j$7lDMp zDyeHm%XX{+HI+0VX!Cof;K%T6(J731FXylm-@+WchDd6XHDcK9-t zXPT{B(Ur2oyMNJljWID&oH_;bl|%o zD-b`cWfMOeB9pFijmN7b)7W7{ev+VQxIp@q*!n9iYDcoc2vB9@&)R_7HNHr4Un~7e zl1vic9udtfonn8&buUZU-c&&8*JP2Tbd|mC%DbcNF2U%@5T+D6t3-DxY39qFJZIy% z4CLk|jWRLKaqk?${5^^UG~#Wb`uQm*+udIZt6)quN7i$jCV^rONHz5l!O%gY8!GFX zpnIw;Y=Q~2Bw-G=H||H?O=-U*>AmqD){h|aluC>2N4Ux6`quNC*@WFu`Sn$G+8gUt z)0f7+NJb+3`zf02Kw&juw-s_f1MzsC_UG#U?AZH}65oE0!^@!93WwB!bu#L#72X6a zYaF_6C!wDOd$`qfk#^3x<`qy1Vm5KKT?>4(0gzH^J!jUN@)EatxlAg6{L7Ueg~0`p z>s>BtHL%wm{P5?1QbC6No*WU3IusFrV7Ln zt_dWVB(k3Y7E!L^-xI*G$Jrjno3=HXzA3WWEFSC-KB0^W27WI>xKF3<3!Vv*^K_S! z+_*3hmi}<(D(={TcREm>o_T%Ma4`8=7UNRLyHQ2PBDqHO*7(Ys8;m@{d+2Dn7qYha zkFmh@^7NHUr+ZMRF7%D-Iz;eA2uD0k93!WYQRHHBVS9Y7Q48~?CxQLE!Cvd?&ts5H zK;>wxw)BvP(l387zr?+4xoovbHPu-uLZ4wv0TO?!eW%HRK**z|p8i9WKe8f;#CEZ! z>_qCFOz0y1*8v&O^X-&?Bc%%q&i^?21K#@#u&%NE_trIKyYJ&{y1@1S;c#N(>iEwL z$A2B(R0D$dn|f})|E`ToB>g|tnSWjPK0v#@9wA2lPq@Lq+C-EkS^oLi08e>x6R7UQ zQeri^^LuIG$ZG8}7O!8V0aJNI?~uaZGOq!rLCMkJ{b4Uy95EK^__tN(NKu?4<>xJ_&b=u6oVFPSAOIHtevO1` z;LwL#3nYD-74Q+!$V}67=D_u!*Xf8ouN`ePD6@a%$WA29jh;BdVahBW>7SU>MAn&{ z%61T78XEm_e+V&w%IT1tSpmrY{)gtEz%2fY2LU6eiAHDd$)j2j#Pci3mHjv$9(#7w zK-&$`K%x@bLl}BubK|rMShHr5w=`_O3)cw9ZDevOC5)4}Ax6yu*wWPXk=ggVwP%p6 z&onvJan+VEQsN+xZMu$sdAq?wd;;d@082zF4Y%I4K--fB(Dp>*dtW;s!@)$JVK`~* z!?tr;Bl19(3M^SVB!=Ivk={4oBZPi$#V71y-z4r~?UnN?`$8YXyTgae-Vs~FSIQR| zlh;KNJDAEYa3Z8|!I3mW$rGU&f(Bt@g#AtDzGQG=P?YCXMBODBE#3LnBi2%sU(Uz! ziFb2Sv#m*VE{f8%pd&1!wmSJKP5aRutZiG9zxKnXGM}txu-=RCERY2j4fIXs!On1F z2{8Sa0`jHo#MvPG?)HZg-+&yFzcHSL-*Ez2yyUK!pl^FKGKaZGX*wYQV+dwj1oAl& zIf0VhR{#-nH^ZbkIX882ZKh)osEP3G$d+&0>B5A^{S5&<;s^lQQ`SHsZkr>-m-SLj zeWp}@NUdX^VYe}2)x|sNXJ-bbgMx*vO)DN-V;^^U0}#{R9&v0o$WY8Ix1m@Wkh;DF zlx!Jxxw*zz_aSxz#w_^ZIRN!Sk*Hsf8r&yYe+A&~^sTWY;8nz?-w73vFsKT!Yjw^b z01Fus9dvQT+Orq1>5oV4u7m*4_1+9vyY4m^TcX(%h1p(68NZka;+?ou|%F zB5ocY&l~nV8OSUcF>`15hD*%&+RFQ$X;GJ==3)ja!$YY$@-;;c78D&~^3b zZObE2lD^e;WIx0Mm^&BT4rbj(09@?(1{O01ihjMcxjwiaQFvHWwk<7Ry3qMGszJ9 z33B`>dAQJC;M3^qcf^ZzU*7GN-Cw0(U}^E%!@WnAJS$KfWLRhQ96ms+1aG9>0Feg8|m z#Ckdrk#$f;?X%0kxoOO9p2Q7S&H%nJ+IT*1biwE1n9Qx-K4xDulbRY}7up+0@X}(1 z$rAwaCX&SrGBssK$$20sM|QQLFu|wWVqQq{Tn>06=rnx~qI7@#t80LPhAjTaqypvD z4IM;yQ(T^5fROtMJ(NLL%xMbnE+cl1y-~y1B#8t-t@UOpl<>~YF1%YAZE$+wc;F)U z-+wWDjr`2! zJ@m1HDLB))65h(Bz0a9zCi-28Z_M&3XQ7dU#IBKN65kS|fu~Wg20e^>JFB;IjQv-v zUgKqFoXRYgbqP1%sZV8RwL%N+)aO4o6+gQ#`DrY~UQ+&%v*=77{Md{DOUC;4=sgC5 ze-~^Vw5nWsG|sp!OrAo6Te>FeGcFs5Nh8k0zp$gQ=Epj`I_J6 zS=5|h!p)hS;ZOLXvsB~5ZJezv`B2Gt`|1P0Zv&UfE(~wWYzQN|Z`@HIrr3G9Xhs32 zVSnx2;0cro_$gT8-X!cv?DPFtpWUH7qY98_k4b&BrWnAqd$uNkS~p}~Ixx%9$+M^W zbD_<}iFsNDKbsORm=#SbO2Qt(t{Qc>Pfl{mnVn=72-Q#nO?=J?eu-Y^C5Eq*?J(XU zJ9t%~f;1(AYxC+P%L=c^Q?5a-J0A~sKK4otRh+Wr5NVEWj3DV~28fHbxAkf4K_)8B zpL6KbPZtZQXaem~qYtRd*F{I2v=5xz+Xm-?PiC)4bvWoC2(N$fOd9-op7Jt^G=Y`> z^?3(#xP|eKWVu3+_URIa&Vx}kwQ6GTnfRMV7}ad>4Jn{jjXlFpMN%k<_egy zzaxNCi?e81*P!v)$ha%bNcr+W2TbCEv`_7>V_!ZU{F0T*R^E#3xiwg;QEDroh6|X+ zxBC!vs6nf<-3;I5*3cMuKQOlSM5@~xc$f2Th*ObmizTn$A#*S}m8nXc3?g>8XZSK` zrn&{?K`FK)R;1Cj#2Whzfa7cyGL^#gB0E^H+2rzzIp!vyY&3fM?;`ZF=Gz+Z&xgK_#x+mBB=KsZdeWHpd3;0=1!~Zk!G43ks6eMnc-rZ^QZ9Y< znab`;D9?S9sWoqG>d^GO z((sr4o4KwrIDuK%2fz$^kPXc8q%C>5We-0M#e2efUFh2<0!Ds?#7fvEgC>6YxWJ2J z=P%x}zT!ZCbPSp@#`j^Qj$g#~m|3JWXpqp0K#Zp?eX7cE0%&2gH`xwBDyj_Cx?-0aAB3xszO>|+3n#Hx$C1-bJC-)?cnL}V=}taAS1noibYXt>aE4V6LsEfWT# z5L(c|oObBoBZ22{8yD9!@}b!71_wB1t@C&4TDMMaghp=5b2=L}Y$wn6lqaQY$WV%L z#-+7~3L@?AnTu~oQQvraE?3wE3ir=A(ABCYwXwrx&N(uQ%@21{lWCN^ChmZYNB-Cj z7`_0{8X&c;ozrR}1rdu<6Ee`8Y-wVPgN%VLgTg%&f;5{$(=&enc*Nk^=qs-#uTS4SY$@otL*%{3T6q8?V&l``g!|aba2E1B( zWwJcUjxqS$$f=TEd}h32Z^1VDdA|kPAw7@H9Ie!LlB~tPz|b%OD^;W!om1R=5eS-C zA?f`*%@56feedo4@%9#oO9Tx zTs)~;&MvD1yj@IV_s41vfjidp`V2YFPPRuNaCC-LNZ%S zsAln&r$gZ{f0o2&g3V>c)NS6ii>N)MRKVn0*#Js<`1J}mY>bMGSaiV^`9CJPY@{f^ zMCqbEtJI?yP~n!u3xd>}wJ7SEbI6vq2LuszIigYF!f~?2#6UDi`O_%D7Q`JpAOzM{K(l z>MeF?Bq18-F{dKvKTE_)K!o&!C?a&mm55fb$KD@ejeq6uH0ROzBs(nqERtf>p%Mie zrEU=0r^3)@QImw&0n%2XY8`+$W&9o;)68nCJAV*z1X!J;|yi!El zTs-#?;;50p85`#-wWp~&O>rR^znLLKO4c8^8brgb&lDnx8^FI)D$qU%Xh#_| zhycVxcVvCs>j96aBtsll569}^_54Rej{HN3uGYIm``c(Gbg{`rKw9&-6S`R56-X%%TR)@?G$TGLhseB#6o z-$iU2uMX;xn?r_~(+gfSCsFA40F5%AWsl|#xQiQD2-!1_mIGDLyk=Y3<<+}OZ-3@D z`Yaj%3ZD%Io?tcbr~JlN0hPNK$KJXTl=N*1s-|wY+z`hF*-X=wB_mxB@+9A+wnp@!iq273+JVS2J6@kYf|%j-8nQ=y`Gj=4z0A#z?Gxf)bI{Uw7Td zMF#BCWK4_zeRXj2c`2oRhu4;E(%=GT!5u;8yd=g?7|2dV_H8G(JwGl& zK?JG2JS+VqXq;*=9uG$b+-*M$a-H1ifW*%v@OCZw->F2JiS@8JMKH zs+>yG2NviJ@`X_eF5!^tFwMEPM;-~Zwth^M%sFq<2xyWuM( zQlF2FTP4T^FqF-lPqepuls;0RR4{dyRns5r|O@<0kWpg@^%K#ta_U zznw1g!}_5Asb|eI{|J~pxUNSn@OD3jdPq6ML>YaL8uafVyS2<^SPgAz_Z!lDX|^wy z9m^tn9W~R>!5A#J8IdQENpj>MG20Kel}X`QwhoiOGWZc8XXf!>ck7CKext8fwtAr} z76*NVv4lN9ypvjeGASX7APYp%X%f4A!ze)6IG&d-r~gs;=Qd>eZ8hY3G;2ENjUupO zRm&k-Q@(ip9@NU_-kA@~hd zO9z*h_gt$0BI`JG{d8P88Gc?e6W$O&&?dobi1WCPbi`bB=&Cjb*~VgdA-=kQ){;a} z;|L4gsL{9X^ohc^maT2d6<^(C6$*GE=E7~jD!$>@$IRB@t6i9}J3rrxkfx%bQRsuk zQHb=rVU*!s3E>yoeSh|h7?BupAB<@m`pIYnr@qOlVlc!PFmo*Vj9?t)$*XTg68OYpk{K3`m_2AR3 z<2h9k{e3gv_Eol$#1(p?Zl#{{s6&OI>rbdBoi3>y^-Hq|cF!RW_5bNn*Dl$hZvkkn z3_dpBF!Z@-;gj{V6Cz87rFHgqYuMZFgu5pgu0~EQ7l+$+4AS*XoyR{wZWe(b5=50i zA&z@D@^AmR@VXx0MkG#Hcz*!x!FAZ}n3u6UZ>-JaKz5%WU(u+D25_*4d$hhBm{w7_ z>{Z1%wG?<-D6*go?nY{-UsV=4edF8MZ`tb+F!*eXUY@Gi<93++AnmzCax12`RL-Zq?~C^IOOT1&Hbhg9 zr-<3d-9x)T5!??(LA91e%~_ePg> zWKb`z=tbzVS$B}LcTj3|wI?u^zaxOm2z|XDVF_$ul>UH0_~zXo6}4l3k!9NT5ffEZ zp+GU33*`%KxM+1T@cqX@cvLUZdt!(Ti%Pc^bfhDu&xb`0b>a7S{b!b|ISiCy4{MbB zf51`u7fmX(jE^mzsr^aIBIeemnlZQGwC@U?N=O~$5)lT&D3aX@HYw~_23%)GqXyq@ zE8CmIMZST|?}4y+VWo=ipY7=Lo%5tert60iBBpH8fA-1tpnzLJ7ZxzScR|Ao`X zrry|GO|ppcO3>d|D9vbAK}q+7Z8ySf2IB2s*LfXWsBenlGrS>V9{u;Y)4v997_gne zVkFN}b!bZ+JJ^}*U6<)?e7H=%wddK~P@ku&0b2w>A-1!l=Sr+ssUMY zlYQ5+)^g3Lpf*$=nqh)VjgtY{07J_&M(x1Cik4bsMLS?&0jzifJ8 zA0r51hS6hNg*ylHNB{h>F!cUuqI6j-e5uu*it_JBJsxQsUl-FZJ zUV5JB;!ZN1w|t_27skFXf8f;yzSoB&C-Ja9FP5cU`!%eYuHpSr<>p2=qAh5Ws-0gxMn5Qxjvd;trJ^wh z;_s_}-p53-at@l?gpBTP(vja5d^YR8&)~!R_kxN(1t1);TYwJ0w{*+Y+RisqqfqEO z2|`9!O0-5V_btQUcEIUTV+J`Nyixkz>N|$?MiInj*B1mEc`n-V0xEFOKcQEgc2PQ~ zs!rE1x^t_rs-GOFd-!70xp(r+XQz9S(<4!HDsaLabU|}9`tT58lVqs4DT3&=HAo$> z@weO`>X_epyT7uJn@Y$8-KxtP8`WQ$Lm-(k{X1&LbA4$s#Xl7w)}(A0^#KOF7$tjg(A)DV;CqQ8L+h)#NicrGN$YH13Tz))t;*0}J7w*y< z;|D}Js2Tx$mts`6r|m%PS6x^7?_L<{zq~yyy?cd%w*13qTQ9;bLbY`;_azcHk!j%A6f(S$4>`d;(o z*jQ#1rnkQtMbg3eB~|x7a=#|FU0uhO6%xt+z=&R9Q)YRg^j71ih6U`QW|hraW%j~b z2HDa#m#_bVcZUvU_0o$v@}KnR375W(r?jtPQVi(>u3pbmMhRnI3ogp=N!*$4%x7UbOI(29ur2BDla`P$43!8ax_nS50gX6?!O zt8uOrFqAWsHT$CbR|TgyHk;ieW{8OTGA-MlSU4l55F`}G!q+1DfPMW4{io0vcXn6f zkr0$PaKKZ{iuqJ&d|Uy)5BPBS_rd1OUEw2vao)8EiJW2aTN6!zgz^u;VFh)fdq>P0 z)>E#T@$i%#$x_7C3~cId#nT(n^gg}gKe$MpKOgcNfnA#IE(u|$wEV!eSD(XLzUSQM zQZrCWNo`+3)0I)HQrqfNbk0zIvLzop2oURH-!@G+%Ou^mxXvo7drl|Y=m9i z*pOFl>I0RT?tTs3=O|Yq8-;{T83RkZaMd?`A44njLr7&!4VU^xa$+jPneDBaysfS6 z=5%PPn_sVX=%=fJv#qtmYOWl+wD#A@BH_)tlDNnC4}H!sW+kf+zDuo;GJn&u(AW&- z(zbN|rfY(E5xXSsxIvez7N->*V{j*L8Lj+$oQUq7}dE>${V6czIp zgHd_(E%u)6Ux^FUKc$D~NR5@1k*~KN8vNiz*j7k|12upDX1c)$j*)0P5Ai6uXJFU3tcy{Dd zf!o7niPk&71`BugFq1?w`Ju2T#6&U+Qt0v|LxMlT##4^*oP~P3H5)0tgv~Q^Hb4A% zEk+JEZ3Vi*8IJ-hJ6>jM!*UgOhI5IqD!OJ``I6+X_Ius*?5L?#`25P^nix z{x|gO6Tjs5*9?8YoLf^(+y@Xb1a<0rSC)&Pr05(rclh)&PE8^`#ZDetHM6&DE4GKB zio9XvWMo$lxxIuU?&G%_H~p@-%hqWXkCcQV2Dl= zudAwAY1<~hhkVmPc#y@8?_6b=BUUVF`40=!xVfD;9;8`Tocr};OT2a;?Y!0+k=`CS zByh{s(m9X8`X{qWu$Rxgyv_1)Ll@m;)-tc9>+3ByD^-4WpLi_pe4dsO8?|9!99ha= z_ec*?f0fWD!=0ytR@%iJ8$Damo?O-hQr$thbpA+Ec79^0#GusJ(a7)O9g^@*S-rY7bFt5TT3Z z`8CvOzXy>St>%B0LT!r(iJSNwMGkBj-SK!&-u1obODD#CEFOLSJ5FxjTZ!0^RQUt3 z>5MJAQi-u-?F_HS^`%$isQ0n2T8+jLSO)02O(HBScY9iaXs@B=5A2D~ zH0U=+oLPz!=CfM&m)Q^Uj6>ryF9rwu`}?nkb8mvfx)Lqc1==`!S>3{Uho>$!xB(T_ z!QNI?(eso z5Yk0i3;+D8vxCWh8F$GnBkth-&h^~2B_S?PctVn^ZEIpcM4I0R78L%S z-cr+__Sm4~iBYVAJ4V?98_492Y9zP&g1FH#=dGkC$gISArxR=bY=dWzt z;=Fn-d|*Rj&ZZNhN}a>ERRd4bD#w;t>P$K+2j|K~Fhfm%RWaOY#_v;gy~TckPIXN| zKeEC*LP2c#bNuLE(P3Hp_3sDP4Cf(kEw+`zM|Ce>fV@e|O!*>8zv#=c3PU^IZe@t5 z@#o&3Rxt9;tGV|=#4HZx>HWsWSfAB6xDs38-M*z%lsCT!`3Li+$B6xJj~#q=2QUdG zwv?nNm zuXyyM+oIX_Q>?5n%Wnixo+vsjzJ@Q@$L!ymNDW3}0X#(;qEHD1)Db(p4xSWTV|W#?x=ZW?CKhyK&9-*G#bq zk$5%Y_NPM%pOxZ9f{pd3!oEEbzGWIVMYdch&4w#Q#Jkt+8)5mP+d;=QGv!Gk5sq;M z#UV6fEtC-DveKG=_UJ*Aknhrfc%=8Ctb?u@S?2%7TEhsh+W)#x^-TN1=W6dy!&= zmbNtCh_CP+Z|U$nb-oeu^vt&Na7h0b1eWTjn|D9$)2wB{W~F-Gbb0Ts8Lr-Gfd>K6 zOKvSCovYglo$!Ow#nuh@IgBs7gCd1i57^V1^Mboc=&RY>8gXC0Q#y96D5kq0)$lwm zIdIF`*J7aii(K6rjge2s(#rbs%1#t}BibaZQK@HGi2S`Z zC$u%(_q5eH`VX`A&tYS%CF|YI+&@JXLAtR*#TQ~(EM(tMd+UvC;^l7Kom?I>nu|X6 z@l^(kpsdCdF5!1|(x`3M( zkb|QcE}#JSIF*^S#2h~rm-l|ltEp?|j0cP$dkpc#l<(wR2&+%krzzV4s$blRFPCLl zHHncQgg1t_(EePybJb^q#Os)eTAe!la9zYc^nP0J(+hMl@Sxs4bgFuEq_Yi_HjJyp z>P&`n7QyCOCVc&T*N8b%&7g^aPj#RQ&5%&ts_L4~Yikz3mTZ2REOBgY{sXitk0*Vl z?>5ztvE;i}W0M^=f&3tmwpw{C_gf%#{&d)j&>d@AF@5MclvEqkY6@$-laZ&`m6eoWS1S1Q3W^1a~Z73cc^!v z!62%j@Et#VuiAhQlSn*{nKg=XIQ+R3$*7(==s0|miJ7dJ*%8+-SJzF#colY{4?`(B zJAKv2K}$_Gn-EFWFl-e4UWjDQYbmNetqSlu(sx738Jng}h{dttGjJVn#Q;IY%kft3pFy>00|eFh zY0BO|gGxdc2r3q{`$_){s`{g#LU8Ie{xhi9kAf=Z@k!5r1{LinsBX9PssA&mjsefg e|GT$!z%QhFQDdjW@&yy{bM>;#rE)X(xc>ng#MgKL literal 0 HcmV?d00001 diff --git a/_posts/Images/image_classification_4.png b/_posts/Images/image_classification_4.png new file mode 100644 index 0000000000000000000000000000000000000000..a9b8fcd8da13b1d0ee33701cdc8e5e966ad43177 GIT binary patch literal 64442 zcmeFZWmuG3+ddA6h=7FBEvS@qOAS)eNJ}c+NOz0@ND4@&APkLkhtl2M-QE3Lv-cBw zKkt6G@0b6F|8YDY^q6C2ao=m!z1DS|=Xssid{U5;xQ9lJhJb)@Px6JRA_4-c0RjRN zB`OMdr_G7+IRXNPkg14>f~1HDrGl-sk*S3t0>X<=5o&kTmD=zVHN!qbP_ZEpsa09* z(EAW6R7USZs!>!)Z-wU=$as8(8M7J+1>X0x@m_9vkK*tJ=qqSG6e`l~(gp7DB zxrJLBU0>QQ3mJDOXrdsDOXjJ^2bm#!rf!dFM805ee*BpI#gsRK7Y77sTuUc08V?T- z^EJ`tjn4EGvR_W!GUdSe%BdG)th+Ed7Q!R6d1X&><~#H65oT5R3m#D*qy%y&#WF{} zQHPcyqoD3RCz4Z}r6-b8nXR#nD<|Y?WJJiwu&D^MM;Oe9B)+Vd_9b5Tz~=jO`Wy#= z1Eo=rm$$;*Pl>V=%BAOLc-}ckVc&m~9`o#5+fq8#nFt`mwej36F1hR4EnwBE1|rmT zwqL^Oq&JJ-y@#0h4JAG>oDFik!M>wcF4AlI(_N0V(G{B+cky;Jy(O2Vt^SwV-gAz- zacPS^c8_iA*mSYdUhO?iyWYS+l*kOpBrs}x{9Fb)ngWT&Ml5*N80_+@;Ehxq>qnwZ zKVgzj9OC$Ow;NfJUVg88PQmaZ9Jz^hOWJN9WhB6|9ov@bi?f%fxRxK4kUDw@LkLCQ z?J6qlg84fR$Sw;%?~ME;Kt`q?4t78n-7Anvz?yfzA#Bo$r|J$?9A7YcxA~gL8l^y5 zM>xlpDe*HF_qXR1@()%dn&{>m(b+4$zVvtAHKZi{E{yORfi5SLlE47zji$8-^CgV% zE|L}{;u-{j^h@V#py-(&YH2|-_T}ABgvEPZ2T>tt5X8kg%mV*m#BXg9=!@)y^-6wr z5W-fUo3#B`DG#mh&fYcnaI@R}G2+fbmyZh9_0E~_F<-+wnewnuOjm_WRQvba7{LWmr!JE)U7;Vct%nXWeonq@D z74^Bv=?vQ;ZXymDfgAHE^@vVTPxW%n| zNk86MBO|`2p63mI&BMoAg+S?6M@z12owBrZPqgfakNXA-p;{gT1B3Le`(q-)>mgm5@S|DrIV}2*uymN1smgjc&JLy@pa>VT)Qvzk8Vp!i2C8ieCm{F|7>eOR!Ed7eEiTi zRH^m$H?oTN_EZ9`=8F&fznW!mnSIdsO8xRl`}2lg9($_TU^!v*K0W)pl_&C-kMR13fz;m~q~Di9#rt6S zLF5DbuFg7DHTC^Zm7?Y;eANWueld+ijZKY5jRK9~jgIsBdP1K>`)S6)t0hApG0`O{ zKi7~R7kegLDYZ`Jq3}|L^`(vKT}4S%oJ`zI<%~^b-aK2CrI>c(LX@$vP08R#2WMsrahsvR#s8zQWj87Rr#1@r!tbUts;;= zo_YRKR=P_rD3?oEHmg+BvT9tigwM=6Lpcj?C?r;<3&!+ySV3NiLQyDVV2EspcisJn zcRgbLXkBecx4)G`nmB;#lj@7?WU^%K^dqy+oH-n$#9BdP#1X{4oK~iX=KY)!rs8JH zCQQSVnJ&UbngQPo)9^ByM(BsfQyerlSjkf32FC2kJp?@%t}tq(<1#FByZX8ZnFgkF zr_!fjsc8!-;mPc>FvXQu3_!0D&3RxZP**}2K5Hy2K;;3B#sWFZZ&hR zo~}qWiZueR+=qf|?1#6GiVmYTxL1W(>hEo0q})pi*Mmn~=LxjV+=kh5d^k+U$HV z-#4`y<-93oIhVO7D4t|<;LW{cJBwH&K)EG#CU!=t zaa5|dslcaJg;6C{)p49r6IavgS>thm`V%z-Ck1DS+KM-W_d6*XsTtWbG6%8-vH(&N zQr+NU!We$rvsOFmI^K$BhJ2O|mE2P1%BvYEFJ)78_$GJ{;u#Y1L(+pWi3N=97gp7n zj+v06?lF~VujT1$6O?mRc{MVugUHBgI(PZ z?GHLnCU?%FqTZ`Tj>zS2vkvPc>z4+*Y+5dN9Zhde%{A;w?u{)D%$cuu9OWK+EE;dO zoJ=gA1R8d<8*J&-96Iesol@+3^&A`Y=p|v)BfYyNb!!}{1Zm;c$ZbIkHgqYhtb6O| zj`tFA+}S>0-^VZHU&L?mYgib3d;WY%#Q0_xK;#Acddy7g71-4>1|%2 zcA&l#6?x>hD4OTzj%`TB`FQ;W2kSHXO15*;&Wz|7))l?Af^dDO=GuUR5KUqy=IJLo z#53^_>FCc2;k$yYlm+|+`jf3TMa|k$Y%lIV;d~Mv_8_e6@kt04X`Pw-2=d6?#}BOJ ziW7M(=RZoKgcs6~#mU5VCb(06{2Uft$i9Tm9j4i}CBO7dHSKtBw0fwTz+LEC$}^;1 zQ-R4jaydaYaX4W+p_ZzKrhz+^Dpjo&Kkq?pJ4V}N^qC+7o4MOC#8K}!ku)OyOMC+r z&SKIFW z%67CwOcdwN2^B15Kc(#8!3sAX30@DQ=cV*6bIIfN$6;Zb=+*cZT7Jy9Oct6Pu6^TT zGg4=11Re41^zF4zmlLld@N6U-7%1RSF`7;`7+li?nh~%rEXb3sne$4 zSfAp8j#AOU+m(KeVpWZaBJ-bl3{|%rxrccNEvHkfU>3}y3{w~Gy6v@b7Y)bU6tBrM z_)J{BuVY^+mgl^&D?0gqsZ?M9cK0|{nl9Uk{kmx8&l ziL`UokztX#s%y`TuH4+~!i%M526DC7@s?tWx^=gs!4hwC<9xe3-AWvr)GMRQu8FcI zlk4SObyFTR7v0%ax1EG$;@pzn)*V8d-~0ReU}fKYztWfY)odx~_U;~*CUi&Ub~QB4otM86 zu{cz}(PVu%W8t;2Us@rQbu(8L@02tX<=K1leS!L5p+f#sQldxV`Nu=UF13k#*_ofU zQxvU4gxGeEwa#D&C=9WYDD@j#2nyi{$qffYhSl?zG|YbUo%9m3LT{RgUg}IDWW1l* z>8sh@SjI!L6ag8$LInSa!9PGel9B%T z4yr-&t$)5oqJ)2V5p(Yd0Re&_DJrb&jJP>T)7!t;ONmZx;3F%*NYw^RD$tP%uVzVN*i95ujSHyLne++;(c590llf`JTup#$)nr ze#aeo^9cbF2^sabQU7`YUA`Y(T9K8?1^=KI6?!u5#@uu(AyX1(^^pTJ%hllkEG<%l z{$ec}Omhb}un(t+4gSZtNH|*6v+vOHJ6Io#YzHvcseBr& z_OPhlm%=mpiA?lovZbxEneCNSx0?s!7~HR zVtMNS_>%Am7pK-^i$oSLm<~OGPtwE)%1@aZvyox-pDXgOr9nheqG7RLcP!)n{Vj#; z`aw)ArH#Es8nDiP81~025IQ3w65X=i_WR?T@aOVB#zW%JQCm$89^|W&pW zYm?{FZkX}B*g8BMkmuH}Q8syt_OxoV&~!P**s8KQgoyn~4LCZoYRq_MUeMe4>XeMd zz0YMwdTkb((+c!kxWJ!eT-`Q`w`nfE-0$Gl7MTHO_waNfCUVQBpOtteq8Qu+agDbg&_sK-GDWA7jeH7$eWp2P%YJRS&F!`c;aq`wcjg(b>=m% z!A4nktA)bra`3tmv-R4S%yHD)xp;qu+abTlVO!qoe8BrsPJT-`<&MTmwctv;eot`M z=!H(njYwZn_QBY}nE}U6%XSpJ>j7`h0hAb8S5@_R(o5Q<=?x9m;kAj`&8C05W)8L){_{I-<)PVxF?JO3X^5XueO!F=$I@4k2cTJ;$d%U z{mq5f4f9s{LNMN$6~J0Qw^6Fgj;?-5ORqF%}LvA0MfW|7tfUYK^NXe zr3RsZt3B*>U~2F)DHd_H*TWC~W{D^v$ztF@7q@;=>{`b4+xBFt-u-zfbaNnthd1f6 zlAt7-sx%(c(<)y*lc4IALDFvt zmSq)HPt@D|X&9x=rMqbhzYZHbS&toG-ZZ?&5{%a4Z{lydN#I?HXV=Yn7SxkEqV1$z zz}T#-WfWuRZ^(`uD_mdlji~$GGmau}b4m6jG6!>f=th2BZ3}^PW!45j^GWzR&U4Bk zY?aS^j*w9_X0I=H-Y(~*7b%? z+E(cVlNgHxKS!{yt&8hos6@X%LtZo(DNfn^Y$Hc0Cj=sdNOapb<_QiVfL_m5li&OA zp;MPrdEW3H%cCh(u1^WL&T9IQBR$#H)17D9*l%a|E|z$Ou#Lbk={a zDbe$M4SW^qUIoOFFrR%sXLQu^$l`iQ#U>y0&9WI!Jbk$l#jnog_=rScEh87&rIUqj zGXeN!Kkc$|w1&Nx;0X@7JQn{hr0FC?15MMSpb6Pv5b23^9r`6eFq;QEcFI<%L0nRO z6ZU6(F1ZoGZ20Q0p&Cx%Nszj`g9}CS0`041DD=??(8{~^H)vK(>vKuWMjX~e{~;Z9-mS1rwlwA)?~f{p-2u6 zY1GDYC|*NXD-6J<&*L#G`6@kcITcL7zu>-Ib25#0p+O0G{T5Z!dkTaiZI0uKnQK5| zp3Cztec60tUn??s3BV>%5p#*q^4!!LEOw!)h3Z`RJ1Rs9C47t z&-g#GT>PigDoLgpTr z`ax8mQgPh4%OL~K#+yUTNh+kg$Becq%He-bvBh5@O2?mBUG^7?M|9i_C-;(Fb4!L} z&Cb_jCaXO5 zZ3`hniNVj-GpJ_vS}1h;ZZ(5=8a2NodD#76?GsJn3mZ#1A@6Rd;MpL)?Q&|}PIBj# z?=<(JM!0_F=EzLTHPT|QMGxihru3a;LYd#GQi~-of*_I~=nmhy=)H9FcB4#-3p)9n}jU$0A_n6NNatsLxlcEuSXZbTF13s*4-= z-3X~^*@%UfjXNdir4k|C!;S{0-u3E&v_=EY2E-Usokmud_$5b#o%(=sZN?T-Q(M8N+mNq2}|`k?C4(aN7=6=IHd>nCwfJ5vjQ@II!#+^6kW{c&spmts{-!!#|2JLvS??rsCtiKE)t`ODYu?{T&I zgrD_=cq)^o@!PivoJ@uvy;HP^XM2DpPw>hhbf5kJ85M&Ky6S&8AHdvAjv+BXtuX%% zo#{oNrg);@2|A#N;iAlMG+D%8lziHZiTOjz3yY?Vq zM|qQABb6ZdGTjU#Vg!6d%8#?6f+Nl;WDc)&X7=9yO*`Ptp+6T1aVK7!>9@q!#aKt z+Vq@&Fu!giM1+d*4T2Fd5jV4P8cf#1u#YrwAWrFQgny#Y@)8u!?ikSH0p3QH6&f$V_j)X-HjFF#dW%YZu@$^hu*0F zYPx5Lz;Om0A$7jIdwmG5NPJ@hUnVcI9M9Yb+?RDrxZF>hgGki&SU5{1zIn975iMPH zKA>cAMxKwwhCXodPfTgAS&MgF&uk*O3Z+SbEp)vz%Ur;g+H*4c`Qh%XVP`kvlPM== zM-ommWq+NhM@U^vEMOxT3%p!93XDsOR?lx68yy83pP3<#@THj58gu#s3f9Kk^-?}@|uF*UK!@_k&>s=_c-fL!MWo(kE! zI6x4=v2b+cL z>#c^Nvd{}@1u?6$8h8UD0>vg|GkD?uCS%@OBynEa!X1Z<-ALvc*v846_YR(~4zu(uNl%-0pCoaBffASVCh;T?}1H!%b& zEjxL>tzxUV`)3P2rit@6np*iY0KxgkW$n3aWb0m;C3b!J!*b$)bu9twvUV!e?VC>ZKoT%d0(x_8n~SvXBEqQY^D*y=ITHhgNoq|5fHo>ObtXd z$rAZ3rW~o6yNzZFaYwaa2h35N$Es@CG#!FOp|VM?T_~aE-xW5W`)>aKRDCbWN@!FO55>OtZ|~t zv%J#DMkH2b#WTyzY2_mzscy(}xu6;#0Yqo*zb$vb8ndwDgghx`P3SUi5H4Go7_q;U zm(D78?o@X%l@d3w>R~o!7$sY^RjOGaeYpByMEVni;clY>75C&@kzo<_K{r@}qtsrN zI~-hg`JLfVi^HJ?)hf4Oz*17k{#WUC#4k2VobLo5A>}>-pPtrx#z zE|naLwAcI!nX~yjbtwGIw6_ij-yu`(I}od_9fxx-S)r>n`2p_Qy&wy_>ONJu0!tuk zKh0;8PkxN7C9N^fk!f)2ww5%p-%c;s(ablZ_0BG|v*k_%HTy?gL#ct&{z&-JYJI9+v%ck*#3+V3C35Zn}+zSvY>Q{iz$_tLS1EbqIeL8Dk0*mgISk z_{?^LJbf}%yaN5aT1=X;M0r?AYpJlSOM2HQ^!`j3mv3Klgt%UJad0RWRT9>~!cvcMTLNxbvr6ehEbyrwc2r(x;91A53JC#wr zd&CX+pxmnz?wD17O{(53fVFa6mj~UF!78ChjoWBwQ~J=g`QitcHU`j8O9ba+z5?kg z{Z_k7GR5tAK1Y|;)vJ@4y5)zMN$&e?#QQ$jlS$u#QSaM&oG^2;efnE5J1%9d{ddY%T?uU~tyc#nOPWq$1GWLc+(I zXW62>5xq)wQYHiPXWru=!CS#IXz+D;8#!1Iio|NKSv?mIJIyIMTaH@^sEHj;4b&lf z@dW7>B^2XjER~O{L_@!}cLL56AyD1T-PA$Yr|CoRzz%0X^?o$Ji|x3> zi1vVzynu=_A0S)Y?bGQXn@s4pNxY`~2dKgj)g();xNYVV9I;}#jbGxp6}vt(3d$Kp zy_;svq1kzr^iA)#&FE@z9jjS&8Fjt#E&!|0I^6Huy1>z(Qqi7T5c;bKn5kM`alaH@t@}tAKxuW45RFRw+DMT0jOwwx zP8-kyjgvgMrkodoIO_^1ez=nPzA0Y}lP;W-GF!7uO<}`F<$yvi$)l>egXsbBHy!Kh z(s1+Qo%`_MSqZJ{YzBTtA6+UQa;!1{^pf&{W}Fd#>?$Q-Mwqfe;WWk+oGE&;>P1;EQtm<2xQn_fJjy=$q2C=NoUurAWa7oG?pe)N#Uc zgZwiq5cY9fT(?R_{9V|C@ciy11CFg*7BTw9m#iPIBEe+@tAnu@-u1H&POneubZy>0 zAvkU3t_{7KiUviu1C=Sc8KBZ+)tEJkY{I_=h~8FGBEDQI#;>MITf~tnAc2e|`cIu? zye=0glqNfQ7e9+Uvs$<1edhrL`*yhrI3s)NYztV=dT|#TQZ6M(6==qiWF&Op#S4!X zD@UmF+zL=7Y+rT};%|d|nY&gcBG67t4^qPW+rMGrDaQ#F{$xLbC(9rq#+u>RbT)dr zoR9T*Myl$19J%*>fk@w-blu2ZOMZ_@zg|5c$Cn1j4}X3}87;<1u3uQOEgdkBkj)58 zvb+NUIj%DK(aGMU)fu;@k$j0_;w8c8Q9LSW`m@o?NjnC`D(0}?iY~~j7|MBi+B-z< z-K_o@o{Gif?=sh2+CH20zSR%7+UZ{Ry~GQXJ-QX=X*?3GfNo#w^n-~C$K0akGs_@5 zJZ@vA^4WJOg?nYx*Q$*(r>AGfWp&zn$HJin?J^i{VNN7O0xzxru9lpzuJedIh}5)_ zg!9($xg0^CIF8G3)1QT1+*Ugh3)}K*Ju_$JDev94;j-a0eFxDzaTU-6@T@J!U01)Z z*(F_QY1lL+<{PtWODIspUZJs3DP`XC#g*E`em;4%F}8BmCV`;Ud(?F;xJmEx>aNdY1+hS~`teQB zW?MF0i|^Q?@`?PVN&8z){T}N|SI(5@d%b7DeA~2`S9LcRb*6w1GDNzuKWN|)g@`BW zjpl#~4X-W-<6W7=H`D2tR@ZZy%;|@xrD?I4(_<@1UV@f2N5i-4v$FGIyM^jX>j*&P z&Zwu1K6{(lFu+m7)Njw2aCyi@S978`Fl3(0p!}Ptq@O%7)wq+=G~j>nweCA|AJPp#)P3cN5KF;d`BU4r?ePGR*TMk>3!%trYUpDu z9Zgw&h`Mhpdl%b;8Ct&fYWpsI^IYJzOe#$R05NRl78pYJr&1yhRFwSU#8~+ifr9tL zIdugttQp7Kh?hQl$Hz7KwqbKeDY54ZqzD~O1L<6Uwkm1q6X?3{SxhcTkh?t6yei4} zU?kDYx*TKcNs?bUFqlN>@)h{hV=6)6Ved~q0oU!GYLfF4{gA#7*aJY%5$tJ+LAc<> zw_1Jfs(LtTJe+-xg+CN{r$_o}foQ>GTntD6aSN>?AOYl+&->5w*^}-7NS3iGoX+jw zN4bM)-#!2iRbroUC|_{V*7$mV={>H!zPm3DeQ& zmh&S*4@URZs-6>vk;?6nJwy{+a{U#?n#2Avo8wXakWJxrffE@Qk*&JSVX){|=lajK z4wSn0NV>Q`NEOA;T(eNLvL(zw2lKAf;kx|vV9!ln58&==#RGC3X#VxNt7B9?s(!^6 z+f^_SiD?+W*CUPDws_4G6aOG^@xNL?bod5nJCj=jBSn#83z?G)5aFF<7p9k&N+;}B zy%G~`6DF$GVmY_!u7~U$%#=TpJI_MxfhLIW8#0@6NlY?z#Z-5>KUP{kNAv>^)D3Jy z%N9Cc87D-DhmdRM1e4_2+**Uvl3_QQOQ8Tm{t~2SW^oUo$PEgKr0oi&f$wT@`D%j?cY-YW<=&fP z3uo-jzeuF2cLNEfo4}1T7bK!*3M7WH%R6N<6^{Hv_KdO1M>eu*Flb&c2s#>le7c97 z1k8FvVJQ-;qs;Pq&!^y8B}fdF?h&SUpbvNIhQB1ip46V`_{L(^Hl5buh|D&>opSLf ze`4r4RI`AOZ8hp`(zQkSb|0NU{zBNK|_wK8pdAXcVq!gEhkbxhvvYZccQ?0`TzCiF#m z68JHz?>%wj%>`f>Pe4xwu;ewMx-c2HRU%HA=hx5=zXBTK?%l?Q#Z@#O`6yja7y3K& z%?%6gqaRSm{ifLglP$s3cZ{qeWC9Voh9}|%Q%wGr%dA96Ay8YNBJH8bRv1V3xG%HQ zRi1Sz*%P^UvbHP+tbI|ElLUx_!hdPMGhALU<``Hw^i-;s@U?T6>8x0qG|gT7XWQU@ z4_%JOy~O~v$-0>-=STuH8@ni)A+Cfr2|ys74prL#aJ78Cmk`Z-Vg%=%cBC$-7#|>q z@dVH@u$o7DFZ#;M;N+F0MH>4I9j9Oho}zJ?U%x=scsUDd^~^f>{^uFpP(peHj zC8Y8?NLO_KP}PMdGAxjg*QtAz5s5mOsx0=tudTsI_^gcilPdv4E=p3<^(YY>zfx!q zVD`M^dR@ZwXn}F9nrzQkdtC^+sz_hS#SAN_o8Al1sBY6F7pL6Uwd>-1)kC!8(e<0i z0;KVZr}b3UHj}7Zr%%SU?7CF;O2TOVV!jD1Lh*1JeozRBXJ5y7KZ3%2SNI$#AhFCw zXIQ`hq{nOIgGm+(r)GNE$UK~G%$8z?T^JfbdK7kB=d4BnFNnVzkSQa<-2_c<(QsCY z1q?BW*uITmf~+xeCp;7)gzkRWC-I6oV(G$t4@vAS?bEa}K#6iM;0!sG(}zOarU@?q z)I~HTXOAbW^HB!_+|=NFT2?kgf{2q$!3gP!_8&`35tm^CmYB9zStL>h2pMA&etW{4 z&Dnt@t7jAS4i=;gX6^d?8Fn{b%f0)inUsa&7*5Tnzrl<7q3PO59N?js z5w-?P5;S7y2S+S1#W)tVJP`LsIP10@2E`*B6E3juMts!k1A$<-cR8yLX1+oO2|LF=Zsxh~8e9*p{MREDx?fLxKp+rjPQCaHnV_?CDC5I z5%}60+bpFxge-_jNhpEiP}Jg&5T)A&A6AV45T~-`Ay;iF94vuUj06DQQ??OUdKgz< zZnHoSpdWPpgp0zhb{tB5O6!B+S0=ar1xpy48_nDW{qfAq7X;`quHPHH_8$&?Rboy* z{Pq-{Sz#<$UrDgEfb*YF(?`)jzqpYa2w*i#`U_A9AB$n#vPq@w2jnW^-U&987|8DT z{qo**KnrYw7@c5K1$o&yg;M@Hy8AOr=uG958)iI6$~&NXWkDP6o3Na6ki$@gWS0+`)MBQX^Fobo#4%Ro_&VB9>cjL!8j zP~2+-65Wx{HD^IB*%&6W$SiI@u3*>%cc#HTKaS&y(nNcD3EqKnA5=MBQ2KOs?Qk!t z_$6wZO9ClsSvhJC2<~XD8Mn2kJ@I~r*M0dx%D{c&@W3SNp>&GMUb=PScJ)EGdnwa^ zGio9%SX*ml(wQ7l?rM1bH_7mR zP^Ic$YcN386m?peN+V2J0qH!qwSNd3887B35Z$n!22+F)cMC|Fb4H!@(Y(H+M4r|S3 zO-=!A{ScmcKU{tO6*|wJ1=*f`g~trJ#ftdlp(~kOK|T6=C~}GOD1*QV6$Og)CTL(& zr}NyS?^}e2aL;$j`Ey7EvfNY3Lk|Vn0piWf`jBvU@a1c>ov+O|pE4Qs%}(;EeN#{e z#gbt=do{c-{-N*ol0aSEkKqI`Gn*e7l|yHC0rg|^$m8rEz_b;9#Dr~q(@YX%BT}P7 z0in(+FAHtzvvlL1^yd!A7UMX%GXgK^P>mOt(fL%jD%po9Gm3djGa9NgG*sr@o|iq^ zzt!7Hw2;G8*h;0nqdacgD}2XL8?QNT&1IbjS-5r@?A+rA>Hwr(9CAM+XKImeffpeh zwT2dK`7M})-fr960W$t~h_0suz@E*AfG^o+t&JAw^W|=sin(JRzRIF`Jn=6+hX+dLT!+9BlmGZ_KTqzxbwj%8Y3 zpq*Y0)~={_pdR`{PV#q8T5#N6E+gI{{k-H~_RzX|uUTiaPw3VDG>xkIn~&GL^~#a4 zA!)ViS=s5J`ru42UF4RF)aNk=G!*TEi6?Ou{idg3{upHVdN~&$!{s!Le+hD$F-^m} z#nf8>i{;TRNe@OeR3bUj*w|b88^fcCE;P6&<(c5jx@-rZ;4Km$c3V4!!w8UMM?}O2 zc`Fq{?o6<{H^6y)aTC7gVG7+**Zr5hBU*N{=RXN*Kf^29=lD9l{hq-000UJ676!V? z=qTU^feVz<2D@<8F3J`~C;2Kw-8`RjNEBb&{^d#;aiGJ0c#8g5T~uOJ$Ss@IK;M$y z`B_4)|9#oIot$mnU{NGs5=87ZkeeuW59|)QxQ%}hs%bk6c~ewz-{HSLT_~~usZxZi zQQG=A^w-`XLPBWzy;i@1&+`0xjWTnf7DG-L)c^7~y8)=Wa^0g4tS&C)H3EX_G>7Zq zY7Sf9d%s`1lQ^OvN|>+09&FX!T+>ym6A5{`!-a}|5G~@Y*H6~`aH!9(2t5RTce}u4 zmx~xsLb=cgy!w+N>#tl$P|y2ttH7HEpETgT_?8qqUD@Qhp*bV9NBwInQWsrsu}CBb zO_av3$0EDp1Cv`(DCyrkrhj|{jRlsJ!N$kzf8&?=$4AM=z~Uu9(kA>@-|f$To*@Yw zRVH@DzkBungJTt4y7JT(8 zeIUp4uqi|o?lI&CBDkRZnIUDb@ax|!-0F{5%5P%|9QNW0-G^!=ZzB@H#oU8JASeB; zEe;+B-YdRtB{t7tbx|nQO8sp-1RY%_k)L-8=)4IU*aEaUwdd;z!__%^d zxbu_-2ms11u17+**RZ|~{qcmwwEx>-{Vgnev*X^cA_HdGxx=P4c*rQJ^}t&`a=4zI z?`U@Z6P-DJ8EB4j8@ZG$>d0`r-yr~S4rbdJ?46(CDg3uj2$2(==RX|+Ea_;r4gh-; zyd4DoN$)liTxIo73O4<5n?MExZ$b+sn;<`Pu@>ABzjD4!FZrf0FFCW{tniOD6gt{8+l%at8e|hyP{XFbM?r zZ!YJf|8uPWi$~kr3~yRET{I*9^-w}^{~#MDfd>5 zf1j}BQ?OBj zbx>kDMJ{c{-nddw`v*JAXczdS9JAQmDUU~C`cAN_i33BlV3?kJ1> zYq|c{fcah%bPml5-e}1Gd%gabxg5R+=hYLU^5~a`@V`_2@2dWHul}EpRekZ5!m>9( z1!z4>gID*-+;@MNf=V*+?!w51cYfWq>u>Iao6DY?Z*Y@6@Y5U~(QEL6I6$b3^x%oi z3t+P~>|4G~pv7Vdob^q%YV7dRjO+E;N>LXm6I=e)ZO|M{7I!^!bK%v*1n-&9a2zuX zSjsc<1kzGEP+DmwCa3l&KymeOFmcQD|F$m&6bmw8Kf1|wM;Fxc(08bBjKyj9)R zvBedKbO1?qIIs9@&Q}-1>LQ<4Az?$a}=* zwMXDp!rKSnZuQ%&m-7U58IwGQbhS@)-u}3~mRGec#aw%;7pou4+YeVeixi*G4`KH(87|)WTbM z^{Rerhh0sm2U>L$xJ4yEX8Z!c2xHoWr`AcpCrgb@ea*E(hqOoq(F1-rc!^#L-u_V} zi=(wSs3dPVlE81>0&n^SZg*G#qm`;-1l;pxI}+mbV1Wy|A&GXXO7w(;GCCz|ZZ?UJaG}9+lFh{st3}UY}g;`U-Ux zl6s!bO&MCoT5fl7c4aEy{PVN`nxc`Mc8iV5Rfs&WNhFh>g<2?%x#m#uSRCj@S3B-1 z8lYzcUKCb-Is+HGq;<~~{h1zZ#K8R`haZ{UAG*Dcj3U8G0Ugsd?yO=p^Rk;6#=N;; zgNoJexUcXn$u7g;WikpB7^Il5HjRZCj{WM(^IX69%?6?3wkjdN4kToy((Ux&8w16- zfF&T?(_8_I40B`$dnj|=v8enDu>Mvqc1@S^p8MhcOK@{V4cwT&(T)zJN^zWTZ{fZR zAoQnISJ17%UC*k>Ricj~GXr2dUxG$dc=RV+&Z zKcjTM=l(SP{xM_8prR>|3+0b!shQc6#I5troFdf;4*D8itC{XEw!!^L?OZL!XR3ru zqcs(I-RZx>p~9Hn_y7DYfZve}MlqxV#h{U-wQoS|oAYb-jhrIYQD6wOX^QGV^&#Z8 z(sBh8S3Hcx5hgu*pFCkz#V8gPa3sT8xq@^h(ANJeN4u~G&Z+`=<)a?Aen}d` z8vex&(0HJ4lh8Jz?Y3327Hgi@Mlb+xecePcD@fru00i>41}aUZZDDHH@KyRI64SGw z0Z^VV%C?X#60E#)J$+KEHb~=&{)u~M-j&C3bJU+Qx*Y!o`1=|5n`I8eLd)1)tKi}y zeW~WZISKF_vwqP#>>eMGKO}Yn8G%6dQ}QCJMIz`MQ3C!WwCf$2Y4#aFNY$##?LiQ9 z=u~~$vT|5nhDRqDRrcK0IuEZq?AgDOBq1phBgyBNo_4b&GpFKBW9L8}jTAucP@4v^ z(G=XEhd?PXfe5Q>9~Z0ciCla%v)mB}h2tZ%%6WeV`f1W=)ASfcQs(K{VBCgi;Pql3 zbHA3yfQ8)&gxiqM%#`4#WA%M~jB(-U2Gi&F9H|?E3 zo{!H1)+;>~kq_^h0GIPvQ!@pK(4M zX93}8v5I?(Bd^3IgyIbeBCU-QuY4bavLJ^{4#UN=OS?#$mh;@le@x>aOz9!^j3m5~ zFh{MtS{Rgz9W+20;h>2eR`O*Jcp(i=Qc`-If6(omQEkgRVCaPK_wk8O$7xSykDH_h z={XF*_D`OjEXQ8kXHxzPJ3~wHP1?Kz;SJTRj)JwQOa+bi@n}qe9k9vvP`m&*stG#I zI)UP#T74TEs{-Eh;Xa@&n*_Ma{G3vC-*?~^bD(FQKAi$BZ~jM1v!B&@w~7bSoj()M zO+%b7_gae1f^Qn*MnDUj=kWt9(#OB8>r-qmJAKqJ{s>>DPY4yObae7Isd=OOi38})Z1YTU3NaJ*vB~|!&x+dtxANVK85+6TUpVGqJaNVm&=ytDYr*~T z*ae>J`GT~`xKkQv6{F>%SswOS{adq0Ub;=S`pgHrO$no@9GLNz;oeR~ahK7?)e=tE zf(|7Y&041ID6#M2-%zKcfs(Q>J7y31QfO-f7H1?YW8piasn%mEpEfxz23pNMBFp)w zreDaD-Y`TWknQDd&IL~@dhia;I^iAiJ?Ws+F(-P5M=5xnIcf~}I6J@-vJUkCZ8@Fq z82s_lVlL+tbKw1TQkvJ+rIXs8Y7LQ%1fB4?6?QOXuTDL5b@i+F%~RBZ z?I%+2&nfDWE)&u`>jyrp3Dc3)LLPY>Wp%l}Z1F^@&&)gTcy!gaYp9U~k3lV{xRom4 zTkUpK)WiUXYeu`$;Wa3c)ys?>fS(K4_`=w&`z^x_L+HuB>AuMwC_I`sodocUd5dCv zRhQ063-kg#f@`2vr`3N3xN-ZR7IlWr8>Xz%Q7dA^-FIoH^BL$;LVjs4{1}B*%UrsU#jfjK1??2I+^bW&b zhA4Y}K8)#cPw$`t#*{O?39tz@I#<{Mel!CWT&U_9x@*CY-X;f3WD;GhY$ z^e=0rQlRpr%9wAXNs>8Zy#`Pro&PP%ySu40X|@`M5i0$xEu>0^(>On9Shd>q0vIC= z8BV5gEW3O));2ts^qn{@*skh2%zb*Owow5Ph(f7rwk z$n%fmZ1c0g=F#H1v~p)&wah9BgkxjcO8!gh&Log+$4Yepgr$4Oxvz|g5%SDYhILZv z>?3Ud7~VQZQp%#MR!cAp4p3obTqXBNLa^n(vnMJ@aZ3*ppn|RxA!^rb>RXn}`wj8H zB2d$j`lSrmfy}j+vkgV~IXVX5odG?LvCSkuTwFnW)xntFGZ1-U&L+noY_htco&W%m zwl5gUTD#i~{MTcGO9;U!*zE9oDWEpKC1QOfUIM9IolDXGEK;B!5d&{iS_94-dAQTI zY4~NTc-p>t6CTM;6}GT5ydYSLD`5Y{_XX(dtqr?v(AZ2Uw*;DCTK6N|6zT8K7?9jt z^gQ$>4ZG(Mc89C+`xBgMa9X&P!OEj7l^#3P?H6Qs0j4m~v<`4fesn&UQmxLiFzJ%} z(rmklynOR--kX1_Q6^l_RXQr9q5~Z&D(|zAx@!l2H{lvt4?1cJE>0X^p2X zy^s0=bjUyBBy}C^5a8Ggf|hKjtZ5Kfr%knUPJ#PRu|fhEI=}NjlF~iNcKwdYaA$v7 z%U4A6k3ZD{p@Bw{7A|JO65ELj!H?#sl7-Y>vKWKBxiz@zF6N?HgT&VUgOcnP?fwGz z6_Ce#wccKULM?TTT>?jmc1||eqc(UeaWMaW>n3b?Pb}aa{KtM?W8ZCjf3;88)_1rX zno>1QQaS(WYQEW&mkfY$v1Bb54;R6ALi@PZA0w2IpDfl`UIN3tluJ}C94&@2?i{74 z@6E)3K*@y8(>4-9F7T{Ly&oq!6b2gnXc<9jIn(3X+VI5tsQk(g@{=FfPPEP}hD^^~ zwQ7AY;_{<}l-ZV*pv26~Dggy4!M`4fFnY;+fjuS%-ty-O!{g%zDok3DJ@DTwo5{uxX)vk#Jc+BBEubKT!tII2Lkq@ z`NY5pX1ZNuMVg@MhTPq;>+e(wQqMcT{#7 zAhKlucQlu5Gp!bkUjwhwzji4Kl;U#sj#!Ax%OupsYXHSHm4?p$AA9c^6=k+{jVhvG zL=*ufgQ*BY8OX_2f|3LzDnSql5(Ej7MY|P=qGTjU&PWo;+ERc82w3E3gGCOKGkj~K z2z|b{-*f)lamT&m{OM-kLxuh9XRo#9nsY8C$$UEx=$pJHOuX%K7|wzI{q12?;Uv&L znXBRJ=A2Y1BvUgT;kggB>K&0)VhZ2^i}G%NExet~;akGJ;W&Iso^xEa8p(__>WUoi z?|iluUknwGBEpW;*#$-BXZhdPCHOQHr3DT=sxFRsni@xT&RDUyKIY3Rg*c}*HUp0X zb$gGTn~4plYirtU`8~yl>n}H;_!aS&u*an2S&9j6tSxJ^ZTC_ zRny*KH}?tL!7^!vWq|xz6O3T8Bhw28w4f1`{r=gzE}|Rl!g>4v<{gW}m^)nrB;!)I zYn5&q_UtmX>s4&d>IOl3c*$&T1`($w+pA9bT(RUyz~gi5XV>gr^ELNQ+6bmUBRQLV zMN?`6t%US8ugl@?x~`mEa{NK}QrDaZv8#GI*Na@w{gx7IU9_gck$Mg-QoD*dcj2$E z1IJnHJ7ZjsO1>l*{40v6M2cqp9SU`F$F1#Kk?WMlUne@lsw8B$;POVh+yeJjp7y=M zMB$tqHy}9yhinZm?(y4n#x{SZZ8hg=g&RGR?U9Rv+K94GCAaFTU3`bnq$nI%+?66C z)$HTVI#WzsZxup$Cc0NtimY}Yq>UwcsolmEH{m<$IP42WQnY86u=p)x58&en5hM1& zUQ?jwj$|@Y4$OgAr?@h&{Mg;t0p}j5oU57`HfZo3mcc^tz|Q9%_IcO4IB7*Hhl*ID zN>Yc+7a)UP&rIw6ZJKui5|CV0=3Z2+3=Il4H?IgXis_u8P*!66DA27P5!kMFpy+fz zM(1$VMQ@_8vXGeZ{3*ik2DK4wdL!MJNe*|5SzJBdP%GGI)Ke5DC(yh$x63HOTlFCA zWs;Yoi_CFkO+y_$uL%o|EgHDci|jmuo#&JtW<2E6){MHi5|+i17^B)S*+;locoy<8 zkrUna1>Hl7z`;rw_=8meg?nVoF@@8XONjTHtb3-#z)6C^f1n~dsu5q?6}E{zY3Itr zKDjtpW0zVo)~q6epKI0ptE;0dpD$!`F1CL>S}V7Cv5zu%dBi_RyvsRV`47>Xlh4oJ znmr+ymiI`!aIfsEd$+D~uf-~#JN0>L0pmI+%BYv8yo-Z8C+YoD3we9+Q9IDEm&Na?dN02eFTyK~Y>TB=B)d z@NlbGL{d2_w-{4+TX!M1u2V#FA|8*lI6EEbZS%X{yeYZ^@0y{A>+);ULoe1wg z<&58d$Ou+% zk}gYYe=j8kq35p~u@8*iLjG?!#jti198WUYyY8h+X@XYJQ*WJc6F%;gpnj&d?5%KG z_GiHbQ(O-HJ*A9?ejYm--tmm?6}$SeTv)YNI}2c`C`Y%~)EFWj54Byb6MSvhOCz+nC z;x?Rlc1u2b>8lUMfj%D+7tcnH)HlCjbs{iiih++s@b>YxEYmWDP)?)U!JZq9(d8cy=Fv1cYw|{E!4QJ*(LnR{`}G* zUXB~ex|NQNVtle@cTsrW?>Ap|Sb<6c*WW##+VMl}m}*rrdGA@LGsUyo>4|WTHSJu` z{>6cdz)76lqcJ6&StKE9f6ix8_$=j4Pttz9G}m%3czOt=!3s;(HTQxt2d zcGh1d;W`85pH6z)BV+ASV|;h9Z-%GJIgKk(`*(^u%ylNG9h>ap@BWa2SHBYFO#0-l zrg9I9tmySC3*K#3LOp4Zg|%E3h$?LTY%PBUl`b1Za3QifZn>eltbLok2X_m?xJ%Tr zD+s#dv;gfa&dEN$!?PUHR>iK{5eUw7z#P;++rQn(a^{yl}MF+|dHi`G&A1 zb>~j*3}rRtxjtYAu7A59D7Tv=dCpC7$)a5PPDV+Or{@|AWIMoZ!6V8Ws{T`2@O*@u zDnKVuuM?_`$aoN_0u#LFbq5%?g{~kQqa*DFH{A1r^MLitDI=`Q?pqu(4rWF%+J4df zp0s>9njU%2rly}MII%`@#Y1qpsaRpv#rhaU_&b0_EurzXWp0h0bx8AnrSak})+!X_~#3&NT#hoFdD;j=qH7l3NLYh{e+e z3I5@MvA4TA{a`wWGHK+-XZ_6;63^b<0kqV?hdU0OPR^}hbc}^VH0_s%Kr&GSH8qy* zYIWKzeo}CG@fj>=^yWaZk)#&c3Pq}Al=+=qkks=vzS)A@ZYK$OpOZFlkfIjJxKfAe zotK}`nXA`(4IIKUCZa&wx(M865mZqb14J#e&c_E+ywDy`od_S`(mK5jE*G`8dojUt z7rMh|-p-sq-1)A**rM#l!HGbtA{7P;vNF0IMDAX6uqTi?D6am#`*4=|l)ej;|5qV9 zQma;tHIf=(GKQNX3ooIKv)u~;gSMJvVw)>C6>*WXs;AR4Uo#Cpdl) ziwFS07^ZUq4#Mnf-rkm;LF#(XtSDQT-`x861#(+W(l!YO*5@%D98wA44w~ZWmgpL3sVEl(Bwfr_0;zh>RETII-E5ijM}k+?$*JY7kQ(L6s#k-i#?h zZJ8l<@_bFlo}DpCTx?^;0Z+wKZC|A~;basiI$5cq~VmFTA*yW-uT7H(gx{FMd*;_~$f!qX%)K%Q)W~Awo=i8>PxPgAIZkq+3pzy}rH%D6 z%0;bBDhNl&ih3`sJBDDCRUf+x!YXP+|Kg;0> z%sJfyJtDbvqnU><2ejCqXg+(Ly$GnvJ?=ZJbFOQAh4K~qI|gpWreGsuD*T}Jm1**9 zu6u1_egw)E%SK_**8-rv+o-#y-3->W2=}JADq`!{K{ivH=(AEko z_SSOIRqfI?ZwB77QrGorDFtTxp%yb2M9_wQh~if`o)gKhxj$XOUcPRJAvuY^XoVv3 zY@h1%J<5yw>^<@t3KrYL`=3Pw1!|fkIbk{GK2nHr1}>d_N#va+PZ(_?Ykrqtu{oZcWzwnv3-HS}UPI8z@oZKOPX`yun~`)|Xx&OFvLg;K`c%z!G#__#_T~jP^Ve zDluIPK1UJ}Cg&!^xeFA0dF3pV1LG=eCL}Lg?`IORF9JZs*iVA`%H6bF)lew-3Oe`- za=o1D8=dLxqGStG>slWBpuR*tAL(=!Z}d(7W_*o9zljpvR| zZ$sOHf_G(&S*G48=Ck{A_o>)do119V9}kP^NGw8OQ$5Vq)g4k1C!48eS^)8dhw_0eL-=_ePmXPg9&yTVZfp` zaND1|OXZu^Sp-jN1$Gji3?%7;+3bb=o`)=$`kAgL@6Y~1z?vZnJ!lEsBThm<$eHGAj!%tADsIb0s^ddo)A3M2K-3H<;`CMlLX(F3ey6&L3y}m+8|jM9 z{GT*mfN6Lw&&pA`?#iife*@34_QGT7v3$hJb@$5A69+#ge7kfDweUw9-?69JgGb>P zOv0-dW&(=?G1+%r158ynfePk2UlMGQzKiP+nb`bAF~%f&4_k|LWc$4N(Tr@|0{2&v z&x4ucDO}5x9}2Xlni;NoMT_L+??9GL_&X)FGbE;e_>_Zwe*=uJp1~!>uJ`mp!ZO4hhN}-@~s%2f%bxl zv6|eO!A5>mRQ&*0K~C*qChPoBG|cIWIZTy3U}{By?z-;vfAD@B2c0Y@KNQC zd2hy)nc}GWbzs7x+xaL{^A!C;5{>q(ZWM7 ze%Ggr4n{X#l>^)1f|gyUjafalH(Els)x+w58?>)FWCCI0tux)yIN#+@zt$HK)c|C- z{&XU!q4euX_WI)dlY&Q+f7?uhpsZcb zdxbpnG~AcB?kD`*MP@H*wjav$Vs@9-qr0)!tlz@8Eu!VpUcKGFjSvnAnT1fYG%-GT zTkd}OASuglFXM^hYFAW-Ivu-Rx}C?n=0qZEhXr$ADJPT!9JLu*9ird5dk@m`K&aVO zomO}7Z@>PZc3YGR@{`7gTQmI6QESU%_WmJg0~aP(El7A(^z>@RnC;zY+MPZ z4bZKVae&18#>AJ!(NJwjJg8ii=5_{x{qK1&L9;21I`r!!$es8O*s9~5bOJ+|pp8km z$uasyFM5HqX^^Eq?$y)!2{rSaMnru}kOENbdH3OgUvIg$3=}p4x<%H_vYThhuY~At zKNOrm=Yx58=Z9Z!t93}-b!CPC(@nbK^cgNkb*(E7NHT`gl0|>69g<-KT=#4Fr+?n^CIjJ+!gVcRwj9@gd!;Rx zCLTKYTv0-A$NzW^Zn+M?d^^~y4*dz||AR}f!ufgR+5UfApkFWX-$niJqW-_TQ+3rF z15b7!|H@dz@An38{j~hPP`L*?*Ni4n)dr|_(0OP{C!kpX-n7_g;|z(9Kl;yZZd^PD zcz;C7r}pjuuTvx)zmeLEhyMv7003i~200RwO=m{4$b)P#e% zs_@%pCw!kYvcwlfUI!v3?ZBaLTxXp*G$^KQ2Z^V$0{|LdkWm9KV4|8&ubUCZ6InCe zHcp19-=YS0oHYlBgOL-~q*yd5=15SG((=7~V1FJD6i1;IWLFK;Bn3@K2MNJg{j9Iv zP^#u8%j%f5fZbO1dq3opHVS+=l?0@eCjfvJWDewq9Mtv!h%I%9mTu!vnK=lrAnCz0 zJ(UA=vA8QQPZCou1W_(KfB`Ah643lZ&O6P2=agoP_%t~UOwQNI=iVN#xI-4Hsd0t7gt@Ha?P%Z37D)&pQ{32nh-bNCqEcjAT9Zg5|O=LHsT=)avS+zc)sRT(!>B<{<1@@qv~W z*WQP|cJ&i(x@oc9iZVFfpOHhnd1t5t{)I6iJ`VWmY=v#}Zp@F);xXDS6>6c#OrHAN zdi&-D-pOQPwthtB?}B7_c2Ng8L_S;1CdQtALaphD&IKSG3oLkHNrR zxB3{V1h7EON`!V&hWtdcb^+|Oc2fOUAbB%}>c9HYHpH6Xt-XZ^%^u8dnuB0tBo8AP zxNLFRnnk3h+!DHG5j_G!U}IFRcK3{sqiCvz(L=M5q5HisD=i?u8(Ooi_xrXL?psg& zf1J~G=ShNYT3rcytD2tIy71{L$Fxwi1$E4*gxD~2i86}H^t4K2qMmQ8>$G%Kl2j!> zjBz4B57)og{qv4}5HJc>iI@ZQUA3X0eE>&Y#{D zLTlm((-8)ha#1s25fRnUs1GWNLPRJD!V9?n+_iODZsgmF;orVABq?V{W0fR?J+Hg$ zo&~B*JhWh5C%S;Ct^%YR98EMZF912-#vydE^=;xfG-XW>fA?de|3EkK>SaQ(&ut%p zzDl)rPBtDENte?JF#AbteP)J*$;BJFMe`YQ0fQ2yt4@_Cte(k??L+|en7`MuqPO-rm|{oVgI-l3mYq)zl%ody}iH+B8UOKz!g-+A^0#) zr|dbQp5LNtsmGgyWEL61ceifz{Rh;ejCY(xBOwgfw91GQU;hM}b=%FsIglW*(y~2K z@$|!@4);hfP&5T_YOg2WAJw5^1Y+7CjJC2+F3ID-is08)y4MUonpE7gs1;o@4N3t+ zs~y=)>^)@ewDE;0_o;0cNDpif>6}=Ry*SNB!Y*mjtn&LR#D)`CZ_U-{Gm^&(L0Ukl zdu>Lh=@}G<^h2{&=ZAnC6O+Z_TBRIRHl--wJ_}qu^K&*={5cZ%6(S}J^lua`zk&|w zlol>4yZ>X)`|W{)HTQer{zL%vuvlm?_GMO3@{W3l2;M+*}79#e2}B|N*`b86$HpN^?NEFEDW6% zDqtsW;E>|E;_ZBcjZ0)Bfwb~m3hcf^u7?Fg#Y zco-#;tUi7ir>i8dzL;Lvf?eJ_O01f#0b-P^m?G~q zPbY(uj|3*Kr=RO?3NzSucMfKYl+1HT$=k(sp<$H#obg;q0eadq!H-2&_1+0=biV5j zy9LwaFYnY8wfRITMei2@(KHpmd^hv+5NiD^t&*Jc@lINwv@l&f?woPj0cbRFlh;q; ze3VYE9pjSpRW}T`$r713p%zQ)%o*W|Pg>?wTX1?;FG&}NX!QKTl4Hme(_^Nx?EGov zcv;LN@dMzT+d!}~V;}qTszoGS=`xX<#t?F$yBfM#Shz4HuMTvDwB zq{ojnQ4(H$Gluzbm01gCRnI`|b+UUqlGsg2CL1YQTr&}#whSZmstybq=YJmJ9`_a1 zS#Y*l(8O2d1~rcxDU@%By~Qg?J_>e;@XQ64rgMss_oX?*ww^SdjnmIm^3y=RcU%)k zj6{@WJ(c7m7pe{MDdBy{TBs*D*y=>QsNY6<;e6sd(qM&6az*Yr6MqJiKpS!whRtwU znDDuxW)+CCa)aNFhIKFBu^btwk0C%vya}mW*{gEwRrT2Ut7Zdru4M;Zd+EBRp?m5` zeclrCpgS?Y6NwNty>7Yp-pwWFeb!$>JIfz=h=|xns3WJXf?C(vEcW`B6snE{*su`V z``7XOG-x_vv=jT9Y2~-XiaV6>LH<5cW? zm9ia)RP9BtR=s>l?>8qH{*cq6u-#MQg1g zK{TL;%#)1q0kdQNDp1c=Y{d0`_k|Pd#9c#yhcP;IW8Z!}*5ZUcWtEf@UnbzCOz-c< z7DyCDjhJ}Q*i4+bk@mh7(S32#rVMexUB?wrb{ioF9O23*+&&L|A=!(gbu$G^jp|vu zStov=7bfuA6{&kuvE2h@T=x}ZAYj>Pe+-(KVRuK3^NUI(x%35tmiOi%bC1>mMsLBq zsm=0wAWd9W`4C$Z5fi^x14dX(HJ;%rydmXv^_6RE9-J__0#eg%(H2xoF&TbyY=Xmf zmvtq)$kjP;3#j#^*SydlspCc8La>rB*pL7FqkYH-kC8$C2O}ph=U5ee&yZbsY;DQ} z57z zw=NosjcA~Z8I$l3l_C~4276$;M5F|PgPdisObBq1vb={m9J4JjLBAE6U|+ywO-8EW z^K8z|(Kd%tmC~5GCni7fsa=uc6_KY7i2H)nG|x!I{&!C&eWH^ixZhXXsc;oSLtSO3 zbJ1(z-*4JC_=<|A4gIW|E^=NQzMGEdVRxb=rDT;8B}hGJO!fe%i!eWl9-f$ zf*WJ&GGlOUNlVW1yVN5%6oPMF0bYM|wu#L~r~?(-IXBu)u6Rtfve#wotv`Qv%9W{# zXqbQpA`Zz7Q^Y>&2zcnEj)Op_b(*by&fS-YSKc2OSt@k*c2P4IS+FVa#V+jlz%e{{ zH6K1;0Xa_wClf)b-2LH$&^z{AxG|ZdyIH4da)&vr)vAf_)X%$@#&r({@x*bYzl$DXRS+DE9l4th0)cE3 zowWUw%$ZQ@sf~Jwdy;3pBL?31QujKS%)~Ru0j3~p@Zww1kS`S}Q}-wzC;uE2&E&Mg zMF==@V@vM|+zkPS`_N6p$gule8j4;nM90ShK*MkqRYlIlrZa(4X;QVp9blivHLELHL3 z^CE-2$i#%M7d`EVuYP*JKO-m2*thMIZ*7nkmmNy_!OglK*T#uz;bsx$OQkXUGmmVP zRY9boXPA2d=sR=96jB-PNn-UO8BV_lXl|P-7tM2voeuQnAiG_*{B;Lc4N!n2Uh2({ zt;#cT73hSD_GYYf?(6^Is`vQn*O(wN`|b17+RiRDlr0CRj`w38F*3R?Pne#6){8*XTw99m)Fpn_!?MGnr zkGkapwYEH98yJ2(6tqKotygR{CNZX1R-q~vq||w}Fr81r23qX$ei?RsAGsNy$GbY@ zJE*0UxEz|Fk136tzUD2S^70x;A$V_eCV%|gav$Q^T)JpuD+xF!fZ zJ9P`7Jeq85=yZ{y@=Cg*H(exc=}q~ntE+HmB+7M_K(HbTF0yvJyHs==E_fN%m%OuI zxz_JBD0T(T(Ui}^`l}hPR=##=ZRR`NRB7hF*C@E;y(%zkG+1^1_S@>3c7Vrz(p~ZI zWiz^--*H&+G3QH%Q7Cx7N@R;^qJ2-8vw!A8R#8CAzQ%*D2+Nc%B;OuD zHnWSbcJSw8LQOdjMN4+ZpOc2Z?D#ZM6kpzr+C*lxJ`Jz(7{7K`)5J zZqgsRFW`!z#e_j?*|Wphqu6N+((8znjk7HNWKCRnbJNvp-mi4NCQm91!4T(fS3Y-A zZp;!Q>b3Mv($^F51%h9s^JNVepl(0%)OzM_arDD2sm`vwK(iAy#`|M%8i;jg=SYLebpTp9R+Tn4k>l3yjNX9SkW@J`;c6)S?YH(A+3AXxDJ#y7P}%`Cj)R zIszsWDFe8_Owmzu&rMbKq8N*S@`ZHXD%f7x>P*15_G3C7V)g!$I63Xn+2ujwz6vIW z)52{(+V;Etc>l(h`Am4-9k_S~!hrB5J%>jOMGXb0%}u<>7Fp z`xGO5RXTI(rL0{QfS=pL2PKdX zbO97H2{C(EQ7TCOx?rNviqG2W_?kRrYVgX=}#0J=`&ndKL zINK8G+A8`(1{Js)g+Iz>bWVN}iO{?s=}oGs@ipd4#d+c|{p4yDY|^8bBgFUaX^1Ft z+@@pXG!aB0fqX6+Ob7W&7i#pDkkZJc*vL!wDQFxE_|3uKgMD(xiK%|EwR|HyC}owu z8EgdenL}U|cIpcdhjp&geAt7Kj7(9eO{N1foZ{5cXeecS|4hA#Qz1|b=F!@-Ml|Df z9^=$*&}cunW%+=#1`r-G&L+o~gZQai4Nyjn8!Bgf>lZ|()5vcBKryJn2^ZPJjViaBnM82J98|Om5CRmW}89d z!)nwEqE$JXoA)j@Is=x}>tTjXSO8icDi?f7VQ7Wp>>RMda$1`c1AyTY&#&V2S~H}F zMZ`jXp#|TYy3x)s*^RP(nRfG~jC_tDNFqxwD*e9U1#lk1F7ML=K(VaJzAo&Fn`R8a zkZ7?TWrp0 zjf!`M8eI2<*#IDAFqLc=aA6>FkdR>b@j=C)UQ52Fj$paXt9yU$*6{49@DA3wwn5sp zR$(UDKiMCC`ml1q^<7Ejv&fqS^Q6UFAe2oG)PatE$1bM%X+sLUu2x%^H%v);dv&2i zuUG8c#K@$l&T=&E6}A$0M$;1rB@uxf@(oed8K6S$kwv(iU(g2RcaWLq8Y%GJOQV?%nk^!^<}_JB zC>joG4UNRP0v{OtVLjuoQeo3H?w)iMpuN`U4$xGG$wNk?S9~@b&z=$sgUwH)n%&vC zIK8{R`Ol%BcDR~~Q5X>N=wQobrZlI<5kg-KJTlz1)``cLmQ~`xy!ryJIcf)2fGhn1 z435Fpg(isnEKy$Wy&QFM0rwT8!!K1~T%v6TyCe=KMsQ>)mi0u@+VVww(xdVUE zT|1y{l$~9Uhf*tiNKwi=xv(fH#zpG76;R7_!HwBlKa64R<}=?BR_2%lqDf<`TKlxn z;#Jk+pIE(a3>^o~Clwu$?^tS<8-=hD5m7l@xRa#0t(%8$f&+W7Zquu1N( z0ymPf``5ja63Sm2Y~j|0pou>%D-_~)eImdBs$i5$Ips=K`9x5-et*n#JLbV< zT>aZg>7xsu*2$P3_Sqj3vNauoa?U5>OyN=o682Ijw1KP8-w+13XJ5Aj)KSip8_%ua`!D^vxvtER`i;$~9*JZ$HG;a3Ahi-z_rc>k8#t$hFNTLkB- zkXYgYDSG%!IQsqx10rM)o#tuSl?oK(V854)yk6O>GymJH%570u8^@i!WKST?6vbU| z?rG?{Wz)?l_M(g?1iNhaDo-&!Tub`0sTgD=;S6`gejK0Iq}&if0s{*o(X0I<1X z_4~srjp6+tRSOnj!V`wh=6E`$gch0Q54+f7Q|}AEEPq}FGKCwR!)mwI$eq9n0u%o* zRrb=;19I@BY7*}ZlkSRpzn8n{xi&OllJDxE`d=|R*%tME-KZ%az=4%r|MV2J26nRN zRT?xB&%$nq@1`7|FP)C#jzhzanQk``?~tb+CNAc1&yTUy`Lo?7t%0gZlN?9?l_3t?Jp}fex@Yi%>~uWm)5$QZ`%mny zk3qn!w#|Tthk-$L&Ur##W;IIbZfHP3?*aX3gT)_fX%(h>JDB7^5(pwBApvtTervy?$!n>wsT2L@E3=Z%$+ zi5~&{4wRY;gi<&oFNyRWH?=5u@peYEN1 z<{Q_r1LEnp=lh-F$hM8%_`qHC*5tu(_qdT5JER^6{EBKRK-2$WTCJirJerz?`d^(u zgKfPv@yHoWn!=A{ZoISj*GLlQ1tZe-bGHdtswUQ6Znlqee&O0t20N#P zG-sO%*6FQKLyLFr3>9S7FLS3H1SwqgH6Q3475KcMyhw@KbszgHSAo3nT&ot%oT#bS zniER@ZKEvOyLXy6^_RH55HyYm2olLb4&=~%vyZx<;JA^h0Hr$hp^H>imnO}Ik7#0{ zxH8%8-^<}h3W0$~?~qw|Y?5+9(|#l9ek9(|(n>pBV)Y8fe|~}3Icg1Y!Y((s_tz_4 zC4p&I>Vmk3l_ek&Y(006^iDMp<99^M9owXq>b@Z#u-g|XG%C1(xfUO$Z7S^95i<=z zk(cM#mnv1SV;9(w_P97z!gAvdxvAQVjtt17-XFv0Ti;*tdYhXlb=~-YzHZ}2UZE)- zH7HeS6}T%at`s@{c*UIc}?n*1R?cGe-a6ieI1ozZ;hP|EUe@c8kkaBwp!3f!E{;~}D&_FM zdvi$4v|;%NPDJ(m2bW%jl?q^O+K7z*%U=}3^4H6Vu2qB@u zQSFP+OiKW8OjkV5GK$w6R9?nOae>DYYY1mHHi8@D9+ct_BKxdc#yC6)a(3_#OByCY zs(x^!zTLc+e_dd+%U`^6$JsF$@v+^;?U=Hdn`Li#9LyffaXFH_(QVz_a{m(aauU%W zYc_l`*lZjy^Ss}Q%7+{%>nXmgnrL(Ef&LwrF|e!5aWePie%;U$ZXiZIDFQs0IIb+x zMR{Fdg~&s5PPRK-yaruWchK$iegV&yTaJN$`XsyjU@Km<&er-54B3CUtlLs=tkpkm za4c!Z_R)fBds7Zb3M>k+?RZQ;IxDz@|&b;z7L%QTkC;` zZ4mqB;!qtw`1&d1Rm%B8#(x}9mDXAO5_Gnk7^G7o=h&;=3H=0(wV@Q96%*ia<^Jt+ zMwRY71O7zT&?22nJPLfrDxk(LyzA&5kT*c4aE05CE*{NYItsf)uMOJzStaGr9Da#7 z$Yali0#O>Z>$SMDg2q|1wwxTG7u?R{(pE38Jj4)(IK@kXT-w5t_at@V(Twrdk9E-0 ze7Vy=HeB$6&>Y<0h~kG@rkS`bW^X)inVN|oVy?nV=W~uTZHYq1IC!7|XALZz+(G>j zKu0l>pA!Q_VI0_b=%47Rc_mWDoVyIkv2_^bF;*j?)ixPy)+GVj-qh^RSCO>0<|CUl z3q`s6j)KXvbI8B}#=)ge92A4P!|PZ;=q_(!7O=l6QX^OxE-aud1#JB zVS~7t)%cEYw6k#e!B50h;xS3=3|FH1?Foox{?4}^i}bdeSbX7EP$qN?o|@+=>wmAi7T zlpp98vR&w%002x7=nIZ9G9|sK14L}hkULe3VOh2-G0}d!WXarvyM8hUy1@zalWE1) z;Q5=^dcl73+w{7hmutg1e;kaV!ObH9`sLY8w|1D^AiX&P36ew@>+|E1La*RCIyW_N zL&78IHFijMVfg)kayZ!kwo(NtD%{N8pgw{zVifrZJU+;FWjIHG@<9vwK$rcDV!~NvhHxX8Y85b@8a3!FHNk$|;eQOihy4%8_$*>RMp8r)J;} zBBEP70}FI01Yyv6mJls>t6qAxmB-+3Ju;cJM|#0rMp}j|_j=gVfXU36&pKeiJ?KWp zcsjYJ-_OUs1MqJr?aX&iU}Akc&eFaQ#sgJnO&mNz2-=_`qGV{=_dSd^4|xl4UC%ev zNLoZ(QazEgUUSr5h2jl=Cp=}L#n)>}e-ArraJ8}F#Ck)6#fL2% z2760rY&9-C#{C^E;S+15sfkH4Ju=8GEzPI_u|n`GZm9E#II$Aqmm}B{&g8=vCBQit zGX6Q9YXLbcrmEe+b1SnwXQQBhCI~H}$M}!g7}3d9iJKo$r`4ufy!{|>2{DgaeF2~Z zaPb^5EbIO9yaV^Rm_%s?Jv|dyV8V-M+$~#b^P1xaOIiG-+-{(QahjvRii@&=zBB+{ zq!bzQP?f4(Ke^)75a%MvsJn)2q1onC1T}w@EBS~PhpLIzYac8rvA>TaZ&@9MQf}nu zZ0i2iNLsi7ks8p-1}kfm>)oaKUlO&z^qMc<0}N7shS| zcIFGWRI12HKb79`TnvPUUNi;e#obsXT?3EROA&hSdaX3Uu>FK942v-GA;9m($5AwKmLgT#yG)-DS^lY^(}61Kb~riTPbG+VtI0h z*(QAQ{^8+yh!M)m15DdH>9rWC2D$1qp z*Hs}L=VrzXtKsMxgd3xPos>+YT1g3>1Q!0z+p!UWRl|d(8W}F-h!oMoh^r{bJhP4j zxLtLN-&c9swY9O8#wdWMqj`8D`kVqo%_sVgjQxY)EUp#76&ShLkdQ?aj$N}X;`bKl z!W;Cwf8ckF;-nvbJALb}wJlNqnwneiv0ms<%H=-#lN%DbWag(n@+B|>_YRwB2W&gD z1D=$8tOuiGsJ3^$JSm4i@T|8=Io1@kUf@+T;x%|3nfWuQF$QGNzj{6jQ$>)I2yf$+ z)!)u*H%Wf~EoTCD=;;IdA6tn_0WbN8?Q@JTeM{FZY(XWo&s9d!ZCvqekIH7~ou}(@ z6K8*67^J&G#f9$&C4887T^nDs;g7qOHY@dTHm_tRO;3$fHAt$Q!*=-`fo8?)ua8d? zkb7A`0=@~^2=R`#LN|r@+Vj_A9@{Y;YAB6ZUXGu$sn`! z9%WGU4h-<_?34FJRpwQkB{?%mr4!nCOw|ran<%dQjb3Yk49|Q5w!jfl7Nk8-S0-Kbsjya01HtY01AlDdcORG^1LH^-%)$$#p|w$=LKcy<-)^ za*%far1!eCb{|>Ha(hB`FT$L(4TntBW3yvFie4JAp*`WQ~w_bMaQXcMyDuR8QnQ(dYOd+8swVPpqCoJ-vcir}!KTzwks`ge457Q~ zZH4qP>;*iO1lsg`P`$D0ggj$;q<`HT{D;NbkHqMFGX@SjSG>ljJYv;Ypl8r4qOs(p zgWgd#7ypFEm~l@hQstXqH;JtDIJLi)&+a(D&y1^N8;wJAesIg}h%}fi$!wbOYIJiC z9y{?JW%JJ9h{Y{Wa%&kpyJn1-xu)0lu|UTA1bm7s-W~4y2f}Nd6I^jM(a|w;x6JO_tlkYf^5~ zx4f5KZB%(R317@&u9^@p$1#g5swJ|xPB9Q4zI<@-US3_Qj)Tf^J{`^+@e_zqXERTWt4v|h8#iGOv{ZWLn6JkF5MU>>>mc0fLOpWXFc zYrrfTEu@jZ+ydodVqcEu!m2uNbfjM-cRWQApb%4ysZ5QEZ=_vx)$kVzBC$Xh@2inP z3GN09$iOXrZ{-890`vswRDoL{HR$c4uMq3cdU&r@`)9=5jCZ=ZAl8SZKlW;+-^4Vn zOV2x(>nssFNsLPZ@o%I-_z9S}X${H#v9+8xL(=`t+ zAZvnk^$Y(P5J}{H#a16+^)8b-m)V=l*imcT_8S?_jK1eByKl-7K!>-j%8Zs7*~UzU zpt>`48L|>DM^ykCb;WC=nhuOH1CiXO1ck^5XoLq_LzKvCWw1pPytIynzv(DtC#%d$ zdK1LKRJ$5?-Z`J(2;8h4SHAWdi(MTIs7el2PGJLQLeDI z6lH@NC%mz}9k%PG_LAkq*^egsayYR^u6mW!YY)li zqiP)_b9YPcd0=Glm`A60TXY{=!#1G~%R{nIJSHJFF(D;McqMLCMXizkm#<_Uxf`0O zKA={%fHt}#0 z#mj^-`CB1D*+~58)GM;)zP#VPTztNxUo>c^?l;2o98=dI6f`Uowb*2pX)4{ai7QgnKM-PE4LkHU5LD=o_uHL;jw z#Zg1isgU$nZCG@xc*u7Ou5x#6BYnnQ(*)YfRD+4%Mj>Gte5qRQ*#Im|ktIi9N*6f! zxRcjBZS@$a1aebG@`yKIm-@auItmG5&>P}oq(afVP!gOX3tRkVefeZ&K!wJZ240jQ z2^yzV0Pv0HpI9sSBL&LKSdc*U1jE?9^K@6DTfSfE1El3fn{B&m&5=ULqGNX-KIu>K zNn09?`@_8*7%xjaJR^+?4@J3YHj}t@MdgCL&}dE$yet}kk;pInNYNbfSb$$dxSHc% z*s9{$_9E^ZgFG2Q{zz-zgAh995102iZZ_-0UH3YHKz`l6apKjn(P#B@$TBJ|9!(I# zxZJN)7Us*y`Eqr^B=U^Vu;DV87Aj!(eD%jDXW3q^v&+fN-ZmH!I6Q=FN{O5R56HVY z<-meUO-Zn$UoWW6y2XcO9UoID`tC*cQW}}u@+#bat5o6I!*Xk=AxXn~g5+$U{g{cz zYr9^YSu8NX+3D)_p$e79;&Jd9{A$R;n{7a3*x+RwF6!*S+h9qb2dcmXz`D7)l{kSr z85w_?38THOLb&N~SOKLw(|0@Yn~2ULFY=*@&s7o*s;E4)aC#s3?#Ox6)8Bz9IwRj{ zt@y`v%AU|Ff>|M@iVE&k1vc%I=+el`(J-LO@lsej_NOIBh3}s@q8WiENcOer9aVl@ zmfLq}Ofr%~a=<+Yrdh;|JC8eJ9x1Y-VSno+Mrat=0XH)>`pmMj`7nx7*5J5mt;xQq zUEgQrFkSB|SFFy6&v)|L91;Savt?5@_JSYz=fIn>u;X{yG)M3URUw3xSsa>Z4w#18 zn->A|S^_zJ*zlQi$c{U8{3VSxC^-qWF0yUxHz-V>IBO=jd$tBLC!xU*t!417Ew;!W@An55q zQDl4obJ&A+zPeoZ39bm&J5~;rWG$iotmF}7yXkRBPrWxi7C^GM$-e6xSP4Fed92)< zoUf=-QWLoo!LIIY0lZxAzCJ}2f!$rBrq$Fo4qV>Dk^0n=q1;gdl5tHPOw-Em?54q+9N{UhtV&jf+2NEu8{SaobKgUl zi`;pG8|HHlf>g?M=x&l-FWFr{if8R$vZ>b;U%7dFz6ELg-y)0a9 zj&&Ew;)3lQkk{~=f_Xj8M_5+eO~TgGjnshyjrfa23j36klJDI8u)8jy+S;S41EF_Y zMCL$!qM=P)@k06MM--`-j?>1>*-5Tf)c}u&@-pj#o=XPnZyx*X@TqtttxS*at?*Sq z;7Ey8C@?REH0=xn!a+mP%7Rs}b|eH?t3F-%k?H(k4JA_X!^7ukd<0pC<2$+XklH!! zrMw`fFdYWb3QCA6ZDR7`Q6(gg(;_FJg?SdWQ7=`yCM0JhwxP@^Dgb>THuFCL@CZU6 z;)u&D$mnc}xv>@Z_6azGfU_~T>oa>Hg2Lh3zht1M4D1Z&NXuRv-4bwhzwfCABp$Q& zVimqx{r zZY34}pZ2~y9Ln|ozavSdM6y;ij(r*8s3=R8lr75;vSbMd$`7faL; zd|U0{>^xs`P<-4lxdoDxxDA)Qz>riEvF4Mt#=X}3G;~x1)+<<|P=M?U5Hjz1V6cer zK`__GD&O}E_TgUx#(CyW<(HZ;fozez(-GwyMN99E8D~CT1{>k@y>mP;eLX33N(C7r z6vG7>y)-&SjSl)x4Y>6N1Hg;1sGB(qUGx@8`+;*SEJW)s|Lmu2E;c2BEG9pL^M*3y zTds#aZ{2eKW4`d|YrcHo>lcaI0L^0O89ns%|Nc@btiGs7M6!LhXA8C~SEe2#x!>d#gE`K{!cYpw| zO5LVMTx)hbO@0ON?PL=`!!HQY)8D{xpab337r)@#f)K@Ev4IAxrOlvmtvwROQ^rr+1MG*hpC9m7W> zbLdoTRJE5}mF)VL9YS}CP`uHKu1BqP-hBD}frJ=t5d#Z;NpPeU>8!p%q z^yE06bNT#c!u*y)V4M1}QuM9*{nrzF&vl%>hD;9bSY+a;)|;6RRX8Ov{}}2^eOnFC z+^)UYdq0iojJ9>WA_$(jy{Vk1d`RBL(T!F7w0DCOIe%(6J#$!qfdY_--uVVJ+ zhw0~2_CK`(<|lXL=eF?f0sY&z0E*E-B{Y!L&!jz}f3Y5B9R)~6AO-&Aun7#??4aMc zz97A8bvoeU(LugTGzR?CB63XBW)L zBq3kHR3OhE25_6W2#CFqO(?4g0=pA0n>k|_BDRflt(y|nEA)jMsgB|S z^_mYitB-?Dm-Fp~3ezX9EghL$YG9y!!CMbBwx zm#Vw>{g!WVG`R>w&t9Q{lR9c{d%&zthdSMBBFIb~VJo}9@)+sa7`CP;vzSOOaQ$k! zy&rxVJD@$|o_y{x!QO<@c0xEtuEc#NcEW)JRDJ*y<$3C8tSi!7-6E2IqV=s7wE9P8 zYC4=zd+3Ii?4x(lwOf&TSuxC%^ZI#Xcv!hFYbMD7M(7Vtg_-A3vqioOMF`TH22JC% z2J3mpysg)EQvLR|y6*i8={pqIK4Fu6_e@yuU6x?K^$~H5!8R^klUuygs|yhD=bdFR zkx1d^{^q+ju09;kTD$ThF(k5+(xj1dA{j6>hV)E?&sKqrW?(k6D3FeEtdQ0)u< z`3KS{^R(Ngzy`PEgv&!Z2=zTkX-_XPEk@NJt)uV4gsr(BdzrKa_VGk5#14AeJWQkDgd-#8=YTLzr< z{>E-^WxuO;#hTqAHguQ5G2EK|+C^!4I8=vXm;OVB5yx zK=@HnI#b&G12R-Jlt1oOeYhGrFR^=I35D zKI8gSaTE1NS;g-%-hw};U|Cehei&>CuOlAvVRU+1)$Pr2a)+U0o0;#@-die<94v2r z&e_ZdHdmG^jrNaEH%bxL32fZx1@o20j7I3&ZJl9wOoObeo&BRVosm{q+vFA6L)Xi5 zCK>C*cUqPTdxO%Q$UgEDiE^Z*>LhJ0_p0ygNJnnfTvc9swA}!}1#77!D7%q(GYXeo z8XMkrp2>c7L%yIQu_25>+wka~i&l6X!^7>aiV<~ao^|(LO(4T$S#>uT1L?UL8EH`< z!~)u3;J=ruLyBm&MKXR5GA88WSWjwyT~SrYGqD0o5 zNyu+{1-Bx*F~+JXTN~Bl4PPTIJ`{Z-FG>(K8q};om1i(S2INRU%8^3?bo zKq_*tY zLM=_3&$%>o-*e#X0k9Yjx*c-UI~}lWPh{ni6uB*%_$&Se4iUaI)w3 z6qQRKYIB($snMONKK(m@pAka_;k08F)B)>xc?Vjxi2n}G)W548#60eD*>PtKTi29{0T_? zicLUNSgDC$BJ(j5n2>G>z^WT=I=!PvjEP`M%;x5LBMeM$sf6z8yyK|uc>!iiHr?E_ ziwH_vxU2i6p_OC62rI*>Jv{N#%J>R`X|1l7$}`WoG9jwB1|U3x*WD!xqSCuXpXN1e z1LF&RY8n9i!Z0l+RWu~i-^>b;P@EMMPoDkeHHh+HhF;!_%s|klG}XsUa^kjY z?e$PqX1Di#yQya?B3vJEqdTio7!Yj_FjMewMKXkT05!t4*|S(|4sp4!BzykYiy(79 zu&7P7Wpt{t_^0bpq9kB69HG%Z0qR^l-QI6**$`RzMWPz3*)hY`#>U1Ix)B>B zh(aNR+GtrGpO;&6;|qln3~cI5$DjH@T8N~UaIgq1zK^Fmoyv>CpsmGhwAGPLFi>XFP7{* zR|p;TG};0Gfe>J4kxL#l0Ue~|VGe)4rJe}3sK-UQ8?Hop$Z9Xqqh3utR|iMo8t-6P zE|}2`k?qcU*DXb*XkvbX#tJD;SIvMvvwj3Z-6MS1sLx9lYu^ag0e;T%#YheA!TVrN z&(!)(!0Vdw*#d=^?H6J{q8g0EE-0(dRu;rMvg>nDMPzoJ_X9G5+Ol(dOurkUK_c~X(C z@$7@AyvoxxJq!X~b!5O4*U*?wa)qgC^t9l~J~GCk>w;^T80F?-J8{!>SPw7Cjf9aC z)>S(VgbS-qb*zP?^KYM_ArB1A#+2`3?W;L>bfM;KLevF3tKr^^TCiCSx0ny*cgBhX zY>`+~6Ry?5+PRXX`KSkStg7FswO>Ro`rN^Lw$8)g!Ng(At|ZA%llcq?jl3+wT&~Zo zg+Y_CL#SsKEmyio$f52mN6R>QAzC`lU=~9kZsH-^6J?S9m1s^^7t;(Zy}q-hw}cAT z?}F{^RJ6??KFDryc4BmS@Y%gky*1Q4^n@&Ny$5E1v@-7#FQexa4jbp$j{N|hlXBxl zL0ZbpIsV86K#*d)?m-53exv&2al|qcw{ay!MB0RQ0QNWUmlv${!Guk7f#O`U;h z2Z5vD)z0Tq%`!P~^a)(nq1Xo#&RqF?xLpEWw1bE3Erjkho~LUXM^4##|LYwsp0Aw!2>!ysy?%taX*I91ZMjU$b= z3xNtm2#WhTwg(){#hkZ)REZs7I}^RPTW^`iAba&-{%12zMaf%*`a3W~fH5giRKW*% z_~Azdm)&7>hTu1P(~Q+1*%hntmv*aYKXXgWYilG}&C)W}qLonE!2Am*C`sc29U=iw z>RVWznR^wIP`;|%{Q$qn@*#z=_&q|UOyF>%8r|looPxAb%5w1no71B5B~`2DVDT%! zE0-L`PzfWUH|ECz1xwX#q8B5>;8@E%Tl=O9zvjS`G#&sEE!{4_6$k!RIhiNXcpw=C zjRzV^Z6$|Vloq{rwd|^%eCT1_^U%37n>LGI?plz|ja(lTng_!-S}6^D@S~TFE(oaK z?YyFGj0Xl`mqzD28vNF>{RRZeT)lY4)U;7S`nHN{T47%pIqO<=m%udcfq+1=VXVPH z*3upvcav1zw8#$Iodku0*2iR{?^jT5v2t>zYsC&D@p@-FobI2MF^5oz@Y-ZAW z)h914a`T^c6YM>BdTi}lY3kV7eA;-@(R=HHhH@RI$Rc|a9P zjTTHjRqIq3k!EOTm30~b!y1s}=|1m;f+RK+`~)nX{iZX6rsY-3UUy)PKlIK8@84)y ze6vRNPcz;8>+7OwE^Fu99Q-5n7pJuk?{_MFZU?#i zIyWo#gT+>%j|{K*IVK)*aX;9ZK>YfZ27;e#XKl>Fc&Z9PZSicM_TjEh@m~DScK9iOXsd{=HTROPmY5pvW1wcpn zw{d8H<5IVsbqE<$y*(Fbl3FqPY#@0n8dKA()GlDW$6;Lz`d*wqNJBSS)Q50Pr&mDL z&?tpg7Bb&vNb+>ttJ#w@WY^6h|0dqZ~clS`0$@W-rL%>_8?_m^cvRX9k6$a%72$7Vl*ux1y=(OQ*@2 z?d^sFHfbHdXWo<66R{cbcVN^;ZGa@xx$$8O%Q%$09FE9aT$*n$*L3c0#@VHqsF&!B zmto4CGNd(2C$Br~4d0n-I^mEPA3ScA-fgV&@%)A;-_D5SCYs^t15T?| z2|P}$T~y*72={dUVGS6T$a;_3o2el=v}@it4nWY9=EGrw@7THiDub1{&*E&cu9K3O z0!abw%Tz>OQ{>D&4GF1ob;E@q5Gq}sDLW3K^10KgS8!;xWRHX7+dgIe>mI2kqnH*| zlD9q%ILxud>+=~F8RfzSUIT@zjwle2emrRx6hH#R69IFD_G%YzzkrCBjxSmxE3zcI zy>keot7Iw)&4OCHt&>Z*1jx8+_SKLVFt2)Hts-*TmV(X09_IK9yXG}Y+h6m5c7UrC zfMj%z_VSY}-pnqPhcgZqK?{HdXZd?&O;|t9F5jfp8`tM1sT-_1pzyoq-4T6Xv#=0fRf99DLX4Us^3cM&;ch(pcKQD7%)ZMK*<6q zJX~VUb5br?UwC3z-V&01NO6ToXmm*_>-I|RY$&hUn zLAGIKxUUwgg;+x)BViyNSvdUQRp93EbW2Fw>as8$n9CMPN@7QGVDijANCxC%JNg`9grC?I!)Rq4EwjxUFRoMhD%2T~Y zt6acSr*W>#KG|A;v>{8fSO`pH^FWG3y~nM|+Bn299&N-D71G@kT3AMFy(Nox%`ifi z?8E%)1E|SaS~C97YITcPns9KfJ!GcE>9uSeVtUzwdS2bUL#>^7I;W?3beYCPz8aZ1 zpLz`mhqf?%)fJbFL`saH;)IdOj;|V*z{x^FyPX5JKAaqrJe8dHRIZt_wyhTcMMJ?OYR0w zy)-Yg=eRIetN0G^Iu4o)640{{jL1Ij-W>-}I)SnFj9O@SBxv-{f}a9!_wHead>tGy z!Dn80-O5;r+~(PpyGl}J8Gm{{k!_O7{KLUsnV`TDrX8AGr8;-evj(L6LILPEGAP0GRr-xNaG?-|y%aUdkIeOXb z{V!dOo=+}R;ti{Lt=-6|likvbM|}Lc2B9eKUKd#@#$R?$(?nUC7o4(?FFd57HX>Bs zz|wMCGSh1$hcATz>q9c^9gg~(N+l*xclE856L$$Li;Ap>kl<8J5y~O$^B%F}w4c2I zjerKCbSyOWp7So7UN5_CSle>5vQ(pVAJ~bFl<}1pfwP6|jcmx$M00ZaMlt6|d6f3@ z<=>DBvtdMZJQ?ch4C7KSGloGO-2AJ~H}6+U#*zmkeD6w=9I0tiDpq)p?G8(8pGbKL z`K_{qXA70f>`XaeQyWk}!<#FVz<@n&*S2CAH1h7^(j zDkSSZtv<-jTbK|^ejZRY&u%o5BYD-U0=ZJ69G1resa9wNV4TtL_!yAdhCTP z)gbic9dM(Lue@}|@vU7+m(TC*NCnuU1&Rwj;daqVj;j{~6xzDXgF6hi)kH(bUf9rcO=$`biw*`8v7xS~tMHRw2zX z+Ic2ba%mU{_NJ+>K^L!Q7CmiLWNv2jUNbC~5qau_N zTZ__o4+yl~t#6+mhb2UqC=bwvc%WEmK8$pP%O>N-Q$7~L4)yjX3xy}Ox_8F48S-x| z3*Idw6;qZ{_zq#_nFyj6fm4a2RKW>SjyIK^PS+v_eZ8RIx~4q&MyFY=fR6i?LmaX%J7gOLnzTg#Zj9EooW@Sc(n@r7-NU9 z1X{_O@wivfa7NaPoHG8{1$pKSDE4~1vUFec4rG7uv<Z(GGGjp9O+2Xw!r@z_$Pt*e8SqoS#2Aq!5HpmGGjuRyRYF&w19}C&ydI<^2++X%Q@9W?`5DmSjkO$EdNdK z8_lZ~-;<0Fx4s|lf(W*#dzHz~Mh|4Cxe*@+P@Qft4PJrOiP;8bU?Uz$I#wKpV5utO z)>{J|oDc^t&{Xu>$CbSJ<`|tDAVH-S$1(-!ZL1c){W(}w0atwvaca|0KOH~+!N{uW zA%u(v3N^M&>%*OWISs`u*l)0A1vC2nNw$-J5R&R!4`~_FJXJ>;1BJg`-ukj*Zp)U` zj9#M=hpfF1Tq7k2O7B(UOC`4LgHuqLmOG)?8uGi&OJ}TZ4;?E3x%T2auILADfi&)h z^;>@$P=ygT9lQH(0CMN!zwnj zNeF)|N|ijh5J(z>EF=~yHN~cjpL#R?_d~6kJTIjaDsyFjLzmydeVcQ3`1zbX#+l=X z9ouc?tHF*g1~@v8vCcr&!|{x@i^3?1=`mkHRbGP;XvQsbi}jlS;eSx)mE0`<+$9C> zcI{=d7>KQF#@rmn8|6NZBQFx2sU1g%y zZ^h(Us&h6Q1}wB)=oZF`&$2psD(i<(4xgho28nAMYrm~hwoy+hpsG^W$3C2;VXz?0 zVeh}c8WVK%=7Ay?Vlb&6(Q`-Nr0xM6}-_g^-o+_qbWR*n7@5jDqka7ft9 zVv;w;K}Xnlwa5dEHF?nX@WC@q-Gfhp1z0?FYq8ormTM9&D_b+NZ*G&D_n3%2_)Ci)=0K^M!Vs5zlK4mCINd-9&^V6I|XG@!gM$ zL=z@YvSXf{RZ$6uZab2Wea30Ib^3Z=$zjAcoCnPApC7^3NMDJ8TO~zRe3xJ9M5kdV zWJY;e+}eZC`#gq(8EslU^T*Z9=5?eB)ax^QhhjVqONXhfrlJ_c2hBnhN@eS5i8$Rkl#~<-M z)QvK;yn25$B(r`~Ud(5+kzgnMOgy1pQudAteL0W>n15jtcN!K*i*2@TxjIZ1xKajw zR+2qLte|GJ*qsZLM0{CR*^n9Mmy7%7h5S*%GOPX2g%@R=`~ISnNTJ31Cyd<$B2NKr zwZAZ518wzCL}53iPi=Ji%FYJ~V_x*}j`*W$ zz4|+bO#0&N?n1HUnyPw?o#)LTh?zA%<$&S`8m*?HoU1BP#W&KcuRFS2|9HakO?Tn1 z$~;?Z!kO#8(J6H!Shvi*Xm%-L*xHH2P@KGaZnRu~=Iycj?xpngZSjuV>c^`Lx6%<5 zIKmjbpb&I70-2$GPeH?PI(-QEOwk)GPeCWjyUWQSt`~kyBpq#7z{+H2Z$F$7@DRT$BO;1g8UcMT&i=bIS3jX_Ua_GAjVKxRPXXt#Tfy~Jx`e=^vmtgVvRPg$q z!_p!JFLXlo>)rUA7k*mzp#ph{C+r^HF5W$lQ3U%qJw_!Ah;OA{_iW$&rJ5kL?PP@> z3erudIS2X`bau2&QrD*1hhNUio1XyVo9UdwuHTXD6_VjmgTBJM^?$CoiPs6|O&OYn z;F+9=O6zJ+-x;~Psl=pzp-+Cw{-*B8=T)=Mzh_!V$sA1ZmF3V1s0fCZ^z^X=={1PO z0XZr(!36F=Tr>25FZ2{B_1V%&R3;&C^ZU&&` zPX3Sb3g7vrwHM>T4S47M9$l+>$(Q^6_QlUd{kf?BTb|Ub1`c_vY|(%A0ILNR!ZtZN zIx3E2oLVbb-lAg;G8hSw*W4W-PSIT;$kNv!eXWg)$}$SyM6NHJeD#IA#D*^9ERx=E z=u+8g<@(*wfIfAPSIi{Sr7%2X~Vk+TpNPHFY zuHW(fFHQ`#O>|E7_V(#p@c#{+=L}-Q6y9I{;n@PjAK2P1W{e~?T9>$9-JtwHwEkFOM+f?SF!nclCmzjVz1< +Alt text + +The pixel values in the Fashion MNIST dataset range from 0 to 255 (since they are 8-bit grayscale images). Dividing by 255.0 scales these values to the range [0, 1].Normalizing the data helps improve the performance and stability of the neural network during training. It ensures that the gradient descent algorithm converges more quickly and effectively by reducing the chances of getting stuck in local minima. +``` +X_train = X_train/255.0 +X_test = X_test/255.0 +``` +plt.imshow is a function from the matplotlib library that displays an image. X_train[0] accesses the first image in the training set. Since the image data is now normalized, plt.imshow will display it correctly by interpreting the values between 0 and 1 as grayscale intensities +``` +plt.imshow(X_train[0]) +plt.colorbar() +plt.title("visualization of dataset") +plt.show() +``` +Alt text + +The `.reshape` function is used to modify the shape of these tensors.By adding `*(28, 28, 1)` after the comma, the code ensures the data is interpreted as a collection of images with a width of 28 pixels, a height of 28 pixels, and a single color channel (grayscale). +``` +X_train = X_train.reshape(X_train.shape[0], *(28,28,1)) +X_test = X_test.reshape(X_test.shape[0], *(28,28,1)) +``` +TensorFlow's `tf.image.resize` function is used to resize the images. +Both `X_train` and `X_test` are passed through this function, along with the target dimensions specified as a tuple (2, 2). +This resizes each image in the dataset to a much smaller size of 2 pixels by 2 pixels.The `.numpy()` function converts the resized tensors back to regular NumPy arrays, potentially for further manipulation or visualization. +``` +X_train = tf.image.resize(X_train,(2,2)).numpy() +X_test = tf.image.resize(X_test, (2,2)).numpy() +``` +Visualizing the image after processing : +``` +plt.imshow(X_train[1, : , :, 0]) +plt.colorbar() +plt.title("visualization of resized dataset") +plt.show() + +``` +Alt text + +Splitting processed data using `train_test_split`: +``` +X_train, X_valid, y_train, y_valid = train_test_split(X_train, y_train, test_size=0.15, random_state=0) +``` + +``` +print("the shape of X_train is {}".format(X_train.shape)) +print("the shape of y_train is {}".format(y_train.shape)) +print("the shape of X_valid is {}".format(X_valid.shape)) +print("the shape of y_valid is {}".format(y_valid.shape)) +``` + +``` +#flattening the images +X_train = X_train.reshape(X_train.shape[0], *(1,4,1)) +X_valid = X_valid.reshape(X_valid.shape[0], *(1,4,1)) +X_test = X_test.reshape(X_test.shape[0], *(1,4,1)) +print(X_valid[0]) +``` + +### 3. Data encoding + +Quantum computers offer potential advantages in terms of speed and computational power for certain types of problems. Properly encoding data allows us to leverage these advantages for tasks like machine learning. +Ensuring Accurate Computation: Proper encoding ensures that the quantum computer can perform computations accurately and efficiently on the provided data. Without appropriate encoding, the data might not be correctly interpreted by the quantum algorithm, leading to incorrect results. + + +We have used binary encoding because it is simple and intuitive, making it easy to implement and understand. Classical computers also use binary representation, so this method provides a familiar framework for those transitioning to quantum computing. +``` +def binary_encode(x, threshold=0.5): + """ + Encodes the given dataset to use binary encoding + + Parameters: + X (array) : Image data to be processed + threshold - threshold for binary encoding, 0.5 by default + + Returns : + encoded_images (array) : binary encoded image data + + if X > 0.5 : + X = 1 + else : + X = 0 + + """ + encoded_images = list() + for image in x: + encoded_image = [1 if j>threshold else 0 for j in image[0]] + encoded_images.append(encoded_image) + + return np.array(encoded_images) +``` +Applying `binary_encode` to `X_train` : +``` +X_train = binary_encode(X_train) +``` +### 4. Creating Quantum Circuit : + +The primary purpose of the create_circuit_from_image function is to take a binary-encoded image and convert it into a quantum circuit. This conversion is a crucial step in preparing classical data for quantum computation. The function achieves this by mapping each pixel of the binary-encoded image to a corresponding quantum gate operation on a set of qubits. +``` +def create_circuit_from_image(encoded_image): + """ + Returns a circuit for given encoded images + + """ + qubits = cirq.GridQubit.rect(2,2) + circuit = cirq.Circuit() + + for i,pixel in enumerate(encoded_image): + if pixel : + circuit.append(cirq.X(qubits[i])) + + return circuit +``` +### Steps Involved + +#### 1. Define Qubits: T +he function starts by defining a set of qubits arranged in a 2x2 grid using cirq.GridQubit.rect(2,2). This setup creates four qubits, which will be used to represent the pixels of the image. + +#### 2. Initialize Circuit: +A quantum circuit is initialized using cirq.Circuit(). This circuit will be populated with quantum gate operations based on the pixel values of the encoded image. + +#### 3.Map Pixels to Qubits: +The function iterates over each pixel in the encoded image. For each pixel that has a value (i.e., the pixel is "on"), an X gate (also known as a NOT gate) is applied to the corresponding qubit. The X gate flips the state of the qubit from |0⟩ to |1⟩, encoding the pixel value into the quantum state. + +``` +X_train = [create_circuit_from_image(encoded_image) for encoded_image in X_train] +``` +By converting binary-encoded images into quantum circuits, this function plays a vital role in bridging the gap between classical data and quantum computation, enabling the application of quantum machine learning techniques to image classification tasks. + +Quantum machine learning models, such as quantum neural networks, require data in a format that can be fed into quantum layers. The `tfq.convert_to_tensor` function transforms quantum circuits into a format that TensorFlow Quantum can use, allowing us to build and train quantum machine learning models on classical datasets. +``` +X_train_tfq = tfq.convert_to_tensor(X_train) +``` +Applying same above process on `X_valid` and `X_test`: +``` +#binary encoding +X_valid = binary_encode(X_valid) +X_test = binary_encode(X_test) + +#encoding pixel value into the quantum state +X_valid = [create_circuit_from_image(encoded_image) for encoded_image in X_valid] +X_test = [create_circuit_from_image(encoded_image) for encoded_image in X_test] + +#transforming quantum circuits into a tensors +X_valid_tfq = tfq.convert_to_tensor(X_valid) +X_test_tfq = tfq.convert_to_tensor(X_test) +``` +### QNN Class: + +The QNN class encapsulates the creation and manipulation of quantum circuits that form the basis of quantum layers in these networks. The QNN class is designed to streamline the process of adding various quantum gates to circuits, which is essential for constructing the layers of a QNN. + +The QNN class includes several methods that facilitate the construction and management of quantum circuits by adding single-qubit gates, two-qubit gates, and entire layers of gates. + +``` +class QNN(): + def __init__(self, data_qubits, readout): + self.data_qubits = data_qubits + self.readout = readout + + def add_singleQubit_gate(self, circuit, gate, qubit_index): + """ + Adds single qubit gate to the circuit + + parameters: + circuit(cirq.Circuit object) : Cirq circuit + gate(cirq gate) : gate to append to the circuit + gate[cirq_gate] : gate to append to circuit + qubit_index(list) : index of qubits to apply the gate + + Returns: + None + + """ + + for index in qubit_index: + circuit.append(gate(self.data_qubits[index])) + + def add_twoQubit_gate(self, circuit, gate, qubit_index): + + """ + Adds two qubit gate to the circuit + + parameters: + circuit(cirq.Circuit object) : Cirq circuit + gate(cirq gate) : gate to append to the circuit + gate[cirq_gate] : gate to append to circuit + qubit_index(list) : index of qubits to apply the gate + + Returns: + None + + """ + if len(qubit_index)!= 2: + raise Exception("the length of the list of indices passed for two qubit \ gate operations must be equal to two") + + circuit.append(gate(self.data_qubits[qubit_index[0]], self.data_qubits[qubit_index[1]])) + + def add_layer(self, circuit, gate, symbol_gate): + + """ + Adds new gates/layers to the circuit + + parameters: + circuit(cirq.Circuit object) : Cirq circuit + gate(cirq gate) : gate to append to the circuit + gate[cirq_gate] : gate to append to circuit + qubit_index(list) : index of qubits to apply the gate + + Returns: + None + + """ + + for i,qubit in enumerate(self.data_qubits): + # symbol = sympy.Symbol(symbol_gate, '-' + str(i)) + symbol = sympy.Symbol(symbol_gate+ '-' + str(i)) + circuit.append(gate(qubit, self.readout)**symbol) +``` + +#### `__init__` Method: + +#### Purpose: +Initializes the QNN class with a list of data qubits and a readout qubit. + +#### Parameters: +1. data_qubits: List of qubits that will be used for data encoding and manipulation. +2. readout: A qubit used for reading the output of the quantum circuit. + +#### `add_singleQubit_gate()` Method: + +#### Purpose: +Appends a single-qubit gate to the specified qubits in the circuit. + +#### Parameters: + +1. circuit: The quantum circuit to which the gate will be added. +2. gate: The single-qubit gate (like cirq.X, cirq.H) to be added. +3. qubit_index: List of indices indicating which qubits the gate should be applied to. + +This method simplifies the addition of single-qubit gates, making it easier to construct complex circuits with specific operations applied to designated qubits. + +#### `add_twoQubit_gate()` Method: +Purpose: Adds a two-qubit gate (like cirq.CX, cirq.CZ) to the circuit between the specified pair of qubits. +#### Parameters: +1. circuit: The quantum circuit to which the gate will be added. +2. gate: The two-qubit gate to be added. +3. qubit_index: List of two indices indicating which pair of qubits the gate should be applied to. + +This method ensures that two-qubit gates are correctly applied only when the correct number of qubits (two) is specified, thus avoiding errors in gate application. + +#### `add_layer()` Method: + +#### Purpose: +Adds a layer of gates to the circuit, with parameterized symbols to facilitate learning in a quantum neural network. + +#### Parameters: +1. circuit: The quantum circuit to which the layer will be added. +2. gate: The gate type to be added to the circuit. +3. symbol_gate: The symbolic representation of the gate parameter for use in optimization. + + +This method is crucial for constructing parameterized quantum circuits, where the parameters (symbols) can be adjusted during the training process to learn the optimal configuration for a given task. + +### Creating Quantum Neural Network + + +``` +def create_qnn(): + data_qubits = cirq.GridQubit.rect(2,2) + readout = cirq.GridQubit(-1,-1) + circuit = cirq.Circuit() + + circuit.append(cirq.X(readout)) + circuit.append(cirq.H(readout)) + + qnn = QNN( + data_qubits = data_qubits, + readout = readout + ) + + qnn.add_layer(circuit, cirq.XX, "xx") + qnn.add_layer(circuit, cirq.ZZ, "zz") + + circuit.append(cirq.H(readout)) + + return circuit, cirq.Z(readout) +``` +#### Defining Qubits: + +1. `cirq.GridQubit.rect(2,2)` creates a rectangle of qubits with dimensions 2x2. This defines the `"data qubits"` where the quantum operations will be applied. +2. `cirq.GridQubit(-1,-1)` creates a single qubit at the bottom right corner (-1, -1) which is designated as the `readout qubit`. +3. `readout qubit` qubit will be measured at the end to extract information from the circuit. + +#### Initializing the Circuit: + +An empty circuit object is created using cirq.Circuit(). This will store the quantum operations to be performed. + +#### Readout State Preparation: + +The circuit starts by applying a Pauli-X gate `cirq.X` to the readout qubit. This initializes the readout qubit to the `|1>` state. +Then, a Hadamard gate (cirq.H) is applied to the readout qubit. This puts the readout qubit in a superposition of `|0>` and `|1>` states. + +#### Adding Layers to the Circuit: + +The `add_layer` function is defined in `QNN` class. + +1. with `cirq.XX` as the gate and `"xx"` as the name, adding a layer of controlled-NOT gates between all pairs of qubits in the data_qubits rectangle. +Again with `cirq.ZZ` as the gate and `"zz"` as the name, adding a layer of controlled-phase gates between all pairs of qubits in the data rectangle. + +#### Final Readout State Preparation: + +Another Hadamard gate (`cirq.H`) is applied to the readout qubit. + +#### Returning the Circuit and Readout Measurement: + +The function returns two values: +1. The final circuit object `circuit` containing all the quantum operations. +2. A single-qubit Pauli-Z gate `cirq.Z(readout)` applied to the readout qubit. This signifies that the readout qubit will be measured in the Z-basis after running the circuit. + + +Calling the `create_qnn()` method and storing results in `qmodel`(circuit) and `model_readout`(circuit readout) variables respectively. + +``` +qmodel, model_readout = create_qnn() +``` + + +`SVGCircuit` from `cirq.contrib.svg` allows rendering of quantum circuits in SVG format, making it easier to visualize and debug quantum circuits. Visualizing the circuit we got as a result after calling `create_qnn()` method. +``` +SVGCircuit(qmodel) +``` +It should return circuit like this: +Alt text + + +``` +model = tf.keras.Sequential( + [ + tf.keras.layers.Input(shape=(), dtype=tf.string), + + tfq.layers.PQC(qmodel, model_readout), + ] +) +``` +#### Sequential Model: + +`tf.keras.Sequential` is used to create a sequential model, which means the layers are added one after another, and the output of each layer becomes the input for the next. + +#### String Input Layer: + +The first layer is a `tf.keras.layers.Input` layer with a specific configuration: + +`shape=()` indicates it expects a single scalar value as input. +`dtype=tf.string` specifies the data type of the input to be strings. + +This suggests the model take encoded information about a quantum circuit, potentially representing the circuit structure or parameters, as input. + +#### PQC Layer: + +The second layer is a custom layer from TensorFlow Quantum (tfq). +`tfq.layers.PQC` is a layer specifically designed for working with quantum circuits. + +Two arguments are passed to this layer: + +1. `qmodel`: Variable or function that represents the quantum model itself.A circuit object function that builds the circuit dynamically based on the input string. +2. `model_readout`: readout operator. + + + + + +Code snippet below converts labels in NumPy arrays `y_train`, `y_valid`, and `y_test` to a binary representation where 1 represents a sandal and -1 represents all other classes.The result of the list comprehension is converted into a NumPy array using np.array. +``` +y_train_h = np.array([1 if i==1 else -1 for i in y_train ]) +y_valid_h = np.array([1 if i==1 else -1 for i in y_valid ]) +y_test_h = np.array([1 if i==1 else -1 for i in y_test ]) +``` +#### Hinge Accuracy function : +``` +def hinge_accuracy(y_true, y_pred): + y_true = tf.squeeze(y_true) > 0.0 + y_pred = tf.squeeze(y_pred) > 0.0 + result = tf.cast(y_true == y_pred, tf.float32) + + return tf.reduce_mean(result) +``` +#### Squeezing Inputs: + + `tf.squeeze` removes any single-dimensional elements from the input tensors `y_true` and `y_pred`. This ensures they are flattened tensors without unnecessary dimensions. + +#### Thresholding: + + The `>` operator is used element-wise on both `y_true` and `y_pred` with a threshold of 0.0. +This effectively converts any value greater than 0.0 to `True` and anything less than or equal to 0.0 to `False`. + +#### Comparing Labels and Predictions: + +An element-wise comparison (==) between the thresholded `y_true` and `y_pred` is performed. +This results in a tensor of True values where both labels and predictions matched (either both positive or both negative), and False values otherwise. + +#### Casting and Averaging: + +`tf.cast` converts the boolean tensor (containing True and False) to a float32 tensor where True becomes 1.0 and False becomes 0.0. +Essentially, it transforms correct classifications into 1 and incorrect ones into 0. +Finally, `tf.reduce_mean` calculates the average of this float32 tensor. + +``` +model.compile( + loss=tf.keras.losses.Hinge(), + optimizer=tf.keras.optimizers.Adam(learning_rate=0.001), + metrics=[hinge_accuracy]) +``` + +#### Loss Function: + +`loss=tf.keras.losses.Hinge()`: This sets the loss function to be the hinge loss. The Hinge loss is suitable for binary classification tasks where labels are typically encoded as -1 and 1. It penalizes the model for incorrect classifications and aims to increase the margin between the correct class and the incorrect class. + +#### Optimizer: + +`optimizer=tf.keras.optimizers.Adam(learning_rate=0.001)`: This configures the Adam optimizer to be used for updating the model's weights during training. The learning rate is set to 0.001, which controls how much the model adjusts its weights in each iteration. + +#### Metrics: + +`metrics=[hinge_accuracy]`: A list containing a single custom metric function named hinge_accuracy. This metric, defined previously, calculates the accuracy based on a threshold applied to both labels and predictions. + +This code configures the model for training with a hinge loss function, the Adam optimizer with a specific learning rate, and a custom hinge accuracy metric to track performance during the training process. + +### Model fitting : +``` +qnn_history = model.fit( + X_train_tfq, y_train_h, + batch_size=64, + epochs=10, + verbose=1, + validation_data=(X_valid_tfq, y_valid_h)) +``` +#### Function: + +`qnn_history = model.fit(...)`: This line calls the fit method on the compiled Keras model (model). The fit method is responsible for training the model on the provided data. + +#### Arguments: + +1. `X_train_tfq`: This represents the training data likely preprocessed for use with the TensorFlow Quantum layer (`tfq.layers.PQC`). +2. `y_train_h`: This is the training set of binary labels, transformed previously using `y_train_h = np.array([1 if i==1 else -1 for i in y_train ])`. It contains labels for the training data where 1 represents the target class and -1 represents all other classes. +3. `batch_size=64`: This sets the batch size to 64. During training, the model will process data in batches of 64 samples at a time. This helps improve efficiency and memory usage. +4. `epochs=10`: This specifies the number of training epochs. The model will go through the entire training data set 10 times, updating its weights based on the errors observed in each pass. +5. `verbose=1`: This sets the verbosity level for training output. With verbose=1, the model will print a progress bar and some basic information during training. +6. `validation_data=(X_valid_tfq, y_valid_h)`: This provides a separate validation set for monitoring the model's performance during training. It consists of two tensors: `X_valid_tfq` containing encoded validation circuits and `y_valid_h` containing the corresponding binary labels for the validation set. + +#### Output: + +`qnn_history`: The fit method returns a history object (qnn_history). This object stores information about the training process, such as loss values and metrics (hinge accuracy) for both training and validation data at each epoch. You can use this history object later to analyze the training progress and evaluate the model's performance. + +``` +model.evaluate(X_test_tfq, y_test_h) +``` + +calls the evaluate method on the trained model (model). This method is designed to assess the model's performance on a new dataset it hasn't been trained on. + +The model achieved a hinge accuracy of 50% on the test data, While the low accuracy suggests the model requires further improvement.But goal of this article is to provide basic idea of how one can implement quantum neural network similar to classical neural networks. \ No newline at end of file