From 675ddd9846cc04bb8f590b53424b37c2769b6ce7 Mon Sep 17 00:00:00 2001 From: jrtechs Date: Mon, 8 Jun 2020 21:02:37 -0400 Subject: [PATCH] word embeddings part 2 --- .../headerImages/word-embeddings-part-2.jpg | Bin 0 -> 114336 bytes .../media/word-embeddings/ex1.png | Bin 0 -> 20383 bytes .../media/word-embeddings/output_24_0.png | Bin 0 -> 24480 bytes .../media/word-embeddings/output_9_0.png | Bin 0 -> 8139 bytes .../media/word-embeddings/smallex.png | Bin 0 -> 14907 bytes .../data-science/word-embeddings-part-2.md | 260 ++++++++++++++++++ 6 files changed, 260 insertions(+) create mode 100644 blogContent/headerImages/word-embeddings-part-2.jpg create mode 100644 blogContent/posts/data-science/media/word-embeddings/ex1.png create mode 100644 blogContent/posts/data-science/media/word-embeddings/output_24_0.png create mode 100644 blogContent/posts/data-science/media/word-embeddings/output_9_0.png create mode 100644 blogContent/posts/data-science/media/word-embeddings/smallex.png create mode 100644 blogContent/posts/data-science/word-embeddings-part-2.md diff --git a/blogContent/headerImages/word-embeddings-part-2.jpg b/blogContent/headerImages/word-embeddings-part-2.jpg new file mode 100644 index 0000000000000000000000000000000000000000..dea98f576d62fa5fa416186ffc401b11008e265a GIT binary patch literal 114336 zcmeFZ1yo$kwg!0Gad&rjcXtgET!J*-xCco>AP@oxu0a9>5AF#>@L&OgOA?#}O$Y=6 zO!MDga__ru-n_YM=Dk^SYpv7gtJ+n2@A|5$&*^>Y^ySRu2Y^6JO;Zg3p%V{?2LLWV zf)rGPU7Y|xQ6Nx zKp`fy4qrznDMJ;t-!-6fvP{3b8Wa@77bMK*2DXz z>*>e*hXxg-pM$Tfx4)~GC&QISJA1DHe_1B9{ofozqNmTFdjF1sE6Hyh{81I%qkmrW z53+u#sH^*bUKNG9V&FFq{+uL#w)nGz&(Dd^6X}nxdgY9iik&~w*cFA;_jN@Ng`I~i z(?1!~E4AKIhIan0p3bsNg1=>Tb){60zOI2tM>StB6xt5b&JpR$=k4jt#PFxFs}Zve zMEd%nnUZA^{#D{@7i8;g=WB=ZlVuY4RbUt3?`7-li}XYK``OxgdwaMd(K7>W^e?S0 zu73Vrz9F_qPqakzSBa~ax2=~i+L6Dkie8P{Uu{u#e(rv@ziaq?Mi?P|_|cI6Kd<$d zSm$jtmYM@sAQ^WZ>MOd=NzP{s;H~ytf=BFEBk9ZRDg%StF5OU3VAhI z|LW7<%DsJE(SG@d{DbFzQi`4$5_|%`reAfS{r7Z4v;U{ZlK)Klm*;|lNUdNub9E(W zcXdTYXG1-G6?IodRTBY4Eg{z+7j9+45I+ZfMMX!Xx`BZ#)7AJ~Ew%qh^WV*kf20|` zE`N37zvlVxX47BZ3X5KO`y0<9%1Vj`imIxLipsyL{#Usbll))Etx{MQxtH~B9&Usv_6nxOCKuHc_Hh;j`7PXA`$-wgblfqygbZwCI&!2kak z_$$QpTZ|wG9YDJL#O$c4tZaMDP+v_`M-?6M0{~`Y4+oSV7#*uadHVYrsw**=nOiU* zRslGGiH>*)09Xm`c?9O0pmHMLrG}W=)fc3 z;o$A-kH(p3OcvzteT8e$n8d-w&Jm5f(U`{}lQ$ZBIHEkS@B$hK|IJS{ z0sxpFnyBB9ZI z2jHWHga9!*-b)IQ0TciwKm||(Gyoky4=@0X05iY>umWrV2fzt%0o(vDzz6W7XPFQn z42S@tfH)ulNCHxTG$0Ge0rG$XnpR~%1yDs3tN~~OT7V9q3+Ms*fB~9xBfuEA4wwRF zfH`0RSOM064PXn{0rr3c;0QPY&VUQx3b+Fv01EH~yZ|4-7d=@1Kp+qV1Op+!O&|;i z2O@x5z-{0T5Cud7F~B__7Kj7lfd@bWkO({il7M6&1xQ0jvNM28AREX5a)HM{K2QJ@ z0#ATqpadP)E(OYf3ZN3G0;+);pcbeD>VZa}31|jdfHt5V=m4Groj@1x5_ko?2D*VB zpcm)^27p1}EieR(0HeSd@D7*&CV}_BG%y3q0&~Cuum~&xAApa*Ctwv=1J;2}U<=p= zz5qMG94%kOoK#qz%#q>4UC;3_-@A>mXB*ImiNJ1+oF%0NH^YKuC}?$OYsE@&I{) zyg)u6KTrTD5EKjw1%-hkK#`!^peRr@=pHBzbRYBpln8nRN(QBZ(m@%ZEKm;UF(@BY z2r2@VfJ#B-ph{2`=ozRMR1azdHG^6~?V#tNPS8uxYfv|+7t{|L1Py^kKx3eB&?IOI zGy|FgEr6ClA3-aiHP8lV3-lSZ1KI-}fWCr`KqsJ6&`;0>7yyI8P%r|F3C0HFg7Lvb zU=lDHm;y`%rUlc38Ntk8Rxk&c3(N!N0}FzM!J=RZuoPGZEC*HuD}zC z2VMj(gFk^+!5iRh@E7nN_z-*qJ_etH&%u`vFa!p{fM7vzAp{U&2q}aDLJgsVFhH0g zY!FTe4}=dQ2oZsZL!=&stYxM8beK?mQWk0JroIbfqFo_pnlLmXb3bM zdJB3NdJh^8O@t;x)1X<B9_RCNK+_4a^?q1apOj&#*n%H`od6Cmeu7;TUinI02jlP64NZ zGs0QnoN!*aAY2qK373N_!PVeea6PyY+!SsJw}m^vUEm&YZ@51^1Rf5*4UdN3hbO|5 z;TiB8cs{%sUIwp%*TI|MZSYR`Yj`jGEqoL{37>&4z(2y*;M?$B_#ylleue-LPy{9d z7eRy|Lr^2=5iAG}1TR7mA%>7b$Rm^y8VFs40m1}ffv`n5AY2eAgbyMRaT5`VxQmEG zBp{Lz8HgN20ipy^j(CP>K(rv9BVHkT5rc?P#3W)Cv55GD*g$+i93YMmr-(}oCIR*^|BL*7=HwHh32!nlU;sUSjlM3}TF8Ok&JpEMu%wTe8o7yILCxwVqoH8 z5@C{K(qb}UvSadK3Sx?5%3vyDs$uG28ep1WT4LH^I$^qF`d|iP-o(6(8G{**nS_~+ znS)t~`4qDfvktQv^Eu`#%wEhP%y*d6m-Ngu;{@V_<3!=a z;XK4i$H~Qcf>VZ5gVTi5f%6)tA7=#TJ9~(^i*YM(>u_6eJ8^q(-{Owr z&f+fPuH$~e{fc{v2f{<(;o*_uQR6Y;apLjgiQ&oOso-hh8Q_`W+2T3jdEoish2q`D zi^WUCOT){>E5fV5tHW!>>%{B98^W8wo5TBvw~4oh_Z{yXABvBSPlQj2&w$U4&xbFH zFN3d)uZ3@bZ-#G+?}U%S_s749e+NGf{}FyBem?$F{A&D0{0{ur_=EWG@MrLs@z?Qp z@Q?6+5sAtzxV;UEzpkswhd(Ihb-u^_Q0aU<~~xk(a5@_;0jB$uRw zq?)9eq?4qVWRzr@kOEF2YM6p4!PjN~Kp~Rsiqok+g zq!gl*rc|ZWqco$mqjabAr;MPyN0~&KO<7D?P1!>El5&u8f^v~^opPV@lnO$HOGQS- zK*dEROeIUDMs0@PB}D%5(^X4Ll79@GKUk<@Y2Db$atOR4LqJE(i8N2zD2SEzTWk7+NEy4mNZBjZ<$0d(;m?QbXatxbo6vw zbRu+ebeeQVbT)J@bbfThnKq({&b(bLeg(+knd z(5urM(p%9x)BDng(chy_rhiOdN?%X^g1(=AoPLphlm09H1p@{HF#{a~CxZxsJcAa4 zF@r6G8$$rYErxi8bcRBPDuxz@*9^l9GYl&Xy9_@Vp^W&9RE(^Q0*um(YK#VqR*cS! zzKju!ag3>q`HU5eO^h!YhZv_BKQZnwo-jd~@R_KXSkX_bWth~N44G`0T$%itBAMcu z(wPdGs+n4u-Y|_a%`vSr9Wec5#$YC9rf2427G+js)?qedc3}2m4rPvEPGWw{T*lnU z+{OHsd5ZZH^Dgrb78nZw3k?egi!h5ki#Cf1i#>}cO9)FeOA<>iOBqWeOBc&qmT8t1 zmR*)pRyZpWD;+B*t0=1?t1hcKE0WclHH3p`n-QBWn>$+&+g-LtY`JV@Y>jL$*@oC=*jCy0+0NN9*-6VxMJSV?SU&=fL71<6!3C=aA;m;4tR6!GYok;fUc# z=E&oy0p|r5HWvjK3zs059G4cCDVHOc4_7$XeXb0yVy-%_7hHo}(_E`u2V582Slr~? zEZl47^WqERyU&-wSHf4%_mXdzZ=P?H?>j$)pOBx9 zpNC(HU!DItzdgSCU{>kQ}C%^qu^`7F~KFl zFM_8+7(!%1EJ8v;3PO59RzhwV&$4hJ_Y{wuMfF;ld=s%))}g^1`~p zR>E$=!NM`ZX~IRqb;2)&M}!xIKMVg5L5Prvu!snYD2nKd*ob(D+!Tou$rO1i(j@Xm zWL)Hf$ezf#D2^zVD5t2nsG6v;sDr4l=q=HQqK`$ZL_0(WL}x@dM32OvV#H#MVgh3F zVtQg$V(wz0VsT;_Vo$}I#Ja^M#6F7ci(QK2iPMVnh)auWikpc$iwBBFi>HbgiPww2 z5+4&^7T*;=m%x#rmf(_*l+chcm2i>>khm+6BJo6`PU4lsn8dQguEe<{jwH1tx1^M$ zrlgsqvt*EDjAWW*v1Fs<8_99WkCF#cfE2zIy%e96tdy>lm6W^GO{x1**;3_Fty29` z(^4B!-=*Qwq|&U?BGM|-M$!(_zS4K3lcWo!Yo%XGk4Y~}?@3?C;K|U*@XE-_=*n2h zc*umw#LMK!RLZo=49d*OY|H$R#gwI#<&>3_)sQulb&(C0jg`%mEtPGN?US9B-H<(& zL&%ZKvCE0esmqzlIm-pf-IL3ZE0t@J>yw+7+mJh!N63@Qv&)OitIM0pJIe>l$I55Q zm&v!v_sh@9Z^{2qz*L}A;8KuM&{D8aa96mg5U-G{P^Iu(VOU{NVMpOY5l@j$kzY|> zQD5l*E+Ol}wdfl!BGwl(Lm7lsc5&DlI7O zD4i?gDbp+SD=R1)DBCIfDn}`&Dis4sc@@EtLUg$t9YtJsytFD zRH;{atumpqs&b?XS0z{FP?c2GQngg|Pz_g2RLxhdRehy8uDYW7O%0|-uEwDzsivi7 zspg>;uJ%x^K&?*gwc3Q*s@ivTggS*fr@FMdj=HtFr}{1RB=slijp{w>Q|g=QKQyp3 zXf${=%$i%UydOIOQQ%SY>uR;t!htro2Tt$D2-txIhJZ6<9IZ8dE(ZCCA^+6mhE z+I8A*wBKuQX#dc`(xK7e(^1ed)N#}a)QQ!})~V9z)EU$Hr1MP|u1l%Qtt+dmuWP64 zryH%CpvfiOSRG&I}LKrVX|Xej4H%G8u{(svBAuq6}{tCL5L*wi>=QTrxZ` zf*O$-aT>`O=^NP_1sKH|g6{MLBM z`0zUHI>mMF>vGo(t|PApUyr|@cfIa<&-Iz>pRZq-5Sg%=NSJ7w*qZp7M4M!pRGD;{ zOqi^joSNdAGMI{(s+(GxdYaxbO*1VweQr8tx?*~4hGj-)CTON=W@hGLcFQcqtkkUC zY{cx7*^xP>Ijy;Xxr(`&xx0C!d5U?ddAs?D`6u)57MK>a7J?S47UmWn7Pl-?Ey^sO zTZ~z(TAWy7Thdz!TdG@HT6$SVS!P&PT6S4ZSZ-LJS>anTTZvm~Tivkow~DpOwW_u1 zwwkf}Vhyq;wdS;zwKlLuT8COET0gOFwtj29Z2i>+!-mF2z(&Q!+y-TH$0psT!luh+ z!e+zfr!9dktF5H1o~^xYkZrtefo-GhfbF8~;SKl=>KptwRBo8vK;5`=BmG9@jjkJ$ zH@0q^+Y#BZ+ezD9vqRd2+9lc**|pjY+kLeAZjWuxU@vN~X>ViiXCG_-*uLJr&wk#1 z-vQ=8<-qTt;$ZIJ=@8|R=}_(P+F{z^izCR9%#qts!STAIn`5M7nq!4ym*b@4mg5DI z7|Ds0LmDAnkm1M_WEt`WavZsdJa-~;Vt0~tGIVlw3U^9&Ds_6{H14$NbnZ;#%;7BS zY~<|X9O0beT<+ZIJn6jUeCa~s!sR0Ga^1zv<(5mjOQp*zmnoMou3%SkS6)|TS2I^n z*SoG+t~IVbuJf+@Zg4jmHz79-H)}UPw>Y zb${+Y?!M`M;X&fT<)PqV;^EA6yjq<+ho$X!c-RHgJ{mlp4hsj66N8iWEC(I|sr^4r@&$Q33FVvUXSIAex*VZ@C zH^H~qx83)h@22miADJJIpR%8YpO0UxU%p?n->~1R->E;LKZn1(zllG}|E_J z{|Eo$0K5RU0NDWJ0QZ190a*dH0et~W0pA0016cy40}TV+0&fRq2G#`j1ug|11>pp- z1W5-O2Dt^@4$2Iw4eAS83i=+58_XIk6Kovp9(*S_JGd@*AoxS@NeF%jdx%_!Nr-1i zbjah7#*m?qm5{Sg;!v(orBI7dpU}9_!qC>xvCz$%z)kX-{5REa+TIMjnRxT*&CZ)s zH+REeVYFeQVY*?+u<)?7uB03|cB6cI;k#v#bk@}I&k&%%Zk+qTiksl&|+#bNy|>&tEEZQ9$SxAks2-HyDSal7_*|Lu>rf7~Iu!*xgbj^!QyI}h%Z-08eCb!RUM z5ycQC8D$XV78Mnh6V(_s9JLm8ahLqAz+H{Ic6USXrrfQ%+kJQO?)PZ?XpU&bXp3my z==kX3=oisb(R(o%F^n-%F-9>SG0`!3F)cA;F6xa0c-_qpyX-?zRW zc>m%3^82svFWf(h$B*ZTSBkfc4~S2UFN=R2KOcYe0Pg|E1EmL+4+0)Md{Fk_^@D{6 zM+x`|oC!(^RtbR#j}pog-Xtt0948Vcawn=J+9U=iCMQ-U_9lKvJbg&~koTebL%WAJ zAErI5c{uQJ<>C1w@<)P?v>zcKMLx=Y)c9!R(Pk1ji6%)b=~|L|Qgl*&Qd`nQ(rz+F zGE=flvT3qUa(wdBmewJHSbXGxDN7hu&gsgT%Q?y=%;m{d&vnR+$j!=a${ox7 z{21|=>9Oo%^T+;=A3d&o-23>`dG2}l@}A^%=FR0D7FHDY7Je)|e?s|0^ohX} z)RVX;B~M;GS$y)Nh_pzsNVmwfD7vVy=ta?N(NQsBF>kSEF|zn}ab9tI@l^3)30?_T ziF%1cNn}Y*No&bu$^KKEr<_k!pV~c*c$)pR`RT;dy;AH_j#8D<8>Qi;S*6XT@fIpwY8ljR2$cokd~>J^R^w<;c2v{y`5 ze61v?Q&WJ)mb$~wP>|rwO93n>hkK| z>Xm1}GumfT&rF~BKTCdA^K9tZRt>y{xkjPJrsif%W=&JgM9qFJZY@`>MlG`TPHlee zi`u!`<2uqhp}K2zsJi=gWpzDuEA>DX%chW~^rpt9@uvM|yk?$e&1UE3=;os4 zSIx`K=PlGNk}ak!0WB#lbuFVUJFVEQoUQ7u$kwRV!q%?V#n!Vn$~K8MlQ#dh~_v}^>(NByX{ZfU$!r|pLbAqNOhQX1a_o#G<3Y{*nf`qocFo*bGPTQ&!0Z; zdA{-j{DR?y{0r+BVJ~uCw7r;l@x7C@Q@GQx)2H)c=d;e?&d*&~U7TI&T~1xmUBz9m zyFR`IUedpmdujFZ=F9AtZ7*kD9={@eCGyJXmG7&hSGBK3U+uoeea-V)`?cHaxYuQ` z`(CfVfxTgQqx{DH&Fwb@Z(hDxesj@H+bz>=*?qG+ySuG>ru(>uyhp6(dQU)4YEMJY zc+X)kVXr{%wO+5@hrQ2whkJMWaQb-qwENuq?)O#n4fJjGWAtWTi`9jTZOl_ZzJF4zwLUv{PuE) zen@`EW+-APZ>V!El&f}jMGZf4%2t1OQw6LH)b$qIA^qG+-DxlRL_je?9CF) z3eFnN`pu@!HqB1Wp3G6sNzGZ#h0W#7b;_cq;t`92$b_WPXvx$X19=Zi0lUsS$0eTn;0^=0(S;SR};_>RR+ z_)fvjo1L{?j9u;t|7g9HDA%!7`Dr9;pm%b~`h`(ff?-QoMgldsfY<-gj0js9Bxb?EEg` ze=Gdf{cZCI`-uO@@F?&o>*&SNhwsqu?BBJ&dwoy--u!*``}r~BvC6T_@q^>q)JE7;yB{H#i&v8v_&TDxnb$HWtoR=1R%mnu1{v2n-7WNBmah zzx8qX5+K9?-GG)sK!gC85CkCvU3R0lVt@ej4gqxfv!@6s432>b0fVs6azpf9AUGHV zhCtw07%(sd0Rzw(bPWU{1`#GPBMFlrDVd^K&=du;khr9IT1HbdIi-Y>fnDPy7K=~% zgz#-vWmPIRb`e9PBzuQ|!aB508niJm81k1zvD0Wp)E4}wJKc2XfJvy!2Go$srC;XC#3K9aE{KOt9Eaqx>Odj07@ zR4nCk4!}X%KsO~sZynkD@Mr)24gNn~A(q$L4skrLOb*r>cbv!ac$C97U0p zK`oN;0hHKBj$1@ak)J{;M3+7c2cVkMW{KRJI-S)MoUp-jGOFysusGBr0iLqpZJ~&Q4RPHv>1u zyQKg7kGhZTZ{ty3>P}p``T}!S>CwECN!|s5Crb>q0VAzb_^aszK~EK%y*%8#Z_4FW zGSi~QS5zZxIlq5aZK8Odxl5GZ=8oc0Jm$q*?Z+K6jX_;VgND+_W~z^Z0Ci z`(B>W^@LBP`3%Is%}<&hJvD6bX+N^nFp97{+gztsyL)JRU)~=S zJZ-HX5SQyj_4)d2UTam?Ty~&dh$&|U=Apeq56pi@JLWLFt!aijaiQ;UQL&e8eE#u( z_jumE%sy|!i=g%4*J7PT32_eT=1#Y3p4YpxI;lnpTKU>rNuUZd9LiOSe7esxYYxKW zOp`Yv-4vQM4tPfb;k=3&TQ9uq-|4?kH7_0Dnli`J3UqHsJR6>3v*zX#1jcnr+7L>;}f2r;7~I)q`c-V+G9Q;u{xft7otN% z%BrDbWas9eqxF3K=W9ifQN2{|{7m3bpXgLUk3g)ja76LiM>66sZuEv)OacSPatn?1 zXHMUq1VT83MTtztb-Q}X#+651PBYcC4eJfha@eg?%FtsXG)SJE ztS!!|G)#AMBi6EL)8ursNKPMjynCB!Q+sGb(^jeHH2%rVgD>$ox+_7PO{3OLJ@p+D z?{v4+v6ztAH@FY9gR{R&M6YEfqfJ&mD>ixjgDyOW z>we5A!4$bL^Lv&`ry0(^&-Pkrd|vL}wEDcf^@h2cW!Xw5PrwRW@u;==cpHru!*!Ne zvq#7H)45qQ2?$qP)ZnM54_?X~iMqXC%aGx^iu z_(>V-AfNKU9zMn-_k{Z+rsmR2-EVo&4D)L`Dq&00F0J{Aw_N$!t>&dHkG zFcVnD&(AiCY3PwJ8FjfxY`M^F2rpX28%>onO-YhJjP%NjFiktW1ibPG&(2fwdFi}x zZ%1t|V^xhJ3a8t1f{tXVrKc@=2R}_y_L{wt(@8&%zUz*0Uor*Dz4%+8!TgdQkUGHTM?zO4ax4n+lLiC4Z z&o-#y>4(gZ%Q{(Z*z7&$3w*ZSFGRgtCG}FxtnvlBxRu(EhFffD*Kz_K%~6&_8Da)} zZq^Ud_{Xv=;yS0YwT$lpC!;?Ff)c;pbY7KJIEpv*yIFTcLxW4i(Udgxy27642Qe|H z;CsizMIX0EU4m>|gq81Q<5-#>2|q6SxOdL7V!20qkr5t$>OERkZ!5iuFT84-Qt9&X zraawPzUx;x)vwY&yjtdN-n_nc%!BK*O{};}9{Q+e>!FGxW%rQbn+hCvC!2R#Md1M@h zaR${st(z&%;kGNUUDSW>YR-#a-2d)XQc@Nm@`i8!Vp+=BYm0R2anbr(x^#o!h#$?m zT#HfWk;m4_mvme_6H!*VQOuF4Sr#sPYoljWKfn5fWl}l?d<4F`C)f+th_i8~TA0|b zk!Mv|XH?{L_8oFd&w30*_`2cw@%AQ>%pMk2dup&z`gB+GbGn(|4jiYWu;eb$VYlqv z$}d07eqITCY5NAfq{4j;qftACrF`yeWrU^O#?CVVeKJkWmq5mw5u$7ZDons=haN*W zJnsncXs_|zmULT4_X!zg_V_ce< zN?N{KlbO2?@y?Sc87W@TcH;+DPPQ%mrgf8AzL1B#J4P`X(i!H^pM98mT~d7;;cPfge?XCzZcDCGuFJUfeSH8w_jA$3 z<7N|EcJZO3)3xEpawI>#Fm1aFtn0-zlasl>qY4pRN`2RpsPU+Ic(NpwAzhPi3^v|Z zN-K;?GhUyf@XB&k&*{i`KlnpUF@#+2dY56Fb@7H+{t+7KZf@ilrAa zJh_YZcZ0DjB|zdZ$%UD zO?9b=x^$IQm|4u`&1aa}O2jEjX3YlbQqv8KM2S^?wrE0~M_t+TuOZM^sJR@%&|dUC zdreEk$I~_gZpYQEgp$gD@{rCRHf}#hnOGN7Ojcq{MM`oS%1}UXhjA?N-qh)RI4JdV z_L=G8bb@`*J2w3^xsDlf(sU=KI6AH2vPVl|hVICiIpxQ(q6NdOFDcoC-(3Rw5^n;x z)UeL$4{?Gwy;zW@6VGgFtM+`5xEt)9hYLuyuP@3BvRHBr*zcf!4p_-$HsM%t{)BC2 zL1*wsIjg(eb1Zdp@DvG?O{p9XGng2Q9}LK8$FdMTNakzX$<7n z5+$BC9sjc0T6B_=>?HMhguXDe+Ib(a`ESf}5Jdm;{ZF1hhrY4ZZqBhzfC=7Sds!(T$1xAcl`SkBGVX=Z(n8ADf<|~gd-%OoP zNLILHc%7^gRomAy1}-jh!=; zjK*jQzJ{fzx+~VLIb5wkxAZv+Q+r*w_MQfj8u4VQ-c3F{Ro7=h--#coy;-mf@wl&3 zLDRfNcDGzhr%B|~eZk~w4MKh`ca$Dnz=88gYxQpjli0p=V;vjV!|#Z=g^-m5gZAdc zJTfagBHJU<@jFTj@vN8zrL=fNU{`>w}P?n zRn669Pu`WJ;E}wAv-BG>zkTre9_hUSO#j%?*3@K(pj`Q>J#WFtBe|klp*lYRg8@ZX+=AA5SxC*S;=9 zdM~!zPfemq=y&yAQY56L%qnPI1sxkqKGd6qPv;kI1}%|GOIFzF&)GdX%uJkDc4bj3 zrH#$NT_3j|Se;B}+T}k0LboFd8re=ghZiY34shOy)DQB$u9HdUjZ+Bw@zZE&RyaYC|wdqM|dhh%fZe2iQ>7RD(n z(JcK#x5y%2MFvIGy%;{j$2w~VBCyXojuLjgW`a!@#~}N*i_2ABei3h8ckbSzzjLvB z?r<~bJ00naj-qvOJ(Kbi{|KG;`AEpsb`eNUvP=rkQp+{)q^T2TQji}}c(s<5&n@4+=?M>}~ zyZf5Z$KE33YI4z_f1GZ6G|SL~R5bI}b`xSN zu`9oz@5I~KatGHi#pwdlc%3w~46U;EHJMHb0hYb()%|a$_qOsE!}ZU+A*XFJvT}u| z&d0V!7Yo3}GktvhvWTqn>B&p7Pah9Levz#Q%58|Bo>QO7f4QjeX4K zc2Z}itSkC#i(npAoSe#1Af%$Ax~Zc24Pa6D=X2}#QYw1CiK)RJsndm=D7G!)GMfq>URtaD zjmrBOt)b9~Zef3tasuN(if+l1EuG{h&d~uKiDp+ZGRN(tbw=K@MJ6*6S)FgrlhMt? zBf>i5PfxM}WD=`utK-Zc^6j<@@p5w?WN$VU7vzUiM>XKm)b79onP`mSr7TcS&dK_Hg-dDiq)sOT*xAE!S$`jqbg<%hGbPeckAeaeR6UjUDz{hKB_g!!7TFu=GfFdJ*3XjNl{K_z6a&ivWlA;KZ0ifsRBx$B)P0fw0|Z~! z;y`Wm>Ze+lPb=Sr@6dzRl?PIhd!ETADW$)ahAP?oVz9_+UO1Bi**mbbZyV|Fkw3`Rre*_qgL4hN>P%Oz_Q-Wy5gku`Z{600Ii0+bLLh46&a=I6!By+_K_4t47Y@Z zPFfRKUIGUcs#=y3iwqJCVn6&d@`-L|<0zi~r%&*$U63V?B~?_|2;3hyKZ@9S?@C zeiuz&0`DRsW+V5s&gIlcn|>}t3`|e%TmoCR`iu1E@1|=;T8~TSM|W4wh}QcKhBxzV zZG^Sqe0IsiwG^r4nMXPSLd)56R&1$W11>+ilVej=)HLO^^ECP!vu)oDUjjx6!>!8c z6}roKHL;ztT`4!Kerj$lvZ+E#<%nBLtSX;5w%K$p;Y-pN|KS1u)8wch7hdxG=$nZ6 z{N=S>G3?U3S}D)%dfBK`Y?q!csS=hd=2T5W8^^RCTw=vybHj*jm3qz6WTB1Z4{9yC z4+Ca%O&W;r1tl8kAL~}0hOkPToHu&8>8qycw~XS7o@uh%T0GIBO1XOD{vQ$u=jh{) zM@45&)AS>aw=l2%sNkO@Wm&|9Bfs2iv;5cU88G^3_^%1{BtnY%VR?db<$jihGEou03@6M?=FKXRVCFh`d=Y8A4)ZLx70O}Oc}k<} zqkg4tp292C5}5h^)IfI1!&%MJ^yv?{*vdO^e<)!Dy1uU(Wbw!#H zX3Y(q``l*8ZbIylO=}c?oX0O|NTA0tH1tSyU|&u2v0ur&|IN>RPc-=^SBpMsEmrKe zmTE7|eZ#BqpZbE$*48Gs{$y>fH%&UM6J_~btUx)gyyAi(kCVbwNm7@s%cLPK&DK(Z z8)5fktWcDUvb8z+V=GE>p@g>uVSKf$fMhm!$xlnMHedSH{MMOP4JEbxW7kSn6LaY-!xUcF`D)@QCS z3p=`DUzI=m5XE7!de5r+y<=1BTpxOnTz~D$yp*(DQCVrTTghBOM~+S1N51*vrj0(i zio_Qa)&8fR*)dxs5B+isG*7j1!r$-c_vOjbCgnXo5ZqR;d=~TlLibs~su{I3;vU9I zC2e9;{kIUkved7*QY~cqVsC}6&$*ehrBeEhx}usE*_%8bD;M|WGlzy%U(|5+1fy8W zTS&J)AB&ttnt7h>>3$Y+Jt!&bF0wA4FpMxnb!cjyo`%Ph-|qaeeT>>LPjH$a5|YWm zNw~iLWSJ%XONmAbzQeT?HO^TcGH&jt9J+2)8ECdN$;tCn027QL$&)z z-JG?ttskFT^>KK6^ZALoJD-HMsn01nY&#N^a}Tu;Kw;xy=FGt_WPsxOI(Yq6RF2=g z|Lhda>_^HjLf`wIKMg&92)(-N{Oe>!W5Q!i`B@|L@VxO$pwJP-aO)R2c7%DneOs@v zJl=@U;Msk5iA1%=isqO&LS$`Yw#h`bgxWoV;;f_+6-UP~NiCic zZOS*k;rkc5DcfOwRJX}miglIJUQZ+R9S2swU!h4IrU9Z1<0{9dW3ww)7KXtpbhn*(c5Q~+j} z7g^^&EyJe)xv=2qbJK65d!OcaTR~q}y7{-eo<>HJEeE{B&!=OIynZfxcG7(I37o+-Bjf;eYz6!{_(XnWJ0af{@74YR z@jqwGz_B^p-zoUZPi2A4OF+%icuqNx^|5vOZo~gU+$9EY$O2&5p0kUGRY)~%$h8sK?EZqV=@RNOwRbR_ndd` zIp^N@UcFcUs(;tiOiy=L%}meq7k}S3(HcEWz^6HBLX-8#>@B1MUi|LeyJsOw_kLCj zUtYz@tnlN)Imf(bxGf|oJYj= zF2Ymsj=1v+JlP%io;*KH$32UA&)PYWXq+WI0`*%}sN3QC&SE%=sTfd%_6Kvu?Zv|c z^oe%Tsoo3oVZJgs-64v9)NRxS9$cEL6(uDUc<@1Iooh_)QKg2Wt}4~xXS!?wexF>q zQI0812Cb|r5#G+*S$401)E=eV^}@#Vw@-?)o8ON=5zhvX_`RgP7jMEHFK?u;F>`7K z;r=-`f6Pu8I7&SZEVoFU4vZ+RQhf5cQ>pGFeQh@h%*~>lQs(Pt=zSCSu zeJ!$_ANQ~?sY>D9pHkt8?du&^0Qh!U*6%Ez+zBmRvQVj1o_xVU!o0AuV`3st{5=~x z#lYyEmkMt-HD2id_U8WEq0`5d-*SEgFPHqfAGch#CF-%1$FG*%E!`VbBsb7CQbp}2 ziYWA0B(-I->BQov-^|Bl^zsMvJxn_p&CFZ(;`+(w^#8Xd@MDD@T$B8UnbWQh=hsf0 zQ?eeE(T(7+1m=PopLlaXV1)<{e~Dl4>4f*#`~rL7o1JtdDD4lae*XR2GiE^>9T>Q?0&nr@N0%aFC&QQnYxXV&Dxl(y<0_L--IP^T7QQR0*HK6#! z9F-=l=dPpY;!(p;8(6iip}1{n!M-7O;LFgx5SWycb8xFySE z&F&;0i4=BAqZw3x5M%5rFSXEfouJXrm^R-YlGTiqGzBsR@ (nOd!--|gcWurvy; z5GfR;=j7x@5PhnyKIb}laK`$0F6lVYtTY6_v;29!{W2t@(00__Ju)kQMBu03p+CQFEGHBu(v1<($EQ;aLhh17<$MN=@5n=#8koAPTnfL%tz5gnJHK zODoCf9MUl}_VSvRWh(2{S`U^SShXL>C!V$8Wy6asVW2@gNKP7LZOYlmJaN3oBeoLN!to3yg&0K@H#TkW-AKD$t9?yLv%=xIbcxw{ z1ZcOIB!a*&^Z95J_GSf`W6(4a)@m9D!sb+VcGvex713%f>n$u-wxA^H$02ukS;cT8 zxAAFRO*JYf!HnyqnS}QjwZsx4?9JXUm^?k`xvx?vF9%OCNzn-?4@CPWMul#B=?3Ef zO+dTZCTZZv9)R{!=@|l7tIFFB$%INf+Is~=J8AY#S6Q*)OKwQl z@-i)^3wE$he_io-7jwxqE@B2W9r$*lKf5HkTxt>!B=Kg)WFqeQ7yim`SABzGb-lyE z{ZK#miAC$SgyYYN3LjF;SAe^78bz=5Kc;1ILNyibj9K$>YI90gM+|PH_AIOb#rpbY zApW4%J@@I*QMiNAC+i?Cp)Vlt(&O)Exxy}4`Jvqf@+6Sj&*>=LnU83vntyTMf9J0jk;hCThs-ZBs;U={#SbBR|iL=82KFGZi99^)pn!sPwTyzC;Jq(-0*;ylJ6{+8#RT= z!S^@I15#jmRY{2gHDJH11D~ZIdKK|Qj;jsOCgGN|X}#G&BA`9PS>B>$f>vcpg@eG9 ze8)zY!E`)OY0T+bEFx0jU_J|`4xVlhvDG}+Sp86(B-Y^gWEK%(J^>`u8~J@)DV2*Z z*0`<6id_sS1-1mk?DTAKr8PN_&lSnmnXD6eDk-~V#yPvBi{KZoMx|rhfK%u<27gp} zlB`?IwI5+Mc%mAnF%#!Pn0ODKIw}}wI^|y$*7#hw5yUE1#L#tVgx4PKy$2mCouoQe zL|XKfN_m#I!fCLRRf<<;}ESI3hdumT0fdM2Yi^D z+*8ctJjwI+icmOp+g(uHt9UTGEbxxh%z(4Oj|?>{;WWj~)>c;S+C#Kyjt5t4O^0N_ z)ZU#$Gb6Lx5J?{qRSH!KH|rh)I==X-US3{ENM7y^8+m1mzSYgfRc~O7aKw(&) zDDtk5_P&nN%UNBofj+R9LaAls7&w6hHH6ztpSs&Wbyrr8c??%~%(GUg&vB8Fho zJRS8?7RZ@YhUo;*zu^b91SJlN%A)uYDC^3%UB0)(7*%~z2p%sCJLE;$Q;?9%gTFSO z;HlhJkriECKsq2QHSW_tZs+fn*rzcgoHbfqPqk+!L;uwTaee63^z!z!po^;hx2#|O znIp2WcxzilOK8e(hvZdQEI!@5(jQ-^D`a>z`mTiGLtAyq!_}biBUUekk{5`6M1i~v zWYMN7(3jET)hZj`b+5tLXlorLI=5>7`ed(+5cS;Rz^4~NvK)oX9^1hzPGp{E@yG1v z`!E{{?zaP+zilKvAb1B9n${eEqe$_vF47(V?I}MaU8nN`3lwr{{^DvN;a$|A4- zALUEqw)rJlfp$NPJNNgCY3X&B(rovE-iS6b=d(TVpaSP*tBMFuP_)g~Psa~GL3bL3 z@&qhZLqJi$^7WWA=Wy)wJLhO#Umi`iBQcMe`BWdLaWZ4~pyU7)o||(^b@`WnpLv!$ zc}?1Kw_Tq2w{KbLKgh9|J4D@{W1SF9CJBJ$(kG%Pld(LQW`SwKv660QYpG1PnxjvKk0hK&{i>6C; zR4-E%Eaw&5M|JzJf4cTQrm>)q z<*)Voms*BKq8vo3yw)#gpE#T}MVZ@WY7GLeg|D(DCuB$&xj&7;K5Wb{L_D6OJsPRF z*?KebTB-fbTVpiM`+dtm@A*fL_sw9JHQbBxy@9V#s4%uY;TD0ttFP*94eRBkMQL|O zY;zOMGEK{#=Foy`sNO>%Zz?nb_9O#7D*|;Q# zMih9Lk%_AsS2Ko*)dB75?Mz0RqKnW=q`DCpuNIY@HWnlzL4w^^7FOo5;6OU^pH_@y z8#nPBpo0`K;h!p_Gee+iIhVMKuDA)>548!um+(1K2$_Fao@0XS3B#)QvKJwGkGtzm zzq4TSO=_6DSIxJx9G&7-ni8Pv^;lpRz9>_ADqZH??NK-{{P94$&C4hIq4Sk>YT#OB zF5@Gl(YI{V;L|4S2Ca=NUo@rlYT66dyvJtAvJuu6W32TI*0G^rb$Yyrym9I4A)ijd zTx^~?0(W(!_NjhaOJLV@lgdKq+{Uc}>IUuBgg???y3flg&K~39!*5mZ^WHiG6sdd( z(^O2tQD)ItGp~ltirAiN^BF5Ua=_>lCGPFZ_{rN1273BwlVL^*bBPNkYV=g3m59d% z6Ox)5pWH<>P4)d`BI#EzCPThGBoH4nb{G7P>^eo{dXk~bseFi837}KY-dQhfD7+L0 zpP&5cjgFxcRc1lOdY(%xX#iq0=674_4iIqDtxbh-cP~uaQD5_d_Vah$XYl|D2WX8;S}WWvR!JyjW5vUaLpIG{$o+wd!0Wj3S5n2pnb-AJNj@iB2GT!x5moov8q z8=6Q4@8i3I-~e0S^17szu;_~QWgE4Ujcas|QqTNfe6P^cA&O73YPW-GWGTK^Fwga8 z^B}iHp9@PM%--K!n#jA7l#DJ?%1v-M^lUlAiHcAi!z>Grb-9kFE!KGt*Tz7>4#mY7 zV6$tRhQ^W@}^@sih*B)2N45)-{OI!bu-=&KpfpK*z~|irShL zX)BFP?Q4TC8*(O3E;9x4lnuS7#49AyZA;|@K&<2G9IhT?clOxiUl=Qq6Me;Rm0zht z6oR;M6F7WBqUT5u2htA9AW1?Um{RHx^GyGlnw;$2*+FK;O4*VP*>-@f41CL9Wfv%d z@7z@}+#nz6>}po2sk-hbNRi9G@HUi0 zm$ho)^21ZZx?7ou@ovs`e~==L1`}_@E+aOUb)E-${{HuQ*(#_$S5H-ckkOH~8cV!@Qd>$9)pC_f`+V#bZLl<#B8~JB%yROX8#t?_r^bsU< z(T0^curk=nDeWuKRSR}o97omB4ZpK+FEkZ>(O!?1+~3i*UN`qC37z!7b>9AhZ#&`f ze#wAN5CNH3rgY11>f3+31@?Qnc@NdUGrYF_jsY|xM{+lW7 zKc41VH!o~_lw2$E_A zN8g&L%J%wP^R>FUK*d1a8<*T@x(4&BeYy6h@H#z zjkY_i1}JexgPQcpZMDuYlZc=R!?h!=IF3SnfvyG07!itY%_4SM@%if>{`5YiY}F~# zs4O$wlxb2c?uB&{2cuiUzAk%~g3T8s;rn5Pg4t7j&v=hpEKc%A zfBWw&$FCQebt>X5;G#=t*X#*p+~+!<`A*`ynkQ}L2A>~d`eW_E$rY8ZURIYuf*150 z^M4@Y$+KfCOV7pYND32)MrIo%TG8mjFx@%-CjLHNbTK=)X=8rFIYHUSx!KQuLk|^2 zo?w%0*mkrm&|;r`oq78s`>V#DB$N*H?ow*m{Nt#S^jVtdu|q`YNoxF)0Av4|11v0H zr(|#I2<@B~WJfN#IrC@vn+C&yY8B<1)kSXZ5m;dHFm$v> z$T|BxcGMH@qDi8WzD0D5-wQr-o;YuqE?(St)GlzIS;F|JJO)P_qcN@31k!-fym1ss zm!#6@T}u*%ikF`rr@6n_xItena)`KV<8_u$q?foPV)h8>AmH37XAtk{iFwySc$tMY z5HjgJ=jztmNL0@Rub~NekFh6Aghe~_^rTE_0;kmq9bx3!wE7(C<3`*Vi6Om^ig2b8 z;3RbWX!;C(!MB>|F)xgu1u17vG?}73CN~;!@8`1aXoMWd-l9g)wal?+;O~=jI=Wln z5t?RU=eL=n=T&kDM(=c@w=BooGlBw-c-&umE0v1M~m`y!dCIkt?d6~h_G@I#LtIs{E&J3-NFF#zd z8MA3ww*cLDKwNH%mhl|rE~$u;T@>Q$)ZGp1g+3VO2c^u#EtOqO<4pkYJEaO3RzH3Q zYhkx1oW82vbnTAg&C^3!Nwu&$GBTRXI_b9-|@LU;oakQyW01z1e+hyO}3fez|n+@2&sy@Wa(5L5z&mNzzh&XC=#j#~%OZ z$bUcH$r0Rs$+%XTb8VmC$ddK@Kl-0E#sseB-b^6A@oCJGE$GP`<&rIV?`Cb33mlBN z+ZBI<=n4uXiCblmy{(`e zq>Q844@F+T)ek9gTz)X{s*_50=mllv??KWfmU&@FuTgkJl0sc(p6f|rWGnTsK`%e* zi^37dq^6_Q+^dQ$gF2_yZOfshJg6}p4*5(#(Dtt(yf%{?DuO;CME?^ms1M5TNwFQYVk9sNoBMR1FP=532!nD z{rFDD=s#WZuWIc7NjUmz(4D;J-&y21^L?m-2jgr1VL1Bn9$m2XOIA1}xIyWdGVJL@ zFc|w$rV@nOdS&viqA!V>XrQ{iZpv=h)02vjB~o_zsbP?C4P&U51Ew`gp<>yK==gSW zSO0cd@7skLGx)lx(Zs|@OfxieW=+$i$@Mo)c^57VrYd{YmE~5VPL`9HxS=}+LEUt6 zMH@giAA6btb!sG#G9=*X$NebmIHOOg#Vm=6V3?QG)@^xBi!&faEek=T+OH1F*yg{% zHePICIj0!Y{*YNL4~CxGXtMVB&kg6HL&7rh=@aCsahno{W}>p2044ijX=f(OVz>JP z+pSx*RU6n5H{mbk3y(mUk;sin=_ImG?tM&8g*0~`Ay)}Yp)_D7IQC~mJ?z!yELye~ zt9eUpX4vLuDaM*4wMMTkN_{Zpy#gmBNVs01v77VSfN*)XAtHGC_J=TtI4tpN(L%co z+61e+97U4RNBH?dJTJw#V8$4s7XSeB8PeCCu60 z`d*o{pn}Wha}gagF`=nUm%MwOR6f_ynDz2gu56bwhmnxoAaF+kqc}ZP4FOLHKgGN{ zvod`e9(bGQ36)#uyGXpP8bb4*O?PNDh>p6nXS}oa!S~)rO(i~S8~`&T(A#qBj46au zHX;i-H$Kq2dA>AmBCnCr$vJWC-5a}u56w3Ro+5ql*U*UuWTsYy=wwgEa|n3!RnJk6 z+xCUNOkb);rbS#eVE(uQU6n4rS>M91z3hA{1b-7EHNsVs)wuCM{K%Q}4mlsx{dD~bVsT>WPOM2%^d0ET3-Ow6i#!8`jJHxM1^m-^+ zyqTQUTq*s1%9IE8uQRwGvSuH#>tJuf-iZ`SF9dI%xf$e#hCOQ;ikD6Q=>Q2*unENd$xPZ?xHX@UY;Kq zwpVy(RDm)jeXA&O0Md93A&eCly1SGo|LH5KJht3m>DFvBBHa!=ozUvb7P`l(r`Zy& z((qy)v%gSB0k!)2HXrE8auovGf!=;%YgQL1m-K0rsFql_l_9<}Xr+I2>knsA+PzHJ zrt8F!xYU<-T{~u6fnwg>Ov$Cjr){HfYw;&ScWXziG{W3&0P@H}Gy2S}-t_p?M;ohE zP(JFqsl{?*L{rpJee2SvfxgldqYF}U&m0g)=1vr?C7RY`wGr9me?C3gjE=PW?bw5( zJ*ljRnSHBh>ONuiYR?G-0|c2yvWm-TKjenI5P5HKtWEQ8jqANPqdFJD>1ZV|6x$lq zt~v2zq+u8b#M9igs1G7!qw+G1CmY0@{PuuhRXC8{e6??CN7^J$b2!6sOd7Hfb*#L) zyt=2l+p7|h6AF(T!l9ZqElxWxZESO%=sW+7ep&9iU{ga5wk&+`O<|6Z%W8KKTAH*j ztO{0;FBpS(w3N=XukWyH*u}hCT3tYER+Mh8)h)0JAa9u?n6;|P>#(72a+|VD7@V&&`qu4Sy=_IDkT*%y z2*H_A9XqPXP2V3V2eZ2peC~*TXDRRV5)EaFOf4byQ8#_5-=wQE;)46P#AJ}o1awq6 zkQ$x5F+0Y=wonfh)X{gUp0Re+-`WM_K$s9HVh5bBu>L&Lui@z`XPINpTe@a5Q4CnS z+fr9mGhX4dN-w_V>JKn-Ug+?G6!GAyC{$5aV^rXc5JI8tI1(;lR_(csK74VH^wFVi zZr$_%^>%^Fz_P9==eH^EIM|zThb@QFl?g;xK@lBQ6|5RrE^msOyBtY@ni*Ib0n$Fn zoc)g@uUO40{Yvn{LGaC3s(vG6&Lya>O5}c)<j*48 zih`GfND*x$tpgLZMFV_Qz9>vJhB9D{4o$@MkD|+r>cHWLN-&qqAxZ%*&CN@{e%c>o z#+;GyHR@ZQC@e){OOC7P6Hh+%#vx>XC=SiI7EgNj_Pu?Off?e>?>jF>YlZY{u+sQ+ zxe?^;)J}E;R-DfW^z|=>c~!)>UMm9_G2qf)?g89Qde@HsqbEb`r`d* zuXiU4yFAOza{9+RCD)i5xIlP;x0x;s5%o%bBpdW%jvxG&xo=f)1oKBi^kCPP;7uQy ztN5}Wo2*o?wVC>L+gYW1Pt?2#9d#-rm=DyOj~Y$V_3d8df$RF}HU0}I{huHA-|GJx z``Lx2(BGHssZaAt2V{Bp2%B0ze8{b9?)qk5b}M7|@iex&TrOVLzu>0yoyjsOJ%}|V z3%nwnRs8yc;t_beWI_{WSO%&Onm_W8Z=QVV6Csr-BU1j_`dD0XL}EUEIu$5~J5bqn zH(KNl%Cyp)xJ8dJhyL_iq{Y1^q}1{ic<)Ir z=qL|n7UGs3QbiCFG>G&dX)5Ju9;Czjp4Etn(Tn91Ye1rH+Yi!mUgK2A}F7s+D3iirHVHEj{ZP zjs`HeoiEaz#XzS;2tSkQp`hr2lm3C2ndpr~zyg+Z>0>mC3h}0P!@je80k3&!bx)|4 z7Y;Il^19vzmv3e~nVtMI%*(Wj9xXieT%k1e6A2`5@T#Y$KPky%yP-^rXvDWKOuHmu zvU28Js$K|BAFlx6KS4ckLjseXWXGZ1xjlRB2R(9EpPtPQTjO_@_LT&e#|^f9)t-+Z zTaMdMU#|%x3{ix;?MVb%ZO5w!e@9d98{tg_hv$X&v(S>nBy046xs*%^3K`Q1b*hXw z<@l|gKU2xI#mm*J730E@$(WjE!i&qVDE#dO|6~9EC@NoEeQ%6cGWwa6(4UNLx zmDvFX%kyhlRh9-28!vGP1j=|Ywhjd7yySjE@j22WMvj*$Wl7Ts)0c$l$4A($D`QYJqXuC>g%5{1-i)mM`bpqj;MmW}gJw5lw&OlLAx}O@Hyn2TJQ&?JtInUV z_HYAp$M2@F_!et7xm)|VB3=+6Syt_o`RzN)m0_m!RAE|um-T_s2*gPlp5R2XVm3z0 zbolhy)y|t{D7+J!uNkRVsio2ur@z@Lw;DPMa9O@c9PZt1k-b|S&eL(fqSe+zFJ*p7 zRQ$=T#+K`2k^#89>%n|UeU({MSIP)rmqBecqbrNn9|NUs<<=dS?H2Fi0jDv#B8BaX zr7Kgrz9=#y5xPGdzAO$oKrsE8ez3^Aa^L`EmR|S!_Ryn7oQZtC+ld)Hsr}Z3Vjbp< z4JuP&P#u{;wA;>^Y_(O%5`FAazSMGuNSbv&yLUzs8@(&__G7+?wW!Qx>L|Y5%C#sXq({RDwcyDz z&4?B+msUv;UVlq{=0Ts5!}|S5qjS1bt~&0zB!MG;@~UFE>JzftzJJVYi8rHnX?0nD zx7j#Ozbpl2DU*2ql$T+$-d?-CvnS_R9NcPHzd$Kza9u$N+%Sx@4dRenmlUyiq%C>e zHELquuMXoGBeC19AKON4-i2Jd={f96@rk0GfcvCFO%oE9;yTRH6(RQf-}(nu9jc-J z!3>H;0-yhavS_zNmI^kycYkYvqpWa*`H37}!bz<^s;OM9))zde>gO$TZ&b{HOg0>d z%hrutf2sC@$FimlEH6FuaIR6m$#dthzrjaoA*Hcg8mJuD0u5eixow3XE}IN$jE>_d z(T1kjG4Md8bh`r>piIf!Xng{hLP;!7JXwKfWzpEZcf{<9xecwqh3A zr|_sO^P-99M^4c}Uw);0$@Uz$>~Ki z=gVaWMZ&qo5!mq+)~+(iEmeQCe=I~$(~ub%;08SxlQms9a;8H1>Gny)h&$p%=HHj~wc8&m8r4`!uDF{H zIJnIj>t=Mktd_f3ikInv7{=?=6erf&Z#oo3reS(|npH`$kLFVYRZUPQf}cC{RG(z} z?0bS3u1AUQ1L#ki}f_4<}qxdZCei27?xW_W>C zUnj*KEZu#Rj#xr%B3Fh|!YWlB__7|puia%roQ%y*!_;dIoa5wjz7}QfyU|S6DYN@q z?M~h2YoWrWqbT-ALkNSgudRKfA^b9=-8H<4+*Amrjxc#w6?%WOww;g2y5JQ=EkEms2tDcP7>hscdzIBFghia?r z5+Gv~-QHB>4*%niaRMOMBnav~&3^?#Tm`=fF)_^-5p&5wC&|<*w-J3au`N!cb&ED^ zw_Wbv*N=a~+L7jDGa2ANQwNa}mg=m-0x!_1FjfSjSDhVcYbRXs#R?k!;mN4JG-y7z zXy4x4!YbQ{xIiNZ)>$6aa@TBirf|J8lF7E8%AHR15}vWJwLAzUy0leyh&lvD6l^sl zFI5A2=O?qCIZJjUw#wBW#S8%&GDiDd8wy>X*^&>$o#0J+#n-I22TLNSo`ONiGU5R< z;ap^-gAjJ3&Kl49~kvBrM=T}DSX7h^=zo-R9KAdQm!WbVU)Xrk#EV#L{3wy zPh$?z<`o?M>Lp)lY~e5ciBm9syv&286qC_@W2G|U1@hZ&Z2PRlP~#4qJ`MOeWNL@E zYYu6J?$1wkTh1JoW-S_1=fn@bj}(VD_>TrzW$fB6$yBIw?TFO2x}<`jPmnjnOe7+y zh-dOJ;WMm6M$aqK1%0;hmEdG_Y2|9Iv}}r}K}CnZZujD@73ad?biLv*bT4Yqh_U1YW3+#x%(o?21(U$ha~_C>+@0)x^DUeM8_B!AdEcAnu3rU?^c_Jc3?v zi1eo!piz9A(B1X>{^ipl5BKBheX?m}+&hjR3T_7$W>C%I7xJ%_E z+vv|3XuB({e*~$yj^_BMpfp7ci2^}V3ifj8lBDN~zyg?o{5@$~m!dNLccN1c-V|yk zOoq(OsT`(c=N9H7RXo2`T~!|p5sV>uehK|F5%c8M)_a3TQ>JgY%Kz`Zx<5W&vXlw)Ln2*1&YCz>Ub5y!3Cy-Tfq>w6LV4CeOI>+^plsrX+SJ^w;||M&LDb75nG zW@;0dTy1TC7`LwopT*7V@48K7Oi%@;ME)vm~`t8wxHUfWHO$#b9@?VC>w zM^tq!vl5?tsdgLj4m{ZcH-j6%DV#8o%uKHnrz*A1qHT`Mm37_&EH((Mr+i)~Ra3F@ zk~Bym4Pm~8>q{+t)!#S;NnhQ#)z#`h!3>KQDY=V2Y!!5yktqOiMo-r=jw}UVVmjWo zBo5II;B>0H<2}P~EaQ2lO~3|+)hjL>6GQnuD;4%hu^#|C6 zg)~8ql+N)(*t#jJ!aXBbC@r`S)6@u4JEEZ5lDkZ!nLCA@>};{j$Cq; zbFa2<-O=A2DA&&Q`fu^28d8$0cnN_0lrdEDQIgaO#8u@HEaMXrl7SU`2Y8j#KlD|H zE7;CI7}E}*L?FSsw9wP%<1*! zN89lOrh07(?nDNUcs#5o9P~%_F zjkDxL=9~{Oj>tGQTTjNgk;dxV_4IyktXT5Knwgw^9o~6 z*@P*W)qNX4PBck0&cBu&oT)JIGsK50JQa3a4yvmeMcR`=y;g|y9g(*(Y=I8{uwURRd1 zjnWc6e{NcuPNxRe%>WR08_zz~Q+`-j5KmIMuP?Bc2UfyJa)IZ$QvDUS>;px?vmv9# z-c8$DbMX%GgZ(*`r1zWFzVZ>)S><(y@mH&iyMsh36s1arq(MJVf#kj}sg)OyM${eo zMXIla-4d6UQUTWr_XP>BcoQd{{e)R5jdE-B8279en+;$h5Z-_YbfmCfbj?w->Z4eK zsI7y|XV}$*#Nw%?JI&99#`eQfnu&z4hB-z=+>;_zF=`TFJk`$=1jN1*mo{t;X>fS% zmXgZ1eJ{xt)Gh>W>}ESADI6G)jbEKs6o-(!{U16Z%o1THyl~=>EMtQsdj{)Oa!0}n znpYJ?d1TV{3WxH0lMcx9BOL5Ou-J>jS)83ZsIAj;fa_+D4Sc7|#81z#t+ceMR9^H` z^JXdPsaH&8_~%Jq;G6zZbfWj0(8*3rGF#^xc3Kd=%GLym{kD=tz+FT@LEM>sK;7<; zp9I0rl`fK8dzSoRwjj)zhS;6G9X-X()3mS1{=75!K>@Oe0*gt^=cG3uND$An&5sc) z0uKm_lX@Z7@{T;aF*XMqCDS3b#&{GK3e)nqXo?riY&%OoacANk>Fv0SEltkI6}jH^i&ox+slv3psOfVQ~3Q*E5$I%Cy)&7M8D zetW6Cb}1#a6&_;{{Zm@UKd6F^d*ls&k8eUO_M2-GvVTfz!9A?8$x?BzsofXG+2@*! z>JYXZo=@X-3_yri`#WdwpNIS^id>5K*4q`u_G`%YVG9xbliQSJX_L5YHn|zHky^A$ z^g{ECZnGRvkf#Z>d0xptD^%;sbGdE#uSuuRcD|neOkvikr8@z-Q}&~GU>VCnK~jnI zmy^z4I_hCIR<^pYR|k|27CNC63* zkh0RS(x52sH`qlD5n?=DI%x^zo8R`~FO5n}hEgTs zW;2oA!%>eL0<09Xlw-XY!DsPfwG{%9T2|=jt8*Rdo!(D&&Lcii1K(9vmnvWX!}3v; zTfC@^+8R%wbvS@$fs5YU#)!W01Y~p-W+4qq}6)qqHOg@X%}40ZlAQ(TMK}e(`x1lk;!9I2PI2RQ^#SF{-wdl`3Ooku(|zAZWZXE$ zeeuMoy&0@KOV9wBLrTbNTktfdj&_=kepcX#+SAhHk5m}55?=`s-c2v~vf^_Ti^FXn z1Q9oQLL!yQc8NQFxSdVI=Q@x6b~N@)IdBwiy^?i9VkYGUfO>5-y)v2$dWX%VylSqRwq_E0Uq zbh}v@-~G&bYC#yDT}-u_q0VeIum0t_qTQ{3bHG*hjIs{0FmZVe?>P!yR;W z+9r`8d*LD9z-BK^F?K6R&y-ZY4g`8)()4Px4G&ojKe!tiXqlNGJ5`)S*b1vjx#vF} z={Ai8bvg0`H%;KiVwOyvYmO`Mn=_etOY`59+)tuHcX1RGmup?UjLA1lqiZrB+_88M z?lxe6jWep|jc*76bK@<=mK}w=)vM+mXGEy#fR@7NfLWUo*8biSo}WC!j4@DT z=hpp+rT+g#`1~1g>=k~dc}%HFwxoSfS&*ctHgu`SU1a)|*HeD(~vJFyty$kp}uxlv!n z5#l=wtJ;iG?zHl3N=%|;iQ!(6WB#UZ@t%=mQoGNbPHjV?Y7n!3sn@J>MjI$q+_wpe zHt`6lfX8SE^0E3d>Srgn*~b=)x}=pIy-0fBS-e~E)suuK>i8V1fCvhMwVIvd6hEO? zkVynh(NLcCHL7b_UYVzx^XDAvKC=|_>0hILCJd9%4@D+hVtdltP`I0PU5YMg^Nst? z{!7Bjb|&GB6-<}97G#!9d&d~W#FWmt94pflc^al>H)g>jrvC7el6sl4ih{$y#-hCB zhM*Om0wedtiL$ZA->9IPs%Wz+VM7JcXNq-nl&k$_c}MVDRG}QmUp$H$MN_WFLpMV# zMlgt0*H#+!F!RC?`N+64xm!P#K&KIC5yaEp%ulEbZ>N4|`C&uc+*39Ot@O~Rs?VM1 z5afz_2e8jh8v67qakRgCG$&U^lmyaMq5%T7N}_8tw3>eX`gt4XS0m|nAX_@r6zoA(dv!XHwEuNzaJqWk+w<-gUT%|Jq+z4%pHAu=?>V;+8 z@84Ohyt@f}DXE*6q2n|2S4khZ*)-H#)4uXKEOtg802Y|4P>twXcx1s3JS`+Ua3*!ZjOwGOw^v;YDdc$J1+w#1U z!|(rKO#e~&KgZkJ1~dusPO3!3Udrr@qW3-O>KHE=3YSQ@e+-iTP@^*Woh92`|Ma(u z9syJG+>mel{{}m3KOZtDvXK{NbQh;AC zIdP2Io`H!*E!1R_{3ZL{^PVXxgg1&@KQeykjH;sg3cGsQ1m6L;x_$h{k{qe&og2U#XTt9cr$~CYsM!K{q&Ao5eE(VW+E=)Orh3C_rAB4fT(UHCMWkS2 zn9PI^0|wYy@xjTh;_Z?NHhhf{LbLPvW3~+N7^(1urgKpHiSiCNnsJQg=qGbHBqizy zt$rTgk>Z(t`VQUEkGqb#g8^zL13N`~p6-8bOb=qH<=9D2q=J#>3N}7!q*F$=17Khj z1vz^L($>A*Ui)W5#3RwzOnnF0(@o(i-j;@5nF}v+0Tewnw{<4%Y9Y| zoqnETY~_1%cXglm*#}0_s&~$jUCUWbR6mbEJiZhNS@9p`9TA_5xE+rJ!GZx@`-zZf zQi$EDHh#D^@N_BDE^#xfkgr@qXc5$<;Xe(NSvs^}nj~m-FRvEAsmnKaP`Fb!$!6;2 z_p^4f@9fPAtNx1DrdP4@XY&Ux@gp8Nd5y^(a&JAxU2>i2K2xm%;DQ-_xUnvS>sYqs zn&Vmkdb40maY5NW6yOxkrQ|g5WOR9f6DeH3OH!OsA!Nn@7}~57OQZ`c$@wp!$wBGU z0-U;j*?n0K*LWSldIKoy>!>U+`i|`U9UrM#v!_&0-ODuLrK_(}M~iq)L<;TRcd{Mm zvqStD$VB*psb%(AVtJZkujPZ?6L<7O%z#!;pS+(bGXY_GkdyC&ObjkKgHs3o7N(@@ zojISu?Y5d!9)wwP>$eXr`#{O{bFa;|^#VThVw!$?Aq)hC|MeYBI(J^>Doha&Lf8}A z=K2Vy>t_Zm$*si{91x2uD zB50xfj=Z)R-@A)0&ysEn&&d4DJs2jkqzpTNXAJ$&GyAWrktM>)`m@<*S(usT88*Br zv!FL=D#3^nI2Kw z$-z)su8W%#y!B4|ewnZ20NC_9OMKRwxkNTeu5k@h(}ZsbObdyx+I^t7cXI)W%9kR- zPN-t9A1S7(6au!^dB8}a?<}|xb++31K_$KEOfNXdtPEbo#q~vy|LT()K9cp(Jjw1` zn-{47ERi2U%$w23*61i~c70~LT9bYIqOr{!r$){IwtX9%57ZSN%5JdI8?vcDZ9Y&7 z1G#j)ztmz?5*g}`^q=b-Yp8jY*;qT9#h-c_0R#o_wx7a^FZa#S8#vqlQs(pjxh$XcO0LkoYdqB%Z_Z zEp^WUDV=Zk>|Sr98~0p-vA=!fDWixQvTiUTZ}mrvIll^>mudt=70fm&3^803dHx4) z?;X`t*6$DNjN^!k4xk|2LV$n-X`#ai3MMoOy${k15PGjOg7hLG5Fr!=0)#3h389W6 zB~&S)g@E)LdT;aQdDi{i=ef_l@4f52>$l$gan{~&vd-GsXYX^q-|wdks(q_pv4+U$ z=L;pVcNZ4X9?qlEGLcqf71p5JUzPKHN9~eId6i64@fQH!$@9#aU=t$l!5MhUFYzj5 zMbgr1(HT=QYBJF@L^$7^{x%M(IkUs}zX;wo=j2N27ECjr^qo&NtJPL}y9ADY7lkaO z&~NNysr9FUa|7ZVasuKQ#QKt{gXz8yqbr+uBN~{r0K;2XE^D1cSMFhMEgg%$S)8-# zTP+tXjdsfngYDH=DOptY?v7wihJt+tVix2pYVcnnz6{-?r9vJp@z>!KclP`sPeu_6 zIWfz~b!Q?GHuZ(s7xPZxE6PR13rwrQsQfRUaD@ZE%*wGe8A04D zNDK=sUq8jmnE}b(hoP`QsQ#H@zG?v+Ur*DRDa|QTs_^ogJ`V+hlHhp>+$t?JC&JN%Z>wDqSf{&kFOKHjryWEPb# zrJpgI;lN0#{(t8Kt2N)J>AzUHfz68WfR+5P$x66Cm*RRS6e*}QBT&a6%zmu)-I&&e zq;Uwyo=eq=Z3c7{W*>OXkLGEeSYX3p$`r++F+a=9Vw3Rez!P%I8g#)%{rJLsWVN@0 z-5Hjg2Gk@oLc*B6%82en!ur`IcfH>M)*J{5{&?z@jux@}%XIE@*SW66M)HAOBSiDh z;aPy^R2WX6IDV(cBs|t&SlyvxTp>OaW_<=GoyZ;SpT~=CHFE`Sk`!mW6S(6K7M^eK z!**9rvm@>VhW>q?xishWCv!` zXu31tan2*U^vK+7Zyb8k~2=GOE>(Sz;%<#(msrhgybKMw!PGWzW$n+j0Efu>#{o{%*y-uk}OM~UDx zN~_(iF@-gaYoH!aC1Lp+b7h201RO259F;{0Zi?AbQ)LX?8ss!~!L<1?LK4 zued3$CbeZKRm*U4deTxIqg;+MiWvMs@xg}t{;pNgB%8Q!srluOX1$+69zRKT*+^as zt)7t=#Vo}f<98~Ua*Gm-aXqrKgGevQqSBUki$PZ~ zm3}HjKJY93(R+Mvpf>{6fE9Mw(AV)=q@0SQ_r>jVmByUtilUCCS}-NuoOB?}eYA19p7s}M(W)x>?$YrZ!NJhRNmEq({D z9ozflnJf#`$_kD2^?izOo{<#%OU#k;YPAbUOK+8xLK_iz9|U!A}87a&o#u5So7|@CsGq5ZqPQ{;IvyfRa2o z2dVY5M0)--AL#tfz8s(dFHhZTBurxG-+n-FSc=hK?=|;;iSf2s6{$ z4RpAYRxx%6rh8fq>@~Xkc{3cJ|1_ucQ_Y|62WhU z@8;s5sPHN26J)Q*9LYXC7ow~o=WicrKZ`^VZHkft;pR5sT9yZmp2KSo3cFP%y-|i3 zxIpE;#f)6xN(-@^?UuUM5ITC=q;7voK8w^~-ZsjR(Ft-K3&z%r`H>zfWCWe z`j)Ds_eKSG$?361_dM<4azA^Ciwz@R<*hrSpH1E}&#Z zuwHI5lM3wNd;g}6ylPFyoV%D&Zaq96sKSNwriHciBW*CY)Sx9EVo%`IZSB|&lF+pZ zgSu_1b#BL-=PMCy;;lG&^ zhxQ!J{M=sYzkE?Rc_>rT_c1WDd1NA*$A*v9sEvAx3B{Bvn7B+#rRpwGqd*Nv-H=_& zW()sbShyN&>va3Ym->w^xBU~}tTN-1!pmba%zkfWa4*SUrHh!pz?&%mH?T&8-eG5F z|7fDBflpX|(UVr$uVxQ~OsvWk+)AeNLZ&~GR@`cbe8KSVM|wQ74JD_k#%VN=flJ)} z4&v8nwwM2XA@d$#hk8_`H(@6_l`-%_!Bv$v!`m?ift>Pu--Dxktj$1s#|ijhmCz!R zpwM4g7SmSuv*vzvuu^x87~Ni}da<+6?{B_du;BXXtLaoQz4_#!hB^%MP#=g2j1~7G zxA_NM-XGjF9N$>(M#!|!3=VjNBnbkv(w*)%vk z;m|pW^ZTqJy>Q+dFKpT@!KW`tr=-T}*KmTkj27}E%R8*-`jV}BN(GtbFMs%DG)E9^ z!Bpli7yZH1?x$3TD1ArHA9m&p>n+yP@46Q2bH=VmW+dF-aK?B&ZS0C!^h!6>DZUIi zO1wzc**=g$g)<@l4@2bM;wUv}TH||-pY?e6tp31gL6YGyBfXrl#dzI#1RHi*hCsLy zF0R;#KF_1Lam9QedfMgw#b#e?qesWD0YX^877zET-RKVAN1SsA{i39)u+kUQHCZzk zGUsr{!Ap8S#d1qP%Hc+Wvw)!a=^)y0t{8D+rvF@J4hqXL>i?qFP!RV+gIyjG{M!~0if0JH#Gpr1f#GH>580U2_%g`6MN7k>ELWzy8udn#1Y z8dSwMqUymt8t=2h8u$wzv8anR`kW7 zj-Pmm3+ZA25w^c-sv0$c@YDTh_G!8`&e?r1GqiNg3o<%*eyjgF&)z-81YY4E^|w4Z z{b*&&0q(-_)f0&6#l!c`;1F8__BQ}Iyd2yleel}QWHmG)@ik~@W4=IHai~5gkJ4zm zK)qLr%B(+_i+3L|-#UJjtu@TB-ySF%e?$W+Bp8$)E@f&_hIZ=aXT^<_)$MtW-6x~N z=J%egF51+8E@}QDy)Z*vVj^kc#fYP`O8Yx!RW%vT4AvK&@!z$mJ@F0qZpKb z_BcFD`c$rsrvlZeSa(sWA(dFkCo z(?==hSA&GUyc?rF(FntNQ(fT1S3LL;)ZxNvhQej<;r!4QSvX=3Qrh0bg!4mTM zV{aV|`rj$KGTiKD0o!SS7vi$^8dRw9mUF^gHn&2Ngc8IT1XNX=NsgwnrlY9&ijkjt zsz4=6YkZl=XdeGk8J8^9`Xnf`;U-wy(RpdSv$X7ad=k-?x}JDyj#cCp!|IBnum^Qg zcMgpZ0~3cmb&uwv*H%+~5%mqF?#aeh$^cTg-)5w$O5_o@HK&m?rEI+q>%{h zqouvu<;5jHlls3dsir09Hnhzsve%DM<5^+$lCAwJ1ZH4*I?wAVfBf<$M_`JF{_G2_ z`~SWd{Jrr%s=xg0tZPpHQd_<0?cw^OJ{snr=;&*gYTC9<9@$ife}PUvd%YGwg(f2( z=|6fSb>t;kt6=7Wud5{wW#w}pY`|^yC1g(OmZjx=#mqZ6p-ra-zUQ}>g8k?r(LwZe zw5P+f7uiUw7oP$n>#>FMay2lsr^P*|+z>3&(sxwKZ9T-vV++4%J~V%fK=WSX`80Z8 zsixiz+N1^4F!5Gp(~wSzMFanmA9ET7p->$&u=j(>@Voqc8pI* zQwULj%bXQvxcKfjQW3ao;y_-UG#DZU(moG3%imWum_OQEdIM5K7WxohAMxw`{`X(^ zKOL++Ty2EMX$~!4TTU-wijOu-<@kkqQcE_D^P{R867IUv!nj z1}dJW0GQOhSoJzAUYOr0sGBgeRtRrwbe;3N8(vFb{dOm7}mc@8A>R3kxECX(|EMhx1c(E3-O; zg`d?GJI+^`&Y9bjxCTR7g?t$0d-nUQ{+c^rZKwLWGY zcbr&H{HDu>=yrL_NgTtUu=d2X-#RQ_RkofxX2xsqmPmOcC>F(d-SW263G1k^wxX46 zKI(ZsiKIvB=4wYaKrB=7J_V#%%)TsJ-ehX4R6bt@sGd4Jnqm1K>>c*}{i3#ZlgBWU z?mthUItaf;*}w2P(oZQsV&%Vt-lrab%BP915$5mPg_ylwsY;Wb;Z5jcm&!* zo~DvHy`Gcr{Qw$0zq|NY@sqt9tu)C#d@!5MFt9+|`>J2MvHsV*QHLdH9d6B zcL6sopZVUIl^G zG(VTMz5)HwO;-EJuxHSx zZmPWFBs$EoCDt?6-Yk^4Tp+_w*5v5yHS;r6Z^Z7T;fro79gDcQ!fCoN96_{DOBA^3 zIg2aa*XU=^2*zET?2_$ao-`BWnB9&z+%&zO98>ZRp2Dm9QKP#64oQufd1i0P|KUg5 zKmR@=F3-9AH#s)nQ1OF}jzYZ&)%E@3G*vT(%9tvE54*{MKW@>>hwhy`Tie<+*iuMT zC!Ed*pEpAPx^(Pvc%MI3!M(?)JJ&ZvzTGBVqVmG!JW1@v^6s}whC{>s&BSKcgeULl;F0DhYLmbN- z9Gxy}2Y1SHs6uJHetvGFD2>?S`4!0tP9YxpT%S*`M$N{CxZ3x?QQS$cEX=V3X!kOK z4eLjz5LSZ4b#H6=R6=J~667E8Bza+sSJOlb(pvo2$W;$PP{zRDC>*af{IG0ds?p_M zl0|4~@EnndW1n0H>Vi?2B)R6>RfVV24arCPnS;-)3mqP=G-nU*vscYU&?Dhp)}u3k zRhq)7q|ETS7Ivkai!4KvH%|zi*rD!0DJMHgiu>cUb{OAmHh!l7lNq0%WAf}{HYmWc zrFpV}Ff8jJdU8g&=R@rC&s@nDk)Xs>+lhL!g@9evjOWdVe5|#(OrCBeVftaQe^{Am zy0+-NmsYjpLM_IU*eg1>;XlY|7^lr^{sH?^1GDUm`Y4Ei$4}^cs?LhVfh#!SB|2 zQyGYI-meOT_{LuA6`)S(r~ahb{RheM{#2<~InUF9PwN_xhC?nn0fg+}%Bva(jL+xv zdsCe9IzWv)S|O@#E>nlW+sb`O7-_5_Teeze9zk-=AB&%+mk}kK`fJVW>xGK!!seLqhWCeKgyvo&UI3{m+0pAiaFG zSY+PXdc5Q9b?)mymSlGT;XMM-m5wj&L?RzDNU7gre!tg6yok}|<$opWI}1qe&R9=z z*As|ecYiV8O;(?BdX+VwOnbES?fep_C#Nt&)>u+nQWA*fB?k_cW zr=(=+ST`3M1g9PVMrg_Gib-`4(4mD{=1Y`7=J#RbcMD#Q;n1ffxA5Drg;Wj~bIdu3XD36WnmsBtXzfFGEh_UZLLAks$oGfDvgtq zU%)>665sU(V)YH6W{SOA&%1ME`f*<-w%jYZk*w=qN^zQmJ~9zn)$A``Yp+sMepis+ zCa#AK^6;|{bP|t6Qqkb^Fyb0nL-E$9OQVKXu1t3~#_VjATpdIo5R*fSva2kOzn>Ko zGA;O^sgs1%i99!j*dcYd`#q!wKbYYM+ZWNeReST z0qr(4+pTniKO`Nb0vW;`Ql4uL`1`eq!Yef_%#;fgyh3%JC8Qh-s9Z1G0eaBSR&H|T z2*D<0c@V>5f;zyk&T1&K#V5WNDKU3mP`ew+Gg0TSQ$`r=^}WhKJIZcl>ZmB`r--i; zaZ%dwTnIe^(@eptOdu=DJf!%H;fa)7H`vv6uTBo1u5b%Xu!en!_ z0J<*cVjui0_3*Urd-GMxlN|-=wU?g&*%h1S+k2%aoLm`jY<444age{!xm$A)G^k^A zikGycHxZ$|&fIic(;h!|%Dz8#roiMEQ!XlK>ZQf{EjdtB=3`5{(yGY@S8`oKn?aRx zeZCH9b>GyJVgD_}Atc<*?(27X59tiH}$;wJLkPRrc;RivlE~ORRo@kP8gRXDhB(xA?fy!-XI4{AJ>ypS$ z?xp~Gqw92A4DK+LhV%u<)m84QGKZop!mH)J{EdcrS?IU@?58ePT#M(UX%!;_FS-q^ z&9W_+p1*Zn?qQ1@^7>}&V<;Ev(Ekdli+QHm@ARX7an5+@WVlfFRX3k+G@oGiB@fV;{J|l1S3}&n8-qf04?y=9CucN z(ZpX@4|UxBtaictn-seNv3rryV&{BCE|Y;n>J2}N`!GmKbdDF=NNiwtvc$7DbV}`x zn?Jx*9GmXzY$r2em+4TejDA-vHI z2+7HvxdlJ3!X`^Ah{80pv{gkSe%6B44pTkxgjg@RF!jllm;LBaMyw1?|!y*v#>2%@)05%utDpUVy~WU`@kJY zF}YE)h_h%1ssdu_ns8ReQC-@yo;3kl*N5^&1-KS?^=u9*+^ga%ME-+6d0B3N3&Ecures^P(z3e2k+E-dFguB0Km

xQRpCl$vq4C>=9_f!`~UjX_#camH$d&(E*?BTY|7Vtz~kd}49~{zq6{}pd()#Z zu-@WrQ)t$^)rJ7|7Z9AYUn$z0+ovR@DBBnfK2~p9pwmtuoMsH z@9SqwVZvy66SduX*l5?g^$W)*4ep0wa>C5r-lJ|OML0@-JpvE{;@|;5!n*r~qCSp4 z@zr=e;-F|cX9kySP0TA2OE~@3Gm@$ogmG9*bbRLY8L08hsh=l>(`ytCC?9IndR%q1 z$Sl-BDfIm2^62C6%yEc zo}Cbe9@$Bb;hp?D1@zPRHJ&JH9CkenT2r0PB`r_5-Pj|jQ;bkpMWu7g;9AwLF{n%< z_|iAu8&LU28E+yVQlXgL{k^3F!w}RGL+20s6WvXy@bh*OL}e zL(HsfQ~1o0iW@_Wm_R>w(D`rRsRzk?!UvxPNFkoxehfBg_es`{JvrTK2+_=;w3P-p z6+j+nep>vmQXgOZdKfxZ=o^)-8|G1GlYboK7#7IQiMW?YIyRzh74Q@8@M`NlT3Xar zX>hx}KC#;kv7*yem-HpYohxUJ9Qi^!u#ZSnZB2X1AtbpTxYeQlUWCEMRTM!Plk zDce0HFhnl2%FwD)uejl_)ToBoL$2P!Sf*VLa_Og7>!Lp=SA53-c{!F0H(sbXKF~82 zn(Ch637rO&4LTp3d5*T;`dL5A7BKnOB`C@uv{#@6Odp)F;-1UhgO>*_QESJ4)}{Ha zt(5|$rH2ozB*&#h%NBGZtiQ_g#q%yIk>Q>!jZ>k@3&IU``@%_>Fv{LWoX5zrmxhP| z%JPoGT}}uYD7`983vFUbFD=>&)vAo#Q#kWVO?U*56()E6qVFc*Nit77KZo3I^Db#@ z!Ir67_{a_wt~HcpN4?tS>_z}{4dp=(ihE?3uI_392-pX=>IsAP8oE-e;XjP{xb;Q^ z^cU0cV|DXQ@@E&NgmHm>14R6}$Tlfw4eca)FHF0OY-isEJ_7g^ANy)ew96B*{1JLgKN{d&BP zd)*WlfYkPw6iTdNHVBuMv`QZE@w(230bC!TgSAE5i!GiI{bPH}?ar9}irunt@LM!=FsmRRVdX(9INGZS zCFiQU28kU82Kd73G;SGUj5kCumZP$*dJ%Z@T>Ui!=bNV^LFixNH8m|$g+D!HO^E3^ zW+2HpaV}E(GR3_b;cOC5*L>@nIt(74WRP@@-7j$BdEfWI(dq?MpMjy35Bb-Qv@Xh9 zO6NPC93)ZzCj(=d`7x@1%xmR6h-T zy`VYyd@qqeCOFb$c}(q?pttm4o;t%85W;AZcsl%$Hgs!<;L!UxC1Ke9d%@raG9E54 z4O)xzP(-AJ=$qCh<%jWl+c&7SfcC|HDcx|Hq^$)Z&3hHU=F5q| zh3AVI62jl~aVl1$&SArGA>M^T5<{r%=>cu8=MRkQyd~81wPyAd>8wW~X@I$PN!V%1 zCMQrJ=Vo%H-ca(7shg3QWOq46_}Y`}bK!!@W@y%TRa*CI8i;8+uV=w>!#P#;x<*}9 zppiyfxb4;!T{JxT$WioQRQCuJGHO1O=C!NDi(k|)nE6Re=(^{r`NPjLy@0O<*N|&K zPYUD_h{EkK@#1b&O9{T7*EnDE9u6=aOPF5SK*zh4Oe7MasrA*P)Ot)W>jG#l)gPtD+}L>D8|sw+*aO*3#AH@e$m;p13YEaO30+0g(=(4CFb z1Zjn-hyE^y^3lWXcuHpX{j!dIP5ryns|<6Gj_ijwIUft&tj)k3V0JN3tKTNghpCB~ zvCs0CB95pS-Ac34HsGqyCYu|jmL4RlQ@fg~8|NM{uv{Bx#|*|gLJSHhs)pqP6vB{+ zLrYOk79rVy)LnPAC{O2YWDuEc^0)bq`39~87wMw9bL0GnYA<5W7tktM8Gaj>!sORO zWfK{O7Fun`;p>exrSJ)vhCb}fkj8v!m`h{}?a0QPrMle<>JPvpl6&KdSwl0u?4O(8 zQk-guw*hR3(oE_@_&@%2>G$3!R|72qWCGuxw$U7Qb8E4E0%cyLI~u)yfxWh_@cX}p z3IEntvL7|+N#V1sdtAS+$=q2{HvrTw`&Pj9&S{n5BMF&re#;qhvxCX5Lmmhb92H$& ztvi^(A2`X)ldpA2Ab=hhB|}Ag^w{LyUW;T?ZF`#uS@K+-SJlB8LLM0 z^~3mxJyrb#!ub`i$MH9V(a{r?)4jnv4$9r0>9UE7xh^{m*@{N9=XIz2MhcrY-yY}; z{5HIWBwc$~`?U;SZO|ztEfImruCskD_D8fuc)-|H@YJ!@)$XI~P}``V?v*Y*%9fLrKNj|G&w zfg{X-LeraG4m7f}gwKYOB6`U=-JUXV^GN-kkeu@( zQHkG^<3~i^$lU1bnPPoU0~46x@uAIrSX92%hwcv}{ftV6?yU;YC}00Y>F_c;ek-?4 z;oI;%_m>twmmH{gJjAio9H+77Th<=doR)#T-Z6ktxAE8VrDsZe9)iglHf%=l(lsUO ztp;%XE%batd!~o;S@TGFk;-CYU?m<~upGjx{-L#^zw~&uS`IIL8Uk7nfxV>b^~aws z_$xo%V`|>Z>St2EoMAB_159_`)-DOTqG+b_85e_kvx{7MUlXQwJM9<_O{8$C03Utn zAozl)b)fu_r;t)qUN+=;Tido_!>cn3XVSiums_?ti9WcJePQ$v zWix%yaQ4(fEo~war`d6ZVI_G9zgE8T$NCwoU+0I|)L%;~EO4l@(rftqch9I0UoCBy zdp$~Xp`{=mHRkJ*uot}${a@~cs_p|ygK}C2a#tUcvx~x%0)JVWmjg6$2|hUuv(wWQ z6|U-2cYca&m;eY3lO*SV|KCV>{C!majj$Z!|NoUS1J}xIpV{T3Kt^gLv}PhqFM2Wf zw(>3vlNKUeKu^CjmF0!>WDVp}o2zTZA=MqU%8zm0q$=t7j zMY!$PpWMf13j7mQfD`q)&7^rDpFSC+O>l28n^#D6T(g&yZ$jdhquP{PW>| zE|LB1?5LpIXPwreHLl@H7N4%%m`$5as|^yIkmgE-{dR|)%~hDq-PSgRa9Yl$tFkLr zOLeUuK*nl|X)t&r*C8w++NR3<11Ah$k@?|OF9-lMoDZ3R5U6^zpt~LBzJ1vPOAjg`J1d&LI%Hz9;<{SMHIJalLa2Q!*m3ky8u9VGLO32S8T(5e3Z z>!lq(t-W+sY7KE*sQl!h;kThJFZr<}Tc&RLowhV_>QU$dfY4xu7*))I8MHcD?l|;o zG+0C+hR$3^$1-(OecjO4sS8+$EIH-FH>b&c)gPJtYbSKDKA4bttwW({xO_x=ON-x^7*AxpDLbIgJ3Km^jTT88x|dLs4FFU*_4 z-&BgJOQ}4=w$pAeQ3x`CLH*Jr7@m2Cc$s2uwbg-8leWnMJWJzH`9~rz5nYoOaT|%1 zN~20F=!h2RxXRAzM7+IL2m1l=4^zRusn))AH9_!O5I0=%3?I0Ha76B{BP=t#Ea~-2 zfvrT>nm@7Ui$)XZfo-7!I{wfx_k*7{HT^XCx3S2EO z_a$8Nv2aEC+V|(DX|jQ8AXaL*LU+{gTUj=;s)Vq);qz{s3^I`6?zR<5+x^Rb9WZ8)-AmjIDr$sFkL zynNG#80W675v|nW-TSl((<<)Ddz=!tI6g00n)yDa94?N3=(S!@TCJVu->F$k29u=B z$JLNgf1WRM>#x%_!%+iL<-3g>M(rKTzx^f$CijhZJ}zC<1jc0T>Je31JEI79&8ei6oeC^N;S(*fAA$!uZJ39wsc38it=$Pw(kiE~YEY0F-s+t17u}@dF zly}<82Q&0%o}@jG8Jl=eWMp(d7RJFGZNO3qTUhEPAT2Y>Vv>Ic^ZadKS91eq#t_&0 zq5zOlsY1=DvP?EJ?{|~yi{)RH#y>i3uN%I74oL|Ku2c2t(N(>jpP#D_$QC@caro;} zhQZuwJ|o?>e?L5CccitDIz&MG7_OZqjjC#b82I;(ZBN7a{4d>_IeM}8HfoPD^xUzv zurbxavqreY9VDPK0FHWDH{~Mn?v2!*`vlJ;vs_Ub&Mo8&V5tv3wYx#B{nQ22yjgU2 ze-RTNWEm80FmQh3)5<|;j{J-e&?!MkXtvxO5~`T1((-L0<(A+F#`^*-c%RLGuo5!v zMsIu78a7oGvp!s%7-I|c@ z2lb^VnS4dGYF7*&!cjUaA7ax058L;*QBSZ^KZ@Gdp%~Z1mJkbFt}oW#U9otw1GLi! z$kEc3j?8?o#`+p+<^6^}-y2pK!okr#I>fEgTN;!oz+*p0J;4~kPl)~3b{E$u!6S$H z<_P=YJS^=5=C32p<_6(xj0-?q{z{J_uax4E)qHk2Xd2`mVhGfyb!$6n4ouNu_s^L*RK>2QIR5Gr1 z5QTtRHM1>R3Rbp(vn!nY_LJrKFpLZR>*s$gzWnVA|Kcg&zsjEv$_Og=tJgiFNVwOAADy~}_3AV%vR<1Ja1aij@ zi5%r$3+HC2dUQ|t=+NhDN5y&*yb?Zl+4J*{3?$ym_-)@GQ%nFCPL>q!+H_;D@|k3X?$8=R}{#|m)K9M z9JGa^Pv7h{#IjC><^jsagZasi68&ID-W5h|Myk&RMsr+?YERcD8M=Xu^7d`C(1QyB z@n{$WjOPhInvLl%X7)8ICZ^kz7Q3@K{m4%i{PU0B(BEdrwneC@Ng3IVLoO!4Jn=Uq zaa}oXM2(TMA1zv6?x4$4r@{zKvfN$zTtt(8_sz|$_8Z#A7ASD!mpZfEkqp=^$tm&z zmHU|!`Wz~%pxn`O*ai*>Q}K>x`y8J~k!yX2@*PYYAo+)&!0&eJry62t$g!)LkX$8i zufmClR`SQxrcH*AfYYMaT%_Qra%?H1;*+cO=qW+^`@h~7|K7i>Z)V`+D?DTPYmgS% zb~Le&TSgdzz{|}ZiGLJULpklSYG3@(?j0rLTf->V>3#A zypZ%VL<55F5KUuvSEb=qlwUc*C1)bNG+Z*CV?kjit+OpXsnJS?W!)$4J)ceP0XN)S96aeHl&MkJp3&=cbuh3p0k@r z-o!2)AtnvV;0#$+wu8OrJYT=4t&lR?jjoxsqg#S81_`(Ws&U?IT}5C4LhtR6+*0&~ zi%_v!Ihb};R6S$%CpM1KSXYc0JI+f>SI{ZV(j9}4otK;Tj!XrVL-r)~ulbuaHfa@^ zixKZs>+x*pR8Y8d{3cHk4Z3MtsRx3zd!P22Kdup#20CtjDi%1MEH9$H+$g}6`gXfa zGJHp`gWf76QpNV+w|tutERnB3ITa;!uUF`n9%pU!1;-kjw~BkU1nQAeQhOlnNKt;X zeRfJ-unR;EM1>!=*Hy}NyoIM`HL(m?5J+xt60ms{W`%5aZ`)lMP9gqqM>ppGf8)I? zp~L)I6YeD<^<0S^CjNl3SLY4&Lc+T@piX(FU}_@qes%@2H4etQdJ2I`LNbJ7P|xgt z%H&r+2Y($yQO$aE7ai!VuXxP-GVqOGp+O=%Zqm4f79c_|y^Gh}A`Jj)enY2wG#LDO zC+t7_`*E4f;Yqf?DRT;$5bBb2`z5bcDQ7I*%+`KU3QTGq=jgzX&DmpW)Z9uX8k=<)8r`C`+Mlb$fe!<}|>Y;G95P|DWak zT8g|Ym5vUT;kB*$$NCmRGnpd7b4OhzksD>jR>vyx;80fRPVXe@E}BEW{&LuPK!a_sW6K#naAVHl&+t zv>MRLP->FEzyMb>)CC zd*O?5e8+D2{eN-``o|fUBla&N7w&B^vxB(YV) zoZg8d48zr~oxZrK)jBdEcBp6U?_rLjN*-K%^)1keTz5jIIifY55ptlG2%Fio0+i;m zy~ZV!Ut#EvhHE!dUr+oRWa#P^w1c+RX!Jr%?-KxgZx%mV`w4L6vQOl7U&>QC~Y3_?0=d=c`C{NX&p!{fDs zOgB^?lR)F`(GX=K|sxgu7T3&$j+Rrg4GZr~EJye3V;%!K{J!dy?2 z^_i2=;|l{}vg9t)7br6p@@QYJAy&|O8XRD2`zm0S;d*> z{6=rp@)OxVy7T~!&X9`fjo@=2aq{DZgLUAR!N7WUkwN80`G*(G*xt8InXkZ^eA@3B z4DhAE24xhB05a!}3ut&NhmzYU_uC{xobnz~MhS^po8L>o`Uk$M!}gX~8ti!Y6X=2d zOn{$ndL}6zpF7>77z0%h+Y|I%xJRfu?b!F!10<1o#6oK-Zs&(f4WIUQ96yDH^m~E; zg0BTQcneZZc!YZzg2P$^DNZlRZv}QVe_SGAw|O?>wc=(=&TZn3l~W-_-W{1bWnRNV zR=AePkCsCr)3Wd&aoOGQ25<8q9DC_o%l$N+TQ7;sS57^1!&04^OAX>6CD<^t=!@xCe9IZF5#n1@S;Q%SFD| zN#__6c|&CQ)7+FdoJ9;zVIHXCWMASA{v>T8T%A?Xk)|xWI9oLKVSaA1f$?aULn8pY zK-Dyg%)TT-^*wdz{hg5Xy^q1L#a`Ri3P7NUphIJqVbYwGq%=XZU!^eQB;;y`Gi709 zIo&eNAFy+D>>ymyu%|%`7?}CyGR0#;eHkvBo5_+|U&)-o0LZq2KktWezF*0rI;xUH zMBOAfK0XBVsz{ah5VbaH-;#K>1U?QE^jMR-WpBpb0I&vYyGU+uR&B`b4YUezntT6s z>85$I*XeZpc8CQWi*F^&kO>YHEhWQz9kmO%5NPzEQf84$o)u*=x*5}xS$QnK= z5#K|TEj3mRXNCe#3JYgq6r}YI&*BQeeLc}l$(unOxlZ*#Q*u^ny+-ahLA|DJZ?Zhw zV8Fm95=OrS9y=g9i)LnS4ANmW|6 zp?m5gTeNiNDE%i}f!v34r#b!^<9i2wyQ@m{k=(n!Dn+wK{|{?#9oE*?u6wgqTPi?X zDA3|9TD-W!svrr3G{K6uc!1!pYn9?w5~OGr5<-wrB)Gg34MBqyD}~@%-07FK-@W&F z-+lJp=j`t~;}0@su5cySoX;3@j`7^j@1EM-nr5XC;Wq5i0W1r_!i6Wk2I8uhq}HkJ zmSpEQv4}6KYXav&PU2NlmIorg^WOjWdExJ!>rz=EADb!2 ziYQI1x|Pn591BT>wENiu21ppjsgiwPU0fNH+(Ov2Cu~>47%`YI6)rbZK=QQ^Dl<2i zu2(P<<4zXO7!)pQ^WosP|M>35-YprQxZV`NTRb|wEY~Is!`kH$)7m}s z^Kg`|>bza2z@MC!5>lv}sH!51W3j&>!<-rWV`CUaG6?=a<3MXNrfa8TEQ0<@vTo3( z`02iaQ5dH&fTX0PwA`dbp`Bnr>QfLUClK93@$is8*<3R14K;*y zR_TMSX~GOx{7fxQUnR}-GV$$+6ZAUvvf!GhuRh3H-c@K;yZd=-crt`v$lo;hY6F!L zIHqTjI{7?=Z+QmY5~Mu-xu8)6#U*vrSbYiO(b;QieL8>xbN9KTjR)l`$i+6@AQ! zo{n{+9EhpSdO--4$YPmB*-7m1_m)lk*NGEbZ!wi6&IcB(W`S^l_n~^10Nc}Vo^nB3 z8`Hso260*SlhpQZb=hJR! zH1HWfK_mO3!fXWRG@22@v7^+Iua~{y34FuD=8=^NNhv-pIKlhi>J&lY_Mc=4f4T}! z7-xenO?#mxmFNmbeQ&HlTar8}87Zljcym=KTO$)v(7U@5_My2TBeY$#Ulju?>8O00 zk!4wG;&f{E@Eytb_kSBu|N8oW#{E$-XRT0o)@X;7ua7Qszq-@b&?U1*H*6oZ5QqoR~0oswypW0J)yCEZ}#H`u3;g|d&0sW z=)S_dFp8JQQ)=hp`uYYxUbh|!U4F5@m1+HxN^$mgeg%lNZrq|^#k7A~rnKT;UeYkh z?bbf>7Dk%YU*Hb zVwKIU<(<(~_O$Lc5)D#pbPWTaS*$B5tjW0>?tpxmTMW?FlE!vS#b##qq4TJH4Rl9yFwh<#yK&9(G(t$^TD7Qj`oFGlEQk&C+&A7p7(|z(nN#n0KueIEdJZsV9*?8_UV7gw*SZtHJ3U!*>Fa$`!ISP^I15n z+}6J8iHAsGw||5LKAMs{BRD7;Bb$_klKG+nWVnqDSi|QCR2U z0q5g1&_LD)OvLPs6~d&yN{eeNH^jxO>N7&&1igCxF-_9;PI9*NyLS1BzX#O~m8R&A z>u7CU^cDka0{(Ni+F2}bI$G@k;h-3C#xoe_NlE}%V|{VD(UQk>nIY}vWE$Ad1p z;6l5NAf6@F$)=IPF@bwLS)ljA$=NL&l@Z2Gf%?Cr?~tDEa#(*> zzp~wR9ykpFO1hzXrnGA*T9+%E6ZkQ=Q}N_8Feux4q;AQ4?yexAz7xzffOKtK@~CMs ztOxkiyoPQD5l%g%7VRaot5W_@;76p4KhpMbt-kn4*7oZ4EajCZLAJUtR|E+d#qDkHFY`zH-t8i* zUo#V?N>;AN;d`;P6>+(})ngJ%r#1JUq~9@?4|A&%P(mP}AR+LbZ80sYvXHGbt`2`C z);FpaV@63uy<5HkQ-;{nR%+Afnjqs4hVE~fgZsX~4Mwwk{qtbK2A?Lq#Y=*ZPk&MH zBMJ&)zB}I4o@p~@-Nr#>-F`BK16}9#%_g~^Wha-Sd5~Dmla$nh)NRWbe7-PXL`$y- zJPOH~V4Q1DhGSKg432(G$d14>?HrosZV>9oPV9`Bv&PX3O9sh;h5GFjUk?AtjTH^qzh7m4358mWxy5jUO?ed4p@_C!b z$>zPsi4)({b{~m5O|!zjhs(JxC5q4PuA~uiYT?5GnH--Kim!^e?O?(~t{2POatSRi z*!4%+awyy5c*yGz>(UH;(%9O10qcF3)FB{O*}aW664NGJCuZUrzAOXY#_AoQH6%yZ zc?{&fz&uW%ElWo}TLIIpe6;Z}9KYb0_QXL#=6-O+z6UnNAE6S;j?-IT!Je;dtcSGZ z7n=IaDQ&kubgjQANe?{PKiu=}_LzBRUSEjyDNossyf2hxi+cG|w4>9>M8}R? z%OTnZ=OsPb-ebt2ndLuE`Ko@Z(%sFT(6c7}5unL#05ub13t(j@7vx_s>iA6v<>0A2fn<0EeSUbtDc7$$Gk@1)@vcY7UB((;A67@jw#V@ zNFI@;a}G|?76LCOob$%cMpi}}-kvZkefWO6sIcC)dZGtj=(Nb!juh_S&+>WBYPuJN zs7~`|{fJw;wfO>}EgejP?XJ4N1jmTu1qL}?PJe8JYQNyP5+0CCM;9lSaxfxko=yot z2JTDxQ0=s!a%H@}6fO6yY|T`&O^)#7wo=J{yC1A8n1S$GXDb_g|tyrD(XV$yr zao9FgKTK@oaDho#v9#gR4z8@qofahTZr0>yRAMH;B49XTU@=l;PkJ|f@Wxv~l`YZc z6zY>|HW&j=MY9MOj5HqCcMY>77-f`jV#YQq0w0&0Dq4@z&ns8CdoOX+wx2s(dp9YTcmjLi*Y-i5%o})xPU8k^OOrnL9P?+HT){R*HboU;2U)-&}9mj$fH~fe(`HJ9fVF z1)b>Oznqse92t6D=&Seqcb<@cJ=;WhCXybOTy=R4E`0s{pSP&kdv_Ce<@$e!WJ<51 z?v6jrgz&KG&=z`n1eLG|rZe4TeOukGFTDbDfuH1eh~NLN`Y7tZjh;wLf_Su~$Nc&c!>W;PVt zrXp78C$LP1Io3tRTDIH9qerdB*52iC6~X|)8TciE3-pn!0w>q324J1--HN@O)%c2$ zYmGx249JTVB+>d3E z?WVxxj0YGeWdWHnz7JxCM55@rgjH3d_~JUD)??{~Q;Sl9bPi9$u)hNY-J(P@%=_0a z>3`n-hee9lB3qry_>#bDu*uWsG*tJTmG0*5@w8?6kVV+4 zprBV56Ko`HYhMn$v2oOZCpgSjsKJ^kP~tpK_NWcifWeU^w|h!8dHq1q)c>e4@k|_i)Ubv3q`4W zrNAb{{h^7n2J`n@^cENiA8#-MK0Fm&8B|=W*s-bwTTBn*zpdpZ}Q!--q}x z^eg9Tn7L`%hj4D0;#7=|;&`||jD*#UIF8kkLRb$=mW&NTcwNplKmte3OX4vZ8C!sY zHBt)R5QUzgU81Uw`HgZyfBA7j#SgyM9F6m~G(J04orbXZ#L%4uV<)L!Md3tg;ORiA zlLz9WwG=A|hdzgfOzq-vXT>;0`~A9I3#^jU)gJyFaW{2rP1^h=roY&dJ56qN3Z{Lv zL2-1fvEXUp=TJFp#jvf-f%=F-&LQ5Kh_U$5N4riU({OQFko-JArY2mpLq0`*k~et@ z6dc}*q*-%8&YT6BpUy%*)o*G|9azuA@~5=F8z z^We_RAvA1m3mZqbH+BnR&I`vbDJit_;3;3UKwd9qdL<&`GUKnpiN}udb^jdVztA4e zpMK0gx0~P^sQ&%GV${A=xp`$Ht~yzxwqN%3n&3J{sI^V;?IcT!fK{DO^;f2jbpkwz z_0z{bfh@S~AVv_Xbs73M=Ne~uyiyB_S=~KVi@$jU0b=dnQ8kzC$M#2$<|n|_?DD2U z30;FU)6QhOL;uS=lg`3E!mP+hf+TgbBK6Hhgt%Ps1x?Uw5W zobNLmta3zqVnluMzC8)#gM`nq+#2BP%ayLmIyH_F;J_DJ;}i?aNe{E4dZ4~-UCt7^ z8<&t^KD*a&YO9;ln$Z{(9FpTeYIho2oL(tQbhUB3aySiYvayq`$;e8TEBP#>#keOa5Do^UU^QDgcnyq~VvSKi;@E zch?fr*w6x&nf5(vc5L!owG(9x3>*v6y25=Uo?cjb8?7BQ?ss}XH~QgOTcx>KY$jIw zVz`25=M|16Q~O*WQ%y_<9yo{_6lKC4x4=TG-)_ZS-c&Ix2j_j+w@1V=nT9Ym7+xwk zAtR8Q*ooygUOzlCYY=;Drs(xGRpoPzYd;`s_uMzKx01HD&hz-l2j23e>GI4B>uxFCF+U(ZTIR{QFME>_j`Qm!@cZn*IIye=V>2Rc1r(R#%O$mJ;~QvMB@g6FsC;NpUPYZlZP)JDGB0 z`Ju$OrCe3hSMzl^!}s$7y~y3iG9~ECbnS(R-xSDk4n~VqyAL!`m*%@}f z8oBb)DhfVm6q1S{QfBEn@WS+xmZTo&4}*E10LG(ny%SCj;|%IA?iYBBttnSE*yA@3MAISWQP$ zCm?Q-A9A1g!A&dRxp3X7^ii4{+ueT*I_|QG;d{Vlbvyj|15a4S1~H?9j~=6VzQy{H zvYmbxjbTV5X%60|WJp=k*jeHS=0@2DCNQaVV)l=Sy_6Z7Ia>|S3hKtlf~FztXH7z$ ziIKfmuo6p68#J?sgG6Td9VLoehfPEV?D}7B9SmBr6t|9{sEF)Z0aro;1Ong#a9PhE z{Nqph=l=iDG4Pj*?L*h<<8NQ*z{dsjewks6CzfYmb2on zjzR)@En8Y(2_rrQB7|xrN*>mfFqap5OLfo7aDAhPgpMhmv7YdD=>Po`t7cGYSj7-f z+!*~)Q9aL3Dr_(>orx+&mrzy2MXy^P@aM#)6J0-E6@qru_TY?W%@YAT`g6?2dVPga z=TXf3dJZ%NfsKI(ApK<(`UsQ{J!CaAP%LrLMeZBU?XUDU@S0)_U8e_9V2A!L551BN z@C$3=N7GAY`R_>%8kmr19NV49wJQ#6l0;ZrAGgO^ySpT;+h7OrbIc37m5}{e!QC_hLrS;~L zk&!p!vHrP#N@`yvZ)gXh~C;lUK67q|2m2&HgW5LO=VE?L!@?9RR z=Q6bODOr11UFp2uR}I7Ht%t#tdaG`9RJ`$!b>SU%_l)nzhKGOYd1JOJX~c9-wXJJM z4gqH=ic8K}L{Ln(X!SC4h-E`|z2gcOPYGzbhf^fDz^uXG@MUb3YC+In)=4Dbmg(UDMvz#$PCUHscg9P~VU5_1_J5yM_?3TZLobGFy6vdbr z3kn0$c=IT@B*{abCkZ35n8h9_6o7%D{@38XWnX@;FPv*yw(iQi;2#B=|2W`(Wm#3* zf8u}CU-6SF+vRT$ZiENXINTdEY5OZVg2hS{NdJ`_(Ez?cgiw+r=`38iNePhTT)w9b zPVMpo^n`~j!r%xL7R&L{Yk%Z8@+Nrl*ic2l0a(YB~gTpYJ1SH!l@(* zcvtv(ny@zmNu!>Q0J(p&c?GEOZFUiho|aIdeQ2HSBPY-fs%4&bN;xz;X_YDL%q30) z;%v(^PhyxcOiaD*F;D>SNvLLb#_mmT_4iI3!k^2$n6D`YkM;qtY}jUSo)*1^lB`e@ zJ$MJ7NID$D=7q>N8ErWfPEJDeJ()aIYz|3P>?5e##JIm-MlR3P)r^=ywYycdz8w}0 z!>6zm{jop-6q-q{#|dg?Kwu*^b2-W^s^as6F#C5K znC-Is)CGp*44q`4yB3g?C(YW$?}DAIaN$D6W$k%7(kHJ|u%)3uBa3Rg?`xtvvNMO3 z?;}(N2OyE&lzQEg@oA$q8%Ew&Hvf42|6~7}5W3TN5Eo88JrLo|@`1{}Cmh8zCe+l86U5;mA9iCGc z5f!pNby&^M1$GLBMo!|5OMULIa+p&P7kS&N3r8Wh;-XF(T4@hiFg3RAPg}nBjy5X* z7h1+b>or0I*FLva`E(+Z`;H6G2AJAu0|{5Ub78)qbB$idXsRk6W&n$f(j$_vsu zMtIXB#$p_~eU%`0&cVU-4o*ca-Xs;9ZH@M%Lni3)cXe}iZi;+2Die}S-lxyM@(F)$>RV(#EoLa{Vre*Twp!N0X%$=^dM*yQh2goA;8i_9s;X@yeR zw8!Ss9X%k8m-hxE9}`zi6vX^alJ-~gc+RN#Tea|K3Tx*}cbAMFf`ZdCYd1LO$|7=K zNNxE-4N+m?qG?>XSHcU%{xMbV*~moe$7y zK{lsDaOnwuD*bl)9*!i#nmF3mckXpk)0{^?Vzt#(Fy~lZ*6Or3P^N1>9Y9dgwb;Z7 z`T{ezw7=D9?-=%D*J`^)#MWxjXP_I9eAdRAKi{9<_b`pib%dGkv3pmV*?a~{%Z4Lu z5Pr?$#L<=;cV`2xQExO38jD<3WP&<1QMc7HE^2V+!2sOwNi51?GB+>b?%H$df|c&n zvF@5R0fX69Yf5w`7@605cLwK3geF?`bvPg;8#1|I%lxIOjxr+4{sWKW>cF>5f^QAx zfDyeTA)E)>wGvlsVLz!PAEKP6xlYG7DFirWXW{Rrzl9W!(@0toY(aqdCwZnWHF=UyM&tohC$6XG zk~YpG4t-lteZ+#L%Pm2xj$jfbeW^qLDOl(rO$U?TIWaZR@(l{b=iY~xt(Ka0j0Kz0(M(s^>eezIll)3&zbz3z9)YV*{6DGCRdI9&0XyJJ+Xa)2 zl1<{n@ObSW>;BKRJ_l$`e5nAzuIg!F?N^;-dNhr{Xo#gdmRBRMMXi>3<@3^D%@;6t zEWl?ZuH@3-;nYP@?LyK1!dK3T(MN7B$oE}~nZe^|HVT=H;4Ah3VFAZ4Hk^Du)JxjA zDsuTO|6sg}?T_F_&uNU=-@^Q_?sTJAoi4o&~EtzwkfkS?+Ur zdP)`iz(JOAt>rz`@D+%K%Ok4iRPuoQ{(Jr6>2d6PH49Zs>0q45>3<1SSCBk;^lR`B zLYt&$+BlOeU972^sq6#`;Yo$d7e;%t+EvWwnK0=y48HrmO-N1?eL(uHIm2~#n5@E5 zPh+xe{6w=&nA0%;k&rNAJMQ|UJ^rX(Q>b z{izqJ+#jFm2<%A=&=3WX{aa{jjp3cf`O{K%L``ywr zODqHhHL*;iOXUDR72`@}hRK8d_8Yf)=^cf?Yy&0^_cxXhRO6YyQ6)A2u6i?wn@4Gv zG>>mz|F^r_zrOxLyTVl`aMc%VFlRDJ1 z9zHTWVjp5}^*Aa3ymd9@f;t!;K`kH|+IT#};0M&>J8zmT4l?B|dEhVC!_1pw>TMbp zZTjtom@KeSFtC_}mOxOIx9AfWw&2;04}uzI^q+o38G3u?$@bkW6|9P4S`|SoWZ-3w zASMP?DTU>ZN%s-!O-HwH%LR_CgMOeHw0^Pb40>^vlH}?>SuAt$ zQ+cOtcLGGI`{owBH1!qyh|f_b?Yagvq^t&4KJ&H2cpNp!$YRbjP*&*TUJ@ao?(U#E zh8Fvbe%vpxYNJWu%KcsZ``^#p|Gcc6{d9MJtya%+{UrOf*$TFZ2(zvL8yW5*kbb=d z85bYYcwwfm_IG^gS^lEGm?2{NE)-_H>+p%L396eO^>SC579j(Oa`M-b&dcg-1Q z?2)x1&=|`VBkyCw*{i{s#h!*c(o~9q6p^0Bcx_ls)huVVXb-a=*{BQ)E~!x(w&7Nc zetP1uV2i1@9foLSrJsEmTm0u0`2O2&YS5J?&Qu9;@T8Q_SgJMVk9g-+x zNzIe?6|Sh{k(%eG)IwJf3lkUd5JCntt!HFAsGu%hda`Vm z5`?BPw-w0AWn$9?SDfajkcrwyg4b^ftOTI#~BsFAJNzhi!ypFWyT>pR){H@ z0)i7(fHCRhvx#ZKVmV`I3-;+d3?k)~U_|XL()`m|cxMvt z$QLkD@>FHQl0z+&i^qxQ#N$**2spnh`eUnC5>ZT^-jt1RFiE)?st9I1Ny5&cAL^ZW z)$8X!?VR23R4^2YKzF(5-9MV0Mc5~W9*`{wkkTQXd04<$U({2lMU*z%S-uZr&oOF3DF84M;whU)95<{60Jre+5 z#3Z~>_ttTzmn7R~i*A1nhq?v-2-832x_f_6msCoLJf^>=BvgDBgk8c2hh9ZH<`_(T5j+e7SZ2VBLrry>6v3e=$d+1qmXb{YWl+Eb zoW`+ve)L~-{!cX|%oi9IT%QB4wGYXeB~egNz^u3?iTZ^f^6xzMLP01Hil*%vj`?v7Rl)?On)?&5FX9?W4wQo0CM<6oOHx7H2rPutHPa_Xa%lO~9s!{Eb^tUk z6?TI>ca{q;0AJ-)ymHIi_N}|A(Ohpv;JwX$K@&pFO&*>+({-Ul?NXvouxqab&u0?( z>#W>LE`0A=0%>eHc z90_n<_yNo7pvs(6TTJ3(4{-jtozg3T-#4!%XSmFkTlg=jjunj8ie!}PZN_Urw?ZjS z7Jk(f2^BekwRsV|(J|KjN4Vjvm?zXG5ROi+X{vV)Yysp6u}Q_{iCtY;_$4MEW%#Lj zREQb{`kOhX@S^UGFV6Kfx4gM@?(98?xg)QSo2?m>S%YXVg}5%Kkz!ftu2;$w^edkw zaZ%ey(i#{MPW~E`|9K-EhQQ)CN^_V!Z9hybdI~K|UjVgFuDoqh_%!m5Qb`5a(E#2i zoK^}UBV|e>+{#J%)ccLaqy9F4^b#j;>wHkbRZC9Hsd0m-1_!^xax&wLiKC>^&7V{Z z^LWbA-n;#5TFG(8#a`CGX~rkwL+P9VlXmoojJZXdKu$+)YE;y@znZ@t8pZEOQOtJt zGskkqg4uyklxyj9GHSNS9xl6JR7$GjipqnHky`~O)xiQf9Q5UGXryl#gM(r zUf@b2Mz!vL1>brXF{JepCjKV{xi7x=M01IVlr^^L*@nVvx92F&og#03SS2Vs<})HJ z2yRJl6bJtH|Ln1Bf{SqgQ_~7)7H+Qe8gp{0OY`TfT@uJc_LRUz74s1e5LSa7*;Hav zyvhIuq4q~_fSSXwtLc}v;!vU36mwr0GfR{yIpdXfnOwF{ccqF(QqVR~j-m?Qw@?wz z5zX3Om5eM8rJuPMG&Ess{iw4vzU`V=c!Nl;Xe|HMWEc5W#HR}5=*^v)$S2*}xYMXj z*u?OXqRV;HS)*-R)wbwc^UuiOisdy8_I)C#23gzdG&DclxSSs_%_FkY;I7@EkEj(a zUO>RqWwCA}hq4>GelD)P=JgM4oueO3d#}!TDP*kiIXBK!zP$BE;+yf(tJk#&X$7hj zl$Sp{x^O7sTnhmg=!-^PTks8USvH6`(GmS4u9+>kjVQF4U2PUQ*OfQmqc>#sJ_N#2 zy@2BF|K0JW3+wB3&TTlrk0yRcquI??p)jpjXA$^t$sWM`EyospO!9fmH2$hAq&iJ2r7SKJ)xlb+9$OrvPN8r z4`lLAJtq3z8*}N=FkfO^#6{)vC!&>e)b@i^I&c3zTL0${m8@k8Df7pv-qRn*w

8us(ScD{I5Sh6Iaw_z3q
zlLzwHNq*5Vg04E0&3yQ`jJVxe^NFd^;%y}CM@fYH-EmxR!T?CL@1Yej;_Pb*%K@w5
zNE8IE1>wT7P+Dm8z2CmL5pKvgf|Cao7C-EQzBp#gm)rT>)%
zJv>`}H>6_4yLF`dpxi%33Jf>*IaKd(h=p{UMNHYwN#u}a7#Jgmw~P9E2=v5pqE#*spbzQvT-a}1k&Qm%M^WqZ
z*Y|w^3NkL@odRonc<<%Yr>-6GL?6?>YR}9B&aZgJHGqFjbBGP8m8mVyszdlU%7vzt
z<&15c9N=3?rSA>GI=WlD`b5t_V#K5E^7qnT%tBZnOkwmFklndS>FMk5Dp$uVP141d
zcOoc&vrF#GAR!MAr=b~e&^S?@LxjuOfC40#m)YRY%Wi}~z+-;mLKCdJo=Ya>*9sN%
zqHSdXV^zyqdBJ!Wpj6DJ)I)nm36zlA>YU_
zuP8PjNb$g0GM*ZI-?b5FHaq=Rlw_e-k(Vt+JuN1ju!L4=;?r#Nuw4(j|NW>R
zPkwWCT}iLH(HhXIUlQSIid(HzMsWuB>jjf)(mu@Y#h%jBySO_I9kdQ=ZE
z@)ld#g6_99Oe;qEP1)ZgE+gX1kEXXmj=9)TLt@u5UptpFr&(Jem=Db_b)1AI%$$eN
z-N6M7Q}F^6d|y#w*vUO4jST2`lY27d|A+ZM~)K*+*eI%
zl8m9wQ{>a}k6zh}egFQ$|EcpIpcPV-<%)0lW&bCy^WkOBnjb=1-;nS}UWb8w_eI?B~zt-_BNj0J9t`K3+)x-PCtsjW2mS
zSlrII#8^CrGl_)tA(sD^2h+0ny=S79%UUu1)@
zJmtI~KV$4@lO;P?H&o>mp2Uz`Fr{K!G`jVO(~oajp*vxPkH6UPJ8A2Z@!WQhxgM`i
z(S>R^tux=QSFrxj;xhK|QS|~T1G#*6v1{R46+9cDq_emBt^i30*Jk7k6$&bx+TNd;Zh)V*GSNGLx)BFkReBZ0
zyA!On(R%j3d^#FtPdK=VZVO?lt1$xzis4sSGIa$Okie+KQ4H&>7~O{J>+MtCdGQ7)
z6z6YbsS(8-W>oa`SP)#h@;)ngt*)1Dx4q=7@GYI0kqV4IH_~up*tR!jFY}!vOsw0p
z*Q@D^So?e^BIrjY4^$~Cjwk>w9a&FVfR{M6?>_`7nJFFb_nS*SgyfCF*o+anc^Bmj
zh8dXNaszT~iMm#=#6N|{KOCrmg8odJvWVOzkG7AV2eB!TS^-kBuCGkH0~#>`=2Igt
zi>+^_FDX0l990=0OVQL8R#OSdPX|X48n$hFHrz@Bha3X09jZ|*8j>EKW}#_|x)%b%
z{7U?tqV~E@_(YoIygw^iLi_je7G~C#R=>9Wi0Q*VKrbp>>dG+is@HWiM%aozA$hz?S8d;IeZ8o!GVNp@D)uo7VvU
zG+*(H61-e!fW?-HqUjJOR_;~CO`Y$T&w6x2M!d25{>Cz6yc!EN8++{j-OM0u_YP@Y
z#XK>FeBLC_9};?p57iH;m&ymrE$`*%TML@=B7h4>ujUE9wh?pBkxYxZFqhB=OY^;u
zcvE=IIvnjf`NJ#7AiSCa`~7cZOoAI~#k58R@Ow&*i@u`>9MQ1Z{;};AQheQ_8jN6&Cz>I_9$iF(RPTMx;ynA@E{XEr~hCPkGm%XTWesh(v
zVrzr1SOgZ|ZP^nqcVm1&x@ho87w8MrlHy+nM0}L+KUZSw3j%#^k}Rx!VrQp
zc8dDi7PW?(X82A9BHEon+*_&!94-w0Vq~$!J?i$~{~>bzx%+gF)|ZPYXhZflU{_LH
zD`V4p{6_s{pK90%+QFDr-*VB$MoGe!7|BgY(3P}c^_rN>FBcOr-fi;d{#Tfrpj+uZ
z>hV#!g^Uea?4KpJKs|$Me7|}^_|sD<{wW|-!+!UBv!H$+NqFa?KX&z(^8$_M^c<@1lc?edxfxqeddhF<-o@-)6)
z9Z5xfc0%hdD*nrykGaf1X_63g&|Gy}@I92x?bqZUf1q@bymy{-MvHRwa6sCZx(m%I
zYwWZ&PB%x4YYc#1S^Y^ho9a8Cx+^NSBH9ALXQmvugIZKe5+^x)8IuC3sO$WG_j6s}
zu6JN<$W)m!8_%nEUv-^SHHG@i6e=gX*^yP&A!)96o|kE81Z5ZquHlNuy^b^)8!G@a
z`9G=TTQx1Ku8R4_IQa6`b%5}r<(MMk*=SmE>#QZ`V0i68s(kw|P)45AdZc
zUkAG5DJhSSw_iw1>r$&PaaCe9&X^~YH7iKQ=~#I(js3?`s=_GgdxGo_YSD`)xDc#OIikY#gW>
zVMKIkW<-sVTqmX8)vR)ou_xxef&%=rZirSRrjVE^i>*iTp|4YSX7#LP14#P9G^ckZ
z^hdFGE7SCeSv|(cP1yxgZT_^^`L1cSqX`T)8Uam#+s1a?5q|8pNq9E6rPC>@{}Bas
zhj3Ao6GHCe2_q-@kzx+^&O=a@8hjKyH1D!cASf^g7+;D;vEdG$An@hbqPqaJmD=kf{c=o_HCu8ki-;Els9Sm&Ngx|j4+IVX~-`jm-s?NgRI1DSwo!ho5%UG*n6_m5YUHG
z0^~_uixTR&Kz-}(wlUZBAW7GBH{yJ$i=GFiVj1ufuQr?j?n^NX+56$y{du9ED{8Ok
zxd!_MwpMkyE=Q}J-WPhVNf<(1AACSJ`G-9v6*pm^T{R&9kLk|jA3yBkBUg!wlx*-I
z>EpxEb{=pZWFL0C@pbRab1cBr3DHRerzS6OKcWsKC}bqYHDxy?VM0eHJV?n
zT4O&z5O*Js7GTY+Csn&f%R4U6W@Eb>^_OoB!>jkN;vSCbgKnFQGn-o847?^QnT`|_
zH?vnMdY9a4$z0K?u6<=(#@mkM+=6No1zV$=67+g
zhrczOzIEy{Y#(RHmoH4+i(xC}sjW-a;sGYsPM`wc*Bx!gb~kT*@-|H^5m|YP70)0+
zDb|JsR~I-S*mEN*lX)!@Py=(f{$R6kW#ZxPHP^e)GNVd+uk6)9qm`&;_6f(M?4`wlN`g8p%ikm=FPk`WmHZhg}Zo}Zjb2K1f>1|mEP(YkYV
zc?xs0+=pz%I7vF!DsPo+rrz}`>LhA{);pI#uknZUS~5?gwcJHZ2^}by&sll^-J;j2
z9EejV!z9a=0|)~66DST`%Cg9PgAJV_qFy3woZMNW%Me%Hk74oazAf0wUNE)md&Q<+
zYYW>%m^UZWTCzVqSs{M3!R4f6Eb=>Peb~6`BYCDPQPRK1ZuAKuKv!kyUV5G=tXH`l
zoAvB@sjfRRE>P7K0o2F1Uz+0zQYP37tYEc$lAAeszUeO@(6mtEerMN=kR_&GfO-9N
zzDjkhZm+`Z?u|R2DjhxvC>huID9*uz+=0BpldX)e5R$xT&UGjN5Oh5j-gXLSlo(C1
zWZ1$Jz4tDf`~Yq#+)@pWYBJ?Hrm+pnDx)XB3E%#~)FqDmiz;?{9vzviIw8E;fnv%i#-*sYY#<71&89_HBzltN%Ib|HmT
zAIL5Ka%HrhJwZ;RbK@S$rLuWezA#K9*Z_dcDRSNK3Qk8?
z#^J%gywT^~wevs#Gvg33PN_Ii1CJ?RUpq2&toOyMrUCZ^Ga(816lI?d_9Gjh)WYCc
zT$JhNdgALKyt5&4^iXfd*rr$bY
zVa1UA#ir+*5uJotbn)ia^3*J`D%)BDUNhW-lyt)NAXbuzqKGVajnql_jW4eekDtYn
z55m`fQdMN_pVU15YcBi0ZP%s3u0A&B9!XK)(9FcYJ$Ux-|492%di~z>ji7au(I#jv
z>hH9V7
zh&A@4+i^yZyt^JfxAGulFL)p9iVZmX{n_3dCA}Y^((KL1?2pwTC*$>
zEobxC{N$S?c7GZ)85C(1!CL*&2Jl>qPqs?+{;P!L{ySUTV!<@gy2ImaUBtWqv%6x-
z6CSl}`(~6)b-azX|7tTbXhPH?7XXgk@U=G`!qQ5ykF@i42
z&(H*%eWLY;w}EM*s@)GVvZ8AJe^Q;dE{ftJX7;x;8B*)VAd%3dtMou<5_(xnkX|GSAfZGdp+lsF
z4oZiBKmr63igW{n-kUe;zxUXC-+j(K=iEE)HwGbm`G7H#Ip1&2cfQZ>p+YVYr{`Ng
zXxZ6!dfwf8@3Nm>7%tzS91@6oa%f}-`o-e^aPU}+1QuMz7Hm1UvS*&3DzJBpD_ZQ_StyZHJf!7~}WCy1i
zR7(gxW&g$Eu3+K+z2!M;fwft-a@=tXcrRFKKY$0eB%T=j{R=&Bioc%TUYMI&2xJ`E
z6fE@h=lU|jKwC?n$L<`710@&=)ACEHCD)xkBz^ghe)KzcpO4Q|GnWqnfiiOi>u&dA
zukq~q<&9ZZyvi(Ncvirt#H+ajYehGS-3$o0DySWvo)F~!);gqH3m|M1`kc{#A|tW$
zV&E!cxz<{rSXc6Vd&C#t76aJ#`9q4Y+Y@~))jq9Tl((yu2gV25A05*|^e^AUQoU}Q
zFyfI0(mEermk{sVPh@LTM9S+USNs>za=d>e-_)k}H`qL0+No>Q^ROLK>lDGsei}!_
z-4D&Hjs_Z37Eqdn#t&7`CF-jj$SyZ(b9lHpKkYHp55Y;;-s?%P3K{2q=`hn>ieIly
zJNJf)OnNb*=Iy3VRI
zXFUp5t691_<;d>2)KHOC;Yfb1>8nb%sHV@1xS%5g
zS65wH0m_5CnRt5xHs=Pwqc^e&Y9M1kP2@S!^GTp9-E
zA8Wmk*zd_mV-v%nYUbvIS4D7yWvvL(me6twr@*Ea)>+zAR9+)5Rf03kGQFQCd3W3}
z7mda7VDT~26BP>zkNi9x+oLrf-8i7Y0XY7lk{aTPL8*JPQ5;AC!^g2Z>aP*Y;V=7P
z&a(7vr@*npw>wGkH3gmyZu|!!0FRmYR^hhbi3Tf~HXmyI&3vd#yBtD}BUJhX
zGNa$Udr&A(VkG1dUJiK{bZezT`_9MsD%*&iJYEpd^lg&p<^V$VLT*RcYbKYN_M6%v
zUuPSw&OA?A)QXoQ$zQYvnmCH+KnBA15W0wmYUh5jI8xW23+8dVuW>pG)7D3HI{6OV
zs}v^5&SJW|eDx!Y{47-oOP+~>XVSQN6|XGCehQX
z=^4@Bp;|3s0gMS-a97UZM=(K`r{KnZ&UIUOB8>Egft_-x@^pPM#Vp8q0{gO0jQ8!jA-qYquYyK#eVF^QR;&xxt!ZdL`y|#Ls$vEip`)_;P%cY$y2q?4
zlD>wrRn}Q@XeoUQ>gNxJk-}4p4#iIJh_++t5$F!bcOCulJ4&7avA40?HfE;Pa^IS`
zoV{V>Q>pA+%IyBh9Pqf){YQxKv)ly`MBzI-tNm2Dv0
z+b(T2SCF*LL+*I}caGV7O#cc!a3Rpn>?l?c?xWxH9M;rEF@EC)O2Ep7``@@VtHD&b
zTu8}&EO=osr!`?*CyqB4{ggL19UveKxci5O=1&dHZ5Fk!{}EmP^U42BQTs3X{~tWH
zDhdHYQ)4UfnN^iWx*TKC06h#h)m7$$v&2QvLm9?r=W@8XA_5zR%5&gO?6q
zR7Nl{63hU_Y~g)Na_(C^{JPBJ0@2ql8^$K9%~KCdns$pR2|347^4}Xfzo_ixJ#v>E
ztLboz(jw^hnTSp|ko$d=Qz&_)E$WefXa(iXD!q+_?RmnFCQP?FPqF77
zqmzBMOqs4B8~vy6@2w~^`-4}IXMf)Ru%WNUCio;#LdN|wNM6HDKAEk6^H@nTC+kWO
zBo-#rqgKruCJb^PcF|P-h)8+hJZ{7sTYtY|JigKo7??)Y8jNfgD1RI&IKyhHAGaZM_a;o8^wR6vEzI4~kn5ZuP4#^nZ%y(lD{o2+THBwGU)KAF1f
zO4yz7Q3;K_pK-_;dYRumF2kbs$vdxVn5F%iE*fjwynf_ZJ5v|cD>pc$Z>@ZKZwD21
z*%SCGH``8&<{P#R>|<@P&MK5lRK<0e&N!s&pQJ{rL)Q!qnyo49@=YVDv^^>H%W!i%
z!*cWqrq#m>51JRoo^DS~?J9p4@!I&`tRI*OZJGZKZ16va|9^WH;Sox@TdCIJp*}O_
z_n$D3bL`bW4s&dEl?wAX#5CzPbwL%FG)-
zR}POxt}LTwGw-jCd(G@9q0KO5gp}HWgUeM(1vwyrGE*)oP%kxWD;g3w5rkyV@zK6$
z{_)vYf}zXFyR5>Zs+JwC7qR`PW64c1X3$sQ20G@sYG#RYUf8Qw072bnjkB``g#aMhOeHB?Vm
z;&aQxXT#k+G7>s*Jxw7rsYcD};4+1Q87G2wBno^pglxb)cMA!3iU#tGsizdUR&
zE|tR*0oZK7qwCFM!L6Z%gP-1Xi*CC84l34
zvv=hufY;}dk5nSi-oy0y;!F#s3rgc0es$f8`{U$fYrXahO3$fTXbTmFFT|c!S!3M`
zcLjzxR4VC1vs=$k`O$zAuBz?&ZN*D=&N9H*Fv;k9+iCOb|E;(E`;YQxwD(`Z3x*`P
zbj#s{!h}<~09@ehxwwQgFvN`|wE56j^CFvolNr0e1KxKaaX_n@wRBXzck3HQ%#3eA
zwcNeE6k2OzF2Lcg1!rB(i^u^-tGwM162>j07d74At*B6a;EgK{cuKyF?mV9x6UE?%c|Q1YPJwEL%cq#eoi
zNs#yco6=P8Mte!-4R5aT?%9g}BF()2)?4rEe{bLKQ>gBq>=!!7aI)#Bxq!&7jt{{l
zlB;!90^lxB?9skBM~oQmPP&_?@_|ilxOoXdWCf|h$U|mH;*ZeLZj+7u?8$PsJ0eXV
z5a$J5ULbVSnDm={Cj
z?pr&T-d*+D^MI>2>~*Ln%y6hb@d{QGu#8fif6he2-oJbSz$>Dw$9qwRUqE=x;QkRr
z1G;@@H`0kl7_XJ4PeZy^K{VLGCT(XS^^T$P$)eZzhHZO(w`WJ8C;}j%!r!P^-4~E9
z^VjxkaT;IE+-CvLcW;ZTspQj*`gy}jJ=sRpDz_syaW}m6=hU*=Z$r65
zl7v(*#3@5`nwkqWfv1@Ck0HzB*p{7!<6iz^+4Gb)RO$BQm9_gAFW#~(N9f_u7WiqE
zmG#a!w^fnOmnf$sw*{H*KFzc4qdlNztfvsn9#dmN#p|JB+eLc-esj06JU7Sm=i==h
ze(|u%gAloQtJ0g}Y8OQf*x2@j2D-ZT0h{4_v;LeR@c!*k<6kWJoy|k(VyNl))>G3#
zCNcL!Mbvje4@G;_jhc;0m`Z7}^yp33_AIL65B+@=lKAe>$ZoaKpwsChI6yI7&L@1sH8}wgWguzj)hkIr~+Mu_>A9#?8nRk)o&jY
zXkK}DTPo4bqk-p>^*4RD|K75p3LNA6iR!|ErYZeN{pwpG+T8AHHZw;@{@Zho;PSHF
zWA`wxRpz91Z8d+F`95bhg@TC_Hil<-+8UT}f%CIQfuSpbPu#4gPNsb6CpHSOle6(n
zu*+h}iEWW6#c2OVqx@^Rk8sixHs#NsWApqN&w@s#)?EARlhN@i!b9xR%e;jt!Ugrj
z_&f+MvHT)!J=H6@y}laeHMYkservmoC=~BA(}gXS-}LS4$eC}VaE}QXA;95@9Cc#5
z+X?*h<}&yULvz%Ejr?W2+n}_9=3g-b+wh?^RN3MSwTzc8umvO+hK@H!AFo
z&gMd*l=y=Rm#^mpgKo;iXU)JwGB6^dx+1|MYs{Gtt1nOOxBOn-M30qjbZ!NhTWAJ8
zQ|^I|L6{oMn9ihE%x%J&Z*rgev2IID_J4oS;70ZGbSpI$rYu$FBW1%abUqHvQSDNE
zoQ;z*OagLJ?@ksJ&sil-rfFWWp28aezTO1awybe_yZCa%>5Bbr4JEqD_
zwM(!m=kYRnC33~8kpifO6*}h@m{t$bysrUQXdPon!(wKVf&rug5k6>VT65@U($&|W
zyhqT(bf&1ziema^j$Bd?f~EI$>0<2`Gu+UqgW|;Z91%Iv+v?AL7zZ>GZSW%@E^1nv
zp8XL;?Z(Cd#&;$YU1+-}cjsmIhdj474?xEg6H_H)W~G%QpU5k~_yV|zLac(4lhMKk
zRe0Ty7r@7l?nVhUbfHR>78Ah7+E-1QtxBDjyn5iXbs*zi!uLMGsZRrfm7_Tc$Gh!X
zr`ySC589-eH@^ShbV4kbS-*^ps?C3U}oU
zX|69$fBQ@FE6eYRyj>z?$`{8#+Hb~{m%7}D81dQZE7H`fF6PZ$2rb87EPtM7TxF<%
zH7^T(`r>AE`Cfc?m`Ki^wS61nL-{WjK0s3H$)C4hU4HJrz`g3X`^Ei1g71ovg42!x
z`$2xhY?1RdcF#`d8Y;t8w{GeR~r=*-6
z08%4x%sNgv<)h0z(c75rR9rxrH{FPZrb9scn>Ch4w??M+?Tg9o*NN$m1R`#LYP}F3
zlBY{G=2~iJ?UjAfcJleWgq$}kmhxFKdAGhlOd>%bPu)Zx)U&EM*gZ&ti97=UAzZ7H
z(G8`+I=y=nXB&0BsgqYqA>Gl(B&6F=26}#Lwb}OReq>oEbRs1PDAk!9R2BowFfyvK
z3{)Q{dn$`<<(*vcYw&I-;{gFjda(2>r7fooxmuMWR}IvL1BI04zqnW=@DIIv4NJPI
zQ32qquB>^eoS1*e=R2WLqE)2#=@Y%ko5nB&2=(PHl&;hUIF|0hifqYrISDtHT4j^$
z`b-O$CzTRgSg0%);qa2s+O}L#{BR>yG}Z~$Q;NB5NjMS%h=@v_B>o7&txNOqnmB$-
z*G0ed>LeI=lee7+-iL9@4Qzc8R)dI2N}+u(oa^gv#|!YYIMc3LT#pH+I`z#j^;;Kf$Un{lZ9ZyBtc`MN<0G~9U+U0>--uU8S
z+d*fc{I2x4n{Evx({IRZk{!iGie6TUlh4MtS6iN3c_Y7HlAI=m*Zr+4$!80s0$-K8
zhaz9x4CTc6pM-}A#U|Wx?74${XmA5;#kI^?<)XWux4~6+;0LUAuPd11oVsdE3RH46
zZ?jahP=j!$cep^UJO_0<+&u|i8R6qB7ma$%+$F1;Az$ZqFQGW`D!T0`6*Cj
zPqAH|hK$k24ncM-iBJ4}zQnmZ6K5JXq@
zaZxfseyXmgIUMv^c6#;YCxAQJmnt44mAKrrP_yy92ulSBP8aBI15s2+&TN>PZu({8
zO8ECgm*Z7^jUz}kPqf-xBXy%?OTW_ezSZKVs`~0VPx|Na36UUSpXwD%mQ5@`{jCN;
z=)JE+m6b-<(E5&5AIZ@|Y)nQgyTmxLyebWqhfTWAzP*QfpY|vb!JoF#7mZuy#$=6D
zT@#I$cpWMYpVlVs>U)^fHN`9`y7lXo0ZsNZgGy|cyw;lvwzg$5Lx13#L?(JRCktIi
zTOKz+B7(zXm&T-4tWxx(s}N)M)lcd#ASbim5)H8RI#I(t@WZSoTKS`wyE_|Rb0||6
zkcfqD3I(HS(in2YB{{vY7(Y*}RevALX?KK#xFLNIA*xp7Qk8v*N}vmUoR8C5@@^iG
z^V{%C@kRVwr4ezJnailkl(f=Ro-s1j!R1*dlL(?cu7S7_S10b1BiR-ZZ97x{Dw{Gg
zJ}Y)8o70)c5580HPJX@bqR*Kz>*j%kbzC-
zWD(F2TYl8IJ(EyqP6O6QU-IY+Zfsn@vE^@h4-CzI%|Tl+9iL2Bs7Cn7n&w+^Tt?et
za;$!~w7dPVi9jsVFcr6D4NH;wuPly#-JkD9y)1VAcs9$eIOPo3)bi=O7+>y($s*GC
zQ)VzQ^_#Gq7}TTF_W-BnhUeL48E~m~D!t&zw$V(%i47dTZ(Zrm0fbEs)sSY_W~E*p;^cMS70Q4YX&+`l}Q&&#V`Xk72G&
zvBH)slye<0h1Qwn5gtBCQY(%ADrO!W9~VDtzLdwzUxN2L8$wr|9fBJd9H}`18i%Qc
zJ`BO{^VLgy8-6bsp2=RN6cGuU5e2=o@%SI$=uSE*VKx`@?I7a_m5pI7Sf{P#Iqx?=
zw>{L_fYY-o+-)0q>EF}rW=1uRhK6iSr5MMZoc_$*l4XE2dR0=YU8ol7?;^1Z##leB
zpVC+*56q2MnJ23hs*>~r1Yjao9t{#hjnQuHlt2}^{oO{1qENi{S)}g;oF=xl3%^NNps0^3d@z@
zEBrK|+4n3YI*H|!^<(>wtNG&}m?IrI3`J4Kus<@&x5
z20*Y>y|A=q^&mABFs$5Zuph}Kf0V9`xTLtzL<{aC;2GRhx@
z*-yCwhd_kU_?Jd@sFZu{DLkQ(y6`d`cb$UuWV(=D6bvhZJqm;4(XKW37_n@e*4*%g82{cLs~j%!
zi&pn`|MzWg`!Wu1B`a(FxO-J~x~s#)(>Q6{5saT5+5Yie?D_ALs?uYH-Ho}<&2j`6
z%m5jzRpq!pr;m{e1f=DSR)@5(Tn6tzkI4|5%=nG##SrasFaZi%ZY!YRFzX4S7r#h!&k2ghD#_W_!R$Ye4wt^$mQxb82zZvqE`jS?=7A
zx9nfC4pGxuDR^;d_7rEpS0zsW7~Sx9GLO$q{`F6X{(nfV|MSxI{-~*++fzKYO4{pb
z5B`&V%h|&OHnqi8fQrHvGr~?WC$bhc?8uCK#1Uda;Iqv_(^1AnL*sY%|
zzRRuPmsBWs_)ac6TpZMGqP~g55{#(m-Ng*FUV-S2fIQ@4#V;0Fp0EBDg*zS;_?^5*
zcey5-k43b8u>>@a@0{0hTKq&Wkr!zS3~ZWUd~bGJI*IPmj()(R5p2B;&N&=y{qe>k
zfh)|V08w2CqtAU#`_N~H@Dzp&RPGjkNSG@S)E-6dC$YQj>i=T#7?mLkCgal#_08ck
z^t{eI!PpS`M0I}UMtdQ6-Y3IKE(A)pJftcv&Ik?om<~*iX+p4p4tyV)1;*w3y7f!;
z%$#U)<(m)bbX*IwCZK@P-Qni`Jm~93ytHPtG(on}29Hqi^`Gi0a^G%G
z))Urlt(8&hjGa%6i{N1Lu(&04G-GAWY--v#QFc5Q8qIdkbEiNUnBhv&$^oz^d4=BK
zld2itt{7pARjzw4-bvn{H~oxdMvZ}0Ke&v3K2RFIfNZwDBzjfGFu~#H=;r2S7Y_Kh
z0Fj14)Bk7ae)MG;U2j1o!fyy(Z6U0tO~
z%ROldI^^jQ*1E?4=7gB~s#Gu5W6BG4(*u-)+Q!1$EnSu)vTvQ^ecAq;;bZogSmar$
zN@U72YRY9?2cW=sQDy~RUFes}!b_LD448C$8|he>h-V0Xdzb3H{{-^_IzB#sq1FOr
z^&|`ds5u_~*=!1zgQoc<7M1M}zR}R=j`(QCA4`ZE*B0Vkw1ETEeK#+Hi=!H^y#ot|
z>AaQeOBm@ms|@D%}u|b9nXHIi^|i)P^YB1b)q-Ba2BL&${;B!{K=q%&L%835&Z$Lc9Q1QHWNV
zl?A3mm%&U)U$3{2*7NLDLU%Uh#_LsFL!y#tuD~nVu5k>W~zHYs#>3xe#l7j3G2sw7e9^h?c|Du)nEp~wtCNC
zR#Z*yMkZ@R8y_TUSa{?}KR=5h(S|T=0l4hN_0|*|;!Dcb%r$X?9WTOs1?dXg*ePy&
zmh;_fI^Kf%v1a1dl-2$3hpQ*?F-^pMHDH?yvs?Pb4OF{mM4a!H0$;htXdw
z->YB!dvyB^s~q|5j6PH?|G`=f2k^U)Qin?y+J)|&3i8Qku#i>Zwu61md=)6o`hoMaXvg~f}a!l
zXV}i_91%R2DPG|s9~3a&O%#LWVkx$9Xk-1iEvX8NqvJcxCTjs)%Yu=Y4cZX;ig}Z`
zTNBhEui19LJy}YgrG?&VNMTt?VA@Qo@#uFOM0*kR_Epj)&4788h;-SyBMDzZa&avX
zIqtN*wkk23xtdmWcr{(n)iAa@LBdpc{m9Tgd{{oU(FS+@Y98xUjl16$`|uPMgh4*>
z2Qw$8J^0XM&$8SFu{EJ|wB1U)K;8
zbU9&0ZPqny52p1_hB6x`NLruTG2U#>cHdnOn({u9PxnYst>@4CV+vIeoOw)K8VU{N
zx0M;~0rvb>w!9=&+=nDIZ*`*
z%XzXH&j6_ERe!rMKDqnNJ6E-W?iMlu$-Vpd=nXE4`|Y)zX1X?I{q%m(>cUB*XmbfF
zC++J$gYci@42e&?8#UyMtL9==M3wACYejVRhe7IfhQ9@Y-^u)9`CV#LKcA3{d4ojg
z55h+kEld1A>bD74nVKDmB3#FebQIq7+B@mSH;_=MqB19lkp>p00h|T^qexcDRvPe^
zcZ~0HYzN6wuBsOXc~Ey@T!$qpmFVa4
z1J+9rsqLDrnU2|%;MEDHth3$(q5Hn`GP?Ou_wYPuK?UeAB
zT2Et`)AL37kpm9)h=yKqVb~0!M-C?*mSk713;3*&Y7Q~Vg5db~)gdyHe)Pp|vZca$>)?Nk34=WkFXFqKZFL0tHC-!YCO=WVYJ{h`~qlDP6NyNW~$
zD_>EKr4|_Sd7)>>R{Nspvy1KQX^0E8Y8TqiQk1Q#wVN6O_z?^cQ0-O;6@NL#yRl!x
zn-%XpvT|9lwpMK+dw#wn`AJX{%wqTc)VHaeOpE61owIS@xcDnqq*}11;
zjaBmRoHD1Yl0^QK4xeZoJIP@^4adU2mdDpoySzad`Y3zdlcz-Ay(-9dvaX%JSmC~{X0^YP{}IgEPx3Gr?@<@
zq!f{0(h`QUKiCDO7bB>-f5SZ>gdZCC*HMF(NCDT%sP(kDl%p8K7>BystD$tBaz0f*NoUN4C+
zgFgj4@<+Grm#V01ERha{v=SBcR|4YOUCLj9MHdb>8{|vV53B6H$mafMMvD2b|KBM3
z?xk!^-k-`7w{foCZCv{T8L9*Zw-H=ChYK`Nvee7NF6MCv&C{T?B(^jM1}&t>dqi75
zFaEpDHtmq_yw`YTIw&TfM6ZzTG$dNmWUQ^u{dQKZh|db6VPv)9!^&)EMu^Lj53|Y>
z$&agvQ5WaRz>@4VN+DJqrN&I}c4SUKpkRcu`@3Y*-kNm0zrXMDiRv}w+2s&yCqAWU
zw%T{I=@p);b~_;8Xo^2|I(6n|6E8e1amc+1=e97DCWd%D&iAO!N6*B{g0)bI0Lmxd
z`woy!nDfCRD)^?=uYygsJ80sO{FMPt#UFC(A0nZ{6K^F`rWB6T6B3q6zNP@d4s
z5}~FBr2{IDp!fipV#U~hhiP<
zl+&c6FaBaV!(WLs6>8PWo^9x|3BFj?38R|iJOueeO_x5A7&cp>0oy7&`+qkR-%fI;
z-*n;Th!0T8J;K=x2IGeizNgte%BkxfBV2kbjagg10juJvfdsk*Mnp5De{{@s2qEX+
zSgZlOV`ujdt0=9yB-;)YT%Lod6pYN-%yI|6sXzO0*B(ui#8*W^VJtRof
z8n!2-Hq^KlMLrGw?sr+G@Xs@cl60Fn$#0RCL6qHoq}pr4DJ)7|aOPZYy1jeuBR{zS@-4S?pu;{v@7h&PrRKHeIMUwi#(i`#F;Sn1$uR
zWP|d(krPkowylzG;5tYQPV_
z;9d75dL@b}4joqbeMYu(QDG7Q`RJfLQssj^ZWXuzu1p;0t+}hlN}xA_g8V+Gr!hI{
zv%{6CQFUtYB7zqjPLIdZm
zR%@j_W6@Dr^i`8TDxTJ=jAo-frvYG+0m3E0aH})McMp(c$I56MsrQ#MX!0K|TUkO?
zXrs`CJ1C#6PUlB`8aBVn$n1YSid6Hh+f}ODuP}BicoVD32x3;i_fmtEsewbckA=IEhMA&e*c7Y_H-AQ`tfH}7-YhX>4CM+c303LBwT~}
zWt(GI@GXZ-ly?^H5T!Y2rRriV3KFhJd1YksCk*U|_(5JzTv_y?sX34XB^xr$;p;ZW
z4_{SXQciha+oG}<4-%$5_1(LBaaBTfR_Zxi!OU@qOGS41ZtFXrQ@4ew_k9w#_whoX
z4lS}}PZSEWKF{wXp{YbFV!BDfvd(fUv6k@W4(LzjqCH^!xXa+A!XRK
z^M3?1{Of|tAb<3Li|hU6H}hV%`mE0CrHcu@2!kYXMWB{r9!f?dAda1+CzaHox<-x1
zwl=cVn4@Z)pF>Mh&a&kGq@h9w%#q?N=Q5LBfi=&WKVj
zAZP__ku(e{-tNN?Ows*#St){&Xh+E%sdCh$kr!RfMilK<;5iAs
zCaNXw(uaBj@9YUlREM0003S?SjSR-NFK@v6yF%^8?F3OMb34u%FF^~*0@MviyvZt8tu?nIo;JwWx(u$n_!gTpbqG#QxQS@MZu8+La$4QE
z8wqPd&M(I~auFXXgjA!7F2v>Vl@#{A)=7K%U<7vH-kvZs<=y?qdvSgFX+*qT_V(O{
zti=%A-^(_EGbWwkb^{149YPyePFPqPv!hSq>5pfLkM=Wh
z;Xe$msvs>hiFCg^3*DN-P1X{aE7ErC6f$eM+*uaQ8PIqqXZ9NbJH#2tb1Sp{pf;CO
z$E*F4SvOdtVMSkkI9EG+Ok^s@r+)r8J@-5WZ3oY7z?{?4W-5|xZZNBDOw4TeyjL`n
z9Zj~xK{1fm4V8h3l~CEe&o*b-gyV%enPe^I<&6*^mcDvJg0~3%)TwMOeVzaZ_kg<`k
zbWE`UA2REU@L`YX&Dxf5-a2R534!BF$<&(7IqF#L822rQdtT4iikbB3E0r@fbN~Fk
z+PN>jR-N3#pRx))y%>eML>LxvM2I`dfpyofJ|?vQRVlE2fFLc@E=_pn+aTx~nNs1(
zic!dv=>9t2BMi2HjFm}I)3VHs^oT}pOxJCh8GWF45Vo!o9DuiK7QN{fG(ffh5mPH7fyd~9f5vk
zZb=X6%YVKrWbG^l-}zBeX>N&TxT(tChh(6P_iJU7Pn4dVot~YRe81fpOM3}te;VPa
zq>3F~?Xakf?~8{p0avPN-FgU8ReC1TK!E4NSitV4@M+$%zSbI=ZJ@`mto_MBhGl6p
zB(~7FQ)%7|{{qqR&lMLO
z6;F5rnpYfEPQ{~G1YiC8Z~gDT{dR?!mcdFo1;_meZ7*N{FA@HC@g?`75*t$5>y^cw
zy*oE$Tstbb@=HI((AEgG$eb3D#G45Z(xb?vSpkZ_8aWt?6SIhV_E%NwvahB7RQI6H
zw@p;1uV~<%_)LjMHc33q&{`7-W1Kx7HE5{wdE`QdSAv@?0Wj;`@a4>Zs~A}XA3xt!
zx~yDbVXWEx(V^hz;JbdFVZ#%VZRs)TL&MHObKn#(5%c^*;>LDm=oP-`Ww{%k2Pj+c
zpx^|)9!nWZR-dWdEMY~98s8PM47LCm9*H?K{YMjwV&kx1&y;erT0h*_ZMwGzR(#OQw>4r<)5%R0UV_R@&cgQE{6L_cInJHiBd2M;p+FMG+Iw7
zw)a)b2`)_)I;*P{O<_Kt-N6s3)zcS0XSlRJ*Js>s_#Px8Z9YmEeAu89vHX^-_|YB;
zkS|w~5LfMn#ET@hL<^Sjj>Y)#n{-sxcd
z8TyHYaSEU+3A+!q+Qvj~$=A4{{EKA&eA(_`KcVhIJ*jT;$TV~pAKj34ts@i~MO=u7
z$vrf5Epc8XBY?d`%=$fxtU`0~YWZx@ab6M0I{maGrmGyI{~Q{GTD(`ci$a91hH87h
z=?G)5d67dPJ|gHi=Y9YHZ)kqwk7{IkGhT@DxBtgTYFYF4Ere0ht{Tsu|BMt?FGtM!
z<_}73X8iYyL)ac=e@OhO?55|lk2UdWTk{8#LsR~Dzs3z{X?Ci1F8QRSZ#*$b{KGa~
z5652%H4Zgrz>kyVi`I+uQw>C>hiaZSJ)DMbH_eBB`|gI@@lnSHyz8wxCyp$gIVYC{
zEPeBBB=F86YWg$4%tLcBne8((CPM*f0qmD`ok#4)<$IMgk{EAel7lHn>SBk<@*COh
zgw@*0n)!))fR5AewTJj?WLnsHjx*-}Hp;JoKe4b_NI#Nf?Y%+rS^ZVh@z81SzVl^-kXEzqsigcxzp;zhW|>?BM#AoYF
z2`M=eM$E#9l}-I2@p5zZ1Q+B
zY<D0{0SAHLFE9VHb=n%~=
zEi@(SgwK|!?R{K%$;#0mA|W#o|A3Td$^QwJHEZyjOSf_q72?TnzLXJmy)gjEn)zYQ
z&~A_zH~e=;uk1TqOJ#C*RU8K4%{AOw
zvEz;S=)@EqdAdjgFGQW__5byU=JYaLAK|^@_`#Mi==e3gdY5ltp(R+N{0P`55ij

mZ4!Me%DmGUlDv;(#TAE#>;R3a(* zSN;NE@x2GR$oIX6Wr!pOGKXC5*bNRQUvHl*C!C<{Lx%-Ar&hE#PPySmo4YC^lD>+R zZP?cCQA+dGgA;w{ghtO`_i&Rblb6lNj=wW(dlF`JmPvF$gKoQhiTlo=N2u(*TN>EI zjed7yZ70h1q~(F7{p~x`66(f5jrb)xWNSK8l}~)ueJRL1NYns{FyjMnPxXyA#ZcWl zQ8pXDST1K`Fz(~I&4QC3^@_pw(;tR7W%AK#Ot=D%e<|tjqB_a^w#}8(XuoZyRo&f zb_M?9Q*83#2kzeQVuxW%zc0Rd5>=Jh+T~`Ak*MZ;zi`AS=rCIdt9ld-<-d`FH%cn1 zIU%WC0$|BRR~ql%;KpzK8JQOAB^1u}hSND4vx11_y8b7TZ!*%MqI7?z8=Yk{=g}S4 zR99C{3|sLCd5gn%W*cfYIGZq9;>mk|q^iK#1)=>Br&wVaj$j(Z{IF#6WfquySxkYS z-4Hm$SvFt7_lX)6cQV~{9KLa>>%mBys|^;_Zn0PVWCY5OHgd$B;s&4a0>J## ztIkh_f3bY6PeJ@*DU7nK)e;wEf=Et2GTG%YN$ybEslC3qXbD+rt1SL@{^McZ`7Un+ z^daPh&a)5+aiF;l0L=5f8O=3vr^YHB3_fLX*;LaEOjog(FrU>??KqyoE2#NpT(Yi z(7=_1rXb}+w7Wn4^k~`Mj6voF<)Xg&HCtF)= z*1D#v=#|!~_WIJ;`!&6az}#Q*fNMFFr)g{=RZ7lGj3R^Qi}@ zll=C2Ib2%n@+L7vH_3UNWqZBzR95Kx!{saKtT}JZ2q{e*HgY18SrZ%l1#&id?-+xb zxzYWHZ^u++``se%QPToFvZvYM>E$;}oOW|3eX88j3i2bGdBvHZ#GO=?O$bg`D)HH+;T(5jK)(-wJ(}9zBQo zh!PilI6s8$R!O@1nG^hc-@ljwlNv7W26?W=xx_$+d-kigz4a8XwK2)lep&H9+^(m( zGCNDAa=aJv7Yn4^fD-b5G53{WZEkDYR5mR|T4;gdEd;mX#oMAGNYNDEMGL_pxU^WI zctQwHaSxURhZc&v1&8A94u$6xd*|uCeM+ z98hnN&vlV}>adkz0IYJ&SvL++s=EoGH+6B(4&X7Z)AjW>wDIOA>Hs#?jr07b1Mljpb8zMPr&H;K-@v1C|L@F&z4Znv!#i^MHVTO}u-~RTPHY#YTpp zq82xU4MfV z|D>tr7&STzjEdE7i{Z+QV59SAan(ZVgzfV3eGO-;Vx_st%Muj2t@@Y8UHt1m+`Ezp zIj-9=d5W3fY`l`+aE(bg$2^=k^E@c)-Pt`-FS2kAh;G?o_o){LJ36}HqX;iE_KVPy zJaRRI*I>I|hi>TvuAq=uOY*(!JW>ZW+Lbd+u3gf|WuPoC=ne4jeTP}AT&JkP&NKcK zX}aBWNjx2=-g(^#!eJ$;GFzWAJ_gB{#Edy5!#MjTCW3$|tdlaMTBM3oZ#!a@dcG0w zeaWk6KV^Dl=-+bF^E`Tms<_MgjT)7)x!z}EHJu+>W*UO;n=~m=v*V8c4Y@H%8pFVY>gk0Ci9Elv@a@A7$k>2MOYt~ zri)Rey?+eZQg&Bf&!tte|F6s9CNSbe(EZxoui7|9_w&i?yv8(d2^7=kW42%XZ84?3 zU~g`Befz@Gon~Hj)gSpiZX3Ann6ZQ*p2)D?v8~7 z$_z2J_IiMwTcA7ufb46vXDrp(glsh_(uDKpGy#!g-@P;FA1%PNLd8|Mrqq$mBWL1^ zk?aWq@%7ra^Oa}UQO6tR-^)sPZE$3)aO<(r3g=WM_7JC2(1V5i$>hYc=Z7{4wV>tP zWFq>Ssr$7;CqKisqLxsn(k2~9Mrw9Az{tnI2DLm^ed&4BYMEAf!?brP{RaV=>Lxd% zxT0}4Fn?+!rx`3_lmkU;<*xqgaJVPxYji2Ueh=K0){Nx?CJkEA)bFJkt8;}7v-G6~ zs-!0@J%mZmth{bw z{OA&@rSeH?9pX9j`SpdjW<7j+2Iy1UYfDimjv`bi%K#@ia19um_PSlaP+_^OSH(-8 zoIEMJmhr$T`)6Bqv`gBVLJ@RhU`+eqEdQ9ZH#V3X3!G{;k%=D9z?2orOOjO`4_3Z@ zX(KZt#0+K(wZuOV-o!qDTK~K=EL`i9CYIUdj7Wjl;fDLzJ{YKRX|NvCst#Ko$0hl( zEJa!rW^Y?^)T_t*8FEQUsjCOZ#ueIpmE^MM80>x5D{5bY+F*++-&{ElSdOYU|;sGT}xwo*d{G?e|fZ?NzqL= z(DoWbskyiHdza37aolQ=gh}Gnj$p2@Wb8=P*Unl%vKqij{!Q3sngh~#{%BLU|L0Wx z;wGoq6?%U3m>T#2>f@-saXf|4{^H&+)`f1i7{2sm8)5>y`m;~{zp+j4MEM#&RTL(o z;#?(AMl^kWMKvXCetCD}DPZc=Yobe5eh~&F2_b-C3^}sk&TaJi{O$6#rNs)N)S^2M zO6Zu_o*?Pq##jMMPOUWz$7oBq3}nmM@1P4wdqkC>Gpu7n08$ekA!SW4RCyE(dmD_r z3*-MpPVk>}>i%^E5D<*dKazdeD^_MF3QJxSfkzve!%SS#7s3=c@5}v|l$x3p$!Ce zj0b4UQ_$gyw_K|?`!KJ~jLe~0QChis%M?yqeku>-OqvN|>+DU@FjvE~Z0`e4goK2i zrrexm1k5lN^XPa2S=SMD%_fHKR&Kkk`5UvfHqO8vB-?zk8>;aoP?L}JdE?8>CF5kf z+D4z{r#EsQ7P`Xw+!0ifo1>xn?>kjX$0|*N{RRpbwR%ST*x<5mVP$ilMmAVRJlF1{ zHpD%AusOrcQ-%IF`S>j&xd?3+R7P1{1Ir~HF`TLm#baA{ZstNk3ziETqm17tscH0n zv{g#+6K4b)jH#uW-|8&JICS5sh)sC30hoOQT=Y%-IlU53EtN!~UcTv9rIr&aMG>u9 zg!jqhPc5*r+k5)DkEiP=4HV7#z*{)-Sv?SWc zUReGBmDX2s()xXV+^rX)VacTuvB5`jfmbG2ju`}ro#NVx@Mp6pc=nQ(&d(Zv%OK_C zKM1zo|3MH=VQOT|x4GG$UrBG8BORfi#AiIx9{HG|EWUOux==B<-2yfa=OitT&*iD9 zrhqLdGrx%!k(O?Nu%pepYRx@2x!2&vl_pU~&W_hW_Vo+p=@Yh|tk5Gk<9M7!t?ce% zhMQ@Tkq&IX-Vie8G)ZjoyEtRygp;k93|USija?_YJ-tFs>q%D<$5Qi3GLq6(BQw_m ziQk6q@V{>EC~T|Qu;k@AcaJX`yDH8FWE7#VJ5Sa4jH|#;HxCXAYi1=*p$@!dN@_k7 z1HeX^>=J3yqz`GJGV^>hoK(A}p(9r-Mu>YtM8O3e<@+2#n z^`;f~er(evz?nM;=n21wKVLbZDjq%;t7pVjUsKsLB5BVLO2VsGxmTRlf_H)Qr7qT< z_kygobcK`nx;8`8JWY7R&4+i{;%NrAt@W8DRiK(nxt|jfMsqS1<`(u9EnC3*v^yHc z_S#)BgmX7+sxVEx+^6lchUk=|g#eC8n}COBp5{FTGvJnvXg>8+OHTLVT(#VmL%a|@ zWUhP@WV22OxtNu<)E1DRZ!_YgNMbWiPqbR#@EgX}to)Aa`8ZH42mfBTW5kNI%M zVQw%{k`}#%pet&c&Ob#AQ4a0V&Z4{+Lp7MZix;|4TXm&=OL}G=PD0{N(-SoGl49@b zQdoJ7)$H4t-GbdY57`mxTj573B9}?XWVmcMpQ}L6ZRGbL@RKH8BX(#<*24I73?Z5F zCM#1+oCG{TsL7ysZS1gYx2y}zNW*Yj9QT_{XKx7+7lff5@U0_L#U5y8-&+HF%%I{H zS)&StJ0wxF&*a4{bkQpnd&k+ijx5HUFQ+CSX3}skU8{^wb!8|XH=mwLtLu9P8+`Gn zU!eiZZn)hXd%6`a@Q?AW&VFdchSoNHKe#Le)K5=;8K+?tMR-?}t1zp6rtBcnA{m68 zMGgeAy3BcxSP$C&K|rkm6SrnPY{Pp;y?j`=FOILACne~-XT+F73Ojh-MqK2Kn4vRFIg3>JxO0t>WuyUXHy>~M0J_-?$T^nIkggNXH7LH{`w#J1MJcEfRE0Mg~z| z2LrAGM#mWjF2|#pq!Ppwj?;OAR4_DN120i~$N2-cH)(TTMoxNmG57qV-4kvQqf~15 zo^!g3Hgg)950y--S!@uZ&YmoiW_x_5vdV=S18I`>6}n;-shs3){c?{P^v^uLJ*tUG$b5+(P6$TI@Z- z5F^luiA_VWQjV4N#^z1GE|ni4AFMVtz3W$s4dGR4(Si#x6POt^7fQdbaZZ^jBd)KM zd)biN(fM<3Nsm&LGCDU{dB^|BDh+Jhl@Gh=lfrC3ghrg`zk=083A&w7XUObP`~TX@ciYlZO^2*{&m3{uyp_P8+U0SV7NkoMRl!A4xZKrM&iyf_U%bULmwOE2l?@*E-Y<_p$2|0#G)0I6 zZzQ=*HQ&Ot8f5h`WKJaL^-sN+d*QbIoU-ccX%(}?(8Hc``BAB*7j*1zs|>=Q8HkLB zTD6t6+Y}!*JbV)541)iz-d*qEvV8Hze(M8oW395PPbjHK4*ZDfhgJM0MfE5`LS8=m zj?}mx{azYq6v4LF@sO-4u-`a6EzKfj^6eOHHULwYvBQ)6UP8V5!xng!#>CKp>vaa2 zJxJ&_53cdywy%=i@$^^rB9*OuHKkW`XGw(7?}v?*+efEsjs)@>M%3yyc^MIaDIjO7 zW#Ez45S{T)$Mt{j$p0O5Ak)A@!{0jeeH;gS@UG73y%;=2k11o?ge)HShNmyx$9oh* z7bY86ye_6Q48@K2TUl$xiyp3vU z+Fp#y#K0z}RECLvW0i30EYAQ1lgR88-j$70DlfHEPSR8M#T_dT9AXpWx~R!=3DX0v zfx^Wj^?`B6xE*PH2zpVftqD^VBy@bJd1309MOw3})oiZP<~`p!3S6fVpE1V2qJ8rG zQxnTK0s{X`VrPr#5BLMb7A@FvFaB&)>TZg)+$Gn(NX67sD}g$RF9W&53h4)+xF8`_ zoA_-(8ADLzlLfB_P7!dRXf}YOaZxjgxqSW)f=5f)14vL-d(Jq+S=;3>3Nkk?gIL9F z%(r@N37=!Ue?@a1?O%D7fe;7&qvt2h3`S3eJpR4CAk|@}pY!;~ar`mh2|LbrZCC-W zH(NYYWt{eOT0~i1m`Vq+*#X!PEZlN>%Kvj`yjzF%>PEvPE4{6AvK}g}I4@1sW25WI zCJNCydhXn=PtQuYF;)b%DK_aD4+OOQx>E-%YA<|ltse?@v^UyJ#Z(0G*4RzCWC_~a zB{PVoF!K!qUaFi3iDcx{;gKZabTfy23&AYZ3&PVexE;f*qDxv{*@fsfk{9~<;wmx* zwp^x)g~L~pm&t~s;E-{h;w|py(Qp8_xGRBEYI8$G&PO5eath)#BG#pQ|ZK+oaAoX|H z$ybxL(v|1%qHw~-oSDN=QQxbk${X%9RvH!QLPg<`2#pR#KT^E6eV4W$@jZVMEwZn} zTdOFz>!5`mg~uTLrTyE#?9mT3Mx;@>c=GBAUn6u_L3vp@3chTq@@^ull|6WxY!kMT zXIIJ*jVJp?-f7|0Hgia|eV>_Oht%9zK0~+ZwUws%N(D%*EmfKJK@)8dEUH~VGb#s> zQ*%*VzdQLka*3cH-K>_9Q9xAv;>4YtuXXhrkOHy>=2AShOwieLl=7}wb2R_Jk5@{? z$A1~@_-}okX1Q08Y<#F`sy7=z+~XfMxic-ZRHp(_BfMf>z6s~PF%53i4~z;gVGkhj zO?GD;M^#`@Z7K^LF7j`5v|kr@JAfe3we;jnH(waEXRaB+GN~>sjfSD(myX&rpz4)+ z{7BD3UauCP0cPov-$`VEI9lsg@Z?4m&W<;m9#;$}jP}w}|JG@5k(?}C#AaVvjWhM5 zKmIlL?%(eJ<^4aiWd8L&p=6>hgGM=u`;Z>r8cWsiP4GNeVlgh9Uk)sFIE+_9s9FxY z03r)XN@#Z+5-39HD)@uS^&nCPIwW3U0UW)Zw6LS$S$|0_)#*bM8(u){p=L|C^$Z*=MFS`?Nm@51Jg92b zFX#fSxn%BSaG-|=cF@2^Qc#|{c%6_rJI_jMqReo5Kg#u^(rWH7r?J9*cGSh;&`QHpIEjr8|@=RmU7xQ(mFr*ZmBT90R`m(eK9M z9&t(B5w$g88~>55}CNY*p1{RQ;z;jgj5UFNsM~# zz>gu`mYMfbEbFF3UFB^?7vfgZdHl|u)t#e+k)*|XyK1>T;O*k?AKY$=b0t8pLuo4A zt@`e(=;h3!(HFz zSWV>fGNM0dmJDa<^Yjk1s4{)VBm*MK*m|BkF z13(IrF(K7|O-{kg;Ok!}75vpdi$@`LFo!xun~m%h2oO!)oru%hwpHm^!Z5pp)v_fU zA!#kS!QY}f9z}bu0Qt4<7+k&{HGHV2H1(lwWBMhkqiXu3zc9b&$P=u8n_^b}!*2W) zHP3Qsiytnkpi5j(EgldKdf(JOeS2k4G<$L?`VRumENjCxPrl-)n89z~ob2IgRk8Zu z-e_%d@zo3mzt3@`c3c?jgt!U-CDaYFr)Ylqo82#dKt}^!k?PB|gN0c64*Jxo=80%U zFMg8X2~;glp3t^9 z=Ny3iZ24u_(g3P<9(ywpLJ#LwIG2v{uE1~A;l!e2tnK0QA$U-v&@)~h&tNwMGq!(0 zlF^%a{IxBFU;6X3D40AgzE?E8X!naLkLYp|dD5G&7t5IL_nbmvDZ96qqtR}13FoU4 zAy%Jl;>#V!M*|dU?_m{w&!yLpaSM2V1fdaw<>XF=TVg15Dm63NvhGmT9&m106P6iH zvrD@3#P@VZPINd&)Voy?25xMo5XGcWF6Ys`Umez{LBn}DRkpoW!}&`{A~?6Ib4w(x z+efKW7&UqX_lh~DTo^^nxo#P}dtUwgyV0pRip9m)W;LBnXXB-64N?bY*Y!J*8@{ob zD6-nqXgamcu}A!(AE5bfRaAy8zvpyblSDR>MEa?%i3vEaA7tyjyj?`p8ETR|0jr__{yJu4ZcLiUhCheq@Z zjfAXt`Y9v^p41q7zn3o)>Wb?a9}DYdof&>&E87Y}I_0=DG-Ad0nr zcnR@b9!r(Y%q&ux%N@vX`kH;pyV-ZLqJxU2(A_l%+D;=kUdk3_*aK9qwlBq9 z#2d@v#dqq}U`lGnBDPI%jFIu{0m6M)Z$XCzmlT##E#3M7w$yovN z^73-J^$t^gTklRJka(`=7N9qOCU#2HkE$cfz?iE5<+XzSg}v?*J#gLs##@=1QR1iJ zXmP4RixNthNcG_7dNx+pZ2MM=p6E) z)9xDweLc7_eS)o~s9%RYbsH&O6yUpMb%h3Nq1k=fb!XzQX`6f}J4-(Qwq{YYAUflo zEW!&B`UwN#g~I$^QVYeKGp?R<{zlYoT8{Hlp#xv(JYSxS6+Pw?zEj-|vhn zs{0hGD~xC(JR>PKgQz!JEx-VZu(gC-FJAU|?jA51ZR3;pI3}nu&e%FHI)iOC+i%2g zFeNV@%mp+y^er|5M;v3l*|S8nMi*x=Jy`OcR7yO)Ki;r7r^fA~nbZ5^t#-)YOP$?{ zwo{WW6g_@7=-yx2AsG7nW&ZQ3I4z~*P^v6utyqoc@^C?B7Qv--LOrB$>0no*sQ&9_ z=}PD3MqxACV_F7Zd{)u&4ITtANf@djfwM5>{_=&YE@Wi zup@#L(=vE&mmU>=_8T_9g!e#Uxmol}TLz`Jg6gYks`=eX%Dy26-VB~f4ONthtrqB1 z1;{_iB0JQ`gy)unDD$%Cauh6M5jmygPv=uV=pW{A8MarCX5eAlI1AI;&r4@K`sSel zS2!D>kFiqBaZ${%Xo^E?l|Atv1a9A-%6iwj-sHR79jyjUZ-Q?UQ6u8&!{e9k(g_n$ z;HQOlSv^o>j%aUa{3a>7lvienyBg}GZetHCtW%^?b zhwzLUyh#^j>~tN5TsZBhH}5OxK(%sgtdWh=fvda)i<3KKGMzE)CoxejPPbSV{^rNLaTN(uh~08cdxA*91ZxpS9dfQue8;5 zyXzgt)45^xmB%tY75ESkv7kC_uyLOV-NG2_Mu*t91FwgDVbbc;)eu1?wrmo1 zj&qkU_I@cwv?7bdKUZob@;6}}ezrSlQF1}CRV1a0rYJdwAI@PriYqWnB++P!J*yF? zvdog;T8vhCoiz$ADKo&pnEfOrWF$%(yV8d-s#`qg_Agu~^*?C@8Rqpo$)C0b+rna= zr0tg_FVB_Aq82w9fDyJIL><)3sXLyH3JI)sar=>HXTqF;e9BSs(W(&(ov4$kLI|c7 z%B!84%XPYIKYqefN(hr6CF2!zuV@!&_8&$3K_F-NOV?Mr>ZabgSA54jd1P#Q(IqcV zsYy(e79d>eYS-9vxnKL; zk1=#Z6&IE-czd-Awy*p^B_m8Z#UL1OSF866g+onhLl4ylY(4j`Yg2%DV{YN>cc1lY20 z5M3lC-gc~sx_3b&DEQOd&RDL-?Z!q!O%156rI+UEE4*Wf@>4DSgCOs8F1wY)yI7rX zBm!7`SgWR;>+4Oun{a73CjHDd0ZRDwvw+A(;&QFaw#DO0t1f+3F0U~>B}p;nzD8Yq z90i5E9G&N!Nc}2i6UytM3#b9|E3C~n86H|}*YkaTKUm6#keRl}?qIJ?Ll#(DOo*P? z_LcwLX#XEYnB01NG7!I;%AM0N&#|#eJS=z)1?p;<3#`@!r}X8X(J7U=41TXeBk%1! zYkc@q%vkdC>w>xRC0yN)d9jxL4cTnBjKQH3Hv0~ZinXpxFoKU8xnc;K<%Vp!473uz zgEr!D`!hPz?2d+b>Jag0($^Zv7W%xd2_yK$jwm|Kf|IZ7O=gWb$F5= z14Nvhj#sZk1-b$SLJD%9;&BY9dSd!0 zKr-hX1?HHugSP}ctsbcpy6bX8(8Y(2ZZLWNKz(3z$3h1eXJXd)uv6DIPq5&Sw7YZ5 z{s&O#joy*<>f=;|o4zHX`GUtyRTpZ@EhI zMxxph{`i!VWP17FBtCH(7z`syaJ{jVNz$B4JheWh0%R!)wcX z;j-9mX5seT`Ls9uM`03aTqfHT`5wi`?{3Y(2?CiXYN(8sB4NpW%5b4*tttKE-R_dy z*S4zG6e)!~lfv%Z!itWy${eBjcCK7B8_^y?`4~)%!hCqIK=A zB7L=PAYM+K(#he?M>ThOj>^VHMi7wIBhLLJ|L6@}VWA?Pfg^aWpU2u#$Mwh~#`(%7--Y*u-Rm*{g&RFYPB6XJsjxq}$xHh&EaXD+< zd|mHTY|W1LfH(gdBLbAgjCCJwrQ@z2KW`MrT{?Wl^{7|4d+pS=)q-X7KQEe?-bxTkIy$rpZOz$0el3 zYSlCn@)$1J0;&77sZ^K%Snl7WC3Ti`S{{B(vmsWqmZm-@qMAtLG;AkJ#k?AiG;~ae zoIQG*#mc$bORO3X<=Iow*Y@na9;fy$n!4@oTbw+TWo$08=0DI4%6k8>Blu9|UbCxEhxE3rXvZ_(-`w%?6A^vC6@l4 z#r~3}zlK<2p;KfrZ2o<@h5W`xen~;S-Z4Mzr3v|&4o^9ZYe9)sHpL$VdkjbCE1^%4 zYqqq>nvRM-^R7sZwl%Nux^p`dYxQY@VhPO`VwA?Zj~2}7os6>_$y=kf5+kSFS954SiaIVtBHm` zZY#GBDyV~uKTZ-XPb7P}^+iSp!>NWRJPdd&t4*iun1Xv*(5fBB+M?p}2SM-X!25|q zV7Ipsp5ognV(t7zNp|aPJO*;f6da3&>WQv54VZzI2#4z@haSGWoUUsPzgWn zYYAb%>RVRIsR;+FyoK=*0sfRjT9N*enEm+Qi9}>_gI^;=kdr(7msGDP{?y|9+jN_zUslYXL?Aai8)D+0cW)ZM#UPWb;=+eO^rWK(k zYgMbd)f2(!tJM)_WRVP+m7x_m%VQ#zL0qa$9eVI#KYQ^l*w@WE_9Srl6`@}$BH~>@ z9|TtjKkPc;P$PnCqZhE<>-YGFKi1s-#q74zB9}7io|CmNdJ0&Fh)Gdt*RhS!)C<&_ zt=MXfNvf+uR5ZESU&6J_tTTo6cVP3@xfMeFU&N{sK6oyhBEmEHdk(LwdXDOSr2FS~ zCH-UwNd9J({-^tI0l$U90tDeoMkz;Yg3aL32j|uZDOKP-oXqn`}=oA-s8B-$b%!+Bz12esW?E*?-A875e}02 zfBb`gUriFF0@7P!{VbVBc4eTGgBk}R+Fr$O6ZW?^k|8zWIQuqd=XYA#F<(bPUL3$U z{P;piMl2HaH2+td{qL$t$m04{qBg2Yph2s+EUIOfL5#c}>EnR!1CS`I-lCjWzax%( z!vR}@JUVzy9ieDAD?7UD)qlN}-kKa6CtIO(u`h_G}f`l2i5&?ybB-~@O*l_4h<5PT2 z$4rc=E4nKBXsA+)VRV%SWK-xE@U^%17W{@tn#)fgx_6y) z5AWT+bq+W#Jh2>aKDA)__3GZ=m+3`vQ<68IwU=e%<(W>yFA~KhJL!EhDWi41+8lSj6mt-hj6dCB8 zHwqWjq+zc~^4Q;PWr&hYOy3moo)%8xq6gIb1@w4=D8H@{urr^0dX`L zHca&1ANfuHgSGwtiBU*cwA==U>~BD+1MSe$g05)~E)^sNDzpyV`NiR`a!=^ObFM?= zY6o;gsUDB>Gdi>)bo^&l{f{jj!+(s|oJASl^2Cbg4VK*AxFQ*DVl_61?=|}*DuChS z;Qx`!*YH`RkD2-99|W)CXl^B$`ANBHq?;cc_R=YC_Ta;EMdYgr+aVSmzF~M^v@^Dk z3s2U6EE`Tkz$g1pYkGSge!MnhMX9_C!b1^_HH{gRL8nxnjc)FABBdO!IU#m1#oR(p zK8?{)d6T?XB<6a@eM9yPY3bQ1Wf%pVCKaw9XRO5mNlhc8uiXPiBPwmg9)(W%<-x4v z(<##Dhyw|%{vi0LMYywnsj{I4um!759fvisdH&fC@3*w-okLZ7AYymj(LSDis)n@0 zcjFCWEZzI%%8e}_==<}e+moj=zrOk<*J2L5$U_{&wOYs@fp@lCtyz~aQmzbeT6$AA0JpC9!g^kK&4DLEVtp@1t!=F-SVn7l zArhyCFAJenAU^g!r7WX64tUu3& zNwCGQbF!R7Dpwk{d3xxKd(-PyuOLu$-Es`>A$2xskYj>*l9XRWAkJ>4vf69jB801M zydMPl43Sn-Ep^uklj&aK%|(c6Kgx@@I&vTowf@QjXK5Pt5E1h-MjWd;TCR9r|F+T= z1ZPz(4TACsySRgjw3bWbtGC+^NAu}V{Z|ShA{^gRK2q6#g3m4_2KOTA$HC%u6NRrU zV$Ani94wkva@o|1+`Cq|UDBgU{}pUe9U5?%kJu4p5|`X`-X$#&Mb zK$KgF5V^QpebWj;*R(S%%#m}7Ds~JCR|i44peNkDJFK#Jp0}%4^Uv^^+RDBY5H^Q7uJ_wqh0!gv?N%{NIVqgTWi+G@RhP~Zv21{;QeR^%A z+4N(kcIH7#KjoGEr5WE8h6|*Fh?zz&f<|3hMvB#obEz(~MUWZalcv)nPu-=f>mcn_ zQfA3>O@b=Mkn%D?F%$s9OwzHS%#wZ;EiTUJ<{=3vRCK7GXjb37PxK0Jh<})n$KiZZ)p*-pY-+w1Ol}^e zfi~&|lOGmEt9_@tRqrwyxb{={ja?{o2`!~rCa8=TK0E&czpRb1D zy3i(O6uD3Q7g^rK=H6l>;F;`Y2zsxYAcE3R)Bar}XPoOWe40uP^)Mc;rV^Q@nPCH~ z?+pvF?4EG3yRKK8q9?2x=xW?OW^6Sg0Aia>Tfiy+vEwqWxp}ythros8KJ)sQ< z#YrRxc-}!lD4zU&cWhpH{QR`8bDJ_&I;4!ET9*WYp<-~urfRCda-7MXeXA`_W$X*_ zt0TmsnpF9j=sN-eZ6n1b!7Lq>4H?zX=DZ}*12@TiY(Vf$$M=uV=HOiU3>fAmh-B*f zRBN#Al84>&u;l&J^p@UkAr)s%PPLAOT_#9lh!1#i#+3Uf(Kfy_(I#Q@XHH0y^-Y(~ zMa{J$Z!d&F5!xbSIl9K*qT=*a>O9l^xeUB0Xi$a%NjA2p!My4>FVY}Ax2-nn7)HbE z?@7W5+ZhzWX$i2C-y#dhN5@flfqD>ITzWjj7ljt@KX2ymrgZtH=m5~lVEF4KMfK$)uX{TI9C zZ9653=C4%|KGF7(#q2%2kM#jtIiv5y9JihI)3LFm*}#EPB{PkNFSn9oqknu9H6kGR z-A~)Bb`Cls^SuRsCZq_o57BSU6jPIjCoF>>4bkL&5MOwfQZ_&9s8t=tARlb8*(Fs5zYb9rZqo9dZ@XX%(&TTR-4R+Fi6w-&xjNHP4y7sm zoE5Q?BE-#gLxZM@+_OLO3Nij;}q&pDit!$F7@nM<9kFHWOV@z|6*Z2R@n z4}2h;zaEm6oD3WTLw?mBQae`pZXfYBR!>O=T$WY&Jj7mP#H>v=?0MdTI~ZjbuluvS zWbtH+#NjlP#>DG5=CD(^N2$n1+Xr$`JW}fM3d3kgG5{SSg`mJ$Et1|vd;dj5@rS;i?{h1NL#la%=iRp-JbA)5v&wB$g zkD7~alCFOl`i&Eqoj=r^b>CJk6Z^q=`F1q2^V?x)L8%eE(VpmG(~7QN5-)1z_uir9 ziAuN#g+?PW-qWM?v0KL1Gvpe4Jg~Poy<2nZXz2(4W^-OZ0M$J7+rtdT=K;FcLRaV5 zD-?n6KQ5wxpTekzaXs=061kMdVXHi}utM#oE+*zZ#cFkJTvF75Gp=cgsL+siR+jM+ z#_x~eD*!^x|7l*c_`K?vR4uPMxHjapREk>#e2Awx#;$Nf8Vx^``<0zZVF$rEI2*ez z0G^RZaJjSb6^+v0S?YgQXF~pJ@93>+HM2OuUop9)KsKq~ELb>p!O>8GCj*U%c-Jye z{}kxXx?x{vJpc$U=#2LTeEZ+Aua84^-A?|@F|CA>3T>QT5*5Fr51EQsX@2Z9l(eH& z+Pi{NItOQkDl1n0MMCFEAB7$f+yZ$i0pY`{?Ue?eSP`6nQPg`=2?-N35E)<)oBF16 z7|qFMBb-D-LlcK2AQ6qo^-pxRx3ta`NKbX*+7{igHSTA<^Dwy2;)KbDHvLOzc)sct zc~>F(1)eMSHi6|kf4VS8uL}=L*$=YIQlh+wLb-#%SNdD;d zG68{reRZ~5-c5)3!qvRS;v_~MxSmE;#@Df=uV|(92+evd@|;-32vD;Kv@rew(j?!{ zCV0o{<~&Tle!eW;$PMvGZVl@px0zvV1ZJ~%^vjyFSclEjpAWR1UfrB^jNSs^t$ByK z$1NH;P-QEPOxvV4*#fjv{gBqL<^CY)6gutq3q?jVx}N zfveCfru!QaCfXJvFNP?JE{h)oG1|RchjhvD%1p~+2NRm9fWSBk>0v%;0*a^joL+3h z^Bpp(cvB4PDzB+O8?5Sd+EdctWthmXUUJ&2Xb~lW>}Ef}a!Wd4SwC^v{NW$DoYYwG zykK%Z30u+%5lh%w)n-Un$$9~cT%5xn1TJH%-Of3zTGTxeGHawt-J`yjiFY{g84*$@ z98Zp*0)mSTti2yTsPCY5xvo37^3?+*a#i@PnR>r3U$UBPS}JQ=oZZ>ensZjPf@mhv z;Jv5j6MlDjv?($}z+gj4^5SAhR%Y0N{u>~N4R%mI{y82j6(2`V?)2)xAU>P_{X|#+ z<;5}n+%Wf8rKoyY)7Dg%yK%-d0YxCj1mD%ljk1GRD~~Z{johSrh{BJ|W_qxCdfg<9q`a3#ULhYyau;u=1``Dxe|o zy@{cfBJ9qi!C7;M*`S&VYa!cS{g;frbv=+51yE?EA*R?R!LU?txr-Qv&1Ez495xZg z_S|DIG4yTjs(EGq2w!^<*B^AH_94S4IWRcN;+?3-tr_N{XWWrDSe*pN{MS0B>`Wos zhwlzoJ3;-tT)%u$Mb2vm_M5&*OT=$xTP`H;>F%I1IF@v@wrfMo6D?dt82Sy061j3+ zKom@$Rj(dWMA<7u=g;V85(%;#Gyf$0Jf5WB;P_F~Dt^+~@>ueVXO)?WRz8*?LLH5K z%o=z^zmQKPkEZs%9;0q33;*PaFCyVrXwo7J@)*;Yza$ENXDK878XTjcK=oRmb2@dl z@RVOMS(mJu6+8WsR}^W)&jw5?X_&XN8{Yibd=fB5wmPKG27W!#FaBBNp`mT~G`Db6 zfX-EMt;KSe7G$AFDpZ^Nte^e_WmxFPsgLR5-qQ*rO)RX6fa=n&5*17!86FDSY7luxfw+e1&DnC=ZOoSsAx;m7F4K1bsp&$x&MT>5 z)dM|T7Y?kp3AWL#51dlIR0%S_NqA-VXU0;iGRq$vx@@uxQtVY!o>T%kI%}8U$NZPq z1f=r&J6n#nC-7L+_GE#`2%Z?>!&-z>kSvNEM(nX2N)ks-rPKr~hi!&M zHL3QXiT6|*%^mvcE1lqzl!=wjYR#c0%jYECDw8||xlyK~#P&+5N0mkn<}q#MHcN(T zN^E*PQKvO3D&Oe-d|)G{>ikq`S3x5n!e*?XFo)_BxTox zbuFJJ#U*h>pugcts0-8cE1O9p=Fm@nIICvAr{q1pwtY88EH!~CI>jK&b8iWm#;;)& z%>cPCdZTq$MdLF#Sqa!=;9_?h`$}_XXLe}q@`kZHmscKKPQ*OM(1A?S+HDwwXStb+ zdwIIF#$pp@E7w;N3)E731^kIGW3)t3uj{pS?k*Nfi9S$$!^UpNx5kR?Dc=xNWy1=4 zF#1#^p1#ltiDRj6n9+2C^UbNo$FdNmj1(F{@_1$8mWc^8n)TS3WLj=(`YagKt%@m% z**CtHY3hsIPP=7oPN-k5^lrvY7Ll#sZQurr%SwH{W}{#ESFk{w<_fZA>|zAHm3pPbog&i~0Xade+x5h>~m+E2`%6YOF#+Oj=3~ zXr@jQIQ`|3Y8Hue^W?3@ws}c11(Ce}XWp7FTW0Z0Sfc3V*jRpPu8QNOzNov$?(Mwh zJ}Fjj;cT7V>SbGBvu9_AEba~evBGy#;Eu9DO_%HQ7SH(g=MnIR3x%Lp_c}_Ct+-=< z>8xMz)Cfba&^v451-DEU4UKsG?bE5)$r~=+DY46{eD_%2_Ic-&U5|4n`>weFK8KJ| z_N(CK*LPhWuQ;^EJT1LD(6duZ%ssHvnsLc}=Lu63PrTo&q{hf)j-sur08Ixqb6(3m`sB)`gi7M|wPwzFg8mWssE3>>jA3gb5 z>UvN>(rn4q8)^MlE3QqyZo0a?|51p+%N36-e$5RwR5ogh^qRKWROcjzr__|Rw3?YS zXEqptN>#V&)yq1npR28zI_vG7oqM8$FU;R?eFEQJQE~nwQ{VdR)XZvIxhyU#>Rske z-7SwIy~J)!TF#k}Y<+p5jP?pslW(~@j62SIAAR~*vihr#_KdJ_SJg+Qr%oPy<2GgM z&kXO0UDhw0&rOQeH%v?L!cPaSrh>5D2dK?}5SX>xDliVzvtrhi&QU4h%dS^VY z-fibn<#}D$U>Ez7FiURniJ2<*=REOyq4s*&=IFCamhM!TmHS=jqWQa74kw?NY&qt- zXJvU@_3qCxopYjI`R-G0kCaU=HQ79`T}fzu_RWQ+nvZ=li)K4|PWTk$zv9I1Nv$fJ z0YE!Nu8WH9WOZ33-O*VmbK`WsX6wukkF!0OdfM4m7#S4-d+&-h zjZmpAT=UKLn|N?^uluq^{eAB1149-24rM;8U8npcPj!pxy6c>|Wi`>J)d#q8*)P9U zYiXWnbu52Es(59cQ+Z`r;N+bW&u*U4n7DAEmyer7-=#n)nY5s`$Xu0a9cOyIqNcFb z07Hw%x-OH)f5q8YbN}aMVmv`N&osSV9J+2H*Nh{TIVWSxc{3uV`6t^spHx!SoF3y9 z(kiK|5M7?{cXjurnWg2owN+Qu>E5k9rl0Or5U4COU*M-pN86ilq0Ny}mmaAs{dTQg ztnZRnuLAeH&PzLv``@}|w&iHfn;hx9lGmKyuInqFoEH4-bXCg9{*_x4*TG Z(4unvR*Ry_lnIgzKnIS3fe3;BHvzedkADCF literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/word-embeddings/ex1.png b/blogContent/posts/data-science/media/word-embeddings/ex1.png new file mode 100644 index 0000000000000000000000000000000000000000..5c049a64141c6e6428b5da316bad32716bd2ec70 GIT binary patch literal 20383 zcmce;WmHvR7d3hS>F$tjq`SLQQo2*RyBkR*r6fc^N(AW!Y3c3`Y3aTX@B7vG?)`lo zgCU&5-e>P;KWnYI=A4TdRTWuOBqAgT1cE9rC#4R7K-s)}A;5uGe78-f!GEvZB;+*_ zz(0Qki)ipOqO+W?8w7%k_3{NZu^jjSUgUF^)^XQxvU2w_b+v>zn7TXLJGtAxHzW77 zbai|0%_tfYWI4d{FxR-Jj%HgH3~Ng zxw-4{hSa;o5YvZI2{6QYLPF*%SIM}jhENUyR^3L2?{B>?>}5NX9EmR4gy@_ z*x@7)C_YiSxx*k(gwM%9WnxHBe}Lwq2$#cwwUI#hNRKoYjzOu0lZQwlRX{I>EfFoH z7EBwC5mNwBMxelw{{Qa)%pR&lp->vdv{Tn|bkPS4uO*kL<@=Mid&idNr+Y}Sau$#2 z!_8Ssb~=V^Aw;jIj&5_66ZViRbS-cR1&-eH!5<^1PuejZqbk7|NMA;bJ~rLiHjTY^muRH z9f|6YtD&nKQ(Mb*b9=j9*?io!J(ON?ox|@2_x}BR1T-`mdwV94#|w>vfZ0kzNnc-q zhsQ^kMTh$Jhud?9gyx{+lZLicOEn2Z1BGPb ziKcfReRe)uV_;weuXjgnu62gZ>{c1Kle)OLoSvU|Cs9bAo&-HN|2eC7T21Kbk-E9R zr=q2WGxk4&h2+)M;U$Vb@pW}~=f5kfwiv+5Q2OTh&>O9268>Pd))8X={Pf6kqTe1U zoIJE`zue?8Y{T{QcPxHQNeTVcl*ZfYZ{KL^yiSaE4i1JYjoU{E%Od(*w@` z@RpaB#yoDb2AP`o#+k;kzcV%-rKF;oZ}K?E=rl3uOC+~twy6p0hd~|=|l5=C#}{F#oN^&1cH?_xni`m zwQGjbS!)6x@2Z9UuGo4B{C0D^bPNoL8Ch7Yw6wJB59g{;Ae;m!Bt}6F4$R1CXjVZt z-DGpe%gwr4TB(1occ-E zmyI4gV>m(JmBXPC_xt<%>xhX3U$+0Uo8{=$gB}~pm#jz>_W4H*(@|;AXx7Ti$Ct6a zz0D5ZyBPk=S#fRH9+)#=!SPO0v!~8}zU#PQGl6F}S2RdOzs{bJlPF#(UsVSN$2^W% zueP7ao!5S@LtS0H{QC1Bt8eeh1X0IU1Me#?clRfYYf>4tIeH12cXRy~UNt}7UoWDL zf!p~z#lYjVA_RW$awDF!{CG&QBm-A_V%?aR|9lkel(x7E$*<#9OSdxOhn2QRtv(B;Ne+4)+-eK z^wAFpXuaG8d*`4%ARqvfm^f}?LfxRvpHMcDRNBNO?=rA(JbLx{>AIw(BzWA${(LC} z243&kP)~1RMNVx$Tbp4uwVj;d5>U z3D&EC>vM5f0EZ$$=4!0b(^!oYj010Bt!fD4yjJLkjA9ge*gYG6Er(JTloDu5+){Q^oI{!hF;4NVA;I969z0oCGy2w zT-YPg$rhpU6qjo>K<5%xfUNzbq$S*#75uCH!I$os9?#qwzk&52W9ZN zP+s^7XJ%z#5)mOqNQ8hetd)oLe>m%_4t(?_7V^db>#kRUXFZZF4pyc&kt`8}J*kI> z2V2%3zMvOO+ZN#0OoqT~0d^`>d zuOKgp4OD|4mP2?_Qc@-z!B97SqE8_^J64bmeW%ulyE|VL0yapZ&_4vyfD5$)_WR3& zsO)TFCW8hHkaGCEj)_6tm@K;zKI_4rQHuNem0BsA4-+W@+O@Hz+x+q2!5KvO*RNkY z`ugBYOG^p(U8!HzAwWq%0ST0sD3EGQ&o+MF9M+6tU|~Uvii)6 zKrSr2eAlw**o=BGTh&)HDiRwU9Lz(=N)~W|306ubjvyp2k6bB>2i4Njvemb>=hivy z*Pt3@PyEq*4g6b?TZ=6Bj^jH}gwCGsPc}hNVdq))7^bFcpD02=LXuEd$J*G~INgY46=>28*BQrve*p%U{|6Z0x4iOe z4}4^^86%hF4a3+lV=-(B9~@MW}-JNA30#r1vY0=YHCEadEdrTqZ@&sC)3ZLKYMJkz~yF^2-_5nBjl*SgRB5H z@XMpVzdFj`bs~kBfHE^?!)3-317MG0Eu`XI*;#%2BkK70I08Dlte6<&Wsm*)=X#KU zxxT*M;CuO9N0~AlLmr!1Oj}#q9Gs`Y`;1aSQE_~1EI9r(ujl;{Mpaa7^EHUh8@B;|v>J_qBq26}Ay1qF z8EXJneHg3VU4=M4O`-XrhRa3RKnVy45XmMGi<_HMX}-ZlBNd9?+OoL0xiJA)M5n=- zg2#R?m_g%P^fYx>*bEf^n10M1Efva68e4hAxVU~{jYyrxycD+iocC9R*NHg4_>DXY zp+0}ffj}&%ODpOvHPe1!7Y3^dGQCJaAA* z(W~e>rtsy`zKva2F36~JDB{vE~1YqFS zpZ?Yq;TbJ9V_A?>!F~F47Xq9D+hlgL0ZJ$_@k}{9RF@>9Qpc_KYo?T`PVt*3iPS&$ zJfsYvv~L+*V-faAk;cBta{1^j)q2+#W{p#c8k9&_H!6%e{3#|^rjCK;+UHTu#TyOC zL=Uiz>BF)(E@-rZfJgmd0#Cv>6uez`*lOL3;yLo+L|$IvMhq&`{dLiIOiC7T-bGD? z*~f-gKFGFn|QiwysB|`Z7IwWlY_^}lP^xQLHc20*QQZ4 zeJOKnx%l2YoDYjxlY+$NU#){JS991O+1U4;NFRy8iIs)7A*om%%5dp_W`6Yb5P<9d z?k!6l0bQGAXFNHd!Hu5OYc)_E~=jKaZVIMYHsY`W!wk8(Sx4=|W4fZt6N>J6yz#tIoCYHj%$umr$eXE!p3|)YmA%y~dOe%t4 zVX8>w4UQ|5I|f77A{Ri*bxqFfVbs|0rrGSpCLu&Y*T#--y=NE_qfR3t!TB1aDup`6 z&CQ*`<3I$8e?mh8-vdb0CEveG=;;wfqP~sIGMp zm38M!MxBEC4g(Pq62c%Lh(21ZHwP&Y66|xnBM#EzG^bCEVs z3jh}se+lgR@^nGBwY}Zh*Ha&q#=|I|h~^(AD#yqcQg+_^0dw6fyFV-J^mc3oou>AbcS?g6l)gg)xo=ck6V zNF^6X6v}wu9`WQ}o+Vu~@WC)^zfzZF@RX9%{IMzx0=9pcA1bV0Fv}IPQ%j`3qapK& z=s)G5EBQ;UTm(W4*o6Hne(!#)G41kY5Ww_7y@@~(2qVM{c>}H-*Wanla{o-HwnFSD zBX#MsQn(bl=EICAEJ0o7<-~!EwJY)`D#I-Vj#Cnp!A}P?3qyr?_m3a{QPa9O zg0Q8`6k_HO6{N5|t#*!7@JVAtmTeIYM+kwg#U5Dk!-GpUFGx&D|ESORowTloRhw=? z8fqbi?>l~3ii=9MO%LWtqWXyG{+9RnsNxa~tPR~pw2^(DLd>B^B?3Mo0=vc%KGnF@9=2VIXuQA(_*NMxERZmDGh#;mw5u}YrhzXOXe zvE&1M?gAk*y4(ELCbyJ6Pm|aM%$+kcd#C;*F+96;;jB|(X?!pF-Qmw}kwnhtPRD$I zYeMT|1@OSitmE*w$rdcEZu){$K6uM)u+WPs8h`~@b0hpvA#ppxHL{cm76)t*v(qj^ zg5=90j}i(h`FQ@)@q)Udd7E$fXkCIt8%b=+x$lzhua!X+F=d0z6IFr`t*F=a=0VZq6xQHcJR zU-=`i>u2V~ir}OTTj994;2>YO8R>?B4T@gD&2fC=VCaW!L1dD;%%7ZZik4_-0ned| zt``a_M1LUTr%`-uT~)PZ`qnNf+mAe~0@#6iX5mfY=^JBWZ!J%R5B6x?^S;H1Q<8)G!(h0=C^Cup2FXgq zQ>?5X6mPks?-5oDPD_$rv}ttqQ{;jzVCCCK`wv9PB%ls0fG}f%7h9$lf5`5C4buh3 z2{s{;{14y+YfZ^V_gLd0ECEjms*_^JyqtqhVd)-qoF#8>7dH{AN{+yG2Og%j4Aep= zD4HO**VBi{eP|u8?B|y~oOCeOP=it!+0yqCD26D9OGy%=QD5DBpYkot0g3-(>vcJ~ z1J6ua;lpIn=?CJFoe56WD>9VTaIUGqdc<$NL>GQ*PO7h@*A{YTP0JghRn}vY?sFrD zCtuH=Uk7hm*zjHAKE1ob`R;kx!Mo}ohRgVF4X{1vfH6s+`{IuU8q(;Pm`=cp03N94 z-j4iO{DQQ0z~TkPzjSvHvHusMKBVQ3n-kV6y_9j#Enw(Kl5Tzh0_3R=OmWjir-~}F zH|9>A-W9JCqL%o#6LXv_w@9vp$FZ-yflN^LOxiCh=@9E{*5M8Aq^tqFc$|^?Ju?O zU{qIE_XW7WG)4f&Q!+9t{`c}0<{8uqa;u7WTCQOLe){V^i{C~M-Mxk>fIv(a_S2ZF z1ug+}>8g=vq1AQ7$~47moIfoi@@&^^GCXEY9Ub?avkSh<9JJfn*{Nx0gf$;GAw$>z zPeCl;E_Z`3X^>U|)%5l2t7gxmF0$tv*#n2gdZ)e?pL0m9e;zkce1x=~#Gr$K1Oqa}pw(Avm^Nlm-C7c0Y<(6D1lNRQcW1b-^$KH*w$wyO?a*VN z8YwhxC3p5wKSv=c1)1*^A(A!(J_ZoB7^9zfPq{QQJ~{SvBIAx?Ocx{s0^rq1X|#-2v(z z@4hZ1*wzM#X!J37;&L>v^u{`zW+nFU(4Lxx=7o8j`(X;h!O6*PJ4L^>ySr)pe3u?( zjOb!TY`*bu$)Z<_0Iq`_2MIPaGgDPtJL;vm=_3p3nKcfI2X~v2nz|0KO7DD4&h)(u(@bJ7@emN3k(WKG|d5 zzCcC+b&DKok6zRG8ECDM_ED;jEW0h0?&@Z^vmY12vm$6lKUc{oHj&kL+uQuTVCP~7sSXY`Ru?RqmPWa}bL%$_6o zbDRweKkR6Uw|CzPRO2A}u)V}>+V3&rR)ps*_o>Gc@wvlvifgps(rUcfHg9ZGbZc=! zJ_zly$H7_rtO5p)AI~PVaa2#))Qkuss-bHR5kB54J74j;zI=`!W&dEY zL##E0QbJ%L5ZBZ%mm*rj6>B&O{kTv`KJXn=sxZsj{(D2Cg@=V{u=K+vQA>i5yNR09 z52T2VUJyu!-%SqNyZYr1aaR=7X8922f@rZ+a$V%q%Sf~$Mddi%pfum4oh_t(m@ZXg zXGrc}K6**`{L&IgWG3Sp4rz(tl`%@jHPMz)TglQTQO1DGcS;z(*S|O*kcz*K&K!gt zdamgKGAprp&7|+o$9jzeAp)g$#VKx|h$Sd1V`vejsi(;5V%VF_ThtjQR<)`o8Q+k4 z^gSVumV7+@@S*RrMfh}2lt5_}L1iEDb1|hzc)pJPD6uq5oclLx!dboaRC11Ac% zHYD#4M%15kRO0yFnkZA-5~%CN&G=v1>zJ6a-wL2J+&xTasfb1ctpik&>apf0Z4N(2 zNBNFX4$7$`e}ZS;<$Jk;((aG^6nLNc=?)V*{bYIzucF?r6S5O?ptCw7(X>!*u7g4( z)Mci6_oSf;hZbzT6|erQE#`XNc7y}$L^hKvg>WTrBHZTyLKCb0Rv1hkyNKm0?~7QO zwVZa@+hSHoTuAZ&X7&}G_xC6&=i%;#e`l-Y*Qk-QIw&2(pQ_;G43cer@!e4Wy8I_h zAtjv9SUNuEUpr^TmZm_0_TL7bRiVO~qJ*a9ChAnywmJgb0haCLJH^qFnJZmz{nhre zreDHpbXUU%k966Ls$OLfLbYeXN~^y5-tJGPR28PQotPv)DzW}L?%>wAR*5MSMHNn( zd@E#^T*Ehieb}o+_yMtFfc*TTGnl_BnDDZp?)o{e-4!iq0Mq}3Y@OQ~=Pxo^-q~!S zNu-sH-Qel<_ePyxwz#5B2o%d=PgImr(`Z~cN|iuexUk(MRc>+obPeNNr7@@}lJM6{9Ysa{FuX#LNg z=%zIN!(Hc+COV|yX>u159No7Xxvs}PSpS6l_x2eMLNLfm{xHs)hj!IBbNviIDs+xg zQ1JDvNY;Q1)&}Yq3leotYQTM5C@80&5c?%g5lF)SR?Xz!9bBsZUPAhu&U%rWuGZ!u zKLj&u1s)>EKp%!mZm!HTvWQH0xWu{n5Fu-Xgi&_QGayt*P7@wUAbF)*I1i4WQ6Q?3 zQsS5xNRnELwmGvMH2&OFn0fhk`Tx=b#m^H>XVoR|16zTdD zc?$CaehY}uhfO1VsfTMqZY;Uoq4Gvm2nPtGE2zDx+nmv>O8mJr_GQPtEO=>&r8k2` z*Q5=LF!J&(nOfZwD?-o(YS!+j$28mBgNm-fQpA2a_051rVwu7pjN*vz=%HP~Vs{{ljBcG^?8W3J7S zI@R?3E>mh+zDNoEhqF_KNW8N4p&Lq+A05A!&xQi+7)2^>NM-2C+YJ;Olm&UY*3bnk z<&fp+ICbjF>tu{zXs#13pM^@YDM@waE+>j9N@5E6+ehl2&`3V-wAO2;lfD$+t4Pf^ zJC{<&mVx!Flu`&dc|NpKYJsKj*w%zIHV&H~DLZWoF}m=P#)Obn&)ONvr~FDrGBGJG zuTwF=YuJ?UHUP#cwzJKT>($AJw}6mCwS` z(iDiH{}DhENMg&&nW{5;1l!8yN@27<=}X%*DvUkV#i!TFM8WEx=a`l98o!3epu`)8 zb_c4BW7{nd*1mip1Ij|)v~6|3z2|TiFZzEVxeXUlbtd(D;^1!NlT=M-xNyc^Ry+#Z zA`D8LC=?>2CU-<1ADEgV88(~E-WaJ=)k*LnHV@r8ef2yPxk$WNKp|( zl!poj^CG7K!4zJjSOpdm9ubjWUJmlgyLXX5#b5M428bA7*x02dgYd}64>LQtAjrEF zJ4f~3{MK@;WD{CrB4iJTP{P^t5|9Qxxb*z~z23N+TeFgzo0|YgCkW(!v+m-jsRQKT zs1Xq%^51a;5&~2U5~)Dx+XT{^jD!R<7B)5%gth&F1CPZZ`bAm`Ll+Tqcjt0-bp?3$ zD-Ak|r#rTQ^VK?3sbvqw1nxNW1&P-Zl;7)UG9ho(aw~)p$r16t`@8n$+FV_XtK4r(EWL)c$vw>pt#kj$<>x;%v6=7w)4~a9q(@h+ zQ7xBgRk#1(>?@Hb)6w9H-%KeT3Ze@f2toBfoA0!35m~H>?uV^&##R zieAIexN>(!hRK6-K9Y(7kXo_;_Yr5%E6<{DHsU9`c6$5fV3f9(TC4SVf}4a?C8loi z8%<^?Pjm6y{Z9%hTN{*2I)CNdKW)qk>fNt1g&eZhmKJDZUhPj185Tp;d3gT8QicLu z1;2$26hRX{`p@yARVa zi20CZS-@`LIWVpX)9JiPewUX2+FDn9E|1srGH(3Gb?Sr#o4KQHEqC+~Kbo6HVMTIW z9ZwHUj~bsA!u>1!)d%_Lw}{<&Y~9LWwD?+1 zjj~2-{OA9o&>lFvDasy9X~JaqjTh`Y7C^g2ojJvUoNd~L0YR~{;^bp&?q?re@vBpI zhSQ6b&JHMq-e{p0yZ)GzY@Omd^eJxnH*}Bl_Uw4z5w~9fPDwY48BM z7@@!bwvunf{M@al#Z_By_G4@eA1l&Wz{ND-x+j75SuGT^F%YkG__;evH6{eIE^01e zrS1u^WDE3&1E{yQt14VHWr0uxm=q>JJVqmE$~*2A(fz#6l?IOmEEcG(_Q`IfCF&db z`cpT5l_D;GS*b)9Axdnp;pE-R^#|NRQztFVh|~aW3kH6l>HL_%As!7Jm^;c3rP2J) zi(3Guj+F8EXGhRID-+U&6#Ya~q^ATBA&z#Iu2MUqLk1L;m?NnMIbKX#>w>Z>t}j+Mb^#peDiWo5-~21s3J za%xem^gxb~0ILL_re&@EJ*Sg5zs>*au+dDfXnjuYJ+bx!B~^l~`B?#i>< zI@}KAVu#>!6zh7eBAjphaRGl3r7R&&{ZUGjyD5#8#v#6PQLvAz&aaSQ%&HIutO>x| zkXn@3Uuc6Bzg8+DL%H%P5{$6UKc)5Z8isWa1De(}%FxjM;{r#}1_4fL36&sM3Gug_&?Ix}393vOAFP~LWH3vYf|HI-GNantkm zn^E>A$N_(UWZh+CtQox}nA{-RrH&!Jz&G{}nVZu=ArZg<{7{0UO1*>chUc(yJYHSN zM;LSJ%MD@>1zarero3+ciTbx80sc8(wr^tVJ?3*2>kqMx-`p>ZbQs?8&!^c*9;|y} zqaUjl9P8h*9J@d|$0Q_-0a8D17OzupG$z%dh^(#juLu^4Ro#z16uPuE(R_MNXk+tN z@9nH;_58X+RutGgsm@;ob8E5sn6Lrr87gex>I)y)m$Iu?|5($AX{0O+eQh}+RLJ*GGjW$$bdT$ags=#l}s{^*2aIlb5JGBo5s$73l}}?UINI8j{*C#IAsW zNfEGGpyWGT1=$-%+l|+y4O1XZFcXvJImG{P=7FAA_+?iOXe5Z3bc8c^h98xi1XJ!k z7n$M1<7MVtvd5GgUgYOr{_~!f_c*>A^9AMaX07Od>oeHZtjPdcYw--UNe$Y_?_ZKF zoVUIfCbNe!y;!~T4YjF-1@(tmr&r;hK4Aeh-ralY|17CU^|A6!Kwmy{R;V@U(~ixy zlAV9u#m){_WRT5BiMDrPa3qLxq%G;$`;U+i8+$418`KZcXJrp%M`!QgHefMwIbPy7 zXz|AMZ6yW9CUIZirWflUi1H^lg9g`Rv*LNRtH>V$ukm-VVb%^xgT2bCkHk_xrT=S4 z8}0u_=hz2iA0gs1xCOIAxF~cNdK{z{aMlbqQ)pn)BK13D@9FCkY|<5`v@k>~QhGRR z0Q@8u+!5vX*Qlxt+d7<_<4ws*2lBlu9PE+e$X?o;a*DE@{RB@D5JFj2eW*O61MxDg{^ zS7%9ur@!xC2?lBl3=O1a4jNX8Pqq#ps{QStK&pwGJd z@(e>Nmh*16_Hwjrq!w;noRvfZ-p*$hF9A*e?D?*XxgIyU2P3Mc#^4j6Xc*_nLa6K{ zM&;wvwlduRtp5R|Gb&EtBl-DNlN$mOK@zdgrH`&BL}|xadCt6P|qgZezh$Htktt zVrv=mkl?{lZAq^uf|jUndB=O!s?VeFfMChU`U?f|=&PgPJ9-N!cBmR7c$IaEJ3Go{ z?LyAlc}S-gsNtVg%aBL{e3~e!^8fJV74{WnDXMh(*}Sn(cnb-Bvr~tb`2LMROjF@A z6em~rk~_&@;CROv&I`rjYR#j`yNq^XS_*-T_G6Yj{R_B>Yk0lF`-p}Vq;UC3U#6;v&;NIJ&Sp?JoifrfjsFWEikKHg%uNNzXv4ID>hfOt z1q>Jt46fEfRI*}VEi%;5!3{4*)N!7qnJ{VGc9+lQpB=8JEq*5ac942X#D^sAC5q&x z0h3__FX=%DnmP({4D@JXO3YS!K!=r%d7&?SsFxFx?pg%e#i_8Jm@yhz=AO!{={D-G zDF*i&%mkIVA%v)>BtERL*1S_qq;-sGj797=xi8SefObSG7vxVMnSJ=wz-p26u?TYQbbY3 zAhA$G{Z@_m z7aF=s`Mrc#9eOcjYLG}%DC6ak2efGQqx~?OHYxFt#-ImYgy%aOwMc>Rwrpfg23TPc z3JDB5N<%rEJlK?vU-4+1boO))fIfR6PN5h%?M#N%kcG9t#74{2b>a{h; zLT1NSKb7PnQ~OEP#5DoCWen3C!vQw6XsZMV`3AeMjP(I&Ht__)Nw`i(8XLT5o#%gG zhLUmLo>cmv`ZOT%>cJ5&rPDSgs0k+*lULk05Na?FAzbK`*g}Do%lH;|+PDq<+pPGv zf3p2wt@BS&dsE-yb!m`9SslIiMsKYsa;#U62u>+w(@f8|eHLWnoe9&O?cj z*sh!f>{suzqfpe_T)W=yT4ihw3tW&6@XhI2ADJX=@;b1$$-aAs2fTwWs{z;f1qIM6 zD=XeWD`4}#aRz216X0+IMn+)w?f@nTDIZY=F=QqWxg`4O)gA-rHcBd}W|g$YVI}_c zsQjM<@x|z-9ohEIuCSFy_o7_5_#L8_MBlI4P!pqd=p_sCiTpX^er>b8OC<-9+QI1h z>Wx=b=j9jAZc%=c>HAgbJxNxvW0K&=$tYE~J*tbW1_;E&(Xk^qss;i9wExfCX4{i2 zK$}|wwh7Qjv3B<>ox$_0Fc76nErhHZq%Whfpl%6#Q_hM69!Rmm@wL72!qclO87-}$ z)jePuuXb4EL3z!C0vxZuHQowGfF2Qxwe5!T>UbIXmtK5kCeiqc2G~^1?#eA%%4U^! z`U3o^=>_fP%pI$4}Zy&kDJ9kI?W!=k@uS&N{vgQiqO`Wx_lX>s! z9Qf%Un)DW~aRltpz=I44hJi<08a> zX+Kq>36N@l-PHEWN^x!;gqe*!>{~|JlPjw>qLGo-cY40XUCw_-ua+<6vKEIUX)`K~ zYn~SM@McudzW`R5kp?WX zfq{MUzrhp${>u_p8a5|oWJCk85-2=#flxvP@)9BQ$eDk|aHoXeG>fva9i~_R+c-+x z-w5$?XVPNQ6bMRXx9dvkDJ~2 zjLRw@b$w&q-R2v%ho-ABgeV1FLSJZ)yZ{VH$8#F|iyHL5=yLZHvT*}XG?<-AXu9OW zv-A_SAXiZ!!-jHDBVCG;_55mek|e}|TKyWcwx#e=@uow9>g~Uq@Bo3B1W=iR4%Yo! z?fJH=&-qvP%s@IlX?R8_eT=GYfpcGSzXk4O$-qDnAQl42G$aO_Zeu&$xEBa-XTWS@ z^7{iW8v#lNw;i5LB5C~au+od?DULmkL=dk~HgRYB@dyd`5MTTt^!h0F!+GQF-=cE) z7Lqc~gcY`#)Tw8Gj2A5f@*-h`cs-HMUX_QGR-?H(1%)daKq7*I?07=k4vB%NfzWcV zc7xIm(|h+u(=iCvDuBv_hr;_o z$y)sL+kK%(P1#Qg1L?k_x53w_p?~fwEK&|J9eeT<$*3lDZO3@^RRx~&Z$2RMJKqO| zR$ti`R~0rkVB8H3?eX$si*%o0JOu1O3=Vr&qo&M|J-nonK7OrRY}Sg^-23v@>?>Lm zOu%o;si#v0xM5vbpc^SQ9W>M(Xx;QAMmTlpOnq63`VM0^9%MTd{<*Xb$<$37l=)Y< z&$mI~qTq?%2B1!_WnrE+e+HN%Bmd~z?>_*7bni1OiANNe#lw z^q(U#op_?L@>-?ezzp*eg?X~I^~Q&_{MO&L{_IQfIDl9aSz2wGJxldKJB3dy_QxyBq@-cV%2)2N@aKNe__m;9XuU~nXemN3T=86a z>q*s8Aln)A7mL7d$YncOdfCy<%Q$K*`_dQixmX>2QL=|W^B6g>oPo{i#l&{bNM|N3 z11+>QVr-xE4H;(lpUTqA}XZv>o@ zaFYUUa&hT|5I3>cO|-+_CbF>+v+2AK;+}Immf6?{<=UQ>@^hw}AUg`ls`Y5SF&EtY z0RQfT{fCLLk>TMU;J$c?xr_{gaxnc95)uLl2KxI3;2nbvSo&T&wS*vI(?*X|Q$oB9 zYA5hPEMq#~E2RYe#8|U9MTiwYZFm;nKAu(cvd{8xt>Ap=1_ZCj#J&X&cOz3I=i0fo z?*`|;M8%-U12WFj<2s?wrb1cGaMTR6I_XQHcYc&b1*@g&bp3%eqKWEDzWXC5f?UqZ z4!>{!iG28-W%G21 zwOx$m#9z$Vma`%twZWgv*1gr3hh(clYNfsRe6C<6{}7E*`h`8~b~OYZJ50-Hb1*}u zO0Oqy01W%|3=B{Z`_(p*8mm8{#l>_lqf`JrY=BQNM<7-I2!m$$;e2Qd8}+KwEph9sRnRVdJ&13 z=xfd;$ESvGsT$bXfkQkiy?K4{ucH{XE8QC&i_(p{fVZLi`5iq@2B$Sz@auyOeY8)fFONt`Nog+<^z?9>0Y-p=(_ARElYxIb-CasDC%AZdH#dIAz6b)2%||@!nbiFL z$Hsem)q8Cy9;(i?t)`8~@8G{1nAvnoq;NF@UnkL@KY!#D6=B9W)NX*af>K0;l+$Xs z18^{Ts`RJ8-QxARb6o+DUXod6PYSw2S3&{50KS$KeTfsBj4%X8B_%cHOx1Y`Hvv@VwX(-v)dApr)zW=5WkHTNEd%TXuzsjq|H?#|j;dd{Q z?3>+&Py+CicL#aB65ZvG+2X@=~Jz*H&=R^v)Wn-DkOa!t~e#Ll5zGcyRjsAHx zFu)kYH~^XDr9m?CVyOqnyTj`uAlmzo**SLwh|rD@NU^F}$CB1eju7NO61gAh3mbu% z*p8Z^+>l$p=-XbgdqY<&dHg!=$2{xHRXdCvrE_5dyIRaCz%CKS2oFwwUJNF`R-L5h zhSM>g`VUSC*ibw~ZS_VTe`oDIk0B#uog*n-PPeqx0L-+({BG_}MN-U#=HMqw#_XW%h%Mr3S6StY}!|7xXRwA|vg1NB+1FgX*|H z-Pn(M%tI$BN$jXp&eZ}G$2rfIuiE>eJoBZt3%*&jWh^o}_9Df|m$2|A-&;Sd)zVea zoe`x(k6pCa`((F0NDOiFuSYOW&+V}QzdJkoDnk#!q*f4~n= zIl=c@=G{t$sQjk#?WN-O{dr^>hX(cd_~QanF3gB+^s-9}ODDz?2FU`|=W}sTt9eqy zF;A5MuTjo$-C}z)X^ZR3;bWdknCf&pRB8+Mad~gFqk6K%! z<)-E+R5ym}voQw8d#E>F7Gam4(pGNJfdBc9l zT+;}WW}~d0p|!K8Mto=@L@-_kgc^IRR$k^B1uS z%7j`gE3>FWvZ6T2D|Z(TUNDVf6WuM}|B7Jf@Zg<(z;-$RiWFZ(O%Px0R1qd4pCTrz z3m+oIn{NI)Nhkhi!08`ey(*w2kMkYH!Y)z&_sR0>Lq&7O$FH6@)*5dB^7tl%J8?5@ zO zModCS#Im3pki3Rmj?wCm#qIvp0xK~M9P3g9ph@a*=^QYdYBfN_aen=jfH)Tb+HK(7?U z!R5#xOgn0*o~UB=>8_JIa-I0sc4aB+JR!KV17|S02-}`TC%%p!ItKsD;QN|XWxbv_ zxXgKx^x|Jm#LSw#>3oC*=xwq_tG)b;=d&!{2l(xT>(FmM6fMY~xw-;?HByz0z|WkB zr*%0?)}`YHTXgV6Ji>}bLDXAe?7TFEXC)L$DVbJQP*kNTWMsd!Bt$9-mJ8pk>HokzJ$8u5VP*%L+qO6PpRR`*&RxzGFZYtqS9GE==GsCL}RL{oEsa`8tCdOPmZVmug`(Cq>j+{OD1C##*8u7qT z46s~YzHjJWvB-$1Aob)#KQJZC7VR(fQ4w_a%HRJ?;&}dn6t-$l4FXvWcM}5VJ94CDiP>le{THX1WrXF!jLixibH*Zr7`LeG^4&YU#7jFpfJ$KeoW8E47NGk%q3(T#G+O!e_!0B(Fm!@(Aa>n{5TR9;P*R`>|m-unAWECBDlIo4;za>*| zENy-8DXHoZwc|F5m#OKE;(VZVN!fdbKV8Nmif$bv+!c|>eJ=g42WwML+FRLYhByr_Oc|kLn0NJ6*pPJnGO7COxqcCgD zRS$o{>B~pc`QMLbGt@8T2G*K1dM1p8g{AjJ(jp1ibbXpC)tLKfiHwAdtfr^;!DX{| zJ>57k#NgP#Ja&O7$K$5+U;g2D0Yk4^5xDKgtLzl~O}?60D_Zqa+!$cFwf+)-SN5&~ zde(N>{$*AY^xA-BVD~;XdAUp=YhiCaNIX{q)!2^ci)BlLhewlj{m!+GM0G%fVB4vo zw%*|0_pl%k-hlD%%f1eDcGp-6r4OnQ^gIMJ)xChtT3o99uXaVr1V(=J99AQd4l$`{ z%9_SajxOuSSgjyDBn*GARHG}9y!@Sua~n8WdOv3oEg#q;v6BGvwGE=tL})!l!pp4< zrZSQ^2JIK6pMn8q^VPNhlH;0R`Fz&a?|lCcoNWDj=UzZ$2^&ba1-&Y5+>(lK+XTDG z{T-;LNLK~J6m@sP=gm@TXF)03Ky9-p!N92`2Z4!H|;J(9E7N#g2{z7@8DcQD}}e zV@hAnnJ)ZxCLE}<(g#vpg|Rm=`~q!R&Pw2W!SU-i^hR@d$gjWqW=lAR~E^yKGcl7W8#3wvmQ$-7v^_6hXEei#7+e8Wu1MJ zEd9C8$8`g?_nJaO4-kjcY07?mL??9Eioq26s2%aXzCQ3L6$lB~&0Ycb_DbNrgE$8t zpPb#{uQHn5fY#w0;CMHr8xqKtW!U}U?&|*~;potQ`=H4#EiNwX@_a0dl{xjbGN0gw zJ*c~hB1MNlqZV&=JXRy7xm%zx*WYg{f=LsQP+Gp;HGXQhJMhyV?xpo6@4EBN!pG1JyHmiJ?w~UxHafp1_lPeq}S0um!m$PWoa;* z^H8)2#t7xB>-j?!7~INYH1aGz4uC-`&s)AB{FXYI*_}6B{rWLQ$(x4%hT58|rI}b- zrxs`0!j8pCP%x~ms;m@@!)mfO$40ed{vF(jkjOF#mnM!+tNT(4rK62iwt125x8=?# z?T@s;!mj~yx`U&gXdGn`$>27zEbMs>O8mcibGs}C>rKbcM9ZdCf3xDk{=BhYp8xfG zMk3>iTkC7jFafMJog`Ef?$F#3;GS}3-lzSX;XL2^e`-0exTexHjAtkcHeAUdW&(<% z{1BC*^bsi%q&hTFj40BA z1lI6Rq`3AeVMO52V1xq2pM4c~QCUUWJOsC0EIrr7;{yfy4uF0+w=pn`T z4!eSyu00Cq+4k6NBj~W3D_E>sy|W=js@yX{ah}HIMe@xlfXe8=vr8-sZkrmf)yubo2VfXcNB_i|7gIQM_*XF#btS zL1w(5hn%JaH|K7~;Z^;vI(RT9^$!^y!Bxq$gN#WR++Cv1UxNcM$Yz@$L3J`nqnWOr z(ygOtO2N`!rp1^QCC@n%H1E3&Pdl*Tdmb5?0ltURO?T}t&hUSy$`WT=Od8|#ho)T> z8v1bf&izje`ihe4Pm@Dj(l(vc@xb1U1vB6I=JHwB_B`pr?2@Y!Y#?j1!o4XNFLVBT z>SaQGPtllFeiiLkmnCm%-X9Kn)^autCg=*|26^1~3DI)r${o|b66lB_Y?bU+N(#%y zg0rQD|3TS$Fm-^|x184-rQ_kS>jE`wUXkF~eRIAP#w>=epK#!E&WFi8x9oNRGWjXHw(@=pB55G&9cQVpc+R_+El8Zao>96Otv;FN; zezc9}JJWM6mI`2Z&6^J-!B_}8Vsk$BCk<=6_psj7>-S9C?yHn(^*{kpq~pnd1imZkLKg_Hh=mKre`dGTfwee05J~Xeh#Dg)Nf|Z4((NysBnIEy&Q?m^Wd7 z#xehFQXPzY8X!x6vS60XPb%=;1sA?!#|~+u06c{M#amgwLN<>Veo2ILY#ABZ4SbXA z*YW#JNoUPJ4_?7R1B#^2)4A~c?bx4xs&!?-tzyp2&24MisiMMkEwhzEaITKF$QyxM zB+vkbx!g0%jxT)W<3rM4`OH}_mPo`&K_t@^_7PMj?(IE|IWSFBK6_S}i84(8UPUE+ zI14B!SO2w2;Hmln5d#OQoywY;j(M@06UadR5CaMeZ*6Py2W82hq%WOv%!=J`wq@BV zDJiv%1v>U)>>N~+*b1x1TbQPmNGS|i;pyJeFcerDY`z4nv3!+&I2z40z$^UeH!p7(@5Y`qa+GP<^ z`zI=sry(+lS=i(2>#G;>!7`P6aYoB>ePRI5!9WBUBrK3CL1MCVaQH?~!E+>@-78XK zhN@vGQtHZ>{YV4oh=)hsvVL}U_O{J3v%)H_n#oj$!V z%3XzLQ4{oD{kddiz=Sw;Zz`+?!{~vCx7shq6U-2H-=11;?gC6uiih#wpM}mK+9Gi< zt_TE6n6!OYKOV$`1RhNPYELm0hRWAD3182I>?5`4{Uyv-QFM6nNeQK?j9ij&n@u~X zeKxH(erw2cnOWiiISp0$&UbvQszJ&aQd=R%8pBr^OKoLVznLF@d7Ptt&An}O%Q0JJ z3tU)O$fZkGU0+#TaNI_Sph-|xR+bd-P|O#EHh|~1qOPuPdrK0V&Op}YisKRz1T!;F zghF9GleyPkyP$RS%Vdz(uXhuGU2|AhcXn*d`eUS5?8D3c{x-1>=|HYH-t*~GZD3Fk zH|yBkyQ1|mwWSjB!-wz+JKT5JPaYZ?nih$ibBIw<)I+UEjH|}tc&z$`-DtE{mY==b zgYr<2e-aZt89na#0S`(_bp17_B?CKHEY=Ls3e^Qz+F;)uUkL0)-@90rX>Tlg|QZbLvHban?6iM`l@SdgE;so3$$ za+AbI#`M^Q`jZCeDk+Rh_}TtE*2Tx*8u7qeZMv z;hx i!LW~|?Eh_-W!b@v!b+Ojp<4jcL)c?Z*;HHm-1r;)uN1%l literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/word-embeddings/output_24_0.png b/blogContent/posts/data-science/media/word-embeddings/output_24_0.png new file mode 100644 index 0000000000000000000000000000000000000000..79db0747ec655ad369b6fd0842410e76e8b082f1 GIT binary patch literal 24480 zcma%jWl$VZyXN5Tkl;>mcPF@eAho^pVG2!W88tkl=CQK_C#4l%%LK2m~epyaZvPflp?+zy^UgNJn8QRaoH53)VOk z_!-VlQo|7hLO}m`flaUayZ|3^If;FDQn594ay4);0sSy=va_~zvbHcJb}?~qw6L{d zWngAtp(8eTa6~G2^D#&lAJ`tfc9C`yrO>T{Q6(RZ#g_oAFNJgDI!AJRjt>hehF1YwmfsC z2pO^Np9a)erNoewbpCX7spRpg&-a6)IHuhDqp8NfWWU@$-)@OH?2U4pePNw%KC^n% z7M2bZ&Q+u$wRgIQqQZn1qsfcR2R^{g`G3EW8U&*HeiEjWoBq?m5a>3)b=eq*x{mn9 zrw4nf$ueH1*e8NBsQVMuuoJb1ERYN9?tFgLTPKXTP@B5&#lZ|;3)Vgib&H=wG#@oj z9`=tCti6F*hRhV}--9y*MJMWcN$T~3vj|D{K-5>iWdC+Qt>36y4Zn+#FooL~0=cLI-LzntX-?d>17c?3NbX=s zY>+*z{ZI`nP`3h6w;*!3jx;;S0~ZKxHhhpme;<2sp14v6J_rhj#ss0>3Wu)4l89a~ z7o%<&kn}N=^c4$-wgx=oaYOEdB&oBLl%EO`2&s3il!pnF&L^sV&esDia$j&>VF-Mn zdeA+=5cZ-yV%MPzT=?WQ<{5;l2WK;ZA6LyNy`u(vhpi4*}uNqwlHV&bUkZ(X=pYTG9q%Uye+6RISqSwzB z@*U0VOh_N8n#*maT}Ue9xP!+nGu|)VU!(if6!WUPapw( za;DD@p8uNPg}QRMz!;eXPX2`WxdsUOA}wIvrGNw=I&fSv&x83H{AGH4^pFx@eAhr; zv?qUPe?FU~v&=@%BF<^P-oi|1L4;Pn3W7Q;9m=IQJPoQ|(E_}KQNK5|_B4z^ zteu=qggAP&hQW+MCty z9SR!CR{;BN!M{2?M1nvao}}lVeamiPLe5|w+rIpFwo$CIk7ySxX&^QVA6z-Hel=)? z#k{+x($mfEofZ!J-4V8Yz`-xG`&Asg3OmCAGY2f>XB_C~MAW?pmQEl`bod>M@;gb> z3Ip+m4gus^lClr=6I{2Orq)GsYe0HLj|(@Zvo_kB=TCfaacmu1zJi3-AXH!I9;1*T zVOTU%;t0Qb;ZQp8T)!$XMrrDH;ZW)EK4}zmEOn&iHE_fP<%Y#}4zc-ML*POV->P3I z;)PD^YZI=B{maj}g+r_0N$NH_5rR4HuHWU13;>3y%RAY80?4FcbumCnzG?Pr@$}yn0onLsZ)ft!`4HbKD)1 z{zm*_`qUaQvJ|m7U!~oD`PnxG`BA!KKj45tfZK8U7oHn{Gj|9c!XzjYLfC-Q!1i%X zKyx%)KM|7Yd%1wVK_Y74`7fBWQNodHb0Cn&V=#rkL!Kcln>k*1M1u)J*#Lis(y?}q z&NOh_RROt`_+<6ur~eDu9CGbTbwRLSV=CMW?Ze7GEO{v=wO=S=J{9Jn)MWm1dxC@N zN~Tfvvop9J>oJ|DQp7>2S?zc((|Hq2^e;g94>>M4Q)xR~I$=Ci! zEI@4!-`#ddrlHC6r$6GifD%t(bt|Jx+!odLZ}ZO)w60e> zMMsn80@Na%#lQT^%N=SD9y8tAz@oHV146_mUC3QAw+_b!9CJn+Tt6j# zvyrCZU@Gz=puocWUG5;k*WvY=6>ISC(#@Mrud|qzQDq83DJwru=RvmMY_x$gJhRZw zBr(0lta1AmX8h3RLhM-!7Yctn&Zn?nEb(d(NOyezD4I znpfEkE$NW-{@%WoNh)8(dh&Mb7`ebVUB-eZFu}(S(u~^E^!*R5U;v=TLBfO)2CZpIoy~x}6bzBSc>|lhU8a zORakYpFc9M)OLXNN&W0(`dR`{+%L-WIOToeIccI+^D3CqD{njMvOyw0ne1@z-$>l( zTJi4jJvQO;aXig)W-!$Rvs@U5>`MU$98qmw(`sPzH|}3k zp2mrrE}U+_)1f_Qj#3<8Mk*p)secnPbY}j)x&S5GU{4 zVu0i0!@*(7YcGa?JPD#qh!X^E6+YFJ19{o5Ku-9`3}St`yhwSH+vO3evk_Lu{Gl4r zJ%1~|s&xD)xLxi3N!gFQf+k`^Eh+o2ftU5eDR_wx^xF0GhEmz)+{%mP_U6df$`mp4 zgL%IrTk`hvB8_kj>t7<&L(EOfz1~>u*;@(K>+D&VY@EyQxB6(4ljM!NBl9M$9N@cu z;)v1FXPSRUE+7(#p-#h@{}bSVXjEUQ0;5=ve$uQ(=>L7z6?CM1h=V`}-M`>4~|8HBCBQhI1u1}6ToR8W_4T8z&6I*;_Vj=3g) zVB5$!05&ErnAP@4a%55{U=Ytzfi9grI;gB6m2jPbU#u&iGY_~k$-@NUq_I>&~~!_e0k?*ly$zL>V~Okb#v3mc#@6W1MH#iYB5lj{(^8M zrGcpL3IIw&j8i5AhkX;|g4>^IUAvaoK3+-_0?HCqIwcu4MQb z1=7lV1R|4CH(^OfOd<=~Xv$Vr8a+HC zKVzQZq?rU$FtvCQAfq)QNJ!ulkfJtfY4XG|?;gwQg%FN7eK(%o&c(B=z0aGa)X;8@ z=X9M9<`YidV~UCo-oBMO(;)b(9pV}5(k{#kP8eQEi8FA?y1`1lySH&ZfyNXKpvT^V zgb?7nU%t3PlCl6iA3W2KB{r;}GtlO(1F89A`I_Po4uppJr0(Zcacnuc>g)$6ne<)f zL*z^w>l?1+YQE1i;!wZ7s1z zE3769d+EB7t~|^y97-W%bCJ7k0GA3*y^B&F%?ez#*<>UMSx>>1yhWD*4gOlkny!;> zbNhB;%KYw$KAwIPmRQSC{Djf(ku^Mpqm)=2nN9O-nPPf#@a1{+h{>HOppyy8e zmmz*(!ZL`g%*&l6x++wmCMiR0QJbI`l`fris!pVUpRc|-Et)5)QJ&FoY;K`XQUbZG zlhZ|uGJkzUbg)OWKTIbrz{GJ}eV{%<@ibsnb_1b~4D$g+L7DvLx8-cCDXA1-H~Ef> z0hT+RC>mvCQ^blX7+FLXtmFurw9ZCt!*7xY3l3dTU*0I@U=?`me#p10b9Y0H=6Y-C6)@rFGD*li0k7_&?5t|=wWY$^&jN>A8((wD(m$r)S_hSSgTq+T zW~zxlcp4o(F&1CgluVNEjKyy$GS0yETG?b!N(!3%P|EOrxSJ8Faf-jZt*!A4ARZZM z66SN~jM@6a;p+tdTdV%5bBR!;w>6EAc$Oa3+8v+*+a@4oqXsQg$xc{pvODJ5r;>z9 zlW)nGn3$O1IL@8ny5@e`8OtVtGicK{EMqm1ylT^)p`l&Yz1{z{iwyo=|0eP(z18Xm zqgE6;BQ57QR$p+P;N#>i8*P>5)9g%UUFO# zyG8TOik|n)CE=n78GEmF*y-_DMJPcJtJFMc;+f~MwV?m$EFKqG-^$e zj^`@2?>pc5ad2=x`hf3xlr_`il^@ImzcsE#W4p<9mZP`O+3a?1NlKH=qs_YYeMIO* z_`+N}E#T)0os5X)`i__*EMY2d>IYo995H^>8KTRqJ4Q+yyO4qw&y>|_ur?S=V^{t5 zZE9|A0P3@L*S`{#=B+2K%dwX)(L=r5Ugjuz&4*Se>yKdbx}Nmvdfx1uYi?v9EG#Uq zr^8}n6O*aQ$w`a(wRpvWKL|`^&ND{hr$cI5vlANBGRqp#hq__9bMc`+EP!<&NZ+~5 zXDH_9wHnX#rv(+}^kyWm?ax^&e^h86&sxtNR-NZJ9iZM^=CvJ>7}W_jx+IqWa@Ek) zWm{k4et8}jeD~U$$X2khpe`&d9P&uz$2Gy{#mU#?l87xND!E< zwm7$4kMox6v?jq2dBy6qy2QmzwT_9L``qgI&9cnND^;VRwAIlT?ereU^Ic3c$h$>8 zX8<5*Y*=n~XW!f$*oQ82c;s zg9L0G9HfQD-9Mocl9xZt9ii0~H)`SxLWXffiU%HFE}jn6JJJ!*ZZE9KO4{z}~3Fyn;Od><9SPz&baL5BOosq0$?BTMeCHJ2)lU?mTIt3RNxL9h)nR2s?#W}KfeZ8Q@o>GA|yaD?Y?(>Qords zngKf@R5WY;hrK=2zj_U8PR@6O^MysmOt`Y z%2i%t>Aal=Rc@(NbiyEZ9Zo@^>QU|IeZc#TVv?D?)#&Y9A%@I zSGS(vGQX>Tp4zb$haM)uQD)Jlpb1d_aBnybJLV?naq7v&c@9u{;Yq7k_*}jQq2t_E zGd%XIzSW!sHYN~-BjQWepw9YE)CJ#|nxxOK&#dP|R1;I6+Q_OY7h3<&G-w6=->*^e z2if^zd~<>lMvqZ{uA^zoRuWXLVda*O5z#XpNnv4UzgS|E*j;1mbjag~;~`GCLbYUP zt=ediSz?v~ZCUn+>1~%N+fkDE<~t26^hlD%N!8yDWgmXEP|y^)wG>7H^Nsm`i2@-V z*iW)M<1`i}7B|&R4rZgu0=TcYC=;&EQpM7?#Q;A~s#?e3RKg%A{Q#Ms)?ccf&e6(k zPh5)Fi+I~RVB7L3c=ffhE0a}0E3F<{D+{?Yj-;`{G9?#V`ux|he{?>D8LD=jPG@K< zCJcId9+MuOwbb-iHX82pbD$SCnawr?zHvMacU#A%K|HuCGE?guj2{N@qnG_6V1=+S zmQ`Qlo>Ap4EHDhHC>EE$Lge<*$X(QKaz9pgP**bNV*A*kkoqbU^xYJxjkW-_#nl&|y9T?dS|^xnX+- z0zoS3K`B>{`hDywW6CtQfq&*hIviFRrzzV=DhTuvj>1CN_Z_p#@k!-Vh2yx^m}w$8 zn7fMklsoi~1${Hf=VDXdvra%k~((Q9CD(w z*ZH`MayXwPKV$CxsdFM72_XG#>elvFVD<+X_dCsX54_NqGS!Z7Q&k#qxNfiCqu@1>FxMm01opVw2fVp=0dFCrFZ%(^; zAn`>SR!P|G$?;ua%ye8q;uS1OM%Sk<`ocC%SS3(7xH!bKe|llUt=ixLoJX|jNR%6R zoy(UEZqY6wN*c+WgG{df@Ve8v88$2E>LMx6aL^}pa^Tm9g6l>wyVz&zi`kc| zWE#waSY0T@hLG2&)Vm~p8}9+}PL&K~aSJl)##cpA;Z@KD2kuR5l(c*Dd-*U`#yuAu zrvlMa`wqLAtQt)DRA0ajrZe1@B9Fh_&vH;h+5f68|0Jx9grBHvgC*?shhU-;p$Q@9 z_wQ%^{0oy{906(^oeqYgJ_A5{2^6#69A%;}+drxg4Zjhwh0)e-p0UHRZiJ9{AH{XH zlEeFkT017IxIk$V645)8i}|}34u_u4SMRrU7^G? z`M)W*X#-?0m6m3p&yYLAdEeYy3`=uJ+3n%|^@fq1mjRfunNEo#&k;#D4y6d_WHSqS zO4_RortA4)CT#qI( zPaOo?zZso}7`J1#f7XLRB7-#iDV`}W-rIchIu<>HHeHDMoAnr<){ha6L;$)2^M$|A z!q(pT<~j+`o!$_yQT=5c0}=BH7*%qsg+p0&Q#B^qTf2J?uAF5bhV(>kqr&DMmnfzh zR#YiUP6L#O8~qx83KGFEDC}MGri<=T$aJD?+68BQ9s>w~Ty_~smvXRD9AfZ(Ge9)` zfZfBsePX6U;0z(1lJ$ow7^AJAXux2Eg7n-eS6`hHR8lFQDZDDrp)&lxGS9MG!K==7 z@6@7-L}OE~%e^S__iMe~hcem=_ROx-nHVs2dh+~r{pbo$NC_7r&6qPXM@i;r+0Q>H zEpaw%^-oG$HJa>5)?d$D!K`NSarhdA;}BPnvI2{6o?ck$Mx%Xn0ihC*s{R~hcZRYGG%*An z-SOh+K&dUC9hU59IcW8-{gNtRpAI^wq9d5ZF_{!!9(PSg%EyZSeXS!ko>GCuW`*nR zTJRl1Ze~j!q?&3bR)hLofu1d|sN1N7XKe!x@%rcAu%L*nb$=zW$@uhA5yD~{a!-$j z7Ihqne3s0;BZ8es+V0f&kilaSbwqN0g2Kd98Jn4?WiAQ$t$Ow~P~Kk!k4 zF5KmRedEefA!>){I`nN9n+v@*%qm_dSzj{Ba+6BpvLOAp{Le(S0NUl-Y`pu-^&`c7 z#hQ&(hkG5E^Y5p@2sHL0avcg1>+U{vb^L<0^`MMWt2w(Z|X;AkOic-K$AR#tP zT;X@dg`0>p9=w>DqOx|^+jdsL+QZG`o*Byc?sk4L(!ITf{IIFm-H#QX)h2{dFy`kw zCy%k4ueCOQcX_S^fV3|$W~}Cf3uxe87Z%<fv}Y+> zL?z7ZcgG1i6Uz7rSlS1;8XDOr!+W^+OI?&yUNMJ?0Ew6_5($0A98uNbB=q~0YaeK! zEaC*dMQeh&aEjH8mQ#KC*F&R-TtEoG4gq;#o}{;IAdBW#ltAQ<5r3YMhW3M=lLH=c z0)REQf2HjDTb+v2bx@LY1|4G%rbshwh0cP?6r0VEJ{H~_AMen%`N#kW6XlDzT9ZGp znmB}U#Kmf;Jzdi6gT%3?f))XXgt^=((2p=z$-B}9w2I{4ZPfzCmTqY=cbsW?gFB&A z{9kYj-6u=NQT!zi${#J+luRzsurZIeI*rUG5!MyHd*LhhhXbQvQ;LjbIY>Lm?6EQo zN+YPEOnAManfOyPEVo#@Y+*jgRB|BL0Xb*wTxJ}Zr)5!(y=~PGI5r=`J2uvZn{)Du zlB?8zX92`_dDNgM%iD_obCzxMS%z6cK3zTGu^Wal3u>(@Me^_o#_i#4v2DyAHsnK# z>vUYGS_cAJi0>R$_zd(8X+=sO9a0u)Waj2BKs}XlCy+&06$AJUEhaamq~39m(yk}J zQVl8vC@5aM&UUa-lpTcxlLz?A8kCg(kO*`24}+5Asf`yi!gBxg0Wyxr=Blb_;uSgA z7|B6=W^RiLCO;twIJ)_!hFO=Q&dUcsY;H|TgGO;@KqAS>9a{bYwBR?71P0Fx(-G!? z(xwuX2l&+WtWH{dIbui!SNkGYu&U53z%sC|PS_1rq2R?7zP^w01QFAUOkyT(-MM)O z&ti*YYmv25+2KMt|R0OF~{Tl1#RQT9H?-*KX2ACRP_#JCQYU>Jf7mnuqH7FJDcF@}1jKCxWo1i2jUe^3e!<3eTE7%NLA;+f20yam>*vzyJv3qBA6;PN8-?}&%@Qx|u7=9OzhXFkD1Jtaf{|wDFgqFS1R&oLi{Lfflu)hfhejN)>vxL$bD@{9Vh~sTwzH@j za<7diSmq9uMt#kd-P64yJCq^zzTnNAjgEQdr!nsdwcmfm@EVMwzs-Ry#zVS+f5Xinpi(#94h zF--)|dV99k)S6aAagM6$Tw!_i73xuCrXD(O_7LETes zHMM4q#%;xqtJHy!ao#ZnPB#|dDZeQsHlXF zHI7LOe^c?nu(L6`k}OhrosbGJNkdu;BH}=vDH zKc__lmg;gL6!-`1DVl3Q*3K24a{Qz6vZ``WZ4X%Xzm$EjUmnRX&=g^{VO}Vjmi7Fm zqqAsnK18WD4k%&v;*B?}FBcbM@z%~AlHiMNCb| zd|f^6tgWxoO*1Nf(2_VG1#oQimROZ&-KQdOsVHuE5^)F>zp<_l6b*~5NYb}qoHfEQ z6?N)@qz-sr*}A^s2FAelqGnTS;|ddrn^P!hb`vPuwq=`nu-mxiiR5&A#hX!p1K4at zK+Z-{+Ff`-CmjC292X@A)^)K5Ca|~OiU6Vc|668=Yxf!gWAIghs5Z>=|&o9g;GkOextl}WOd+qit@2!lvI@G z9Il_o0rT-m{tX^$?9wLRSu#IaeQ6Oq=8ZaKCiFW1zRS~?=wm+hlx+H(Xx(Ib zAmO}1i)BbShARFr1bT~rbt+L6-RQ8|9uw^IrTqpO_3lJ3p(er#v?}Dg@1OjA>4Yq% zP1)Q7I+m-DSZ-rF5HPg!fJJj{3F6<|tM4Ue_Q3g%0d`Y()Po$Jrzj*tC7HI9+60n6Q=ApU5a~}){fz?i8=n$Y zt*gIPeb?A+!1Q8H^D!^BsbT%kctKzLC`_wy&oI653Yd}X$O{Xp3Oq;_C~K^fx~>`@$;vDD_+ ze+gZ0Wwnn_It@@`|HdgRmkI9`lvg(N{sNBtdhU&{QIGwjD|GVisqsy6Y!YaO@9SelQ@{O|fi>hCKPyj{9l85TTbKzr zc`loYRG6zGPCC|WH{7||&+^SQrtjVJ?_8!@*tFm_B`foQ2mWiTAU*hF70lrN@FHfTSOFY*crdTtwwIg^r;q%NO5jLDWC;{^` zHbZxN&Vzyn!2!DU^18OH}uEX7i_Oks8AWrrC#Be$O!W&S> z_Hpo3(B>s}*17Upk?>dR3dSw~Q#%5OuH0rd%^)~4)>Lk6VIP=lIO8A>Z78NtKpd z9f%AkSFPs*QNW&`uUNGodQxI~84@1(&H1lHrIS&dxl^TGDVd3>&;!mjI^#`D@XiEg z-we?(fUJZ4-%n=e8J2~f0v ze_q3lK|SgkG>rXelnNfJD|lHWecKx=ypHsVcW&cy`sCJeZevC9bQ_?F!K=(4OiHVr zf7kT;J^Xfxc}%^H&}aTmR@LnKT_J)Hy!5!P&4Df|f50-C#3#+epiJ}-!3wX;DQN1t z;N81?dH_IS=np_~6vLL((VH!2E9TvPZ8y|dUE^HXzWrcppZGh;$c4bnN^kTYCZp6f zM8p_{9fh3M#MDb`WZW8fvpPywm2<~))ZL;@ZS6W_5a<)f0Ck)U(TJ;9>l>o-l&77A zJmC9rn^NgWz}HmVd~5YYH;B2#$FLA*1R@V#a<`^4WU<$h<(`icg@ABVK+;C&TqUkM z@nMHC;*BEEDApFG&BFsQ1{r76AYrsHL9V=6WbU+pp0~=B6o7Ll@H{e%)fH4u>i5ql z!t?VxXsl+L-h2Riy3R-iTGLt}3b3~Pd7a7SYsfF*xFlc<%M$St_n-=QF;%uXnjYL! z%*!*CU%-BzoSn)f^~R~<70YDzERyhu9x@kithIul9i+wNj|P%B#^*KP<09;CzO6zq zp2GJNUF+b=RA$D;3M-ho#qdvaEfH+R)7@--x0FoEYs~SD=ecs9@65kU>d`{}XWxT? z+F%FY4fvZl1Guf4xy2F;Wn*dMKtD_{E8=sApqs~d7@zGhC_yMuwctq&5`Yz>+9&sf z(Ix)pVBEpNLW~c&<)#SGoq&B*WPZt-<4nYHT%jqw&`Fx)BQv1rAeE~q%3}NUx9QPe z^a^IkE*w1|! zgJUS_)U3pA!vBFvF9>bU-QBeoIHwtxthUv7c z$_LhQM7x030|PLqk0LT$9t%E*-E>?S5DP5w;SmQbIsmLcOyes27*P48qTi-Mye?QJ z<=oKd(FE+zxZLb8t7-uh@|1nzZ($ucJty7ODy0*q#h%7fv{pH*3FfCtV{w4v0U0%` zh88l!{4OtIK$tip7hx&|o|n15xF{DSpYa^O7tfIm}&d&FVTQL)mOfNDnT&G)+0PK447Quakent~{Xn z5hcO(TGhC9?s~;l&&Y@A+DSIC7Ss8tie6cMd?95~5;Hm5)0k<459D;wgip|fy+{M8 z&QGp2{#=cxmZ$J?7i^}SPhVi@B{OHOFJM6oU>(YJadi;5c1CtUU^~6WY@KoL6v5aT z-%AY?I#a8y7gm1iIQ_>XK@y1ZfOJ8z!MZ^t99pkD>`U>i?E#u!-GG~w#|nmW$cJc) z8O)il5y2I znDgH-cg)=G_+Gj=4C)C32(jDqg_zy<3E5k~l^aNV?<|a{Gib|Qe~pwTuo!vMFga%zno(;u{XT6Ax>!8#=mt>rSC4e=nkSzci42JdPtI|m zeQajT$n+6OBJX<-Wu2nt8pbgxerD^R{(}uyUcwVh_h8#LD46du7690Zfp2!znk)(EOS>ODQ zPjFy2i5>OPI*OpT1D?F`-;b+)yT2^|>-g?}pJGqP;Q5anU!xglK^>S_T_zW9t%CR) zDoaQt6tUxh27vRwa%2lPc>E=_x7olAm|sGZ55XA#7E-`GW-GV1X4K&itFDd8kGl=K zs0%`Mg(GQzC29CKH`j1XehFT$_L`oif+Hyg6W5ZH$sec^;bB8Z`KA=cN||l2{(#kM zqvd~t6XGj6kZJ@M0`c-kUbyd3)Q;$Dab35~>ue+0u#M)@mbwSq>$A6JOn;RGhfJEw zr_3Mtf)G8=e&QhZOSaR~7~c(7%Rg@Fxyq*1$GyI@d@6|2Sz7HI@58Yr^aCm0phP`9=a3rue-X z%-CUMNK}moKa~Lh&Jgq1ZFA8qH)ZbugU3dI0tYxZ)!(cZZ!W*IaR7{eW|4W&7i5M& zG61sK__Q%+oc)mkb?N8$a7lLF(hV9%#O;Gsc-M(NZ!lS&kPpse4$)cupYqusfdTWt z-mhas=S35JvkDlN00seO>2RkG`ExdNrU*9AC0zmSEpug&5d$0HS`;DomK_TzL>mb#Sc2;TyY7~fGy z$>MVn-eAuEK>X{xr1G(4B^5FHyOK?sfrGF2uBD0Mi-=4KmFyjVqO=b)tRk=m=|fa8 zSbFGcK>e`9RevlOsA6;>Cu7(0v{fM}3J|^C^?#w0HP{!4=Q&6RJ`~AWfoA7|<|{XJ z58lQ%c%y!c_fAKT_!``>#RHe>zEbj+K~3W=sIa0|op$3wbE>071%@Kp+rK0Fo$eOq z>ZTpF0W&t#W6*7}aA?e9NA0oKy2bsQ3HA*Z zyXJ@zbL|!e)K(9JeRr!z?5(@v+Z6w%_re3DHz=HaJtJq{SA;qds`71KtEe8X8mHjl zElL)9F9Dfj(*2TG0@Lg-|2@J^)^pGf(ZZ%^aKEI9*2XglzI?FvDOwte_4bX#x!qQ8 zG7ir<2?M@LS6hTQ*j=kW;I-yQ8s!BJqDmxJv92mO!pb)`1f3~|F=X${5#jL6@4)EF z9Phf0n6>@|>Vcw1g;r?yGg8@zR!okY*LXO`1)z+Pcwu1OP(WkZuMr(8RbWDROur)A zzPcTQOpUZ!~Z1gaYmaxd`^Fc<0xTy(3L$ zonaEA-Z-Q0qs*Dd#{A0_QH4DoTT5OdQ$>^!5MmC_Wb)?K#|FUVj5yX!DRO#w90u3h zF#OY46B;?2_lp2TrRLwE3dYUrjIP|~3$H5_Z6iidSKOg6^oTMb@myr`$dBauO3;EFu0VZ+v>A_al2U;cc8R~ z-C>Jo?~DG9fXrZZ5I*syP`IAe*RrGUX!Xnckhw(3zG_nH!ig z*XM#vnmoh5UyIgTeWa)}_M(mN_@QqO$BI-D~>(m6lMol%wx(+rq}>=)|`t zPjnqO24J_PQ(4}8E-#9j4vj!(0WoI;mLp|+y8A#kDmJAN;DG@9q`vGU53s^HJz}eo zO#?SMcVxWNvTVUyYI`*hsXN)o2nYyb6X*Ji8Q1=Iv(hw}{Ha8p)$z}2wlU9(RTdY0 ziI9N{%#=^q7&$V-UZau-+vXg{bAO#1@g(X9+c!QEq2|b*K1QAh<5=OU%D-k4W;4^1ayHFMW9Z&C^rq&dziwx=%x7WA0Yf$jkai!f>i zwc`vqC{1&@<+2njJWIl$BLWZ-N}h(2x6gRr|J;w6Mu6#1G8l+0-KeF1)Nafej{yrx zzqNv>9G@x652Qr|wS_C3lZ%G7>WUJJ&AD zif#=a07YbWExtg9Aj=Er{jbsw=Y!rj;ashtJek;q^e&5kiUy)Uo!)*S zO!T*M=BF6bZ`r#aQV9)o$pO{^jvRiK$^59nq0Mwh0wqqM`mMTJGd=4MA8H7>M~3HL z@9<(gM&CwtQqH#k`@S&40MY~>!*uGJmyXC4_A5}+0MPhqYeqg#JDVCtxm-!9^6=(c zfg@Gav`}%JL1MsEv~L8?xIG?!DK*rSBfkTLu+xS)yuEImo*C70556Xh;hL4`7Tzlr z;}Wm{VgFs>&{g430^!ilfvArLG4$vkRBeGQFlF{q=2Tm4jhl5qNSt$+@(RZK!cC)g zmOve?xjhBPF^F^)D1^Y~gw77HXd$@8*MkwDEaW44;H-ufg0&~KLtp}XfCq{z1M8PW z;Hv@5gGL{8ep(SRnIuz(wzhritmz)J%0L*D*9u!j5lxAh89uy0Fsvp+t%vaJjA3VV zv48AmR**p71(b;@_(gz@JyIF^tP{!-8?TXW&#cG&S}^1cRd>2JQN> z8}2h`g#&jFnLG`vyy!htE@ivs97XbogYiE=B+lK^(OGnXGRr^~3W|_y3s-`A7fUS$ zfy4%)5}F~|jNC^6fcw_~-2XD@i|K|5UdqQ&+1y*FE~=vU>7hW>5q3|P?H9Y&YH*fu zhs?IIOgjCnaUo{qL6|6By(ngdQ{)Z2a!|BsSts}lYLlAuBIezs=Ef%y(IiwuL_3a) zuM*>lvcE|34sT`DY%2EvI}yzz7H}R+0e8=#mgQn`bO7nLmDm`G9^S6t;Dh5=*@##Z!l)~T2ESqO;MCIy;P0cjmI|Z zMJ?X=#{%pouo_;g02W}Y3GUaq%XVw~iW8U1?9}ZGVRsPbIh1Zs#=Wl{X>CQpD>7+l ze^Q$5l{!q*Xp$N$9CudGgMTEd)Ps?M;~dLv&IaJL65nG5Hli2G=yE>?`LhSc4JX(n z9q&)x-jrO=c_V0Dq5keK)@MN}i7ch)5@HIyh1{s!@ARUDllcCN7h#gu&i5Z@%p&ve z`39=Ui3NChSFJ4qlC9v^yA*2B&feZdZTc5`4ST&|HnY*DK(j_wyd-9AJ`Q4JgD>B6 zxj|@pQX07jG@45<05~6^bJFixDTq}u;51!db^MJ{IPV#~376UsKWJ~Rag%CC{mRgi zHAm)o7@yb;6gyF8Dob|yykavOLIR_t?_4e7hmQUDq3_zT@yA>wEduAe`FUyL_~q`m8`*CY z=RTr&b{Cq;KPn=f@0ZWDo6n7bK6-#^tzHTxvd53P)L_$@y&_v|kq!^nJOu&~?tT1U zfSh?o3(Frs?~*Mc=KHEsdBAU88LH*S++NH8)t?{L6I9eCjUz=zC)k;~=iF(Be<@hz zTS{gJrxHzy_RVjlY*I8OUyq1p91e^!gsb06`X}@Lb$#66_@`QiWE`Vs73DwvQ@h7* z4l2%pV6(ngQbQlX8|HV_{CPZyT0t99#|nyze@pZ96W2g>jQFP}J05V?B@#}4kcMS+ zWZwP;raz){Q*k2@3q&x*49b8jMg_cp3j^o;(=*mq`;p3`dB(ES@p|ZEioTx{G216Z zd=t5=S{82i)ESjNb%bSK9L<>_s@?>ESr-zMmDj2F3(V`T)t2d`K_Yg|G`hSa`vh%& zleaCT4J=@&!xD{!48!)71i+>QZ$;vPN&S9RUNAp|EbsGarcuDWG?|xgE)S*#fhtvW zc$~t#NqVXYG}ssWdxq9w^}5U6ZTIv!R%|;9}7dDpqC$L}*eG|I`Um;(cJ*9z<}yI6494 zuhJvFVJ>kcja^e<5k#xkePoCNHrX5}X@fp=Vf8y4l@8>Xc?n?aJbkvN8lO*{wk zRU+9ZvTZ)c6v1|uJIDMBJzzdWl3`@D$(xPur7C(=d9Jx;;ec+lW6WbH0f|S&D50M2 z-X`!-jW?$2+xI&TaIh{j? z^B{q(D;uCqPXvgGbmiFV);^}G-8i)!6()n+wD6dNGuD%;D0z8M|E4;a^EW zCj%h(4M%J(`{q7bjna5oX70s-l2T!fO#sj68nO&!K?_XSAJaC4>`2H#kBcIWWo*xX z0CzDSw!GVo$VRkf>2P1`h-_I&o8wFD1Y_YZ%FKX@GB1m7*aK+>s$#oiS^~vXHab6{+Rb$ z$E;)_X5c9kuk1<{g$>hjvQ6Z_$rMQB;b)=c<|1YMtb{w80Lq3IM-NEZZY;jE zI+;WX-=evK^WVwD!GUo1hIj<&pCA=vm{g^&OjlVoEQymxEJ|OSJz|cu3*1A$XJc(x z@D>mX-T?O4a_o*mXZbvCfo#OeY02-$vWvP~f5;JU$3SRk)$DPlGMTd5_eXwVuA0+ARn6*ZI-I=liGH2vO zfTdXTtL?_;CEfB|jZ6|hfPLfIQ-Xefa@>G4U{M4uwKK>>AoCL?U)%NrB^j}_&=OPB zCTTKb$}Rg2!hCOy#ZqlSsW!z+s9;+Ft%zeoo(>B4uA1msgAPvik5w(9c6$zMqR9nQ)}BTOE#t-Z+Ns z*OD#sEb;{9=H_~*B)I7+rKFKdB5|~w-3q+e^* zCAaL(4bojKHu1opE`<=DyVd(C4#vY;J@x*U)`w zr_0YGGg+~<;*}f)vm6Cbcmb5V0Q#c+zA-3ALsWL#iCo6=4oFnk;4rbSMQIX=a|elq zKDf}2+zDd|PQn$AkE-Ypw&on&FIs=+HFj{u-bXJ*VxuaJ3lwg@Xc%+Bx5%BYY{+}B zL&Hn%B9KsOEB?DOR|}njJh={>?H&;(by?kFTG|;~IFJC^&!=pUM$W%eKwnoAUD_mf zPs?qrNP51%@qUdlwLF{eYPcUDMRIlM1js#J`s-`UCS!x+jj5f&Y$BVSqW3~oGdX9E zUnu*)&oABuJ7YPv%W$lf9>$K$nK$e*i>=#+0j0~=pPdnn<``(qMP(XUL#Wz__!j2~ zIUu?sS(3FJ_;vzCC{h(YezAC#CblO8RU8=sww--UNwbukJ9Ou}4w8@S4+nke6s>})1xWzy>k_9$$4%Boe?OhCPvs<9dtZ&ZZ?)Q)NcyE1jd$rJ zih)u!a;##T(EAF=gC7}xEaVNb|6A!VoP?b!ofmN}jWdsLlPPAlmGNj~pFY3EO z+q8$*NL!q7P^M>x`%@)KR`SxPGB?F6_*m+DjervyXoG~@RdgsxN&NvS0tnEit@|FC z?2ix(z7dhsC0t)T%vwVA{71!!C)`)jswWItmboSNhdRWc8-mAfIn%#Xhm&#%7 zV4%J-qk1gy?|+@*Wh^Rk45E@^n^&9uxw(n>nriUXe!i%a{Q@JMh&F2yi!r z+_m-&hzADqsriM9SUa(g65y%HF(i*1Zn(T$ht7&k8!%RPVuC?xG+yQCn3;?0=Z!H6ZR z;$C^9w>E;wa45sHFY5C+vHZ_2I*-1vBs*seS#;}P?Cl1k)p1!yasKat1v`7y77J!I z^nzrKDQ_f8Sqw%IQ6J;fvwYZctDHh@*Ket4KNp>dco<#g;x`d3s8;wiv%uc*WOJ%d zDW$iVYDsr44DqM0PW$EO+9<7-oVGLyxE}wSF3V_a@u06OZhvi}E3y2VxA`RG-@LTp zcvQ%%FU{C5vO&kXp!SOC)tSW*!=SOb%t!WO?+ssy7RWs|yBb2vKgKoW<`fMUP@H-Z zCOleTeg%EW^7>*4<6`~6Sa}Ag3b{74L%(L!DT(Og#{Wnq3l{ve!`H$j3 zaoh7w`;XT79}&4tzizGShrZaRuCklU{U#GIdHqH=$Nu9}?M^}pls9~R>VD%Zimx${ z`@iZ4;sr?ExmQbC-$2EejJ+5r3u#DhA%}3&##&ln7@ZpAO43HvRo%0yz&}6sO_IHw z-pE`D!80GRRK^N>2Oi{zyITsmYRTIu_-UfViiHcI3_&?27LUh71;j-72gDjv6DAs7 z=bfD>cBR_KH8ZfhVtYxi91|!kBPwip60er zDnuxLM)DXo1LRLOeNgf17>ku6v7%d7r=4$&D(0_0PJLMYDBTF($DJ8ziC385UOr&& z(QUH|5}lh#^Ex|?tgEZ&ZeENrd??I+P(Wy%yh~lk98+q*5&vE8=QDPdK5fIZ4AUVb z<e+kdo(M*yPgrYBx1YWygsz9KZ28GXdTF1*6z^F(gxpZ=?EQ8Q!{Ydqy8BD;yu- ze6CZ1#*6Q-W!%)aElo!U>BSO1F^pfGjXj;>8H6Z3QfurAxchE@_9a;3U_vYxy6x$9 z^oAC$maHz9S605aIg>9L*z>*^d>hCokZx1=THpGm41(8i@i$CJ%u~R_`gQm5>{}Qz z&OWAI_9fbFb<7-$_+ffqcMQ#x|BQf0xj|y8q-ugJp_hYl&75L)q6H3F-3~m0qHwFz za4W3w=1*0p8C~;y%z9vW*EZX>r~dW86FKc;RE)i)jLhM8GiW&s1--X|D$xX!rXF{9 zu+IBV(oh5UfcZoYzhQ(oRMTsoUHTsQdNOOU`R15xF;KKVJd z1Dm4Qgc5?XvgE6g0dCanY?Ui7E9ANEsCstKVM70q%CL>XS%0LiMe-rGnaZfJEqCl9 zJwaOopNf-Z-cD*>#4P0UwhQ)D1={4SVS)Jaj?3M16+}Smtc9?k>+bhacQcatZB9Jp zDB*7MZMdp?%>#R%k_wnwy(t7bQEqu;q%gz=( z^kGdh3DzlBQ$2a|giU{)uIQnPXjCtODX~ilnvo)|=4v+u>k$@V5HgrXZWV^8`;N~> zRyY5}MbhEt(8$^AEyvyvh8YCYo%#50cweZin>Pw_C$YO4&Bp!rP^r^KJiDK@3)l1o z*gdNyI0=#rG&sgur2Qp5{vyCi@p8PEs5-u=MCnoI0cL zb!NP>a{OgRzVthuLvc&MsI9-9EmFqs$Vw^|x)WOfJc=^Pr_F9f|pN-1f4fZXUA!*GXn=8#O zU1fqZcNJ7?H}t0(Pe*%)S@xQrx*{WrI}f$VPaT^@w3GW(5%e!3dZS@SVJr5;S!<#= zx&#hb^-&RvS!=7!A#$t3viUD%|AmEz*Yrx2M1DvxA_$!ZRFiVc)ie0MPvqyh8NK;G zcU!KC#55M#c87YeD!^XUmv&4=GaRLbjxv!jF=r4#Of`C%8Dp;$7Hn*kb2*d0&i?m;?xG9-TX=V;!nu%T{MPiZOm zrBSqa=ItL4u!Y2;bRHaj+rx3M-N?Auha-PzfiP^0I!$DI-S4Rt8jPa=)8QRbRR1Ow zTlB34{ugJsnw#~7TTd}`E&1pen+qbl3dySsRP>@+X*>TR7`vI8rOBacF(dxE|q`o!=a>wZ)}OC zej{=Ki)Owi^TYsGx&8?VSR26=p;e{!A#H@4yG(98K138+Sd;>EHVTsope7R97uv|S zT!$BoH!$5s{(|kxc4GuGj_{7tzl#b3GCJuCAaZg~h^s{aLya=vV&cPcknp%I_SE zRK~9DibMBNn)OSAEnGDwB(T3mvC9OjOgw6yuKY^|$yv^Fv&3(?nS_+h|K1i6^zDacLRijukpa(Nn5*~ZYJgVI}P;H>f9f7_vq=?(saU(;LY$o=j1Z~j2Qz(J{5nbv(sLB z6`fHo$A~=rD)YRfR5zichbQYE9OF4fW}n)Mb5F|lDi^iY)MdLK%;<+!xysc|!D3Y& z(oDdujkXQg@emdPv;);LG*0S)Ek{nqP7b{1Yu5N9s+4yB| ze9oyMAvL8O8Z3>5t7)YnOr_P8;DTqwJ^$-GtC#_G^l?DNTL}c?>VS{bq~D z;4yT|oj7(8ZsXj)rX;{)EN>>9#b_JAlt1v#_p?%kLYSXxz*sr9;zd+b*(Au=nohJG zoSuu)r-5C&x;KtsktaKn{(x$2ubZP$zK_htV<~2g6j>TG=+Np&2M{kn3HR(cLb;oj zPnpZCM%hTV%cm|uONny&Dis<5_*_<1a-n$1CVYY?Qe_S1NQ>k=b?UnMRZgoa$5uzZ zIM`r(xkx%w4K${@SYfAJgZcx949m@o>E-KL+t3!VULP(3eF@gwZe{$)E4TNcY zsZm`hULuB-P$>C7$98{&q~HJp{j0w@=X*NKI>g-0~Az?`Fcy<}$g zspGt^Cbh@avMM7ZqI&gC66ItW@5Z&jj?yD8)nvtf!-s{h59g`k_Vl4Oi{~4Wy#uhL z`oQwbq_%*ZB-_{K3;4wwtJc1BZ9KAI`K+KDGwe}Xm+Ur7$5Yv3l3!gJ|BhI7xB zRfzu8${^0K%M}xi75g>lq8nyIFc@<<+~pPI6zJ#WlJ$yp%&5H$OZq6VG8*144GH{> znZd3E(ao5{}}#;DK>c;4jk7L(pHEL zZ`aIepBBDrK{5ZvU81&}v3d|EESTw>=lV=`6(!aef+m3k67JxUKoqo2LN!+Him3#~ zpU4{DdOdeI+TxAD5Selu$eET#4B{9ftFT8gGrIvzznst-!Vnj ztwnxh>~V*|vLRWJiPGN~r6lXu7$GP%EIATIyn0!zxje9BnbUWZid}p zj?Ma{%6XCjEeLM0R;a3fwy~8K*r6b3*EoyrJJrbSNd!&^9sI@4Wc=s510> zUtRk~P$1sx-+|eB7N1)OOB_6mEFsj8fa}j&U4)47-Da$XTc`idPNY{5+Lp;Z+P$=4 zW{*>Moa)SI!zeUk!^~(&K$r#J@vYg?hAp)x=7AG9|MSEm1|s=khI$@@G6dE1v6SRg KWh-P%L;efx^{nv# literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/word-embeddings/output_9_0.png b/blogContent/posts/data-science/media/word-embeddings/output_9_0.png new file mode 100644 index 0000000000000000000000000000000000000000..7e22c77ea8ac0836c44ea5b2fc9f7378004b73bc GIT binary patch literal 8139 zcmc(E2RPe(-)|xEN;QPKZ+UBuPh zR`h1{`-dRVb$$(%dry5b*NI4i)Qp^jc zcb4Ws0ut`>q8_;il{=P~?vw++jban!Z8#whgo=uFkd~flaHM)bo*N4j^<$Z+$aA+i zRaGch;<&lNG-^x7Rx>=LeY6PluA15e6begWT2wO%urd(09S`x2F$ zZd8v7c(ZxvRlItKlcYFB>@AOV&L9}z)+*q&J-A6}v@PE0uJf8^f17TR$laB}TL|;F zE8Htrp>hm96rVT^FL2V&flt+KOcRaoxWDOsGH#1slY$CD(Ifb^?ZRVcC~^eXas7K) zEJ_%PCc<~CQC`}kX7P3eGF<;Td`jJL*B1(V4!@pGaG0j08gx%VHL+a#e9Tb^SrK}a zhJa=~hgYN#sNmiaD5GkjHe8@3d;>+e3ir0D4qOVJ)&!AGUSkYCA?q=xUx*{uH^~Rj zo{nh3rG(zcy@J=u9-20~z)yX#X%8|84R*K+6ya-O(+3pM7Cw%5DnSvg;p{`l8@x4| zGq;i{DON*zA&eBX!C)*~h-R>P2BC_2H69X3Q4JmjZ-H^8=PQNAI;gSIA#(Uq#NY;l z1><+FG?u2w!&)%c`4jVM;z;nlh(fZXZdO2uE9gef?kT95CX-?t(&67BWkxB0b9##k z7{VD-4YOZpATCfuiT0~#6xzOPOmM3 zY#~XEVrE5xq;i8BK1`=n2TYGsHV=U+o|{g7>17oRS!W(QVaR0G>OIfOBP7RK2)YAi z1D~f_BiFS@(LlQ1*x}aLzertX{MDfrO?L@ zE3N$2lKr;tQ|(2@(woV%@w*uM%9lF^kW?;f*a3Ek+NwpkQd{mv!8(fCdFq^g{-LXC z#lGeU=halPz)iKk}}=MsI@^2+yWVUFyP83 zgoIi)w1LOHpqeJqb6GE!b(kF{Twzp?POl=S9?72*Lvvv_Ld=;Ng@VhtZW`VvUd!2O zc_@F>qH^R^DqH!xamA(00<4G}L@Q*yFBz269KlgB$OJTfk#_Q>zUAGY?eXQ4lyANF z&}kTii%^oWW)NIy0mc9n9gKnxPvHE(ucZA>E^JGotNLP-Ho$ybmI1UOC3vA8oH2NS zq4v2aWSI&+ESA2ZauoUES*rsdXezqHMx^;&cs_oXQp&+E7QaN#JU zq{6pcq~>e;w41b0IT7RC^H90j3!Q=*`EE`oTy@7&i=RGGj{CjdFPbCY4f-K%=e9>| zZ<~4kLoIOwq{PSd8_0lJX(u3JU$R*?`KssMUNCJ4EYf^-jX@sya)+oa?>`Lr(jMw` z{ikCt)tJ^%c#j8sSM2BGi3>-+S!ONf_)S7wD4R*7p!g25!Vk+M@TTyO5kbMu>hvXE z`bt`#^nHHG_IRmyO0$^5laT#bfg&oW)1F)0^iMoh5UCi1;#~LXB!c2+#(i@QKTAE= z<*&LNJkTBqv7OI-hBb~nh+fuZLX(9PL5`aJfk1w#P3-Esd5 z@ditzL+b1YIxwEgi7VnNc_Bs^?{y?;a@Xx}u*7Yx{{yY6s%nvlvI@r)D01t&Z!${LYP~$mYX`58F$9pU zR)+kKes(@emv{w+P`*w|YO{)0pv1maK&HvO;I1-^$;{-`FE^pa$}VQM9qz1xzjk%a zbX;{kH+{HTu{ep`(8Axnn&!8o&y^6qGGt&rpPAsnNE*lt0vBT$^@S!@|N$yoR2E&PwtvOK$5|k7!bA zYUg_0l=euusqEf_hf%E)d$#{CYM^e`wzdUM6ZEfIb$PmeMc0X2^-*^3b+i~DIwO$# zWG+5n3s&wQ?fUbm@#$Y$$aNY?yldli@i8%UTmjpCLA14@0b;mdFyxkiKn|?VCDUuz zsBv!+IpNW(u)Q(W;!QOYxs;x(o`^R#*1H^&JdtIjsmU;A+aAeuv|`XwOw;z`$8!)R zBNy)IU<>SXFrVtXT2}Y<+qZ?K-1z(_1=>O;pI#4W%f&V}%ENo#YMGgt3C9-y)Rl?i zA=G~S)#ebfAN!^Wx##|?>(8?DqD7vQChDK5W%>I0Ry&Tw zE#NcGiUCxOB~IgMMRTv1wDiah!9fEN>SFYH`0hn`P4^sOS^3H1gfxONqE{hP5olYD zk3}~=b~&Y2nZw`%bop`LV-r1du8MPONb&N~zFTqeiqJy-M1 zotorn@o^mbSW?~)C0NmzNPksobA0L~MFF{+SEV##CTT!%F5{>a z^XABYs(f)$=4by?@|5iY4rSsq6E-(L|18S|62l=G^(C5ZH9SV0289`Mg23ys0v4|^ zO1AJ*i2ntXc~TkkFd0jPQ5~97nozp+Yw+y^ZQ-RIpXvnkdmUbfnN9InZQx9J z(1ROpK$2#*H98VzSuLV5N^JO3@DkP9ZS=0L<$4H0Ig5Dgg6Q?yo2Ydj=Y5}fn5$fZ zYja>rILz&sSt4zKTr-Tk2PNoym<%am;>S85@k5^G%kY&*C-DsU+DHmPA{6Lu#(rg$ zm1ygx-k$;%&8TbijSP=?xEg8kYjRi^HcVs8V64!;kX-uVrjwvxfpW>C{J5{fZIi0~ zcVjDLd7rqrl(SvF{Gox4$=*WG3$Lq^_ZgVc|BbZ$yS4v;-T%i4`2W9*N0<{2sMjd` z+AF&gA1DkCuTW8f@j04vbJqx?)Zz>v8J89cAUX|5#B`UPnF^0E&rMEz=?ym#H`n`H zb{1w53XE5hVgg=84u)A@lRaVn#ISFBA0~&GVz_uL|GNg6nW@N2l0gkh=GZL9R4BBb zq@s)xP?y&y>e2c0k&!&A;&Gf*;6;=Xe9y2$Qu16yhBVy==`zH~|aKg`I#abg-ssO>lF-8F&+G5;@SwqIVzaOIVg z%b014c%r9AfohA8AnT>&ht|$e{_sVb4+1S{Cv?h)#boZ!A(D8YJ zHmFE-=WYNl&RW}Sms@yLx#dS$Ojp+-PLUL-Lhet`cZ~6tPUx&nU`1{%(!-y zCT-V^iScsE=KgH_K#nS{ah;3Sy?bC#3qU<*A7@8wki;tC*Q)KFuo>6}0Thx@ecREV zdLB8ON}G|juWG#gb#@0?KK)Bg$J)t^3$(R>x9Wbw4*)u!=jw2*tjEGrZ_)E4DRlg+ zpx^h(mDhCuwPSAyGdc*|64q&nOervb3ErD>cX>uGepYgy*h6f(9*okWiejiy3Om~| zLzy_i@9tgwS_5TGC`?U$Yw{c~XK`q`Y?Qij+8yo;Ts}Lw#zqQnu@bqq;(3ZC>b%$k zZnzw?A^()>+S#hYMnMH&%j4bM%ijf(&LG0K?ogc{sI@atp5mI@@~{7|3GUDFep9V) zZ2T~uOCe3(S3KZw+j8R53nBC7%zL4feE=@&SD4{fhDv0Qw+FfaX|_F}Q{e|XnyB|+ zm-807p%#~i+#{JFh+h0$v4esnGgq@?@*X0g?I)n&d>%XquP|?!6ci9>G;ax1eDOo& zbW!Pa`QYF{(Qn&ss>U&OgNPX+5>tg?3s#+RUWh%Q@;(4RG?kX(dU|?}^OCfG)lK>d zCbuORQ?MLZE+jOs>GzufD_(th4%#LWGc4P}E#d9Y#U5&E5^5aTW;^2-lMT#1<3=$E z*Jo3}t9>7BG(mnlD_=5Pn>7lwv-HFnip*K!61@ekuQmTe+nsI(DH!Ad+DgK4xYWUK zsyVYUHm1$B2NI7hq8TZR1-Mg0Agon2lQ9Pw~pU;GRkEi8f*AhVjyyg6K!#f zd#}wKcishfuaBwf>mQZuEPl&^Nrycgdm{7aGUQE!?Qnl$=x#l!VKq(6iZYavJ|`#V z$Gg>6JRkRKx(|N`lu&dO!$GODeS3rU>5ca-hLA~hpGu56Hx#x?s*e~b=unG;4|n18 z(+P0sxHa5BZM`#tAPz;|JR~&albK~lArmDB7Kj7~%?|q=#c3+i-kOcOuUh^kZVK7S9wKgcFAVydKDXYiiEgos@-4y5Li_VUXO&Aim1o>!e z^9x;7bqASJCBdZ;AQ+GG0=ow<273ce>Ic{X&d1|n-tRLsA4>f2^WhlL0V>Dp!?G`m zINiK`XbOj`!u6{?7Qb01-{97}p+T(%b$lp)Wf4QpDfEp%)x@XNQBBhCcu`0ll7 z;ptYMHBFT~?Lh#6n_llD-IT+JJjvYLMepJn|9v8qh;%ywAmvP?FOS!W0>dyf6LEb3 zXk}}_Zfq|PMD&PY=n#uFBWAfkLq9t<^PRtZxVMqr+O3+`>~L{rA82nB!?in`t+b+* zFJ>P+h~w-6+OaEL(sA_DiyQOv^YTC2FZs{Vn!mH@NhyV~onF|_l=VovZF%1znk~Vv z=-x{!Ay%t{U-OSLq+$VwVqELg)txNJF5~ta;FT^5>Q~wi@Pc@C-r|6_6&4mwpY0De zb*LXz0w|7KMN{X@Qkk!>O}>A|EB(!vbNpi*I~4A=OR)9myoPxE^r;Fk0co-xyvW@( z@bn+FBGchlT`ZQqzX#kxc5l$h7C#q2Q)>3Ub3W6d#3_Fyt+a4JmKBn5X3Vi-{$Mei z>YY}Gl>c_0+R+SSP~i#^C)RoUdHV&CmLqpw?aZ_sCLmf%O;L-ZQXCD~_@+1MW6dzT zVDnwDM6%@o@A|d3myb2N?}H{ACEb-u^V1iz9aR9yd{ZQ^HHet1^s5+$&jP;Ucmayp z;X}iM=nO9@j4DV=r)Ib`@Q=0t1`Qa}goFep6A|vjl$lZBE@6xpzIN{_pK+Qmppy-& zo~t^);pL`RF*frk?FuEbiJIX6TWLR#ujQP~$4!6Nm`he)5iRr6WoM9y;FnSr$)jZ) zeq-q~iCYiT|Et1O!fZg%f*~L7Qo6NZT#NAmQIR~# zW#Ko1F{jk~Pnpc)m87Tq zp#%bf?z&=TVj?q$RKLgtwBTI;>g$0q*q=+%0Rcluk!l_&s~k@E9`Mrg0O6gb7C=%V zZrS>hB`#+HNCot4*2iju3@d{H|96eDAdjUw2s0H`}=N z4Pr6d5epa@rsyweNz#TW`b0CJkhFV7|H`(I8rApvGe&q)}ZILnt+ z^hEy|SNIa5t1TFhqv`+{FL5|{Nqq^Jx&qg!W?YtBDv*g3I~bwico2{&XbgGIA2kP% zSDfg&@^7dmJP-jc0cCZza5R#|-`Rn8hEwD#n6xX0-INFHBxr52DPwni9F5p8Tjkr9>=N5Q4d54x29m=yXZ?T>d{=jje)(FO-`0x#o&7&(|k$?)DS9$Jb(iLj`rS| z%<4{DeOZqzb}UTH$XNYH%#^3QeCIg+r5-j|+C{dmyr<|gympxA!B`Lv2po=jKuR%| zG*tm-DdGM^%{qx7VbxL#=qJGOXXQk#P?>tL*v|=UJnS_#Zms?3ey6(I8W2^-Bz@@z zfS|Q}q^+OJ*ajI|svg6^Q3OqR?Ieyh!>Ht?4HUQb3@RvwW|9uoy5l?@Rl3hd0&wIw?t3hZdj<1tWC^rS% z9JF?Ca_glg`qud|Z?^P#vTk~}eiYWth*US0nWJZi!Wc5I7;fJ{1PK{0s$mu1{qj&{ zHB{Pn@ql9JKG97BI;Z$S7hq{NUIU)7P06ty6-(7jNw*agFaf9i&Tm;0hpi2DI(3GD$7Q~b_oHm5*Rkn-y4C%7uL~5jZR*|ku1DQ?9ih#%BB?--u>cvawv#juciTb>L z0J+p#id{GV$r#)$=bj!)35eVDNyxwgph^^X~Q2{m!|C1@WL0e>grp z`A5R5r}53yCdE$y5`r1Y@&%UjyB;}9Vh|hoK<{s_j>PBWaMRGxT#h` zkb%4CY%%Mv7bmhjzR5=P<*GqAt4(=`h5>gjcjNIpfSP=o+INe-!R9;+0!9r9B-s`) zYTZ-i?y`bA5*7B`4wtHpK?wH;J8n1mZZCc7)&MI4?Xdieay9X(zcuPf7AkmBgDDoD5m| z(fQ+VB9NmT--7>{xy5=4%OtNVmfpdT-87u^tv0M@=jh3Qz{(DM` zN-OT*oPe*ntO3*NRE4T}Xqe(+#m+u-Sd7xr@luFr!`(p<9zw^R;2F5JmBQn{(}IGA z;g#EHI;fx&nlI;|no~_nVhl*Hw6R857`1a#aCFEdR()C<+H=A6{iGq~_KUrwkkkmu#=dh7UC-`FZ5kWJ-sz%sx>MdAKt*03E{*>JvVn?FO4%eH1 zQRg(7uN%6H*HhaWIZsgEQ{rX|6DY}ae`C>f1eWmLC8YMv)VI^ps!wFAzB@|Xfez9w zA7K{9Z{p{nd9bE?aBrc_Tbt&jllMk;hC8XK0D7Mh;z&9HRaDNG%;5x}$L3=U>Pv7r zmbUM@i`uj=R4#eH?_t5qAvub1hx$R~JEMjID1y(lBlh;`2ok+AZ>Xr;Fhq96mGb|z z$lM@B=PX=<4^I;7GK`SZ#KC8V!lA)ixHZn{E7LMivcj@-9EYQ4!4RqWGf~HFPlPlX zwy)G3NIGGtJojl7myR+rcqdnRCv2W85fytbAG}yk=A(}8cNY3f((ndC?KPqti>0DZ zvv(CO(3n$1YtBvVzMY@^rlIMGx6H&@U=wrVY(iJ+wx_9%e!-(0s^BiqOlt1Ju~LXK zE2%cM5(V{4hTk7?*ii~a$GtSDC%^H$3LNMEq>diGFp99c=*D0988@uztaQ!=%$iO> zM7BVGw6Y8tJfXMY9Lm@E8X0*`qTy`RR{l~Z|FzEC4B}+~**4or&jDY&gEUmNRm$&M H{P8~k1b2z4 literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/word-embeddings/smallex.png b/blogContent/posts/data-science/media/word-embeddings/smallex.png new file mode 100644 index 0000000000000000000000000000000000000000..59aabdc822f06dde6bd468e0c05d2730f093e969 GIT binary patch literal 14907 zcmc(G1yojVx91@Ql=4+U1f*0zX$2`II=pRV@w6o{K6u$+D+Q5_fJ8?t=+ zw{5%gSjgJsPT6m_U@0s<7MmcnENHF_~KDP8@)`mN3ElarIH+cn3B)r)2m^{(6q(L}xr&Lu{AFHX=_4TRj{#kG3;&S@xA#|Se0_Zh7nhdS;Bh3dvhxSi)_zh+;z~+q%I)S} zL~v+KrbKEh4fgl+jOThDvZt?&aP`@ z^lEk0de%-T?C651$1S)rtl#q>8vbiTY01g8KYpD39>XvFyFGSot%*KnQIwC5!ljDN z!NI}lSEzKJ<%kecJKY+|^Q4W+ZnhIgUS57@f9yCoIy$;yhbBoBpK&iY_@Z#j_L!&6 z@A7x=&gJLjz3C9ymn9+au3Y;{1DnajRlSp_tfJE5IOfh$TwH9kIsXWQ@ec~3(9qD> zo$#ekE+|l9mW^V#?Xqzi6Kd9<<6l@<=(aWRR7p#V!*y#hR3%$oMqWPH&+pd$V&QeC zRoya&rD)n)P7i1=UJSRmfA3zh^Pial^MUIbpFX|a9(7fK=l&I@Afh;5IiP~Y_u5$K zSMWI6eJW@_|L(Kph2MQdU*%-#dup(xD_I zB)lMKlboEE)|zrZa(*!$z3!(^pA4JdUeSO0lm#~L943^{tnb^}R8yld?>#9gA2^B4 zakpKuSi}AtE%cif`g0?rqp7c6yY}{yG<^PVKNLhc*4EZ+mInC*J&!8!2?*{fDRo=z z45fVa!;uSsl?(_93i>%T#OC=nEKKs36jD}JcGZHMR)7KdHC$%faveTbb9*~wC=Jfx zVqwR%g&ggwYvi{#-h2>oSC3#BQ4%e(nqGhu*%hn?dI+q5E9%^f-sr8mE4i=fU zxSl_Me!3_-n}e2?)_SJx!UrMyQxy(NcLFIn-fa?i<9HtZiC0uo!u77xEwE?`z8K#B zwEY8*T3VN}>}Y?A`~Fso8T?53s2dp;q%*#!0* z)Ip9}VMhW~orX8z#I!8HF`ej6xo>S}_cAb$_|Ba>tB2cT{e!8gsRR)b5v=U&FQJT) z@r}73Eqi1ag`yT!v9hCMf$(KQdU|@h%gUFA2E1p_o-rFVH#Rn&##~8Oh!+W(oi*01 z@wnJ=>kkPfhx*I3cn@m1Xx=(69K3h=*5}Vhs!uKQNAjEXk(}q$^h&wnsZ5VOc>AV} z`S$ILL&X*nj~-E^%EkCtj+ECmHl8@#-)_n`Xj*MNuai(-PTkwv`?JcGKbTe!mzbEC zgjV46jVEnl&d!2l^djc#(*`vjht{*5j9HKKabdat{O)Kfv;FPy&|SiZq>hl@&1-T} z|6N4HB>nMD6UPwUZI^S$2fszb#kknnzf3j;c2&7LrhHcrJ$$+Q=XVm^t~G+AA@q{; zX$p#0pFUkfpUPtJ^YfIHD^PuAHdn`^cnsdWeft6$QN1y5VreNAbXG|?Sf}aef@_X8 zb4zWePra79B>zF+Ilafu1i!nssT-{RWJX%t^)fOcX670Gm4&k3aSd(nZ%mAjd);>3 z8gJ#Q!AE$lMron&n%-WyKR!F_x3x56(DLqTsmGxZG7eqxOOaWBXSKWQm&QiDo^-_) z5oq&4My(MOoBcY{nJU?DA|rj_=?+r&;yjO>r|*&I=;&Z2CF{Do&rniQ77gBn%cJMA z#BxN}z`%QXq(UOIcQXF?AgwzUF7>UoRbrtp8(N>0?(X`uaqlOJXnw0;SQLYAZy1dS z3a(V|&9h;prP+o~oH)UF<;saLX1NztRaMOtTyWIyz!sJ}ECoQH*Y8Xa7l8I>wO84* zV~q897IdZy&m7L|-Me=m)T7J}>flY>!2L+JYTthW~>bH)LH#-wIbtCLgwuMD84MU!grg{>=8?RoyU)<;#`*np}3L~5|FsKIH$G7^Ao>+`$A9o_3PJo z?Q^`%8T1o|Ks!?rl0P<~PX>W@%MW!r@aKgikXL+m4I8rr{^U!NFNwU$2M4 z3cs0?lM^N4E_85kFut@Dlq4OJ2seXT*P+XO7q%@q zA)(gLSzSFED9<-n_}gRN(yQNq%v0L>P-gfZtsYk7{FH z>VbR%U%%l}=hUYiacJwtVBX($EpGcD_z;VQ$~W9z9w{+@2*Zk#le1<0O3YiL}c&o*Vh*=F){r}Q-~C_orx-Wn6BMBbh_zl z5Y5`ROCeF3KTZvoHroIC7TRgdJ3Cq>eDD7K-77>H@(&)I7P6mDu3Y(pY!1G zP;T%F3(F-z!3(uPW=dA0U&QQc-bJV;m43$kdVF+OIac(!?@&eEM;X!3zb&&Y}p*n~=O7kP_P2+1Ml$6*0pjBhQWwoO^nD zYP-7f>-O^U*;rX?p%SUfUms_LJbM?;rg|@4#C=}#JUu;^j{9c#`caoOefW*1?ZXb9 zM@L87MIua?(5A5g){ALbibuxLx7gteOz!XFt55(B2d97k4vdV9Y%ZqZw|wX2g{*CD zQCeA9$;io3gdPWpkL3jUeY?+9br}w=l8Q#*{wmfzts z8_wgxCqZTR8JSF#p%(*5se{pwXFYKT5&MxU*Y(-tp)K88zghBzED2f`g*a@?O$%<* z9@d?`J^jU>`EXh@do2Mit*)(!k5#)rg8^?FfyMS1NAV?)65wquj|4uO`pPIQOalig z3c8vMji{(7ioN!?SDJR#rg(H~y@a;IKYVx%hY%khKOs5!%LgN%g)h|b1_uT%w70j< z_GQx`x-hMNRygL$&_KKRIXH-mBqk<4(9#MbKF`@RsOsi+tDvCZO?ddLn-+snh2~65 zkGRdmO034{pl5#j{`~}EK3s~?s&L>lv0WY(^dmwTZrnI4m4wMwFS`Cz4T}wWF_1g? zI8PVHhnzkb0EON1@P(^auim|P4;Q(7`7%0d@5;))1bmT|m6d1MdZBML{X|DBjT0Im;Y-js}uytSrHJd3m`_E8aGcw^ z%yeooppDw5Cc=>0TU5*naU|I)#0bg*p`H4{9@@=ypUAD+QkRIZbO0i4$_-<@4)DmE z*w`QnHWghM7>Ji*l9b-j!EVt^2%#6iSG~FJ6alAIh6qlrfcpCSJt1B+pJ$K zaXE`Q>~2}qZ`5*`z*z)^d0k1;4TFQ!7z~E=k)`*Pp$yzfs4C8< z99J5T!PB8esN^aus~F0^!@>;u29Zr8VqXEj^ihH0yz;bZav{(hdSjr%^Gx;i3feyT zpJ0|Q9kZbUy5=J2s&Xk<{H$Wth4BS^q~#H9Fh>@*V7-=_d@6_*%DK=dc;2j>fy@2x zY8(HtbPM~=p26ZnC-j05V<&VGs>W>jt)CzDiNZ0NoffuShU?eQv_^7C19)p`ZI$cG z1?1xF>t6BDfL!(%?Es6*60>GXq8A!=&q4e+} zkIk>UaBl5ZMlYtMqyYHK5^QB+GCc>C|6kVj4U>nOnj|Q3swynJ5fB*oU5yf>n55h1 zb(4w&s*wu-h412``Olv}b+;A=m@VdAw8gYKF5Q=xml6|0aB*=TC@JX|NBjHr)Mw!= zEiRHgefrdHp^p^dHttMN*TEGM7LK`fvnoBEC^$H{Xp4fLJ_Kffp^?!?xtN@j|K zDd4j$4VCx;39_-Z#X(?PVS)Y14Fbe90B(31vp8IKc57>Ew)3O+Kc2>eqUps6Vs5t` zYvo6eKHC0nhrxgf90&s=BaWh?;#~y=Us&m^?Cj9DZ}tCPX%XHCzuB6e2#(6IH~$ai zsDG)4wb69~`dr=G^3l$f784W8-n?+(0xC3V=fck>z`t!;XVAS+qbD4wbiM&7!o779 z+Qt{Cy7{DYOo>w7611SH8Etv>8S@g6ll#`xhyv+fFfTM{BHP*7Nw6BL7Omuvx>!wRAf`V!% zciz4|V;d=l?HOb1yM76Ck?W zRI9_b9gI*OfJhK8fX3)}1LY;}^XHf0;S``);08$Yg+2pPr_o@~f>CJJ^{DX%UeMp$mdPz`SJwKr~p|BSdSxQ zv;v5zXbr*9XY71~SE|PP*4Ed|+-me85%V4(+8z1>WYQ=hYvJH{n6rV zf2UHL|BB*CN|sNmF+FHZ0U$LZ+|KiR-}_;91LE<5b!|Sv;*YugAqC8Ab}>-FilzK^ zuy~lhkpoX^j)31}_bDQ;hp!}^7AnH>HcvI6AGykP8yA5=_~~FfzljbH0WD<;V7u~G zk=2+8B8J7{Q?ftyiXji_Xm2M#pa_Uz7+paaSXc-N$!OCfJMQ*Gt&&8av#oBGl(Y|8 zuP#qUc3YLW4{V9;>`nc@e8G}X^Ah#v>PVw3o|ih`X-yxgJ=p!T)_tE#JnaX}!vxh_ zZ2%YbpG|&nKbypYe(Fc0sil<FIr3uTD?DJ1`SDIW>hY8B814fv=U4fH=L>@XE8YNMK_gY3J(H(5Ywl zCCh<;4oVq5rVhBUo|RR{+EXT`C}+PZ*i1ive;kC0gy7cpu&v+g*VunKVcOAIPC5!U z(1s2$8T5<)Qv<{k0d4PbwcD=65U3Yu{nb>E_Rx-#KST#cO;T-~*3YA3F%ccQSjKL`1Zmv6{xltVdfVHH?=pp;{`@LT?GjIz!C>bw+mY}(LPE1GYd<97hP?&c>z$utwQYJd;>H(m@;dmY{ z=!6>qtfltYn`22%PDVYF4$NG3o>TI%=ehCYz=-W2m|0a z=nU*Wf^Nz;aP*yj3~OR?Rpe;L0B{m5h>)>D_IDyVwLsP7*8f73vV?jSAZHsFsmn(5 zHXGLPXTwP;eA3$CIjD?^s-#9nDFvfnzkW@22Z;lal=uBePEgv#2c)&o&B)8+cH3VnVFd_l zY;2r;lj((3^)3MzJvD#Ax~&>-7$*|sU9X^es7i}{W^w|*c9$)jRZ#Wy0I@0#Ldm85 zdVE|L5d+om8I-WFb_(Xg1^<2>&x;@gH1uYwqJ9lXDjx)%-5K~T2j&E-N+7ymj@d7B zF)`s1Q?ft!3IMRsvqL&{%nL`Z=Pz0uFi#z3B&S}ct3AmAr>oR%?hFbC!2_Th9UVns z0xlljO6gdgH{sOo?|5mbBrJY&bMtI}F8vE{@2-3U>68((+$x`phiRzom7bB2VXFfh zA_1Z}py1Ey9PsR0`y#v}HvpZbBOrT%%mwkZV)Ka$ zyoz{0)9n>n=jy(AF`FV`mxlFvzua-QG8rQax$O438FO$a_{dlF*=as6oNE5+gbHU0 zUjt$`*Psa?TZ~{pQNzsb6U4a>5+|5iAosyfw03MGB~X5QNV4Zm zF5;Dz#*(91ru2IcjG5@+>U&r$f7B*PIUril#i)cGvINN`up7RHeO_@ee@ET7wQg;6 zW|RL<7|gz%Pz<|~a9u+zSFMo1VyO64P0caK(9Z7eL{G-UpEaJMUqk3aaPSC*3oLAG zt^Ok{#4p$n4SEO?jM)*_C}AFgBWKY79o;<$Q|sZkEv zyuw{-$b|l>xj+eA;^D!7Sd~{$P!F`zQt&ntrpwzW477&BNWfIK&rbh$W2*n!EmkV~ zCz-ZceEpile60GgddX_KC0xL5XVraZjQ%2+%a(HvI2PPg%g&x8v#t$Z%t{|i#yn`C zdYsmqSwdrCh!KHjllV-RE={bggupgVLN`Oa{(&(?L_`3yDdKKcZI61ZWWECMR_Xi) zK|owbb?84GqU2m$TmT@F5)*L|ZqFk(yQM)2p;$7IKqbY+ao)atyLz<00+ZJO3eYbw zutDc&{rt;Uuk^q)C~99WQs+2z3Q_`~&7%W9B!nF0+<*DLMWz%e_pj0p0q?d))$yiw zH_`6?KEK^b?31wY@GI)sDlIK7zt*Q)*Fn_%_Ce4#*>PpmX7MKv1~X7*n+7-W_XATv z;uly)=P_ZgiHQ*8LJ*n-zHd%fK7ym z`QYc1uq3$1c`0WMxUr&CL-6J=*|vFc&YP&a`-LKOO>7ZukxDSb1M?6b)*< zaG?9taxBo?a^i-kvE07^qR>lmZ-S5Z3w;PeNa#D(c@}zv(m!!#u$w2<&GeT#4m^K} ze(1>u{~bh=k=|ajun9xOi{zTwIBmDgQ0QVM0D*A_~PiLU=iLBPM(~T(< z#xs+z{t%Yvw{)|!k46MSYeqEPJ)t6i06 zGkp(a1>1jqTE^_GLRQ#47%32wf zQedtnCYBQ*omo{h=C@oXf3a}s4X01s%k$Wsj@*He1u00uPR`DZKwWBs;`0GWHVh5X zfIJOD_cV9~r$M_93eUnA9`ahN!7wPg4y%WFhp9M%PDxa?DZ=X zxwrqc-9X39hRf|UXV0$9CWYW4Ajq$RC&mCE21<6PRp$s7p%SuVooRcI2e8CL#_2q- zO@$}%p*(OVzo4K-8mr3Z;JK5V^=0v>9oG|cG4S%9Yw#h(LrNvUp#FFw_W3AiSsS|77pOMmKwF3scC^gqnf?5k*KKFQ z7bKD8_i)Xm$ZBP>?PVUZO)o0c`p>W+?%^H3PDGZ`77KyF&WTxuJ* z5)=%M%_tz(4e6Q5$rs>MBZ$;%s*fK&ia6h? zqHY%euEa-~D%)j*vmOu)J0xQ(4CMJ;q50uzwwJf2lu=QaVU<)84gzu`fcbxG(!GPK zK)p~-3WpbLkHw)9awZS}DH)iU>XR){iy9T8Oa2m~OAV@^(=>t-^$dJ~*L1h{;zYT6 zxj^7OltOQ3-za`AQbi2;P^0Ak*0wRK%9;YvU7KtyYBvV`vNPi$3%f=!3BtgH0yAX% zi~m{Fo_O*-8fD)}d3mQnf(D}i3m6s||Cw(94oQWD7Bs#lXy*%>=g*$?h9RT}3VqR? z_#R&zxec1{Af8k7rm7n8noPfN_Kz0>aR&q<=(3vGOVtPK_YWWumlW1tK!8X zqd-ua+1S`H=guX6xGEbjQl%0D5DczUv%f$&%^*|9Q$Vz(M^neQtyQ~hwux!_}Kf-6YUpmM^MP9PvOLOw)&S0yGrpXNVG_8YG653g6C zGkJf13hXDRxs=FGAeZVE4vRl=U|I5L$WLh|f^y80;u z0zI`pq%_cC^txw&1(!Of===@Ptwi0C+mJwnMiM$7WlyrVI8X>ZPEt;e6t)a4Nr(nq z`j^0cM{;uI!NZ4tDlEmgsYvoZXB}Taimk@9SDG#>RT0E~n&Vd*di`({MTH=)89`oP za%qVJ(nGJ`g@?;PmokF!+MOg#u2$)kPb=!7$;8C;rK3XuwsQJgCDDYr=g(%+*|2fh$bR#blkcG z2!9>aVgD{;xB|3>XO51M(9gcXwxghRvvXmCK~bZaJAo#2OgPra+&l}5#om>Z3!)Wv zkcA{ya$@2gB_*XV&CN34AG0zsK{JbFiFZ?i)CC$qgHYx#2nW55i{k{JE((^!-;Z@^ z#b~cBQpZCL$k#CdU}%vkm6e)US-kQb6JEA!*S-u4sG%*Ii3u3OVFSSisAON7nxr>e zs$c~xKejq2q;qHp#AsdmPb3fGrzA8tNgy_4 z+@Et1k|KE^fItv|oQlu%9Jm`e2pJjK_AU1rgOJ-kDCYs_LnUCX8|(PFmoF$4vT#C< z%dY`L;~;RneBelr4aGj$*6?|)lB4O5hQlCEP?@=9GleB4zx^e{{>XTT|C0^0$u5H} zW|WS1T(+!9n`5^+5(H-{d#hxS&TBnoDcApQ_L7xjWpeW6%FR9vRtT$sWdT%R4YotC z_tPWbjdws~1puSGAYd<-$Z6KEU^DwUcOzGO=E0FX9x;Fl+In3HI z*ImN~h39s2N|59LYa3sq*jyY2VSPix8YoUzJ1Q!mq25-AcV7P`gIdmL90G(A(Auq4 z-BDo%v@A4qguperD^|X_qKR3wM}d_Iu@Z4Z!^;qXMQ;Fk)zc6v0q?_c7`mq`Oo{+V zMxKH?`PR`P?ci_|F6sqM7!A)&HH9<*Z_Iz%K?fs{8bu~xr=x)inJ{KO2p0b=d`b>y zKhLb66ZO~P-PTXSkj6pdqUd_V*ImgnXDfGSVt$s{vOu8Iby`OXSp~0Bw>wz|%>h>L z&d|KRDBQ>HF1<~Ur{1`{Z5M%zFE0nbd2@PWY3Mu}qXM95W%LR+LXH+6w&|17s>1D=h}?^}DbK<|J4d<;6`bnw1^aIjB!Z;(vbP4l0q zfn=2403m94PIP%8VUy6mu-2zx^%0tIp9jD+9}tuQfYgE;_75V8gFwnld8Vkjtqptk zE)nEQJ7I0Y7}Mb1;~;pV(je?9$V4`+yNNPd0tDImV3wP5^%(0?M0nxVM76Kas7=cO z(fedC(J2Rjsup4{Rt4;woMa&L)(E^Lu$^hE15{~haSYM!DIjY#nN!)1^Ar0DVE*WX z{!}%+*?`?Lz@vCiZB?gzJ)WV{KX0R+q@9Owh?jFdq zzSE)Vaatu&Z=@cwi2w zsHh$@%SFG0Q$Et~e&j-x@t>R<&1$y`5XbVV(?#QEXU@RO7!adtf;j1_=kd0uy*#eN z55RTLKxP3J&uh|+-Nm&6tQ*Cxhs&u`4Y&6KLf9A0+SbuQ4!Z|Vn$p(v!h*(vjvSh9 z9~wLQD?kfIE5uPA`FH^(2#M5oISGvm>bJ^eQ^}I@lKs@#N6O3n#|JZZ5!?N_@c}kr z1P_)TDq2p%`39Kt3O*j_A*eeT6&2;fnW+eq3^rt1AU4HWusH9|vx^3YLC>g6AP9&$ zalj2QbaWoA?-?`Jbj5z)E%i6tMRY+PEmDvyi;Yq3?W8Bfi>5PnyLKw$0({{_E5%ea zY2@&K_EJVm7LJyhnm;i7X}v^P#oS&gEJ`U$%gVq7(*wyK5Tajt7x#j>12E$T06)5B zW`XnbrT`d{z@Kgj^TR=7)c@Icnqd$0OIPGxxbPX?N`OfQRID)z=)|VoR8NocYg)lG z)IkKGXi9^e56$1~ZwnYgWbk4GoYf@IS!dxBW&4^@o^1A#PlLo*s&h;G7vAg|Bf{QN{9LignoyH35|L6K@prCgDAk;xA4Z%$&-Eo z0e4(ngocNQbuBD{;0=p^%Wv5WU4%Yw#-RXtU~MyAYBYtp{dp`#;$o28zdhXZuNvr+ zKG0dB&REb8f+&G?WiRA5Qj{q=AuuZi!kt{sI;z${q`;d~t2_a6=sQ4N7ls|+RRL>9 zM>LA@q$5sC=Su$^s;Gm=8X0*WJQ`Iq_y3^1XAz_qSUP^v$}X9yfp-W1q`v??HczkN zfts30f%bQIkF>$wpTD7b-_x1jbon_j(7SgmneFbuUzC~JAt?ztZ$hvkLqL+c+6vk# z`%2{>cx|HcPrLB?pjmG3U^}FE;Z>DspmjEfd-eb}ZJ_VCWbQ|j(cNOz*4BnBBs0W5 z*C7%04YKdDgWxx*L1LkwVRNK?q$e&Sf;luaRG*jH2+;AFbLV=*dXE$o6+=tQ%kMcm zm-+dT(A|0rgH?7gy{Ka))q!tom+Jxvfk}T(EXeRt?5bw*$KBbcs`ukF=Sj*zse{-n zw^{_ua@asb%-ozEpqZLk1uzgOA~f4#Jox#l55y~BcU>}e`yqb+0t_}(I0S(nI&2*P zzafUA;mnE*blqr32$YqTYr%j9HrZ}A*E=s?lv&haHCX!W5}orej2%$PkN3--mVDCU zaL@VVmD38*^6-U3VY^u`6gjET@QrZh^qS^_2&!4>gaPpdv?Bg8%>X9 zkdaRgMH^-Fczc%Lv_?6#=|O_z0U7|2Y(iLEG(wS*GS~as!^1L6tVI#Ry*b6z1YR)v6CgBW{3De#n%4wXM)aYXFkAEt{&sv=LA`&F3hxQj!-#