From de3ebe4d2315a2667d3acbed99f25bcae78c1049 Mon Sep 17 00:00:00 2001 From: Gerbrand Koren Date: Mon, 5 Jan 2026 01:10:44 +0100 Subject: [PATCH] Add blog post on histograms --- .../matplotlib/matplotlib-histograms/fig1.png | Bin 0 -> 15422 bytes .../matplotlib/matplotlib-histograms/fig2.png | Bin 0 -> 14255 bytes .../matplotlib/matplotlib-histograms/fig3.png | Bin 0 -> 16371 bytes .../matplotlib/matplotlib-histograms/fig4.png | Bin 0 -> 12632 bytes .../matplotlib/matplotlib-histograms/fig5.png | Bin 0 -> 14638 bytes .../matplotlib/matplotlib-histograms/fig6.png | Bin 0 -> 11907 bytes .../matplotlib/matplotlib-histograms/fig7.png | Bin 0 -> 14504 bytes .../matplotlib-histograms/header.png | Bin 0 -> 205673 bytes .../matplotlib/matplotlib-histograms/index.md | 159 ++++++++++++++++++ 9 files changed, 159 insertions(+) create mode 100644 content/posts/matplotlib/matplotlib-histograms/fig1.png create mode 100644 content/posts/matplotlib/matplotlib-histograms/fig2.png create mode 100644 content/posts/matplotlib/matplotlib-histograms/fig3.png create mode 100644 content/posts/matplotlib/matplotlib-histograms/fig4.png create mode 100644 content/posts/matplotlib/matplotlib-histograms/fig5.png create mode 100644 content/posts/matplotlib/matplotlib-histograms/fig6.png create mode 100644 content/posts/matplotlib/matplotlib-histograms/fig7.png create mode 100644 content/posts/matplotlib/matplotlib-histograms/header.png create mode 100644 content/posts/matplotlib/matplotlib-histograms/index.md diff --git a/content/posts/matplotlib/matplotlib-histograms/fig1.png b/content/posts/matplotlib/matplotlib-histograms/fig1.png new file mode 100644 index 0000000000000000000000000000000000000000..febc432fc9ca3b3516054897906dddcff1da77c8 GIT binary patch literal 15422 zcmc(GcT`jB_O0b87Rpf$A|P;-rc{+CNKrvh6i`Zl0D>UBN$;R?#70pupb$VhgoGZD zt{@;ph?G#JD7{JV?X8WV_uk(h?~XU#8*dB`$w_v;{gt)mnrp7LpWIMUq&dKRV8@Of zG*_?4tL@ma>(P!KJBj;t!6$$4R|oCbA+_hK{6!77_VGw6x4^-TjnXyZ%ry^s&xSeeL|DxFcz zQT9DC_)p8Ihe28|mS^xQc@6#*$eOK>%D^34_in@u{@|(Mk2Vwh;oA*= zP2!^ z4TY|DcrRHI5fQC4z1nb57CPi&g8TnmZI0ed^Sy$~~fz7>qibVg6LH=R!@Wz{-!p2?a$(lw~-@bX%1N>NYflkr}bS5S~~U@6nnvbEUr#B-<+1S~2!;Cc8 zBeOUqBqTmOn4G*D^u(2vCDg@oU66aCW^2GBN%ueJG@z@tA)Y9nS z;NXuRU5UyOJv}|XPLII2_>4{7*KAO`i~rcUdoT6LTSbfOYb(x6u;K#PB#Wi#ey(ew zvy+qOoJTai%7Lw^c^e(z+ihrqr`DF(ea>;*c48l7gbD~gGD z@ZbSXD}DW|Bbh+}onu-XPGmdl(Dx}h`6QnD9wzgwVLvtZ-+vnpeTnhgh_EYJQV_o^ zFCV}nZhM#ch|sNL^z?q)GlvO+8}RK$Rn{Q3k1S_%xrjX?rU^^<_4@k@YUC$7;5W$4 zz@dKcFyDrW4wo)nl9!jiaN&KvJ+=~lKc1XZyOmC8F1whEo*^M#Zy{VNw`aVRu&de=w_$Wx3WE& zpCiOv2lsYKFk@3#C4`wdt&bm2Mtc-44EJDfg^9)i0x>qCz85lzhHDWONy8ebHQV z=+L1gl}O2{KPk2O4*g}ne_)XBkN`M>;nmFgY7KxVRI(Tw9o^mCbv%9B=gRTN*x9=? zZp%>$0aq(Ualt$)*pr$D1y1|7FPXvfC#pn-OMA}Sm990rl}JiT7C7|RcrVXBdHVF% z-3&FT$gj^Bx93>UFpGSOmfgs>UGCIIB9Y!{GN=6n-CUhKTm6}V+VSymaqHIS^Ov`+ zyuYd+j)~Wo6e^%QaJ=Aan*Mo5zl@9w+s=agf&$#j<`MzDcc%fLq!)f24fzHoV)i6| z-qq{ZscC8F7Z!p81C=+Vw=KBiz_y`mdKhv}|6=+-9q4~}7{CGI{l6{x|GL)$cKpVW zO_=%Z^;>YT389;l{=Wt;|LOJr1}-px|7LGCjWCyaYHI4mix)R<-mI>!-rnKni_Eu( zmYP*Ttbn&)VKhbE~;--1Z}^^w=c+JcLV%dcNmQc|@NZc|ZFF)}imnGGIb z;N>?ck>cj&9uIxSC?p6JWa`m5u+ojynP0z=yK&c z;d+lfP^2{dLZ7v{mV5UQ28_^}M6?7KR{{_^KCLv7^+G_@vWEu;t3#4BQq%y(!HPC# z9EIVMRa8`@R25)fzt)Bb01&H;Jy#Er2#Aw|7(y3-w1nWjW`}Nyi|1vVkw>zkqoeP5 z^}OGyA9dD5iD*fQSJ=8Kw~h|CpeC+qxG~AueRXk4GZj_rK9eYzeybSm?0EO?>0iU~ zQ+0H7r0ZmJOG>u8Ew{Thd(>eiET7&s-x|qOTZi^XJ2BPI&o4XMF-pokAkUkNhvym@ zj;;V^-oupXP@A61n$PSm%^MUiTyOv6l7fT*y(k5zNy6~8e9d?KJthYShhiWzrGF=Qu5!4@@bq)A0NP{c z?yfD*WoBlAV`iNFP^0>_W`VsZmj7i)2(WDT#mR54HY!KF?;||nLk;;kM)`YhFJaN< zIO53kK+iV9{`uz*AlRqW69bM(IK0~$;-i1?$v#8L*nj^gJ3Bi)J)JPO{i!30 zmYUkh(eb?dH0RG<%)$_`uU<6)umWIqlqJO=?!>LV^d>h;``z8!k&@0w__cdRM?F72 za2%|ITm~84EDED};=F`Jo9qQftU!-=9Hd6{cx)SSI#>2v&j-J)t$1VE|4No>Yr^UT zuLae|&z_ZUElr9q_3s}mJOS*oY`?Bp4c!B4v4c?m;lZA3q5Mn0pdiKEy5;3rUq?VJ z{X&=gckl3E$GaEC>mttsb&H9KdGh25vY~Mz$d2wb@Sf9rc0>Tu0Je=Z;Ef7F$A$+6 z24?Rq&y50i*@G~U2bfF;kEP+HXkM)}e8c>i37)fOvtW(RqsqW~BD28gD1UH0)aTRixjafS+NWp&VCf_lj)9ikI%z{S;7D<5C8LJ}&Sot?#Nq%^>t8@o1u=B_MEbk7{OE1FWswQk!w z`L?Vq6CyJUO9U2sTOYXci8n;RuSaz3Djx4MjjQhT3+fldd#mV*D?`>iEms-H62_rO zi(vGAlus@mpEWnumJQ&ZrkNVbRsx|3Vj<~ydWRlxM$3L~ba|MorL9fR8`r;j= zD3xfMui1a|^9Pt^{B#j4#@oxQ=G7@~>l4Xh`x)&f6HMG-y^ zrfNQ07^;^GW}v5^Y4If$7H|3=8H+f-l#~=Y&$ig6L+r_ENy%kky&>GnylU~Eo*$QE zo1vIsibSoNn*$G)ucUMj*(>&*`aid6x z%{01<$qmlGc6b%Y`sZN%>My-j!K&o25U}u{Hq+nJV@O5y2nA+MpUI2QVLimK(t1{?ng~ZNHW9tW708yd%qTgObcPRBO1u_oVv&>Roh?M)Z zcFW^mtI~m+C&C>7r};rV0bF^?z&9{7voyX-5SG1`=%%mqhNHZG_x+XlUs1<9(#C5Ouc03=9lxY*F_OrXM1ytFZ}wRV#S5 z?)=2;a3jxnM+}@x;`KLb@E^p;Ehv$-=Zlv1%msKWbQ$;PTlgpWMjCLrQlB+2N5n}1 z%)wc{g1>{7vevfOxGIPMo6_wg#El?W048&~7wryA0g$8AeP$rqCIb>T>ZK!xHp3d9 zaewIt5-Al(%K#InUAN5D1;F~?BGFT)QoL8@1DQpY zR`@<`;TV&3KSXqmRMdDmo$U3M4rNdru7wFAa!qTdF`<=lYj^S56336t9h&+*~n{}}B*?ge2bD^Pa{V39@4y0ygHQ$ypg&CCp09g0Ix(6;CO z{XGZ%f~fu-!ppD8=Q3M0<4@g;l?Rg)S! zV+aaLN;Sc<>#arZGpSnXw9F#=V17TBlxh#T00>@d(&Cl(aOY5Z;4ztZNJDgd)Qa57ZKr+GOMJek%jXK?>#`Dqs0^#d58U z?I3MCx=VM!Ra|C2Ux=9i4bQljRY^J_GMJrTc7UDD52GG}#jcL$bq|oEyQ`{rxVZZ5 z2%rGJLtK|mr`SW3cowBn5!hiLIe6?#Ob$_lJ#Ws%dKZeDY-l~{g%`fPQf+lpTS64r zu(PYHT~qRl)q;VYkn5=J0W`bgj;YY}dwLe@uw4bHlHm^z!x|g@mTW zYl)Zc6l8l4)Z#}z_)+n2a&B45ap2XDgM;bz@86&M)^(x_G)Rzh3V<+AVa0yh7ySba zVRv*u*`}pDz}P$l%!QCP19{X>%euY~m3tNlUwe6cJm*jQ0Mjw!`e|gFCWD;yKikIn z^DSb(+ZF~}zxftyW!qel!``yo-^Tebc8a|HIX}c&_x*mm?H0f7@?T7p4;BMA+w_}X zZ?}yaKK=dnf6R7z^Pd;Nst}I@Z~e8p&3AwB(QkX)&v)D~?d@g#diT$k zr^04$z2pA1q+jojZ-4ZAI)CtOAR@qzu3{EO#;}(!HwQ+3F#6}QV^ZKJz^^?#JiwBs z*A}`<-KLBrJ2xQ*uIUemhgbo={6)}txFNx!F%dEhL4%UjZ{?3RcO9mJZTlP{POhpN z1U0e%i^bweK|w*d*8s}Du1JaZ$U+GocToW;8MLFxyrW(@NP#QVXAjJMv`G}kPLv~Zc~lDeLK zBP5RZ5B+&5W4aer4Vj6(lM~40lM4&JePW=8OaN;jKPsB4WC6-m4x4x>!$ILCh^3&K zySln+zOM>q-*{GgSOB1CkjeTIoUw$TgvYG;!vhS=;ZyR}ZfKUrC&y%r}SB2bcV z#sR&8T+smH6cnT&-fmhsR7BDsPX&WKxNje5To2}zjbt1Ls8O5yD2#dh_;KvzXJQr& zh)n)&V5mM0GMx|}RbbX1e_Go>Cb0GM=LxoqZfs%52(mo&*P1ZC!8%+!1mM zsMd8Bar5%xfJMSY5P6np@8-5x9l{eVeFtC3Z7+C^35N| zM;=3J{udt#ucvUMrdHbZW>^*Z+GV{g#=DnjA+VJ|~#AVYu>~O@MC7=W_$V!J@sY!mQ z)#n^bic*p*>XR4mb`LQ<05N4;RYa9d&N_~p&On!UBZdw6LdC_6|`E`th z6iKuMI5qD+*eDzKguFagkFFT3D8A@U^e zjmI2C3ka!t7Bgh-u+ts6HrJ{j@aq?72wPvca3Rzxzw$H8Oh4OHIdF-;WswvnWc9Kg zh!ji^as*y<&JdJRv-L>n`h_SMZ=!TVhR>z2wA8o11|v%5nWKJdo+Uto&?8o9{7)OH6{wX8a%rN$jy{E0AawRGmX0-GKuyF{0(B6;a{@Y(F~c z^=or&3BDkv+6>-yYCaf~1(8(bVSX0Qv(>V$XQ^zB_Cm;Tb!^Zv8y^uE0($Ye`@ii1b-r4smh4QB`@t!#G-KTjg zP(l!>D?>H=K&3)+MQ3Oyl(>o@Nm}E-rl$5Xl(E}urncMX;8Pk0ILL)A&k2Bhoy@_7 zADtbLasaO5&zVBbJO}cIX~h|OW@bsJp&Nm3@aBjTL3{M{-+XC(CqT~%I+hP^2Fvk( z_z?7SDOj(l8)O$83IU%c8MSSu#N%>i_fb<*@84hjbWjW`+3F_$Uh{`)F2qkGuRqt* z^D=80NgKISVja^?KlG2-czNu_2+WR06Hi}TC>nS5L|J=zprbS^Khw7};;}nFR#qZ% zFcjXA)wp(h=RpL8dUbrKDX_Q#XOI9OPF-DLjcxu8tPa%qXz*;vbJu`dLXyY}Nj~KY zRE(a^tKV-_RPZc|y-q7cM#qIcn~F${JMRKxO0?8wO0HNV2 zGUk6WG7gT96J%Nl!Pv+6$NnFoMpwGA?im>%c_7cOTZQ-mlnAIR*UEH_VI%# zA3dk{K8xSBN(vB+A>FU8ub-N0F@QWdF@Z(IkpaXDFe+#eXxgJp6gx3Mv}(aggJeT6 zC@l#e1a%SIj)ueW-jCKyx$_CEcr+1bi2w_N}yNPil4*R zh#&bu|J)mlPCkef8^B53tv1%zC~nS$Q#9-0Mb_U~mYq;ymQA0s$j-Tztxh9N)klx2 zO|LG^1gyh5L>@^3xNf`?-!PL+mhl`;2#cq3yaKuWN!2K+IEBE50^L+Co40-h4zq)*O?o9> zI<<`wag|mv@YDAB4^-?&{jT?iXV#r_=zCn_Er676`0`8^sRr4plodd2YaV_f?dd|S z#jdTbt~!;Ow>R7}ry`zixOr5}`nABj+Nvs~3c)PF>wSscNU%xdv_Cad?3-)-iD^w| zJo+(O;7cN`t)J*!!~I2gm*>Y*_h1!*3be{jYe}K0`|Bb-$67PPUAW4kq&+Qz8c%0G z3{91eIbz*iQVe2+WyYBqoKkavPCM|)mK5BcJePQ_^jo=;Q}#=9#FkqiLpNTlXUKtPd`Fs21-=2`Qtg$;41p1YZk1lvexx#BL`76Vxq&(*C{n`F^jq0O&_ay` zd%=9U$Tn?RmmQxSFcIJ{a2dD6>`a&I#_I?RG|8;Zs*7H2bjI!JheTN9D$dy1)^gRV zGtoAT6sRjYKyjmS3*;Jafx3B4Qn*V)sZ?1F6UTsts){9nP;QDH4BzJ@sF{4@8yHjN zUUY{g*Wy5gUHhj-kCZ5OtM;6fBklgK&eP^7H5xO)zeOmP(uII7EEXBexe$dhRuDGp z!i1tNOj!S-(C~7rL`hksH3Nk4g|(K2O!{M-jbt56T)@u)qoH}_XelYyo-uACwRvcOU{6FtI+}3t+S4?DZnCd z?z4~bmJJG1Bw7}k4O4~QYTi$=tL1utf4fmK*Q~1+xz0B@Tsk1Wk-Urt88$6*xzS-n zH}W-P7viN1N=D5NI&$sjn22A=7(OjZ9YY&t01XNuE>Pmv z7-I1jM5XCj*x98MU*vOYy1%WiS`FDx&wZrj-YLh zy-K=3D6{UX<|2J_`~Go%9)p2Znk zv`*@QS`^ZW5ZE$2)o@K{_@BH(eAo7a;=2q97yy>JPM`pgg^*Xg7TF=eY|^-k3GGcs z4y*xQn%ieXf~K4`%Jz1;OfSOnMf`{EBvtn8DKwok*e|3@1M;RE=GH?e&9O&?*halH z=&Y_m(cIq(1&Z|XiaF>7ro&1h7ykkdx7APq&D?j#X&5BxnIwATb@ zwhvF-+Y+7waxkvasZ1BG!|k@zAGR_#YPNJKONAOpHUvGi_toQkh0q1@N{e-%udnaN z4;kPHj=7ZkUyRH_;vSg4c<~~DsXD>#AUPeFoHB=A|AVRT3GL~ps<9WKmyM5JyZOLj z|9RLHms@W|7Xej?N-IDV1BTV)payRW%5|<+$SWmPj0{9=BBd&z?i|6N(gApdN(F@r zFV{0RRs^{sQI?lisp^urP6_Q<2pMneAWop{+yNIwxGZnqPCJ@&wBgt}pH(;gW{Xsv zis_1$_wO%Ys3Z^J7avXr=S)NY2zP~LS&p7#6JAH%Po6&I=}vuAv~E-q?xm(*EmlG} zl8+jX{g7;=?wu$xTK4c@rKsop*o*xld^%AScCX3%3U`*H8{J}uyqcL}#ZnWYw%?** zB4v+z8Ux`_Qk>u5GL*=2#Tq$H4w4n3WW3Qv5t7b0Q!dQ;P!#HX!qek&{@OCfGd&k< zBUf=Z2r}iCOfl#gXbxmPO+|a`%ZTE^y97$W3@V!-=?)GzFb_>JNYOzpp@zfPN-6|) zt9E0Ryz$8_+Gjb%au-ou6nnkMWgOip2{{wZBIv<7D!T1z3Bifz4hc<@bgf(Nmr=q7 z=!SbO1&W#_{jckr@MmVAVAfi8RzuMjkdt|E#D=J3mTI{}ZUFF#FlIV^m3Oaz9OlReR6opFH=Y%w?r)`0c6BXCj*9Yc5eE7h-M#SZQzvml|ac&>^ zD&k*|Kk(&(nm1nVtcL3@I>DY-+^bRdLbWq!PolZ!?- zya(L2rO33zy&7?p6`t@-9`w57W4 zqQEK4L9+CM9>Bt9x;!KrlQ@Vs9EYIOL!@W0Hp0xJA4(aoPTst9?az+k8Q^PwoxJfD zbjblMAK&Q7*|D}phtETtlpo-)l_MzB9$AOJE5v+&CI>$hdAuX9#X8%l;y|ypfLi?H zr`N6pTI|FX)MjO5A8EJ?H3N}*NZzqDGiYUWO1~gy;6k~3dhvWXp8p^kt#di4IVIQB zM8Mw3*7CNcMZd?~NOcX+O0|b^3E4;Rp~3<4`hEtE+^9Nh4Js$#A`q_u^|Al}IGOKC zQfhnetd_;i8d|YGEZXSlZ-uN?y{p(~t-$m?G!RHgN}^?A7@@H?)T)lSd=SgrFDZ@G ze=gI#hKkQ}K3pR?NV!7PDGQAkFd*sWTEAgV7qGdz>a{YSC;29@MTqD6>*wcPZ7~-I z2w{Ty4V;wN%LjFnTZ@W|X(qz61I{p6L}6H^?x>5^GUr;^A^@j25#NKQI9Cw}uVXbyNT`yk^V031@ zKiAl#cS%gNBkM+eE9&Z7*7~n$4?CX;m6%J6VvXWp0?$Q=ju z&_reh$qm+H$D9UUAH2(;(Ebio4Y9eU6WO-SPY9x870(z&{WX?H@nX?|;)#0$OMw!j zyuJlJ|8GhJB;uGck+Sw^OVU=uN z-<)fsJ5%8~j)u;~90y`#cRA%w@`tzevDK4=ysn0O;w1v|a-FAh^7|oq7JVubiMD52 zzQUKfW;w5A;B7){CrW|B6QEEfXJfj7ETuLyTCFYDCPHO!ZDk>8rmv!g>0YxEdM%|J zRC&UgSM$%B;~yR7QUcB4s1_UKJ&IFt!7^D7=`LE@o3&|Z3PWqJpmxUFsht~;UVxVw zLh03?Eyp!nm*`J?$o{A$#i33RV=%?0-%yi|k>8mCFE7d1B|tM1V1-j$o) z{doiTQR5V}H{b515psx#i!%lm9T@l4J{GM^h4fzMp6(G%1%Wo4ESKylnhU)i&Iz4a=7ko-6zwxK!|jd%?BLBU3kw@dp4nbXWdy5{f2Apub+@v0oNG=6VR3!EaZO@o!T zR;u!#NWnCugRTw^4H^~|&1iJnbaBDqjQr*Lx$t>SHgkR^7ChK3@xJBWxQ@Ardpmc7 zI2yT5JcO#dH|*Su*Fg^z&$nASwBjCt%vtFr+y{*@CTD3bMr!f)I-RhHv|Va;=Zj@P z@>D3w5?^%`IH%URQ^L{vnaxU$9D`6BN(Y=H(ZL3sli3$SXV!~h%1e!j`GSqfjvY-i zlB!MP(7&8GGK}=W6sL?7NBgcXK}++^)TVJ@tBpN3dFWUro5r+|N-v*vNN9eQdN_O7l` zP0Xm70fo{jDgN~L-+#XaHKtuu)8f3#*id6qaHtY!f4L8nPUfK0!v^XiR~l7iDQNX# z!g|XRQi^6#4`c@2X$@9nDW5V(yrjuwvlMlaFIF`32ueGnUZE9zQO9l95RLRh!cb4MS z6{koy(-~%OZ_m7{mag!4{)*;PoF&P-e%a#t$0z763j+RJQ=$|<|L47>!Jo0J&S&HG^;jkZ zw0fOWZCnbSRz4k%Nu#Bqp&Za}452C6bFo)m9~Y##LK#oNUG2@b^mR!U$XOLC(D1(z zojN6{AZ8>=dJ)%nBkoddV}UGXDcJ|1a%adxdbyE1(?gS`EAMS&PvIG|&-93PXfM#; zlVoqK8w`CW+^alciSy4>xYquS5J-$@zu-BmI(Qx03U(OsK@Y_L?#Y+4JKoEFT&&e! zM%wtb@54sB%NhcF0r8XoH63CRe`)`$-Bl$eNN3xD3`XsGv$V1Tq0|+6JgBLm3(#;6 z^eR9hGX^vy=v*snY|KUx(0~jR^>I~jvW-g&PoO&j(r|Ael{S-Rm)1{#)(Iu4MM$%m zjzU}Fdr6dSQ*u2-VvR9epEM}^kmW*C=`HB^hCYylq*a>z`;p$W0NZSXYe7hx+J(?e zL{^0Mk6J6x_K;q1J}trCg_uA-O)63eFuR%gd1xdP@#Vfam$R;0;AEi*(Xbo3LqvTs z^B|}eSim}EWMq6-td13kN=fN0lzOkY5U8DG2OeCYBSg$Yxyg*oMm$at5`mTmE~y^S zNXPz+@UwCk?5tk%vC4Via3g3EhAsVnBvp0#}3>d)LqrDZ71DLQKmv{~i3T&Tsv z$GfR$p|!VYJ^_j)&>kl0Yb$}l^iM!m2ThL3g>Ux`W#;q(`z~Uoh6b2BQJ4y-LBQrL zKyV>lzzI2D^bhsp%0SX7B@FL$h(=N@>T~s z-(9bnxBvlP{3UY8t}2ivX(b<2LC`J(x}#NASR%n9cSOC#h}*Qk;!%wP^?{iU6YF%5 z*b96iX9{$GfhB14`nnO)0?#}>fAxyfTR}l#@18wZ`v7aEIebYjVCyfVuVb6rD%XZQ z2-LG*ps#0ReWBFkJG4(V)<9Z(7JWhtoT91G5@#QHcFq~4m19^CX*GN+e6pWzXs z765*9H3z!4RZL7$w0yMzue8=9kUp4TTIe4BTNv;4C-nh*5ENVr1P@9 z{++0dObMv!iI};(6g)gp)d(6@k=%wGZ+C~F~A3ZOu{XuJb>GmncvD_g~@Ed zPE&82bXG&Bm}c<$8w|17%X(dFPeFF}OpZlkyxe{@I@Z7bx+9g-4h?nM8HOLKGPBSp zs8|YJ)|Q= z$VX7;NwMj2A7o_`vO1}6*@lxjIUawBD=YcwcZ>*6D=j{y_|DEk7UQySdx4@tI)#4 zCIfm}iKT#^mXkoWKfC%z%lh78xi(_j@xaedcCp8=ooK~k(-@uV8$dSM34uO?_9ga! zdcN42tX_;PR5ht-XhciK`J@+o0X3o4meU<=B9+sh{dL1Eo&p8CVOq^wR+=%IW!*kp zkK4pBpSw9X;&R8#@j^KCQnq=_(6+yW{F*75TJFh7bN1Sl(!s literal 0 HcmV?d00001 diff --git a/content/posts/matplotlib/matplotlib-histograms/fig2.png b/content/posts/matplotlib/matplotlib-histograms/fig2.png new file mode 100644 index 0000000000000000000000000000000000000000..aca95dcfc36943d226633f632b62eb0193525877 GIT binary patch literal 14255 zcmeHu2T)X7x29LGVnQw=S-^}oQKDp(oHIyjL~_1lkkCd%Nv0+T$)O1fG&zU}D3UWY zNs%TtNY3z9Bj~Mv{+d@c^QNZi%~;Ugo^v>RpS{=m*0;X3`l*VNH0e>gqx<&lBbAkr zP}{d}|C4?D{=gpI4@drF{T#G!AHS=t#0?GiUPAv7cg4{U6{v9L7nQI5WbUx1y}Qh- z?qogo=5mKxI&X&tV#1c;t{f?0d(2aVLE}pA>jb3wmm8PW=DRh-kCRiLJSR*3ba2_k zz+qoE$ayr>>4Vd+uD0`pe5~Y^3O!G2c{V+1+q1)BR8V{H9*hO!VY3BL-U#0%y*= zQHpgBhDd*I5w>T;$|&TnLK2 z*PR38|I@>cl`fN=nGZ?G*!A*lKEJ#;K0c1;=r8r)Mj$52mIvsC-G9*Am%g*>FAfMe zu5szyIgKrK-Lkvbl9G~#4Qv>+k2+UFtFa)~L!6BWyoV8Wu)l>>U*zPD@LxlX2@^mm!J){nYO;di$e^ zlO5Vg8*A0ki?!Z)rkrTaPDcSw&L1t(Op>PY@%mCyzNV<^%|Lqo!iTA;sihVz=SWDN zkcqCGY09ptu3qHrC~>nVBO}weboWQ=*AJEHt1Bygr5>-={TRK_%hUan1VZNH9J2(E zn6rF*`Tl7z>7tU71g@5cT_2xP_*1grRf}GjV{2I#Yd^OYNIX56sz6p=clGMk8#iur zq-**I2UpY{`%Z2XPog(6R~7oW^j+soRE;-*QH>rwUa7tM{qw7HMRI7wvJxx+aZ3=R z6?G}fu~`~vY8Dn_%3_-fPuTxLKUJYcA3@Knk8qneK6?E4@uNqd@M3rGrz$+EOI1kS zsC^b3%*12S{Qmv{*rds^v2J*(&GiQUL7wv7a&J$9C!1~_jfK_1Sj+C8L~Tclp|(~> zV`nxeZDI$K4m!{1lhShixjWJ^_1)_N>WEgF3UBaB9Bl7>XW*T)FoB)-f1U+H|9Nol z{eSD^e?I!ZOz!{O@H-3suh0H3qyO_XSzeuvj!s%yS}4208Z0+AH@8#lSvEG?!E*0N ze)}MQ{}S(YzTK_gzCv^kaOAUR&nhV?Wo2biv+I9yIOL(9smtq~X7c&vS_x`|N%w>$4CVDH@HLpPQ3YRFvGkuNX#Hvy=BlC4TfJ zOgz2JVRLOU^{27vzd>|m83+jr_j$=VJLfIc2sq)t7fqGh)wwUw?-{D}$n)pVFDXWZ zDGS_PNKHr>#@Sayub(`@C_FYjJ#AK3S^3BBOP^7)z%;tO>Rz0ePMmvvMcvWxrlaGW zoVt7{`{Mk(_};Us7TtJw2%L&LHpgjHi4e%-z0fj)Jk!Lo>o_TO2M!%?erjoHnXis- zh)gMSs10KHJ?m^;ER1XP^~2*D6l?>)80}ww{ml{kqcW_!vb<-jsadqMye868 zq5#EDbynEgd$l5pjH-N1zl3ynly7gX$B93g5ca2HD-M;H+FP(rGO-PnWChx7!>%_s z4&Z3n4a@tm*4j)=O!oFO@87?N)0|CBb$i$Em*b;nD)yKee6TyX){)%>Q4RM~2|tWh z-T4K#e@gsJeBXfp;#ndT>|FKFvxj#N{@0xRPeonk{5hv}XU5j%IvEY;&?{w8*)I&!0aJW_TrW-U}&k z@uKOgG;rk*R-Kc3zLB}Gu<*6&Nl9VhsV`a1}t*x(f7?un3^70A@c;M^9Pp)Ma4Aj9t2RyF8o;h4jM&|J0!+Uew82|L*JYbA* zZ4fs4TmTMhO-)1NPUyuBZXsi|cd?==J|O`+W9e-pI-3-VoSU7MRZx)FHTVaUeML^y z{?zvU#V!zJ9pr$msHms_96e^=g)?f4SIo+;uC8{iiJ!r%2kuU0PIO>^5OC<`jk#5j z?>%KveSLkVUcu6MTZ+SQO|ZyP_nR9JPcR5Na}4_Z-|>#3eH!I3mDTyt+?*U0qC>*Q zX~ytawx(-h0#Lw7dYYP=T3X)uY_1(Sa)cNa6;k#8Mx-Pq6%`jV3cEM2*k|fuC)(4v zo$&QsrgfzYt@6LFioNFWp|*B(Zsg0_a+-RIzP^6YX@PiDQzSn?l$Go0=%1D-sWc+~ z&d#>#3Udg@6IpnUAhmw+9QASfS9bi8vXzOz!0=n#7811H> z9*@~?)iqDE%a(M(rU)x?HV`#N9%y<5>iu1qkYH?KVG&lH{@ft!VkD>0e#B^Q9X$Nz z`ZBD?YMy1=abK*2U1vu4mUS)te%Rci_nKKc^_7)9*-`$e=Pp|oo_U%l8nZ%hoP*c< zgE=ZTxQMs#2ni3j94uf3{)V6~tqZb?p_D=;q4Y+Te@q%)E4*8X#vqNR#4@o)RbtX3 zVv-|2e*Ea}?mo@Tu3z{g+&t!n={bZWB3Q>ZjTFO)m>Wcph@9e@wwAZO^}~-cbt5Hp zYG~;1sqS~DnH$5dCcuXM`ib*|ebHfFJRcNKJjUB7O*mq)Gs zY~$r~5V563_G=0NOkBP^7WahlSwMjB-Gwm+fUW48ra#X=P+tWmYG-Fx+Urk@4XQm` z2D4CdoiRJ`c z=3sgb@b%ev>lDM~Pv?W*?5@rI^wI@(@Y54JA&C}!OvBU~Obh;i__IR{Q*Ff1hGp_I zMC*_A8CK{=1oYP zX67C9xEMKa-+S_;cBt}UD1f8;>^EQ#-isaDdpGyWR*c|DQ%jPAbY|H@0A}gp>WYMf zf@xD~hcQWw#HY?}FHf2^#q_5rGf`8Au2*CN=4nC#v$i;CZep^#JaaRnu$mTf@;LBo zGA7ZDEv9l&CwxF?Xcr_hof$gwA1Rc1?E2itn&ZT_R?hEWBpA%7fmGJ?tZ8cn4uHPe zt097Sb7KSPHCx?<^vt~Z_^9LE(Z=YaCa8EYXjTZeO`c+$*yc^DXAbvk-J0h??Yy~ zz1CF$rs1-!jUQ`CfQYa-(ZS78zP>m)Iz0R;EG%q&Lnqn&&qxTlJBAE_60)|xot+^x zv8pErU@(~6Tql@gTWjm|eBH;|T2D{U0?W19M(A)QoqFa(Wz{adP(u+-SR=32mY$>G03vD&203HiI^1w1w}4gU$MP8Q{pyLUfcEJXG}&=3!pXU@eShQ z;tBEbS;(@8kdS1T`PL-)veHstGA6s9@CdG2bUED%py~PZzs$`?-@JJPi6Cu-p^k=O zi7V+ZFB=i+nbD4c#E-j4xDBXhx%avcWNzEl%-R4tJFq31YE!v~HP7n+yN{8PZ9}%< zgtDCOE4qLGKG*^T?j1Z4GcYxp8Xe^~Z;TSIfSGB5wF9|@sS|HC7n?N)WCCK+%a<>w zU40=Yccp7i0tMRj@Qu;*QbrqX6BT_!orehqrO517&T{jJz;Ow&+48&eVQbPz63GU0aM@eB<&y)>@4HC^qhk~GZSK5_zAPb4?E}zhkn8=@dNR^)X2GHM=h;R zT6rpJYHA7!3VM3$hK3T4`Aa^hCR$rtGX(N{PcS?qBB`Xdse#7TwP8X}E=l)M7sy5O z=Jtv2+#)l_AEom2P(RyZ?PMHPFK59VZ$`cmqtT+u>V4IoTq_C;DQ8y>(NR^4QZZ9H zW#QNpf7oY`j;)vT)fae(VQg=GRyt3-xTrpN=9cX}5B@RV9rXT*;d`$;QD7I>_m1r( z@_ShS>)b!C{PmHT`Twt9`1_9oh5= zdM~1Pv?yyYFJU5m29xJP;4(4V*&z@h!2e*xpTpWT0aEp68&*)U=>{-~G5*ZLU~LIK zHG%XZA|k=31-L9*FZ{l{UKhB7ei1Q)U6>iv5`ghL+R-f9`wtv|KWm7-=5VJ>69<`x zNcl^0wCZZ5O3}uTCKoXv6fF82^_JodaG4IoJ9 z+O;=ah)8+?N0Y0VWLXm_sY5_m$kjZ?PJWpV2H+N)OK@xi-^G9Z8pr!+c5qN@6++Rx zB4o+Z;7ssfMVjnAM(%0MHMho;Lt7d}O^J}6TsKW=rDKiqx)Y#RWR)7__Vw%6VlL|K zwp7&wfB{I^AqcFL1TW5(av=s4M~1qzbqN;Jy7?zz_!f;Kcfyhu{cXYC1jhkO)2LD7 zW11MPGB9l7!v6fB*8lwZvutur5CaA~H#=OLZBXLM@j8C*G+++pOu(MsXynVC%Lg3| zl#lB~qVm&wKAie}yI=SH@AqNwNgWUoTCIusCNb%~r)SqiXw$4KhqlHA1qGS1h6D$b z?Jb6*szy&`%V(@Yn05HG&edW4c%FZrN-IP?zKYrM?#ru>eHo4XeaCb}@Ma2jy0$Ta zNErVg_{mIjG&95BKR`kh#=yM-Xs+HFZ%qP+{k14krb0X}6B_+IXoRK}aFj10Y-MF- zELs^f6ci7C1JS{L$YEVf`0XMf$efoBI*hMn^gRB15ebHn>_e>K=HmLjwmpq5(|tWv zRp+_6DbQ@0jU>6XbRw1Wwg-`FU?lN2KmVaIXEn z-TM#P%gV}v4!$%$Pt5jb0uZbSl7&c9EGY{z<-p!W+Tg0B^n448i-AEwcy)S1k#%AgGs+ZJIY=$>YD1Z4wNJgZ4`h1ZnEdl zkV!RDvFmp;X9LanHHKY5 z++CdDweCFix#kL_&8@{A@9+Kb&r703y?d*whOu2pZn0X{M2sfJbsn$ydnEQk$i0S# zhB(a|PtQLsz6%0@lAIjKY9L!pCZD9BIIw^JxpU{T2HlD;lQIO3xAtGUH4$t-Pn~Ck z^awwuEEbd-U?#={I(v5+ZF{pAEt3kHmB zSkRK1j`Y_0==qBmM?N#hdi|}j1$nS@ESr8|v)4D4>{7LOiKmdCMAd&s2$w2)!g2(dY>C-lPv@^JZrj8Dmjg?uqqqe^+@39&rb{ti%Zf-MuMe}Zh z-pf#~8#@Zc8@x{%^>1*cmVlIWI3yU=* zVlx%nK5&A!(Q{$!9cV(Z^dK|$fCM|Yc|?n4tMRhI=am(AHfNsR>A%RyDZ`&RP{2DR zcDpacGBP=0dps#6C04}K6*47wmVVfDE@G`~6jTz=<>?MuaFopXn|!ttux~yqU!TAR zNl8jpgAnQ?YXrIvD4{@Jm!OITBF~oyw@QdrkgLZ}zFc1biE=!vg~22`IH6^qjFM9M z+@xbEy_}ok&6^*B7=%D8Hfi9Ov*g?WLj*znX;4t-(kRVR@dL=q2Xf7Ww~V4~I}aDV z#3UwOm}mC@_a>0j{cvz_&{{uyzW)<72eLi2`FW$0y`sE4F}G}dQ~7H2{->aEnnL?Q z(cx>aJaNtj0ST$Dw@NBVZjh9{etnAc_-6Fz7N%+iP|L-|Iccts*Ez4<!9#%92sVqy9Zwty}i;IgcE-q{! zsqhU{S0{m_f_Gc9df5^uP7;kw*SNCT51GR;YW7beEH3VKv z1G`R6V%9KF$86&eNt3FA*;s!EC;qFw` z^XBH}q{ksi=HSQ%B^Ngx1gm4|);tc};_S z_Ay7s3kd zJ3<=cRGKSa+oYALJFZL9l?3u9YRn)aHHxeuM#K{Ywf)y0vhwn}G)4)WTzgE7d>egZ z@+=%k;~NDL%LLqV>6Q7L+tB{d z*6H)3lB9PIcFoexD2?n<*Ck6j5dOrCyRFY-bJ}m#uB2003DQ_nH}kggEswWJ4;wzL zJ*tGDkL+M1Puf&yR`Z`r5pL5~e-&CWkmq>0r{%U6z=4Do{LgA6q;92>AQ`)@g& zA&}>VlMbWDUz?@TtQI?FH~g9 z97p703<=F~52wj-RVM`_FDXFG&mCg^i^kdVj@3rjN`ni2kQrkcm3&HYMfdBqgo9Cb zuDCy>x0_GjOrhC^=wEzEJijOS1jk89L#)58Kx8<{Q97nj0}YcVYK%)+uEXGW=CG^7c(3!Phi8>y#5sO z-mj6o*2$!eaXFX7dkGE7Dwzf)TDAHtUKbMM=AgqPu)`#17!R9@jm8hgCRa1Juz9}tHc&!z9)V}USB9RaVu`@~$dLuwKEY+di$X4`E%lyQL!9BO< zueOD$jjp)(rRu-A$jlsy(3H#X(Q*W30wO(6tohc)YVjx(!tT7V?W9>-!r4RBBi3_T zfI$t!W$VbVR>KX-+>_Un$(M*AZ}J6O*RnyBtOeiVRf>QE0_a?=NR?1O%3zeqnZ&69 zc~POA?bSDgC~%yHLkux_(SVZNOkF(j3v62M)7LS7C<rO_m749Gs_LP@r`{D_wk=45mmy_!i_NNirMjJotLI`8aP4!zgOoP z=`GJnKtL|WJ$UiqAyTebTfnJeYtXyxUNrcOptS?2r!2l;pL8R6QZEJ(T5R-k5Yf5I@zJA4rK|YJ8sn1!8d(6S;4BS@$@1pLd8kL@yuV`T_$3DIFt@KP6#{ z4m5rqluyS9p_C8huXPgwJ0D}!+jRw*$ds1WA}90A1H_&P09zCR~%NH?KbW-x~cIGP?kEqzG1S<)30Wyy>zH=&obJYXcF7bK#K=S2dfkfB|icx(J>Tx)!5he zncH-qK)F#0f*LSQNO2+A7ed{PmDnF%+`S z>bXU0w)HHOo5tS9JH!{Il?yt2lfVrXXqJ1eLZcjRwwm7~JwxY(lp{=$jFw9RL64zk z;C5je(OM-IR7V~tB}n`81!h{dC5JP)kh^ScZHe4n;EeTvVnQ*sa?~}WN|w1sp&1K@ z+cuF@6aZ58kL8q=yF!*HI=)Qf(s;uoBO~$rqdDv2DY2kZV4GVi0=t}e?FWQeS?j&( zMO>%CmM%}0n$`6|l*ia|58PO2LT#yUcMjrPG_#RqLqoS&N)PZN5OTF^r;Uet%ws#w zDzphP=wYe9uVBaQOJ{vgRC<&zwgr6{@exslHXjf|>Xl#lQ}k17t+37XE<#L6@px#v znyMOy4i8!ZWGo)xjeRTPU=}Gh9s_mMybq*VRes6qbXCPvbi#lPZPx(v8>6SXo?E#~ zNJ~d{9TBwQv+ZrS3cfwllPf)J1OSDn*g+)j!1WPmh-fY3YKl>g70pD~_al3s)}g+g zmsd|#XnFt4&+n5%Uwdf@=*hZO;mqE^th&N-@!3IJ-~2gvrXX>ON1*_C=!|qXyUXu_ z!4pQc+)JuKTJrC|Xv`~o=i}i_$NKEPt1;KQ-x@tM)kMC%T^T(!TEQD~3Cen+*T-&| zyl4dAwhafZ&wd(y4#!ph> zwe{(h8+5-?K8V-WHb{}7(Ejm?ln2qzLhIk&ky7|HamS#@Cm^@Im8 zDt_nI7mj{SU6#?J*WsK-52U(*rv`3cx_I&6pMU0Aw0t;ff9mt>z88GsBcX*-Xa&?dHY_aQ3ifc3L0iVg^^j9Up(q?@>FoVEj{IwemCXzSh;$aK|S zon_gW_;z|&V!NZk&T~cLt!010X5Uf-dARKh=EH%Eo>NyFcx?+ztgNh{+71ars7;dj==@W4*b7}dVNaf6+Ml#wk1tA6VTLzu1{QC1`tPJ`}8{B7|b0HoTr!`Z-DI?V8g z1vwg98F6P~pPe2llgQonjr`YDPspq-0vUulm)Jl-Y**#s|CkF~bz9b*XmfZCii>?J@WpCv&?ufPrq9JV#(b2Pq}PLG&q{rFnNn;7GPr^Ur& zoE@2%5cFKKX(;3^>sYv1tB>)1IT&3Uqa8vED2dR?`3~tcDEij`5GK7+A7~LG25oTp ziu~(PM0e&GqiHX&H^fO0`x0tiZvfYT%$D@T3942t_u;e`zR#pS?F!j=;P?1gcNNLOmXob|qlIs)&g>iJtT&JGBCFj__2+#DcOg;Xu1<-m+>YmB# z!eQ};?F*9czQ<|f8=wrm02wO}X8?1gp!3-6sbJk2000pl9*r=y_oSFyZN_oIdSrLTnrZgvA%qfr#MC$2Tj4(r9E*a;i^UV z==klT+>p>BJK)L~DAu4?meXcn;ZxUKZt2ZLLz9}>y3#fX9lp@t#8;7F=yZ(q3WLd_ zCPQXkVr~#A1Xc*QP`q?JeXQ7R#tssOQPk=eL)IKSPSN`vuDO%!%?)o>ZCFTK&7rZ>#g$;Cs4nVCCFH_+?Iwmg6Oc#h(v z@i5zw2nB^O&Pu^play$O_Ec56&o!i&GBs<{`B6^m=N1>uy)-8Ua4dP5Z*oE|BDd2Z ztrJL=DCS63j7+BQ>%QXX_0r-Gevo7OYMpQ?H4~RQ_Oo8N@Uf5`8rhmPsx}C{FGxt~ zOpc#r;KsgP6`yIB9@#JQ9MbjL>S`UrFaj&4U-D z5N6ub)Tvhgw3&A=bf1m4TY|dnfUS(ha_8~>qfD$W1uqf;#hma8F{PHQ;~2*e4}vo` z>~z;G-jA;OlT5{2MerofED6c;WH}$gc$gV+uLOK zJ7c_|jb?kX$GjOtASw=I{rfY}VRYalC*1u`~P`@Lj6a z*Td^qL_`euKZIR1rlEmWFcT&;bO)lL1vVn$?noUaTQry;ve039?SiX<|5L$~Yc3a^`Do6rzj z{Nv-tkI;kzNh+(%DI%<79dCC9}EtAG~?$lQVo>xXMvO%jy@nwU; zgD4SBn4`!L0s{pUK_MYr$QNh_hKAue&@7gh-5ecHR@I32-Bfj_=GFwsMyRJE(Ewwv zt*sqh0hK&xKOy$zI&RoSUPWzrvGs@u3ojJtx6AbxdOamJs>8Z&T8N2>ZCcpAC3L;4 z8wRlp+67!;dqjIIBO$tDj!0~8ZSub3^jRRHGkra*dq?mJXmj}3XlP8U@+C#Bji*4* zvKxe|G(e%^bG;X!(!QAiF`d%}Od<8UW>7%Dsdw=3yjw!h`~W;Z(In-fB{a1GgU2$W z^>l9>9RjWRGhgNvQbiX&Z+qz7yjKcGKzK>)2UDN#J0!p?WazVMnwjb1vzZy2#hVqE z!!FIDJ1jlZ{SKP6Qh^To=J?hXn<&!dX?0@5t~tcN>7WH2BjJn2AKK+m z!v*NUNk0Znl;(i8Og<|{#x619rfki;)E>}#?96~Qk_N5|YE4!~htKwvpF02vct>UB z*@A=zDwD&Iv{7;(`<9-)9dt+Pcny3~vL-gi2{ZjMP~w(NRS5>M8Axa!p%GgHdPo&j zlY>*y!8qY&7(>Q%uUfmXGzO|S#)x2!6)18f<~;Aj<{HeU#QLOj+w>J)EvN$((9`i;=@|8Z3!v~xOJVBg6qu_fv zf-V!UFROlVH|VHkLQQ@B>aelmfTInN_O?Y>V|xo7jC1SCJeR?latIgu?y-d8+I~fx764!5XJ}srk{S3T3oQ*@bt63?GibNd-sw|gW2qj#vxZMGE)|_bWxnFoq{j&P zd8tzz$PJ(+0{K)a(A7THq^9%jXyz65>4V35{}gfj?njjYmBBUO#L#>( z0Ne6}@$RRM!};A*tpG4>kL$y^rBhgurMFfrtBLK35W^n(`VxET><}mr#Xc+&rMK{k zwF%5aLFk6+Kr^S@%O*LuD1BSR(?q5w#^lQqs_^FX#*!cTic@r z2`qH@8&NSbvVSEi*4@UzJ&nmD2@3F?jxzQ{*nUAt%y(cY9jU6~jL?jyBGVKrW@!Ft zUPKb&K*-pfW+)RCRVR>ZXkVgHn6RJK2g>6uYwkW8?Y5AB#nwdnx>$kREkme5kk4p$^1M>dEFu%Cf7Y~7EccrOI)2o0v zLbSJ{UtuK&!^?4sm%(o?QB(=EhA*-$TZH*_gcB{XZ|3b9htEPkmj+*HR})vo=e&Toz_a_8$m#BTs8NW3=C&}aw#Sjh121M0ttvHv{u47p8)VpC`&H(3pbFXHW! Nl~j_*x_SG-e*pI$He3Jz literal 0 HcmV?d00001 diff --git a/content/posts/matplotlib/matplotlib-histograms/fig3.png b/content/posts/matplotlib/matplotlib-histograms/fig3.png new file mode 100644 index 0000000000000000000000000000000000000000..5c131ed4c4c00a708a44e5a4fc6eb6dbb80378ae GIT binary patch literal 16371 zcmeIZcTiL9*EXt;3O2B!0s{5|Dk=m7DHfzkZ_=?Lgf4{8QBV=7O7GH3fFK=0QISpr zgb+#s0#XB^_jXo5AAj?nHgo1Z-yiRM3^RdbXYaeLa;@uHw}*n91jBBY-CMS7VUUs( zQ`)lSAEzx_w&v{o2i~b>r*qh{MYKpt?6!(+#~7L3_ONRCoaK+ZQtywPII}c$ZFvJ^XF4L;O$@bzp!O%f=){_ z2{OTEJJGMrR8&-&V()n#fDefmdwO~>>e$kgBw?4e;=H`aRX&H{Hhz@%mVK2>7ZmhY zmuC52;ljw>*3GiYiT8VIx6(fS(3~V+M_ylyUf&qYcC;mJT-09L7+rC+@&116|Ni6Y zfcpCSfPjEpW1?I*-&iENOG;KYcTLqrv($01SzeS};xK>Pjqb8;@j`Ef=jJWR^~HA6 z|NQfh$|V<<^^YGv`k$BAlqy}O;`SW9qK(xpVHdXNHEzAXhu5(2CoJagFV&0?Fz4kW zLPA1rSPv;Upr7HxP%}eKb-~=MWzK7hgCZg#clqwf-qlrjF z&yBV-t`}Jie&-9yK@vDmoY;ciRr9RSdRWPu1+m-KSkPv)TIAH?H*z4CIvqWIz8P8Y z^y%`Re;npUhmEA*-+#7kvkdlg9L|uxW$|81>qts_t>;=r-UWrv^k^v&%lW}*mn)h% zhK`Oa(JpJly}JubWh6yxh}=11Gu85S!jrG(S3Kn&Xwt4Owcx*Y?V6BKvCUY=vxX>? z(`#54*s3pNZ5$3oX;n&)CZuUh4>iRVYM!JXq-~!C@wQi|uY}L>i)i_X8xL2ID@Mz6 zV-@e1FuEm0LU~;nFC3U3^&km#9^R)k#@xl(jB%=^4N)kaSx;qFg)DyFD(|CXU`hT4 z+iUhrs=L$)EQC~{PLo zFbdD#Q>*~HfSGQ*z@otbVd}qMHsAmMYpDOtgQyWDk-faUgdOJ6v%|fJGZp7Bo}h^i!%d-h~?Hl`ez21X)*+go8!gJMQxSdtnk3& z$grTGyzUR(F6+XVF75qeq^Y>c$w_eEyeo74!Fov6BbOfd_0jzBw{I0-gk~D=Zr!@I z6&D=sKot-bErY54JGW6Pf4Af5r+7@^#fujMIaS|zdS-X^{OeZ;_kA2e1-o|b%I|i@ zy=4=!&2;9A!B87YYR`a5{q-+*Y(uy3DvbE5a6 zq_p%qUQ<%RwLiOG4k%%?DNZ8v`cogan+8Hz&--g%ym+ze(7At2G#aw%%vdM?sZ+7) zSl!5*=+>F}$tsS9>gr6r>ku~df@X%B&tJH(^Y^^MJ=1h>d5}(MKm#H^MlD@B;DY6N z$$XR`s@Ay%%s(e9-fnszjQNkn>ELVp&wC!_)=iR&{PpWe-}|x7eDK*Ws|I0#()YpB z^_wPx*Kvl}!NCy?KGVFUAACjU)nuX7;2&#^ss~T)r*dJ7ABn)ywilr&AI{1|iMp`= zan_m$0jqNmM$VlxAZF-Po{n~2GEz`bfDztkxWD1BIt_zW94?pCGa{m+^&r!oK7D$1 zb=4dvPw)n`Bx1yUFPa z&!eJi3w@s+SDia|?sw|6ZzBWDf`|rTk-5x=UAUvWTU1C$=)?*A{@TEejOdDsvYxMg zfBN?A+e><)NeKy3q-&2WhlocmYx0_RX>-C}(UP!zJ^8X$-eE4aQ9xEpi%HSWyBQdS zQ6mA)y2ZAZuwvZW1ur(^1mzkUJ=&%iFL|K614dI>S!wX($;Gsjr zbgg`t3tpFbI!~K~zgOwYF+MnW^w_auEG((RkfLx;{~N!o3N(Wtn@ii(!gNgo5!JCqB9RU5i@DgFFEt{wUgfCpzD>^T?4Sa{yoMJ6ktHSwZ+dGC{hZ zI@wnR&;TO2Cr+JA=F%Xd-5FSef`b0sxTJ^*aDb78S5mpFt?j|;RniAA8a5i(^TZWU z9-`y2qyUC);yX_;YIUja=RWNF`*{hiAfT<^fIM0`tLF8dqkpgE=izDQ5C2wGwPEcr zR^d@9t9kLY_7BgZo#t90%EDd@;=|ql&ayp}nECK7^Jq#em^4H_8vy+PRyvAM#z-XR zMx2FlExR1>3!6<$N*Z)h_3-cjADEe+=hn(I@i=&Pru;{O%qAQnRgl-~AZXPFas|)l zA7m48EO=7$!JCy|PFngp`{L?+_xxBVJRHC;Oki#OxRCADD_1hi$VGy8rV3KQKJJN$ z6-<`w`7_14XdWJ(x;5bh>A1w3Ttvk@|JvPx{jAgrFabo;zSDtBjS=l-ub_9xX@7|f&Sx6}Il9JW59PnUYRNgNL z9Gb^A!fXZEv7f4nUz(+;_P%(rMb-|{9oX+HJQp(K)bsjimR8%jKV#EE1J0C>6zsRS zKB5a1*fWUiAtA@6*V1NYW{`wb)ntV)Yw2PDjLIHlLDkaOsPM-o!*Q;2{_-Lz%1J)a z(b4DPzI^#I){*P)XvaM{H`a-0HzlM7&VGTqk?D%|1J=HkLhbHN+nY|pDJRLz&d*~3 zE@nO~uk>N-EOS{ucvku_r-~tj7rRT7p*+vNmY0X~nIfGOC`2(em(5gaIse9rUszZe z@}ORsbE|Ll4d)eG6B82}X650TelP_78gxlx3Q$?%xA&0oEiDC{PtpIjfW<~K*ai%z zZEZ{#fB^Qvr$=37AF3BfUQm}p(45F_5HThde2R|l&U#w+-0{@kFK%YTC?UHa1CwWE zg1&wGX8Q}XW%eLUnM*xGTScV>@OPo(;`2WVsMk!yn*Z|U%V*B~DjbZ;76}Op>i{Fg z%T7B-wZCmWEupNWbVaXpv{!jEcare#RL%y`^3p~So7DrnY4vi0eo(FKI%LqauUoT3}FoMYb>R?4t5++ zBG`5`pl7GGl|_Igx$DgxxyGW4zYYgCYr74XC7RA}(KM`0e@O z>S%cQs&pWyfW}V>w#>)JM@~xWPb?iEkRcGfdG+eXqTjFK<|J6w&_!B)qQ!up8A#3x z7Yv7gBrvXry??J*=Df;h+M!*Q4j7g;EdKQZE)7;*Lj|BLzI_u57fnb^6qzSkt*x!K zr~FwKd?c>6)M**e$L=GSlI_Nzw#c@f>;>fD%`RMY=k;y?di#WD_K$aO0Oa0`^P*Tz zKyzRU5zGj6k;rsnJ1dh$s+$fMCHo@=a{%ityT4ebhl09*YpLNnxaq5Z2#0VyNf!&s0B!v`yQP z|ME-Y3N|LSQK-|h6a3Oj`_12tP5$rw&gRqp>oYf!+P{ze{RfSq_^%J&EIl^IOmiGa zr<&;b(e`GD*!1kSCj-%$cvGlfU+<|%N-SP#FT??+uS`H8?I zvOI-l=(<7eYRM_vedOT5-q%%qclQZfyA?SMHO4@$D_xnYtHgdMlc8QUm4Ue5KRD=) zD=}nna#l9?8%e2skFfPa6X=%TjN7SM7^B>DHl!Tzi~$Jp;4h?v_nJL z&;c2zm49Fj%Wr(--G(pQ7d81FTk zqh6W5B6%>V2WFQ^4H{n0LnAT|$e3xP2{K66oAn+iq64FR03iLB?ciUPs~BIvh`ec!Ov@!h}8_dm_*f7IV*rD*iGM}=B3cU}X~ zvhm_ia9&;dyDoTga@Enrg~g*2t^d06z+JRk95R6IdeUf|?hMw##Ok+W0{|H@TkI@0 z6+Pl%{Kv=tz1RQ1KPb}Rw~*22sN`kf@X|H1#a9c8cEpwI5y zxuY%6`5$&{S3>H9Iu8hWFR#6%S!c8_5b^Edu@8^`Hs66$VWO{Jzc#9+OkinD{L`A{ z@iIN&1xY1W*6&bIieHdWmUo9M0f$cmdz*n8HM{o903XJ5QRzut&}GJ>Z8=8DpUSGL zs_4;JU)*G*>eX)780Xhti$|h;u^hi2Rb(BL@3IaFc#X%P-s1Tzm0LzGQjm$A-3Lc( zB3IweZn{%dsuk!F5`il#&YTL(vyOM_bB2)hhSZF~(0Wctca{yJf<{c9kXkt)z<)g=SnM%~s zHP1>1+yMCXH+k6K0M6{4w>OZ$NF*|KQu5KG*kd%c>_0D|1qL9O<9tPsB0yXoU}93m z*_gin4@Zxx2jmWvc%ob+(kTlPsl2@Wylj~DwFUv_l>*KT1p-~d za!J4Hx*2kAVx3(MJv*7_%H(63;d;;7r5(4sbsqoX;I-1*uchbh$}zjuQi)<5dg~vr z^E-4pU$T}tJyxY8eBM_5%TjRY4qz)aVNAkVoKn2D6FgaPtUr^QqI55iq`?oo3|Z8{Sq*ic%KtjuUfPu zD-yGg{TmcPaju0ra%FWDWROw_=Rh6vnzUsaHpK$sq?Hkyzhum#E)cTVjvP?~?*KB4 zQ#BPX>*)yYc`w0kH&t`KB;6A9r;{Qg&XC$*q<7sJ3CW6mKfk!aKis7Yy*@Xo3bf79 zwI5Cpaayts$KlZ9t`EgEQ0$7wu2Z0=w~ zw6C`}Vd8t|?jS!u{gP6<@G-c@I^Rv~jm@oK84kL#+f zTMu z3k?me^5sxB9VO$4jyH45AK{eL)w46wS+%tu7Pr(qaDt7+qik)*QeVf!`~@l6|HiL>ch2rj6%UXjPFjZ z05b?g19dr%(( zi#zg5*5HG|*H^osxP;QYRhb2W4CqU;6s(7uAC#=V@p0@?21Z8EzlV&mCBPG#mBq8G ze1fYbaTPz4~dIPc|^A23*~*>z$$xA+b?fWgllq-c0xUTK=M01Q04M89JQ} z4GkCaf+Bd0K9oOVwVNlSp&cTl|L&bTuCA`NL6>h@4b%%UUUy!dRWB(@r2_4Joufst z+j)5`+^ndkjT=Nj!H#S#H_jx`a5UYHsC`i>h6CeDX zuOn~m!1V`dl`amjs<-9=bt5dZtTWc^{nc@<{h5f1FP~c9Ud$;7Nf|0BO8WXA75NaE zqk%6x z``L&bDfjjQ%eW$guB5cps|4&l@M&$n$~V!wi-n4;C1Ami>pxTv(C zfi7q5JQEG5m^8*ZJXk!#Vc~=IMq1O2k7()m=eEsh6h40nLZ?c3#}U-c5d)p$t({`L zrBk(B;z!d(q*;>@;VxqYOz^66QwDl!*Y*($v$9niru*)B_B8RLziDb^Jfr9_>dVLy z&U!f3tymSK#mk2NiD<_u4^BZG6F@#yi54K_5Vf#oIw~pwYShXh z2n`Qe7*;@0vsXm4LVys%xsVDh=VW$s_6g%5c%rht!s-E~4J3RiFf&LCGu$%pDu(e{ z&l=dh(+EeRZF_eiq*u*XP(X%*l-@G=_%IFv)Di`QEe#`g2wD$)lvPej><5>f2VpIB zZs2=lc<{rtN-oHi_GE-{Ylv?{l(3dDJ5aoHo{Y9^pGOX4EjR8R<7Nv5DVlgpEu2R8 zVz!Eji6vhv(7Eb8luO5ODJSVZT6N3VVQ;z8)j6#aKf|N@M&78Dd?zM;Fcd|a?$~|U zqJb9k&(Ys5sS5gXR# zE%(?aKi+n$56*KbOG%YOsTNreA1`|_R>xh|^2U0+iyXo@LNfxceCkNQ^O^(i5p~ZW z7HTd8Bq28Oe(0m)M`?v?ic*60=rjHrW#P`W%TRgK7trOJMO?h7oan_;ytKO{CsoHU zd6yBp(WQwc3Kny{%7+b8nRYH+DdldRnPyN#L>fcW1wC@4;fWL`oTg#LUY?#j9c`fawT!Ax5isf$>S24HU-du0bb!2lwz8d+JZ_+*mn%`dL>tZ{a zXSSiO-um1kq;$MQc6aH>4)C6P{!cnyQo5utEUeI<_k&W|M2|a1QIEUqNd$WfV_y5J zgfBb64b)9tNG*{#W0OSZg25<rlO!45p}t zChSW+#$7V=p)h`nTGEN02=l~54VFh3%Yi2H=nGLuR+=qN^W?!^Bk^(_28F4v*c<`m zwlEPv7o*$HAy*mi6GW?zX-DFGj2ogp6OjlutY&WNwfNEiCdxl7jmi4p$yT5CT&MG# z(@PI}tTJdH<8kP`=Ce@yUvB$E8XGiY#J7ML!RMKz_?9JPQhm8vvi!{S0gn*!+itrk zmo+KeN)=qf-Tu3gAS8C6(a_+u1;DZxc#C1D58LXX%F*reXULh0E zvOT$)CKQ(Sr+(F_sq?;kwh3H3kob~0=$SNreCcV-C%A*{6_xM< zNG`y$^H5o1T~_NxG7P#nLlQj(KD_zHA}OHJ2?8ZAstvl)K&eItk_eKDE~r(pPxNF} z(`2;GTH(DgEyE+R_KiYqg}6JCvnhoipW!?~b(X@g@fh5<*<;d?Bc*MWFnGVF=mG62eKl<(4g%*CgnH`q0GWMoG=UE~#%aV9ZTT4_-xsHbJK=6`# zK~xbZ`)vsU1r%6!M49z?;x0TJ;wt|@D<2h^8GGIMMOsiI{n_M7GE1_+;saTP3hEZ< zxWooKv^qJo=uWOFp>Wpz2{84%yB5GZeA0AfjmBn7CF>Ynjrm}xDi{D#;Q0hE zD>?gaQbW{<9Arua6uF@Lpp&uJ8Bm4nihx2k9ZIE z99;*#1_2B{`Pxm5m^{U^`OHs@O<5*-GQz3IsTh{SM!86Wk}wEC+D)bP#hqeF1xH-RXAI^E!Tie2U{}N0lGR9_7e^t&d=?~lq(ZM$#hr!L~u`S zYkm3Fzgj>eIW&S%k^kMyT&FqapjSp?B^jc1YBHZcyK3;j$C{cNxx`C5)>zp>sgsE_ zRPs#`k**;#6H>_s)Odd7?y!;+^&i!mR!+vtmTeO1DM}Ru?=N#xky$sMRPSdvMM!RW zxBWwrdNzf)hA=zX^44m0gh1m~ozp=iu?fD1(EspECin_L;r<~tQ_s0Lhi1J{Bq=xP zGC{_dLsZxF{=Tqzsw@PS@)L1x-f|CP1EtO%F?Z=rgHv^GDthCKtwy~0yE3sH-qXB?s;P$q zMl|AfXWv%C>XK_19(|7!h<-s-Oi?v@4G1Ae4X02BEvooO-Ii5sa%Kxk?_2iPV=|HM zEJ(v<>z%*mzQxdefyS2XLSyR%Lvy6+obofbIZ$*uYIYOKQi8KZ9%*akMBS+(lL|3c zq!7thJ{Pa+YNyns_F38bC09)r;KKZbXIqq6Zk7R~KH!Pm(uPsz&gL(J?z@0=A9?rN z0A|nKhi2Kll>G?G`_mGsZI#t0s*;a3K1^x<0T7CG!FRwjb?dZA_+2!?Ln}Jg=p_mD z+({CFHM`@U@J3rufuL15`Q`{dr)78@I{YfJeALtif*R&-Q&)g#)@^0s*_if}k46bm zW?d5zN71IS;uu6Y@wPYfi`l-Ph@u~-uTa_WobQfYW;uE^xRWwtkJ=S~lttJ+XYr%O z?BwLNj1{B%iA%iPIfFxHKttrdIA?0G++rM&2Oyjl^1W9ba!*6WJF**6yKh=D|{+4$Do3oUHa|jr5ImB#9CeV8 zY63|7gH7}suZ{<%iF~qL^`>8-*cBEP6=kS~-s78W9fBF&s-g5L?N!M7n0L>+-t?OR z+mhyMm^(0wBB82iEsn`_h`D@`#ZEM?yTgteC>>c5a_w=8bW3p> zPEQz{)9iRkfa|<`R7-VBL1TEIcUV+ODdwOE^i#5gJ=m(O7;QJe%(Pr_RL}b9VXUT7 z`tIS;#P0&)I&K5Cy|u~v@lFJu)SwnFqt_#+Os||vc?CVk2cKWjl~j{am^8Vvr~g=B zJVf=8-Tv#WaBWJBd7MkAs7qx**MysoxWOX=WPS^6kj-&PVdvB3N5q3ij(J|`?-*At81gs-b05D zAz0XjY%R?87(`TDJAYC$#(+`qZ7WvKcUsXQ%t?1= z-RSy=KXkIM4mfQ`w)U!3v<6f#i6I7?h2*Pl>6V7qAN$my@^+2iAP0;%w{VZRgIY-g z8=BN(Ki%l4$1R4!mvhh@X@yu?JgGvm=| zrF`9T))S>ULs;?m-FC6*wOWNk3)8_fci-%7(!JUx_*8Ej z5J#3fJ;e3-?mlGups59NA_^4bsUp7CkbCtl2JSV)57#e$3WBx?>XM;MupS)c}7{507A9Uwa}xH`+V3q z*~F^s14}WTjR5&#Un>@LDP8J zoe(8pW#D^uB);Ww>W-mjrqu|Wd`J}|@4c1dIxM{R6R;`s*8Ruh_)Gx+blgWV*cDDY z1NqXrTakHtx`DrxloaP1n`q0}w&LVC#o{AZi?*o8vb2gDIr?>WNhE6SNi+&F*f;XR zi_%!xxgU|m7aeQoYwr&ey?NZd-6SzpF5MWq-LHJlh!DfcCu2-m9ZUgi0~)|7^RhJ= z8-?}us%~R2<{h(o%=>ZC4?od#;}AyRUG2H#G{nScb^{Cl7X!4BLY?8=oDdXyT&|IR zkM2EhC~vrUxp_4k=v6Yb1%Oaf=g(qM-|w=}L!Xb1uuT85Brc))n$GG``OpR4lg1r6 zDRx&`nrlbRLini)pLCmA+7ub?8dsZs@j{Dh$h$EoMSAg!ggqU(mFaUs^(E(nXb~rE zA^-T3a=;>xmWTF+-_@%6XmF#I9;6+lh2P_(C&m8w;+JxDRTUMgsVW}x2l|D6siZ>< zg1-0eu!pa2w;$7V`7g+b>2po_=6X=&eoOecq-V8a3w#p7k|Mz6{ne}atINuyyZ!#Y z03TMpjEvTlSza^J1M;^w>juyQ!q^$QI;-Qo<&1Y&Vj%MI*-Exl=x>a3&Knnb?q$j2 zliCY39<&)WYHRoNVxx^-#pp^^wC06ZtO4;*U#`0iDSNd3P>49zvfF9iG*hfOO{lc< z$G{RbFirktV^c!Y3!D7fL#(VAJCF8@Lkqz+(1qbQiHSZb7;#LhKOD4Z z%aLcW$vs5KBuu1TZZEdfv}%M%Hqw~Q9Hd$!t*eRCOtI_^6{J@!^@)VW&g3b4T?0!g zM!)y=WsQ4EvNUGdO6 zf?3s7ak}FvQqMG`|e zC01XEV@7I$Qp0p)hq@0D2pP~aufIM69Q8d)V?u}n_ z9sm-`NPaliYe}W*Oh!H3Idpn@lN&V^-D;C^&xmz)q>_zGZ42)20&VqHAr=-=9Ry))vR@J8@Ibs-djZ(P?nf4)4{^uqI-WT2^nhOt`d-Ec?YK_XyAHRaVOI~QZnlF(R z+J2_0j$J^cw|94B^gR_*!;h(5jfv){gtk^aD_m${>Mi$aCblyp=+SkgUUi&=FY-zH zYDn;WM1j)PzU)4Nui=uhdEj(MwTzC@6tGHVNKwJX1qbhGm0gV8@+Q-V8Pa)$e{}Hr zPgJw3n1_&M1|LK-%ExRd{7NKi75s|7|BTaH5NVb0zxX79;VNwq;p zdgn~pcE5toI6su87qi9uMUr)a~$w)T#F*H!pt zFWaqueZ%F*aR4~|=a=37vii_u1#dxn?(gG!|8bsgllzBWw6(%^P^w!T;cafU`QLG1G*EdSN8Mg&rUNOz5;vehRd2Gv=IWw zxp9Q#s$&Q1qlJVYoVXp9iJZ}U^x#B@MWuW;j2eA zZ+Lxju6ee8`GI{!q=x0x?Fo?h+e)2qsIZKOucX7tMpoWDGept#6&?w+>Mnry+1(bj zV_3ag(by+WJyQ5E1kmj;hrM$&`c%ro(9jUn0N~&0_OY9+48!3S+A$jQIOFcp687Ma zVb_dnGBd9Ve}Ya*(5UcK8Ffg2G#09law)fX(mROmIcV*sPzkrj1@o1jw*-0VT*5)k zJ-*C5iNFVI-g1F9R=unzHL&KI`DW=;6psT34z!xvV-;dtr5Aqr%fESYPoCqd{)HSCsv{sJc!|(BB>uU~udkYu8LHUnt#aRu?HS5Txq+kDS~3LbI#wWO7Hc05dpz~yfjk(|nP^Lc zHVb0J8Yd{9#1+){2!VmqG!(%ub^ksunPww_N`cB+OVB^lUVtggifV)2VyU2+@ov3C zW~&}Sv?EcyQt0JbN|MK8C8ZC}UB!0U2CrbfD2L>QuGvjJk$s);KAtxtThMwQNCCgM zGJ$2~kf zA(L=lcBe&$$J8hhCrutrycxsFo4w3RK<2}#8mpHFPK)2L{3-?rg{sp~jL@Qcb5p zyyWB1z}ciHrneV5^nBgH^(ssGXUX*Un@bwmG)6V-S=2nN`zbCvOE__82r5A(7Hkok z7JlsZ#s#EPQ&m1`d@2m1{3^Lmi-r)a>H@juHPxb==GtM2Ub(x|)6-Mb5A{L!@Y@V% zn7n1xNHfF%%>-$tW}Wvb&%ls`CchmzWdZD>eLQ%KW(}}(G=2uo5|rEzy$)<8{=1Ga z2GH0e-940HNQ#^)$$q!{!p%!By3s>(Je)QB9)^&?Vh-G5Cwsqr+j!2{6kwYw)ciSX zU>9`@82oBI%N0W&ntC%e9+d>k3$>C-{{FW!2D$!(sj{QupM^@BQq(_Py?PuQh=;)vnV0%<}WD zUAyS6{h@Sw*RDN2yLRm^I=BbU)U)sR+O_K($2Fx(n(p0G>xkk-C8b9gI4D#3_O*TV z{nS5>)?SMyH1YECW@ct01D`x$S4L7vG-GM>cWkp4ovIIA5h@9UZtO!S|9%C1VI}ZRdXf{da7_C0kot4lOya#iG*EIwMY2S3)nouNY;J zu$f6v9{lWw(exzCxlQWAT0MODaBF?8<#O_wmg!@}91Oeq!p!NV+#6eu?AznA12CG` z$)O=3^YinzpI-MjB}g9j4JcEgO@7&0I9cxgxaQ02vEzh%UkWbP*LCMo!c}w}NBC(O zZBnJ%)H8|>{#ILC8{Cm?P@3nSgUS`99_tsP9;5cEA3Ag>N&5bH>vP467yndFz1N-| z%7z*Yl@wr?wCPe6a(W*?C-aI$#B|s9Cr%0*vq@NYJi$tu)gB4Ph*>tXMP@fd^9%|x zPzQwi^X&XFN?<0mA#M*7Y-8u|x6@!h|9X{n^zYBm&g`7se&pZV`9Hh)=Oa6v?)?3K z>YO%|e{1M}vG*F15i!Ti%xnp)%CaRnBqW5y|DmqVcXMUr&Ye3lZj&M`q2K1$E5(jj zaK*J_Vu2;Jwz|51bzwqETer|6w6M?xmVEEty-A6Q&mdMmi9?^f z`^;wq9=$*%%ame7kGeTIjeUF>{3{=Jb9pfQ?(3ZJZI>w@KWo0B~X?8YhFYa9|zfL!iI7KQyjtq1>i9CeN9kbWg24E^q z_MW}AVEy2^)02e{c5g(V^%d#W*3O zyA$uoFDeq^wpfu82zfi4?WO z3)Nlz811Lit1BxK4!wqz-CqXlrY0w6JH!PAr{40Fd*G}1wmZaRyX4=z|0yWzH*Ml< z%Wp08wML}kXPD~hY6+Vz&HNIdHMeql8$w>?2=nYZ*f&$BQFxHNS!wt36~U!&SPkHR6Ov zNj2nmZet(07?6!m&#B9=r2Qh}I(kzo=c0{he1+@Sz|atYU>ZR2?Jg%IQo(cH>P|EB zw>foT;^643@>z?(E{$jB^YNbwt$qFaH2_>^rbY%VmA}%-Z+A{(b8-aY*O-R;5#JWf z=OCaUZL0zTz<&d@55qPbz~8Tj)MNj+;n=t9aN|Eu|4+~TPtEnXO$5IA@0$cua68l7Noz%?fVF1~3P{Av01SiWo5uA#ZSmZ+T*3;q55+c3hf zfG8x(fr;rm{oyfl3~AS4GzQSKcmI)@+1c@)QioD|via)TaDu}#)pU|gZC%}#iq_WV z#%VS-+U`>+!Gsr~v;s6!+pK~WD?Jz985tlYIXPc|MFJjBKfN*QDY4_%d^Ix=EX>Wr zGh!^p&7Gc`)s<_2Z#)GrP%2(Fp*!W2!BTyG<9MsCkYzZ#oFgHfT#4H7T$!b?N?6A{ zduFY7?DXj=Dz&%VWyGs0GOjKj9-J>TDBt2Kkxz55dq=+enHsLJX=Q1-G?tN)b<%CR z*GQ!5{shy`JnI(@)`f5TEKT&&rs0T)h#*G(-YOr~?{lbk{d!PbTwF>@AF_G|}Z%GUZ0@ASFz46O9mwfer~PH|5FL21kPZ56-Y z^50(g_hU>!|uf z^83d}M^GCbuqjhtyx3{}85L))liHRj=XHMRVGB5nuMDQl27v@mn=*ak+3tP z_enSY_~S`vs2q}-ScZYUr>m8rmSp`g?HWw!&Rj`TSC^MRS@KZF7d*YR&~cK!OJw9u zyQh&l`Noyz4N)|QKuS7iR(nhfJkt$TRqrwa(^p$6RVue>usz@MOhTo(yDLxdtJ&Kh zawS;2|LSrCPZi9<T(+2_x&N;8s+Q-|Qeaj2z>jxvwZKJoT zNJvb~X&-|(vJg4NK2SRK%~ha(M#7|kFWy|AQ#ZhTpVd|)DGjHk@y_gTO|Sh;-r!$b zA>T?>e);kx_#c|%p+3A%uswg2SyUS7C#nIQJ!4swX;2P$MT4_T|*j716W*!$VHgeB6m`U)1sg05A!|Goc7~XiV%+j%*Pn5oovl8ENj8xxazaqL4A|r3j z7Y2odfC0CTxoQEP-+b=J_UWyM*bdNaW#_3!NJ%byUUmN ze7_9?TkNNO`y}j17sSL0pICO5I+zFx=dUgI?)%Ci$j3(EUGi3!__VUpI<3iMG9a=3 z2NeO5r@Q<7cqhM{+y<%KB||+$?fUh1-xj%(O26urU%A+QmBT0I=~LZ#6*fl3m+fQ9 zA*ar0Sb_@*RURB0ld@<$72Ocyh0t?X?4;o15R{L@)DpWMc|rM_nwtJ!wy8iKosV&6 zp8Il2Tw7@cAn>q54$tx8_0I0;Z#%tIeGn78Z6|+Vz)}AXH##YAT`t9E-uiyEBRb z5H;4v@-7#>oLM3JVzQC*%!R~ShX;%mmD^*Y4Qq_*x9_m4v=NX|@Jtf-$2%@P+^_ZO zW;KzxvixQ6%G(bBQ_0E65EtfnK2OA|np4gK=F|27`SystvT{IN9O3T=dpkKIofgJB z|Ni^$#i^d)pRT-Z^;wtCd`6*-}wfHiYtm z-D$ID&z_*oSS55z(<_5gD$s&byPmEBgi5Y91`x_C`4>QZ8uFL^RKdFK@=zPA3v76b zP-ja^3!llpv%W7BAJbP=Rdr@*+4R0$2|F$GvkTwONRN%uFft*b$7{MW!`Mok#h}RQ zj7$3qh31?moM9|S0&;S4E+_x=qYwVdt<5$4+!C|8Fca@DHQ>4|T9QwnI5G73^J|~A z#mDY;;DZj)9Fa;ohMAd}!+YkzuaA1mGYUH_LUujoOG*SvOe%?@2S4IgK;n917H-p(4)(Yns#L zqJ0(nVZhEyN=p?WbVluRo$du?V-ebiU>Lq^_8}#0KmD4;I3r61w{A_yOG2XqXw$#F z23PJQ+g@CO$n~tLzY)f5WqJ7&MEyH$3ua*^2>D1C7yi$RQ4r!97FygG{{F1CObQ{8eOY<7A#a3(S8B}mw41N*73uV=f;99p~7>!qI2PRS7c z#;SpFZi*paK6><%u&^)>4^KP+R1#lMM6z}Alf~~vVX;`{RAyOsk?FpjaTO1bXw}r! zAxB%Qo0^(tzeLRDYiBPkEYKZ2+S1s#4gKFtC9T}1JRb}6FwY2s2C)Z36Y!&Q9|$6Y zv``=VMmr+y&VQe7=;5EA?HS%a@s;NM>(B33$paI44dx&?nB)&chrSIyx=l~ORF_cK z)zy)%t^yjhc_B%)!@iT|e`wsk{f)nzL4=)dS#@i|9DU8UIBjoY_Mq0%HHbgGg4B_J9B#y z$zf{Zvk+Tay7cGnz2B$QX{p+6bKOH-y@g8!9dcTR=^yv!a0yq=-=65oEi5Q-Ed8l` zEzC9;j_|Lij_lt{n^yfcqjH6ov-AiH3$!s3)>GIU7o$Uea?<|p-2o-7=g*%zKMur{ ztY}otxf7X;3=L)NWR4y^TAoPTY6kNu)~Q_$6c8PfYo1p>JP>yq2}BpXT+LDW<-ccb zs;SCXu1IKh{&i_@u68h{WSm;Ih1rK*aC>#T2kkq_PvA4Nd`#P3U5?0HL$%OogL7q_ zalGviEq@%%JNpsqy9MAnKkw?|W>y=*fXp|+3O$}PRM60}w&n{L>nX!9R;bO>ZPcQD zvntDb)w1ho)@)Ngv2Jyk72CNM(yQx9W|X-?gox_x%+|`v%02OCBgtOWP|4o1k%!Z= zSOYdvlKI5aiBw6NEdu2gq;FA#*MRvl_mjDCwOxY? zjXw^*pEo#0-dG@*l-d%bl9R)B?uK_~{7M86jEG!%xDapwwh$Uub9M3I-8E)@~uK+(07at%0J{ASiH8@ZqAt7xiNePMKdrq&e zMRNmL`aYa450h4x7P*n}anISI23ehD2*Pn2av)P=mnB3+aqhLuC?rUGeOeAr(%#l&b&c65h|9||)%m6ux3ekYFxA!`vx*9FSc2G=+D*x)IZbp7> z%^cmfhK7dTUiq_UM>{e#ept!c#cqh#jPp4zIGP$7CK}G~r(@B4b@L1_?>58!3Uj%J z5T=`&noe~WhbpHcu9=&siO7Nw^TVc!ogsCjrltn!gbweH^e?` ztnn33xh}?=wC1B3}?i1NF;vmjWMV7UP*;NGCbloS(Y zPEI}vK(c+hza8dSTbdTOpaSF7u6zxOhDSxh)2A0MbwVr$m@?mG;Be#YjmqVLV9&~` zBBO}|`ZTVsor}Amo9#4M+tBL>$ftNGS2>*B&eDS_Xi?ZQtfWOmT3MP68yCc`fr#bm<_0?ad0H!BY{a)7bMLTDiPRNi?{bZ3 zBSmPh;ddn}52ZKi`D<+uSRL_D6u8JfS^8{-Dh)s<>}L>OoI9` zf(GZ$or@IQOG7KLC&FsO2H7&jXBdRup`kRwgiUAG{rS;b=Y!X~3oX^5d-vI%Ab)@V zg$cq@WGh z$iXALgAEb4Z`ICWWz!I+Tp`O$;)1Z=2!3pTk+`xE=M#jDDoz|f?gDZ1de^lZH#Vk9 z`(WW}9ra#9diK$yM}59qN#S-YSB=V@xum66L0v32$-WCIq9hrftLLu!WBYlyxp8y~ zQc_Yaj1WcA#sCW-qP;{&l0gpH7yjws5tnMdPmd0%a*I3q-iId)v3yz|Cl>7O?WL21 zE?l@!*OUG6(1+8Q4HuUzt^utqz+NhLDb$#15g5iXMb*t7Zat(xsFDV zPJp`P^=04+BI(d^?)p#{n4JRhBpFi*Dwew3!imBnFLZ3IgjMUW#0*}I^pI{c#D)#I zkgZm-jW9AQ$3`2Ff$HL(Ft)xis~g&!@IPsM!DBYf_LXQp&3Vph{|zIuF75`G-!OTj zYkqDnTPqt)5)-vwL97&2LDc|0fM>A${)9I1AOzC+N4h~Kf$V^Go*^%CADoF3EP=ep z+ojuM;4_`u>3{xtye;)H>F=xI>`7+(oHSLFq+HTTcFIah^_xgQKG0eyx>7Ts#p>i4 z>V-uyrmMztvd(~_^$7ElGv13g!O!^sPeSBmrXH%&d!>Lh=)^P`haAsU{ZGgBG>JH-|#G#T%Aoc#0#_r?LcQ35K| zB)6z5PA)@LonlhHG3+KOC8cK}T%eLWnQ2QZyOmzUubuOHolizw^qmZns>%L3vLPft zKVOU8v6ehQ002gavB-OuQ3z09&@f!!F=v7BSJ+%ubbIuejOpZ^tt+>s38z4O*F{$HK3Vu zi=a&?>=(H)+Wt@lVLF+e+iG8kt@uHHXlGG%f29y?7A^mbv=aF@QP>Yfw^ZTiuQY?To>`&3? z(YDk&TFRvkSHf2Z2_r>46N{sO6?1cQgHCPh74BbNOg>wmFxiTV*8_D+)qG=PBgJEw z8BeG^!XjSZ-mbA>{TGCfIPPu?(jg#Ego^r7bF$#(ycW9NxcG?s&6^P(qVBr~Nn*p;q&TDX@%VP< zGJXxo_-l~`y(S7Gi24L&P8G%O4qtxI9pM-sGPy$Ooy5c?FM0q&hFIo3;@ z)Rf=R(NV|l1vMjg&~dn)+tn~l zk{oKiZ1s1@BG!@jR6tD)h>nN@t4)%9F`>YTlM6Bc63p=jk&~Yokii4?y1KgdNE?Xb z=TiX4xkqs^oZQ^XmEMq6@T`>Qk+&6}1Kp&-inyy+?lj@qi zK=U6&iN<_zx)l`_d@Y}GXl8bHA%k=Z>n=#lE!Y1R{;E$1L{G%=SgCW0I;W5dTk9@* zuQsKxL^ljgO>KNQu3mo=Z!tDF7(M7T{N%|&sRpQ+ax5)!h1cat@h$+!l;WoIMfl!( zL+TweK{Tw)jhsGx`tcFwcV!ekNaK)DlbW#&YV`FXU8W-SA6~eOG>=y@Nd=O)J&d$a zftjLz&W*I_puv&W_4Q%zybplX6PI$W+i+t%?hVNIS+`%}U=OvlQsPO|gdDv>u)Oh& zD5#{V7g38By+YrTAgO*t8=H5Xe#D(sn(;IB!QKPrWlAQ9YqxJlJ$?+3DJOu15)R|@ zw-zR{AjK%KR5Y&h@w5FkDgZGs2@sK+=2RrX;|>iCb!4b>)C9g%iNh^EPd2_8#t^Kv z0Bc&`Bq}bhNpD~d95Z`z;H;!nyw(L78Ggw>aC6nC;!&AA2EZ^2^cJW4w(=+QLt=@F z?ddlduh6s0o=q5qmt(G2kLu6T%#2z+g9cyL5Mb?bhzfwnZL9iJi^l-?WEdUNW; z@Nhbchl|oYyLl`AV!iU&P~lLUXo zuU$1ktx$kN0sc+)VHJM;^`hH>*cMF?I#Yn@m|*44opYKSZW8T=c)5R}f81Oq27?3q z!qXYL{VceYh{GJCrSJ(83M)g$iFc23$WM-p=wzs!rYvMRUqpdo8w=E=+&4m|9~^nM zp$MsX!F(x8)tGl$Y>j`-g%dJwLSC2`{B#wNGUs5?-G@*4 z_7idqmcSX~eimg!%j{;hW_Hxept<4}!K(m;<N%~`zgcuRQNyKqOUKX){*w6wkjtE}_Q<=Yw> zKniD6Y*k}LWX63dGp!w zP6B;|+BFT|NG=BIu}Fz*-8V00@4bP1aA#*{U!O0yb^op8T@R~Ui|%PG5ZX@knU5&e z-T}UCdkX3;=l>$vk;+8J^s1Ri7U8Bp7Gc#h1A zo;$gcXM#;0Ji8KXSrC1HR%WHxhVUXawX@xo7#g9H(D#10AmvOQ)P1Eax$5jc1OJv7 zd4N?H_+bE|rVRkJ$Rv`0NseHz>v+dC?rJKPnwOUc8wN5&#cZ*VwzbdLi8zkt*Rcn>u;Mcp-eB&zwXp;eZzAwdpCmQH>pO~voh2Q5Z9B7K6T{c< z;U$;+0|NMBf?5ke*opR9oaE)Ne*@A_!g;&v*RTJ4=ujkHm}h==b``YJ7%XLaS~$)T zjMSdk&|u;$Q`y1z2h0pQJtK zM@@((uTC;CaUZV&iQKr{`HIE+fe6YWqcd|e{qOIB-ICQTcr+CCgxX2KNH;gvrbX#0 z9sB)EdEWt$@web14n&12i$TPKj}ykPLY(DSRAc1i177JxnLwO^;0Uj;CoI1;@(KyE z!8&Sd;BAVm+AfD2rKeApLFSDDVJU|kSWq!eR+s*8i=aVCj9yue2oyT5w1b~)Y$pSl zcK7szvr4L^H#?Jca`n09arw6A!EnqG$dRT5o;|dhyvm#0Igl+AC9|Eos|2B~U^x59 z_4T~O!W>~|g~d;1kSW5sB!PBsRjhxeB-%QTgjU=uNO!Zd<;qQoG~f{ z_*edde3~wbRw#-^ZCH1_>Q72)r3?>q|HAZ{mh6Spt+%(g08eC~8KC>z+arE28ZSXz zfuQgFNQy67s%TYL?;}KtUp_j^gIRH=P$KUHV{r32LBK#(CLqri!v$_Pf(xqhf-pb; zZ)@%BpP%zJGZQ5uw2G8~79^2`D%E)mPIA*_ESb{cazg##dEn&PzvWMw>L% zkr}sXWY4P4yZRe(nNxo#lH7Nh|^;7nQd z|FAWuu%)4dM0DpSPv?Qt_m=ZscBDrlQWS-hA>w8|1pUcfL<*Z!33LZqs>BHu3ygvL zfq%1n1F$3@I$U$oxp|_I7U(2CtTv6{B3InkKm%IV7fC1}Asw0>aC7p+%y3JJ@MDCV z0Z>LtMGS?QT)*yDvhWG>E3@aW@g5#_kLY#XF!Ai z;DCX#4j25Z1SMJ20WHRS?(QQ2D2-$A^e@fQ%9dZ~(11GI2ooAHkQIIy(FMdCipX)X z{P=6hK8t$z>_h=yPpDIMj#zyA6Q!fAb}Y={>@--Ae8 zN6&fS!=Z9bD8vrJ09|5qrI3bXA?g=HQVkJDe>;C(8$I2JHIedw8e3HoMbnx1Xx%c| zL;2FPgUG!reHr)He5tEX7<~d(zwn!im7? z*`FUqDWJH^Cc?8%ex9J!+t5DLW48`j*90*_6l%`)1VG{m?fUkQA4lI$ZU6Xww0%Q8 dde!9f<@eIpRrt5y|Crcy?TVUG-ept2{{k&+2BiQ1 literal 0 HcmV?d00001 diff --git a/content/posts/matplotlib/matplotlib-histograms/fig5.png b/content/posts/matplotlib/matplotlib-histograms/fig5.png new file mode 100644 index 0000000000000000000000000000000000000000..d88c93cc45a7fdf90a065b4e2d458076ba62e742 GIT binary patch literal 14638 zcmeHuc|4SD`*(NyhFk7CA(VJ>C@7gj#--Oa{i1l%zZi_#=?aw_AE{I<} z7_(meuNOkpzXc2ZefR8xz|M_tq)eEyr_BDGi3A zhz!rA>893fo5?StnMceD%iNi;Y)$Y;5d< zsZi2jsJZv&XI_V|q#NA6Et$)!63@sm&aG~3C0;9eluO{-t#CWOFrg7=?BVX-DgKO$ zFvO#;jCi5Q5r&rmf+JwA8E~n=TMTAoS1FLl1dytjbi*F8|il{j2>>E|B|A% z(YxbW(q;zr)F1;+Teof^gd!VV39k@q4CI@8kUIZT@-5@8RJ=|7E0qPK|Zm>TP~s^Usms=Bxo$5B_?J|J>a#%3=`2>1X>i zK#6i)Mq1+I3jF?P5HTXMk+X)n3!C_89n?tLJmq!Mh35+a;YKpa+cXGm@t7I^oYF3-`Um0VN5;T z+}?DKmOtA-cye(eRQH#$!!mbvxD~M&Yg2~bc|9&r*pUFJ13>3 zAyFt)@910fP~+|}@J+NrK1^Ilejj`FGp`mrlG}ru(Q>trkC%7;dsmRLM2%p0d0E-ZgBQWu7te3ET3L%SQ(9piJfxUYTx@LW32S!(y6so^QS9MN3bbNNUJ;$y!%JavS2WVu2^XJdUfkG_jhnl&6E;#P#xtM%0 z4xHVkoLkL_+7WGg2|vx!V>Tf%(RRc`ghQh1hgD^)W67+{l%+%P3-bWazM@d@|Hme{ z_unTR_<0;o{O9if>AL@ExPQCuKQ@p5$8-G$CW1Ej{P}ZJhAGi|$=%lW@QSzT6lb($ zLZDP#{@%6q@5AdiZQ?$3DIRQ_PxclBl@)>07pP+$C8nmP5wdpkbA8de(W-@)63#)4 zgrHrrx+;7kN|Qa6h$7Fq`1t)@FJ8UcWp3WSQ_Sew%DOT-GXjY2)3#Tye#@e$B46*| z<`&ULHo;DoF|$-#TuclH0ruh6zZEfzNT)9Z^pLW$a%^1OO7K7k=GW2bId;Y;T|Rk^ z?Z8CUo1(#&h?^4DZ`gqDujzn!HBHRoo6NLybgDf+zk2nGTMW&hHCI+{V_EP=m)U0o z37cR7{M__`&~l$x&0zGBBeY%|y!iI&M`7)7Y3rIj=0%EZOw86YN6lkWgTZ1MoAbar!aY^*y&Pml3Tk#5I@2bh)JyV zorMpLU&TG!?HstTl1FTleH84fj|8>A-vq?9W$V_hY-}p1{-;h~CVDEtzw%03f9R_E zDb1Ww;%L#fEnA$NowvacJG%=8lWFko`uX!!=H7dMt-Lm91K^;#sewAH>d1VU2A~k7 zxx=fbhc{n!7XGX2l&AIc7XLT`aerkEe;xVx1%S=}`M|$j`+pm>dcfY(y}ZxQ&o3Ig zJO^5cVbJ`DKgN}HkrNXWla@ve)~A$Xec1U284Q74yZSpi-r3U?e|Q5LK7j~NHa;;y zCCw}E-Fu>wolo{W6Nkt&qZ7~x0616?mC;f~rxP)KpM(3pycC^Zg!P%7oh6|Lo~xP{ zxH=gad?iQ7IfeQH)NpFDWC+MR?tvwEgfH>ofFE5QoyI;;hQmhL)+Q#qe-8<=ymRMH zZoBtFUo>`Swu<}IQJrXIx7*F{Zw5bq?)YoG)QfRv^7HfE+}-CF7Laob8uP(8+op^q znlnXVtmOwrV5q)goNI=#TOB6V2g_A{$jQk`&~xmrPU(t!EHmXJ5^q+9R8gW80qwRG zdaTYjgkk$`XmHTIzb2-NLsjFPgPNCDcJH(km!D_j*@IiqNPFwNfH{Fx4lzn3V&j?Kx#lGA zEnBwyRCy09U0X}bqvs_eyPJ)Jqe)~*%xmo9rk_V4n)=gX%LDizjsYYC@d{c67M_02 zu{x{a4ChBbjA-F1fe+(v-&U}y$$&$|#K_Y-Pycgq_|?1@<+U6N#?L@P#T*a9Rz)ds zuMV~-?;O$#s6}gIt8G7M0)*t(GRVf*)BXUsxda7&U?ea;X7ruiRe%nF9xU1W1>`@&I5lI=#3ZSuh`#_Bf`FO5MuLU%O#zUVi@E!h(c( z(V~FH5&Ly(*MjQ}e)Y=r`&ft9!c3GBhW+Ql$GGISMi14-Re2&(S z)IeN9R#FlRSzWz)RbOBK_U+rf+lERjLm+jH+opDl;XPi)&6TCA5hPHycO_z(intf1 zg0a|^3J3@oP1qKSRxZqph+4aC8Jo|~56J)UQy#O7@`?&` z0_sp@Sw9``wcrB4tfuC|Bo;BIXOA8bB}k!jaQ_?@rDQs`~?7cui9vsoP!y7!$Q)5 zXX6B(o-Z$r^Bg<4%{?y?UF_uKazR8(J>1|=S&0cl^$vs4PHJy&XLgqP^XN3~m64XN z7k1c?ELfZ8)b;e~Q=!w3l>v4@23ZiC`4i&Nyw=bG36D)qdQ6h#a3ZiEO`zt;IuC4Q z^IxX}0jUCFZ0iX9_WLfWxoz&1WHL@OShy}x+Zdubc(8p!LIni{kWO@bKtgcRVhIuq zFXF|EDF$(Lt3v1$q$U2`65c*R8@qmv)ybd(Zpi~Z(2kJhSM~gQg#}B0JWVHq*^Y%Z z$3U`MWn~8u|Kq(4m}R2DPa&Jqmi!y+0KJ4u+dS_{JIVO^uB4*E3LGKp&MUV^uEWfN ztOo}2LG_LQsCj?05CZw~>am$KR{KhEqS^$ZJh?|D@ zw4b6@p#tFnp;(p+x@0KMExJgiZEe3-9^ zgCOA(Cr+rUsv0%vyjFG_?<|8W_!Uvs@C}e65i?rdKDs)!mWk=q>({UI%GnS1^;s1t z$1kG+mu%VM7Z|9csp&L~UwuZe8k$VtG-#taWNk^&-ii)w1u7mh@?#2Bzw|MWsKfVD zVl2u1Z=V&tTiLfF)gQ-xef@RReg-Y4ppXw{WA|QHX9D5LTB4N?M(_Id*xX!9;BIjR z6O*XrlG71W0118_Z*DamjqOmpAwTDXZRq{Ao8tj-@82gkdJS|()T>Rnv6kz<{bSV+ zaorBQIYfzDw~qW?hPDdetoUSXyTQfu^Z-Y*qP;)FQ5dw;r^ejE&d#7FZ2QM0?SX=7 z0Nvz)-uh$RMlkK4>&jTdcR%DdOE%86XC*AE#~I7U3!V2iYsSbC`2Rb@9U-1vN6)pg;m7Vi^nEG@5>Q3!R))`9bY*&r6D9%Etx(%YTr|?@Lu=Vvvb@dJ|yUhE)L$ZTHb6c zwPV#o&i>()d$!$8N45H%sqnvesQOs7W@*2@Y;K%&*J%7Grb4T|vx*1SpSu>Z9Bdh~%37 zYJ7x%e(7DDK_lQj2I^|u2_HTCTe~9AaP** zss%DsRAN#fB>^D z_4CL`6DS}8{PMr?douW&kn6etdnS4F@pS1UHolFUHdU0B-CWjoj6HCT2S9|&@Yhlg z2IM%*EaHm{!?#2Gla~7>YqKucaAPR_14?0 z_J|fzrqld`Gx7`C?KY9+EP7krnB@R(^)e9VUJ0C(2sw)T^(39B?5E&iY#(hKdi>Dv zuvtMKSR`Z-C5-%Qgn{eSO@P{@YcHmS$SvYIp*ihzoTK$S)GIXk#iFpmPz%a1%(ARjtA^^04Vwiex?i0kpyFN+#Z7RC zjaKs9qF0Ux33W4b+!dY z4jlH)2=shuU_CUE|~9V`B#|r`AK+V_5AG)Lq@i zzJ07F5z|eHIRLk27JFvtKu>E2OoArgUe;Cwf-R6=Ns&YZj=~GpjS{Uk+TC>?n8Rms zii$0B4)aiXhN@bV=UcK(owAa$GRt_XNt&D3cyD;AY)le6eE7@!0@x5>@Qr z;tGOF@I<#}h3bjpYD>T+Zerh^N7gg2u&}_+^@KtaDevNMnt!|Jg1a2l^Bd&Rj52@j zsKrEGO-%(bu1wOhEhW@0pNNV>2HTb>mRzlVtwO{ymjPSfD5@;2s1Q{3G_X>bo2mZ< zit9AhUkeoht6hGK@1f$RUnbT9`P!h3otwDnlAt_Q=Sffj|UAF%3UcQ|bCC zRG>J9)vCL@yH&mB|2lZ#1E6mTg+iyRNJ>hUL?aID-@jcz`D<&d5`=KVaVR11PjCyX zF&DFB6F0tb;^o6>g^D+JJ!B_dym+x(9*usDU3T*sO8WyUBam_w%(i(ndRf3E_U_%= zHt_J_L!4n&`QDO+iAo96WfLHzWH_ZI_LPLn+NB1hXs6m`(2pzKkCRPw(He;?XMbaC z-b#*q-yi(WqJqWsF7n#pjPU7A#jm+uK%)fl#<>z%iAku5hDey3bsvhn(gPtw35ptxt+Rj-|iRYDKGm_rYb1Y2%|UIbZtjD$ocD3h@j zQ}HQ~eh7`DBhiYvV9ek;b4rp?*|p+LKo!1uvxi<9#`HDuY3wNRLF%`N$b1I?hxEEx zcpNHtP|`$&A=f&N|`JnhRto@kk?Fhu>8U zlg`y$vIN!-Sh_lSG$K;gEkbA;K%p|*InDCfQ}tW}~t z1CMO74TglX4a%YB%=yq$vWex1U7@|1ge>b#HPuJ$Y4Vf0f1u-#w@&%6Hw4CLJ$m#g z~;2>h?@ z{+8F3p%P6x1~Df$ILDz!S}s2!he>Jp+S`qk@7H|{Q^NE(+GdAtA5Fd z@4~EmaI!7|S-Y0S`Jqfj`F>s-Sqq;EMqnCjFrZKQ4J!>ezj1)C+rvg$jTA1OCQP=uH&7( z?X}3DS{E!ZZ6hRc%GlLV_MI&O(t1(|WkRJ*pv}b0c!eM`nXpdYb6c)MyO~8@;l=17 za~wY|^W1ockDx87{q42;agUProrJm`q~(%%3&qKSP7;wX5>DhAep_V)0pThfWixNa* zZDOM;@^3Xujy&jWSH9U>6~;RU6}Bf#Fb9NtSlxyI^V#_(GY>MmhE8)P7R@9Nvx)`M zh?;Bdktxs%WKem1^5!%uAp4B*fMf6di!G+vigFTf+z7(O(7oU?ERU~1%03lEh}b(K#O?h&RZ`6QKOBKx%te_X#0(?pK^?z(%qQLvm`tlF0(fcjdLl6+78HZ(1_Ox zIOTNnOAzayAJA&CdtgW)I(40~%YY~yo)oF#aYZhh-LM>sUSEUy=-x+lKVyD9xT4Te z4vB%RFFxYSd>TLhLo~CVv-t|gcststy}#ESC`|>4#wBMk(cTT&XPRVE^^yWly)Jg_ zDBd8(?Y%gzf%}9<9qro$mCm{)XXf%!qm!*iV;X|8+*Q9H)UGJ}tfrxzVjA(J&g3|h zndt6wAMbCf{QKg_pBTJBeWK`vH^+gZPRDrAOBE{#rv{JWDqEQsdHm9%iPy^>_r3P0 zrciW6{Qx=uLHS7@v5;Dg*U4XR40RR!3sgOl%EJ>>m1#T|NS zs=IZ(F+8bXAU*sHD0q(qV^lUc|_KqOr_h@B@U<$AYaFhTi@4ESMPU> zr(X)57#njOTAo{)ZMQo92gYug0R%tZkGzTJ2_(GnCDBXRGNg9Jd#EacIlSVygTzvk zpBTOk3#?^#b3D(+uPCkIPC!CS*eCrHljcx=@2Y?nlk}2EVbYA+cY8YFayOr@ZsoU( z5PRM^$P?2;g8~B^Z$ec>PAO;-O2&0A!9@fL@+@$>LCO=pbBn5EK9u#_wlCpXNa|H4 zcUeQMMym*Rc@g@=!1hakh)O;6>I?)jihQ|Udl7y90FF)RKmE!B!05-sp+kK8Iz3jNb7to#1KM5^fLz8opea58yfOSP$MkFNOqcDIl6pxj3vO0Odn0J0? z5yQJ7>yxjkAdnlq{ImrwexMI`XSlop!hO)!W$fFD$6X;=6b6Zhm<&KquzDtFETfAzmAi)G@NA<%%ho`t-_*iX>=TD*se= z#u5V^PQ#-a$C|10t-GJRXxRP+R5p^V?`Aj`W4a0%9_i#ouH#Z0M$cMT2o z7; z*v;jQ2oFmXDtqR97ylYCocT}tf()1@7bZHgYN7Y2^U`+WoVi(*O! zCWq7d6Decs39KU2DSWH3+RXumhM-qG7tSFmdEp{-W&u{ir{ImDUM*eHRRsvBF|;aD zfeSMlN(6{q=S7_tF(+I`#UB+=euo8mHvI}NoIQ_cCtJCviPF1e8Qt3OOLY_|)0K6! zx`2;TwB+$fWiR4Qn*Ns769;w4sP?;BkosJh6 o;N^HS#Km?yk5V2zMg}B0(BZ{uGjl64p=r&qLkg;9HH# z+<&Ik1ys8?AN+?Xq*>sWcjI|v#A@EBgIj4dHZ;bc50eb18(FP`#?$f1$*jrAROvh5 zxWSZqHH8JQr>CT?(aSRg^|y;gzUs(0N;4d%0`4t&lkV zJV<5cRYtgqpm5c2#+55ACXJ*GHOI_}>Hrq1wq&?m9Ew6hVOa5=VYKFbqO1#oNMz?} zQK&jK0!jSt>56Be66S%vzMmkk4{;#4%}?0~3PwY5F+$@{a*fpHzGPH#!`a46^Gu5F zYvn`xfd;r9=nMsfmiY4gne)cOz6ZMUwV*w=zOS52k3GFj+o_5edFAh-qM}}Y>bnJ7 zC^KbS@z#y8@LRXy?i&XCo0+4&;wE`-dP33f643E3l>p9|&z9q_-~=Gyx_0Z1De1f3WxG~*O zQONgeoJNrC^uBf3^eQ#F#|XYjT1R`EbT#;s9!fL`w2vL@?fR&Fl$RrL;G3uy+7z{? zt_2|~Fl2tIMU4N5G?prmtewhN2&AK8jx9x6(5RkzLN3=HWp}9ye`q6z!0=PD_2N?U z&OdqmcILI%pobzzY7x-2#L#A8m+RKhrOW(Yp(dSzu9v{zD{Y8>A2B#O=`0if&{9@X zcVCm`XlrifBUXcyPt|r5&7n1C1d?mi5O!fC_u92<;q2j=DfQ57LcWzPb(Y06*dpbC z!QD&Yh=%`=$w@z9wb($%4l#L7alb8)mr&0ScdRHawN7hHy(|hG6OS3splZU>g<0ON z6MM9`2JB0kLu`Sonm&{V31+IeK-E4bCI)Ozrf<`{I+Jb7mRdu?oj?wPGmsZwgx7f_ z)4c`~LT}#~4AxaWR^1@52*7sZ#*MapjpVp}r+X`0N1i4k6yASXRLWALMu*J}re)e< zLU*<(3^wA1o;LZ_U%af!lWAyOP-O-rPrB6K3boMwZ2DoB)%}fZksX)ArHE+?3t*Jp zVU}A6Lg5Zx(+voA9%HED<72wR5+5mU9r{GP`f=^hsW>B|8uWj^|LDqD1kPJ&5G^Eg z;;%VEt;~)9jY@U$#&nK7HnTPOnhgL@Z{#vXm0$U7vP%QscdXKx1<>E$&>Tr<88+Gh zv6Q^`e*L&c@ZTqpv>4P-s3-yoT18o^-(&9IajN6XB-k=Z&QdI*!(NY`N63OUIvan( zxu(8wTcm8gpEK5gq~ zF;2V^*L#$SCqmLH5ly6XK1wfJw2kCMD>vLUxrz1@8_ z4}smj9Htl^Dk z9LasIsj+UPyd`zU6E^r;kw7KKM^UaM!p3qSL$(-zkEFR1>xuaCpfRmA;d1hYk3gunTG+YOW!vb9-Ge3= z=bkS;Jw1?}OLV0Jed6ZoYS7-24(%9)gIQVeC-& z5{fT?QBB*Rs|94V@iy>6ILHl(g1ocGtG!_M(uZEw5XJyz8s*yKw)N9KeE0ydEm8@S z0dF+$l8TNVJZKFOxtGGCQ_sk|j$I{9P4%$)?Aq0o?-N_tp?i&*eiCtlyK&46yM*>3 zN&E>!n2I%H`Pp*g_zvsV96N}OF>L^>vcD+-tOc4I&l_^8Tmp5v7xKm%t&gDQm@ybE@29 zccuf8YGgkHwH#>vD37biWiDkDWr<7VSH3s|v~9!@2`P*6?Q(K*oE{NQ;c7-7hKzZ% ztV-yhMq#1@z&ez>KA(OBH+TR}t}_)&!KtOeni^^Hjn>(t5fc|`U@KF{^8xP~Y{|aebFPa7?Scc)AL6&;z`Z&yQ*UqYdtnki9I=z8=&#}f&4RZE z?7^P!j!*pjYWu*RsE@(oCcrgAH%eqkG4<>vUXm5$W8+;FTBYC{NYjnRfEa2*ftE-I zE;pCA9AbAiZzHc!JG@F%Fj_eKI%X8=4(nZ@{|;Xx?VVj;6)F+!ojkx`WmFHgRYFH% zSkf(8-bIAEYXk#Wocj4V$dC6U0og@rvy83Pv_ZL6r*~{pu48_Mb z3^snq1cDbj$DRZP$ViL<-9IVIN>oA*>7D5hZ@&_H1d&0rqsg3u7Y3X28J`&Nh+?hR$krGc0AbP+WL(XCULkUzX59CrdhIViKw2wmjEI)&l{g-yFix3f(3X z|32A#XiQl5bvgx4fV3`q?$ad5a54cS!EkqTjOh)@#dVcq zt+dufF)pyeT5}@bjvW);?yMF^P)>N4sIahb+MKHk@;m& z4IyhlPU<`~fJ|zO=Oh{O#@N_c+s5?I_NO2^V8V93D9;oF{V;&H9JtL~Pjmt{rMmNo$wABMMR-5s z+qbKG_iHdGqnYYw&hS#wE}E4+g6-r?A?8SsxG)$Av5_iW%Pa@7BBErF?y1Y^0^!CeYBr;ca2ctE z)`f55g0`m;44$MDv|i|(DvT(!HV|g8G9cFZobS}!`^`+xG%RkT6yr6dxb0AZgEH~u zkh}s{k2l@)N}U%mfpvF=$u=sgSDm*i_QTry&EdyUJp2e?g&%vw;Rkv*{3xTNqB@I# zk^ZP1FpOB4@bcx$+}vCn_>GG4#fuj`J!R1w4EDwIF(Dx#a#U1bdCFQ^=BxRW@O5>3 zcruN1^eJs3K8~aSe@Z?oD41zn?CIg*5wI-P?X%eBw>H34x;DGF!5EhD5I%scc@&TA zVUIZaIPB*vhK912|M_n&HqTPaQ8vK z+Mh*5MSN;8xz=ryBWX#KJ*DI@#SOhde*xX>ryMe3($dnryvn|1O+_Ookj2Z4#NaPC zPDSVE=RbS)?B2b5Cr_SCjXlK7JU7xCXaL%f0@xb=|-rDHY~8S6_naMhB?}<<-PX&Xv@__Z&IBUBT+j; zr+T3}l0RCNfR7Wu%3#@%Z<}Y;g2UldWjNZ~+n1@1qpriN``*G>w`CvU;IR2Tv@|n- z3ralWm2WfEQJ}$H?7i&Nykj>#$1sr?^WufUnwt08Ol9O1%jVQjm#%%ii-UuMD1Dei zSO)Lw>x;9L>~bFcbuv(Cre1EUYN0+sE;Pe}r#xt1v!%r1WS77OpXcJ_5z7a$v9Wof z30+Ki6Gfv(pU_6@m@IlD85JBD=;7)4q9nq4;76#K zt6g`Ie!hs&r(4$6a*qAV11V0XnwpvkvaU|f&T8TurGYZH)$(TK_Fu?TgsUuD3q~i3 z-U+%AWl{f9bdvS7Rg_k`M3K52yq#+FDR|r;i)*Ut>aCU%XFTUl5FGZK^Wwp5{em+c zo%cR|@+1P)^U3jiK52HAF7`Mt@4J>!yROe>78YcKr5Y^EFh9~p%Qc`w-idUvhv#c8uUHBl#1mif%fo+5YZOau4jGgHCxv2-W{ zTOxLbSQfZ92P{w8vH!(sYcX;05Tl2J*aF)Q$-7Ow%QMe7WVC8dF>Riyw(IZdXv7&I zVw7FMgd=x+9DfPy6g-x)**Fvr+#BM>;JW)a*Y!tjP4PcJ{MR6g%fn1tgQ)^GXWCk2 zYo@JLkhlO_*ji<43;)}PO#cjm3I6MTovX{y1N{VX?jLTyPANBjG*+W=zJ2?)m_N;~ zUAyLX?8%7>DyOCDZTRFe!njUVW|P{d`8y+lO>vC*=e9=6lvl!!c2D@QGnya8%U3>q zM7Ypq5rq6Ffb{^4II`PEmoWF?+{(OoWVh&x%4KxOk+{*j|9wyZE3)maLELaA*yRDZ zR=8D|U>kDYe?B};nF$6_CirI%vI;C0z`8XUS?=#3xZcf~wzfjKRoKGTDwKWx{qV}a z@0V#mWr`Hy+A@iWU)_6SdFYGln55UjIE0xv;}?;UIaV$2yNkURhZ_fy!xU<&s*WN% zzK>EA%(v|z4iD=kUkp9KbCHfy{&#tKvJ;_Zs6Ij5$Usx`XkLCn!Bk5|tkLM`=*nQE zMrvv*4y9_@!Vmol) z+~!>gdznrMg!KOWsX36CnJK8D(O_QpqB{S(^obMi?oIrWk&y{fbCtabUUqeH|JF)$ zG`1m!ghpF3_|Hg=U%qt7!Nr9`^mc$v&lk6bii#8nf~iTft%mk8($a6=zKxQ^4@hc< z{CW0B&j=p+5=O+h=-rNl`suH{(;OtMlwGG~JI)MZYOL^0S-*|7-TT-sy@zNm#B%e? zy{jo&tlYMP%^Hf)>=84UEwAU>_i)}(f*6=(J3d}C`p2v7ys}_+sIys|#`YaM9v+i+ z|C4*yB??6j%Jf;CALGw3)zHvjU|i*S=J$qJvZ$Vdv)@hc7v4k-E7x{%WS2goH5 zmbvi(%ZeN_PRjK`3<^tMT`ZCmeBM@SndwVN+5X9e_e#aq(9_bszn-RUXD19+&x;Qz ze0o_`waHSVE?z2j{v)~}T0pn6vvd3Q?Xx5jp&YiaujL1Z8DYBYFx6cQIU8pwjD%oi zWw39u)FBaL8w(5m+J4{lmHFXD#0J&X)lK}?^ZJ?|JlNhYLLCqo=sMNi)!tsHpJSfl zt*cIPTN;u{A0){G2M#oKv6y%}!ec0|&qa=;%#t$ob1u$yX6PdC5KTO1vpL?`gM)ta zUx>SIIy^TwI35IpEjN7xz7Kx>*OwX15fA)Vq@V-{IPun?D~Jn&18xoaI}^pvx55f? zL}bvWFT+eQ=+WOGK$(f>Zx9II3=o%)Fhm)&xynC-{?7EzeuX`xZH#=@%1SfYKC&J- z!1cC=-Q*HxbzvfYZy+->^L}FRL35dw%*=y2w93lfAH+0jOz+xe1t=X7HoAo2(!pfe zP8@kpE&I!z@xTG{_ZR2h{~_l(O!%->`9$s7dk8*X;UJkOo>fx*-n69L(;g7V;&%*A zvcXl|&_JH42H4t)tz$3n#8@u#%kA2yaQ@gw`*!7wp0 za&T}68+|$pZxN1)7r|FoR|^XZLzFwoNK}gzPQUS9+@c;aC|iVI~$ z&O_?#?D4s|67cMg0@^bhL;=Uvx{kFLd(K-K8NCe9$F`Z2`kq0drVED>2P#Y`8#rQ~ zrPJ{NeV&CS76}j-h!+AK3JMBs**AG8TjcsSC8`#m{N@eYX{*7ZA>B0f1i-P;WJtlv z%9$U~lCPRaa5*`()An|on=0bt=jQGoI7Ec=&aaEF%#W#T9)$-FmymUhb`QmloCEaJ znhCMnDZ7muq8N_BJq&@ZbYo=?0~F3P5>rs;AUzaT0)@kGFTC@5{6Nl0cnQ4|BWU@~m03>On3pjlZuUn;(U5+*(UK|{0CO^Z4Zn*#5PwxJ!^`%n8WInkv$uDVckH!m*9Lq6 zgTV-!Nfg$wKs`%GAX=4yA?(y~`I+xbW``R)3hYJnaf5kn#vxCiMq%HzScS5T%&+XA zroZx1T9ljnHaHEy31nU&2|VEJ?(Xgeg;g6TCtS&4vw0u;c3g^9iYmb6*+3;FC2wzU z9jvkK+J({SX$M2Y4gkNoHtkJ~jURz^q^vQqZQWW*C0i&F0Gy{ggLGwOWyX#7$Ib_t znwlP7FlD~|yZhsv;JmzfYA)}ifiVmaUU{t-S;fr}i^=_t8X^)~-(9-{cg2uigBzdx zm3|$F06;&rqFgXwAPRLgHDcr8Np(FvrC@ysT|>4%BSYNBE-7)hX>hXZ3j+@x9=yK3 z9!?rH=es`NHr9q!bRCVFIX4SlAthDt;RC8!DVML317W*=|e#QBvq+(W|^}J1jr8+SfLXqs(_yNPF>3`e;F62 zpQ0KK2|$#eKaI{L$aWA2QEO`}u&Ua+y3@ix4fAbIW>}2OwPfgOpK7TJ=eeqA1}H$x z3IMf`uWfpIy4w{D3jH87BX;VYc1dzuUvi7Z;LvPoYnn!qAeFz92J6PecN_z0qNCuZ zkr4#4`RB%Kt|Lu+)YQQMW||Z3R6dL5tc{KNWF_$eOg+w6)^+rT{x={BAww80o{VQ5 zyl76;t*=-rsu<<=U>QY4lWfQ3Spvg|T+G43*jQZ$hYx)Pujvr>+R~z((Nd%C=SPMp z!EW+UXl&&9^XCA7*iF)|LPVhQ-xa9;8?YAOHbzE9&L*jKV!XYqjLgkX4&SEHT3QkD z@rK}R`=+Mz+-Gj5Xx&}wXyDgKj5>JlB)NtcG7A;eK@=XCS@?yl(9lpp<9KqS*m5ca z1ukah!M;9GkJ-WD;bG7D(ZWxkIAmR_KAGABbu`H0RPL*`PlR|9o9s8cd-nC^t+F4)^)q#CxsuOmc|QYt)(= zh16i=@H`ivzB4MEeR5Dh>HK-}Jk}4;l{N5xFjKH~ehTTqvq4I^l0NG-Rm|Vvvoa^T zapo}~iRc!r+5vN*Zf7xSYT)V@liQ2E3T$dKWgU9YmTxRAxqEr7Ci!h_G8~i%CeI)% zKE7jNqQg(fd+!*C0;~&w#*E9nSLPsy0(1N7jcy&A4`n+YF%~^>HD0p)&mX(aPol?; zor|fr%9G{cdANBV6O5nGns`XEN?44Ng@pwWIi1&x08#Cf73j2 zZ?dz{Wuytvz5JogyE=P;o^(g*pFv47&P1^4pa~FtE=L{@3WOsDZ!R*e733l z@#9ZNhlRO0Bf>1HhgCuwi zQ!jW2dU|@CUCcy4z|M9BuLZ%)zn7o@$HE=9Wf{7G56s$w#n7z+%FeiP%H!byWF_-` zBy3=q0rl?P;7~#P*nd=3vfnF#9Ei(VW1!wNVIjPdo!un3WKK>_sF#+O)?|0_rcua0 zKq;2|SF56sR*=p9VZDg;ZE@9CF9T%GoLL8}iAAyqn8U3})R@a>P+@e_wJv1oWFR2< z=%yhZA;yVYfU^Y#2Lsk@24Mm2aTc4FHUyB9GYl2hrFYs%K*3IMz1Bazc4> zN({XXgfB*7XQvStSJJz8C)y{Q(;BAx%FU8ry}C7672fs5O@v&IPSHHolC8=w<^BEr zO+Ngo=$gH>%X7^daUVctF`;o*Recf?QVV(8%rHhyq;w63Cc|z38r3X+ajJ396R@@E zTK`Zqe66K5=X0R-KtJE&wL^k>UjufX#gJ7oe8t(>+2FYm6W5Y2x(@&R_MvCmf=eSw zq3(S9lA^wlReYdfN`n_db;pfmmXMl%M=KOjE%?Wm|a!fU)2{2>% zPEcncUqcp#EDJAfPD_HwY9geZr6XnEy{64%?6*Fzp|H#=B^8U}fz6_>V?rShS&p@4 zg^g_LDw>UDYkFXXh^0Uvl}(r&Z_i|44?g%Sud+y!qZz+VAl^#}}t6f#g5rkj3aADcu~ zO%37uW^_S8!uhiV8x`n9!T2c;RIaq?zWn^Q0mEezCpLBM14r7i; zO0xf~C?_W;EIb*hq0kPzLQ4zKF<8$bHiQrGDfq*UzQLET^#ya)xYj6j&e>LoiHRBH zTB7gVxt@G+A6PhmS-41wYI(~MtrPV?Y^@b*Tzsn0wly>EF2+^1OHHKsZKEZf2z{GX z9)u;(s9|?}NYwg@D_gsF@=jVgyL^(Z%e;zA5kFxKU zr+A;B0G>FQ)1VMZm~Bub%cIM7Hlsi!xtaO_xcopkglcC;M-O21Tk0M|Ac#$cpFd~c z{GyW|65s(bLoD#f8P8wtAJo%G3k&pn_B;>m*L8&t4Ubo?81}t$q#2oN^4x!0=A+iF z!-&#Gkivr&4x3T8YtdS1(3erGGkyFQ6P0i;AzYajz1HO^K z<1}^BZvYLI@YdtS1GtDdIS%HMnxqBb2=YeE(s^SDcn@gq{CN7Y@y3j&NBH7TzDIA~ ztABWTjfRFsit{vJlPh{u0fq8G?ckGvEXKd*O#u3s-MNzkmT6zQu7hpE>U~s7Z3GI% z7S>Q*Ju^3F(_K_(WbmS|SH@gIdxHG*3*-B0aEeG z>Z(SfeETO)iu&u1Qe<jllAB8#n1JN+IXp0cY=ahMW*kAkuUQH-MP zZYjuHTi+Z6au5ZDY$?c)9w?&lru6*ZKfJOjGs7S_I|vPBbX$WdS~Sdrh(?Gl09oD~ zge0)7Eg)D2R-uU4|NDo4h_(jparR&U%vkD2-XPS*g425Se!UMd{K10<{lO`zslJO{ zZcb+bFMHE&uC)AmKNAzMQ|%P3k-omyjh5pR6RV3;NpW#^J@KDi$K=nPX|c-V=p7%I zw{8`rY-A7VJQ~P-cz8JOc71JaZGC;BlzpP|O0=%AD5nE>Jt&^we<=X01_zZdTsX=6 z1ajKescRGa8I0V9f1U%ub|?hI?Jr-x^b|T*PQMmR1tlT=w6#t@PdDZ2_Y=iZb+N`c z%ld|f*ojTi8E{FQ0#@F%YCjZevUJoi$TOgQKULM}y%FG(^mZo^ujUz?ai6}`dars1G@e8;*qT(@#@e&d@RJ}oUEl&hh z3MA>Ltl~fBK7bx-ps&BaG!RySJti&vyMCv>hvBxbJD`*supIWB<~Gokh$es?-#?LN z3AKzw(0b!JS(%u4oNFF4@jo%SY-H4F&IAHWvWwHAJNkh|L4lCI{;}#udG@tmIJn_uY-|jS?csw5S4*WarGxOu9+w2ILKT4(XpIK3>tP+Wi8hTc7!{=grnN3wnw=Oa1&tf**n#AjRN?;dxJe*))* z{loq@J%~~ogQrJa5S;7Zi`oCthyT%_|1YzH(92A(9-TO9lwM6bG;uuv*)>|2r5wGB z9EdO(qKYC1_y?qZ*5~2jk&)#>JK?N~yUU>`0ErS*RGQq#xi|m4bzbB$kmdp8?El%n zbxpfHh7v#%H8nFMz|``zsp<);7;+NGVBoL@Fk9Fj5S4&S0kUHx_8bQA9UNQPcd zr|y*9Bc8JpZ9dv}Tm@6;y5HQK296o$`KkJVx!sX~IQ<8x*u62rH({f?sfi|gO{n=% z^gVv$;?hz-=#@DCEvwxBC7qM%_sU9VRg~J{s=B&;G&IZOISqSAY_h0u$ z-8ylY+WfJTm#UuVBpjYVy?M$1>cnumuaglP7N()5mNQ5mhY0%p`}e&p!f#Vkokkyq zL)Sw^v z1>kD)k>`12q`1$Diwqyfkt2lN+-a4oQ>FIz2aYSfptr6;5tQ@pk z`Tg+@1l8l@c_8$lCtjfc1R|JtgFKIT+S8{mk2yt#uPz?6=Xje3@~2NDVF6MV!lWTh3=T%B8~!Qc z;nz8P_G=}VpP*=r`22(8EXe}L%| zzCQ{H>450Ai~a(6V;!0|Osz^hNanY1_dh>&-t^waaB|qGH3m)ys#5nYl6>+(DQSx5 zMyqRRU;$o&SQrLXFF;qIkU+A5x{-E~<8!VeC`O$-cTS{uE+RTwI~=8^U{GLJj4t0@ z7+1xL1AUD(1EdTlVrdlw>cNuk?~j>6y^deO9F>w$^J3T*_kf`AWF!$1K+Q7$;tj!^ z%eccgpFVxcwe4tSwA&NZ z(;WTyqdTT8Q=ca%V8ka6R7chfu%0Ic0pfHO0Md=*k-&e!H{Jt}5p~j2QreE*5GW#V ztcrO;sib=zh56 zeyL`za0OI1IayiyBeK8B_>&(!+QS;hqw-9zx4{=mGSEqp1>F$&LNa*J=K$+JPtOO2 zDMpsG{CRc~d!wjA^DailIW;3=3`mq&_9ws~5qxTIwK8HN;NPsF#&D~+$)q_ z%HUU4@^_RjYy@m0)eE9ey5@;N-=}=R`je$KLVU8aD}6rf2j%g=XRoK_G}8dzfo#WOr64IhU4u^L?_1^lY@WBo;+FI zG@0zZ&~71iE%$CSvCFL|LCj1QEYteeJM;=OrXr{iwj9tN1nk)=n&%nbiKqQF1rr_8g;Mf3YhQOI*wt+K;at*{nsJ#si z=HOTPoQ_wKOY&%R0;_^{DST;sb7Ak@oRJ;*U_h~r&rjdK5LymZ1wxwfCx_P~^-$ud z?$xVL8WR>ps#!7gaV6uu2uc0;2guW|AP;zXF}ByQUl)C=>LEbHl9ZH;JbqPdGTb&U zupvRt;(ka4Xg#YdD+ndjRjZipK9ed>!i(dqqC$bc>i@A+R#Blj3A&wfA&yEl_RCoCX_C750hITfn zL4aHj=r_Kv<6SRW_{0g+%ga!Hf)=S2pl)V|COZnSDObM%Ma$ODNnIO%>CP*4;z&<~J zOfhc_BX@87IU-Uvpw6=yyZNjwImYpsYUkMZC^RpV`iieqa(72GPe&Y5QBhgeeQ$H$ zzIu5eOwl0vd(_G6dvYp*^q&))z!)-FAPAG`p@C$({ShT6CnwMdnP~%`K0JR+jG3s< zer8r>uc?lpn9#2*!!~#S&Z~F-Z~1gEhTfEcOVkAj4T3ZcORWWnYT&=MEN+wZJAhN-*3_WCf;;dxL%r?bd| zR1+-#K_=Q-FW*LAUH#ci6@*_1*qJ9xL4^-e>=$s`b4bWQ!h6X<#usQ880~-`EgV{J zXM`bydzwKm4(Hyl+jMnxLGgls47Je9RVtxuW@}%3ySuyL{w2>SKwBsX$3Z)Ujf+mS zadC1QXBnKn>kuz#3v}=N`SZ}yMre9{KKOHCAtcb1z@6087N(}Wyu9x2?o}-{^H9S` zaUA#oQEMH_3`-5$;ot|8w(Zz`$r7r@^RIT~8cZ;0$RF6h|CYO+p_3d?MQiIZu<}?1 zJmWkFtcP{_)M5m~8M#1NaK;nGRa5OikPAEN$cm5{ZI*CD8|N!nQMvAA1S1ckqzt0#1Hp!>jE6JrlO ziv@N!p=e}~XSENq8?;jW2(AOxz2k-h^sMnlf{eVHRK@{)s?_MopRdmYpfFP7GC!BC zuVA*eGy?_{sZ?OyR=?yaiWuy{ICx^nnY(uHKIGS_SM$DYj6C;x9IA`Cc3pqwasW!) zTtTTQD?`5`wU3uHu4uBDZ0 zkOlo)Q61CUMMoBar@oB>dq2&wRwIDDlqO*z!H>RjKYt*s_u*?}!a5Y`e7tV(Gb@b~uzM~YU!N0=5m>F0TQ zd9j!DzdHBOGz^lCU=4x(zG(^UG{_uemE9khBO)UeH-Ic3&j`abbhpVc1G)Wi4m(B3&UQ zF8CiIL&Pv&5MX!A2yQ$^M8akGXH`{|ZAX4w2_Gxs{=l35d+_)VW6aj4lu*>mu%zfl XTP8%}exw7xr@DMWT{&Cn)`R~Cm%Low literal 0 HcmV?d00001 diff --git a/content/posts/matplotlib/matplotlib-histograms/fig7.png b/content/posts/matplotlib/matplotlib-histograms/fig7.png new file mode 100644 index 0000000000000000000000000000000000000000..559200c1837c5a7c0c1c6e74abb11269e791866c GIT binary patch literal 14504 zcmb_@cR1Gn+rH}4($FqhNm3Daw~*Zsg%pWw%ARFpQ&K7+*(;ThtTGZAp<&#SWQztj zva-XC-}%1j`+bgQ9MAC_$FD!iq4#{fuIs$c^SrM2?K4VpYZ$jPGB7Z#Ie9`xg@Ix5 zEe3`~St}OfH&U)g5*Qc`*_@O)qUzM#AG7kjs?pqGBV+w-%M7x_aVji=@=6xz&+ym`Es zOpWf6ka8T*UPg84k{qeh9N3B*IvMWyz>j}-Q1I8`@I?#^D+KY=I%E7*vKoJRGczz; zB`v{E2Fr-U=B|(h1%rZuh@)mXRnDG0tD>@E#M8MqH77bcS{oOb<&2JriFNvMJ0*p$ zgw{@Sb#kISkerspbv(UZTD8`xar0e(>^Xw(dR)-6kRQ(K))-80K{P`guO5~QG-`MEr z=-5~c?$})u*WcgIB5WBR6m$%4bCoo=`ND+@R|ebmOR|etYZsF^4qZANSEKkqqRF1T ze}Afc$i5>-j>yKd9OxP7Nfb zYi7%bo{kZVS4%dbggy>E$qhZ7m0`RhPLrKsI@;Rz@84&fy~89;yY$#A;Z&4-gARj-g0b=L z>q{BdQA!xM3!Xl`~ogE*5}HjG~< zGQH5++Pb{Fe5vR00h?@V2#B6wGf4Bp7KYI!*@Fi@dxYt{Nn z`DWF}D3MBARn_3^?6E&XKR$lgXd+jmz$FnrAnUiuGq@9b{q(c<;v&B|XB+&tFwj^TMJb4J+x*jJRD#ZQo(n znj#?^z`oz0@bb@_d?qF)QB{7oZ`bsW#fUprm6iSB9t_c2yLPRCfdQ2xmTYuKE%|GP zk*~JD_KTc07lnA0{N-UNVT-y zoL1rNltrhova<5}_3IJHdYQ(jG&MB~74G$n)u(FlC`Ip4A1n*xI-Wu{kVO)DPX@Lu zyqs~#U99a@(!w=Y3T^;kAYlU$cm}&EClIqM1m{nRpufQm%KWPQHzyKToTX;V~Gwbj>usQB;{%ZVoi`T2_%FTOI+n(H|?D{R%=ZJ!q>7qDS|&3$9L zyG@gZdDHVR9Nd1&V!Xd4Q7w5ZzqYBEsBOmyaq-s*Vf+zF@87*EZ_UHjQTrF(=H2_y z{aS_(wR5avoIfH_b`|W`dKui=*Jmj$UG(jne&^Xrojm)Y-@k!-oW!bMC2bXq60r%r zW;-)AMirVEY!4%;r)moE^70A`*B2K*k_%w3;JAJ3)|n(#5$o1Hqt}MCm!3^jsypQD z!le0K&~Wo(Q}wt&R-1-29p5EqekbalV?6V|)NQ;^!@{C>(UN819FbC&zFpN!9UmTc z`TeapULnlV%F1Ug+cR3=W?r?jMwj7^a<8!ZbiJbYjQh?#Q(epOE#Q^Y(9RhIv0jJ2 z`RgnFS(^QTuFjV)Tqmp}czf-|R@#}HKT8QDF|i0MPI4ipgIPWUqZxIZv&?Fz_O4jF zR?Tc|JRm0{y>?km%CR$YGC`WLC{Ny^(i^^ATe4j3>6s&OHBL@WcR8eIdlF;Q)KWFo z)asGuV=nIPh3+9O0_UHdg{oLF})8qa8{QUjR*@D|vC)icTO50di zv;e=oz5i*_r-UDp z&9<}R`m!~@T5{5(qO@)>ZpL{gVj?0U>gK6+=C2)kcXx@2i%So^-FWikN&1_uqyE4$ z%iZt$`7;RMsX0=6TDqyRakRUp)E*ZL*%xAtOp=XLR$>>kKT*XdWWI^MKHj;10&~+9 zy|i+yt#pGPJV1HTE%I>J2;H`P>C$t^I6=W$`?O;Hr@#{1H4CRS-uonM+4x-6Z~Nzq zwUOcB+mQK3t}iPeo|&GAiH;U?`1OPq2t$Dr`i zcdtdOm(?x_dSgc^YJGJ%4xxhbsFi2mlkYrYUiXYUsSt}3?J)N1T#S;*overe>Dlwv zC#XD+LM&TeTHWyC*U39?W@#yrY*ApoW9JstvxQ!Fc^rD{*Ic`IZ|~WJPs$}UUh+hL zQ)VLN{#X2IZAE3?x?eLmCdMjK(jvS0d#Mj^j$XETNb5a+c1g|Ok2SMQzb72#&x{U{ zkLL}z^+)_!KdbWly0!w>T3oDGu)*F!D*`^|<%lN`_7>|JyRNEp zX{%SQ3Sw6XG5V~Xu3JEq#>r=W4ll!o2&Gs@{V-^*V zfy8zA^#v>=FsQd7J#6ooNv!+slc7QF?h`TD+1ZMbzORTB+lj~Y^nd5O6)#wp^~$9B zfzInIsb?N}6%@=MU=_QlRBDAw(?dKxfeU(tZip=3KS|LD#6Z$UYSB?c!;YuQaZg?g z~E1}w@@&p@4UW_=-*&W{|9OyV!<| zd%5Gs7dAt|`|aDew>R?mpZiT4sjeL2oFo zo34U1DJUo~QlP))O1tvmp${Bd8XEnLFG}sn{QPNdlf&4Gv(|#{Q}%wccEI(=eQW(P za|VA4&}6M-W#0Pqi1*p8vYAR+f6Qz3&w zgHUsJ@hgf6&jgJrq}1Dfe*5LO`&K2KDk|K42_$>6-m&{rac!;O-o54aWM1B6=%3Tr zNey9YD6IkaY` zpClwa024F_@Kd-67|FZR-&`#<-3LZP=gBf}$=j%}UL8VEetqrOwQ2-_;2@@h)aIIX z=0*6guWY`X3!&z_RiJ7sl}-GL>A^^^(<_O5+C|}>W*tGrS1E8A0}bl?`dYoj^5Axm zDcv0FuO<(isWo%nD)eRAPq}^j_M%0Ll$4aR&Fk)yL@eqRLlL=nBzfRLAZc#N;Kfj3 zgrOLT^r@jC2Yl9jYSei&nShHIl$%X7YXXoj(5luD7xbPClbf{QAW&li^=M{*; z$G|Y+iC5a0c{_udAH2u3ZDyL@bz`h#Sd$3Yz7k_xZI)NkH3z@!_AHGtBMvCY<(W6Hblwu-nX27iT^Ydqaix9xEi}H@f zIs)1O?mr6y;lum)@`*-k3yeQTK0BAZC0cf2d)SR3B+jw_nhP9!^1In0eg53|^;Bj- zO#;|w5iDbP(-d!3u>yyqz@ z+5y>7ys$zjpYzOELuqMgr^xQzyCbW~+x?~|205fXXebYGP(leEvwnTe(bDL^!0(-% z$f{(7+{HzAdIx8JC8x8pvbwpucWxE3Zf$I7aUJ_rM-@?F;*e@>ZWcRq=oMJQl`B`+ z#O(L{P&WmQl;N{52xW(j;DNhxPh7RLx6e{aM5)sQEjK%5&YsW-UJMZY7$dIExSvPF zs(F{)L{DuZu_#$@NhU@{=hC#D!9=)KjUukVcxh{Imxip}4ph*ui_7^x?yYFaf>U&M>{u(Shb{i_)8G5>LkpOP_cU z9o_fi$LE(;TAcxRw+rEXeooG7h=s@8H#Nwj1||QLC;l^hd?}W5dfIa+LeS)k`Iv%0 zK?i)8&Q9*2i*Rxxjz#Ix9QvDu%znSQwj@M4!@ftQ$>N5G=S`Uz*QG=ag2HfUZfvmf zy>;u4PxHA|lUu!=zn9z)78c$>y?XVkSW)NT+&k&nKXHAF%|`Ar3&Q#`YRfmT+vg_> zcYs3_TP2%Zx0XXndy*^T8m$a_y-HW}%$YNyFusaDaIwupO2AfKCr&}Z%x!u%t*8KX zH8nLM^Dku;739;OScJ@XWt#Mi!hfik{xS7B=>GjSkLi9e zamks{S~5$aZRefg)-PYaAgbY+LB2{$NaXJs)F%iO!$Zo=NxcGaJUr5ZH*xsnO;Hh% ziHZXslheO3*X*ZHh+bo!)*Guql`x)W;jPZtd#s z{?nh+UXgM4nLrUO!^|D|s+L^fJ}pdlT+X-{KnKD{YywmWICB`VZQpLL={ZYtUO9sG zT0s~kS3j@HtTA1^dUbGRNav|2VGS)Uo7Ptc5W)#nE(KC_VMRPo0cr03gpe<2N61kV zL&Jk8GVvi$BZr1va&KRIsfob(0!OojR+P<+Th?#bSLMbYAH$`qDc}#T3Ze^a$ZYo`SRs0 zO-&K)V#n#eO|VKhc1~MIr|8d*Rkij_A3k*XiL~A81e1g|LCK!K(rAfWR}~vbJRIAy zVR`}n3Y)-i67(R0m6`eE{KdxaPGUDgI>F7Fo0}{0H9{|5xL`Qh*OW>3st)(uXfi$c z(y}STW$YJ0)jV5rY-}{=zB;xi)tO7_|APoWoOE+CEMG3Qw?4JEyL;QZb?eyJtTZRz zv)GhX{D#THq?e#Z{WWTS{sc>WF@eH`423|2ESIRgUHQYo-Oqkf2Xt zj97lMX)5w8vW*JjIXynuE`9J|76=@cYo;_=jz~5JgIV9!Lid*9V$K~q9!7bg1isHN z4&;)9gRywY5X@x53CD@PIee0oy?ghngE0Kjy2DGsb@@kIDHO$ADItscgPwaP zu%D?ZDgGSNO7vvDakELEq!@XyytMQf9J5W0&CQ|q;e?%BV~TV$*0uXyvNToAV)iBP z{Pp=MV1UnaayX>i{+vB6S%>{b{8bb|D`y&i+?PhmF{_p3_x$oy8C)kH!gaE>E?K?O zw9uk~e?)0U_}=vE)#u?!rhAL>@>ZhE zL9=JDZrLJy>DytAvX39xB%Ch6BEG{-sj8~t8ArZS<)XsBruUw{7f)Q`BwQL)*s+^f`ocI=fK16gN&4g*_nW#$ug z<18@Q;7-nCH{prB&uSaZ4lt>T-aFp=d*Jn8#dC+>-;QW_3>HinYD}sK#MSIM`wPk_ zB6}-MBbO@5n4lO@a;zyJ62`dZD|UlHKtKttp_FeXSu^_=l$4?KyE~h~MaX;YT65Yx zTHe2xopif&`Nid*vdk|FX~PO5!`Na<*KQu3*RNhlj8FvObLanA#UaEyeha-LY=e(R zILY8Bii*)Qm$}&)cz@mYV(RMZ*_ty`z3E|Z9e~O=S8D+-$sa4THT$0%lm-VlSRCA* z3yz8SJ#QL5BAFp+N2TB$VXbC-S{^jVhwHs|9!XH03(KD{ViUD}`}J!9m~2Agy-xKk z%cjpDNu!dVVD>^Ydr_Lfl$917UJuybmNqte$!e*v1DF2uPh(@_pXuo+vL)drp~Qw- z9X)nzhDI}7TmYs0cyKKpJSsH9!J={7D4Whg_i5FAb?tM$HtmH47v9~0C%G0TpM-=P zxDJ(Rk{lEqjJDF_N5_2R-_3og{7A=E6fKye`?e91V~aw#f(uX*#o>%>Ni>vAqz|+! zB|`A*=CV!WfD#Azd=&U@4Dx#^T(WmBRUS)KYiVhDz4wxXL-xy;0}bgM2C~HI@&>w4 z1s2ZTV^i=Z@)N!R`Tlgr1!QDoz0rfT&BZ69d_nO)4=yvT=c)$ally`ub237jbq!X#zf2OUtwmhe!A4 z_{vIwA~z%o9B>yG7mvA_32$atdjtkTdLpY6Y{D27m)oat^mMIo3M0CfZ<$ z#GN(~stA}2hF_VX7>3(gX>x4b7+2eK=a10_`jueDt+cbX%}7q}g^1^_{QmtrxT|2Q zwEI++pWi7%!(H=B;bI`X-H*_W9pynr&TxOW`x%3(!7?N^>iYF#va-wm9=SzojyAG# z5Zi_0;)xa2PE_lJK<-KdlZkk{m4ShZl;37v5DqQxEk z=U23V#ItLcle2S(fS$+aCnsxaY9>Ywp)?~m?8S6aHM2k0)8f3CmNT*Q zIn^T)J5tbl``22cKLZBdWzaSLt4=|9$KMEo4IL$H<%fi-gGKTnm`t+$!%xkntn;tsNO{Juya5=*>-qV0$5A`__7a%n?Tq$tz;zfE# z;`t}iU{hvS^RYj$V|*nk9B#j_X(uSY4dLJojf`x5Zg9*`_AGoHx~9&7t4Z$<>0dTb z+kEW;tu|ddcV|tiUQr>Lvh4cz_%K~td;5b0ha?Uh0MNXL%?5tPMYJ*AWRyreTCu62 zJtigw>}B5?cE~F-g)EelnF(DI>s$#&QqJZz(e4>bCr*`&c4ounJh5f=lQ58ezV|zO z(-}?<*&BCj%kP}`S0A{KYtVCih28B-APCTjDE$?-g{0~zk<&MyL!3p5K-i+42EQ-x zhSydHFlli{!`ajfJA3oi%A}JVZ{=is@~i+?1|IgM(Lq7A;8^JPgwJ-n89WfSid=1g z-n07b2@p^7`jm*lke1zEUS1W8Xe@M;T)!q$G1x)u>y1@g6?sN(IM=6WkiBC>?PMpp zfJkdstk^Ruk2DvOFGj;Q>GJ4rH={uHIqqAJ(=>0fDjzs-KxEbo!h>EG;7I!^x zweFhhM(MvsO&b?F-CSa3%_!-~N1hwQ;$OI*&D%i$PRgw_N7u#k*aml6Z2TjkccU->E222kc zeAI`)RDGtp_t2q3D8E^w@)=*45&-faYb%Wn;@P69Nv?$@O{ekHM_N*&_N9| z2$A#I`G0OT{)<+@sr=79N_wmJZx``j{YYTI|I%utU+I77QBoz4&mxwMB)|o9-y_hq zjk^^O0nTbnRjoI&u!zHwflD$p)}V*R_TWg&-~Oa9%ngu?TGVC_*u;<}up%^5uK?z# zYaYkNNlHqhbak|%O@+Ru^9XhQe5X;t8m zal?j=C&l{R?L|ehaqy28dWK=29qv66B$HJ_t7F7@0^#1J*xuZ4v0E|x@Io=wFl>vy ze_sV14tQm?pC%`}Vk=2`2>lV^q@<*@v^4Z3X@UlAebO#0kDoH3g^nhgY}xfA8_|)h z0$3po8Xh0_y|bCOKIv>1>Io?|R?x(MbsXe^>id?41`!g81itsJ(`~vxCzh88=#cFC z`XYZgnYSKm4)V#Vf;4I#tqg@&hmm|Y3bDIxeBi6N>8FQC88{H4J9fNbrJ_1jkhX8$ z9N+qCfoH)la1wp==+RonEKMtrMP8N|M&+dXwVer^j$TA6&n`g`&2t<~Yv>iw$=k(4 zSofFS_jPqmJZH9ZahY1ObR&<_mqV_Tg}H5xZ^LdG&&XPhvy6ot7rzjvIf#*!6?TD# z-2ObL*n&6kRuWAD5-QPGx3rG>y1MM+zFX$m(u;>4-?hHDm=NtX-?ykDyC`665BOpw zUF(~hU1)!XsCER6w6qMipkwzA%DeaIV%FBye&oUaz-xS_lB5)Uh?56p61YN}nK?Ch zv5HQ1pUcLHdd^DF>mIsO%osI6|LV1U581x^6R5v>lFGaKdV+EY*<3@QUY`Bbam|nK$Mi0isO=S%0R?_ zYczqpV8%u3@7YKla0f!tEVTXTZE1SpqBkWVD~WaivF@;e7FzhkZU37S|8)?NU-Sw~ zv?p=!!j%^8vT!BhAcATvTxsDhM0*mC@UIg`U=^bm@yfpEGw?CTb8Z&Iu(h?-D~g+& zd**j3Q^pZ(?P%JHg@u%XEq5a}HWs;OX9s5t6F{J0@(K!Ptuw8^ilI$gpew)Y4NPk*;d=hwQNdxSgP&9aIb2THq0X8BpT4 zB@I^1Sv5WO)S<^*1Q8X|^5hLi=9Xoa` zq?#9Yel^6!fdhf`y(rPnD5IQz%*!nt12{?0O&>&m)HZ7Asx9X=G;|8xa=!&Al%3tI z7=1|DYVb$>f!5U8^D;EgShm#9zvj~e4Q0(7>;2qP9<*0xALk9FcDIpJoyJgZe3(R{ zck7SB9P(Qn;T*Q)st-oVFnPndE`|~=J)V*BW6DP`0C)Ii3aFDF--MjY<-V@-8=so~zK^etj z(mttstS9Ue2uOZ1=Q!V8@Zk|*V2xGd^GCkEzL_KGgZZsFHhM%Nq8b6;{v6ouM|SWJ z2oR`P{`X{#8WcZl3la3l9%2H9e(=0)fQ+CUMaJ|8q^AvWN4lH#ccSipJ@Nm`)ib?d zg<-152ErG*dTBL0JalY8lA2+A7EMy4h~^mK60NX1IaIG@W0tLXj(vQ5d}*=-ef@he zzl0eVEv*)!i%&FY>5He}4V(USMpDx zx<+W!Nx8kU?Sw_YOAymH`<+%I@H)S75+jx+G{;i6&Wg=3N)yn?yz2Z~FBQofnVB_y zZ$R8|B~>qck^?8^nkHTx~Xygx&AfTIHY0-XiOY6;hI3?NB2^?_^8U-9-Otie`Bl1-b$ z$TIlUsF$m;d~4UTlMPQOKhPl}^l-SsmW%A%FT`<=6(d|(^nVFUl|lZ0nfj#4#o!Il z<=_SFVPRnS7W)nUCx!y5F;;+T`3zU29eefal`4JI$rq!gx7Kq3)8E6VulkV`v3&Xw zkQC)G$knp%4m_nxz3V#k?;ZP5r>@s|Pd}Kno}Jy=#H0aU>yNy{djl0CBMywP+Ic9( z9FLc?Mo!Ytc@OPs+}yWZ_O{&k zy*(d1mScF<2Ibe;Ih}I)MQ6_ebCDWyf3})&ufpqW;DKQ}deh?;9 z>XE9$gMjzXpFi{U-;+Oaq8no)nVFet$qtt;ok^~PQ}EhtGUEo52*zczGBWn*73RMi zxJIE+2#UsO0GCW;ou~xSgI(3iMBcrcU7``b6RbshvD|nNlJh0gA3Ch3u$8|W(go(m z5RH)LlfvM2<|EXPMjgSDTynQs4LfGtn_8GYH-oWAOtjjeMNQs)7sDye13-#cXDYKO zsl#~Z^b!A!JtuA}*;F{e2ssAVz^Jte^$?7P7<-!+nU zLq80*Mqy#0ZTh*@CgjU9*kMSmkCEI z%g1A+Mj0<;`;J%jDOw$)pA`g9Tln?Dxj8W1I|)7BX}nXejA+;E!MeFmnmdkCx_4si zJq!?CLF?8-x#b$oCM(L;@l7ZPTd1XJ@BI+ldiDince&wHkWmb#^?!PF{oPH%Iw4o_ z>lL<^a2yJJod~Ky_$}?S8#ZjfFgNB-j8}^MQ#);Mq|djF3Lq-m^C&;P9@Az`>ZqYc zHjF0Co6+v$-$upZZiB`iBOgVKGBMbMfmJ8MjGTx$bh#v-3gfMF**JRC6Hfq@4V~68B1{aFFetT>iFxtj@sZjJEs9 zZrz_abJt5DC_^WcT>FPflGbJ~3_|Bz;D5qq>FLRZTL+u4aJYikR?n)VEO5&!kq-Uy zS*C%jv!$e@;6z|35hI6LPqpM88H`U%pjGt9_9GHVbzewp0PzGf>bdchXwl4$*}G(R zDoQ2Nr!x{gJo#{=f_G|@7%!P0V0u9jIkjJ}Q2XXrOo&D*XocbhYVBp4d6wH*~7r#_3F`{^~C?xl;k2Az`Mi}apnJ)OXa_$F{2%CBU zArLD~IqoK_Tc~r9jQ>BA?HHHgXVQ57#zbVhu;m^rH7Whq2BpiISjarjpU(WAnP{)f z)Le;xL_?NEgVI2H@OSkU zQhb!@u4FR zhWYHR#YtlVp?=&&`@})1D=T?-?dm{`35{5*RZ704W$e~1uq$>_E z=GNN^5y)YH>6}C}?}G&cQ(%Q;`LYya@Vbhj%nsdzi|aYc&0J3U!UUx8o_qNwphMzH z-}&5!**0#TO06pZeK{>@)ik0_28=3ZVu0^ z!?N$(N{<5EKC+a34F*J)zj##JW0(WY^Fq;MSK=9T3B0&EAQ?JSP@A`ic_3UvNOSvt z{QTLed-~{6uXk&U-{+WAAB|U6aidHV6WK1~sldpe(!gSSZwzrh zvurn;o|!pQ@smeydIbZ+?-fTta_4LE|NLDI3N|#;!*1Bn?1wIWLrz-OJU)(G({=iO z1EmBcH+7STgQaE4QV*@w3~-2j?gs`Ap*ENuj0C>Ap^XN`fl3*RIPvwZ1gywUCWMC3To{+{2!TT`nk@NDUHCRaT=@#|0+rGY0 z(w?&x=>@{@t_F+dbe-!_%COa`v|^j0nepWGLb6p*bTkd~)@>-G$aVbsrFIEq8-W8_ zFVUs~NvM^mPt&oO+Mt(v>^WK`Xv0>FBgmm756zv$*F|r3-fIozRaaU(Dc;i8Ueu1d zg6;=O6j<_xVYGt6iyEpcE0ducEBX=1EZer3Hh)7swVecMnwXdfTZVZQ)#SRDP~#B7 zRs9fLP*d{p&m!bboH$`_ZVnQJ$$#w>Z6(w@4o}(;_J0NjHqB(wI^(Mur(yDPXF&%# zH!edh!W4VT*+l;y1FQ0W@IhGOYU#Q1|nV2x~oaM-{ z1!)kA;g^zXvp37|qnQ_aY{G({|0hPw;dAd;(Fj`yIU+P8O*6Y9f48V;Q(fJ;Us|Ii z1bT~`wY>bDl*w<`nG|_eNqvy8qbla6U+O4ZZ(L3+&W~>Fr)*pPEr_Y6kr@`7!F>~)j=V&)7VS~-@}Yzp0jTFZVOT! zqrG5u4VVwXJoSzpJGi-z3m-yFM_t0#O9acp+zJ}v_|-^aAU@`Jx0gv&-9*6IC`|?<{Flc94Ie7kne;Za(}4amm<$Oj7xy7?vuVx>CwO3!)h;l px%Z!yz<)iAek%R2-{Lfm6_-*?I}_giz||N|9#@h{JF4&X{{V>;5{Li* literal 0 HcmV?d00001 diff --git a/content/posts/matplotlib/matplotlib-histograms/header.png b/content/posts/matplotlib/matplotlib-histograms/header.png new file mode 100644 index 0000000000000000000000000000000000000000..cb3457dd14186caf10e3710c542a6b92158291a8 GIT binary patch literal 205673 zcmaI82RPMz_&9kV-0%B-t@}iuGSQ=>=B7p<5On$&Z8HRd4E_<>Pl<$I z)cFla5TwFreQk|1KBGUZDJ;$mzdJb9=RbSGi^TMj{=mw6mX!76j0dEH8i}HV{v09? zLZbLgnUZ9T{TBF~Ldh6O9(!L}`1RRsvg>sZx`(z0P3j-G{70}S*S+uAw;wmx#+j*GXqL4Us;xBfT>f|R${`wcJdSU7a@DhQ|`m2xy-W%Uj|4 z_h-O$U{~Z{k4L(UM+tNs0< zqdLg8_0`|MprLJm7T+4BI+kji9cN#3VjS_!<;QHriBEN{|M{66i2{Tz`}Y~1ld7bR zP7(JMIQ87b`^?6kUdmWrY(6y;EqTdd@0so0pIu_g*xjWjqbxyQ5{I2w1-Z7TG_^u^u)*#%l2HHBL#F6cMT@HtzaTT8tg$>+V(aVjT5 z{^Z=9zIt-SqQ3{tjQ!^}qDTaqjz4K`n)c7Mzr{?>{OI#Mol$6O8kd8^Tfag&rDm;^ zjln-uYKh<4gEPH8U)Q|8kn;=l*$a1i)-RoY zPEe7L{nWNsdB|9Jm39RU$eVwDr!HLXE^8IEQtL9NKNZ@le=BnYyL8cLDa03>)86CT zE$u(OZMMjpaVc1}{idq=-7ekek)?L~G52$FD|m^x|9&E~cE~d?;wK(_c4R%%yZRGL zjlhr4>5&Yh40*QLzdrB$UBa$&+mFy^-czsclm?7j9?dwNt{<_P%%#ic^go_m%8GmT8EER>N8A?-(J6x18MUEl`QeYUMhv3}X~uE44EJ;; zw@jSWC#;FJqG(SK?eYxQ&(GIvduWNr3Q0w*M9TiD?o98={CkGJvaZEpj?^oyGODC0 z*i#oZFk}H#KkLO^rZ}%PA)2cn0 z?Ce?&oO_?Se{S&&$W-O!MdQN4-s;iwb!T`QDS2uH8biCnsFDPvL#w1L?j1+>#%UM@ zW>%#ejRpx4SQj_Y+gSIz^W?eJCthC=<(f94Sxe<&Pl{JCv-{_1Xk{UmOXhoKC%b16rvm!Tcjny11G5mJuV0$XV z8w01>(V$)#?*p&CwasGIv}2R@y3F3=;4HvDHFtIF4Rth7^&j+NXC+XZ+&w-r5_h`T zgvm@J*(J<`QAk4^WlJ9>kM>38bz+oGlFN}eJh3@^DZJExkrhpfn{-dMb;zt%H>zv# z#1Gj1d)S!Ao3E<0Gi)Cq$y2&fP*zsf#KXtOM~FOm^Hx8V!7ZFxe>v9Sm_opD2SEj9 ztO&t=?DlR|YjxN&gX@!S?|!chp?hj{>l2g*XVAow-EVsO73k64u#MkMqtC+CF*XlrmwA_?n`&7vs!7;>7Ch9;k4JLj9}7HtZN!*fKCiJ9>0M_0y;Bc3Ts zuA1s`^F{pKQq^e%ksobFd$%p-KeCJ)CmcB8_lPHqwrT*IMeWc{`X&e~85NF#H;tIS zHNzc3Mplv}`X=KY#)I0xV=nK0yuv^Ik9PZc@jPt{lgxwg;n^QQSj8`W?Cac$xt&D0 ziUK%q;{Ulw0hBPI?dBi%t12|PCvFL-N=bG1_4U1fucV-mx=Sk9U-7*&Un`Q5PILqd zkJglh-e{TNQs3`#yB`x0DNPcQiCETXYoRYo5${WAT}*6 zZD!`m$&)8tUFUUT*aLUB*9;5{kZ(=+f9M(;)A7)W^48tIf6E=~a3F&jTYkIWg7Sn# z1=-lAmPvEM9L>1=e?MBg<#OOieZaBO+=-SpokBMs9i8XBxhk%%uIVz?^)4e%9y}2D zsR#{48XLckjiueOp%%a9>+5^@^1;GZIy$;Y27Y*INH61Mf`~c!#}FUkBoXxMz#HtE zDU=7a76mm!^f%1i;gxL1tJ~pL3jXsdM4H+h12a(>#$ODsJVa>tIye-ywCvtyld_Oz zXB>a>GxrASCYe&o3d zL#({9Uj+@^WwOm~55ssVN%6cMpHnZ=X()-3O$`C(bfB)R zZ2oIkiWS*oaSC1JaeFGX{%+gK0sGH<&D=d6`#*1QD#*Q@E!TEZ(L&HQDxlH*qodqD z73JmEjEra#TrOO?bic50YVK_*nP1Guk5>0u;in!vcrc7qewhGA5ejdX)`%^?gqz(9 z$uQ|0=DQYY;-9>8@TfQWuaOX0N>7ge6d$c6QaY@5xyf;c!__gW^39t!!xc8yu~>rL zV_sffNhvA+6V$23ZV z;ZO^)lXpd!)U^MkB2q-q@@@-9sA8*3=gK*HHyj<3cE?MDrzza#+t2p1a829jWhLAG z_l=4orNvjL^5>;JYvfTK@cdM~epEhrVrFJG_~uPaLIOv@6IRXn)$hZkzU(s(hK7cE zdU}5RaB0IC8X8JTN=AvYPZ6Nn@zkjgY?Dl|lvDnzs7|yWBMX+(F9V^q<=Gm}V2*lo zCOVkU>A>ITeQ&0$@XXHNua#%3DeZ_Rhd*lg=H>%RZo0bUygC~={R4GHMG+&kMnjcXm^njzu10sXh@pFpX6wCtzN@8V ztD5~PbocNuG%&!9-TrxKT$x&bWm1uKw^YPM$4y?*_Ai=UaFpMf`HNb}qDw3&u<7AnI0OEF7E=VxN$qC%hE<%+l{*=%~_ z#xD+=fXD7r21kz`g)udCZDww+zP`S*v$M9QCOWmV{Wgi!Q*%BilhX(PTOr3u*fl?7 z8js(;qC#UmPy2%jQ}p!d+R{`v?w;nNwT+GJ?W%$Pe(betKc}V+G9GgLLclZD!*i>x zP0K`0k5bVN9MeY%lN>NZWkgDt^OG!KUS4cz%!-VR%+H^IVKMHQ@$}E1KiNmGE6U3Y zcaFjz)z#HiRaG4s86jYFyzTVkR>EmGPU&&~%^$)tFcs@Hxf4flGZA57N-8Q^56X&) zYCXQ0Bz2A~PI&)#pa0+iC6oNF-t*2*Q4tXlF|p#}Vp0}yaq)Y-gvCD${Hi?-EE(Dp z3e%mMGa7EjH_C#^Pi=qODYL>Nr!&&i)3dXAtd2}gO=)siF>Y;quW)|%Xrhr9#u@{! z()jEw)e5JKkw7~)H#ZCuysjl4Ib5yFz28puYnv3%>|}RKt-SspYQ6w10=0tshg#R^ z>1lO6^Kz@q%uK2UnTV9r78VamOL@4tU+oIMNZ?P1jwYcu%EnE!Lti;}_H2^L_~P`_}0AiO6vP?Me*&KMbdsv+(qj3uRWRa z?QLy7$0?dk0t2_312=j3_$Jx}j|?g+E33DxEqrE3kH9$NCqC)NDM(bP@59nP%p8z( z@c*hvyx;FV;l9k%nMfhHo*eQuXxRkusODtft&~{qp7bw`o@1CvFpMQ1CkyxdjD6X2NBKg*sR9FfS)U zU-k5aImy;vr*q`#m0Y~|pF$l_A(_sf|CmzE26!)jK49YJRcGg0w{AhHpFMMC=ai&YM07M2Nlb@9Gk!ONE~Z>}vQBqUJK8`0!DG1uki<3w=LV(74G{J9iQr2N#q zBm{#WQhJaadpnNjXm8dLxXqX?jxjl9W$wC}a_a^c7nh*jZSSBfWzo^mB_&S&{tb-$ z_o}Moj~(-Uopl5%xmtJhx5)wAUU>*k(0V&*y z5qprJy>pveAiA6+12M)eUY?f5F6JHnl-!}tzAM>xd75P8%eM08z_m|B#@SbxYTQC( z$NKv#uYXppD@v2KDK98M+Gh-5^t83%-Qs$4L=2*@rLRZfNj7`LqzGpQ8V7moc+BD5*u>I?c^rRU}WP z4;}hc>zW-N4#<>T)dh>K^qRLc9mcdfK~!~eUoz}SSv8VXoU*p&V`cq1K8~2EC@ONmU?@>p%r_6?crr3G%Pu^P-_;Vh zBC3zIi%z|B=T2Up4UEAQF|_tr7{bE~`9?fbk4=HRA=xM-bDp&NO6W_QR*RU8c6)pK zfRzEg*49?5UB4giA3whILdK>!$D3RUjb@~jw0bDCk%-sjmXW)3=@QIsGhx@OSE*Ov zplITsQeBDjY?;A$yu;8W{Y?>xXK^DFK~py0)9JrCIqv>zQs-WHwxVljV)}Et%+@WGoUxJ2J2T7^!jz!nl}OU_vNZNQzeb0w0M_Z*#q5 z`2G90+V;w6U*BUNSg=_DmjZu}IOYW`>1%0`E|`-l&wc%hsy;PTOmET)5V5VjJ@d$5 zciJHjPtP!#xtW3cnwyc!q;-?y+&^sioGc~cln4LPY}BLfto)84KIr+FS`TMuXCtFn z=%P@7l?KS}qobp`TA@hH4N&)K>e8yJ6a(AG zOjvHY`>bgS7jNaP_8DzE3SbJpU#AdtaCL2R{h&Dh)Gc35>h{Df5`J>KV@`u29v&V7 zIW8~SibKD(SL2U{IP~4+jT0$R4;dTlP475-l4@HJb4&KoI zx9Q=t5o>ViC=X3%m3FB!XV1=$HGSyqH35_rx&$!5bWQy?hroO5r`PzjCy;z>OiUUl zaM7&n`bhrcK9$YQcV{C}8o!|v3)KG9r>3D=92X`CiQve;;?R9j>%*hP{2%lA#@nF^(v9#wr#u6T-^!(vpFRNyHl9_&Z5Srf1HG;FG?8#a*(s zY+HVM{qr?f*AswdvDwUKMI??-;DRM3U%h>M_TTY`t40!!-V~qI;xztxPhU`hDhc}d zVWbgHh>pSAjF6+qPMtAs(fp*Ofj+g};~vvSbt2viV|1s>i%D%aT61#bE_II9I6uEP zd{BH`xV5kvpapgoj>744=R}VTmYP?P_cAD)#gozrQx?Y?>t!w4DgsxkMrXHIcFbYE zjE4TDbe4!TL0J)D(~EOw&ZuLd5@|GQ%gbdF)qRYe)c*Ld{k;6xLjBwyHAx^+Fiurf z?`EQ84jn3c_)th6Yf1KcMXMl}z{o3KSXs$v`H%`NffJpz;rvL#CA&_Gt{EL2y?y(3 zKw#kf{CxMTS3bx2*FWSO^Y}ggL2SbDKsn#|Z@^JdKtuigA(!>woCU$<3$dj|{vy-t z9!heMKPzNZC${?Nt|$Hyqvr8r zxqfnBB?3x^4R0iX?Cj2!Sr%4QR6Kl0ZEs;{*xlLburSsHB&VP} zDIzAlMEJGB*|{#;jM8|83l4t?2Sl)iHy0W0B@$A9lBAfZC^v8KVVFYa&W+XG5I&p4 zrx3DS1)T$!4X*xZdwVM2B6EACB0Kn3WBZG(&Cz{@tnu`IyV-p+njx>#M&MXl&e)->_bDZR- zER=4F+XPLABVo$x$9vn$m&tkzr!Ta|Xlac!q z=VW2!`>jOaG;Ma2;etqAiASw^ArrS*>R)R1tOJXHvs@TnzKrPa&B@_aQ&VGMVX+i; zb#bBnT>jtzhW5yywjQ@YV!T4JC;LBh(2jDz+VqM_yFBm-^|xlHPyfShb8>PXmX=a% zBQ&b(VWa|7!o>>(VYI2GfNxrOo;0(_L1myC-cw1(p)yK$svgiKZZN@Qu5x%CTB4Gn zOHEGJ%n=~Lz`$V908hvN_Yd56Q~cTjRulvt)h=}LwR06fyBs1wj{@{gY)xh-L!Ot+ z(_X)^&$57vz({0cyL0G5Ey9&Y`4TG!2L+P{2qe3atgNi3Bpy{)R|DZxl#n)26B(s4 zI)Qu4;^W4M)xUz6X3@~lfci%pQha~VY60YwFbpiK@W>$0nx8*^+C4}rQXU*S6TLJ+ z^JzRa`ClAEYdt7cU0c=9jb?NQ@UqXZkZpFPq@?#e7B{q98$(I}?SB{<`4vq0OH0Vi zVu&FcW2>=ctc=Ul$AT;)hCWDu$8yO0Mg=)$a8URjXc~YjQeDJj1xk{BudN+Da^zqw z4En180YL|Gt3lGReY((o9M{eJFHt~cS#-PyhWfR%k!tH8_x&ytaeDhk3dPBTkLTav}0d>9$A6SrkMXxHDv zyP>9~W%c`%IF^6>#w5z>;ei7Opw0k+h(E5WS-pG0AFfJ!l*!l`zyDf@ri@n9%F^k% z9$+k6=5--F7rCNFfH{QxdRS7TA;8JVh?wA@w>f+EEeK37*m`ya3286{_b!IfOny5N zu1t{Na<(7cte`n%N){(rq|JnlKCC{;0?+qz@NS@i!K+gT&T&?3Y;25=WBvX8q1Y^i z=?sOex(nD}L>L~ZEALkx%rV+O*?Z_MAC&>DyjI4h91eKk@u&i7YU*0o4-VI^L9Ji0 zw@2j|TY5S_M<_id1PQXTKR_NA5(=G-)W%oBEDJFie*0E#I}sy>&gN&%W@Tr_Itdb1 zdRYg8$t{K0KELel1_`6|@na^6bi{jyprGcKmX^#+u975RUg0$ZFJ6eLs9eB%liSL) zRv!!AX&jox>>Djm#b~9UaAoDSx*|nP^;aJ^HJuO?wEa|n6Y5Sq@YAPHa>(i1j~+?i zqaX?wC<~c4#Ok?|nhNreqMC?g_;cM5r<~hn7RkOhJ&J-e&9B&8GmPen;gJ2kvcg)T zmbij^*98NO@CS6GeU{naH6QAHULem+gJhY4oNTXzh!07QlB&`T9?x^?#V0WK1O)|q zdwV4%CFkbm;BW}N4NUS;2kzv;mFjc3nFRL5}bw_=jJvLD4eJ09}k>Gi=B&$swZK_Wns#)r+`ea%c%@!S$klNo6rofJ^G00! zWoxSj;Pca`Qw5>N! z%&MIx6>&06&Q=R1R&;g$O?~oM)qz28Pfx4nfMe3n)FS|h=j7%J3ki+eact0ws)f`b z&oKmf;{VvUZGFewZzsA)L=Hm2{-paUe@(7nKlG)MM&GLFXsUii7>m+3eh5R2(bCZY z>g$DG;36z6oEd}xWgBGX9J4(|61o$fSxux3r_ToF$E*;c1EDXe`?VvQ1v=F2`1sD& zc^kz4C$$^x=`l)rhiUH+J~GH$ARI^EzVB_xg<&ext(#p&do{mNTVA*Tn4z(;5h!C3 z9$)S7Itw&d-qvQ)wpQb8MGaP|Qx391Ldb|)7~9MC_HgnJm{|ZXGLn#%4og!&_Ebxy zn33Y|-Me?tFzw8lGvnj8>2q^);Z8yDkXKYZXKr46WKca}q9>->oL5w=e-!sNNjH*c z;{rnB)I`+{%X|)cG2rXMLN<1Gawgh%Yc(XNw061rWl%0bsx+_# z^&M#N)VFWxsi|kqoqPB0-IG6p10rbDeZ~;YkI`lpgE}Ej+wxliY@ada<{al}$90tI z><~SPP<>&Mksv?5;hw$RopwxFIhorj|HS+{NlB8!97eutAAArMdQFk@HlidBZ|a!q zFEJLd-#ZJW(ekk!S%-N z1Hq_V8&CVuq zJAqE_@4pF#8K`=<70ek}IK^f5KpOGYF^{V{seJY)F9KNdw)b0K9ynB=_px`(b0pI0 z+_{KLz`@i36Z4p;YKLv{vmH3l9K0Je7uk{81}Kh{9ND^WUJ;j)A}zn{>Pn}Pux|-9ipGCJAPba(gM-hW zJ&OyA7ZMV}Fe@E9mI>99On{@$co|OIV|`mek~DjyG}~wKBS&twhLWKfZnzavqCaEv zL#(lHAD#t-Qb`T3i-#w>$$w2zQIXn}ua5x}r||c?>bNJ=v|SF6t(!fJgE7C{re%yk z2zhRIOi2k2_T-{I<>25T)Jn*UrC{Q4gYE(zft{UDQk$J9Q9CFLjd+>tiL3&#gYS11 zs#A`6;C5@xP9~=S6Owk<;Q88`9h(0%3@-KtRO=eiZje zR8$m9)Ku0zIMBfmZD5xg5{n7)bAuYzm8!{y% zCPqO%)X|}>rFClv0|b0?bCZLOExP_M{Tnce=GB>UfFv%cjIz=5Gt>%{NH~Z4ET|BV zx5r`=Q&UkD3Ae;Eqhe#>*&KKOO1T>u79Osnr}yIdb7)FY{LFv@I7p@+?n>*BV_;wt z3CBp(7nPR?`KrRg@F7gQsOD9CO?5TsufKncoCX`hEL_o2_;nGHjO{89_C)O2TtrwB zwIfE*yrNP?WyQ2#J64$g<1{IGG1HHif|}2Gc`2AO%uhXAP!VP-xUsQH#r(_?qWJLs z9uY{PP>B%Ch7i2W%unpQn1>SiKZa19KYf~omDS$a+0YpeZyVqr3p2B}wJ_a+38<%g zo*M=K9`_*9)tRG%QbDecKCc0i2X6j;R$mVgyX4_Rkg9T2yy^8$Ng~>xIuFaR$B@bK z?&^g{MuN}*Cn{ra+-ISPA`?yi^TxX?SNA#&Aru|~HhyBAo(VDE)7ABBk9xcv8Un-t zyaPru@{nC9QilEBlQVkt=7$63xsJN*Cewz>GjmXM3%I5=?zUpIDp|So$i-_$tz>J#m<<`~~95a+83D#hL#uI(- zz0T(Z1X=^&(GOG_FH$;=oOlcYKY}0F*2*^-qEF*&;^tP_)YKFo4~c<@I0;3?+OjfZ z`~tlpm-Mx!f2SAmYF11_h*yJ=9q?km#&c^pOi5Toq+?{{{MoZ?;%~t2w@r9~OYuTP zhY$4hf_Izv>XpIXp&DW+0T;}`7N$H?0**0J1gD=9nM+944G}~|4lsRkoY4z5hoePD z7pE0TKQS&Oj!nXazx@39b5Bn!)c837E~qN9cSnU zWOO)k`b1yJoqdbY_sp6{uh`n!Lcb$AKFce_zT!VAz#njM zI9yn%w4Eq0{zU}n{&4}6k2-Hi*JfIJdIG1M-S)<+i-!{!dw`|@J8m_y8r71~uv4C? zPEbdLI1-)PvBu2v!md}Y%zXJm`i9D<1oKVp)Oic?J>tEGv419QJegHqs+j+ne%0}P zpohD=fGS!}&i1hd@TWzaq%i?K3=&H{|NgO-sVS44^iBdb1H9aGI>%*q+tj^RY(FC{=G69Gw|O zrhF~V3$lA`0az0d6(q7~wPyM@Z?a2UjDP?BAzkPy3K|^Aq{G6@45d8dv{<4oj0`hj zx;JL{P>#x5?GK~=Dor~|ChURH-V^#4ZqzKZ)sJ#r#Mjp=@9`}X#UPMfLGZ^7hBQqM zd=V?I81r4EeDji-E~@lhg-r#Bp#7#yOiUtFpqk~tQ_9ZnHX>pjlRQ;A9AB6x9I;H4 z=o=oYMRg{uU5Ln>Jgvu%F9~Yo7d1}526O}J1={gtFj$f;f2Omc;t$9o&yZl;&zxbU zmnry6QhM6SiHKUIrKPb)QKGaT3UIhqkfG(}<#k}143C2gzG1DGmC4oIN4I6auc<)| zQR;h>4SG2==zTc-&U^+>_oL|i`SSq$L7H`VYymI;-1TjL#cLk}E#3wlxp(iZ8lF4I zXA5;yEn3&iEE%wc`Wr-@%&DY3PexlP{P_w|@v5fgrbN%89E1r9(%&Ica%o5p+0*z; zH=Wg#N5GVojm>af_qVT1)FvZ_Y7=cJk9RpS(YpRaAWYB{VTH5yO5cG&=HD z45NgyiVC>RE=f?V;DOHE(9sFU@Ju`XZ|@5R%4dPfTWnN-#gX3uSc>6qw=l&-Fo=UJFH ztdVy~1R%e&vmL z^N~YLie2|zPJ6M|o(PED%+$W$+&tFP16Oeq^q61gz*~j57sz+|NRJIcrW+iVl&_75 zaT0NG<^4=JFRQ3DEVS$ff$eG&yuAw8C7SXa$o3Tc0jJKK(Y{L_lN=h_wz2v>v*ys^ zv6Pe)h+lwNXM*ho0c;BhBn&9G047p;Y`(gmZ4H2?J*N#Ywv7axBHFD)(#+>Hd#1r%)CU$WP#B|B(6$9(QF z|8~sSW6V~^OA2406W0 z@3XVU8E9NtEtl$5E32HEnj^=dZMx14l@P`9`*6F-q;**@&wZbpqkaRH|NpS&;0d^~ zk#^5_or#v>nznE2>8T9+j`<=JLX?Cs;v@&$Tpg7fLEHpy8>#m`8h{n(FdM^Pms{_P z>GgezdNf!4(MIi){N~i1Ulmy$2~P}d?>Dc=eN;Z*D|e`7f)|jz($exW&P7{S7qGUr z&*B#NA41_^xC6qWSv!%}KSlz@i}&apw-m zll;Tq+FihYiabV6JJQ}x+UCt`6K0QOSI8)Z>{jI;nG3Z>;O4G_S=*eRZVoLE<3BuM z5Lv^@DSM~aPX6qqt8C9STKci_U>(g~(wSLf&putDyYzk@VsJ-Y-ea#^dHHt~aC6PY zs$u!wkB+H%va+iUk|86_)j~fHEt6j2+bQ?@IV<-{(YMa{iOFJX_S%7o*kpV4uIA=iCnlP+A{ui;^C zSwm^AubIsf=Z8;J$GZ;Qum3X2^08Ee2huK}09GGM;U}b&5KkuuD{E?68VG)Xx+f#G zmC*Xglo@Ij97Px+1~NZ+H8HW*EBbm~zuulL&cj{>u#2a08%W}wJzIKi_WO4b(LmMO zr`&Bz;%25tErpG5;{V*>oPH?$I&D810pmgcdL9H&*V@X)E9F5@hhyIkXd6-xCr`?% zsvfx5sP?o^FCigkTfTY{udhA-;=uV`Yp%72`de2TSjU^(>6=d5Y#@-d3{N|R*AA$* zQi*n5ad!6b@`9MvR{+Wc(4G|4@BqiJham-aEGQ5SET*NY? z7yFqH=Vt)%HHA2>Z*0tc|6XMw9Yv3GT3OJq^V`(W|2|drr%X~ss`GtuBb1kGjQ05* zv*sKIA2I=gO<9*~OKcD(IUX2fE1ns1I8Gw`4ou11T;pVdHg(JhRnK%JYJe^J0f>2T zXaysV6bKO9M#Iz6Ipm3`X@34h<)5ptheOhhH8F|L%gclJ84*Das1N+ywKZ8uNoJ=C z707`r4Pw5kB|*mK5`=^ZR;zhBt|3DSN;l_*AlC+(HFU3A3~s*gxKCCdJqGY)}}xx6<~O4Bkz3mwsy+cTL#v5P^j{XUBuWqOI`i&kIfXL5?LBcKihr=;f`QCuzmR3) zWD!%+1{P>_V3 zf#kp5$lj}m{N5_*Nm6T9XQ$P8Sc}Yb@H3|A|mZYg_Kt4~7*?xYQ zM3?qJJy@6W<`?d(URB9E?t55HZs5ZQ|36Dp((K(3v4$oW+}AmEVJ*f|#AHRXofXfIUue z3R|MGvJC7efi*nhtQ7qlD4;ApLhE@2DZb6$^KjsZHe2rXZ@sydzo6!?GXDJV1FE6(RIwBJt>M0T-{Z236%(PJv$x8H(y5pdz`sF;UjJ zJ72vTdg~T|3NUW2#8sD;I)mhM;X*d%GoKyLc)jL#jK|?UwF}f7@(jdUI;ge+3g^k} z5I4r^Z+^$Bkg>jQ4y8VBDhRqm?H^s+GVs_Uq=VDe|8EE92WVPgQ`|W zv`>#5J`5ASySMk}XFoYb!b7A~Eudebdy3+e!_StB@9hvAN?*LnI7UW6p`xs;`JlMG z`~WMf$RK^5WATg=w7=-y*>;!Y=j}ly{DViGmrX7{yOkXiW~1?+%nUFkW#z0rNp)50 zs*8(#X(*WD;^A*wq%Ky_69&ypY2}(?VrWorphIh)91a5c9q8xr6DObwK{o&i4ps;t z#R+4y7z&#<(#RO>Qg2eCaP(jBrk0js`Bx4N6V z1A}~1?G1FdJ34U_^SU1jQR!ay_>;r#*VkvQn=J*u1kMeKH-JYESkDCose%g(QuKD> zxaN3jnN{b5{c|B>lW_Q}FH%(Q;jB zi}a3MZ3HTj>16B4sY?t~Y~-y_4^4IVYybu4qExrC`j~aZ8Mpv|ixVeK;5cbJxcs@# zzCHF%RVPOui)|s`f*t3I$NG?+_H$Vyg`qdu1>8Kv1!b%LAf*=9p zPQaYG2*U$N9U(Svfo?TnEL z9tPd2ek5>-yo_Q_PEOBXyjTvVth54rn2~`=A)KKug^;c@bH*E@)DcCAPRdKVEjtBT zcX9DBB*ftQR><(We*4*5c&}g<@5gV!6cDmz#BSpR^iJ_Pjm@3coWaD5+H!v5gheq; zYK-jlxo#1H3%B_qFC2R5pAf(OheTKYLP#Zsu~4!OsoZzMyDquOiQ>9Ga77M}>8goz zk#~s0W(LTU95dpe`)wxz%&s%Al`FlMNesF|->ek-BL#A;=Ws;EujM{9NI$ecBK*=3 z*dVKw4gHQUPw5fo#6j4W~tC1VT=b2d9l}f6xGzQy+l+- zfhP!uRO2{BOA?-CedYZ#9{vVLq%fbetSA!lSE}xPSC21$WBDj3!h`k~)I|P-*dNde zNEJh014-rhR$@jjLF7@Z3D%SmTd*t5_Ki-o6Q-@L44^c|0)+IlO6lt#YF|Sl+t4ru zRDVv+N7fCH)?eQGvkYNGi(IT==p7r){pC0mr{Hr>b5`i}JQHbXrN)O3uYzt27CVG8 zDjU>AC}^Id?!Mhjxci8}*?lXb8XztdszYLFmUp zY!MEUIEm<8f=H^MK9>9b;)Bpmfmsmb3sec4gba{~hbGdL_ zD)E>Lx)ZmE*urb&d1-97_xInrn#?G-Cyo@(iKx+4C>`tEYeAEd)%N})Z$A*HO~?$% z`wB1+)Lp`$D{c`F4O9q*Ipds$yb35YoNXLM;3bR)i4edq^jw)40Cj@!wY8K1mx#(y z4dliwz;L?)a0BKe^$O=Ce^RaY0JqcCheNPYnPX235&`aGHt^fD2B@7%sXfm)a{YZ} zD`ZEW+mVn&tY4Hox&Eg3+fL)rH!9b|-ft(e<_s=p$rL~f7nYJTg!F}+ToOFLseNSB zX3BUhN%Bg${y4;g_khu4F$<@8_ucoh*(Ax;3J9$;aE#3^T!=|OfD|+hIXDH%P-X4^ zv42llyw$P1gf!$jWkuBU0cz+VKeEiS?Gpke>T`dhqA0z+y`ir{UI5k(G#O>ze&ZFN z$*R62>`G2x=u&v{v-j2urTK$gjJ7_0en1{*JXx)T!9hQX!C>_DyI@J{_3J}09;KvI zd={~RfhSH=(-d&|(EJ6B>Jm^H3J8|7Y9;Gtz*->c!Zrv1ouM{ZhPsnFa(?`=BP@2+f`Pr@r{ub5@!8f&9I{arcdsLob{XT$%JTB^6ir` z>aNdEBb*fTE|oQLUn>&?a@cu;MhD%1f`Wo_l43;tWAI9ccy-YS28r{Jf-tpR&6%$m z`Wf_}kl4S4F7y0(I4lp;-peH@P+5WUw4Dftdk{v?WCxXGI9V$-O#f1LuvI50E1_0^ zE`!Rb1~E%nWmG8t*Qu$d)pr;8<9VDP74z{ov@|u9Nsan$T~WU#*!t?t&=8FDnyYUm zA;b=I%u=`s;>w+!x)wb;oSmM-dtw}nhEsd_tM&_^aQ>H=!GJg<#HPmEui={&xYDMi z_iICN?$MaFaFS8_e`pBJ?q*sZ7i`rUnsZhRdy`4*6MAb`U1Fo>g_HJ9WqI*x}D^iI=Xg)f{bEZFm!tw?qfBpvW{o_9CA=25CyEy~1h4B_Rxryx{`#`4)#8l4c8 z1hMfQ$)ltQvWJC*z|$kn6L+#MU%FHU`>F3)wI7yh?uSWX7BHde5@3OS<+siUu8Ys| z^KCyj2NHbX>|ssmDJerP--wDEcyoIAXHbKpH)1O>=M7D^Y(BJHQqD)9K%6?i!%$LQ z4jV#y`&1=hW$Y<3B3Y>E6)gbG3M6R-Dvu6bb1xZOvVYA4oI&zkfP`@HxK1MZ>?is(mKBr;5AG`v7_3M&k z_??^_TGo2lk%J5$71|5AeDRVmk3f=#ID`uK!ba6iO?(wcPzByd-!FYPop%y_|7<6T zPPkutX8mJr!TN|!+Q&ApSBc)Q@7SCbU&vB>r+O3bG_YB@Ii%NAjT1hQ*$n6EmMl(}VzI^*eAr(?oBwD4b42(VM0cHE$7YVi%`O1SL z@;xo_3i8LKwTV%C_&$Y11kL?<+TAw6wm=MJ9i+~|JBQbB8W za*b(14eN;znC=ctgYlnJpb171a$duZWtnprM0Y zA=K0&Ze6#w_&5l&>h^e3Fs|D8SKl??bxxu-p%>4KQ@4i@5ttXYB-i&sbq5I$9tRoj zWr!Zz3ggHqMIMP6>^Fd>3+b{&NiBi(*49_I2kz@O?Nq(CD5gE{^M0-N?Wnh7M8j2l zRo+{SW89Nio}!jbzNsS>J@4ipCI#(GrC;>W9O)YfEAL??a$pT`#e!b%U zeMr24A_v=MA4W&DH-0iYwwVmU+C*^)Genpm5<@~Xoj<*qwE6H%_HAz^M&oPKe-i|n z(lVY%-~RY7Z;H7h`?^(%ZhvN&RcUGS7+#n-EZr3%|%<69QDA5}T=J8gI5NO=+6#DefKX)GIkUe9N;5__;gRg{UW~lD`zhQp zNb#V^z)~+&ro7E}-R665%?p#OGKIz7Pt$muXau z-@8ZW8C&f1>5;7r@lO?A-~BaDlP3e?S^8V@q2nYw-;$PMX(7Yf)&iPA=-Aown{!ry znR0nu$9I=@Psqv#&S`USKpJ%#cLGA5@I3%pv5rvArKR04c;=@e+9+hbJ^l&zb4el> z;KJ)$3?MBsW5ZGhtZ~)3BOAPauQsU5J|Sb^%L97B6EQY2g2Xgzp>1*KB`)BCMtxU% z(=Q%tfBrpEp-t4cz)-jAS9b;~%?*#oBS^pi*-!2yqfB7Q-_TIl%)%;#0I?1uB#7x9 zC&d;SK^|B#H=-EFZRDV%&;bFeTn=qOfo<)^pNFe2-fG)wd^+a0>8g_;Ln`uOC1@-@ zuP}V#&TdJP7ly})eY?50);o3hB|wUf$~EtW(SygtP(BWj>d+2^qzU9#z|?y2f})m3 z4zfRYpF;z_;9z0tiT_ovg# zz01;uh2&XjY3VL(zeCxeXPU-dL2mfSqxaC_T4QLSu-$G_%#TVePdc~9g-%&{=rkO8 z!|haTx6S9tj!fhqB!-h?>ein%t^u5Q8W@)+<$&*nE&wucB3Hc2P@%NiB=|7ua9}}ZeGm$ zI3Fn@bx{rPba&)6QOzD?;^HcS?^|KKluz8(kx*01TNix$?%i*Za2-lCZ1H?h%Vs@y za&zsJMT&oNO944X(~$f(8DvmX#74X+c8Zwp1BHU!o=-c0O1z*VTWNqmSQU(I(8e=cl!L5P(Vs@U~Zg;rH6;^MrwHY`WygC_{xwo zRcAF$tBC~RD@s!3cr2<*>~?6 zmoUlcy9F;SVeArTc><&F{7|Q}O#YRBTJq34I58AXPCn@_UP0eI6OBCqy9z3{q{d$_T6I+Z48yCtY8_qkj3+4ty>V=iw8;=WjF1$z@ zXSby3yAyaj^Q;X@NW$_M_>f^eR(3QW?aj9TnhTmdF5S!G%mwuLNqD&3y?ZpE=@W=w zVLW{|<8&ro_S4+!x{I^ zfmiw0#Kao#V*$r|b1+-fM(=}A19O8h$CnQ!Zs)vk`)k}dV=I3xbKpDQgZCbYW!f*V z?QqFr2fBahSQ$_=3V>_5sp--C;e)+BcMp%rfe3#`d52Ga2OCNyH6*<&BfUZh-t7g!mhcl7W_05hgpj`q2xI(ii?@E z`|rMjObzkVL7FQSAU_98cj$|*xy^TG;Q~P!Dzu&F0b6lW0Ll{%WSJFPuu+P*8Nt#%sHF4l(DoF zi)Z13r|W^?yiXJ4s{h>Pbcq(-b#nQ0MLX*pO$rbY*Bav6LA>#efQuZ`r|gKGl^}Ag zP7>>$k&;sFf8+y)4nx$;#KaY2;|M%yDubE3Hx7PMn)QT5j8e{*Dm{2+Q5y=MpMnTA zK|=q{LGB+5#U0e!(*wGF_#NM~UxRH2q;uM+URAr2C`v%q{fTfPR|3K8%_qd1Uv2@G zlcg1pxy@<%=qlug?0_n%rK+~+H@JL2l|#XV1xOr?qKX} z_b55mDnGzOC*I<@D3{z+0I7eq*RMk=`Msh806+eLb|^x~ry@|yFDzW0nZai{wRH20 z*NRvowa9L$uX(SP7^bcGP>d-l*S1k^zr`{0+8ub?e{U~Gyi`= zuh?U_34*O><#ltFhG)WV3p*-hWlAwvRJyQ-0sJ3@Ff9kL8s)I3PC{C+4%6f2rW^1S z<$4%EmTF}FB1=*z`J&uiD*M>m{vg68I~8qv^ZIoh;>W{-U&sZB9~~n@?N;Bglc3Kx z$cVV`E~@m{c&u(>>tfy|e!ns~3@HUV{uxayGbkDVfqooKFo!{e2k@VvbvnP_CwCns z{m>-M;_A5cNcM%8tyCpn6WG#mzvK!DM2GzB3oo(&tIV%z-M@B+(2tK~Y_A&{P7z(E zD;V)vYkI8ea=_`nzFd~2X8U)(7`XwjJ}zxfO|u!RgMzRY5c1@`96XE}AQBtRCaj~o zS@?JUMe<<}oBoM?skkODhA3~6gjWT7EGKxcfBf}W#caRJ$_e4W693u4Z%fzVyvLF& zp-?Rhd;c5r`)i};;lUY4yo6%Rf#rH3YiX0|tnc1!f4Te64S(vkGD_&qKfw|MoQq>% zM1^}8JV>zXDJx?^#pk@lO@&pinEgl*&K~z4y%m+_=25Jmq2GTpiXwS~fP{ku{IVq+ zDc|)bGO~(d5VRLdrBJ|^naP)3$Zr;9po0BR$!}-^tteS$^3rqH=C6TlNcz`dI zx4-X7NIdjE=o4m*GDmg;=lSlxdKnN!?(Br6>t#i;EsWb&a$s?#Adz zSdPv7CCjyW=IL+2{ZdU)IWVygcvuZ&;{3&muHL(syDKb69jx;q+abv@U{>I!QdaS3 zIyQdfT&`RJPRz+AE`Ajp76tc@DFsACAe;s;{4F&rZJdhVei_`LZ;O1E(QKRO1)8?7gm~5_G|sa zgWNSdY*jl{Faa?u8^C@Aqaoa#45$7sDF0zE+S;ZT!hXPZo+`aG0+T}{*a5&U6||6f z@!mwYAlOo1Hn0uS$)XN_#X13N>8H&G! zY8S&i|MDdV>`#CdyYv*;I$W~2Nl|vmQ4iMrt3{M~!>s+Yb-m6y-R&u%X+UqFhi`xO` z!;icbM}Hhlb$D1o>SA4N1XwhrwEa_cCNx^@bDo!yI+yn{2oay!7lMdConqf^|I_$U zAyrBM9`}Q}jLiNJ+e_-|aG=NcGoB=sl$V=VJ-B0H!eTB*gl1=4(mmO#KX>xbGepbC z@TfGIB~T&qHt(^F?{->Wq77@5KQcyt;13My0PX#cqN}T|?NPcOjO)IH_Aj|PK~j`J z&}%Q26F$2{G8;>HNkxbo3jw$PQ9Kac;CzisTmokj1aO7O!Or;Gi}P*e!;{#B&d6V& z*lp$yJ^%V(`JZeTZS)$MKri*c!omW~6Q`xmor?=&r}+?Uv(FiOIt5%WI6E0Ha<(*` zTSR1KE;FF>+qb}^;2XCfP~iLbHQ4N}4z6v?b%kAt)~|l1Oy-idBA-)syZA|Cezz21 zHC<8jAYv&&u}^WPiaOISPw-?5omae{`7A@m<&2`@7^Hgq6@lULl$V!}mD=h*d{_qo zXE~+}eB>)RtSQ2jFr0(1CeA#l+V6$2#jc87$9p$YEPGAWXkcXr$+nz$M{T22=m-|!aUqOx2#cG{A|8N z@08Vf)6FOETIiy&7%!fQ8l%AdipuMuZ)A^0n;$%TNCyu7C8LOr)ALU!Mc_hvIXjh&1Y zDj)i5f*d=Cd=5yg#@NhEN?(uLx4BQk0KNjk7(O9D(GSr*0C7eUe(5bd@1sKU*WhCct9*xuFX!o;>jp!xY^ z=R;?LzGBy9wKm6fq{oE;a@ZqaP6aIv(2&5_K;%}yPtB$;NZ%Y*5($wQu}mgy5KY<*#|2WDzJ@m}2+X6fYu@{QfM-^oQ$D&W)pCWSWf`pH36H#zh(&rwA0Tw(O7 zyKFrEc-(t8@XwV<`0uZWZOp9&pH4Odog%n!VXgx95ddINZv!iWofI7r%#`yi03`+p zI_w}fPs7%BZoW4=!j|S2R+6&4kFx#E!o9UYsx!#MD}RH0ALe*G7UUBVaRikMga&~K zaSachFXQ~kU5f3K*ZrY|e3)3SyX64gzmk3(;PJE#{A?FEohI8VzkhN` z=X_s(LlBcQ_5vId?5wQze~~@F>Hh)MmT&0zm*Ly}1=eUO@J<9_iy=X{HRy$c27Ci= z7D$M}dl~!vZ;XvoNb1YAGgPXeUIE7~Jl(LZLJnm3k5Lv*Vz0H`h#PK4@bi0fv)7#v z-6!E@2FnPTGT=@F;6$5Bg1G%BWdz6tS6bV*vs6GT>po~3|H%qI>>gxR&yrXMhev`0*sg2xh*eF-;xdrQ##vP~S}%Etu~ z(pRyFs7Rc84`%>(HUqHrzn~Bxc5jlVs8U|*XC{`JXH3W={58k(JLJ4)D28CqCMgFR z&WHg+J9F|L984f8EK-w*2ik$y5p0o zbsjs7^Tc??bMvY#1a9BZ?&$kq0`$q*7+*_ubu<8(ID7vMSn&k)K~rb@H{izPYTp$u ztoq3dNOQ-7lu|G(@QaF`G!U}4r%F?5I=Q(?rnQ6Lhdtns`k1~+I+!z6-1?HUvzWO6 z5n4&cr_yDJkNwl;(=P)B&qjobr4Ti@DJ4cWTHgyilVXse>cJo2f(0*IFP(&ir=Jhx z%?yl;c!ZC28Dzu;ZG(h+Ap;rnI^y$3s+5ylL7=yhnuXJLa+yj2iV_mNZ8@J)@ zWyHAR0y4m8Z}>rFKn_FQ+0_*mQxCXYNl6^Pqu2%(#yNFHW)E_k;qEJI7Ro4j47!r9 zNAUgM?4*0PG9)61a18}{c}=If%uIGuG8tzg)XSG+r*ye+)I(3XAhA8uE!V~4E7Z|- zE<2XJRjGU;V?Mh^DL+18V2=IM(@m{&K7ls~+)BVREp_~h>bY$Qw*Nrk7n{6W+@a?o zU^pk>aloFR3X#3Dx}tZro06ibo@W}IoMWY*;Apdh^X z46ezi>Ljm-30HFdoy3;^arpmD10R587}5zKkOglQoW4&ZB7RAfsgk`FI4ava?9f+e zUJScE&O@kh=f>b=pRM^adQ$&PD z7m4_P`3(F|J_k)UFNrGi`b0Nv>9-4*EUwQhVVfEY#SIH#ZaWQA@rEnYtaTVh-``w2 z?ftq_7Sa)!6LE=tzw_N5QV+<%;{+53q)IcC0ri&w+jdq_vb*tZZQhH(`Mi4&Oix zIzVJ%-BkM$`V#O?m6=+F-(kHolxt!+t>8mv#qqzjX`t(zBnkfQ@K{OMzDjaTz#;i# zmiVNDOsL%>tC5@JDr!l2uRot0V5ZJ#^ z#ER?(e=qj>-yp=a`LKl4R1+g3&BGWFZzkXP4uZ;C3HYpD-|6nG+k6UU=AgzF18H?0 zh)`)d5F*z?UN9{3!){(~rH$vP+GiiOt+;0yr{lf#1K`UwH zv;KEy|7fuXBtCzfIC_l$lMAdPd=gV{q?pl}irBO?9T~CFdv_(o;Hzk%7ehhpLe8>X z%qbYb7&wtD8V+;jA4Gjn%~2q6``_5nqe=sgUpJenzIOOV8x6M+fUebIuchHv*yh@L ze3bOcjgJ;vU5+m*6i*zYLMqy60}=3Ko;p|({N(gvvtwwaF;Tl`>u2D{0;6J-5yMFs zEYu+FiG%M0jBBQ*?I4s~EcvZ)w=u~3fR+LREqgvq>&Yt>dN2GCfL&^6=$1_gxp>E5 zsqJTjNjMBi#a}4zs8fY=MlJRiR8`5e)JomUGQMtzS7byUb8Tjn^v<-+@#Ykzt$rq4 zaw6c#?}FRnn}fayguY5Hm4XQ+1TX$W;swzdZk%qE7uIktB*Wv)?W@BtNKCtf|7Ni` zhfF*GP>+Cs0FL;UmYnKp<|ML^3EJbkUY}dUw*@8vOH#_>8Ez{WON7Bxj*`vYv_9Q^ zx_0Y$A1pTJ(oX~W|6r3v#!?#x4-cPx4$`gq3X)d-ixyN;nwU?Z3Pp`(k^XbN+qVOK z1l|)+X9I>JpM^_HB)Dk2N7~zkBqiOH>#6;|!FS;_UT~ z)y<_(sjY^ww)plI;U9wvr$0?WF(TMp3hkrG&r!bBTM&AJQV(>-^f))`pyI(ML^zta z#!WN9c{%WN;j&Pf9&yNHu@AT$SW8O?V7J3y5EACUhwg$o|3BK*=B2P7TORLX-7DU< zQqKRH;$w6i5ma*dELV5;o#&Xztl7`bHz!~f<60#jzffDU5p+E#0B)Af-d+fJv3U8$ z?r)sWHDA`;P`y z99v%oN2atL=w(TQH7jW#V7t?**woC7^B9Yd>JBh$=xwrf@+&)A+D6%;0&-IJD%m+QX+MQHtHaVFo4h?|Pw~mgt z{+h510NC40n_S9}5|5`Xw6z?8h+nuzeTkgP01`sQ18H8 zurgRm7(tHHt*|*B`t6q`)prLTsdmb4oI=jdb@wmd=;ZO;jf_ds&?~Nx{7j@#jbKrS zK+7Zxf8rX>em-!aT7$;{@^238;oKaqvza8;DZlk@i-Qko!(hURWLp4{P?YG&P$%~c zNEwX_&rAy1zgMV1Vg6evOAq%?3T^i9Yz$HED`|)y3b5Tfwgb@#4v(UI z(C&2h2;IA?DTfQTcNbvIM>Ey)`WY))BvxJ%Hm$q@_XZS69h0t;*QR*YU%zzeOE5ku z2UgYU5lC8=+BZ+?{|wdS-oF!cbm85f4*!E7M4K;NT?zJ*$0XlXOJDKESP?8mrO(zq z7`F?~Ruw(62Y?%Na)3-<2m-ZAayend&v~RqXvROvQsoHK*YiG=Gsf3 z^df1D*^;&A#)%N(V43ioyrX+@dltTgZHJ-<+FDZp&p!Rr$+29FNkKs9D6P~a7K;UE z7l8Gnws(u^i_Ip&5Z1(--+8d|W$C_g<&(L%LM6vY?EOYboYK(E?K;q>hK7_RB*C(g zq)62?t%;bDXW|}KTWZWdm&3Bk-W(1s2Z=fdK0jVqCM3@;Tot%$QTAaIZ?RdreNtn9 zcZYK84tLP_N1c(BexHpD$)9creb7|W=If!JzlJ2icy8xw*Jz$Mo)s3JSwi!&Cbz1< zK}uV#Sz#OemDTHv_(VR7mG!6FQylXayHBZ{x(5g6r>7+WjIjRtEMiXk2sU3pII}P; z5Y+S~r!#)xZ0orai|F!atLKzUv>Diu9+#8cHGN^=UTBSsF7moEggBVmobR=CoxaSE zo7NnL%i(fb8u}k_f(2&L6+wvn?DKmi2FunE7US|G}7~zSr<1BFAGT z;D#7nr0tYK#Qbt@`_*n8F(4xW;R5a=gcLo#RYlRtDI68myi+S1=uo~SW66-x8 zs^`rtY-x$NTrDatM)C?hc0xDw;w({;u>&{|sNkJXqgQDEY+-`CPP}JpOsRfi=+ozm zZ$7mY)tao-+)5p1mH2%Bxx^PK*qoU`xC9bxydMdRv{LXjx-Z^T4cr0!Cv-1>TIc>- z`bZ4OJDzXRYvQUEs{h96{1@F*eh312=3&Ge{04N(_)`D4_nOh6#a>^X z#s@|xp1ySP0Yl-{hyl13SHYv0bm?rY0W?RE2K&Pxnn7_ zxwQqkC~$+Ss;Myw-$LW<-~zG;DhFt3Co_HLpIcrqnKmn#X1zAi%@h37kh$IIXhXY{ zoY!AcL17O;Ak`D9og@MpCu0*6*N%_|i@)>ajlQI?zwH4KAyP}B(+W%tm@fV+QY6}1 zE78zYrK$Y2nQ1V34))0(JfU0j3rp5>j*$>~^#1s{2_;2(b$#A@hhK@4JNY!@V%khv zx#^$RJ}euIi|HDjG9UKeD|hRldRYR?D)!c%Qix+$^LxlH+2JO92*DVowp}I0XRfLU z#gV*|Og2t!dQM46#CFV*c8@xwy-E5Eya_>>Nuhjd`ERnbD`49=C1K-tuv`Is3h|IH z0#OaW^sRQy*ZQd9Rfx8T;4677m?Y|5S*5tM|NH7Y>IVgb54N=)Y_|j`Rkw)EsZpJ4 zA4Uk=7^}N-$$y)2V=hzSAqgJKJoxL{cE$rT)6&|XTTM?-BamYyceEj9Qy-mN)l@Rb zL0zo%ZWuLq1C$$}<@uYtf=~3}3z;j$?8<*7k5yIP;5Id1CW>gR3ya=T%MJ6~kz^Um+?{C7VZ}$9!|8A|DZZxjf zjTFQR^e17apZwD$h;>L_kwb;S0$a@@r258q9TJYc6pVI8h*FSOj*>J=TYAwGNbWs@4E)YZ_l0g z_x3n}sT;}8$K9@FZH(~#oUZ^N-G&b>h>N(qcI{TF4Y|6nR}L5VdWz4!|H!R5(7jwpO@?ycQX(yQ9t zn}O~$Qf3TMJTaWI>t{zGg{$-uY55+w*nqwOWE^}za7LbnA}ISF+s-sjbTW}u_lNzP z(#ev^)o6)zjB>-a5IZsDO z%ECjV8VDmv{)9agTlx^X9Z-m^G{~Oz;#Yl)<=%}wr?bcFL5Dw*|hx&Cq#HE=9?WaN3SS8%37Z zH{O+NI;6tIVIe08lHdIEY62JxrV*;0iHpx-ZbRS+=2v1Ij`;&@gYMzl^-tQC4W#Dv z?w<-ahRP57Kp#gCvr1Z)&X1#A}Ye%5E3euuZ)b!G1 zkg1Zos3zWyGWB5H6zIBpnBt7NM$`dBMoteh}HApb$7hmos^R_5@* zGo3!zCQ#a$%xl_0O{ewTaiIJ*#B+{KYl)JAd4v%K_jk)irtr~bsc2gysaQs=NScDL z2T1pDqrMj5QdTXoGkg~w9#RH(9*vm-D?ExeI{XKSkO89kXJ^Oae&06#F zL3Ea#4`Ma=xh`(JT&${L3ml|HculQ!uzAxkU~fn zojgz3#f^2Q_{E|^rz#)ga}o5A&S^4%OL!b%<9cJBjtv$PV|~(;CXuuJI=y6h8`8-pf~Og{`S6KmLm*!Rir6*9MW# z(`Pg~HH~j*-nzx?Tm&Nkn2hrCxutV0GkIB=DEO?NL#p>#RVX6>S!$fT*xQDr8sxB) zWuyA3D29u)iaIW~$_@AT&zyH04G(0YV_1`B`{*Aul9xd)L?_b!v!WRYTZp`5RNcan7A zbfqGa;hq$#7R-P^`*57bK5Z$uyehOI#;lGKIt|q~khAa~bQZKjP)O6Fo zb!WORC{cr5e(QIHq=Oi+0T2&~d-zYnu-9}d7Ah-chCTpL3^*kvo4ls%+WOSj2o8p2 zLL7xul*f&AatO93WV*+4%-UMrv!W+Vs` zA#y<7yb!L zQ+vQT`cXHgLV;uaa}X_4bU=2fZyUkRrAL|P5x#Ww`=z7F#Oz^VXiIJ`vp|JLC<1^4 zR~b@6pIZN;eR38luuXfzavucY#wse1s1Lugy2YdA@^e?Qlbg!b@V+?+yhbMv@xMHL z{(}nV#-F|LYqtTACg_c{yaohsiIEToR%~PK@+D1Qn#zKW{b{hh8iVapcca}=QM8D? zXEZEY->fda->q9@`@6=fIVJ!zMh3(SO&iKyuc0plbm<)kGu}Tln0~3ctn}ZV)*cSn-bvv;0Y(aQmN1AN! z=;&!Z(bYE?gWjJ%Kjh?8L3M{uQ|QK=^zMG`+8;SCau1KU0S=QH3X^v}OjWb3J<_dB zBbPfhn?la;1R>`ki)hn1o*6z>`t0=GX3b00i2DbCAX&bd-ZvazKZ4+sqoWEy#?W4{ zB|>G0W#0|R1*XE!hdh+rz>ALj@%y%Ckx#+!KwKpApL{hyUO+E}D;ouU+Vkhqjw3|H z%;rtu4ak=X)eVG%0JOR~E;fBVGza_2!vVLIOPdXPPhYlnd$bg$exa<;Vs;J^JZ6VO zL23J2dxDfw7Px0&*n%z>h?lr>v&7QiqMc34O~@o)8qB&ERW6Jqe4L(IhK|23cH_$# z=I-`1v6-d>`lwU=$K?AtnypD|=7L=sd0H;F`uhCE zLD4TM8c$p`<0>L!E1o^C2+~MPbGPrGI>o-?z>)Lqo9TW5i`|NJXv-xveiZ={z zhJ-UVG0mg$TOj3+u(cKDqTOBlfg)r$0Vfvx(XUC2LJ-*yXliQ<(l@#y8Dg;;*fR{9 z*O8>;F_)5 zlIcFtn&=+&*W8e%OF!9QTcu}Y`tzA(CwHiD-?pONB=ZDdTHAx-iLHw$;6lB9v%cf_%C;Iwsz6{7>P04~O5icj| zovfwmV}XLm(}uXOooI`vmJuPzHX!PE8pz!)NR9_CB5VV363Q6F|MlB9yW_(><;O7d zX&RKhOoqGwumb$zj_*H&haV>Hw2Fp^7=W2bVGRLm+Rm+Af zO1^q=ef>V40LJc*PZCRmzxsPGCa(}WPb9DW9Y|#@%k7I0-Wb{bk)1?`hpz1jKSd~* znlu>$)v@I=F!E*i@WD|J)vr7+wG6308fxn6XCDV+-&RQ>no{&xKys~3f?TP=(x>7w zoVXhOap4p1@f$z>vzseV&*8f1n9VD~8zS>6*o6j+xc!y5CqjzPXZyxARv%2be4QCK z*61`@EzB%AJLPUL|K4L3G^(+?brvcYQxo<$=@}WJHB(Ld@6CNq2CJIqksgEL9B|LZdgi@)EOv$>jtE7SOn7Wk)NY>6b zzuyiL(7w~tm!%4`HK|6(r9(_#Rh4Z2>+1tZEj+QSSm>JJM$5>{rYgy(j7aVS^GzExK>lcoDJ8v#M4R4LltvP#XfLF`xqpNnwF25d7VF`TUnJ=qdp6n}C)gJ+=Ys#AB$nqx(K1LUt9^HO? zO7@pg3i-PnOar_|Ie%90&rQvCo*W+-r1P!YYcs;U=fC?a3?wrJ!#82_TPlZ8OLb(F zB*MT|MJ96W3QS1v$gw(j+(QT*VzF3p4U~Kgx^ndgu50|2FQ?;3anh1ziABfrWn}050TI;XLWgo{^eLEq&QuQWW37MvqE`=q_t^4h>vi06h zCfv0==|4Lmpk+)_?qz)*>USL=7!cXcfi05W2+#y;fxzHp9Ubm7MnIGIl0%Y6DPK3m zLcs8S8m2-hSmzW#51dgQJM$ooNB(t2?5|I*jRC!wI1+;Gwwn|k`fLLN51+Unl5#2b z^mjKK2%80_lZG#X{T9=|n1f^@61$54%Qi*|5pQ#5KEbOu>{#Puue)b~Sd6+Vi+Jc%uIX<1}wYzmp)g|;TMir$1^HfU9RSLL*WC(nefh$uB7_xXh!O z=zezA9>wJEuwU?=c?QtKz$0U!o1g_h3A-YVc|ELh<0WJs0=@YjEoo30XI%NY#+CT3 z92HSW2o0u`3V-9fi_NPL;^@*tInKj;krXL{6Ru}Jt=TG5@lJFfoj4*y{C~Or)K@wv zDdT5PQk+K>kpaU2@zn)*p5PN*Kmf`n#f!W|IMJXJxYxda&0(%y@KckUG0ZO@xCD;t z*Rt~xwHm7@n|$Ax0T00N-5vs1Vx=NI|2Fwo2XhTAz9)dsOFFpU?CU1&Ij;b74Wx=# z&dr_xjG{wtH&k^UdXKAIfl5y?V((V9`%$3ILDfTq-&;pw!#Sm+_T|O$qEB*IoPAN6 zHzO@CeRo&utCLQ=lRWmyY}MZ@1Q^*0(-++q$MtJTd4?iWJ$z;|e!FYZ<9={}H@Z(i zs!k4`v$8TG70($S1%s<4FakiH`iA1U3%FBsR$`|uppVf%kZ-5W_E8d~uNnd22Ir{D z1T~QnB7UK()m^TSLOozcA4+tDbUA&vWyp7OPcc?X>lqKSzdl++Ni1tAbT2bOBDl8<5@PfVFbHM1X)<_#5I?%zbLz!gk-AP&Mz zY3bgM)c2myWpmb|Wj?I=Czc9VDG2 z{gv9kAV+)UEAR$gTnI~edFuM0n_lZ-43q-{aSQ2ndrI6A67gg06r`kY%o-9XA+QDR zx`fJ-5*n#32n`?T2OKnrgQJlr1VI{maL4-78cQ+x zB?E(a(6K-r*)s*ydRg0(9ns-rH8TjSNk%i|;9qZ*$u8R+lIWQUL(>664ZP2j6EzG= z#vd|pz-DZcu`4z~Jrmy{%T&#)HL|HMPpyx2u!pB${BK4Wc|b;u((c3~aFDY_jiDb2 z(~?y@lO7?^sf;3EA@rcXcrwbwO2)doDql1+PNDVSX7>r5D(%JJ0iGyY3Zd1MqvMig zrzaVcza|5hE>wn z2$rQgSs-ZjzzBhoWA#U)5*u>2^VqAiD4WjObwl9d7q$xzmkZ!_gziU%C{RK`$Qk&+ z;hqKr8^T$RA&4DfBej1h0s@atRao~8JW~9}V6N@Mf(M?bqIJM0mRAYX5y1AZk3y1? z%opF?*|Ro-4^W$1>YxRGeFoG9^T}k;M$D^ zgbsO(W(S?Y#dCaoVSP&d{r#@zm95U&y$qSg(oUGWep6)ze!JwqF{=yu9uBIwMdd*W&7}pz=g`u-gqid8H<0)!uOKL%fpz* z*JySjOIh($hoO^pJbMpR@SspA_}o5cXC@=p)|^XX`FMD)3bX;}3N_*nd}N)s&%H|F zfnyM@+`J2~%Q`QX*8L%$h{gEDM_XEFz1qB*J|y79%ZmwzB=UJuLMV3IAt0M5k91ydT)VG;A zAjee@$-uuONB}!!Y;y8@s8HA-vqhkgm2MlyJO23K8Cdu##}Gj(#c&$FGbQc;T<6;V zlpni_^4UCwd2P6331E-j)Im@;`Iozn{GcXkR;HP_v&g%!>(-5_BR9*zyle=V3#$3? zsz$Q7`VY2&#O8pm{X`4ZW{g5Ui#>o*zzkp5HdCDl$2!TK9b0YDTi-E$)Ryjs{M$|r zS-*%Uz&iOnKs?r!fR_QpGs418$IkOoV8K!a+5Ywfn!gc3#^~Lv(%frqO+Q?~wJ9cs zg`Y$o5{LHhTkDbTb4H9%wurbVyI*s@dr%kFGaZIzSq9n`3bXJpM0Rv?N=qk!o_e@5 z2(NVB`}@IQ)*JA-!VjW@I()UALg^le=Zi;}@v^2q6@G@baySP`%zD1pd^s{Bsw&2MB-hF>5l{i)w09{T2bCGGu&66tcfaUGK(EeF`6=5x*|3~(da zu(L7;+R|HiuqkZp_X;xJZ)q?Ru84$X6pc6qXPkH)bxhSj+q^3L$IGabQQ|`pNjMUE*QxNPmDklf?0qLeOw5Eccj=TVSh(fys~teZY8Lc?gQ;II%wv5p+7@JFRdE zL0%Uga@HXbU7C>T!O41hof;#~7Xy2j4y%uq$xe?{pJ=+`ufNd)JT^(n=ee-W-4=_ARi%3u0;~;POgdWf z^h1V-Ks66w6J`Tu@rkm3IcEx5mM+XJG!#0|g|80a!M=L|dDC@y63aa5jd3W97-dc7 zB4*vyp{Q=7HOg?t6rcxIurfP`bMHhB7Zy)#ef$Z|QBwFVfFKpKtfVjiiUHjD6xjBC zTdP3zytkEoN)p4NGN%Jwl2|b)orlrt58u3ngsS7W>!;e;9`xdm4Rv->?21tqa_z>0 zEdb1CLe4VuR76H>*17tib5v2{zRDLgE~PY)Ir`w}*|)aaY>NI5mOGmw%LShiKLrI; zef2qi_dl_16(PniETclnO|-P;q0!-x9sj@wbTyg(?LzS6q#}yo!sd3y{~SH;#JhjA z4(CjP>hDkSShIAjS)!)dgYPx;I*;hvRY5&^lFWHk8sjCCB`^J8zlSFZgH-3`GDEcP z@6BbhUvLXw6x-X~rNZOR4gBnec;^|JgJQ@wCxG>KkY~?L2ir{zr+qpd!}osBqKTN- zdck0{X&`?7E9aF`2#r5FLzQ^f&Te!1##3c7VbtN~{O8o2xjm0P&Zos+xr>O{l>;HG zE(fkv z!ylCZv-IT?W!nRmH`$f4103;w*`BKTA=KQXrcoi5VkYs*Xy4nC5;j=c&C#gZ+!LYI#3(-`nZdqFVl~P zn!4e@eL@+uJdih)MnZ(<)bls)-~vPOw7;f6(}#G~)(a~;AmX0l3mC0F`8}|gn))C* zV9pSsCfk1DZh`}e{FkBZXXVmXmcgD?62VsRQ5hHOy+0RbP@gv{4Un@g0m1_ZW_vz9nY7Ft2+5{-VCp5giLl z+g2ffQ>NrG-xRE_o#?Ox4n}4T9HL$jXu@KVfheU{ir*9^HdSBmZaJbSii1D~VC0&% zMIdKitYrcZtBzy9{faWo3Ew4wa|)8SI|NUBPBQ2G>@HcK3357!6sPCXpiX+HDSO?z8xxX<9U1*D8da4e2F+2Cqn=k1I~m zxZpjrqMC5z<35-czgaB$Y}f0>W0JA?_-gzQWo2$dWp|5Ww|*eVpx+!x;~LQ3)g>w* z@axxeY<^5|I<-j%cM@VF=G6its27e7H@YC?Y*U&_`{`*psL<@|?WL_O1}$Pc6WjRb zt}cBjgqvm1gSJ|R7LamJrT1JR(Ix|-67kcyW4b>Kzuv$*P`mT{TNMjSiOFn!mu(*O zg*?<4ep`D#*6x&9z)gO3UZVxeF6eDad&(z|O=t}M2-Qic+cFJoU4Prrs)3?{XV!NC z%`2xsgAw=~%cT)`ODBdsPt0dvSG6iF)WI;;|F9{Edq_9Q3ACPM@aDpSgpY7W|x2Z-`#U6JDGTvQDO+<(SK9h^_HLcf$YY{>cW@J>N;|>jH&E5W2FX7Eg2Df%H{uZ) zVP3Ae-!JbM6}K&t51Te<=PrN4Q+(2%YJGf=c>>PZ2`0{69&D=zTo(64;?GyVEh>}O zVp&6vZqaT^xutSCEcP_qs?u(_9j(fUT%ieG;l-NiX+FRP)esjo=GLAZT((}wwwShg zJ4M517U-Z2jZhsOPZtpo7xRFb<0|0v>5p37zmM&J?AS9;uFo zmXp1WxkBSo-ZN(=L5(41Xk}%E=~-i08LyrH^$Qtdtp0O|D8vnUvu!Oh-g?R4G2{S* z$75HGSO*e(55JhzAI4~Y+{nrEd`*#Ig`dy@!ps7X*;urH*ST)#(mjv`s_Ia_d}C7K z2$XM*GAVDdH^;Di_a4VJBk1{rI*QWXh>9PCj@v!qDGQIBYPVY#m6G}M^AaIPl9Mv@ zAK222&&mURyPnC|kPeS?1QXrdesNBNCxeVYvs(NcHirfY2Ed#qf2G^B{1ym3e# z8s_6Wo)MFt4hg3C_RxF*K_(Hscpona@$0jZovA0C}I59r-3keWbT4ve7fk!cg* z5?#*detjtN7Nk-(S)}B>+dCzuiRogGwk#r`^ z?fB3eV!a`*0Rp6TQP5`-e@nDyNj(l~aPr|V2)^WJ0--$LM;%B0ynTvb)a>LD_>_x) z^fG0Xy;knalfGbvL;x6X*A;(v`LP=v>|w8_$YoXug+frdg`pmEw zp(jAND%fZ>d8y%S~%U_bbH3B>_p}iGF`oTtlGbykAFR<&|orMkUvo-_;(OZB|x!kY(tX;V< z`&$TS!Tl`!Nb`Hzqk&34){@`P4_*v(_p45eIW9+0z^>i$6tS8Fytt<(Te*GP;+t%l z!CSB2#liy0HSh!a>{1u|3tbb@{c4*C;ToY_LRQyA5vS-;S#E;r zm)}KlX`j5ghj`_)le3yHO0y@(E1c-ezsM6hVQtL+@O+KByZ)`9AUchf-qiMh81NItpLD9I%Qj{ISg;8ey^#x|R=7uwJT| z-q-|9n8Lq?3{rzhtw&G}wF5nD>Nw+|usQJS%E%Z@a}~l9rbYa*R5qw%D5h1z3y~s` zsbzQlWg8{bd7*y-x;SIA#V|VwAx7rlY0H|YlPqp7Ag0ay!7A(TBFn|exdL-!cHWUD z@gGpNp{%%v4dkR6X?RJm{Wd-MLcfNt;|zU(n~xbyC=;v-!;LN$L2Zy&=nSZeV}h-!e|is zD@er;&LH)eE2p;jGZnxYy=fM~%*6D2gJ9xq;Di@PG_IESo))jMlkf!O0KG1X*m7vQ{^suMa0tVY)V#^;NLqi zrwX7U_p-wGzF;tJ&U5npaVT@IK!pAB3k07;Qb}^jmPs$~kY52uT6hs7Uf>pttuCb0 z{p2A+&%KbhLqUfD5zg(zV5|-pH}r^Z4=HB`O20A~#r^%|%UeJcYo zZ=iUdkKy`=P;kK`BjUnR70aU(h=pE#Rb2ipCMFbfyfaQ2%Sv3`4l<{2e?P)sH9X3q zBJ1FeJ9)gM8jk=YOg0^i`ae+q(ZRarzsP?5NPJU{HWNYq6mjyHU%9aS>%6ygP0s6I z+>*!0-E}_w3ejJEK_an?ZF^Bu?&z=Q4}6krmr>AqLi+%Q1IMH;0cP)CB~1lmPGs@& z+K){nRG&ZWwOC;|#ZU}4UsI!>KjPd?z)ph%3hW`DQohng`D3_5_h*6}U(W=KTBUu4 z6#Q41wZ!qXEPE0W|32Kc5QXD04pwYw5(wdF_=wt92#rrtICoTPHd$A^NC~(Iar>P3 z5j%F=X1p$aV1KPXg>SN;BF_zsXd=*JnGPn9{^RueM{O}aUOP3ArS3xe!pt!v0TsvOia!kJoGxX$9@X1n=qFOykWMJ%94mQ#i4@t>X(6B@$C2 zU0;KuE}4Sr(&T$q*6~<~AY7`26feWVAm|10l^PNHyni^%)DsKYJc(s`6T2t}nO3cd z=0y^rlz^)~dmB*cW&a#Lp^bkh3gW+@AcAIU$fRc)%+jdC5Xf`>DkCsVZV|%_P6vZT zVL{R7vUQ4!i?j4|0-%Fe&gO`q!)y4j<;S;o=vZB<6FcJC+b3%@P?UPa(QTE(HLpzA zGBq@a!Ew!2^6Q0%!;zM#}}EqeVVB9Fj25xNOLMY1lh^{I~6> zrSgf2@he=IoV4iwZ||{Psd7PnkPXnUw<%C3_t0Ick=56{S$_61c5TUDyxoENcL|XK z4Y^h*mG@1Q_)qQ4T9l100f@)6ZOyJU^HX#x8yR%$qt+!kR<9&fNW!7EynL@o96 z3tC-Zju_F2+CIO|3j{AX=G)XU8DA&(&zmtFraXJu7AkiPt5SXRubCfwDz%s^iy;1x z6+_@7E#W}w{TVEZ5Fv5Mx}gbLrgV>pTX$K4vA!MmZi`y;m zWROeIEl>~X8LXELbjaySe*5n4g1mW=lXC)4ufdF!nmGXR=4cScx# zJU0Im_VzS7(^6SYUB#aLEG8WOo6UnTwek1@($abtiTCPj7`$a5px1`oGOw7xv<3-33y1fW z0KMnu(@?8(D1wOQmz!zndZJ#l1MG(c*bhcrM@5A@Gm`9wZ$Q9}u4w!(aNJ2-27HEk zt_!7A!Z5p)KK6e@n!pY!bch4NKK?P!@nS%{ugp-}D{`eG2bed-c_G==Y-Y*Zy+F2s zkWLxeV22{DCBTTd?|k%avjvKnB-sfx=vz-&-Je3d2cMOeo*gSx#7V+G3QS=S16TZH zvVXD7B-R`rvRY;2PF{nsSn~2!+FD8yiBu5k!Bp`HJp9D10!+_aaY630&nO1z6B58p z<?Jju=A_a8cZcbi3`P=Eh+pfkSAv}?|JO_;@Gf( zmE7Y4rI;>n+;M_M@9ytIjhP|uZ05vs1~wpswC_zrmHi|=ZL-8vcOlf4*T>XNRoJny zqS5)Z^v3;=kt>_46tHSNc#sG)ba1f4!+quB_E^#P)}(`7q05^NZx0j+(_$u14iuv^ zetr2;0io5OKOt~J$4m1oT8!|obD z!GLBmE=3PSE}m0Zd5rlKP?lkb9NSaKl9*oY8?+m;zMMl!ikl2M7NQUKdlo*J!^fSdrh@~m0C>~ zVtJSph!uqd7)n*pB>w`47j?X3@_dawFZHDg3fLkqLqeiJ#tK|3APSbsL1MwkN(J9n zp1AN@GgLx3urgBq!ixX)F*{1X;<8i6k5K#9pB_K3e05O?rY?0W{))YYKR#q^B`pA1SW{^VNpzHxsfU5LM<80x%~{!-OH{ zv;VxkYU&Y^yd3*xGhw^6v_KebKp+4z;GJKP#sSAHDJcmgEmu8O*!pSE=b0E7aM*0X zOM>mXev!)~$S<4Ef<&f=Onk{_^c~2Y_+f$G0wbD);r#capU$*VLKRL0d^!P<5B_HJ z5u8GWN*W2-1>F7sApU@ghM`Ih<@LKUO_l&7cW@L}75{lms|enABYa;)s_kD<=% z|JUgdoOgL$5kqA@-e@%X_H8PNckK~sF5K@B z0*)=jw9bx>NT>Z)CDt6Suh85^{$!q-Pti_B2LMs9x36!k1xax5K7_L|hwxHE*_ta4a zmB=Ozc26b^4SJ|RCRanGp!`{0wI*Bd1b>GUA^drMXU=+9%;{$>6(YX7>LTA^8hnnkace zDYC;Jt|i=T%9|H636-h;MpRUIGDBX+EAix}KJF7e!uS0S?BX(OwaRnjc6%AmG{?iL z8$~qV1GxCZheRBen_1v<3`rHVF$a3oAy-|apPZb8h<2hVMcByO!`f)1`VBvx+9RQy z&uF-$cRmmeP=!j?o2AX3tlofyyZgZ0d=vzyG*ndb!OPmaQX@_IUl>cm2=KsRJnFeqpg4|gR!hwOyAxX$QishI0l+I{ZQHOcv7TFWvS zr{6-oD)GKjKBJoJ8Lv)l5!%^*Pb>7ErnqEGO^i;32A-;_>iAxFW24#?`~)~@!M+7_ za)#a@R!sRLOKD5?7^B!$4jHdHAbDx&+bO}_RaI!HgEEC@tyf8&|AD=IIl!ZDgwPij z6udF3tlK}@Uxw}sWT={etNc)N?^;hs`#dKX7qBC)J$VMdea7*4bR13*I@WRv*6x)Y zC3=T1=3OfCFKa(Ts3@f>f-9v| z7o$mx{<*FFJ5X+5ngS+I;SasppIOu_JG&h5WhDBdHT7Qez3!+a0Z-qK4Lv0_=5Io~ zFaImKAXe?|`OZJ=m^g|Nt3@J4VpH)o%n zA5HhO>=MnfeF!P_+mnEs^a}uJ;bA?3sL_2S{9ieRo)ES*k+nucaIYq|<{g~`FBgE8 z!|itNf?xtlKt{g;<6F|ufIdY|?y$v1$cI)h^*L^B;L9Jk)=XPWWw4Il({RsqKC@Z# zdiYBe>YU}fU&RHBwX)`S_soN~S65r1ax`-RDjYB}4Ky!;`<(aCP=BOmz)>FmQ+Gx) zUU{4|IR8!V0R4JTVjq94Yab-A;6X`i{Bx37O9?#77M1=?^9Xv_^(fiDjukR*Q(B*H z?$R+UYTXZu2p9mS(^!NU2GjHao*$<4pEU)|(|kv^0WPqY*umJC*;O2dfYW|(uw!ky z2weoLVhT^iQwM$Dkdo7$p*IfenV5|4>_7M11^l15dnsLG4on zKKeQc)vt>_qahZq$L$3G7Kz3cmPu~!xX+UX8}O7q{2;*uChtY8T4NE5iA~e?q~a;) zZoNBqzG#she1^*CO>*cCL)XXV;|It}yIu+FC}h)|6zyy+^UCpula`o2W)>eww8iIU@yTdy&X96BqqI6%clR;0eIX_T*Jw?s{_NAC z%RYYi00s9k)OB*Ef%#0gOE!g8G|pCYsf~U>s|nw`2d(&-L;1lE`(c5FVkD|XARkOj z**x3fentY8_h)DPO5v$rIv0dqyMtakzx~yi+YgFXHhdc3y?mN}3;$ zlX|~H=!>NFdFqzsTz}vPtH>bA_Ta*D`hy|TK>PN;kr88VAdvta3!!Vzf;_LziN zFs;45w@;(N)d}W_we(>r0CA8im$eOgIly`V4Q2;$8P}H|xtrswm4Wrv4&tB$4>nd0 z*)-MlR3zU_#(r4erNNh}b9X8DS?_Oa=8Ei{9ep|*Y(Z`6J@@eqq#YDs)FAuPDg}1TP>@bIJ+hiq;q<4goLzcya8{02zpmcsh9eJl zOXY_f)<1FrLnxgD-26Xa8n%Any>k;w&b{F@GMfk70&f_PR_8gmUmrWnx&M49(0zMo zVqE8Kl#jZ_&5Oi6O1SaagEdujvT;1t5~Da5Z_dGS3R~SH2+CVK3s9?mXx?fhgrhn_ z10(rJXjuc&5=-4{fKAa9NjJM~W+vx2Rt>yd=o>z?w5%ke*`Nc>)W*gJ`u#Zbb!Fav zs-~yU+Pe>b8d-Wym)pPFh=M=l{H?J}v+CE3%DzY+X?eDB`a{5)_j<*ia2 zi2Fm=aqz$EL`Ujk!kB-NEg_yv#d(*B<5$BBB9C@72}$!-*WQPhLfSxUu)jof07vI^ z1W7m98*_u;jqNDg;}#nQ#@${)@|c66=ohR$8?%CP&G|xx=YBX#cPVd6V^Y&iOF`cn z%=ZBC82>CYI~JP6gE{x1rrXhhp&9{;=X;oH7zn(N3EYqRb#i0{&?T`(e2>IpO#qw% zERYh=_5w~b+Tpqy%g#hxTpX+)MSU{=H|KG)?FaGhz%bIk*{$jJ=SlFL#a9-Tte{!x zN?UI|5DiQy_zCN)-k9WL)hxXFA zFq1VcW}EaDX7(GOKrHw4M|?H?p;D_?I+aE*t&6M^%6D3_DU}*D_vS(b-<=U~$<39> zmRqyvCt}q_jmzA!U=bNI%R4N04t-GDDOL2h@~ zk4#OMfsnu^GfR?KSmL!{JjMsk2;3;Ptd0-$Ax?w15f3O4RVEDBCMut%5thHVw+qNR z=OOG3JpLL~G#?RR_K7o;C7meq`G#b{3m24c+(?9hjfd3NFFP)ej{odlo&pdjlL3&` zYC)e}W&5}J4C{4ne}G8Ai6!TIr@oBxIX(;+L#PF$J>cVT;_M?fD5Q+2qg5~}B#hA9 zyP^iUIXY>sm>409G_x*xgm`sMO^q~F`{@ZA=^ z<nB|rH za~eukITg7lb`jQl@ClcVWYgSkk_Lwzy{Wt$k}mDM2rcHR6B+P(s5ir8hmCma2VdpT z(9p(&g8hY^<$0-N&7b-u zka2F}8o)=^fLbf`e`FYU%{Z@)vdW^k61we}5lF+7}2Kg#thXpnFY(tU;OKTCV7SGA#z+6}MV+N8ix3 z5B((iBri2Ur$b`hXN&_&VS@7b<=H`&Rk}W<)_Ljj!rKa64%x0NyDaZE1$|T4MfUzg zJ@b(;-l}Rz@@qESk>lZOFR1^U*F{fauT0B}`GQ65Eand{ZIAFnpJSPD1TG0ne4!K* zPylt*U^3iDNLHZa{gyDYVmy^VokR%s(mkf?uap!x#`Yoo|&co&AjyHmUY>uq#5D19VN69v%`<`2#LA==B96Mr^tLD^MqO zzgBAWVJMCIHu=8gYQK|qUG@T9(Oi6uGN$-#&gEw*89qnv#D|Tn1j>s76_liOx_C{7 z1hQ0>`ULzER3_%jrR0uRmtnHr$8|?>mqgpLWk=U}cFgtMCCORdGlH?KkDU=cv!MMf zDJ?Cuqsrc-B7z?#qzPmXAf4o@%41+~@!B8vgL?rA$(dy0A`nah z5e3r(dXH>lxU%AXl|`c=$Hg_x8Yz*!(~J3rA7dO|Q61jIgyIh$uB5qhKjF?Q*FpAV z89eVH&W_c7mabiUc9`Gi(az3j-`NShGk^NlyTY3n+QLmu&QHh6s@Zq{8U7H#G@Gxa z9xFOI9$yxp?^M{;oN+|-N7a6~NRoC6VIvF;53vOaV{zio1u%{G>qwHDoA5i*6>;g} z#q-|uG5A7ZvScLLcd0?hFrdvYs)DQkFnHg>Bqq`@TulJ~VDKqx<_T2%0+eWivmryd zYSo-VSNFt8WCo;o6Vk`?ZUe`@-P_X>B!kAEzePVje`4d~_^#bzNIf~=ygqR#sz49# zpwDW{AmAup3vwlk)g}R6)suPBG_-Qp2qv_hUQPr))!79Gw61TK8v-T<65&L_}2J! zc&90&_@-AMUlq^q*YPszG4{%#E|#~(c7Hx3Y)4^Os{b)k^2nRZEA1d;ou8goI{D2f z{Jyuk0y&b1?#@o(+_ReTS5KX#KZ}H}wkSS`M2koqG@0RNs~x_%fCNzrb=eqzsG_5z z3knNI-(FXy1(zdrqfcT3+$3C|S6joh^l@5X7VUPX7TG8KjV8xXmMgY{s|tmReNS!U zs|^NK>H5!Mf#x3}H>A`8!gL3g{0Y6R0&f<_yTw^)ald?C$&eZwHE|lhj>V_Rj z!F*H`kUuFGp|ijE! zXgK#UV^Zu0gat=ZjVfl*Ermv>g&wV#l_Imuc-gQxlr^z>LN?k7#&}h(hW%sFrlxvr zEf~b=0A>}Y2Uy0>4hvP`HUl`$VbmMHIQx-~2czcwfY%>V6EOMd_**nPLGp>s926K1 z-$ZYB_=4j9mdtAvykw&?CY3bBXsC8#zLJ`DZ3S>O5&f*DstS zi@{3?KexYld@4rNW+Ave*(Yx&ilB@8ruqI>ngfeLrTnqDx%SR`5V_w)1w3EXReL~*h5giDoOh+?8PvK@(66UBwpg0dWo{RSthe)In*PU@Dp;nRt3vM<~CdW&RR!tPRDWuhEV&R zs%m+hphx%m$8*p7;dSfr{NNX{%eUMRdQP&osY#tFLu*7t>E_Mm4OVPgjvh5qM^H`bG&yF0COn8lIc=+89z+vwOHN(}P(Bubb z%oCPaeOMX|eD0!8F9J21^>8`Z;=@c#?-QL1a-5&PQ3+q*gcSQHc z_#Ky6+fogwb*kxMug27|sag4u9#c&}=9&Hpwy{d1qVO8F8K(2`QPCIB;d?+VL7&X8 z7A$E4BZC^9=f!n};$VdlWlLBasun;j6#ogA1W|))1=r}nWhp5z0+$sKIK@MM-N|8l zbo{V0c}PKy^T|d&Z5NEg08-{kEd7rwJbZirW)gwk=&=I05vkyT_&@W+5+D>2=@Ae} zdm$(Y*Jim6SzPzDLRCi9)eq}KJDQVX-7blKdQ0>)$UMz(=iivRemREHo#yY9caPpI zd*f$+){FFRO)Kvyle>3U=K+D@ftK)Cqrm6F!d+-YhlPbr-x4$@gOY$e26E#ffOvoi za?C)U8KaUVy5Yoh-9+$DQBbv9G1A)u>=5 zV?~tuxl0dn*P`NmypCc!X2$<+vgQ%8Wws}&KkbR*%h}l4BE)GTQ}Bfb6TX|?2hg9V zr(`(B(oU-b|3yllvX|TUvqI}h0+EFH1xW#Lf{G%ie)}U~UJyq5QPI%J+qnS1Trl6k z($*CQy5VOOLz42TTYuV5FWqot0XV1gA<9h~Aizf>W#6#*cLEo81aFB3)MrGUvB9-4B&U`R@Aw zOV>`7zjcu$+e}{h7!V!^;ZaUO#B~ffNdZ;rI*E`Y;`NIcD$2^A8PV4)N!vgWj1%#rPs-?i?&g8#C8=r+ooz2 z{@=;N*+2i-9vbON?UZ^vh%a7G$cVR8nro<(@h!7RkHxIq&uMKJ$ zzSUPFXAu*O(%)QN1?WC+ZL*}GX?1Nay(py$Y@L478+c^rgK7}bNFjW5-UI^6k}Rmr zB9upBrs`9oCmogRM1by5yKNZ4yPnqZ_-}Q6B&+LflQ=H)k;=#L-Ax|FPP;EJRi;ys6ZBdC{sQ7Aod|_4z6AQXt5X(#&^d&?k<| zzc+(?ihXf?*!d{z%#RCCDtB>(RIm}mL`EGMocI>jPtQ{;@jFekw`z8s)^SM8)@K*R zM-yUg-jN{sn-|gL1)kGoO;S&~yWFlxCwJO@@{Kr)fZ=jN{HC=0zc!B!OA(mKqW!9S zKj&UKJ?<>poK!vYXE6LIE1K+V1&mmLc`l{fJ7O$A#zwCooRQJD}q ziRk^N!#r*8JfJSqS-h*{ZE-ei5qoDBne9iN$)eLTDCYgTmGSCCZ@lK8Lm7H9pBw}S zwi}Y)r&ljz{0$Pg54K0pRlbO}9ViG_mcQ?POIaCfhTT$(aj7r3iifobF7nyG;&8?< z^c<&0Fwh#vxwXSDkd)J13NNy{L@0vL#X}^y-3(PRCi_T+g`FSbKX_ry`{jKKO3M74 zoI5w0-19E36dg{4)_nXHDl^tA!|BF1$mt-`;-e~(CFji-a!c;3C(g9~{(UBt@=w4K z6ajFupr8OuQ$cVc_3$ejFMqhFvN12eE^!lXbsIfEVm~p{r_J_>bVIXe{HndI7g)E+qy<>!YsCjAbO714* z`jXr*A^yko#Ki5B_aI90DkJdi2Vq`*LM%C^_u_rTYa}9VtIf76k8fC1{tfay4}vJ^ zF)CS%h4pT(9nF)@xBCdrruvei`vG&}_U|IzuI#q+6n@Hz_$Fx3BMrBYUWVa~)@_c5 z=HEWR@G4>lZa5-Dl?*Y$zVBBG8{(?h#tg7j35$3y2W{OhP@bk}A`IaStReVH*7t`2 z!G}VG7(Kie^p}(56%919E+E=Hm1{`fO_V!Kdcer1hevkPQ`qxomP?rnXXLfBeE3Nk z?Gj^9x|=EkZVS!*h+YPJBO=S+9v{Xc9zx^T2zum$xc;Fp~e zvq2>OG9+6A4glP5=Rho3NoRT1Eq`=h>bL9LUVM1aV^>RBh|Ip}AjME%M_I*`k$ZPR zZ;fMZf)wkYGI#A!Zg5Yob(-h=)Tx>}lkg+cbWn?pm*9q2t_$Y(Fl?yOWE-}gN~U^ zfEym)PJ>a-y&w=B1PJB%WhY9^@AiicFPGPX6G;aD6nk&FwC}u%`Oixuji+gL_V?kK z*n)WkfL;TbWo7*b<2s17z_|=;hju@IQZ}a(rF`Lr*Zu*UPV?_<|BZ){?rnY~UXlF4 z@=WItA&X_^TRBA9?m|Xaf_mxltBxnzBt&?BY}+-*f*<6%3>hm}cT_vpW|@{V!at-OgDWWRF7ZDpjQNASX)?+8CBR`oqUJEFw0iD`*y1SpzFBMa|4+vS%6D#8Lo z9xJwAs~D(7hi9UB*Wum&p}~;dL)-BPeF|1YMmH){hP^y!jsrz}O$`?}_p?P-8{Q5n zuXW9g6&JcIlrIKvX_Kl7QKp#OzEwLJ9M1`Bz3yl>IUd|DAOf;%jP|#30?r<66RzFo zRQq`ED!;CSdE5JX8BQtd@VjsCAS^$@|H_E?sl$zsvGw0`5J6;r91=w$G|et4A?V5F zwOsXe5-m$>i$r!#7dqwYR3H*cp3#$8r@HCy9R`FYcIW69?V7GOn;Om?j8xzQhQ~&~ zhe;8^V1vi}N#tQO+-mUMS@238w#30w3s6?wxeP+{kT&TJ}pFp%3O)!hPw4I+t)m}jcB*za@t`}duvt_s8ZQdKN@y_}*txp|2`1{^D zt-nKL1D?t&bHLOfoR^Z2K==SL3EZgFQa?ezWM*tkE1d*87NTt4iaYDl;gOzm`p?R6 z?pT16UE2TN0FUspbrgAucT)$0MeT=6GYl@w==maEDUlMfiFG+=b}1(o8j#Bw4xPdl ze4S_T5PS5+Yh#5SwY^3(Qu!q+q>QzOek%Z$S}2p)V^BWRdgas$nfBmsF(HIzk%Wll z{`_TtgeO`#Vf%&yL(tj8B+hjNA zIr8!|Njao_Zm2tG3nXjw7sB0)2z^q->p3*z&{u`9_kH+%nnnXdjwv!C*Z{&2%!J|M zUgzWP{CDkM(Z6Jn49BIRX7@6Vrb>(4563GGFB1%oxoy3)@Otz+w0}5+g&jg4h-`YK zhaBk{uc5&I%$gp-5XSrMfZnwA)F@1Wcfk+iC7~goN(z`o%h{ca<~!ANMeG3qI-D~b zmaKj)oL`fE6T~s}myBm-W~?kMI?@e9P;NrkyaZpbC&&B#`1PxLGRM4%P-|_waN{cC zen>_{mXYR=nyF7lZ z6&A)qT>wO=zbp5VlzZ~;fQ-Bd4gw2b z7~B;qd;a`6yTY@HiHX17jw^5}-_p>ynSJA&jk$UFhYt;Ir}JnZmhP@RY7ZY~^3L{D zUeLX_bV|96xcToZsqg0^3?8msH|>7GgdZx9k>us+iBu;G>)_J3c3{*a7cl)AUL2fz z;2uY?Dq;ZP7l#UtMRbRk|FSb~*7p4Ro9DD$fV)yefGk0cG~^_pzJ7n1$2gQQ@u?#frx_nISXq0{nwT{KjdY!S;)(mPC&GA zaEO+0ya$FCoTTO>6;L9_PPqa{&&Cfs0_{ihGx&tZpmsz(Z7{vLjy+%WS4*StA;S0w z!QYG}fWaqDp@OJe<_+ryqbn3FQXMdg3XI<>b_xa|G^`7l8n3OO-FOSFG!9JU4kM+J z&AV=|t*NZS6ul3$^u=^B-UOY^DF^j3zKW(a!J8%i6k@+Ny+fI%=f+AN49>-L`|;-S zUiE&a&eDHna{|U)fQsR{HbGLRsiwv(>-8%u%bwlOAKoU+JL{2#G%8R>Ri4-RdtOVw zEtss)_1}3`K#a&Ex0h?kda$3F;YB`=KKAjhP=AeJj?G+(*Z<}kC1vs~f3+v`^hW_X z#Fl0y*SERC;wks>o8*i;)9pN54I96cCip2zsn<)-HO3;As zyzhTQ@rwcbuQjBQutE4mtIL!mJZB%WIFf$|RvhE>%v@NoiB1PcoG170-hKPxMFSWg zk$J6v7y`WnEUSlSNsM0p99eoj;L#_^uU^9w4(FXXZ|j+gP*|0lBZscsP1Bpv9Ru`k!&hf#_K!h zb#mCq5MK^24HiRNT)q$pbrphe<$nA6b!}x-VU1xx+G#>r=Es|IK&p2E^b)e{0u}UW zxMzj`Iw0d>`GRU5*Z$kvC@vx9?C#twpG4(6{*th57QdeADXw#oPwH12LZ;d$Wbt$7+Ls-w3!NEZ|>Xd!e zR8;P0YvUJ~7C4x9e7^(ru!(JlHHBab2p=`rV?-;T19}mLAON)lh@|*EI@Qa;Ytg*DFSqkxb1yf5u;q6K?oE>EnH9a%-O)xoPf7Yjcje_(kFqmE50(x4mrJB}ge9{}oH@Kia1Za}@pJmaaF=JT>atOhP0AOs-_<=-{ecJ4-ehB@m&?A>X5e|#e|8xx za_uR{6n{oQ0xKt19(q>%URJoT2DPaTBxP>0r-e;^VEzJAv`4rCYf&J}8_caP3k%du zRB8l6hHZ1lgQV~_B1z}3#J9VoWI3nv{6SR<8_Kg;p>nihgsP!p2F!o2*!0LNejzh} z8wZTBF=9U#aj~-f)hC92Gj1HXg<87?IbyieFA@QG@TW3}p-05tl)b=34mxZgvRT zDvt^D;RX!nbkNYCxK31k3Uqw*aC}E%EuNviGIIZ`A{ucKja3j5OM&H#1 zfoO^1K#&o#rAQs!g>37lRQoPuTd8z=q}Y$A3r`8qcUW~kYAxwSv{6raKbToaoNVGW ze^y*@-{4l6@BX5=&7}}}0layQ_^X3mUG)2Xut;ILdnQSDfFP+xgD0Fqz7S;n1$=UH z$KVPMLAWeDHkj`bo92= zAC=Cp;9cC`*~x~t8Du!URK_47UMv|Ce0R2PH6z9ttP7M|MJGSC@Ei?`wHq#F{g=om}CDCNC1$2 zI7)>@MF)!A?ZX|(w{T_o2rP6!U}Y$hs&bMv5}-3_-&ZH`QVR=pQsEXUBjOAJ7HN`x z-q4*jy)VbxTYLC*JH1QxCmuNjJ%#*Zn-Sd%^FLFO-*#Fbv?5~f)`zl&Yj^)mb|mY3 z>RIRzcf-<)tY!OmS8s^@O1;)b%g)b%)f?@B;HF{S^id3b=L6AEt1C=-gWew|%~p$7 z+F+y#u%1xPgxi~ep`Y;qn(A_A-e>J4vN@Ecmi}*2?0^P3R!@qOWI%O_eXzh$p<;NR z)pw@?MC3;iCN{h^dk2$#ta9%Zf)3*Ck3PP8l6W<;GPQbUUo+PkZP?`4T9P?#w9zIW zXLXw9Tx?|A!Q5nsmas^Hi`E!H_aMw_z%fHJO33yddebjnkU;$_D6$i5c>!!Ut3j^y zuB<2+w-i^74)?*7Ts|Qi&>~RmYa?m2{df;DJ6y%@2O`^3KDpuO^RTYTzI!ZFd#hWf z3{w9uf;n2NxC(1%>z(gpNT~{?FKbkC?y6?G81{#fUdI0R5`EnGJIP@_(@{0Lj9cQp ze2z~}Gcd%cvO8-&(D%3l)ESsLi|`P<0vVa;!h?x*Vs`)!{t7*(H5u& z)PU|vRByB+4k-tp;ad=yogTEUBf$_S)Fgv!o|*@{!_=Hnw8wp%M?5}VYfp_)-{4s`;^`>(`Fr*&EDmLDrtY<&B?ak**xXnHEXp0dSm zsUYv>zCT5twpqCsmwJ-k$0zpepGtQOiyBO&%B-Lu0|P@APr{+WxU=(BD;Xaj|0(1r zw@N}59-v2JW0@LW2F1*re-*k1SUNl&+N@iXqh_vZ6i7Z>P?K|U=GNtAJ^jVl zI?6wftV#pAy&o@T?%{8$Kam-9w;goYZeIK$wl8RgJ4Ybi1M0&Mn(-(YNgx)(nQJ5` z1G(BT!qx)2HU~mmv4AMhlF)tSx5oWt?$7f7^Kcn-o%a`kKFd_;@GS zaG$4}iPgmZxozY*sc~+jrWX_~O={jImaO(6St^m-?Dg0ric3K}$3{I5UBPiB!X67Z z%3zs~^sIR8@HB3F3PGl#7WP>M-6ncNM?u-4_G8jXM2O(0LuhU--aFlvWbN0fA=|G> zI%6eL{H=)@s<8i?@TKHO|G==iW=m|gsMHkih738pImm7-lDd>(n19uMO4Rlo?}c{0 zh-HBvKl3~4&Ww6wnw6XW-8uh*uff*e3Nx&$t4qDi_4{?8KP01$9zCtfB0}OMYF9hy zmT`v|9SQ>nuM3-yhNOm!MtOjH&%I$Vop5n+v52`fX$;jT&%LRvl6lP%_fPXoABF~` zuhsD6ytAif*A#LX?ltIUEsZ$#AM{;w8%yP|Ij0r$Y3A&kfb2L{&+H)81@WrER2ShH zndOF2wmdLQ6nkH+#9 znJ)q?Be#3Wa5(g=RQB+Dr)HqTADF3dxmsJMgvtoF5K(db)I!_>fw(%K2j- ze^yFs`*8nw)4U$n>_W}OL5t<#*wq^_8wM{6(qABeL;I&{iESOXSwXvwV&dfC2^n@> z8j!p^b`_)rOIG0g#qHma#C>@(?!A~w7C{q2zZI#UKm&8~bEdN=etj6j69B?mOVcD+E0xxD0Hv5a(7J8 z$n9+;WYE@^*^zr&^ zW3ndH?6s3Mf;ckJXGS2ep%RAO0!{f*yzt5~0H&*&3k&?qE-rE-yxl)63@52(T`??` z)}UChqU&^g{A&QAfBTsEt>LotI8%mHT93fE(o~3S*~VHa%4=5LA-2a|Yo7dP_k^`^ zsndrYweTm)(#=qAe!sVKJ{!S&1oFKxLkXtRsBz1z zHuUTmB;*2CTPc}ZctX5isZs*C*WXYTzwuOtJb3uRS`1V)uR-q&E!1y#aVUVtb9;5& z-mh%XYoR&tU2rFtj`SHP>&YmT#+Ciq`s1TZe5@OLRmo`8_j6FS(El6R~qq4SSaxE2@aj;u*`O`U8urp~rdYUnu*-PJaF7#of(NPE+4sx|t` zegz@L+=C^tMaFe5Ea3GX@w zuZbU|IM|Tc zoB!6+%5`SX=Z@R|#nDDN?4dPhakQ~%_R!Do$oVM4QSRL1(NDLB1vF~J!@t-E0a0)= za%FLbDsC(Kiq9!Efpq%Dmol+2n_q4h&<)Q~{dlu@yEjWoi{KO@X%sIbfSxhFo&aq~ zAW%w6@9guhD%EwF(n{Lp`aDISt&-Z3s95SZoj`a~7t}i)UEh7&WD0c}37&qdo22Jd zrsvR~d`U*RqDj2W*2C?7$ZoEodmPRGu=SQvRjpy$=pscx38h3pQBWEQK`D`zQo2LB zL8Mc<3|bnI5Rg#mTy&SDba!`iZgjuzcfK>u9((K``=vCu%j81oOKr@m>N2Vq&mrOE1& zNy5B6W($9QKdr^1svdRQXWkf|X|8W`GcvlGoiMY-f~+*fy~FUl(AK?oiQLKCNTHW) zk>9l)0$T_3wA|OWMaZNu&TpujgIarE$MIF#KKV0^3S#=iKM97faWZZQYoqSJEf zY4m@pHG05Ca;XHcHn^fAkB7*2?z(I7bZ?QhGi@ef^Mm{>7E&-1F-iNCFZ;1^kE@)I z;jEzGdC_b_WlHx6%W>98;|wjg%#<`caE%~mr?x8-mi zYQeF_#i{$i`r?UdH6N47SSMT?xdN`08>?>q(hoS%SCJ<5Eif=3yCUIer zSpK4F*Fn7PEMqw&8Y- zRu`x_qSmp_I&aowgiN=q%{X_A1Tj@^d%~K(7ap;3hF$4JPCCSuxRI1R|EqW$NjFwd z4voM$A&n$8OjJ+apt}Z0zp!Z}i9D{QO@q1`Yocm1h{*L7kjWs+KFaal&L@~_qV=`HkFL3H zAJ@h3ba}K^npCXbIafm~=2nzjYwuS6lbula6Goa$=O$$?tXUJX>^*jl;-9L#Ec1s` zyoU|bZpi!SyvO(AFJbZ;e-9ixY;gC%t_B=k|J1>5>E*Qj^xnp}W|!S1@iuyZV=+&nZgD`@znvy|}>*BWyyYD|l^D8%%e4Pm)~o z@SQQP1jfn6mmN^Lzcj@;Q7q)S{__Wi%igj99p?CEwsj}QdzR-&?X8eCfa<|01X3n~ zY8-N6**T`Uws0gyg~ zDKw~^gx=cHWX1Phs-lmF_E+XYm0@j&fm?J5<*O5iq%!q!LpttSu{{1%ts#krN5Uw*v%RebsvPJZ@zREb#%mN$ zp&2(l*`Sz;56@^2Upp+ zPB@-dBPx{ZTn>B`n+DPo9JjU&Oe&`cn@AuD9WibtOQUBd?Bk*%N3 zH@(gCr{VKE&QhkM^4bogv-!`e``la-`9rtvZ9wZW!dU#Ygr7SRun3+_zP@ZD%3Pc5whD#8w0XAZ4MOD zqde+P6pw zTQVWqqBr=poHk!8u3tN&abj{KjB{MSxBW`vO)r*I?#xez*_6==vyW{Jw=Nuy__@!Y zcYQv)P~tg>gu6_4=acIVMOQ*5cYd{5^25V^fB9-Yb*D+cso$sRi6^&88VX-0KYaKScd@#EmD9&0xiq_liogq z$ZCk}m|{-bXT{1Ysr&Tv*RN89E6|+VPEYo6;6F^H_oh%4uj#6RBIT0PVm7wB#V(&C z@32SdU8aI=SA@k(hS=!e3?AGhAT296W+d8L$M7jk!S*NGtc{wP?Qp z8NN_tu5rq2t~E-(2z<+SCbRO$bKtp?mcxG1()ubAAU@xJ7ubDU;*zkAgjw~%t6Ft{ zviE;>Kn#jxC6?8wkPVRk2}tPX6dn%BDO6=8* z_J5x#Yu;nC{*=WZn5Mp_ambsR8%ow>DM4v^wm!4K<5AU7b^MTf{dL#k+2nX5<<|YV zwt|F6jgcpc@+xbiL+3{0h?85x$CaY*ZS8Evi*!5I$Ok1G%HihOK5~8fuy$}z8Sv15I33b56LIeq?}<+z@~=#%^R9%S1s zW<6;x2{te`+PUL|V9l|<{=#DIXX%SIzxRGpQ~vtK==Vutm(GH!d>!_&!z(!^%&OPB zd&tvDagZI9+}6ppAuRM`z6s4;T~?j(Pk{eoAr7r2?D67v+5di+QKm1iSNACb)3f1G z33x(4=8K_Yj>o+P2RM*74QCmw>A;rXdnk-l7|0_K?d{{&zwH%F?rfdo?2F}my}f}50_$O+8ZJ=XX&(sM*vgm^ZIQT*Ewa!Wic#2p;MtMZ2e4B?(~;H zQdA0`-pp-IQw3pR^ijIgRLHM`9LKmg^4qHc1or^V!luGvG1b$X+1SWiC7%KfZm9)w zR9Ac&AvNrI6+vP~N?7+--^aj&*m3!&u+mrQ{mz0Ucyb!CX;{_txXS1|zNdr9;i}RV zYhrYyyY{2cHy?-Jw$i~C;4W-PZO*bI=OSOpCW~Qljq;JQ`f{Z8qf;x1@7{bG%Ztjl z2VHV)HN+fM#w}qqKoV~jxBvcDX)#{$2SCK>O5m9uD0X9*sB2U>hMEf6q8!2>PYS0D z6&19cAbNlhd1WV2u-DcBV=YSrAmZvinZ=?);=S6{q)HbMMwFQ-J`Z( z2M^7%i|M9#ZM&*2i>ZX6K6zxg+yJ2&I_=EXnwOl?!Z@S9_r-R#cQwBWNm!OzV`SGw zjQ?!XXdixa}(4!Fwp zOxye^-02WcsOC$itx(4Bmlc;y;q3-?8=MS+!^A^jYFw*CgXCjmqE<4NiT z(NA8Fem?@(Jk#$#1)FQ8-D>LwXGO55I~q1(vSBTQ#f)pFsYoW<7f}HN1hHo}tICy8n;s4T-jrNxig$b5W$QXdu_izO&o50-uP9{?D*bHF!U9I zW@2(?MxG3&@AcX!4oJuG%stcul=?2{PSm=GX6m^(*8^NoFY#yhEcNE}Muf^$1ZmIJ zn5+NB7Ku`I2$+L3v+1r}l^?a^asCf&pf7S`GsBfUOOyE z_BpIT^8yqN2Y^MW9p7htmmQS6cKfF``*yOLjtDN^guq!cYS+DomJdqvsCBeX^*7^bT7d!i9?!51xq5Mp! zJTivetUxmel{J$X-byD6&Aux)%NV;sWNn4)lqZ1={Na-)rM2}1Z?uM9=c_L*E{gXxr6C}L z^eRHH4S*oho+9v8Q?H9dHXeqi2^Z%arcO$`1j;2Jef$omD5veC)t-=|`Dcpm{L zf^evty1f&%CNTlw%?Ac$Q0}(6x(c~?Usm^br)C!XStb^=TxNf*#49--SNC_O^<~h1 z_Mfd#UO1_MlRESw+vRMkcROA?&WWa(9mMQJ?_6wfUffXPp)xl96*OpMnvi?!X4eFL z>;oMw=kxE)=Im+`xov9U6CuyKExa-JE5A2St#BEHps><1UG9Xit*CRFVae+^etn7f z-cx859XOuw;DiXxQ?+ETH|i#{-Nx7jbg7(Hb4Vr+MyFU+O!~Q?g>CAMG1r;y zxD>q6$RR7!?jB%}Xi?>^T8w6+(Ds>ITDm%cQ;nU}(w^?K0(3i=YY+oL6LtU>np?nu z{1xr`qK`mX9ufa^B1%3XBA*+R1d8c8g~GJ3ak^?16QZK_K_nEEPD@J*(gK#=!GO9C zAtCWk?M!Vrvx)RWO&8Q>e`lg#d$^fS}{H+lSs>*=Yr*1)=E`E3e{sr1&h)<~<)QYn&(UFeR? zha6W_B#wRNz!Xbzmc#>PR$x{2AL9Lwx8p?YRq4B5{w7s;R^ELVztDWT>fi`*Bx5b{!em{5JQMNu6sSu4qH!P;6 zJ;qGE6E-hKX+A}G(qUapujZHFNBZXv&-Y{99$)qcEmd9#QlL~bPfty9rK_z~FE;K; zfi0Cqv+U+>Ihba=hs)L@kan6TrMC=j}bEcSS{ZsJP2i9 zMR$ICMZ~uEVD9!Lv!Od22495{<5^1t*-M2&y=EDH2QqfL5AvT~!P#B8ks%Y2?Q^7c zdPw9}jhgS_)!OF^dTpx|E_qfI6_qJoQ}@P$rD#du?&HTnO+b*`naDTN+Z+C#C2XY1 zucHkjh2b=Yw*yXNO3$5ICd(AG>u?mq&|p)~NBS8hKMds(paYU{l-?K>*^uCWlZwj9 z!r~hH3t8DDP~p$EgxeIhO;I-qLU9$;DKT{H9c}GUv5XsNyDgT^m@nk-HpZJS{2UOq zoc@ugCq7)}J+~P+lhLKUohx8M9*>PMTq{|n{V@!nf;9VbvZ#s-TDC#OxcstxFS$8) zP1lI6)$06-gUACZMvan9e=2v+nb+#>HYARAHC`AI?$IErI@T;S?T_U&6F=L5cs7ti zf53l-gVfijcEFVrq*nQk9*dG+i(*X`Zk6RW^4nh3Y|tVno{O%&!!CF^#IAxiRxbpX zVfKpCZ#b17^_EL*FNKhkK+-dhTGzS`dtT*O?e+a&9xTb^ktaEp4;bHBu9SVr8KJFe zA{Hbn7__e%ynZb&VYyaD=gajd>!+cg>@Mj1&x>`>?%mBUUSW5*;}q9Y3P}w z%et6n^JCH)%Fm1XFBlnBxZNYO`9ZGx_4N#Xa3SahK-+rhXneCoLO{QEPQ!LL01q_J zrEpfjtQP7NSnw*SFEI3Di%A3$kmmeaw9P}StU>dc9|=@ZUkT!KvAEogiLZYgOz9nZ zfs0I#=7Z-=jM&t_=rnvsafzC~K%HD_8|l#K?=+ECk1mYO^?HSLb-0Ugv0QLL^>p~= zvet*6>Q#fR-5>K%_}<*ERntdpSF_=Oqvm^dW0Un_5o6HuTq&rg=uo*!oAB1jqbZ_EpVS|lD z;O%?9-bWlcKboqd#slAcvuB?5yBKfg@q{w+4}`7k1Q zdrkxp=9Hr?Y!%^(5v*vu#ol9H`}-5c4jRLqHclgC&k^>R2ppf}Bg?qMb#?ToDv7o9 z#ue;UyR$cm zemNno*3`?06(ldQ-d~S60fD<@pBHU8dC_A`B47g zf~JBcGaXaiLLH^qsnPEaVTK11M-mnO{$e2ATWF6#6X*tYEvq^W9%_Dc?{}6=C)!2H zB?oZE__#~Vv6Hz87vur)kCqV|5g}aWf%D>`R^SE(BS9Lz8mjbj5M}%W1fy_~>68c^ zK}r?Yt91EaonDHy<$q8LrN}X|%a7?Dw{$--f#;7vu$b}a8Sv<0stjQ=l43CS)eNUE z5wsnI^luKG6M4R?;(1SOa2nyZcNB-0ruZ4#3X}P=-IiQC_2$ay(T>iQRqbhqDOUo- zc&Y6Jg3^amtf?BCF}IKyEZ2Eor=vFq#;}BNqm7N}u5B{>?&sSJad;UUyulJxqYm~;0B{>>X=f)8>Gxg} zw*=KwE0>L+b7{NK@kGo-lEcSgmU#dA&-sv{xWE-x8pBnenH42?Fr_!iFz}aQY?!`9 znComVzNv8Ey254#lbR{z$wxjDh#FxxY)7&%Of}+B@f&rU?k3U8B5@iP#!Brf z@}`=4H!eEb;c!zobe9EQZ=%=t`SC+r_5Vo|(I!(6LzThF*M`KnvALh!1d~v4vHH-s zt^|)i)v%0q&xa6Hd##ZHJMZ*3>s$FJ#8oFs*A8-)*VT^_M~uF=3GB9c%b|yPHIhKU zC@5s-18&;$fo}k?Rw#=+W!5kQOlskJ8NgDhtxF&{fj?rY;}&(M*L)EQu!a>dwcw~FfZjt@3I9tI{l@;U$*PACva_XYx_>H?rLxwf{py}jMb z+Z*RqSWwoKn?R+n2ggExZ@B zdqz0L@Vpuv`dyu!qG0- zTD-cVi&;W}fcJT{)5)UT1K}8+elj2WXv=m+_H=)f?x;RT++Y6ft(oeX;8jRnSzQI@ z4%8p^@FNR1Ly5!ra|O>zNVI;If=Ym*v(9?o++M#E6z@&gC^}oRj*^yEu-apIf*`aN zsZU85T3cqn7RzygbIuHETNaiLaFLy#pL?o+m)l3Rp`&AZ6Ap8NX6oOU#oj5!u!Mp= zuOhkH+qk`{sj0tTG0}=K)4u8-o7u?7^KCiq8#jzO3WDBUJpSnx+;7#-(+{_HqF1v& z9tzUs%;usrT0)`Y^|pbKr>V;n+GBSw?1@UMJ& z&B{jX)yyw{>`N~2b`d}3EI5A>zIN&*Z8=I>t&9I8ZJ0+4#e!4mYwl#XGeVPwQ5AaYmLU^2dqXI=nP4#>UqU7lGFWGl1e zzZH}f^nqkn%#p~Z2U1B@yiR9RhdCLcfzi%Q`j7WU#j+Ac9-<9qV%#6J`?FH9*WNog z_wteZ#!)$)*+(ut(DTwCyXV+jK6Sfil`Lduah73$0)zKF}lJai6b)$YYifJdSYthHm@T-fuc>$RDIwL=ogK7Y;o(u zH38~PHda<-5)&&Ux1A~62cW?*IF#|)yf}6}_%jlLgO_f_pGFq(dq^)SC`E~fgdfiY z8E;;JeWX59{xQiR{!|mBHj0AE-y=2#O&313ml@(X@jc*L{UTu6p87vjrjrJJqwU^u zKREk*{QWPESMs142-fe9@86%PbB_Q9PL(P~Sp)`m7+46aUu_YOqqkO$mR9+=NDM?L zvn=fqnHMHAc<~$`aV&EC+41GY+j17>iMSwIe3!bke~mFurIifAI6wA2dcdDtvAx=(sfkZD3#K@M3uv(pU6K{{BUu#9&M=R zcMGi+)biMMo;@gKavkDL4N?S^ma_CjQiefl&qViVtKn9~=NbQcbm*6T8<>`+S(7Djw_&8}bWq9@M_b5vW3b%Dd@%=l`aF4;iZ>dXqq*2j~BK~jE zF+@lyksvnF9lqcfSViX{V9fkJ)Az7^G3oJ|1m-9FJ(OYByX=TMvzj)WCXxs_Dcj5u6R^%`+Olqc*$ zDCW`=nV4v)r}qoWndMv$JOe&zR|+`qm<&|~Pl#+>Ie47W-}$1A36+jB-khr2ZgX? zz%uu4AYTAh6f#m$uuI+|Cs$52L0UT#7A8mxkc>)ZB{cLzw`y37l|??(45brG9gFVc z%}7swz0uX)UVkDH>;4g%yY6__Cs3D8T*lv*+KN>i#{6bcrVRfd5Eut-atjr)&iLJH zo%fH!Y>0T06GQRFFiwUr`x_b*om0v#s6dy5dM}^=$+TzZ<}mPD8c7rn?I0Y{2YqOx zexuBK>Jk)d9(9pJi;RkD{I|*u&gRecym_$x-31f*BCv)KB7o?P_~WOhuw%x&cv4HZOq8Q0d3C2dD-<=gA-O4 z$Gay-ge1&R2VdB znv)f&*shgFnI^Js-dlzQH7I{gsf;57bcfln>|H@e_bl1GHysD04;0dzT20|6GbrcY z2LETy_j|rX7E^OKbJyBMwB?qiW)mb@i^X@PWn~{YD+{BAhwwbFzZxysiWJ9xwix}; z3;&pi%*}^1BKv(yP}0BHA4UvB`P-Pu$DK61&OL7qvjMgZ4eKLBWp%xoc>Q2;V?#Eq zQs0%}rT=@DEM6R9ubke729Z-{(yI=ngp*#MH7qTe9}9lIjiQrZVDqsh1rPTE}-<}?8 zV!+e--dg#k`hH%T>}&Zhx146~i69ycjS-WNbFq3{l+ks(sSol59M^aU`@+EsqFHGB z!Em-_VBDsE@6=Hfm-9+UQM_sS+nRXx2OnIcBoA&@41|!ecADM-M1uDvCyEw>gAs}6SJV=?#}|2ilv$WRdS5%$*`_Z{`1n)K=UO01$=$ znq-Frf1I;Cr{*q%w1VB`ejGyu5I0Q4Mn{wICWmO9eC{_Wq!>b~hs zgrb~RjXeHd>NZox%XEbqXOP>z5DpUfk(O3g^bY8An=8CLjF~En*p(-P6nIFysyOB( zBXY&dSwyslwSM{Z6v(>zNGE8|%uG!{TPowN;*v7KCOELB;#RDIV`~UZQ)pj5jek zXT{fjqGv;Z0Vu_{8{92)T@T|Gz=r_}BC+?ke8pufRd1Cjz)j~UMV5Hd6nt<)>Gu4e z4TYSCFzt2-ZIiSMy?M{Kvnu@r7Q3@Qz!rS`=_HPwxGln%O=c&~^sq9jg;A^cYKJo! zX^h(b#+Y7gWJBE*yw(Jc2IkU{q?OKbXJoUBuGTFaLuWU7qUwq5r!J2ycPLX z1#-Q##kR<}HD4r*-Z%vV5DAf|2b6Jl?4R*U zx{?y2>7><9LShO;R^lMB{4B>S0vF|DFMIjc! z{`RQ$PeH2N1k2~@#S@VL!x$X76buG1IHHvXOo;g3)kS+B9PFKD1BZzSF$ZoSf|bG# zuuM7>l~@@aa9$$XfkP(z{+sc01n@=>9QB&5-U<4zAbTGU;i+dJq0t>><2~4kzHl-Z z7-?t!5^2?t!S)_GJ1pb!KAM8prrdS@E>rU%d_r;|5msTM#_5KAUml}mayE(Vlzp)3 zk(_W$5s`AVmT}(Bj!v0rLYmxpgikQ?I=I|3AuW4NswY~BM}9Z$ebw6%f{tUt-AdOZ zHbL#-bxG4ix-))aW^)uDcaxJ|^(p#?2kP8sY=1L%K!GiYz_r56AR!`}o1XT1cD?6b z%)xd4s~4DDGbap+MXOvol>ZCT{$|&rQ#^jJu~FhvWO&>KFCO8B}o-t zftt9>4Z&V&s~n&KVZXaJD4%hKs1Z{BcR_C*K7uKgjuNgb9{CcdOb)>+fjV>h24=bh zsGxj3CFljV&)sx%l0SU7zUqh7f9EDUOpt8;j61bGuva424dj~wd2I8Pr3~GQ9XE9` zuINnh-sikXr8&uKo47SaDRaIr#Xv38&-KHL&YVI0e_fic?4vnBQMws-|6eXmuiIP! zi(pgzPAPTl%SWirXtA3%s{Y2pC^Qh}*DMidlmToW|Of9}R*{1PU9EvL>86T8XIWr;oC};lz;?DT|4T1s>FHKDHWX zWW!wo0Vi-UJzkBXEfjvjS;-PKH~(NW#1V7I{?UFm1!{FDo?5sI?_^qxzfZM*{i+Hn zF~%#>Q5f8HR1D5;=?*|bJ*$CgZVZ=)Y95c)1ZP#)OI3@EN>Fu7IB$yrAaS^N1tKWo z*yz5$AzOf9vhF%ZzE;f&d!fDZ*}G#}_whs*J+6srb@Li~^Q)VrNwaLY5~akCWo#^r zT^y#|zD(ONxHgn=U}&Z@^a;iKE|I+UOC$ZTJYVV7ZArb=SsGo^q>}It==s zOPy7NDtWNC_eM7ln8R&qeVaQ*MqHqgb<>2c9fg_L=X7tX&fBFr>8ZVb*N35i$vc$< z_tZHQrxeZV&3da7zj&B^Ot_`{=hoDp!z{|!hThw&i<5Wi=9`tAm{gv>co76ZL49@z zt`Hz&4Y@B0l7EE%)&+-BEJ%431bg8q)|rIS&m3Gc)%_dX*_ldhXuO0exfZ9pC-#{hQ4~1aA&Mwe_qw&s-PyU|h3fM+G+bsEWl2g;o^bE> ztt)*MMbn}v%;J-ZQ)N=b5%0kgNG6C%ql`$WjL4$=OwEznK3qmQ=Dg4Ew2Qy<{6&F| z0KDO!zWuq{-Jm21owUSnp=L4DtMTy*zq>X2`6fZif_k>!FJ}jC1PQ1cDXw`3}Mq*N3uO3IG6#Wu!jppeC zuprcdm}-q7Y;P_|lc;Y?5=G^Bl;u*+ak-WD8tCXC)-f>s{rqaLwX$9*Q9*>1Q}Uh8 zoGyh2x;S(N2T}?Qe^YE5sK~nJNI%ivvt>M2CVh_sXEgiz3dSzs`dJs9q_WMhO68a3 z^)>YvD)|%)@2l6Ze+US`uf}P-TqI%1@4lQkq%WUh^V?^ui3QlVc+w96fKS8FRK3J$ zbZH=lfC4Mz*^3u3bHJ)WB{JH(JELTYUJpKyv16iWt5!>?Y(n18mWP3hv%>V;V|NLr z3Wg@$`_Yx&3v>D!?kd-L=CqTzZkLYL#&rnMv#%2=@MM^YQuJZ9ndlUT47$9iv~(5{ zi^Dv0ZrB(-ZaQ;m*rVJ$fy_h{Z(S>-70Az^KQKrdbpkCHwmd^4qX*K#!VT)yA=7D{ z)5D!UE|QufF)1ulT4CFBGLNbIJEyU`s8uIOYDK!Ei=Kpv@VJ)-YSY}=3@#zc zm!oj~V(8T86hy{efmbsA&pvhDsBrtJ0Mf* z5mJvnyZUrNs;3aZ!DOlV%~!0bt2O?GJiabrbBp0Vhqhf6HMQwU1IObp+DW+Dj>%!| zLULfxo-bu#o7#@vE)mY-b$nv2B_sJ5FOv~H_xUgM{?00iiCg|#1x-cEdOEKk8(6+Q zyySzdCWu!!Y6LtZJXP*+nLhyeEPRn3IFaM(g{Ho3?|E@a#vqtN&@9q48pA6ngp=OR z!U)}$Fgu~4FrgGxIdwQDxa$6jq+FG+zS{&=G)JJeiGC8<@qf2=c@XE{myvXTt4@G9 zo-eY3#j>ZOG+bJWW7v2ztABxWNzOLkyLESO`R)nEC^`L;KkD6dy;v>ZhX*WyyokiF?g)fV$Nm^`({Qq}SBc!0h;w&#f!7obT%a*SFg{pJJV8 zHqpYOjV|atGD2m?&8rs z*cbEQeK-~K{4?qR^`A@X0P;#_PTHbbX4K~06AjGGL(22{6ejtI%vGPmr4wNV@o>tQ z=Ony|0CZSe7;XI!9rZG*tyEE%iqUr~z4yVm=9l<%@txf>?JvP1I{!XuW*mgyMw!RP z`Vo7ET=+hd_Rpcl+LX(gr`lpuy6*bK{x4JA;um}mrSDOTeO{FgW&5MPsVZr8@3!CW z44!1LxT@62%}tfHW(?WOEZ&#TdwToJKN`8ZGYaIeR= zLovwjC)rqFT`w4a0bevc^aZ zgS8@~g^}8_R7rIG2Mju1+b_zg<(Vp~|1GPac(X&eTVI^_w?%LNWG}WH#h>2D;BgiH zMaz`!Ip+HpHi+kAY^E!8is8F_wz8N@rNjUQ2u>-Ijc^`3QVF8r9B6g>58l>k-$;*zQwPdlj6cwwRln`{7X~ zMnz$=LePKU`}dJ`1?*0_;BO>YPotXhiksjq~ z4eikSJn=v5LjSYk^C0SOoR^&Xn+(X8J1nXFQu<22$B}iwYQjI~Vs|0@F3i^0PgEyJ z^d)vq(DdjFOPQFx5Huc>1MV;n&m(FYwIMDLnTJR#oiY!RQuy5@A@N_kTvh&F9xlv- zs1oF?OtpCmFvyS~!12=a+?d+e4m`MkodTV4wdkky)N{yr`FuSQbw$vJ3+5Y{gr|3l z!aoY$;pJp!7Ycb;XA9Q^xDj<=ERWEb;Ow+*DvjQldoXo!)OL|reYSG^l?&&$$I|WC z#?M8h!<{u`kPp=_#I_R4G`kl+n(u%9?NRu1RM+qsdp;+HBCqiPtIK>{in*ll!z1=w z77B`lp08qfFr$KzN3Qd#a**BGv7Kc!OTWFJ-rclLgRC{zotX3H3 z>su6+&*(~a!8yO58H}V~!-|UGk&E)>d&I`}`!B(5?hE3JhsLCYz-V6=O0hsHJP8xm zg-`Y`>g(%(+6$5~Y{+`jz2d7r4t&x`p&1vPlb}4|v>Y93ZpNaeDIN?k{#{dp(vxK_ zi}$|z+p@aq{M~-LKRj>UWdVFs$No-H8DVbHD#Pc}%(aEO+{_%Pzx!T7AX^HYUo3vEB0z3a( zKoPr$c9spztI4c877Nf-F6^i<`NHtOrxuK*K}5a5=v9?;QBJ!1@4hG*Md9W#y9fw% zo^a>-p}8w~ZNky6+VR@x=?!c71Id>puJV3}@5B+EW3=Fg1-Xm6thP%Js z<%a=mzy;W`*M(}eT#t86p5g`;poE(sQ*%M0-S3q<1g{*$CC-ACTC(#gRRR?Pv%D%i zJw3tB3?tXfmhao^(Y`EDdmvcBOfAYZ*IIq#J1d}1H$?B5Lk zwA|}hsc!yb2Lt=ipFcIP6e>ChwLTd0bdfNptW~I#L@{f&_S?^6Ye;-u)A(*vWstF^ zp+8WZto45mHEl$d-OBu1m-6KtXH!gCv%^)zgFo3*$#!eW_zf z%?^}dfvN$ytHXXlPHDd>u7B^$)mJ?xs`>|3+_C~^xXY#@1BbOqOOyhb`Wse zRyilRnR@_1e2z{|iurtm-&*?Z(=oa*OnCBCe_@WQYgjCJ$yMES%S0;Dneqf@xZ<=N z6O%aq&#b1xkHG!NB|!U=tXf@iWbV{c*aq?Bvje;?k%$ zlyXPR`Obi%eEs^>Tz0}~`+)LQt&@0UGIm+a0)GcGg6N86#PrF<`OE@%lBg=q?{l1A z`s}Wa&BQsc>(Oav!tVd`T@^j0OV;x7_9YOh&uds)&(Bv7PmvM1!RgB+c%6QITh-bD z;@x28FX$`1V`1b~)zELx{BTYZpxV~rzQP0%+T$q8f&WF|<}i^b`>U(H9>!~T_br4D z+DJTo>pqh`7pzBp}uw-*nuh*eKcQqnmB5k zroYova0%Y=%`)gL%(P-1XQbx7^DoJ9c10Cm)kG1U#Z0)@&e;eTTG2E#zlch4;NsVYv{_o8W!b6e|=2~WqmA|vW7r3vP zi(r&OE#4k#$R!bR_GXWUVYaL{c7f2C2Dc~>n;#4`?;*hGQ{$-p-<`|f*X}pWr?O$3J+D^eMz5?K=k!7@1rWwzrFZ}YC&jXUR#sObr8s$Vd6fuohG$?@uEN`k@pGAWFQ6# zp733ZQxen*26-Qx(11XsLnsWS>N}9iiA2_BF(Nd;{pdhRC?jx6AoWgMm#&0sqTGQ6 zL8=Ys7Kmbu%%Aj^{B9S@nkz7>ZLK5OAmZjd0%P4lVkOUJ+r5jig>s)XuD2hp)*Bj+ zUZ}3QJ_Ei8XOKcs)YB4x&TqxR}*B@_Y@8)1xMK zyyYPtSf5l5r>U?ou1IF+SMU=WxT>t(TwU>T115YEqIoXu0e=rNCYwvFn%3p50jXbo z_P40J(wB9RVBiX9e~4g^e89TOdFKuii0z_`Cdz7|V>M1x27UzB-sm9nLj${YX&WA= zqw|?P|2+Hn!!g&6o&k3WMFr$A`F&LkH7M40(S~A=TBFu>ro3FyVBKows zYf^Gm|K5VXdm0V=56;}rMeOSTEwfmj2N^U6$|*>H2LmZl+DUcF!tJvn^iCMd6QhMc3%eH zZ6DWVP9!q59vUp3#?w;Pni^f)PhZn0D6;*(IU@Nb3s%dpxz*c%OwZ-!N(Y>9~XVTZ{6Bk6;!nZ_8{ z0Ar5eC1GWPmvA!sP?NQxBaSQl@uZjEUDye-yhXl;ibIkK*kS)SlM@>`$B#$H$2T@K zM5@HF{^7=r8xT@lQBeW0d?6trAa>P1ApxIMFYb%X`#YZ?mSOKhixjsD70c;?(Z;^E z`{Iu?^Nj8SOv|l~O4Y(&H*dJ1$>HDHzK2(29e8F~qE5tACnFTHx=Jy?sO@@mO7@2l ze^ArdcoFREIxWu_PceNiMTOgZxk{6&*-ANZLv%%9vd!8b1>NL@=68}3>P1QP+!8wN z;YFNvB9mQ=gBM>f}B(8jZv9UJmGcOCsLdK;=i$-lQ*vQ#^Pyksy##xQ5p$c&WqW0 zRmz@FuqlF+5u2XcPYIjTwe-c|^LNl^f&o_^mXl?(%|W5DgEjdwnV~?cIF*Bq4Kc|L_%*)AoV(^pBbk&ha zypa~vm>H4STW;3YxaL@@7u?hA)Q$YiYE_L*3~DpRDHa%g85uE#|AGsp{PH_@Plcal zh9`5#kc?;oU))V}U=HDeg}bF)UI0!2h+;uTq418A_U>K11^olrqr2`b)R&f7CPZ;Y z-QH&?rM*!yHVJF8*oaQ0i1H~c8IPka;0CjY-Q9mE!3VqeKa^ZUiJterznP&Ds4iz<0|eee~R5g9a< zJIlUfwJj(pNX&5;wE=8-@Qi$+l)1JA!3Bl7l|I4LI>JqyGBA&}2Ac6abQZ{7GLnTC-R6&017+zrDe%+qBka#To8 zJ`hE-9T~6z$>P#R9${_@*l$T{ynP|uiJOm4${u%>b*0g^6r$tA+E{{KoUcaCFR27i z&T9!qWw>Lwk~e~2?Eh=4k$M^RTvWJ#723Cpo*5e6&}Fl=>`fH|?*W1w3ZN({DA@FC z$V;G{p%io*I7{(cl-Xs)*hkMX3Z#c))7{}Vbr#1yGJZUt#<8fcy)It~j6K=lq7Kl0 zv-p@f8qB-z{--y zHwCF@mQvVE(-xfAd7bm_;>Fw_@Jn}O4jk>VmE7bL>M%1&)p1Q9PAFpl?}9{_BvvD`3XLyV2(D&ZW)ow4whkQgQ|Wc{_K0&o^yBYOdDpp&Bp;d zq!IxkL)V5YUu0!kR}cNXlVefOENnf`6ioTO&LQ$p@(06stE1YXMJl*mC+kv8vM3A~z?!L!&x37B6uO~$*e zZeI-M6?rHJXSHs>%6QeZ_xtg>lz%HlaUinHUp-O(!J`FqPplkS`&^Ry$yVq=(!?ZH zKGyz^_frKbr@uVv*KcQz8wLnoF)g^?QY*PnB9bi2aoeiZdvXe#k8OsWxzhW>S^|4GB^T2tR~jptb@K#IY`5Yr14 zdP>xHqe7GBt90N%X6SP{n=L(%*P6(JqZrn=ZFGK z0fXcU1d1m_99C6T!M^3US4C#;K%e7$a&VhZABy<6PlOJ_+RUOmni%6^W2HXVsm{y7 zw5#(|7k+Fqhst{y%m#1jFf!afmBV{QQW2p);Q}H*erEard`cesnU6-k_Wq~G!CSoK zeBWn%61wZ_PkJ^h`F4(dHrQINM^k6Tv3l&E`}{V2Pw;03Vj)J{TpQ~v9cd60q>i5z z`18(ROL5je9Tq(+DtYCh)RS@=7hg0oGGwQDu7C0?iLz`{??Zyo5K38Tt0Z?qrOaJ! z6|SQ&( zMyW-x9O19${u~(eEA*xhPN#?_vt7jtp<+KQ^{}DwIC$1S*(Cv#JVegF5#^^~~#J zXM)g(E-aj=zt+GD5m+EShgbkej&XJrsHfs51Vo{KvD$gt7!Y{&qc_;dV+j_(e8)^J zgFsXb`^3W64J1IZMG3-Tt#KdwYyr|2>)xuI9Cfwm?g};Yu^+4XT)%%Q1Sy_RX+O6~ z`Vl;mrt)J_wZyq5XPx_y=9Y2EMU5ufOgmmfy>6v&pS^LkBYiuD7e;f~cxch5vdZHL zYl^8{g960u%zdxl{mBoKcQo*~}}lFm8a?%g)Ji6tTe7j3pg-{&XL{9#Q$gUC966QRe=ozh;xa}-gp%wk zeq6pe`U%oJd8&VEtc#XrK9W}X>R_mC^qFsyCTO2yVJ4FMK9`zq`F4Dn&RMhZA=wA! z{iZrmmz^g_7Xz(us#-6YULkiS-){IjAOFe0kRO$lv9J~>_WSO ztSB*rjtWxYt9U-rM$wNSWN_o!6=!5HqMCp{_o(^ivBJ%3pui>h{7;BohxCW~_m$CI z{TMG4sqad#NE?kp$SBrZ<{ucy23(+s37O5qo}`F)KprnO5z#Enmoqa6SJu@^ALpB5 z>AK#zO{HKv(9oTcP46R{Wa(dF(O<_q0RID>UL7$;0rpXZ#Zwq)ay9Zk>R0Q(C?1P{ zPeFNO!b{@0%K0)Ao(bxCt@#bz=F24~`%DMvH03wUpJgjg9fZ5oIQssb`h%#LL*Y#8 zRj|~^bvP>M`!aS?#9E13#Ca+2=jT#cwCHsmUfO%?3ykMnb#2d$Q>e%D#~lhr>>A4N zD&$;#k@K|dUdv-XQ96yVwaYz3{Od0X>afj;H61LcJ$R1fsVtvt?X++$(PkKo4uFz? z(Q}gE!yLZ&eF;$65lMq02gV}_+$v)N@i{f>noQ=-Yq&Hf<^ZLnFxl%;qzi7ij~$tGPdQZU74oMhS*~53bR+Nb4q#TUbvNc z)|0#d*a@gxOMNt zBXQtX21~4eYikP*9VuqN-y9iz=8)i}D)yQ0)_F>ujxK?X?N`)>q9 z4l$FZL@m@~dm@>E)xGml*D?;xHbOGhkX(7+o3~l&ZCZ2KS;b2mr!}UhLLDfzRe_-# z{n$NyZ$vvtRBJj|z)Z@;gcSfj- z-DG5(QBR^;Wf&@{d&J~)IL4_3z z5Fnc=A4g109m3f(Fz})+jCN~nYY>dEV6<>1cUIQXxrVnkH#fJm1jeVWDxtq@(|6{|(!E4y6l_TpkPtW{rJZ_O_?_%mTgr>~xb0>c6Y_uq2yqyvEr7pMB z&H-ILL*qdj;27_tSTMtH=WX<;HS z2DhEH?KWU=KiIo-JCW~%A^TClOhyd zjI9XJL>1BTE9jywn)Or&&koC^dgYQB?C}F@gu3dtC5*X0Z(z3rfO%p<0 zk0t4IAGjp2d37X(sYdvngJzKe0dWzA%%w?;IJzXb$ltx6rO*qE0su7``sXs;nU6dV zs@m{>@BUOn%q*D}AHF~C;9LFILlceV#ibHiwVY| z7|bR!s7R*?9L0z^IU{6)<3*%`fBOlkC1c9VUPw~#7~zN4rsBWot~>qn*VvlzecxKG zW#((v%uHs_w~&0k--fE>1U88TK8zp6n&6_(`v)1YFr0D|H16m?w0sC$U1X3VR+ zLfxI(f5f1=V+e9Ze&OCi{~YyeJ>MzMiImx2Aedr?t&9)K*~W85S^M4!=($;R;`m*V>4okqrB7f--)?4H+oBSq)|0_)&6k7~* zNTQVQW-q@2h|on@t@@u*_X<34cmNFp9@=%@M6;Pz_-!Yby?7X3G=6wbJVC9dj<>Yx z=kF1&?QQ$%Qita6LghhjX+~QOH*GU>b1lKBiSju8k-C9_C~O15m{E&sYk65&H~9uy z9t7Anwzf(__N<&-u3Rkp4gC{pZZku}dp{{ndy?}rGyQ$h(W&cjHyB2z#k~Z$S?b`Wu|EQ@!V^3en z;Fp!IT9xCn9Zro_@LB@&$iRg5(GEH`aKkSd6Q^MW^DnIQeZcmFxKx<)h(0NSx)Gjt z6o{IvxWUXCfsToQW^xSCueM)-GbU#23(_r5uDPw%2nSRe94?*hZt${E8I20^$&N_V-V9K5n7&1td{VgHRii_5 zXa5MF1r4Lovtn*bj)o=$R5WzzH(raF_ot5)KaJFQW9ZYfJnw9qI5jl|ufJi9vH-E} z<|rP#Izg|3(!l0Hj0F05Z{Kb_R;dGyd`1>NBRhiZRozvu+`*3no$mOethw&*{}qG4 zd7PIbSdN?iXulZwf=vm5FFSz!eOlT{GI&@|)hcF({`t_N4gm;+7D@s&>P^;$6;eb# z8%eilzWxh_V&B(*W4@vRJt)376uZ#li=m?)OU!tG^hE%UnfXhmG?k?l`5B2L8W;#z zL96G9Gwg+k>J-1l<}h|gd#enf+IP^vYNZq^Q1&-9uX?sS#0G z{ok;+%_!1+?>#u1#b9s-GyeYC*Z?G_CStC{i+EIl$G{xTzZ9G^B|j9y}B=zc4|~$qJ`dpzX3lg6mrX!2*0kw@9|?N z*f*kXB5?g_F|u+63krsdOa?xkoorDF1l;p6lAf|t6AJxYoV@d^i)HCnh5`1dJ5aZs zK;0gA<6ra_r(FdcJt09ZHx-u>;PVP&V_V>@n{w|xu`x2DeMD5y=CHRkKos;GQjm83 z4QKlwOAE5j2`yUyBp$Kwe&m9h55}5)fk;$`H#|AT_6BCk*%&B+amV z!^)t091JJWKG7z8yqjMeQ3P116&vX07Yo;+t8rsk4SvPbnw*GOu9SbWt8D$SW+wCA zp7~0t((o&A-BGGTuzvJW-&Hy(GpWY(&H8xEc*6Bt`WYX&nxQP(S})@x+yJ@E|rH9jV4r6b93QQJ;%+ zg&ZJFiG`)5Jd>aBdQL&EO+C@W3#lUu{&n8WC$Dwk2Mn`TJ;jppgN}QaA3xRl&c`nX zaioZ#Xr|QunJFo=6uwz-GZpNkHXnv7=ia5QXX?tD-rUM4Mm~g zd1l_}_=0o-dhtC``KrM0RNs@=c~r0sn(ei+xR<#};>D{v?2G%KKaMEate6cT32OXqE;gQqL)81pUmOptK2wp>9aS@Ufm-r$;cZXcak#+L6a3ORg zmX+~_Q@lF%S7G8A&B$1P>m}}L{q)VnM@kl^K*(S0H4GPwjmAvQtMTr+3%mnI_T-IQ z3&d)pZeRMxJEY-^@E-`dgj?`kHaB_|pD0|w3tiJ6?#{c`Jz1X0Qi$HOaNbRo_{ zVX3}KiZ;`P0G&L2Z@RK3Cq@K1ld>iaNwpXaZMB~t#+r`*vdGKhKF3-^>WFwz`k~K6 z6*yh}Zv|hKmv6k%5?=pgeMI?ATa)b_i3>m9>i3bnyh#xjZ<)uTV9oP&iEXKW9T*sQ z#{}o_YT(|`yfy@rfO?y@w7Rvm_13LhGy15x8P4S3p9an|GRg)tL-!0oR--&IHaY1I z&Z{W5KVFuMH1KAu>4HwOskjc$YwS-WXps+MYwEg=ki)9RSI&pd!EL2@QuO?_!6OA0 z!8$y{4ozDA80{op+ta5J76ipK!l|1nO4M97%%}H9y>2`O&XM>EHS*~6!7vJqOjj1c zE&w3#Wld14wDkHcshP5b|AB4VW!kzifDeRHRS)DkV$3lcvHl}>_n9M(!j(>O<2G$q zW~7w;u*=j6*)lc-4XOcCWo3@58f^8BhiNCl4D9UBV2TEV9i_l?hB^+TQm%p8bNwe3j%*_LT2kWfA)svXxpU!Pk+ZgZm6X$TsKX(Zx^jh9&{!D@RTa#ocfVRaE z%Mo%-D0$?OQZFXeUr61RV&Qjl+watv`FiCRVMfk7T=`c|ew(V0jhOdt^|$Q4?u%=V z62X*HR2&`}igv#HJb)IgqOg5H!i!x1ZMb>E9H`Iyk*CPm9+e)EAu|Iz3G|WKKEd&f zhc1z4rl$UFI;5VSd#;nA0gxP{EPIHAnGR@MwayrMHp{9h= z1cHn9)OGpXq@Y2F5)383?K80w^jig33tJ8`12FZJ4^}dacN15;o3tUlP=8-d&?W9H zcUn7HZ=RjMk&;FoMJI(&R3`BGwr+E0d{<{Ege{-+n;UsVJ*Z(bc1`u^OZQiYZ_qu( zS2@CvyC&)>>~kA>cI5=|WYTe}wqT2RnNDXe2L22mZ%8QtP+J}aQw#`q0~mBeuM6?Q z9u(#UQ-o~IWGhED1{4!hUbshcE;Q&vM-+->CHnj~kG{;F@D&?_(d5LqS6{aP1_HF_K6NN_j;u%bDkYJ`l{S zTMMh|Y&K(MZuGkk&PnLyW0Z(1q6b_XIT;=sRBocesF3e5m+Qdy`JL6#(GczuXNCc1 zenUgUyLaT<)rMB-mz|G)t-}vam*s(()BaC2D0zew-iRh+q^yq>x=x41Gm4<7RXweZ zAcaatKbbR+jXCXQ9j7e5+<-aW^Nj z<^@SWBA)y&w~8LAxyD&aQb&m*=3fq(eXnf1$HkMv?>+R5>k`$w9MX5=X7`;Fc=KOY zdqfJz{~*gVgQQ{zSBI>pPyJ9Ce-V)jI&BzD@sOiwa z(l2X>EY4zWej(~{n4+^52RcUWL&n>gY>uTbq)qjT{c4gUul?$!;W1T~_Of|CS#UE{ zqLE+$?G~B>GZA7wZDk-UG$f=OV9vA;9|B8A3NRqyLQbv&R4F7RBvvPrA;!8)*w}2jL{tES3u^by#y?$73D9N+IVAE+xqyUU>>pj7Aq@qPsu273E}(P698B-)cqj#{&b^E-Fn}SlHf#C%wpT1PY>SvzLvpDPsg1EgU!o=H{IBe(z-HH}djbFH(fQ-~xcd8UKyYILLfW8R=H%hR`CLDu zxKR|m@54Pk1ZPC`H7}MGA(~IUP+#HJjja#w-_x24ee3Fa(3_f(;ivJa3d>)v5Uysw z4~3A{qW=Jg;}r|3FGsif%Nr4~IB524w6>Arn3W>fx* z>RXTASu-)&a-4v`Si4F2>)VDg07pmg{oY?C!tOJYhDd7|;OD5&1ps1$zYY1Q|GGG9 zC`bsyR-Y3$<6VF~TxtXa1T-`>aK?5Tg7In16@-6%VkqK2qLYTHDV@5ezB~P}hB}h+ z_u$BNJ^|KV4tnOZu@of}=W-*rQCVmahP=*tu!oIZtufIrdaAsKyZric!T|@l=#3Y1 zUjo4%2RS-x16e&#slIi*vSNmd8wBx3vuqTbnL4P4ch#xoyUB50%g$Nt7@*7-Ff3VA zoyfplN)&eeSV4lK+k@|X4ZvETV1QOD=jrwVbC_4DJPEYwO^rv&@h}im99|3OkpuFw@3mTwJuMm|>~=6?kIl zS3Pk19G4sqpI?|;HIV{WknW|I75n<4AvA%|l(>+DvmPQ<@9ZD^b{Bsv4%O-DP$f8G z)otaXPLA)E3YA$;*PUw1l-mCJ&g$-n){z?qJvnTpgD1p;zRHW*0jyO1gZ7E% zMTs2JV#giTINB`^*9rrdc4$anp5*S`G?}UO*xzXZOfi(^?pwAV*Efs?zCF3>u_JkM z!L+}+vhpp~V^#A)(eqH4@$(X zq9JC*x)c>p+!&$DjfgB}0W-}KZQ~2DZre>RGnq zFp{nOd>lA3U65JkN%MVs;~D!!P?dO051FANGDC=D*3HTrqQ?O+x>-P>n)&{{_xG!H znets|FKJ$7XJn9&lfMfO7n>RW_AML!Uq;7es1W|#yu7Vw_wV07a2F9U6vo^}@uIND zQEa^(8^c6ZlaDvvjd4krL~bGu08af`bs@Pyz&!Cb7_|(5=$Q7<+ZlnXDqTt3|HJk4UjbmbmEYf|#-`)_NG$WM}(h5EuAwH8Ugl~RPO9QTzawJq$Q z9K3!nzRG9Sl-u`e#8LC~wpdPq&IEQu&kxGRZ0o1j3wirXRm%036;o8%2QZRf`T5Zr z0%i9e8(Exgdk@|En{gO*ew*L zuDZuhz+AKgDT<}V+7Df=2Lx(1G8No@h9(^O(`;>rZFmcq;O1#05B=`X1P-fllbM|s+^7zF zBWdunP~CMcSvd7LJ%R@wMlrbZVORxz3QxSsudk zpv>-tQbYr`%WTt3TbnS0KvYi5lSZj) zMH$BhIUj0Vv_DK-rm{A9T<+di14(#MMI0EWypLPoLXUQQT%335Rzh#@L(m1i8<@U7 zWODEUI%~YXw2ucOJm4XxCM9h>Weg+E!aJDHfbN!HEB%Wc+QBCt8(FT9W9aM?pOk*}1NdDE%p;{oEo4efzoTcXg$sOV*@5a6jnE)`ky$y z3#+fM4-E|s5AXYI(y?`IEefJIY?ac(4?uwjBPQ1Px5lu}uCAL3@n5XX0{GAozO+W` z_v}+Ef`a6LEK4P-b~X=8@nrz%VMTBq{9<68^Mu)-VHI@1NX@sx#aj}Klsfa`DZ{TP zmcE4eFW}K8)Yc`7|-hYG`vX>h)<(7J$ea!scWS1}b z(Y@;qC&sVg{*3@2XcFRHVP~RrlyAz|d<+wv}kn_vrkmqiB^V&GpS;}h;qbDB3{W!8)IWsgnqT7wX<^tpih8%p0D)f62yqo z>iJwn%(feAyl3^p@0fAj7kG=OC|AI&>k9kpBFK5E^N&<|1b^3MG^S~SUdxd$6`ClLHlAyY_n)gOp>qg zhgU3j?kG#lWF*b8>r@<~Oba#-&!W z@6f6J{$!HorKW|Tr*20~4opfex9(a5+gk{nE)RQN@}XN!EmWX82ay6UHk1($Q(hU* zkxM!FE)><_N)*$;3V=AH&9*^qDtKOL*Cgzb`XhW=LNL*PF=j@v6ham54C?KQ)ca;& z5DX;40vrqDO8ARG4AYgd;;j1m^X?=eIJ<*THW2>UYqp6fa*eyr)!A9vDk#>Jt*dHE zgugU!StJ-IsLlt0eOBPN8gh&NZe8D z#oT<$=6FQXx3MzYD7=h39o#5~H-xXANt`u@*)sB$AAfR9!juZ7I-~nFdwlFL zd)QR@#lz0vD;dwskj1xE<6bjkdzRnVEu5T*HYYVQB7%?y_5(QILYLoZv#xI`>mySOS}+aAFCj6F&OlAAGpLFTvh7k` zp;DiCFCI`+BOE@`a%%U-s``4zsvz+&`tvwl-^JCv${>T|tz$~XFe%Pz;i zf}c}x&QSphv9Rz2z@jiP@Wc7|!;}Qj2FjzsIsnLQHqyz@PKcB+jU)SfFB0GrDe*Gw zz2CR_g(W=`HuMtlI7$?9DhT`Pi$z666~n4UH&Ks^%!5c6?7#WR$6ToVmr}uPUY`+% zL|GeOyGYijQvOS(nYEt#Ir2T%-&(*z5A7^pDQL~vu6|C} zpM#wN=C2tlZ@-Mi8f1&m@ha+uPf4Xh{ed>faup7rP1n^{%)6U^-~jgBQfNTZ04{U% z0_sa-i%63Ox|iI?^*sLGf8{k$BXGsb>Dl+T&HmgvnWz&E3eG2%zekZAI}~OY;tFJ? za%mqk4X)XkrwZ+yC4r4fH)}rV=dev@?pV}_(G%b8_c_ld>Owe(HA-$hN_|cEsVYS3 zxS%$Ks#Ap>O%l)dbw@{s++6YlxEj=nf)r$AzO}X8Aay%Au=`>K+bl?Op<*3V9_1Yj zSL{fc7(fuv)(h#jz&E9!XX0X2!ct18I_n!U)BD)i7)~4AM9nbNdQ%IFW))Z_Mreqk zd8iZxZGm6z*QAPGPnIkh+Pcx>wd+)W`{gQ=czTnHi@D0=6YC;xDna524=wF`cMf!Z zkzV?;W#vQ53QdUrm5FyswtW=G(!VE%d19PTTyVd)yp0`H<{$@yeKn(ui_9bCl7`rL zHx!8=3>o`j#{b(=4mnfUz_Tawa&pd@hoXgkqwyN@Rkkc!S1BAB<)s$lzJF&?FqoMW zL$Ne_@kG#JRgsdfOyz4x%})oH;0ZEho$(D9|eYquc~{AU&eqW4CpnC2-_(g5;K`%f;`Or$6b@ zhv2d|UH#7~{L_DauGEg?t&yaJNewi{W!p-u&hC#W7#ci&4Xp^6&hgV{6wksk2NMiE z6>&Wa0CJy5&C#a7mh8jwO6?#61oS>Rsg=!PUnn3Uv;`gMriy6b#BjbXNbm!i&9FZ& zzFhF~hOPnV-{1u0z%Q7leDLrIu(7e<-4<{4KO3EQs(N6`Z67*x?TxV?MD9@23DA$Ka%c2^qGv8>IL)x1!7QX z!Quz?@Zd8zxKnUd-8`c&U6)@N3VXlI*;W)k?I|lM>HPMMd4YVmK+h72D-6SCU!HEy z)gH!wkcG~nupPgk1*rw_tn&U_elue9I8!O5&as7{Ubo6i-BmP&)GMG zJ-?sdJW_Ufnzr@!qp_bY(YIXKePB@ltgVzwV}b%-kb@%>R9QJmAb1&IH-Otq6&5?) z@Vr9EG+;o>lR)B@e-g?&5t=e6{GvCDHyezGFck;h3Tom*P{);e>#>5y8Ro6$lwv=g zQ~Re=hmG6k8I=07=?K_F@SVexF?2gn{YSskL~CigNplg4W+o`~7lMk!E23`;tQA?B=^Dr-dIJ*fbXJ5c~iQAKc!XfN=*0U&c;v6IlRy z8|*E>{5r*+qLuVJxk&7jP$JmfhCDckc_ z?OVF9+%9eVIBYwB;X+~|j{EfNWVZ*<$&$X<=N#b3ur1sh?}jW0q64FHJOs|kXOPYR)U8x|xYSLNpjZ3VXM$&OPzgThy zA@z^jsQJK1!(fv|V_sWxrPkd0T?l=HHKvH|n}Cf03VRHUcM*9= z9nT|{JKeESd@sII60KltM9fM)Dd8|b`VK^89#|Bcaf8f+=-(1%J7WHhc~i!9-BJQK zxl*qVM5xsj6$r2Bs=@!hpD+-QTV4eWDi2vKmZ|g}-0CqFd{4y7m!eji?YjG|&xdyg z0Sjll#r&ranXbQ&PH*NM-o)Wha-oJy98Jg4x+PyMeCNX*zvpqc=jbdgSFZ~>N&_N% zH2&EH7q&nr4hsJ$SXaQ&6hJ$B`^z(^9v^(h2)R?tD4?Li@%ko^i2&XCH(`c@JCN?NN01IuQDF$gZ2@YycZbda$gFhx4Gyr`3?G45@KSQ?hH#m zN!$cUwRtQDpp2k`l$)pwW1prgO}d28c$fEYuqYI5K0$;`ROWk(h&V`MT_RGQQtP#@ zaa6O+8`m6>5$_hz6caP>kAJD$JXU$NT%L)6eQa~ zRev^Df2!xgZKm&d*Y8~b!=NL6H=%vYE7Kt^gU(ffN+W{PM~|8O&<~ituDkB67=6;G z?B@AF)RO(AU6T%1UEwL^BN^lXDrKNO^|s9r`eRg=aHbrA8uQY3|IVaqTgR~2aorMq zqpPFiN}nU?<_>@t!41*y#L=8pg8;?R!C?p-rT_ce(nYwhw=+JT|5Oulk}GG6z8HS-3Vw~VC0&e(qOTMN7>Z~cMpZ%GgO zWOunyxP+je52QCw{>|uUtJQ^j$6~q2s_Ub8&eZnMWmFgKR*O@-n>yMYe*(u8qwqK` zXWgNrYiejP1pO>ho10Dv^h96xT`2ym34v)?-O6bgqj{ce%7jCo+2MKvc`ZnzIh%B#hw|e+;llpS|4Gid%rz z*IWcqDWmEc{S(fEeA8I&ARg!IRpyyYYy@YqMpwTe#TSpSEYog|Q3&=}Jevk=*nMtw zpF3};?&Y=3yU&%xa7$8iFWU`n^sUC`#zw<8xq*R+2~86ql_S5@HxAum(j@lx@1w%? zlaLT3o%aXN%JyN0S}SAH`@j}3BZ8bzK?U{$9R_j?0-wfPAZu&Dqeyl;Kdk;H`pt>D zUv#`1!u|pVeSeR{ai{#Z|1D!1Y z866!ZWz#mC&UvMQa*_n}ZBs40RS`Rk{p!#aQ4zc37FfeYtAA$@8UdItX+Y$?*t~mo z0|_58M;0dVN#&nF+;I3teiA1}@n$dmsAg1`vy4B@`^aB9X#Q0-Xr5-Kh1g!Gul zWolnB(YhMac6eJFRQDT7Oqm+hR(VhYVw*YB+fJ&kESIeG+ng$~z&SF~e*LvI_}a~F z{dequh~K{hnNLtt4Pgz?t^iW6TV}-SeUyT5Pha*8f+{g2oZ+`ga>&z^2h$uf=ELo% z>8-(mH*=Tp6>ii;uR5p;tewmGaSYW6miXk>0z-~Jd;}mJAc9sV=tV$>kg%{jm{ia( z@rugIV0Yv$_zCImz*EKxV-gN!tK6JPiP{+_F>GvtwjvOfWPW&Smd!=Vw}|^xwv{s6 zog;2V?saU*aYTqgnv)-6#17==+g8K3@&nfUD;3ZLSG-mjnr03bcibh-=Ti-qB9L(Aiz!G6JGk1Uao&({DJCG zfT+JLLceYFxp4X%dktMtaAlOFl5~vKf(8e z;|`Wd<8_E`xT3+&n*~wM#y6Wcq19t?d0A?TF!33oA!z09sgO*~z)S{LPjN*K7n=iA zO(d+JN*{Yawn?IFknph zUT0eqpuwK=Kjhd>5S$+MS5G zl+(kKS2xLS;%e|Dd2)jo6_~`iYhJowi~eL2PJkUkBRW;(unLtDs)i~7mMjp}9ybTc zVesQq7a9nxV`gUN9*}#2Y;Do1G$6Zh?L#ggEi82%*mr+aHNPj7+>Wf`(0uZNM{} zq*WUyX*rS)!X1cCrOKl=M-G5m&*iU+W96__YgN8(wU5;As^+7D-jx4 zIw1pp;FcLVXBr23|5Y!jS8a&}4Uet`;_a2t0i{T!p#Mz@dh2Z|2?{`z4h5)n#)r~s>W)ATO5f9f^GmA(!#?ZfqJ#3w$^TL zOT^65G9Vxza>wDo51JE=(Q=(hLq_mvq^@}||0V@}piiAnnHB9%b=C1VnehH8uP{y~ z!21G2-nhpPK`7I#Q}$-@sRJsUVHMmuooo*5fn{8kC3ep6ey)KDV7ks@yZ+79|Hc#W zycY2q0Bqq)GK45+S>$U7;Fc!qfg z-O$rnG16RgXoQ;j=Vpd(D;|rioZLWPpV(UlPmWS>onLCaX3Ps`FBijOb(js@jOrj3 zE0`f??QYP#fXI=;%@w%q#zvK&S%PpG0{Lg|X*s^G7ZG?S0<{5k3YU^nAI`{Xt|t}} zB~P?%+|++r9Y20_x-VZNJn3kq?X>)>>$CGZe<&QaL>^0ZP0dkIRx2ndG#VP#5YbD@ z$8%q*)-W^si$BXpi-%Jg1S_gS93)8Xxbix%s6)sAmRN`xQU1w#XZUrS&=o&u&%r2k zeOvsofkeyzlD~57z-B^9R1u*yK|#iIHV#le9UUF8SN^G3=LOQ{EPQ-?m<>BvGtZL7 zZ_Nmq3VN~@1~MV#t-y#g)&U>KMHD^vl=Km&~zu(Tr~@CceAiw&!jG zaXsNB*7158OebH!X3emDK}`HPs__W<^rDKSKdqhjpA@zg5^an^OvTukR#}#f;By@z zy4vv0-7p|zvK{f|b4~69jac6=-rSQ?;ta*P+$pc%y#LwCvdxZhK5F)wmBy3u=EIg~ z0;Ttbg`!}1eUpxQnL{0}whMpQQuj^Xc(rK7N+Kz`;J1j*mdsl6W3EgB1+X)e)N@g z^BT2}=1$pUU!%vmFAGFW>B13|MZf z$Ek{5U9z~W!+U#Yu0!jM7CB4P&!4}O9;y^;Tr1S0e6A>V3>*1nu$0t}R1VyXw$zcj zM*>bwN=itaqD#4ajW_HfD8ZX5{~{RLOpIk7soVg-I}ookx`}Q#tO6mQn@Xa4{V5bM z!uY~z2jdG=I|k;43_1ixUh*J%v0x@iZ8cl31!CHJ}1^v3&c_Gz6~*_F38As6g}|6O#XuIqQjB0$M#iHJMrH#jx`=Yv zW`ac^ z!KIFZ{JS}~LPtKEiw~IwtH$%HzPc8I{#E6Jb~GjBUE~{7@B~3cP+a(E{hD7DgPmnx z3G!wtqEJ&sh`8+>ynf_5z4uO2q&W;##p0t=?sSi8mu2~k>~^drKB-9AVfsgqvS$mP zr4z+7|2C3#+3zCbS-oR;IET?*noloz|HSmk69$(7gL-|)jX|a~(Y_I1aD)gr*vN1j zzWB=sOEz)-dvpc8Wr#JQ`;ozWcJ1n+NfU%o2uVpww*T65G1uThRfd>%GwE-&KKJ9f zjY@aDV+KY>$VEOVYWPAMi%9ZDb=k8Dx8*Wn10h9H-gE%Cu`n^a;XNmFd~nB5Gu1h} z7(Vdqlut<#ygRci$iZ&~cSMG}pokrt?7nwU(*w^hd>3K0pGuM{<3KvP+;sD(2?4^S zlarG+9{jooy}svk8-*|k{M^{sSX%Ng6cG`DkQE*t9uows5~5(hgnV-%zVuiz=Wauq za$LZ(N@}eWR=<$B8#&geEeudFbkYx_KTLB>Y->9y?y{_>jFT4}UHpZnDeqlFg zucf=<@$CtHnw_7+g9<_{T@rQ(itl-VOckv}K&qbZ!MzVaSn`?mA~>!D1kaBQ4Ox#A zT;Hl|vqT}!D=h3mXckb+g!twR*)ZAC8;#w&`k-RF`NiN#q(zQXVPDRbiwl??EpI$K z)0BfwFZ)Jpy6IperlhCCPd;gd0=SV&p_=c=x(xHGLASoq?(m5a@4HD7}-Jx_N-6^RIL#T8k z4Woi|N{4*cxcBq!{k-q@hd&;N$K2O_-D{oeT<1C$aGcM2cEbqWU--8lpG8a4S@Vae zTNQ0qW1sh#uLvo5V2c69#Z(l8&#?=8fd?(K<6oE@D8BC=XNkH-kUap(ovB0oJ)@hI z8y&%Y{?L=wBUi<7;1^W|-b3)v{wD&U_k!5Gd|8aI4LAv)5(CUpA9EEBdw`}9Br4~z zp-xBZ|2Fm0J1 zif{SRQ}8gP(=K={d}-q#V3b5nh~E**zwy;Hmn~M31G&q1yWR_FeVfCW#a5YSH#ckz zkh|Z%f1mJi#~H+gb!A0GCLs`8(X9F`94I#bnwKUIWE+(Eu4K}F9Y%ykue(6>NoGJm z_=S$19xNLT)Mo7*iyx9)6%#8%0Q_%KUxy2_+JE-8fL9nubo<1^Ydd=W0<~cHF&a>c z;Co%3a4bV@O^@=X=;DKgA|S?ETc+)U#Q)}*<>;7lL`IJei|uKUs{_F#_cvyi+8TR2 z%582I5DZ3=xeW62Nz*l6f(Xz8Rs*>Ehp7_yb*AEJHDgq(WnelL!uWoIk_6aD+=rZZ zS>aX7@(;eyal?|?As|K``?kFh@(@sa5e9*yM}ab~rnj~Eoiy#m1nTo<#0Bfe1&cA^@iF>uTcR>+La$Q_z$!3xUvga#JIP%P3=BXe3mn2# zRj*TrxPXCBAW;AnC3OfG#H#4-jH7}i3qX_;fGfB^xgR|#>I>M(m%-9^O?gLR#!h4e zxdj?Fs`bt`S4%W6SlkW2)c9DYeH#05wiF{+dq&m#=w+uwilny@Kysc^rbb*|A zOZWc6siSK})GG{F`R=2(bq>9X)*s7TZb3rRw$ciRKQAbLI-ig-B zfiO5Fa4IMc-K<*h8tpcbS!nYsGDsH-xYu=xx7D>HEfSgnHVY@CR}!KK@Q^tCd=!e9 zzys!)4zO?Qmjgp*wllM{vz?tX4MkTOer3u{j`Yu-63{VA?!%mmDi)#6CAsD~_s6Fe z+MNdWKWPKv%8$8{Zj+9&m>@nXaVVhXUmF=X0A*lpxqXji^gCg)(thi`@f@ zL7msZgvk)Z_XtKwQjX6B>J&4BqhNA{$xZiz8~1hif7O3FkcAo#@iyhEGxm}Fwiwj0 z-iI$*K$KVGpS}wmL26*4KKdPg#d#~rU%@u2+5Lz1h%4V^CaxX75!N%F|U{&44 z<$ZE;GGI9+foMF%5y(OCa6o4PEJdr&0VRw*ZFTJ*)#DiifSB(T(m)bTp0S7O1@4&e zdtmEcW03>}XIM6ih532DHFZfXm(Y(kQ&3MxnPiWQTaIngm|fs#3GU296@sKRIyxObx$hT8}*lc zFu=!X{wbLfV*K#+XCyMLNW9V;3}+U69lxkFs;aSr=P;%254PhLH1cH|7P$G4hianJ zA9G`SLP2yru8*X!e6!GN9m?IsaX<OwcAWTL1ypUVTI&%-XDFLAQLS#(`2+{gu_i2a?jbP zUcU56RBMkT%;Pq?8M$fl&?)21=++M2N>p?-NjLE7n2JrQ=`v9OJ33hHkPsM1>()JB zgU*{j+JT#ppI{#r5tzuq^kKx;wNN|J9A*K0wLvyn-P}*7|;iVBCyoRA8|`! zU+x2=OS;CO+$;dAt?N-+Gv|*6XdNuA+H=`?o zi5(W+vIO+5;U^RGdU=i~UvTz2otH8KaekF~>{QHZ7Bzg`6_W5;mV_z_3bd^=&eFGf zE;jopHy^#mwgpsB82zUm%mJYL4ga9YUvK-?cpBcLv zEl~rNJHU$Byi_CfwSv$T0Yf*0F}G~lib<6c71L{Au7Qe z@r@XG5ACdul1=tdFc61=i+`oOAhk@0tii{Dz3&C6|KnBc`nCrMusz-k18lRKW z(>Vc)rJRXAhSk4JIl)*bbpSTXZ>IkA0xTH1kFV1$_$@%6)wqXwF_O{8tQ6vOscvD1w#}Z57i}|yvp(eds*Gg5dbmOp-uK4n;I7`tjLhl$y z0q@d>7%2>C6LVI|nUyU(F>XqYpRis6i4faYZJ>vD1DeA>^F`9-VUOPYabF3;RV058 zR5qX@#|ivIO{EO}9bgG9sXieaZF?KghykTvPF}#Pw^O7UnVELBw!n7;Eb#E$%jKFF zbRUDf;Njt!nVAU*37L}Hb@R_tdGciM%i3*CpuB%ySJ&yPsR)HyJSRn?0&O8+k-!D& z+>X5wZ_t_OXvOxCYUT}!^d@DkU3HaOXX*Vf*AxJ%V34T$oDcI0OSL!~Gcip#9t<)w zCr!_JYaJG@58VFJ{efu8m=9VKeSVa-KEFYH@A)q^GNZbE)?G5XN1zQTbB$OwD$hXw z;dfEc1q7<6utgjh97rH0dc)Q=^du2c3NZPgac1g_BYTeamZJW%H^E&r*IPNin#`M? z^ywGnrlz(o!v3KlFf`@n=vZA}e|U6+YwB+V{G?B8rXF}6Z;M+F(iy0N{=EH2E>1C2 zI}*$RgU->yz5Q+=;00cmo6O`3?@>?9#{LMc4F8-%03!cWGTPI2`Ok$2N942qOq?P$ zfqfeJZwe|A2ma&rr-q%GqQO;0jDX(7bC2!fuR8TLS#^-MWsWX3x~q-kDaWQQbkF9) zm!!Ub_xCEf=^Gkh?U=w?Fuc84;SV7^5+I)tb^<^E$O_MJD#-reA54g{87cs9&!kI7+3}X$UJz?E{*d3@!oG#1m@e3#d}txV5(L1hBuf`%*(@S z$zyn2Z#PR3q@~VH@Hy}}J{LV-|Ht1MIHiLnFDf{d-J8s5`=4^boTWFo|1AsNh6beU z5Ea6A4d`icN4r0Z5}}pwo##u*9$>`|nCDRgmXm(JPp>vxuj!C! zpI@~yx4ur=`f$L5`An9?ir`KFV}#D58)R#(fvuBML`Oz9Zj{i}$h|Nny-)LGlb=1! z`t5Cx-mA;jq4nT7{*lST&Bgqzc;UV{&^oBJru#X7ZfOdZb_JPDgryKRVh zihwYtvle5qlL@o`=-@zB+se=|6HMlBDBk33YWLowY0dm#?Rd!Enpr>#7U}RtoaJt7 znKcM}XcrFifAek$j|@BHs_HU-mP`0&?~ zVcH?JIqKBavK06BS1P;Wh8yC@WIU}nxxjOiLzLfl+55x#7T2x)#O*Dvc~r#AZ0h*ET(?H)Rpsbo=2f;4$^jog z1Rn>kvUc}zVlgi+?4K)8{uJW<%{Fu>?%SpK_hse~Y`Ws!hLK<4I1~l5l94f;ovgL_ zZI%3vO>|vxrK&cMhlJ~n%cq+fz>7yYR2M`6TW@dTr_Zsfz_l4C)RTtdAH`|#vyx%6 z*X5{lmTRx!L}N5Lyl^b?R4}8sH!2elEdlmGuvHrbAdhzzK`_k{veSF@N+7uphcr(} zC*&IjoQ;(gnIB64x8iF`3b}rZUCnhuFccBepCw#5C!$GvjPq`bn@=Vrxlx7}5;r9IbZd&^xzh`jS zM-mSrnecmOQr6DzWy+BL_;TDFOfMAC-rkOi8|8iTJE}IvBs;t-4yD#D023fg;|LkI z;(aN1Q>FvL=NKs}F-Y*C|9R5CUVEF-z*6pmL_NA|zfwOS^;fe} zmG%4Cd7cS<#|#*q52p!dGT)lK(Y(T6wYz(M}V5M?<3qVK#mW({0S8P&%bbz6QZj0af; zA;xjFtLA5^o3wL>DVvhP?e2H;jYmK3TP9;tpB{^2JWs^~xmtNvTxCdg&{H>K|Nj%? zbhem2U>MP~H+Pg?_vrTzO^6o3#ppqizyA!wmt>_eZr3kM!4p~gfXAON-SR1JT%Kb0 z)|`Hf@Igf|{Ty*a9uk@9fMsMR#gYu}b$fwHJU-8pEu84uoE`yKxY2L~dq@ya%|Z&- zncjpC7X!lmng~(T^~}x?e}5T3VFfPcS;A`{ii@kCn|omJagie<9G)}?mfP`eZAD2V zT1WqWI`%@NovpdM$G_7}mujEn^1i*#%%4(D_$cJx@9zaf#CpP_yDe;n)6}fqsA_@kji7^n?6gS z$9jFdw}+7}FNt|ePF_AKIr&H3=}+9LX)A{nZ7atKO^21qxL-bp3xlLYl`U&qDg$mw zF=x--CCeIffY@Js4|3c*7X9z1;lzY=F4Wx-Rt{f7a*BNBEv&yzv2eYTGH=&Fvyj~R zyQzu!wE=z|Y3ND*LunfvzrkTV#qd8*7Kit#SSUN^>4pj?5Xey9}^4D+{_Fc7q=sB zSP&FW>B0`%^5ppX$GAmJpavMzKnD~Z_Q}YK=LcJ*jdil!$+C-;OWwwLje@27TZl%% z`|HZ=A__UYX*0i%)jI!tZq?ox?(H8RMErzhdwb)f;|vtpiid;&p6G|p2bwM(3ayNM zV`zA0!xPS0jugw{{b6x;8&lp~AzFO4V zU=a7zFfsxTA?%l=P3A=)-Quv-nM$6jWksc^PLec<84M)l;_VKanGPVNm0sAjG@COYC`FrdLg)ppxtMpNBfn zreya=!u2F(bnFUhC?+UGdf*f=W>W%zgeZ|68ts^!{&^=hK6szRNj)-PfZ{h~7DH38VPslN7$=%taW6lE zGkuTAM}Qe`=g`AgZEz3=bLZ0~21_J?lmoD68T>DBqX@DG=%+tLQW_UD3Pzm06|eLh zM=7;5*13SjoR9g;tSkzeJ!$6s3;``Rl7Eh*0w_i^?! zy!oS>)ReT)mEIm+_BPS=X(!t~2{+qp{q1%+liOo=L*TT5+VQ%>!0H~PNZZG}hApz( zSnTI8#YiR-i0^GaoizV;*4i9JaaL=Jdjr(ne9|ca7@e>}`CIR5S|i$P0(5iE7Y0X( zDsP}_WpOq&0x^H!#!hR{>gHe>?#??=+@#!!osW^CM+yJy zQ`E)c<6QP(BN7kE1sjHG{yGOQLU_9tPgYf*>pkUZrADmI3xm;)j9P=~ICD}>`E%EK z#yfT^77XL>4=3pPFz22vP3dzO-bf3gI28Y4psj4{i>EhT1< zFfcZb?fQ>Ib&c!gGw@o|?w}K8zDPwiA7l(zVKMQhoWpRjW#1&zlQz&(8_cpEyDiRA zYo0y>SM+&i36pW{aPpE7$oE~X^T)ud#F%V9adk_@&hgL_AmWH)r6JS5V4fBo#Nt4E z!j0&DHe%X)M)X%#J;9#Bf*DoXgjz|P35?_KMvF1Y@UjqciU$V{M*P4hM4plBO!Z|{|K z|4Q&BQrrWH(Ojx?@Hr-&yn^x`E-Vewl&+$wD z&F_m-vr<9bWzG>`?B~;Cy8<`}Md7B>vND-q1W+Q7*2t0y^0ph1g)_a;9j<;2E~^;1j5H!znm6JuNbWkIKox+??l4&Mz9fa0R8%8fk^Z~w z8rWDJ3ENw9iRC2qy_CV;B7 z=)&N<46p0&^@Py>LZVP)EiTGO%=)AO%az4)%+IOath;9_uYBkp-5VZ6z{}|Nj)L~S zvaw&`nm-;m*B)UJkMV@KXt6QQ&rEN954Al18bQn|0E~Y&H*MFFk+;<;4i;LyN=y~H z8-Yvloe@HshC))^VS*__8mwwt4D^lE5NCx`q+Bx*lC7wQb$t5rJZ6Q&F<}N>L{Jxq z=Gm@P4r}WTYPWzKw-mXAt}|3B_CaxJ=P0Lj%6uR1s`I^f5)yS~rJr$~V zZeygBV;AZYVhNyX% zXXjgbu>`UgutxX_-rqG82NPZq46(@gkjY^-KdDI_l+PnOm1w= z`E)lve_#ym)&2EIX*49p^C>AA1O?!nzUF_`w0|lZST)$4O}m?^LMk+T3x};ME^Q$G z>s{Iu+Q(!h*2sg;F#l7J2ch+J7x!<4IJMvITcwa8)y&+MbYFk;I`$ll16Rmh0gXIR zdsUw&`r^A~RsWDPM^^V$fR7gaK3ud-74YE39N^11slWsvKSd8;#r{$e0$v5m`UKWH zgZhXp;LKYXtfJp%BlPk20_fuP7;62{Q|wqNaYxzm&ObFMx;m-;2szR4iu^G7lzfp@ z{gC=W7!&z;NlN%Zh{|`$@v$xPt^=<*k%x_KS=3%Xg>s=OKhYsL?M1215&gNF-G+Xo z#O4=RGVRTqW2Z@|Y*Ph*6#4_$|HNWYmO!G8itq3R3Kc{Q6A)rmdqYx6LuJ{e^R#qO z_lilW7*wXI>9!UC7_ZIjDc&iw6pK%jH#~In1wKD7YTijN3h!)PjB*(N_iuL0#zpPW z`_VE`enEKf{pB0MSxq zD5BoQYv>AP0E41^H_W~@a+zmDy%Y~xG9S3+I#isa;(&%;RarUS7vH-UoUH&MsB@W! zLy5R`aihB8o^o>4f;9aHJJ*m>)pvlUV)Y#X#>i{G26!z1nQ&*;qhQJi)Sl2&dJ#ty zxtCbBq#vTp7F`+yAprL3rq>={7;KApf@sbBUqRgm6W(_5-P--+Wr*P&bzBuMihFJO zik-dBXYVJZ*CcPNY6OA$O?Qr&jp){|uH#ii90r_If-mJF%fB=3RMXtYX8u|g)+7-D z0VeULnKmOXY}av$xKs56DEX=}Bs}(6Q*oku;RO@$_8vtDyO&g-HWVMLIs+qx1{?PZ zUUFlD=`g9?bxPC0vbH@D&}3x$TN;DOdVjbQlo5D3aD7HwGfOlP0DZ6xYsdWm9>L_@ zK%a^wU*?IU5nu@^gxi;2PzgMbw)>LtF~g0Ym6H6P zlXWKbx}3EhZ1;5NbuNQAbe%j5vXHYjQKga0;2#>G`TWnNPpaHc)c*h67+7_*jaEuT zMl^dxp%)EhBvZ{Zp}QM`(T|tMF1Hn+caOtjHWYMtn;wJ$^kaQPGjnZ6Y@lait4!Z` z6xw=qdTc!8dwE)>FKp80x%2xn>-V*(oS!Rz=#(@*V`C((@XVDEY&lUK#o~?hh1zVd+vEveHS`<_BU*ouF=ya z_g~$RDHW}_?^c=Gx)O6NJX&qkd9+?7d3AVjz9aE_^?T{Ea_3`g>hu%=s;Eq{hO3EA zYo%R}DPo`#b3^c-6alZ9Sb#`3LksG1K*@ZckY>xOC+j{He9;%W4SsqC&ir$%&4jr7 zo?8op*RIovxU9yxIIL9GW}=J5GIYtPoa3;#zV%-O6Cfx!As3xvx5o-qO&oFkUyOO5 z=5f6=+@T^;R?`~AHHElDGS%0;{dznp#7C|Dq>YNSzp-D}3lM5=i&PQ}t0~;1%TT8?nx+jbWv<@D3bACJW^hX84WCf@*fd!rgto3pX8 z@rLSIk?ybpH2lChVe}56ssCOz`RLdxA~zpljImc zgl&mgYB?VO-#8Ytj@$}!cWe&ak{mu#{x={fe+hv$yi_eB)=IC6u`yh_sV_g<)tw!~ts zlaH+nYwQ=zua-xRbmccwEFM|~Peg@gWiB`4QP0OfYu#!uDFN67mjg9WfIVhq;LSiVYeL_9c8`w*r1hn zrVrghBAd(p6dZt}0ky`+@T@M$f0N+=I0R#&Uet$f;<{U5uMm`pF7flzYY2U(!Y+iD z4bud&(KwMrS3xn~YWB-!92kPjm*%5oXXcM=uUK~POy4Pi9UoLJ`gtAfw)Y%0M7+&y zHwttiicVDFp1_Ua4=d+OZ5Vm@f+6{iuRYERWkSQAvi_5slh!nK>9iZ|ex3(z)eQPI zrgA`}v*H!#XCWmlB-9Z?eR>Ltcl0}L%`qu@jLCO5gtbabhYG%i3**4gaaOaC3RD9; zM|(fsFBa=yoVLK&+X8U4uGYv;?2!wgpaN-JehytlC9HFe%%-ZiZjb%n@P-H9@%G_- zrNY`Ns=#B8ym)Kz#7mNU1-7eiqAND9JIu!2-_w_P&n4x#Rv7P!yeNi_j??HJr@X8@ zV_m7Ejb;Yh^xwaB+I&w>i+HR2YHZHG-o5!nKP;%!vrx%fn7hsDvy*cFv&I_dnB9nU z$WFNE3aJZ*(2Wb@na{lsyJ0iD27JW7Wrzd&udvENp@n^w?3;Mt3~FPyK|o_XGF6yA z2ms6@Kcvl>YEF~+9sy?OT&MyZ8)ks7LSw*Poxw#$OK{3Vo-P~6>FFuPvc08_4)&Va z+yCd&lz~96itY%PF^s*@c8oIi&iHy$9qK!4O_o(=Z9kCFl+qo*lP^Y?7T@svlg7&% zaTj#mYjlrBoQ%}tOZ7EgIzl#mjC{_q_1SU)b`U-;M=oD3rZuHHFQZgc5~EHyR9Oxl zlc%wkn-9)(_EfDTH{gZA95#LpdrEaK9#f*~lHWTL#+0~s#n9Ye-<}j7WDUOMprJwL zUUi^cEiMmAuS{^gO$g@~7I@y^5Q&*3;6y`G(r})T%e>V_mze|@$Z;hY976z4r2^a6 z@-Pn00rD1r_b8);brlOSha0p+=x>_&pg^c8w@_3WFdxd^AFB4{`m#EX+JtxGeYJ*h3YyDaX+>C zWy#(rCcoDBA}(#X^m#zyPR;{t!(ql!iM-9^b<}sa!@53R{3FtRxhvnJzM;mp7S|<| zf9hB~-KOotVN{|BPg>w@+GyjKqOBo`K4I6MOX-S{?8vnnaU3WexAWKw(X|a{I5<`Q zFjMovZFmHBZkwB%kMjCgy+wmssz3GVd>GTafokS3zz-!6<0~K`^`t357^Ltwz+pCF zXXagC*-KD$my`%Td-hg2A_DHOc);dm;5vg+`ucagD->#a3m6k2x9!qKL2@{GL*p-f zC=x7;Aq|%Wa1;Q4Fnx{bj|6_Rs(`-u=ZNNtFiw6%u3TOOCg6UKC>`o$B5WyEkKQQW zc#xFroC3fMHnvcztoFgAklB+(*?#}`kxXk{JVN!ydTpK_MMd(@5HHQDsmDIHF+Kid zFCtRCmvF!T{d~qpQQvTpDZ(GT?18OS_Xg66wk)Xj7ZyM64f$P;uw?raacpLTYD#pG zKCBN8e90mWZV64G*3qosa53}*42yxb(=#HfkGHmhM(A~n&|DHH0YrI~sXa)cp#yUg zMTn>c?s+eT^*H^g6C7I^$OOwDtaTiUi7J;C zW=~6|@Lax@p)DYC6L+QE)t_2$QDQ)?S1*F%hlYlx*i<2(hEEenZL#FhXVMn=htr=XAjIHH z#kri&Hg5mraI79Mq_DO1(X8j~+8C+bt!s`Mmm>E5wqnABq5hTIS)dQ8PLlWbW>Eqe zMY%!EN03P#jX3I}={T9cxkWT*Q$$obEXUK{>eKk=HjN%j%+JjMH>Sf;tn~DBT2j(| zEu&bmM!SEJ1wOan?Md7zd4H3P+MW4^f0K-Mq?+tJScMM=TQbvqo{r7vdm-_R7Swaa z1zNGMGwAkkF7)-C_Z%-??zCN$pbc zNTxRnF+x50RBvTDxt4wbT*M7Y!ozHP?y0acn3;FvCjSb-sZ}0EbBo>Os39h0S)^uM zLUfXYD^*P7?efC}^9_r&)t}pIg3PQhrTeG)-&05a9P+uk z4C0IpitofmjD8;`X@?*Soe2K}ApzwFYSW|_t~~UC6QMrPEPD=(SXFZ8Q6flX?&fC^CSs_1p;nczLykW zX;w(zkq|%SL_=Y~UpJAs_sqKJpyHXg(d0%-c9pOfJbS*$`@<^ThZKYJJ-H(%^XoVJ z?7omk$g5hON12FT$DnF(b33MgXr`g_vLnB#Huu8SMvFnzr8*r~+tJBwVwO7C`@_x_ z*9eM$?IEb#K`p~(?Q?GLu<{xkZt@UV7=gJd$D;z{`9=qZ?4gxc%^EmDG5|j4|DL?B*pdGPT5=I|+J7spL5Av*N{N|w>s!g^o5^n6#^bX- z)ylI|)1lN{E4}-**?t%AifEgE{`?6XvQ>Yny=lxd8h#AM0^ByKHXGHl9)jvRA7FDD zH0&86O!Gw}J%Ve<(L|&IF@AjqCaJI3bvy%7P#+m+s!I&dXKs;i^VRfAu*V`%Q<$?; z(jWFdHQZF%{LZ<>K2)DBFl6n0*FiR7EobC&gOQ4jHZ3LbB9rfnFHu>k8P$&Vhn2Tx zVK{H^90YUL{RJ2Q0H=#}K&zMR`=sY09Iin+n`wpZGh$*?fx}=?8^n^DM@9qt`fomu z{Uv~?g+0CyGWg3+aEE3@;qVuUaAP@|C9Eb|tG}4KNrFiD^x1ycBvN)>vJ0 z^OSko=jbhk`{VmNCvap=m4nev$q=LqkhzGG62-FuAjSk+Q-}`HFd4rDqb(QR9ea%f zFQ9HJ)6$W=*u`>(swCtyI%a>B2^b=b#0WYci1&c;+7lbgoof>tqh9n!N_eYQp1^(jw#2o(7piSAb)nawnbUO%9dc<5+q zt777I)}q-*yB^y?4glziD$wYFs>0qexE$TD(M0%Ef;dTx2E4KnX&A#VRQH zi^v8}0-=4Z8CE)k)GJ^lHu-cnFozm~wD^YHMTtKWjJv~J;;o5r8aF-J>N#Vj05>(5s7@8aj&JQMs0lT-TXeJf!sj%pK z&V3gT`tU1dEac=88213oNp>h#G6(|$3$k;O!^xXlbkq`WH#T303w`0K)Sx@$u8(GE znxtrYZOZ14*qeCN_BDQGMkUo!+#KQB!MxE`AT*{u+pl9O?i0;u-(Ur+tyB)HEV$NZ zfr1ccgK_a?xFaQ)Axp^Wq(Sx*Z=e2-WALj0~_m3siT3 zL}Tf%{pBIH_X-o-f88TRt3T#=(7V78{=fY1EuW{i~~^_2nd<3 zbMRRQCx(rU4ctN%SRb++$l(uFx0K(c&DjBClnu7iwI-Km?+_9yli!Zw%dWx^nhnTS zzq}pqjk|>9MLe~tI<}cjT^vp&hwqoQ#WD6itR7&m z>NGiR&ds%k%F0KnswwK#yfk_-|E5e^;o(FM#twClzoF z0)rseXDO*Tpiou*s2l$-h(5-;7@#;uGSnY zN*N^|W6u?AVuW#P$`Dx_LB&|gI(X)#ygZe zzzo-aL#b{2>sQ?CZD6~K1}?D*+{b?EyGo&UO;NEZ=uPv#~j^HSHxU*q9QVULj}}(Ndq?;K;bxK0oPja^m!Yux<=&baFWx@A>fB z9_W+0TALbweSjeOK4Ap|WCql-xHvdO3=(sTi*4oQLT_9c(o&GV|xRdL7e?x+u)7DDtx|{TeqKrh+>$ zA6&^q$p&ChrQ$rnfq@Q708-d~?&(r2J{G%|*bq3snfF#;xf+X?Sm!f;X>hRW-IPwe z(#ATHZoqm-@PYc$!!XJ;>+EVc5G1XNnP&}*<9vNiITI#>z&`#R4gTmAd_2bVnbaSg zf<1Tf_j##?pSY`p{84`Uv1V}ph2mVQ+481@%860bE~x-NpGdO zll9SnRxxXd)78!*wXET}*;6}L*H71Aj(V(V^?qPK%lT2ecFHjL_I{1VgU9&i)*j~~<(GaTojdGmuWfp6Aqs_hRLpYe0Lv!pDGP#M!Z}9Y( z^ol`e0fGVch`7j?g8}v?h2sapW(*S5#0@ZjgLYM>a=(23>~_X+@)0oLsW?7+-{n|A z*vtU~|H?-JA-5dF|1b_ce>gJh0Rk{^ zGyxiIaJ2Dr%5vb=IFf_$GeRC##<;LynDcGpK74XW>(_V-{m#iA*>_bF3BllGb=kNY zlnkuz+oevtCr{c{&@)f{IP*%>ACYtyj-U-I=9ON2&rMNh%{6MxWno7?FvG62$fLB# z)H`*zcZR!n+EU%ItF(MNw^(ZS^W*3r#p`5+Tr}kl->ij)y}H7NsTJ{+e`*QQE%oQGCns4Z399AAn*bDE41bZ!Vmc&yXses0k{#{Fl_%4i1+cf zVTw4p5;1`a{T+ zs=fuwPa~&yJJL3&g&;P+Jcm&wPLvVBnO=TnBjg~nxrelg^4(5(1;rY&b(Tv2?)5rM z;5ELW8-d{K$l9Z@+9QIxqlo?Md!r3jDf+3{1v*+;WE4Vax9vvhQzsWa-jfc^51Z!H zeL?Y)kmv$$Egs_oDVwp*^Wzo(Vu_GDcn79`dfWeVZ9((9-6EN?EKRIhkQgzXRWK3y z#gq;a# z?_a$2xx7GJd{+X=9#2R@;x}+S809r=eq}z}V5dMtuW94<;#sTU*dHtWCFX=pZHQBdm**$=I@;zI#R*D~^3; zv4eF$-Z7bhm3zTb9!_{ag~B55muvxdz(<*m4qSEJGPzIqQc{6d9iq`lDBCQ|9Fd+H zJHj*&a|#H$acMZ*kI|q#q63%I9nRrj zfa4DoT(Sh1ecHtM55-tmIwvQEMMd>;8wER1AS`ztgXMyFP-svvhMW&zwlogJT~>$R zuslZfmH=M?Ftbp;7H;rZ&E5<#aG=RMtUU(?Y)&hgX$;hBGqdxmL}qmpjwE{B8W^8t zHtL&gvesteZ_g90DtpV#rMDW#wW`In8mGM0N$?x*_A4!X$!If5$^>y7G{GqU?(rD= zv_2p})TGBr{S@DQcRz;ai9yNt^zorrDI5-rlM9`%b&yNpH%pZXk9NvWFXENkE{`^E zh5nb^67+JJv38S<4Ty+teX1q|Fem~vSU9XktM|vLsRjq8lpisI^3&Jpua1}DpN>}x z=%j<>_U*@pr#xZrj8$boNZvs2)DT~d9>TWAVaW5VBBcSz#RCx$s<~%p6KQEQP;c3A1^l6@2q6cp6o-w)Q?sbz|4V)~ePpiR4g`A<)r0~i_r#_Paf>-qDW z1`kNyNqtuBp$Qxq7alN?6>&mOf*wxYSAh?6$)^hfP z;@~)ATy3fBu1me+(E%}DRu-R!iL35>d#kaJ$1PR*f6yyhzYh)@EW0a5JXo`W7T#n~ zr2tY%AW<;sR=FP|?!5o1r7njsoa^OLzg=&LEs*t_(%TohLcTYSInh=OzWx?ob<6V{ z*62t`bM_&Mo>FYPeSTKlH60XA(SV)>?!u$InGZc)f!KgL;{8j@ztUM5Ya1MlL3LaD zD)5Ga6l|O@4I6cSyu$)1d`^tN@ER@m@mc|!Ke2H2b#>()Ki1aJh-=N9EZ4H)cVX}Wo1>_$}zE7Iiddi z!C3^M562;G+#joY9GbD-7Nhc_xC}w!#>x38=*F$kOtL2Udc3(Ca=322V$rqQ~ z|Cfjba8p8+x+csnLTT^Qwk^6%`B}Ak+4H|BAGGHhLh(Op%(7uqkfhY0X+GD_K$?0( zMoCZYHL3falaW)ruSO!WcN=V70C55`36f3@WGxx~B#vqn;d4Ixnf_s0MMX3h7T~-y zBbeTCy&NZqwB?_T{skx#ZAi+vOm0KR+0m>+yVo|Lfxz}~)x;97c^<5MzLDiK#X>HX?bT)(wKxhvI-n2uC>9XNWjq@}!VQQtF6( zpv7gKwHVi7SEn&3c*uLORoN)$kMQaWMtG5&5#X=NsT(_?q1>Jb*Y(}6f-hEpanr!( zq(}}`f-IRGb&dl7-okv19}a)Kd&i0tBsR^=knjmE*K~`QB%LN?fh#63{^3u~3QH;c z&1)s;lU$PLQs>99ZU5r@{zAD)ERgICk+tQGs?7&-5~d2lM33N}fww`>8QtpP6QsN) z9CK&0%BEknf@vuXV6IA0J0V|$=;9~7m$;xo+(`9|)A_R-8`j`<=B&xhuVaKJ;FHb6=ot+;z4ub37H8)cyT|*f)sX~0zvL%Q%WcBtn z3Im138fHZ8>Qa2Ofy#)U^~`N-_EavAQ|haPf71YY4ll`}PkZad+=?cm1BBIY{65)x zX(qF8^hO{vRUwM;}DA{!MKF{qPyZCMqZK}H+%>boGeFo+|JD+bHg@0g|R|3=iphEWH(g*rbGh}>V zV4&DUj#O4G=-o)Py?cid&IC-)y-&V{GWcEWtz`SDT1Y+r6eqfc^CT8ctw=zSX1p(J z$tl3;T0A=`ocx0O8*P6qu%Il>``svI1H^zpX#`;B!0p{71n&y884StKa^rXn)RC>0 zz{{ZBi^!dg?y_OQlGGL-zA8lRy8PjC=zaRE5FxG=pKI{ z7LFzLzcDL1kfvBbaP^-WR`$5T24-X$dBer0x$OOGNha?VDuK(HdOi_cDH_P^aq8N2 zU)7ny(r$UYq6{>}c0< z=A)@dpJAaJwlhF|xBCGHY<%Sc_ZX9}H$WaTx1l?XKGac4`P?1wJ*x+DCagnmUV7HJ z{t>Zt+=uvy*-r7Dn6H7uBClqRV_F1exW-M6-$o0RcelT+$9lR$M~|Xv2B%-7w!E2{ z)x{=uLW_XwGy*x9mpHqBe;7{Ac8-IdlFpsywv#g;?%JaIrwXn6g|92#B%Q}&8)>{Y ze10+FF^^N;mAfvO>p>Y^SZT?ZFr%l>_xH5e|KQPOOyptc@hs8qD4jZE`Fh+JTaTyH zVJ~i^FyB~V9pehY78Av~vf{8{Rz0)NC1?QyG^{^Hf~{@6;%mtFZ^&5lKQSn>>bJKq zzgD#VW(dhnq{H~&L326~$6W>f0!}7Opc1_R*8qDZc^ijY9Tz%D19VdWi&DZ#ZpY~k zv$Dd!JoLSw`go1~>25wR;skSUmFODQ4(9Kci){JNUfPk-ddnXaZ8LLum0Uvzb6Q$F z!Gdo%f|SWPVM~SR6!Xk?zvp(g&(Sov#R$)7<~MmC+Pk^R=6omwjhh>tuh%#JVzTZ& zb~s?86$2u+N6m84g>MS1e+ua6Pa(3+5s zImPA}Lc_ZQEX?W6Ql@zf_;#jwC6Bu;kzh->7zGs-UiYvjS{4Z;xGennv68=aS}4(~ zJkXDit0$(=yn*f(nj<0T+8tu=y@fH?=I1w%cAw9uDxd0^Am-}Uy$PU@4EXzw z#adZe@$>TovZS^b3~cBSquxReE)T}kzOf)XAd{b?g4|`!+cSbRlXO2A1BvM9>?tEq znMauGV2b+rmFMD#s8n%8_y%KG}`Sk@UU# zuZr={7$Og7N`L&TDQ)bYVXR`q$?h)JR2wB-r!i2Gx~B{#)4CLA-y}0>Tw6 ztp8Q7@I(3tA=W}4ztqye_)MrTm5EhSHmU!XoH7kmq=esj$;sQO1$xn)qk*7L_Eg@F z;()p{M+4>etHcJ#Ix#QMEoI>$&{F>0UjibNh@GM${^k~lOxKeB982}p?YbOebs!nr z{g93~pGZZ@frb0pU-1`!#3*rac^nq7lg|KuX|#8%y%iRKD;%6klS0wX{fwJAT0?M# ztKs+)u3s&n+JS{0C;(Z{-V#+leaFj%>+9>gYyJ3fC>XVnHb%LT9kx3C!1X3*V%1Bh zF`O5_=l#7Raw81skldPi{CaFwS74np8d2Qacp@U^Q5V6#C~`0TM&8C@aaEU#@mGtt z?{yVrjyr#?cE{g#5CeNOw$_lN{H(v;XF_Eb8qx;*es9DACii3oES>CMq@y7}31W)dSw*&qHqjz4GzpK@-KooRN(O+7-roKL{x1htqN6>pz z4)s=V028f7ZN9g(FdrE=QNb=8#mjX>LO1xj8EfZCi&di#RRCk`a4c31H&#nMox8(j zB}AQA^|{8f<2PcTOtKA;oQJr|u*1LH<0r@DS^4llF1xL3yJ!Xk^qZI&%=4TE`s_xmBQiwvP9 ziSgQBK-XC@_4mn0XI2Z5h%=Z`bPPRE9z|MCU3qgIEVS` z$C)EhJjKKmCpU&!`tu*f?y6{C(S6(kGR8-xs5g+xN7X>Pj=>;D1@$ImHIS*PFqPRe z;yZa_oyeQI1s&v`pKS&s=2g@6ig#q%`)g6dfG+Kyli%DST=x=RSI)Gb@;JQA>;x7? zYipN6|8(>J>Qtc?aA4Kugg;ju>H42FjBc&-#V0rL6>(_`nWf7nl1PO~d-lPVXECJi zSG2m~hV1RffYBfPpQ-QSH3urD1z!()P28Y`0rkvax4~`g#vxwg^^zg@abbQwyivIg z``iO|jWxst>`ezqv<&qIYi|x#7l!dN2fg`+EWEcJ#WtgOr(;|hD1N<|9hx1tU*Ta6?C?As6O_n%vlsabmb9V4G9zJ!g$cs7DZ`0)4im6 zdJEf*=At013nI&_O4i2%p(biK--R_omGN`ChAU1g+a&O?B!PP0a4ae%@1B3*=UKF6 z>&thr+>3CPpYWx-b?a6)cegDAh@y_y8mK@cBZL}$1kAJk^;Cps7?Ov=Q9heL9gO(!|Zz5Z0%^ZabS38a`MN!6{)e}g54{xowYq> zk56ws?yOGc+heG2AF)U&*KbnB$W=}@y=@-qtfRTQl?H^P*!TK z`0;%SrHEl?Nj@J=aG0{Pf}rs5@#}3rwfYl2JyVhfu#Eii!3O01J>U#d9?|nfl?$WL zeE2HVlaQE$$fRrifV>n!c06r7AOBciN%I$nOC?=(--L|I5#!;W9zUjX5D2}0Pc6-m zHOF~JDWRG;sJ?rfcPRWvbxtFrOJQk}@Q!#(bxt>9jajip%hxDQxGJyVydz*=@co6x z1lCOMX*ZU+Ic3HtXHV@sVc>3l@}0=E5Uf8s6O0t^7DE{hxI2P47K(05q*iGde*fKd z@Y8g4XQEM1<{jubI)~R`;~6)K{Rap6J8j`M%V>oBQ(9lPykU*Qd58Bicy$=dCl!bB zl%vMO)`FiiZv%UhFDls1Bk&xgwR=u_uKeZWq3pKKjRdQ3S-k!7{^#sK?^{BR5DtmF zhs{L65j%TxTX1h)S}J#$_9f0R!&6ZGYe_j^zK*|k8PxhYjN-`#C{Rz{C8VK$9#!g# zFeL??z)YI1vGvn2XX&I}i@Tv?W^<+sNWMA;&xKxY3?|OY&re54{G@ze-j-8Mo~StP8_7B#iFdZ{pCqkfeSU_YpG-Ol{q^@Ssm*JUL4RkG*J7RfV~!~L~Kd$j-g zjUII3t!1a0j#n%n#;fU85y~XGo_Lfs8kZxojyE|rQigRj27Z}aMyE&K@m}u(>N{6C z#TwtnEkxGGl&-HY5}%m;OE0UE+bRd;RZxg|lZbrl77DVEbIBD^9daptn=OyevI9+d z2M1nYf(h0+wFZtPs?##c0D0si9*Tf9J3P4pw}pXU!EJMMWaTbGUWy3ek&}-Sv*F8y zVwgxc{m%I*pj^*tnqWnJZ_p7Db}3bKBkw1}ed~Qcpk)K>*=TPE40VGGT&L=<1q+lV zAa8fT68Om5_4BTIW1Z;MuYfeELkqrHc<&U#DC9erN6hwj_ck9ymhw7#9)e%__qdQn zB;s3PM0B%VfIR42xaV)F)<0UeAAT|#b_x=*?|OF{@%?v#4h>=g3g2H(*^+M?F^GtE z*AE1pFO|SDNGd3q0F5G}!vZ?tS0lwR4Gq!}P zdo1)CxnI_M*O#T69nq3s!82MMaKSP&=&Om`g^y%mIQn#=4NddT?Bm?C37=Kil^7`H zs`8Vmj0r$30J>0KGG=LiI;9t1{RuB29w?zSE5$zG>rsY^sJIM*6XZ9MtUMIH_6u}G zU{qcFb4i+Ofmx#H>-^|7P&n05YbQyg48yOM8##n{=(q@z{(-m%-DI^Dumh`IFk7>_ zIZviro0`fl7wWX^#VN^jj(pYg{cAY$CQ_RSQ*++06n!X3w7V2^WmZkGa|(P)2iI;v zxH4vLW|lAOa`aak4vPE2nQy;D8`#?Y8ZSS(vik1!e?CLZ6N1UTy}b|i`q^5EGL3B} z7PgjF%XTvic4&bf8@H(4mwKPuFAkJw|GLs8K|j<#$QDC}G}MR+-j`_@y>fk6h)5)( zSpV_y35k@Fho6~;Jr#lRyfLv_Xl*CQmueGqZMBNRKmW%t&9 z?SCiIPM|xUpE^vb>JoE$xoPXu> zmAF8QoiPH;O^AC6U7u4k=fbE@YGAZp663UVsHhh%n6(Rt0al)lROM6;22RCcGbW=6 zI2QYFg7MGfy*Tt47K1Wqy{zo^u^PgW$JD_~$m+C+~l%HwYj<ctO zCW~ZsVQ7D@^I8-c67bfvvfFpnLdKDHOy_!BmwG}6?I15pQA9IcUvhxp3PDqce1@&m z%{CEaG;U`{Je)(%z0Un5K%j3qeoSq0`zbIg^`6$Vuw3=n?R^3VXpy~&$`|;#GtK-D z70w3%tMR(BQidxCXLfFSj_b_=jW4YGpX^Z(%z}p=@-btgQNjy`8Il7z(sLkYyRN|` zN5Xyi%^gf*-K5UxIzIM^ylx`ISD7-V_#mP|xQQ#`_(Dj`G zt?x}ey(o~{;b=ejTRzk*6KPuO%Y~&Q<)X& z(WLy_r~kUJC*%>+k4`4{Et_8Mlyi&+I5;{!EWyK_eRI;a~8Yl{_()gvg?V^FH$A@bMe`pMt-|Ts=PL8C7fG|9|6Lolt!8r+ZV@o zKP6hnMp7rxSQ&sRGOOtG;+Olc zhdOJ~J8X)=665M`*STlCAbAMJP84}*S=kGmxcEhGX9z&a>7H^J&^|9rFK5okkEd5E zJvSRMakjqpbvv~>*%PT7jd;w*gV&ID>c@gg*@$8~;_-ztC`Qd>c`7CB?SDODdRE`Q z8@iuWPf)Q=I#~X!d%)WGo7jB6>7J5x$ep&gw6Vh(HP*?MoidhhEn9De_fs&4N#4%* z7Sj7MRMZ_0AuIWFD~4^5IjUnWT)x6hN9f-u>U7?SIRP7>Ov-*;)x2%yZWmc}z%_Q~ zYNq2{=<0df#n0E8V;|}=EikFco^uS238;;^i?mDr9k5)VqRa8aNjH3!DpW`ucJT4> z&7*}6Y2eL<;O^n!TfqOf`hqSJBr6X$vOpGqhk3;O8Ll{%^W8TQ!Y<^6GDeL6^O87{ zG$7Xnb4IVRE{BWB9E}kypUmteS6sDxAH`i`@k)4y|NKudPm|X87eclHxpDjw&Znr8 zkuYN#SaVFn;`MGX!1KvdCp%73fjpT;oe8H$vb9?M2I;F+wo7t)S(&zO+#-W*Zh24Q zOEa2yopSyBrjkd@Y6Cj|rNzS?8?|GIgZZiec5Bu%c;oO~$Y*QAXZ&T!qFq8RQI0=o zeg$69Cs8lR68xA@6NF5jViB}DqV*NqHjH7FinyI_e*ruDf&d~)i}GGv)^jD&`eTlV zXZye*dY+V?*3WjyxU$Wc+TUtPXZph8?w8+~e52vZ+hO_xS-&n)zB>Z~K^%-4!hCUy zBecfbTdL4(8MJ(ijm^!tyo)_m1dh3A@_Fa!%Y8-g!* z22pwSgN9g9viUN(#uvX9H=Drv)bM4o_m8iMY?5EQm-WT7h0koqIU}hMj1nHU3%!{T z6Tt-n?>EA)JX`R#*Q>})ZnIBkbX*=vojv`yfp5YIiJLFK-kbhYOtGOg@l~nfmrB>J zbBvK3Bu6#!wHNmZ{%fF$K^39TbUx}Q|KvgdGS;POe#hxnM;`s*#;&q>(XK~}m-8Dl zL8Rq|UzdLHX30oaVvO^wQosyB9g(~9M=W;mlnIB*_2H)HqT77n*9~ev%bGaH%38AC^LblHKo)brJy`BVMFVazzf1bo=SaFuPj6M932(=Z(D zxga2W1*3sN(;vpB$-XO32)7zjl?GjqKrj96FUZuRY<$6--x6PiWc(K)i>*CMm#E_0f5)%8O;_gQin z0f+;lUU#ohguSlO=N*DTt`~YWYg9mAz;#q#GIecd{>`(De6N=0!ViUsbWRR+{2G*# zBi!0Zve0>~^4x6jmyTHrOQhHXkZwn+WYA{v6sH)qj%a2NqQy70Q*44aLjMyA^KL_i zg!mfdWk!T}K&$+_=_29e(jh};hm4M1kk<$&(VrFqU-RIY=#($G#J5C1RxNNo&b!X? zmYET{885RBzA z^(LB81EBx%)Y10mtEadcE76RwpC4b+K8ubC!G|}Glt5R6=@jX*_Z5-;K~e(GzpHpe zcPs$UOUvZWM5gjyJ6Nu}g4A1?Up&EhUiRP@&%5eRb8&n+Teixz&JYE5NSL0{#Fc0K zZS;$Pd&&}-@3Rf{1d2OzA{`pF53$E4?*C@pz#WCySj5rMN|uH9;bjVBl0q)93e z_9Z4H4D0pBhSeNr8k*jE5i@qOq|_w6xXcGxV`=uxcv;{X-at$8`?z(IdnAeuyoq_sBpe!!^b#a0eX#huS0K&?NNy9_$$}K*7f*8tB zMldlMlX45b;S~xa3Ap%DRJm%R20dvSdK2ewG^u`czc)i|R%GCLpE z(#*-5(L?>~WKXxe`wi{{b>!<#5B;J@sp~3?T_z7F^%bK+YdGo)n2`S@{m+vfQjchn z&I=fwfjoMBo6e8r*p*T^bHIV3nJgDtzeNYE>x1+&Gd@$d`nDoK?Q#d~PXbTC{`CIE z0Ke@*VnjYeILGO1T3>UkIjf~__ei@-Hv-fX{|L-Wf>%XpCOJBJcjl8bd{FFOYl=`A zKN+y84$3xgBH@bwxkpK{`fQ+U?S%I_UPyT_81iExb^Z>a!lTacSGTMvcL> z6Yu38_kM$W!L123SDNCSS!0yiS49i?Y{k@u3o>5sPwl#{sl8YKCpYq6)2}RQatR+! z7g$yn4Ic@_8wfJ~L!{Q<`%9z-gpQ2>kqVffcvjeoD8{AHKe58hWIpd7m+S~-u1Q6{ za}r-$Q1ts)&{&&JxperJDvryW8Sj>6%Wuran&Ij!2j7{1Ozo3C-aW`Z?mWGe zdm;T2@omuy8n207QG6%#JCEn0CHj`braX<5nfxF-S5)xA!lzJyc|1sS1LQOB{j$av z{jW;oxlQ6O$uT6^74K`Z#|dOV!YjaY?%acD0vt^P{$IGdDgF|p2@E+?W^^c(QeQdW zJQ@LN(wM8kDnVD{0?iv6G7hhbC|C8M zx9g8(eJ#G7{%m(?(9A!G!n{0!nyhf!uIghS-eeMI-rNA8w{EB`Y>&pwCuW!1Hy@KL z)z4A3^!KElGpmemF?sLIHK`B`REu2%>x6 zHy4RmPt{ow*?RC*8vTktBi~<*ChN{}A>AAKfFEBh=tcCpLvW#5KS5Tsx4*C8eGtdI zwJbiPewe}7nNj;((y)WVIiU^fZ&ZgnTY* zqt-r7$jie+ZDu#|@YwDwtUXYsy8mD2h9`mVlcq?k+>z3xfb6Dcv1ADCg?yIryG9h~ zxT1(7TXrj*KM~A0&#edL@~Rfs%I|yjFv{5*KEh79b)WW^=gE`5%k(nO&dE{!J_Rgn z%7!`Lv7>Tj-HQkDx)-CYsAn5aYyXQd6jr>uYk`JzymN~%z|dE-vgXM*4S>KIhB=_ z4^~qLDE7{JI=6V;y{$b~K7022_#&+olYp%Vc>>9Z?nX{r%DWD{Y0NKZ*Ob$A2`01k3+RZc&(m*U^9`9xQ)q*sQmgjJ7ZEa`AW9@2j;VXDR zYlG0()Y{s5Jox0$$HeeQATRwV#NFwwVN{Odmy$&nO<9H0gV&wDnEv=;`dWa@x9!&V z3e{H*_&2gNpWM|BI6m0h(00wsKgCn_NMz$?)j5$kE%MX4ewmt^L+|-x1Z|x!cuy}{ zYuD`mG4nZi`k&LUzA{|V7CPRS?cL(fPb_W{E#E^;ruyuizaZjQe~&iC=hB9oU*q#l z!e<7I6>u*%yt)cPG9y|3hq^we??%6$^-5rI3H1bQmeS?|k^QZQ8{vrn!rINwd=n`M z%F56j1a^W4h|(W}9`duZb~S4z5i-%EAKz$Kc%J|VSR~>kKj+efd6xF6)^pyPYUhG4&o~P%h z+FFJ31^#s5;%LE0{Z6M=#S09sU2TR@A-ssy7hzoy`UK^ele=BTDc9g6K3CY=+f%(e zOJO8@^Q+KfkEh(Fq7f#I!nV|MKH|Sa7nY>YeH@Vcpz`1*b%SKc>#jjG=8?yv%fAZ{U4vU3?jY#yr{@8+EcmD z{$Pz`95|P(Jx(nrd1gPOv&?_gdueS~%<1o@)UR=+i-}e1T=y2~*=a@d(i2`flLHDq zOk&;_7xXDzfs}U(5O%ePN#u6CA$Es7Ul#A_U`eB2s!x!;MeED+eg%W0 zB3Yy$aR;Kv?0$}o)4)eQ8jCPJv5=i@SrOUULYS8Nb9JGXDl{VE0G897ZguAJIS@lO zN3v|+*nG7!NyZ<(G&}k1kb|~E1pE&LWvPk zu&%XrDZu@RHKke^8PQI4Oex!E|8#Z;{Ysn`Z44s4&njA-<|P@C34SF^=^W%HWqzlc zorj7(`&Ts(ZJQj;Hw165$nDSm9A8ZN#)v9^^F~Qs9fHDt?XT7bS9o-%DMIr=?eUT9 zzssTpJP~<;ud-+PoCjH>I%tV&Ywqg`AzrJUgCad5NmqUsKe!Df1M1NmHU*p9-HdD zv=CDWt*L1ANq4toE5+5J_xPb4-v$Q2#;I|Od|_|v7dW=SWU2%atsu%enz80PmquyW zk2mRr7%~TBnj6Z<3nY)rL4+0xpD==5;Rv4b8rQdxI!%f2d6Y_Cn;gu1ESQkH+H$ksrpL(8<+CTFeEu@PG+25V*7gd(8h+n`Z7m1g5Yb(f| z|Jr3uEO+7I)(;cvtv-nZ+MvYUF7q8G*i;WHMUmFcp;$ZVHriEel z1fp%Mu@>r2UQn)feb+B565`z-s_y2bD^gP$K>y=M{p6pQ5p+8`Osr_#U4Ky@&o{V{ zj898W*g=<=$X+Vk>@tGAo>x?<BIOGm2$Q>6DIRvkJUoo{k&F6fVCQYAx6!~B z9SiffFL$|3&h>f=YYPNfumZHONb5TLCHwf|a=JfZDLK~mG@Z|eG@srO95GwuY zp^ba?3;OsxjnA3&E>8O^sf^ZaS!$2Xm2}C2{n_~T?Zi#>OBJx6{awgFTL#fktJiRO zJXtZQ?Y~}QP;Kzyjb5~He^TFz*0^#f^c?C6z#*quSY+?be1$zs{iEB_MwbFVA0J3i zAGfu(`UeC+{OcxPxBBp#;O)m%)l4h2%C4O)kM5xsr!!V{M5vhvJI)N7wMZkE>5#6W z`fgGAf$M{PtS<(|;-H6@>Nij2=_^nlphx9&(On#Gny)_P596%-FHHzCOcNp=pEs{w742a$XCZ zJ@@cQGu=%6InFv-285iywQh1x(31@{H^(+b&u;LtL2tCZLq70qoiB=1yyyjkek%hV zD#(?T=(;&;!8h@hRpO!_9`eRPym;+N#WYV-@E&@rg};-fMpfl&^N_hnlIy$(0qYyC-&vaxy|M*niBjH}q;}f^T>T{Lkf*@AgE< zLbPsfhI4cbD~519u?oE{(#H}YX#0eO_2f+etr9<^g8cL>*h@uWW6Zb-7(pT))}=4~*}dzWh@=Rn&?sV%mUamj7Y`e>k&__l_%*klo%V z&zKFH{)=rr50S-``*ZyyF53mGrtb^yr{YgK*B%aZb_!j%5Pz%hj-%sgc6Q;1bzQ02 z+S;km_NoFoU+$6zPeVgVyi&mp+v6H=eDd^Z3Z%VT)SQX<)SlOqhr~>Lm5_N5RCelj z^$&9Lr!-1WdbHJ|p1#__E?}7sZ!)#okv~qkL!mK}ghf+4CXjuG7Zeogfe8wm-9^;!YFk@QpMAg8QF)87Pi#65amA?&HD7h#YP9HudQqIj-GM{|_;R3UqLE`pQ4Oh!;8!8pNSB+-y-Q9?& z*p~R%uIuUs0O4iS4cUqykOjP;_$2PqvqqS-6b^-d;$C zvF=KF44N!Bh20aZeZa-};>8Q_5Tb{N?{EHaiwXdIg!Qf>6 z=F9UFK4z&CDTkL~nBDzZTlUStoM{c9<%t}=r3>Uz>TX@VByFl=C8ZJVaON(L*wsMk zLuU4;E)-g$9HJ^F|MbTdMMi2mI21HGOG-$9afyJCkdTNdI56-;nBdNR$Cjmme!PLNOA_KN!4ke&i{Onh0+N11489#oFi_~|dBa{J8$Th$9m_J~kwfE2Fesf80FO$Ca z=)v9U0fx-J6-WlRePSUd&6cpZ*p!@EzIh)BdN|P3WC>tpzcuuaf#Ls8ul8P$GevCK zr%$p46k(FGj}Ny71sKTYP*+%(1X8h$7@eD?etI`=dU$wr_w84!5o1*28SLE34%;%3+j0m>@heJ$m(;#OE4 zE>nMu#0B#><&?Rig$p4Tr*9-g-SGQs1p&oxqY25k0xCh2^S!CXxAIMx!)X&Cv&uDQ zG3#5ma8wbfk4@9UIKF}RQ9?qe={dxkb3al9=~jLaurl@^Kg0Jag)k|8&VQ~_c;+|% zQ3E7%1O)~f*Lqj0vhNN=3XhInWJ-w^oJ)$`D#cxeqp$C@OF{aDKpr>h z)w6o4)B=z;AS-*jM}=Uprn>qN+Cu3ZF=mgqUghWKssbi5dhjT+{P8T~|fM8w8QN7vs+RpYbI@U;5VmpHqgr4n&E1mv*!2_tb$ zozag`Yc2ryDYnaH#V<%vt@KS_VK4n)lZb7nkvd6GCt9Jo^CN_wwIsOgEVKK@$IhOrMSp$91{9$8vDl#sSL;-KjG|(4&W{Wg8+p|;Rqk7^@pxY`l!E|OivB`@SOdB*Hw+3AM%cysowc9(v4CanN^me~V1B^S8d ze_w>?-;(ktKVps|OM}wdw6MMIHs7iG?vbB-S=O6EF!rVM!skg!0m1V}zipo}euuib zI>-TX*2YJiCu&ar&3c0%W9a1omj?n)LC{w_k3)hnmL0*IASvvp=mqiF$7iEdvYZWuKesqvzyItMt>lkq6AME` zb(J5ymp#cj$=nAx;@d8VZ5ixe2)YtM{)ob0i54N(U4}AujB1TlM?zQ_DOh12`CFkY zplBN8>P9_tIUpZRjEk%L`}=@sB~}sW(n(K0i=2Z$gXUy&(~aN+hMzzGN;m_YLp2BM z>Z+=$1nrM~BVi`01oR}G!l5aQ9y&LmgA|<#JJg$16!u65YPxn_Rh}LEz#sD!!gG&T ze#cV{OT9CSN))l5`HFr0HorKRB0$Q}aY&ctFRVY zg%?5G=((9YMf-$+;;wWMtT?TeMSfq?Tk-?WYfL;iEAoaqldd>fq~rfsrssr=dw?m? z(9-OE4+bNyC0QK-#piWep7SFg93QK@_L()%@1H=TO`*7Bc6u6&0&o>mCk`3rB$=H$bW@p2n^&?A?I(^a98e9;J;BlE>MM&s(!lp8UJt&hS2bX-8V4i z(syqF+L!N}wA;jJCSX)Nlbz~)qtx#)82jJ@3<@=QtwNyNm>^*f(d8wu3VwcJr9X$# z{220nildsK4(snUwv)aBy7&@)8Xj%7nPuy*CDw5==%vqYoO#k0RF(CzuY9vUVHvph zv}mz(D#UF_G5%>HC%7!M=1eW|T^pVox#gqiLu7Sk2k{Sq>yVD$Z#3$L@h(|{v`ydg zdmKm_;CI4VoAKRZ{n}&K@z8;+ls%?3zNKVQQBj%uwJ@Nkn?l4Zi9WZXxF@7RgyRmX zZ3<*14>44^dcb$Q3vom!6zbyg7nj*}?w@`uhhA`5^y(n(|I2Q17D#jNcltTYLm5d&zb2P3uESwh#LcYJ;Y?=n)k{gCx8d zmpc%E!Xil^Zj^CpW8;_KCvm(!hXR3Auj3s}1i;Wh zIZ)BBDo5x3BFJ>~z5ThBD#S#Y`a^aL3Ao_Jm7OY6?mqcuog>`C9n_!UH1%2xokT`_ zP5g&l8UVUb(j?$}IvKPJV4;(-Oes=nxc59|TN;L=abh`ENBuAILGPRLUbT52FB?5e zqWGf)L1HA7lq;JmSWQg|upsKBF-@Mt5QvV3`RnWrxfK6f6u?wOOF=xJ!b>UF=Q z;7c~@hya!}~m$a3Ce_L*eJ_qfNLcF~53+$aq%-K$|5%K34q=aAIM`5F5T#L$d zPo8tkc1Yw6`AOz(`q<~^TIl;8pQG@n?d`A(RC+DY1mz0K?uQhR`4TkwZg*V!!!g|) zSUsN1NM46~T0s=}Yx(#^MO9;5miaLOJ}RxH1}7##7`VQW8UE>`laO%hv(Tq5Oq02m zPHkxRp$X1$UT^yAN${{Z^xZuOE~eyB!X|_$8mX~_xHpzUf-a4kR}0I_t@tl*$O7rl z**>i&y*A zGjuYjjp;0#x)RG_5-0ir(~c(nM78~kWn-i9PK}9XG@ZkE5oPCDitNe6{ReN}ym>|R zbe4gQF;=SWaVS%xH;o#Q?GqD?$VlHeEuS;0xU6MP({m~j$kl)oebYanpv7zp! z`L};62EYn{s})gw6FAN!K#eFk$;s5#z9aGcq7MxOddZOgrOtZr+(;Q}TR;@}w!Po+ zkYZ>b8a8Ylk0E%n224Z1GHIE;&CUH@;d)MwJQtcl1E}PsUFRa)a5XTYOE|e@H`}^q zBYbw-D1^}ZMrnPj{NqQkUc%(D++$`UH)6i}W8B9up`FZ^gk#HUqwzjyBY%uTehx+S z6SdDW5}L{UsXi*&)0M!xd+Km7$^uYhej~+fAmh)p)S0W)c1gF@3x1x4~XEVKtuvsS-@jIpGYdf$cyqhD^%yf@}FnbfkAuYnnl zu!J;eVDO#r8X*DR+GtHfj+5 z7Az!&oX-BR!(Y@Uz=xA&`|}*H?LR?9x7$v7%vo5=A0B;5 zF{MUI0sO%_UaJiRoLzW67FZ0(GOqlE6WC4Ggw+)0AO$w*%xJ!~F_F7pHaDpZ1QYH$ z{K{qdh&ShEq-8;&ymeJA+`L=k{t>cqp5NmCrw_5Db=r&1*cP1YL{r}f1dXJpf44sM zZaQd>(i>uzq+ITi*A>z8pFe*} zZ|E0)yyqr;Z65m_n&=G}8DoK&PB%k7lM@potNwljL_~dQq*}~7y9GuilaK2+%mZ-+ znR8rbPfXqf2NNZ!GTrv_l4HFzOo%Hz4hbRlFpJ}zG}O^^pYnKj`y=I34qT?4aaD1f zS%AIW_hL&(-qO<2g63<3!Xu?Zf|yrTRdO?nXf`JLt#4qr-{0MR{qQbeFB$B7tjJGx zdOdFpdiJ8A`ZI|(#y3ryBdQZgcJ`*Vc1Azfugsn^ujVm)zvHpmNW-VK2n_yDnR_La zYj6mMH9gm8?$Q&PgRuw~WWm9)j5;V3a{IOw29=A{PdsrRh16~qImK6&4IQJ}Qb?@$ z2I({Vy==<$KNT)p8wT;}J&!fcd;{~JMvB}io_ASUS_xOpK0y)6z+1F)n!r4m311S7 z_4J?^=Rh;^w}ZwMDraD!n=r1-R`WU;>ciVpXP?@L?VyLa>93 zl+^A1ee(^}PwE=Tl!OX|laBeOIyzB)e)WJZO%-_^{BFit0Yn)7IrP#4Vz=gSd4Iiq4b%i{oX7=MrJ?xxS7ZfShuaf7$ZsxI?zIEpls`*B)k*Xz78doc$aUCxA#=BGfI+eV%NE60AIj-` z6}))$p+T{Bc6O7QKYrXf6*=>1wT6t6l1)FH$AVfxVw#7KUoq+_Gy_ol~;YwHO^HZPFk^Fm$YCZ>^K?X`eH$^(Q%4i zoM}f}*YXzl$7qeZ3EaXtsFRJqyJv}fQ)YL##km%F@PeT)chxo?dn@tj{aPs9_?cR? z=>W;CF?S6~RU?>C`@xl!m0Bgr=Iq4L_;95H*9oN|o{H)(Q4p5Hf*88vT`d+HN>B#4 z+s$orzR=ra&myjnszKtG_`bmDXsZE5dNHzqsTSo8pRenv zLu!JFnfY_gi9_N+PKU#WhK7Y6CjxmLJ-xAF%kWKgUv2Qe*741&N?%7Bu-!BFoMXFw zW@lxkvx9JdyxV!?FM?UtUX=bhcYr7ieQEb;7b z{Tl3}-`y(6%_Ygo1xeHy==OXJ@{nN z84wYBP%S@ROVu1K_Y5U-7cnQS2ZYYX zDcY0A_+I)aD`So%zv=C5DEZ0T@qJZl+Ayp-$aw>2U3V;iECsO19XodznaE$d*F)G3`| zJGqCiVxF#a2s?Mv{;b%Xx)9Udi*~2(NifTjA|PX)^x9%iagwc@-fRK8d9@|vZqOjc zCMF$s-b2fWiah?vwIR(`OTsuwN9HAC9aaa(yGOL3*s=RlW+r#CQLM#g%lNoF7uSg@ z;yHFG$cFoUUC&TLQ$r(0@V3f`#{h(Fy}SoU5`Zv@0fZa~I8b=7(pAbw!w_s{9&m)4 z3i0bMJ*%4m2xsDhJ!9n)zk-??Q*G^Ml|91z{P?i}s6KQN93^X~hWhHz;25VE;aSgY zZM{~`kh4NZM|Xnv%JJzK2us2v<9O+BMD`AkNvxu`o>c-<=Q}@d!>oeG#zsv&wYYeV zEwG?KKuk>Rl3Sd@6knXUEzNEl+7@BaHPLb}GjAZoI@|F{Ygn$WV6l_y;t~=aU0vtQ z?3|o}%z`N1X#}63eR%@GPyIDN-~a7fR2TfG5t@cf(h1coS1KwhqB3i-R~;Q4C)R?( z$x+g^TCmP|wO-THCDY5kuBG+1XkDCoN$?Fn8}AB7-ZD)(2bO-jJ6(cMecmXhjQNRG zZm~n$Z}kNRrL*h%T39P50}$Q?Wl$5b`d0ZuisF+q6EVmb32QFT zd9OpYI>xj5u)Y{?G9e*B#$yeGLB%CZHshjbnCQ#+3q_q_#K)C*f!2)vZ%7rZ+rkD<<9KSR2yjm(QmuVCXOv*q)Hj*5aJ5)^G|Ih}A%LS{g&1?6qWOLs&?dF%r|rbxT| z2%+ZO@sh{#kd6TtM&v%?i|r@Q{_sJ9)$oxDL4$7z{x2yng-4svF@stLQyohFxMq8B zoRVb|HX(SW#>dC&Y{4S$?(Saq5pD8jquk-UC@n25-?^pH3SCXj<@R_nadH7^>7kw; z5pnT;IM3SJ+D1oNpW~l?4|t)k`{FD+3kz8Uk>}}zSjjXeGc&W7>g0oSupfh7PA&2- z#PuPvJz{J_crcstaB;!UkzHC!H_k}V;l*Oi+u^Y>l`E#Qyg$CS%6row2QwN zkDMGUFXKDaxRaQ4kJak!udz5ha>o*56;Da>PJ#ppdT`UgAY1D?+R|^stm^7!)Mcs8 zueV5~dy1X~E4?j31O%Lawhw3GjQEqnIno@ww&@?~V!rwhu**{{{3dPH?oK7>NYPOO z68a~}g7<^VQ!ip~=Zm3@8(PE3euk`^+!WFIhKpv=bG3(Tmd4$PVhRtrV>jik`}t`< z@V$4{s^>2V_|3NbiNP7g&x%^LGihsg!FmZx8GhmC8GL0@SF2}t6wn|4vRQjOzo-8i zDjx4GWEZVK{78$uVUYnBis{lqCN#!iK)gjjfVqJ(>>)f}n`(fNLwbIF*gB@uKktta zxlUES_^l}bS`yB7{eR4k%2RU^0S-_+L}{<#gy0yF{?GrGCB zh%DLXjz#$8Zf-E$qY>*`iCbVygID0vw8p%w+$c(=5tT`Z`=Apd9 z3BOs)y)>cL%dgQFFD3`+)VrNnB~bETKA$97XM#nS)0pRz5_Nz58j>(e$wnOPwzc?8 z93Nfv2Er>pFym?EzkbaTak4WjJX{@?lwBGDwaKKlP&ztavPA;r8@I#j*A`j{1^nwn zR`fUVu(L$ac$!Z}hyzjd+aO>>zL2?DtLt1$tY_fRMt5kMa`&eeuDpWUr_}tGVqbS9x)$0 z#I8Pl_K~sSvA<2{1*5Jp<-V-Vi#U7dWc-is*UD@!E2GvTPLm5x-=(;}IkPlYvo%{Z zg<4dK_PC;ncj^~Qc%HU>vyf!T#%Ph`X)aIKYOWCVtxE@>8BhH=NRYKqsS z(v76^OhL1`xw(^*(p{~Q~oKO9;prs{MLG&klJF5DYlpZ#L3x;cy{!PQ^HoRfk{dmv4+Kn$^qO z#nstqH-*TPWl9iKKp|3mHt4P)=NILQ3h6h$pMUwftEac;)Q?$eIwrKcLq9AlCtd%v zp02~u=jt$l?8BA;tQ7=rL6}Xo>E8+`in@E$Y)fA-Nznca2lQ%IWwma;Lg};B$#)F; zb|^$(1aETMAGU&_hj|+6;Bby-L}(>A1XWzrp&V;Ovhq`Q ztZD35-!tJmNX&Tz7c3g`lsSzIQgjcw9itJ}W2g>@i;vg&_yPk=tAx0C;8v)Y6~uWJ zNyLUfUxHt)-**`qnYt+057X0+Ry4dJzkA3Bf361|fxAXs8xV{b#XK33_U@fLU?-RW z073yh(G5lso%D{cJe}P!38@G8%DW0KCF~b3Rzv=HR3QTc!@UaQM=!&~L`5fgqmqN` zcr@ZBXJ$@J2pE^2q^8@wap@9*CP|j4EBb&Jlq70Ny4CXXC0*22Wgg2q0z7>0$o160 zB6tn`Qgxd=F}gXKnNRM_J$?EV2+bLF0M5Sk_ZtIGmHeQUnT5sP-rjs%W%fgnU{Lk> zcDDY}CAg7ub8@a{Q$9kU3F%xj(b=x3;|+NnsfczkS= z8U{@ft|-HH_k`tJ{~yyJrPFy+w2p65XmkH5{yE2U90D4vpBiLE&k5>D{y_X&Rmso) z@(r3jlk8_MCoQ4OFYt(Sjh-E+^0mULeEGeVxbqm*I&rYQWP0I!7h2hm0}fv(r`7mN z@vSy#$?w=O7sXkL+*NV>UJlk?exJkL!f;0UK$2j(;9vCk#W=&drQ!ozndr_k3S-N6 zhRoNqHNIF9`w7s2b38ndkITOrPHqS|u^$LRK z{>MC!XGF@X+HihnqszxJ|NCe3WQpjXJ{`pPVP0xm9On2nG(Bdjemq1Y51c_Ib?H^V zHKsRPMV(E~1JTekHPvD{1SQq_u9sZ~L;gu{J;yQOxqrKdmC-#?7RwzU(pNZ zzIwP9rH8l1xaxfXH!Nxa65_G6oCSYVH=1n?E6t;)r*|_h zkOale1Y5pXyhgD!UJf9;M`*w9RgCXTZ1LC0lGN1H*jUEzW_%nR^}W3`=Ghv~VfF25 z)%SPidpNnspL(C5dhp-@H1F`{?LUSYYI3`Ui*Y92c_>%C3^Bf1%K2k<@YkNkb%~EZ z>c0e7fmO;^7V;u;T~0&oCdj$YZxo}eV?=XxT?oGT4{|SP- zS7NH?__(QVTc|A&_w6#Y zcZsvlk!k-K%JLYxf!*cN5$JIdmEhhwu*ul_NYPm9$Zh(!P^fzhQEq3)E;J9ZmRQBaXxif9nZ8~}r6@`tjK zmhjPBsU-CFcDU&-o>a5gn@RjrX{rH3Gt|xC`wOfH6Sx-hu=A0CHjM%A0JW$t8;>DA ze)zCjSr(N)Z8X!{$L{sT8P}|jA38E{)_MFewOzZWBM2FC-G?NA+rZ$7PEE*Z_#fMN zHU%YwYFNK6s%zYW2-{8WIdU`yF=F2!;75or_(r-HHh;yz0H3a!-Vro32&4saH&p%+`k^Q;@>dqEh+tb^%V&(! z?mc_^d&YqTBeR@5`?Wu7X(?%?ZU=?=nST58HSHJ2X9pLqq*8DQJUR>iqzY1`ghk(V zNMyc$5b7BgNf0gxR8|tA>u5qXm!;MOef;cN(y(uH3>hPtGu8`{&yB z?zZ}j(&)$tN;}7s)Ln}1-X58|lw@rA2cLhxHD@l;t*&CI$;!%(zP6pHbljV#if(*% zPh3R1{6+Zd*I8}uMyb>!B>obNzL8_%_lCTZK+(>=5fG#d!1xz;VTV>p8Zb13$-%t_ zvV*IhzYIxlv$F^06VNeCbhNkQ)ZZ-2GIT`44&g<~8%hkOco$tp_Gkq0^aBUPjG8bV z{DtWvy3s^3Z(*3J=ofYt^W#2Z{o^j%ZrS_5?zby_9+28e?>~NyWf?;q>nIbzKG4Z& z7i05Lvie8hBHTzjOZyH~LAs2yHTgKuS^vjOulGAFqfCVZXN`WpI+81`)uxD;mni7X zO&R&p&+CoWyj^;?3DjvRl<9R8e?@$F#T-gBQFZojvq3V*=h`S$oqEvi>fuyAWWf&N z+29p{Yv#YeOQvI87IePvdHz?fcnis)G{+Nkr@kR_%Sxx8dAz{~zkN#2SgFinUz-Nc zUpc$;S&wb^i=~cw9GtF14-`g~=4Tccg@iawd`&xWYIgEa zY7a=L{cGMlM}^9IZY(ng-590lhj<#siOr}jop^epq3DrAo0Be`=BKl{9m ziQbOn$VC}ayfW@zSvS{0znnoe-1^=^jf!L)(iDkss9fpF~C>nZX=kDgp41Lm7P zm|}zzv_CaJozVwGTkd<4B~&MS&#+gz{H3IO;+b++F|#0F^IOxos;3v8IHrj1;F#su z#-W7!7V_|Sd{BUOKu|}u7h@XH7SmOtK(|-liue=Mltba!5K9-HQAer|G|+0-m{I>^ zq&0?o*U^{-IVZyG>I9fSYY}u@=fR?m5Ooa8`onT|-*CTxzVlcqr;qdfT575*Q^-5F zr*3NRstpmaOJ7DJFG;Y`+C?R%D$iA}-cS_qi;3oDzuU-dJ3BwjZ@$i(e4Jrt!SLO7 zz;tzGg^+Qz#9?C%f2mjU=)C3<73XSVzj0dBrU#H|LCUL@zK^f*0Q(f2XuKcb0dAIH zp2SZ9m=M|_7aFJx)GDjsj##!q+hNC+s&L=_GrUX@bC*MV!1cA|nBDsbbHYDwH62Ud zj$3ef-GywYwj2J{cja4nG%xGgZkMbLHa&WGYWA5ZqOXLpsf2cBWkbl(rsYfP?%kv1 z2O=NqT=0NUaPZH1+L#*tM?@X9Nag3pYD2l8uRyruWm_oLx6*i>mud0p)j<3_Yo-k{T+<)&*vtbbMq=6M{W{a?PQ+k(gCfI-A*VnPouxzoYkHM&(V_d z!Iw2d6@6&58fFwbvgiFkwIdtYun_*1`G_f}k~QT48MV#QIZZW_l<*DTrYSw~`f8Wm z(QgeXqJk5{&3sza(i;kn5F&aS3JO8!(1T$Sl#M^do~Wbl2SpxC3GQ3||3RC6KwJ9% z3(1Q(zRO{V##4E{@(?y%Pfuq_P7CU0%Xe8j7&N)^`ugcK?F?)d*{{kzXqU4Vo35u7 zU|89R2hCmv{k6O6P#yL>@+0!7qTZ`zXtUU^Qk465>h&2Ew!iBL7uNZ%chde8k7AU3 zrJglU-N|L~&I66dySj8eMJUJx`_(y=5wFo{jWu!Eue^f5WTPtzy`?F zM-`~m7GKCK*PiA)Cpu3_2*NbIx$JZBpA%eITW{t?#$iUpNvf;nq4)_EED5}$pYQ))Y6BnA{7mqwIN;d#^d*ei0(A|)RmaC(2vxe zZCG2f>7ASw*Olbkx$`!B)-GRfd5u0(lFR#SRpRE{mc;ihfA=zu>v6U;t-|!JJi7f& z0Y}2S{+2tGLCd0F7l|@hpkJo<|GRdH75-#L@vi)r-YfVeN?IRnP<&yW ztUD(bg!dbkuUH8`9T!bX)KtU_Sb-+Hpl_SPvM{pl7-23DYvs1{y<>2-LAT3KENE#+ zRXwxoh05!8yS)SVm`H@CTY*YQuw>gwvn8(JC2{~5tJ>{cO0 zgq5)|1`p@skiI&!f!G)Fa8i&qMS*Ms$yhPy3V8B=k>f7?ZP1R1haxi#a1y5Og=;-n zR=tix{||FpS20uKa_7CP2yO7fXGeNKi!a|o?%44$sE--6C-Gaihqq=0^ao_gKK+fx z!}cQD3E==+-p- z-L~fr+?g8?)CFo=L0d6+fnNu2Rx_%=VH*%yj=ZDcdc{0RD`v99 zb#r2SbU~HDXLk#Ng~w+V(=3R4|DlD%b4u89H)CRRr?pw8Vo&KuH5nSp^ zqSqq3naZ^QNrvI^KW6ZSuJ@!=zdXh*WU7mAgr}E3;0%!o$0d*DX16TY+6r5#tolMH zS2v?=#$Qew@m0ema`{pHa!*hlig~bS34)bSTeQ{I)&``g-J?@jfiP-eO;SnXL2G?A zOHWQl_GfOcV=DQZ1>_q6_6!7@{lI$XC8AXyC?XT_2wB>%sm@=UT$h;& z&`QF?!{Mvo|J0T@dX#ETze<-+m2cY%_$|t$JAYqJJhasEAg#a< z|NZc$QDv#}Qy*-@Bm>tbleRlO-*-=lQ{Vq#_&UcEVJhDD`!|J4uh{N=FX73OjI-me zKeG7O%)p(+%*TyTnjbC`Q0LvDlP@~!%IO(oAixdL33GZ^`+Turl1*Ln?<3+BF_@U|B9_yt!e7Kwe%0b-MIFwmpWszO{0G|HexUg8su_yq^VI zr5n%E>n~Mh0n<iC z-nsaHtzh`8VP^8`n)%ylduQZV#Ig+t@(T3YZQqIYUMbgk*>2ccF|3^Z=$TTm+1%2A zJ~pRaL~Okdc*2EE$VdY=7ep{uEo3`B#U*g}_q&u<^vGvE)AX93niTgtJs($G2=}x? zB|r=dRC4eleBh%qG=KW^sjMv4@iu%Zv$L~c7Qv=;adVrl_27SzW<6X8wkMqmyMMRN z39e7-{0A^X5I0u;J!qU@!ZPHMrM*}g_ymwJBB|k=hHCfn=Bd`Yiy{G#I>Xgvy2+<7 zm;}RaUDa^ubKn@ftjkMD@MvP+mKYgvma>6{7fdqBXX&%^jQsK=pJ|>)RGVKL^T^rI z&Qrgcy`k;EW3Sg>Wx4d3@tN`iG@b}Nq8zc|Mj&D7+6)|4mv~4PjQ*j^m}@H5xUbF8 zFfSt9kP%z6wY5d1nOgTcJX8aI2Gb$|W(b!BA*p4Eq{=nfE=mE_|i zJHthh!A2b$i#`okCo70c0iXK(t|RAgPtQ68b~b;BH~Brdq}*K!K9F7#Bv1usG^Qc) z`G1~t5#(H1mo`r=DD<)IbiE`y`xltLTK%G9)={lHe3s3gjF%WLj+syj0o$ib#5|eB z(u-KAqSdR6!gyWJhJ=?))+i5J?A?1-HiJz>%e)foPFI&EOVZ@BHneY?KVW)@xhHIx z+BYRsT$)_ZY>PzL4eyf(+3cVhe(+HDZE}za0YyUGC-Jg7UNz}v!4OH+ibrHz z9Cg2=3qCP@#V_4^ef>h(xlJx)7PC~ssmfYeAMzAGWHppiKLHn7XirND4NcHZ{%(3x zc7r{3a&AMO(B`9s#3fk|2o%7$)`Wl)deA{M(*K&Dzq_~B-P03n57Ib4gp?Qr8>K`3 z3Hv727c%G zw*rKivS^}jX7*mp1QGW|p+3Sw0(a{Ncg@VrVJ=A{yZJL+To}0aFna=%dgUkW>>ny= zB9Os4*qrv8|3M18Vbu&NpW|lYyE1iI;L&vjZ!9p1TcSx2MU(pnpTVwv*(*xZwhJpv z(|Jc@;|(#fY9KxF@{&sA(W<9JbH_Y zft5&-q%{@qm5`;*4^xL&1o&NJkmlf`@@q?}QjTA;;jv-w%d4Ey3UMb6e*?H>LVRM$ z%qx<25MK%;#6>dG(C|fauQ(IuXVbQ)7D*1Hu+xTQ#o7Oz05|BdFTtP~ir<>B~JI3bYTy zKN#KX)?s@X1Yhd8s_rkMsakkR3frcqrZzS=rw0Pcgax(4s`4?Hw7cKuAW7F6lv>pyB#QuE$ z{>eoc;dl)?>d!{(Rv%-+=NBytO?;2;BAOX|(31VrO^85=LIb{`6iu~nouz}j>A0ct z`?1k5{A-VtTRIr#H|`x7W4$0>QmhqZJ@(H)R2C^2_EcYr`5UUwj*8%y;f{VIzt~tB7&;y(bo~YS&eQ)tAmw8@@$W=Qn zbOPB#?Y~l_{XjT~HhBIwZNx$8+46Y~!|TsTLxZ;*{*W4ie{pdGD?{@ThDsH(P2n+u z>Yo=zrr+zoR@`sGHd?^pV}0@zDS#yFgZZD2yrY(Xa;rBQF-=zgy3X_L_tPIeW8BV? zd)aeaXps+d^Qj#xlf6vu__NeEnQrDbLB4a9->2Nr4&KtCxZ$Hv5b zhrFWuP8W9rCpULgWMr^GhJfW0FimUP6Y3Bi_Wbzq1Kie!#5Hbr8&p6ykA|W}s0w|Y z^YCMCt}g_;=D{1^z^GN1lf!)bw&mXPFEGm%z4Zp0ers#%7V~KwJj}RfY-@&#KhwPy zyOTi{LH&SC228Q!`KmCH3;5k&lcfjpg^Ua)r&hmV1mXBNF)CPwveeNexfm^6)T65M zJRGpJly-|!fKukFdEfL#eXrgNBL-7*?8_YKd!xDLl=@`I3Ev56Nhw!RQ12CREp!)l zuN6PauFdH#)w{&RIZHA4nOm6B35NHl+UKi5fi~rvQ&J7@Y}= zO5C*5uRd56z^6&L`-O(*cE}zW0Lc6eaxQ7M&(SLL_cfnl8PbGcV#q5gy;3F~6ACyw zKECt3^z(olPD5{Zx9;~BvZ~Xpci3wie0Vgw?fEvt)kZ!W@yZV~$0quG7G`%cc!G5I zNM>6ue4V5G={JREkZ@Kvv(9($w=%N7bo++yW$;GVk4&ydAj zJBZ##Mj4 zdT-IbO$fZfZj8%;8_gaqbes=kYwRFW=m~4ldHU4k#S8R?nR)@+X zeaow>c$nzO98}n%whYr?K-iC*&PCltKWMUFTv}=tZ@TFOt=a?;>**MV(gZ8-j!OTn zqHESQlFu`TJav51ZX6*t90UEr2GZsP<CpcUVyfL_b^O%_U%q{_x3XG&N}!NURr>PUR{p^y|56K40^}SV7IQ%pa9&i} zV?KnZUk?&*F5UCWd6!ly?9ZRldl)Bb<`xz@wqBF>h~E6W61E(Xc_(3>Fyr=5`Iz-H zc>s_v?w^aXu|57MBNY+xH!_&wlh(k{7e_h*boG|WPp0|yoCT|fD$jFoycFD0^$bFv z(Zn!xG_Y7qVj@&W6ZZ}KT#0tM=>Eg?H*(8{On6P`McgAZ78{r%;c5*s=1 zO};P#Y!j>x?>1twEC~Ja3KaF|`!rXviO%~*M@5;LG0u|Sz59@t=kcfI%HAA!@B%`? zAonY(C>4$6;jcCD=agu1-n@CU*z1vz(fdmZ_K7TV3hb=2OcCpj?rs8~s28LFMVe<1 zAxx#~@wK5$M+h)~bcuiAwN;JsQl0>;L4!% z5QH$e;NP)&mHZPXA+gm&9H!w~VJdAL%B>2Ax}b^gwg~=lqJp~=m^mAZt)x6YX05f* z=2yGnpqjFc0|Rr8F`8elh3q^L4#)eu^)i4^Ckk)dy=e-Ko>dm#|Woef`RH+w=Yya9FT+8{*^PCHf7`8lP$Y zf$ewzJ{V?ZX1OQ^dQws}I&t4q_q~1?MS<0~;~7Q*wX?JHNP8BeQ3Lu#QDr6dSHUeZ z6xWfx(XgqNRkg>i8JRyciD6tiT^r@Js$bsbxm&vlP=QL_4L~?t{bWTnUW1R~t=c!X zR19Ea@J|nUuMPBsZd=HQT7fn_ShUsmpOu;lxf1Z)qocWt$#&vCsfZQX_pX0yI0gpx%TB6)Oywx_`@2O(l4IYEah_o0 z%3Z3V=s?Z5>xt*z$k&2BPCujX=XcTH|HSIV>H0i4Vl4-98;9DPn$U%wfJ|`$n@7iF zui^pS{~w<6S5ReOEL6~kJf@5Tc38(Nh39>@tvGdHmJVMYIlfMgk=mCxVg9K;{vqgw z_gfVv@5flt$@%(9HhflCMACfj1>NRj$hhTCe{bW4gq~sZ5HkW;8jH#YQwOQ zkC!*V9CkH)ZxNUq6B83(b=JCEFqv&=`V1PmsVFI%7@-{cnWkoQK1kCgrKM{Ez3UL< z1}BKVzCOIa;ANG+f{P<J+I&=vXp45L1)*LfSDJpCzOs;l*T|6frBBdjzIo#XsZ08a@u@HV-2<5FdKo!VC z%i*+G;hVYiD#xQiwjKJ5Is-$VT_zR5D~hId2VMS0A#hPa2F%L3K9Y+f3Q3^}Etf;h z7hMZX#}Qe8*MUtr1+#|mFb<4&fYof=gpqYx>ZhC zQ=X7xn9m0a7R1M-?Qsx-HRY+^U;}bo%uMf{D-`~Dq%(nm=sOpvw{ivsjA!PUDDba> z_JB!!oz4qgNEUM@N%tg)4h|isEH`~B5{$C|bbCEnw>axxDC=j(wVqFfH;STtc|Qzt z!P*4+{d-PmJ2}c;ZzE5%AXHs%cQxA6{M|qJnuem@@)`8^ z(!6}*vXQMz+Ed=cV5Pcs*cf2={!Ya!hlYS61V_d7?-18ktHHpGqCq9`j-k79S(49NT$avi*z1TWjO%~>ATX-xmYp?ZH~DC@@-5F?%r^rf zsI8VNi|U$rDLS;FOJo2>yn_@<*$Nr`*S%~)iG~U;#)L$N(J$V(K2E{}3hPe1L;a*W z;{R?O7^r-WuhLc0aP1E034qv3AG6gW@h(3JClA;27Z6o}H8Vi^vHweW)d08!Cl-G$ z^a7D0m!jh0N2;n9-?ZH4z|rmB4kzNG$Y^&1t$4esT7|`PxJo^glfx05AMESXs<5Mf zlrRor5u}CuA9vtxaiH^{xCl~v%yNXtw;qBO*uU|5#|tZR&O?1=Wm~v3EKhN8DiJeC z_@|TX6WTZl*YK9C8SmC$%&=gh{(5p?(O|Ls3%$ufTZDW6IV6953@Izr^mtIHyN|WF zaClinaINUXB{Q}3?QFlbVv8kmkJ7C#?K$B=P2Lefr|voZVNL(T1uI_DynoJX0jFo3V*cHflBv57gmM_WZdRbXCDt zIC8+LRfIUuxC*tnn*YaFSscNl#J~H#^p?f)*+@YpGGd|>#@;n#a|+}mgmEcRAho4? z<6B;DM%6R5F}7X7+|ySbBYdVlY~W*o1)2~&_P16!1Zk!Z2kJ2WXXT8Hg5K6;W+>uv z+oqDZi{M{|_0wrNF9@)k!4(LHjmgQ$pFfGB`2+;s+0+umc|3fGt#+ro0~S;wTwKHN zT0ejOd@XG>fcRmht*ox5BqU(>cBcxfYHN!^BE@VIOiVLMhdu%U7jt%tng*hvLR3{L zrwCj*=O?%heyd3e$Q@v{h1`X;_|i(2*hLQqr042jay7TMRz&AnvxK`5h#;?hy^r^9 zU$+Am9lD{rwV$8gA@LS5S}GW1-PXr~eVw6YAS5K@^9{-ZDO5K&^n!4RVe#JqdsDzj zBByqs4@T-l51YU*Bkvd=f=EPZqDad4KYJ|3^+zPvLAo!Z`m;zkSb8u}dX4keU4@FP zaU%H7hs7T@HwDF)&h}VMe{P%-y6@qoxg#4h%Pd@==d-Ze>wCT;H`3Ug%V72sJa#Kn z0V7i+{=}dbJiAteiRAFj469?nxs(Knuv@+Orn;bl5(FwK|5gK}7hi(+cXV`=hYAvW zO29S$9Q7$BtjxDtdUvgPtu{v@Nux82j%-`6`r#jJ9d0A`K0(9x|7&7?4R*vGx7t8# zy>E`7z_v&ZKN+P&$Pb8i{_ce;Kf5&DjdxVTT%6R*FFjy(Re}n=d|IFqw1GwQO-=sA z6wF?dc?QZw`nKDBAP$(qJa!JM=*t0b>^S%E&=ckZFxOW+B`RQs(;ILOk|0P@W<6|J zgQW8B+*yKxO{46oA|n{8Vf^U;<1Q5i#pSly5I7BqkXza#(&1**K@VvcN2XB{tM>s##|APzg3~|S)m3ty2RiBcb{u?&HNNCPo+FKde zx`1g>hrTv$!z^)L>wO?A`fq^gdh1#gohW(@;~MSAyqyNx+!cf&(O$Uzhn;koEgj+z z?{aEmjqXpSfbK9x8Lq7(yD~1DTr-91&!PG~R+tn$I>Y#iQ;sOE?%*vTMhnASAR@;1Za&rPlWy?$!OMV++1Cv|62WyoA3LR--C|j6&)FZIp5!JG@g0&@5mNy z2H!3{=_IxJW(WM0)jY^@WB5u68WNxc&>RlXNJMR2F;$BRl8gsP2N{KBqzwkTHaSaRyWUpD(CB+Ue z7S_|c&%P`QVV{RB6Ma_t8ySW^lRRFw7P49yDgE6}J5kuVzubC^VCWjjqn7^Zy%4(! zgy65I5r(*9B_~uW^(Mg3ORVu(07ql*k~QE$aeB4in&Ghy~&?> z>#7Ysx=MT(Rzh0|)5wk2HmrZ&6WEe7KWNr`#|^XD2|(Iae`9JHVh$=Z1Wg~;-{1>2 zbg1N60paM|E%5Y0-v&3Wx7c1-hWEvp9Akz-y}OZ&1#YTo;Ro9vGemvV5*-$&(gX7c zK+AD3Vq<4zyWW}JmC;mGNh-a=2HTgT`yIj;FL|Eseu#XuD%P!_c;%QY)>fL&n+d3Z zU(A@|e)Lb_cGPoTR2>&sD#eTShAp$-r&H2Kcet^g^VqPMZ8$)3UDC*rxsUr2F)<~0 z0tw(f;BuvS88r`8D9x;yihG7gW^GnVk8i&~-hM025C}zPUbP~qgn8GVoHzVg(!GX;BM*x%&Uzbw`|_(9hyJE&ci}C`3jhNZ%u2&yXF@7qa`CF)YpO^G1PuN3QjP2W;c*@%?zHKYWG&;{3uX z-W)9;{UH=&qwI(G)NF@i0MC)(uK17{33u~{;y_ZYFG?IGm9jFp&tKr&Vl`;#_$I76 zZ5~^x@AvY1@dMlkQL>#>>Eh1ECz}k-Z|SQP%e?=V+lue-#*kU|9%3jF4`#Qq|O@qC{ zDv?Vp32s*L>rPAw{|2t{Jkb-0HayYSk~2U@)ka8KVK1`1PewoFJ>XFZX#3BC^y=*5>R&Qpo79yerouz!#3HQ2B z_!4lLpp0eza}qAW12ZyVso8atFNm(=lQiA=k4us&x(Mf-r?Gp@yPgyc{c4678O}N? zzPxH|L#lKHPKjtn!l7)bIIWZoA&S|p^# z{P=Y-%sPIsw3}Q*62~c-644}K@?vk30Q}8MU?oc7gg%a(Go;Z|5Ew{cMet_~De3vC z$-c3^Tu_?6g*_7_{Rc{|{xb*t<0U5~ni~<(30AI%`c|B-W<{=Phk;0V6#jdMrJ+ux zt*m2~T-xb$?3IxBm&+U-X&^>yV!mS_TJOr_lIm2W>kOiu{V@%tBzB_e$q@1$@t;X= zQ!#X~;*!`Mr|1Bx^Zz-%H1q)`4RUdvzdW_gZ$=?m=p%nL%9-Yqkgnd9RyE+>kGJlB z?F=*M!$P>>?j*OA+R#X}OyRB?Nu3gds?`GEpCwj!(q$^ggx?f5^GeG~{vC~k?A z33Vmh6c5$ZslGNyLuk!tJFF%e_J8=X)+0A=NXBq~5kd31TauT5vXZn+pvs$4Szrwt z$o`AuS$Kirj0R2}Y`F2*O;my#0s4>x;dJg&f-FoAa5tO8i8vYeExS@S>{JGiz=L6f9h9*sh9qkyK;1S`QE&&`{SZo%`ZqEKbjQ(wYY&KiCc%hDGaled7rhMbiIKR*nU{@ z`%)4v|GA;c>rI7>`$aW~&^Oh_N0@Z7rYrGM6-vI|>@7<{M`~NF#+>r!pC#P3=6W)u z(>=oS$jd+m*;08tWCtCm(r9SQ!b>xMk*#n6L&<4(XfPr6)xJ!g7U%O?F&p-w^Ikm zqQRh0x6bp~F>AJ=)`aBWjrDH;1-_4=2OlzP{(Ax!$;bfXq-!Umy*1`#4a*t7N0bi= zhB*+k-myzJ9$v5PdX}kYkh<138iz+twL@0@w24-43s;t@HUykHC5$4WO?Xh*xGVtW6H_a{NFo6e)##` zK$ox$ruc>K`Bm0x6N6_}##A7MB!VZiTw~(SE7-U-eio$D3{Ann)i0FEGyk{q!H%qw zxGABYj^b?hyA?SiMqihsY~kPo5a8WKF}!JYe@BO zSdIC5nw0IExVW6^T*~IbN3E>7_D^E~oHZyJ9+j(@?WIxj5Fl>scGanOrSA>0k0UR=j#e7d|Nkqa)!Y zH>6*^wie9(L=hU5v|#=QSMkSd6}=v>>#{%V_+L!v&6XjDjYVsr%`8Z*=*tcb=Z*co z({wtd@ZY^+LWGJDZEa6^e1z|F+}}QeynCw-{4DndTqoPh@iypm-BCmfXtpQW^!h6Y zRS_KZADeMM?bpM+fc+%vOyZv+lVsdr^lc*#`4;M;Jjtrq#ag z-_YslDbNUDl{|&G6a$~h4`61VzvF1$-rla5bWL>^D7Z578>XhVW2GxV+yG!p*JU~4 z#zfv08XGC+8Kni9|F>(1(t-gpL%UQw!;}U9hDIDl39o(Vpz^c*w%KBOww{;?-OeRT znLZ(dC8yp#R=-QIbANv^Us%8Kj}yJwh2s^4p%xp0L$P5`{;RjDU8JL_UG3o=F0(4} zbgu||^52;R0fepNhrR{rv2Tp`?m7R%I_Xemd~9sEvKmiM-0fTI;ibCSL6N&do|_%i zA4`0xLUYO#$-IW=utktEc4v1l*8goCMh(&1Bz;P(<<#Ow8mL%YR2iNY9`OfO)o7g9 zE7VEHncuGpA&5F*`D(2furu#S1t@0J;+e@mTRQC*E+tx@?RQJDHIpxEoifgSGqCu@ z`Osc%n^bXMRyAGxWTips=y&11EFu2&?_hEP1#k&IfHRmIfEECe-Nuf8w<+HGZcZH!hrUOtS(x?5Y|kJ%qFHbJk2O%GDI+lZD?5DT&;h~e)- z5N&r0$IyQYBn=n?TQt480)Ii$eJd;Q`mY}fk$L7mJHJ9dWC*epGUl02(n)1$NOD+* z`<>U%#2WjT3Cs>jOLfH?UGMh~PPMmOniZ@HoX;W@x>r4O_nAT-0TcWBXfrcyLD>{4OBa>X_G?Ch828 z2;e~7hp>(JLcFHF-`PLmX>av*Yz1Tn1c_-iOhesBD13Ysa+|>)$TY@l{RT$2Kondq z8`dvLG(+;t&rU)&6(sWw6;!@@Cg}8W(T9lNocGGL0|E}En!|Oil;Ceqd)XHUOSV#X z)TKHqrY1T^{Ti8x)Q*HTGY>MVmB>nejNIxnxTb<6q$Hw?9rje|>};3hXa-c{SFgcx zqjgf4Gwwo1mQ*6Eff7Rq=$;g5x=N362?i~!N7FPXNRU>$m%O_*FF{uC5I4^d<6+-& z>ct`$6Cuv>;@RrhXVLteC$Q4!Q%dHGd77E-b>k@nID0DWm42izQs#l>4(|f zyl^~(O@IFe)V9v|7p;Kv1L{v5RJlS3V$$>P*NQI3c6v9%H#*$ydQKBPt&&U;SI(IR zObraE+>$U-n$conKg}-%A+9 z6{TU<`pb85!^Hkt@UtY#3p!|Yp{Os8Qlr(hHA-XG!{;B?!rOgbilyn;-;eE*FV zixblsY2&u<#{buFandj~HAUT7DFV~EKX9LcIhz2CEltw)eQw`-H4B`}$ib3w`^mIq z-cRbGKN8k;(@zN(ZiePX9B#?$r2dJI zxcbL#0cut_J zC)O`AJa~~y(NXh5*eXut)92K!y-x=9;*td|L3u|vDK4%A zf@u>I6M=z&+1c69=>fEPZ&6|&v~2%p{(0_wiVkiM^bC_562nhqsIQ%VoVtZGi51w6 z8Ac&rc_jnuEhUCicM>nHE#0Z6utTY(^AmI?F6*rEK$Emg*z-mpNWf?zcVL}Y7u)WL@s(y~? ziH5?M=E{c)-SLZp>&URey>Ser>-STe!k~c^FH9`sXD$+im5YG~r3+uBt1F{AdAYqF z_SS!1j<)~l+AB(%Hs@?l6yrjneYYKeo2wQ5M6dA7mnUQ|xse*>1VXjS~fpxzN}ZR#|9PS=u6Wl{2%8 z>vi6_L-O`{-%;d9LU5Kca(X0==Kt~F&l4*eg8C(YEcA;H87nC!BoBDQ)@S5tnx zizma*U>y#K%m1K@$>VNT_3D+mhRoYuJf7gts5I91e=J+coN8(*6sVoP)Ri|S&A)m5 z`1bvn^rq0>i2HUd&)$bejK45TkZbF`vf9VRY4<|Osp|bntgCR20N)KR>Ka;$(~VrN z$c*wq36tkGHf!q@U%h^`$ty#0*o9p~*IFvVG>Q9kXW6YImes?<<6eXJYz1^pp!rzp z;S{4=7`>)aJUMd-5Inzshk?wYg=l*i___&NJUuk{Palp67 z6*ucHp&nzWd4V!lKkCW-?BJj?2mY-Z$&zB6S1#UkhJgv>z-Jg(Iy5t=DfP{gL2wNfr zmj16&UmBMyK-jz#AO`BWN*?fM+j0^&fCDS;yhz}C4wdB5VF~f^qBA^6o*i7nKzT|^gU z(VD}wb~Pn2u~1?XOFCYHnvI3vRoJvZBY#r>FekE#i+9FoZvKTtftXFDL4}d~8+sl> z{i^tu?k_EL6#asCJRb!JaHv@SNPPKOhj}FS##fpF#f7QtVj}*ok6$*s@$%M1tN7Tf z9yy)0qQ5e|Pz>I#-14^^m4!P`XjO?Eq%(V)RuH8zB_k-3p z8BD_`sLONG`BAUmrRVm8KNfO1*n}TfagRiXlL9%UK~Rva{!93qXd5V}@Q+I2L~*$3 zHti!)U}Qy%8w1uwL*HjagQ!mh~w%Dlr_U zb-Ti9%r9k**UP9yY;8ZB?w|1ys1&}bpy9$c=9v)iI09fd|i36*qh(4p5VcC z=X&+urh@Kv69de@7$W9S?dVUa;hRC>>#>)bnyUE0z{-oQZF6U#E5LWSKs!ht=zX;S8@RL!xnsh7GCFr@q?SmkTR*NaWchx=}pEyn&6%TM-VQwdi0a@Ue{~ z*Bu)ziS=o&kx}I?*%h$v5r{ADrV~bsbC8k7_ALx9ARL(&%(mVMC7WMDyACWZQA(N8yHGuLr9V(MqkM zcXFoxG~eiVm6;1Jet37-^1ABMl=^dQ7Z!e5xf%V0i+7m>db_dhEq^Ej(k0jujutnz zE3IW27N_C*`&H)>h|Rp-&9%3AS2ymGhEad=Q1#HHz1z)LM$~vR4&3 zn9U+?X1E7hHN5gArWcbLoW6vZo^khauiRC?;3xIJTvNf?{TlbbDpiGh7jRdDHIf1; z7`^C5wm@DR-18uEjkxSImX!rBI0Oj&&&V*`fP+ymAAWyrVZjB!z&I7}u5Y*UULJS- zK*c#zS=GilSih~6Hd&(?1)7Fv*@69#dd zM6w}@-)wqC+!%-1MKsXIU56qE5mY0VmySEON88fion*ez6+WcU1tXVfD~?Ros$;0@ ziPmUp6O|No%)fgwT-f!BOc=vM0rrvaR#EvMIb}i`f8FlNQP-4H;@A#fCgU?i=Zm*E zjb(4PiF;YXo-qf%8u(0F_)waiVERI-N6>50B!qHn-=4DoJl z%b9u$#lkmf)q{7dbsWCMRF*&9uePHU`hS@E>Y%9KFWjZ21q2olkZzZdlClsGkT0M# zEZrp`-AE%P-3Tbsxim|Iq;z+8ciflXow;-UL!IF-o%4CmInQ|_CDlwWmyOeIH)(Xb zN+$p3siLxSOk|`t{{+~tQbpoViny^?R#v!A0K@u|mR5nO8%XixYM97XovJ7z*~^hk zoipKUEBpMNWo06lbXszP?F9^`?NW>DAoYlFS%8O8jvEY>MBgb|ZGhZaXu)Dz=gAru z_V*3wOL3N$HB%ckZ^Rtm$#os#h6~`!?L^k%@Rj$?KP$#neNOgyC_p_Gt>NEL&)6!u z2g7V9rr-wuj`-ycE-C+?pGXO)afO$c!mO zD?j7%$8|zI0BTSsljSiH5qZ0zH=zVI^6H+UP7_>d#w-z$0{y$mNuc`b+JH!;^Bry8 z07df&Od8d1OsWHu{$ohiRwx_6Fh)i*u&o8#X6v{o#nnR>PWQTViEdiLj|6Vhw-FL| zP)Ne5#4+RoyoF3vc?4JBC1gkYALQj8#ZN#bfLFu({szqM^RC-mTS>qob_hUa8$;B> zc8sE;H^2hf;eZQ7)6k^JRI$&m?DH^D%`^e%h#2R(4vfXVZQb zwU1=rr!93UOUzaf2R%1b)%t9mW;sW&x`T=UYt7P(gdbV64ef?>_y3@iyysiE#lAlY z@6)dLFe&2soEkOejEb})e_@ZdmQ(UXPFJ0P5_)lGn@6Nkgf^fFJM>|aFK|@4LxHB$ zYW%?*P$x~T60lTCbJCUGNVwz`2@Pqj7@csDE$Y~NvpgK-{Ox-hIhTdd zPBvkioWg?gCErV{aG&dF1aP&@#HP4YoRw=WsjKYRvp75IT1m>F8wM1dyRKHk-BO;1 z7Hr9$>R`HJZ|i%y9d)xfjkE(TnNxSE zCdXM&iL$AVPVJG%DzX9TLHAoOGT}qpCo<;c@LV#eL4)h*8)6qL{Mcz5?diICNRwx9 zg7Z)ORP52|9ZI<-&&5<rmuOyP8<^hBS z$3t5-TlJ2J2c?i-{^68GF%t_51Fd5T{}by$FmFb5%G_5)KManZuea2PSroW2u=p*u zw^qhWjnXNsl~tVk+^RvN&Qe)zIwLKp6dNK&nQ-b)<#K=1!2B8dU-aiw37FTI+XvwN z+Mh=9p~S)sp$V_ihzBANTiUeAm%j~=H-Xueog?0bD)IP4y*hwa z7ZJES`DXy+3O zo}Z|;|Gc%eN+nHZXhdzxB5K~YjYP9b?d(-$G#cEBoDsTso2ni!~7+3(w@T;VKtQ9k4MsI|I~{&yQ4<9OGZXP_zp+ z+*XmbjqvYiWJ?*3M82)9=7dJnl^~u!A|0;7Hq@Lfwtg}2`|Bw_fm~PE4^BJ*nZ5zLOI6nxP1QT2BUO#7fp7@& z^Ew*2jm@;#yX1ssB^v#BdfP9l{((OxQie-m8cB$a$zL$b*;)+0v&;1~65EBBkDke` zY`N#epNr@gd7daGU$KvU@NJxEj{=76v=W|2D>51L05(0WoLALx!PxK) zmS_S1sW*+@(QUQF8!7Q8`Dklw< z_*HPU&ofhOe}AxIq;f;U!U&n4#c^t;c)6MZrrzZz=WzYT2B$F9$D+Myf zS<{2mb~MWTc)vPXl#(}n_du&9h&qxWrr|T!q!v3TP*w_7Q2X^aq>Q1A$oJI8$Z=yZ zQ!SzJM)XuPAGaynN%9-K;8ty?v=>N36&KZ{YpE+D(X@yLfl$NFQ|&v09oXubdK3-MWG*da8;z}PMC%sObe*3QE zL}a$rz{52HH{HwTVyRE9oN<3XrL$M99V{UVN|&m<;;a)4HITon@K8)?6~rs$<%I2$ z%f1;j-;y+erx1>i28}aGE3pPqu@087`t!8Y;)bgbL-@(IjdbMQVT6~ijy7m>i8Z2waG8KWgmnEOK_|d zt6i!>7IF!^^X}DIe6$&iy+3F_rC2x)OON-Tr#=r<||al$*a{X)Q%-Vmc8#e`(4t zVZ{k~F7myyuV#BgWo<9|CiXVJ?*ruN4@7xlXvBCm{f%Yx$NNDei2FCP6Pgb6xVaze z)>1={s|@oC0!|aMAEh1#`TH=L=*p0UPGuTF-JRNI>KJ`YH~DV@N>+^0ayPu2hv^wb z-KDI)B&GQsG8}G#4zc;cDl7pLU z?9ub>JxW*Hq^6)6v~eG~sbd(n;kR=_ETLkCYd#^SJnYI11X?l2sW>&z0kdUdN;Whu zUHGrKU@(&nC-4=j-IZ>Yx4`1g0H)voVDoxwtc)kE4S0KLzi|t;e^o41JgVzp!}Zx# z5cFL%oO!k&Gs8Jk305^aQZ&5x#$)I%qS#BaEvx^S#g7G%^RFaB!c-iz~h-}_X6)KggVm1ur^=T5$Q1R>+*%pW&?_;Mo z(a~==mtdS<5+p29j*Y%>b9{IA{Xk37KGVNo~t23!eOR z?yF-4|8e>I`h>sms@L}DyZKy4jlrkt?;igia-aaP4-6_3PMF01dc3<8;qr7FmuyR_e5-Dx720rT-&~yPtUb? zb4jZVu%F1yZX_GL7PHvYvmd?mE|AicI&s_-l=qBq8~P8mq~@yr{w7c(@Z4;kr5l1; zvQ$~|4ss@6(~y{7Y;#nY`{y{9IQm@3ArZS*MlTWPD<5;oNtu?lf1FPGxSnnvK}rJ~ z=XUc!0oL2dQRs-1%-!Re;9G@y|6ottxgcpC8JAMH+3C9|T zKR_Y5{I8If!k+rGV-u1P=lXIF@y;|eJL^Do-v;2lCUCV1Pt+Dke=4ZwYZ1Q~b-W+- zZAhodyU#d=p`m(#x(9kcT)TIFm5xFH)kYCv;=GlQV8&RcJciRk!p zC2lttCKH+y_N0`=BGOHQXef=0?&FPF7OVy~2cBD=#mP zx+9*44&Vj zjL$H1nRKvAJ@!`BI!aO-;w|~D$lA`r!DI!b;65ICKvyAfdlF!dMA5pv!sc)8SvtN zb37h>!yF7K-uN@KS6vwA0lhlQ|9GseUAJn=P0}iP-iJYbKHmUIApq&}>wHgo24PX2 zGW$6H1MyuyeKlwq`dCZ-=@i4AzWW3FF)EyBrrpl-H38>V7e@NO5EDu01Vqqx z@6l@`)K-80s1Q23pT4#vq6~(CxMZBt3JOgs9e71&G1Fl7UU5J)(MV2KH+J^ zv3!PSem-waTml>kD4K+L*E2Qh%}>LAO_;|=xH$Dt(SZ#_aBNA(tWF{fJ)K<4xW76- zHGR^g%hIfwUP40sBBUT9JEu@LLj6q>?{z%N0>^1O6{`240{ce{a$4(o8&}+>poJj= zG89{Fw4_fvvG7i;cxpn{iS?LD_2I^iRK)z%Vc>pLyT))WYj#?)Gxs&UWO{khWDke1 z#4{|8vm^QbBn>EIUB>ToB?KQ=y!$A*a;N=(*m(;stRCzD#q~#j^NSn*ylQ%P%d~1D zf1+7@6AMAg|3=->&DSJ)a$>oFC3*}VaSw2)vvoR18A#yy2|)D+@EBMq?TXO67%jIp z+kU^LzNf6}(l@;lUnf$%^JCqA$$0PX^<`aO?E20gcfpCQ+Fe+WcOnH3z+$^2JTKVK-Fo-s&wQZ`z2aM_u^AmJmc&gm?Sy(c7<| z5GY#%b<>DW)`6hCsLAB8+4y?N=hgEZwFrgtC?edwSb^m;ey_KNXK#ImEkxgDjnBJ? z#I?p-V(TV=NmgI1>gX7x8F@DXXMh#Q3P8$YcKPpw4ky1>>Y$$bX<6eF27lRi2GiHTBdPBre9xZ~NKOAJ7A;!wJGWB% zAuOoZHdrL)mZ*PSgDF{u@hv&`Go?7wpI-&v2>tstHff#^ahtlXEOq7}{KGG*4mhgZ zgxlQGXS^J|oX7ks2c0qtoG_}BZ-X@B^@@1V-tY?elkV}r=GeQ%*TvO;-PG5OT_fUd zr%f+8+Lv_f{~1{7@sZQsV?=c6(>vNALL=Bi8Vunp2*Y^Q4!@yHCkVJ#X{g6P{MD<;7t0Oja|Rg*lwO^&l>*F$krlbT7Q zAPpe0M13F7R={R|xUyijKa_);W-qD@4)zzCGn5Qx)-qz-YhP&)32q{Uau(EL)rs&I zDnE6f4cWPPlzkBEIV-#|JQ#Yr`!d3mWNuu`ac;uA9M9V?&eCRWXEj#sy>9ZH6$c8p z-ohK>;CCT|m5vJDjP5 zRi@brC-%x);{erRsgF*^Xiu;7?yWLopMn|ud}_Ui|Em+cElWy%IA1i&_3}i%ttfno zXu3==F-CQ1$9*~Xy>t;xz}}wc3}@3JM(*GN+Vz<}*A1;Es;rxx9dAZnY&sl>nKS2s z{tvh|t6UpxkoQQ$xfh({-9{_Y1%HL`my%C_J?rr3F*(N-d}}F|W7!Lo*bV6&E_pQ( z9t|2H3A97|E#}#XvH}k@Ye_i? zzbBfdot~!?^Y@lzrB3Sfgjz^DDRGy7UPB^gMHGC&E3;PqCsH!pEoU}^Grt$5J?Gi4 zsl*tul?-kEd}|br2!Of1u4uQ=t$`Uoe}u^X&6O#XEJnN@;(Pr1}<7scC% zvc%@^71uI~0`0JN~%*pwg>Hg4Mo@8=z%W{eo*IA0kFGsLf&_l+x4rJ#iURM0F zn6V6oXz8<}sBL+jC6<=exOwlVh{%twzx_ZkJXC~4#*6vjp7#`Y#5(FG64o~qQEQY* z{VBv$RzAt!Rj=-H`^!6Qb4t z@$(%%uW}wGB_)WFj~{Llz0K zxCCQq!0OFu?ZtNNp&$_^y4N@OI;tQl0!{GS9>HsUMja^EClY4HFxsRA89fJp{TO5j zMClzL$-=CsZzhIjcD`UU)Sd5859P&ccKTS=eYcWuXq*rG45kA~Qc;S}6&#%QKTQxs zd;b~^wE|@eUlI!2g?7#F&AO$yy*rPj=;4+mQM2lOzx`;E@>|coW~*sy3M^Puf_+n2 zmnm8`r{spkZ+IMWcydmiN}^HSnSvPRG!usx-5&J~&}p1CktL-Uq9Swu*!$FoOt*I+ z2=+;ozD$L!ysm=bunTX+*G;?4F(bNrG#rvQR;>S&!!+EFE=nULu7Ja&SD9=nx%zXy za`d1iK(_n8=CesZe)z9{WXvK60ub4|=ABj2LbVt^ADt~*m1*)rvU77L6UP|7FTN++ z4L2b&)$tB#rBn< z=3R2dYo9=}P2M7bv{r!iF8lm)3&i5*<~{&MtF{M+Gxq0KJKt~*4`{_5GIV9C@Iev& z#_K`XjVQh3LeqCQF5>^3Dp++BYVcg*U*q|TK-4XoeU&sNRr?i45_+?*JmQl_euV?& zRP|$GtT(lvSnB)Xah#rGn|!?uELdGDZp_eVz8{pge$&2WkQo7spff|Nz#ClpDi zx))2GRM+25EhFBoSRd1HS9<*SX~P#QyMd~1<2FG8nMh?AwBfoFfnY_|vf-Hp$|mBIc7i<37q2oG!x1r;)Qnj^b#y z`lY|BOfuj@`Hb;zTm$7}bu`+s_juhyJ1^y*-+3C{y!A)PtnRuw?c7DmFCKD#4$fni z>WkaZXW3o%_F-e2zZjA*A1}LhGXc!eoZDv1=n(vF6*lIMI(!YsAn+atVnn+js}* zv5&418`cqHjh3+{cN&9r8;64$Ir&^e$&*Z)E#7waG)@Hjn{)OlY$o;_Luk=8Vyf4L zr1gWAp4Lwward7$zbKz7?;VCF)m&nb?h>+#``$F$_lqT+NzQv7184Dj0p=Ie(K~AoX@Pwjw1OR#t zuP_n_!+bz*0%2JW)Y?rNG&LqESJq2br+Yf<}jrz^N#^zhr!D zBYV#}-kjI0wzevvgNbCv>wS{x;{zM_F_P!(7K)UC9rMl>~A{WHE9=g$f>iTI~iqlrJSJ@>UKF@F}dML^*lr)$rc2 zwRr!hWq5bB{B?(Iug(bSE~e`?Q5&(h#D;= zfae4-`s~6fCSHD(n{KxE$So$&u3)m;Yz)d0)2o>_KfS~z8Jbb6p7wH23(fm^Kf&Z& zvD&?&Xu$H=Q$vEy5ne4tMlhYL_$IrySkY1(4tJX2~+bB-Q zX(!N>A!b%)*33+O8lBsgKUg2R8{;x$0$h#+_1{J{N) zo3iAML6B~B{Xq*Z^gUDw+^i*|19<{@=-!=K;%glPi)4`L5q;Y3je_P17(am~AXW_6 zR z@U)bywi8yLa#^SmUdW zN3HXuW1gWVzk>NG?EgK~(XJn8$D+q0xHB);eC6ct&Eun|LehZ;UetW9y9uzLBqBjV zaMZ7t#y2;sIpnm{4);sFCyK3@PFrI=EV&BPA6qp}KiE+#KZ*PTGtTUa_9NbFFQ^Mz zd^KwLxrC4LlwkZj+H74oPR~4DjEaDWwPqQU`=$=!qo0-mX2O~^9>+wUM+)UMS!%dS z4ENH)2;JNimrdQxN3#4O0?5K(ix^7zSe3&uh~dLUgXC6$Pt$G#u?R^hJTd}$jFIr7 z;8?-HvoEzZiFL`-zcbPHs~!7#V2%G3dnhvWM8q)5x72?K5kN2WaRH(Y@6Zjty05!{ zb35^!TIAjPDd!BI%}|rGqjnwNMjT_hsAn>nK`t<4DXZVdEE9)a{4r}~0 zO$7x7(V{aCE)5%ZU`3kn?qEgp3R0YQy3>xEowmBW>!>V32xew0%)ZkEmwcx+gF6>D zzmlga8-Gl?#eEvtoT>zz?5SQ3=%OAF@xD0wz-h5)bS68m`$rg%Zzt_^Y^W2~(Ry-p zC+XFEo8$AFD=GhFmtHcKl+KU*71(Qh&4&0!x>u8usy3A^n!Bj!{7-z|Kcz~Xu6ff5 z?YY3w^wuPq1d)#WAd8+}9r8CaF&}aoK1x+Hz0tKB^ z!SCM*AR_T&bB6Xp@&JJCr~f3aWCw#ZLw={NO)|a=qxFA<%R{2MMR@8J{Pia#75^&A z6U@_U2_5&&N@jM`ZgVSe_jGkC)IB9G{234jOCAYaseU3C3hdZ0u}}9X<1}YgSBUyu zbSH~(>dViTteO!=P9OZK3-l)=5J&j-v_I&%G}UHt&R8v)1RlXho3#OX3YSKTa?lm| zl%?t8193%G2Zl@_0IZ#6iL9llybN#VCp@$?k; zz$DZFwfp5uX_qt=*(-dt;3vHOaZd`N<*JH17#lgv>wU?Be3BfPu3Y@W`H2mm_E%pQ z*LEjP{dD$(am9=F#D8e?ce_6=_VQrvB)4PDfLXX%yYGUD-i;Gt$O*P^a?z0{w<{H#+!WxXs=px z<>&&cI=$>4Yzc~xroYpR!a_BvHL_j4@|m*dfn$x)zuuIl3g!)1bqfrj3{PV?M$X+X zN7N`#*6bp&T~B1qsUB;Gp5f1G&&BAqV` zS-Dp~2_-IO;*b@>b}Q0y0ct{pm!kQ%fWSePh^~aih%ZeZ$rL#cBSu|8>4IEL!7|~T zyYJ3Ne{4T1kPY%pkbRQ=<*??FpI_6|4%xz2Zf7~?gugAH9y3Gbv{fI7Ruf(CfT+*= zZRNh;{cWG%SF8Cl2brwPpE;QX4yZ30u+Jn$nZRl%MnLK1XtQ45QckCRz z-rPS>{CLWE+71xeW_a>0#wHBXWMhGXFI)#{6Mu19bl2xnmc@g9FHbuq`;)+G5Y z_#Qkj?nJT^?;9vxd7RBL@hMjp7kvz4xn(RZIoH%yN`a$4(io8TsClO!^ic0f6HOYx z*y-@=DY8L@*KM?2hvuBPocx(@Qi{vqLoXj=Hp#*`ywP!0?k#tpw3FeZQh%yAdM+aT z=t^nvoLtzs3I6|zF5|iBP%}LQyn+TNgRXKO>e&I`6s4gFqdq)ed4e81m3YFN8vxkr z+YCK-hCs60djvRaQW#)Qj=1D#p^&qe&N^ZiJq8hxt}3{>X|ZZd`6gl%pIq5ly%eSs zGIwjkaJ0Y3pd#A^ew$2IQ=>r$x@JatCx=a@KIGlxPmbj%V;SEeKd9JR@n6`ol>ep`gvTiZjj&)}J2z&E=&EqV?|c_^nXsJy>EtJXU-ep#9!zLVL2* zn}TC1sm?XL3y(v>c%gBHt763#85X-MSE_S}`#^3kGF6aXq=_i~1~`pZ)7!>+W%68%@wAtMgf7vO47?lB(Y1cA36NjP4vw}al5KttnTY`j=vK2S1UkXc>z>> zRiR*T1ixB=-VYgYC#2WnA018nl+<=A0mN{IQ<4IQ{p93r-Kc*S98b<9aqM6mXY2_L zc<10ZMw1-YvuF<@Z?tk4y>T(qH9c`9{WzMjL$Rq{ZhTAqZ_?s*Ib5b?^wI~00$@pd z>oji3hQZly%F;|!F09o4*OUpp^Kg?)kx-NhMrERePGoVz8Ks3kGcUKE?h+bT1TZUYP^u68P@M)>vRDS3Zy1Fm!Fb}uXy<9dWl?HGK zPFPM0#{77v+H>YsNXIOyVi$JQD=>ziDopD>7t^O7mUQ`vz8X@PQL3r7skrZ-GN#kqtWFsCe0Kf< zR$$_^%F^)OxautQ5irX*AE#)jBT4gHufW}3m9Vffom6BvuN0}c_zwwWD{gXfY2v`s zL;PZ{BLOHrq9L5WAFg*I^Z!$e+1(oT4J1fMQ9y3#Ns)4HAaqu){?)^)H|lx#Y}l?} zN4K1^_=;a3bYBwsGz7Q*KOVp4C!a_w1k}#+-f?6*o>LP9k-d^?{Fo2ZprWWUqpe;SODse)miHMzu#R6vT zSumixtebuhBDt&_4wkIej$-K4%AZ&bRBoKxa_z;2Gz?`uRq~`S+3>dMCrPv4vlg`b zC!cwnGUa;V>LyPqIJI{sd4|K7g@#3-1=5`V!+F06xES1hO6z>QYV6!E=M2g=u`*B& zvRmr9qNB@=OI2rAdJR*Yb|#vabO?`TLIyf9?=iW#!{d;}xB`SpIbI>QU))~xrY zDp(!dO!Ayzx-^*kljVVQi(rE$!dtUw2?BDc(0E%_CT>hyO&?F7>YHiwaFb&NoNF3U zz!q%7CSlgqY5iSd;3o)F#An3{(qbH*6S}lEHY~rAZH~4_zHXq(h*>l*gFVLg!}lcf z<^!{WW=GxXf9MNkB)j?nLY>U$t9w5#I#kdWH1OP+@C4X!TPk%Yv>cFO_xisu+_bLc z%&ErsSWR%F2_?Vk58zV}f9G-vv`Fu^k}DnRxy!){n^N6nPG$Z&{xZXl;+K~Z{*1R3 z+;o#?oxm?e1RqzYtj};~l1@Qvjc>ns>~*TZoIN@B--xO_r#g4k0-FESZ&+LCnx6|1hEWhR zbN7yE&3rHq%subFP$Lmd1w^tKUjN zf8^5~^iiq0GsA_qVkvw7$6tYF>W23)9s}!m9j!gb1?Ilq!drSRH-#SxV~uX}Qr{cn z5iJ~E&tv~I()=vbxRkp5HD^%tk|o~DWkYsau{_(<5mVOIc2n`bes=Dd_G@}=nNe}x zM;#)95?Gn)Ge?vwup6tnySu-6(*l&sk2^`Pah_a?j+WeKv0Sb{$;kA_8fUZ$ByE+Tj;AMkHx z$l9#83~thlw+s%hUjXAv?zFB#6ocT=dJJz&zc^Mdlh;WLLqT`^!kYPH>YrGlis-?Hh!kSb5ZM7%zys@-| zY*RKHd$wO`_-q`{aXqhET(YkuCW#Zy!7KjVaq91Y@@4#wbeU_MZggI3{d;<|XR9WR zSnK_%3_bAP+IP3@(GfoghIz-FHKr)+Wo{{x=_0-06cWL<(j~b42GW>**w}oh_*)J7 z0{#~@fI(0Ex2^46!K^?yz5B(t^)w5hQ?lvs(BnvJZZpzw%_vf-8J{piXH`tAo^pIT zR5bj!bzSCEr2)mr3(UTnVvY9{c3i}}l&&~4} z_J>CwIr&smqW;!jFhNS%cEkcm$Fy7ovUd!1|Gl1<^o6{HuqJ_Em8#SRssI zHt@EshEF>=%qHLt=pMso@BlcXHni;+@kYLs?+!H-srikzcNBuC@l_;_MKtlvP? znuwBmBY!_CFh(85HN)d{rIQ!OXT%Br7t9mV9I}FEK+XVtOMyn&O1YfuZtauz`h#zC{~%0m{~D^$TH;&nqE8t02T2pPkLfi-|p6RL?+BuU=CMk)63L30* zmE0H*8*h*w^HtjMoXBcWC*cauw=uQoHN#zK@XMCCkDs;48$uIKb@-e4-b8zkP*`An zY|iz%D2|ZW8UJOH?^*8icje87_)nI|p6Ma9wP=Q-Ta${Th)4aiY`e31b-8&3M?akO zWjOAo_uGa_wvO>%o}*1AXR!ra9ZfM7D`UwSu>iA^ijxRCYHmI#oXJs=n(uR(fNB~x zn+REC(>Tj9PXxub2BEaxndI@X(%0RIy8)-U4pc5S4gPNZV$c6%|43h|MS2kV=rj(f zmruwJ#wVo^iEc;|*n#*mjSt0hX}H;NL%I(-wPN@o!`=HCo9ea7B#e;E$k*Ku%X zXXzKAo5n<%3GA&CKmQvjGgxQ@G9(8e9;%iCns?qrIRL1)?(}&L+D579;J3R)jdrM8-q? zeNuW9Y9rJJ*-L(Ut>wN%we^5ZU_#xE;>?(*$Yi^dUO7=m7Pv9cHsifM|iX(Cqoc|j$VE*Z(8aA6M*)b+i7U6XzX4l;;9{POw znY?h@(##;UJB@$^q|4tQ1nxH$7ID^1@_~ISqUNT$J40R3P2{nPW50zZ%Cq15VV{kW zO&oA7%Enk4{CrEjFWJC3SqUjSK; z1}ZWPyBAH@+}}72SufNHtPbQG2BGoLpU^x;{6g>MHhfS&i1*4)FK8le?O2iAo5noc zVJz|}0blTz`UQAxfAV-485;wDzy&xc0IOl(NRhw>EGY!^+a8_Oz5oWo>CFX;T?Vb3 zadB}0D9=z%fxdhzbO6j(fBj2AXGGD~IF$v>|F7E}gJ(@08p?khAER7V9w`qj9a@!I zdVg{)kXPG3Yha<!6k= zuaM0z*@0lI*6U}@fBLqDIT(xm;MMdb)($)!LfX4VkF(^J{|7UGUML*6^ zY@m7{fPR2=_2qz0@5$-zbo_Y!@6Q8Qmn=#H8s%BcdKZsvY>Jap8mxIwt@%ugfEQGm z>)2dIv;p`-_$FR;02Lko@APPId#AmYVi0;jgyvrSm|ycvN9zKIMGKZZ=`YlBM8yfd z6K&};=S{lJ2Dd1Bw$gbOhe0jJehH7aRQ67YW;5g*ok%+ z{&oCW)gXt{?^w^>>m8-Z$Ey?9{*-^x7PO3+$rLj#I6fovTwNvSVVe3exj$Pc2%gsC zOu()J_UH!pN05YxrY@F98PL0Z+tRx);?3ZCn9N(nsE~Y%2OSCrxHHvP?C>&R7Svo6 zw-S(sUif0*0%yXppHdNkpuzC7eesYMxe^v841?KRoooU;1!U%YE3CU%Xz&U^$EXd{ zrj#o$YPRo+J?<`z^!3?Y8|K<7%uc`m+_UN_8gtQhZqldMtUXuds{t9`9ATl<4-EmhocDJDXqh5Oz6-~9_V zDGrZFEcNy251>8iC=J{!<0B*P;1o6fn7G3sQ}>K_Cg1oB5a)**gKX@W?fy4NUDF4+ zxfsLPG!$d_^3S(kJRA>tj}@f4)yrGen=zNDevX{#G_K@#pNE!5WcUUK^A9?(nDUHqPnsbH{nQ!tr4U-1Y+2!x61P7$v1sBo3*W9^&}h`&KTEy>Ne53O;L54uB;VTzUSE?aVXU8 z%&N)x{ZLo)p~=swryn_OthToJOGmUk=DL(cOxZ=q)Eov~CVXF`E#I9UO5K|nK!}0c zKIU;Y7@ppJxE)yW^uI9}&XrFXPB@1#zg;0oVBygdKknswkO7o>sb7-kK@w^7?3giR zHP-SXWOo6HgYKTC#YYdD@R&QnQJ07BP1V}cSCKWLFQR~AN=ix!HJjK3p?jU-RDqHy z_joFr&sGWwIK$3B<}7geCT7c(ce}iswiz-WsAsd(eN6MRH_|S6NH4kOD&;z;m#i@p zwEAdfIlpz2cH=)no4|mJY>qi13inOCHgHWU*DuaCW#V!->hudCxL6fkuY5+q!sT=8;B;HAM7U}#-?=(44 z&G}p5kzO5457H0)_1ivgt`uii3OuC>bXf20jV1t13F1x)DIp+HD<|j;l7ad%;`i;~ zka8znWf4I)oSCt)%agbVNOH?clDK+hP0W1thN4uG*%x`pw$uesKK4pgN1zMw{0s*< zu!5-ZrQkvZLXtZCha3oXl%nHC%I93RY2BQ5)uK}=rt{uXnUJ%bFBqpvfjQlZP|KAu z`zUOBp<-;Y0T8GX%%5v@l;Zn6)K(4Vwy^6LTv}z_F$3a9CgLRTEt#ZBrOx$^BNZ{$ z_g{B_@h*EesAj8vI(OQXV)_AzLk^13-+0C!b)h;x#p0W^N;=aIyhCdD)dahmj z%xYD_&!Ck(!mn)r>Ir-cU$2=D2eoWkd+8s`bIqWV*$Bp_^E&@kvK*p%3qX2}#9HUJ zb!qCiyuVt%P>ls0#cr02^hl?|q?Xkzj(`;Jp=S2?vL~*I}Sd-YHn_vK!xSzx1aFbEp&`9YQL=Sv=7@2)cWH zzOMjcVkA68QI?rW0U;_0T;AvMhgS;BrhAqFr5J!(dEJRVI{XhU5s-^lbiO^z^56%4 zbFRCg4k>P=b}C!U>+_#8)%Pnu9Th&*&rCK|CYKAU#h8!F7XtIXEOTx`KN;H4$dX#- z0_#ZTdq#dJGlrS0Zi0+S-gGwTiCgM#AcI%PuoC0GBw&Xu5AvKPbOm@EoX%?bha&F= zyzVY;fuZi*mQC^feq1L_VvJ~^idYW|4u$u2_8(2rx6=*^Cj-+4f5c%vL#`v`-_`2a zAhw5k_U)SsEgris3GMfI*{gMn)lrdw{D0fOPL|aD<%4AH)_u30*2@6b&v)#6rtr#x zJ45M3l=VFW&E&ekr4Mm5JYSuNb1vT{AI$a7c1Zi?OoUC7KQ|s#AE+U$I>Vnwn2`V1 z?PY~6=iSA|Q>cD<3Ear&jPz~?(7mI)o*hp#xCwT{^_bgcq*vi`nF${$ARTS8t8nwH zmM7uAVh3UKe{j0^YQL`vr!XxNGQz}hoS0kX za+n<6t&3={Ad9?=d=V<3>k}E5+-e9nED~kfG>c8g({LTM`6p03g8v-*67dedwtI4V zxYgh!hz?P#dAoEx-~pUK!2HdJNfjp>h5&w>jIt-4R1^>c9Sm!9)Hc5W36Or~c(l@; z&>L0#UQ!YyE}$tG8yU$b@)`l|&j{=IlUE{RsA-cuo>y~*;AAU_(zy~=X zw!^4MbA4iPaudggeiOx8%WobbmuFW8^HpR?4yKtMK>XyahDI3r5Hk6W*<6Y2Jb`+W zM$my+DBc+Qp1Aeze=QME$LdosSgEO|d0v^hT}s?bOzK|%T0Pxq0si)W0@?C(?w^1+s6H0AyAjG4;v0&Vgi$N|c z#);XlK{>4`$617Cf;hk@{5xyJ>ku+F)%$t9KE_<*!r$d1D}nZ17^9f(Zj+cCZCq%B zNy(UQFm~7UcIxHtPN3MkX5zcfa>*-q0^5H7v`v%;QAaX8c5i>b4w&v1+QP9t4sG>v zf#Fs+$bRhU35|$&2+s2+p+SHXGFty43LXv)$Vq;Ps9w|CazZ|93h4}MMO*vSC8ViT zp~Uwf)B1D5%VZ+kt|Qy4qw_DsN2fB2w0NaAGPD0w9 z%}pR}wF)!@RwJu?rv>FWr<~IeZpF|Zg{#~dPgxPc`HDJ=)m;3(oImMDPvJ8_)Mc}G zYe(ZUB36TWP{4sheQV8QTU3+exFf_g@y`oqYXil8*c#Jx^{Vt|6|db z_f13Y(J%o9QkF1qOe=DY=bm*xuP3MB|Iqc`;Z*;B{O~!pNZCiBl2nLeZ<6d$QFfeT z@0skCvNIzqN=8=p3>`BovJ+)1tLz=W=jrqPUH5%m_jUJI^&ju|`}KN0AM+)%+cgp% zDOSUp;@X#;*(Z-&hdphnbd92;lvihx+`8|OFtBVGY?;0C?Z5WSw;zIF!((sn$R`fS z*s$L#_b>jq^0L9{6Wyt^p*}SJL{C)I)E>FI%6$t9p%T3zE`Ck`EiD6GduEXysC7A6 zS!B%l1%s><(7k{)~%hcs=bj97iI{m;v zKIfU+J)P>I+&7_WPv`25^6`LUcg&juT}dgOBr z^bahgxy$cGi8{o0Q2jjm`D2nJ|D$X1ZR@I+Mqc7;2z2a-p%v{|vHhnvvbA?oIL(iW zg{~`~Tw(f|FVJNEiSX1etP(3?%R5y;KgEcZcjPYx9$y#8arl1pOXm1^;mo9eZWS-T zpt&PN{f9-;X>k2bR76BXLgKt0kHrFXg-*SZ z;}M7cQivSAVOWC}5~_sm!s`X5QOxlO8VtOluUrtj!bxMc%KfL30dGw9jV)5|Eo{-# z>R0KXRtwjzk938%=b3%6bI*_98!uoLHAU-|q6+xXK~43_gh5S(=hRFYzdXaB$#rOG zVDHjq;4pV3Mzxy;g@kl97b>RU)?8iC_%{iLVm{+5#HfYwETJYe72+ySaJVVKt`r9c z$Mx&vv?3&wwj0SHf&N-*%GVE_WVLm5-$F-e>z4G$c}!n=Sx)@gk&3 zA}KGto$I_+#x~ED6D|O;ncr@ocKXdH{m$v*{X0C;c2?&YlNz$^KVer*X0MFh2|}WI zZrwe0SSfJxFwQ%v-FnxA(5;&)y5&7(5_~^R(96B1n-$!$>r`TXTWAZ}RBdTBmbnb< z{Lj%MgOI1eWVllZH6o0fdEp6D9*n`8J0CmFC+!K8`qOvy!BXmsC=3g<{+zwryVb6D z>DheJY-=pypsudYM39Xb%3_6GY?%`lLilz#xwuqSREB)34%YFo^jW5U9_b5T-fKS} z!=AnW?faV@-<%4{B^0-tzbFcEq3LLmHDiz;-40IJ&9YqH42i#Yy@u{P$8l2vJGnRi zdn@Je^>|kPLh02ut(DL~3A&<1=$GIpr+wsaN8gx745jW^m^e z5TGrfOYnDAgo0i)E1JOhLQ8Wq8bv8Z2`ZS)w`ag(OeH}4eIS4J#xdXL4|iPD3pctv zzPPXV;xbz<&A*8K_0E!o??L){pH~(v@|GsaFHD*AFB5}@;FrYm2&8hP&%RV4)--j$ zT4?~A`()Qdi<^@8WBW%@p%IG^E?6+d<8YZl$zvQ-!eaQi*-g{U%41Gu@;Ic(lYJm| zV#2U+3)BRz+?vc?)*Xm2GF(zzH~V(s`tF|m z4WH&Ceqj}@y8hx#x_E=OyntuXLc5gC=cSEFa3OOfnX_?`uEWVO8?s+-a;J72s#zWFjs| z`SlC`t!=GzQ;O6Nqz9H#HXbLg>#<)_a;4hmgm<4KcoM$tFyCcosx5h7btYr35)y_w zbjUjt|5EH!|CVrdnRyE9+`vfX*)jS!8ZIP)hK&E_EtjCQVCsNmB+UXB`;|n>7`lT# zn|&_dE&R|Q*p%|{OFbO}ZMvEMmp!ge%3X{+8mZkJE`!u0^k3 zL=}^o(-$A_y%&E94Gfa&>Q1L}ZKGbYy8c4GU~QxO2B%Byp{`aNxz=Z`oGz`VD~f+z z-M#xJ=YR`UH{X%pk6>Vx@`1SaA18~GGA3zX^{sVyU!$zK3uM`~q=eEwzkmR&)G}b#z{s1WduZaTND)W5cEW*$j(cmQC$qero#lm2tfWl8UB(c*(+xqWb#f7~^_XL*zs^U6IGX zx204^t3RC2n|znkERB3uI1aD)tm-VUwjS{Ys#PDMo6Djf4?uKMF}VPHk4^Iu3A_@K zoN7`7h5V7EVPBhvF00!Q*r4q??|0JRN1aA>{b_U$S<5M{E3A~J?bJ(pJEtN~FAPV% zc~W`G7U96ffaXSQc~2N~>(?AdNunc&wRo7s1@)gEG}yr7xkmB@aF z#?YtL?XF7qRBvEJb!vX^qW)=-$MN|Ls%Jh>DmgHnrRDZkJy*@^DdCVWIy>O6Krz{I zR{8ruQt1aSDH4y#s?E?UJ~;wc_m2Hi>>;?cQs*n3Y&T;Z+$ZW7cE9KF1?llgOS5i9 zCUmoR8kZhh8l5n?QpeG=UmH4!BtNaiY#|AeX`ROR_8Dn;xlT0oabJqF&5e3w)XnHe z)=hA)*?Ot5m=WUdf{Yir|Key+eN|EK{Tu(Dfe~WYxPlaxcpCGV|YfkZ(utI!`A5gzWu5+LKu z5@U)fYulU;5IIijqz~7Q94p}2q1nnd;gvNudm|25P8+x?gi`TdwVS+-)YDJZJ6FQppE_G7zbpezpeFA>abDUVjlP4qJn`L| zG_R4ynEcHqc~XOCJ5FJ#EZkRhb=(sh|I_X*RI_>=m%;T3^|i0vvf3u~Q|(ZO-Uhe_|< z3{cXL#yM9Ves1=eUtC=L{afREZ-+hXaxOb7dcqQ?S;U9#F5J7!Xmzu-DTwqc2M5$j zA>F6*nqGuTV)r*dI6hxmS_V z6LY6FCarBx4Jp-lfeBGW{fc!4ldb+EbIf*WiN;sH8Ag{o5yr;Mj%8lwtuy;g=^lY)-Uxcd`fYy#-Dl!l%n8{SUVrPrHkW zk&?`H4;J8!L(kSgHaluG2AhiS3IK2q3 z#MSm^xQq%04Z=uGG$lAghc@LpTYL^LZ9E9q-WC?y4A%x;bd2%(KUGjUuSuH`)1G{F*J!fG2!0cCs2-6S+mWY2AKvbl0TiQ-PD*$N%aOo?e86F77FdEk(LECQ z*TEg79fak0mF*C(9e{n4Zf-usIsF5Bkh4%AGk;tF8|}~e`Dq1HK6L8mmCA~sGlf6I z6(DEF@gw9Onx?X*#Y^7c@0qB7V33>YP?z1}w7X~vZ$=_NgzdOJ?AnoSUdZ2MC09-P zK&moN(Q=p(9n9nX&G-Ie*9<3UU|_Gef8=a2CSQGNv8csszgN#OU)s@5z-*rBW4-T< z59(^l>FX`Kli$QKG3soxO)Hjw&QL6(E?$ZT;|iH$!0m%RB}KZwef3D19K){jy5ScA zn4$<6+ptllsI#uhomp#-Vu_F+%)tiJo@9Kif26gkE$w=NES3}ZiTPAOK`$}4N0#~) z?(suK)urIaTm+-%npG$D+=OdZZr^P3%P9QJ+F4!Al+-)UD7C)#R>>^p%5;?}ndpM> z4WoM0ST}sqq-R(oCoz#o1dOo#5%iHa<2#9*+U{od%U)+YIp1T^aS+pi4cGEPb*4r~ z-*I;4ixZr)==eo8K)5xNG4&IAXl4kN2G(9BSp#%4jb-ar#8TyIuXxl?IL%X~c-e_Xwwk zVT`H}mcb{rqE1mi{zlmb3hNl8H1qLz4iWiuCjLD!Rn}S@$^PPIAq*N``HN3aG zZo#T-l{5j=QT#{EUosR3pI1nXzH+I<43B97jI1wyiB#g=yoXNr{!IC*#*@Drn|Dkl z-0Y+t$vQ2PGd&S6p*T0Fzv%qZZ%}_vk(gI%=o-S%U?qY5QWjI=%p<5H`gr9-{epB> z6|dLQ#Mqsa?atzlM{4N}QT6Ica=?rSFA|WemwzkWgZ39b$F z2)S@5*dJ=;oQhvdIOa-f&mhh*CoX?EjUOd^8gz0ylkL3sIq<-oQ7=rUFouBb2$E0Z z$~EF4013iheJzUhJM|#6VYxwD+pD-7KWL0fQfiMr^`C!2+H$I@L|--~;h8-_OAl6; zl=34-2nT9GJz=j4O&uI2(DQG;c$8H{)WUw{20Z>-bTvX$w3)4UTb-J%T9q7*s+FTV zPyS98%baWhyuh|yNF6i_pZcxC5nvP{XDeUwa)ITmM9O%(rC6Rsy12hTWroD-qap7I zBDL-kjNj9muf;t}9lw3XhB0-DjKFEX^Yz3l+|KHuIzabS7ZH6%e-_Sf4N&xr>4!8K z#-^o3=CybA#Up7pE~O(PJqcaOa_D{_$jfPSu2&-Ca*hSO-FcwYsd_^{t~pcaMOI14 z?G61e>T6j}bGlNqGc$HK?w-KISEX=ybyP>hz!LX-Fj};XjJa+l6X*oUn{CW<@4Ovn zTJ^wdnXbr+|5GddU5_s!hva=PJ|y|Zek|@AYF&?(d~`B-d~g6RqKFUP^xm!LO$d6% z7-FlCRx5+KXZ#R0DKKUMS03Yl^nH%vBN&Wop~^G<=m%AIMvXpVxJ&I~3vvia=1Uwc zkmSxlM|W+{yvD0ScUCs^`SXXRCd4_7`T3kv(?dh|j|`5C%D>u9;_hMnMzH^P#v}kG z=H<4W>vgx*|H2-cuIEnZsk}z?XsWdEWdG z8IUT7s3IX*9(qb2qx+d*3|elTU?KGcC6$z7N>fGc$Ex8@xaBqIN&%7WoP7WvivEautb++E68sLOwE=D3rhOICpn2s9rD;Q+aJo^`X0$XagGTm!+bECU3)BI zFW-%eN}r7|S2YSc%qZydzGFa+SmAsBrM^eEu`~~Kwd?nO?oIsu{^4ZVH1&#A${Q&aG9Xj1B@DxA~UpId(mF4gt!A4>>_X9wz;f6}%AuB)R;G0m5>v@&C6Ls9ex-9eixk2Wvq89*Agc=Eqm_$s=qYL%TWDE%~1uQ&Us(@$n_;q6hHQ z7iJ0wJfwn&g3Zw~hCj4w%UgxzB8+!O}Rp@cE|4V3yJF3W3kuv=ShPm?tE;~o2=3)@6-$Q2Jgd;e0>@{?`#i{ zdK{KN8kN8$k<@UY(whhz;I@%E{%F`=;)msx0efOolATf_WQQeaIf}?s&<4m$D;nT3 zWkr2t@C`BiP>@xwBo#s0Qs06;6C8E}rbUkH)+E97R4s_PTT;t5#0uZweW#(JDRHR> zC$DaS)8yiJ$zY^5OC*zbL;lN@EPsgH`?ftNtl4Mt{k?{itxuliH{V9Fal&va;+L;3 zCg05~U@EE7E#NowQsdN*>T&o@P4}X@8%cz5{XFQ<@>67&ilXNSr`C2P2SR3bz|m_t zv@!0L%dl7wInL4-)KV+V8Sx4GgV8cyy)0>IY1gw1^qg=+Ptug_1F|k6;*kTJeKL25 zFusKBD!jVI>!g+pqotG#ciA;%)C&XZul@6yG+@Vs>@G7rs1ydY* zw-2YNf3fRsDZCMwKMV%eJmZZ0-CeFpB!m%E*nyq2@+L9q-Gw#L+^Y28Z;V3H=tT6i znWZJ6I@XOaoDfQ!79C@?E=e?}nHIdLHo0#qev2wth>rHM6E~U_L;ryaXA1opX_B5U z@H%sdL_W?^K>WaYY%!@hz~TWdU8472%Q`wb_B=iMK*;U}I)WqtOARdc(v-1j)JPXD z@RH74GFTK|zAhGeJsRg5n`2*``L!U%*+RV+jL{Jdu%4P4-%c=6Rq4II2>(vmHgd}- zkBZwo-Ms?h%(@~HgM4y>7KVkU5`C3AWCHfb{V>v&tjk4+7P$Q%qyDkFOI`mSJs=$4 zvdAe3MOR-Ex+b5av=yhM*e)!f(X}=)H7&i3y^Za_J~ge!`pjs6Y>tuZ5jea{d&hQj z)|T`j6^Ap=@>#N63L)j;?aCFQVSAV7khca(il9W+e(gS}543!;u`9Zp^i{mDddSyO z5TT&0?=w{Uvo%rnp<2RE=9`Fi@~W_vQ66FGnmwn`(&IFMw_J}e-#E&wvj2Yc=}*c@ut(mU11u@Jx)KT5 z@gGyg+`_fgd}7S1A9uZZ_{HU8*!Y*)&%U>yFYMY+%^QboCr1rGlB2zPbjRx^xvx%A zojS~fq};c%JMxdoQ!cy{j#wnlBWtIZ;W)qlw_^~o4-nK-EE>@7`ucj<5qDR{XvGFH z%4W78|Dbfi#4i;}sG!X2-NlJwW0^UnNB1pz)0og01n#_F`-`u2Zp-G~iR;-9DFxJm zsH|KRzJ-nHUYfO2?pOJ|Vy@mBi4Vg8$=vmoh<9JR@tWNE)U;0ghi=GQ4yGuz(3c>? z1p$@i4(C#X2zNP%CC`(QEb9c*3t@?|y1D!l9wAtef{?X{&h0ib1)OCF>1Kn>65d031*7Fth!gn`CVVK0KOaWm||IaQ<(Q;>cn@O-e6E$auf{t9cViOTndTO9;X^(4`LCLw#|t!wv;hXkA~ey z0>-*ca)>|o#E>B*)Url%1iWUSi+F)VHhU!J(k{FLQX5|gHHsRJT;01Zl&G?isV^UH zY3PsezkB;>k1cOoVd+DECGQftIj^BOBBHxQ_U~ws{(7_P%f_P_*9oq-s}Ygc>`b!8 zc9UZ7f+@%0YYA5Hr3vbCIRWeMk)rbo+zULJ=}3m0+}y*%!`bLPT^k!4PfxMMtc&jF z1T54vHEGc7YXT!CJ@Hi6;AeiVT~S6+t~1#f`XUV`y~ZEiT>6(-%-f9SZlqK-9PG$T z{(>n0@>4?^pNw%K)}B)ZY-62TzBVUvw%FKalZaB%;^#RJwA#~Y|BiKcF?7(oCiLfT zHux)@mD0c_o&#O@7&RjJzyyObj*737R$zS3>0|+c6wo+>2E7!FAodgGpLJLdG}#$Os@0p6<}D-Rg) z+QGT8f)d_L4$Dg4*jxSieE&pZ!QLz_D-Ca!8sO*oDTGzE!!C2Rq=*kJb(MU>>SFl| z34_DXJwezXSTOLr;L*c>geWy?A-fz#`#)$yUKB?NHUPV_o}%5?yidg}dUlzVhr8Dc zlxdJAP^Kx>@jLKua7c)$P^N4YvE$lQ6Y4&E*0_9yQ6{-eNOLiJH`Re#<+*MYPJI9! zti}<*T1j2vau?kuOx?wX8DOjivAZ-eN1pqkD39+kg@;1=ZSQK zetWiRctDaF^B}Q$kI~qN4mV7=S@3-yBGQXvjOLQR#7i^ve)4I&4_r+fH+DPBw7rHd z2LTm@=<~lM47oNYn{xOk9Z=V(CpxYEWwjUGW%CkCA4@3?2>Eu{R!4f|0SW%;_qYyo;KQm^%Yajiv;L_i;X9G>WGEI3_vKH5$H+c z=T|7ZwQ1{%L_H*_;kzlXbS8i2;_3D*Ugr^J8W}c%M zB`w=+f3dkal}wOd0gO(x_r3}5veQCCL{eJ9t@dO|?;F7QZ0Vcqz%;FNmmZ>o!Lr~U zo6z&ac&VADd^A?27mB%Ss+vmbwkHp|O4Nb<<81NKOS1bc*aQwbtyDq$CT&MfS?~{E zOXXbuchjN^XW>l7s-q(bZOh`$b2~AfI&}(+_H8FF9Wj^m^z>@lYK)U6=m&CY+-vIh zxPqw2BN$$D@N7V3B|b$ZBJvP*;X?G}(e*<@)6dKOZ$nItrsZOAReerP#CdV6WW zKW7eMCy1<>sldmp6T3UJq*)j}Zn7$QPBAa+_5c&Qf5Gwi^N7T=tJH59H-i!~6dUCc zC{Oxe23N$w>6jS$Si+JVBn^zz$Cl~{?z!UkwGR@0o`w=_N`w}pAQDrkt@BV>RsemM zuhh84sVV1PNPOeokQnG%_AR6wUNF&&F)D8xsYS=7-@4m*ud~q#nH09tPpr#95r#|#`@cb6dCGI@>y`3Kp{EY1B@`9o%ss>aYq;J4pEWx zvGD+v;&;2J5ZnkSxv$NS3n>fK6AIl?7E5~Uud@;OU1(bg#$PU6iA5@GOWQ24HwlDH zU!A)vL1~)O9xL*>DabbN#f#hYI#m}-&1rN9*HHf4TwE>l*=I0FoXoTk=jwSBiSBqw zM00bqWx6NHWm5NgSQK?H^0k*lf{Yt9xk6NpcRiTVJ!r#inV_rl)y94t+lAZJMX913 z(zwY#3y*(m$UZbUqqLq>sv##;pv~1Sj0QY|sc&7?U{C&_r|z?^Vy6DbYzkJ>4Sl@U z&A_2#dW~9ZKQACt&YmRaO60ly&pN_~T_AR|EOYTOxexHlboFouD*aSbcVW7JnsX>cadZMk!Lm4`1I5(wXL%DYLY&NKwlH z(rVJ`G-Y~A*s>USg`gI>t-XClDJAE7C=KPwHZHwPVOe$MSQV@{Ue8oZAH6wH?Ge|*%y_;x?0+i1cVXUZ_^5J*4 z&T9D=iT`}HX|}oM*ImHn|9AhYfmXrOr$myu+8kXSxEQ~65+z9_Dw(!1oH@XgkbN5A z^A?Fw7hs<-*Y70*(U1T;vp~B*Iu&!deaHT%KZ9Cvuh@c#lrhXrY_QZ)BYimx0f6UFz;gABcm-C!%o9UC< z`|)ESS!emuE#RF8Uy#n{l`Bk^pj$Uf3&RI8@ZwY0N9eqV!?nS5x(&H=;_#^rk3n+w zvTU)3E&wy72q)7=S@uPgToVa`5iR&qA^ax7#SHt$`)d9|hA)~y)4}-tWSS#0{n_xf zix&}0B=3bwLGTd|$lkk6rtULQOfR$R>bwA+uJPKdh1BPJ_wLEd%j-Hi$vHPU=RNo1 zi$(?&Jk-+*E3l~;yx4d_gpn()fmxlsdF_J#(bnvlKOYb8X!b3Am#Tt}rWU84Pks8t zcK6I2DXxiLy#BdEB^T(f(z+M-R+S!!L%7X{uX`iYzMq8{pSvTZqbe#vZvl;Ba-5Wm zK?!6y>)lEac=>MZ`PZyuZ>eh5tLpB8W=f@ZCrWb&W;=PGsS;SDQQ=!KDv0qcVN*Y^Agc1NA8oK-t zhDWU{uY|2{H8akM@{$q)k*Iwio{|DVgDRCalLb|a4Lb62sb)4c+^zJlxXd5Q6i{R*-REwvKI zbdh9~`OwOINiI0@yvY0ddS;PtQBN&TZx>R<7LC`6dIk$ev;5?59OC-x2Z=9l*uo&w za^uu?p^0+Ln83>ru)5XQJ0nd;F+YKrsw!u$7^bul6x#)D6P}w)*bRXHV z`1$+K7TbTT+Dvl`VK>6e9~RH(YlPfiDXQcZXT4j}XW29hT7a4wn`ufzBjv!1*~L(+ zsin=y6B9G>sY;2*fnr+ybA@?U*?lVyzB1}N(iRy8?Kz(_;{0A!5vyr-nw3KHi=CiW0;9xgZ z|EtB(kFCHMj%C-sz2En33$sztiCu^RQ%IMF3KdT1j(23Q{qOTgLz}|O_iiBfG7meR z0i?FaUMv7>Ld`erroa(jOAU>*weKRr@x&0`9dk=>znMTeI)@M@{$^aet2&9&0TBin z;HZYbgG>aca>j}y+!#De0S>Kd%sbjiEe@s%w;i#qYaRWoL0b2dJ>jBUY>?w2WPEt5!F3e~^SpdOcaF$6uX`34TS0Ds;4UESR<$8>ddt$8yK zgCZDpw>8;>uf=+%3;Gp^bKhE>Z@Mma)TFI7jMmiD z6w(nxkfxK2n;t5Kcl*B48hUYO%@lg>m-9H68|*14Ct&j~y0+d`w{YFo!k1{D7hp%b zhYY3Kzaw-S7At;ckQ(yn!*cIhs|R63gaz%jdtxq;KP*eN8{_FztNj zN+nSM@dSP-fLMImJW4LLU^l#|b6J!UB%o)+tTeJ%t$)DBkbC7nSOk_WIOsTvpe7QJ zd@kvMLR~FENvd0P+Wa%Ft%+Y-S2yX^tJCaixAers#KOYDYW8a0=!V1m4x04D*jPUE zt`}=-Ymi(w6<*g=Jqc}a(n3ORKtAq;=!Ub$n$?OvR+pp(G8F{m7a6Y^hJZW-`yH}- zyP9bnc!NtwP*tzfhq>!NF29pc&)fCtsm(RNZCLP2_Dz8?T4x;gG(^iZZPT+u5ZG1z zk3;?>t4NEukH~4vhtU3f9Ln1x+2%=UOv@LhVjuxvSb9qZSGc+*G5ISi^bI~diLXR z`_p^xQ(5ApCi+#d<1lL{r$Jt#>bYK!E&Oq^=rIcR7NRfW2F7aX-%J;`Ic&ZYo~;P? zj{us{KP{BFDkPUEreu|e zqI+;_3}SScudz#dHAOYNe;N;YY6(ny0Z*`Va}#=RWMqVIRaRD@2@!#`%QTJ?N9P$N z5-EDwFaxZngy`9qx{2EF4Z|F9dd6<2(W+pmH^2y|mW~`>cMseB)lWzv`PW`gk0~IL z(2fR{t&l$--B&u^u$I1h^0#69LydT)vwK~(diO6Z1P+xdOBG<_?l+b@*wTZ>1zS4p zGh0S0oBiow`^*0;X=yNoVXCPJ`=0e6a9oiJ2ar~zF1wLZRT7ehI)MIfpA9Jn8}Nvw z*f%kut}2e#zoB1kjI%4*e4{G6NNLr2Z*get3^SEoF^6VnSq~HycjE#S7g}cV ztI!vn(_WtPT=`pNCZIF8J!d3e3eoFq6A_XsgN^Ut1pN2t!0~F)@N!$s;O!iD5`a<> zHPXnE23$#FRE37QZaH@$2j%5GR$zwh^#}w@bPaHnK>02{H&XJ1HrV@zX5Os|9Y8+$;q;Oov8}!2MJ;>S~mK zlp7z|5NyXYTt3sfXDQ#ScbZp>M9I=w5&f2jML+SY%zPBD;R%q25-x#FjcaLYY3S*W zX*tM3|MS6pwL>5MQ7h!y_)z&d1%%P#etRXaS_q)dd7{OFOn9x&_q^K{Hp!V(0I zD8PCf`|ykU7$v!4l)NQ08KT|`|82=Q`8(UZ@A^v3H;7BaRD+C1%BHjN*Z&hgex5OJ z-Grg0L)V8%gp}e-PqF~~LE0gzK~YrU@Le2BWoLzPk$ayR<2-V|f&f-qn84fd*|;hY z>D<@?;sE8&WZoS-c;TX*1e#TwE>Vc+xR?F^q6UVX;1gU(Zh*oX%nmHNGwn}WtHdcq z%J>UMK5MEfZ$8DcxqV&2uTB6w;Yu{jlVX4c0!V_Z=nYnFt#w=#ngn&6l$N$KrQpClH{1UFttn0*=u_ZOx$t*? zUO+Ewm-S(#GM9&yDi-QXXi$yZpKS<1Ok$Y&D-dorGM)+J!z&8*ieU0-V37R5Rx+4F z`up&&$av3tbj-}`Z0seyea}k#c)|9+p|6aK4N-tBaY8g=k?6}S=o?l9I5moIRxMS* z#3NWA1ZnUrKb)JHop>%kCr+THL2_%@Z0B3n|NZ3dAxetu@Cy>45W|=n zqY&WmlvnW&j{kuPf&NGk)+Qci!%6@SVJ6|&=7#A0GXPJKTVaQr7{%43A}ovy1r3>w zU)BVOYQ&L&z77}(%HOxl&F3Lg9$vZ^si_e?79)jvx=)?dA)7fS9$TcYuKuvfj)_O8 zmr?aPPv!9s>t`jiiqQC(J2O2klpX@8TNuxC&#;s5scre92V!!xu~Y@P{Z7ce|$-H zd}mBY+5|#LUE3p>bcNPb3)=vbBy7z55ER14%}uGA6=XTPEEL22u*OMN_IHC8)fC=1 z37`a63N$O&zI2NNDHlrG(D5>KOjW&?eHQGs_x|JWYzus2Iq-^}PiSxX2K>e~Dub@7 zISdcM))5~cXmUhfS&Mm^6OIXwU~r; zGIrCeXb@jb4c`FFc(i_KgM+jbe8-%^!VF50NmQcs_=2-!t1=gw(c2fF-$Q#d zZGnVFb9@Kv(j#9P`S60e+rGVO{o!z;e(ml6)y+TNwE!$~V1XSpD$LsrR{>EKo5Lf- z1d7Gl`$6z3biL^@}+JpUc3@M3~>5zck=JgSUJ*DiE~@O zS(jI4mgX29sfJAVlJBSIowpq>Xa5-op@8AM1(wM#rT(X@@N@n1lE@L5w~X!2-@li+ z`e!ZK_&OENFw;*|Tp=QHH?rK9M~kl#vb!MKH*ZnlJj!4hU`mokCT(S0m!m=K zk&xmbNV77i?lqqVbEk6YW0$=@{(MRJKq60FzH^Jwq7vLby6)i-5rH0nX`|hL8*;NH zd8~V^z`(&xF=%C2qz;WR&6Ao_W3ndB8qnjJw`&mD}f=i z*nuts(7N8_jbmd z)JPts!5=ih^kCmf!QX2~I$|i4MUD!-FW5&mYSRUczv}QR{1Vu#sqw-WqF`rqlv(La z)eHkBnHehSH|Q_^fTEMBdZ&IM(zJAS_i}p{n>i_Bjx1S7uS-g%StUZIS9C-KAx5Dt zXeC4isq63wO1NyTwwg?DPajyCnQ zhDL!y;3f?$b5tA;)yw&E}Fcz)_2t|ik z?a_k=^Z}>ZC40&Iy(@8&J5g^RLWt{M>N5-AFk3$wFvgO1eEv-TcIY5aGk(ll=OKCm z%r>A~Guwfk4Mvgse;!=ZkBt)mm)0R0M5~|M-RLo5+XX>6}}<*BDY-v?7W zfABVC!8xh{Z0BhnAs&`qYQ>1|(7`l5Q<6?uQz_LucZ_RY<}=EIM+nbI2C!4Q6BU@k zVYxObV}9cu#Ny8kp>LIh6W-9ed_nq5=&kgI;3zZFYf&b7?X`VrV&xDkz56|iip@jY z?__nqK)MrB1ZC9Yt3%5+R-?gRqAU( z>*fPkW|)~HbLk`GA#t4b&bsd6({GKTmOHR&6ZwJ-;r8$O`NAakSl~^>(_%Bvmg7^E zuIsOZ2BG}Fj4lwLxZySEcrbqWe*hxe`*Y|jBk}H$f7F;HN?S?U_6hv*!Tv`fZ;o z>A3+T<;jc1SFnN4eTWb`bFnrni|7OtpJ&CG{ld&$0ANf`PTu29T($jMt6OE4TwT4p z@HsWMkP_%_k!MDCO0uihm)W%X4vq%>W4%Vc-fMx=@QHVfSK^<{R}jkaIp~AOmEouF zJ(c6)fbx01_F&+*KaULg(02#jk=M|t<9D1_lpBOCfni)S8Vr|xm%%_sSkjCqO~92f zrxuSWG!0;%D|Wbs=rJl9_$G@;vcg4?;zZdC>1u0hliVS z_{@cxM` zI{{zoeC%YptfUsz`9q(4KkzO`PO#^gz-9;O(`2%HGSgdsUsLGX}?Eyx7h9LaA zgeZB-)p8mXAVe+ol{6M+Fwlz+kS)c6Gvr%V7`l+8C0rQq$p>HK|3Hy5!KGOc9HT7N z-SpSHrb^UB#n}nzy|beHz&HR`Q6V@W((DM-tM3#J$(^`&CDF*R0Jf#Pbo;<}d8;fikZrR~Cu<)QNYZdLYe zZg=;qj54{xMjG#B9ca6K8UJkcO)_e7;5*2t0b4wG6S1RLUoO8DGt+zoC3dwfJ`gE{ zBG)#ejih}>h$fL7kl?@BYziuIGdq-BA{ox32Yz;hE-fOSK~RCL7Ac{bLH?n;r-z$| zhh$+9%DFA%7hbDgeKO`Uoc|z+J&+Sj_{6t~1fM)35Bcn0wrIEyY*!i?hYz%swceJ@ zSNlNG$HJh;a=rLG8qFVjYeJh5;3=cdG01%~UNP@6;=~W|0^WKdkdg48QvNke zfkmT@9h&iY+dHtzvMRlq16+s_GU|2$JnkVhfQQ~;TF*%-IY;@AN@hZVPa`>xM%hx2 z|3TS(rhnQF_%CH~@PXZMS)*#vr7krl_12%UnZ-CgaNZVwyaH+NL}|o4ZEMplu?^F^ zx^eMwaZbvmPve~gH7<<$fFix)`u7$!I}kV6A~^QQ0Krv2N(wddf%Im+zKisZ3EaBc9tu6O;<@DJEb8ZfOWN;e{^E zHY3{<$O_jl;~m&q87^I|OdsRIyCoPdWnL%1cn3}^h*NHQeDw;Mj-JOX=}}U~M^#Xv z@FqOs3eeBFr3xxrQiF56gaf}47sl#xv%nUd`b_Q|p9xVEsgpZw{Gd4aloCFvqpeLq zKikO2z(8=xZX|TYHG9OjhgV zCiI%?{`Km-0s^_76OTa)Ote8pLc)V$b3uw9NR-~iU_mj2X%;mSwarB@#}s*Ehp!~+i-;o7Y$mBWonzzw>KmU}^G0GReglEw-y?g~ea0on&p(OKsk zvL+#7l(yQz5aKZ+ikBKc!pBnKwdlvjFofaXZbf}S_=2!Tc!UoouiK~}+@#cCS_5o0 zxObt3IH0nvt?jnYm4hpO(aTjn`z~?a&82PtrcA^+*;-LID2$@gEMNfwi$?gpz(Y~U zJu&n-YJB|~GmxchmJpf5Z?59$S=%xoTbG1VSJvWioN(&f`5b*GRqzdDT@{;xy{SF~ zt_MzyPRw3p7+K5qt`c69cIuk=kOfA+`CaU!kGX3t4B9e95<}un%T~w7kpd@6@t=Oi_$wMA3F>d0iu0<` zW5YTQt1E8wge{btar*6^4a_NXMsB4#Z{~WOcqiw;CzukheShV_)DN#@yiGYA--QV2 z_h0b(U%(8sRw~2BY{?N6HUCZ&b!vnNaR|1uI4%J%=7&`z3a{(NS?^Ec`MnpNkr0LO5p;iWd5Mw~HuYTD)2B2eLEvig z{kw)8)1cOXQsF+_V-vNmdAnx_iy?qc$qKy&#dAtU8=ISX+XqlK0XC8GkwW(E!qjh` zL;04U>xU&a`99W5$s(%hbIs8{;!gvym0pQv0grkmEWI~NqziPo54Rb|$>M7u0FNBi zpe?LGa0yL{d4{AB!@siW)Nq1~pKvn=5F@k^m`WxZzsEhYCSObl-c(z(?wzKjY<+Rf zVX~4HB~RqFZJw4KS1yg8Szvs*Zueil1Sqw78bfaa_X(m|%N>3A1;5+n6bE&!nDIl4 z;-sB_$3Y&#lvDyJ>4YJU7VRfkmVfu+fL<$;HaKO(K^@Qj>KTqL7xdDL0Iz`6G7xK# ze>)A!UGbGdW6-D?rSst9?73=s)$0MDVOP7VmK0#>aB76*G(}`M_d;TCvLAS}~uSAE?EE zKshwCU+4XL!O+W4QA(8!k^6nLU4qDX!@!8<}S#;8}eYMubLW>BI6 zwXah#!x9N`VbexI^|0aEFgrq;hZlXFHaHJJqk0Q4 z4v;Ovs|cplu#n{<%F$(XAvyl5t`A@k!%I>Dr2?8CUHFbt0C|H2O-b|{war~u{+03l zrceXj!@5W0N`4RljMxM?P{M2Ln#R>DSF+2>;xyUj+86K(W6kV2ctou-!H0Fir*as!^ z`fc6hyGs%X2&6(;UjQ&EGKLV%FD7Z|F|zh+TA7XtXHwLU#Mub2FFkqu^}BJog*vEa ztL?{wrFe`ReE=&GMK~Y6e{=DWO<}ocv`XjUO505LTw%vdpc6>UEdF8XFfNzsT$)wu zF=}qmodE6Gv{BZDdiU7Oud1){C@m=VL2}kE?-Npv*$F=j6c$-(V5u`zOZY!BM4jD^ z7G;qJ(;2M+h`1&H)B66OuC6>B%Dw$RC|i?4n2{u*GET-8+81llf~*~e?2@J9Bq~ZN zObc3ucA=LXx#(`#_vK3@Z58v5978Q&KDBXBUzBA^btlx%qEdgt zdmu`=ogZ&oQ+rTKh2|S+(@p1lH5&EuO+;Sw96hN}M#8r6!heNo<2tPxKqLliJibf3 zhA=^FsqRctyad*{|IqSdrV*>37?+pvY;0T6J&XuJ=KS1~dr`l1cjwJ}w%>lcc+SsT*Y>Ns&zlk^Aag0K*!So#^I&UZ;)nj%%??n8XYs+aCE7R*hPZo3M;e52R?OtJUU&5* zIskfjw#$id@w(+=BghS;NO48jDHUCRpZ##HOaECR%ps-v(F(WSZOxg}e03vCKAlzi zG_^>#YgvI2n&-ce$&Vx~U>dbuzNwXZtKS<`(Nc;y91cb*x>f&GB28Phre-?5fxgq~>B?2B zKKC0(ymsi>OOK$xK4!&1xP;(V$F?hSt^Fp{#{F_4^tKrcHP4>zWlLXNcopMlLfP-s zq8;AM|D56eoB!+Gz7$=)q%79hmHlij5(WuVr9G4qth)<@BJr`l3oVUrLkR=7qSo8> zOxJb$3_{3A-An%i_KY2X8%2H*9TUUp+0Qia;)Q{ee3s(^Bl4yZBllUyeQA-j z7uJCrF}Tth)IrOOex^E@+{-aLa6LKfT@?D(iToA&WKJP7E2Z?|dCQsWilQ&a>Q>sv zUOBKUaUm^k#;jR>NRL5TX0>Y7iuwB=?w_^$jnd5Nmb*Xr_71ysQ=G6QJyBF!#qwt&YwTR&aL$F{xZvNSxj)uZCz>V& zIm69x|J}sBCCqgwpg|@6*psWA30ho2uzbqb?0BYB)xP> zoJ1TW$L-AG9klx|t|)P~bNpxzUY?0jjWl91b1e_4QZL~PsF1uxS-ddb^1_B=!@QZQ z5?f6r2qS|?71n_9!-uC`lH${-31S*o=DrGA_Q}_(ar_&$frjkCN$oy5!Oai{J_9u} zjya@`=_bN+EHK>n_OmF3e5JO}yL)e68`?{xlGIZljsR_17}d@L?~3xIOT^keiaGphLyAx}XTLAIh{ zNW7VAJz((X`-37Ejc-$W>ZnAdkJTx8t;!*V1TON7>G6#l|(mtJu!jQ9^HGNJ4HR;7+SUJE&jh?p~die)5Vx4tgWNhh&ngPnlCu zD@3CNrTXmt?AG0s-~!NQ=X!KVp{RaYg4*6REgq`SN9lK*;+wKp2C|6t^gki9us0FW zwY?7>cCthd`xhk*J?+}M!0jDFopu{F)TV3CnZrPqk2n=xf-No<+~9`-4=GUAjC-ED zb{V1!qKOYpU8r`f@=D{fk-EFK38Y~IJkC&?k${l(lLbQKpx4i93Y39?#xk+;Y_Z(a z>23EQSh0nS1qLmvbpwE{ktwf7EcwF6!yTqQkR&x`NPo#@Yf zDtq=-dve$R<5B`fZ*7?#l3I!_9oztXB}y@C8lEtlUtbYi@!4eXY1ox5sZ9*|i|+ZD=VHk}>Ui$o1+QR3bvgNFSqd;GP8;kyo8I z|71?I2o$p>R zpBOJC#ncu^3l%Q9r(o!*WB?tqC3_Ibl)gl;gq|mn#PR5{YPAJlR-fEYPn$PmO;7NO zcp5UCYambxv&L*1{ZjOQo)_7)C&MT79E3h7SX!-&ll`@6hYh9p(!zHbSNHl@?P044 z%0)~O?Hv+xh0zz%WIgW7-O4<0>NZPJpJ-XkJLwnTk zM@hj*_yD>Pw7hU?kY;#7m<3K@M=m*<(@Ca?Mfq-?m$6q zHBwe_tUqsQ?9c_3s7}rF>y_fuwdo7t5vuw+P*nGtuJ+*vGB1-{o+=Z`XNG#==k^F$ z8Oe5~_{ce5qDWZVQOx^8=z&XW(ZOKd{q{c5wyB#lfIiMVv~c?5$YB0q4NjVNK2@+)|XFctpoFCB=B=}#>m&H37hZYsSnw`ko6NwQ44oK83 zs3^aSa0i8G2Kfoquqdy#lpLLH6FuA+v}}oMqJx))V8W zC$G5Z_j~@*q2?U>S?z1%cVZgb0`I$rO}D&&-)!oz!w&n`wj9>=Da6$U3s*A7OU-j_ zfU=sNXyH*AzIuo}<@}sx?Z3<;pMQWaxa=72h}^Sj5775|lEDcj4dqszPjV3^JdniA zP!J}if%G#%c2Tv<{ej-j%f9L}xV*8a+0z~SpYjKX1rP#eV^Llh?gN-uVOQQe_F{^a z!B%uu!TjommLSJg`7fCiRh0|$lLr~2R!dRM91w|J;x)VLt(k>Imkc6PnS^1n=spwv zS=@Lltbbo}qjtn5_o?6Sop`trtU;EQMg9y@*2u=Vdd63xlbxa{J}KK0sY)w5T$;Uy znv=)`Ud*y-8@lu+NpkS2jGr9|=a}OvB8<#_m^cdrCe99nPjl^Y;pa3CQhz(APc>z`M=f6)1SBqHd6p!%aRoN>)?BDf$bSJkVuTRX`W;x!7YH2Q~RLb#6g14vesk_4+~+(M!aojw4CI& zS}{l%-wCUjBw9q{#dS+Bl#Tx)(x$yLVO(*@^YXho5lc%Bim^7&7h%&T(dauw3t3C$ z&KVfErBrxP-0No<6S>!l z2lE8!Q-No@K3r+vn0Rexhuf*CRRc)R5LV+eG6F={5-3Y#1f`DgIbliAqrp_I4xh3@IYimmn%iO%xQ5md%;y&GAFb(zdL5w(= z8H{mzfLQ6QFPh>OH+TMkuzh3S2|aDl^CNXVRPFGR?q+%1-g|MBT*vB!8NiT6J!-#u z{p?;w%2Tlx#$gca@Zh{@yZ1zC2HuD?!w=^p3(=Jy@yM;%Z07n8gs<-pAzv#>A}zO> zGW*kbj@qVfsSf)QUygrv|Kx`bu~$AfxZvp&8eAYpGD>ENk(g6aLbdNA^1tkrjcO1_ z?`P%VeO;vWBS0*BCH^p%G^--<$(0?ViMImm)qHAeYLuZ47=HUSnbY;Q`*_($tVjCt zFN}>dVL}Bjy+Th*OT16VXElA2R;tw2Haqpbd+0gP<)Pgc>VNc?dW~ZnQHnTKl&RQ& zipsT~uJzC*P=$xvg1kFcHs2$43dG@Wk|yIR{lk5yJ#d}?gtARZ_7!Ym;$+U0$3Rmh z4{Ydf+lF3uyMr70eW1y6$Tg>@onFt3&mDX0PJgQXOAQWrK>UdT|Ie$yH_f?2Eo5hI~ zR?rfP&*n@}mOon-Un)LVH+%TW>*Z(KCbZ|y>CO{&1zs8KA#;tuthL1r#kyT-JY)g@ zGs68)ZY2^WHH>sXqkbL%U4<98B)gqoQ+N&n7dAwkzux1!nq_!}GxJ07Xpl!Z7ulx2 zBqA6bH>go;;ZeE!Z~yNf%*eH`b9*C)*wfmzg@{tVb^W7hc|C<1%SC7-!(~)QHsPxOe!oP%h>6DX&8fn*6k~DtwIu4 z$+PmiD}4)AUvb(MNh+(c1(%TiV_JMZ{G}0@MohtL)qrsxirH1HAmRW=Ih7_T^z}hL z7bsvvSdYn9gxVwvRg3umHIsjny)5tP!@k?OdzOXb9l0 z4Mo33+jTejH zyfTxdbe8Yg-#?xH#Fg=Lg#t{8O$S%veg+%|Ez1e*b%zWw;)FnL@+46qB?ZQOEHZ8K zrw;MfVMj>HIA{Cn!(vmX(-o}FCoi2D;wuA1c(QbNIZFr)yW`F!l|{1{ku=(b(HGK} z8}2}au=ECoO@8`HGWzvUG=wz>%70XfoJZML5EL|bBFib$AIK4aU_?1-lA#^KIzOhP z0zpw_L5yGWo1+KDa?6d)*ODwJSgn4z#Ewgx$r;;W8w;S&a&$fz#7D~XeeGoWaE>Rn9sM_qA+M={V+m~Et3 z@ssbnE}Tf8UiR=Z-Pd=lI){cxn;c5hNFkokj_X#d+Xg-J+oodO27m%jh*lQpmo{(y zZTI^_zK#PW*0pUli~ZL1Da;UJ0A_|N^r&4iY8YWZOM;z#C358Nr z?)}3omk$(u$#Y33spFz7JMavZxog9-y>us$wH^6R9r!cqRW$h+cT%d`mBd3(`G+3& z=9jgh1?4G4wxzsu%9;PW?5`?y2UQq{?@>r`t*ujMaSD4#1%7&YjMh4%78kVk(&X1;h5jbP;hl)$&K3)s}7W8Axa4)2MzD zaj4_FY6rD_WBLreZ|X*GF>s?f$fI(r2{W_+@~cpA?PydXof|UWgVyhw$dGxWm+te< zTEXunDMemJn+mx?MrmwysEBa#k3YCtqMz5t%DYUIkdTcdJ%o?aQttsvVV_VJIWAry zxIx&<0d3OI1ndfi>A9Az9a?s=EX)cv?--I5;ezgP?QH1O@46&MS%h;=e(AcMM5CCJ z{Q2Tm%YUxiljX8bUJSyURKkFZ@mtzrXAt7BARm#Ix7{Q5k>o;x|Kl2Ow0!_f6efL` zhoIrKZO@&j*WeKD=nxgGutjm{Kc{EsTH$q#>;-I1*ZHgDX`h-`-rdL*u$uM&1~Y+P z0F9dv5YtK1cDY1w@%7}_)_&_w6jylCO{X7p{b@K(O2y70&E-x_y?oL%hQL2Bh!-?-739#}HSonvMpu z*hol<;%!{B#`)5xV^^oXu+{{Ji-l@J?K=y{x~^%lO%(n35tZ1m9|_bZDGHlajNfcR zCABTB-36x*ohm*f*_DqEHIWt!GTZ9vHfnoEA z=TY~R`AH;EpE(i-$799&nc;_{6fg598Y!m{pT+X11N{PWh#-?I>`)}hazSCoQDII4 zMx*v(=`_lwXmbBpU>^k%VBB zc_%k~HaWMkw#Sh>Rss${a7clvxUS}BNs;joCDz^a%h8{8HiW*QI6WsM`DIh!G$7x; zkrcn|HizP@o1ubgT#kCwxTkM_z%nMq`dQj{X66e%G#WQ{$S(81LdH2)f#U?U53U?! zgrj5~);DE}k~pVk=wnjaf>Kk83g7&5{B5{KwTjGdXvQ+hUODk1p|ey2RB1Qo>=Pxm z_Wy_vmi~DW;sXspq(T8-jy^}{{dI>rFLA5PQBLhtQ{&5Gm!)7;TA3mS&*n_is{0i@ zLB7KvG^A|VKSlUA7;+C|U6c%cx!K#?O(JdVuQlymT%=UyWRDn|>a^E9>2^T#J#35_ z!i759)#WNiMn8)>0dtYuE41>j9(xTX{$=&6stL;%{iT=4`-9vwNGy+o_5_q&=4k+$ zU?!1177U0!yN2}@$TY|s+@Q|P56Gg5ShVfRVUZLqs>)~C<^z?=N|Tl3j~~Z6pE-r% zzKbDEz@}4ejdUOwgOyr%+5Zaj7b-k94wb*J zm;lt06&(!4SKc6*jP`?+F6ioh9pD%va))@UgStA&?j)BzFjwfV(p5%h!tf46UFd-V z@9qg|8NOf7OO;T}L^-DZX5k`VcGIdELw}Gjrv#0GZ~phb}ER8G(722%jWk z;k!6{&UwrnqpQad#mUqcZRlwLlUkubOd4MA6^Y^mJJ5{2bCt|A0(-#XBGlIKiTM+} z7O*NmfI3YRv23bDHlTpd`<`1LgX?nj^s#RnnCQ1N4B|on7yB@h$_t3!qxWYCV)ef| z!wN^j)#d&oMEg;9_r^q&Am&WaG3Wf(7wnL&HgT&S!1>K68oqbEFw;LvZ5Ymi@@GLg z4NnTALIll=KjbBh^&RTtSbr7^3a{$}dP3D_km}hy6SHDm#&Y^$?dIb48Qwg?97%jZaT#^ zURtrk&!xbBr{Y64Ra<;EKxPJIW5~Wku?Ljp$16l*!hqC>Yux}M;lj0AuIR#TL@Gsa zX#hWg5h6ZbKpbNktvKlCaCu8Y&*k)Nvd?mwZHgO+0N3hfCR3=XBE*~71X#uemUNmF zv!((S>^19AdqhKHcgm96^1tb2AsNxEW~-nIX4Rn&Y?{f(Yy;QO33ua;1UhQO>=lS- z&idh}(PgrA0}5I1C&xz4jIraMmXyu!_4E*MV#&Uh>pJgAy@k#S9N3=doQ5Ez7vjyx zSfJ=l4I??WZAyK@W5#Yu^pfLo5hndpqK%%Mn3~yJY*I93HT7DbBuhU!L``LYQ`ue_>|Hm(}>i1@5?a!%US$(G6Q zVygb?xB&{tnA}&niAkJ$t9w15CeEs;pse@g7o}>>(eWkZUfu-dC9VBdg$rt>wuYWN z7Umc|6gbbc-vGk0WKcxHE*4f=VRb{)k;MFbFE!fb3_N^)t_yc8&>{MbUmGHBOC#N)OIHl)-05B^yzeAxY1zK z`ns+YXOb(KJq4i_m?71&YvfGRNL`ui4RY?2ipHICww!Q1St52>lI+fFj;uPvV=J1^s!)w^bFQSAcn+CQ%$ zUFBc<8mim-HH8PGjwut>$z4z9>9o-Tl>%Y7@Ik|_08?ilKw=n{(`N;tS0;KzRwuan zZhC0Gih=my-qd9i5*}Us>6baMebnInlFPB0VvwehZ(o)wgREeCL-VPwZ+c?vTCqE# z^`dQ?8xx~@JII_%>{)p5rab`DO0HUDu4Q6Y3&OFvyw6?k&q|#nhA-K2457F=>h1=H zqyC?}cE5iEE?e}ej`95wBs2p(>91I1dl^g)5!%}55k!SwwOS8=usU9 z%vrt=P>e4kf=}0~zmjX+yI=FVtpB+f_WLjAlV_1m^)x?Jywitkyk4EKPtb<_fuU$b z7eJ0E@EEA!g)R9l)|I`u?A9#)s-b)KHi<}>8BqFnl%mYh;sUGh4E~9ln@ zHNESvs#MY11W(Q_&McWjQ>*5AvVVS!vSD6STG2^nxiCX@gTk|;bPN2=Z{v*|4=s3H zZiO7?U=MG3l1v443n}W13~pW={)Jnqn{9Z>Z;k5H`P(5re;^t6wj*TbLcJ0hM22z+ zfT}o3>ic|_eVvyu?x4mI3Z|!>yA228?V@K{f0>*h8(sO#`lqzz-GP`ecbu_di>!Yp zim+$IXp)}AcD(d&{^GG8R*k4GoDj(p(fYs=_3RQE_px$|gvlj7f52A$d{+_M$o+IP zw!e@~5~@4Jqj2uZzV!)r92bS?h7(irNrdcK7_VBiG{-vge=hJ=8DYv6bexdgT{WX$ zZt>){R=`bcOd5f!ZYdA0LUd=Z`69Q{hUCh>W7+sHAxfMS57S+)U#CiS{t@K`Ia%^w z7Y!weo&Bg=GusbbtdQOK@#)s*w~M~MI1$pdjGwySZ}JKy zG5Q*n(?+Ud%+@cNtFH0pzB-gwi@F0SH-?nHCgd$4IYkBo^`p_C-68^|IieJQqQ9v5Ut}>N8ec_x8=SQAc zV4pAfd0xou6$IWi`*C~qm8~jL)gB_(Q@<;Gj5w+GK&j32ay(+`;iUWMq^@kR&l&Q+ zLuC7JNxUO3P_>e~C|9ReuXTFC!m!x$3&pEaF(QjG>CB{tO@2OPC0%>tgGu2T3aX*6 zL#yHhariyZeMBBN2!#k9Od+1Y*}+K6ARW%Hhmt%YQYg!IzC)^0$K!j!A$?U1I8_7G z1TV#dfw3L{-Gt4XaA28G771~^NWAQq)haheF3S%3#Ai8lRLnixW&g?Gpv0Z{6L*N8p2-m*;1N6z}WOQiB9%32W^Q%c)UTHK*c%g?1 zMSf-#nDh$58LjYRXqjN<8@tN?$ox7F(JfrLt@w$cK(%UmYc_9x``63Rz(3-+8I$y; zR+o(TIH)uI>!Omdu8aGB+&dnVoMS*r+oF%UB}*rKWy&5%GuAO$ZZFH_@*{owOf@MR zbN0fx$Pw0t99c{rwLbUz2b*c-`t+{#akv#B+`W$^UV#gOm{W!BMACDH@J{m%c>nJ^ z_*>*Z2^!ieP7S$xk|? zI@_z`k-_cV>AI31kn6>G1wE<5JD|>1Xo;UFx!8p_Ymoc#r%16wU$8Upn&+p#=ymF2 zNGH}0t$;RqE)fPwX?iWLiKZgMCuEHC2ND;In@%XTAu`LIjt4LFLT-Z`7WBz{bQN3O zB)v=dH!bZ?`1Btfs*pT@mtDx5;+PI+vtm}DhU zX`*)T?S=KXOn6Y{PKttLbqnh%^e=Bok_OuQsuq6;b7gHGbh#+b_@}b#RAX-{7GU!= zn~{uHtXDp3{Z6nQN ztlJceIV%0bPu8MVES=6RJX0Z0pQNUyX)o}ibHDHhZ9c4#U$nBvZs>+K{lf8G?%&-` zllb6@g9J!}^rJpkYuME;eDlJh7CA~W^xxfPmMYGdxlA%j^K)paoC6@xgB!drnJsF- zcZja*wG)EF*5mENrjuZ>{nFh1Z5OMndfn(uk7 zd&!II1~*v`rOiJh^`k2?lx?!QXV7G4_!6%HkL=Of@Gx>Sy06*6!v_=ZdwBlN0spU+ zi_gwVa{Vo`X!GkrwW?j}U-Wf7`bsJX@|6f*8rYuuYRijrNVsuY*H^N>+Jyqn`_Fc1 zk)k$l_i0t$*NGj2o8Uw9%1T8j6Htt=kDoK%Zx8$*mHa|2Kkoj6oc_B8s(lg_yc;od zJieJ%t=VMJrKdl*>VBQ{5J?bFk%~>5#oDb@nej4dPO-sCR!H;xM-!*qYL9|*69SN> zgc*AmN|H$d5pCc(aaR1-2hkXlAEA{_1uctSQ&kFFtbx7e>z>TzPyufjU(<^iXswKy z-Sa1t-oEKj`Teq_WxWY)pN;sWPS23a5HU5PRG`YpqA%~sxNetHC3%hK}Q zQLer5A~R0dS;-NeG6}OgvgXot@$vy%g5A^ap=a;36pkQnecIudas`f-DSF7ub*4nP4y;4 z&#hGLR?pd-WUk7zQTK!h=lAc9emVR6)7j&b3v8zmbO-hQi6bZT`$A<2cJt3m5tTEp z@hrPVnpqNqvb^GRy0!~OF}|{5b01FoO;1&7-Y3Vo<96f>B`xxL*ZAEgpQEaB-wG?WYjVjm930}% zz}9|@geI^m!aJ}beS_uc4|i91Y!_S4=U$)W@vZmh8JDRSfE{#N(ep~p?1q;YSthUw zGp_B9IbT^gcg2kxVQ`uREh4i5HZhBw8c84b>wntMQlS>Kl9~t0$n6q28Wc8I#_uzV z(^JhEO0G>&s5hT{xIkffMf!YI{T7_4($X ziX<%;pZmVzf`^3TaPAYV4I**=cfsZS{Uur^<9c6m8__x}MV%Ax82 literal 0 HcmV?d00001 diff --git a/content/posts/matplotlib/matplotlib-histograms/index.md b/content/posts/matplotlib/matplotlib-histograms/index.md new file mode 100644 index 00000000..86e081c9 --- /dev/null +++ b/content/posts/matplotlib/matplotlib-histograms/index.md @@ -0,0 +1,159 @@ +--- +title: "Improving Matplotlib histogram readability" +description: "Suggestions for improving Matplob histograms by automatically aligning bins and tick positions to well-readable numbers." +date: 2026-01-04 +tags: ["matplotlib", "histogram", "readability"] +displayInList: true +author: ["Gerbrand Koren"] +draft: false +resources: + - name: featuredImage + src: "header.png" + params: + description: "Matplotlib histograms" + showOnTop: false +--- + +## Back to the basics: the Matplotlib histogram + +We are all excited about exploring and developing new fancy plotting tools, but I want to take some time to revisit one of the basic plotting functions: Matplotlib's histogram [`hist()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.hist.html), which relies on the NumPy [`histogram()` function](https://numpy.org/doc/stable/reference/generated/numpy.histogram.html). Histograms are convenient to quickly inspect a dataset and get a feeling for the distribution of values that they contain. + +I am often not satisfied with the default histograms produced by Matplotlib, requiring me to do repetitive manual adjustments. Here I will show how the histograms can be enhanced while avoiding time-consuming manual tweaking. I hope that these suggestions will be useful to others and ultimately that these will be adopted as the default plotting style for histograms in newer versions of Matplotlib. + +## Default histogram plotting + +To illustrate the Matplotlib histogram I will be using a dataset from an [online tutorial](https://www.geeksforgeeks.org/python/matplotlib-pyplot-hist-in-python/). Here are the lines I used for importing Matplotlib’s plotting library, defining a sample dataset, and plotting a histogram with the default settings. + +```python +# Import Matplotlib plotting module +import matplotlib.pyplot as plt + +# Define dataset (taken from online tutorial) +data = [32, 96, 45, 67, 76, 28, 79, 62, 43, + 81, 70, 61, 95, 44, 60, 69, 71, 23, + 69, 54, 76, 67, 82, 97, 26, 34, 18, + 16, 59, 88, 29, 30, 66, 23, 65, 72, + 20, 78, 49, 73, 62, 87, 37, 68, 81, + 80, 77, 92, 81, 52, 43, 68, 71, 86] + +# Plot default histogram +plt.figure() +plt.hist(data) +plt.xlabel('Data sample') +plt.ylabel('Counts') +plt.show() +``` + +![Default histogram](fig1.png) + +This figure gives an indication on the range of values that are present in the dataset (ranging from somewhere below 20 to somewhere above 90, and with a higher concentration around 70). I will now make some small adjustments to improve the readability of the figure. + +## Including black edge lines + +I think readability can be improved already by simply including a black edge color (which should be the default in my opinion). + +```python +# Plot histogram with black edge lines +plt.figure() +plt.hist(data, edgecolor='k') +plt.xlabel('Data sample') +plt.ylabel('Counts') +plt.show() +``` + +![Histogram with black edge lines](fig2.png) + +This helps me to more easily see where the edges of the bins are and thus to interpret the data. + +## Aligning tick marks and histogram bins + +The need to visually interpolate the bins relative to the tick marks can be avoided by setting the tick marks to the locations of the bins. + +```python +# Plot histogram with aligned bins and xticks +plt.figure() +n, bins, patches = plt.hist(data, edgecolor='k') +plt.xticks(bins) +plt.xlabel('Data sample') +plt.ylabel('Counts') +plt.show() +``` + +![Histogram with aligned bins and xticks](fig3.png) + +This prevents the need to interpolate the values at the bin edges, but the numbers on the axis are not very pleasant to read. It is possible to set the bin edges (and subsequently the ticks on the x-axis) manually to round numbers by using the `bins` argument in `hist()`, but I would like to avoid manual tweaking as much as possible. + +## Automatically aligning bins with well-readable ticks + +The histogram can be further improved by first selecting bins with edges placed at well-readable numbers. Here we can benefit from the [`ticker` module](https://matplotlib.org/stable/api/ticker_api.html) in Matplotlib. Since this function is also used to determine the ticks, the ticks and bins will always be aligned if we do not further interfere with the ticks on the x-axis. + +```python +# Import Matplotlib’s AutoLocator +from matplotlib.ticker import AutoLocator + +# Determining appropriate bins based on the range of values +locator = AutoLocator() +bins = locator.tick_values(min(data), max(data)) + +# Plotting histogram with well-readable xticks aligned to bins +plt.figure() +plt.hist(data, bins=bins, edgecolor='k') +plt.xlabel('Data sample') +plt.ylabel('Counts') +plt.show() +``` + +![Histogram with well-readable xticks aligned to bins](fig4.png) + +Here the labels on the x-axis are not present at each bin edge, but because the values are so simple, it is still easy to read. The ticks on the x-axis are automatically set based on Matplotlib’s `locator` module but some of the labels are omitted during the rendering of the figure. Of course, it is possible to force Matplotlib to include all the labels. + +```python +# Plotting histogram with well-readable xticks aligned to each bin +plt.figure() +plt.hist(data, bins=bins, edgecolor='k') +plt.xticks(bins) +plt.xlabel('Data sample') +plt.ylabel('Counts') +plt.show() +``` + +![Histogram with well-readable xticks aligned to each bin](fig5.png) + +In this case, I think that this looks a bit better and that the values on the x-axis are not too cluttered. + +## Changing the histogram orientation + +Most of the histograms I have seen have a data range on the x-axis and counts on the y-axis, but of course it is also possible to create a histogram where this is reversed. The aforementioned tweaks are easily done. + +```python +# Plotting horizontal histogram with well-readable yticks aligned to bins +plt.figure() +plt.hist(data, bins=bins, orientation='horizontal', edgecolor='k') +plt.xlabel('Counts') +plt.ylabel('Data sample') +plt.show() +``` + +![Horizontal histogram with well-readable yticks aligned to bins](fig6.png) + +Again, some of the ticks on the data-axis have been omitted and we can include those if we want, but this time using `plt.yticks(bins)`. + +## How could this be implemented? + +It is easy to use the few lines of code presented here, but I also wondered how this could be implemented in Matplotlib. To answer this, it is helpful to know how binning currently works. The `bins` argument of the `hist()` function controls the binning behavior, which can be a string, a set of bin edges, or the desired number of bins. Whatever the user selects is passed on to the NumPy `histogram()` function. + +We could introduce an additional keyword (e.g. `'aligned'`) for the `bins` argument that would trigger a call to Matplotlib’s `AutoLocator()` behind the scenes. This could be done e.g. by adding the following lines in the [`_axes.py` file](https://github.com/matplotlib/matplotlib/blob/main/lib/matplotlib/axes/_axes.py) (before the call to NumPy’s `histogram()` function!) + +```python +if bins == 'aligned': + locator = mticker.AutoLocator() + bins = locator.tick_values(np.nanmin(x), np.nanmax(x)) +``` + +Having this keyword to simply align the bins and ticks at well-readable values would simplify things for users, avoiding the need to import `AutoLocator()` that is probably unfamiliar to many Matplotlib users. Setting this as the default behavior (and the black edge color) would be a next step :). + +## In conclusion + +Histograms may not be the most exciting plots, but are nevertheless very useful. Also my proposed changes are perhaps a bit ‘boring’, but I believe that having good basic plotting can help us save time, which we then can use for more exciting visualizations :). + +During my PhD research I have been using various Python libraries, including Matplotlib for all my visualizations. I continue using Python in my research and have also integrated it in many of the courses that I am now teaching. I have greatly benefited from this open source software and hope to contribute a little bit to future improvements of Matplotlib.