From b53a068dc48bc5a20b615030bcecca1ad85f4140 Mon Sep 17 00:00:00 2001 From: jrtechs Date: Mon, 20 Jul 2020 18:53:43 -0400 Subject: [PATCH] steams games hours blog post --- blogContent/headerImages/playTimes.png | Bin 0 -> 175479 bytes .../media/steamGames/output_11_1.png | Bin 0 -> 8698 bytes .../media/steamGames/output_13_1.png | Bin 0 -> 7238 bytes .../media/steamGames/output_15_1.png | Bin 0 -> 7741 bytes .../media/steamGames/output_17_0.png | Bin 0 -> 6396 bytes .../media/steamGames/output_19_0.png | Bin 0 -> 4912 bytes .../media/steamGames/output_25_0.png | Bin 0 -> 7116 bytes .../media/steamGames/output_27_1.png | Bin 0 -> 10329 bytes .../media/steamGames/output_31_0.png | Bin 0 -> 7248 bytes .../media/steamGames/output_34_0.png | Bin 0 -> 6367 bytes .../media/steamGames/output_37_0.png | Bin 0 -> 23217 bytes .../media/steamGames/output_38_0.png | Bin 0 -> 23951 bytes .../media/steamGames/output_9_1.png | Bin 0 -> 8448 bytes .../data-science/time-spent-in-steam-games.md | 900 ++++++++++++++++++ 14 files changed, 900 insertions(+) create mode 100644 blogContent/headerImages/playTimes.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_11_1.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_13_1.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_15_1.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_17_0.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_19_0.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_25_0.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_27_1.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_31_0.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_34_0.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_37_0.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_38_0.png create mode 100644 blogContent/posts/data-science/media/steamGames/output_9_1.png create mode 100644 blogContent/posts/data-science/time-spent-in-steam-games.md diff --git a/blogContent/headerImages/playTimes.png b/blogContent/headerImages/playTimes.png new file mode 100644 index 0000000000000000000000000000000000000000..fd4256fb0b56b82d5fca6129de753839c0fc5587 GIT binary patch literal 175479 zcmeFZXH->Lw=HS~EelhX3MvXz8ObU^MUn{-Ns=?DOtb zx^_i!)26M9n>PJ?ck32B<1$WBi7!8!UlNkuipQO;8V~XFuO`0m z^ctu9+K2UyS;fR?X<0Irr-+CK94ZY-d6881!Je|*?5MW1#&5r0JeSYE^zLan*P#lo zLp;CO@zU+0-8J8$A6GdLo7>gV+oMQ({K==IIP(8`7?sx6|N37);=4Bje)!KP+71cu{pZhj142Lk@}EzbnD50U_>YIt z|9=qQR^xx`N+>h``R7GiT3Y9X2ix{#oo8u^G-}Us);??2drdClZ?@PkmG`2gBC^hh zv1tz1MQQ2lxZ(E)iY!JN;w<*C6jQM(>&$K6y?eKEAl0T#7cwvW_v@ac68P<~KeOUx z(g~`(0n2zWojWK0?%lhr#r^=xR>Slt^MQ)tj@)b>-o<&#yV;5vCLvedsWqk4=;-Jc z7Z({$ow^|tEiG~7%HPx+Ixq37D9e!sz1nd1mDN>YE_Lz|H&1-qq;GFMfByWsh)7+? zWtW-RMzxW!r>c^bLA)~gjt=GioWhL>YSxynZ|vgfI-~RaT z=072P?OGN8+T^ZO{YEjDU36BK=QmxKkd^hzTkJo`JN5BMv`ma&xXAOVr}T3q987vl zmG^yJo|^(UZ@$F2-JDdtdexa#H7BySSHo?-r@Ol@SzCOpDe*F=egktk#}7U?>Z4^S z4;;{K2nq;@sjHI?3lATj>MJcNFK03Hz#rwVOqDKuDcChTSxh%F*J^yS+=qPDO5u&~ zK`URKWjS)&lZDG}CX#P;Mk*HW1OwDmoAVxMWX<_+MV`IH#p>Mr{70M`z30E#<;77p zHc2(7)zrcxP74D3H`Z+I?1qEv$E(u}TW3m`5UrZ7+uSc|B(=qsUo;NlW< z-Ir0XIVo(oK1PnwR3*x3ea+R~UBy5q=UzrFo8cu^I5{#L*xVRXZn1r*fCmJU5*W=yxog8jS)sL2r z^2V14EOau75k<1f$}hyQ%k&%L8F+YzrxC(HMFxR}0cL9~yc8U|TpM{P}qPx}y{V zsl1`IWD=N-7e0ldvI4!T;Gv3DcY6y(8qW&D8e0+R* zeVXPL217l|rXIPwTb8tCW@d)>mj?utcg8BP2NXR$nlRFs5I~YJNuHl-Yiq;jvs82K z!hb(<^_gtEvTl~$Y;^OBfV0M|lk+%OOXhz4A+EhEe69IT`9mQtv`GuoDUlPYO-=I2 zj%kBfDKGwIb8~Z1I>&{OD1~G#0mrMzz*50{4kAiv28j%+7yTNVs)OUw)_9Uq#O53+ zIjv1A>uIsuGNW*Tk7FywWOC@%eAs*Np#F7HQA>J{)QRjDFAmkZ&^hYpwWR2JP3Gq0 zh@^KqW|J&qMh_TpH||{gwy)Qaelv=KmLUTJgP13~LDMOj7+F#EqQ}((!A|iXK76=c ztf8r?+nQ#WwZ67opQ0;8bI#;#xV(C?hi`hisri>o^MUg|)?Sx2{U7pCFNZ}zNge|~u{PGodzUchfqNJ>eSw_Lh(=>_dTF`ZK#-ie0R>C5Mf zq__o~F=R|LcBkg#xcPR|Eum)#;41n`dZG7 zDg+c8w5EyToTaU-tQ=cQPv*y-RxfIj(K%&3uFN}K#%|TeBy{|VP-0>t^*NK59*4MY z&o88;aPY1z^iXqK#hRI!jnYnd(As?d!L9hF!|H5f*zS|8tYRwJRxI_0Umet4S(vn& zEZiqNlU#nl`^l5~FyVcMoq6s3r}3t^vQ_QYouVP0_sV#8zW>p+LLRAV|Y_?XMznOEqbA2sc)u!vg?n00OdROa7m2cUmsmGIl?M=q? z-(hM?+)ti9efsLvtGd@hdpPy#u61>FQBY8Lf6|atRP^6T#}|ugqlfo(R&xxGh|nLb z3R#+PT8~jo)l+bvMB*L6Qk3OaR8%zF+q{j#c1k0AS|#5x7l3KIA=%t6E-vlnlo0}M zREti0X1x!)7JuHdCHmt1Erk_bBO@a-ITTAcnwj1w;{6lyzyJ2zOH||-;is&wj~`>H z(>!Q-qx(vq28`vUSdPe&a&OoFTzlrziC~=)ABM&GXxX^vJcngQM#k#|W!c$f&5gIm zpbnPBUeHG=qUN!AgWRBP-r>nR_pC6G{r&s*bun@$+pSs+T^~NYapA&UNl8hI&u@P) zYQ#0&=LS#s`Z5GSbKKk@J=yGCRvU<>!bL=Bww#S z8t0eduRc3mZ@9)ocjwDr9rhEvmsgMgqp)hximA~e$DfD=@kEseoJHX;?YE^lefz^! zQiK;90Vrx-Uc7HH5|_?+^yrmGj~=z;+NaAVsK#N(6*P$koYBQ~Qp~lpjOrhZ{P^+X z%7A}RP&^`!dK?f^4Tq9)UT~}>H87|VIk`UH$;oZADvMH@G^(jgx{-=ZtM?$W}1buv9s^!LCT6>TV0MZY)#u)2(Co$%~VP8jfS;-n(QeS_1>xBOL>n}0SdE^M4#i>4$8No~psilC$SX8p4@s%?rK`Fh$ zz?xFH$dk@ELku(o7tgRlVadGFA57^$3jsU;fvue4w%+M`3V}{%QGXF4dQ{7Rw|X_N zg{axJ9*6KAJ0^flRPW0q*W1?@hD|;Q&Dz0HraeW@bBK?j-cL^o z`vd;@=OrS#t;%Y;{H*>&M=st+#LF~{-@0%=4%KR+BhH^wpL%?CI(R)LD_KOLI$ZQ% zavEU0|JZ_rTV7?sI&c;aIku!wHO3ocow z;miBVRW1BAx$0TsvSujbq_vBlOyj&dK$GeV;rd#UA;_B+km}K0ZWtnQ)a}}_< zzA6vj1fDZ}Ki-6k)9^2gIwy4d_N(!{Wh3PFiqVcxPd-J)(}pagi5keM&X<0E^652j z$X;$ElH^PW%ATvsjRJZe@Yw!jjc0BsAs&?1pUXU4)IrT|=veZr`_luJ!rsTlgJQEM z^0J$_?l?H?5VRMP1RKEOwB9bp=}R3raA2_!+o9#nt@{eq9-JhJ0Y>TRaGQL-o3}K~ z6fj^S_xta^Q?-f*p6{#MfSt;~0##kNGw-@I4w>kyJ2+e3vlVyL&in9Mo!jR#kN)d0jNMZ>tD)gS}1mc_KsL@itH;(@emA ze%w;W0E@SghX72)Dx!6UhK5?w3Wl;aG3k%mG7nOMwmyD=Y0ebp8dnP|R zNe^W}8o7oP*4}g$`8OAk1${j|J?j%6c+L?H>b#3iwM~#|KFeb0_WXX~30bh=v7iX3 zSFWC(mHA>qLWwO-P_eXZ>mnrz#xrawCN}vXm4S5~wk}}U#_W(UWM=nH4M;E*k-9Ph zN_3InWK~3~t^LznwI3`dI@;?QdJmqudG~V9mL1d@X)&#UmEbHa+OK8CdwY8a!CTIx z01JcCj=TNV=b4d|xfM)#xc@wH%x3cy&t(CS?P^v)T%*Qw-5J zqAxw55OZgTa+8bX1LbGYaD8n)Kho*33=l(@86qg{xH{IHLO>~ zx;@Npc6bO8vS?`DUzVuY%MMbJoYw6zZ1&nl0|`A^H8-ohM>#68Concq`bz&}TUYL+ zvAQTJ=MnEw8yTP1uaCM=__Ya`nI#p@0fa^r>4J_CsVTj~uCyu$n*%(#u&9U;3I({d zB+dmI<1eX(t+I}ej$-8n3WpCLRt~)Pn%|9cj5nG|JoKu2Sqn4Gz(al&EOG2ugOahO zO&&N}>)rzYH*Ze4+-_Y?-iwG({a5UkCDCLsaKPFtFfb03Qana3!D=Zd?aRzeow_G) zxOT9^nS4X++w(SGUKXlVX=!NaRKF5%PJ_}ym0kMqNZ}C$1qCZlQ%>!%CFz!IL6uy) z)DPJL&D0Uh!XhFZ`qN*&ywQEiY)_O>RaI5H9{01%9sEvfIkK_xAt?9PydkL);EGnMRdSdq&#Puxe2V8Xs$(S$fVr&G z>o2yF7{>*zEq`{p;PzkQ*e)~a`KzKR71iSWtFND&5N8C)fJTd5<(vR${*>NDkke-yzc(>K$U&{=7F4X%GB&D%&xVm9U_dP(gP=msNQHX*yHJ7$FVb9La zK0B7)$p~r-utONR#p;q}#6aJ}ZnJ!eAAkCZhW6lZzuj!G0(|m*Efuez7~mb7AC?%) z4;X#&U-7WyB}%Y9Gz#Z4#>U3wLA*-PKkX2;v!Czp0xY+RR!9y9^kSjf=VOuXg9}K| zvvV3~8N-ny1+fz^xXiaVB3m_les^DZFWp(yu2-x=dVqWiKPU+0Lv*$3;eWAbb*5Ha z%TPi>B8)m2NmVgf%bjp@fCU{ug=k=v`qNKYRce5)>Z7DiSOqYAMgZ;fOr4po473t9 zJL}gFessiGmw5!~p=8_lx^kCI2iH_9|60&#b?2ZvQ$pER@88UC-6Krvv|?IddHuR8 zYL1ppD@YCskfF{&PCXydZ2xnTe@LbqweNOfm8aUh`}Uj%R}U|vc)Ut>I1=8w*j$vj zvqv2vyx+ckJH=-5HVwCx2oV;+ouhu;b3F1^fiqR{%F1*lkz|aoIci>nwkcKY*So-A z-(=VJiaXIFM^=cUg4un?wr%D%r0ZjS>0gmy3xNwJG}P45CxUF=kK1Aw%XTXRm4<;0 z?Qfx=YnEAPDJZy%qhK*LXtM!Wh?Wd<4H=smsx>lid%`WBr18kx+q}+g%_w5^aWzZ%JP^VQHWY|DU zNg0NGkp0IIb8HC3G=t}=4zn`J_N7lxT3@_6K7hY($+k|otj^+avJGroU~U%$1)ILG zuy8W>I2tq1Om*ka$z_Am%Ou_wxUAF_*f}~0T>LCmLCFbGnDqDe-rdXX8ybI$SLij; zUO?P&9}9kW|Cbo>Xy-KK(rey)YYXbhp@l^9iuho8r7JWXii@(3P&2U8$>cO-hm1e= z%b7YyJFt!VWGgLkiqWLu073jOb-{q-*YWJDGP%pDCvm74U+Bz<+HM zP)O?dZTnW6x*_3Mw#4ts%gfu~D`UX_GT7T4PU{YrNm8p%P~#^DA9me$dn51!Ysu@; z;nws7g~Z~vOmkmv@9tNR+X}Evn8!V8lQe~S7e3!-{rC~>*pq}ISNWj;Tb8K}Eo)D9 z7h2IZTSC=Hrm6Ag(0zq%Ny!zC=93nGt@T)orkt{n|5@XpcJ-sv+KlZB19o6?&r&J* z`m3p0(~TQJ)^`|Una?s^0^~tB+R|X~F=PieIK0N&0ISq0Ja_sQQ zOh3rOc748b95!EWCRa`j3`8tW50uu{@~)p>8*NT@9)Y?pKc=>@T;_pf`(TCfeZEgu8<;xsjNzy(wiH_L5~Q%JrF2$Y=Zbn!uOltoXlzKF@W!@Fg2Y}>=nGnx`Hu9W0f!F8LzbSc5kA?>aR$9cqN%oXOYe<9 zJ||Q*#1Ki@Ssw}4otC#H%55&mFROe0n}ILGyp5zvS+7v=5OTX z?nfueth!C)aMBQIQi1bc?Nhr`J^Jv-u3fvzpR)_5w_7PieGnHHZ)C6J2}RJK<8Xvj zM3l1ahAfIHZ_bB*nXd#a8Dl)ftgq_0s7Vq;cpf1|dFyNTmzBUO6fV9vMnsyf^GA+c zCchCiod-IV2))`|*XWIAH;5oG zH(|!ka}OVG-9g9K7L|#Rg~R*!*`Kqg6%U%8=t@k-Z3 zFjC--18i3y|D>F>J^M60Mg%$}KJRsNvi82k=|4F+WeD{y3~eEKQ1*iQCo~Gntc|biIE-R8Pb=fzD_T2``~oq-vE@)9~7H_yGI%F{ozib)c~I@hVE~+18}zN9ZAlJDR)%G`Z}gkwiBP-8o-h-@aGkU!3|Y z0%H&t&r=8b`$-%4x{#0rG-uHVH^G$}posy>J*~M`F9Nk6N>~_P`>D8C5NSyc`5DxQ z(?c*viM+q8;?rf`43cdvRSsLkmcRDVYS2+&X zF(j+)-PhmK6M8al;r;E?!b0wJ{Ho|OvFqn!JJo|hM--cXa9W$Dn;ma&9kmGqlpp@m zRX|moarsYIZht<9EYyK8td)OUHU4KFkMHu>y=M<7z5FXKNbDT9-v7+IJenMRBjnx_ zwq$WcP`9~m{sLxwO>NUoXy)L^Rj0e=EP&8t10F_A_7>w>< z`Z75;Cu?J4^QiyJR?B(KdNp7=jR3VCmV!Dyxd=oSq zQh2aYtR6K$nt!V@xo)z-hBn=0i$x%imv-0=(6n3BipnlGL`exEB$6Bfe#8VAT>%&E^j20Qcf(FK};20P**qzadT*V{0%);X;2_PD8`|5#Vi6>uIP|=0Zu~mwBhhF(QQ4r$EzTxr`~+` zqszA3_XP#1>cunG_6)H=Z*sMocg4+7%YpFTz&ykZ-Yf4{6-MR}zgH6oG$C z930ZHCL9auqy=~eqJPS_Jjy-`sM9o`jP&czrs;~-m!9bfE+FBl_XQek&y@p_{5Kv0 z3rOg*fXahtz!HBCS)F7pQ6e;^x0#jh_|ydnPb(2>WE4u(pz{Zp<#QH;|9}`oLMk|R z>=-)xN^mqt-nj7(mOTQCmnm~m+|~r#6GcLrG=~X9_wx%!LEJS zNBIc}dK{7<{)WKwVP$0^GV#g^P>XJ0#e{QWypMg$_Z7kX319> zN64ug8!^#rdO7;91@CUHG88)O4Qb?FN7%F4!?9noPcdyQTuGicT@CR{lE-={V2(EZ z7q8d(>#Gy2CB!j_wZ0!n^Z@cWSBN#JLn%fH>rcmNUk0Rjl8}(FjeVne^>S4GyK!sN zu{7P<2FR^L{f4%BS%OX@#Qc^?wN^rL%JECw`jkjm_ zjg2{kN^M->mu+47@!xQ0(=nJ>AULMBoIs4B9E5*=N^y&Ml(ji2g;zP;PmFZ9&K zmfsHH>l6Q5t$SbJ^8XVjqyx0rh>R|S z2;Iic*!q>@taSqrM*}`)oQL$i@wmX1jxHD}tnp%@W!?WS`^GQ-2ScgH2-%ct-Kdb7 z84#JGkU_>@8Qk?20-lFDF_jP+8cHbdKCPe6dCVW^`*ni7WKV~-&xxE$dU2aziJ&ih zp*+p$#=#Jy{hU-5CPHt~ZAc||^UuMhQZOrew*B>SQU473gD*8|YHBQ??5~Uv$N}k* zwQQ@&q5tU(yBx0CdItp=Ww5TySHIcyf9U1?E*X8jH2*K$x-ZgW_K+8UR-JnxQoqjT zSt2cxuXLCxsDRpZ|u=u?u#8^#|P*;8Ud?ZhPYz!oqb#c%9b^ zRQ}s3Y+4w3wb5?6E8u?k{!G`$GtOx$#V3c>=AFzWu6}>fisd)|p_|d8*xq3vl&_Ds z>)-s!Zq)y((3|eIe%{!npSQFoX}V=uPXsy9K=~kUSk{okZ4U$QAmUlo@?v9SnbC8K zzFp{gU0l2}KOW5o*cW3x#L>C{_&zEGObRzh3Eh*k>qsyVcsXHdCDGKKvv~j_=+xw- zSAM>e*J|lu`-V`C9wocHhVe|dq<@ZlJ-oY9ZeQ1w%2(D)98j2$K?I#H`a;*m#47R! zz>Ux^cOp7kWF$SzKUqqw89{YeW;^1YKL$g7Wwi{M%#z<^5N?w4=vrhB`5yHeC2LS5v56AjR$GW^~ieOIP0 znGytap@B9G&?PM?=^ayh+N8+tY40@Gv@JK&345QTPS%d#?;8&vhp)x=RBe*%L#cj} zk_f8=GUL+Zvra}sg&>Z}$;o&z0q^O?){aW+BSF@>@tMg}*6H)#j`YIfHzZy5cvwFD zgZXG{x;R=IQdpHlhk}9vPS~)}-e+Q95CYa{fO|mr#r;r_8{)mC;dfLf8cx>zs^{$5 zb*cJt1oDBfX8)x?-JH~c-Z|mA1Xkd(55m?|g@2K73^5%$R@l8?i9a}X0RkVkcOy1% z+4$z4f4=6;#>Q4Qz6d8bfDPnoGx`(u@}{+7b5XT#QHeo^E zH+KFRtBtvUo8jvBOO8U$3`HsXMbgI0t`etYb%Q_ST^_%4tdalM!?wPObnj*r1Pll)^ao+ph(*aPvNY5V!{X=`h1cJK?8 zjdPio$Mxj{zrq-B2_UuZ?O#9Dqqin-^(wJt5n)TK;zblhC;76@`ibvC!_ zah+rB(TN~(MGVF#;4jTUXFS5!&#(W+DA3>#S_lNh!vpsUSTAPPjqy0~*PtEs2M*8u z0Q*$}9W5*@yrz3+tvBnBw4+zB3XKPL!P80uJP=6nT{UqZ;}>oYu?~E~liZfWufg?n zfc(ze&&3wn+j1$mIrWzvAkieyVP52~RNC2+)yKfEj7lwTP#kFmCS@?Mm9@&>#xEwv0r;ZAFb+rI1Tf5!ynMAg3v|(^|v``EikAE?*)x zPOfW~UW|}d2n0m>u*5fZoR|`8I z)W4a74{8-sPYtX`zSwea-(DamLVAoE8n30yc%Xw=jkl4R1n?pu#_{ zR|caq2MK4mDN&s$>YxqvZ*E<-9B)$qzBhY+g8m?sp<5Yqb8`(y8q*1|LHU4=PumQw zTeT*pWqX2&@vX0z7bGhB^)vDq6VZ^^Y9M7%P1}v7HWJs6kR%kQyp<{8c5FC-e#tlM z?l!Z_t##0oIug5f8W*S}&Xdwo4CO}4590SWBPB`f}Ma~_xJo1%1(~pS_1=h?+ z&~3uNJ8XJ(XliS>`V>b>gl?Y))6x8x_(ks0rF$XkNSHh3_rZcZZFi0B@fhB=J`bsh zeWr36ZYttPC+|S`IT*HR5RU?a0-a(v*K$r=2ITp8C>Nm+^z_>@OzqYd2WBBD>V5p@ zPtva?f3~_j-#Xho)!W~%hfXIk%7X%1LI~0sZAv8cl(c9u>oFW2U?d6sCDo+sQeS_6 z3r!DL8FYJZyqu^$?ljzI*4byqTIFDJtbTS{o!Hu3_%18#rrXdK4z^HGEnIVQq-$kY z^@b`L2c<*F-2rS4T#u4l?jpDKcpXH28CU|5JWFo}LpnInk&jPNDi1SRuhAG|&s$p> zv6{H@q_|=B&0hYK@u~J6A1d9*Rl4pS%2`qN`?q~OwSjbQhJyY}LUOG`gU^lmXQAuY zYtYY#L(np^vrli)w&`)0`g8(0)t8ifj3ZtxOh!kTbYB0ELiHBwgsv zJJaqe({y}yeC)EsxC&bfYD~y)3)lZw^pDgqlD|6PUXj4;3-) zFQLgvI{1af#jUdkO8nm!({6NKjvP6{iH1Tz@qqgQ=rqJvF*?q;xwzG?S57s*tH6ac zkk0fG`4nWo$wyF^kx{I}-}i5p5s7n-?=l+3xu`o^lFc;Ah5fMvCI4*+?xUjU!DvaG z>PLw*dA9RTGGc89_v+r!_0iTRF2SE=b>qg^c=ckV!tB^@&VNh%G>4beF7J{q}(2KJbY52gVOr|D~xJXN5 z9vXKPHe##vARGh-W(TV;WBed(e<(hkY{n2L6c+eTbZWIt1T!B{gqevRKNhA|y52Hb zD^{>t_2yK;Z0g9-DVaJ8!E(g zA#d6{UoP^_x0w?yXl<3ad53Dk?66%?!;T9PtU$yfVj|WvA`N3)9K&<8F;L)1OcDtP z!g_zYww9J2qKU*YiU*?*nJ^-fOG5ryiwTFqEl-}Qhh1AaQS(UdApYZ9PoI(+h65w+ zP`Khkp|J+bPM>^)qTZUi$LlCE+=tjPsNqu;Z0nT|J_zd;IX-W+Y-I{Kx|%ss6BU@h ze>|8^yR2{e31y1i+?ixsag~gtPEPz|9l5Qesz{aO9579C&ZE>D$_EoCC+B))+Q)-L z4TL{`Z|ezh2?w{~2?O}b0hXyI`r;IX6qG!HLXsCY2g^vzU*C;AUy?0nBbNv>zx<0< z1ujK(7N@sV4>~(vb!fk2{tPDhe);j#-~Y*7ZP#t6D=w0@=Y`Xt-baOqt_7sls+wCil3|P|R%S(D%$gN;w<+dw6V2Nx8_`G|hva zann(fjonQu{1Y`HHo+@D2Hqp23*pUlnJyp&*@HVzQ5MC}EQlvr2T}ad2fd${^ss(>NZREO|^w(yu2lrmr2kpiKD0`IZ3-b&^MIxSo!ztOR+(h-)=#@ltPEi zb*vGsAP^Cr^(C|@WUZI!OTh(RbB|{fbWKt+N>`yXuOroo&cOco`O#)6jZWn0S`%zJ zg8M~@$K?4==sEs})RDv?OxitSg!n_k{?T;vVI)ptG3B?ot%9C;w^?GvCf(-7Oy z;b*c7)g=haOxaL!KtQ7K1keoJ>1W z6@hytNqcUzq*T^vxwUgUH{1$nSyIFN7ZRr);XyIGjdMh4(sOV5I`7(g{A$k3Y(|6k zQ8a&Lw_Wy8{Jiz`-MbewHC8%*SCVR3ing@yQCu%RXPjU}BNJw(iA)Ph6K2|G-*l~Gnuffjy$W@= z<+uFL$&4=oj&M_CRwU>VUc*@`w4Gm4)+Y8g71223-Ll=Ka%Yfu9I>CN}iU?&y z*ZNyAKu=Ww)cRK0IKFO>Q2lf1}wK^g@e30+s}RY zD3xtxSTKwAD_`2n_fs}J1XhKEXs}07E?&8EFrwQ#Ny2QOajkMItg$I?i_D?xn}*m{NSOzuRnjjnQGMDGI}lz0<)7HCgqL^ zfsD$!-9ghO?(^r*EBs2_E#)=Oa_#4-z9nWgY9po;A^<1|$t!sx#*meJ0Frg?=vOjM zsCND656r)L^Yi@Dijrz-{l%X=-puj+q`BjNko=fq(0z-MqLO68x*pJMs^-pdl^KC=u+MX#+PyLN0K@E6^D&lFuzxM?=scIla zRDMDYMQwe;Uv=+IuSolUL<}1Q&b4b|LhaQg>YC8=jHljfrC#2#`V#tz881H^U>>8E zUa&c;jDWlZL#KtO=do$Ak$O zl2RqkK9~#)OF}s)DNi8LzW1A@Ka_t{S%3bJJ9Z#fQvb2?YHIC1q6Dq*&yDkBMGvp7 zua9UQH{bf}55N9>K1#|NT-(Jv^G~7uFF*hMjPeF2r>q0iEz)I2@}RZt^}3osP;qmsKdLcH zk=f8}g$6@0obm*kCh02c4}>NztK}qwnWwd_cRR2I>ND8iPWj+<`kS!xR^W$nHS)cU zi?Ev^^tW&#fW)7MBG&o2DNNuzB_$%A!Vu4oR;f^_wZ;lDd9K|d_T^+8_W2GZOi?4{dwhv(>?Cb zcA3M)e_CGc8dS_eNyg@GIEiC6=S zJ%SdjEWiOeSIt)wI?>e00$SFn7Q+TZulMB8Kzef9o#}F7;&?Kj;FKF9@1Gz%5XuF+ zPZlIi=zjHsi$zoVUk|)3j2t)!l8R-$3`PYFLI*~lPxp7HYjwmv>a5>rCSZ~8PTa~y z!{@WiMzqM>PHdLUR13;E9W>14)`)C^p2#%DJ03M@6&3QWIK(DVss;Iygv4cSP0epwD%#vC zp#!W%8bfR7^frR3`|}JuwLVm~ln6 zTX3*#d1|$efrOJr0`9a+=xswt%k$Vs7N$N^9q zuSm$4w5VgE--#*geMr%J723#2#8BMEkD7`g5?c(_(YBJsJ!QX#JCM8Mk z;#;`srmpv^@MI?%^Ms6m;D``W!(nMg!p0^8O+z2ZH=vLD5Eb1W*Rt%t&vSlZ+0bbd zY9N;-&%wcC0Xv_3{XE<#rkAeF{km-%yMDUGwz#7H0>z+nbaRmOYoLY@Pppunt!*Z8 zAg<1(=UWaskO7tk46k_3!kB@!{+s4J811XD?P;hz*<+imi^flbyrtUB>bW00D~2si zmB7NxTt~bj*%L$bxF$;j{Oh{)skq*95WMl?z(c;84Q2C~a3+%|5d!9hhK_#Y#=36j zg@f(!2hp*yDO}-xZ}vK=ss>@+t@hO=!d^I|Pse5UT3{6}jwpzqQp*@bN?thQ;dTa24PsOfn4h8|3`}7evttb~)6m#? zLPOK9dU-K?4vrFySu38WMFWpYJlmMm4RxmXDH5L-oJA!cKbm~B2|5lB9e$#f`q(wN zXr${HZ_`on!d$R$LigVQHGWCjI5xh2|NXNH>=@y5Xz|WWm7Y`@O-66H-C@4HVrThr zgo)M|Y}Z3bEwb}?G=kHJj)DJ;%;&G?7V;5E3%aL_l2U8Z&D;-wwB`M{Pl6hmCC3rR z(T2vyiy?r0kx<)vIWfw>roY~`%c%-N42#EdG5?wb?t>9nZ<-;h^6V&oV9Xn|n0KT7 zLtNT0)ey&uihBJ?J@W`CAo`!YkCExKV#C7Thl^<^_yzfl1q#D^gN-jI;+YMunu=7lSq227R*4+wg!cV0En@e8=_!F|&tTHSUejIlxVBPIxubG1f<8OZ zsfP2cfyG*bgZkhM10!P%-YS8VI5KD(yuL_>@!gP5_QYsR&1;tur6MB}1|P)`)JYkn z$>vmYuLmCnsTr_4VMMC;Xjv8KTo9}2pbb!d6*7nKlP96b@RFF4m4#8XnG^LQmIi79 z9FQZJHd*K0|Nnu z4!)TESYH|7r$&4PyfSJz;>q)h43X7!pf#9g&|EW^3N>E$#vf({JI?Ch_A!b%Hi<(` zn0-k=z(&J*;OgPgfVyhA@a0y0eZ7!3>|HZt024Me5AlybeJCy_o5=svt$U!Fm^zD$ ztU73%6GE;zG=QvbSEjx2CnP1Y1@hX<0$S)zI*^0|9YBQmDUQm>$&EbM4yq=1Q~}Fm zI)7dfud0DLN7Nxcqnl#GRXUc|dgw{)p0QG<`j@O8P6wekx~}20gqId8jTIE0M@L8R zMSBJP2H&So16qKxcThM%hnN}9p739K>gP8MZ;iKO$B!p5l3O>>y@0%vWzuyI5;*1V z-8F+5v&C%G?nsQV#N2q&Xzy0k-|D|;(!YApKF_Zr^GWI?iW7N!oA${OBO*8M`2y>& zB0`ppCLt=S8a|GL%AJYof@HWAa65i`tsZHy;Iw98&E!~eKA?XGG=Rt)$V?jNwK%9# zv5s3B;W|(x$qjOVws~2{A4op9Yeh9W0Hke^3_U-v7T3d{CKO17s?vI}>LQUOkUI{> z7D7|v$N+zwLt|6=;>Evw6*3w-YQx0xUEbZi0sSAQ8j)gF!?TV2Y-~yIlx{M+8;{86 zy*xJEHN2e7eMaBr^7m%+oqesu_K|>5ve&pkgSat+oQa7^Xk&_A{q}OmoPDTGY-=*q3Y;u zoayV{xvc!J$8po9SoKpaOFiAVM6|DRa+FCg(d&qyw6bz63Ib@3aDmIN`KI*wb5fR; zsl*D3Rf~M{<_3l+p&`dW(5%+@y`--jdATLSG?a9&fI_jGnBc=aefsopb*Kx0J?K&g z6eq;THy~$_n4sLdmmaSmt~BIo-lcLn^k>+Z`1Gs?S}9ydUd#TqRWOtrVa0|Fsrm{HW$dOiVYE zN9+o-xxbswHnDEo_~=b<%jz6|r7#Mh4}DCPFyi}L)Q~QX%3ezHM&$AI?APAgv*%|% zQ|zFwD{jB_^%saCyQc4VP5JuN7n6ToUSFS}{qMI-EBG&W!^SIY&iywh$gcl>-?pxQ zhZerRCC`7qZ=1`%rm_G3AimE#|DUxIn=>}mnhV?VIMywlgF@#o!rO#0W8*)YUc|N|e zJSaQ9^SkNi^Ud$^(XeO0KUZry@o@Wsm7n8!^UgqqI14)w8O~HY?b$!w{gV}gjl$nX zFbtfm)9dj{9^d(`#%%ihbIvCcdUv1uD~A3UmrUeC5kZ=j{unYknXPrlKCer=HFX;@;b+NaNq zw2T|hL_Er^&o%s8be<_bvSFlitkLD5M@(A$q(i0=u7{`lSk%JD-vY+FgdNYx|JUvK zl(&4lG^zhwaBAmI3OGJL^71MB{LpmViG#|?a~J+9%1xAIuRX8ZFgWhIb4QZisDI0O zhm^?-)n%i6S0+{tJJEcPYH}Tyj$du{{c6m_>UKDPwKT9aoMF3?AT}2B{66*Vd^=~T$aty#_X9c&*Iq#pW(1}4URK;h0G+-&rz!#+eq;H?!S8(kdSw&ao#A#DW31OQyf=pwEy{J{kcA0y`}uK zItFG+tGDhLr|#TUqr|jxI5+l4bbOq?Mcc0qEklnE+C^O!iDatT^tk|@o)omOF&QZV z1yu$NVMrNRnzVgLV;CF?m0Rp!L37TZSM8hpgHKkvF_}&GEt($}_dnb4NWHGo6e18K z>sp_vA9UK`&iwqw0V2J6K50W%(CU1sV?Cfm;VR6Q%C4;vqx!3t ztfzIi!2{J5s|3H^7g@a`f!o(8DQ4!SY)tODGDd60?(o&fbC;X2^1@y)-Z8ve|MHoq z!2um5H6Bj}M8=**%v9I?@W|-#$6P1@DQF}~al?G;<<*d&#({z_hWp)V72j4@?;B{G z@w+pgr15EY?o5raB1TK<9pZE66gO`6#P66>Q1r$(b)-4)bk@DNMfl>cGs(t&`DANa z$ZkEu%lfoZTYPDH(0$~?9+jP3-BVVXcldgy-r6~zyv1Aa)Bv|3f=m}a2h50hh|!{l zIROI>n|ERjgb%@*4OTKkT<9j&*X~~4&r~`#9NctX+E{!d!gE5j)_2TtvHSkJ{7YTD zL2@RI0~R3#!FxM;Y!9q3i3}*YY#w@`7B(F4i?hV%pKRW|e}4%b^MKW?l)>V5if!9` zaq~TJ*0jNZB<~b>U_>E;!OC0>r|cNDI{XY`fd>V9her30-7ZLd{ZJ0TNSaL+%7^=;+LY!}Oh5W@?qZ-(2jCue>pb_(Mw;K1;Im~zw9|fRec9HJm&?yVtUByJ&F>UGt zSTRh{C838Dt1AlCz!PiZng__D6&>G)fvcFDZ&r(V)Q>S5dqd@ z_VMkKjTt8MKW}{-p#ivw+neDAQhFxwa7B>&nmBJi@Cs94K(8^eu_CxD5ajwm;^@lB z;c@F}WxEOi6?icO)(rGl>yJ!ZTqSXrkH)Vec&q-*gc%}=+@S4jyTuc^ivM+$oH@Bv zA@wn`un_Ap?n6lI+fYmFMLo!o=RAG)(fTyLF))Lg1aD4r-5US;z&eq*#Yxpy6jCR?~s#Zy%#dPXL z)asNEpa1zks@;Fj+-Kjwtp-{Qk7c<>AeZ@7bb^gs2eq-ohifA|p$C_H6k{Y09cq7! zWZ%2z?-(Nw*i3ASq-nmx^$Lo`8v6FbXcFpMJtp%jm^9G2Z@d%guPT%hSNBv$?)OCv z)3}q#Xhp5p>GS?^m5EV~vkE1ZPX-Eq*U!#uJIb|6i*6C${Nkvqw)$Asw6A4%MJ3&* zC0m2x&VwEQ95G>7Tiveq{(lY)gOFdCH#AXlxo2@_wZFD>`p}#)ct$3jh!ov@Hs}}w zJ^eL)%m#-V|8<($oiwCn)Z1(a0?Eh)xz~pkE1W#}%k2}fW#PIWA8VUWw-hw2P>)y- z?R(48H}Gk?+f{pfWTZraN4G=%goi2Dh9~rG_IEg%(}G?C$$81@;6RwlEv<`J;SMN{ zoWNamYVf;QYGUldc(lTO<1c9%kBgX<(#pnp0%<~d4IDf~XSva+bDN${u{HhBlJ`;4 zC_bYYZ=%TI7hztXoT$~lSaaUAalo@zp>hM5`|tidPIk%7_>2sBh|slUOd~ir0ga-< z!ondUO~WEWu_s_kREl~7Hl`D|K&{h}ta%e&~wOP4RtLR_JT^%lo} z#@#fE2titgN>dhAh^bkwGxZ4=y*kr3AT-_mFjYlODl@a2mJETAQSX4FnJe*jXBuL; z)f7*RFRgg-jBMOi^@7v}WY7tLlma7N?7K=g40t<42c%<}%BNabUnZk~GP$Pb|!riYSl2lRWR;Axd7ttu2!2*~xlsd(`c<_+U; z^NA}+9qEiGH{I1Fi3+u-IS~`_DT8s_+}$T}A1)#9@vQ%gz4wmi`fcCGwI`AY870v| z%8F2t5>nZ_l072Xt2D@rvO{H*O;#x@D;1)Q?8qLO$*SLR>D~RgKlk_Z`#rw@{r>rQ zJi5Ezm6zA+d0p3eo#$~L$8iqve9C|(hL9)G|H&|EC2b7I5WBH2THbo7y0PJ|sJI(P zjbr@Mj$9`py%8tT0G_DChtJ~mxHKf#<(J0a18yaX$s`!=f?azL`QP5X=kZTmXI^y( zXiQ!5g)B`SUI+E0G5@IODIbwNV)IUaI8@UQf<{(o3`eB6iw1DoECN0QPK~(qfcbvX zE(98o8Dq#^AW!SkjhZrh9j6fi$QCsrc1$VhUUvO`ZJcHj2M31{?L*Qp`CbxrN**S9V`;6ozG$*ZRUJG9`7mCYh)w1%JZOq8MI-Qx3HR@~?`C@MJ zX@=9>rKLFSyy6NW09(coMi1zGA}}}nVuiR53Ty(lED)(W0zjy!7>E?Q{dOf#KH8t$ z&CQAN@zOxYVxB*LE>}T13!$OAWnk_U`Xz_M7qQ8XA5AYsQA94Fhd@<{j}}7mwyA{V zWHZZT5I$iMO?aJ%!ML_zEzE~ZFf4Tzs2o2?({OrISJiQdt9KCD+t`bS&wC^OaFz|o z6alFI(cnFM@`QbfYLq^JPDZ$})e|Bc&&;KESl_*CM5H_JWapm2L7&8gltZE_D#|f$ z4!&PySdg6cT0?)@gt{hJb;!M=N0hDFGACeKS+%dA<}SJc;n{}J6$9w>@a04A0;;&D zm8KE2Tee)DVW_M5ZD6!l+UYQUHO(=n3>ccajz(=gnLHBD9~`l7)M`NFhf1oeU~oeu zZz`>-+b@1w1>Ggi;q^bb`lH)~@C=xIA1`ms@KezWAI2C+n3F4Amk@O?uk}QkXs}8g zfv*8N`BY7dmt|%ViRdl5{9c@yD`ETf2nYRi;Kbyl4T#W$_>*Na#3M5Y*gXXoyG$KK zh0|c|;bN9|b(JXWtTo~{fx;ggLFJf5Y{w*mHwTjVF7|t2a>)UUhUQ{kFSrzYd3moa z5t%?r`Q$6qj_!(d0=nn%^Eyfz8i@q&f7uuH2@ybk@&VE;ypwSAxSnAx%}bCxE?J2~ znVtmazx8Vm{5G`J*N-E#$-;#m-gw^r#`=0=Y+FJkhvIO=@9PtQin}Ew3QxFzuVOU5 zkl=1TxXEC#RVXeiG3#qa-T75YlO3BiBe~NWQWbkA=URncP2*SFmVl?va^nTBSn4u} zC+0l4c;j2;LMDon(w+q1tjdMNVKpyM_^3coN4HvAcn>taai=FcLvAU2!ve1H@bX>HjLwN*4#X$eunknWlsd>Z2Ai4bFf;2fBPrt4bI`n2>J{*I1g?B zV+ik}a-|h#1J~P+X6$?^r+n$Ka}!gyw?T z=#><3gd*}^8iF>?&05l~6}bap8yZ~ignaWBK^@ig6oMwh5jE&GP_e{hjHBJ4d5zks z!cr=#%1SCK=ea=P-&NTc<)C+)l6wzx?j6y_piKL^=#!|3?duK^TN~@4}F^nGCs}8<(!X0cI%wH> z^!9Csj^M~td%=cOQC)4W)P;orvxo}s=$fqpxlwJAJ1@w{HXiD%{0CqUL>SH!T^YS( z>U7;3!~kPtNb$C4HGk`Ce7}2d$u!O7<-$J z?TYS=invUAMw-;OZ%@4{e-In~?vBJdR)m|ko8~JD91(G^?tKBpJ53%;NO5T69|Z^~yJTv~}0b4xu|T z&|!#nmd^a_@UY>hK$|}Aq0;(jiNHk?A%5IqUS{er*>}it&p#1@q$ngpq-#TnbKM&W zYE5##9yrzq88&jy*$gO{KNNFnNOWp+yXnJ?8?8Rx*Su^+PfyPr0!SMA=cHL4E^3#G z9TksHp{d-tvvT;UX@uUD)CQ7L6C*<$0wYjtmbl}jRYewI-#*ivqLU`-(A-#u&_}x> zZ%s^1wSCKg{D?%|f0DiglsCTQ0`ns2?nzUU?!H>8N%#2n^m;jI<@x0YB}Mzj{r#Z6 zZJ)MUFX0Q@mI@2Y3}7c7{tlz9hm%q>XP%0gjp&{|`v~;Gp&(VAbIQs=RWny)bX6BF zzX!XFSacI;2#H0u1G7`_N(vsk5R07-7^*-9bWkyNmrzS6f&1{!+Z#aEZq6@#(o$)u z0@CPz~zB-RhMRMpbUUnp#B^hrE-N(eho~h zX?77qc5vK3_>rO#{+vtASyDrh9wi~@PB;!{R6JzeMxn)njC|V`sw420C&i|=-jRi| z5~AR!@U|3;<&8KHgHXm&-!36l0p8rPp z_kr2_+*C{9>pR0wt$6@ryZmq?Wk&5GpHl6gBA7=Ak;Y(TYU-L8{Jd;^8EI+tRNV{- z!w|YpeUp?I0q$l;lPX&LH<_eh|&IlpMLp_ozf?j`D#BOYh%PsWokutZrA3b*6QC z)_S}>YC?{{n~(M^A^$~X*xGsxRJan6m5$62i*6zPPp?r3HYG1si+(pkrd0*aPaWQ8 zBwcVDE>lHN02Jpzcz{VmW;pj)z!6bi!$b+)t;#Bmc{?^!6d1g@wT?1Jyb|sM=o<&Y zqk58I8YFWg*mJ7*;=hwJ^eS+M-uLn`9fIcK)#QKG;OND2SJ!+Zi!{$JOKNZwQpUAv zQPs*d<>5AcvO}fX2ndE^ie!O|)-U-(@gQ>q9~#G^ZOdJlfOh-GcT|*@n?N-MM^PX! zhmK$MoO6JrcmOaGC|_KCJ^K%H)eNM*jM&EfyI!KfxYn;#dc$>!N4r2@lZO_seOL|j zGkC>J!`dYwFR%I1Z*bJm8Aa91FKl>#f%t?cmD_{J`rzTi*3NCO5Pcdue*F;ImuVcn z^AD;ZP*^?(=3!{|{};lOu@t;~d0c3HvrnvN5xI62BsjS;G2(azloUl<{}_YVF&x{0 z8Laz#@IaIo32?0cp5E}be(szD&W?J%zJ|7TB&^v-lGBe=ht-{~QqNKN-FEf-#6CrP z>d8rmT|skgZ_LAUN1sJSJxKmcb#8Rsmg|k)7;ggd6ag7gseKyn>blhSe?tp1h#r~7 zHXzP$bMJM3UHZfTq=2vjz&@+!9e4}qR>76P5%4f+>@TduWsq9<%Mm^}%|pFq$~CQD zW?p3VzuQW(4_$SxQG<~qfC^Og_4UE$K8LD=jCjD6XMf@kR=I6yodr>a9x_!`Qc`QP zBT6`wS8^jb8nT2UP;zOKW4f@mp;e)v0X)I)3D2L`G442gE5!jKu2V3*xh8#zH7+q; z#oA3cQAm|pNnP2OBjM{SKG%#{wEzoeQCY=#uEE+2F}kfZ!{JAl{d@pumKgV-)G|%a zK8*zcXH2j0XO2&8fr}H+mA$}ZQ=J<7`j14?#E3l{XZDqjA;+DJDp8pMRQ*3g$N5W5 z=^|+ei43m99Y#4{za(#3wQ}M7l|^7hCcxXMd}|beC4{;bnl|##ZQUx=(g)sp9rQv& zAJT_aB+{^40LNZ^5yvxg{1$NXA!D#4!|^xah0oSW$DHfl#XYfOGeawV%(1_dV^5&0@E^!Ki(P!r#Dw8&$a{cFK^sM?keSPbpxc%VjP#3Wd zF*gWgKq9Lv4^Nx80tm zlv|j4&aS2n)?JX>DA}vtMVNVeY>Amhh{t&-?+DMd4{C4SX|zqrRcR1S+^Z z>|8QX3z_Eo3qRx3*nwB#b~uy`uV)+5?poqt;m$e@mPsSNd#U1Ev3lbHrxyRI$%qSt zD1+)ng)l>LqEJwZyxgwXLNHlEze`xGar>o+1k@1}mk*bCxw-4{HWP^q4#N|IIS5BL zes-GwkimzK#L#T-usYmB;Qgov)&kqr0HX`mW2V0$--RQIG7D_yt zm0(pg*X~|*SaHtoUbZt#{Z0!w7~wHbX2)1R}y3#Fr9w9?l|htks!OxsO_j zTyw+=YoLk9$DkJ?-gl^r_VVy7F@?0X&GQJ&6HK0&Ci7P?cZ(w~#-u`*uRyh*2!Z!r zj9bIHD}r%Ga8oZY-FA~hkdG2aYX}PcMc>#yL-U!t)m|&jHCMNcZYxuM?;x7b220In zAxCkJkGeDd!||1iBK4?u z2ku&YopRw{9Jkg-yBovwgd>DXkvvUK_BdFbuqZg#W z!*&6|Lj-~0<`6N`1ZB4$<>6Ij&oh%H#mmKJsw_s{?=zorZh3n_%&H_PZy@o9ii_e? zbHD_V&8mmi*wtlr4A> zL(jD>9aO!Zd=IO(UCQ!EnVp?@{eoRcH%h{AVyQWK2V6Mf8whtPMYw%JUU4JM3xta% zWAL||3*8EJoX1Z@pS$^pQ}`LYrC%4YXvc+)O_Feq_EvFs9Aco zkg%?j)iJjP#}Lj1ZrLF!`lg5f#c3$NFqN~&ijU{4g~WrH8R2XuJ$iH$N^o>xlu>^J zK}iIYcpnc>b=$?}WRTA>imMUkcR0?mfNzmz=@4)L9igwIV`eHiUcj@7Wf=N{V6zhO zd}`j{UPAG0`>LLWn-GUSw0UIIS@W1xq}+($*JFcWn;z$h7{AY8S8i+&5UIZP+17F4 zj?QT_mce^3-X)n#)zo`TRfm@(rW!9qfr&%MI{f|Kyh9QTS9L;iV))b`f@-TdrnHT^c&O z=;G+MX#e7DjccZ+)0rUQ5uJkV2XFoE{fA9+owqBgki3ir2fE~fWynAcoa26Eh9J!`5qBRIH;b}+cq=hL9e>^t6+tFp{dyYZvyoXYm?{cLkv z_0P*uP&EEwvRn^yYYlz^oav?LMsIe>zks_h= ztjB3GtGo2Da^vThq8wRA&9zhByHIOf4FHMlZ$ziKYmXgNw&eOl#>+Z&Og&q? zkg)cKOjKAVL&-^jV~0*Hik9up zSAD%%?|3Bh9%kZ9OgIt=kq;jxtE9ZPPI^gLVGpCL5dr>rn5^#qSOWD{563tiO4+yn z#aYwO)N3|OmlPjg>?nIxA15DL=d`#G9KB2?g>Fk{-#4QwlrttJUo)3J$FNvTx8c6z z(QWm6&+c?8H^w{k?WcL#|8YB)^m;=eN9QctdCRm0^1HVz#eK7x=^tAE;{AsHW4R`$ zlyr1g*_}b7ue_@cvS@njE$VnwGTTEx&&spA@oVzVIfVwA6D!yBH?x}aC#q_alvnU; z@tM0bax!r$qw}-oV(M!)D4o+bwdr6rFOk2pW3Z7=W7)4%?$iG)GDVTbA0DMq0~@DS zLPq5}5skAJjUiQh zMckjs)IYQ+fj5U$`!nzzM;>!k_j-~3?gaVJQRW79JF21N=ZQ@EEN_3iosgK_yF1C` zd35b=bBS}wBV1n7&35zkf(L*8rd!CW|7el1p7QyE?tSkWjeGLRtO7`kj4eea8*httbJdCWqn5_v?ev8yuf@K5kE<#xCnP4Gh6mSr zDykoOM<`B?{g9}kX!WlNcu!r!T;Q2zf&9v!Q1JIC#*+bHAjzg{Ad@8w9TY8zpx@&& zL13Z+n=NAN4Zen*hfz>oo=8&a25PF0FCN%3h169~*+zO_nKd3A5pme1tnp&}7QMxh z$B!r^C`UIZO+}gWKax#vuE+}Hh}@n0vA0B7<7L{TFS)Dh4G)}B-6d_RRAcX(cTgw4 z<;$;z?GzLruc9>FyMI5wC_RL=@kSa**-pYl?K4c6vf=TMDlDv;apP)6-@*ka4pQ9A zO@BghL+EjE$*{X+77*wBdWWl~gH!v~Ze1985K#n3Hme(NLCXi^omf&-^ez*2&;9MN zy3^I!Ps`Q5cg$wB-r{dUPqFs|&Nk@wd&Z4hrzFC;a~)Y;_!*xjiVjp&`|00a!{{_J zbH{ZuqGLBFXZdXmSU{SU`THYr+;!yRQaia}pIk+I*cV;B`?SfdlYjQ|%TB|Q8_SiI z8UWA-Is*hu=R%Bo9bSzJhw@Ps zQ-JiuLfqSYq#U;VNocKWValxCh08e^yVw-GI#g2MwWvqe{79D6wRg3oR#==V@0mNi zdftA}@s5-IeBaukmp!i+!{(m@$luM)UG*9I)u#aY@NVoTtx4lcZ3s9h+6VEvcCA(( zuO!{?@7K=zoLt0({Yl0wgD?1)m^@DrT8oX|gPd30exe^5CLrEwW7%w$?lNzS>7vSD zR+1^3V35QcbX>Ovb3$yqly#XSxi zQkBEajSRF*UH`@0eZ>NbcVX=oF-S@VQzU15G%|z~ z$ORN1b0RS%bF}BljbE!N2bq(m{=}%rmRpApV;XVidkkqMt?b=GLXD5RUC~R2b7~Nt zOHg?D;KvMZD<$z!EMrho~VVT%n4# zTkqUS2X|7^N5Y`;BvMKCfqXHIMnjQtmDgV`z#x#1%)NUd%}N5tmQ2@mgoqP$Vl&H* zSGQ5L<^Hs^@uqIfFL^cCI=ex`X}j*e9}jEa-8`veT{#U_DSx8V8bV*cV{01YdGBa$ zDYWy>vM?BdmK7NN6N5BgZ|@~i1~_V1r9pUmsX!%FCXQY_5iSyRHt@=3wRcbdFZiFC z;;DX14?$q)0NR$Ie>I?;f#wqzU{N{3$OGy`*aHI16`E0OXQTf;2E5Q(N{f%229kbWY()|! zoX@|rKikdoXgg15!Lqr~S3#NTTPLR^HA+6#wC&WDjhql-RIe(d%t1W#>b3<~25;MQDiQPdqbec#lQV#2)F zv;xfwj_xs7haAHaei*;g?j|L`IKL<-HCNGhs=Gw|Y551Kj%AzBL9XXml$8<{6%{*i zJXQdP_G^Wkdn9F8~?`hf$-IDYsqB2YteW=-Jn+(VcKBbBD^;J5Jr>aroLpG zZY6>=tK`9ZjjT4^A@R?|Y#0l3eDd4gl|POjIV(U#nep4x$qnzETH85`wbwVpL1x%W1wMS@dfga{Z!oE&N@0e+TWPQ z*4ox)O7{sZVk=nF9&!G;2}k-_a`LU9AiCDp*3OX;N;fyRl+oKz|90Ve2cZrP8`cjW zK3p(2r^I}fEb|t6ptkN|VHfj9SPopE_=N?PdD*+!2BHcnB|FkqJND(nhmB}X2R@I9 z*-89cLE}qMj>eB510jFT&aMlV3rw8>;9LSGm?>la{(&DxOojX>MiP>KX6p}+1p5_+ z=Zu`);wB(DB=IENXVI0DeX-j*cKl+rqMo6e+sJly_CVs)W zh>wqFIAVVwc)z+kF`^k z3JPa2j4-VR>UM=SO0m=jXrShz5tk895L@+|2Fcv77;? zZUN*3sd^*M)j5W=BY^FTG0Vde4vBH|Vd3HI+qYA|J?{uzxjw&+?%PRc={Xud*PtD-r+y?b3tfkj2O}?1N#CG!Uiu zFxq1nyli84Y6_rqoq)(so;tObe5SaJXIH`9!9+(E(y@r>TtR^u&lRxRu*CeQ;vet; zy)f2Ue3jPudLqXY9KFYwcK^b<&#!^6AsY|#^}@t^bWJyrX){xfoE#jT9lw7G!Bmh2 zlJ@Dt5|~RcHPlFr9T+S#mcR=~wBu*bZX*4(u$653Ff`i;gFEa--HYzjXX}4Mwgbw^ ze$W+f68Wr6$b$!+0Den>1S@m?q)?uDg9Kq5a!rs1<~me z8bD0BLqL5)L8j$+Sy5NF86Gn?vam*AJd0PU_F|p4;)fpLx@oxQWh3G zn7Fd4QW(P}C9y@Ux=Pnw8)}e`v9@T=S_fWL-~$+Qe1y?eQ%lRv!-pAhn>7oalE+Ij zh+Nw}+Md7fOK)%QYD7WQ0Bc>T_tWo$!(VzzL5Q{DuG|+J>4M&TN!e@j`T;A=9#!={(#8&P z7c?&#A3iuCJGF&oKvL(}o(a=$)Q0pAo_x5acYUL7{6oW_9j`-(7uX|^nf9O3i54^u zZ$9LFIx{`J2)l@eo}TkdZ&w%lGu^p`>|NTr=3OD2X<~VPx|-$f7AK|$p5RQX+UT&m z{I_efl!J|({ory;^H*L;(@ih%xK@PAok~GP=uG_`d+n897|jb&nrHR zyD8o*f=fc!VSR5Stb2h^Ps)P}LKu_B1g$q%Vy%DR-nz;)(fk!f1~ z9T*79rj{X4^TD>}HHdr^*Rk0yK*F$=it0{6!k+7irD4cvFBZG6+Px=X?)fhS!cyFW zeCU4pUQ)V@R@U2h@0L?!&#ODW+)1H^?wFi=4fI$3h#K30ia+N*bchyGzA`f5SjG~b zq(!JVHqp|q*tTt3c31U>52ff8Q7G-Aae=FA=z)vN&CJbr&7*35^5_u-yaR=;x>izj z;uR}!t?_&z<=WRYZtSeYgMN@t?GzB8qc{NSE~+`DkL^&Ogbl%~WZ(VHLjdddYhPnRR?z4pi#~Z#6B7|lkGcCNCGEpv+(ydt-e+Bgnh$J~Iw5guLJR2I+)xV$HLGg2 z<66OWIFRfr9~hsAx@+ybDdSsT#J^LN`sK?vx-ml2A zpWb^MA8Tz6SU79nA*niHk$T{a{53Qt&j!0H&?Du6^bN^XO3gWW9Ve4*h5Q3Q`VYFA zGoF5x?NYdd_m@eYiO02t`i+l&zdbN8w3zw0wdQj=|AU&Fu~Bz^F@LoWuKzgyddK}= zkNN7U3c0!1*>B=c2Cg*db;p*gtENNX1A#xz$xc#Bv%$YOxz)5JBn7j~~Dm|{_LhqLN zJxfhAI4Z3U4$AA+p)M;W?_hM4CsP4CZ>9ON?WbIqC6?QxTB{d%dZhlY5XlFi*W;ed zd-?J(e1duQV3JRFT!_x**BLrUZ4kpaXG*+MQn-n_#D{@zIi5=(M+8(4U9eRM5uFdX z_M{p`#j5U;n2K6;0QWU!YO?A&kFUZ9>={+fY)7{qiQaO!n_r!wyDMeXlEaOmO5RX{ ztbhyQ>F|sRoDynPBbgF{EU;yJsE<^=4?yKsD1EOHv#Qz$y&4cJ0IOHGY<~U znmwC2B(T4H&f(tYPfbxfnQMI0YPJOqvPIvw2<;c8Ksh)ERy-}7Cr_NGTD!K0^b)I^ zahK5E^6=OYc;FWZA*T)60}Me!W!goHp;W&&eNeH+{F?=ghcaQKR@!xy3}QXFPF%nS z)+YCiK%TvU>-jOx#7~eBgLn!BfFu0;`Sa8}A&b_daDS2JYly>cIHsky?mAIh$X#2z zabqc2f)?1?uxI*&AFOZG4v}GMwjYQK`NsM4ZKmCKoz?;u&GW999E>f*_H04G{pnLK zWNvF{?-zC)hq6*-v_K$)Dl;Ra7~_?aRm_goKVO%cn!0z068xvo&Yk}7K5loj!rgM` zeaP>q+vL^;8e6AF>IErZ$*LYhx^p>OQbaxP9U(Li5+SLn+=pje)0GaEY# zggje*9mSllUo`x7F5KljfkbO(ra63_0^{)seF8DO7G|=MrK{J5*evH)coc?@t}!pe6^p<~5+xIs7Vr#@eK{Mi_S$}&9dp-r z^`H`pL9T1UCV??wT6x!G&ii?K7GcWqXAxU$)xk9yC(+)%0U$ad`wEQvE|@f86BXCi zo{O0z*06b%p-dsT@t>6E$t0((u&baJ-3xA&O#^A?U znk_TiP`Jb=*`BJ6zm{@%NRu4pl* z_;bz>1DlNWA(`8anoN3xgL**E+S_nrBR=B+96}uy0)Q#-Zt3ANynsVP;a<_ZXZ&FH?`GFDG{&w_b}CYAbW028ZXSH zPoBEL-T)VW>$IXF3M=D8HA7f7fMC81iGNikZ8 z1D9&O-CD}^1QL28{T1c{?xlCY5~5@eI2Geor#=C(>ggH>Or}8cu?q87-+y`5v1!LV7Q%0>O{8C2-IKyAC6|n4{XOivt2awN_KF9g$nwkm}PPHiH!2I44 z?L4s#od|)bGt)3$r}HU60J?y*0n1Q=KEo|?=OWAl=K1`rJufgM!~@5&8|6lzIR;l? z2<8jvMHJ*xQrTRQ%+Ub>J9c~E5;9m@FJ)}J2g5P;G;uDLP-_1^dNi+~xs(@q)yA)D zsIHIaYMyh+GxB)-Q#mr^RP?{2G_*@#9@Dx3-YYgc&@B3DiZtR4sjz`KrVR0-QJJqu ziJC|w@?=Xl#j~Kbifj;fuGBZ*e8r^tJg8_lNcXOS;Tv<^U6 zFbpO3l}aNpA{h=DYy^C^s|9o}%WrRKNEXSvPzCn&z zhIbQZ!%NRa&$#F23L#S7fmoy%a}h?x!B7%*`mvv+_K2xpQ*ztSJB$E#@B<)AXl3ac z83C^pR8;7HeDCl_N3jUF5^*xk=Zr%a@glYezCHPJ1Ylh9FF;zY*JLIeVJa8polXLk5;Dz4yL4zo?LqF%|O_kD+55>qY)P2i-%G1>toRO=kvrupH ziOOMI^-%1uor#rA-woO8B*afLvHdtqb0OYwD^Ra)uKW*5fMY-s)JPJ6TXm0x8(wy0 z-oqq?(G7t@RbSro!+ts6>dyxz0m*EW4$!o_yt7kVUi*1Q9UZ~rW z{WSH@14A%s&XGK~AW(Di^0R+GMv8hBq_#HM5*u>mc~({_`X<+0qX;w$U3=j3!a@lw z8}$YlkyK!r29HFQ9~b$0I$~FX39FuoN%MvK&avNbit74fK=$&+Xv#a`8 zFFYvRvv6d1`{uh-o5;EdaF8`eJ(+<4Cb#EtGj#!CDuHx;C5C(7p5MjArH91W)5k~2 zu^OBB0vUN)k?iyO$1_xSz>MGj!L9_U1k61Wt&BYX6EZXzexU^^s=#_+4>S)~Z|_>N%GvJMjSsF7?4x?0RRj9-d$-Vk ze|5J*FZ#)&SgkX@t5nf}-rN7&gR$ZyP!5v-1^^mOdCY+`{0Q|#;H^6Z z_`@Y-^yPWn89h09dAbKK&d#63e*iTS@r~mfKtK4AGk|oY4q7AKacTM2T=G;RGPE=i zncbi7@DatH0OPm|2X!q1shPizj}*Ktvr`+Jo0(8mmm@NcjeV7*C_-z3^fQo%Hwv0D z!rZ6?d}7_=9AF>am?HIg_N9+z zfdMDv;hqQ~2}k_VyMU-~H7udE@9;{Vb4u*i&AYY-BT@XsUFHDwPzVYNzQsk1=@eFg z&PgAwH`C0edXf3U2!JPQx~t^(|D(B4zJ#SQ z;q19zg`J3W1vL-_Ab{Di3#gjAahui4nAOML7f{moR)wswn0Oa6$?Da;vb&f%i0*;U)%KU;o~su@V=?~)hJD4F>FM1h6OWIShoi~2QeVE}s(C&b z?(P$a^+CUuXBC{nw~L4{UCXbBuJ#rQhUp{Nq@~2^(lKi8@|7!T(-}1rvgtGag$HIl zBt9<2(1t$mIhZ5OnHbdhskxG_M%2Y4U1!ahy8jA>k#t6G7A+;#kbA-Y@-);3j3;+p z``y2?ccj2?MdR<|1~(k<1|te=l3HB&%LRzl1Y~$hR+e_*zALraS`0t)!D+e#g0@JC z9sU7S5B{(na%5)G{7qATd3fd!%>Y~UPG9QzhfF(3o)S=dKuG8$ zI*lAXK(1N~-E>E~(LowV%sKszVALS#Y%i8%0f(X-i~ydQY&fW{e+Om5gZ(t|Z=o6F zuink2j;Fq9|4kcoSi-`TW6MfQFTnQQ-5i{gJCTvvk)>)?(50Vk$A*oJQfNl{zKX9k z-)Sr9jL&Z94F@e~3{xlfJ)|^+>P;Ba+?uD+2e^nx;BJoe-~FnV7BloqF%waV19;9P zgNYsP?4-DI9(CI4d?1mwnrCBqnBDR5+WvO?>RgsPb|xP6dh?yFZ_Yk+ zG~CqAR!igZI`X0c`*{sR3#-Fa9jD6Oqb;`gchfS=m~Rn$D05Wnv_(FTFLacjL&HKt zi|Xr@#}w|*Y@Mz|@F55}$?`Tb3#Y5tz?yv%X+gpX>QU~%qUk4A$v;tA+ecE;XiWeQ z!+-1H-+6CCLlbb05x_bI!&6WoU11Qm+zw9$o67J+_Sz1&h3UyjNvQ5uRp8>G!nEjO zG>(>0fE7soA(rP3LC!Go*8Phs#dZk^HYnYM9jA69)OrBBKyoN+;S7MA#4C=wk`4|I zd?yGQL5=-?m5ExT(T zCus{IkPXbr%gblL%z6q|vhWXE6)Tc{e|Q7UeaZOr3~rSL+x|V z$q)I&1#AO|Fm{p-C1B~tND|YZKi@nI$=xl4Q#xSl;-psm(jF(f6%eju`V|?Obr_Z9 ziEthRgJA{<*CQx*Kf>Usc)#w^`oQ&gM5Xv-z}a?u5eKw}aBE~+yoF?um;rbLxIm>K z8hc3g))6=6XFM2|5EjcRsiLOg_tvS#viA(rnTn@71ahTD^t8<*wwG4WJuayFSeU=T zEPVIxQ|z1Xer%{;ZLV!T)_nBJH~NsT3vGtNbkSa!c6CA34T^hK|FVB@TY^>p>twfG z=fx{`H|Yv(9PPhTV6J_^*dlRE4QaKB7D~mt@X+bPnl|M-38iYibcdPO3go1LE>i3P z+l^n$i4l;5&tc+nu^|<-BVu=$mw>jqaV$F%w#058p5QNy=*AIr-N@)!arVtqTmO4j zTD){i?L{}e4BLuB*OKIDU@KmoX)ACM)p6*dE6%}RbYZ4CY2Tn3yozEsFE1jzXga39 zt7&S+Ao`}~=AOKGaR=(YdoWL~9i~RWM;j)X!xGF3Qoo{nIfm)z7tssI?_(y=x1Yrk^4!b7-(Z~$)3kV>w=kEOWZ6#81*yFt)*#JzH@02-mxO)LKc& z%c?ug?BQL7l7tuh3t@ptQ%&C3N4!P_Nh>KmP)Xof zu6krr{sw(qbT=PiKxKMPjx<FULGE4b#+FZ){CGAZW-BL zx9Z=U#h*VeRsTMxah0S){`TSFVOn$nHR?%GM;HynU40xuVeRH+=m~E^*ZjF3e*7Ni z6i`8bg6%d2J^#AEt>C`xI<&U_8`x4vS7OjrW6HS|i-8p@N!%p48!Gc+Q`DsELt;!i z3dCTbvr<>LV{R=iMY`*v;}M66mFWCE%e6iYtCV77kYw9y2HV3V^*? znD;a?sSK6?U}JYir&tF^$4fXQOuJqq$|h*NAwFDWTcA}}pPHMoFKr8_jEl3>Vpw@H zw_Ghw@alO%$#nmHt;73mSXe2FK1j|V*4XdOn3H-ffQ z&MFbWGw!8(c8c#!(r#Mt;Q;gI2q~gpwbv3mM$i@h~01#0> zST`vFXNC|sEI<=WTPJ?Bo^1_kTtD0c7eTe_Z_eIFk|bH1dJp8JU6`#Pe64>IzE_z? zU*E*U3rX_@9HdjHPMsA#R83G#2=6Zfnl!2MBMwmnPzT9^3iQvNcF~}tX}z#qhGTUc z#y52ZDGl&eT7X$j3EUA0fgxyKF(~`#=5bY(0O<<*!WOE2_5h{D2laj74z3GxTgV)F*r_LU6oiQc7;HaNZ9e(x>yZFriV0RZ6zp+Z9 ztn;Jq%bbNVPw1u5*WUUQ2ziumBfAZ zwYxj!``E@ah>3(G2JXUkFb0u$Ar9UE(E@hy?pDzAb1|&e=f~wjb^${-A(u*|Mbwlq`UKV?TaKqf3}oaAjKrK%(NgPgREI z*Ka3<)aiYYlj^T+PB3|yle0MHem-& zGACaU(@dkP@+7NV&XK;icT*Tc-*?RkulHwF#%C_L%p7K0*cThgy7S3gFajprw@$r7 zDTw_16B<9w-S+W!Zgqz-ZT2%XIVBvGu;VNK;2Un&eiV|i&ZtmO%MS3dcbE6%VI3$! zLqoUk-n|yNi%8ll^stQD^0KRkb}i-Z$Q|aWN{p})JNWsPp4xjv0$d%jS*Sy-`2r@RGF~4atAL>R3q9jIV&x?WqmI85cIm$#1mI zVU-tFQ@>!Qs^Bv+cz43u;ew6IRC&R-M);VU`9`|oJqsISXtD8Pumz*=xnX;!l23=R5e!p*;g`I|?=xG>t z6wH0>7?!?y=><;8P3%~DdpG>0ZH^}BZQBx}d@9FxwCiz&=b*xdll$bpe`5MHpCt{R zNZ0v^(0;wk5CB^)I{L)6rf90-84mG1Y0k8``ccb& zvF7yGC#4jWd=%Zc;m}IQ!-Jw5>&{xF9-d(H+||RXL-o%(|LcwA6-O^y>UWXn_4kWW z_@4*(_YcVL|NDpk{xtsgf&4jQ|Ncz=|K1^oT-F?2+SqsE&hMAjk7Gc;$Hn6bU547m z47HAPXI(bkr3iQ{TtNVjKVJdy|2jF{1+P|n>mKYJvhe2RvXeygnWK`4dv}_Ths&TV zWJpGsCdBK5`*{}+sp+ElyNo)6wVP#6UgK|$<^LOY*x7CVFr_^`zj?WZd(e64jh76! z&rzLt{PXEcVN0=f9+v_G0u__LTRw~G33;F=dzt;XOWViXNbiD@Kf!^#RHEYFP;qD&-MBRV=h^t=j#=b}EjU5+Km@*$)u1I?>Kk`-9>&=GWW50%k zay;~rl>~k5ot|@>`M9%?!bY?2>o;W1c?S(PqP*@@Iqz3c@?U{BQT6ZZ#{JNhee=sy z#xm2~y;l1OdHJ6XO~*LuTsF&NVcd>Xzv0DO`=+w~`G)sMe=H2|X0#m{b5>QjW@hnp zGW6{jfA#@%`TiBBq^AA;#^PYSJu_dq(uTKES=O1wliFeja+0_-MAYl^MsH;uS-2|3 zSXj#OH7%JvXud^|uf(&uiZ3T(jbpY|Y9r&Fe??7C@js&S`y}OOO2`|Jw5$;N{V^pel{5!{AtXyXKP`PLh;dP z{+^!tp>Q2u^HkpXSc|c|z#W~!9PE1A7n8fFCGVc1`FjmsXK-`7+lgmfGC7x&{ZK{y zHUrl$xw5+wiWg0d-HTmw7;0Z0&dW-#=qZ(Z_#()I*2;J{Pm&U&q^7Fr>yK56hVO6S zGW`nA)(0GpO4hcvchKLx&;kS@9i0KKmseLIy^(~O(Ki8<)`Y%`iL|8{QPqiAm%JJG z4G8HN+$B;D+K+WEBjrPyK)m=jwFaN~M%jp=_u>iLUZ-AOD@=9wEyHdnmBYfqkAU$T zp>kMF#r&*d_uaQ2Jxk?QaNx;sGtNI(1h2Y?5UYB?sO~1f{p2LmyiLpk>UIPY%?cAJsdq}sIG zr=&h-UHP@~BCO=szKa#QDuKsog|th9O66o`V=`Pr+n)+hY!?#R3PyRrYx>Qbm!ow) zM-_02i)qdt0woVPgI&-B`x#~h%P2@41ltoYFiMiN`_S4+hph|9R>z-a1ll%vDBH8} z$5c%t;gqyU9qiFfnw?e7Z}f##(tK#ROWnuln&vJwp)-``N359zE%2LSNnBNCBC0TZ zIKa*(v&USUozS0xHSl><);ZtA4jWfXP4oQOcFLf+yK9JEtlto6HNCi_>4?~-og%MF z-pIZ3r&pnmx6gRR^-Cy;i-(7*?D@IK&hN%GE7{OV-;bOY5`|(IzVgr2ZKHr?sXq{l zOTcsvX0AN9c#%!ztIbC_^VASd6dB4_{qfuNbOorYl-WLdS|;EBv-{3Q7@}a?60Iz? z^7`K+yKBQC+KtoJ6+((DXcnV){4~>|n6np^RCe`CxV!dofyK}7vf4|3ap{uk#^KKO zhZJ3p>|i$;#)JYe$FGxtM2S&AJ$3-xN0MB3?s9A@(A4MD#Y2zwXltjC~j>ETrqR(THj*QowZ&Aa`koInDLqVY9Fi!l6Jrg_y`*8*OF$r@MgNzlo0SHavRS zG2zNm?&{Tp82x(-(92`|ny$YkJ%R=wU=wK^j1Q(DU-Y-+@;bY?e1#?j0Ei^VW`Vcj zO13P*!TQFI`Dk~K*U9q2bNJ}RNc@POU{lgCFc9`OX|F?>cuYp-ZtEg9H+P0X6%#nr zr&GjXs$5LQ6*_~lip<+4rTNMS;fBghmdu+2_&)Zk+hCInx4qg5SR`oHrxbjyZqChM z(YUNRhOJV*2O<}glJ_6@j+mDL0y+SzV;KjaANH7fJ-G0?+_ml5*So&Hw_ykt+iLdi zX}XzuHs|wKk-K=fS(2?H!^*-Krao;i&au8Rs*HEJr5gL_9I7_ zp%i;C+trHxgV2@sTVM>F>EfJ)xNH+P1S+)RAA{n|pb5YlX8RW&v8ZjQ*%I@pnBN~q zJUlTE>>#X0xxR73^;W&uJ$VK1=1MCo*AZ$YxHQ{7PpY#p4^evX6?PzC8kZl5O88p$ zLtR-c>ixTSmT*D@)$cvW{FwTQ@~;1>^qCza&1LfSwiEIyHuNb&;lf)d@p0LI2(QL8 zur1o*B9^x?h~h(pkU}r@R^JS22b}(a>GN5?AvE2h!|PB%gh+^)4_+1W>$?Poh22G) z_E}@o>N|fo^37)PB)~d+m)~yEDsT>~*~`AXXsH4l{EQGtvvsQnbVlF$`eFbU*w6Na zT!hi~SSU0R1lB>cMkfOOmpxDt5yC$Cah#lam9-cFcJ$gceo~DR=nVG_wjQD6qh=;0 zEof_ZUd@SOFO%huomqc9Zmf{Ht3564bWNgF0!)tNlgoqJS@>j zOZ$SJo?_A*T(xMnZS%%3MO4<0aDkE6u(CP^!hh{!$u*H#uu5g#%A<7@IxKKSfL`4N zR&fb0V2S6)sGInmcxi%_4;%cIATb(!il;=U-Gfv9g%T|L0}cX)ssMO*5o*L*E4&x- zALAeb>;N$Xogcl$*bpcI_h5v`W|BmOnec!-w-K8PXU1=H(vMMEttV+Wu*?VPWXUmEfrBaDx zWR+~PHV@7}$F=GZoLQpC5D?fVMqK{{xixYfOEr=7k1mV%M@JK9j`xn;Xuto&?EXw#>N~Az~MFxY01j&20bz_Q!Y}9svRWUHn96fu&?+A3!ufwD93kR z64L59_e%|(n%?Oo@j(ha7xe&3)FJ5J8v)8-JZx}p3V7=F8kg>Jh7nBkB4XYh2y<9^ zCfK~JzXWxE8!uz2Qu#+Uu9|7Qg%hn`0Q82AH1TAe2cfL1}6Q*<8Kcg^^)}v&ZsKA;QbND%%=s-cC z)(6J7YIwP*EZD1iZWFI-?UoP>h0-a z!-pj(G+`^$S+#1_i98e>s%1Ku%`kU3W~IN3nBH@VDz~llIi$JD7W-^s6JJ~)$a8kz)#={#PeM7Yu5f+WhAlAaj> z`vdSTBBxbHM+aNeBFNldQ;jyh_hN|s>>#g#GBzwDT*FWhq0rXXzlDwg9n|QoCJUUW zxp8!m<_JPFrs}7=TLc>Id+cV1&}oGw*TZ8j`U)-oqzw>ca8b~T-_C=6K)8|UrCA5r zA^F%LQegp-j%FQxf@F=3T1Cu?xXf%~x;nLslqg{}Xk6`uW(?w3sGMcR0yJ%}eF*wF z=Ab?Xvioar1$bh#v`FC@6lQJo3VnbkW2P1+6dGk)fn(xetku0q&X-;L_EBRkCMq!e zYB7t~CPY&LQ^q=qqhg$40g~Q-S7A;;ZhyqUR{)yfjsnlc%!Z5pYY=K zCAz;^E= zu&YKY3J|s%xUO(0U7L=>?TV8V2ri5O4WI0z^LzaG2JrE+fy-j>{`moSPHoitxF?fR zQVwIbt>3h11v;bNm>`vSD&%woAFdSA3eaa8&(Wht(dvAj)t0p9Ak5il`Z$;)#Q4HY zKz2^f(Nf_K+e#9kKc4T@;LN&R`XBj9Sh0r%;Zp_WgvxGoGD%8M+4w2Iuba8Ytb*3X^t_EX#T?m$jjL|vKMV@Sbe;(oJGUvN{T7iDSt-)%DEsunO+AFcMh3; zJqWeMmCykuk5#;nv^t>6e^DX5I}7md@8!D z9-3Z|ka!E0(H*Y*slQMuCM9>z*cT#L|L@Rh$;FN|MHljdS76fc8FZsJ`IEyf#oZyU zURbH3`!+A9fUv0$D!Xd|jK|ky)+nHZZ3#;$oqZCOFR$n+qqysw@_sh{R3Ws5jXVAQN&}GKv=B-=e=^9y9r&(>k zw7f{{MaScIeWuZ4hG)L?N0cm#Cio@mre@`%@g7n0dx#l_PaIlDS$u5UUtXfSxmP+X z{wy_Yj^Yo$r$9^;tNfh#hCBb;RFi2x%t)b) zNw_rD@oGm)@BR1%1G|Z>!p@oB=7j_WU%{B1 zv@N0R_*lJ=RM$ac9WV@#jwA-{y%fj1zx7K_LT;G@b|}vSu@I zilBab3L*Q;bN<&+Lih3W(*<1@pW`m2gL6d`A}eQ#(M`#gz*Vr~f!yKmdhzvs>m68< zC26}lJKx0lFrA39<6bLaId7S+-N;%z^!>4}y|HQZq4IF9x(nK;Y+tr|b&p;*^*3u4 z&IgULrk)>S?z`E5And_8udl-$4X^|2abdkF(QW@G?4v2A)YNHvKa7?)i>86wy+8E8 z`9!}XbxO^&7l{u1kFDnuFP}KE4CNS}V=s4oSHAo-)kU~}ZSgL4T~pLF4rmC*%HO{v z9Q)yE^_&`Q4P(JYbdgnsAp~o?%at!}(t@g`xXyZM-=HM)*Z8jp2|(}k(gBKRHTn|j zH7gMpzr`cdpWs5(93&UYMv$Gu527-Fk_D9bRA);!GBG`91&tejyv^|N3UP+|99Wx< zw|ukxE$Qha9ml@iKgY)2;iD_zy;PE{hx3;7{?(dQX26f`+`+&q1i(IftK@fp>VZw; zN22RIW^dbB1Q@VO-*3MNI)>pUzlaDH5W&}gV}po-A}YXAOvRKan}^P!*N9U+CcXh` zGf4m+{I?}i7oqsaqDu&;h{@!iewRa|+T$N++Y>YJ&W5ao6bzakGpAh6pI(UoFv?bl zR|B=aBV7Rua?8l!ZG_rOeyy*M7EC}T>IypRDI3v^y3f7^*}>XoK?f%%!i6v{Qc^>m6`BhnJKtPF z{J;lA->MZ%6dj;u|=p zxv&K@W?ICq^XAj1^RmtGw2^AJwzAs5Jbvo*Y4&djFbUzr+lPUk{uTJ-Y2_){Q_#X} z!eq#B=kDD?q!=unsOKA{cGQNSzN>98VIO`yVHOSDA1d#3=AJdtiRNq7*fDBwC{DA= z#~7Y{>IQ+~{(I8&sa-zwhi+S%{TW@e1I9IF7t4SrnTffCAMmo}UP141N{@OfZg+V0 zQV;NM2BX@zZ7BKHG#mxJ2A-zY-#U(iS4B%?r^rO^-3a&b*l`6bNa--&61_q8s%nh#6x}pf~7?bl&Y(+0dcUI zG>CvZhgitRhpvh6AlCVcl{0;l^pv!5^jd0NA0N4zne=e7S+kipah-0DsOG9qhK_ld zKcfq;UJev9HK@0^SF`rDDYJ^cwiG+{-i>5zl0of3h)~Xg7*!oy#0tfmAC$UCW8}-t z<>UZ*d`{MvB*X*?QXfWe^#-)7S0Of4uVH&yE$oq=KQA&dBp@8avA8(pw0GAUBWC8C z4_AjxN}cjNem&DI^g1QwqvSaK{ju8X1>Rg=XJgs4n{DULLC&6Vp1)5Vf3uTe#jfMW zjZtR5w*JG%VcM%7y9{IvWLaCsodrj~23c1KO>imFmR{o1y<7MCal1$kHkz$zbk+CtsXf(R-d2!)8o-mef|9Gy+P&+@4hN=R%V>) z)cFZZLH{rYNJQYC{H7K!Ti&lRR)E!d*e0CCTKU6>slPn@*n;&qJ+(>WeF}H3=%rv$ zO9l7t?`)Sslq`cUtEvWQXu;k6S~uUUGunNLdUIrXG?j9{f}EvD2q#tl`diVa{o53j zjGPte(t@YsPU?Hl`Zdc~F;7!aNK04^8_N2CFtM!xgaO+bN09AOSf<75j03vPj}ra# zK_`UxX@;NQ_V)9&V`0<+$~GIs0bsH)H%+;hw&N0X3*0Br8JCDyD*u#aXR}NccggHN zWL4^I{1pgRw7oAt2cHOC!(LL%k88_tM$gaMfczo6m3w-MNm5*$xn+loNS5Sty0cPJ zUU;Sw>H+(hnP0q1>gXEkdg-R~&W5*aAtQ2rZmwfk!A9j|D4S+5qr2U!f(LzdYo6E) zGL6%8&J?8u8dLJg(`>Xjt>7Xwo2fQ9Gcnkt7BiWNv{O`oo4bmo%uUe%S~1){`b|(L zV|45Z+gYy^W`E?Eadf-E26R`W>YwZ9lKJfe8tf-$a(B0$1N)j3JRYMm#%7`6Bj>} zdgI28XZf1V)}!VAn2}$@1^M_gKc-Asvrc8^s@H$TkHO+DCVx+8EhXl!ikWMjF{a?S(Dq#7sDs9%G}Y|fU~dHcHEb@n^` z5rrIqqt2VjMIvF>?TJN)0kJ#))BG$DmoHdw@t`@8drVJ6*7r56zw7)0Is(|V^%krW z_ba_wx($}SdyNsuM{w6c*xP1eKt;3#R6R+3^SKMnmmEQ^-7(5AN*~mYCu87zwIcSF zwdYUgE&EmVCVw8+cV+d`i7%vkMYBvE!SXUTP9F%dh5prXKC|TGM{J$B-QaG}HIxS` z%WuwyfWU7XKkpaY4jZsR5*b_&pZWo1^Q4T7jIen)c^LykVeyOwO_SwVL3oD?5tphu zf3!(HoWC*6#P50gPbbZ+PN7IlM$nWU@$A>Rph%E7HvCTJ|M@UEj)SQbrV*4Z z0+8rdc`q2SNZZs(60jYr#Mg4~udhKOwjT`=cv_JMG;`U+XNV;dTnS)5$>&4yD1%xB z7g-H{HTRvmnogI^fM@qTHd6v(X=vyQ^%I)Ku3|LzGHh2$F*q+ei;Dv5El+pZ!s3V* zNALE6e7n0F=;=+xMtfoL2;e}%#teRo@zjGzO;Qo(=e)Rd7D%lOt>6#0CQ!@vo@0w& z|EL%O71WDYET89#2H&s_a?w0}pR32A^T{l|xRgjsf87T)gGppA`{xW|x7Hq0U)I0= zxIXX^x8&nl2Ph~wPz=8rmWM?j+5N#us+pf9+Oqw9`Y^V~G}pzek%{ebXm~Kef#Ck^ zCUGQ$h>|qO$?T(ZC}eDHKvQc3qprS;W`zzY-s!^-!QnwT;8D?pKu5G4o3@eR@Ykfm zRui!*G^H^x_IGyb8=@7XB-#X3k@7IhxSHz`njdSu%~%I!LgsXGo|ub-eJoSr+{r<4 zTt6AjUPN{~`jl3$s*VLRA4nPQ6=K^Z4X;d{d9s^T+YmjEnjZ!x%A zhMq+K5*nXB)i!6_#>#cx#i2Hi$oFdloIqvJB|7jPGp(=^5(%ddh1+T(Fc?G6<~9kQ z{VK_)&_Iv~eIWIoEPSZ@1n~&odq^Ug^R#}NYT1Bl5e8|u{d^bD)E%`37qN2#hCAZ% zzN_h4540F;1&?cRvUjmTz)Mu%vP<7vW)>FqUAx|dC3R*ga^8sJC2F7Otrw(o7#yO*WB)81r4#LY_Uu{ftU3KG1yCUns!jpn#JA1j z*p18^IZJC zN2htyTGa(0aGH{bBvIr+cnm%TDg*#ZGuJ1QPG&W z3q9~g_^X}%&BTI20GmcQBpM+5MU<+54l0(|D_2`<@87{cn@h$VAzS18KEKI|M?e(Q zMMB^Zhvf4Na(Bx2C?7^3!6)7nb5g*B$B}>3&wIbQe?5&x>GiP{(%UvorWgamBAP~w z4joH!Hg=sSr{n%IS06e}yNrTDzm>~%`flsdRa#I0S+|Y*6h7rvusskm;DDbhCqL|Y z&>=8^GJ_&OZ8L$#^!!$*fSM6A9Er`jH{gx+0tr?$xVPyW#E4`B^iR^DnDJLX%>yP8 zO|bk^(?VP(RPaNeULBS;`tZz+SsW4d{+emY7=#kUQVW3UKJhw<1Y&oknrU${T9cKB zr`m29fw-KpaZHoQt4>=)wC4kON?J|epm!d4XDzf{bo*x^#})%^iLbtOrGtRx9Z~#b z$S=1A!Jrxe8H+}&Z5|Rh>@A3eiE{+dy1G^qg12Dt6904NUZ4t3L;-4dmb;NP$(y7InKm- zGYwaq(C7WRi=wlTp{K%q6kFI!9??^~fZ#qy>@I`xOL6i*{cUEZKk->WVsd`r+u-FU z^_oT^T;h-;ti;GMFhYPY0$Z~Y`Z8(mC(1>7p*bQH%M}QQB>GNBAMA3V(Om9w`nqTx6sFX`Mj14Kznk#woYY1<*$b|Dr9}f#Pwx z9^3T1#yE}T;3g%2_VB@RyyfoRFhj&$(Oyia96k`{!6=KTX*viLHU^y*QZ?-PkfaiZ zGUUmP2duP2vlTa#*4XL5z(t9=L>d&}D%}S{UDaL!#9RkUGa74rZ%aE0(J3w=I6a|c zn^ZZCvmx@@@>LDoZ6v7jd7E6R09B*+iPxI3qmSU^Mx{D}I+&Z{g{Y zS2Oc2H}K~(#5(?HLu$7QFuVLUtrdEd;f>dGPu!);V+?!zFk~-oJ3UYiboqi zUu9D=jg4w(f;l)Aubw4KjC~f16Ze`rOg;8PCl+PUqS}bxA`Wpu;LJV_sY5gjD#9AJe~*W3Q@&` z!HlkRmgM_D&3u`KCcf&@Xr0Y|!uCXf9~Z6B2jxcySzp|W`fCI_iu>SrRg0~mv$ZuW z&^)`OwI3X%Ci6>iC=M+B8@da9y}fnpQA+e8#X53B;My2hhF$~w8UFF(xyYfUeg0zw zr-BX}scb*yayL8g=Z$7fhvTctUu7Vm2~C^p>Gs92Cc%KB+5W5k=mfat5*x83cG zqg9@p%Y2i}FsjmsuMX2}%{e{D7aUW!kaHp9oMx;@MRSaPj#RI#om6zw9*WR5|4#-a zL;sI*jnZuTckT#S)>o?Y0@!mQud|BQ8f-0QJ~*numN z5&h1B->NfgqgL9lR?0Z@=GG9^%^0%}tbug)W4ZD3@0;SsEb3;w6XsnthctS?Bj*usngKvkjrKh?Cp>vO-_76oCOv6jNw%YD$K_n&s($|I!8Z?&L%72GvejMY zX{c48Q6;-O*oi*d9c5aw>PcKMgB+Avd@WkDt4S1^9B3g8JUtCEm1H+0nh(tLI9L17 zntl&ZTkcqhAUgYcEbFUgGwb2XX9VF>&;4K&D894I?G?`DWnU zjYjNDEVvPjnej~^C)lK7Pzo6jY=M-Fizp3LgZYK=+cxt6!o`SgzTS6*<`#)y&Ib$D z-^t1B0tN9i65|(mH@eLC5hlaK#Jdc6zG220hUxQ7L?s_%o6&fvA85}p9Nb|Qrbqg3 z&#e77hZD*S(K>`VZCM(+6WR)NOMfMdM5Hukd? z2ufadg%!=Nb)R`7?3jK*PRLqq$yymKboOwkSf|>|itlf_D!c1y zaCVBuQ!;~M54uK5W-p`Qcz`s!(XKp2HJ*eb(B|mu?PW)&2BJUzX$Xr5?oGRZ~(qU1hKeq(*>SAaq_8;4G9U@9&}D_6f}kx5ufL9yirfe`?W zZAVoL!RlK2E!fpSj8sL`Ov5^*-i<98@Pi@3KJxrK+S}!NrqG!u^z-9kqS-E2$1Z{7 zYz%dv7$BAD`8Ya(#dEY&$=%=1D~tFarT&+g<7I_~&nu^!zJ04kJtYqkE1nM?)M2{G z=$*qUnt&QfG)~bb#IUe`d<03npGTG60~m|N^X!4kl`Iy=-MO{o_F=4aoQT$9%^EdX z7Bf(Kty{gi63P-whgiVzFC_N@poe~Hwo#2u2IzA+cI8K?@Z1m4@qv0d)I4Jp;{$NF zq_K8>@UrU{w78Ff&lih3B2r_m&S$-yKN_T<-!Xw`U0|1>^y>fo+yeo`C35FQ`Aog4 z^(mk{<)O@LjA-&v`|{<>ZChL>jZlO;X5DqK0dq3E-*1%&m%Y$>6{WR|z2PBy$7TMC{Q9C%#UY4J?O8T#dLy)QDNh3X%=zS3d1JH{t=gZ8+PpOwY`4;EIr?${{%LJf|JQ zL4r!c2?7~c26_chpM-z{JkDdFj1h&B3V8xwenNAOxSbPAGkk)Tv(o#{*ctPd zZ7yl;FRprC@GiO*qHdnR6m^2(ZB4AveuvDg_diefI@t^z8Juf(%`w0_QlJBJz2^V= z)0r)?r865)(jhQxaFEGDQQ2R!_{*1+kBKsyL3^k{u$SL(eE44yC=x0IijfUi^il) zt~mK~r&ndhpw7r8ul>bDP_FcMezlFVsk~v|xh-HHvGkHxB)~ew>j(&r_8>J#O2ZZ( zjfW$zeJX18uB)2ctxcBS&q}-2w($$jIk_3fZt-VgS@NI5ke@ESqz@3-hT?cuvT8g{ zoe#-G2!9VEqG~M=C)arSk&fd``+AY0F|(K53)S+CUJ*U;TpJ%8`jTzYD{JjnS$rv-0B%ndde%9?->$SI@d^5?iT1Ht2x8ITD{Xg@Y5w-TiQ&+j z4{$WG*kR_9^}yiX?P|9pwjI6Y5BQII8k_H3cPCf8X*;EY4co7`r;zR<$r%Mjr!gqC zj^D4X+Ju4zf^-sKDk7l5egKcQ1Y|5G$O=`ntRgP1ViI>m>Awa=bt=!f_ah;z)S_LA z16jm<^}jIF+NYRbR#D5yh>MTq->k1$&OXB|?-*S3aWtk&@$<#spL#rN=hCOr5fU=V z$WTY5-@cepFn=D^HO}^^o#JWpdGcHza>5JQj@TbfF}|YYJ;40?w<+k~wK&7rCR81O zi~w&wc={xM0=~4@TE8AFmEW&WpQOh~Vkk;$kkp2OD6$kc!HNP=KHxKUXuf_hJ;DhK zYMhyURS|d1a|VwP?jmL-9mA17Z*%dCTrr|!UrPF`>r|@Kqq=*0f=+b{J zESDzHzu!CHMZo!gU$2V@BK4nFCZD(SfBuRC=q$;;{(XIKTbfn>enXvJ92Q0YzTEEa zS-Qr5zVrWG#Gj$~e`O?soKBNfMDaR}{(L@Li`*8|!P`5TrX9Dt+K8R2sLC2Eqb$GZ zExyiV`a^7hnt#!n-&gng{>@)=V`cl30l#ARyXom3IVwr^=~b`P`oz68)w9p8&0zGa zQJoUhtob<8(JD3$1+jgFl)r!fyZaJoPC;?2G~f7hf6I`ZYAxNo6|>6PHczP^k6y%a zZl0f?y`j&v^Y<@M9Hp=$8x)1~(!bG%ywKVx8+2@V;8q;B=jz`-KHqPI>LT0$w}R)+&k&F(6cCh@)c^v@Kvp!)UW16Q0fjlK<@AMYBSPtT`wlH%Oo zA9L}WpX=aDukpXk25k#ijmP5RJ2$ibb2U`fzXy)@G;gfFVfXnTYsL~@+8w3zxg_@I zhrYe~HTxeXo=J12W0cN&-7XYR&F#|%!=7I+eUGJ4louzQ#S*<_mrub$IpLx)Hs|&} zcI>SG#G0XbeywnqXPjazP;L@mgYm5rujt{`S*(-P14ZN+XvEk;z+GkElVq9#>GJn~ zZZ69C8|N|dDWNeR5N={?w1KKW1S%lOAPMp&vE|m&d(j6~=g+&2?T<0q|7o%FN`A4U z;&oyS?%h`pIwCG=+Xw_wt=u8#-QwEf>JQF zjn%>gvcW{?K@?XUt8U);#ZvKa)?lC*H*Aj>5JiBr>lCaR%X9Q#VF0E*E&gT z{QUKmh(Me+2LA25%@wq{Q6i899;sx0nqLn%xFP7b|A8Ds-QCCG!FRX zqQRwBX!6@0R1KgLDFrvCea)Zf-ac|F+u=&86Y!kr@e&wf8^7}V*->=fAW;~FMJdwz zb^5QsOXfWGf+`893a@ds7&x$>0iZqyM_{u`G73?;#6PMApb>!cn4sOZ!My#hYlQNH zhm4t8*;`&--kzU*WFqGE>O^rVDMfIbTKiFp+zy-zJz2_z8}6l0N&YCgfYLiYNC9C# zjOC-`b;P8k4ou_`_=zOoqO?MKep~-6vMBmr^Ut#t69vXkV)@0!)lp$^s)=;K zE)BK&caulJk;YewaFAgCEckn9+(v($1JYE4C`JOm-#9Z3Jzpq^BauwjA`~Bo#9&Ed zW8;x#og_nGRSoEYpgc49l=1w)Mn_eTS*7F5rv(swYiJ=D?d( z`4D0BC=FJTBpTIWO#mL;frC(bSKgNmMfFl*$Y$3bWs z(2L$h{t9J?7>%6tCVo^|WFZwUHugIxa+7dhTAra#kv$NZTOhs07z1LnL>^?0Wtwpf zx`^^#;EayNu%<7dzS2W#gcT3(Mx5BMl_P9_v~E#mH;!r`dXJF@LFHw@i{N+?;^H!x zk-~7vpj^4~n4mrSmhfch7#S0moRN`50c46nW!?}Ok6q4DEPE6W-t|^#K8R#x5Vr7%L88Zf6VUlwad&QNxlc}57317Ahu$~5Mu zq_~ec1xdjZ`Ne3N)3tAA4RH>K4_@QA7KBX*-5}2~O(XmxB+Am9r>%0Vk-`zMrIBTZ zur&e0(KHnU-h1X*a1cS2CCAl2legb8v4?!kkwW>51MPWS*cw3jQ39JS29nQr zx-*pbksT70PamWx2$dlp83n-_1X_VaG?B`FL6xc0MTYJR;Gi9WtFsf6eIxx!6SPg zIEX}q&7Ew+>AKU?KMHBr22JKoHh)1MP%0t78P`alQejs-3YW!NV1V$#WRI;e?uRe= z;*fOsgOrgiMOb~&Q@^JLMZyvr!|i08R)HppH|Z1DH|Tckh$XX{fG1c;w&>T&`6(zQ zL?#@HF{hEaNNIt`D?{o8n-8cXRqJpr2KB)REN@59p3yMWTA7RS27BB)KF_@A7+I5e zERLWI^1@F7RlWBXQdr77&{Fk3_tLpL2tRqTJU2mW&r!hfm;^?sdqN%m{#DHMlkMhT zUfw4HFG6FLqE_~abFMenQB(7za=~8y#3On0tc?)~chTDk4ngXr3P$XWpDj$$^Ful0 zMi_zM<M}5H%aG5c17jj^s*4W{+FA-gN#vLCXky>8-FkosRl!-jxegBo%Z930tGzt0)a7ri!@6!+Hfj|IBB4q}F{vv6C+hQN|BDYwofRPe)W zz6Sa-Eto3cZ0|~`pL$-0reP}jkQV3DMZ?sW+Lt0hO#IB1OQ&*>c9OCU2D~2tQt~(; ziD;sW{yF>>Ofsn3zkmY=5*_J-r1>O*wj?5c4(Ag0tH5-~)Wcd=!c=Yjio+Q6x(mHH z-tA|uE=;x4qFAVey&-uVc~C6CQ9v%yP4hla;^Ow@yv~c!MA7CUNk$TlqT|nKc>MyVy^fu%L^o zjd~u--p|A1>@`a!K8x3tLx@>G7P{DzBOK}B;lT(cE$0WF#dUQ`03!B{IXdv~C^#H+ z|4-`keLIJ1JOUOsD;`J|<44X_r7^pq!WV-Ie7dY6_?ZDBuKA>h2#Fc-x(%wpu3mxz z+sM+>kq-Mvg013EO3x?tYRtpz{)C(kK!4(;B_*GiPOo4mDQspb_n*N5$UJ}AV0^fx zrFC{23g0m5>Fnxyd6vmVp3pb($E=u3BU?|>kSqsgBa~k}@7zhc?|>Tbp!Y5-RA@Bv z=K&^>Viq~o5tQw3c@c~b55jbEgt)M2g*Dh8j;*)0@PM}GG5p1sEO+cOX=&&8K1M8~ zWc-tL@7~Rsh4LrB+8CTUppn!wRj*ewHX=RKX_M2Ahip}mzG&H|?rAwtKUUT^)-@?r z)V>-^RV01zRlkVk5N3#AnpxnXWl=a7D4(>G+aI^pz&SHmJA{pb9BUu+xal1CiD3SG z!FP;JNYx!Nqq#>&|76#>xuRCnIbU(e`G%Q=a$gjB&hdZ!iT+rS+V8m(EyS04(phY}COsCzFHleaNQT@suF2kaYvX`ckeg-f;8X(-1BXff-kUOWqxd9CcjxcxS!i z{07@SXIZ3HP0FW8Hi%!iz-4hZo^Y*x4jh*UKMH8U))_)l1tm-Y;Z3FPbcvexC*w5i zZTY44>$GyOe2$*FTUbBEdDxEqq{3UrGym5geLDp3o-|<+VZXLL9J&OL1EtotN;nJdnWG@D*o(d!=&d+{P{JbU@H_oj^- zA78$HK?Uz7_h^l97Cg-i!4XfNKpipFqV;X^>iBcylqr}Sy&G?KB#=am3fiZ9{dl`2 zt`+0NG_F%p?#)^{_iLhL_Ow_hu(r|J?Gr%={;Hp|=csbf{Q|y!7qj%pugOvcI>K%d zk%HaDWG_Nom!5`Y^#ZXjs2EU}{XJnqS(c zWZP(#u}#8}0I+mh@Bf5mVie|9edQ!D_!#Vzbem*44Xil%N)8O0%T=W%J5Xk6QgLNq z=65)ik9Xw1_3C6TSW$4@?vv$_g*J;Lf8vkhMbDQ;cq1n9OH7)|))9c_JU(9tf09&U zb1X5-4yIzo4*uXpO(_N#VuKxJeY#m7Vbfi{JiNOCj)ZP<0)6tSnAiR2ruTk(C7AtOk46_4?0;VyWN4mIO)4Y0&v@i zOfnV`)iFU~4vx~w@ETH1UC@$5!BjAQB(26r9FB9&gs9rBv9W zg^4STvysra)D{sJj3cR|<0B_2qIlCm><1<0mjXY05L2s1WuJ(HeJ~X@^}ba4 zkdzUDGO~`Dm_j6cKd#>7{(p=S#;r6il;M+%AR(+$Se!)v>a*=yiJC%%v|5<;hX*!W z<#A=8ALbZ?5~4C{5_k&OXo5`^l&@&SZ#VE1gvA#)`tu2g$qg;5F&l6riJAL%4Hvw%Y?#dy!+rxLgKUBHKs_TIBhf#{(Y-#&UeWH*H#zj z@g+F7c9lO198Q`;=la+Abctrr98KrS|6Lw#CQA_P>opKTlL~q4)Xjv#9Z-?Nk#9L3 zVzL&me&z&s2(br2qUNDQ&#zB-f zL7R%5xC&b^n!_5$3Afoh!8fUF5Y4AxKWJXF1}gJb*-CM=h*8JD)<-ZmY}=c^OD zaKXMOH@EY4DN%tQ%50~>?)j#&1po*s1OkUpR91e9IO72FU9649rzqM>~087P1m;|?IQAUx_rX|9M;u?TCbDuD~?ENIq~LHJbt{4A{~e@nxEAxh17 z<@>T6SxZoNKTHN;QJy|~wsBCA7k$JYLq+vdciT+=%_dJ0el7(oXrTNq<=_pQwID3c z*`R{N$=z;f#nZO;zV=c|$w-+RCp9%SNg-4e)b|mU?A?fINC<&VJ9QinfbcT1L5ku$ zn7pHm@InzR07iI|KwUGgOCnlwn_$v;7g7iFP5ETswcDo1#s`U31(R|kT{xWPAKDnEs+{`l9P@M9h{{NdS+306U$rS4lynaP2Lxb|5Xiz76ks{k!Yapd2h52;H`AMtB_&uw&&pXG zdSQ~|0sv5g>|RBGV9+SOrOFFmE4u5z&J06UY>mfzSF!-@a2Sm;)WODTzh>^&TEtZ8 zMC#fjAqgxKV2mZTUia?#poKuRd$Y%b2M@vq&sm*nz8M;Bx2t4OYjMV}P`9iReMO0I zg!@uC33^2z_)Kx3wT@W}w5p81uf@xM$<&M&rq2$|FWA!I6#{CesDP*(oh{l-v};}8rEAJAGD-6A?m&;`)LJaf*c$CsURSA%w;B(5&V#ol4pyGiy5$+i*R1UWAs*9sDE#~JVWx0BP zY>VZl$=8``aPA40i)bi?k?upJhU>J*-U{Al7;&`3F1|0#1Wkbay!qf{c>)4KxbuZ2 zn`*=Qw{@v!WehZho1*P{KBM! zAJG=@mT%a#IZ%9W|qAZy7!6R*UJAA8rC`}&sNw;z1bA%dxpEU&RE>9QzQ?dE>JCVh`r|Oq&j)$8b z=9!$lybqcvH~sy081Rwb960VEq~X!%Qs1^gWAqDP^Le1K)u8Q|OVW#riB)1+vcee! zoi>#rY5h|X+exkm&UUjF%+b@Kpn z2{cMaPaibA6%y_w$Rp;4r~~y>&yk4E**Q1Zc~o4DJ#3But*D$Fv-s{tz7?4uvpx9g zjL~3AfmUMPL;&%CB!v4V@t!{(G zaz2*R#@C877|+WX>?-~P4Il4a%KMKWBFzEBWf(|gDoiy7VUP=F1t1-Dgpmh6ASD_F zofbeuBF4UuAPK;N0Zo1v=;x(6Nl}O?NaYD|bk~^FF~Gvur}o>aJCK?gEa^FFvw$d* zY6QZomq-=iUZ9JF!VhQLb{@k}a39cGEgCKrJuj*j!lS)Yj%8{RG8-(Bfv za?f{9bG8wj4o^@`7)_8RGjt6gG`8?NROG==@W) zqwsvNR9B=JRfu%=V~$pd3JK21^Z(ZLF=k6ge1S-%=9i=NpX*cO{;J>=H{PZwdYQ&p zL+bONi;zzHMbdcvJ@%|X?-Mn1_8(IWW_>+gM{G+E?f!EqzpL+m{`&t1v!h${^D>`z z;0UK$wx1!>i*z9X0MbKl4+ta{dl4Np-zlR03J(v*3gcLiksLNnnXEQ9-@oWLc(}Sy@ehf2+c{m%09G zY_lHswtOxzFoDOA!_>crwF)V!=+pE5^MUw6n!C%B=Cuqc&V7)xz_E5wiM!A^ZF9gk z>n4!f7Ikm4ikhg!=PC; zpcxoU?#}LRrM;GaA`tQ(6u9ewj-R+W@$B^H7l2cyLTVvr1=Cp^k0ld%;QN#Fp5xH} z43&OS=VNEonNrbhh*Smt16@`HXH-!z7Yw;c(w9aHaAo_&|NXW1_%$q1W{pPMV)WqK zH`yxP=|%zY<=`v`2OBE>WFt#g=ELH5VO0FwIUfSm@S1*=Mgfo|_)A?~-GmFU+B@C< zb04MNWvtUAkErIz08_y2{)WjcFbKtwY*i|6528iepW)rEG*;W9^6M7aaf=`+KS7kh99zR79sn0>Fap+W60C@Y= z+nwkv9X*;+MU4{Bzb`gheB2)K3qs>QgR=-M`(d4D=ja740d|lRByHV)(GW0d#O6K! z{t~9DBFAa(3W(ap0d$e@#^e*8?%3Gm(EaR~O^@`WZi7pg`Vj&Vx&~~y3>%9g(Jetz zeH9Pzy#IaqJO!KQ`)b5yi?aobazNXCgM#*nlXXMFI%G7Q(C4d4Td@;Af-}|_hymg4 z!rMI#v25cZWV;Aaji6UV=OFp-`(jlT;tC%yBl9`c;{5ae?{1<6qR_w*V=}*E%08-U z#fkMhiaaT+qi%c3?)!Q>Zzb=cJKHbw)G6!iJ9H>us|kG`-K)u6*pAt{$2yK?R4$Dg;Ck$xxA?ptJceJ4>s z^ERWj#}TDO@)Au2ARfb%&o1ta#63S{m$)`YoOh< zViwt3D?Hd>w&M_e-=Anp{`V!OM91-A6$Nr-L~k_T(K1DJ%Rq9aIXdVChQN8ta3B=Uze_x*)-B0|I z(*N%pcGBPYrH=gHTP@{Z`Tvv__qE=uFXZMecJACe1Ur_HH5GImTaEg}892kOI8oWh z$L&u|pu$SFKhm84yyw{Sla$l%;C6-Bi%2g$gvHyJq!lOJ&h7p3<-OMFSP03%j6EVV(PHQc13|X@vuaX*tIVI^;jfS z4D1+JE=*FJ3tgy*3AvlcVlZxgedxT&ZGV2rvb%LEQ?0M}4`k1!%2%juzNh!vwb|r8 zRy-yuWOO%6})-HtDR24qbC|8VX!8ltkIv zKQCE6^d@?qh@&eeR*?Ub8uHotqWw9QfE zszYSI^}m;Ts#7hCb~IWkF?h;JRaJGH*UhDePURoCHB4sRj<*fiixn~4&{m!%1xSVn1=rt!>&b*-5+$+Ap_ajUE z^@XVa9d-_uPT>zI@ow3>cP}yVJa>*7s3ih%ncBjopK^@N;#Y1>ypwNydCQ7rvkC88 zXXi71%-KHaNPlsU{$u^d`}-dyP0chJ{D|(BZnJ!$*P%WAS>WrYZFh5>PxRXPQ*Ui} zdElkZW$Lp#er^bf6l|~@IrMTcSF!d#g6-k5I`Xy4*}PzyJu^8>OL66A*E)1csJ#EB z79ZY*lIWP3%8ug5nTxX8%b)tQE%sXWJ8-zi-+5P%K6isvya7$PWm{gcb8lXdl+teZ z_uyFW+>ohQnD08R(|SBnV$1hm&J;_dd^rSDZ8-(7%bWMlpI~>xj*l&Gi@spE=bM%m zCgh`YySRDE`D5Zby3+~@Tvccz-$K{zvEWOTP;FIc??j0~3Bu=NJ?8(D@rN9nBoA*S z55UW1$RqgEGlldu_Z{62NERjyd|=Qs=%#b}_+izZo;>cqtS3(GVc&DM*RDH8;gycE ztwH4>8Ooij|AKbwee^=K0TJTRnsx7yd_fy@zU1m0cQKT<)YWHrA>pBxppb?+U2u(-dYc%7r?ZbESr_!~o zzp4aqG%f67S^GF$<9(&p?!V`GC@CKLKl9K(I}}=0WpVS2ketIejGX0wwFnu=eV@)z zJ2KrCJBr=rDZlkz=&n$$TD9tHL&IALY^JBDLt^JRu%kmnit+5({xq&f!WJ~Y{X=9_ zVx$-6Cw~4cL}8l9b`!rtN9=z`)qzzsW_qj{5J1#9k^*CSi(=ph5Xg zBkC0}0{-%)=XR7JRK$+(VA2)R&> zm6IR*Tt2&}4=!Ef2aD|jjoM{r2Y*m~h(@}=d2Hy#iV#`sUzi4K5A4nFip%pkVfYTeYYm!bvI~oSz_Zsq1EO-kI z3T78%3*WoDJs{r){A7E_f^27a*?%rqlzsAqFww%ql%}}NLV6tBq3jY0!(ez1aMmCt2{2fz1Yv{Mp(hK105M|tBU za@H{m+R{jfc3@`igp?zQkWlkD20(}k+Ftm4ztXM9s)(pRKqF?D#|Q~AkQ;-^S8OaN zX68*mh<>HY@^_%TjB{&bZrb{3KmZA;e~gS=1ASYn_)}@=Tbxc7KfBJ8`^Gy!P#wFb z8!UcNx~19k+=?mDn>^(Pu$VuCm$_K2`N3pnix7If;9NmM8RTsc*iJkc4AY8p~puMn=(K}Y?&z3ug#(FJ?l11x?N1DiiL52VZ^t3BXIlTNtOUTzxsLZB5(z`Z$IPptxRH;Obgpy=Srg`}dvu zz%55r=z!h6>!G;|gxmL37}`l2iRL(6&faC~NnxKF;4UB9S7=H5xx|BJck+qTb;1&+hN&qWJE+7k{4ah*X zKyz(x|48NJcIIJ(ByZ7XSDk

({TVQ4-sNtpkbUkV{4-aFJW6rNsz&%w51%ag&JM z6Z7KQ$jM7)LmS2iF#}^XK-Rk_Z^yW{0j*a9Sa3p1M-3XOjKSaQ( zR*U1VFhZxGjGks-U?{u7@1$Z4z}vi4-E}% z6>{W(n|8dsy=Ki7MErLkCi^{SIG-~){=oxUkR{*!|LA%Tc&_*UeOyZ=ZL&%WSt+9> zBT1Rrdxex;_NJp!2$2ybQg(=}>=Ggo*?T5Q8Ij%pdUeiy#_#w0pU3^ZzvrC0^!dEs zuh(;2&+Bz~Ke_=rT~!zEf2=I7rIos)x^OE5@&@*`3Rkr#{`->*dRD0}!|Elwj5 z|3uTT?Pf)Tu>i5@MlkWrFyin5)vXjJBpA2wILNKMhML_FoG!|!^qZ^2Nr%R@Gi^1*&W~oQooUhhv)uLOGcvHi%+w!;{YqG0YsT7-LJ6A;~0?on5c*YS>&EP zGWWTDzZ-_@ZyYwF8_l@8gqy);BM`rR6+yMf(4|a+T15;%5T?#()dHTKnySABE`gYw-M@Q#P57~t9-p_jnZC5k?`}M7)&;oc)PoaBiU?q`(#BSRTd(8q z#I~$Xt#Bk(N-z(?)Tm!XU0ofzUcY|JY z>dC1zG?%0bMT>N=!4i|WGe{jDz#5Gk#vLet&{{c$%1zALysc+>>Ce^Ul!wlMBO+Bz zOVd)<*hqto0?thL#~3*irSOP|2*V!Cpk6_k#dt0W{}zc(_lc4D7ZfhUz_~DYtv`A4q*Mpq60xw*fIL@5<$JJjv^;BS zYDl<+))f^NpG;bx@0FE(+H_P|N$CR=k*^mX3!%gJxrtYWlh3kX%*Q}1XRt|t!u)l6 zyOzxY=A6WW22u3)p$W3qT{+nh{McEnnjb z9P>3m*K_kbnYXIy`5Fg2jEX|8jtwtHA3%7ULGF$9afgb8?IKFb`~K;Z4s#SswSl>? z{p;8mDW!#+#wie$Lph(+p_P|n-tF~2E&vZDd*M{=Nex(lkes{01q+R>D5r{N`#12O zlvPvPK?*Ch)SSAq&7rq$t;Iss9n_E5_ue5bCXAB&xaYDEQ1w4xD=ywCiZvGENP&`C z)wvS{vCW81=ip9u&CBl&A*3s9@fMuabfch&C?7@}JUe(#o~37TGlciCf&yT zR2yIfe_zy71jL9H6qq)Z;eg7 zbIb+zO|aKSAEsJc0RFl!LlCAEY~OxPPAbi-WfY=CSU~|M$D5X~z~QWC#|<*xBUy#= zXwYP$z?@m$aR8ohAku_hG`0mW2IGXophS>?duKGvgUKhu2bx97r69+efZ-@li1*Zt z5H>^Zt$q)GU~)EKxe|NP(iuJqYH2z?;4pyqMoUyqC)`~@X=jsvL>;r|8th=^$oC#R zLbrYU{wm6Qk&(V2gUImd;1>1+y03tu&N>(+S^q*6eHe@o3_{LzI)c{gzp769!QPe_ z?7R_|y=?+kMn>1sN*jT_L>#++MxS)tgey>qJhv4c9&U}P+wNruRmylx!(N2^F!acr z?%$x5`vyxG&oQ*L=*m|eunqBU(L5n3dykSc?vm7tQ$wGI_lxQSP_o&>7#iSqv-Cq} zpG)1cmlsymwS4p2e3MG_0S)0_&o8Pq6k{q$P7v`8 z$O#n8{}Gpai)SkL_}^{$)6E1KMsO!d1*4jEVp~XWPTUuag}IA3sK-ZOP(vsqAwdYK zjA%_HPMxAaV_jY&0HNthoH^nhQRF{F=25^=gDmgdxzjr^u<9?H8oW13g{z9LRl%&Y z;2|eu>O*sk7wcHO8pAlLttFnKFrM+-rH&oI!MshIHqnE;U!8-yux|bOt*hMd)1Kq5 z;W(T%#@ld3me~ak8gbas;2A>!{~A2ZavSS%=ZXF`&r(yZLB}Q!7m{n2Z=u*Sx8oM) zDwJG?;Jgvyi!|L%Ok04w!P zB{sE;5Dts07ZjXoPDh4);iP7B!wSad-^#aZ^yDou7rXFHKB%7k6YCMr5Z4Km(DrS#)Bi;k+3U>;iAKYQD zN4tv(=(mJKM+ahZM2yZk`Cm}1X&Xg%;OQ|(0XxyXy8`uC zUUy52(uvZ>6-%jhheuM~`)c#+fNYYK%fW+d9S1ZywdzEZ@5cFlc|N6-IkJH%O~;1_I~SlZm^1|r&S%Rvscu)78r}tqz??l{_<|5u)RbHJhuv?M4Lwg^ok%lCptvqoWjb01lI^!7XL%UUe3adHKf*Cc91 z)r-vnMn*>5P;o9S-9%Fp7|ZkAoD-_LN=jp($+mDZ-NEiJ(-pTx6Jb;cS{eFzn2Kv2+DKs){bWP5@3Qc!g>`My(84HEKL)Sxz8 zN#&&mIVr`9XPIMSvO17j>%m#Hey<5%EaC%TGo}q0po^~fuH|8ys8M?%q-MFKE0iPp zgX7)8{#*dIQ6xs_ zPJOwud_+0Hz*xoYQhsiE)MY-3NaG5YhUPij;fcXw2T$`$7cbsk@!%$^!6Td;$)@^q zryOE>izYy_WOUa9e&PJ8=8*T3cZ*Fb#`mw!znPN_T|dmP%J#5MCE}`xvhnLVS=u&a zpK6zNp}v>YcU9kqW74Kwf~(PW0o9E~m#$IZkb0J3FQ*p~Mk|y|XJ==Zw0SJT&;O!k zH1}OgeBJx^L;Rz z4fcCVAgl^^{A*wCy=vVk+tT00WS$1R9%MlmR?Ojp@Ee1>6-*J0vVQ>UpPbg$0?{Mk zsjFL@+`fH#+*f(uo)6q1;IBA;Gv?C_in}w21!Eex>GeB+!r4B_iK^gmO zt1i-I7%~)fcIv=Pl&&NFu=0&~NJMW|S8p-wAcSP;@U9|P^^xdi*2nbkQ>t_hTB4BT zJeo(%zOG$S=N8Q>0Xt(*1yKL^bpUioQ`w3mpB}c_{WtNQBKkDCwcr|Iw3m6H@hBCb zmzLJ!cW`iE47XS$J5ZZ)Ajn}7^onf~qa04kTg7yHBfT69-1qXigL@)$-wU zDIB$8e-4E9HK<~E3PEC)N1~nqm zXHE6ah!$(?AE$0-J<&LQrg-%|P8`+ko^^0P0~_Ag!V@Eesx@smB{8V|%{q33g{{1X z$YAPjEhkb?fprLi^!v|~ZSR3AU&4<7+y>BO+SuIP%?uQ#e+CGFj9o3r=rQO@oTk5o z=3PO5(3)qxUshK7k%9$aM#fyQ`Rh{sqImza51Q*#D9sJyY!(GC3k?`4ugeptV+t7~DuntmKjXs`vS zQAM3g1FnQHm>nu#lFoBjhHlc_8UPLQ_q0bqW+rOQ2}i(q{?dL`$~BRMS>1?_$RAwV zhoEZaCRPb2SIhNMa#*C-8OZUSI(N^){-%(S5FyZ7qgU6?R12ZQo1_svWIDx&M#M2l z^X4E&nm!(S{jAWLGogPZ*Udo0(Pb>fEIQuv=SV|1r>O3y^!Vd{&o|X+V|Bt&!VRuW zl4ZLNevrREz;Z5WHyubIOg_+x14Tu~=5fh!U)F5upvZ$T5<)|^ZsW#sfUDL&zv&{; z?Lk?OR#aleZ`TI>7jooTp>IB>spHg4{?gq12d5#Y3*0-?Im#T$k(A*Qzr$6&N!qlq*u~Z`{JQQM@LtT z>FVnCefs2$)isJzbaNBH?&7A;DxN({iK6Hh$pkp@PCq_xMU)JB^hnQw?WEi)ns)`* z36m-f&KaePanV(OdcW&jhjTNOIt;I?`Nh6>y)Dw5h#+*k11XJhtw$K8c&eChba)nr zqM4zg7xIxI;N+*T9<$S}Z*0J!}nO=A6j;>cLiwd&6gCgs!^QB$xt^OMRZS-@;)~1>ihCw%4#mT1O z*6H!Iysp+NsuJoJZhj5pu%Mv5bCY7E_LaT;RLihmCTmVAKmCE{x#OnvgBp@sR>N;g zN}9Q?wH2Evr>?mFL|xdH16y-^+NNc>Bvd`D!os?fBA+l9)dl;+r-ed(BaF~^OAUam1ko%kb5%E_%! zxXUZqWiIf$BH6ln#ewq=OEGYI(*fel8|tH&8iFOhpTcyHBCOCc(_ztMqgmydwSFb0 zq_+^VE5?qv>ts)3oooQS-R-%M%@07BDnryn-XI-5&Zz+B$dfCGV2q&}A@GB-t;%P_ zp2pF)m>jKz2uvC3v^UOAQ~R6yefx3rf`85eJ04y1NHEh?uUWt?=7~onm!~gd$_i$GY6T=Y59vW;jU_x^l;f^z3|qS8|k#WQx|6OAmV=M z`AQpmiK_QXn<{cMGQ^rVRW~}+`c^cYW^BD=bt(2oVUa(fz!cc{@P0Yo{@6^l_Cc%$ z_(gJ-+Sz74%(*E0WHROS;1)Ug@_b7%vUsRPuIb0K0}T=RKMo$k)a-clMoHu#pX$SF zr+xl69r<@b&9`BLUncYEI3?aM8~T2&bY3l{FrV~x@P&hkw8)gahet8}_>&ZHkYa%n zv2Ge)v8ReTHo&clhe87$0o4vC9lwR>Bzk~O;k!s_g+*KMCyfu|HKjNk9wf)Jn*0zG zDXoN)9$5#{zP350!(B1g0i+VCoFhfEJo3x-QQ_eUM-{|*XU}H*2y=UW9&hx`u~KXs zJl4wg;->W4!@g$v?Uj!9_E-$p83T1&<{qaXaR$YMKxLsT1(`+MZUd)Zv;XX!YY!eU z;hh}@>w70OI2yY*OJ`bf%_!2{xCgIrW?>gXIv`&`K--VYt3j)UHhQz=p)B0ZP$!}G zLQh0yNxm!l}|0Z;%2ZI?dwPyg}S1Dj8 zl60y>o4vaB%o&w>j!TJ{CcSvNGmXa`7JnH?$NLr%p8)T7C3t_?KX|{wUcR}SsFS(R zZe2LcD#esOn>q~|M^wq&G^jp(*oq4OiV5Z^?57gC0PeL)x*i#|gHf@)qtIz$B~VqZ zDD2{FM+vj#-Ay7-&9QxbjBXN7>EQ@2UoLsIw~dWivuCgD#i*RO70gOHETk|Ic5<3> zP(oasRE|vWyh4UN5RB>#bHLrn+QbBS1{Bo{PJ`Dy24DQ737c;(a?NeMg8WZG-BbI`aV#AhyYvF%T2hyLgw4Y)6moKm}1w8fjcd;_M6bg8y^gk8G5@=bGBKJD$ZQd<%2d%BSaN1;ARGEOE{}7$pT_{fSC+it&VN5rGA=S+w#W`7)_*oYvw<6Qi z8S;v8Q2=4eGwmRwKn#Bgo=Qkr=xKr-CczZlM>+R)?W&u%ZpnBVWN|d9G86VRy@NHPheFQVutK0<#sG== zV4o>5u=AI`0D4Yn-k~C0fB+Kz8WkjM5fce*!wOpVw<$~tCLCea6D1>oEoiA?x#l8Q zMKeUYnlU)My_*AGf+Erar4&D%A{1`nr zYBUK5nCLLcZ56QEg;uWXQsUif3=$GlR6UH zk#FgoCS_Z|H8Qw(ktJ;-t7bIKaC&mgftbmnbNKi^Vj@7{-$JX1(=V7OZlJTPix=Lv z89F1F7+l3n_iKCh2GjsMqU*3ONPH@R7G3xAlkurLcSeO7R+DtWdwfuif$FdtQJM4T zlgQ*^fEPDF#;=}Cm^G$V<>TW!j2*FUAg$a3X@&NmMkir1LVDofHVAB~E}$}ys-Qsg z8YQzEE8)^P2Oz6s-Gebh_~(bJ$tqh9HLqF|;fmSl`rcoB3pBV8udz$%D;$qq{EG{K z3RxMoO_P-3d@r5^nQWjKAo@IWz$+j<{lGPYPlaQCV*uWp;f1r#{h)NTL9!`XZE3fV z(;g1bf&PA_L30(}bqUW^?zvU5Auq>WOMI=QFEI@l(&Vfj>QoS};5POg3XrgnR^PUo zb=^uV+*&=i6$L;sT5}Ks-C)b|X{x(v<*2XGtrb>O9vaco=?-nq?*`)obbG_Qcj+4OMpp4z5dH2ZaMnRrzWnuuB>g=gz~@~n;g7pm9N zn52v|jorlB?*@uiNahW$?87`;fb+mMD1hc>gi@AM%lg)dD-x5S?|t+t$VXQ(1d)<@ z2qbJf4#XSG+p4c#tfqNUVsbK&rh_hAt^!uCHh-wAK0l9jFO`|l&07$V>B*4!6*Is` z!L=*YR;Q(<5hV3ubiZi*wA7Z>yzGkGah-xsQKQET)f60Tp#Xm)n?a2Rt5#e^$7s%Z z=!FdK%Qt)}EUtSS20)v@9^7Nq1J`d9hRqAkG(9qec9A;&y(3pXx{O1~G*vNlOjw$i zDe`D~1Tcn&BJNr};wvcxu5|CjmT1sd{=s?GpicK7U-?|lwVh*yv#XuwsF(L9uk)B6 zIY7j~GruF2lWDKV(zH6lJ6&6DVuK_a*4M;Pw_8tRUmo_UrAN)I-F+y!J{>Ck`>}hM z;jxEdbVUY@12dBhR@c0!cjqe=9@p*^O`$46`i8&>=Y+GckPyoNg5Ckh(nzZ$Z(z@p z|HW_RgRZ2oLUqr=AGH-&WZ7*!eeFF4DBq_E{% z3X)olV#bsE>^}}h3aatG|If*ixJ&glI^v1mJh-s{^I8nKnz$>RZht)lB zk}3R~e^-z3u3adDZT?i-WzR?k)93607&^W)GKIST2?O zF*ia}o0R8&yP6JsYs?N5IIbd+GJvhT7sQFfSOF$MjqqF0a$0}y7AF6Qw97p?1v~j2 zMBgv-JLcZK{rz6hGf+qpQo_3=V+k;F=?6uWhaUfj5o>r?{sbv6q?~u#16pBO{|yXs z1?j!I+fddATgsJ)iGY3__2T*4@F!K^G(sKGdhqR5Ya)@}zTvJfCKnUv&9ysstX=`U zhAW))F-32bV|NgNJ9M9Tpal7tY$5Forx$Y=HLV1_vA>uMbiq)j+_>$7cU06aa1U6l zHh2-`I|~B*;?AoD-8r*N{p?M%u(Qa!tZh z;_0Ax;hdYB5Zu@}+m1mNE!1+Tr5};q--`xvfWINY4vyf>IUjR6?-_bh-1hOQpQn!` z`*Tlqx_~R(04{hgefaQ^Bjpgb+SB&4>OeFN(=~uQNvfJhetWUAyye`tZzT~5Nlfq8 zVSpG6OIf5)`OidvEc?L;XtgD;f_Rje2*q)*v#&#yvLhGLkJkvC-s*wZI14y#;|YPd z7-sQw{UKGo;%f(o4YxiQpk}HQ;^xz?dw)5d*CRJQ;eT8JJ2{r+?CIS?Qk=V^!NxxV z&ryJgT*hZsP!$Uh1fF{5@hzA&ok6`t_zvVBWx}|{3}fdnkWPuVO6JQpAR5Hb-xte-CSApIL$zML>Mchc_jo;E$g{OH*S z_2r|)7Gdh;T59?|>t_iWk>$b7cuhBmD79SfrKN0r0W+a&yaW`#>@_rnIX77aAYW{KXGbE2$H)q`${F zSYqa-%@CEy{OA2u#e@=;H0aOi`|9}QR7_&9HhSYk{gUEp5ByCq-#OYUG>sFeZ3vZo zK;$=CS^_AxeT(?^^;mN-j2Cv(CS80qIW}o(&1Tq z2Vr!r*MkJdN-~oJ88>tcf_8skIHyzW_EP0tKPniGHNK?K#%O^nvj>EPt&EJER!j^G z1_(!H9l-ORV14*EaG7CJAG@#48tYkc_Rk9sA3a(De4DfFCv>Ry3kqsk?#6H!0zZAI zLm8tl1FzG7$gJ8QDWGMBSunXQHH73-92P(RbI(?H55b$71y3e8mwxd%u5%8PEZ}Fl zy~JqhcxnGwtp)x?|JdV}M~|@S-SXynWyPoei^)E(wD-CjSbq~_XieyOKYoydibiM!<}axpgZ!&PLSNg^ zFZ}#|4m^gf%*;INZJ-iZiORKaZ0z964;m01AQ-d@13}!La#sQxsRt#6_z?2#5ZiL~ zQw;-Y&S1boK>;H3nFQMh5fL25^6V;c(zNi*F|ii{3jDP-LwuXi3#bGOm^V{{3tW!T zgUXES;w&$rJVFoviEsmq3K^J1J)Ska%vLROvHt-%s!o`hpTjKbInq>I;|~-`n0vp1 z_9?a47M4GD(JErJN`uA@ zSjUp#s_Rsc1Qh2miM^Yzq+8yl7xZHGO=TtFKPDpSBOcyBy|)*7KgJzEA9^ACr&_HL zYk4i^D2O#1F@+Fvo81D8bQ781R?P-uAPk`BF(#nF4U%9`A@wUVZ2{i2Z#~b3KZ|~) zv(YHLzIMLc4wI5C{L!WbJGdwrA-c62+b*T}Y^37Z2_LIPMcOli;1+9M_FNb{h6_T0 zxf2&8YW9pA`b8f?jK^4496*64jz~T6YVGblSlu=DjzD9N9+e8#z+PY_p>6YmnnQ~4 zEo?1;jkLGT5kFtRs*@gspY=HwZC)s=E+9LQ$p9f=Vd%1gf_P?4xi?k-(dzy5iOmXR zNi^M?K!!?Ex~gMmCqQ^X;FC(t$UitLH+erfc2+PFL8*9gQYOy!4fY){DJ7^G)VW@| z2NL(*dQ`901>@EW*m!1%D81&zXMys}Q1j4SWdS>Ojb?v*lvhkqJ9vj#m=P213a|!L za*7aZFm&(+|HF3yEQiKR3!Ijdqd|{_q^e6xa+a?@Hs5DG)n*>o@m^MTJV{^X;e&cQ zZIRDjXPeAVPt=7UdpW0J{go%5dt;ft`anqahiyTZ2=(IgXZE@JVZq+s-fPgF>;)}D zO*>yD3i$PYXe%ca1En``X5r*@uhIXf(Fo5Bw5flM3iL3vY@g{CsMWM8)c*<+HEU!i z^#}mYJiC!?K)d^Tdr1!h2y`#TnMnfoAh?4A@+{Y8Q+#~9MxhfgaN>R63T%fr0lo`> zFX>|}0ldY41@~bby=I0SH1Wm(0+}qy^AO>Ua?pW7AH4%XGW4^E12&_`fLUa=ch$t} z1(0ZXp;jXsB}fax;tjm!n)mNv<>iG?m&)h;`6C!&ggnE0T~1n>iu@+ohsU=PK4nG* zFKGMw){lek%#XIjw?TKoF2LR<>7C41W4#h?0xUuYiIoUWTsZ-4JtI2ZsvGOZ(u<5PdS`9C%KxIhIT~ zpyibZQ2;?S3?xbH>Q9Gds@#`um#`IoD|lB+Lt7%|4&@;zMSm{4b&MSuYh!W)(K z0IK}py7R#8#6g@vHu5LB>WX>lzL)O7GMN9a*gK~RzOzZpz|H{ zNLQhe7dHdkupCqZtiGjAy~JS-g!q*&0|(Veu#XXt07AJXnHTv%(h5~+MEjK{I=-Vv z&k_wcHxId&`T2$j(1fuy80!wgClPUP6v1UcQ>Ns+w`d=hD<08*wgm~9q7;}UVL^d% z83Qt)@zJAzQ?cdKPY9Pd>#VuxzmpDrBvzjU+`%@GR@5Qmn&>|GU)7HY4Mpu)H@ncz?^g1Q ztzRiqCC5~!jMDb{gIMuZLv<8v6=&(2x;MVk%YMH2d6z}N9f{)C=N6_m>+f}H;-EGk z^-AhudiAQkbBp86+jfnBpLtJWF-B5GrVJV40v6%T%}4ji7?6Xy`|p`LYO2p#V@ zIEhI*LOgOP@S$#T4q>m{9qNi;8j9)_Iw^YZ=W^=8t6Wb8(GZ;FJ9!SH<_w4oU_04- zSMMsC5K$#=pBSl_fG1D(W1*CF0qhqRj+<)rgegb(%#e<}fx?TXqZ`C{#Br=(uErTq zHjATICuC~$aBr0~F@`t=Js>5vo%UeB6ZuQBcfs87K|o7kiF z?2hSO`4P|kIYt5dR;`qil_lFz*nPZ!o=;2o98}oIh9!i+DQs<2-t=nGe4?s=5(CV`b*gAR>}+gH?ML`me7q~tncIeCDzdmhW^?{n|{AGtoZfo*%Wwiy#G za2>}&z+?TQGMJGOV(P@oJWSD@IxrA^vjoxuc2-Ies4~zAV6lK~TjEK-0hd^V?I$ZY zH#G{w{v1Pw5CWtLyY4`}FDWg38ZT85BZ<|kSBK1=wvr+{OL+3)fEytAftu?YC|spD z(8zNxqCN0DxJfjSI&m&}0skkr*b+VjA0J_}I?YY8Vzu;wk1AJ`8XGzM$p1S}|acSVK|pS_P$n}-$^ z;msSKA6R}ZYinabZOY9@KV?b!3IHQ($zTQtZeo7g9P%))Yil>5j3X;XePFGRTVpSX z3UmjWTx@CG#wdVkvCtP>^qcrC`$a^Uv2qIX#VKI#ebBuRFMR@=3BVZpv3iRv@jNRF z|F9NYV>+MGUj;)@trB}PTbP*q0NNk5wG8xN2fkFV^N`dgb}x_^w6k zzO5=tO$HV$;*uxnWWP19a|mnqte{!F;#Qhy<>H42PQf8bnR2TRn7cJ4a0njbTXa!q zchGUWV|p^(r$f))BICPq58qD3xp6!c09&U!H?3QD3P9*<0y=smFry^}T~U4!1s8!ro?JPnju3vU@h%y}^A$QiC?g{T4k( ziiFy+Q(Lzf)6piT_D*iMXwp(?Y>w5?_UF#Ly@!fQ5|3gB?dsE8wp`qNdfVx3+cGJp z7RnBM?8Mr!)VGV5-Y!fFISUSV^AEe#y>zs)o_v2oFM7}x^#znXTh+ceLuENidYr=y zgK;eo6v4H9j9@{u<3OubMO3fZ#K1!gFmPdwxi&KjB%W5&gVR|dYQXq9k%bzyfZMkd zpR;Jj#4g#fJ!#DdZ(+XrGRmc|Nx)7+zh4T)o1I2a{Wl|w7>I54)1I8!`y%f7 zQi`!cm_Hh`%SQ@Si3dUb_N2N4FQKMkVaaZ&`WM`rfcY&h7A{AtUpuEVl^$#AZq?vj z>6)mYGAb)G&ha%rQq09j!_|H9?Ljl$+{KQ@xyWRXPjwuBDRGs$IxSs!OyKyAQJls^ zeEChI!-Ipzg?>R?|E*!hTeEC4BxKOud0EegyvHgkkrCB?iIER;Pck)yf-|(L#df>@ z2m*U`XY&H_jV^G!LS}@&&D>m|=-IVvU+=wdR&-DNKf0JrrpnO_>X(l#*;~**4!!4* zpef#-sCM;Q$HLSOUB;G4yT66gj!n*wIprUgI6wL4*vj!1>s zKoGXJIiWI!BIQf%$?pQkOj_-ME@1~$IvDMF0#H`sJLfG(6ebUxUPW;#I146TAR4=a zwWtgM&L&KCiS8We^VKyqjR<0Ba@e4R-~8Mwkfmt0-!C5?zQQyodOa+^G&jyKUEWw} zWvSND=Nc=1-A=yJP_S_3Q@AlN~aK6RLu_pHp$liyxUqTH=zL-?bubT__YUhnA z?r=;jLN)#gS_}0HXDBFI9f2tlvoSmk`{d=_%j0W>!6>&1pc;S1QF0{~|JOfqSZBw! z!Sr)3M`!Hl|EInd@}T8P3;fS7xkd#A8RVW%)%v9!hGoaHxSWX4P~)FRgocUZsheA2 zLKy{xiVgZ1`y|2uBzn_C6c%d?Ex%q+{qN^dh}4X#Pnvel=9c7VYo!v2?XhOlrsPlp zJxR5La8fn{O#-6bkFO`C1S2}1`q!H9C?U>b_;mnm;_=k0dwP048o<^1B?tg!m|PPF z1;T~j1=J8hl!)D7vyKLKW&j$wfCLlOLwmrC#2ezH!QVQ8G26!HS)##hXww6cWCSZl zI6g-kM=&@-3&DfKf}W9>yb`Oyt{K1uPmu9s=CNT4TI#nA-2s^VSDR(4nM8LR0@#K; zLl$`yF=z0Zb@S~MF*p?3_0RXe&^x^#jSYt+@M&@;k?8!I7$DgTy<+@_=suSG^4NvR ztVR)dyCW}$AH7KJR|d{$|Gm4*{ng(en>pT@L9$u5G|Uc)aX5mrUoClIU?prQQGcx4-7wd!)mj*rrR%$iO}&w8^Xq7{J%VuM*h(%KIAwS>m2PHNjE; z#`w>{#UFlwGhLEwWYmkoH%xomd7`pX!E`0B^SqeX-6zprs-Dmc6~>hNfiTTK-yH({ zc6u4QE!Z1O!!QPE>@7d!0br(ma%tIXFbZ9Z;4`w-C%iab7EByQ|7UaXj`{e%e~iM4 z!hKbjv45V^f>?42EzzZo zG%x@Avt65~w7A#^0#EJ?GVgwrV`XaRB_*$#V`=iAzfL(j3soI}W9W<^ zaCLNY_O8(&v%V-gFDGa3`hWb=JkcldG;};VcUce;VKhMoEwCTGq_O@j;%NDdAV2@dp`ZVWB(zln9rm;=Gw{5@ zn^%#HzPYe|-MYlPBL6uxnfQwGFa#O1mtdWv(OWtoBvg2Me)T`!3YO8;15zS*Iax)u z)zwO1QED%ogq((f-}Bc?|M?TU-{KeI!H1IXB-H>493JRVi`EP5pnX=PF8%utrWhKU zV2MT;AH`t{VSy1PShTKIV~0dUx@YFSnXDA-?6R~M{`2#z-{I#6+acb=UsXC7cw9ED z6LNpN09rsaqY<3(AKV)o8PR`#fol;sW5bVcF{3Mr{xc$j%@vC=#{Kq6L|I6XvS{zd zZ^b(6;q3p2y_W7GzZD;`5$flcWs0R_WJtx34fsI0y$4ou5Zy~B(QO`^vx&fu45b(T z^GBa_CL*UrF#Yp|>;ic(Q9{m2sPpFG$CV5uf-f5@mJ&;2S3H%Gkn9&{t$*i8yb?XE zYkV~P&k^XXG7olxWQPFe{&RCnJCF$!5&DU7Ary;EFfN-1=0bkRtufNtfC%~lV@)Cs zkLz7m{r)}PO{$t|l9B`lILhc#x>0`T+}357%+j(*C|9)ePe7S^RG%d7EPxr@qBU-qIW-=V>ofLa0q|S(`5Sw2N z2hS6urY5t4(?m!f*k=QrG}NKsa~i*exXUNpBDZe#MoaOc1fA`nlh39Cr*CCVIccqt z7>sxSMrzn zLaz#T?RWp*HB?Y66sbyh4g@X{8WCT>{z?!hpDN8XWrih5Wg67@dM)B7HQ@k_GX!Sr}_G#p9@7|Z;>1GZ6y4AG>+)|NC zLv`)T@0`V>y5B!JGUMnkv}G6h&E&68KY7a*qO0xn0%E!73O|ztgWtJQ6?S?+mlA-} z;DI>_o(bP2;;87U7m@gCY}9NSQj zd%2wS@ce!k7T5Uj<36Iofwh$xF^m!fbn0V&aEBi;!{$(q$K1dmS*ywQ7l(&<>K8%P z#6q`Wj#Rnh`%|VpE0bq6e|)+5 z!x>ROd)9kQ2j3fn>llzA{jqY7`NQOy*?4P#&9wp9G5*AD0w}*C)&nvG(SD;MPbIzx zABW%9(~~fIlX-Qw+fq&5j?j&^l(Qltm1zdW6th&1)NvCJ`(=+Gv%}L)`~jM2Do$ia zH3m_{AW?|!Za9S09ueQUvT*a?(n-*;c?vKtZ!cd98aKw`b&F18XP2C{(|A68s#0R@ zP-t<9%V!Z4Zc2|}9%;+-+MoS>Ozzf^QNQasliwdSsV#o4Wxn(FB%vu{E6v*o;Nj#H z|CN?c7;cP)s_WHb6e4Gu4$89&fPf=daOTU!uX&6*rM()&M-tB%`a%=Arxfg-4MoWC ze|mq%-1O|uA>)edaW-0OQGIh;%I`xy!?wn+hFgzZs-gSIpT^o**X=i4Fq#)_eX!4? zBKsmXEMVsFA`~k$2~fpyIlQmuQg?0vp28{COt7l9ZFeJ<(P$7-FrrOHOvsq(@%&YU zT054Quyq-PN!bsXeCln^RH;%MmpjDh!L6FvG!V}&_toQiLfIJ(L|D}V2g@?~`lr#8 zS;F9Pba^a{#k0;zHsBi`fsj!bW-;;QU(OFj-15rkwyhI}`IY3$Pnkkfmp*0x7@X!G z(3-7wzr5oU^|-rRfNq)Fig8+@bjWe<|Fgsz0)rqOrMqc;tb`z{C0N^$O`R{mS{0O( zf(iK$#FvWkM`%___W>>pYt|P{#~lCqn3-wcU4c~V8+&f$ghoe~uTp%)M0o#z_v?dM zWjdQHF_dnCk_;|iUTWYZpEFwc@6cp@os(;qyv&jf=OA~>fjSwKA0VZcy1gK;L+#!IeMX0jb zX}{ig#g=-}WHpxy_HDU1FNO=%|71%&6zn>lTcFLwcl-nYidO@~fe$rayKXsHVyE$S zV4=$4kOqJ(_~NmogV+y36<@wwEdWXqW*Z+sY$R{+fxt@JcA$IA>4&Tb^3dJl2@AqKLkZWz257v>lNbH-RZ0zY!7VS!w{CAexm55>TZc;!ay zdL)Bt3V$A#wlmOP^hwdR!w=O1d&K<@*S4Gv%kAAm+rC}aks)k3Q($eC0{s<96zpHy5uFDCJT%>or`<0VVE(!*6moJ%I)0U0ki)*E;C8#25W%$SF z^}j?12cM@?m{Kr;VMZP`=Eve)*cLQF%y6g!r^gqb1z=`j0z8+M zZI;NlwyV9;`PNfX(&|QgRp81@g+j;^-V^y@X>SzuF6sCMSM*u_jMBW%U;1<6goFRd z;Zfp*jjboyK!#I8Z+@Q*KVq)eJB8u@Gt3A+lLrZI0kJ+cg`+g9m2tl>-iZm$2~qEd zcTGIjs=i=xvKjRsDJZwcrXR<0H$3X!k^b;=T)19?>-VAr@LM0h(H96OE2ISB!EHW$ zrD!^gY-Ql8=z>4dgwPcF;DNc8elaH)Z=@LMYekVHM6bs*3_v(NYtVUa4=^BeQQ6OM)#PKIyJ~|DV_%qU~8u}CO&AZb;rYUIb!4xf# zoCdIo)ltjgL&uZa+2_Ec50IEA4MrCp7C|e)n0kic_9$oyaXB3zbd(*(a`%@>9hm!Y z2@1A1pG6dq?&2H*OORNAs)8LtYGBX#kI_GB`0GqSv>;-GX(h`p#H-!-{0#JN8bM5f zsrUt4VHvW*b9b+}fN?dA9K^#g?D>ezuqL#xO_++J%Su-+DJ2G(2F1|RSB{?r@MCE* zoRsj0Q~Bg2s?D2^g}j%PT-8bLEN=+8z@R54As%k33w?_JM@nwQGwRCA?<0rCA0~tv zKa0yY2;?$4Xj&|7mSXY?t?!W#-CfF3OBjZf8~je9>@^R*{~gpLeIwK5MdqH?@UFb} z`*`Mg|304g2#p`arV%i{)W8?%62y>e9^OSwfVv1Co8-^~2S|cAgRIs7+MbM@8<7_K z(P|Wk6LTIV)AO=?Otb_--eqPjV15f>-xJz%XplI<4l8K@(uA5wI^4=mV+Ng}J&fka z<@4iP#C4qg(4o4a`{c2LN+k`hn^e;JbNKVM!1)ALMa(S(pE1$VC1B3mS`9c35?hrz z0p9^6XBXvYa7P|C@Oo!?Kh>mP6U*ec_N|Z(zk4?Z_6$q`MKkT@$o2tcwsF{Ju7?bg z)$tjeLa3X#Z>n>acCPr6xY1Q-S4z=bW=mMnGV}s1*b4;XgXa&;|2lC=Pn19Hrf|1Y zPsGg=tK4=+8?~qmx}i)m!|@n0qdPV9JN)PQ{(gqGWc-V>rjAXa)G-Zw6!ML61G(7Q z-ztC_D-JG3GsgKcmM0G!NNCMK8imE73R==HA0A&v=+}Q%3y8TXRr{Fu%JYhjoz}O| zaas%!?k=FgxC#}Gz8kbso3^Wwq79}9G#&f6z=0#=N#qmSZQBe_7QoS62r+(3(-DBDa5IQY*l~*mkg1Lq9zg3K*NT8?HM=qep@x9&x@Kh- zC>u#QpsqxF-T&C+S_7@_(PbE(lT0EbJbVX`55h{jm1jV$^J(WwvvmL0mLwx3<+ElS z)0gPrY`=sz>RaCT<^IlT{VewvY0(TVu`JyV|2)q;*J9u0Uo!}Ga;8kDhRR6D{NMA0 z%U29?wq!7=lu<8oo;ab231tJG5v)+25tz~2*az!6WaR~3tB)IJR;^lf1bd7y^gab{ z1Sz$FgvVgn%mgjIAaoHya{Q6*x%BRC))Wqdplp5;)|>H8E^}RmkSesp&Ic~wXcBkk z)J`NV2#DEHAmc*mXm8j?UDsJ0vOL{O#0P84Paf$nXE(X9kY{N zL*y3W)Tu^RqS1obqaY$s3BdJ_P;m`Gmk7Yd6rF|l&!X|y8|ESCBxCUt|E-R7vs59> zkGH9_WLAbgP4wl1AYGZgX?NjEa!EFy9bE8D%L{d!OIAAcNo_uQiq6*WeN$6P+Ld=e zXnGi`G1XEzb?Q{o@WZWG)>+H!RQjJ+Bs|-D{e06wpQ1U=cD4GWerfyE!gx=7DFHU@ zFz{#UE*vZ7-|$y!Vg1vMjBLD(K${YXv!n>!T<3_4mYn>E_|=rE5)ul_Mv%f$NGE}@ zwsH9S_3Omw7+h~XV%KD89|hGsRmAHS@Ry`53Os);yNthD>$hZlNfEt(3s6RT=&lj$ z{e^o{fmstLv7`d$_W43Fjyb_jbIyd~GqgO{^4|}ry%<-`j0^ic#c%R4u^z*^xE#QFp0hL|tcKCEZDQfP4eDCCZn7eEKm z@zHJ#efn9=7F!F|Z{I3lRXZaezb!d(Soar$_1>xA$AxoOeFcm2UWwN`1#-2Glm|pf zi=>-1d3|ln0dlirAr39ZSV&M%-}pl=*j<~m|3U~Rere@~)=p_Gpkr)$XKYZRF_x{E zml|7TR(mHqF?LEdFBKI8&8R4p^fh*->4~0OqO&aFHsY*)won_C+3EPruwqH4?GttP zyIpm|)n2G#g?RNr+?{EgTj?a?x~a}_%35?l>-Ewd^D0Q)NvE$)aBj(+!rMJhf+zU; zWrpiTZW6;F&`P0UxnxlZiD|O`os81oq30uno5K6SGHOA$LA(XESJq-+3FC;ygOatbEx{n+mW?~;-)TgcWXvWOpH?9%h%nmR36r!KI=&E89ke6 zXYUMSFtVpn2DYHB{RjUkr8iEkDODdY1hi-@77Sc?`~(q!J8E(N z9lI6Y)01*V6S9B-m~0;HmkV z`b1jEsrYHbutonHpPUv{Ask_ERT>e*e_&eET8-%cOR*hNCknDgP??fy&lIgkJJv19 z{2c6erIM>v&|f8&QfIyu@Fjrq4^S20l0t;}fPe)+guY-Js&eWbGkOhI*7E@|$k9G_ z=#V__cTOk*7U?Z-P3&lfLJ{_%L-XS9>_=z>81R6=T_hzDo*pPN04_~Cs-Ll7KX_9e zc*8m<>#{BFX?O2VC*qYAK1yTD zAygN_yvfqYK#oo4w1LZ9Z9GAbp2o)~etb}2 zlsml`WfuON>OSV4*{%G0Sy;{hBC>I+rN!`-FQn}C>&6mKPc#a*hNXisFn6l0tf&Zc zE$8O1_+5MeVK3voT%n~>KgZeGj4fa?92NhCPUjd)MA*+J{EAq;dRiTcQV~8+=)a z#5~67Ije)f_QZT7Z1(0^X=z_#;7RHba?q6TVBmB$uVfCiGvcq<5q8M~sai&MG6LS1 z2J44GX$z%y1v5h5Xt^h|AS@_DohLSQr zt_~xh6!LY<_G3vHUm*XXvfIcwiqe~uH^WlgU#wB(Pg79ZfB2ODm&Qp2f$k?~Rn0Su zj);rXGJa{F9>oBkklwYO!MV>z5Jy4y3_4Nt)j-&l&PF7FC=i>IKV@FWlM%G-228)pq}6UmUA+lmfnS#(wL`(OC45R``o+S8=ihkm& zpXC)5jMYfbS*+Uy1&8loKJAXu$6>+Nu6BF%Ni|nX8Y^>MUTXmqQ8ASso985|li1?>t=R7f951p*$6 zPGlmc1?7K;$tDpwcv9+)Rd)OG#W|x6+c*@fEi2W4DwjMsZRg(7KYV?BI5OVH4)7VJ z?Ti4lrROrjT9yGoD+&9kWCpSfVu}gY=d`dsXHblF+RrvRAkL^^f^IQ{(~G+OrH1g8 z)?_XKd5BMHIOk&;V6|jJVj2@zbtj=y&QQzjR9Ge+@zDn7h945mMgrjdr*Os6NA16Q zi#}Bcs($u&Q!k$``{i6|CID;5n~r}Wn2vSo^}l+GVOuTxe>E3WSKJ4m#g>>rIgm#U zikaPn*kLgQR1xj28p@LfNcyLMR$>ZPasE{8N&61V+$79ia-v^ztvQi`zccI1%Sc_s zu$)G_zM|KZo*I z2F!@L4nYk27E!fs)b_WB=pn$2L(2Nbp;!q8CO3)4pf|6NWnsF-PVYS5B8^FA5m!NlpwYX3qV zoA(A7psnf!+EAvR2IdL&wS$jd!*@h7kHgi!<(90MLktEeTqFZorPV3qT=Dix zaFhWO@+8FP%6qjeotl&h5?+9|2HS(^%awpXMmuJIYXHhp@u*lBo_tY49}D{%Ygnl8 zt02chWMnE%p!DXAZX~(0)FMhfG$XX}*r|THUGpdjJZ-CQpqb%Ho{iPki*O=)6c4)} z|3a!x{yb!;KiZvll75*&Rm(RJ!q5(C&__iT0Fdq3eiG2ux zX;X3rTQBl^+`}LAbae4B9(`X0fmZ#&4##cD6IEg$FTaELMOD4xDU$brhZ4m*Y(Nu} zBFSZk07qSu*;NEu=10w$--)IJ_(lW9%=K^S+cVP;O%n(~Z3>!bM*jfpn@~u(hd;n2 zM{bk+d!dM>4u)1ae$Ns0Tc4&YlGws^iFal5-6yqEVfVJET$&N_jw{49TFl%Q)NcAu zPorAqi0QcKRZ8%}!wdce=0ykHy46`LyN5WX$1rc+to={{PC^C(ZfH4#+kWFQvqZv4 zVm|}1pTIreT7_Py7Fr<=CXIyQA3q3YcESWHw@+^=ng5=)3tR65HM>f;(b}W*ZB1<< zLL@%mUYfRQ*Y1M&S&m~Q%NI17oE{9|Do|71`DJz#n?Mq4>V%Fo#}FGdEqH}u>f_qJ z#3nb`2AwHONw5k1j)`JiVHGGEZy1t`27rW~fkC4?4t+u1z0tdZ3P<|!ijl&3N3=7-XvPGMvf1JO%>Zs7B zpg7~Nvh#S{CFcJCKrD*En<9m|&Txs6&@d_GZ~iLfpxm9&HWpI0wPKLz!}c{pSUsgd ziFcqn=y|*IFO$Un78SuuJ$*fI0F0`+;}p)kQlNP+T8_T!vBD zHPaUFee5X>ZE(JFHEQ~*lnS`Hzy5xJ13d>7Fp`NtGzvGlm{=AMi-*CSS@-+)XnYXx z{5em8aN;}Gn|P?+g3uF%qWojb;*vpl; zf3k3nl0_w)UL(cY?PQ||WR!>GD|$XZ9vQ8qwdr>=JDB1fJri==bik-BKbuG@$-v&6 zIqa{lS&h7-VI4e6Z5Jfu6inAkz6M7B<0xDB^SOMYFz@RWV>Toae zptRvGE)I_J1V$Y%6prGJ?T-Hxjajoo3|L78h@6bv}Xh9n3+$Z@EtoZ{jo zWy0hpaHAEwD0l$-M9eMpDcYcIN-Dnq<}f#bFO0i*F;V|^J3=@>7`F-2cnQlOKyr0;#mud_wU zx(u|h_e^W1t2Q-mOOALv{D^FgAuY864qh6-vUXw`%`jwVQit>W;t~{oH@{j<2Ff8H%7|qA`Ge z`P>4X3G0e#fd@Ey=vzNMcnUsX@8IB|vIAKu#T23SqJpqD_3iQ7%PI6gU7T`&G?T^} z8`r>iOjSY+fQt{U(!NP(RwcjM2D6-J>`TWUAsQVE*((JD2MER^J+ZDG6JXO_|o$mEioXQo;ZS$IOcWO~G>wa2QwU!O(Ix}9FeIa6ocWii`GB9KI?94SjuKH%h3>L_M9I!PJlC*oTsN>O)5S`r9u;PoM3+tZ(otU z8%U^xsW4K4P1}f9@5kzWsNMvsz&)v#mdEq9@Q&T?Lw2MiDE^j<&5%tK$WIu}4=|7a z_@P43nT;DCKzGIh7Xh*uiFEmN=K?t&Uq_2~SbxLIDD14JBmN>l!%qvI&(MUk7F(Nb zj~{O~hYZGzCKM9Y(P#(g$yGt|09Vxto9EIM;uuCX;L})VcnXdqZED8POG~XvS0DTW ziy{Jq8*Gk7uZxc0)zDFplj7ihBpOy>gQg$jOMLSLc(cg}^Lm<)Q$?($b9R?j_4Bz* z`VhvON(+|{luuZfRjH@#v-V#Y`#bEZfN0LOB{oSZ2D9(exHV=EcGSdN)B53g#e3D7 zhwp5C>>cV1UQc!3Po4gCKAT=V|MAjoR7Zfbi9qVUpw+Ge;t>)WdR~M9lPea)xW&GP zfFv)%0Ma=aM_jmWz-149@H~g#{x^N(VqUA&jW|0~>xYX?NaRin1mF;ic{eOyu|gSG zqh){UlZXRX-}pW|lff93_dVD7Jb#att($jYbb5%8+xW=GA9i zfjHG&;9eK8?}9(8{TH^xU%A*Pjy)-vk%t$>p6Tv`yLZb2#N$y1Iy*(wG+>tNGRvD` zZ=#MaZS_k%<#Lk-wNv~3*3{^KzZkQ1mdk!R=k91<{;bo+H|IYZ^<^HicTv4CIeAKy zkwX;jXX-g2`Jm7fRyFiGzznzq1vNMNB-C3pExhpgS;GNbWatt2KsLl=!f7 zNF4F%zfh5#bosBn_&;Et$NZ2kgPXM;qCaf1?PYKmWzOkK2s<9rxD|Rfk%lWM*rOP* zjp6FTaV45V2JIE$w3C`uS1gCxeImo8r0VV?;vI>0_5^`H%7CfH}y31eXuFnUqYd5jRy~d=jwgzh9LW;X?m9ucYYubjtBS)~_|1 zZ4r#(SMRRb(Jy|t$hd&tHWW1y1Yr!m3HXFd_tn`d!#uE<%*osPe>xeAqq&*ttM7|5%5jP-KzwYSM0Y+REOGBeFH_3NGW zracai1NT{&RO;*6C`E4eNHHv3rs%#L&kXrGoN#y!(6z%2h7EgLJ+_@Ht*h6pQO8bI z-lXm}>cK8s&`{|Z882%6B4h-Zb;}#SjlwpSWaC{Kh-$Fu8ZhDB6wC0g}T)dF}vBxrAvRyPeU5wiRlD?LRBiR9}( z`)xvR?BpPUHk+%+n$MGccr`(^A3E;8_--o>6uUjK#?nQPwicOcRAVH}%Lsk&p+)L( z$@F{cZ#w7G)W0iGZ~m=rND7`7o#Q^nqY;OXUXY1Mcn#(g!kCq3Vw)ZEuQ7 zF1o7Zcev7pcBpyq?w3#fMHUWe_g%UEO*fr?YX(^SOo29ZQSc|KhQqE+9eYr%;ksU~ z{vCMy*Vb&c^M35q5UoV-=%bH4pJ-Sn*=bkZ>GeNgCCWnRxpQ9+3=4SC#;*8@iUrox z32>4dFpTYo=?-K*W!AqTJ!%9{c!)8^2FBRFAj@#bU~O6lkxi9(jC#s`5BuK=YVFar=8qDF?-bYA)kDEvXFZ zxo))CFNxlHPh})lS8Mn<1Cb-tjw=5A`uLDc?`0vijxFNp zd|L($i~)4de+hcd6S?Vr^mwgoaT>Y4{p;mp{$d^4?Tey2rUUOK1pC-M$of<14xf`C zrI$h}Q2+jWcgAPDY-Xs5CvQQTjz9+gUoT1FTAtHSYR2iN&kjNR4NqHWXDVLH-OOH} zSZ<||ZN@q4t*2}Aj-~6*?XHwOPY-{ZhHnP-W$t=~#LfPSeO7V#0$%1+ztIzu|J>=P z7tX)9Qfycw>z-ia#Y_7_H?tq2Tm9#|hcL`PH?qMFlhhbT=~iK?mdC8`pFh4IJ3JtY z?zKfzM=LP}VB)lJMOFQB1>7Q3dbLv}a z6y!&(c}52sIVd#{*CKo12D+Tmo}(RiqoUIAtoPwr$IktU_FI-=wf#1gU6+5Ql^JAf zg#cLu@CQfcFs-J|pWgE{wb)V~4>MgWbDDd5Lncsg;8#Pd;mK4F)<6tOiLEf*Q)4m^ zfK>K}xB^cx!UqFtKzKih6z%)EwmQM!tW|cZMqQmj@F@w2>m=a}Q=9_Xm7_Hn&{0yl zg_-^V*1DWKcUD@%sXzy!10|e%mcYn}VuGCgz;rHO1c8D|MesD4xeonoHpKr8Ngk#z zTL)p^x^2gTlbx=5mA?Ne0%{fT+h@sw`1w;`W5VkLoRgD}-eXRknICoU!eiTNCmLIB zv2C|<=k6Rz(;A-;ag7C(r`*gU)^eb_6s3w{LdT}+t;GWRz`J)-(8qJLu{|?5bk+O) zZD6w5FrJ6cJ3sUIrwL4m|4m4zO-g!8VvVyfPLfn;xXfT|arUwT8!;7Yu}f$Gv4P+} z6q<=e*8XXU{``!qoO`I(z|USiwqyKaO0rW#UcL2Hf@8MR?~)sat+RvU`Dy2s-qY|B zW@Jc2gb{Z-_G2U-1I}LGa>RT{R|MWd!UCEl!CE%xx9odEG<3ZGkkliMI!=A}kK-9| zh!DZYj6LqtB6t#I!O>1T4`?rVt7E67irwDc93L*5dF4d0>6-L4UOvxD&kZ#Nl_C=g zbF@wGt1uW6-qj(-+gA+<%%Mbu)tBUTMYOB}P`aQiRmYor!oqhi>vV?Z<#Y$AF z_`^3C?2ctD+VWHl9uB0dM{a;vVuuCbgrd>f6J!u*cl;qw_S;u{AANf$bm|Xv-GAID zqe60B-VOl)HJq0}FRlXjZIhtseInK)tSN6_Umo?H_)~yNgdeVR1@WD)iCma~64*qy zn#^4RQCxvLKQ3>)ns=3Qwfw@O_2Y97eP>HARP;F0#37{)RHlGNqj;=NO-3T916(*>+R>Kh9O!FxK8OL9xOusgYv=X zsJqsV)HB{!s~eKkSJO&$w-Tzl0DOX)WiP^YMh$3jRpbQFxHGu59@K|4%65Mjd}Y*8 zS0(cH{BY>6B}3|t$F`cyAEs$0bH&FKOBo`^(9XjwYt)jJymT8^0d{eijuh~Th5(gV zayk?Qs7nA-S`e>_&wCVv6=RTu32+B7eEO4i`;=z=>*A9igNRAqA-W91@k)Uq%Vp<6 z!^1VZ^PZ>p(yOCoCy)v}_<6@b$cw!YWp~V`%__{`+~envKN9wFE8lXgX9)A1i<2{1 zvkhZ7S>X`H7%-5BXw|=fltLg-cx>*+evH9E5dc1X6S_wD*xFb;9}l>|-v+&;t@52i z_)aUZ!phbol$kGa0im|?D_~#Pfbps~$L@g7lMe@7pLFkA=rym7GaZ=gLj)}W5|2x>wx7x>tzkt{Cl8|?P@5<&wq~8kG*%~R0qF*_s3MZ6<#iQtnc@H~Hp3aa|^HXK^e9CiT~Is&80TfnaO5_2mc|3J!LMBZk~A@KkmBSwwDr#FnB9 zXCWNA`M{Fg`ZWU0`Wf7`vD@zh#_a({DnQp;w-fPem>gxt$Zmeh8GI53qy-p&4~2Zs zqp)xT#XUV|5Z?sy1sX76)-^!B-vyCBADrZgcZv>Txe3KOU+mB!7SM-cYrik_HoHhX zt^l+X(^wN`VjR_Uky*Jinb#j1azoTOu3s9L9R^wi@XzIwBhN^LJ;?F4NKChD42y6s zS#^k&-Kl4v1f^-g+>gBO5KH(+N&L*4p!PVfs%}&7#|Z?a5=2e^z`*sCrx;F*Jbam7S^S#tl?@45~-1;ECF#p{bY+P1WW0!c)D*fDB^Iv4kdWFcT9K7Yo(- znM^Uz*aBe)5u0w!y0ifx=>iI3$OJ9F+^QNgga5jp+40_<9ybiS#=ep)YK9Fq%*qv< z9R5|m-L78`{?0;2w>?XZ!ISEoeMdz1(<%K`!_G|RqEb^87u+dnH1i&J_V${aMJV`n zZF+1hI}XZK5N052&lUDBzzjX%*98>zSpRmG^2oJDaVUB#z{Xmrl(C@(%L6~=ni6~- zbM9^Uce{9bZ@_5`gNp}NJbi~^WOoFy@$;|4$_p>~6qs1o*RNi{JxD^AskwP=^6c~H z5+n=)NFPkVCCtqDbr8FRzXbj?@%^!9lD4xGg4ee{&?t6%o~T$yPM_YIZ#{s`D{aw- zxCd4+k|d6bN;sKw*2VE}0kj@m|E8^t1yx}KOKW_e7F;t)UM@bWwF3)BvA8$H8Ujl% zk0fUZm`HlKtG8hcQ7s`+jFaVP0_PeN7!Rp3d2)FhrX~wg`}B>Nk&nt{qX+ZDjoGQb zaloE2`funL$D)M&fOwxF@(*O2sxXnEq=Sdq#%t+zr>(Yt)kgJu%41p0^ zfs!V`ss;o*J!_?80w4necpu4*!OPR5h*bJ#nCgN4)5WQBHPwIfIn z5|f}>8v9%S%so^CsmFxQcJ#9=7BHl+(QX_yv z_3N%B6r?2+L+D2cXPy9l*jB>E>94Q5ewmC7^vdwOJz-P;`^Xyov6O+BR^xjp%T<& z4=H&&+<(fOE~u-A){fVseT8-8iR7y$pA?X@#UNR%e}j?scJVM1n`^%-48iaf#VeZT z16!U@hlwFJV*3hMY0e?~IxPi>VVxjEAA?e02puBR9@!p{GueTUQ79z$gV1I_-gHH| zzK`16jIDarqAmBklkS3*X@Cy?IX^TL8d&NPGrH{MVid^Vt^+@h!`~(Wvhl?@KYhTh z-iS3)Im)iUjtR>`n-(azhKa0$s^{NL=Fxv4iR&c|u;E zKE$|sjno6VHhx|2!lEL6%nV%VAW{{-y8==$@y4zd=GgwzuS|v~yoo$uGM4b5gHJNR^LWRE@7kwUu)QN+iVQm@ zQPdmGVB+}FUL-=^OF|Q33S99(#{vhFEw}-a!!{V1p+Ocl><78kSH1ZHIIx@p76arDzCj$uElu zfArwWy_T|=D?C)a|MO*KZGvc6^#m5oJ?MAJ@oBpY^YQV$iV#?dx#&6~Es_SHb|NO< z%Vqe0<1zA|Swvd7(U@oH_w@Js;3PzNF$PV?;iFyI zaHb@|Cq|X)AuWFWjw8=zkQFK`&S2EbK48a4?b6oN#MM~=pBF5Z{B{lR*u8r-&d*A8 z=75D)P+%F)1SPUB!L14daE9Qxs{s#^oYmK^U6YkLgpaBjS+}3wMhBpzFHF*Ofdrro zjeLq+VT6#ygNu>)9&=gZLKZuSi(`FaeEjLI=N?D}q+hXO1vQdctqwMDX_gOl!5kTD zbU`8??D6h52mrrSp`LiFEGF>~?Mx#_%gl!EE7lpxy3y$gEGZlz2z+e|scaMwDH4myMuzS(8++Kt3J%AJqw0g28yLaC_Sr7M>d0&9tHSnE6 zay$juxI3`=TSLip80RHdkGSyE7o)5^Zwm3+8M2UursnYl#ndxaHa1ODn{?&x>|G3D z62%o%mTs)4_k5XAyK}%K!W0%yIMInk<#it)pQK1cv*JW{#~zD#t)mBdj#G!D<1_9$ z7(qrTA#SA-%P$gk9WvnLEWSZ0MZZMO*Adr~v{emKPC=hfqaIZ^vcs5yO~w5vX-C8nksP0c7b z>C5~5_vx}_{&bN*zb_3Tj8YV=u|a_0{;CCw!9r{aCGs9UT1&cP2j2=ZJ7M6A5k=?| zjwVL_*cIL{dBF6hXAwwHAcYGO)8oa8I6!d&@db+@F%8#MZDb6iAsvSg$ZEPH*~(;A z3^ug{s-JBF+v5y`B*o}}RQpn-o=5W$B_}7Rfi`Q&G>$R&qQ)j&0q@Zk7>h66?a4=v zGH-wQiAo!rnZJm++}isb`rSjC-rf`5(m?-aW8 zy1IHLj$itLFK6YTZMTJ55|bxiJ)w(R(%mVBT6r;9dGLm*&cZ=AwhZ>sOJE3`!19`| zb)daSdo&-$(qJOH0eeh(7}gOf^V=!?V`nF+ynWq4gZd4c^p(jg@vktH)+n4oYa?79 z^L-|HySRe9iP~#vj=!(-%01s~lkAbCxT__w2tSFbW&QVNDGTzTCVP#&vN~Mx{68Pm z9Tw&wm>GJWR-doL)i8`DDB-Sy#*K14w-u>^!ouh-Xb?I_p@1jXFL2Bd;WQgq__ERH zy_8`SNX9{la>h^vvus#*ggQC_I}>nzu^Z+@da7$yt_))RGP|>+RLR*{4C{81-{RLq zJl!$#6BA*mSY2_@vWbi9j~bK+VFgfY-oO_REYj0F;!GFJhcJ_acM)?nOp+DN7d&9^AXRw})qweS^o76z722WyY-= z(eppdY=f`HaEo!eS6>S?S3RQ*@}IKtl`Gv+Qc_y%?SQw*n$6u5bsoWjl->*~+D0VY zdB17?IXYS|v_=iZu-uGloN`5s^3@{IMB6E89s_8DyQtBOMYK@QKIMY1#)m9eZgF;w zU)Z}-=kJ=RVsakv#J9DtRs{58#-yIZu*fGoN8&>c(YvV{%Oh3&8V^(Up-|PWa1~e);xx)D{Z;OB3&ZH`N$b*Z;q0s`q+tx!)(Lrx(@! zYkwBRUmDGao+Eb!Xxbigsaa*YGs$nh?^aId|2XvmVbefHG5{RbWN5W0+oY!bP~TAS z@uK98AOob*#)T#$M~mbtG_?X@Sb8A&ftO`PjuzZR)E%J=2=8ioqnv}85>&zOhqUk}T1 zp-dTVgs|HW*4=_iRZ8X%Fj+TXtHTSGl{7VXaft{DUTpKM{}H-6PYir#Z`c!i_dyeN z6ScGl-Hx=J+$v(bj@F?ENXc^-Qog>Y^cOPy^6i6m{xrZ=iT4QUMT=MgzL_s$$mELU z%ZaA~M|LE?;S#92HF~ol)2z(1_&kI~?ae-dYvB~6qLP?#p)JK9hA~T90mxNj@)T7g zbNv3Xba`gXwzgn7h4kUEvP&?tx3ztW07%sfFyi0)Rq<|Kopsb$`K`e)whGDktB%K( zbqa5tgGyo(eX=uX$gc->?GOe~&;_ukG5KwaGpmuF9xE(nm7>tH5=#RsabjWbJUuKO z^9^Z=Vew4mXE!8QYQ9wYz#_>~K9&LX9oF@S`+vQJdM81-4L^<<@>61<*Yl<4RzHn& z*hg9Q_oSWSl^`?TVAUS~=9E05wKqZu!Abpv5t$!+(rrgaEyEFy0zzZTaHpL=-1kOB zMa5>q`xg`;Kf2X22+`ibbpaAY+z^JjbWPF-*(7T7u^B3CA~v2R4NqVI?~6BYLhBWp z>{7hqs^cfHBO*8d$u>wchd}RT;)v?w;to=4dr>yp-$V;u;#1-mq1RuRNDH#G`v`8V z8i4ti+w$pw8yKal$?-A)AcgqE8>gjrAJ#fv=sXuDO;pcbqgmRG`9{_Z4)|T5oEY`o zA~y`KP!pr4F#5qk!FXR4S>})#{bI*cU)v#7kkF=Z^(Zx@=jTvADTEQAp-}$@^M3;k ztbYLw!#{s+94NHF{1hA-x{05iTD9-3C=H^DVjPkEkorqWbmNIgbh{@f!Hw7IIN=Q# zXobFmt?g-OtOL^#s1jJu3r`uz)Tis~n{=S<6|^0?U+d|N>qEvg)YeBJ z8v(diMW6WO$w4ANA3YLxhB+cQIC$;_(7D!Eu$2?yd7RmCmc)EPq@(UZI~Fp-4dc}; zPT2XTnQNEl)isIspFp2{gZ00!%bE`_JqZ8<`+y?=HHSe|r%7s-{f%fsBy0HG z-nIcT!E62B1&Yh2>>yzF(lyNQrt-n=HAL$wK^9rDhQ%<6A6*}faRn2b7ZAUdhszZX zU|x}cv>?78No-pun;&6}Av5c)S>SBsAo+PjqYG!~^Cn~iUkeEdiSNhcX9nwE8I#s* z%`?dG|*Jhiu--xEn|C zX`JOZ`hJjhc$CCmqWSjLyl*X13(fiNa{&TzpjqX z5ahfu*a!ho+Cs8=NHB%q@4?yMw0Iavq&WChT^~QX6LfUP4iG>#;Kp$KGMVxby94w$ z&q_<K*2bWx7GCS-oAZ} z@a)ZX@>?>`t%M67PefRgp2KQ#W@@gQ3f0hAvC|_z=wN1zc$vyM2bJ}Zr2G`HlJUea z4}HbEDLoXx3D92m=M4W9<*|PKLJGk>jy`(b!rV3UDC3Li;rWq|c(247 zUT_A7vJ8Sce)e-CUW^B?w(r;5y5kI#2C*YgI-Gq(Y^Y*uzCszU#o>(ybPGOriAkUb z2VD)hLpnY`6MF0iVG!m02b>Y~k#v8*G%qcZ6z%m2Q4kX{I zw|Dlt`95qN9%?^X6B?TRqte7j*#B0D(EXvlrLnWlCEIsDd)|z7{4HEo5<-Dd=a}C) zOy|cH6x63o_iW$32<@QoV3vUS$K$y1)PI#$M)*tW&uqS%_CNm2g$-{MSqQ{xjx1Ch zML9~mSb{+Q^9bhIsZ*e4ts?d}gCLyYj#yj#=GCh*{E)^U#j=UFB&pajI;yJfsK`bi zLf8>_Pu5rNJfR9P;x3El}T@KqV{9c1S8H}u=VrE2jpUa z2L{+z(cSY}PZzp!oIR%yJG(~5*)=wBXT_RyS>!DY;no3k?t`t8Aqc8p8dL8cA%13BkDBQOtseYO&Jo zMX^_*IhN4Txu?X6!w!#!FJ}1X4Gn5pr83x(023NxbxS@~>?ni=+P#MgWYrA^o*_7? zB-!N_9cFrOj9;fw@p7&DH&UK5tk~J=!9m}IJ{!sN``!V`Bd3X_ zAD}c`S5pktaP-=Mkwy}$8v-wku;RGg$k9rG9JCL>z{Mc#aGyehf4Mbh^%lpW1<-FV zP~9%dv2*8%O()Rh4nrfcQbq*T3J-yxRUaK%C@+a(|5`+eA z9-pxDE9@nJ1eBwPOIFjz*#;iy<6_DBg6`VA%(;$R(zEOO z)F)XhU<11!z$WRMn;Q+DZ>hoLf&vkOFXK!`?dicr1}Iya>2^I1gq@&Mqu?5q;iUC~ zbz4z|1``Q1>eRsy!K?vsgo_YuK{sXV=$%`)w#x3Zw6KtbJ8M-=Mfe3L{tzq4 zv($gX?4La6mO|OV82Pd3a>pmWtl%SNP;xavjdqWWWWi-ahL%5Ib~eP`L&JIW)Tuj1 zx;G!P-%l*J&z?WOkOB)yqCO2V`HXb}I^j**c@2$flA^?mKk%g)JBd;RWJxhHs*@^XIP-k?#3qV(c{N%K|vevz}Gic2faMIYuB#Bz=T}A zdzME=MuxOBNIBk6sx!M-=hA!INx3`e+ddqUSh()mz1zdjZ#8ax8Y~DyO#Fnf!sF_{ z@j~_A+oM-YgB(%ejQGhC5jZT2SS!%CN{O5hb)IHKXOfypI~l1onv4Uhx!6gBj5}~c z*pw%2vLDAjTB*}uAIE+SLqo2UYkDMk2Auj~oG53AOsB&b-yWOD#V8k^fCIerNPHhs z4&#RH@!VrYs5sD%3}Pvi9WzKRPR@|W4!ggEpIF6m5nO)p%8eKKS3E5*UtBWta}G~| zR5Pa7e4MS^Aul(#6N+5qD3z#>vo%De4*Hf1&fa}B`nh503un#i`TjY_d}VEr31n(* zedF=t$MN>%2N1$!il^Du@rHVx+3^AWyMnm1r>|b6b#QQqc^KeqOk=V6zdAglgVof# z*c;vEe2k->LErHjTAj@x57&kVpM2TTu?4?;PGWQ73OotQ4Ee}2tdEB=$ZXrXl|ta5 zxcsPN!0pH;pe99wFWaI9CfW!R--HaZ4VO()qUFeGf%B6Fy_e+0ix)#&6275Df`q^T zg6>?K!KjKzQzQcofssOj%~V@BB=yk2K7s=Wmh5>gh9uY&JC;XyVkRagk}ex!fF?Ot zppv1POK)^K{ywZ!`}v!x4y&nnog2+QC(X2ngGq#dqXxz-%6? zYb*vf0B0vRVM+=&2)%3R=oabg>l=E?%p%!)9A!NKq8YS;r9j!>o+_cKsp-eO8K*7{ z3Dg8wK{nsma)V0Ji8Ln6HF0=)05sO*ci`#o!h6Q~d`v-M4S)+|?D$}Ejv>2o7D=)j zN5fBc<6x5j7hbk%l@x|#Y|xXN91iVRN>|LDN?v^Cq``T9=fTl1--%X@M6Z)&shO4?yIhjIVs zI%7i`03U2*C9qF$AA$J?LWx#xJEmGN*A21nGeoK(ie}BypJ(%tK(^;{^B%Xhx405~ zMWcc3zfzHhiisMxPRw{Q{V6T2Sa?w3eAV{r=)W{Bo8s;MbU|v=I*!SY;`Z04r5E?{ zZkrp%=O^+_LzdAY^PiAW5uMiUk99?N7(Os(b#%$lbDvl#*wEFn2`~NU>ypo0)df-I ztgWV`tx)R%%H`DE!_FO_roKMWl@xr>PsWr#U&pnl2ZZPTsn;sw9=E)i@(b*=tBr52 zxyG7ndXQo7sj(@O&MN_-t3QmcW&86j2pML+wo6HE-^>1r;b)Gz?AYpl;rj-& zUXqfUn-%|jv-$shQT8A2;Q#*S|Ggmpd4t^i|IYUZsn|A+whDwr?KK!f&0#Lz0DD(OSKg`ju>6ZsOf&U)L}Ds;fGp=$M)hYPn=k3 z=t+21e|J1LEfN{NwsSOADMMi{1m;b!s;nB5T1-;Ii znaFF4OZ1*)`%1XAJ$aBSYRIedP;Fn1k{Q3q&&q5;UyB@q4Bi<2Q^@w($c@auo5;oX z!rgV(*o4PbhLY&G19U3ix8}*Fm+KXJcJL+|T1vY}jbB`NaH)1t+u*MWI#Flkv`qPx z`V4YD@7~U=GI{^Z#kBiaXh!Kj?~MJ>+z^lY^z~KEn@ud69lj)_Gr09_`>rf37Eo}# z_5IPgJnzk_NRM>2R+I7)+zpio0mTO zB{y&R&Wx86!)5ZX{2kZKNI0H0IBCW1kCEcp$5oCS!+iT`S*e$M&R+04_@32GK$0mmV7<$IpAk=OrN$tf^S_+0ECb;v5 z^kQ2o-n6Vpw^{x)df&D^8OEsn!LyU*I|~@=4n&sTr?0$ix=-8Cg<Y^y!m0kbg4A1-7gVs?e)Eok$UibI3 ziM@@HIh44GiDsRe{Ena)kQg|sN}C%0Z~-_tK!Nl?m-cdp#EEl8hI_MZZ+>L5cN(#q z|GZ;cZq8l&(Rwd`|MS;rZ!ZBxU$N#$!ZFr0nqrx&D{NjqyWV_u`-iHNMjLE6SxR4er?s_v zHqRpca2;YJE8w<8!kj;Toc^U#fJ|YqgW*?t2#Q=XD!G-#bE|9)N-me&{`Ose&|8}M zW3s_|?tb5^0#rl_c6v&z`_8YznSY_sRZa@ge{lMlU4Cx!=FM^u`(Y&bo-Inl~>7c`_Z!RyxD2(hWWSg7-E4s{ zc6Ei$qYFk3My+2g{{EEMEuPKQFnj7{Xb4pGKx;wsexv{=&sH{+V zGBozg<(9UpR&Ec)HH&(Lf5rLxg)Cs_V7J3tyy@>>fm=Mg_yA%U$o&mX(O-CLRfz3!p zBG8S_dAJnsU>#gOD}f)F&i;0)5rAz7A+mu$c^!N^$<>l&e_fapa&l6TD%^q&WK>K3 zp`sY=TmhFln>M%Ql2W9fq}_;~+?R3rx(4?fRxFQBD=o{vO5gO$PI%MKt?Ux&>Kie< z#f=)^_7ouzw|{ZSzUG5mbsA6|p?j{|u)&RK-}#$U;B+53dv-hE{MF9B{(oH{jXW{> z4US}J!Jz!b>0ei!*E_8$`SAHk19x z$K@dB-N1sM;N^%SSpySlUzldcVz3pk?tl{Lo~Ye=Tu$4e&IR}G-6P;BlqtzY4}jfc zMUrdYy8;m-N?@vCRK^B57R6vwdP6x7oLhJnKul?V|Na?(8<2&rV!%525{g->@~2TqCIiqQ`UxcOe(4Le!i;<6&%q8_V3Mg* zBg4bbaGA(R$_z|6sRIOUQuHv5e&zT?Wi*$AQ@KF0?J9xFvtp{LZ}FHKVyefYx{=Dq z`A;dlBSMyDcW&dBHH5X=1o%z2Kr$Q62Xzh-nCmDYF}SUA?SAaQXzAWm>C5B>YH9KS zQt-AwlDv>Yc360IiYtcaIess;T%h7{<(~)0C+kHlpUUy)Bor5UAB4TeRtbt$ZN=kE~-9G#~PYm+fz1dKEh!UOGD8pT4WCksS zkpC&57q#McjC-%5#kW8MUz>l`b)Wc zh8ZKmQt|#0M}*}?C@^dUq6Sq#V(>Ob;&w*w~Ph4VLmszCu?Z#k5^r zU4esa;u}p2HSV<{o+3d?$jSne9ntI`D=CC>E9j5kb%e*&1bC5zo|@^Gn79*A=rx#I zFT--PZ>h38rq}f#<3;nyEp<0C0zXgA3dgMUn+AMC-gmHqpj&&?OAyLEDvRIP1n zDgn)A{eDyw2+$E`?qo}M)BpD=I3PX~Gd=h*JbwFRcn@>Xq>@fF>_)?dEY4>KjiqQs zJF?Dq94|f$E8g|G`Kk;kbPbF$an<$DU8hyb;I6{ixo*=YZ=8%@dW!*hNMOm9foS!F zMO)O6T=DxGZ3yK8II!1Ng~LVWhnlRu=s4WkSFmi9@L|+Tcjp%E`GL zw%`@u`04|y1op`RJI;NC?N2OM2zlAs${zl7dyp_vGpwmhuzFj_e};j^B*_mgaK+vk z+_X+)83%eR#D;^%PM_k_Vd z;aB77@B+NQ1TYxxERj*xN@&lddI3Wkw@LRZXolF2e}BDb3;W*9$Xk|zS6k8*Eb)eh zhij4n%IFhrY-~Q>_695tYm@akR~>o){_0&-(Hr50d$&*`CNRy=z#h>&3ne4Aj7Q7-38sNuc?%WlF+lAaSF|tqGtfP5mLE{-Y=G$i%^d zO<)buP_X^+Y6%SqF~D{yFvuGYE3VkC?BXZ{y^R5UuVdJ%<8?iz$i;!X^`-0zgUi^r z+QMaIjyw!JiTL5aL-ucobR?`E32`QHikF+aln}|Vhl`Dmml}-#E{ktT3Nd-Zqgq%Z zBRkv`$d39|r5$n&Ke~ZHp+=Kh3@Qb1Wi_K8f5DkImeq8^fmyO}=4Y#{aT!`~xQ$3* zJzJY`4w0;k2QD*`9YK>O0r6W5E(83xofwKyciQ!RZ$daoeyVplS?~0qI-%x$O&G*~ z5j#7zX;5PWJ||%P@8i4q%jTXDK78WR;MR}TKB0~!huV(Veae=4>dw0JxaAlu=v*0%*l1KW+d!f)1dh z#9chiAzN&F;W&@ju^$1d9NTnmFB3dkZsPel0}317CykQXbPI$bzSscv39y=| zy=g$Zum>K|F=F7EW0$1vpbNk^qz}G&Zi=9wt1>V%`-16upX`-0GZ!k|o*2Umbix+% z8OjhvRkRKvb}sM0MTYF4Pn4GeXtoq9zYLfqQw|##upzYN8kqeuO;9HIh!t94RRhw@ z*!sI^BU?h)Q-(4s4tNBV7aTpr$t`V{w<A&$T#mxxQeYd;#mlnz-azPCJrZ} znbpjn!(VxJ+cO=wteNdUqIR@lN_BeM#=qN8f6|7kR>SppDNL9)RvkES06gHGSQ#hQ z|GaY{>KS0`x$?Pb|8Ywx-yE)h7qHzILbxw&NM$u-61y58+1-e!22c3NSNz5`WLZ|X17wLwK@0OBslBpt zDOPC@txE_sohvXL+`FZaK_nbNuUO7kGJPF3JIk?Lqfz2lB%xOok=77@@yfO%0A5N* zhZ(94)f{XA_{oL~To00*j()-x-D|sT&uX$@sXqXZU{0B&K(yr*Ld#dJqHB3scaAkX z1FCIH=v|NNoh%2l43a0(ZIQF85YB40)4AO=t!Q&Te320gu{dY4`*+4ZP;gT0cp!$v zh;-BncRoArLK^I4P8NZNLT+v-V`K5O=GqRkyLx|&hKpt=3~3seyk$|t*9AJFEZD{G zm?UdG6hH|(7__3b_J6~F?(A8NkW006Eg(5OIawmk5%)$0zGHFoUMLuDA1|LbFp#2z@VSLz~mB z)ea7A#amvU-HXa|OtlG}Le2OgUC!UWp=iRfgh~y3mTln6A1Us_3NRG`B7fJUVn)f=Ft9-M9EvuqPiu$JJ|P1;@R8~ zLWl^2ORncUd9DzSrm`YuE>>4mEFrSoJDqX<)Uqw|aAS9a$;?(P3+?Raw@47{+7uW` z5U#ZtxtTSU!D-=uu-=Zds`F$o1KNfWun_$5*qsJ(l;Vm)HI49! zB`2OIUusDU!n$f5{){ea0F=QVtfh>C?imH4-}q26do}ZVdO9E3@uQcrg9espS3rVt zcage>3kZH~85+y`VI(2X71Pji5s0uYmyvBPDloOs8rsj;%wqpO60%2>3q_*|sZiWL zlM#2hpC07dTU9bDXg$ivyqm>ut>3WfxAUbgBe#DlL<{>BG=&7X)q|aP`_@*SWMDz0 zIZf8LBQjm{D_3|ydy}e+?+ePPfVgIxf!v6Q=Y0Q|Ek+-p-C(toxqOUswvvGoy>u_n z_is{vD^TzuQeR)`C^i8v*W219>V%Zk4i2;*_+jX(u3Wi7cpM;?z?VKZzwc+)Yt+tl z%*+o}w#-xM>n*VLPyM9{J$<}2ICBgkIMq^e2H^I%mCFT&(XnwU^_V?YqI_)SWL1Hp zemb#AH=IKHz6~s1qj<=6%_tWto15>&JjEA`#y!pQW9SYXof`+%6W8{aO%dBB<6gS< z9pZcN1dE})Kp8lI&Udba7cnrJ1@L;HdfLaor z#n>i>b+`Es*^NjgD{LtUQESk@bSc?8bjsilaAxeZY0CNU?)u$ax%FWYch(tg@U zM1x>1hYvaALu2r+9Y-#)m$10l+2ytLydJf z(*;~wliC_sxB)oHto;AZ+wH$_GQs+#p#gi|Wpl};? zlwj@NP`ojzx!n1#vcD7ctf3(dNc@C-;A$!rPS$m7hzr`~ zdE*8F3IYe~U|aaoL>`-Uzm~XaRRpUZwQ zhOhmGw>@Y*`~{bFvHDK19m1a3miEhO5s zANr7Qb)q&+ReAsA=CwrNYyC+^L7@VqF%SH7$wkM+*1Z6WuK(i!dBpi%kCF5=vU&}t z2`LfZ-OfU5bqmDPha;TAwsiiWIp}Ww*xvuk_!(o(h^LRkeh4m|P}6D3J8>bmHE;9I zt=l-mUYhO^XL8Yby}s{Q_K$LRh1GtHYOlGuxYlzBVxrpwrOq+m7g_jt*uQNyYxC)f zJgM0I_EaB+CDOk8_d^p!hHQnIs#X~PC4Kw!>4uooRDJVXO2wui$Mr6_{$1!(>urt9 z{a-pJX+>jvh&?dUpC?S$l!)j4OTg&~Q6+hM^vqvgtkP}Tcbos;J6Wl^WTyB-1W;%= z<1IpL5_MAgvrYKkzI?eHb8AEXPvE6!Bv}Cx-T>mDkwQDEzft2T|ND3@u=*ss zR2=~EEH*QzG89L&SKt~WH;}5IgCTA1Q0`)ybhjE&ekV`0j-NPr>J$^W8CGKcZ&ac5 zH3ZAyxSZU>#<3Pr?gtR{XvbzwpEOk__S~a|ZN*O7S4nxktvgbAm1F>*zGFl(140d*=^q#+C61yV?(4$Ur;Gt zC|T;hm3r_;$v0O=F?0E`TtC%C7D(CQ-JatuzpvN4ex2Gfp7xzK2&xXk<|J7k15i3> z>2i-P+o$$%cD-s;_Xj{A7u#&C()f4iep;s_9)>QTtKTZ-O4I$8^I$vywRFhF*gX(M zuM!dzw2ez+=QE|@P32-%kmYO@6cJh33rbU5Ru()O5G-<16)3u|o*~9mdhY_Uin6l% znCJMM!azU)iFSU5+A+CJMxKpT@)gee^07>$0cVSExpV?QF@hDP&iz;K>BH%4o1Qyk zrv_R&^-BB=KR@{fKUG4VLleJ?Y7Bl5T#Nir&za#V*qm+5fO;N)31Hdm*B`q!JMH4( zp$kc|Sheg)<3ptlBCnzC?JrW46tVoWmNaW8&4V$UL1n`aQo18DCMG67M-wh%&13V< zrwg_n)7?iG{iIJ+#JdTT+84SYc2bTp(CmWpfejv;$+|!d2{soTdGFpHgdG)CNJyRK zBCIv8M2M7k>^R2fR0+TVNZp^GfA&eZ#Qd!9-QSDfpCiCdsb`CIz|ZyMoj=9$&Nd?0 zRrTTg{vmGSh^-oK^f4xd5ZEO9;mBJFW2FlZH8U21hYr=&r$UuUlXm%QXPzI%Y2D~V zWEJ{d^+u=%vDu6a3`>oT+nl993U3tPiE{uzBDGu$eL*P{el;+a_G`LR`sR=~AXTZ} zxu5pMV167Q!2rMx_ZUILPn;x9-i3Nm)OP6bE-)R#m%B)v%>nBD4kj&l_*Pm0kUI>A zkj|bSl>z6v+S*{TSA(D_HdZF8d&X4a`o#xpo_=M!ihmxD1cpewdjN@E$^NDGL~QBm zO=W*i(5!^tKf?Ep;1UZ`Oo23K6Xk|^Cm0<2=3a@mrfmf`S%aVLLdTaIr=!M zbCdBDPNK7ZYf7~o`6$z63|k4jzT8MQFl~W#%Gq!e^{yglQQs73aOm!(quCm?h}p{s z&JkZaudlaU)G4P4E)&pG_wy9MGyfqgR8sY(s=?zbL4cg4dQo#Ai0KyacItD3;1!R} z?%)%$vQjVo&}$Pu>#iGEWfoNqXE`XV`$w<;&eaem%DGQszZCeE;tBEJF$u@wxYOEs z4{j$h_!SQ7q$Fn;5`SrZlKv(`_Rl^rSu2{@KtNatQAwhjzH;Nvzfr8YJu|f&=r$kM zAQUty{dl2N{N&qR>JJCaR<=7yAGJz#p_zU2&H>ThW!G1;#oqMZbtZr#v^g&J0b`NI zh9E}y*o++q%ge$i3YzH3%hJ4dXKZgSzrj!UY~vyxnicG7!moaLrf+yd2fv)~?(xT= z#(8hQIsLTw`JQH9={|=iS5{-0k==sqfKC`YPOV7Mb98cAobp-+Qj0ixRfQHI2$ zxh)pwBQCHtKizSRU60SlZYdU952GhdWdK{))_a}pjo=<96k0TnnImvBUt}dCqMS@8 zo%W&fe!4IP?FtxZZ*QLfk=2UTLf3a7!gn`oY(((uw`fyIi)4Q%+EHwtiF8}Y5Ul#!%lnaQ z0KAxoJ6haDZ{Tb=Fl(|s(~sd)`$3yx<@894m{|hJrv}{0TF=VL`^)9%QIF@=XS3hu zn#HlQug3$mHh8miD*e@eg;IugV_abF`!iv1Y~oSWE1{g9nS1N=5H1bjpm5jJQ2!MleFcWVUm}I zp50=AwwWW4@7x4|_gPI%M&tit@4e%>Z2SLl?Gi;%QfMgIQA%b@DP->=L?N>Xp;96l z$%?EJ@wOs_j3R_WS!I{K%HHbxJk&Mr`}cV~et&(xe|}=s1n5dd<|SfKw!~7u>%G_gXTYymr!hmcrwjyu#~?jU zM~zqo;OR6u>)M4{^5Gu6BS&wqfJ>aD5vh6m_>`dd+5FT(j*Jq19#)Nrl{=l~L8fVm z6+mSL0Da~rC?HdZe>YNQDn))o#e`HcQfa(2X8|v0Vnz^alerRVDkj16?vXi;)7A?? zG`gCacVRD)Yv&y!yV9zI=&Q(pj)p;9OcHuiX1MO|QUI{=HUUvUQasTVJ~shHL`No; zC=P^xqvAoWbe(+^|7vE7?E)rx?G>pir$V#1>XJP zKH~>!-NE~e*MU&>`sOqE*9(IabPBT?sz6L8Rz!WD>lpnT7bmB>Y$)z}0T&~o#)#k@ zFO41`9Arw-k?0>p;INSR1z1cLMOM^`T#<7&4MD9y&~L25bzAs(c;2EQp=V-pM>rrA z9eXv?>J$x6BJI7;Lnb?upbv!f)3L`w@rrvujk)OerP(1Dx(%eb#Q+lO$bny~s;WKB zuMUtt1aRP1gh;@j=R04H8O7JcC}RU(*0VW{`L=yVtO%)auw9=u7L-<1WhC-+A{7U? za)fAmF@ICc;i+Rhs~HWZdMfCo=r6s@XR!6^!+RN_%27??tgVlg`?6#|GX~rYuEx0z!yBF!h ze<-h3QC@x&?87hy{pcfw#6^JE#|p$@#3L>feqmcA-vc5bpRBgFHnkmx4WSdO5CaAl z_MJB{;REl~?7=aRy!-@5Y$hZRJ~b7%B4~?elfr3=dwVM$s;H>8KfB!9GdjI$?#Ej> ze|0tPnqjN-LiKjh_LrEf{v~n8M2-aAuScIZS32xYno&{QDOD4EW$fpiaGt2m`e;T~ zT1&=b#Zo*QNMaRM(A=iBuU~HhLu-Qzsd{SdJS57+0NMz^7S+I4@;RyW^S5o3QrO2Z zO<@CQh1bEM*S-PV#5wJAyDZZ4O}^!z=&z&*rg0;zygc=?1sg{X|@;kAwo|M zWkyFkU*|juLh!gZ`E{s}Z zy`_EpK#!JCsi>m~vG2j7*T8V#Pub|sPoSJ%T0($Jhye5u2a;+4j|oZrgI=T!Bpijp<*ISB}s(3)OxFLhJF4sMpz`wbsStth3+Kwa{Q5X4^Bn9=UKBwY{|Y;v!ZPMbm%1>0nsNy zF_VrPGSoJtwr}@cc}sM^RI9C5N@oFY!oisXBOb2YNsNJN-`a204^?Mr+g-I3rCEEa zp)J0dUfhfT-zX!tgAWFVbrb>#JR^4L5n_5lK|!}}oeNYIeKzs3XZK{73TD{3n-JFq zz#XI$4le&!EtEyXiN3)aX&33q{5ql)N;ki`W8GciQ^uoW279qltd6en1-ZTCrN4A3 zq0J7_Pl!}t?30Iy1$-BA3y-sEJ0VSn2^LQc4Cp!6>4!c6Lap635h#TTy@tfUe(?+l zm58~Vlno%*##$mW2onfiU=?D{?wos+fqIezT#1Y4)=hwicaRDH3~dK_46vNa@OKAc z=z|AXe^&S}DCbsZ5>C6Qh_mME<;#UAZRpWyS?Ln00AW3R(rQb#HfBh*5PFQ{tdY6G zu@Tr@$O6HpX`9&CP-_JH!qCvrYvishExiHMh3opnK~Yh%d1Bj2QjZuX2}*D*?3U}; zJCT^}DOV6C=6Gd@OTU_x%c)6;r$DAT#K2rq(oVP`R?H_onyLC)#_OJn%C`IxWjdQ( zES;(a0XM#P1)lq!A)MfIvT()Gh8<5`UwOQs_f5h`M#YSf2o)|VMMZiTy}<`A0T$vX zo4NPTqciE5F75uK+zS?IKjRkR?%rnzw1>nfau9+YsB-=~V ztE+3FG5REP21U8>^`By-+5%nm2AUc86dlek;>LLf7?NURx(GWl0u`2^XQJkAy{Hd@ zfaLUiMH*jf1<@S<3H}BOGXJwMjJJP2?xXT*^f}YzmqpN-hA9TO?R|dKU``_W zK%iHThN+9Z9G|V4orUzZEl#3a_{F*t(@x`Yd(KX5F*2W7ANQp=V(ZECe8;xa121Un z?Onye!4c(@_+*vAt6c{7++t(yg#XiOaIQOP%6IS(gt7rB<@MqIOC7(O3(Vzhog0)HF+b$wk>#hE1rS@rg`4ZeMqSZ)E70k@eeuAO`QbE_;+}zW%+1L}I zo$*Dy4`4<3&l#X2z>K0>r)NL9j*M7iJkkcp%n%502Q%xCCyBL&ti1cr^v!#YSX-x_ zlkq^~5JjMij4$KeEbo6ER8*Uov@K5lwWeAmu;A0Fxyg=Sy2j5^wT#2M!>!)T9&L!y zmRXxPdoSP5&1dZysY}^?0WQ0)P8NmcC4M!sm^=Awq|4l=(Bf`z>PY?$t@g0PX0%Mc zKS_@YeO;>cv13coZPGH)E6!UZ5LY`(ca$aAVN3hvxg2 z3lT-Inl^5A!oVU{NPR5s=cO6Kf(M}ZV!8)?ZRPj;+uFW6FEB)Q&aN15c;*w&(!$cT zp>Rp=whjGVjT2!ZS^6dKzfZN7IXPPQFn?kdTPLQY$y-$XqW81i{<9qO|5#P%Yd4ab zFkA^|5?SBY~6Ug918;a=xX<3tV#5y^aM_JXaycJ(w?z)93ptbW3L z>&wg|-ShwU*DOR`8Xe&ZIKr-Ep?b^1gBn3$PbidAwmgD@4;mZj=zSIKQ&sDloSiMN zR{c`bRNJ6`?2g1e#W1I#*7gG_Uu8qecnf7!mDRP6x?$P=^)>!BziSVje!-^`+C5A$umM8?odv=LYSx>xvB{(w2a%k#UitoBh_ zp)?}$1F&Lr_on~K#QZHObAR{n_vf`j{Ykb1Qg+}tH;3;Qf=Fbd9p>3U6!g$Q1CAC& zX_v>eddP!><2Wmy-T`RI$!Q0scmsg9yUN8KPF|MMkJzmU{}XpgWF8LsE!1!k9W zEjL$Ye$hM6!RARba@dsr#8I~x6`OR1>n&wP;liudup322`Zrqpnm3p7?!U6~ukUnh z%wO-%`)k}`ZoaCHRsKywJLk$Ft2eP**|58A_6og3!@{hTN(}(YCD&>b;3y`MEq{GV z{2KPxH>hniJSo8^Gcx?~P5esJ!MlowC760znI`IJC)IYuM>5Q=7kqv|$A$gm;jr;U z-lCq?meo5%rz87ce5bo7d!b)|qOGU5=yb{3cV)Q+1#kl-jN89_+fs1BE!otG_3t0} zWJdqb1;>pYmz4DE9if@vIDc+Z_o~(2S>I0%s{#>-sBaF zp1mN-E!=2&J%2EPCrx6-KMQ*QZ+`*!LK9RS*QL^m2P6{jhbrC>w^}!Fuk!V+CxX%A z_sZj+_i&cT)T4wvR|y7%MIK1NxwFgIEE^7b#`I(;H zxAt-|w?_kFfBtn3nO~&QMO}S#yr(&aUM*04`%IbBz+Jz#vDUQ;(fU6U{1di2Vx$xK z=eAhCw=dQda}@*MsSKrT)Zlm>Kd;jI$avVVQ#{n}+XxWY3X zrv)M0z5{rk&oV#2jWuTYd=D?CUrsh49F!~1=Mw)c@q;b$a+fh%-hKR zej)XAugB8t>)2x-%|4{;eFoyn2ezq4&FS&?Di4l7ED(-<_RIiq2l8t6G%%&>QBU5G zRt~K{e@a;Q?vQfSETU-uQ$QdQL%0*pR zL}f8HT9~uQtVTlJR&SHD%zLs#)_w1)*KBQAywcRvZQCL_`YBKD(`PD+e*~?z>{V+v z<9)k*Y-02+wkw)}s-?Dd8%#=0cEv+(gjygd0A)$rzyMyQsEVh0Uy{|&cZMg5KksCm zpR)?-S>^QM!ly7a%;>XMdczxbh-bs*-P<370dB*{xFUSYTJvg{`H6E10FXdKp69{k z%IXmU{ulTR%BEEgc>6kdI)x(DcL>z40m^5nKTb8%{*+YC4k~tDD}6OQroJ+?zN<2{ zYi~FAS*ZJlcKX0~kF4>{d$v~_ZHW+GDBgTO-VdzHwf5%1cC#nz9t4!Xg_p+R{ zqk>Wj1|A!S5`V>kI@j>Ro&c+e7fIYQUfi^9nHV?zFw*L|5QLzKh?@eX{1~EC&WH2WHjfW&6J@4)@+K;{6bpIR-V*b_nW# z!c_N(p&^n&_f6*NF#NtQb%WiN3?=@fapqfgkcB3GcbJUp=o2e;_|Gf)_5K!s&ZBPn zYCNE{we18F8p?)Gbb-pv2TH(oO~)-Xs={TesT+Oc9Rn=9tu zxjwge<7HvMN*VL%K#@>Ag=s5Qx~CaxfegQbuVAL+$;_Eq*&sIm{Ir?Q!VgT1{TbcoA+6gS6Mu65s6 z^m{j<`p{x}-{_c9Tw0({EwRK&N0{v5<SynTSdyt^(M13L6@<3}?|NBh+FOnG}RHF5n!{-rRO`JCQp}IT!&+5;4E==;UNp zxh=@L#ZL-NA z_=T1^YQOAP*84vn_V-_?=zr!HS8<_2eQ}?2vai4Y((BiME%z>S99n;Q;cOLLxlxoG zwS%JY&)$cJXnLw1t|EqLW|CA@up$<68(14ihLFkpRu(GY4S;oM5UjcbT;q@iBD?__ z#lOhIs1oGEGo;TbMU%6E6BnHBWo(9Z{P|z&nDbr=L5M)N5@amO{l6aPc#EmR{IK%x z3nN#z-WGZi#1F|?g3hCXqe+xxw0+FN|9U{XdiLv*aabt6A&HW4BbM(>u_iMD{pm&U#mFu@gaxI(G{eB zoqw zYBfv`cfpoIZ}%iEjRDbpfXS7bX@5!HJ?4Vd3GLkyEED{_A`Hewd`M!D-S}5vJUC1a z85!-OUcFk+*mxE2X@b!}$^o2Z2@fyrs5L*rw(yp?f(-@fN(^?eM*;_ptH=OsMNl)$ z723M)E{P;T+3>pLgjLZ-Ib7pcAX{Xb2Y|7*o}QIZZzBuyvE1h7OD8cD_YRZ}hqn9v zgBv|RCrWC8?Pq5I`Y$ttc94jnk=QgY5|NuL4oS!&xVAewJ4?OEs32->&%PJQK$p49 zs_)mwb1hfqkh}u}cWgp}e}E8qA{UV;0_a=w3)6o*7;HCQFk(07cOuB5=tH;7OdQ)$NS+Ja>)xP z9~(GsiW0)Aq6H9mcakV_$3jt<_>sZx#-hH`>`q{!&yT7pW2^NCf}w5#HLP_GCQkCs zQSQ5F@iRWncJMT+P)t7D}zl@=xZ^wP)+h zR&bX3+BSVw9O8e*ej?fFfj!K|K>)$kC-@~Lbve45>HN5^=}hrW$%*vNUKTmXuW0sr zt4mE~aPEeROXwn*_eCv`06`!}w+`mYhb14Z9gI(!PDn_GFKhFhLqO5FK7X&rNyRE* z2MuHmv|6X1R#aZN94zlx5m&-cd{Wgj+b&m+X7Urm_eH%CS-H+#InLR^4US!oJL6Qw z#jucb+B7he>hVz_V?tZGzw>O$b0Qwp0+K+46rN}s3Wf3n0b=qvtIe$ zv?;=AViTDbpI6Gw4}mlpgn}_8$gFx|bzL69)78NB2ubA|7#L%9El$M)mMjwCDQr8y zM2U|NsOtx40%pdr6V|+~n2p^2Gw;{WYhQjzZKq%0?<=?cD4j=Hvki!g=7o7o4k8nH z;JR7o$gQr6$K*yJFThVIq1ClG`1sb~i4(a{+lT39OfUVd1(<@Ip$ak~DAIL|MR6G* z+X+0H={%p^Ab^n*26(NJa8!bbP!kp+z92*k5heogjj?5;dJg^@Eaz7|ey)CO%Iz>A zy@k@L-?4?1S8+1Vo5qNz86dXE!AabrkC|2m0Y3e&_zfFR3XP4|rAG&FKFHsNZRW7% zBLP)xp4|sx1Uelln@gnsr}~|0zGBJDikBo4T5vteJ|uiB1?ar21UCkw>lXn(M@_jE zCT4UH#5pG6C~OOrilQWX2kH_6eGd-O!oQ=UrnX%a!@0gU(br@_ISc`*E2szLSsT|} zIDB}~@->;n}425dw&g2u_lGhSY2> zF0S)F^9V9sxq9_cOw5ALtuJSS@J~>hCHum-0K{Ak;7gLm%SNp%CJ!Q<`SH?|3E zyW1l$-F-w#Rmj?-jD~?$oR^v{AgU)qSJ7@Nb_=6^g{Z-ZLTTmAzP>y2&6_rF=H87l zL7QN%7CHD5Egq3r$qXWC==Izou^}>YkSxhdRM{q#Gt`GrJ<$ujTpUPZNUQI73K4l z9zs{vPDTsq={@ENmRb*+6d9cYJqc0N5e@WX(0FSI1%zZ}GIZ^A`%*7x^clfLR>xv? z)lViI%`2#gcL}^+-nsNJ0N2rXx5yKXIvAigS;k0$KreT_j|11+dR(iX$AZWQjU&dh?!TNAdw!>Hc4A1V7$oGw|o3>1Fyju@~Q==Pdm;i zDcn(rH`MxHeoF_Bvs0R)biyqDQl}&rMs?iG(2G;iP>Z!ocup7C=@@@xTzS;Ty{v3J zKwE=ncS%g=lk!uw`Pba9JS(m&l;mgPqfw$zgmu4uZXR%hS5H+*dlCvMLMaQ^K`#;Z z^Sd+D$tn^tCw2Sg90Py!LvVb|**R}OC}3NXy2NtjXP0O?)o&tIq_aff=UlO1Ov8H) z8(oWsGmd}YgY=@<`1;B_IYFrUWA%Fa=OedS>iBVfAmyw{#0q(ds~pX39Nj3`jM^Z9 zDMDFnXb7zl_QMsJd!QQIk1=Z)IL?3v%p~rRR;;Zn4p|YboF-x1zECC*wOI)Y2qM(| za_<%P-*$+538&TIBynjIgj1*TJO8 zh6*bNChYK)wuF|3hD{=;LIb-ANvqfV0u>O*BsERlW>qCD=bf|pNH2sllNcR16S;xq z!0VM}QcI0@Qp)yy>r5F}hH)*T54-{vd5)mK`jIN1yN zB>AV3U*vsn%DdHG(yzlCpU0}o?R>~;R~OBew`)$BtT#Tb-a2q9mwRz!Yee+1^Q`*( zZ@+z)3tHYApP9*oz1_tCIFqpRTxP{gteLB{*^JV}sAgU=`bRSO4Z(O+G?#Nn1RjbQ z8fcv1kv;!sv8+|XYRL|jr|A4^wS>IYX#H!oyxSvdAHBB1^udMqqrsyAHyXO%`0@XG zVDA3AO*a04@^FK{B;*Crt0aVI*(A20{;kR6M@j3I!3-ZuA;6=p8-9(Z5-kbyq^MrO zQv8=8Z!w0XLQCB+&KQHhTvF%y#3-ac8QL}hMJhP>DCbD7nkEV==OYN`7Q}eM>e&O# z=#HLae2MGQh!C`CJEUvkD3k&;FkU#1+A&uy!Dcq`-8*SKa5c5l3k^U_*$kNJ4eYIu zG$&NNg*qd<4O`awEhKpPenj#VtrHbl51>^On$nDwp|r}a>&LlMge}L^>lSH-&q7l{ zU1E}?7PmS*EP2}uB`cBgIO(MkfR8UsW!1K_wZ;}S|3W`xw_zWj9sgK;_YdAdyLWAm zzyjnPER41Vi@2-|JUnrbX_+nf%rbj^X&2-4LoT!Lf}L#mpjv{)V^x}8GxhmZPfxB- z??;x*GL&1XBY0zKwd|$Xv~3pA@m$cSwpTt={Vfg1xwC9gTM z!?lJ<^;28?Ny*ChJ8JQ;3B|@~<|oM^$xgI3xy4g6ukuitikX$DgiRFhi3ydrX=fre zX(@w#&7CY=Ht{gwbZWuDpOUsGsHO{H?ml^HET2Ra=#a{jPcGZ_(iRj9)aMNdrz!ZTJ@wQHK@59Bl z2WN+mp*SgfyCXj^&wb@}wH3acLE3?n2wzTe!T-|u}R9{5rj4Y%93U%xp# zJJ`yea@DG>LQ?yTt$CLx|B09NGdai7Ir;cD%1FyF(p-)S28>SLz9=*NUTL6$iL*ck@EuDeEyrst^g{Z^)mZFZ)*Kuj{t&2=xEX_LxoB745+k3 zUc5lpr>La#WWqU1NPQ7yEl$@oi{xoGeLP5asO~nSL!-KZ{DO9jT59ZN50&ySy!--zNp?7iM}tETOKHM@+sXLa2>DRL;Gea3oShS zXD&+}@Txe|h>MFaJ1J4TFD5%=VdE|Q>zM8faZ>b$Eipp{mAp*IeTDi z++@~ui2?g{IY2uusrwBmmuT3;>=aCY-Ff>PG{?&Q|Ln3eVJpUdkKn+~IloEnMg7^c zXN4#jmn{c?W*gLGP~9@8C&nct$PQ*VI3GRyXo6JL{$zw$^f>W2zsX&Al-Xf-Fgld{ zfvah0d3hnw&ON4eJYthgmtn(ydyhZQ9eSQPS(lG1Y+kxotBO)l-#s9Y*+$f5;o%|4 zX^NL?BZ1IBD?!Z~biJiCS@5Yb8{wnIcjogBqQ!cS4;~hJ4buNijHxLr8E+0s<-NLj z#-abkU~-CIeoRRG09AumT&jS-WWInGXSZ^*@bNwYS1UnR@FU;rPsnprmXKuUsTU~pmFGC4Y0h%t~Z#HofCqzEO;5ROZzbG0Tc zP!TZ~srqF!DjHWyY~6b3`LYK5d$eYW3i1)!HsZt3kMBTU6p9&URL22zr5`>Np&KKk zhLI@p4eBq&U>buYFjz}FX9iSxTaQbWp2+i=VZXAepS1xW`@9ykQ&r$W-lSY@v0nk9 zsaDtlG$IfHX0&M_*?DsszhV5&{dn%#`ca$;`w8IXV(nC{@`XtY>4s&+`~Nvy0C=Eb z-W&3tL=kyCI@BlG2ltQ&+jnnElbd!#I4T4oIv~A230=Se^QQX&=!88{&k}ra3I_OL z%*{E6;S$88um_bZdRg6x%I4;?QJJ16Kh!$HFfoj_hnf{JX(9_I19AwX!gsjaNdhRa zm)%2Qr-x5Kni4Xp&~M%uLK%m+juw17)~r zGa*D3op?2#A5y>+>LQ2<`^K4<+08W=Vbn8q{6;>F=aGkJm5P}3_t=cot7&R-?lu*P zp%g3pbaEH){%1)jZD@x8aG#c$W~+cnAwVGCm_Mg(q$8^%?C8rqip3UUb#YfXDnU40 ztkLnCfv{?$|0FU+P)@|x5@RfLk)bSk-GNYQYC4zmO{Yqz4f}StwcWq~?{kPNA?foN zG3E|>i-?U}G!~I;?Kh|?9#1~>be$XT?&!Ga=pAAPkeT6uW5>&^_{szHed{sojow#~ z^br~x#9`ki!2tEMw+`Q0z6}mVOGiYnz=a@vYa-f1;Ozp~C1z8iQp;4fx9(pMN}0YG zLe#4>{X?K{Hq zFrEFett6O3@`-;B0p{dJna@Iu*^!y4J_x7++EddeAR;Pi07?8*{;yd{z(Fg}5Ns5~ znBcx=MvZ)c5DsfrAD}}s>oS-H9X06?W2+%)JA4qME21QTZWEJ?SHr_7(6Dnq>^usF zi- zmmwHNw*vBE4TAsl8UA}^v|OX5NS0^EV<+|%SiNc$z5n&u!2@1_5>3!yYmI}yTPlIM+ccC17b z3z@61BBr+s9QfjDI3=`g$+h;K(m9XT`byDnXj>5Y zE@XJ<>(PPMeBB`(X+~uxWw~zfaZ>o(kmy>?&)DQlG?=DNE*Akk;YiD~=_5+*7#;FWTz zwKv(3Pc3_P)1=Tmfm-KW9vDU8;><17SW)rgDKDOT=1~ z`ixJGq-10Se)x!_4`?>Yd}ovNR*cz++=A@0G#xuTVKmmu+J;|#d}-0@O(xVLmD6i; zE#(5AM>+TKi4meS*t)B85rtB#txBP2d9>HRu$pt&za@cpPprXuPwJ7w7rEs%+@)+H zFp9c|b3FnI!6ND-frq;MYis^>ws^I~Pd$!ArR+GhAh7*IKgFBTbc)*zQQ^kd_sqrY z`)B))%V2tun(F!A)YHCe$%jL}62Y2u%iGQ4ymR4sAgwJk%yuS8(2@r(9 zz+W9Jh~@Bkst*@xHzVJUC5QIt09Mt=vfc^2$*_bRR*BjNj^2)`L20#=P&P}XK0QbI zLgpC3q#i&pIK}uu9H*XGJEdg^51^i1AxS8`!}cJ(UCi=Sfa|}(J5uXW;;*Wv+TP)H z>3t);Pg}r=p)PMbNNf^qF`V>7r|ReVpry)nB~MDOd+T>vsNZKVy>6267`g)`^+SiK zP*N-^Mj!6@hHPmyyk}bzR&`W`sw(ZoRp4@80!Di<3$;gI{b9Mt!KLsKnN~ zrI7I(WGXTDbvPScmM(Eh{B{{3rX-~cw3*4vENG*_TyNuk1=X`*d7y)Pg)sWCwfe)7 z{5F#S^pSm4*RTsHZgS3uN84wVC5wUkM2}zf;lD4>}BrEYz#o{S4fj=*NZ+1lnh%1=?)z! zseArHDOX5c4N?&IlZDSM^!HefbIwg3qh`0?IqngR)_ybL(lN|%ZttDWc5yK=QV7q% zL<4iy%j0G^+r7wP2gK0C;!&-_|15UEJRwjZlIJjwc4%_4J~olFN#@@K-0OCG!Y@GQ ztd@BeXQA&VGEN76Mnd#{NrAm|39+2P>qoa?!*VE)3G$C)5-0Qt%+91b2ZRK^y)dnL z*)S2t3l*Wh0R%H3b6S8zf-Vgjn8G?8LZzY)Cj~}+yGgSjfdkzV8xPCb6g~J0$V4wP z1&V?7MS6M>z}E3k7KpFF4R#}LGSctEI{-F<#N(mjTE7i!dk%(-V!RsF@T1{NN& zS1tbGO;K%a=K!+G-*?Y|t&=2QU@HQd5;b54B|VvmLej~=4BF-Z3Qym){BDuHBU0Bu zzy$5Q#v*1%VoF|9RO11v^2t2mMwlB4>>=29zo8a^QSKPJ5MX0hoO(sJxfp5dHQQ@= z&ac`8(b?fsYKmdwgNeLE-+X-e^wzY16+FB@PrhSr`MADNbTLscmIOea7IgDr{)@*Z ziz4%1cnp2{+CMcgWOK#zt2Z=tb`p`CX9g1XWiLl;`3x*fF6@>Dd$05;5LpW>@1HZw zHbb3H_E>Uy^dY(AG0rP8F$+h)vShz2%?nzmbdzN`)=1JHl)SK**va@wAM^`X; zfJX^pd2b^t6kH7?v;^hZ`>uxCqTd}i2sES#d7=#eiseo;Puc%j%HF*q!`?YFft}2V z2xy4AtYMst?}MpkG3IAHV7Z1@k7P>jPSgc=0@|7+Ab8&^(nl8R8%Va%HDRF5diI9| zE{FMWYPf{WumqudLs$Y_gBNgrU3lL;dGZ7yll#(>SKm12`UHpN8_NC$l0E2|YU(y%+Nlt1b9 z&GO*Sn>h|&nkf{SeNK0;s=RW2l#An@$fE|Iwc~#|-AX7>nhP1qOfG*gC(^I2?fx-2 zcOzC*qYYK8hS(gfMNpahO@JO$>ZAcJYZre&!pTBn!GO zG_EcskVjyS+T*k^^vWdn1jRyJZ6!W1(R_evTDi^!btFtOQ3}_AOH8%hTFcONpL2J7 zLcy@9CXtX1n||4yOi6kn*S43B=}YN~!idr1J2)OWjQ4k*zZX=f)zSo~oTNCBS3AM!Kde7vPOquisjK z{XBrqLUn-vCo{`P?y6DHO-WKAWMR8!{=u1W_x0;TAo7;4-oSGR!1Os|&8y+I7ccH6 z7B2GVNbjuEzJ$>J24?K$1+Wxi@Kmc-NfNeILP|k8^VHU*ay^cxLP!l!O|A{FLAHet z2^of*;$u(Kom~*BZWCJZWAOB`dXyeBUHL=TM&`BFJBC}mD1`gRsw2^I;MY|qquc4R zS5c7E>72H^pr9SMETK;?) z6b3*y=>GmbqJmo-N9A&+yB^up$;rwx_&Yf{^&PQ!sK-X2j{T0+yc4IyC z5B&VBMpye9#s8%R=#oPV!-kYn7o^`Iy}Szj7}4jz{p;X$^3h;r-!%&yhRQ!Opd=t+ zU+B{4kWudGNrQ9uH5wS)_T%UT5un-V5H@=k?%!{KtYNw>Lg@{E=}oYsWJV{zctqFI z)zsH+u%4M1PhoI$N|<1bqIz9aL0uT0@UXo06= zwD`1~n3gbd5Pb}zKO#SB&HHf^FU>kPujpmVuU>M2u6t{K z=HeB8f<(anIn9l$k-g=^iEqtw%RL`3t9iZ5zH4=7HQ`Bqe@VM7V8vq$GVs79=l|s5 z1_~Pm+0Sy%cT?o>2Ot#?aKei@dQ$bWyQkdC4d0mGWUCka_~?$k zRoT8#kN+8O^5hxK!YzLeA9erg$R8Wz^xhbq+4(Y2|m z((HHmo+Y`GHNJ$&R#e#i5qjda zp5rImwMiBosobvhs4alMZn5+tjM6AH3L6!GWAA)X@R#C?ZVZ!NNHyXf|5Loh+<>@lb&F zOw})CaI-Apo?KtQcTpZ`-|6iN^#2kchiV1vk4O~DCi@pq5U~hvr~3W%e65Qk6;NE8TGRx`l{f41zyD6s*7GBas3Mmiv>$m&P+<_o zr%|2PW5>0@BwfhY%WG>@VdA79`bfm4@2R$VmJ}KXf2ixC+y=+64KW}y*)%EZI1<>C zS)Hf!Kxha%X#D*XGF|98mQWp{MGy7_6lE+5PH)ySLyMYNMKoLfQErR={!gW!oZ0yI zZ}5NG##Z9u{`D2Q<*>xReoJ-3Z^ye8|Na9@>!s8G{yo)c@2yZ%{PXp?lpa^}uP@<) zh*s|#zG>UHPN{78jY^3S+&jZ>0fH8-If zh?+UvVtuuJl-@EYbZ&7`%=vy&-Uq}C=!PoSQ0!ke7 z_UU{#&rVXj?J_m=ALvWP=7h|hG3ylqreuZ`~Z;zf5+76}TEy4-uPLG?J5%6*>` zaWsdde$7(!+(`B2!$^_A(TXuZsJ5E-XULD)Bh$`ry^9J(W zZg6k@edSyq3O`7t&*yFtr+M{4<7wJ}m|@q3&xY6IH0@7)D67uX9eboX~KGH5Xb1I&E~`-)i5?d^zj}0CP<#v(2qP0;teT`Mw zDTNazflg)IxSAeI$LuvF&$Q3}=KL&Th?tGmmcNG2fZm{myN~Lfr%TQrHqJE}l4Us{&!o zk`qf+SVyz0b`(!{Shh{ z_TmXu((SP=nv`vKN{XZ?n}^h2tJ%5x^e!yQ@eXyHg&$2t6+Ikul>Fb=r&Jbe(<$AL z)y5MpY=2k5T@~#AY10k9^B#9)$^*q86f$T%-5d8s#4jXK*PBDT84FHbk?y|lrs6G2 z8QPqtjoeZ+cutj<)t7e2vK;h_rA^^GRbi#5y{s#0@)sU~3HMKxKJ(Z2ZP7A6d zM(;Hl))}Lz&hrjZ$B#1)q5;5c+mqg#t9DY1le=9o4I0RrJO~6Y^j^_#-yTCOhL3Xatx4AAI80$!gOos#ZsJ`vu*l-<1*&EghV3`!s9L{mnJBH#|QxuwLNs` zV2*fG4bOYs4+V3HNtN8YRnC|UuTzwYe#4hm`Sd*Z%g8D|gM)uw6&t~#zL~9TYn7|y zGwA^iGV{ExFTBE*cpC4?s@{V;U7o(bsoZ;Ty2yc{QtN!~QY}OKtXDsSok}K?WyOjF zM`~6L1wM*5XyN$tfP{X(Je`O#k-SpEa+T@uPR0}x8^$WGh3-{#k06!MO}9t!%&s#O z#n|N9aaUKVH@weIou}erZF&%_eJ&{FsZl4V5V!oSesx09Lm^r)EaSH*nt!d}I-E?%BOnL)QG`BKIzIU~%_8Klj%)sqbGn z_R7E!#KHowd;k870;dDOL=f>U@9J7Rs=)l5qbqR~?gPcjE^(NEdE zb8qE4sw-uuVjk7-%=*Wbm2p@3PF-QS`!ak}N%eJ#A+Me(sB-uxr7L0(d)~GmrkF_Gc5me%W5v+9A~_O zG-}9SYcBe1IjDqOh^tLElIZ-67PYM;fi9e{pP`dN&R!@{x?}4wu!pYY)VNb$+%wsm z>xfMc5oHWO;;v5SJ1>3pJ-eTBaqLiMbWDth!^-Erka8TE6Jz|=9cNm2E5Y0^+)tNl ziNY||BW#zpn`F!nKh|Hjm(lOxbp2G*r_R<9)ls`Oxm#s!j*l1yl@&?h&ihALGxQlM zx(C%vHw2pKNWOhn+}_@6JIwN@Xt}X|J1I{hY0w7m$wO}&m|@YHgyc`%v{v8^W01Bo z4WbF_17YnSA8#7qxt^-5{YPg~eE+hZK8HnW^%uGsdt^`b(j3}YcC#qPC@$o|z!`tM zfXquDmAjtZoyf>K5RYxGtU|UPA_Y$g-@$(FJ$tHdM*UUc&2GgNT-t|$1+X2JeJrF> zkV6$1gS^owaa7cg7CW-{qP^Omj!ISLh7XJH2ioWS7Hba(tsYf>v8Vrw%?LF$V^D}0 z^&Dq7xs(j+)dR}kJ~S5Asz`8)J+(W@%T~Lv+-0(6-({3b|9O6|rx%W)b474_$PS|2 zRFl!AvfR&Vo@Bz%7k~V5o?89J4O&6z8dD29WHF!b zPFJ1%bbx(a<5G+BaA6o@AB&dPjz8PejgXt!^ted1^A{ei&QoE3@iuyF*`JH1qDt82 zS7|r^EOZ8<&w%^)BeC(=J2-Id+ou9mae7kzPY0laswVm9OBzxQ@1dr}5a_2Eq)?lv zt&T(o71Z1Vb6ga87}WNgH^rh--VJX6>St_kcTu@3_D+_ykoq2IJO;IJA^sW^5v)Ab zvPW80F3lfD|Kp6ya3>aobsyf?iia)OKJ`ZY3@A zJ_Q(SAc;R;Z-7fNg_5QL9tNm%NLv7}TO5?AL5>M9CScmd3FOeLK#vIVBqL(y(NFY1 zI;#TBSD22}`1477oInAr<XV#}|~=THYCcj=$DP_wTMiNc)4mhqbG;ynH>9nxcSn^dmja&>YNZ zG~^wci1I>E@2yMJ4Hz9043Ya2=%9n9Ek`g6hAWST8u6Lcb!itd#7tcHZuyl^Y zj09Fx4MCg(B1YHld3n`>3rag*`atQ6!qX?ICx|Eunxoyix~(P$`ISEAgbSGlw!m~D z*qsh=g~%CjtK+~Z1YLo0Kuj(|;w>-9PASNe_X{)hsDI# z8LB6|CGkz?{4uwo_bx|x6$C4t$WM-|SF9ay(kXkD;mIoAu&&V zk&Q2}Pt<;fEjjRu1u7SZ!Swnx7=}=sYBa|{kL@t^)lCR;N#tbuXC<$O7{Huae%Q1N zxlxe>r9zHad~F^o#=6ZGIgdrZXSP2n$$G6bdHdU?>FKr*(1hhk=uX-)~v>um>3G&x#V_0A)H~&HuV$42!xw-etON)r4SKmdDi&|)M z!-u`ItE&$Qop8Q|mC%W|v?YqOkJf+IbUg;1gFk6f*h-cTyl=G$QcAyvhj>loW#E~+a zx8|<{DT(L&NS3TD7XA8NvI=mZ7-!*zK>ncm>@*7^taeLC=->{g*yn@P$nFf(P6KDJ z)Q??)?5(>Y)xoZGfMpgt5ZS%cfjT|o?Y2f)h3H^el+wkih+iZ-D`KKB=Hxzz1y38) z=(X4q(|~N6a57p$F*1%BLU_0K@?N#FQp9cz5k?|1_;BF8AGyU$V!izY|DkEm8~s<_a>mHWB-!~;R=fbKH;H=TEEO0^-Ga|AeG&9xlWa*#z%&sDNVi`7_-1Me9=CF+|&B^~_$(EOfQ9UblMQLEPP z>VXMD4RSosaZsra?Oq4Qx*l0DU*Gd3#lVgDT*PO3qM|1zu@i7YQ;i~}7E8{82ao?H zX5uMy2_r&R+eFjICf5uG1)N)TIEnD{ld2Q|=!=3)pH9*du%?Fapo9u)gIPalXO(|*7BdnBe;ncj~GCC^~xr2}18n!PsD`^;-{20!6IvF=OrvrhQEp?B1jJzsg0j|2tp zi2b!|-~wiXSnWILl}n>YrPY!<`(!r74b^8)Mx*)OW$j})h;^OD1HgYLOavptne%l? zQIQnf;q{U~hu0#Hu0`ea4|0nU#7}PVj$5UqT*5*$fz?TM^asd@!iYmbd>;# z7=KZ+6x`vrjGg5k?l}w%A7AY=sHvz|tr8fAZ+K=&vEuCy5D6Co)wl2a3G9&MN=V(f zG)IePgBiv`W7KHunk~ZT#;(B*XoHavft#32e_T5vg`vl~;JM?8kNBiia2(lCaXTAp ze&JgHHOc*GUP}ou&+gq7-zf4ePbVC*c)=Gp0;11nB$ebh@&8E7*g4;{@tO`t#V)Rz z%7aU~+cdf_R|M(UqEomW|6Tp#gH2-PWj(9Tta(@&d-7prz-5W*IXy4_>!Q*4r!(^7 z>x9phd-KgNH|?Q%bxtB`m)`GxjNZw)TaD3~Ft|8|HUVT2f~}=G6_-Y&42BZ#60!f1 zkZ%-Wy*La;#>dmMo1u(Ap|`F&6`xlcRW@h38D7UREbMq3)Xd0=rr%98Nm%VN82)$O zP)8@g!`oX8;|IwNh>!NhYqk$MBGg(vt{Zjs1Xc#`Eit(-kKGaW?~}=>$Kij{VPtMZ znVyaVHp&U$%Ehk*t}%!1tVU~8`_e)er@aX{L9Og7aqPyRxEwHxWW4hF&*~Thot5|P zF~w8}*QV5e_RJZsIgwK{@Wp#2=jP<3S+yTeH>oY_%Yewhq$P)lV3UyCt^qCAZbqIu zjO|QETDg+q{-D)}Qs=i%z!nmK_6d=J#zO5<7>sG2H{B&8a)&qL(w8Tw1drl~E=~on zVv4LzLkVFYZ|^z-A915Jj6fqds@b;DOzovbRpiZ|7^@Wv+a2cbCDTif`dpto3T^qb z-dr1h(n>r#JwJY;4EMY5S%k9^s$m(kYt1(G#?vF64oF!TM@Qvf7NRFloOg1qqtJAt zZVEHc{CY>JF~hX}GzgelGT01Z=pQsBP#)5LYbdHRK4K&8uye9DJMp_7a#vp;h3q|$W;=Yl%droU!3Ir4RrldbHlO2KU>T>7BCZ%`nu2-=^*gCq`>?bQ zEY8OYiArq&)5r6%SgU%&M|&5cP4R#pt>t=k9uRu4N9@&ak&D=47oF*@$8K* z$qP7-5L^B>kt}$)n1h+wYZOUhGnD4V6 zIbWTM7OhcbqAVD7aJ|V5d8hv?d}7b%5* zX#rN;EP^$%7g0kgcs6-G@klu?TAYHojyFN5I=bk%n?wdFB-n`39jyX|b@BjY& zzOufx);Edi+F6vsEbIv}Ft9xBx`~bLM0>7|86uL#<278PU(qOOq&~eV!>gOFp3-3B z$@#Ja7wZEOl8!||s#vpYx%!zNfRubfFT+!*IfhNRUnvav`Ng)W*%!dU9pn(jqCJy6 zLeca0yqOEy*G7EFGy&|Un#6M$E*@Jbcija;QpFC?pFWtL)OG5rj*G)n@m>CvGZw$n zl#~~(yk5JC;#gXiWurcF{gsr`O zCF-CUbYg5pd$3Ttyo708IjX?-0Yc#oFYiBpzB>!_kuW2w$!%SXQ+L6iTm?7a&?I&Z z$7>}Q-~ZH1g0e6k_cs!Q|5<1+8W(?o9WbcDUBZl@6?YG4bKxTY_X+e|Hd^&?vz z#!F)miyr+>>8(Hi6!6_{y;iKz?kRfxU3nEm0p~-cBEiQiXS8Q+)q0?sHp^@4RaYU@iw-2bqbKG3&BA#;k3 z#2jIJc3lgO?y6b#;Tijjj`w)CrAen@({`@q_u|j z)*7-h2wQVdJNev;?iudFI~}1>*vAuaX$Cj;G?&aVc0e*RPz@cD0=@;VbNqM>-A~2p zUhf?&-nu*D?o#vl-c38nG!*xfb-n;hz^O*W zMYS!>#`|Jf-mo5mR5%KlCBhOtj_{fGnPjZ0kHq3RF1b1sth!^ms<$NhD<6NGe%08R zwSQW(l({@2>s75eQ=?u&# z_$HeC-g#^2Me-ePtS%C=Xb?w<_H@4+5Q$UEZv{CY7P9X*aNF42ukgXAvh>hom!y08 zbk&B>TJPD$t(=Y&%lTys@psq7MDNesAJub@jg2jA&2G8@x_db0i!T^r6Iq7Yn5gmQ zs^rVSms{#2Cpu<*gU8ou@Cyl*4^IvNA%#d$45WApEI2Nj%fG%&K&}eIF1Ul+%b-L|m{-f4Aq2&|P(Zph+?y?uA{; zN1mTU-0b@rYQx-oGWpa`2kEQ0t_H-=Iow$u)}vDybGqs}K0fsb53t#yw!h71uP*p> z!t&gzohH?>58u~nZzr5H%wa(GzJCWORTJQ_CBlpZmAE#L6?p}PjI*2}DAvI)Ey&N$ zZx^V$8&a&Gk#L*`08T=w1=vcUf^a7?fq08%P66uxywByxst@a_qt)N`Hav4OG@;=a z*g{01N%{f^)B7n}CoqhaaM}~n-LT07zi~Qo;erKr)w<_TG*;a~dc)G3@cp6V&z7wi z)x0~A6cZb5FIiMEI%ub9^&Hf)x9{WKcc99>f2~WX)#(9wAO3&8j@e_>WMJ-v5>>C5UHh>uQ zFUQw`_a}~%L6H)jUzMFqGfrhv<7Te)E7higPBcxI1@tWglK+7MupAc$#|J=XVX&gs zZX89j705adA4SfgUj%Pu#?jE7zAkVx?c1aD?DK&jh3VfMtkKGbVIImdxkv?Na^&_S z1=A7>EiL=y$9QL676;*x_hu_=C#ITd?(P~3-Z#MlkABuZh{RD zy}YQ-{1g28Plf!Ze&om>h-f0%vbSoZ_=jI#EvVeoJB2(OP=_#92~4N(-FDTrhl?La zsb%sQoIH8*%I4ekTBgsp!q?|!cc8kDb>tIyJx%j0rDN^KvHvG;Ob0C!4h-|@9npCx zc`Fl)m8rXWozKCyYgdQ&gr?uN5(N$0&ts#Z4g5u|N5?Kh8`X^_Qn0TdTOW*;jJu*V z4|8w|O*j1{!uI`P%$p|;F>Tr2H0*SsCr9O4BjhM+BQyZ*-?AF!z*isyM0Po?gjXQ!Qe zAr=A$J?izO_2-RITyGX00v5~Nkn`EajLF~mW@1%-RrhHl(=I>hV+8{W2Y38|xU8gsMzvp-J9{dvE`r!E93u&SclddKEY7Fkv#vI{_ z;MU_ft$*I~HoRiLV{_ACfSSl$V>^0$RJ%^Fh*24=0V;T{Mp5uXI44c(7jt8yO zUpU#j%`-|{MdkLLRUv}aX`k5k_q?eSiGLzL`eH=V>2YFd=*A+g-EW{sivwuN)(g1G zbY^NC%}oEnF5(wn?h=7u9U^n;uRm-OJasw$jg7Z#{MVrMDV(@42Y`Kzqq>9h)d2M2zMiw4g_mgg zuJ=XGTQo}JrFLkv8>9$vpV*lPzz>kS&4;t{SlOT!xkktTbxDabx`hvr>2GIQY0lr1CR0Tds|#U{?cU3wi{jfJc~{YI5H79QVKXXY6Lk)M0luESn3qxTdi zIV7&(kA?(Vq!;uV#wg*19lEUykvODs+&*bNc&84V8F+M&+YOB52jR+IT#-ET%B{dX znM1Fs6x)PMCDL)60_sRbhzP@->2cWRvs0w$j+_+UwVsT|%{{M5$1bB7)`m@7^Ub|+ zV9j^E7i;#(nADeDeHi$OK5oKU?B;6gE3fVEz7T?A5_-D5(@x%R^P_wkFwAg4ug%h>Z!_sVneno|zP^Gl zXu9JRuvJB-Dbq_BNZhZ3dc*p|k&WB1PaUvnIbN3jLun^98W_c3XZoQe|K2DIfcDSM zyt`+Rh&M4a;N?MWis(q(pSBSQFnQH$JwsntZ!_C*p3fKU9Hthh6S3wJ)Bl0xy}7t_ za+ruB3`DL%&Bo=e)aGhMeq|I=SeI zvEG}`U+?M*TaUB5r3z>@PyZaPyNiJ_cX;0Hxxa~;EcffDeh2rDbP8^H|ZeK?&xQoEXl@jMfbXF|(xgGbf~djW)fm9#P(Vjx(`=GtVbk%8$-A_QI`(>P-hcxj>|ib_fVKLVpp z>mZ=3Vfb09hrht?*fKwG5~OmTPIQ7Q7;s0PvoNZK;xf{lH-UjW+38Hw+4@9FIhr#N z);=_<@m>|l5`0nm)&!))w+|WPZDK&T5a8{?bpy-Fq9HqPw$XbSih( z9A0(6m45m7>%rOUe&Z2J7g8E@_<3D8ep~__zPBhpEiwlVl^U|2M6OklTgl+|f z={ji{8PRC(!iZ8Y;h5;w}KA z+zP7MZ`eq#8v>TiwQE;6*Hw+KbW!ZT3!G#}@q{K?v<^ei(01n&7;nk@R&gm0Tu>~S z7)d>SQU?X$`$?*;%$t%W#k(@quX&GMLpddJcKa>WJ9w~w#_q?9(T+W+8@T{z0!}jJ z85~(I%4=rbYcsn+D^{y{Ny}O31qJE#~`1El7#7s$-q*07k_H(ty zW}R@Cj&qgY_|Kb6bRC%ZRL!V!-L49DTkqNy!}{YZ?1g_luz`u?rhQk`@6M-6l~%dW z8r#EnN-Has{&KW|ZE}~seqY&*%4><|G#{)EP5+{k?4$2?;0G<^0@vZ&UcU@|{rUl| z+R-9HxdS)5`-dY*bd`mAmSQ1IH5eP_T~g3+qw{%vR?MXAH^NaX&8MfQDF_LmIA%*&Qa@nc;oDJFbcO{Z_Qp zf{Q&SzJ0?wbc4|3Xpo0G(-Y8A1PX>?Hd)?z$#tWXUQ``?W+I?k44H;AS0`#V`<6eV zf@8)m7ur}`3+Nt5NJtogmNOs@R<_!_4!w+0H-H?jg zJQl1`QIbD0aei`S>`IQ=OAoQ=+-S3kt~dQ79_6BEzcuta_jSt(yEOjH+i0y-@3o8W z-11%@;nK>3QJYm1c;mx5&&16}MdzOrd4Dfzcg{~~HJsy0dKVAwx*I=iYxg93qSxol zjN@^B$S`LcJHiU28b;#GExJU^0{h%8J%f%X98gUIdpFd88)eTrJZ%uv|hx!#$3WZ*1 z-_=SFd__tlmW}9$B^nZ#su?a4KsOiZF*~CLr#;E@edmV6(Zxq2fm8Hl@%UNeB)Sl1 zApFAaQ;xcj4Tz2aYSd2z>oH^#_%9$QoM;3&D!C48U!OjCwjCahkt%;m7!&D)iVRDS z$-tlO1OS4Afj~*~*ktC{*DJK3o4iwc7W=F)uPs9r`?<5zq}=+hxA!n2cNbUy+`e+* zso~jxhQVj<5MEFVB>!r}hBj!i~9DFe3~z5|D^A&h}`$r&fvPsW2Q7STGF|6it+9 zz?D8!EM?wQ0vI=pP|3$^15pz}R-D-WZLs{O8vqcE#_pWsuC(8$m=)(gmau6fKrjvo zq5cvHUtnwy)|pFG1kjMC4^j+_M_1G9gJ5Z4okUYKH>X#^pMm@kz; zS{cXYMRL@a!8(E@G4!&*>EantDZ7IzVi;pe8gF!AJ^2zQ_Gf@yz&S`)->V4=leIj@ z9}$`7QA?b%GR{f-yDh$e=(+)F3f0k24Ezu=dthf&&l?J#{je9^!HXg8XOf7GzR;V{ zXd&cA8D5?b2u_$o1;QGBcrTpJ(!y@=f?-vPj%*~(V_E^@66473OW=n?_DS=XPzC=k zJSR=i^1wgQ9O3`41PQkcOeW#;eL9AB}y7I`?pNf?27 z3)l(-7io;DOyLid6GLkg6tv#NOaLc z$sqyw9x#Ijf#{_~ST3Z~cBuU}48gbb067an<{I+(a}N74NY^zTUxk9!w!W}GwA`;pv>DsG?R$LCxIF%5wHuejP~6EdS^u`0$hDfM z4#ln!vPqis85w*tU#~9@nDZZj`{wAK3oNQKluB+`b<9!naVo6#*Bj;Rqy~30(W_a^Mc!m-WadFEZeL#Dc+$ zqVU~2;zpu0*4X#PY6!|6J@>Q5Jgif z+tn#@rHD}gfH*qzT)tc7h(<#kr6SC*S%4V2Pfyg&?2kHu6qE#tCn*$wu=&;casN;=qM!)O^2d|_i4NN6;0$9X7h$b;t?EkQ?S zv;#Km!c@-LfIvS1v??4VEY^J+X&p2nO_oiWYD^D6AbP}(($!5C&|9}fz7ky{c* zYlwdSa9%pc1L_Bl(1ni3@Srl>yC|TWnqNfJuXXL=ujB-s3zUQ^isVQ^`NLVT2w?Pe zXFS5s)R6c~KA{@%mB#JL(gT-&ex|K+P~M*9d}u?pwRNr2VoAo<)}sSAq^(VA;}5WK z1zuk4IL&hI)Q)XlIn`~G-H(X+w;+>wZA)nPh5!YPFfbr{>+B1;ZhPB2{p#224J2l@D1mbMpTc-iUm#_-BZiItm zYIOQ^%~XLa0wX!dQT~K)E}~AM=NUc_-F#67hq&~m9YzF5&R2Nhi3-L9Ts$HU5YkBr zZo|`GS$thwKHoWP2QT>gVa@?m*`{E<(_Chl_QT`fC0$0J0hoIz>Ur=WF%~9JJI~2; z=AXt30;{YNTYKe=B0)j-A{r=~@GelU${@&9?VG}q+d0w^mXy%!uNyrpsk z>!MRN8UbOaEbg(S`j}Is5@I_xq}-nYN2L3vSQD%SikLTV*0%^o-ikl~UoY+W+#;>b z&vbpHeWkT>Dl__m^}A2*jr2Z)37iVv40l%ZeLMZbwZ+CA0hiA6ExPq!VyGL^nRU&7 zZc0r*GV=R7HpA=2pG|)1*=FfAC}dG}nvc&r&ZRWxtzQzf0mn@P-!)7<8Pe=>U2AlV zG?Xse8w&XoznoU{Q`%`HC(o7CM5?zI^9LE9I)tW59`S50;U3dj@cqnw^YpwTIp049 z+%GeHmS9k-z^&HR%?&inF!0lewG2!os=}T2Wq_26#bZkJNvvF{4ysAz3&X=1uCFt} zqXgbmjxrR(KM4Re++gy9ftey9q@sxOIsy}T-D|5il>wy3Vv(Jw3u*53Lu>(J>PDHP zf#f@g%OUAJ98ruP2D=6NMu-Jyx=GeyRh#KoB!>zZhme#v2r^Mf?iVj!jM9t?B2qIZ zcjER-?iRA*sr&JqIF;zNSvD4GcrKZC=!6ns5f1JRHzW}lRjNVUO>CTurECyfbc1zX zg%fF@a~F&q@XR7xT3S5&AJHyyRDr>EpWprr!Bb&=K70v8)WG)Ut3S83639W|n^UED z-#1;1@!-I%M^o^WfIT3xrXV4OTsslQJrZOk(O8Y=8%^W2vzCqN8c45+>Al*~t4&8G zZ4ZT|T-DJGZM9wG`Q}N*vrIKMC$)sZsJ3rG5c>SoGi{u=PMnxIvwUO963`KA4y#bHK)g)biRsYdbc z%K6Zjzj&TbEd~>-rR@%YEkul=@Bi$-?d7H#yJDVIEvXbZBf`$Q<~=~u6Zs*x7-dW+Qj{RC3!3>J86Iexmaq6KxWMr>|CBxtGRnFfQ{7Hd z?<1W&pU1D;9AWpTB0j~$XRZ(BIqxj~vVZ3zAD$gXpCwOzo;T09YR}fcO7YY1CH|9# z(~^1OR}gDV5sRr+tpthNCPfz%MJ!W~Mfzte!XBMSz)@LI*OtxG%sgW-6AB$e{qDE> zLL#*wrq4H3 z6?<8F;NtI3k#mWuCM7tyWbu+EKa|RIG_X{=xu08%ii=W3U1AJcRy3R8sI`s_M0^ih z^uI5ybvDW1*X>j;%*@QNbfE-042p>!z*>Elo6Ge12KGaoQ_k-Su4?m?#xO9#C7o;j{cTiuNi!$D3bs^K=^$pFA6EJIZ@-LG z!J+(*um4kA6w;)e=U(+jOyKe>;9uki0_N|B7V6xGZf*_=?r+Ws9=}nvc8;1t^pyYk zA31b#k-CHZr4g)ia@Y&p4aCFm1y`zM-?kqr&UqE5F<4QD?rf6`zExW~e&z*k9YoEL zYkxnq)CFJ1z9<}+Q-NDuff=RkFv->DzBK2}u)CRXRMY9y`H1PqNmCD4CXrfi?zI9q zJBvd4kPG%irgud}ZxrA9Xz)Mj7619~R3kxCxxUxi!|TwS?^=JIkD!hy_JS@P0SssL z`c)_OHFfP-@Lrevc)ta+#{JnLAyK09_ing+4UmjSg|Jv~?zkzhFe@(O3RkP#&^9lR< z-##6B|LxOJ^j|(5j{oh`!T;Yr9c};R(~{=P4lVBwz$ok0w48+)RiYqLCc9^s`;%&NGGj7_drWDgxGuFGRE$ zuK^3@1dvK%Rm5ujsC*K_3oQv*osXWjF}uc=HIZi>C=mX%=K%VPE?|2ky94+Dyh957 z`<$m4$InvfL@>R_tUIkGW#Lj+L9qgW{~2-n?Z#TR-3y*yEgSkDF1zV_PHwnEprI5`Vw zHP8Usc#u4XcY|jCfZZeZ>zlNyyOWDLm^&PsAlxDVg$=n;43d%M4^n`FDYkAK5e@;tMX{e) zOZvWTbe)EK+lley{3)Ger>>?z8RbnL%6iSdqXLR^!Bgd`PPS_;E4ZHJ>t=E1hUz@o z9K8;2b`vh~{B%hVu~Hbkq6Zey+p~}CfdZQR>%zOeFcN_FqSHp|D|^uDK}A0q(pyo6d!Lo0J&j|?E(gA zPWfoxLSW@uI5Ps%y};#&{qH_KqN(h_68a8x1S}WZZuj^1$C0vc=gvduY3x|_y$QcY zXQvI*+u`3db^QVYBI_+O6hS%+n<6S3a3U<1P=Owy(-Mu08iX>Wou=u(*N(=;8`{q_KgSf3urnw?IYyIR ztz$RH9_8( zgu?832g4nGO$E5%P$K3h>R&bZ5|h$Y1^~OaGuCfe(1T!^E8}TBT#Bs{(6zydle5#} z-tHgQFS512pj%3xt(@lwT|l3o$$6jVs)a6?Sd3r}Qd`BEtQCWLG=PA!O)}2v-tA!5o3)8!*G=OQ{Z5 z-aL(yVW-e+I|K?YNm`Q=G5#l5itM_8F5lgb`JhQtrW2LO_7FtLc{KmT4*eK-y{%BZGi3SI(q{GRn>jDG;FlzJ*UInu#5SjRQ`|% z(KZ0-lC+u#JTnfk`GP3;03+<^3%83#Nm?S%xzdM+>5Fw*7HL@lP+O(D;)5(V!fGt# zn`}adjzw4cRbwX=@#VWpL$2{cui|ze*fh1TMJ_;HDzQU^kP)SnYfm_D4e-d3G8O}g z?lMtaE4y@_At9UATLU_{tJhvGGA4y0;ElVyjX+f3h?lCqbjY^$^Peu3LDDlp>Dfb( z0=hO#KU4eP0=@$0YO|X;Fk*D_QJJ_Gtt_i$6AKW0ZB#b&TrHlG8SjWa45nsH`63-Y9jyP4{^Q>m9&MdcXO7Jf9~6qi2EIYq_A$+#jqMzW&ycn6kF?Pr+tfKeMC z5hSG`V3!TF%Izk&TI;c!O%wspQ1Z;d6RY#qb!aK~{_;Sxp>-TtjzaAX-~-|QVUVj| zQ-y4UQ4bu$-c)Kd#24KiYg(CW`#m5Dhb^1)SS!3h61$J> z7W>SW#p$G#B`N|FhqB|-WA+f?aWphHD3&I^2d$ATc>?l|!xQjgz0;uQXC$+Gb&vu5 zcCr551BvpFI}NbK@Wsf_Z*qUxM_bGfh06OL?R}<`CfIEL>{xUuIEdwKtp(ia`T+zIthqAl(r%U#N@K%SvawTKFSaI}Ltw>6$36&Pxo&X`A;=IJz;$ol%se=)8t`ltrFv>^AC;lkw#Z*cKj1q-FYOd^1fo9_IUR`I~3C)OxYu+rmpv|P5Pe6Qo~a7Z85~E#9A8v zlnuZLb8Ym9bCQv+aT=S4(@Y9(ppobb3$!RaABaMz8-p65Hkbt_9G}oU=5)$^l)2s5 zvD*>NWHP4=2nldEk3B7UcSXB#e`^7*rQ}RdX7*5$K(DUQdU{SN^?=&}tQ#tThZqTs zpOX3H%Y{t$%7{!Um2p+DZz3?vn+9{3E=FEWN8rh#EU}$kQ`bQ=@ zU*plf2MWbyBY%}*_GK(DB^A`4(Z2`4U40q&ewC1YG}MWGTY|S2f?l{ACD&ZcOvk%h z+HTyedhb8p-S@JjrIlv)44An#EuJy$ortei0OE)dSN+7*cwQc!cfa!U^2RK3{`7Vx zlknp5`nq5-(wS;cENZqM_;e66u412#9##%~Z=6+Rt``r^CA za#^y)tDS9vTcmnqZC#2wdch;>Ym1`x=H2=?Wwx)tT5!nRS zp>bR`lK1maf~ECHQ{XPIobcFwSL>s{%sIh*gVcL0CoC~xoq)G`^f6v!_+~%s5hz1k zYOECTv4%y!`L|eO%zrURoU7337tE+JLD8N7<0DMpYXMYxYM2%CHljemVJh$JwM=VU z%cyhDY#$SAT6miTbsUg)_|YXIO7tZeL3|qA^l5zF^NK!=(W;Vqlmb>Jk?Zq>9=w`b zX^HJIL`%9in8_KThodGE+vGCzd0?z!_mA7s9GYN@OO_yE(#3&g{aDvXo-`!; z2aCBI&-03&Uh&-_!T$MHZ)jrL3G#V{-B3BZt&qGouFtzpD_;ZFI+$zkhD4+QWAx zZ@r?&nxyTgWSrbOJPp&oYIf4q$<%|+98N8!h0)-ODA?EdlXl?Fv9$@j;&i?hq?nFt{&zt!Rd(vvy!iJ ze!l>^2z&%b&@hR%`EzS3!9IX0Om?U!!HRkxInmQm`lPrBOwm&8xYnSIv4@@ygy|zF zf$j~0@x+KozZdv%)!+Aw9A8k)#fO5`OOqY{ZZ?D&66D;!wj4f>n;c4mN)+0teYT@p>Ou>64C`et zj?{WxL(QF95e#PXy`b1r*nET_cFiVp=}Q){P6R@MC`SXrXO7})KjXMi|ACoIlJeJ8 z$D%bzKgQV)w$FK!Wsl9!=x)m1>-Q820W+M~^2l&HMaj_ewMf)jpaP{2L#(Ph~mVIV`^Q|2a^-$8N}T2lu!tQ?U(7Wc7j;z~l+lUv4W$p_0++k|ukY~Q^uePB>?7}P?o7Q~X{v#e z7FF^&C-hH5@N7|&f&EqKHZSQXD7#EC1R~-F;uv{vp?{${9UVb)Jne9l;SA)f_bC>| z8;*E1pG6s%Ku%DgTOiwF1%yJn>v%lOequ>WL`qH8&FI$GOWK{yRvsRxU^V2)J%Jii zR7MrGhYHNO_^NXoR$6}YwB_xX|9~P?7HE56nZz@svO4`1#+i{gZ#09W;U2;D$iWaY zc@tX&6hcl>(W>F$pXJC2Vg$~C>yCS<<|j-aFOE@i%mFu_M)RZ!p83|wgh{9p9w<42 zIrP*#Cc!--g`oLeG=r(BsSAF;Ovk3jzl$`Kxf{Dywi`1)<(P{@3gsJnZyMH(1Q5k$ zZ=^v^=1~+eMfM1w0cGe!4tD)gnCyWbcmkq%!@@~0k{{?XWyt$-{XH(lQjUT1++bZU zXJXPskQ_!g)J+sA*jnt2uH=%V2ait&P0#&~IB^Nf4``iWOBRL5nl_V#_6MfMeiNXv z&<0OT?JLo8oSK{jk33>_GH14EXh~Ff9;+c+alC$1G`djyob%2uxM|yP($rgV@qan;nG+)bB3$um!_A;meE6V3TmOg;M3k#tL5{CSKVN?Kj0f+b3%SI}{RG9W zK?G`3l;;$7B<_y06>}73i79WIEfYTM(t595j(m$RFeT*FQXg-#Y1C^o?>m0(d2&P= z5+;3k6R`#eca}16F|q2sO^LL=w#Wh-sx~SxTz$K_wFl4K3zC?u5oQs-kkt-m1B zW7>Z(woT^yTYY_H1$^ub6sjXs4p0isZ#hQ;-KCYxtP-P%C_2!uCv1QG6;H zRw#BNbp`tEP7V4y5iv$#|8@lJjBuO8hR>~CtU@b8RP?2X*e^6-A#1%46dtLZCu76~ z#6rZW9g1|@-)TEOXtZj8=Sk$>TmZ=3bEZcFdE-vKxjq4_F5p|-Uc-+O-N^ojlRvIx zzglU2g4;L(kngv+F4d_XSt&@tHcPrq*u@$lPVlZ-v&IgdPuh~-Lm9hSFj`5gYC6pX z)s26;w{y;P`>O#E%&-+{@M?ugV1{}=CSQu3NEjKRmK+;sRz;>Z*@?Zd)FGxD_9lCc zw8DcxtSk+|UYm(lZqgn5zW(?OCN0kMlLd4mVjXnz0&+T zV~a!9xWQG7$;)NArb(vovmiqtb0;8mz{7(qGI~Y5#`0@R_Ipp}3)wo?szNi&kc_j= zLtwH(_W_Y#jZa6xqY1Nn!EXK;{aH?3-&_VKir3`}&-prE@Jh(}ik3M=p}xO1VOR6S zg$6nkR3Jjxa<<3}1p-;n0bpL!$pB!@`4C^mX#f!K59&x*#_FU!K@<)c6t^r~Vw`_( zSBDWggLS#P37up#q2ZNoVgf3%4iP(`+*&4gH>ie8orqY;ZBX5kLp^XL%Rh$;Y9(|} zNr!yRw0Xr~1ni10&EcfJ0i1XyIIxZnfJyLC}Te|Z|6i6Fpg+=`X=?5h& zX`zX3n#~)(Yz$qGuL-*$Zr|m@`LLRmLSyI7ZgdJmI!`#nXy-JixvbvM%_@JUT{uidiS0~=|?j+9RyArL?FgtnM`}WJ^C%^C+nLD!B@8D52TOXy&_R}Vnv$`nZsGo%mHo?n%y651^bq$=Om0m* zJO1LePahCCE{&+q$=R>QXaf5VL1JY9)J53H@ zQCU-Ga!=7}*4-~V%~jLkP4vnq*<<^J2x|2%bX1%rwE|~YuacupVUgvH0rm@-ILi4x z?7L51h&mS2Rk~;Qk5B|;=DZ6w1rGzksrMO!1I-t>op3*9pMH-+S=O9$DQ9Ng6yz~V z9%=q?93@h*U-EID)g8aO&T(*IK!6|dKtMKR`z8q4&`Jrl`KoW(iI$eL_#X)H-yb&> z@+g9^V*wV>M~+wlA=AIw1kbs?p7pNpFvBIqF(D;`WL1X-ClYAVjvAr-7p~x3MgoVK?oz-Pwc^v40P@6$SH{R zzq|qjnr8L!QYkjbl{+p2Kn$yrzA6Xou{Ur9F3jilbCzi(*EZll6)77mQeVA&`yaRc)(bJ@6O1w!Nd$X>_sk2 zmL!Y4_JX8J+Yp`FszJLOJZFqUb9H+NZg3t3ASTcBvg)w1$e!aomNOcHTAugz&bCb! z%uv0ufoW{*+zhq6|A*!Suk)-Yj3cQ6e$TQLF?LGm&t7~DreNlBDEk3!H$uQq&!f;A6N z$HNH^DXW$Xs;Gy{N2%+h=>iv)Y3*r6Ph@@83~E)Sq=nTO>t?S#{xdtfg)~GEd1y9m z-Q;gonu<^Z*@|Q@h6VQNQwSHrGwMb`c>gyo&EaxNGp$@W-#%ekv(&LFh1vb zc2g3+cdtI;peR^y1~C0BAg`O;IN`V~3kM4z|)c zgN57&V<+nX(OK~I15$ZTacDhKzYr!)gN@br9R2;j(NR7yFKT#f&30gHhk!)cPG<-y zh&;B!_o$bZX{)35>JY5zZ=ii+10s3;+t#rO|7hi3Pt#Ch#HsZ@D5Tdy+dv?mJXOnt ziA}C<@WQ84|1m}u{CjG1n@mzMb5+tGhSivq+sAA1MGUd^gA-e81FA`Pg!$|-NSMGarrLuR_0oL zJJ?U&cYrlg_U(xsmX(poQklgv`u9Ry>Jcq=+Td(&+46+d_qW?#LUBM} zHvp(GdOZ3khPZ=vw@b)GtRBa-oLAYK-tu+Ht8pG_f+>F&rT?5OD3PA%_}@z#g|D?J zkjm2iZYOTW=i~j6V^QV=oa8Y%*yPUQUtd&GQgRj@&HzsG1{|J)b@_-ea~FvEFJl+f z03ry4$G>ba{<<1i>TY(dDhfelNSk?GHKP%!w!;v+d-ITsJuCX)nsbAEm_C-4R_EX> z8}jI7roNqg>$10&z?||It8prkQMI2+qSIs!n)x1m`+gbh;NG_flWpNcUhL-Nx?imy zU!Q}1{s!(6}bgB5FU6S5E&)}sbFXt83PyLbQ~)+t(Dn1|fZXSd}j z2x3RkP4qJHG+@1o zs$iav9L8uB=uYfm_={0AX#vTt3B2yLzWn;xPcxQ&F4(Drh7>t9wbE*uh=h|x^J9=#*c z-a$z40WOEhI^I5cYr|Y(KN=PbGxR_Vvfly{OZMm}nMrMgqKe$}8>(*o~>RTOB6n1_+wHCz(|JNsejq=wrtj1jA2 zJa$Ba3C{NKRc2OqQTGD9=Pt>~0keXDGpdT_TH9H&iAJ!a_qHp28UE%Y=2K~NtFh?Y zNS`Hq;Y*0uQ75uRMzmIlI847GzwqDR|LgOm?2dckoGs7>2Z<+_o#}x*5_0JJzHBu-#)ZxjZEsA?Ypz2x4q-NO0YL+uOS~98jSNhKQur#M4y=-2(AMVRlG%HUurr+O!!&L&$E) zMja7Ig@R3{6V_x^$h8#?B+&;ZzdHEP50>yFpCfQa!MJGz_Bq{{DyI1%s+Xd#iXoM* zpkP^~bH@4pSkygrWmgTv8^iIY%urq>52FjCrG7d^ZTo%_-zGmf}-8PV}7e~>wJl6Nph6jwNkZ>fXve4JkoGZ_3v+{Gg0`iNB z?0-D5y`0Y>F(mOTO!7P-OYnExnD1Oj#R>JY?ut<@RGs^bX4-g z@}H5#7&VqwOTf3SKm^|Xcp@PkK`u(*Q>wu4sob8fL*M>6N+bSlo?{w-W^(dCY7%SH zj8c~an!vzk$+CXE=|nx==5URnmkFL@P)}45iia53PSunFh#|BF6-Wrsj%$N>3uO>e zZoI^UVx8RR?Z153hbogSNvrv_9dO(klG4%*yd!#GQThO3A@2c_VxZI{FTE(-)yNwL ztj-^=tXsa3A3kNzO#*49LTEPTQgXO!iJ^2#iC21J2JJ_s?)k=0i1HZjuzH@`vjUut zejK<;8d6Uwy={BHJa^Ou+3a}E=qK}hLC-o6*U`$b^lF%5^)%g$_qGU9` zFKBcfoyf<5Y3?JCRB*aYtDQLr|G^kC_og}p$KD>&RjeF1K>I!D=ONNh;|gE`7-5ou z`%QaqoT}jQVnv)^zaSXZqeyztS3ROUaL1>g;YvyqswmZG@%i~+vk(@`kp&z)e5xSv zvI7Z^7QPVk&{vlh(I`EoO$cWi~fq9R>2G>c5<&gKr&ilZ^WVgC7{gF#tRw=0*r}4K#pC=Zss1O5*o$? zD{B9h+FxJe7(l};E%Wu| z!Z%IEnsCb{nK8mv%_M^5(N`MyEF3tkI3*?1Rov`Sh_+SSP2Nv2tVHv4m;lL5g;*713LGgp5&Az2&NeM@ja>)n9}ammCbG$U zX&LQH#=rF%nH9KLik;y>&hk`GSY-fcK8sy_VVSs%6%Tc70|5t0Zi>LL*+hQnqD9Py z{TqsRucZAfxNGD{&H_de-uwN+27E}g=5N`E3K**i(~~%R<9xOB`v7-p%g8zrANq=O zxwWC`xIe?Bqbj2Sfq~hIXS4SqPme?spF9j6zb&sA9zyv&+N?opfs@nl4WYR9ppOzw z3m?g`=DsfY$Lkl<{sARRDV!|E*LN7>$AagZ7Gv4hf)oYMi8+LEapQ zHpyZx*$(RGN|=2}7X`tb%8wl(qi8Q-T3N(m&v8bHZ9v-{?5T8Enj{wC1tzc8{h<41e7`-elK#HIx zWPzU;3B&|PQ)fuOKxs0c5y7W@ZC1+i6BeFP>V>$q3O`L4b4!h9$4h&Ad9;&{ zlExLVJ-j-EfrZJ#2wMZ`_}MYDi}kRfZl4^3Rn|>bf!BU}AUr`3wdD;2Mr8z|ZbRMhqn_bZ@F94Us=JV{Hj^(m%*e2X8*siB(C;i5yv%u?b_odtdI z+kxTDkOcp#O|mEDMO?yD-P!G|#>5gpNlPB{ipsYn@MHIkfBwY{{!`vF?p-jjb)!8( zBOp2AxS3BEm%#F6qn{f!xR@V;zpaig7SzRcW}5+DL;yEVIAV{N8v0U@#_)h`%sUb0 z?)w#_p8+#H?9pS4s5&;(5YKX*i}rKm8O8+edDy@&?CgCu53kgcwJ68(e@gk6D|9m* zOMUo`p8R846m!{wU3W9!2+VAnL3|9P%(Sbv0R-l_v|T&do8UPnfiMYJ!hAH-|Kal;dygDymRLx z2o?3I=^O8eb%Sz7R82x4h%ra1No@2&(IVjkr`2%Ed|6;wIAckq{G*hhJ5VOk1}mTQ zpsbrgD!+J-{TWasu9(`w*)MrZFk&an_=M?+6&Z51u06C7Xm$|yY;UF zI8>jFH9?`qX}Udi|tY$XijDEf7 zaO&LVKPp!-TJnC1BzhJRZ_XkL%>$>Dl(zS2)~hI>RXM1{vDH?XtSvmb?jJ94Y&9n9)q z_9`Ea!dwBct9b$6r0pBFH!q%%nE3YQ9Pd8-I`{Qb6)}f13-Qdq`+0L-cClHZKfk5C z@tHG{jd?hFI(?efMB%~M5`f*-P2yI20mi0Gzu&!*)B!tcGCpBd#!kirvKRNpAesBUbarw`6LLu}yomoQwrx)cWzWG&FqT07U{7_Uojq)|v2%w=wGC#pH~B2iq_ zaK9Vf7`E0=_-&q?_uTB2T=5Y(IZnHiw0v3R_`i>)KaJuz0o9!gPk}NmyYo+J0L2Ux z(YCy1vzLSMgrq7Dp1CD(BZ>@ zd0k+IA;gUD=dIi!2P)@oUfvY!fI|_P@nO110YIo?C&nd`S-r?zpr%~7bpU@Ql z2zH6&`UHV=h9kJVp$~BZ*t$2^$n!kW2Hr12J7pE+ft7s@CMI#-x8c2`b+vP%vpe%MT=_aWpnJ_dm0ungj+nQU6m4mx|PvwbLgm{@CQb&dwA)7Ye7Ol2Q6#=W{0c$3G{G^UZFR9mu)~id*Ds`X zv9^r$=hW`obyvMl9L7?Ce6o7M0=Xt;D?`?+w5$}hdwtLmTP)LLiR=X`3!Tr->Kv2@ zdhpodt0eLiXqq2{M{_3oq@dwBN`_KkE#L2UATBn}Co|TOq2r(1xQL%Hc&-E9A}R=H z=AAIej7FD61}t_UEoo<0lJ+hdB-EvpslC-fYW5$cn8^`kv!n5E?e*R!pk2|Rn02ET z^s6-W9X`M1HGFEA*Q|MhNk$Pi)PS;FFtSVxNjwTH3us(nRI){R?llN0R zvo4Hx)c_uvEBGM?Xd&WNxik}wPnn@zw@=Lo}Q9ln~0E54<3Q&QMgS%(@~XH^C3_i zoxf*pQ5DWX`Q2mk^3WKOq!y+5|ETWlLYj=DF#b{(p%>D}2t&$lDk-C`ibzwUL0h$C zW+2X5M3#nFDWqPs^+B+pv}u%~CWyrdH3T68V_k%Sm64|D2$x3b%`idHK3KnJ z^k4 zm-sLQVFS{1g{OHWVcuL(`IdVvdvf%P??0BHzaJp3XlO2hbIXvC>~gtSKAT3jVd&5T zytAYJsQM3V?M}MY{okG}9JdY=j59)5A=*_ig*dXap80_G+*;q~xX?w;(bu3iex zY6m%He8#w=Xq>5O{p6)(psin4`LhUq-8AE5F+|ESX8&mx4#cUjKRnly!MWYMsCNm@ zNbJ=?X#~hk1+IQQ^PSpA)147sv`(jHa{|ek)Z_7Jq*P!;9lisT$cjw!al&y%pkRG| z-SCj=7*ocK(P zRM-x3;L^G{6Lq@#j}pl+<=SjFfP&jGez(|RF>}TpBDO3KX?{R3DOS=NreX4rVqC+^ zu-sS?RK@>zSu|5KnqC0E6j`g1wzplW6nHhaJ{rS~%$u+=^XTwDY6(ExA!^h*tN4yF zn*Ce)u0ITG6{jfVqkOM|O{=5JE>_>Iy0nUOmNF?-rwXGdo?$!?m?itNMprWRtk`bP z*63NDSRBPmQCP7Cn#B(BhLpqyYs$TOKEbV+wJy-R`PMMCiUvE z#C0DOUSn6q@hDm!dDH)IcrN@$EvImM{!ZOrBk@y7`t{Y%HCdd?UmsCkMP8T29?{DP j2|V)d)(s2b#9w~dG3j(}Tswcku76`O+xE2Wc3%1g13^Oy literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_11_1.png b/blogContent/posts/data-science/media/steamGames/output_11_1.png new file mode 100644 index 0000000000000000000000000000000000000000..1c2e3ed8b6c16b1d29f39e49ae9eea9390b6e188 GIT binary patch literal 8698 zcmb_?2UJsOyLCb+iXsz4L8^v;(m|?JOMn~@P^xqUjRuH-1nHQJR|#E$^fpT9L_|W7 zW*k9hG=L^Ukv^Fb43QG46F}}^=DRcB{nvc|_uqeA*2-cf=j1)-ee>-7?7iQUe8Is+ zOjJe`0)dDDXp|EK0?h(nhxZ7BpHw}lH3I($Mw|s)_JDu!d#;ec_j|+89uW}8K8f8I zlsS>O1%7CZx4MLP4#nW3F5kQg!Cl6Og@ocmumMMJUA-BB4ZWeKbyDl3#?k9|e3*&0 z_Fu=fLT_Hv&Q(lHhCq%&0Mr?m=;HZ_giaq;*CKDgU6Oa<;rj`fZye5LCK+Cp>hheR zR(+=#>zaM=kochkoEp~nn02N*R(^I4HurF_@>i0Z`2(^yQ{r)?i#qbnp@)x2)s(EG zq;%#|$8ARA)zJxYb)~rZoaW*6?O5t?;j+=|;=nY6<-}nk>r_v^? zw#h$fVUxN|N~v+hsQSmq^elV>#T}{X__hk|R5E6O*gk`EY_KA$tVfi*MNVjN2sfXR zMwAh1t_s21rEjcyT;bvViu#JcA;50|zh$o!aM@38YRKLJ;bufufl3KXiA;*nAje^w z5ZRv^u~*L_0-XIdmNbF#&BlIlSQ9~3S$=FdXC>F4QTsD8Ao3VCV%n6h3J*^}b;{ip zK?HcCI!oWkt8t)!y0W<@r=F>6^0hU=dvxtvO15%>3-cV=_W>TLip|VhxvmyhN13n1 zhN8w{43S&&kF?F3d4~Z%j?33$fQ`$=Sv`38v9QBSJ^;63TM8Jp)Lc}>-l&Z$pe(Z% zqAJ#@*+E!XH@LJ56?( zQm$c)u>#44dH4#-HDz;UP8zc@GY8*FQKUpHQz&=hHq+|Ag6ryQAsn*j{9?tpI$f9k z&Gd!oGG+P68ip?&J)KGyC*FpwiQIx_kXHZ*kOZ9)v=9#w+B(qI-g>Y0iKEFREO_J< zmj1pXFhP1mrmdni)-F-3Q);9p6(=PiW!=+3ybXD5$4g*s-q)|dJ9Us^O?ysdMRRXAjN z9A20AkRAbVtW`S75y!496;cwQh({9eWdxf_iYBo$zaBT0=YA$_1f#~Sc_Q0$q)Q5L zyAxlZBp`E4k8JqCdDm;#EeRL9(yU8iZjd}^wh}v|Unmy)%YJ_wK#9fABLpk4)8{Ny zAYaLot)BzNrU>F_85#IIT(_e&(5j~w-l&G~BoRq~=v%9U$eo!uLsB|iKZ^BZX+6t0WJar0+J?3g83(O;EQ zP&zbLV{T5aA2%R@MeCFgyKL*C?SvG$n6|%NPan}jBHd0SrM9cRbCy+NH_)5u@3C_j zjiqIUIj*hErW?L-UeMoW+L1hi=AYMo9owG5e{;1|VA8MGqU(rgr@DMY{O2#%cFw;( zi|Q;qY}7l11?yjX9n#=@K5ymMJjtD+DHVjFNa9&ulI3d_9f0dnR%GPhw|_A6ZN?P~ zr@_`>zMA%$uG~HTr+QrmOi?|*z;$y2+PNL{Rk9(pJUN-_>z-VT!=h~^hh{dTVP5!QGfCpd@v6~gu`-6iFZ+JAUYj|b)@r9Qky^#o&0KFLk5WBE504L%LvrxQ~s z;rqf)oklSpp-+fc%o|0GE}otK0Uzb+?tI(tp>&^y;6kPJi^yT^;BUTUIu#6-QUVEk z;XGb!Yj3@F3^KqCL~o@u^?Xf~7lU7zP4W-}Oh{~g&&d>yY!kGX<*`etO1nHdgctXh zHNjs`lh#E9Pr3WX+_g9SKw1A5M%o;g8=obH;x^-Uw%0AC;9ij#Mm`cpbOQtix5%weVmDV{YL0d;F8@|6j)Xr<1+<$RtV)IoB?>O|rv{d56=C zX5LY?ILi#Kz*(x!HziSG$cNGGXtGnh9ngd{FP&_ycJ*U0>Vuo*lD(m6S|SK`DqL3$ zVGT8cJlDb{J___g6?>=ni5BlkJKvBI=pej6B4yF#u@eji|6(5*jT#rK{}kjUV=pJ< zJ;BmNioqu3;Y~^if;#afYvv^Zi;eMAy@A1OQ+zYO-4T4Efl$!yZOL1KJdrR~LL`cW zh-ql$coYXfG~tcEGfTVL2rTcIw|IaBILZ&{0jsEX(c{Z1#yOWdU=&oshV}~rTh#^ zmS;XDTuFWPanK_)$M){{K;6YZ2U?4h$f8*+#rS7tTtamo=q$}$%v%wBqVz;i+IKV| zIt8kct*?Q|t;9Bb+^r{_ggXx&&4-%>?PmR6E!Ig~Tl7?G5HpZ2lvgSJ3i75Btz z2#a+?kHEvm#Q!n<+|~_Wv2oaEB({-qkXfm_wJo%oKult4J|Bi1w?VzO`puc}mLNnw zNDp<|@}7nOna;?{h~PmfJw2{xUu6>_AjF6l*g={&9sV}d{o|}a$1V76g^|#CPb>x# z{Br7&(Z4LVe=3lFUzz{@ zHgcLpU&ZcV=|3loLc#A0@*}Gw9)T3`j7}j%Lq}xtebkzadm*I@l3<$@UkX6g&pq0j z%F>7CL*6l&XDgh342pj1pHCaBo!ocpSZjZ5aA;`gNXzWavZ8ZMtIyoF=NFMTRl^Lw z;cS~tZ+N=Pz?})I5Gs}WerPB+vN*M&us>$`i^Wr`U%t%Mx7t>mU6>uL9-p0g7n1PU z_4cMgGOFik##O))cEh30j)1eZN~)5c=qVGqhxW8gw|?`nk5ON?!qx01-^+2!gqSRh z7edprXb&m##4LIOUC#eX`@vvXO6sB>0zoh(DzU!)LgZ|}7ul^uj1nAhhvDcKfK;L$ z(GVyzAUNsn2zjajb1!w-ZxNbw5j3@!FP)rHBEdQB!gqoKb4Art+76k45!M3%lQ^Clpk z7ciB#avTr`+AlKiODZ1Y7y#mx!;ZF_pO0Zn!7|e#QzWOHm>NK4)w*WT9}v;BLAXQ8 zO?xrW4(pyI!j4F>@8}u|m1f(JZO5}C9wcUQ2E!RY(&gd05^YMrO@M%s%?Uiw-M{jqf}YQHA>roTzJaiDK#)^oLW zDw{+JBo06}D^%4G?8xa=TKsd$ae_QixijKT@P8+=E?D(sP{eW^}1FS5SJyKZ>mu>`@bl zfXPBRW5lal@b1o{r$!JXd=pOVNw5@embg7cu?Mf!T3gc3Z=`G@OAy%Q!j>Nx3>j-z z0Ew`GromdE3wbMcfXGj@s~Aj6e;xmOkQELTL*ro^$gqpC|MBB&@SrgWj#k$k6fyzL z6rz{YtB3>EJ(iUp_XUkufQOP?p9tGXb)n=`XWvu z#)`Qhug*D^+^~9KlEElE-8_tPfF&w(v_ifpA{y zsKHxsiZ2Sy2)uGSi8io6CXv*GnQEXT+%srF;LXx4A>sm|m0_<31`7*3vTJW4nWCS^ zc}h+g4Ccc2gon7Z_jw~dy*RICrL2c^CGvvOcADmCRQzKVDtKe}F5o0i)#aw^=rz4^ znb+*zQO273UqOv)VFUdy;EKR8xa~oTLbnlN=1VNeQJJ=ylRP9guL70}^8 zJDMo~h)448ZEd)G4F`U)^8kAD=+841+lE{dXlL2MEr@wPliLsKh`scR3rP9t^ZwfYj?;{cp6oZpmqr^Rd@vZdbAu{b!=SCmI0SH=;~gnB z@NlUokDNDj{5?HOh2?xx{EpoHK>r4KNw`DsfHxu#z7PzwoYfL#)AJe6<>gcaf==49 zdhL7uZGf+$W4ztMSEcXt*EcDH?fc_3LN2Y-UNlS@kgWm7C3a^B`jn-iSFiDxdbMidODTin<6E4j*Wax@NA5y*%rVDbXWjnAX37 zvFvz(OdroUn05uW!HWn}#${<$EAAODY@t4&MYXGQ^O=ocbt%^W*wkbaA{Y-HdD>cn z^s(1XkygX%_WHQZ3Je1#&}dO(wL@ilf*k_!yr$j^OdmHC^M$iyuM!3vB~)bknlI`lE$W5{4T=HHOOV-_k|oLh+q2H2+9ggr|={i1TP@bjtg4 z;~+3!6mFHG{bcR1YIe*g%oZg=66?!;|1^piD>Oe%Z~-<0QBua0SsMg8d4Ov4c;t~} zN)<#AQtTpn8?^E%oO&zyF+@N&g?mCPzd^tuon*ucR}p9xxI?Ic>pq_{0c&CvK)`vT zOQjBt+N&47%1sw*vGs@r36rPw^y+NQtC~P)y!g9x@PARKwX`e4fmCE)_R4pZXR0j~ z6c4h3<6Ep6Ve11~2iFk~B4=Mr$&5jkS6T%R%UXLp8V-$jNzTT8Dh7?+2fow}d^)PAM zN4`_m3>7o;8I1~0iIlo60vtSHtwW>HF4VX@l^H)Ntuo)D7Cbc$5^z^n*X6O&w}0xS zQsCEL;EgC|9MOaP)n!r|o+ZKXwA&jbdOA2bnAY5UReqLTR~a$c*_j#g_Y~f4f6c0g zywWY#mc=f7^;F;9D%P(wMH||pI&Wdt+n%~BF01W8uqIRbOmc}ZViNJl>DTgZplHX& z2#1|-w+jxPuF#*4R1f=(qRA9mg*h|8syfqE+2jcZsgbmw^WZ!$AcDX}mO#veLSmoo`4LN8qo0QGiO zBIj;F!Rl>rz7=#PZR;t;hDePY`KU8pNQ#z^c47+n572ODP#S{w@%Cz5Ffku;oYR$v zDWbsXHiS500wI~40iAJ5bMyTUt(p|97ieBiqOB-dX*`!{l33qUbD zPDuRV3g-nANSEA3zv@lT(Aot@DruWblI2Nl;6(4lj+ZD;-<*CA_DD%ZH?>=WOJSa+ z|J@o=DD%p=)8V`X>)R_}6Bb>SPW}vw-UkW2d+S^7!{g__W}j6$384C7&yaKlHQ=}%<04^NpB|4J0P`RaM1kJzi7A2tYw*KacCGVN;-#ysEGQG8BdqNA* zGA9@EiBlhB)g$TuW>mq3IZnDhe@De&Kd1oP24H?v{@5p$$8HF~efbCM%a3QBqN9N^ zyHSWVj8XmjrLE67f*hj;93*N3l1%##qBhoD#YygrGmiq|==M|8-Jk~l zxWV2Cw_lok58dv|EJK>BaROo6W_JAHl|}w#z};^2`gbMQ0B2>*yp=H3p^q`HKR^0u z9c%%mUJcpkL$;ajr=&-YNULLK`7N~rQ~?#Mo__iyy{0BJn`nv%K!(|PDqimvHS_e` z(F!|*iibo)jUQ@JYfJVKr>uKKh~myG3G~uyfER2>fM(tESkma{w9C^avtVLW5-?FR zdBD398_^yM3?!J z#!?wpbnzrmq(c~pKxse|A>gh@OsC-Z0Nr9hzTLDTVa*8K*PA@UtfY(4vGB&Hoti0| zFGLvTKa(wB8kwX`?nG`P&Ekn^7#0;T7=72l*&ViI7J7zfxj0W;hZQZYvn*h~)c(3` zbYvl$r$(N%$~yfxh2&SY^fcr0jaWb5hP6Su1$`E&`6&O_&~ZO&32c6U+yc!C&tPU6-Rp?IPycvV4PkrY<#*Dd$ei445i3+;k`@`l$+;Ah#i} zlQ}pn(hY?B{A%LwHLW^bP5Knid;BvH1p8`(innGSkW|XnB#IEqmDsDXEe+a$j8(YO z3t{@%Y2%cg3kOD)H8^8*DbDq#nGiiaPZ*M68k z6nDs23o(Nk-0csTXJ#c}hOoP@`uAXL)IrrpglqE%GNg3c&3LD|IVrCy^yZ*3#kt|BPdLI_V>rAK&`eMj5D_>Wx0l zoF{uCsdDJ zU!EXTVmKl8xkRBlT5M^R6uoalNJlH@gW|?>I8UQ@`32b9GX-`^R;1%oLXD^7;T;eo zr}(!Y>TS5|zC9uSDWoK3;NokiG~3vl&it2K=vR2=q@*QgZIg{X7y=nT$3uU4E|6CR z@9UfRywkgKsc@K>%?wn3GnND!t`zxQ0teTW<=K ziI7NM$gU^%wrMKAA_Mwv2=|8C(=Kl1qNCmnxXf*EJ5r)DX3}=<90#93IKTTWfYBVr zZ&!wXp2FQN_d;2?DjOdaV5LL=>ezOTFvJkM$dpVNQ< MRt~7gXZ^qZPhxA2s{jB1 literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_13_1.png b/blogContent/posts/data-science/media/steamGames/output_13_1.png new file mode 100644 index 0000000000000000000000000000000000000000..8b1cbb0c2c09dad95d810e52b27f9b768b5072ca GIT binary patch literal 7238 zcmbVx2{_by+y9KQged78X)IZ5%2G;1Xi*GFcG*jVVFncuhM9Uu3u?+zwrFIFL5v!V zpJOXS7+D81Cnx(L%UH(p|2fa~Jn#GVp66Wu>z(WRT{H8W?{?q6&;9w__dO4TpJU1FOwSBNQStgW zQ|s8+SSR8+W8<&Hy^4z2Nu=Ep5*5nPv9Wn72;<)8H;`47i9Q|kNq8-z_-aa_imTd$cHDPN zZ3CB~x~z@QD7ubCL>(&O3$^!OzE-w`yoKfoGmYN*;?lf%Zp=db7KD4~`>^Qx8;&#m zrV*^#g>kvQ;jYmfB=BSj!2J#reX@IG4||n(=g2~U(3i@M8@G*AUsH9@1!u{Pw*$pQ zuRb?FUcoaiif2yg?T?Iz)$;C(1i0ydR37z9lQClycm^OS@})I_sUTa8?I z`~`q(>-y+eoeH8MbVcdtn^JcsH>$#*<{fkA8OAWN_-Rlk=|P^x^l`yyzu@}Ck^8Nd z>RtL!@5F|M1Ko{ow(5_vT1#r;I8yza-#i3j9(QsjfmML1jJ+64*cd(948If=v1@19 zj4pc>Agj14O)M!*PZg`i_d1S>v&pG_UdqSu-iaI9GgUvlw;pT?GZPX&=QsQ#nY4T4 z_hcY5j~W!SAX`vN@$S#K*lkyyWvMzOP~FU3jA^&0M3oYFekYqQ0G$97@T5eYYT2lL zSOA~afjRVT7IEI>QR!bG8ZS;n7cjk!w(Y!my6{?jqu=r~dxbs#?17dv=yiPRZ_&zk%tb$9>W&zBo~Ov8kZvbcpz zS@VWab9063dzCHT`dX-ALewORo|1NVDkGyzx@&7+6;vr_kANYesOXDEfb@!eE@$l5 z^h7$tAe>u*lEW=py}k5O3-j{wi?EPn|012BfT3pVSrk2KC?LG5t_RCNUgJ*pyM%Kp z>XWWggAh0z4u0^pu=3K3#*kCM_%JmgXP7v%&)1cj@V_|P*jOE@0B(#Fk&v)5|B22i z$f!4W)x0!6+_=OfpWb+S^O5p4>6`z@3ICJ-|90)a9;$93LNrvH@IvY!^(+}l#5+kr z6{KH?Uy{o&Ab8VSwb}17hg$kT>A|U+ix9o|r}d2q_5(xK&|Qf-2M*`HKIN;0%;2q@gw?1$~e>ah`q}wE-o5{k8(Sgn+5^A7coE z%sT=k5G3)1W_}Rldwf(yO%*8>e;>ng?b#6TV{$iO+*9%?yE?kM79KS|mf8icAE@wq zsTVvMMo%V(`CJN4J$`#2g%VJaH90h4Jv-A?6fAFEGxjCDs`bvS$CPRuqTrh8K+Gh0 zE1e)j5XIkbqPjCh3DJ<6nwpuZDL7@Fkz+3XuC-bq`3WLE(PUTD;2n6uaJt6QjNy>e zvVC_|;*g0DUnP^)&dnsu!gzdL<{^6kaiBn}MkGbxN{=OMv+p<1qU(5j)o6VJPT4|Z zSx_9}4=sj>Yog+z8i%{gTR_7thgxVwv9XSpbmBcuVZQ%9cOf;+W~Uu#JJSxK1?F7X zX=R^J0k`S%k_3UGN9u}-g1u$oA`ps^aKtU(8xvn6h~V+hCD}JgN=VexbzUj`EdBq7 zNB=Vdoz{rymrsV*slcl_EnT~$n@trJn=GCF3a5XKrJoo4iwxy&kJ-Z@9Y9k_qAD9s zj3T0&3fdW&j9kO6hNN2C6KRLg(ImJEr~jX5Eb>RB39NtOiV~8cm3*RjI(Amj#cdQS zE_mli<|^ReB;#ysytAVWTycMie4sd^`l6N2AXHz2*P&C z4`qJMn{CLRA{HkHQAmh037l}Vmqri+RG4a@Lp?Vn86_c6`s~vkzdLG6d=60F0L_VU z6{rV(P;zx%ID3Y}ky5Z+Cap}ZRz|mih7)p#o>9j==b>;WAb`wUTZ<99KEcS@Y40_B&-|iI^396*aaxkRXI@wc z^=lO`$ZyEmZZ;`czJC)Im`sv-aX|=D2{Ffewv>6|AGa*-Vat9;kZ|}1`>8KMFe~|> z%%SX1Hj_w!_`~9J%#2xyK{A0tfyRh%#GIaoz?>rjz8&l4&+l>I_`0csOGsG=QdKAX2enwq2HV%5~_58OaN-wwl#l+_#VT7XMKu$kt z&Symbxk?RRXhh09hy>y7-5=mZl{e&e&z)u$sXsmpj?2y`dGPilHTl5IWE#zrfFN`ElKUc^3;DL;M()3+5r#hqAI(&wgXY{n!L-(uT1h0yzgVru zU-;Ma*CeM4%80&0WO`zw-oC`DU^OPfkW$I3>0mJh64QbT)+))Us+D|b$~(X`8jPX( zxKUA`=Y$8?C|AZE;vEVuT#}g%85B94+nTwpoTVf(Uo+Glu~l4JQ%F)W|5zEXNZWVz zeE=4IX?Wn*PT5z!AV8D@wF1qqE~>GeEijd^?!bNC$#k=ndSWtnI-uKFv2MJx)Tyuo1?91CnNR!va-H}X3`A^(&pm88O9VL9IN^KYj04wQc2Bj#~mF^<`j+g zdq_>tgtg$2<8wLO^idFpD}(bt;2FN(J8>fvvi<(ah!E;OlP-|6yvX}miHq$(5OP*< z`12>t!G5XGH>6%GvC0h@_PeqKB&F91w{^`9Q48wvpzAQyKx}0s&li+QPpxkT(F}5w zp`FpzGF}RjS+bGyJLNs@5l0r&E*Q@r>C5wBi?HXcr}we5wQ5MMHa%Nk+ZM4Gj2k{k zm*!ld#%WX-2z|iF#NX8_ab)BYrUX=>$c5fYeVa(V07mJVG#mT4^iB;MTyL^Q3ycssK`dfF`+86}J}* zk@8Mc^=NtPxcIOKq}l$+g{B?b@#je*b*#jFb9It7y@c_UR`h(Q)o`()={Q3vU+%gd z$QB*otYlCvaM)1CUQ9fi_v@br+*FuJmNn*KHHcICemesYDOyii~oe3|2EFjw&BN6EM(r~YC zZ(<>Sf=CIlivX$Bu-|{*c~Z0~MFj^@3}@(;W;>G&xyd44msGo0+nWP03-E?P)K&25t>zZ6<_J z|649l{9WgjiiH48DB=^h-cByBk3zCSsr+RYD?Ynmfc~OqSXs@>P%^DydV?W_JvDP> zt6AT*aB_&jQbe|Ao9$pxHa5yaD@YtH%ZB=3MxE{eeZT)CD@*Nhti_os|KiLO-m>7l zTi(9?U<7Fgi3b*P+I8MJ@yXb{O@M0nI&O;FaiMZ$ILpFsAcHPdl;xCY&fW3&NP@SN zB|vjw|H>Awh9J5}@{Z)mAq^ zid6bPkRpH^Ai}KdkKE(9Q)XZ^1-$zRQ>iZqQI-{#xxsTqZE}ENiqX;6gApE)FLBVh zREawVun$pb^+S6}!$UdFQ({BT%OHvlGMQqO>x`J@E;))6pJ=MO=7bZoMtvvxoLNnk zd1VirS~*ixuxvbO=p@kUoAM_JV&iToszm$Yhm<*LXi>JQ2Qt<3QSA6($+x^uTs@>b zWK*n9X5|$pwfS1FMTmBA%Gau@AitWd@Tp;9m}LsQZ9ChO%-^oB2h{#7c4gD|Qc-<7 zk?)mV6()W~>X_?gsj=)CC}O1Z=Fr=r(s&(YsyWq-(TIxlMmi+lj*PtPlQm-cN@L<2 zvNkEGkmL~jd37^zRkjw%xJ#r=H{8~k@FUJ72HDh?ooy!{c2`@fwPIv=p1RYl8m$38 z=_wmXi-o=n@yDhZ!F0R0#lU{{2a0ibm^aj@Y~vgoWovXl z-jMaL0{8OLnU-fkqo=k613U1j^XaVngrOF1!@0y#nGc@N`CLz6VmRR#cZav~S=2MF zq=MOhl0>*7MhvMBc>wvhO3ONULy%qg4g75g#t6+jtG6B@^&DTMY{91rTkar?4RYJ@ zLV{{?lk0LKX;UqBpw2M^#!K~2AzJxod{b(x)TVrhUa)Y81I&OjizwWLES4kQ*{|}= zS+VoAwp`d}nNuwhxfu)T1RkE8T>SpMibYm^dnLyX@FwWz6YI_cTGWxW`i`*>7jkfV z+FoirDIZwI@9K~Ia5KHoJ3)VR)e}h;nyILHH&j|)r|e9}ktyKOIz}$?yT1~B$zPedc>H4DrpaF1|BGTmk z!OVh8T-byY{)@p_2rPt2qqe%6CMxT#M!;lt4Epm7nNfl?%cbxRu`!t#!`hLsqNzVf z9oqF?FKCOm@y^&N+O_UI>=Z5B&cM#5_#!(@=JjwP=KK6F980Xcm$BWvFH$oBrWO{M2>Ak zwyC_PglO_|Yw_#%_P@OpWuxg4BVzrbR^7T}5kX(m}_Gz#W{T$dO{l|I| z|0=4WxV#zfiFL24Yo7UIyKVob>+_Han7f<(r@A@yG%{(iC}tH&oblUtYAMcBTE&6! zK-og>f$mu12meD#1GK7ZtI5sOEs6LVYsM3MIVHXG#B)LSObA0NSi4d8^YuD*g*DotD0Z+NVLO zq1Z8Pb@%dK1eGxu#rrd<>!9+k~h5F-&2dPu1k$8w(rg`uH?hbG?F3;6Ne*df5> zIJ!zrRyCX*hBSKiRSErGD`xXfPOBGcdY#iU7EUZiWa7+Uj+w2M7KH3d6Z5H$D(|!) z?#;GQ6O4aRt}6nDOL{G@YP;Ui;WFTm~J|;a#aIpBU>N=fgnP ziN5>B4&rZ{Js$a{K#B5`PWrk9qyXw>GYWJOe(A>svA(H?jN(o`fJ~xNquZ zdhx8;^|s_sgS)#z*Hl-J!Ftjyy5oWfoZ1&CBf*s0|NE`|{yyeC!2~(I;LOQ&NT)zw4CHj*l^}-bF7#}{URqfHe2`jvL zIFLX>0UNL$b?Dpqpk9d=A-^W4GAkjo>U1N4>4Otq1^y&`oue7!TAXIN8dn@*u4Uw)pT1vU>O|}z(5V?} zXdh}7fDVmt555laa}N#l4G8tcc!-5x4-UZu_^T)=D=5o}-3Sd0)KXOZ_xlO~!QP6G zMN^VMAmLmj;<9yQ-qOVFJfZ9PD{K84Ni1GUV5oSXd`&_^LKZ78S8|f`spn!op-J)6 zY@dcAFa3GbKJr{$EAz`cbU3^sUfEd(#fj!B)cyp8NP$mD@FiVj0skbHp)?Nd+_<6( zeN=k8w9UJ`OnNJ()Ai`;kd=kaQESxtVe8ZK*sCyXcJ`x@=YMdLDU^FpxUty|y_aBF z*^l!6wP}9=$%d>JEsarpta=^S6qZ6*2-z^$?~vHK`uY0vChw)*Br=mB^%LIz(I$Z~ zgxR;kt5Sl@OjA7qqN*}f+g=|yOU^qY6Td7NcIU!9T=T~S2He_lyAB8;ErvhDF;5BH zGEGx3SYM*Y!Ei?&OC<*10m|cu=8hEp$Qu2VCTP@)&!A6G6edhQMOQ@*IFkCCK^h=C z6Rp_i5z4>fl`5PNyR&w$6j4H}602D7w{~Wdus!oQbKX-Ybr=iX6GQX#O7ap#!B#Z` z{a>jdRBY9SR3+l)lP_} zrr8R+obiDxW3=?66M4T1jrK_A zJ#^%{9g71d6X#ZPE^TG<``Y=11i#YK!1qHDx!lDk|oB zv0cgJ8I(m`eSf>9=gx6MW%W5N(a|%Ss%nT4&=_b8T!D=!-M<3qi=VKX36ohp5IA_R z5e(Nhxy7b=UcO%=@aXmKIr{K;_!M5?53~I-Z^J!>7tuSaoe594yWW$7Fs;zh&fz9Y z&o+@=(QFzsXH+`mM^eMAB zgAw%Pln&?y>BRO(V0V^y&S#i`{s3n`WhXYjgBN+S*+77T0qY{h`C*Di-Eg`xJ)dW6 zzZn-P1t&^t_mSk_wpY5Z(oetvW?Oo!ht)We_R`K2wq0^*&>}A#@sc#eXSkUBTeN-{ z;xHY@SMWF$lF?8=5J7U8IGPM+Sv(&dE+5|!{qyml%mJ1u-fa0 zMG@Fn>xz$VDX_IuftLa+3D>+*zeye~R_Ao=4qH2H2cb0R7Wg@ns1?vyYjxVu?7}$v zp^NasDKE%sc|-eQ)5e?QqK+h7q>NcO%CA3(oD-(9D(4Vk78h&2T@{sxte{P>!ei?fL=FQQu)cJWT7?4lf92I<+` z>Q(;2n?x559?)K2=kLuV&$V2y_CbxMXXLkk>F)?_c(-#0{uGGeUUSF|g4dK9c5A#9xTE+$4InmAh#S*>M@bx;rU8|kjPXiE z)*rOxEINfW6T-+YWOuVp?2{qxnb%&t4;L`I0Q4jRr2{oryKtoEMiUsa2eRF(d0Ipm zW>H3bR1MWAA=VrTM(TGmoW-jhc0yuLorY;-NZvKX>^1T%W#~p7J9v-wVuqxQIE8Wi)j@> zO9HtwHz}xTM^fM);;`DVp}Vhidkl-KiA3TJTMG+|frYcZL25lgYD5>$5a(2WQ)hC* zs=WakZJYY96#X}G^E_seaFM_?654LcJt2fh$Y(YfQwh&JE~?ajPSz3MWu={NYZPKy z%yCu0o}5=YtD;g-RD(DT>nz?c-rE;qb1P0Qoa@Q|#USyJh6zE;?`-*H*ael#4P&w03lSSq9bt@STi%Ga-2jb&>D zh`c8{NxT{2dox4|PxVs@5)Pb;t6yI$OH?oX!hXAh+#C>H_pNTJCw;b*wj$%z3EeyH zkL}$oE)(8;~ygo1gl#Q%x6-e}B4gDR#R$$1$R9Ew^@>vZLC*a!kq9 zNauNDdckXK>4qkEmk{bP!5^iM@|DouTM_ycqGxL@hZbzZc4TwSCM6w1{PN#9{MuI6?3LV0y;;qB=d z=2QnyAbu(tZVeqgjjS&MSX!kX9|BiWkp)N(Xl|$_q>iH$MmfU^mE9WD1o`t=)PwJ| zpcd}ep=as;dGvpH@E^@7z0dHYiGH`iJFmNT)^lm(JQhbn=fPe~XGb=NbOZ+=DgF!n z@HaUBJAnZVa4t&vnW~C3k(AF=ZF{#aEV*Ue>OzGh6M6a5v$NYR-GSRT=sI*I6c_3q zL06_cpUoKt3t&uRiv87E2XG3P2gT{j>~i;UvmkscRvatYq6K~_WtI*VIjI z{z{jt`_<)Khc-*ZnR<7OmXbW&+<4;+_`tBc(mCG`yMUF)){?tmwKeaW&=3`{mbP|V zYg=1xGG;5M(YJmGK(4%HK!BpKu<$G49$8IdPlJ#1$Bx=d#GX^79JzmiI?Nq$W*t%r z<(->LhkmGf9`e)bUDYG?y864}ErSp{txL>taUkl-{G+7$Fiw4DQdQ&M0+;FEcya=DaeD!W{mnp`Kv& zR)MMi#q$jfx)=!AmMNK#$ez+mp~#$h%mVk&RbnS`l5!W93t!_uWP~Ehw;AaOWE_J6 zG|i$+35_0x-_@(vgwH`jWZ#+hnJI!f&nq*js4Nu3IryS&gUuPxXvwb#)c>cZogF-* z!TS?7E1S0Zd?$s@j6W8ex5D@E2t3HnZnSnu5`#~Ig`kTdxrdt}$iy=O*+4g9VuS@g zEkd`Z_mQ=+ArePOs{R?CyzFeA>Pa7l+sJ)|K#f%edJL@gcFwWC{(@O%gEdtdS?@Er zmqC!kpEcRP#l6x+p)k3d=5KXyIkO!4Aao||_+VVdT8*FC@J7(D;6%_4bVKre5)Ob} z8$=q)jOg~nH(}Oeva%gAznL+tfS;z}ctH}W5cO1C8GITqu(0?8teAX%x-kk#1bq1x zY>n?{M5X_cW=oTm42+|Hq76^rq9mBK^F(6!rNL~pE-PWjxqy+*Nd_;Z<4|D zcR^~UE;GqDrbYpvGY#AWvp+Lxb6inN=!e=}jRKus)uM|s+k5NPR1os9kI0|MiL&3E zp%l=u6_ufm_-r<;#|w=%C?o=Wx*^#Pi!_jN6oB<})qIFT*2gcze)##Y_a69NvWv6Tn|PO4?(9d1{I23>mpeND|i zH!S_b&(QdP5${)4QmI$B3Gh5#8sCgUG18!4e+=0n7QHZJ_CTXw6;Be2VnrqSVN?7$ zfxr|)0xdo_L{a8BaiXit^r!FyV5!5vQhm8hlX21@iG0pO8F-q!j1n+=YE)v@pA1j? z-s?Yk_m9&^p?lD|@I>>C73Nq+Q)7Uju5L}LZH6IF7+;F>#K^(@6&2)wCm%(%-2%^nZn;k_^Zv>}%mGG0fctE^V|yRMO8Lr02>o$`(n3e5!hUuk`F+RQzs{vVv*8r6n zc5^VkL8H;~N+>uEm!YZw-)0!!&CT}n`nDv{YDU$&YxMm9@TFjHXfc*ue3~M#r3Z3mT;zta=g^*HXRCP^swDWl zH4<*OqbkCup?N4enPZ#Q<=Gyo;5#^(+c?LYS845q(}!Ls5>1ybK^VZQsW^v}k3< zTLBZ{=fG~2!)g*3DJAa0`uh5cwzjrOCH0yg1aZ^Z3h?IU<|k=sX@79e@cal^3V%Da z86fA}5vIgeCHT#bc;2_M+N%sSgN2dVxe<<<<Tc{)5pdJEXSBX9mrjCk3}m5tXSp zR@lXha4ASL$Q%M#&(U_*8? zaxfr4&SM6005Bz^;fi777`7Ky%L{N*>a*z|Thl2^8R4Aya>~;hqD)f^@AtK4|u}T7-Dlut0A0t z0>l&W8#Yh2@$GPOOv~N@_UPtN5^f7W45?-m>9xbFa%W|uZ%fMiDVMSq=!U=YYffUN zlLUb82=OmTJ@#Ta0nXi(k%VK9XJ={?MzX^_)=&SYN&pz>M}qlXqdc3Isq?wzJNsT@D-^Y~|O)k2j>z}{;+A33FM z{Ov&lg6e@RFqthgal9~}wyCAl{Gs>4a0!0W1?4L%F_FF9DfY-ua-IpfLx^iOoyCWm zC;L1gAQ@k8-W$KzVnEeG7Ko?Ndx|EtT;G`U)uwOmh6sK;saBhA)!`jrLq-tRZAGdb{S16g zdf*<#aSvQ7kJ)S3YgkvWpwiDS$2p-ab0#6XDzqBGGN@anWnB81nF?&a)nYMwvLB;T z(X&NC@}jD)pr)*uDCZ%s7%GlFd^RSW>%kFU>FgVJ&C^*7<3o#U;3ml9GGIRgPG?V# z6p^!3V{8?ONqbQ|V|xb4HW#*EvEeF;`m1m!)kD+e_Q!to26s)@#?SX2AE!Q=O(}f( zhXNZnjLWFo53|oo_pfua83~s7C=Ba2>UP6k_gX2kSvQC~JQEp5Je+S zUAbY+h~XUPyxWQfXYKTF#`qf?pEP!osLlIa;3r$nsR?OzRZT@Dah}(a3`6(Y{;WQy zkWvS;onjl$Nk*4gy}Z9~esaU_CD>UJQ&d-^1JV+o?ovHE{qfSNpshQ4t4B=a0^X@K6V;Pl!$QMd@$IXn6D zACZ12&2$TSyg7Ins&8V*1<^L@cEV=H7nnquu^ZfM>#zF#l=@-aCt#uyzeuF)anCzE z%QybzXTRcI4Yx0!$ia^_fV?9a#|xh}q+fYCp8u&XQrzSEeuP?JShBl~+Y^iZh_H&8 ztDI2(`#75mJ?{Fh$l^C;*Vm9*B9V%LrZ;~!c2P_(oxkgKw9;0>w?1*@Zue04*Wq_F zYD~M#^mXT#^17}=pP3vFHEbUve(ewBy^D;=&}Ujs!>xRIw{f&^1soHhN&%q0Q4p$aD>m++yj|CroPFt_f%6CCxso>a19}gIv->$g8N%o{u zxa+rd%@(@CW?H2>*Wra{mL1B0A0L&m%wVc z{7RkEoI%}Em-VFs6^%JQ9o$Js!Cis{&51Rg+(La!5^K?cZ!?vGP842*#P6f!XAvlI znloJ&)4Fc=RxxJg@h10mPtu7iH5fTywfC??1*aP4@3>M=o&xLQqo{QTk`r?C>PWlN zTK9}l^nPilG2ndc>UHiq$G@l(woN43EvQwPjCwbdZx21k18@g3RSa_7`6L*f5o=#x`DrDjg8nn}lxscmy>p0?&ugSLThaJe#(+i01OJpc{ z5SNwHYG=;KndTec!AM5pT}{-zeg|GgDbjt8{4_Z1YS?Lt`WyZX+v&a;_5O5|2dRA_ z7XnSoLzGtE;3D}n1$X@siw4`WqwH4s)gTR{?%cOMsh?{*BPshS{L3Ip4iD`9LyigU zJBy2j`Xhv%FeJB&%0Z^C+?P_{8+__uf2LtbKS<=H z&mtt9)ZTj5)e-Ah7>!S5N?cHnu5Y#1MHXrCdnuJ)BxI}}F92JUMW(Cm>Qxc)SbPb& z(CGV>Cr6D(gSXW+CPos7-mmJX&3r0l>k?xrk*^^bx4Oiyrp##YN_pM!EbL-M!Dt6p zv^0FqIOmsb1dv?lAuA->@B4Ot=%~MQ&CC0AzjZgYUx9KnWF#Xslo#xliqp=u-*K%A z7_PS6j-I*`-1k)McBq(_#evq()P+Avt~o`RO#S}Gu-lm)2MNHe>!!@ivQIqf&uP!7 zy#MDrT;#b&E?m*2)d__5fiElZTxE5y-ikQfP!|Ib`3XLKJXkhGY25+aWu!{oVhp_P zzs5*Dc{G^0Kby|1klBE%bow*ZD{1<(b+|aqz%(aFE3kxcmn_cHHwO}aIWEtz>VOJv z{kffC*GuL^Ca{q3+RFtI=c6nl%b%`ybGS#sOsY-kFbyo5tJXWhLiudHe|cPgW4#ev p|I6-=;(T=K_uA=yt>TaMyScp<`K3Pj0k3*NNJDc3@fTFWzX8-Vq|E>T literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_17_0.png b/blogContent/posts/data-science/media/steamGames/output_17_0.png new file mode 100644 index 0000000000000000000000000000000000000000..8265d56cd047d17ce80285574f52b2f8246bad56 GIT binary patch literal 6396 zcmdrxiCfa!wjenl2ac7N8ik!aO_GvkYH}*nJPl@AYK{$JnnQ{rDgss~IXTd6BAlo! zO)a!6Cmbj(D{)A}AtX3@1QSIO5dnus_kHiZd*40(z`eik+uvS$?X~t^Ywfl6-fRDU zKYq-^KySSs001!XJcK*}006_(Wvz~u8soqI=nZwX3Vp!SS4aKfbk391ZQVK*I>}>3IY`l<| zc*zL{`@ephxP%DUT}bxt0D#$PPvm}IY{3*a{r35!bfH9EoBAaxjF^HyR8pE2v?((G z{+p{aVXIA6*}vmoJHN@~PFr+;{Od{7(Ki+^E_)ui%-9Szh+u6q_YZGtlbw-Fp7A$- zfl2(^rj3VIyJh@ryK#b)ZDcjeMTno}agHYU!4n7K8iY$urN?+mZW_U;b{Z$>uPl%C zKtVkxnofN)JkBSF6IN^dcxRkYb+!Y*;MlQa4q@KnsIOAYQVyMzxoZ z;d}Etn2&RkT7S`KIaR6Ja+0{R`I2>&Ikx?g5^uQ>-85yu?AbkqnF#6qnXv|YuBm`o zjr!D1)-XL*t~$oQQyp1tL$I1L?kT77j0(JAv{jSk9K6m#b;BZUqG3Y?q!b_o5sVi1 z&Lr{46E7t0fx3;rg&${h*o53d3{3MY{3Icx7JyjQ>{lz#-J09?iD}OqAZinNai7y& zcNs1YD3j5UnciMu8987v(1r_yXwMwJLIIGy4D+|vI9o30misxi4{SnXn&>6~P6m+A zass%ndJ4p^#+qTzG%djZat*7b3yZEZzej$Fxpw$?@EwBo!cb~D+#fYD3Io;do=87t ziSNEw*6BIc{j|elLMX3>5fQqLX=2KkdkyGjiC`NTC$cfOPv_gQ2U zo(G`Qc*8@O6X}Jci3T%g`0rDB-Jr^txhZXCi>8wJjEMkwD}!XV($=k{-y+w{974H% z-AW>PA=|{Hg;-=GU?V)Pi^Z^${?2MN83Z<7IuT5`N9A>}3Vr?9&UVs2SUBSa$C<`d z#sH9TlS+HWSvtqB2ixvGh=2f_fsOigKf@6YDOXCzM?Hw=tVZrB6%|C09eR4w(B!x# z*!O|skP$J$t*xAe+W}wU`LOR$@)tsIXth}I ze1+0=0EI6N3A%0=r8VoaPYDA};vg||cd{McO@Pg zy!WhWw>D2^rArQ~7Q}&`UA+;Sn@b8!T`%h_Cnxb;_sedk_4~DepF2Qp05%U&zb&_| z=BRD)ls+&;&!XK=Ef(pPD@K=O&fw=RP^}E!!-mV+bs+41WOO#EI3woPeAK8gbgcCDBZZZ%owC*v?c!Z7r>38RWrfK+_&j+?m$+_=E&FM zA87rq%L}8xnP!ulFUdZ}H+@OK9iG3LG5_O$L){vVu)XDeM?HHl^Vd{uUUL?3_{1iy ze|Nxc8fXDFxobLl?pyEU9l;HW?_%!m2zbL}GP5}^Pe0R@&B^6`QLoG_EY6R8yu+P+ z{dzxUa`4kWx-({yUpJatTvI}56KeE!BOSFZT<+nx*tfj}nsV*|0(%~a)HO5W7dp!yeSLE2hc zj-sd4>WK?v(~-?eN6s>3qV<5?bo+LA#FC?=%>+#Va6Lj2K3^4P{Q(B2ux#5CX|&Xd zvXsFynMVf&Gp$C1UOX)IQ`Qz2$hvhOta2S6sur)B9DAQ6>L0tlX8Y`WD>AFq2;rhq zDib(0G4*I+S5ON+ogUKURM|BDrE&htMRZ@u(Y+21chltJ&gyPg=M0yrmwgErF8ti> zIGVlc1vgfx4j}2nESrzv9e2Yk*dMcC&2qDN2q)MTXxRjt z+tB{*U4nW{lP~*JlhxIgm9W}aZk{?2>(%_xuTH0Y_VySX9P|%CciPv-avQ$O^Bp#s z7$5(fBzbEpEIFE=&~bO?(7*sCuqK*%+?9=0kBOQT21V60sWqDvi8{tQD8iF|!FSXI z-eii@3u%x+)aUn7A-9;afRQ_ zpw`*K(z25@eoZ(ta|wk~x9zRY9tiL#%{|6Y^T1jbXLZ#w22#{4R4RAMNtDM)O00=o zp3F{8Q2Z%D39^?84tLf#kH*edpbPTT?}_ERL(>alRu0R~Y@&9Ih6B1K#q6lgZEbQf z*SR9ynli;@B)@4+o1grk)|X0Eul3ZmB(?TUY4T%^0!H$*xc}4BT4|$#<{qIs7J$OY zr=vNaqZxfI`_krJA}w!Fhq&}=dVR1*M82TA3u{gB+7O32Hm>>;-}M;9DU9EvVk?^V zsCr!bZ>jb{{y`S|V1R1N@aE3F7m3Zyu6JRfhCNHVRjAJO{q$f?VMNTU(=RzON|h?0 zCOROQCy~S}mC7xj_t@F>?#$BpGUZ^tC$?Z0#mUvRYhl4rZ4h;^R;Q~l?(XgYGYBMN z^j%JNcJ?kiyEh99*xF?bqq8Q4bD@@#O(w(D$l0-uZ`0G$u8{TX&vxe7t4WQ)(VUu` z2M;zm#188))x;znHT1rxr|0VEr?TR{SOyoRnx8W1e-==EZFw0_6k`gLI;WhRIJ*g$ zch2>=S!{-Gy85C}uQm@{jB2^NGqB$>xzy<3!GnGCX|Deh#l5#i?N4s=lF#TZeDG`N z0y=9?TFi{RRi&lrJ-D)W6)ps}Qc9F7T0}Cl{58vHEty(kpJ}}ouu}BvD&Fg! z%-_z_a|aTE7VL(hp~e)nSRMTRoMhyxln>sQzSYjBg?gSIhmO>+hF$81_x?q~^RFq; zzXRq`1kfT5|MEZW==SMUIXqhBr+5^ya7A_o0qt^Ey)xZ59DNdhhdj= zFI+eUoCAigD$;cUE$p6|R79f}5ApZ7cllNU{Le(z? z8pA!t?od+7XNl?if2>s5m$<{`cb57Ky_ru-RNCCaKUT_ z{`cAcmMzB@SunN76fQg;V}u^AUb477Y3M+;1H9!lY(>ASCZs492fsrIzdlR-GEP;F z38YWxdZttNM3m8FfDvfViQv~$U99%f@pH*RGG!ca`_Rg0Rl+p~0VfpDqVM93pq0V0 z&NS*yW|KJ3kv*apS7veI50J5-BX)4Bvmpq^K$gRnEYf49HgV+!mE7NVdY{M()?PqG ztST}GcMy#<5MQ$}he;#~$S6V(1CCcGSaa{CaOrE3KS=FVw2O3?dtE|Bvj*PSEZT*4 zoU(Jbky~3TQ7LRqQY4P%m*HAhkHKHrPD3Bkw&8gB)D`JgW%bYRez-wpWaK{y*#OHT zb!mE5lezJ15m~FbYZ;PR+1>LF=VX9YyRA_pIcoh#416y90hz+WRV^!au?bby@i&UP zrIyTEjrPye*IcheomjDw4hwJ#Iz1_-bN0T{M}@O~1JjR+e!x}WbrV3BP{(Mr${74}=W=A!vs(tt4x>l!0 z&Py!9c2syalL5kh+WNs&76)Yl)@>oKsXH--mCqW!OEtGc*NHp)QL)qqF#XgHRDy?;!Ld6K-|ycrR-$m`rC;xz>2oNcbqvh zwErAKe{lGTa3CX1)Lv=-anFEtn`uUJ)ij6XQ=|5JS6Wopv?n}W+P4B4J!eA^r?h(7$2cpYF)5!$ zha@K}(N#s=_%#9QtT6x5UuR}Go$I7m;P@CMu57tMU~M&WXJ7Qn9BJWHdTn{Pd)rSr zvm)XBphDDWLnfF)Mi4J~V}Tdw0sWeAt$P5cSg;+=+Q z9jqIfF)Lx=QkKproS`Fx&XaGc_4{&8uB>`XZ?F!Us3Eqh=13LUSRaBxzk zCo+H7ut!=5mNZjy3)i}W7JA^nCh5QX=JG?MBi!r0Ua_DB zV!moErl6KL&t%COBHh}4El;cXx-XI~B+|NALSUT6a-9uf51YLi9KU1N4Jxgu%%D7f zs=zJDi+K29gZ!hU!&6NQ+`Rc@1JGN0#k#&s$&X<&(4SVS=1bmn2I;s^fF z^Xb?q54W~n7B2ckAHot`>%)agyx>ytJ!~z#I74k;v+~MclQqO~#1#v0%R$-6Pc21n zcOmkqJnd!(*vN;wWoEliv^XgF>g zq?<+Qu39$A$hVW;@#dB;2pU>=zmv=}LIL=7j*_iksKe6`J825RlHCOCLJ*xG5hE2J zGa}~=_+pkz`1K@&hs-YkzoE_%iigU%K7Lu*KE|0vwqYBgH4YyQ<90v{aQ1N8{XEn- zr(2o)BF^cu05^qq%1f_RI1_pslD&`S46BuOVJb_d`^ynK(XGHqm2uS;=qY!k`GsX| zX-qjnv5MUpeafS4>v68(Zm7G}L(Lyhf}_l7Z_6u>wH*z20<>l}ZK+_u3Jn@}LB&}l zFQA{#(iQExAF)S~xV)$$bT{5Xq7{Z-+R}?i;7jktX)Zr1D!F&*Z6382NY+?c0*H!E zq43UdSO=>~yK35qh`8SX8qD#P4q6fnqRA7m_&INGiR6XSkq0a|O;I1#;)f0AIBNp9 z)&5zxlMnV?_8}C_qxkKj?MadQXZ8H`e?>OtO~myFM=wM@kbZwO`uoe#zdisdR-8xr WUQPF2U8DX}0q}G?hNK?|yZm2qK54xG literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_19_0.png b/blogContent/posts/data-science/media/steamGames/output_19_0.png new file mode 100644 index 0000000000000000000000000000000000000000..b422f6010959ce536788efc177682263a0742ecc GIT binary patch literal 4912 zcmdT|c~leUyH3KQ2!YlGlvQhlDgq)XgjL)iAW)TI5fZSVkv$R+5eSJ?u&tsF6$B#a zPY@iID2qUZBuX`=EI}}`LnzT8yU-9w2;A8Awt8=W_niCRy>rfY=FB(WcjjH5=Xu|6 zzW>I<8M#J#4GacDVq6X$gTdf<`OsXgET5sj@P049DH8W%yjIJvq}3sp<gyfOia#mgJMxv4?zPk4K-5jXxQ43Kn@XmJksg8xi{L=5wcFh@sI@7N)yRckkSM zCN`E}V`ldEd(-F`yjhmPmG5D&wHcU$PG0A!lLHAq;o_3nAH+r|{ii|Sq<+2npz7Dh zls0Uix~%GpHf6uPZ1{tlzmikAaXC;HR}K(p&o3SNavV4L;KKSH75ffSE|(noBH-fX zk~^c{B}v(h!TK+b?Dl*qST>v^-JYZN3r(5Q+j%+MrFZcKLUAE<9aVGcX}gjOxJ(`1 zi9znBZhPRAR)yO0l8{xXyr~U*y}8NHKLB*CWbYH=ZVK+SzJ7BYOd<&uPs`|FK%T%O zuhhQPByCPNOMt;Jas+gg&wR79A%_)bGM+ltyL>hj%#Iu;R(QynATMSpZv!?(OOiw&oti;8s&%OU4A-AR~ScOGeH^`u3LS zL1E?u>zN-==}}LKQ>sbug@fSMy<*H>&HfH|Z@}SQw}LMsV3l3eR;m43YmEgY0Zr(C z`S{d6xaV}O><82SX(Ux6K%pVoHIWN59TUrRA4)BSw<8jVU($(WEm5=5gn6pAqpGfb z(c~P3-6o*QBwFxNijr*3jgmg!yb30q7vhi&^?@rRjPh_PJDI$dOhZJ&Nh(Wj%qioo z!X5mL{I&cY^gwE+&|cj-E?I=2!J}Xm(_HbqD4=*7i^DP_HV>WHbsVy%t=DeS@#X5?<&L1e$~`SS+q1&UFs z6Nms6yON=mS1b)mqjX;adZs3{%~sp)?s)5p`gs>-vSsXEuaR|>=#1(o(FRwn`r6UO zWz6GD()99TQJJccreG|2`2sS{<&**Pv;udmR*!8t-0$c} zj2YTK>5ePTqsUjuJ{T8HS`#ul4H)Dt6MTcCPOJ$4fN(<})Zz&+ z99(kXD8Qky7KnZadgIMoWQDR)?^lb)AUXqb@a)oYEQcz}paK{kE*=#p?wz4S^b*JE zaEc6^U{Gvmhzey7MVvPfNToL&4qLK(=mXkIg~sI0(y?n6Pmb){P5DLnMD78?kaY-rf-F4Xhjm ztYAj)+G3rt4&77MTz95oRz^mmH!ry~ES=PcAfr-l3a+4-F00p1`WdLx>Acvri0>;gYFC;?Q8b&CH*xvkbAQ-p2I zkK`)OBN*8NDk?p)u)G;hV7y8;RXCUb)Lf@(z3=N8;$*(^@mIg_j06h<@D|5>HdzdIEE9yfBi=1a?yKcN4@a-Zp)w`oY`X*nTk?x@5 zmPZ4(KY=^uIN9gkQxl>~pb9unslkFXk{MAD;snab{#PdG_JlY9TOfe(Iab5f)5;m{ zl^XlNZJ2z*y578_SCco=ili2#7me>ww%Za+XI$ySF&q+&K=GX*w$1fNDR^5RMF_lUm<0>JS1xU7XjNRsThb4HtAD%;gY2~M&vKzMgt z`hcg15nep4(TkELk`#YmHy$ywfMU8@3$An$~Os~(Bb)jk4Cs`J4)(S(j_F~j9OF<)~FS1sTz8+(->rKD5?Q{dt z{m2nQ?UR8>O}CB+-t} z!I$QGYr>IuOfTXu%e8H(ja$CPRB=DX*sT-i0v^7i*9I2$;Qu+S zpO(Q-d~5d|ZfM=x*W#@Q7Je!Bj#OLT10CqF6BdS9z56}OpOnu}_Wf<@=MFXb{U2VW zsg5NVE=Iok*P$}MDrGWC!N($eYR?p0o?7H-%Uf~5X;p|M5z zu7V~!<^WS+a$2#?A`MYYRD;wHWHFrLg^T?n4x%f;F=F{$=S{?q{Z8<+qmGk{i z;>Q0^d^OR<3+1_QLko2?Y{p7@Am=K2d4`vDETk1(?Iww|sV$UH=-X@n!$M=r&3y2k2j# zY#C+E#Ct=x@)|V9&zrpYaH34U5wbzousD<_dmAIUbp<>@kG^ z%sKa%!{D@`-%UZnfiBBxR38d$#=)mmoN~dObD4dG8gh#{3QE0{;r^STm5d%rLE&pw*{&gQu|6`X-;*`D}qNQaz>s1B@0Vw%IuFj{$s(&8<<%c z^aQaA;oLeBZvH-jb?AWBEAl$>$^+;LOuE~Xh5@nUV6v=q%#0FAHbVOIG)3^BvGh2G z+QPTMq)O7G6vk1D_hEaAX|R1LRZyuFJ3mKw7869NjSz#T03(q zr+QB&VNj_qNwBz~Wn^FOPa&HK8vMK_@7*OMlx$ddx@kyIydnwSz%=+3ZO$=CGYwk} zh}QAlS=T59aApO>)$r%>&p}XusM&GVxm=FZ;1~Uh7)=EOh5SH(xrv^?1%+0ttAxDO zv2F^Q2(jWI0El4~!D%Ve^y3DvJY6@b)W_C$k zMo-wz`HCL290VjMjb2cWb>tt#m=@`b*;sQPG-X-dGA0{CVY9T7YaN$FNxyx=cLqd1 zLb)&p_5OH%ZrWoT&LmutLZfn=EL4O(H2x^%gVLPrI;sW&rM{-EobgkQvdn(qQ*p!UbaN&&8Bt zQM0Fl!=B94y*9>Jpd2$Bz$eDW1xDe#w#Fl3Tca48z}6xmO8 z86~)aRha?T1!fZ2xg)cWP{QA?Nh3>cL3DLrl?ijY0|%abZMgvzn3v>?1I>(jqC=Q8 zR8Rabk5a}&hUkidcySA3D)>cXkW9C+;7AM!j7HTw8n=js@ z2s>Njma-s;D>yJZ7)ck$8o9;j&=)HMkrURH?-N-HlK66m_2*4ytm(C{4d8Z;92~2) zbj(&~F?Skax3OEl&YJT?Qos4W%~lRlHv20>nd}1>0=!^QSB>44!d6t4j)PhX+&g(Q zNx=^OKniU6y1TDQFZ~=k}uu6 z+)cfBG|AoU17v(BPj;o%EA=rVLk=l7R%@mmK4jqB)@CsExf(x&GM8w2ES4Zp_FtMXGdDs$sIqywsMfMvuEWwi{7}*O z_NX7M5VY}hhp5+`lSZ-?&xAdOq{@5k|L#zC;KW|@A aP*26JJ*L(gBmcVv!yNKBSg}9o;(q`hV`@PF literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_25_0.png b/blogContent/posts/data-science/media/steamGames/output_25_0.png new file mode 100644 index 0000000000000000000000000000000000000000..487c5dff6e9baa36502d35878e0e6f623927a815 GIT binary patch literal 7116 zcmdsci93|-+y9I;Tbc@w3QrPc$uO4eo{}vhl9Xj^BaC%0G}a_~Y@wJ*sBGD*$vT*k zvgBrD2{DEz6vj|uFqZe$`~AM}dmO*x{rv&&9LGI#-{)NSbzSFmp4aE|xzGE7^%WB# z{$u%t)W`+`fug`e^Z*ZNvE$Mk0e`qK7tF3506&ojJd(g`zCcq43jP7 z(4x0Nq)Ulc8`Tjo3|>V91Edh)Q7^Ww$tmZrEevs>;qZ-5)8G)o=~7S(ybK^KM}x#9En z4{O85@4(a{LmM86w&@>SbGW@xGH0i&WS@9nU^H$uqAFCB&1j)c(#L?vIc%%fvfdms zDall~T;3@*DXBT{u7i<`DnAOA(RBuY$w;~oDGGa#@-L&-JOK1oKEJ@8yp76v?0riL zK@{Pp_H2a`#+(s4rH^;)!M`kiP`#0aMm4F0Wi|p=)DkZOznyBoRF*V(no|Ht0`X! zox=<2#i7YThNhGuy%S^`+4Gc8%C}y|&#VS23t|N^fD^4Ak)3{fO6uEc5<|({9U#=e@w^LrMgr*kmA)Wb#I1q6f zQ|aw*P759arZ>yCo1*G+46e|5q7Mw+8>xc|2>7r?R=kl%S4t@dDe^ll<((^%KAuH` zN2fxu22TrIQB?exKSBqI%He2W%VT3c(QvdV&VK%FRDs{lW0F(|OGKt{4cWj_(q7Rr|HYw=Q_s4AW9_R}5ITnC7?j9o z%E6!cim_;K7*DVaVzn@L3oiQg&~h5tu2=&&McXBe<&UNFM?Nk}#asZ;M+21tb4aWP zw&;{(=GP3C05*m~ONR(Umu0*I%=pjZ2j_*5=B@>Uv=|yqF2U0df(m<0s8S<3q3RN4 z97}(VeeSzE&$**(pl4Aa6sdG?&p(r*o|&;`Skl1uz!rRE#?a~f@x$Mlym8A=DNUk$ z=0kSpU+W_Ukx{fA#ajo|pvt*p)LzELi)i0lFt&o@H!%w7@9vKg4 zZulX|B!gT3tQ%Yy$c!jn=D-GES&ODOHC=clRfv2tO80h;ViY>Wxd#zi8g6vn6y+OX z*ZIby^E^UaHkcl=D>q?lrr;XbcG0k$E?i6m(HE%f0LlThKKway_}H^?n(&h`cHE*B zvR;YegbI_4C0MEv)AK3of0wIp1u1vmV!bfwL4}nNcEne>Ger#p3>G6NfRg*3q;`gL zrts(;v#r76Ees+TjY7ocni+3H7Gp2>qDu&tT+D^lraaCi<+pOJ!iqwBBVL^K9CUHx zs7wz2xkte)^2yEV=DeB2J92>rfxHi;K1_0L7ZcVX1#+9ylFZ#`L)G$aIRs81oUg%c z)P>xoN6)#c0#wfoX`3~zHQaz~5a)Ra0i zy|{VuRklpho<#T|3a#KzzIh?n&B7>Wmip8&1a1)6@?|SZi-(fUgLyjIDTXdNMNb-UpPJ=EMlD77%tbR(#G{!M+N?t9N12J0@V^&M$tGHsKc$VJF}bzf26&y{CeTDLtgU^l962rU6vu4zq_1zSEk?{_nB4aFKQ|vLtoQ4X z%ho{7?c2A{;4Dka+UGYTA>~hWBUD>jI(LE&!L*=d3>8gv^-rHaU;nxI<;$1bK0e3d z{x&lDDEGK+Vsz9Lhr@N(_yz=&zJ49VC4U%pw!l^vk7+zHULR1}+8TYY95kh0U>~qo(?v6eatI8 z&`w%f?p$q~ql*i*&TqVHHuz#SDPk41u()`+bv`4>^fcICXNq|Huld1w2IEAqQ>}`T zjHS(Sz&cW=u&T@iW0jR5)#ti-*0GVS5CeL(@H4P zt}3snD66UQTAl0VtS;05d$cT%7r*cC^*sgjJlBG26)6Q-_M>7gJg@eDF7Ut4PoZFDg#Z_Ze*HeFq7z(^M-Pz9 zn#Z4phcAVOs@K-mijM5<^2n*0#2`^KXod%(Dr|>Z+>Zrlu!Oq_DEolhS3N<-YsBI?pac_SGXojKRfp zK>ZGnS%n2R@us+RCO3h9uA{@)IeODmTSteWhYKt2fx*PH0q)g~)Z+y0Q2DQ&=`|r* z($ejjWytEXvgt}P6PEW9*v10BRvBMq3dhANv!dr8C0_0-!j1YrCJW#$aY07Uw2{;Bpj@ zmd?2Pf6d5!^VThbW`HCF%)Z;HVnAicf4Cv?Lfmf4oR@uz8LE4y3) ztwKUVkxWd%*G_|7m1I$+f0`Dnb^LXX$Xc9l((ku5mzZOIs6k)f{`l9~apm08M_jw} zv&eMY{+aHqu@)S*xaW{KjF}&B$=c5DLt8wrxZWK#Hf!1I-90`q`8(1idNNL#Os+S9 zNIuOxp&gR+snEn71+v#WH`cA6NsXh={JgzgX-%QU{?0ZpNu=EFEIIoo!Hgps0h7Af zO1F$LnAJ~)l3=gk*0La|CX^OLKbf0D-Mo48{LY~=XdL`L$X;L4X^Jiz zauIFoIj<5FPQVs37l&{7A>5~9j>rn9b;Nu{|yb; zn$gw@g}QIBfyv3f@1F`4obD%ez4DaD3!gYo`CN6Yth#R~=d^Sw-eL`}888Vj#)xCB zQ96x|)dRChNrIP4?l!ixwEDow6c zW6Qv>fe;JBn3(Vqy{IMS<$r_8H!wW>A&!$*-YGlDv|IHEu&Kdg2ol2D+8TPYx$&Ld zgQQ325N%KQrj%=5zrMNz!eOxmFHs+I6a;+>cztbcixNH*1){VaYTuQe+v(y%9}i{x z0*L~P#b)))f-*oy+X|#t5Wl%F`y6KS%`#UbRS&n`KR9UH_7S9l90Kwj+8uJu&hArx z|Ff&aq@pWeZ!7U+-C6`lZ6GN{QMvu^Z z>kHB!#NCB!jm;$`vU#eY7JB#v`8mnK=#Bj2wx>O_qji4AzdglV`BVcE8mQ1z@j4*Q z>PKn2cch%%QU`$-RD8iRT^X=S3(&V>Rs3Z?cSy={&9r@l4qf~V1AQ*iy+T0p?1xXn zMjR;42NxItUI>+&__SN;tsNCM*oGGxr^>VIq;L$C>ej7=OqY?-(XOAfJ!5aZZO44I z?Uv|d^1$gNkG>@CRXcm9OXqUjnG^dudGlKVwK&K5=Fi1y^6s50I!kZgj9}zRd%J9c znzs!I?cGNeW&@_3!lx5jQN2%KiY7)fH~?Kma=F3S0tIk#k_X}cS7-URs<$2BmPLK$ zY*r1Pebjq&YRz0s<(}HmfpX%+HLr-`;yxD)>xrBFxwTA&y?NuEVjBQ$$p|fZZfu=5 zTcX{gU>TbIrWK6czl1@_5OOyWR`z0hz}oAW57)4Re>t&P)xpb5YWG1>SC{R7KW7{j z0Z?I$gcdiH1S;&CshGMWs_p~etVRqi&d*oP1kjBHu;g=@d)23x!H4h_-n&xmk@~!3 zcfrvORg>V})CW{o?i<8Wbpya|0l`m=nA^U6J8k|?b>mRoUUVfv&kMD9G0#PCb+H#6 zxC!{`j+ZRA^@M`<<)TLW{6+k~Cv>;LG_rDcOSYf4pK~p$1IKM&MW7jAX&zTQI=)BcJtG8keQo&)NBiFXhuiGwHQQ9em(-CH!L_BPj9d{5LGfcx! z44}n(r-y9uBm=$>79mP~#Tp-dU}MEhsa%S4NL&KDS4=XHD#68CQq-iiOX7$A5V2wi zS(zjza+0}q56{_evoQ~~3*AwJadh5R@%-bbC8=(ABaXeQn%WGL-sTZFal;km+sm+$ zcLEOeg|J-i&+l>cReGpg+(01458ady31~d3N_3#$%#5wCN)GC)U-0NeG%q>xhCrZSO_lf~f z`OBc#37X$be(%aL>Ap$ z;)piwjjnMYgfwTquy1jd4=Mf56 zg;0nS=EwpRW0dn=M$ZW>H0!=inV<|ZzObOV5+A4r4+P4aIkQ>TmqEiO`-e<8C- zF~!KMYMmj^j=AgPqcnyA*@XEZ%5vtfc6*MId&Ba(J6eW$%3|Bn8kwzrm(oi~^jYR0 zElSkv`tA_Tz__fF*k$!cjm+k?2*j&~fr9XZ)?c+`yizK8H9D@z^_%~!TeFwhDNc}y zDlLF4QTDifPF1Z+#filU$+WTh4lFd^E3$kIy&)!P-w|TLTc%R}m9P1D_{pKw!z-Kc zy%SSf&p0={rrw$^Zi69JhSE4GHFg|q)psrEO7 zAl?HLK&$Oa^A{j&b~#Y}9lLcHaITwSMlbd<6s9?nv)-lA90KDBRd6Daf6nS``}*Fg z7)ig3MP(J@_*U7Ed%hVATew$`KGOL-R4OxT#bo<$B?KvB=5D@l1A9{@r!x%tl_$z| zQ=P;n#i>)ieQb2ak_WOB`sAyp_*J{laAVfDdAswfAl0WDZ*!f$6FT!V&}CcWQ0qd7Tejg+G!YL&@m}Oc$_Y{)C z+i`z0m2%7=Y<560)0bTl>t*JD)UJVwh}BGdS)sA5!+(RjSx1+Cp+Q+GP`TUANu6>H z>4hi9&Imi)d^vq}Y9M<3bwZ%B|J33=oC=FjP~(20`?1?Hwn>}x^DTAjvgu@1r9$}3JB@RHHs18RFuG@)Nuu`tv&4GWDsh^;QaGH0OMN%}A0Bxb;0y-!i#=CC5jl8kUl31O|P@ zH}DgS%+*z4qzOKTZ-o;}7hB(}p~M__D}c}y@VnwGN(i=Ex3X^cp|$ci^ClE}MoKvS zDx4l`5XiFUw?7z=gXLI0DgIbe@kZoJ&rXXIHwFiNeOTkhxJ|;ww57URo5HP$mEJYp#sm ze2y8@TH{e`XOUyeulDAamh*MgpHZ89Sn?;}oUHe)Ds`g3#7?T}@JW#p7)C>hw{?`- zwH$=J+G>SHEeoy6agYTI|FN>(I>7LsI?j#VQ%y_wC@vHCrW5FsX|xYJE6MBsYNoXV zKcHcpC$E|6;w)t_#=CQ@5d?E$t%zLfJxVG zA-aKDKM#PeBh`elsGOv5c2&gbSv9x5Ke6P55JcvW%j^scqr#GkMs^TW+*rChO8H@maecyOaio$0fIhf_-iUf5wsF3g?z^cn zWsDf-YQ8Ygcji}AX6ujK)Bg1y%-zWFZ!3=YHA`#^lmhIk0x_vGc%hkq-pY&_i4Rt$ z%HAnV%1j Wel0(81bp)bF}rldsQLo(?tcKB{+fUQ literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_27_1.png b/blogContent/posts/data-science/media/steamGames/output_27_1.png new file mode 100644 index 0000000000000000000000000000000000000000..da75984a6f74b53983c1c89ab78a3cb4d908f633 GIT binary patch literal 10329 zcmbt)2T)W0vVRhqpj1%=1*A(CLa(AhkRsBh2?zv~UPCW7Kn09Q2}P75(o5(Oi29=k zP^!@cqJUIGCqM}N55IfozWZkGy#JednK_fm$vL~{yJvSlpWW{!-@0kQ%EHG20)bd> z7{V+-ATSa*7*8+)XNs@BuLQp6gRkDOIsts5Pq-%mznKFJ?Ses|lU&CKc!U^x0Gw0{ z(Z3yH=?@P!QX@WyH5y-3MCE- zz&kp1Uq`8+bMg6}o`_Uxgwv!bl(LD##SG)7rss9EC~oA`q$EQjuDPN3q$DeO22M^+ z$?OM7NlDx$dN3G_<=sVLVPS>}X#}H@@25x1Ix+iOL7vxO#rG>6TQ~R-1=-#|YEKG} zmYS8ewzd-R9Gqo*@SW?tI609IBmr@TAGrZ>#V#y>IE%}G8YEwHsI6v& zs-Nd_^^Q>7A6L~bTbR3=UH$#jSyP=)_F)f(LUQy^&eyt-XN96-8iBj-k4-rJag03T z+X;Jz$4_-l4Jl<2I^l*6qQ_E|%R?Q`ZzsPVkB$-6TW)F+iemp;jj{*9P-Apa;9mZs zl4W@;Hk>YXAD&9y?$P}J|=N)^mb3uKK-+^L#_u4-N1dUmCusKY8iqhp#I(T z_RWn79)w;Y){AcdTUcy%r}#zg7^ga#D>cn-$08$Ce<;OrXzW#6fgU@0{U8a!KCjP(Vv! zd9hVL>%gTT%44UqbOmgbVU{%JAG(}7x+hzDh(Cxl3CS1XY*$H18X)=yQp6GdIckA-ThSuI7SN@qyWcnC8Q@_Wmmz8#E#PzB z@X)u73Jl-4cc$r080-ft+0;&a%gK0+q~&#t=);QXpH6TEQU-`IPcdc^eCM2hk_#9F zn1@03+;?Fm(N;pC)k>|ij_ z=DSU>?+KO!+Bp}w%hR}6Kw8AW(qukT3kv`!fNT zzM3EDf<@xR;7xA|<|PJw&aA1_Uf6YZ!C(-No$M3(ejd8Jh+O&BL3geoe`;Ahrewaq z=P`W32R`V~~dyCclN!Gk_BYXw*)rgZ$( zR;nyk7G!E_dM8yYDQT=Q)_u#8@5kr4{fqcYWhs4o;xWaAn|9AH*O1m9Ock1+E z?w4klhx%{RAJkzwFUL>naNoWFHy4YKBF3Olz96y!Iu0C5M>xCF$-0X~HG)>T7#IjK z?I_|&A5dHTv#YAS@Gyn1;igKjUoLqAaU@10941;X9{E;KEH^PynTXRqqgh3ZpJoVJ1jayd`?%!g0pt?Y_&v zi8#7i2L+P-xP%Rmoj73wFLB};eH;i?7<$l2#HEUB>sF2MX>#_V$w)rN(vYIrDQt;_crA>*f|T`n4)rmp&D8D!h-V zxv6CeD;93>^DfdsF0fq$0V=9~eCLKSN&>68K?-q+3?C|kKf%P6CPkd)Vk7ys=zj$N(G0_W00Pji-q|0gsxmv%q#7yoJ0FLLnHoYS00Vf)Jn z#Z9=$8vv*QkyapH;lPKzpW$KU7+w1@0>C-G?tV>S5x6Gf#}UD|YX&vuknQ%0$50dW z2T*_^KeXu0YGRYI_6UmbZv)_684?n*T7%t=uZwC2nXaGV7kf86zYooq~>s z@lLl8?GT_eP~zhrc{*pg>rY^?ClxCLyJVl$yZ)Xz#$@Nu0F~J*a1;j&K#%C;DfBjO zi{g2)w8{)u8OI5zqFLchQ@9T95q1^y9DK)UH_p*e6^i+avp>#t{JGoq^N(rH3h2%H z5#76R@6W-0O3?Ezd-^b`>%SE{@QPXMRaSs#z^T~P;!*jamEO%fIZ_2#=cF3A~c+}4@p|yu=cbMpG!98?6U|SD}*|&NB`q!$u@CX=8>ZbCYZdE^y zJ(gPT-FTEX1A#fZu2Z6g3P;505T=cIC_BK?LdzZVGK%5Sx z_+o=xV!wsG!RYea@N__z0WMemw@kp>hI8?P5Ccxr)fm7pXF8Hmrc64gwCGHND1)w} ztMNC099t+h54FE$AGcVg4q$q@O`}t{DtV<+G(h9Bw${8A^jRbK2UH3pnW1GOqi$kiD-dy?9cn!wg+%a$&g+m`L(*j zdexUR`nyMeUUV>L=WK6D3RQJ(Nve-fX2{JgQRx^}(>yf==O%ra=(`q)^EU%2>U0r5 zFIz6DkRIQW%`Cx2U{yaK8P|`cbh9eZdoP_5NS@(DEU(xx^&TO zyHi&-E(r@iJgu6fwZ|49TstuX;|KET*(`Cnf!*<3?M$>j^|sx!EyDb}W;fRnSb#&*b636o!9>XS6I* z@bOWn^~!TV;`X9yQVX>|08x#Ze$g)LC^*a0)el6TRY!|u^zZ<3XHN*12>g5-?Iv6R z9%5iqMVHv+c7s-b#{#+e6wh8aESA-WQ5-ZqWHilODQWW#zyyuilfwRO)blXo*R$^M zcTl`O>`5sgAT1ZqGg#S^k%z1Nh`XtP?wS>l2TBari_XUGIsrOsZcxn&-)=UnL_)&3 zcdIc+?^^7*Igv&g{!dr$kl>`>0U4i|ujFF<<@J99TI#!;G*2Q{Mfu!$I61+;3M2p) z?YmqZX5&v7Iu2VzX3kj*P~Jdl|3ixIn;Xh}m2598%=P0xRV&wJU%DPwR(HLL6W3!3 zJsZsn48OEhRhg*23<4+{^4q)T=Wlpw5Jjq>`SAW0q(?vURW4AE{iPBcB617@u$Tu5 zDWT8bo7Dov3s8&5ASQ}UlxpRK>FQm`?!O1KuPisI07A+@ia5z6L(}hV6;2tBoGF6D z_rum82F^0QoCi`C8hodbIfat%g-c2<3M=bd-qJTR)`Q)D`tHrsSD6oz#<)%O&Pd9# zRvHg}<+ehOm~$X=tZ!7YUnnrjwqWDw`4ggy&( zaD(^2wdX(79!bN)?%3=b;Cy_;hf?71E-B+yt7W8rRe96jIwZN#n#*i1u{8|?@jZkX z@wMCGrvmscLkV*9u^{s=;A%)JQz~6`KmF_4;c0j68cLM4cD|aeUAgamZLF>Zi~jOZ z5XCtMzjde26D-J1;h{4FWj)!_BoY%!2Yo70{Cqo3Wb!H`8z1D-fzk$FSRk7vZfPc% z(XsPXXwBX7HR$-Pr)(-Xv1(xSc8qR0oe&e;a-`{E(W1-yExXa#+i+RFUD+V==D*iA zwhy?BDQyfb3~$QH%0ySyt;!dBZKcwH zXZ0yz6ZS{p-;z7jLu}jmM^wR<=$%}y5tX_cs&x7x%&_34+fh!jw`#A;0$^gRC30oS z75J0!2<*$st>MRZ_7Wh?tId-l*fO|^+^P2kELvPm?VfOnM|O4v1Cg@F{JF3ZsJD7x zRY}b72_vO}rCe+~JPf?XxHj)fNsJ#&IP1c`#sEUZP2#G-uTN5G!SEOSyAFlCE+WZ{ zW8U{~ITcTMwPt^J|N7|tzZE*X-A~*+%F_iZa#2+wly{ClLb}_yO{@EZ)NJ1187)u~ z{hk>yBW}Naj*fBg1MlhbHb*YN!wP$??KDm;7ky2zde;~-dnaX}%P^WnSaCMUI@1~B zuk6x*V4W`d+LCdviobQaxaa#j>u8VOIeR~md(1DBUk~K6HjAnKvUyi>ySn(5GM<(#&B313u`cCzpU225X>(GovvG%sINZWT^IzjRVwy2wtl};?e9v0<# zqd}}g*GpGda`&&v>W%P6a zIs}DsH$3kl+j)a4+{dJtQcOal?!%tqdN>`u~~rrc}KxIz@-4 zh4!4H0Bfb+xf^Z6H=FtPUBWh(^zS$K;I&)i(rMDx`8a(8+u{B~D>^)%AyFaygbG za{If_zgb2`LKS5;;n1NA}x!_nR!ecCFkTvv2CZ60Rt|s zUTW_oz0f|Eu&-FIa6{^kjJ=wtA)TSR^wOc!M+t|ivh1@)&cw`l0o|0~w1UjdO=*1w z-3yEp(sNhtw%p?26@Iw)v*|-)y7l>HC}Qb$cgp<*RWt(TZGM+#&VRoVD+%y_BePvq!a7M&Seb-|Ck#-Vi#6e;Vq!pE&h9F=~#^yLEF> z6(d-1`1VE&W1`i$yvKwyH{J5r1>+)Q(CnICw=%9egX_2^LY6AH2t?$kQEjGV?LQuW z-tjKXKCrM}YmD3p7dy~N6k$N>@!{B;=c@9xAt$icyr&E6s^_^$-5N6=PEQa2F>4=^ z?TpUIeeLD?^^-cV_QV=ub560CVMNaIkj|6zR4w;gbBpp9ZH(d~tBq;_F%6}WjL4l= z&~hQW`sg{uFMSLpscERCHPTfVY~O5MD?5|XMJb-3FB5NAGsK7?$1>aNeboGO^v=rt+D(wmd-Qu z7)=XN*7_)mm)9#rNT+o#Cp^*%vyJ^!xHUy&jlx8BOifjDi!7&yxXWg0etQ>{C(`Oj zl+C!DZMRI<9ccB5a?7t#W6H9R8+LbLH7(fc+RHmm>&1Bjvd9j|7oe($rpW)^VApj@ zLH#60FAt~o?R`e9Zi}|6o166u($*F68X!>A{!l28TKeP`y12O zTE~Bdn~7O+^odLhdcKp_!5B+p@aljm+pH1#2q0P(SRX@$~f1@!}UTtjS`|J5Ct(s+Z!Cy3p;wuV&Yii&o z`|)iR`889Rrz;s|8kiBSjk)wEKD_BG6Ofg-kl5{q%l8&Sr;MVqHsi>VudOr&yCjBZ z2{WbJE#J7YAG~e3qhINMsYb0R&fahI7&tue{?i+y#ws;wVe8&#$&vgKOi{{rePFe- zYhe3MIB3CWwNvVT9NqX{+XDednnPqwMRw5cpVW5shlZ>1FZ>-vCM@Rq==s|{*+5aB zvWJ_qI&l<1|DXNPA`ctIRn6?fy@ZfK_begkAyT1G=QJrQHQ9aR3)OwlUM)zF?O}fo z?3NujY@_$Ug(+yr9^yvxpLW}EW!gAgFKSsnmCZ>9C@5u+_j8a0Yl;e5rgu2q; zBlf~}>A^|C+daMe^!E_eTERPSQa7UFo!>|iZ}DH zcx3Gdzb`IZNql~6YN3sf+HWybgpaO*g-)&%-Js9V*Aq?q2Ucgq_1v*wE35Q-6XWDU zm7-t@V$zQf_fO}{dHj>vKC8_{nFSH?!2wC3+Q_^bx0OlLaimcoZtP)XLmmJ>qeWMj zfr8SpZRG2>!TM*q{p3`uDUrp))E58P!pA$+A&9+t>3zovhS^K^hQ^FEa{lmN4r=5Y zcS5J#l&O+o5mtcFR=P0Hy`=usO@=QSX*%7Tm!?z;qYO`}g}XN()Q`fyn@7)gI+Mu| zW6guXU%$zjr(dA2KAV{qj0B&m)})?0CVInHkQIp6(E)@~E?WPU zo8o73D))4Ffc8;?yOU|CFY7yq;L{uQODY$%7?4^){B<@@KWMAd0!WLt%|W!dPJ%z; zwx<-|n^Y0Y2v1}61L|ja2({bo@MmeoaduR%0YhplwC`s)Q5K$wzA<=@yOSkj+uUud z6CpZnf2deIN(3(eya>Jm-o6m_#V`y}e7pIc0Y#K9Ku&A%#E^EZysB!Jc5-Kcp{(-`YW==!TRI%G2SRDZ+4B@x%_)QKF)JG+%FkaO3PiqW(fTAYr0c@#Cm855=tp3Oed1iYB`td!)omdI2h@LG9f{N6$5#w2zarcJs6 zM^DSv8XTkuw(yRV# z@hKEO=c5ikTY(#oTy_fF3Vn1zLhaP-g2rYf&@WpEtcUN2g_s?ZgbqeuhH4L3&_R(> zZy`0W0_*OVUVPc(Yu0{;EOV;&=wNjswiz+Epu@-FbgxD7y0m+(1)Hs`(=d=m2KF}D z=66c(tSU6_+&MX+@Jik`q^8p$-&>az27gXs>inkbRWf>S>U&)lW=J5 zt8%*%E7IqCW!ZPjmX0^PNaCclcpH*B)M1Hy{>hSd(`s3zo!v-hDmS5}@bP)uhP8Rq z^rF}%EjN3S<>koA{twffK~kpIoP<{yu)i)iIqzZZ$bX)=F?3LjI4z~ysx z*D@>;*b__cJ}vuhyROaV6-coqw$rsRsd-Oq>q}UZidD8VY@4Ps<7+r2u1YC zgp=TRrnwVQXshfeqIC8ZK5ul6m{#Xs&#UaPp8imFYavj5x}-v7eLTt*x#P7fgyxItU%aCuHd=Z# zDX3Y95svj8kUN~Nx#QMl?4N$Ztc|>)o)CP-zfrfdxYdsugIg1+L=+E5vX{|&tQq0GebxC$&!pdw^bXq zTRVE5NHtu=0<3KcSIHL6yGw7r7S5(NNt~o?=e>I;?(gR(uogAg@oQe&UewLt9F(2+ z^XB>KnQvuGkhOzu%DK2J{C#bro&q$T*yf^?GxD9E-!iF;%yruZPxbtzAac7N4mIFc zd^)6*r{T?&+uU5|J_sMm3BHt=%HLOXe(G1!I#VqMI(P#rQM<8?h;SK%!#n+z`rKby zdYaxPHv|H`_nG|sC_7@?!*uu^gljek#8h!S3vlyI=nsL+DjL6M>_SZRO7Ar<;zT#V z?I^-YwMWX=?Wexu`8h7Ku#NTzUWsw4AD*9mxoj_vUv*l5Ja6C3wwq|LnH-u@4Ia!e zayT#PCm=05tr(5M8zKDrTdQ&&o&cJ`Y|&X>Pgnnt4{KGlw;_Ok>?m5(Rw@$|(X!a{b3+Dfr{fX*`N=|7#&cyQ^;di| zN;CT*84j;080ue+=bt!nlv%+i2$S4x_y5}!<8}g}p2`0<6Ob{J8RY4bG;R@bzf9(q z!{5TrWE!~rJuGm%_5ZKI0VEd`T?XH2LHS-rZ^L&=Uc}a-WL43&pN?kw^CuH7ql;0r zZd~T$p2S={6b|fy>nfn11kEeRLC<@`DJc9i_|5}V{_U#iG!!jnH@^ys7R<#b-QV}a zt%O0Ne&8lNO6CsaWP;o-P4YoCo1)c+tI{?cd1Af2aVxrmK0Xso1J@$%D5A|WBqnK= z9Fpz->ZEf7_TB%=QS;lIKOZ$Fg&~J*-@-jw^HJjIu2cmn)T!85p+m8Hj5XlQsa4jUJ zcmRC0J%H`9rq(=*xD1Q1pdIBSf%unvfU!uh>#Up=0{Fp$wWreHV#5m>;Kcri0R)5Km zZl-CmK37IxGfp2356b8v3Wic}+l2+OQwAykf`7#?%DTJw*&|&cRu&} z*j&WMsYLg!Z6^~(75E?96c0_oa5X~B(+yyO$^X^d_uurI3bn?ytDvC?&BPdw)=fp& zQoLJ&U<)-dfw;BQR-U;k@%&7lKKD6xy6bguwno+!nXAHVP^yMGfT501iGH&m}2PZsQG1hAXi_OZg8m{HQ6H^C|y5>a#$EDdc`=+E^S zm|h8AXMq`{rj>dYu}U9%eJjR#8Ik^V5>W?a%SPw%SA#em_B`h32}=G4+cR_K9FldH z?*yD*dw_|P@E)}weF!+xa=B5qX>$V6Ng$TCP(up!uxH4JcBDYkO09!(#ykRh9jYlM z8Uy)uB{WvoA0m;B2meH5Ng7+ns@m=E%Vk0ePNExbg2LQGqpW41xn^VhAFxDsL=L_(KGtXzQPC7X*jf?)0nTeCklNe%#b$ zw5~E*AKo;9JCv63eTa$?ZSb+l!HewKWGJJ*!goHeX?Wv&Tn&#*fC?Qx3IEe6y?lsA z**r!OIjgJIy`fR#I7QF*luMR|Q7^n2!ALN$BIZwBsMG+;% zUfKs7z_ZqZi96v%H*_LlHVTU;A99kyNY0z?Gc1L38alIIx5aF-@vg8*kow~VpZ#f7 zwAw(kpi#rsPbk>Oq8deII>Be_k;2rnfzD^WwF=;GI`K5YFv?A+gK@~m(j%5d@8q_W zR7fggrh&07Qq+Efm;zJF(alSE^x$Yr%iym)@;XPN)uS&6VoHx{->)p zq!o_`v8WAT5ysj$P2j)5%27&{&@1u%ABryRm;$v1{EAQ%v2ZHFf4I$`_M!VkVg0jH z*==YT1ToDhIw)hwyGq}E>X(=^L_7zd%;5yV;^2u?o?LvF`fK!smP?x#9Z%2Nk=O@) zuC{0`dB!_Ga+*>^Peal4YZ3|@uPRIoxMaUv`ui!gwT+ZgL0_dhB%u!Z$|v}9F$fOX z*4QdkmAL)eZT3&U*&zG!XsaJv;DIf8a>Y^wK4CakzW06=<6dp(11!Hi8^4GB z6;N$x3Pq!^?ufWTLIiTD`0s(Y(c?Yh|26{m@7{Z;Tkx@S15A4#35)@PZs^~HRbO>^ G@c#h+SN}f% literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_31_0.png b/blogContent/posts/data-science/media/steamGames/output_31_0.png new file mode 100644 index 0000000000000000000000000000000000000000..d3bbc94985cee3a0c999c0c3b96a19ed5054a986 GIT binary patch literal 7248 zcmdT}hgVbCw@!!yW4j(Bdd#l?eRp3Au>AE(-jjL~oIS`@KQtP9Y$W*pIsxm^B!) z1vDDqE<56E13hu!H-m43{BPod`~q=)KJJQPw}V4`0t0lkPHUakQ1r&(f(*5_|Mgre zFxX2w?dY?|AdqY+8g=1%M9$10A;;A&dUb&r9;}o|IIZ&``XU&8`g)4F+KtOsFYNg( zz3EH?bUu3@C6Mn}p>^X07ATbCgnl7X0qH$8^{$2$5 zSmxG7+YQwm%kjL-D$nt#;WAESCz3E%#qYbrU+*%!GgoB>BV}f?F_(DzGBVlf(DFg; z$}W18P^)|!J5>>`n!FYE)a7?0w+g7uIP2{x;sK%RniV~<(h^8{LbshK!Dd~9g zBOTHmWp__hlm}v83NDcvoAy=7r-^zF5q*(G1)k^6U=X}A)4C3aD;su0389o2HQrcc zuMfpu;<_m+N)g^A`v*SGOiGWa68+ zQx7ZT0@->>{bGt&hCEn0Tzj+}Z=gNx->f1~2$Gr?4Khb{hzv<+fIVkX#%8WeLDCtq zI+?X&CnbBt)-1T|N-1ZHVsWjhXl)MAq`SL9MTo*nS3Kv9iD% zydBJy_(f{XK4Ec4Y#^B<2zP5n);OyXg4vDPB%3iFNa8R`K2{`(YStSL3Ov%Gx3pyg zwgHK+uixN?Ms5VT*$wff7!HeDk3yVe7e^&YUx-*CtZ?3*?GsFAr|J?=7f1nQXdWx4 z-ft|u78AH4jFiMdm}4{1wDhnnaTlRC5J_+>#*Xj9xWWxwnj62sjf>t2uwU-!zVP#L zLW5xTRmU8}M3(CqrK7fdjxK zCg%3K2=d9F7+KuIa z2gIkvrzx?4lF9MEEsxwx!!_?+UkA~DrRS10LqdwSdVvPM83oE~KxUR5h zAU*M-n{RCY^r_e#qu84AOiitj|3lWtxg-)KLTtW%t8di2jWv)rH9jHE&}4X-=kHln6=4GApvD`>l0UfI_8l(<42Z6qznOx8;#jPsbFS|O|Tbq5m7ysg8M zTfmUMvJ2O-$^9thPcWGC37y3Zy8^10O4B|?cA+UuI zR`xd*+50JZ7|elacTPnUac%?2wVNEqa|(Z|AWxoQ$i2udCa)#rssHd(8;$rgLOvtE zS#0ep3MXEgNj!i`l$g)cgFwxFpOM93cSq0PzWh#K+1&zV)Zb=^eL@a}Eu5U!WzDx+ z|8dmEMx-mA>;-q%EPwV@;h^N@cj53C*#{H|i4R|yzL+NQ3CKdPzVw|-lS)`AST@@D ztt&|xT7<1RvgU&FizmmbtRS%iZFFtb2mKT97wW9T8{vyc`+@y1hi@JM4T8ty0+It| z`*;-8I~|uwCG{6xe0RAxOpwlc~>iE~v+ zt&d5%MjR_^iNs6ikZSYg&7uxhm}#YRpd?1J0<+!PGCBY@u|$4OL2cBKcy7fdY6t5YkculUmNgiu{a3&=f%M^w!^pn@5Sc&cF#CC+0>Pie=C&PJa##XmU zTYH(IPZ{z%s4a7`SDuP-TPcW(CJl?fKthgK_CjV>wTZR-s;$_fcBXN2bWu&kJ ze4gcp4jg{GC}P(pSLcjA`V>02nfj)IY9frZ*obJVP7fVYD^$~->Zq!vSP%KB#2uAj z=cBXKeU5TpQWcCCGYlGHM%_m*C@g_v{F%dFEdM=$#GDvjiD9Ukt5U)~ilz#jxaR0s zW!_~FMIv!I8XXe69!SBxp{h}(e3_6`lc8G3T;drutlF25jA9ex{uvHKhl14f;kbC- z89QA`GBc?%t|af^8~j(s>ZNE$mbdmxMB^WxS=$-S?HOuL#6LDkSw0ga%|pEJ zlChN6R?7WV*77*+N}uQe+VJKQpS;$F>^45+sObaYQQjsikMwTAwwD;%OJ*&~56ev) zDAq!Q*7PT%4ItQEakXc2AKJ@i7wBb>z~to=>d?bG$cvMgP0rItZl3+bi4kX8r^>@t zlS>cyC{<73S$3i{q8EGw$<3u&G#C=4h*CwZizZnUp%kIXCrV!h4U89C1Uh`@!dV4_ z6r3;$%9DFHeIaf2hj}Q&YTbaIge#6ct&P1v&l`P?oZvYwzjFw!{8@{yvKXj2EFcR3$)1D0J=_ua+T|nt>GOKHc@anm_ytGQfbOlsQ zT5CFFaC5FX|B=GvN@e}cvs?2mnWsE{A86_AI7ZGAo=-AU_ycApcfr9y+TY*5*s1C@ zGt}nn*a3P&L+06#i5-vCrq!YL$cfxGUP1obFSj!@!wk(HI@9T+$ly51Tm`&jg~P5#hSuuj$E7a#2QcXoEZsjgn37qd34 zb`E!U_>IU^0qfTLe0EnPs{P0i#DQyTYrlMb(-Qr(v*VcD>c5G{U64F>6=fY1fXci= zA;{TT7FN-68o-PF6b^3e4`?`b`{MyUzn=2JE%N;S`ZY><% zm9`3yT}!^V9uVWUwwf9m8urjbr)nYr(MwZ(FBCEPwXg%gsH@8w1YjRISy4BMg&ze0!&4(b4yD3;U52N9U~9+W z@-nbq72dWHI;|wCLv#2puAe~5+lZaTn8+UhpGh1sc9Xo2;nZ|OhOso>=^@xy@$0R8 z4`3Tw;0?0LI`cSkX?&r_BcbAEi^zCau5+cKr>Cyn8KP1gWH@?tup{3j|KY-}G3^N1LtD^tIG<{v&3jB&M7P32h1V~?Bzv}L&DX>?? zv%q1bblb<%Ui-WDKOo8d*i*J^=FkC2x7`kygOc3dDlZ+cF1avZVwN2+Vphx4TtctBZGf*QZwo)Y@cZ(4B7&NPX3+{d$Qdc=svHh3TrAsXmv2}Dh{l)X=H@|X@ zc2rJ=7UetC=x1#FP*eQpG*(l*R;1Lrxc8I<&(#+G zYXAL#m{Wc5SlE(%smmY0&G&`TFa;ZtxBn+}*OU1&SIi?s-Iuwi+!Daj#rZQIJQ&Ju zjnE*J;r>I~7&&oq@!hq6C5cHcz;Y1pwHl^>q~Hhtmla(ntQ=%Ki9v4j-`x6x;#lp= zF30y#{+gV0|CplIR2DSrXAmwZ|2WHJy|QqsytUUNT}ytU(u_ilc?9q9+oIqsP#V0m z!yNGU)AIjA|NXy@{{L+;i6dY+*qfS~w9f?F_NMzrR)taI`Z?)ulz8QOdq?r>Cwqd-%%A`&=6yFa+eiQb9N5bpYK>L@Zq^G&(5l={ z$^0wte=^2iE}zejd8D`t#0ulPy!uxe>2Cx)yKB+uaiNIrVkaQiRRF{;!}-`zT;r?2 zkkt=Bz%!81__B7D^{Ee@_R_~VzL%V9{Qhh?x_#2s)irtu`r<`>eWni6C>hXfxkIxb zQ`Lc3{KGok!&8stdx-H!E?5-s8B2gPlWmao!=dS#&aIPdn%S*}r-w90?n_x8PO9wa zFr~oVKdEawRU+(5Zs+(nJO%5I!JOzNqD|1@l8=};629?J}JC4m? z03^=eOKrYK7&||;_{W(6PwJyLCiuMJ48Q!WH~^|%{=arJ@v5X7y6pGrHaioL~#cbrOe;Fw)wML2jI+!%J`zb8H>X>&nkchL%a4#T7)9Rb zdQ)gR)k4KeHoVOS^{fw)v1dSXTGCQD2BIO;=^vj8Er-rm8W~Hi1-ilJZ*z-{b~Lya zksAiwVG!61q(8R4M1(Ff>m%_2Jb~ zwRHzMn8s0?Ncv#u@d+V}m`j=iuNRpb*6@RYVOcDEzJ(ltge&anPK8+A+ex zK;Z#yxUgXBf4ZDT{R22)dpxTe^?Cz|(B>u;O(cv*hN{F4M5+Zzl@m}#Y0}0L(|HA( zzO=^!53!K0JvHMKOQbGx4<+AWZmK5iLpx_;Mb&px1Jp;F8&k>>Q?Y7mlLWyQ&T#`t zkI=t0DAYZ;8@9EE7&xAM22v-t=7=(KZPH+Q{X%b)_=&Y}-WfG;jjrYK^%nOwqgHw3 z6~mO3*rFF2v(=%pf{_LhguWbkWW4!Vf;$Y}yly;vj!6@vyiWXm6$)EOHrjl=^*M2? zN|QN9D>>#X`&KBTids#5UdR!`sz&4TayW%U9RHcbbf!q&t&tk$OU6ssUE7$LBWj7! zTZl4NNvREtz%3LWdN60=8*84~+s{o|3DS-RH>OO7ha`@R0-D8(ja$>bx0S zpW5276=kN$+59mKNKSN%ZrX6l7d~>A3qxynRmF?Uwzk>4Z(+bFVeNC(S2mxOjTVS_ zsV6AAf`d$gtV_DI(qcemh-jlmNS(1symH(*0d(G(E6r$Zd`oO@pTVh?Q;UjMDb^Cj z;2~T5u<7%X_>l)RMZRhixEr+d!!%{Wrk%<8Hn!=|w4E~$unG>;Xfjdm(Rw6ATRepm z=A95ZYN9>O!3wPkg@bocbjnQ^d6VrEl|W=8_j>&!3;&Ozx;O~kU~xl>2S(SL(=V`` zed`1-5hdw3!rLW|7i}DCEHtK_v>d1O*0Y4#st`H=9AfP(6(SC1|F!sF+5seO_U_zb zqkyQ-sXM_jd$+Kj2d%Z(;F%wkgVD@6Uk|1CJHskM8L9pkLnM0?qs8mg;az1NWbz~U zNOoetF$52ft{rbnirl_R*|ue+)=z9*Mi-cGR8!BX2r!s3G;53!(3Rk@?2t+BF{f92 z1hbb^4olILxAMF^A!Aqd!gDsv z523_m&EkIe2m)OutfdqkQepxXDlmN)N0ET=pOCv7nIR$(C06Gp-1X65Kqx;h*q zVF`YlO2`~!T(F}J%dPXtlv!v@-o!9^pMkl)wNnZ*5^~al^^Dx}$>U2bkZD;nYR!jX zG!=Qf>L|USyW7h9>oJLM-8ZBu+s~G(`=5$bWScxCPmm^5s*?hy*1WZ+nvTH@7q{hw zuj6aW5D!dX6&G1i=qiz(@k>dwY%yK}dz8Im-ym6Zo}buA6pP@preZH%_imRP+3)g)IsV*9}3b@ zH?X#d*URu&r+#iQ-|_W59%C&N5Bde)7)JJ7`n^QRW~yTPB3G8Gux{I;5qrE8YEAMt z9*s9&C15P*{)j6(>HZf2wYy@uGVqaLE>pd%Vq*lP2Omu0A-HUcLdxM9LBQ<@D^Yqq6bZ5bTGR1N|$G%7Z-uA1d010fvcDn7Dqyr(1R)v}Mr9Eq0u2VWfk-1F0-_+RY=Z1d*a>YbX%tYT!H9?o z2w@AL682ny7Lf?e8e~gEAZ$u zXc;MGDF6Uutj?NW1OSMK@KTTv6KXCi+uRf0L?g~vIY8o;aD>C?3D-rklww0 zLHZ|>HiSx}NQ=vn_94EJ7|(DYAjmT^^hQYJjq6_fqkY07u7?C8b@X-gwf6f*MuvW` ztNXvtbwa}ZbaUW$e*plclUC-Z9bz7{Cla$=qY^obD;N<`5&VA9*dO2R+z}{2!WLy) zAMU@D@HFmzaa5o4t@77YDd%|I%Ia!^;kxIF6;FeLUb~&u_77=5Ipp4%J`s9I;w-r9 zREPNV0qp5hXGIPkz;guGIFg#}_%7oIU7J3$&F+Eu2J3Szy&O+Y1d3}yM*7)$Yh)G8 z@_r4*9^@T?Ue1!z!yY2+`ZuBEA?_W{==p^S47!7`$6?q--OH+5Ajx(zugJu;YnC5SwDM3UI{G3;a(!9a&R#k2(|KD+8&r)y(=_IsgfA7 zg6`NMLv7GNw5q{MUeD*^rS-Xd+3wMx3V}Y?U7tI&=l2A}6d$)LfX#3o;8$$S*VH!- zhr0UqP$=D)SJk+B1Y$G1qcJ1HvxP%|)x@F4p5?a#!Rm-j@zA{sW+^wZ&=d@mEH!6W zeZ6w|10@klgKU~2+{QfeI|1tyU37=>9#<>PH?`7v;^QZuh|i}9CgsPD7kj@T<)|E! zjuDF)h+baTrZ<7k^aCDt-F1-tDO=7V>&A}QE&Xb#7^&4I+}BCSxIHIc`&dYJTx$1Z zrO!kqxW)??K}Y`nHU!|P+ASZUQ_eFhs0DHr5I%E#1xhT-wFNE>MiC(>J7RLRPGDl< zdM{`Urh_!V7D&EAbeX*9B*KBtL)A+7Ge%cA2)ZdKcBo!1qrl~(sI z01Iz&YI`9$(A+`BtR~2^G&bzE9OTu?zMp(S3wqz|HO;@zC`8ROs0_|^x;6L&oCG7l z3*Cz-Z*M$E0GT<$XyB#YV-ox9sF>))O*L_yfRALkdSEqdA~Si%a^T0!x<-yIpxF1- z^b5~rQEV>2kp3F=_%&w0s?O538$%G{?p!LhOx zYUPys>w`0uqO-#culm;B;g!s1QnR19n`rO@xX;#Kp(d*;L7%2P$C7v0#rEGKpF`M4k)0v`~(hE`ao=v_x?r9RVp}bIwGpcRfIzhL_ zHxOR7i#nVZ9lDcL#7I#`ct!hG^-}UkPM3U>jvx*FW+MvcxHXgneI#5IWo00!{Q=>n z9I6oN>08xJSx>PhWOP=G>vLb?8+O$1HhLJ~9DsN~Uqs8VH$}p`D4HqB;u#YuwYR(D z{mt`GkMX@ev#Ow~!|9zv+?D5)tNC~pLehcOh9|8t$ORr{<5CN|x72dF&6pnj1n?#G zB>K!+;Tu9)D&_Vgk`5uN?%)b6ItCnU+ditlcOIzSxSF@VKG@C0b~EoKryaR`GoZ-y z(MSAR7Ugk4VZsRVk_s{cI^;4$yMsfO9b0GUF$4YT6K(50E}t(W(P^1D7xgLL*kRT) zS!Un_15yT~WjvCZbIYYVN3&|SzAT*aMY-tCw=YLsTwdn4H0Tr#%{v?zR`xavx{_4a zzMNj{+GJUNO>Kw)Y44@Qm%i|lE&3kq(*2&|SL%jt1A-YEWh5uR8-C>SQp@`h$Owg@ z$o816GgAlXWS`kqZBmOqckHtkao~iTWV8IL4gDjfnb7^Ux9HK24VdZMlnqbcP1&LB z?oMp-9b5}x@_pSvm(SX4ofiD9wEBV{cCYrBEc5wXC&7|c$vGhlRhxf$a%{lr;}~n@ zrh`3DDVCC||MJ0o@20OLO!N2Goyt>7XMb}kAjc1Lmeh)8nk_nZdTi;uf6~8`4%6oz zrniGMi;g^XFJJQ|i;fxxc)-p)NmD#t1u-Q`$6%h0_5zBQ9U@rVLwOjv1v(Qo`1bqI z)Y3@>j43}I2UVXkrT^d%LUjL56t)--3p>@qCdBb}4W-)s;K1#i;6K2{Sea9bA7M5w zwj>=2{n31%0_-JL8f_Z5U9cMQ1;vLZ zF0uPZ-%&E{TP|#7GbNjEGjHCK1KJDwSAb*~jDtb^Y@NyGVJO;QF@Xg!qP%vz3cin`ayp@OA+$6h$fnwKkSI2>}tcJ8^E z`;Op3se2*7mgqgaHK8rWu|>dASHtWbdOY2${(K_xLp;Iq){33rw{}O+U%(ue{WTwt zvA2;+%nm4HXwVhPPM^`t+(HeFZzb{;Q9m)zKA+W_$O}uXl#i|d=djZxL5B#T)zR@{g5I9^N#|y|X+gz<=)!q2mmToxt zZuUc7XUy~+8Ch9u2D?E;_XNFyjcLuj%F2l6{M4N!T9QdfOuI^*K9F;>3ct{&Ki;%UOqZvm45voc4ac2qgWZwB$OC^`gzag#>nfPGg?<_f40_X@J8fm zSp9ZfUwoWK+j<@qNUaKLa?6Ul1<|s)b$mC7^y^9J`yP7vA~8Z#s8Is59B|u@wuQ5O zK=8_^#|L?7me6{h*)bE5oI#edB>l@k3A8%w^V>?+P7kY=s=o4Pm99j41p#Vpi zHO&)gMvrHp`2JO`e5M{XleE#=idr6zu;uglZ?%YH z0+ZN{@rDSz31(h)rP%2;N>O91W^Osw)UJ2E%e!R77-`a~n!K@S>~>04M#d3?8Z@iY zuWDHyHD$jVcsp_XJS29=(P@TG_t0^v(=rSi&F;?8?tb&;jVY&@J6c6%mX$Y_U8~=? zqto~|adB~OzqRg%l$4ap6?6`@aSH@bxy5}c9y3jf=aI@omghbi2M$-5uF`KtEKdFQ zdES~BkeH$6)@&sA{U1-QBDB!)Ntwfw!7Bw)8nwM(+KmSUu~3y$I+v^W=W4suec=0a z=gcg985pZ_ul6|Y6ty##=4{In+@FbRO4j7b?A$pGg5ZfvxUGAfBdcbg+Y_zM@K=l# ze>OXMi{OD+Z?+Z|7ud;$#3Da zH}eM-VY+b}G5r2==ggUfuinNvg(u1Az!1{9?T$Sk8GR!4ea7@>&z`C3e10`>p2f_4 z8xst08NGgMUuVV!TN2j7U)UB*MhiC9xJ}H?(6vh5t4a73H_|%hBCR==YcyBgUKjiS z*iT<-$n#(pAC_QXU!UxOa2f@95D%Oqg`l~pTZG{ z65E0&Fg@SciFsPrX9flTAYzvC@l)$k*)XHc+azZKm8r>$HN&5CC_qco-|@9EnhH8s zA0E9_p+r4vf>08IBEq9j>+(`0)#vXZ_wym^oV(>R`Dqf3#yVNYb8z+ANX3k+92(>= z;rKrR`oCJ!9|IIb_FLIF9kyyJ5&}_=31>P!q=E1ypeYMqoVTAKeq0%Jsk`AR;PWb6 zo9eo@(PhvdAi9&)z;DPy|3o*y9_kVzmDe|bI=c+7V=rL63% zIM*5=T2u)3+YA1c2EOr8;kF4%rJ0P7c6wlcNw*gdV*Mx&-w44zc5{u9SK*cweb_?8 z2+@pqRP@B@AT~93dvS$7U?QhQ$Q5#}@TC&*APSMBu?P5*-aZj-<3|2Dias3(STm#2 zGq5hgsN(X4JM||8ecQ;(K)hY_{|%6{aTgOMg(SBxXFUv&O#|MP&dT+E(hvI2$SJkE8?C8bQP{r zQEs&y`1N60qR6_zb%PV)T2`Yu_PhRmM#3rrwm6EbH$)_T2U9$5$LQGw6SfxeVKw@Q zOM|TCJGf%lVmqH<{Ua$N9x=s*EnYSsAF8biGJ75#n>c^TqT}fM*9kWYmjdm~O|KTb z{1p}!*Ig&gN}5oC5f2YAYb-j(arHWgRz;Yw{{bIjY4X;T3*8^^6QZ<{7^ciau?;1o zeIw9%s8N6)wdnyr-0WCbaj;tvfFGUck>!U;ElAO;*gU9_>Z-;r@E1_Kc#P&l zR)8=_A6H8G4MwU;6$OO@KdwBpF_9BzvrcLjHm7`gmd%>xS@tt!jFmc0y{`tH8#Jp(HON7otWPP%}`FLa%*4j8^4#1^M2g8#MuEGCsy&__b zn5x6A-i(__5w2+2u&0CiHe;TJylY1uletXN=YkMC;!&g^4F{nc(G_0&zNXx#`w+n> z-;*Rk&3}O8%7ZLyg!)wWaQc-Nr$)l|BMEwHN`v+aW00khPf4iXTvJ-`DI=W&ETJT7UQLbVmx=;z;hv_N7;sHO1 zd*IVaNqJa2x`Xn`hduFP*osdI`MTFlWXX;$vsyV zA?8T#NyB}C=}GL9Oep!X9As-Qx?l^Q#IOC5V=WOwU86tm zFEGt`DVJ)WC>1Xrx)N%J6{KtdNfI0G9_0QY_ETLa`<9mYCjmO_{6gMM=D-rUvUegM zZ0l!pYTdW4lH%ou?yS;t1iEGGQMwC_{cL!#t){(=ZiUFDVbXx+`aiNTo?HG-_%6WP ztp2L@7pn$v+dlxyaP`E^GM)`A%=ad*KpAFBbpjhT5val1P1c?Zn{BxI=I+jMIP4|* zRaoj6LT0Qo66)Y4KrgyOswfm%CG`Vz)4JV8*wk=$Pww;aG2d7>mw${uik08vIGItJ ziSgzI>GF=DL6KD%4}0Gv-xv#D)IEH`PfV}Fu&^J@$K7b>%cw%fTe^r==gh~t890(< z2j+QW@K@czb=6%ks(D8xkL}bMaLyM69T(fz*N8%#FGbJN(zp98y2C88Jgl>Bj%13+ z*tz$`u{kz0@g!}eA-ba+OBS0n=lwbyffWKzH})iw zo55aMn*oXTu6LFvajWZ;gw_v9REv(BxY&Y582~QUnuia$i=zPw_O7RVwa_AdezPB7 zVWy$}zG|*3u{5^nCHs4j3dLV=&jvO;>Jc&QD(M9or)g+rQg_QJ&*EU+} zI*==5GjX;M8vWMi7iwOBbXlNF^Yzv9zE50|SC58my!GLR z$!n5d_g7@QG=7a6_h{MxY$A*bG9&|TYDhA$JF0h%AQ79@J`;CyX0CvRyj07OLcXE> z#N{&vs*qExgrHpC#kNBdy?ble5#Wr2`qzTYmm9(3K(l;Z#$9+XGp=sMUf^=@IY0Tv zO}5(At)E!klt8SUteIuYZ-BxT*ZW`6!K3O^ny^LHvg8PEN?a}(+LM7ZDV;rEaNWJX zbW&Wa!mOIFHiQc?Mad?-dh%k#x8o6>1PM&pGU%yodM#muLR^9Kn%%1+p`Ut!s-i92WNhrunD0AdaA+}ntJ(U&Ep-o@IM`xz*_LMX{ZHjx l9orSgl*C{5>eQ(T|BL{vEY6!(o$>hTe*kyDE>!>k literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_37_0.png b/blogContent/posts/data-science/media/steamGames/output_37_0.png new file mode 100644 index 0000000000000000000000000000000000000000..985dc4158ab305a7374a6c10062f1dc79839a7e2 GIT binary patch literal 23217 zcma&O2RK|^`#n62l0-{L^pY}&s4;p^h!~=TAi5BP=so&KQ4%4B=q*f?=+Ox#@gNvA zdL7Yw@9o?3y!HFH>*u=0oH^&rvG+N9-}hSUUR#)!#zU%0%$Fb#2o*v_NgDzoW`;nB zSTB%)JwX@PvcMaO+kM273*g7^!t+q@`J%Imfg1!uK}&cM^^OOefSnTV51zW~I3eA= zp1E2<9G82;@2h zp>*%b%jA`DZ@(w~r{|l4($S2u>3kMi7fJT{$_*DR`k9UF`oDhBZQwUFGBg}D%-J(y zIHD@AxYkgGFQU)WYq)K}sk{7cpoTNkqX6GbTX_c`T!o^IQ3&o@kM!lz`1wfqB4q-8 z{_y44!!_A``+bsln)%dfePpm(r{uh`z||dh@?@}Cxx1y%C^?_(COIAS_aWD2C>8kF zIU7#S49-k$XQB}yoEQgZw~?6NLc^lVj5PN%xe;HZb_~hqXn~S#) z>S#UH8Xau|&3#@(?@I*DuDg7)+oE^+RC0UsW27GO%7yQwxP_^+nQ+X{)V0@cMs$Sh z8^BA;v6De<&l54Lu#VWB3d|RDmdc%vB2Rnm&=HpoRbh3oMc=8Hv6yzwabDYU3_0w> zqd`YoI9;Z;Nc4`m&Ac2UFm`9qxlm^8Rs3~ZCM}MoRN4{4DrFSNT(RjfYj^yaMbq>unFCqJ27Qd80F1%#lQ&%<8Q z&+DTqKAOGR+DjAndPC5`Sxjm1n8nW#`Y?4$OKrx^a|Lb7s?<2nQ`i@K^#j?oE6q#l z2un`38;ftdBhL}7X4h@MVa`>2^n0n$WR=GzerCPjy3MakqFpCo zDSV4f-GlNfBf7n}&~g_XzRbyM_x}D|{}8sC()6;nP#8Yxx7|@0&QeSw0bALJ77`(| zlhdfi$S5IgK@6yiQ)8d8uIA);Rs1^7ERrZMNRX%r+k{o*nWq}!e=pXY9oz0q6-mrM zJPIL)a6kg7=GzpFN`uZ6%zft->1Biq; zBzSkM81PnjyU!~kcr&bdI_1-$`U1~Y=I+Z|kr$@7GM(47@!w;ga19zrv@~)m zP)OMjq6zI#cpxFqd_b(lxFtrMUBMDLigHk_?ZBQsORl6CJUIR6WoAyg;eDOVPyU4c zz3BK$Z`^qqB8R5}M801)+x&K^3)ot%(BF zBn60Q6$~WA%qu%b(xVk_`9Ufnr`o+|ZOuW=0zC8UURC+)=O#*PZ=2_E9%|VbaBJgJjGJ^;xWks$U76XFhM@K53oW@={?%s7 zbI;Y(1Xmfh1IwWX$^*sPqf~P0rNss}qtUtjn<;L?jCRO<#5Zt;h#eZ=E5#z5 z>)Ph?G1I)LFl;q)&#~6WOnoihAR4oeO40ruv|4JDc}tpTJz+Rxb;O||U9`L-rMFD~ zLJV>kx#Zz+q0-RvCUa5B$oQYID;*ZFQT5e_FF2$ecxNVg%8sirG(pS=Ct6a6O6#0V z|JvMR6)DyO{$ldS_`b;7FCX~~;%J|pXKrj4#B6h1Aw@%O1sTB{R3y{VSBC^NhtGu! z^m^H`53upwA@?)PZ|WXto13=#M+A72F#c%ghcje@y60S3 zXHYNvdScym5-$DAZbcNWeb)+4@Oq>SwoG^x#vi~Dx2 zoVaHgDpxje+5Z>kF&lKG$XBJVkT_$M#Obm>szG&!Nb)ZnS>iARE`9S$QLaBrPiuL3 zL+q6@wgx-YIx#oxc!goo=Lm5{j^Dctj8$O^13I}0R3vBj+*!Uzo03w~45p49#Sbs1 z#D*hpq(VK#OC5sFhyMzA=1zr;h=rp1HLn z?Bf*U7i=4958kV&q1=L&JM!P!uqkmM%;KJqJi1|M_whv;#_4TSOg1g)&C^gvXg=j& zjr!9!2K+qL3)^J)K{OeHnfg(NTXx8amC`atp{C@%K0Zn5NAn8xQWcTJgWgUw8L@R% z@+g<_n_wMWxmLvW5}%_|NC|8Z+t2!W&<9&A5UMyr*?;Q zjw!nz<8AR8=EyCj3nQs8=Ka7g{A|_2W&3;^S9`)As4Z;2z%wZQ_@#<}DLnbAwYll@ zi7Z-=j-T?>FV;$vVzr3czrKEYB_Uy0CgW{h++~wNHKk?$F=VVUY$n;wCu9g zvm*Cc@Z!TF?Da=U9Xcv0%fbWe@83hLAujr*?ZeEVgV5$Zr+Uz z6H5TRR3~pT{Xakr_|w)h-OdDD)Oi4{9pnDFH|pdxJ3Bir(17eI^YEpNhPryk+;X>GTMLh`oZj%J zOPhvVcr@nAV(;ld7y*3!{}7hPpE8!TXD9N5#h(5d*|mR?-RdI1tn&D?zHJ6g&#nFv z;!D^UNzUw8`mrn$bIT`ZH7nI-5VUn3v^l9=P9ct%>cQ4o7v8jyOeoz#Sdo0^o_2FV zdOGUWE8?$tdAWIc%ZrZE^TwvXjss^*x;{P;uzl9HX^ZZRy&C79iV0Nnxz`(nt{@7a z@iXfEjjm_gN{!VHc$QOY+`ElNLMeivoT92V+Pyas`zlK;Z7X*c)6jEjM{$_C`$xAC zk*bE*7n6-6o8S!RRUUy!4i(Q9x+~1+I3!(RkWZgJUA=m>_;{^W$H-{;2LPB;LBY$Z z_uSx{#oCcn4r}=ICAb+B(>+ctE=o+wBnzq@iCg^f@IPW%S;&s<; z?opOTO5$=MxK|U~0g(R6o%g|6&hJ9UGe^eDlD~X29tEW}jtqE}CtsF>Lai_JkLaE{q6b{zkk1#9ZA!!$d&zY8TP7*!6 zlXUjz6ehJiKP9Y2e-3E>c;-S@${UJ&zz9c%J49s9HCfz!_x?S=;F0S?R~Z<#BLh!f z|M_D;SMX4fbO6*6b&})r)Y+^fxlY^K>xf|ywqUG2$4v zjyl%zzo+Maq0S;^&q(NI?P>*!b+QXt2uFYf9oM7uiVCqo6EL&B&j$sowc`fp_%}|( zodq|HxgRj2+GZ@Y@LcA_mHoV%rEE8YR3(Q#%hhLO_y#9Jeg-oaqD#W>;J`p{ySU{ z!sy@eh1^qeFpP>NoF*|-Kkxg|M2JYGJtSR0OAaGXN_y6>4~P`uqEc4^pOH4$9DI!Z zT(mhl%5c|RVTX2DT+jcnd=9?|!4+Xli0?wO+hIH5+>%1h#EyfG0*b?qs84?LZnq!@ zYv;0^M}GyUt|S76CTo^CRr8=%0m1F`V=q8(@gsk~sqg4t=~k~@{+f{X%r!PKVY9Nb zQn^q2;K2hh54H64nm^u9H2fVx$<#Ynm7gDuh~|21VxoTU9uYXhVJr62rz`K9ataHx z3JV1u>aQldC3Qln22G$r`Ops=iTke}wWP#+NEkLidYXwJRU3SNxfW$#ddy@$`gT91 zufN~rWV7XWZ|~2U)@UAneydT3$}bqqoBavjNZmZWyWU&RxinL8ZJ&4zs$Dswxi#lf zeb=7tF7+GxEPh$3KVG9`5`IGjB@?nA5{i&JvY7}x_fJerj2E?|ha+)d#0|Wr0y7!J zeUCvA^T7?n0}5D*z~V(jm+BE43ge3CQcI-bBcZnUGUi$oMr_0QRbwfv;#8zGd!w-~ zXe2^PELobjtX!-28hXoBbgnN~hbSIyP3<<{`K7QhqT&2>J>R4@c6WKu?FT7?kk^{= zTxUuHkT4!29b2eXoH)5z+ zD2N?6?UT|gJPD<uve~fze)MW?@0VXd(G#4eY44HdSVpOc`V_OfUcGJsEcE z;cr&Q0{V~NzF?>*=~J7~DCpmky8!V}_Fh3O;8RW`mw%5)AP#-~b&3XQlz zNFjs}$NKyF+)vw3q4O2zwQ_&-sZs#QHH8)06LXBhnRi;}aqjrh)Ry-=~{DK+}thKidAz+8i))+605H zyRYvr{Eyd663*9uXQ^9`l-W`;i-g{LO?KB|M1)#)M~jS-5!=e0hI=nq|EqSrzI~}b z&!FB<5;RvD%vLr|PR?)+`BV@V?h@i|1qgMM2L*J4{K&mROb91G$r|w-Br@0|K^^NA zq{QtZb8C?YFNxR1Pw|bIa4xE5G-29}nfjD2TBi2z^E(TPoFRB-AUGVoubwBNayuC_Un=+pLi~C?1o=i-zB|8KgN{6mlpWGYXfXS*XlFG5pyB$uN&zyI#r)VUXVh;t5%j{`6U4lvr+ zv+8R&> zWQ{u?AWvz4Hc8IQ@%Sm<3Zx>@SPSyhB;H%Q|MBsKK8V>0{$$ScbHXa=3dM>bPf}&Q zBl^ocTPrr;K|aUkBpVr1(tFs^&f;qrKn;w-&o2P{@a>y$TU%RblLaC2W@Kaxe2?Z* zS2fZHd85C-|1XQX|A3F}UuhEBtc=XOMmn-O`tI78ISHGAl;MB0^Eo{|U2Sk|Jiv)x zu61zD^%u^sy^-pGW#h_*i1R%a>68VBFI~h9YOTJ!LL5&?l4H;lB*vF}*P(Lce+9(_ zW&SSnmhR#E@f%wiVMZ;?w>so`Q*tL}K-%Z#^X_l^@%!fu^vL}B==}&d<=B4V6+n(`M@)g^$ zdw&^SRZo`afh5WK*O++p>x$WQUw_|Z;rZ)E$Pfr9HjTklrHa&&e_52oQ?bho71k`> zA)I=Ro_^%7FuKt`Q4r!;L|?@84-Ssjcr54F*H0*aV779b!z~trTLZ3L(s%^sbIrJ; zm_ui(Y^?_+vMY5wYvTDK2qA=Ts;9|~x3#w$MM~GssWTO=sYK}351|Jqt{sYL9Nyt* zz8G)4c$T6Ow_w!eG^H2-@cC!#HB=}vV+~S&wUdfk{y3Os?Z(s)so?|cY!Wi?O_1itmsRMg_S&Zvy*JK(cBdQC!`z(;C*lmb|F`yHoap8Cr z;xEmZ8Fa&DcvoBpAYMglRFS!RzfD|1EmPnV0u(i_(|C=ipBi&i&IP0ZPP9uX^XEOj6& zOnZql6tdvQM3a|}2Z`silWTi$v}`eT;5S+|)G==?-fvt=i#0%w5{Gt&_TVmHGZhLj zQ`ipVo<&VtBY%PvUK6?J8Z5(oW&Bb`Sy{|WnTdN|aHA7P_k`B1l>Y4_mJZ|Nrxe!X z6*)$$qT=F}6~BjuRBlG4fBQxYzZDgFWPyC5r-%L<(8Jgxbqov;Zf|NMvvG~mO8BKACS*lYx*OmUZn zXb)aW!`T!hH??zg*^1a6l1PNJZ$v(oF5zn5CdJ-?k1m`pA@_6;Y2@|PxHyp!+?8)>VU7U#v~<1xSQ}(wkWU#*+^>K~>~Ivv zmzFrt-Q8`-75!)yuo3BeLH5YXMK66qEO?&!{0tzp0UsiZlBY>N=y~*F%IR8-wCQ*h zYo1>TXHgyRmP7KEu4$xBjV<-0PXII+qNWo;!)ds!MH}Ho<_W34x6?s^sza44s7q+n zQMrmaI5~+}*@&0pRWhU_6vy)p`muF_!?8dV~9`97h9+4-} z)m{M-4fWqGZm1;GEBh8Vw=t>V^|52W55Yw}L-t$GzDj>8>RA}ydX~H)%3S9Jox5C6 zts+1s`*wl;7jcFWWi9P^a216O%#S6c2ksQ}Oy+l; z^;8-pjoa^MJV+ttqT@I9mx^H;D-3K58%PximeGXDFWK{nb9TR6XsUFWN$?sfa(p== z=i6Dg_e*WvJw8weN>zG$NTsm#kwT+XJdq699BN&I19%(Rh(Q`?|@q3H)${;VE zIG;a;>G5Y*2{qsIrJQYB|1dS4<-rzvxRUe3D8~yV+)0qv3+ZZCwSG=zzB7#6XSW6<-bbeWbgmUEcZKme^Dd(P{Jwy=(a=sWMF2Z;vKb0 z=XLOf27pwJ=~E4(@Lg1bC5;tL#xjnRA38M~=Dkh3E~6yo$G8(Fr4C7=uf~=2xGlnG z_~YFD$mi)DCnjbi*ZoUaQ3jEGQ{oTxzHMXcSsXZ<*h_(KBE@cF&v~_VcDLZjGA5uv;Ft4!vGD(|6|p~RgASV;xGzD<&zyvab?EjhC9nmdMjW?73ZKa10H{Vw+8 z&81PE9w@6GPQF=wc_HW4_fEOthT;a5>f~4r7Abq8 zs<+#b0B<2AHB^C7W#`iJvO{0aV=N)0WxfvJTfz9j_f5JBV>8;nC{W=UJNLgv@6 zZJ;kyHtKmrMIeJ&fH$Y;Y>>ade*Kyc4yvlD73AdPh-&)#*Im1IZMgVZBiQ{_-K2H; zxooa>m-XnNeS7wqWo53zd`93Q3`{ehe>UCflE_K3>w0A$j-BF|9O8kDg-oD#AU))V z_ptrQy&I^6x;X7KK`a$gOq7-5(hC3Lkn?x8V(IQp-yZqc+!H%&HM(BuD(mW_tCXuW zV@RZ3P&s?i&BAf4-H+w22-&ZZZ}W6(1wvL4;EPinv(ytBtzZg z!-o$JONdpkrNd75az7m%9lN8fij)uhJ<5fch)?Y}!mO9kV7J)`uoEi*A@>J5D}=_E zC>po2*7peg;#l zrOj#%Xkg#jv)zBQ*6&7qh%us{IxxbHD^+R)6RQP1!#;an?;%Wf;DqlSD{L&iLKLp}8ApIOwhy(@y`p)PsTpVvB`&ac1 z{>~P=>j4kT^fDn5;xP&PTPpwZ0+?M8xjdeDn|LXVKH9U4QAFo(HRz$@QNO}1E%vr# zHsbI=B5@*l>P6ox{Cj@yY(6icBSsc%^2Ip2C0ypF#kO$LD>QBl!-D5~F$G7?(>`_jIiG!Am=oO&^UF#3A0sdHg**4DRddR&f`JV@wiv zGOcWj)vTvOy=^#VZZX|cX(o3|3B*mXp5?ODj<*!tGu51&WBR8q%F&GI^#d4Z_z}n} zv#)t!y0qhR)krsTrlc3GWkqz6Ej&B|GiliYx!JXZ?D3AAxv(W+n0xDhQ^&?VrYV=M%#t24*Q`fw8`Yv;@d~$1E zUhC=8P>h(7hli+#he!3wE5K9@*=?%$RkbM@Y22A@-0`OABe*>-pXKEuam7Jl<_ZT6 zvL}z`K3BV`z-axBM<)tgy>F{Vt#gf2%pZ4lvThRhUNFuYl zr3|nRvH-G^yD{E_I63I`#fMm1q?jP9nFX?e2H^FF#BQZ4?KDBlzf(T`msZuzaA~6# zy?ecwiUk66auA`k0Ia?lWit+>s@n19fsEYTMLK!1;jMqGHUxEG^J{`E>)!dLlUEC# z&AiCH`zj4&2a+7*%(kzC@a70>$SLXv_U5+>BCvj9eyqo0XVUOB>@|pGb9f1WrJY|N zEq@9z3yM=9B^?ST=tGy^H@(~&whn8uxJpk?3zW{Bob*};d;UM02iyUa-)8??@v3Q* zlGLzPuTetyqtt@#BKN*xN`vH5bh&J0dT=fJIKHI4T8G_{1p)PM2}?^a>URsAHqVaN zq0R?WA@FBENq`2Q>}GqwOf|@M3%1Iz7fH@eoJ!utxk}%wNy7e1D?n7}`U>~!cV4hh z5ElP-j4UFA$Qtr6X*gtjAu#UyXdfl^>>(Qsc6ZRM>#J^_5F8iIVCEN6%F~sOO9CKTR`l?^&O8g{;_a}t5ab@^#usCcHn7{xC?r3P@&&S}LQU0vt{$|)&5<{H z)lJ0o)6N4d>>5!v)u&? z@@X}^Su=j!1x>V7Vvo2-&u?;4$Q$kO>so z53^-K_`~X0d#67aoyYFH!ax;&FQfJqQ(wbm*($POR5p{E=|bZNs#0pbbZC0jn)^|f zL3gnppF4FzUqz51SY%(S_j)Owr^fEYJ>TH6y}z*Cz-f|@Z1Pb=t#=m9PTm;@DzPmv zS>8qZ2kXCV;YpuX*B|uKpdE;hvoRbDg_}$W8sHM^aQsP>`K>dFlF`u6uxdWlm+%4+ zKH0U6r(k|*X(^|mzzRSmLe+r@j@0@`iPUk~0-557ogSW1Yc->0EDn^Yza+uG(h_v{ zS)lU)6UCx0^rnw#OSiKlwe!_t*`D_CqmUhVQ0dPzT6}oSp3dkH`%~Jz7N{U}l*k|T z1(=)$Nn(g2p=MOJqDmZRjbX38Jq&{0AJz|&y}D_ z(j|lbg2j;2&3i@%M_c5{IMNV!Zot?9|7BoIdDJ$xdA){T7}P|rN<3fY#oFM*ggX6$u1)!{3zhCeVB;57qO{kP;c6-) z5ug#0!GjQSWRGLbWc!}N7;b`kaWK2=P)JCvmj)!~i25jRmxY%FbLOX)&$v!NKH zg5BXvS5{W!!BHB!su6PW&w`pkm{Nvl;LRv=Q0FP|5D^orkW9k?g==WFeyYNg){ zH8gdsM~-mzi5TfHqzrrPjwsx>(7$4@1$}h6Lm~WbsXk{)NAut$6VYJ&aM37C)l!5q>SP|Kb&*2JSAF%Z3^9TgL$bfln{B`lzNJGI*VtJAL&Wam*A3 z^rG0N=O)mk?9PIN$&|wx@138W=H}*p1{!zA;q%mY?=IDh4yMvaw)i?sR*L+)QqMCg z%G^R!8$Wyx>FGQqbx9baeA{Q57rUu&e17DhwllR;kI~Mcv4-GQsPI(gmmYT$Z7>!$ zV8$V^-MBLHMgAK{W|G*F6jKu$`hy$AaTvIC>#>Yh>I%i<%dwOiXAj(2W_vc|H*a85 z6$U10qssCU_=QThLmeAdK5-eh)2k z4{xyw89Y1ovNR{g0RLIwzx72U_rfvRp#zrRRYk6)E=gs0Fn_plK8kLJdZ6Dart)AZ z>{ssNgM~Z-tP{6w-{zjXU{}$4ApzO#m3qB2D3->MHGoT|cBYl=WYH8?(@2Bg9_tTF z>Gu9mDt-7KRogo=Y~$ClqKMF^J*|%o3E=Gb8^H9e=J28dRec(9)Ed&$t1OFroAkb|9{j0a(;JgPtr0^_%n$dr(%I42%IJ^_ztw=*^ey}n1C{3TVY@4vk8BpTy^ zrbWyB@*w!bB?oJ*jtipIP%hZ_N?p1KS2pJV4V&ztRJaw+3~qTY+{%j#avK7e>a>bk zwdkhdbb!jxO(<@1nOx8&TxGvC#-Z5R;@7cThSO_G?nY=5VedRzD!J$54wZRT!l@*y zJY+>-=W55ppg7kFMZ%?a4O2R7l8MGrU5y{@Tv%krTT3qejqoaHQwn;9nsKJ;k^#5B z*KNxpPThtC=eL?U)}G>UAp^x7bzXNd&so?{clCX0)IcZf+{H5Q-rmLHxUyKO$4|yx z1kR1mm9E-Np69)OT2fOTJqB8%?LluNBe2-AO2>KnW?|N_(@I_Y14dd*QP%8}h*|He zjnY!_i%#fOwG8ec>e0f}q}5D@jNQfG9^pcCqSl}ni`GK zqP#pioh)gO=U?-9tpIqEmZA^|xOk$V{Tj3Q>^*ck%=GP=vF1y1i8h?vgPp7)JGbGd z9jVd;qt}Z#Ion>CK=ll5r|iBlp=bpJIUocfflNnmdpvnUqF`mk`S$JGoz>B}cEN_^ z63dovo~wpPT>L!;2Zs=jJ-|=<1_p#Jn<)nhP1=V_ENhJ)X4TYa4@l0}bl{}MQG(Fu zpL?_RZ3hFs;_1l?q8o!mAAnCkU~0@j$!XI>W#_9mQ7y4%R?MWV_oE&2%6Sxbko=Xp zeg?do(xkD^rI#c_aE$zgm1yljMQpb8LSCq;k=a;}=m&P$ks7K ztP(_We}Dg^>B51i+`__`4n0N1Mr59y-TeOw73!Z9u;;8BUYPc&mJPay+$+Z9p`wE* zg4A#;`w(;?X@p2=HF^TTy98OP6G)YzHV0lcLt&Q_e-v|+2Bj7$jonZlatllC5RMkI z;^jvTdhSvae4AT z+W+(To{g5!+DG}PF7cnMu1XAK>|W6)ZoP&UCklZ+B;M{=8P`}khjyDI`>~H(eQ+y^ zcvCzJHt@=L{ctE|N-3yqAGacJ^1VX9_Jt!N>1>+g;W9?BX5nVQZl2kVuu-RmlxK~> zE=P;m+egbqrLME8o}&)p1b>8bBzs4Kb!saZl?Dv~vcTc-C|)RNWMm}VVGxX2K(Rr^ z^(i=F*%Gnp$_7ZdssUh474AJDPH8J2Y?K>Or$0B(i5iH>h@Gy~{iu9nBlc${#ubhd z2US!T4s)hw%|toV(@YhOy`vALS6A!mjRyAS@hP`K>NXJ)vhPaO4z7- zNj=3m@B%msm`?@Axk)f6K|kiwNVfS;rAExUGg)Ia4Q{QGBs`w`j|cX_@4!sg=|7mY zgvSmTMtirhU5!WKO;{`B-e(MN7;*Tl();^5Cggr}RpeOQK(Gg`m+H~w0|ue%GqN02 z%Dq?doqeh}`+5uwDi6NnaI=`jITllTf8;Z=BI7tNY4}}#N4}Bd2kzMKl|9u9>w1nK zSi~b-rkiI?On`VqMI&O&1xy^{dtpd1(s=Y|91+l{V^vzuHO-4ec4aQDM4|f(voR^5 z^*;WZHOjaZR(vvF;j>c4yHy;51vVCK1r$uO7FzS9Ao`XA2bKdp+VRFw;xd=4j9TwL zDi<4=G#uQ~Q>pGT8OWg|!%i>}{aZ_el+0{)>dxdp6Cz&~eVVlv_b*f4O; zX(Sb85|U%m!L48N)f!~fcS{Fh9mH$bebknfVN?(eBKAqw@ntQF4PLmf@Qy=0#(awZ5)gGfj>VzD4Z@ih&my7j96Byz6)1%=IW9 z(mhv@`_Bjtysp#|cnG`C!sh`$g=V+2Io)|$B`dKnZ^sur`7gy3XU z%zuH3kmUOJZHWW?>jX(RE}d)*2c6%*dPn#`&fzEYxAD-!oiHF+(t3v8A*8Mju^q5p z$9p2ogiF&@r6?taa1&8w(#|0Xr?Tp7X+&+f6%9nTwarozfYF>aLPnetLWE)g) zU!&g2unF9eA|45^6)tn37P>K0$5@5KA=Qq&=?9-uuc##s(<8Wv{>7uD^8^a?O-&h2 z)k~=O0_{j4Ak^9qZEUt%#R-_G0v2_8w3}~OehHpgQW6Ec-2}-}^Tpo^W*I_lPHin) zdT`usNE^tFTlJBLKmSdvwiGOvJ#B_kFST$g1+}~$z8d=kVoVag4qJ{xNx{`1PAXq% z7JX^!NcT(;kh}N}=RzqGMyO)L8uj8awB^mIT^LeZc(;h8>Y_wHPV8tcH^GF+m`Did z?8|F*6AZ&@#gtk^jjCSehg-8i+1zMmaViGE6QUf!iU9Be)JxE4TF|N?%Sc%;m_7rP z4}3pjMF~YYIoIjmmxIPbg;U%2_4`|8m zYqp(;QOf-`!AIOt>UZc$aKgb#Kr6wRXaS)ep{NK23}k4b;^9BI$dC=2vas1h5EBZ; z!E9aj6yG363?_huOesOTAkdlA_bc6dz=GV9EB4=ds?93Ful{lK`UV|h@Nz+y1Ym46Gi8p+5mY?CJv1W=#%2yxA!h@9IwYS?#7AmYw{nLJq zn|HmAoccoUXzOOANQ-P9DYrAI6*K(V+YlH?7{3Rb)44f0=1YCKEc|~Sv1=xZgf%xe zmmNw;fo9gdC1*Ce3$J~sO}b$dA7w*aPf)QmU^h*=f+?G{048UH#2tN9pAo-K?~HfoLIsZg?%_sV)%P=RE>@uzYNCrk z?gUu^l-V_DMn2W8=+>9Dbf>Pp17KU~jP-xGc;bJn#dP&J3s6*kuZn1>lS-Rp)oopQ z7`M@Dqz+-#lMSD4j@h*bH&Gz+Fg)1JApTsBV!hB7*~U*%wVEr=xLkpeb3>5hL5 z2NY&f#mBT)5xs;irGAE-ibT&5WvfW3_D%z-(mf5+`*GbKq5t+oFr+e{Yq{_f&?iGs zvcJntAK-29#GrIDBAP6v(c7Rn3{{+X8ej7A@8C__>qM@KIz-n~g%cH0?Cv@YPDCmm zTEoU+xn?S9*Cu8Xaf4Sqvx&%qYXW$3BQbfL{1>L3ofGYjk}yTttd+UaaT@0%rUtWW zWMsfiZ9b51P*zq(@QVURxWxXL8;_u%^~z8QpaT_i1whlSsE7r0LD+TXSNI{AkNS7v zlde@nX{4!SN0;j^fyS0O3s4&;qP;Gs7oXoU2bv+vOOo4U7333O)o2fvIGv-Ie?$A* znx}vKgPkKU?Gg0>e-dZ2A^CsR@N=BU`U+3tDF>xtR_Cnd+QD)nZ_`AvY&?q%#D$lR zeXrDc)@#;^)n7EG+p8opB|Y-o@nw|tDRa1lrEl1*Pe{=1`YHxOPMTl8My{{0!`aub zcix}*JUAw})=W(u!TKE}64==$6HRq>`?<`vth4+M^FbiYuI;w_55UFBsBNzo1unz( z_sAXLU=^|PA_o%=6{B4L7-- zRSJ}1P@N8vyaMX!G#J_WL`{mEQALEp)r+Bxm=%J92$jym_(}I5sp_q649+DO3%n5i z9{f1R{{dR#=B3oz{QR8kkzOUd4r~FN4e=gN10jDlB|bQnIWL!Xj2-Q;u*{m&RBcZC z5xBrbuz2eo3>+tje06{+sMpVQJv!Vn07d+X{kvxW>ek=Y`|qMW$8gkp+=?ecR0+<6 z=-@fND0b=JhDSYAatm0ls95#4&nv@=Jay#V56Rn$hZu*&V(oy69M9PFw^f9 z&p7h4V4kBi&c5lDD;Um-y1LiEGk??gj9PN$GB(8sJbFV@Q_~3zfxU!B0&&1b@XMRc zjkHwPCqAY3R^00IyUfG$qt+)}Wt*P9er2p?ij-(>@-s$d&7Vk-Z{c4B_SBepgZ5qSUK>S+c9F1O zjnYKj)*84s+O9N11QtaT6-$II$lx_NloIdQYI2(IVCV9n+IP%@EOUag(lUfZfmK|(WW1Uc=51wChq<{X-O!(crEnaTy+Y`5U zcdg#g1@1{`=8rrIczWBZzEtsWJz&2U0#ve;=4NGr#QOO0l_W8TKZ$mQpMl5laC_dZ zkxIO*ty#{gYKlzEe(2+qP9e%n?kf~BBHuzoujamp4kVuT#?$JW42=7*sQ}OA5}H$O z@9?CTDH7^@JY$(~cr5zn!GXOO1zj_>S$V+56 zTzOEar9mj~@_yMHNhaCwglP)NRXc8HXBRUKW_WzV+87j@es;|I!h$i_MZr8mnIZkF zhY)AvjN# z*iD2o6H1>yhWpgz*E~|hQ~6+UGbz|(r&UdeDW|*PdSqPDq4FTFE%?KkgulmDJipyF zJWMPudn&bUI;_(8Ntcpi$V;%=LE6);H{V9w#s-{P`!qZ_>Wb3ytV#O%ykq`rQT@X! zw_ra*&we_k9m6NjM?POn2|p#QaRI{j{m+*V4-Z2x-29pII5Q_N&k}gTK{fp5&6)Xm zIPgXPoDu>?D8h3Ec(HElvsUQOpZCF+GL=7A083bbFkl=Ak0E_R-V>-<$cUNG9@TV$ z1&npc9ovKIUb{whMo7==$GXxhDlZ}4xmzwCa2M$U&+>>b*rkXWu#6)6xa~xL^07i( z{<#Y8oF44c=#fFG-pNd>Mx~jNQ6376`(?0*p&Wxz3ZY`j(l_%jr)Cj*L_t9zdi9d6 zy84F+u=vJMTRUUQ`Ke&tj&?y|;lTIrGK4qa%pEuZmhJMgvM0cx>;CKG4MSt&e4w`c z2GX~FW={@S;$#c7FKISld>3K<@B&zSv#l&VO0Byzd;)4tca&*A_yYA8(UQXJ*+wc0 zrfh9~QR*Xsp^Hy5!UD4Cu8s8gQjb-v7C{4vmr%TZhw{@EpUj9(IJ&#yx=7cs4x4h) z_s-PKL*uB3mQgpb*RbC8C*)YeG5U>d+658Pcp5&E0qAcO2XPUxAe7T|%_hz4q6{(X zOnZxWojyd|<5TA6uLdq6H={y{nZuMoj(!4Kt(^JzgVIgr56aiNKP!e*w1LkBxw$>S z)dO}L>gZ%fsbI?G^cX%U>*|8Omz9sl8w;`7i>p{axA6GEQG2lcdo^1eZ8Jvbr_`Ep ziH^WR6oq(qs)E1}PeSIiyUcZrS0t$qKt=H*4Iec2XemT@S3_{$4R3)LGZUwkxTkBR z^xV-nfJKO@>e>NU@qOJ&h&XvoDp5@ClE4)njSN##XG+J1qaIk@uRh_SW5j-4m4Sjn zCc0^KQOiMT;GcAOL4QBl^}bTg({vz6B=9#e0Fn;d2;UXENe}7r=1$Fl&b{%rZ0Y?n zN1ikRmH{#1?x6)a@Xt>Sw@Y@8*Bdky6&3A!?oE^|9<|JW3FnwF7xkFT<=AKa;mAn!}I^Ik?Rg>YU{UwAY4Ge(3=DUiUp-h zF9K4PAP|Zu9YLi80R;?@a780Xi6~L2Uho2;7iobIL5 zNbS9}+@21yICjYVgl|KPm9#{^@3Cy3aE@Heyt_%Jx}20hF({m<&aWzEEp8VfeY+w^ zasIhcY3W1ow!Wz`>Y?m7tl%JVP}xB@M0E=HJZciU*0cjrg?w?V)IeO$iPrp zP7cm=ENH3~cN2gPV9ir6FeZ*29W^&IQwHEdnztKR9|e32U66y_w6x5G{Uv1_--nYj zuKXfhd*ev%-p?sl1X41f(B7@>2hnM9pA+cA_lp-_p&kw85jR_-#k}E?LJO}tx=+}7 zZP*%moIx_J=&UfUWD~~E!SKww%#~DTZMNJwerQsu9s;^HQ`Jr{Ls6xu7YKVdZ$<9v zY5N)JqZv2)#U?%e2E8U|e4QDf?>}qQfT)WKVTXBCA3wkmB4Dsdq`4Z07FX&Af)p(o-AuR;&&zDc0+thdRW?U4UA8Bc%I0c-@k^UUQlH=c(zW zuL>QuG}nh_3Aaj;u(F8$FFOxnyJrtZ3kXVAv!N?mI>I&xe>T4aA>00Qd28ue$Saw} z&33tSe$;Fmj=Z^Bqt{Gjo!{kJAn;&{j9O&gz^Rr5tIetgRBa$nD6@?CWnfQ{_^Ha- z+U&9kS?Ig#2!IB|#HWEq(P?a}{peboHlfxhQj`xTLjF)K1LywZPU@~_{4!kvB$FWW zsm=XqP`S|&53&U+hp7|7t~?zfLaIv*t{jmk+3AYkZ+;b2_&@kn{WmMSdT;?udURE* z=vGL+Yj)$$?X8l-=qk|cfJ{PQyr@Nk&T|Ipd-%7{8RMfbyAQi^g*!_y(IURRfCRa4 zMBqKtbQPkS=CU=%x`EGdZIWYp=${v4#2Y_n@too31?dcpcNBKjH7?uv-O=|D4*&EL zM{?e4H=c?%*l${W=8>%p2!Nt&J2g?*19f?0gl;>Mh|nu1klth;j*#sU^$OkTk`CW~ zaUis1qC2i-nj-v{42jnXH~ZLkq15r?wa2Tj?@y9lsJe(vOwb4|GeHQk`Q%!~Yttf) z_4ZdA%V2U37c}r7%4nKYou1z%>$N!Du$HnHoEkob6g(U`cl`YMR{Mqlt+Mm(z9LUu zgH-BI8%;hKZE?IS1^c1=nSg$xss(AY?x*}zJ+2Ab5uz$1(vFLRGYQ6CU)oj{f2Aft zx~dJ#LZ*87-h{b{*y&V6>5^)qL-FEWn=`f^eQmS8KsWo*x=a9FfbbItt1i8U+d?n! zMC%_l&v8V*+`<=G&?<+96dtnW1$77<1YS)@H~H?1_ckB61|@GJ9Um8imexH#==I@s zIbVGLJn~9)x9fZ+Q^+47T-DGj%~>Aw9Tx%1WluPp)2D-h14+wl-w|Bb+OHW3Z3pa9 zIN+5&u&nLES0b)9H2;vzuc~*bVxp%G;ZOC_fwC5{2+|)$zI$32zh2gkNm+5sq_4`Y z(0E-)_{Sn@RwI>G4P6Nb*Qpudp}4A5MgN?@$;A}C1SoU#UX^-wpph+$9Z6KRKie@(T<5f#r2^Mp?t7qXpgGHtk=& zSoz6hnC^OP9>Emw-H~7cvLb-U?|!9h120pd#$HTCMFjw&;i9iVvSpD_s%i4U-EKCc zb8AMsF@ETdbJg>%>_wBZ>nJ-l5lCd9$in*R!}V=)w2rpGo8pt2q9bTr_1iaibW+7v z4ECe0aFzMp$czS#odCThW77?k(AgE5n=diI8It&xQx^0|M>kr{xM>2kOjf^=0}e!K zOm%5Dw=WZyYx2t@ej`V7;fyD3>WCVRb@x>#BihH~hj@JZ5oL$fc7P=4e{ z!XhvArn3`Bmg$St?Pt^8L0oy_aVFA#b$eIbc2E}WH<9i+z1B9z$-!~+m)m9|s-z(( zm?J%<;NM;gSB1==!pK5?7S418_qlsEMmWwI!-m*27?t}*A)&NZ9_fTbSDf!wY{n2s zU`beeKsk40Op>~UFlU`4jOu48cWf@{`f4%Dk`QjUdML_6E0=K5bgl?2m^XLYiP9U; z*^*Bp{UHq2DkgX}XUM{u$sj}=&5=_&rcI4~hZ{{Wy6TaLMKum+69}5fM_6(tkfdRi^#37`ObzI{v7KZsY~ z^5T5^*ocw6Ngs(&91nja^fC7GgT?)Rhr7CB(q&iO-K8#Gytp_AR20y|u)qt{9`WJg zz1Ok*Z0n7OJ^klG{K_t;ynCmi-LfS4I=(dM@}~d2dvhg)=`IwXr1&)6Zh^}7W|wc; zJA)7i`w#JGVInh4kau2=tdBVGd%5MV+C>adU|rrz0phcB1g{`?(lGn8 zrcD&*%YEONK*hK-t#H<-ph=tHDr^D8S1iMn#XgHLnbb!i5x*~AN8G>a0qNX|Jb_!z zzgK|>=ud<7fUc3hCU$Ucr~neu>_Z}_@vty0++@g7_cSDD9!6gP>{0W{m>6a^pX+n{7k<~5N=@gnUv)M;qcIxd+;hjg! z0Rjv41xnHNc#A`c?TkIps80)Q*v*iel{AQ{w*@$m^^8kg}G$_V!R&LH?L%a#YR@Dc(gN>jfi&*(6UJy43mWZ8{~l8#P&=1a zNbfgR3~TRs-t2AvqJ`w5AW93+qj*=7YQ9Yr*n$GXhfYazv!0CMMBc)1N*-_VmJU?@ z8(iEgcs%U9FDB{&#{d33V<~7AOZk_1b%PNGR%(MYq3ocJK72I0k*X z*hQO|IQ)xLyUJJ3_{DW|cRhMfNb7U{=|L z>pI%t?Wq>eu>#u!AkMeK%Q}>G&EPvjQhQstKV&;YFZ+%)wj}6I&M7r?hzK;TD4YW% zm1;u~Lup;mf2vQ4WD=pK1W%9~Us14z%g!s9%dma1**tWsG~+3^4g-XH2@zKyx!YN6pHe=PKrg__R^FPr08lEnx4_N@HVN|POOO1t@4 zp{`@kMCR#lx|>m1DDReGrQ=PrW*yzF3VroE=iTKR6cw8UC<0c&`gd=ZWtr^-9NHOq z*_{IPjfB2`s8a54i$fjzACy<$^8h_bm?N_BBmIkuWFREHUZ~u9?@eJ()50r>8kZac zn_v^vd*DJGE38bq+uhOVafb!X{l6coEX{}Z`9BybCJE|eg?c=V3$JwUXIFR|!APP7Z70SLM#0X7Hfew7}gJ@n$KtMtqTvIgQHmT(!ojt(R`Y`_618PYsAbtb1H|{)YYH9 z0_8sp$f|YwHDoQs*aw0?(>!v(tys^Hl{p8*;L0R?CDaNK|K`Q9Z3y7B0NekqM2I%v zDG0Zz3x{YXMpE!66L<0k-O*RcmWZ*1{Bf`weNd)+2;@(D|;yVPn& z-=FhUp}XUL`HC)_$SP;Iy)^6wr6})V?%Wyb9T%z2#z9uu4{T2GX~6dCJ_WO4*@q%) z2!|^6Ierma=t$Ic!%ik0%l;2zh34@|Y~q}wMFa|HB*6T1;h@Sf9iv~jQr#~z&%$}q zN{=QPFU#451zHm}JlXhRFB1Y4m+bnVg|E^h_Cy)G7&-Wza&Tj^4D*B_ZnN66(i-DT z{d;e{?izBm@bc;=7?Uu2P#MM+VvG>l-8WF9G!^A-q4+|~5miU?Dc4bz?~_F`z$`^d zJr<*&^M%NBi9A>8_dU;i^?n_LOPMgYpx5uNC;Nq=Pwm#*-QG`PrhrHGgLbURG}wbg z27EEd`TKp#{(MAmHX-?E(d%4-1?wEf)Jb;SRzb{SZEdc-Ya0%E#pI5*tMwLkFh)#( z#|3dxsBTsC$3Yc=E+c9Pgf_$Ac7He*I$-_C`1`P{@g-Qw9d%QwLKnPpOU7bs$BzqDO-CKQac%<&aJem!| z?CdnVK94%UGtbyP79(+|4vkH=MTN(+ChyGO(^<-c5dYq)?1f_n(Ea4_Y8m6O(M=D3 zR+WGGsDnMv|J^nH-`H~W2Lor}RDRp9CTOg3^RFCiYjJG}qXxE?jFlC_dBPNREOqj- z*0-}JtRN0)gZ6%Olvtz zaTs5f;*0$ngEe`L-M?Wd0sbCi5(x>tWoV0Sy$4Y*{_|1>8@G8TCE=<^slR)C9-jE`O+-k70Y(+eMW2~cD z1Y_oHaKp8%dUs5_%_eem+J2cZcY|<~No%OFX5v%5fKs}1-dq4Fjzm@`?0LDQV8s_b zFMV2k^=^4HJ)1CzCZfgaI>yLB2<`K60m4Q(zb$Af1x=gH*+Hg#HA_{A+)WxCS$uC9 zYiF~0F~jLt>KRzM;gknrEO{z5r7kIu9T^a{R~*|4gE&Nwe7^XzJ(BH~G|ZK%RXh*T zJ67_oD)gefm0=9V4H2#*FVWO0oaS)h2y?B<*%&;j*e7TmOzmRn69VZJjPi3UZnp-j zl}{KbSG6O|89dkE#pzR3tLt@v3Vd6AaEZKFN#~Q~033(}Ll2e`BLs!=(Yg-UH19=4 zsR&?|zvx_t`8~5mw~?XYVcPPYISpJ>G8#h@8@ks03?{!%7xROX-&n7{$MSbqX2}q0 z`Kpp=i`AYGq}V+!cCGrCaxe&DjKfC&H(1ay75=SR{-vAJkui|wrEzKLhnWlKC2nS_ z1@#8hW>*^H@Ivj7wMuqPy+o|KqMRdl&K6R`S5-dqnEX=>N5?cAOW#`is$;o{hbf-e zrbk{VX_=42W4*79%PU4N0(Sn>ZcYg90vbaIyZvb1O?+?=fLUQ9IRirpChq2ASW%;@ sf8G2k;7V}*Q{?}zu;8Dvk7KayCD7c$iTCD#?WIAcS1k;S^j)I<3sC+fQvd(} literal 0 HcmV?d00001 diff --git a/blogContent/posts/data-science/media/steamGames/output_38_0.png b/blogContent/posts/data-science/media/steamGames/output_38_0.png new file mode 100644 index 0000000000000000000000000000000000000000..c515f84400550dc5308baf4df860bf144432f737 GIT binary patch literal 23951 zcmagG1zeNS+y6g85TpiDQaTBh?h;TKB9a25OH%0`9Tp=MkS?VijglKMrCYi~Qet$D z`rr7i=l49X=lT13!M1zn-p=iP&bhAZ^LZb_G}V>JNpF#YKp=AEr%){r2%ifC!lS)T z1RRkjRa^!h2;JqCb*=;d{I6RffY&50PYv8bpc~XzKX?PvfoH%$2@gem4{c`~5BLi= zYmnm$4;Ke#4~JJ4x4o?0++R663G)f@3Gv*1>EYob#n1nr_xYUNZ21$|BEvwS+aP7= zV;%3bjcGscn@i)zJ6q`-4idK{8AU?WU?LmHf|oK(-z#+sb4MCR6pVOj?cdoI5919a@atdc587w0OTNfi$>0&}8S-%-VOO$!Ehd(2qxJi~U`K2HnXk#>{E1p4} z=wf0>${*$;Pp!sAX9tG0hf9%bECvXf+mHv40BT%=3QS|Hzd>!w8t5ITS$YV6vJCIhdL)8&B0tzp-grs+wvK!-JKAH75fg75Rv_ii-+h z1AYiR>}mPrkudlKo{9^iikanFwH0y^bE!=&_QAxDMzkkR;Y7f-M$n688}Wqjb_Q^* z7IY-MeG=j(FQ17*v=>8mGZ4V_jUo{IZx*JJ$gW`FU{8#ONl-jwclPZ?smpob0|>X` zqBmF)d>n*f+>}VDsRM(P`5=9uOgyuvZa%704n0r626rHBTpKSXDM?l!veJ7wr?_&a zz3r;RFzDiSu)!S8^fp9^eIo+VUaGjr2@TItvAS$R2K-Lu^k#3wv1Jbtc8a%18R z3LTI&Mx=Vn852g*@r-S55|dVyUa;mc$2V7vl+uK0D1&?NW707td>KkRfgd*U&Pb0{ zYJ2uu9BCPwdUWFL|`)!ic(9FOT>i4;$c3mMfpP#5>&EyL&U zk3gBg^uDgy%w=L~cp~k61^#x@E(=Llxb_lu9&X~?(2)RaSGVRcib?*2X%&<&dWC3F- zLjF*db`dYmz<(I;(1;u6rKZm+1$bb^`L9ij3-P|Tt>J-uL3YjOan(LVm;bK<$OcN9%jDK8?xEbDF zy}kL{XAEmZ=0AyLqD;&9<&@4OJzVR@z;G90TWcvzz;NT?*pFjX{;PE;kL#3UCi9ka zGir4=gWYozbl7Av@T#rY`^d$g2XbV6r)q0{da9QB_&UF`-B#c0KB^cZv}G;ZF_nZq zY*tNcl=6&7{{vjviqIu@5?+0Z`+`6Zg?O8R4!r`@iPiOnDW@AQuN``{?WmxwC_%9E z?%|-;bW{_yv}b@n`BrJPEFm9pLmqNnnkseGI_H4niDl$?Eu#G%nn^%K=OAt~x{V<& zqX(FcUWS_kt+|+4UO~aUl|OL};lQ1H2oVBpT|^9f2R(6!T)neV5&e&a)nw%AQPs43 zvH5E0^=a9Z6s(tbbuHhl95tP0dGbWeaiTdGkDyLEGIBph|BG#lefjeHmK5m-I$mI8 zH+}0*8TQ0eT@^lzY(uR=Mv zIJu!#X^6BTHA`_Ttt}N=l%Un4S>sUPEE{42H;W2u=3ieHp$|=Vh4nS}&2Yz6Y<6oy zUlG?K@-JT8At0u37+0?%W0CqaF){IdK`mV>J}V0XeGB}`Q%|3$D6OhW(7XqI{1{JB zQSs)@n^dIlv<{g{xAsmZiftnWrEjRHt7<{0sbchKs`zPQUO}kAG3$zpieLi{AQU|{ zo73|y^*7^z*w)k~a(oXOK47GZiH8Ugd(%o7LbD*ddSC-i$R0E&)BamNqMJ5G5wiOU zv9aFSrMM^wHh2IT^*Ch6S5NQct)9ZiV5?`NXSZwz^VDwA(P}iXR~5Ldi3vj_5}7373dvUbunaWdpt>&L zIu8X7R;`Ph28|RMIE+`kGx%o1@%PGTVU;ZjSi0LFbV^wOqX0PqBy2pcjIne&H=bL5 ziyI8?qOLOY3?K@&nJatiT7|bTbto6&K80Jr%s8D#JQ^#WrSu;yHX{_tkb~hv~Zbmm<&Dsg-?QqN1WAS){9mFUl?32FAvoirnI$i>UOEf)hSP(|mjUCY_g>WZ2Sml-YzyiS9WRaZ1YgJy?Yle5 z=?=Tz$7!5OIl|J(yNUkj&1i6QbD#7PM&bq z_BL-FeH%6P1I{ZbD8Q`jJvT5=HZd{j@={d1b~SBQrOQo?(SfoLB`fk}epGP%V>Or% z9+TnXjHe6+LxgmoXPD7}q05^LpUO-qnF()0i1C(K7>!|acr(;7&b6{oD1{3u6R!a~ z(zp32v$(2H?$W=cW}XzphuRPtDK=_TVhex*vot^5>(;ev*F?m{_byJizP)H7I-Cs( z;%hu}11_WhiF_uhj-E{xw%r}K%@lNBR=xU+Uf{E?#=FQXY8o!}#nahKS>U1^#xq1- z4S1cmu8$56mwT@3uC1-bjtI9Vr9Z1Gp&YN+HAMYr9&&zu%?jn}Krg&?Fk6QGQM~K4P=ViF&4{W=8d*s}l zd8N0Gnst)T(|7!RHk_tew4TYldQi>PLMp>;8X+pqGcpB^QAA3~G6jsw01GsOOigfZ zBaRewA=}^-eYNEK0TI3awYf5oVejAcQYiYLi8hd#|L>XjVSaO-p61*^CHclgFC;KzG>MHB-(xUTiy~Je_ztvp_%gELEzg@(im3fFUFk^0UUMX2TW(4y| zzhJu>^P!0iZO*I)KWd)0Jd`-N_Y97mU3D$VM7_?_cR$1zZ%s072ZC8T1kwW8&E{j? z(u3^gvS4kie<*ezXA&HD!CT!&Z`ey%;VjQ2cZq~AS3nouBafv&C2f$|+1r!6lRx&C zmH$Geov-d#X<}rQ`W&TmP$8(xx!}c_5gi><$S{wMmb*A+iJnek2cpRtUQ@enzI0*QD)rg(v? zYlJ}R$!yN(;*g5%$7F`Qb2?2VIUgk$CE&-KB|?S_PB#=z>zCqx`{9T3O7X5%QJ?3L z+#!7Pm^`$pxXQLW>C4q9r%-7RAh9j&u%uz$ENW1c;~cNGB>V z+jb3NqZC6_?fx;(J-D9*%WOY~NU`DhzR-_LULf`Qjuxv!M#! z#?xHx%*PuPLcmdr>=kas7jx0qZXqdNxx0U}QP5CV-^hsTZY%RsH(Xa{%c8U21nOs% zYJQBSd8Luuj~**Bk4Zn!U7@Gy6rhB;^WiZkzEz1)tV(>^O_c9>aESL&x@y<$nS{l~ z9#3-I`J~y9Wf0TIWJaL2!tfoL_0qo8@FUrNmf^TK8rW8oAOo4*An=bbhdC$Va&vuYQ`5aiiDw5L>qnUy%To6&r z1?Da$D1@!Xgd8LJh|F6Prce@i+jTM?MxX?8CSVFVg;g3t*FtuXb+TV(-XL-O;94RH z8gDlJcZuw3_WUCzU9Eq9$enPdp{-^9im6cu;K z)Ir}UkTbZlC>JqnZEPS&uQpaV7yyNUA8>O^Pd9KM{MU>YQt=elW}D5Ax-;UDg3K7s z`*Wm>tYn8E4Kr)7oxN)P@Y^sMSUqVC@@_fl%)DyJ(!Z+Xs%M2Ryk006XX|F24R)#petNQEzN!0(!%cFGGNuWM`$jgYgRh3fIq+G!TOJT^ z5*;@C!TSi1xIGW-6N-E0z}*>CC#NndHu$&~=BogPyOr6AN7Lbz z=;INh*C@*6<8W|yvd29?3O2;k(Vk~e$d;x-Exh%>*=N3o87PYcP5L$^JIq=zAL?FA zbzm-7o~q(N@!tGfDwT4RPCCN@Ap{|J6&DLvZxsbv(q6+~=nSvj@3QoES?ljU?GR+H zUD0GUz{%$K$h=O}3u+dpn0jLy7|48CGv~s|_KnLgieV@>EUY74wc$f$W#y;%_&X59 zb)e=M8X3uRq#=E`ed7OC{>%3R>B%bL@}&qCNhRsHO({y5-80+ugVri5INk+?0}&m8 zcuhqn-i=_rU^C94dP;pl9s*9TPvRi)n%%Zwg^=spoGx~;f?I8=QTk+Qc!a@aOk1wz zp9=NJr|{9BsW(Snb8ur+_T)xpn0S}qXv^`;I_4b&% zo-=44Dd(Aoy!Y>49kN$bQ|lC4T3WhA5nB26t8&xtvV_FM{G!>Is<3h|&Z?46n`o~? z<|TRfdAHZ{L#w+ZB@Zt#@;xKA=2cP^9HzyH@XQ(LkNOf?zcKV)eiz4XBb_|x?~!adM%tz9g56Vy!CQCl4I2n3g*Xu zQQdHJtf`nDRr)RX+qAFQXEW)Qf-w$5v-UZEL$_E0X>B)ZG9po`>n|mko$lWVZTd%H zk>?PnFE_&pJCFXZ7Fj7=?wRYcQu%G=9(~=qZI$rK9j0=xrIS7zH;bdReP*tjCF^P# zsxc;SYCtRSZ;DT>-K7lSL^IylrVe=mn|=UM*@?~cpdeOvUx(v2s*S;`k*yQ2{D9w3 ztJ^ainJAjP;RSetEP+l$yWEbAIVghw3C+1#qXaWk8L34X>)bed42zrbxC4pX;nT+3 z2Fl(rDC9nYle3wg-OHDMGT6uEZzQb~kWyCa9YNPBmA`S;RQvcZ==xvA}qW!u#{oGyHxhnMV8by}{Ss(ta z*ShV(G=Hpe5wFex%^WZIBq72Gx(KRn$VWDOM(Po)2Md8u@VE1j7kI~%WkHj&ii@|< z3k^Bnh(~_aMAeoy^etT){-iJUV-6+}e{#G;(B+M*JP>iT-*gzw3k3=T3!pqs3pgC_ z&XmhM*;{cRF|aLvHOL9Pqg9m*6b+u9o>wJZU7ZxCTFR%2K-)=RZ2OnrU3qCcV6yV1 zE#uO`TC&P22+wYN^G?_-m7n0uQgW_$qTFFK3c7opss$w|CVyz7{v;0feylk;POwCM zp1eHlv}=ctpBFEIKo7O+H&u=fhg%kc7CWoq7o7kkf)4;0|Nu!#VJPq)*3^vU*nS#y_0Iks_{j%HOb$mLz$lw0!Am|@pXT8 z0!hfj?6o%hfE;N&O2Cikh_=CXj#b2AytUfNCtAh}+jiWK0>UO;aM;4(oSEFi*TE`= zbqbmIs7|{`LGz=u4Uy)!t}R=T1b689$`DSpw0xEo<#KS}(&wUcp#}(h$19<>+bH2y z@WpDm@mX#?N>p&w5&9O8j)3Y%HuD3ZggH7o_O?cR@I2dTgWDB3w4{t_7#J`D5pS~C zcHP)x=>%KgA6<;%$VlDml`cKXNOh>68A~WJ+opd1x7HB2RfFeEt52F1qj^NCS4DUn z#T@}!*ohsoo4bWs!Rdq0_{MW1PVK>qM*)78Ig)z5>)OtCS(=_t_d39%G9}K=V?)KI9$N*yt)wq~d}`k}y>PU% z8vqn0AZ$tc#QOmutV@4yrEhCnKMV_JA88I;?oQ4IbSEjd#i#Y#KW`X~taK+24qU?Y zOoo%2dhEKB*V_9Y>$Q#O%3hw@`8nD2rj6&W*eK!M5H-ql9$#w*uFzQP7a8+%RU=6^ zoNWe$XCEAc(F?H+xhR>TIugZaUZ#HiKu?UZrnC4oKyV<9TSeW?Tq!mVP`i*ol?4c2-SRrc*WUa{D4*Z)vMOpm zbWINvEzdmmm0;FwoSm&;-4X_x-KP4Zd0C5))Mh!6{IfPT(YX?2=GdnOh&PEDsVwn5 zi_M#ot0%gJYkN-T_de^wEHT88UBa2r%W@1BiDL{#Iz4@PNk5l~l$v(T1a0s`@=;im z;QEj}vIXVgi$+W(#Er~UzLMA!-;;ft4K|JM0FEK{GLNjL<_>GOLPLpy&17oQ_#KR< zk=ak#V}HL`nn~a_l32q@Ia_WjOf#t}c?gXFCD+oH~YBYRdbC@cc z{#tD^Qtk)TkU)W+BZ^vK{|)y7lD6FSMD~ubk3b;HBkzg`3X40$R4!gP_* z>FDI73mbMUw+X;idg2Cy_(skH1@-z)8dna?Zp@B& zW;*qMkh5PKSSqt;TNmvJLmov){Hp~0k#>PU(_daeYi}W!o11HBXjnJxi@szzm;BSY zH`%X`5~`}&J)hN^uO%VGm*EtAK3v3kC84Pvfn!3D6SpDfAzUFHNSu~f+xCYkBX0i2 zc%>jW)lMm+s#b3v9Ntm=83lhsWk|_I;_oeOjAbHg*F1eDR#3a<c5pas8tLy zy6=gZS6^5MG2lG&%;cs^SEMI_2#M&wrzU}J(&COME>L@w=kUJ6ZJ>^m!o<=HVs$Fp zWT$$7s_t-{#v+&}zDOAEmNAR6&S6`GM=PaNB z_`ZXSi@Hx_W>}Yk30~BD7zF(F@1a$L(6v0 zHEK^oL){-42$tLUdArRo>$BSB!hQ6(+5CX)txT>AMB@*@!sEa!y zfg)5T3_&SDKNdqj)=eyrtdpCWj4V|h{k(HND!KRTInU047K`?+9C^0+ZAj zM4+JT4A#>%~*>*?=kFk;fFB1it%3!2j6A&d#pp^5V31 zy##foxDV!Q5S!!nSFc*BCJBW6{3*|=nuIB?o|&ka1@8Xx#(Vui##2z7&H*F1mi#yd zF-4|B&{nwi0Gv!*RMTglGK%34~- z9jvd8mYNmrKF@w4XpR8^DvVL*)i2!F!osU2Fu)fBg2ALm;(xIY{fJOSmQvZ+%v!5m zTmIBo+VH2~ZLT>F*fixax8|o3VX!2<^ZO+SSkIq6rwrptzBoIOYKll0FjRzI4Y0RH zF||!p+8b0mvDl`2(&cCPKCsOU5K9$v%t9hbgOSJwK&}r3)@q|_r`(c~XyrK0$_;Tq za*<30)MLSCPzt@_mEdo|`62Ou-G8VxJQ}hE(#Uyvd0(KtxQ!;}03t*s!E&tU_a>q} z46}qON8$|f9?v!|nt)P-k7?#t2lIska2{*x>pn*&r6z!*1bp>;-Fiv(_wSz=g>77x zlWp<8`=?8JKInh>DLkAsPa|_i%LzzK-LGzjK8f+-rnmvcnE|XC(e8tph71tvgQjA$ z0z_RR5Dr8XZK=FIwBECoDl0Y^%5L~kuWTt&&Y|@2Y-~NE$XMk|?;`v|@qGFR@%$pD zOvLI-3s>L^4TXR?VQ@7kA{~*w>XY)Y0A>jRWuMPIhm9dYTsKXY5~{GhYGO6W&Eawv znJWc8X_{zfifLWaX6yHcw3{aG39x?DrCsSq*U9+i+S<0rF=1a~|LHAAc_=uX`OxJZ zX$||r$UWiAKw~dcMh-5B+gk(=v2G2P0J^9l8P$DdI@fFE33D|PG~oMR|BO@#wsfQY zbftCqmPYcg7pzS>hFcg!xBLZz7MLt%>0<7JXk+B(EN-Wu%C5ArK_hD^_gw|FQp^?} znjq4B5;zyQxcL6=Fk}gFZ?7xQ-vi0Omupd|Uc(P_)HxWMdTXtE7%=iZ%APH{!ZY=V zaBPA5$@Wq?>UW0FWam#D`PpeMT*!AQAS>%9K2n`kWmfiZ;sM}E6sc}W)>78cZmE^` z)ZS=Inld<5zDvm;klEE(L8(@56L|XP+495cltK;0uB2&neoI5OtMI4{`t`K~rX&v? zNrH10KlR_Dl#0o2Q!`|2i+wG3fF+>x0RC_-=Pc$$kx zn~|iYuEk&-*NB3NrFR8Hj_786khqe`2ErtkAlD4U5W&JU2O7N?{Q`|tUv*%66OP-) zDk$N(EPu&9p4=-uIow#0JP4j<6#C3xEwe{AE9oFInqI|5AeEE^nv!s~wp9>rWmvG1 zIy&vs+Kz0wtF zZG18b`rmd(FEd&Rw4>+qxi$vBHnX#FpsZjW+m=a@6Pvf+1}W(CB#gAr-mkRwF9G1x~9 z8kowS_rfVMPBCZT;Gp#F0$6X$8|-5M1!yWq$UJ?F0(6nJ`f~k>55t8&jX|JSJMZ$1 z&?{QSBbc%8o$$r#q}syUEvnHxkd7J6QLgb5+L%H`s}KbG0pweYyOaQHP1k{splOyC z7sOM!_lG231K>C%djI5t#2I(mDBL%N95K6mvOg6QXdO;{BTmy#>^&GieVqq$`bdVZKn>ye-bjwb zo2TQ%@AmI0azdQP+!=*(0i4U_*`#}{OYi&2X`%;H$L~tcG%)a;*koVx>zdaeUYpuj z(;=Y5m#sc0bty8sq;=7@ZQ#c|H76Hf{&VADoWQb{Ic2qJ+K;}RhRTx1A5I+gwMk&1 zTAN)%KN>Ug?d8TR6at2Zhp{fqu8#__<^l!3U22980e}F&3aUQ6Yx=D_iS4i{3Y%#C zI#FJu)d54-n*W1l0i;R+ji=RCQt$L_@QwyqRmB!ZM#0 zTxKCJMu*KJ6B+zT(YeSS`)lwTFY&N;CWsauGii6TUw0$rR@1{x)+5iD_0nS7;ADs! zy^DtbnV44kED6L-a)u-I4n_!VbyvHMfSBOMl+R}9QGnb{Z+VzF2+=-`NqXxAFSJvI zdi_wLn_tfu4MTP{WaTo8Ych*FcCejHcR^4{%%{iS ztNCew%9vT`yqsl?Ah?zi>&>P4TbN}5cHjt3Zar+vj0V9A*5Zpv6*==> zRp0Lk{4;gLaUXX61>p~tVAN-a5Erh6I<9pS*$^NQPxuNK{i++ET3au9ojXpUX?5c~ z%#`*6d}VJ0dUaErSE{p9kN=jKU&M{H={$cP(zjxNzp$Xd9H1t2bacLd8Xg|5oY+L_ z(^N)%%XZC;E%bK(ab?$6+P3d!#F>F+K_yFje(E+kuY`eA0={mGr%^pF$FN1>Koam(PXPGz)+Gp-T>8ZCBb7yL3uzaiQhEw;K`FgS6 zMmsE<%=LeD*KIxm&#@|fVYsYb-;OW@bmnyNKujEqE{(bpRR?mEfmwG2R&c7PwbSYu z{{WV!aR8J7Ib9kN{%iBuKH)cDl-&e}2ukLy&znQkL zNOa^E17sPyxyc$XOUkEiyMcG(E-FaExg+dKp_QTI=jK?VPeb+{T*N<#4*#Ntn(6f5gQ zWU4!CBt040!3Sn6K$7#_LDAQ!!M3oQHA3ZmvZsHrlyXf5L4f!54F1K{NSHiovOwzV zYZ?WP;@FQXvu7X8WXsZ89R-Ozw>82O>rY8;ARC%X2yk9fBN-y`lW`XBGH6Tx&h<@1 zI|Rm(8Py`k>_0?5vZ7G!S>h%tb-Vp@d#haURY)^h=uqLteZ+3?v{8{e7 zhUMz8T)|-PAg@#AnK;Y8=TvY`cXupd&PgT%(JMMS`1H&7IIm9Iw^#+_v_hmamxCOZ z)vVz$lxR_a@9#TWt2XLhYEzoS_eoNlzOnt~EPYWP9UV6yZh@2X;9Ag@@|S<6sGAkN z8o{T~MV>hhJuiWodahMdLR-}t?;veq&{iNidGPX#XPqfUYXrMMvux^5mi_*43%Lz^ zKl{_8<L881g;LGr@>Q@QRHAAaQd#+(`w3hdL&AbKP}yVt@UvvC9escW~eeIK}f@ z3o5mXyVgPf-RQKL61zzXaAMcr$pfHa<#dCTl~J&|y%_do}kW)}XR9;8Zr zU0od(hXfk!?z#a)$`vF7urgN!VM|Mk@@e=7n3mQ+MbKh<%w$wN^70?@ukt!)C;N!% z=^AOrJhlkv9Wt<_ZVg$~l43vpu+-7|bme|xxs8!VI1EOsUoehCx9ciZZ9Kd|1=0n< z@t)6_JqoJcvNOlqejva^Wv(%o`}WYUtvZCp#Ec&=2*JgL`QlBv>&NI#H`W#}M-r*> zXZ_V&u$Kj`Il-KUyDAbnosxD1&=BGS_Nh_l&);PL010?7yw)9ocK~Hq7yJ6h=Y&t6 zUf!m9I-!?mnY$)uDrYbaO>RzkWoB|GwQ=K{XWCbs^4ZKX$~X{VbGq`CD`4&@M;|6y z*rD7uL+tDu7Z9urBrJ$2qOmB79Hh!b*j}o4n5N|<3q*)9iFq~}fEXL{ z27Upa-sQFj%2Oy_LRaM0wc7yT_z946bxTd75Z^zEiikMSTZ-Ir9Oj!zL~>%e8%nYI z_9I2(d?i-rZR<+e{a$@~oaHtXdU{XkoNcYwCA1H|+4Q71$(bd0F8ergPs(Z3Mv6}Q zY84qIUU4?*wm(uO4dTiIm;opFl5-os?4~#IaV@tT)3MAP!3==*F9dVZ;3VVwY}Gr1 z{Q#FW0iWC0CkPGAqdF!R$W51c<5VOgEWrt@Or}Yd{Muz`Cg#2i)b$-v88-`&699bU zhN@Y#^89(|$`^AFUl!D9d?Ip%_u=c}nGs*Cc220MBSYA@BK0ygxB4)vm{d&3eG4AX z1(xLBf~)C$!;>;xUVX|VxC%dYS=*zu#V1!oh*z?lqdG!`?xw_)<0ad+_UADUE&#J} z8nHB#M;TyH7`33e`GRNzGnq`|_R#Kn*}TKUSJ2h5FX zhv__Q2h1&N?L3Q@mlp;Pto;7n17%k6HSo?q;K6?ydQ#S%pS(^xt%?qDeT#`fdF9Ir z7Fj9hW{2Zay;kS@Ih1+EZ7DsOT+*eraXpJr^hM-J8iFvm79)>_zL4BzxpHDl@OlYn z+EQ!vi;;uIsHSbF43=V~pq>}Rg=U*^`=)8ut|(ZNxrShj@F8JZHZtTbgDxnsU~P(h z$K;wZ2|7X3|Fv)5l5!`&Cz_O*;{lwTZL_)D3Tq5bk}Gb@xV=c2k{yTxUp2HS6#qgv zDC>>rHRW>ozJD=}|5j2Jij=KWkr{(kny^y*l4t$P_vQ}0E#}wyt{tik0I@geZB~M; zq7@u%yWOoKhCrGU7{~n({9Y0CN>Ds45VSH|`>_Mgr)p4I_Br?q!5Is71}L)=08#X+ z!fZK>oBvJ;RT=Dqhpb|9krQcAV<7xD^(*9?1C1YpOkKRI>Hr=mjsQ?#umyH9Gfh2G z1ItVXxBMssxR?SM0UaP&$k)IADy*pL{hOWt7n1WowAz2c^%tMU_DQ1zUrvmudbbce z*dJzu8{huSbWd#SS5796BjSKouAHz{&R@mV-l=d58i;PJr`k1b`i^vV_&9H&jW}f$!7A zNP!LbAYIVKc~u-TuqvZagJieu8|C~5TQ;c6(T}mzTp;FN0&a@m`Ss%pWCpn^p%y0> zMCf`AgZGyR3l&?YZEYCK4Q3+aPhz$BhxazyV*Dt2ysre;&dyG%7+sa;&%sxyE0{;35oL`#?C^1vE9EFAfxGd@dycws9M)ViTlao}rdv}=oZ zi+UvJpQvJ|6JAPi?jzbVJntL&kw+tQRp--$X=Kpg9p%FtF2ZHh-elek64O{|25)?Q z!iS`h9!o2zngq}#KsD^T%}LTviiWif^zK{`^Y`18Mqlxle^Av8pMTS`y%YklOVXFh z%3&G4YhSOz#~UK@ffr5hR{@;3H~_cbPopmJ7+^0&0dGxPI}UIYdHMOBebTRN#DR0| zJk?kCGlgxVuU2hfw*&>7tnn2ZiQ1@$prfa^2R^qKV3SdSaV-<3%(b72_3Gfmg6t91 z(tT!r6`oG0tEveQUSTlvFE;D$JVq?zv2rSB1S}GGN!ZxXe-JXItPIN|g$o_f*aiyx z3+#wC2UkAc9v)kn^tPaj6i_hVAcG(Df}Gsf6=){R2vj}Sj|gTx*XeUr)Pq4~L=0(p zrlGNMKp7ki^#0)VT*|VQ3<#P3!R&RQA^^r|M^6zd3KYouF%FHu-h%rdMgg+~Xru$H z%*lZgggh#2pdS6#b(m$Cc#;7@w0CbbBV+%ERr&JYCGT5G+8BAcbT!S?Zp9?)^$qfe z$;y`C`ydg8t%&jJlFr_Qbw%pNm~=n z3;J@lh@D=boJ+J(<45*H&+XU@NsJnc1lK?5(^dd3m+l2%yYvi^T<3od25bh6(SX0U z(O*8MCs$?1No0C3o{N)92_FDqE*$``P~PloY+N&w#mXSyFS>ds#w38cg7-{L-g%4v zZuk?MZKs!U_+EeR9(p`pZ`*0!ge>jTa@xxRshk_@azizTu`~y_UcGwtwXWQd4glwY z+4vl`^@jJ~wjfsamljroho6^scwj(_77Psj2M}KCuQ*3;6Xx339$*x^l6{@Wmi&)V ze1)h=i(j_aADoJxrBgDcNaXnIfmro-SsTxM1y-%oH;3Z#-2AkPetny-)OT;P=wSgH zP_KC*3ffu=;-F$kdTQB8tOma5K{fB^uTxwN{`HFN&7E^HCw&_|mSyDc7%jV89$mK0^WaFh-@+}>m z_QclB5#)x7C43>R>52OSI-Xhl?$4v>>sJKr{d-hSxI+mF60+4_4C1{;$vq#V1oQL& zvwHU}Vo~UM+V#lkAF`YTr-f^M!R{f`aFKglptShh1}(!%JJ^I2unl4F)S0b)V=L0O z#V=D!?pS{Fv>(i(uDTnRleGG^xR~Q#HOv*diRCs)?cEHu!Pi}A%BYU-yO3_)0iy*!bLCsMOuK(=o$JabZVPCYmKC`iwg zJS{`B^hZDd>)0P0jzp7iih{>;<%N9g-U)ne@hw(2Ape-P0J&DUQc1(4Tkiv^?{ygLdX5BH4Ms4>uwl(S~fO1 zY2=*m)dTn>x#PqK4Og@R%}6O;ULN93Mw$*jCFiHhn>9VfTQ`dE!Y3kk$mb}kXXw3A zj;Q@rM)x;H z!&M9a52-S-0jQw9_qQp*jA2J#PIZ4agz8j+U*3$V#5iI4G4)pn3}R|Fq-N9AjQ+QY zA)W-@m>E*8SDnA!U9NLKQw789RrNoVFU+F6gTewxW>l4wXu_ex7%0pH@D}EKB0&yK(+lj7 zYu+7t`2}lqaP2LjDvXI$mOzC0&6qC-GZ2hul_DTJu0SaGw@w!XZGZJ zredMo>tRg;gX9WRKO&yM*w8+vwy|kqc#R`F_3D0&W5>ZHn}TA?rSn$zLg9nHhZg}) zG9_b`weVF9B(CS&xYb6Xg@gt>XeMgO#=gT#KTu|}t+n|=; z!_qfUOG6q3+ksoo-FL)x(ASJ15J^bv4P#~wXN}LDp{34B(>FqPAOmX9T^CvIn6ao- zExQOGj2a{ssHqhcbCeyv&<#IjHG0(C)IC-nUWAp zGAT?41r~GlTeHhmD+zepKj+m5Q@%%OrAGjw-<3Pv+12&x<;%}#bQ<703wo{% zC3P9Yr#)FpgvYP;ZxXY5o6ALsPq`>e*o#LhkTXdt3m|bBnN9|H4oxSB4LgogkvSjm zILRkGMaQ9fDAZ;lO{02&`T5-)W&s7L)3p)@4oVE0tM)^c=KAFw#!awxXF@eI~>8&#z^x6oK5=()7D2ANcj)~;dagDr8)D^mDmf(ch$Bz zcpgm>{6!)3iJDoXCFN0LLwGz4RkL^Y#aPVkwu+odJHKh+;!b0c?OOHwy{J0@6Ly?f zmq83~?Q)7es0Q$>3W|!Xj<= zj-L0My$9jq&XzQVC7=G#-AqM=*S&v)lKWW|a3s4t6G)_hTWT$;6eeHt;w=7EyPq=B zY;H&sir~>5rkQ`97?s8z+6J{E+>A=+>Jd<8S&5c-op^DegL@Z{*I--C5r? zdsrp65-IT-i@Hlb2jwh`*cg5Pg5iC?Y`26mJ~CzdLnI?MTgi(voA@Za)>!umJ<&2; zB^c5qKz5he9U)3~^`ux}p;-WU7Ww^WBn@z&Nnn6fSpDj)rl;K95`zD|ktv551tY%N zvnPp%0Z`tjCJMm;QEDVwH6A9gJWD4P2n%0nA$<2jz zpSp10C0-H^9D2lx_VsAyZ{v)8npq@!I!Zev$_^)N1FjmD)E5S(hgzi|RG&UZy@TvN z_S53Q?X0m?=TP|2Zux`7c6UD~uEs+3 z@c=nZ_Cj}xXhdu*wUCg|z5DmCNT1UdjWmgJ$%bM#mSKUHzivYb!7qM&ek?dVnlKVQ zdlOf-M%AjTd_Q>vZo5c^pVj~j>qwq)3x7L_B@2L zFO_5iJPqRCYmfdaaMp1ej!ot`&CLx5*5&j0UL35pWV%ZF#A4!h>MGqU5im-{R$ANqX3I; z4@`wh=h+4+TSK64e|6B(4(Kl{H%qOJcCI*G@z;$(^GS?d)M&ko zDeZVd2H;Vei*D1K)4Ak-XvFiT)TcNj`LnrTi~j+C3xDwLM(H&i4s8+cUnyTX_PP62juc9yJnR?`>0o0e8zU0sch-EX{f=}YDIU-d}=8CWyD%rgBA z*0m%T_C>#c@gh6oB|Z-`F3WTg$d_nbZt~d&l##+aGa_JE^2cy~HO`1HB|?Z2$lnO# zoxHfrQh7j{wI7*VPWK^I8RtD^IaCIVc)Sb2x^SwAH`uS8p`}1)oG@{ynBn2QL!oI< z`!T?fJ&tRPPY*fv3gX7jBpmHAgh|b@4zD5m)mxQ*^&M~~r<1j%0t}FL{Jyq?tIk^C zHBR3i@mR_)IwiQc>u~WRoO9+h1G~jPMjNWIG1k_+IyyRVv%Q_&fPa%)lrnt&0#c!K zv$6z^HP%=&iJ6C;1C-B9;j9+R6d#pTR#v_}*+99dx1)a%VB+hs(0cca(>bx?fx4Al z?|W-hn3`jWyFQ0^K5zNY%viahs}Ek{*Q3KzIGpl;lPbfi{Bv?PK25GpS0n=2$Vbk| zhD&MCwH;{DxlU@Qn1X&n#^K1!ZZXF#_n$rPa*D?~O>La~tBHaVI;n~&t7MB_ndfhg z1P63#U*=C=pX4N2$vowB7PBvY+nyCIr7f|^N+x^?W(&;?sk+CEbyPrf@P4Ht);X;$ zlW~KhzJqrH-YoFDUaCBzVR>_UHu{v5+VnO2h`P;(*`mdEwP%7UTlrlwYdSS5Z|-w@ zGEw^M^6)^KT=3c z#DUN}eyU6wZV;yPm9)Txas2P|Jrl2uR3jsZzbE^`oYY@q%$R{sUAD+qwtwj2hw1to zdB;C!e|`2QT@VaUR6cQH=)~1#n2N!1qvSwaw8)KawGG zG=7of3>F*)w2+1fgHD~6?`3q>WzW?PX#2J*)q~pOg?xrmgy>N9uiE(QW8@UX$5MK% zd!zzFv6S8yhfkzZ(Rm6$VQ7EjIIi%NAQ)CcNJmQd=p(+PM9Tav>f*>!5$R8VCieJo zoT_OsAbl%jSC3mqB(J{@=)XYy()A?3VEWrjP}zA+tb}jA?}!}xCq=E6#mr2(_qi&b zf0x>+Of5ZXOD|C<=*o_3vY-qK6Wib2>%XbcR($&8qoJa-b-Zz9pW zXX6Aa^y8BiN`p97-YaE!exSMBOkEM%seF7@JG={>uRF!j{wlz2skfrFvFL7IY(@|$ z<9G`kzVPd^WzTrw_V+=>h5-98(PZ}`*xK>MNedFujb#OjVA#6^2L<3l{FBg-A2-Fh z_!o?~3Z_R2_Nw!h+x2e=P^EQ`;$ArY$#gn%WPVW`zMb1UUvj3DZuqvTeJ6frInyfosVAiK&x&cPea>-9`QGh$-$HXZIo@@BICSWa7m~IM_=5?~B^b1xng0k2l`` z_UvMh^9hYYZq(`x(MQyRgtlhllY(u0!FU+212}A7|2kKth3?C9>d4j3kq)iu$%+k& zkcPr8%aG-mD%3r|NSPnH|QXE)F>b(GsO2m)|Q;zZVzO_jQwt3!?ovd~b}x zLz>GY?k0Syh|VLA)hNy{-g*!*7vyX2lHbw`qX=_Z_B%KLXh3C^(I>Qrb@@siDGgUF zIu42c0Wq*ni3&)kB?n4c;ml*Uzf0*=9;FSY;Aop$8e#12j`5F!v}ls#bN&^$0-&XB zqi&#k6pHfKqu=cUJ=t*sH84(d0k=GCnT~9oHVj6AZTku?n)6hd)}`CsmJ9*8Vu`ls zn_gzt`XD8`GdxehhiWgQQR2pnm8m;+M!c3gjy&8|p) z<@rI$U@_cQ|3TL4{~cwhSyk@7+f;J@;r*N$ISm+i@!#{vCy>JvbaCb6%JYU}}2MRlO#*X@Z0a)b;MSXI_RJV2=-7MyiO3$^EEd0g9xW zpIl-6Bs7~Jdk3oI)tUW>v@NGgR{1HcbdW3?ZRfJqnA^G_)1+=1)`hXIn`yjp$woM3 zN2u`XY23#q2(-8S)dTyFm0zV>?GjX zgd-~?aI@>@K&eEHr%SwLnioLZu7Zx|3Af}{T-$d!jW#cB1?Ib_5N^KRn3c>QXs`r( zSUlU>Ukqi!c(!xSS>AJICXf~hjw7E#uA7?|;_)k!B{(^;pr2acI4ccbA;N;^e1Ai| zKO*wIA-;tL&ubCVr|NNF^@d+d}Y3O3+ z^r^9*@dRjmR%=B%8i&ChJ-pPDkei7DdlZ{(;|m6w#QjYA5T z(oa|XEfYgCNRUYV`h)jQ2+{}fkS6`8$5e^RwLEER#>X&yM3cl8+URtNWmMx;f=~IR zLzYUR2pErhMCLHP=FcWV#m;u15D&#bz>|Eb(%UQth{MPYvD9hLj zXzc~3J*6kU2Z6z8jWJY$qr6W(OqV1zqCyG!=N*Ke-q!f2r}4rh02a2H?#{4mujc#o zxXw6ce?uadJ^Bc>sHSI?UYxUv4fqFFz$MG*sj9pts^~?s1k|sBhWwGC9lXvN5~rJl zIc%N;BDxWKDCfItMBlV=BkBH+lTx&BKpg`Pr<(J-J%`@F@fu3%pVeBo*~YWxyp*)?x}{CE zpATdX8qS>%B<`_B(PGq#5qlhgjO2HhNy8)BnOKq)x{2S1!a$jsi>JsRf^dl$A#V$JPfpNvtwj{EZfv-rbYD2cX+>`enss7GLdN zXIWEJq&&)vCwk|vpOVxKiu+PdKG9lnhC~<-Tkq?$*&5Y`O=y|yWOphQcNAc-gxobp zXq{F=&bn6E?8k2sl^r`dDYXK7W2sd=pUnb*I1z;k`AF2sJo5pa*Eg`(TO` zm)v)=wGRE}X_W;YMz$^LOw3~C`5D3=v5jSqJGN7-c>7bsTL`UeyRV^OzH*O)Fs+dn z59g(#^B%M5ElFKxz!`HM$CTh*eW%I{OgWM zIn+j40+sB|kJ{AiuBu0f^FtKc1{@_E}^xaP8 zlM+|aQ4mL22Qq6bwG zHF@B(p|zHrv@fr#YVQ0z$iwb>!~jrz^5Ia-DD3ph4G{b{mE(!${=sd;L~wm_1w#S~ z9}Tc|Ci8x#lsjI~_Tr1wdFe98o-L3HE$Mxji?}uXB+oKmXlX)|DD<0mI zcZpIxs-w>5&(rD4t6?+9vzJ3@jPav~uI?%Z^WfWbz7ET7AZ)s_}?8I+9waklbH1T&KYHIZqoi!;GMKeLnLqprPb(yp&i;Kx z0dT!bUYs9n09G3bfg(hH<0+3NGj!9$tg8|*Z04_Y)=5Ty2)cZ<1nw+r=c{17OBpZ7S+){ko1K@gSMQw^|bIoxn zvzr!Ox`3xe$n>Lz5OVQ;qyqG6)=Km11OTrmW--)?oD&pgSi0Tiw?!^7Cez}Fkw_c1 z3G2xwDp!ok)oo#Il(zKd^Fk(vBwx(b-mle37mL9t>FoJVMvAWrPoK!ekJQ$NN2`yFZ15VE5>eGxW$<7UZ6*?lSPQXk9}fT(>y_D^aDMM z#Vg=dju`Y=6J=(ELA4Rsah_5@Vxir><_l7`ppm(7Dw693WpYEh7+NlkHr9XZ*z+*7 z&CYkRRqwCqcnKCo4#3gM7XyWM%O;UW2PUnnQ6`?0pDoC)1eE zULLT-&RC;$#(Q|X=DF{2Rn+7&ZqAKP*AMNtm=%ekyxbz532ES-2+wprV7StJTbeP9s!Ez;Rx(Bm#l8rs?>

+TFGqZs#2kur%yP^$QYR z;_{~SWFCfMW>{$KaIR0YmVA2^0j8nt8sm1m7MS)Jn_t7saFa|`u_#ad<+66yeAFv@ z%J=y^2S!i;L+KuFynD1|SaWpHuQM{M>QCm>qdc}Kn@-+@N<{9~B0%$Vdzpn7nv=2j zhK4)xSlbo_u*-Ih4Z^u78MYmPIo?*}s{_CJwa0q6S9GhwkAxcE+xUerV2?`fdWoe@ z@f52Vp@REk?aj8)v&%L8A%gcy!=(B{WFy86=xZ*MRT*Bep3A-LC>xU40U1=sTl}Vm zMU5+K)Q8%{)FiToHSC=%2K5aoE3Slm89nOo%7^owR5Rs}L*H zFdqZ8E@S?6mYA6b*_%p&UxNQgdi5wkw2ZWWbGrOg2kVFnoaKk*IjfW* zn#hQe%Gy%BA*}*f8m~$Uj)@RY#vz;D0_v(Wf-|12x!*_~Qoehl-3cE1ZoTQX=B;Bn zUO+9+W~BK@C+R*EB^iutO&PJH{v-uKXAU(u?|Oq$WzZ4Qm}alb?VTxa?GBJq)1Dbj zdJAozthU6MZs`doDDH|M<3~9{bWs|P=JITolO_yGea)O!OHcCr&*%7qVGg0FxP$j@ zah<1k+D;p+jSJ)9t;nGDptj?_cG+hz%u&fpdL?<_+L+?kP900kgb*=@^wp>)YfnyX zpz8hgoZ&M(N0GvtXYj0t2r!ITV1I zi5NR`gh3!nK-)Kd&7J^b58Imn_fWgi4RP;E0CisS&v$s1IIagsn9{j{7DK?rp(RO_ z`_zQ#Q|U<_a{F{g&6;K~#VI}@0c+5T6rJvT$a0y;6>Z{P1sS09;-9Rh<~%=KYl69+ z;O!~`R&-WuZ*v6qvW)@Zu_hDS?+y|@zzQ}9E3dtMBZ$3D)YQ3#xIgD#nhwnN;6zr$ z`m0cGaKI>BxxkX_Ya!Y*RUDWXTK;+BP&opu5GIN>=J++REZ^~p6mFD!w7fPP?K7UT zkMw@;$p%wKQ%TdX(&270@mwJ20e71yfNm0;D}xMe>V-QALJ~S~@I#v{KztZqh_k6p n9+-!D%zs8m{-4p4sXZj-)9UvZVVEdbJRM;8Y%{#I7L>~HU#{XXyWzVEY>VsC39 za9H9n2m}&9St1=lAaE9N9p~i+?o{Sf>j7_vZeBz=^8&AU-m7@vGheu+$4wCEh|s|W zW=tmT05|m`&DSxu@s-F5WGBVsy zL*uXS)x&NCY2?YIrGP-EKq%w|=a`~}$)q9|m))h6kt;iD^5VKHEQe&d>7% zJP4i-6Y8{`b{w3qee8=9t|`pf>hL6Om8&||7s&4^Cf97bd^x-I^otnk)O}yxGjhoy zA`XLZ2X+G*vZf=^pNe#v2S^bg2D+z>(MwN9KFr@-r)|+agG)O^VFe`8$I-`Q-~!SZ z?IXe;jUFpP(&?&&*?1Bu@TSlit>){ta5Orv57nufOuk34&Sv_kR@G%@L{Z3BRED=# z6HuNCm>H^J$(pGxeAtQz8FW=~5Lo7j(3jNCvuNlbjQLg`t3J0IAA zA60`hgN=t@PY$KxYv62}39k%lfoL+s*}Np{@8K&o^-Vzm7A%3P1dD;Dz#n)ipi-`N zsBVb=kGXfuI_+7Cta+lmc4OZy&`q2qLV9E*eKp6Ae(g7ezs+fkB&(2yf<+`CjfH>S zhO=k!F{g)&oEZtkVXIhY#(P3QyR4fBv(iSVANniNKyE13HL$8>wL z)A3W_RNQ3Ei~L3Z7bwPz(U7kqXIX-|6O8l%UFPb~r8qE?o{={yKPDh13zqc~loo66fDl`l10(SpU{i2e+=(=@xdqcl? z5U8|Pf7l4SfGdo>*7~0sSUpf!-IE0f>nD7S^fH>obfzYKGf)*!+EuSxI-*)WyH-4D z7Izm~M|1ashhMYG@>`D^-Z5Cu)z%Qe z8QWy>nnxNA_YgkL)YKle={16gk&$a6W;c$R4Lnehh5N@K53u20ck$L4^Uf(;FxKwT z!@_cGY4o6vj`T`h{gVYGON}NYHz~_WJ|{K*PJ&re`;~WDL+A5gHjF0EiOKD*H{M8E zaL40k7;O7m-4GNLM)OR-*aJ$j)Q@DEB6;izg|=0ylu{Y$S{vhpmj$r-vk_ z`B^`*K&)qkhZUaEg0*GhbGLKx?m{pN2mV{dN4zvJDi3PLZ;sp;Uvv=d4fDTbH|yco zO9%<8ogTHbU%js!mk0+`cdRA2;}!xLdEIoU|jRyQmh5bnwC2> zH%>cnWntLVqs>!WXS;abTCuumobwh-ECj2NSOTW@-$|J+S`U4&8JzHl{FJtP-q#E4 zY@Ox?inAZT`^kw|!gU;c7bKI8=Xk#_2C3#zGW?0Vzv5#|1bB)CcH{-7(rc!7>5xxO zi1b2iF9`0hZg$b5pk-h=_r!&F$@6mwW1!QfIX$)U#0)NZ zi_Z2!=~NHj8+M(wSBWj;*}BWY(W>YKfFo;>M8UFxQg_su_<;5M?B7(iw0b|49B`>* zq@JJT8GmHj$#aImQ$eK(d37z!>KTH-r?$E2@9nE+dhp)PmL0M)dY^I{&OH>|(6LVN z`ueG__e1ODj2e?aTEkEqHm(j_H15AR{$D=&&jP~VcXss@%F?!C7^99_da80#tKzH4qQv9m zk<+5vMW-=UiTr#x4QiW5 z31&toB0rOSZh{ysvbaesAML1|K$iBQO>nqoqe{4QS46)}HJUyMw60yBv_+}&X5HJx7V zfXtb~YfH3Ak4kR}g-bOaZ_6)hePYh&q7}m;0+};sS)U^De6W=&=S2QS4NaY)DY@KC zNN5IrvW8-MqJaM`gYjg9PSR@r&|N)b*ZgIx)_W{qJLF4r?Jv)x=EV&of5dbTeEieM zgX3+lGi6Lo;hskM`Fr-ts7ts~Xr+0lCn_Hl1kOq<;VH65^TW;v6mY*~G9^MnLOi;k z%~pF9wJI*nFQh^1m6Skn{#Z9A;w;M`$9 z=dMK~^4aH#NkZcCm}$KGR27v((m79Z3*u|zkI{rv-5gAwlrev!?P6~0hLg#Ch=oIG z;6?65@N2S4lWs*pe5rJo{)90LPuWNKxq2*h)9HI2q;pxj*Z`~ayb*<#fhneYRM%WY0HFTNF#(DON^md7>~?~RL~y&*<( zJp#3wb&9iED1zadn(`g;(ERgRkytHU0xkioWh7)*{gp%5mCxBsq|CLOvaYKX)jdOP(Ckkcu~wg=1BeGXl|Q zfd}lbt-qU--_aImi?mW%e|KfEMtS%h)N`1=0({YOJQQln!^HNpNX7(%g8A0 zjTq|w-YQ!o(q&8&6Ooi?^{F;DhoSQfd)5rC3f9zeg9(RUbmVxb!XJSLL7rExl-Jd% z&FhPK>!f}?{;~MUM~j)K9;xf=(Kn`?NK$SIf3zM#&HI{WM99Ug^YsM0FPWW-Q6#M1 zbW!#Nr&W(8+;txI-V$`_>7&9PZC;0FfRCd*@AXh2MNlsl4w4091z^Ud zSjYU7mZidt&m(K|B9DjLRd4j+-HY?=AnH6Vpio;4;PHEaneLxjnv0X7E*TX8Iwd?BE_Z(Mk0-2 z9h`(x@EaftXgPL^m?+PIR+yvF=v|+_n{Zgup-qW!!(|`VMO0GGYSxpVw6vP{>V^%n zTCELbVvfbgEI-6=j!@zgQ&s>EHf@PWUsH#ub5Vt01GhxXJADxebveHR=$xw2Ns&5i zEOS5rOx{srcu6Y0H1BvZiL@5{v_EC%@MxKTLa#G0Z?bzG>grd#`$!WpuT@n60jyc^ znhkuwN@BbTj?rLkh0Ya{#!lJK7yVjAiz4npcw=OjR~ThywVJ^XA0dQb8%frsA z_Q;*`7malK^;3_ZDnJ_bGz}NDT!ml}W=akRzuMkOC~MV;)klM{Dx9UTKy5R2%5}ao zR;AGwStJ50wQJCbY)vL}h_0yTFUzj~cixg> z5OwQzLkdYAzK?ZMChX3Td@_4+d@el$nfP;q!Gc(_Hx39}3=`8FZ6xCui--0Lt)Avk zrA~Xsac>6&V}<9_2I%zIDqwSAG$?VA+hcPTGD4KIehE2joT zukk$d&a)tt7A}QoxcJ*zigOURrf3`a^*XTGM-}0*^@xsE&)dkI=XZC_p?c<>iacX-oNqbhBcunUuz~zTp0F}NRiV-$Yxk$n-%3h z4nX>$w!iAzdc*xCGzA_!eX7G`GM{AJeCN`vALejQj1tngGy6g}_}zyOwu^Df+0)gT z-T%6C39y9c>xtoomX+pG}FV zya9OJ15brvJMQ&z@jG)d=Z7TcLM}6YB@De%lK%`wLoKYBml?J+aaJhnq~GP|Lcvai zHydLPX}|PAGc335Am|~r~)PK$q(ETIJT!L7BA{#mDd7#Z%<^(B_D6cb-NP!0?a zt{ARqew{B3q^ttQz+w`r+7|%kr1AlQpPLw4-_I;$pL7Gsl(n@E5zqbvOpkjwjCcao z)PEE86%(g`S2iXAD#KY)gUH)9a`$h&xm>C(pOH;5Z;PFZv8Xywd-dsr6FH9 z#?frchj_dqLH+VnEs#QSE32h|@}a_pxi;X?RQwrQ2u7Oa=XW{QhFcv6=YWD7H zE>~OKJ2&cj zR}%o{3s#c-#7LdD+-dh##k*WwXY7sTR=%eKRp0(;Dll76YnsA7+^B{v90U?tiN_Qm zTv=0MfvN=& zeoRvj?rPB~;isB8^M#)VNm6sbC#M+n4V3xPn58d&b*;4Erm(RlCf;Gjr=>zc9O9d422M?U3QJ zj*jAq4QKgo7n$#^^a=agW_TXC4iPfh#4p7=ag@$&Sl@X65Z$V`85c0<;yI129Bdp> zqv42mD*4u+P9&gcv($=(tI-6AhRl5rOUp1W(&63wl!IhemnaC1AZEMBgEKh%H?A@hW<;TA`tfeC5%egqz3B90J}^aDtbZ0g^{{ zRx-Ywp;2KGR+X{YxHp)!I@%?YO$Mms*NMN^Z=%!i3x;BXt0k5;2YFFlYj;*;7?QGn z!7`!e&yp#qu}kM|L%%0b&$v&W&IOni%D;-Zaa7ZsVN2BI$~c79GmzJ6z7TN!C?KWA zq7HHpFSgM+`0@PFs||NMt=NC+16q&S5^sg)fso<_O*mkg`@f<(zuVybdB!2sQIw}L z#!8s!tB%Pca}gJ90>`cHt6)&y42*NF89yrx1HolILUmBCju@F_<}ul1c|T`PBTKuA z-1f-IGpm0bg1YN`-AJ};?H)NQ+oR&i|=F-hqME zu^DUHTgnT*a5uxFBM^&6Uu3|g*1ZZ~Q>$JJ$VjAE7+-|9pp-*J;;X&M%IQSD%@g4P zo?)|FH|)qk4HKSnfWBlHTF1El4-9tIS4RTY3ayDd(R+b5fp?dN1!JGl{zHg8*Msy! zBVQbY9feveB@QHfYX{0vS@s5I>jdk9U)=rpgJr3t8~Os;He*hnBTC!G&O6 z0rtw$D=|f^-A1`9=skutM40B`8A44?lbHjs@gr9m^sBm<$qB$>}!`ike~f4 zZFvzdeng7DNENf+lkTvJ+U|PF+*LZx5&~+l652HFb|3G>zZ8HgS_5vmZTAzYaCQZL zG@HFBybTHqj^rPT%&=xG(oTr1EZCeuM#aho5LYkwxghCbSKEsXQdVm@t*$9}QO=Aq zi<_|TrDAla3gGIhSS@y)Uf!KfahS?r(q2BUwDDo;hsHKQELgda;DX$Ni|XyhyQJ2b z7BvV0YPaUm7_qK!`);vvmGPL0T}px^>kW68&S`-o=ExVI9T|xv>N?a!6=Tq4&)!xn zse3>Ab*PZ9_?P9fP1pUi1is3QH?JloM)zE4!=k+}E5t2!1sh6=cB4H_a@_3ZCcQ6S zF2B8YDB8QperIT1v+H;EGUY`GUqpJX``(hsG!@joGMCaBD3aX?nBR73`!H*}xaUtm z1{?Xgdwzgy+Od*pQ7>Z4Hp!IuvkfJR)Ry)b0M%E!wsuUyZM6VA2DCQ);NS6ZrpC_H z%cn+zP@}e&>L0&eBM=%lvwCC?+Spc}Kxm?mW94WKhI?loCAFDaHmO5AxAjYElu;+{;}a2%vBphX6Xq+cCVv*$aIV?8w{wj!f11TQn>a#iSGrSu9CCy)e-B;S z5X!!`z7=Z}?t5)Nku@*6&$DQ|v}@?s>`cAw>3hFrX~OA6g4D>q^~`)C%SzYlmmvVB zqTL|@mxM60TVF!#4&>{Ze|6gUouEb^Ae0c^9!=CH@=KQqzO`2!&s6HjPI4h*JP{}J z*`5#B_3fqgiZ9z*yO$m=d?cFZjNK842WZ;;+>y`fm{iIhSeaTO2?NNz$VY15`N0SZ z@l2j@C6of*SFftL`wcBHjqpz%lOlwPL8Z)Ael}wbC2=Ze%)Jyjt-!IJAw0J=YSoMJ ztqb!~1GEpJXKQPO7}+zH5W7B%C=S)d(okVd^SITw&|ANlM~oMmf{k4BtiRdEnsg=* z6Xk&O5OWSmbiBe)vSP;UdcKcoexzOOLjK$fA4Z*W2`NIUEB_PyIdJZpJa(C7i7Ir8 zSJ|o$oy#C^KHA{Hg~lnuB2F)h`NbpC>@HpOg?^CfO4nZEq9QnJwBJNp58pOgu3OAd z!2}V)WHlBj96>)XeVQr9^W=n=G8adAEp(q#jAXsOulDm5Kd z6+|&zhGFq-D8_xmsY-#1fOSUuxT)4>rk1~j&UM%~O{{R*OWZa-=`H#DIv6LjA15(S zEkLC}QsAPC5emcoz+s=$^OOZRD-L$%ilbzg@Zl7^gV_r^88g zQu_zj;=9e)8w&;FW#PvIKX3DP`K}hCB+Rq;4UI3Y%z9vraJz^F$SI5pDh!ph8zv09 zsknH5JA=N_C?KhRxZpizyh7xa=ZIOSb=7BA)>moKoDu=S3Bh=HuJq-IN{{AHgOt$+ z$6=Wj25ChJG8Hi;YrCA81ku7u@cwCx&;7glf^D9Ri-d=@tqus1q|=zR$Usm38PPUd zMm#IUb{q}8G^UxuwaoQE$L5nMC|)-=2?`v9`LF-@bqn}Ef#bn{0SG_TnFhTMNX9R* zgV!bGt8)E?cF*-?bomq-EBLQV=2017.2 + Downloading pytz-2020.1-py2.py3-none-any.whl (510 kB) +  |████████████████████████████████| 510 kB 2.9 MB/s eta 0:00:01 + [?25hRequirement already satisfied: numpy>=1.13.3 in /home/jeff/Documents/python/ml/lib/python3.8/site-packages (from pandas) (1.18.5) + Requirement already satisfied: python-dateutil>=2.6.1 in /home/jeff/Documents/python/ml/lib/python3.8/site-packages (from pandas) (2.8.1) + Requirement already satisfied: six>=1.5 in /home/jeff/Documents/python/ml/lib/python3.8/site-packages (from python-dateutil>=2.6.1->pandas) (1.15.0) + Installing collected packages: pytz, pandas + Successfully installed pandas-1.0.5 pytz-2020.1 +``` + +The first thing we are doing is importing our JSON data as a pandas data frame. +Pandas is an open-source data analysis and manipulation tool. +I enjoy pandas because it has native integration with matplotlib and supports operations like aggregations and groupings. + + +```python +import matplotlib.pyplot as plt +import pandas as pd + +games_df = pd.read_json('games.json') +games_df +``` + + +

+ + +Using the built-in matplotlib wrapper function, we can graph a histogram of the number of hours played in a game. + + +```python +ax = games_df.hist(column='time', bins=20, range=(0, 4000)) +ax=ax[0][0] +ax.set_title("Game Play Distribution") +ax.set_xlabel("Minutes Played") +ax.set_ylabel("Frequency") +``` + +![png](media/steamGames/output_9_1.png) + + +Notice that the vast majority of the games are rarely ever played, however, it is skewed to the right with a lot of outliers. +We can change the scale to make it easier to view using the range parameter. + + +```python +ax = games_df.hist(column='time', bins=20, range=(0, 100)) +ax=ax[0][0] +ax.set_title("Game Play Distribution") +ax.set_xlabel("Minutes Played") +ax.set_ylabel("Frequency") +``` + + +![png](media/steamGames/output_11_1.png) + + +If we remove games that have never been played, the distribution looks more reasonable. + + +```python +ax = games_df.hist(column='time', bins=20, range=(2, 100)) +ax=ax[0][0] +ax.set_title("Game Play Distribution") +ax.set_xlabel("Minutes Played") +ax.set_ylabel("Frequency") +``` + +![png](media/steamGames/output_13_1.png) + + +Although histograms are useful, viewing the CDF is often more helpful since it is easier to extract numerical information. + + +```python +ax = games_df.hist(column='time',density=True, range=(0, 2000), histtype='step',cumulative=True) +ax=ax[0][0] +ax.set_title("Game Play Distribution") +ax.set_xlabel("Minutes Played") +ax.set_ylabel("Frequency") +``` + +![png](media/steamGames/output_15_1.png) + + +According to this graph, about 80% of people on steam who own a game, play it under 4 hours. Nearly half of all downloaded or purchased steam games go un-played. This data is a neat example of the legendary 80/20 principle -- aka the Pareto principle. The Pareto principle states that roughly 80% of the effects come from 20% of the causes. IE: 20% of software bugs result in 80% of debugging time. + +As mentioned earlier, the time in owned game distribution is heavily skewed to the right. + + +```python +ax = plt.gca() +ax.set_title('Game Play Distribution') +ax.boxplot(games_df['time'], vert=False,manage_ticks=False, notch=True) +plt.xlabel("Game Play in Minutes") +ax.set_yticks([]) +plt.show() +``` + + +![png](media/steamGames/output_17_0.png) + + +When zooming in on the distribution, we see that nearly half of all the purchased games go un-opened. + +```python +ax = plt.gca() +ax.set_title('Game Play Distribution') +ax.boxplot(games_df['time']/60, vert=False,manage_ticks=False, notch=True) +plt.xlabel("Game Play in Hours") +ax.set_yticks([]) +ax.set_xlim([0, 10]) +plt.show() +``` + + +![png](media/steamGames/output_19_0.png) + + +Viewing the aggregate pool of hours in particular game data is insightful; however, comparing different games against each other is more interesting. +In pandas, after we create a grouping on a column, we can aggregate it into metrics such as max, min, mean, etc. +I am also sorting the data I get by count since we are more interested in "popular" games. + + +```python +stats_df = (games_df.groupby("gamename") + .agg({'time': ['count', "min", 'max', 'mean']}) + .sort_values(by=('time', 'count'))) +stats_df +``` + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
time
countminmaxmean
gamename
龙魂时刻1141414.000000
gryphon knight epic1000.000000
growing pains1000.000000
shoppy mart: steam edition1000.000000
ground pounders1000.000000
...............
payday 21020840235115.813725
team fortress 2105730409025291.180952
unturned1070169741339.757009
garry's mod121031110320890.314050
counter-strike: global offensive129050663846356.209302
+

9235 rows × 4 columns

+
+ + +To prevent one-off esoteric games that I don't have a lot of data for, throwing off metrics, I am disregarding any games that I have less than ten values for. + + +```python +stats_df = stats_df[stats_df[('time', 'count')] > 10] +stats_df +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
time
countminmaxmean
gamename
serious sam hd: the second encounter11032957.909091
grim fandango remastered11024835.000000
evga precision x1110217662498.181818
f.e.a.r. 2: project origin11029243.272727
transistor110972298.727273
...............
payday 21020840235115.813725
team fortress 2105730409025291.180952
unturned1070169741339.757009
garry's mod121031110320890.314050
counter-strike: global offensive129050663846356.209302
+

701 rows × 4 columns

+
+ + +We see that the average, the playtime per player per game, is about 5 hours. However, as noted before, most purchased games go un-played. + + +```python +ax = plt.gca() +ax.set_title('Game Play Distribution') +ax.boxplot(stats_df[('time', 'mean')]/60, vert=False,manage_ticks=False, notch=True) +plt.xlabel("Mean Game Play in Hours") +ax.set_xlim([0, 40]) +ax.set_yticks([]) +plt.show() +``` + + +![png](media/steamGames/output_25_0.png) + + +I had a hunch that more popular games got played more; however, this dataset is still too small the verify this hunch. + +```python +stats_df.plot.scatter(x=('time', 'count'), y=('time', 'mean')) +``` + +![png](media/steamGames/output_27_1.png) + +```python +We can create a new filtered data frame that only contains the result of a single game to graph it. +``` + + +```python +cc_df = games_df[games_df['gamename'] == "counter-strike: global offensive"] +cc_df +``` + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
gameidtimegamename
13196730742counter-strike: global offensive
1319773016019counter-strike: global offensive
131987301781counter-strike: global offensive
131997300counter-strike: global offensive
132007300counter-strike: global offensive
............
133207303867counter-strike: global offensive
13321730174176counter-strike: global offensive
13322730186988counter-strike: global offensive
13323730103341counter-strike: global offensive
1332473010483counter-strike: global offensive
+

129 rows × 3 columns

+
+ + +It is shocking how many hours certain people play in Counter-Strike. The highest number in the dataset was 8,444 hours or 352 days! + +```python +ax = plt.gca() +ax.set_title('Game Play Distribution for Counter-Strike') +ax.boxplot(cc_df['time']/60, vert=False,manage_ticks=False, notch=True) +plt.xlabel("Game Play in Hours") +ax.set_yticks([]) +plt.show() +``` + +![png](media/steamGames/output_31_0.png) + + +Viewing the distribution for a different game like Unturned, yields a vastly different distribution than Counter-Strike. I believe the key difference is that Counter-Strike gets played competitively, where Unturned is a more leisurely game. Competitive gamers likely skew the distribution of Counter-Strike to be very high. + +```python +u_df = games_df[games_df['gamename'] == "unturned"] +u_df +``` + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
gameidtimegamename
167304930140unturned
168304930723unturned
1693049301002unturned
1703049301002unturned
1713049300unturned
............
26930493097unturned
270304930768unturned
2713049301570unturned
27230493023unturned
273304930115unturned
+

107 rows × 3 columns

+
+ + + + +```python +ax = plt.gca() +ax.set_title('Game Play Distribution for Unturned') +ax.boxplot(u_df['time']/60, vert=False,manage_ticks=False, notch=True) +plt.xlabel("Game Play in Hours") +ax.set_yticks([]) +plt.show() +``` + +![png](media/steamGames/output_34_0.png) + + +Next, I made a data frame just containing the raw data points of games that had an aggregate count of over 80. For the crawl sample size that I did, having a count of 80 would make the game "popular." Since we only have 485 players indexed, having over 80 entries implies that over 17% of people indexed had the game. It is easy to verify that the games returned were very popular by glancing at the results. + + +```python +df1 = games_df[games_df['gamename'].map(games_df['gamename'].value_counts()) > 80] +df1['time'] = df1['time']/60 +df1 +``` + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
gameidtimegamename
1673049302.333333unturned
16830493012.050000unturned
16930493016.700000unturned
17030493016.700000unturned
1713049300.000000unturned
............
2268257808051.883333playerunknown's battlegrounds
2268357808047.616667playerunknown's battlegrounds
2268457808030.650000playerunknown's battlegrounds
22685578080170.083333playerunknown's battlegrounds
22686578080399.950000playerunknown's battlegrounds
+

1099 rows × 3 columns

+
+ + +```python +ax = df1.boxplot(column=["time"], by='gamename', notch=True, vert=False) +fig = ax.get_figure() +fig.suptitle('') +ax.set_title('Play-time Distribution') +plt.xlabel("Hours Played") +ax.set_xlim([0, 2000]) +plt.ylabel("Game") +plt.savefig("playTimes.png", dpi=300, bbox_inches = "tight") +``` + +![png](media/steamGames/output_38_0.png) + +Overall it is fascinating to see how the distributions for different games vary. In the future, I will re-run some of these analytics with even more data and possibly put them on my website as an interactive graph.