From 2639234e64817098bb5af27254d7e6b44448dc99 Mon Sep 17 00:00:00 2001 From: Yadunand Prem Date: Tue, 27 Feb 2024 20:34:10 +0800 Subject: [PATCH] feat: 2109s ps4 --- cs2109s/labs/ps4/housing_data.csv | 91 ++ cs2109s/labs/ps4/imgs/add_bias.jpeg | Bin 0 -> 8958 bytes cs2109s/labs/ps4/imgs/bias_scatter.ipynb | 87 ++ cs2109s/labs/ps4/imgs/bias_scatter.png | Bin 0 -> 23761 bytes cs2109s/labs/ps4/imgs/feature_scaling.png | Bin 0 -> 6927 bytes cs2109s/labs/ps4/imgs/grad_desc_algorithm.png | Bin 0 -> 119692 bytes cs2109s/labs/ps4/imgs/grad_desc_algorithm.tex | 24 + cs2109s/labs/ps4/imgs/linear_reg.png | Bin 0 -> 13449 bytes cs2109s/labs/ps4/imgs/loss.png | Bin 0 -> 52752 bytes cs2109s/labs/ps4/imgs/mse_plot.png | Bin 0 -> 385456 bytes cs2109s/labs/ps4/imgs/poly_matrix.png | Bin 0 -> 21307 bytes cs2109s/labs/ps4/imgs/poly_reg.png | Bin 0 -> 10402 bytes cs2109s/labs/ps4/imgs/school_price_rel.png | Bin 0 -> 9630 bytes .../ps4/imgs/school_price_rel_cubicfit.png | Bin 0 -> 13584 bytes .../ps4/imgs/school_price_rel_linearfit.png | Bin 0 -> 13825 bytes cs2109s/labs/ps4/ps4.ipynb | 1278 +++++++++++++++++ 16 files changed, 1480 insertions(+) create mode 100644 cs2109s/labs/ps4/housing_data.csv create mode 100644 cs2109s/labs/ps4/imgs/add_bias.jpeg create mode 100644 cs2109s/labs/ps4/imgs/bias_scatter.ipynb create mode 100644 cs2109s/labs/ps4/imgs/bias_scatter.png create mode 100644 cs2109s/labs/ps4/imgs/feature_scaling.png create mode 100644 cs2109s/labs/ps4/imgs/grad_desc_algorithm.png create mode 100644 cs2109s/labs/ps4/imgs/grad_desc_algorithm.tex create mode 100644 cs2109s/labs/ps4/imgs/linear_reg.png create mode 100644 cs2109s/labs/ps4/imgs/loss.png create mode 100644 cs2109s/labs/ps4/imgs/mse_plot.png create mode 100644 cs2109s/labs/ps4/imgs/poly_matrix.png create mode 100644 cs2109s/labs/ps4/imgs/poly_reg.png create mode 100644 cs2109s/labs/ps4/imgs/school_price_rel.png create mode 100644 cs2109s/labs/ps4/imgs/school_price_rel_cubicfit.png create mode 100644 cs2109s/labs/ps4/imgs/school_price_rel_linearfit.png create mode 100644 cs2109s/labs/ps4/ps4.ipynb diff --git a/cs2109s/labs/ps4/housing_data.csv b/cs2109s/labs/ps4/housing_data.csv new file mode 100644 index 0000000..bf37a4c --- /dev/null +++ b/cs2109s/labs/ps4/housing_data.csv @@ -0,0 +1,91 @@ +floor_area_sqm,bedrooms,schools,asking_price +60,2,3,480000.0 +63,2,4,450000.0 +65,2,1,480000.0 +65,2,4,360000.0 +66,2,5,350000.0 +67,2,0,400000.0 +67,2,1,430000.0 +67,2,2,450000.0 +67,2,3,410000.0 +67,2,4,390000.0 +67,2,5,390000.0 +67,2,6,390000.0 +68,2,1,460000.0 +68,2,2,400000.0 +68,2,3,370000.0 +68,2,4,360000.0 +68,2,6,370000.0 +68,2,7,400000.0 +68,2,8,370000.0 +69,2,3,420000.0 +70,2,3,510000.0 +70,2,8,370000.0 +73,2,5,370000.0 +73,2,7,380000.0 +83,2,1,590000.0 +83,3,1,650000.0 +83,3,2,550000.0 +83,3,3,550000.0 +83,3,4,580000.0 +84,3,3,560000.0 +86,3,2,560000.0 +88,3,3,510000.0 +89,3,1,610000.0 +90,3,3,500000.0 +90,3,4,520000.0 +90,3,5,490000.0 +91,3,0,550000.0 +91,3,3,620000.0 +92,3,1,490000.0 +92,3,2,590000.0 +92,3,3,490000.0 +92,3,4,510000.0 +92,3,5,490000.0 +92,3,6,490000.0 +92,3,7,510000.0 +93,3,0,490000.0 +93,3,1,660000.0 +93,3,2,540000.0 +93,3,3,550000.0 +93,3,4,490000.0 +93,3,5,510000.0 +93,3,6,490000.0 +93,3,7,490000.0 +94,3,2,590000.0 +94,3,3,550000.0 +94,3,4,490000.0 +94,3,5,540000.0 +95,3,1,700000.0 +95,3,2,620000.0 +95,3,3,530000.0 +95,3,4,540000.0 +96,3,2,600000.0 +96,3,7,480000.0 +97,3,1,660000.0 +97,3,2,600000.0 +97,3,4,440000.0 +98,3,5,450000.0 +104,3,1,720000.0 +105,3,0,630000.0 +105,3,1,670000.0 +105,3,2,670000.0 +105,4,1,610000.0 +108,3,1,780000.0 +109,3,2,700000.0 +110,3,3,670000.0 +110,3,4,660000.0 +111,3,3,640000.0 +112,3,1,700000.0 +112,3,2,660000.0 +112,3,3,670000.0 +112,3,4,650000.0 +113,3,1,640000.0 +113,3,2,590000.0 +113,3,3,600000.0 +113,3,4,590000.0 +113,3,5,590000.0 +115,3,1,720000.0 +115,3,2,700000.0 +119,4,3,690000.0 +124,3,1,770000.0 diff --git a/cs2109s/labs/ps4/imgs/add_bias.jpeg b/cs2109s/labs/ps4/imgs/add_bias.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..19b782f1508485b7a054a14fec514409d4cc31e7 GIT binary patch literal 8958 zcmd^kXIN9)w)Ucl^xlPtfHV~qfsH_714K3=(rXmyp$JG138H{f1q2jS5J3clNSBsK z7ZCxagOmW$C82~s+Fjmro^#JRci(&Vz0ddk_?~ZNjbE8-uJO(});r!YCS#N_1Mpul zFfss`n3#YY;16I-02cukX69cvc(H;v+d(!qR#rAncJ>1YxjDJHxj4DFcz6Z*d3XhQ zxw!a6`2~c8MMOln`NYIUg~bJhMTCD%!o&hT!^+0N#>OGc!^I=~KfV|r0D*%*A=4)o zrXv8e027M<6Qdn~000vk=AR^f56WGrXc4(SK#*5=4v6O96crPfkW@ITsHCiNMnhBU zH|?_*FX@J>*0NN8C2z56k-aStBGr=>s6$jo~3 zG&}!QLE-D7H^n8DRn;}Mb?@sNTHD$?I=eo0fBO1uaA#RRbY1=in?{Sz($5EnBmD+??8FI-H_A)v7cu(HXXIv{x7jQys+(2>)3 z4+>vMeOb}MA*X(wAmSV_z$q$!W>$gt3);UU`*Xme|5wQV2JAm@jRV{)OyK6R2mmmE zW}Y9f1pI$w%$bE{p8Lm+I9}KvZ#{Bb=7(z%TJuQB^3=)xpoGGjcf;GO6PaxHHFy0# z&hr*|$d4>qQ$^ITW_3+h^L;54eGi9r~ac)Na(|p7h~VCt?cbo=ZO3 z)rKC!;4`w4sTyxXqc_Z}qdnyAU3>o!uc{&}ACqKsSVlXKuS_XF9{79v;P*gA%+SS8 z(35i|I74fI`QZ9)sn^sGsgG733P$*w8EKl_MN9f9UnH6VL|;d$5YTPt2T<+WktWll zrMHTvR{FaX+Kt6vwfn!c}^;98Wx7Y#gFTd6Fy9HmIdK>jCE7(zfUZuU8y&ZF1&wFJ_OT`9!u$% z(j$(vJm<3|XT40}4egxkrMSJ2Jrx$38ZCW4?R4HD_vTPFs-SKz`POkUdMk)(UlaQ! zk2zlHkF6MCJ~_TLvSq8k=w#?8*CL~iJy-CCdR1jzm}$?i7&Qv7rKh?^M1~RER3lU` zg}r{d{gAm!az0b>^AfNMw?nlsfEvBUbw|RB)%LT`6N4qob3;g~1yRnLk#{SbwtqCI z%qgo9;<{K5LDqCOX#6{bU8;aF{jypTYz@W$ss*E9m)`u{{!(YaEsIBYucCU;Bz`#U zSTxRXb?Y9TQ<(uMmQju~fYI~l?MhA>B#*gLLru)10a|ghU}`0pG@h9^;p5|STmH$+ zGo_6W8pUUfb=8D6lMAo%{-$f)zQ5Q4<3Os?s+-u+vpqVEh%(z3_OD;f^I6FIHx23vT_^tx@V^LcG-qRV2dNAuPtXUU_Es#U5LHzN3$8^cdIhAQavL z9)_)bS8@G3o){7tt_ENIscfsL?2X-}p^et=z`3!SWWG6#vfjREUGt*QY%aGk^-*Ko z&289|@+s_T^7mOC7$<5J#$MjUcH`Ji>BFZQJ$lDAFP&Mh^hvY%w!rdv&R^O<9qz_^ zPY>a1v3#LqHBwIs9>@Tq+)sE|+*ugYSQ^<`eWi;by#+(io&1UcI4|tdA9xWkWcgg` zQ@=O{u%`G1y|m@DO0hzBS5eIvKt%wB0bJ4uwWbQ1(todOV*n(fLD+WK+fUF>f1^Sy zl2}_qxw_&cHzL&nl_LAS3JvcJiElxgMT7)~73Xh1ip=#o2YKh*9wPE(30`NFsP= z^lkzvOFVOPt2@n4*_f5x#p^T5jU_64c=&0tJwno_koF84R5+-tdm1ps6Coza*_dfEU^_OeOq^SC}@*4OSBp9eI_D- z2_sYf!wL`L4 zS-v;jB*I&<%tWpGR6UGWewz)^@^famUPZJmbm+8Fh~vjXb0FE_&0<+l&E70Aq8%dY zMth5PGvULR-<>6&C~LYH66lH{U$srn4KL%2ebA-p5^vF(#vywzn(qMa;u5oJ>4UZP zh4)WuFA9nUZ(loYy5KO<$^hbJ#L0a#j_RFGJcA6N7O7Pnmg~~Isc`S}=0a%he1>JG zjMkwy%gc6CDhwd?mJI{IXydk7;Lmg4I3 zO*>p!_IQ_J6TNZDFXO?9qNoENEZb6D)BH_Zgu2#UlswV5$}`Wys!$ZMI;Lq5GkPR( zKl27mag+09+%sDj zC0jX2RoSA&k~#_ngesk#w5(mlnrs=tCIY^Z492lmy`roq1rVCrOSX zWYye|;@D&Z@lKY9)Zcv)P<(`T_2gytkwG(kKo~TUnd!PX>eG#m6be%hb-4KtSUv;Y zBF6ycKX1b+oYM?oX`FHvdkSPbLk7_ObO}ci!7+e=8d4At2$K9%24T8Q%Z^n2tvuIT zUAFe_Yjlf+V7PS>k_C)pZHhrC1F#s-RW16?09;2Ws$bJdVs)ucPD&w*faGSx()E`O zi6hMy z8WTqsuNVyCxq@H!DKBiQ&K#0uovF++!x1oVROfTY53|vVp`uYGxaE_Z!YsRe;rru7 zd}^LCiQ~KVMWU3=Mr5_qeD8$X<;*AY_e*j5vk)y5ZFi4>_O>iwvg%jxyI z+T5IFcD(f9Y;uRx^Sg0`#2}5Ft0v#a6wuaVdqFfa&oNtr^~Ufp1^^FKN4w{a+g~E@ zx}p)>f}T!_Uv0WdJhoUG##+X2xAU~=b=i^5k|`t?0;&veIv$8O>_8yIz9Au{b{((B z9%l7KJe3V>IQM>m?^;_qVoh@OP1bR3yDw%5h$@671K`61DoU7_UQZ7(OE=nupD1

@41nH$g>r9Bi<-uF2tCUCi-q-&VAf>4 z&H&Q5=1eJk3}Bu0E$9C_g&r_biWW<~s}gUsE}_fYiakKCr0Fd{Tv4ufMcn06gED)<)(>OAIuWuRLy;Ab8R}C7i^F z(wKxM*sZr?hW;XD^C)l65Uz_#5?!B@KD{_AIg}qiZsqg7j7{oIp<=KIe!50%ofqxC zaX>%9bGFyLy`f`kPcw7eBr%JLPpTjw{KqMRe}3b?m_S5l&L|?^5JlVm!qJE^!hipK*_j+^M$umaCTwUv=$| zT~yXKnPLDVJC(-9GM4``$6LVFIzGRasokNiU9JQZi02GcD$iD9I zjmQjr;cHBwu`kfN9zdm5A!5+ucJ#pz?3qETpATN=3HA64MZ4xww2vyM56^uo?~)eN`W_~q}P%SO?>E1lNC1Q6y zLBQ>{X40qAf$*2Y)}JN2sG4X}%?8Pus+6+Ur$_H5^{r!cx+jCfa!`&F{?GiM;iI4l z#B;}IpF1$6dH-Ml{XD2pdK;|P`Ywuz-bEK6Os5>*DdV!Oirt(usyplQjgQ|@V{-Fl z<(=z^69uP4oC{8;h5o=6kgdT`G-d!C!_OH2mm*z+k1G2Mca(D0XQ~R{V z07B?hZtK%+jfe2f`%y48B!bY@4&g!1q|o)?Ld%sN`y?F5K9kD zNE4PX9$BTHeS#0auj>uz|f z$9Qtn@Eq*s*ZeJCc?J*^pbkGkJxyN6`#?zXBS_aEf;#?^q*INQeOsfk6#m%EPyZL} zBKykv?pJl6#5gvNoykhK%9_IB5&BkzYqdiX=9U`#*@Zg?hjo~em+T@ zcSrEHTb3x5Ib!mLz8b}xkG$jkw&=Zpk@iEbJu~jA8FwIjaNFY3`kCkP_A96msuy_< z4;Mg&61pC|MX@6d-+yb;zJo<3yylyZaW+bMVW_bSYx6qT$6~#$98OZ&bRDbzZPn34_)Uk|tF@4!#=U0v6n##)ExYmU^YS#rfNf;Y2B%W~n|=cwi)Zf3 za1N?3Ew9NIkBK)Y``MDUiGsVcuQHO53^0i!ZRQBLcMN()1%I^aTQ9^v{s! zn3V=8^Eb;yJvh`<+(UXF1CUgsE1LwmL)udK$t;(?mCYH4QqQ}R+>pq|Ys>}!b8}_9 z%7TL8on(*Km|%aL1aAIO=p6k+$n?JKDo9A=BU#i(a7pwi8Vq}d$QEJ_-H1IIw#NR8 zx@52rP;MxryV;0EG*IZ1qAf&G5C5*7W!eMFIW}RiG8m?1f`!0g+`cUvDrIDmohocj zH?=3(gIOt>0W7!*AO`#3pRm2yJ6KKL0X8#X4F z(uz$e_4iM7p?_`IRxxVzM2`x$u3-qV1dz1&&4q4Xb& zg3X>C0>xu4Ih{^lo~C9wCJEEt!WPG==+D{;)IPAYAeYPl?r&L2BU$k0(9`c=pH@=H zra`cMeyR}zhy->2re*LMvvpYp03Dg5-|SZVfsWfd6hc*O$fX@bf!{CoEqYJokDs9? z5E;P9`K&Ei8#P&nF0^ipyQ_PdefT2-P|b$TLI+_>21LaLcTm!bj1Cx9$8D;0QQI=% zy?f}?E_7?;8+3mX-t-d~=xJa^y-xvG>!nnCZbmKxkhi|2FY^`h5xYyj*`xM@iu*W+ zn}y*vX3&C6^!1l?YhiTjhh}iRBDi8dCm2A=$Ui;+`XkD=LF0ge5OBfMR8$JtMhv$t z53Uq#0!`ds^LRCGPS@YXZSmTowdVb&3GdV*$g1s8=n+*vI?RxIOck>)gaj7}b(jIn z4gK=Jh?=m0{&A?1?)S@^n~v!I9K0!o$j$&{%I)!49X#eH!hD zQ~bh*StDM5>GGy--g#uatTOb<^zun7-RZZUXU|8xOPxXb|d)b;+OXM{;a&!mE};ufw(i}7Os+dh%c z9oR3MSq2@y-eXV|QFh@cmy`wN+vKN;e45Q8Hh-ufd3^>W6Z&PNO-5!oZ&*Xh=J(C! zbdH;xys%+qIc+_ql;#tcS9bS=l$8{eJ#y-LxAlJYrSkIQF_Dpeg=4)TA!mYz`(K6~ z&4?~hl8{gDzwV>&m~`}es&o9F?;M>|hmfonPWinyp+hpSsvcqMw@u@{Rl_H#ciJhGmlZg6Mclf5_v_`+LoO^e6$7zh(j|lTDQ8FHl!^niic9r{EglP- zS?omGOlB%iig?Col6GxEa!5(BVVjDmjv?5IEU@seTBa&$$wXqe@MLW zXApv!>7Jh7m><2BivbiqvRz zAl#20{rJ7xY3HZY(f*r6gS+U0Nn>69sSEwpwO^mi|DNb-6L1idbquU0;YkgU*w=&? z=|m!IR^V`(NO{rh=*Ed*<}ic$Fs)Oa26MeP)jTFFn#UA=_T-}?=q4I>MhvU9g%Vy= zU`u<@s|X#9h4tyG+>QrOEu;jYFY#ubz3IACKp*qAfwha=mIGa5S)&7ah;00l%1@3c z42887AMp$i7ctfDsgTcfHrkONK{%2hnrC=6Tp940=*Pd5=zMldZ)69Pi$00rroBd~ zLE_$dWZM$D;+xL97JqKtgmW$@MI5hG;%@@+#uhzfevUaxmR}!k|)mu;wav;Un!>(?5_@ZhXhhzAQt#I>7T&LcN?CZL{z&*9&#^+JJ_Ab3G>2A#A{^s zIy7{iQv7uB&`%bPo$z@j*7><~$AIh%6-0>@dSvC&#(E*OL1EKsXL(}B7@WteZ%-2) z4VH3!xKp@^x0Ribqax&`F8`JP|3;7z@Y z48SmZk!7t!DL)DnB>&n7eiLo<-*@p~(YZiJIBhxc`~yjNuzbS(r%xX)4mQaDxqT6J zifTJU6YH{*?o7cf_j@%serT_)<9dvKgL#B@gT>J$$*vR|^4ulDizL6iWr6X_R$m7B zqxRx;viEm8uqOwQ94{vk(8Gf_zg9Q;KlLr=6@b((y81(gFK$H~M({4Nwu&WwqSa!Or$OA}b^t;lRz|<8tHH9R}c%=-jYWq+p+OCw~u@ zWBs$Ps&?hOM6cC=MWJ+kL4AZrjd4(fo%JTPB0pYL=mtiO=-f+`bMg`8S-kM>fN}S& zg%gKd#Kr0FF~;>tuj^6;YIT&En)%9*#>66$J=vX5K4L|*j>l?-ZnOmNH&3Qlc3_$` zdvAZJus9dDS#GzkWSoP5;fkny>fvUOvlF3;dqMO@=|!s0@R$#jA1u2d8QiF&g9H3` zEQM|`!Occ~^ic(Sk?coSua8l$4DG;#o?9)c#Vrm>_?R=c_Q4O--))W1-=){~I`UMq(c=H^@cwM_ce&_mrux9G#>cW|ya z%0V@H=6U$59YP3I7%>BDX8=-21F|JiZZ`8iR$)k2`cxL>%*+N_TmJfaSGIs>iM!=F zBoFcc#gaUMUr){=n$KG0&cfKb{d6Y1P8!y{dL(=54K#4aoA>#CKl|97zkBVkSBF{u zOM%%0$JcdWCj7cyK#1u3@?^Q9+PG5vpw|g+oS98!cMk_0os$?3PbFJ}t>AZ%7Dx09 z-&$W@sB!zi+q3O~la3}J$@IW9FU*?0|DwdQ)bM9$@eQNG!vBrZqS0q z^CPA{K0MExZris%IxiV>dG1Rcul2iHd9KTH` zPH$e;^#{-P{&L>M0RHj73p-2x%t5|57j?jt^cNKn@lPt?T;G7opWTo@Gj4{igVcbC zWBJHcEe3(!8jWJrTZV+iL-dR(vvZJi6bCIH?E|~FuS$0R0O$9v_Tz5TO`DiFUtGfX zw9@9DM2nuO#=b1&6gdPBi9vCD*tvJ;*#_aH+J4Y#cN7HUJ||xD{qRMMrO0dN%71-0 zUScop~?-k+*X}l7Q4py4XZ&v=tSVW=F$L(ZM^6`9-H$ga^Ig> Mum4BJz!+oy22QFF*BA_6Gw16O`bc2LQN()LOAhH4JkPZb2r394@kvd3sHPKI{IXo`joHWt4%%k_y1Jxx9P8!JJt)0#B*JSm04UobUB z1y9N>DMlSH){?Kp!_%v3RMRh5??kt9ziQH|a%8d4eCXv+O^u%NMt_H)R)lW={E6Mn zt3)FpAPDnLv7w`-rL~fpmX?&19Q)J|4BwXB@uh$-Z6D(B!*?_4L{{)!Q}$Q5#-sy@ zoa+|5Xc`(K@ozMA5`-UwV?`L-&NN~Fe4gR$FLU1fYD{$O^k^~hDkkQLo*&##*IU9L z?^*Gi0e6qkQGW`3ef_#qyY_DnP3(D5my>+__z`|x$+9g3vQOny z($HZH=K3#muI0$;MoYsgG^Mg?UmdRyfAhfM@6}+6QN6G-A=FygYH^!1cpQkk3hl1n zr1rQfD(a{~pQD6YRNcN<>xS>*pQEuQ{OV3NB-+B^E2;OWg)SrN@YZd-Ck{_TBFr4XyQ5i!SFP--`S&-Pp-=vo7VS ziL|xkcH^K~#!U*oo?>$i)Fw1e8!Y#wj_5z~IOa)~2~9I>^!v)J=J(*m&z@3i{qxfu z~WfznWdzr8tXGMFx)00l6>+6eIAa(Qh}7@9M^qD ziBPIrcQ7X=Hn&=OQUk|de0(UYpwQIay%9c98~EEQcSLk`bi%$WvFHg_-i_9=$`6Z6F^IVI|iJ7lUy(;~^+@D^4FyYpQM85v}JA=eM ztF)AVVq(Jgd2~R)+z_?b<4VWP+0a|J&@$DbDc0tv zqgDOztGU6lG+HcEotKVp=%u;Siy13jp|RJPv58*i(Qj7lbuI#ea(7sg#V&-?^ZvBFSD28MG*aC*8g3Zy0w*~lY@kX zBm0gdPT=L|QT!9{{Hf48y#1;DqPZ2h6~Y=WJy&FB!IUq_R2yUGUKHo%pw3j16IuTI z?IIWzafkP_WP|P3_IIi9l*KH~pQ<8JPNkK;qm`pyWuw|8CtczFbmLm~Q%RJavbANX z^^~%+=$fV_BD#2R1Ef~dP(J3!ar-_T^NvWcTn?|Ak!{u)9F#-6udfuxk&c(EgOw^* zKl5whvnYW^66yjM$5m2?)$5b)7&SF%@eSFffAqe|Dxu~b&ggY!EaY~viE((+*#0ez zAT1yh<<7zag&eN`De?6-MnM)>)R;*ZZhcS1j-9RhED~ z#3gox5D|p!{3*uOF5#(Ph%q;qmBys7^|*XUW)!LE01h6tpLDQ79yU%v<%6)m{-Un| z0dYo+*OvNzS)9}yAr5D7|52&0apmG-tqB&9JN@_^-QB~Kcr`TLzp=)nzxdn;%MwNrf5&W6l(jOXpiNeFew^QfpO}_@4Upyh8jVdSUH51sY6Xs73w3E} z+Ql23_Z}?~Cc!QBE-Gzf`E4mhO zo4{7W?chmA1jF#}EVIEsOvAFasKY;lsJWQ98awIb@45$v4-f7X){u<)Lb}A_{b2U= zMs3nlLd{yLpU?AAU!|hHVi?Tg4D=7B_Sdm`Uu@n<`zmZk8a3jZEIQZXA4%A8feU-6 z9%VU6`zs7JTY^%9_ku10tT$bE-*t=na2c=W$Tf+g&c4)e5Lr)UshQtV9Y&rhfwLR< zJHpj*++^u!7ygH(RIpo1aTEk$v~T+E?|9;KI4~(hqf@Q#Di5lqDTsGA z?@!wwpl4HtL8Juavp6r)J8wzZpZ!+b^t!;pb6TcznL<-YwDLId~ z7w{lI-t#%y>AcYyM8;w8Zv2HFZHM=gX<-Cn>s28+dEMk>)j#(nree%3Sf733Ltzw> z$QYbz*J#!WdbzqPm!86OxW?P4#h{Cl@Xh|Zh`reTrmWQR6Dy_{?KQ_umMB9h%S*Yx zG%+40x;l%I=#CyQG@|!HRFl~KBpaItmpCfrno3F5NacBtM9)8A)x4iZQO?ZvSxaav zO`&mM8+xJ_UbZ$|LPbv>eJ`z5cDUvYc_tl<)Q*{`t{)nLr(}<~(l+?rq*(e>{P4xk z=k?Pzc@E2cl=`JCfh79wVSrdvem-Z`F16}hAFo_vR+mh<^{Yj~^dD@#I}f75VrdC1 z9M=H~DVBEmQ*qTdx3sX3{wesSE4KUDJ6Pab_B4Z_V6=2FIj3>^SKZq4=3OC-re_v!i6hg?TL}ZsrOY6IMFgZP_W7vZC&+|5ieXBv_`cF0*-a89jyyHT- zm3V1NzJ!d(A5$L*r$faI_ASbe5d6c1Y*O#D`&I8ga!fI52`TsNEMQ?!PCyoRi+03= z&DO;U+W+%BZSVoJeR>))6R$#s2wqmvkYA+U8&{YC+R=|+FE$r_J+5o>E}?cz7T zH1s{*PHf=fqOOOUZQjmU=dq|4v1aggC{2Z=2H_|$2T8;l&x&dzp|brKLT|AY}N4#x>&XY0iJ99vAv z5>Z~q+_d-<~D8>1a3Tjc_SfIw7T-QyoWeiUrP3%&icw=zU{ z`}Qj%V_I5Fqqf^ie+I6`D#a_*%8q&m8`t~Yw3+l!DSjY)R)ozr-_h6_26!*ek#)>I z)H}FLSVzVxJUskxK2pCR*T~3dB;N?@{QUfRrh0G~oy_*%%v`&@0S$Zjy957Lt#Cl$ zPfMc#TH44BAAALh)Sw&va)#@=v0RN?vuROa9)*j@Gejqthuix5zEn#lg}J^Fa;p-n zaXC{{)BU%DPo@B_ak}kWB)I-%R!R_V%QI{g0JOnB?m(ESp4~9C(#l7!$&qhEA4 z)(sAG2V4)<^}%e09%LduGxNgBXfB(JvxU#q42n4AG-2Me|AKWBxl4Q<3cwnbl|fRc zimW~t3Zk+UrRGFuP~_69!IiQrSl%EaFf1`KHtVSi>KpSCJ3P9h%1KM&D7Z1nR{331 zvMFAZSolIXh}t?Q(GBmVYsTjg?~&?J7Cg@j4_R4`gQ_azS2fM3<@RiDv!-B_e-Y3^ zq-lLQ*&kgvE*_f7NRK;}=m^q&ePn`V z4z8}N5R1N*w3&JikG%n!h8`v)W#7dY?89DN21#tCgb$VLT>jH9DZP<#faZF7h~9+y^PE*cpSl+bH>o0bFqyy2CD$!x9=Nr%Fy-G;76t1iJH#*E#2o z_C^h^$z4ymjtIopg|0{99($5#m%q0^F6p6>g zk&$7o599JYL(kA_iob+7?=Y~wTk3HCqgu|D_44N4U%i=&a?_{R*S z&DN`j;uu(H%Tb}eT;XIt+Q5G4*6)7|Bbs#k3L@7=6~7;CO4!G6L`gk57&m#M*q?@} zRT40I`STlMrv}8h7kebXGmNAywu@JU=rM^|xsn!Qt-Ho@b%w6SU{P_zmrLF6Mu8r- zUj9k&3pT5yx?a_SuNY`(LMKoAl@Yd^t0QUL{EyqhZ4Sl}tco2GZ$8r4eZ0Ix+=0ho z4d?08G~WL0c^6Ux!ME+JxS;_Y%Ae^4h8Lw zq-egIcvQmnwXoE3{l(^NllN&cQ4#t+{)9WBbO=u(KG~}ZH#gVw6R8gGw<}=Vsq&q9 zc#x!N$?Wt<*z65ps>(>G{Q>~{Q7laET`qp7_u1BNPlHidA!?+$?~LmYw>D3A7LK=C zroApsoap*{lQ~R6qFw)#ZXo%6KSVu?soW6ljvGkT%Kwkx9CP1Z@)L@s2;0eHAr<-a zf$Ux6OYg;mVjK6JV2I-+F)x0h8F$2Rn>92{RjlAtMck>JAr*3>81!1FR+2Sd8ncw# zHT&_7Zkru-6W!N{hRtb)Ml=O%vHDG%o$pVtx?h|{W4-jMCQB{f5Z&B+E64gTk{4tg zM$>$UL0W2ozxEgN%_q65s2kX)q{pUm*)KM{J+1RrC-{9=Y>4s=2I6Oi20P)K7+(8h zLpQ+oot$^}^#2>%o4w5Zp=M6Ne3^K4g-2Y&-&OeKHX`FLb+vN@edXe8hIc5+EZy@A z`D*&fZLgWr`UO=g#+h~0IXeHgeb&vgvCl?;g?JX0yny(4yC>P7EY)oMPejD^D>W`U zU*m>aK9)U#u`y35CHi%X(w(hcm&?_c==QQszxKS*r0EtZ&vkSROV)g?Jh5+Q?gDY2 zV^%6Cux>4xl=ub)0E8pb@W+ex*+(GXHTpAOc|Ak(QTPppmI-BbOl`ElwaN3_O+ZRFF(LY<=_5rsb|m^0lgM97<87Si+T{MKY@_Qu(RD z?u;Etl1OYmt^Y@g(935NcF_Z=M_Fy{Iaf7dnj*I%%f;IQ7bfL3{Mqrt_2)nT{`xy$ zvsS$S&4u$W`SUcr>c{aaEOrENnr9MNaQQ4aSP6*P`OMAH+9UnX&qgNq?^)ed^%t8> zQfJjHy!KP0w0K5%YuCoKvb0qS>PJjCwtgI@#as z7E`Gem6VD`jML6g!Mdj`6|xLh3tb6L>MO0ynZV6H`2|-bDXG{*L_#F(D-0M>z6K&~q?w4|N=HPrFDIJD zOKc3Rn6Q`_-knp22+U;Z`nk4+;{grDGJ>!fRLor6I+#Sl_x?&{{&oTS7KF`KMOQ9YZHw&EE?b2M`&e zuHf)I?Y$Z!XpiI}iW2-$xxtr|X54{39(XpS-%}%U`d{P=CfBX|v{sK{f!M|~)DTom zT(<{v#q7ldhFS2aIMC41aZX#PgsxhSHq?0BBEA0XS(-*#z;!SKA{TIO;GpQwB_CX= z5#_<%Z|QGrOCR{v98+_R+vJIRRr%ud70AY)#q6)eI}&ZO*G7flV&OlTdO;Qxf6UJ) z_w7Di;jNdY0Yum^T&dwtdbUA2CH`d}ey_TLb0HlqrUG+i8>Ws3Gc2J4K>X`*mL-Qw81&W5^q2sSRNc>NMK9Tx- zYKr3(^^y892K_nl%Y7bGXh9T%9Y`t|Gk_6x`)fT$MZ72mF4T$@^4Y)K9kedFXpThi8AgbD-dZ2E<0SR7U(RDT9= ztBNvWkP4cWgF$`n#~Eg?u~qVaTt-Ee%6;Q1@6(aID-{l$qct7Z=vB_Ua<_J$c5g+Y zyMTis2KLlqq`=o|yrQ?<-URK#%X`9;)pcF9|3>Io8Ft3-u8x-CzuTz2NKlOB>&;M0-|uit1;U7V%GK-Ophr3+J zXrmZ!6U39;mz(uid3y#|s;mfX-PrD05wq#Gj+NU-^IKCvMr6_wayN)lFdS7c*bu(E zRaITR)n&qH81^IWKg7R8qZT|uQ_<5~;o(RTYU=(;vn7?Xt!8u)iw#v^S3-qfiF$2{ ztL3CG8lz4pA8G;H7!&7~(-Rja+%{67I3c`QhatQ_Z1ln3e^f6fAX`|3GH6X3pTl~| zq@#jrw0I&~su*HO(&vTFBwM4xGzMnuoN8hQMQ^c-4_bxawYW!p6rB&F4R(f&76k4p zE8E9!46)Mw3YYhf{rZ(i_}uo)jhJ zZO=-DT%+ckT<+^Th$Qh0UZ(`oAs=w=Sh(CYDP$q#zLwz9tQ&e4myjVYws?EDLMlbm ze%UM|N3W90^VIq0i%jXWCi?-_8_G>To!+Ix)q+Hw_wgTU)3u#2s5#AZ~An?jXg+QR9Z zT3XannYq6a6NFWZ> z2tI!{AP=w}yABj49=_!$kmdnpxDf9&oK~Yon(vZfyB$FI+UbO&EpqTULv?>3QduS> zYF_M;(M0gE-fvp}2{|aZ=rY<4F3UVRT7!D@elN7|3S|A)?y(@_?&~%+{fb7+R5~@@ z(Wv|RVqy61zXi}4x$tm<31M!zLXVT^lOa8)H2Nn5dZZVl)`-7m7oPU3O3#UYXG7VB zb|wTuwr+h_JVTHB=KJNNt5a*1X>opdylN_ZiInbw`|G^*3kQ?;1W19?^!gMa-~&NY zPgPBEbOrMJsw3ptpW@CUwTp9bb(ZsYzHZd=t3C6&u#|rD;|CJJTtFcz!j$NHa#qJ9 zI=M2<>nXSUsw>G-v2SAHN3I8jo9L80PFJ!y72q*@RpOy<>kBMyKqc_$%s0}N8w-pP zUl|_!MV|e9(P>-db4~o)gZ+WUtLB4I_U7SVlB94oYsOYXfV@Q!f+ojjPW`tHn{V{H zP$2(A{^9tvr&t|?_UwHH4>4YP9hui8SIw6U$l zN|0047u0iuY-TXijD+PKA#s&StKfb@LV}Wul`ln@eAs6LZA}^Jh6E8n zsLshQCbb7I`*|`*^ZqxBtC12qABO%~ix?QCg~P2`$4FYXf839@uU@-0!!&ha0J|{P z@-J^<{YTpeo3q+2R>i*Y=Ki2YD+_Ld`)vjVjv*k=x`mSs=uDuH_wF5csuz5x!J(myG&J8Ir~k8k*GgDKzv0wlp!GGr6gQ_ia7O?5cG_`VX?whD=GGW&tW`dtEHB^K(dpzJu%i7R6HNCT zPHCyp5?Zu$;L5oV%m;=0Z%?;B#Ld~HW#Szus?sh&u6{TMB7xOTH0D$Ij_u%Nu&{q@ z>4fXU%FhtPR7xyHR&$MCzXmqz8WdX9Ht&4WZ30wuBfc{DqIta$I|KEv08vFYDjUzU zJ86nOPyr;o59v#VBX2T~<>;Fg{4_I{gY|`7Lu%^7IYN89q=0~jZT4l+JZ85Iq^)S_ z=rY8b~Dvr-yCE9x$DqRNW;~~BhpU( zElU;i8onPEHP0HsRgSYHp|@OTKiVUB>G-pCpt2BP9uN}3z{B$usNZKb?ngVKIlwie zA}8>F#M+i5Gd2R61+THkE1kOcR%*}oDFBXHOxDD&h=NG*h z_ykBo^hAh{FQVG*pulck&Z=UW!DR4(T?jyyg{V)*?6?8)vh$eD>jGz+fcQF5Hb+_5P5)e`HO0A9iu2QepIFFp1Qa9K@FO-g#Y$)voT+>h67 z;YAiBTrEcYR$~F66aXIi!-o&INJ#uAYh!T{-3cD`pJy$2-~2Y%o@d`n^>|`DEk%;U?~Lt zeUH(ZUs3!T=2#$kEU-Ff21iwZH-b=T_PeXuZEMDs!3k(16t`Lf{p2-lRdJ zlMb4?IN!Lysd^lSi@mv5J~i|(PBs&c`oyCT+8`c zPeCd+pSU<8xELtiLcp;R0DErTy&LbrE+iBK0P|UcpF(&~^N-@v4 zr6tpAH%K1?GQ;!70IfryR=O@aGc)rIN`YITZvi;aTx8a7_Z!GIr9VYxKn|w+#>$@A1VkawDc$8E5EmR%nMEv zO#YSD!Z6b#(XPT?ehrvdS3)Wpw^47!TXU#Qd^6gA)e*ruGQD7N@7_Iy1mS2P@Cjgw zy1JCg!dsI2LyQVhkNeXUQP8Q;@21gGPtxgbzw$e5(Yrzp-=Fy6G&MB=e@mV3y7z|4 z^Ke>tsMdMw74ZJ;^6b@L&vw}702nRiRIbmQY}BSJCyI_aO?sRj&W4tY@^N#2ft@HY z?WNsc9cjd6uY#JdFmQi?XtK)6>9F`HyQB6ze9x*=!tuKGbHgO3$-Ei}m9pRi%?M*H zMc1DQG=$GdGcT}WgRIy!n5D5zEw^^%@o zK3vZ7j%3%ja&dOngdkV~&xYMH7CBx@7ECDBDYa6s^*pmXjeGiqL2tJhU0qXCGsF!F z4PSU2mQ*?lSRV564WehQjg}@J2tol5G5&T)4<0=Tu8*beQ%Fe7Qg=y~{Y6OJ8Yo6~ zsx=o-?rjlG>>VhK;*DuamTZnWDE8UE&zMlF9e>sGu`l?*pGo1Xy7iIZ!|q=d3;fYa zA`1Q|k!+u%u6M>jKI&at3m$_gp{GYB{L2>rywk(^M!NQ$yjQPY?fLoQA(ivg71S3Y zA!#s?-&tDRligl0Dr2v88-eRLZXm5Bpn4TLe<{kJMJBUiF@z0^S1IC&-YF!)exb~;F#8PJ+ zls@Rzxi*|fc>Mem&U77-?2BPCR9Ctv>$qXr?LEb5mF&0ggQkS|y4TK4@rwzijJLce z8&!#44)&A!_juViKFqu_otIncZ9H|=Ddrlj_V8HCksFg*?pw&ZU+L-iav(=97IlWL z#)UxkBMoI9v_b;`C}VZT@)yE~;9TsV7Jp^Y;%X^woTlOCCgf`4{M+*IScO53+0>_Ps&Inc=O*neoZ-@kE(-RfsKa3Q1);~m} zmv4x7YUoM&TC=B4{^sjKILk|mnCL{&n|B|@U>u)Yp3$n(P~r)gKW<3%_4B)Z_ikst zQH%3-8)M-{DVXB7hZ@^^L;BnXb?9u)W7>b1(%qHn!n#p5e#=Sg}{v zEIGfG0(^(coMHV;CaPR~$*s1lzYE;I{{cSu5+42}Tf11Z_{|-texm%=mwncg*98X=5edyyA5!wRqf zXaSgA$Z8k`$28)2cR3|3ZJ{DcKt7n9S5{8$6)*_kQp8eHQs$NyC%i7s4i67|a`naF zZ2f`|>pT}G<2>~qs~|lE_PB9-zC)|VT~O?7mk_+ zd`qx$^0k_dcj`KI#k$dx`vRxSmpHJZBFnc3$ci@Gi=HG2Vgu0oJ#0C zSA2SQmJJyDp|J329Of^b5{rEB_(C0{qoWl)IwA(uJ6(^|D;?KZpdg;$6!@K)Nv@%3qXik1DP77 zsJ!|i9Ua|J;zkzcuMjVN-2{3Dh6UHjX`89FwKcm=ZcsFW?2zu>z4xecv|fm=g0!Dj zJvkY+zPl~r0%7po%pcgg=a~rWV5>POZ7!#GE`pjU<>{LwdQ3)M-fzRhn%+J>_LO&N z!{?uP$v`&!XwuxOJ(At4Uhmn9O!ZW+i}RqnkBITlG*q|$ZW=-fvcGD3(&yflvNgW` zvh9#Z$Uo%Fw<0jRMX+*f-ax^%%ORyFDw@R!C)N|rvp0d&aao8qiF;O9hI?6>V(JX1PYa`uT9CrHRwseK{9Aw#bf#f+ z(`%)jd*-?IYRV(p;Q_Mm+nvgyxlQm085E}Aer+{QAPDWrGnAO{IM5r+(vpDiNh;=9 z)et>3oNvj`mq`szCWXLGk360SBlo( zlc9c}o{lZxaXbvDT(-XB;71hr%x$2T;_WZ04<_iCS}9W<=UNFKJpae$Xy9pYAf`GBsLfQ$?ki}G0l!Os^sEUN;k zd8JN8afU=WBLg8z!*v@_DDo^bm#<&x>?HH)vwM&1n&S8<2{Go|>$m3t*n*0Zc1HII zhad1l8r-q!WW5q7wMUr@%x^r;M-)UlV~mM$F}^YxE{HcYAln+qQ<)w7@g*u9^UO(} zXPF*LFW<5yV8+|NVV zy62V)Le{~JK+-&T@F@+dFHWqTTp&D0f2gD@iD1amHg@FoI4>{1cKtdB9gl=xl+&~P zaeT3;jDHTD|53vNVda|_Fi2)0NC90S<_Lmxf?h7Fv^6E=J{*iX6plt6KI%%_S!t{4 zJ@x(dad}zU>$bMGK(1X`s2hc$yyRIW`Wh7#Wj_%bSO~kPSLxWB@{|y5Ki&h4!nC4& zys4!T84U!I#cK2kh*FAqL|mghe$CvjIl3m~z;Uxbw{{{cANzV9$lrd@LzIArqr5Xb z{6^F*LQ+!DI^Td4;VYXSIY%-th@z%ryp&b(Z`>%#UVoTd)mM_Z_Gw#$wHQ*99nUPi z%0V(-Il}^$LX*Rq6QtNtOAu#$n!Ahh?z7>-mLi3v0r~o7UrCu*UOtdz`6LWwtK|`t z6Ais|V})Da6A}_SdFkN5171H_JzLxT?VwT*q&81bnND|11mHMC-McII@86%Y5rF)o z>To7-WHK^5yrJ$r24IL(Kw1j1d}}}6rlzOwY&PPnLFxf6zSX{4q-De-_u>&NF9@#4 z`7C6kxr{-h{R(37eR_IhuQRxT!`h#3ICmbXq$!a79m?$n!Iv#|E$2{5SA-Q4UH_|& zb2|5mS^Sb!u_w|9D)L%tF+A&P%)J$fO!Yj2_gXw-S0;V}Kv@)2T44P|z{tr&hfwmtmFqU^L z6V!p7hC`R8TW$yWE@UVzgv!EUXM3RJ>nSo*E3uyJ0)m26$bkuBa6hJb4ER8Lxvx`@ zw@zo5PQ2<%c?!{Vwkq^sb8`yy0l*SuG`D}T`Ox-nEyX!Md}<|aZE}d%28&(sRr`O; zzq0D^b=T5qL~fWdbJ)94d+ZWm;Zw~410q;c;=DD3&aA-J`5&u8a|NwVE9#*2J9igw z=^J~fN4{P=sUULp2$MO-te192?1gKESzL|Hy~9KBh^;OuDNzv*9cAUbg>#;wq}!n) z`=rau%W=Xk;eg=nSF%gP!@}xyV0r6?^u0PEC$YcD4r$!k^MxBx3_l`kSuuqKB&|={*e=xS>OF@_*8K#v)wP>QBqPOJJ@TH00p9j z-abG>O%LMs4>v}KwCCo4gkqFSDOQ)4VtdC@F(?<;zXXgsH1%f4XvFz7<1q06dWw(vz~}U$@qhUf^?~C zQHZ?Qyyb<4o^Nh0J2>I_)-byJjEoo@ubQsEbeX?{O3VTN98LREZ=VV2YSqYCz4X|7 z!Jrt^v^m{~!sXxz?gPH}r*aKw$E-R#fL|Ax_Ig9!Q**j44@ul`t(Vw5?}BGYkU}7c zu|JR2Wnv1vJ1}tAev%Z3;w*hh?mfsp>E|7vQgv&8&6}%2H_iq$O z46^-3x0$NDBJ}pJq^2e*v?OprT4eF3=%cvLH56%xM&-UK4wVMS2zLE02*TI#@l6^& zU<+@z(qXFm#{-E8NL(2#;L7IyKFBl4fIKk@6_JkRvn1uW(tUsD04NOtBBG`&t-^wh zfwIH`o>=wWr8*r+^BJM5vZfY3O7T`Cc%{YRx*Ki4 zZ58Jo98d_yxWKHR!EtpsOvDa@VN4-WH2(MR-?~GiuQMQ^0?h_X>gRQSv{*1njel3D z>7QrG!+Bo8=;6E8)>g_;GC{lh4>fY` z13zgwT9WU$rv0~~*Dp-iKNe^vJLvw>F0pv}{5cWY!I(XMsOT}14;KDH&B^*~$*9%C zo*B=xJq_sfDuV^pDz~FIG&Bq%<@7$7^tz~;goyq>4LRR=%YUNjQwwu*n;z^8A+>hV zDJDHWCr!E|?=WLGeami5A+9##bYQ?r>*Qrk5-EC?!_9=DgSR%?&@FV@tkO(PMU-10O&?#k0bl?7{=J_%#JQ^EnNS0%X9)2>? z*RIrssm>oRRX8Hef4}#+gGArRV&aBg2h3Pn2G*PF)g%#YyupKFhjqGv0j)>#=Hj-7 zr5dKaKQMuC>$J57!udI%Wt9~hW@t<*Gy!={Ojm%GRXL^~p0RoSt%aj#jzLn)K3XX@4ozG<25P&c@lPOdgFn&jzz-6@1_{Y6fu* zI{`#EI5y=M=O?(?*L3I^8pg_Rkzqe_N+_R9!M<_#%>tvH;97rwqxg>Y9o&2sW?8R` zo6v?aS{loTqwk4*vA;n`5GLHJQC1GEX4p(~R_=Ng4oUL16oHd9<3WAMSd#??G`VkF zExmre(Q3ZGSkJbwKnf~$ZtA!!BlU0JnVrjanYGlXdnRY&t@dTit9yLEl;l2{5rIf( z($j6hbG!nSPHUM~0aoin`idqS!sJib7j&h}!$HQ@TMO4wI+ebJ#W5$rMvjf&#?)lB=KCUSG5qool#MxK%L z!XvI=Ol3(VH&t7XA_j*~cS4u-$nRicj-@F!@oDMhvk#K0eo6-pWbu#SncaM4=~rF9 zNl%~UenpvekiQ)W3nNRS@;G+z(!clwe(Q`)Qe!N1tTI#6%twFlhPAAW0Ad%k7-C<) z-fH!S2_5m^=XV*40;Vwm9cjOj_1mbt-LT}X&r$l34}MJOn}OBrXBGr^Fvlxn=hazt z8Ws~{$IocjTl@R_&8%P3UZmR0f)+iNAjYhJYO0?5V6+74P$1zL9F)!9T~4>@7D4zG zNMJ!Jib?MeR8J+xd>RzR3s^KuyRuTXDt_}|qHiAXub4tMWuB8?ESW#)PyM9U6QQz^ zQ;94tEkzY|%kX_;y=``xK(qlJIBSnk{TV@h(24ejoG~icR>D7qax9k`8D;1y{Sk8B zUN3d_Z^rfflTnWgZSFy$+>v3S1(ayv%G31RHmwO~j0E>ScTsnNs=bK8&_GmWTG10| zX(han01&Z=+1Ea!+fm;B@5YRIP2!-txa_qSIW0l&w`SkEhh5gD=LR63dd%&_cAq}l zO;i+>-nv4Ws#>Q_kOfyd*t_jZ=U!%R45;&HyOM3}?`349;W~ldZp3ck93+~L`*Rbu zSXjaXgKls?I+}3%Z|xavSE|hyXolo_C}z^h73f=^b-dc!_#vi8CAhB@GhWE}&wEx~ z)4>5`oLNC0$i@>J6eIf6rwhB0Ou(X;8H;28Hfl_!~9m zF`5YMn{XP&D}5p(^#-02?4x97)g#XrH}D^7#7IX$`{Us!#D(q^uET!FNbY>k(F zfzj{Os)az`U2Kl3N6K!gyEiCaoO8Uo%422WL_fpexW+}t2PZW-R6W=4I}IvD51S#h z0&Q~px57#sTS87w1j+B-)&*Qa=sV|JD=jTlw{K$6xVg3!x*}j1Y3{mv8EgG6}y?BaYzy5a3r^=@Gd1otDI4M zirLN3KMj45vTQ84%|Y)?5;%v9S^!O^rT>KHq>>r?u3%XzV?<1EOom$L9))$?Z0M-Y z7tnXZHLY5G{f0d>&KDlsa)e~ie2wCU0_ObTo7%p{e6N(@44mqBEeq6sui zk=o(gP zoTdzqRFa^&I@1t}g@aJQm2C1r4WPitADgfC0&nkcv;iTd1?ustpW*St!v&a6B>s0_ z9UMth9DY@nEG;8qd`O#Fwd?*ABM99#FrDp4@2v3O#zTFVM1JtHX_mnowC@2BlV7s`tMhDgdQW*NNf5zJ`CT z!#hdBaNmL{Ni7~aFfri@2)wh+_5VCuIL=51)kd9!SHG0xr<-Rw>SF-UzbL~tF1VgL zgRqJc&us?dX`KL8#48>*w zY(g=>mGT56_QyQCD_9^qSxzT|(g7OkloM1EeGH2QZe_jp0@@uDm3(pTtg^}I%D#b~ z=~8Sy;C-?uarhv(>x5nB2NF2lezB{_a&-SksG__)9T4O#{$=UV{RVxkdb7~|=7}TX z_6K!>hCAoeQ;AtL>q;y~13rFi>z{3GY$W5iiu;mzyYj9WUc6AW=QHCDh#5dsT-rxY z9q9O=*}MtFknJF|17%2C|3MHLw;vSVS3`l`7A%)zw%FQAyRs0$3Yw^8ic|yepjse@ z(Q+iQ6_t-zojuela){(Z>KZ48Dy_9i(`t8K1AG}rSi&8@hTnF+@YKgTs1wyvu&K>ca+ zUaq*tT%Wm>BwEc$S60TyKyEb^3O;Bm0|W>HQAMjC$;oSM;yAs{!H7zySF}9l*8u&T zpa1(91v>tj0x*$LYySGQx8~e;F6U1IjiYR4sIII#N(nrRBko(6hsT$DK!l0IKVv6) zSQp3R{`c#VecNqlT0|LZ%0DV)1d+E1u7H}GZ4w%C6P`gUJjzK)eFSw|(2%~rVIvZ# z_^9;>p?2AS&E5icI$v2c+eN9=! z*!(FNUK1RAOD?XddMr5eHUb8JpI^r5{mHa6&Wl&HW42gX`qo`JS`|cpN=q;8juC9wG=$0*?=B6) zwf1j5^BvO>I+w;e77RY*Q=@+pxR+ww2kJZ?$uT_t8mkPfjKhCZvnu5UX799e6HsnF zpc49a(*KlpUyYUU|1NzKB>ry(FVBXpi4cZ*+=4&#)S!-HUWOVLpQUOZG-xk^Ur#?= zpfDXLKR?FJshwC2srdWg-xvbIX&haLqUcXTjyIk>F&G!Rj$$<7oUwsVdhD@<2_5iH zpW2LCA~c>KZC}px7wiC0lvLn%cvXNRub1b!;8$j&OFuRS4(@%FAmMr?eqVo*lQpz= zx3pYtr+{i%SjYZCEQjeWXgm3QZ}a>_r62`09a&rG9gaj6OnuWZn3J_XJDj~mW>(=I z2nH(Uf7nK!53Mfb=Lcf;XMOUpyHhs9I+0NPhN^@Pg5d@=w1A;8C<<}Af}OqM_oZly z+;t%3K!aw_WS;)CdLR7DbJj|R!yj&9W@fWd4ZU4JoTDq{{(GFlzrdZI+HvhJU3vCw zYV9USc=akSU4Lsik=5Lf+qb{ln+#WtP_`e8nDnFtU+%yhyby$K30j~fu!c)Ii=G{B z%R?9GrSS-g`BDhxie2#B4Li4U}q&4nh_z|U%o;D zvT2fZ8@k2AEg3?K^Hah%1Kzym-(BBc-mZeAr(~@_9{jOZO;;=Ch53;O3dg@`&!&YQ&;tg(5@Ga1XFnWwgJpPrT zT$97iX?I`?B&DRnK#vGT*r!TLC6zppC%Man-um#TIIX`FUaep|b=i6uP<0Hd z6-Y}AK*KZ^)8d2@t%Gz!R#x`AE~jaf!_uuHOWc!vaRVAjDPY(x4Jlj^T?8o zSSxS#S`b)YUeP4VCchSz4EL^pA~Kj=KGIKF%(uky5^tt}9N+dHD5V{7 zE|t=ozesM~esyWVQqb}f81Nrn{s5*bGu@1Nx*rQ|hPBi=741BASvo_P{s7g%8oM@b z?%lajD`CR{81tM6Y+F8=@RMbc5mu3fnKv|$0NO+)4XyLf%JSPHSZ|U4pH|L19O|`= zfTmR`Mi{@2gz<-~J;)buY#S8~KI=-#yIwMt(*P52_s<<6xIJfsLJ z%x318OI(wl3aYp>A@)L|@w06Ou6V-6K%|WlXgcRPqlQP9P9qGKBYLh390Je z2pPZ4|M};RwyzbchhI$dv`48)a-L9K2fGT#@wn5($ie^o#2@eeiy>>(mc&F{2(+z@ zn!W5pk!VF0;+NP0zo-eJVUuvb!1nj{`f$_Wj`0e?v#j#LXBGA}FMoBiegc{@L!xR@ zetZ<&h?Tv&ug`I$n_1-MCj>tpWqVt}G!`?SSJ-^{x2i9sNsreyyPGTeq+tqb0>fD( zc~}UNuIw+F&I-?Z8U(vN%f5)IN2+1jR88LUxcm{3{aF`SRHeyTPD=nW2)-p$o40)7 z28T;khE(SlYv%<8T`nZpFs2^IfR^7%!);C91T;{;7^KC^7-+<2xG zlfe+I@mGE;IngB`5qf!T{gfqEFK6_Ae)NRwqim{Q)EE%&L38?7JD1U}%ysUH^mbL0 zeMU>$FEwSNc0lj`Uv1_m<#b76)8(~Uc65N#D36^fGBvkf1lM&x9u<4JFwqzt!mywc z6meAv!9Ru&zjBbbeA(ol{P#E({JoBoWh9yTN4?N;p>i+JZ0kas@7*67KP9AW&&i^S zkR@%8c(>-RG!=cPC8U`ltopBIoX*x& z`*^lo^*JX+=3khnVpTEkzBya4Gk;wq9_ZqhpdYgn`i;7}I>)hS=1C4~J-0H$UQ)0x zV>YHc-6Q)lV3YH(W2Pfdb9<1?YvNV`^vACL;W8Lmw0wAWao8hPKW35og4BWq@IOo1 z8)KY?zo{ekaW-xgNoTg6DiOW0ULet=9ALnl1NqYDw~qz_BLPvJJMR6?DA&UjKIVEL z!MA*}$@5*Ybg3bDcrWj?T|bn3uJ_P+t`Schw;tK?LV29Ji~tss8EG!=2V8eDGYTVC6hHK~Pcc7ODqNZ?y8+g%>g zJw2PdyS?9dYiJZ$4=`kRp(E$>)2o!co+j-re6rTB9Hlgtb*fDdEVAUUMBYvs(@EC{qH2F^BAA zQ-vTI+HD7sOJ>Lo( z7#e)kE?P@9NHW8R>G+U#^MCm36{i$c;FL(TgOU<|X$RK%>(Z*f9}H!ms!Kl)Lc|Ds zHq6*?Le0wgRg?1XMNks1V;QcU`-m$CG|Tpy6zLqd zkB@U6X+kb8f?Ue#dD__}A7Aw@%`%R~Vs!;W6elkXTk9H-Q^SWxb;4uIG}-~UAR*$q5-!GsrO3HmCs_MTNPh>g zWxPqd#@y_NR%!$0u7i`U1T`@$Crony8=AoWpyG%UGK>fAmVe!$KGLNWx#84Kz*ne} z?>IHTgsj=n^H8W79P_$dzIV(wjY$fvRG>Qw(kAhe?9jAyR_;rwW{PVsE z5`1r8Uq()}W;I~cu1fGHIw+hI_a;k#sy&PlvteJG#qHa-NtA()kT_ALGw~z{Ls#@z z?(ooP$7TU6l!0*`U^yV>~9Bw`}?z!8d}AK6ciLr)TYiP;6FjR!927yxN)?>GvIdF0v+`+#*}1{{fTxs4?L6?pso#jO;{o_)IyN& z=DG9?tp6)3;=Do=;(Q`KKjulU+xi{r7gQXd#$mNaN@E-jEZ*g=@K$q}0!^DfJtJ|o z)AF*1^e;Sr{QY|S+SFxKYF$t0$s^_x7{XZwPxktN$$|m&OCSLPD1-c!QKR1gVUV-SB?;G=KEthyu1?USkonKU=@GdoGeeO-@4t>i zs-ExOR8|HfHrHFk^sDukE1dxpaOch<{b=g53zLP>wq#p;Mf@zIO&Og*{0H%?@kSA6 z&y1+-Lr=yeFl~hFLZ@ke>6$e3hHJW-a39j=;Dh0rWarryf?$n6h^)rEWsU_|y0?bcoO;q=3r)Wiap0g+ zy-*{PU@}15eQ1wOLHmxGTcdkI7S=G5j2NPQCWLz{cTdj)0FyHW;GnLbHRM1EtL}!J zTFiu=we>FpfT#D9*XiZu^#I?wzfyhVK{yW8e7+-ELBvnCVM9|gf)Au->Th~{&nBYlN^kg6t3rVe#c5OVJz+*b9TV5W<&i3D zO7aNw$2{Te2Dk=Trk$IVtkD)_=OwcGt=-*vR#sL)q6it_@n6nV<(vx+7FDsYIm%%< zk%li{E~p2)y7a~HKU=(VWdOLVkg%{xTR{9xoHAn(Ceu^7y;#z660Vd5#%n4NYGXkU zPwYjP1JEzCN5?4u=Sc3)cHvK0hY9|pCgm!=1+Vfj5HS6*QHYPk0#WQK=>4||1`8WK zI^_U^y#78qBBgkA+BhKalM9QAE~4S@D!gT9!M_Y39sQ5Qgj-<3el`V39-^Pe100p@LbdeFN&(C18(qYUs%W>z&@YNbIG01>biN-5X z4A2oA`i6#%A*jxnryRgeFtF_9(_}=}mX$gwJo!l5v7lp&x>Zm+Ny zg+Uw|{Zi5D)76kO6kT=G28<-uj}p8wp{(cogUxHDUqiJ@GN{+baMMG&78VwR1E|4w z@7!5Bxf2~Uvte=~4v)PxNWQ*4mO%lmxo9$8bw&XQFpvha{P6HiJl-?h@f0G{Vk4WP zxR3ydm^(W7p3tBOd2^(sZa34wK5sQLnr&b6;4W%2u&|NHmv}5`c=tU=ve<2FyByBO zZ`d0?5}!cIlI=KJ&^Dg!(g9+L=A~8uUa0I#%?pGmP7_W|mJHE!L%8ZktJoZI@nT%; zy~3xIV|OGT%G)>&(Bo#b?Ss@mbPu;|UI_jqMbLw8+?a*;+FqS3X?nkYR%^l7ey71yqrPyGEhmo>Ll^ZW0f$RV}0-)FWY1y(phkm njif58eTz6r|NjiFKaI(UD&IalG|2?^;^TC+^|ewptuFirp#DW# literal 0 HcmV?d00001 diff --git a/cs2109s/labs/ps4/imgs/feature_scaling.png b/cs2109s/labs/ps4/imgs/feature_scaling.png new file mode 100644 index 0000000000000000000000000000000000000000..2145dfc0c88b84e71be97c31b6544b6691429497 GIT binary patch literal 6927 zcmbVxWl&sEvn|10f);wZf#3vZfItGlg1fr}9V`%F1{+|21P1q@ z!QXuE)_e8tzgzFe*>$?Q_O7$5PxtDzI$mE_od}-}9}NwS=(UE50UFvf57fIOE;edK zYwR~dtQc&AQ_!qlK`t`NUrC*?t zPT;)s>QiWURhJnjMZX{+;Kd>c)Y@f9rY}hm|<`vnLaH&9V2lVJx`Z&wyLTMT5B#LbG_nwdVbC~Ssv7TxnM3C zdM|kq)RV+^t}ly3B8B{R^({g!=Wz)L(p?CViO^T|mM7GMu#ZV@9uCGWDGbsvoxVGE zdo!f~K0YH*SaHbR)!6vBl7d1w9g==-VWG&dTvyU}JBjX`9tZ?>JU!kCd2gurovc|V zJJ9?tDJxU6!s)v|BjD!dF4=XaNmkqIAfgdeNVa`Z*wsZxFYcat)v}=LgOA+UfEKHh zw7AS}Z%hfsxABdGRh^vy4_Zo{(zsh_mk}Gc7kg~l9O>DJzyc}YY6W<~pMzfi#Zt68 zM6h?NzVDH{OecrKtlg7uIs_r;ItLKrL;^ZHJC!~}w!7)gi29(wyarYHE??&fUk^!hq;uNQMZeqYUhZePovlb+O`yom_%PioV4 zI!A(JczD>A5UFcmXebo+_;Km}qtIbO8|(Hy-6jZ1X>1XZFB?1#?GE&^_^|awZt1J4 ze^D2Zq4m~a^(QvnLYsHS5uzP=dr+TwSFUi7z*$@-+&h*f1lkPiu^B)YD+6C1z(H4s zOBz~Qh9DX8plAVJ-i!wsJ=sf&g&NbSk`i`WxtmRLnWy`6SKSd{Mf{iC!IxTJHKglI z8quvoZ(iPBpO7>!C8cxfjc*NiIO`R$jh`G?BoJxj;t7nIUoj2P#LOz=sAJ~dc`!PtyuH2noWPQb7 z;$~;Z3|#wAen`(I4Q7-z^K=WbXI}&_&b7ycy=Sg|Tl;yUH{@;{$Tdf%sKbweL!9wf z=h+AU&C6ETdCg?oYyv3~+@S1ps$B@d6Yh>r>U86QP%Mx!kg;<&^NO(8Mf z0a$bY-^abuOndcIS%Cb}_cNEi!rzGFOeqDf7NyQ(HnI8%x(b7YR+Lp z=(vg&VrpSzVV2g}nw&$sLO_7e1+gXs0J}SybBue{AA%R}?VPWgjtWXV_^fy`19+<- zpAJ<5+UuHoY=UJ*5`m2KQ=rTJ`8hg%WhJFZI)o1kz4H|_LUORiw0Y=s9ipnOopf&r zue00||AdO7SSBfQG^PG```0>;SubH>;kjIYlO6cgQoGmhTS-m0hK`P`fTc9{C;x+m z%2y62v4n^=4@1yYX`$aT$uK7e$HGoyW_#nMUrb~qdZ)lL=TaWH&?5yEk4Yn(tyU-M zqo*SO-s55=KJe&nl3Oxjcyu*0LZOH7*tz?TQ!NX|VPS#te1IdG@WwPBD^H;VZ zy~1_sooQOqqaz~;_xB&g+H6;Nm#O@3=)ay9TSQ|>2b?WV#kHv^Q*#wsR`>~-B~szx z#}k&qPHGF^KgTmqD^4`vVY3`tNPX|>LR45P&9h9QA=Bb#W+02}w7*BVoD2!Dwx>6T zEkrN2X=BD`Tt00jP14`~rcZ#os|+lIF^|l(nkn^l<~+P!EI;P9@+1b#u0JdCs7}JR zmF!V=f82{6`&DazT=`@gHx9C!eEOOY_&Y?M{nt0P?Oz{^dCl6C52Y;%w_Rk8Nj;wP zPAWHXW@OYc%)aHNQ|b5hAZZR6%b_STD^i`*TT4 z&}etbxcO#&V?!C96SLYKI01Vxj;vl?4-*|!A;auE-p%s#c$3g`W4Dsb%5mnvZoUGX zj)BI&YArg?A_WAFmYUW1DI&}mY=2;@$k?zV2nM)P_z#1h;&~b6Aqv<4%=KSm} zMP?2uEnUg>I~-1Ld$_Pn$h7r?6B~EH}T>sBmr$)OjrhAdK5&7@`u*)^w=I$pa z2BL7bnkp)A+gE%NR}0=p3r|nwNpH>21vP`E%4^Qu?B-rT5mr|nb3x)U>P#VT@P&HD zR3y;%bDQCfnqK*2?5W8Ev+lak$y2)q-4p+h+1DCpWEsv!>00_IZLzs-|utEYhz?MB5FD2Vkr zDOdrL1skbbyyq91D_z(`cPG1OMI09=PvS+}@~0HmIPk9i{Y7rcx$wtY^#r~4ZslA9 zZ~PPwLncdXejZnKDCwH{ys!J?dM(&zj{)j?T5oc9&(_gB@30$sG?{hQr)2*Xn|USg z(W>}W!qG(e#?)0Ftn*0lM+Ya?-d`B50V8(y#)p2QBECP=q)8psC;f5K#}ESYlhHhk zVlu{}xPV$|RcUmg%!g-ejG?3u>=>lGnXsJIJ>J`}Rt(hvjCaVR>-9ARf=z0%S?v`u zlUyzxg8)qp)A~u*0sr2&&zzl}t6jcluwI!jsH$h$<+m3}B7d*H?2JO0nR5?-YRLDku_^aXCs3_(vJG8|#|{A+oys31z{ zWT2LUg<>=H4H)Q;v&`MP#jkH-#1JXVh*MXPC60n6cKZf4mNdLeb=aYzqN%@VP7VGh zW_tCLQKHkIGhjJg{;*_++-zk|IDi=IT~=BbG8F0|!4RxH zZCT4_@e)1$8iv@Z6=~`9M;H?ah{N z&18@CD%eeyE}R>%NV_;dr3jub%H@B)#LMpyb`fY_+;Gk5PMDUv`xWSzToZW64Sf3s z%&pqM$GGKS&O&k0RYdru%&as?$5`Vxg~yY=%4mxsygI1xjtB$R3}K}BZW6!MJvHcj zM!3YGmny@)0hT^);9=b4GYu4kQAddabfTi8)>?|MEP|n&GolqDlZ+R^k&NxNpW=oR z*S7trP_>wM?yK9~HdCv*n^o^Zh9YA{o1Du`i7#f#nPGQ>xKmQIxEFp)6Kpb8>P7AE z@DeHg8@k&*S&|f=(jz2`>V*!hjpJWXQkMu#9xK>p_+FIaP4-;$_Rb~TI`gPx^V3ZA zwwd~Ktgh4Jo@=W;RhLw>8K_j`%&wU0xYl<-(MO_W3T6@@IoG~+@o#8jP0#CFD8>f_ zJDR9b$=6uS9F=Q>WlwtZX)W884(~I6PmiZLve%=fQYI4A`o8G%#yP@pDfwa93#hX2 z_y2rpg?oH_yieY^;u9HGlUS>V;mz(-z%UVv%r$vSvLWC($Ad2>_QQvY+?m$(f)bK$ zN{Qe9UdTOiGkn-CJ9|^@ZS&BbC3H+h*y}vaXM5aYh9}dcG3N4 z-SUMyU~h?9D56pFc6eG6=%Qjc9^mKKVzEsBT-{Eyxfk|Hothr6Oq@HSjVpiTmHGL0 zj@LM`c$da&3xI&X6cC3t#Qj@CV2#7X*ZJTd7xa*6L?|SeoA6_ikP3Mjp6YIhhwJo?gJQE7~;Vl&wdzHD!wf?-}7&8EEtx8i&_C z54(f={2c}>i7m`82J`K;cg$e;4qx=8kOFVR5{&K=R4VCC0GVfM?2rzEAnDIjuT^vB zv(8~th>_l#r3){WWh)3aFuUFA2MrUORj_B{VyIcNr>=XVb0yhVpVA}=IRN92b)CP( ztX^uIYpHKuV7lx$eq{R$exio~*KrB{s@uGy8DyKfWZmT2dhRDk$=I*=o84xkg!**y z*kX%iw|%sBEROl#9wDHbTS2uHt5xUk@^eTB?a|Q~m_d5Hly4z~yiHFdKeqfz+-#ji z)i28VfSI=yFtM7Vyys$ay_%wNQ%X|~evGy>U$A|8e31OuL^!WT;Kwf-DfpH7?v#U9 zFE@Ee^}F4kaphu<8)v}b$|tYhCrYe&4`^UN6DbpUbO9975@(171@wj$u#5I?EnT!Cz5#o<}l9Cz|Ou&?|Le> z$J>ZS6HxxAd3c#|%_Z<6l@nF&X_RwmWc#^hSGYODmUd2bcC zK%;U+da>ri1bE*Qu+HJ}J$s!+D>aV(;UnTH9jYySj_H7(Yn-9FOT3{PYpiXa2$nW4 z1h=@?t)e@kQ~kv+UP_}8wYhO1uNp8dljG`WiTiVU`Y?)z*=s!7)@#Ur7Rc?gWc z;9X8;V`D?+zUpXIK-g;qH$S~nI!D3Sb8y@j(8+TMDKokTRD}bfr*2nTvSLDVqfzdZPf?SVzb z-eLPevesb_Vrt2BFX80Rp9`XRcITSGH|aqB{14l-oxMSquCD|{8#lWR|6L%uQig<+ z+Rw)!vhN^b{!Bpyoe&ppGgdCHyhvHJz{bu6k$soatz%cQ-S z&`~VgmPW6D>I;@bg)oim_41slzTw-5@z0uBGAjL+0?P>|1X@J+&7o>R;{hcl_i=pY z;-CqV@5sc`iH7}V3j0kun>Ji(y~!XsF-p#cupO%VjJJ`qSV5Roe+eO?@h16F@UR|o=p!=Y->a>HLWyhbQJo0U4nEk zrK^88?BDbE&MFU>+RSA73LBtD?^(zZEP+puU~{~Pvnr6H5WS|?sTHIVMFD9sK`)rS z9?5b!`7?X;)1>cEm2e@JrN)fxomi|B6tBlCC;VE%V=!j&1hi7%2CMrq1InNK4~dE$ zrU}n2wqDoR7Ru!ZBJui|chNDv$X8&_8?_2n!uVA)kc(@@g8PwBkTVnJw=XyX>2{ve zL63G>RJt##s*);?co#peK*=hjrly%9A{22?ubb&u4C3+NS&#lQmLI-4JZbcQV*QmZK|*hErmxR` zM@xf}4~ef6+9*b3?3px%Z;eIB9!C5A)X%CF^?cpb)FjYQ``5{Z_$ml+J zK|1U53g3NVDS=`1?S_2w_8)20mT7KOE)yb?JB(W>2jp5Dsn-rNBl~K8P)o?d$d9vc z3M~AT;1PPrKM~gN_U);Jn|0aFo#}`}uJN%0=@Zx4s6f7IbXH-9bQf`kVMC~s96Eq4 zDRxH)M8i5kL|-jKqWn`MMiG~piGFSq#uDWgApOQdS;GW#dB{2@D~m=&U7bxzm=M;O zM;c~?qY^#DD%?d-hfk<%Qo!V=S=*_TW1F2W7`-30UVpBxpUPO6FO0iPXG!X3%Yu7G zpb#ELdXX?nYw}wK`VoBt8zx@Vwz##zI{So(waS5U* zBu|jbFe+ddAU7>P2in#t*aF*{JQaY7w65Cuf@Z~3BUPFdTlq>>j>HMv6Z&sW!w<=a zCG!j;$GNk4N@=m8aXzBfBN- z(f2bNYU$Qp@%zo4mTgqF9f;#JltN%d@q{~CNOj%(-%wnBGN#(E?3mr3w-oy9; zsy1Z^?<4!!BD!*(tU+KiuDHDL-TR*jF?VDXX$?vEunC4CrI@^*(v$gZp>mE5W@Vo< zV?tWUuHcoYo_e7*+PyORpK=i%hn9W=1hFj6m10UYf@MWj2P^qOt%P3YNbOIZbXDT@ zL_P}q-zAnG2~HlnN{1heFPi8fh&+~)`z^r%BH|K4gua#UAy_LP9o(({qqW=8VI_(~ z1e2%-{&y0nqRp5iiL$m7<_>u9DI`g`xF~U zWZKuS+bb(z9Vm5pt9HSjl|rl#iH3K8-tA@Z!)x1d`gN8Cf-!h#pk zTvSv9tuo@diFkHacXxTf=~Q-heqI}@J!ucGtT9H3f4n5f@A4(ZRejn^%L6pn4CI5F@ODc zyExNWA_@;8>Vl7cl#4$19+u8PB!N;_$5>j*1xonrXZ!p66ZaD>|MPEj(kv)Vi89FO vqDC|2HUplF|I@L||KBj@zwM$6f5PDs^em2kHE@d>VxhfO)m5oevWfg(upfr@ literal 0 HcmV?d00001 diff --git a/cs2109s/labs/ps4/imgs/grad_desc_algorithm.png b/cs2109s/labs/ps4/imgs/grad_desc_algorithm.png new file mode 100644 index 0000000000000000000000000000000000000000..11a9eb2fe2d064082214e47d12cc81cb5d65e2e5 GIT binary patch literal 119692 zcmd4&gL7@c7B!BZoY=N~V%xTD+jeqd+qP|U$H|Fp+jd^={oe20?+UGtsUA=1e z+TE+?>^a7mbBD{ziorr*LH+vm3syp0Sn<~{FwtMXK$;-He(tcuG!6fJ068g&3I3{? z!a4ovfS3u$2>kk09}E3q0Q%F1v=`TK`t=Jp^gkC+?BT7+uV3HA62bz??z$J7klHAR z-{3dXN9i?KC1_+NL=j>IzcEF@GM3@*KQhIRG{SW>EnLfz#Z1&ak~AeKGsHq#gTXDu zcYt#82m+wMprG(73vj0W(7@DFKwS;c(Vp&oyG4&Rp0Ye*(vP|BxuFPw5dYWWLEVMF za>M@D%I1vpgZ|eIqXq*e7XDu|X28H8B>G>A?C*p4-_sB^V8BHGufd~+^z?%N8!U_# z=#Tinu|y3RFi{Bq8y!ES|Nq0Eh9Zn#j+V`rAGP|wCMbLu>-PW6DFw%kp8wyEPsY0b z|J&F1pSdcNF~%V^K-E)V9mB*A(@=2nG%8Tsp9P!l+Eu&MlZimdD5MpqfV}v|A z@dGNLUNw#gnFvw10_X@IO}Y0H@JC}y_MejfXv<1W%bITSzbrvCY5DxB1YbAi6BT|9 zTOiSffEOBE6&Ds2A^31aN*I9GS2O>e6oZHHA}z&iXBNA3$<@C)2ILBBSx~mdUnXmG z*qOUO_kx=CIk10MX#B_Fo=8@^Eue@>qAfE$yffUPtweI##*N8tBNUL@Yfw?B=nIO7 zr~+}?iinOEke4R}!RrZD3U@i&Z?2-6$+glQ}SSiBDvs@V`{|y%CRiFrp_4dO3Mepf9rNX*6Zg`-QOKyn;T& z;jGx@G-CL=bw!n!pkj(bY5#W5Go$2^+Ayr8`Xd&25Au*?aYXq&eT3_!)b{(ECx3+E zxY}c{fy&^6UX9@Omjo)T!c%24I7g6^MSt_PvD9kO^AjZ?-fga~=AaaM$up82lB8D93?Gg5UN! zr;qi&YN+ZS-LZ3hZ?N8Y*RhtGulFuW>~3dEBkQFo=UP6G^)D;jZnIQSUz>{(-*B3b zkJ%R=ZWZAz;ysAbR7T$QNn>@&1nHj`{%%~cRfAWSuJ>)#plUWZi)Aj+=vNz0!y(4A zf{BhN^>xo&-zLl}gG|I4E5rm$m!rB@i(qcB4D^W~k|EW9CkmV}@QM5KYcavxYz52g zuNP!|hfJNYdNojjw(P>IsD-6+eKY7>g(?#%<_6UZWdP7Q6*WX; z53JDdt-tukwF3-oh6T%PFCULJbyKiurUaxfUNEPRh;U`wq)XOvIVnZb+4jn^5IU5GK& zor3q{&9WQ<(?lHzjaMxj!85<@jNxM`>~=vIE`~avm*O9(ouy2ej1R^N0^67HG1ZP|v#Y%h>7deyX*S?=3I-zO@mNAaG2y=L%ApMdxQ<>n>ml=P z^;Z>R21dJxQ5wCluNKvTC7+I)=pL%?en*on4szGY`HD^(@UYmfPZ8sBp;wKeF@)#+ z*zo8^Flenm!J8+!!t&mhOL~ln@DUnQs?=^|@f34k>x3mMRQFG~8$oKLxUbiq?ijRP z;LP*x-JT98iLQf^*Rsi?Yq*H`Po*z^TB$9mub_qP8+uH5WHuza{tUp`pl>-1LzxvH zd1*i&hf4+fP0}3U5_K1a3x8`2aFoJuOd|q~Wq>bQ5N){?h+-zD&h`-L`huO(-G8wl z_Ix_+=G1N_pqt<`_y7zL6TN#c&gfctl~pBuUS`C69nKI@*v= zsY*K6&6A+9cUgzTf=EokSzuDiky1ZR&0IMDY#xXCd=EwZ)wsgCo^~|zmKgXZ7K^sA z7S|_H+JOC%Y?}6|9%k$l8@!3iOOQZi;H^blStjM!l#M~|%GFrl)lN2-~a5~pEL7B@}0!OZj6NbFvj zgh8Nur7#J+q)TSm#|1Xt>Lr4E_x`hS2a1V1NM8#~#2cNSN(r?DFviM)teNEQ6ZxiD zNg^U|4z?K>7FuqQbV>ItV#V`nNXg2JxQgd|G@zIEoBrqYLo#?oa?R+_q2KVIy(^JH z4~%?Bq*7`I;|D^6mpY-jLj^fP4zcuE1r6?kN z_chMHz2syOlC#9S!z&@{+5OJwpRQkUCwTpkH!pJs=4C&3UN2dBjKcmr^I$69_f<)KJj#fHn$JE4=m-COQKapRvZ8Cp$m!DFv%iMuc)+p z+N?ukAXnu26CXBaN*TTiO1yY8>UN=UNm{tfk)|NQ{83Fjj|Hfu=v>kB7}}FrKa{PE z&&s8ug`yk?9hY(J9AL9O{;QJufcuBqo5d5eDE6@|=Z1xIAL>Ue0$j}m4khNR!1PMK zlv+_$rGb|31Iof(#aNK6b?yc}rwSK4oNTYgYckpCXKQs;#CwtjTIrOeq2eC?uV zC|vmwi!HjdJ7f>SNGnKY06UUzXH+0o4?Lg&;s5Z`%i#3lY`q+X-tHYWl=~FqQhtpx zTTli+0(rd;eEd6gH%_BG_=s*Auzd`07`>)@3C-%;jmF;r)ls8W0wUsp?E)bU{jGxi zJXEDuVx=vQ7z(T>J5)u3u7C)JT^Lb2kTiDSp0(Uo+;9=mScZfD};Y@CeDFl7s@{^&Kn^7b8}jUlxgmm)rMzz!8Ld z2SD4-Rt!W8js%LN-#Ud%su^?tE0rILKvEh8qXZk)+Jv!9K6b)Juw7PrF#tN2D|%5q(-ZEU*s z){&;FEX`yL&BhkuE8Q?mYDe%DRN&HmFX&hq_FO7L`@FTgfT!a2#;8&4&5^^K#IQsq z5+&xK^FcRyStg>421uu#`{NBaV?*jhVPO*~f3aNi2v$c*Ij8_v+!0dULMdUi5Pw9a zPB%2aSDZNHCyaN1cbCFJahrj9CoO^lHzH|cqW=NE9yOI|4Gs|{Pdv_Fk$GQ{E%PJG z?3=fu@BW&MaDZ5IjzBM)ZW6NaPw1eAv*Vy77f&4MpbCjTB`IA{4%2)BP5~#oHN<7a zO_3lfV0;$O9=R#%%9&1wZYwY}4ho}&1|}v;4qwmr>*rFx5^wRv1c=2BSzWi8mO|%i zeuIB;x~a(`riU-sf7F}P5FL;prb}WW!M*LJdJCCLRK4$*q>7r@tI60jdDOEtiQ$t~ ztboiBef5X%WRXabix9VUZGbO1GOh!8_geGOEfFFcq>~UaQbCTjdHi5>q6TW1sI&xe z{=N>r!x&@IwO$?wx&=Fk5g_2*ghzD)xW41s#;l<1$xw08(bz_Mo6g~?L}6nrc);zk z8+M+LUCN^sU4OZ)2JtB=`PEKD zp_dluSPpmiD_g7H;}|GNl$5Yp7+dsHR}BI0B$UrrE6QV@++fn`b4OVWC|FSQj6Hwb zYJZ2r2M_JL1+o(ufKa;ZR#n9qpMek%oeMMKgxqw@NkBB;7Cisu6^E=iJr6cjjYk(~ z(B$}Mw#WtABfE?!ajhZkUmC9?*%M=j9`jJ5`MD((xnmK5`95Km*XV82sJc2?c-Xic zCsN_`DSNBi5SLJvyq>Iz?U`>rdlqLMGPa*q04Q|IPOHvHeB3y6VmNiYp!k6cV~JOP z+Hx_vX;69W%R0a*6hGz3i?UToisX72{PJDj01}2Sm7SV74j}P zbjH)FMG%&D5mw=_NpmjS8*pGg(fdHg3HzJPWlyg;vKm{B9rEY|h@6@(NNhyrTw@WI zdAvq_j+m0pTt4We2Eij4+WAoN_}esz4YBQs4uHSvQx=Qf zwVX?I;2p*P`U<^~`-{(tr`$hVNUn|B*>@A0ZX{JGwnv` z+{X*QV^24HJ50!e48?9pi?*V~wC{jlXO&5G!iE>$SG8E~McW=cWYuxMiNUn2KE>lB z&J{`#9H~M2M`DPN1}I)TDT=GMv8P*G{=M18Ox3t=^@EKQ^=9I%aJj_wZE{DH1yOPuOR;%F9|&Qo|<&v_(gPw;FDy z(5y5#;@fh<4u8YqMIi#-`|=H7UnNZb5W`Gtb{Ht;E#VTg<`VC09J}YcYFsW#Z*1`a zKk>BWeZ%=tUoWfsb|I8QvSa%~sv+0x9s!&;WTF5pDxS98sUG_hFt09nU`Hv4E<2AT zAKy=aEgr9WCnJcRCq~_;7rrRZW_V8Q1iyJZVp?txfqpUj4`cQLp(i7?vV}Iu%ZV9u zoSCClv)#F|o4eZ9Do0|;C{M8&pFmX8nX>kAuUI&yB zIDDavjlm)0ahD~v*UPPwmTn5EtXYYPg5#wZN zoql^9uF_&BUpcAFF9xnf&3t7@y;8+6oM#oJy|q=(9rz&Q0*9$v=geRWsaj6qR0L%o zTV7}}LdZnN=Z;g-jeY*|2Z!ICnN57XS6pIvaXPuvR%36qNZK4Js7hBNM zStR3w`jZERBHk}D*r*e#IOdt!vmR~AsCzIM+%0lZ$uc%so^p zS2amGKE++SDw~&o<)}wi*V-#Q+^Ksg<}U&wo|DMn$VlW%nmr;?oz#oF4ANE0_{Vf; z_f6VYCxnD_@^p8KrqTArcGq@SjQN(hD8Qi;ujaD(1XOFO~2MnCd)MUNt*CHZ17O9yY`3Fke1DB$T1lM27Zm zO~B1PB~~f|n@0ZE#4G0m!|X8Pcjxq=9N=wYj-8!qm!$ZLM|D(nlRW+{frv?kJ6|4q zzDE~1nix8`&8sK14G>*{eV6=bx2ealDz%k*q;Sh9+HXn{-@WGHsim2!aO**u@MeY7 z)6?7S?AM}xb1g~Zo}{VNQQ(Y4*XEcs7EEypDBz^SB5e zNeVUu^bp|Y5-(;Wr$+u=L2=kWu(a4-gKQn^h58=FUd_$Kq;i#Zoc!vUtMA{~Nve|j z)9P(}W@CP4M4s5y3ppJqy@{6T^(prs&=ov6G2o^x8`6wKt1C97^D5`TI24!|DYEPx zEa;^W@#GZf+_jVzg@G~FMKQo8jclt4OOsS%xK~h3#LlR@F~(6R(Mh~V960nOlG6^( z_lnLTj)aoFN#O>NlWv*wj5%jS)HUz5`%#-(SZf)^b*zKlANWMn9Tf;s%N?b8iNCV8 zO8HA$=3aGnkyW)13&n=An-7#f&hkdL4LcfDmi9GZ!=7Ese{++3Wv#aAk92Gr?|Nx; z0+!VM<3V=$o?#h0AIzgo!t5tbLH^WqeoK8pf*{SnLi*^fSBhJpIu z4dXjz*)b^$7h!ELI1rn@kaugS>?qzNG~V|f#@9)qqEMbU4X46>b@yf_#TL4Sw|^eK z39qU|<=j`^Jn~V4KNJB+#_1T&p2&i3OTAfl)>jIv2Sdl8sQ5O);YgC|Y~17$Uby(m zJ{92X&=BGO=xw3~*$H!sdx71Ij^v7*>WN%n$G!w1oR-Vo93}@nZ5Lb`E347Sk-)T( z?;4rUB~8=s2VOmnd9h)%lz7C=YzA9)5S>*7J9|dFokOqD3u3PR;BZ z#@O;Wk3bKIyO*bw%hPABCfyL>y;`Gg@_O_)YN|V2?}PUps(8z#flvNnspB2B*JQhm zlTwqDP%Q^ty1Fn^#B03(0hs$YDdCcnHP*HD`b3O#AIS}hDtF_-$hc|_+#x1s=a8f1 z!%42=pzDX8ftv4QL!(ht4!MI=4?fY0teX0N&Mko)&do-|!D2n!6pR0Cg_?2-yS=GC z6308gm_9zTz`FgmionI7K_5bE5rD~G-@ zg#Pi$i1-hUX=z^4s}fPVO{H<$MP#2fMdFAL$7+UY*~vgQ3=_s*$L4e<>SXhP;Aw2l zTs~&5o#gjyo6SM_f4x?;PM;zPAF7-t6@w<<*To-%ZVl4fluw7wbEpJ|kxAn9cBdq- zD~j24PvH|oI!*FRmknb{Zu)}|mv-$by#;A?Q?sfmBR0uo*Vx|}1oyIG>KnZpJReB6kwkUB@hqs4c2KLzB42_kOBx67^+DvU;Jz z!2~8bvC_S;GCmi^9nWk-9&ts~Yle;0-xA0_tTPVrk{ImB)f3HOS!~#2mxF*nxy zB``I~MLu+A-~nDB`D`a5?v{s2O+iE zL|1;R-q3;3F3d<5_`tEytbLxhXR&ij0bCe(@GbppS_!ICVqL^Leml`*?qZ_Ib@k6F zDD>-HlJfD(A@oP0T3^k*LBrBb~+beOsgkP`Jl??O*439D4HFS_uw* zcihhWM{f$huh$-X)r#7_ZvhbWglXx_*m3>;z`k_uu1r2mGMj)bdL)AunVL9#nd0j)E5xH#& z8>!RM2);_rF6_@p_W_3?RQDM-xmzmxcCLm&az#y`%@Wb$CVIQ&R0z8b{6QNm_EK9s zlwChx$3{u-rX%VOMe~lWiulfWXpL7awk6Ff{jOHPtPC}Jue)P?Pi}5UUKnbXDwk7Y$i9tT_A|eIG3v|3hD} zOpj@@si35;qY#7pi?k%0yqM9ERM8saRI%=ANkwnfoA$SI2b0fHGwuM>d62kI@U1$- zJePPZ@T&AJ{hSues7-0oz}IK*5KCZ2khBAzqs>;bnK{`T9o+0bi7eogez)48Ah$b- zfS!m#9v{#$n<+v5Qc&aa`4S3Dxy7^pkSx z#6>Wk38!IDTsgFac=ZO=7XYb+MK$G? zULbs*diATKy^b5dK8CoArq$@M(l9|siA&CZnNnTfskOMszT&nXmX&#IV~qStC%T+6 zahOyyGAFZOIJ#*t$w+OY1#7z7Q1~!284iObWwoap^34fp{sEn44U=^DYB*#cbQ6uyumYFC=GygHEZ$)(Ar_-@?p`?sT#3GOn9o~b--ILpnkWmFGo_G$+rB4b>3Ykv7&J80Wt#Va!ixb z9~6D?Fw$22H6?j1S{Qb%t8FilD%iVzZuqzz**I*)GVW&e-SKi_^Oy``YuKSzrTboa zW6+B;Xxv+Q*GL(__yau^6>=&M?uakdvnFwlYMs=%#&KsB%VM~A~ zikj2~^+{y3?=y4I%^PzGKcpBb`FlQX#KAMl*G!b=eY&)3MnsCIpbxdb#+#-ndiPtn zQCY6fdBN(^FNopHqRr)33UZJQDqrT0#Td>v{ju(wG@*}Yod(Y~OCxai#O;2pMNy<_ z`cHJ%g0A~jTY*^4GMqUxGO*7SG@$iw_?<$!wU81%SMp+gdI-`o;BXU7YCBImwpTn= ztO!;@G%;rI@4puY!Q^afJ`{ki`|pU0B-x0!X@doDpMxaZifZio`>2l`(?7%m_`TNM zB&E#F{O4qf^D0$hdDe4C)1wqJ71dn!H-eT+9fGUB>0mO$%9XZ72atvEc; z7{)Li3z~k{yN95+V4rseSNFB@iS(Ilsl7C%!d8sKqZeE5qq*zqPSarl#j6$13A}R8 zfyCft9|{vzY2OOIj~sv`PeE2`H^8~*KJ%AquCX|%Fkd_|d~y20%|YVI4vX82({m{& zerIg^42ot6e4#PGd9mRR74I>&7Z7H>JEuzO#t^UEU5juhDTyGBvES`eORr;-^Ua{z z^)AD^F2dNTpp=;|;}UacjGZ=+;g-I9M@^@Mj$4qf`MqGhF)wvDyC^b;obPP4uPZd$ zz_JE!B`Cdhg!Ena0%&6$FwE7Ye5=@16nY($4i+;~5s=&hT{1Q3WqanR?848(IMK4Z zzvP3x;9+>6lm==Vk*f}s^XH}vHqG>mylhR3_|vDmB9m57IO2(6-SE%GtEm%H1WB#{ zY)Za@PZ|-Z9kN)zm*3uS=qwdh@}}2o0i;yT!_=vw~LI`{N^xL)`xvmR5ItaR4U;BrZ*J(`qAY8vIOEV@3kFd}Q> zVr>d?w2XHDGJ!)+ZzxR!2flPE{8S#NJi2ufIR#27VdFBp>jylmBzyV<@4M*%_I!}! z5l?v^mI#rg^tw1=|~^XA(!|18-{Vq63__hO$S@&}63D(Rad zi|&*P0AUm_D;(F(RK2noohLF~3*x<;lk61*vY#P$o+ii1=H#UW%}WCL3~hv^P~>rF&8XYn-D0v*YtMkb zW2_W{66HHuC}>AIq2<$x3hW zXT|2&F!(27Z=QC-pq2}Y1sz$6Qaz48p~{7k!HN`*###@PLhm%WmC<%rGYuy%itDe> zNFppZB+Z9m7B{9iZxf#GIy3DXL(!y~MGX2#4@om)hBm|9tEnPQQLxFJ;KqPMuE-1F z@g9fsP#wC~(YouKQr;314}F)_)U6b~?~5Z(%r;XK*Rc8}W3n!0N-txr)A)W{H9IQT z^}1&;0gcx|s$dH9hD3yjaU30*+-WW+zaa)~|kj8QG;5`J~ zLf1(iizf5Zbyue(F*f_yxyBQY$V#&_hk~N$sF+Ffe^`hz*@)?|evA!6Z0{rxFtI3c zoU1K-*Yd;>@0kbvcR5YRE?ey)SbSwgV~F;(NFjh=OnG?+csw3 z{B&koR-o}GWyoytS3^t$u*j2Db#A>oJsk!8B1Efaij8#T8ElUswdt7yH8}>#Rd6{J z7^~LD4ewQxJ>3g@rWPrI(mr>8TSvCr%s{>n!{!KLS9;3xYKj*V z8rHiFc}B-T2~BwGIAdG~^PzXcx@l3ZbjSrP$Kda*YItSVNoztOUdQJ4+$Aa@VUs&s zYG}zO@jsTFEC}tdkh+8V-bFHXHO~LJWW*FnPwKrZ`;W!Qz$bHFs|7ds!)ms}40mqV zj^yv;GO${`i|H@7?%xQme*?%fiSroS24<9>JScd0!M?}OLll*(Lq1YRMTy9IoPF3e zB$H#u?f;ASsbl^{^;xeQ;`t?W%^z|`I$@W7uSIk_j$57(Jeb!U<3d4Ux5Zwhdc9}L zLUPsJ?)ZhEGbSqKS-L3UDgRMu^;9`kibxFkmIV>q_uTr(u?P?)jV4ttk0qPtCM0jd z1>_*BN!9D&+(k)bYRAtOnqI5wiO^(51v&6&bbhDpe-9XjRn+q|j!^ ziZyiUDrj)9jwFhPol;iu+z8uscbTKQ=4?dRd9f`OX8*}wFRgP5KJtnGH&g8d zopg26%uPaUd>rGQ-EF>%#QG>%r&NTTCrZN{;7&e8#5voS6OrJ{nw})yU3m{Dlv#?6 z=2&Go_>&;e-csZahuh>Dg&eE5qaWSN&9@HUy8aCNL{D%q_*Rs@G=n$smy9r(W8@az$k$mZntcwgv6-n-?tfe} zH!NM%!SR>z10$a5Lq;-co-hV6QT!S&ouatkXXR0s-cnl#cyvOpGoFZbv==V81AGt? z-(HQ+7emCPX}qh*N~ZolI}8)^PjcG(zdOtaCK@G75~`o*COaZQ9)-Dty5yN!Utzvr zL%&tO?4u^gS{_&ZT8aW-O_!8mwlyea(f-T8(%(pfg@)sq_g5>7(^pfMPAU}v1y3!) zU@D`3t7OlmHaU~F#l6DQ15Xsazihi2GRI@BLR$`lT5_?Y&f=Nd6CNkbcN5oOInR{C z#tXE9&m@x8kutZE&7pMR(GRTV`gtJDL5Y6C3J8swUjH^Dm|}lee-gtYy%m4?(2ZI6 zlMFTj;y1RSkCmsHdl~TXb+mt|5bCu$VWUy=gL~aq*rIdJmr1re18V)1JVovRBFKwk{QH8y->pprb|M zif(o0a{R2EmJz2~@37jG+Q9AnM0P(?&~i>WS=2JcW=TR5c3_I*n0~o^IEKXLu^*5j zpe+)%O=xaPQAv(3bg5`kR#CQmGUkoGSni4=JgNfVM2=pjRVq&wd8KOQETxWJe=ySU z=!HtU)E)XDwIjY>dqP%cG2kw-X)n_&ZEkTKl>$AU_YP}%NDy^>zz?bXQ#>wa((zwO z>Fk;9H617o0nsi)GhDayX-Ems%sE$}EroB>eL+jJH&tH{xD%G+ek= zRq^C%iAfQkZNuHrW`VCYHly8%sA!5u^l!?Xz0qifaN^Afv6zQZ=gkNdsr262C#E^J zldR6kx4!Lio-unvHt=^=A)?KJ9m?O-s=sX|Rj<>hE%Az(fI91X8dh7O=2PN>ztLOJ zIFN47sU|!-=kQC>prB`Md}F3WJQfl{w7hZrZC1Mxzb*1_MF?5(b#$;>YmAfjsV>y3 zbGU;}k-@S@k#6Xa2DD-oZeYVCQJa0dhFi4}qMKp{j&lD_tA*-68n+ST z6L!}oi0OD{(deG$KEBWqQ_Hq@1VBS}9WNo?6{m?c#=VtG{tNv|eEo>&*IUy56O)JI zJRrZUzNWasJ9@#l<*+h+OscmgxYBy1?pu6xzWN!r_f6T#V+MvnzuArkY$0aP_C+YfZA>;X#( z!%3_CBdW&&xvh#|v|8_I8s6)H_BO4QLioPpb&Ir{253#TYyaEGCjwEG1%XT`HKV51 zzZT=%6GbKnW4G+Nd>yt#knH$&D`{6n0^PZ^8u=2yOt=lp5R;`-42KTbs1=%0&iFMh zgtkF!M|RN(Phke*q;x!UIJSkJ=26N>(S40?Fcvv62SHS$*a>ZzU_GnAPlp?zN>A%E zNh7kBCBENt23pc02Kq${Ab2^q0LOn4y@l|GiEkB}fho-^&h&mDjRdGfz8g`$oUok~ z3<6X6GULCO+NljzPTuMEB07f{J{jR&u9iADbKR)0P>nUL!r(_M(6*SDF}LdfbvDdKi1-J+#ou~l zGh;J~opyVVxq#0DUg?(GH*_$+(rdtAD)%^OCA0u2YVWHTg65{})#Q72xIdHe=r%+? zg@@KwH#kQPX!7=NK%zzW?WgxSRv~6`1xE+mMZ0DXS*BrgqB8_x@fSW!pyEw$aRS;BV%wfZQ_J;Tg8mOi74sIqjv~y+txRWu-Frlz6TeTEKcqh=j zD~*coYIc&`Znz|lJoWd_;TN-BX1}Pvcp_0vID=egW`sbCfq_Yp+ocTr@4Y()KFf(S zdvE94&HVPBBg~4uV}h@?cFY8+1m0ZX3OE0-0anKKf`sYuJ@xmxAte+raj`4(h?}iw z+)pu5QntDq!PF#C+?m$#7yPzO2C!T8iT!wm-A(&+`T+S8QY*q06F!rgMRpj~yWvvF zDuzMj@qttXmb~UUhHnYAI@Rr;KsI4xl%G1N4Rkx_#hU4Yy7y5~^DPn^=f$)9c$a?8 zR?kh%x$>}diC%vtY+liARap$iOEw%O3WM`o$R)fVI;ip=Iw;26NLkx%7)DtJo@(#y zR+Ke5iwEH5%+J?AE5R~9p-0iPg%$ZI2flfH8W1boblH9_5pdBb1M4|6nM1ZGst{+i zKewc&r8ozSU(o(8Cvo2}1*_;A@1V$uQ)-W5)V5odS8v|~6gSQ&T{$UMe`9X>ONcx~ zn-GxNlbX_{n#n1_4egoO6-enw;nf3vh$c5{VMM5Zydu(=Slw-DpkoDmm!R!g%-UHe zH@m+GDCZ!vh*9@5UX~P7?Mzt5@20C;xSqEa8QEibxr;^c%@Myy*e@~rr#(M$adG~E zA$y!#J^0$&Z-5iBZ}3q!qvWxKdW#vT>63ZEcUrW{S-wJ~cj0?7u5601@UU_>4OkDG z_;~~^fx$oCpp6;~a$2%vU(hcn-N17QI-JRlIxWb~dOpMT5Dxd|38gZNg~l_n+m*!F zv2#?dWKmZ8gynGOu`sy)79~wLsV4kzhD~hrH4PKAS4jovCEN{q_YdVsz024zu4M#d zUyLs<*1q*~As82Gck-;WK5yxaMsP?_xKgXa-TCN)N1WpHoo4(0MD5$MhNzI-rhw)K zFs>A-1E3n+uD?l=yn_zyiyS7N8=_!T{r265%f2cCKUG^VFPAlrZ@*0CUSO!?HfI>Z zKY&RcHafadp_v{l?d6KQR+o7Nl*_IJDX%TeC;tp;P1H42&8bOmTRRy(5FWBFZM%b`vI zO@&?t&DBxJ)n;f&(9rrK>eGDanYn^BTGWB3OX0k%@g*4GE&N|2n!&kS>3Thic@+(a z8LgKASDzsU9}A!_`}QET`1irfD>Yan%ap=2S`pi^+X?d=mb>AmYbLtikh-w_j23AT znq-yC)Ik~DYAkTMFGs3b8B(t4_0 zG8LUxRN4%*O+_**t2*#MFPMQDBC%kopyw7P&|wm4H6qARU!90Y3e^+NGnX#5SFa0* zM6A`F-a6NGbW>TpSOvTotmGUP93D}_ivtbylTYxE0OEL*7R>t*H?hhQNye7*Li45i z$QXxLli4v+_^2>&c~X=mVU9ex5wfb6Fv^C9^)Tpf^v+h>p{dXOu#OzftA22iPusMM zN3e?n=N1U-yVcM?jh#kyRmKFbeMC{;)~Vi(Gzw26Be^gvyJIdg%odBP=TL>;_B0$a zy0!e4Jkc>ccgKGghlGo6$Vd{(uK()xUf^?(I;982e%G=@a8pv9dnY6MZ@=|~J-d;g z=*g*7N0!J2GCVH-W3T&giS}ecsQjGT%gGv71(sWF7WwLlK+$gZRnui7N|Bh5@5SVF zo%AzwJN51w7Vi70;S9a4pGn(QoWsJ^QjX!mnb^pNW^dqva=)vW#KoX^|4DYm{Osl} zyT@sV0difc+B<0iLX#=1;nvgON$OXq#KhB{p)tKHHC7OL?L~hAn^*tX7$#3?ZGZi{ z&CY2zaR02p3a1~nwvA=xvdV`^`+wo|oe>kU{!dKT*Do3bxys&x&F#LsBvSpPpW7V% zlU)7(R24fj{1n70$?Ct;ou#Xu6`CZDDClS^Em()CPCpJ+<|r|E<+Cka!1QNt7y$MV z8}8kzv|mWcV(}xkrke!=Gm6Jzeqzc_$nItHKp#iJ^q!#L7-xg<0BDf#1fP)DAHm)Zj+GX&kUy~JegMUEL?`SHS5@&b?EkA%9Vuo5&htbl9!%!?hXX#aPL&Q<}7wZ+D z*-Ms`O77qJ%=`)DA!4`EfqZuZE7T$;R%wqQzZs~@ z58nRFGgVEjgXU((kFe2TQ_%+8I;lnB?=FhbfW!Fo`h5+PE?eNlQjXDhq_-ivKmj>Y z_U?tI5fI&zCj7qnx3YY@>iSQKHJlP*Vnn(R{Ct{F#kWjb*(#jS$;?Qyhp<_&-g-@L z#YoowmNDT!%9-tA7ug6?(!=Ko3as5KC*E& zOOb=>pv@7)$2<_R{s>WfY(Ajw1CoInLXG#Lwi@8K?kh_21!eYnDwNsc(@Jrk*lek# zUHb&n&3}v*m}mJ;z5S!7cVkGtKn|^v^Vm+v4CKUzE-X~eK819g_gRDXr>S*r05}ry z^}4Zr$@>d_mW+mKr}6WjT|;+!LqdYJRGcXN9B;!2$vRJ<>S@>xA>(mPNPGK~3bkQC zjq#61LJIF!e>R#DpR7rv?*l5%(h&~)-OTwsgpF#70K5PfqcdowyZVLHkH_tF6tqjFkMz|tYc|$Ux7PHO+2{y9x zEU8So+}`u^x3>p@tgIE6ze=KCe~%+9{~!5g2ffKvdi+loBVt6p-OcG%;-wY0ChoS7 zG^OQ(p!Tu8f01U5_~0AK1Wvl8uF;9xqq$p3ftUFRALk*hTE)XJxw0j=38UixwYGtEuX_ zT!v+yAI}`>cRA2i49W)&*iO8JCC_n#@0RmL-MwnfwisWirQ)+8|9S-wpWX%|4|oE2Ri$_&uf=MdHWxJCvF3 zOdf8)3wT}7XM`71kTVokJ(y0lyw${~$y~X14n9`f^(V7|*Q$_TvEV28Jk&Z;=y0g3 zaEyv6KcvH-C5o+zcbO{g7q))rL0A)?{L0FFTAw)h6YVIiBg^e!qLN01262A?0*A>c zMq-UsrF>$Yn!sj=+)?yMRs&j2;P$|BX6&A!Mw$$IN7*Bi zdniFS+*IUXamc~^x=hD{E@l5YgWoB3*@X(VWdJWlJkNV;{&q`2Wg>$g_6My7!| z_gljgGOMUY82%4I-7io3xd-_Eh*Y8 zZZ2jppROP1J)EU3zsl2P>Yf5=)gt%sr+-8!ahKSnI|A*Hq8fr-g|HMENyquw> zq5l_kZxvQY*R|=sI0Se11ef3r!3iX|28ZD8zJTEFlHeBHHMnbVcXxMNz^=SWzW?8S z(7ms#`=B=`Im)V8RkP+CbBt%)k7h2N#xThy|099^gp-xKY-cNNu0PCtaxP{+(2vbg z|0PDOw95q8rNo~k&x1uE#O-8cT$)*pk$S_w`tM)1c3p5RRtjD5V<-pelxoAMGT9jR zguee2ha;nW_||EL*WXOLR4uurn8w7*&kE+Dl~;c$l=SUzp6}HVqcAf6lcx>R)Kc4z z&Wc@ihF2>Ew6>?=LY&Zrs6i?EYtg%B?3)yyWm!)tcp4j&N>du#Co|DqKIX!fczozO zz5haK$Nkm=QYWpNu(G#-j#~hh52QtoifR^F19_&AjqZ9=luj*vu>J*HVd+8Wc@fKEcYqN)A;x5yHP9)gy)_ zn0BMxEg|*~^L&n39+8^3KwGR(tA`gmRmtFwyPRC%7|Y%vHS>op#%tn1i#1%`FYDRX zx_t>HbDuqsT(dY1J_{6xkHepk{_KAIA&UQZSHu%pM;CdxWsgz6M;dHb2MuxKkzc8QZfq82q;v!RM>oQ$pTs8PDiWt&nkD(P%g*Mq4j;uXLR@`_3k6I+c?|(CCUOd zdhdK2je1>`Z#j&%);I=ZnTS5rW=6nw9VVBl96f|$W#V9qUAM) zuO$er_m!aN))EweZh4=Z%)oqc_E`YEUKIt-6(7VdGBTJ(jg9OqN>Mt~Qn8gYpyw(1vlHL_jIGFr0&)nCHr;TJ z^>3p2Mj4hrGwNuX;-*1ZE7ztSgMmL~rm0-NXUsrb!qfzXJ#AjNyD7m*3U=Jc>wa(< zx)d^IMXDRy5ba@VCe)*cSgKrB0bF?!x(T+A>Oh8YC2;5Wu~P z5CEx?;;uJSwQt`xc;H)9jD_^)<<@+Gm2B-QnXLV}g zQ+*%0VIr3HH>c)t{%w(Kmik>1{NWvKng(N=ZXWE>q;#YU+XXebPtKS8Hy(20tIo{& z3%yDgn<#iYwNNi$-bS%sv$$W)9CoWTp5xBax6Kz~kiDC936|7}yoNM5OFM(%>Ipl- z-JotqK9H84<(}<{xk3T6X!9(+1!-15s9SUS)#I-jyrV;fIQ1jYnz_f&HkqBYSb(^C zvM3_?rVv#YKRSaf7QM=mQ*eHP8B7?5vFY<(NgU=uh&JWXk(&*~eU=?e1}-rD-H$D54Z6Lih1uiR)b z+q4-+)pigu5mqH3EWi8xgD8$q;jNaU5> zyIsHwKTnNxLrmOsY4b)Waar`)ye0Y$WbK=gKYAX0zPL?FXdq#_t!n@S!W1~+04dz} z&#R$8N9oXz)cU$<=}4J4!%XM6;pdsl)iZ>o6=CoFb-|5@rO`nRiI6O7XI?=`hk?hR z;32q9YH%6&gka*A5cbt1{Y4|0~EH_K?qP^7OF-~W>y0u=Q?>~kny6wiFku1L7 z_2{f?ORh4ly_>w1tJLqYWLeN)q91JCxb(&dT{4Ebc$VkVFMfLF2`f#(E4p9e@)UDz z{gOxq-ffM!y`>l`b)KhfU}V^BO2~Tc&7yYMgry$3z@+%Yi7nxJ`2q)7elhq=GNt z*zwwip9UxDgl@^?c)(ipBrsH5z{;^%P(|y}q;=1XL(x?dM-?tV^v=t{ze(}gvsl64 z{%eZ6r9+{>E6q2(3mkE+eNh{Wa8YRG@KcPUyf6p z#lf4`<|{Wf9xAR+4&qT>j8>CF-eDRi!=dvxJgnlMq?6~~&c8WrD#G1HTgOJr-@Rqr z5-8EZ4)ZJ9yC=Er*+#|;P&qkl3f+I6bv)wxVO{auFf-nNW}9i0Zv} zwY!}z*_XKMC+mr4=^qpnqBo()VJo;K_mRlCytRPndvm}7Hu0Pyp5m7vVnW0}$!g?Q zjXAAb{Zwfqvh|+k*@i{HBBe3-_UU;t=SbSU#JS?~C!)mn z)r@hxhg$o1E;~1D6#K2brw4M&fseAMlx<1R_wRGHaj9EY`-e%T>&*;A8w8J|zQs#^ zm|#j#-FdR0@O<2Lvnty$cqfqTCZy3V9vJL(*y5i*a>;L2`7Cy~N(a(SY<=QLx}aup zOEX02v%+ROH6ewv#AaJ|0M+*z+%^LBjQ2|{1-fEgfDZcW%uWBNMkX9;(mi*%1bAIe zbsD&b;JwaJsjs!V6W@P0sk?6P1jRA|U%(Yn<${o6?p`hN5Eb#ljb?#iAlqq?UT$NBdj)XtApFG!jUD z%8qw!TL>L*t-MIV0>C0hcKsfWs(sSrVd)WWg%_=*N$>-=5S5)SHKixJI89hfIEk0b zgYwPgc%_GY_!cZ%^+r@7dgWQX^*IywUgst?zm3RedPvQ06K!>;UX#ZJn< zM~mKd;&qy7UblE?v=?D_Hto~)Dibjh%A+tiXWq``B~|@&|J(J7d#%Y22xc$H2j@z|Z_J=) z9KK)?Tqgrx|He8^{9voWOlyMy$fih&e}|FZ0jk}r`wF>F+<@FlZ0Cu7qhd6u^W#^{ zwYHKRrf9!wogx3xjMh#Ui{Ri5=yIXs`)0j7Ty?out`~<)Jz5Jx^<=3!1vRfEx*WYS9QY=ApBsJ)#JS zC0fMG^uL!bZ_aaTHsn(Ee4J!oPgkjX#)zR6cZ@Y&!9EXC3!}9@7{L;iotw_(rL+%A zo?g{?7EpA%z7s1E(CSAhc&HZPG#1c3&6Gk(e1AzF*E9X&0G#PIE)jzpJ1|ie8eQT{ z{wNSX64yQ96_C&uMDb=qx1|3^u<&x$?mlDW8=ScE!6I$WL{D6|eFx!eciJ+Nsavny zys=G5%9^&FPtQ{yRCc#$qBiS76K`vo)9LF*1~h7zawi`*-kN#*(!jrh)^>D~mKkk1 zqUS$$4+YfXychnkO1pVlUpJluB048^D23u(E77f$ID>7qGqg$W`<4HbYZ-Tw*Qn{) z(Rxv03V0wjgHnXpmzo2k5TM>`e5wc9C7Dbg3P64kMl0}r==B+P&P9}0#IRffju1yd z$0EDCDH{s+m9a8?5od?CkMp=n#CZlew0{^_3j~oQC#JWqcB}GFI&c;A>=1azVRzGh zm)1tZl4MWDNFpd!Jyob}K63FaL7=fIB&cQ={mHw!H+X||n1!>3Xh18lY(Sdm*8F7y z9)9>oxJxSHTBpN^UCqU8mBks;$rXrEN7JB0WOE!3dR-8mKa(rI>?DeayC@QeX$DT^ zX{f;-sD(7ln~PYC-7;_49pH-Xl0wv(UbG5&LQ_X&bPhPI!_PM&W*umkIr{enC#~Ix z*j#zfW0#W9gP4uBz4Fb1Rok5P`1s2tS(K700n}4g)wPIJw=(z6^Afiu$z~+E;B3{c zk&+jcLUY)hx67v96(&qwz_w>SYkUR1A%So;XN3r9WDn zdG3A;-#_&URH-#@ym~>auwAZl|VNV{7CiczrN@DL}(RY*tj^)ym5TZ3T-e;j4~#|dhoEn<^7KwL+$J2#NY zpKwW18)`M_Pxs23@c}x{u8^OseVR_Mb{P{#Ov z47KzJ!8)@UXt{a|Kj*a6vG=^aW&kMc5wG?$5|GMq-z~N9I=?SlJ#(w?vt#pw!vQ_u z8wYXqblbhaxxi`iTWK>Naw{y!h6jRHf&fxbwa^%f%N6pIzUcJG(7E*$5?jH7Y7zqu9wwJ&}bss zkTaw)&Fe~=i0;bsecTdC=}m9!eR0)I^@JTB6*35Yv<3uOi~Y4B1uuZ@v0lneZF%PX z@%j)9 zI(UG9|4b|L%_c9F?rAbNGr}~?(Rq5*S2k6tQ!BXJ5W};gCV`UB{DoyDgxGVKG%(s=Na470w+SobB40E$xCeFJC2 zMl;w<30JR4H9vJ?913btpsWv!aUii3ED@azuNqfLX#nxSL01+_Nl`^a!GWKYGfKX( zh3_ve4fm217yX)4%V-ECmVdJ94X?B9J2*)b?s^MIqpwcv_+O=Zt_zgld7LR8ZzWPY zvp$mhEDlW!T*$Z<_J!FxnfvyAczDc>!&M=YeIg9b5tg*$W=Bhz?vUJv?lsJ0Ti|i* zKrCZ6^+MfWTXDePT=FK05;O?NU*r_l7RRQ^s1T;y|GXQsfIOb7k6CjxMHH2=Uls!j zGah@~QaBoVm0O6~sSPlB5SW++qsm6>{35Ed>)Xs4+ywEOo>0l|_V81AYY5@WYZGO8 zgY^2_$@f-=N4oEOWA`%3r$UD{@zL*&x8-c_yWS+v=e%D*aCCoVAoASP(f*D|umSaO zdRyL|`;dDIXj*r4>~>&ca-D&9N|*X5GBrR6&u@>E9~DGlTm1m7rQPNnq}1fRH}?av z(b)rKRDG89tdqbBsG=%RP2*Z?w+}?4rNRq_=Il;ceRUVI*eXOJ9v`1aAU-BAcf!HM zj|({@s^+$)w4&gE*v);|wKav8&1m*PG^rXTj*om|5m{h%A|k+^(AUN@+AgLcH?+$9U<{W;UVY9=kQ z6!=}xnbps*dcsiCasUr6YXW^19ek~R^UHS7H&;`pA0gBD>b+eO z8a@aMj?2xkRW7>sai^k>dv*DYWT_^eI`uDo^K+z_G+8SND@F!!FjT5ZyUilfRUOlC z+S9?ip*HoKa}U?iU9lTcCPcKVQz-5k160hIJbgWXX>zE6$F}xMfgK7F5VU+JXwd!6 z!!6U!ET?sY$>7#As`7;k5w0eia)$Jt(g5T#l`#4Dipm;GB70xfZNKeMm%8*gzA)Z3 zdQehokex-m_mzBrFV>VXv>gd zDJV@zOsL8PB4gQQLlBbFd&HyTu*p zMU4^einsx##cThMusvN0#?6Vpz^>Z0Q{7%bPtjMrueAJI(YOwfQ5)aExsgnrvMCW!Yvf?(CgxQs6sxunxn$IsL_G%Sk8# z6cP71@1OB07%9)9mwS#;dkE-bCO)G_P8})JBIKqoN9NJXex}xzSWDO?8P%bt2{`RmEPs5?em1AqW z4B7nhz+S=)(gtY_!=6+(R~kPcn#u=6;QZ%y^IWH3nOcbC*$!xKG61?LXVAKA7|Nc( z3p9yW_ZTP(PU@9*lm;fX;d2M~yLsH|y614YCV>I{nqY?bUznThSWFl6+fyp=-LR); z6TJvX{<~xE*n7XRr?1YYMzeU=2ZE8ksvO%w#uOZH&eX9r8+hlQLI zuW-r@Pg3`j$BN&?hll*-{%SyHHTnpwT(SV1#@`YgPQfQV_6L_*NxyGBNP(1!c27%f zbFJO?kCHfnF!D>uV>ugqnkyl`#hypA99=j{? z_!>yvoh?ugHwgItLWhg|0c4OZB*^>O*Qt0`PstQg?=W&))V(v$i=N%Bh^6FEWfWw- z!1x+`OIjwDE_}99dd7p7;5B}tS+2iD{|Dq53?I`2P)I+Bk!d?&vy6{7;CZ3r8ZvEe z1ej{Ic*9k`ob-0=H3x_M-o+v%NxU#hKXFP<;tY@ftb_Tqz!_9qRRm`EJE$txU)WhU zSd%VFbbRcP>fQ1+={txcML3x$%jLIM_r?V;pJi&SmS2@>)(S61-c;z5VxpV)-#IxXi!6!V>xNG+P}1ZG-^sjqm>;Dmw7j6#ef%FCFoJ6y*G0%Oild{=XS( z{l7)j&O*a*OZ&y|4u6+Rwf13*9GV!V=kM`|&Vt+B5eOh6U2kC28U$z20ot+%d0XHg z-uEEvZ?rXQ;*|yb)00y3QY$u*`-hIuxOa;>HXDmAeP|dPVK#skW(Y3mY zmwC?jES~+o=kIogsIB@}t4cwLqLQ>fp_m z>BMw>Mwm7ODt-)9CA<(c0&i_b={z?kd_*n&td?K#enZdmVsHW?FoX2(1~C;oVNM^P zLQdVeW+>aqfh`>7w3QupC`Z|6`L*SlrjI_O`G7a|pUW$)5&a8If0GzGH@vE^s45RF zkK#(4zFd0Ud?@N$^zm`+De6(QP*#GmD;HlAEv?r=_0MDc5b`e~JsSgK;Kg7cw~g`* zy-`$Fj_wz24pG>yBA6x+<=a6zzJw|eEl409I`Ho|^daca|8om&XgNGn@~7h~bQBfB z^$HvtlpC*ra!09%Qvw>tdLX)4SpP8DKePUxEeT=^Zs6@FuB{6Av2lo-h@wFRC>nzH zRvAqmh=Q3%16}1JVAucsX9z5Oz)+>Bv;z(ixH6^de=ZWTW<#Dou0Zp^sQ+r(P}%Yq zHeVaqVI+_G{sy7Dw_T<`Ug^*K{jBxx6%`Qp-~D`eZ@SWe&+A>Mn{L<@n@jO<27(@> zt$p}NkXhDjolIA-xb}W3N$DNrjU`eijKqI#^vl0D%9SAyyoB68|I5H^Q*4$==Jur zMcB3|=N)mru&Yfv>P?26L?amMDNhvJ1t%+?Y2COo?%4R969^aQ!$CwMhXz2ET~WpPlD08!9xuu z^4BMU@t7gMhtNNVhgZ1ef51M|%=gcz7Z|n3#S2l0g#U|noaWkDILqET_bUf*Io{Y0 zS5%f((kzcfXWN52BrW43NqcnS0E%^H&nX-3?~JQ{d!|ARL>veXsINb5O_%=}l^W!2 zq)q3S1oVlAuw?e!>g{3XFGx$RAnXDALFL$Ttv;*YD-1B0a6rr|{b9MV;bQqbIgS?v z&Y8KdW?kSsb+dZ!=78|*$OyUMx%VhbSKq_)8#vTpNiaNP^$DV{Dv)1|+(3?dgSGlO zyGtN-aVNq^;oD{o+IRk6d&K@N>+~f`-6`;2k5yPA)o!3G6D);B03wz4cGKkK0fY+Qb|MB^2)7IYuK%NNzbyloF#~ak zN8$$C^)khv{@p>Bj;Yqfd@p?sQtrw$QtH?K(k7{GE9pNUhD2YxRNiab)2q|FtD(na zUJrJnL-Xrrqm`cF;@d4T$S;vP?Z`YT4R8(iH_)A1Sb9M#+Mlu`Q|Ss|zoC8$6gT7> zFq=OPqH#8Tk@ow2{T&%HffZC;xqAfkiZ4UdaV%A(Z&nzy69cy_UIq@Su$++xkPQAj z0DNL7%7hsA?99v@RSWanYJ3qMqkv)A1*OvtGE#4D2imu9~&MD99iS3`Odh*JB?Su>dZ$`A|qFfBUwQ zq@A=Z1n1t4DWa2FmQE3ucs|L^L?~lpEvPD4_QQMNtdDZqZG$Knxci%iDNam%K zomo8~EhxusatZFC9O*I32QGN^9zEU783j_2dr#o&yF3OiYz+d%PAq z<0vY?oWbwUQdB@;pqE?qzSTdDTGP-qinHL2Q2Z|W#+O??$&n_!d-|Pa0Q0 zrwX}C=%^ir3r0pDH+*W~HJ?^N)tr1q{Oz#e6~7v+GD}mXUOb%Z&R;DRMG}V|H*c_v&Hqhja?iXW^8w%y=V|rKIhNwV#;PT=OZC4x$U3F zpCJ=Umz32Z_qiz7>h~D0KqoH%y_-nymaf_PX)yDz&xp#aU)CLkiv3~-jM(z^Oy=gd zU?YjO`qpI@eYufjR?&6heZTWk^TB{g8t44j<)YQ6rB8XkVK16q9@f<)r{UvF= z=B|fACkaC3?o%`09&w4ZD+JptbEhPUvpkNgIf0^VX$PDrwV_Hpaj$!MXRIBuBY%0b z%G6Wln26jn?@#Lz%nJ|nMsUt>Cp z?}}v|jeG9|;VoCLeZJc%ePzy76}0J4I+j^f*>*3Gsx63dOl1`}X>NV?YTmanQkusq z^Gcqf!lkpul&5rNh%m-GN|Iiu_wSyqj1;aO{qwRd%jOVajxs-il9LR4t8e=0gSSHO z{I;zH7lN<-f_W7w6T^{JyZYm7g@?3Fcsp1`hdP?14RO*vyuCAc=ImN7Xiz9cK|*SD)S z)DYV5qZ!a9`?}q`Lrono3$iiN*QCw32WeUn#)&v+vul>`{UO}>aJUmUs64y-_NS|m z6zeAHS{J$D`TRF;v_y46Z5>^oHa|)`yHl<`Dxsi)qpvPM3W-RB(@X;OM!rO?>1%dI zdQ}@D_dWZqtrV4|a#Fz*sg|QC+0bt1O!GM6|Jf!0qQ3zxD>J#Rq0TK?JhOq%kdph7 zksao)XxEk#hiKm}oY;}sk-y!2~O;jYw`0;;G|oC-_=B^xtWf*+(x=|c8x zw@n4dYpmy$Ne;-@H+w=ZxY?(i3s| zVn)Vqetx?L*5k__d!^a2Uy)NYM0tyc}mvoA1@tl_vdCFHyls}KSeu^5(U}Me@e|OW3 zp-}?cl$jYgs0`kB?@guRN(9Csth6F6C$4Nj5KqUO4Rdw zUd*rbKtB6)iZaGA=&`dsIp;yQoAL|wfQ0w4MOA?PXGD%a`4#x1+p^ZzQ(!~UW#HPD zRzNL<9ql~T+%<)ktDh6TWuYkZy%6T;+f?H0 z-=Gc%YAd1l)ohLPdu>@~h{sxg2)Y1#D?N73Q zq0DH%eDsbn*snzIiQAhR(vbb!l;ntbyXDmNdF|%9SSnFTLrZ&ot|l<`?@7$iK(8C) zwRZ1UQ#b9>6sV(vz3M|7%ID_ZhG*4dpuh8b>X@ID*cpn@T5ZyrvfAvfK>KtUZZw~Y zmD3yZ>9=}gXyV9IWl3zKKCcu^HZNT0z7ke11MjdzB%aXsD*o+}`Wa4ReTg5htl!xR zKk1QBM!4fW{*MVIGzV8|kmeZ+zpkC6On`_xNGSa41vY5Wi3p)^hgTz(mzx#4SXC~N zc*AzBI_j;7oM%W-L=lmB=GRTcJ-YlU42qYo2n?%ucC8m?&T;{N3>2tTy&;7EI)=35 z;*e3EzZ&U3H0LZO$Y~Wk54sZT1{aT0&X>@pm*jghM@YTun3=9UcNYp03CtSk_ELF9 zpOz7IdeQHYm0~k!1>!VMm0vJ+pSCpMo_ zl)`NWeQhHjvuv}_kk52a!F^j&-20E!ziQ$46qIyYA>lEz(^@Qp%P7sde+<9+*@0Q~ z55*I?_0XaD^x+JhhRG1y$1$l>P>)CO!VeOQV>kmJL;bF?+_j6Z+-}S8BU-}QSzeC6 z(pS&S&Nj<_UAu95gZh`lE<(w^tV^h90IOQ{p+p-F&7GyErlV%?L4$#d;A9=#c%Q88 zO{F?afE2VdJXW?!6Mm=<^()wS0ZF{O(0&cg&~ZqD7&B&rA8Gjno9@@tRjHz+uE`}% zpM;)#xoNUj*m`NTiPT(sRnUv3XDl&}*CLo6aC@B4&SK+P{|3YCB7;HkT6K>ti#fM6 zhVkTeC-Z6&CakL~jJ_{{Z%jJWc^e9n(VyV=E6{?7lPUc~J*K0>B_%;X5`Si(7ef@j z+AM3hHD>eCnQQ^{cmIijb+aNq^3zgNl%A)!@c2YtUXO zSKP2K2x`12?MmaRv8ynEPlA!BbCeZ&=p(3Jv|@%H!ba{W;JeE9t~tsj?m1W814H*? z*KOu?RGZ#O^i9Q}n+_Au4$ZsPQ{vXFWP7x`%xyO-MmPnJ717w?@X4FT4q>r*W>dcE z%_@f?qO(_^p6SU)O36wdvfg&Rn0A0ZUco|R0w74jFOR}Fr+?Or{7DNILH~NUp%TMm z z=&^xH&V{b_m4R40)&{R!p25u=H0VDn%XR=FRCEK(MYNag#qQAV*}#{)-b-eJAw z+FaUd@!CK@^(dlt?}r3d#N*l~4CQu{1V+WI370G(YigoYZ_Kbag_JBE+=s3{<`j#x zkH5DJWgcL2Mli1zAFV92hm?Xx>gx&Waa_m^+>8<@ROlLq_<`FAo7#DA&=-d*6#>R{ z5d7E;cPW{2s{N`VAed5;gQ{^D-5*eiZWPhF-#3st(hNOC`)_)n?A?{TD|x)d2wz0j z)({HYrfMVPt~@1+e`;!Pl~{2QU($fyk+sS8e|mH{-_G0#fD@lm#IRle)~o|TbHJy+ z2Yn3+>3vv5Asf`%4QIxz9W&p`S7-mp#D@>2G=5AKHg_(BX82H1_N{%y9)50^A-@(K0!=OCMH?=MpMR!ZxTN#67~k zX@EmLt5C&?QY|py8hCpb15%wmnAa?ICYn=;q>8JhvG&hcTh`WQT+M-QN*|1N(OUp3R;ndZveplrg&X`(h{lHu45qb-=^*>g6_ulMH462*LrW|;MNP6f{hc6>@g zZsA&e@muw!#(C~lWYbf8=HWK}X;NFSJ)F%B(xm*8Zp$gW2oTfBmoB9{sM-6Xvz$UH z@BkeN{S*+<2D4^gYhG}%Mxs1`5G>eAXwmu%kI6}MzTPW-H+KDAxr4G`d=CAIe*wZy z|L*pT#PU|5t&G>)Sg^hH@P+*0N@(t8a@X~#6v`C*Y`_3|5m(1e)>2PGTH^kJJ@mx% znfmayGv(9~=qc`Us<*Q~GzZ&BpL}s7_CwXR&a>NgR=_H_aMf&{TSkdmc}DFUo$0+y zXRC1S@i47-VV-zEm7MLp*cy;9ihLACEpnK9SSGdaE5!`-x)Z7?Gz@Pr*EoTLDdIGb zN^-9k9**a}uWoI>$XF3Cr;3vH=J-DN2y7KS{lUGfx~}?aB@ZZ}CU0-52kvw)Kh1m7 zf7pSseEf`3Cs}MmXd0zJD%Y{5>J-s@`T>C1c`%sGA05lQ+k4aIxO8eMbgRpaXR z{zhzM(4~@c2ky$Ez+_h5od#!)Pyf@5`m?m-C#+z@Q=a%TL)t@ud`LnUy`r45p^b<> z&l^7y3{Jxjo8)H$(jWY7z)^UXR-K36hHQnR(JPj=FmPw}F^KbzNtO07;|BMYTNnGJf$-P&VoM%xtoZrkEzJt(i`aod9=0%Ls2~* z_jazxeSRwJwm$81eB3tm8iU)^oQ@~WWkn6Q6;ftc(yc;zeVQJb=+!zzB5mP=YEai4 zxFas1sc83HKW-|ZucRu?V*u6ZO&a)JBEs@NJ4r7rX$P-FtdVbp{TaG+U?KC z^I7X9`ZW@boq@vtF(-{P(DNTuJLa?{T&JPNKy%=*kY{Z9+}*ckIx^|uB$<>i!`J9V zb)v-|lrv&A4rYnG(g8J)(&3zxYvG^63!#xyAFZ#H*|CT|BJlHj{9|!L1+46k270s9 z9D$b@4KC&g?oG^+u7TjcWl;2lUn-ap5&&2e?jtkf&JGqeuw}Mr;og@D7Yr%@4qf3X zcNj;~X(=`vQyt!81txI(!?6mHzb{HeaRUv8tUkr{RZ-(#Ez`Mi&$3>>8ySWl1oBqT z*C5*gF4Fg`B3>`;ERR&C{Z;S&p0e1F%(LvjzbhRPWpPSvsVNhgTM&S6N&EVgpB>B% z4gSI9G2xsvd+tn{G9kwa;zRP_nr@e$O{6()p;msigo=%Lo5TQcbmYk2$!4WMebT^o zfE#XcI9o-dpw?p1_klVXq~(ag3wIJy?Fll}8V~OJTVX-RM+WZq8H>}^trr*1Bp;eW zRlnl^Qy$^ohF9PnxXkFzz>7WePhq@t;)dWmIcOCYY|4h@M-T)eL{1FFrOD(&V?j|3aQ$;D+SB=z*Rggl{yM7O$55^K=$dX?p;UT=GydSmlg#-(fhI!= zAAB7H;-BX&CXx56!d8$9d}|=M=I>r#<`-=`+>Wq3-xk5~)|-d(swl+}dBOVff&6Cc z7j1{#Fq(0O+Ygx{6jVS?AwYuKlZ&JU@^SO*yPc`gKw9)y1o&n2@SzK_(G6<~rrz|P zjs*Hj`cH-io{P`P{AGkkDS{CawcB^*3Hj?6Rg@(%1lGWw4}1j|GJot>TCATCz?3`L z9?KiAM0sN&TYKI{joM}|&@e0tz(El#b(^*6zICwU<$t;AY;eAo7WzQ;r$~mr4Tws< zW?W%)`-8*$e0{my>5#}ZUC5P<;Oeu=Y)vZG7V1D!*T zSS|<1CtPvmQS!q!b&mHSd%3s3@8YNye0!n;;+^WGum8z6+6|y?Nlw~5N@FqQ=bBKn z*^qf!KrfUE`b_&-RgwPLb+V-+e9;l#D35bDxCy8}HDC$$VQfi;ZTRTxAf9){$|gml7J+YX=(F;x2Yr50Y016z1>pBetn#p;)m zeGtR*vLo8KM#v4`4}JO>r0UYQ^(o(fd-dKw;`ZR=c;Wx`a<0MxlCr6Qg65vMdgYt% z_B|wp^qhNhfLZ#}nO1TBc)^GjwD%)bAOlk3OPMj$t=r++V+ef-9w99oprteU5=FVA zPw5D1W&1`~-0z(g3RG_NNq3qbIB#y$5!y!6CAIIFKNl*ZSKrhBoOj0msRb$NWA8g>Qgc z`Jc%wg$tzE0N39;kM(I^Hajw1UCm!MnMkX$t~kimC$Izl2WRzrCl?5jMndFK_OF{o zy?gFdYq#L~9qoBXsr7Dr8%iYOpS*k5BWyCYKT3S3D`U^~x9J1BtoC_cgNXlCdFwO2 zB+x`D!vVFs055^Jj5OjPh9Ha^HkbAOBkMe*qW2kDp1*Hc3FZnX|y5d!Kx{u!b)V&e6^I|iLS zHi8V$6FF?Z_uue-2yk%Ali~|<%J7OfUdX9ZN9_yROq1tYMTU2Y0SKTvvxz=?TTMXQ zc7O%-`7CcKxpjQRxxWek-7=QT-PlREguh-5?wOSAtabCaN~?nGdqqfGC_+;NBHP4h zAS4MNrY&XJtAlz#xnX>=fqeI0aLCu7eWHGIh2Roi-#ihX@{#m2bhWaaFdB`#{47{)5!1d(2+ zHi*DM*x=2I(qdUOWX39VYwJ85gvVx#q;t6I&l|=6iauq=*4>Po%A3$f^4W&UINY3B zsQ$}fb6AR++pOYzL)6eZHG00IM3OV{*+j#7KPkZv|I(ql&29n1@ZhhJxkI>U5x6X7 zVz^Vgre1#s8Nvb#l4MPBj~sfSkiX9MbPlO@TREL~Z_Jw;*7Rmzw}Lcqb}7B+E#|4J zsZ*2Q#OUSvzBOFlCj3vWCVWC6_jJtFl-dtVZO%l3f+^^p_4u$+Y2jZHTPnv--%@Oj zQkrf{;_Z#S16jl5g-ULHh2{~adb5Fk;6k)_5Pl;!6Hkvugm{hY(#%En17E3z+2 zS#P(#W!Bz-Ji3T$iT!uupu_x?&t}x(_tMds{p@FwK6CJSDEnQlYPrFDdIrllkBPMD z8^F`ZmvQlXXG=RV)n@_@z2##@hDC1@7m*qLn_^jl%l2qD#ZJ2e2zWadgQ5Qi&i`f7gHNPqS(6>DG}^ABoBG1$w6<Gll0u;5$o-tumn^#b44Vl zIOJ980n1(zy-8ecQl}%sxda-eu-|S;0u?@;AH{!cJqx2-J~RF|A|=dpNlGlB{Iv%E z`=_h{s6WMvi~ODFJ!;Gi0=|U@qiNIyp`Tr@P*eBUu#GEz^(tbU# zDVZaQj17`tjRsN>kYnh~H8$OATz`k_4s2oy`+3E-0_(8K`@PA~-+n5=#zJ{jGSG<2 z#=Qq{)7AGSLXmt;JtXtTQ2}<*dXh$u?L2+zbHCg|j<8!(B5rgupPd}3XIdT{M z1k@ebitawi*KuRbc5IH%mO^t@I`8v-Ws)q=$*BjrPqf-&mJ!@8!?qMNAK1Lscq+c8 zCW?bYYT;h!=U*SC{!OR`Gavy%B4u6*l$VERsA~q!!F+;D>zf?qufd=F!Q6QVteP@1Lun@9a3hHggxaxflczSYnxkb;J*&rp8kM*Iwz!mTJ?Qbzvg9Ok|NHnXN7p0SQWw6zFVALu$8C) zj7)*uBw?I=KZG#*y^fvdmCEK~yfMWg`jk8?CHxF@^aw=M8 zFku9bw+A!599ax#RZ)<-%}5NAf?p0=li`YXJ^$tj)70*liyE?(P4szpvR-5Ye_zo@{0gf<-{77dgcg?1+t_oXO97PC zO?EV;6oqJwYew83`DpUrxF=Ls*`p$u0Fu(Jky--WM1^(GJZu42V=vrVkoY4#JGPRsu;#7@WBdmk>BUFncrIC=pOKfuL%8xv> z)7Q6|N+RWS`PBhIDYyA^-+>#`nIPuePO+tpo-c#uw_%~CV_8k7S$>O< z!t(tb?XF<kg%&4T-tLZzsSc#VweQ9FT@UTg=uva7mf#-H?%(#! zUA)eTOZq=kwWpg;f-Wn(+TyL*vmk%;Wc$CimvA|VI-Nz1SMBZ2QHLZ-rPFwxw;C?& z(Q$69nXguT%r?L4-&aE4vjBUg+zW)v_ghK6;?6Qv94R@3zPkI#x6ZA)tvrbFBc}%Y zgFJZCWjg4aONR{`I@DaQ0R^Xcg%MZ&%gHQyuXjjgVgwBtzI&kbh7p%UH$2gYr(L={ zyI~$tb-Ao^;Q_37u#XwSG%fhz!PfJ3uW#;O^xHN*FDvDl=ITjuh2%nOpbmtNs{JWW zh|e^)uD=_qgrTgwJd#73;TGM^XiC8J?xlHD_5o^Pd%Kk>F1uGvumZkCv;Y2(j;Lk} zRR-;7V~yGN2_e{C^sW){<3Ke-_PBw}zJ;TaIrPN)#wzOSL&5CmD>a_1D#^w|dIm z5XTRuC$knqQ3yStc$>5+D!o6!(+9ozy=)g%RCQ7+4`73^8%ouJeO)MlK6w)mc2`Nw z>X1akr~nzp2!P%Cs8IWlKqm)Le#*`! zbX^cr-pYj-J*B)i+kYHhqM}f$D$f}KkE(^!pAk-lDb{2VzCJM)80u!l6mMs6$vS$8 z<94Ig2E7g15v;~(X&wzhx@X=Y|K+N|bTqvx$Mb;!adVmCf#sG@!jblXDK?~&YeoH* zEx~2kfQpqFakbJJvTR7K!MQeb$Pd#%L9H0vhMm@p)dnp9Iz&c)J1O420f7|vaSElkg)iVu=43MlM zPr|lk2+Y?}B@LXpzW}STOJrox$1%f)q`RdaY0$gGUjQJXzQj4@dk8C)b9D!}Ur_(? zeV8jZD>`HECAH_2IuGtPYr*eUZ7{q0ZELq0%sJDB2gNRI(e_mEnzi1dIM|(F*>%Oh zRCat{k3O%rPmdC359aJd_9s{aF?NU{ECcow5W&+Lk>o}}sswmT#%KE^;KU2i~y=)n9+Ildz z%8xbp&&1gSw)>~NzV_S8(F%TP4=G{*1IUk;7DikrF2e}d%&O5ODu+=EU+&#XT)E$K zeNd<(p4R6mhs&^WYdFufm}UR`&+5lhgu|ssIzTj194P`f1lS)?W%vnPLVE5pi4HE> ztYH%i!^F6f0A{z>4TUE{VvWr@EB*&ao`NX>0qArz%R(J4ap~gP4o6CPpWf@uF(7dU{M$w6O9QH0Rz#ZOSC`YlOE=nL|Rba z_1G&Wfec~HxI`ph59&I@c~y@O1miH*h?WhGuLEH9G_5mIu(g0b!kAP#IT0rU`c>jE zgko7KT?;H61`y`x_F|n_V3Da)7_ER9cs`Ch;KtVSIvK2fjuoNBvLkwo@&a{sf5>n$ zQ26C{{FiIB)K^(~KWs!E`~ML4-ce0z2|;=Xl@8JgNS6+wNeLyCe1Yfpyzjft`Mz(h^Vi8AtUIt4duH$1vuCck?mdrc z9Vmna9x;i0{o(a`)~i5w{>Ro&^(x6=bM4;H|FOCcE?3v2!(cqF>V)aI&v1moO^F;J z>M&2|*+Z=B((g+BB|B-eqg|fQ^4r^EyU81g=ME9xFquzL%o2-w#~$k@?^hedHU4d< z@pg->t;S)}o+-eaNHW`;aF&e#-_?G@?Zu8S$(@7s-#3@3eU+8Sd;~dO=hAhUjf|%Z zX2su7djqVkZ%?pW@UeLE2Tj;n7<9JnwKi@44bbfg?pOGhJk&uat3`JG*BZXThk{<+jShFMYxLsOz*M7BGii*Q zbfsF9L{w{ciKW%G-T(Xv9F8ot`=_TvV&DH~Pls3A4h`Ge(cy2Nvi0paS_3iF-YlF|nu`bdXN+SNnj%OXSEerIc>CV;ktPg-sMC;fxCd*Q7{xEIZJI zaGCg$5MA|0fC4n6xyQVBe$-V4w5YcQFMh4-=WseDb3@)uAf3z-m)qDQ4F7NMO7S2f zhR*Ie`q835ZYhy*skn1LkD$fGj9a@b$(93c|8f^fF;YWIJ z^<*_uG1^Cb(dR9YfKQ73YXYXXqD*gD;mLxv)M@%60bA+3#?FCS)rRf{FOkj!#$4(u z8x(4n%(xFXsou9pXW=jVhddFsDFv2p&iJ$C)GUcd$xnxJ&YehbvIiO32V}hd%4b8B zXj5A}Z2Vu|j{ByTzveui**U|aV^D@6B(dD9AWZaBv3W8kzq(P8G}Qb;&$oD<5ND^= z`;F)YkD70>qUDQO_uTDq<~eeK$0N(Dz?-QHKf2p<;T`tMQNN$DQ=Xhgvgy9WacRG2 z0aP0oXl}N*(c-#W$^>Ufp6l72v}nV6l(b$KM<|jt@3xOU3*_3UFF@#$`^MAW)JYEg z`&dKUy{%h^(*Em6z%rVNRz*O+RWpvI{8)Kwg|Px#}% zwt?l}C=zD94x+X|GS0$!SYX@pvTt>t!}rDUbdgk#=0|z;fr|pX4AP3%x87Ohv)J?; zIBiQQuckgvsrbX-@f%II)4Wg?WQ-Gaum|e3?kMM68a3hG*^4nMuQ4eO%hJVHWgXVe~K_Z0^#T7LIHg3+lQT3Vi4x zcq;z%p>y5`AiR1_XqVcC=w4vUkxS&YP$BHVOyHWpI$EHQdGK*`jIF+*CcNkIT29Yv zZ(kCDgYDtR1y8Rj8!m>$=1ulqrotXLS2{~4RULtFF;QTjvoDFsLbI&*8pnU~))$NT zqE#5Q=z4)GpKG=j%WhGf?x4-%b?FDcBj_2N%yok?)aOGbDxM0C$PcJaaL(y*X&K=7 znor@um&YW(g^izJ8yhI*nf2=BCBN58ByqJ!OEnHQtE>m)gmtV5o4wo%#?vs4ptN_J zpmd3ENZtDb4QhG>S1I3F|0?}Yf}eOBU)5=3#taroK=^iXn=^Mb6PIzFy93=P&L~RM6SQQBFse{+ z{eHTLRzgjFvX{?U9sy;PG6P(}utFci^pnKo=B&0nl$@$oyZ9ocSj3?rvYm}t9iE6q zH5d~39UWoKbiX{9&~Ke0AX`@z1JWIf?EggMf0flJGKs2q(ywvt^5gU%fF%Ft%wCaq z>lkb3xhr_psLv7Ho-wrh8TxBMQgIKtfmAh1jDI?RfnD!>R8bC})KMrV=L%>2t}4Hs zDYenSX#6;kVV~SvwWiYXRwFfB7vPI%NH+*J=Jqvv=X`Ch`@dFOR4-b0t{}#{`xU%EDvwq6I!)NdNtKp2R`d9#20Ye ze&iBtXQ5*@KTknFlTh~U`bGXvi40V7tcWlsD3de|`rmoyvG;5tBOM{rrT#a}9P<#> zRxc`aCQ4oR&wu^QiS^=kRr9T=?K*nC{D{)AxVUg8E}Xu9y)9LM zJi?)w;BuZ~)E-4Vb0q|7jE_&weFMk^WKL4JbOU4+FpP{TAVSoid|K8_lo=Bsi* zEy}-)JxUsxZ19BJJRR15S!T4id61u$3KUEyrhm_>owUVaBwPN;C*boW88&(Qw*WDY z;vdl%@S-IWc9)Fod!5hcAM)NCoi_c%pEzcEqr>rpLp#Sh_QQ*ZN2ouFi3tO&&dB}A z(Io#@C065G-XU4uc@#{Uy%UXpU=aj1p_Df#pu~)p$8B} zDlL7(M4x9uGeqp@U!l&sV#%lKlH`J`Y?qrOHaMK{txo7{kj*o?eb_X_ zl>W<45`m3bgW63(zxc~upRmp5-dLY0M_2FKKfj#TYkb##+*R#cSSrzgHo_!jeAIcI zurzG<8Vo=%!!_C899Sc)TZLlVq$IukI)^<}=UblFG;@rtnc?avND1I1V-%jgKUrax z3gWef7AE3_ceCb{r#iwzFO7zco_q%}AI{=e| zqe)x2nWb98DOhS=r}esmvo-)_j>U0TZVPF-<4z+E27GNNT(+ElD$b;#W8*yg&{T_~ zW__m%A=m@^f;;=BiROhd)BM8lWE!~S#}!K~IxlxzT2cMOL&3?9wDBo7liaLPV|g+N z3QiZpad6+Q=Ue%M9YruFHLSx%c z!*xtmnhABe4ZT#ae~F$=JqwSLgkI2gI_mxMf_#<42Bk~c-TBwr@TKEtk%X|Hq@-15 z?cTf!Ac^xqCD*Cw;fJ66&_+)Cz>ZrIxBJJ_x29mYhlVSn@l}bErJDHz*$%x0Q$g=H z=7U+#S?Oj!Y$hxISVNZg8gEz0TLHQ=jo-`{AR$d#c{kE{M>GuGZM@TMetuhD%H}T`v%CX+X^CFY$W<%YPU^R`*3*8w{7FM>n6N zh0G#fs6CKEzGn8wId8OpH&?`KCOV?#Cd=O`OK}t)ws-xz&gK-Y{WJ{Fkcqsy8?P+- z7%Rp+Y0n`AWAwG28zgXZYFC8Q5hgzARvJ2z!>eeI&3z{%cIywg@5w%LHmyl!e69kB zjI7^)5xc6l7u52VIcq^%k1TqJPq4#BK{C&zo(-N7MLtDI^|6pC7%t!f4u8=W+_P3p zb46ST)oY0$TXu!F5Ls3uWntUR+rbS|3Ug2L=o0UzVrVI-b5l#G;5*En#UvUSoi(^U ze?yx-MdyX!9S96ceV#ihT!Ar5Iz9N7(<_=?tP=TYG9Q^%W*?R1%3+}wWNqa74qbG3 z(m!n7G#kI;%8`Im*d=<5|*KM;?y&8T%ERXB9N4P)vbN5wWR-Q^?Lt-g@sz1X`QCo{=8p^Py`z!Mhmuxn$-bfe_u$j@ zk%P6Ox(AwlVf9dhT;9{Q3c`mMVsO8-k^!axwXchkcDjI~`Fjc{UXU}_xVW{sNCJhq zK}sR!jWKGi<)wd*nQ()bOku>MFCTIcHSsSdNg_$fA90Fj!BW%1g$o81;0ODST4_AC zs4AIebw{dqTarSwvUQG#;XlW|R{Pz?80|CLp$vWOr)InT{DQ$%_520pU0`dwAs zbCG@CzF&GSc&jU%egqP^Q^y?1AX5vobA#>RXnbvj(?b-V}*4fO@L| z5OW{5raXI_JS1&y9_TmKm?X*ZAGESq9WITpn0V&iJKK0aoBj9}6O#7e2cq=A>|FKf zU*{+Fj}8*E(DgF9AfEy{a>A6(3b@6@i-#69=NZ3A%e4jEY1G^1H#CU(L1J!)zM8J+ zvGF`2^xE^)kB6)8z_HL=tfLK|Ag!x?&@M&9v3Vn zc$~5=58?P`@)pKvZ(J=KAIXoqR}c6fU4UcFm;e3cuH?VZACRJNuY!-uUpNs3ko^0H z7;C(E|M~dqd^WiG@0TU2n+*RxKO2AcTdtf@&4})G0hX+?u5C2?V5>W$J0P| zD%eViIWu>MVA9N!;Dgo?U2Y$h5St*+2bZ$@tG~EZLK(rHC5-Iql9tG-d^0JSwkS?N zQtt>sd7Uu|@z#Y;@8Q>*T28C#>5!h^!<}MiX9>`Rd;MyLpJ7;oGWl)~Gw#ZgC^B99 zP)!1n%}F1#Xy*_HpN+gI5i#K6_*UUn49V_C59S7@34?S^OFaATbAl25SihpAzPW^! zKCLWUDp=1MBKeEO)sZZ#_r=Kb?2yfB-0QE58!Ybn|jZRNfZqr?H3`|vi!n?#g z!sf>uI#F?FP5P+xV5X?hslOKuyj1B!&s|A}smmppkc+U%>E(7@dkvu+k^h{vmEQqi zS-+kfSH4o!Rr{nsBzk*{;8l^|?BPe@g%A+f7et$bCm!Zb807s%52Itr~ zD9hs~t5uI*wHZbgb%2$G=GIEa5_dq&4cj18;jB|lp<$iW$Jcv~zD-*KYM+~AP4<;v zibmv~iGY$<)C$JUA4OdXc1<2B4LkoyG2Tlr>BMIA4mZoZJ)6cD@oHH9&SjTyV zrV|GmUz&fjocoomUbDmQnzCQgyr!aMsUvr_8M;i@-r>#M>7Lk-R5DsY>NTfTRI^9U zA=^iiJK=l$-W$u^*=wIA<956un1kRJ7UmI=8;{`5!G~7iS~7{F^+;`gvDhaQ0V@`3 z;reKkqZ+`9Obrc1*n3SNtW#QH-EL%)a&Bl`6uQ-7d8KEZ)aABvy0iF&$LAupFz^-{ z3X2B_{K-~V_^O?OF2-p$E#)|zMEQu3`b3-WwKXUh;*(BGP`NN-@*xFpICuS{{8X{d z4RhC#-?6kyX&k|JT!{k;y0abIAIlp+7@;%AENae<*fjMtWCX;(O$!QGGx@B5hWp&i(aqdGugN zwtfnsn$Uu<;@J(MFU=}#|75<4G&q&02YY zpE*{H5+AL;fnkNbi&KAc+i&XF3X&V^T}|G1%s->VK%Jk%3140qWiQ#f)KJj~TFmP#DEmoswFe8yN0; zD4MA>-${qtyKB5z(pJFm6>082z8dNAf96hDql&gh{B+VO(8k=r+iW4>A5fA zHEEu+@aed4>60a$8W{c!HCEg*xQvUmM)1mpO|&l^?=#9URC`zEo-Vgq{Opsjbhb_E zZAP&LMhrqjeqV%73_pKVVzQfqXsLAKI6K|UIav6)C>S!PO8Zz^e|>a9t|B=-f4xBU zTdYn3C%2yPz@TYI1yD!tL({s_G%8-lvS02XOO7y4zHCaO;7=oy&Ee_P;#8mI#AvTR@8FJSk>?%G>})(M*O2S-oM< ztXFj=+8YG&G&koHNKR}pS97K2mgx1F-1z+`CymY~-bisx`H#we)+QZuo~or@cWhj5 z*zXFlC}{>gB2+1uxo^tgsZ@=1V0NCjx0YuT2kbydUTjEZ3b5Kv;dF$~|3q5Y%QP7K zTby~&y#Cb#bYUkm0652S!xft}->!8FauJt?f#{3e4%+bFF{e6SGM{uf460s}%pZ&N z0=u3n#td9fx6wAYvS@&EJBX${E}fFe3~+*}ODIO=WM>mZ>xBsrUaI+l;L_A$TAzkR z>A)S8YSemj=HC3mqie@~BW-k5%Q|oCL<0A^z&V+czB;^319{Y{m! zDT@)#;G9p6)CTP=8e)m`($;>lnwbKX8rlmT+r^+}&FR-A5k+$t!(?JKpihaXMmVk9 zEISw3)>S=k%f|x?tI>7FJ{{}g%#*vMooPc_X5Pj+3dhjih=l#_VLNPYXU zd)3xsOe~eFPT=IoC6(R1M2y4qd+~;cnc>t|(L@Y>xxN$8kcM2O@nIz}o~{`y$8^$j zpjX#o7~jv1j9L5|fpG7wKI)znC2gTE6-MoVdNO(UiY&H}RGJp4%_nA6JSkGN+ByKA zZ!0-Uwux9;DgMEhvT`{o~n(vQOny2$9hJtuLR`< z`q2F80j__tD|Z52lhxiNx^o+hi`o*N%WW3kx?CFR2)s%d=Pt%- zTALnwZmf6r+C;dcTllLZH2jDr{)`!VNIEyttH-F?B9z#!1xQ~RseQ+_*c$YHeQJT3 z@tsrv`O(|O+M-WT>oYfHOD9o3T7C+V#u`LM>HTM_43hYp6-K)(KOH*iHu1Qo@F%i8 z@r&(eG3kB9h^{m;M+qH~0e=FJN2O6WcLq`PZ=!$zYK?}R9T~cr#R++#>4mt6i1{T% z*b)D26@G`c+Vj{e_v1kHIeY0wGxWa}1XR@Cwwsd5- z^?*AhTIh8)Y>v52xYEr7e-EdCzV`$38q0agmQ)D>dm)TP9W^L6CF1Ta(+;l`q5mgX^>4$UC@-C4f^YCz z#cQ?ikEvDl78vzDz1AiBK=(I~lzro>^_XJucxk2;)H7~I`Cz#>)XPK@SXGrgy=Q*l z70X39m1M#7X0^wOBfk1Blj5(Zv?3nNz8P7!@i_O$jy27EEqv0|{$-8NJrVQDD0|I( zB{Ad%#S80B=xCi8CqzD%__aeTWVjh6E5CIBFz=iZyfdq7#IB|qv&8$k`! zxKp~8{DbqE4YGP22aKHhU$n6&F zd3hS{QKXVMEOW$Aht4HFD`RgS4^tBZlz6&Nt6T}d`53=rJUZ@e>9jBo31gQ>4J|ZK zGIqoFuazU7WZs)AHK>T29?f-=Ab$rRZ9q88wPVMoiF+pJO^Gag>|cFpHzzwgEwr9e z=L3$2EsxYOFC%|4&!cT9p1wRxA%NID;6tx>n>~EhQlJ@kE`eSjV(va*ka_4r!(L$T!k zsmGXB2cW`u!w8*)&fVdFH{pHXYh(53r`btC;lJC(U;pN9W8I`uPi{~HHx#CCGb0v` zQXSio#{5~=6*?nDK37@+7i=lEbQ;wwjP~Xg4)E6q`>OfHCit?8X?z^B+roQ? z;Qdjw!A*ac=kgaVn_Tz1PwKMJYm%%4&!}0@FeW{FOA66RG9Oi#uAt#>H_QI19cyrk zf)n-E^^vS(jiFIV@^}1CYr)R6H3|;68D`MiRFOL57ps$l0*#vUa<{b{WY(L5`Pu@4 z`ni&ForMm+b&t{I+M%s3wH^t*mG`2fyIl1KQTArPaSd{cX5>2=ioe+zaRP5&R9X$c z>?;=`86y@0G-meNVw^(xeB~P!B$w5vO33{FUWtxu#W4}oW#!x#7`MLI{vy+ux8)RiJ>2+8B~#-2w*R%qwn?NudJSf{de>0cS9QAv)!CN&ahXoNsTL2< zzW3m_a}i)QMWaK7>CDIns{c^hM${UCLis>btRpG&&ZHO*$8T?JbiWeo$Sk=3@t`wn z%G0=5%@!RHjZh5S(a@a!Ee7lbMr3uA5UE2I;@c_ zlov|NXdV?VcsLbNI#M5}iGU5LgGBd-;kh`_cMY*o*v_~k>GAq~!#K0Lmijba_e})9!%!?j^{%2;7uU%Tpf~rI9&Ob3E)%M zK=rCV)OK9}ErPyti$(~3Ow^ofDo_s$?`V306Vw#2SUB1-|L$xs^6Bf=?!3CQJ*qL= zSL;$^fBbDh0?rTe@t_R8UN`cFy1r2?o7)N@nog6wRRZN5V;`&SD6q4>AJ57#Ss2g6 z4m0R}T)xsrB0}QNeOVTe8JVL+=ICQ(vStp926*<6V3mUK~Q5ZHxagM0fl(T z$Cu;8R6Ir@c-BLfPTZ6oOP>uPc1Z^HWQhTgodanRW;vQ_-gq)Wj6_Ae+d-F1q(3eR zk&#uvoGpYZwtJxt4C(I@&E%BC7t_NQ}DzXpGTyRlyV@ z;&;AN_1NoOrG)-Be%!UA{vmxxLCvpL!iBf|NgR*U%^pI9y?(Gn7CGG%|4))Ja3%F`eh(#)$Dq(2_K1WtWJ*vn8t(H4lEco>NJoDbo3}NlZxC`Dd^UVd-!S@Rz1?{ z!RRZY623d;MN%gOE2cH;=>1v=(bGfb1LY83oMRJl7apCOERtyrvKnemq^eC;*4uv- z7B&3Cf3C`RAG9@1g7_NAQgz|awq3WgsjCzXu!eyYth)Fp@9zBve{VfKeK#oTAn>u$`kr=nExLF~xp}4K;=LvLi8KYZZv*?q zKHBH9SL5)J2ub=+{|XsB1WYY-(kT@yjd1drE&O^*pa zlr4Q*+O5s9^zdWXV!Vp5rC9<hovtFG1aVGRtJJju(7LNu6&&J3c)0<%;rJrhU6 zlh}Ns2|g2VxVXqpCAN1_pz~yIfQyXUL0(%8ndOY0@fMlC*GtKxi0c(;4|KHMm&040 zopQZcs<9}@HA(DrW?N1)Cdi&jSRRluv5#^#syR#Y%X^cj4=kT-5Qf-s7^=>L2 zQfrP?`lB+TDySc0NQfF7VeslzVBtQjs0!;^S85_bl4mO*xZ*7uWz|cACPDM0gjx zL#+68j6bu!eJP3LBs{1JqACV08UA#Gh5ID+y4T!MtzCWSZcX(u0+^7Y?%p^cL%(r>LdC zhgJN~K3s=0txeo^-{^9;FD}s_M|qhAB;CTrN4+JsOjhb=!&VB87oT~TRBY3hhr z>E9hl9JyvZpB>8HkjP~nY1luWWsJ%&+6>|0Xz2E2I1VQsM_T*x5rGZQjP(|af44*^ zWH*{{@2#2t5^)+5Ou5lU_m1LlHw0IA%F2Ba0l?pGF|m>%&O>Ug!&lX-`M$nlp6bZk z^&J&)nxT!LRfWD&#cyZt$Uyr_ZbZ}uSo>+-_!nx8U%fG@Mv=XDR;VGIf2lB(Kp;*rv*$@a&wOnWY(+=L6{{zvuYI%>`aj$=xr)K z?SX=8j#yk-w7(0c%t&k;7Y_i2%fM}u3dVPMHP)w_fB3lZGsQ->by1u(=~)ix=+0{A z-zbL7awS;|bI2Uh|HB-j7Y&6;3v(uFHQ9W=Uqwv z2gYkZ`**k(X8Zt4O<8-aUaj(uo1U2$8v$D4RwGI0*iJ;8yG-Yy&A8ov$LZc{J`tfv-^W)U{xEJG5YNz}I7Ly>U zk1Mc?`;_PnbL;LmJ0l+CJ zaPrPh(<-~Gt= z-_38pOa#0Zmeb<7pW_=h>fs4mj2qLwwt7#^DBRc+m)-n&ru4MJyw*=t&KE=yZOz&A zWfl33QQH=*!vBc^&tVYBcwtXH*9@oA)m}cP*ddzu!F_R^Vb z{ax**VasA}ADFK%G&Ms_v+U}i|3FY!;Qzo;&wGq@1YO*R$_KyO*L?9`bT!Oqm0cZK zb9-I+Bq{4sP>C~6Ot#j^OnW#Y$&MMJ3THSfA>78YD63+1hbRvF3#8CWX zBVI$&(k&%5>^=54V)NO!k0qpv9HjLy+8Sd1am>0ktHLa{E3gSHAfiK?4J!>htBP}E zZC9_Gdcu~nQSxnvmsxPRk{-LXce{cKP?zh(1V$@Ui0PYhdVj zB4Ej2Uj>(BZHq7VT^nK(T{UR@kb)Vyy@+15JlpHnwF_ux^Qazq?lVc}lYoPlw1RKpar|PcS-cO^@`AFp50^d0j zfBoV>O2H$iiaAp^XMAHUMx&D#upb?gP;*@j`;=*k*R%4H^>PQX=K;&klGdQl7IboA zhkN(Q9&%Z=M;Y^SYeWyhBEvBg*?p)y8NLh6Ziidy!*FN^WDsOpu@P_mCXd3Nczh)5 zXfNyG! za&{75L0wd!k4qXkxlwFU)4&p+$1JzY*~EsRVwFZc;Z`cEjtUO)qxC{1p~Cv4VK0+P z24tMWGm@gMisWp?q;K+vHl)D|CXV(y8SlntVE583WmFEGG2hNNW!sL`HvBYSVbEWL z`cHm+zEtYkwWqB{zf+B$>9QtSa~anix!{WoTs$xf74k;M+_ya9T-pH89Pr-hLswJ; z#Q6YUl&nzfIEkb>H@FcgbL?N;J2m<3$QGr9s+J(W2>$u4kKGij#f=B*Ija`3E?S+4;6|02ssE*LxWTqx-a>flX35ylC*>HqS%X_|Q~hx-k?W;h z<I1RsOC zMq<%VI;*z(6ur)l4Ysm|v+Iy7Md2OtRE0dq^>xb_a=zXQ2ou1G z!)gqdi11OQs&918nRWj1;?UaT$RfWOrWI@O1{SQ%6V;-GTgTc+)ShQ?PUs%NI!L48 zh9Exrk}NA+W6gA!$$`iQ9%#D|%T;dsA(u&45_5rn=++`H1w55$8w|`8u{blA04x-| zvLuwalpJ494mY^jC0`c2eAHS6Gtr_~3$8zc8l`8C5E4z>M$ryW_KI>wZI9M(q15~u z)?U+|8P}O9QXwydCVSu^5=k%gtfq|pXH&SfdvWi-jtse@@L^^$F{f5Nh&+W~OnAp%_+(V%AXga(Lw%yUiR)pe%IotB@!i zU!8`==UT@QGf17JVQN!D;xZk|bD8C2TO_${=aASZ^ZwxQE-mo6KG>H5_Q+fQlkn89 zpG&GrRYGAY61N*37Y33FYk0JXqP1AInquR8?2Z>UDD*GY^`8#K>nmP%%DWy6htO=M zagQ>v!;UjB1!9DnR3`Y75TL&N3C9&a8Zs98=Ywq#SR2q&;L`Aac|tMSu(m~T|hao9y?``(7a%`!Vguw;h%T>YD?EwCBiy9i&4 zZ$YuJ(T^)<4^vfb@|L9Y$t&^fCNzXsWMuZj!`uagPG@y&XWvO+#6;BQ>TOZ>D~c1_ zYjcex>7OCm1Cz(Pg$%?7KM$Tdo zQalZ>LE`;p?A)Ju?2iq$NYCNEi>Rvv=UR*>UV&eaA@U7LOp{(+b!o*(N`26;0~=kl zGoi0a;YE&sRc?9l4z$g8sy?7|)n8^qI=KK6SXF$7l~c&M0BWP)!nSvPEPG%eFE>lc z>aR0kYY{_*8#|hGd(Lw6(f>*@pJtWIj!!-q&p8j{WLd5$R{q2--=a-e4?rEGqnFfz^y2n~e9?5h&;hAU$juMiR%zOD; z#C8h*q%_+SZwXA2@L1@EKcAb0vaX$k>VBL6JY-PZ8!G@*VN4D%izU3`RzJsBFqh_b zLqx=q-PuRIar-sVnM*TyvBfJ&?I!sJ`E+&@?|lpWaW0VR7iayYRH2J^rGhLDc|R`| z;#nLth40`m%DaqvKb9ZxJ%#((n*Z9}syO#fy|+4LrZRhWVhVu2?>~Z>lyM`LWUA`D zY|(FBnbU*znFT`e6h)%@2i<@5tkla=E(X^164`aZ1#%QB_*ZezZygY3*qi90$cn2% zkUx&#$K4niqbT|jcIVAM3wmHi)qT;mwMG78@7#$ECsS8_s#h-}Nw0(V6byyNtFdg= zL;QKRy_Bii44#+83fUR=E(WF}wACYC;vodb_-j@kWEa8z&SJMIOwb$?X3BFh(WvF? zzt#}7{=Vg6%EYfpAQ{zUMh;cJN6wOP&yT;BTZ3t*67jKz-N@v=Zf;G3VBr}3#q(Z< zf%Os89hYrc#DiAl%@!yb-7yRcGB z12-y9x)>|E2v`eHKF1bKD~5^H{ex2BN9$ppB<06^sYCsGAny3y8a8{ahkz!#Zs}Jt z8)KFeA0rg+^bO0|&W#U^jV!k;F*FU=H5VsvFj~(ZXQNaHWlX0xini`AR+%i8V)M84 zB5lTXw&t`-q!kUWycQ?EA{ryJmr$z#>~lR!ANgDeKVK9TA8 z%^*<4|2oH5{2n=n)5i9T@i*%7jHN5D8_1t{P12YXC8-jP`dN5uxoXNW^^bI@u~JLN zB;wH-l_PbPJU677p*xx*Q_#Di6vh%ZNn7MkGjp>;`CzEPt73zD25?1Vs+LVNlpbd7 z+1M;eX7bB@NF~#}gF%hZ53}666x9FM$IBU(gEnxo^9 z3+7sNeFuy;=GoHvTP5s_E=dO0PaDalJ;@ZVl+x~#Wyc%t(5QWQzF@nHJ?abnra#Z- zX|Hdzmdx`yS04}uA1Lz6uaN_k)H=YZr+)QiIcs=0l@N-jxim&>RB?;nWtMgL$NRiN ziJc<3^CNQQ1$5Koob2I7S18S>e(U=jqHMo>OT$lCOSDNJ@i7x{M~nhmkH&#GJlim` zUY7)^{fnz2`iEEenjWXze2>-G)D&yJbc+FPea26+@pc2Yl)cY{9-tN;lDg;8Id2Yo z-nux>DN%7P)aqpqas?`_=nv}$AF}iyh8qJT3;YQwd+jNB0=MpIfKLC^6nsgpKXes5 zy2EW>XitIu>=bM|;rv)jLod+^i|DB4Fdw@PK06iF<$;fKkwIR3aMs^p9xyx|HMt-> z=giU0?byZ>912VF*k8NYi3sg=Oj_?~Oh{bPv4B35OjBc}0GIj}#SY+`?!3pdy4+v0 z7E#qQq#Yb%vn=8aSC(YLjYs}Q5|lIb&QU^!Jf0&yeft8jXHdULHNs<;%Ag>(u`k)e zBO&!GM0q|3tymHJU6`TRP^>k#-S?Zc^m|!)81~ekO#8-|(ya)-W=ORk2g?SezoCfE zY7C5_X$7(@)!>Y#RZLLM!#PE=4NTmn-PiQkE!RE=Xfq$jcq#elH_gzzlT6@g;!+5Y zF1!Gk>YS;4x<3m{uFnKu=Gd|AN7RuPYFc)fskPKE&MMCdg?;*II=T99uR}R}merf{ z3DY~v!&Cl3CLI8MZ=i+Ipy3&_#N0DeU`43ZnFq#)jrdpXk@c0fmvyKvZi;1Rhz|Yv zd&$TJVTvXh(jc6Y+{3IU&yRdq`dfWeNa$?jSUOj5k!Kyh*G2r06@`1lqduyOX0uz_ zGDa`3VYva6>m|@TR>tQ_2Q%NKmJ=2pxFkev67qIFH5h+KI{@~!oX|>`%R}-5-332Q zRhoG(vAx=Ljz@SY@-LxqY*CY9 z3i;@2pKe}GjQZsPS=6j8B=(uAURt{ou7&}5xh>GJX|I-k|IRj9>r*(pGo?4X$g$>` z%>h7c3zff)4)bctr$1ZSh~%MD{XLG>hE|=sIae7iCLK?e9P4E_9@f$!xwN3!Daaj3 zK;k}I`l(r5MY8J%@p~=NPfo?C+&GBChm9KAVNABfKwmkUPfNLgrB-(eyuOncChypQ z6wi&`__K58*H7k}9(HC!P}g10r6o*2VX02>fd1bkA1SzL;!0?L`iEP$ZAN<-_W{m5 zQ&himqB44`hqYVCm8Tw#uMGw%0ltPdgz38rYXX<+WWb#Di4ZbIocr9^aUeCObJ8>I zcWHY41z1I`P`H#|al&C;>3<>SrK#5Ak;eD)iH{gXaLTm2ELR2<^X?!1ZM#t&&wT58 zg5ctU`ts^3 zluet*x-WXe^#h(KUs6EDZG!-nq!+tsZ79^p>D5wTtn%5Nf617PhZ5d>`eLAQ*R;p( z=n$9qWa9AHVvIv-;c#;Y1g$Ke7He!R@8^5UVK%@GKyZHWbwu3Vy@Z)nC5TP$gou@>9RkY?eRs5RK>*5Xqq%;MO3A`m7{6#al?QdubIk z_&n7g%gCkGzEjMv-TDu$%J83Lwmg0Mam2GJz7~}{dYiBB90i)HMiXd7EDbQ~ZprV< zbk12SN0ND@b}LtCGIHpa@3-mRoYpFNWqi+bS8I(|bEIsD&?M6GLXsTG0$x7^8r(T4I+Y;c$KOUeWnH3T+gYt@3T| z(4~lnT|al(_l~LD9ySW-E@F8=8eP=JaK0J6v!i{Ga3$(9@8|fkY-TR=*0xO)mw$4& zY+3t#&bFE2eQ|eGBsKlur2psfG{-sB$|(BZ@Nczc!Pv$@b-S~TAc3xLTjM=4kOS$0 zSLoA|TUF`%!5?{l4QdZmt3d{On0Geuz)iW+kxjAP=R%8AC2v}4LG_W(wyMAG(Gm(; z&Bo7&nZ|iUN5--pdp8X)XhFRD)y`XV^71akfW8<_3}Q}&gZ=IZ`F@&Am{5KoM->p? z!g>^my0dq$#YQitYgspKV#hP`#1WobtvLRD)!b_TR_+y(|3m-xQIeRAOMh24xqz+K z3a136VF_<^;|abcNUGt^R(wrY~;GVFtUEzbXm13i%M`|4PK#J zaoY#x3N>0N&APeRwUc%P@kuE1QDnALcrnxLA?rt1fB3%AyWxqW z?b0=^TXF9lsYpmNihOd5zl?tyCiL5UIq+zyT}tH*yU*mh=FjK&dQb_a_O;G%;>VZlVzk39g?s@0J7sbr*xy>u^#eXvj@AF;vio^qZ ziVZ>Kx?{_02X@g5#kUi;E9MwtR9Jg7a>8Hz^3dMWRl<`@ZU7EWXS%;IB$KU+h}kz^ z1b#%!qH&m)O?pRkpzuFYZ~N_rmh>Q)Ec@D~|K<_;34=3$6_&!0)Ld$@E6*q9U>h22 ziEF}_+&85iUtLA9Q(k45xVs(A{oyo)6}A$(V&!^+v*TCLD(}4Ph4Fy*-3_J+i3)q7 z6fw^6;~2~;WOLlG+7;{XFtRbvis>V;qH5U(%1&xOJ`{2)cJ1Wx z0$i#X$jabYM35kmF>=*dm@lz@XVOYI*bB3)#qRjTQTCHu^6RD4ZL1AXm*9$nOt7yu z($w*^TSjr9GWH14jZmv|(VPNpbKQRkC|1Q%%)33WbKA~Krp4*iCIHtT*Jz$TrhSgH z{5;x-y~g$)C@~}HTY^z3<1})&+U?|k2adQ!dRLa!H&uw|RC6O#uacZ+r1-aK>Qv_M zpuROgwZzeX^jB=a%x&T{qe)-jy#Eh%?;X`t`>l&&<+C6k(xfYhNEhiHrT3c9LFt4h zB_JIOC|y86x^zegp@j}n5$T=Ki_!_b1f<`U;J5eh>~rqjW1MsE9eb~TfI+g>yWTeE zJLmH}(*?l%=j>jyxGTBcik;Hl;F-v|bZTB07_Vz2edHtws;N*(bk0naHq2_clCts! z_2l~GX5ry5cUst5SWxFrgJ!;e1u#;puNaBR_9gPR?6-$nf-pm7ZXFpf4OY9XpBo8!A-uI929;Z{FvB@21gTV)X^X880`DrsG!T^xF=5fTIwM-EmB*VaL7tB!MuECulk!T&Rha4~9T7 zAEX%fO4aMornz6rOSh;e!^nzBq!CePdTx`8yE>|ggBuy7M528M4Mx(uy;lXTx zLe5MQ5qEvGzJ-gvVO$)*KMqdx(5#u1PTaJihl7j?!ET)59!9>xE`s_A6EL(AbAGhl zB6xAGYNG6{u4JZsd2eGQ>wzh4EB7?_dasTSYFwb)oL{c|!AXJBKa>zJfQt3O_#bFb z7e{dCP>xF_+rUq;udMRF{W8547(Ns^?S55kaOOL>3UEg{W1cnRjDpaQ4>q`iO>(s;k8d2IGz^fuQXaZ$`=+qZKeG~LqSI~JI z0ZH(_HBI|5{w~b#QBuJ`r_WEDSSV?{mA(c@uXG6476vpVRusG>^)JN|tNZuMUg`1$ zg0&sJxjRBh-XUplNbOYGUhnUxAE?v}9i3ej?3+&8HMp4zO%F|fY&PA`s!!_U0rU}rjCN2745NM{!i;P`b%&b}q8NsQ9# z{OoW>1@!95d<>=`d&;z0nfMs3bHd;q) zYsQxGx(ysW!@>^eZnPL}S;tND`}!O0ZZ-45p_tJx<^r-#n6LaiKn)S};bIT@g26%5EF>lx}mijs>ldEPTi{yD{7t`rJv# zD1&q_K^K;o`h95|t>5WNBe@%-%W;WPU(zUZ5FzV4`)R0iTRV5rsL-hFBfjMhk* z^$>ZXvWRCF0hbq1c`EQ@88oP?SwGd!^}2%ncTTJ$=Hun2N>%r%0P}%wjKS|W z^4H)Qk_}r!3PS*$?(;E4QmZ{ovui|WCV(-WwboISFqoN%tjn!GFCjb^@_JEiR zz{PNG)&nYylLU_RY5P?*o{TB_^5oG+-lcpV24;qCLr#a@<&YZ=u^8am9$i zbrwn@ujn*T^xVb4eWlc=DpK`&G&}mbxM7#8SapIH+39UUux8@I@y0_UqAyNuEDrJM zhlf>^hcm&%6;L&Ckjw9isoz$`35Xs2XU{%g6e{k0okWgzKjt>CV3I&X`=p#>!THh{Kqh^cAK<-Iy3+$_lJQ!_Y5QCr1&(0kf6- z;k>Rev~#N*H1JTp%Yf!H-fv(WLqy(?)>X7$d55`fu&1uIuB`e^ zgS>m`>_vA&|Ku-=V4}^M#>8Oi6ez*co;qA+sdfSu7Ld#Pky(S)%gj$`*KHaq?tS}X z|5M`qe@kA%;MxG$xZ#ksQ6k%gZ`o*i6AWUV1V% ze+TT8Ka_4i5pwRW-XzTGpxx4spq&d1xRR_n;bHwc-f4^Z0#}pM4)8-AXRK6FxWooVx!WA)Vwv^*^R(ld=7ww|rULOm^gr!F z0tq1iD0{-SU$9=nJI_DQ$3VZGlOAB(cr43e9WFGJ+^5Jel^JhdpLZ+zEJw$sb1+tu zQ9sxZuod{nPKXMaw>V`VhyhEmcxm@55yBXyLU&x%?h*rp0`OG$QbzANZ9)4fJrYJY z@RP@XhF*byNhGXb;4ZB^BPxXV#^3UPm-qZ3<&G^ytzAxXReE9XogD*DOZt9NO|QO9 z`FmwF3w-!n6X^hHJph$dTKn>_nwf=#(z`#;ZpSW)++S_w2M)BdmAE@G$K%#v$=Kt} zWsR|s^F5KQho>`Efn)k|2oc1f!SXwv3wM;L0Ue>J`~QD&kcUsN^h5!H|5Gs1!$(oE zHZT_-U2>mVJt04zmvn#TWzZ_CLS?UYvWUmW#&G+*Cq14zv&r$hL8{7zJ4RL}5&ap8 z`}XfPEYwqe*Z8eNkfc(Kxv!igthzS6y?`+1ct!u&d!A-YBJ^-Xo8h_%tj%3$8KP&2 z$WM3K1+TPwaZa0h!6CXXHO2!a6D;>A4n)vXdufGV%~;F4AI9EQ&^~2?tL_x`ukin+ zNa*mwr+)^zRm#Fc%r4<7G%c_0YG5AekyKV}n?{cK)9`6r^X4mBk;NR^$kUAnQ<1Xn zn8K%;+>!7i*x@OM6QiMi@C>%1jNN1XZ`4|ihM9Z9N($q8yRBI)|44<)f+}p>D^aZT z0BpWnP$W>COX!ff$GZfs?%T|zY*kzy3k8j!qItd65mn~;Aggxlx)_`Kp5N6w2)qaYN znb#Uy_`PQ)^Gcj9gb8pOGJ)5K0hSW2>0kYwnX|a^TKm=3TW(#6vQ5lMx z$hU8gO!;^T{rFP>zuDc@e}8Q{pG4ax(+zTH$2#c*W^XqK3#PpM9Yb!ZV$_}|3wss|rHAqH z5<2gv&-qhYb!#H0=%$_&5BXpvy=(J45T8P%-(H7D7+-Ox&!H5LVt3D*Bq8tu;TJTZ z&`l2HMVok^M2}Y6N~s&AZDS|bPyr<+0IjOjRA6VjGcnNUvAqO-RrXh5qTg z4ER`-an{LVz;MwMb-l`GMhRMT+F!q2GuD=G>yg%L>Ef_FfwO!S_i$=Z0(sZwXQNx^ z8;qp76orn~GQ8W3c|`qDN*7gWFoE?osU8NZjlT`YmjwyinG%pW1hyEXHL<+eq*ANz zB84Bid^^8&j~l0357e3g@Cqk1c12w~7GvBcu>o>!lh5&UD<0Qlpr=VVb3=?Ig&L<5 z`o4^tKr+42jJ254IN(VxRCc+k75xW2TpE+UB>gnwxa3J@K6%wfV^P6uV3K8Bc_L*R zO*mQi+VDdBbDMjj!|wV?5;idq+Y0wJjy2DlDTBIQNBslUl1F6|`s$G>)gy`*lF^<> zp6^Tqyyj01!ZX87`j&g4$p;FyAZ}CBwHBAbW)%ePxX!(TpZO^n9lG!6gmz^LO|=wU z%WDSDD&@eqdg$@0QllH@FFsWqtMrj|Ns zr7|Cz$HUD6Z%t3qcLLI*74lVKZ)uf+U2HfM@nO9d)-9X2AF zE;T{F?DLcOZSy;c_{ti4u;{EPNFr+e*;*Ha)GHDEf)$gxwAFXjLWkFKG@jJx!I;@v zdV4fqDe^Wm5In!T1e4$T>!!S7G2m8?7tZ%?P%I2-@*gkQTSSk!@qC)dc>o(smCNITD{+)#?xKheh3$fu2kky0&h%N6@4A~K3F}`87_OgJ zqpryXcF~_?9oCC!xciajxNwpawce)Ruy+txSeBwaaDQ*L_BnJqT0aBp#W~+i=dD-a zsZYXHp*HPTZba9a9mQQtD`jAG(8bY|N{ZPCFGf(iVt=ylU$i&nb<=Kny8qBwm}kYG zWBw!Wx?QpyQ~wMZ5|ZOmeWJ*a6YL;0{N=$qNBVG9{lWHh$wlk9MsqZ8k`yE1;N6Fk zU^jb%b@Nj3<1G~O1xmpOUto%ckx+xyHwSV)+{8`^nX0@XLT;fOvsG&1dv2hH$1SV{rHImA?zgvUTZf zAafNmN7cn$uxcqtbG0x^EcAFWTWFf~*2InxX}k3`BZ*_wPrq zZ#m{MI=d<>{CMF8ZuVt(^N>NrW8$=xu>DkrJi9Ez3=Eqd27usc)V>-(TAdQUR2mhN+IkonIS4 zmJP)ies!S5PKK9%Klh>i-op5?XV8Vxg2_l+BL6fp4JjE?K3=g2oIjXfRi*n>Opw5p z)D+%c)OX|$zZ^eUggp^9ot~LcU_zdN_(Px{;NDzO9sV4K0*GHxX{^X?>c}&M{8$F* z`Po9o0JT2slx*Rt9YF^+%*wC^YCxjR`QhRA zyqx6YBG}lNs`CNAPeUu9ilkbR^wHhACQ;e=EjimlL==+*rL>0To8N(Z%lm>+FD5{1 zwZgH+jc+sfjar1c`t$D%LvO^OW_7V9{7F&|w23LIe;wkO-L}Ceu;wo2(mK7~X5*fy zGX>Q=Nq47QHE#WQ_K#7EVw%_Dy&pQaz4zFx&KglAc)=h30{E;B7Ni{;?;JApqjWc} zK?~EixI-@7bwA0Lrs|AC8;(wQ4z87kEic`0J6E8%6q$D^r5YL19RvdB}J2mCBYRaJ}+0gG@J8OXoK%Y%bpH!>~a%ZXS-6W=m~*peS_Sz z#lX!C_org2rs~V4+%r(OZ>zz} zd@3E)CAnJUgLz5#;mJPEGAnZ9s@5O>;4j)sZ)Y3g`VE(&1yVc_200*rfv5~Us!Xu$ zvtqOcn7T)ZQ@e{>S>4O!p!8MdhvDO_zhe%z~MqhV)m_P@pP;m(}^4Q zQ3V`(UwHWnks&yu`|XB)iJ`JHM7u64>=OtJv~!XZ)MV+RDkEQ{nwApHqRyqA+u|6`Be*Mid8xQ$3g<@m}Ezo4yXgj->sw0 zY72bUA0YMq$arFe;@A=j_vA5y8S))$J~-^<;YJstl~kk?Gdb_A2zZ5NANZ={uuHkI z%l@^N8p|Wa=-HNiO15(`E0cEsN%|Qz+`UfNei;?b315FN1u;xExGdxO@lU8MmQgE7 z$9_%ERa-H!tJff~g)Tdek@2JwkHctx0UUND&r^(Vhxrem9RwUTu=c$FYsd%vR`};2 z?w67oAi()q?|5_7THaP>VC&QDuj`Lm^aWvgVZm{}ANs^xt_;>Mc#kFGxk2%858Td|A+S%efBamP(uE+d zuB?mkD@&npag|YzQwyU6jXPmdhv7dW4|$w1p{P+if2k2;jl$GiVdlWTk|=+Hg%(8E z^ff(?>1B{Hte^tZe0BUK(tUiLqx4cgTzc?PG05GyZaTmq|O-Jzwcl z^POHg&(t;B4YmdjlYU8P`tYwa@>eE302FyeFwpDUeKXaDQ#FS8>NFa5qUzbOLNM|x z?P-anPr!c?>f?U0#hNDKIk>7iqov#M4yqNI1C|ED1QK3lKX{?LgC*{7A2CU@?~h|G zEwnS;NMU9ZFEc#pB^ZQj84?~tadJ$gbb(xlAD<2f zz#7$k?TtRg(Mk=Nl8{e+uiRz8G2z}^j7kR`Up4P5W0-^ig8dPJj71CrTSxo+KvAY; zncltMFJLuQkSR?x7ygaE{LyK{<3y~#FMlL4oyydt6&(7k9@VoqG(hJ-?O-yiQ-umv zP9Sp{Xd_S5E3vv}xU=v+<1d+HKvZWUXL;k+a4+x4{T^qZQd>H2eMCWj^L9t|i>Jg* zp7sM-Ny#(rYQ>R0_CHG!G3EBGl$skyA+8FU;nIU0am<6CUBoePBjx#yg!eZTvwGwo zdemhk^rYprN!^QeASR*XljD^JY4Wr=RmIx~UGd+}f!y4VN$%-wG|z}Xa+-!lI1&#- zeth!64Xvt&g1_I-&GQM^4*fy;(!l!-mEG!xnB;n?iFz*kAqAG*u8QZ_x%8pC9M?+k zC6B^N4~uIHd~}D}yq=NF3-c13!7r}}T5R`y!%5N#!SRPbgijIs=WK}s_owe)C=)MA z@@Z>fBIOMv)2W6a+DV5&_v}^5euK-)Cc1fu`rFuuv)gJi!ql& zc!>RB3W8T5ap^;;Z}cn!Vt(%9#!$uQ?J<9f9&6K*K4^dbw6SYLWFEw`;7XO+j#F3D7SSy$zu?29kJZxsH~{7l`NO3&&LJ8U8XdAsE~cIB~;EP8_)5dp0D z#{{LmXJnCawvmGzB|B|do~x12^Sj!l{?(U95`{2k)EQ6adCN@XmgpBh*chlNx*W97 zwF~+*di8!wxMbG!0y3_PY;PZs5WXglzafz_fQ5A9WAO`5;1Peu6tDX((-f3%r{S#% zK>xWNcHd+>g}KWL7MV$$J_2Hw2YR*EOpygE_YsHM(k{|KB(V)h{-2gN8n_v3zclF) zsFzMGiY07vIg~&q$uLWk-D8s8|4~U?eVBpXcX-^@fJcfePc_-c>Q%7v9aN2qub#Yv ziizc}wF41ATwl%wZoN_q&W627jnUY8VW? z&fEGZ7_ziX)-az(NqaPEBtN&CKlRseSWjMuIV1K&!$t7nSEDERev#?_#C`ekD?p&R z2I--d_6yA(*g%b2KJ412(R&hDk5N^Z$msioYUzJO=Kln!q^CRE4w?ha-oyAiq-jiA zxOKcgmTwx9D$E=JFMoMOnS9(y)Ue@eB0Ty1x3RI`5QmBeOnk;(kOzuVcNVf;`c}y# zXb*nxfBfmHM`3Q(7WEutbOxa6Lglr6!PpLAM*YY#(!zi`(u&>hCy?!L?~EA!{v3oM z-*tRb2c4@E#tgy3Ad>t~I$obCE8clm(ZRMzbs`9>OUbhFFC0zLoc}pIiP{eU%#u&J zd$2>-G+~UYV}RK93vv2@@o3SZrxc>W=P8$xI5}5Ob}awSVOS8IdKK~Lln?0&S~dTXr)l<>)_a$K zfvLuhvGamO^qm_=FTbBn_*2ma{zz_dFLiX+U``1YEKVJ>=Axe*eGz%oP&BU*3^6oH87bNCj?xnK=2bbicV+KH5M1~-kZ2L2f0Z)-FtuL^t< z!8?{%j!wk!Ev!nrFrFhN?27=5Z!7@Q7*KF%&FEP=VsFr!Wba$hBe;3jo1?Q6mO3bj zKf3Xn$Wre)4)Mm=*e^~L!P?pC#FZE+xlH81L%wOoW@@-JAWPRelq=0~W-X_Oy=PV?ItlfG6|NrcsAL+8vnVB|@NLji0cl<% zj95Rgh|K)T(kdcjceO`l(d0Vg=iy&b)?;2StxIco0X z{*ZD`vyrO*w4WJ>A-GGCB_oY_TDR)GME6D?cC-bw9KhDcJ>yC7!F}gmvS4=ZEmDT! zQusIbUa(D{Sm~B~gOCNBHgG%lfhR`~l@WgN1yKM#1x<6`F0_5|`qJTRpJ5)?0k*tI z^uFC}o&!^P)rqg@d?@>DwWrI(bE;c{dT2=Ded)-wFBXVADc#22?>0OOWa7iOIbxg4 z*Fu~U7b55pZTEx>=^6^7uS#TP)dZmaTD<=_nS~;$AYVKx7TKkpsCy)!u3)TJ0OrKO z7b(m`{IajzcnuY8tbLVvqwcsuq+J)vB!GpPPy+HG=H@*Q487n#x_RczLH>%aLcp21 z@2m0@bQ08F6bp4m3n6dv-w;o1cdL`0cS3T>H|!o41Z-urSC%L6vgXqtL%am2GR_me zlc$4H*~%Fb0KT>6WM@7#uGKC|dFg2ITM_t#Y;v$>KS`L0A%$5Z}w2gYw z=mE8E_96pGh8pp1~i{7=M8u{<7 zpq}>_mMhJDGee{?6-V_9>dT)RwTS?y`w6EAs!kkuWS@>Q-OVzysO|mWhO{DVS%S&` z#8D7@F2d3Ow(#m*mhbclXVK$&xV8`&cxhpjhGoKB`s9uU*b`^8R7!j!Mc$2PS*e%m zN>cn>*46Z46EK&fbOtY8h)f&18 zkP)vZORH#lWfV*rpAEK!3$P#b-1%?HD30rHTPhc$Em4X)L?wFdhZ+UqfTPj#rJ3~R z(h2XGn72yJ!{_|m?Ck-?jFlOtp?3lyC!`%YW(j*a>HH=Yf$_Mv9p2yz}9g*Kg;|#Ir^bCkw0+bYfQbK-o|u$ zjflg-vC7u3d0&**=5TG6_VuRV`M>18RXp!g^Opb=(dm^wG3;v{X}`gg|LE#!F0Yi} zFlm=fhfY8>^H#$%{CnC)T4lI*q>IAySv+<(r4CNYl%$D)#5@+}dyBsJSG7aK=U}o7 zSouy`*f(HvpDyHnqUdqxMl}+?1PG~tMs=YR8*RT|^oqdb{f!GcioSD3NcG*CP6SCd zKjNl|2_J-eP$VaIcDE`eJx{xnZ%#wbf{h5xS;Mq z&X%X4c0`s?1Sni68zrcSpxW%c(J=%u8t=C`nQp}{T6z4u@BOlYQ_wL}k+TM-6N!a^ znpDm9*9U)IH|=WM6{nB*zB*J9LLvb8!ifpu-S#Em)r`+ntdBis>qp+WV{&~oxoZx` z+;tk*SLVb^Li#6fpL}=2A$v8uGuNN1bZ?t#;At5dnI}Z^lo4;dnEgcihMuL^{4C3 zIq@{?H|5yYqK-@wP;)XF7#O(A>6T!7qyd>T8!S5GG(1b~ToIK!igX{_IErgb5_-aN zD4m-S6)$+DyjR-LYcii!Q=&M;aNe)N2X?YE<;EG?*At^&mvHvsA%*LvPQD^%jx>cU zK1A%Gu5cS~MM-JT47DR)7Ahw{CFJvof(G%b7`m&^4^CbV$bbEM7B7}*%v1;y`KCpTUfD6`0;f4L!_=X>gDtLgv*y9YZ1b?uiR&ZoHa(@ zN)3-XnseDZ2-Et~Uy5BgWzsCNU2%VWqjVx$4C%)@eX@^m@TW#hGpZ(|AHrt;FCwQaEvMI#sL$JD^VON&*th4Y-#93!6jmr{#($J67g z`Azbx?wwFS6 zcJ@eDUg@drH8YN8lWZ~M&F1(sZ&!G_?CO3ULV;?uXq~D3!HSot>~+w4+v`%=E9H*T zq~Y5MyE@U)fqFl`kwL6b?2daKSUHi{*N!hWW}?ERXtM-|8%T33Z=m$}JPww4X@&iA z>+^07#}x;6&Jx-|L_?qvX^*Wi6*#zup$31Ht8til^Z`YIhUDUgmp{FisMFNkPJdD+Hn`P$iPWpFj_zzoasgTeRPO zF#HvZu{r^0V9F8Q>Bp-1og8K~AWnVeS%4n@6Mja*Sj+@q#y+u4e(aGTtbU>oH2)jK zStG}{$g5tT@g4stoR-*qSlH@!N{CfikMJLUFCtDMH z7R3OFI2y+c*3WfwFbnjhpK5^g+HyY|=Da4rc$6fQ+u=(Hw7FT&y)l>6fq>}@AfRxK zw(pD`g_mo%Zc|ltRZ--zTsfNNzHo4d*W9B>L&|$)F?3dMfG!IKL~|DtF-0>X)A_N@ z+n?kWVDRC*Te|sW_9Do#xFy}|lO-}4H#c$>D8rY}QrAJt{kfo8E3$dcncQ2KS|E9v zpQFa!D-(wKH}50aD^{_eW?L#c=*6q66TzW_et(M{R^K{Jx7({VF`P^c300bv3rg_Q zHRwSh(mN`-I10+rLhP{)&^61z6PH1?1NlCe`+VKXIqHm}qW^CZSl>J5)Dl`~1th2M z#@*>lgbvY*&+!^5UFmd9me5nk)sZCjfAYLzaoIRJ3i~tZMip1te=Ntuxgh^DRc>sa zdnGe(n46~U{sDqR?{0oGGoKiPfGRJ_-(1mHGx01odRJxf5T?`kvB-Ni5Ul!yE#4KG zU5OVdh(u%KYJCOEOx;m|wkYOo<#T{bD;IFIc+jRhV+ImzvA^vupV(j1`}Kd|rY`#L zi3xJ$(iWWc?v-In5;RitBl8UeV}smp+vBTbLKY!Zp82Q!ZRJ%*$+cMpldrBc5l7yi-ao`HlP<>-4sdtqg?gm@;(rZx-vj~lo^=uc?l-#DIo!U>ZHolZSuHQx(qPQVdZd13P2?B*6C1-{V zjA|4JII{@&A7U_ZvtJ|7h=%4RbD&sBcPkA5jwqF$s{IZsiK*gd4iJlz(78c@151yRK_O z{RZ`{os{FJ;mMfXT*%$vJaJ}yApA1$LRs#K-Uw$?Z?nI&edqgGAOEL4CTDGas@Hg- zYb!6;N$sZ8%!8YMF!kW@ZT1Gimdk0!8&eI5?Y1_Ep`%4QJzBe=L|y(3aEW(ox^V}b zyB%+xLuu>GhvHKzqiR3*)|~9N(m7CCGqwq3Rjw=|g_=p6jL}2A%co*A`nmU`RbG1a z1^Gnjk3UeqgEsI*{(YXa{?Lb)AJBaY^}*@yza5=Z-x2KDklW5U71Ut=InYN-J7!28 zaHz(DO%{&W?jv0}t8dN^0q~r~ebpDpJ^WgIeK2+RGdlIPB?pU8SkVwTxYgyXxjGw| zrD7C*N)2p{$SLQjJ1i`wEkkZPYA{?VH^J>P9yXbDiKW%Tal?-%?K1$qOHK2NXG%oy%3UPs?DV-&q3c zeHy8V(?gjE=i{K8vH)?JHhjBAsyI4;K3l<+DI6$d&~%ocOWZRhkx73N{o00PSa(BV zr7KBxu-=40@~q8HFucz6y$wmAdHL&}`+Q{n1Vy2tflH{;Q?^6rk!&}Mt7F|+$Ba-+ zVeRa-i9Eq^78kzIjFcA|%#!~f@jwr{nnvZ*+nsi&HgCD1hIBXD1_W~*ngx!(f()!D zI6lqZMU1$rd8nM9)-3;BEORJsfSo;&;-JMVd2>NLxlGE$P3>c3z>_q|NxfPFM$`8b zi0OdT%xkCfxV_zLKB%uJ?Q~vsoMG3Ea;~vV_g&8Td&lzxgV11&=bBq0Ej1t4KmDwk zm!UHdI*SA3fad%<78>pUu2E`G@#;&hp1Hyu@mnt~ZI%hN=c=1w<8h*7Yb zT~XEoYir12j%<_&Z+ST&C~}flLq0WB!h2#>w_e}oaz^~~wFcvnZXn|*oMFXJU}funZP0~7&C&L=RT&VIlKi|*+H6}G zMfeRJw`jYg!qYMpuY<>pt2J6=(;f-#epd*~^fA%7awhf;b+p6AkouwJ4%67}3gZi^ zeiU}@3AQOhkg=@DTB#`$RO*dMfeUv3IlZO3V3)--TVgA=PzBxloa(KRlkeY?w6I-SK8~eRZ))G`s>Z)Pe0!n<6mP3(Ub@@ zdZZNueYm$hr$^u}+->T$1oqy$O{V`Rc&UEzejw*DhM3o#)XxPCy^2JC&*|^eMtMyd!poIWAQ-}+)7AqaoiZ{P)6!kV%Lq^HTA0eN0LZBX=l*j&@%1sV>PEn83DqIYXv+vpsj%B z+)^uwcHcuBMSqy~ZQ{^AWLiRfRofUSMUxR7r#N(dO<;Q#n=J13YL8(GfeX-Hu+|aX z@8@_PH9Lw{BnY{jd6b@cs0Z%2VxYX7i7?#Y&lumeM3>>B3+9l?!cV{9Y+psT>lXZ( zsLbcwbzB{8lc@2e_h-B-mb|q#RV>*8$mS4wZIliV*ZblG$SD0Ua7OtPL1zCEXB3XSB{2BA_oFZ-!my*fedE`&bA1L0_s3t9Hz6MKx@QV$s#EH z^^n~R*$UwDp=)Vk)acQ3n>fk?D9mK@UwI1^C4cj5YLWZaF+T zF9h=7;O>pqnzoh0!yTzT2hop-s)ZL_vj-pZF!sg{(-vYn|7Jx85c(+Sj1k{HhtNp9 zpZ)Si6%S7xeofdX?|!`tg-FZ6yWmRU0-sNGeQZ=w z#GjJY!FnLAx}c9H0x=cmP$8b)7X^5%(Cv3*`K!oC*6ZGRbz`-ZkE2CR`ZK2!9Fn*j z-F)&Q>o-(w(%S!^S_o3`Di#gz3qP2M@Aq}^>}9GN#`DB%k0rj0`muw?0<4@t`)!}# zG%?=VxbuZ^8(0`JL$~SfO@B2V%vI$jNjYo?Fq=i1X4-n}XQyGxZF?Ndqp9@umNX8K zhDAx1=9T8t0V!V_!|vYs8rWVMW*Ig0vS+v`O%G`0aJ9^HS4hizDF&CXHq5Vq zR{ZkG4HhYo?c!j7&K)ARxHzMI1y#X=N4-VkcI{CIv<4@&D5k;}Pki$vb2%<0Btsz^ zExo~CqA`OG?~fU*F{Rtn5+=~tn|xVoE*r?!hK`Egf9E#QGnh=s&d0Th&wR(nn83*x z`=p_LWb!UHc1cEkd$V6lP;WRdx9ajfjXk8 zQdw!nX)X=(U^7jUQJ2<{4fvIT2X=C2`GaMEy;WPuI^X|JS@0-gqGbyA`v$HjL+ah! zkT!&jihWa81i3iM$NrNcX3+hTQ3tm<$NC~68v2Y1hX+x$yMTpj@GuFTaiGX<@4>S` zZjKQx5;(PRG~rD?oB#*$>Q|YZ+H64KsQzmV(Y01l7l1ku{|Qs>w^=TI_?_Ak_lAWH zA>WXk5+l~V5i=*HYG=q{_)_XqAr~Ew=)7%?_KXPpJPk^HbJlSM5SUfE!eg2vA3lSo z>Q2j3X1b}9zb9KURv%WObZJaFS6}+K(!j#02M(w#e3c{i!7!1VAiko2)dG!YF>Kk# zi{oM>-JhBQ03vc3_jOID%1G`EyBXCr<^<+hbLe0h#c=Q)vU$7{N{T1c7`X0hYC6I; zEw8_8GLGedFrK?dZ1}`y`N&@fx7M?GOnvM}1~+g!w1I2aC9~_8fKr;0zGg>071dc! zz1jo2EV}5A%1#dV#&7O{E(7p26YhU4Byj!H>>xhOVPjW>W-)W^Z_1t?f={vP(iHzI z*NwvpEDXRDWj&LAh0kG44SA}LAC!vG{SLP&K#09ec=TsD`0*59!>3Iqv#EPWr#UW- z2M>ag8x<0FzXkX!#!cSa?sS+UC7M&AqAV~`)D%g{brcKa11b-P0Av8P-9*903^>go zC30x-O~d?0EGrvd?ePYsyNLp+f9@WWi=#$dXZ3Y&yz4#{B^OsvzwE&LG4 z?8y;wJ4&XqiJQ1;cUZAF4-yDoLlo;8urfWg zj^=2TG5Ku2#oR{p#&)mIMSt z$KN{N59D0>Ib93%>0^!G*ru=OR)?7#h#oWd6B7IbiADi&biCy&`RJGvQ+}F1G{K-)J>`Yi1tK># zfQ6DGa5DLe_AobNZd9Fj&yi&VMhU7l2%w?XSb8?X<76bDtLqolhSKIGq2DX>5kln5 zc)PF#yzraGm!#Gg+PqF^Sc&l zzrC5Shu%KnxP216=VF|hMBX@D7)3r?yy7Pw%_*i8Cs8l38#E`zCv#6$!ew%RaK;Wg z`+iEZbFXIFsl9^hIer<*&xa2{3D13D`!~UP23n9Z zN+D91M%&F>6a`vu#JSDkD=E&^r<%VM0 z%YPd9-@7X3f4#RT`B&Clz8rpUsWTNPH64i=i{s{+{&&Ha34lK1p!~HTXT~fOf{P zvxs22f!m!4f`Lr=`rAsxcEdd&pE0nHW&%eT{_}4F`#glRz#=!b)73(QV@2;1HN&6& zn|RXMcaf%Bnbd0qu?H?!`?>Y;YQ@8R2fA}Z1bhll2$cybFL)MjmfUzM9*I3HDRKiU zA7|JF_xvTu8$Vo6up7W9e`NcP;Ed3m*AQGD_E&)X1b{7Z3Jk$V z4e^RoG&Mi)g0OBR2VljW;%3^;BX_`9m^Vj}necl?m|*L(sHO6KB&9+1-mH=62f>{K ze<82ioEu0YqUxy;zKe4;22Q4>d$C&I?`cgtN)%a@6O0$oNhX27=%;fcuE(2px+?I% z7IYGX|Cu|-;Re}Pwo}8`*Cl04i)@m*cb=0tnVV9RG7=(g_;2GycGAlWJSI<*OV=GD z*PvBJZi&+$3XP~9DXei&3!lg4fKUDw?)76Bj#yavGcZBlUNii&4v4S*TDHHtSUup^em-zy|9{i;mi&BHmnC~9#Uqs-a8pbPTwX&Rx2ee2a)dkhw|8Rmg zH=ecp^?|8d5z@Blyj`%ud8UDwGabGICxF8(E1&Fg3Wv;1Ef@CPXtL(-bRhI}J|JBSxHOjRDk82Xe0+Ri z2LpNccOWsb9%>E`ZuXySq!0Wg^=)tXIPu458L?5I=zv z{?7(QPV~7|B}`YYmxKFAR7U!=L~DiFX@Nu>o>+TxHM4ka9Ny(mqSs|KQ6H12}rUXG=adY1;LzDe75+dZRce|1%0#cc3tAf7B<9neoWHUj5^GTj z@!lj$Q$>(NXYibG(<0Kv%gayIES>TKcu9Ispw2p>bj~^rLXF!c3(x8leI9NHC^uAk zCWQFvb6w0-s3KVhxNaBgs=mBO#+VH8QXMT{!|1`c!P~Jw*~^BFb`dK@@ZDI)>%m{W4BoU3yQ5$ zm~v0Rb|^~feXG~?065`81KTtex~7YMxtdIfZ2I+l!ec4i2%PY0W?5xL>J@9Cz=mg( zlz&+p2w$2ytnLt-M4FFvlD1zVM zlSgZ^{$$(wl~ldlJW{mVkU(z^6$f)~W%6Oho|a&*lsy*`?Fhp*pQ_{u?`*@l-qA;0 zv?YGgNIDQqU^Gd=i4*}$9HzulFj$jFXsu65>@%@05fI}B8Y;Wbf zdt@qEk+d$nh(cF>I-Pc`vsvm^|97vz!Ks~ticM$w;q)&r%1azPtFV)?DL*!BDfu=e z8_FJ=rE5wT6R#L_t;omATVwZ!mhw~DD&3MF@QfgL76^NlOdp}>_KPcR+D8>qQ(Stc zPU{FnN+*XZE4)zKp{HW2-TRPl*J?}z*{sOn;s4Qa1Pv$`die63LT$faaTv3F}D|4n#}?}oU!xi_d|Ie<*ow(2yi z=gkZ&969DQ$!yy$pL5#{XP;dhb(8aDVZvH#K1&awTdrKkpW9^;bUyxFF6%(u-9MKY zg6-3o;;=1kb$ge=NdH(tcM+-oJv3sij+`>^*vs9~i$h!4yMgA{?gb~K#%Zqm!#0dC zqfV}}wH(hPvrN;d=PNc44+m%3Dr)Bh;}tl_LHOvQ+zxmHGg{Gse`XLfP*oSmbLcKY znJpr18U|%?FafPZFX4xodnZ0Kk)mT{42UHXb1b68csXGjJrF0Q2{C$65v!BoWu*P< zovvbGd!pW!#AMj>rHNC75u;^-oBq)QuYy!VYvXM`Cvz$rrs~#VbPUY2W8W?nq_)JY zPIpo*=B*#otRp{_#yGrGIBoAQmwHfZb&uT$-9-y0Zh$XGfq{ZQhi9e--i6V02o0}~ zx;4I6?YH}1jJnZD7@C04Ak(8Sd8T{AGmj)k@O!}L*7I?`*yJhG!A3eLi86NRWwXV2 zce{icNb4e{h77wJumvG-xQQvetqC6KBP}eida-tCWHTnYbo>Ep3s!4Mdxvv$5(J8O zuTPnU+@@@>t)q`oNDhIRA>E>)zdnv~9w?Jh+~0$2!?cxaj;Kgjn_UJ{^T#@x>gqz& zQ!|6K6fMZJdxL0_f19{W>eoeH^{0Z7>yz+mu&>7DV?29}52XZDVjQH0O5RBg9qJ}l z$O&6i*sQW_(+Fr^h!GmC?CfvtCUqF`I*NDg(b$VmFkY*5bG>=#5~a_s2^NGOFPT1q zQQIU1_HVGmH1~HKuRs(2OK41vVoEE@!{*F`9Q zq_lLwYr4k=R-;4c2Q3#s_LcVCAD;Vot+^h-Q$nksbp`mxINBs}+|yn>bG@3B`JF-9 zZnbWuQ*2VGE4^0D_qKbvQ_d&nB5g&l{HP`XZm>K^@ajG<0l2ak*IHgbE3t|6Rk@Ur z@mbV?#XV5s8WDw9RK_c~z-i1YpZ|-v_Y7;Y>;6PhA4Ne#lpe^__FW(*c@nN+!8Y@4gzLIpzs&3jXHw?tZ-IU7{eNxj_rx zU;Yu3F5ElF`g&zAtsW0(=P3n*8VZ7IJ-_?2N0F34b74IJiBtfW>laL!a0*xbM#Q>N zYKNr^Z3Kqpkl7bJ#`^zrdnB^3mQbj)u_M`nR%>Z65H=PL| zXU`nT+4R%l$cZu6nVOh(glrMcxPK3L8M|<#+=P}^NWs_tn-=& zIwz(hjWB0VNYBa>DAd`gPfU2sUo_8#+rNaf?z++G@aHMDFJ#UG4B&-~%elTe4oAJC zuB8E$PUwA!lu^Xh^iw$XiVxv8dWdgC#)LnMs{S<+_61o~O|V0)ZBk>yy!;7#Ng@a& zJQ1r|H-S)GaHd;N;BJPL`;4aRg`9u@fDG^g-edtOy41BLm!~f8-*s|^mN40AO3=%- z5=p(XSY8_z@mlGsvcP9qguClRGw@Z?D=I2?_Odl0y!O01&}K&KG$I8j`T`7(7xd(q zAkNfNUlhRwbHsD~KkKY-ongVY1`F5wZ3>*3CF|nl&m>qwSWItw}cy5N@E%g#? z{}Qg?^W{1A%o+2^z-OpoGSninkBk$)h-{fW(G1SrL)U8MI`TkxqC2p4x-t+nmuts4 zJA78;4?8>v&@d;W$zjl$J`PTQraH9tjPN?DhUfjIjOhaiq1gflPZOqaJNsBYhL3D+$}jbJiZdGFv|B1B7M!C{UA# z0ml&*K3o%NVZP-fMPAeDFgPq}P=NUq>~lhI*l#@V)VA5;`mgKYc`CrpN6vk5d!sZ2 z)~xd9AQGcYR$4XirjPuUG3~B_fNw*hxr%f^)!j`PwfP|{p98^TCgI`N&; zn{vtvAI(yq0t)>A2=i{X?R(Cv%gio9c!O$nE@1Tp`&^sgE7?l)iHEN7&2nJsA;sh2 z^Y8wVIjw$Ngbh+ssBr7!B*vM+S_c3Fu<)A)76bfI!VJI zg$r zadHZ?MPFpaB;=>|%x|=1*MzQiPMPbt@iGqfOc}BQM%6*Q(o5aH_;-Hf=g3yswR>hb z3Mo&i9Q55xIN6!~-R;?+|ASXV4}}d#{%9C{ZOfs}8tXDZX6`yyWMNRYoe;M4tjTfC z|CL_Z!@0;1H@iu=i`?RjN`Gdmo)^qNve3^spgXXnZ(Js9aU*mPlU&1T*rAllkY_4( zCQm=*#d4nH5D`&29#4UZ+&DzhT=Kzue*eJ0rq|jrBxTo$EY+2%klI?V6;XE3p>`3x zPGm;5k_9gHWed3`&4k1{NMb{ugMLP_9B``cttH;jklAST@?N=g1Z_{DKW*5DjGkQ$RP*5Pd6f^GS1)PuA{Mw@W&|3CZ_$nC*e$lC5lKaw zXcUO55T-wB0qv;hh-m!XfT*z3!W*U-)d^PD1JG zXCCMt)NlnkmUK!+T%>ZJ=FavmsrK}aFs=&PLl3{FV2swrw5dv5V{Z_V#FD_r{cB~X z@VZ%3IVE87-n0*e*%VFH(iQ298PAMgM^`P#cj*g0BOmUxEA>$=YY9t|P+*|5{+eG5 z_sE$b|EYjaJIb6iT)S|pemUtc&x9Rp`jN#yw4q%wxCyqE^myp%!ov;m-I%Ho?%VHk7T9rjEVVvMQkO}?d|%!0V6?y#TS{K<&c=Ry0CNPkx}@t` zLH&^PUyitXEl|Z%-3ZyWpUmH>UL6Ks*?Bo4?(C~)BA?ZM`w6ykpqE5?VV@S`H#w@I;ErP-qKZX$c!cDQ5QDxH-- z8Q-ULWFMdE@b?JmAT@afR2*gAry*u*_2ko}#wi(|qg{=Tn`&h|eumONyP>UpT8d)R zTng3M`jrmfwX93tS0Nw!ZtJ8qTnoGZnE$oDp43n`G}JB|b3t;Tbp1~O(7@obi73_c z&tssWlGrp-Cm*AlL?gYE?8lV|pRSfDN-G7S6IyT894<&ql}F@h>gCoa(h5(WC2jt+ z3O(jl-@+B;9lFNYqs6pyo-5E=nz}lisb1wt$>F%vqTNw~2?+I)JsBMw4y`-zG)d9^ z5q{Pu5S=|_qHYO7LiIrih%%X6l&Tz;iGD_0cWN>DmG3!vh9G$7b%|{UfjV=yah^22(1OW?Vy?HBvMegn6-*5lc)2f6a5C+tPSS1$ zfemQPCsF*!se8U6zA^RQ^N&8%2gNva;d&L{>paRIi2><}6=o_X)tpByHS1)JZ$a8^hG*@_#|m}pqVbqA2myVjJf+fK(3i}jpe9+jT0 zULn~0e*E!Tapjp_9t3IbJ)w_^6UPl|y!ZAQtej!27wK^e`XUf>Z#VLo?v_>rQy;(? zCs>7QE~0H*W#G_o)NyCFU?Z7e$o1*v1HCBae z`@--js_IvD!!o0q#(PYST`tD@{;pON>cyV>qW1z95#C*XdWB(0<-TbFpjL<63t&`+ z{KI?SKrHt-I`2?EL8imW4=2I9gI}+9fGXswvV2409HpF5HJX^_O}HSdx_$si{mC{p z(bJr5lpxwvjLZ-w>$_Mqh(+5_;xWXh4>aVK$RQJf7Hz|B^=`!CnWEV7&Wn16daq*) z^>k;*JzM=MknP$*#I@=Iy?L6ZkY5g0i`-L;{o_SJPArs{-rT7gGM5*wW7nMO)$4=!HC>VxT~_@=hjAeJhvm&(fh-}L%_#Y!{6EM1LhxbuheyqJMmYyz z;O%0bq4IB`*729V7R0JkoxP=-n|lZth)CLsSsU@;Zl+G`MuQDqbb<87SATNxg_!yI zviMpDgzE!V4pj=9#bx}fi3P*%ET_o{&>CJu?=D5&qwNPH@sIQenLY+E4uAeq7{&z@ z{vJw22UcSl-CcS~jRAkpATy2=9kZx_>p^12d0VA&X%%AVh%xm32Y*6}a z1HQ(eaKYwZX=anCPFmBwJVQS4@Nv&Vo%v7WMHXK9gNf@&hm|u+2enT&x2bHn-%k}d-oib#``@G)!dd)TJ@*uy2fMWv5jZrMzJm*0{TN8TPC zsnM2jVOWcv*u6O&8QP^T?^ZqzS(ABj(+t#5Y4yq1Urzi3!VWWg?g^XL@wnY|$19;C z#N7!r7kOeg&~lP8;-94y^-YmIE-7hD>^CMe;Ac>Em4;1t*d$gu9zXQ0=GKJm)qq^w zdLExJn8vvk+pZSK=H~fQYORznn1PTko2z>qoFm-*FuTZ}3TErB$uop|mF8k|7No9#f(}!nNyK z3P}E*4AtzY#^a*!H0TlAPp5Z}E#dFt>M)hB48&X$sO-+DB7t^H{)mdbnzxaAv5&Fo zDSeg})c+eP+uVomV1FeR|9S;!ix5b<-eQl~`AWTLf^LOmR){qYCkUSoe-b`wLmsno zedn-rncb_fpvcbXBHoFInXjjW;YV@-_tQG0Z?u?pcOfrS5mX;O7;`DKbJT@XquW~< zllf)YJn8pw3yC`e{qB~tS8aDr$7XjxUC`=EiiwVzdVH=g$TyfpWV=7&D(TLFY3PFH zG44iA^Qi87BfsYahL1deJBE;q&0O&v&yEr>pbUAOTMzdxc=y5bv`t$Q(Xirma5lHhO1H*`3GdWi6OYEV5ZO_51fS z=M|e!y5qW?S$~kPl_@OsWaHu*=b*_gdCBv8?*STPb-1PvI{vH!eVWUmP?ot`_0;uM z?>Cu7FcadnPNJxzhcpR5s) z9hxMcux=pRw9?hJXe`edM4YLx!KM^mX+LkKS_M4Z9T{BWK}$Xg4DMsK!A-7DT2SOr zY55K2YC%QE{}xfZ)*;yl)-Ib?kN^WrFuR@_sNz+)r*qHGd@=?50ZkgUXj#5twUU}x z8)~t*^Or&-L(`!qmG(4S0vTszj&_3^V%~Z3Tw&3BOB&BL$(>_?ThNjS&NjN4I);IC z2<*IeSeePLH?OFO&{AGVb`g>^w~h5?6ox3HW**%Hs*LD+LAqjA<9l}n^Nl_t*Izo^ z>Vz0D%lee&g2i-<*MzkwTv!CG1YNcNfM@8%Ono&_2O^%&! z^6ITq*JxpGD($>I4_`oa`Uo?UkzbfhMr9xyB6LcbEi`p)dAkKyp>@%#Okq$WmNJqD z7fx@~ASR`GAehbtB#*3isoy?$yl^e43hV0*T=F|p1|mzlNCddrRCpTT9Am^kVhVF* zizM*x_23#uI&7l$XAQINe1k{{l;KSo>JzA`K6HV>lX#J{n3zT9EpylaP>$;))$s(M z)G~EK{L@XG9E)=GI~8{mt6v|LDJ3D7;1FF>;8`8U=2Xhz;$-QmhUN?G;d;&Rw$-o5_^Hwc zX1nb2!vQEkV#s{Wfnej|>Ad-_D4|_vHwLOjK9Rz=G$jBn!I+I?xmh{?qDYnJCbFcM zP}hlF^(ZK4={mT3k4~=2LEW2>lIpnBr)_I|6hdc4TWR=l`BzM<&zv25M*yie##!=W@ z<-&K~z^t!YYP_(bl~hCmf$+_si>(bv1r4pCdH#x-_A8v*;tT6+Mbq_O^1T_uL?&pAZhqhMW3WuKAuj(U zdIPQ@pRd#7!yzp-Tfl37m3_-a6PM>h+T-6x0y_@#@-|qKaan|)mW>zY_MAd($Wt1> zr|)5YPp#bM@vBLO$F&AR#m*~H)kz=QiV~AN;sk=l-TW}r%EvD>!X@+kLY*hm7lTU3 z&o+%8pIzh?LAL->Cvy(N_5Neh6S_6Mnn4M>k^S+VI%yIZg9Wvl9T^0$e-j8^lh<5Z zS1&5Tz92&`&3k@~m1(x$QAf5sw$k{m*X7w*R7iqVE7^@Zt1z~%;TiE^;BPXJN!wq2 zBSdVTAm_#_;iD~VeE9Rx@^X}#pkHD*Fj>!IgUt}vF813NfQ5~)zvKFPOcv0vnEUj_ z&2W7fKcd^9BvLN7N)A-Gx@oA@tgr!6v5lC|xEROWq36Lt(5>O@4gZqftETgoRn})T zJ^5lY^3=e_r&o|`s=_h1SS`$2RlR-^Mk7J6^izH{ ziW>|coyV&zJx=Thi*XbTQi~z8O5|I)rGnxkXK_<-%zeyNE~~^@a+Th-7Oz*-G$B zKiw)1XuxP}nz6)lQ92K)Yaa9RBp%1;O=zetG@xvLjX767eyFN&o~;I9zfHx#hv)m~ zwldP!OLYP3w=btXm~7Z3eX8gP6Yy=%j@~)}q2^==o!U@Q8u^KgiC^CyY6BbM?v2p# z+fh7#=CIHFaBTkZgMCqLY+;-JV)OzQp6M*hfLzz3g6q z9JR~odPpBKM`Bd2>{S`s&>?oDKTZ)A(o16uW^HA@_EUss=-oYGl~`P9o8!SRzI@g9iL5V+uLJIoca1?M22qJ{WzMnY+yB+_?eOIq z_tkRtQ}V0+#c7Zq!gmQ4&1Hus2IQc84MSHk!qC@YyYnRZpwm*1*|9Q&DRD(W05V=CfFC{T~m}!`tAAv-BymI?Gb99&N$El9t)M0L{}dE$wAFuZDF6 z9-rbIJNt3t4Q{gdP?w7<{u>*hBtCzag+n8+vrM{e%UrviVX4&+0udRr>9VZyU#U54 zuSl-<64`#D7hkHaf$E#vd6x$n<=5Icsa0F*(r5q2nV|itF^MueFa32MytymKL5U-_ zNS)u7;WU`K>p-1Pyz+UK*;pB2>VnkBn!~ydY&h^)2qu-Gl{WV( zt0ulATm`hm#V(Jxq(oc!&i0?j8VBmYTMA`CHTh{G-I4R#qVXMMWU>aO7Am8eMl4vOBLb{Lrkc$DtBGPK^AD7PScz zh%c-Sy>y5xg^8w!XMcFj<2O>dgz6!bbr4D5H+239OK7t(pP$4(k-+}~-8n6?C=^#L zq0su4hV-`{L%5c^SwHN#DfUlDz642wLr^>S_aiC99;4y<#JTG-u-`*Sh*QDw+dQZ^TKi@B5H?#5j z0hhjHIQL&bP42F;*EybMY3bfY+^7S@#pmP8T?gIXl)&VlyhXXPKM7_n{4jB7*X|R$ z1$S_K<>;I6uzcxgFKu*2UAJwK-FvPf^-3@f_(Gqet4`(}N zhiM-*uTI-5fo!&{$UJ-1+;zEkTii9zmKe$2)^I+4(CqW_n?=ELk4OCk z*}y;0W#5MeA)S(2fE(_hK*!qiow=Xy6$O!N6=yy{WPRf_-fcF6;HtD5Wl6QQ)XXyP ztZrksm_e9Kr?0_YL#5v4V(ewE{|`*iW-;ksOwb=35z##5`ANu$us(Z$i*AH72&zq8 z`^h=L%FUwsfH`!a^%GOlep3tGoGJJTSZW)4!neI7LVep*$NGEkXHoF1%6Zqt8zpnc z4gT{D_;6a=#<$cd5AcY4>xLdPE49uRvIr2P-(K$CB9?0QpPmm}Src7or& zOOXLwyZv?+mGU|2>GZjm)&=S*MBo^qsH2q)c=yc3Zts{bw^cs5Sa+@9E48v=)-k8d zyswQ1NBiTYJx7V*Ooe5U=_>4Q$xCu_)3aXk?<5#si_-d7WD!$he znut<0I2C8<`!q&)zZsRDHzREKk;3PJo|Mur6J_|zD*v9U z5b*XbqZyE^&Q;f9qi6l9b6UpnmBwmDKl6vm7DJKplQx~Nm*C*Mv?pe5PfpjiAyE`H z3#QpMs5$iGCfr_b+1e*OXUT!*+)f|<=T>3~9lF7QY;{69R80pjFnjhyO_d%6#@p&@ zo!vCNnXZtGmuypB$_|0diQeP&JA3kOHmWoDs_yJ1)3)VeSsoh!)31TZ5ElO>Goi=# zh?m4oy3J{t_6AaSp?`9K`4?qa{My+PU2B!_q(>8jf^wb`6|^o%Ww01R#wueskeiVX z@*nnMb1nJKRcA^l z3z6(r zS@47rfAUllCdWg8l|e68gx-C%B*}2+#TXr@`J|KGRhMF;w~l6YlT4>YyCNjJt;pY)2_`1}F1mOyG@s^DxFF{I?OzU)>H*&&8AbYZGZ&h7?r)m9)M$mVDL z&Fz(1lPs1hXXnykzB8i=wuUc_(z!NEppK|R&CF7ys-alzfMatmR<;QSE-iz zv|fw&eRzQ`9)5^PxbJ(k%T7j$$m2*49X#1hx4wFu7olC4B|a+t<(28R0{wv`L`2h` z^z(U6^qyh9>6dKbs=kPIcZ9*{MZt+Ef{a>D)FkY!L76Tu@AAK?{FaXxu#-H`4s8eQ zM;WS>9smeexN|JDB@8~$nC&Ies~T$9VNji6`RE7yY*&Tk=FP#yuH;JGk!w&4N^f@; z8XQ+NICCll*X&Aq|MBZ1Mq|lQ5d4_kL`QOnX~!3Cju%ivVb+V_*xk_ksE~h7>fEDs&gxaaCA)LJZgMIL zu2iVfLtxQq2n|#tPPn)vz;#2@wq^^4VUC`qEIah>()(SZCBOvyy|-%8>(Ru${O6;7icrYv7wWn9cvG4Kzj~w9 zfWZL>_CwD`|4tZQ(8W9iouBtWDQ+cNwT9~0@T$Wd4#iI+In&d(KiZ9El}_kavftMh zl5-gRDc9(Cx@Et?5>7uLonA32aPn%1F==-|uj(pZ=U}n$i>~Syyc&KbLc>Wn14UT4Wjj@!g#NIqu6V>t@UfHgN?>& z4Nv66va+erGfHTJ2iL^bk-Jy_l7b3pn2siHTa}CR*a625If!aMe#9%Su!*X48STJr zEIm*>NLr1*-^-ts2p_|=NUrr< zr0E&cz{M>^rOb&e`UP_5;68+)4%XAaYz+W-<(2!#NRFVSMFhqJ0>vwJXf*uUc<*c^q6i@X(Id zM_a%hdw6z_#ss~WE%olk9|&>GwaWS)b)8mbeF(OzG@3!j-Of8>tlvjlVTJG_Zr$7$ zPsLsfps3HEDh@u>%WCUG^|S2XA`<>^w(`mBI09E+#iax8x$eg_2ZzG#^=}W`?#Zn2 z_jn^G4H^mjKOV}a2z4do9-O`>L_l@K)ZW-ET$jXjhxrO;0uitt7jHO24VV zgj1kTV(t5tn%cSh;*EJh(EnmDAzq!nhsHF93*!zfxv; z3+oyX#&j=!aJXzf{J4kDR$ZrE+7)3ubS;QWcw4PB6}E*2MWZ>FZrQAE`C3FmuES)j zylxH(*zIQOgCGS7gwu;V9?>b_1o@_-V>9nJ8S6R>S;y6-#)xuLud%4H*#A-f-@}%r zpN~X@Gq0=5**4?+!d_)=x3?ZoyX8_z=`3Q7fjR*>Z0ubwB`3a45OX9l)0n4VBo$#4@W(6o zPe>b=JPI~5y`;=m<+}3xYED?u7Q?s#m`Z^6cQc2}H}}z57$kQ8#`^~CQ7yFOKJ0-F zxW9tOu0z&1z$Hh!;F)mf{xp4&go9q5wBKML3zN21P5Fn1fPP%R{gf~AWkpm{!Je0d-5iIDQaP?ycqF2_aYWkUgp-ntja@kBGbJ-g!6o0F@t<&NY5@UW<%TZ zp3o)N3~In^NOo5f6Xjh159tA^H8MS%QBS!=tf+vN*&j2@n63!aiJFTX+j0GFx1IvYXI03QYslIh~*`K(ycnj^$vH6))BE2SH+0f z%cETRac=;-m-*sdm34KIiuT4AGDRmE#))}MdMI#qW)Z&_$*N|UY2~oBkyl1)GoV6X z>RkmsDH{c zAh+$oC5e98;JoV|yll@n*{Fc(Y%fx}>uFJM$_n$BdEEm51S^gz-DW(=)^~bL|Ja;g z#0twrO}RbEsb@xhYBsoryrGBs>AO6|iaY@}e$(MegOafAqjA=7Bm3oe0UnTRGclcR z&1JHpOZOp9AcdMLLtTpXh7hiJ{+5y0zi2_ZhS@As3p#hnmuq2qY3&B%c$%M}jw=Yc z>gL(BOL{uo_dC^sh-GN2h@}R3`kX_Q>afBB5nb;E5iBuGd_{`wzbFt;xds~hho(_y zOl&T7p>~gMoM~Bo%!h-M0WTlmGCCGUL2;(XwjBJhgzMc2+q_tLWH$cdt@)i2KBPR9E^ym5Y5>JM_%^ z+tXY~#T9LD2jZcg%0$$}!3iMLMyjXoSW5jt&YIA>l_XFYog{gZ`ml$sgSt$AM=o!Uox4scCs5Zc5RJ+^;Y~OT=^H;^eFqy%3)|)|^x#Z(O#genm2R zl6SMBJqWM|5Gg_DtQ^@!9jSLEoPKENupGI8yJHSn*==8Z3R~(nW_|guD(B-ZwTf27 z^4Tj(%M;VPbi+l}iV09YccVTfaId^XaSgFhoYH1_J-RM^badl~znHXf=Yf3BE#2I) zsRU$?+)hk*AQIrSmB%#7kTLnZ@I@+B#|nU)Pc}yU{*18o4{fHgAmisrpv}$%@9rkA zFTwN8?jtkw5BpzkR=X8f1eb$t%c~g*JcFIaFa-_pDd%toOudV4@-8z}5x1`i^z;5% z-Y)4!MIL9CzV}~Fff=@cGDM!;JcCU}r$rbyBR_yRBK3A*35PqjnVbd5iZ@e(!TF_w z$*ViVKPKR(2QSE8I}9wKw1Q&Q3kLbnN?c9;G~Rz;U!ET?I5x~M&V!ZM5oW75D8LeC zvcF>EpXCgmXmh{+7q}l=%}Fv)Awv3jp^K7z8M3JcFvIN$9dozNSp+-Z1+B*|57lVo zpp?nqE&TFg`{KdFK=odyi;0jVG;tO-xxDN~*jP0yoJD{O*C$sb|L~%z7Aa|=gkK-J2{HHU-^gVYwSJ6pd0-m!m>8=mT#k= z_7X!S**>cinVeLL?N8~E?~mL$t!B7YZamG^^E&~(9u&Y~bF1yR(@^sB4_iu3kYJw~ z&(IX+$2J{HAZrgbP>H@Yl~Ve^W-1co{oPV@&@C%B9G;_CM$3Hk4$N>;nuM)WS%^CA ze_PZcXfrDuv?|0wC48Wt46wzt&4vN)0VwYvf|R>Sg?Na(#CIW%>FemyAdbfU#HaDKUqVjs*anF7S3jb zV5lyQU+?4~(Z1d1LwzF-Sm|ESCW*=|mOBH4T`YrzDRblmm!_2^^s-|-H_}7qln61F zmMY;TIpA#_-0CFA$us6p6*PXX!X5Y{wYR#LzgFLt5eaB)+(Ni5sJ~Fu9vo#RKpK3P zN2O23bWpd0?mg)s9F`sgW!$|0!%Wj%@XPO?l>OhMYF|i!IW?Pbf2@?*b_o@@wzoI8s|tHPP9BeDQ>Cc&k`e=XF@6wy}8`> zX(IQ{0gy^`=e$2WKp{WCE>c9`^XIAv>~Az(yr2=(Ey+0s^8ywb$H?2ke;#dm^y2F? zo_^#u&Ljm4x)=p(l?-E_DE)o%nv2o*jGU01dIGkJ#qW;_lEnZ9!o^SVxprU1nNcKsxFee&cU)4h-@vHXTe*{Rd=Qf*tv1SA5 zPyE~B%o1qS*&i|WmTbT8%t}mST4NJ-`#Z|};lL=_v$|KNYosCBimo6(^U&EYB>TSR zEqjPm!~xsz+5^I7(Ick|WIwQHsDP~_6HSp5O6nJzt@M#loeTlvIY}D+VZ3gTOI2X1 zM#eA+At>GX&)+{+t!9t9z`TZ+hp%hq$=Y$oxzS!trO38LR_BIFF!z5If{gI|nbbGp zz)Q)vuBf@T2ua#_8roKs1L(Cp!Sj=dv%o8;`94>MBao}DMsU3}Ozxklim1_byu76Z z#LnT)zOknI4pfTF|I|E|F6UFI20BD!Vug2MLU+{uSM+Mvh*vm$ABjP&!De~8b19|) zW}v1uy<`?;;{K0K;@q)7d@1^`-JdTc@(dVyexLbXHDl7zYbc2E1gR+Gt;k$7 z_T|kI99IMVPsf*=n6%H*)!`d^6+#O-NwyKygS4S^k9D2`f~lR6 z3TCU|Ijx;?4xeT_nVc_^b?+)hQGgf1MEc=Nt%%d30U;69SSJ$Mm^fc?>2JH49ba2^ zqk!};ycxa*M4{~U8 zxZQg}+*#DL|AXR8EM_%+xxAL9awzhX8*eZ+tQD#(_L=4!#_3{Bc^l)Go)y)VC9l-K zNtM1#)nZ3sV~-YSNJTvLURwVy$i`FCx-=4AX|drygwo^Ke)ymFe?ASS%WGjJpv6!O zXtv95i_^bN(XpL2b^oLg_JiGO`_hTIPNG;I;KE}a4^vo&PtD(o6+m{xYKE?}fXt;> zDuhxMwc~8>lSoJ_^mPc%9E4M?KMh)0SlV%5w4CDkp7M9s@dB%Jo~ngHRST>kU&02; zP>?aK*Z8(?8ZPvY;c)^Qzwx8cTl8K_l}(ddg@aZ8B7xI*w@RQ~chzP(Mh#R@lOrvT!Aer~uq7{z zI=+6=nf|^&o1`MF#g~q&KkP?mIv>@*Jp+txougiAUb|I4J14}Z5+=UyyF#dhnP&z`2>)3HTjW49lVN>lpN_VSqtQFb)HaWmx;bUckS=D97NL?-$Coc27Q*du+XAr||3w z9j&^IY5Xw)R3SU!&up~i;2evzAsZs#3tJ{rkSb$&`JO*o=;j9$!h1#^jA5!hf2j9= zcHl|giWwF5mAZ?SRag(V()_yg;UO*6=zrGFJYVoD%fF41V9^a1MUC$Y$=Zz#ipKSd zDR+utjC$6+K|9-lUe=3^B3_-@l`zZM&TFBlijP0#6062+^e}rMP|t9g%q^jhs_Wbv z1$*XO;=t~>L^o0&4!&7Z^nkPxTge0}zQg@!Rl8MCVtVhL&Zr)I2WP*d%7tC^FpFim zJyJp-wOl!I2kS_g9U>a@>O&Zd{mA(2d5ub`v_{&~w&1wT3LoMZsv}E-k1P-tuM>6^HS_97~QrK2X+aMbIp`el$(mGAf_NVzPG` zTdX@i8s3t5o0n!#t~VeCd9u2i{k8j#eF4$5=rlXeePh;Tsp)c3(%!I1l2p_rOAU9$ z2WL?_I*(VEL|f1d3{n2rMgp6FXBt33C*8?qp)8vs_ztQO%Ee{dx-}Ktk7^W;yuJzS zY?iYhLF<|9)ay`Q@Z)(6oNfo)h-=MYVJHW6EZ&|>AZV)pXCfSYfs^xqW1;l&lCgne z90BY~sNIQ-fsqHS9hzS{qhM3K?Ey~Hl|wa|Co$28&B z;E|%YuxmX!*8Ym{$R2Labxk>Zx(_t?`SU8TMJ3wHchp=xxuhcVqBY&QsnX7}sLJ;l z3A?r3&(z+gMkoGP#FZ7BXM9DgX19JS6C)!2v43U`Mh5rdj@Z!OcjgOhSFobU?Joy3 zhfjZ1*%f$?D<(BVQpCPQG{3TVwKS~mYJVnK(Hi!sdHvSVp_j^F=^<5``}&*981g5< z2!vn90=`bbv~ERc$PE-sWmCD*DpFC)#LelK9jGTE^ep%t7T&#WYYwUP^Qx*jPCrpZ z*|sgtMI>GpW8;eky8a7E<5;ySpS0ec392Eduk?o&YL!_mjo2S-8&JGf$4-`-w5Pi_ ztimt2`s_j&6ClhF1LuZMbiV1BP!fut!CvHd9=)S4H~lwKt*BozKbX zHoBGPW_4h&(zi=+^&}4dOD|Tm0}x~fYm8rF5xQ3=G<&)LV>-X7jop%czB26yxp2or zufF}8Gp*t>k4i=T%&)qtT9~nO9MXjPPSg69VX6as4$6MII>i%$V2U^D1eZ%Vrb3|l zt3tj{mPOELp+!*w`T}za5Z%v@$M`R%qjiE!ebU7QNQtalSfOY(i?_SEZbLCrhhXU3 z+wnjq@41e3@n`|sU1nQPc4_A*^Gc8~S8OFhxq!iEYf4kmoa+lS+HBxdLL*23=`Y7o zSIw08fWZ?cJvo){q0_<#eYs?IO*TYF%}6u6gL9(RckN@V-?MrIfQ_h|(B)fdClhsc%}B1U1zD6 zAv(#fDB>i$IONxDp2PCOYwqxfwn&*x(Q*L*!1gw^#ic>2lE7XBpOCX2B?a#~mV)nz zDZSm?p>NBd?rw9rD6wz1@~RyS6=kiRa5m4+_DS(*w#+1*jBw)B6#g{PiQaUahn64m zih~@^YwG1bw6XjxB2G{UqRph$=s-YA8Ryz+6 z96FoSLjo-#Q9edXPIZ0XK9LR=Du@l*yx;@zM!#=-AoD55iIj|XL`H{kcvfKwF3o_F z?WfuiN&K_r-1!TDEoX>EwMxbmWGK=&#Tb%=K79pfCZGSj@ju7Lea>-m9dZ{SMOBos z0e&u)yf8=lD?3B4DqNm=%H9|mjeIqbwgJYr@Lt)e#OU9mGo=CjulO>|4FF#j-6ra2 z6<(bXJ8lQb*&2~7R%+&4j`Lc<)X5i3?V(P%{-#dx=U`i<5mC6{q3~TFh+c-^kVa3DANQrW&d|yG>9q zR=JgwXMe?1U<&>62giK2BOPs@^j-gbT~nVWpyI&Q>7> z9EvVTOAuAH)k>!+9?72SUz=bnDZTA$w27j@4ao&qOK%q(dJUqT+MKS|*PfOb;Apz< z4%2raTyBAX`TOc>_YcTT&_DG{*RO)>cS5K)Qx%@2M&J4`J0hi`^3Tq4xOyHP0s7J~ z3xUv{=vADPT)ANAYTx@TTqP-+)#e=)T|JCGuDf6VeSPcRM1|MGX@StKIv6#Tmghzu zNYWwA2)E3EKQnlrG->ZYX}~j9DuVayXzUxLVd|YwksSO?Y`MHzW;?GZF2>cH1Ifun z@xEa3XMiZjwLCPBILFhz8{rzmRQ zvHnv#BP#xC@+;BwK9oBym^58EuaovhOO?A)gx}asvQQvivo(w8<0z0Blx2@rZsZ%0 zS8ADJ`RiS1N8~>Zo#K-z@7>GqN*1;r+FPaMaIad!mr(QQ7c`v!{>n*&@+Cu+t+W+5 z%sv0I7Lu*%{viv&fhSGRoZ}Cmg&#z3ov{?hgAK&nE1)5zk2QuSwW2wLnv!1 z^KJKKL6ZKIn5@cDOuAS16X}}&#@>5JMYVkEq8QLEifomjLTY6B7-ZH}ALCN|G8?7+eEl3d1IBC;3;0&wA4SxtvL3#Vk@5#hLdDv>m9yIs zw^HzYUj>HP30?9IaJ(7-l~Eg6zU-w>?z3TnfvDx+Pl9oRU9zEp((C9GQ~~UU=+Mjc zBSP^+1|$<@-aJ3S`>Jd^j(<${dnnyxI15vMdDP20JHco$pvTVd_wWF0uyRA`x}?OYLu4eGR)uy_g0*4%x9Vf!Uw{t>~+7h8xXam zTL*7z7VWvJq=J2Xvkf~1A!gu0S|*OA9GNi?O2u!uY`E_7SZpJ37D^;i&zNUlTuEAh z=tS|$Z;U7)C=Y|?5qCi^)cg$%@0vSJDq>eN#v$XY=B(A5%I=khwV5Kb*?sfsI9sv> zBP(ryx8U%iIWUQNxM(D7p=79N28~#lXyk&_f44oD?uJLzz%j7BK)fhkG zaGFO%2j-ijW{xz?Wa}I6Tie-NekPTB`byF*C#(G6^<%|<9rfW(I_=Oj0*F2K$4H4v z*ofS}?Hm7)`Gu9vP|5u}3Ha{%R@KrB8ep`mg*R`_bQ1Gi37P zTQ2|{;v#vfYRkbKL*%La0tnX`Jf)VP<)3n*(rUqt*DW=Rm(4n z?S1e5RzrG{F=`4eukB;uwvP-i!Lhf2XK8Y$Xb-Duz#%88Wfj_LN)z z7Cjl`a?q$q^lld&+)ckCl@#|6?gdXhW99=Y+Osupho~dX`dXrP=N0Lp`(6vXh7$vj zRb{C;UwQ^MJJ{8zj=uC$mH{d!0(3ef5|Xb-M8ubbf3XI>1#mwMkgD;#Rt6wU1P5r5 z0IP&S6=5O6^AuiSm6(IyaB^v15Y;a+11sib4B=d$4PL8HF3{YIr{EA0yZt;@Q#kwo z|4Gfzf2Yy=z^mGnfpMO%^S~jGH{LExA9E9(X3VO|ezJHmL2(KJ38stY3)V>&xj<3L zjXs^XYe}m-LdGpU!Za_|Eu5idWi0^N?NFLdM8`S<^38vt_~Py|x8`0n-z)x1=9BQv zzmsy(ZS4HB{oVo~(C76Lb{ZeHuXQ${&Xkf=dRhMb_Dl_mP~$ws$Crco<|Q85=X|aS z0HDS|O)MOS@+CQFm&x&TanOlX$)4A*_bX;@-3W}@36^$*&4QLGLp*fp2! z3J%^=8ppV+^BbJZLQ!{@7dG?wwyAFG|{_}E4DR%@ST3%P1 zF2zw?MxdTGgJs!FT7az2`Bi@7{D%2|uQ!7CXPMI>JHw9EL*+f2j%c+*4fLL;1iyb? z*G0hTXX4_LpENr74+;#>HUFJ_OR0F+`{EE}? z2T`$Tn`ot60%=9I#;`G=!%P2C#BeO{-nojCaoHsrzXfEkdr>pU6vU~U*UoU$VIm(MxUi9soJM=a+1+X+c}-VD-o0S9nX+qa z2lDt%woGhA=G@1_6#8=EVfo{4u6Z{uMI_?P&;}XDvjcf^1C3U>!V{Kgo+@Hxx%^`9W=r50$m{Ht*n$_^@50>c6&& zFvlclOvQvXLRAwEXBQ5<5?%9a+oIJkZMpi)O{Jw#Na=4j|9OgCj$=GVf2aK+{+ury z9Z(i4SF`E2GgSD>xH8i1LrRe=@6y7( zh=I#z7&4=h`hP&<-OK*^1D2MbaVylxrTOI#UOcHuM0wE>L6=_QUb66w_Rd)N>q~FQ zF?skSoee1|u^7195T>ie5P|%lDvC}oeK${3r9}kF`&u`GKcdj-Y#c9or>u2(zi^z) zC8$m4_}#tvOK{GHF*3tT*kJK!T%X&04?%kJ0?tf65uQHSv#aHn()rQP&0Sb+D3=q8 z_2Olnum*UR&{+@d0qHxMZLTZd3WDH?n%Wj>k#hGu%3!-a56?7{it38pd7PIYK$b(7 zh7=S&{=qMGZndlYCoFbTGv2Y+HEua8%X0f)y4EIg<{r5Sl<)jf9xEIgx}ki=Vjq|R ziijA&M_0Lk7dOWZMbFo@5uIyvk4Y0)&nK zyjut$1+qV-0{`0A25qE7=IGCFNg2{GX^6Q|y#qUT4zJV-wZ}@C{NaPlW)ka_%xZwU zB16%rtP+^Jk{l~!BDV44K5giU%3yVYOM3Uywc#zX;~1sCFb+cA)8b2NMp0XI4F$N7= zogpl6h6y;Dok<-E4Bk>!F>VtIbclpjDsAb3}`IIoBcGqS1 z7*TdwIyJeE1k6(}iUTRfVc(NTmSH^)H7(G6ogpED@z|`(L&|X(%}wdYh59Ri0`1|3 zTdr5j4#-^*`bbFUm{f0Er}_5xbCWlxr;W*kUiH{34H8MxjPYlUxjRQ(YE zC)uE=6M$jJ@KgW!5*Wyf81 zjyH%Z-}oQp@~)juKZ4Sew@N%o2>bUlL^oua>%v9!I@jCh+Z-k%&+)S;4?y?AA-v-b zGFT%_^p60Kq)A@*E zsEYZ=G*q`FXCwAg;vFDIuu#?>t*}1R26-}|is@jhwFwI*{4jl)m1@uJE`UxZmsGbt-8xIK+8 zHsQ(Pg0}1beYjHzP>ePK3c~e98S|8@egXuz28?ClTKmeedmn?`$#V&sx>Vi>AHU=@ z{Ifot!8{zH_n~d%Lg6g>FEcu914jYn(e|DjOcfMVY{^xjNu%ENc z$`8U2W8@vlTZbM!zd4$Br+<1VoYgLtvfd?~eZNKn#0^V^lR_QGmN@7yokL*8o~o(! zpGczU-FXDe5^M4OJKgp_-h%}PHJQJCK_GuLWfZW z`x9jgiNjXgbW$Einrw(VdwVZ#`%cs-Aw@Y~lf^2cF=^`&x0!n!i6eG)l=p80lGwn( zR(=(2)U{j&e@viJuZ*ktd0zEq6WRPLLqXk~@;0<(sv`ozz-Sl8i+h}VP&Bae>f3!L z$MsxGTMpmRN*#N8|Gs2rFn*Gl)DL%S5XV@u3aA>DZKTTxiQ+vel@RN+6-K7Z!s7c| z#ZF-@6m^izW~BKqRSVFZcXlkc!QGBEQJT4@v_@-Z+zC&PwHodE`?#`5=SjP=UzA!y zig9d_ZP`iAkd$IEB1L7MbpiYeD7UK|9d$A9eq;VExp69NDO`YNs(kO=tv>5GkN)|5 zT|7;~WTiNGwVfA&#@a-!%m*NU@J~{poqGHD38c3$LU45A zrF@R&_Fh(MwD+=p25df^SP>$=BfUJOC0xQJ9BMrBAbCiPN*Pe-|k`f`sZU?uEmRA9AtpI{>v3#ChvdgYHns~%1zgx2of{B z1mZIUWo(S({=+0}E2Hyp3mm*3K&`d?{=OX0;v_4vV` zOw;qv2Wt5IxNHd!68WF8>e6`ymGf`?U$=79|7Y6p?{Y%JKiGmfT+7UxQ(lbez*0z2 zHp;euFy_TIIZ+=7IHK`EsL-jgS!Im+NrF~uRb~=aVI=+iKjqbas{;wH7=H?yC_&_+ zcXzg4w<3|Xp3DqV=E*j91N`G3fDR{*&k@KdV*_ie=hi$u$LGihn1?R$IUF1e6>#KT zkcCSali0_H_~lfD&&mIpwWrhrW*>wXQmb4Elt|#3ncHp}k|XMv#!r77ARG)(oH=-b zg-N%p&LsCx%gA+%6+Sx0_ckXI*I&7+t+Df;J5TVr^_zLp4g@b-nVb&@s9ye!^FL+v zD*%AIy#9*?x&8p`|9`oxi+=lmN4cyYmnV2)KY`F_g+~ufiHe-!9LZ%-olw#oaeNXY zKI==@5a)zq74Twz9K2$EG%imGb)TEaj;OZ4W^WYB`_l7WdI4UZL_$DX)*y#n_O`Fy z@A&22BQ-z-g!?3xkW-PSnkky+(&{E%jDVVI3x*}o#$h>$dp^(Ii#GE^|3K$BHfKeT zo%4#B)EqgQA5~<<%4v=}T>kVIyI}xvi#=Oq)jkfiAl6v0+lQyv9jYt*{?6qcHZ^Cz z?n>>09s+6vNS;#6SYey4hh!#1^ZUaRxX!5CpF1Zfo^L~SxMGnPyCjeXej8X&{#^e{ z)wBB_p3(o8{NPJt{+YwA!9r~Rlp_I0M+~R|-NWBrMPf{!F0LrZSo@8u~vG-&j4AMj#6kF|(ia>QSEQmS>+5p`agY&qvym?p)D z{C0m%^1~v#U#Ra>x}dtJ3754pZO-aIc}dWnCvN^UiM*RgVE!g9hno0eVmt?*xrE++ z=VcXE4B1q4b*1-I`nQfEZk&I+S8jptbsPpY|3NFf=(_gYRUN^sq`E5E=u5}ihUfh8 zPo-c^xaPLinr(oN@MVpG^WPWxoW%;i{$zZ6fTwF#^=>V>UUxai{|~u9^So)4|Ls7` z83cp#{0YF24ur;*F$3xU7b^9vf1*Hd&x$Z72lM|Y?0_L4{PF$Z>Cld8hkhaLqj_9H zyl*#mR*oJQnPtLm9<~OIQD2Nt%M;*53iI)IJ%rSFa@5pk)CU;Gt9?JR&;0`9UXSrK z?4(qonvkWw5c9=(t^mwW8@B&?93~z}pP5wiKegV_o3zh66br0Fl3TNJJ7u?i9%6|! z2$QtyNNM3%@*)@PnF>r#%_3)R%l?F2_?zf{NH`bAe7?a$u6b^&yCo^T`D^=ifRu7f zf>VKQP2#>}(8j`k)m?ktI*aw@eRub|q_C9XeBK7$N_{IxW%lzegITAS;iZVdSm8Yv z6%i`7X2>6c!(Twx(cedg#i^SGy7SRtnjow8uE71SFMpb_>JYvo11VK~NC1^RJ$1XV zl*gvgnpg9pew%qCVpBp+S02~hCyw~Fl6)Evp8_)I_2sh;g>L!=3?h;zB?TkQfBd@M z_=R;~u$C26u|>0ddVIIB&qz4t9^>hO91#t?I?;kwj1ChvcWA+*NAGmq?3?>3SCpem zUH}Y_HtAwmfHYZGi2fBJUBofv zrf_q}9$d&u^)fmtCqusO5-p`u#PBQm zYD$cSqMAC#Hp9i21OulaFPcZac(KB2)<;7ivDfdxqHK)3M-_6Eya`#|x0e1&+O0 zS6I~shJ>6ZUSo3R*wC)KT!`WAlFD#)L(0os0Xrb(Zu3xb!O;y_Pjv+6`vQ%!ZdK!I z_+|=S9uz40+V`dNaJNh|W1~87ef&(;**VKNp^eD^jA2UkrMLl+2#Pha60{eODRnJ3 ze&idZliGVMs-ES}oGFf6TFU9F)%t8fbkWW(Kj2k_hhX^!wMuUmNYH5t<{5gyZ^$PQ zP_jI?1kt^T+cEp^o++4ND%VU5)Fla=qblYLR0}oW@P*IpJed`7&Oe)Kie>qiU}Im$ zvL9{SLI3X2(2Tp&NAFIhBm>iDZ78{naxXOQJed6Z3)}jEZWwF~afO{*-Y72feZn0r zxOdbDV|kXih++f>+~K%LKQ3~e>o!?g&Q>}7HUbc3INoUpUYN5Q81OZoo&KD(H%mz> zf^x<3j>wIJjOc5VE7_LT*JhuVgD>XKBsV#< zk)Nptq`4i|&35lDOZ~>}&=9k*_LPaW5nW?Rup^kQ58}%PdPNtj%?#vZg(ZL5UWvYkF zDJ>t7Jn5POMBLU>sDBzY3v3_KUq#b_!kmk(Ci~gZ&WpacegD$Pl!__?lz_M2$*Yyv zm`r2_fd|i&fb$}?4kA07e0>_2z=$S>?ez9Y>s|$nN$b+FqCbLzet++vkxc#c3!D}Jz zT0)*Vq7=Io#6J45=zW!uC)ZFlO(mU;+htdo^qS;qp(0S}`jyQvd&I@2dsa%|G3KwA zoRJTCK|yLu2xAi~cSxy3?MCWWOvf?ZYGQ5^8rwFJtE;D-dOV|Tl6Kl)%esb9QCv#1 z9N#brO^z-}Lly2SSyfcGO@SvfNJtQ)xZW_cPFDK%dz{in(Z{Zd z5K>y~dyR4)OB^{<+}f%W?u}nd#CN>aTxGU{ zYyA~?v3wfxxdp>~$3)P_heHg6H(Y5NkXUDxw^UY97z)%DF66hHJ08p@C|(pTwk zqg87_emdc^`vUfsVjizX(r#LLd3irN(GdF9nc89Oo5#N1QnVOlZg3I@gT<=PK zMr=+w5sx3sGX;h>z4x<6erz$v)NePgq4-1+`^vdGx!)ZqSh;meSBbiTJKd@vzuVFP z9m3?nYiBI7QV5S>0-G8nWkK2v4h``k;$AYZSdY#fw<66}4r;~oZw=B04gCn=<31k2 z%%=Q>@K}(?*C%Ey3{l%U{4=Wje{(5+hlbirXF0|i3GsCoG9^SH`tbB>3F6M(`CFc9SXq>aIZG=pZ+WOg{%kweJCLjuhzJr%*YRHqKRWy{|dRZ9w#pIgz?%gdXa)7)UhKV7BZQP17$bXI3~FA!*K`*4(= z)#mhGH4KX>3b@Aou0`!&q5W_AjoFPq25!Uh@!q5$$29w*zd$LoPGPif^o(UiU3}YH z=e&dXy<wlxry7~7*%=EC`Y6~>2s2Y%hd!w4Qp4M zD?;+5hL!2CjjeO~;Z+=FDdQgUztpbP%CR!tUedZFr&;peH4E#inZc^M)7tF{?G^TR z^SE4vaP9)Dybe9C>;x@P5Q_B{2~^bQHmUz2jyy$?WWvN^u2y5;VVh^QLT&=G+gCUT z%p(`mY?+7M^9-ijJ=J7Oa?g9x*_NH`yhDnMm)(-_?blZ$L1((tyr22u=2@cGM%r>D zwfIdU2c(K1v!O?>e_k61)UVZ{kK`m$8|!4T>`D+u*w6F3-}2R~)0m*(l&k7DC5p=M zepoPkJaf8aA4Ta>5utqpKmT-~l*r<(mA15=RNiRY*Fo0P_9|-4Ike|z(M2VWW2K*L zbh3v*aWihnXyM`gzVo3{TVkx{>oeN8O2G0`=xdCQ?WeIl090$ zJ##tO)vEDL`5mpR#l1(%gV2$nJrZ2>q%k!EX%tU)YU>aK`J-f>XjFkUy!(N?+K^$v zSZzS!8lS8xi8V-#+*Oe zJCPinUH}@uR+$YNl8^ym|LpN+USNmI#G0^*%08c`+V0v9W4YNnF}5X!t)-G!l~D!v z{u#yqq5ju1ksGL{eYfJ3AExMzGWZvyFysr(EnkuR*AEh{;b5A9C5a4T7muH1S|rXI z;$exAD}k-cW0@hOyV1GNNq=1+5&W#cFjW@t(R=D7bx`Edfn96FscJ+NZWF{;I8O7Q zSmP?XYAbsFjTBd%Q1Zir?l$~Pfh0QADapIKe$MocS1@WgNHvt0Ul}t!fk6r6QTx`S z3{foI+_2!kvxCtoCdyJl1KUa*MY8JCPY${_`EFa6xMumvMuSd_l?{+C%acZ)24#@O z(yTjlKrTHX>D2vy>QXVpd*KOqaWVa>4G_3tH~Wb|^qKViC{+k9C{=}`#7s+hb84j6 z{D*Zc7Zh=qgem>%LN_C?pzM@(6l8vp5A9kCx;Fp1$Lod@-0PicNMS9czcQAvKyHPP zt)HE1b)Pvm_1gjzixeZOogrX7Iua4t?}J3Fi77ug}irGD-n1fb(Mq#tdt9P(=HqM!Kw}4o?%sMFB#;~zWvCSzQp>F?%?pyVtZa* zi^D0PVJ@XfS1a3KCevlM*9Qcv-i9|NgYIKqCZ9%qHk z#ocHr`|7;$`*FbTR{!^3vnpGlBxie`Y@^1ViEjA%cIv#8M`mDN_2I=v+65ehDqcRb zEAkttOtC`Qy!WzNO}(L?hmI8;Z?jozZq$t(t@OsS1r-vFFBh48t2MJ%WNUczSfsh6 zSYJ*=-!63Tj_a$&&a|fbm}RBxDq=bi*m*YzE+%T8!TCt{GrcD$Nj7K+o-R`SCtMd# z1f)!xI)OazvGZhud1sVfd|?Ahj>O2Md<|Hkf#{#E69Q6?_VrOGJche5rT1=wyWGsK#^ou9BkH)pH})lqCes2i}*XD zU*IG$u=$|mDG$M50=NZ>->O|VlqbG%Wek;LnUc=rz5wNaUj$TFEvYDD8o$nJd(oMb z?_ZxukfHfD$gnN_v|&Tj_O8Wtj>($bN*j)%Oy*$6rf)dMzcj`1-0%iLk2M{ z2}t`?Vm$IhiefY`Lw`@bNzJG&_0ryDti!d6kdcey z<=Kk+J*GkpopwwaVjUL6W4qT5(comRyN?G{ue-+Gd}{NWO36J0t>S(#)neW2LU`zFP>RCJga^ za0NS6^pW(J*=!*VKkfdB@Ho2~4iNSk~vno&h{VV)xRX{_snAe?4#$HPVM(-{c zbMvBOY~a97i!(}IIHvz|zAj=`dxF+kCpjOFs60G9ULBRg&iy{Ks+PQ0eBE1v?V^#B zEN2ss&*y;w-Y-QxcIr!TjGxB4W*4={hx!R2lfG%uUMlG;SgtEqw~BN`k}G49UaowT zZ49-(eKF230GgjA?ZjLe{o6JrmTM6ja4Rp}bb>0q7Joxod|R!lYvt{)4Xh(JNUPc` z6Y(QS)vvyJ2lWSiP!zc4 zS5oPs5Sw>v|0GYr>IOvXuc?dWt6V_i4w?O(*{_X;9Kc@OPxMkJeDCwB`iq}33G)2# z2RDP5_l{)N2!t{{ADn_)KH7{OHeNj*MEJ(f%gujBH2jvklIEJ#C}aQ;an7rCu9qHQ zuER_4y*GpGO-LLNk{&VJ3oTey0YHumaQrbq#uU%H=bt_o@2KdZg~qaRuN0SOkNJbJ z723uEOKwcTR!yxDE_HJH_}Vqy!iJ_1t}~G?`EIsF3aombKDh(a$yu{~!!IO>yL-oV8=&L~76f^}mho-DZP=jF=(sgHO;3?EZ?hn>(^Yp@=d0^^_dY+7 zIyVp*xsQfFj!FzM6SBp}8>_(TaxAF&fY>K?VQqM+J(vmwW17gjQOLw$`0YzjeA=~B zIz7Qu&mhabQ69!mp~dBGWzYwpLu>J+(n6Qt0piPGM7lGZ(0vCwn@~#YKK=IgnhaV` zf2DTLuHp}1m#(Gn@qDP|))k>nin-NaS`4>YlYkHlgh38{PE(i7eV)m9IBv7+` zO$0Hvok+>lHTxvk;$^(y9&5j}uIpkNE62RJ5DD62o6MbWk;8dhuSGc0zNwXnbQF8b zy?jozrew=B;GNbNBK;_xJN+G|BUy(m+3n#;JT>Y(L_CTY<~2*tt$*`f@J~;}9hg9= z{TXQXmlRHOK4FBPsl14dzWMfd+Ms2$D1zd?Z_8IyVXx%wRHWb5;$f+tg#?3LgaoC_ z)^QoSt5VTkk1TKLNx}RjSLg^(lq-KS4W;JR80l;q*H2GDR_S!$d0mSaNneBi02ndJ zAKcnWIQ&LmDfyqO;XfjItU0p0=FvGT%M|J>P;@NqZ`va@H zT+YF>4!Gh^GgAEXR94c=LQZT<{bLZ-BtMLhxVW8Mf0|Xld!*BrEq)}As;MjT_`z!5 z_M?&-_I>4c)=oRvvg3M|%bx9bKCGL}bvUpD0N3-{h7J~+F3nubzG1$BCM?vvM2NGqO{-9_vR9cbOyHuDM2jg1nGa-mup*cA zV(&`KF)wO-@axLm@b~Y_1}Hgihe=}no>HRv7;lG()#V{}G(=pk z8Mj&yp_1i3&Dwsy%6i9Ff%4+SGJCC~^D0JLB3%OP6YGtCEETWnmV4rh)h^g{vmf7_ zhPq*ht)9W(1}?FOmU|}DY6r)cmpi&@c+ei0a#{H1*nI*+Lb&%ZrefC@uSbcVH@Ag8 zdg@AE5$afK=ev8(E6;oM_Ifu>c0rAWL~1JuAVx4jJ%@sMcP6VZ5Afhc_WQ8o6S-m* z^HumeRyh1^-$PAX?K$jnXmLU$A(yE)Z<4E+k*n3#T8VS;+zBjGUvsm=}gHCH^m zrzN%#l>W_iMa1b@#k$!7f%!^bjfsKX3(t_Bl3PhLNy4QA;Dkf+o|dtgQ7~AvvnH&W zgSq7WwryRvS6I1v#rfHCs*w%69DKPCmzU=o_q-`5 zTrJuD38}|E{q=S7Fv{s)v>H1n8NwKTBa-T4Yiv#(%Z10qVM|*mpsrd~6N4 zP#9Iia7QFQ-)*uetV_NYW09BrS4?XsGk0@hU57s)Cs@_?=wqCKyZnrxF zHq!v@3u5(O&%~#G^yo*09Pe6^iAChU&uM*7gW9NJ=Qg#9R+uZMl6UjJdjm0m+$Mo6 zHT~+KqCYABIPaDvDlcMOaC}GpFt8tK0HesSoZ*f5^-Ec@$XBZpbl6p7auMN}6*)t8 zI0H8ZD)Hy}y4FYmhqSSG1$UZ=>|QQ<8wP3U@tD63mx{da0ok?`!%z5C6S?+PCH~q1 zO+Y!rnudtJYI7|@bZoc<`FZVtg;uSib!K^JpJ&u_VxHNC zZzC}F2($4u8}nU~3Vnk2k-W_U5nHx3s6JS=T?L0a-j`{kk35IFds{mei1Cd;jDMqe z>B2CK#~xoN}7o~gvVeRL{{?BsESvawl32pSJky7XFpi$j!rtwk~fWQ z70>p8^z8oZWA_r5q_yv&h{U5x%58VOB;2GnD8C`&N(Pn((JGZ+SNi!hPWWP9Ymw~e zxq^{TJsEnCl@VoXiO3l$uDo{Wr=#||#ZZ2ELWZXeqtvfJ1)2ILgwDrEYf(PT`aVaM ztzJVtESMdng?*ocRi&Cg(VpD&WPaPLu?tybPRiUcJLx@L{?M$~TaGSWxUGZO_~M}6 zFS}3-QKPRo6v^Hv{>;Q%#szoYjK6ENI66>4D#VK7eV1OF0O{5L+1t0wKE3Vbw%%#% zAMy+4$Xd5k4pK`CO#@>GfA|rRjxTYD@OV@hB06`6`RbT$HVi0+c%{a4JK`9@Q+3tI zyH+=rny)Q%7{z=QOLqQr2$_t3v+boDUh03Ua$BO$#h(lB1WQrF?H;EI`&&r;(}aHd zr*9?+s<`WF88_Qv8uhHiY}&{#XWx@+EwqQm4od_of>zf9%@e10H+jZ&ocn~M$i6i- zE+#Zpr%>SUr#C~nNbB}Io7!qT$w&Zb$e_+Dm?J~Fb2h0S`<25%>IG?8yUw(jtG}~# z31@C0DWz`H!#dc3TkHK(5ybpUr%97OvWw7NB6-%;!MD)cY(p`s@=o zO;er8?}p_&`Swn4nX()Nt;8`~CDo3~2y>1s+AVP)kfeSJKjTd8=r?y>8ojnJn{D2G zKOSAU627JiseEYWZ(FyuU%o?cfl)}c^*DS1D0&>yotnS#|BK&voXxwR8K|e$UwND% zmJq<`ddg!RuUgQwcMHKLX5xMC%FFmaJ`ghB@Oru4eHx-_w0iL@2Zgk=E?dCnOYIk2{DNnH!t}Y~d0XD;3TVt$*ph_FT)s{b&p;sLY8y9rw@!kAC2dFNfCM<3~) z;TA7y)X?wPTuk@%d_J!8#MWy0qm7)A;aH z`cK?8&Y#y}7jwVai-Ef#8J0;Zstr;JiqD!Ee|G4mAv`l|r!MbCJey0uEAyOdhyXwAHaAR%$K*(DMGjH&6hG8=nBy=&2an75O; zTQpsr3JwI1RO<3L`yJb^rL;K6FKf!N;c_L~mX)J0e%4~y>AEh4B+H-bCoGyPa$nNe z3U0N-T-@EfX1Dymc=kx4b7SQ1(=)9P-aFPkq8uYB(rPbFJ z@`&i7SBr3N3L<(sKV)P5P(704#(AId1%QaZ&pz{L?(9M)XGNFPeZra3h#Pmbt;p1s zMmRQ>os&k8Sb+xw8w10VCLt=T3f`2h>3lx-vXg1GJEDgQ=HNH=65E!dR2$yjJcK)!HD(y&5g`+wLkh+Dp+5z2A;)Ep=&QfOj+qdZt=MI_g8{;ApO7CX0r%!^2Hz{B2^-9{nRx7O{e z*rNw7>2AHV50-o}ttC{;%8FDxD))s@R7 z^f^n*aO}sxcYrvyF9AG?DWY?h>+c77$tCwpYGA8kL^LWcb6DQRUnsk8;epPI^*ahlTk0YH=y*`wS-y>UIKZW8=cY zPt>-@AGscwMpWkE9pvG{`hS1P`cFo zo2S1ft-Y0|9Ho?9oMAjBrcNQwDBGbz$Zm*xqNjqQZY9opZ|*T$&O})lX}AJZ{-Gz+ zn<=Vna9uQ~u9eB6n?^9P-myxw8){Qrk%$it*H~Ao;j2S8Id8xbu3DR4{o2Mt=0%D! zp2yf#PLMP6YH<{>Ji74FoPl6|Ic46^KxQSxIUEoVH;TW7nmv)^c25#8hPZ1PO>8{g zml%paVpWngW{Tjw9T!1XyryCDAiQ_D!tqmIytRCgtzLmLpdsF9hLXK8n#s(!aIIJmWLG(rq6=T?Zwz zF$Pc9wGr7xY}Vru61XKB*kC5p-^g8Oit!p<^R)(A=Ny;DJ0AOlN5~u~d8z<>9%A-@ zZ+nuKXbwzQ2Der@RBcY%t~|X+XSV^k;@@|JU9{sI_I`JV-$TeJ;mf}pi2uoijB?Gc zX)Xx}FJk3YyGcFMK~1qKU9ydNQ^cRw8TW%QVTdX0BM7xOvyUFa=+-9qELUk-XGd7@ zo~#2KV1=VH$CK^dcd$Kmi4a_Ui&sT<&V`Uhfp`E}LtTlb!TP1o=iOwEXdOF@KHCf@ z;)LJz=-|WC^}O%F6XfPCVl;Idht(8$EBR(Ta{~ZruXk0N>7f~j#&@c{TdX{@RqUv4 z=Ek-Vya=fEqnkSQv>T|JD6XjY33V-Ct@HVN?ycQ5U9^1VH4lp}khcyx^?&3$avb(D zNI^h%_<4=cVYY*UiN}NPWmJK^i2+GUf=^Kq8x1&x3cvpsl@kM5Fj1=0RZM2aUZ60h4Le{+OvG}SkG<>mGuJ99 zClWoExMJ06=}V~E+V1Ji;4PKNahd(>4CIhr;91NMOm!3-7m8iC`f~=HQZx@2OK9bI zYUgxK5~P}vu)7&x7t1ZSZ7=!bZ^N}%q65ON`nPkJ83uLL!Hv3O3y6U-3RUZ*FbTt~ zOwm5InkcE5o1vQSRf`$x2=w==oSgSyl>=8DHPn@Dm<+Ic6?Ia6UF{z}P~Bb1>Mr3w zQZfCDy@Z1E`Itp`ZEI;aQ}VQN^{h5V)rqiLz{BnmXp0gxc4R}c_MU9AMi~AmkN-x{ zr@=0U|GMpE;V*$!BFP0_k1WC68_bRLV`{3$kw=+|+T#gRyW#n+g{0~$%$`NH4U!`B zh#pknT+w@xCT7S9GtvDmGor!$_Xm_Y@fj*ZIH)!8G z>i$<#?wRj|Pc~N<+MVZfBlmUaGldOR_CXYvE8Z3!kKMvA- z+h|TPdM{GgAscxUZroFRp|debcb4fBp0a(@2_oCr#geq?;s1e|#+!jP!s74_@DPwBe@Vd|`0}9BD&=iU<%~*(J6OvI2C!=GsWL zXuvo%ZyqbEkA2%J*S|$%3(!rE1vI#CGOg5^L|3Gx()ESbU2;M4WA3_<6Xk71 ztDS|M7f{k@&RLQa=f9?_weIbSZc0m(Oy^W6@bT|DqiijGz=+ocHBmMCGAmj+ z!H5YQZwJ>5K}f$vJ{{X=YP4tI%JY_&i1>X^(oI7@3w6hzUA>dt1B);6O3T^+b7KRN zXqI5_lDa@W)%6g=0CepVGV9t@3p6y#a}U=7p-J05wlG5)NzJ6U+?NS$F4;CK&TAKn zd9Nn!R~Fld)=4x=CyjZR7LgpCj{FKLu>4z$y}Zks>PbL%&=u5*#(+qbMxDSf|^q8YpPba7Zy*bPkYy#Cf)@aLFXl^^V+MTo7(c< zYT~;9CFJ;?f{;XEauf%~rWVDw4|kj6@ns}eeguH3bhg_J}< zF02uAyZ*1qXN+a3GV{ZQk;1;|iFrJPRAdNMTi{R_yJp+flo`9aqf&w=u*z;oj+t*{ zM!E<`C3a`6xi9hPDXNX?PvPAiPI32aG`5u}PtGMGTR|f;SK3R7I*fSlH9Ks*2G?37 zk#swY5QbP3ePC<|5ntY3a%l_>&|y8X_GTf4)t;di;pl53^pLp_`}x+_PhT> zD%Ur7BiCV5E@kU15k+gJ{(pHM|I%&yHVY;_vg3-7w-`Y4BZ6a&QTc|(=wI6*rek_o z76w5-ac}wFoaNtcRm>9(PDRI~v|I-jz`l=UcIDstlIeLEyN36*XW3~S^~*R!^Yn0Z z+20H|a05|krH`3K@5vl9SjC*g4%hK2-t23~Q+*bA!@`^9a3ekYYg;*pyIJLRhvo=u zr1w7I1L%t=r|8PI8YXqR+svK!Q=tx~!$C?Z2B5LHInOCYixuQ{M6uq_jDW;<)AQfa ze0y)6YDJCwP-j3EW(-}1QfALWX9lT6rGUspDLh9|&q+t9{^5g6FIp+Jv<8YLH=Nro zjV0CVobacOvT(J6csHGHNVl~ZWMIxZLwgQ=$^%7$+HzH8m3Ed3T&fSBT2(k4{?d%i z$G+jkG83wqW9%wXoWsMpl}senx`Mzf4YE_G<9oJY|&qgw0XBTQJ%@XbOZecB&v1;{SmTI>uSHxnfZAtbm8goJF zKDTyV7ArCXf%#>sJXJM1YXlbbc%gikptMip(fl)S5a3LSNiGy`U^KB^wSJK$2&~hd za>49_yLNi?L6j9oi51R~prxZ<2NxEu0ElMU1pgG){96^A-}4{=i?l}-&;;cRs+ zHI)Ir+HbvkAdAq$m~ux{QD?g;r$8Jqsb@6WxYd$ASQ(?Au#$7ht)wQnqhG~S6RgS^ zMZ6H%^{j~y<~$-{6z^RzG4E)QG_hKM*M3S;LagLVw5SY7mawxv0wi41=qYMqz*i#j z)IdBPOwxFf${9CRj}lw1&_FVpJb(MGiP$QyVf2-55;Qka?@i7P)~C&ve_U3#x3~Fq z;k*R{ip5@^9-cNWrvu4qy6bl%xSOLAM&Rh}{cNd`;Yz-=3LU?=SmCkxw!P;ZDZ^x& zNWjr>mST;|y7B`YSAxX43CUOw$QfB6xhvYrwq0XIoXQ13ZCLKidlle`WBp(&HSx8V zJ4*eQyZ2lC7OKa6ThrXxYb^D7?gNQ%EMn8MH81gU(%U^d3tESDj!irf2CSTVy9Pgh zTQrO$!8CMdQ-`fRvk0_=N~xNRrP|tI8Bv<#DrP^$<_B%@)P5;5Z*ULzf8H24$?Cw6 zJPOg?SxIdl6H?*NOOQ^BFu!B^0x}fci?!3wo!$NTrS2$Mhy2)(j$C!{%Qcg!46L5h zeB9)PY8O8{Fv-R7!V&2=IY&w8l}!O8IXnR$Rbt!tTGR~}lsR{sbY#6xeSptwZ%ahb z6#Pg|X*Dlq`4sh+RYBCijb$#QoF<1XGgp-VDC5STN^H?6O`d~$vr>UxLp-)WeKT(MXw?va} zh4?MwAIQZ0Z|z-YR8!lw=3GQPq6blmzyS-26s0$*Djg1;&>;v&3006T#d1I(bOD6} zNQV>smGOSO@y7jef4u!OW3Ro|%G!IaIluYMZ_+A1 zxv?T0yZZHxt6JqekrX&`_54^8N~o>nAT)je<)6OPy(-mVW0A!;?itsJ_FFISd=arG zu#neH!3#zkGW7P}F<_5$-k>LJeK)9bokEmdgu7!s1}9_K75=`kH4?X!1$Q z-E0phFBMXO+Tge#t1Q(@G5bv5lgUdNq;y>Yg^<0z zT-;snnNz4QFgMN*vOFKK@*CalFQrQr-@Gdw<=H)(xcUvZLUb1jc|Akm;9I^R$yI_C zm$3@V(<@q`Q)~AdVO+9bzt1Z+&u#2bw{3i+D;sVY4@`3BxLhk5IH#TjPEI4NIgqtV z_EttQ&FGo-%`yqc1>NRC0u6vx2N20Cl<~Atr!WQeP{g&jh>_3i%8QN9QN5k2N9NJZ zUF@;xef5e+xK#yME$u+2I)Epru~qGo>!$0>2{7BfGb|&&F4@>P+PvdEth7*$cqM)C zMRHjg-2$CX=Ax{t&G2Wzpa;@s=Byo`va{9B=3r&PIGq$uUtZ)wHZ+WOC z=X5~ZVun}gD8nOi1(my%Uijna(|)5JH9p+xy;OY*&J{*} zIkRGkeW~m5reJ2>%@8fzFpxF@gB1sEAvBGxUSbR5pQ_VhH%$@2420zY5PrqDFS9w{ z=N8FzIHDk3$|ItxsSf5BKTIGB>Mi$KkocS!_%1SYR;eVb$M@3@=)s6Fdho3mI8e!h zyAuYT2j?lLGRcC5iR%8YK%I6;d>W<>PUzs+4-)ouTgn+@SeVlUEE>;zENTU50wF$5 zu$r5Wgf84GJE0chN#?>rR)#{6`yRAZ)kR^ApiY$5>8xVg~M_RIyk+Zk{d@Es#V z`tu~eAfNBl!4I>_oAnemk5s?;kV;Q!Ne6rx2T^}{&geJCCa%7{D-FGod5Xhdzq^hN z6geU%OznB=;fpINI+H=&GVoUfAHtW&E6cOZrn2Sv9hkg`IIfas`1*?X>9-@Hl=Lq- zC3V8k_mqzq3As6KUw-h2{IO?pSX(8*^%PHu^(t#C7UorfsUe+tQ)D`15QZFO+-Wb$)$Y#bDacCBxV5_qTGa+^|tfbQa8_pbml~Bu|Bu-aYrw@H22?T)W8pA-KGd z;%8RC`NS}-Zo#3dQaez`bFyUGR~yYMZ(;(-g07qDkZ|7(kQ`N{I<-d=1`@(mwqj2_ zW+P!np6~rW3#>DBpq4X(1RS$4+|Zij(P{;K%c@9c&n0fI19Hs+))A%Es^o96xB?w} zNss+v?vR?o_9FCo^L=*Jmu|S!clgl;`=Z~}xqJ6&U70<|yAzz%gUX8N?cT<&!J7Mb zKy}^Ml9?pI7>%5nJuPhh;^ z$HHn*_2o+P+nC`f@KnOE{Uv4|Pl7p01&pd)l-(9RMo8Nf>)!o?CLzlXH%P2iPs+$x zwjrc$3V*FU^WJc|D76h7t_3 zVkrT=;7YbHa!obGp;NjL{n1ImG2l+UQQ|a(M@(B{M4;4fbatvWOiX?$lp(R==NsPqHI%R!ALocmvcNO2P zGN40qlB2l=gF`avkAq_lY=>ied&nVAqxVmZv11m2q^GJ>KyJ7fp?zBx)7?CU3_nz# zeo}nh?wI71Fm=>ViJkZQxL)3Q8+El=DP zrNi`J2h~0@&VKMJ8Vwvt+ove+$0k*1)7T9x?uOPEwweLl^5RJk0~6LQ=A-%C3k4z) zH1|@?j8PV*vE;%sdAmjD>FF!X7h5Y59X4dk-E#M084}Q+^>w)VtsZHp9=B2ir0juK zEJg*oFC>=KCDcqM=Q-I%nc=bYge~YrIm*o^X0zl-`BtqekHww1U7c zfBl(C>uhzy@wUJ%h3}io?%(ad2zcB%?MxL$l?~i}>?CiPm zd^9!;&Sd?xQ~c!a@cn2ciiTeFw{GJ|tqF85q6|nc`|%`UGtqy@yee>h4Ae*Xd4JT; z)%qXwfsXI`*9z|xy)Lf75(S-cPjxb73_S_UB_8hk#(&!-HWQ0pf;oMItI8%h2n7w` z3Y%+8PRyQ@mwt>j*LXBK8U1B*4Y*$7(M9*|WdHM*|6 zWliYW{@ifoXgQXWS4&$9eKMKjS4!=vyu6^Out?`mc1j_fyKiOd3WHR5bi?orCex|+ z=-j@*Xvr_!tIr!Etmen+qF^b4MFNsfjp1rsI08I>jKQK)PBwyx4cQp%@4OhNFk0&x zNmNtgbNFOO*F36g5rV73#0!|h3Pu4niLoAaZhvM_zupB&a8D{epPje?8pnl9LPEy+ zx)8^^I}Hs`&9sUCaaa#B`%9*c`}Xtm(jp9>I${8}-SX6la}tZ~@-IUttrgH>D^TYW4kRQEvP z2N|8_D%f5S36MRHBK*iPSTGDIaW$tvxrov*n#31KG2#-6GT>I$9UTMJC9=d_eTJ(2 z9DW5zdUX}U&|lBuOZpg;Rz9lIFS=~Bvd9p8(TFh<+M@MdYb4qAZ~qvyAK8X03Tix; zs4yzxnvibRHFhfswDYxZWwfRUNJmMZ#Wz4lC>F9as*>B=Mv>Im4+6~PL*H^{raA}O z!||iRO+=rO&{Q5k#0S4FE>Wn*P}}O!H_n8?q4s8jC?C$tx=bF2?|`jRsoZWZ)sa!P zVF1o$)3+UBS{D9ZioKL>iqTkn`1(R3ioN{P-d=6@invpDU{kkFS8FFuk9MWlfrCLE zYDAB|BX1Fb4`b82@|s$mC+XE9wdJO@5S=I&?=t_LZ7_6X-Ej6GU8FucEA)MRw9VGY zV_C7HY>51Bid`p9THy9@u9Bi5=kSAtXNdP0Mfz081L`k9q%{4lH;4Xm!{t(Gx#3jT zzU|G%7+IF82UF*`@}K!U@3MD!_;aJ1V?$i7JSq!^PqtpI?zA6}Lxi*o73p#__TR$(#{R z?YR%Q<6-MQ{MCaMQ504C!qa@R46CuXRb$|1OGw|n6Pnbrm`mkG^Egc+KGDp^H( z3i1NzaL!*nSoxcs8^>cuvu#t~ir5XU4k*6pKNBlZjDN!@S!`a5Al>FS)9s3QT97>n zapOK24b7bCDW2+lm1d7Uo5qH7Vymy~aRv5VwT^dKG#&Z#g5uFhaC6=m(9&=WYQ{lV zE_h_u_3H=wZS5R3!hEase5N^HQj;oaGP@hFll@okJz-5^n$6#DWyHzBc{*wNYy5_^ z^^A=SDmyElm%X!L>iq`H!rat%~ErOQQ&38X` zj&bN2HIMshD&e8&88FY5n;t2koIf5`wnZ3{+Ta!|4i0Ioo{H~KaG_CZLe0-YeA!QNo4$WS$+>on5`X#E=pGX0d z8^NopNz8l&Vkue~%`8kA#O0pOidRtM;xhXB=#1v`Uc6@5&{1_Q>r5W9)IC-@wo`z@ zjer2&IOMC|(#JioN{vRSu7GQKTM}OB=A5)w?Cw=*I79T^$DJqSEjO=RR^6g-t+YF3Kb7QZ zycB^K^)G61uD?!gI!==Kd*4Rb`ARP-R+f!zkQ`fOeTxm(E2#L-Q`?g1Q`?js|mt`=WP4X6j?R7Y!8eKke|U%l!i8gGo>J7islLPq(ld%^y6m)nNwV34o~teiDGw7@!MKGkKJw9@_8Pw^&QiV0Mp?p zKWDsR4X*H9VlkO1Xg%-Gv(oW4GdV32WAH!>8C3AcV;{OUx=dM)Qp|lpNzaxQX3~a1 zn&_-#DVV3W@KW@RwXBkcE6Co!$|0;eD)d{rMAmQ%rd(FZ%!Vqe%@Szl8S+I3#P9|k z=Yng?*^^r9&ud;?PrzCH&irVIAHa!^Qwb`CuJ<@aE@u|{XZTtG#>Gt8GS5`s$Fluo za^a2g_Ph?;*id9L2M&Rdi!N-tFx$g--61cPDq#(VW*1x~XUfa2qFZiB&QOPLO!3|^ z0i!*@I#jfRabo0DKY;wKY=VDSfL_WMpfV}I0l82HUg+-IcA0YZ4e$$c2`C|C&=P{y ziI638i?rNGR1XFhb!vNHP?JL{L^(RVsrwMbFxaJz`?r)_t#;X(~tF_35;g}Ad%zi|FAg!{(kfk=5;*3e;3#OKM(0* aKb4lVfd*5_vzBl;N=;Q=mC^^c&;JQ{a}VkO literal 0 HcmV?d00001 diff --git a/cs2109s/labs/ps4/imgs/grad_desc_algorithm.tex b/cs2109s/labs/ps4/imgs/grad_desc_algorithm.tex new file mode 100644 index 0000000..7ab2deb --- /dev/null +++ b/cs2109s/labs/ps4/imgs/grad_desc_algorithm.tex @@ -0,0 +1,24 @@ +% CODE TO GENERATE grad_desc_algorithm.tex +\documentclass{article} +\usepackage{algorithm2e} +\usepackage{bm} +\begin{document} +\RestyleAlgo{ruled} +\DontPrintSemicolon +\begin{algorithm}[hbt!] + \caption{Gradient Descent for Linear Regression} + $w_0, w_1, \ldots, w_n \gets 0$\; + \For{$i\gets 1$ \KwTo $N$}{ + $w'_0 \gets w_0 - \alpha\frac{\partial J(\boldsymbol{w})}{\partial w_0}$\; + $w'_1 \gets w_1 - \alpha\frac{\partial J(\boldsymbol{w})}{\partial w_1}$\; + $\vdots$\; + $w'_n \gets w_n - \alpha\frac{\partial J(\boldsymbol{w})}{\partial w_n}$\; + $w_0 \gets w'_0$\; + $w_1 \gets w'_1$\; + $\vdots$\; + $w_n \gets w'_n$\; + $loss \gets J(\boldsymbol{w})$\; + } +\end{algorithm} + +\end{document} \ No newline at end of file diff --git a/cs2109s/labs/ps4/imgs/linear_reg.png b/cs2109s/labs/ps4/imgs/linear_reg.png new file mode 100644 index 0000000000000000000000000000000000000000..c3e85cd11a680138ea3a18025e8d420554f5b6fe GIT binary patch literal 13449 zcmb`ucT`i~+BFKHNtYrZRU-sxp-ESY1f_%`5Sl?sC{m;c1nDRQ0TB=g9ce=7MF>T@ zQ~?#~y-P=s-tOji&bjY-zcKFk{<(~i?6B8fdzGxcp83o<6RxB6n3{r>f`EX4T1^$E zOF%%F2)rn+kpgF?(^=jF2V(b!YWmlJKi_Ls7~p?$7gb|-0s>0E1;3lA4ZXAeg^%Uhn-Ztix@PU288sF>ib=N=v|vckguQx0`@vlUL@ ziVP-HL11Zp$<&Y*E8ozlo^Xyb@bE z_vsT5_ex*tkGmbV0$q8Fvy2q&XxEF!S_)uUxCAT3J1BA$DAOjj|uLI=i#=~AT|dkjks?}F3uU5}Ac$w`>0t`0DropEM$OTB3H4aazp z^KGy7Qoy(sa_(=)0C(el+!`E#xkq|IwTN4DRb+DE6JdF&i--pKgHBFNPe2OCyS(R~ zm@ZNOCR9*K^By>s2W;Hzt|&Fjl9@P@aCb$dgC&kQ+=;1>d=aCnnMqSdDox30@2R@pmPP_dadSu{nsH{e}E zbDlElBU%x*(M+7&xlLhE$Ave_JbuRO6ULF4^dfq#bT3g&k+5$&%$ z%@l*hJFF;pN6Ld&2ei2Hd|&UYG5zYCLf<2jBygTf{`@l(gCs+exg5=fi8~AzF^+Vx zpn_FkjpT;uT{h*FK{s%9T8M~1QAJLj0jW4bc2dTZl{bnEW@E|Cgw4?(mzEB~^)FB# z+&_H83FGWbaLbbRRgY&SI#~47!l|GFL3*&9ciUvE#J=Qk66o&4U&87AfzD%K@SpN~ zaWXXcU(pZ;(kcRZ5_uw%qZo_NE@>AFXYw)q7LlS5a(X7DJ{nS@ckXW9s4x=IY})(+ ztQ)w_<^6Sgm*V^P#2M1X(*;4|M{}S-;#qB+$;PR^6EOr75%|RaX;x|*us-N9xszUQ z?(Rb;zyis$gjrSNmJ@_)Zk_;>I}f$U{t7gc)X~pp)z!}9TW`S@Hr)HsEHUBl^ZF6v zYY-(tJPQisypj6wBsyuJI?IxPLdr4w5_?R*WUkwu3{(!1vYL-I4a)rm6o$f)v01D) zDWM(M=2OqMYKr)j_R3kyNb&~d^(FoMN$zxDdBSJ+*MG*QZWM`G%ZwTSUH>VjBB36D zT49WpdQQ=|+ZhKOP%E!Bt#s{%KRN?-e`>vA6JkoSq6#bn?p46#Q}x2Jh5OMDQpNUl zR+CDsXonT{--V(#AvcL`UG*6rs@6epZQWh814|VbNqGJ0@qiHV_z=97h`5Q043`5s z2~0qLa0GA#{;HFrkgcnV|9=!&;bQ5rvJ$t$s`r6r`NTc7EFLl!slQS5g&?pZgeQk# z!i|AR;vY@x@#(EwSC@!-YTZ8X{PxMEO_K5MWLeY&YWb=buF$|P=m?(S3$jfoUrDD- zk!r)xy-#5~95e!+`keOn;Tod``p7)Tr%yzcAyBm^Q8;L^!eHy0@7ZK$%Ti@llkK;pyz}?71kZ*@Fp-V>kS%Q~pz_xlc8~#Hoe*o0`PNr6KYJ zdF3L2&w2Te5Q$6~c7qW7rT_D3_H=JjpTp2#5Q`Wwt0de+!m$b~3gJ z)}Hw91q@W|*LX8hKMY26IU=S|c;nXOudtk4%r|OpNBWqju$&+aoIa-XY~aNI6b8!7{~E3CcpjcGsTcM8+!Q7(_`@MPl4 zbLXERjeFz{OnO5+ifjaQ-5`n}uRve(3LFi6jPKTb}^G@|2>!CMfOb3mQ+U@MnhOf5T}p+LVGtZu;k*)IRYJ8 zSN&zAheKdeCbD1{BpNQP#{WtP=SI!of4jde9&HG?sSC-Dy0vUM|^S%_Tq zi*?=4R5w9pek3DEB8fqFq(N&4u#1AA1k?PN=}il&zcInjSFXpb!>kf8-%M(pOu>Z~ zaNV3G?ncIfjnDZ#5|O9-W|bY9o@e`|rk6br4)L}8UXz3}s}H#D-t>Y_1r8w4#Q|T2 zrR?Sc{I`24gCMt0IhK2~;<=de?vKm#=nOFQ)+nb&wZewx%NO?wo>gwx@OkB4sKI5@`iIsDi#8b#D`%tBG0d<`pbHU z#~5)2Wbl;GU2dR4j5C zBeq48`*lX>k@c6v*q=pTe?TA|6`D7BctqT|&z6MCEZ?xHpY_W*^{bOs{;&jE6Lnk0 zQN$bS3mQkD`W=fX7CP(UUk#CjWb6c7z667L*1qP1SKYd&%YGZBnzQ@%t+k~kJdRo6 zf~8-Ys9%Ar+R@buT4}31QeszAqK-2Hf)gSA0D@-F^=pq{Oj!`OfL1^mZE+%lWUl(} z_V)Yn@DNV6(?kSUFMuEWTh3t9jZ{xp=OBLvNtDqfk__Me? z_r|}Vnb_eN(DMCRY@{g&|)~%pbX!9+XItM z^l#UEqf_L;RAan@0!N!fMpW)WKS!i&qqz2pX-{N}U+b3hfmO>_Y#=7L>DG--ir6py zTW0=q!z2r}mOa;49Vgmf6>Ba087whZ3F)|3vOEHrE*ki1^`YFIqMPmB8=K<=;J~xw zM|Fd402ZpG{np4hM*c7@ExCTu>@ingMklTHT{Gx>mpjxDe9EG1NhgX-rd$v-w; zPzXx@r5iFi+!oxH$*WRS^g#ZQ@N@@Oe4}dHoehX~ycypfAD+b*8g6MkaqY^NU^7Kp zRMY3$3Oq3gP%<7H;O?%nd!IooZu_t|0gBKVNMEE*x1WilD2uL^JZta*Xg3?4RbKYPkSC%Tiq;5W@7{TPm~CeK76Sju}`Vpx~|ta`OP%yxO>qC z0T;EMAmJUqM{=!`@XzcFeW7AC za(!*2+oo+8OjDew3{-#l%G1J}EF>qGggNd>a6?5#_>bXYXeJdW6`NG6bz(~hZEMWq z(5d^#>fkK;T&?2dZ?!ezv!o$8s7E0lHh#deUi+AT?c%~qdhPD-87{2{H9pky;Ch(ptwFoCb09#Zw&&N#SaN3aU;0~+c zwMJjpq8@FJ7iH)>QUksb0?Q5Cv5%+SBG|}1XM+lg^T!IGw=B^%%ivCw?SgPn<`{v% zO9EiD;UO<=97>=`85wL+VNRERA?pgS!emvNZuy-wpC7i(g?*|HhS>a&{adL_q`^0{ zZ5i>1je%Fx%aZrlh_BpF?t#2-irRo_-wUp&%&l6}_s4s4T$g3d^ddikd*7)y+C~-x z!i^iHar2f^^Mwcj{IQMnfzi<-1B*E6I~mB(XYu&!Lip5M;FQ+;l0@Ogv*TF%=gx&@ z9paSEvtlQ>)>qp~DU#porGAwTbPhz_D%~SUjye~0DSVSW1tw)i^yvo7Zz5C56-8O!_RttyI6W>P`$ zMWm=GCYP2wo#8J?bj*4BzV!Be>2nXGa?rDvEq!LSi}a!J6aG=ZM>dHVrH8PS1=)SB zzbY97Y_4g?Z9zfdrRkzAOb%SC_j!NkZdx@h_0CPdnlrm}b0`3ow$$`B^xDQacNtKf z_Qw_yO3F#=eV&c0CVfZJAF(tG*42hRis-VWGv)?!{5Kwa`oHkt>i>xc@eQ;<1_rMn zDWT=2Ydq~IiAfMLCG+!dq`c=fZ44<3G%a1@wy(tEoXEY8KL`tuTAphvkid0@44TQC z!MC`uML40r?h6S;smwP4NHQuC=DUHXfd`6mvyJb~MH%suR!t?1_kYSns^L6ViO8k$ z&7Fy;agGa*YNQSKmZ3K;Bu4N>U!&zI_S-H4giT8frOBI~4MpbLA4$OyK%F@IC$+od z&7jLLx!oWY8iHleWBV>Om=(E89E%<_3czV|@oUnCZ)#>j7v8yRnuT$Y>V0Y@DbH)w z{{v1_@2=dvylJLCghcec_?7>JimMwtTcB$D@{L?SuXgCc=3G|9ErH(LRv=i1hz}Hv zy8cY1zL$@G&UdKI6k}GfCW%O+ts;GZf2UMKKxryDjoV$@RPevsFX&_R&hC~^FTK05#SUpBDbSM~uG@N1?~=AS zCh>Zss3O81k-y+OEGWIgE`91~RL}IxZ>Y~~b^1$d1e!!CXFZmNi25g@N&NJTatuwRgKpvGDCHqi=*q}iZJ2v_$E#tD+& zn|P3qTR-1p3$(!haNs&3Yb=@Tw-7UWFGkvFGGbIMaBkcfcONGMO>8$Bq)lh@M4!# z^P>oy&3nN|#y2&LveUJGB#TfSinH=)q|}8c z%g>(V=(%Z&e|Iw1_R(&zhoh3U%YoCMN-xK)GI3c5kw%y2Xg7~T!RO(o?EX-_oL&95 zzsSuR_oRn64{$le(=Xf5!@_1;x^qqEl0dTWdVF6=YJQvsdGV9ix54qeq@rP&n#J`+ z7~?Si7vq_50JyBV2aVd|4DBA(^TV+O=cjGVX3gZh&8OS-WBWrcs;&s5TLoC`h`T7{ zckr*3SjOBqj)4cvlFp%YcV_nnK0cMA6wK=p#A734`fqy0*|&hC#zch&`ks0p7#mex zgVs~ok7f`vaJ@Q*gsW;dL37}ldqM3?pc${Glam+_QXiRlskr5ds z+~@Gl-^SD5XI~j5mo_?ko|2ZG#mZBqH^w@X!QtCMq>${<0C#u?i-@Ou>A>ihEc0@H zF5#!z&-O@t&ljo}xiM6C@>)O+!)0g7zWu(hh*gXwysO)I8b(WaC)^G~4ij|si((EX zASB=tSdyJ1PtRJZ_vIlU&7R)?y~S9wyPnP+-ZlH!fctcuuc$5#q&%HwTAH+e_lP$g zKUhDAN?&`xVK{PcNYC0J>t3D-IkQn#Jg){`iSTno_1;8y_FQ?y?5B*`ir(K<&W{@l z0#tLO?cicxW1nt3r%Mt9Q=Y9as8}h^7uvvmtyNf*ZWP=%en>`Q70>9tI!O)>_+zsB zi8_Ra!@QrJMKn0A?_JR^(I~YyM!K1e#DB@&66m8jUF^UD)^H%%Ts(&j)QrJjaZ!i7cpHqs6S7hdJcz5){%Kl=N8S zK8dJhv}30%?U)L)aT)4kms6W?9luC5ERe&J-W4|~GCYOU_vqzz(wez-U@v}|-HYZS z(DhzSe|8s@Gt z=-}=Ga<)(Ru^YQ%woWBIi`~Bz=C85HrzRwt_0JX+m8H-o;a_LPR{Y2%&gAyVcrtE9 zFLIM7VRn~yRwXkY!w3=x6reW|K;bG?BFvi!0Nltb5&S7Vc)c`i{B!n}LA;jF`m9tp zlZI3IQu7#CmpT6vFXbd=?;G3&agI|*lBm+3y#Xi9_&d?Bc{5%=`(nPTTN7xQ{r0k) zwg$fUK0@2PONDoXKjL1I&)Pg1aVprMuOsLOH3sWGMbr>sRB5h%aUI3Nt5IPZ+{fRQ z%RGht{+=5yR9MFHbIJY`>&vwU80fI60U(8|05+LN1aT^hh|3fH=2&A^y=Q9Vk?iCF z$CO1zgtn=KsLoctPu#^6c8Ooctcr|e|B^*?-Or2@_EAOfLaI$Vh%x*Pm-3T-Qr}Wm zAP*WZ(fa%PbYt)_?-o!#ZYyJF{AOIq@_?5Y|MnNMrjr{~929=1 z4?Pc_d1?NQ?T$IIj#SHg9`Pn^Eucf*;3sy?=_`fQ>!bYqDT;lWmDc9M44t|tPUQ?BIAx2b!SY}(6wt4k1MgfDRhwddZd** z?epp5GI!pyy^Inw>mmN%lQ%j27`0^WO6v_4ledZozkmx-HfP)40IJvv3a*I8OoEV9 zRUmnTq1D`IBN`~!ETYSoE=d4f>1#|xm&6S=JI>hmtHpE;f^~0!_h5_d?-&05nFs(- z(Ze3?-A>`1Q}rr$>=alN*E`zniQDOyb2sp=+alg#@KhE(^Pr<=gKvx8C6xm` z9nO-7peAz*ItHY&KkDh(K)&*12ze>{|E3KW>_TS?vgUX3iiDG7Rb=CYhi`}@J~n^8 zeTtp}I74PAxn+k|b&BjzU)J{6AW4!a%DjV0dcBB(BM&^{0jM;WL_ zQk=LxBIw@?GqXm0z-Osfk{+w`!Cf^otpcU^V}Yhq)ApqOAMHMx8gdtuQjW@FQ=(j~ z=A2tUk_EJ6d`CFo3D*o$-K3+`6e_QTC#>+XE~epxuVT>8sVmpI|eJ79{2Oq?)? ztk8Z{Jz<8B>~tk6==-y8Lydwa$7>=>Fqts&nDV&I1StAWDmeSSucPp2=v#7Yes)HhiY$ZzWph`Hp4C zR+kx{LN>Vt@v|o~(|`OVB!U78)`;njsaXDl^$)fe4Df;k)$_wqEo3oafdglrw74~& z%QI4QmiHmOjqfGc*b5B-b3Dh*6%nM5EDKU0Zih+eWD2Fwxz^RX!D>^o83gu>CP{rxMiE(bb zSX{u*7q$k!U&f4HwLMjxqWSXXrKuR7MW1E7{y0@kKAm*9 zy#F{q^a}D%zcRg4?|kP}qF(O_^ugSE18Dh!X4YRvdh53ZtxcEIhm#9iI$HOCki=IG zl<1$lLc!fexz*zu)p_MSx3`kpfCqL!-d)pz$taSX8yI6KNZev8LU?woe(wBm?z{5b zSLV4Mf!lI&LlWX0`Y|Ml_IVzy$km3>D!3KiF=<`zc%&)w*@MK-M;&aY<4h>{XY)SG zA-IV)_H;|`XfPuaA@FjA17Ir?gu~>vtC}t05-2YyaDf(f0#6r86$F3;Aln*unBspQ z#vWTIdlN<96RaT-7ny?*o%lDy;Zdk`u(kw&aiaBi*8z?bP#*ZM56~R$cCL-$=$r?j zf`j)G{*t=`>_nM`%jLP#)Jch{=~_bdi#S6vJ-(ouRF*%}_iMS0?~DHml^dR@q^#Y^ z>3G6$6B5ZE$w}SGv69@Fd@ra#Z!UyZu#7m+T3hmul^0ZvskrS+7U8X*<$2I&iD!sw zyxN}O+_rtesCPl-sJUQD$8`0;_Pu($$f>J)%S{eu?fDN2N{#*5sGK|9Hgz9u@OFBb zLz1AV7O@>yASsCdrw4iWCN^VvT>gA@+3gnbDq$n9wj%$#8g~$ZPTCQCRT0ih3A8*w z^_j2Rv)oj_s}^Tu%?G1Az?pTZs{?X0)h&VDhgEC8pqrjtsqJF zp#bnckgZLBnYzA^r+JmdkpObl>onRS{4=dxvJk9d#D^PWTS)jzK-PIv%jtW4xCDKt ziPO8CT3j;7Hti7dLl94loaFry|Dl=98UI(XH?hs`QwvsfCuOF+^e1HLCx2W>K|+zT zLi4=rs^(B`qrx8;{>*LES>e#<#Dh|B=)I7iBYj`6M&MT=qTS1Lu2fgjR4-1)=?&ev zfD0LqbsKjCuHawn^ZG9a@&APQ8 z)#W4%aUz~8^ycyDe-HLYoGKRnbhcI5m1O&miQ(r+DFp#@LD?+5`3*ZME?`dgNF(RC zYNy6rfBj%=I)(sJz}qK-BlP4Nz6H?pZ zn@L*D)4xN0`QSfjw(#vnrE#UR^47+Qtxc+r{AK-4s_6ue#H$L?4)YcsJOu@Q{WBTf z{Kw^J*+Aocx8GICyt0Ba}$um~KU}Lb@W7zawY07{3mxN0<&6tl4 zQ$pFZn}p54VAF>^^(Pe|x^7xN+E?%FE&5o2XJw>mIW<_@JFjh9=KLhlyTDJo+IEDr zNcbyDoKH6v<}F@!cX8i*Rt@oh;)wkBdhhA~xSE=Co68jqXT7<~Dgsvmoti}zg_~Yf zxf73sQae?k_Lg^kYPd|H;cS-y_ovFGQVzzvMr_869}b4f+}pmC2NoqAeoeY&U?aQ$yrddJrsu?Tk?`;a(TV@M0+lw{ZGz}kd69_bk4nfskGzei@ zf|CoB3fy`n^LWQ`YK>`4_DX!d?tds})WDMd>fI(8C-G7q-;EmrSLu0qMw5O~4}hsn z0s-3=B5NCYK{`qP;b??9h#FTn*z}D0gD3GlQUk)HL#dNZulU3XUR`fsD371eH5`Gf zo)ZE}Act&os*H%`>-twM=3(Qs%iT=p>{ybBEm z=oOpdr!~-_Ay;*E^IvxX$pL@iQ__pJ zIe#)K;vh=(o;#;A%A4Z=IsTZdW%X0oR4$m~(6|~3$i3lLKB>=5ILSnS_8z@E0+LzQ+QJ%4Ys- z?`bn}ltE9L6Py3bf;ImrJ8F00k=$b+V}KcJxISJJ2FNxApUk`IkJ`9y2{@G2H%T~H zkM4#X7JgpW;?Z~w0Or&ydD~$qN)*D{`*wpzLSPq%00NGPBg?M>qVtoM;+i`2xdg-fb{Q#Pub z^XZ3Mn_I|tSL%A<2eBlqkam(NgzD+Cbd2Xlplt?vPxoS%S$bU%(D|SFNkD^mO1(oU z;yab?Aj_@P6FQlIH|fd*HY#I5ws;dI_JJf3cGt8B5S&K-?ysA*@n$s3Z38)hs~A8+ zz9NqOH~WZB%Wk;MkoZAuingpc9}9fs-bn4h&X(Jhztly?acnnEL|xbql0x7v%8?BB z2DoE_xKmXbq+TF2Q1H9;?%|0)yWcgP7x$7$x^aI?r#7wQ7A(tom=m6o5I)Aj(6fca z*-zh>nqU8NIBVDx{89O%vsqWamT^2ZV3k4sS+)Pjx~isi{3>=EAac$h1t>lFvvqr8 z%-FKfgcSuy?TNU$W1FKL<-~G)Cc(u~XBCAY0q{r-ED8JR<`t=P>@9tIG^Wpog3B-= zacfJ7fcdFwAgm6pXPWW=q>;1R-p3~n+%+O8rCQZVPZo5 zGy?MqaGD5*wTcj0ICJd9PYtld85bD~Y9gw&bG|Cgr7ZU(9{%HrtLPSWuc$m27d0C@ zj}%S%8my6wbIj-(=HL;HKYTuc4SMi&5dVw@bgv|_tvS8;(8pH)Ul%5S{i!c@0t2jZ z$bw9rf6ldSA%E&y^9qb}KSsf2%VuNq!22&e9EULf6W9-ahm_0HU6tCD-$RUVFv^+~ z0n|&wgL)T3Gq@dZ!0&^(gUSy_9ayW%_`6?nN?^unS3#SDbQ0(V*GfiwFe|VUOmpJz z78?sHI)buAA$Nf&jX@8yp@Lh1NNZ&K1vmx7WW}P&X%+@XCM2i>BEpIaZocvk{-1u; z|7~T>4fq4I;@HvT@lv>cboByrxA4%wtPJpzvPyJ| zCuFr-*Ejz2{&8zq(B^+x`~Li~#0luAD3t`fU#DsL&-?hu)RjLH=+IQ{zde9AxWW4{ zt165jQ;Z7urxJ`6)5T49+;dr!vE~zc2P~vw<)^EPUOm3`y z(SbSrv9^1)sj|og-u;3Ryv9fQ)XX*gpee)~>}I)U&so03eChzivD&5T?d|nO7_5%F zsl!?&|ML2!mu)(x;SPBJ;j~8KNeD?|&r1qyCayS;Ay7q8Uc?yjlpyYWy($~0q5nAw zS52q|ss?Ree}598ikclzEWvS-SrI0JLV|b^`*&w~Go9D$Z>D3|$&i#)ZGO)E%rV)j z+YSm;zfDR6b^YoI|Dhh9$F8w-iyRc4f--q`n!W>hH0j|3+2QTI28>mVN!w`UMO+|Y za(ijc_nqr!^#v1>{~?TqK#S}dq0SHou8#0G4b@=^HJMLNUg(XVXB!NOR^$iL-vBksi2WxNrb-`Vw7X` z1|PgBtj9rhhj=U`|0hreo@y)h!16Bx&b-LXNnNl3>7M&!l+YVPR7PYC{9t$3qBUIs zC3_Lh;Y<=B7Cse)me(_~tY(m9UEoZvo!u}Br{re~8fy-HAK+0Kh0J&`{!*I?hb3~Wt>dC8Xycl#7>ru0UcJIkkmjY~Zb9l23;svGSN2GXY-JF-* z1LA>0H6%d;;^K=(Nt5%;_B+bmFc5mIa`l!_!5SF3Hx&>_-i*w|Pf7xdppD$buaJ_i zmTZ(fQWb5QRX(dLS{O8hlO1g0jG~lu&`2RT8`##vLrzov%sku7n4&eu|VkP9BFx$ebl!2cqE)`B>13+%?@ zBJWbWmHs$3VZUZpm+)UIqsd8@77(#l*%uo+_WNf6n0QY^_gq7Kl0P$)h|+>G#&gf*uw{mB{t;^?Gr zaa=EA4V4tjQlc`8`_W5Iiz)M*`dtTt228w8K5{!pn|Ul0`eN= zwH@{{Dr_{{k3=W*Wm-TZhY=;5YV3m3?2t#X=H8bB5`1HP?Zux%kK!iWIF%pZjQ?ZX zXZe5k{T5Wi7CAFWywV3iQ`3n}8*%4|rO^P!nCU+Sb|T@bdUUmdL;E7D-J#$Vdo`FW zfi{6HZq1WU=6ZfEZYB?JPrky7eTz%rKDuuU^2%R3zA^eKZ>yik7AFc=WQK-rH`C(k zI1~{9cc}%zVwx~Fl||6lm+C%xI^($+1vOY6U}vREVu99|VkU*bUa#4m%P_wDU=5YU zDv=2;F!*wB#YCqr3WHoaJl2OjqmQxmI~JjegHlerxK&?2$4!<~{GrQy=Ac@T3RdhyTx z^uJ$<>jVj%uY2N)=y}7tRxREcGGpft$Efa8rG}*RU1ZMW2}9F*yPLb4Kg;*2%I|z^ z3e|ozMuVhjOhN4bW|7Y>AhqA}V?YHzMg%a$#03tz1iYSMjPXTq82CS>t7RC?!wrN# z{k1M_9($RR_C}+vTncqIFs3*tvK>Hr)<#xZj*~Tn$r29gqti+|Q<|qQjwp8WX&HI& zzt(c?wws>RBv2^YUSb!_wj(Gdt(kg2p0gGALNq2SOc4<?ZtLOX;&WLwdP4-uO>ErTx(6(Y#@ zw$%}rD@3i{%_4N(pi#!9mvVoED8af!cTMY#-7@K1VrfBUM5jlG)vx{UnP=h}%MyK< zSGV4c#Qq%k2=H8TgH;4l1#9i!Is7s-lCthjylAmv1nfFPv6w2x7^d4QF9Mx=UbquO z$L7D{>iU?430aQ`2{EeG76L!KP#86^jqH7;aJV?A<=vG1$rCV-ehmZ=j(`K6E zH0Cx)ICA9!QAEvAsS1IC@47~ zNvDhP!Pf_ZCdaovmb6_bthw^7 zoCawJQsdz@xz9k;H)4cc`V4X}_qYhpCT7C>TCFkDA-IdjFn?;_d4-9A<{SD>U$BX; znpPR77innxQq&6J*T#2kfuF#Rwqoz8RU{#rn5WnH4H3?8v}t4kKQJ9vzmvJLu>n^9 ljsE}Jk7xc3MlQLe$HUfF89&AXKN})YQ_+HzJTwpfe*oDV7@7b8 literal 0 HcmV?d00001 diff --git a/cs2109s/labs/ps4/imgs/loss.png b/cs2109s/labs/ps4/imgs/loss.png new file mode 100644 index 0000000000000000000000000000000000000000..564d87779f0c13c6d5b5170b2b56ee85d334a9cb GIT binary patch literal 52752 zcmd43XFyZg7B;MiD2h6RgBYb)2GN9~AOg~KP;tOUNuwhMkS<7Xq9aydR05(Dl|dv4 z1VWRJARwU$8W5?9F-jE>>F}8-fOM>tYdL^;LQs3u9uQ_WC_9FM`^3!b>ZVZ|6hJgy%F2AFClAe zY;3cPOw@{1>t8161bys#ab=&1inzVKeT&onvm;%F7kUDC)gP;G)nBl&vEi}P@95M)h8)I7_cT70h#=d2`=>5ji>7&Wv_U4mr>hwzM$5h&ediQ>rB*BEoij z1*5poL5cIp)HaDQ!31)7VIQtaeyrM{r!Z9)G}K*O@E6`@wl$6&GEy?p^!!`pS}h`4 z6UUpehhQu^m@lrK`HBZz-<`RfqG*wSLPW1{Tw?`8+mA+Rdhi%eIL4g|``%)}-Pb#j z=+|?j-6pJ5_`Gb``~^+k#3vmV7N_TEoy>!2DD2`zs`p$c+Jva}giLk6%RO%@`Vk&< zN%gdC^`5$l-JL=?lS-Z3HU@d)R8Npc@Jzi;6s11ar|Do$QFVBpxnisWS-joK&#EhM zFylg_TKh{Ho_^NTGpi(2ySooZ!MCxgI3qRAa6zv%jWu4ju&}`Ofd}*rJzKCg;%z=f zBAn!k(PLh`p5Z0S60HL$qFJoUJ^GIZndQ0!rnPi^oU-!7KkMTT8)q`i+1Lz*Et~d~ z;mNLz+^QZMTg3=w+cHejV}f`G=V#}|I$Gm0g5qpK1J3I-Fee@amRjo)L!%PxeH6Oe zDj6)ci%M|u$D25I1AVx&Ag)~{m%U6uzc9fbxoZL$EwtaW01*vIOV7jcrqqc0rOaZX`u zxojShK{D=^}dz2)JtE2Lc-5kfW4E&l(;pS;3;~ae`n`3)Z_^#Kq zUNJo3?#M_0X8at9itGH!`s3>nU*Vzk2g3$43O?qwTjTKL?niqZPjT%-7hbHAeL2yr zC(A4uHxw;USzS*{6MMjt@LZgqxiD5O8Ap2-+;9m?PZ?LeNY9RvZ?5}ALC-IA138uY z!XjVobJV37nHg(%?~0C{SsxSLW!oEQFMNM9mXo}o&=Wd0Y|;`l!7Lk#^msWs-!%GC zZ$^IU_p(_IGxqhDc*mq0<+Jp1><7FExua+m+@!%$2-ieoM6t2y2^Lhm>1gScb$SGQ zO}fv#tf`RgTRznr zR^D)(Z94!jsF3rNC9T{!t5o#m3Cp6_t)QC_QRw)vH)7pZLn_{S#ebgMW#u_F(w$m~ zCFYAbJhahu*i4;Zc&!f7{oIamr5wd)YB#N+kBt0<-nZfRtd9(~Z$-229D||V^ZbJS zyxvmt(#EA9y^EdGO@3t?mu79226wiFO>bCwEN0a_k?#T4o1^j_`JjVRxP&9VDT^&F zlyepvUEEArO{JQ4JJUwkR=dmSyg+H_Y*sm+^rw=ak9tKO@)>Ak~mCBqDx?aZM~ z&xI|G)|O98F6{`N@(Y`aYb&3RTT&^TY4oVkTjDKgFMiOQzjlF_=vUL4YNX|dZsD*4 zJ(6%@-TL)437X#QvH6*a{_%R{Xbbm3xw3I8^JOVG=gXqevbm3obEC?|B0U%1oXifK z98kF=4Zpu%C`?GegX?9xcCbw3IPL93-*rRzs~mozHp{vwT9;^SQnJ**T;vZouHvTY zUBwWLN+d+hc(b{wQDyp8UA2deJFT@m`wj&tQodb;XiKF&=D;d^T$t)r)>`Sy9PQC7 z@5yr^4s{i({ut^|oe3n$@P_CmVN)Sq_k)^VviA;6==Qc0jdFC9nRPA`G6BpI-iOgU zqXCRL7~--t=8qu7M0*W8%yA!jipm-G-aS@FRv*(&$@?5BIDKV}s4+-$cF$}rnb z$%^4oR>#=AE(@76+)Vv&I)Bm!cVFcjJBYHnZC#d%KYK1@eyoyN zaZ|76K2OYGim8NvX)8VyQNmOWYtH?~91#%;Hl2(zIS| zZ54Mi?7KmjnT)A*vK^ja?W1QPVm3qe;!gHX*QkGt*y_HUhn(27Rt#b<_A0K|E>H5JEiM>@%N{H$T>_Jw@-qAbBd+4+%`BCJL zP}n|869a#UJ^N-Gu-<@2p5G5)AovtjI4ffWmUb+ zgR(N+$LLlkvfWA4C6VSZzve`(g88l5OACrwm#fadLcob6SoK>mxF~ExXHilgU&&2+1Q&Ip`%$*(`3= zTFMCdUS2-Y`zdFvw-+WnQ$b&9%a)t9GC>MubKRq{a@j4rJsizr70ch`xRM<;K(6zxK}cOtH%gWJ9MvJYQOzvj-^Ckp1AK zFhPnaLYR@v1Q{t!sa@;%D4I3_S0kPS?tSqMuT};6yJ*?1hO4k+jgAU!zEM=HyKkXoXmxtV~bC_#|8|v zK63JstFI-GL@reIC+5J{E?Mu&I(w`xzx+e?F-C8hUg+$=)9E*9x;K}`zrXkY*m&B$ zHtBH_8NPW)c_V3G%8A@iic_A4lY(v!OTEXu0M}z(j%#!4lw1{2EAME@AD9sg%;fw6 zjnGL4bjW*3Br#5-p)|YZ{9wJaZPvR$g&FKBQ{6*uGe&>6IA?}egQGuWzd?GRI(v~MT()g;`j_#^hAQ2p!4 z6PYn2c>hDEVV-tUj`>WxhhtF|XFK}~x^SH1Cfe|A;ChAOSrk=tPTE#C#0+05q+zV^ z?~8>UjBG_2zoR(xx?Y&jaJ-h0<-A~Ev<)usm(nD{OfGAnDa$!SUxL8>4K6=2fESHF zID9EpF3Tsu?NX$J>Xwa-tum|8PXH*Xnw%FM`ilUcPWq%wCLhb`{_jVv=ZtIzw^h+k zFp3nz*Pu~8DuBD)QF%(kchXfl#NSC5DP^N2L-ygoUPC`+WXrxz6DDko$ONA{#N@x^ z2{riU><)dJ!=N4|uHwfYxY40#G&Pj1wu;1j;rvj_37=<`hUd^Lm!1H_*iW{@JCJ;^ zj0b|rIVhMMAEz&YbA|3kk6!+}Qt|1nnVD=1f$X7HXk?o&Y{(xaT3i_Ag9JOyc~RH> z4=LPzaOc;>Xv#1qcniJmLX{FWjaG;GX(#7}=%)L1b!7lcMQ2zP)Xa^R%QDMmowcXB zyvN>}o~}m03AU|27#0Oe0G>8NVw*@m)%E3z(-5SL2i&_hkCsfFDw!XzAG>8U|Da_NWa9#H^=l3M2)%m4yAlJM*4uyXR9Le(fDzwUG{Z*SH7{JWI4 zf7V}kK#A@M>C64Yo-7EPE1)3oXq-W?Z%WYI2XJY#l+=)Az}X+eokSrfLK$64*|jpa zl9%Rr+-Jh@y#FCn8JyQd+K`)}8t1FUr@XpphFKI?g6fMrpoiMiZ zxygF4hyDN{+NP}sT(3_Kw%5igS{S~Hp`K2&uv6Q=|F?$++-^c99y=F2`!x-v??Gz!p{%HPf<4eLedm>w}Kfu zNxuLfr}n6%l^M2_B|ZqIqJ+1`_%;So+cx;6igTP}i9UX!3A?=+F9nM&Oi0_!J4zv4 zT$pT+`?g#EpNH;6dz1=4-BrmMxJbcsfDyph%)M{_ST;9utJA$$QK@`>oK)yVLEx|C zw8%NcCFF|HSvvbVMIDQ8r>ij7_=wDcvXOjYETV=k^`Kb{2?>dk? zwb8P|T&MVOB#4&AB8&|4JlbERwVM=nQ>|`oQp7TO6El|irQCTMusHYaICsls4RVD~ zIfKgh_2fyoj z!gS}(os?^pt}7Z6SE&BOUc+#eYD#l{6cN!vAv&~QXp*Qouc9+h%no^RzvRG@i)q z?Wd22ucNh78O^xHzH#xaLm6(2ZqFlv~?Dc=*W$=R0 z8VGCIU&u?k1z=|AI-fN_NW-IK?3ifX(|hhlw(`uI#|U?+hS^PsaXNHboODuE(=258 zecl+Pd9{%0NF$>M>Pa&cY%WijaOKJsV>;)cV_3G>W9zVm$>|Rp!Z!CVEl%~{F_6(b z8^Y7-y)hax8Z>rAc77WKkavZ&Dat8)BWG6BL+8k;ObA|b{MZT}@nBaG6`veD{%1PM zid{KcOY;-`PanG9-0D%X4}6ax!rWTa6K_XV45v1U(b1-mHYEN|7sb;r#&;vn@4(Sj z7=ge!^vmnb{8<99=>phZ?UfC>q)MQJ2-E@Ey*#IuCteHf<%^TkpViATklB6vb+EH{ z(KmR|qW30pDwN|l;Y*brNz~X1c#c^5dORtQk23=ARnTgstr2R>A06&4RtMI}Js#mhcznltlCNmPOIoUCONZPU>z^B|&rQSXQz^#SN9$#@H=`ul#mVWJ zcCYJ!Xn(~kX~Bxg_3h*S6Q3I?aphui1 z#_b2Hj;Cf60v6xBBL$4!!(e;XF}%(MMGy>_!MenxH|s*5UTrf-?2^lp3o|mjN{u~) zRwe*;otVdO0NsoJqjLN`i(*99@*7e3U|a@tM%nlzL|8U^8CE|%STWi=t(@^75Gccb z*jW^&z8)-L4KSBxne~59LfWS=0@nL{c7SgGwKbKidhrTNJIvqTU*(sF!zxd)`t3$n z@mjVC33jQ1jq^dpz;Bc`EG1$edl9~BrV&>dR_9QeoRkGx*2C3n4WNN`#a!m2_yHmw|O_~ zsAK-(vioqj5>^q4ceko!Q&=FTpC^KZZm-J;&&)o>)0qPS~MhZ-D()zL70I#^!b{F?*>>nmvq!!cE_yffbd zuTzim-jDg6?l`Rxs{k%l?h^Z(Q%^|%rN_+AKR||Qo`*#d#(Z9>^n0t&#So%h}HF82EgW)Dz~?uZYIEo^b-jUf4T3X z7}+-6X0y{6t_MpJM@cGX>_fOJI=4P9j_2iow~m`)zs6N%Xv=da0(wir%1$SFYa8?~ zUG!bAZCN(@>ecb{TEU<07_hy;ojsAqQKl+R1O&Attw_lZtzGn|3`b3W#cj2pXj+l& z|H8J*t9pFez{XnIrpW0}-U&1fQ-Wzg8Ku=y<&ciXmaTePXN2g+^<~ ziUHX$F6;S^v;35}RNvO;cg66A6A1Qw&GemJu1ZzZZ}*Nn^s6G=@%w&+I!|TN@HAsO zq5cF@;rE6ayk;#n>_2&dSwtprofRY~m%bhcG#IlTpYZ@spo&{lP619t*pH9w|8ZTR zZDxnx<8~>vlGczVj#5Q_0CC~ZG9ijb?cl^uev=J32j9&kYwZ?4zH`SE&EI|&jB27_gC9^Iq# zPlQ+jeh%&nOKnIi@@9t!{a@^R`!8$BcWTgo`i2|(=)ejxg|RPcXk22n_w7S(NzEnK>K!rGoy5?t=1q7$6dFmv+Q~bUJk&IXSH;4;!S`M0ClO}X03FzzklIqT9v;rWXp#Cxoa8{lv%6^e zis66oQ>&ves9XkZK!gy`m1M`cU328kD<3pkWAs6*_`7r#HXJ`lERZ{Mm7n&ZyIT~< z?R`UY6;+TR`0`N-%0rIT-^co`Rwx$sH5bY$qM4EMP9wt#ybaT?s86elt!QhWKaS5tz&^mPr@v*uTR)mjcM+us9cV4Fg-^)p2Vqet`l>GfnA zGr@x6dZ3;ifZp`bD4Hz5AnvxD41{%bE+P{B3$mdS*Hy6e4q<5M87DG-22*sWlaOf2 zz$6ezK8_@xCcaI;;4zA~XzbUMRpvslNs9c;2l;C!md+}o>0H#=D%8or4_gVz@n`uK znq|JZz^Z1L*l}i0r)Lc$APVXGCYYo5%0!Zn1L>pyHvfDxAQ46zve+>+tty(d4SICx zG05x*Uvq`?2{LhO=r=~he&S}2pYI0iDt&Pc<4H$@CSic@>BOH4#yw+XD?+&DE9#p3 zpQoCSh`j^mz@|{$)-QtdmtdQ}3vZWUM#9r60Cs;YKOq00rJ?K)Jp7TsYb$BiZcJ2m z0Waj|*^eao-b_QBhhn$`3OyAUxA9$S03Mq9ms#U6#|S)63f-e%HL{$j`{J z0#L&@PB15P`7CE0A`J3>C*nYbzAA$y_xd&8wSABsOXccfNLd~-z}l3{-1 zS;68xT(pr<-^-Vu*jOBuKlv7X6E6^c+K^^wOQjMj`JSeU?&E7@o5z4SaYqvmJjM?N zdec1^<)PES9HdA?(n>n(^YYtd>u&yDum%N>)Jc8oj2NFISMe^=?-jEa&|AIUik=W} zj91O2<>DAckMZY4fBR1e?x&pb@pqzv)1+V`9ZZe3!7sjV4wuNOypzKan3^)|6DfI} z%Q^>NE6@$oX%Mt_uJ{>4#o?QO5b!4nq`Wc$Uw}{wEEwbO?VJzAD`kHDH&Fdmag+Sv z6^3vvPdIiB?hZfppr7i?;TSYZs_#|2W89$t{^j4$9ZzK*d{XKBM8~tVTYR^Gj)5>v zaN1zSjHT8#-nc&Iki*bMp+E2%+ONYqjnS+z=wn3NEl47K-|tO1Y3&mJFZ^%gJ84>{`Hl27vAVI4eHEl!Zu z@O)I#etG3ucF@UGha61gv7NdzpYDmrqy~)?%A?{oBoig07qh&3j|V@ec(``!{I)8h z#y+cDMv{47mZu!QwSJRWO;>oJ04vQou*=KSZmt1Xk2ejP8i{o4%&&$T+}VZMNjVY_ zPK?Zh-D~Lc+Z%7DmxL7r4nomgX*352lJTC-0uSYId>Ijv;84KfQ7tVkO;%r=o3jq) z8a=}BtsnTSwB4PrSXRm#n*ie0K2US{*b_7wsT?*_j|zuPn2d7yyq9PO3wvuPR|%8?1#(%%Mz%Q$ zf^898Ep2!G*yqNFlCWT*mOdQ(g^5P>S}VV92~>qquza57-Il%;L?6JM#8nJHGP#>- zDrpmZp(}uwcmdHPo9jya6Ppc$MRVh$TRZb`3|+^#iY864$wMB$kP@FH zob*95jmdT!o69LfxYDmrAAY=Rq!fQw(`4?)Fpg@9AyH&qdenR6t7!Gg z&=csAUc~NGpwoMTCmLHLUfp5QXt}~|EV(Qb8f|@^umD)afzcWh)F^Ts7#XqhA4^oL z8V;X%|COCzHe$&Tt7T1&vg(y^qdDj5?$%8;(ddkC=1@+FKToadfFgCoUU~7CpESE) zxOYVOe`oW&xteb@-_4{#%<=|8=}s?kjvo`%S2F_5)>}3&!{Rc$b`eAf7)xozWQ#m! zJfd!d@mjt^*B?KAEWS7Ky1Om)gV}nQ<|&;vcKfOCNu|$(3HMYP2UTA^7*U!J;YmTE@Az4 z1P^7`Mv;&oYLC6#2*pp26N7{*m5U*)O00!YBcC9GeQChBBO=ZYPdGr?O{JRUnP*H4 zY@e|#JD{OKx_nmU^6qvuA7mED1d5O+UGL?LMI4la7aZyZ3$|17TG z0elmatx3>qhF40V*iu#LUhw~iITaO$$nxSON}jR$C-&5UbBtSU{@8OZSag_FwC=2vHpFVKt`(W=Gsz*=B2trAPP$`^dm4#U+ASTa&B-Je;$ID1}4YT-oPP-f3;NJA<=n}o^|pAdmCBUL*6@z&To z`)KOq0G(Mg(p_w{m-@m)#1NyxMUG%})hxmi_*eb3U|n3sc&L@;HPDRU<+6(4DMqV7 zbAc2;r*$UHM4yi*krSy}s~vpsBj4kApQUh7F?jqnb0P09vv!c42q5Sc^k@k@;Rxm3 zcgL_Fj$`FZqf0?#vLZDjluVwiT&w)jX1?0y<;+wFWvWwrY$yERm&?%yt z%f>QXM+c#B&#jmcOH#=S1Z71(>R;u zpjL{-(p}|09S8b0$V;zaoJxzWJm>rZy)NqrLPjRe2aLoE3$`|T~wwB@G?y0X$RqTnJ zm3x=osk{X`sB@)i1-p=l@j96rymaTzoz{`*S39F)crs8q_U{W{1yT>WcNeoHl&h?SENlt@ zl`4i0gKQPjb-?C?SAWyYGhz@?@kN+0Y>KYSY)97*RPZaG39qtfs#S)9VksXmo)=|E zw*jwl&4EPy@AsXEBz*k?Miv$i4*EYh5+2Mlvdz$`!usGCpYU-1*MJQg)^H2~;b&+! z9jLe=2K;{^>myr%pUSTTIDU0!L}pwd{klRX+%EC;8u-;0{`K3>);DH3>&2<0K@g?H zQU#UW%LwvbUqi1Fr@O95=u&*WmwzWwxYISm!E2@Fdj_+F=;FrzJ0E}3KuGB#2>MX( zINSD$P~q%?XSLEcngeT=(xG4^fQ}*nk`4W0@#oi}Y_#^_M#|6I@MrH4t$3H;TGs_< zNZTxa=6Gx2{jflCXa?)x7`t|Ci9BV?;j;o71?UsaBG^Y=@~VXBFu^|%h^Z)q43_W} zG-uRWG7&FCj}Rn767T|Xt>Pp_96+9f#lmcUA}0@M8}Idc_E!l4N_$kQ1jXLcL$LIB zz3J;$5{!31Vfx>h#$rrPjsTT5d;MQBMi}0Rty~~1lW%0pPsaMXAj73g0sCTM$I(Un zgWKJR#BN*SXIU@3n49eaG+(p7_bZqP*bOC*b*gAU58oIONm)Q@B;p+s16l8rlhL|Gj!F=oY zsKX<2rEmg_0Gn$AwnOB;9Ue%U*@LPysGkdz4p-1SbS|rhN)E%&=+PR!&mne@%Am3N zlq`U!XIak4C@)X2M<1Bj;pxZRyuK9u&zGfgt)W(bE%Wq|{aZJ-?5{%39vFe{O{W!w z0}*@BIj&*^-J?kw%|cVg!N3S86{?vVQTbUc-$C;%?C=@6q0=~Sp+f{=BRFX$qK3Rd zz`{@gIY30FUy^HG0+!C$B9}X$jRJDQMl>YDLE^|S_qA4j7Nch}7?5x0ugnkS+fEc3 zgDTB=Fs-c3{2Gx&vFP*9!SqKuXrg48KbTWZ*=&5hCWI&~=!O_s?9_VhUmpWf3T4F=n#j@XAZP%XCd#O%ND~0U6|Y2Z2dM5Q8I)wSJVP_pEa#B! z%q-_vO#+_{v>5%=RRO)y*9F7{j z-VX25oMj@Q3-n+idT2WVe-rzGHW`1Xhc z_JhCfuB#gI1-yaa{lrP2>juRJpQ1e|a5uy~eEsrxu0FZXVAc5ieHo&I6pb0W%Wi7{_UUN=rip%^P(vc%A}}rXmXpaf>?y7rscN zd9^2y)P@D|2Sq%yj3c6S(0TWNJ`yuPW3ZeBz^DnFHpe6=uEP2JT31**AG}`#m9Og2 zhy#l@ggA!g3^LZiLLimi^Wgr=c*yKv37k1?P(M}sHS!qzh);$!$-(VfA>w8*Ra3Tj z?61GeUrv79rU~4p@rKm%p7o6J&2S?PKlBXHi49-s*mS=(-WVMBf5!zLi#~amXa|~< zB0i9YCveVh!C-DkYx%x>pXbt#G@u{>*_9MLUgtlMp7s$0^wE&A;&egV0Sygdx1*!| zG7nxzNlD4}<~5ND+^tF=TSH6=HHa646d+uk@tNR|(VkMS&Vxn=p0h4+jqJyR24*C+ zl$P1jdxCes&y_+CMw%_?tH+?08oTW)s`8TcmS&p!I~Huc-SB6`HG&4pRI z39%#XiN{x(5e%VY0hIzl3V@}W$p(Kr?Al$V23iS1Go84}g-dqW^m+05rh`1(b!dPQ!RYwui3bf}q7M#;z# z^A*>wT{D`dhPR&%n|)(qmj@I9f{!27!zR@G!=_~yuT7^deNV0-md|qTvK*+;&*1v! z{7_EwLB9_ZpSoxXHdJp$kt)NhFL1rJIzK!%DTZ_QKr;eT(hDCYYXa7X4i6vEzeiwH z&mj@*Z_*l7*iOh_=iu|!KsMwzBp?Ffpvg+trl|%BTl8F&&GnB4TaAE zzYW#(Sk?=u^koSe!CjY72m_l3iH!wz6^)lQ0oh8q znQ1rb4H?dBkNtZ9+H7jBZcTQ36naqON@U)^F!5Y$EU& zOG=(8^zv*2My9?UsV1;=mh-?7>?4%~_BY5RDt7ncELNzycaemc!Ag4iO>{P)%2l@E zZv}es=cdHY!g|TUP(92k?xE><*IIM=g9@QVuMQ7tmScG&?ga<4?%4lCSNgq}<;|c4 zz}!soW~hAmN-(2bebX{t80-dqB+EiN2}^FDUh@t1=uTX@*CyhK!!+cj(%IuW;|o1NiL{DnntmFE&F`JN=+JsA zqF{?SWb1R6#oB|5Qu$KX-}RW;nH1+1#OD^oGFgUu=ugIrlv^{h*vkf7Z05`@y&Kgi zwH08#i>AS&LA|$@Cc_qN`ipxP+~@mN>0JjgT5A)449})LA1O5b2$9+=2f;lkCzBc)>Hx-(sn=->jhMtWK!n&N{ zl#bl`Vv2nR}oiGa}(=D?$kri+%&oK}d$f;t7D&Zmb&WD0dp zi)<^5@@r~gx$W&-1yY}_DD&>H+Iy{Nsk?m6ub=OuexW?Sk4Q+@PYmS}4U27?3IfOL zt<*|ya%hTPca*>q> zj{G1pfhVX5Cb$UE@0nq}4@!W@dG7v*rh3@CjSy%V+&XfX$PRR-iP1>0LiS1kCD&G*qD;-a|#tcsW zFD=#h8@D<8J?v1^U#x_R*P?A|4h(#cewx@dwAx}iCRWZ)Ns6?{0rr~b|*!gFcn;0 z{nSB3Q2y@pP>J`U_Wf1qn3acSHi_A4a%6F200 znpcn6dK()c3kpBqI`?W4^BY*!;zMGt0eAhQ$8DVIdqNG}@na)@|A#yzET>wHY z8gzcpAaNf}0ArN<7XkJoTt*O5qevKc-=rhGBWx~GTh-kaUf`Q!TQrVpUYai&%)~7>i#UpCdcUMP}weinQ~!QLtU)4t&V&!G*=v`7_+i zVDg^H2G!=6Z(orh2i0@_!eh2^Uw=o`e8VI5nrBislc>fR&(g)&!PHhP&(epok_gT{ z=%tHqN@070{>Y~dS|r4@Fj!FDSwmywvt!GHhoNwB z13=3GKJhj4`C+|FfE7WPLdB2Fw!3X?XsZ-^Q8W&P>V}}trQVc2s-0Pnp2gz$K8s}& zI!L%Go<#Aa+DX>Naq!)EIzFXsR`q;{M5EI+JjR^s9?rKBV*Kl=i{`ANbPKsW$L1uJ z6FT%XmDP2x_vk+Z7SNKte1L34Wfft0XFz04AW)W3^*f^1KOA2S7!8iL3|P|E1D0%> z-Bw=Wq5gaQ+^3)upb#q~hDM-%4xsq&jCTRiE`?f-I)=067ETbEVdLcaC7HQx*5u-y z$Bu2ycHlgjUIkjA0?Tae*hbmgg)837%|S)lHt_yefOpWW8RhbH>1u#|chmGed0mBY z&g*afmStXt=Vz_x{jv3NwKuO`+2@hP^xg%pl%Od@-+5m29HG7tKWVNu&>^k?5TES3 zCgu|)R~3bb(t?jPFP0KqnseBftB&R5ZPC1F#TSk95P_sfry1IEI^?nfNLTSPs5I`F z43~!?Sjw;O{HYsB*a|5~UJ4jj3X)Q;6=ZdSyO%GUbe0>)Gt8ASJPtY|8lRl@^o0zK z^IkC=3U`M4WW-tX|kJ_cfIK%-P@9vN6r$>ytdJe$ySXprfSuD5E&5LzHQnFolW=Y*i= zK<2H*sB}KNqh`ynfVJjlNRWpC_2&<7Jn~=DtY!d-swF`Pu!Q>ieLK z>xv1P*6#0af%g)NBDE?d+{nBR{lIc z&EzMD&V{OdkD(*Mmg5xr+WE=kzuRSlGso~qDd9$7sY%qsjVMy6Zs(XV%GZHHwX4{)4(uVt>K!Sy~%$j|AZ5Tib56w842n>88e zDgzNu!1WaYzmMn&=aTpp?^OTgD-a!+2Yf{-Y~n={ggr==%YJS6KM!hnM$0H)nFoyv z=G_g5PV@a~q408N+vtS%E7~_~$bd@ya0Ocm@iiL7!i3j%592!&v)*jE?{>*P(t*rp z=K6;CMyA2B$}`V1BU6aB>&^AdfE`55Y#LhVSK*uwRqdT{ub=h=5}#Z%;Mx@FC|&t! z9Xqlv$4Zr0GdXOwJzp$<*oMPKh(mT3g~XhDDtsd!l=UfWgzNds^Zi6!3xpl;_gF*4XrwP;$EODve>G0N zQWgaKB!@-;4jTx!K}Xl077_IHq%CLNKR-sgE!t2!p0^dokfJdO^+3KtL2s_3`J-g{ z^wF8X-m;LyoW6HRCGmK$8$-aDpM1u5_8iyu!UWVgf|_CZjoF%ckk8j)>Dk%Y(~t+E zzVKVRm&bO6-r+2Rh+NL%c!u3eAg@98!aNc;#PWX{g<$*mw9QVs~aI2jy4LZz&Z$Gqd$!rgNORq%Rd? zQdV}9F9(q!YoQqmz~7QoR$BfRQ9+<_?2qaP+5EwV@VRC>E>X^MxF?+UBoc zFD4eVY;Ba>mDedCp%d&O_V0h!K*d|6?}iF5bZqFMb|mOyj_t!*V;tBS^w5_*q_V#{?&tL1{xw01AloKBb*69ikJjCbi9NTk683OVOJBoodIa}xBqN=y>n4sj^)Q?yk4Y5OTI*6kFJ8uU( z!4|2u5o_h8BV|OuL%)mVJ;m^QKg$q(t`81` zt}|vYC{_GF$2)#R)SS)yM@fqO3-uoV6fv9TZXwm7%lvy0{UY!wEeiEwf*6lpuy}#b z)ggEgmI6-uB$}c#ZxqEsu_og2LkvEN$JxF6O6E-FpX6!2-3`!iM;%!p( z**FHk7y%t!40p`)8}0Fj)+M9rw=h9Q$EkK45R3;y`5aa9{XtT7_RZ6i6as#|ZF4*U z^#x^2FfzpFn6EVY_08Q04)cg^V&aLr{$PJ$4ehY2oVJGQQ+Jl*bEXP&J?QJ<}X6iRlo&^%{3(f z6K8>ULLNuU_Iei>VHKbwRo@~(u#y9USXV#01n2OO43E^r~rFBgzSJ4uTfG$Qc z0&?4Gem_`-*HndA#`uFD+D{@dM}jjOo&ow8NJiK++*khm#L0 zuvgMnuHA%K@Mp7dbVVc42gMMw8g)1nVo{XOU|V%gv+h=C0z8K_dz8&V zA|{&GOSNw6T%j?Fpg#)&ISRa@#eF2!Wo4qngJDBDNGU%bc}cS0QBx!Tq+=+7kN1pG zgnNYbn=gh~iliRbA(dJP>yKXi68%wmXC9&+SA4A%mRrl%XBbU-vgnD_AGm`}Hg-g&g~M5Y43T33_Y=bT^_SO*SqKB`@Sm zC&RfNn#l0f7iZuM5AGl{WY{HDItxdqsZ_A{4x&aot3}qz0FM!Q| z7BY^Z#p#@3DemQwP_}nrX<;gElEVyDa|g;EHYslgY=$`<3U1*TTPx70@X6F#M%m?l zINJhYWqW=-*YgM5h=%iSK>&uE~oQ{V>%;lw2Fpco@o*~S{yf=77-^MuEP zxC}r!`)}vmmfI~C_+`ulMVR}6rhibnS}gSWRJcd!B%uVURzP5hy6COjQ1coh!uZ~w{i@sqJe6&&KxKms-AT%fqJnZh^9QnU%nU40l`Z@tU@G&nf+x; z3!}Au<#XNB3%yGV(*;XEdTV6oU&y|k0_hhzhQ-vnURu~DXgJU7r1e^x-&bY8?(-O* z`o2dlD_1zGliwK4cRAGG53I!&)Y+O&3!LG`*#qsL9WwW$RYc>!0RjPfie}7{?(yI( z2shX#(tx$cqG%=1Aa|hM%c|Iyx@-V7x*{lrw5MqInV)4Y1^bkmTmSI*FG0<{=Oag>zcXbrDM)GDUa z=O5)H%7C^91p4^e|E6c)SAdhnHMsq#iUVhlfD*GkU^0&D5^yT%VLRGB3^bBhMt!_I zVVVHWo&}UBcl^sBE*hO50c%8^F-vv~4lYT!$Ma=o5YiSq8-H=DjgqDiE2V~#^n0K) z@jnGFW$yyuuU!oqnlG|cey@9^=%guQT%vFQn2E+3|?VC<6SwUD2qEjw4%|8 zH_40p7yHBJqsQjTm*&Pi78}cNjD}7XkBu&Nm*3Kx%hAKxnT$AVXlr*B4!lHNqfbKE#+*MCM(5C}Hhs9!I0=gx8L|&`qEKaj zJ+rtO(0>yLw19r13i|C@is588Bo;~t$m@0aDm9hsnpVGTduO-GeRkV(v0JPsyJd5v zm6GdicXxhD3Z4BbK7Q_MD?)y-$2nU1c2G<=nNu|0uA_r4dT|#tpOXH_Mt#QoCTkRf zp?US51c|)e2M#@}8Rym;RTDD^gI!;zRTAa^Us#tVcYWO(w!y0}xXd6Eof#z-R}Kti zKcCKRM)VaDn>Nnq`KRhv~vC%D-*NP6JKvlvYV%1Nj=j{C%zfOqE zeJnZZeYTN(HT&WVTfUn5{y{h`rPt=%```ji?FAY=^X69f=Z}T;p&?rVe**LIToCYD zTy}r3l1;t0%FDVBgBY2UTv_-0?o#M)m4l|abXRi2-vda3j2xPeDE}UMa!cuEcd=ib ztzzfKoR2vA6JW@B>@x~ivJxVx?Hk0zULsjF%2k-bTpS$ib4@+kqv-3?as33hdoyGW zHNc9L2q13tZi^W`+~+P}99$4W3xC6=;*3_lQHMjhrWn?uCt?{#ZWavG}lcmpUgW5vs7JLM*g1qvO@kVJxC|GfRKGACE^(-{R(go08@4 zwTiW})(rXQ6cmjI)eX?Z3RSEc4YS3bg)X#*>A088e0~nwu%R3W8syodMrDqfu3-(f zw@gh%zW)ru>1co5O&t#IAjG{m6LGjhJg&Aw+z%ZUv?dK=2@9_ztJ+W(&ckdvdDNC8 zeK{#76}Sm$A#_L@tsD%iVmGeX>s3&MVMoOMWX%-?NLlZqa%gS`D6@UgK~rpA(?Ax$ zV`?pC!@;^LHL}AM{2+`+=ZqE5`vG%L-G2 zl>4Z}_(%FG+2Fm4Eqb#CW4#N0OIGtW9`naE7xQf9@>+Mq@rJt!b8<&0sjX%pu-*;j z+!uJlLCS6)MxikXm}9ADFj&f*ZPSO@9T;c$)XpMQwy?@BR8|i-V<6kYzO4%TC2aay z*yg3$rLnM=$xAcIwNMAO8A;43GZRWIYDIFKL@S|*0#>K^mja{+X^J{8Nupdej!-98 z#~eP>bP>+}D>DyFT`1!W$}{r0Jx4t=#d}*$7K{lNTJ$ zx<0Qgi%?}j6S3;n%URBO;tP}J-`kysF@zaj_j%D=0dpe#Mk(uHyGlvj-aY#NXg4iW z>|D@gN+?5}Q{_3kLSaR2$;hp9q!m zFnynFM-rr|xajD%5FJo^(~8t2jN(qj`m>|%p+i`IOt?dZ5dv)VP+i-vt??t^x+H4a{UgpuhgH`Mf^2uKU) zks3Mj9J=dCMHkOwbd!sBT3>8Anz{pLu{vjmOMdRRlX+t4yCAZM;}CI6UTZzi{oKzz zUFUV4=haoo)webxJp{Q(MGN26p1v?=-*Lm456X;qO~==mG1k6WkG3QQ6 z7j#U4bl(qIuipcp_Es}j^v|8d887?(pd&eCmb`AR^9BY*7`EFfIwQE-J9?n=vfhS| z8x90`-|Gl`Lc}+DB=uJvx4oMQ*$Sf=3AjE!+jYFaz*ZpR{k$M|Jn{oP0uEXobV92@|i1?d+6|xHKz$Wjr z9HP%7Qyl2VyLTY7Qxq}h-u|9WB4ru?j|WU)O7Ba{QVA+Yed?h1oJ~Mz6-|bO(QODE zENgM}=;-_YA#rU@pD(huQL?yE^>x`X{^3T!G}4F0+rA+F z=UZ#cl1%&h#(n%6pMFAA0G8U4pH0lYGSTtuMC-_DA2J<6-s81UCHL^3S4;~A<9|{X zqWf;)bdrZ!4vCcRq!2SMk9AiGQayDVhX&L6+*s7cotKU9X^E9e33Mi0yZsGfF1_t( zbfG2?$)I_wDr5nn{Rsu+J_&eck zTwt)?kt87FfT4t^%$Ha{UXwE@tbg8k8jLTRPIw~|SDJ?s%`pVo%iWPt_=_cyra%n3 zfW>J+)=L*I2U#@3lv#ncmi}Le3!lhSn?{!kzF>ERgmSbzc2!0EY3vuVF&i#f{<5y{ zzO%|FoYdF|8*4T!>+>na!;yx^l!@uPNwayQV#~-hXNToq)0`+xVWrW_`PbWA%F504 z#$D6s3{52}l{$^GkGC405sOdw0WJj|$rvt~Uy{9zW5U8xgrvYhpyzT&?e<>A-#>*c?fPFH}~AfBLsQ2Qrx>Uq|v?~O zEiz?7sl5|e32ByQ+4V&&SZ;sDW^8V3$SW8kW}H4fp68PesjTb4M61V3NH*5KjA!mJ zmit zPJITAw!?x#l@k4@-$)2f;m=|dqG~(m%4ZekmgzFyOg%}$6mGjkm6J|OvUaFh{ayck zX0**;OOSNyH)j~o*&djd|Ed8h*h<;XoNK)Yr{)n&l3z8j;|bW%bvdr@nd=2BHB(a~ z)9u9TrHu8E=ydI)Ck~>dXDoh?<*&QdtugQwmz5oui?PNF*Ie%2u&JsrkXm8r<8vv4 ztY@<&{JFn*AGTUthlpnamT3nA>6j`O{!8}%aydpr>OXX22bKmUuq0oxT|a4g)5wgx zCB|0Kh7AP6#>jUp7UU+wy68^U=<|>t1v)OotrR5Rb-R!ZPIcT_1=!p0L5egiPuXl| zgUfkHlE_F3QUc{$yWzXXsE81LG)GpwrVuKR1~79d7jE0oLXv6<8`LJAa_2K-@53s6 z$lh4Kt0GjIh&X`Z0_C2N1Czno!##mr?!9y(fc5WpBjCG9H?SyWcy)`u1z9Q=x`waN zBkfyceq;eGgL9-32BjRx+(9BcLZ&E;pcaM!?$8}_hym(gfrD-T;6ycI__9x@of6^I8=_1lx3@<#3ZCf@0k8cnd z#Y)BQZ@10IfGL3nN;GRO_DUuJM=dn9K!?OB8x#9c_yAIcjaxV_igUO3*x0B zR>0Lj(g2ii1BzV2MFl!vCKpzi8hdc(i`=3{q3#R=*?wQwb(#=J`Z@(t`1`HsrCfv@ zAIrKgyuUDaK@yp?U&V@Ud>mdC;MDM6k1fVE`F}@~vQKyZ#cjy&cFU{KSN zL1Ryi$*2^8HaAexhcS@69C{a76#z|k3helTm8_@yffe57&{9fdl{Hd?(2=c1B*DnD z0rJ78$yOzlRA+iT`E7i@0O^+ZDp5$2T%YLGTD@UIuzg=^@kTRj7!eAcAJ1~ZIk}WB@=gWJs z)ih}w7<0fJ)3e!}BPbc>*O67U>Sr+6g)Rpxux}t`OHj_!Fe2jb*z>)Fg@X8X#qb$V z2Y6|a6UEW0aGz~p>bL`XEonSxlIhC?nM-h)27O23X1U+z4-1Yo9G}REDeWs}JNaMe zU>9I)$|-j->caAfCW#>VIW9?QX1zUQnpy)_BO4S}#T?GQyWgb_!co`KEms1W{qR1v z9|Ji<;g%%T25k4$&){^{eG7gn`TSgoCTn{rpObhsM$~JH1v`sQ;U==H0eQl1Ye+EP zN~(iaC;kp7w@LxD`I{d^17RDb1z_!ccfTesvkRIFq5<`~FP?c|X9A5D0~0Zq?e>5G zvr+kWqyYi_RHJ$TLDaBw+9bWpTJl z2M@!P%jxoB6MPYP1t~bE82Z24Vf^Z|Y5}isqr!e%Mpd`t+Ll39G!wLlh80Wy8MrKX z)fmJ77)9s0MZ`cQ42CQJ<6=w@9##OfEh0pUrGN|R$FlD}1Bg)$DN)9LGs$FJ0hzHn;%XD0C$(tPASw*fKefVX=zW_U3_y{R$D&#Pc{K;27zn2XKXV}(1yJpQKS1z^p4_5t=S zgU)M#y6_iD?l&En>Q}%#FUJy;+@-g!lj(oJxT{012?*JjhlB78fK+c0s*bn^P=BFS zH}%BSlRsafL;$jr9xg{LJ8~M2OkI%CCVL@)WI^h5=W$AA5#BlRQv^>t@>5V+|D`dc zw9&A6sB&|)l6!NcZ!K==w?`%W=I_4s(xp7WQqdXH5>oB}ZUCD4c~}8pXG~4D(n_+@ zL(qjE-I!+F6yt(Gj+nYB}g6RV@GPNV; zE>IW;ncHWGh+$#~u485Ei#;jZ$55sfRRS1C`iB$zP8Jp*$5TP^)i=pLQK2^ybO^Q3 z#XjegEgA!OB3Ar#FB}eL+XN8L#bpfc^|LB~ijUM-ScVKT`NY7)?$IDP*N612WKewV zoJxixZ#WfBuK&EKBp84(@es@iV7+1W1+S}vRP;3OS5{UA0on|%uC8v?kGF%jTMG^^ zmtn4g;tq0o>WJN>9s^3=VUBdf>CdOK9@c@AKe9fUL207@h1ZX{;0rR{8AN@ovIE;W zx2XM5XS*P*Ll%W02wI!Ahg`QSB-HniT3_BWbGMDEqDzxV1LaB&vHJizSX9{oz5XR4 zR0NEHCe}8hLkIaG7y+Kl_v#Hekph=@TPM&tj09gvIG*n4EJt?wbT`3^u*(t>0W&G0 zz5>YO0*>e=baZq#TL&)#!4B{xx_k^yFP+_BSeWQYpKo{=9xk2>aeSB0vnsj^CEN(A zViv;G>FOEl-c6@_4A%6A)FOo+{3nxNjadh3Tu6Z=W8&N7qu~?xSuw-%B!Hh&o8LA5 zDS>>3np{6b+b>PBJX#gKzEAOwT0;EYPGw?qW!0!Pa(!`=(rZ&(fS`k3dPXKK4p zNHq^$4qDRv?+YvFh!VvH6+T`xDPSi3Np}1(LLU~(Nu zvwcDF?>FOv$So9{Gdx;PyTdJO(;X$7+isEE3AKYZFQNEEHlZ?$#TP&(0tnrt*J=%AA}q*P>SV{*VA=D-h%n2PsoL=dp)Bk=yEO0MDzP10zy=1WRT=`{-kWRoo1+1(v00c?w?kV+fw&PiQ zE9!TZ%Nbk@kTKWW+zi zJ5=A@`3$cZ&(5mF$p!vl#2JvZjkhsEC(5{QCkjko7`Q5Z|8)Bu2+jw_x*tY$Xq1eT z-SKe6Hml~SI!yDYC^-fc)Bayg9}@2sauh0l&=UfO8n+f&B08KVbVtdG0(gyLvrTFgL7_%OqrDTn>wj6%rtkILZ>-UL$zo2kqMeyL1L5oudCtg0p(|`HD^Yj(LH20F2Pc5F3uJp8SUnLmGpMu{w7GY)Z*yw1=)OMGHCgq0Lf0>Grs#DO- zSo;!p8VAOKG@zIii8wEKmMY+O%Og@mW{YYDsKO%f+w^};PveDv@4JN#6yz>}ikTZ!8cFcKai2bt`j zXiOIZb5257p*EF-U6J>iqRU4vic3M8)7>il~IgLF3AQK zkSb>~8YZRvHxw87{GTphZ3(7=nQ(hPcIte9I1z9T_reo2r_sFxl~|c&CSCrGhAPth zSZlojAk09ehY(@veGFm{v%cwFnQM#$C%;e%^mp^$lfdN{GX^`K6lT$$sT)opsZ)R? zIiFAC^R)yhH^GD%{zd?$NN#g-qiPym4A`S$1+yjk$?g{^x=;ZoTTqW$-OB`XgVOHs&=p!O0`K{ItXI>9Wz`2dtSN>U?=Gr?9Ss9+m$M*a4oRI z%wK_eHTP)-Czd|+R3q7Gq3Rcii(Wc4ncy(8(qmzAzoWmkivp*<;M?%jSBI=nMDBp+ z>6(4>`@^Cx5p$)G#@fLgXT~pR_>bE$4902r@q!bP$L6BQCf({dXt#k@ecFU#X(ppU zu5p!WcJ11=TvhwF1O=;TZ;XaJpvJrLZYdI%8y~03?N%TX!H^Tydn?_-C7|0gWBDyS zJ!Ni9^&0oeP2vBv{^LkcCayUyD=030u|%l`iW7yzZbd^Tn{l&0zRH$4R)4BJhm$#H z^h7hm-Fp__mdX0MHVrooN&hZ6l397vj+_`>ve;PnJqo_00{*r)QXx} z0IO=W$JxW#m-cG_5O=f7)%t&8^Ck|+^hO^yMF>Z#irLQ8!^(sJ@UX39fp}>|JGA~h z1h zY#7dJV0B4KzB72>DkYsH2(i*jCtIlxrb0x6>$@<@$wOA;0IvTtKnw?T1o64{1*$QY zcw(uc8AflIqJI7X!QDwv%+ruo!U)-H+GM^v_`~f?1*{o|=S7uZyoRX#TYW6w}zyD0~B4y6QcE3U<*z@wOp5 z3|wYLjesK_IN+1GV0EliclL8 zO^D}Hm?l3EC{-g0G1_D>g&#ti)FgukKS6l{0eSd>eZhTS$S(gee0bIIN1W*O!6#d8EO zUk(5;kQqY-D^4pNa0$^(KBAjQyo#063@-t%1SS}$92{3E!vbPo?H36Fy8a>~44+?` z5bHeiy8lZ9upa<3fyZvd5r%m@7-ay|Od=H`X}>xEo3GDcbX(Zd8p<}j(+llS#)_Ym z;8L#b-eRPq&VOC?gO1oa#$Y^ExW%P;2GPBMW)=oW_8Gcazz`*SOj2U_e^DQ$bwE%i zI>G?rkz0Ws?`(N-h7P25VN;FEyEEaw{pWX+%xD4Wu7;7;GIBm7OxhCgZ!WjgGn6T3 zfgY96p-MO3VUb;l*-q??0wEK-bN%#BPnt|h^@RTW=pxt7bm$RP{L2A#>qzVBNz(nj z7mLdpbqb&-yBAbF0LbP*nvS5=EnS$O_u$RhX4n_74TV0C5tHZIrBZKcL{Yu$g-%bR z%NU{i+|+n>Le_D;|EFhquKh{M3_Ai13Y5r(z84h=cl)vu@FXXftf*hI*e(=(P8Ru+ z4z~tCJP2oztvFwX2mJ|l%MN()&sn#y85-0-r!8>0{s~aobTDZF-#I;- zGHl7W1PdHC(#7%~CK*s^0Pp?5g9o|rD(R@DxCax)JU>d9kXzHzwx5K+gS#W1_J~d=kNL?7IPae2F zs2^f9I*1)Vvx+dL8S>V)QoY|rTyDzOlS5}0sNoiE!Iw|awQN13Ky4`0v%_r(x_Ab? zqEMAQvXII}7+ppG3Z94|)`2x4aCX7|6Q^53c@1z68LC_nmtHf7lnNWG$5(On7Jbv$ z7#q|~A1DYDzpX^MA9fxj&El}p?bsN|*_w(oFz@LAP+q?0EAFpOjp@+R1+SYVx-G59 z3@p-g?;hJ%$5&tkO=CI4$m)62(XDsTvOVU&Da{`%E`OR!IYa7n zZ!o-lvR7*V7xH&?;jxi@L-%?VUYFN0^pI1=lNsxiaYx9kYH(|f-&UZ?N4;tfYYPii zMuS0t);VI%j5P-bYj{$pJ-NJQe>A$3j^NdEgbHsF81u^e_{5u~S0N<88-t!OO zoVpfeQ1u3GM{x>i0MtwJCv>YlZ03gM6u8$CW)y2gK*!zcid?_+zj!AYDaW5(7`qA> zp*6=Lu18c`cSa2c7b3T@9J6ebu(*~7hqzF$z~Z6;XNCtfc=C{yLElDv{3`pKBvx3p z57}kVWyDf;#k=Uy3<}uXR>s9WUT{(Q7No(5ev+ii%McRsw))A8?bfP6zDkE`sfbuD zL6&Oa&_ve7f`uR0WY*gZVUTcv(NG0zgv>pF3O^I@KeM_ldd*CmTl6s<_I5kJLHUwJ zx~=o=aroFC*kA^}ZRCzE*wdsha&d^Lk@wY$0GjH5@W6uj27HNZ^Fb6H;-rXS#mO>BY zg;yo~?(x`k6=3)w@SdzfL#1DK#|Lk9)ngb(ETDn!AVNvhA#e&)fu)=^6!O06U`KOD zU){_-Rz*d{0?zkHyF?D|P#s59%@PHsNFq)4PX*)ClZb6PG&J;_Sn=imSc67-DsgHK z`N#c71)6#=B^b5$zEX|}U8Y)yR!W7sU-nnibyN-e!55z)EaWYa^JtKi?M^VoadjuF zU^z(8$^NbyezVVV$vg~1BS#r&h=}+=Uqi>h5ZTe!*H<#TgtQg_5k3OKh$P}3dV(8e zqwgHlrJ<{xEubR;j#n}TH4=ei|H3UO{mCDvEjN+u|8x_%n$ak)0j87>p0BD5J`XLm zTun&Qx?14bdxm6EA{Ke#PzXTZ>8Q|$+2YL96z_7^i~z`v5l5K&6!v?~P5umW_q#hN3M zq5AQ?L*L+Vd%7Z%>d*Sfm%G>N$dAjSB`QA{=O%RzC zGKPW4v5A7h_cjS2zMo5}sHgz;_4^5q59Jqe+On&HNF5XG2lR0m ze!h@g7;THN;=;Q+0D%OMUiIK3vMx52) zveAr~^wa-W7nQZ)dn&%BJv*c zTdL)*|5LfS?g^zR!mxeItsaB7`&LcJ4kI9=x|KPoV|A&()5Kr+H|PeWVXyyyo#18* zeUjr?9>3caEz)_DGM8=FaxH^!tKEKh=y{#tbfR;);gdc{5?G5k1Qch|-GAvjccIi5U^wz6g? zKqnt3ea@*NWYU$~;GBxzkC)6tDlUZ5AUCEQyHBqX{xgJ%N~xLQJ4_k~^DFYQW$Va& zC(D0*e5S?OPZIe{@^%(gu1_v?7F94KSE26p$Dg#bFqXg1D2y<6Hd*?YFW7Xf8);S%IVIDB;+R2d{|&ta$>XQe5R8Xxi~MF*Kmp% z?uR;{YsCO~ss4<(_g!Og0}NM-5dg*VPH6rR7){)&T zGO3kZbE5z;RC~jgdWh4Zu63Q)DwM4P99gS``2nS4Jw05O=ESE>eN{GUY|dJHcwBZ$ zkSZ0*4|UU~fz?`L_84RrLK4@0@XsKluJ;x>OfM*8p0agWzqEod*SCwniwv~om+HmJfVa< z*5sE-jX@&L|F#kl@dhiAV904{V2m2(ZQ9cB8jUx=e%W|a zB7STPIPMGJ1KTK+RR_xE#sXPqK^xWKbqSfKZhbGm*7nB2I?I-iFN?_O!x1=I3b_11 z4UpNSTbG6XQOppzcQ71oQ%$8qn4`h1$tF#*vlghxu9Q6LgRR`~E{U!LRS-vrW_o_3 zm|)g>LOPNFA@4G#OYTtFX`#!1z02y|idB>`3&>D4N*cgfq{)ZmDAkM~^{}xTo|`X( zq{$T6CCg>Ai3EUZkj$JBi$nKs&4L1@MA(cAm#y5j|00fXsv*0giJI%SW*`Gya?NCL znth>jffGvM>6lqn;oZ`6KY}n0@(ZI#D*;rfofzr(#=}CjIdpYM@tiyBJE!Q?Rwi98 zGKvvNkk-V2!Cc&a6rZmK)el02lb-EyTIk4coxbHFFB>f1vz@U|#03P7d`4rq%iV&} z)tyLI?9u1zk^ZicrG~>gp+m<@9SQAnh^D}PV`;Ggt^Y%@bS&SJW$xBGW47t z9cu=FL4j@zkF_@g->TaakGg=!^BmlrAw3Ygqh9K@Yp zaLtW;wtV3pFVOi8%X^EP1Dbcyl9W`iAEsq@x`cV|oE<9|+aW2CU^>b;nvcZKk=V0@)6uZ}q4TsspgTP5{~V6a4HlDY~(d5PtbVMMzwqu`|BD^3Q_%ORpl6@f9sabE`F6fcS)}j#N*5U#mLHAQtxIP@cA z`Me_>zB7Lcb!_ArnIQ0EYt1moeF2fz%`#TGKj9JNNJESrA|H;iEIqXzQy6sLw|V?# z7jU>qx@xeC`7D}HJ#f(H05gB9J=7N6Yj6g^N-Flq8DSXA5N);llG)DD4`<2^Y6x^0 z)T`iAamsQNwlf7WHrQ~~-s)kdS5jnf3PJ1-Hh=X(%c5t?+gl=}G%c zuJ()X$f7zLVBHVOfF8JR49Y^vfWf5i&A6F&_l#o`0JPsZ-g z8LhIN_$JM9J4i*%w!={Y#>+pFG3bMZ+Y*Xg)M+vRlx%WKwhaB^;X;}?P`p}Y8*+-y z6h3EW4elC@>0Jb?psKfXD~1k-M;Ho~iO@|s*EMX4s>I2FwqzW-SV{pPf_A%%ay-?A zO;7T#$mNj~zx#?QLcDA_H2DmgZiZumtG$1|otPn&TIu&=dLc)JhNx;L^);KE?w14# zsrLsne-R-67J=3fRyV``4{2o6S8FJ^JO6?%9djb4r&k0@VSu6PM6VK4;v{F7ud-#z zAR!$wZ0@iEnymofM4RDBtikqChR>?2eeZ04v&gWOE{4`6bi$@Lfb_b}mtiEF1q#{- zW1+_$qt8I>f#<3n%5iVgbnLS%Is>1v25XY}7pf_o1}&Tuae$t@$YR-bvB7f4W*3D9 ziAp7WxYy_u(4pGQnbxpVZ8XvggFs9+*6=HQ*Qr;Uj-`cRx0!gb1VQ!*4f0Q;N8v-)XCj{UE1(MniRW?cyW>k$#TyJFyr+)0C5 zdy&RE29P}k;ZaNmHX3l6(7?Hst)#gB-24LH!t z)h@1E?Iq8lqv%0O49zlcnMq}leorr;qIRF2@3NfwfCZ>nm3SCE?he2MsU=>$S<3#t zy`erX$Dz-~u}|`VoMCwP5t-hTh>3b9=B(MyPgQ5i*_sa0)p$95qZt*+*!`5%shoyn#ulT54Hv?k z5Ecp#y2zHZoJW=8x*G72OGf^b6PeNYDFHCnC$j4c#V)_T6?-n1Ni+dz0#?l#2_N6N z%zHV$Q!XJPF^IBOH4hk=-K$EI(3H7dO&mn#MKTzu6v!CUOR6+{Rga z5k|+6*8%{gD|b_SZoHIr9mw^{v6unhlcLJ|m{P`&`qH>t4XcU2AFS6}KF>pQ)*Ilv zlM(kiN9h;w)#FhK(n=VSIK6WufSP7zI(=u_Q*T@9rAlQdA*+Ksc95|9q?5vguq&Tm zFZnVGirv3)D?|6&twQ&^J3IDB>JUgb{y`(@GC%YH4iWKSU=BWIo*SB-J6Jaxc(1)n zFBHv1t1iuMaj{W-`p~cjh_dzJJ7S!WR$v>?(z9H?Ta7KaX<}6D<7c;TVv1M~)dgod zamH4YvNB)EotA~|;yP@^5z z7_LnHZW)RKj(vqXH!r=``QpEpc*vY`0*&?c?t|=#a(j1OWG8nEDoJfd9sSAl(VnQ* z(2h~j;5|`o0G0wqIe8m5xPGN{s8-_-G>Mn*ojv&#o(TtNj}EdjmK$cKBqMq0%o0ym zl72y&Px(~8ZP~LtQl~HG7Ci?Sd$_eW+JaH>Klnlh1_-K;U@#3f!f6eE@Wex_J-c|5 z(>ZSkHH8HLm}uS*AR}hcbp|>IDoW5=KPD00SPa(`TXzg%OKzGpC-!jTJLgyp%GcV% zJiR7ua@_iY3(22`<<|P~hBx>$8Rz@>8I{;yHOjT{>%QOu)hT_-+)c}hTs=rV6{3Yx zoMBJImA}AnK;;Fa%^}-Lli^h2sQ>N8axV6bSvH+nU%CI$PUoJ3S^l|_z2EcY78#%b z6Eq1G_q)sb3W}}cb#?WD01)_SXm$@vJ?w8spniO2z|{4xoKucpIO9CHg3$rcv8=m< z4L!>}Xx$6%jB;!yVV=tGOf6-ouSjY?LURGwY$^D^k_$qRHC}W`%p^0j?1$rrHsw$i@ z+nHBYBfIX}68NYoGoZ_;Oa>;^K{x6#tI?{i&fmeKz26P)645&TSQX9LR@i8px1)H^ zROS$|&2Vp*aqg@8m{BMNRbU`>Yl1b5@zm4<>8{C;qRy!h`kp@x5LSzy?hM{aBlSB1 z3N4%qK;}2kU%AC|jdO#9JqH`S)JD$xn~L0;q#Uccr%CJyA92Ye6?thm z!j1x9`^DsRlq0^A2N~eJ%djfk+&J^idwI5aRZVCJ2X-ZIM_a;6s21Sdak96sSk7OUq16P>*F#LXt#qxd1Xg>=%YbNcdw$K5z&g>8g#?>mC$-$bQ1ufRKU7GTOUm zbg^M0sU5BEWd%-Mo0a8~^tr_1satBvzI}g;&)J?m$Mp0c-p3)6U&7*ZhqmwPNq?wx zOu*kwaQcbHgLpxs)+imq>|0#{y}{ut`y8vvvZ|l%H8^wWa1#1DTd1|lV7W%y{{g{f9>Y_&+`W|TSp2z zKKHha9zH_;_fhIN_JPl~_pNqP*0!5smfs%#v|9K%|HRdV_<(m8j*y^GJIwC!(t|kx zbGfnNUP*?!F@3{{Zz1~&cumAB@xkPOm&C7TGd&SYGo2E%Y<`@5b0m6tBKcWO)JWK# z{TJy&O!ty1Z;Qs48gUkK74Plc_^Gp0ySU%HHX(0dx`che-u-$S(IfZ;k<)+@GZ{vq_0H$H~hJ$BGMj8@9yA2#0Vh9-a>~-A8)Ri;)XAVd!Br4GGAi z`K{nC#i8KOYgFtf_l=bPXgiDPfqCNHt;f6yJ@x8|V!1cYoND!cP(34!sqam#r4dW* zn%tm<`@e>8_s_214tldvIxxEsyTn&rAg3M(%Z_l_%)m^x-=COl>7vQCj-G*A*L{mq zv3!)vK0i~fdY;X^m$2dM9r)zlYGBL|u1<9KiC9HJ`O}uyq7w}h6>nWSB=N!{Eu)lO z-K30lG2V9RY5$@!J(nIgr(N`@ecJ<~>%0D6O+|x7dL15PLm$p5WSuAfdnE#|=AG~K z&T4oIHQ8rp3cKaMHD<9HXnx1~^vh;1i<(JBp;%ASDn636-KMU>uea|bydvRi4d4>w( zB=_r3R*n%3)_tRe2J)8I=8Ff3cYTZ>^W6XQ+n4Qx5s@aS)rc{Xqm-la_@U7f)dang zJN%uQLs7LGpSo(ExJlQf!;_ThbrBqDC*>Age+$jFQ>js&2fYDZ?}Z6g>cvUsW1)u* zMYgc*-*9aIF+IuuI?!48ITKf$!m-Qj(nsl7zwkdaTJTV!?{ezI4UIb84`(!`bMS~~ z$ht1e;#V-Bd4hwXvd>$7?bowU1NZJ7tVwvLH}s*VNqXvj?AH|+XNZTJ#vs{G1p`ZvnmntGEoPH-h?6*)}R%aTs?raj=o($SZB z6HggsWYTxtP%9&1b3;9&+*U<<--)=5>&>n@f6Lq>J@xsmSN3!rA-$B{etZh|rZiC{ z;1Nx4d$IS)15)R_E|7bvk!H2;%GKuE5cZ_48!_B}KS7Nq&d7WzS{I!-b2DbYX6P5VsD&-C@0Yi=6- z?2@CKXqz%gGMyrPsMOGP>L!{$u+cNh%@FkVU&tKmK5irxtS9V7Z~U$E@HMLo8O1*; zi<_Msut7_4lXlMwaGSiYF@yE~Zr2u-ElpsYNC*>uy z>*tRFaz{U;4$qX2`ZW4NL-XO6O{a%<@%h32Vjo$wBx}}mJ;tW$&2M{Zi64Dz?n5{3 zz_EBx`AV_RkoubMWao2D<7bIC6+{ih*Ru7PlP(&aa%}1|V(W@?3g=0r9w6vt5uyvt z6)Hv6!vdCGH4Q&2HBa#wlKB2^wkNko|I|bC61P^7L2sk_zGe5wnDvrtiIZ)0YTMav z>*q?pwObmMr1eu_`{-A1Q>k6i^6b`kZvIN1B3m9Ws`Pl)+{(BK2PsKd`~{>8yd(Dt z@QYa` z%9IdpS^VbS8KDzX!=r?UO}M1M#C4~4iI|XGf_1Oj?q`;nbr1(UlFgX?M|TRHPb-_o z*9q)+rSe3uG@-lmICeNJ#_)&J9r{5{W!t^3PY*LI|E^pe9El3O%iI)kqB4s{yk))a zdJJbMae0kR;8MI_{V>%LmZNs6ist6=jwMrSeHJ)aJ+f1s^CQ*4U#n&zkl&iE0(p_2P5K_m@x7ZZ&JJru=KKC# zWoKdh(k4+VezCUgbq`aEbIZ&fPR0<^OF^HCIEE_9ub+5~7LZFb{ck0;gPRj%gx9(U z|26MiN?KM(34}Ru9P7>$@(ZfX55PnmfGIHmX=2x>Cr>B&uFTT_o0yJQC1f|a#W8>} zjzdv^dA5|4)XbqMQB#H@r|+}{1qD}krx6IW>#Khlm4g`Qm2q?r8mfXHJ%C}z+5hib z&2z`Joez-gXYY1Arxqt(&2ALgm+{my(Ds7&dGYQ3>?IfGtL%-!o2WHNIICK3y0wE{ z`c2MFPBsqJr-C2VFHF?eU#OKxJbc}OjsK5x?Pln!HFn$CFVrr<+-ySw|z zSFnr*#z@-Wfc6~Joo5pS(jMH|d(^|)g`wbAj?1%Y!@<)9fqF!VL(xaZsN7qMZT8MK zs+zh7`)hf_<(W_=PLx^_v;Umt(>U1A9ddKmRn5jd>Q`_(dL6L!N&c?>ewWM?{c08E z3)psKQD%+;`dJa@M_`qvX!O$ ztx>(f!nLX5^l1;Hw)Op8wC|?;#bU}^>aMSSce!({PGo0X+!cTSkMbp)F}^Jq97eK_ zXe}-UiD=m^>51T}@9J(=l-Imu<*nTV)xR#j4tqBxATr@EeW99guYdS{(WfNkpuy2& z9-#SYjhEf8kn!{9pn2e~14lZ516~Ui;c5rpK1!~-|D<41R<$f&tW!HxJrHak0$~ls z0pxstZnUkz*XY!2L!SNG(u_IOQJ8Uy+I?-ezNZH>)u!32h=Hkpa`p@mT%*k~@r|PF zMWaOun%PGxNoM%IKA4G%dCek&Id<~wU2`IKUlZitEHOtddxpBsR(9XmoHDWvX5GAg zbTiM)fhv?e?l)hSaN>HIQdCXxbk%%Ioya#&(}-_4>t_!x#SEDiUP@{ICK+%^wzeVW z5R;6<+T-cro%?I%bChRqtL`E1Nn?lgGL2|1hI56QXdow?wa}X(2w%TE3{#QFz)cDPTFm5HT zK+-^MP!KrVU3AV&*G^TL%Cvw{5FwGi{3goqsHjL`N?+)BiT~3(5rugPt4etZ-y{1H z`r1?tY-0TQE#m2}4E@-=&c?SXx1YDN(k}mXWo)>%JZ;k#KLcUkE@mUNr@q?ha(sYS z_1?+?ttD=ek!p3J^}pX^yo~D+$8W{rj=g2Fi1^_x#dB!jf|PZ0v`iFp?GhrihlVbv zKt)jQ`>6@uf|p}Y3be{~Ff|7S9$J9BS>Ps^wLNshB7OmbTGWZq+C4F)w9Z7xg$1EJ zF@rK>oA@n36vIC#{xHB_jB;>1VjK=jNWT1uD_pzpGS&VQ&MC(dw9cb5pb!|vY_X3^ zH(1*g?09N^yni+{{Sp=t93(0(%%n>ND;wcBp0c!w%pTF09XZ7D$nu6`;~D+vi;r?2 zP!7<+5kj<>$sIu_cN`tbI(OKjxDO6I$zA(v4)p3a3%%W|aQ+x>N<1W7bccl3X}f8h zJ^f(6`31JJ^pBcnW{*0DRp-bYYj{m}@Ptut?EwKpjyJF7;{RTm2d;dS21B>3OghJ* z>ZZmc%>1pbmu?tn!(n8v#nb0?_l>gq0I6RS@x z@(6cycB*W9cr)WH$KX?3e#Wo{>(cDDBm1qALnil;E;Zy_>M}AjHJsf~38?n{5=M;- z;P>L@=|9XQuB{ZXaPFhueZKQ)5t&lK_o5EiUFtE|u=8h1{OZk7Co=N>D=ds_UwKS< z-{HXUDi8`O1i|b+9aFm1WjFWGVlMoXlqM@K5b*ATt$?~iex!foBFC5aJ_c+JdSx<`x zsXAcxXZZ&8{4*Pj!}9(w8gCqzDF^QJ=NsvnLvP)^^SQ{mPsZlJ_->VEsf8CM>0jEi zOHUruRqbM{vupaMC*Z&RF7r9&Vcz@;*=(n8+G2}c%(3O(?n}siZW?GnQZ&dDZt1;- z9}`kjh}nI7zgG*X%c)vV_fUd;rv8SFwWkuTKn(`|j3+!}cRP zgL^W;|Gwh6?y#&)T_@OhzWY)iOZCHIkZJ7!`%fAqO2k4<;b+-El$i!u=zZ|Fshi#E z#o(J#U(joGEa0GoS9SHlP35-o8qnCm-`8 zH(^Ps0dZU{$R#afjvE>VQN5l!J5duSxd2aOLwlUa2%%Mn!IrwOrLtZv?@FV2t4E z(ze^d*lqvxu!O+WEFxuIbN@K@3Cq5RW$&Jq$x=5AMsvhTXtE4yo%-9kH_(nLHW4=9 z0XA6JrP-)Tj<-TPQV^YPZPb6mW(f)*bCxIegII{6Z>e7T<Pw8?c@1h6P64FP<{oX1IvX+EN^}7W^a^{reCPm?${T*x0Oe29~j!WX&rRH$*BFp9J=1TWpkCf7oT0D6v2&%KFCr5oQaOfJ`@yk;~ z{H$!vz9XN5_wl|Aek-OVpZd>~;0Vd$(BTAK&kN$!-UBX*iyg4~Sx%>%9hBVhxCxgQ z2%-7e9l~J&?{qKAD2^5bPcqxOCAN4Hs)5l0?c`yD>L~Blqj5HDcxWFWy}Gb=Z>u4{ zyx~CdmM38A14p#905sT|HJASV8^pn1`2z25p*64+AE3qjKYU?+>EuN};~$FuOE|cF zWET7YaZs@fSK+&gBM=Bam;bi%IQTM$u1}#QGI3)*H3?1;1Am`yeafWVd)U%XToc0H zv)P37bT|U<#;k2y|G}?B(eu4t0t{~-+Kk5SraM0etp%!Wb)jGpkE9L|E zNciSbczZ3ue{&-V+PWNVN{9Mc)5E#9jCH5bfnK0t2LAi(SRkDFRB~t!UikZD9PcE9 zF+kJW!>^G*2M4-v-uS&FYI?Q<7iE2)qB(& ze_(B}=)RgfL!11K_PUn3ZJX8u+b;6Yzv%afH^y#0D_`k0*%iER9w4D{eC%@c-lnAs zaZfKY3fb+e|8N9rT?AB=B4Z))1!&&`bJ*HjVE%eP5CpYK5aIf{O7e4F_z zNK%1Oc{}WsoNt9jvb3_9-rw=syJVT3nHlEa553M4HEW2kc|TV5elW$TJt2juJ(K+N z^aK1Zu&ea-=9S7gMVWOc6`A&3qB|M0f2&lh8XS$;Gnt>7j4t1BGG$qM*! z+FrAiZ|Ix<<0=PB)n78NJ2ghgR{|&`_zzC}<6d$7H3TV~Qry*e&Hdzg)BLsoRj*_P zHNKa|l%FK>?@;LZ)5P)}QVSes(MVgq?x8g(C&6iiS z`0@7^h4I0+M94q)$-f&b9>@NB;oQC2t^+C|hxW0Ens88!JLZW$y`g+NQuTZ(<>wsv z_Y9BasV7$I7HcV{dtM82A5kamqw_Wl=?! zl9ZJz{njmbuPGlLrnKUJw8-Q?=kEZ=|I0jG!kCELzRdIji|-34xvP?SF8P!Z}hTEuG6hKF-#N^2!eF%r-Uyj$jkcO zIH;BPe73qb=k~-VplL}kijtiBD%x9f{y^AwVU=I>$)c92DfjhBC<~BdoB?C15TmDe zu%`=#{C#oD`tx#Dv_rc^`D9)DI>qmZee0(2%`oe~e zp#4QM-oFVkRQqc*3n#N>v(+ZzeCorwxhEwb-4c2Gk74~STf>|yewI!7Ir3^|m0x%! z$EOEslR0xTN^Y?@W)081!Y(?>8MC6-d^R~B?wx)6&+lod^mzYMszyWoLzR0fwji}P z2ai2-@GUi;_>z;8wEve=Yk~s1;>yqD`l_js{*g!7Z@}wt8gV2Co?PU5(4!6g&|To5 zhe}?`_;2|5q#bQZyPEv+xzbGCesiFmwQrQfJj_4HH4BT(K?ZI`j-C#5NPr08?XFW? zy~nP^9!T(A?6ytSetp^Q0A~N&Tspa)V(bnheb1~wU zDhJqpUVd=kqkgHP-YKy)va?%=;#$We1@AJaSd(YeY@SJJjS{(}f zM|9WErJ-%_YT2B><>U!Nf0!r&rT!S#Gau}1(fQ?fLG$t-o^tz3uPMxE9dUn^fBQZ3 zL_JFp6aiI)>UP;M7^4r~y7;be=nK#DG&uOYRp0ykrSR8+15^`?hIM|~{AFjJ((^f= zE4%!q-gyG2u5>Hny3O^hlmo{j6?)Y5sJ&r~oKdb<9$lTP5ruI6iPi~7C85VnQu$;FLVCdW-Tz32aFuDQa<^N4*^nNi`u zb=Km6*}V_G6aZDc61n)hMCD9 zXiK=rB`4=Trn3a(%tPGoY&G;U447e*y7k>N$(dj__kcsu%;Yg=6R&@az?E|TeiD7^ z^^3blcp`oN-F!af!#@(`dxtro^{dpWRb)&Zwzu%&YMI5`hqhh%wzcma;EZezmMZP+ zeB@aa9^SXHSk#`pqiz4hzN|Ai*=>_T&nLi>xULU2G)AD~`pkb*7j3RuG*At&=+2wG zY4suque0OiftzbIWz6UJ{2|00npV0m)cZI$be9&JXyi$WklP~}nn`=oFX`3L)3-k? zk|Jru%ZU3xWD|0#DO4g5PUiJ-f{RV`V&A7PHH7ZJJ^K2&Qx!TN9w;mxU^YkukJxblbDZwJQSzjf+CVZM6>G&@o|O-S3VvB=BP`4C($|25bVI z5O0~vwa!uBy2SN^am^PtVPRXPeQ`f;@@6w3gi7WbZCuSB+JFZK-^lY@uGUp2-?zDY zEeg${o1F>I*1y02qQz+Kd*L&bQ)8$l|621ape3wt1&x;NE_ohGsXlYOpIYr+#OIrA zicfyuWoNq;+`#Sj`f$9&$n&^kj6Q)p3YU*n(>hn9V!FL&O6+D2|LZNEpY7gz&h^tV zdd7&|`DIBp#%zY8&gWlcm|e_|%1;SS4NeOt$!pHCB<#wIJiYk5K(B5G*ABZrRE|SN zK2UmNcUkvxU~tn+fOJ;=T*QM)(XT7>)|efq9lFwa&!;Bv@X1@6h5rh@ZT^Bc@p{9r z9d_{8+2W3m2QKGl>_2un_|!SMMukMaTjzIi$kkLlP&0hQ`Gm_6rp!;00{?2x^Gv$< zHztj-uY4qN(Q!ib`?ntmWsx>uJHfV(jgE~u!kz0jvvZBZS2_DYThT( znRWa}HQ1h5 zjGeNSW$ea`o$MuLS0Q_(8C!Nk*;Qm;ioS`lBx*!Vi89tQNs6&Vlr2%J_jC9CJ;(dL ze>}(Y-!uQr91i!)J@&vjkrbzbLraP4#^dwXKm$P=HJG;Z+#-S4Z`!%vB=Wb(5p zSmbuVJ+Lm4j_2$g5q$;wJ?mywbM-x<&m zA@ySBF*m<}IA!(GJ5Q^e&1lA%uSrb;d3qpudzy`wj;@JPb+=q8`gr}@RnL7XNH%HK z^UpWWKFBCA1#WrVrW04x8=u`(Is%qmjD_~M*H();F+807_%z#TW@S|p*y zOZFUh(urH?Osu7%Dpu%0J#H6NkgvoF+Db2recAL;L8Py*0teb41i<^g1?1(YeH@{O z<<9%P(&uN17?}t3ySxcd6aHeJoTy+Adq?XZ z5;}(*ZfM9?850karY~mP+j4obd3_zwms9`BA76F;@axOvJ|OptWK|~L11kC-p5-oj z^j%eZ8{Fcz=5ECs#9adRjytjbONr^&-)Thi5>H~3>U&15=edfDM`sT=#a68}0hG`8 z%x}m#l^T)sexnzX`sBO0K-YgUUOvnlE+xPBJP({h@9hKW0?P>R;-gr0}?%VExvUtcq z?ZWpl@pZ>U9cReJ$n%&$J3ZDQb5CRZCEJrnY37({dZWAbWlXw=DxaLil4}ymDwa2E z_)8u8Kh1Z~=75cCu3ySS9eqvOfJ8@2i7Y$u49YWsH{Tvj|s(hO>B-MO_{RVFX7^Kg4{(|C_4z@HZTk=0ss z2od@wpfBKMaYgP;zF5o5DE&B1j?e@R_NFLhcXlV($ns*1%Bx|Vyx30)a>H!aR3xg{ zV#k8ib;GfyYp0Y1cEbi^#Xx^9Ve4y3R9$YCOzp%2w-Gzz!bcm6%#PgVSCsAO43D6g z7K>hZlyU5e;JbpC>ROFm)_0Tcd*3U2Fj)xiPUI1Q=ToGQqo%qFnP_6c+GWymEQ_wG zwl25GE{|_C$`Gpem+h`(_LY)U$@Y-am4P+sc)2{^020b%0-6jS3I+{DJ=z8>u zM8DlSkZ5c0S>ssjUgGm=fRp8TpU}XhdJ+(df}}Npgc3>YLG;NW@e)5#`YPvI*~6+; z`kle}6qPmiMh*GT(N?p?yzp^S& zGTC^$$jd1OYbTI)e3ZQcz)z)3>3c^vR_>^mecOjFQFZIiG%~2pT7va3xJGXNl^w2g zD+5D20L9x-uhTe`O3I2;_*TE%K^$ApDCApC%zdaaEx>!KGr*^HdLPe8(cKwVdy0** zTkaeM?=QFbbm%15H)Y-i`K?{=VO9**7gt2GWVjT;;l=aeK>sLgWA0f;PPfpShasF4 z5F}Vq%Z!V$t;<{zq%f|Xe#BIshz^|*gKRiRAeZ%b0VAl9+a|@DfhPrO{YyBT!8zB~ z>`b2oJ`~K*Ip=$&W)7Wwt)cMhTPrA3cCWKNmmFuPN|P{(Cl8oJzv4GJWTKMyh2C`|GTNtssb&yo1Biy7#MdDFZET0oS2gwMcLSx-F_ zxXBp{+G=Ozj*KBm5<$5SS7{1NN{o8v_298@<7gMB`jgLsZ>o=1SO`ssDoMATy7&Z9 zsB1Id_klauNJ62KOW%#JqUVvtjqE8+@q;t9TcUc4ZpR51I~P$@@OzZjK`obqXxeQX!8w*IiERYS`^M)@|zZ%yaHSFkA< zzkaE+`B~~5Cp?!0skAqtn8g+kPR+U){)8tqdYa9(TPIMsRaT%^3|ulA$hLhvee zYSon-Nkr=r@9D!rXe3n7RGZ=qL-V;+$RIas$I2}vpQcwW6aXfLzRvd#6*vE;=@G(f zehs=j;gi23Q~qUO42fr;EaDR=Z}7>)HSca)SoAU#+UtrNS^SdNoqM z#BNxeeKj}R$Sb0Ka+5Ib8nd{U96ay)?;dZ8sWJ6U@J}s~%VOiUaqM#Fb65_zM!YJj zsB#;0M6+jHwPeQ1!p47sfmNS=A{&n7$m$I=W_lZOSGZ|7YUb3%zBA1}rfp{c-*1f< z9Trkb9(p>{nYdXJ3q;^W#`!CT_YA*HIBm$;^saBct$J)X=H$nR?#{n#{29KuJkdss3B@x^f5q6FyQ-6qse%@{a@@(u)dO-LENCb#0N+k_oCi%D1f2q4NX``!+kJWNoGy zbv;-zdwD!xHZ+>#f`qZtRChAFBAh5CxoF&czxI`s)2re!ayjh$aw!n3E2^e4QR`QM zwhe$sjuAf5l^38~U^n6Bdnyj)**YIAGxHBkM3otuv?2k&aR2^iB$p|?t|hUPJTT9g z*DaynfiIj5Wkw~k9Y+cTEbUEbo?~9~fYwg4gRTaR{%3#q4~43yW%1ZXFMDV#-uEg? zxjM;oDr_~cN)D8qqPjbf&8Cm&)#KjDk)<0<-r^-MlMFVlYnmPMvWtAf__(#}#&8LB zN`1>5r7|kfR;F@go0Ol)@a>SDKuERXi2ZG|jEDP?w}iKBaJ??F{<{{w(o*la(S|eB z2#^k#TcGWNu8WF&p-gMv1gIb=4*4bIIz@b%XnGsF$8|#rX}a)&hViF!i!X8WQ1&wp zmoU`-?e70|%){S$xncbzFB~&-#K)Q@Qg(2$u*ZEw{ z0NV>ZoPa6Q3O*h5Az-PMzvaSrM+?8z=)pq8(Z)|N#l!0QJ!9PYFKFMK_sA!tAk{(eJygY z29%TnT+Yoq^(1`03Ma|Dh#5??q#hUi8 z2u=D5Cs)M~;sM%GT+OL=*44Znk#{!1Dqay@G0GM4We@zOJXfzpy^ngd5BQM( z7o>b^_uqk(|MmCUTKoU^fd3xV{NFs_(?&q{{v)WD5XlJeKyHB9a|7Ck_p73#-T-}q zdT@WCa^W!%2wb!+*B61nMgWP93IEtxE6G6tzd|e;fLxe#eIo|FZ3G`5U^sp=Qz+4apS|}V)hq1;iYp_3; z3fcMmEzP1`4FFb`; zNreXcy}=E)X8=;=6O+{tQO=Q|y$oF{0df5X#C;%;CT_SlU!ZV$HaNBJbuu1H1Q{o*aq-SYOwD;kobczs92>zafblMT6*VVnN>4 zYcfE2DLVHhbJ z4w)trS`5T*vOlu4GlT^P)w#J^;E=W5QER791H1-WNSZQ#wp z-gxTGxCvE4-6P9M`PYX7B(KYJv+IY?nLq*y5TJ(tRFyv0>3wCW3|+N;I7$Ctg#MUY z=SA5!@}DPAKVKwkylOVnIdzd+2X1l6e9zK+Pn##;E+;iB+V|Zx5p|z9V_i77d-u5h zb`%tKElE?I5q<*V5Dv87^)*fvxYZd+(BnU~@grDaJz}R~-E%rCps`{FjHFem?j6Sf~W-GUT!cc%?UoB1P{Q@il&o>{pcMZ%tFAw@@GHbi zKa(Z)CBY>ZJYSC-Mqn~YQ$i=+yqx;YApW#L`5fjV6y$bO%36J|d zF$xj4fM_P~@ZTT72@TT^GXID|CJ6-OcVYM%z(n^!D6p!<@9!$`p^)CHg>0i&w>*FX z1=(;SybA5fH)qibI)M;ktKD`zme%hg-uay9?N$fc+M2v0j_(0^M)eN82#_RJA)lVT zi`@0!fembT#y8f#jmz&&*JJR}I^8PJZ7YB%LWm<$KYhv(QJ3S8fw2>X;2f|MZ>f5O z{qI-)TozzNNapY6lRbBb_%@hx4$es$qHf6;CkMlh!)!o{{c10x50lh^B%#DMA|K40 z2q)?)GKABv?5@u$bmX$l!S?b2QDMvGD-Oe(R?|(BwrVk0V4-Tvm-#$u@g?H6DrX5j+UdYxdakKgS+tM1 zg7s!?&9&MEGN6GVS<#Z7lp}-K_hG?8pxwo);s5!YAXw~D|MrSa<=IaXC5T-3^^fAo zVXu+-BgtVHbBQX(ueaveQ@?X0F)}fED8o>%ic{?i^^>#>rC$8`{q>Jos6+}Fof%D@ zJV*eyIwq+;Hyh_#P08?nQ57-)ChAK%GC=1bRTVHYfeFhObAu;Eaj!q zc`G7rm%_9rP~Rw>XIT%gAU4wRc&X+xT}h;eg&TZ@&mkwe<_N`@R>eisygQ?)-pdm{ zrhBf+Frz=r(L{}+-57c(vmfzv{%xT_sEIVo;g#&@XIt5*B+#kJn$#prhEr)ggs}1i z(hiU%PlbHIMb8^erUzc@asc#(P`qdOk<~nMhb_!$f_>?@YrQoFKOei!LoXfE3~iEB zl#<#stq!&`0;^O?oWVPVYJlwltPSCrxbN@JGh_LfIHUm7kAiUrnG0Y9jAM<1qJJ#c z)f6S&i2$4@e0}nQcBANHXUqNJW2qK*?33CbtFDi}ss3S2e&~h!$(9 z$0EKEO^6XhS%`d7W05Xw_RC%sW-{ThDXb({s#@-cDRcN9&>^#Q?PGdEn!WiiA7&!j zlFQ~2?of&vi)2v7=aQ7}BVt#{30r3MR+GffLnF>XFw}KjGiNNmCfil&^u@J}7OV}{ zjeg59&G~Y`3sh8Y+Hb)(5(_;Zu2PNR?uyneuGITsw0}TY(=dfY4O~Utfj$mnh8%t- zCdOXph$KNDR-_ijyxi6>muFZeg+t#F!TD*OUY1F02mj>=M^0Z}FZCS6S_34J26)$7Fe^qNj_em~!w*)0LFP|>+u zRS(NtDl=ndEUz)b5z%FVi{3Qe#t6`NSAj5(Q1cyS89QnHJV5moGR+6{2D7j2&Ys{b z;i&8a{V`Z+;8BAHT8_B=*S{9kpShZ^>CTaPBT0fLL-V8CfZJlgVM09VCNUSTPtDrA zSXQs9KS6^plX>&B;VZj=oL$NRr>_I;l1n8kPSEAc`#IVNwZtC@kmC?Z2-tdN zfXc{5U29H4-eTflQe{u95$Jp7FmXyT&N0p%?A|zuO~Ar1Z5GIr^H&jx=G=Qy!XL9t zEwKEAT(lJ1p3})W=}MGZ9-DOgGF8l^Zs>iP=yMU}@CXTPzAH9?Ls3$q6+MfY+oJttgBO&64W9+o|!Bjt80IWuB0 z+CF`Pc>@uSAQDR`;wu898Icp}NN2c`>ZR=9uo)I=0X>ZDEaB$6X(CC#C1nnHOZfR&wawa^BcUar+8KA1= zE&eCnVxDC&X3CLy!ngbI%Fl;GX@9eBuZh;ToU7Dg@q?xN@3kJ z751+8cyk8k7|m2|X_byotSpfGY_=`MgS9x*Ro;?|_F-o?aXt=4=t1H51U9gGIsOB&adJq#;1IYx;dNdGAB+(?r>wv#XPNJ^_r(D_u;!3zBrZS-Kdfdsf= z0)VOy*kH!ajfB^YXHRlf3*t6zalZOM*~j9aj&!P~#3F7X7+aFerPl0bEQ!4MDAWZ~ zc2NTDX*`PvEVZ>?B1|z+;M||8}XRhPC~{o!dR3*_QrPdV{88 zoW|u+0Y`(d#{1&wac_SuU$zdAEEDRVdn6^ip_e!KG^&w1{MKW`U}e>%TV2_ywb21o zTZHDuj`d!PQAS!SGO>_VRfpxI{yw6I)Wk9;u#|6NoP7_)RySH~u!u>&o(pD>@@9~B z<6@*=*ICP@qK~^o8!r0Km)-j>&v!AhUjYW$LjUH|zzQLps=Nrp6&=roN7dLv9~@4G z=7cP6CQ9ahBN=n~tB{&x?F7i~W2MIUK7srlI(Grfv21IPhKN}GT4Hj)0O71Dd`w;7 zT90l3@33Phtf4?6T$ss>oSjRl#5S{>o|;6q>}lMbOy1ehV^?mFws7!F>HTqGIa;Qr zA0^<}VU&tJJ#|x-U}aG625;fVwwS)zsO*c$R6Tr*F}BKFvY=l*PnUm4eZvrEVp&pI zs`%l};1Tfi4uR$kc#?(VT8nJTa?7T5^LEr7w4_*O+=$MwdNoaC{ib|575vijI0 zZQDFLj-g2@6LPhfh}`<`^>N`5ze3?5M@BImSM`g9uK{}55i5P*x&4a`B=V}X*$w7nffakd+49nZv7Q;FcZka zV;6|S^?{nJ4~#q1)B~o2L<%smNCAwC=X6j4OGA|w2b`$7Uk=dj?Ly;v$d;s6?<<*~ zE=|s5^LY(fU+^^*gTV-MV`;*n=3rn@aa5J16yy=9KpZ|@TrbLmk$X0YtRTIB8^Ovb zq7e=CXo@a52N6;qu~HO0C&n9Ff2G~Q6NbIb)XSIj8c+jzp#-8Gn?SK8U6l#4tuQo*mt-InK;-jSV6V6_&5PpIX?_e!ZS)jF6y;n04pd6x|1EZJ zCVot;OqAzg>IdYc5^l)LTz~=imAq>hN%k+)k4K~;kibh>c)XdypQclX5Jl9jmwGEm zyj#!2g1P=H@dC044a6~vhk)Zi0^=Y>64fkfmq$TCSmTxYP!QLJ&@8$~)PDi@4hDuT z4kXDqrG9|4))Xbzr@EZ#%u8dr_$Bs1cy9{3!!_d+`j6TOliJyRM2A&?g4n{+BWA!# zww;7Aa{TN~Td#}(WnK0CT2&6I32!uj0kVH0DoKZflH1(qtC!4P;K+S1;d+x${HyJ7 z?kbi3ulhg-!3HsKSmktg@V6yTkIt%c;rl+`Pp%WJ=I{HF&;~nAl!i*zUVbLwBz6Ky zpErFro(M|cy|ddX*di+*CyoJn<~C6TZ=8pmO|0^TX%bJ^-03kk9nHGQ*GMAytP|BPS;cio8b-$8Hd?T)G2~1iK?$1gt(mO zwBSU#^oZmS)RWrWUrFL0Wm7&S(Xcv*I|}>@cT{*i>)}+v#GK8DM$2os?W&*&MS??< z4aOE(iyN_?33NL=*bPV>W?yf!^vj2C_MF%L4Z115gcg~Y>LY-I>y!ht%cYh?q}3T5~eaW*}d#(%izQNO}X&UXNZm{F-yg+JO0;g6hJZcm(V&dL{3}gwc}iEe%(_ zIq{zZ6~A8bUr+s<`NBkunui~FtZdyPzf!C#gIqEiV2fx#6xZKu%L=sdD*J5vq_*!QZ+CsSOo*dPu+HC5T!!ovUGe*%05KF5 znP6P_BFTx7#L(b)iIh~CgObrQRcy_fmjj8s!v^2owog`V<%H!fKE{S&+>9F}#gmwR zwn|po9~kW2H-%}zM1t)4<;0hHr4gdEY>T{9japgB{IGIMh8i);5sN*06^n8c*dd~R zsr*mvkb@>7&4 eZykWb?*3WTp^W%6vqF*#43?(0CXHCHr2hjppc<>XX+ebM` zh^k5ABk&6t8wnK&2#DHvq!+Uf;MWK)^7?KN5V$mdACL+ksV^ZQ-is8ZCA7SaPhY(f zsF%L|MhYlvTr{w;tK{KUpN3ITkIwxKUE<{x?zc9^VOalWF<3mYd3rz2Rp+}kN!4s) zP`ffuEf4jf5|KvTz`AJBK)QTbKIhk#7iC9+w$TUNAWZ%4S9v*W8J`xDu7}p4KLY{} z*$F^I)&D(|B=eEPa3*g+f5y?eqT(1If<`zxV!UG=%PvPmKJ}utOM; z$V~p9F^8EH!cF%-qlAVU&hG!Y1$orj|MmabsR{p|+<@c$YIF<)c*Clq+1 zB|_vP0X8-^99&!$Vp3947^I|eH8t$d8~+;VXpZ4u12k*+>`hKgyjD2+_^iH>Vq%&n z{O-ww=KaT3C2D#9nqdR>NQ22a1I{X%tmCP<-7dGi3)qc|f#FK9eEXlB=jaUoHK9}D zt@pz3o|T1oL&!8^Lu9*6K+;2i!X~#wrm(~6tuvg%zlP6K{&!7VM`kVV42-!X78<)p z4by0iUcD|lo{nD6D~$}>112D|{#nL3I=TNYA1oaCL|(mecPo+5q_@e@;byl5051Qx zc;`<4Ui1lnmP$+gcTdJcCd9F9han%LUG%<4>)qV5KgUlX>A%yXD``{v_oAYO!tB@E z6~Hu2Z0YH>*2fztg}2ypf+EfTpyOnVFe& zKGt8vA@1((?jN$gHSAh{NscQ}an$jpk=TBGS(~aB8 z@ArjE7r5~$X`iG&wta9YC@6q+02>STKLe{O{bw><1#((jjC4Cg;_yS@M8gJ)F@1H1 z@$(0O@o)j0LqOM7kjhdUzVv?{cpmf5Ed7u7ffIWyH{0VO-v&%Qn~!`PjgcLm7>+VO z*k9K$WZ&3N<^Stob7#qaovTEx62>OF!x{=}BqY5JV_fuSJK!$qYpEJG6oYAUgi0v{O#E86*>$9_l;v{$gFOa*B{hW!92ia;+lUW z!3OC+Yx|@nZwdlVz*q-!chKVhsWGlctH0PN2S8>u2dH%a=9Cuv=j$7S|9-n)5yF+F zIs=ZJ40lqr^7=`saZ%WGuC=j(OIpzMU$<6?_~b+Uc+Yx@xDrMNGbYDMv9Jr*CRuZ`Cf5BWY&BI?)hqg6 z>rw83Z_&~i6TK(cooV}Y4wd3q>8>ozMfzhGn=1d0K!Eb!X>9~7yql(Nl#n%?J@IR4 z2SSLEXNPHNZO@RAgum%(H(xf>6bNdOz@ok%wt1(VA+OvyzHA4D@RYPk{bRm!djtqv z--%mIQ}PYQ>Xl0V-y6(#5eG(dYOzt0C^4xi5 zTLevejpDt%g0$X4oGo+*3LaTO%0oWq&ul;99`4Z|;NCmk8_2{g+vd@x%BWD^;kW!7 zdW8X~3)!iy|IBd1BPl;nq&g!AUoYO^d$~?uM2&w6g^~r>h=~%OZ;+Oe z1$dXDvIU4m{=ELFefq?ktvO-GF!nd3&lypnjaTjSU=e$-olQ?bAd{G-o;|3Ie;>mW z_dkF)@O{OmASqwUJS~NGs;`j3O{L$2e8xj(dh81TkO!C+2l4pU0y5_5@KY!{y z-bo#IH;3fM79SW(Z{%NWQ`K&gXb9YAdAa8Efu|j>gFYYp{`s@P=YRG{Lm}8JU@ZIk z`VLP{+Ij(=Z6M_*{sYXf!vJ0d_?uYeZHHvEz=w}4Z_R;%5%2fOZjWs5?y&E72M1R> zwVvFb@#g&O6aELMB3@jB%;#LMRUEhWH3Hy`*qUPyI~ot6W3YRF7?1l_d-GiS44S>q zHB#Gu4vcL55KkzszP2w(mXliikNsH`M%2?NF2cA+BQGv4|x>+GMU{KG51s z&xnP4O?rW<13e($pT%+qLCGZeq#u983Mi{g{wQ$6p6c3+?0UM=e|b1y18s*nH9UM^ zmo&}Fpy_8Oz6fbZk&rV6dtQ5uR&4!ZCBkAma^l~8l$wC*M})Iwbom`5(C&RG{(mo))lO60P#+Q_KbZvOmJNe{6%&>#Dkr9gp*yv~(K z%{x)|XDD1syOSl{NjE;l-9yMMUIhzQb*vg70p&jnt3cA-%+@xIz5gi1{Og6BOyW84 zap&3WyV%nhjh<-t(H!eP;nV9AI8Kpf8!;8SG91N2hP(-L@I>eKKumH!UaD0ug5K}q zOD?l?kEb_86#1hEJ171;-mq2oz3+|zTrX1nLh7Tg2yXA6Kx8>}7V@q4GcyXr0vloP zZ_!APCnnk;G`ThP1;NnHeAk#8VZ?~`EDxTVvcM0vP`r+avA5qhz$tC+O!F1(4KoeH z@!;XALk%iF<9^pSt&bFKw{6SCEM8Sf>0kejw6p}YtpaGF{W#L?ZVI>3>RhW*CnhE= zEd2;4L<+ngB=G`nBa|L{)F!u=f3Y@^M8;@Q#;O-m%TO|~&Ms!DOifY=@xT(4%|yl^ zHu_^G|42;04~vXsmzEBvjCxm9j;wQQ@QB$)bLIhW7EjXmU2&F8fvwoVDh=cqWm9|F zmHP6B_uLBwtsLTaZ^^iw_OPJ`-;h#=#)3 z1%H`4P55uZXpIuQTzlxS^+pYJh4xs05!FdPg>J+W%JU^$Qsx8>2!uS%I9E%k?Z<;w z(D-LO;=A}RcpK)R_B^fQKEQV#yvEbco- zs8*#C6Psdhs?`zwghKb%AC{-aIk8qWBQII)iWHGwQTZ+m@VAJ_@a#yNhD+IF(9zNI zPJ816^ux&Bs$iXSF61mOsC~j|StF!2C*XG{(5Bjow|F9Op|b)^PR+pce&R15LVNp+ z!HVJIL_eFjU65&+MuqVH4V+CpB3upyS18b4?(L-uSm%wYuxp98{(vaPP3loUZFs~7 zHZtn4+8@RTJj-=BtEx6DQM{15d6qU_H&wEQ5lE!-a6T9396_UcYc48>76WoiQb> z9Ib2Fj16E4M$e96CKAUoR>jOkPbRMfofISZG{(DEkG|Chf&9hL+#I`Z)*|s6p$dDp zRI@WNv}jRHo}_f)HciS9bxdu1Utb7CFbIQuyU5I6h7hrSC$YzZdPt67d&9|&wV|<* zKpqDNhk}#yGl-2$O|Yt2fpi!+&>-@?E%|0(RuTvfTXxBN(b0ldu zf2*JkEihCped0H+uW0lRoFebanI+hdC8T6u@QVFW?u+_<6K4OCCngr3e9*??5#VFM zOuC^Rdg1RX()m#2;r-bJ;kpiM84gkD7PKES!SC5LmK5ASAZNao>EL%#yZ<<8qr0ni zuWNoYirjy5CvFO>!Xi~#_K*?5%qTc6>=5t7)_w5sZD;J^+b+kOadw*N$--U~(SdIR zsp_VHRrvggy*tm;^RC$ZPDEGbpfg(YjxHLBH8mm6^9d-ABZC%eG{@`s#Diw~t zy8k%Lga+^WutDpeGViEZez3ZG9La9phwIhw8u=(5$|m~Gb@SP^@Xop;WS4)AJ!p%} zu4n756PNBJ=)4nRc5W9P@1avy{^)9o59NE6KTKaJ$Cu<@><=b?fKkH~4Fmn*SzbTO zM_PCdU`q=$RK2*{sF~9uk3R2F zCf!XZu>{3CF;MYk;(50FZ$h}!Ht{tB@f`^Wzvg!+Jzw4OFq}Pgd+ZBT&x066-K&dQ z%fUg1tSkpdkNC>_Y+4ZvtJv_)5BK(N6N`o-nnw=rct@bivp(nuR`rrRKRwlWo~@3_ zK2|2>#>|D{NhllUk=YzSyVjMXz0D|u{A?L!Sg-ddsQYL>y~-7SoGRgd|Hx77GH|IL zDi?0%=ddb?TVJ#7gCm{M#|y0a1<@X7X)fPZAHsU;eFv89+3$9Kt^iboVNcB6pb zrxtAirVb*W?jikQdJ)K|q$kze z&WIDAG%_s#Ti0{Di5Zx&Fp@ch?rySY{&sQRptym7fz!0eu 1}R*Jehg;S){1jaY9iXcfZp6s-|yU`Qvc-2vFeG-i%>DTux z*Gg4YKEugmFkx_;Ph+8LTvs7Qh)2}Z+>w3;nfTD| z*4`(H=5Zd{LXTY-W@@CsxcIHeVk*X<#y)GAIU7ZT`Zw79%n~uA81>^dL_f|Cy7Afw0!k+1nd_r(}(*D2Qa?fnKA1T6F2p}ATXweD~8MCwG?oD zC7eI3953Z0%M7(!e|Q&L5NL|*c2lpXlNo0v!(e;yP*CpFy;x*r*-s(FlFE+#j99 zfx2HVpPi0$|ARtkhf5Pz(C;b@_q#YVVRpw13LrvycDe-h)VB=GFG=InlHGxDG4C%238vl88+nmIoRd z8nPhYd-~2+(Kw$o!qgQMK!fXjc}2xm>)u2|f$E%Wrw-AtbZ6xc!Vi?c#Xj=Jp7;(` zsZL*YE;-V5zP~O!o_lRM*OmnCGZ;J4s%5K@CP*sxncSn9nqBsFgwBK3h zE-ANe*H4CNr^9kZ7u!lvGxRk(Kj~ix%Pc zEJlJ3ZFlK4(3hYj-O>+b+tmEZwxJvTx`vb>$No_b6(z3Vm(_B+5u&cv;IIcy+43(+ z=r-Uu9Pe*)4+X{@i;xo#c4ui!q5(7>2|?WHJbmF{1QmrK@&}k9oG=BLW_+YXWS@(a zQ89kc+8GRC)llHoo`g_9G2HtL7;XJofW22}3sd*pq`X+oNvc}QYP&84x_ttrL-D1} zZjBsSmlDT|_?~@w(WN~s9YV?_ay+Q_J{4M075w~o!1k%u*uk~+jfkP)Y|owVAC_;f zD+&1{u*xzU6%Eb8#pSY&f(fWzeCBy%ou@V;?gI<$UEK=TB{Clz=u?Ip=v{%)nXgcY zX^l;ak4tL)%;OPjFq@FMXoig5)Y}()78x5Yu3=VJDS(88)^|J3OeiGla_NT`XMEgq z^aSaSHEg|-cI}RXnWCdrY*>eZQ&dG2+TmG8!sh0C;(!;2zO(8(h~7)*#wy{mF^bGw zEiWZ0iM=W$cXd63IyUXS?JX1#Scv0{g$frjl&Ao&33+-(RA2j3cwz9uasho)Sm>)5 z@kzh4x4#&$2m=qna3pGGxt$dW4FmqcaiaOPa?!9kZwdV?JydRCKb4V4K>LdmQozec zl7NXkXLNSJY6J&n`dhzvv=@o7d|`khX^q_`((3J;QuuDr#1U5Ylffsku%U=K4=GZ- zC2B+LWBky{iX@|U zgX7@fXvP`GRdW2;QotJ~#K?SBU~BD3+99=DdOq-+fxiA#Zm`(3%xe1n;*gXBExTLs0_zlh zXEC*8rPz`j#q(T3a#ej=Q+A}S=u#?-w2EG-=N>16eoUczxu1KI4-KTHB4z*|goVY` z)K%zXbA7x~&jDwcW>vERvb`XpqQ2khxY@v`P-hM31)QzL-K}`L1HRA*C+*+b`|a?dzKr2m{%$Ki;T`9{_j31#*?BWXtYCdVS-jW8P*tcfcJ#;`)XjE{Lk zkA{qK5>A@Vb-ZaFEZ-|5{nt3;`e{iTb_{Za&IUV@49pmKh`Y_{%k5_$Kde$GB3Y>= z`qgJ>zq~qe%$=4%-YHG3bouSCHKCL$IRWjS<*ZATgXq~fx z7t1-i%>&y3uxW#Dr-E0ukAr!Binn8soM>DvTylSn z7IA3hYfq2|E`5?OOr9f~yOSjC(0b7g6J)KKxf6CVPT$*6A36~A+w`X^pL3;4>QX9@j`|3G8UJB2w+556(178T;zA`P1UVL+l#oaqlH23@i88_6E1pt-2Dj)>RAdyQ zlwmv>Nlrl;R)iKVtzn*#J*l+CSVEY5DmFD08x?NB7dvjZtuJ37%y%g@CjCDEj1*OS z{Xd8>dK#r*#nbm@^s*TuXj});U?wTTt0ZB@g1H-(FA6{j$~sL83{zjjl~i2Pz?7u~ z@JEHA^2o@lms`p5s?_+!Vdl@7lGKAk-@~4HJ!5`I+^vPvqEGqr{D!LSFSPwxsXQ?F z75OK#GN;-ujpWvfAQ|DZv%yI*x-xJU2B5HRa#MWsqE=v{_a-Tb`98&{gM|ke zeg&uCJB(Ds919oM3@UNv-qx*N+Pw`U?KQ&pbQVCDlCeZ@>X?Ys>QUToJHG_O%fF@wyPMg%_d$KVj{Ej+53%51n zPn|RMmfi-XDf?d&i%9eq1citsTXJ0`(-#1{bY+9%3RTp z`bRK1_cfs!tYhC@N6UwJ#3o}{ncoV+h;c$wwfp{1Yf#x z%oWD6p24AkiG8kk%R}wR_Z z@5F2`+s$bpFxk}ga0L4^#Q#mg;!kSTGk0^SOk(piYC@h`kNSXx&qu_j9 z6h#z@`P5J?tT38lyTh^nD_KsNfC`7OY-gdzB5e6j5)5ysfStMhpyY=N!-#1a`Z=Gv zFCYZpytu4f-019Vn11v)TAoAG^-edFqTxJo3~YBF`?-yU)@6t7d#AQgow@=l z2uj%QDL5zyeGx*`FnGx}G(&mDW-G-~Y^4$8us0c)bs}v{0wE&QJV3h6m-t{ltUJnc z9zA8jD^D8uFtOtz?+>C7$0}t(jdJh)?e29{-cN#OUp-v@2=XA=rnL88GW2SqpP!j~ z18A=PxP2k(;9b3I#9|Ut)ZnKp$zuLns@)=_!r5#V2l_U*Baah7vV*fH$**3L-Q8V0 z;|?xxKD9SsSm)s6O!wKW3V$b{yX5wW-;u0G(~b?XrFl8L{(6(FKB>Y!)7!<@fHLQj z+vFk_hK0yaXb>?0{VkO+8qD_Ks+Rtk9-Uua6>V4FWga=sV_2`vw@P>wh{o9`(9_8N zIvlB9pkn-Kt4s4IYO%BRw^>D0Y95}l;tzKD_eW%V1nbx{s?#+EfYN74>L)ll zcJc1y2zwbjPDbyT!$_9~CgG$rr*nK7(%TH+52q%um2EiB(a;!5!bgXGmS8R7CmlZ3=e_Kss(jf(fo>PVO{%NpK+XgCD3MoCD-R z3$505aTQqUpDN=ui5wH1o*D%OHedwQGLz@%lsS<_b zK|{GUmqTwjA9zxNP`aX`Ku;5b+)Zrkh;%)D>J{l~#h*s6nK{-1BUlG& z`B%B9DfiR!URlxHzSRD&U~O1kKF#^T#L|$%JY_+tA@p zz4?nNm2{Cb{b587Dr!^udIg+vlrGbIx@xeAs2HElgD${q*VWav+#l#YZq>|(zeRSnJE>@P|-J3H$% z@^XLPHeeEC>*VuL=2h+U{a)ijldj~Xf;8|^?L8(L=^cs}#Pog@C5A{@7BY01_qO7z zON99FE+>3ddsqYoGI~cyL;IyC^iCXj({Uzm^my>BDAW3`{W78Ci1cp!^Wd@%daDIN z{EqbP+%Wpd=DlmkB(NRH<8v#+XHXnCbJe;(+usD8>frk#vSF7ptY2A&h4^dz4Ryaz zG#LK0ObdTi3Z=yPge%U%q|kFbt5pbQ3!J^7@QD0N>udUfd)74MqP$Qd&|k(tp@7jj z=EQJncmb0GDY5t5Ou`UKsDwq0GS&=XU8?~Gm^63GlK$_3mQV-Ba4xk?Y08-4KZ2<( zuS9}>O`dCvjkcHp1$D5C$b(%LmwCS4tas%csD}@|oO%P2dpYjh1lHQ)97hyl2hn?q zS{-512;n%yr!n?u2Ib6Myk{3`4W*?i=f@J* zCDKpDc8d^=sV8MwX3!F?=;C>w?&3W&!)OBbtgXRZBT<|q%r9_t{+*pGw+7pMi48sg zBu{iq6oEUzlx}kgBKgx|;}};tlWbEPedhm18g5f)DVF1%+pFQ-u(aq&h(i>rel8iG zIEPvp&SYvNre1wsdtk(YX(+PBw{8F7S;NpUdUSMjjd1d0qiypdH^SGIf6u%I46_fP zY(a6lT^GgksBNmlyKtn>K4wW|e7l7u6_Sib)^a69lz-uPD-unCs<@{}^~wbIIj-;Q zj~_q4K)fS~L5PD#$ritV&8E$@Zd0xFxcM~t+I}CS{Cq1Vf`qAFBReO^TvFdhky{p? zRs`DOa6e#U{pF2;a7SagmK6@oafI%)(B)m)aIEMwOhgLnkmAuDy~*bpIz1y-N&s{* zB0{s=$cZGgUd>F0@#~1g_T;etQW`# z00-u4f#%_ktMAj$v>d*cw;3ep2vqq8TtY!-C}`kTmEO7R3OmzHiS^$jWAG0le7*i| zca|YZj>Nf>fK8-O6WxO>Q5{8IdIRXPyHEZtXK6|QS(6IBiaPm=j$pZQt;JNDE`Ldlt)2ia;H^ly~$Z2_duyA#l5foO3m1$}ryd6&zB zqTV;kc;$pzo2IG$sWC<;2!6n*bZQuTe*@Fto0Je9fimStVl@&A7pSw207JYI4==2_ zdilsWY3#Ltwry!QUsF?vqobqd{$x*)qbFQv(gp@@{fCACM&{2~9jCAEpPyWwY;(E& zCuSdyx4PZT8)H*I6@fl1&Px&MGW@Mow$Tk(fp2_UefK9MkC_(~%C84xfyz_H>UZzA z2ajlJA|6v9vG+&Wr@@h<#lNTZb4HX?kvHArAzW&l+fD;~7uVeMLK`{3+*V3j^!Z8J z?f%7ZC}$Raj--D=nP|!rBJ94tlM>|dQkm4u>{FS3I+lUnqGMN*kCY{Zlm`U{W8yUB zZWq_c;zaB44%eeVA0C2g5zwx&kN6Fui`8XlXrjKt%lUk42qVk=dDb^D2uV2O7a1Nt z-5qa1)NmfZ+y9oAp3(R-ks}dgdrUCk+N)}qw$)9oZ%orVHmkz zn;CH9iO`A(pCa=o3f_VU3T85~8`(!LXqGj zv$+#Q;Et+d?(PSxT`A@LiY-yTIRwNEW&zYQf2u7dPh8@Q2rs6nXj|+TEj8;R`86Gl z!~+dG+{U}N{e=a%td$WLeCi!q>pZWE80K(JD&>I`*c6L@c)per4cFrMyAvn0A^0bM z8>&_1=^2^L`!P~DuzyhIdprLJ0)|>0<+d^l{0SoqTgyO%7no?MG1L2DLprosPEJmz zmix_#)N_63WcNG(OPR3WwK3a$f^X}}!>>6yeKMTckF_GrC$9-|o4ZyfuX87T^C(A( zmt01CU_i^$OYIdvCic1|O3R*ke5DrnMz-lZ<@Qb>=9v%XiKPGXM0Qb1&7}tnH!(aH zO-2sO8;oV%x0jcfjwoL9`zjdjnRYc~mB%Q!-_CC=Jgo_7fLCA#CZiD;fi;BssToQR z>@v5YOiaYJFy;eJ{jlAuE|c$Dt<$2$z;5-2%%+7|;QoW`_ql!t1?CBM$T6_8Vzq@5 zdJHiMnY!En)^*36Ou~8g<2s&;CdQGqtih7+UL39<+-m!p&w58((neT-gyY-+;C|ft7=M&ET?dH#8u(O*(d-?ie(>Vl7_AoEgYJ8(y#N zk9$myPz=)x)kVU@m7s{e@6Lm^a#AAXdi+sL79o9cfwknp(r|zJ+6p`kFIDk^6;4B88qdX8bcR?hkqc-+G)+edOjSBW*1xZ`V++`yNnY=N0 zy$=Kk^n0CQD+q@VYWYPT@MlH^O|Yu$+SwuzY+~)1nkpeG5bQHxQcvgc zv9AUD5coGj>F*+vGD`2W+N0VQtubQi5_0h!0sVCdCiQbzp$uZO@OEFik&9_4P&MqlwGdHf&DX>!OC4T0aX$F zB5kN!LQNGCy1}{yvkE)N9HjvLd~%nZ)1oKVt$>oU7jE`EYUyC`EdsvR6%SGe07K_J z+5L$8@`VAZPfO3z(?A(7z%!npXr1PjgD*4|7d6Z%g+=QIP#mUMI_EJq~OpL z{Gk4@o9u>PfFZ`IiVr_-AUiOUp-)_X+*4aFTA@a(H>MoV=Nwx{9jA6FqB$2C9VKr5 zi8@@C&b6+S437vFCAVF29xCbAAM}vK&}I2T8d(D57(Lv%iOuu?mrahtgBERw8an9?fZa@kh#ByK zsbFssW)yMjbO<3-j&R~L@4-$Y7$m6Ye#Mlm3eqrE=qM@jMZSX(kZ|#|CMI1?jlfwk zqaTSG%={{Bh?Jg4sFI%5)VoXwpy7xD3v-&Ps^oXmAu35=jGJoX#MZpeGM`7T5H&jl z9=?!Qc6E_uWMn8|&LScrvPxxobv%{Xggns1HG_3yt;L(qLVf^^pWBnwuW~O(5s~`J z8@bPKnKeymE}Z)nWXG>cI(K5-d|iJ;+eIJxpdZ7d-QB_Z>3?vv-X_bTzf@J8wzl^0 zk;wTAUOKV#j2R}a;*+DgCv4oA?p~UXy+-&q*iuH!Hi+-~zTdrk9+6OA6{x-gA zjni?>i{5}opeZaIz=-ReKA00MvBTb{GaEW)4xtUB&MiObW9VI@reNWsLR~3yy^L2Y z$Ps6s%-bIrSsvUincl9ZgCG_tshLDTS}|0mSB{I9MCp+yApI6&u`#Obu#0QDhMIFG z>DUK>iCIu-d$)*_fsaoCq4S{s8Qscty-^g;>ep2%fUJijcmf_$gJ)jna{1R$ZOgoH zWM(miVODXYzF}Gkk$1M^?Mf>L@C2Mhz(87FKC9OKH6*k*f`W0QPQtUMT6OVuw|~I6!mN1y@%j@gG7SIL&eimy z@Xr~++C5t&nzKVRJ^Z~ME+bnTGK6uMoY9~^)AxR-dbxHKIhi?%zqUm1yT^uvF3(3; zL*x`rw&vfTd9A7VXoCtL;Zv~juv!KusJsl!653J2_(u%|RlT)8r={%C-|!Dg%WQwz zfRJD`O~_8gjHbM=SZuE}GhzI6x4TZF7*pUfq+OvyK}%~5S`cERK@k96Q#UzpIpxPL zCFPQA-bjhvWw!_tUwZ=Ab5g6E6!U*GaWV&Reibp9VdG=c1e5A2DPRR}i4gTv_jNZ| z1?~Rw=!y*%xG*uD#1ZK!`c}KJOBj6oINMu6W)jQ=Y(h0YY@#L;@rR7TbjMCAVU7~w z+cU^NjM>8{1obqkYsYRpE)e0(tQYVI)mvwe88-f)M0sw;Gb4~-p=CVmz~t6$d}Lm) zO01zlOP|b0B989J`dn+JA8ut5^A&!eCJ<4jBY;?RD+~*UvBSiewi3k1EZ^&&^$mfO zK%lG^mdbJcA&repV$GDcLgl+vb4tcd(GNz3+9w8f#5UKQ*{o?32WBZ2enm zO60y{@6C-fPv2B6rc2rDD5AbH|3(udmLa?n0tW_6gX`F(chWRZFJPGBcHd^uK(BBV zp&u(e+5DiUoI2x%9;4*M&z81ZRyKUiprf&<%z;XMjyFaVW=hlqf@20lN6s;FD9b?p zkkYxliYh87du-SFH^0-)BNMjf(xcf0F50Y4wef^&l(F~SBojLP_U+LetX*)WSnXknATL@nYNK^G@_b}2BMM^{&TBEn#)=@zU5HY$BQ?^SGQdojos{q;|P zXx7NZprOB6O!>r=tzo8mZLo3FY6(s}ca@#1Zd@^XcR|8N&bep(Y@7DI43Mjm^6PPT z0;wb#vK`LutG#P`3>w~s7E6&d-)(J)`sT6Gv6P@id1vc5$`5Z~p1H!peGP&oail6q zmyUeM>~YHFm+Rba_6#nlZrbgmi@va=I}^yDjqZ~@;_Mve1*o)`DY!_L(83gRlawB=iit(HyYhSExux9buU z3aCjj{HlfR5I7QXf74wU>rSOtVr1pyLr&Ty;geZ~6>udNIGQ*LPW~yDn8!LC1b#v* zOvwyPx)>W#mL@b~&#tbx&*&wennyKFF)dFRSwDqAdL`aXpZAP0%{DETCJ7)t(S^%$ zy=*wnRmqQWxw{n^pr>sZ4Ov>{{c3%$ZFB&i4@8EWy4!Y8>4KcU2Omb7+feZ86#i%@ zU#Y5J;`>sy>FSQETo8AmeH8q%4kO&kMdpi;%jo=F(7k+4N51>!Dtkk?s_qjbvgVR@ zuiM2&cPGuX=Pk^%>Z9Z7wcC0)Gg9fGCMcIIT&kVN4$-SUcj#DE{%jVH`p=&~u!e!k zoArHb)FRHeF~6Sl>%GZJz-2cYSS#R%we`Z*W#mnfe!I(O@_K0Y6-UhvXRY;(Hr=ZB zjOImUiP!Hg>T8=5O4^r`rSEV^;GZ&_Jwm&ZAp&d$}9D}P#Yxs6k;9E3kEgfvgN>mz!-AHu}$dau_r-~p6A zqFC=8325^Ld8vBnJ(}4o{#+m+%AYwWB5ZCn%+j$oJsBm2(uAMnLEff^1k-tT2!e|# zMHGUJ*nb&vs^z2h3Z~iGPD+$Bn2-X-CgODJ@BQXOnGUCViD6HZX6-88cE0IBqRi;_uppw~rs9I57J=GKsZHI^fxZ&o5rijp-$7A2H*7n{l^mEB~Y|^08nflND(`S#Rdmu(HZA1 zFH`+eu2w(TU1yS3o?GR4{m7c8lb@g@_qvBg?%lJRYwa|us6Sb=&{-ci5{|q`_6YfQ%+?i6X7s!MVwWu7P?9(& zwdrq*#D*nMb~+X;u%~@9^Zgj%8X0Z=&*;|Od;vP?zLRmFBM%o=^Of~*PF=*gTb$NaGvZR zSPf9V^82VEfhiiu7H{~|5?jJTn_NH~y=D5eZ_31xy*iUzeW?ihCGdJ47yFH2B*(YI#94VTwD&h&P)*0Z4rg=pT^utON- z89`Piqesx`Sh-RxIqk~GxIhwpf@(mluyAk(L2^l_S6NcI=COWqWo04uI90UWhc&1w z*A&u$gf1uOw(%7wvJ`z zGUNG9Xu|e{Sf-&@Lf2Z)Q7}vhQFiW;6v&!}M+^Emh8~xF((~Al&6)fgVM0JpQzHm6 z_rmflh=xO>$F-+`kW)}F>}Qxm!nHJGgVs`E@J`R2yCZ*qX!@h{Zdse%-L?DawjLT> zv1@1`fKHr|m^aFlm2F>iviaqMbW(qZ{(xUa6WoO6XsqoHVD0cOQP%)PKAzp&OW9E-{)B2*!(R`q64P-OhgfW}7`o zXN^o;hrnTn(8FW$l*cLA=~D;Ik|W`a@Adlwqmh`pK|)Mjwk0%QY~?0ZI=^4%+E+>wLj^Qp-G&UCEu3tmWE(O@{!IWo{`XTO6iN~#WB-v+Em5ppcRCqo! z3n$GFisjnHo<2pIA z%WTAuVI3R`zB^y}m;RVBNKQ>ocAGOh+?BUtn`aFZ1}HlfyT5M!el>ipvPoU61_G9= z0s;gCjPmCZ9RhdMuE@Hcv>md9ql%NCuh!%9x@Skt$$|%U-(jgfOo1YtU$DjAHu-8g zdbK6pT7~xhif75BTKyaRwW?Pd3m@`Cd>3agnEG~eQjukfK<^g0+`b8yVjWVD?e6U) zbnu4P_b^y4;{|oXI9on`VP7JIsgmm8Jnx^cdVL-FCDAckmc5WIeY#$&kHufBSLc1};L*T1`j zWR`9K*J$NI+v(!`3)sF{LCfB`ATLftH7&c7I|0N;Q3hQeskSxkv{MV$)-O*oplyuN z30|I;sVWJ7)JX~bMl%A-8_UucdJF&4F!d`O5SeD4-=}O!5>^O-%0TU*JM|NE3!gSx ztT-kP&X>k-W!|Anh3pez#7>}-0An@e+;zjyZ=t1TP^(NsLN2Z4XrR#g@mqXmCgs7S zOh`jAy6P2OGKOa6j2R3weCn5B!2PW6S^Fl2biK;4RL@!YD7T-rS0WBpytxp6|L?OC z0^%VRu;&M~_}%xHKW(Ka5GYIRhGMBQ-DURp~@A}oFb@`VN zh=>G0=g$U9$6!z%@4q4;^~8Ayc)M8eChh!ShM7gO!}hbj$%F~&fZkn9#o1@%OK@g* z8))$FONNz+m~=Nw>MjqSMFb(os9bd*_|t67g+fpyhdW9hUIMe&PMML%mt< z?@`Q=)NlwV8@2p)Fv6IGOmk0@xD6O*avXr<*&hgQRKE5di zCbX7-3w(oCS(IF@7Ja}rwoh}JB%q~*ZHtax1Akqy$t`7jdGs|RoR+2Iz4e>^_ZM#X+xUp^9X2XeXG`4Nqb|$vX zW|A~$_|5zMglDa@&U5ySYj28vI{tTrClehbDCGuy%X)y=mqa@_+H%U{Za2}t&>2AYFhsi#jI6b7ktBI}9#7?X{XpnfqpS?Rk+jy-TNC=*Nk#J~#^ zclm9EYoqW^wb4#4xV&K#MpPpB03GUB0;HkiQMUU}Ay+r{h4WauAXQ#ip5Udv#SRAN ziGRuZr*}oB&!@{{{@g7c)B9!R{lclwT1fkYcCOHIVyqu%HV@XJh4>0`Tap@Ah0B-a)El2YC3Cy^tN+G^~wiynd*) zqRsCUf5=CGBY@HTe*l9I?|%S>j#%E>wZDIx@W@&xY}}aO<}u}yGCWUkxD4Q|=FAxx z`bP!2RHHQFS_(!588#FAqhsWBj1KXkm3`H_@VYLkerz7CSr_%|?y%YtGlf7+JZ-m9 zktkd-wk$pbV&Gl0TRCaU5Biu|uP(6@&`0c)9jWYy-N1BDNO@_`Wx!7#tW zhe2o6djTjxh6TQDzBQxm-pB;iqSE2K#>`P_O(azPKq=k z8FxfD#TcMRo$e>)OF={)wSxw89Fs!k@?H6FSM&hQzH+&oiMm-}6Kdpo=V+B?>$6!f z>d`@#lv(E&=XDL@<(=-8(3S0r-F6z=x3v|LYEgSPULF_X*tIW#J?QCKR;qm6-#%Y6 zbshVe>}5Eqzc58P3x^COZ+{pspuTQOG;gwwpnZm=c5K-W zLzot6p;mU*5StUTafjwUET8XSOWto=`0dt=3C&bn7e_TR8Clo6d<3~eR-^;=NYjzCy0Do2iA=XjScnGqSR){eIe zH}R&ff5U(&8>)YYRdjCEpCb(FA=amCJHnxz*IV8ha5J~Cq>wK z2A1kTQz<^ScHR*um~up1JI&Zk2z?%)FhRd2TgIcc5Z9{Uo|nynEp_m|7RGRMhztza zuk(Z|IW$tf{f*K5*3u&Fzdp-hFP1{mS&He`;D-lEnHd7DB10_Q>QOMwIY%Gr5x^fW zBJ497j}Z3k7x#j(;R%{Xz2Cw907duy^H>4^7A9wKP4SqBpexk zOBN+)SNG$5SWWM#dIHdRI zm>n$=?kfN>{QBD~Oc^p5=#f}P?r0a4@JLSD4~`pP46Q$Pzq3qw(}Bu`e>IzbP458l@&tmCf;}-ac-KZ7l?G5>tqlz+c!FjLH)MY;(MI3 z-fSg9DTkXguVX;i!-iJs^_#G^r27}NT-hx$sAIFVe^3BEl1SaVKv6S3$sim;^=OI{ zp8wW_TtG=Pm$z5#tOtQ*)VBP+rkB^1QUp*$BcXD2NSLGH5d}1Cn*JCowi*y}y+D;m z3w||GS+*}{VMZf>vz9J*0FTOTcX$g++naY`h5xxGX=K+;$8&mmuuwP2459DoRhN6I z+5h*&fG-&IBbcXnMI$!i1i*vhz|`RC$Ws$3;;{SA`!YB5SV*<87MZE&07Po}I({%& zudzaeXMa*gT4i1|Tu{CM3Cqi?J{Cq^$Co;7JTrP58I*^ZT32hMlQ~oMQ4yqbiamyvjckp$;i$3Y)kvYMu5V$(nv6>P&i^Ay{=r6Mk|kF6ROoZ9jAtOr%j_{P zgK&)#w&{3OdLn+1=L}AWtY`Di;Tyq$ld6V%Upd2VjQnoz`(>cnL{jOaLau%+^QK1V z?SSdudbvRR{_PuU5+3ia$I|2w))~Q#Qg-)l6E09YF!WRTRO0QrHUDPKsQ-liSWtFy zvKc6_n369SGnR-1#NG6JamY(tA3_%jNjOgwLBpzRe>NvZ#G6;z z(^N}{q{iQt=E&z!*A8kn(?kA`1)wQJp#{fY0KhP7kD#US(6zkH&lJClkJ{prp7l&s zEIq_178`$BPJ~=WGsd5jgmMhlJ`r@j;%4SFKBCOxejNRbc^dpF2ac1!^(faA7xA(+ z#-0w2aclX`z%(K_O#oWv7w{c?WMgnq4COCo868VwQKc6G)b0!xY~m z+AwW5KZt>0@8l6%ClK*MqdDlM5|s4YG~CYa8V?Eki8|?W?ROCSrE@?7d*%n;-OG1& z?ts`m;9_&kubi(jrqwt2IT`)%EprbiJsreUaR0^$VmuBkJ7W%(U9}WJe^H`!wEXoS z?96-%`pdeC{a%ETc;Hfj?Ql<=aT@5$&UFcIHKlgYur>C9{YIA)nh|dq5tsv2wBpUplxDCUtQ5ju~_Zkp-QfIo@sF4 zw!cUz-aFG1TW$PCV8knq6UR`y|E~ioi@a{Skq+J{`H^FFF4b?-Wy=miM$6b(@3JWC z0ize4A+Uf3skg>0svx|s1!c$&vs59w<{^Wws;sbZ&{t#qrPz>*HcRpfvuNv2%b1}C zy!+DY^Tv+G0r<@RVGa@LMARGTR~*7YAJP@c!VrDQ^(Z4BS#m=l^V=Wq=wsC3TVB1^ zHZE=w;8W8#nTts21`M;|vkx|~aQygV%{LkL>nI0D!a@p_|F}LTUNYcP-qZnPS41rG z83nk(J}_y=v&HP}ciWJvqjDa6~MSYvX(P`V1N+gR^17 zdCdLpwL#T)h17;OpR+mX!$!I632G@^D?C76)(X8ssx0`E(M|71Pvq{ZeV>};l2^G^!}!gF5>&_`Pq+mNrG*jb?a-KMZhPWXE-((#t;xtq~g2%6;ZRc?Ro9) z1=*>Iz!NvDwgh(N{z?mHoLrmdjpk3}oO4QlIu*0D5Z&bo=ixU5*1(JU#RN3`Cxo={zx$d#9;BK;~%|WxL{qEw`9#(|L z!=UFBGK9t?4J%_eWQan#w!DqyMC^TWV+N_X*8T3ojGbGbXPeouY(ls9^!%capMt`zB8S%SHI1!N21U#dv{Wb zh-qz^P8F4w?qCm6tzz^?$E0e1y%B)>&WuK=iX%f>SI&yQv)M~%Gug;kF6`^cyR1=C zXu{$zKd@e2p^pedeRF%`*7YQxSX_(q$>*;8=m~abML0;GI3h9C6D=)!G-F@&Zh1^o zoi(agK+!~>N#Pd1cowj&8E>Q?Wr*YWkuF6kCQr`y15Pfx-{nr4KRz`xyp~rvLZTI0 zQ(X+0+w`q6x^7A2vre8{{6>5QF(LoP7ZOl=6(bRduNgX%;YXlhJbKJ?tWr}8iVmz$ z2swP)`vz!c&)BtBKCYIx2O8w0f_oG}AM%|(+go5+t%xjkH_z4OmZck5gcT1H73PL@ zAcLZ|%EOG+tL}8!*5-H@I_~V%P=V$5Xv}_|DS<{p5Eyf`HztK5@d4(=*O8bdtD~~5 z;1x9dh26`y8Mv}z)9U1DsX_K0?2m^=6#Jkr0F_88COHm@6yfdv1N`Iu^omMNV}1k9 zA@_Duh*&DEq?HzTeF--^;1!mPe*`CEWOGU5Y6$pUMVNVbsN?|a4uRTQY0<_5nsOWA z)$COjD50I$80xtPJ^D_+x;32D$O0yMR;2`&Hx+x!eRcf(@rd|E+9IfmsP5hi>lOT8 z);8q0oN7j`Q+ zc1R|To_>PYiloFYgJj)cn-ik^XMMGS+?oyVZa;IpAovS;87)Xfl7DVKtcT+|QwJ*j z{R$6?756WvnNs3j9VV$9dQo{b9v)unre?errKa^C;^8=h%E4L#2SJNgzkV=s{UO@I z>&tBdqG^dG5yr;g2LcQS(`4V+5F1ZZNf~gA_4SMo1(o#u?PSI9pD@P|pH0K};m1WZ zWqd$DjE`@n6t&5}kC!{=lzL`dVQ{|9-2^EK+?qqu|iqI$tkuGKzV zE38t6yX}{Lg5uhQ984e%v=chb$trZQbRm?enr8o9 zRdL+-mFhwp7zwzXT0)!VdsFC{kNe4sdS|nT0iI?qStQPU8dS49kKh;cl3~rQR_9l} zi_@Mizx0rqaj(*Qjn9yVb2DOoh1DlJJw8iYtA3L03lWD8M)+F{F#Eve8v#OmCSfdi zR_ZTeqe16LHOc^mutzMvOj-T|e@`v$OY5Od+iu0aX%V_O=C@Vh-^%o_D)*n;6mejh zN{MNQO*Y_}=)ye3FOFMkCq!vpgnc|}-1-vS%XWJ1r{FJjGVNZ5+%oHPA132%NZgAo^kai>53DtrN+ANu52oxc00%r^EXluU<9Dq>gWUzUE%<} zI)UG)P?fmKyE-y8%ru|MyKHV}?vWJoYyGDD@A(GSPY;{0R#I>lGW|$20@;B7Qt6B6 z7B0d{&%607o$848?oz4##rDozVEK^-xi(S z7b`+qN=4;*t?=_xuX}#xa0XjJP_M^Z=C41XM9ADLvYTBYFT%IK^i{Mn&8`-F-HC0B z9M)eFlaCZaJGZ@B=E8z3I$1vL7K0VK_qeQVu zDWxE1-CWKY*Ga}Cu_`}1Dn`)X$*R8RnYp8NidZK<@KpnLR1>H`qttrcxBeZ1m_5=1 zVgrkL4x7<`qoX~%uPZN<(o=0O$^u`)@>&bw6t-KjmxxS)Wd&k$E=K$n@_pu>T61-R zwkiQXH#IsXFdA-^2U$c5JDY8w?YdPgPcw#}U=-CejL9-80mSj~XqSbURkYLM_ON6j zK06}^xjl;xW}gZG*l|~MLqP<;s(UiO&VRX#n&%C9{lW;-9JgCG|LLdt=)nyUm1JZT ze2bZpipTNDglZPmEK;28Ssjbb<6MG)i%iovf5llj}jp& zWO7ET-fybxt2qLjktP-$@p7xcV`3mUvc7?G7~RX|0cN%jsJg@-Z9DRr)-$#eUZqlu$HCl_@fH)hv#$2f{qu~{>ph6s(8UE^>~ggCX~dJa zjvK}ILFntw&h!IAMr2poch@*L(IT9n8IRis}6;^FR0-wvYKxxC6#1zDpeZdD;eC&SHYi?B?7 z4ZG5pGbNbjynL@%@#f{vQUbtkjS6q%MXQVur103le^1U zzt0%0f>=rD@4MGgiHSqQ+;R3mIhqleGM8i`yo=HA^MRC$Epd6>&cQ6ZjVx0dD6K}G z=ERee3t*bK>b?V83#l6E�amUzzg7Y;C!2t%fR7)@(|Dg6}jg=0rsFY{q}V`ALT= zLxO8kGgy`7X0Wc|{o(N1y%29#jcq=eQ0yw5S~m&p^jG_}*)`I~!s2RhLxM2oF(pCX z*&FouS9i>Pec^96{k)&)Uv(hvPX9Y`(n&EXD?joyQDIi5Ao0uTB#OEr_XalQ$s^Ko zR+ES6T~@XTy)|PWjC2F=3eP!MhKi`2^}c<8iD{_LVX7;{llvzhIzuE@Wck2)|C>t& zo&JJA&%8fEbA>zB0DqLAzrWLyFv>iaIJ6#AUQKzSAL2)@fnLLXAatI<$3DI-nWAf* z+-;jW+TYL-3tOa}N}8XJPo}A6@7~r9Xl_ous4Yr+84U2~T-ytlN1A^h6f`Am5l7E& zApTY(Pt@#DNb|XVXtmJG8G&4jx}5&92lUg>5aUeav>MUim@FA3ILoeU`{O`EttGa) zi3{)J5mZZUDNagF4^6s;7!f-BZ zyR%s%eJ{$7${6JXnDc;qvDU(8WDoHTj`Wpgzkac)gL9P7Y=PVOfJcdM4+S#%0xcTE zhA2fi->yQ7EfOXS7{w$nE-qeHbDA#3Ge5SS_zV}ii%#1ABVU&){0H&fx}Ohwi1CCd zilD?2pA=y|*6~RW;14pn&{|%ZLAH@*4w>ej*qpN_M{&Fwc%Ukehncx5*^VOqH7~cN zA347*X5qr!DM?m89`u$D4bKz-HX2@Nx6bX&6^(}BNrkOW>2lwS+V1mHG4WmanI<$F z-ig4|(U+`zG=?;^%V}BAJZ>&4smg;G%IV)9Ol0t1xNpkx_o`e41BX~z%my1My^r3} zla7kle5F5_6$!F4g!B$bGdf1Az;`zp`d!{_SO>ukkmlLVeHcT%pAMApfXLj;gC2Q! z3}^;zaUW?hiT?fCpr)TJu=3MYKz2xYNj>xRDxJQwv2s%NunIY9y!>Y}J4b5bk8FPy z5n6OnfJ-I-wei(pH3=mK=^ncwB{el{e;(fDMdW6}i)i^o8>KjyyfEI*qAsTr0vsFFSRrR_7z&Im5E|R7h4}2wh8-SZ^9Q5w%|JbJmsiI|mml|35gWG@b#B+9$!+3js)E&zhlu<>R=a{>Tm@~L}NbC7^ zl!eWlxh~hrB`jFmO$O@+%0lzqy^-*vK<}I&DS~;(>qud;$HTVrfHq7A7qRxv({_md zzzU_lN9%M#BIYs8-p^b;D>(B&L(EGVvvb6{UaX8VV2$r3#Z=BR4)UB)cwE-tESPrW z_y8RD^&ICD)0Z8OHp1ey2=xlX$y=Ao)D@9c0@A8+uM+Mqdmw(!A#b~dPwey(T2Br1 z{`6J9;~EDs1KGEM0aA8{MFQ)Un6V(XY8gH2-_#1)wzii{0c;BRKkc@E=*~AjYlHp` z{~w>vPY1bWT{I>j=z^Vw?Xs0i?RhUVR4K>}+axXzo59+-g?L~RItzL7$PGf+&c4OS z4up2Yt52A>mcjh>5YJKF-1v82p5ti83>yAOJa!GPe308OYy2K4661sY*&n>0KQtW! z{2)#D_i2bmG`0*)ISk8Z4hd7Ya8%hDPVwSg>s_|Mkn&u|`MRP7i5y5u$M!?$6`GQ! zdKz`$`}7W|L(`!zB6L7PBER6Px#tRJwnd8)_7<}6D7fL!1};_1BJx=Af)4RaL~p7C z#n8bH2uYPQsq^PNr(o-YTz=eE(g^@;pdJw4N!MokR(>%1D0k?|Y+aJbEi;6f!!T5fP z`*AASuyiQbjDkw~=o@IeH#DfJ8KGEa?cspzgO{H-Ut>?aZ~zZo?{A$5;H9sVsA&9A z^1>R<8?+gKwl7*vDS*RAiH)0)dJY7*w_A$jRhhH|9NW0iMN!NvDx{eS-*!AMY9DJfm&1o-#= zp2_@;8}qU8gMrJ!#4g9fLT&8i=ZP1XnR!_oItv2ks0&(Qh%4j`ssL(;jQwr2yH<}u z7avtrq8F@WVYUH7M8NRdoex@&HkGcr~F zVShKBzr_kW0^X>ozv5nMqJ&04Byjn=){fUjHtX!>i3Co}0tSw!?N$81xjOS?pF4l= zvb71_-cZLaTNAn}CP%5Zl{zRI)*S~4Y(Qi?5aqz>tQ!CgEe*l4dOnZN{baSE`#@j~ zV($#ZA&|YVbrcKfEf3A~x4ll`mB}D;$XqYUNkTKIC|F}#*YWyXMmuv)da!$09R{~GJAd1C>! zUf2l_-W}0pWR_*+f*{m5!!y!QgtUyXwZjIT3f!Vca|YMv9jnHm3kHt`Q%p$~@*Y6> zjTVS%Ocba1$h+AX*_XAbymx|le{^!4@k$n%E2C5xxkp39bE~;k8jyj2kJQqX!e}42 zdsR$Dy1gke{ap9!dnEZj0X#<2YW~B@G*aH4K_K|}hIqgTmw2;ei0Mdk#74Qy6z4?{ z55wyXgG=wEQIrf{fC^(xH{Q2>D4?b7)Ny9TBTHi~AjC=i`>hZ$4JY3Suf>FHd3)_t zrr%?yb@T@y|1Ta)uht$NldyC^I&~9Ludxadg5Mv4A=jpKhGyR>edf6-abq zz40%JJ_monztjGqCON3K&Dg9)mVBG>H%>mk$82_n#!$B#a>4&;w5b9&Pbpt91ZkgL z{|p=arQRH?)|xF{N;D^@)eZuax1Y;D3%x<7>zu0wFG&m2>7BZBA1W~{?Do6 zBU6PFPTCYcC(0@!!wYzIVV(=_wq2=o)p#q!Q0KI@HePOc@=5e>k+S;u@?||H6VZx_ zFFv)V*apVJDm=IRPoqgSV@&^_dEgXCo`P8bg&|eL*iNhlcu^llvYYvCxpz;-bH5goUaN^EYqU$*2W@#lq=XvW8vooewd}ANnB^ zojaUlPJn*p2vy9TV1)1?99EmyuV{LJ3ZB$=?1J{X&VZGO4F1>i80yJ~HeWGV`lv)E zB?*dJ9oNYwds!+1dGr*0o_To>;xKpzfsXFk<-{}HN*QI;86Q=yj(Xtgb}h@8M01Iq z>$333&@ML?JRQn~K+n3rxPIqyaCMbr^T3f^mVgA@Ts~TUN|#84sqfPTy;mZG9M3blu>`tRVbDlUd7mh#^Q`V0zDiVqPD=GG)JJ|rg#0S8xHzd9xx)cE^*Iw2qs zpZa<$t&R}DBO3U5)j*n~puHwK&1$qiDN4Abya=G2L zW_TWl{h8dlTqq-F6rxSc*{9N6dCs@rzdriQfgG{c)gPpiRd3ea?iK!1COZFH?vYYt z3h;1jc_L6Ae=%GJW!~gp2xa(AkZQw2lnHTVdHES6gF-}2p9=wTE}L`WVFU>saODaC zW0tI7W32e!<)t+?- zh1#So0oGZic4u8%OV| z$UKprg>l@4*W1zCGK%oh84>5MWkjnn&?{+cM-~l<25O*|V0z-s^zcfgU6_zq>#D04 zVQ{2UaPy~GDa~`kjA|z?No(3#5w$q-Kpnho+%iU){Do#&fA3On7SSTs@f@*a#9&!# z&0ID&7RYCyVV^;?2pKzjPtP#cu^9O-X42~=X!vb@_yVwi8{2^mr_|X$>rrS3kaU+iV{}QWdy|{Ms0F*9IOQsLL+4kn`;2 zUXb_pRSIM(l)?IQ8%|;UzR1mT!Bd|Pib%vs$Y4N!t zV5?%Mif02R7}yZ}_uFRAN}>|Xe;|kfEdVs-M%qSga*4xj3KpZ+Wg-K}CM{3iBg*B) zvn)xqsb;EKT<%?kthV!9_*^4_@OU^w!hwNOmM{VKh^{aJchme?C1gz3OFnF?0*$3Z z!guhj`z$jy37nM?qbX$HuG2qVHLDOkz4e>JjFi?zh(A7?;o<&O&^j$_;J4mNN3@XV z7aqfW4jTb4tk^i#yUp%0N88~eOi}c*AXHBLV$7N$pqgGzU*mp)L7YIB62yR+m~840 zwW%CnzGgUc$2<94m}q+u9%IHKWQ(v-^gw_0VLT1?u(n~^GmeJs84(sNc2qN4K!kP= z51FiRI5B3uS>`Tw&ZV*xHOlZQa1<8(lpYZuoVuGzy#BZwLd|FP+MC zE~D#wgbYzZoOBd2Ac9yWsHZfgRoa|{Uje$z!Zt5ds zob1n$p24@z>UY}Pyh~OubX96O?dv5%2^v0T4QP z(2qJ2<;qWJ=C|1RRu41q(sH;T5Yv7gwyI3A`KZ>SBZw;m@HX_~Z>gRbVl(nEmF?pU zPGt89Ui6)`tZ09mjTNqp$EX-HQ1pA8b*w-+2YfDnGnYgj9mW?N3Q7E}tNHr|{s z{!WZtkmY%S(qK=mJ<&j|l?Ou>OMv*5IkYkd(jPMXjqJ}0;jvN00mQASzSyrV0u0)ZgS)r!yxq&UHDmi$Nj-yTNB6YRL68O#Il1{tv#4`HhAOIf% z>}AB0G8eA`it;=|9~&vN0`7FdZ5WA(X_?5RG!$??CU=&FdzCP#aKVWZ5UI~8P>8D+XSV7vlX9ZEt_ z1o@0}n?C7RM5yCxn;L{Jl%TXOpV@6-}g!Pe(Os6Re zDJXG9^m}~4{~Q4+gWja;i5(B?C?!R+0RMO(hsZ2DWf63?v7;15@BSNpk%=D$mhfvZ z-1}m=$xDZeI$z_8i&G=n{^F_u(&ZD9=&MMh&chT{Z=SSv<(NZnNei!N5Yvk|*+Y8= z6JoJxaFM5vT90&l7j5x|y>Ksk!L7ij-WRo3->ExQC2t$#)w0ZNFz*I9rWNQ76M*hbum%rlU^xwS2nIB49TQo;WcZGKB#WEpp~+1vL53S z61se=2LBAdw4S7|w6Y4o5il&o51K&qkqlSupQS7+A$XOa+IV9-m%;D*{BOZ`LM<9b zIW!fXbE_Av2XgW-mlool^q^9Uyqen?8IYAw#)*`UHRR~q{DZNAtU2TGiM3?B?|S67 zaAESatG8b|iT*DP5ta-IL;R%n;j+Hll_kk}*1P3bbr}6xGE?bba4&bE9KaUBL%%6i zzEQjM^_W}7ztMdLVdmT^6jq-r=A0FONk`qBEE?A8YrZ5ZwnC6v9mQuAiNt!k!47wi zgpr555dCrIe0G~k`g!obmx-I%5^viw$x@}-Xun{rcfGR<=Xv94E^HPTjNdb8HTc?A zk{Gy4-+;3{^?rCzbbGA2R!zAc!hz(4&ETXQIld11hZgoQqTgr^ZfZTIyWzcONieu=!fEaXP;Y~ zVxW)i0LOtzT-KxZR3fZ;6rv)G2mI;v@;Sxy$oVnF5a`Q#Qs&wop=Wr1+r%&Hx_Vfy zW@)V9(6_u@Tw3w2lK@pNjO^#$wAA2qj9~~d$kiIE@uO~EMJGARUH(ZA`vsU3z>sMh zJaCN)=5$V;9C436weFxk$QztC2JXK=1jcAb#@f{ggzi(k?1q=Tc;`QrId`W~^6pwGGP2cM9L7vQGXrzbogL@Kjqrc0cQfC3~!na=*-$ z=u&F)@!;0k=w;^GSs%Dw^h8o*(YvVH%xkZqJl~RM-npic(kK)^OB%$Mb<;3E0 z&fV@Gdgfgfns*ppkvIQ*ST`4xWD7MM$x%Xt;gYMB45^v>SYqVy{vyHTLk0SOk_kO5 zS<>=&$YE7Iq)K=Ch9W8C$p$MCI>*iu@Z5qHjP@<*Z+^fiWY@qWAVMh~t&CRcJB7w@ z)eAtO;_b-HhwbL%Ht>*?1&!4-jiE|;q+#Y|S|TMMQm~F>#j&8#6xzk6$~%3eh!gjc z_AUw`q8A$LzZ=9YCdW30>DM^SQ>3sqhK!qOPb z%uAb_j4uxGChtl^VREE-;1Q)jy1fwrlDLuwCunW99G^PGN4qf{NkR0$vwUn(s^Y?^ zy28s)Jge_uG#D7mg98=KR$h!9?>6-G@p^3him7Pn>799YX$F3nbeM=cIeuORL6y~` z7WUw{t1q-i%@#$XCjKiFpdw!D@=c8h34M>+t!JjV7hbtMCBF*f>@JQsLY4c}5jDE| zo#K3h6&~|(jUIFMUUbGJc^?YY$Y|sgveQ#)%4k&FQLeDt1ILeF4=Yu?0{!fH8SX6) zkv@4~ejpWliIY>jrh1y?8rM<89VN=boQw}F3p|v!Bji<4GgWtS_9vIpV}>-V4{Z?W z0`_J;QHZ0G0{(I*TTU)n&00u83x>N4<2GPypIpoem`+jCO5s*Ez$_!O&b1!s?tj@W zhSW~>pNhjKoIXMcZS`{k@ZR+f=0{$3VK!Xzjb{;9v}U8Nk#`NXlf;q7yr z80|dU+HAmpsx$nwHA=PZ?s;SX^uBdQf}duf@8A_2tJr&W0M?^z1|V>ePdq6em-D-& zo7YKa_I#J(FJ$0+3VD$g-}Tae+d@w!_d)pAQNsU!0Le%}rd0bV7#!j}y1T4savy*F zw*Vkb5yyC932J&VjMaJR>#O$#jvLV{+e6axo1+@aUKQFX$ZgG&7_Z`1eN#e2$+a6s z(NlpH$)H+*ATz!Bo<%zqOZY(E>U@W5D?otIR@^<81P{+C1yhI&IQVXbKNWw>)EJCK zh@QdH)b)afj~5Xz2UO)m)|`*$RA|bK&qz%79|eR3b_xd?{XjYoEfGS5DN&NgRowsT zVEZL)f$eq%oh^w~|DdOf7s>D8kY47|q4P!{5Rr=9>hX)MUZU{7eal_qTB4!+AGQc5 zGY_t7PZL2{v>=6s4vm;<5!`)lwMm9?VPcV~Q+p#F1EoL!{*LxtA+QYd>`Qvrh@$=- z7}e9WV{U89&Q4b&Jt*J?2yvrX`VJgZ@Yf>NZPs3D(|x13Ao z+O6DPx!9L`X<+VH>~oZiE*L5vjJgQRlr9AVbIGee=I5@oS*cOyY$_S{QG_dx8S@Cq z;jy~vZNWhFpuf!ji!_9F(sYm1Y*hM!&(D3p|0e zu~A*|@TJ*%-7fJb@1GwD5M+&L`bFX7V8YkRmB2AyR=)|HZ@gKOf)`tmH*oo?nspgi znIfjl>iM918oQ2TbG{GV;ooO8#9C+TqUY<~iLMmbMhN({&-h=F1 zw*)EGHcK^>FY=F5HUA2B@;ci;*Ma%)4}h+Pi9u%wQ7p1wv#Bs{Ug?kXQ@ zT|2}lw=6k_p|=7}1X5mVXUEL-0mwWD(AQ71Mgfhkmz_?rA?^ZOaMu~6;=fx|`K&S; ztqV!zK&dDR&q^Ej{&IpHxT{@0|5@|)VgHQ*tW2G7AMQuRTQQ>FL|Umm zR^52i4_3%>2mDs{=^!q(1&eWbV-t$HfY2L@#}wo1XWbu!nLMG>3m8O1M){h72r=mm z?O3Lz1vaM3%8ie6X~~?z?7ck?ic}m)#ad4}@Zt=-3hDS4_}(eOg_J+%-k0Tefp@kv zzVGlcR@w^_&s_Z6a+X;lXfdZ#A-~0^VW%UW(j+INX;9M86SK-MB=`cv;P@VF$3}j5 zO)>_ntf3tMnI;}+nL(7JDmFuhZ}F|y8rN*=JZ*@=^CMVzqBB5-b-q&+L*E2{bX+ro zp}f30)PF!=S{l+IRR}&hB3ID#LTk3TGk?tKFsze|%#Tr;uNU+URm7=rpYk00AsG5s zgIui;*_P=I9TT$CrTei&WeG(aasX}SZse`YfMA4~{Gx9T8Lgts+$yqsUcl8=!|ygp z-Y$xr1XISD=dwq*iG@TH#YtdZRhGJGCoTM=9V5&2{{D+BOQGoZju~s{kglqU3a+ts zbtTEuu}M*L@zAZ@!gol|{j3jR^ckQpeMU0+fUOPx@7qiWPvAN)N_Gxrh_9KfcbwqV zL5&_n(H8owkn@v_2h%D4vhd6*$fvpx0sOpz{tMDDcMhSEo==5y$iAXZa?kvFHQqfe zd6GqlmnnqQuY3e=%(cVr=X+}%Bydz@_Ybvbo`rw0c=j$;t(s;y06 zK!uFiy)=2Q;OFHU$x)MyTPDO60u8Jt^)wr%7rDMlW+@i|)jMDA72GL6xhQLMHNVTf zJQ+6?Y$d%4Q<7G?7?yse_OG{hxR(TR#Qc+h5LV_teL9pOAs1^+m}GLfoPlh7jrK6} z*pmdg!v?teZ)?rCt3?}gI}j~CS0AG9bewhI&(yp-E@(5*(a}YWjJ+UyTqiB63uW{< zl?$$~YJRfYdP@UDjOHWoJxy=Kq|EDYM{H(^UhZgxTRbKkFEk*^sG_E&i^-gXhfst{ zgl4RW>%-vf-}e2(tPuOWB*0^pADvbL(0E zl>AI7u6RzRi)(FwIrPkT{l_Q?ZKaJv5jSzh2Z!nYmPn7_DY*i7)5w>Yba%&#byf(X ze111h{CXC~ciN5k=ZYO1?`?9Qu?Ha%Q6cSAM60$DG;(=+dwO2FoCy%S)cWQ7Ko6EF z^^ink%vsAfTcef921Thqg`SSkNo`M(pGW1e&hoPDw7uVMiQ&DQVigp#GKnn6yxW7j zEBR=(QC7rI`E{;;XeMFSrR63EBR<5XCM)_=U&mOdzU?=Q>kzc09+Vw^ug($(Bmq+V zNHCcO^NCuJX`ejfH!Cj|6v>PBy!UK|NcGQgK3h0_}a=KfGy7HU}zb1Fi;?UB3d&qBO z);u>l2_^IncznjrVb00p8Wo`v)pFf$>XAD*I(ad_N@u9GW0C!*F7=z5`9m4eeeopv zs}%_iL&SN)vg0Q#KOfDs@aA%^|7x^n1S_VU+7v7P{F&gc8ny13of;DM^OKv0tj=Jc z6-1<%8e8}kA$}@z-Mq&FrJ$d0ihlt}Z>9VKS+WzapxKyV*2Ij-lah^ZGLEfkP~~ix zb%G=WSzYLmMI@*fh5lRA=ySgCNcnDYvCR~^nx-;3h~=>Ua2(xru@wbv(VJ_B%W^w; zb5oR8Ht6NfYZ7rx`kzCwmV+IM(23zE2(=P6dY%^PM#a?!vJ`+u9L^bDNrm|c6?x(= zVGR~q1MFg+1TQM=F#}6n88Mp&7QsT9k&YYcVV4?{NgF&JLk;)_4;KMS1Dxpnt6-M(|i;t$jCpbq@(kD-gh?>bh)sp#ud48tGei5vv+kXHASaZZnS z3tw{G+|q%><5(~j>`DeN$PGi3Zf=60lt)oQQe~`|^}YPGtt-GvDjpV?Q(x+;p30T- z734N3z+tx{z{(?bn%3&1j4cCtTIpVyd3bv^L|BLGn&`kK!it32NunZ=qR>4j+?Pxcr~sJS2N z?^=4Q8vUTBuY8-(5-9bvL{ZpK61!?fj zg2wsuLh=4?obALY{eyzJb~KeG9&V1X$xorgJC$o4=IfPZ=#3qlx2HqISoOy}2!Zst z-qTQrIEUJwE?O0jD;cpQ?yai5rigy8>!YP=qKPrKKLJ7eC#M5hPOoPt9v@+)+L4uq zxk5ZumXdJ_(rYVksVh+-ESNY*;SPVqqxyM3*r*WFU2K#5y})mE8C8FScZZp4gDZ-1 zlHIeYs7$iO(7*1Oq0(=%g$OtQ7jfn8Cv_+&k&1Hb>oYo}FO;d)LAvTka%ptO|IyXE z6Mgspt@D!3&ziUVSzRbhC^KCsjMqVSH(@Krl6U8;5D}?5kSzpvn@%$EBrjE5A1UUx z738+xw};&1rhqS-j8(k5EeCAbu2doOfe9S{$9=farjmf+v3Xk@$jRv z-oiDOs%}U(iCH8tw)>e%)lG%9PE5LZS9WVq|0D zl;J~>4XR~DT}z%+NVJN|K)s0;V&uZWZ&Z?~z(D9gW8?{hd6r>u`syx!`Fxwv3a=aD z08#&kbT4UJz2Ab$A?2BX1Ua_oqkomO{{w45l)g}MlW?4^Zo)e?lc=ioS>f$(Ji6RG zXbLxM?HIOeDI?VB8r2^|qmy`z!1>m(Hl(G-Vb}T`#6*W%AF57V7QriR0Yo$(S_m&M z9&I;|$;$FnJNDRAFzaK0_nAP=Ta)GEv43}@4ON5$)mVF$fLWRmhF%)&?Og$MaBih@ zT+`)2;#mI6YmEk;6{RWo#)B1h96?YC+pGQ)G%GoVK>NUY0L6NXXJKaAyjn2L)gQc{TXl$%V;qf9k&Ou0!0)lRW^RY`K2n`Fju+2T3k7Q1? zX`Nc@2qp=pf-HgIMP5rT=j~?*GAh^L0iS+oouj_6xIp+<-|8=_-KI5mg8X;``VdRo z|91!KpfUhk)@I?edx{OdR5)7UrIm!efzdIZKVZPD5)Dd=pFjYPBcN&y3zk*5`^6*e z7#*9!u5~%Me|@fU;>{v@Xn!;5?6HzwtVG56WxU$9w5Q(~y-v$jpqzGdzaY+bI-s ziXADyK3&z18vYz4*atXYG?#R}H!B=cNjdZkmnUthL7F~S7DL+2mikYd_qnFe4)1eM zz~+7Sd7ppYdz_q{oIZ*iq&a*76_37M;%P0( zKqn2e3(bRg^GpX`c(>JxP*2dnkBbe#vkz9%NG-)Gf|`RESniD)5E-%dus74x$KzaZwTG0q7<`35b+3zkraaP_s$4qpD>PzdO`oNiPz4 zd>PbQ=eBKimaRSGEzhWzLDm0GPg8NKzb zgEXvXEXjhxF$Fam!%;%xh2{YZ_Y)Xu`X$7M5^gfEZbd0FvohHRt$U-9PM}l!hsUP~ zX+x-Cdj&rVReW+^iG|k5i=;NnbC$vLs6Lt2_095p>aX7&X+d?Pysz>2%EOgdUz&y# zf{xbYDWOISK~1Ud1)Un3gBQ99JS{YAwXUoHPwXf%Z&eq^Kp8j%fVl*OWE$puL*sbm zWCsCxz(Ot+I=Fi^+t2au7$AhUjhOdFg{5`~l4 zsUM@*pVNrM#kPQ@%GWwag?)DR`w0cJhz<)TB+-8?+02%VrIc++p z2W#GEqF&SHeHLEtGttS($>~~hkmhv5@;-2`hBNO&Xz>Tu2g&=Ub16ZZ08OAKPulJH zAXPzKB?CEC*N@juw&N8V{8~#TSdsCptZ(sgz7;H{ILG+YC=)=BSCrp8@sb1WslzV+wDS%L|HnbxTZ)CPF2OrArKrmTQ3 z9dE^{s$S~{0fj;^lj7#Fz9N&bvQYbsT_kTq1`WgZ0UFiKLk3sLgp{+51NhZKQS5^J zBs{P+pHG@lD?Hssz)&_uwZZFVwNoA|h0R@T7_c=tS{E0~b1QZEQ-lM-m^>R~D75zt zqP<&&=d`W8i;oIH-{1%iU+ltx!|gOuCs10HWPQ*-IE}EV7!>Cu8-RFYtN$vwin2Xc z$wS6=X&&6Sy$}y<$_r-5v^}lMkV(T@{jNkLHH|(D67J5|jB>1^@r4H~uzh)!?WevG zzzL>n*q6%UsKUrr5A5w=Ei~2CdURW%frNl8h1af<3d+D4n4YtCo}_Vq=yW#{NS%j?}+;5IO*WS(R=^Db+1ltfYjlq#|yj$ht_zu}xEv2j%oM}AdY1FzcCB13y z4Ol`EeMzx`ZQH}+rLqsyE>Fr3`aA(%UPIN#`x^UyC!t1bF^2;)whpp^$56QJ!Q-7s zVE=yU!7`L-ecZxv)OMxG7qF@rbrR?8N;U033=JbK`K3J{>Gi}o152qWIK1B7wrEg** zBZKRY?zC6K9d8|LCrAX4m63q;H0&PQQh<$>88oK-=<1oY z6!aEKNT_1N%mZXu1_?Bc9ixP-LGxlAz1V|OG?oP&t18m5l}4)!IT?=f)M%}X){TWP z09G;$Um2#|LrPsQ&(xH8&)zuMfu^=03&-2DJ{K!WQZPgq>gt~)>_nj;GZ?<7W2l!@ zWLY7X%H}99lWKY$I^BuMsTr*1^?d%`GVENLWge4y8oSK|1!WLiK?BnBRB49EU>qKs z!dV)VN_wF=wW2%~U!?(_6dN?sZLZBvV}5!J1O7RJK!E)@fsnaz9J|<#H&6G_SOqq$ z%)~Q$OHo9lS|Oc+A9frHGGfi^=*c%aL9pw!jF;X#&*DCnc}bQ*@``!DUlnpE4`dzp zZ)4w!Z64p7Pv9sv(DWpj&LLFF*w@-V^A6FFS0Q701)ttkeA%O;_h~F*W5Utc>9?>y zd6JX>Mqz6AZqCK7Rav$kN&9R3vkAs?Jh#>ZHgkNd1;{kKH}bk4*qCd;tDXI$qqcsi zBtHXL>G7y#n>z^#^7gE(NHx!xm+)n=bl#JM3WXa+u^*JML~~4YNat4K6TL+x8&u~_ zY54^M_YJRVQ)DMw*Oym_ouR$zqpYE$co-9v(@isEGKVjrvS zo;Np?)I}c8^90{QLhK`iw~(!5upaea4-9K9mh|_;HP*U@;;xf?nh1Q5QcgG zCGwu!zat;_tjosof+WIXq=k`oa}Emf>IibG1*a^PKL4bxiB!J|*z|l*CtWoqu8<&2 zbtRXgCrzJEYMYdjl43t^r!>CyoLcxy)aHF&>N8K9JdwID7Z=)ga&r1``n23P4$_>i zDH*NWu7)$ccJ+tQht*PpG+mR{qp4jAcf8p*zl>gm6)FT!nHpa`-j1VZIxUU8zV%K? zj={6{mtz0cLJMEaq9L4`5Jsb`&(;%l(wNH6j5i>X^(5m?p13-~$H2h2C07`yp;cLy ziU+smWB;}StS?J9FOzR<(!#ft{6gVS^6~^j+d{0imW;eQ0zoT}rEtG+8fxp7r{mEb zMHcd>+D;*1^JtN0ghqaJY=mY0Gvi(t$N#8al@gR_?VA#HXg$rngiX~=E6R#D?~A+! z^42NkyV?^%qr5Ud*;1p+qj9{Z7cbCI?d37#Nu1*R(Auy{o?j57A<;NZPEKHAY>4lh zLkA&1HMg3&hSAhLh1vNC%NqIE_Cl291Tz{6C{!P=m4`{F+}zFcC$Mb_ zeQeR#un#pq^%f=fc>Yi;`UV1)OlCjFTGzN-dbLp!g5eXS5uh1kmD`0IC?Em_E36^JJEswlRu zK-ZDYG1pqX!@SQ_4^4ki2&2Y4B|h3|&LM;_EObv_IXO`xne z1$hKF6{)_|Fn~JtvjDD^Z8&kE5AnQ5K1b+WPUzGDKaGT0b|<{%a%P2kQ<76O_oqsV`S_92FrSCd8|RLux9=y)fA_LALU~kXN;q zecZ`0lt*3f)0au|+Unk1G&L?urAjonoSd#L&j$Up$U&OZWqBVKSA&^0>FN)hk1Ef26r@E(MJ>E~=cMcQ zAWfb$UE{}*^&7G9I?mK$oW@j0ULcDs5bzY1s(9tbYpG6R60$ zCC`G^rD*+;)=dQnb(d%yUT7S!T2~V^0Htyol27d}wl#2q6d8RoeEVorG}9358VIgy zlA$hRw96N;1Rv*W`^^KUDHK5f+rP8OGB=v{g2&aA(ONi#G*%Nm zFS2!anxpb)>H3u!PaZ9KJp_u8eEl7s^VOqm*53OFwomLRv@pV^4!?yc$|ECh*yS}t zG|u0<)PrBY*=U|9)zKOnnj|RAU{z_FdFU436*82yK2QlKlqx=yR=z-L3&+UwqIuHq zGNvauU+UQ}!^4xdwrn+_TZXvThQ-nxQ(_n;KA9%`2y6sh8W%5o&AZRy;uG-p#a^7O z>a(%}N=DJnYxMJd3OV$OjjJz)I3NG{wFdk9s>*bH`Mxq#@LKx``${w-P)p?d6;7#i z^d~R&AU`J&PwgsPs0Bs<<9`I53Q?8URPXbTP9dG(wx%Eo6?w^og%oR>JlNW5dA_&L z_G5_fbnm8I+_xzQkvxaisVPmqQtr!}_~z+O^N(R{qXr-OQo;OlDk)Dn@7)U%@FUmmrr!qy^+H?`Pq9)uya)gGB^)( z-^x>`dT%PSt~sUh3Mx>p`&09wueT4w6Crs1NRO2mSjYE%`To-2T;nyXbV3yG{TjZ% zqk9ZlJjc4_X_g7LTj84ZJ_E1@&Z$~HLj;%GbdT&Puq>r1$*U*F|#dz;brxp6GqyfKWRhD^0TDl!G9ous?aQ`~(3F zqlz!TdaNDQ4Fh~nl-0GO-D#j8kjYJrvt$h#aU~fTAL-?LXK6G~p^p%u^yMnD{OXBz zt1Trj(}q=djgu%;{&P+^Me%hHe# z7eSaC=5>v-Pp1(%H;U1bVKWeQyqJV!3{FO(i3X^Wk|Y!O_N>prIs((>^Kp~sMBX0( zT0Q$%p4Ad6-*960e#4He?wqhixsAAX5gjj-#4gKYgv<*86SadG-_P z&ewILvu6Uc?4RWY$yX%R(7LHtPj%qklO5*CNhLffHM^>pDb>BoBP`Y++jp37p%BAR z9#5KJ`!Z?JE7VnE=}B`;MUMq6T8EaL6k~}}lz2pI*1S~p3U{2GoI>l+99}%!Ve7me z-dTXP<*78pCoDX5g7yblev?o`)9F?SJK=G6OGpmIS{2Jbn|wzO^@C;d)xL zCd2=sZFyF|Y;hYk2J*(pJ5$Gbr;tfKM%EeO(2-BXMQ34C+x zi(cOZF4Yg9hv(85Ywf14_ukDpSd|xrndup1WTe}1ly3hR!Af7MXicD!m)yH9$2^J_ zUda2knti9*c}iTetTe^WW1*mS1Q^^XEc2byUAz~=Ec|e7Nvhos3aP9lWXglw+7pCq z^_{%oy}Y+n%vxSd6^wqjM&XI0_NBl#9;&c9eO@}H%vkxs{3y;;(>9;V-eD=4#V3F5Z2~TR6_%N=v$F-g{!lb?>=F~BP@1j86d?u(M>+Pt zd#Bm1_krz&21W`iZD-#I+6p;l9$+Zx!|~cay!u|dg_|mLFphAd?2x1Uo5ChN*j2l= zcJRRQcJqF$U6zhL>$0u%f;=+A<1@CNN!L6!=10$90I#0$p{sWsYgeS>aT@Ug%E+it zgX9K+@C=Wu)cdO8^|MzSjBcOYSA@-+8-fRI0yTMIRj|5=?@{QhAXhcT9@(1ze)#Kx z1VBo-@y4kx3-8P3_3{ye&b|p!zr1X5mY^gwG#uyJ0-Q@qk`al0YtxXEC}0`K^h5yZ z31J-jQ1tm{ETM?ztYBi_`s^#d08qb-j8EeyuQi~Jb9{}~L+&fK5Mf)h78{NL?@?t( ztZyCR{jTuS1blvP5oRXGd4EoG9;e%v4eEzK91a%IR>G9~2<5t8i+K$NS;|Do_V7Ma z231L4OsE)lJg+B;kfRQ);n=;z@l?U?-JEB;S7q9msI_YH_{1zhun!%Cw4#DUtRdt^ z5R?^ySluv4I0~Sne;l=(=cbrnUs}|2 zyp`yvV}SRgZw$T>)fbFIe4MhS+Ev+g-DwGO6cMqMAx-VmXRi{Q*fW}&+Ut$&)t|}w z>B-yQ$;s){AqQ!nLM{Ff@IDAUui4@cj9c|#AV||%6hYcj`6gC{tOaSAnVB?{Z>+$! z3_7iCQAR|CARav1g?G<%TNb@Y8eGdtQn8bU(>fYpTDY&wZ2}BsR#ahOg+0o+RhZ)h zjV=LFLx(~b!_ZGqQc{aEO=AW;ad9*N2^s=`(t;#>Zf~gpg&;}^I24-KOMsKdP9Bv! zf{;Q9yLs%IoSJ04ud}kr{5b~6&US6Dd8pJgO64n2Tr6Db#@nBD3fHDrx zD?{Sogc;XqZ2O-+x(taip%x0%+uMt=(P1R>IMZR#Xzv+EXjB|ll@lb{=Wnu)Pu7eQ zKtr)-W1fWtsz|hwZg`+3W7U)9u|hwUyrPxHro0Nv%F^&8p)fyPp^*#waZ@N_91T=? zNwhwV4aZ?ZcTK~98MM|^4;p>>piK87M1{el7+=z_YD(FuZJ4nDKH z#MZ(I#+8w?i?FTo0RmE8PYvPk4~JW94VDtVJh7v|YMLq4zJSQs}DzmdV+IJZJZ+L9IP5dRg)j-X>o*>606Il&^4<&79L{BN)%40 zERl!K_n@nL3>#Ku;F;aUSERl7Kuw-S6;0M05 zfqHC5AySee&_P&i=O$p%eV}>%>WNNEo+FsKcVi*4(g~4~k@jqwo|;5V_#7I0Cowdt z1Q&dMair$iv@FhHFTsoE)f;EJEQB$M$Nl;v<@R@ttvs9ptSrtmt%+2L09}tlM3dqP z@S(E^nV&UClNVeb&`b4$mMBD_fx3@$99?5VOeChJXRO46AV^+4dDD~_M&ZPoMOu6J z=9x}|tqS(dBU|$<^i#)>RCn!7Ju5hlvFy{&a$N4`wJXt0YD%0n8wLr9DhB@4t|F`NmyxC{rQx<3wX71|jlX^{?_xY>O<*R{h@n^O79w#TK zPp%xKeM;nc%@#lO_1a=M^R`& zIAq3XudN%IoSd<+qFw8A@dP1YLwOoXa}v!!R2Y*&?o?Y$^|6#-K?au$8-)RO5;U4= zI4NVFyj?9_Q#@M;R#&ED4~@7ot*@c+r8-GU>n_iY3@kG^X=GVCd>QIAy2ofJ$}kkX zym^`iA&tVGz97WNbES1jTWP$lP?#Q%A;~kL1PEGlql}32+)v-g%QMy5*@Nniany2C zqKH|7j{0q%JcFyUEvbX1jy9cFg`$-;QSDU`Zh7W7^=w_&^Y6Bxfq%=+N}!<|%yO3$ z&%T}T8NgdxXkg{#WFtEx5zXvZc>olqrZBx@7lT>v?xXSh(55_;<|gqt^X7?EeKC0w z1tXrZsL-=B_5C=0sn6hoooY!$R?vV}Cd8|a$}GNrhC6AEP9w)bi9E706Y!-6%dsp! z*~Uz7X=`i6y5)uF56oGg_l-_j>iXvoHlvv^ATQPwtNFJ!LbZwC2UbT`$&SjphIDoZ=LM2c0S1KR|KPoviJB42k!T*@Q)uhkltocjD-WyY+$@J){npqqg5JIW(l{@_@o>38`&Hdy zK-t+p9;^q(`K5l82T!Ty)i$pm^+m!NLilUPIt>W!-<*qW%QMU?HZ?Pj&b~3ui*c(_ zC)m-K6Z+yoA%nIKFg(n%1}dCR-kS5x!#G>dYohU*ml1|x|1|FrKZYl!3>xL3YGd0~ zV{9xijmP#DVJq($4;=Mh-Mgba-_Z+w1ixA2a!zUuq`Zm#iD|?{g&-q66{k54YPUig zA0wbCJL2N`q55nBEM-(&&i+)0ZG1w6g;OevrxL}eOhaAEh}}#3IiAaS41uwvcF2qT z;*mB!2dA*OWP*~T=nD*b=iqDc{!qGUdNwp7kU#d8_l99Z@ds-gNWo0RxV=!@)H8gkL)r%=HqqY~e_5)}Y43B}+w@t!SlZ9Y$?20N2Wg*hc~GXGUcCF_Z{lvX z*X&waYLF&*p0tdN3|y;rn+*NVficUFr*Ou1&vxS&e=2-X;fyQF(#$BIrXj0z=vqso zwMWV*Cu1><2ACkKcVxmmRa)1TOCwpH8-=gQsBIzmDWp+_Xay5ViNNO{SdRNQYRykN zN(f~#s%vQE3w{Jz#RMH0k@^-~;bYnwXf&x^s)=>FRvGhp&1hOrLuV$dp1?s+=ZW`PpeJR3XCkJfI!$3KJ3+*es56F4Uq zF4KMr@KtxOo)Fqe5Y!hCO0*$R^wR8mB3l?7{N~+e8s}puE9M-?h_wRGN=%c?`K==5 zYP;sMia#q%b>qqm+_xdu5^98o%pqbffT+k23{QqyHc?%R>fs6G)|8}N{=&e-V-2$X zub%F=aLui2GjachOr-KW-Guc9f{@NVJ3Ebo7kVvpv%DnPJcc^oVhM(S`A)O#Q^E5* zNpJ~^3gz4*)OL!^Wo7+^Jr=v+T!t6SnAR0Uh{yZ@m`h}S_Q`C30DFV z@V*gHxAESZ7@x6qeJVDc$-n8k)Q5e;TebFOGQ})TFCVl?u zb4H%N8wtnsKARVB*8(=Z=1KcFIXQhYB#o!q95mu+*wX+G&}h@Q>GyBV$Gz)wv92uL z5@{%uPW8}cIR(sHMi|m;FrZ``$0mar5xac>)Y71=ZXRWqgjxngrRP_Qf31IOqM_}r z-HP?RX*`ZHLn;-zGDx=a{rzK8I6|-;Vt=kEjlrhka1^9)pR`!`rXpzgk0UZZfyQwG z4Z-)<8mT=BrP3G-4^8rwc~ln0;K2=9D9F;nd)v)GD@G~WIW7XwNE(xQJhlKtfTq`0 zmZ#w|y^sYklPI`TyFDg`;;FV(?c2DhEpN*X>GtG-BFSf2xV=Ir+ z5c^Uo`zP6FN}x03pEjTpNGSyL7@r}@iP4;kMYcB4yJkJN4_@fTYwvZ~{@W`fEMw%x z%3RL%c;s*n3QCm-MAG$5@EI@fosZ9w3En5woL5@gsEmw{5Wu!C%e;Jih04CmXU#jO zx~<6lBir-s8uC)(EQ6{_X{acEKj&~N?_Jew(=})=X{yj$ zH4lpjd~{=3}Xr=`T{ud^=0aURd^C`(zEnXn=4tpS8(TJw-z_v& zyxL(Z7_H2NmQ9h6BZFBGBoCK*U47r)=SK&Pp)MLdGJg6AE_vAr*hz@GXG5N?VQVKu zb@xtKqK1`4sS9gw2tPFR^3vjL{aIb3&(@#GXq6Y_z3N`PdAh@lqX`=J0y}y1cCE|C z!<+LhBuWOGyiPI#Wt6rP616r*M!Wz-(sig%abwpA+G(Km)3Az*nZw?V1hj3%G;WiS zE`yv#sluj|^h6#vONOxkF>0%fK4pbd=1Q%{o1U7+io#IbvpN-pnF%!ZQ&Etch4hqo zD~haA011TLGI^hP02#&#*L?M4yJhuLvIHGFEja?Ki<6O-nsnK))3qw>ZL#NRgvRu# z+CB?0Eu$g%X%212DsWRV0&Zp^i8ir#p6(z~K)oc9ioTQO{vM2LzcSkn-<43P`%_M|zZ zbzDbIcL&2iD^ksa)5&YmoE5C=9r8xXc>l#4O*Sv?- zhj$bhSSed)WCWpzK&Q-?gJaWZ>l!nd7I1ASj=<#DFeWFo-cbdb!wr)D@#T7hhuuo= zzdpxcSl+h0)M$i9(}?%Sux4$d)|wKzlu^ zK2o`b^ZdI2NbA6Y$zMh+oV1nC1NGs_OTkhV5AV#!#`3gak#0)YE5Q53TfrJ|_YrPO zQ&j&h8How;=2aEcyi54ib7%9~Y-FYr+LTI#D}-Q&s);Jh-3Nw}Y**U>(&GJ`oSg0+IY_(9r3drX-==x5 zNu8aY_F*L;S}G4|0g)h0;f{A2($q~dtow$?aHhT&)m>9KbfFLLRrTN;jdgjXw8o~Q zI28}j@ZP;P2b*blrqckICrfL$WMl}=1V8d-D4~avPsmHA^+ED{DOtejh5>`VhSm`a zXVeJEU{ZF%XYVh=zO}iQ7F$^rQxYR_wpJAK=#w9S14vSuR+G#IRewW=ewao z$y0<0DLX9$_Y)$EbJN(4pqD~M>?Dl84Qh1 zBZ+-hnV)(Ec&LAp`97^((|R0vp85r0Y}XUJim|dV**s>teubZEeUCyEr+5wWBnXD; z2%Nuur-^VnYKHLB1Un_ws3&l%c=Ph26leIeC%o| zobI(#o#-HdM@EKVa%v7^9B1txCkR|Pw&r~+$Ly!CHQL&!$M+TCz709(8lG4PQJpkT zlZue5aQg3#v>FTuC_l5SkbR}hj6vX6-8^}W2HsV$h)I0m9YdnrONYw5C%<)H?{Tl0adEu$RvE zME(ES`_Je)&nrz6-XIAg=bSS@63jV>IVopZ&UVEP)jd5u-M!ZLXMTUbXU+G`n(1~| zCxd=bST0%zf>Hmx5?lb(L+&tSUVA5kQ=C-uHQ*c;C<7``(L1 z{Dy|CuYbT!-5s=RcY7^c&qJOup6O8&t06{5L~fc#)GxD6P)0O=Tq+ZbUb!!y;Jt|Vk+OV!7RYWt| zt>at<*?*F2?8sp3*;=@?qaH~Z~g!-*jo0E1Th-2fsS896Q0teaMsd2DJ>m1fWUd(B% zb-`2VKLh-;zN>WKpsR2(A(T2 zkRhOtqFz>VjDuE409F*hElHc3+K2q)_@;mmE^b&YHm*#!Rb^=oO0Z63rNvr>fFG6? z`YlaBv!$iZx<|wH{Sga~Tx=C0FG0T|M9|iUgt`E=02J{*kpj*;*5%kCkxAT`kkW1x z5a%=>%O82au#!VDL1lJUjK#%A3ZPF}Y+{`4Se45 zKwJRQM51I!)2Ijz1n}K+jdoE4EjA{?Uf5OWE~O7N#)+qyd=Msp8tWFYpm04b2P6qb zXkl<@LLfQXbDC`|PkWS`OwA{dxzu9`Nghr6pa=*c{Kct8yDKtH+|p~ii#_HKcSzLo zsN3-LjJtY52%DRlEH)w8-a6f4x9;{>UT%WB(UrfUCPvE^T9k|{8Dv~eWJEm zyhP8f`gQe=x~zM#h?EO^%=>(w#wadwT@{SzW~5p&75KmROoho4+)w~M#B z1g0ZwZE1}9A)%)9C%LuW)Gam!ARp2dq@j`n5epmM-F(nG$978Z!+dKYioV zPF`yTsNWNTh!mN6ZEw-%advvqX2{cHNhKByv5BbYB_8Lru{Y5-Lk8T5L=Ljm0kPrR` z@g~pUtePi5q>Y$Q1YxM#*F+>C)m@z(?h?lud0b=Q$k}GMOnvKcsg-M7L4b+9%t?*% z@yWUsqkh0$6Cn`d1rY(MX&bg%nunxpfZ!8LSEO-G*H9l^B;V7uIndzwh+jnHhWBwb zK6kgUM!<$T^&k{O`jByVE#8Y2 zc4dZ@X`RSayAVUy*fgj$Y|PUS@SR$%m*i+8*Cg?qLvuuvu^S|6|C>rc(n#&XA>fl% zAWbOP;@$FPkjP+vn7@VuSb=*7SRp8ne|DiPl!fwSl?9Ua52&!%K2FZ&6En)=i!^fP zZ1QYaPYOxHlEy~*RgpArA^nGq9?5T9>rM##AHUXS7X++uWo&61(I#e=mlJ0PwiejV zwb{05S-QJD5eI@02a1X0)WXdR3kgIGpbrov$uBmikgMaUoxas+cSUr1`^WXX(>5Z4 z0?6JkfV6J|xzf^YMPag^c;gO;5J-}MHz(IvDCoVu_BzWeED&kvcc6%?CBW=*b+>(d zsl}=q1{@IaaENQHTajw7?i7f2D@%BYFbeb&N7Al3#j0)v2#w5LA219V1rP&}InlmT z+vk=9tX9vc9X2md^T2;j(Me!joRjEcD8arCSWOTZy(h9r8%<45+SMA8_;y-X_qeSS zAbVK^t6T&Wg+*MZGW3jq%itP})kxI?8Tp&KKLm$dWmwh{;v((E-9@%zMW%yZeasr# z`(2hF^~qAz2k^$FmiMm%qI+df$I@_S1(f4s`k0BpH&(g z$ko5Pr`RgylrM>QBL?b*>efm>3BVSl$5~TzlU;9pXs7h7SXjREbcL-KF$q(>Zs}RO z1i~Sb#EDUGiKC6*5;-ET+cuJKm!-Hu9!G-~cy69zO(K>G@J>JN6%k2@Tk2Ms zK9L$%2vxm!E}k9nk|P&!51h0^TXJo6UW7pH1C7UNwHM?m+~e4|K6%+bK1*Jz+vF>${3PE~;;I+T+wZhGuNh(g?fLGGWbaqqeLx$@Z^Fw#ji^_DCTh;;QwtcX&o5 zu2tjK?5TB`c4%X+2u!RKHIyqkfN4~p@m$1;9wHV{eH08O))W$pleB(TjBB6zXiag_ zqc(!X;wp*Y3-byQ7se0nvskK8E`NW>VyDm*$F608|lpY@1b z9T%}j*|Dr(PF>WWFU+rvP!b|Aq%GL4>+W5XY0*n&EIjOiWv3^J(2x80W&H2on&(0> ztW#L?5EFqILjGtc4j4FO>DTylw`kS3u4UNc5^<5-q4|I?33X z{B9x1|A+4G8*=&8g+l-L)Gq%JNLsKbf0^ZREI@&v&BqS`VGBMp|Fa8ap)8c&e_0@D z{{RX^jK!1%o)^FKn!gAKug41{EjYD%k}PR#q-<0WwJ);(G};7Et_n0Czus=gu85f3 z>9X4bAH+!!f08Rw6Rw{jMa4+lx-!!?2-p*If*WIuz%wV|xO3sUNK6yp6XiEt8`bav z`onHD!(9$V#Tx>_0HZVkRpQOYM0Bv;`L)Z^oNPfZ$dyGRYVr?Z^(x6taG(reZm6%b zEo&=mP++lI1fi*C#Hs`u&)n#Ax2Qz|f*VAFas*D1iN}(*qA)20j5QPhFx+QcfCln` zg$eNih-Of5AFOT}u-3L=kJ-WUbU;KBu!{8pwMSggINfg4Ge!z56T=n6(l8!vYQ#Ew zd#$-kfLNdt5r-Ku);+q;3)>5AS$>kcQVvecSk?W0ch6i`mg?juD1cei2M3U4*R%HZ zkGUJ@>-&m5VK){s+GL5S@aPyP?&H=sH0|UGg+|6c%5_Jtw0f>OTsTCJ#we< z9Kj6XCqNpDC9y!bjdqEsp)~l)o+20h!1BiDXiF@1W9o-{b$!+%0=cpz$*xzoitLZN zOXy4cOWe{&pW<$Zq9qneh{sA|slt~CtWVf4&NQkGLUQ|W>@IPaLiz_G7-D-!)qqMO zfV!@8SOB@rI#sW&0_LO}KxhSkjXEH%rT}UP4Az`qp2H;(<;-L!QxS`%EpF+oMQV;U zv?F^zYFQ#{Fcj z_VAW`w<__Opr~o=y2k&J^R1fS5A99W3+Z|+p2UVu>!ZvUTezWYqMmF1?m zdo@-xEG|8LL#j`YRW*!SMp~r3wyV(RJnoGM^yFx+kfRQ=fEyqOD&#Os7E$JagSMhC zki)NS8gw^85=wJ85)=r>ha%1-k1rJo!g9E#B-wH_W*2FGHmjW)b^Rd`7oM!7Ai+gj zm>X^FZ5A7sXg@#O?#hWJMTz!JjWgu>X$|%TV(CcW-Ptwfad0p1C~y+#7Cf~F^{*BI z!$OB!BtjtE5A{#1`?%5KY8n|4Zd+ES*-DK|;u;zAScE?~-{NCn4K9)*sPxg;D1t@JNB5j%zs#?Y$pWTujuzG0qk~x1Ws;qvf}NzorSi0U5*QX zq$e&F0O%7?pRz##UaVT2@B_MWUG)560=0m#Ns%oQ+>)^ON==X5tnKyKF8~Rk15i<3 zlw^AaYId*9w)MI`?vRLd;2M;di7Qmdy^iZ+J!{tAaWQKb;8<0Z>?g{#b@i5(k!5Xt zB$ys>64fDs0Jz(>Hq)NonrGWqWV&_CW!(jCCvP0A4YL;oCJ%4Sb88CZida3=7H{hr+tfERy6)-{)EPC7^$o~$d+(^75Rt~M zjKAWx_1dmtixprEhWdkB?Se7%B?k*`{S?TK)_1eiu8j4w*Sq{Z5=WP0#|f;C*zAL8D=*Bjfr*E1 zfg=tNF&0Qes-EYY2a4V8l|BlJj{}W))B2i zB77T{rRY9tca5vyPy>;UD7bQXZ^}2pP6iCuqvH!7W zVy(s!dg3bg2y->X6$Ocw92@C%FWqdR31T6XfhUMP6Qx)`y@Hkup9v(Ab^}u-_d(bA^=z*$p3Zh zYO|fI9<{0l0UCihz#siyoS$glK3HbuxruIxh>Ke4mL^WcI|N)fg)Yqw#X|Ao)E~D; z-1*wN#;k8-!frM6*|AG))+%z6A>c>eEi6v$T_a8++*&pVjH%#>QuH)h+GcYJqx1{9o{dXWnZH^qDUo!G~% zB8#{w1{P*Yx90hW>T_KFwyw#rr}Vz(s#6`E%&1}=0v#8f~mh6OxuCqx390x2LS>BfBlS$zhjvw8uv&h80I61dsDDbH3{ zq}sjuK9L%;5)rlRln`JBq#$=sa^^ewKK0HP7=<`cLav129)CrgSDWfbObp`zi`;YD z3v6Rqn#WS%w%Oi0<^mE~e*G}@*QE9JcG^R=Psh+h5y44INr_WirP;;WF*|cxZ7FiG zYFU~sD@pRWGm>5tZ{?{6f^n;#kk1Z*TH2o+TN^6UtXXaPKR&K;_rOe%!&mnf`-yo~ zZNH7EomLbkK5~s@?2HT#TT*b6}l9KhREC&#D^-M1;phT1Q0`#y!q(p9p^}?HKyF zKNl9GUR=O5*0Jso`N5eo_2_U0Gn zS8e;S{rq?X|FTK}VdB%6FSr2G27HA%$asF|M57Zu$RtDo1xUZPu6r zcn6oFPew#gJces{+V*eHvv{>twZ;;$ZU~fQ={i_!-q!OGlecGeqSkj&(r){krVu@F!ATqV&yN{$dXp6Roj9rnq^Ha}E)=BWag z`HvOJrLZRck0Z5queQ%EWZ!+J)RXi>oOzKn`}X~QtrKPidGVSnNm@HYiL!C$Cfz`< zekX+i4Z*y@6`g|<;xjo2VcpmE>0_8=`^2^}_wI{yQvd6^H!*y~wIQ?v=?sbQ=oR|^ zms%iceSLjS(w>y`GnCM{4ZZMmX=rG$yu3WeBGfs+C6KuJpIs;mWubhzWr3vq9t#`E zd^ZDr4;DenZ@UokT{Z+ZGfu^xG?K<9_4grZfCt=h&fM;>_s%tYu>Q5GUc2AaZynl< zIq@zpOtPIDa-2NjZUv#?ly>`yOb5-xoMfd&djjTr_xs$f2=R~1gm4=h9k$%e6iZ5s zbBh^57*$O}c0~jYWk#${fNv~j-gkPf70Do01Ca^hZ*c8u7q}*72nlQ~Qh_@e_lNY| zYZ`Rm3fLM}Zv>$ijsRuulEDPM+v4g8@ zbYz63rzC~qvzi7Rn69r(w-GpukCILNS@~{Rmmfk+y;1-}vf#+9t zBRmo3s&WWLkWRp@r|R$dh4F_)3_{2Q#l(i&w#r{6Y5d#8P}Ikl?seO+05(DnZyqQO zsUyz&IKPGqD8@uC_AvvYM8+Qxo2Nzo3j|;vzkYPYV$UnqAOMOBFXQWJ5t0x|3c0D$ zP60_HUs#h!>9y)!{q2D;?yLiHTqv==%rDaduRj!+Mofo;0g^7`E{heITxcb#7p{JT zB74WKwHxt~r2_jeY(<(s2iX%V?}~R*_aIt^jUQHtS8G} z6u!i*U6Y!txHr=-5GO>1NKZgLk>rQ;?-6l^jLgr8M!vB3&Ng}M-LpIMZLP>VZHf>K zaarSf);nrf+#u66KOs%6>TBvvzO!3;7S=B$@xObxETqObckM2%Kjd5E-o%nUt1*OS zmG`kM;~IPPe5;G{JOhC%Np@>L)_mMJ?>2_U-#X2w9qY1OxszBn=4-o1_t4OkJroh* zxtm2+`8;Hu7%^NwIl$PZ{yVrn%aUS3@v#%rGxp<8>+H&{F0J_y_T6X8e5^9R7=O*W z_AgF0`F)p{CfnEdmpEx9#TL1*DIN<$Zj<{jLgbgzU-e$HdJ& zX@%z|W*iS3NLtVielR*m)B@7R--7qQtoB+c3+11BSs-b@hccg-@sod3Sm+>9{QO-l zdicMym?kA9JuxJWjp}c*qyaMc4&k77Nq8xwpv5@<@8S#DQ;yfYjY) z;<`rs+G~jG0_f=40I_I2+uepi>(n!;!@WHrBe*sqjDd_gaZ9*bl?e<3lmZfkRS$sQ zs5*t>)P^lNI!uHv$;W9ze1ZUUhSlI^*Ea0&cPLiAw5Qnit;=!C8)Ofa#%m~M3KSLQ zB)FSX0HpcBXN1n|`rU4i$LZH~3RRcy94>b z58DTj0v~d+w6Z8EM1plO+7S!H4}N*iNzwAMGwu)ii=>gV;HSsy9q8tWoB_1S1y)fQ%1IZjH(c}T{eJuKOq0gRV*8%JG-{y;XzSR<(m#Q(^pb|(Pqm#2v^7Fc4u+BH1flVo@I zi6DuvwsuWfh6psSf(Vq<>lw*iIH56i?S8K(zAns7@ceVQ0|spa8F)wSOAa_ z)}qC;mXa9Z>s?Rpgmq{Rw}|*Os9gsKC;dK}c-AZ8+O7T=)%-njxy{b2UReFVdAQUq zdmPxX&O>Pb>jyP%9WB=wMxchcOx#vU_W>d0Fplq%jQo||g|@LW&5AYe!Zk*z6IN#q zpLh^8uMLkq5OE{T!I;)^gsP_8<-4L-q%S|g7a|lpnGbEaAV7?@Cy}I4aCZbZU|D8NKK=>_8~9~DVWR|}Sttu-q5N*j0!jOd z3X51k&VmQ-(tPY{n_a!v z?fJksjR%yJ3drwVpJPvNFYpum+SVbP(D#M}Jdi+lg|>)r7aSmO&~1@C;w%OQ7M!SQ zvnJUxNvLsq>J}*ha5i=dOm>bt(13hE%+y0p)*u_WEI}d&&If3t+~@VuhK?&^V0pm` z6iVPaY;_`3(fT)aiO^=>E3yD6K_Y%g0H#y-@6ijFsU7RG?S-91wzV?D?r@qtJZ%qj zy^R$aPBs`HoVLg7nXXiIS+_t4a^AR6F><&!mK$89ZdP?$qsRo3_E^@~LU9Fren+8$ zYH~mULLjT2lzMVf_2{;No_6aS9u>HGp!PAVEX%g?g3M5Sli20udV!hR0d3?{8dqj} zx8&J=5j5JI`%_1L?-DS_^3oyjv}HxcBUda6b?Fp%x^%nC32z!pP_N ziB%@BN@Dw2Rh*)Jn-M7!xfQ|q^m?D?og*HQ{#+uGNgUdI*>?)W9Fk1CqtMxgaE96i z3*gh+3T?-#OmA1f7$Px%!shlNC(8vQhqxC$5c2!+(ff8ybxsyh{*xD%TT4fW$ncDd zlWbj)?&R{(ef5xoYQVobUgy?Pa)&`KoLHBJTmt78=4hAN9xf4ho^r5H-PZ^(JK0g? ziJAM)?^k)^>>cY#Y8+C2#7di_>)xp!beCU4GtuRXfTi2yvfg*ki3)za26ekY2bL!(xP_a;B&AE>XqUI*;{LJ<|wM(>< zt4Bp`@XPbf8vDH-X9d`Ig-%^4QeYl(o|zi0xzpp;Y6}xZ&?_}2%;OD{v_?+OJa7Su zPcO81EY^!V3Ot?{e-OS7vWq} zoc!on8T&UizBn|QoSJdMQJxe3=%9oT9J|qOXRdW<&Ofy8927yzOLlP~+$pgTk?H_4 z%Y4Hs%G!oi=vr;BCxyOnv)kL{;1=8*Q~h%kV&ou8ki$@px;#$^&bx>$ox9g%pI&UU zSoQURO*wvmgCL8~!@hC5bg##iK35h++U`|JwsW1XUzzFcL~P`U#svEqV|hpftySyw z{pMl2q5HAkOpMRCYbT@@p%BE25MTPQAJ$lN%di!SJbmX-i7QjG-Z3r^1Nz`hi}s8M z?%qn0aJ&y#gE?~~Jp}U$i{ft8d08RxtK?OKgyE(=?rp`P6m2^`_0ZErxaWYzGdUo~ z#-_X-v5Io=)UIc#*W9?RcD|@}6zPBR+EHH)kLXLr=5JC0l9rsDYzTTiiDhhT%=hP< zoSeD8gbMTM@fUqPpRmn8aGw8jp)8bz@|%?flJ+H+U=a&mEMokP#p`!%HT!ji#g@gB zP2ou*X{ZH8iljwGX@eI@A-3$pOU?Gah}oGN9c}?boPl6*Hg!&yQ6OYv-X(&zdv%rr zXims;^%F_vmbM|Q*5*n)5kQ@I1Gnx7;Bh*Pf**-nFV}S2M*?A3h2PKS26k z+h6Jlp|=QlyPSB}sC5Z!Vu30WPy%4%(u6!en>WCJSVS&cL@bcchxj0WjkT;!q_ao)+!N==o)Mn}iKU%Uk3(4z z%M0%__Rrt#w7>kM*45i+D^AGQE=zN($=oIUXJ9?NabNv3GVQ1L=?MbsEq!+MTCX*< zjk*;JAr8n7mP@Qv#PvJ^y((M_3n#9X2w`*x)Iq#CmB)&KC<1lk)_jimr~7I@`hAs1 z1Aimo`3I+)1k@hd_n%+pZ9XyBW(|GBv5ni}h(%VJ|9PAh0Fxxt$1gOy1UX8gO}ZYj zV_1f;PVnKmkGu5+H?-rI+WmkaMZ^Tlf~jqY*I~Q`pQSYSjC%em=E(MSnYLK%gwO*? z$pN{5Nk|%?aB6m`y>+VDdNr1a6WXG-&dZ2(GSaSljO#nAibC$BCvSJy2@wbq5C6e4 z<^JqE6QCdIc`UWJ1dOphbn1Gz1CqcyPb4CE_MqTqdse{y(#=jQP(Kyt#d)k^NB^XY zexUYAKiySZqv}b#+5U~$F5?~$3yKq3{qw3w94>AeLLOUIkQwXsV+`>(td>9esMg2* z*AJCinUA^9HG-=VpLF3?mtP-CPa(2`I=;@dFnUJ43KHYW_d9GQ*b4)rIwX zX#9bluNtswk<}GtDeg+hn2cULX^D}O>W4+vJM_TCJ|Jl`Vg{r$zzvddjsoV}ryKnM zgY+3Y^$Ow*^#~$TIGhAws{oB+7DABCH@Q#WFN!uW3EQ9W^dC(uF{F6Q`znksf1c6jCzk zYd6!@66YpkZBolVU`rBH7zRAI{Rld&!>G2&(>Ih++$ILKtc`&L@GHr;a-U% zc_jt$E@FZkFy0BYDRTx(9hO`O;rY8FZQ4T+f5OuPvPZxA2n+rHZ!H{}K+;lEQ{A=p zNi2xxAncW$ojv!LUoE~~&U;ZF_Yh)S1ts{*LRlyaet87i)&>$dxWTdZ|U=zsDK`T(BwuGSUS44s6S}7oI9| ziEUijIK2lDv&qK^FhV#uX~&(XI5)vhk(&iJs#*t~FyV@Ly{^||I{>qslme0ww!m5j z-~?!GSdrnt8BmN1)W&7$R#}kjL=Up@PU-#q08J0bYMB-)Sc(e7oc38A4-A?a7q^eyjR~O&^6<7 z>zkIR39N-&@3?o0fCs>;y>s}HOXV>E-Jcz=bMl7k4?qnS%XI?f1o)#Y2RJ33X>5GL zYMKX}e8xsEvgJh?mX(#|Za684aST)kgv4ic3OHV=8MN9aR27%nbGr)dfXEGTD8!z{ z3OGRwu$ED%BbF;HddQ%Y6A4ijteeNKwb@TTzAq3uW-HasD72Am7pvqJk<|I*igv)l zF(jaMr@F^eA8`78^lH26J|^H5Z?Eksv5gh!9!rA@DXMmEF;V-?FFZE@k(e@0%QHoW zpWj{}(oL#?&*vid#5D~v-zHMeGXTVX^2vPxwlO=jqfl*$)kx&5v&}LylkH~BfU6K9 zl){)nGy*Hre}Ava0pMZX2Q^0$3EvPA!{W<90)R8PGkNIVJJam>pti2cu=N$Gu1JU| z2-Yw9H>fAX8-Wchk;JVX#=4Ldr?E8RLL!htETpJl0t!#w8@9W3gO(+r`qGYkzc2BJ z90XiMkhY!)7l*;>hg|zj&Ht4ZDK0dD*h|nZLBWNOgPYV; z@)9oc9B;K6`?RDJ%e<5t(y1jW_rdt(rGzKFh7u%#rTf5d5gjZ-+=1HH{#yj-`cIjTP z%m3d{eHe=ntjc1PY{Q+fcj&qP`b4AZ+vDjRUe$z8zr?}cE?%-qE9|9u5+AuUaq=lrOG`_8Vo4f@I}kPYgTG5*Y|ejCAZ!8t;l;ln z|I9*JC=2C(UKU8&@364o2NttnVd8J|7pJd!fr6wF2+YadS54A<`_q2_(8QLZiue8n zV#}KCnh08B$C#@EvO#7D6d_W8D;}F68z>->9A=0cU|qsh5%GX}k&EiaK^M2c1qi@H z?9h_%Fsp4HcA|$%(1kml4oo0u^aVsrRq@TVxG2&7^rcFVVOmj`tm`ke#?F3g@0zfF z5rzQ#0c3EkVPmgp>~nySpnBnc#AeJ1IroRq)HaC>iu9Zp5dYv@vt6(1b(cl}6QGSm z(cgTgLO>_qbA*wv3<3zbpx(=ilKh?!1y1iL23xFsbg8$|@brvr6j2Sv5U1R+F-z?7 zoi304x`OK3y>6G1Cl=)}No_?0YU=wu2`{8T9L*gdDj);l26~&pB zo=jUV@#i9sTWg;{zd$8clYyZrT`$(&*k5AXS7uqZh!CgrxS%zPd{&lxUUv$0{=9kJBp zSb?)5cjv+-3u26z3NeNeSgLa3{kvR>aflo3kxQYZ!iWoKX4>kxIJCz>6&BbSfpGHQ zL3(Ng$RKPb>Ys0^&IrL!xz?5zD=Wyfw&4dJBRDWQZJRZoMg>@Ze5A%zJj;uc?d$tW zJ?;x@BgBg~MO0~v*T>3O?tko&u$I4W#_eh#a5A<7;@LrGvl5+s_&44uU6n5 zB~8c@f*XJEbeZRH`$Eg;A2bzlb5{iVsmqe3i(E*A@e=eK?ad*@*}GkKS>&p;Fj0ge z$C9EKsZJ9jL*xdVvQ`1*c9HcO^{uKQ(v$ToRy3|fToD8otHukv3T@}wOpha_&8tN4 zi3!E^@Gn29b3*XVr%OGiDHw|sNWf)*{$uA`+_L`tXGmd@Ug>#A4RpQlVEZi=Nu-7#WTV+{-Z7wJF z5a2&;9bMz@!pwmYA~HKg@HT5cyR}NUpe-A^hVAE{HM)iQ>j#T%$#lQvWM|ER`7nF$ zVzXVm+2yX4fB0@WS3+uyTyx8^R2v^1_I*vwWglK>bF#I2bB^s@o#{FM zXm{qoPmk4Ei^gKH`kx$b%hb1cB5-|(E5a?f0Y5Ji#UT{}PKef!$R34HTo5T^>eE^g z`wMq_?BtD3J1YW*n=_sbYt#=2!_XG2N0&7Jk6i4w!I1}U6?;YFg)zmPCBBWM>sLh_ zagSfMJk?&;dbW9GhV~z==W5IT!Ab9*khqS@Y?#OIP0!3)n&u$+0>|`k$mN)>L2PHI z*8EzH!z)NIGXiC6LObkWMuf5c@hg&G~&`SGc)J@@^>r2 z-ZcNkIN=2zf}jQ#w)vk~C<|qw{LN*7r2UqK1qT8E5n>Ud%s(~yDy?R}t`JMaf{Sw5 zS4q+U#nl3-N3XWp+b8S&^!XZbQrgUjcbS-g$j(|udaS*w4g7^|1-7m%&DIJyhimf% zFtNb{YV!rS0J*%%1il}rJ*(^btWMXzBfv`Bz%NcWI3Xi00zd|+z@-hV)l=(o?763k z?CEX!mX(2QJMl=`LuLV8l9$Fx;xlLs_s zBuBet3dOt{JyWxQ%HY7HtB4UJF({BhtQC2Lwg~WbqCO^&S5lB@l`e`PfF-cZiSzxA zkQyS-x=A2E=dBiCB-UdDQY(=4?9M`$ zct=$+QDl;9LTdX42P}N5OP?Kct7=g}p1@v$-WNC(K!-qjB3^+r4QUq`a5YE)JP2lP z#$o~O4BJqVW%1Dw4&qRB)LXD9+ks_j2H)w#1&y}!S!tKnoPI$FqW_&B3MJ6 z8LKHVvv#(Mu{mMObj^bz27y~D^+&h?m%$qKAB2b4rU#mn%*W*d((_49PyqG66k(!` zc|O2&pT=HUZu~qz8nO(2d;!uBW>2Y(#AT6)d}eagW4xvpN4U!$sUQHltCy$P&Xt)y z#~&{rqxz^e!@5L@fl?89Tw0q2j7H_TIKY3Y2pq}AACWXoiaWZ`CweC0dxIJ-JA6{y;I~o%?S+Vw=gQY%~%d!(Z z{xL3osVAkzEf4PjNMN_t1<3sEIuZ0{fpV>B%nRBdF%M+vyEXPc)|{bEo3xJY_k`6E zTH7>_RgWXrdab5@$jU{Ao)dv%J)pguFdwgXrA}OTzb8UmsCh$s^Q>4!vCI)m`JLw~ z+;ttIRau~QQDYwKE;i7TA`}|aEk<=_Zj+A=H&E)&!Pf(=OPzX-t0G5`Hx4>(R1f&! z1?edEtDnnq65Mm3U*92r8*9MW#FTB*v%I)H-zwD4944hCXgqdkztMOkseNv4oF|cA zqP}!OruO0RkVM+!kX`LD#HOySNVYu9A*{?O=b~(hxXV4Qb&$#nY6A`#Kaf#2ax7%j|kTs3{P7Wy$bjaE3hf3}B zJ;kO)*Zt)8Vsn?I7*STneGp4#QA02bsfJaVyvLjV|-n&R9Hd$44wNNK;j zRRX>~xz_3~gE#dIhz~H{up+K1OSRW`7yENA7V!ZP4+v1zwvGzOnSe{0Ku?LgG$PuP z5+CL6f%FlsU|Avzkb@&vTI}ZnjKuhbhl|Om?zsJ|EJ_gIOw!*%-~uuUfI=0mQJ*b$ zi)2VZBveG6^!`bKCsZe zSeloy)DEpnwT#rHM{~@{m+sX&I%!oRuS-N~3Ns-NOI*qEgR{+=3zK$edx7l`D8!0D zEMZPYth)xzceA8m;TjgvzpZ<6s=iUVDw%o$?Qm?xx+Xl@;G(t)@O zRy15g=MzlaPsww5{Gte!#@Ziz zB$4+Fp&(r5u%gW;g2XuCGDvQ}jVse^m)4*}&BNHJ2+K@~)mV)eaSi3lqYJnX$)qo9 z4)=>xAOU~kYKOq<1N+wDGS3Ou+S=lAK}$r^{z9aO)EI>Y3HD9(CGAZ8dA7!`5&Mge zYn)JEU54<`j*JIVP2f(7g=qcCbo-MRmZ^T}mMb!c2ve`tNJtL@4Iv%GhOW(#p0l?) zt)+9==Xj~EiHkKZq>!|ecltFq# zU2B~bzO=vCa{!_$%OOLr)^OtSAVe$F#((r|nXMAJU#)Rbq;;=J`v}4%xbv=88>ee6 zXN<763=B*T7%bKPW2rm7(p7w32XY#PdC|(dp&yJ zY@hZg(mQMwktZ=cX$(kx!WeV~$+<$DU9awo_|u5$?0*x%gFuGqaXAQL5908HxZ2Y< zyFAZazdlQzw0Nz7AuGOKq5nS-1(L>GO;1ms`^#@v0xUHD72u~|XJHGzvrrbwLRlbb zf3LzKGJkOakOwc4M)MPk)ss{pXjs#J7bJ}hk)<>EiAq+3Hg#g5-V&&P_f(@@5g>-( zU^U`I7U4O-IpA-rfbO9UxmF|)6+Sayc>)S!55uiRpTE~QXtpFwfH@?3;3u+bYm&xx z3#6h_c==wJRSP6?S_vuSB!5~Y1)xG=)qnrZwYF<*mgf({ov>K|54m&_0~h8XBOdK1 zxt#byhB)a(m;*qcpBkyQ8WEt<=hBnxt^g6SI(-8D#I_MjbzFoD33AAxpR5WXk_UIubgwF?w1pOYA8F9L8PC4IBH*Gb%}(iD#y zYHe+`q~s*4EY5V$+bxntezCh)^8{$fyY;LH&sqTqEDdUAE69klnTY|btF6_T?D6=r z+3-laFTk=yfN@nxnuAU@L4XkeiTYIQntfwac1dk~T40lyy;ZvIivnPXqO^%5;Eq_5 zOK!H1wS&47Q`FKs>L<_xYA0L>g9P1J`~K6rcSHH=1Y8(2hqmTfSvDdS{t>T7gg%dj z>Eca+Nr54rKd^2gK5^!Dr@eck&H<9wd+8#9wm8erOnG!23ZQgWgoG3V#Q&uU=n_-& z%QFZy4A{1HA#heA;*H!m#1hv%04T1S^9uy+FOJsw0RwY>a%R?c&50=lh5kV`H6cFE za#E4?54oEX`-o7+_n)cw!sn?fb;L!kx-I0siN&%;Bo`M|#2m2x1q6eis2q|$0(Cs< zTGce@!Y7+or#k@*5_41d8u45t^+i$~*WIb9SqJC4R%N*L_VGe{PKg*`Ap%@#T3LbG z7I)tHZA*cO{MBa-9yhmH*E_s1*AnBGx(XhG6@tfBksI&x?Zfk}{(Y=ykT0GE;Ky1N z6&Wd#7jHG1_gHaRBPMn4Y_(yaOzA~K<`a!Yaukx-8p}wkh!1abJ=Te3d5KQ&Iiz7- zLU3h8!RN%4zduSmpU*5_wAjvz0NlE-epdf}?O=(e zB`ww3GwKrdt|aJ5#;078f4|0Qq{cXh0Fbm+edaGdzVB|jfBe!i%T4*bZxAB+$)_O& z(G?>3FK;h!0_X2(zFgEA_nF8ksRG{EQ{)yc+L-{^}AVpdhxEVCBk>1YEa~#L$ZffQIhCm77_-5!)^9w#~VC;^J%S3J3JOub3paQ z75qQGQ{~pMt?M)Gb*(MIdyK9B|J!#xE;v6g-v0R6au;S|y(VYe2O6KaGLsnm8;46g z#ukh7s*+?s*daXw95E#++%i&@*pi5FCu&&1`$eR%)-;;~*J?!0vD|IZd!FM>Br-8E(k*-(7*1-9oS9~{g$jw> z^F&;W^AS*q^t#X{14Gl++5f<<*7Vz1trrbi1Bf+b&BWqI$I`W2>GRR`)s{eP49xJm zF3g9=Uje3qtnmUz&HwB|St$RM%K}OJI}{cX77iA!fSmC+77$Lf`JK}z{!Z-IlT=Xb z!^fOcvEPQI=@H#3#VPsCx;|~1P4?Hv>+Iw6%_0rGewv7%e?okeZCjgZFYhj~SN9a# zDgh#5T>zGx(qcuxnl(K>q@S_2sWQ(-1QN+jg)jiFiyvQX5g=-@YLYT*lVr_CsvVHd z#&>9YzP+)(%w7-(C>7bcT^~|uY#SK2r&bBL3cPW0Pd=tb)vHM);l9XGsQ@IgGguEY z5)lMhWVfoioTNlWhS}1vY3m+-V8YpMvA}%=uumX*18$mw6K<`G5rJ@*AOY?}+Y9Y$ zdQPlAxGv(t1V|;$2f&Cs8{YwJV6h=CrCHzeCzwcC37Ei-1)GBY!*u%N(lveGR| zy1ekwoG|3UzJ3RiEnff4+6wEk=v=>?_JsJ+~9m{Cn1B`w4Qe{Q_no5cl=$9clxx z4zXq&0$`a1pz`d?%TnCJid88(Hrm$eGoh2{P@ztcEeIG^H=c{JisiFHfR1F_1p=v% zQ`(Gxf7%R!1c?s7Epq;Uaje#^iLgRU0qMl4M0neM?g9shhNK~&z<0Yv+Of1mMlH6N zH6|bsK|2K{AQ$?@uHEg@x-nt6#}OB^M`ITizxm(6?ToS9E+B{{1#2M5jrVWJ5fO-c zL^gs#d*Hr>s0=6nz`ZvP6o;%!^V*665M=Fo>vW^liu~a&i!}wok97i}Sn`6)Lv(Ja z9gm!Cb~U|k>@Rk(&mjcKf;nKoJq|lVCl>V^omNtiV9##OePp%5g$k0kbg78_zyo)u zrH`>R0(7xfur?6q$&FDuL{$*6hG(D3cZ*EWM_%+9Nc<52c+gD`xAJ@38Fg&o#ayWHUW8%FN4Th@e_n#^MJgK#w z8w>1DkJcHGmjk3N6(Ko({s&Qd@&EQ=jk`wY z>H2^2T)B@63bB{}@t5~}d?zPI+rNBynU4eJ!I1Wpch9!inJeucOZbMy-6mrBw0^P% zUsd0Jq`sv;*>_&plxn5vxI^b#VP2A3YdLTt>3oLBBrfj6EwW#9X+0v><*=R=D=gO= z)_dKMy0J;St$zP&5l-Aam#RNsKUi!}Z^+gBig9;$)@%~@qmZh>sQQIlruuV20|^3) ziX_5J%tPGo)g@|w(|XJSWSI5$O?bR72as6VF5mC9K8-Q@h@5wUWilA6UsWO5Hsj~Z z#xnHp<1g+T5Vino&HwB|St$S1$^uFI8w!g>uwbxQ@RJ22SSaSln(=qs3i;fZar*Sz z6ynh!kdU;$s}DTDf+yoAZP2fcnH)NApQ?B1^fTAnUE-ZnN&o{Om-b*I!o?*)z-{BQ zRFRfAKas=@ikKQ=AY7yXtIMzm$>6kItsC;>y__O*(uvCoFWi10BWstZ+MZ3hzPsVt z$mUvBkZhZmrMb%-fD~eIMPMGe_v*G`m$JuQ3t4(xe`+8;0r3eDR`?b9#wtr);$6#TJAwV8L$H_FH5G&n) z07;`rVS|7b0uG3t0Fbc`;Xa5p{yNBk@sZ1af!|K=#R-10os2Zp~q+ zamr7eT|#1ned}Pk#cLxU9uhHYX|&P7UTf;Z;lj2;p<<}0B+MYGp`bt?2Xl~(22}CmZr2c^_j@h-1PCEfL;jWnQQG1l!|iV ztVJLbg+yeuH;KS}SHzT0dzgwv23Wa4q1qK~*A z01*peBji-X%op*47$9-ar{{l%-?6j;R#BA0^%AScj+N=Z z5_d)6o9b2)7OarE{#}pzfkmEx5oefc)!}`-X9AbLrl6g-dY48w}=!3#11L- zpB}HXAw1>lt1QFunB6`>E^?3acU`3m6WuvJ6A6;(s!<}qB-#)DquEMH$cVGRw zx|I-`ocJ*GbW$8I^lVr^DedZ9!=`U6H zd2Ao+-K4-NgsrY+*s41o>e~Gx{zHDffBD*qkOckQ#UVg{uD*i|Kv0mN4-OE9)Sj-` zDDq4~?Kk%nJtB@{dgilty6mJ#6-t=TZO!v_lsYZewa-`e*hP&WlAgc1yT}f0%&~3i z@15#T4%C=0(V7EgMM>^4fT+fZNDY=ZybKs~Zhcc9+!6t~aJ$>i-0bv2FAn-poF$2W zRr8Q5#J+#N+3u(fNGtFi1YI;Am?Pv;!;<>ZsU~-Ke|b-#6I{j|)+el!Zyl@G{U5j+ z{cF35EMn2LJ(!-f{>deF^h&2I$Fioqd7#+UI_aOydX_1549`J*sSizxrIK|Ys~p7X zuG$_qN-XzSI9*IibCg3C4l;i5%PNi8LEj^HZ^^NL_Tn=4WDZBbBi{i zKsg>f2=lZug?aH#Jn26UUvP~i^~ZVj4XTl>VaS(2*vPTT*yl2#9{%zQUP0XJtMm%u ze)C@xa21#;AZ)ZVW&URt%0l_aUKU8&V}*r)#bG`<<8Leq0Wo`gf#7|tRliF=?%!2` zq><2?AmINQN%JL8|G|~8O&i$p8*TPipVsMB>u#!5xbpx2|MW>jK~#*K=HlkZi7#^A zukJ6k?;I|-0~_;fi@0#ffN(yc2`wJ~kRZ2Sbl6XR7TfB_jxPmHwEf+Tm7^k9p1ccJ!{Xv-=}Y)NFK zC$S!#o^^N6z!eTvGssJeKs&CeoC*_b^Wnv2`>Uh1ZfS%(LRta%%ZrlLW+4#~z7KdK z4y8eD+te}YKox6Q0N?@PSt$aWYTH&3;j7hM+UNnD(e`iNTl?QEreP8PMYg&KL7dFMO65yo+~w1YQ9)VJ^Z`F2X^qV$f$n zA=U{JfK>U{1mubHI;VE;CjLhCsMPn!4d=0Fr<*B@lGc+d;Z_Tt)5dGQ3RB znVb|Mg0sZc5I>i@5A#Ep&Th?fk)fJKR369t84;4Ye!tiA|9y77!;W8Vw`+HM^qpA| z&3Io|ap8oV-caBE?9+OW$wk!Ujh#h4?-^e=>eMc`hOMq~*oq1g>U$~DIvuJ7GW%gJPY;Zu#T8V+*KKqh^d^?&%VA1R}B9C z3(M@F)(O^l+KJ~NuJ^j;Afy!Q;BMUqD;utxkXe*Ad;3GKm=Id5_3VGVX!`-ZhsOYk z*RfLGZ0z^v4k_8r%_;Tg7iaVDrXXyB*9`(wzmF1Ntj7<+1G2^|I4}=h3uU4FV=W6L zZLT~{%yx0t2`YHV7c!xZmS0H6Na9 zw&NFDTy>5_$n4d+oy|TBvtp5}HwD1IeW=`?5gDlz00yYz9!Y}g9Bph_$uYjc;!=o< zB37t-0;~voAm0qx_Q9D(cX?sMga8o}!B6^?(_-YG zCn0Itw9AW=?4Q3_>8g*V0_P--ZWf?M*nz~tJR=qi01@c|c#n9lC_O)t`jAmJYT^*E zQsDxXtTuwgaRLl6feb(z5#~S)OEcIJ90CT>#wv8*)3{`lEt0?VNw z|L{c*HTFjAo=Dn+$Y`p-J(icb%Xqm_-)Em)ZFB1c^R`mg!1ZuGnWIo=l0VnCjri$# zh3fp?`6hRj%*u$hZyzjk_c6B?>F0&polfZ13&`V=*VYC=PO!GY2ln57ao79yy8>(x zY8PVQda-b<%y?wo2nr$;ABiB>sI6%mgd2$Gg3JQK=C3uhZCwD%e|0>vUSSb)e?$2GVvE^j~is77G*q5aWI%RDC_ zKsS^~z1x~aR3Vzg(EWwRCss5p765npA}G`smrSJSAxKzcu^J(|KpO`Ik~TOrY!_+< zHGfBKSxK@h`$2Xx)V`=$A`VegH{f#z*V|MP7A!d&DtxgO&GUC%7l;K|WMMFB}Vr#W~+1c~$}d=~2_-U6({D4X7_ zAJW=3pnZ!RX^BqI5Z7Uz5ch^a$Y+;A@t3&GKkurPq4+ag`9HnfZmp^lR=t<@71{Go z<$GPJ--PA~vDUatVs)e59PE**h3jyF z_nYJv`LYXfAdgG_vM+F&&jw%9I%w~SME$o9s_gv}4R%kUrhjnUHzA%JSCKz_afN;J zK&iWLZCRdSxgs^q0#j`Qf`FiQeID_LJB|HzUYjUE_r8${1o4x25kL;H4Nqy~e@=jE zN%%wS=p7N^o3JU>hZB6<0wG(K+RWOtDFZaG3ydTtL^$}uG6zXoq74+Q0wA{H*YMmsdN7E||Ng!8c4%|H$A4uC=n;E{#4@8` zby2bd8{82IrYA2OLLzM5B_eMC?{vLKt~Nv(h__4EHF8B}88f&{;Z}q@U0utND>?#3 zTY5%Z(T%^6#F`vN2%$iPiMJ!z{`p;ncJWT9-hW`(>5-NiEAmuRWA$~lmLbC0F-i>2 zlua**P~Ed^k-#zFli>5ksw?@nu;3Achh%nW_YU(@f82C>1SS9oxT(H&pu}F^Rc!ep zj#!|TVok%sH}|#!4S*7HE%Z~C2;QH)Qt2^p0l0qfV8$lKMyzLeOvGy3 z-Dp=8r}%vs*BmswD`H+HAQJ)j)V{6mw_H6RmZYFAUi6P_wdZY-egt7qd}K^9pa1ZM z6&{ZVxZ^vF%{q-UVpw`dCT-h_42}Obk!f8MKgQn_hOhT5{kV^&V94@lbXZcX!C zI|GHpw~y6&a^RgJAfp;52ycW(EP7<|2nwGER9_IO#^owsB!Ds6D`1TEZN8~#^xcd z55q1Fa^!Tg#~FS1aETwt%x^{thaBXxyK=kB>w){{v_6HqaX?ZhMbb#-j1_HiCS=7~ zCjyN{hi8T)Mhmz%b&dH!3v1ARfm~$dA9w9UFylu@NQypTFQRCub%FY00fXpl5aGF| zwFxU5e_JPFNz4_EMQx}fE}ZXZtn?0yi#WuKMCCkcd&VO31-C#fq{~Eh{!|25fn}JrW_@LvTk@ELT!Qa+>$+Icu*4tSn(IOrffbGWlSl5{%`WecH$@P!>~eoz z4>iu;KHV;Wt~L;vzzq=brM}^D-EUfCcghbjIPB`s`q3i7jq4`kwNY*N&arxd>?nJE zPocLfb;81SyJ5iIJJndOP0vfZ_i24Os0sOq+3m)cxNg!h)I?-&n!@1slYc2Q%C zR2}OIwFYLzYdpm1Ny6+W$LsB0ZNIymzP_u#??*fpR^K1ISM7aCj=}F8E_F`=;&gE* zed~CGh{*%3#i{nce}A1lvo+riZOQjo#+xG954BWhWr?t^O!qiQ)?TbsSmoHe=t&L) zSmT@8MyyKD#?Oh#kmZrRfak?S;Yu|Yx)!@#-RG*7PpeI_ej&6&A>Q(bB3BJs`*_Ch zJX7wXCp=3b68q|-Yq}0O+i>Mwr8;M%#rn8sEp<1^)*-9Y9N^!ycd^#U3XM64E{7i^ z%l?J-+Vi(H{`K5g*k0OOXot7uS%RJq@f?&YM@OdpnF6ns=$Ivzsd-BtIY=Dwn>DKE zDXj}UcH&|j?eB2_^tjj4LRl#P z7|K6MlEy@yZ$AI~Sj~Q2;d-bja=P<(&C>r>6-XM38TG=2L3mnVYQWw-(`f(s-MjXY zK+1h2tA=zxVyD=2-tDrNQsR@^${{Akf`VRci&uV-#l3Ev1EAy z7gq#Ekfff~GkIP%wF~)@W@g6iZoNp%;FK*Dz$Xt9029}~Y4!14-52%26p;qpI2k7> z(sd7wTa7>k0x4L`-0G$GAU^j6=9)x=u`s-Uw$VOPyJMjw9}@xb1y0B%1sMIo`*-ccrB*))E)^KV%8I+}F66Z}UOt~rp*A^rtHZ5a#BD9l zLq^~Hw7gSb3qu*mvjq*ez`Az)h5D^K+W@eify~Qt%WQM6aXO>yOScK zC|NGo_?#N)v&&6WcKKGXkMDo`=4t_@rGA*ecmdq^KETBAB_t(SeTN9BNJS-XXu3Y>GJgC~jpoTi`-2xM+?oJ6ppJ}r1X3>7^tqzw zU44%m;8wQtF>4fsd(+<^UTF2?$;4K10MXSq;lvZ^f9AvZ#H0XouidT}XwOfw-D@)4 zoiMl>*UeQwAuiL}HR1;sSfH4PSUQ5j_&t3)L`Gv`BJAt?iXIV1UR;MZ!9^5N2kKWV zGCDf*z{N)(g^V}c7Jsfe5goPIp4pgcxfyzo8_X3F)W3hW*+Kd4b(wCFf#|O*OSbg1 zXg%||gLA&bfdDZ}v@LUqJ>jJ4h!rg(J=(2k^W!HcRhPd!R_7@Q_HNE~tJ8cU3V}O+ zyVvjiFJ4~e#0D`G+`o~8KXaqgtwD4JRw}G!Bx(LsB%op%iguwj}B1oYJJ9f2XT1jsXWsZSDQsx zY;3IR*<&ZJbhyhNsRPJ6769bGKH2Dd0&VkWudWD@P_+#s=KuWpU2AR~wv?18`}fQn zEV25Y=d=5;TI74u3Jc=xKYVSqTV$~^k}nhThO1y{QKEhSg>u^@0*9q5N<^k#eSsB@ z@e5&x&~ZQrk?-gp)Ben!5pr!Oza(y|XSKI{s`>TVFL=qcYMqRvQ z^O_9%XPS3wibIL$Q6%O0$Q6mz4009>M(WEx3@Jz5GD$DiDGtQgM;cm&?VQHLNfG|q z&SBMg*5`vC2+W(Spa1r^7w`fpT1XS{q!t9xz+AXwLMWMU;5aZHFYq1ZH^FlYWuZJt z<(~{mV-oWM)Pu_FTPSWB>S z@fk{9UZVZmudlI}cA)Z=q)jp1R+Xo^Vj>nZWZzHS>U4tl-nmA5M?e!x7j4S&59q<& zi_^nzKT~0U`22Ev>8V0nqiY}rK-|+ET?3#*KD6=CA$QkWQI@59Oj@JBC|0>iEw03B zoxj`ZQpqGQCb*k8rMm*AxW|x?mfPay!e++*AY*^}%1ZnGbIa{j0bgR~F5T|3fuRYD zjE)dl35iBvsf!hmx*`D8uFVja8$hJZKCnd(#%z3g(&}2qtY07#(ujK!K%V?lJjcy@ z-44J3{KR~r+Q_Liij4PadTlyv*5$fC6PQQ+67@hVc@rXC4j{tAJpKn)n`hKMxW^!- zQJkOP?J+SvYIXH>HZ#;_)twIoGR(3I@&(XK1=yDOSjEkd`r(?`tF~}AE(bpXPXe>Z zcN6&EFA`U$P5Z6m^>$Uy`%nxWWi{gK+6C$$vw&7aJ1Bq~NFL9EEIcR0tqB3@NM<^n|n*_iuxI%6(fd#HHz&pXsXh+S{_$LT1T0jvyOZs?!ga{G^}}CQ`!$ezhnQf!t{3@REuxAA z1BW%~o6pMGuP^b_`MgO5v$=sxkLW$E^cS08S{?Tc-oNzygz$KBS*8VYn zk2WE83E_%;0`eO~mI7r;K7T=bIUSfCKCIJhm}T?esD1@C`$ zv(xSh{6iT2zyETR6=X--Lz}WOtuf={A(?p&fKX>7SLKHnn(dtKN6aWW1UaxEodIbh zxFqU|r!^l>iHsEKSr2X$@epaJqQp=k>~Zs6udP{;Ci0eL4=0C3G?v=<%o6+Ai6$qS z2h={>^gah0eD8K+zx`b64wj$qzgQm1=SLsuy?1rJ6Bk>(9sk3(*7yMd{mT6KFCW)v z9qn^B*MI$LrPgbaUcJ|$x%op8CE}e)Z$W%vndVSdQnbDsW|#GB)FUk^%)YiK!~W#u z)wX|2p2xEFVd)y2bW0p=t++_CCc6To#tC~2R$B^(e-NI}a4Xb${_g1}yR5Yo0=8jQ zhW+ywmuV~_l!c4otUt?7KB#evAd>w5>dlpIg)0|{B%d2e_&Jc`e)J2^kEaL8>`@^_ z9EGt$oE)ylSY2_g+_NRu{zUiMND2e}drWf>LWb3rHHGUzM2X$zz+guGjRGyHQaHT$ zMD2T5V~_M2i109Xd<6~t|8FfF9UX3=dXh;R1P#nZo=RLZ*%t#G7vMasYrGZ++d}z= zT>jCMG$!ohRx`@{N&VXv?!kgVevzDL3mzM&^VNH8R}Muv(%1htNigJ`?tE+{UIJTJIP#+7Dc?0YMBD z;;!E7^15;@o+Gp&hBigW*w+r0+BXlE+qd+J(HtAdLy#JPfl*>6Nn%iGn?gq&b@7DKO zjCEOCGjiHdR=Iqcc;m2Dw@iBdk!X(>*<`rVFSr2WQb(K+Vh)8FpKqwNRcqgv$3<~k zO`v|Z0QWc4Uf(`YW^vlI$x+40GqF}!w}M%KB>-1Ch|Rb_Q$dE>Mt@^$llZqFCryN6 zQqMc$F?6`zK#KnPt1E5C%FIxFi|ThrpuJxA*ey_pn-16ammUCjx-)k=y}uU;IAJOK zzuvxM)oOFBivP>kR$EzKqMf_dA+Ssmbm9_2)O}yE(Lw1A z3mUFW#7Gf4NGu)wNn9mygY&Iv%-xSJwb)gS6XwPPb<}3f4XlduEk^#E{#}qB=hj?A zM39jm8GUG_0{wsZOocwrdg34Rdn^?hy)1&&qj7=zU7y>Ozajp-M%7ZmBNaE z05~z6%!O3-EubAYOitnH&pqq2oLumE=2fTWBP45lde$vCkl1%lHEAvn+d&aD1S+N` z#sog61xypHC_BNf)%IJ9#)FB(1IPiU-xt`$mH6>z<=>3^%bHsNL#%__R;E8nLO#Es z=t&+c+&kAVPqTgMa}Glg0J*FAjPM2)KU7`M-|V*Btaw-Zgvfs3T51?_o}o-B%xPtX ziB2F$LJZO6IXM);jq%jgPOS?jLRhNtN!--u7otz!K26NufE5=e*uQ&yrKN}@-m2~O zn8_>peuC!v`yv=imxkG{$~cY5*g5yTP(k?TJrP+d_>>6cN-S`5x8O&$<_8Iqspk&$ z4GNUR&^2MzxYK1<^xRl)7;}5qXN&ZFZVg86{jWq|AfmfAX1mL$6F|MEs{7nHbFD+4 ze`x>w<>eL|8Hx*|jHoUD@3(GyTM^$?uC+Q}bAQW@JG?Q^#bu~-P1}(D`8#)gUH`_jWlmoC z4ldJ2uC&?5r(igSwA@Nj$<+V)H2&T?)o9mL=j^Ol`<_UUyAbPt&6?Y9ooH}% z$ijj|JG3^*vJ=9zj-=S&*o+<3HSdb_(GTA|T&j6mZqIJZvz;2F<9c55WD>K8XF*7~ zN&sJthN~fN=%}^wHwy9DSMK+F>}|cq@?U;hXBV$`I;mb;nQs5#8>=l(>lX(c5cTn? zX}fT{$JZ6an{u-mV@qsQ?K3g{z%BAvKTlk3cgr5`orU@Fs%M!UT$kk{H(UqnGH&(l zJ%~xoI63n@QPtw0)x8olezG%Toq%Ft!;^&c3dC%Z8sVnK1@8BWbA(Mzr=tIa{{My2 z-rnwWVg7u0(hBa5#M?vC!oxooCt@9VoUjGfwZOv0--FjeStw6>`A138n3%jEWnYHX z?D4|Ah(|-9BR4m9?yp~6aZ;v5oD(@VK~6sZ{Fis#wT_c$+$DnNEf*m8H(y(22R7uo zFvjMJbQeNs8yt5)X1df&mTgJ}qxfM;->3<3K$_Ltc6TMC@WtSL#g ztc)0s>uC~cA@1g(KAI&!PGOUt5PObM&qpGgoK0Mpx z3X!(~qH_R<=0QYY?TU1dE&Gn@{=!p5euB?QFRGM~MFb)yC#NiOc1XZCawS>2W*sVXWGV#MQU%b$fdem-2{6>Dtt-QT46%IFnen@L|0oEkZ|tHSvdj2jE<@6|T4qL?4UY31J=P*}LLA!;0pb_86?#AFHXaLt zWs|tUK>@BjjR^=C@6lhxWd2Nm88=W*jy@^6v?S~cZ4wlIk5bzWi8zuEZFKCREzxKH z{kPY-d_UI=3geG^-_f|E9R~F*Sa+`6>~c%MxAvEXtPUy=EF`w+6D%DF)Od32JKZ9} z-L^)=hXlugsvB(?BA+3PC+<)6dj6XNqX^bKvn9vJIeo_ZM{G$_e3Z?qd+uvJpiMc6 zhg<@#=c^3{g*63*%=bQPP(#t~53EW5-lV$Bk0T`Rh(n4Gwbo>$#<~R$mq3VTqS~{4 zK!jg&j2P1{y>LI=BtZMr%8W0NWeRK9$Cp|?E_R*n^R>OjPIOx|-)?DqAXKFQ#F+h@M4&5LUkd?;P z5j%RZ)!x^AKF~gbKnI6S90akx+*iBbZyT`djiYwEZp6Pw4mPY|j0NgJ-aTUVxX*V) zjCgiD9)?Al{*S-9<@c6ZNZFW3V{Bx~I^#EDNn6#2Wrwbv!46 zMR{J={DZ?HZ(DPnh@!$sTp!jmTs4Vhrth>2*{IeM4kJnR0P&>{qeXlY)jp6(+6XJ= zk3`_!K3ea4Z*F#+{fpOD*sD(!SY?j(tc+P(Sy^CR+B2|@(f8DgYoYddMe7+tBs?FX z2CPq4Zgn}iN7(9n&sF%dV&M%_dkv3H`#}nO5SB~Yn)MZnDF=&K!Xccuv_2fU&|;U= zHzWF6T=Wt@wDdiN|IH0>1d$L8iHQmA-A`g+51^l^=X{bjzp$5q_XzXg_rM(z>l#0q zPy9W2EtG}wB$j_vB#lYONl8G?=9{?#a`t5u?#rnT0v&mId2@gL@(LRi_r%2kcZNoh zmrq2hAZ8z)thZ_rBsQ2BZH}v#rC4_Sge4>=_$CQJIdQGc6a50d*{mBohh6!KlYUO> zIME}%i-j8%xu-VdcOb=M*`kid0~{va?Msr#oz$X?i4?3+%fNK=nq1-cfe%xvC6)x(~6wX`4~I>~rOlf-2gZVLR(dJ| z-Md80-I_M_(DF0mEbPIANXCS{bH2mffe3u3b z2`W&y3#aa!;ByMh33Z~L>rY>1&Ki;UAZHlvaY(rTP=pqj)Yba#-i^5~Xi_iIv9c`n*Gkq? zd*s&{56qp?!Z>?nXNlK&e&L_~3?jkjuC=?HZj*=K%{*fLTiU9%&Si<>x!h0mcL%x}$5{R+lF`nGAux zkW@S_!F8JVxcxDAk`k9_yrgPg{;F~u@tY^Eb-4B7kihb?+(Z%lcpFn)=oi)#+@&F- zkjAecEOiU(7wWG%VUf8m5(P;8uAUJKC;dqL8?j%t8Vd*(;cA$j9&LrGsEWpjq{aF( zVHrFkvcuTgB(ktcL@>Ao?>FfCsBI35R1?3oQP*V5V_8QP_Mvza%9syCSa@dK47-LW zEK&0nE6clQn_QG-%bE@TgyQS-5tvq$9&6OY7dl2Gj zSA7{%){Z2pdE^U1JC2j=6zz`KeUd&&Y~TPROz`3FzZ zm|VP=XiQpO!GsGY-2iAy8r1|MwuYdy^z(?nswQ)AsnX4VXsZel*#5DxK z$i3KD@-xhZ(}rkDSMP*ftsb&_jiJq! zx-o7-;|o{Ca4Qf{CaHCa>Vb4S?Y(z%o`7J5t=HeF1Jni53^~aY8E~-xT_8CY)w)4z zQ@_=<4p>RHo^@q~6%`g*QBJZoi!4E6>7T8Yp@gkH-QE5S4){)~bgG;WDa zBFhLxa8gQ;JT9n*cNW+mJ-f_GRo~le!UFHes?%1%RKS&nxHc>lNbY0Z`#eE)n722C z70GSJ!{F$+y>qtHY8poUlopE>NvE-jVxfQ-&9|22rpDTNwJ$R05qbvtE&$WGts)f< zcc`!4JU3 z=QRl>uI^JCkZ2j;jl?-52e5qMR);|0Qv2qiGS3%}Hww>) z<@iS*)_7lk=jn2*D2TT!ce*`}Gedw6ix%^OWW>Kb(dY`S&uq39J+mFhUbB!Zcfw$HX&;F>jy;0XRNX!)poAR z_&jIST$$EB@Pl`&oah0-$#F-8s1t1lh{f7*OF)^w_4H3#`|v|o@JmUI_kOsib?xIb z%^LU7p6D5u?ckYM4=+{sdeU{0MDKO+lh5NEIW)t{#(XW(_`w1N$mZXtuXoyY)xSY~ zKzV6bq2)u8=h`1j2}BD^{r0u#mKigpH76$ox>YaY2+7BWd*OEvVnqvm4`O!ip2&`f z5Ow~J2wXt?P{F*U?_9W{y-DqeHOC%IT6b56=4P)|wT^16O}K*MzkGSQJ-;pA`;oLH z?IJ3;(?KG(iy#!_Bv@uzl&(4Lq>XvYAzpNJxbHcPDK(GxJMmu-P5y>B4Q=3YRH`!y zv{-+LxkDtw^Q7r>kWtb>kRPnEb=c$mm^btuV+|sNTjphrL)-)*jsA?9)AZ*@XIt#V zjXt|kkKoj(Uk?(~uepD_anNpR9r@r~i@QHU(06al)|^k(TwLseB_E2kpnQqtaJ2~8 z_YRl&0VMMV68smR*4y>FJ^p-K*Jawj`}%4-yfxRAKZ#3bJ*K_bk3wDr`kvP1(;C;f zU0x9}I(f6l?lnxhJ7P{woPGQ0GJAG&j<3Inm5@GSQV-jyF~E&k%UCODI|M?`h(u!L zt?d~0e0HDcc{ofYcj8`M=MSDMw{5F4EFn?jPWPbQiN|x5W3?>>Ybr6L%tsQZbHMZI z#WszTUhR!jHZeM2>8UB|Uo5<#dGn-|!NEZ%TExx$T}WC`cotp(VWR{VHeLaK4F1mV z!RHprLiv4^f3PHt$rD)3c+Ecz3CP)3SumlaiUdjfUESN43jGHc7>HT77FuMIIsO0n zvHKnqgpwYcB|-}XD?<_{v@sJqc3EI=Mr|@R-fv5z6Sc69y5d^@-~?Az2}u}J-;%;) zdv$NI{o!-V?Ky4Ko0ezTpf+PR$y#l2SG0h~Xfp;Z;(o-&H>&&Ku0ae0vip3N%>)Y` za`HI>fU~+bKJuK9?p~i`2RG!pyGm-*qz#k9O#ta$UBAZ%V2Oh~0O&~~-7J!DM`FMJ?9Ezf_h!O+wBJxPp!?e%7Re-y7`5*3l~pd6#1Tpho;;LuzOurNGAQ)6x>ot z5Z~B2=0J6auD!N6#sALr=aaO>iv?DR?fImho>4zMS|f1HcnQQjDD(+p4<`hOqcwj2ub_-&0}06yL%?>e#eBz0`eK2sYCZ!RhBFgmi4Hf6kI@0=>0CO zGq`PTUyFvN!Yaah2*#Vu~>yGJjy z`uzFYo;;fwAGDn8YzxyG;Bj8>+*6y++M5T9A6e0OX4G4M_|bjuw*vy|Yl^f!`Fo-H z{kBLnW792cD{?F)CD~F^)2zN{#?IdAx7e6P?uM5czew|Ov1xgAixP(gmE|e+>dpe& ztZ`CVkf3!T-0l!>J2LI*JO1cd+ywL7O>jbkx21c;E%$%&$}*SK-ysr<5-=8G_J%c; zY4-e%LR+h~igX49A`r_L9lgYMZOXBg<;lJlBx+6V)%vXE*R4RyOOq^3KM^ZZ6WFBo zCe{X2Rk6yk*3fy34H}U5u;!zP2odA}j6+5C1`6$ndhSsXvrn(I+L4Q`?xKnNW{&3a za_yyy7imq=-rFXk^@I1S+=ZNLzP!KKUfEG#G2B;u!#zII_i@FiF6&pOdCt#_R1t8E zKVoLb$JGCN9`OAizL~5;w;+tw?4mDXjSj*YRP@yCd zIMz0-wH%@y+?wNuT*QpxYMiUKVqI-l-EntZ8nMWhYVBvQ;NX-vWn#E9)A^j%5sfd_ zLQgBv{J?IvhSv2MttE^J4%Qe${_+<5{T5=R8Q<j18X624GVlAVAF9zKwadWo3rDQer_NH`jL#my3*L3Wz3KoW9F_TlF5Y{G=g3 zDmpDO%KAnpt*W-yUBD1Ez%7#l)X4BK7Zf30XlS_8QUrpE3-fJxd8tK4M|!+lUGtEw zDoycIdY%_+4=10sA_ur3?pU2=Lj(P$>RWt5q9+coZyB_k)xCE9W~Vmj35$waDiEDu zD@4%Qv^Dr$IECD3Oan*`oANzkq>*dxv+IKn{5Di( zxVQ-8BuXH1Sw8aFpU*+A2XNt}8!Ida3|B;4aW~o|5P4vIt|5-X2MN@#)>!3~9)iBS zAjyd>1!DMry?t97__(cKm0@`)53HqY###jEap`>Ag2z1W711Sc8`c8;5G63Wp*+n& zT2NTSf|Fbh4O#>$QDTHl5^G34zF$`WcDT7#3s^xqnAc^w@sHx4zDUv*+lQA0L^WR1 z(_@{)<9gOFu!bNBWSP2C=Yf$)`>(&O@;Uvr{Ut8KgIh7yvwP|*L{oazkGOrlce>eu z=|KVPkjt!B%?sCJ4Z~uJ1%gMOoSd~$A@g(r#FV+Q57;^<5_{!duVrS$_}oKOWPahg z5DqNV%II2F{Nv2kIV;-1GLO}zPQ-JaM#SV+w-x2b+p8i+5O^A^b8yN|-RZT~ z_EB3~kzzZRC)+@OpS8Dl*p-@YyLfL<;C+$p-H>UkG`Arms4pT!MeHxJc>C66S!#SJ ztpMZjz0*y82=?Z|5_eO_ZJND=++d_>$<2wgfBj0Om1f8Jp%i<;FOJpg*%#UCA|qJ& zaB;=0`5Jwpxr+7gfBV`>+k-o~hd)?_jY2+u=+zpP$?zm41$C;jXi|^V4q+PK*B~uK&$Epe4Ra}J~^fRju=DQ z0M~ZZN>N^=4@oTjpWeRf-YM+6-+rddp9Aj?avtWWPujIs<6i6WfH5KU-9;L+2u*Ro zabBeUQ;|GGKG?I!({^}!o;|ZE*VoiQJcPP+=sFNd_FU#2b;hlcec`P3=W5LlPqA~V z*)HAca)O4^F;?3bcH~>G_BUe1X%9#l_2Te^J&{5kd9LyC2O?~PcKlMCUDudr&5VGs zX-x1@<}I(^SAnEa{=Sy9zo`V+F~E^1T>j)IKkDoj%aYRD+zUq#fRE9QN{N~HG z(avZCZBku{m+RAJxg-pd{m@d95(I|Ly8Fl7`gHMbm%B|82S)rBn<&rV2}`vB_2_c| zQreh}iePtKkWd(0R+3^XN|UWZ#1OHF3Ec-5u>bYVHTKN|Wu7O^rNIRNh{@V45Vb`h zm>fi@+F>6Tl1-i--izT+`6!b;(K!cVIQ# z*X}^Kdr08hVr<*`GAqbV^)}>Q1j%FRoKjm>xHSOlR+xiatZBGq;>tNWF>Y7tM(q6y zoi2_6Fr)n;#(M=IQMP+|N0EOI5eY~p@i49eI0xd8ss~)%tm?9v*)Wlg#78b-kP1K^ zmK(+w&juhz7W#@v&^xCZ-Ll8nOim29{p*rMT+{WeArgoyX0yJF(j$TBD+-g;E+MN7 zqYhAmSOs9Txho_(@xxDQoS*?{zWZE-fL@MUhe?&dsW|RwK4ew+fjm9){nFh|J;$tN zrAAq|#`ve#dTd~L#x0!R*jMWJLcoGNU75J!X^sTfp)iJc?z)a)yDu^an9LMld2M%z z70p=?`8Yoz%;aMtIqjOVG`Awr1|Mr4p1RcPr2pT%zRIE=_FGlQLwDOkB^7~`(0mKc zI0)C3`#tv2$;MEui004e_(RK9e<8HMnueQne}BI{`u;14qU=ZBi<* zhwJD3!u1*B?`(b^H^BXvHn~YAY{C7N>3ic0?qH21x$ZMfJBwV9g=)htZU1P zVl`(LSwr)%9|#d|33&!E5?|Dy{@WoizD{$P1BUqpQ2h3(Ce4j;2m2fl-LC2LG!l>? z+Ltx!?PCqz2Y>i{`J*^V3hhN5{`#{9Kj7FTlD$LZJ~krE;ujCw!zJO?C8CDn9&TZX zJv^=T4U03^@b(s{K6AU%Y6Rfdh}e+4I*|Tnd|=H#d85-}p7ie2^42dgfM zMfgYBBN%J@RA167a6i@w=H}a2QYk|m2rlqB& z*=%@}ovRwOhL$la%?-E8?2z{aU%aF-ar(M||HPy{yCcsn!t6-&oA+ai&q z5?ED|>@n57+FN2p-qu&9YQB@CT6I*L;ns=O2_gg`V*axKplEsSMu!WmK&&_@LOf*W z`YiYOplgVuy{L7K!wzzI;ud;vYqmYNF3vWTM%$jvq2%NP+FNnWWsM{5jy8Za)#+JL zL+#PJh)eS?&otZFEA756a1i>+?gD#dXMvTePfa2G$eO$h7x{+@A5oac>e8o+T>MoY*bZ+KZ=5U}3{;6H76wnT#oN?=h}JV?4Be zepLmLHtq>Y`%UoH|E#bkpE+~J%F4=Y_3G7ruZ6NuejnwDC24F{ys(x9mNQJyfjlg^ zF??Zo0wxc2pne40a`O52IoZ)8x+~+5HY*Z}p1j%N`L#Yi-RP%mWBNO%TO^r&eQ$}q zzNf?vZOXG%0x~mt^lkx;4lU-F1RjoEZMEYfR`&$-05SNfmjKEmCT(%}Qn$(gy4(84 z+?_2#3oRBCPOX;+%(n?7K*%6|oF?NY!n0*$#MsL66sr&bz{TCMgo$j9faXhgi9hq2gFV_whY>h`$GaPLw4?Fw_B-L?b+}-`5PM#DPF}1 z9OL4GdL5*SVDvlz;itD3+OyjW?68OmLISQ1DZu;Y!7_VVZ9^jL6{;&LY9!<3GyIJW z9nv_azQW4YtoKR;n37fh=m<8Q8N02v>m8hSYaCWH01ED4DDUBhGNX#}cYr)GGou15 zb$Z_B4)xVgr$sKBwDh!8t1QpA<~{^V2Hi?kAfOSgHU>0cox9U8XtmA#R;=gY-?S-- znY%@hQ7R;```Y~x^~t2W!^EkM+3E*QUul;=ePMYhUP2orWGg}&`~{5x#9_*{aq~<} z4L~N~f(;)L1FVVEKbSYM0#hX84rI=;uzV`O{O-vHcdul#=Cio$WT%QSz4b^?-sU&l3~? z0M{cwSwrif2mZJ9@%w}=FHIH6Dt3z2YM z(9;qlEETJhfLu_h{}}<`%XfN2!Xi9w6oQJ|V4>~WuyQd)0n8^0LTW$-Fp5##+3_2Nq4N)>y1)>)q?JLoUjp zk3A|J09+A3K6|~x3UdNr}Mscd9=j4?$u5Ii)tfrZz_4 zXUEEnkaboCAWOe|Btng=+VcX}SV>6cO)ffHqVcVDk@bzS4)DLzEP$@L9vL0uVlUV3 zXx^w#|KQp3N8{Dww1LYcAshbwhH6z4BC{yM|I)1UYUOW#jpFjDq#;wB7 z?#QXi0ONDzM3 z?13Ce;`zdU4cR84I4-fM*Ft(AXs_-qwAFT5IW;B9 z)58$k)}=ZUFUDLW)d|msCGW7tPKm}1>a$oYS+h}=L_7owV_a;ck5L9mch9(8R6TAq z3|Pm&nBCI;_SUfmt&{zJJ-lh2*{(gaEX6%VCZ`_yUeq@*WVb`+Wt}x1dpHXvIAR7 zY-v=KgUK$D!E-m;-HicttzU=~V&MXWMGLeOQ^uNviyNnQUl;k=zb@A{>6+`yQY}ot zAAp3L+udf75CH>s_0o6Ps7WB)rT57dMtsQe%b`3}h;iUz!l|9Q_0cIFu7@iGdUHhx zrd5C3QgA!`*5NYy#(^>?rC7i`eyVfWiQ6WDYX}$8|4n_Pp2YKp0O7KtBnPOtd}Rs% zTvL0J$QD0D5+28>eh>$&M@Z}=gG_u4q74tH$82y|AinE?^+8JXeF!Y4!o)mrqRA;` zRMcY2P9ipH&>oBrS@-aSHuNb=NJ+9SYfCLJJ6$9=N;{TWgMdDH(1=R`{6n~6MAjey z2n66>)gjXS>6KP{Tm3*R6dN6zKJ8hY7iG`xEVXYPEOnQ<>)K=qMkf}Jdb1${u&_L| zX)HlNkojL-jN%-J80r(<4*-9os$1h}kpOj)TLJZ!TR#vUKyn(((M5s5YTbjAQq;u0 zb+Ft)d6S-l!-QppsV?WvcPU9R5o*g}YgOCezEml4{77s=AA*#2i{PM=N!~jE$@iaM z9!kLNbzkH_0}JBN$fV~gnlErd;n{?TTwN14#BPz_+#IYo#a1cc#AlfoBNNlE;EBZ~ z)OV`q+;y0DZ33sKZgl!-Gk{~AKoN%v)Ny_Ra>Qs{-l*$Sn+)1Yk-_)Rb7(SPg?Wkg zy~E{Rr;he^C#^S|$Nkxmh{r{kxyXDyakInDYW(M@@BiTGa*fGwkFV=he~*v!Sj+&( zKsUdVDa**nu#%Dz5rkyB*E(uvZuGj^=9U$q=Ym8{O^;h^1eQeQSG5MP9*k>E!Mzu^ z!*c>)$en-pP^o_|XhVKb2cF}e?mHmD48T3KImZF>+{YdjRQRxpcWbZesY~VB5YV%aO-4k z#UgW6^J7_YqFZ7DaSjS|FBGdb=5dGXNkC%398*_TNEK7n3we) z)-YlK7i)b5D0lTe5Hal%aU5_<5*9ezta0mPj{qS5<)`%y==W?U-&(Tn7P7V@EcNzh z4IXc_Z<9#0$9t+B^jru}U`4~_{m`bINAsj}VBC&fYj=?o+Ij!Re9O*Av&5t%yVf|S z^>x@Sp{sJkEH_2ubt!SHllF^K&3^dC*rH!J7@~eZ6{*7N$Xxxl2qbE)6mrPD^+~Od zgFk$+!V1+U6fCp<`Q0if0&6r5UJ*&-Sy2!@av3GZPLVp&JcM$xaj12zuGii@+2o>0 zD@zk?LvgI*hpE{}`{+`uUC?*1eDB?u91W3amtPn7(3dxu*Iww&i+UXIgT!dkvsgJ2S)K@~n%eu$J&VD3ab1 ziEHQ@vzv{h_SxkwCtlqD(AHdgV^5LyABovRmM*g{&1d#=_G3IXSi?AwyjtDk*MexC zzuRL+&No}D_9fzJH?PXjnq6W$R%ckc>O_7uVj($j;{b#81m$P;Ys6w+)bnu=Q>1l} z{iG;6*6ufVsXbM5_7$}O`w{ivFbKs|VkFt4iLt8^Za62hS*5uQCZP?fCyPO7|Dgqb z_k{y{aMqVa(zyPqQ>Wb3vAn$8pJSmcl;1~rB1oE_T;iyJGB$1{aC}0QRig8x3|xhM8vo?jZ?h7!ExV6 zknBc8g!{$|c%$G&POlfV2}THTQctAzuetz<7HMq)SU%j{PrticrRvSe@5vi&F6nzo zU<7Lq8x%l4J&q_d(p*-vgu1rjIK$HM|Z2?kyg44Xasz zCsUgOlJp2OVCliyct^y`bZtaLu#T)MO0oMLLvH!FD>UUVN?uc|W2;k9{ zxEtd3mZj_7R(rbGi5Ng>PMkpPsD(Y8w8gOr0*(DPrnW`2fqM{tH99$EcLfT12KAls zKAW8w6k&;Rx#EtYX^)dhPKt4*Lx^;o?o+FJ;Sz>)Ghh>Sy;HYP(;W5FST;|{5hveK z`h2?TSDcsNZZ%PCG!0M9h@gZ{ z+~@A#_2l%OcnjjFqM{br&NXV6jRlW@IGi{%4>19rkls&MfjcE@3;%uW`SNi}C zsT*UOlo3G;S5Ww!=O&g97gA2CuZz4a(f9u3rAoKl0bttO+8iV#rzEUf*5l()c_h7MUb{|Ay8P$V-u~K>}yoqz?BNe;dcB+pVsGT+aiFA$PNS$!g9As^G0*EM!##A+E#(vz^#x1DMGLWLY1NG?$q~P zJ|AaRAoS{MK9<>j8bBR(3}voR4-eumcKCFvUFae^39QeR8!+{W$8XkI#rGrfSXQ znGwPG;7qfx{|KF6VQ2lry7q&2tDU&4)cS?k#n9-q*3=1m=XA5jl|nXl>;64@Ui$vr z-7Y(MvEADMS45uiRzshiyWOSs=nz@ZnxJ(Mi&kyhsOIgsow?nswh85mB>oVRey@4Z z-8_$8Y}5WS=!c$&ZE+|-yedLf1GZ^J{5s|Tl+Qrfl$t$zEI(U zLmY^tB6KpObyWQV$GbyDHt?-HricW3?B32_%i{BOJ12%N9RG`(4(3 zp)8cYPx-x)G=NfIH49$+jS2DiivmeQZ3kdPvfn4Eu-PLVf?t0?Ala;V9{lWamm)rc z;ND-HYOqhvH@TZ10M%ow^f?yo{LFYO!+%_xj@EG_2{eDlcOAD8Tw*-XSsNZiX;pcu zy|$-VB&Wc3X>(s$oMaPvj~FkKCtteLX*C_wcK%MEUB2DzE)mgDOZ}vrlR(TpTo2bC z6w{EAXQPFjVA*P&v%GO)1~3DxpSsa*SM(gXMp8HWhmC^Gi&M)o0hkTTGps~_ONh%) zg*lPqG=1ONY`4gzL}RTQ*CsPz_qACp(Q`s>P>#E zfGDbu5XtODmy_i#Se#mhX_L#)2F$n{9UT#1nXvY*NsEYyvK3_o7N3}+wu=l| zv2^b~fx#h>B-)9%t`323`i;H-$lp^tVp-7Muh z0YL9+JT{Av(2vAPys)dtRqX=hJcLN<+SL~VOtxsT=boeec#msiMX730+pE6x4`Let z_ErIiKYzcubN97**MybpM})7UQ%-046) zF@BM4t4OfIoU})40|hdTb)j10W?JhC3Yl)bR2!brJRk@j@~~rFmMbncs*MXpW+3jg z@B9J@!`gUVbtlaLU}LvH+y3=AkKE00y^ayts3^>|^Y^;lnuc%*iId;I(By(F>B&oM zM`^eX^z~R=Y_w%&qzXieppS`ABu2U$EPxFw&8HVz9ONGq>0%zlXwD#-Qr|pmX&EV2 zS(I)MrnQbVciM?t8e83ywsCo~tt}>1K)A<%wg`lCK*JiK$I=4y(2iW|6R4Z?7}C|6 z7lHd84}o=n99~GCBalN}Dpu=1c&6-;wRL`h#3TRxu>du~5`fw6{z(U^B#3u%uFnmQ zOuM@sxeHfUB)jm#!x>ztMs@vYjiFQ#kZBhJnb5d|py29?NW%O=yOW0vw=dk>o)SSK zkvH{X+$_&e@H7orBQ6$U6I>b75+J&vXJuZU(3)7=Fld|f3|Ipn#nkBoS5*r?#_E_Q^-JA7@JeIu! z0_h^~6ogbr(tSsyjhM@twn4k7wVu7FTtt@mN4zcu$EIBPie_L8r&TgvXY|xggk{Dpm7M$sda+&3es?1?Q)7kM-fLXJ+v2VB5tEd?O(gs8?v~n zE)Wh50GsuUje2(08}`8n?Vt2Dvi|);(?;@tVoo7-5GFhYy0tzdu0;GM+fG#pxTkkdUd>2>C?;n?MNU%%Na8Dr0G$@BG*_G#%EvmYL*b+<~$4J7}M zpR2IVYR9!ASw&f~e$YyOwI$(UB8^KeNhF@VAGOAsdiqO*QzY=}-5%>x-{N7ienqOg zHgcfGyhu-iV5wdruY?=ml>h++KTK&|B!}H4twS~HLj<45O?O^>3Lz%;5arL8p2~L@ zf7%6gW(Y3rLVFW08QPD`c5TS9*R&7dIYVlal_In3DZ#xNa};(L2wRfY5&9GyFfcgf zZlo79|H*wguJ#XoI%J7|binsp6w)1m0U>Gg-N1iW1uS>s#0lHAYnK%i6ntTySttwT zt1MqRNn_*SHJ_M4)P5Z~d%OfBjfoi*6;hRYQVP$(!jY1aq6IM0HxJ^>0IJvPdbK$< z*}I?BdtRzB?PMelU8}|KfEHo=!HKaTo~WsP(5`BsC7CB~DM!w?XafP9J}{IP*&uKU z!zG5rx4R!z#s>n9VQ!5f2N+g^L2XjR5vf^yK_vj1#jH?Z=;>|w_U%KV_^pi8D31l= zw4V5dT7fi9Bzv?`+}GkgqU({gbyC-4<7?MuOCT{yQ%Dt)BPLgMa;bf76r9#?U6tve zZ1b{oC!7dmkcSPI%JG>8?p_nMc*?}Z%)%qALjaQZAaqG0OPm0v3c%tDND|y8wIP3_ zkaww9LIi{B$e=@@x2e6yZr*P-a-5A%FS3!*2io+f1hz*!R_4@ok`)hm z?i(yUH6j$`_~{fd03cv#zl9Oh4Gy;<+~#@&B3729gw!0>HhhJ_#QD^fG)^mPv3+q zQ=Yx8jp$OV6Q3dxY7b;rT~gFO9*?JbQy?r8<0F2m-P$!~#kq+N$b-$6_Zc&{MB-aI zhc%v4-9_oYd{AZgHHOngy52lkYIoGf#90u#7FZfW7YK9GHZUGakHC1@sJ4JO(QdcZ zoNq+1P+&U7R+W67SB*kF_zs|{UZfFKH{yoKTldQ|jXrh(A1I;Xk_$WB z1U_@K$kUf&Y7V)H(4F0wJdZ7BdP!2ZV?GvuMdZICn-bt1*YPeI-}T*6uf zNF;uXaq*O%r$lQ6A}OrjQCc5UlH$F;ngo(j&cl_e+z(JbPaw|yQ2qQsYaj&pneF-R z3KkG73UmK~K6$08+rNN?f!vB%$^!SgNzK8Z9If?!+_Nd$Ru+D41%sqDwRYR}<|%>b zNn2i$WCzw|I}y*+97Osb^;S|%c+8mYjVo-N$T$ZdwD}!9|Cw7|eqgn0P3T#JGNE;d z_ClF;>#7V}FY*((NwPK{zuD=Y2oNA#(`i3C29FWqhc4Y4bwK@ZzqZoV6v-b~mKPF! zAdLuz0uX!p4H1sEu2GMJWp7~a;GTWqZkJuI=2|^=TWcmH1uG2)88wh|jTIC)A=G$4 z5U7Oa7|yocuT19v~9UvSx^%}Mc*to?z#j`qYgkF^1@m=)?9ti8#q2YVfaiO*wY zLZLDzorKNPHl(>78yo2go0}`O2dNJsgpfGegg7|%ts;>XEK9_gae&0yLChvDhzKrC zYfoWLpk~V6w@B|ZCwOLJ@Gh#&$kTZIVyks)uj0M6B36)i4l~$e2nQhctqRx5_z0`W zi?COBWZ28QEByZK;~Z$Sd4)V>G^vESm3NFQLW+o?It0c@<+0S+lyzu6Bu^jX>jfg;>0nM7F3_&chU zV;aAcdR@`_aP~%*D@!NDM_E=zj0+&Kw{Z_#)h8z&xMiOMU;2iB7u-%Mf7Ybd}AkOP?DN;29Li#l;bYLN;k!1z+A-Y_IMtvONO#+3B3lacVg3u7Q{D zc55^4wvz$`2#0X5ICTAH+Pi!h|$oT@YxHfWPjFd1UB&b)h zsp2|AvR~YY$g3h`<%>FG5$WT@B6_H#A%HO=un$PU>PEZ>RtyLk77eY}4s-~vMr!|| zK;@L$EKOjoZ|s3@gviemUH>1dv`VR_AVY z+FjL`F@;4BSCBIzIk<-69>^xl_1M5pUu&}ySKI8u%?^ROG4DT4vTxT9+r1`%4}G4t zU?`4j<7w}iR=s8gTxM-t1OcCX?m-f4+)cx^(Xzp@(b4Xl=obsTZd#EkkdR?(M8dlT zHc5Z5bA67xc48F_68%;+4p=h)eHreH;odKhtJ{s8*4d-6pnl%8T%<+!1;9c^A<$So z9%_GDQ=H;|2QUI?+B7C0jkwuV3XlRmupoK|USiZm+=_1xaHaijRx4xX3U&ce}$+;;Wl`1ehPXtJ3$LU1e!$skU@3P8A}J zB@6XP)B=&@2h4qXp~d4pu%ZQ)7VbkEb0~ou7)i&mC||7V^>*B{I!kje%fc6FZ1(jD zJPsK62lv(X-bowKylT<-86KIjZELe^V|i-GI_fnE6&{6{MGkkW8wPyr?cR{>7M;h} zVk}Y!IQ-&7lStnZdu4Z_tyG)VYtG}+JEr+X+$VF8yo#4aTuRiBkPDuJ^&9fR33zmL zjMm6OyLn%vT;mcj4>`|P8_;EY>mnx21t!2PLVl;xXiO zL$(}3)S!9t?(qh-^-}xhff9EI3!ZFB0Q7D{hn=q)SG|_n;mx^^Tp@XW+J?g%gnl5O zj0;>7iD_lMX3PL!QNtt^27(&YKPb32pT5zlbz#;HZO-$g+5T)QqnZalKN(8TaByp` zt;kPuqQXsvMn>)ZOWoEt_`tRZU_Z4oB<{icT>pfw$=bhdZKnP67nj?z!UW6HwXx2( zs&1?YsB?zg+d?8VSZyG0kRKip%TBZAJLy1BAY|QAbGjEst^RgjbB?`*m}jnm8$Ci* zsH&3upEVe=$J!UJpG%h#FU|TJxbj80)jKgZ%&oI19`bDDbKJcy)7ENTEEVBw?ICIQ zw2NbrP@6eGj2K=4Sj&nE65O?Lx5hi|*WNebsaIILUU~`XeCoP{2CCAt)}4Uq4W62ld_Mg-PDOxG*En&%Mg@ zc?b`L59=f00)a9kdo;ZYaXznckJrg%ja%GPA*^_kY^+SN7qo%l zK9?CeXhnI+_HeNlQ;`u)^{xv<^$bsV5cH>)TC85c191#oC~zN{(I&)V&!)C-V~)MC zyU6wn%ySw@&MpYTJ$(lsc?e%xLX-ejj3?K{jS~>rDndj8P6PyS3*i(VD;xykPUDa^ zs8PFG9Xi1WYylG5w2`tY;aW!=37ZU7jBzdefD%p-$s2@v6&nV?!8Zkc7uSziZFcb@ zIGp}*Qj1J5Z3$R`oB|>^DdfZ$OCZFPQ%Kqk;uRUO$g(m-nnhf(D4}@fC$<7^$Yw7u zN_96-+{xIqR%lawQSE$CWOb_u8LpKOJT`pD7%qn>>2cbRtTOR86#}-LW;&44W{Ma{ zyFl&|^&6rNw7X`7EqOR**XqbiHSX67tWU_X;|7b1%z!pWq@-~dWEQ!&gg$h&s@vlX zQ2OILq;w$1+%5GxC+Td?fTC|7DtD4iY+H2XVt1FjuMHXZ6@WUVg6ocH;~pQMux5e( zPQ6e%gMbHs6973$T$w-zuBD90VtwY1pIhc9xI8P*eDZp`t4yw2mi8z%io$guyKUO& z86PN|asBttH`%q@oqnya?Je<>*y@%65#DKy#YneW%wIpK2SB~Kd(2Oh$zfKfu?Way zKCCJhY1O9Ay&JlQ+|?&=|9q5;TZJ?PKmN4Vt*HPg+6?zvR18D?W3J{(JOug8db>#& zK4T5-D4#xb_s(xWT_M1)`h_kTDyl1W8B^aN64b5vfVHSw?Y>@ZvTGGqw9i2YB!Rp} zkb-srY2r+=j)aFVv3(9EQ`A?9mYkgIZq~$nEnPIDcAU{ToN}u#iELld{H5)J{+eHy zdq~UE7LX9E-Q?RN1;zYA{34R-w*=f!4195WzProeeh7&H+~fL0ADk4h8&R8K$pCQE zNApRVE!J4L*&*^d;A;$ImAJTv`W)m6D=t9z!;7s>z_zW)^uvhxb)v4sGQD-Y(dXzN zJYQ~knrpadSBd;}Yi%Tt8e$kt0?(CY$qp>%w*g)ar*F1dUF(#`;JmoK;8DC71y@Ea zCa9lsP_|`NhFfun9lRwn*wCqQCL)0~di&}OTU8ixKc;XnLf$mo>9EjkS)S&HV!W#+ zx2yLBfCcDL>3d~oVQ5X5t6NR8*5#`Zjz#wE!=?V7k8^zw*TJ`r*1I+8n+Hog-2{g^ z#0vM1PTIA*J(j2b`CndLVS5CqasMQ?mv~JlBYKW)Yci}*?VhD|&EuRj262I>jf(YM z);I_lUKH$M%XN)4B3DH@F&4RaTJ6FiYnZKGmTCt?lC}xpSL(XtUF;v6^v{3)P=ReK ziLtzd2U=GqG(Kju4llMpc?Q9sM0aaPxe_-)4gvr8`3iUQrQJ?xJbrSf*)3a)-3rx- z@o?^5w|yW|j>|s80;@CDX1q?`Kii_`Ajx>DAI4y@A%+=+N8Il?Sfqc~7AN`MNetdE zPc^xfaHYt`Yr6_P_F1>LyG;Xj>{6Sr@nu?jzoR}ltbLFev<%e=YyF`1QoLGLsLjX+ zir^1II9Qdi4hAy#^czGE&xfX-DQh2`w!6(EF5!=hJZr@kkuKb9A^C_QaZo_qHZGU! z?d)wF0ro1;9-o(|b;)*K+e zTyzYiJ;F&ExCk#Eo}c}sBrncW0kHP|wuShA!d^He`?5&dr=Namue|b#rKYCNy|Yjj z%2!{$6q5EhG5bxdX1}fk?lOTd^6#s#!E&ZbMt&?4cbfV=7tpC2{dTKn&@EsrXe_?l z*Jio(Ywy||m+el`VoQ)R((sTDl=QHC;m*SX$cAuuYo3cM;PMrz1rj%guI>>(twq7` zil5N6*?oaw7Hz~PP)JM@AVJNG1sH-ud{DUl-PzNxMK;1xQxc3*cEmye(c~RN?tM&~ zNrDzpHe4(}oEW;)K9)Ld>{ujHwHe`7SD=j*)hM^TiHzNE9`HPE1KP}Mwc(I7nG;i7 zZ^-+DL^eVFSS$#RMp~IuR&o(RmLej;UC9xpF;4%G+Mm|vaCdX<+ML(xS^yF@DmFbf#e?fo ztu!NC8_tw<^b7bWgxl-8^XwZ3Dr`$-mRqB0TL;|L=h>|VwtroY6EE7QPT-MKb`%W( z?}^%+AR4GZHmGf}c48SI`89#_SXYs%M*yWHC&2+H;wrq5{zpM^t$>hQYxKW|Qz99? zBi7ZY{#1XtpoTyI8$TALYPD%+&xrbYv5OJ#cL)ds41(O!K4kqG3r(ued#4($N}D-x zF`Rq@Y9U(ND>EO(?_lj9ZUsSy;R%6O0baycc#nCvXm--t24_ST5Fd$j0vJfnllQ2; zL*!dvh-)Y6dH>aGE8S8IXy-GyauI6>!N(SI2xUrHgW@T zaty&*SCWcgra-}%o@KyKW@&q@L-Px5gZwtn+bNI+nBTi8*Pha|@{HWi!IRnw_fN({ znTT_S`k22%T8Py93F?{sr;H74lBQfOV=Z5c0{?ygDe*nW=W0zb^7?oB%0n2JUE#X-=!j>9loO z`XfssWD&puS<6UGbQ0LqHSY5)KRd!!ZI zMOmxH5iWuNY$U*oM37qaYzT=g(Rj=eXvfv-lt>O>kHo}zTIasdo~qOF8y$92_d+!h z!J`U+!1&m3&6{znRr@yUC$ToH*RSs@_Ct~25w%DNeDz$HMNC$x^Op6jR z9kj-daZ5{$wb$oV33+bT|8qCGd>?z0d~P{OS~qo_ktJ$}9^aext&X+0@Cnbg*3dI) zKRr@!#F~-r0as86+P#(`{k_gDFncv8_N~qI!?oKYPQTFeL5NYGe0FoLo;u9qhd(&i z;)EwBE!;MiC1{_G^@Extms{=nogU4NrS6T8FVaGMH!+}C`-$z%&Wd$4L_DwxEA~JY)uorSr2reM@mbzitLqv!eI7m9Nn2bI0dS+-pLGhVT2Gm+vyGVS` zVI{7Th;ngghqagkyC8Wv3cDk^HV00uO&mzEhjnSrA)wW)y_!87b=)(zhpn-7RC{Wq za7CPLRJ%dw=~oCW-ZIn;7vszNNqPwOX08pnC)Spb3)U0JcZK#QVlfY{&+&b5-VFYY zNA_Ne~5#+7| z+8`4Jg7NF-q>YWFC@0QE6995-))Cs+W@Zr{ne^{qEo1W_K7x}}P5@sPIYBrCS#yBV zunmuKRhlPxS>&}t;;i<@DQVhTNNALmK7PU1V^5>I&FBwm5m4-ZqbH< zI~x|M+RkBjxx>9~qX=47N{m2Sl+_DlVD0N49J6}gz;H54>;lg=6E^E45KuNWIA}{v;JjnTV;;&O5_8tHMPZ8s1{c{CeErpq#HO(^ zW9=Xw43bifa+jVHO9Yn3<@yW<0L22=h^R0ovp7A~i^6pQb!^zg8IkG$1x;M6AZb&R z;}#K(rDDp(R+fq6;gSfjIexv(etDw7H|CI4Gs@#FofJKq^5pPY>aMiJTL3yBAi?{9 zO@IZ$6u1BZKse}lW?R1PUK7fDwPew(#?6?=w@psZTDtnvMMmZ=D-hXU^-ZnjD07B< zYEN&;3#l^BeU2X-I-q#jB;pLfC{|x#)j<0C$DiEyIkb0Eo{Iz!7YCtQ8o9`#XNRr3 zyUW{z4V+v$$tfvTC17(wK$ybZ#-KfXp1Pe>tQ zIfMXfF%}YBxgP&4|6Z~rTx-rEyQMjcl{qWVTl^^5FExb78SrRYdxf9SaY5WK*mrwyk6bwiT<%_a0ozwY~f1#iQ1Bb zsu$FjxteSAJtbrvY|?u(_U6G7w=Ovm(-)c7Kl$jsuO)9DD0yUEr+=vHF%b{MQLqXH zZk^p4$B3_xfP9VCLGq$OfH+`6mGZ3SV~)TzgqlMF2<>gP8}XQ^0FwyY6LafEja@_b z*^OQs8kw>EB8Y2>lU;J3HHSQAxa9597}~Nd&Bs2L{vUo)>p3?!iwM28yG(Ozsffj( z{piz18y+ThHo~4+pRStDdTirQkJVeJ$kS?(OrAqS)nj+x*ItYJC41M#WhsWrC@!<4 zdAO@~#)=ysvsh$f#>II~Yc66@1%u#S!a8~VexK*$yQ;n0ZWtjD7I8=&?pL_}QAh@j$`hoH0B7w4uD%2j z!%8=Bgr45-)6cAmWo9NHV-?-lcJtuBjkRT+8n|nu{7>z#^0TO{g zW*&f4+9y9%8`+ddS=f{|Fx+n@L^`5u=f(;v%q5Ak zX@l$%d7JS~nCrVso;F2JH)#i4Cb=%x2h22RGlfjx_JWHF8xi0YDfBws8y8oPfl@mV zgI2H2zFF4-kU}sy<;K!REXlQM5_^x@I+0ndX~Vy0`>E z(y)X;NC4P*S*cbh(hspAK7(ENlgk1pXPexbvuS0z&lO_*AlbOU2H=y=l9c(Xzz*(x z5o*Iwp0m%_27oc(0URYlPYt*lnFzXr|x9e5i{+w7fQC{SuzwYyk z^|v~WGe|csV7NwN75a6B!yVl05aYoLH951$)~_tEY>}6ViE)ozqc0~^e~98=pJ>+n zp0=0v6bis+xrLUzOM?QRs|CV2FdzrrJ7=1FUD;HbE)Y(fM(BS0gp6}KPhxDqFNZSQ zv<`ehL}QMmsfq0J{bA23hD8JgJgi8l5RR(9NSD!q_=$dE3EaOWCp1P?kD#zNBiO{3={jK?LpBAx#h;cJg7vKttCjxG%+eCzE8(cgYKe!04)ZBqYlhTCT zXP*l2-xATu(>`=aq!kxS_MW3^XVekt_g6$ZA*4LZC)e8S;>|AKBffXI%#!1y+>&~s ze$1}k?$_Ljw&ym)+xW}hvI)=B(~S}J4!7x?PNA&*18 zBvOMViGJaJL&P`tPKvCIx@)})p@_)vJz{cEPDEV8U7l4}hy{HKQK7FOAAEQDaERrlA#(OK%9Pr-Ib`Cwepdy22}w&zO8Qbr z8rQF_t+jLK&e`|B|9y8OUnmRZ_f@_$cgKLF{Voe64d6-=LrmRYb^$Pw0Qa82_8Dyk zA75y;V*+sGuwtWlsKt+G%oh1T0v@Z!QcdXah$wf@fXEPk=0UXj919-=jYS+6f{ohv zIlV_<1H~}%>EQZ=a0rsYY#IdIMr%RE_3uS;m~9KW?IH32Xvd00pggC5 z!wDNXw<067h-&vhZ3*|k9FYm!E09LcO^vc8+7QTjh8!;md#{QtV4=C7jT*UlP89Je zkByE9ZBpvi3<17v0$5LP&T}i(5&Ze+L zK3tzE%?bIwM=mvQ8-k!8J{Yy=urU#!NJ~nNv)a~Ck7;TlrHP&pLLR& zuYLvW5vV_=w!MKLzXPUwW3Gf*g?a?UxUP_@tRe)yxSp_Z)B zAkjm-5(sqF_x-~g?{n{SpG%Gi9(BC4ciTrCEK?4E$P&?q@tJwO)1(aw451##=b@f* zK$0xZ^Hde5J*3!WX*_s-=u->oUkb012R5nszIJ7qoxT|wi%QKij4TdCD2C)DQY(q# z;#~LKHH0_rIl#zBm(i=wgk;?dG|xf@8Xyv*`?lr@-t>HdNOB4pSAGwm1Sqw3jyin> zP&y~$9s@foBhBXShg-9rAIj@Z_4hT+6{55IwiXIdmDr@_Wo!4CP0Zf6Et=<^C#S}4 z!1Xb3yc~r3Zu{DthejwyAWEq3o$qu{Ho$#@zyLrlFrM*p&Q4F*$k>GSj)!~QzXBOL zj1!G@hsXP_W@N-UP3KJkPQ*g?Z^*FBxcfFbGVFOc z&4Y^qAPcs#rpVS+=DNaIoQ#Bo#3Va@qsKlvCqr0saR)#Lhk>rOQEMZhgf4G=8q1>> zI$damy%M9eT81~Eefcv6jYtCOd{C7cdxTw}S2^HV)-V!@QvUL6hZ}0CGP-yt$`;jC z$tcXtk|7qN?*Kf{-0HP!cX5)Ky|yz~0Dgt#W+d2U=2ZWr&mqqM7a0}QD}rFetN7;&u6x; zF3U>uwC_ClE_?P}y~q3KyPX2MZ)2|IrhW{H$@e^`@wk3xPdlBlZVGk&lonEu>@b*F%TL}Ot4u&6m(Bc9#n<`^%V@;j|3>wOczyHg- zz6Vps5XTk$21ued)mtaqJc3R1iG7HZK9oWPF)}@9XnpI-?G4E7ZCafY;hazW?U}@W|s+{CSN#O+qy-e?YNq zJ@<=yibJ*K^na|kKYpjlok&nA^Kvq*bCkTYQGqT29X&W>LN4h!fn)$HfF9~GV1uz^ zJfYMRu_cF_s7+B`oPfuYpL6#XD88)z)7;pxHp>M{!ZbaG$L5`0xwJ-*-Hf!JJ+$1j#z?7jq6(JlL1_|-3D-@llj2v5>kN_*5opTg5VRFWBxSrBE zN_2^JP>>ZRu&;e3CBXqSwcub^!0dqSP$jU1+A}Ja2y)1Zau!9iu1AC$;Kj2LL0eUp z<}~40-IqOvjaasq9-29$jAMlTBJGU+LSv8OJ_YD?m@ z*Uef^Zo1*tCHJyHbD603E$s=|Gt3{Ziw%Ku3g;|Qy497be$GJ8Wp46J%+Jrd!31FM z#W@D6>eKeize(fzckkY{ix)52cfRu-2is5E)As9Xj|HR!G{?`nk)Tf`ZN-We4-Jja zy0Q7Q@o*rK*o~)^ivHA>3KyUtVZKg=<63Q`D2{QOpc(~5qG$A;bq~+k`P;*GT3`t; zSeC#H`7TKQ;sIaMe!}66LKt2us4drIn4Z)|j^F~DE0K=^8I^eCIZSybXjm9AB5##5&H;(g1UXbM3e;uA31|tpM8?EEc-8?|02~vLxTyEKrOkV6 zV%9f*02OpKXku)B7)j*SQG=~U0D*|#_|$@bp4z)2=2a;~wz?B7PIox<+)2jF$WAlPS+301S;z&G}*1qtBxl)z&j^^ZM^eJumdE zL4BWmK4k7u8ss?vZ-|x<)j}l_!zwy#)>bS|d2Unppn&h#eOtG(&}vtfSWa4k4eLN_ zY8&yqEexfouzNN;IcAGdNv?i~U;_n_0bR(Q+-fRHT$PJx z8qb=j=OGXBe8YePEtEigp6HN9$OMUhz%vDTiRksqh#&%3Dc~A1rb9}Q%s2EBi(6$*vIzOIW{sl;GW!jVbS*Qf6?F$l^6DudgOt^up=^N$rCMA|ApQ@ z)G#6)jA~yYipJQCYwac{Mfv;*Kuyp91Se%op|lnqEx@6^B6pJr?Q-!I8vE{X|Ll=+l}VPDFfSlAV+qk=p3~XZJ#D?C zb23&F9gq-Fs47dbBQnC6KaVydOVFzT735Om}2h}UL3vZdf*nGD_wRls99b5QHs zy)stkO^!1q_~qGpsB1kAB))N=+`$TsbKnmI1Yq2+b;w$9I;Y<8t<#-)wGEvr@vm#7a(D zyrDq&*7;7)MMW0=$mV=^d=Q2Ikw85TLmYhTE7M#l5w%Ndr40+Nhn~kG- zCY?F@Kk}nfaa?LYWIhuCi_)B|DvlT6%C^eJZRC_At<-@f*2sg>u(37`mo zXl_NvM0vS|7q=8?T;e@ibY6QB=NiHqh~7Zqbg->{#VNq~{QS;BJG3$1BTn2G#~1S% zDlpW)SM{f^Li>@{p^Kyl5GCnZNjt!S#(IZZi!+6sF`{{#W$b&r%Zv`PuHku|kD7}* z8%_u)LCM7tx~?kS%P=71YcH_nk`_{L&D{2K*O^EANjLv94bW3$UQlEv)?`OCoXh(aZfM8D+2&=j>9s3 z4{1YMS(NG#DIyUZj!+Mg-KKsPn;)B0h7K`uJYLyRY&+KE_{PhD+c(SxE(1v4gHi(6 zz#xS_utA6AVI3?7^}QM$BJkVcyi+d>*;ThA>6|bVVIlZanQLzsy^mkS7k84w};Mw=MqEkuKEM7V1xP);}?p?jNb2#07mb?pbqR2 zy?3njk1l%d$mr~%%d&H5618ySTzx^lS$=Ay*?j?r+$_7>Iq7srj2jLfFZwD&g+j?3 zUfCL3=vk@yJ)#~>8XtZReFa)0wb_U$k-yicu_h0U8dZ29p@q5hvOru}A$ev9zC4Jg zsjrBp%`YulPKp3v|Cr5&#S6&J+nrX563;k&=Jb^w2d^k{LOEs3p;rFZ;YuCMxh{#% z`(YGbr-qcSk7PZOJQ}|v5=U`u41Q>hc;9Il;20Lj@gspX>w@ zmMb1=E`0q+mFEq5{*~rEeRZcx@6k7Di^4>;np3=YaBf5IBnphe>6C!=mYQsV$qD<@ z51U<0k=(icn+r5=#$ArTP~a+8hAH0%}HdU<1=#>pVQ(K=)ux*tvfo=eI2CPf7Q<54jtjHKzG476h<<+okY^eA-dMedRyUQ4dmK<;#&GQk*2Ev zZ$Oa0O(RY{Bbs(kZw3`QC{MwQo~kEzXV9Y>&u=Yo>eliGaQWWbjlSQIyS1+_-zmX8 zgR@rOIBbL3^H}>6le4z6Fxoa&WqJL!pdqyJuHHqj<-h>ZkKj4k=dNh(p4OO9V0!nu z9ADe~9?;MF0gS+;DAk%v5@uAz^^a;PYvMqlW?TomMZn>(7;mM2(c zPNd~#Bd!zf=gc3x)96l-1KSI%mZ+5OhXW7V;*URU5pam~C@1>~kIMQ!cD>IdD2Pu$ zPsD&`KScoJ_@!RYi`us#&vSLzgBio)SIDajvpwr`Jc`C%323J79gfG^5`lp7Or1R; zF{HQ8bvanxDsTZn;CZO8c3huFf=DVr43OY}R^ytdz2=a{ zlYG^Z>^SS_pU}1MTV+v#9bB7W1!+1D=N9e!?NRM{_iW4BET{Y7U?Tea(d7ZVcR$Q_ z=-Cg{<@!EHWF27VgoL#>VfCXR@p(9_5;^^csA}sQ=lkJ|a-~dhF30f|V zK011#$LrA{dPQ#9m-m)xou~WS0O&&3hh|u!>j7d=4ka=+Gd*j=qxU>_jJ=gJ4-h~f zan?{P)$@t97vTh8&cNDPRgr4X==sQVE!OkI$72`V_wxWdf*iKcwZgoV2Y?IJRcM{8 zbwo)xv!Qj;=aj2p|3J(IpvgJfqUY(=9)Y9zT*J8CxIN@fNUleD6!tF8aBPXp%s5*w zU`Ldjyt^XpLk`ZohaPW(QANoSK-%M=B69uu`g&_@Y_zX`{p&vepSGv%*VR5(AdN6I z1{#Y7KJsVPkm){stIs}^f%pFTE^E*R&Bh4tpNJOTd=4QFD3XeK*!WnFba~AzZEP6ph+$w{16ZJ~aZo}LgC4~uy{OL;5pXJ^eoi#ZYtHEB zh;fXJ&uW7V$<0sd{zSbHCm^EtqCnt*jquXboVr0?S?>Uez(Wp_kcqx2!|2AHVZR=S zBXYzEIy3;6&_9auk~~_53MEQod3ug}>KmT*mJDH{F39O4$bk0|1B7I7j0SR>sAGoF z1eoNx0S~+*Q4tPDfB?}gfF!_^96540c!y#csUP zyKqki;;cnPA-Hm)&c%<-~QNE_OX7sA%{s5^D5ZPKo`jJv_lm}8WYXIL#jO_Yj4 z!GNF+y@N+?HJ?I;FSJEyUgiK6V2e0HiJpz$ad^{NL;(>N!Kg0FN%H=sVf5mmZSELR zKSx_yJhY}z&dABD{obETGTOP$&h>e&eui<%xA|Y{0$pn8H-u+UM08-l;L!9JLKCNC zv_bh|eBZy+<@2muV~*55k-Z_!^QQI@3yTbMF&nNQfHdmtrKM;1GXnbKbv^PrkhSJ6 z2eua4mg-CgJgikBZXUJM+;RGt`Y~|&Oizxw%HseYYi(QmP$Jt_p}tJ_tWT>~iWM#nsQ<9Pl-^ ztt!qk5+kjmD9ajqr>#@pNziABDDsRyJ>Bl!_*L3N4hs|~CdB)`N|Y@Ur%rUZ-R+)n z$`kueW?Hnpv@PHJ;o(@SF&9P!I&f|w|44HIw!_yC zRCt7!LfDieAjgK>U!>xrqQY!bMYI*?r9bq_vqwV718@?3JS3yu^WFTnfXI12FNnU> zX^xSr_AyXia%uO=GH?MvUzG7qK4gjjKBY~F078cY=;2VKXf!#X(3Xk5A^Q$kJ5VPu z9knE5I8y*F+?^i3IM(J7jc*<-cSisX@J5kiL>~};dU0!!_TG>}Da?eQtDo4ns4>U- zX4r@rlWT{Q2t#}K8a==I4|?tia=$c2$ja{)I7Qe82M07q#w0&0#tPFTZADbH^^Apb z`q;-X+<6~z^eFU<;vWE+eE^yw^jCls^N2lWn?MwKTbmIWiHUIM7kR*6-dF0f`i$3E z_2ISK!(Q+0wOvJ)l^kWQJ!AIH`EKhTnAO}Duv(Mi`)Q-*+S})Q9I#L%ntW(=O-M}T zVvjpuxPDGXtUIo7c7AlV*UOEtuM(kR>~M&XHgG~fm71YED>PQ#jlG8Ny)D28cte(c zt@?>5KF&$bT5|c0YYfBH9~8Dm8S>;{k43Y<~& z-JL|b=d$hKu{ZXSk&zMKs~!hPEcjU1vBsO3?w3px0ynfun< zHsb1uC=zl20JN}5h%N>c2@db;dOoO~M4zBWLMOxCcdDiOB3XU4RtNuD0X>XUJm~-? zqF2yFQE;p&PSMX79e83)k{9s&1L^!F9d1M#dDgn>EI;I+5&;+iRUG&mS7yoR$kzc8 zWdkE)Ha_t`rwNK z1TStYb}C(}`WC|#8Y}(1UVZNrGL2u94p54o*EbLO-1g|~gWtJwrTPLP0>*NAtuUMf z&_~IuvSdW76 zYyC~s4G|dB+Mp;x^+nX?^=Ha#ZE2cEo>-d~Z})qYyIO`2G^zlk0kHD(vVG38zR1Ps z5E!FBx5)_EzaGOn+QBBCX(+JFDF@2oQ_9` zkLG*PX}s5I0j7Q#Klzy}>{!rt4Gjkpvi|H1)C!|c6ZA8{HB{B*(KM7j-#pjpwAgL6 z*3A-@9%J{wjMja!d-;F#VXGU`U*2Etr6L#?{!n-uVWxtdRO_E$&zp23 zygWbJN>bT(LNqD*6IKKNhQ4+5T$fX^h|C~3a!>DlNBauEHdD_@!T)nIyoY4mL$O0O zZaKK3F^=yE9FePcU~7S%HN|>lAToZ`P=l_C!|Od6!Wt@%93ci0%q@NfK>7Xyg}_}K zLq)v#HTMFfL(3*#2zqL``X@P2ATldie}{6;Mjil8&*K8DJSZeh<6RL}A)kkLCEuwm zC((aLgHm?vTCY0=c*jlbgEE8}Q}T1k2V$RqS_haSe~%I+fOM#~IFVpLXX|2s6pKCac zbbG%ie*+u<9Z=<&vs+eW+ByLOgmTzBi7x(~7i*k;4KVtl<{^7B(XZz=7rJ8!F#q%8 z0;M`1p5IaE(f0dcQFgw0#%?x^yW^~?AV&M7&P;)kv-KmcW~}L`aS7M{I_JftFBAFJ z{=&qV*IcJ`LA?Mikt6!r*Q)x3oGtd_miBRXO2E_r(38i8BI8|Mn}{1VJOP@_GhgF6 z2XMYZH$*iOQ7ig5L38J^?u6Z00?Q z{N`uIX)fsO*1pZY0l?&(;@pXijj;H*2zOTT9y||}N1S+dD?^bpz!?!k2WLLpezlE= z{MgvoV*_bi|N8aoE>80L>#zHs__RH3zpnOJKpO3FfHbZN6^Fx#1^SsR9$kV6!Cf6T z&;?@SqTF+aY9NsaA}kzKM6&=sZ1i}(IG{O*I8bvl6WmaWSkmFd?iLy6;thDZh`{+x z)Zmq4C==~iTb}NT)YKg#$^hs>OaQ7RG#~QThGful0Fu*0p3!sLitHJIEApp^B2DRc z-Mte|l|rG8T3Z(cILUW{7f+E`XfCnZ$M7Cfe3WPvR6RV~7#B#oW5jb1K~Y2z4r2pwLCW>1woT)Q*i5ywCg6OSpt7z2ldbRs^`Hu0iX7e(5u&#d(F3OEeBsIkBZG(+kc z;pxTL;aT#Y70wd3DFZP@ia);_$#~f7G5-rfW;JbVqN+abbpd%6~*tIVAVO|*q4wGp? z>-pUEUZNbDSo@Qc6HZCV%gymMh*JZ_G3bC5rK$Fu z06#f^yaw0del6;=PW?%YS+EuNC%wD@*CO9+a5ly+G>m%=3S$tZ_rg2w5hH)rP~+dM z)pn19Qu2WU@YCTE^S7 zjJhcY%S5BEYaU#ZkxF?Dr0R)oB+8&4k`W7-M75D<@$J?LOVWPEe1;+w^cRhBB43O9 z5v8D5H&G~}677AV8fvf_n3HWX%*pj7XDTQK;7u2Svh|}6ntgn~d8E>xCAbepIrH$e zKnH7^NL|nHeF5n({~Udbv+A8QT`~Y8ywriyJ40XhcfBMqjqzVm^gx+WdtT5QG%qMn z&0f2AeYV$B^Yx@Z(AE*48r3;+Xh(rNrKq8mlpO5UXN}HxE{LUqY8ehM%)=)0#}r z(ZbP!bL7P3UY&`d@-r3@sX0HZ{ddB8DV?H5@nxKAs5p+O?_hHvqJ%I8;z86_44ugo za!&T=Mu3BJ3aTM*;@a>gdK_l`Jyzqc3TL3=D^d=U9S)MS%@Eji$bJ`r`pK};Pu z(i1pK0g*&00cD8l-~gggRt39bQ11>snObcX0>!Xc7Vevuq`9MWkz8dM2IS737vO{9 znWMcRY6a|wFr5o}3H^Vr`ivYt)*`u%*bTofa27OjTXEEp^76Pq+O=!f+>!V4%P)u4 z@6-0Q{hHe6Dw4Jwq`^o2EEW$};9!H}4Isb}MJ?}+KpRDXJ(_j3$MY*V2-j9;I5?@6 zv6`Af1VaX(4B&c!o8GZ`Yw4Y}OLs;*+7=<>jp)aE9mX}KGGbF>v>7hS;MZm=1FJ^| zDG{>^+Q2W}9<;%s5O^T>4euvXyc8zoJ&6?YH{MDpGDzYQRT+~3>@xct+A;?5m{HVn zZB>RnFJN+DL%yZO;xWD_!#>U_c|0qJCWiy!C|x=nT&|y&QJb225Mj~~=Iij>RhRG4 zE(|d3;5MP(17?bI^={>9wxuS^^M)3*t9J>^pmvBD1L{viP$+&4P{UY535=PMo)B)a zVY9XDgiY$4JCU5_)OMF$e9j~sk?sZo|1O+6X`hF)s5jk@=LWbd{>Ah}JodQOA|_#F|U!AWYmjrbe~>;zFFC^$GFT#jG&Ah!#TJH~&#=E`*$ z@<^())XMTB?F-LT*oMk%&sE@=ZU}TxqmJ5H7_%4)tSLTEO`lUTxCaI%_0Fju*D2H3 zGJj88@9{cVP$r>jeQjTbzemvcH_@0YG9G!SHKie`b`EGjT2@x3J4G-ya8@9xP0c-O z{RNQ^qVJ0fvjS7Y9<{Kgc`J~SRFIn`10>fLBVz0qGRT>mL|i=~eq`2jGZA#asQP3J zb5WSnH+pSkY(d7-lC9Nvy|$~wpEvk4{q72aMO3)PA<;n%IYrdZqsaUg?LEu^u1%zk2rs#5MCLKnps?X&A%6uq^`(Uw z8I}}=Pxf5I7|oqqZDUTW!ZAV-`{#BRTaDI1&|k|NefyEFN#77PySEf!>sID#U4(LT zh^Qgt)Y(6-aUOBCySkb*r%TgsE&?KB8rmJt**!Sxxksxi(qwpNIk;MWSE2^c#Smv% zTb1TfD5T$^IWqp#P@^;i#w>dtMX;$`7!-&OnisehI4&$m5=bcWX9+$5fb~e&#co#x z+`2YPd%Hki&$PyB&JA*+7DS*>Wjwq&-{J)1f<_b%N+1q94Cy+}lVFbU{HFv|VOdnk zz}~hh%h#tjUH5{{683ov=H~>caMG>PyvHFx{uquaDDXJeZ0Wwh(0%LEIKi$Uvd&Ae z?xC?E7(wLg`rTpQ`*C7Ga|giUoVwOL?74S58&pG#a_Zb&l2LxUdDM-37#Kuns2v79 z6WSs_cUrjS?S$@yYLxm8FT6pRQ{POpHwl&}a|%!ZW2#=_6WrQ{a!H<{131 z>@0HU0f6$4jy79g|FqK_5$3>&!}I*`{bpAK{?h(37hQqE`_ofxo(~0JAp#3M9dQqU zF?%bHHz@IwI;$u241hM){>t(sE69kj#5kfu#}W) z_K;%r1N2tr2uuueu4xgGVGh8j_1xT#;@^}PxNvLmAsusNS&B!Zx3A1{0L?x-tg#pv z*4)(mf+Ag*M^0Ll14Muu>X6tGfa>#_e-v>Cz!CX61Z!q(jyra#9XO{6&byGJK~5Y| zHb6a5L!3jy+Uv*0@9B&Sfivoq9w6HK1c0-k0n*ra0BMwC`m7rcsLPix`+c5&{(0Y@ zpSGv%*VR6kAPvJKJw5$1TRhZ8s?w%iu0J_42$HqIBHP{CHD-f@q5Lt7_*L4p$qCt3 zlkKz;qDDkY@bp71gjP5*9?BcT_$ro>uzzEL3yqL3hOt3H`+y6F%((0>>Vo`@p$_+c zXKk*&lkbw!MKb8|7$Qi~BID|AM@XpSnhxeGxBJ~gpPm-$hbP`Q4k{vMC_QrUajGNX zi|qC6%&g5Uu5juCxm~C{5`jbI3C|)j%;csJS)y?3tPVJS4z&^qc@8X$uL2q3P!h>C zLCB&{hY%`-80Q#zP=y9{5Ta1nr2`C)J@tk-7>PC!m4e>ZGdeAUXV$3UG$CVTOuy@b z`lmy9K!*}uU%oe@Yv5TOo1D_YJmm-K^!*jqKR9pm;W0YYGOYq&K~zTv9(f}10!vV7 zI9R%MU5w-*_2EhxLs>G+IQXbx1mz5aiO(_zhV<;vcK|YYZz*UUBY?;O7; z@|B$>0ub@8CP||9xto15)R%1Ax?D@}qR(L-A-t`3r1SzFR;YpeocYEWU~oazBw|U8 zGFAwni%8v#=An>Ch~^o2kNge?1r#j`Kl68v05$ZN53lyv(X*XKJu?hUmfD))XxqFp z@1Y7FlIMVL3U@<0td)U6E=jN~q15z@PH9ZWoi25U)E<6za%9i37wzi9xD)a$?NpWgPX6 z-j^X8su@;R5E5j-phqGbWAnAWWk$hS0AHMd7!iQw&l5C&!%2+|_hin0_mx$aoA$}5 z5RD?vM5u7Wpxy|j35O5B{$+tW90tKx0AKgCuTf`gWK8QiMMj?H%qf8+<`^Ol9(j83 zc_I#ga-2PU4nTP2?vUpt9@HMinwXxNcnH!WR;;iL&2=cIM1+afCu$CSbziB^{YRgj zXaIRqfAU_l?00a7E0R@C82upv*#1<)O); zL+vh702FY;egfEB-Y|HfcH(%#P$qg#|1z)HJLk3kH*4-gt;TWl(yro9D2LJjmVb1# z$?0=1>i4Ye<+mXc_NL|?1}gIGFKx}!X9sL)MXb+L403YAh!AZQkcN^OT%SI{ae=T# zy1)bZpg}Qd8qSX60@eN68+Sr~Fa6jVf^fq-7rU%g_wc%Dy2mHCC~ss zNQ+yr%%m_YEzEME5hATC^(;hZ?`iJ=K(U822mShU_pDK81f?IKeto}E7!{IDbt?x5D8s}%|~v2PI7uhH|qzNf_27spvl*qq(znQ_`G z?}9^s`AGgPqBS`D=zG8?xs4xaeVx`H&JyzJ$U|hW`44a1)%u+F{I`{wUk!Rs)IkwN zf`ZP*1I4phpmR`X1@FctjD_1t|tFVaf!q!fjIPCea4;J5mNX4@0zD z?G?H|jviM?)|pVR^PZ^et)>y5N9$_R?3ub8w+#@SNlyvYMPpq7x^U`ow$pGr18~`Y z)NQ^lpvLy=vy3PEE~SI8(r^IqhX`+CLbz3z#M|L*r2=QUzTZA6;4ElC6#sF7G_HN= z(k0(J4yb_9z|qD@ zUIMjTpt#`8LO6ti&3Ip-S|UC|UK3O_=oU~hko1K+jzbU2VVfr4O~jJp|a zxX`hPj7PF~WS-+N?6U`+=QHOm}0>H8fz_^BgR zoSkS{0AjW zf|#YlkthJPD4rK_fpt2(F(jc10i*%LP+I6q3_1E30S`cZZB>TfkGg3|8tY4U2L<#e ztxBH-L{dwSnr0X7_R9#Fw-_1GL;*P|0WB*c!<_y^qCfY*K*E^i5936%l-#C3Yy$%T zlc!71iwFZ=UuxKSghAIMZ=zlI=X>-Ab>&dlq!HmmB7SrNIs7GCQ=Y9k8p_>a`H>$* z;b`RcDP9f81_mdF=;C{S)0FcWsBB4f<)& z=o`dI$Wh_id=|RzN3EtJUqDT3T7U*>UyROz%Hkv!2MVrFl;?Z{ z^`eGsWqGRamq8vT*S@O#{rs&^q->|aOTOO2f2Thf-B3}qyMlrU|~c?hr}ZQ zMY}iUd1S6ifCT3wX9-c5E$UzTn0+fvKj%zC;dY-sj~ek>fhIkUN91^BeonD#+K*d zTq70Wy4L6M%f0Tjz>x%v5_Zb)Dx!= z>XW2FuqNsSDlZBEvwm?1GDqn{XqiM$>Dx^Ls4H_LY+F^bt*gv;8|0HK^vP&|D56~K zYmWn@v3Fg#aKZP?{rmU-nSJVMd)j`L?Xl&gVH|wc4TB5AgFFaSuO7$Z;gT3F3x$PCd307aPYNgW^Ll97}rLO?zXVj~!X)LUDv&3t8fnl|ico1VMpn=5%g z9AZ$ThGn1wBB>waG)RFNKpjztIRPs+?+rRE_HW9!Ei1FVSZAy@|3MuLL=Of91V;qg zh+<)+@xIhof?`4uT(BD&0}gQd7>_k8 zf$w4TU2YfcdZokz?x7PmBiDFZ>22;-SGg~1MhL5_{jl zBb4au>}>xVQ3xWX-@PG#4DA&98K8i9f%+n45OM_qm;=kf6z%-&emi!t z%m1xM^SVw*wDZ0nKY6HO^r4=LIwRsV>FT>z_mo=RBat`8fv5vx(bO~Pk0jP*2J?ijzh(S!~YCOqmdUy1c0>y$lA6#Gn9L`{8{ve zzD9fl$!?-M7@5c=)HjaUh~9%-E9Nf7J<$f}koz_jSZ!6FQQ+I@k@w~WsG);RTXXNU z#wzfEs-^i>bYX1rx1MCNH zo$vC966HjwZMMA6aE4vhzJ2yuujk^uy0aL1hK&plT4hO|)^L*M^0ceg@>%u(96&fh zsH+A&{J6dg)tQLPYS!Jd=O^C`l||}ZK}`+BUl`kuuJ+kY-5c3`05_Cb|EfA0<-~f; zITUX9te%S0EokhHUems%b7rgN0Ph0@HzyVK-*6XCVI7foN50}3&Eul1xR7$K z&Jya-ee*zt)e0Cfe~1zjl_}LTAQ_LmKDD^mKd)F)JaN6xuIc9hJaX^Y z!+HlN?4ujx+Rl6Z%q>-+`Ey(A`rUI~K7U`?Q{o_=QG4SwHAaVYUdP)Sfki+=D7UP~ z=OE+593$ET_@+b16+%z zns?@Ejm+;R&AaQZFgrL85xX&Gpfn1=P)3BvB2iQNk@J*2mFOLmS}2u(ee$I_gZVj; z&<_0#IA;8C7L4n6O`Vf|Hj;x&6ceW_-y=Vm{RZH7S$%)$E~Q~YO1rx^qL1{8XyWL1^ZfLuGM4drZ?4XAFDg+t@)+86FhBu<-+r@sM4)cKBU~7RC_&Z= z07XOy-0HgY7o7W49rWZ6kbeY?4kH=GWSnm;ng@$_#l)OFH5zYOm%hazBagFt4sz%!IZqH2Iaa$@LjXfgBw@6pyb z;l;`MF2)^sCyXi4Frpvy86cH0%u9)|*{N}xUW^tXn{=Q}Z99M$!Y)J<0j`uM2;{)M z=yUssz+04iz_~UC6yrhE3fg0?K8q2-IFm2ZrGBn1NpboaeG6E+BruMO=Smr;p_)qq zW6?`?_GYhxQ&cmn1q3)RFkCd1?6QmrLI|T+Z(-Yir5kz%}%;J%~(m3R_ zUvd{iLJgrjAl49LM&z$w>w%mp+6w|`&uuAk0~k<8w2geQH8Q%KBKM$$02>8hF`g#e zSR?vzroPuMH%`mQzHhZ9QI?xR{?~$yY3`I2rQ60;B{Fc5{1EqN(I3VI=LZU{L`815 zjJjb2ZI0+U%8a}hxnbl!VboGcJ1+WT3MZiG-@V!3hJ0xOMQbU^F>gE9<%B%X4?Y(( z#)P?l`lf)<+2MJ(7;GsBSRGhxS+n>^2R#>9`NonrZ_xs zz!YS}dB1%cNPF)}NUojd!b!rs!fCwcuo*(LZ$i{zVU#UmtLJkEPyuC=`FS!GP z94M%4I#A;EY{p81aaV>}DGohx!>Npc-03dUIc^r*4Fl zJogF|a_!|{ozI*TV7SsSq`fW1qZiEa&Vdk*Wfxl(RPi z#)$kNY=UT1oYv{ZyF)Hl&%R5J6nR*eHHIjjG8drz)(If6XTT01SCjMOtB1;MtIj!? zB!IC|osFB4C>lXSjv&O<$fX#vyZuFlfCdX}l_B_BglC17~~z))6f(6ho|fN_E{B!Vfs z1-xr3(yUA%3}s>zg>iNQ4~z+CI_C@PR^95tAw*|`Qa?F5gJ45Yc^YsIsOE5h-R7IUu_l~?Sgb)x7snfxnrgtTAojeI@0fp<30tg}k0%eqh zZRm7J)@KQ%7Nteny}5BW5;}XQt#5eJiUfu?ROebkQml3K&$xgC3R*;000uoW@-dD% zu#Rjk)O|CY!blz(gS18l_0A1>ZeaBe>Cn`@5Gp|F3j>)$3?PZOoI{MmjQp)(0f0%s zqKyC8hC4?w2%>s1L7%8QISD)w+3UlN% z>arfu0uW-d)ezHIyid{7ZjIHF4Qo75!~+m< zFyp1a)Hv+Uf*cv;MGw>*G4L=buHGJWu?0j_07CQ+(KPaxpcIii2gUKYjP_f)4%g)% zpI=yTZ$AZ?$&F*~V^9u`P5HdRF+k)lP|V{Gv?jnFwSy?ET`Hr0dGv|<9zECL4hY(d zd&_0e7kU&9L!5h)XNNR7G}G0^p+dbubCpdQ*wiFM5fWO^nRr=Q~|=;=sB%YZ(mH-YXDj2oyD!H=fr4h=A~Ytq&rf)NlgKEdMBT6NJ&-+ zr}b;?BfLdKok%4)>*Vo~0~?}IhPyMAF<{@?;E^--y=+%h22cn43pu=TadGZoc~Zd% z`x+@Pk1LV}P5$)h)9U9O+q!k@6Wb3@+iynuT!Aze3tklX$OwmE1pF!+OBI8H1B-m6 zQW+ElI+Rm%uuV+QTdOwP@d+Ia^9wpGP*=*dLz{|h=PD$SwP`1ZqF>ZQA@2c?G^%IR znnIXltqfz->5wa@KrzNHMk_`T0wX9LvI$e{@=nXJABu(AWH-oQsIAU)@dc=A3p!*` z#lu*qP0c`o9G9UVqLg5qqE?A&8_^Ga)F~}c4mS$i;q9mX3kl5tQN%(h3|w0#15gJb z#u@asrp{3>a?N3gk%xC2^|5}$3G{AVI#e*6@N{x;qjZHa*&zeDSD8Ay6=61@Rq7{Y)tWZ3VJGok@R&YPbBV3?;U*dbJc$`}z- zqB#J3C^=06%b}Wo6Y75f0U6jROXh2wDFZP)Ht$i)d_A)_-7jqEp55-yc*~GL^$z19 zFdDfpMZYOX3&jR?N}^9Z2$6zcoau0Ii=zSK?7#fNnoocN47Wv@V3%(8J57^!!N3k0 z!U}x1LH8#Qv3Gb*^JT$vZC>74qPd%6*;(l}J-_5iXGBa;8_klTw)}j>SaCXGS4hMH z<-J@hgyMO(#v_em$O*-{WkU)HB}Jyz3sEk-3h)MpffUVIHNweN}=az&xfUmIPXqm8=(`MB)Kh(ByX! z%_&dwHGVPG^T($#6ehloIiUu z=i5u$iX0&Pk!BdOysOmr{a4Kss? zFfA`TO5>j3Ob$VRXDr}&+NXP=P)PrAUB)R}fa*Dct&P=LHaNLt$LqD`+NLZnHrgr* z<19OodYw~tR&(Oy)d8nLA|B%D37K&rhro?KJ99mhw^mb`W-n=867_~r!5TtVA3(?% zv_W%n+sYKnjMx0EE%Cho0Wp9db>&#QGwZR*fwt5_{8?Z)ApOu9t%igQa`Rp8X%2G8X)a)EYQDfV{;?#1w$SF zJvm9qNeFQWc!WjzK?x0FXku2z|FqrIAx&Nl#yJr$Kv{+iT_|a&y0MwUVJBjPk&i(% zFh&8(Ne4D~!RBTKCIDG7Oo(`8$#~jTn`_V3<~fKV+Jxt9Y5z8ngMJ5>o~T)KhYS}TtVI6$$7PHXc_Qyk2h*gU zg~N+`Gz(BshYHm(o|QjPH>eeZu}k!ggJ?lUIQeVH{tt|)j~2q!S4%RMLQ?lGEB+uF z2ale6Ac>6;3@{>MN1s3=nGrawt;q1?{ub_~!*^H*9&}15T>X=C4n#PpDT+;0NjA0D znjzN!$#wFrG?-2?C26~NWWfueQZt9h51?~Wpqtz_#v6kSz`P zwgTPz`JL1}%d?e5ss1i)GIRl)URx+P@gXfQd}+bU9&~FiTKEd5fzlsAOV+zk)2mP4 zuat3!SPD5rfBI3g9lO}+013+q!*rX#43x&;?Bnm4$Q4eHA~Fbth+Hs!%|0@&H9s^s zU_Aq40{?R%HByc5YkSLWZF!c{>xlHITRcLHkO<-vE^fgOgQoj4cc8f9`6kB``Y`J) zcorIl5~`k;8W3~|Q8*dTw=Q(pg=>8Rgo$3$X=-fPb62m)xEs;@fnK~E7@`Q;r1}5T zk6N65hBJk{zkBKf#+S7ov;d@$k9u79;Ck!<>opP2Xdv=kIUdE52mgx!3xt>SXO$Hjm?K?FPzbO zTw&8%`^`PGo*!139d4a})|CW3=Qu#F?jYwK}bdtS&zDJ)73(+lgAAm6horz3B2`492 zUF<*v#|%onM3RU`p1C=o--UT`YXDVnYaBlS9>(+8jYMXW+$p2WI0f;Yb6uWq^wKVY zVHy9ye7(@nW0&qsT0&xsedXCwH>eo^#@GvWYs>(n050|d&KqjXQCfhx@cOP|k5tni zjoN?TJ|$46@kNrINFL)1^_mD6`PO^a=j#3m4l2)T-k%kCgHpOj;EFj7_4laukLHe1 zE6xoGT-A3@c;Rj$@th+#4VjbVIpGk38n~@4$H7>gfZh%5&y+^s`4Dws{@rXFvmbxh zqPcGNB>^-@8g2s< zOIo|5>MOHd>vL@9s!Zz@V0`O*r|v)OV@OUI&YbJIE;QR_0it=`hjUp!);TmMkThXU z9g`jjW59^$BkY5)5Y$9+?OO5&gp{3tjJT5oT!(+B}-PbxS8M6p-$oR7l> z92pt08-I1hGB54$}ejK6hziMLvW5i^p#8_6M48{3T z+gw*+Q94wKIyA~CCcg!-5dZ_mB(>J|ZY;1J>vC)zp1JG8wTH zqbMap9GhjFARH2|!vgOcQGszCj$<+!h*TkA-`YzZAsG<*85=cfivT-n#-zw_epZL{ z!A%8T2pN?yqCed-M2S#9C&b`@_YW9>qR7vomSC&`xR8UU&QeI~S4XIf3Z$EfPLWfD z3K>)zA^;&;$DD)9xY%&3C{D1-(llEkzyp|@n?-s(+HzzZ;1%X@BEo@a0yG&8WQZ&EJTcm3K3CC zPmFS73_53&4p6-8u{)2mruSjZt{9e!z3}w#xX5 zlHt2x`vIe^8ONmFgf(8W_aS-Y>;dLew%{T;&@(@QacDXnY24%Di zs5N>Hr@9q^So{v$#4_IbKtQUpGp~AP>-`JO^Nk&wJ z95BESlJ?Mli8|e8Z&x28$N~5z3LZ2J_Di>iEKU8rTl@V(5U&9|b9=z9%FrjbcK?Q4 zpR1u?E!mGxv|0bqyvyNl7r4jR<~u~ce(+wiKiAg}RyeDJFEQ7MXrZFIQJ{qHFdm4X zAhv>HZdF-|*E7TM0?<6IaY2o7O=X(xMKnTdh6oPz_5gv~ve0xN<-1&i^Bv|#tM&r^n|@%ND1$>j9<?T4rBH={i^ zkcOw@akK!WJ+2xVf8EA1zBe~#Gm}HMW5Y@p8!6U-LhUlBbbuJy3U1t_>7Yg$7_Sz& z0e~B7ZV^eEnHK2M;X{#0m&cb;U!x72T3kC<=XlL6XqHf>hP7#TbP-*ca2m;N9Re7H zi%W}EAOqFui#lkR!k0qzbOiQL%EOqYST04TsR!p&M1d)QQAb}0j5O##>(evg!6TOf z;|BU8;D~L$v^d2M?I`jZUgYBtHNk+T)=P0ttgXshVW}}Pn!*XBZ6oZB%PjTik_l(ZDQBtet=b%CPk|^NNNJx1N@JXY#9N-Nx3=D9*#(*#K z^^h4xX%MgBH67gKz(6-8Vubgb1CD$XB4689W$S>8aLkWDA|$ARlE28I*!7?;6_gZm^eFRyaLcXs5gCU9O)|g{ z3&3zn)6cK840*pNXkJw0#tWo%*qT+<)=5-O0C`ShOO766fC0lne(pN;)D~O?6VLF6 zSG(;hQ7JtSV}@Z4a3)`mBHcvD$fW>ylfOZfk8{WYm;SWqeQ+3%ALR5(-2=({naL6B z9H9=}JvTZ589^N}o(F>kxp4Bm5K_3Ne-lA@eP6llTc2++G2wdFepkbM=7F&oG~L1h z@~NvmHZ?PEDN)mQZ)V&bF-gfX$Yxg9$y=lDa0u5ep<|*@y4)j79v{vQ#sfha@`H*r zzI=lDck*Vh9lzA$A_lBO)>&yml0l;dBrk77I}k)*O<@=VdZ8SZ%GmkRUMN`+9)V#G zDlW*elX`CE6S-LcJR%;g8s8tj-(=BI>H~cT+APt~TQbaX8mzC#cnG`z5?w-}L?)m? zh3YCLI>i}d7FrWgouKh~jC>q9SsKIr>QB#Yl;H{ZuP92gDASsF0Mb6XF<|u%l>PRv z&vW%R-jRB2sK`RIMNO5b`Oyb04?sZqp8>EzBR}b!3~HW(qQmSYui&F3&cv%Cp1-6jg}=E&6_ct8GZnIPP=v(AInh zn9NBU{|n$cDIfy94#T)d{TCY>;VcK{C1d~o6^dk!T4hPHE0zY|pBG4LZtJ!?1E}lH z*jfRW9jlkkD_xN2=7$%1ecvR{cZ=SIs1&s4HUR)?Ug6NmOpo=oh0}$v6JbZWktiQ( zkmT+Ld2;;j=cn5pgzw&%>jFQN!k|%n|BX{!4t~C(F~G4D7>XZgeq7U-lcxncfPIpE z4?5`21VS0t*Y=cnRGeoA$p7+mhda!uwMXQhhU13FI?fStwWt%yoCQ>$y4oiY9b;t$ ziJq_gk?u*oE-3nlGNF>lJ`V$cXC(I;3M%xWEhhN_)?^@6pfiEVPZ487`Ld%aa`* zLEN-D)7LO`UUF3jhoL_bUA*rUPxejb1}eP(qk^0S-#dw_GJk6-1!nZDTXY@v1=0(6 zuLA82hqo8nP61CGZva^4@{$g(vcgzfS+HcK*%4Z6i8gb8h3`#V571aqlH&csJVLYz z>U{6Otc^{E>W|WJ*s@yJf+(awI5^XDuO&jRGsZ#wU!vg@Log#Y_TxGCBsKaM5JlfX$$T6jZFqRtKKS4R z+q7wuRaaL(k^S(r{pPgKT_lYf85A>o(m)yw#UT=Ji;4;@DL&c{4!rrLGQz1tLXVIO z)UVB+!keVgPKHZWa#DU?-^~tc>bURlG}r^2B4z83v&1*5@Up8AmE|o zvmDsS_3x3v^Q;VGA{O~+Q8qt2YztvAUKE=|=Q{#-+#Bi_xl7Jt*LN|N@Yqr3&4mbL zu)MgtLB&(xHa+Wx|HwG?qn5k|&!$xc7M~F3c|;h3 z6SzxN_49`(w6M#Y#!Wb(O=5Grm#m7Z^ zei7<#7=6h5#|UgtYN1ZRASx!pa}WXE2&HiE5gGh|N2oE~`gud=s38o4IvUT72NcgP zMlUo$y@uUx8*zi094vlD@n7Z$Q7^<{P>Jj9>adFPav82sE{Xsc%$4yuI5F$dxZ47I z&^L*8@|?E?(puZcZ0_EI8(KtLNftk{tjo zz#Je(RDroYHaaZy5@S6h_dWL!h0>so7=HjKXX`^b8Wc27O^vfJAFQz5GTyi@_a(1n zRQCofkn_g(ICzn2Ct`+}4aLn-AKS8~$THG1Yr#t;Mb8%L_V z=siY0YduO}q9{MhZjyhZ&v{L|(ln>S{qkJ98|cV{llw+AjsyQ%)3E0L!UL7iP#+-T zK<&kkF7;YgdYtVO=qk>NcLNR)0CEcf00EdJXY~CmJs!b>D#cvIm?z?kN1v!bYV4wb zm^S&SIQ!YDPFE0oVb=o%K|qTBKUMuXFiCAD?I$w&DEfU~K@Y<)grbX~AAld$4H1lwWU%AqN2GwD4-Ph{R7nD2L}{rZ2?ZQu7IC5~N>fBf zyCrsnbaKVs3v68-N?j5&dmwO$kzOcQ>DV6>^{qmI7&}Dru zH6_ws-Bs$qjs_L+KfHO@!NqeL$7=OA?}4Bc6xn*sc@zf^>lul%yV#C?h7$+2#tU1u z7i*qR&o6jw#)|^(L^zS%XMMKnO!`321eIK`<&G`R2j(#QEd5iGA7dM;5?mp2aQvR1 zXOss(z8#g#W4aegu9P}?b$78x`Y1;K3jr#k*IzqW=~15dulCscXS-dnipJjnKmO)E zdp8%@3lGGFJ`j)t*lg2&xUVkPX`(+q-e%nb_&70Pel%!})VGY;n4Ss86?Ma)U6KRJ zxtOc5Lezt3CTp-=dp7qX!VTD^0ABQ*gmc&4YOyq z6!<)#v;ph!R>!pVhtN4(S(0F{=)JeE$+49h3-Zyp7obm5R%d|r)WTF(F$Pq1X{~nj zPPy<0YZ)gXHT)=+j*2t2_5l4jfZVaCc}+iNX^xVA%KlD-5o#lXSXnoL1@XX(qVcyU>?72%sDQX0S_}+RF<#n$yT?;B3g*5?m9Mt_Is8i|i z8DH|l0tz2SG*rfMfeQ@vEwwqeXH$Xg5Gcyifrd91!yk`7_W|s!Do%65GD6@DS_gjs zo85yPj^j2tHLLrXjZZAtfDX%E-EVL*M8_nWNI}!Sp($(DcgXdc7D&SnNNqI0+W4Ff z&Eixq%8g=Mr;G*iP1aXt=-#Q;uV=z5DQm{|Z^ZMND9K)X?t{Ay1!WY#~0!TwL1Z61j&g8vdNb)%Z2dHZU(1T`) zafyudDt#AqG@grl;|cE3?}$p0&Yw#oH}cDv+Z>J*g>LMdb*BQ#Z@Fnip+esL zOLqtCoD4M7+c56G{ZfsLoNNb99CLuB-cbPHm>aiSWdMzhj#*b%r_*e>e{@`e-ENif zB_rXP4J9@;kE&n0UAf)wr5^Um*d;GyT=ObBBi2Fq@&;uTgNA;a*H{s$7wFVytC+I zWlp^#&KAJk`Gz4I&_2_zxendyd3}zk%OhRl00SWkWaIgFwe~5ZmgK?aXgoZ3PCtho zaIuj(k3;%Qic_u@?`cnY0MhW(6Ggn;p?ytz8}o;K(Q|wCoQwqq7y=L>wsZP8X3&8hOHh@2s&f#n!GKjO0{SKxF5hYjyfTZlKSb?!TFGNqjFmKWXfDdTy?9>Nx`Qi5L<_bUC!v$6W!tCidfN=i7Cg7boqq_!X zTtw)K_W3J%juwGL=$BBTS$h<$X72~E?a{fkpQxKVYhrwD1#|eX(mFaijB*sL&nLA3 zqHxeZE|7+h(0lK_=QYw04|xjGp0;0Sd#rRvHqp%F|hQ<~I5Eli|p~Nh@5C;ld7%JR{!-vD4 z??O}TADNet6#6XJ>J!-FK16vq^oT-{uYmB%y7Dv^H)z-4+SxVX>W)aKSLr?Y4irhG zx4(9Gy-%`y8<+6Iy(J@oU)PWIWK0ME(7F7(~#$vLH#U9(|C;Qef#E}KA0^4 zLev2R`L3=907mH&z{o+}p=W`1vPu1aNC20*a6A{ZRdNYx$ahMPbs8ek22{xqTA=_p zV3WS!a3&(^`F`zV4$$ZejMlzE)G-&WU4Y(|CiNUFDdqsid3JiNt8%U^L-zWf)0N0` zJhHjS^USgY{HFwbuL|H0mE`%{0M(g;;YYvTm9bBxqf+xH@Vdt9+JGFWvrs;XrY$Wl z*bpEsE8PaCcqSQW0vVK~z_57tVwe5mRGSR_>CmKC+b=K#_&d+|;~FONn-A{twP|dQv<^a@UuqJ4kDgfs67eKpL83&{%7% z4FpgyI59#o9zVF)?R|P=TakO2)3p}KGorXS0vSX_0_x_+jaq)wc1ysT`S{}QQWu;E z#2o^V20aKd4eEFiB_x04w#M?d<`$s&)m`Myg`N?^ll6wtg_0%Sa@ITV`RA00>=u6HeXANr|*m4Pyci zGWyqMxuL%NJ$Vyqt<7nH+>$}b9s>yYtwWU$LBR4xKOi`PKt*OooV~WE*d}GvQ-pec zY0=9wMC%=iN>KQjafBX-^96vm9HbE~MylN%FKR@iiF)S?>;a^h>kR@XfKl>rpWj|$ zrFrQBTXDYkbH0p?kJ(!n2DR7Rvn?xAZTsqMXDNSsW)Bs9`hG%V6MVd>e15AS% zIi|Vv-lZ;^zPG~Gs~;&sy?nkxoqbP02f+sNH_3ksemkgr1!c_vJwMUR=e8DDNnWBy zNm#o80rqO5q(r9~N1P*29gkk@aeDco?F9~oq5d*2xZk^HJ2l1&c4Sk!738G(^YXi& zoNUuPn6ULLGaU5toJ3VzUjIUuuVac-Gj7cFM$Ln_PqlkQ{qUB22XXc7qXM0Mc2j*r z=@#~lCY=!|{h|WM_!eo7?|&dOpPDQnsy&!7Le{%Cv1dGl+P- zce%%|+#YnWOMz+5yJI&(6k`Am4g~U;k`N!KU(#1GRo7Nvzr+J_?C*_D(KZo5_|*@mi2ofET0v1j(l?d!6w zNY8Zn?vTBwc}oP2V(6?R6iSH}qP~ebB1{cB8(`a|u^`7b=ocD$unSy0_}%bGs6ac7 zj|_~Vf;(mP`g5mUzt?A@qrVWi*Efq}9diTOmk@PMz9akY0-zE#L5r;sd^7wR5ifRHoO zD}(!H%ZS~O@yd7HIFRwgA>e9|IzW&RetuW6?cb2^YLKf1eBxy2au^}#KvaxFoIZ582NaJc@CuacdW{BDi0L0 z(eW7<#T$>J z;t`DjB@+PIX8l^G+WkY+v|JE zd>o-sP0oiD?l7=-l2aq#LWGN)2LJ=llOs@$w=bYov?_KvXCa zK&_-Xn;0FmE6u2)Em}fiq-|SQ;s6af<(TLg2VA`ZIxTu;YR!>H#RDJQR%pA|<~bM{ zo0_p}cLyv?2Xu+X0vhG=V-)Hp9`nX_feslo6eK1JxwSUOix5N61T>9mOj`AGL~?Kd zxZ>o4YtS%;esZGKK{WuFLby;FFnQcT`ov;Y#6Jj5Mt-W~M%N930U6gLcR#))Ve_9Il?Q2~pSGH7vPklP1vWZu!p zYvOZIqWgyD1ZcutsDRv^S7pFMp9((vaRbc7+6R{r7Fo0ujURI2%fSkb-JE^uz02J` z_DIUppHSuQXs;lbjy<7F^Osyr=zOTek{d&gQ~=W0y8&551JB&M)cYEco3n$JlVn;7#z z3O+<3JGiw_YlZnA0%;sitl>9L_vm`jc0?d6H#HPdra>>iBA|`%3Au~NxCcs?bOvK9IA(f=W*tP)F!VdLf8Nn|u4#`3DDWIOL5TixOMn_c2jQFC zbQ$0^+Ivz%(MTZnRJ69j2Y0 zNL0F5-{%aXpfv#O$c`eP6CYgZu@8yZX|JcT*RRrE?77J57iyv*(!$>G`|mXRnXpTJ zjCv-juW$;;miT3t(w_l#LRFdV5eV6@%eS~xF zvu-%w-hTUSd->&;Ejv5=GwIi-?P>e#w$CLbxZ~rhcQ$#_cqRlicdm8JiNKUDBg_MwWc`Pb92ar=$26vikOA!UlGaR;6-p_ zufDTc#yn>Q1)a%l!}ul-f}9G5XLw@PBX1lC{6X{q$$TO=93p@)fKOapn1el3BB8ic zl&0Dj5QNxN=wO2gQjoY0CGwf|`L;no1PUh9F8~;MRV3x_Sd(k_wYTDdrtT4ng)i(Z z_Q(^)HBm8WVmW$7qBVhfB(zVGx;cC?Rsb^n`s|KX*?ve~tsn5BpQxp6uF0|q^&cK$ zyppfWKwU2*59%U0Q$dmIfX@##bVSB~ZpsQv)`8zW5{kN|=ulp%vEjX-N1~jGLBoMc z1c`D16i3cVk9T7mW3;tDRR4}=f?`-8U<5siI%5FE=e8Alv1p21BTRx}8m}??=AlYA zvQQ4BUK>VyTuhk#?U&XHET(xBWlo1QlGk|aU)o;md0-gw7zpQX_6n3OxoRg8>=@bn zp*S*%hRhkB2S)+(4`T&N7&&$1xdA>okAg#qhz!3g*Y&bfqFikeFqNB`?6ghhDV~3f zIC6Im>Umz+TI79j`Oct^6*(Xa^D@>jJxr9_4|?oQr2^o0cV8%4NL|3v;epl;F_?{f`(_QCls2WaFRArt}V1_W|H4s)C_fHeLadg2K^ zHy(NBRk;BE7j~Dq5gs%?$6Ua;ymY(YK``%p`bMwrDL}q1+g9pXg7@KF0CgDIP$4O> zj9?A*q7Y9(f}KcQ(C9~^ghWwLkQ){786Cf8CA#Lb>vJq&S$(?Y4MCw_o^1Cy!TWBM z@yFa+-q_FkwI+W0QJdajg)8bo!Gx;E_iqV&PtMBF*Y}zQLJ*2rS)L+ro$CMu=UNa+ zi-?T!+F~~}Pu9u^CdY@qXwi6eX^jEy07TI8h^8Z(UnwvO7^d-_5#bSbp=r!+2pA)j z^!$zzt%XRN*7<-lAR+Re&6>bce+VQ{`T)iO`z~ET>67a+-Y?u7as|DY1ula6W{f}Y ziqaubUlbG9%YYBo1_1toK=swz16CzNof>2G18a-x6B)%2$0-GMbfvzFq0Rd5)wtmJ z(&M<327~;3!=TrbLoty^dV;|9+@b)+)P19@gex)XJ>vzU5Trt_5@y3Cfv)p6`W+C= z>JL4H?~K^>Ce3@TLHd`yohV!2EJUi`YqsgEVejP}NYHvYw7tk9q15_oXdgEe zhFO>U)j!W~DX=wK%YB*;2r_Z46zw~&?JKnd0*mV_(%i9ivuV^>4(u-*v@QXwj6ZZ& z<_pfpNsTAxTS)K&cE_Sqor#7LRVMchDkysh=Le!dC?S)-#`BQh`uvVU2eRdw2jtTJ zS*OciuVJ&XPZK@*i|m(QcVpkh_Iq3)jg*zQ-g?Wv_{A@Jsi$DgKW$IjucLkLKpHjD zQ2ZjXoIg)e3v$x3valvZcrs9w~2t z6^243GUv!K&&rq`7@f1W!FijQ1&FTj`~)&9=|iOUdG_0lLk>Iv)!XL$sGLeJ^?`G*&}bzQTa z0tQeQi7a3^pS+F&;(aUA`(+70dvr$62^AC}lNfz}t$-e93-mfXkYO)Yx#5S2*iXw=cdKt|jL2L}c*#{OLy z%#gH9FhVUz9947Hsx^XG3!*Rx zpuBsr+nq7%tJ5ErAn>MZQ=Z_xb6rlggZhUPGWOc85|8{r_a-7p z^oY_Q>opcU!--pcc1eH<2gYu_19`mH1jH{ij9U1LNIRrHCyLKHd-H6U=Q(p04dF-= zuz(4G4M5@d1G+!!5E%>SHLZlcuJw{6*%9e{g0eo za=V~nesNEU(?)-Itj%+?8L}~*A?@1t`-c&|A|e>&013ezSOmP!`ZbyMvcMvgRoE&m zo#RfCKP>RLwI;&>GX>L8aU}u=l^j)7)M!7v+GFRnJ{YGo?fZ55d|{^S58eDs{h*z= z((Ac+iAf>wh8PP@1@abQZQRv43rOU-cGP8Cb#b)%V?pOE08D3(&OG`JM`uXH3;N`u z17sp-h=QOr34n%TjzcJ*U4K>$9RY+x$f5$hUluqZ*9y-d6cKW`p#0p``;3fFxv@H}L#k8Y0$F(IWJH3f zKSWdzkVG_w9Jxk)2fAXBevgNfBGKe^aIg*Nev^7w@+>fb+GLCowL@b6q6|Y< z|4ofFBBA6Gr3+9rt8b9!##kr92Dk!X;-v+=)m5eYSOdsf2Z{Jh7;&Qw6&Y?w1K@6U zj9ULdh&G6VW-v!Oho@b1hI(WGTh0)ub>w_pxY1|#^@Ca&fPfGH9L8+B`Z6SR663}? z%_(~7GXN!^gt~FmVB>mF6rlm~yYcBcfx84-nxC``WA_4-i_^o$nFo1H9Od+ z5#az_2N5pX^yGx**O-mY$pF(0h}@#i88kkL`Xo6hNStSC&hA>5>*Ej{xco2w21q~$ zrEh90GeUKz)IPe_V<#_n3y>1wta4EpsI5p~?_8VX{qqTsriNqVdh4*O;}KCnWCXza zXyXxxu1#xx5&dN?q8_?!O_m$3j~ZW$6VY$h1kn+IG2#JG?D8}IY&|3Xn`qkA=0VSy z0pz@_wT(E+qZG!VA?`rF-0*>N-;O(Y8Z<5zr)gF7`L5g{;Y4nk#^M zzDtykX#9<)5vO>+{!EEe2sf|HaP{0C8R=u%*Ncnj_a%RyWE>cp4}b%nt+*&zKr~8! zBK_VN_xyf?!0>@>0%HOP&``Vdb3{mXt0>?=BNX#eX^>K!z4Z2&4!FUE^}tLJpC?bUNK?@_2s zN{q1=b`(0OMctA86-OQS#YxG2t%d4}jbGkh=FSdsvL^-L*6MtGL1zZeymv2jc}^br zXHW-;n4Z5qsB>Z{B+jJkEb3C+r=@$+0WoVD>OaqkGZbMhD3qu{lFtT>5_^a8Amo0YiCud(-p#XDjq8;2^VKv2RTDwU$G`XPj0B0+Ec$n;(2&d*Q;C$7)G5*vB z$5tP5wajx1>>9i4(Nsb1Cuhgrd>b-5B$XBeUBED>9bp9u&xy_fucxs3aT1~ zL1S0UTh#o3#fHyWNq(wDM91l#GoF-xr)%0y*Z14S`a!4X;jQI4Fw{x>N43!-ayncv z0*Hd(5hSO8&tfoevM?vehrr{D_tS+&^c^TGT<0bSV&8-xhJY=ui-#UVj+~%|_7SJ3 zph)=g&QkaI1DZI{s9gjllN)hga$c~Upu{!nx==kSUW~EcqW*zKg#mkTV}aLGqbM!( zy3F(#H}oiLfWgqI&mvBO(Zzc}Llk23C?W~&&2gbkUm7{<54PR(CByO2y+g@6!p3zTMFFs{%J-5 za|D`Wi;Pa@9 zfnWfmI=W5sk#}L;5^4D9M=cIqU)@#oi80}R7{wGUClbN>ttktsItHLK0BI|tV+0Jw z?Uq3FTFqa?I*8!%-pu8s#3%>xP`+8$L_uAkMss0#JE`}(AtRZ-V;@|u%E+LT$NIrJ z0d1|P|KgQZwn{*QqVq_dI~}uQSO9@M)+l=gs$*10g_Oo#LCrcSbwr>jz8s7Tin&g8 z)Luvq;qEm#5ARJsoxauYWi*JQZxH}vJ=6Fd0y|9tvQYLIKO*6&2& ztte^E)@rZXzOK;vwZBk!xk8}$Z@*A&8`NjyqQ(gj5$Pft^mjCF)ZIkN9}$lC&viPe z`NE!JKS!8r?1v{V3XJ6@*mLSr97KIOPfpzE(;hl$bv0SGL(j!{pT9F?=LG0bt=+A; zLzI&|L+ak~j4QOKkOxeiJ^&=q+O2gtUMQXVe&=ouy2I`j0a57UFd=^YVXHd@zjnC7 z_q6}`cB8cl@G%KvVk2yIWrhPB)QKs){l(oSJ`O)P+U&py+91wAB3k57GaM)zBDA3; zueE;9DoPUV70pfl`@_qGxoca$S@m`NLj8*%|he)Rbsn zH#ktZF5fT6Pjpcf_B~2yxLUBz2;Mz3H^TfZBZs=volv1U9EvCsiC(hFIg0WxYM&lg zUk+MJ*Q5i&tgJWzvMArX0c`Zg`kEAbS?_`ZC1VKC59a6NXfT1gySuHZsOS@W^^??C zLqyVW_~EGkw7v3g(ugLuw6u6J>)-jE-_f{#`hNVhJ#D|L_PGUVs1M;yd6HTH(t?Wp zf76C>gAs-o5-QqSfwEK`mgGoq03z>BUIGFb2n8VEfN=nIjs#<l{PHtpwr@+JCF;-x+2hYtP3{7h7xTifW&Z7zB;gLu6tPK1n{Tl@=q7lFKVvRa3%srwUcpjmX zap}qDdd3lf6(S+YI%qF94A`iEB6&U-5)>N7fTE_(R}WNrQBb_B6x$^-NWKhxPM?yT zPi`7@od7{C0(>n3G>DiKt8X%O(369P2bR1-z#F0$xz5~^YI#*#bXt&6?LqEA|L{V3b1!V#{VT5+9;)d>6vn;d693_ps^&+i<)5T%F+eW2HoR~ zQwH$12&|jw`9+^=+~d(kA5d%WW?RS$UjRk9HaBF5eTq>)BoSI9h2~ik z+hjPeSq4lWZ73%myVmb(iG4UKZiUl1i5h+48`>ABS%pXuA_y;SFLVmrNg3m)Ei&(@ ztw#jn95m}Y!yZ{8PbUChL4#(=UO;pOAc;Y{oQ?@dg9#x_XqN=wp)+n@lkICScn{`l znm`&g+qwp(9B`KvCHvSdk7V&qKRVXx^JCwZJgfN>5cdns0Vr)mcBm1ElLWwjPxrdp zGOGEZy-c^wOjK~w>eh=8oAPPcv92R-jkpyT-UK5Nq2BUg@` zDf$$}Txy^ZO{|mAkBTq%B_jCIr5-~8l6)|73~|^|?~Jl96jkT5ydGsNm?w-aky4*q z`ac|UB^txmb{A_LQtX2(louEhs7Z2R5ca)4INIdk81X8Y2WQkrz1p`KM}#@P^<0(B z3&a52$*KOzb;@& zlo62>BJb>LtaHo!s#E7E;E!_?8acF0_8^3^M#n?tW^i-@;K*Hd z7KG00@o}Cb+^R~G?b+H?D^1aV&yU&t`B|S|I1V2tcnZ=rf)YYcVgp1yPLPHT*Vx!- zXU?3l?|%2YzP~>OX;0g)vptzB@h@n>f_WSO@Ne39Ha54<`q?{6tHZ(E{M_(V_O?`OXlXPyaow@BQg}jZQ1%KqpUt=-Fi% zJKsE5X$NI6FjMe?6735e*7seg;1Axp;~s44i46(pyr=%7ZLCVS)RZWf&+Z(YbpHQA z83HIK64jwhK>%8(ChytLkGIK)xa$Wj-eVeq89hT&hO9Xem&C+qJ13(bqnWmCWtJOa zC?Qgulqe>~C&i0Vi9C6w$0j`*xa1(IG7pExlD)5I45E?Hw05q`wRt_u`TBkzKV}@p z5Jn-A&nQ?z>tZUhWb)KMRVB$zX(M{WHE93{iu)2pBfkZYH;wOcT`r7~=f;tYnQeN` z@4i%J)mh<|Vgs6+^O`Gj7MYY|#U*8)a|T5uCOXRNg+bvtb*)Ezre}Z9cpktK(FBZ? zkFNIGnfgBa>4(k!yMx<`?8xQ<7oK74>RW~#Tn3GG#&wBe=I11N4kR_tn3Kbr1E+8H zT1(rgi|6dyT4broaW1TbEc~O5Yi*FB1^ui^fC)9f6XeV3zK6CJdX60i5|J+?*ogol z6;8B*XQdZe@8mZf6)52M?x0AF@zN7ln+E+ekG9aW&Uqnr8nyhIdPC#&X^o#FXHNu^ z@AeDWA$IerAJ-4BwTu{av*e^m@2hhd#d`l>+-dv^isotkj{n%HeS-HySrLlWobLDL znGSz93dLW(Gvw-xtIJdUJs)lK!_54Ge~~;T6S<+NRX%(~-JFPKhYWFOwA2S%{`}N1!~p}q=U$W} zpz$iygoBPw9ZKk(JWuGCW>*^ZelrWUR&$o9sb5joWnM$WMg^1_ZT@k69y%tVj>r#t zii17<0^rYk$LYLSuXznXq%W!WcUyA;nf`SGCw!hfOH?4Cq8I5MQKzNxvu2GQ4!GiM za_A=P-~9ZxozgmG@8?!U0y&6*q$Gv%^q}ej@QBJ@(H=}b9Cf>(`(74kM}d)j+*O3z z#%y9@*5^f@_RZgUzS2?!x>$F#z4{*S|8IVNCsYqj|7QGPJuu!-$Pp9TxjNIDbl%iA z4*Pi#5fLrmI$>{~?6O{gWcD2PZfcaVx6%(dBEIuVwbNsn`_$OvcLy{lUKVgpQa=;z zBtpx(t`orDBk&rpd4E}RkfP{q8b>IJ&+jdPKS2o<_jMX7Gc z5*?VC8Ze#3HZ(Nr`8W0Lo4te(YX%@&nzgFGFSB%1nD{ zPpO5=FycE#V{{Y|C5J;fdUYtW*zEe{0v&KcmF=~#` z7m1dhkwH6*fv3*`$T5b7dRnZZKg>wPuPRM-(10OLfo396P)8A4L6Cs?LEoSRh=2%! zEsQXcUvBj$WaR9)w!-O<(`~$<4|3xnF;GNMjylHJa~$0>mDm zI8hiL0M??hYtr0+7Dw~~LvMLQn4?j1l>+l#Q%hrjs0=w}LE&c_b@hm#AlgA9e|*HO z#v;N}Qqw#Nc z-cVGzThEBqN@;F@`XfR? z^yAdjw2kY}jrJM4+cx2Ov=lTC$_)f3>P^fykED-DCbX4nIIMi*^GT)dU%r)WNp z+sW&L0)=L4N|S6Ypyol24o;Pex-YqeRiz<8jo|sY?3e+|$^~?u1zyD^V@5AgN?)a-nbHOLZ;&)!DaiIH$@3lCsn&%Evx4fnPKn0UtEzn-Ivo6P- z8q}MF3JEnB5u5jPKR^#uT^tFsv!Pm?H~?SRQ|wf83XU_6%e8;Lr01sJLwRXKPERCq zHzsg<`o@5r&>C*-nDBR{pK){`&~pCPU`WD$c-GHZ&deU|6Bo4i6VZJCVvqL`ip;z_ z{Rw*_ErA@%Df`)pcI#yAs;_f$v>tShj_Q4AoVkd*u&x485FCPtEs-_>V+eK*zyW|p zPS)`7ut$}Mu6DSc3FSgWawhh6Y;@Q7%KXyLq!L@=cV1(0V=S@HSg+hhe9_!6QYGc zb0iTP!G~f2l*u`YC(n2h*liT+E=h3@FNbHL4lU{G)qSU9%=0?P z6WLdn?;wtvcJv_c1QiEr3@nnUV~XV!;kN?jdowiKIcT|LuwU)S91)T0o!abTPrr7>Gtfq+Qp=N|1_xbG3i zF#Q}L4@kxs#fU@rg!j&tF;topa&nLlGc-Q0J{)(jc~Q^y;l(ajrz1}%J&oe(6i{EX ziriSMD9N{?!a_?=Pg5U7*>xFZeFBDCWqbmz0)qi+-Cd0t(V{3B?X?2=4~+@^&F{(W z!GHr?)@t7U)}bl~00H2nW?GxZmdF4#*D%lnkXDeFV^edBR{tRP5K8CSoBaZPQ?^Tn z=)O8U`7s)gDObk>H~>JAh=1@D-nf_7Tau9oK%;%-P~|7{p!5YOha;MA6ac3t+Nyjc z*TXG7F~$D3AK!A2{-QuU6hES!#{}Hww9d$bOa|t;C1q9pUrEp+`Ts0s*5x2Zr7w2AV>8S z!J1$ke*SMNo z6H2o+Itxx*>vNS+_V1A32Fk=Md@nE5`@AN=6GXQteobB?``oq0VSzE|s3Cz6-iyCE ze;6AFXL?`uW7Zk{${7PAgEJFG3Q;=-6{ixk{E3Os@A)1LMhZ11&k4xmY&fs^g7PKb zNlaMb^z|{F(>yP=8^3<2+?7RB69vwe&to<2&%ARn9Dx$R8h`jXKn*2A>>>I$phE_8 z{jb^pX``b8-MP7bohPwj|MA{{w7*H-|DV?g0^GWF%k$E{@|CYVvHkG0{pPgK-3(*{ z;?Ls%fPd4*bFrv@RnNv=j4?(2)3%x{`}?o2wSV}HT3c0>?uXoE84SnHb$JnH6cjVk zW9;CrV*5wmTyOvQTN}JUHU|gPu>aprZrR)Cb&%@^u`=q*b&%tETnbyV{{Bh(P>25? z{<6W2o^G?|whWJ4S@g|NE8VVfz~DKl%e{kAGXSXTdGr4p;cueA%bJqx;>8s@UeGojvMVn-Y~Rz7oKy^+AP1uRe>iWF#Mb`0#E~d zQO|_RM#Eqye}|ewfZcxacJrp-YySnrAuLIi3%IQLwrw)zVXA)aL@(GOo#83K~Wob-co5L?M8J z2l~Nq>m5SW#8H7T&e*2LQT8d2IW!rd-xEc#^q2IO^9FN;|}H4^S1;pg2o-WABCBr zM>Wa-9h{V5ruR60qsKuLxrgLP0^FdpRSBF;PR)6AW%)g)WY9r59U2Ky{tj&^v@(qg z5$+pWi;p%0VvzA>+^UO{ZI_H)L~^dn$R_glXv63wAG0t!+EU{pTvEL#FTwkf;?P7( zcpT>96&cJ#Au!%~zXx6K^LTTW=6F%EM~u(td#va6l_B8qXoK?09As@$<^sv}U2C)5 z*rlc$^}Fb+-Vt(X@A-S@WyJYCA8i!I9@X3^D@=4i@#SYrJ#Q7K!S_FCwkz7tD5eeN zjJ&*0b%Tkdv@z;7gE4D#Jhg#;!T0S5zj{jAP3K{S91kb@_2~`;h2SjLs zK4e{AxjW?GfW9T~mI=wv8#-~U&3i;^mByW0@qR=sDVxDQv{PW1^}zj!2G#55L}a(r zgn%1+9&?2JEXD;zPWl7E5OP!j9Fz_LUjY36)4NU9t37~5sgS*!^SvG#`w|q#((G7^ z)^{!n>_AzCu1Kj9qEpnA!vV(gzJ030j-3z5@-y!HcNEz-1-AM|W<5g2^}e*H)P-68 z;LXN|fC*JYqPjeLPIkP#zN^GK1}5#S<{x>*2t$3S>$3h}Qc(BomHlN}YpH&wApS!x zF3bzw1-c~r4!Gog$cCG!lzq{F<-Ary)nA0Lz z+kfk|8vF0`^Z)L5x7c%gN(ADyKd9dTiJNM(?dAQYws&j3KMQui*yya*?2JuLgqSG+ zI^Id_cTfApnw_7A>Z>-iHS zGO*r0)oTCZ|9i&%@Bi_l{q%z-Yib>_h568?$U)~(CmoE?2@mfrv48eEo9tiezsDpCk-_h_)aBSW zUas-{Hx4T9vnZpF5$4$eZ-4aW9eeX+n=3rh&Rp)6F*;jFttGE%w5pMKcv^spm3_&GH3tbXaaDqC5d;bYd`HDy0KF=);GI{bBT0+vqQ z==I1BeFjAZM#(XY5wVZP4-j0 z1Nm+UCO|R0A_IO+mbUpO)LxfTTi1PI3}lG4199!1=K0vjER>^$j_KjCqE@*iK3| z$XI*uh+eNKPkqSywf2s?K*;jO^8kXNQqk~cuXtcYKiYCq`NKAC3*G^mhIU4sR*OdGz0BnK!8pw;$J;b=8lI3t-l`#s4=&T^OIdb?gI@KnqI!<0PBMWyMgf}nxCB>H(RE7RQJ-s~$x_U`EV6eYi<@BQmPx^8cuZ1-GQ_K=;Ma_ygdZH*n;l+%aa|>HaN7c z(Ce%HxBua?f1WV}a6P-d!1n~NGq|hBYbJjG-DU@|fTiiFP(Bx}x+2xSaj3%UpxwAV zq~~5zAJ5oZr`ql4=?(`-?CaFqOb0Xz{PFIU<*D|2UtVqBI9Oq`>MxicJm-O(MINB=4?7;Q60^yVidDaFxBVrO@iMj)ydF zpyu;VS(@iL0`oLxDQo^KM=I?feQ~v|SAQmIjeVNa<1cEAPXO3p6Cs(uYSk($DJk*! zap%q*2W;f8QLgAOYme~V$7Q#DRxNnO$MKw8I{;|_->2l#ut6 z)bL)7jNqXSZJxiXMqlGSBShcQ+)N#8TT@kH`?prv#??7CC!hu;5b64hG8ieUjNrzx zt3CGKxehmYbO}HB@$&J91^_^*5yh(`+lwqZKFYcVCS3%iPX{2LY>c2yRhd?<18hhJ zLAS2k(yeEap_Q5xZPkUT79~S*U}RRmn{=a+;;=+I<`?f-@6eR>^i8`o{Hp>_M7gNZ z!!r=cTPXlQtul-%^0E*I;jji|QCa}{%f5~IE=s~@cGTtCF8%lQJA*pR@4JjTIZ^EC zo@=MS_pZ(LI%>Uo7m8?qZGVN`*Fo8=>yiI7Dnk;3is_31Or!_}#X-Fv;w-W12lAiD zgF(K&wQJ04jPaRB89m5{L$N%p_bJ!UFf{PYQ<8w9rpK;yJGBl#gHc1>IihtKVyI4@ z5CFw+*sJ##?CaJcpKU92Xk0;fMMmuY4de{ypcYW`0>c7&v+9rC>jV(>bAS`{#Pd)d z1vrSF5tUN6xe-rk0P0X(YaFy2GWhUz;}uR#iF6~DBIeuI<=gi4q55X=@o{d1!fZ)K`iY@PXEe;Q`$-Gn0I#C>JZZso!JtZeO1xgRsye%t0g4 z!Zlh2Oz)|m$^@{H&<`3BrT_F^qqWMA#wbRDf3wyNpLx`~O%#G!NEZY;h9_i9#)R9| zhH*{6ujsc%KWJ_XtWLgtDj=CHdrT8=Ns{h8rfAQ|HuPt(CsMqufP()M5L#aD@zRQir zUA3Wn9QuODP>A{YirN?Ts?P4xP|;q zR5qc#L7xNEvpz!WCgiva8o6IYm)B{o1XRc1E~u-%rRVI``rlBKX{!q2ZESSJiV7)z z5bZgmm(+&<2}*!K!EV?3$P_qV5|X;uIBFvTX%sWA%89Yw-X2$*>m8od@5ZceaMrf2 z&9e0m>fP~9&_It197BmdC_}zf;}yL3NsTMHbwvUwdjx1h#niR8wRhV`*QPwO^!3A) zUi6*`!JhQJcbh!Ic3^9P1AJc2Ylod^^L>X}X_R9DkZ|u`oM`vFtAm^KEm!Le(G|oo zC{)irON0+W8UQxYEcX59HO>eM5!pR|Yru06_iArVSTSc;S|&6OvpyfVCTr#o-U+EU z@^74Y`?nS7tU%3k!3$Tf(lvj6w$rX_{{*N^&xaynt`@BK+P|aFUf*48KRwp&4z7)> zGab}@@6EgZu6zb(4-{X%L!KJXNG;Cy&j>K-JvhVeslNcKoDaFIFWsAbRzz%w_OGr= zw_WOIN-_Lgpp;0P*Gtp>N1e|PFR9-z_vl?FAA&(ZInmA!F7?<6ote~L#92wcBa~d` zH6l%K>HWx&1E3aQ119d4yw_^pAiJiP|hI z2dIlg*!UY;4B)}~{PP-i6?-eZ8>KpH@3e0>YK1hmzS5jglNZUnzM@72lPjL_;Ta1!fj*LPStdQ-8 zrZ+6Ggybp!9d;yAGetO1 zkv2z;ygz zFrY}bAJVgB$#^7s)~5ryv0aCtEG5KT%5su)VC$I#gz$7Dy7K(CBI}od&?mzXZ!QKA z1_QHRu`y_5cxm!?O+&qh&BAgiTmhR+bfHrML3zOAio9W$n^ABE0u9aG%9qwg;{KLqytY1 zij#-*|N8zl>*ySJ)wO^8wOTLEOAg(PfC_Tw0SMrK0j~53bjffT;~u?S42cH;(nd5s zr}W)MJsZ*F)tbN5kopAR(7$M`&nO-t4}A#w>XJSSg>h(PPJngM4eTAOvz(^=iCbzc$mt?lU0s%9oAj>CEgF59 zt@*N`58*7}xe@4rYDYvoxD4z3dv7;te%!N{_m(^ayFr`Oc>M9vCjBhTp5I<*sc~U$ z#OCGY*}UEZ!J|tz2aGZt8&+pnhxRDyYF!pky&=HX-9PR7$1@uWtfn+q>nFqaUCM1- z5lF*9vaU?yp+3SO)+;$szpA|u7QlABcTnJ*J^UvEQ0#qsHiUBPg8BC0m3C|Dp4asg z?A6^RJ{Pzc^Wi7&w>V||+s{?GqlkAV*Y+15wmJZU9!kGWY2P|8zzIz{KPTRS8##zS z(&t+Bp4=a&Se*b7Dz@5Kz2@X5{Wmma#+7+~yK%%e3V3c6FddhH{Nc4B-y@KmM}Xyr zAGCUYEqf-ch`;rGl?#rrFJ@-O*%$Yec)5k&|K%N{h9H0nMOe-W#-VmqhSUCjqICg{ z5y|?gnfvYt;e4W`#hy+1Rw5vK?e?IbSH*b=0`r4*UH=WG6A%;=6RvrJ-9eNs&0f=e zS#L+rcFSg%^;}6<4_6z8Jogvy#2G@rl5aLIfXn&CIiarcb;+K<2Y6QQ6Z&0fKVgsM z8oinmltQ5PC*Yp%@;UPP__r%czEEN1X$v|x60{zZ9?sX#vhhp-U_*2!Lvs_rMni0) zv$NBI7@xtB%;)(NG=2w2;k;S?^CzkCd_3pl0%?>9xp?uS#_^sVK79Cz?T4rBH>Z8> zKpNKsq;dUV1A0;#0FncrP4IC>`PiuNkdY&SSBcFSZaOupFc>fnf(;ns24j9^V%Vcz z2X|E3ocfOXT^vxD+4(Z=Uy_kYgb77RXj;iBu}%#e5}>UKd1Jc$_j z{NcdG(}|=q|8}cH`x+iu4l#13IP8!@h7t#j2Tv(~Le~hr6XOX0X>1#{W*Kw~G7kA2 zhJV|@q`khkOa}S9D*>*E46}U#J|i-c`3{~-gat5M06^qnJ-5BsYu2<0xKS9iqBPYL z?Wx(;gbJ4~UYegM17z4nWjJ7z#0i9<%$A*R${O+z)2er=IqM~=}d^*Kf@5jzwm0RX@E<+ZkTZH~psKtiq?Lj+LV zC8PV6jA)`3^aoM5=Arx6)IVdLL$ijwIW@H?Zkre%O5_zo_rH97jerwE0}nsu241v4`EjkAd98&C0SeS8-w;?PM~=ubijjO4 zpg|ts?RL#gy-Tj<43xR6%_DZ|TAyVI9C=aU)R1@ts)3AkoBBmd$w~x{kmRR;@5I!c zy|}Z;Qe(*TS#*$w;g%_IQLiyV>%KB z6;Y0l!7Gtb6aksbNXS!Hi*e(6%(K*l7#9K}QcbE1`JFpgXMZBvNn;MZf2qeEK+g~* z(_C0y`;2F3*P3e3`eUzY)!L3vjC5*i@Hr@STi0gm_hl|pL2X5zX;i?1=n5q?)|IC@$Ru*ko?G8NXE&S1 zEH5L3l6N;o+)t$3-8Dl`jZnK zGV&K}_oh5sr@f1Qq`i5*%Zr8A2!x=h$mgN#A%ud1sz%qRo)^83YUIyPcliED9^{G3 zJ=Utdj|d_AGvML7FW0!*3UV=srI#fdau6GS*M$Gy%k#P%tNlvxFqQrzH+$S`y?YF(#A$cEJ5Juaf*u3 zxHo?SFop^?z>9r=I%Gy^(2EdKoomF@A5c68fzAiM&Iq@&)frp+%B|`ENMrWo2a#=?!cw zf8M5o>LlLu!rUy|RGnqJ>+&3|b;_tAmxtO<*V{*IScl`~y92J)2(8G0ls<>(04i4) z!;vz;b8{1{R7NLxS|sA*L8Nf-dKq8;#TVAtR}NPAVc9K^htbIIp4n7rfBV%{UYwSk z2!KgUY`AUEp;%Rx?sa?c*oVLyrV8MV!vh1NR~vH-Cy*y%BU12pbss2}Q04eMha-(= zx!gEpUp-J^O#+%2R}|&_=5y6{wQ3xiEWUaF@Vm-Hyypkpv>`0Xt3E%-d8ahXL7)&0Bj-TKs54#46C59Dzr|N z2LWgN+db9l55V!tiVS;hN1^SjO|p{Ic^jOVvElJ>TU}FR`?glgIE(YB8TneR>K8oD zB{D*CAAkakmyVuZYwMd4uvzqS3_(PIdjNunX!Z6@H~>Y(5<@-s0CYI|5s*q5hkyR9 z4G$IW_*94buuI>K7Pz8MmrrBnGzRp|yMv*3$&b@vI%$1V5%$KZPB%IWWI#eaf?Aj_ zqn%u}1}s%`>-D{*9?dv&OJKBn+|~8e^7#n z%p&=Z9D3c#40j}8DDn;N1ORN-`ylIHT971wGUc>SBB}^Vgx{a_Jt+WbfN2DGpl%Jw zC}vC#Y%6py^l8*9)Ii@l-)SAX2YERQ+RhOqi4-`m%Ktcrty}Bw9RWE2OHdGb*=spa z;##f!({6lI410}$NANB|gN_N+5kZgLwK-nfZ~1lTA5P4r^`4`1;cJ zXGbr0dtvq(fv9KnEX(&po`HhQ6e(V>{@hZX@sK{1lbh>>>)#Z>gKD`?0ElQ9G{cQm z8J3$J@5-oC+6PePLjkoxbAM^awpPqouH|pObQiNCsf)xqz&}$cMtLD>Q0e^}}pH;t;AB*S| z0!9F604o%0SPDC|uLCaMy)q!6MzYumA9>&Ee!zqkkx9&punHd0eY~`TzLY9nXu@ZG2y( z5gA*rJ(PNECj`hkIzx2^0e=)Z51d`>w}^R==SE+#=j;;r{m%21mVyHbdZXqZl*fZR ziZpL>oksk}?>F0r=LEJj<~TCH`$~-~pyHT2E%5h~4@0?;Tn}nKs+PPHxz-4X{QcKg z`#OPDu((JGnvn7{QLbNQWA0!Z0BUd^UaYJPW3uGo7%_x z@ZrG2lUbyLhQpP^j{~1*5(oEJ_f^S6}e%3GT4d0p|Y1Iu*6{t@FJo`WQc|VbE%=< zzVqTr>l6UsfFxQMCj$g;H@O+7uJ>APb*A;mK&B=Q0x9H#oRb0LpiagK*MY`@XhmsW zyrss6+0B+w8PrQ&m#IXDGgKmKHDSn-=f*+IGp*1&VsznsZWFM9{#mT|;Aa>?cwl=5 zr);GTaEyI`)Sb?82ZuzP05VYLkcl4AyM66QwY|Et*k0ICY@@R3sE?GKr~`jvt`!xe zI*=Qkkm0T8hSo$r9#Nb`{lWW;u~1f$YI`>3yEOTZ+FbV#500pR)5EMJaaMxQAV za!a(^En^;4E7$k}vS_g~kjYo1epjL1g~%Z9&AJ;O);#Q*vi^ZNtC7)zVH_Cu7>3YQ z$pIt^hoU0J33CWa)E^&hbT9=d`DfqWV3oQj|K{7wUCget*LrM5{kC^~-X|g`L~W@3 zb^cbLfJV6Gq(s>8=(t^MowNEo!?vy_GZbl^p0hhLdZCp8JRV&WP|2WuwzQ90RY~ag zKRw>+>ZKG{hbEb<`P0}l=Ho`~ylP$N(TEQXdK*BQwn~7NDD`r{6*LS@ayQRvjJq`t zDZosj>*u!@d-;su8}x6iK-akX=;mFmRXr_H$Ja>*YP#FjT+ywv2xb&MSLLtT;Ep zBNIdeDU?iJ4eOK~*N@J1Io0vS?S-y9`pFjN(PrL-^*cIw&-06j)-3O{(*gwKXH^y_ zyCiu~V=QRULEk*x>5+@S{pw1szX)GTS8fkkW=5<)UA%q&{T8QbACa-W91tWPazUfBH=eV=`f=VKldr9l{j>#+_!LfwbzV4sT% zk@HKA7Ienq>_nFb$5GcY8gBJ%S`#sgmJ%^+3$tT-CtWit(tduX%gdbX(fVFl_<-uD z2PIGKnt(J^Wa@gkXo!B!-ub407x_+q>-lP57wjpw^xUZL@@%MQ{z#zcTEo!8TwM0O zFCHkfZyv6&?36e=t$mUDYR}f?dbAdx&mII=+aa*X+@aw3iR*nfG&1XZ38fN#aF_AkUkQ2r#!i%KRn>i)wU4Gz%wJwOxME)J+-0m4Fo=QobGTb}^55AuV? zdjs|l?kuubb{D%OKB6;F<;l6D@7@&v`#_){b^>#pYf>8K*rjeec_lQa&=zUX8c%7x z|5APMhTe&qX?z}PW=w39GZ{Ejxb{E#${H7Tf7pzcQyQT%R#jE`rpgBTSAB0l8ja1zBX0UPmw*o< zvly^+@^ZJWsY-X_7C{q=G4I`!@6iZ;&vR067~n=eN1fgkz)4OX#!jrj30`3+o7B@P z&Wy6Td1`a%;9e1CyH@9Tou>NcAsxV}wt+tIh~I+O+G&w7gAfIDA`Fjcywx&3h!PPw zBlm;+7F5_U$}ij*uwL~as$bBwlH;PSbzs7JWMl{e+xm)3HwvLXy?eGpVAJdy2a4>_ z)^gjrD%+xTeF{?J+5La~-K}Wwv@{m8GVo3ILdo-H43!JUtiB$9#a&Nnf|9fA9zcQZeFbLj%1g>>_X-O0=g; z0~FEFOboNxdkbE(jGRUk7KxysO!z0RSSl zL2>Q}zxFZ5_(S5HV&S&5AR}_ZF5jN=k`FKKEOi?BVeau0bPG(cC-k z`6B@O%QA$CP*w=ok~>I2@!$(LnnN=05${7=^PL{XUbGyf1r0|55p?c}%sA?XkM1W<4Fr6h?{c~SZygThtu=H{ zIt6%6zlVlL)aS&F{s&aYG%p46$few2L0%S-8Vqe5BjkBz3nXQ#&-ple$opE$ZCXP_ zl#$kF9R!VjrhxO6hGD0EQrBzysx0dlaD#Stxqi?hwVp5PS!myRzRD=l9y|+sOta=9 zs(%R7eB)rb`ajG;8vPWPly1iaO8WF}>nbw@56@muG232OV0-FHJ-4&Ft4njY!!9)<3}W`G05JJ> z%pRhJKm4f8BSAaXW!jojJ%{>?=>bRrkguuEu!5{O7nFHJ@AKxdHjT6PQLSlmU2zOR z<-<9Um=I%MMjBr0QN!RWuoQ8o5ceVNlU$p8(vw$utVC;)C=&Aw8u7Us1KMX2EK~dO z&j4sw`#jo3!Gw*-#F~^ z3DA|6f=~@$+7^v1DvkKzXud?@oUDWEs8qzFJDih>d9An?Is2H=bni-VWQ z3-`mD&7sMm7aWop=p3fxP~oMdam@x9l?S&K3WzPZLM3w2rG=?BITOlTz;JPDpYB0@ zC89$Iw->r_3D?KlPa|KAye*;_DCv<4QYB;1>6g0an6BN@Gv&tJ!qN&Go4n`wC*)sI zpc>&16yaXkRpLsI7*gcS5z!;(hsEJ-QY)o?){6ME{k1L63UAK3}Nt}xYpxF zLss&V4Rp8480^q{gjw%InB8BBu(HAo0mD#q0RtFglE^7JS}O%WLs79X7Yx9=-Xj27 zS(x$=F!lEK2_(i^=g@-7lT#==kQ3(*w5(%SdOhb18WQ3G|I;5|^}0mVQ`%XV=lL|V zy8d4BX800Ke=$o2CIk)zY9lnhM0uC}+UE}WV^?M9_YBQi{}}YGXxk@{5vollgIjZx z$P!e|0)f;3cm@r#iO;lX&f;i*Udi0};{I}13G}(C&ru5DOuYyzhvi+>nus z5lPg0%W4V}|5^1#8kEgOy-!CEbp-|TS7&&AvxJxxzE5&Z44MF>VH{Hk8VWG;byoia zz4YPxJ!sT)`uUl52SDWQP}H4>PLhmYqA93-BILm5-Z|T)>qiKLJfJ#0xJJ;Rx}Lrz zV}5knR+cANa$=M7VupBy+c10EB!k-&Y=do##AysmGlUICY?d(t=3Zinvs#I%1UW+mQPS zag-s=C!#+@SJ!IJZ(o@iDwjb7wIbDqv=6}u;C?u70L;+G-#yo5?cE^?9yPyGl4316 zDcK4N^6Yjmxv^7P=l3l$dcwl(zV@|fk5UqSB4YpI&O8CF2y4>VGUpKe0b~$m`as|r zswaC8YaWnOD)9fpu44PbGo_Z38EfY?PDBM?(|(1Z3G4CQ3*DNK;kHxzJT>SLXgYDD zPryfen?Nt+9jHeL)e#31^MxG1AP<@O{`#{;0?66+p{~y}5OJr^ruED`JL?_bLhnOc zVeB#-;CPlgb$ye68xE5=aXA0(B&~V%mt-?u4 z4&#&7=reLNp+v4;z1p9XwEXHLM4{~;KHH$q%;ho;Mwp@{pT775r6nRltyyR*bw2Z zBLo7ak$?Y9-!a&LIVk=jV9VzcW1}3bZPZ~6SnC~}^aJ{|jPG**wzg3Lr4SE4QU^cA zfxhVnCkE)|bvgF@&SKlNI@_h?k*mfKrs(u*GKPQaxoZ78&htN@zX7-~=%I|w>2m-- z`XqQB3}IyIuL%h9V;+5W=DtnM&f8ZGSGmMAQ8Etg2VVM$LWwc%&nja9BZGsV z@&M0l$a8QB#b;M-p5@9|L|kKTUZ0r?MfXTdzpwjkuFkSWy&}0mh%&F0frz*TG)OxyTfA3fnAaf#?Q(E6b&tttLmqnCYAdp=s;b)O;gF1ea@B~k zP>Tsef`}Q$XM>(CT!uy<sjz1Vt;d*COAOXBY;yx*(A7Rvj zx-4ULTH_z4&*EAC!k)5+LJT}(=g^cF`h{ABnjO)Spz&@_%hWixb;3TYyXAS18&)P+N@9fd58d;5vPJXw(++j!QlI+c z>g_?NI_}avsU!C2N7+9R`Jt==`A^K%!h%HGQ=8*b^ndosq4hv?0%rho5n1*c=8vxP zC`e;@AQk?e4E$iNxSF3p$8yRezalsBdv7&*r$Keh)%}@!h{a&c0z}APMVa%&#cshO zr$$D{Y-%yV1yZtf-B)%NIjG^Q^b=G~=zv6Tb_h&(4L<#jKZt)^5};;}e)-uF2dYH7 znZxV_AqP>I??Y#<3AhQ+zInRC?zD!=eMCe?TgS+foog7jqZc~t==mO}_VH|IZVcJ` z=eu3m6vaz`0b>9#fbs{$FrWrf&f#BvyUuCE2<^OksoR|u8#E_33Y0PjDK`J1fFo=A zus{fcJ*ZjYSfN%PWllOj)vRD>JnBN7*mWbh;zMsioRK zzIU|AnG3X(nP&Y0=*a(n>qw{I$!}|@b=H@z(+uWgzVowRAt|Kq1y8d5GweipWn9s;}^HR z-VxCYJl-U<;~nkSf%vt9mG+E`OaKh)Y*>b52F8o71J&{b zwUcCg@*QeI(YMF++(808!XnYpGPc#Pml_BCXXLHyT$}CQbELKVheDCp#)g}g6)#XJ zv@pI9Z@C4Htv3wgC^L}8H8Pt-V}*ho&9 zH+=_bb>0a|;WdFFYS;x$rk5K%)LUwhL52Ya2>Rz=uX8DOD4g^afEqyzjJ}`&jEZFF zGmpr9yw)6wf<9~-7yv+;#*tQ#mtY5E5C;=6d&p1Z0Ot*$f_@ws|?z|{%=Ow)Jh zqjR?g{6D8>=B>UpB}WgqJlUu2BlIMd-de?jAC^_uq-Fecw|wdN0vTL9(`Zq9S(N@LrYKt;DZYl>u~F9*6o z127OtqmX!NLbzoouJAGfTi0fKe;&Ks>$Tk|1dXEu>M(P5dE;}pweF^-p}3=Z8S~IF zKm(k=zO&fJlV?0HK!utp_okQmK2+GAo=M*$*0IhX^cQQK=r#a`h&4G*NzhwEzxHwJ zAJupJCoP?*y52KrT(?_$3~HIVS#h2RxwR(C{>}?E_TPVZqiwIt_BGA^2Td|3C*BQx z_I1QYSob)XhR5#NsIbk%RJee4sNNU9qh2A5E(D6m;iDmd@h^4l|Mx%IVgKaIYy3T+ zW>pXm+2!wBZC*CwcOM;Zr5)Q`R@>7;-2gw z1Z4mBAJ*G{_{nXn*Lwm~Y2?iT)}S_i@nE_AH{Y!Fb71-U`->WL?Xx`7 zKkLSM^{7Lb|Hdw%SoWq(n_T&kh~VYRmpv5&3MVR&05{(6aX0SsIDr#=fWz}ijCMY4 zznSf^?ii12F>zh~{AEDLud@B;o{J5J4GoVKLLk?!U31S6bVfq!gxJ{}9!I}%O*YZL z>_*BHUVG+HfB4p&P*S%p$iaF`M&kechga->`J<~Iso`fF*3j7g$M0QowKM2g-Ru0p{qV_tpPOOb8J`0JovgF1SfsSpLO~&gFy;{{-sF{HFThe# zOJZv8xobjkxYIEX+$TGAtw6r{ynbkNj%}^Z^u6IZfyAbc314@G0wf8#Hd^Qt$Vsrg zSC^((qUO^=!8*#m3z$K%{7Wg|&mHP=Ai|nEs`*5FiUsadG;X0##~A^odI8S(b#ZQe zjcx|>8%9vmmQD;^cI1!%A+b9ygjl|?D7&>&-{tGLGY^i<*$R#MGy4kdAAM$v{i|Qv z^YF3gkGydvwDHFG!6iWKzF~11kPD2 zu+lcD-x9PJ;kNw7*+KhnU$3*X0wzujqV@ahAK&O8jJ*S^Zc)}c&z*NtAds{xsY!93 zC+(!>3*<$#>1Up*a(8lap>a5t7{AK?%U8~*pDy`<)w2(mdR>{jIRb`1c&p3j5piXH z;HCOGah0y&C+xd0ffftc)s&}rjzxqxz>shxN%g2HTc`24>_Ck54Im=L3UO}@de$JU zcRDiMTX@D1qnIOb4wweu@$8{YUg6%r@3>0t-kNRy^k=r)GkXf%g1>O@cqfTvkjA>d zk?z6!xIz{b6u5vgL_SM%_! zDNfS^dyD<%=XTiUnkYx4Bx9qq7!+!gNFP{|X8u14p3K^%BoJvCGfzl3G z;Di(q5k3S%;dC421b4UIzDa9qA9GhB?oATXFMa2nE3LS&Q7-o`lJdccCJH2A4$B(X z4+_?Ft{5|v zGJvlSLPXYU-r&ATzclG{EKq!m!gWS~`+NJ_eLXQ>Uv4xue5*NkcOHK9=N-J0hd3}6KXBw|HtmZBS{_ny6{*xN-p5AMkGzTSVb&jCSH zlN^k_e!AD^EtV_X0!ia=EMgg5C>&a}Yb+q!p?ui?8a1~lcQIkix(8>RBmxDrM{VQ! zx3x)?0_ebUic-F@D8)8u?xGOWr{5;tNo}C+#O*;Yfz<`&KWg|~n5$TM)6?R;-LRWh zX}vAHkaGK^WHYy57=%zKoI`+}hqvW=996gKJft-QVGM4>-tZ`y5zuPYH6*a!C@>hW z{*M+E?vot&T)Jux?kuo}_ZIjb^p)qE?QdUg(_GPdXbeE|wo2M_t$gZF!f~uP2??vM zrbz9G5-drRSRbIY9q^{PA+H z6F`gpz`8j$I_rBiAZ+`FbUPLye+i%OtR1{17`C^L_4)Lmtne9v^(;sI-_d_bVE>Zp z;%^Js228y4J+Anht1~?BT#4?(GmUadE%En0UTeSg>CLuxQu`1LLJ>i||$mg(3lLBb__U+C#P5TJfIDPuG1GmsE z@oob)%DR<0-l@Iwk)wCKh_}aPC&;}3w5Jjys(<#WGF*jz>r-3pS3kMcYByxMGC&h}-~yUzq!>K9x5(WVq0k4I@u17k zPqa@zRb~I=i#t7*jE5e|{OUDkTQ+9cCmye`-CJ|?Fy@q44@N0GfVuSo5-40y9Czu# z&O;Xg$YqirDL=`TNhEw0U_nFS#HvQ!yncG9;wt&0!`+^6mzWM7-kfOT8UxwIE5~}Q zAOqlc)k!nblH=^d510E%^^lbLBPaW%G*7zK4b{kiF=+kP=u~7k? zCMkFepZ~NKcP@Yk?wzJODRiugiNRc%*Qrp2$1^O!=ILBF%V z&F3EkC@9`s!x)e|i3IDAT67FdX(Dzs4(CIpTL>f*?`YvLQ`CXSLSs zN_+OcBA=f}P7PScV8HlzR_(?83u`ZoeY7!JP)`#ClnQeLS5GV&SpViHRYZuP>Q%oD z4W9Rd0xUpCxaYZhpz4g0O;xkCo*BPrp~&Xm37f$6QrAID;#Bn!;d3lnt?DCw-&vJz zUl0)Z;DaR^-_`cw8y%iV85dP7r|e(Ra#2{ecPtpkfNk>q1^LlxKr(^A(8q+KJT z0nRcfaCPJ`1CSO9-{W9|LlI&9S>L#w^pS1-p-mLu|4EFB)i`(0D`a&;3O)Ec$gb2LzG~HKJKYkbXyNb+S6AjK zz>8$o#IM3=IjXj^2R65k`uw0%arxw6>$&~7f(ITHj60w4?0_BgYd>i5zM?#U6u(mr z_iJk(4=i7r4E~)`$G>D`Mz*mds2($H}}oU zOHe?*Wh{P0G5?4Dw`o^f*eSKqC-zj(gUl^9~laE-ZoWrZC*IpFzcI7KHXPr8&fPC=cm zt~Sdy!GfrVczANkL!IASTBSS-aFDDtoNItZh%mZ)CY=7+AGrDgfCw=7eJ19jjyQv|L#jCY)pze3fADzl;;<_cLQ2>G&%r zdu)7+=@?#V+qUntveHs3%1N;e<>?-iaq!%bD~%{Mg_(&C496!f*eNMU zC>zur5|c6kC`bkx1SZ0{0CORr65v1_*Obb0QFlUM0^K&J?YKPh4PJ~NRs~|VPSy?B z8v?$_zU_JTTc6%)AKX*q3O;T}t$h=&fFg_#!?aJJhQ2s_ZqOCWdC_OMMgpSG&tCAj zG~$6?JlbXTO(Oy#srLCNH`r#47gpL1DZ->aSSTggNtTzL;IVc959*6$>9v!+)+L3% zM&&=gr_ggnHA$gG5$BqPk|)KqRCAPieebOfYmlPLJb7kskt>eg7=0~0dA%nKC%*Dk zfo{fv;;=qqDa8%9ASc1@sU|URy0g%A^-o)C6j)|F_zu>M7OfRn`5uI2P(Zn(XUbg~ z7uIoBfUB`<+?7<=IiK8J5V)wSO@M@GfJ`31dh%6ip6#m2vbCBkKE_g-$$7}!{)Uui zVus#28@M`ds}9IF7L!?(O&lp@3~O$@aHQLbU803F8dz`uu%vl_!arJ=m*tv!Sb~sN zwG$UStUU9gU+X(3JfU!9NwTw{dcQ}>*|t&7i^x7u3`V4EVTdM@pNUj|U)+sEQ#3o_D{OOVsz4gQt#B*inWj-Sd4)Z&wZO{CN^QrE z9hRJtXFYxA1!l}LR!>^Ll;PpANjo9%&om)MjIh zd(aBE1n%3OYxiu)b`ZiIRH=Cf$i_XI{FF6isg|A;XQz8EYfT2@0~jJ*!fMr(aU$6| zbMo-n0qt7>nG@yHK$sMt*i~SE^P|@JoM(KG?q(k>$ceXa{xD!P=3tK;X@EQ0!k&vO zC2KET_gt$z7KF!28M_Zsb6FSoiik$ssu^=Q5w zJl1C?&ki{_qpy$)0-xM#(}oQDjZbf~PYUp-Yd>Rd=xcW@0F0&3iSCwAzdHqyvgLRhNq6l{fcT&jKqsG`3uThf*#R^-lBHn@dk zLJH&G3W)s6KRs&y?Hgz9c!Lyiff|%r9=61!{jYD;*oS%%Mc=Es|kJh(dYSx3g zNt=1#a)ZM7ra%))D~xUAH=`ZlX(}h>m!%j3kitEi2QA7P$_B~+Rxgxh+>5Zfk$jZ* z&ovD>aDx#K_rE<`a^1ycV(N+wj|a?^fDU zcI@OSCYRpJaS%K*dcm5d$RX>bsE|aQK0Tqfppc_tz>2p?_s31KPT(&jga80n7Nz+6 zqyQjR2f<>7s}%Kb>z(o#8-(sG$xd|lP|_`sn0rc!7htDT{e7lw!~r7x%~*Wy=?(S^ z&unx{1Xh~biZoZg-a6Yq57H3Ek3_{-HG0%nU0Axp&-99yaeE z5ynH5;f2B+gs~CpCNYx$%lmfZSx%aib+v=~GVhq%4{po#*ui7x2E31$*Tlb(I2}ef z?uq4?I6AD&TVe9+%QyuQ`84iauip z?f+r|u*MS8FQCafqfbeUj>~H_kQ~tcJJh$VN8D!@Q*j}s!IhaZx^(X!9qV-$)Uccj zmtcV;UB+d%>H*TOD@B)`Y|%W|{NG%eroBOXtS(@lJ+d{|e(9q%4iwk}rUdj(=vrbg zDVppO5-lne=swTd*tl5uyF86|7SQnr~s89A)B$3-Hg%)cVm} z3BL!J094Ot95(1)VIDv3b+UET<}O^cqJkvLOp4^$(ub#7M|}O^?pIxiD<9>G<9&t-jxIp!3-$ z%kAS2l=yzj+#|;z<3)}`VpWMF!*YDIdDM

j2PyX}7NsS4k_*#|1i()^n5ksMlp zhxrAFgUyuRw+Qeb)Y@oJ|I;o$!%9VeQU2NbAde?|341-Ur!JB4pbX|3fYE`L<_qH* z0xtG--aBz_+|yU^CUMK``&fm^VTi?#X8(?2x&B#KRdz<%>nTij}dE8~TWm#k9?2`-9I9s_!unJp*DlBLM=K;@wr zw`PSDkbr!F7#HG=g3S`k&?*N+lT!AMoaz(6Ael9E##h|(Q=PC6EMUO{AJ@S9cI3Nj zP-o}3ee?Bpx0qyStas~Oeb<-=;X^WlvW&F|h3&rD9Jg|C9~2t;h`Q6BbGpY@Uv06s zPPg02xnX^8rHzhXwD`<&KaI>tjkle(Sq^qzJ<;R+gX`(05`jl4dRWIAy8{vw@~aWI z!^tw1Cfv>ZeccP?93`lCaK^1TF1o*yZAdZc5uicw3_%q!We|v<+?*5OYw4f0H_r{* zfBE`pd-<(SSENy%N~Fk;Od1O-?LiseU5yK%l&1P&k8uh|M;|-WV^vwY1F?hkgMpSB z5fq|4^(6_wiFJA5&31P=#HvJYCe~8w`jrBmD{VxIa)ahrG%!F=m{F>!H?d5orReTI z-RoeUTu?A|VzH|(!Q#2r&InwOP6mJ`T4)OidpWu1B%e9^)b1kH@p`xc&;eLtF&>>b zFVHX&kSpjXdG4?j?cNaNO@v(%N`GQ5&vlH>ySj2~Cvwo7N&!%7e&8aAiy5wFt=*Fj zCd2hho9nT1NMWticxU6Lr@6JKCew*`Ae87GnH5M6))MZO94tW00*DS9KpQKhsBc!C zDD!V#YH_6&Pypy#OkhK-Ya4fqAZ&yC1cp%Vp{WPhP($Vr0Bk^WEmLKcNU6WB(I3~f?x>`UAf_!k?hAnorGdj9?QPr2Gv>#}Uy-&! zEW{YGe*frOb@tNnUZ&fh7<|veDb;S1r-Tth>9*I(mleRP%_hD-JdO z*K>{5(#Bp9uqfWMDckPdnCmdJj^Pk9?4q2_wUNHfAFbIdY` zWnAu(1*V|hr%otLxPpH4p+ZYb3F;2P$bbKOlfBt=K?+6SYVq3XA-m!=ByU*0zjs<~ zCTA3?Xo~t|b5(}Zx*rl4q%QzXxHgs)raDQ)sW$pZUsPLi(-W*r?HEuSngu9PC@Gyl zc#=QQs$49CAz=sKE7JQYsjZ!3_R`52d;YBio9gE$Uch;tio> zUn|gZtp#+&3j6SVMZS*O1^fW`J8*TRzoRdV2#lq5n)mAkp6`{Cf1h3`#l$YXCV)j- zXg^j=1h-LKpo58cO$G(*SWnb-pZe|*DaagtymqY5a|vSYZS0=#Sff(yAFLtzIuwe- znuvuEixz;4xfKeZ*K2G!hyk$g+>+(@`sxcU_E#^rI0&ilobtmG`Y>8S#hnq09>9RQ z6AKp#?d!z?C?G~0TY=ga-gQEC?S#lkb;m-DOQVa|C5Wwq)QIr{fY2ix;&k@n>d3m$ zzNo#4_p$E6$jBf-F5>e}AK(JqB|t^JcT^B#M{d2VR@WKO=2vN6SC<#s(Ac!SdZfV* z%OLTFS_(Two%6L#FFZTTg0ZQM0 zHTP%>hiQmU9bLnFacfrFpuj(XZ~h=of)O=4YrSo+$*_2p#WjpW_&j;_Xs`X3FP*X< zz18IhhX^1K%OfuDU;I$DeeTh6cM}c4;oTCHf7*JtLD1clr2uK6(00hu$h}7V8kGKc z7okTHXN@~#e}BK8#aPW}9mp*vVL$R(3gNzh#btNLWr-D8(j8-|7E)L)3--Md?#1ST zJ7afuw*xa+j9AQ^5V7gNu;)o*^+b6u>vk(bpWSHVyIaDj0BisWpL)35{(->SU|)W@*+!(mRTKz(NlCy8*3>d;fBKEH_Pms7lwFi*;>yT<1Ct`wtBQza zilOI0y=qNBiOlJ^pTu(W;CZgkgA-V+ZQ)$u2fy>s#sUUd;=v8D@>6Ch!6zDqtw;cl z=M)e26e;8=3FIT|Qe8@<{0qaZBcac*daO~qi75<;PY^6HDDT|^!F#F6>+K-{ROUq}#OvgwuJIU~eg}a8 zC3h&awNU+Ekey)DYDZ)9u$0F+yI0B~F<8t|uECu%PxS}r5KlNCj~5YYjGG{_jkwD} zBmiA|DB;{fm~UA6D7#LICRQ|*W0Ly9gcx4RcOa60+MdIK)2+j<^kZeI7ZB$25&{Mac`^Dc)2dDGKigvd~}`o_z-g?#U0WGthV&^!#i_rj(DWHL3fjbg1)0~+Ce-P zuxO<>>^IsnASFMWvC2>xTXJoW03VhZ@~`3QhqVyJpX9;|NktF{F_`}~n(tu(>S#Hl zHO=j|)uh|cf1ui)zQ0&?T5Cs6_1m9(yTMwzr#u%|joJ|{#up{&vafQUzamX|O9Tj*=a}1Y3zzs2T-c@>^ zv;rKQ0BlGWO*;VE#GoRj`APFR<)+j}r<+C`xYd@X+vKIS);^JFXS(UL6$T+lRY`(9 zxFt#Bu}*zAp8pYg# z^^|=8*ToMB@SkoSbJs+^&pyQZ$1{RB$8Y|q)%R5nKiJ2)2ALRVzXojSfBJ_jx6c** zL-@gaSZz7@<9Wa{0C8Za_XY*5Updh2pb`K_eE^qO(Q%Vxt%btn6YVKq6eH|o@aw0fE()>8%(&l zg&Rn$fi&v%Ui4QeC}k**pL?{@e&wT^?4jKS?uG(I`&XZDwC7%FaWWB}(D4bY-Ks{8 zu#*BN-BM<7@!=tgE6u?Zy>{YE5EDc{^Ps+@_fhUpl>DI{)im4{-TJ}Xkv8*xuA^Qk z2;oU8AK>zaOB6&G-oaUB76a|Pf0FRv7 zlLL(8(Az39+$wgeVZ=HHCM<3JRd>@vL3;6Ev&~+*YESN~vFxmXKKs6Hx%SxJB2T&v z`y{8l-*|n*zWiFhJ$JCfvZVO&9?8NauPiL3}OS6Y2K%A$fbrmCN7~Q_x{?et@e9=d&-GUCZ}e-ZN!27)C2kUQ7K{B zsR8BqM%5KSi#r|48s)JPfI)jU=D4DCN{TWrkD<`FY3eUrPf@Vl3aIx{WU*d+=Z$s; zySN#m`1g)n191rD19Xb=;@#a3Cd-9ZFaRt-8J0)pL6sC&k|;+fzXqJwmZW=ZjI(u0 znGA)}pxyt$!A`eAU=bsJEzDuJPyk1`jWS;#^5DRM{@*4LO`Kk|r09Mm{l;Cey?08W ze^^TLh&4*lO;3%pvK$x&gZ%^Lleicx9GwEqSkG{;Md61*4;H?h)NAn*w6&%%#q)t( zxq>xq+78x5TpcSj+|Bbwg3|Az=7nh*qJ>st-60t_^~#rm4~V3%ad)jQPqTi3mzR(C zI&le>nM?tUQq8%A!dQ0=&bZ4emP6V=IZy1&vrSd$HZ(kA&mHKp#`eInN1PO&M++7p zKpbw9TXb(MP@zy)+Hkgc)ZOBCRAdTht+Z$N7TOo3kYfqPLN_B|fzX~Xi9FvO)n{!z zlfJIYb#MCBMIT~y?NQx1Ou}_8{ETS<(Fjb5Fkh0CoXJXgFf4ZIGxo4b0inbQxS$`- zXg}eAXN!O_V30kF|BjIyTAy!^ST!k!wjQk?^8I|bz&Ps+3l(b|*HY#ojG}+^-3I&S z%PmfQ&mQ&oo&x*%rz~DS=Sr2=dmvx5m;x=@i?S!5nO1GoEdcM9EW6B zH(`iGqL&nV9Qy*_i{9JAYuJl$^S-LDvX6)TPnv>@+SYOD&K0O7;XSzy1Gn;kvY!{< z=Rj)5rY!s7GaKyLdkQ_}N?6WPNT?4`k64wZ1VA?u?gyPeZjc;w;}*$5H&!)5NV>YZ zJcI;`8-Oi5XkLnbr2QPkQ>W#av}K7E`LP6P;R0PMAjCtG4FS_T6tbM|@Zx^3G;ZCx z)$;Q4+Hr{=7QTn#g(44w8bB>tco4%b7AglWdcdRL zFh1dsQ5FgT$&*Q9%4aBTmoBYv>)4FmhpCYmA&5<|`k;(p;e$A%I6J{g3Q}BoATEg9 zLMSy&Qutpy((Ou3MoOIK(Rq98WV@YfY_Y0r(h97$fr&Mil9_K=8ELk6Go%u$tW^N< zV-J?uKmNiFyLWrOD`1p8tvdbaP?w#Kupu_KjN11Obl4FoQc$*&U+O&hk@Poo6>tdJgkzhywz#19PIK_XUJe4*jeE5 zgfLLjhlux~UQn9H3-~k(ykLC`0Suo*u}+)^u_su5A|K7qi`_L?O|Uc$d(0OWitiul zw4(x{ScvG)X|;>kt!PUeCBQUSBIObx3 zJr8ZobzluJdQ)RaeRDI`2Sh7TLYa&gfE;C= zCOP6l)=b=1VIf6oHAfjA`d{7b3BKtRT&KP1Y7?~o!QEH7z=HMDftiF4foYig^&7Yx1Mc)i2U zHjMZf@7tDZkL<|vy@2!$MVYHykv%Q|iG_^vIS65G;QqZ?`z5i7xPmedaZ_jAQ@5$< zIp0^=>#{Vbi5*@jT+1sI_UGuyO*uTrAl_jtI3Q!6<^Blwq`lja#kfkU+9T%>} zyDd;y0>AUSy@9-2c|Sl}w2=3QIHjL|rrLh?Lp8Qr4}UB==V!0l(AY&OH0$jFDS5C0 z@*tfhmPU$0M%p@8=5dV-i8io$0rEI8@)m1;@qcX$i18pXM7S^@s*@l9F8_%WL zam!DWQmy-)YoE66k*f}9$v=lBlzj)q#PbYIj!8LQBn3Gj)HgON@E+{NXpiD&QUh zp=1G)h3gtuM})Zx6Kz;ou48U;Ik!zoUMa9QV}JGiMo)hI#@PYS6^Hv=p87X6@tXCK z+=$((JL68hqlrOypB!j_Bgk(;7hU!X+<^fp<%LO>qQ0Xpe5bB+%%;`%fHz#4>3_=Z z8NaH%@sbl>5N8O$MBb_kNHxj?N@)jq@?JXLXUES3E|9pzVu`;``vul7z+467KLT91 zTw@8QT{UG{wr6{dtxqekp($7mR|;57YR_u46K4ngS+Sus#U9y~;|#U9ALH7br7?Z; z%%JALr0=s3zGS2Z0Ge?i*0ot<&mPL013)3v6?aGk;0BYYOJqzI6F->I=h5Jt<;MHW zH>_#&4<7^e`ANMSnn&$>ue5pE4$sjh0ibc<_sH%7`{L78_Mqk|R`r|Q{;mn*Nxg2Q zH^hQaM_vop(EBCC^bS;T62KxIeQdWlT_x}2X{l~vNZvW#er|py!J<7m32#H8?a-7vvW!N5p5m+%%;&yJx zaz;vGUO3%{3Lb!nvNf64E9uKyW)AOal|bYVb3#8FdY)t zN4(p&UvIPL_qVz0;p2M??TH5Lrv&T$~4q2f<6mC}&lb1BVFF29I?wSI3`9V1e6%$U9 z*Ik*kj3jecy87l3w@ARe39I8`0tneqps|zkjcimK-CgkQRrY=*{tHG^Txajymgj5l z`9ocP5D^OVtWMws;G8D_ngfW65-fVVt1}#M01T6p;xxCfx1u5R5r+|sTS0ETt@HI5-gj_(&N{Uxq-cF&0pzd&VT_5f8xly% z&k^9#xQ6$G*alZe_N8*ISqGGQpYJfQv3}JsJ`o^E-8)EesD9pBmG1cu5iGc{I#QV= z&FSwR?6N=BdjHPLEq?ffJK@v!6?uHsJsUHfeUjX8Tgp?tOxz%w+Q)t0#DdHjR{!`# z)%k+<+m+Tode!;{FZ$eN-V~;Rfy}_F z!RvV4kXx>b1V(XnB?gcF=7q4{h$-W5?sKz!I{YZSHWcOuv24Vf_Vxx=NWdu9T+&`i zTf^(wt65{))E}f8_}Bv_9z%Jf!-}O6`ew2HB36X@A+ZJ|=`-TPu&Tk9jcX+CkRdk! zuff4V{~LhyZuBm`%RbFBI+n+3S$?u4wpQdVO1OZ+jpa^+?_%2KR3 zquCg6X}n!|zpYk_34KPL-c6s~O(EaWeH*jv>1~Pj_^u4A-H<6|I?fe#UMM1vE|e6d z>LDv2C%{B(7|I{+G61vAZgLJmyL@d!y|%gDVmoy?iUW!ORufz;DT4Ajt;MwwrHptm zEO_Ko!qP(>PSp=NBVT4}oLfkaob9#QsWHn0eF1ix@fjxyDLkBqh(0#@Bb04a)k3CZE z3Abs>Iw^0sjgsh^zC-C|$N^DM|8K6zvTe255zx89HtM>+`|L*h%};K1Ah=!NjJTPO zfdGt!QZ0~{n!MI}rT9S#L7iQ6Pe?%M7ZQA9WumR&XSD)h)E8zsC-{gO7OW?@C81!R z5x@h4bJ86!Ij->2|60{~dS=cUHs|jtVVnVwEwrbp%d&H+fPyy(tZDC+NV2wkfjO2JJ z&1(cIR=cvlHg1LH*(w3AU@u!Jv@1Okq6dBp=D5GPh%naSootv|KE@KU3UJ?6uq;c3?E8PuJz_M>}O8Y^C@i9^^mULq505gRG zsq_OvU0b2#*ZaieGQI#x>Il(Kdv6e@hE)>FH$tEF3#3u_4$TjSj+}dk>Ibb)Wiell z3QWHAW~a|N+6a-xb^)dj?<=wtfk3z1sgJVK14|rrZ_{^i?Szq%*faJb))fa-Sh=VZ zL@(@p1-WWNqS@iPPA6}|rF3X)&dzpR5GcE9X)5<|%@asRNTI-f)YLle@n%T^*BlDe z>u)Ul%)PMxsk?hP=x^rBO`k`>WiHqD^`H!%5!4fJ4CRhQb3Jx#b6qE@v<2fsbO1!h&GQBMy#x5d(rtA#OUvEaAphByfO|`PRuk z8yKE)HbZF6r!K9r-L(Y{E>>k>Y?=E@5kWRuuel--BfaNjXSssaZqaO5R zL1v=B=o+_Nkl+_Z+xtl`XyQ3FN6`Zyg#d=n=oeT6`QuG@c?^VdQMiK~YFE9#0gN9} zJ3>VYAYY^QVNoFG8;WYQtdnBOsd%~oZy!V`0@Pds1%6lWgp(LNxx2_pG+7c=P{3IstP0a^)8Pr%1 zxAf-8R#zU_b8z25xhO6!mQoonWqPfESpaCr1(%~fTzJCIp%HsiNlCHo+gfJ%swa|~ zqz=06 z@Pcj78h{=hi_G^0)XsK{+Xbyb=hP_1Og*~384lK(gZfK z7+2&cxKfY%>=xbYlMj}7{fizMnq-qZdYucbT&_*m<^aFbk6>QKxLJ9!(ANHF!>IUtbZ+6(1 zUTE?9a{xpNhh5q?AJRAl`{C+&n*K?R=LzyVY7W+D|789SYYb>Ju9y`CL5c>flZ|cT zKJLVv0`kcF##*c`&$KNynq!C zsrI&$5D5wBvhVrc8Z_D0JwhLZd-Y8vYFMdfDEvmdvDPxjVUoOfLFMTKo*l$JKd8O$ z^G{TG&NGkO)Mrt}y{E$5zf+y!y^v^-7ON80k+};vLr=r&0C&jjY~q_QyI#kkJFhUV zm$|#xzPC^)A8@w}(v~HbWJy=#Ei1~mDU{3Wb^u4{Zp7l{L>sFai#PgI=2l%A-$~f$ zZl`YVg+zn2TiLMQ3-NK}7u5&XwvXLkYCkU^@yz`tZuNoO;+4bQQqU&_BI2YR2DH^Y z`~d_h$#H&y>L>dAiwqq~!7V8O5#icP(A4YubPX?J9O$cLfgaw+MF*N}EO)pkVZ}&@ zUuh#!4p3e=sn!&;uF*^>9g>0v zFxgWZupz#Byw`ya39C1kCpvf}7#|A_r||b|%=Y)lRRzltm60o+Y_L83v@V-j1p4^FGmL0b1WK_gaZhB8fL?wY?wTu|I0CCx zC@5kZONlRA>kDsodcU9)=SxwfZlPewB<=^R z-?)_AbDd-J<%WW*9H|j-U4up+YXkSeb#33K94DG)6T0O@86c^^U?u;{t>@M;%<~th#H~`Vh$1WH>^HOOjs$fyV?Q&@upGB&C9oq z8#g-HP;@{#)|ase%jiYTKP*)@oVKcC!uoXPr%y(_Uhca1#TR9Z*{V)aN=UyzMy|ScIvaCJ--NJ6Lwac=-kZ-dqlbAcrDZ=D-*z`^|g+AD4Lr{6qhuL&%ZAe*)T&VKr- z3j2j;HhA7X#*Vm9^2A|D9-Nr<+8^Id3L~FJKpD(KLE{# z?l1B*2czQ`oHduU54ePO^v`H-ylQirrdO{77Ak;I`g+an#(oyT(lSkC=n+sDaHC_$tXwmclNjQFG+=lYM@|Prfb200j+l6D$NhYNrFw z1>?+pY6Ng`=Y&F@ctc#%?$vmNE@<45{@k}&fKzMf(3yU_q`J^dKvD1DsJ(Qg%je$C z>SWtdrF*YhWy4eY{+dJwRMEosAUrwULLM*JNJ%6 zX=$17VF-I0F>gIRy;j%SXM>}2wkB?cRhN@Eex>a{6~sVBhQ{?~0L`JgA%727M_32x zUR+5@E{%fyqhozO_fEHrI1tB`E!xF66hJ4Sg?PDQf!W>aKMpnyt9;ygxd%y?NtDcZ z0?M)4MGdD56!2Kz5~T2Bl>&TxXkU@XK#`9Npms*!m%1^x;?_hx#&i$d1zWl%yxcI~ zTPT+__Dup;tiyBxoSX>p2g2Im(4#}2lg|*A$uB%!VV{1i++)^=kHl)joIRzv1|#Ix zUT?SW9qMv-QHYL+D`V{eim>XEOq(%dT|*cGpyM-uW+R|ke_ypKAI5sQCzfw|0e|70lUe z`_v<4wr4|z#cQr!ckTNq{)~&2$}A$xH*|zpuOs!lQ5|`ogZ9u(99n<=#+t?f7GRD2 zk$n=+gN6DdO>C=He_bJ3|U`g4Zc%hdCLC6N(4~(|)Mnk-k44%frPcGbbehQd@SF>5>r8VWz(_k3i9Dc&dKLYj~gieySb1*DUfP*wqyR zQN8wq!(H~(7n=l3FWY@P^6V22mph2Sr4(1V@SBvIr0G9W{!ZV$A zRAjizSg*il_waemk6CML@31$HjM^Ba&NWt1Vji61=0xOj9?+e)feR##TyKrk&)p5!$3U0dm0B%xJJ&-p0|T%dTe59 zRv>7l?Wsz1unXfNRPgg@22`i$NrkAAtB~ z0i(qPcS@|4acfuGhT;^vZ&Q{hq3_gOf8&fmj6NTkydcmr=N1-R{F0<}FBB|P;}aKr zy)b_P$JK?&>enK79X``A;sh$VlwvIo>Fh(HjU>SKMB3TfAFd6dxBYbMsDldT72_N3 z6Bh(*dbD<6Doqn$C($!`<+cmxee}L!f$vNQr>uF}#eu@<#$o%;%WZb-%z&>)$U0s) z)GhGVW?vT&`oY028`M1E9!FL0Z@tlBUwy63!5H-Ltlh(>2ka})H`^-*yRD^jO#1?P z9#`0d0)`)dq||=)1695s(vWi1IW;LxLnlC~dg7+ao<|NqKA#fEKiNE@zFFhxL+BgU z_F1(V*XCiZ=U0#P*r?W-T5g4!qua|f+``P*VNEX8dmO@?QaM=ZXzzxy6xC_9?zO^` z<+l!A5zvOLWWA*c=<-~lEqE4i;KJbm-U$w_qWb@~MPFy_u=nG(4T(zhzRutIu!?R< zw0sCCb$qL|%g?hJK8gC|)&w`I7p-#NQ z{)z<&$6>KL@d@rekUISI6IJ$kfwf2ODYX2&WVbr-@XwGEmKcu}H1Y+#c#w0V8z)8f zU7g@Y1h-0*U6eD*4PUr{acT|A9VgjIQtHU3Mx5En`eC;Qlu5Bd={a(4(3K~YJaP)b z8n<<0wv_7xf0#f={o>Ic2Otk@$#sPp=0{utaev%gyw2Nl_$+Q`fy*Q8iz}pbwRTR} z;MjRrWQi?6$u?}LeP7=3;I~EEsvQ}WMSnorD-X&$RQ}uOG9|E|tusjV+ zS?}=lyiyODM`?DvD}Z%U`cM+Xp&Tl%!fs;T<|T4-tUg%E0GugFxH)FK+h$~Xxhok- zzxk{Q%f|TISsoGGHp6wYnfz}N3iW6qpI2!?K*n;oQ4jc;^ENs@X@{GpJbl3~jcZ9> zhR4(G7LX?kJQ4t>d)y^)HCSHeK~$7roh2?00mx%XZD<>}uHhN4 z3-bu(v)sHq%PTCgk@KtFWv)1Lm8GmXZ@HI%80l+h6*)( zhs*3^dxF@sgQo%z0ucqQh6{z#aHnnUnsO@?bo>CQdpBo$9=#I{!**PAre|c<21hSw zeyOffrkS_Vf}1av-D%A&=7q;_=@R;Bds&)2qdfpp69gh3Vz=grY9c~nb=-mJQ&;LE z?{gIg3osmVShA@!h^q_tA=W6sm-wz?^#ya<@2$_Ua54q}WC&z_<^z@PhWP=3H>_NM zPOLoW;kXc=ZXB@#C;RPOQvh@Tekbb(?adSY{#lFaz@b5^Kz(INn(f)1V~_1Cv>btA z>XVng!an(6vE5&r<1W2eiXGgJnt9(d+prGp+HS4Y4!@p~|7;_iB3 z?urwKVC^E2G;JwSJ8_w8)!ZVr0xqZkS7H%61j;#dAjv*y5J(}AlDJZ9f5h6mCw;F4 zyxEG?0%Y^c(ffchh*hK4!~VZhVGPKF#zEDjKt6j1doZ!fySL`pCmt@dXZPm0rJrZU zyS?912s)XgTv9NGiSYcivOxm1`0LEC9Fg0dnWx0#vQq?C~xCfhEtbsHn z*6KxH@nQ@ErEzgV$=+6$A+WZ=KKoduJ-oNjPgcoA1{nuRnvblCaK%7B-2!r#h8tJL zixGE5UMLKl7L&7zSgQ1tc)urv1Gq#@3T(Zsx}ktVBaU^aMc`;-QL2>O^-?ru-972U z50qH36mI(9x!2n4Yp=EX@5xefN%UIRHs*grCPV1*$M7!DIhWjIn;vWw~i8TMG7N z0m3#Ze7MLV)TKN(USMFgl(catBbZl^^~G(vH>d6AT1H*rjUG}?-;oj3LB-gU_ZHiy z9xnG79jtfTHe|XIc1lX^buNz*6!q$Pmq*n^b)2nA%oCWs=x(vl z^&>uKy+2l2XP-duU|`uqD7RPlt7{&0i{-=H3!ESY!Nt@GTl}wU;!3pYmkS}n)?6#j zOK?yJDMd));-W8h4$s=?#3d;k5Mv};W?G8fvr)h?evLJ@jo9(VE*lyivDvvfkKqH* zY*+s;RB*Av?5WE1d{+Ps0C;tA>Y~Yi0asXKuy6$lpaVusfWoegSw42hnN`l3X1S!(l`?N%=oOtX05-SUO@EqZ>)A9fujX!SX#=8X@ZV@I6JgwKCm7A9=!_ zxv$7R`f!Qo`P(gkNnpi7J+RgZ$Z&@kpokjDl zGlTA;$@c-2+iNo1k_cf5Nx-qL!(z!bD$ZRf&qhEY*W&t!bsiV!**Vom{Xo1e$@1x< zN$n55r-Y(6X9Wl&T|58tPK84P_H{2uWn+1+sY+KLYY!1n#sbV?6#d2?6^jzfbwkh# zmcp~>Zb}Fw-%URPz|aTL3n3jLc{cHC-~H})?JxiGFYVBwLk`>;8XDZHwk*r?eoJg0 zo!mgeMG6?hY>i7J)TGhxVi5bx3h`KKSR zvQIr$Zujpluxu%>(@!~tIl@o2Jvkur^K6JeMk~mh_;%+Y(_#`z7GitEPY6pl(eFp zBnL&18;pA5=fHa9Rt$ZP%OkE&2&*nPRS!A60D=HUtcl@gD7I;8J0O+ME~#Altgds^ zoZ%?5A;o?=|0b( zA|IGuX)hn|v&)yRdgAV4%}3@7bs>)%ZgHd#I4s2%p$h<24Fa3QZUKggt11y7$W_5n&t^AeqfkQ`~$^{nPuUxaBAVQ!p}q7Hb^&s^i~f;rh)cF&e_ zx7b1c@FUHu&Ypg2Xz8@3w!kvEvnq&riWb@d@V|dcj{l7{IZWOhE!-Oy(iYW`F~qeL zVjRAoE|3D4Db@H5jzOY99xh#@IgpkVxTA(blc9+ppS&P28n7}(gKh3Z`iEJ8d1B*O zHwRDl*>?|W|JOWl@T4I9{do`9QF1c^oZZz? z4TLlZ7ey?Aw7p4d@OuZl9B|QB5TRg+#B#=5f{LGbzfOVw=FSNRnpgoFT1Gvl4CYMQ zK%Wwu2J7SG^kpfpSH14I2b2E|z{Yn0(a4p+i`yk?8sD;n-UkQn4^chMW3ImD??nlw0Tiw3! z9liKLH3OhVApKfPl#a9iKRk{67>e$kPI-O=W0Cy~J2 z?TKB5*OW{BAf9QL%7grYm>{=o>V~j+0<59a_SMw_lD-yx8Le;uyg{;y5?$; zKv;6Z_3Iz&6XO7Ia#zPFnGq=AP=h&+l@D+m8A;9YOP&J_AWobjZpGne94L@Z08))S zffo9T&!|I())Z|iQGcXsub?jwsP_R>rCLYCO#;S{Q>xp=iNCs>ICFDh{_U>0^lI9c^rV@(2Z%oE%t!x%FX__Ln@YC~7>1xxN-N!V8i zWwW*)*qvvee5B0d1DRvj0r<$x8NXN*>i2%>B)1~y1+iQ|WGR3o<>4m2Z{I%q>}Nk~ zJ9g}_?c2BeJ`Y&?`q#g1zxR8;XaDnm{!cq~>eO|6<2wnlZ(siMm+ebm`jUgMAO7%% z4*X7>IN^XSS|}HHOFn<~)mN>lsmb>5-*5l^-~W4SZf<_t^~>^;BeA_IBf{duYKE&( zdwaWE&4@n(jByfzTO)qP@0CmAJ4virtU`&!dWGY4JDVTEw@{=W-kNVe{dlE)>hTJ@ zcUOUb2FST3NsT`-$WZ!-2noj0-h_-kS`E``(Ma9 z$XHPp394}y!!-=6R#+CYqcY25yG{$Fed~>O`^rl#*3dFyo2s+y69Uxa85_{Oy7dab zMVaf@uC}d}5tm2u#7VK77u^>nH;A{Jb1M|}Z0Z@e*G}|${M%lEfUO$>c1!5nC$OY0 z5L_OiD(`ZaLMh!+Mo~KVpYFHbfk}^xyLV%Tr6jH~l5d}G>J@05b(a`iV|Z}$JL~BF zEqPQ+iueTwM8p+sC`j?PApFDyjU?azi9so|xSGQJ2h$;OL%6jZs{pkSj!_w>(Lp#U23g($6%Bap}&AvP(@AqRjR8lCmHt-Lf`NrM_u*DAHIQgeX0 zTGxBgI>uJ}+}=`^t_K10ci2yU@lGIKRM+_w7JS8~-S?ZH$;dF*5!v`_BLw`cAv^h1v~ z1V+B0`F7-7z?!$jpf0>m+W<|lEpqq({d@?VsNv|;tdr|t zp)b^$zzP-$=>+CVg%ERi!CeF?AIlroU?d=bA-C8?Cs)A*HGKbEdq5hp zu{hBW6%fkr)qDn2Z7U0yDrw(gwUc?cxjfxL8Lp04(VW;wbL@?iSV~9zu!zGd4giQH z#MQS|AfEIaxL?D@N$Lv5kS0TlLw+_65Ew`9kGn1%!T!Xa#u{c{-~flQpl;OZcK7fb z31zV^85b;eTWT`xaYH){lkCw5AA~={GjWWEiEn9*47re;@0Hg!Gre38*kX&y?gC7**ChEZvTfWq^I~GA2{S>Pp?M{WSLmctwwtV|MVC{(t+p#Hd&k6$9 zgKJPO?pTM=_pbY{ejk@oOx+WufCCulSCk7*y>a!*%Z_(tIx{nV-l7L-M!%HV-2yCF zH250=iJbx`DDq?a3;+b++`b7~^%YjvJYlb%nYJGs?v|3C;NXq~*wiOseVpx7Stv@- zqobTb!(Eb-=vFzD_2%9QS2S^xf*}rN3^0bmie#p)vqD`TzK5Tn2z_rm^mCtZ19cY%HOiAsB5bDrmNyL|Dg9c|P@ihlKP z1~FWabs)Gj4o2ONa#Pf&m9SI_#BqY(J~U@L?5)ILdGhGV!cnnhCgq>&_av)uuCna=lSm1YsyX|$3Ua{Q#V#_Zm@O>s!vY1bR zFDT;4L&i8ixu@tl$r94J1DlqBu!`xNxP7icr9@~vQnq=XHVro3}##ugtpFJl@Ej9N_RCQp6lh~y$&`*nL2-2{TMK$;R46u zLG*q317HOC1cK$czEc2SeGx640%)TXb3S*mEHVc}VJzv3?g6z^YYnzXTrnRJSbp}w zBF~F=@I=40t6chaYdP+l*J{Dq*kh^mewaJXEnKYb%2fNv!=?7gM@qGK%4# zpL8l5{zEoG$jr0PK5M`ATfgO?4GY_?-kY+po?)eX_~C~=1m~W6?y)_4_E=+MqjM*O zb2b#-C!c0*ZLP=6;eNS!^JaVQx#!;I;jk<}IkKc64Y}O~#YDuV5h4(j1YC`npiFky z8L^t>dtrOD>Ytdsn1PBDyKKW#&?b()V z35jd;VQ>vPHt`-P)$dC5brd1uekjWc7kr+taKexN(HW1+fes%xxGe%w#4wGF%-Hh> zI~`PJO1Z}3ceZ0R$OTrGDrIejy;axm@mZgGq{8D!=oWHf{osu@>ysjmG6Xvv${wff zQ2V2F_v ztP^``v%HL>^+WSkI|SDyT;QPlo|?WGB(9E{5`Z}BpQ`#migB=M%Ie#uEITXF9?_U% zVJgVfOGvbTEpxN#Q1*h*+Ye1(qlT>j`dl#1UZuP8Wy( zc*L!V^LSnq6TA~R1Y02u|6Kd9$1mX$xw}%}L0}EH-m?M;VfRi7fHn(M#;=ca;IR;_ zB5rBZyu-Z?mdWE9{}U~v^8g>gdN>C4er}>$PML$zf<+P15y(3r?tpC+Yvn_mbM2=d zDt6))Xy2(97UXD49Xahzxn*gE`X+VWRgO6_r?H`*IRMDe{DL?qyfsPciOHJL9M4Q! zYxxn7Ov!+-zDS#hc?{DD@R_$|{Jeu6z))Bq?2(gG7v23ZQ}2fsyVLEXMv{D7rE&A* zebx}k;aT&$YchSzX;Yo%(D|85ZVkhYnFACKaj=GCIV;c@Jh899$^^8SOIU14>P$S} zIo&5AeytU2-jJ*9tAzqRs%eK_`n{`qmRq{XsO$E6%!-wULBM(0W6 ze*7JJQrxOg4%V`yq@;N^N&1)ll|wK{s1^$PEkF%V2EZbQiTe8b<+!w;aEX~!$pQ?C zK=8)}q_Jq2;7n{@C=Oxb>F{B4w;m36Q>a@kf;2XXSnIE_PIs$bC^y7eJ-jKy?%%N1 zc9pNN%A$a78o4X?p$NSuAu*T@fEq8XFBE_L+>pn90K_0MD3#K*wK~&58~K!ec%;ke z$5C?LIMpZR?2rrfV*bxHmy*kJ3Iag_VMEVMIYE*H%kk#N|=tV;O@~1F!;c@%S^91Gxhh0+cwE z&M+?;vPqy4*Sy9KfgP1c?Ac$v*l6E+rPV{nOYBg((7YSFFAFf~{K{XAcO71CRocw_eI;qAS$6JYrqAPE^PS zeLp>At+P|Uc&OEm3lvj{M|Kw2<_)D*T2f-WHWs>tie%wVfO0vik`Vy}Oil;wL~%VI z)i==skcJ)|@QD)ry2hLM9$ZXuzYO~Y0r-*ED?2;h^KD_}z~V=o5iFdgYFo6Dk|+SU zQR9qjBbL-RG`EJv=A1DS&)Rd*DV!DMRBsf=O0Qap93)t!tx7>tY;!P zbSleVZ&~Xv3J70y>*$Y;_c}OZ4ne(7Y+O=eoV!$pWzCDOfw8i8@Vr3vIx8zovKfud z8>joNxo^_Tn7xRF6cUOH4jQ9l!a~8-@%-#XciSc2FYF7fPWNrhcJ|I-@4aeYf3@8X zoE!AH%;*8Onl)FkU~Mi3PzT@TGsX^ARQ3pB{-Tp(W3|Fs%z*@l1nULJUGzngKlf`* zLV*uR3jr5#f#h3b-LSUU3;4tjSOn4_lBq0Ab`Z^1c>k<`FTjV~W^1%=Xb0A0TnYhR zxcPAa!;&TWIQz{;&HHnz_m_Uu>bcMOPEkRUed3W)XXT_nIl!q>e=!enZG>h&DRGU* z7k>Xhrzf5!ox=lLa{}^`-f3^ol*SgX09?B_=sviy()ZjSYb15%5C%$oto!uiyAt&S zX-po!x5z&Ic!mAc{iRNRGBZ78U0t1iV2i8RVo8XR@EH=$iCB`bZm|r4ew;wsQjIa? zhha4DRsdPN2*JTB7Ycs^xE6vg+Vts9f7*yW`*;8D-?^*hzx}uW*8jfIoL`oo40&Hy zB@>Uy3I!^s25iIx=(9*50O90f_l^ivyb+ooJ+w{vjvE(HKW)d{8#AHpcdSnh_U43S3+LI{*8 zh#Yor$n+q8EGmbjsCNrQ@EsBicM2Fml@6mF$)Jxl4(l_sM|MExzCsGs3j4?drS`EW zDy=}*VJ&z|O7j2uL8Co)u+w9xu}jpoXNl-gEjNzytR$m>j?HYOBYd9Xi?P?2gYq zRPJt2D5?EYH0QyVZicm!m^){s6tIYv^}64t(lno=?Na(f*UL~+1W1c@Ulc^fv8Fu5 z^GFfThG4ZK?uPmj*VP+Z1tW4%58yRdW-LDLlJ0-ej+`B`;j!}q&{?*pwpinn>W4rm z&%`{f7U(|KICPzBAHvw+athG`)*Rf?PP7C7`E8;}f~9nulxAWK8wEZ|r?9zV@jPq= z0>xEQ;IXnEm6A+eI4IQt?F*Ug5C}v_J3!KO$WJB(psGp)L_=4{h3iXy0`{&cWRbC1 zL@r-lVa?sMZb{i&n{OorIrh-DeDCMRwlVwBkyh*K8PGLj>d#AVX#%V)tRwMKxCN4W zA}?c|J-#c~Q$nQpL#W@iJs~!QF{TffsvjvIkQQx8yHf#-@xr1OJx>8#JY#q*l>6?x&*Rqaz4u<% zdw1>HWjlB7^aHb4ADd-aI$83OUu;3K7?`}oJz(C&rICruW?WEE;NXn7GZxE@7G$_s z!_7ICgnGpq7(!wdq%nr?W*nJ2Fe#DSg!n}^T6f(lEVQ!H605Dqv!`|y+GiiDu+KcR z!FFwlxIsq5tze6|Xx&VxE>jc0Kr9eHQEmWY1iRNak4R|@l2OC#h-{GZh!RRnR;Lsw zlpL&12kHj=6n^if9KRki4Cw1Om8DyXfYAB#0U5xD?kToUJW}rNbtq-r<7I)gv(2Nb z!xg8HKi)j#3M*D8lyzJlAta!GQ5Fj_65PcN*U5G%VYGwy$w@^l5H63LxQD~xwEC%Q zt)qL=h9`o2NKo~kXdbqSNMhNu4a9U^u}AJHvd=zIWzXJQ?CzEbAjcWuB&=k>?arD^ zpNFI+m!`WeHvIbItK$ck@f1wvYZ6Vi~=sqr9y$zJhi1qZR;X8 znHs`_5z-+n^rJ(ARw$qVkei*mYDr1)cHidQh_x>$2}OK|KozldXPQQX{ZzBZMl`}#xa#)Wi8#q~M7LIH^4l1cnelK^~6$E3$K z!gd&vNkj{-vsD5-xT0aTy`;H?q8}1fEOHCayXE_Us!Kv_fXKqCV}a@v@EaXH@9uG% z%QG!IE7Nw=6xqHlIc^PnE26TpZR5G9bB09;nCx@wupYpk{? z)oJ~4u{|oFd`R;Lt0DCBxdH^VDYQxTZnm+H=Uqs6V1*S~dJf;;!#?YZ{3rz$)( z!Nb~@ng8?`YY__sX>?Fnals{Kk^@_G2i7x(am4n(@*IoL+i0OLV_DIr|6&~oP)FuP zxKH10q5QjLNh2Q{^A)257GQ)qz##*3n0dWW(03nt=pj!B@EgDJ8}@}Se8F{O7$*UI z%kq;c@9C;!5#Wo9B8{&tOg2nDP72tB@yUffE!sSMBMBEO6F-)Odc`6bLa0|P_Sc;V z?I4Lc0RP;%bM79?ykRZ@@&Wr{o;>b=LWDKq>D@*48G*IWexTZRZ_D$5_^`a&5fqj{ zX}Oj^jR1SBI!Os@9W=qp#ylW?1gp_Tfix0Tqs&7bqQ-k!N6!wpi{swvEN52h=$>%* zLRao9lHKz6`pG_5Oi7SjDkYcp6c;7iM*R(d16V*{@Qqj7?0@~R(auPjgTUm16s-2X zfQ6CTLR0}M04|S^W`tJ7lAI)0kf}2+kG#((#}4_NAjoz)wnWD0D}Xz(q}2 zn!8rf288cYe^?k#OQEL}`j=Ru=-I>X1p>*CB9OPPsdK~{TRI$^vDferMB%F{$#E7t zWLtHHGiQcG4G8tXZ7)rVG?oR(S5VkPIjlPL;Wn1E#`ac05F-U#AOnlYV!~LZC&#%v z9Y6s^G$esoD8#4%2B0{Hm;vigv6OIJco!3t^X&rjuvP*Xh}pxMwHTmtQD>4K0jnto z6@Zhs1Yn}A%lyW;o@fpZ7fSP`RJd#23QJrcXZtqgXq_bq++4L|Ewk1=FlTE8(h^rq zTT63`ADBc3x(^6E^$gBf{JIsEk+{;`3AdJ~dwe4I-G8#*UOUmJ`8($^b{>xwEh?t5 zXF_x0k|%IaNmz3oh~x9K?c?62VvXBIf!2@RS8UHbRO$?s`;Ye6vAQ9jr&u1ZwbV3+ zu3Go#C0ntI{BH45PZ z^Z3FNhzl+(m9W#stpzv*{qB2TbVuH*=<9&P%{7_!xu>h_6AzZy{hP9#$c6b8HLCN% z`zXDHJ78HuPk>l~^$bA6vW7CtVI8knd&VIlz=%bmzo=gtNq1wBp1dt z7RwoKFPu#A;0Bxl(wIw&ZD_oMGLEa>W83rHvi8%@RNIctIc}Z0U7^Ze>&UH8T(IDz zNFj%15cjs(*&wL?xD;X7?Z}yg(w;9xyrhT&iIr}xAlWlYV3m|ATp~$YjX(*{P3qf5 zoge_lyS=s9eqY*%W$o{Lu-f)+&kNiYJICzBw>s>bue8}QVsfN(bqY|tbi5~sty!~5 zN`Im&V%HKwOIb?`+?r4pxenru=ALl@l0nZ+Mq8UYXYEkkxSgt#@~*!hzNgUh7a=eS z0t&+u|E&TJSa*8+C*74T9AAb75RoGV_Pi8UECZ2`yc=-=#N`oiiJRz*6lL7ih_`#? zNVocKmAkXiuRX)F^U1VBSr@m`vQq_!^s}XFSZ&n&NJ^UDYceu3Y;f|DO$#`4KVqAr zbGC(oD_XVg!&n__925`^fF@MwFC6M}khr5N*^1IvTVX+pK*^y0}{gZ#P|Y)VToi8we-xoMKU8T!M0T8Y0ODq5OFzfZ@1x* zQR^O@bU>dh-A7;beoq#FxNlRI)mEhWXI&a=00M^s{uoCrj3j?gNC*;G zhjSZ&r4_QCOo3x(+>CsL<&8KsC)>ze?{R|&IsITy#Vr)qW)35m0pn8_HAhK1aMfx{ zQ~e+Y;MzHI*<)3+)gRy7&; zjExEFS9{`f2u_aH3z%z6q0cYVzQchG2Lga%=0Bu1Sm%Rvid&i1soG5ah-1To89YB0 zpSQOnSkX6DW!UFFRArxew9GAMpbf7H+{e%>uvBme%yS`@ z$QJ0=#hyvAA|XhN^*U0&rK%%i1W3CZ?v4mdj!!-HlmoAS{Ez>!C#c@AVS|0(10Qhx z_pP_yvhRQY`>q=!Sls^fPyf_@`?r7FuYc*Km+XsQ{GwaemMv*Nxw7OSjZ=cNXV1FD zgT=*3HooR;u$+u>LUt#MF8ofY{Kb+`w^#*_u?W(TcN#|?xUeMw%m8S(yx_mHTOP;eqe&Itkwr^Ly2d{?;*DXn))6C1blsB3}0%;Ur02hkQn1C4h zy*Mq$ibky16T1tntT@$HN=e#(tjAtB+HHF_X1TTH(CL0BJ17zeN=YW)+66n(I3&=p z!Zw$tyRtQ`GAR50O*!`Do%6xRkaZ9_X?^`tCXV!*AEw!LtJn zGKg*Y^2^Qk#HxfT4zt7)X&adv7F4c_R+`7>}Nhy z?Uu7mQsBw)My{^&0(jmP>OU++Sc7oCBVH?dc!{~$T7}EwRd2Yi?DFcQ`MqY%nmA8N zd{Tf9cRfuOr?-dN{cWPpaCxLZae0JDf%{-x>gXPKm)5--1hUnZy_*D@)o};T_Rm`& zqlK6!h)^J0U~Hk8Z|$9keEN1lQBRbD%~VFQ#T`{kcTwS96KYEsH#agi=k2+XF5RH9 z#9~FP(PIMkSps;(P#zQ*566ghLi90!@-OhRspNX*N~|k@a47j<`U8-Z=BH@9vn@}3 z%^pvGGbT-K-B#by7g+fcR$1cOYl{mO#Ya>Jm=2j=kTOTfBA90=Ct*d_rtg!y*x^nm^O3r%*WT}r&lo0_|#wRq9itrbWU01VeY zqd1~9N0N6)Goq>YIT+|4ne{o8Esz$bQ9zhqxMkw@Osr=JK(MZjXg=d+OOCtHU9+h# zV0(nT1L7NiApPIcf60LxDFOcC2hH~VH#)7UWz^?ahQ9yN`%A1=dq=<4HYp8~6XTrG z6EMhH@A@eIR$i&5^^V zM8;(`DO|kTwx0el#h`t!gN}SU~W^!J39u zf+WEF1iZbU&ppO71VOPXv0gufeq`Kl^%;M=LLb~skj5VPv5$Ss^PQ3V?3aG&m+V)5 zF{_&4HiO8@2`mfth|MXA$++M0SFH7vp zlCMgvXjnQp$z~Gr0B2*p6_>`FNjPa^5p=NG(e79i>K2Rr#pZh>0gUmWg@zX9Pp)TE z!)k`|%|m&yAlzFKW)M~f81)|6mT#YVq{2S;WVvmrO4OXa{W1gPaD{bA0Y|yQb#bkf zKNM}6_|~aDXLW=U8+vXC6+Zf4nY-TMPV}6B5{YF|h#-zQC2#|ntjGyYu-`ltr{P~}%wfh7F>0by*x}^}FJ~wFXx(BD~#GSl# ztk<4@qs@NsX1f%*QMbnNehZd6De6gpk*#@Jw?Pu+qRe&nKy9|iRAr^Cw=E=>UAM-G zQc&tpl<5WPv`q>j-#LOiT@-5Iz1`KBUN6!KOi9rXMb&pJLxmJja*Mrmq|3hfTB|cp z*63c(>?yLcoOsJfUF~r{P{eZ(6viV`W^I|2z(R79UAB>F0k|u{UO}57{Ad&C%aziN z%NM_6X^3|BL->ZfJW64O9Hl|P4AA`i!48ilyk~2!Wk`8P&Ag{N+g3?|h2aoaQAbV@ zq1-X`{h_*kw{~z}VtxR7*WWP^-oxq^#{WT-F{0n2sp_v2eF0ZMfFDY))A38;UJQ6r z_6Y%0>c6o()h$5xZ_o8U|KXu-2OnHRSDX|e05}!rC3?J7(1U>hJOC#TY{~KOqJ$?2 z5HaR!*=u8(O>LE$T5iZ5aE8z7xM7ozKT^COBccvCtuyD)^=gG);ayA0{ITE zjFc(BLkQDI(^J$+B1-*-@;F(+f4>b^$nbJ*Q#bF>e_ zA_{l~c#msO!W}kEeabzs0^Y6^YJ5NWfeQQSCoAlU9r+Fl-O?NR{B8-)+|ZqwdB^+% zv@zE>)B~__$cGaCehB;0GDv%OLLI|(bGL=@;ZO;^?QXa`BGeTxF)U%9{NyJclwnC@ zp7I%a(C)wge%~(Z6u?D!V0M2j+0O&K10Qz_09{Wy$;(+VTE-65dZc4U~Ka^*W-(PI$ zQo?R^%F+a`ou0nv1OX`7Sgf)#$(gp=bEut^0#z=>1@QLP>3(=x98at`%0|5G}V>oO#)G0cxHor@tJD-gn;DE z8WM1?u`wyF6ra zpuRI;s|y8J!_7{`ul5Oqwg^-fNxA#T{Ux3jAbGu%1eF!% zs*ls$3f9p-IiDE&T-TUe(HNHp)!x#=6jwakbj|s>w;!sY7(;Uo2suJtuh1f)_n+Eb z6tR+AwJa&IWyL{RxQ9jy;HqBt9U7dmY{q0;uDg{r>b;2wi{^ErNz^BhjD?T;a*IyY zk7UP-2_UecYtpS_`BK6?%|pYmfZerNKZL%=ZM30d+%0jjs>ke!frto-FhB>4sm!ftInyRUsWw%Yrg%QU=<4FO*(e}H zUt+obnGaUkHm#lBzA4*(yw8p{PPt2GUM6v6E9U3uq{b$o-e2X6p;!-HbOG^buvL&&kW>OY8Th?S$A0DZ=kJbLWKtQX?kAP2e?;ohYJou7KT(tbv- z$F!W`x>?{LG#W&XW9NDb>3tFn{;=x#|^ z$EBzz<3s!ya<@QQw1jnDSoa&XWhvUYEI*#IArEB!#!%B6y-I#hU=l%hx7s^ ztWKZ+aFeudrB#%qNpZUDEOl5CstW~<64$!RBQ)(O+~f%3)O%PUjik9K*;v@1JHK%8 zk`p!n+@9Q7VE1m$agYQ{;w~w8AAg|Ceo7z+hDlrv5rAH0L5fq1ZxUEZ*8RE%FW7|Y zfwoF-q$jQO>S5}h!cJ&E7 z4o};Z6kO=uv2sGT0t;SkX_~E%kMjh-(3vk>6^u81!0)`%W5@_=^CTKky+3CwQwl{kRXU4rU zTei3*b_-wu>i2EV78r_mz}2MduZ!2ycd_P-P0acD!eWT!i^S*m@5u33x$nQ#X>*!? zP{nsic_$Cn_6kmNBV|N{YRstYw*G02b6_QI@13%v0>IH##PzOsc-H$YU!bKpC&dq2 zuy$Yp=OE_z*%s^U!Sb`pNjL_F&f5!zx~*d{Ag=+ek=PsZ9rAqv(xR&afCz!-W)3?v z7NJlV2s5w}#cP~52{>#Q`2X}HW%jveDm^Z1axwrP=UT_@`-i(d?h}E+zP)G4DePg^ z^g{^=<1?T>2l$YeZQjDBoAn5|kw$=n57--7lhmP4YZTX94q}+s5CS38ZG7T_gZ^`B z!ykU9-oE~$HfwI5aw}$eNvi$)vm5L~_Z0eC#;TX1wNR0l?DuQwpKwM?EbkkOQXKT1 zZp9j|-9r}~Iz8Z4aU@lJyH)EA_efYnAvfY+V*iOgJFhiXuJ2=kC%+q@l9UGkUk+w2 zYECeQ?Xp)$nupf64}=0rHmuq%F&`+^NL&s=SGW8_H5|u6H8TEf(D! zsaLG^7aJ~a24U z4iE%+N}&{W;#qhPmoCUDNcNnSvEIo>`cd#A^998aMQ?KQlJ!gBydVV*!Ho>C1M$L{ zmJugA2nB_CYh|Y9-3rw^U=R#vA7FTwKnrc6t|)~FpTnwmq+!@UBQ~ZaUkZNaD$jif zOV;G%gk=lppd?SuT(!~Jm3|mBub}A#8zO`oLnG7HEyeRKfu}P~BNo3t&hDwr^1N0s z-=(NcEu9la{L#X-K{=2~q)IWyxDjYxinwGX;3rMwIi`zR7up&S=5P1SrqT zP4KZ}EC7{Q(*Rr7t`FkrE?&HB)nzG8m_m2aXAn3fr>wPJfkCWkC)+e0n#XxL2?867 zD=b)6n!3gXt{_fHa`Kxu&kQ)-et1vX(ls>Yu6K~qV5JFZ)t%9|sL1A4B&e*bmbCt= z)f8N{)FfPB$LytJy$*QjKioZuvBc^eO}&pe^}f~=eP5ZEbiLJ26(QFc0~K0{n6LR- zYxmaXcp`K@1E8`-zxR5l{nu}uv%h?)#ScSZLj(Yo2w;YSwJbKnRkZQ_aMGUiBDO4mh%O&p552{OouqWN8uLB|$YznVx=O z?7X}E!bCZJ{<8OjPszw2vTp#;n2$FS>X4tGWS{&%rTvV+*`wR?tU`a|1{ysaODVMZ zM$ZSHd+ZM!3}98`K!+Cx2Dn3FUBev`kBy~bhm3U)^y2{1!ZE(lIKLaAY(gv8pYAk# zVp*1DDP+l4Ah^*bU$~Ql!Azr3^Iw` zHMl%pc1sYsjBumctm{y$T6)HvPywaZU9SX6umH3PKp?Q+kr)~vNaAPWpb(N^=VZh? znCv1ZM+zjp4|`y4`dYQwtWnB2?qCRgv;`uQwQH<{_%12t(ZGY)GnCGA05~i=k&k!} z%NQs1Fz>bWPI#Z8Xuf!~%U(I$8T6(4Xkc*ETAQ0(f$|e^y>inNEI)ItE17M*Q{Ly% z0@EbG0FVcGeECSXTR(Ph%JQ6Lybn-CnI^pe?r2`W1wu}(+OmM$1&hMg>TGw_j0OYD zmo&hz<_OG!|(cP?xRCH{T5Df*pjOl$kn`A{d3mpQ90|P-?4EBoMTeJQ9#Jn<>APcF}9N=@-J@bZ+%E?S{qMGLJAdLY)kr#r6 z606=~!W@AR+J5OHHTJ{~fitxOH`wdI@)Aop-@^HIGYKsv#QJamh;14SKUosHyT&^Ri-=daLC2D? z$f;MX0Z8ige%Fcnb9%|iC6+T{0|=xIDbjg(@(_K$A7~5b6-o!>2xYm+PBQY#AK7R> z|Iv+32OrV>uF1kFslV%*hn#*Nw=2r#q?=ptle|^LnV_7tN$EtH`<0K^x+Q96=8_$4 zxnkcv&|w>-+ylx2m&X-WuJQn1upr_tg?kmroFPzvioW%DE#`VK5^ z)DdeC`Jh6f%M#R|l_hCzwSi)vn5I`w_SpAcZ+Adek{{%Zn!UKv)~Dn+fQQMAn3ELM zFE3q+u%-!hUkG+kPK&dXEJI+FII?#2ML~X&fNi$N3UPn>puA9^Ky9jP8+De%w}~#y zlM;*4%6A^!Rp9*`N;pr5XCi+XiOP=&JyD}=j};JJ6`yt^fq=OucMFThY)L88yC z#=cnr#h`xf>NtMEb6+uU=$}w%+2c~M$(z$>~5 z=D6a2tbWLoHUlgM-7WCE6WtW5J=`%``5B#>^@9VXG+%(UG|!&cyTKmWQ)p{eud>&U z_uDH+dK};sWv_o5t0OIA-UBQ)mZtg`%!@wckOKEs?#Urbw2;rNzHQtsqt!(T4lsW4 z*=qY40gg(oX}2D!6T8(PfAZZ1``s^{vj6?t@kKb5B>>1wdAU_LCX`FszQ>)V=8Uq@+0e;DaS@S*8Dz^*0I5 zVR0k}BYQAwm3b4!hjm@4rQc7O7??W^6m3aR$5hgkZks5GBbV2&It%43S6KVVKqZghW4N6bt?gk zhFIU;l5$s>pJJN@+>rC^%St?tN(Jhw1}Tlu)oj?5xi8(|Q;ne|WUZzV=d! z+B0h#i`UtcyYieJZdQ13a7I9FeY~H9(@sDJOn=##i5~CMt~SiyG$JI0&dpfw3OBn2 zabp__0_y}qInbCBpMwHDCXlw+s5f^_cpYiP43&up-w%a;gO(l(#-NnpGaaLzz#MXu zY}J7zP`rAo-(#P;hNhi328w#9^^s_08ml4T z0;?hJtLx&{SXy$tJ+ZUUEuM7C@W`A1`xRStVc0s_8a;-Hy@PVFZV@*||B+iSIvx#y zik<_2?Cf}t5ewVG7-O+*6L1F%mS?YXX2i1GBu{7Y;MQDUqwWS+kmO(#SJxwI*BJq> zndytxFVOrqKWw%C?=MfK{b=si%Ap|{H z8SCt!J^8jV$E*=WTDm~hXz>10i6|jLC!(Gh3hZhC&~MItufkuM0)_jcoO#* zuwM0!o=@+!gnRX!)`4dZ&mQ8}@Zi9cqqMZt|K^!>=FAy)i6q4buK9N& z(epkQ1zjbU>lcpkQi8O*Nx#1=%W}75$u;7oTKHkP;o^-Ipvibat2UNc&uP;nYb z=6vGKIKAY=vb?<9Pc1pQip7V+t;{QwDqQCtl2R19C*Dl3lJ)gVsk{`pQsQz)+j|6t zuzF#MStVust&@EYfF9YAFTFAVjR-L^)C>Cl(=f70NhX&U*0n~J&51s4i72cnTx}{B zKn5FRK}MpbN+IhX#^rI+%Y)6bFgwv*v;b+LOBdEJ+yHS8B>sj(&PZy)YRgQ9UGJ(j z3b;VV5y}<-%Gxzw3f8Gj#jq!?ux$`xR07XZRSLpNYCX%c7y1XdA8sJ?Jf zqiRc1+!A-;!c}YPowZ3R<|zNvYg>iJiFp@XJulS%sa^SgPkzr(pR7^+778uLjkCFP z!pU!{b#H*D)A?@+tcCQ~%g6hygB)Y3SCPPSG%yYY_dwDpP}l6_YxxO@o%-P3LMO8T z{QAK`aiOK9raG|@N^?_Fvz=`0adyyD&DC7J7P{D-6i7yDN>aTaLjlx5&H{LkU$@e7 zQi2$i@atG~0ZPPd{=x@0*l&Gyi~ZVXHrwO-iu_*G2M`D71%R=pVQ!s^tRKjKkc>1b z{u*oATwR%NfA^<0+An{&#(wI)VlRVxY$#3*7%L^+T5H3ja}KOZGUHU|;1K6zW0352 zcTJ|cNZ-?YC+bJMjJ%BX_CLPUVD-(Kqk13rQ^t|`ak^>5NW{&4FgP)1$IcCV7n2~H zr1>1$FbB!s)}^`R!T`U0dS4S2@WF>l?UAi{mWbsn^7i{JzTYeu|2q+9C6%I1{2K0% zJf{F`xaZ;q$#aaKkXqf!Ga?jpf%p3W@@DemP(S*6sp?4C=qe#S{<17ftVryx%6E`( zA;lUHLZ}xar=`18*rM9J^bs z53WrQY|0a$$h5e1H>a3JDdSY0vfVl$y`AP`rTN>JTco(Bx{^hXw398vZk>Sfj`}>h zr^xc8tWzxj7|ET{rigQb1rU}v;!UUz7BZL{QGng$QQs%86%^*g!Zk+{DFgDL7srjN zOG+#B;Rr+pfH!x)?3=LRNvvsCUC}L+@<^g?^10z2NPSp|PN}bZU`ZgSSZHO_t)2W} zo%#lF+2UX-81Lz+DI4hPRGqJQ9}rvg$lfCR{F60O+>5S2?Kpa--`YFI-5u>dy%!B2D2JH9(!x{$%sF=hB_&@U^m>M71-)UEW%Hr)@%D9EBbL4M|9;KEu_~uh)wZm$58BXwBS zE(#zL0|hX;R$oBx837k$tAHtmhvh?hQ!kLo+RMvW<8G4S@IZ)yDPg%iX!xI8vy#EhBzt!C*b0coRo66IC z9ROyL{*m+Emm3O`=h+_5X#O#`ax&J=vshvw9vz?c`fw1!K>-I6qhrB=&1=W{thJpr z9$2^_5y8UVsWBMRdQMG>v+UIM_WG$lcaJ33+BVG%hSJmci3m|x6H4>yI3L0;y@ACYFzM%T_eX8z>QdHT=fBLq?5ok`)0Bf^}E}GUcmD> zRwcR*m!cnO|FXN|vc#hNSc5cP;o^-oiN(4Bh?cTWSm}r{gW8w}7{3#gy>a74cWs2# zEiNu@9+)9vKgC*K-A;V~JD+;E+_qL{sXdW5-$5vU_Wb2}%Tlit!|%M=?(U1|ny(!1 zaTdlM8%g>srEYY_e&dsyZO7&uf1otAj@s{i^|Vb36xB)zCGqo#mVo6kU5Xhet`08*6R&Y=KgQY9>4P~QW1Y0rRw1&n%O zeM6y5SXyB5t5=^wu0S7f6;>%kBE|~&+ zSd&A+W%8byY|jfwu0UK3GgH^j1Cwx_Q%?Wrd3RGy5V*`uU*|4!(ZVp1>y1MV`mwcR z!oIP;%f`-Mwbax!D=aLs;h6xy<)mD-y0d5OTz$Q}r?C&gv^YK%fSa1alzD*0y&a@! zU94HN!iqEFf)0xaR>#(!DF@eO5$b(DW~?W*#z<71nYP~DWLY~U0??$Bz{Qu?OIQuD z9Ks;U+Mb!c?BE!xeq0r)00$M5Qx}623j(8nc6#Nkz!L2(&t0qa#CyR(1BVpE$&urX zemNAeNMjN7WYa1G7g-J(wzC&#ZJ!b_2ejeti`(a+lLJ8vnqCe18(_u_0B79uRwOTT zm2E3cuvE?OSQF+IW3+Hh-VNb-6~?dO{edS)b#=8LJigLI-0DbM6^!sQWAfE2jPV}ettqx_?6BE;up3Z(V- zV_`e*N+JD{k+@3Ac$~XzLjOLW1X`bMsmPGBxLR!(mEw0Tb^}G1*faX+jpH45Mswui z)s^;E$7(y#IHmRm56L-|#ZRt_e9^6X9(OZ6XANCZ#3QmV&Dl%hO1Jfk)RAPy@H zInmAuELN1JdD;Y&QBn}lKMSS0AjMLW*1DyEWZ{q~AjHV=UQK0&)fA`M)(shc--G7{ z7M&l|hos`f1TrS%V0&O|p4MI1plbr~0*pcA(K|RJAl2tdzey{A3nBLjg+OCxFn<2BjZJEt^u>pEZLm!>)wVV+&RwdH9y?~Q9&7P+RHFWI za1;^74U24V@01?`6lVk$D+J&@E)d=$fS(Y*+DTi&dcg#VJ1W-2EP-V#eSE~+<^Y9! zg|MO$TNjpx`z+}Ja<#so-VcFvqt>Z|=AtAAUVLFh*LC%i@9wHq2&9G9&Jzv6eh{u7 zfZ2ga!h8C%syxk}Qvcw(2@wz0I)EnWCgKDhnR^iN;EKr_z&*30YvPuHStziu))ud| z{M0pSN94^Ik#H?W&&8z@tW9D38V8VowTg-gzjsqplO5CC>+I}wPm)l=XKpNmG=w(1 z7kzjqLLV+={V0DqCT&?_QI>qySgJ)8mb;j;6bnNAVhuosAnk7S8D-!efGgvP6DRxu z1sJQXt#!A?jEoF_n7xw=#Zt|WcPn?&N5ptNvLny3AzZivL2(+EBFMd=a{sgE8~jv0 zDc)QOgVm9|XL~p2xWY%*_6md@IML^>R^w9i&bCQ8i*|XO2ohVXr`;-5B=9vP&=tm| z;Z}ufBP0g6JYwNMu>Ry{CHU!kn}7j|En|h!heeL-iF1Oq0AUodSfD6Q2-vg>?BGtt zgRir*!>*3E>H82tT(niGCH6OOj@g+;NHW&gr#@J1d8!w{6PK^B>nRhkfy<)4T4dw#8}-9m#KWRiX^6cp)Ag==Tbc~v0!GQrkNMc>#hT9;Jf@Ei`v*h(bTqvIb?%M%MsxDT+=z4jAZ_Tfy z#5i|>Tpdxk0rY@3)*gBJoS;O4WelcHau$}Tj%k|5bR$+g+$qUnhI=#X1vv-X}ap1#!$Kiqi32krYU;k>$&`f%!h|K>ca zCgHV|raKY0t|9ty^Q$Wh=(ko?B!ey=;0 zy~>glXAp!Ip8~PCl;$Nl*#s_+vjQN1J>0e+tLT6NS zLgf;YkZ8-4$9EMcJFq))Zoujrn(V-V1FooS+E8Z2MJaBP`=f6+TDw37?0LWPi7ocT z_I!8q#M%=uQeG2J#4GSif^Txjk<>X9>Vlgbihh!m>OLvU2kQsyjWhk$r|Wh|x!+Tr z=~U#I>Fcda?+uJ{!hQYNVhyP+N%KV4STafO{lbxM@4M>C3s=kM$qLI#T5ZV*tNil>f$D%TWRYvtgwDYkPsEJ%>t6NS1DaRF`aOp=Eixyu zvetKu3pA{-Jk1$$!z~opA*aq?^0-NUZ)_j8LlGuIg#H5XV12^83TgUtC1=Wj#i>l%jcME3C21>JlS8BTTjRcn5t(sSzon3bL z@L_9dX|d6<39D-(DLMUl%?%PE9t{Rf2fulV-sho^|F2sBj)d+WV;A`%jGVNEm`hkJ z0jUU9aONYfilnq4tp)-~%;@9=KjZ+6hoJe4>csr7DJ3!dN*|}=nn(V9&0pj{eC3Sx z1gyB~H`VWFo~(4Y*pm$-?tV%PYoF@!y*Gj!gT%cu4hyFHZOa1!?GJCu@%a<0!n_Kf zCGWNHtPAq~3D{?6`ynOIL#%BaVnTGobC=XJv8b<5C;BgzL0UMzOEt#y0bqI=q%BLV zN$jr5caU(gE>x0YMW|n_)s0Q~PV0mV z)x9Dw*)jwiaIqU23oLB(3PcJhtHfvFHVN1Z`s=Dy<;6>3Sz(9Iblb%AjJpGE)f`F9 z$O^8}Kk7t&xqtk#yF3>c);uWc0W}Q*0nrrxbRp>p$^>2}rT8{Ph(Hj^W4aNOm9KX7 z56#$j_P5)KbAwh=oND)N&UK3jdC79p*EyRVwB)$1MGIx%9*UJ@SnbDpbmZ)SE4k0? zD{_WDDnbHiNEi6RTXlUw<)Q@3;fa=EPp}Pu#?o`NaWLq#MFenx!jHuhV3I8*zgq2F zOsFH{QJ5X?);-3$JU_*O_u>-V6ed9WX;SkDR>p-fd7Bs=Jcz-BK=vd9y3d z5ImeZeb#dpVtKC2htMRb6ZgdmOM-FY(VVy?QY~`Rkt)FBzf>lN8exq|H83zdYZ(H| zIU2vPPdc@huwoNunI$kDTHdf~6Bk;n^^5y5V2t**3LG-upyOXdf9M~y_*lJ)a^mfG z|LT<0`QOA2t+2;-=R0U>>6`NT2GIYD=bG$a{^>E#vv;>7U;VJND$CbVIDWUg$1k-| zFC-S~#q%sA93k)LrcImN%EsIyR-5=W+#w+!3G4lSOE|8v4AKBmOF8%GgJpKdWr;;u z25Czm;f5D$r)JdacI$+j5W&&7H1a}lDdNScAw(c|0?tC=dyHYMj3f04>vX4*xGv5< z{!p0}6)diB->Gn_eo_kWzy6b>)+6A=Df!9f5hrW-dmpQHYZ7^o4xj3?|McZkc1&Oc z%MS^un{+)xgv%pj69dDzJO&_*co{4j01MpwhQ2l03`Y9P_UWZ%!_+!bG^*tb%Ozz zjR?Qt%J$Nc9`DCmeHY6JNwT4IUrZ*=^}+r#{Q^5df59R;G&1X?7SZ|3LIKc?2~;L%J}_UIZwSn# z4{pw}hj!-q+@rKZ^@CooXdx#Y>$j#n)m>iW;?@cXr&~p3rDYaY+02ak;L0VN8fbCr z#_TLimRD>*V-BcHQ2%le5eil@)&+e||1(!Y3EDDaIT=A3fUqr{S}!D-CytQ3c>ccX z#Qd8QNF$bze02!g!OiX+H}S9xB;r)JlZGVHKqBx#>a@yx0IyV_YQU1 zAAaquAK-AHL;NIe!TfzUgu|Bmx8>N5ieMeZvc#Gmz#8JY$nz1vhJ}U$&AhxkCm11i z4GY`gp!ShF%)NHE1f3w30UE;ihR^1u5X#4rwj7hTEU_j_zA~3;QH7gItO21=Xm_mD z?N)(fxM6j4bhw)kCxFlp@7c4*$v|MW!oA~ejBQv(tUYAkjnJfx#cA%!hC+Qe1qF=Q zwIH_Sik*>?`uG0LtM=7bTCI|pl$8P{QYHZ`d`4`_$mn@HD@BaAPF~PMT$-*0>_9_KED)@MxTyu>Bn7xA)!hTnG!EJR14o<;BwmWh!}ssC z%F;~DwH5Y;0Of!B>S_DkKR@E^mAEV>CB;ec4A>X3BDm;BJUO>Y(`@#_MOU(;1q)zF zjsTR}H8eWsq!ZBs9XM8u)p5a|u%kBHlM;vI3(PSrBP8f}d_tTn>Q}W+ zp59wDPfH)U#Mv9^53GR=y+N)ddW3Pog4EbDqA_1%A9CUHg9qAMno8G(!%O

T~pt*gXpTVOxwPt*6ZBU(`|1YJZeYIcDfs6epb8_dTd+_7LK=x-!}12ZByo})K7{U^xJC|Y{!(UTL6TGN>sL>~Ks+Y&`RjR4 z7o6)3DEheo3mcaCog0JX_T*vvC;#=Zef@{64(@JAybmJ3-=aLWugIR*kvH%58La)- zldxW~2sEf0uaIyAA}y?I0Jg-$L{C%0GnSa{&>ixUF{Zy1?vyq$R-#|64vcj0MUCX?*we=N8B&~WpBRurpKERgn!RH_qfXj8yIEW z&CT*|mUTBIdhFiKyaJ^B>{A<@_IxRu2-yTg9jEFB?3ff*z#C*7_eiLfaj!rB z!>aa!!(C4DuvrQ<@qD;OLJ&a$?8O9t*4#bmF0IVD0V(_qPV%z2kZc?`L98WMwy??! zMy#F-1t8opcu@f2itXEy?ey@(y`5+oolj2gqU(+}slWAw;v$W;00sR8a8K3mkL)h= zG5PlE9d@dD)U8PyJjwLiA00CSE96ikmW{qH(VW_$e%x7`<;lvAHjY_K|D3xH5|fpi zwr)O#YhE;_?E>&q0GzzU03=5~a?u|g7;sRrV{^72f}9Zm{10C_?Xh9wQx~nfmxSL} zZCiQT{2XAMu)v;+#G`E#AV*0ih8Dt+^voRV5D){`C$5^&ybkEp`6h=Gy;>J(DQn$b zI4loh55@z=RN~RXSVCNehgcVG`J|1j{0l9;lK~lu%D`gEfeQ5`&JSkO+Okw%2Yq7~ z?d9WR?y`v#2+)xT|CIyX{x{X4{UL~ZC&BVY%v{uxdPgZ0VBB7*^|0<5NT#mg{upZ# z)-4u=x`pe7p8z&Uw#fIlefxILzs8{`L?c+(h+_jVyjMaf!`*(a-)&(nF6G=~j6!$E zWm%S3lD9u;mq3%iiP!}|8T*8k?M^%-f*CXJLBHHd!1(Z zM)di2LnxQ~$J!Xa+xpO3tMxGcf`D34B=G;8)4^3fiPU%$p*VNw zv3QSAcO$IZxSUQ zkEgZ}k4NeNTtKhC!W=wY5YXd&EOU^SEGGMEbF`LLSX~Pz-`H*hl&9zH(8*qRmwbFz zp~c6ow%s*BV(WSV0|-{4???4unmpYytU9f+oGj8H%vzH`TeKTxD7@3E{_Pz)AGkZ} zKJ~5R0@-f|XC} z5s#LYvED&i_&)gtN55>@JPWGmt3N|cI|R^NL(O~9693YY{I;MOZj}H>`*s|RSElWsm7S{0m{q7At|iw$NeH?TVuHj{;5=>3*xkVc>Jv$wa`4jw${CwRDH?Ay1`PxqkE=lZ4E z6hoo>SQ@|ZL2x(fMAwz)CEErmgg0}047+&YEm1yiBv@?TNwBIBw-%O5n1xkiIUah*i#&+)9Wjkw& z^nRS}m*W3V|L~CgAAj(cz5G_E%}F6d>7-px-&15&0$2XG{@WzQ4{Ho=n9aSDs#H)n z`W(fzv^doXH%_+)?1`a3vQVB6Im%@l7@4&RDXp}JoMA5=?y)I>w{`2($NG-P2`%E% z$XKMQPum3~VC#!69|idNL!IshinL3i#_G73Y%WQ2AaY*qY#R=g=NAPM$t_kOMVmy& zSXGJydI1a5s_XIQ>#b=32`nzH?PHdwYxZr)b!Nq$LGrx`I7hAvg)xMdo}}DmMJY~A z5AbeNJ+ZJYl(PaYQv!zhIRVZ5Lz{CfQDfEFHEB(KB&`mtFnqU>zLxBXSO`O5{2=Xk zVqbx`5#klx@v3hSYdJQ3(K=M07@wO(=X0@y6`jWhdnDgx~^Jv8G$EIl>B9@tfDyLaz$OGod}xScxJ?Uty_q}8_KYOr@+(%uPa z2=fI}8qy9RfHBBvU2DXxxC@8hEUFaG$befha2x0K$g z0M2kxodo+!u@7Z(Pt0uEwB&lDtKEQS}g6;iwW~B7KMI$ClEy4dH!-JiYw&S zty}$X+#nAfI^_BPCMPE~mUmyLpv-rw-}^1};Zlw-P3wtxSAr_#^O&9w&~e9)QraKm^nC9G4dD*$&YJXe0r~SXm6*Q4UHfNv&NA4&^qVVcfT_amfDNpC7e<@b6!u9}Jrch_6!1_%JCjZo5)gDvtc7nF6ZGPwdllQUPWbNGS{N526M>*~68n=X)^(!ygWO^ltwj)N8+%5s^ut4J0NPCIFgn$Hh z+(gau*G~7@zxYemP_w(c!oJBkQ1^Ed+HfPGf8Pn@MbDM%M8%e94sO-@WQ-R|tnSg& zE0&)h)a`aa5ZB_03wtuwHJC|xX5$Wtw+jcWv$M0VU)+s$Q%%4#f7z0@ zEU_r>2}oP2g%!&RK5dQ_kVgODG68Kqze58&G&JPC@b}$!pPv{nrAy;G33ZBTJwZ2eL#7KHQClCj1JhE!_N=uc}dou-YQBk+k_gF~=q#&a( zUYNaXFYfQKKlqz^`(H1P*uis`Y-;+dGcTTO5->W{XJ;CQ-J*fwPJiv$mS_L+SMRld z^x5sUy*xvpBg^Y_rcof^QUD038B=VB02Q%xC!2@oW8V+}+@{iWw}f=`OxgH!kOVdq z5(1YMB-@PorKSJ8y>)KLUOUolx!Fnf=#G5bClHXI9d84})9yxw0v;`?N$cFYK~5=L z9z&N-h#p=L$igZ@f?ya4$pv<*ZN!N#qQ!ex|J%1I*W1$GchUAs;RdJ@n{;n&?)-JQ zSmHv6YhFuNK)ixbtHFsmJ0pOUDxkGhz?6Jv8;Vi`3#00`&^m@IY4^a4gDF4>Ik9rH z;;l_!64%gZFo_kESSiR)$^_EZNAhkxyfw#T!Ok`exfPG^9M>2Sk4F65VuuK{k+?ka ztg$2}1T+AQ*Y~XXSYheI9g=ho(F}-`0jWk=&U#xH@jxW6AFpV^It7a&sU2YJTnN%g zxZO-Vn&w?qVTvaWM<^dF>?a>CbsW=qx-gcF39QWX*+bX-kMqm9JFR73yA4j))D#Uh({v^ z5P){!lGcsDA}J04un^At{@=aEHXJrM9-#JzO#~GaaPia!%|xVG7XubB{ZHhVtE5 z?YmHD8~w3VbC2=?Y0H+hWr;P3?Unfs5-!+S0YjlsFE+jRyI$O%jR!y$1|{Y z?{=oC_j_|*s!cbRgeKM$rFo*~xJ6E=Zzg`a9wlLS@lfH!oD+BiFo&MLZznNCQE@!F z{!aTCz=w4V_bK93C?+v}l>?d2eX!d8$%f|JO;QtyOG_3wy<(@DrtM&zKtbGU zdtgVN-Lo;f6$=usmx&2$y&Z2WNa9mNFUmYBfPJKK_;O%{-^vuIO{%h?5Xpy+GYfXMfVSJ;y+J$ww@GvG!p6^3_{YSSXtV`DQ z2X+^#xo_ucjz-^a>B?ls&YiD3i4;SPD~)G5!s#vyD7*ltI- zKGs3n?Y8N5g+uIRcE@FjMfv{=kQR#@G<93*jb$;RFW7K!hk%_iJaNN~5nzU&dn|24 zJRGQVtc)S!#_O)vM^p8epRKjxo47qLCehbo-MLw{u;v`E8?yYIYdM~XbxBKGciZ3) z;l%!;0Fko^Mo#ZnuDt4b*`TIXp{O4ycxGP_@LW`v>Pl_^B{s1-HDEDm6u_t#Gx{Dg017MzJ z2mAm4|MW>jK~&Px;vML~;utM#7bJv+r4OYX;tqhyj|5mo_4_`7v%-j#iu3}l?W1lX zT5K+?S-rw)%96c)0|JEWRqsc)<@r6XjhI=&`Zcz#D%0Bo6+fT^(h|rzATik>@J_xg zzLzV&R$7>3gTphPJ1ev@LN5=Q3l^jj0U+G#0A95vsg{wk-p;j-TkmM#^2m4UJICD` zRg@WL>(@q<_sIVq6^JKAz>zZpcDR1X-6yF>mB1@?SSa*yT}QxTNuD`eQQtZ>;4yz; zuQ28?fA;iGT5{4Fk4IZ5SS!b;uh`s$AhiSWbo)>BTdT$)Y-fl1acts($LIwtlh;=W ztJwM3%bs8v_rmZ%0HF@#qyq%)smZec^NTxd=jJR2FE75)Y5(@GPN;uYXzbTnihyJ| zv4|Dx8VSHU#2{gEa6ZL7v7>L=srQRiCx71PHFJS@vwNkAlx5gNy7CRt3ZSL-Oake4hbtMY`Qyk>~P>lyc$F!_4W0h*A(|i@~_>> zbL?(_$fcGLNG?@9>8CIzE!O*DS$?wQ#}=fqkiw1c{QyHZldx{LvO(T0p$|AkW3wh^ z0+&YIB8WF5zga~^g@ZFTctBjNNVp-smwk0Ba<}V4D@n@x_^tvyU~k=}0`idX`HoA~ zO+`1sovNv2B)Fjj;t+MRRR}PJr|qFE=1O%VLHVUiCZ?{~f0V-eYybKc`-i{(rakv& zhaPU1oHG4f=a>x$EMR#7jBKmOaErppreXhnC@9z41zdRV1k8dF4VJ2`k6Z2F18@k{ z`dq|S5($*~tMjaj6(wo*!F|Q9Sh}bH7%FoF)QC&NrEg)60dQb$q^Q>3NvF+klk!jQ zv-`K?y0xw#GtsgIez+g8YS&TL&&vwiR+i%ZM|;T4b{(5wL|}P@UGb`vYDhJRh3k_N z-`F-{=^EQ@73A^?Bu9VaZU+#8xCHk|>VPE@M#Jo^1W%Pfj2HKW6piBa25(g5i|AT;ci#%H&v#2!tRAa-{F#Yx@FWs{*IaqD=tj& zMBgtQ?VSe-PQ5<}_5Kwn$^g8FZ9=$ecw)|pHn3K1*_dG))b9G`5qnKQjl|W|w{u`d z^J~rua}wT`AB{pty+E91MM0A0iN-wYb6gtRx+i_zZYoRD_v7sE|5UC0;zu{SWeqYL z3L$UZp@u;l6Nu$IST)=GW}O8UD{Bb+C*(rnDe=-nxFP z;%ttavh2YvIgxkXF5!L{s|swaJwKvlDFKGZPG)C&?zJsjwg{xB_;a5`*^rHljEwk! z?ade>sULbltd1>09jV_^)iKncmSfVECD!EaPv#|%rCM0wqK(B3ntHMDms&zIJ)3dp z`heR5LC2i3k>?DG>2M6*Yw-9^58 z)eU+cHu~yMzj4O?+5bFbfBOA%cA{lClB;Zmb#;$h*U*&Hrvu(7e|u$yzGK$dF=pqb z@kmMGK0wNd7sfMH{1>g{CA-Ul+GX8h8P!`si zlHybc2(O>+voo!u0TZOaNTq;5D7f!ou_1P`M*K;9D6{3fCGpF0%>oa z8+6xG$UXq55N-gLqlLuXo_t-Ps!~8?z3LxUnK}TtVM)aGwj?{j!4_@ZTb*V9`{%ZL zdy#3?^$)*VXaDJ|XKeqO0UMaSD1a%DCNK@z2??r)CT6X7+tabNPAaiYfQ8b0d_Whv`*ClZcf^g|<7WGU)I zbN}v#YAh!!;y!f)!6hvGe0t`pyE37e0bbGtM8XsFXyGKjqA0~`q;!WMkRtdl)Z^1r z!7=~pHBu4CNhkv3t0 z=@p2L9wn0RVoi&WUt>MG55Oh*bIK<{cWTO7>*yMHH%I8~_ts=tioO$Gw52S~L0XgQ zO9JABQvuNU>S?TiwEL>ltA`fBXrcdcXM`~imdCeF^$GY5xixibIhMvqKS##8Abq{Y zFv&(#Z$Mg)+Skz^xNYLp5dLxF;xJY6Ik?@)Vj5yh%W!fDbL1f^aRZnJwshNUE} z^)?Yphnrip>tHC1No(J=Vt;Yg2L+5k2Xy(FrgWqH?JZ9}22 z7>6OXB{OZEfb@FXQ=REawi(-3j`i9PRMxP79ImWbJEP;x=vC$ntdAs!2E<(#kERRG zc8)t4O{G99YbO-O1dA9JWf&?S*qv|5YI}Rd8t!tbjC! z>o-*-yOr~eBYpFr3{sy^0G*ozu2^pf*LHSav#`0meMqkteU7W^#?n;p)0#KeS$J;3Hn9yWA`Fn*0!tODFnn19r9Df*GJ zaSx^ZWlP$!#G1tR%6tb2H8%o!Z=bF`e-TZlbsrG+ohy(T7Dxz=>o(cc&9ojQ+2SwJhH36GNsrp z6qHF={T|<$ZzY9EY6~awE3F`Rt>t8|^ZU`H3j$_gJfnTSV4Z01EBEap6@3l zta0Ubp|a`qiTe9G(bv82f@1tP#Q#Lts(F(H@o!zprbIisCZeUP+{*87^h+k`)s?(+DuCtNxS+{mXE6&sri&(Z^ zfV5uX(xN^`h&#hlgHlfu9^P4C`D%Zt0PufL;+;zD+a;?L03fC+TF4i7vSCc%hPIl1 zAHIQGWWe%RTbkzXr9G-|Z|{U<2&`-^OP}x4$PafH1nBU7r~2dIxgqP)Puf!~V875x zRV3xQGy;r{)DKx>dyrtesvyY{qZk&WWzFhUmMx&f7)HlCEfm-miKAmqV6g*Or%I`R zY*)U2ex`ZUPPL7?iz{FuS)V~p5pfzTyW;207P`sCrQxwfq)Q%d8E=i2KZ znzp>GcxOetPSn4+IzlE>EP$P$??&GP5ZEAa%6z7u857>a0tzX}VT}#flR*2y%{lhW z{Y93g`yiovBE%?P5hy!+vfo)w=Kb}o z9*K#o?SuChy4ANyZD38TT5Wc`Zp>ag)Z?HHxei3@SIBP;o#?-=A1+t@g7r4q&pFB%BKaEF9!gxGXq)j8Ph=;+YA zA9GKfSeK>LSr{W+LK&lFcE@FjHF@uMj=Lz~10$9|M<~?oZq+L!0)cLqjrH8QbH2Ie z<>fgzD=jVc6QEmpfW|UNi#1uYI%$}`@I<8*<|PMU=LUi`EBriUdF1EIhr8{W`%31m zWn6<&hyVhfKhSQQOB40LS?Pc*IWgXT=9wDXB?T1=8uy325Ni(BBL42}pY&KG2s3Cm z$|21s?u)!;kVZt;6<0N0(H6VtpEncA#j?SR`4tw;ixX(_ARx(R)Mlfc)4s<@ymXQ{8t zih=~oSc57HQ!PX9Efhc)ac3mO?h#lxST|rpY6Edvg=*8n{zZA;T$bkXZS}1qp3oU$ z4XjbCvA!-MtpBO=7k!-P<}TZ@=8?DcAwtYnUCX$SF_uNGRF8+N5P;peDcdF{X6?Ig zbXtAaxPZti%gf~AjqZ&*{AC$tMU$QI3sa{|_{o$j}9?r*mj-sw~pne5ZQu~nQ@w(xQT=!1xBgPSu94vb8B;j5d z?$@y>v05+Y<@*8BqJ_QzpcNMv&+81-3wKCDB}glQJ7gHY7Hbmr;Zlq-bDMVKd9;}K z(XuSd`zi0q&aqURC*|^5GG+P>g*v@kFhrX|mqsY`*-UwH>P5U6Cu8~f`F>J%JN-+& zVyVBvx>KiEs8=|4OIaUU3<&tpy+!VBbR)sN357mds1ph;zyUWYgp>MQDe;;Lc1a+v zzIn`EI@B)!5vMt5*4Z~>Exj}L;MROA1t_RlS(yp;_}(Jhw}3Oz1$&LXAG#W)5^G?0_k=Y@SRV%l zrtBLpGZsVzN2)As7gUe)P}EA6d4<8IAq5kMl@bN6tNGYkg5t1GU0-mT#X%|G{` z|FGJ14{{x@J^@AcVndCK;@Y)qtU={Zoex|dxeWKY*N^vj`*xJCu`SgB3Ce-9{r>r4 z5-%lvLoxZe1PoO-$Sr&#EEK($pAm0m`N;xYbJpKCtv+30#Tws?6K2(f?ctiZc*viByWajE0kMDiM@Q|?zH!ce@Op>llu%EkOuq@Q z8_6Q|Urgvbz&X}22tGoqmAh1K&$aE9=>pi=w7%d#x*rM$n#JMU7$1r;kBNwiS6I{|65h0PHka#)(!IJ>&K9E{=4h|2=WE${Ti z=iP$GrI4itMX@N%+0 z+S3>0&ceE~|3t5i3amf}k2MWT0<`YW>@Bt@_7%Azj#Va2fUT-L%}PsBou~lX_r~TC zYil2O(uPo@I|;*G%DMS04&n==bAUw) z_r)4jDo_T12dLx<^x{UiSlk$b>mZ~TB&tSnFUw2x_^`!K4rW{6rt)E`j1R zZ9%@YPyo6o1x_JF!HO3R`T!`nS>C%f$1Y#I5+S#NdjDFEu}}b61LJ`^Wa2urRK2(l zRyuO40l=`%t;3?L_Ya;KwAaq`+v)aEr~W^pvHSL0ot~Be`Od3t_OJi!nEmrVJYxUm z&yL%lezVR_)(yIwAmw6dj&8^82;J*oYw>QrP5@9P168L_|k zUZXYYCoZ)JjEqN54fp{|0F8rw}C4>Wrz?|)YR0N*^sCcAe7uMOSKW-j)blsB(7aj_XqX= z|Bt=@4)gQM?mNMQP&wzEb3o3K010MNWU~W1s9Ph+lBKc79__9lKjZQ4A2ZLcS8MOc zqZ!Yv9Zg#H=Ok z0JPmu<&MJ0-Ks3(9>_Ahr94Gm+Mg%G%2P+zm;nW1(-PyuBrN2H%&6jt@{Pjj@!$n@ z+k38`^H+PNyKl^P^dUWTlWsTUIDW6=k^7^ZQ}YXcI_9z=0_ui`r{uf>IY26wu45Ow zr9}Z3^AU=#flK9+#3>{vA+sOp;s-{j6hur*bN86t>xN>gqRd!}P5ax|ubLA4_>NSG z51E#Vl6-mhbeoLn^ULxRtRT0x#{QW=m8i+~%EwJ+t)!jtidM?9;%>?#aE|2r$>~{3 zz284DDWwH*va>A7z}SMM_h?j5TGvYUwrdve2#6XP_7X|(Ua@-)(LcZVxLG>2UHdnu zTbx#t0@(p=`_A&Dn|%g|`q_s~GNN*LWJ|gfWl#WGNuPzhLsVYWr8`^OZ*hAT@1;t= z2fn6dXlzFMbbOG^FC8`mvECSV;m(Tbu3D?ZM(vonBr1>OqWD3orb_svL+l!m!@L#)+U(Wi8b z@HfxJWzog2eO?=|{sFM5cgVGiA=W3{?a6)@8Tr{dcn_0E`oLPtI0tn2iFl{``uc3` zhCe?N>o5GV-jQ$wU4!+QbCfgp_!bNz!{r+FrPpyv^PztqpBZPb_pn11V9-?Ddk zg;vNf^cw-vm|*<0aL`^Bj-jC;b4k1tIhRJxWg=q2WI-e&6aM3XG(go-O&kuSF&X=1 zGGY;fCnjL0Og>CvOtI)MH%LSJQQ^VT-ajU-#8%Diy59@2lTV@F=%`Q`R{+M&x(>rn z5$VUfRB1-3<~tN#3MGdrSea3!lkYgzt-v5AI>an>Z9U_rJfaL%7RJh!Y>_ENEYwTm znE)MP>#!)SR^^e*f~G|4KNL{hDx=^@0iUb$hH^?Q81Zjp7j*G<%SE&mUa<J~^(y>xcrZqZhiQ87rj9e@NN6P(LQ0obR#}{?*z(z}x8Pt+BBfTIy-*cK72Q z!rF>_&Ds?aqV4d;D&Ij-`kutZ=yB^i!}~VwbIGo$U}#*&8-nNj?96D{tN^-uV9GWW zR_V#5ItI3uCd#GyLEAXt-5_>vZ2Xo*5dH>rJirIPXQu^8c|nrYG!EI{WO}q1(nY*R zyl)l73G%i5c?Pl^(yellm1G|O)wjkTQh%>fKQ5_$(Z6#StR0D=JH z=pK0OKZys+0j>3&%XJ~Ma_>Se(x?X=lF&tDS znYgn_1yU@~fVf^&=HsG6WoUFt-?1sPuu$jf`i&XM$w-i{!C7;E1Qe`MrS#CYOxaMF zDCg@u%L-$QShoY)GUU+KOp6&C)_bC?vg@Cp6DwQGlO-c1(h59d0SYAeTWENq#1ab> z60%y^zoEc(?u#WLWP`i_Z-6;KE%MNzOH=W7O~rfo)!p6|4_0Yq9m zN90^xpPW{Jcc!*i<8Hbfp1s^_pd6xY zSM|R2%|p_v_rWrT71M#@r6hP?kOB^q@P&BJ&)opfYjAOdL)?I4V?*`l8XMby9}??u ze0_1EfM0qf*9v0S zs*HF~bFyRP>yPHk<)$I2Q}EBb#51QRZviwwBDK(Xr(iM)D_GGQdFv#ul%6a&W^s3m zptyK_CpV=@aVDM=a|aheD6*_kDDQp)Y0i>{cL)|BKM{HlG35?m_>m~%vk(B{cQz@} zMOX_t2b~MBPB;cGg6J{mGn~uXu^c)DGDJs$4|rJWXV9iIXU;$l-umYaA3fB8wH{OH#;p8+d( zB8JMR-d={z+}~KZu&VW{QV9hr%Iv1QafX7*E<6AO!eXF9(v;M^+&FWS$kup9p ztzczFc5TX#i?stntXo2SxbzQ>OF~?PeCa^0{OFx}p{7(~LbwbJ5w{gC-+sD8T6#w0 zN3YkY66(3i(C;rkS|B^ilI3R~HOS$kt@eBfAcuP;+2@8wrY(7eYZv^HzCJYQhCX*n zhDJP4`h}#qSAC&3-kKEHETbJP)S~l;t36j%_Ouq8jE~Kc?Hf|$ z51uLhR4uv15F1w{mB71zwaQO~a?PAgSO9CNp9sB&Y|OY268GgtI(P1z@dl5drxP#+ z0cKd%0PTzm)@{&I#R7zkvK%SdJrn1qBltDA9GN+^A1h0s5-knnwGMwFzb;pgu? z*V5w85~RIK8X5;IDFi%mF7>shr$sK*49M8{v{?i4v!W$EHA=dBN9FaSEfS_6%9PdI z7%44Gkp6*j`G;Ru%UXROI1Z7%9ZST|->s9kPq$03-WTFI@Qd|;Y=N6glBBXI-u|Y2 z@C1MD9b?kiIxeH*_dkx2$8AM^yW>kmbPIj4z~?g{Y2Nqt(dOGne_xO|KKF6g1RlHj z38aON%_I83EVcI{AHBw|yAPT3Y%GP0l|UZcIA=(NeP!{_GHQL zKV4$(pRHYE_B}Pu4s1!6=XYhvtlqo2Wsti_TwItux-G-X2jG_4(C$4aTi@Sj^jwm- zT&N!~_hFK`?BASfNmY(l_ep#Axbc}3A1V!cs*yh&Z-g`tG^7!{0Qzo4NBr66>uWHbiencf+5z76chsFDNLm zWFu@cqu)@omCa2oa{xFjZA+nRxOI5BWXSzp;*b?uA-~ZBnK_ng@^tt0i*g@GOelae zcAPppJFUJMRzG&3h*K*qEj7#0gG~F%bKuL5AkB~TpvD!?nNjp}a9yk_pr0>`g|a~+ zLkd0TSgQ0@mY%*>mA~NNTX9S%wOGVL=71ZnXr!tK48_OavKZo~SdbSdae539a4u=_ z$1#{BFiY2on0gH{;770$D(dqTx5tuM}^q) zUq4(gN6vQGy(sn^8tSF)@9G+rSKhCeEA@kB?eoU&E!i-HNk4wSUE~2k@4hJifzS9n zu;S=b*W8Zu6aayN_M;yG({oZjxewfiZkUkGq<2>#}0 zs$`r{-;Iq55?kD<4Y&kiO^pa&xcrE{PYbv?GFGq{bB()>=cL4k=z9=sv2>qY>Xtzr z=g7UhAWpUxCs@e^ii+3iSf{}J#*zftt{+^1Ilo20AYhCb!&v=!;!2NYc;p?7)cfLo zdiZ>&ynU?IvVua@bpvu({{~26$%c2=XT@qVH3Rh9i#=m6N@FzM}NVKiOptW=mBs5G;|$6 z8!_-~NZ*eqRUm(N%j05*{sE-XmK9ndztIDWNdvGfH34{VdBks;pkY4{FFY=dOjJxz z@Q6!*o6PuNHG5dGSAa(NTMoB@dnIHA;d8#M*%TK^fiVut8HmnUArRXeE8P+#lhQM> zTKWd3^t-u}=96|=h$^Xk&-IS@mAX}%OOq{W#rXKNB{LvdhSQcq!-AwNKTgt;BBXC< z(qga1^?TBWV<{V&i>pdaiIit|XImz^HU)ZsDJVHPLSiCy(g<2B(=#LkB8%xvKrEg9 zO$?Xn$7BVpqehe}pn94v)U?S1Rm9(5>G0a%xmMcM{I1G%u<}D2;hnf9c;Y)0;lkWF ziB|=kvI7)i1`v?6f)+aK4(EP`^f)m<6qME_-(tP6Cc1k=DF3u+!RzlpDA-(M;6s%$ zy@M(Fs#4hfAov2f1RjGpP8$~Do9uwZL~*`zN4*mPa_L8I6z~Y6JH6`24bVl#!a$-8 ziSZ1wD4f7tB zDD*Jeihje|#+adh_#Isc;@rCdT#P;9;Ls12W9+fsfArBuHntBQJa|tsSfLeKF8acQ zG(d*~X%F+|VzK9CXEFht@sr&dzz{o3_{>95z9YJgI2V9WAffP4ud1>jL24BsLB!Nh1Q$he zT7d}ws6Z9MF$FkeBjk8@--IQyK)(YpQ8TPGFJ5++C(EFMJqi({D6TJwm&&wjQkat{ zgOfM34GOgM86^ervaUEm(iPl|se;WtQFP183br9iI_oPO9aAf0_%7ug=?GK9`ixXK2A3#jHA zYPcbnPxX}^2l&tj-o}JS0JInOXPcWJF$XP+B(PNih?>avf6QY()RWaPDr~R8=Kp-Ai+(1T$pW^ILjWgD9MYp zYli3A2}s{onIabz400`N3G(XdN6GcxF$j=2pXT@3LKGIhM%LwqOMU{DY|jOab;v2p ziy_twzk)R8Qa<-nKXkbWy$AO{2ZH=agkRvk2*|o$oq+2BXp9rqPkCO;~<;@!^k2i9lh$@B~OhW=!Z0BAepp5%OU{0r)SapE{cg z+?Uuy#tXmGUIL+^lH%`oTikzdl`O6p^|%ve#X=#2j5M_k z+jAknm8D2YW{jYglKl|g9KbB12=nSm2@X=8 zZv2#|CH*d()IH;Q@yhzO+A)F^Ygq$qVDPzWT_t`{qa zO-~7x>Dei{vFesp#9c!I7}qx_;aE?Slfvzt!;0sKK3=Ud3)5#Bz~H+1pe%s6p0^gz zLKeb>fL|b)>!AXJ+n%F0bJGC#4jglU8L~7|4=fO%alT7Dfpv#>_jY3yB33dkCPc!5 zb<8Qym{DNup2_nW&wyGiJOHrygas9MT4ErbY-rc~GwB0(zM0uk|K77HRi53EZNk5g>`@p1a&FKYXuFY7}rqslo_ALa}V?pOM)ct7PB0G+9?1Zwhf$b)U2-@IhXW zZOV`hrAg*K*Q%iGNL81-d!|h;*AEzf@Wg8yt|02=0|m0TQkCePS#n@omc?LU9en3( zyIDQrqC(~AZJBalYlg{#Y?7y{dt_L_WvKGJr7%ujdL&Qsa$}X{Rnnl(J6Y4CAn2Mz zs)CILD3C}xGOkLrSv3N>7De05B~hwyhpRHqvD?W%BzUc)C5B6CT$qFhe||g{_a@U| zYC?!4$F0%dQHpQfoRsS*=)@2PX7_|8_%L4Ph-2K3wu~uI2((x&M4ay>Y`JxhK(eEA zU(E*uM*1C=EUc6yvY@{q&g9;--N}w~1KS1hH(<4;bwui$$8|i;Jwt!+dI5CeZ&IbPLgybu!yzZ7k+%!@UbOLzxF0W^6>wv;4V@(!K{IOBL)a-`%c zxaZx%0tY~ZKgLpPH<^5=?HK)lg`D?@ezRlxJjQ8T=ZOA&OSS|0j?V87zF$2TvkJe+ zD{veyMARePsqa{BMzYN}B&kAS2B5K7M4|`chn(lf?dCi`&CP)XUyirHG2th2AjFU4 zT%rHE=?iU1<^54(&^cup~gujPzux?5r=6>A!?aei6UaAja3#+|_r zmNe%}e?RUOfnx;=D`N#<&u$=AGj>+F_x#0?9tjNzlF_MIsc!Jb_Cln$m)MvPOHofZ zQu7LzHe8~H6_~}V;yR+glbvz3Dy3Uhxg61ZwzLnMWg0emHa^&Rd52H4PA3hCY6WKh$uUsXJ9p>*4X8y0XcW2$J&n4P9hWp3;zI~ENy#Q ziYnx)sGEfYp{qQRDatW!pjgvzuOy2l$}&kEh=W6E#{!8}u%>BPhR0aoy?c=GB0Viy zW_2t(utnd{#e>6>(mOD&V`9b*&QE$`NkUXv=UD&Y0{7IyoER&pO;PJRxz++A;#7V+E0ZNTAxuVeY&dsBoNy@*tIw`l`ES8@v))$-CTU5{^Xj#HbL%w5SA_ahI?(U zNRoZ)Q|0{=?Pj&AR8aPd51R}CZ!Axe?fN->zFXgcV9CpfmJiPLYk#e>u}M4}ma`Nc zm((-6P~EHJBvR5-!gYL&S%G)nk4v@v3gp5iM&FkK1%6R_UBC8kSI@W=9;e5y-QfMW zAw4<&<7YBuD_RyxIcgmi!5W%S!Eet&LZmK*XT<=?mNz34r?T1=k?cL zm-6y**|>4zvddtFR_Jc%3th~bg^!&WXgNU|&tV~8rw7*se&-kkp)rxOD>UDq8-*N~ zHqP;rn*$RPpa{PGG8q9HnUn!AeptwGf1r==#l3=Yfs7d|0C~V3a%LA1nKMpl$%;kz*4liR~1U!+R*n*306K(FtKP@ERiablT#v1oug9SJY+?Xv2bv1 zm)-*l-ubJ&(%LcN@ug(LKe!!|Ij>T|N=lL{oeEl!(bV*DIVn#;>Nv}Q+ z;$2~UxOX(r%IGLY-}k3?X4*Tar+tbTW2{TeaeVk2fQB;6+{aGS8EdSaj63?4vAJ9zjc2|3 z>Z`JO^Jb~2sCb|_0(wr4$IY1h~0RVxrjnd8J!K8u}gh>szk=yM)F{uC` zImb_n8g0P31OI+l(2yOIF|uY7_5(;`QGh2FkHyAcFus}W-B{sw#s*`B1^P~7Wg!Z} zT%?Nn`RbmzBe#fqpvbA_Y=5H=qSR-mMp{A;lxP44iZ0qMyY<(#uXEEPrE73fc^s1) zs_nH}N^<0!QZ{P|FmUH0#Xd@)OT=Nyu|ArtkXU>GRe%dD1z4#_ zf{>LSB`qDJretCb+E|h#MHw*?p$hJiOMurYQ&4+Hr=&nZ14`$(-sj|%Zc|h#qTPX8 zrt*8XwpT7U4Vv=Kvr*_fd#4m+cuHhqT$qlXPz7?cH$fB%`|eF?s+i|VX;!R^D2QuR za0v({zHV9@vPF5?Q;{M?Sk_dzMxh5V&_>#i>!^!e!`0H=8^XQRDbOURAckmYXu?1p zpaT9K1x|ecUg~V6DrlxWf&+$pxIfQE*7PyfM*suhiN3I*GjI5CY-DUoLE)rcd(8k_ zxblL<$K5ZG0C61(R4APQkfi@m@*xL$h`9sc&_57k10aueG!UTS9{AL*Oxdo0H$p+) zpneBvzX?bJN%@3V+J&VUzPNuNe|%@M(1X@YzO(OFndNh1S)%N!OqTTuuB(*)iFq3s zw1sr|SiQIpmgOF8D{h55*QZEQOsE__*JZuq)Jv&gr(UZ0pzOOa1(xXOS+E1>r&k?pmO$HB_ZU; zwX_Lq)_QFRYZpmU$o}YvY^6>f;rd?ESNx6K9^aKEr!V)|y&wZ+dK|#W@AKu&`&5`4 zD_?yi&q`R_j*z*tYyj3!g5k}9G6#TI&p75cOWJ&pMtl53^Fff`h;1GAd)`A z-Jh|C4!{`WZ+LSXrt~lJgGc84rPN&*=dZl-ip8Uql$7{x46V?A-Q=%rr@JIxCO%Bm ze3pt>kWjW88XC+MfJuTyEGsL^Vu)A_K5s&Eye)?X@qUQO&2Ky{M<3oV!P8=hg#<88 z9Xw*r0QKw$;?jukJ!9qbEN2Unp8mv^3`tec#%nWS4b35Tp$A#L7Kz) z_L(~dt;L$5poN4Z&aDkMwx1tvl($c}$w}0%<@M>w&opn0cwuk`NoJ z*RIlcIanH+2j!KI8>OLhM3VG4KrT+f32D?FnIa57x0-#Eu#RMAczuHmBEzu+dh+U2 z<$EFG*(6hWW^c9}*qkBR3Yr~2T8M1S=m*6fcShVAQOW}edCe+Taj!I&0GLtuLqb+5 zK%tMk?;w6fw#YuPS@7+YdHV3?CHf0l3IT5O2{6?=G-ZXGv93-|etIJgw?}|~ATbuZ zxa^&Sl^5x)$Gy~3N_0x0sK3>P0yN+kN z`_d+e_vFN-Uis+vm+bJk- zaivOY)@uI&-sgmnofTta9{vJ}7SnzQt^*0scyM#t%>*xtA(UX0WE6H{hnTxK#`=d> z2tV1pLUH!X8sgRsHy8Ph+?uwOpkgVBe)N;<-~+J6*kcSb7TrcE8}flU0MOH%eD8<2 z2OAK6bK_m16@nh9yW>*4P=Uk?&5Mhoj9cOTWOjl#79Zk=@F5R$Q^OMCvNJ7qGINPV z*cAfc`Gwe#qKzat@yo*D+#1-)^+Ws~yucIvwvZ)_vEurdu|m8VJErtCu?H+LE;jLA ziBU#IyKq(TZ~>f8jKjd!iQiGX*@0)*KM+ts?CekLF%l{ecY~#9V&=NJ6rv20O%mlD zceu^Pi86>KOOfSxj`O ztjmu#W%SaVbtp-J5bmGEz5yFD6fh>lgvyncK})AzQV?erswM@lUCIkdPflFzk%rb0 znZ&wd9N!`oYhsAjtX*SrGr8;kA|r#${c=oYK*mNd5zA-i2RCKVXFQjrDQ(^3=9Wi1 zAH+RrGu9x^!(xJ^39BIlIAc8Ve5aHH@N#ohf!DTko=$@*=UD>*$TcWvmG&*5%}&=g zM9GfzsgkWgowz~z0PCl-&H!}a1Nn15KogcF#}k%0es^(ifcLtVA*s_oZS5c~=$2)S zwiM*XN<~4ubnAHIS+^se>$&WCFbA=B5aUCcy^BUsW(qJuzsH0+GGzQzS^` z)2)3^yPX9qM#1-9{hqNfs=T#y4BrGsv{#2tHM!C>WMhYCW~N8Wp{*I_YFpJb zAZIW4+BInk!q^PR(s$-`O}|{O^<3=>v=25FB}lV^xwBXLO%B|jgeGyZAqMn#{~-Dh zaOb7k$4x&>4(-U$e!^NgVeb;4+}fc3kj?YjelkNiPzWxM*A0{h5*r9*D)$%l zoq>jZ0rpVr$z zfDV$%GU854P-55Oa`L>FVcIV&$4qUbXa$8D_N!#HI8{NyJ;k*A-2+JNE18p|uR zLJN^Uw|DM>+zZ7^d@sa81JJ_~g5?awn-`w!j95aLyinHf_QmCVCK06Ne|pH+`XCnt=R=KxF*|H3hgM^lB70=`?ylC*uH`hMVU!h$HW zp(0sI3KMKc9}ovwvJzEx6IGe@6mVh>)>u|ac+5xP4)Ye(oNNl8>N%=#Zq|D}wKvDI zC*rbKS(11YAf&~I%Z_pYaD?42BPmG2LvP51tG)8-(PlYzx%(!lOx1ICu1mFq6i3f@ z$wvxuv4W&0M4Iaxu|y;*fi73~%9|fI$>|GSmU7+rvTvyK7G`lhv;h$K=(bFGYJa|2 zM~DY%Z6EUho&Ilff&?6PnMZmPk6J^Nf6OqC;xulJp>f5#{3}9S{HTPMsXB>NcK8>=L2i8gTpW*$%nV=#>rOUc~Bg z-aE(JEN#9czV92Dw00p!tcs-YPf5ng46qR$rzx_hJXv}NsrjdJM5Y0ti*f+f`rdZ; z+`6wLWQ!c;6IQfCTXAQ9U2v4L>6iMO0Pa0g;X-7H%HN}dOjJkW?WV{mZNQ}p!|EF(2dgEFj2BpLir z969G)jhB)fE0s$Ne)@8+tkw2WbQ!sj&L0a72|u>0l1a8ao@H)ZdY`b6wer-iEc+d9 zcB-1WkvbjMv%UIEX5)5pD1+a^RF(oes!F$p@f1A|v7j1uevj&3|_Q z4=D;{gF|lJqpf39Uj3w1-apZ17C=YzgClsWEKM}GOy^$bz#1TeL>P=ol7H;noFkBp@*_{k>On8+pGWY7YYz$t zlRlO+EUvh`vM{)qjk|Gyy%*xnWtowZn!LC%IZG;hRcbw%ddIAu(i{OA0%eV2**7$4 z^{G&d0UYfeBj&g)dE&^auqu7i)S=k;H03R!NePM36bJ zYeWGYMdrf{1Qln-N@0Gy@-{8!>iT4ZDyOi~)juxJ?andf__7{9dZ}9qv!Zp;oRPla zNqJm>Q>Fs5>V|$fRo$z~c(?+Y>oPbxE%^$>))gg~iz02t@{+BJes|xv70+Im8z(t> zj5fY?v_(!|BKZ%&=pHD2d{3^t@MwX7!kL*_;{`J7kMh1%!OCMBGvt|_X}W-~k)vli z47U^1Nj)} zX(O)amJ-c*SsAzD2RS^hAeT8}juj(#1snm?7+WNq$zE~6 z(J>TwF9=|_p*%^x`dGevd4H}HWs+f#`N@+d)YUa6uPZ3}hj;7bmq(lBryn#*UDKfP z0Eo;`kmF*m>J-5J`gohR*>j_P@j$KtKfVWW(f`PrFT?fO!P?%!v5l3oTleQH~#_0e(> zYY488%zs!lm=EzFV7|n<#>OXWD{f@Vz1A>}`7CF9?}unVy!n|wzk@W_zw>3tMk&@^ zLJSy({N!&p4(sabY-9EF#v%7#0ck7bS9)M?=WCxK%U3YPy^mMnDtIe%<)*Sk11E1DZqACfO0$Tx-e z?B#BY5kfb>3KXaJeqvXaU2{@F8h0TUs;y_t3PwM^JyZEzD^<1q($-6@rVtq(zb>_1 z6Ve&rUWS4U*c>09mJiOf%d4L>TP8yfV2~wjN|nnX%T}3@94-eprps?BKzwR- z`Q%)uG_(-o>b)N$qvO)v)+$NCBeJ)Wc*!+#sbNB@TBj`53$QpoaYN^jSb6@@La8WD z^cd0aus9hg;7`35vJBPd7NkYX{`F~6lpAx~@uQcUqJ-(TxdW*z9|y)q1F2fsmzo*JJRA^)HZ+ zXQ%efM`t_b%#}Xl$AHD$JsiOk)+sw~_wqhaN@9fU-;idmev{L)^3nM&8w-GXN+Q5x zWod$r{Z(>K!S%0?w8&-ce?S-mq(H}BXpqMjHOhYRvGz6DM71HYF=4W=GDTk4l`UU8 zMB&`48gZG-{c>Oi$)Ui%GdCw?IK!()O$r-cA!Z&iAm>{mqtCI)O zj-2cmc~L>;^ZT+TL%|he0=L#3Wyv~TQVg6Dw?~b#%Di|hd+_naF6q~?NP%!%RcqRY zEuN2a0a)=d)O_ zi{}CBEt^}!JfQ@0kL993zWhYYsq^LLC!$YSfBniI^m#JmIO{R)ka$A5amYpj;R%dG z02{!KwLEYfdULZ^n{WlBt&ktd-&-h)Aot?(lFcWqWW<=Uv&RRZ1{ibMtK5RJ96L#F zQdx+vhe>_{M2?V?A9!N2#;=|1QH&M%a&8q&{44@XVP(BrBI{muLa>wr0v5TJnk@An z3N?zQHy%A8!!bVGi@#A|*~#Y;zyaqHSBBz9abbETRh4S)IX-dSl+ljv5m{fDVA&^I zRMAAih0mInK?Nb{s>@$+QBPqZhi&jgW*2b)CbqyFA5Q z8%cX#RX>r+%X>DJ)wr@{msvO*!Y3(DC2h#!ZOed?FWpH>@5)@{WI?iaRNzWrpeJh?SPMkjEmTP=n8Br(F0PIg5v+aNBR@1JUu zzx#Ey{NSBhX>K1?xqA12u-rM9#$vrbS=-ayJEnlPM?uAil@}nxCPkS8T@{P+V&x?T z3eO$LlcM}sOXh<0%GKL~cs?I^Vhoh(HD7x)U%vHpvFzKHAyYH@J)Np#?b3g4e1wLr zkzE^7%)Qn7d#zNK5D&7(GK3Clf7$u^Fzyg&P2>6QK1oSovY{kG665p_{l|C-)qWtW z;@hX&tu9$kMzo|QdGWt&06e`TOTManrlm$$To>-Cj$r0wJc|pfK<0)17Pt`G6+deF{t-}gfuGv_k zFQ|p+N@b7?r=w@W`U=XU;5a8Ol8A47dRwN+cd6;~=4RFv)>1aGm@Bca@jLuel7!7s zlx0^kXQ>Fj_$~5u`zZ@_N{`-2HGT zLJsV%;hw{IVcftEF=mVtTqs=KmWM^~vsM+%FFlg?DOae)5bZ+&HKje^m`hT?&OacB z;lO8Xlmrf5?I$cZShPq%UZ?;oMHT3=DaMd0zE~FYoGqnE3PjdQci)&@)7mjCVG1^$ z+@5LiO@OG?YdyEhP6d8XsuD>pH4

JgjFI8wMox#qJ3C!wyjT<-+87)zW!)|JiRAJ!B)5x z9mdMluE4Nw$jhb|sr=`rL|VcUPd@fTn!2YYIxb1NCPL&_C%Vllhs*%4j!>v`^xD?G zacOKFG;7FL4i?BB1#Rwo2!62g)hL)abFoVS&WPR15ulKMg7<6%luvBWP(?o0jsfs+ z9dvv_HVpIw|HUfLgBw$2Lt(rnHQ^pueYkcZ>gb)2g0v{9%#AhK0zw=wW+|GxH#DmN zuBmIxE1RHS0pdo+XAE3J06$X9W5uz1%-sk6+}MNoJ|S|ggwJK<@6!JNq^et9J>DW0 zs{3qg?cb1UG6IZdt4wnh>|mvvn)0$r0)CxU4~yrI-*1$^eC?`ye73`mVIk(Z?NIov4JfM=Q(<*%iaTIRH)Zt zRl};sJ>eG%+t82~n}$oP)gPRbAMU7u{Xd@o_?ycTEsk@pRZB|rCA65i8ikn6P&PqX zZ(W^8tZA&r%(GZEmfO1K2cms`25D?$`E+&G}kCr+G@e*ob? z9>4vs|F!)2pZ~f2&bfpxtk4SijlR$+_#rGFDA~M>JcG&KSwcwsfuhY~;j&Uas0oRQ zfOsYd9{fV|0WN%4hgeMgK%wPyP7# zm=qV}NJG!4xtiS#@!Ij`vBX722CJMyEx`yxntQBEo>K2w$&d}_V;KMh0MwF`!oBQv z1D+De2N%J8>(k5{(lw`~lF~gpGg`J5CrM-XsKvLTJQKr{sQ1`Zm}st(xHXdL5qHZO zRs0{_k}0tfA#z=ryre(|eo$Uw^jO2ztn%|H2@Iq zi?xemfbVt%y2mc}%H@VZ12K*=6r|w(2`B=9&_|S2m{A$iAB+cL+Gq!HVfi^R3Z!tE zoH3vY;nGSh7O{VTDq{6`X5a9v43Aw`Ig(2MhIHz<>Cmwp84+rrp89%cRnFtuKl>D5 zPbxrs{aB01b-MyMtWj+`&f;UkEGClD4J7Sg0|Et(@k$fF_E^3Fr5}CJB&RQS8!uR| zh#C9(V+E2B6C$T;`pkOAa=?Z_i2}f{K9Xw*Z!XjgSi2#{^4AXJn&t1Pjsurvu~>oN zuCf$4*U&E?obI&tlL>T3d6G=4Y~EMk$hlm%M*;MNKL3;R-Bun0nJ|{fQaPq_G17kG z-GP4y>mhEK4is{N`|dNO*RnbAyH6K;$y1hra9?EelR0v+Wm4!9))?kd=2U*72s6(x zr@3r=5Sym=vNp2;%e@#+ep+WCx5l6c;JxEVV%=r^#oF{RHzMyuSiBtIx)+^=ap*u8 z_rML3@kZOLs;cCpk3KS&TsHC16LH_YTR^x%E3{nnz(5)k7L)T*6N?8f6ufZ6nz1{F zvd^T$2POMn7l8YrK#=CL5BY`2P{@SzFkJT*A^;K#EtBJNgEXfg0L%brj7uhFz!{4? zlQ@0HIVdCW^sotD7~h#08Iq)6R&ZApcdsVdYI9Qq7%@td zk|Hfp0+ur8HaDP(`QY%hS+}sRAh!usD)*=|O%1Y3jRX4b5!-Y_f)rShEXTP` z>>dCFj5G%~rAwkJ&8_|8R<{cGG=+vzUJx%SvEdS}ytVXspwE;X<*BuAOg_HQDbR>$+4+aI(81Rm!sCqbWUB@G3b?cFc(JUW!w4`IiQ~w<>_2?pT*x5q({k-OI-?% z2c#%3PM+DBWvS?!6-aNXNK)XQELRnnve|%KY(qis1x+b~)arZxWSfD?O$wY^+DFVa z_bCN~WK;b4`%OA7XC*9D+oJOzNj&nk&7WNEky;(gw2w7|;??W&;^n9wKULLj$vUtc zuU8o*D%gAPOo#I1jpHl@xRp8{&nw8gsO>;zxZ$oZj5qK}tRJ#BciW*!%bq#c?Gmf+ zHRH{V1BSS5MnL*fy7Lwy-UBud_Ee*!7aR8r~q*SwE4@UkcLT4=auz2^|HU30>(y>qv_w#)h-b-Y<}3Trut# zE2X8SlAD`rW9Y(#3wG~UUU|iU8+rm(H@6{iH~Jfv;=ljY%-T#i4)2Jc^u`r>IP`@DY3!gexs$08kj4wZM1$1~ zWt)Y7m+@f@at8*StEHb_Hb5FXd-t-~E(ftl(1*)uNn;{ryf6V`ZDm5HUl=b;*i49S z0bo+4?-)OR0BJ1pe9|-0B~n3FivpbXE>AI83}N9yDK<-uD)3|)jE)MiEOjW?xRjwh zq6qRq2_=0!F*scS9{mn5XX*VFFgS$~P}ZdiJn=gH3PfCi-m%GRvZEqdvXdgDQjS|QI%e2=>s^nsltuRCDs_Hh(lQD z)~T}m;+{OoQQ(pqAEE6OQ}&7TS*_paq(w_w9E+VuxV9@Sc$GACjTmqmS3a{9j9zF) zo>Nk&$~byTODDzEJp~zAeEZolIj}L^GE@S-$ZVLYK=xdHp8<_Qy%#Q*70SyqJF=}V z7_N4>vsGagRFDdh(BilD<;i9}5AbmOvMT+mfj_b>LxF?>8SNVbbo!miSU<=uDKSFZ z8D|z6EH+p^k-57sGI79_qR1pP;cwc!vl5;|N&?9pUtf|S6@>}XqhJx>f%PW{;IJ`Op4yVB_l#EH8Z7;zQ#zio z^Z`6Q9wES9c50+0(YRbcU@>LgIyS3n25hW8wE!x+!<~A9l;B#Y9ymTnQCfSU$tj^EAJM^iWH2) z(?tbt7JH`Ty-&BSW>{8{1!J9KjA8oF0k+R0vZ?-)XNzq!V!2isx0bPqbwBF{GGU%& zy>?*DDWlABSl4(Kw3y9RXG!CFKY}#c#6~hMpME6PUDi8vCclC-m*{ONK$;`Q3zju> z0LIUyOPA!|{@Z_R{lw<&+i$-uufF=Kf!Ly=qMKmtPDFp>#RcFxckY~&mzSGv^WJ;! z*?W_ppKoB(5$9jLcv1etfA|mf`^JqM&8YCJU;WDZrLwYe**C3M$p7?(0%_cXoi|L= zDBIM<;21A3I~BZO3~F9vUc!e-&Kko62zY$h{5XOSKpH!HiIGGr2F!Coq2 zY|sxZ{H}%%6EkClKEZ;<-}4tI2hx~O{owA%LJvO~3akNKSZF>ty?ARHE{%XPcIHia z*Y*;RgSCUdkrVeacQ_@K#ghDZ%M#bD%CM(guCjFSDXMc0jnArb0x z8&4KVh61X3ZNvB9u9XuC(zsV%POJ&59Olqk zUi{c*1)a}s&y+;Ho;b>>=^44wIw;+JlXkruD-h#jXlh0pl}Er$NNA7&bNb||-C1VY z1HgZLzT1RP5}RWeyKPh8`A2ePPernPcwYNfLE000v!z?X6S0S!3m{^wcrLL)I-bYn z!j)d3DEsz`B)L*Qq>5UY>?%)^SC6(zua3#2gmBv=h>Q%9io7_fY8;U22CQqV3^e0v znVuMKn+(1ElUCva*_LP@cIx$46_9!DyCFFlQRWUzk`)I^UH5PezsJXgnKcqL=v-0* zy6}!f+~b^jrrJZz_QM>-m{+H&br3A%#VD>eC{XW zJ%l&h30ZUeNa#?kkpNu3f;1A(psS!CEH#g`{qp6@mQdth{i}Z^#l^)^Qc_|+8SC`n zmMvRs{4IvCoE<)VSe|&|3HjzXzbTtGZIZKR&svBHpl!ZO?wfDEDaVf=mv4Xj+w#ma z&&axU>&z0zHHQuz@`e7fLJyZ7*jsr&AcYqNw*dw^J04gebsC8J@H(iY^HW$|7+@mi$2pg%)s?rphZ;4HQ9zQWmdMmcB-I zRK!Z8f+2{4&Lw&AQc~b0t>8H*qjjp(UcA~Pon2nMh@&ety;60hM{4W)^)D~uAYbD` znV%UWkMGKr-+!q>Kb00U#&e0)p$(bD2OTPu-%`-Dp(Nh!+p5a^mF5AvH?4^d3zog> zQl(h=AwkIb+HN^^_KGdUgR1zYCMU`>drBogi{ug%wjQz?Ybe#!q)JVSkZ(O#BLD4I zDpYY%g;8bk)5G-&lIA7u(ErL+HeqvxhvBnVuYc=woBYKuF3Gt|-6qekDscO{@=SVu z5@MXb)FVGUTqoxh1TpUOGomFm-gA$PjrepjBdnjKq^EyK9zy&Qd}5{ASdnNM8nIT9 z5z?`SizkUZ+--XMrYsQ)?|XK7l4epgzCrAEP6tb(`F+&BYi z5egOooz&NhhzK!vNkDL9*jlsn)in?5+7o2)kbv0%1>&`O&($geC*Mm7*qU0svJUgf zHc0fp0o+L~9!-VHzkqReN76pVb=0eiHg{~9>3-JnI}u7SN-=XYNgkM|v2w8Pqd-?z zSKkC}^9i{v7hm^Fymw0tES8es&#$s`=p*w9(8lxGq~;xfAM{&4c{;7o!zKUD9!d;)%)U(0 zC|T@E5j(_7#6-^S4?AzXT(-dZjNt2jt%u7&EE>qxFXSfQ`|U%nXHh4`F75_c&X_21 zGhn? zufQ)0OOYw9H>{xZH=iiBgd`L(E>0&A!72kUmzoAGu?4-wy)yOt{Ip0__*Y4F!=Ti4 zj!R-vvgGFGNlI#}0d$g=tWiZ8r5j~AT>;G3o-UT(d$v>_S)VQyIq_1OA7?Gfu*d)iRdOigjkS_p|*rp8?NmgW<(gE;`wF)aK z-|g6xCjaeAQ>J^H6}_yTEc`(4C03F?b3690Br97 zHHt))?{Il?cb5F#^Chx#v-XFAKFTt{6JUH|d{**vV`Z-b$^^!f64ptIgJX5;!`hV? zA&+m-H6Sv?Qri=&NA}LcDqG~UOYi&m<_swYjO%}7Fva2p5QT?f1xB@vUSVu9EWUB1 z#jIpe%1aM%f_g4v2`~-FOH#ldp@4|EJ6ugKE1;tcL1>7V;-9*Kb$TD%C}{)tr4Pu; z$vfhR_Y2S+rNEHBv}~5j6K=KewIC@U3z17oLX78f(}S7|S({LlaWlsi9k9lSc^l;w zJpfM-lv?IQ$CqD$kl#TN{P`I~LQaOuAxG|wrPH|;x@RC0EO!_I7W-U0g0M_-FXwv8 zwdf#t=b*pNr`@}E%Zo3*D1ZIee{Da%@|CX`KUmiMW*J_gheN)6J8@xP=Ya{C9W)kt zlx)D6OXtfjgL`rLJg7xvvE=w-67U-_0r^Q@_uGG5%c6bt>Q%Fx5d%PC6u=ofQi0=T zG35HrFEX0X3)ZyEqzKufpz1RUoSwE2-$M!xMpYRkDF}oT?$Vh92F6tp-BO$=8%mRO ze5^8S+b<6{NOjAggom#+g|JN(<$=)|OWO|Uz?ufY>(hHD#)Qdc1t!EN0c?orB1QS` ziWCDq&+X5>S@4+aiObrMmtghL;0dr)*EVG7@cZ=HKl!j;F4puJe^8WOQ<@ngp$Zmg ze_HHn$x8C9FxAb2a#=sub)I06Y^bl5wbMNk6S>NOL_^PYnUn~*u_i>0T#$iby)V5VxXfZ5D^`9t6~@c<4auGx=Fqg%HIK@`(2Thd zKC(4icCF9Xz83R*U=FWqYL(_L1z8iWxNqY__RdI7*@z1Q_Of+a%C;%DJ;fgnOWELAupdpCW3uJ-ai@+PB=q z_;&N+gCL%RWdRpRtPRZLSS3)Jv8GY?l(7YHLjm?HAvZsRAP3SORKMOW!Jiv@%R$^5 zOBR~|_e=1Ku8N0FV8{)>^PGirLE`OBpFVB6EdcHL=btzC&Lc;T7+71O74psO;a(O3 zFA1h(f#=0R(PnaXsnO^A2D=H+uVBcJd@*VGi7zHI`k&8Y$xV7pXp9#YY^b21z{U)_ zu(;1G)|Y%Cx*L9$lbn14DMFR`r?93iuy}Fm{6&p~4k+-ciC)Yf*#V1k<0L!V^LcM- z9h3{IoMx(GoSG74_vljv7vRvN$|njmN^bY?HBmiNb}2|pGvvsp>Ke8M1bb0U#7~+VRG*7Q2owqa#A($z566mp3dK%J<%`k^k){7v=c*F5{~p zKhAjRRVDgD11^#tMXG|D9KFV@8PsNb_e8y%Ie*El?zDaTx_l|jNwRZm8v#M}^1uA> zy!@9pYgO^?HO1Tk6?i&d+owQiMp=R}kIHl6O?l>iSg3yRcC8GJPMK0oT-Q6NI*m6z zMtZ4zH$7|V;sFqLSbxMQI4Dt2!o5(&c{VYDr>cA8dv8`tmGVR^)Jq3)E%``>f)=b- zw2y+w0D=7UCE>A})T3F%%Y$m&~jz%bdn;aCPf| zT+sG$ZgFmm>{XB!tz!ZC;1XGp9V-d3x8h>~I`5t8kdH2QSpt@31(x)UJxkk#8{~SG zB?YSiP_?Zi=FW%@Hf};Kr`ERL z`JLa9Z+zn$@_WDcd-n53Kl+jBHY>D35A5x{-3!J*#`3|=7%pm9(AYU6c$3MP-+6%; z8w+-9K`!!(w{Sj-wQ~ zZK+H#5OY<*AlV@4brkJQdLIBD+4$a50N2_!YzZ}f|AlgM>%{d8!1&>X4zu_{;Ge|k zU`b92GxxSDjYHBpBnHp{2U+RKlAau8{Gn)Ht?QF&{QwMbivs|e>zTz4t&+ONLHSrg z<*yqVnUMQ8E>`!MQ#cK7|nGt#Qbie$?tJU)NzplLrVgM1i69T>h$*gdC|ES0i zAyXpX16ptkEm0svoEKLRcb1hDVQK3F32V|D$J*q`-V3fJ zVF>a;Hn?iy63gaAd!K$cOqN9wUrbqy;WOJZjQ_SCuRa&Q^SrWxc=_$e3uJR?f?dn| z1rf*j!l8UAE1Embz*FMy$M@uz^^xn>2Cp`kT&#P5Rrmpb@od1X+qj_L^RqmF=-gC8 zL-ac>KVG{E?^F81n>lz+5fHkaZxVaOvPV7&h zlKe1HO@!|u~N5&XfYTL+htxGx_UlXkyEEE=9(j6IAE5cg+X0?>%D3?#lI zUY-pIHkBF2jBC7r*l_T(g?NP?96hwzgO`tic;(6!t5Lzg#`hd$o5|N@k@~zB(|zwJ z(BTN){KyxJhM)LCPE1&zM@*(eN5A)uEkr2VxHdunF_c{hOH1$2l%%NwSym8dH^ddIt$jp>hE&0sJO9A8OnLS| zzQoU^u^%42EC( zPF(G_#f$kO=*Fakt?_`;;LwcJ_gs^y8^O}8zyIXJCIyLJdUOaLv$JAly8=b5Q;2iN z`c#W;qFvW!ugSY7TBWXi_@+ezrF?xsf+e#6?9q<*^_;(Zvszv`TyL(A#Jzpz#WHhG zL}q0QvW8WDKl`9wdImi?LV(e?)afJ44 zO|$qa3Zl~yWI?|npS|1CEny0-t`($`_ik(7QBI*=d2ob$a5JQM`7b|g zme*8HxG7##@O3qpJqYs4TpjY5oK@tbDM6#*(u=wY>OR**`7oi9E-I9j< zmWxO3zf_hq_#_h~8wps#sDJjuAO6r%@ULIL-Zl__@{^xf%6&XOpo)qL3(39mVya%%eMA0 z`PqB*@}GWOB?Agb0AQb->yV)lFTMJfq9n5p!1FIYYP6!*D88Ah+{VOuHK9IGkoQ0Q z|BlJu{PL1quIU{y*P8E3bXnpo;&fS*^G?A1sMS&v!_-{w!B8_2}jd$>%eS*mcs{Kxm} zZUR1tCen7m9mzeAF*3sSjbs!-3Whj`z5$4kFa!XAh0A5myizxy0BuAniWB68J=v0% z5@m6ESR)g4EWmR?Zk#;xNRDMt?XF5Q_x~Knq{J z15-9u$X-ZMaCn2THokkNQ)+Z<@H{9am;%oUvR6SM@m;Tf+#>(`&o0YbC)*A5@r>Ar zHMS{`mYQnweO7k1H1tf#)#gEKV`*-bY{-q47j|dKquY4572K#?%;ivJ23SUR@U8#! zb3=jHfVB@gv@=UG6TJj0(8c-zJCFB=z9UsXUjZ=LjNnUR4%e$JN$xVHfWD#KOO+33 zB8G2oWwJ~tZ=Jnfxd^_)5=P-`>Z%dD1|P|KE>zt-WENovs~;9ocyQxjBiSg4Nu-Fl z5?M{zfUuL4;uV~J-du((U(~*L?R*f#c!00vm}l>Y+`Q=OXkp0!tYJ+@S;mUNCNL#? za65D7KPY0I^_$EB>5IVMa+1xzQ&XmQ-me_Eo)r4u`ObH26Y3BD@DJtR|NDP$$w9vS zS95s{GL({gLTI|K{KP8?&yh&{$e-%+1)v^>Nc+qZHQ6ORg~+w+VM9EBg!V32D=Bwr8py6@-kyg zIWJKK|977&k#bcg>6aD-a)19?wS0V`%PcCmcJa#bJ89CfwxOgFv-9u1cSio7`uXeE zuc(5=(^g4i%aHtUKfNG-_T%&NZ@zonvfV+%`*in=nNr$b(?|_EPHw&G;EEmD@&3M z6)Do*IU;YLYPAfAZpfu4giDSk(@+^`AEzk@2n)q!?z&myHYg~|Nscs`L1g#?tU(+j z2~19EsJ7kv9&k*CP1=e39RQO$YhQmfU+3a5a|`^>uhv-m0C!Nef}B-)UVc`jB|m|t zREER`9zNM>*3wc1X3*&9lyvru%Oe}om5hScfI#Q6wkjw> zYPuB+YM;V$sEkN^Q?>MVw8-AFXiE+ft9&~GaQ^aeqx`2|TsA8iGHq=03Up%;C0-AU zB{Zw=OLe1Hnt^+N`H@`fC&o~n_K~^oDv^-p$*np@w4J!@l9`kK!R2#nX`*G1?9qN< z+(2Ze+)xm2*+gltZ35`=N#*5ywYFEspUoS3aD#$B+$qf+Q_rDjb!Jky#o5gO(xJKj zhH`UabbNohVEcUHo!qrK&64jtNb<{EcsoKad;;Ae375b#2jE7XH`Wq7cTk|Q#y^NQ z@r--XYaSG_uD~C%^CLO=Ef;^>A4?izW+@0g_P~Jy@*n@>f0Up9{O4v-`;$NU6WcVP z9e?l#e_)n0ENBqp^ml*vcjdd^{jSBQVR`$rKl?M;zJ0rGKCjRUJMAYZH>n0|3> zbS{neGl{vE*H54Wa*GD!w*?M)`wgV=K~C_+B8m$DmR1O>8H+9PW_OBDTq+9W#}9NT zUWgM)Q>7Zq(CuhsbW-{TCvLjKIYN1^YaO;C&bbO|*qO%-3`P3M?OBqM5oMqN1@-9J zc4?Z+qK6WBa9gJQ$!~9zXAkBZNa9|7s+bv!Tp1J-^Rkxfx*D1}-LuLta zgp&U!U*8}vA1sja>{!Xn@GNEkhPO|($k52BG&a;pZ+nA+a&L|p9i5SL4dZg6aZ>*A z<1YEZTeX&0!$@xpsMxnPQ~u>wDlJ(FB?M6P4P2_ij2Jhn@?EUpELg!?ab~PUh6hXE zz@#No0jRz9QIm8jc!hr~T(k`WkdoxVv~vAa!`M?Za|JW!}>5)qjHk+;zH#t=(*ueeo z;MO#gOP7LX;@|$o*D9>W7(j~~&JZu9|Iv5t+LoWa-)QF-=f)~xb>WNeV(YR~AZsUanpso8hGPK~;61{5clWADq7lo?beTGZ&|3EK6h8sL4s+WW8^)lw?F(pHVV_ zES;RQR=ct=ZM6Yn`k4eJSmo%`G?mfrvSf3~C4P+rB^=MycVbgPf&uET-bruF=|d@= z4KE}Ufl`tpb$rB0-|)0$R)xrXN?~ip+GpNpS4KMlMiK_q-3lwY!>6C@tM9@LUJI;uk=OW4_dBqXLI}##iTjn zUTJA*=CbIF5Y9UccU(3NY?Dg==0m6k8w!k1uHpNo3f)+tFFrl6w-d!0D+mLSL3}qZ zjdvn9(3f+fy;q{m@a3nBQ;;7)8r0q0ZSiKf1hBYPR#w`?#ctF6g86$Pzl^Cnj&Btm z>F;0I=fx8(M5GG0co=5VHnub34`8#K9m$S4WM+&kNtbHh{xcj|%tXmq|W(}a>rU}6x z7QS``8z{#B9n!dyg%TGuV&S-dt%6NJ6TqV&ElOgdf(^u!=fzrv#a;zN@1ALw)3v?w z|Nj0Nscjgz2`FxoJ=iY}7?sL0?z*sQjNlza-!L zb+v)m5Cx_rm>@Q=S-&gGinHvN$n@l;9yxy1OE@y1{B$YMMPVn~AZ~|bAN=Z5g_4sU zBNr8@96sM==Rws9u7|9k^C~;{@bNYS%Iiy_Wy|^`a}|7BL1L?dgoe3nh#Pf0U{RZ$ z_1ea>wke>=Rha=qAi&90ZT~ArTP$AdCm%FPzk-aM%xF2dIZawS#w_*zy5dAjWOC|C zua!BtqB7upb>m`8dFm&lrap?N)o34{)N_f+L!Q*gOO1~-B?d*Mw5&`T2Z9v*cved+ zg18ncyOIzeX6}&m;Q_Bo810ID-|SlaR-a z#qxq!Wf|*!-hZ_`#yBNv^NzdE9G1(H@SOXp)Axk$; z`;qR%8{?4m19vl&VXPQz662jgTqGYtFi1YK)N}q90R;KEUmbtT#UuUg+#OeFh5Sel zZ1&(KV`portsvZ&7j3C0*ZU$0glPX6`pZjqOtDzbF+xbYEF2R~=^d}85 zT>Bh|Q2w`;B^qyMYkJK6@N172nDwrvzF#g?_nIt93lrppNAe70G%6nxQ!}!yBuVye z&M^1Sk1li>cxzQTHg%3#n~_OsN`xHTlqOGVKk$>Rf*&dn0n}kZt8E=Nm&4@5NNWq$ zw~Umv@<>Ij{LbSAQdyK>R;a&ywc0E`6jRRCd)6p0dF$Amg-`pWs%}7L_4n#FFJ^+c zFyhyKrQq!UeC3K~go%H4YfSf!HL7SDAUhE=X#+rlhfRO65e|v{kZyeYj*Md-GPW z_7io+>=o6^0c!u>?_ZGbyO-oDru>GE$8mS;HK^pXZxm2&b&yD$v^eB1pV4f7^#@PE4 ztIsRRim~xU7E_uCz$Akxz|LKVi>76f)IaxbOtE@+^xN%-=6>gKTxlPy9W8Ku_0zlv zIo=k-7w0&4NY)v=Ge|teIz!Bw%NER9v=r;(-SGCXh<5rJL^}B`mkhc8Qo1{?&ycBoNhkk5{>3r*pa1TZjH!}pq+gw_>Xr}AcgW?IAxTT{b}hZQwki2v ze{@#<{2!0XD~GS@*yJ0pj#y9cq#QZjWuS_`0XYCBib6w)(P8FNmXi`CDRYS%BEq~B z?&oWJ&AN29u1^{ih(ILb*u61b;#G;JJV2u=+gMI0&`dqFn&u$`ZDd%SRb_cf0W2|N z|D%G_y_+%&;4&u2KKRuqiu8Apa}C$cDhF?y3KC6z)Rk-L8I|B5T&}!Ke#j?Afz{*N zG9@cH(o(zk4^CPU?gRxVd)K8(Q9-;FsDAr&yIfITEV;!T0X$|E0Fvf^cX_hxsPsU@ zuaCCMuTQi|w}MA3iNgxSr{`kk3Q~h4Cfv&w`JE>VB{w_T;`ZqO!kicx*Y^GOud2=R zM(TP1Y;Ugu#fx2XPQfVvbN7Z+c}4*l)}U$yaDdY%c4kUOyn^BOQIj=Ruu_%bzV)fr zKUi+DI$;?lZj4y0B>j6_f%h9nyX1fQQI(vi>M@{1nFp@H>J+YjGm1z|a``-%+H8YpxGsV`OB-8GzBUvPLSVw zrdTo*a19LMc6&q0@?#}W`drw}B(eCd29zn0y^^>@-XB~=sk;Z*oO_KvOUmf_ za*wZvL4I4q=F{D-6`ao+gU1F|H8uuGI6|x%bvH>iLVEQ3wXSikpFxlVX%Bm?y&b{d za`Hz1tXR@k$j{{8*<+E!3(SX?&5sKSy!j14J}i(%|B%&)ShF){&KOW*H*>>=4d#mC z`jXGXB*%ka#?xYWK@p9Q43P{~P;GNm7@&fCXYq@`=bTpMvA z1f(TIhe*6C*wBUQ9&>|CkHt07>mS_P{@_a$@_+rE&0cmpJbDX5+z&Z@Vs6>IUV+r4ecECjQG#ze&_I`=?*2lz;Kf4U&^h3{;RL ztHL}xyGmO6rlg~PT#^<1WGL_%7@n|n=OuaZ1{PoWxX}t{Q*#UIQ&3c@pe`>X+6p%x zztSyz!;?}%Tv|l1DrF<`-JeuhR!GE6E4P;=832w_0E1DGgHLYDlBc$28t9pwStZ|l zv&QaENra;Ocyp_K<&!4)^B-O?*ESS!9Z`0V%G@~Zrw}RCpMZi(O`hu=ZkLa4PBSam zCkjyBJ>F{a!8I~n`w8n8F;f5yvR-0Qt5kr%@pn(QTjol}2-Y&j3!t&FdsZfB_a}nIGfaTFmX$D@r zF|^9uNGGOeq^@m9fku!O*~Xen>if_T4@3ZhZs^Ur^!~(mef7~S*||PJ0nd~)D^Mr7 zON@@M$cPYgF(oz*89~&mYiJ#|Ht@+#iWV6(6l=Elk==eo=~eLI4mKYqTKJ*JOi;)el7OsTfdZI}Gm^(O+ zu#ymihJs5yD-`KXm0p_PVFe8Js@!6Ufi5e^B8CVzG^{6BCdlfy`o^q8hpkbbh-JDi zRgL|YC2?zcipAYPD5WnwStQRLEU;@G0myKl3y(lK_KrD4JWoN(^N$wF4h1S$tg!NN z9#)Rf;I&ei5o4B&301VOt9F~06C=&-Bjz?o!iY@ebCz`IDk8EX@|+8od!)8r`OAql zumd2$HISNO6lp$suEXl04UQ2jg?v4W2erqNjm70-+nw# z|GHs`QO?x$8Q|Sgnq;8&=;;mvVe#=1lAs^@j+n8N3U*@^C=v5VOkS%h_hb(QqH_AI_I;2s7RD{Zi^!x+*{mJS+b48?UaeMseRHp%t1O?7znK81fC`^hoz3~7* z>Fu2`_dnbV*${x*`^GJ#beH=j~sgW+y1@l%dgSxmeR{r54f|@A^H~Mv{D7 zt@A8qB!TJZ7`0;CSYl~pk&dfP3d*s#Q4^1M1b4@yXS(FX*>2m!;Jg&t^2)a zO68wCS84^kJG+MEZ+~5F;1>BJsS{Va?cO=b5mJ=tfz`i%quPoj2d_~%qxx%~LPV~DoAakRyN260ju3Ook}r_7oLq2Qa#oBjvUhD{3G3bfrBsS%d7k$5%uWJnb0 zaX=ve&PXqNdSAA@uscU`GbmfITB@2xt^OBxB=aKoC)=fsZ~brg#x$$7M%!@pd~$b| z-HN}9vZHkjjL6$ZS`09MD{5Znt91J2s_SCQ;(6 zC~uIafH*{D-!pn$x`#ZsRr($<3vj^_N~(Kg`oZ}w%VddLE+84pREFNul^1y9M4N#~ ztYNg_*#o)q#NHe`cX;fEboZb@+o=l7!xU(S7_dBcx>Jsy>$LBXU(fJ_CI1*z(0{51 z(0ARej0NdY21@^5-#;sV@#89M14LPZ7Y^mivwO4c9=Pg;DQ~p<&wg}KK04WM=P?#& z9~&X?NZ$b7-&N4w(KV{$M|sxqNW38~n?WI~4bUPBXllyaXb2?6+<*U-iU%Hx7D#UH zadVO1XsP+)eyo!ut-`vtW5*6jPfxc5BS()Owe^fb*`KF#d=Wqz?er@-`7M_WY5$5P zZH4?yUwDw_CQ~=z_=())@?TSSNBV%QS)@4zoKZ}ajGo)JZL>7U>{u-{;ksjf>O;Sc zr^WD-tIF*+pD6m2jEUWG1%Ig(hSdeFy-AhBk+E4xPWI}M1rm>{s_VBj^|%m1fQ{C^ zX)B=3u0D^zo$pj_uVgDQ#4?8)82^zFWO!^^%Cn=4msthuP;KWb*|Kei?AefG&mfZ` zF-wE0G=F@t)9OEED)`_U;%~4FHFu24m6jn%QP4y@8pWTl%}z@~ENvK)6IXjAS(WIt zq;To!8<+PLEYvm++4FF}3sdlzmli3p(P7fqJ}UjnGk}i-Aw4}~2G;U&W6erJ2F9^T z1s`ES^2ClT0~u#7cA2uixiZBR?+ev^2FReTIbK#jTq^(U$LHj4e(sfxfbabD7&%+h zX8@wIEXmv!+Z81K^5aHrXONWXGY1v)5|;+hB?bQnCsf&|o2`FF6=V%bh5}{c*Z@Vu z(G4o-m^($LW@gPo3BgBRYP891dr6XIU94&tlR*XF$ogWvSEtPtvPR|qkg}q9d!D1tt_iacM@6ok=N>sLKX|=X{`4Pe zg5vR=@gKoYJz z-156ua(%m8{BeK!ZYhdcuh0rD2Yun)9U*t$`4glc2;Th07nAZ*14kx&vNMuCA3uI} z94X)kILpb&v7M?r^}hq!ejxaC{pJUr?uHlQh{%$MyIUY(xxkVXNc{?sW@fKR(wzGi zi6<=0{#-Xz*Y}%yAPRGkf;FhVb4H>SxI~1n^?-u@?}#d^WKzt}j55U?>m1u-*sIG$*vfx3i37i;6kUxfuT5~kW)X3H1qGBX_Fx3vp73O$U50SJZ+XZ;>SKZ z-(d+ba?+xN;=scrqmrHArJKLpNQ!*1Y?MQ){5I&{SlQsEQ$Z1Ru_#jz9~&aA?Zfh) zU%Mhde!JF`ZQ7cb6DxoCe7O{4qgdZC3nDITk8VhpxH+p67M+(LEwI=u+Ez1{{SYs_ zFF#gbZj$G#dhCALnK9O`Q6O;r2`R~<FW{ez`}Qx<(CTCL}~iy#lu;1(uvgA@b_xVY7hJzx;gvY`cLb zTqhG^f((#dXdILVy+>#7xV@)XZITtx;xYZxrR5~be}A4!r7ikDx~{`lZxk5tu< zSQ{v`ovuFtgIHd1rTpPrwelA~t&*135m{H3VC}&rFgrCuA{FG)-ZxLT8JJH~Sun=1 z+9fD3g|8W%&sr4BJ4-RZn6eR!fwA#x-p0f{;!O0^xl3-2`2Hq|y zK!=od1L9b3852-tNuoTnJ<9-CYo}*DZBYOWFh|bNdTo1+_BYnZ`NWuU{5wKM|NKj3 z*2WdOJ@GC+2;wdKWXmckgIMm@YOTejHF zBk^X7A>`y1Hb2mVTJ#q~j+e#AhEwwZb3u&0Q={a|kLG`>4S)})C*tYY?F`di|N2 zaoM(Yv*hQ*8!uQDXu_MvTI_j6xn9Wt6i_lnb}NXeY8sSM1xr|bc<$z+1XcDG9JUQx zdiA{Y7|T#df#~eya7*(~Y})1K0kck_lml>fY)Z3wZKOj#U(;*Fsl!4PSZG^uFGC?N zDWcGIm^8NzSvE#u-og}MTxu9FxlAg6MF#MEZRUmox9d_-NWHdI77NF5y`5#oM5*U^ zhJwg{`dj7J{{B7+Vk>CVW98bWvg}ydzA@d>*1vhY*<3htGGe4f0pEwm+YGQ^xuc(P zl`K{M>Qx>eUg(k}1-Mx%^G*d@O{(-0NB1)YN7Qhm&HJ{cTPpZ-3KTz4-iSXd&Iqwg zh(|AW%aMy+s*HFRIQs2(pDU4n`Q>uUGKm}JfBN}l8COtrsumD(!@vQqdjRRLD+q;G z2=GR_dcZNGYfu5nN#&0c1-sX!NQRCbzVGaxv?LjTt;;q2^7@A@GO7S@U16*NND{sP zxHgq1$*#?*W;Fw-GoC0kj%5mqSB?TL;?b%V*j%n3GM7+l(qY}p&x)4dwQCL7yn3wF z&UdN#x$nRG!>#hC|9ppKu5`pwk(8idKRr}ZlS1ro2pQrgjMa)vj@;iJ$2}DHOJdQu zw>Q30f#A#W_Mi!O{p93ii>=Be`BNU-jHUABtAIXVHpO)LW8A7fzinLjJ$E8#oQ5t73dHnhnr$$ zUYr7nRdV)9ucd8&^U`(smved?FoPxV5pBnQ1rE44 zzImj@;@k?8)=ESeF;ByC^g_3R7!s8H)`2`JR6s{Z`|)qRE& z0MP&g#skHz-P<`ebIsz^_?|c|WC@XVGc!@!q5>XNxwLeT+I`8mhKY*#c3hd z=adWpaOEiA}?)^l8o3X?N{$OGXJ9&OXUCl?Tzx>zU-S> z7z^`a<$wAoTjZa;R4!R*ktQ43U9SA{M}5brSpsP*Y^4A3CtB!9o5i=e<4*l%D6g16rUkj8|@BEzE7 z+1Y8pjMT&|PNXa*83;kv_d1z!9nbK~BIerR2Y&8ld}B=`%{Rc|PK0%h+Y(O$QJV|P zMM~1GI5pyCP^`WF5vgq+l~@HD;R@tX{5ft)b!4Qa_E(N2CqtEPRXpE5*)HX|Ixh6~ zWRKjfz=`wUKG`M}Iq|CJs>0qoE}Il=1qH2=CVf8X%nP$)6+F(EGQX`f*?>%)f{hV< zUb?nzVoGFeW{oA!NY_u7f*4#G0T0y7>K&Yvj)8GKZ`PD`KmzIQu_6TruQm5avPJ@K zXe-6C0T^MSo~!0L1*Y#EZ!?SAp=V+6hzSLvqQEGtF0;F+IO$wLd43dT< z$d1Ysb6Gs8fQ)1nDEe3G29%d>1{|MMT>q|C z5Nob}u_3CA&X^^X%$YxWzrhMU_YO}IQYp4Vy)EqXK(m%oik7!9DhM1?coS)<;}Kd0)!1V(ePt z{IFWF=>QPQ&yJSVlw`@sE|BJak1t-YwX3hm>Zw8HqhF3|pXjCbP9!RLi&miBr2SHj zY?Np>Sud+~yt&v%((B_23OL5v2{9HK8;m;$zFM`N^Q~ymtO8bhXaHf=rWiYY{4mLT z?>*++T;vyWy!nMMHYeGnWW$p9HTdf3>9NelSl3A9PeLs}05;YWzxC&Qa(%m8e2$Ng zn?AJS?zlpJr3VVqmg_~kTT8=(B--pZzL3{qdEz`=8rc~n{V?FHxw%r;KlWupZe}@cp+0?PD+$z+50>qc?Om$03ESa02=_y?Ev1y_%*p$(;+vm zP3bwfieODyC5`>7q)34m@mplH15{j9@WapOs8DlZ%t?)uwW{FPHxJ10#IykTT|z-rPnW2paYLJt%H)45-F3@B3;8bWJUoAiaL~(7-24d zq_%(alP39(-#;r?>-rQRdM=RL6`bT|#+oZyr{0TeNwiX#A8$bB$b~M6Q+dJvn@3w@ zXn4}xDWBV!En6zQQU$N;aSD9%#4eRvMA$0%lW%O0y~_KS_vINFpiWnPtEapJZb=H_ zBpDeRWJRwtGolTM0M-BlWGuX@AOJ8*l8{VQ`bhw?wIo4`6zJ484=S*kkZ6@PwYLCK z5QU&=LlodsLDlm+vlJjlOLOb6oT(pI5Ed$-+8&60_{t-B20D1%;0XXgl94BOXWQ>C z?L8LKM-@!M|Ho%LEzSx+O*TY|gJa3+9hfr9XoUj5EPLjV{QX;Xa-n{};{C8Jd44wO9J|`{a04jP!9NSD{ZRoc%AqS|P>xZ1$*p^}1gjX_lXU&|u%w z2NMdK880a+Bie!6N>AB8ZN$B3SuddaH(<7GK(T3fE)6zZW*?B2SKJLgc*Qs=om5n z7;lAnG1~4`*3S@D>xBT?Ld5mI{ZygV#CzD}=0QKr(T@De8~l)5goGow|Fcd4&Ik)2 zGb9_GY0P^e^Ma#iRLM4lDFuFa1W0O!orw()o$ti_cOg>9}8F zLi)Ugf$wo?L~&sUu&Sy`sC7pD82s;DGLWSrF?2PS@!## z$Se~|D61%^t(_zGEL;w6qKkQS;^KfR7^}TFs_+m~fKOF*TU-tbd0W@0xw>(~ch9s* zSwWoMYL(Qt56i~VWQ*~7?{vGA<;Pjv7lo1cu1_^^h&3%j!3>WEywU7!WyzNOp{;w| zzPo;Hm0YYFk{`ZPXN9X#YRAT>E%603IXPsjE=acg{J&Cz%QNW4#$mB?g zg{kRTFG-EIA4?gsD=mzdp|L5GbE&ybilx$rS6mr+-Wml=rCBjDtbDzDs>9@^dbEv) z^+jotnwc*H*W&FSh(BoUbqQZRDb-EAa%rw!8a$=Mhe_w)lvGo;L5~qn2j2~yqtdEC z3_{k#Kz`0NyD%wZ@LZhfjVr&9>lZ(gU-@Dl1*pZv#aSwUGDEV#NvHs8D%p?w`}@u9 z4#4&x*Bb}Y{3<&L9+!(hWDQXMyrgC;v_cP)expFz=K+rgP4IO$R;vd^cLHe~XLkud z`ntM0TS%~?;b+eRLoyH+ouwuxCqKxFesg2WFMS6;cgstRf{G$lN^#X&hyvS*qKkzF zBF1Lznl%<@1Q6jIl-9XZjTk;%JrgoLbzS-gycip<8yTCC;Gnf;AtEk}*tFvpIu&?$ z){&~(0XeWa!+xiLaCSff1(k>+lR z0!{`*7fV!9m|%bjFo64FN}`vM5Pktj{A2<}EPRL^Idc*N?JuW}*QZSHit4$Ii) zvP20|@NoX>u#As;AZ=7Z3;+=zJfBFnKRxXgUxtPi+>qh&`MufZs(SKLk5n}d$`y0( z!*b!pW<9z&T@n?9m1M@q*AC{Jg$v#Qkyt`;3oXfum9Os0mYt<8kMhJKdImm z%Ms!P zjCe6>!@aK{jd8n90Vh0>WiwSlEae=UTX2mf2F`Oy%}b4xHXTn`Ghyz=ja3pErhPI! zCLf=zH%lHAt>Z2}GDvE5ytZ|CZjJGAp;qwxLLJJs_YM{2M4M&JUB`HEefoLCXNZ_Y_?ZfasZW>|&S2BB7K{Op(4n+^kwddOzZrP}*a{f-H;Plq%9Bm;f9Nslwee zG-cMbSykfeRFS6c*|-9>+O{DBA|weRfk|zHD#Hpk9L*@7#9@)VBUJAVfP){h6%tED zyjDeiyd@L?MB*w4Na`LOH=qUWTbF8XjDSApo|Y6FYM=~vw;z8{Z&o7Q=^!i}kYdT3 z1o#0sTt^mqTP&1-hW73;tMSF>=N~qh#V$WLPM+PLXBHRYz93{46|q+0<}6we+=T|M zv9brq4?^agi{+Cd-ndW(65l9qo9RyGVbS6~pfkeN3sQorQrQlPqB{r;~ zX-Izlag*dEMaX&uPynf4eAFb>dYoGVzDpH+Z7)gGf#88jtW<}#d3Dw}AD2fmCT=N8 zkhrK2DNGJhFsJQMUXbF|`ax+@u#>N#s#4`aacIWFh=OMls_-EC3NVYsk&*z!FES>{ zHu?V94g>VX1#yGwmSuvPMB4zz?3ecURwp z^pYG!#~06ziqdw^xi0eF-HF2V*&Fi{4CwlS0_VVcorjj2{K%J++d{mtmd3=ym>VSP zYf4Ir#j6qL4QOK>WJ> zp?2gZ7r%luFFDimK>!3=vIuIj&1{3W^L2IQO=3GAtgV`>BZW9 zRdl_=)W%P$o4oV(m3*$QU9d>~&QR~hWHL@LDjc|1`_dt?r@K>*oC#6pFxkx$Na%JHkca%gjg z#q2dT4@rm0jDE(d_~h0M>kl`495A+b#``Cc3ZCMTg|>~N))9JNvOUr+tb)^eer0~F z#no|68}5_}=o4c@th51cin}+a$+w;?ko2@Ddp5TxG0F)YQ@G7OsxrjYkg=SVrsGYY z`|imO8`qC1Xe7A@z_nCCT7!e1{no6m3xUV<`V#Gp+dPlDl9BSL5ruz0tm1|k(7gbTG4AI zlurN|aXry7p>`extMv|+tp3-+8=9c2{~S=phv4&Ym$# z5CZrhR;wZ}PN+i$&_QX(#d2USj%ixkMdrbqr1vKl>MwucrS6Z94VP~|SuB72Lb=4p zh0kRX6jj)7Nbk^u0SumX_EMLn-9NZ3!=6L32>{qfr`zSkxelwN_QKv=vy{Yy2TOTw zoLPGu_4H4gOC&rQkW?9B`RVK)ld{5ibNPh$4vSxV--H6YTb428TiZ4w@1O3l(gg4b zQD%WY8&=SBqPowDk3+=9ksXotKv=@I7bnW&yRxh=sgnn&11NDX#vs6aTSbxrtEig* z4Wf1%z!zdjF|L|b#;+Z1l~x7ElL~AHaHCYd9bb$sqz)hb$^%&+p+4oae{jmcCAIQ) zmL*G0niuaF5gBAwO=1+W?sBWkI##aF-jI@+2h{IK&P4aRw~eY{05a93*2S zUx9M(;IztQt)wT0%Q;*Xm9LPHwKA^2onqZsFwfWa+cGZO1K#D4eM&kp|36!&V||9re{Lp#|0mlxGzo*SVOu`nmM()vEaZA3r*8 z?ZNs&21a<`_@90Mv>ZFru4B~$A@IlVfH*8!$qG0lqk{DrxL}ejWY*jf;i)JiMv8M| z&3zDXM8-t2{{g;`-=@MuOLW0~vE+~-1u#Io7{$1+Gz=I|oQuT<-Uj+7EFs44zfdOo z*QZIcg0;tXWSXMyZNRLO<5znOWW0TyYdGRSr2O!9P;d51+ecau&ZetkURwy&+g8Wt)+6*9`n2KdhGYEBqY2 z(qpk=)K~*(w{(meaNJs+BpC_emWi`d0V%RvUy|TiaOXhqU%hfgE?(`ou|g7+_Z5i2 z!=nl~Dd)iP*yu3pqf51Y#@l)Yy!``H5~8vPET6v8Yxm4bjkNJjsRb;ffK0{~ZI9M* z$M~pe@{Z9CL^3B9dnO;2BaShKxQ^r{ftw3=qRPB537^Zx=@)YIj_ZHF5PbQaH~6|+ z-Z&rYT2fMyS=Ne*iVR5L0tsMiYiqM)Be+A}PqGp80p>8j$u5xK@m^%O7(#9OcC< zFFf53FI-F7`m(utU5h0HXFOB?xp*|(!KhbdO1&!mD64<~eq!;$Z4oO%OjMXXm%3h$ zY|XTDAOniZ1O1J43SaZgYr%_0S5Wkg9V08rTr)&6?r(POup$x#c9xs#^_vJ{Ef~>0zBXaoMkb>gt z<_5~8c{wp&Rz~IH)sLIy-P0Wwn}|%w;7GjQM*TiUd1_S|jVRb*V__LuRDw`Exk1Id`tN^M2 zy*wXF7a1432PfoG^Pn74UtfEu_GB*{+IY`Ig>)`?_RHR70%T*yyx@$r+X37UerL!OQMQY}kah zm2p6_5rE!PJ2K?I`%<}->$7MVfcm0>H0~d+fa`+x>D9&|?Xy*qq}QFQ>alZnS0+nM z>#$jTBSWvr(W-76e|ZW>k$q@Lkkuyx>=K)nsMoI6bBRN2=^UGDu}6SK3Q_ZXWWxpl z01@{}{=WIjdSbsl>Gzu}lDyIr$}es93%T*(<{>{3ym|8SCvQu&zS6#+pdbrLVEx9r zhHK=&z<{mmfHuj22{DD1jElya9^a+l0JlE+6D5@lj(_vhOLjek8y;3T zfX%6^J$4MG8rMp|1&KW-CT1mDK^#^s?m@jXl8Dr{4;fe_ZGUlI+|6h74o+I?b|@<` z(&Ca(l(}Db@2FWycqUEBQ!rGh_a<#WEZ4OtusPRZHNTK=clVeiDxkn}$Gx$jTx}gP zOA%z^(EkA#scFXVxa@tbfCu1oXlsT{sWSiJg%0`E;RZWq*(Mddbo7jyWsf^y5o=dj zR5uKmRqlx$nX;)YQI-AGDx(QYFfu$cC0kT+-(8+;*#`kZ9la9<=E{oVEd@SQt>A`4 zA#a{&lYRwj8x`EdM+YmYxM7yPJeAj>P3f|}INsVsUy+IMtxuYb7r-lSs({Nt0;pvr zMM`C1oc&F|19AX27pe#3e0{&kmHYJ#PstU4uHGvvEz+_+ay`~3vO6Bynr0aey&H+u zcPq+>wnF6;3*S&m$pFT_d@Yvz z)`x!N=WhCob6KP*Ku&TPKJlT~WOGTpS#B02ni|kt6kd~p{tt@*mNXPjFBWH&3=B_O z92z1r1zXvRiU^i4$WG^I9%C52$*`#15DIv^? zdt)ie&yJD(dTo+|GC&$)seF1zmXsI7S=L3e2)=#1P3oJ6tX&6He%;zGihF0L zlA?c&g1j{fhO#7G0TgnEu*gM6Y5!@z0Zg+JJ<#b0c~T&{UO|lgt?lG}NQ@8D{+p6_ z6qo|eh@T^A3U$K(q~!{(l45QtKEVpIQ({9UHp;87$Rn^SjsR%%CvjwCUW`-#<%q11 z;9|h>sLF~yWbBaEpI3A5`V@%@5B98!UBtm*sr342T}guM-;(Ynk+F`|KCJ4o>yYD{ zDysnnv;5vO1K4mt zzJOOY2_OS$JlqI|K1&sa2@=hFpmgh8e~_C4{l*srZ}8}h*)Gh^gS2lHje`c!Kl$DvRK9y!U8Qk>yg(@=P)RZ(y49+Oc8Q~-|5_z;Pi zOF&BD?6#g!E4~bob+AZ*8u3L?OV@~{;&*K+N{^Aul!#A(RWdB@+>kE6|4gZD$WM?% zTQbdJ#jvby9MI?DLNs^s9POz{)_2SM9e}q%+kHks*iYWBv%cE1DP6vGs7M~s`*JVj zcd22(_{2T&Ty>u*_+<+0NK_H804GTS5QHqS7-IQ@NT|`QKol!YZhE8?q(#YYeLlbt z9O*A}10o>zTGYl*{3Q<{d{dxt6^WVW41uRD{_egUq znK`|aLbeqr+C3cs_WDPs71Yldk64ZBn}+0< zA2&-?(}2Z!QCJ*H8AQLd>Al}R*(RrIdgXHSpv9xXA7c`rS(Y7ZNk1rbJ~2tG+8XKX z9JQZV=DwlhDqH0Q;eH7}#5w}P&R%Pv16N?)2jbA^f7fKdn{z9LIEQC=6d;&6V)@!%5hKB?XB9B}&${84IdDF~ z7azaL%MrXe-DJ5582~m|_e)AjEQSpLhYKWNjdj4eL$V&g8|(jr;_qI_=_j;px%zko zq^*$O$-i&tU66Z${kE96$z`d*5bY#*m>n|W%>ZWnmIF_xxY!g5fv6} zS?^F}0aJ}_!&Z1Y18{ZCORUg8Fm5qEFYd`TB^viLi2FRgIYX7|9Lv~Ff`P-D-S0?~1Ejm%Drv^cp^1-ZEjSe#`iSNoRaA`}JhQy{f=?G4FH2$tZrw*W-G zf;$7Ra|fJz-=?B?J#_0lWJN-i_fNFjG2BekQWZ32#~66wZ)%(!z1VFDInF8Y0l1OQ zK4s1g(-GFFp22BV5N9lob^LK2uB$29U-4uyRhje5$cSJYFQn}UjBzP(l7Q*OQeJkH z%#068hbq!ozj0Sz&LYP5LT=6QBl(rDhXsO|_X%lW?kBtz2HM+GBvAN(C^~U!(0Kqth0bh7`h-2LK33E%>{4V8SvrLQDrm=}}gk8u!LQ z1!ZJW>{g(5vbslp_+Fh^Q=B3VkJ%{^5~1ME5g_)_O&K@S-5xYkLhO7G%U2sJ+xQV97ji z*)vOxeplZzB2`U;266x~0IHnyNXf)4QE6ft3yn86>~954GqX43vVxz{@fk^tU#l`y zFfsQ%_W@9m;3Oi#+rTkPkb*0~+uUg;&q=-auTQqA>?TcyoU@}MS-!MCS5j40xT|9E z!u|4tQwlEh?G!S1iqu1XskXo)lF--YkOwMZha~r)rrlG!GG*_^6l*_n_W<85;`KoW3Grc)5E~-h{az^m_=(f; z7Z$q461YIz1Nkw&7ej!*=Xd8xabBj)+syB5wh&ju+zx1a*z>gC=4D6l#m9|*KM{OA zERg01x!^^^hAm(X(8k(8Hb{UPNyQjnSl8I(^BcLoU9SG+{wtQW74kbhycuK($xVcQ z0v(W>VD6VMH<_?#1I$p!S;$GvTToCSxw*L#9UXmF3xZ!k8XrH9TNwPrkK=`(D06N+ z0NB|XWjp}P7!PFra%~7C4iU4psU&H^@8^@95^x%6-7U5IoFZGT3N-wn#Ck_=$oaZ{ zsmzTt7eCy~;QCxmul;;`@x#Rp{!&$GuPjQi<5(*i zJ4P(a9=FI$2$e!r`T+%i2{IpIL4o3;LZw988KX)x7O*Pi^A|@N<-fdHE2l4Xn(JY5 zQiQo`!ed?gh>R&92qfGsiT^@zCw^{R`EsLyRvo_Bt-N}1a1e?+E}SnPDA4EMimw9j z5l6R0+c-U~prf&0uGSAoytZwf0u_>;P_VkYcg))Qks*fCzGrmidK3bu@)#G}DDtTQcA+b@y0 zMZFd<#s@1JmSe^m&x03SZ>FLe`qaq-S8#To)nSA+g+`P-AiFP>_RliylJ+v@s(&(w<^B& zNvA6KDA);!;qt`JEXh*PL7M!F$_H^@frLxjV+txmL)Tc`+m)69uZ{X00O5mE#4zb3 zs%?aLCRRcCnoqRDfT+rnSTWr9h>MF24_1KICRgZ^ZM2WhcWHl2%BHd;$w-ehAo0<;PD@cwR>!osAPG|5;BiO+?wcoCtw1#H zhL3MaGhhcHZ(I&JkG72|f3JShVjwzEh(&v3eX7OSUDC11vl(;n5wr&D zVwaq|+IMqIMn#9n_H`+?0RUOsB10ru$L**-kBtCEHT@B;_oe_j&vdeIMC@N+q4N0z zACGNGmjrDmzw;dCayHyhq|?*W&AP@042m=xGQ9h&2@i5!^2;1JpWutn=goHyi&$Up zWo=$=!t*9EG11lvJa5?CV@$cYcJvI!+{4-waD@Em+vV)v6-(L*`JMbXgWLnTiO^4= z19FQl3(4K^Mqn?l2uzl4Vdi?=7OhqQ=GsA+|Q3{6g=po&?KoHY%AM6D=C0}7&=yT|50 ziFe)1^sHQH=(i*m+ZBXx6BO~<<{?X@K_TItbH~Z%hApK^akS0$IF}{$#4a?T{F>Jr$|4P5}olZ|xl;mZ=Z` z=ZMxBsGKV)@Rov{=~*x6{+%=JmQ@kWoS3Lo1({r1(=;T*`PWzH95Al6Q`@$cXkm1gI*`i7}u&JnB7{cO)e-%7W)^edn-Q-qz*Ct1=p9 zO7!r^w7JPa2?{JW&eh!-B_+IqG>4^doueJ_*3&mGC$DrXfNGO}e6LP^`cAzS({>gk z6`nnJt1968Nj{+)f@tN8_Ia}Q)p&@H!--Z-BzO6XHGAkPCvw05BgAHQ!u&|Mp^T3ug$xe!t z3ksa5d6$(L<;9jMxP6V(^veJ1M_cVSn-mmvsZ0St#0I+YK)Y#QAfRPjk|FVZeGcUX z_-1%)#$xTd6)=-9CLualLe2fqyM~i4DM)YY8Z$6oTo7+@UuQ1$$j?4(lw((VEQ!qI z#5Dt#k8jD4?>t^8Upbg3`?qD7MbXKbOpCu#u=T_D8stZZ8$95o-|;opxu1R9BtQSK zNxBrkx#P4eB7BV%RCjH|Vz#j;UZw#0$`?Qr*=K8iuqn{p>sfIr${rmaY(Vbj9O2rf zggYp7y96T0VE?96D;OR~+{?{95Wk~D@~%7U8t;5y(kK+^<+QHN=gBYR+UrN&Al_ZS z@&>`51Ci(%cdgbysZOo;4UF>&C&#!f2kY`4qQc(3F~kmk3(dsquB{elw4 z!ieRJ#nJ7oV@U<9Gal}Xv}weql@@q~isutOVX0yd7|3VdQ7k|bvQrVMk9hbd4eKyCiLJ`A;RSq{nYOFyMlhblp6?}+< z9wnKv<|auTREH|cLnz1k9ae}`RqRQPK0Y>WR;i!7Qzz%Ic3V=1N48~JVQkm{R21dL ztFoV|*Mu8y6l*3XC}`~(IeDqeK+0URZW0zQigx2V_x`zd`LTikSFbB8S>)vd`Lew% zSz?txEHv+(YL}78c@_@6Ck2)}`n(L3#6{JsJjTYSWNSsT?5j+*_$Eh*(IJwb9(A+4 zL8JnL*oa_rbNpD_I5Mi&smv>L6dbF}aWhO!2)hYLaor?aA%(TyIn!a_A~!omc9te8 zxLGAtSd?^}?OB&16%`132abaFDe*B?lDn8k{a{r4W{wwS!w7PwqzRO=InaZy?rZ=el#*vmCuoFqgaQ>^+z zb+7U}WbTYKBrI%=?5v29?Zx4eru}c{YFnrQhl^!b|G2rhLh*6olAjhKU3za~8EHa# zidWizn7Etd#*KbYoj1lbAa5ap=W^{kGLZ%nd?TZU<{mc(ur8oX&sU^fZ0b^5*PJXL z)_iy;a`N&c@qW4W-;d<@3zQ$fyG;Q$hOx5ow=465j>6^uo<5Ad>+Uj0C#pgmx5?rdP2CAWUHb`Y|(tuZa@SMWC13qgXJ`J z+`|A^5Q^`>$h7R=pbPpOsNmd-3Y3~vF?NcoXJzU#%f>!E7a3zwBB=*IQCPRC0uErB zQZVN-_o3{j#)V3SD&p|fuS)$zRpRTqCgp7fAg8V>C@?of0^w&Q4y((qTzUDiLcL$I z)m?*Ny&^weG8LG)c5&~G1&J1i)T=4aJ}1} z=Os4*D3P3k@!QoiCTHdnr8ok#kRYVKdBEh#d4QKR1+0fQXBfx|B-|rY6dWYzy`iy* z8FSN`fHsbkE>Pf=Ek6r@DSw&EoDlJc{CeTuc&K#`uC zqM$l7cy8?Lb4c{!idS#fet7v{zP$WszPxlG$EB#y5%C)QjT8#_mB++uCZOb$1zD|PDVQ`$;@;Ytg@ggDPx znsKKk84AV3Z%4bdeb(n*cikk$g`0bBM|{t`fP0!#q;XqAk#_YF`H6MSPjmcIlUpl3 zPhJm;;Lq`Al8t;Ge@j6t?v5+ucY5G6$a1`N z+>;Lzh2MaO`#8S%$zsYRhceD22QdKx&TwbB*JL1fL)?G4cf#(5{JNMe$Ko@e*!gBR zyrH4N#s$h10G;u`jydrtZhS8#anJJXSSeCPeIep;?vYr2P|6*l^rOr>s;cjo%tQq< zNf9@#E5wnN6(@QikVAT}S3Yc%AG}*@+4OLeL=na%(YZF}sG^>c9%UepROiGP^$$2=BGx>&h@Ew9YBq&kDFB{ z7qw5}uQDH3$GPX|b!6Ubo=Z+bA4VxCSznScmt^F+B`*2JM@@3By4UL$1utZzjG5aE zU`%nJDg|-4NaE_4q1VO`|E6Q7BqK(i-j*pzfT}q@XAw%ZjP zXDf&%`(&B+i`x{yTJ^R43fy+*$iWTi3Y@(DzoYA}(mBp6g1R2ru z8aupl4$*pyntR0C;g$(up`DtU)iFP4KpPn(C4^gHa)`Qtj1gqH5Jf}=$$A~5(b|um zR6k9;my0E*NE4UJ#vZ>zZ1!M@=X1Z-HRc_+j`@uoZ+;`Ei};Z@M~mf;bJzrMItpWr zOp%PKKo20m+ft_TU+!^-{=>%jio4?q`I-E?&2yLJl>DVuWbc>UB*TQpB*ui+*w|Sq(9(B)=|9&G%gGN51TG|Xb#(^L7$dm0vTKR;EHI6} zlh0BUu7@Q#v6ek?KB4ReKGT%nxj$hmF(Kk6;OJ10MFznQs^kV?xzg{kh<#Oo%(MIQ z%`)W9d+XySdG}b0-rEitaQVTzb@IKps^!(A&6fBB8XTIinr7d7t44nGUcD*(5Xx^? z_k=3St0XrgN}g0e_RRh~OJ|O9jD>|btk;jX$SDPIu?oPl^gH;vSlchHmTui6q)X<- z3{~=J%LN4k-3kH&Qivwig42x&+SoVMceNPu#~F+GeM8xp4Z$yEa&UV80fiK zb}4{5s{jl6nH+hr{=g0K6ksOcdC;uh1B(}c6ylnmo-wl&ZYfKWb-CJS3JxHyY}WRY zI3+}Zle6fwch5>s@3bT-c;2U=goGsUewP#*b`x+y6!&)J6evm#FRy*vEI<07L5?brZfqMh09dTR%v@JN=i0U_twR=j z2Vr3Y7~+=OIWTT6syriE0TpdhoG9&sGq(9a-&2DwL%-`E(f6{~IENKgp-V^uM6djYdT6>G`^&O`_SU-}J6}+n=jk_Ak zC+=K<-WvB}UGvMFJf9q2ZjSUDA!omCK0?UvZuw(VfOW~~EsQq+9OH`EX>=QB#l7Eg zeZt!yjq^*#j$-gtmU6Ol|{RBLi0Qg{1cgaAQys(tHoljEWE>$v+yCJ`V zG(XXDE)FbcfHOcE&mqnXaK_@tqA~y3%hg|ir;40-$;i-zG}7*q=;E0jSr+5OL9XATfMJ6Ijcf`Z>)%+-E?nxCUw_yr?;dGZ z*?3kp6!`O(dgSE!PHC8nf3o{11qZK^vfK#y%KjXAX-%L;6@9=Kz$Y`qllRETq@1hm zm5%;^*d`^)6%ellfN&Wy;fG9=xeAT~>##w@hz;sBc`8#t1J^KIxCT&{rr-mB0m#B4 zL|+om#!o=)F_p7x53y{oe%zvcdRf=TtVtti?u$+C53wkrWpu1?f?; zN5RK#>Y9bGwRSq-iTkN5zzyNI&e+N{3q`ae-I@TNG5X0f0P-(*rQ`%&@SvQlv7c?-@I|kdkPJ{$Gf& zK5o|M%&d|kV7~%%NV#$Ptm4pdxsp5<7g^-sYL7E@>4{{5`Qt`umaC5~i z1aO9XBgsFopaRbLd8e`pPCiRbJdS!|g;}w8Oc(CRiUaFuu!1`u))*9AI6Ga{B`2=* zSZZ=y14;5hG3MZ))s}W2Fho0YQ={bNg9Y-HM+P5knP(oW>XbeOPi=i;@{}01y)v2r}u1dTlfDTV=Viva2%L;-VZ4jS)`>gz+q76O%KR zs3S$e6>UGO!0U>B0Du`8QTBZ5$pPTXa&%niPZ|xt`|w%=ji?KLF`VAmM(vAd` z_YP{dY5yAO1NAaXcmmL)3G{z^-?&^=K1fKzGt#tQ$a2W{@Q4MmzHQimPDWaktW)s) z%=Rq#>ZAFxeM5?Z(Mbc6oLk*GV#TeoJW^D;PQfbA%*~Frm`ez7cDAO^?oa6hc;pXU z7`yvD9ui_hwXJb7sxquK_t+a|fi2f(xAl%ob(7~ZYv2>G&drpll?L$Y?w_>p0M&uz zDCX0;k_5@%{XnJ*5VBt?Vvc9ShYcXs9IR`^wz4*1Rm1AxtZR#T?(OELhehsP@f%-` z;Eg`;BRSbE1%KRwjc3*{HlF#(-{?J9)fi`NN|LGgZgdXUx69SPY?fjfBwMOq$IuF` z&;y@Amg{A3_vOWYSj4mETS=IdT#z?b5?lqAD;db$kRL&s-w2-WcRV3uGGVc+NX!|# z*(gqo1>BPG^Iwc5bt!nc9g+UNLP1exKvCg^2qiQ*AymRh%%D`$IG~DfgvIRuOo&_i z@Kl=&sq(JO+Bu}%$D*=FK^nECIE>{eEiPP@?|9iu0ulX>*e7Cth$X`^c3^Xc-4kUt zOBLY*8`5P>QDgE_BHc-l^60v>Oi)UF5o{rmb zk6KE1rLnPT`Sr18t2@R$v9jQv_uQ^*13zgBK)4@S1TWV0ThbDEr(klUg08+f>zazs zh%tbL=Ui={xeG$bv#Hy2btH*LmOg*gDt5`;MGC^M^htHwkd+xYr_Uj7ZC!r6glNAb zv)2`b5=XaVeTqE0D@)t!T}tEN4|q2@b6w8rwIl*bPK>aGBV=C0Y6{4A1W=l!ACS|W ztN?c{+BR5XEL?3JlBRZ*o&JsW60k_(6(c=(u0fyE=M{)9R1hB<5h76v2DcU`$li4+ zH;Y>{K8~F2kbiu)UjFg@2Klv)y%ENq^82KMdA^6RWVUvU*qm3G6D=t^Hp~TeXjjpH}<;U4Gh<$`N&c%X8@|rhPK7Dg8vfMHx1jTNR^+%S1T^O}^HT@1ZQcJM201>;k zxhTOBhRliPGvpN0r6lghh7hr>%sW^;uz;{h$b7`y#K&3J=FcX}iP+g%FS}yvH8J+G$ zei#c1&t#W~NvOKI+ES*oJHvwL>e?`Q`Drrn8%T4q@ry!mzvBtnqVxdFSeO_eBm+S~ zVpkg_i7|0E3(#`PrZh8F3bUfMAMVT#-$zEQG1tRURfvyV?3Ad8Aaf&wupspq*ic^e zU$rXSxDFD(m8&2Og}+S!OaF)$-?OPu7x9qQ1`+@tVG5!ERiu26R%Lc{bV@GN_uIYT z426CjSswMToWGxtm{sZfgozVi)(Fk+UZy7pnSSWZmNT5KM&a??kPf}@K~16J%C zc~-X$>p4>vpT`(EThng<5n_0eRr75Hn-p_yY9BLRaPP$W^~t4fX=)iZQ2XT83bF^Kwm)Jc3SWoY`0Uuleq4thZdGAb@ zH1|$Or?w5(%rU)|u|#}WlJ*IFLIcY8<)%T)9?BTYRuB|1cOSq!RxQ9L4?MUtQwp+U zEdG!30dE{>F-w*k!^B8pMI%uP{e=ba;HGpN3sbWyw>B@{FGBl#TWO*J*4nmV1I@^> zS3&aOQyo^=+X4C%?K_I6Gae$Nf-RPgelU3l3T5 z!>a@98uJq1jLk*nE39ktGxjm&?`E!g5CngG{Kl6fc=Ia&aI#x2{@gfY6OwU;E(Cbv znQUG&&hRq2Q!0Pgx69GL+?z4J;_A3UekXsK0DZVyYMWxd~g@6 z%#AlC^iI^>HzlzVSQ9+{YwG${ne}3=py76qy!zPj<)r*Vd$g&-4#ZImr$60agm8@LH_gi1C^X1Em7 z`N13QGNJ?^LkR|(=i#v#^YeP!k4&UOi60^Dsl!Xn!$uf_QJRxz8WJ8fHa4pp*aS1@ zoS9iN!tmUYA~V~(9_GGoP{wB8Ifl?m?ybzQ@x}X?>WgVxl-V>!lRfT9K-o>1eB0>grtmu(S zkKX$qwQi4VSs~xqTEDxLY&7aKkfp#9Y)5EW#p?4+-H@68ky^m|gjN-#s-X8zUm$d9zdg;s*`#m(MrK507`+-I14PH1$rHnPf}P-0C=7(LOpTf2H63 ziIOtprj7VXySuTPsdf6m_Do6E{)G=_A?>H_*s7%2^?!#O$0;OxUsbvtGQ1nO?r!IX zdjZdI+BJw8hlx(BPmV?omIyY&K@)S>jpgwZ)}y}e1+1@bU*b2o{Rr}fvi`U?>m3IH zSQD`Z5^Mwl2T9^!oBb2S%?0uR{6t2s50!j8Z#{#xZDJGmg7*zca|3NX$PgQGLeHW# zV}fB3b0YFzK8VRix^E0!4tuhgegN;6znO%^l4i(5_hYKutgKn9X zKy}DBlt@9YFgK(eZ(ZuM4KrqLkM7B}_a=3dUEeik_d%P6RtLF8#^&Tg^ALM!1H`T< zFG)A+%W}D4SdN|Vwf7%CSSTMmS}X-hwiZ-QHqZS8n6OW|F7|rDXMC>EEMW@A=j2{{ z^Kzd|1%=-a#6_8}*W}ckY_HCcJu1)Pnyl-ZkZC2L_5CVfP_v+=AxH)U&ovjmeg(Rr zKUAG*b$3nY5B6@ksj*V1#1XAactn_V^h{Zp`PSYk(|$ozqLh>p_yhC3TqOyR0h*_; ze_HEgRA0l=uk{}Y#F(GjRVBX=h=-KG>?})=NS%hbH|=v#2@V>|ZDlEzJMPsB{YD^> z^6v!zt!FyA>vRe7pKSG=Ia>y6Vr(y4@uwwRw=lD~hYRsQDrCi$n= z+AInq{ce1GUS2uXB_}WRS-*go73uwt?$49BSdW0B8HBLo_t-Tsqu<#gxk^}xM2coO zxDQY^;MyOMj-n(xAkjJ|ZU;9Pt{0eFoYsR)w9|UvM~x4y^IPNZP|iVj3uNK7-t~2- za3sTzaP_vH^3l&Yw8o0WnM2a&SQjyYbO)Ope6z<2<^F{7L(-6E6Pxfe)}5qh za7uoByu*CFFqeba5maMV2?HDAs{CY$jgPcV^sy^_b{~jPX0mSJlVfdDZ@yHzIqw{p zl9N{lWl)I(&%p<%AU7aC^HjM$GhYr?WlBEgciNp=bW`8bJ3%8}zh|)$IJ8<^cd=<$ z29*F3+~jXxX_B9qRtW;-^~FxTwxxa4e7&B1pwLVw^U`sU$M4I&BCY*meoVnF6CD{L zSp@r71z$zOrX0uGkhY{=GPHb{JW>v{W&|fWb!9-VXjyrWFNwlQN zF)9bzymNI!^77dp3)7#M6=(iaB+}*@v|YQ4Vk9v>-0n?VL9lr~{#TUy&5M2ZoM#T@ zOUf!y!oO`y2`d`DOcQnrTqLytEIRwX|*oHtUqEtI;y0sPx~a@g8o=l zmMXid(`9>=7nzg(QK{nq@{6{XI?GieOY}-iBKwudA$xK{q}AiiA~^>42l~o^8YMtl zFRtI*3a)=_1b8mmHK+Ap6U|Sw4a{?BJ)CyUPlRow>g(M=-LSqghW&_*l#TX6yT;nc zK_>mo9Sm^b&E5*aMn4PH9)hk5wwjpQH zf|wD>2-Q84&8;RpCIDW3B18ar{YKJwy;l}~`UI!UXjADEoXD}*K+afrnEcmr5nQjj z*yogeXmyj!PV0EUX24XDIW3Cb@0#c9{%d}FuF*oS<@pVgCHRmIM$UnT^B42&6QBI!klbGlT zdHTT;Bb@-BJ2X%qc%Z;?Wud9T^lrCl_;jP8glSfZ$I1FZD-(c#whv57Tep(KRX`F* z%-uaaW7oM?g34N|M1<#YFZ|&~MrJI(7`Mw+^7*jVVSYw}X|1ZYj)*46xFzQp=AHPH zLB5Fa*f%(%b5o=R*C3i=iW0Q)ym-^3xw-;qte!vJW%W~9oNU1?95FrHIAZzW%9R8? zekkvHKcMfK`K1!5W+hXUGdn%jB06G*h?a}s99jAvzJEPhh9v#0QtNG3X{tQ9BSVst zJnI7dyLh2(Lrxxo#_n>SH5D1ZK5E6_G*hc`88oA5jQIfL8-+=R1M3kLVW#|(4E+S*z>)j>^9 zM805uvpbpS_|7Itdv_oY^+dg|RU6(9kmbg9a}zrz87@E!(K_i5EG}$l=o4$bFgsb+ zqh3;#Frcvs4&igJfuen;oH{Ppt3E$Y1XF`WOc}i-CK!|1q?Gky>0Fn@vJu@Z7Hr@n#ICptK z+LS0(D#`rp(-rdULCT@TW>vexMx3aU(JuO+;^0<%&gdKTRgqWD_R73&>>(Q6LsRng zmzsw?kG{g#MJsd|MY$kLx|hKZJFjL2sxzv%XOn)l#^gY z1^+Zi9fX0f{)0*aDbN0`>E?S!;1qb*-m-uNc9~NmM?KPmoOGx?5UG&C zLe=Yq_)i_ywsQS|>qf`tSg}38Oyzj1nfEPyOI;m!bro zwgzuq8Su!zesPx)PG|NwI6i9{KkBZgEJdpGlVoc_vYD~+9CGdLDv7f+4n(@dR}K(- z#!MI$+$o^tDAK;&t7WQh8#h9YUmD^1@zb;K=@(bUc_;L}1KN&7S?})a84Nex{Q%@( zKEr&U`OTTBLEu;uA#3=rZKQV1FLiYzs0+W!#{BEnTt5IgusES#vCl%YMi_torXJma zC_h<)*JAJDG-;dIgrD)gA!$rF4CebCyxfBYhY10*Mx0wY*&(|=8*x6ZB7ZwjPmZwH*VmiPJbs60Qt1=?9_m~x+c0m5|)fTN6FEB>Wz_dKFGelgZA!mY1IukWDY2gG7>=KM6N|k_wa!{`PnDRWnX265(`fo=h_l7;f2Ou zy}7zKJiV=ZxjYBf1MC{AYH%d#}n37YE)NvQ?g|^GgE0s8`-pP=b6eHEe z$wJt6>eRI{K35ObWST61`=H4oBs~O<=z^;v%EH2u1s=)G3CP}xREdvK^18ZV&P{v_VfHsbZl9U+&kM;|{G#-McxJK)#&&(fZBn1;(C1|IV=t9hi zLW+r`>wm#WPKuQ>l^3n)oq#rTea|m&GO=c0MZ$c?CfZpIpk3qO3X^ZNYj+Y}eJ#K< z{8(QOtQ%{6V7FHAvuv~{X1DY=4na8-;2;!DF3}+AXP85xWy1yKZsGdPCP~}Gdjano zlIAArdtDqj1soh4G_4sE0QX@LLUV>)K9j}0CZ9$&zY!uPXg|qB9r1D#=tjf!Cl&?z z1Ed|oj(IDD-G#2c+c5g~iuLM4l!OR$MD2@S&4(5Y)^%50fCE z6T8l?3DfSNzrm*oza@OSKK5|2U5~cv!QDCX>z~~%pZV}sCA~@3_V@`s`9P6;`sqsf z{Ksl!?~W`T*kU=%iZTOc&X%4SrLS<4k$hr=)W@_95E&Aa$7tOc<0Hpsy-ETJTmM%- zs*}qNBNo&G@VqqLNKD3=?Djku*~|DpV?eN) zvAsE#?~gv3PKp5ieq+~|k!j?^Uk$TV>P|npB@S-SP$HOk$8!YtUXS_Yet>+;dze7F zU?Z%RXg)AY<8Tx0nhO9CO8B|Hkj>8|&F}q;`f~>Zm_s^WZ%7+^F;Yg**Ek^H5cO`> zNA3+tr-Up#OceJD*&sG3yp8P&>#>j0!;%5mgjQgi20!v z=>{K7%r)Jc9etocH|9Ea^lNOe|N2J_GN~JJh!!E#xx7!w2L5DE?9P?v4j0f zjmV#W@2dR8cdyC`-MF(^$LGnbQ;|9)0hmh?=KniywacJxzS*2x(e-~#>NAPaP?+x}^M$?2)v3O4|}GWmDUjq^ev8 ztJAe?i_$wVB}teFW+qrl1vG6PU6V?7!X-YMD4z2=o&u)%gADiU_c0H}G?X@pSAs{v zX$b6sl0tgGu%uFw7 zJ&X2{C^^$SuEf1jx_hRq&5QC9PjE8bOfI*Hrk|l*W8LH@b10SvSFc_*?HcRsTEmSEztxum z>#N^MnqTYAjRoq@$;q0_e$1KO(%1N%!&9_tSh*0&|4y}Qn|abU@m|2X&mf_i6x?L! zChpsT0ZODQ$Qc706OOX7GCQf^cLwiTOt5Z(xl_5;3w|Yz8(B}zQJK@ZmX;RVXwVlR zXPg+{FJZqQtasfItOAok2v;!hZIUpjC3+hq0Paw7^Wctb(_o=V!e{AMKDoop!PuoX zG!M)F{kP}jCEfg2l@QhNnnihp`^3jYN_lRQ`B$M)xvZOMf<_Q*AxjAY_n4fVldDPy zFku5}fk?^C@J#1=`lqD6bIj_9f7yBsri6fy?hP#?O7do9=hh7Q#Sd?l2lwQfuNWYJ z2quj`IMFFrl#mh4vAQBn2_^}dBaH-*v>Q`7WQH6RW)M^X;-Z^}C?!lP6a8gJNvuU! zWP|>UZuWPVr`cy{Wzy5)Wng&L$dPMGtDQsreOvzVe1IrFidIr6L$H2~2;YXyP%`m3#SqIN*%k}wNuk`{=O?%`?E zu%dm!-wtw1ZxFx)6G<0nrlvUA>WB9K$+=#Wlk0Y9dH4xoeB)xjeZIUTN-*c; z<#S`w-RFp*C7G(g_skSm?wYQu{dfq(3+_PzW02j{g1*==1h%&#>s1 z&Ufy;3L8^2(7S;7DR>i&c^dO38W6&(U%7I{=2UX9t>wCdTs+&4a74(DKsLV;NZ|S$ z^>1X#h`s;_bHO-D1Yf|1tWXI-FxW)LMU&Ud``Zl_Ho32y?KbU6e4J;dhSsR2I7L4DOoeH; z(B`!2hW%TwG+RIribGztQ}qLSBZyjrROt8F0Jrr_nx=;LQ+4xPR+wbZ?jM=4{AK{3 zr5q&!X!h7Zx9X<7O9|5H`XTxDo2}+M1&}QvK1x3NSebn8sY>%b+f|k>iGgU_U=#ZP zg_B+K%IPj44E{3@7Rr($uABRDB~FYPhz5Z{@CHVnMCVlGapv*3Kk;;ZA=H-O`-L0~NrKJ@~QMm{g-_$-~ zzF6;oK94{gkOPOd8OS|+9zjpRBlSVDZX>{S9m*}nC9 zyOG3;ts_Q0Fc~CW!0TswtPgx(f3BI2Lfk6L@Ke)`lip)d3G2DbgHqc#BFTv{a=0c# zrso&6-KLCaW9k^Loufs|)!Z?rq%Bg*6(Qr(%U16NnQ^jRiQR4`!}xOn+KCrtgx`6y z!y-){QxZ5fF>7-JeXUH1Kg6B7CJ@WC_8#I?OIRx=6|3 z_2a(51v_-W9Mbxq%3V{GEQ8u6SDHqx-DnFm!~{!0Hm-HU5UuCb%)E?@zmrG<`bSxA zqUH3vQ@HWH*6Yvx!rEMAx>LEBE79V*h<#Y5K-w5PXgru_(XQQ#KT$CJT3-%+CPJ=F z{R+2Vx}A)eJ+eNtR@@HGLSQu%PLgnYuuC9yOGC@0QKcJnW(3mwO=T}b1=anS`>txFu$D4Ra8`% zHWl+7`h@%LMq@qe#sSS1!5`SH27|Ekm@@(sY4zj!rV-tQFIdnEOxNmKM)V6Jhqh*U z8({^J`3QB7=8fwh2H*H`lZAvIRuZ&Vi4WR}asB*4%dlNfD1J0GV0d&^F6w=GE^=Wi z=xMZ8U^kTUQ+S}5hnS#19{MPm8DreJk0ifaH302DjA|qx0k2L zE9XgGyeNe#!=CbVy-k?J#Y9?P0FdH9e2n>&QGdA^aZ;?La%_50+Le@{2_whZfIbKL zAw-2)vF86ZI=L)qDKSc}e(- z{NUgtKh^J9G>mtSQA%thY8hkxax{_a#p z*VoYGV)a5_V=ZSL$2x|-#^F5sKL{K5cjk_Mt%FT$0{HWo=N{k&TJU7g#t2hJHsPGA zFyJ9(yqv!oCo!QOq&zoREqsZK_||&DG6% z0y1;3Izx%oJHv-_C>f_4RMX5*O{-$Dx&Esk*2^9<6%4mXjkO)4rkN?$4J&0JZ25ou zxjpjvk8iUmd2I5D^7r-U8{~id?FIS%8|`*WNZgAjyX0c)u=I?~n12%Y#P{b^ZNL2J ztiH~V%a8S^3wJ-IpY`=mS|EobdvoMdPghEbk~^9b?N)2=gcqt`zni3FDNoCVX(sYR z0x>rl7~zw$_O{Y*sbKMvM62%Pk&rVQC;Vl{OEY6$&HU$iV{6G{-a7I#9FY$`SYU1P>ggV-ZSqm_l~w{o0h&L2Ap3lC(brX`NKY z34I2A2$IKhqN2CRkdj!!_MdJXG9r)JCPb*ZDA|%?W0HDYi5}#GJ!Z*66#{uC0Y!p@Nf*a{CdE zr1=%pAMJWCZR<3-_>QAhgRG&=rOdzcJHI0z{pd&Ki(mYr?E^N=9XH{3g#Vw4)!)|* zp&$oL?wBtU9-je<`5ICA(4evLMmyq&S*WyTHv?rQ2nF&%2K=(1AP-t3CNICpgzo~R znT33<%?p|IF>gR)M!%r^nBq9C85;FR=ZbN&;Y0&jF3aoSA8J{Fzzlm)-8s~uy~ zryK5Iun{E^AbSy-%I#Aj9Fz0QGN~JBe2n=0fo)lm5Em&YF7=sa>XE&|(Ex98B=gUJzUZuyG#KzX=+_ru#~>mspthA$sk7)6ze(Amc$nF+gc?iv0AGIJ_-W5@RFmIZOJwsLx&0`}2%3 zB~LYFsd5T)%Ad3vfhbXOHaBznb39gOiEEsqGYI?b^82py?08?lJxg<%IW%Ex!g9Z zb%4L5mP1Jh^kKh}=>e6aqibAJ^^Z(1PduHOqP#4R3x>nqn2#?(Y^UH zy|^SjeN#r@l9ePu7Mt5A%rEX^M+%gzg(+bn=h(b_=O=AOs4#o%AM_G)qmjZawO`9V zIkzZ%Lo>3iEX_1tQOTYnL{`b$6DH7Ok5%l^kEzdLeQr?ZmerS&jPH^QXEk2nY$e!Mu{IacwuxXHehM zdj*tq|NPUXN?b?fwM&yqz*fuz^U3|W+9wv|g||BFzKeP-fo(`?4hZN%JL7Xlxv%My zA;7Eq@#`qpvOTgZTQY-5=N*8#hB=veX+77d+ktfz*<8S+`vGNw9B?1jY36$JVgWQB zl%LHr>i}!{yVU{nIrAd-;9hk9$NSYOt9En5rFrVwP-K0nGw{SmZ_{Ti=(f$MAZ zCD+&X@856lz468ya^}n#+jHR8hN)!m`hT}zf5D4!;s_?V+5PyA`(E(N;a+9f#QPKe zJxaMt(6Qdu;76H2@Pu{0;9ig$G^uCL zp0!0CVoJYYGlVJ5t+c7Ux0bTp4>n2`Ov?zokdpFF+x>YZUk0tVjPwN4x&b!A1nKbl zJwZ7}O!I02pz)Ip-cJNzw9qzj8>v@aY}0eKn^Q-^Dx)tp@jq z(CYyk@EE;pM_Igl`l(|1@Z;r@lpJgKA+a@~_><$6AnCpHGnFLi1|0P0CceF2H|6>{ za`q0->PGMFll!jT3F#l5F;a%?+m-Oe$3~es9vUc~`?Z&v<)2<|F^%2_9x9Zdd7{kZ z>*(}+$_QdX0&SX#I*8Q1m6aNAzIMwiDt~06RFx!|rm($p-2B2|X}Ov4^5ot;O9l-= zK`TYlZG6P8Gz`j#E1kB{7+Z*y5hZy<9Xz5$ATK*0%}RtQ^X|$tiH(brSI_oH@5r=V zY8jOoB~Uzrq4o5kd^2C%Rh=#?TK*SLb;`#dF1~Jxir?OeivuS2a}N|)f@icvbMuQz z)JJu`Sdn}skB{!=pujU3B*+T&ez|c-&R-oef5hVKc#K2|L|R7TgQT(2i0WP;wGASnWbdE`R*Te{5D_NCXMd~ zp6yqX=BEjPdRi-axDT2z7JJAU3qKPfrhcl9{q1*bWZl~RKmL&EfG=xiD3harr~VUkeNJMNPp$Sw+H|L|MW>jK~%lqVm%QB z$q^QA36)9AJTg9S0U=1F{p{f)^JxQ+kpKEG_sf6#)x+}HXRD1Ec&2E&0WXP{BU{sD zuigWa14c$>rKNYu{JpdVrI?&*1Q&_$>aSim;g|!ybgo-YT<$kBM1bsQ1}{QvxK_sp z36n9yW31p8M_sgcjN3I&DY^Od(NZ(xBe^uhKtDD!LChNKm8co?y?_!60%TAZgX2q5 zRh(gUL-j>Qg=t^hBIyas5-IbNucV9+{_Q=Z(uJR7)Qn8eEX(*}oV1QdNyi|X!xcHW zBTGK8FV6yLP&NXLAWNRs11SWKT^W!I_4sB%GDK>s(xs*_*@BKd_duZqMX7BZmLW4+ z^xBa`*2q{|oUC=4p_`gWn>#V_ysY(tmMuRcR_e44^y^mUB_(k=`b;!clS-UOHGmHo zG86x5Ji?R~ThYq=EZ#Q#8 z+CKbnp;VWpm@M&1R5547&++KNJUO&G%i7$bxG+gRkIAd{A$;#Zcx0H=l%yyT7Ynq) zGa#vj*$LV%E^znqOrDq1rF8j&dk~_Kg1ab3gZU@|CZA zMgH}_{?~T6|A|k0LjL8y{FnCoor1pkr+@mVW})*NzwsOLv5$RB{^_6oNxt!oZTsg>T)cSE1_K*!Ow$Mk z;v(`fC^r&3-w`4|!A;P9TI3uNxgVLh786(e%~;&I=Z+ma?39+i!D-r^EKVEUZ*GLE zoAm~@KzRJhf@Iqi2g8Z8pgZ1@+<<9OT)jC-k@<(mJIrM6nL`EkKAI_f)i9-dpeEbC zheqpk!;nPl#yDFy`T0sdxc}7jqD<*#m@xbVqsYOhN-;gVB7>955~cUR_lHe3PlhLTkSGDJS}-DHyiL6Eh8KLb9F-&{Dgb4;ddIq zCY6_aV}e&vmMWiAl14O2A|L{aos<+SyS8Q+iF@@zua%Wg37Ao#<)Qw1lt8|6s>iN@ zs4Xq7NLos?MS`rayDCGS^^zDpr+rvSZbX6{-d!r$TJDDSN%`&@T^5~?`;guMbGlvS zX_BGkztT7&GfJ=yVXmp9@%6LaGBD)jc8k>KKeaz!QUlRuT1rUy10)Dn{QXZ_&3uot zW70`EKJs9ZCG2MYgrw=aTK;h(N%)eTygXnUP|O~um0S(#b8@u)b>x~B5);x(&BJCw zNP=_xxCX`-WL}?xc97Hx4V~kb5}{IwBg7Vxj=5=CQnW>3>>rskB1VXQ7yS`}{FNUx zNPY9Dk-`<&z2fl$x$+5Z56Cd`L#+6@vs|y$-%o0rV$KP87Nl`#a$b4{R<)=rVbU`= zBY*M_wMqoMd~D=>+p5oov;z7z$+gj}8MJY4HXQd>r`!E`{@ucjZ^n?H=AU4>LJj6- zOd;7wbI8h}8kP^3HrCeGnsyBh1sYx_mmkRn>%HIFF&NaHUu6SMzEH`?{pnMXHOLXf z>3{vN|0Q4k@|Weo2OqRP==#^~0HGtD)2BcEY5CNrJ|(~W%fBoSJ@k;AJbBVIY{B=T zJZOz~@7`^um;3hZGfN+UHqQ^P6`SxE-g6`k(+4zW5HluiHW8euJ+&`S3RVe{E^(_r zSD}Btb+O;V!QOfhvY)nRl zElPUAifjpAk*>j6Nr;V-s-h&jW=P2pWCOpra=nK85N5`P%2tA#V090u_YXf%V8LJd`lhTsoJlAkska05Ynn+de`HjIX~gga%h&sT>XAaJ zDp#VWM4I3)pjW^9-Pc;BqjN%XwBC1>rpoa6oOCPkij57IjHF2E)NB}B_bC1Gf+%9ZR;uZxRIvU^*GMN9oM??; zw-W3{t*>L+H)#m!D>*4fQUXzOqHfT>3lsf3VYLP^~?0z0AP9eHjA zeEM?Jh+=tfK0cHM8F~2$$h8r0+BJOEn8&wo-)`EquC6Y#j=;azk+qGI@m6po&96W{ z<{Q7t=+@m($wz;2fkSwP)8cZV`?Ej$v$mhSlV>9*ew2WHDEGmIg2M&&s_wI3a9`@) zyTcT)`RNxYPMnbX`g&W?4<0;d5j;7Ky;pL^HBKHsU?XLr_L6lIkG6_%^xiw~ zL|6BOJiIeUVq@N^Z3AqEfA=rX*e18ka#pR#)#efNqr$|oS~t`9pA8JpNxPCK-m5Xw z$S|2v0zl9ZzMDe6w7evJ7xQ6}q47oO9+}g+5y?r5lkC+fl#nJOIie9`*IlS&0nG@T zZ2-~Pt7PhnD@k&I(<>b{tlNGY^)t8$scN(ZFPqmQiL&MWj+c73{ z3(NA&mzu3Saq$tRts7DTNAQx_*#&v+vPTX8TBt-NjFgFh9}n!wHnOBWSjI<3q(>KX zg2Ehr-~oB;@GdDSNRe(OP-iYR%9i;NiI0o0=RhFJl!%e68(=a@!ffsdNf}cD<+N!a zCMH52+mmZ`=fGn#lVjy!C8@4XAgKUS^35MN%ea;q(HG1Fbi|%ZsC|OCK< z$TVo|8aH#L?`!4dV_o(vfPYz%k~gje)B!07Ttr9ih503f_Lk5~_iMfH(YAO$ z!p(;p0oE$!aSq;yzzbQ!B$D^Bn!t~UgWFsAu5APut8R_;8<5S<@&V)vb)Uof3PRrNL9`UO5_^oL`|j#>X; z@y2PF(!eTS*E*Lfj)shK)9jIwMd837L_R`(dKEvm(`eqX_;`K>(9@FHaXTUu_(= z{9gaRuV0kY7yC>r$bHGpg+_lEKEDjgymNQ^d8+OB;FEhYyA z1^J1lh2%5joKPZ2eZH+_Ta^F&r>Eu1->tXLIRxNy$YE3K==JY$uR}_h4=TZOnl-Oo z-X3d^I5eNUe=Edkf6q~}iV5t!!VmMz&EO}wnAbUw#Vm}y0K|sdpgz&(D1EzS`#3pWpFG(65 zduC?FG-jtxoiZ~vNEtS~1O?&L;>Jxl10i@|_zB30OnxFnuD<*tlamL$Tl-<6z(V}y zn{S#1jT2QgXKZlq)Zgq*fGn=v`~c+HNLgr_{PYCLPUDpECUvZ$y?&-!s!NkC5Chtj zM-Js(|1Pp)uJ_$nTHqDBNw_92>GvUC+ly08i$NfUGj#*HfUZbFOr%tmB-^!^JYHz> zOdj#8Dt0E1Q;X8xKVuvD^u!p`#1O)s&2+aCf!5w}8J(J!*Dm%;D}g*zM$gPJOq#kT z>@$SfT9|B+4f_YDbZ&{X>;K}Pu1aI`sQvwgPi-?lFo@=MB{tN>h1vo6{!iLWj!!>P zDi80>w#bexo#RrP6Od#jZX}I9esw_F2d3n!&o`Ob9-Dd0^t!sIjARg{ad32Au5?UV zf1{mamHcpz3@uMf_pDrLot8yUnJ1HzvvRerQ5qT>>;zXUR^p>0EHDY$vs3!K7f*B< z(E^0{?;f7M?vn*vFS^<`W@QDm3E}yF`6FAorJPW5da8a|2e8JU0Y<;y^AmqIlM}di@KKUV{8<4s)}MGCJnf=dG|;N$Y`%^nXT%?*_>0 z=0HEfPqHBkFXnvq1iNPmN1`Y$0h6)7qxtCvnynd7mAeUcA8bF?#)sdT2F=u@1t+&j?W!tuGM$Rx1yH}IO zJB1(G?N)WOo}h}K*qbXE={H~4AO`y?hzb~?L}0}>^3Oa{V#EosfyO6`Vn7aBI>yZ; z5g)Yjl2nV@h^FLf*Qn)Ht10sGC!rN-=opm={h6jjq%7YfY1Bur5(x5vAzMyrteGr2 zlecpX!}34Bd0Ad~v%@r7XpQ0%qE)_dx!N)+{i_>q$U;hDw0#FH8-0n*eSTg*{^P&c zZ4oCcbtBL9eM&+IYQnG~!XFx)qe{>S#*vegV7cMyl&BFNA3v_|z0odTd7;rXNoh%8 zvb#txv}O#G{M>*X*_~sgC7*U6DrI?Ll97^0trLftxfK~-jFsW>84HfXYiMXt z_9!_U^Wg&gpOF1Th2}NjUxR4lmdX7fouLH0v|bXpu7xkdT{zENG)nUmBDPbwf&m!%fT9F)(LZ z)N%kRLDs%}>9no7wf*Qf5bRMU6N3L3!Ak&Uh=p14 za#@KTet_04S{|m`|Neg*k`FyrY~RC_k+$1fkt&~kvefDa&}U*}2&Ip?u9rdqf=NHc z>=j_PNstuC;;jJjNAsJib#OnRKZkN2yI1&Wjkp<@8wvD4${kE0+4Qn;ZfR*T?HZOA ztRL$+fATE1?)wq%1^Gaz#shmx?tQ-`4I;)KgfW8YB66dpY;0__&-sk^_}rBV@H=}M zG{BEN_L%K&{W$hFvGLfDQ5xJC>8zY~kyH@dTqac}k3D<#*kp@Y1ApI12j)B6FL*Hc z0ZuNzEp|*Wev`?ypL>yXlK?UJoH4Ny6^Xt<82wN#GPIeW`jeAoqfwccB&kUR;aGj+ z27Kj5jYiHO2gfh=$;TcnmHv#ny|)}5z|&Zail;> zijpm|BuR>g^g8_C(8BTjqU?Y~D>*=029ZRVXO9$GKoU$M@rfeT{ki%fDONIuwnd*J zpZ{Q$UcW^mlmzUr#$@iAT-IkEuE{X6*xNTH4NW7GoD?Ph;;Axu^zd#YA!r**lmrr; zk$@B31JmaF<(fE6%bl&|L^cQpuVf`k)MZ=WqC_O-nb|kK4{Qip8ZJvt@-@@cL7wnM z`^00VlCJltZyJ_MZJrOHK|gO*xki+9S)W>MkC%^kNZ;s;{M4hRW>QM95~4)%9el%( z`#~k7@zIfX38Z>h+lBmdG0_ngMH4`*(1uo(rC5ESVT*}cHjQY{;G#u>Bs%5r#GLex z%o-`mNspC|{uzr%Syhr^X0t5^*S6#AWQm1(kf4Sdo3Fuva_psw7DvF^a{XfLq5ac&W;A?z(U{B_#3P}ep0_cIA% zzVy3%ZXOQ>(0sA~x!>gMfISHZ1b_Y4e=W~H|GfO=U;d?h|NGy!_c=`d>Q}!izy9mL zE~ihQUcJJ@OE0}-7C`vVuZ0|&czG+9wPzFEB1(3^cb%i`Eq9Y?C7NrqQ0U%N%fntcjv|ft~^0%feB0ViJ)`$TwP?(=6zwqHI z`OM>GlAjr`@2^N=Qj8LgNV(KJB0WmhPB#q7g@z%SoAESR_(MghJdj1F-P%);u4M|B zp1w&rqolx#{=On(m`o}lWDjih@}D)ejY@ZKpCkpm_TqV;da_(<%JZdN$rz-?@`|bK zq#M{>oo?Elb4^3CpyY$AntLbZYO9w(ninMFz_v`iN2(FbD5c)hg zl>b_Sb?kp<5_G?CZ4wIkxHp>Bo4L*03kY8KYrpnu7S5l1Yk%+ue;^gZ>ri^7lIp|7vc4xf)4Ibx=co7lvyuV!3&rl`V+GFMULW>ElP;qsojo_iLgyQ zIDd7(Ox?iuk9Wv}+q15JmXsKy*S+12kg3L&Vfo5;uX-WkwTM$Q3v#A$(6lpEx)Ilw zuuXY;-?Sy7PEjIIl+LvWFl_;AU}h?cqeMS0;=myC|Hi4-eGMQ)Ojq&F`@5_pi97Ktc|J4;hdOV!ph zCAFPnGO1+a#MMF5fUSO2Qd8rkN}s=1301lhf=en}Q#WY_&=h%_(b44unOj=D_u#P9 z)z{0;+(=1Din8*NE`TK8_|BbGl1AO5CH%zEQu*A|6%r8@CYO|$l6<@>KUvC4Qmj4z zCaeV4AgTB2TSlZBJI75c7_USMGK6;PGfx&tQC^%(Dk1Cb^L*4W7aSj7Fkij$yd>>E z(bB8mhhSx;#>jxyMc>ej6zFH03V z-xwit;InUk``hyG|NXzWh}4_d#I3L)B#m&nm>uBg3pr!b!~ytzz(8@Ec)u+wZnE*4 zTz(*FoMd8pz{wI?RZg5RafO^!R#w{SXQ(FX+hL=gdn@>*|4=Q5cj$&a`E7L?n_kkI7zCT5T;2wPfGtZmNuY)RYu!;h62DdBJG7!xxHnkye#n}2wvMUK_>8@UT#O*@5o z-l_TlnO|Iz1ihZmxTIf6+KX?rE5X2j>YC+UgE-)O)~-aRbI{wE<9n8x60Mv3IWuX5 z_<6oaVRH0PzU<#c68s1mpPrXMAks8Vn8(c<;arh|tay7Sa)0Ep5|wL;&5*ghc(S|;jrczlaY zEJVo2P_I;EE=#o5$&1H2rDteLTKhch6XbGRmEJEmAVpaT^7x@bifKVkCTB1;v|<|| zFb}ULzy`DxQ6$^C$BgWu^@@*=kgNpV>`rvbk;+IZF7Q$!5Nw1t2AC;Ms*K|^OENgN zVE$>zN}?gKXkND#B}sBzxFsW}PvMV-&)b9&v+WhBGB7@CrkB~;7L>ETb=(MBZhD-x z7pV}^wchZ9qn}1bXfM<@BM8l#SLh$|jyj#0Ub6e3Iklfk-gzG_8)bjDF~@f*@)M;p zFOe>B-{4uu;71^r-(++3bvJThR))p{-!)zYen7j1DJ1#V(0X9Walh;0dw~S4=b`7_ z;@!sG{epY5=eQq*z$P}aURd{0%EW*jE}L*d=wcVVR$x+O0ETja-wWJAveAU-Mr;&G zqkSM}m>fXNIMF0ADGMgH-JCLU%H@Ye&JXS8`i~#_wQG~3J8~>gh0~A$0xUSQMu-~n zLWJ-odthglZe+vE+>y}h|HselG%XI_!DJD?EP`+VHp#uclk!*pR4ae`-8%Cj0;6NI z^7S7z%76Uhl=(jqJuptm2G4^4@N5X( z&plfy|KbA`^2jdjcd=2@&^B(#v>_%Zl_+9HH;ox)i)VgFId&8!8wsIr{N0bv%f!T_ zY^|=6M-NsTuYmv&Jma~Ci?t4x|KM?60POjRhDMKTh7-Hn_1-a{F1zSp~w8`U<=eG?b1A` zbyBfSKJ;Lf` z9FR=P59X8*we?R~6wf6kyu-uO5{MJ2$&Z(st=00>!+Yh>j$G|8V#%*9QMCR(t)%jW zw>stTUT%>dl^60pqkV-4myptu?05@uGCDD@{VBqNjdb=C-EvuWm#0df%0}XIf~pYc zWOi;*a+SytVUpodRhlBF8iuU@k-`BjD`l(5OOkW7gC;vf5xm`dRxAh%=C{LRBsJ&o z=JZhrVh-jq3m;L(jaMmE&nDq;jm$|NGJw}yXU=3s-eb45u$ekGO-A) z7ibqwDLJi#lwlUo-`{UG*({WfwELy~{4{~nR(_}#S0`|@J(vY5>2QDq+$iIU{`=91 zPC2wSQ_G+i>Bm1g*DW=LsU9iQx7he&D%ajI?tMprmLgFJ3R;ir&(LelG)*t!eS(J| zj+r$EV&&-ma{0gm+oU8nQ5Rs6lA=-DBK7TK^7pT|%K!TN%Tm|q`L&^CBVYvt5VA<# zF(Ml#>OGN#2!gRn(t3KPln718Kfckf#Bs{gu;?A0Kh`LvsS8#gog)!aQC*` z1O%W-+*X<@`zzB`);P;A*492QX)5>Qdvd&plKT7b=$tfkO_(ODvLwZ#K$1S7s31u) zQerGH3c*$&p-pJw2B(aqVO9t+y3{%>KR(+nEuE8E76P+G%A@=9jG$amveGp)tAs9H zKK@vx5u&RtGjieTu#Wp{W}2B92v>6A5mu6j|Ljv`miYP2)4iU_suma1P)OZ(UTZfE z7v_>hBm5h$0ZDJFChkuWH?g4I6^cxv+lMNG(pRiuUk!P^TkzRpt$mFoW51^>1 z=z5M2{LlQnsBJX-)PLN<`Jo4jELk!ed4PCqcHgnC>U+(tBa)=#fspWMm@X-Km|s|u z{WY2P6*kIgY4Mg68WTdmy&z0K_e{Aw`*5Ls2e8S1{7`}Xe}CnmeDaAh`#u|Th!qhF zB_d8r3UZW~B*>ByI!xd&F?{Vrmvr@vDe=M#a*JvGvN98lOrhx`XBs4h(D3-1we}JK zg@nmllw@|vOK){(KVFvVVtndEuCz|cGY{1m@gZLurgUHbNsC;mAF{}bON%Sg(lc&3 z&j|PdFu|-UO12;qByQeXnj&LL-mbKddZ`8SlI(k!f@Y`18kr<&VRdPm6sufq-4oKR zWF$fF4^gAe&R!jqA1Hx@+<}Us6boQdQJ7@y^yZa5E8DJ;RH-TRg6`P4jF#b0d8E|U zUbei0_~_u5v%exuc2;Lx4={omYK@ZdG9@Drn7@0eNqPszq@lS(t~L%@J1s4RNruXD zcw4ra7IO2U$$9C}_DG0VqMhhzTrt;#91`B1>(E?bx=1o>$ai&NvSg*iOQ(`Mh+JM~ zy!0r^oS9jW9p%X~s&$3gBPOYfdhMuQ2LUV4?~SNzJR_i=k+3>4$}@jQ>sg@0@6FZV zAf^e`dV$P(=@z^ww|ur*iH{Kl@ zvQFV24QWHWhMC-*XxIEs(tuy(18!duit#}C*U~3#6PpMnHe{5BY9Vryj$aoRzmZ4k zE0i*EZ%js5+*ssr(#FKGyu93^ZLtUjhn}Th_^IvO2EY$8xiPcRvINV4|IRku{Nr=v zfHud8=!g}jV{csUmm@?5)X&h$oNXGGy-GBUWa$OGe*LGm%c0#~kP$Z1om~_1$KSjn zKX|=E`-!KGA=)6?mEK`5d_3AV?>Q?L74olMs5i~s;P8wR98QeAHbk?wyF6BY`e>RI z<;0r*6PhYW1Ub_NCp>dG%noB>l)SWzNlgiaEy4nL;7eCo6eEw+B-(pp6H79GElM8R zlWnqo_qBF8ezw>A%|7;csS&dN!CC21@|3yiyBDp54MG73WQ+F!9knWuY{CfBPIC(Bd2JFAXU^ujglz{-$OgHB{d~hE-7j3 z9Q5+0J$)emdRswsKJd^UGfiZiqBUq}sF$I^L3w8XY92HNgz7_w3+0m!7f4LBNL}-g z{LK$8TB7ioS=!C}4!P@!vI54}k%g#@BnMwuT$0)OB}>drsQSb}jF~P{7SOH)dO*LI zl@+f9EmlUAg!PYj{&I`@9THl{#zo22!W65^nYkq?RB{BdCP2$}y=UhDQTnb~-nny4 zq%l~Ln({Ph>>vP$-e+mqw6t_x>WD~>LgsCyo5PHTh6dBFk*xULf{h@bUr7)$ z`&m8^>OKeA#=T+_oA5jQJ4){X3}^CKn8Z+;>DfBFQ6Wj)bZu zZwP*8gh##+Zqe{t`}sj0w^(hoEH^HipE_D%{!wqsXFm+_37$D3`2OpyvRw%TrgW6y z&5M1Ko*b(rB;JV0%CNrfcTKW3Ep-EGx!5MYF``mbH+wWQ%wbBmsaOv@C$CEUnU zQgX6wLWz1u1l7*2PC0X_!7H=@ZREVN<6+rX9;IV6TpD|oKu>tSauAl3q*!^NM#=SR zV-uaSV_-(f_%$Qsn8Bji`=w{A+#qvdFS>*&??Sz3{O`dPD*c{HY_T9=m_N9?vG`a6leDQ-)fk~MuC=8Tw) z@?^@6?16+x>puqlASm$YErHKpp^|OW#I3%!7Vz7=2aw5+aslMJaXwmWaDT=HzH3;0 zSQORKQ9E!XGBuhuv@)!3!9X@YlQcltLS29N3SDDCNlT40qR`wiD#J?3c2}g^Mt2_Vnv$>hm?+s=>g7gb6P>4|<6k^m zDF=3DnJJ|~FTf;_99ozgLgIJ^-_OcQuwWe@I$CU6C_=}h!6FaY*j%_26_?53-K9z_ z;-tN6OkyLK^*dp5zF|oEh9@OL79}?|QX(S5%W>xC|<>98oeuUNM7yzq%w@(y4F#ld*kt zSB`1ZE?m{|*gY=aeWTrict9>F7ZE23OAk0zCd%%fJ$t2NEYj|$MKZ$pH$SYEiRoE+ z`f#Nj+L>+Ts#7vV7r-~GASd2(knw$hT|m@-*39$svulCEs7Y zW^`m$zV%YGX(UIrjLCs${W)(zNp>jVrO%MEfVw7!9)UqJl_+KDy}Oj$LA21AS^1RM zzk0gox_rn*AK6)zX0oIC>sBJqHB-}XZ>}MkmIeaoHMHq!H@^=07-pjnZF@V?tuLXf zLk^KQN!ljf3)qlR8mfWEq_aFcEF=H*zskgk6RYp~1C-fKJbuAikTlBV$QeOESg;6X zj8iVejKz#V0(Y_?_^pnR$1gHbf5_nnSzMhUivB8}d7@lWlq|Uow*y*_-PIYkQD$@f z!t3plp5mF9p!qmn+i$*AY@qqONeRrXl8$Y~sajsohlx!zA=;nZmuH)Dp223iOgH_% z@zdMor$10;zHay?K@_7RwIRK;pbg72Eu>ec75e!{j}#dh)1D`( zN@{Y_yp05jy}2j#OdymWo$ivlwoxN~Mnv>G_!`grAJmjwbb?V5r%otU1J<}NQHVp>X+lI$2699@yKZL_kxFegX1r%FaftPvc* z=Lf4ZuM=o)HLP{s)i-6&f)wQ|S>C$pBZro4Xl%~r9imD?7+nw-f`AZNk~+gz56vS) z9CAlaxS5$H)3CL6Pg&n0FiZR3tjubi^ZX0-UO zB>7)m-ZkKd`T9oqnLs)?8AB!KX5f%byjQRxBrQ~6Krg@ivP8W2qKy91FG>4jk4eve z`)@K`U%&c|je(nN?w1g)HSUL`vG}kMae9c2KI9CN1|cK)H0B{B5WSm8mhZYv!6x1b zSC9Ux8&8&m*eEH@Pc&1#8-XdB<;Ys?26autb{QsrXLVDJzgA|ZM?_|H1AkeGN3m{# z6Ld4o_sB7Jv3bO_N##mX*gR7gL3uo6hf1KOz*bpv`;n8Zd!nr4mf1mdIRLk|?n!I})yE?#OLwO}5+T6!jpj6w(k zN*)MyLS#f81(wu%bdr$pS`m65NLq1zz{ufir@Jk$8YBqBvo7swSVkNzXcOPuF^W__xoR=3)cFUZW8O_?b_K7XZ zuBms3KV^+qqD&hRvcIKs-0B(=Szt}9_jk|KuU!YSlS?lcd|p|SB#&&*vg_6wew_D^ z>2Bum^#XGFLAGG+8ot(8iV(S&brHWc0`j1>@zdHLY65h>2yWX@$jH4nHEEl8ui$+} z(%48vzy8|lUy8v&S^UaZWayKhl=csQSo**8C0S4+vEFc#jUP$c-G<<2g2SYPoHCFz zoT>3W<1`U}Ga@$LYmT!}Ovv{GCl6)bX!xmakmbfY`KhC&Mh0%&y!P}?>c%$NHp+lV zjP_HnA5cQotsC~;l^OOPq~Tn{uxTkOi<0eLXjK|@bIpdkRLKB8(Rg4IN9g*LRm}#` z6w%sXp4Z+tDPu~23U#xNc_r^7GvV0DnTEC~KP^h)l_)f{3@ZU#QDPP@BXhB`6q_v< zIxweGLG}5uQP*TgQLLFip068Lk})kWo$Z#9Rnt32;3pp`kw^CCm=@=)OZ`SvCTABc zbi9syBTEDdL9<0vz#+Z%SnYtEX&jPc7kZ6&P$u$*ol_DEnV`N#N9W{f`{(*6k-ADK=Boi+auRE8WuC z)-EkNmXBSXu@59$I1q2;#$hqsl@s_ zFEz`BD}$yz>+BjgjT`sJjFWtNrcGScdRcC|2Meu#K?J*%1cSMSB_naP8P7)R8WZi+ ziG%CXJl7GoVBlj}m=%x&CHepS)BA@X=9yc;Z*#MQJ51SVP(K_{ayUsSf5;m|0CPwz zONNGq%-RG$*o|&yN7DQX>W3FHhDuJ_W>b^4iT46FY=#TP;9F>Ek(i#|)xU0lZb0U~ z_(kb`;tA>a>}O@@>tB~^N;cLDl-G|W?M@dAWXD7RLdHoUPSczg5&;Wx=ECUT51c$3 zy@=fiKgi?8iy!*XjboR;2<%W&5Rk}-cWTqvxZ`ierrQv7>5`I~lUE01S6QlUviTb` zxv}X5i&AJCd#(GC@i}SfositLIMcQO2wjJgv8mZb)0hR6aIoiI%$d5vgtNlIW#TBVbcA*QB%{TghC!^!HE8_uuM~zJWOl;ZIo_+a@G( zX89 zjFEjxc+j}Lbh2AsI^C`16RFU$W@jg8*{9|B<$fcYnMyFxk~Jw2t?L*ylSHZ=KemKb zlSYzVGiIneFBQPNoK@mCV%j(3Bc@p+QM0|F$kzMDM1@OUN`!1JBAvjB{Nu~bN(8S- zN>;Iqj(KhMu#!&vvq(z-3C+z(kRGkm7tiYbSHDAq$l19C`R;42^5%s$85$mu?!j?s z@1C@FLz{&OW=VFyo;|m)EZsvhGO6`Q8Tn475?2DK&@HCt7Og&MM@SMW637?l1)vG) zI0~Lm{ZM{BLo3S9O8x$YW|EG3erT94(g*RObJtO>TqTbSN)jDu3kH7$6J5aLi}MoY z!5Z&CArzoKZY<|U!w+-ct>DM{0uVHOJkhX~l$2N>#b=E*v#+nu4mep$H)<}Y-jKd2MJPcr#ImRq&;#~&*8 zOdD@NWBZtrAdg%@yhuU~(0~v&KTbE;mTyfls~h#pN@xg_!RDOeV)A&UZOn455w#Dk z5Zb4~kvXaF8kek;I7@uYcd4J@kr`=ILXi|7sRYiuZ)Et2L`8;4d*_%mbq+~JYCt#L zDHcRxM9EF8k`XrW!^5){F8&jbm6)&F)Xa*+CS^%pW~`Q5C2E++J%6f8UOm&TL@r#)ijysv#reizC57R#qcp|HT>rq7k-{n^XrFqt z)JQ2Nf<&m~`A;0w@l}>=0Z(eR{_u61Rg%-8*N`g=3@G8DZZOFtfi+sg^H+x~`XhuF zwsE>)Q2GeLze+^Ve0BE@+F0I|3lWObGK$mQ|N7%KR!7&Pd?J%xOG54Oac`pwq4N?| zugDoC$LEyjav$?YR8XI;&xS{!{S1?g{7q?7!q)ZMza5f*BTP2Dn0)*MChA+s1bLgB zoYYO@fDyCq?r!^TadEMcGeQyHER6pBfI4Dw_R|9FWby-OFTcnV+)m!_*Q6jlPV%$k zubZAZ%qTI)($CloLjp<*lFaN*ud;k)uU_c$0$eB-=9lD3%cw-_#=gAJGkL_kjS%_E zdTn`rqV1~*Nm6BIu1F&Uu%mjMx;m}HCuL7 zWLn;?hW2q8Rsw;>1w5gIXK#6$RH;mm!SiiXGBK-lZ=Z@(7st!q!YxvnNjX<6V8!hG zqU9!|ztkxq!?d!bAX%O|kZ+`-y=PMTM`tV%bsE}0Ed(U+kzLtRm7gTV*$Ea2kt)s4 zikHJ%v!tddMdD(kEFxrM_k`4Sj?0CnA(Inr6Lp71v091Hqk11g?i2Rkw0KJRFg<+Z zV!zhEXP&6t$H?L9=USDh#K_)VTjgU)z6fxFkK36`{VGa4`S~dcYte18zST;Yx^*Lk=m7JUAj+=O|z@IbRJtF-J zUyy5m_=mFcM}H&{Kl`&HX{oE9+#X>wGqU{M?}jYkh@Upt4mdgAxF`^*k<&gF4#*il z`5vc%RaI5Gu_W?dXu6Hx77izmU)l|M{2)tkz0iLk^t|}{xx)o!26rQR24=1Y78x9! zvp^ASkkLH7cB)&ZRzt(1@j*jI!sePFUpB(AJadeay zBm`1)v7t+%u1!in`Qh}eP6sIomTbDQW5S|57H0)4s0hSmNXY|agpEAGL8xUCD5GgR zd!=7mmB?W($>%94$x@h~CuP|&ra2_f+L^0ek{-XJq%X=y1Dcm-4i=cHUy+g#f`A;m zGAOM|9?|qss%X78K6R9Z#NZ_C4%7R`E0If#imQJ|-cgIX2+2fCiho^dVzjkmd;heVrP3eh;@e77BqKRS2DENTHvo_iE#FT) zRw_ULbcG})#2BHYj}Rg9gAW!;mG&8{7bUR>zN0E#+ujSNV&B#J%}o#2e&gMf_h?to z&+X=jj*gHrZHp4^FaJA&`gHB?7ckfOWnR7+knP5Gk~(B9MWe=HCwW8BwBf6UW{nrb zjl_lzavGjz9z|k_Gc3Q?6b0R zH`(RaIN*qzaBQ>WBd~}d6O$H;0;hRs%sAb{ypc(ag@mY8EG(g#G#wm~4b|dwukedJ z)W2V3A$SbYJsmj%wBPpPH1qdyfhrt^hNdMxKGKL8CVkZfNw)a~Y`)K;#nBBkn4MiP z^F{~`8aFoe_=6EdBPljYO7a4>*+yG3Fg#;9z;cwR6u%1-Xn6G4GXn0m$*ZSrOn^`nk*2cD8X=)$5P6Uf` z15%o;{Y3wmm|m1#?H~B5VFHVPVTBSnqHvNEZfa`LG;Hj7D~gjPOY4pRDTL^cTJ1xW z>%p3AI{*MA(xz=EqCHbbMMOlnWTd^FQs8FD&We`@~0)?f&mOO$;(mxQ~8>t}v!Q{dza zW!r9Q(l+s4fj?)sdxRU*ZeamQM~+DT@Bh9OpFS-C{ki3#2l?Xar+0ug3^?LPlEwl6 zIfIz7IN;PA2m~y@8QQbE4WoZQ;5oFNdu=q_LbfT3H>T*nyddxRQjl_i5YuR1oqTM% zKcHmB5wKv)&3hURia>A;G)%!DR~kU8LqtdJhiRn#5CTAS4NP0)M6?>*1M)-=ipI`S zxwbH^1n!y<9b{zlKD8Jv;jzh5QIKk+Xnbnkf@YviI&r06zV>3X3=U4)b7GYcJW!J% zNlFkpx+mm&Z??;i^aTNfloaL!UXmh5c4u2ak2)ou7n(=pV$+Ce?I5MyN-iNp z)Fq~nC0b9DO4??X%Q`h(VZ4?hLasIr88POb$VniQ zou%pW^uc^HZ+!h+uXGN2NuVLDu3J&py(6AanFAjY{N&AxeWrQB*NiBNEh^)8j2ZWaYL3kV5 zR{i2kixy>C+FJn)U9q-bnYMqZ=Oyk<8F~2y8#UkD4o)sV)m1R)mv=%kkRP{!l#~?H zt}#~7u0hV2U!8Uh>z1|BuHC6@8wEF}L)Es_AtWt6-ZQn{#3uZV_Z3NVgZfqzS?aUT zO2MCgN%D^$m$={g9SPgMef5(&!@UL^K`tgmH~DNd+$6+|+bW0cIQX){J@(@4-4btS?q9n#fN#bg~KqL#a z?BpTCw~Iv0)Y*lGVX1BHw{aXVlai6-5i`09@=$p@E7B!F>xSpz>xX9YM<+X_TZ!Cj zO4zJlX&s|&`p4JW?AZ>q2bw+tolw8{rhV+;Vo6ovdr|A@`zJchjB{+#)7tUwS zUFuuS`4%Q4)8sYt?umb5ZgPZ-j}BSixzf~Q?ag&)x~f&abS2B=tn1b`gK!aTk@8{! zy10Bz+LTx>D{-fu=?l9`(~S7@UHS^xSr#w#-4IcVruCu!2u#Cw0NTZ*#3&2Sax0{# z$I8A6G_jspFa4jo3dJ~F@3DP1aC5VtKz;dDF8ayc%EtH6?huTNMA^Byxn>^8!71}B zx@eQt-1 zdhV^@}V;*z|*N9lPa4$>ysBNM!t$5+MS55Kw~+Jdq3=yT&AH%Zg;DMM;?Pj};l6SdxjQ z7};J~V8mxZH}6yvrhY_uj8r-BeM0Nh-8*TT89vWfQiMNMWwB?<``Vda+pv4uGm$3` z=2`x?)Z{oBA!20zlpLr|H@_&7LwBL6(vAKeB|Z=Uh#n#1pF3P=8mz&IFzK7PCTHsV zEdeu#jtY~Ege?|If46S_r?pJn3xBlTm1(lCGQ)hN+Lh!qc8^O_?}YshmX?;KXLwfX zmAuZ(%**z&Bq_-DWIJ8kt%Pq}Nn5E^@rUCIg>*UzS$3NJsyKkw%b_8Z9}=ky@`| z(%d&86RX6J((KauNll2c^a{Lh;^_xFDpDnK%aWX{A2f4G$TQl)NB0&<_qa!nZQSU8 zOXR-;+)(?^$f&20ycsaDEY1zcj*?W5>?#-sj;y&cu~u;7%TMs5Ou*H#CrkvHjAtQ zLNNf{J@01mjLylCY$a*MKlp*9f8!exspKsb0Y{Jxxi$hk7p(`T6Xa@PLrwjpr|X7O zNg0|E7KM$5o0#u*(FrB|BoB*zsAb{)^q1flpdNTWKi%K>RM2F6Giw0MUXV=9Mq(Z?)9<#gZ!W2u=JU4$$ z&bBW}eXrJ=PPLGr@rikP>tef1jOe`*Ju^$RS7?{^m8VN-c0kJY{sT$?-@4o{Z(ZrP z-?^50I9oR;P3;r<%q@}?za(XuTO=VqLR$NmBr-8e=C>qD?}%3(%7-srPIkQHsN9e> zs*+^Z`?qBnnK^+*kT%x$_h{XJ;BbNd8Ya&l>$HfH5VetsIXQQA(CPrvLQoS@793J? zO5$iDJ+`zHoo>-c9_03sy}5S(AD`%w?;h)rX1y0Z7foV$UZSKW#n~n_I*=ht;+Zxg zZ*IyKS(+ZTjp&u;L7ABHl4QqdJwXf;Vk4xsZS=b7ET*MJI$gK6bxB*-xHmquER{;E zk`n{c-svUh2FOo97l##<57X6KfgmggsxmDY4f7*rX=pZR2gb!(lQr()`nq4>%H=n? zfFJA2fj+SovM~=qCeW_oe!x6SAH@6-q84n$;O6SvVXb5f6++$TAhx_VN!ljf3)nD{ z778$-@nVp>fqplLuc--1z!4@JUUxc)t`*osFqvZ}f#wXSWHuZ5`T5s_f%s{mqwQQh z-AnteHC(;;K^A~Kp^}CBQt!bpz%$+JX5f7`uV~cRL~!yOA0MY=XhwDxLv~ibcmvpY zcPl|ER8j&UD($_K7V6zafuyKQOXSUZ+m~%*bXG34j%q)SGL07D{xOm39+*tq$`uvm)p#D?L`?M z%RVJWvs#v`9g{LVIwsSTV@jO7>*BO5X#0q0SOsxaTu?%GrE%EIDIZqSQ;-udKQo9$ zZhE9-DhbBSuTY88|%%unnoN0gU#^iQ?t>YUf|Tbb+3%o3+iYkx*ark}YjK(c;=-kGa73CrN3OShQC`53 znL`@!S0q&feF(p^waNjmCR|M*uepSgUX7Z_2oc6pnt3tC?{(-zH7{}ywI*e zHe9d~4mR#YySCP{tu>I(jk&c3^#Y*Vz9YW@5U`=~Sqt94h8ryt;qMYb z{c=%>C4_{;%Q56S(>fv$$;jlq$>k8OL>MyTfNvZAUgUB6#KXn98H|(KhG8>@eDzF^ zJ(Hj+L~;!75)d`~3N( zeAj5ppQzmYjqC+VTJdl6l3pwH+FP3ADpHg%9;(syih5@N9PULwcZ7|NGrt2jejHi5 z+p&7L-(OGM%{;IkpsslNO)dvy3l$OKzQNixX9&L!J5_6IYctbE zCL=b@M2&)=5j84!;o$e1P2w8~+Rslix&Gt_tfeg6hk6cv@gC2hU-0u@!L=-ah50%1 z=>9z2#NK?GfnYVZjY~+}fdugg^pia~dNQ@GkgWJ5M`4_Jan(5>Rj}+Mb&<yz&?OT#?-RMJPhlZ!+#N}=a<3Bz+C=pw{F+d{j#K<|BpBj^Eiwj=6 z=zlR4fp0ZRWb@4_TAt5^|(@f(>gvnSXUl6C`wSzJ`}(I$LsnUsWM+;I+-g$m9p5I~( z>$NuX;VaEakW`5JDmwJN+Kw^va~o6w+%q(7M47s)(z;1ciZ#;HGqxl%bDppeVoXB^ z`?}@L3vDX5M{H@YBRdKuDmGqPyQi%`fs~|Z`TkoS(xYtw(0V?&Gh5Eoc^XgtP9@5W zmfPTdt^)0BL3V=dDNnocqwAoasIy?Q#!ud7ECp-V?qMeM! z4FxE>)2?wa#)~zcK8M*kWQ~1*i@@vJlK#oHeyuy?1EG=+@=Cq&+QcUOjtwJep@N$j zL$SErZ@`f)Y=rM3;K-eTa=O3`t*xzQ@&H+5;^veM(?-JR-)zC)JvSlx0e)LJ{I-Z8 z&;9mmt`FWs@;mQwZ~DVpmYF*}xi{Z5FgNaY>5e=XZ5N@`0f8~PddDSfX<9eD-UZ9o z!XzdxAO~tPuWNqz0U^l9h}TW>4L80CAanROr71}w2N&1xs!BCNF*~;)<4T%{(wL<8 z98|J|iQjf5KBN&i4Y^UWc5rKknZVVzj#|{ge6&Xj>aVIKRUX=rEfvKnWV9Ndv5kx`K{FtH*%KUW>|!Y_utUWB>GOtGs%#SI##NtDK(c5s@v6vJxzG|Gbhm5|~o1k<^3;iH?btuAxOOmnU~tvi8}nYpa!nJEC+Ln7$2OJ{$vF~hR z6F0)YBlRA^z;hFLDDlq%j(qmBAqhBgE4ax9^9IOSa4-<(V9ccbZj&*e-EQNs-dL~p zyBqjP7PkSo8@T%9TDM_zWum_62O(Lo^p*sfcywRhJ51{U+6(|`VB?N&79!2eEy~cu zqU7g#+B66a36nFFgs|C0PBe2Vx{*GxEmI2elk9J2x|Ws}FO^ELl9FSLR1sbuQ$7NM zJi0ems!LKNT;Gq<2j)WZwCuG?mMj28PJ-Qs99)%oNs^clZNW>>2o);v$xM$k->g#& zLvsAefIW{w#>YlTY-G3`*qW|&drjIq$1OtR2Olhy>e5s*tvp^kAkq5VQY9nE1aYKF zww0#Ik!@L0tmPP)SeCP`3)0YgP2f)n36U~8e@%Kum*r~rtn>`do8MNV) zUDR@8&KTfxeXpiG-BKZZ|BViLis*{uV9@zW!1T)9;Dh+DJA_A>w1 z(EX|s`&CX&Y?{r<_5DrpzgdsY)tqrgL-=JNV10-CNKT_zzIDB=AhUg zmjp`d=a>)~!U=AWC*IQM2tRklmT#AgXYY$0l4M~2j*p`SFBvn^jpBnK1d=n13cjcPt4EFsq3W?Bo(LM|4nvcp!2<(d#eW^C*zSA?n)Yoa03ksLC)4xA$}qg-C% zw`G2Vsbrj6cnt)=U_LntAPyA+ig=x=JO^WK+O4}H3eAg#N*2Q*=+aYvc_mL7DnTIk z=~+!p3m8c{q?;!09_v{bUTXx6lk;LEwOq;{Z zg{~7=(mTvVQ7xo$;|O3SHf<2;m4CLVpfrKo6z2p$4Fd?Aag{!zQ?_{BHfR{^dST|b zrr1s-LK(VPw%K-#9kPcl-dpX8v{+2WPWBY%&U}o;^$pGlN1c=Vo*s2IZd#plZ&bSC z`9A?2f^{$Y37n3Yboc-6>BCmytWw4=Z3g_;xZdo&|Hb^cXrt8=SS<(Nji^8}FKpQOSV#4yLR)F2Ys(t%o5 z;3W~nwER$_s2@5-&}AOnf(g`d{d{2!0h>DxTNQw`KV5r2uykZv6O+k;6{{mu^RoKo zuurBU;)ry6@MvkCw~yFeA0>0XwMNKTH)invq!%_R_M-z$E3*RA4ZlDVu%@EpJkvht zgePy^==W2<>Wc}{vYiZYFLRzh=8I_JJ#`Z5_PxhpxDUtJH@Hv2 z`IPWRE|MK5COrG6B5VqzMoY=zL1E5Q zvV#f(4H>rzQga%9&_JHt3jF|F(?~PJD*wxfDw5H|rHz+_w$a7`Xm|w9v`ivh$g+f? zXp!6~PCJH?IrV~Lh;yGva_rOB1P!NLycu(+Zj~4?x<_S&k-JC2$*mWsOY?L?OFyrF z%`qrDX2j$gI=hl;*0z7QDu^lbq}HSaK?pSd`>JBl5`tT12yvW|yj@t#Ow{|%*3 zs+IVP55vS8Zf3F3km$`7kBiYDn*yJQV#T+}KABFW^XRmJIvo)7N~+2@O~8*-o!!Er zG#E`f!>G14v~Y?w9%bc6VVj`VkrObMncMy>yQYT*Bk8+E5&l=HJ&7j_8nty(F`cl1 z;R^gY>Cx=Gu;X-szW){m=XeO%;H?oIcLzm;Sr?rGD;B1ca{(@ElZS6eKBOj};m4bQ z)hqs6ZbwlI{v8j`Dk@{SUx|sNS_@hbO|LTml&MfMLkTKZ_#HwMi64sO&KfJGN}j4K z*%YMeA^pv5aN*&HqDrq`d12`~LE+w0kmdwJ=05kTud3~#c&D$zXl|`$ zt8c|7PF^~)K?|#m#yAtUezLR@LBRNbnoQe>58Z9sjY}h+Erm z-@SWWpa&Lm91v2@*bPI=GzfrBRHC4M=p`pOA$`Car^4cyou8+FdU{Ge_AdBu?+3WT z=e7D@=1Ul|i{3=GAMgrE4kC8Voc6Hx!os}qux^M!jx~oSa(b)_ybBeNU&?v$P7uGR z`>k&56!rL|2v%I^$$Gp)3a}LiZ|$UXxwGnie0U(IhQ_q~9lZDRHh(b{i4L2~MmkkspGU^scb)Pg3|1*B}qo)Yqeyt(!}P z##@XeWZfle2Q|EE@cw)OQG9a)n;t1#B!)(3I*~*E+N|9kHA<%_s{Q$y)eDd4puOpJ zAR#C#L}H(%6Ly8yK!h5;C{-5x)52u+-p&>_U=jkQl3qQXQJmG#Z^9!BobrDCH2SE5 zCQ>c8Q>|r&Eg$rh&@Xc_7ncGXzLp6}7#sw|IWtphUVTeTvjeRspD+ppSBMAJDLg+u zTwgScJJ#``RXr3i_c!o5=|z$?Q42n~+C(>5r$@}|2x^5!+aJp8x zgf`{59znDG0t^Be9)zpfvTv`>Hih3qRDp%+0(obvUka35 zob&Fvzh$QDLd%3WD}>2B`S{mRG$54cV#9IPKDI{p&^HodnDfDLTK0-zSBE#@N!D)virN_8+@l;jsA*(aY<0PH64qz6n%&2-O$Llg@Q$h z3cKu?%*Z2W_mYVi*k~HUMWMw?NHjDlV~e!>1I{!^MxoRNBpoFkbH zpc`5cb+KLlWcga&v1<0uJM1Fk6@FXG1gN=><@$G(?k<%j9|;nIZBg;=uv>(aY&`xs z5&)=jlLXs@|2tp}l`Wno!eK(9$S|l8ae0+EDGw0x9i5H-FspIie?O8y%Sz>XIWaQg z9OeF{m?v<*SCTHegaen!)Ip$WO=7bvHQ79fzG7ST18Lx;LNAkMn=aE6n{<{WG)|O>?tc zDl{YNMYjjZKx+N3^Auzdz-ZHZ9bSo-^9JO{yd-KT5Qe8Suo#cArY;=_riCEYnw>n zvCYYbqV;p0>=9vgUlnb3DP`1pZZw`R5Anqt``9{5ARSRL{Y16#@}YRCm-jdG zs}P%u7S3Rx*kActxFw^tP&F(~0mYK#4hg`y8Wlw6hOJQ7t{G`)ALf3o3_DnUdvI!> z1m8z{op%!x|D#Xyw@wzF@TkTFRaKSu(&53#q`kMbP7{8HCE#1N;c4PftP5QoDm+(= z6nZP6OxiZAl!$pQr~f)C=^y@+VI=!!h1YK89vY3*;$mx69(-)oM#pM(Jgh?H_-r(7 zsoW5E;gjR9Yu5ke^ML;2vO&MxnPE``}M2M}B619<{NhGxLy^mk}W zCDU)^>h|{b!sc?RoewFxPjAewM!LxF?)F%Ah{f8pvi%#RXXiTS(bIg^5}sNw;t5K! z5NVzyq+Fvhka}S;twW>JzT0&-u81lV)m+y%#aH?NZnF)9v<1M|X!-eR`p1i2LHZKo zH#${WoXeFG;=!3)7^t7k>7vp5)3R&5-HYSLCwgM8V`i%y;C`;cw@Um10=(HzKlEX8 zhO;+Z-@ubYMYO!Ua}Djc<#~n$8=p2BRgv!EEh<-%o3?iRX8CIo-m(8K<4R&jo$+f} zsqU#k6&1mbiMy!vpP#9~JK|4_xUFAQ{=ZK29ex&oy%A(5i$?E9K!jCvVW{^+>y}DxI zCMCJ#(|>$Az=e+TVqCCWt+b5#RM~ui{Go&1%CLH;H^Ubf`)G@t`dGOfWGQO~T9}w8 zv6g(T|DG>?`ibh`tM)@PgrJ=*GPCp%5xU+*^*ztj|*8&Xc(NWUT(9^b^OSf?ny94n^62;1 zK8}qA$Xi$8bgr1MKZ}VfDP)kv{Bg%-S&XvvExj~IE4V4b3tK8~;cO87yHzUva0G00 zwX~t3VI&NaxWiSM0zfYOo+e7Uo^G++Q6St{&BVP;y8LgmiS6!IYVe{=4g}7CtXl(` zMb2^we&_gfD2f$@P2&5EtV^xb(~Esl*Mkns8vl4r0MNnOu(R^1AYT=bgY6#1dt>Am z^cRXa7=>fpM=OS#oor@nXlOLS04$th64BVi9=J;AZncZm8ze&;X^n2Uatk5DflOQ3 zy_Zku;L8Go@fiWS&jCo+yZ6hLJ$vLIoP%EJ_LCF5c-^nZEH^fuM*LrOt1;yTmZImj zSLb}kkl-*H8H}2Eg`b3|QEY)&lkIFvis3TiPjl*zdx0Ex!*L3$XOFRA4jWxQDZ-)H zg0tS|x$cjn)gvR9Q`G?%Q@!BhlD7QV)WSudKi$MF{43Ti_qmnR>ZY>t8A8AL)n!8{ zHm%HewGMC;wb#fTsh|>7pGyG$L)%RZPq2ni=Ylz8fLkaa0&0EEoYVM)T?S@^ zm{e%xp18=DMV(aGs*-Yg#ABa#CM?e(f4n275FAlBPjbKfQ+gsz6LMLu_Yz?5R0U>@ zq%rJiUbn6nvHATQ>tdi+oNZverzK4`gSOq!2CP=;^j@n zf?5UvymyNvGLk3~SLZ@RiVp^cEl#Y%8@~eD6f8+WS%g`Hx?eq*xWB0~+O}&l*#MkD z#Sm5bk9z8gI=GG#&`Qv(_xh?xdeQsehFKi2d9Q{HMr{~| zxbjtdczDRhQUl45vay*%GifkfKacMZXSS@fP@rb~DQI`Sa&xLDdBeXNAMy^MDu4nu zL-0F+zdkBpDw&y$<1kwF({qTa{kTYs=EH*`=P%3)(W>cdvyBJHok8hY@M#5f3kXOh z*UT^EUqNI64q;I$-{T;xN_4Irj;aVPXTv0{;62AflV$1#Q9t-gcsHI!BZtw0=$8Hl1J)0;M%cNGQ&xWWFPc5lsGmwDn z^R-TgJqc&HwU5H?xD>O6)bmjf($N;=6?QxAE@uC7*c__WmE!sy7{n%(*6z3%mZpbpg*_a?;lfFU-D!sVp|lJoAuRKC+4q~VSHzKGwX1ca*{ArZ& zsMNE#hDPYnYTNX=j3|Wq6{BPFF7L1wGS{#^$RRo!n{SodhgO3+@@A`AAJ**I9*_c{ zQJ>o9nhc$&GZN1nk7Dgo_tG|Wqf(EAoG~dmE3l$d9u6W5qU`gm^-nv2|7BeJ!YAqT zK7^fSBd7osA5#ZXTh3*AG+z-S5gq5}(`FpkAni3At{u|pb$f{;$@N)Ug74Zlo~)4M zQolY)&&EeIT}nMTXd3_Vz9MNx+GebqR#}p-n^BOL=eq1G*Qs7chJ`ze!UrPI-DHWt z*=Kw`2rXC($t^vzvcQn_oa4nu{$KU=M%mRF!Sus$1eHCKxTsoBd{I$>uiaS*sFUxg zEkkV50Ct(3;bnemv-u7s!7ji>qFqAIxQ_kYDQ6i1Xks8~w5g@$o5Pkhz>GU==^laM*CIi`ee(-Y030mNt> zLGS|UsAZ+1O462%vS<*P^j!h3GLQLeyu5*#w2QpjeonT}FeYgpW;}DABv#Yj8+HI< zq5#TYyJ?IbRe94|<^riX978iR&rhQFHh-dvgDU8%g-jw)L|&W=V>?62Q6jL*f_!RJ zQ`c9C{Si?`Uw|g%1ohqCU1~;Zv=M3a4$+>qE!05L6lt|--Gnr+jv$w!MaVM2pn@kqOapNlx9W0Qex;4AeE=LWfUfA%RL2{UACUap1Z-RrU5{&=>G;Xnd z;v*vAYW#p-WxN{aXE62|Y5C(n?&$Zsfp00Nt6X0Bi!XolQYt-+=RUY7ylc$juf>YE zDPq96HBB(9B_|=N1!8LugZok6xDLU1GLVUWw|~PHRKGg3gFIRVGHgwWv9fXtEQ+nZ zD@T$G7r$l(KC8R{hn^3sPd{zSmu@x#3B4BzI9ru4{D<)CHwS+ZKSd0FOH?G1xyL7y zXsEZR=N9c%JTf90S_zgy=ldEjsmMVSZ5^bWOJl{h?6vG^El>G7`^09>u_cTeH>_Gt z1AVDsTWZHKMz*NZ&Ok2-6YpR4et_vGIL3F|(t)6(Qby!JgtrRz2x~NE5qaS5G64NFZdU_sSklStjrbalA7vJd(!m#NwrA5^!PAA z!}DtriUL!0BRw`1N+up;m!iRT9hW9z)X)cnKI#LE2Pa`2C0`4g!jz+3*VayJh}F|E z%4hjm;1je$!ae8?cCDn_i3df+A*FszGZ4)b0e1=&46eTpovntW*8R#K0B3%WE%!ev z;uY0y%FGNpW|>N!64A22%0+k(5vaK%u8Z`{4>mT~-y7~Wn-rNRLGdc$Mz+^8`5vCN z$|R+4F_ytPT0i~vox2JFazKP6$ZxMwtaVAuuFDD4rffu|X(Y8Oa%O4ET<#UFYkk7w za_)_tRtOrm^5PA*TNqp|Jc_-aCr=sy@aCti^!QzR(|erc_u>CyTKYuBH5)>$)yDRmO`wCkJalsomZ&I51Uh=}f7Y)0rQ#Ha3b0QA&7SiA_bDz<;W|f2 zGwrzeCk@Ue@ZN}I2i6b%=nj2CMHEFrSBlSAnaN{-;ZCZW+`OlqY;wUG?;UUJAn)fB zL|sHN9*)>2RDo7@5u&~)Hs&ZHk$h%alO}%8u(I*W3^n14(MOBzfX>i4o@)AHYT;f! z&iks^<_{zboj#u0KfzY$SHkztf1({nQ;K9@ee;MnbTMlgHg2MhvWGsz#)?v|hX9k9 z`semA6?3wjr^R8*8m&|I5jW3c&!l~l3LLZ;5_^PN#$i%GpsLQziFmoD2yo(jn0ZCN zLiy`v=XY8GU59BEEL^10fsy_7_s?JdZ8u=fjLwBw2cv z-#;X zgawXDGJkC!*RX#X7C@!9iK#V0m4olgCRHFgKKb*fpPh*$Le4v+Er4^Kt~Da+bv$N8 zPO6c9-T#E1MA!kcKd(MvK#aXu?!quFE$F{UD~)`j7V?aPsDW3s(kzjrZ^L-5a3=H) z!?Lt&AjSUSb=@9C#=yA{{6Pvm{)Pxf4&0?{6Ia{bhJ?4LPbTNba4q)bi5|DirXcR2 zU`+Ejv;$u^YeJ;3zmssTZ*#qMAcIG9yLPA73nL+BRoTvA>|fe<-}--D8#8e3zLYCP z^ir7GH#WT>yZ2*yA-=OWOB>Fmy(X_Kp-eNENe?4FZ zD)eoiP$lkS6P+r9TCB)iEJU`y$)w;3bH@xvJ;z`B_4AbiB=C>)2uf_&YsGQL`~dO( zq=XbYs~&dct8HQ3!ln3HygDw#%B5o6tJ>f~Dg^l6LqLL|R! z3g7nK?IYH>S+j9TmsuYltQRSYB4>a7=1Ac%g!BfB0db|j2n%jr64PKqauS)TzUIn` z{gaQJba7drgbD$;_3E@6^9&XcXb>C`19=@E z%1CDk?V6%+3iOzt^>dLj>kkcjAu+vsS<7SJ+h4)6`Skv=PqyE`-|juVBa|m_A13(d zdfllX?7d>Mxb&6h?KGvEwaeXwMLAu7mpQ6yQ!<8&*J}YM!MdR_SkI#?=kmv{VgEC$ ziU@-LE`gT_1mX#nq?Xr}&;oUX9r>=%7|lO9a=rTE&0#;@jgQZs*TgJ$Usm}4hm~O> zWd%`vBY6s=_R3gS4Yg`5j3eeWYFJfG4f#*|UWOfo$QA)37JWwER}q3s|NHFbXJQC% zWP`il_j7u|zO5<3Tj-~{ryk9@>-$!0(Wy2`$;r#b_#s;Q`gT!tC68y?L}G5wd~Aic z?`pQ#n3-E0>vj}>o)WLp3YltUc=n&fn**`lhoR&O(H;96DNBrz>;l9V>{>83EVkqB zOr(y!CvXH%X(988c9x=g01;%AaVmBWG0@>kiMvL(3E6$sx-JPx*5X;WA)|Hm`EZCI z#d>od&!a@ecqkGN%Fi8AY#LkLVpR>|BA_}#ffs#bRaC3WG0lPcz z6@iULFDgAolM8QH?FOodYtnz*Ip8TA_~ZT*PY}aY#v#uWLotInJiJ#_!KEhlRTY*5 z;mntX2&Vfms{Nabc-`P&zT>wRpIJ#U&BHOqkrXOD@2&gy-&%^YJFG^`%}J?P6Ann@ zq+HZ6h7Qv5+1B1=j6}}Ay5^7mT?#2Gd7G@@?cGYjagFl^hCO@~{l@N^%+j(N21}Mn zYa?O>Mq)wI<$s{zD!QDkC0-kvgeS(ga#TZ)26l^&dp5==u45qWn&hEIEG`7}ZyPGDN)MstKDy z+v_%Fx`I|1Z8wC!WSMqvFn=(&UOaCHQw|s6&-On=lkuUaQdTc6yRo(ig-!5m|FT&$ zcxd;IAP(HXYFTiS@Dv}Fd6;8-#00xN(amp?T!}8=SOxdepfB^YiGDH9^qhzxx#5NK zxLUWC{kJ24_M8bkMR9cPm>b*+=mFw+E+XW?%}gft*5yBc+9yUg(JZM9D}6em(czMO z?@X`heBHQy?aupO&@q%a3XiNkBcZ1qvh9Z%o zSj4ys^6MG5g#CpdnP@0~P|G40aUNoN7Dus5P7^Tr^lvG3MOm2ptD`Z4ISj;m-Z|+B z?AwoGaZU~8*i9KzG|2yu=8)Exk-+Ne4+tv$232b)lt>l%^1isxJj%v)($F!vPgCAB zmG6cPL@lI6xshm_}b(PWmq07v=v;lAxFmrMB?8iKclWM~- z_4Pla-@bF+aXCl;fubpoO#PCYMx8VW)9#v||H8W+nwqOiy9{u3WLHRfdVip2b)b$I z;nG7dc6aIJfy(*tqCtI@SNWQfSJY9~|E5_8{^fjvi*e>0Lx})NBhslpeyt6mOcO2Sx{Xe?6L-vT7Uu{fj@lEW~d7U^z2HA?>NjNFfk%2RX>>$kXW~XzJ+b`@6_Tc*b}Hb6a>c1)Gf5F?3~ko~(^5%Z>%IQWIAZ*m=*K+J~>wl03dfYvCODF^CyMy3A#Cr8M%PI9||wF7U6pd4e?WW`nc+WNY%^ zM|U2d<%T$MqqcixyoS-xkJR;UQ9M5f#xCddxW$Wt9B0d+5{$H+MEF|l$FfHS_|s^v8{@{g-V6A^4n#8?z)z8Hqq z$iyt44Df$GNrbZ^`SF6!RRefQr^vZRwlEGgAKh~20rEJWx85`rvCtoDk^+x0n&+Gr8& zH?Zq6ot54kh?EX)tyD;lpOlp<= z;tA;(|H>*X@o%|F?cgAX=dzz1parj+Yu+hb0C*4<-IR~3)a@tVmR`S|Oa)r#euns+ z6cHiRX>pUo3Z4^>j}RMt8>{o_Q+w=tf;Wdu0A}sC+E$faZoY!Nox8s8o}Avb6cgC*74s2RnPi8vY&o~;LU;xUd&&9nYh#h(O<$uC z>W5Y9*Mf~(U^n()W^6J&<$%DKugO4P zsg0VE$(&r1E%s#t3=q3~kPnWFb>58D=)m&rB)_ekMoEgJP8znHYELwUp09rpTp4aI_-3d_5%T`L7T*EKuoYI}LO{1U311qe%LB;KtEZEvK^3#!EN- zZgS#aW6u`DLgowu=69J%oad~z$K{Hcbw-u6De;Ew+Nh7EWsq2BcQ&_V?|D9tGJec|?Bje4p{Tp9^hXTy$hM}ovmYeRL+Xh( z#WIgg`a*W2(XcOx#!1ummu}Z#s38U&3!th-WF8qNwM&g2{O(`)7prB8r|nmS{N9hK zRZrdy^hgFrHE;lnCVDJtpZElKM_`v2bQJp9!9Rh_3$B7$fA^D!%0Jl!lg1Fs->gfmB z4lGTguA&_h{;aw)k1EYa95P(%{Wva@ug?V_RuMo_Ztce$*9}_nHJ3{L2r&-lsChF4 z=W+Ng3(2R70c4!_3>g*x*sgB`7ND0Geb@>h3)E{BqvI4XVMa6h1T5^4iHy?WDcKO# z7ogt|Utm7T+OE^eQBk+ST-{kvv!P0bpmz?X5gYwP1ku;A4k*);2^&$`YO{GSWo8Ne z&L-ZLE!t5BWBlYTWMfnlyHZVP@=l#^j!xA*m;>=mG2P|8(Y0A8*IN0+iW0@l!$Vw& zI)%N?U2ritz%=s{lrj)R(Eii!u8h&PP&M+M2k!135!l399jY>B-tNloL*Es&N_OWx z8QF%EmSzmmtBmrj9vQ|Qx z=3}1wusJbX7mM9_X?^1MA0K~lu2N>k^N`GWHf+g;h~ZTLeVh5+{L@l+N&YvUM z)i4jJgex(U@syzLHW0hX6GzWZ3&mrW8zF#2H_GLP#Xz6o%-4j zp|t7Bkx9KTFhzud`Cb|kk#75Yp&csn%;dffdOF-rkR=h38KTI}Hr9_wEDc+= zHRM#JG8{yoYbjRv@5wY}$KMj7%*amX7tn&$$6RD!7|#~1LP$ag z|1VKPe0+Ux0?FKns9R}|YenAO;eOVv9g&jM$L<#Uof3|g-JcKyv&RLy=AyU%8)#WX zi6osHIg@-Xi4Lif*cF;(OP-9Cgy!m2_(?n9YsHlO`IM*zVv!aI+LSFSv(ocv9Jl6h zOInRNxN)l|gm2@%&k(11zb?*ib%3o{P!uGRNU&+fOIl4rlKo}cH^z?a>l_OGz1ijW zw669&*a@H9LFcy?)Y1?CXLl3R|j7?*)t zvseqd(agSJOj4ZFgVW9gXSa73wAdaaK4`iY941e0JKY(dFwx>;T7RTaHPVm=aSzu` zKHw;$0FAE_E$5NCRqiQ{#HC|;WXKtKw5jdMQ|H!iei{}`J~ShNvxbH%?F|B`5mAIFT506bWugOtiNeEN|+V1R>~;X6V6hQY}@j?B_!*eoSMr zZS^1lpO38o7c+7bUMG4g0)Opvy8oVH>Kh=M7%gracd^ldml-^Bi;Vj2bA&}x-U5OM z>c}23WT?-@{7JAyY&^;b&bWac;P5U!0*!>waD?Oou|{gxQQP9h*_1z(&vsA@@VKOkqs9yqo zh|02nnc|9(mSr5@@?C}`!yw)TV1;`;o-&hWad4WIfUsSG4S??hRR7*Tg(i`>76-_O zhnEz!@lA{v`LCq1fuMf-TP%^91Hddw zq=8PKsF8zn9%mF1fKf^GtW$rf;Mz6Ao3Lt>z(D0&^M%2ZI3`{qEcSRZf$`riP*yz} zKff4pP1Jw@P2$skxO;xWr)%-M4jO9YUndj*Tw544hAfE+HLwVa!>2?I?A0h+ z_n-u+R9(MJ0|Mr4BG#SETy=S7w|7#+8k7(k-NHO4_51s4Awt9<4uf&;n&0FSbY=n8 zAHSs?loQ`WRlUVLus~w0SM{xTcC*#jGt))>)fqtm)?~r^^K5bi!v`XCxdmpc82pUpF({hZv^nH5h3=x-J<%d_>k5ey?Q#<015icg&2+_g0F#qu_hbCdU@QFDsu92c6 z29aU|CZkF=pW8d4!%p9uWwR58sE33!J8y2-E!O!}C~d`<)1-Q=tR;>6;s z$x7uB&?l~k3Okb7?!6rpT)6I<(6lTkf}$^e+m3zl^0IO{yZQ;_p%*stFBS_>==Mqc z$p1<-Tq`a4CJ&``cMl_bHOC5{zN926m*zt?nS|)$A2&UQrvq7r?Jy}8#ot2E(D>;y zp%G`x7(3Be602x&<-a6W?Otd6G5oHXV*bl;ljCsP%(d4daZ=LRDm{d7@MMn$!<%y~a@WHTlNNVK_Q1i+8D)~w5L6_wIesO2n zcF9m;<*q0;WQFZk#$U*F7wqvAn?r^M?_)!C9YS1pe*HUHDXOcR<=69ao!%V%ydk&U zWVgr>)ioF*{}bzUg7>s|YL)q%@PRLZ(&?Sri!34X`Q-(2^yYBSpUy!(ws_RXWLml; zFjMVk{erW7OF@vp17TfF`m`@Mo3g8$x}tu#5S>sv7fHvwAgxRq7Nqp-h8f@PEC=%R z%V?6oSoyGSd3gj)~9~fj9pr6BUO#(M<98CaViyrAdgGf$Tg`{Eskm_ zg;8tJiIDry+WPC~bwOe3jes((bUj%m*&7o2HUBq)MGBxW`O>w&x zZn|}9wiy1*b*9D)97<+i<>4x9Ugo3#viMSD$yt);SQ zoOydQ5T0yexS=jb-@EL_HqdcmG&|daeQ9w^&g>hw?BLLBB_d1E{8s1a@JBXF>-StY z79uVLk$3crFRP1df$VryH>Pv`UEcF^KTv7Drf+)jU*KT`NY0u;6>HPvGNj=>y?Hi~ zZ*zWea*o}O6ETk~%;4M;k&qbIP`}@vi<;%-a_CYO?dK)BD##bq#b&ouZmAHbs(?Y; zs$8OIQ*%*W?M&-3HC)k<3}!jI{3^EF3{d(nKl5-XsNdFvu`976eNUQeq~j?;J4v5_SnjB#(05r9lJ^`^=9iFU0&~=#PT+;de_UvV ztBB=12sst|RL&s}6@RvP@wK)Vlsn3*7kbGR{jPg~z{uzH2trfW3=?6(Ul{Q3?2h@_U{q+gq$m zVERxf->1IKxsHbuHO^Onv+Y_0dOhOC6=`nNl~sN26MA9Z_4@DLj)35$|Gik@ic_vi z-B8OsQFF*qM6~|D*N&A^1+sybYsGOFM$Rui(Kiv|k9m(P2;jc|FDJx9U%$6ojs-Ci z=SQtxLIZKgO?2?4}ae0yc zVUQSbuM?=H{Tf?Gyc5Ow^~3!U&s|10^R|jO`^6yV=+(hoIhCVGDHZWSw3xK;MgA$j zYrY%@vG==rS)xLO)jD-IT885*p@+D$#SS>j_iUwkipX1;b1GBFoDArPdC<#+AFn}6VkU`4s0Ny6P#R)~t99KXsBM3cUDE(l)IbapM z%!C~J>iZB~#6{6hTBRHc4s%G^005CFd4Pf)5+cilyvv(Z>LBJ8`WERnxg7Iv57Ftg zvk`~^J>fP2t?y3DoMQSmyU9|Z51fs$U+|#V>~yom(kuo?$b_)}jO{Tx`h~4-eFP>L zPN*itzc?pj z|KXPPsY~Mt#kdqHkg9kMr*XjZ0qD23GQ~`_^gm5m*dApJB=FijU-Nx@gZ^-eQGGMd z8lS5J3wDAKO;LM8tU9!`)2DW^A<_L6B=Y4+MNbLcdD|I&HaZKAjO$>~v8_(!Pj#sa zdhgU;UXPLqH0@YE3uZ^u)9t3D%J zFIM~P@}XZWF7)eL5kYD>yGKX36XNR?FUp9t@$ zmGN+&Klzz#-|a1*-0z1Y30+N>n}~SUyn68eYp_ao{wttbLx49L!;dmD54R*#C|qVI z&}~KU$J&uvsjY6~5W~tAoMI|+zA$yV&C{`4Q>m1U47=`|tE(l%KKBY5eQU~|8(IRT z_pckpFMOXd_z!kd+zG8UU?GmLiFfzFYLOadW|>VIg^G%tARpIgw(2lg0|5v2{O5O) zN$g5M7$z{|`Y8)U+6Jw_&;0Wj#;%+kCvIRC@D&j-X?(@_^4It{ zX}j@>CwI}KD!&{Bt}WfsRm& z`n@X5%$a#yR~qjgN?N(WcmpS4?pXfF;AAv!cU|vZxnV{1Gd@%p1UB*eto$p^CW8~` zqZcib?*U09;@l8kpuy2ohCh$Yn86n9x}MeRi`3*7tmue$OQrqcx>w&!YT{nT>5vYr z9cr&%@zhabxZYrc&9hDYB^7$2TEAao^U7~N?w-DjRvBW+&lDp*(oK5}SB7j2SI+QuZt68v2($PWh$NwI+K^1v$(e7YN`=4DvFhW zc&b#lMFdG{6(etmrXk&e(rDbx`rCsD`1Hks52Wqu@qMSWW|)d|hn z4|meqXz1LF(13N-EdAr}AD~bQ(RjwVytlqKkFtRT$HLSU zLTm`UrOYC$BDLe77*wjR3fa63_9aR5T^>X2v8YQCO;);GiQkGWybZC=evdtAd*RK~ zt;m~DFcN<%-M|_vN>0g>)|Z85#*UHc$Tk|Y?`M)YAxV;6-<8-!9Q*D7V6L)f-?aZ0 zPyasv@jwp0=a=M$$-eSrJ7I_DY{WQO3m`X#F(jPlcZdMmFxC?ej~Hv<#<50!g3Lhd zSO+0`&a|KPajoYs?iWnf0P_|vWC8d4Os5f{Tz+yL0F)6T%psOvNg6V`18l#6cI5zp zzDd8nAJ8vYpU|2=_uO-KkoeWFe%0y#g6e!w0sZw}K)-gHV|O6IbKk8`@;$EM=bc`& ziT{1^zSX2L5Lw8u4`;%JoIyl5o!N-NKsnjyV{?5k{$HU2lOpxS;vY(xVw7AZe&7R= z{Dm*bHQgjE&CbY5mu}=%7w+3a+jIHkNtyccmu2G3H)RoxTSbL#XxHX6(DlXO%>)xS z3mJXhV-&W6j_T%;w2CNgBV zlD@`{QI$19c2uTIvXYv1B_jB7?N$=AsNZQHn9=s1wdB+f@6D4VHCfW9WoWe=XiKuQ zEKXvU24!YyLWyCrbdD_9{rA*l$nMfKOHuI6S6eJ;Hq&jN)@iyD$e*0*wvhe5_~B|v zNr;xLlvuf8YolGIGi~ zO5B3~@?ZXoxxVl$XGwH7pv@`WOf&s&+q9bNZ;!Kp-Clf@06P1me%-v*xoPGk6 zk|QPSh16%Cm4ZM0lH{K_A#uO+I})}U)$C5Oa^ZqZ|K9IO=fQ*0@hiU~BhNp-`pMnH zksw~Q4S&1I`o{jk$tWoqi2lhYiN1zk2PfL}H}0`kb%`u&vgpe^gHv!w;-N!_>?GWs zocj&b5gWn7hY#DrhXxzJ0O|hju72)Be+;B&tbY2}%O@RVrDE3D-^1tiI;V zR1b4M2na-@I6GXP+#V|xd9h|fiBA`%l|&>gFHF=2i)3b?U5i&zv!L>i2%+miZQHm+ zBxK00UArYRE?LQ^y)75&hh$)UR<5*5?@2m@Dr>oOtusOyw}#RWo{j_pf0i!COPR| zv_}YWbMJ(-b$f~NvohnQP|E|^tL+$(E+wk~;+vNdFR=*$=^a;cJ4-aWFo{_nk=IUK zP|`S}eMk$)?SrP$up3q~`pCzgD3#>I!1ey}egf^oMi8HB<^+Ccj1k74pAZE$keGHc zS21UyN!*ByInQ*Obw}Em2OwFz?qyAM^Ryp=J>%VRU?#o~PvOWJ!!Qsds|M4IHzwEsSoLt9o=UIp;;r83X|$5g?cY zm?TnJBB?;imd@dPC&$0-kMDdwpM621k|kM^P07j%VJE!Ybk4`ObIT?4)22pZ@bd|Fb;u z$RqN(&wWmwefC-T!4G~Q+qZ8I2_cPQW+I}NWU?KR4u!EN_#?YPFiTK~Qy|-bbFxwV zNP{w994Yg73_-YotRh7mM_O=XaCTYX+cAKEKd|7)2_a%(9_qIdYaGEu+t|n%&%v<_HyiAdogxrpdItCQgFc@Nl#eM{ zWM`Rb!XODw3$g~;cLti8nJTu#U<{%7j{=mW=f*0U7oMk=#}So4==HwnUWxj=CTPi zo7pGJwsl34l&Ar-zAr6Fm#fy7$WU*G%<8U_g4|e_O=B;$ruH6b)B6B6zHV&mlE+^^ zC5MhTD8Y<(b+2t0kec>b>FSS>*ALda#Z$=4u@DF=KmPbBrl9u7#&w1AnHyQnFvab) z29dgSO`*i8&hz)LUOpv#J%etKx2w0!85Xpoy8HUw^Lwl=$uvg@C+*+}l-8q9 z>t55`CZRHD70B*T$pGJl6own&%Oh3l3Trb(HSv7WvGIl!ux^&Rf>MM`*C zJZAUtMz^0F{fKAdc5GfJwLNLl-K#eZv_G;O{zDH6;{kHHb(<1OJ7;%56UgK+~O80vHeNC zc;ST?+#+9`f74Ajxj_?V#H?Af#+50GC`Q7xobJf)Fz9qRIti=HLDUEe86}~kVfaa7 z;|%-&%FNV40(zXLUyL~Ozaa!ng^8r`wgpF$Zo5s6L#}gkWmav?*cTju7%2hhe&B&o z7aXAtOy}&N&a}n($k|BXHyBsilj$R5(+H3tYJ6vbksap(`ph&BGG~xIrbR#mG2%QE z=NEk$FQ_-!H3m({Y$GF{4S=Ze9nLaXMzoP5aeduN8ro%lV9MJ_NKTH|AT>_)c)j~bzieB{WOs<;%uZ3#1?~OIkX6FDm3Q#DO;u)NhxjpTW< zQ&o*pt^{siaF*P3*#enYoFSF

    XuYSZrzlEqRMbJgbA(yWAt#YLK$dK~%u#I;Lg zo{}S;b30Ml=CWH`*Az)slh|`?3eTc3wTts?YP7enMFQO0?4#GNQO01R zHc~mU4cHOR!!|~;F2SHo3>XuD`z7}90$sr75*s0ZzX8914p2VI8ETL{Bj&mJ=9}N^ z2V}8Wc#D;h$Er(|5z@tUNywQ!!h-*Xyb+5+0=?J!a?h5^U&5~TVI0<@p@yY@z()*!-kSfS2*~%Y2c1)@oJLQ3wPdYh}wOTbV+pWMj zD|VKw(QCzNJzseJjC}L{1Jc_wDCwz*Zi8)}k>gcua98pXYwV0os(l!e9=AI%KG^I|Q0!&sb!H3^sm|>>756zGg&@ z-}=GsV>|KL1muuNZ+6WM)Myz;vYUM7*Y>5%)XR^cY{<>evIF5NAAV+}1zpA~6NnxI z1rR*%et33m2IPbF7J|$Qll0mD`d|O6{Qckmy<3dzi(mYrdyOKBkq}W!GS*H($E8y+ z_m^oLj9w7f;)Iyu!6*g>-eA`q$+$-fW&|jc86rObXX2;w1j{IM>sBfIr+<=pZ@eMt z`a0{S!I z{61HI3n|G_g7&d%7rE65kCrz{wGtVK8rhx$hZ|fbj-~Ly6K|bS!XvVCZLzx+OU5^} z^~m{kckRmg#w9q5Wo4V{a)R7(%_6yD*HX719M97s>)fnF zIaSf>Wc8^VmddSHEOg(Kv1BUbtT-jOS;?}bEYlIes8(`$~?Wt!!MkYL&qAm&kWlHh_baKe|yb5D|udbak{iL zH>vD<+#twI0{TJUAkbqfH2sDCguTJ;c%N-Sro6|l;3s)j6hBHo<6w~kf>vx%qP(I{Hc`a4}_V-Bf z1@FoHe)5x_lpAiiL9V>=O1BjNeUUgJiYP{ce|xI}g@=qW0)azf#E{Pzjc30bQp6(# zv(|Yy`~>T`ekvDb@*0^)1NoS73zpMl7aWP%vqyUV=l_%{C4QBk|GYFk_E_MX(1YN} zo?Bx&0|bqLiVP9@%(IhZf*~km%s3BnX2Ho!2X&)j13^ubS3&iS&1oAB{U3&fD<=-x{GMtl&PkR9N}kZmrW}Ztt>}gc+QJw+Ojed<@m|r6%4s1zh$c7+GV-Yp!a*@P^~n#bx2!F zqYU-3XPWj;J#X2{rs+t0azR(bmk%k!Rkia%Ee+ zBv%TuQsm+#`Lb>~`%xk50oi+~-pP=~T^6XUwyh|T4J!*A2^$(5lAf*smt}-7)hY=* ze7f0fBCZzM$zxtoy5wlP>_64)wnKo7rKKmxe3f-qZ@(O_Xm%M-aH^ukZF@k563|Yp zfN8own|m>*EL|29rO44Ehvm?rgD&_XFe7v1H-9i5P+m|tx;<+C`%j|jK?M$4p) z7x*StiloojikX1^379Do4Ei6wo`GCz1NcJ|40`>Ndn8JAyF;-+1`r3C4ek_$HlQ_IzL?@KUu&jOMnRZE2!b!k=;AFeJwzpgk9y%n4 zj#o-s$MCaSO-fM7P(AY6X{ps$_KDkkQIX5sJ@j0;ytcdAm1+B$B3Y^B*tDk5ktwi3 z>)oRAdQ0m{#%#yhB6n_cdygDA*6cRWF4OA)R*K~LzPFAv$nokn_beR5jQc?FYP9b6 z{ra$c^Pz+CR)ExTpJJ64B#meE4xegKLfx&MUbJn7vuNzGR$D*vbEwz`wkcprD$`Yi zk)QEzJl#=a#+3E%_JFbz{zi! zp2d_%uE8S$^h5d@*Jl99PuVpiYaHgQXhZA=b)k%rE~gjf+x=?K(S7r=euT*{TxARu zNuzxkgoUgz3xq)qW_n?3@cGOXpPOV(f_M!Xdyq zC59FQLMOse@NgwcPaw-Q4j#lE>mFxZgM(ntPkT>LCPrF#UcfI86(fJ1Q^0Ba#YhmC zW3*_$^R+h%j-+ZpmZ_vIcE=9sQ)fPS=8VLstj7XdaHQwK2c_j_Ka(yE>R50jUIVo7^ATx_&`#l|wZW@D)wR}#ZsVmxYD zth}eLrCm-{bxUeSs$}Kl%Dcxp+~Oh-&sx0}3zLvIUZ$r0PW_m#3@RozB&; zSc=MSpAxU);&l0tp3|>n?8&#Qx*U2;RZ+IIy(C0&4YDvw6azEtlmE% zR)gs{N7l$jcJ)9^+Z_>e?V@1cw8cu64^}igA`6M;-b?0Zxv7%Ry~7qN!$A#g3gNR5 zoNQaVl2rD&v&`Ci&~q03fE@aKl;&+99g>Ll1nD7EA&AI6JLDsMK@@`D~pNj z+__V(z4lsp;DHC^d*Az>%a)-J^fLxSUVH5|7ZdRJ{rBH5n>TNkE3UZ0^}$H%ZxsGR z#7P zUkDlf8*)Zp@Ya>T2_Vq{>;V10Rr^hAYm0RB$4EoV@3tqI9S#fF`ZS2oRKgS&7wcAY z)GxF>dX*#$@7Z;xrcIX4&zAP?ez$PN+NF6?t0aZLw<_5p(^I3w%w><12%S9BCarqz z=9PtRCBsAIjnb$DV11;uacc+)sd349!X6}l8S}_Y3mx4GYxugB`QowEXYlE4jvyC=(=YgI>Ez ziRRCrJf@s)mMa^?@~=&uZnm`$=i#d%X5*mG|i*uicv(1l;X zUlGU~C^P4BSUX0dJ!v~^9GMh9=uRTfL+77)lk`@kKgEVd2xY0dcFxmPeN7|X` zj!!)Cgp)0+M&5q=?atOPLxlQ}v9_!m1d$9I=R?xiBkfL&SMY;=)R!nCkBE{q3@Zw2 zfh>-Rkxxd}Au>#Hn26#UNy9n&iKJO3jSd_RXFE|aofM}>VC)BwNn=!Lw2>wB#_N;; z=V8=&9ct8DUwTRUl;|ZbUMw-^ zAhMLn$Qh%()Pu4RTyanzDTZ?u=u_4pH14-?!*XLm3#J*mMJDt;nHHAH&&f&> z6SJnoG0pfrFS4!7A`224J+n2(sx+N zT}x}XBTY=Ztkbg9D0yPa{Ly#MmWQm;g` zx~|hb8+Osc1S!gll{l^UF(o(e9%*#Xa5XDAN=Z$0`@uoz)+*up*wu^V)dRKeSum!9 z-hSmmNms)2)H_x3_P$!TS@)%@i{v*io{)_6MEU5|i)GXD0_pA_(7Lmg0E;{fXSZ0O zq*lvRPuc4`+@{k;;%I>0UiJb!I}?VA^SyP?IVxke2dGy0vuQZb4??<|wCp^C=mpol zPD$mug}Lq-!;yeKK=!e{42}Q-D1v@;6hykedC3`rmGmEiKn8Z`H|Odrp#ay%4iO;J z-;fu57a1{#N_p%&uN?~quz$z{TT1YYJ*7Oz!)%AO73JVCe_+1B5YBQ21N%>T{Y=v6 z15=?-;{|Po4>TPNM?YlQ`%5pq)J?6QZ2kE?aq5m8JLF>@`(+Fv7OS8HSey1TY|z&FJ8CG42pF z>o9%*WRt>2Gcl zsjUlqI|gXb)X%2b-}#QT?cOZ|DyQUy3j<%CO-2YNIM88;83x*0kCDK4oC8_o)dDpF zBYTE`W3v5Xs(?J`(+t4SmdL}%8Pk?0l0`;F^qHK@4Czv0zzT%{75E)kR*eNbc!mqP zAwSMr3R=8713w?Zbu}HBeR9__x2M?ahw2@H1BuD;lARVWKYIL_doJy&O=VKmpu|vrw`gvb+^}i3dw%c9 zH!G#1t6vK8Qnk(d-1V52THn+qXOtK+Es?TvIM7W!T@~_GRG1>U*-2Xe0Y}~-*_U2a zEH&CbC$ycpMm~GFHFdg8xPwuo1oG3@FO$?H2K53TjsojPO!*?ahF;R&&{1BQu4d<* z&#r_D_(7X$NDxh*$96DqhCP^yG6Vw|ac{^PwixmOsl|WsH~JM08F5`BXV^dv?tv`G zHedt1_p>tCVc(gL;P4`pWgQ9l0ooCg<~JY<2Fu8n5*vkE7UKne!%Nb_QNC||>sxLr z;*upxd{_S{q8JI088Qrj%nj2x7}X$y7Alf}u?E2gI?})>aA1u50?LED{8lDwJ6^muL0P9;EXfki{& z+-A!cFU@n=talI8yD5NITvVd=DpvL>iJ~=l){5uf-qdsXfNT`xihb5fv*Kh?{;;mr zG%In-Et8c?7wR>OBr79XPAQpr>41`ZB{svlEpno=Rdye4kc{*s*{1heFegjOE1G3@ zd6RVa_RI1)*;1UZftLOw^T+dbFYl|B%IY>pXqf(Yys}4n6APquAYBPhzm|8FY+IHh z^NSN4@j*VNN?6&;j5<}-w!3MD{PwXIPsq=nE!Uu_Qwdm#teBfEZyl;rQWGy5mgT!= z)!5IhTuEkXN`mBOY4EIdUcEF|K6&F(xoCNwlYx`D${(^?ssu4NOG&f7chHyOqEvbR zW%Ff`)`zwN+1bgGta7hZQq1&8mxa@RWYB_jpE@zMGChS=Q3D^25$Gl)g#Lz((%&Ej zO#in2#=shS9S%T7Y#JYZ9AW|yVFVrm>4!lXY%C-F_-SN>yeKozG1I@vvKhIZtX(pB zKqR<6vWJ|Fb+ItMr%j0?I81)nWXk9DAK?PmK36#-39GlC%f~@mPR37+2CmKEp`T_~ zMG?jM5YbE;9Wfk^h(MOC2Az?>&@W(=4JSmI{A4I_i1uudA7GgmMsh*0@y5wa)`-WY zr%Bqzjc&n_xScztSDpHJ7aWlzM`YkPzmbmn@0UIeRtl9^mFYp-PSz0;WY_{4fDuN5 zMs&zzLEo9I96|wtAeJ-%bBL6WI!)>?~rsV;VDp3z!LgovWjw3q(KQwYe&CZ-SD825Ej4Kw5mV}7TbYz zx-8SSm4&jeqD5-!I;Bqrr9rRR($eFIM^bXE%qvNjth89EsqdDy?oL@dKSSF3;@tGf z#N)k+_Ytm^z;wP(TY~-=zA8$%#-X)CHS=+Qr*}sXPSDYQO{$k|Fv_pe$B0N zx`Ch-8$3(O3RC5cLk)7^XrtT5ZQHtHIUZOz1tNOc`cl>B7_eMGhU>KDJNVd(d-NF3FQ!DxVZ3brS`;X;UGYzC_=}PNT;V z12-COcGwB>^EQ-f}KR9fxP@AE6Rhj zZFnkQuM#5&0!#FtQ6j>=Vyqf?Qb|{#61LQoL@7VjEM0ou@&#Eg^Yg;)8ri(6&=IIt z_S85MamfmvZ5oo7-l~#QO6CC7%}kG%>(`~p+PMjmm=rIK?Xi-QRUq4xkkIw_9&2>V z8e(F`$&U4zq{Hk zev+%Ck`*A|-dE$YfoqoLxh4H~ZJI3$W@oxR#*Q3sa_z8vU8xk6l*;MWWG(hAw;Vp3 zS%2@>hvda~sn`-!U!6krPesIkDor6sc44 zT9A`0OJ`?EMQx|-JJ#efkIBh#8r+LyC-*6#Y?hPNT{5T)oAP8RIh#|EDkqholEp(d zY}B2dmgt^E>u4X|D-9wJxef+XS#RGtU()n9p#Wtfcx6g1It)p`_K@i^{bulQqS33rC0Knsj(O`~ovT zej|@K!$<}C2HFX^P!60v!9UI$htFvCRJCK~)~!Uba$Lep$$%4nJ0BvN?j1ZWS`DFBy zeVf8b&J0|7eqp*?c2Tigmi>Gn14E$C-eiCUMJkmTq^87aP#!C1lrUv0*>I~2)^$i> zZnBdvOYN^)lq)Gpk`5kkbemOYXC}LB+LP~|k<$TU!BY3ANPbQXtK%z??o%?CD4W(U zk`)Vc+#)5fAFOp7KeNCGOUS>tuhx|*Td!T1H@r;u)(YdCQt2DN(Y;Imn#yl9}Szsq$enZ`c-@wIU^eFCVCLD_G`fT|RP+ z2H8rw>KeMGNy`)$7bC^#tajPtGI?yI4Jm!@^fS5J4 z_Bb-Os4PRv9U})$HK~kPFl0cwRTg>KiL!c8k@Uu8D`6eBfn?_9mva6rIeNN9gL)-o zdOeozXO+!*C9T%ydA{&H#uxzC*t)J*ij_=qtx$u&o=i4N-lNypB>I>U5nD`SEOyf} zMb=-r4%dbVk}-ljOh?cL^mVclOi6@bVS|E6t!3E^$jqiSavs?evOAD7t`UyeHI&r| z8wY>$nfV-!P>?mQFO1NzUR;Knd~WJI6(c0CD7R@qL?o5XK$S(%m__YU_Vx1 ze9STU3CJr_WulF^w;jA^RGEX|#sV9Nz*J|AGL&d#{?k9n(9eD*O?TWO?c;qIeD`kY z`XB#8&TQT+m7o8-G(GlM;ERcawqjZq!6T#CObcZc+sGP!hl|uAdvCBwpb9yoEIcS5 zZgS=YWMD~Yrpp|S6r}S!)JUJVDWQO@H8iqX-H;2`j-P6g{OlxQAF~5W#^#q~=-=_O z7h;kSDC0z^VWw~eO-aXnVHToIt zPKIppyi9H5PHAoFmZb}_Br7e!tx5@@0!(l0>>1F@#khq;SjiG}>t{zQTjja8&bSpG zuijK9Yv$+52d`MDG8jGwalN+Zggp4-QI}!M&Ww`{D~9(AWJ!OXuS4!Ui*`uMpP8N{ z3shFeE0lC730$dVJ672&Zy&Cg1eFK-u=Oi}T|6&ON{jO4WL=MRDq%%6x#t|MCxndU z_bEMujj5;gdT-k4Tqr3?lWRAWx@Ylzx0OQ&DHF{foXvA7G#Y!VyeFfb|#7 z;atcF)3~^fO)sCS{t`}52QuhP*@Spv3m~2hut8`!uuG6y`=ntwLLE@j5pfU% zkbYX;lu`tZevUaDfI7|mlkU8oGYq+%+l_CN}Sk-iGmv>jW zsfm5PL(<%nsMmz#$H--CGh|6og1l4S;j)EfBx|+IZl#RYNl z>i!xzRNm&YZfq#cbAVe`6-sMopSYPH_% z=QbMH^58>PFOIgJNK&ImM-hXtF+14kceN5{R{%d1mKR=EcH-bF+pQDo9MXSj%-zxCh+_2WIi z;+Zhpd#zfD5abQg!$#6>>Ye`0_0f~0B=!UoB{{R?GuO|RS&6A`udwcc7`Jf7JI5N` zQucW{$+D<4Q^}&pyNB!DA|Y!Q=1Q6px83@l1xcEld)$;l%F6ZAm87j%lp|{vx`Z?yh!I zEq7d8>PTl@Lx-#12bJI~DjBvvKYa3-BaG`-6-aJ&vRkdOua7#$%8grR%Yjpka`+Te zgl0)%{E*(eL+Ts4Bvs3~N=f27N=OF>2V`Ygoa&nrzJo1FoZ}@cu&3DqB~q*PytlNz z>?LRVvTDh&zO#a5kIIG53-VJ`Zo}EcbK#_pSaj9n{lo4)VcvU|;D!1mVb!bNHU~A}JRuhaKLsPd1mFGccjYht@-HK;oaAo(beR-w5ISjN-uwx7c-$4kFnUPx?u_O?JOmK~fW{s>}jEpd% z$9;^9j22wQE4fO)^is*Z>n<5uyH@(C+v(F1qvaV3V$_)r?%5+F-+0|Zxp;|8YJpyCTFB-@SS@O$^)h|Di?9*Z&{NqwJrT_b;#`-7s`^^S#Bz1 zV{?}*o0lz_>4|Qo#118o8sKGvk|((A5A5t5W}@SGT1 z1;lBcme0wO93?tcN?6L3c*Q5i={>vU^}V$&+r)Eqj?8E=FTbQrcCIa!;@o7HEjxCi z*=5L($GoykxmLg5t7MObNsz%s%L`<7ewv)DYnNX>Q|>zaI7TACXa6niAFJpU)ITP&q{>^(R_<4qyx1K0)v zN^ClPjVuv%iM|IxvjL{_*|?bm>^!6l+d*KA{lT7ECJ{McU-+B@`wK#m^`8v5H;0$3 zaZn%cVHl~b=m55sXY2e1%EjOvHvB>(X|x-0&X0fmWBJoR{nHDoKSnXVF=I&@4g#Z3 zU{8ni18_z-CxT>~3gQRwj1fjL)Y(0+W3zVVFy}X3L&>=WLl6dQSDd_!Vk2M98H=;0 z9FP&5DuDzejQpPKGF8PK*;vb$G<&wBUv-sa-hH_wlh&7Bl0Ge4(&EK#qvP>_@*)>Ts;LX@$_O@cLPm`8Qg0(`RzKvyc}7+VHjS(z zk8_dLNF!5&{vjJpG?>ZC3>yx-7gY7cB!f9(E5wqaOqrWP;$l;OvoQg{MWYh$ef}y zdFGunE_1eQQI1@?nflfin$W+k(=s)zk(fZs>1NA4+MjqHy z>^E|XBxobbXFiHoKppLs!`jkbv7g9*`uYu! zG|Go9$B+6Aln*^%P$L{GFtUQ^!w)|!fAmLx^j^D05ryC3i)Yd>%%KJ(4MXoIl4cnS z%7Zia3wW>{qlm0R0drv91DLbpb+QJMwuOM;>>&>XM97u{V-Ijd!EH}jXa|BS0tx1+ zLr%C3!36CxSu&EW)HQX<`epetyC6+o*;^ycZN0K~2^(L>$)RJ7(y7;B^Jf;gAe(kZiR9^8 z2yZI%01I+c5({}guDwS|4*OB{Dj7<1S*qHGF6mc7 zL-{k5oUsT;N>aS!q$kPl<4O>{Qiw`{+-RA$A^k_si0jU9cmU(3fL zA|JkHv3q9h=T9D2A{QffT)$N26sO64B~d&>M%HXdyV1TAE$*4Tg=HyHR+u7Z>W2GS zM_0dFM!&YMLy2v?q$I~lLt~e$T%6;cjeGu`;VfEQoDvkh&it}WY0~vMEv5H zCJW?2y|5kl66%W0Kpq@qMuOYR>^JrW*8w0!P!pL6XPNxh09im_rwk~BIW4wQ}v@rd-O zoWV#M*ozjZ5)b~OBSWbq0?P%Pq0f?7D$7VrWz$&vy|X%U0EpQwe3<_-6n%d zFt)EQIxCw7iK}nzkwfK;(nGdS#Y#qvEdY`d<7MfbOqr|a48{yed3C$g)_1u*$d=8? zmYU`+w{bVbk<}$z^}djsMM}WPT%BRt0KG?1c8XLrcFJo9SP6CboLZhmtM8QArRnm4 zoeSK`mB;n^nISbTUT(j9p)AqzPSs)|!Jzz>DZ++eU$8k4GY;&K**Ol&`g{8vzoE~0 zvqs^vjZ*>YgzbQwQ7`I@EFfo)FzR+LP;W?D@IaEu$p+l;;pe+nxIx({gSU+VdSQnR z`uUNhAyW=NlQa(WhQ1VP96WeXUU}se`Rr#udsh2J5rv;IV>4+uQj96a-!CK$2*vKJd1m^^C=WotM{zlHId$`LOm!9T} z1xIKP$QOMM*&r7JEeNayOE^gS%v7{nD3O(xDE&%I$m*~dMKGujriN@91cq}Glz~7N zaxxR8Q(qw>^NNzCwQES)_1LtgSSss>7u}ehJ4?FzdZoTe`?3D^iuJ|v=7D-?Q1V5# ztS~o4-q>F&Ep2_WZb`1o&aqT|ThD-7Dj)L1^+CE4u#HNHGSZUdWMzxXa4nmYC@aKr$f~SGZ}HpW3xlvXrPk@X|>+ zdZI}Ra^qzEl5{y$GfetaidsG;hBfVON&e*vvn4e--Yug~7L5(BSrwCO^Nb#=TJk%l zIWoPI>6T2P><&zGgpkE2YVhrdG)$WR(7WF zXN>yOuSNrX$!03hx40g`DE-f}Mw~Mhb|_S^0WaHvfbuiV)5zI)eJ=HeIPhB=FvDLW zYqL|l=eit`loR)+y}buO4kHbC`lU_LHGCp|-j5`WvKdLk7lj&o_wJS5yLZc{KJ_Wr zCVpv`D55wQW-Li#bPo`8;{5yo%cN0f=7swOOxeNljh8r5kKn_MU!;s6_auNKYlO2z z4|rf0Cr`$R&ul@ENa;l+7962%&_85AAi*ngV#Jq&;F0ew3(4QeC(;4YctG|iLxXsp z4?CkoO{;ts>^)QXl9degDZxo%n&ZHrv@3DR&PVTvOJ5xEDq1$A`ORFzn>R6mP`xa|@~IJc~f>7etaRO>L6 zx=5daj9BK3e&Ovi1e50?XTjiH><>Q4h>R_kK!DHRfB@RBea>u%ZB$J;v84=nVRI*I zFZeBT!X65pbOSvxpJ<3=Spo7xjz)t02INQ| z2p36v^UXKq=+UF{iBEjOwMC@cBZ?@-f{2qe5H6C2f%FqevrHPVj5_)SkTeX|Sc#)K zAMXLo@I~7AVd$w78A8ee`NVM&L{L_o0V8&N7wLd#Di$2EQEzWxg`;NFn^9E)A*LGP z9O)|rLFg&x@;5oJ_YuW3CcNvT4UFmCz}vYwzfh<%@D%w(W#| zmY$a21XHP`wO>_=%-lmSozj4!$O7^x~R4m(87swk2>fLq#CBK)M?lx}-zEcm8L+=X_u-zOd%Q z+&s^9UwiN07WcAV#tqzb7{fMTF;uLpDq~aqq@6e5w zNUO~`t^8F_URlU1H-#V2tu-+4##C0Z!wVaORxBtY`6I0h%d5i|DnZRsoz3gWPze?q z6+*TUKFfXR>Nd=M#^@}j26RLv@)mgKGGJ1=5+tO{Q!eGt2^TjU`pq#ET=1f#&*P)L zQu$6}q|nTtpodsvHdn*Jv=mZywICrO|EhJC!;N!yo5Zl5XZxcs|JgsM=UJhlZlKv_ zB#wSgW|A5A(hgx@S3f%!pkWu+D?;Frg0IJEM10qqcWF87x-o^Bac}m9&m5ZefmUkm zaQxSpswY+b_-UAU6(X4o0N2)Ahd?mk^B17&qiHBKfO_;wVOA_7bm7|!8ms3|?H0AT z{DA9uaRF=ieB~hlXT7V}L>tJDn^!YqbRh$_f_0RK$6@`>wt&>W0$$?5C2p)7@YEVO zJ-g06(WiINiuG|LIgt10rtZ1CRLt_oiYHD-xXX~4V*Hmkx1K!q<>k9H4DO|~gMf*D za@ug!T_9V#{ry^vTA62x-2)TG(h}Il=fZryMWmJ+T)mK?-rB0yE=M&P$n3Z;^)S9k z78<)LISY(9GM)c?jQaFNmP`hfYS7qITTFG*KOD-l z7(6m8*QJ$~+Z~39%+I7?1x2lW|GFq=DwdKnHnDoU7Z==GpWzlJ<)oL5c7Bn ziBGM=D5cJmt^O9BsG#9$0878C`T4ZX&iYAsVIc3;$C>oyhi^XBYr<8k!PT+lyrxZJ z##Lxb&2H+$$wtkpZVD9^o#iIf%fSdu!#E_T5w@H5BKi1_>+s#lGfKQ<(&MV z`3|pMm2;jh3#oWR4Dt-1$Opogos$K=@l;+`F|4nm>h;8I<+AAu&G2<*e05(;K)kxG zL>XA&bne^tc&%!?Gz5f`@k>$`s|TPi05?10rViD~=_uV$<6;NtfdcMy0}Q!9CF2wHwF*WKxxTk}>TcEK0&kQE=v@326Q1V69u2%kL2oY| zbvULDk;2AHRyGmk8(R02cWFyX8a_LJ;vIU7pfzSfJZ&)_S;fpKps}uyyv)qP(zcb_ zRk1=A{`7@Nx!dk#Y%LZa2gi}uD|;O;3}LIENHFgAMfFP>U+lMKJ2|@?tdl7BWC^cDt+pDkOz4>?`je$dYL-Zl`An=)0!x&EoP3A>|VA0~2AkY0MB;!vrtZ2%TIif1p~ z&gg^i;tLFSZem|F^%Fs3b5jIEM;|Bze*4IXzf~VZBXRY%)YD<}yzAh>(s_fxX@CcP>i?ZB^w7l=#&!m%3IL|C-osbRDp=vQlDqK1-*{?j ziK)ma(^6=+T6S}{1)r7H@8=S&Wd6|2su$p_G$s`t4yS6jgYbptHNT#8r%gF@1$KV;c^BY7STK;JJT1sKo~z$}W9@j@Db!F2r_-9`3C zRK*q~BorPSTucvG{BdcSb0$9Km~CC$y*|XB1k?j2*UUX8u3#-+Wt*{W<7?)}q7S1wT zS`cNSsO3tzwd~X-PcIz}>!FJ=INLYsU-fC8vhQ#=fFet=!k=TR_bxt(Pgh*5`ZQ?o zLhNB&wG%!bMo#_I?3dRPf0KnZLM&>)Yb|Bo_+WRG{by%bhp^5o~+BkO<5b5B*(buSY_N8vFg29*WhkO2wBDEEOjNUf#gwZy}sI&v6p3?1-SP=CP?2K|&bD&tV92 zUD9^uzLY%vjk-qfvA_W`i%}{qsE@p;;^5;Gmv~c?2z?aah+-b#7bhx|ov*QGWLM6f zav6{Ot|V_fY5qVVF*x|fOC8&RVn<#7YkTNVO`*CE%%oo@#N*OlGP>0~FO~o?1`+AK z3ulb(mU&O!w>KgSsA27>!WVF;x zLKG)hw})dVYc?};a*7oV;FZt6YymwyUy3g>^D*63Y$r?N6i8)+LftGjDMiCZXHYuADVf-vBQmK)lUI%U&L)I@~w%}u#WwWvRhrlHaXWV=$0 z^40L!E6lAs0FU>g9voA72IpSCAeXc$Ij}U}gB>Ex_V=CJ71^vxaH@$9JN7K8WBx-u06uqq-PDY3Xq{fpI1_FE1W(na4z0Cj8IWJjh%+%+I`e{1OT*?7Qs=Q~Be- z0%W@R(EfS_*#Vtg*hl_R<$|gjDdq%XrG6}1U1Ue|1b)iBOS~M%!hF-ne1$B-12yTc z%vHu3Yg_%rKvmLy#qWTYN!#YHqSC;;Xb6n&%}QpVsUvcx-3kK0mI=DzG8(AZe8LYE zLn}2{o)$h7T7GkB7YLR4cRyi25cLA;cQl{UW=Ecu&jg!5l zawFy+Wey-MAhA$c{;W?hqM&OZ+4j1O{*=hdCmS{ZRTlFFNG8Xicf63i_e2XckwjJs ziqRHZz@qp5cy^z2rOv+M5u3if+n)B`2%Xlm;#Ejo%}9HpeP@}O%Yh4JYKT;1V#cMu z=K**ZZ}1zs_?Xp-%{LH8o{PQ?D^02u}xR2ww`6h8OB28~dqQ z+I{7=&WTgq-7SSZAOp+>@N9DjYc=CMurQ4N``%o1i~CZjDw93{UTEp37GJ}aoHn0K z-eXm7&`1=pQYh4VH98o$G+o644qYYxH37CXTi+cI6E|8%e%fr1fe6h!sd_ZAh{zhR zfdKY-^*1LU-13Gm%n4D*sZ{amOH$dpwMo`4LhcR?9p8!MMs^Fmu&QA4Bqj63!@?f) zD3Q_E`|{=PEaGV8_E!FCSr&fhuAC#Iz7L8t(`O9NcqoPD7@l@>?8~WgZ;r94jKcO< z9rt$)t~PX;+c#_o4+vkGeWr+s@j+66-=?rb71{2Xo0wsrT+X|)P!6?%gLl4fu(2PL zARrG+d{^j_gTXUI%y{}m%&XDC!G!4cYxgPVG<-pP%FfjKsO}-%w~IN z_Dl?RLV}AnW}8xJnCX9WLOic_5lJ!p)W2@Gd=VIiiO&V^&^|pE&g>I<7iluLOqt>) zTZG-WBUAfR??3MUu{j9*Bj3Sxq&hAH!KGCl`c-LSiB|y9iJ~crOb3`Pqr1|NQn3JDOH4GPeTkp~1N_5S`1;(+ zF4tBzYm(L)I5m$Yqwcl$-%{bWTlmF`rFW1VCXdtl)Z|lC(>j()4pGw^6X@J zi!iO{xupBMuf6FLI8}fn!C_A=+%<~0h1bdH#OESYAIz(w)6(7ye4Z|Pa+(!gEH-fz4CgZ%#N%w#sWE>90WVIJSql- zSsKGYO!HI)Lmaf}Lbro~WL4h8LX()tvI^e?M~qpG@egf{tK9jT z=HDm)SyJYaf<3^#o0VYs%x5>e3f!pHob;D@rR%`F{~f!^T>297bJ&olEs5 zR+^!@%bkCBuCj~{48=X>ZVi7~dRIZUVw<}>tgQBt0&*vVi*`8+JKP+L#-bGmv5PEb zytHGLa?*7+$6UL#(o6-Wx~Oh*zLvp_O-Zt&7m&@eORJcvSb<=_wl?9>*d^y=)JzRX zdv!5J%|a6O!^gqcJ)e8Um`wehe6IN-qS07KBQ7jID~ly5DKFVq&Vb^>TGI?MVopju z=308TrP3)A(Zscb!}=vneIIt{WY>9uxu{dy7NA>o)y4QU^@kh{cm&5FTq!h3tIoJW zD|cFN2u$WFNUh!Y*NU%IK>49*Guz)G9V1$7y|SfT2dFejgeiQ7_f)u{xi_|SFPqnZ zHQ+rMCYTvRJD|dN;ZJ8 zAnJ|Dd2X(2?>)Gbm79Xw8B3yQB}O?SrKf@}uCU9lo$DE-=?QnJ#4ud_`d5ckO}%cq zzEfS`tk)cK_gAX4n{m2?gN%kOb=~ z#btXL1x^_cvE#SjtuqVQ%#F$5tB)*Br~4rNIm_v~Tiy{huo5d(@`pxF;o#15n$J4! z+PTNw?IsVHj%r#8Uz@K!uQMxX&$o_tslaXsJXW=CJX*n0!>$*`m za@?G%pw3ucw>HYQjAb0ws5otr>f>O;+eJRYrG^Ky;#9fN(2Uk!{P%~)$7x}qC-0(0 zUZ(I63|{GBXH%pIb~cHY49~(x`8ZSE)B&m2XH&8?GxJxdN5M#)iSg!`BPeQIRxvU6 zTvBEUzQq)aH6Y9iNPJgKqz{daM=Rzq$}g71f)ER}|>-hr~ zfN&CfCf&H)^DmbSg@aB4(|e-c?&~)c*O6ltWN9DIiqvW zbIERHPm3UGP>KHwK!(lzeBLc@;1QF50-?(l5s54p9EifcJWt#XTwj6(gY#k7Z&B0W z{x$Et5+28ZPOfL5s@N^9yqVbu)JutycGEa5#dD;X5^EW-k`qA`^|e%fWwlVCQTHQxdfcXEbSd0GT47 zM)+tGFr}iVhNVp?%wN0H0$Oa~Eudf8*`YFmjPw4cKR8#Pgoq(?>02Vv-}tD#y5dNNQSZiq7AqC$m6biI<+@n?%P9;?a-M=C{WWjuWN zkY$lST+lh$u{I?=Oe+(X-k*6qqPSw84E6K3O3e!FK3Lz67$eZ>?;^%>MEMX4Uzxsm z+6<=(F;j;{f`oF>m1SmSlLxT)?WF0pzu!Zq02G+{Q_emX7PyWgbkQE;V9pSW=+*&K zd9x0zaqmtl-9rz#68x94^4Kv9O#7m!{U0tIeJO}-5qPHjow(xL*;@pK4o*w@rAhqbaAM0yq3O31`p3DIJ4ap>HjqByrwp`wBR}e zxXqqHT)FRU`5M=LW|wN8nO4S}!Qvg-KI6=p@bj5V2VFD4HFZ3*s^`bUIQ0fwoWtsv z)7h&eOQEg$qpQ5^)e>n9*VSWjqg}RY$eB&AlGLF>)k+zhLk&k`e$_JHN~gjFcL!-D zEOa&zu4a{M-{!7ds&j2D8*}q)Y-|bGJ8^DzVl6-r3vs6aI{J6J( zAkb7kUx{{#co^2Xt38Q}R0bX`^b-$30SDCACOKzU%vg=_yT{x9^vRzeMTlrQU%&Q~ zK-&*^CCYC_BWxL2%dW50w^c}QqvE=m5VqH{!zKg#fdabjIdBM{c;Qkmg5R)W2XifOfA2SRVLX%d0`9>Y-Jr>hb&DI*gAsgcewtk}sC;>$`Ms3)> z#qsC=14|9w+@z}9u@V!hAHu~%MIAsHC$5OU95THKAzR4B89?2spo77484I>Hy;AmB z+}!=}*&Ic#G1opDycZ|KP1X(Y{h?ep_2RkQdeN3)pM0;7IhEDX>W@plj@_s4cETsl z%xKk|m?-CzrwYpzS03wa{#Tv&xu#KcP@{K{D*IzdSkGeBrw;G^b}%2Spr~6Gw+EeV zwp~3>b{^xsdhQKfRfZ9(vI}zS^A(dxWi)4P-3eH<_$PaBgF)z0LlC%htm!nlLHEx4 zyDiJxIHO#_we7pE-R>@UxJ zeT#W~rw$z1#J+(OvH%4NPa4_rFpJR_seCcQhc@^CA~`DLVsU4I zNu@Q%&&?&YMs&VI1P`bWvRyvO1@Bq#X$aMDg}?oi`FANZdiJz_CLT@PzJ}E6YM5}K1y``H4Bbt!GSxg?73=$?ryTkJyzBFvc8Yggs ztFkTp$(PiZ4NZ*ERmmkF$d|?D`tQy{0i-mA~k!Zf1*q8L(I@tMOLd}ef|o?Q;czjxOfEWB@w20))o@U#;M4}vr_1}rbLcBnrzpf1vK1*B+_nRi3(8ZsA9cc`zrPQk zYSVocCKC}Br6tD(!;-X}p`I{QNljhi7*}yf5fV^dbROTLE;mqGxz()ydB>dIL?x;<8ltjM3q}$OA?zJ6=P${ zJxocA9H3^=tQyo@K&Z1k(@&*Y z^(=W)zgMNarHCETuWxR~Sb{=z)i2-eC?c~fTv-XmOupy80ZwNJsR}!;L2JxePVv)= zRNN}s0U!9qcwE}x*XbSJ@GoeU&WHZoDk3cbFx`NX?sCP0HRf6~;8O+SLwlfYDbiND zOIki!4ECj(6#z&qA@W_0j%cuf%g~(?Ul;qct)MnXv$lCYL1xp|I!*{PS*$m^PtCHb9OEzjq*3Tw)mf%bA#5EXz#609}PYX!#wzE zU(eBl(E<5u2rqI}94~oZLZ<;}I0v?GxYNdhchTqIAhTXfH8*xT1IFE6G)lXHpSP6q9V_hBtX>u6^o78st19`JQ_)or5-)n!+(dg zr_N?ae36C0ION)HsZeCZK2>7Kk(ShnX)I$0%9?=CBVQrX`<}FC@rukmORtd^F+sj= zh90w9ar4%8+0?MelGX^KJbA}SPUT?`>w_}C5S7&Lj8`x7KUIA@gLDpqZgm9z(CVYZ z89=5-27^CrDK*gn?*Vag(-VE&sdq8gfzUR0s<&Tctv6Q9%TD0QSftg_~8j$ykESYdo-ZU*74-rH06 zS1x7_tf-bOb79aXC^+@Ujg;+QymXs`hO`y4{w+L_UT5*bd2=xw8I*C)EIGd*qp5xA z1Ge9uM#2V>9M^$pWM04c(YI0`O~dGTrYl{&ZT#|=mCQ60TZ(xoTIJp0NB-S zny_(O9EH;5v}ag<+0v6PI_>kJaUWOs(?a+Og6O{^BA8uj!}Ek>xg0{=c=(qx<%CPV z$X(NcFvdXAH z^3BO7Otti6Q9jDEu;zo;_ppV^{LS)p(JjiGdo3ovh7*Ggr9^3{EKF==;x6wxr^}&9y9Zx&ygey9~OAznUc{&JODsVmrg&Aj}cox zRIj9H)Vq`vA&^F5pu17=*o02X;jW0dUJ;AdQMdhx1*`9pJC}oZVKVRgrV`Y=%q_jPgW^s#ZUij~YsxdR)^_`5Z_ zl))&2j>lqT8`25a&c5ZT1aeiz5JKi?2FSu!wvo%WXzS3N=Nn6H*UMKZA)Fk)qRAlNst%&6}6yh4p!wO!;Clw-feKhTSQM(_?4==89$}DLs&$g<&O;z9DynP29 zEH9?lEQ@218>4(IcB`nuuauGaWK~?T&+&i@Qm!bMz{RlqFMEd0i(neL09iE^PTBl%9zs0}a+FHj$-zb&aKK zAY8x5yFV|-CNCuBhJ`58S#7z9wR1OZPFFkJJE`?)yex8~w;5oCt3?D{kC-qj<|-J* zh5F`u#2C%uE9`T+ikKSDVlfhB885RGVd)$K?1d<1oGKMqLIg-!q5nh4JkoXtfqOAY zDBaq4)V)xjy+I~-TW_|s%J7f3?4QPMFa%#v(fkUr2eOT*)R}VFe>%80jg)BHTgp~i zosxvIJadlW|SqdAmc zMLOujmb2cz>D<3fO@ykkwA4ft-}^iYa6h?&i_lbvd)%L5c0UvAXJTGiNNYb{*6=VC zm;BNC!prN;^z=NlWsNKq2KK69&IoXCnOJT10V~>tKU=%cra#I*_VXg?K|HwWy~&0k zF`DT%S(j$trUymMJALmIGNA35X1aaUNJyl zNj?I4h#U_UVd|L*yhqnN!8yKyixgu>OiYP3i6SK^}F^ec0 z@lB*gbsMxXAyRt#9*c>^XI4+r_s>B9evMY5as*uW5=DD} zY2$Jo%+B7if;>)|j9oRPH6Oz9rrPZ!-J3NnO)GDDb&6Ys%SCo&6Dh_#0~+XTS4Ph!xluRwh6G zA+SOo-{_LpTzITFBz|4-s;p0}d9%l?QakshVal>&it|HG!n`uNqiP+KN zi%OV53@k+~$VWr=mDJUz%~zpOkC|@Kqvq`^b zniD8bBRdXL48%DySsolYl0vaZECXUaTe$hbv17vmAEm6`o708e*|d48iX9aWzm-T*`H1o)_VZTh zFBnbDafpiKrpbNcF%6cS2sHDMfddjznyty;D5eHm`cRTtf-2641t9Zg;ve#oo5$83 zJJ-PyFQQ3gC@>f#YjevX4SBvK?gGYN9qn=PKsY^j11BH5aFbb%{C*o0OmgPf#vD(w zM?JZTh(k>va`MOMR6Qa(p#;RrRYlzSyAaB4mSt2)YrkU!k3=lKn*%juHX zSJk7m&0n13o_{M?zY)-ht#MBD=G1v7~%RS=rZCv1U+fg{B_tUG*Y^HAMZl1jf~U8rm_h-;hU%X#103Bp_zQMw47DIFUP+X3v42>J=h5sfZSYu~W1vrkaa} znbvVC_USx%k?2m>16Se$Gnz|O5Kw?jPWKy%_@%=*LpAKhg;ZA1A4#86j07NQia24E zAaMe~%OPyaiI0PQfSL;Bu+ei%Ud6<#8|hex1rC5(&q7p|{m;@-)4WE0|8P7Y^=8y9 zwS>tR+u6C{rdJi@6|g1c^}I9v>HK9#xRPaTA6%v z|KKF!W?b5|g~PbkIWgC$cwv2w?trPR-^M^M}qimuY}~iMypVl zbyVw6L-wWq8Kqre!&2d@lxh_X#{0yf5vC*|9)1!ODLDT4S?{;o z=|ZvSiMaBbFQ(lA{#vJQF~44M-Ix4*<>dhKjG;!-{xgiN0+qu4-G+yo?Q4?iQ6l3Y z=ws$T`5)p-x7sP+3>Mmct34e+Bwi>lXX?_ysFGs}b809QF)C!2KqntZVfTQ?^i8b2 zLGDQ5+X3CbSv8C#fS0H_AVC<{k|1DL5hy_2P7oBqL&?ZG)bA+fNHAh6=T>UN0(Nxd zU>+ciA&a8{lxq185Y@Kt|0+E@|5>)v`?pjdot&(<)LC*7qWAEY%4I|`LaQs075j@} zabt*kI%J_)BM(gCR0onwmSGfE2!-BXxj-d(HG(c3G%AQ8f%aL`i_5i79mczd8?Q>7 zSvA`%rLET`4A^VcJEy^zknU@)N*eH3u0@B_U*bw;fLZ=}Uf9=}VJUci z5A)3NtxKz{y;1#Muw1HjbEoWSr++2TC2$Hg%Kb<(A`zPUy$^8ISd59YXy?AgQ#J1s9m&T(Rnl#)GjH zv(Lvp@uq@gv&1zkU>L>5cZSfG6!YiuXf7$}DOd9m;6jIm$gz1)acBN|9u`s4=JF)w5*5CgPSQ+? zLz-#eKo(C+0yHsLqZXFkG9Cd<-k@F_m?4?WN=i;SMGz=3UnmK{P5xdPGA#sS#Z_bY z-j8k1f~yudPO<;vFyJTyF(S>Xt;8qIab%{`F=5(%KfN64ZJ}nYuw`3Wb&@i=*pR*V z6Y|a8flbXvqwNYGe*_9;LE<)eX{8jPUiSHrf>TH<(rxe!=zibry5!TXS9K(TFtN{h zE+4g@NZI)PY03Nc^{BnOS~+0hjH}8NM?{X-3e4`O{y@NaaCl7bsqxg;U9sEa2!q*r zC0%3_WEp4kt{78rQ5~lX23bWDw?;;89aWSLkM6mf@3hht=D(e|IqPGTbPsNi=iwpC zvdrXxbD9;*(*=a~r@v5o=)$XIpOHlU?&+=;i=4S3?z?W(R}$PAyYRdPp7h5WmIHm- zYi*p?-fdCj5`%;0A?kJ1HzJcuDmh`Sr>|$jk_|CdOsUaWgc89>PT%|J-V-btej;6m z<L7^r0wmVgvu;&;|@cDr+368qW^-zU+&uY1n#Y?n)-m6v=uOQ@M)# z64~%vHCysc0-el{>H&+S2{w2noP@n(0$vgw(iEj8xd_=C~HRHRBKQkG8p3)W> z6g!xWB1mR@$@-1F#FJ72k9wGYx=@qSS`|AyHFAJIXCOg{BlX3a*b8jbEJ47@2W?>p zzv1`yD-fzEv0R}6k#UZ#R~by(*168_?|D<${>lY5iYCgg za9pWEA*0SEdB?xbt%jp%#idsRze){}QQ2llS|o!BA+Y>+tX%9M?6Px*KH z#EAL4OBQBfxv*#74g-VM_KhW-yQ+4W)`ZFy5CQcg{4Fvczhd zUs7{;bNEJgfg}H(2D+xF*7wTYp<>7lP1Lc>+ip=vbbcRFv{^B)c|r86F*}PI!J@=KJ`Xxes)44Ku06B%4+uc+(fJ_9p*_`@*lQT zlRQEc@`F#s{{xdd0O=EKcWsp&r#%aORdXGX8~f`fiEN@FjyHa&drF0r@PklD zQejRdXW}7Kb(uy+=Vl~INY%)XP%+madO0D1Aup2Ih)QZHMK!*1$rfQ$LwA?9gq!T$)`UNBz992hZ)rr<}Lm1OG;4`nM z>jSK%WXwk{^y4bT>0BTq5ALSL7@U^z%kab2+w?)}!oASr!yiZsQtwK5ZDY0ZxIqA{ z3+renDY}Js`#K-ioal%Ipw(~~dQYb!euN5N?BiDCx?kp68W}+!?|&|+IeQm(`&5}* z1v%aY%4N5R$r!aF+i&8mjRy^dH6H{7iR~M~<88O|owu=pK23-r;}0_N2O%Ca_P#N$ zZ_#D+r^1KuM|7kngY!YqL?U$0MgLxfde_OpV;MyZn$b&D7)FkOKJu;pjl#R1a7D1| zO2!vGYb*GUW{Dxyel)$qN8U-N9QT`GD>l8RL;MhmUV?AUE4-0WxxZ$?MSIGt9D61s zU+DPrQlEig+{jjAWTTwy?n&E*wB27*Qb7_ykyK3Vx=OlaMgZ-!c6T1)lZxS8Ss! z<-9g$*-1BNIXbMiBnR_gm!_kD{aY)iU{!}_&)S$s<+1;(igKVPI3#$cqLe*cZZowp za*S+rqf4tqGRXeq3!13}y8>OvY3X`+`f9gbokdrXrgKgwqGBR#wA#biiN9bUYI))| zq_N)Q{JR#ZupC`?LrTR|c!JZgrT<*01s?CbR3X5xk%bF-i)eWvx2fX3-RC`=U(Vy3 z5PWCL3>qT>t5W|CY3e)nPIa@8K7#w%>!zJ+bVo!-o8;=fW=^ht?x{#y7-5jRoYfbL z9%=KJsSTb25Ax@@K(@@ z>`@Y(!uLl$QK~YN%#hfk`(jwi(K%Ez+%9s26#laKlUnnKY}T%ON%&FHuk@+XnnRB2 z`RBho`tgErq<^TF!H@gPK>}5tTFH!$n=%*9yNZ`a^pYsC1Bq!*_^AD_>|EdUQaUQ< zaaO;W0~BG{Z}(IE`6I0_kJFjKXMKuRrJAyIiJB#6<)sPv%7AU_G+~=nlKriwria0? z8I?*&+77V+RV;Fk^NbKE7ENK#rS*<9@Y0oul4myDtNwa`gGxGpI-&6DeYPgkn`zpS z7b<3FT{@U)zPpXc5`Y%%3?AHg*A&B}jpy3$Dddt^&@$`RyfB5E@8uefLO(EQ<954%2VA zp0_K^S2xN!Dv9e61hXOm9ij8C%&z@6C}$fTvKrMJqP`uDbFSCwe^95fpBw{;=~y@5mcqL1S}C7%Z;{=85_PwbANP7$h;G-Uaen?l9>9@B|s z2;&Z~M6)$IVptL!n>rX6n6##7vlE3OFAo!tmu7HGoVTH55B};oh)~J$vPx_v(p3QUC-W^H970kCLKXpB?N{dn_WioE#evQWk2 zN@vFtYNOX}(bB7#&TD!>N7OO-UgT3@s&t%NRPz*8<3Wh_zX7YH`F{>fW972)l$76- z>&;pYrI?};DPx9qG*lBrbi(@jxGpxKU7`cEAbl|kCe>&DQ0Ln z(P)Kcm2650*x~3SVxK%Cy?x$)6dU`a`JK{}7LQkd)K$@MaF!_uenyt>)!U3h~r1dMXe%*7#Ks221?6g&ugh*VIaNbJw5 znMB7eO~LY(+rZAne(CuSse#@dp=JUh`3J$*Ot28BmbA#&Ft<9hP`zjg)04QF^gj%%k{X~0@Rv^V6-V~opdJgUR5U{&F|9A{^S^gb9NJi zLcC%dEdG?<)KL=0(OOsJ-ML<6q8;-^X2do6KBkD}MH-9zUqt2^z zW7%&P>P+t5<>>x&Ud?!#f@wd$ZelKPJXQ4CvQbVIQvU9h=o=z{QiQp))4yo4^lLu` zEd|@>kaFc*jB5mlxf+F;pVYvaB=}30kz19+?}y&huIArpi_Gnkq?CBjdu3NIY~^uY zjO`>VSy$v2cf31`Q{{EBPc6XQo~w;;Wf6MX6`elsM`x<IptQTE&q&R@`*>BCE6Hu`V!qc*r5|wh@acuq1=5#2G9qqD zj76ls7Je;T8**EuFf>thAb#q@>S{IZ&zoXea(rBbnc13^k-^l}nhqyBQqO&!{Kvp` z#jc7yASNM1f+ZcX6pp6(KoBX~i8709ds5kYN7qy+}+bg)eI!hp8Xc2|U$7N(D1pmEUERb1#03P5_Y zd_~^%JTMGIwi8qMrrqY@YcjuyO|%5yJ=A{3ivD3T4l#^u)R+i8_352MrbsDq{!?{J zJ)=6lPZinat=o>^rcTa&$o+wx-jCLd3 zh(wf^S(^>6_Jg=uZ2i6zds+-i5pYK~`iOP@&aYPYZW#X1{r^YOSw=MrR53dMQ!t=j8* zBBh*Db)3o2HTM$oNjRRA_2y(64;?Tk!%q#4lTHIK!>8v(*F;=(+kD;ta4vfA+a+FU zX`RZIr|J!rd@$_R(RKxY6(81$Nyo>~m!IB`-5Mf3`boQpBM#+)U*`uTqBo;|FcEm% z{zt^gDQwVox!3K&scH4ui{JdYV*#&W_=@$!9p5$b{P|}-S7f;+Ds2Q?v45NmOZA4i zS;F*ua51F1cPg>j!oGY_B`(%>14bJr7DRrlgZoYf0bG$(zMR3;D^sFoWgMhynB2+s zLaE`Ew8FrLS_TRz7de1}*{5$1Us}5-e{)7?V<#^T2LuxnIz;Nhtr^=zv-WeZprf1t%G`z5XJg}1G- z>`cf{x~OIWr|+R@RWe(ln9GhFjR2b5?r%RIPN>^v%*dKtHKu&8J>0mI4NuJ-{xkdd z1yD)Wx)aC3!O`=sI;E^O37*m50vJ3~h&gq{&zTp3m1_?^SvC1sXWQ^J$@(@M1>b8m z<;qNdLYoLy^@jtQrTWCqt7?w;k_%>ERxgNfLp4h7%ja~J%4SHtnxNVdSQrVSB_ z;orN89fxA_k6O`Ao73VPzL*TDu2Xxuqi{yCOF;-`%@OZhMGyq2h930G$7(sb!7h6L zq>vD+XCR0cK;|*dF>^0)V;N%RFEn=2=idy~{?6A5<19w(y}Gp-jF3||_(9w1{BIQrW076P%3Wczr%SpXEGFl;qe- zH{?*eeNlFtlc0JsW!p~cD~UB#BE;|RV-%fpla&MKA!~ob=KA+Lyrjezz(%EJ%(yg? z58V8RladPOs5<=S4Sd*CeJa#7jlNOJ##($0o|!9CN#wi*bvP}1Y$?q*eAT1ewAwnb zK0je4WA)jtwqK+M(k!L6*C+M2mySY`Prpxek&_zNIDH$bzW}%@BWzeLEqk94#>Tmnk{smGd89lFuE3U@S}tw!Urh9=CuTeepQAK!%O7~h zMdvy{G%O(!>WJ=7%0U1Gm!>IkE0$co53#FEARP*>O3Ln6%PM{KMQz>*O*|XvG z?yx%L`1h0^NW8^h-RR#QuUs}tWtGZg76R(OM=#acCw!|gH2@zj${SkQ_acg2Uk!fy z_04pKS6Wy{=GToFJ`)%G9XxXDs%qg?X-~Pv69$>BxLMtyxIu~U=8a~l9esH+#I4*f zsfV8Z=G3h6zVa=G1X&z+IX&jpNT*$q+Pruc;3}>joJz+Vzim4t2e_7keF#~#2}=!U z3@20C-vcCf!=rp0{VG$lWIH-OUk4>V8oB2Lwlt4<)mr6za>4 z8715%vdhzjh2v1i30Al$p5m-jMQ-s9%eJ}KgsKZo z=24u%4k-P;t0)%y?^GHN$o8ePTT);&2y9`2ogi{TA5CsGC{1S!0pBt2Ow8&<+-%T| z%!3)3MqcMbk&Otdm=D0A(e+4_nE+qN^f*OSJ|b7!3t6!0DVHl9gQH;cWu)lV)Zok! zpqP<(MW0wR(oGfKnR4qs>mHHB3#MRs)!#ETJG;szS7$gF?w4KbU>mkCJ;M=`CRBru zkBRrmq?J$CWkJU9MY@*UO`n6`@qy^?X+NLnbU_&{9oZb%IW&ixc4i()ia-rZht_xwKID$`4kjO}RDqXK)4rRylhlIn?KcS9 z+DW-436aK#ON%*|B&I6&m0H^&q+$Eb|Kgi3E`cyZc^{zmu*)liqB=Q1LX-gOwy`?` zE_3^;8>tkUP-LA(sz;0E0s4?j0jz)iI=*rHbs-A8`WF^fKfUU!Ub{ga? zmMT$jX+(wEZ)$n#X9PD&a!Qy$Sb3a(0ka8GrGYyQBtT1sQTR|sDA&KmoU5NBPnon{}uZHsOr zqDYK<3hN?RJ@1Ll;x7B+!Dkr@e_XD6J-0l7#^CQ@BOnk}KH&bl2>D%KGv|G;nw7={ zbnjtVee+B<-%tx^?<3kW;EcC9?;^l**cbO#UF9lMuJWxflvzTL?-N2EP*OnzvK<(B z%^P^KiUp;)T)cxHMwAU&-f)Se*?xA0;YdV*9-t5F`N7=mb1FCTwO!_5*3@a6K(+&m zW~+ma(8nq^%{PX-HZLhB1ie_${e6(e(`%*RF$^||jMbdVwag}+vLFz;Bfu>L;^-rI zU#jKwaMVR4h!{-g{bIWaoR+MB(^B|<7tgwj6yLS1}w7CF9GK&CjNBG-LUg__J#ruo8QYXFzoM)vWj1Jcnd#qb43h zmv*PNM|Rvpi|P!>iCJFcQ4N>#FQ}$&JiI5;$fXmOVc=BsD_8m1yB5COR8H2Gz%V{O zyJokw_{SIrYK5^QpAPU#_{;k2q9EPctS7sK7rn88Jp0dnDmJmP%=uthIX$|_12t*S zv`zN6)=8p7=csG>)@ym!v1+?;Ef(R_-koip3HG4_UN}vj{9e>(WYhMs&ibjS6Kob& zV1)KXKYU*no#ET-g)_J2`!fi0YxDjJdjCi9@SvmW)MV`*eamcg>KFpJ<={fanhZLZ z$br;D?Q;<~*1h2l8RrsN!L821H4OZp?ih4Z#LSpSDtQ94y`dDLbFb*b$su4mQw2tW z1)?v|qsRzVc`1?waVF@a6X?Cv3*{>~6t=F7gpInWO;jJW+YS1wn)|K4H z?fUq+yC&wocriP%vYBrfa7bT^LBo&87@E!02sWto@;V;?xNs>{&oJ=P)7ZjoJ?%9A z^Q;gPuR9+&a-C!SULs^_Ab@}`Hja5tazkus#$6YZLX&+;#w_ckl+x?BSWqA4sm+=s zn!AFy0?_5*(;y@FalCPFCz^Bm!$N|#@X(y#L=#_yjCsaMOfFss)s?YLq{8vSC43ig zIIele)4m;ui$9UR!+!4Yf;5V&!8}9Lr~^uYQz@Bu*>K+p85U`RfzwYL;ZTN#yG!!P>yxs77x z+W-g{(PtC2IgOq3KG)l>?p@uwywlaZN z)laXHsV7^4Ax8gPhzoqr{uKoQpKFqC|9>|2r}#4!o+rC8N$B)q$t7zQ3JWkxi(X)SEX>J)}F!H znIMw|yDA^XXPJ*mHIq}SJ~sR8?AgBZozprceq(2s5->)X)X;8ZDIY<@o~X^|J5d~j zTB@T2zXL`xDVceE&$sOcZNGiskhT8l%I3ic z>eCoCgGAdCekxp={UDX3s^(F2Vly?*yj42FNI1e{W8%w};sX1D?7Qdc)%&oPlnt@R z2+fqdy=S%u;kngW$LH@}Vd?2iB5hJ$7 zV^r(FidWPgTYMZ$RCz1pT2SPyhbrtnyg$NI0G=rk=$n=0S0RerM|0=9hddlIK1{SS zpguld@zap^+@<&9WiwEU5n>J5jx{^kb+B<%)a{CSP%E;5h$YOrR^8{MH5JvA*xPlnjlP3%Ed> zjwuM@k+FDX*O3LGlxyEjKQZj%fyP@k11WqG3w(EWD$M`z?%Y_phg_b~uw^7L@E-IFvGXF%&XXpL^C(LSiOO8I7CUKXem&U1OW`!R#X zVT3Q`;x9BV;1ApU^=OstUyE6{FzQwQ)>ju*?czr+S1&?N*32~~#$9J872qknw~fmj zXxYkizh{FI0{Ykpu^OI#l~MgKz48^$wB)!kN**-5Eg_U zi%C51W9Uc21l~SS#E@f|y2(%0PL426(oir}cUVz3TXYVS4ld$%X|P3!1M8qp6P!9k z_m#nqI{J`>Fh@^qVm^r5pAx&9n}k)I$y<<@ZL{s@DBiAW zyQ0BV`bFuoIw7St*^UB}R4|jANSxP&G*d?;iE#~EdB_@@!|ly1N6l`+ZBM*T`uwE= zI$4CAR`A%p&Zcv5Y>-+oq2*{m&$5UkXoGa%wx>Vnw#A4iw9>*e`=sY<+Z=VMyzqaC z@Q@pQ9_KqR%nO1=C5%Mp&P$>C{NR}74I#$lWf8_hdsb>fi*KzUg(-SUC3M7IQqZ5L zf$S0lixI6NT|Sl2(jDv@3J<8ER2gpr&F>Fw2{kce2wzmEj*+L8XIMA|L6(Fl5*46KQ z?2Y)i=kM)Up;%yKzXqUq(Kgw2+7Mim=jIA~aee4I;>?wz)fW`;Nb zeNkg@2CC8dfto_ZqAQ-fG-E`L(hJpfg|t=k`gi|C-U6eLk6^5bT}T9kjn5CU3c}uzwP$ht~H*d z{}YeWonu8}V|F&=#;as~|MR}ZgGFKiDZVTUH&8eWGu$UGnRXiT-HT=w`xO;}WKeT) zE_9H=Xv%VJ#1s~>M``ig)y?}t`j)y8{LQ`Vc~A=C;E+GV^nRw!jM#}`t>TU|h)UC6 zHtStclV*az3`OiJx@7&8TOlNj{Y0*6W#ji_%#p365=;9u9vl9X zBf$_nNI{0a*l&LU4}QFaR%2g8rn#y;zwEF&56^6?a(ri^bdUm6V6X z)toi(koR?L^s*ORMV?i@K4t+_TgkndQkc_KejyV*yY69!X2Pz?x0HH)!|GS9Io_w* zfZDa^tob2!RHOhkZJqp5_U*l*6JHSiuf*0rmvgS6^2Y&5p0*$F2$36{->2Xg>gHUV z@mh^As@W~q$}P@D)JOBJD5eB*J-n5dE<-%g3x7OGBxTqO00V zN(x;KTB-rKdo*}PB7^n*=kJUvF38LWJ|yye8T&CbB=AcMD2o5HQ9~r06uZ$Caj5Z; zI_C01vTBCy%U5fqaiJdx8+ro7ywPD176jd0mvlCvm=Yd7Mf7BzkrfO5n0_Ec7~DC* zQHp893-iYM#wr_dQfxCJ;wF0MSLI7|E`{eQ8sb#zV+{r0ZttO1Xfca>-NwE_~oQHGTI3&jCcZ7a72&3w^{4N zqi|ZIwYQ$BpM7>Acd2pmNi|IO4umDM+Y4s0aj6({-!h z3p^VrtCGMJCc6;JZy5tO=OMNA%b$|Y9YMLl*KgM%YbV~rh@9h>@o^lOdH3&^7|}o% zCbvvf+Y4MT=dYGB$tFCRaDzK94(G?sy$qPT^4BGcp$r=ut9G{>Ha^SVvrVedSkA8W z^>}td1wdAf5HmzSf^-J((i}n@uJ}=%WfW(60=X1hy{|3Y1d+rP9hhtowJjLMXe?+R z`W8;1&QqGM#SNw%aw!y)vaRBCgGoVL$CX2)~0^(ZZa>cHS!tv z@QU=i6d4Y@NxBGmc)#<|E68CN=@FX6EX#5F_ZO%0$j1(DI0%h6i)v5IHDb-K(1tb+ zM;8GduiNqn7D~#v(3`-*VMHXz__-e&+j;}D1W!x_jQ&!>Bff<_o4>X}#axPqaSJMt zah?N=J#JWh^4s1 zxGeD)H#orohf(vGV2Kp_2O>rw2TgbLr673W^AAba6~5;geC}!mNvN37SZGA(D*#Bi z9U0b3VQ~ed{#Qh~Xc^o>rC3OjN;wqZwK8~&w0k(q;d`l(Y$qH3HD!CZ1cUdvBN{5y z+cqz4-2Tw$85_i{j$!Kw0%Hq0htI)WnKfOEdd2TCQu@5v#g&5OrvlM?zrXeHaOs%| z;!eJ>T~lVw=rsLhVopy4+$2JWE1?YY6Ot4C#M3nww|`UH0BE??SsR2+Eu#2LH{^|o znBvEGSwS_yDg{D8P_^|?oGAp6$Me+^lH8WFtgoRrCWQ%egjFU-s;Hq?d-CYH8}<;; z5Y0O6mk*DMwoyb|p^t44WikW1@tBHrEcJn*=;a-XjzWOwSZJ>$Gv-dOgD2D6<96OaJw0Mx$y)v)Lo;vZgg z_A#4-liE+K-Vd=ds)JUeyy;&B%&Lu8S@?LO+@wJSS`(+g$>trj|w_w&M z>QQM}TYOQzuzq?p7_}CsNEuXPaU1BL(1KqEr`4fGE6c0Ra4}Y^6P{7rP(Z^6I3ICf zU%wu=o@cM@ub)u=OXa|AcG-HUdD(vdt>-N|LbwE7`p~dwvv#q#x~Go7&ZCcSOTb%c zi*<2VkoU~iXtkdu3*iY;xC-kj<5Q2s)pjVjPOvcz_FIcM3iJ7_oftWugov{KdWR_! z-};GZ&Tmkd8uPqKF<`<+>+u(-(mk$Bjc|!#GIjuBcKEoU-dO6E9nI3(*Oq1S^UFD; zJOVa*GPd7=O-C5 zBcR9{F@zQHS3N+hzJ($9m}uv&Pm-gwS>`AXk74O@)hqQZXbtqccuORxsDf%b^B5zj z*Uk_0&g;YNrNUL=S@1&uVhFT_Hw~ZoS@`d z2(Q@=sPq!y#D1=5j#@Qqa+3>G=WwzV`q$vtb$+#({3~e8ZY=-6PTzUq#{fTC;RU^e zD-Gp(AnsAQ?j!wSFF-XJ2?LAy=XS+Pzn93dN*|d8UvJg=9K6|n)NO0y#-lds^lBwx z>uq16N5B^u<255kz=anCv!*4S71qj9O)4Edhkp zCl7j(478#dir#+!zj%PxB*;=k$U{wUXN256GUZ>m%0mIE3R41y2EHY`fn1WlzbM|R z=`Y#bGpCX^V*zy3nYrhPkn|*&mAPhk_!?Kb3lphou3~2Q3%_iF-*5LZr{n5-Ugf07 zqFNEnraggy>1HjOwC?a{gApSoBQPS76XgbGSyxPPTk%EJ>*~`qS~)V#pWG)F$Jh&a zO>_itk-(#o1~is+V%)Gd4B`G6zm047c5SjxYTJR z$}NcOIz*|@nF~ti6D~^9tc@kHDhMQ(=h^7x+i!sFp1StgO{HC%9H=vQdO2+Zwb1y0 zp&>l1rbslE&_0=%=|6pa`2JGU%b6BVwX|{HAx)!qdbzM;|O{YD0esY zQ#L^&U*FHf34b<`KdV@ogo0vDD4tFvyc` zaJyirdhwSi&_m)zu=SO{!WDF9`r;&oTmd`X?pL)jf@rbVe(w9+tXXO>Vxh)5tPVH{ z1m|-syMIBhx~l`8>WBbEAC&qJ>P`tXLKnKFA+#9P!lQ6f>x5%lP~nVi!djqS?aUGB zIJu2}N2?wIH%`r*A3i3v`6PHp6J$9~?z^>N7(`E2Ry;3&jAAKt{lmD!3K~I4Tpk8eSnFpnP^+c*;kaqz z1MfeCrhByGC!Kgl>p3ZmXqIBvXgBuR&%<kVm9XmpaPXsd9_pm{{a$ z=Srr*jL;r7Hc>`RNe|fxAACF*4iw-PVmVFHYFxdNQbwv4TI=L`xVfg%j=Fwbrv;`n z_`ZC`kxRa=*~SabwI}aFE=?T(7@Cd7z_13&yxq(nY;S8@nFk}lvpurbi<4*Lt}{hF zMax^R%F|o@H`p2gvd>Q}8Yb4fLiLv%)fLzx`HprF9crJrfk$7MGJLd9ka%1Rukg}t zkH4_g1x0-$PO%ZHt0XXIJ`@S2ZO2|r#XM0`;}T>f7FzYK#3Z`;e$A0u1BdN=65Pb} z{?Unn>|JLju6`Zv39dj92Tk*4YFvd|=#j-jh{B&9_fS=m64#ph?|gPSz-%AIjbkTl z@0jHnA05$C^6rBvIbri#8S*7+N4YFca)RRnwcL(+FAm>Z{NoWVmw$BoP6*tG6C|UWD)Uw zAika7Gk&;~-Sc^lyQ|tAz+VZHHte7#@U3G-5c}bzE*_^fp3Vt7+?-_EqISN33UU*H z+3@Eahs1c=cJ)zMqWJ)D@b!ZEBT&_5r)55;fR0<1X6mIUn`lg32ae_iF^YgqX% zj*q&@p8xk>y0Lu0NSRR+1uONAh#Ez&SH}-FhmKsfp?Z-5`r1C;KEm3*PP-Tg4)iXg zgIGOwVw;IrPHjXjugg;Gr(pD>7?qChF#TRkOG8w18x%L9vcPg4; zM*&LA@AJ$QqN3pbm6chbu-l(`x)%Wqm-m-|ySm=@pz+MXi5O&!pv}%Q8CAC^rK+Zv z@Kp*?F++us;9`#vuLS}|%wlt#)VlIoZ#dTZ7qXA&+D@u{TK}+7urjjKUTxH_*+eb; zT5VqdGy`xRHCZ?OD(~(B%@NUb2M9RiWC%!nkTOZFiP$w*ZN5D=dITIvMM|kPPq8+W zYGizm3XLgJC>V1Y9K7<4t!pR}sHbItbq&!E0&uGlIT3m3U|F^@`&=g*z}^5|hhk{e zA8*`CL6NZlOB)l*mf-y#C%z80^+Gr;l&r7dgssXg#W?mW9A@D`Q~nRxddtR25nn*1cI1s~;-0%NKvoLaRIF~50>P}}C#^PSnly}zx7xM^9axG>$2 zcqoZ{*34X!dofYk_{*e!m|)8j5%k71394GLQ!tpVMpuqnN)-RA=dz&*o9Qnf&4fYx zATdVKRA8Xf5`l>zk^_~R15n0NwE+S241&HY@O@FIEFJLl+l96%TPRF}yn;ahDM^K? z8!Q?W(-sNLsYw}~!iRP0D|lF)HTw38Vpu#T8I6=NJQ^&!aU1+ww!)e!&Z=Rgba$cHs}tAYn|^T<#@WEndg zl}UoDrPBVBYgWnJmlGqa61Z|^eiN+PW>bmxu}iyccU$YWI{~*??Kk|15tdwKb7OqkttwR7?oZLPMnkqm+|5kiCtc`rrt&nw&juc|mc@xzF zOC`CFUL>9HA@5gb4VwDCfLLQjI_=GT7YVr!TqSk-|0kHs!HnF(ng{Gi_OAM9$#YD) zJIdXjuy>%}%HM<{|&GRd=DPb!K1!kxhbOijSW`8^mq4+JAqNnR0iv zN%?Ix8J}e3ADj30Y!z9c(5YqE{y-|XskxFp_!mms-TgRV@>W0$OnZjU*lqbzxkmSj zV@S=aU_#J|{DP=y#LJJ3_J(@i;J$Q}X)bH6Ifn@jxBWFxX?ZxX^sz;0YlzPY8C)@Q zbz1PSluqrT*3$bS@hXl-8UQ>FSoQ(sbB|uKh8)M6|J#uqmTCxn=w5oOR!BF^mKuG0 z#K^{$WhXWq&TQtcrY6s|mw=B8wx8kX|o ze@9HgRMjuzcMwH0M9QgsN=um_M|_(~UX38kH-|m2t@&eXe>6m}5(h@B&V%ed_gmS=d&e7B z^Sb3=!LiDFtU!N;2pR&+FP{hg+}s?2nATAAN6J@yM?K z@PV)i^(h`XW9;hP*AxD-o$gUWon%(uPmx-wH$p-3*r}ok+_)jl07Iv+`A>`A6-)Md z&pv(hM7SMN%OaAh2M!$_CZK#e@(R!TMm4Wofs~2;-6*4}az?^i$aBW&=v+V0m+TLH zF)S%bA=k8V`m(~5yNxdCD~qm~Y@Ekunxr?sZSeFw7J(&Flk4i5X%9*YsmTMXdU?07TfoeI<(yT@60Mv=0V@XXq%(HLqi0_ z3YF)$ZzyF{I_$$l&?It7?f4QCg5ljI_66xvF{~M{>$QQGRiNfI@(aiIpBxaYmaav} zLALn~sfVzK#0zt!3=~znvKcvDttyPniLO2Gai`!#W{~a#^Btu;NmGLTIJsYuIqFdm zg`c}zrE)<@vJSU`dQchB4OYx4Wn55@(dX8HOPN}==tPP_ zvf!f#fm1a_!aFM`9#5g`LMJJSp+MiEcgO@8D=}$2^<*tOb^ybI7*abXNYfI;FL4j0 z75VpYMon^cCpe*=V`F3MN?C?SWf?cf}{3O z7_fvNOONY3__v+3eRymSNEizF;aL0MWnHgHgtx7{gcA5h9vDezG!_L-o2TIQ&jp%n zUVWl{tY?RXfxt_Ot+jS?U!XG>9OPlbgQNr|74@$riA!ZU2>C%@yN4o({DhckV#MG( z5K$adYT}ZTjkbN3S;Q&VIEMzuk;Dl_QYhOC)KfP_hQn4vEm9#|14My+ z%kB(qJPUgmkxT@0(f(Yv9$Av#7LLBM-4C2dSio;d^b|Mn|31-_b})pbzl8Simv%(6 z37*CGtG$+aD9v&4Fs5e{WMR7oczwJ063BfZ;o-H&I1x?z^&tVUX!az49jI{n;A0`+xGVa(2c5rC*Jc1whLP`7+A`Tt^peo3> z)rI09;ekhY-BBsmN5GU^7AEQyW6@EHM)9<6P(_wMnUW& zlI3Xr4JZUncz~Dl6S<*GS!Sq2Cm?SSkNlu6aN15b50!Rs+h%s(mU`BRWnn}Fu*J(E zlwIkVMXCxpgLFWyty_pUCp?qdF^JzmNXUz$`LSmS$!BE0;`72H73C-B7w!UOL|MRs zM5WF?7?&IJXPTv%HxtqNc4s&*k`+X5!|o$f`Lf&C1s8D9N@g&^!O#`8-_b>)a|Q_d ztzzcmMFh`_EfGIvSs$&o<3!h=&IvH;3)iuHIS=&t>`;uton<3AqqA>OA2o1W5}1s0 zkYwriV^U7l1wMeto~{v3^()-FH~snOXd<-1-K`QDaSD+Vicx3g5q(LH|5fmnGGV#J z4NDabf?SM^8w-z#13L->juCTx21|3pC57Y4BvF;Fkc;hpFlhm<3pN!BfLXu;M>!Q^ z&UCm>CRV37>do&y5d*sA-?BncGw#QdN4!^+dB_an))&j!#;H^6q_(`lB)%Iru$1a; zh*xwdrL^y2aBVT#?tNmQTftx8jB3O0z1r4cWN)o;;C6?nz~gth1aW6@QYTEy3l2l~ zj*?$l2e4rkvD-s1{fex$>OZqWB)2?mam0@KM8}U8Rl7gB)b>E2mM;7%67}|hLoc;ntmi+Df*kFs_ zsfjdNZ-(d7Pd&HJR53xf@B|lV=$v=~HDsVcaV87P!iN8a+Fjg`os?sk z%l?w`PNElLq8P>R8EqYwyN;pGFu@fI9`AHt6cb;d_G4=tz%2*{K?$K$#S0ybVu_zC z5j1{90ob%AM0xDvme{^eKzYYjdJ#zr0f*`LtoN`Y^uJ|AC}q-xv1@t~zp;rzZDCxS z_=F6bpjSdDo~eqN%{)F~)4f*~m&&z+Bd%<991P>;6%XK^6FPyis+sX0w(-(Gn-Nj- zGtk?x;=IT(=Df@wd#0psxz>FY(NK>mf)(r)B~jn|qV%ijNVGl;Qq_1u;0INZ2qjdZ zwlm|CsDxD5sP6Pxt7oTUHxI;zHP5=E6W6ATQ}9=#E%mYH6~hqfx|2pvZJ&CP7OvUd z@bKl~tYE3Fmam~tiOsd`y3{x;(MT;v($&YAA+GkN!69$8N5ZT8<9t@2oj^IQ1P9aI z?KQcs!9ffI@_3&4{Sq7NRR>QCGZD_JMUCzp;HW`Oo+ zaXKd0D37|eVe?==k?J~?rdXizV>3p+3nL{>TMI9Al!;IzKywNyO5$@lpZT&wsZK;r zprIe+J;<13L@tdRn*KPNr>+2Np16q%l0J(!Uw^E6)%`FHZeolqx;umG;b|j?=qI@0 zwAo~(MD7Y^=s9i&V+j+k!q2&LAKifBi!2h+MdQYR#*(|6*_6`-$1u@g+B%
      J|a z8OZBXP(dW#3Z}>nte#DVs@zA6QLW$y=A--45!B&ar(1-GVkMisjVbta4!f>1IDB46 zgDPkOSDa1j2X|EwpQv*L3xv@N+k6Sg~ReM`6+;vCZN{X8DzV8oCf^DbC;j%xb{P> zYk@}yNHXH#TH!%mCr@VUVgOyIa4V`Vg+^9=0#@%TnhVmQZ}I7b%*Yh(s_z!t(K((P zbU1(BE{bZe@9wLOO0|Sxh9uj8AB#rQ#ta;~QA)AW46jWKj#`QoCP|Uz0>G^f3=eS{ zfCijOi@S=&EU!G1@%W<-7^8@#0gvK5ix`j#CYiTF3W`+>RZ$$3=iId<1W%eVyGnEP^N%9OgA{N=WRq?K*JLpP92{V##81p(f~0 zqJZ--N(pQaRDOJND7fn3X6jTY?etbRxH8#|Y5}Ie3R})v+2;C;p{tUscfca)r`+QG z<-`4|2M}_~->Q->Xs!|b`>zWA-(+*CP?lafmN8qYea`{V5}FHs78`699ffs|4kX*J zwYPJH-r3CJ>nYFA3-4pMC!AT%37^>X_K9MtH@T~5)o;9Ef;~epka{<#h%?r63U%l~ z7y)gQt;GlyBprIhCK%3=n;|Wr0OEeu1SbjO#O`4-`nkY>-T+r~TjO0THjWE>IY05P zxZhUDtOP(YR$_{1=C{%^l}&0NE8ERpq&+GUg=e|g1pTgU#FkxJT{L(}f(59jX64Wi zPIp48B(DofSYNaaLey=Jz9^*MWtyc(O&`O_yQijs<=$^e7vew>VK?0~dRYLS1J}Mj zt2+?$gBDg>B1nMwePW;%4e?v(8@32ykMUK%ynj=e8SZi_n_QXW;7_91Fj*sRWYX}C z?)s0;O`LO8!K|69Z|3Mhip;T)`%@Qv*eOZ%v2kc1yDjUu^IzAKl4ZoFnj(p@5zE={ zq-mF)1-H3%t_t_Z$)>rXt($j1IA?J60loUm^GnXCn!6?2v)_G~DykU7$ClVJX$r;q z!;@{Nqq2GW4WtSyNn`cE5VJcej2qPp)|o)qJ z!nu^h-CO}y2M-N)7fLbz+*5vfyPA2oU6ASfy+8JKqt5U23fsQ`MbN@&jfGf-e2%SH z5Qc&MF>p7LPC_XuxX+iYkN7eE>^|!=>DLZ|$xrcDf8$p=} z^r>;kCo>Gz!D7aTo2rN12Bw>0g&W8L*WReHqypA*-=*+>r(_RDWLvEF>#R#p(qQjE z=XQ0@c5*@MMCNYZNXd{>$&gJE58bE7k&}x%mA~|doq#(V8*1Ml*M4_0h@kGN~+&^{|K~G8!vF>y(Q|D@;9gPft`npw0QH7JYGdM62b#ip_A&EU4R30z& zQTt7dVn<_hrQv)bp>Hg&gk$LtdZ<|_3Wbf5hiY?N5mFDQ&1uNu-2iOJpOGRKK%7a{ z!5XrwZ-BMG@|$~O3+~H!+*RsaBm*6nuZ6bi@JDfW!-FjSS83a?R1F0X^MKh5y&^WZGZT&YSTXNd)%wTl=;8L^ zUP1C(T-E^5Zc@_281M>TPT;;HYradb3hcF|oHxVp8&+XXvibvl_M3|!K`d;{*tM0@ z91vy8eRKcXoFR@02H7tAiYf(!kpj)AyQxZ&z8bEa*%?vI)!_bn52gli5Fw1igFz<|G||Ahl3H z#NzDH-Ndr6GY&mbGDF)rcHtm#jt(=RB`b(9&^(hu@KRoP_#>1~H8BK}SMs3$YXYpU zSUtIUyEf|_1T7dvM#}3N3(2LoIzMbG+$-PDKHQl9&Hk~b#c(tD9H;>xX(@LW7W8sRiNe{sL{K2!_OYIxou~BhYF^+O>jJxHg#=Tt$O?Xe44+j<( zvGhwz1j6DDpHLd#=?eoQV!{ba(+0`Ba~aQ8FLF{rh@DbPF-3ulOkMLZ4}XH7=YV&7 zxb@FVF%L_kz*vkpE4AKy9Ps5LvlP&QMfUjwz(&tMlg~Z7E{vLYseXV|T`5Kxb5fW{ zrJCYLy)CF86e}{1f#r-GspDSH4`(3AV*Ym3Nyf2N6vOfI_KybLi&l-cQ=Nfn3+e!M z1vPmXHKdXjYh1V%j-m^q+E8t`R3v7ugNitj6dW^;otYpo`7!0u6tdBQFr51VyU{CE zi8Gx1_=wo2H>hHlTX3y?54~tqT4DReps06`*#o-$;l27`MQ~svuxVBwzenoc_e|$W z-2H05mG%4Ew2j>PQsA>aitVQ&>`B4tz!n)t8R3o^XOpz*R)R1}x}@m_pQQdZ3Jn36 znC}aY*LKbCdd*uhrQ!euDM3V3rm5AoIT+jhpz*lwuW<9~c7 z;MVFlDZK_hc0bMUOlrSHU*Zv~nfo_Snfhe+Ec@gT)$TM-mMcUNBI30uB#4cp53SrH z3~}?vb9SzVUzCOA9>vcI4E;Qz2YE|;>%x5lDN;}C)!>M?ftkK(^{EN3FQCMfOJ+wRSH}@Jk5%35b>Drpd3}6cv4Su$5`;!XV<^D zzP1;3XgluDx6H%kkfKyJq73*-FlrDz_7mc(amiL}+NKlcn{cP=oO_$05c9X-GJ%ja zO!|L!qx$WH2Hi7lcqCbf%E@7qy4{EcTAFs8@i0yPUdrfCo-n!z4m)Y?wDEg5L1_yW3}slZ_J^8F6ayY+rRJI_iEohP4Zyd z^?Ec(q@O~AtLR0CY5#;Iz*ljc&bix{RX%VIN2g@15wQQ|lM(#)hcm5^^y#SzGa@*v zyJ3GuWhlPc-8tZ>U>_z&yZ!~Qk{b)lLCwg0A@m};0zOY4KipC)jMXiU$Q|h^SDVUo z;=m+@T%%}YW**RoLmgxxVByyGU&A+{yU+fQtE-Nt`;Yq*$8(;)InMcheB%9n)w@A#srnC(zw0R$ zX7b~Q__wvloEHydaX_DAgI=~;$_nMX8*@O3AUF-bUk9Tdsjer8SnmfXx`n}39E_&x zuJ@ldISu16Mdc#%|6BLOpNbDSvzUU>9_4~RGMsp2<_ z7*t_FV~Q)a3$whU(zHR4GYc%!z)RiN5**y_zfu2mXMC#sRk;k-){im`F-dF-DQr3G z>Y0nTmo3(=O>Kjws7LZ_^JMh6#K{NnL{`p{jP3^+kPb{uvnQicFQd=800!1twx$= zjcui6Gxs&26%BV>`h-zTr|n&c8OZplKX05D!%xv%IX^3=I7mXK6qG|{XQ}r;q|1p~>*2JrepQBjkKM1M^5ALm z?Z386AF+b!SV?)q+c8ZAmYL^dSE69P<0nuas()Lv;LtsHLC#Xw}` zE;XHDK9nPg!Rl-eB-My??mhae9%%3QA%(=DB#%*?*)hio+Drm+CzQqD`>B=Vj7|(< zFEoy)=r0)lzV)}_+s8Scp@~im42!-CIYNa>O$+7;nowsXeZFBAi%6f#*-Zos zcTET5V85QM%&v}-j7X{1vFZ1F_#DgmR)&qh-pFLPFbbgTeJ8$lvro}X)2!I}^;Xyv zL4|d{96ZO;#II#Ei>B^-xDxT=JiCjUSIyOF>x~m1IvT5k%9VcI<-$d2O9q$?az0 z;NHg^u=ku0NnICY|84QuQl$i++|K*pr~@O9P0V79k1lqHz3>SJ_}fDPYBR4C0t z&dA(uMsG6De+}_JBiczguPYc=rrcS(7|dBKZr>cqll-am3CJd7Ji%uw=pDqTk{J<6 zq7T`OP>`Xf_fr<@y!!|Y@AYF5a9QCQJ@{Bs&)8Zg@JA`}HE%0nGcDCd#e_8QxJVz|e`we@onMVRUFv&0h_gZwD-~w?HPJY~ zk~NUj!zt|JP70L`3!&Whb5YHlur6~4`nsMQkk>y3K5z|4j7#1u)JQK|DI6og{ex9E z!ri%F-L_Z~{wp$t>qLg5FTv@_d5WQI@)md=a+hx8;+rUOO%k7E(Z|Va4Ka_4GJe&a zE_z~=6fr_I)4L}>3wq=}n{K!vE;Ud%6{#lJQ;7QUtcL)e`5Mv@AK1ehL^3x znD&4Ng#VuhRxeMEHJOd2G<@F>JRvvD(2M~ZMd(KzO+;~LN&ri9!l8HTs zSU=zG0p#HJC?JF;n4)odg(bU--TX8^^hI8L)fyaMgwgXNd0$SV_FgUGqV2`wbOQ9F zz&eaXtt*l?`mmvkH>Szt;gIG6Gn_y1D>7qAywF^d4Rb81v*g5owuOEHVp>IDl9lWA zU8X?nfCs{9F#7EV#<+Q}!bv|JmB?-vvZBj_=8dI~VNm)3wgSZdaS-mu-wgbaH2}9Q z%ueXRs!kF_2s2%Ge?bvYFua+4T;d(%dE`7l{ z9IvS;v^)9^MuHTyeq67FatjV%mGJ_mYm6^6fD`}Z)KLkBK_z+0N*)>Tofm( z{Z8AAawKjT5+DQy=Q1&@tr!Yfnb#D{iqGg-7WNf5%QF*pf;9B={oWL zIuS^5*_!IFee1>d0xE^7G#ZLtb^4S3!o^jPf(dWS)Hvm#^YEagLZ-)O(V|fX8WD#a z!lKF`&f|BO^ROq+F)?X|*u)jO)nw!uA`(cgvqtR9?%29B@%|srQvL1CH^U*ro-DzH zPYhubm?}sd48k+HIS}>`DGBW9Y3`9<ANg2a%2Mb|!f9 zb-5#@$%kZP->tN2GoZVKMFoz1k!^ICDUbg1G8RxUzE`7C*$|RQij$?@OBZ=RNN)HN z|4DZ=-=h(nao3K^^o3hrH1ZPs(8Abpr8DsC3Mk3Py8mnL=hj=C^aej)9Z>anPrdSC z_U}Hre(IKI|Mkv#F8#UTdMIhi%sZ?f8_{@Q+()nqA$GdY2$JWBe!%nB&t^|u2 z$_putJ>^uC0`&R*jT7&Iv84>%vQkQJXfbL@iVy$CDxw5!_nj=>e2!R;Gf7gf75K;X z^EHzMZ2mb;qB?7`51e{yt2DMNoy5Ot;$~i7yYsnK$b&CaJxUgXnSsKZnfrjiaMz85 z_{et~fJu&k{<8Sz&+byNl^w$AKW%9T8qv+JLxjYt4~YkWR#3;<7YBM-!;w23x?2pt zer|+QIqpLaBJ1eAOly<6KdHF$VMtbQ^Vy`6exhc!(ya0a9@iTI{wWVGq#4p!DNGWXN&2$NqH zJr|JxCIUS4P$HJ8eWE7Az_nd@LoiP`2v^H=A;-7gUrrc=_yN z1i;>3V8{B&ycgYFC=4HpH_yYmDX_XwKiU$Ol&46goFDHW#LIn!$*1d8gQV^;W%Omm;}lxvg!sen~Vh(_{Y{Nsi6(`A~VDgJ`R#WI`_$(y21P zo4xj&{%Rl+{+!4ICYu%G z=+wT&&)S&d;1|mF`279ZsFFKf*q^=!)8q`^7b%K?Kp1+grer8(Ut$Jdc?a*{>OHCP+HqQ`p-*KfXjrEEv(fq;&ta4sWV{;PAol_kth7}t0K0P9+ zhd-wTyj#v|Q*!9E8D9|Z!9SenRAQM*-@*Dx(RL780ZvY*LO&AMa8swMlT0PZCR4%G zzS=FCL{_<~tS2-7qujJ?BUu72thBG^p`^(;QUotX==cqA@OnDG9ygyvtb8)n(IEV= zd@+KPFINTL6-0&-{AMfQO^R8K@M6M)6QRbWz=;xP(feV-i*8{?Ls=rxnXjK`Dd7X; zTBCi6vG>wPmzRF!G1SON3E#@i?hq`El5561(fjKG=_AXeWE?n52AO}i2XH^N5(zyY zlcb@uuX^|HU5}-@SzeT1hRnr^-gbD@;NcfAD1VOYV^twd&yn>omXQf%;8>3P#37r+ zQoEVsIhM)F!5}Mxq4>52LsmvcYjvf|(qYe@%@ukvx3m+Ocbu7-SJSpHp0?aF_FX4L z#@zfJk2^>%abzLRX7znA`f@7Eu{u+{S+;xio!$pEEgZa>H_ttwl2@Dj^5H^Kdf76* zlN6>tYmGqO^tMW&PQkF69FBKb{^;+6Rl^v;uI$^aS5!AVWR)23?&sDD&xjfN+{~~% zgSA|jUHP=VhYge)RX&L1>po2NJ9)0GO#)^!z%HgD`+m%UNoiO`*{WMVpPwkf*Wq_I zWN)nQCa~T_y>{;p3AkCbuRT9mQ#z+)%#vNp~?eNE4OWq7Iujk2b%KrP$Ui7(G5jY=pV-W%6 zZ_EhHTe}MV7}_`IgQi)aPi7Mv7I|GsZh+0#jExx*@>Vq2RxW)s8XON>m*pSlDoOit zvy(4PL@{|tv)FlA<+?R@+`5qp$+3rK#8c>LfES75--XQse)VZ(1M%pl`dA457lrxO zXnrpTAy|ABY~(6)lbC2T?Zl28<7WSRX-P1hw=uOow+^#u4PIRrZ<`a+8#?TUr%A)T zO9Q8>(}PpV4cdOog%rE05u~bgY4fn)7QUlv{vL{3+{kZP)yOX-|EQ^9;>ld6Q5P3x zxc9^r%@nMRYrT>Ly5eo-x4m05C4SuAu#>jzQ#32QVz`gh2XAvw@G7poHXq?!_H)h< z;op8YBZMvtA_PX`4fJ~n<#c{GGrV|7M<#Q}v({rJx{Z%*Gg;#M^?<*tX4WPA)-alF z5-0mAp60-owgNL+9a?wTys#~K?xSy&OJa}v?1Pq+K~QO~S5^-r&ZA^}Y)sce52n#i zhi>4EuX`6fU2ncv1XEdV+^@F+XSuh%$Dx~eDsYH3W7D&&U1>FDOK8`d57xg`77FxD z0+02u^9snREj|)r&<-mcc@A?m<3Sa~w4w9nCng{&Qj^XB7Dy5!xQbx{OV+okfoaTm zm|dbOx?zH+hR^OkV)1&+l3xMbx@lYNgSNICd$TW|}VPKIO`2$lJYC#1#(T!fS zBghLAn~5;z>161R?nU4zt)~(hFQCHOt9ebAS@PqwKTn@pt6@%nyDC+xek*;iBmYJX z8W)E315D$^XbO=TWNJofFLGU|`;)f-KYf-$sNF?($F7LsKtiRpOI)&k+yfnC~~eN5T4 zke?2?MA2va*-nv9C`nD^TuS?Gm1(kfuaM-jdJ>a|Tr#G~zpu-Rw13{72~^wGbiQ=i z`!@BOO+)QC-zGgzf0@uZN{eS*ZNWL>wO^%q{AG@fYY9RZZfF($aG|v;n%}Ac1ye#* z4u2_%-?sXG;hUT439y`F8N10|5zWzN$~ZfN4@~Pj`}yQFL|DXE={~m)%^qGI2VJ#^ z!r6&I7m397&p^6=>rY{wQuD8py-+jJg6@aPNimg+1N>I23SSoEfRo+tL2hLDD2At} zH{3}1!VWL-u0Z0qXC!{>r`%W(M?oqrrSQm6B-6y8F@JcsXUkH$sYpHB7%(s(PajZ8 z`);f7*8H$VDpx^B5PctYqqWV<`JM3@pD2~If6FDI({bd#4E>U-m^fJje2YD#w+BL5iQAK&hUlTvXH@?G#1iY+V4Sy^FV%p`&P)0@>H|xbz<8@#o?f zywzB%UlzM1n%_C{fyItSlvjzm9T*95Zyv$=<~qyEM!iwqyt_s&+G5Q}>(V zkBY3dy;IAb8BttV%glCIQGys3I3xXS_EmkCRD~pEZ5-NhC)e8)9&kQ7^@zK2oFq_^ z`00yq<$bp@Q?fn)#Y}ma-9=E@BNGuGOV!d7rRCB*Z=0!*&?K_|m@Sk^BK1dQc~<4? z-i?W9AhWG6ldtxTZl9rK#{g7_z z#UzN%id;66%lL!SCv}-WUmQBM_7ru4(`%JjCc#gRwJK1${92k{Uzks)*a<N_9+9NaNQakNk!7+ zZguN=tnYfoWP!c5jF)-V z&l^pNjF&V(hjH2Z?$NxaI z%((b=vc)y%Jlogoeai(}#+(I|Jj<#zn((5whyAc7WSS-F`OS}UxyM@vYT-uYDj^;e zb$SwXgAAlo_@8&qlRZ;ZNx*Uod}5QOUq-i@nP~Jo~=i zgzrR`KJ3v8uAly5O&=s{ggOYyIW{kUJx#-f0?Uhz|H17c57D$H4R*R-_v zoYdS&=~LZnJbKpI?tPv(9#boN={DU@5`n<|`;FQ#aKP+t@?6!m-IUCce$nY%;Bc7x zs(mt$<50B=2qI~uvXYkF4DJ`GNqbdAjvfuT0O02>Vi_j&8$Cmtw2PUVppU93SMRdN zo<%#KAK0X*3k}KP$3sX9PAcnqgHVSVQx}>!BCpQzGwEmId{fO+PDarbksZSSdsh+8 z?AN-22Zw^}KPk|uGt^6~E@(E!6mpQn>j*`QE?l4lBw=!n=CGyyTVRA!-=A+qu;M=^y0a;1 zFCqWud4t+=w{cg`>w_pPDhSvVCkzLT^EXhg} zWg6^}-p4kq%0E3V&G)NX=-gI?4T&W_dwhbfrZEOoGC(dFc-ol1C?~yHSuwz|Q7Dtx z2Qp^9$Wy1z$9}mQ72B`$?Wu%g7cVO4p<}s7mDRo!)94?luOC%h1+^0SK5yRp@Wk>w zswhGAxDxN$dnU-Wugmcx`ZgSIFObG5$yuk*P#9LqYscP)>#c||s4 zoAS#G3zb@{`Iuet%U+l%y9R8qRhvR*af-lM6~#IKd_MFkqlAyieng+A@Jf!U$lZ17 zQJ3`nQuLgokU!LK|68JSlP>j~tlZoe>t&YaMlvgc1v_bZk_($Vrjvk#m5v$(d;u$q zZf}nKhOq}Lvh%Oez*TI^Ik#{V`i>B0xJR^f zjb>Z^WBrOBQX0QpiAs82Kgi^q>@kad1^n`+r&eET_9AVxb4rcC9h*eiq-R+v>0Kx` zCk>ynajGs%$-P9wC+eqS4!K0&tl{34Rf5XK9ij!OZ+aXBzn+eezA5&00g~ro?9!PJ zsiAL$<&8M8X)qLOn_kqAwGCzpy`#YSsa{D^fi#x<#beqq>6PSm&y9wzPy}A6&jD9% z6DAy_`TTShuuJEM9S-^59kn$W_!qH(kUjf?3muM!O$`RwC9~Uba+^gSf0=ptHqIC} zB}{ZfP+h^uL-@Qh1&-={*VVGW=Q{p*+sI%uKFojSaQPfq6F*>0u$A8?MjJ{p!@^JT zStctRgLlMNhR9B@I+cXBufPiF8vi=` zQy+$DIJLjuu^q4`kA6241zwvhnA6Awl{s(xj-pcymPWvW8Y(;A(#)0oyN=C_TyvMv zr-@hXaJrWo8P@y-(A19ZQ5ih@s~co#*XXZ<}8kp5t2T~sQ5Z|Jx9@MRPrb75ug zd@1A?EIi5x^!`r&?i=$Gz)&pcKN!h0SzM}U3Q!b3)TF`*;2Sdu6)qsa5+w18)t~&c z4QsLi*|tS}D3`h(NDy^y`(9TOduHuoN;4l&rT?scj}E9-dYN}Wq={TQK3lv!FZFh6 ze2W|$;Rn|n53-Ve%Ozv``vvzC><}k4&<-Tz5hX$j9yBS69;G^Uw6`4HXv|g`N|I0eky;{?`+d;(YT0-77+cq+EQXa?boXBxF5d;BZHj(7?ds{ zW@a1RQ4KNto_T&`DwdkwZS+ddK!6wCgnKd)3A34WyVp|8a#N0yg!kH#a-hEDWY+&J zuV~(SaD1cgQZGFJ{6$)qN_vZyGCPKY*_fSLeQ$^d(+HpyF!WXHQOKH$pvg>n975+L z*pz$PqZyn<^tHM!{$H7RBf6tzA4V|QC@I&rj0&-HXy~JEV|;P2E45jo)1d$tsr%;K zAbT3LI}jFw<6M&@t6$pGbQbU%wPx7(5JAQH3z2!Cc5tJ%4s|>jv+X?IQauRn!6P5Jn4R`%m%M%OLtYv`Aq>F;yCW8t^L6?9m@hT+(KpUh@c z9hOTl3t@W+@>dTfjuOg}xs`mEY`_CQ?0SVigEda*vzPpOlE29-olWxy zD1%JPk|A?*X42|y<8n9ixTHkNkJ{>~CbnI#{OK1y#u`isNic^VUY*4&FSzAT7`%l8 zipYbwcv68ud+{bgsC@fhBd1N*uOkh+Mx#tHh%-U5K9S;XSriw16jO=HKQ;R$@5Zo9 zprgadaTX*`YWvGYjVDxP!_>EFXJ+~OD&YK^eG8lm-35p0g$7RVO=(K!4w%Hrwoe}L z!+HknWQ}z6w{1B$BKXddGP6gQD6SQ{K+aEIOsbsAGZ5R+f2dLh6!Agn@>G>sSHjmW zK;N=Am4A0ptN1?TsulN_yWU`8&_&TjFa6!i7wsoK&eE&?LS)a3h#l(XvKEQ8<{2X7 z9=*88DMDB3RgpYUkm;C?Yf!@czBrh#@-#%Lx`23h;?WPP$G7L-ODFlG=(0?^5b*z6 z5o)}fE8t(3{4wHp-(OQqPs*u0WNH ztSeiXb3~u)StY91o@3{UC$jfloGlAu*vd@Vf8bmqNzTjURPo4w&%?{Xawrmxg>Q zS-EOF=X~iTpr^aUhL@M`oS0%~8PGibJcEB*p~OY2fJQ1({@0lVUli@7HO*c-Bt~{tPc%Y=O3>$+kk{1FM6#V@zYwFg@R>JC7bb*Ssb@ZhbSKOV9i_ z^os%K7Za}rU#g`VicAf}cFzWtv-rec)eD*hUe1Vmo`a=P^9SlWF0Y;KTp2P0 zkk7mzrktPYIhbQteLw~B15!ZbVjeuA&{p1`$*;Nt0hh?AkXMm?o=0krEUoP4qb74jd=W49YddWI zvu;;8Ah^Za$n#_KvjjVpQNG{b?~9bPX2IyjY3(;1RfoQbzpW?4`^7M)<;ubHKx196 z<)|A>h>a=#I=T^9{sCG~HM((v1MKK{2xtjtb}~0+?`wppc$#6Bdj(;Hs@&DBmIOGJERhy}jrOZ4_7jW`R&81T5{ZIqOLNVXs5Fy6PHR4gW03k)p zTc=3%$02O9YM)qdNBg4t^uI6P1#Bko=_*tXv}q*<&wwW4xNCBx>QDRUrAD8C17(+( z#t*jH#gV4rC27kEes(DeZ}B?hv{EO&@g@p}utfd^9-v%=A~9o=)uFpN{bkf3XPlo- z0+VS)DDok>GlbwzXzWkgDyhHzfu*Of{n>{D%(#E=n_n*|Qhv+O6yy8`NMZirY)x!# zD;>XZ?0>2Y=l(@NrTPO96X`(v#3!z6vG|Tns}sXR(g}iN({m$Vw{Y8VEW1eM{SF*Hq!@0xGYfoE05p5E*z0LattH_ zx6eJK;!l1fV<}Tbx<=*fa)X!(W}!zJC02VK6Na{r(AcyZrIBopv&%`Ie5 zURlmE29r~xXd_=6wXL?rV_(@gk87=INjxqq5Bz(2&@@*POdA|P4FmxEqcAGyk>-8_ z@cm-VK=ghu-2yBMoE$xI4;ebJiWfq>`z3|^;^hGh@A_6z{gVqS`&Ha$%r-v|VVr?Z zoAQ?|x@vV5*v>92I7v7Y&pxgjp!*>ycC@oW01W2@XP9^mZLy6+Yt_uVSR5|_NeWra zM({#34(3ukv3;6+ddVLUj8c zRsv(gFb@G602flRLWVLyHrHK|SglVjfA5;xM*J0Ny8fG|p6KJHt~x;@`# zlQ*hBDCk?~-+wDTQj`#(0;V>5 zJdF(u&_fd|#pn_9;0BAA;)quD6qi>#sf#Qib{u{uSBdkO2({tenPLjqEAqOu{Z{Dw zi|>v75A(YGHhut1Aull)a1=nfJ5CoDJxi}#e%K&)jXiBJ-?O^Ug1oqw3HvBRfXJ&ApPx`M)25sboNSpU z5@03y?EI8>dx@lT*a@gAlNgKNV^VMf?@c+0)0UD!k~9l($hIIKBhz?bggkoh6V_yx zW8XJA*MN(z$DH>_C{l8_rt!yaqepA%ZjXAF|3is!yFc+44 z6k-ePDC)Bj7iI!_UCMUbK3t11<2Kl9e+O@-ug<4O)4YVKwMNb^FWc(yEJx)>DHH=5 zD}0`D#SYpCA42RJlD>A-8TopB)j-J}y^*#pD)%jU{g@X(KlY9V*YDvr8GFT&HHiKd zfKKhGKO5d#;vY#m)PZY~)O6h==X8Fe5x3&)Z^<4^<-05S4LpTt_LF>kt}c0;DVFxu zz^yX%78)?gMYLJxml)B{o9)wZ~m3ff>2vG73 z`~V>&7-HVS;xQEAew`Lh^Y` zAK^!bi~N3416OvXh=O_Q?mLQSv88hq7z?-uI?QT#vq161y?v45$vqdO`)t;$jJqiTE3x8aC^%%w6;%d2OolL(c{kx zQIq;PJp+q~#u2_h7c|w=s$8$98-4p_3BXF z(o%P)0xm_6Np^ix-{Ik)wv>cWOW{Kdced8s1P-zvgC1tkzmf-P0Z+uq=p&51V*`;` zZ6uCJ!n%GJryd*yp7s8`1RQrFR4u3btjZy{)m%8w*g3wI*P<>wOUp4%ZfQISr?<<| zc_$H|iA=jzLodd%I*>i*eCIB;vdC%uuB^M}0XlS~T1i$J>YY5cY=imQS`2&M;LywG z2P!yBj4v-d4SBipH7CCeg`YLYRE_H&AdN)7Ln z08zc9-9Jjl<#^eudI_MuJg=?TBSdg9b7P6^ok85z`euP2rMe!jUEf`Gg`GB`>BqFExL%`IH}k}2|^AEv>tZFY3a9BiRlQ>Mhjrg-t@i_&_ruG|3Uamw?8!33} zUNPVU_Ybz&zm&Kz;tOxY+6&8kC0--pP<2>T%kO2bIBA|{=H+-!3f%TtNHZ6L1o8bv zM++NhS%;=~*>^&5?^#pO9HnVl%mUHOfhdE+`koGZ{^I$-bm53i|ED;It)FX=G-tH7 zB(6X;IkXW`SCF#m+ceLfAHa8SN`ziG-{0tY3Q1HjKK*RicluMvl!E#B<_Gzwt_Xo~|;k#m`Aq?r$@CMlVt>xT--?-g72joq z*=(@;tn+%90XJ%v*#0ZznNL_HJ~JacKFz~gOoHAO;p&wvsB1PsA1$0Gh@EgK_PgSx zb}cTH38QC2H9k!(^RCp{@X6WKz0Cvb7MD|@T~F5U_?U@<`(O!Sr<1v?LF5i+X|a2g zlql0Q_H?O+MBPqevaC3}7|X*oM(yS_eN$2YC~Mve@6v>aVG{ySlVHt`XVfbThZ{Bw z;~M`h!?N{n;7gB3Xg)a;Qy|9aiOrVTIla9XoLc~BFlI1^gZwxgkBm#&&9Q{duIC-7 zxVM+&5uVcQd&erZpTqo(NW%kO6hI`D0C6MJ=fkT$RZ0|Ql`&&`%`2UbJqR4R`Pao& zMtE!^^Vq(P)J_(KMxYBBjy$5!^e;B_((_|-AkY=nISF1tPkBVnj%ze#zhVX&mS|Lz{ggC_t#WL?fru2PH~2Y7$>A+-m~>7VA`|y z`+gr4BB$Bt`F+QReR?*Af9<$G)a5b&2Qy?0Xwifs9LWBjb{q%t9{$+LL&pkSoyxrc zK=SzwTb);D79Q#7VHgg$ZABBSw}N}jns1J>d6|W`|6@_8bHk8WS;!h zN2-xtXnJ5ie%Fn0NdcEhWdL@4yVmI=ykTBg>xq*7{mZgQS1b zHeCINgi~SUQAMpfRHf3nbuF?(NGWlqq2mi4K(Wy+Q zIR3=#)Qe$2f<7E%X&6qOOqi>bhl_<#IC>uNz`b97`v!FuQ2YIg_#-y1#X!Qrw&k3L zgKJ*Kb#2DXwM=S#a`SXXATkWfiDL0RnTI@U63ibEpHJ{QH*SxhIFiWd-13dgK0R-u zG*b%(Jo^IGvu06{(~YUp1hMj+#1?rfll}*J{HU5|a?T_!fEFci;ciQYfq3^_xN^mV zcfUHWma`l9PYEw^qqJ4K93M{jM{-R@Kjri}-0^5uC9$78$x79fMqf0uI^Q` z(a0H(OA|yDiR1Eyt3}Y@w!v`?Ew@iUDRM|JFAZE49!Q87IZ(MO zJSLS4>Ms5(DNk-Me&s~UCf`86?H4~a&2XngUQYe76UTZb@3op7bcgBiV8=7!5%ck(t?*?v zn)o2RV@Kr&{0p=TP5z z0k2>NR7(8nqm~8=60vn|E(ZM*WZ!&9q3O#&44P(Ec&}JMO+0%h?lEyar5pWe4u{nK z@>uXjG)m3(HMq<`@b$}RspU2TAsEBT0^Ujcft~J>X=I9qn7wN2h;6oWIz?r2T=M6I zyOROQd*P0tiQkgJ>XN1vGeav5eb}7r?~}$fm^uFrg@)G($o=6z`zzo#78&X{!HBOV zLPSF*?N9apeNU@c9TKHpE`Za&jMf(k^i9_8J@^_Y8j&~aF5`@t6TNvTrKFPW%wB1-*Eq^h57iu(E6=ZIX< zzQ@O8bbG|R^*dkH z9N5G*$L`y0ZO;Dn1`0T@bPhrNvbfKt-!fYMPRJX|qsbG<9(|S&2(yUVN`rsSTI|q4 zEd~R*08@_O+@*7UvQILS=nu$S;7wbP5jhWMGAvqq_SBJ~weN{5d#L&sQTCc}p@hx( z_9&BSQOf}r3PvA&5OID*aAVjKEJ|dq%VgO3m7)k%??B$#{Ghy3!|zVUhhB-=PDw6Iy}dW4!t z3`&)!i;-9hKFS9YMa2Eq&3P&Lz>0=Xi_wG`tHPi!?4d8eLO`d=c&CUt=UrY^r8;3?{5Lh1jD;mEtVoIkTCHGe{bM z`XAUBk5e|6(y}@fsA}ou3HV#htLN)x3_Dra2=p&# z>r41{PIdM`XZvX}^8=OsDAjbF$oVzRmYP*vRt29j{B$_nx`baw9#lYYUwqp!ds;u| zoRy}hdJlm4AB@$pO@SmC->wTlZIyfVtw}8W0zezzq_C;0wk&xWHP;1tHWTeWhG^Z- z8GEX~2jp4)roLqPsKuShk8>s&14qDP_4E6_!$y?D9D; zQb1*s>kE!eL078kgOWZ|>U*J92}71HKORyjo84Xy0Jn7q=?7N{l#?oNN9uAzKlPr@ z%6-sLY5%s_?Kizf>;5CG`cTgw*l((lK%?bdFr9n^Q)x{(`xnR;PT|Z zpJ7<`&m2h$7ZF6KoeTmX&(m%W&kE&AkGet+#yJqDyB>L>87F;6Mf@GlM-e?brqGd~ z36FHjb<@tSVFplYw!sD`7ZqdNK#8FiJJZ8xn!+#}M$1Ntw?zcdqP!P`C%e?#)1oNI zyCjs_M~j*&Y&OIThXLLCM82Os6NiGH*!XMpKxw_>US3n*sZI08XGcn8C+DWaNhi&{ z$QUtxcYJ?$oTQKym;&eZNg%cZzD@*`OaYoMpfNb?JgEQU(Mo{XIH5$db-q=($_(*d z_67gEL++omykHzMI1=6?8a6@j{U8ps9Cbh%_*ti7iN3{Q$up_^d&T;p0@E@^M&I<( zafO_SWL=QjI(Cqx`gOa58JsA2igKcYZ(5LuvhCE3WHnFTq+vmMzpar`F7gwbtq)Ju zp09&oBR}-@r}`9Nx);I6kWY|kzC8YBb_58f7lkDxx5AgFs>j-Ur2Xba8UlDuat4Pz z^**XS1v%9a5h)gv6!$RBBwh{jsO5|SRXO7{W=MAu05K8ohE%Vvv$g`hk*QYz=75)m zr>8stOpvHh6Y_xrPcKlF5o{?v@SOp%7E@p}zBeP~j#u&xWey-qYiX!OCn); zRLFu)Y;FT?`|M`naL_L$)#W4kCrEBnoiD|UrQ%`UsOKs1sTxz|fnJx)%ha87QDw;m z;vg*w>hgNm+Ifz^NP`MZKDjT5ne9f#t39iO!=Pn;=SD7$OXY4epS6g+-J--XXd{qe zxWjDTnCRttEKg#8v?hz%1DO5oFIEXTCo0NlXb_^|17aRrD!P-?P<04YUj2lOlb9hm z4Aea-P88DX(adMI?rU~tfChWYp`t3i_eyO{*LZ0z_YKn{>#>z+Qf+;`{cKs{0G_Wg z24wWnc$SC$@H7K|HaZ^Y23X~qA@u``=@8S{bQp5goyj}`*NYTZ^_L0VCd(Wuzwj)oc%xzb?Zm z<-MKBgcjn6PXSxpW<#4;hUI7THht725ey7|gS_jDD-LL_PsIYHj>V*$ymW0|QH;sL z-RE`rZsJg7>+k!&B*L9ou+v^{%vigwS3V<*&ZDk1viHn0$|mEg9G&rJT`DEOLr)8# zpRb2kiOnmaL)7D69WY|+XHS*FYJDhyLfO6+A*`om>%8>k21pz)CDRaLq*v+~6WibP z6cc};qU5_=7~SaSlP~sB=(~GFuGkO{@Ff@jeMv}~gWN$ZceQfE2;Unit1-IJ`mdwh z|0t3zY-Z)5>(h+}15aK|GhHImuiz#+3>La1TkJ>fbmiR_w^C72co>uv$`_{r_#dU! z#lNxya10p|?|6*6Fi*&>Mn4H3@rU*0m2;8o*M&A~Pmb>kw||D`C=vuWlnNR0(bYQ( z$2KVKf)y&PY5I8Vq$$Edn1^MLytFj}<jH)!=s2j0e+ z-C8c2y^eqX?qwt?jDjwn;E1(9o`k2yXmPe*Sq8TvR_8tw-?9;5)HkQK^j&wSd> zEmY5Ju54(AJ%gUqX;ZU&7>*?;JWI2d27q)&Dqw)G*XZp6hDq=6322lYF@HGV6}g<& zIUhbX_8d(ki~rK@`v&P}My{nmfl*iu%QWXM)J4yvTrnodRsWT*|M`3W7Y@8}hg~a1 z8#C=$tO4^Ftoh&-lf+_g^%8zy8|=3xVmz-=6tj6aDlU<=@l~_j(WNG4dYNE4?6@?a zyv7=@$whHRN5d+L&v4}DYUtzosN;RJd%xv2qaGu10t(t70P^4Y&1pz82hfGjRhukO zV?MJ!5{Hsgorz+9%bvq-&DvUCL)|eEdog3Xk?#D&AT`NfM(Y*ECj$a|$a;onY|8c0Ihmod&2t`&RE1VA(OAp&Q9t@MRFD4U;Y*0p&443kd9xkk|(%Zlsq-pS9f zTw?{$+4`Wmt2V?pg1X!YT6A%CM3#_ldz_s0CI4C-MdbxQy6NE6$NbJ=FA5da;Af9h z{XQV(0N^3J%gA7Z@6U6cOlBda$3zk*GKlcBAfi0)-{ksgz`f%Ngc^1;k%Mp!A=`26T{g!$_Lj`b-XR%f93!0UotZ5~MlzygWF#XqLiR3^y~FQ$_xXN* z>#yHGzy9b|;`AQRb3gZe-Pd*9GRrBqJp+60|1za@%XI^q)!as|4K2$PgR%G=u)L4J zS&?y{6#>C~(m(UVs)?dax|JWi9F1Ot`cdL+^Rh%N0S^x>+^V}dZ*vOqRjKgT;(N0U zw7uZ;8UvH7z1EJYjZKl*@wLMzMr1vGBF1RD^*4>mL<320W%;@+xcYzWXO}vJO~Z|g zVkN&ln9y#bVzSl9E{nE7Eim6wxuuJr ztR}yz!9rO_M%SSsd8BtW+e^1$yOW{j?Z56Ed-@41MxvB44+juls;68(=X5!^qrZ-j0Q z>cOUUIcilt(M!BT2^*(uO|<4S-4E+{E?$!7FI3RWH&IR~XnX0F)5XSex@B&Y2F*Nw z!vu7lmSCY4IwIvddBQR(=bAYDCScJoF(v~!~# zlrzeibe_VVt768;w*p`%|C$Km6>^r|Ln_B~NjC|4yo|cP6+TG1(eb>#eOU^2)#ih* zM9SFjxJTn;R;b5_lWs50-!B@xg)8eci-_fSpN&7FxZGy^`9Y4ZQ_K^Nezg4d=l1rG zC3<@tjExRoxfeR{LbNP-#Q6?>6TlrC4LZywUKCG{fBQ_XWDc{Y*r?=(y_KnQY#d7e zJvpWBTAaN$bkyg?iFtBq%0AuPv-+y7Uvd2^$ZAXQ+Mdz;q~#1onj1HWJ!|F+SZWJA zNJEk>?CQ*Mo@fB!6T^e|$c={IZ=}kM&Q1eo&OnbV>Zt~cM^fY>XiIAW`m{-Z_V}L} zhJmgi2KDBC$S17x?%%rQ@rF%){ z?JWcxR~G1~?qVsfzsk`~@{vY}=<=Ahkebn)U(6GGmbMrCwZ1F!wN!cS4g^F6D`!6n z2Wm_Q-?Tl6t3_>u`f@DE(lUtg-Ot}Mp)FY1H9z^SFWb=5t>pOCQ@kiP&b0;PVXN$P z%02*c`0wOD!<%PohL|IeAZP)QS;zXj!OU`Gyh@SZra=8v@?#L@8$BA5Vn-xoTjaqU z66b}ED5(jU%^-2nC$A5QkFk4#O?$)I&uQ*B6}ZaeUa^br>(o4AZAZ(lrNeH^VKOsV z+1GAihT#wGuf-d8JYT(Db~8aN`pG-rPpY|0uN_{@!!1Y|<-)qGK2{$_o4Pno`pMZm zkwlf>%Z-Xduj;#wumn6HP6tN)IxIJsuMIqq8IO;Peli*kJ_5dA_Nr4guwW$Wp!0DY z#$@&&Cor!4&+=vJ>L4(ZZaK)^as$A?ZC*4m0z3hLF)6gL)+P$^eL8E^6ux;1B-`v% z2<-6s7e(!LDXKqRBAi8z!ZynvHSaHid%uZwmnQ2Vuj0H)8G;&ti93?UiPK@`5`_p% zrT*%8A6YE4zWpicK74{MNQ*x%=TsP{Onczkr)%FO6t0djoApGEocogy31ZddwfFw zHi58ssPhy3szw#{54;Pso6u+ z+GZ#sawz4)8eI*1B%%2N|-f$-GT zkbwX4oX@;92gAHmt>O&n>{Cf9X_bd>&8eTh;VJaBiiwMi_cR_eZS!Fe87Gh4sBIZ4 ztt`l|MKQ~tVVGRhTtzd|{rU6BIeZsdC1&6cI?a*sH?VrseV;_l0*P1t)o34+hN$L#G z4tCK%@$w7gwwhr2q8(@F`jf~LDMP$F9dy?BSa>_bqC~~pU0$GZx&8+e>Uq-a(!`Q^ zmdm3@stm_bKV8}}3~JwGUdY4k)X{kEA#I1dG{3l9@4hj{tKveZRM=4%uDW)}h$e3h zynebl!cr^KLKWZhQgHOOw96}6f8mkIl0C7FE`L|khT9IxseCKt-cI!hl zQMILecNbxLdHULmg*S%SW)xVPF=ZvaTkwLwICwA>A=E)_#;-vOtHJcEk~UBJ>|8mqXd^3NQ-z-zlY-tS zYDT5w`FrKk33ao(w{-0c{l>|=mAU;QM(AYfLVvnM{6Nh2ss2ckHR>_ssMgBhK@HGP z@~oQH%4|f&MLzLo*#1;k%Ct|kF%qdoGlK>j@C)a{E~F=PMx^Gkx#&T z#hlWko}Qnf$jA<<;WZ%ZGb6MRAc%wC;yI*LH{L@Su@MigZYUfSbJ}^n*JtiXo!fd= zqP%XdK5LrxlDX$;IWN^+$~PL&U?XW}Y7FvzJiifc z>O~NZ{Rb@e*HSjVU=zSOSHC;!Ig1iKn+&8hHJkeJ;NynpNGDHmc5>4vnf13y&p~Gq z`v(d&2MQo?=C>)xA*ff&k$2k~%f0Vzs}{oPDp8!qEsmg($&ZGo7?V)6lT<~DqD)mD zvR3zT_JtMrqUkln7>uF}X-mB7Y7V2f=2BnNGQL1Wn<b%%~u-M)0>vDuEwS zoufiosevx|euYH%h>e=xZbkCdNz$)LMqciKu6v;K&QiD3U%ev^56&#tVDYz+$Pcg^ zTm+N3;|}#TNejRON*C}(em!C9n|Kf(xP9SPH^F(x(4E=%#RCuX3sA%JbD+YiMAG{f z!4Pl#77J1qO{h#ad<5ziHtY{b6Wmx?soAD9;dhARB_>rm@_VYO{=+GGa$#HH`*8qoiF+eH2Nz$RrFB79x-qUS z>!jvdBy_)}BXgi!Q^p{@6W^i=^sq%_0e{sjo01#D@Gh&hXHA5pbmyM%wIt59IWX`- zm%+W!;~(!;*0l=o09UvPG9${ah0}v0EDT8*L4Ze1R2_1UwI7gWu{10&4Kog|p7P{i z&<5$B3FS@VvsXMwQpx4BBNz{`tCn+3l!$H$kU-u=#~OhZ#$AWv9j8Fk zP9hg`duw8s{74FD(|FnYH(gOY>Q%QsDrMQo47AIAejHStBe$G;?)pWQBa2RC!pRJ)Gyg=rVh$=D~5wlCjxLol&CKtYE^SnA8at64m|+j#=ysgv^{pw0?h!9QTz~ZDDZ++Y>I$?}fuSxGeDsG0VvH*&Yk&=m5KL<7bi(nnOwF+MpZl@`?=L#_6 zl@&v?EjUdBb=GjPsU{5T2veStmmk&slqo-iC4g5YQVFMWI4I7tOR0w_Eef!Ss-7p0R+1^)OQ)X=wWN)@gD58W99{y88KJ%A_->}gY7gjdb#Pa^}kvHP4+(^LkzH<93ac167Tp{17fG4@+qGInl!d zYz#M1Myu$G8K3nbqanJv!>rvdzPJE_^PU1 zWah$+S~Yw>9!>1e+rOe~U0nY3-4Aq~X zV~SWorDbhlIBZfnl8{CCsBnY+#b_^JQ)UF;i9McLl}o33@3b3F3MVWGQr3aZ6T0P; z*zzqZasA+i!@NPGjK&G;)E1dSZ5)yIpylk~_z{82{;0_S!>^atg3oGCSpxTl8c#I8 zN*#?{L|(_}na+a~WCj8H=N$LTKkb%J)Q5ll3Mn$(vjX{zrW2Hl5RN^TZFEt>1oSsl zzDF0Mwj9iBX!UqQF0U84zs>P?6bfy*eef%eV7;}y%}W(Fg0+5Ec{A6^OAzT}!8HTF z2*EteBDBARnQTiEcG%}Ay46*qlJUSi5rp-S2a4c?om8Syea|?~+n%X^9T!gP01=xn zsPJy9zdnsh698QN=&`;FSVkCyoMh#5mdE4POe!|AB5l94#jJCcdD)`ZHFN~*U}hCR zM5t(c1UxRyE8g>^QJyH3s>~W|pj%f|cUpBNBp|%;N_Vt|ko00v7V~E!PWZLKtG1!= zI_0h1+-=p-7!kZW#QGideOE5m5to@Sb?ExQCinZdPS$iJrcw=RGotz zKv@KMIdOoASr@?>+p$YBQP0YMC2HR2t(p$3=&RM!@%NUYNjl;a>}SA2sDJ6pg)90{ z!a&q{xG0_-lbhqqG3@)@PJXw33(4@?5y0sDPwt$pqZxaQ8ZkIi;$@U*B)M`HZJf`G zyR!FPTlv`eWBXtcY^?O{^b=rCIkg*Ov}swPf;&yE-+(|>{EZM{d(?(Q30~f(Z_H6# z@-Y%)t4`^Crri3vkBTg%f5&Ec&!o#bc8Z?egf4tK?0+uY_eabe;|(kvu4|{Mj!F(b z`BkikEcla7tsRmgnOX-^@w724&ch_RASbN4J ziQI(sw3>X>8CVq>2Xgu4Wx5|Ln@M>p+_gcCsmn(G$UQJ~E#62S5FjONKfC8Pv$_^W z{-Umgo%d4^Z|2o^&Uq6W`;^f7X+=aS;W1sdRs+eHgYHN9pub0d=|ed=YRbcLYDg({ zM6!Jz5z;1=-gkKYVoqm=E=M~W&4A&t8?=z)J5WxH&44<8x_8N73#Pb^*HmpF=wK{=)Fjes))Do}j$8_mR>({JRx=kJngWjD^dx$?f+nrt83 zwS%CrT{Fw(FD@tncL&xd1piG8IR5p!)BOQ2JR_aK_mYQ#i>zzo8PC5 zv`_Ap@hxaeMMwT5wJ>?SPz@u;F_d`kB`3 zy9kWkpzKYe(Y{F=ebP))B)R_M(7S=8zfcbX1QD8%wG7+#v=)NmJLpD9Yw5X znzgtsiGc}bkRkaaPR&vhd#-pprIGs44>wPL(Wx>tTTb3KaV;j}CAxe6n?Z+5@LVpi zj*^NHzmt-vYS~i#eks@CyR#MV!)0UVshux-e}`y0i{Cj@|E_U&-@nu zZ1%6qUu43|$5x%#MToJS4rQk%Bjmh1b!8@s>T@yf0qjLB{EJ-db*v_j#z)qZw3et-#6iz~Sl zSnOL=if7LeUCXgw5f5xGQcFf&X-$3vj(jz0KaMT5_^Xuv@R7gZY_NA7NzZmHv6ytb zT)?p9t5f23kLterGkq$T1?REnzH552vO!LFd{>xe{byNi$_6%HH?2lL^HHb56cFN> z$3P@?D+Rbq8zO2JtX;l5t_Xci*H63Lq8cm8aHiD(Lb0FEuL*Hx$Iv0r@Vw_Gx4Z zmxH~pqHdIke3XcCOJq$It0zn(MAeCPA10U7TBCZ&NUfDIOrDm zxL*AWOa!@4)7WF4TFqBaNO!u7Lzm4GQ*kamblj+7{`1bs>+klLRmc6S7T+u=WcLR7 z)hAg@UR87o#raTaKn*VG%xKYml>`5oINy9t>9 zHJ@#`7lZkwVtMr?WTtzp>mzzxb3GNEFYD`y$yTUcu04{?@Ky1*y|ldl-3LbtN~^}G ze=BdCyZuUKw6;HGY)Ycw7uu~i)85~7j>RTKIb7zqOQP%XrP69cd|(9!j9sEtud;2C z-&0x-cZErK*dIqn+%f|SueE|dsX6(E4??HC;94E@HZ$5)^B)6I`#xiTJ6Iat8YPIKgAD|%APg3g7T9%{Vp)ebQN1P%{6$J%wGO zKwaB>8s{Eh8x6-Fz!XWj?*Ow0ZNLc(4w}A*`cN9V`dU?qGAV>IMEk>7Znf0oaw;GE zs7mS0Nmd&{kl|54#be0pP$WUpA~KP^wRK)y%;5gO^HHDIXLnP(tXa8bs>1J4xd?V7 zn^N^i(Ayv65Rebh$si=qvFKYy6MABXaGgeHm2zjI#-a{-q?njZdXDdPAeBlyLfMq9 zSR3lj=tn(@WFYG39q&@&)Ii*tNH^VP}G3)5wY1YW?)W%qX*tfGRz~b@vh+-TdK*JCx=pT}we%`2&+q&Du z{rg@gFTaf`8h%9^mVV~g;Qpw|G?D+0Dc$9vhxJ|qg3?fkB637W}TG%GzqD;TmC zb(PBMA7Hl2kuOmD-l=DXF#aPndxmfsW;oeFaninJA#=&xR%oF2?oU6W(1Q+DgApoh zhhq1*Y3ksIVfoSGI=5Lmce;daJW~F|ZyOW`*+ztjI^fl@S|@}{5nO0)Hnrvq#>J&Uzo&bcaY(lPK zUIJ|c!kO@bv@9+~8jJ5_TERESJdBin{u4p4_}%ezhV%Gv&25-!MLvY(@rf#e6y8p z(QQqo-N)TJ@SO#fXg(42u2t!(-y=QRp5qjzJ-#pfc~U+zqHH zal4Br)UbuNh*zN_x>)0n+r2KV12UDyCW?_ZEehP z`L|SU2r!bD$Hu)|v`;hR#HO+j!e$zvQW2dyfPx8bL1p0N+DXU+}hHtz4dz>^Lw7$I`!)yNvDU<$LlIT zEkONP1JTBWfQOyb)xl1Gi&qfEB_<1FGo@GbftH6?dGsPC@iirAnDLESDIDQik;`Cq zg2qgZ17Q$YJYNfvjh7>Kq$-|Nqt=wu6VU^$VOBzS16SmjVc2S4+~1ZN7voV!2Di6b zRhEd4jUpCY4`3o}bC${o=PO84g6)HvduZ|FoC?ABbD;qben3822}`W+WeA&;m>D`ui5~@Ijjsv( z@sAK~re3@5_yUAwRps}##jVP>P?Besq{T|7Gav7TbuU$5Y5!bwqRsZtry5-5m0a?! zT`E$+BeC{6@L?_JDuJsOm>+nEg_0ox%l3?aS6HA_U~Z#N^4TVO(AVClKSWSEzdVOz zsYEAiAqI(gkG`9kb@+cTm94BMJzOB9to})dJ_N;a#_!~GbxLCEq(bCg_KC%+Z) zsr`I?pnh;kiCl^u`_TjtW~b8PRFXqY%P&1f^z*OZ-hr>O{Q(cjZ~gx2;6U@B%uMFEO?mELDb!t9^`0-W54!W&ensSW28!vR$8!2@%Sb$dYrbF)Lh zDjQ>(XtWY1{)0P0e9be0>9HyKK5Ceqp@b_C25$>vq`VQiQQa$;#i^T}0RWJQc=pKL zXKI9I>4wV?@wASLhPO8MaLCK#*Tm?H9U7rxJ6iRMF`O^re%n!ldC7L-Ypv7W@hBLo zImxeX`#Cn+)C+m^XYmnJjBG&9rL}=ulxj?m40Szi+*6x>Uwx}fGD#ZC7#NP0`)*lc ztGMa)edem$x+4X6jj%n|G(VYZA{$%N&+X{Rnf221ZVL@sdHNr@y)HTV(!qzx7i+sO z($mQGcF~*R`96*`_2r8TZXu+0T>MX4e3fPr(_c+Th-96 z%!N_(pEgE*FqUuGT-~4F@Q$bTIDlr`nWc2AOCC;nIU;O?60k+=To?efMd#o;5!D1` zkF~c(ux2p#vnPitz9kQ34ydG00Np%5(;#W6+-H9m@Eu>e2cJ&*A(ef1Agqs8)we+@ zpOEB)#BW`Gq$>YV%0)`Vj`$H{=Y$i@CcncG9gIMl1vxBDLp5C5WcWkrmkIuZYgm5S zsgj}lKl%C|$}(r|yo!9iNs3E5(`uV%f36^!WRkV(R;za2C_ZS9IXF+|sGyQ{*3Tsi zNq1Fx|Kg#@>$8d8SwNYl5b<+=YPuVU`4~xldX<cp05y4I<9kT+10E~uR5urM++a^guT{4%pt_n z`3CZ(v@}o_1YFN4ahy0C&5sY{spprkzAu3L4k%=#K9pxh7QV@$K>wl0 zO^sZTvg69NX^WNcD|)mfqV=A=YGrpKk8HxdX#bBF@dM-+`QvWA>bV(E@$FvzN^q#& z%kY!DG0;VUEUYgi4%;kpWtJ_!f?i_XHm&F<16{6T$Gm`-eWr@UXM#ijsPUTdV|sAo@2B8v@AUcU`MgW*EXp^x`T4C|b3>w{o|~ zCEsS$zodKg#2az5L+Y{xT1kmI$Oz*{^Von39ZN9kAPE_AiVUmN;R$?j13L+B<8;D5=l4xQlY@@=mS2ISA>ZW_TRh43d|Iu7 zefXl8?ls=-f9}=%15nX&l-8Qh_bZFROl;{GaptrIa|YgM$!F&JZ4~oS9ds1rY_sLk ztX8lXFjktcPwsSG3h^X16sd^kdWX;pGJCFmTq7_3<%N&L1Eo)Ac*@{9_SAJ6 zu9`coq~n??Hz#V;%ORqnA4Q2j$3g=HA+>BonP2HTjcUGr``#Gu-Y* zcx~_cmt9V;6#z1%&Ta+>GQT(8AX^ke`KMTNvlK)ob~|*tsIVjN+Y&FmjT9lilM)s; z9_?G6EU9m7ahtjJDXoQMo{&0@YW1Lx*l&rWf)-;G`q(*viGi>3bJ%&$+J5Kh=xqqt zl_o+CH(Uy2YBn3ZKxT`)JRvY{I(SKKoxb2&tFW&i2}hHsJ>F{tJ%(o@hr~~7+&7?x zI7rQdA(P}?3yMPoGc1T&IpQX_7D5S^RWl!{iG7pkW#cCLIedWgVdSOLeh~R*?JIN7 z{FWP=OP>ftKEN)n%S;0Oea(hl+cP%<2croF6VPAxhNzkNUDK8v@Pr>PYc2`!mp20A zg`HlZ0ZavAE&R(qu(IzxO@XT6>|Y}`N{pV2P{RZC4W^%Two4Sl-Yg(~-*pAXJLuzV z!`kT-@3V+?>7u@2^{0c?o^hNXt`d+$n?5_%!z4k~&BdR4x~{mC{o_g z_T}8M87;TWF|p1ufJOhj3R=E`ikr%;vZn*gzctQ>Hk+$woWp0Q(!UQd*U9BOBd^!b z_`A&TEx1Qrhs&Amme$hGRyeJnE4_Ypa%lL0JoPs0y89p~){^?syI-^O+sz)$txIiC zAs?sZG&voFyz{>pQY2-I# zO7q*O$qh8>oTE6>GCZ$8LNz8_;;{1_rZKZi(nP0wA{@~vv!^qMp0Bhqu8_O7Bfj){ z^ZA_Dz@MN@o*X(@o39@n*lEu&uHAikLZU5Oi?B6X2bE?6DOhuaWKjxso`3(ei>xlO zoaK!UCwk*D?(P>#Je_8BeBo?NzMksb7gB}s)xL?ooGjH(6GHUke zI5K)4_ZFd!PGbGs)PRB~e&+Qrgx!qLhsu!Sxt{=&wDaV1r9juiZ&*+lF|}HHc5~DS zZ{ITtc!jqQ$UO^0HkHhg@8)x<)Znb=2d;=B--awW+X}t*!B)vB#;&Y03L7HE! zAJ&@Nr0r)!huwR~5^gxeZuRved zI`=Gxmextn3D`>Eh5S*9U78LB5g~$tQFvrqN0gmOYNfE&XrldKI)spZfvdtJ3$wj$F1r#X zxUNQZ@VEn^Rs?MGd9b~ScW4oXZfvcyN1YNoXEYR?I?q!EG*EZYUdVkTyo6ej?!-p} z%C0DP%*9{16n4~k!WNYS2((Ur63|l|JnBaJom8Rgkd)u;4-obCtyXUrI!EAiUXQg3 zkDPXr&`{NiSic0Wq{{Wu&aT1doIO4BYl53KK106&ZUj~_@Jpu`C3$1(UoA}@0CU_d zLcKe@%DX{@shbzD z)9u}bjIi5rvP>7|FN}j%)0W&%T*51u1w5{AKpJ==K46M`kB%glN~;S5AKZr-#iCJq z*=LsO-qfuw2UQ7y{4CLZB7N=MEAp@m%g)&qd85T+HQ3t$0 zR}yO!Tv!nV9&A;3q4L+kh|JD=3Ba1zV&>GwJ>AvYqO#D$aF}d{*rK>qz43ySIz>S5 zJDN>ra>~8steQ6dI!8ccE^jiMvSrtchul%Bk(z}+=BL(FgTD#&TD;kjC*=aIJCo() z(6=`zo_XNvV z>%a3XP_K|=J}2@Pb;uxT*rL?mzpL_jzsV-JdJ=u*M_zFSNZuh{@fAW+}`((`&>dX|*Sf~Ys?yUv?pB%5{$=5h^z z^hIL1+2jxH8$PCBu8CKZ1-eWO3zTUO_!o}H(p88f4Y&P`zPtdO`bWUV!YCtgt!9m4 z1;O_-H9Gh&(s?XgB2$tivCVY!w>E27a`cuq_0}cRX%)(~Nky(Fb7oc{gw>L7^9*h# zy-1LgjuGSe_EN3B!Tj??(CuiJd;eJth#}W_)`v8kUupOuIXnP~D z*gHUmQ``TyY@nTYZ0h8nOCG9`qcJz|;xZK3WvZBbIR`j32rKDBI7ik2?Ag@HJFvdEAV%fSAN%Z!s?D|K2k#{Anxz6V#BM*%qw0nbJq2D>VcerN z$;A)ZUMquc`yNm(FAvi(FlpFiSU1!CIw-L_ppessdeF%^{ zA1gEG87Fb#-C^0~++Gu>BjJUFIF+3Drtx3{`@;lwAcieok zNMSc+*ISx108kLOvQIVXt3s7yleYP%08eHeJO>pU>)=a;lTAnfsK;@l7{OZLg#inOSI&WA!vkPVyB1vU7tZED5CfremdWAHn z73(sKWYrX9-wtxf2w%FTmYpAKO^^Pc7YB4AVtap?VWNcMHM?)&mk;j1`nca#2lt7M zE$M7WekPY$9~2{Kxv!AoC%k^PUBejlq?R<#lQY%-8s>9*D+5aLvK~*!ifkh*`CKYq z5Py@f(Io?ZnL>TB85=h&V1WJtfu*-@PeM`jd1#m_+S$dCIK6fnRVE% z|07_Kd3FlhF=?2%qlID83G{lIiE;!dq?Sh*-88_`({uWftR#*KZ+5!cWZC%qAkG^X5gO0FZmTn!YRvkr z=IkrbL^V%SsvUH0%TCBjzQ+H zuebFPXk7IsYi$%aUe=-4{m<9bmkPe(^3FB0sczx2X9H*TKanfv!nKjrGz2&!5^8hM z2K@%WPpSN3A&4du@<7!Wx*)IGONz_pa1t&p>R|_=Z@{WOvHQ7q+f5Tf4Hu^IAa0XZ zg$vR~dlqCo!30|je==db*PF;|QJ(9kDBVUm!&ZEPgxEM`Fp2hSk}&Edz_>lM%-r&vG)j5 z>pdf&A7XDzmUKxwgls)>MRFg=M`7Ax^bMJp@$88Xu{y_$T2_@W+FP33+i=9rXZvFV z1vT^ktre?>02Hz^%r_%G`~f-^yUg#*A5UWIO4D-V7Qmur}_%)cj@)}&blF)?<17{=OeDR2+lZQ-@|etPb=*Ab!)FrHG@{zfllehDtT@p z4<1{T$1m3V_8fv2;0#_Ze|Ek?eXY}Z^PW-942xZ@;p1E#HNtT&?q5kehmX!#7`E6O zW_R%vd2KfqVuW&Q{D3JEI6lSxaTM?bLhYpc4W3!Gf4I-Oi>#!pQf)*?9X##>3{|u8 zcf&Fq#4w7yot?iLylljSHZcNePczG(RhvrRS=0+YxqaSp@u4(eB)n!t7tnVDp2!p! z#fy*IJ=5`=U_dVIf^DFo#^|9;Q@qTtzTgT#8ZF2Lp)KY*v>;zYaw1lJjXg0@GUb42 z%Zpr3ccboV*SPrC53fB9ya)LO?6&qFc<}5(jx&T53Dn!Wz?DN(;4N?#{CJx@mzgi6 zy(CIRLvfvJnFnPBOHQ6gz^)H)p2^L>o+_)TyK`=)GA_e6(e2Z`o5SDZE4WbsApb>A zn{*&MlXonsP(wIZk4YO_L1FDtCwXK3{=vVk0?m8@3=UqR)139ug^9VOdBti8t+Y?g zpBC9|*{aD@KCuq84V2d9^}aoY#0NSq6?6MT@BM^AXfq!3i3Z*@G;r9b3 zip`HskA?vYxLgPS?=XJH0>~0hD(uCesv1Fg^U0bsNOc&Kb!1=Iu`TCs7=Q9g$vZPw z{sFZTC#Qh;G<$;^#i7WLj4l!gdsY!t0&8jc8Ww%AI(evag>IY=vnwKjYOy$++hIa2@(tD<_$V|rkuJf>#4^4E7 zwJ6?E#{j`BRH!3qqw#$nEoNg|GN6<4o}Et$*l>SSp*2r=`bQItW;=XF{F%S4-aNk? zm#%LrZc8QKyD5l0#ofFEW8K>j!moR%U%zD*rQl1>ke35P-3cUjFKB@0_I^|q#mfHA zbA=W|2|wHxTMvwnKJBWOAp1LVyw{XT6NvTnEemiPSHmzd zbhInj#9a>o2sGzrck+CqK)RVjCgTrDi2o=xGdt^ONSF6_iR&AHC!RGu2{b1sc2vXD z!J~DHeeVw_g`THF2id2cS6oM(!glKOW>Bul8PM@ja~+J_1Jtde|F%(FL8K@$_}rxH z5b6rf9)bqVN|RwDV-Bp2mBiOSQVhE_z5vnkz#u%AYBD=+Z?SMiN~UT}NCP32iY{QY zGdRlYU~Nq7n_B%&vemUybl`*7{DWBFk%}HU#Z3cQclxtP_4u}|pBKv6vi?8lCJ`Oz z1lRkwo*do^r7b9^et0qk;xmjuHF_MNz688vOMZZ{`P)bDPO#)=tR z)t6E$8K?+h=m*VkkPW+(_6`WQx`6fNSNHM|-bw?j6TYB}lc}5T$M#g3wE#C#K@GYum!7vsn;z)KBj-irm$eJRn<>{#a zSlY+MBfEof3z!n_0tff!d1zN$T2nCE=0HNT5HncKB9z^fKv_RdrJhe5b?r`Xd_|AL zzh&GHF{QyOX6-{`lEb%-7$1JREamcIw-xs%H7tLl`_BE>FFj53v>q$vvc4Y7v9?e6 zA<=T&r(OP$`XJ-%k57vh#1l(tui?N$-rE?XB>C~jIu6PNVczur?y09W(+JY0pFm1{ zSq3zwZNN7auwt6{I~i~CYr6wtPj5kBzs4yTH(?I>EK`>9_8;VL`a*9#p9%p*5cu`W(N<2^$j=J4&pjWZ{s1xbzy6Lu!_Puz z=yZT|>;u6k5xdjSoDEUyHk>H<(yMph@9<57xOlAH^zXW)$^KoU)pgeLc;J*!yAaLy z3hZ8vK9K>mGhl;jw1C#cDYdypFi_3!p3<0Fg@^+F*uQ3l?A9lIbFLBeCJ15K=f7Ld z`C>$gk}nonF0K!fpZkEV{R&!_0`Eo)ekCfAcW+Jt+QK);sOL?MHT0CA#wN7GGk{?r z12Dy`NYR!4Rphn_1aenB$7$>1C)U;=i7dj7UAKH-Z^K(&WgJ$>Hz(XBiTo>@q z>!9l=Crt02U6RT$=*4Ha9f8xmc2)i?Ovi5$HU+US10m-T@c?i=!w?30emoF-F!f(L z>j)a*;7YFIEC18niO&Y?^3(fKzcb(UR=fF>io7*R3&V%->bMx^^ZyT;FBk1JUw_<>J zfXRpnk7GY=F@~9=TA}Z7wM8bcTTq4vtlP3^0ZhburV@lE@Km|}`($lG+z-gG(z)O% zjV8$EUGgTbT+`qDwz-je<}Eujg|WABTghO%PW?k{!SV zv-7}6UQ3$y!Hb25Q2?mLIh@Wx9Zc64comr-4-D<3`0Rp_$r~gCHwOtjN^vY8km<`k z|FlgAIV=H}|KjSvClSexy2Ef&U_$_IVmbxN#-Ir%wLm8Q5*jJxJYk>SClBp*_)m82 z-6nefAPR6vpDuCFFf)tV%!8Gu4Q-Q}pK}xQHx@?`;q{=cwH%9sDiiWilpHh@WnBYe z7G&$n?vMO6g9O;Rk_H6Y#qA<8ZF9lrtHHzIac3Tu5I?okvx#wB$7eZGIG>cO10}2k z76}PG8tdc8Kql1jw*^XMW2T&6WxiVd_TN=qjV;s3Kxx%egGXf!v#182C57$DFG}R1 zCr596ss;QcJH!ECj-rZVFTU3|r(WoFA(;D(pKT18Sp%;Eb0EX`(4d;HnCbb~H9Kfc z_QCSSvO9O>Xp6-;?f?Dp$6m7kxvs~)cX-i>tiP+GYI%D=-}Oeu^naH@@GortPrwWz z`KP=5-@hq5g}7Y*J_}k%ytw~oApU>-x%y{|lAi3;+N8 em#K=H7c5x4mo5TM1?WrQmxhY2@*9j*=>GxJZJLb$ literal 0 HcmV?d00001 diff --git a/cs2109s/labs/ps4/imgs/poly_matrix.png b/cs2109s/labs/ps4/imgs/poly_matrix.png new file mode 100644 index 0000000000000000000000000000000000000000..144a799342a3a26ccafb625f77fb0f3b0a6ebf7b GIT binary patch literal 21307 zcmd?QRahMHvn`6d>p*aKcPBUmcefDS-Ge&>C&4WcU~qT$0E4@`yUUsU_rCYL5BuTV z^Lid;ru*xjneOUet*TnJDoRC31{H}A2?7EFRZdn?4FUp654=5t00(~8_3fAee?Ypb z$$W;WoFF;^@4#4!D~dxv)FdFkn! z3D%$wnvy{OvF^K;awhokka@cKP4Rn*BG2Q?Fkc&IUERgs_S2URUPnvKB#1$Pc`W<< zvCygOe{GHOO_{~A4+2~<(dz#l8Z-!nX8zA1{4KE<@B#C2ssDRVnRlR)s};2&@$px9 z=wY!3s!Ho!`=olYr>lSsa~57k9y0({w}jGRgkA_j$o%`wSfA8hA-SoEH#j6@Yj4lO zxNq_4=NB3c4UKLSHnC#05p@Y6A)&lEo2{K4Xk}$(E3RMCO&tJ5q4Ls?7&EzEkDe ztS^Lv6Reb!(4>K{H3oxp-(66qQ(dIhO-#tbQ3xo~Yt}n_DJdwRY#Nq3EoQh|WMX(q z(!!^o^Z1!RtiE}p^7^i8?`26B*c?zWB1+EtO|sh^+f>Y6_kY}Ol7Yg z7wd6~nLMT!>m4qW^G~q^oNyQIH}M7p93JeYvBHm=A$(q!dH!;JrL?xap@Q_!vGi<--DpxDQIZmgne$sbaVjl`rx%JUshIjxn!BU zRbJKk+03k9wauOU?d4(Uc&?n?VU_O%YjDExotA}``))q>ZQt4Gwaq$auCMdGXq?O85}jvOJC_N5=W_1C(~3!StGLz z>qkfBD~!8HWa5bubJZWtQ|Q&5R_vQbfH7A)L*~;(a@SlQr#jwPL20WUD@nFlm0}^! z^wDPvRk?oFKd!}(eh za(ZrVLg~;he@A#txPcu(z7fka#o+zf%9+CVL`s>_D+ohrJ0AX3o8Z$^JL~xh-Gc&Q zpcW&ue&d(2KYtPzPVRi&O@gqt!?Q#LJJn3ZVqzC7!_R)CQ?Vo z#`f<18KE+t1ZbJ-pXOVylUZ;ry%#^4tA?jvC{wQM8IE67Ct4=)kfl-}e0-E|L@^Wv zmj!BiICP(=vPYK}Aaa!7&ocVF@HN|aYn2*oQV;r_N!@u81J(0ixK{k0U51ANv`9W{ zVXf!Oy#v2PSa7F_zY@1dJQMswe)jrhM`ELBAUa{+0FdDy&~xK|lydz;{)`x>yn%l) zV4s4>>L2pQwjjXkfe!%8S$c!;{-;x3vh!E&xdKi|9y-e>pRgCU&Shs0{~THoSQGu{ zn*o-GgEL&ZWIq{9OM#LtN(s?6$V^&@=l;evzS~T5Y$uE=x|$)i4A>|%neEMeYwG$U zxLP{54W*;3A(howJ|VE*^@z!)Y`9iaRc`~1`aAyF&#-V!Xs>$DUUGVi^lISu z&ZC1eInwBtd-wD249(KhMxFQrQ5zdMCZ{Xa3ci~14S~x9+VCcQaP}44+Mhp0^hs+@cLg$UBzlZ`EIV( zjOIyVx)-1X&93|X(YV^ek?=nEkEB#w>DC&YrW1oKkLt!x8xszVLTN{7RS$|JH2ZT&FO0#=Boa5U>8rmAYCKF-}M*u93v!1k%mDuJBbV}|L!ac2S zyFe+KgMc8dLgobdJSRrAgvuda{n9l_uNg*?a@+(@CE&N;FUsq%{h)zvG(V) zEl6eM27g;m={sM<@m3h3S7+SyoDV=w>khdPpD(|W!5t-!4#SVrGuVy@B*L1#Vvfd< zx9j|RAu2|@f;&^}g8>SPmFU=HSw)?MK3`tbzH_QmKBI7~wPLIb4)A4iOGv>*CpB(f zR&+FM4wR3UryYc_i8a>NsGk4S0T~FzrUyJ1-!@>-4=x(;%-wBezGhbiz zbzadFcGj#wZw)Kkg?ybQ-+C{dKnotM5`|NI$9C{JbsqOUb@bW>eR6v1$2^2~gaM4J z#JH;P)_+WIHU??gTVuH>`NbKEc7$kNeBkH$w~*L2eI+~h`uS*HO+LJVobxLlqlXi0 zL3l_*nf#4inX8hvoW7eeqwZ1ahn+25Xg2dA^x!uk6Rwrrnyz!{Pm9EB(yLK_cv%K^ zl!X%lJDU-ZEtPS^%`kkVtaio5n2x0$WP-HlgrLpX{04!|mQOBBK5yO?IwGIYSNRYr zp?L6O3vFH);`giw ztfESQjo8rQ<33QO{rR&56z1UpA}LUwq+vTi6Ny?@Zno;^9vM-*x(hF0on&e;;+y;G zG8@cs9)vSV`<9e;*>3Wbv+E2-6KXwFYrOc!A7rPKkdGe5kAP2ARemVS8{9Yx@wk|d zc@ch-7`73I3>IJjt0W}&rlzVJSEg52s!YW{?9v6IOUc`yDQhgiN}ZFQCA2?aA!s$6 zX4Qi&Dznj8AT-6J?eRcFLv-m98(S|@@h;83zlDrbxSfVjP0Yr`ER*_?i{v&i^`=Jx z1{MLVD2AlgzzX6eB4Y5V6a|s@Ms@235iWjY{0}~$6Rsd^owoloK2j+ zy-Z*7*vrhoW9F%}SETiyaUcub*jG^(nj z5sqCllbB=}w_3oEf^Shk_rf)iCI4AUmwlAcRz=l5e1u}|4MVBzwlb0z*U_%-mq{hF zR9q#%Voy_6fPDI=QS^AQUJ4$59+N16wWV@F9vOOSD?`fhaX?N)aK*jc!;=n~?%kC3 zk;*Ua?@6ob!y?Jy^{Y@RnT#rxtdigKC?luPn?TykiQ1J-_ky*iuYC^H}wB!wZ|^#G2P;l=kIz z8KusfJ(S1Wh2d-Sv9-|K;fB*jJFM5e=%>r0d7&a)z-g6(X!teP*Ygk7fcGwMul*}Q z=Zz3$^Q)7t&Fm_*>Zd?sv!UgK%j>#_oz5lK%g5`4%Z-a9XR<$pTF(TyO`r4C5Wlqc z@m;>PdF|x4cx}fIu^r?GZtcw(o23WvHq!csc^Y{`#aM16z&jX+Tjo4reY)Q#Q^vC0#{LbolIcn}JUV9f8muiz9s0#firGUygo2ymVNmEdP6h*gn2SN#lFRzQz zTdYJ>*kZDkxQ8^>trQ~NAE;~lkWJz#0_ZmHe9x*J1X3sJXOzf+l&viQV9$I*V(jS7 zhsm%Nr>gV044eUbo*Pscv|y2wliySSOCt&@Do~K|S^CQ~%Xben(wU6fb>3g^uCJ5Q z8^VtZu<1sG=!`uCQ?140R8fIVyj&z$vkaISI^!;VhC3^W^3~WmK<+er$mmRE&w2jHl&F*V}e4HeLj{jXIAt z0p2tN=Pj@f0-mn-T!^berRyvw2gg{uVyC85p1kW+^5$@smX@X~bnEC~uc@Gz<*4Lq zmn2VDqmkkR8SH({Q*Nj3I@PMXTF>7!2<3oRDO`jNRHO0jN0Y{FP!VsXrpv9~r!wm^JnE7^0BQRu3u=>Wioq(qyFzL7lMXl`?yA zqr|DA#Y}1~Mb}GM4uZc{n`X#vBRjCQ-=9>4UJrM?Zm+_;d_Z+N^;U>@qIDQC_{`nG zL!>?C=#xFdfg}m#(h-zp$&BWP;J+cpp8Lr>b1lpjp|-)hQOx2K*3Q^;V}D}CG~pQ9^A;>#<)i3z!~d`t z`xSfXlgkHCL>;zc>rc}Jb*s*t+k+bd^&5lYodhdkG|Tr3GfpEgm*CX_IGI|#*NENu|2 zlx&&|-~zag_34d)nK_lwrmS8+I-Ztz0dLLu39Hex5AI2)Nvp+oFI9W@=`ZgF)1?0P zyuM@V!KBDbg^*<|cRZM(VaaQ6H^|Y})Ev3ls6!WhReAq|^Gsis1_v>Er4i3sez9y@ zm6~v;z}f+>c>Qqdi+}$%16M7FGbIWB*2G9T^iG}6$K`w7+CLrI&UjAOJ61Y1{re)& zhYmr7d;UC)sOA-D@Or1g%?CmB;b_DRlSfS=g#`t>Llq)>Sj4al%;G^PQE_pp2h24- zcQ)PueW<*{uCTDWAP~r9v)y`zW;}~uJqO_}=L}r25q1d4c0tOBe7w4PPXKHI|IZJ< zUq*-yi#E!OLJ{HNeKQ^<($vx#y@`%S@?JN9M<+>1xSLTHwKtv?!ug^)CHZYUgM1Q~ zpP%0a+U9Jz;o8@JwOKVsUS56z*5_vbZ}P*|mnHm!8MD*Ze~-FGVe$R#Wse_LX`+YS z5bBGZ+>_$PCwp+o$MM9@U9FTW!Yt|`nNId{f5upKFc$I8tU#W$v^1I~jF-C;PY0&{ z40iKf@v3;B^xie}U+Wf*fMC5`uJvBb20Clf(RZtjTVP(eUVf+u4n68bm9s<3v`2kB z3n^X7nY9ZEhGJE*AK$@W@3u4*7IOw%Xkz3czbr=sMC-#xM(+}L{E%zeszTT4jBplG zP>VWCml~mUb`soZUl;?Uz~sb^)uFe!Fw*GzQ3m~!mXXZGflmBk2l0bqmHnYt)&&R0 z*^b$0YI!q7S7f<(}(V0nIK7i;WAVmoD zB3Ni%LF7Bse!f&ElVj{Yr+NKq1`7wbOvy*d-5aS>Xw?C-Dcg}$!2a>F~b5;hu+u*@8#H!1|8|Xw$UHwddUboHTtmO{1SlrJ^o|>Ba zx-rE_Pi8FTZuFiDXxwGA9zSK9a+dNY&{fIZKQNHJlAGkY_m*O=kZit;gD>!2AKU2s zyQ1WQrarEA{OOS)rM>IryzQR4>s*E(9zWAz+bhR<<5pnEMf@b2-n)>C?qcgzz(=&W zg8oQ#9^_igM3=IooLu-jg;C1<#fC+Dcj2meCcw&f$mPsy^$5V%nY-hhH&RnUS5;Ea zkdP`TUX_0kA9zuZZXq~SE0yA>`b@;FfyWxY<2LuQMUt+FZ>&wX-Hn{2|}G_ zPa=uIdk=c$DrD|TBI~{+i}C|mgo=G-=8%YU=P|s0jYlKKKi5V z%o8teQ+ag>Qnz~ay^!jBbQQg-_Vtz|D->ANdf{wi8T>Mg)VsJn z#V0lgx=1UAp?W@TvHqG~YdR-;Ce-*US2UfJz4)Ogzn8)rsgo>5Jqu9{XF=CfYFDA~ z_=6>WL!@O=pr=xdnyR|gxt|dcbXfRwVG8VlkU=RES5eDe*&l<%jhp<3`~|)be+G*k zzZbRX&j%IxT?AlIYss3qzZK9c*_B$F=fCu1T8Q6UAUKP-7f)7Orwfb^lt8rxx()~7 zxx!Z>)qBNieOhX;O&2P0#!`H0Ona>E%i?!EoeYqIHn7Ghd+Z+A9Z5b@2$Z@IucG$$ z_P&1o92^|H>#g3!e0MV`I_65KKCQAo825>Gav-8p$dMV<|5FUyA;Xi1_jQpFt+D@I zs!-tZpOW1cPM_@3ue(E|Edr!_zY|huhiZ7g&Xs|^Hpllo@nFKC>&@e(&={2WHEgHb zd`~E5R9U1GRrOxR+S)1$#N4!coq6+lgG7TXB}XoqW{I@Hz;#U1wLvo=^+Bc6Vv*?M zX)=)THItuo`F$rrG>x?DWkA>ew8d@|ZO)H$Mxu}VPtRE@cI)lB>+p)BO)==i z0#qA#y)AycziZeXV&B%C^X8;e(DQ$*rG;RrasMhZC&@1+~F zOtSv&bwWApe7#oiRyu4L_2myt?c`6n5&B2>tz!%!-I|3QBdfxFRv%cw0qRyRPlsJA zgpASWIgc-ZS>jXM%nLKPEZ)$GCvYCLJH)76nR1Zpf3KSy!UOAnqr%m`_ot{xvU3fZ zd;72v155xqaxJ<@Et#LH^#y6c%K(*&sgH%|nP;M~X-8ev^znMyL=9>B;u5G93k~2YiNA7%M&={ zF{Go?FIvToh3}e8)R|i>;0cGLI!m?KIJz06uJg6(x9;#&-Ag~r7t~7c{elwvEbK6m z{zw#(yKm5_J-A?qqRnfkH$c5SMkz>*e^$or7TT<$m5F zLRiaEL4+X!!GAU9&9RH*_!gm8`}YaL-pWqa75+{sTR<~s1^^7d-e*8vLr9G;NEu7xjjSZ$Mo(uTPy)b+elW)+OKNc}+(KnC6MKoErqew?g-^DHSWPbrs!abHM zXnok+Xrb#VX>s?{GAEIACeI5ABDMD1FRH4zCt>j(!cD%{tfncH+6LE18jKmsT`uF(2X}&2N%3Ee`i*{(kZ_ckjej}wo)l^h4y(A$Q zqN^0^e}Gwd^N=1qSO>1}3yITpJFgPeT;FvGG)~5A(u?v(bD)ryS@+@wkND7OO4`*_ zW>rjPv2G=r<2?_4Km4@+$k#9PBI+6`@pDZMW@~M0q?E6k=9H=u+-R!HQl*wTNc9n+ z6W(n-sZ2fq22Io@HFmwpa=wA?m{CA+pzxSgjAMsSdTmInNE z`y_|-}!FkwD^LU~; zVanN2N9qBWeIyY%-Qr=H#o6{(@r7S?6Tjqbjt)S?A4 z0R7Ek-8NtX={d%g+e;!|JN?6zQqK)*6rb&Ksc^Mccs&w^5x)?3@Ufhf5g^x0QrGAZl`?Ro~$tpTTTQ1snJeRxOM#^g*XvWULC@H2KQ3##4 zj*bbDb&{VqPtovY0G=QzIr-$So6ejvrN$67e~jQ3`QxJVrE(QpqJyDc`PU&ovvz=r zmbi5uJ8{7@UsFdZ+pc}r)BY##%u>Ni!SbVJ$^_{yaS`atlaa}y5Lsr{YZz$ElO5H;97``Oe{yxwVf5a zL<?K6h|l{g+iN#@^i3;&eJPU6;mhLLcKjAs(KI{m)0_8azbwD-2bdVAtSotlD>x z3ec|5At&|Jt0eMd5KYnE%dwldkU6jg*BjRx@NfPzwxvTuHI|QN)6?Kb3V9iW$Nc=) zLcBEs?<{@&rVm}Tp7rf+S|ruc(v4N%d8J4wEIfSFx;TnthU3|ne`5nUUB2+^!O#`) z={OmdyZGlYUpq8`oOdbeVZ`R)RU`pFocSP1-(sR_B+@ix;D_|-%e%haMs_HtcS9-9 z@~&Yse%b9U+ezIILzU<{0-qE-z5MC&O;e8t1^bkH8;yN@N@q_3hEYF|yAw)y?57x= zt0!>icj`nv!69uIxp>|??m^ASsK46 zg!;5uL3S7=6f2}}&uJSsu>NT?kV^loSMFk>D3LCkO4{OJ268886`K8{PW!~J`9-ni zb~vLPRP0Rsy@;&20S+j5-c(dn)FVAQP#_H*$ErT4qGtFxj_3Km$(<~;5*~+c(4D@? z@hZG{`WvQcb{}RXPcJ@fHR0suY);7IGY}}tdM&ls@L>L^$>}`PUkRA+8|p;oB|n1H z$6`QMt3EJ+yB|s=GtEYP4#qIJIpuo2YLPpni6<{!?&xKC9{-*HEVcNdPILdE5;@gr z3h+^Mgb97>{#M;Bfm%ApgF{oYx%+Hv@}vIH`OW^2UjR<{RT5gV!V@=nBy?{qeayXG zt!v5&$Hq=|r?6$UN=AVNR}0_)lLlf=e)aFyT>eDzyd=^Q-J6zyQf4@>h#MhA+N5cTbA#jYKIDJW-*3l zgLKNV6y;JEX{*c-**6n>l=$-~Bhb#2=OIcgu`p4e1OkQO+Cea~$V9msgB4HkCLA@M*DT6@xYzh<6UzL3M6>R8m^v@fm zMv>EPB5>+H`>@Hq7&+hExvW7^84VX_B-}(HBlQNA2W+`tjjr#rT;p8k)5Hg-| zDh+SxjeK9s{qCN8b=rJjb6PEhdS?Rr6VcPm&X#j)zG;gjA+uy(=vK$?7=Jvc3u&{+ zaqK&!Y`DM5tskk3QZd`d%x-7b(puiqKs7g|>*-(934{z~R2+2@blkFllx05aC7}=tweUZ^_gfGi?hn1iih)wP zD#?IEB$@<=NFpvoN@?_dFVHf8{~MgN;ydMUWr8^JM4!j`oSvmVxy263Pu5Fw?ro+H zah*S9)8T$`WILX!`?|De_XC^O876garYyF?C*Hz-hj+3M9T#?y5}u3gRAqJHt`f<& zlo%Nh<{r$K;t%M+#;~A=4e;|N=O)A!a2&e*-hff=>`4S*2qHk6`G}cUN?U)!i&k(u zI9Hf^|3Z;8Dy`^DGHTnQT6iA)Ly7#5;3$qPklT);iYN00PLHD;l_wc;{}BOW*EhZ9ikexF(@oTd)W z>tIycP$VNepFtSQ{hWI%W$B9Scm_9YV6!v8Z!B(jH7z`A+@)o&hs6*m{Jpifben<; zp*pBr15i;AvcoJ;oNM5ml@t;Ry$Yd^V05lKX&FKuWXDeTAP#3h$* zK8OC9ehaG&;K}1GOvyij!oU!2vXIpLpbh!zR^q05Hw^vC-GE>MXBv?|BzpU+U)_2r zDUYv2`BneryV#>+SIHcCvvwYJlMsU`9&nHl0Q4KC{%uV3B`|zhhc&A3n)3hL^SEYY|JBe3>M01g=a^k|%&#R2B3_-TyTN z6>rhbjKwVD{(`o)S4TbiHA_AvMNjHGZn(o+8wJ}iIzx=&Ieh`-sKZ(=bv&aV1ttbT zNGAvcAUI24OTgNtA{pp0JgKpNVX=GLBSSkAiBqQ?`%#D-r1~lBQbpA52CDt6?Z^rY zPh)054Fv!hPyZ<8^`8mKqJg9<@tR~U8vQ0{%;>3B-d1mvo1{c6@8M-8Di$$mGPt9R z#||N2mN#}JwawG>%8{_LYe(+&CGKN;iS~S8uMY~uiE!!CPGnKnZO0JW`5T5NyL8^R zZ|meNCJzJD+~hbd;znUlt7<+hu4b?NHA9ACkrxLfPO+(`FRqQe_7-hQjKnX{!^wt+ z?cj}av+;s3W)z5{{60X+4jEB>(ROgPJgt3oyA$>3U`{4&zzG@XZ-xYi>T z^A|2v0fJ{7;~CBb(&(r%d1olm91mtM`7?`cjPP3Su)!3uZXdp?T`?c-ktWwotBg}g z`Xp<4XFLR)jsXD1k1M2{fL)d^afp(h2Wb&h!HlkmDB)@V#tswC(4LhUc*t$m0)PGg zG(=-vQ=1UJF}T)T><_#nZ5OfR5&3w;sD1kg zHx2Z`oMg!fdE!OyHHow++340+$n8f~cn`W0OirXR(%O0Nnb&V3Hy@(N; z^Gv(y`60CG)29gl4UuBLQ=oas0+)0sDU3na!41{=n2`b1L?E#DH9GAKKV{FTzHuSfLj?V@dXM+zH z`yw+qpd)yftlW@Mt`LD~)J0V{Beec?hcDR~`;TTLx&~rv57M;2?-ZJ?wEwamLv5wzz#p1Xj z)Yn_!Br4BnKUAByX+<-i3#W4(CI*|@u1_Zcw!Q%(XYWy?0Yf&oS{f(B7Z7?Im!0BX zm&zTWrp#P_x$MR#Rco14vr*~ZUo($eiJVinvHkU$fnv9%mDiWpo==}sJGIaay{Uy} zNe~c_LQAxWkX0=dRK%&%(QTzkx zMy0$ejGl|AtedQbePbRnW8`btx=DCbsb$0R;PHY4TP|PdlXBYDihWS?NA7|NDA_*{ zJ61(;BLI4vetfEr0t)!(F1jh!#*7 z!FW7p+(AF~e%cF}R&WLdw7cpFAUyfVjBog$lS;3FcDnh*$;Kz3(n;ORFAW`ie<5LE zL0!S#w>ekdR_L#R(2SEqRpt%MhqJfZ#Lq(_h_w6c5dLqPvYx<(z?>*M9Wi7 z@<-4JQ~aE;U;B%gUUx^cS+9zalRF)k(h_G1(NI(_K6!Z_Qt?`jlvveIzyj&v%t&Vt zax=q}nkefcsWDErQpDd(-W_nockLP{9b!H6dqgxB)Eb2McB;fL&r#=O=S!o8Eve97 zg8Xd24yb8D{hWeeJ$d&v6<5Mo530i}u(0ub9}S3krN@M4x6w&_b#--5?cQbWIe@F( zJv5X`PGTPGE;OX>&X=Y~53gem7ryytrNDV-RyGtaM^vXk`fMJkpZMbknP^Gt*U=RE z=F{4-JclcY!q#=1auImlArJENw!6ox7%w|H{un<)$nk82A4XZBlx+{>rW*l7LVg%8 z_ap;bp?Zk?n=Ws|+5-86c}v{5q!AoiE_W^r-`m$2cT zskX?_i1;Ey;L&%!XDDUyMI|w)rbnPkqz9=_l`8{UqpcQK!kTca^?-{luC&|R+ouZO z7Z-KLGuR6)+(quJxTQQi8o6xenHXBGi{@;oG2i5PGXHi;*^VSr-Jn^otbEX}ZJgj* zZ;^JUd63d4kDl2ES|pD?3@IFadZ(o>E|#@68*yy1&RJg8v+fCoJ-C*iS#5Ep20hn0 z_5jSkT>YIeIBH2yQlRIbyQju4`F|zBx|lk$3TaGeFX^4=JZ}FW!`%O_k#{)SD=I#fB)g z8RVa|o=@*>i+%lHi+XHiDe#0nPpzh(pXIUNxs3I0P0Q-{LKUYo_1Xd)5X-+-(5FRX zcO{|)ICs@w=BTPkmXIYn#O+c}gq4)&VX^0PS@nOl-s<9&JxKr*GpX)P>$-9Ow`zGP z=|8Gvr#eSswa(aTLYKr`KmxICXJ5EuKsPIa{?%9_^W)y7&nr$Bq;bFpcjx;yvftgD zfZzLwo?pWiz=Nb*GT^6Fr*D;@pMEI&V1Q#K;S9m#hyA8ED|Vys@#s~kJa%keWWXV( z3lfb|R;+DR7goBlD*;V>ywvHGDS+K9G(*~qN|7?cy#Ejqz*R3O5b@Xos*0Q4liI-z z{bA%k<@%KgF79Wvvw9_lcMH}+l#pU32jPx%e1Esm+7$CRGNg#Zbf&vQN)mj#pJ2ZF zgLve*D1t-;%7ByeX++eH(m~$&q-=HP-YycplG*S#g8ac z^ohi{^N#r5B8@`R=m540BhadY``(zLsoRG8^T`Zq&=w~fmxq8umoHQ0ul2h3hI_nC zcCg5J-=~ta&?5XRdtPfTTx+dOh8@o$7sFFT2K7_mt)htFl}_<*6B>+lkpKjw+1>?x zL(dhUhs>Y)UbE@K-_1}Bb3TUySap0xBotWr-=kRq#nr@5@KH9tt0a0TKSoO|ZXdTa z=%Q8=x|ia3)6Ec=@~lXbNKzabM9MM7`-{oqKR$Vjms@9wjcJPBejk-U1_r`> zrhqr=&dbjb^5!z5MG@~hPmDx43T4Tr!~hi|Q&6<#DSXA3ygLa3GY1H$*RDsK|HM|r zn0HpNWMmb{tx^vX7m#nDCP%J<7pcO)kM~1S69_oEneL!N(lva4pK!|BI@VXZ;R1mN z1FHEP4GM^91fq|5MPPVl9lHWBB}RyDj44CO%7b_+#z(y7Cv*j6pJtz+nl=`2E_l*arm zhv$(T=Fty3X#fMVN?LCCX{-iSj2kU2ZH!P6Ib}J(Tgqn^V0X~yh|j>EUwx>cVwe`x ze%iW|nWB+CQPGZtqxnnK_SyaBIo6Efv#vPS{n-*YvU-|6oc9e+jEH^HYW3?3$nJkq zP>`^3Vc}34RWYcD0MUp)pDC@R%43}-u*xebq2V#V+MDl`N3l*vP9MM z!$j021TU&Cpy(m(ss;0->0+0wQ7!>whLwEG#T^nw`kCfO^#b z0xDQ1a(z&ho}S)b;hqAK8nxI;P4e-uM^a>&F1B-on5hV3Vs?#q9HG=v*%t{iciy=Z z##~#fJGWpdHD>uGk!n?@)c5mm?&f8u|6U)+hsw zSceNS7lF~_PMY@aijPJ-DKjb3gK%+5doVx)MZedfLC7d1ucy6qOhQ5iQAaf1Q;-^3T;!-d9Kgn%j+t59 z)Ra6rI=Y`~f7{vFnO=U(Ca;{Q@6>@A9qbeiQnf!#7{5rrCuT1;`7?IvcMT?j8@HXCX%B?+bNa3$cIib zN<4>-7;uAlk!nRh6^_J?IvSoL*wY^N*SAk~h=@-cEug~rn)}&inw?10Lr0`iCZ1&Q z{jCk7%N70pmEzio4|Tx8eF5g=GofGzY+3=sYzj`_*Aa;Za@3MZl0K2dF8^(V5pNMU z*>%fTmYOR26%0=@$d~&AGH!)-B^a}m3!fJ|ONYh6Vmf?Pd#w9YfzSrgQ<-lL1ha&3 zkLESeBPbW&a}eTMv7pT*VFc^o3n)*S(LeLsgcUg@fTvJea%_F;OFz?v{GlL#?|g&P z7yW?rz4mh+^@Z`di|QX=WRvu`4jCy6`tutQo+LR-$X$A!6R9L@&Tj5Q+K+}1B!N1! zUlyGJX3NuMADgy&Yl3(XQ{#5I(T3q=2tPn@hCK{(`uP9D4;oLy9T zY_#d{3y?NsK~fHk3T}7%dg7Zmi-TqkL~!~$r(!#1I-gGNuFZ3;Oo+*6Li9Y*OlVGX zI{@R12E}dTP0BsMZ{|_}N7sYl5bjLbwj0g}Re%$qxkdC8O|#d0W<8lpm?q zVOs3;7u??20lO!tP-Z8ZvGRLDLV`acSRS30_dlk)S__)pe`RpLv5%*YEH=@j>351o z%b%Ite)PRP&M@=t^sH2MhdLLsdwi)tD22k*xx;2~O&}Lx2Ut^YMV^z!zjr|8{aMi! zEERuW@;ZIGrpyvD3@^)RDtsvtbe_4xX1l3%rdTs)3+Sc0y%UAYT^8o^nGRl)f!f5! ziOlco#muvAL)M-vrk7o>L;Csis1z+XY$_wuX|G8b&_yO@@Mcl5DmtW8uNm7*bCVLUUg8S z4x0;Y`ga+5y2%&u*DZiY7D#&7VfLf=kE!be+yr&kkt3YV99Jf-sgK>WoM4Q_ajc?R{jjv?}4yN1jN4S8^7tZ@g(J6Eh z{%8rgJr_@UFb|*=QMO8E^$KS;T%XB)azx$yarNSqP?}*Gk1X-M(SflWMctYL%}yvv zVg-4V6elQyU1ExxLc^iI3HcAs6tR?p8jAE^{j?Am|WN z9i+R5d^b{8DnB7EUW}S*2K4u8N7n7vpg%VL6m2)7dg4u4&?aN<$Az(H+ypBYBu|Qx z%>g%akrBz#0sX^WfIu!vcbKs$Pj6is9oL=s*)43jN$|A;nh;UV>clNYXHK^6Hb@RP z2%&~b$B1@Ouxm9;A5KrppC(B;r$1h?L{$eXcJat_t1=>Od#QM=+Ug4H^=-+r+UlJ+ zgZmHOTl==tvkFwea!L>w`{_~Kty>3{aVYHSb(fFJA&qz2Rn2EgA>Z?+x@`D=ip@el(vXjo+ zr(&o>BL`|k;JDIi0A9C_0E&$(h_)G-uzGH8P?A(D@SvTlfd*I70bLrCS#2H9Nei*l-P!+($ebu--9GyT5;T+HSz@>xTd!|dwX&h%vR3T7jtbs(+`*& zL~6i?_OjL@3&0ah5tnT0CkKska5A`kAJ|7VHV$+^Xf%R{G@ptrXRZ(Uf1CRj3$(8ff;$3S|g$ znpCG2{2qlX>|};wR`txJ1}M1Z3En{0qE+?fNLW@gf+E|IUT7qx)|3bnrCDLT=JO(W z;CtwTY6heA66rJN@NFg`+>W+mA`yTH48#&RK0wHCg=p6FT3I4Tu*R&${b&zT%F*ax z6%Uegy#~qUlvnS}7;;X|cD;@g<=qsx&!k_q6_)xjutJ*Eo0EcYo9RvK;NwS9`HP>Z z&lf72Zrl=_6i>)tLnM3`ITYUISaq5)cDnhSzLS70gn9HcqB*zj>MR^3^{T{Q)RgQK}=hZ{%dx{GM*jO3!^AY;=*U$hiU7Y_Ta^?Lsq zQZG22PsyLMcRlvxqLTpJsP4;iAcWz+N04_DW4^4;P%VCtY-9)E;)zKBh(Q-W7vP9zZrHm}GX)IQK4zU_kpk<+Xl zbhe7%P7(hNh_-)?g`@pK3C%wBbSrIAN*fIQ{l>pXqZVK?CJOBzK%qe%a7iFUv^*7w zhSBd9DmEq&+9zU&31Wmx{%sU=lpfdL-$N34$uJNFjk`#q9a6v`CnA18v3YOxZ&vdJ zKnHbonN;-)=JAP)tw0nC9!>Hg=lyUy83BFGA&WmV7~0zhXW>G?#$4kMY@YgLC&2fN z3MJtT>F<%D?CY*#h5w16-y?{@?=diUGvqPLhi&XALu6Hq;xgXL1rcM=zok zWO0Z(t76-}bw*0Jq1U@Ggsi8GI~%VWJ{lc;JHzK{f^J8sjM8zc7n{LF($Uv}aZG*h zl;fuN#b=l1fb30@CRQ5zb->n7(rF&EIWTWeiaB81c7Ks1cMEj-s!oJ|Z;e!lAdjlCSOj_&;^;q+Oe0 zzF)paw!DkPW(W~u{&XIGc_e6mcun>?1U+R4zZfy;wxVQWqm~{$Te_jP;Ysud`Zs_z z1*eceV|^Gs{Bk7gk^~BJ7PNQr|5eL*1~t{KdmLXn3W0$1UIYRWDT*|MBy>f#KnR51n?X1`=bX7SckbN#;mq8x`@^2S_u6aC zTF?La{aPEGzsp*_9CqO5o`cT3&D~~!GSa~%5{)?KKeuX)B;OYiXWiQVSmFJAL&ypD zStytQx)F4f1ZImZZtWa=fq1pIA#EX2cXwb3Lpr_11b!VO<(}j^2u!)lP!0@@Xysj+ zhzsX6+XTS|iA>J|bU9JGB|i>DF(->1qT!)ze|sp=#R*1CFv>^q$a9C%fe5oAaCx5r z;k{KJjC-cm-1^_Nzzzh?9^Ec{F~I2v*+g&g1bMMY*mqNKfkW@g%gkWG&Mv!OM^YEC zbRo^s=okS9UMDjq_`P!q{mH-926;&a(1C%YbruE7?myIJGpxF18vMC|`SQ;#ZWOV= zf-|C%9<)jG;g;8Dc5Ep?x37PsaLJi40&x%`Qpo$MX*eOx2BT0_K0Ud;6e11{=!~>K z={)Z_Qxdne(v>}169*$SzOb2_uAliF`ieJvF!zh7wY;dnT=CWgP0e_EQc&(X*l`s5 z4wBIDLecxx4%DD8aBw~1BDWv$Ha90@q`%wMRD(ulU%|aX^KPSZofV#(W~9Wcq@h5+ zmG2eQbQWHZ;j=S1nF!|HFF7}Kk_(sSN#35|>XONNB2fGLK#jApFTQGVL?7AS)z774 z#RJ(v8Jk&CH^R|X?n&MY=RUrNg)|;&EzEXAaSpS}GYgCeQPY1Bmi^3BW{nUDqAPCn z4!wim)~YS31Jx$OA#FIuk3^gvEF-viN&)GLpB;C*;>WTUw~-LUFk+2h6@BxiLoPhG znuFFsup7q^VlosG#MZT{9=bHGPk*6yW#pqeU7jmah}+aPzC}jhlgdS@i>ucsDDm3J zWN?t)gbQ2JC{3v&3ldR2^!%nY~LeqC6jQm7n z1z_lcTFd0|f$rSjB2hZ|XhJ77B!$)t+4*?1!&a#yhhBEwb3NXD3#WiLz88(Jd7qG! z9({s$K}H#Tmsct3QR0W0Mr)97S00A}jVp3{LSQ;rLRwvsDaP2aE`q`Rh*-j82zw5=J1<^;wTpdyj^w9Sdn&_Dix%R zi*#TqKuoipk{W0Qjs79;L#H$NXf0kqL0?VJ-@Pqwa9&#}BMUth0!H$PKUh%fIqiW%Ed=&7 z!B9{fgpCi&iH-8x&m#_QeFc83gQmxdc*}cNmSb`ZTSL zIIB@R30`aB;Mg?L(gF6HR!w4l&pf+6c%FKV&@P5xtWCcdBKdNt%N!)d3WFu{`exg zqHpX`i0m)xG!_ZQqQrbDy(5O~w%rSh8hZ?8&D*pG@3mURNqR)~;2f$uM^4(TPp;$; zjL(POq_H~CqtMfLF)l`Y^1N(f8|~j*%L&xuz9I&bp%pVhfAy>HaD8hz^JrMzX!7iz zuD3tPXq)c{-+s_E%0*q?%mPyPmwaM5Ce(6r?#!F9mh_joxatd`C{N|Cy#DJ~jf75M z&1b&?eNaEk8ps~Io=X}JxBBbF!wAvsC(7lY_mvOSluvQ%iML+9fa*9CZa($hwhCw^ zT|J4fW`o(P-FQF-H6LwR`K@? zk{=HPMNbmHRle2MuyF|f?i4&Yk<}7?d&vyV$&5(8rAq1@ibn;|*PWfPUvocUR67*t zLg!z4yqJ<}a39TN#k`|9l#pzO!K1F8XsL-oO8D?zobtE00#L9`!OO$-6&ejs7AT@As6RMQ{Q;z3tB`)OMZ>%G3#Qnn-&{wp|$c+Hji6 z9nH@gX4}6zeQS8MnRTQPW>@|uBAus`b?tt{%7;JKQ!2Uqf5q7y>QfIfHQKdLpd0oV zTe(MvRm$hbG9#R(%vfu^|)#W2HC2Cy*Ke$E#w9J7LS=5 zYp|5adFd>vik+MBaZDn1AZ8)^DkM9Vn5epKaTDHa6>p7V4>G&)sL%c^psMYM~$d7MOR83o zwQOK5H7iTZzH3$Ovu$_0JKk%^!uJ+aQg5>=;d-0X>sVJC$o(aUTusc~&=#jL+>_rg zl?dBZnOq0h+xBj0_&`%+wtqlPpDA=G3%!={lwUOqn-OA=U?D@gY@Udt*Mj>$8rjR@ zo|2m#|C#jL{G~iot&6c$26k^+G9k%4%Fg3zi4tVumJ(^2>75=(LO(=X+%Qakv3%=b zE#|bd>CsUELzs^<@5XTz&pG=WJxnssj-q%ZRH1aSv538Rqn%IAeLqG2t2-3T+n1%m zC)ajTeVxGdN8{^Eo@S|Zbxlp7dCiki0Xcb$rXd)U`1IPlK&EoY2Ic#sJOSf=-G!g0W%FPv5R+fS=_Pt!8M7fI)6QJh- zL=Q-3XPh{s_IY*n4TFX7p5cm+#u$9? z*XN$o>)7o*{1*WDt(wC7F7mwP#B`mnJX%)qIjVB?JZ=yq5$TT!PbpY!;Qne_Y$3+k zqvAu|Uf{dk-z+GLX{mvdnJye732PL(*gTKpa6y9sn9w z`9iI#UQ`e8dh*`qfP*S<5r`mo|38#xp9DZ4Q1Pe>S&?8F*Ta|6G)ACg302+_`ibf) zI|m1?#hRtL;|hx;yIuy$Cylkp5BO-2Q)p`C2WUkS)(g|+03nFvp33S}lChatL`cYA z6Hl)lS1F{VrsfqC(5PmzaALKCps$Q-c1?O1Qn(<>$e?0=l~fssBl0JyDt|1B8Yyb( zYFeC{loTqN9RRioIxal1EFJwNbaq6)*q<#2g9#DKCdqMm(#!vxPCj$AWJTNW87e-@ zg=wr{u$>L1&rPBj<-hpGaqE=4`6G?$-_$TgX_i0eWW$tx>(VED!G8U;H(%q+O?Qd| z&B4)e9vH6nD*LXSL8n=Y8SO4tFKOS8U)4*`y257`O~0TDQ&JjfE#Q#?4$cY26vYw; zt~*IDqZS}`aYaQs)^cFT=-AlU|4=L;5Y34U!u`aQA|PZiAQFi?e!w6?b+d7IH1?A@ zI62KWcMk%F!x-5MfJgmt*gg?%;+u;aHuiOK%G=Q+Ru{eqs`0DM3i|E*!K%qD$f!jt zN%BsFUUPt3l7(Q;<-RA1h%2GF@W@{P6aybGw;~cZM8(9YVW&r80H!dvyezHT5VnKx z#g&xc%dMIg81Bn^{8az&pz5!Vj*fqe1{xcAXM)Jk*0WQ8adB~BMaALPBG3O*Q`V5B z;V*ja8mIEqGivwdZJi@B`Nz1D70`9p+^jD9ulRCV+xg(#bvj{b}}G5c@r5cw-_ls{F~|!s;qE z=+E!34zdagrh-Y+i4S9xR0i_!ul7hLpS!wxp&%EuasB48aqm39%zv(Y)VXFj1-G>1 z7xZ07@S~pL)k79UKD^y-Wg0JrBW6gK+LPJG>} z=h>QNs@1`nBIA&^1RY$^#DdK&EoE)s@2SEG%A+GA8Lqz9FGV$m;)wG9^41x~UYOQ* zae)9$B9VZzt~;U3-m7#WoCT$+NkzxPFJ<$4Z7`o6kH=eZOao@5(s@e{r4-ZfkF^Sq z)5^!B#GumeZ?n`oJ(qwKT(*2WTutzX_u>vC8-Gnfujkg@1ql%IbE%7E^FM*3Oa!lY z1Di;~#1|*i9PM{?N}}Tb%^PUHHZ;B<_%Dm2x2F%sKb-~tf!*srOG?uXsm?&$=7V2D TN2tdE;U$&6wh^LS%Qoa6S`L~x literal 0 HcmV?d00001 diff --git a/cs2109s/labs/ps4/imgs/poly_reg.png b/cs2109s/labs/ps4/imgs/poly_reg.png new file mode 100644 index 0000000000000000000000000000000000000000..955f801eb246472d5a63731eda3a9f97c2937eba GIT binary patch literal 10402 zcmb_?XH-*bn|1;MDhNgpq$3@Xpdcb$G?V}W(n~0Ufb`zGjVRJ3p`%pkH9)9Q+M#PG zfzTpVIw-w}2n!m%Cio{k+rGRJn4Q3~3BH1NHA zkrH?_m2o2$__^Tu2(EV#_yk>ijs%`Bxv3g^fX;IOCr$b#m>_kzVAKrmLTp&11 zQO_@JZ8G#D!X|xjYfs>bDj6BLON{qIm$Zfvm3H}c+g8C#4iD{kdlc!|n2pdp;LI#fc~c?-O$Q%iAh#pC59%UEVY%QA4(la0$5NB@sI^t-M{)oSoS1`t4?g z3(-`kiaMD&@+4v0CEQAw?qL1USVVHN_rr#Ub{{Z5oJcWx#g8G09Fb|>axDp+k(q>o zmvIWf3r>hgznk0~7e>IYnlavxt%tD2iwNqpq$zRyc_+wy>?k$XCKeaC_my zxCNx2P|5C{J0fzKluoJ}!En4Tu1NRjec=DDF=*w zy#Z6p!$qO=5Z$-6wIWzmV(Lt>HDx*T{(YrdgZsSc6loN0q;RTAhvC9_9x-uNQ{Iz8 zgFu;v_9;r)8<13PD`7YCJJd;O^<5xZ(EYqc*6<~vQM0h7uxW!@y1)U|wU&~qn48=) zmB?Q)$WtNR8udn7+xu#38qk&SY`!(rGFK;9fgD9Hkni0Oa?u!YRqM$ipq1_xEj+;q zEjd&&mI84R+*Wsn_2g-8Q>>Ghs;}tS{awfJk4JA#Pfy+Y z+Ix$o;tf<_XPZ7T-z9-<<2XKSWst$=c)!wb$%JF9@l8R3z}?VwjRp3K)}o5OUXzZl z+@9OURdH`5Y07O@xInCuuFrm6AqQ#Ru^qX)&bT5Li7uT)8QrRJVt>Ac$M7jVw{7|h zC?i|xudcghYr968!`tL(W(?^yBpb^-z~j>}=9^d{!*$KDpYm&jVE;zDriI0mYe_w)<{Vo##58NY-GPmdtU+ z@5=)(i?d}Pwe;vI{|r225*JQLP-jZF}vCoP0^n0`>meH`Sv%;#K`GOlyr`#S~K@t^&Hzi$PRIpb17uB(I2S zPbftih%Jpn1#CeP9bZkiDfEf+q9rCLm3yYEx}Pd65hsG%!uhVOW(&+oBgF`Hy~R7y z`rj33_ibRummfgt#4r|@desNCE|k9icGyR<8t9+%ZOz7p?1`t4>4W|K!n5V8%u1ujS_#bwpEUsF|6nhx@7$Wz2SVXf5pn z*6iUb`9*D-oHZpTN52C8sUZvyI5Ec`Vz#&Il8qx#70>%R*ju`KmmOBP)Zh)|u2iRu zh5it?^c?YU3-HF1wOY^ypdJUvH>i+E0p4KBI-U~WXE52gjL@rfWJxgh#8F@0@|aTe z3RgE`)}+#whuZaqWzUEr=)TL;w{NWPBWV`c@0LuN_7&68WogJFD<%6(sy{@f);ba7 zoqzMXSlr2fjqL3}Mbl;7W2NROh%;Koq#9eNA&T>#q{|i*_=r1xNQm62J{Mj4py}8e z`0P=Vg0C$clI%@2@ZL$TM5o%K(Mu%8Y3kchR|1ff7kOYS)78};FxAMDCzYIpN%}_! zgBI{_P{m_OHj-MU?*28lRU@7rOJZ2s%e@k%-A;Yi6US1(0ynDCNiG%8D!(P7b0|*u zKUIs~UlP!P5vLIjKvaN*499lNkEQexTPLl|Y?tTY68Yjnf!da(?mKV^dN^&B#G*;I znB(gKK$sNEN>4fia&|S7gH_i|Sw0L+31Rz35Cu=2CmP?75?K=MoN6k*0m4}9N9xKW z%GewXI8J|X1`1$bOg&5U*$yA?*8{{`<`9REJiv~8>1CM*dYIsNT@wf ze`ilIMBWn^&eYZqdf5HW&Yliw0rYvUufU@nps+r0N^Wz$+?t)6wXuGippIS&?UNrr z(eBLM73-6+VnL^Q-5BK8dc+_(TR)f68nmM;*Q#~DrzNbf_*p5SP1@B7zkiq4pmhVs zLjRIed_K!4YSuII^|N z2tx|`hHQVBn=st?rydj6HgTrw(AaHOOOZ`#cq(uDGPb3UPDRgJD*Yu1t*R(CuN}<$VG*$EWb&|(| zqDxdeBYitw~s+ zxC-cy`y<0Lp8ica`Ht1pNuzmw#T5OfVmJw5$vZa`Gur@_EPBGRg{3tBv_MsbOPe?v z`707B=P0|2yyzQgv)sr>9^}{_K$)Fn;dJMvYl+c-zdEH_lrVvs%Ok4Cso2r)kO@8* z*6sR}2ePFT_^2{{Yip0A-LA&vEOVcJR^V&o0Q&0FoBxqr7d8~4XrlUbsO64G8C3>Z z2f3kg8y|aQCHdjek@aw)zD-1hC+{tVzGdUxi0Y`#KljC1ul&m(G`&0x3{x*cg|b2- zz@Zl#i@v67qP&`NGS%y~@SJd>3ce(MUCUxmb43l0<||3?s?Fgks_|4dISYZ?>0w%) z;vWVKp!tL_gb5YHR9R-hYpNyV*cYP#fJxW$b*Vu5l{##x7dT&iQB6GHBLza-FKz~q zO|*JH6+haR7>Z&W3j<`;VF)mnJz4o;^!?lRq9hUA{L+c2 za+@s)M(VC6CgK{mk71-j!D0}ZQ6sV&<+-Gclm zcX2T6ivC9E1I(~vXq~c*_wF;kgPy&nHv_UQ{tde-KB+VVa>kEf6oB${j0v!VhLX$D z7Ne_8@aee6IO`=0`xwQ8Yx@o`Hn41G`Fep@$B&WAp8v%#{eC^*%yUT?8pb*|j2GLM{>1snqEE5OeG zty8w}TY}^aik~98O(sv)2(F`ffDK;@y-;U@FU67Lj)blez2o~Ygitg}mIP97YFe^y z2AQCdevj~WVKVptCgnEzr30#PVZl=KBbR_!tCI8f{5`E_5%*m!_I}x%+g0zH1;lLS z@enJ_-w@U)FL!piT!5fcfio*8~sxG)#cI0``!{|=2tf@^Iugw?b&(s>hJC}n5?ppBH~>x)PNKy zW4DhO265Y^Ql6v<&j@}-LDYa;tzQ!_RNFTK5gHAspo0Qm%xF7Kia{dEdM5F-%AEo8 zams5cw>-%I#2Y0lIwGv-L$Q3a=eiakXSI71Q)bRq(4<>=6l7eZT#VgLdFu$J7jOyf z(CK-7X|rK^Eyyyv9Plq1FAo*0Uvmom{I$j=ls4ioY)#zcVvm|cN=oD~Ue(Ipw(0&~ z>$^RWJKncge6SUt9$5R&#p!(OHtxqnt;$=V_ym|%Xar*O_RsCZaQgMJ-tM2ow^80Q z8qj!6wLK+&HT+q{kO1I2IsRWxSf6KJi8b8uwVh({MZ0xQ$q@jekGB8ScW=Lkj_TErkf;B9tx+Konu**f8R5eiJBPY(9 zHI=NMi`;1D9=GRUcrjuM6o71n4ibcAnEFR&q);r9=b*|Wl*yFJLh2I7v;f`Zdn-B_ zr#2shRGOdOn8GfbV2ugCw?(t{${sq8n*z?1sRc*MlbU8Wz`~k!ciDWb6xOzbHq7o6 z8e;x#F%H{)`Vj9NzYgz-P?s({`8?m}JLjnB(OCbmbNhvHZ1v=Zyj8`>#SYr>*>;h}jg_;nYb`-mrsKtg_10m|{p@Sm z-Fq+N&Nu(Pcti-#5+)~fnKzwA*5pj2=_}B>3jpvQLmyL)O5d1|`d+5v!(G7Fz zX{Ruu?zTb{LS(l#o?oTS6SDOor-{#O=pCsza4rB0%Y9q!{)h3Up~FQRrUFkn^K(hF zpL3|7=eF{+xyhYzVQQ>7wwQH3V0;Qe)w&SSc&@evRr>(Re~t75Kg9FmB$2gw^L}7h zzr<^{7^XQ^^n7mIoQH&)>F|@*DLOwf^_9z|H7qlP$we^U+N?GEbum>!NY2PK)`tC{{&|pA$7T~I^!wxne?jLgOZb+ZRhar)2 z;~eS6RC7j;H!YO_XJzvCYSOlMO#d5eTacl}vAOx5Ro7a_v*9B1E7T#nk6^Za1>++8 z1$1?i+_X#DvbOBL{{u8_4C6J|^*0%2)8=I>7=lZfQ9Edsag^21BDk%t8VN7qXxptv zo-T?olT3w2#FI{q=#GMUFk#T+rnBI~Z zjTpO{&mqxNuxq~fPB?Y2r?bf1!`}>+#t5+>*Q7kHQ#z83Gt7&@UQ03@4$)^Y044CP z(e+ZeL?H$6Im!PCav>0$ert`sBd6`-?G{_k!?%+mSl6^)fd9{@^ifg^F_s3*!;S;g zR9K69hA*l#l`CvR{W8fB;?7)d0n=N5e&A@?vK_>tZI&DKUp$ffZ8N!!%t8Jyf^9bE zuWiIi1qWESA1=+O8_z%Zbh;xw-HB#jy-yCU*wlGel5L#Y09Wta#~rkeL5}7w`#;ugfwgsP z@3@m>7$g!pb?lB`D^JwCX6~fHB3BAX=x>DNkkINiSiOr+Bz*j`sv|y zNUlZi_cuU{fc=jLyp4P1*B-F%9~C+e6IImbrGMWi)Op-H*Q}vO&>92ps3^|--_)fm zghffuhck64gGDVd0Ds2d9leob(g(#UD7EeJPJ$5vOBy6YT;Skgt@gxE5B5#j_F!vO z_?$S7-M)#MXXf4Z@hjYQ9PfMMRAF&RQI=<%A_)MV!FD8KOdkJKH%ONHlqKc~(q87& z=p0TnKMmH~XJ8Ej2sR^(gMRDEfJt@n!jrtbCmC&P)C<*O)p>I)hNT{I=4EDn>V4s9 z!PiV`Tno@Sy@IKd+cC>DYzOJ1=!|MJBkTw@xJ7gJOINmYYL z*A`{68G3r01bM%tK7?0MoFMv)+{7^D{0C!k^p);CAv3Tv`=)U-z;|hvX@0bGz8ARr*Sp-A zgT=_5AWCb1Kub5z5F8+WF)$qMFSauqFpTs*2f;4tx38Pl&;pz#F`iqj%6ty!Re*n% ztawkvIjEjjG_^(15dhqOj1`X-y~{x5uWCVXpCvQ=jhB3ty{>Tcubd6%Bw%SqPm0I#Pp(A$+3? zai0?}yf#x2bkN%_orSiGV2}En8lCuVx*g4#kB>ozMw?lUi9OiXjy3mZ3wZHkidz#p z0>PTUh{gP@4Hez<*$e}+{QO4!vu>6&6&O)79q9Ta;k(^EPqqdTYZsWsdmKlP3sZCW6-ar4{v zT_$ruBJ1i@#fS$$K4e_S%G9|{eNq>l+&ZyFiS99LTta-;s?YtT0JJi6`0lcw+m8lm z_Gsh4Cuwyj%<3Za{J4z}!l|E!@2}5M-cjrUf;2Sus^LuAfv=C2OY-l<8>JYRjRzm} zM3wC2imq*!0z2mezzHl;a~0e5CX;8LdYyR7pDdw<3jUQc3#61VLSHvGe>SYx*}1-E zBXxFc#n$sVg4S7K`+L^O@gLJlRstg4r2uQ>DQo2Zp$EJ0`;gE&=^Jx=_%ou_%-0*5 zao@eKy_k~DfNd7qT!&e~bbouZLr=|6hW4i%1Sso~!60zk4c~sLJApnY-nIkKk(Hc* z;8M&=l;U}!EvHy+fltr(N}J7t0VXqxVSWukqUnP{*H-fo?0Kf+&dQK>++R-617DdP<&=nFpz6~`S;3o=q zXLZM=;namh$MsgH2Lwd1NQcCJKIX?x$0yAoJ3I0{eUVVc{YS84`AuFoTL%StKQT<` z&60>50yrNOdXbIp__3N%FwQWHJ`8x1=e@F)oh!RvDka4sN+*q}*`E_IZJ4?-G&0A% z1R|N?B=MDDQn(%aMB#A%rGt0&$=iqS_9yh=jyyAOkbYN1LB-LT4x8Z#08C9SYd9xF_a^*AOo{pQkb((N#EI@$7qz51&Y z08zD~#KacNk|}*yy+))+`*GkVU6^hMtqSv14?t%1IM8nL0ra(+jtuC_cBIpVJn|gE z9$AR#r2MKJ59X`}FnRxGi|t(yuc*KFZEaPW5A|do)$pN_MmHc-ur@^oiUS+Smb|5u zn}^974XI=MnBN?}AdtVqgUO69BY*I~jJd{<*!g5hj%O{~2H@tRV+{Xz zG=j+348;QuJS{r7x?9Lf6TKkily$Ng3)*8&_)3_7U_1rHy)0)10Pmt;&i6<~5S)_| zMHY;cOUEVdeoi?rh2G0S#0Wec+Xo+sm$Yh%r=Zxzay=cSL)w+~gKw)OAGX6=9 zG=A$La^c*vN&D5&10ff&k1M_4=prd8It~{}rfvH3NX;<7d;2#mS$w(yJ0NBGdP}F( zxG7He7PkiYU(KaH9QhM~AxWD6c8qN{MZtF=c1to=MdTt0VAl{;9^|he+wio2Auni( zuTf9U#+;R$2;r+QwtL5K9x$`71P1^%sn(!)x<>X!g)>(FQilY(O#(eN_th7$h=1oX zZ`fp{bUa?$NZ6m}+i-F)EyX4clm4CVz=sN0%l_$dcg0?cuG!HybN|KMIUo==48|kv zpd~ZnOe^+S+UBC|cZR1Ry~8%3No@zj-w>sH`0v0?@V#^Ld|rBgJtdJ9u)7}-F@~k? z^UGQO5$?nvR4y{QO9>Cwevz97*si_|nR(efKlh13GG?Fn*i3A{zy1~Vp{?~_s=?DG ztMrnN0s>4`G~QWSLDe3Ov)S{VhQRcH!SAI5u{(f^tUj(=h_73)s zfCB&HJ>!%wuKLpcu;6sF=w>S8+reAFdj4}wvJf1(t-3dr1<;JK)rBJy(l(xmKKH+` zB~0Cfh^?)y$Rg1E`5n)KPGrYj1h&^dSHLYO;qRDS5YXrI3;?ia7qu?|{Cmca>~vu{ zu4(}Yyqry^&J(;Byoc{Z1K$+i50&8u!Rh%BtWYHi46f69ux7-PXA6uOS zcO{Z~pL-Kdny(~h<_FM-iO5oMX|%GM#^`r+T(?4H82>{rML+ zbi5VUs&AK0(B(}iW(8W4}?>r*{TOe34n z^UxSmd-JC!{D^yIqdPkP5uO2_F!%?~!1Us{apDUXHvmz<5cjL?c8Q#lFAMw?J z^<1xp*0yOsZ41-$%n)#taBD%zgCWda^d4?y?q`C@3!1^33OqBYYu03=oONPm zUE;KLQ0_|Xs^sG%@U+k=M+Nn!7G$f*<1ul82RFQw*+dn#hi0QI7rE5JzW)ah79=t; zzLaYHf;rj9_isNAn;FJ{LnZzHw<^$t8eE3oT*4R5d-9om&vLf7xin|stZNt^A7okXJ#5d(<#U=G4Uht)E9;ro-1Y4{SaIU z1@xJX|2r$(NM}ULo#Wo@-3pG>sU8 z_R4>M)G=YOgCf8W6%RAyO)%+NIeXLDg-4+uhMKca44Y2*;gUIv0%}Ac@_c;{4f#x5oi}~AqqORcyDJxs%6kUZGqeX`B0ft zOsL9fOyS9Zf}yvDD5$?g z`aU{uapS^iNx$7sBa%e~M(zUJg=1E?00$Z5OlEv5e!xd!^T|U7`a4jeBhR%?VLGid ztK4_Ud_FUZAcj#qX?z`tQ~~pzT>GK{kq7DdYMC)XM9KH^&pPNnCy}pg7FK073C0gZ z;sCbfE6Y(J{pKs==*L}uiFUcisG&&6e%^byG#b{X#m7#4{G~Dm`K5WfzYnrSw)rxr zQz*|+igI5QCX3z;B;V|02vv2&loiyTEt9g6YJQ>PPpR8qCxoJ#^W{mM-pyt2nZnhg zo=db>^J6BoG5v~HoP6t8!v~bwhV`B4l-odIIf3Eh+}ylZK6r4B@UJsgRR+gp`8*At zjzX(uK7r4MnH8A_eqKK4(eDuz_bP4t`GM_Q$q-RC7)%+bNy)!|}CVD*~ z>B>0&(Aj}$7vOQ|Eh+4;2wu}@f6OqcpgnPBbu4)QgabaS!@i(E?kL26hvV8gf0I3$Ys{jB1 literal 0 HcmV?d00001 diff --git a/cs2109s/labs/ps4/imgs/school_price_rel.png b/cs2109s/labs/ps4/imgs/school_price_rel.png new file mode 100644 index 0000000000000000000000000000000000000000..96c9504a328515174357e99005fe3bef2650b7f6 GIT binary patch literal 9630 zcma)i2UJtrwsvSnMZg>p6lo_^1%gzOY6&GGAR^L25hMtaUZtZ)4I&^xdQ*uYEz|&^ z#v_Oj${|Q^IY7YBkr0sjZ}h(N?j7U3e>_IAVXwW`T!l5~_swtZ=v&76T*n2DgFqlI zgaQ0E2*i>Ce2*VJ0+dW-pLqrRV)wm~lwgW5MOo1Yetur+^78-v9Omic zBA+bsG8zOD1tH*9?*wHojYl*f{ln(g1~pP5Sz06SpBHbrf1bMV0sxQhZQo_}Ce(_Uhr}~@mamO7{pZF5nB9A6_ z<_TnqT{Ej?W_C_OGNLpGiYVAi#{_9Zg;}aWo``rk$eI_t0fc1BOqfs_(C+LkW@EYz zJ`;1aq|8OOMP`v|B4bH$m>`9cYOd6@>>l>&yv-(Q`dO-fL0DLSUeRQw|DBy(Ms_(< zA@4f(W%1e0w7yQA-p=AV_p#cwe29XRU&tsn2KPj|TYZ*QBhvGhAKLjkg@eQas&wf= zd3lx1U^+V``4KvW{S)0DX-2m+63I@aV_2q%|0}ad5l{`AOP+r>hsVvH zL7X#XVc}h>xi6R3-MaLLFfZO!Evhl~gP-$I6R+-p3SG-->F4UXw@W}(Z}Il8us)+S z!8rC$Y<hwh@huWK9jHj#R*%yLqN|07w`YrxDGPDh#F8>=37uK8t|CNvb+$mEO4)X zq)S5gKC1Cc`+M?kP+NE2NLS~`N8ko9YHhZJLM>5eD9*{S%(k!RM{?cgdCUF&Zoonn zEA3`xD6z`j6=_x(mx+F9=IBe6==(iU<@I`ha)c=@NK2)_rXM$@(MW);+Bcr4%U(Wo z#lumKd~MPi$unB=y*k;c-XX@Qzv;}|lpmo`sR-D4+uGLUr>IbQn`qPd|M8Fi&2Ros z<(t0rYcfZkSvKC25rZ%gvS|_Q{BqjWi)Ed~&((mboMyX@BBJM3CTOOf%?_TjQFE6o?g{rc7vcLKYKEZYgM2;MVI=;s_yZ-2j z?2F2!IB9zwyJ%1ONRo;S7mbX?4!~RbT(j1rxJX?jC^f^M*?Y=I2%d&Uq6UJqE_};j z)#Qcfuy%v+21^#8n7(zTNSWL+;Zzv?qQmcAXt-w5ZyhD1cZ`uJNV)clrbZck_o4yq zIy>i+&NRw&hiC_|YH{RF^*pn7nyiC=aQFkbW_I=gyPC3A&apf3jM3zgd4gwAubroe zt^DBC*Tm1xsHI-!4Aj-0I!?Nz*PPs~HWI9RwK2?~?h54%?&H#EO^wpaxOV@O&Uo)M zs}R4bPMRMTj|qax=_J%u8R+EPT>5ln!{Mb>L5bZ?vB1&>v-~-xRvEf2_AcV{%d@9; z=V%iDbQC>P@kdI13upk8B+~>qbFrI_l&wkt>*~$<5o^v&N%|YV{y|sL2xFuYYiwW< zou%YvLtyr9{8}OqTgEf1G9Mw|l<}6wNegF&lr{G=I*aku-0xodfmXSxJVogitb;ey zdA1;{Aq9IVY8Hu)nnKzEL8s0ma*izDTnM`W&A!odaHdu;RnI$V=u+FT{vi41+_)YJ zpaAb&98+N>t;S`^HaFFNaai+KT4?O=oL?2~Xn7(X(s$VFMEUyZC8d0m={RSpl#>a= zGnBQfuThB~D!Aq!tGgABuuFp+!27qm<^0~b=c!ctFJyn(98DH&cwqsf6Wru*I z`Gb32Jk%<=U1d)QP|}$wPyCc`;za-R5o|VNNdhqNC?-CGe&2DxahXp^sWN#z&5&PU zNIBE_k_q1XQ8lV^z!z|1BKPr56@16TuG2}w=`2!bDjTUD<*-V(rP=XjlFUD0<<1us zSkJ)20bw8>Ne*6(B7UX~r+1Bf8h5mvU8VQA8N1wOz9Au}=M&u|v4SXcH$l&N;Ajru zUzbaZ_Q=7-Oyfs8y#!C!i+4lvXVh(c-|ML~I7xjZt6bpYJO%w~W`&wxkth`o=cTetFYOhq|u z4@v&!IZKpr&NFF`&;Dy6aU1<68!xqoWe-?YE1wZ(Db9CG#ybsjN9=AaIUhhb*%M-I zfJLv@V-_ba2}H|k>sRV+bpp}xGK!dpyaxFBm~xXLI` z7W)T*UYFNJYi4KEEfof9J0{>f?I zSn|UPVEhu$ZRiw9Abt@3M}4az!O;OzG@$d@fOkD67Vg!*-3GM2sR( zVF(HzV$(pq$xUM}Z$sp@pNIKQhB(*z%}@mPHo)%~kG1=o9+52%f%#SqfB@m9gsn>j z?(7e$Mt)o($w9o8SC3G`9nN~$zy&$Rl9O4C!Era@IU^0<81Ry$q>p$tacsfOD{9%* zn&-n}Ztqy`do!jKDD z-ca`PKvNdK*w0l4WqU(~WXC~PIF3T1N+L!TyUDSXk>$b#jJq$Tl zCI?l;(H5k!U8f2RV;Jl0jBT$Gi`L?=cT2Vf*@1IpdDX*GTM0adl zW9#v79}wQi8;hvK*+*ltAPVe)U}Pe`Lp`X0OTWb=vIKh}x7U~@98~<);0`Y5Qr;Xo z(wAcHBn9fh;Y$c4S1k99r@MWT1UkV*BI_0YHw~As)ox3H?$9qDw0^@)I8A;4}EJZL)WD0lUCmQdmfoM z_K+n!Z9oE=jb*q}yQ?Php;HBn-S{Z-dA!{YD)^OS2_YVzvLM?W|M1|E*-{pEVR3*M z9tXJL57U>ub8_?@$l5c;E}6u{Y~8nR(tu73l}l^9X>Qgz0tS=0ol4~_iTGKh)jtqs zdat`8<8$azZxR<*#{BtTwrB}e3eau+nn9Uwo90IAKF7=O^C~6>*z^1!>aXK-obcXO z;qwwH{iGU+@uQ3EO`M{1i}QI=0 z9nW?Ut~64=j0{G;?4MYe2=`km;%{?Xd5vtgPtIA(i?9-bT)Jbzb_$~N5>r1Sl5PaY zSMJ({?c3NV81M-`x@eJeFo1=2i~>j_9H?>#NZWfAyDzQ&T2UFl{a4NM#lT@B75)9= zK`s1OEcGOB|8=PnTU&h(K$IA(XUNgAc8{?cC|!%*B;8{We3#;j&0d0gp&B~~Tp5c3 zXG_0ZQ3J)M_5;99DEW0EMR!Fs&SvqL6ad0#Juw&96KoUr2~dxPfY{V_wXU`RML+Eds1e5nX$B}hj!u;WT%jrufRd3<9I#-jftpbdO zU7r7O7+B<^aJ2@Y|bglvLb2udH? zNtFYtE&!*wne`6HG>p$TzsUiX6s*cs=|EGTh1ExM$P7B0^^jFyWJ9rb=L5{v#D{AB zQAp?gDJ!(pm1)@&(Ls&-v%wz?4mX=X+CD8G8z*i%Dn`FaU8~kpK?Dtqd@ixBe-uxC z#S#z;=M(#zY%ETgQTM&_vjGCO0)}zKB`crMWX&8O_)xr1`(`o|8E^5+oXz4r>Kz0a zWCoogGM_t-OU@;%Ugmz*wGl)UNTKB?6t(W(pfE67x^PV?x+sF*AF8$>{1cP7ejl7p zLL-xN^p0=m>$k*pT!U+JHB^TEZguG=+<-sL1~>Qs4$x=N_1=UM4q4NT#JQ5fm$=Av zrg8jNW{}svtOZ>?3=RSam<3x6V*7d3t~M#r%G$z<>mvaD=f6ehQM5?s3+R22^6JKW zY5t!963MJRB{5?Lw7tewsi)#Idkr3XY73R&q_9xiA-^yd9=*dP15jLliq@>#5{=Dv z>S^!gfWrlcnBO|pMcV`(gJnj5y@k3bm6uaWN2;NYJhFe_Fo3BWcf@W-?m(x$akn}R zc>fPc+1FH`roTvpH?xfSwL*<<38-FV7Zw#LEnFFA4IsVwf{2s&i|omSqj>9sGeG+r zu?tK3Jr4>S&3uIX(u?f0?P5>7(>z)$Ki=nTMC)B9b*kUncvkX@GCuVD_j*V<=A3){ zpT*)yO38Yo8WMx)hInsUVM_d9stXKjCqchPZ6x)Qgdl569k~gyhQW6zuWrpkJ zoDVnnQb2PSjh?+~I~PYkVSnf=_fMQB8lMF6IpRER+FYI}cnad8-(nG|6gBDAtKCDT z(Vg%hJ_~~V*{2&MKg4qu&L|tPsRCu!*?-bHC~K|HA((u6$g@|fliFljW51jM-L|)1 zc8~MT5>*_m_30@>FUSTi2&0q%ez1UpBmM6H@dQ96R>ob5fC=mK{JY&WUSfWOJq_Cuf{} z8{r5)VYtmhD!~eW2v>kYC94lLJ}&RQpLAbR0!R7C4I*P z-Jk$jB1jc92a2#c0Xseds zf1%#SRdBbGXEh$;9fQ+|LQ7?of{Wm*DVeLH-bP z$4vf(xiyMac{2hQcpoi0eONPb_DZ*Q^m7<&1vU*dCWbd#BPgE>-%8f2DDK7dze4}6 z2K>vD7S=laXF+ZKnE+H~QGuvUc78@8igTNoUcV^m z7WR%+*y;z~_<5q1h&(#qZY!MlW>PGe7#|1?Z79wP{;@*?awMM;4q8VWd88nv*&fJ* z(vaw@#P4er0rRw#6f_J`^A%9c)Z10~m6R6F1jhKkwab$3>HPjT&@%YZJ543>^ZM4h zL+LC~D)~iLy`Ci@z!yl2t>k@xoU2jOG&_y<3DB$<-`~gqb2 z-dsMM_H;$Vp$vosyZ^ZMWOn9P(4D^eIvQ+RZ6QCFP?`kH6Cg&kHPIU~N%G1Mj1QNj zR#wLtHURl=BfDxuOMS-o#j;a?s`fM41lM(ORDRX2>G{x|9J&s@1f20}1t)Cu5S$KrUbOXm;vPq7k3AFI_R|s>dgd zfZrN4zqkW*Vfd}psh_oh$pzh=SuWeEO+)TxJEdI?6L|N5aQJ7~5x2x=!0No*nXhk~ znntOo4dG}?fRG0ydC6>tieA(9?4e%qvBSU9HsBPHn)-%y6muNvW13$|E@#sQi?uS5 zb+2~j&snUn9u>J>8SPt>x}j_jx_77o4D^Mv{9zRW%-SSmr&lT6?Na6E!<+iOs3kx} zvvSHr7UvUZ9S4NnO<>qr*)73^`kYKaT6WpeDQ zmmS@ze_gg6DbJSA)&?@9)NL?(ZwrSGW(vlqfU~UYXPV{PpjI$=@8bh`Y$Eio7t;) zIGW5~qnX)l^sK4Q0+^c+wH-4wgb!PkL+~32yjHFa3-Pr86MrV?3%ZR!J(rpxR_Zub z`2DvE^|M>&9O`f#XZvK|_=KyS5M+5}7a_M=InOj*Ia{>n;{P9l+3aVPUxL9eJ2n8_ zqd^p8ptHAlX9jg!R@e@8@P0r#`!5|F3cbB!MR%(pl1xdPks5&Hm~?L^FRU1`auzKj zH+{{^H?$!=1^xSww+cR`dDHnO@`npa1q)+UWl4F@Bu5^|xpJ=Z>Q;zCmlOTuR@tb! z)IEp-t0)~1!r$<0S;NOJb!%IHuH*qIAP}6o2NrA7`^b|arz5`EL_|cK;O0&idUh6c zD38?YHSc!P`)Zwr+a=(4ypXEtxL82ZuNxO*bSb_*9D-GDs1ASS2_Zn#?rLr!!`Lnd%LMSV%DWkd@oDeb>D4bC zf&S{5)n0&lUHmEd(aHCm+XL&t1gg3z5Eulft?Rrdgr_}4AUUPS#4hz1=7>|wtF zDfUO*n0WVLW)`r;Y3f_BpW$=5!~Y}=s0Of?p=DYEW}IAd<076YjwdoCd799_qK1$E z%=e751#9)qCR1-?CWpUP1N*$_eKP#$Y9HUTz6$`h{rZdx3@(T{e*UH>mBRN**%IxMRRO>dfX~2( zVU7GHdHVV&0K%uQk87+UncLySKaI6c1L$(trMB;{3d4q2KE#NuYYfiWxs6Sfj>cxc z_VXMrzmw?q2X0hi?+PUhtBnk}2|6T?A=svzsqL5wr$WgB6N)6_02v^A8Y`TnEKc`8 z43GV3PVqwwB7(0__OKJ_S8uLUybCq6ll<-td$Sm98*Fz^%D5767KDeR%X}GXz|+7s+_@VQlAY6oU3R?(?Il75j|hN(5Apn*fTsS|N2k!;YZIcy&5!I4lk z=s?O@i>J7F);&@bWK9DYx2_M%wivX?`y3VzYB~q8PpXnHi-0dmYv5lnG@Q<)ia<^Y zSqv6hqHc!{#si847SG`khauaPhvg6#vuZ##(5b&MK`gaL)N*H1F_;yQNs>_813;sJ zk0oX6fX8@VYX^q#hG+BT=jroB_#@Ie8aTJyhRbJ+Dd?ygmJ}9v3+H8tlup-S@JON=a_o%)kC(<-Y39?pl z*L||RRo$3U6cxb=dx>!&$ALwmdeEs@k}OpYdt=4;HA91x2q`aLv~*KbfX0E1!4o-k zj^t_{FHJ85ToAm=`sE$>@mF>939iuGMN5#l5WKffkzY+v?FwbMWTYvPJaP6&+z0FI zq>+aw3i8%WNc|A+u;I0r$#te4V7??F&N5I?V4){)YAQ=F^tpZk*Bl&;IV7-k7;-h& z&|Uw5M?$(4?X7f@Eo2Qo93`I58V_$_Vum=7JiBvu-N)LUSH_MBO1OG#7tP2z7_}=n z%bf0(XIqZPG{ZEqk0X@CjZAv-O_6Wbt`JSH!e!$zRuF~fQ}qNG)S8(>gCo>MZC_oT z4^Zcl-s@<=Y#l2zr!;)^JAP}v6`Cvidm^lSMuEzX*vUW0$iMaVs*PjLUH1?Cfc}Nm z1{HH`N0#cggh@Pqit8sKNWWvNS#mHKa!2fO>HXgh*c_z$FM;+$;A2R~o1o_`7C4zl zd7wc(xN6EC>f0^qv#CwU4(Q+vq~`TGiiZe0-Z)}W>qJB8Oi<)FVoQi5k}PDX3xD{^ zPsodZ6!2F{il=u^2C3?mftowj>svs-cQAuR6iI^F;uTSJ*rr$B@MiD zuzL6|fPjn6ijmUFL=*q$77iCrkj~DDZ@&9!bo({VtZ$uDVo7HrTzoG9=bJv(BZm!m znZ0(ot1k2l+_6Rz;3`(x;EBXh`B%zO_PO0`-SL>38ky`0cuSkuls#qYDQ}`c+-CN{ zX^4d?vB;d)DW{lx*vJldrfegjSN^5;`iI^3vUG98WU^l_?zu$CYsL=UPWC!Bu6U%g z0DDAY?_yW4d0M7V5>7*6T#U|BRJ~)1Kz~qpXG6hO?S)8$NfN>Y)gZMuDTSsBB9e3s z`h?KtjqQ@JO$HR(3(MzxZTfBE5*VfQNygj4rBLO@13UBa1E*r<8q-}619t-fkrAsc7Yam_am;x@3{M(*`Je^Q#~l<1W|{{D960(451O0+J0 zzjQN^VT717OwXOtmP^TZx09paK?E8E-@46h_LrqDeCu!hHWA*lXwXQ0v~2Bl$VwjBF+Jl}3j)1_Zr&bQ-0f{G0m7QrWO-y8}2 ztyTQFFS_NCTC4I|C276f(%f1w7peL7Sl@j{$Ugg)2>p@BYC2=TBq5Jekero1d)#p?3Sf@UhddQZ5 z=!;`#z#aQ`J8R!R^)*|%LZ_?{7OWzy0jgWo8e&u4AOsIf()mB1N6s%7pv9&ns2>@F zTfMx#4tuD6t6ubZY!4@C6FQY3uoI%RS_&!GT3UB|5%TQB*BHoF`U`|Q7&_&FkYbrE zSQLX6uGILN!8Lg_<>`nQbaP{N4?qvc?b-3{^0mrStd}z8mzvdUrSs&14JZ-sQoX*H z_B9vqYo8e3m|YsYf4l#?;o@bBiEoc$A5ZbGgTmQAo>!ly}BAz=YPuTLhfTi;E0ddU&XBO=} z71k8xKTl+{6hEDq8apES^A%lOHzuyZjj9c-ZE)6cJ+IZgVw4l!naQy z9A7!P!Wv`VX&C}qwZ9FV2Tm_F4>0A~_qDQ;8o5*Tmxg0=a=(o%RK>HIu-U`zO;)F5 z(&fN8VC`Fk-Az&~w#md)BkhY-s}pbZ-&d&d(5VB&_66O+c3XPs-%F&a;B(QKHVL`h z+O`~;R(c3LSYhaZA2y8GjzF8`!U zR5O~^RMMy^Q<0WN$gBrm87ig$MCt!{-PbAcgWTCkWo-lAr2-*zjp6uf4v+sI28NbOT5)8YT4JJ8D3Y00IfU2SIw1CLIf*A4DW{MWlod0-*=#QWa?m z(m|^9PPm)*ea?5!_d8#?_m6Cnu*%#kbB#6Um}5sj)_p)r#ZCnRfoQcJ!VEwlA`I}N zx<(FsBbIWX3;3h(OvB`vp@+jWe_QV-ARXIho~|CxT%GK0`aSXXaq@7N5|t5^6u$ZN z*)vZcMKLkA|It9y!`o3zP?kpn7=+UEp{WlDM9p~hA_ApnvVuU;AzHAzh=9z^>A(QQ z(&X{Z->mCT^wpUJNUtME_1BrnIzxy`%mkcY)iH1M>6Q3;e2Ns?;&_KGH8QWGa_7(0 z6of!*kWBxf5l;*zeS&;!uMfWGeMtz&PP(NFO|~D*luADHvGjSeoTlKo#re8^ZzC7W zii(q1eaGSl>S9HCC-Yu?jHn<5uF&i6Y~m!kNWU-uSB$zzq(m1hBU+s?4sF2;;fd{e z0Fl&$vBx~52B!%_V$X-B=dIM>Fy`2YMdl7!kTtKWX4l%f9LB~|I7NM>>OwURM*B{lzGhMQRSJ!gXK!0eJZ$eH8 z&n`*HNwUsM>%@3SgFj-=h>t-2r#>|xcTfY-17f)jK1smbHtL4x5~AUUFm_OU1QKtG ze|mZT^nGG$81r@<)?I(}6W(t2A=rsl8ae7eIzScD^j)ITC!R$2uqML_Z;!Mrz|Me@ zC$rxIH*2r{;=OJOR!C#994~1jwVjS_fkH|VzBOS3&fv)r9)oNBXr)dnYoq1A#-fQ_ z)l)ex8E99KU!s_vC;VQ}MrD-WpWzQ(tpyTYKOB9Q`%fMr&7sdlD@YeI@&<_&iPs}m zV2kJWQFr)9?kv@)KvlciaQSjS>pX@wCaaTQI>t%lOM*|Duq%SY^U6s=yR-6i%6N4+pAXV`rs&3u#|LwLZB5H-@Awf-;F97o*a+ z0v<7=Cq?;30MdApj?lAq0G#1|dXw1{0f> zunS(S*_NKaggDhxQuw}H_=5;On7u^V^7o+}mn`%Yanp*me>Jv@dd**^i*?V?uJ1re zLqo$kL>#bE3L^Oc8OxyJD0LDK_#C7HD#=LOxo0HlZ6HuQ=8>=j%W^S<*WYxgf#d28wl(h5LO z@DMwoQ>j^Nz2;IEYqIV;8*h`0<#=a=JFo%lfq&5g6GS#~84n2bFuvYj<1~PEVNN?3 z;AO>4g66r%pTH`BfKC%VTA$vg{FP6tEwLy~o?%S}17Bi%cR5gBu0}ECYn6b)uiE{G zRhARtKU(jbevAxWUzF>ze>t!?WLr6TT8jXNq5+y%#TDEGyeLr)q6HQy!QfMWm+sOKIw~b$6kNsT>i)$< z=X%-tLW3>JP8U$xl3kehri`X^98x}k@n7R5pjpCgixu9Z>?s^5xT0xfuk8s$Mo_K` z^Q?+Axg8kI_@g%}PK$5->LwF{IW!#NC|?xTbdx+rAo8jmhv<}OP;tG2|NPJ_CX8w5 zXUs`Q3+@~mi;uugw;;(H_DPrZ=2H^wF#AgM+n9&txZQS*ybd-0a`ZavdeZ*_M}A!4 z2(%KP-h-%Nk|$M%?M9^FWATq|Vz3FG1 zF$V!%cw^Aaknxm_;~i(lQ-vm6hn-{>si+}kK96|UjK?QzG12*uN=V?X>uMyPuf&A* zkAzbHdIF$DA`5EdQ!s93=!|}+AJ@yu7>5VYcZ2ktA)u@w75bm(QQHQQG>18qTQ=6F zZ&&Ft@tJ8#Kv8gUN&OcJw3uS7^=Y^Dse{=0kW5Q3*>$zMA4Mv@rq<~^ZfTc*d{b*hFl%Q{P$Cr#dpWg7r3GTe#<}v}Bx58xnTE`@62XS6 z^3RA>G~u5Det)gFF9|IsQ~YKCV<#yfX6d|<2*iT#ZkJZ zIHDr2Hmio$t_>54*nDXcbJGOar7j~)`d^mxzGN!1c4F|Q%bEOXFPp#mAkK>8v|fz@ zP!~1L80KV*%%VV0vPW)FX+n--L zI2w`2Y=OE%1@vBH-DPFh8?i4Z)4!sAw(*P-1W^W00Gt($xuDYDd_k0IpDS%A{B`^* z24O;bW!}+4bA+U?Un#t{8i0q~iE^9RNBQo+!Z9sw9(SwX&7P={G;L>q(+T}7?$jeh z>;(s!oN}7=aD~w4Rs`NAt@|(zysb*oM;2L3()d5lkdUzp5x>H913|$Q#&=C z?+;*U9+{pbTs(QQ#D3bEBT-bv4yUWuo!@Y{42Ax>f~hgB%;}ApA$uilafN=xXqWte z-;bWhVIFmVVEiLt=lq9}-A(;vuiqF&@_I?KJg>gR(xl&{^yDC58!*lf-V7NJ5=dMT zmkXrtYAnS@qprN1QJe4l&O$SqzDx7`RW489r>3+}om|{*sV_spU|EX9sw3sUKM$nq zWmyWLzKeZ=N`jpz-(%;>inwj{-P-Gbu_tRJq0QKmHnh)2bTFAPsVX?B2I3vE{H2du zR$!17<@dHEdgIZ13eT6=tukyQ(R4UB#2X2X?1PTI&S@yrc^Vh(Y|&+33^*7`xFPbO z*dzig3QpRK7!MDMq!Z1U$iw}BdEG<3U66!k@M?>b?ey|$BFAGM-VK*{BI43sZiV2J z)|3%NRhd>nt4eEv2Qh*gzTz;%zuFhKaSB5?7~fJ4i@y(mrvvAMZGZpL+u}E3_b%Nx z?@jxwVj0;#vZqQ+mV9N8!!8#)kC4_`B1hAEs_@(M4B45Lao)b`Nh!sVT^Y8=u^O2mn9h5pQt-eWfDed|wWxRfTAI8<_N$&L|TU-JmBjj5n zp8P$Cm39go9FQ++CzFcklj6m`xRrY~ub?UIvc+r}uG_kJ?Jk}Ozgm=O0ZWhVkq4Xd zL#Sbk{Qvb_S&xeDu>%X-NV4);ii&+09kyi!23xmOqm|eD9Ah3v;ZWqKM<#b5B!-Qg z^}N;$9s~nqy+l`@;rDz|9hxiL3)@YuHP8=AnbhufpGpKpu+IS%!X7d_2KoAw2B(r;eCS6}D`z8{WnHNn*4! zD+MtZD`vA}=YO^#Wl|GkZd|@R|4MuE@IcXTdRL{<{UjkWW*0j&QV5oIS#}pO!w-d$ zmzv#OAFCL*8m|1CLO6xSq5<-PTOF1Ty4)T@ zI(pcMY-7-zH2p+nAhV)1XAsg-1QK*Q&NA=JFCi3cng+zT%6|RcVP$TRDxwLM7UedH z$MH9RUfvR^ry5cB+xuui#+lTz0Z%wlf`Ay%TQ)MNm@w7h7QfzBEyVvL^8j;ucPNc$>P1ur3`yH;M z+J*?8L#Lhcz<&Q8(Fl7q%OoSvZlzkger5>?p`e=A8{K$ZS( zyfH4&RSR)%CpV5wS7LD(@{=iMv7QQ@`u3nbn(vDi-`zU*#n?M=s4cy6MfAI_JnJgk zuMa?d$OG#4Fc>+g?(}DWd?g_sTe!vosj`467CQ@gN{Y|SkQ3iNA4)yHwGdIDvFL8W z7shAvjt5bp1#2LY@{0BR&Ens$K6QP~C%g!Yg-BB3RNP;h>DidjmT50vY?H+C(4)F= zi@WXg72Vv!jdJ^IWCfY?r!Z&!?SyrQfmz(bl!(Isd%y};z@839mew6dRMyI!E?0nC zPg4Hv8kWCl*kP;_%BlVkKr@C+Wgj5uZ@SMz14HFLVWQxMNkAEOdeeKjNp*>?CoOnV z&PmQ*pR&GK$@3)ig%_M(tK!A~^}PSF`(JU3ySy~^v=SZH$@|_7&)dRG=6RI|y+M*0O#c|-rts7xdUXWK}agK|pad8$=gMI!n?7Rib{if)q)Q7^thmJ$pS!r^=nkGjP zTdgxPA~Nn93}5jPWeNgnt*1VD@4L}Olo=sZ{|=45?{dqG&ZVcWHaG|r2xs>e#X5Kn zr{)lE?_>x0;8QN?LoZw=9CIGq#isKU&NP4(69uPz#A-xmYagz7wV>fCklOd?yM_?mg|0I1O@FEc($`Y58I_H5DTU* zYaW|!@Q<1yFb^ux`^~5{ncQdY3~S}@vd}$huDgE=KSUWhh;Z13NFvm8Z#Z0$EL$ino{dk=nw%UQ#!Z(FO@f=T5cH&3~ zmQ&m~UYHI}0cm)>n&m#bv*of{sYflBwwLZQ)s%fS6V)gBqHgB3)S%}OEe~BzSoUQ2 z{bzQm?_>mrUh;?L!=LeTEnu-yh=a~!UKHYh5t+pi{M6KS1d7{Il#4t59W*D`8le$u z^MhZ`n)iM#?%uW`3->|toe@+Hv$F4;{x53S)OmK}mUm6-N>0>$x(KB$Pa(=ouh+$+ zZ~079Zc@O_akW=xYUj|~=rTd2ll6?x&vuOwct$;Zg>A+2n&Qf-V5w)dty|yiCM5%o zZ37m;b<%^sgBr~S|Awx-)?UFR+~+%g<|ppXyz?C_P%7sFpMB%I>*(OyemdKHWU;bO z#)4~k=Rf0nKT)JUPp^dDWm3}L&AiS}=RaP(68#o@>NEk)PdV_%xH?kim&v+$a~)4N zHZEs&^Y|yzH2TvkRZSru&pJnWv~C*F%b&RhY~QW>j-PaFT+AjZX>GS}bOy4W{evK^ z>-D7gP@{`3I4Mh@SSyWX7V{R%$d!(@QD=C_pZY|st56>HnQ$7h032vZPP0cA5fdb^Rl;GFms165l)Sb zKPn&F$ki=xRFB9;jIvf+TAtao^dBr5+#bnqyGv2unqJ<_yxd>8$iUmUF`q81cJbqa zsNzX%Mn&Lk#P(wHfwyYBgsm2DTmRuNhNGi_Cm|Yn9pBorinyjU}^kHy* zYZlo4aZ9>vmY!U!8-zxg0XMlEDFTYtuDZ{hv|dgRT-Wo`fAnj${Q3Roz79P&dVZl9D?|RC)NLsJ@=AL+QU8{= zFg;-=%i?gby6Jdvw5ef6|9lA-VG(L|vF0uf&2qI)4Ulrci-oP8nnU&cGQvLf_?;F< ze4P#j{~_l*Yh!_{ox`)$w(ZFWLZjQNt!Ce9NTt<2Wl%oTdpat(aXr3QQFcjrIm5%^ z-lVT_-H(T~Z>VvlehWuF6cZLkgFvRZ8Yj6Pf0ea#Ca`@fxp%)+cSOxs$vLdf2eq~N zEoXs3t=}*zyNl8z-hbdDfMhdaJkD`l_8i*c658+ZK$v0%7hx`>Y2H)Rw(s*jZP4;@ zmp`z3PWK%2{P5X@*V*RE@-PDNk}F%n^j1nu&mm)y0Ax2Q?A!;;#vS~W?XWth?XAFY zm0yN}M*g1SeAT9+h@1YO!;gV`I!{Ns20ke4J`7kdt++1*-8Cp`Q>LLI`3gcD+`oC$ zwa(0Zul;q6>XcE7&HzAf3H1E(8iw7qLT8;@eb16@bMsL_z0SxySxR-67_h$lNlQif zn8}z04Pa`zftGkY(%0ydr1@|WgZW7UdbRYo7R!BSzUV)w zC!}?A`-Dh7;9h0c0B9H89oUZ9)#+zh6bEUvgryg+`C}WjV1A5A=2GCyUKM>V8vT`) zS53-wD(X%G=R1kw&ToHxIcYg_Zl=&-Dn~M*B)_FRVw`lsHmDw|BU_0=!6qZ_ohNa=yW<{Q zQMwOtcJUzX2borl$=C*!r)3RaHwB&%PPS89aYRI2i|7WwT{TKLIO#5Aw-s;yK2#*! z$=m8?2sOkVxkW~8bLCC-_E_adY zMAb-Cf|pEsJDqmXWIt3U-Syq~@DOBHA=bEfEeGLiFnpIS*@$cm{h1Joy6I(dQfc>% ztxLj@dl>uB)fA75RaucLU6)fxWJcGt-$2bGK-I}O5!cPo@$x=KkfvI#Ef4koY!OV> zah9GGU44y$yrBp##8No$bEED_HQ`=LNTnKPV%GI;Jas^nhi!^`JaH2scY)#l<}QRO;7Q1{NT zA5Z+Hlv4GhRuo4`Isw_Wj37O1B;RvLMck2YqfyLp#-D3QRpsr)SZHl~U%p7mF9vB} zTcx`EuCnCh&(Zyj0^9s?l%|03`gc!vFH{8CW%z*pKfHSgPy`+()aPH$Mn# znJG#V@k=AyP*gyU*}(EXpe-mfsh<($7q5k(>JYl3keuj;(dZ^INOg$m|E8idmE%~6 zo)Uu0_xUp?Ifk6T!K>GS0R56X7G`flTOM2FxXZhfFO5v05EV(Go}PqcuSfA@bnQgX<#Fq#6`!rrK>3!DPq)WMI5Gs&lreMj>8Ncw1wE?Fi_E;cJ% zfB?{wH|h+RiPSx2iNMkElji_;`)ARkIppN#EC+I$1xJA!$tfoDBpIfaXTaT3O=2@N z1wwgeL^dUW{>xDgBCOAUF700oJd~B5dPNcIv2tSU9>uGDFSeJtu_W7)kIyu66^mUd zUVDL8z*jmwAF7^c`O*LMy`II16t+PFnMxcRaa$u#W*C8-LCQI;>^$o37?h!tpB#68 zPLz!F&9ct)k^GhXMnX;hvoZCqklRvb4jzCdf~PsbxNQMoXl@HWYcw|HbEAxG`?;O@x3aG4m%ug=@ArXstGE5qGCt z=WUy`R-jwrB;hsWg@%1Cy5GvYd*B1yuMev`S?e}ezcM>&JT1PQtuigXl5*g3tt7g| zUg~5|XyCWUy4E=4O;vk&Z7A6AUhzrgA&%Ch=)ygL>TsR{G zjgj*I$ZE)RRqMGm6ryfwA!T|u`{i!|^UXD4T8=LV{IA3!v) z29S>LTndPPOI4%V5QW4>sLemfD_T>W1=7E;#>rH&e@w|kx|`5Cz4V618?j6Tc^nUg zy~nZ2x|jHUT8`^@dkZ*@2!9nux1O3>|L~Pr;x7y4=)~j-#*91X*p}bP{F5g3rNIBr zWX<{6-|2hlw;wdH4~o>`c?cldwcj@S>lk7tp!sni)gw#)&(Z>DJ3cQaR1B8is@SYt zbQo93@x{Vmo_VNgo=X0F`>m`zwQxR2Ln5C)H2Vv{GVA0{XmS2~I_zLE^+sI|htuKt z-u8f8+2lrD>#Nb?_E-Usew;u|PJy^dq*gNj;8dye=(M=;0#H4%D*jv|dXqTh>`Nrs zcG%@gE!m$bwyg&0T6bE$d}$!j(mz*z)y4o%hj}f#Ba63Q*Ry*dGSHw_A@@g`Fn>LwGxUs!IBL1wVguec0vZ$NsJ6I-@;D zc*5ycW1gNlz<}4zW*1d|xyLF)wLJK$ozCZe2E9C9XX5kn!KvHHuCwt*Enq!RCVk># zdP4Ukqwnh#n&hG3V~UH{12$za^4~<>2mTHmF6Dq{F#FjC+k3`2w);v1|5X90C8)0C*G+ zs=)ZaY5vraobH+SFlMSUxZb>di|5jFeWLl0eWN9)ChCg**U#K| zLPBrA(&>`IpMNV^t>D<0rR@!`=TeG0NIg~5bMDplq~nK9=kNAkNagS-LNKe`;HVij zm4V_9sM&MbZ<2t&=!W^;0Qwuii;e1^IC4Ml(V1$RC9WGZ?M_Ie9s4n`Jm5|kxj1Sc z3ZolRSvh3Ic0kS2dnzI*iel$$9tq^jy3MwnSx8N4u(T~CHj3q6URaNNpmP7V(@*nP zp8bs~F7v(+p?st5E8K>O11QL=ZdiS|+ph-MGhXf4`B>Y2*70Y4zXP}1D2N_7J3m=B z0+5nlFtWV$wN~=%R^#-S!WtXOE+7>Hh^ue^gyz3yB9$o*%tqH{$}5ITLBMUgA1p^R zPB*3hZnj-RWK^)-@L6dv>jM%!a0E{XsY=k;>f3iVa7_)b*}Hkj-$trUZp#shgtHpw zrBeshOHTLJ>45@;6Z@l2hx;RsjhLSuLz8GZrl@Eia1yzUf6*4JuNM`FV<=AW-3=P+ z^~iX55soytXRc1B&d`+ogs(?yQW$86nxhYBOrOK2a$40Gr zye=y1yvzOrzu#^Fvi-F?|K9n@_HJKUn8Sp4>Qi#ss!^gy=@3QEkk1*?lP%5b9bvN( z?0l(fCXu~f`k94}28^A$1og$GdXY@)u<3X!c5zU4U{@&}z@)lMeg4}@uk>~5u^ANr zNfO<-{I3tVz51G&cuT^6r2VT77yTUSd*H3!ahIa)1%1Q7;8uNiynVwgvE2SiRi8y` zd{I4c59X^sZ$R~4XL!8Uh_%p>5W`7dp~R%~*U3^Vdi2xZQ>9cDp0}EIUKh_PpNn%o z=Lg_QTh(RkC8s^}@hnMQgvEH-_W7Q>Zr^;TyHgHShd3PMZE1&JIfM%HzHgk5dio-P2$ zp*z$j6(G&H@Ebx?r?y0QfW@Tk>g!~Om(W97(n|F2hF&;16n&Tv6aqluEplCMBtP&r zz?8a<3#=h5`3^7=+h3^5{^q|2=_-Q<<=bUSH=F$@^vNCf9O_t?M)cal2qeF1>ye3K z4c7)0DExj3Y+rvfY9rhhP>->}w@4d4>6NDd7=--ll^lQT+RA39!xD}k)Ap(yn)t7OyM3ChC?q($kT`w#gORUc$+y=16+jPfRDTEylb<6!YJ7!f zfKv&#{qT^z3F!ui<)*!a441v-jI#V{-{K(moRBF=fd`y(?>=3g4A~B;w8#1`Xkw(g zJLP@yV~>iKMJuoi1_#t73}ZH~>ac{T6W4VWd#CXS zmi_5ue_PgDdJ6RXZ~w46oEniS^<7(ZKigO^igN!oCi7slrWPQSe(~<^4NXJd=LF9i zNn_M_-ic1PfSz_Il(iE&7^mIJo7WCo*c<@4$ZUtGNT7FD)ypL)g^cs!DJnrNG-xti z=CMK51#pBcbYDJe(Xq;QG5Qta@9#3!pH=RKsw-(ezM+M*1f*3#$6HFqQl^b#qnd(= z&xH6rKeooiOm%#}o#1(NG;zD9__{oxG69V+mzC<*_udWKS~c=lJz3=HlXLZ~i2+=O zzvhOJ#hc?(7yq+0p;VZxho6qu4!i8L=mIa49PWMLHM81hb$*)`@%H7-Qy15y{Xb;@ zx|Tu;YVGu&fH|AiK0UW=AH4A;&Uq>TIe|#(!K@Aw&CxyfVAI90E#{-2wvZ|l*dvWR zV~dkHh{1eLqjAURT@8CjaNt<#5K|JJS2xZ6-^zzDa`KCy^bLn(1E5F(?_X>sHo1Nj zz%QWzhxdQH#9ShrhZdGId!)Q$S@7l8XqR{`H zwv5c_U5PP*YTpE53fFS+j!r9tG1HHWJ0S68w8CNu4N+V zwI1hdeRTiq+U>b!DhV7v@g%d#}9F6gf_IqTTru>9#b#xS{x| zY?o@NGQsZV=k+HNpSo065=8t~C+$+9&bhcR)t&Z&)m$R+z4!Dt_-iq6oe2YpE*OHz zIG`3|;Fxh?O526$iMg`sEqlh(RX_>}&CSI%gm=D8w`UYtX9VE84{kK4e%hC+rPCh76tBtjT4Rq^9#*74Ua4AE7pQu3~x`Oy!1G89;E7po{q33idb& zm`{~eNwf0dtLrXeJXRJAX7GPH|4Y)f+fYS{qWP9tBImHY%bwzR@1OqWXPg~?7Ua?d z)ypz>zO_kGe8Zft)iLWF>a0kU^?1oAXKBJ-CAk?`7mP3h*%0EmxO09r_}S`|>knN8$r8Zureh!h}I{Xfa$KG`XQO{s&k z^G7y`f>ZK+KE-yvZQ$>^@(jC2mJRbiwXYPLKTh-G@q#U3RoxOqNy3uh4sANJCNSTY*7?9Ic$|RXLyy1mw8Tf{Z1#|(n z80lNq+Dd5xdf7l|RGc}DA|o)LT3i2vx*I0Ba9BEVH&G&S;o4Z?9hSfLvm@fk+L`3) zx33_I+=%Qz^PSE2g6k&SM*(EF!kipPz^foms(u=Uw=5K0sV4(st}0I7dk;*H5>TE-NLm;vsVgWnToqeYwEQN;kLZQ zJN(oaVzc~=NtWR&5kg2`)WlAqb3K-u_%j(G1ALspq_Ie26OSFFlu8iXe>~bAJ`%1S zZ0L$%2SpKGB1Z2={0%SMf3bC?;S(jU+<5I`x_a$1Q98Qk%Kyh}c;H1+Tg(fRiye_-YAK=fX7y!nVN26TP+SR8a-ycA^A zF{;=-$DqrUN#2hf6>Fy>mH#jDVZ}l@K#HaMmnaLC_wh3J6OXv+A_mgyU#LbU{CKpn zJ%K_U28eQe!dk&wYV%*jQ3j*7*q=s7rCC)yL!?YatE?d}MCW{#CRhrgck_pS4EB_) z0;uMnw0(Zk>b{1_-GwW&nN*Tn`}qBFUxEXySc3YA_o~ zCTQapL@1mCaq!LaV=l$E`TLHeK#)Z-w)`avLutgf(9e3@;zr2ZQo{0fW<+8QfBD!! zdc|wSbFWG9Pw<8W`X-?IelLLn>=egg`doja5>&Vb2eVQ1lhqRKUGvmzr8NZ9&y3gp z?^r;Jx_28Q2=VV!X)%Mj!$;~LME5AH${Wl4^(nKi_c!Aj^!kXl$jT3BDJ38Ua@HNd z3Y{~p-|6dhPE{ehL14DW?MHz~*qE`E$j|bLrU!0za^HYd?4=X+u$;3sBvcfRB_|4d zJj(bYhEEv#ycyfF#bXt1&RW@kB7DLoj&GN0&M#}EaiXsJaJau2N2cTyT98CvbP7ZG z&^=)q_9f_G2;??wQ7%+0l>t1-wc5SDPT)U07&h6{1b@8J55g#Esr#0&8b zoC+lTNxXbGf5=dTZE8453?e)P2e!?qX~Se=dvxayJ53obJ!Ti2NZ_&MMbSNOgd@x? zNNMn7VvWS*+0^Q#n`#l~{Wz>Hku2}?!JLAm@+Av?2v^7E(JuP3Ih!HL5N6+i7G_AQ zNG*}rL5#ZlQ7^szRgf>R%{EMfW5<0{lcSR7Bh(O9DDlsy`p>ewf?TH-a~g?{&8K$C z=LzVwm*&OTTjH#&Th`T5;v99`Gn6Pq zGeqHc&@GnOOfmfBvI!i}-Ca$wE#ux8-tN^~Mp;3%F2@z`eZs>Qm@`zU`RUGl-0C*v%muq%K0?aH^eo_)@XJi}L3&7I5_C_2 zx@-Lo!_Af==Mtsn`j;ACi4z-vE$zK& z4h!~Ndnaoq3^`k1#y0)B)IGtQYlW6$O4Un-?CIPU-omWVK{`=PgXWXkcx%K#5w7YJ z){OWjgonfsfz-&$d-vCt*iOeDN=10R-iMxPMR5@J1R%s4Oh;4iaA!BX5``wbLYlv> z-xS#DJCQ`Hbj&EO9bSmH6hm5I<`Q>4xqqx%@RTXx3+}GFgBE}i`~|x&xRK2sH9LqM zLQ3;1^VK>UV{Q4ancpQ_=jv&vf*KZ0(XLu^GQDsL-MyTMuPZMXF9}e4fS34lZoP~0 z(t<8aSr}f&`+*Wy7O(oq`xi}d)0r~m?KHGRgXc$tE4Z1JmADtnju zG-*r+=gTzi3Aji%`iq&i#xVcGaFpDFd48Bwe8C=YBA zY$5g4;?j7>?7d!9a^adYn2j9XKFV#SKbndS{L2`A3u5qk-G%)<)}?cka2$zVobwwj z!8%bQvxFcY!%bWMfRR}gWhAQlfmKI(+ssm4<4_~i$@SE?45L-t#L$=?XPrH?0yvO5 zb;1u^H-B^!nZ}=$EXsJBVRqSliu^+9^CmqMMM97+UJsoR`#A#Hmfiv R@N^PLOG6h{cF!jA{{b+%1;+pY literal 0 HcmV?d00001 diff --git a/cs2109s/labs/ps4/imgs/school_price_rel_linearfit.png b/cs2109s/labs/ps4/imgs/school_price_rel_linearfit.png new file mode 100644 index 0000000000000000000000000000000000000000..610a8e1ba9e20b5a4c80432663a130c38b166323 GIT binary patch literal 13825 zcmajGcRXC*zb-yTi=H8Rkc=SFOAtMY5fLrI=%RPVAbOo3(GwAjo(RGaT?oQxLquov zGD=8@-uvA?-}61^-h0mPcmJ5NUt_Jc_u6}{_xpK2&$FYRYN^stvQdISAR4vDuxB6; z5gPbVULga15lK?!0RG6lP%(U=>t^@D$I`Eian#nI}9x2=b#qZ>j(SW;MA z@P@;S7f4T85fRt_Y#{9BVK2fj#iaraLV%FqBWMt0m$9l%aDmuw^p(YVdMAg+_ho8V*%4&xhRf>RPQc~%w z*SLkCP{OnK9FjSY?!SdUAbJpT?PkU-*M^*U_zxTUrQYwU8GSq5iQVbne6)mb@*SA< z3Sgqea4d-k$rf5Hi?xP#1&MX681L0&i&!xnNeeyjjlOUA5@^D3MO_rfVhx5kyo4ku zMR!6WM^9n6$j(OSGjmvebf?ut`SYpO*O8s{kULBX>+WkDD!H8@Yd0Z~*~T}K@*9)( zF^^+vt&dL*3C31Ag5*avlvd#erLJw;t8Cc_t@Bi0_UT) z2Q~($hi*YV94nORs~q3$cX2XsEhN>JNT*4=^)~qJybHIF70bU1Icg{_B^_7sCM(l` zj~1e7IgE1Rea5 z{n@sG!KGG zfu*#6OTT3HM_-=-dl+!bqag`Ln6&KQ&R^fn0t@j5coix!@U#{w+4}ifrQMJ|8yC8R zuYjD2^~LeN+O z$2V1MVhgndn{Da`;p6mhM+qDnWcc!j)#W99w>gNYnp7VqJBkxywWQ#U8Nbma#;cKR zQGuq}X18v!0e+%cpLx|Vl`%cB?cwS2c9ta(^7WlkOuPQ7Ng*&r7GU6SGaPA#55;id zEp?s$Upvl{0=QWkHw2qmfSHB!0N-M$vj5jM{U1A>SyW8*w?J{-&()&%WuUtX-&lQi z5zO9(IJ6U%UW19<*sx8aQvY_Me)g`kw(eivmmyS0X_5iofk%zxcI z4;cS2B3A6r7J zoA^5MU9#uQ3Ec2%5*8v;if-_8AhaZ+1VZC5{^60kMC(MtObN$Wq5Fy-uz`@&0t|cD zaquVpXeyykEQw;gXX28bvy6rqOg8cN(1FIFyZw_PGgK@^m`Ob^)-sZNYA`k;FZiCB z*O}jc3oD1Y;*2TpF-c<&e~wix0^c7aRG5G07DPH7kMaI;&`h0r&l9N7CxVbp{g?Cl$L(g7|N zZd?@dLQr+2k8sfGH>t?ZHLU4H9q@*xqKkDKyyL@&bC@0$$u`V4PwWNhJaaax7gU$#yz#XPiR`q#lj ztUS=nn)np=mlPPl_q*KP@^C8+HY4WC40V5uLnB!Ln7qfdqE0MDaaX0-A3I>{sJL%g zT(f>@2G6p#f@cw_i{td({X2pks&H0%1yBGX=k+z6yVl^MZ5NHJK;$UDEzB8frC|Zj zilcaW*%(K@#3L9&zck-`8%I)-=9yzd@13+<5O2VmNLe5D!%B$l)_Ig}U|@LmsQOPNP09w`JX;!tk2Uo2s05g_X{> z7+D~+3Pvwb>g$Pnh1J*Gtii2^P%n;Lt=G@*Dg$EhHeFFuhZ2%zmNOX$hscAYH3tt1 z&X<$@tLrDN!T z{Q6&B;^O8Sb}Z&$V~q-bBlpv2=nY)=H|#GjLCkfsMRF7?w{gGpd4JU%Qy-3Nj1e40 zdE+(r-7N$ZqLU>d@q7nBq_7}$Qq9+X%(&oAE~p5V!cXL-qO&2?k!0Y zOR^3-{ewK++Qbr<`AatJ(q{x#1O#`Bt?xj%Ev$Wc4C%`s%ny%Oi}RidHtXqqG48LI zzQ$B%voqS%GV*1!epbiBfjghWhwUsRm|f|cv(xXOL#f9Zvh~38%H~0Tci(K@>`-bs z*^pTHX5hDexSmnwtN5v7w&k$?q-_0Qbo)45TA8YkEK1jYvlTH~6(2F%n8JQ?8+gLI9qdc;s_HS@l zBUq70kuhNp>f!kmrEeQ`yfV6B{zh$D1VyJ5F5^kq{%N^w^LvKFxGGfXf|W_6H?Rx< zw?sd17Gy-3CX((hgr4~I=QEF zdK0)Ucb4Af^c5EfImAXend0=|w%!R*oev2b@H32FfHFZ6zV;S%C~oIg-}!+)=&;D3 zbx6B@PqMxJX}y#wlE~DX^>p|1Q|^-`i#DdaxQ$_SN;<2C#uKjb8*4X`+MVBI7Hj zS0)^?|8aJ>Q7XkFxTjt<;-xAFyr;+JEndIU4!IDw`RDWI{-p4h1{!2mcYk#RIq6y! z=$HDMPDpS*)kxs>*7OG+jJ$-iN`V^he~#7lsS`Q~gQcCQ_S^^)&x@>0wR@vLW*#`l zOIGDVQ8P8K=)JZw(RhNWX$8Pa>gEgEYWs(J0wk)E!q%7yo3K;mP*eE#9wl?4K;lL4 zC-~latV$};N7`+Jk>%`GUF~mMseOuJvR;H`C7)@BOt~SeP61oay1+3bR;nSE#P9ra zogolp$ka|LyqW_^{dUle4dydHn^dEC;Q{jLFhXA{9J)4=JAEz{1*>eIch}R522C39nBhpp0V=H z#B6MWs>fb^-;l#jRy(stn^Xi)S&58ubc5jvH`k9qaE@O}*`*kcp9k@STDYsNNa5DdtQDU6nxpSz0N4KcS&f!B(50khnE}NrjK-NlYhQ*pd4WTdofXN;hNXdyFi9-dsF~ zOA`Tj=-l=bYUX_BIo1$9osan$%7ayd4qhoJ!farEzWN{W&~KgR-A0xdXCKX#&|<{N z!oT8TLX>~TIs5*eJrFzKI%8=fsIA{yG^yF=CDF<71r1CM0J&M%=%pW#FAV0?!3MKY zBAA~$|B|_GNGE>>N~N;s9&&mUQ^$l2ksoVnq`0bd+|X4cxdoJG0LXz)qu9Bf-Y%Nr zf6l%3JRXDGovvld*Z$nwCqigTO`PjcdiCjzcb=2J{XVn9H9k%db@sD{N&eu_FO%vl zih1|`$@IWpN)PqIQbJNipj4s1uqnXl3n?-{v75HGjl`7i8Wabxp}dZzf5qx&o-RIt zr1C*`MoRl89uAZ&b~}FlMnU8}T32UJ!`|}tW`Bds?%zNBS57xVP_Lgo!)59kt)*H~ z3B{>3*{oVT(W?eIkWqt?NTpI zG1Zr13NlM=`Lc*)T&{VA#~ELA=SNH(93B%&i#1e=DGK)E)5nX1CPC><3P%_Zub?B< z^$*{Oob>U5gHF54lJ7fP#BV&BghDe<51%wW>uBrsx+yySW=MmmF6yy@lKPi)w<7O% z`d1X^uNcJJ9eJQ-8GB`aYSP~ObL-x|A&cVF^j5CUY+^dRKtVUBu3tQwF$)0PQTaAz zHg5>d@llVv^pImpBiHO7w=>XSq|!aQU^Z zHTbpCl%!$D?OUltuwPvRIEE_rqE-u&@L6~M0k2Wy0P=HX?}UI>;d}ZQ zrwVY_?7|xoH=XnEbd0Z3Hn+En`d6{n8+~V68GUVj+JaYE?Qe#&6np@}Y1e6*(D{_v zH34~5FEAu9SGp8()U3n`TU7e622obw}PVmOYVGti?6n zd)li%mtuE?G$La2``Y|lEnpvAZAWXo;7M2U=0kFbQr=VX*~`OYfj#=?}sPX9qv!8$65Jc9grEN_(~B__w-o6%!ISF^M-d?(%%e zFUC~r?eW0RgiF?R;bvC@9qiml6_L|lg{C~|icKjJdB3@mJcQKoA)s9&q? zscbqQ;QW#6S#&IavdWdmmoF&3kl5y234qe@+gh(g2jELLLc9{=!cIRP9y=Q#cYg3$ zo(FdJcvbcb*HioNBKtI-7&B>1czTH<7`MdJuUbNLD#A{2dZuAyqR1QF>Ev92ppZl2 z?hK0MtkryZ^ALr=L(4H8eF~`=%S$lGdv9%`Iq0An1K-^KSwc23d%iTWvopta5lVwc z_&w`#X=v5+`o+rvk(u2n+>VQMVM-8!R>&|krwS&dudZA0YJ^HU6Pn3C=8^>HwRvv1a-!AYkwm}7Ulhm^15n!^d-52g?qeTu8R#CM%Ynojd3 z6Lx-oQl{-?NsRu^5q2a#nHWQ%cCrs7@;xWtKRoxgV6_*)(sEyP`3^^$EQa#mhTX;K z>GS)Dh7i+|Qlhw`bqZI)?{ohY1<-v)uAFM{QC|Hgzil;XR*USQDYkSXV$<(c85z0D zw1UFc8V`T0TRc+})#i23hkuvnXjTEBes?6JdhG0!fQYnxUpXnDzEEYVz> zZEWEbOKjv6LFs&YgQ#+nyTC%zyGXCREodJ_C5%+F!}Hf3JRhrtlr#)#QrGT2^F8xQ z@fBxH5#uccl6pDn%ny4?LTAnIQp!vxVoSa)~F zoz;5(ZSmNzrn8QLD9%)>@|Cj8^DgPy0Co>g?^#t|X;uD4->1OdKI#jpqwKTps2jKU znf~RyBEP3Mn)lUKy~`b*ds*a}{K)40I%H1zo^yY4(h?hV5D_Edy&xf=kDd0Z4{{Q2 zx({Y5fP+A)HYIpXMgrhE5uBXs+C6F@GOJQhA|V$IBg2o&5ymBIC=> zA5A|u$RDp`a4UT%Sx@Evs)(Jl(Q8@gXI^p1PDE?z!KJ7E5(_!qYsgkC(}tDE{kuNB`(6I5%UNHR=K3y)I#^!;E?2_kfE` z6~*Y;fsx($sz(+_0Jn5;c57wIb*_g07{IJ>y0_i7t+$^S-NxCpRM+6&lY`%YRHHhb zEUs=&?nc;S5<9hDIShaijjYLnDCrp_BMC0v%SX<2qSi~QNZ`+xP#DViergvl;k zVZE!)W#J8+u+bk;4oLa^jGTABsAe)Cn(KK5B7DFZ}J1p3dyily2tB zu1$4}V{3*RG#48=W=Al!J2PH}J-Ak%U9(hjd-#T2WGRbrr^#93B{9&hDAU@2B)P+19`ZK1(=0;;|`GfP7 zFSgCO;f&5ChEjiv7s=gbs24iw5ml)YA0N^D9_i7fzIR}1(1k+_R@a1`_JM|AieJ7WX2(#LG%EOJ2>EpDQ;2QSjc4p-T++}plbf%KgtWNB@aq%6Si5aa(8UQ~%Ogg<%=OAmzgWJb`$3h?cb>xF=$n~b?S^8_IB6C z#1^K5*FEi!#TZMk>+ns!ixFe>9M%zaK~L7$0p;QZ9v-+p2AQaNP0oo77`KRF)5IG{ zj5Dj`l5L_eoarBZV<~$6Pi*`TZQ7lVFaCqG_umbrVfO~MT7b|Lk~qVQiFs58#Z0S^ z#UWFFAx#sYV{Ks;WrQoyl>rJUpXkmL=%6Xw)mbUA`V|w?R(G+P(mW4FNuEydN84~I zUDMf@072u${X)NE$5%mH;-jOAp(&HzmVxyWhl_+{5J29vS}dsL?AAVYdBFd4E!dCO zdh~~yZJGzSMZzqDoz-8+3k#ghAbMOtV3-qa9ghmwh)5D(o!X$ala@<17e==gX+Q4? zd1Tfa>c?Ot8lq-r9c?XFlaDJ&Ox&f#ov0IZSQskaiSyRK$8*-EN&0=%3BVm7`cNj) zp6jY^K$*WfCA+56n7u_3_@X48rN8p?D&pr=cIGE>W_+K!G_%qGjNNCc{@VpD!$D6+n%46})fycYBLpmsn0TwWcvcoQOxfAl}G zyriWug?1iYw_D8t{;CaUEcFZjt1x~U*&Et4uu##oGyf)_UL|umi%K)SWpA{;q?#J{ z-YLM#7PvDbDpG8nLp*m!DbIkz64&S>%AR=&vlmNUi_6JrCE3_5WjUGJCnks&{mipFVYk65S{>H{f z^66wEk*2@<1xJ&!gfZ*6Hio(Eix-Jx;w*`b^;3yve0)YP9g8q2m=$hp1Xg=+H|zTt z+{x~4zg$UBF$T~>Y_ar&TM$Q*VL09gFErtY85S$|{0@4t=OaChD#X+^GcRX!mE_uV za{^46wpQVn3{R&kN3SDlY&`~B-hKPFPHWdfVqm(1BDXm4Hb~Cb;jU4e0J1ap_w+vF z@}I+FULNnfW)N?Jaxika9%iJJ4ZKiF`5ep}@auvV#s7Ky7s0e{bGnw#ibN!6h-SA0ji-7OSJg z(f_SrGS9wsH*u}P?&;T{fKl78{?+yMf5ryzN^-{zHF;R>H?@P3IGg(w0JO@}-xw|a z{UjJ}wxCo({JbUZb>N@+@0(nsM=7P?dAWvkuybI*5DB1-aYH3h#Gy25y>Qt^Rk)-% ze1~0%+RYV3VLn3BHG&~s&Ln5xtF!UEINMySL3ma@iZk^~8+{)3?%j5utp*RN{@-V? zePX9WGtq+o%li>^`kN9R{woiGH7(( zKKBUbAtySjgiud59lZG`x&CI9l}3VoowZ~GYZta;1zcWzuY3ipOclfL^AIv>yT935 z(!W&ej+}BYkunAOq0 zv;R_L+3xz?b>l{FA^EeaqKN&ij<+e~%%%ihvJCIE$&V64V(|OdtfS}qbf31=g%#@O z+GS1XuY zg1Xx!Q$j^62sGXo(0)ewhgZNS>r?=fS=zX=U-E5L_;8+TJ?PhirPEJb2b%t&S^|pq zU)V2M@he{|5`}Fo-=R*n7`zoN;A0>7&ev7jXbo?4trXAkebU|W^ODjjPZoDeUS^to zu(#e&zNk&)WZX`s&tbt&qZb#u9Ju&z3DR6glH5w!Z5(T>Hd6Wb6257<=N#@_BV%7Y zsBr(em`s|uZ)z5ue!bdd%qW$XZ}6`%y#L~it6}$D`nG&fT{<{u!VzJGC1u72pG0t2 z7GQ?@5^1&#bVukeiC#uMfS2^3XgHS@G^eeZU9TGifUPoJgg{AX&8&CSXSRxLz79YI zjG3=}syALeLDiGq+W)c4SFB+#S)fV=aXrJIzY4L&OHo|#oPBB96j=C5%c z>dNUNpQuM}dW4jJmAazzG>MQgHr2kRvafEvTF_oeJ3g-2cl;iiwZ<($lcje(zXwX> zz97t`mDehMe$eGhL2D%0T8rY)o0t6G%nFlpFM2K-sd!R6DY*9glUZRJ9$ysx(dFy^imwwHuFg4%%1@BxP zAXN$I48?@3sA5?!Q|56Kx8`>|0L}%QYRn~$A6cv4I4J)& zwoeeFsB$8$nO?#<~SBpoqAu>S^H#}DUr0{6GF{dsnIhLJIhnPRtk3zOL~v3azwnthEuF-Esa^5 z`K74~yEBq#;CRyWT_|uraU{e8C!~z{TxJyjBql^T{)4Oxs9g75{*A0E`(7DWi!-ZB z0_6wkc$!5{zUylwTvQFppe5=0#Db`@XIF z2Rye8sMe?20fmx4DfZ9j)~0h(z6{XXWNR2*%kc`FSBYP+868^@MP3*)Umb0wp;TZr z1Qhh_fVjdL%;MoW_a-D97iUI_N-=*0^op;V03>bkE=+em;y*-qEdvA%#hx)dHKgfy z&ysK-Eyo-kO-OSlWcqyYadQ|XDfvE9oqpfwr5LL%+)kk21xM%G)ra~&LYl1KM4YUL z!HWPH$YART5N~Q1K3J``ES1?UKyYN5N294{*rWaCZI%atw-7{H7#G$a?|4Q_ouQ?#oK@w zCsUMf>ZRg;Um^W^h`jt}=%hFyFU6FmikvGPKwyblF9DHe0S7dG2Q(G~8dt+piS}G{ zijvbwo*Mps*F#KK>qOLak}06=xz)b8QdE)?sul%kad!CkMPKlVDwH4N~F`z3d7hXSmwTvuo1gJ2PM@*@)_4d_5q3Fzmm%%nfa*usggu3>74Kr;K0 zIGw5SS*t|8r=7VToQZ$?Pgr>EropyWNtY3#czQC6=-L4Ykz}Fu^`(C0Ip!wh$+#i& z1l{EYueO%5036FR@82Jh(_TQ4I`s|N&WH%iH<1RatXH%V?J=$K;x8_}4|{W;djWCl z2?TW-ScCNJVKbP!tN>0B_qHG3`*n>)hF;2zR&Ma=7)xwQoV6&g7XZ<7@oADJbvp$* z2=V*RIZcr$_R>Ft?Q1isJTBBYw8vP^qeT5U_SWq4MIbDsk)9oYD^D*mo7-%iOEw`? z_O--|BLRK388~fdB=!ei{TlH|NyKtin3OAFfAS+-z(-ob>0024>sSKWrK1V!s47_u zsJe{FDda&XE${CjHqrn!#LO|pY>Ah~)H_wcpwiQREFnJ*@LGgks-SN%#opHYPloaV zz2m7V^~G7Ky1Yo^?{x>`npcyEuwOr0<2_1&g-8ZCS#Cm5y_s|69fTMWLaO}-fU?-r zKPY!LkTxRJZ?wc$Jp*ftLf>&;Qr1f6e*fipDCK}c)nU1Yu)2yNAOB}#*19}$m+tuFE<8Q18QqUBp-C|Xmp0MF+Q1UG0KnV(+)IF+8kc=^G& z*x(@jVEOJ7(%)(E@c-gBu5>&~h}1(9VY!f}2Jl&Ujl*)`B~QEu z?#ItgzaY=YtdPN{uV~mBJfjR38dlfTD@_!7BKhb2*KAM7y*)jkh#ZZOa(d6+#40^Sayovm#{I`nE_fO|>T7 zgz}k<(_;oqTaRG9WFv(ur+Rd1{rPGW0s$ITA+(Y%XxM4yd-4St7L4-;(-~53$}efF%=KqlQ!#S^sY*7nW^y=I(zo~rW#)ups9XtJ%O)G)=Y*f z`C{40FHX$;XQlC*FJ;Ryv^w~F%mi54SIG=6Ldpv+H!?dzrJOA@p#Jf1Oj(>?pN;#f z0+T)3N(#=4kIGzqc)>~eAJl#AY)=g-4$yn8M+>cT?%iy$;y1sowCuHl{gu)>=~iD- z$?g`e5;OH&64;tpRLQm{S$)6wGXN>qfdID}AdG=n$nTQtgO~yS{i05ZIE7d)^Z`b8 zyk?pBQ>eU!IIT0|}t;aF%k- z+d}yPmJ8hR7DL(U`?Rt9?t$jP&km}L%9CE%=gp3Rzl7^b z)q?99oYPX-DWrkdDB3o&I(2t1IT)-js@MRVcjO+UWHx`4APR3PBu{>d? zg@^TyLuBi9REif}dJUYao<^WS^f^6>EdK)`($QRM)FAqI zOj}(9|BdL;J5FMNosD;HBICB;ZBD=_1~3eFba+(58~LOc;%C;nl*%3u16{%wAb zq0H=H**`Z&RF;gGjrN%E?fyCp?W@ zb57ICR?hcdUWEAF&+*L!DgwP%t$RHNGX(m z`}ybFxNGnrZG`^E{qMGb&o1Yip3DTH$&0yo9@X4! z;?p~24}$y1jx>j>Zlm>U&JpU09&O9TVJZ4E8hJ;vZ$#UPqS~M%J`I3hoc6b7KDy%h(fo!J>xwPNj`I*Mw z%*%ag`+H^wa8fE`mj*-Ia@1)7oI+~A2DnGP@FhiPWVb+(l(r%8vx=B-%pFN4 z-4$_2idO>b|875Ih*fQ+y+IUn$4e*nr`40V_V;zzg$iH>m*zyd|L`a#K7tM^1Iqa& z%@fW+7aA#l6S@jpY%Q~nf+W~M#g$=-ObIGb4^0xQ2?N+tWao)uep5JyZfxXYWamT3 zk@i@5TjamVqg(VQ&C#7G==RIV!1<7`!Ph+GT~GI-6r^H0KZsgyyPpkQ#D?64TElE+ zu`@sGI)O8LglYrcGC0=sLn#JmZ~7TL3)U`NDYwMYa|1@;N0_?%uoch_YR2-p00d&8 z1V7V@O{EkQO+(V8tGDtRTwto6$p~ zV8sOcs%#x^2f@EV-Lx|A4Go3^ zu(B2y%qvcY%^OJKGKs}|Pjm^AmjbrID-LSpy)sVUK_5OvVJJ{7>SZWm(Pd#z@px(T+6-?Uwt@VIES|UZ1px-Kljw*-_#ka9dbDE=a^23xmSw? zD{L3;9GmndG50izLgDT{nSd;=b#0e~sbD3=k{p~tB&dtu!_;x0L8tc$q=CXu(GxWS z9UQ!9A0$V!cxWUnk`Jqbxr$cITjR;^!`OgDb-p7%71E~N5~~J(UErh(cSW7}rIlb% zXVt0vknuk4UaXI@7xBZ)yaJ3lNI)ew&TWMCXmThO9V6Fo1RTAcybL!PIL9r7TA9^RmZ zD(Vr|L22?cnWz?=TSDlb6)n+okEZMb3i;2N(pT*CAOqsQW2H?+Vqq#7PFSuK!tRe- zOFZd)xP43~6&7qkUiKDbuseCz_Mh!1EdKwr2=m^B=0H6F1I((*;>g|1fcKH6=y=bh z9YyA&uJ022^Ve&lJNF!;mnXN)leWJh7!o8-m%~oqPv!!)7lWwBO_Ys&MbL`E7u62t zW_R+wn&!7)5w< z4O_ekvu#Bz4+}#+N3F{95W%yEL7yAtO=y+en8=1Z&;{6{E`*gAnsWHvG#Zu*pK|QI znox7L+PmMe9NCG4qzXW}B0JsYd*zg2S;W!wZ9}8k7s`-t9W~R`8Q@cO*sB!(Aa01? z&kf@3kCCTsH3wG{Nay!6Q<;1on?U@4z{8NB)Rwty9CG@az9!|d(b})?AycE;^a&Jz zkp)@-hdD(}GA~yih7faUTU$Ij%}k4&`qT8r2zU*^?PLzo9int_7?Q57-f{I4W++rB zs&T0=ae2cd7(nW6YX{r47mZnr2@)_Hz^A~JP^LbD_Qg2S1%z*7*K~E64Qa1~OzEap znxrUeMbE3xt(h$t5Wmh8YZau<=bOA~HZ7*MO6Sibo#Kk%)gnk9(cvaLE(^|*O><^b zR9iB|yi2S=`M}j0k04pZ1shWG=QhK2PmWFd3qRVY9b8S~`<(ZKF1GXu99(@5u%oqW zVA=V1)4|wtEY$SZpYXN3k|E9wbNtS=^drEko+725;KgkRv*zSWj`x*^l@!qojDxD=#iNvU8yJVN%H6tS;@Q_qz>& zrGOh!cH&$Hv^)tE?xl_iEq>|&thEO4>^NtWe2fYRT5$!PkKu=^Bn8qjTm@b}(Am6! z5abTNi03%W)`mbn=ueG)Z4YXcSU=M8E-f{vqkT6YEMxu!vv&3=Z+(JppFVwh(Qe+Ko@e2SUV zOdFzH)aN9Bbd&fWXQKv}!xt~kd2Ny{G=86&Z!aL#cx_f&g#Y=7RWZ z;`Umr+@`&dac-#UlOuNB9=yn1o;!l9hZex%bm= zwkC9Do_}_oJma-GrEPV}!Fg1#(iPv)*-T07^e-O%!8+2>o)kyvg*xgB)|P6Hz zu=X?T#zK}7S%Vwr7{W^0y`}l4XyqZ2cr$7u z@q5V28gyK}RJmL-9a8PifZ50=tPRAd$T3Td59+o+KY2dSA8h^+qdWgx{L1LGk4Ulu u=2}s{%jNq@BPw?P|F13mPtfQvM7V#†. Solutions that violate this will be penalised.\n", + "\n", + "There is, however, an exception for **Tasks 2.4, 2.5, and 3.4**. In the pseudo-code for the\n", + "algorithm required, there is an explicit while loop. Hence, **only for these tasks**, you\n", + "may use a **single for/while loop** to iterate for the number of epochs required.\n", + "\n", + " You are allowed to use any mathematical functions, but this **does not mean that you are allowed to\n", + "use *any* NumPy function** (there are NumPy functions that aren’t mathematical functions). For example,\n", + "`np.vectorize` is not allowed since it is iterative. If you are in doubt about which functions are allowed, please\n", + "ask in the forum (:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Inital imports and setup\n", + "\n", + "import os\n", + "import numpy as np\n", + "\n", + "###################\n", + "# Helper function #\n", + "###################\n", + "def load_data(filepath):\n", + " \"\"\"\n", + " Load in the given csv filepath as a numpy array\n", + "\n", + " Parameters\n", + " ----------\n", + " filepath (string) : path to csv file\n", + "\n", + " Returns\n", + " -------\n", + " X, y (np.ndarray, np.ndarray) : (m, num_features), (m,) numpy matrices\n", + " \"\"\"\n", + " *X, y = np.genfromtxt(\n", + " filepath,\n", + " delimiter=',',\n", + " skip_header=True,\n", + " unpack=True,\n", + " ) # default dtype: float\n", + " X = np.array(X, dtype=float).T # cast features to int type\n", + " return X, y.reshape((-1, 1))\n", + "\n", + "data_filepath = 'housing_data.csv'\n", + "X, y = load_data(data_filepath)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Part 1: Defining cost functions\n", + "\n", + "We need to define cost functions before creating a linear regression model to calculate\n", + "the error between our prediction and the true values. We will define two cost functions:\n", + "Mean Squared Error (MSE) and Mean Absolute Error (MAE)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 1.1: Mean Squared Error (MSE)\n", + "\n", + "Write the function `mean_squared_error(y_true, y_pred)` that returns a number representing the mean squared error of the predictions.\n", + "\n", + "The formula for Mean Squared Error is as follows:\n", + "$$ MSE(\\boldsymbol{y}, \\boldsymbol{\\hat{y}}) = \\frac{1}{2m} \\sum_{i=1}^{m}(\\hat{y}_i - y_i)^2 $$\n", + "\n", + "where $\\boldsymbol{y}$ is the vector with actual values, $\\boldsymbol{\\hat{y}}$ is the prediction vector, and $m$ is the number of samples in the\n", + "training data.\n", + "\n", + "**Remark**: The formula here follows the lecture slides for consistency. In definitions and implementations elsewhere, the denominator is usually just $m$ instead of $2m$.\n", + "\n", + "**Hint**: Consider using `np.square` or `np.power`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def mean_squared_error(y_true, y_pred):\n", + " \"\"\"\n", + " Calculate mean squared error between y_pred and y_true.\n", + "\n", + " Parameters\n", + " ----------\n", + " y_true (np.ndarray) : (m, 1) numpy matrix consists of true values\n", + " y_pred (np.ndarray) : (m, 1) numpy matrix consists of predictions\n", + " \n", + " Returns\n", + " -------\n", + " The mean squared error value.\n", + " \"\"\"\n", + " return np.mean(np.square(y_true - y_pred))\n", + " \n", + " # TODO: add your solution here and remove `raise NotImplementedError`\n", + " raise NotImplementedError" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "y_true, y_pred = np.array([[3], [5]]), np.array([[12], [15]])\n", + "\n", + "assert mean_squared_error(y_true, y_pred) in [45.25, 90.5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 1.2: Mean Absolute Error (MAE)\n", + "\n", + "Write the function `mean_absolute_error(y_true, y_pred)` that returns a number representing the mean absolute error of the predictions.\n", + "\n", + "The formula for Mean Absolute Error is as follows:\n", + "$$ MSE(\\boldsymbol{y}, \\boldsymbol{\\hat{y}}) = \\frac{1}{m} \\sum_{i=1}^{m}|\\hat{y}_i - y_i| $$\n", + "\n", + "where $\\boldsymbol{y}$ is the vector with actual values, $\\boldsymbol{\\hat{y}}$ is the prediction vector, and $m$ is the number of samples in the\n", + "training data.\n", + "\n", + "**Hint**: Consider using `np.abs`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def mean_absolute_error(y_true, y_pred):\n", + " \"\"\"\n", + " Calculate mean absolute error between y_pred and y_true.\n", + "\n", + " Parameters\n", + " ----------\n", + " y_true (np.ndarray) : (m, 1) numpy matrix consists of true values\n", + " y_pred (np.ndarray) : (m, 1) numpy matrix consists of predictions\n", + " \n", + " Returns\n", + " -------\n", + " The mean absolute error value.\n", + " \"\"\"\n", + " return np.mean(np.abs(y_true - y_pred))\n", + " \n", + " # TODO: add your solution here and remove `raise NotImplementedError`\n", + " raise NotImplementedError" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "y_true, y_pred = np.array([[3], [5]]), np.array([[12], [15]])\n", + "\n", + "assert mean_absolute_error(y_true, y_pred) == 9.5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Part 2: Linear Regression\n", + "\n", + "Now we’re ready to create our own linear regression model. We will try to approximate a linear function, which can be written as follows:\n", + "\n", + "$$ y = w_0 + w_1 x_1 + w_2 x_2 + \\dots + w_n x_n $$\n", + "\n", + "where $y$ is the target value, $x_1, x_2, \\dots, x_n$ are feature values, and $w_0, w_1, \\dots, w_n$ are parameters. $w_0$ is meant to represent the bias term, while $w_1, \\dots, w_n$ are the feature weights.\n", + "\n", + "**Bias term**\n", + "\n", + "The bias term ($w_0$) is useful in capturing an inherent offset of the target values from the origin, i.e. they have some non-zero value when all features are zero. The bias term accounts for this scenario in our model. Without a bias term (or bias = 0), our regression lines can only pass through the origin, which might not be appropriate for some data.\n", + "\n", + "Consider the scatter plot below. The blue line is the best fitting line without a bias term, while the red line includes a non-zero bias. Since the blue line starts at the origin, it is unable to capture the offset of the points. In contrast, the red line starts higher (at around 5), and hence is better able to approximate the data.\n", + "\n", + " \n", + "
      \n", + "\"bias\n", + "
      Figure 0: Example of models with bias vs without bias.
      \n", + "
      \n", + "\n", + "Usually, we have to explicitly add a bias term into our data when building our models. In the following tasks, you'll explore how to do so and how this choice can affect the accuracy of your models." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 2.1: Adding a bias column\n", + "\n", + "In the lecture, we learned that adding a bias column allows our linear model to be more\n", + "flexible. Write the function `add_bias_column(X)` that takes a NumPy matrix `X` and returns\n", + "a new matrix with an additional column. The additional column should have all of its\n", + "elements set to 1 and is located at the first column of the matrix.\n", + "\n", + "
      \n", + "\"adding\n", + "
      Figure 1: Example of a matrix before and after adding a bias column.
      \n", + "
      \n", + "\n", + "**Note**: Your function should work for all kinds of matrix shapes.\n", + "\n", + "**Hint**: Consider using `np.hstack` to add the bias column." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def add_bias_column(X):\n", + " \"\"\"\n", + " Create a bias column and combine it with X.\n", + "\n", + " Parameters\n", + " ----------\n", + " X : (m, n) numpy matrix representing a feature matrix\n", + " \n", + " Returns\n", + " -------\n", + " new_X (np.ndarray):\n", + " A (m, n + 1) numpy matrix with the first column consisting of all 1s\n", + " \"\"\"\n", + " return np.hstack((np.ones((X.shape[0], 1)), X))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "without_bias = np.array([[1, 2], [3, 4]])\n", + "expected = np.array([[1, 1, 2], [1, 3, 4]])\n", + "\n", + "assert np.array_equal(add_bias_column(without_bias), expected)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 2.2: Get best fitting bias and weights\n", + "\n", + "Write the function `get_bias_and_weight(X, y, include_bias)` that returns $w_0$ (bias) and\n", + "$w_1, w_2, \\dots, w_n$ (weights) that will lead to best fitting line.\n", + "\n", + "The `include_bias` argument is used to specify if the model includes a bias term, i.e. has a non-zero bias term. Hence, the function should return $w_0 = 0$ if it is set to `false`. The function should return $w_1, \\dots, w_n$ as a NumPy matrix with shape $(n, 1)$, where $n$ is the number of features (excluding the bias column).\n", + "\n", + "We can use the normal equation to get $w_0, w_1, \\dots, w_n$. The normal equation is as\n", + "follows:\n", + "\n", + "$$ \\begin{pmatrix} w_0 \\\\ w_1 \\\\ \\vdots \\\\ w_n \\end{pmatrix} = (X^TX)^{-1}X^T \\boldsymbol{y} $$\n", + "\n", + "where $X$ is the (augmented for bias) feature matrix and $\\boldsymbol{y}$ is the vector of target values.\n", + "\n", + "**Note**: You can use the `add_bias_column` function for this task. (You do not need to re-define the function in Coursemology. However, you are free to do so if you explicitly want to use your own implementation of the function for this task.)\n", + "\n", + "**Hint**: Consider using `numpy.linalg.inv` for the matrix inverse." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "def get_bias_and_weight(X, y, include_bias = True):\n", + " \"\"\"\n", + " Calculate bias and weights that give the best fitting line.\n", + "\n", + " Parameters\n", + " ----------\n", + " X (np.ndarray) : (m, n) numpy matrix representing feature matrix\n", + " y (np.ndarray) : (m, 1) numpy matrix representing target values\n", + " include_bias (boolean) : Specify whether the model should include a bias term\n", + " \n", + " Returns\n", + " -------\n", + " bias (float):\n", + " If include_bias = True, return the bias constant. Else,\n", + " return 0\n", + " weights (np.ndarray):\n", + " A (n, 1) numpy matrix representing the weight constant(s).\n", + " \"\"\"\n", + " if include_bias:\n", + " X = add_bias_column(X)\n", + " weights = np.linalg.inv(X.T @ X) @ X.T @ y\n", + " return (weights[0][0], weights[1:]) if include_bias else (0, weights)\n", + " \n", + " # TODO: add your solution here and remove `raise NotImplementedError`\n", + " raise NotImplementedError" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "public_X, public_y = np.array([[1, 3], [2, 3], [3, 4]]), np.arange(4, 7).reshape((-1, 1))\n", + "\n", + "test_1 = (round(get_bias_and_weight(public_X, public_y)[0], 5) == 3)\n", + "test_2 = np.array_equal(np.round(get_bias_and_weight(public_X, public_y)[1], 1), np.array([[1.0], [0.0]]))\n", + "test_3 = np.array_equal(np.round(get_bias_and_weight(public_X, public_y, False)[1], 2), np.round(np.array([[0.49], [1.20]]), 2))\n", + "\n", + "assert test_1 and test_2 and test_3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 2.3: Get the prediction line\n", + "\n", + "Write the function `get_prediction_linear_regression(X, y, include_bias)` that returns `y_pred`,\n", + "a vector of predicted values for the training data.\n", + "\n", + "**Note**: You can use the `get_bias_and_weight` function for this task. (You do not need to re-define the function in Coursemology. However, you are free to do so if you explicitly want to use your own implementation of the function for this task.)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "def get_prediction_linear_regression(X, y, include_bias = True):\n", + " \"\"\"\n", + " Calculate the best fitting line.\n", + "\n", + " Parameters\n", + " ----------\n", + " X (np.ndarray) : (m, n) numpy matrix representing feature matrix\n", + " y (np.ndarray) : (m, 1) numpy matrix representing target values\n", + " include_bias (boolean) : Specify whether the model should include a bias term\n", + "\n", + " Returns\n", + " -------\n", + " y_pred (np.ndarray):\n", + " A (m, 1) numpy matrix representing prediction values.\n", + " \"\"\"\n", + " bias, weights = get_bias_and_weight(X, y, include_bias)\n", + " return bias + X @ weights" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1 3]\n", + " [2 3]\n", + " [3 4]] 2.9999999999999645 [[1.00000000e+00]\n", + " [1.77635684e-14]]\n", + "[[4.]\n", + " [5.]\n", + " [6.]]\n" + ] + } + ], + "source": [ + "test_X, test_y = np.array([[1, 3], [2, 3], [3, 4]]), np.arange(4, 7).reshape((-1, 1))\n", + "\n", + "assert round(mean_squared_error(test_y, get_prediction_linear_regression(test_X, test_y)), 5) == 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To check your work, create a linear regression model with **floor_area_sqm** as the only\n", + "feature and **asking_price** as the target value. Plot your prediction line using the code\n", + "snippet below. It should look similar to Figure 2.\n", + "\n", + " \n", + "
      \n", + "\"regression\n", + "
      Figure 2: Example of linear regression using floor_area_sqm as feature.
      \n", + "
      " + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "area = X[:, 0].reshape((-1, 1))\n", + "predicted = get_prediction_linear_regression(area, y)\n", + "plt.scatter(area, y)\n", + "plt.plot(area, predicted, color = 'r')\n", + "plt.xlabel(\"Size in square meter\")\n", + "plt.ylabel(\"Price in SGD\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gradient Descent\n", + "\n", + "We will now learn to use gradient descent to approximate $\\boldsymbol{w} = (w_0, w_1, \\dots, w_n)$.\n", + "\n", + "*Gradient descent* is an algorithm that minimizes the cost function by iteratively trying to\n", + "find the best parameters. In linear regression, we will try to minimize the Mean Squared\n", + "Error. The outline of the algorithm is as follows:\n", + " \n", + "* Start with some $\\boldsymbol{w} = (w_0, \\dots, w_n)$\n", + "* Keep changing $w_0,\\dots, w_n$ to minimize $J(\\boldsymbol{w})$, where $J$ is our cost function\n", + "\n", + "In this problem set, we will initially set $w_0, w_1, \\dots, w_n$ to all be 0s. Then, we will set a\n", + "learning rate $\\alpha$ that will affect the rate of change of $w_0, \\dots, w_n$. Lastly, we will set\n", + "$N$ to specify the number of epochs of gradient descent we want to run.\n", + "\n", + "The pseudo-code of Gradient Descent for linear regression is defined in Algorithm 1.\n", + "\n", + "**Note**: In the following gradient descent-related tasks, calculate the value of the loss function *after* updating the bias and weights.\n", + "\n", + " *The Gradient Descent algorithm is not limited to the linear regression model – it is a general optimisation technique and is also used in many other machine learning models such as Neural Networks.*\n", + "\n", + "
      \n", + " \"gradient\n", + " \"gradient\n", + "
      \n", + "
      Figure 3: Gradient descent tries to find parameters that lead to the lowest MSE.
      \n", + "\n", + "For MSE, The partial derivative $\\frac{\\partial J(\\boldsymbol w)}{\\partial w_i}$ with $m$ training samples can be derived as: \n", + "$$\n", + "\\frac{\\partial J(\\boldsymbol{w})}{\\partial w_i} = \\frac 1m\\sum^m_{j=1}(h_w(x^{(j)})-y^{(j)})\\cdot x_i^{(j)} \n", + "$$\n", + "where $h_w$ is our hypothesis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 2.4: Gradient Descent on a single feature\n", + "\n", + "Write the function `gradient_descent_one_variable(x, y, lr, number_of_epochs)` that\n", + "returns:\n", + "\n", + "* $w_0$ - a number representing the bias constant\n", + "* $w_1$ - a number representing the weight constant\n", + "* $loss$ - a list that contains the MSE scores calculated during the gradient descent process.\n", + "\n", + "The default value is $10^{-5}$ for `lr` and $250$ for `number_of_epochs`.\n", + "\n", + "**Note**: You can use the `mean_squared_error` function for this task. (You do not need to re-define the function in Coursemology. However, you are free to do so if you explicitly want to use your own implementation of the function for this task.)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "def gradient_descent_one_variable(x, y, lr = 1e-5, number_of_epochs = 250):\n", + " \"\"\"\n", + " Approximate bias and weight that give the best fitting line.\n", + "\n", + " Parameters\n", + " ----------\n", + " x (np.ndarray) : (m, 1) numpy matrix representing a feature column\n", + " y (np.ndarray) : (m, 1) numpy matrix representing target values\n", + " lr (float) : Learning rate\n", + " number_of_epochs (int) : Number of gradient descent epochs\n", + " \n", + " Returns\n", + " -------\n", + " bias (float):\n", + " The bias constant\n", + " weight (float):\n", + " The weight constant\n", + " loss (list):\n", + " A list where the i-th element denotes the MSE score at i-th epoch.\n", + " \"\"\"\n", + " # Do not change\n", + " bias = 0\n", + " weight = 0\n", + " loss = []\n", + "\n", + " for _ in range(number_of_epochs):\n", + " predicted_y = bias + weight * x\n", + "\n", + " weight_gradient = np.mean((predicted_y - y)*x)\n", + " weight -= lr * weight_gradient\n", + "\n", + " bias_gradient = np.mean(predicted_y - y)\n", + " bias -= lr * bias_gradient\n", + "\n", + " loss.append(mean_squared_error(y, predicted_y))\n", + " return bias, weight, loss" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "area = X[:, 0].reshape((-1, 1))\n", + "\n", + "loss_initial = gradient_descent_one_variable(area, y, lr = 1e-5, number_of_epochs = 250)[2][0]\n", + "loss_final = gradient_descent_one_variable(area, y, lr = 1e-5, number_of_epochs = 250)[2][-1]\n", + "\n", + "assert loss_initial > loss_final" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To check your work, plot the `loss` against `number_of_epochs` using the code snippet\n", + "below. It should be similar to Figure 4.\n", + "\n", + " \n", + "
      \n", + "\"gradient\n", + "
      Figure 4: MSE values decrease as the epoch number increases.
      \n", + "
      " + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "area = X[:, 0].reshape((-1, 1))\n", + "b, w, loss = gradient_descent_one_variable(area, y, 1e-5, 250)\n", + "plt.plot([i for i in range(len(loss))], loss)\n", + "plt.xlabel('Epoch number')\n", + "plt.ylabel('Loss')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 2.5: Gradient Descent on multiple features\n", + "\n", + "Now, extend the code in Task 2.4 so it is able to find $w_0, w_1, \\dots, w_n$ for multiple features. Write the function `gradient_descent_multi_variable(X, y, lr, number_of_epochs)` that returns:\n", + "\n", + "* $w_0$ - a number representing the bias constant\n", + "* $w_1, w_2, \\dots, w_n$ - $(n,1)$ NumPy matrix, where each element denotes the weight constant of a certain feature\n", + "* $loss$ - a list that contains the MSE scores calculated during the gradient descent process.\n", + "\n", + "**Note**: You can use the `mean_squared_error` function for this task. (You do not need to re-define the function in Coursemology. However, you are free to do so if you explicitly want to use your own implementation of the function for this task.)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "def gradient_descent_multi_variable(X, y, lr = 1e-5, number_of_epochs = 250):\n", + " '''\n", + " Approximate bias and weight that gave the best fitting line.\n", + "\n", + " Parameters\n", + " ----------\n", + " X (np.ndarray) : (m, n) numpy matrix representing feature matrix\n", + " y (np.ndarray) : (m, 1) numpy matrix representing target values\n", + " lr (float) : Learning rate\n", + " number_of_epochs (int) : Number of gradient descent epochs\n", + " \n", + " Returns\n", + " -------\n", + " bias (float):\n", + " The bias constant\n", + " weights (np.ndarray):\n", + " A (n, 1) numpy matrix that specifies the weight constants.\n", + " loss (list):\n", + " A list where the i-th element denotes the MSE score at i-th epoch.\n", + " '''\n", + " # Do not change\n", + " bias = 0\n", + " weights = np.full((X.shape[1], 1), 0).astype(float)\n", + " loss = []\n", + "\n", + " for _ in range(number_of_epochs):\n", + " predicted_y = bias + X @ weights\n", + "\n", + " weight_gradient = np.mean((predicted_y - y)*X, axis=0)\n", + " weight_gradient = weight_gradient.reshape((X.shape[1],1))\n", + " weights -= lr * weight_gradient\n", + "\n", + " bias_gradient = np.mean(predicted_y - y)\n", + " bias -= lr * bias_gradient\n", + "\n", + " loss.append(mean_squared_error(y, predicted_y))\n", + " \n", + " return bias, weights, loss" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "_, _, loss = gradient_descent_multi_variable(X, y, lr = 1e-5, number_of_epochs = 250)\n", + "loss_initial = loss[0]\n", + "loss_final = loss[-1]\n", + "\n", + "assert loss_initial > loss_final" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 2.6: Which algorithm should we use for Linear Regression?\n", + "\n", + "Compare the pros and cons of using normal equation and gradient descent for linear regression. Specifically:\n", + "\n", + "- Compare the speed of the two algorithms on data with many features. \n", + "- Compare the quality of the solutions obtained by the two algorithms. (i.e. how close to the optimal solution are the solutions obtained by the algorithms)\n", + "- Compare whether feature scaling is necessary for each algorithm to perform well.\n", + "\n", + "Finally, select the algorithm you think is more suitable for this problemset and explain why you chose it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Part 3: Polynomial Regression\n", + "\n", + "In real-world data, a straight line might not fit the data perfectly. Consider the relation between **schools** and **asking_price**.\n", + "\n", + " \n", + "
      \n", + "\"school\n", + "
      Figure 5: Schools - Price Relationship.
      \n", + "
      \n", + "\n", + "Houses with 0 schools nearby tend to be cheaper than houses with 1 school nearby. However, as the number of schools increases, the prices decrease. If we try a linear regression on the data, we obtain the following:\n", + "\n", + " \n", + "
      \n", + "\"school\n", + "
      Figure 5.1: Schools - Price Relationship With Linear Fit.
      \n", + "
      \n", + "\n", + "Notice how we lose the detail that houses with 0 schools are actually cheaper than houses with 1 school nearby. A polynomial function can better capture this relationship:\n", + "\n", + " \n", + "
      \n", + "\"school\n", + "
      Figure 5.2: Schools - Price Relationship With Cubic Fit.
      \n", + "
      \n", + "\n", + "A polynomial function is written as follows:\n", + "\n", + "$$ y = w_0 + w_1 x + w_2 x^2 + ... + w_n x^n $$\n", + "\n", + "where $y$ is the target value, $x$ is a (*single*) feature value, and $n$ is the degree of the polynomial. $w_0$ is the bias term and $w_1, \\dots, w_n$ are the feature weights. \n", + "\n", + "Notice how if we set $x_1 = x, x_2 = x^2, \\dots, x_n = x^n$. The polynomial function is simply linear regression with $n$ features:\n", + "\n", + "$$ y = w_0 + w_1 x_1 + w_2 x_2 + ... + w_n x_n $$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 3.1 : Create Polynomial Matrix\n", + "\n", + "Write the function `create_polynomial_matrix(X, power)` that takes a $(m, 1)$-matrix and an\n", + "integer, and returns a polynomial matrix with shape $(m, power)$.\n", + "\n", + "$$\n", + "\\left[\\begin{array}{cc} \n", + "1\\\\\n", + "2\\\\\n", + "3\n", + "\\end{array}\\right]\n", + "\\xrightarrow{\\text{create\\_polynomial\\_matrix(3)}}\n", + "\\left[\\begin{array}{cc} \n", + "1 & 1^2 & 1^3\\\\ \n", + "2 & 2^2 & 2^3\\\\\n", + "3 & 3^2 & 3^3\n", + "\\end{array}\\right]\n", + "\\rightarrow\n", + "\\left[\\begin{array}{cc} \n", + "1 & 1 & 1\\\\ \n", + "2 & 4 & 8\\\\\n", + "3 & 9 & 27\n", + "\\end{array}\\right]\n", + "t]\n", + "$$\n", + "**Hint**: Consider using `np.tile`/`np.repeat` together with `np.cumprod`/`np.power`." + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [], + "source": [ + "def create_polynomial_matrix(X, power = 2):\n", + " '''\n", + " Create a polynomial matrix.\n", + " \n", + " Parameters\n", + " ----------\n", + " X: (m, 1) numpy matrix\n", + "\n", + " Returns\n", + " -------\n", + " A (m, power) numpy matrix where the i-th column denotes\n", + " X raised to the power of i.\n", + " '''\n", + " result = np.repeat(X, power, axis=1)\n", + " result = np.power(result, np.arange(1, power+1))\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [ + "vector = np.array([[1], [2], [3]])\n", + "poly_matrix = np.array([[1, 1, 1], [2, 4, 8], [3, 9, 27]])\n", + "\n", + "assert np.array_equal(create_polynomial_matrix(vector, 3), poly_matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 3.2: Get the prediction line\n", + "\n", + "Write the function `get_prediction_poly_regression(X, y, power, include_bias)` that returns\n", + "`y_pred`, a vector of predicted values for the training data.\n", + "\n", + "**Note**: You can use the functions `create_polynomial_matrix` and `get_prediction_linear_regression` from before for this task. (You do not need to re-define the functions in Coursemology. However, you are free to do so if you explicitly want to use your own implementation of the functions for this task.)" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [], + "source": [ + "def get_prediction_poly_regression(X, y, power = 2, include_bias = True):\n", + " '''\n", + " Calculate the best polynomial line.\n", + "\n", + " Parameters\n", + " ----------\n", + " X (np.ndarray) : (m, 1) numpy matrix representing feature matrix\n", + " y (np.ndarray) : (m, 1) numpy matrix representing target values\n", + " power (int) : Specify the degree of the polynomial\n", + " include_bias (boolean) : Specify whether the model should include a bias term\n", + "\n", + " Returns\n", + " -------\n", + " A (m, 1) numpy matrix representing prediction values.\n", + " '''\n", + " return get_prediction_linear_regression(create_polynomial_matrix(X, power), y, include_bias)" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [], + "source": [ + "test_X, test_y = np.arange(3).reshape((-1, 1)), np.arange(4, 7).reshape((-1, 1))\n", + "pred_y = get_prediction_poly_regression(test_X, test_y, 2)\n", + "\n", + "assert round(mean_squared_error(test_y, pred_y), 5) == 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To check your work, create a polynomial regression model, using `power = 3` and `include_bias = True`, with **schools** as the only feature and **asking_price** as the target value. Plot your prediction line using the code snippet below. It should look similar to Figure 6.\n", + "\n", + " \n", + "
      \n", + "\"polynomial\n", + "
      Figure 6: Example of polynomial regression using schools as feature.
      \n", + "
      " + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "schools = X[:, 2].reshape((-1, 1))\n", + "predicted = get_prediction_poly_regression(schools, y, 3)\n", + "plt.scatter(schools, y)\n", + "plt.scatter(schools, predicted, color = 'r', s = 100)\n", + "plt.xlabel(\"Number of schools within 1km\")\n", + "plt.ylabel(\"Price in SGD\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 3.3: Feature Scaling\n", + "\n", + "As we create a higher degree polynomial matrix, each column will have a larger scale\n", + "than the previous one. This can lead to poor performance for gradient descent. Here\n", + "is where feature scaling plays an important role. Write the function `feature_scaling(X)`\n", + "that takes a NumPy matrix `X` and returns a mean-normalized matrix.\n", + "\n", + "**Note**: The normalization occurs on the column level (i-th column is normalized by the\n", + "mean and standard deviation of the i-th column). That is,\n", + "\n", + "$$\n", + "\\text{If} \\quad \\boldsymbol{v} = \\begin{pmatrix} v_1 \\\\ v_2 \\\\ \\vdots \\\\ v_k \\end{pmatrix} \\\\\n", + "\\boldsymbol{v}_{norm} = \\frac{\\boldsymbol{v} - \\boldsymbol{\\hat{v}}}{\\sigma_{v}}\n", + "$$\n", + "\n", + "where $\\boldsymbol{v}$ is a vector of $k$ elements, $\\boldsymbol{\\hat{v}}$ is its mean, and $\\sigma_{v}$ is its standard deviation.\n", + "\n", + "$$\n", + "\\left[\\begin{array}{cc} \n", + "1 & 133\\\\\n", + "4 & 700\\\\\n", + "5 & 133\\\\\n", + "8 & 700\n", + "\\end{array}\\right]\n", + "\\xrightarrow[]{\\text{feature\\_scaling}}\n", + "\\left[\\begin{array}{cc} \n", + "-1.4 & -1\\\\\n", + "-0.2 & 1\\\\\n", + "0.2 & -1\\\\\n", + "1.4 & 1\n", + "\\end{array}\\right]\n", + "$$ \n", + "\n", + "Focusing on the first feature:\n", + "\n", + "$$\n", + "\\boldsymbol{v} = \\left(\\begin{array}{cc}\n", + "1\\\\\n", + "4\\\\\n", + "5\\\\\n", + "8\n", + "\\end{array}\\right), \\boldsymbol{\\hat{v}} = 4.5, \\sigma_{v} = 2.5$$\n", + "\n", + "$$\\boldsymbol{v}_{norm} = \\frac{\\boldsymbol{v} - 4.5}{2.5} = \\left(\\begin{array}{cc}\n", + "-1.4\\\\\n", + "-0.2\\\\\n", + "0.2\\\\\n", + "1.4\n", + "\\end{array}\\right)\n", + "$$\n", + "\n", + "**Hint**: Consider using `np.mean()` and `np.std()`." + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [], + "source": [ + "def feature_scaling(X):\n", + " '''\n", + " Mean normalized each feature column.\n", + "\n", + " Parameters\n", + " ----------\n", + " X (np.ndarray) : (m, n) numpy matrix representing feature matrix\n", + "\n", + " Returns\n", + " -------\n", + " A (m, n) numpy matrix where each column has been mean-normalized.\n", + " '''\n", + " means = np.mean(X, axis=0)\n", + " stds = np.std(X, axis=0)\n", + " return (X - means) / stds" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "public_X = np.array([[1, 133], [4, 700], [5, 133], [8, 700]])\n", + "expected = np.array([[-1.4, -1], [-0.2, 1], [0.2, -1], [1.4, 1]])\n", + "\n", + "assert np.array_equal(feature_scaling(public_X), expected)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 3.4: Find number of epochs to converge\n", + "\n", + "Fill in the function `find_number_of_epochs(X, y, lr, delta_loss)` that that returns:\n", + "\n", + "* $w_0$ - a number representing the bias constant\n", + "* $w_1, w_2, \\dots, w_n$ - $(n, 1)$ NumPy matrix, where each element denotes the weight constant of a certain feature\n", + "* $num\\_of\\_epochs$ - a number representing the number of epochs performed to reach convergence\n", + "\n", + "We define a single epoch as performing gradient descent *once* and calculating the loss. The loss calculation and gradient descent should be performed using MSE.\n", + "\n", + "The definition of convergence is as follows:\n", + "\n", + "$$ |J_{t-1} - J_{t}| < delta\\_loss $$\n", + "\n", + "where $J_{t-1}$ is loss at timestep $t-1$ (previous timestep), $J_{t}$ is loss at timestep $t$ (current timestep), and $delta\\_loss$ is the termination criterion. " + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [], + "source": [ + "def find_number_of_epochs(X, y, lr, delta_loss):\n", + " '''\n", + " Do gradient descent until convergence and return number of epochs\n", + " required.\n", + "\n", + " Parameters\n", + " ----------\n", + " X (np.ndarray) : (m, n) numpy matrix representing feature matrix\n", + " y (np.ndarray) : (m, 1) numpy matrix representing target values\n", + " lr (float) : Learning rate\n", + " delta_loss (float) : Termination criterion\n", + " \n", + " Returns\n", + " -------\n", + " bias (float):\n", + " The bias constant\n", + " weights (np.ndarray):\n", + " A (n, 1) numpy matrix that specifies the weight constants.\n", + " num_of_epochs (int):\n", + " Number of epochs to reach convergence.\n", + " current_loss (float):\n", + " The loss value obtained after convergence.\n", + " '''\n", + " # Do not change\n", + " bias = 0\n", + " weights = np.full((X.shape[1], 1), 0).astype(float)\n", + " num_of_epochs = 0\n", + " previous_loss = 1e14\n", + " current_loss = -1e14\n", + "\n", + " while abs(previous_loss - current_loss) >= delta_loss:\n", + " previous_loss = current_loss\n", + "\n", + " predicted_y = bias + X @ weights\n", + "\n", + " weight_gradient = np.mean((predicted_y - y)*X, axis=0).reshape((X.shape[1],1))\n", + " weights -= lr * weight_gradient\n", + "\n", + " bias_gradient = np.mean(predicted_y - y)\n", + " bias -= lr * bias_gradient\n", + " num_of_epochs += 1\n", + "\n", + " predicted_y = bias + X @ weights\n", + " current_loss = mean_squared_error(predicted_y, y)\n", + " \n", + " return bias, weights, num_of_epochs, current_loss" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [], + "source": [ + "poly_X = create_polynomial_matrix(X[:, 2].reshape((-1, 1)), 3)\n", + "_, _, num_of_epochs, _ = find_number_of_epochs(poly_X, y, 1e-5, 1e7)\n", + "\n", + "assert num_of_epochs > 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 3.5: Analyze the effects of feature scaling on Gradient Descent\n", + "\n", + "In this task, we will examine the influence of feature scaling on the efficiency of gradient descent algorithms. Specifically, we utilize a degree 3 polynomial feature matrix derived from a dataset of schools.\n", + "\n", + "Objective: \n", + "You will compare the convergence patterns of gradient descent with and without the application of feature scaling.\n", + "\n", + "Experiment Procedure: \n", + "Below is a pre-written code segment design for this analysis. You are not required to modify the code. Instead, use it to focus on two key aspects:\n", + "1. Convergence analysis\n", + " - Observe the number of epochs required to achieve convergence for both the non-normalized (original) and normalized feature matrices. \n", + " This comparison should be conducted across various learning rates.\n", + "2. Loss visualization\n", + " - Analyze and plot the loss values corresponding to both the non-normalized and normalized matrices as a function of epoch count, again considering different learning rates.\n", + "\n", + "##### Instructions:\n", + "Execute the provided code and **draw 2 observations or conclusions** from the experiment results. **Include a screenshot** of the results(image and tabulation) along with your submission. These insights should relate to the effects of feature scaling on the efficiency of gradient descent algorithms.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning Rate | Epochs to convergence (Not normalized) | Epochs to convergence (Normalized) \n", + "----------------------------------------------------------------------------------------------------\n", + "1.0e-05 | 517177 | 319333 \n", + "5.0e-05 | 161792 | 80692 \n", + "1.0e-04 | 134359 | 44246 \n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "poly_X = create_polynomial_matrix(X[:, 2].reshape((-1, 1)), 3)\n", + "_, _, num_of_epochs, _ = find_number_of_epochs(poly_X, y, 1e-5, 1e7)\n", + "\n", + "assert num_of_epochs > 0 \n", + "poly_X_normalized = feature_scaling(poly_X)\n", + "delta_loss = 1e4\n", + "lrs = [1e-5, 5e-5, 1e-4]\n", + "LIMIT = 50000\n", + "lr_epochs_original = {}\n", + "lr_epochs_normalized = {}\n", + "losses_original = {} # key: lr, value: array of losses\n", + "losses_normalized = {} # key: lr, value: array of losses\n", + "poly_epochs_original = []\n", + "poly_epochs_normalized = []\n", + "print(\"{:<15} | {:<40} | {:<40}\".format(\"Learning Rate\", \"Epochs to convergence (Not normalized)\",\n", + " \"Epochs to convergence (Normalized)\"))\n", + "print(\"-\" * 100)\n", + "for lr in lrs:\n", + " _, _, num_of_epochs, _ = find_number_of_epochs(poly_X, y, lr, delta_loss)\n", + " _, _, num_of_epochs_normalized, _ = find_number_of_epochs(poly_X_normalized, y, lr, delta_loss)\n", + "\n", + " poly_epochs_original.append(num_of_epochs)\n", + " poly_epochs_normalized.append(num_of_epochs_normalized)\n", + "\n", + " lr_epochs_original[lr] = min(num_of_epochs, LIMIT)\n", + " lr_epochs_normalized[lr] = min(num_of_epochs_normalized, LIMIT)\n", + " lr_formatted = \"{:.1e}\".format(lr)\n", + " print(\"{:<15} | {:<40} | {:<40}\".format(lr_formatted, num_of_epochs, num_of_epochs_normalized))\n", + " losses_original[lr] = gradient_descent_multi_variable(poly_X, y, lr, num_of_epochs)[2]\n", + " losses_normalized[lr] = gradient_descent_multi_variable(poly_X_normalized, y, lr, num_of_epochs_normalized)[2]\n", + "\n", + "# Find the global minimum and maximum loss values so that their scales are the same\n", + "all_losses = list(losses_original.values()) + list(losses_normalized.values())\n", + "global_min_loss = min([min(losses) for losses in all_losses])\n", + "global_max_loss = max([max(losses) for losses in all_losses])\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "# Plot for Original Data\n", + "plt.subplot(1, 2, 1)\n", + "plt.title('Loss vs Epochs (Original Data)')\n", + "for lr in lrs:\n", + " epochs = lr_epochs_original[lr]\n", + " plt.plot(range(epochs), losses_original[lr][:epochs], label=f'LR = {lr}')\n", + "plt.xlabel('Epoch Number')\n", + "plt.ylabel('Loss')\n", + "plt.ylim([global_min_loss, global_max_loss]) # Set common y-axis limits\n", + "plt.legend()\n", + "\n", + "# Plot for Normalized Data\n", + "plt.subplot(1, 2, 2)\n", + "plt.title('Loss vs Epochs (Normalized Data)')\n", + "for lr in lrs:\n", + " epochs = lr_epochs_normalized[lr]\n", + " plt.plot(range(epochs), losses_normalized[lr][:epochs], label=f'LR = {lr}')\n", + "plt.xlabel('Epoch Number')\n", + "plt.ylabel('Loss')\n", + "plt.ylim([global_min_loss, global_max_loss]) # Set common y-axis limits\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Submission\n", + "\n", + "Once you are done, please submit your work to Coursemology, by copying the right\n", + "snippets of code into the corresponding box that says “Your answer,” and click “Save.”\n", + "After you save, you can still make changes to your submission.\n", + "\n", + "Once you are satisfied with what you have uploaded, click “Finalize submission.” Note\n", + "that once your submission is finalized, it is considered to be submitted for grading\n", + "and cannot be changed. If you need to undo this action, you will have to email your\n", + "assigned tutor for help. Please do not finalize your submission until you are sure that\n", + "you want to submit your solutions for grading." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.9" + }, + "vscode": { + "interpreter": { + "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}