From c34bf20e2b702387565e4191daa1a7b3d0085776 Mon Sep 17 00:00:00 2001 From: Andrew Date: Thu, 24 Oct 2024 21:00:49 +0100 Subject: [PATCH] [CT4101]: Add Assignment 2 files --- .../CT4101 2024-2025 Assignment 2.pdf | Bin 0 -> 137118 bytes .../latex/CT4101_A2_Hayes_Andrew.pdf | Bin 0 -> 9672 bytes .../latex/CT4101_A2_Hayes_Andrew.tex | 92 +++ ...defaulthyperparameters_confusionmatrix.png | Bin 0 -> 22144 bytes ...andomforestclassifier_hyperparamtuning.png | Bin 0 -> 45914 bytes .../latex/images/svc_confusion.png | Bin 0 -> 18544 bytes .../assignment2/latex/images/svc_heatmap.png | Bin 0 -> 39616 bytes .../assignment2/latex/references.bib | 0 .../assignments/assignment2/steel.csv | 554 ++++++++++++++++++ 9 files changed, 646 insertions(+) create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/CT4101 2024-2025 Assignment 2.pdf create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/CT4101_A2_Hayes_Andrew.pdf create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/CT4101_A2_Hayes_Andrew.tex create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/randomforestclassifier_defaulthyperparameters_confusionmatrix.png create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/randomforestclassifier_hyperparamtuning.png create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/svc_confusion.png create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/svc_heatmap.png create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/references.bib create mode 100644 year4/semester1/CT4101: Machine Learning/assignments/assignment2/steel.csv diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/CT4101 2024-2025 Assignment 2.pdf b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/CT4101 2024-2025 Assignment 2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3a9e289eded140e73aa2f9f62e618a0e5a531492 GIT binary patch literal 137118 zcma&N19WD~)-D{|wr%H)ZJQn2Hah6owr$%sI(9lXJLn{x-1I)@jBlTR?EkxWjZtH* zTE#i*sb^KyoQqshRGglffdig=Z+~_H9)^>Jh>6JF$O@j9mr>Tz&eYJ!(#zC@h?!BA zh?$j>nHj*SK*Y($C`JTeW#?jLlqX_gRQ*ih;QV|kNu)!>2H+rKVP^fp&kt{EXY!{a zqW{kY4+8-FPaC49#`Y$riiS?M&Yvxc*xR_;+Bp-kF)BKlnphgU*gFw1v+(mXid)*a zm^v|v+Zei-{;LS1l&B6bJDaeOFf$voFe{rllL#A=Ff%}yiG_uQi&Kmhz$GTa&&$NZ zEF{h($|AzV#wEnb#=*rUCN9P%&MwZ%#=*=f0^t9`C}n42>Y?)~I1B5ah?zYRC-Y|q zl^JDC?aW;)hyW~qdgJylDcKp7?d@HNI9dP7q4KF5A})4DRZj;~Monc?Ge!*^W+E0M z=1=*ZU7Sn}ZQ)@owvCKTkPHlr47B0Nuu21<Y5kxm3k!Og6 zaYer_*7rc5(CvI3Y7!+ftWOOHkN?3PH{913CjVxh^&66?4``AX0TUkPQ?>uD{@+S= zb}@8v@o+LVgNI>)hao2yQxJ!T`H$k^VYt}-N8=(y%*<^6sL($W{zqtL77j)gB6h%k z$zfn%U~XVgVQ64xu$n(f)b|w#M35PS=)hxc8a~Oyz(Cc{IUt}gK&TLy3<2ojpfDNxp6bL3=lY~U^W7xg_m1}z5pk?mA$+O~Xj8P|9o!t&^N-}48yBo`>? zBx{>5FPv-v3X+nz?^hsDAf|2f?thT^uQB)!R1NLSsop<;#DL_1=z*kw#HbnN44th1 zjOHh-{ycty*u}}!^b<>RrY?pihAxIg%uIg`qN1U>sjQ)=y{ikOf}QEVAjtUVr85!d zzjCO2mNa%zbuu;mYw(%5{wnv^po@G~WMgmsKXB*#o2rHE?Cf2fi2(n~FJf=!Vru8& zti$;S|H?$1f4wFG{M7~#;4jR5g6*#~z+dG;WeS+TQbLJ5-G5$*x|EkIPGp=fAZDf zid#B4yAZLm{s(XzOn^@|`S(;(FtSo{vHd&tvXX3N_63nfdndZO_Tw&QE=a=+9wMH; zhH6(5^@OoE1+c}l4g9*aH)~z4EX9ba%f7fUITGmXwGGQ7q7e)(1FjAT+w~2W%u9ZB zFs7Ht3K}+v8p_?dy2cEx)LKHo3$6js5Xx70^I%w^1L{8eF$oht8M1 z`Zk)Q7qib7FjuErA$@;elhdq==y0%P<#x} zX$;yZWx4%sut_+lkztWW-+@5L#&5YV0a4S1TXKRCLQgCWrTG?d(Bp^I(bJ~qZj>be z*yWcvtVoDk5$kPfyy~$#9#-2TXsPsKC0zM!1<+3V?YzP`ZdzI#pL@tHtfPMK!5J1K z^`S{Flz7!p&7}p-|I{5n-h350d?Lu<1um|t|RqVPHo7Y4;y(0WOow4&zZPD*K z#UHW$KEncMh`*jXe?5i66C*E-m13gI=FIB*3cgJ;dbPT~%abQ4Nq(fp?7{=u!QYaL zbr(D+F7YRplO)O+43q+Vo33*4#_^X=PGBq#0`$Jlqj8O9Vzn={}e_ z9Bn!qy`LNTcst%4a6@7}!nY1E?7H3Lc#8#hDt>sohBM^0@?B>B?8&}Tu$=8h@4Xgr z8Gh?3lHKCGM0(g+i;;lF|> z=p96kOkX?LGL~XtgSc4q#B;>+e+3+Lb{c1DC+gR#lSYg){l2O%N}UaEVwV%^ z=*_fz=s6?&ST6=H901&G_!)8YpvL*NU7LT1&Q3b$(H_ua$W&>en^b90ug!}54ew+S`Ne@CS#S{{Z>WnyOhhhcDnzTz~!4 z+8eq=cOvJ}w?|;=sZ{sget7m3O}1ONmTDo|w@uy_QyF(Q-=e~&O71=<))m?4W5-v& z{=(zTueIF5ims-@XX0X<;7!&KqW5!*bnY`H zsQv^O3;-=F4GT>+`i!*sx5n>UKdM~R0knUQ&QQW_j|Llp-ODrQ-fwLwPZW0Bl$w?> zPm93i^4Q@}CRX0izQZs9ZK3Ri{1X`dwhsP>FXX=|hM9%wzc?mIeZy{_1IhPE8GmDI6~Uy~^1X+(Yb{}~$(LEo3&5MjWggP##nNrn zc`4F(GBz5!P+4P*k-3zxDR(}I+MYXO7TP}yOQx2DL52T z%X9|7@EodpcW#KJRkeM%njaAx6#(0H-yJKt>vMgIFm>@wVZde<`qy?nkiKhb%>=Hc zx}<71D3wBqI^bCenly5)R;%*4uw0Malh{JqRS5oU#x}9vlz8siM1BDxCPtfVc6+ig zxHe?&;^X-aM1%hQhG|w=+>9gXuZS+GFD^@3fY}KC%PJIG9B)|+z zc5WvfgLb0a;J>IM0>>JR$RTG=BeX1sxsLq+cpXoG&?g$@KA52#nW8$9cItqI_X1}t zW>eU+yM}!7k~gFij8TbQ4eZ90QdLQHXmnDyzOMn7phpCjuF-@T*#L&C8-J|aIZA-{ z2(pxr^L`s-FFhXP%rlR~Hn&So{>JWx&UH{IxGMsQjKY}{9lcQ1ov6xu=ZIi084}Pw=$v^}Y5!?kFkIKV$7<{}sTFujFW4np zEvNvJt?}s8OJGt*_xmr1cbM|oM9o1+o1^lP=UGMLuh4>w8pbs@29i^^ZD01YgCpw( zc&^HVAdqh&aTbmecrctye+m-lK76Ay9g}!elipu(S?XNJ@ObR`tgyID9~*pNUHICq5tW8mvir^atPJYV z#Qz?|O!njQ%z!4$jtY@;wtfi^XClSCO(p%2<5Fo%>{PvtRzRKKE2WHO#=Lk9qx2Dp z^vzcyY($gyq!+p#o9?GcY1Ty^#Q2Tb_rWK534GXbw>-TDJl<;c{P&}Xod+8xTefu7RL!~$p-g|Wo$CB!IzL9Qmd9LCVCveOYi&Bm_|KB z*o9w~!P1QtgoApP#BHK~I?vAr^;8b$_NuMNQKtGecHEJ_WOp@SXKOrQ`CNoQz!oTq z?aN2;fY7_D7&$3M^y*qR(dSoH)mU2)Vvc(XL_bccMnn3m6fG*r3lYm!4mNN!{J z%Az#OzAKlD=)~cD3^U3w+usJM6R25PUw)m4;E>*~r@CRAl&oniXrH)B!b`m19%AkY z7;3{#TKeV;OhZX^5QhyQlM-oQG7BICR-w&ACEKJ9@#CVkH{PfW9N?yw*}O<9T!}A> zAcoJ3@e^t?Aw1~~5nXu5OX^V0EP-H4TN^koKW7Gp0)9G>7{t<5 zvFc+@CRkC|P{xNwqBZ#u2oh6B>naaz1F(V6dGK?#+GB%loL_QPA?+0oZ=_v+lcY-i zc1+y!6V#O&XGMdqqUeVml*iD7WuSO4P+ZND4J z3R zDs5znW)Fm$x`}0J;hFF_?XwVk0O|SWZeWu5AxG9MZRl{=oS>Ojwr6J%WxssN5Jbfo z9og6Hf8&~qoSFBV%Dj)JM3d4-LkeZQHd<{qI5yoJaN9RekPe(^PQ)>gQeOA?1`c1k zdwje_S=6^*b2SfUZ6lW;c1taZ!Rp><-3~de`97=StOQebklG|;Nq7P%ga?hrQiv|wKq1Z`p|Id z9HP=n!0C%B)Mfb*%x@tvO2$p{g@CV%GADLh?*!BOmp;bEW?U~ADJ^4!J(mAm&=-rP z-ET#))tG)w8JuTxQU2ddIcj|od1(cvxCS(V(^8aV<(xdA!|}r=Qz=4S#%ZKVR{WtM zHx+rbFBuyXyq2?GXp+ny1G`yLDH#h^kNlKB>s2JTP>1$t zw{Xu>KlIjqmN`M=w(;$SK~Rj`tOn+nP6^~~>GT%+ z4&s;VMTKXD&;4XlQr*lyu-#wBJpT`D$I0<`wyXMNyA5%qo_mc8CDP{y;LeD0@XFvUzqWIzQJC_4H%pWCR_ zM`HXj2}cXczwBg|MAn=|$8JB&tJ+yWIQy&FM8@XM$ldzU&G@m~Z)f>(fBXtMo!V%< z7U(-}bgYWv+;5?x)liFnYpWobOMODT( zUNMTT#&z|Ry~D4FY^Aomr>3nCa{U@Ff+m(5vt+>Zmt(QO=~7c{R#E` zC|>s>K}6m;DdSMv5gUP|)jYMTO9D{{fmxn@;BJ?2V~VtWcwK4PB+3VlN{yptd|ZT> zc}_t1M$xD7Wh;eXmc6BUsOac%?~BeO!a=>}Tw7X1N&XjWn~G^Yc7_Grd#e0EH*$CuVcdL3)1Tm2xI<-wsvCAtSN8`K16Dip+|Xr! zPT`JvUH6rpig^l2qe*&RZ;h1Y=femHb|i>fQU^Mm)tx+0ew z#9z*6Fi=60m$9w6wKgb93dYsHrK^C!$C0xH>oovqdx(=64K2MLGP2yyc;O^3)N;lN zsB$K-2DYc=4xQ6`MN{)EuU}nD(GNdYpb&7MBkKli$PKS{fIErgb|y1dp1}O>E3@?x zzBH%0h7~Q1x*>cq(Jge zK;$6H+BQlaDQmy5Gsnz|7K`3lWXd{jw3ia!c2Q-R%Q*Pgx3InEZ1>wI7Gor4Nmr~} zhi72Xn^mZA{oXl0OP}@>$aSvG+Ar^E^5887ZNOU_!HXM)IFc^QIUbKx=BO>{p0hmF zNxZx`B`yPN#U|%qZGoQP2q>@4HJHqI}VUkttT8jT2ZH{H;S;SVX$3XlwSf*)a6@W@r ztQDq9-UCPVdQ8>q50dOTt5RS7E61Fs&FVzK>&VT+1u&VW*0ni2l6}Gxvg$zl5j zXO0Q8siw9fa?e8s;L@Y&CYD=n6I$m*N>F7mL+fGPj%k`q3VD;xbX8ovMCr==HA!){ zmwh8Vg)8AvuG+_Tw)Q;c%w=vXL(jOWC;RM1+*{gyv!SUT220(EVmJ1B-0)<%J^B>L zkvG~tAi?}$s(+%lKgY)ZcY0&_Z+eT;&{5bINAsJl1;i3qUV4nU*=STIy8)|JchIBw zmFH<=C&ZyaDUAho^!6N|;pRP(KSmvI_FU^yOxHHDjW+;I!xkaElHG%|l{QYE&^S59 zA0XL&$sz|X$c|hn3O<2&BJNn(x^B`DYFexlBkfjiDRqu3L zu;P2Lgeql%^o7d_SikRA62eAkG=aY;{*g#IziBt)oID4|SrQgs8{j7`pd&uBO?;mn zI^S^zzteH}Ce8Ex0z^wY93^tw#bznKJP903Wp%sp>fI`=o=q&p4yYU!TM4s*Y?9Wb zPK(6#*nH-==pB#dScz7*E#ZcTyXheo$p88+P*-c7;4Mmt9%?+IYjrPz>o7S>bKzH@ zh$O1Gy%1q^hO_D!K_9#8DlLMM&RlJrNgLzWg z^iE@AEhSUtN6Xe$|7h%eEoE<(Fnlh*FW0c`5G4`^I!Qv37~*=j(H8~-OcYA809L!=AL=l6`7>~>i^CS^`O=-O zRx{G+`Hf~Ay{oOAF=V+oGWs}8-jm}OQvOx;C&3DFX#g?YI~)wL1ob#f^y&;qS&-B? z_wN0);CAkBQlik`yV4=W(u48X9kYn(6KP6gfe|X#w0*=!kB++sdt_*_N|dV9om{rdi2BA@0)HE6RvIF4;|N? z3ItD4>*!4%nDR#!Uxj7*Q`KQ8%K+Z7;&7Bi$id{vQZ!xLUS*m^3`%9kU) zA15#7o9Jp9Dr1gU-U`L9Ej;PkvqOBxwU*;Ttjh} zAg?VeBt-7fC}mfS%w&^uVTevM#d(!{ZwWn{=$dTo>x}Rl`4NgP9X}22H^tttkPc`8tI+tH%v14ci1>`N}m;Buj*)&O4%G9(7o$IQtchgSXj( z#@S0>I>wql43pojuqd^v*>T6)WQ1=8w3WFnq`oIh@JV@xJ1}=>Jdq09p?FEOPL|_0 z9{X=wiFLjiT2T6v?rOj0ZrLmtE}Y9hJnhaaCN5ZGf3e98l_b}jl!H9E26n9A?$=Ed zrAMvJ*5oL&*)e-)IB#;gPKMdr*fNOdaqm^326yA8c@bbK)}3~?O}eT5v}f|r&Cvf7 zh5pU-{=XduvVR)H|6^R13{TRK`?EsqKG&FvhgHR8NX-?C3(7_-n+F0G&V%HETyL;x zNun8Z+j@JQxtO9$O^76+RNmbB<-v13UDm5z?VNdx{(}0-i0ddk&RT*6h+2c&(e-7IH1|*Rp=K)5$dvC1G*(dWarp zC7kRBWT(3!zCQ2exUEuC*D-hJ_!ukqX3Rpj!CObG2(6--4F}!s-4t+QIK} zMU=SckwY|cah(N~lzyCJs&&x!5!;<<9MGVPk+82UCy&Mw{EdcuTU`egYl7v-BMcqe^wsDM z%X5uItp3WoXvm=Fpmj$22}Ef+1F5xd=}Nh`570f-bvXgUwbWJjd-SDYM2yx0-sh3p z5d+Ff2H?*O)d>o@jD`--T*5K9@ZknugfnOOmBFTTuJj9 z`&8$c2tqd-N;e)Gg(avthf>;7T>U#{U*fYJf!+?<=0LUkG3>BMp!LE*P0TU`>BuBvvxvnaw{!{nnzfPvu9YChuImd=>aY88DB%~TZIz1TMRh-Lox&**uWA%|cRGuS zPM5OsF&{37jj^#x@Vz=5zNozJZjD zMvdr_c=*7=o3`gh%PuV07x>?H$-X}@;*Y;Yq|>&CRE&MI^k7o^>e0t6G&ahKW#wir z416g!BO*)Sz)h_Hia(ij%$qHIzOA?kN=@J{IT~F9nM5hnrR1v^!t7wH}utNbS$>xjEW-1I;?ss{Bsa;W* z?*g5di!*-2h!R*REVGeq0Td`uJ)#)H-LF{tCyJVs=1|UQextRxk%kCnTPc=G!6Z?} z+aLQ245TZKy;$`0_kzFy#k&7S`6sIUjB3n1Rt)Co6){yQPLmRG9)Gf6d}25|!FiRN!_SdR z%5{!waX!v;)=6h{6p>1Pz2jrXscsNH3}P{6hi404_Epu#9*gA3PizA*g2(}xk9J^P z<3LEk6Gf1CThVzcq*HC_Mlr(_W{DDA7TX}>TfgN9*_K3g>LK>}QeZbczkLW{P`2ub zI%I{rG4e))|8AV3u)eDunP5)`lM=zerSN)I+sbRU+A0dk-+Pv|z|ft*HM z$kWVjVRc3Cs+?NXVjWN}P_EjrU6oyuJt-gJ5px2vX;k^-%%I?h48s zYv?lXcaxt-=>o4;>Z9rB(JkcZ-qOs$Gg zT{UNSkf`Fx-j4Kq-9aZCniuM(*(y$g7nfN#1ZcM@+9k|K~aQ@e-BoK z#8k?^ZzLeJ-F}eKs6IFfx#MGrbBoMc*;JU~$7J8`>miSSH$($15F3$4dQ9{F*v&Bs z8Z6;k7`T`)*s6605>gErugpA_C5QjWE+>%fhE#n3eJUQr7&1TmW+JFJVwNqt4LK-i z2kICjCIU6{I#u?fLfg;lXZgBaFx}Onpc3ug)Oho*MIq_mf$}B~}Hi+$S8SiNn<{gSnrvaJ{R%c9nwVKO*`54v*#6xIOspYJ%9yDi^ zMS`tB6yMg8er2M8TaGh*5voe$!Rqb6c6FZZ`}m|UVY8;zf1VC*}!|0cqigu&!K@|r_+Vb$O>@h$A z-sMEZ5!5gE@|u^pMjZOw@6M0MU;YXWI^82?wY!2qP*ex##mu*_;>#w>u;?oet&Cv1WDZ|(Lr;vm|RM{xd+V$ zn}%G0Hl;|Ah~bc*+ql0!UN-fiVR@ED3VG!6@01Up#kRcWZ};l^_Pk!|1@H>^JbNIX z$B`F-k%!=9#zDHS(|Z+@^{^2%1x_?#AO04l0&3v&6~j)j_=!(bt~!Z+7>Z~hJ;Cme z1Fx9QgDg;jKxvG4AaEK0qVL_#OiX3zB$vSe5RWVlt4r{>@<(dN!Fp3=RM(G{ zTrNb;9IxBAgxkdr49!;|eiR=?<3Q?j%rD$aK(XD+krjkp`x-m(JOF(VX|H4FMio+jU(9NyTqWN)KR#_Z zoAc(N8MS?OOzQyM9_}`HVP*1gx<^?nBgNB)(hO5rdBMqbi18(oeOBiJ&Cy87iZ9?d zOr5b(YyDaas>l3tq9qp^o|!#bmz5{f=B_~XUJ-UvQ;Hkv?|g%F3>2(XKw=d`KZK*P-5a0@5gGLAl}dA7#IlT+dhWws+P48A z9;Uy_F^QWnNqplSv-L)dDby1A@zgrWsSwxUvwtjPaf8+nrONm4#v}ppAYZobi`BH= zpw$c9+t!w`)&_^!2O&gq<@?BDr9oc{6KW6LSDlVGr~6wD@NptT>z--#!|K19Wp5jK z+&&Th0Qvn*<#bPY7_0Qde(a!yOYVu}oE$POdw5ngqXCk;_#N2*C<3md?w_dcfA<3Y zw~?3YzZYsg>QeR#f@nR*8dK1wNI6q`^lGpuO^`^*aW~+=p&XW|3yaa;#g*Rq?4!4m zoW?!2@4A1>bw!r5P0xs8R$6pf9u?;9>tr4>WZW)QHLop3X>b4lH+zBD0&7(c>~#X>9Js=M@H)1NK0#vQ>yqx&>awcFsm;TI@**34bM z7-N=hT2>`v=#V%Mwa5$dvz~QY=Y$b&;=lsdB!C-i0qGFoL#(mg z*8KBf4Nb1x&hQ~6YlaVNX=&o5Lhh_wTE^40Kn`iWWfycwyDvxn_QK2r7Su~$>CoT} z=z_#PL2n*wu;Om~=BeZ9RLoeA`gid>_lUo_2X=Y^)iwkgiv7}%W`C-Vabv}w7 z!((MmtsfQKGR!zDt%jS_;y^^L zWu<#ucf@1Q>bBu;R>6u}&~l)}TyaOp4$Sh0S${NU(=7;l&Vf%`NGgXkQv8#dc)j?Vkm?a?`a<|L zvjXaxP32?8Ax2kb3*6GouP$P$VTUGtDbSt8%4q^28Iuz-*;HTgn`|wU+K%zhp3BGD4+6e3A=jFxV1R~K(K9OQ zIP%P04uZ%V7NKIX-~BUuVhf2UDmjt9idJLvQ`t?p+KxoD;bM4 zb7t)@J)ZjG=4jFJX!=jH{{P8&mi5zdo$25H-^`!h_)Huu|8=xAmEx_7wt_x7+iq^A znbUcPBxZ2MKnHWjBp!V$0vG-q231f{AWi@R1Ca#9ZiR+~UM_`ReXTlV^+f=MaC$V4 znSvkZ0o59{YPpN8+JLm6tXQ-#sI!|#k=*aa^5gRAc+>mJcqY4jC;gS@E6^^qsbCzh zo3QMMZK<9W3ZF)>sR_CX#=F%=>k1GPM&9vd)vw{V!hu>yke_FuM1+}IfXciBZ!h4l z`j|p5GZXrNg-*k3->(*=eQiPQTeR5DEYa6#?eiHD_3&ivs1&GIr5?bgF^qDKOdH6hPwV;=_Q0 zadvhia*5&nou4-C65H?p;i@aemccP^xK7$FnQ2LytVms*qE`^k7OPC1Yo`LcmEY+S z`z}=dQ^Bf`(2_+iVXs)D=tq*|bpY5_AFh`mQLvDGSTGhANIetUo*{s&&m;{*g&4kp z7&9Ud3uAzUs+fhQsJJNy!w{B*tpFO73G3B>MSl1+E%X-v(?8(e5&9ivr{BFErgbmW z14LmDn>X^fJnLwVWj*h@2=ZBkDJsx}N)Q^_)I|tT%6sU)IqifFZE$-yF%iDKRi5~}c4;E@5csv@Hd1XZl)jT~OpUbd#o#tH^Fi*=C>r7_6$fC32M^!soSu z{ZRYKa2e-&faRHx#b7>0d&qt_dT05oYLjj!c>}Ewr7TMQdoqY=v2wAE(iIINdgvrs zs`4Q5AZ3Vk2t?4}x#@!Cg4RN=Y)oHaz-UkmWVXuhMIzU>j52xk(z1oc(=(KZxR-P< zrQh=1l`Z9NSL1S<10tSSu}8n3f%tUveI|*xsQ4is1qpjnu zn}O3ddTGk3>suq9BUo2IbUnzNBX-MprHc2UYvGtipW&mUU-nMcdv9D_wg6?WwR~?G zX_7G!ec3aul&P1g@)}ZN@vhy*AsM+8VpVH#yMEoAxGpERfOn~NX&bBW zxB1d`d28$)*1f7{rEg{5%7gcUNhj&h?*O$}XOc3C&=9*idI85X+GDoUXa)jP8qgG$ z0*g{>m=otZd1m* zh|K_v5*;WSEnmQ2M{|=%1jUVPqTyYpi(gFPo*=0)xybzx<)zhK(Ngim<-mAVofx*u z+$BIbWegt9rZ*M|9?qgS%z1;OH~DniA&;`v87Il6z{JR^!ACqV7k6R_eMJ^;IKC`( zGY2QMr(U*iPWGrhdrEc$i-H{wTacG1`unPFYl*`jw^hp~xrJuKZ-ZK=o9Gr(r}9$B zws$>hJsrn_Upo#XA0C5jugP#7>Js#_V7aQfwY0gFKW0gax53#v-?yiGsz>(I_ukQJ zfteENSHoL!!+5ps8dzQxX3IJ`P#<5{KA?%vF~yF)XSzqu@7UKK>SM(YcZ&n`8Qyi{ zgnx_c%x`21x6e3wl!2Lsqz&<+twqP8Rj4Kr|5uHMZm)Cqh1WQNz5m1VL`~>rHTs_Z z`vvmm_YEz6X-l7XyG)DIiaC#N(=0058dHv%HmwJX$xD2o)>fYC9|rpdUqkLfzK`@o z2l(ecUsJW#6XzSch;(V1X7;Gdij1+t?`j)6TR96m+uY9_5ljnjWR!3gvqf7=TS;5o zSvo% z_MQ3-At-mBxvx83J7%A=lUeYdsd#l;;CJGU)F-gw-{K#0+se=Q4Cgd+$GwryPDNr2 ze}4b-*WvKMgiEdPDml4YI&s?p?Rn0Os3U_u=%~v}kiOr!iJGrZ%E!OwO zx%SeIV{f~M%|p-8`_dQ!#+!(T^+VTzbDi3A@t}FoJ}d*cD=bz7w+v?WC*#f$=ErNM zt=RML0;_-_z;@bQQT7p=@$nXx{>QH^ti)W)QGwgN9PCq+{8B!5#&S=5oR&F7gziN}+Ih0_V4zpU4)=zE7}8AjFA z8xw1JVJj0UXsm;1!j-panV=+$k)y@SwLup@p|*pqG={UqD*zh9iQ*NK!lDXfO;8V& z@zlej_Uc$m`(_=J=R7&tzVdVgVtRc=bOY7@8FF<3>vsamSC0v1K%~ipCOij|j|HKA z0gp#N2RSMPhzW(t0`g@Be;;=C6>!t~;)v&e)xHVJo8|4<^Rz7prS`ZT%w(!T1<m0(GZO#`Q(BZ6R6=z^B=?kT~3MD{qf+{nIpDo-k$ir#Wi2pG_d^S8|@9 zRaJAM%qiupew&PYgh`k8i{4>(t;dhxJvdY6EJK?b)Crg@{T8x|< zE<>Ag)czD6=8HVm9DJv}RYS@gd`Fa3CCYew=Y%y&%H%IDB|Mf@i{l1|^4zq>yq^#`wtH9>G*_^??E#l@2F9iJIV9VT42e*?L!q-H1H)7xXw&cj!(FSR~tG5{%jPg`C0P4r+c`_J_KW+seP?_>`}O#;pU$$eKpo}KfmhD;l2p!pFsZp;fe(W`U8;(YCE`f*S5FXdjOXSxTKFwGRR0WI6Mw)oC&)` z7^Y|dZY-E?EF?V+v^@^;mm-j}0R!5Ak0w;40dvtHZyLOq;-2+sjN9Pm(-z_;;?}KQ zaOOow$L*D*djZd4v~y@X^c9qQARcX@XBJ@Iic&dq3-!cD2G z&MPeUDxL{Br;j}Zchs#<--j#xE#f-#mVVb&D2*Rv7XjUMvyAhD4xk8qcK*1!!Oe9D z%YzWBa5@H^z1VI8467dvcnJN-0Ep2aU|E3+4hS=^GJ7bxA<9%iPGw(d6`@xEj^ox& zu{wH@D?fy~7(Vdr`*3e5y2^VwweOa@;O$3wo+n9z-H*O_a&Bio?bhDrbYWf(zTU0# z#y#!xZ)dh1*4}w_@!L;j-oAetC%?HLd^v#Qg0#EanPk%LNN7AXN~e@D>G6M6SyXxG_A1F)v87fybit9PrB326 zFl>V1aFiRgWRLzl*-KddPNgkTXvr6y56_mup^Rl);IJ->-1Lpak~X@~7ENq}I>Sv7 z?y^X8U2NZyb9kO0qO?0n@Rch5aRH255cSkJLsZHoF5wh4LpIa`2EU}-C0O}{O0Lk@ zB}@4fOs+JMEl6GoC%eRjTLjxBh2<2_bl!8K1ePt4K^fsoftE|UQ+bk^3ihEA*P#md zbUv-BpvG^S>LTF|aWR+dqj`9ml1#Q-yLpffIoMMK`hw1;H2z|g4hfkPe)?j_rYM5% zPF|w4Cyra{LQ+EGLbpPWLMlPZfh8WK-SgX6_EnfiVjl6^0LF>PTcd6OqM@3CZr8Q?=1qFTcclPGv$m+EL%;U&beQ=irL+;I- zdE`fH{PNOO5w8mQ`Qi@Q)J!0iNw7?LvoOyclMK4XMLJfUDRtUU&&}sA@70X`x-7G{ zYCMY+8+e_=In4?e?p_(cI_)Y(PpR-PY3G<9v-s?D&s6!o%+6VIe=$Fi%`T?>iSDbW zac2F}(PPNZM3|9Ju`$IqInCj`mXyJwVn;KDen0SLV!ckh+_+@pdcF>%Gr8On&=LdR zknfg;Zzr*;#j!He;>odNx5RmA*g2ikRC)pKJ+If0YFkdsd}Zcw{w{y6%T z1K8Hr@=?>Eux}(l4kQzT1Jg7vHk1bAGNJ%TUnOj=6S!%l#P4%pm^@Rz~@Jv0pTMfSDOInXv zTTkJ2#z%wRQNI?N7SOecp5CDM&eL>Jr$iKKgf2{gLrCyz!mBhClH^whQV9}H=-qIb zGAI;5BycpSydUCF#K6d_%4nisx|p%9OX%nh@tI#xaNR1K-n=_2OSiqZzNjpysr2fb zpSqpFCRaO6kvp&HGE+{Ke*X2B|DudIF9KhQx#aVZtXHmZW^GoMZdj9H-O zrLo`~&0P9((5n-AIC&^}YCfp|4CiWugA_7e;f|NY| z`V37r`rata_si9-y6jau*>VBUjIa7XhtxlqtrH)J$UHh80mG+u!@ypjRbE4D`cS z6{KZT(d&Av!a&IkLrkWUi1DZf0g~blbuP>@UI5XNJ;ic|v_*g}4j!>D9`*HrQUgj% ziu*n(3&QA_w?h@2!>7S*baEn%{(2D4Q-GhQau@6ukbIJwV?tF(qN!^ZiS@3k7Ha7@ zwf|E%9yh9)4n= z&xzNJAUeU<3@`m6t{HE(M71rXZwlgAa9fw=X~%Be!`KYTbhfq|w><^rmL~i@>Jl6? zFX58a>4bPS^M3$KK(xQTxEuGRQ}kE*jQ&Qa>2vO5?|}U{gZuITPUlSehDY!tJc`Hi zNFKwZc^v(dexkEtwQDyQ%e&f;ty&mP;~hVSB7_E~c! zT1?AmDZNTdXgR$?E4Usv;s%_^^|>)Oj-jrhG<(-g;3TfgO{tLH zrd{+7?GAMhbqn?2F5H>hb35+D57SBdlupnmpcV;aDCcqx&!8{p4E;hE=wG4Ep-$n#@Fr(cIMJEnOmlL>N#SHC!^w1p zg_}Bqoh)Z~xS6xSS?J6RZ-!=GHD`n~GTh2Z3Ac8xhPT0Sryv*`jB~5G)!iCiW%oh1 zW^86$aWLN5<*W+#ldT{g>O);<0F59K5}*mxgT{~q$xsWQlP#ei^oMj90D~b5G9d#7 z!XW4at(;lV3%ZBXp{sX^}` zE$9>U4bp@D!GItm$P5Ms*+EV)J;)96f>FWfpn1?DXc@F}%RLblAC(Z*DJnUtThJjG zvORjxtvD#?abwItM3N615s^x04Wm>7qR~szR-c!reCQG>zwMebE>^iSM*WX%x z{i4t4@71TeqWWH4Qzvu<^_{w^PH9#@s2i4iA$3;W)c5Lm9q8J+vaX{m>6*HQ?x_=X zCriF=rkY8z)JrwBOiN3>zNW5eYYCWU;!SJIy|tEn>u$f(a_@lIZ}ymN<{eXLip*BC z({iq!pWxTGtYN3YYA$CIc!d=(Q2YO>j&nBPu3VFsXSGrUQ%n!Uh}SXhdpY6T5AoWSS?iR z)KTrIuhm6$OoRHn`qer`jQU1hvSv};xlt}^xX!V*u|&_) z3#@Z2)z9mN);!khReFu}j}3aYUTZDnpx&YP>Oy@;@6;vMLVnbz^w-u!qV;us%Nj|0 z6PS9|OD33MW{kCy*=DAB!aB;EW}#VbPieQ=Vs=FcDDyGbL{oZ~*Kh00~ z`}qC+zWx9qehKboWS}sd*&^iZ7AUk3)UyGliPXp92>iLc3hMz%eIuQ|I-#c0tI#u(~%8 zdvWqUvvr?58i$ z6Uf>DI!I66kbAO01$2lGBhO!`d>ip;Z$ zV`?sXJ^E?-HahS-cyd&kIssZ!#}(a-KiANGUh&_h@6q>>i<63~zcum$&?o7K=@=_7 zUq^lc?3W?>s=_q?3jG>9YiaH^`Ym>--_sxHb^0Uy2HZvU{2jPA=`H#*{nbc-`V;*V z&nxt1^j*4%?jVYuN1Tt*-T40>f6*nhke;7;e`e3j`;k7HFh-2m5!Vxl%3;I6zR~y@ zOR2r(AGCnZ%=|a99q(mV{uZ75;Kae?!Rx>XYSoOdCx>;eC*SA z@7R9VsON4Q86FxOxO3~4Pj24S-?y%Grnxeh`zpV=0yoWsR{6<4X8L1a)-p=l)Tb+oR#%Pt68zL6L9lrcK!fWLw2p}LU4F0Nn?Jtb6kv3HE+|Hb&8yxtS3#MB^TB;${jC;45f1R|f;aT{@^lLz6H!nGD^xAs84=C==0@14#0N9*^ox`pg5)P9Ka+3UVI7;>u^6Zyg2>iTukZp-UcbZntyi>c)wob34 z+sI=-JPq-D2vm}yo`8${{rDjy4u(mncb!A?8 zEFHI9(~5YUEdX{A57E00f+W(VSk7qgI@>iYs;gm^P=l#icECi^xjq&}cxbNAN_i>$ zyMaqq=u=|y6J`{|SzK&O8n9ha5uQK|IRh@Qjbp9yyLnh_9vpR5w!JOUqLWlqez-d*{T_eh~^G?^3JR$4hnidTYWsI9PLxgTtflbdtzEIO3i%4KwHWdbL|1bEj=0N1-O83^HRg!@-sEUvMt)?OBB$013wctUM!tQ(8)dazVn1k`%VT5d{<4R@tQ&+%zifkr zw$K7JifRn^8wQn8YbBvbz}Pyfp7gRjsk_rt{hE~2C)Uc=jJ6rg@I*acFkgIBZ9eGr z_VfXMwZS(Ub~R#w#blliQmhl6mjy&+-_|uUj9%7XxiKb(or=3^aflvW+CuIjb$~1*C9DwLR)X%=)IsjK$^;c|WaEgY+ zBiK6GX=Nz}u}q}ZfKh5m-XQh2XLt=wzLU8u~u3TMO)?4(#L_@M@GQaMrcxHV5pR0}->IU+N5Ozz z&%mhqR4D~q;)E|1&yq15OcSMwNZ|yLyaVazvyUxd+mICmB9N+Yi%^F74BD=rU$}N> zMXAD{&=dRxT~T9;a92f#tyu+uUakOEu|(jo^^NhP9PkJF4nK=X%nRlR_L=}&@D7|F zEt&GCd>mDLBH1d{B?}ya(9fI)Lt3#d&5F7O*qi&ZwH>kaRYYA6WVLc!S%qgqt{kYV zsD5JN!K^etv>HNQyfHND*7vChi~A8?2UTV9Xj_^iZkQf5zMqF$^@QnRK-3u$_E+Py zsh>mJEyVP?I7Nv*cqsB#^d^c>jMmT=+DgyJC$jEKI0%Ml5v?`Oo?V#F$Gc-M8#$a8 zwlRW}%rJ7!%`Il)+>#|5#JN?iMY zWr})PqD9)KCfSx>suN3DUQ1FZknOl#5~a=3u3M@tOS?x`2Wik2`7j_zfdxg|p~H%< zK^p|gEIX^#U~M}1%P=hKhM*s|6~lmT$cHBIhF}AdSl+o5WjpIW%z*B_60Z(?e)oU= z_ed(?@0a;nsZ6q`YY;>$+4?p6THd~9Lm0cS|I0{9NzP00lPs%vjC771vdrN^VPKpb z8Z?cxpL9MO93B~`3Ihp}Qre%4llVQN{%~&}wP)Ewo-j%?1ty^f6rYD7V_N778#2ME z{h1B9I7_h}is9JqkuRoq)wZVp$VzcF91n3^C>~bh61)5-#((FZjQ{Rtx_0+0Y`o|IFj~w8VN1ZJC@op6OemZ5mVJxtmO&7X{_9#PcRCR zCQRbbnENk?u9X`LVh}xOG~9*RSXo-|!ou5L2(T#Yc$Ep_(dUe!GnTti20zYv(L|SF zW^RjKQA@`S!H2@MNQgm^ykvY}{LY{Z(GWxN$Zr9ewTpvek2U-ndLlii?OgQXuPRycGl%F!vra3%jYsFqr|^4+p?b2f@mTc4B){BgC@ez38az@ zGFR@_)iOL+%kW%Py;;0Di#KQS<}BWv#hbJ5kpl#=a`iH-39|s_G!HvrUYZZMv(K6T z1zp>O^W2MPGFbNg#Cz3CdUfk|e?QyRKzuz|8Ehc$96L>vZkC*iDWZJ!uMYBo>vn5_ zE5I(c*0_KKz2CZBgAhR+W1$wTusBM+24SFZO3oLGxMmbTZKTrXkTf`4NC9gV7f*sh zgE`VLBwRW2+LA`e(LINc?Py-?=;`S|=C{ut9thi;dWQ~d?QSmXqx*K&7dKB1M|Nkn zKUukUXYAq4CVG0~6O-e;YSN;gx02cEXD4#g+ebsf(BwBslz(t2)~p(1dzL?W;NcC) z=4fnWl7NQ#(8>}mG70b-$7|+e#F*_;v|WlYe}*Z-d<#>wU5fVmWP$J#8p;zX!bI7+ zJVjqYy~GgFhjMfL44BXLoA`zDEnLBm7lGJZN^79}d@UuL4U}D|$x}mg1NF|=hWNe) z%GGP|O#ruO;}@2z;`gj`4v*?O3HBIONsyQpmM$%l45ySIncZ>XH)kfMUjF@aqeu2_ zi*gJ_b6(Cru;|)H|HRXk!2m0GsCR=}$glKR(dnQ59*Bx{eRgw(hFYIX_?&7i#_r zgLl?zjH|bn)X4j!#;z0AnVGki&NXj2vdX-D$u6HBelbf^YjG z4hCPvg9FrSp0%=jnGg8ujEve(Q;NzBmh{2Fw<$N5&z|i!dItRW+^RV7c zBF-n!+e6V1*Mh`_qDm+#am^!qFeZoeAlvNcq$sYe3oCc1Y2alMFF3qd+2tj>ykwV` z?DCRbUNZ2y?28kLI13rg%W}liK;84{N(5gH?oFOwl#1)9$aw4J8thHu%?mYWH(UX$ zH}>apZePf4D%3RO&o<#;Sjf>?mpP?V*U}0HM7BAfF3K@T_DgIqs>)G`U;Z2GV;Kep z`XYuAhrIW%+@hahI*AhTNvl3$v4Do_L&No2xtaegz58MG2^bnw}i2IF6 z{t6l(WU!^&9OJq=2+&@=1LuuNnQx$h`I^jVj)gOA3t!{pX?K23izvBoRPe|zpASf)C`CeHX!`=8fRw9jqJGSZ9F3V0 zu0QR9Y<1#LD_gadt?Fj0y4k93wyK-03KCo(_`syvK(=c@DF55F>;jV>{Akr$?za>- zkCuh(0-NBM7dv`5C9OqL3Wq+zP0=nTD)V3%7vW!pY7x1+Z}3vAj(gb`H3HVT;l97&-%#qCkT8tnCszyN9G?&)JX70?2FWo&((P ze&>AO$uL$};Vl{1!VqoSC(TKFT<3wl3>;H10+=5_Ih6%lY131s!+ya@i5Q3 z{tKXOl#q>W;-~Jp7MHiB;EjjFuJy+Ql~$4@jhx@@_B)K7-bpd;7g^LJ<}+zG!Yar4 zJ$%4n+~vfBl10qK$y>#*mUh1~eD5F4hJU3!WEK+swRdwf$EvA)Z|oy~iRS<;l(-y8 zMg88v%x)zT#A}NFMQ9CGS|c;9k(t)WOlzpp0GYsw0I3K}78z>`8WF+oi@5906KoWk zG)-H>*l91gCajx;Q3Z6fW1wO8QVnl+!T!aX60lVp!&?PWx5+e7@5twV`sJ5RT+jnm z-Qh*9j?oiOjwF^!)78$`elYgfP=tE<_^YRS*ON`UVSo%m`N;X{eJ69awa?pk&8WEO zEEtzOF-ZJEsrfc0$rg}TgqRawdc*SY}vKoM_1|X{e z$YKEJTayenO3P2lNS1{@eD0;-grF6<;;&%1d0@6FV!-B;GK4PGa9|K3mup%mkgz$= zG)g;8C8-C{fc{F)4&xwQZ8Nb?maUW z4-XtE26A2P&a*b-`r6>Qr<}d?`ryofAD21q`6gUo>D+WVy!MAC-q?ZYsg~^rPVcBZ zwy(!&lX}O}>wk%e)Jr2L1OvT35-g45df#<_m7389i9M)Y)rrdej~49=8mVY-Ry3F^ zTD4a+SSxk1QOAe`07BB(2j3X>g^;cXVm zAx<_N6sU9=pBVoksoMDXWc${=4M|rty=ji9#wr%e=Qo+7O)H+K4f=~ZrZv&#ms)MQ z^-suuQ8sTP5bSKVQ|nh~#Kr>t2xlNs7$GNRaz@))gH98L5+o8SnhT3x=EOs#1cFWyg>q=(4*4w-S#;{FMcPG(7%>MtAg%wjs zK%-Wm5Ei>pYjn~_J0@vB&r#e&AY4%^&EMS0kHDCXO4`5(YmAW1=L=i|A99as!Cl7n z?^*Qrc(5(XTl5Q_jF%MBo<+*Sg}jjjqqm?>*PE05dEF@(cyY=v9<8cVZ&i_fnhuAswd{ts*2%KnIko$1-{_ROHK=;P zXEXT%Rc2a!Ucaq$X=2xziLU;$ub+69PmdM*j_*lZjo3FDd;J-7dc&{a+hO$`j< zJGzYT=zaYx=4KzU40p7Io02)0*Ql7+sF~MLhyNAS^L6x@>~l#Dyh#e+9TME41ie&( zdz0##BH^ht-@$#yEROx>BB7|bo)o&nQ^{uFJF$k1RH8oTZ zvA7?Os{Ih7EfhC3#klLi?x?l`gNC<(<$1-RzMq}>ZdKYdG!!>Fd@gL;X#*E@V^;V;PyJD~KW9_er z?O|r@;#+e&UwEX?(J_!&zdSYFJM#?m(8Czx0QDQ9n|N38_N|JqQ5(Q5t?)lugo2N2 z;u6<71AhMvt|6|$kKcD7AYLaea!bmFY@XYG+1#?*AE_g9ksGEyPJ?EfT6U*9>xjN; z!a%RRC#@FI{wO+x+}An4@nb)-EI?2I$G@U-iLb5Js*^-y~P7% z$qF;*k691f;)#k5`I&{emwxq?65|cIZJgT?_Xpd9D{oF;JSat^u#ponbB|$EU)4WJ z#E2sCbEUiZ%Ozy-6``jTLB)&UFpI#(B9OCq4Sh}!L`uaxr9qw2piXIhCZ$200s@=4 z;E<&l_vvgMKt1;`Zcw@f+o*m7ER90na$_!N%%%!|Wpg9Y{cpm{F1D%jjN|9{*g5vG zV;}qY_#-xs9Vd4D6~`ZS;*{79apKsq2`MFnK_Cs#Y0QQ2F`z76OUT&RCav8%P1%^l z#YS(oPJuvD*aa6=J1#1rsjWoSRlS*1s3NVq8dWiS-uJx6a{?8J`1s>}PvYP6fB(<_ zK|7bLwvrz0U9RHIDC}VQW*bI>bshmTL0!cR3%RU7Gc;dEbiX_i=CbE znK$;0oy)Q2R-|Fg<-u3-Sx_t}c)-)28}{2}!Jev2RL(8UoVdAA7#dV)<>~a{5NLH~ zE|;G_2-+Qt0o^H}y9nMLqLS2oOg9)!Wm88|jDSwN;09!Z;0dGr9!7M-2zwa2IB4d< zwS4H0Aw>wFUPEq>R1&ExiK6jqExt-Nu0*^&p78sxDPLDAZYk+IN?NIOMnCnHZ1<=2 zvwDSIbKi;OJVhM*=rP&4R4?PqhMHVYT{__ z$XmzyHXpsT|IlxyBbS+%PxbG~v?&w{zi0IHM3>kivU934rw{K%EhMs&9eEk<@~?@uNI%?6#| zpeTlVruJ**0`qq&Lv5w@(H5*!(G)45Q(sU6mV%oX=yD;Eh17~LWyyJm>*v?eM_G0Z zp5~ejCb~T4P#U_K1j{0I@|fwZTr)h0Bv^-oO+=Ka4!I;M#3cF^lWrciO$Ix1TDW!? zx>=^T^oef!7os@b%iP;M5_E65+gsXw*F8o_!6S=v$J)nI>kB15Kn1YE?1-jEBfQCf z5Q6_9`2khNkMFB1eNxql;`T49=;oW5dsTG%-Ys{ly(RbVyH)rVHYtN-r2xXeSMQKe zDT_twk3N4Bn6$-ebusmZ2^H&skdjQ{N6CIXaSNUF)k8@}AtZf%zn&qlmlgZdt&ZbG~UtLp4@Y`94NHXywO;z9h~YeM6CyR z$3~*o?fb^>xdS%M!pYHt83%L1+uFV}y7lz-@Ft6?%jNA-a0*ZVu4gl|J7OKVT}e-- zH(|Gz!~N5~j;Sq`GtWmfYESK}J>PZr7CU#n*xEDlaBp8$p|(c?o#MdYrtSNFARi%t93g?6Edhlat4oWTh!**p7CD?2o0}GW#!)$x(_KM3 z5B+f^QfeQzmvK`-nFi__l|s1`X>dol8nj2yVn{Rf<>+{!dNnoyBhD&Ktnu+MBc*qd zxuiBpVa3)}?9R;P;iVl;6f0+#!t2HF{IKk?%O^)+sO-(RPwsg5bNQXd;4)h5fAPW# z6nOrRAAL=atD=-hd8oG#t(B~I%zMPkSV;C>H{%NUijRqfoGA+dYq_a7N;xS}qA8MH zBKcI5v5SE6I@g+movo{MX4%dcF~g77Ld4fePsNVDWJimxRi#yc?!C}@ZUmEnq6pG5 zh?vf7WFv&1?F*rwIvr+#l~}NJcV94&h99DvInYg#x{5tTmrc=u7#+)*=nABxJNOI4 zNK=cUSf;~Q+|*(>6@ID>MmOnu>WHj#1cZ)&&><>e(c1)jQGaSoXXhfIV+ zH|4O2aL}Vyw&jd;Wn0EiZrhOY|Gi-bz<~TW>HmU_@sP(yOYO)>ng>dm;Ye>WQnoj! z1+^JDlcqnEe8`w4hJ?L{LQfn^qsWeytD~g>d^de{{q1Bqp_cL#gZehd5+%p762YnN zNX8|o&Eb4k`uGrv0#=W}TEc@}=@WGyYce^lmQ6fc{$;UuSH7E%jE@%Dcb+V^{@>BO z=?#wd_&dx31P+GLXw|27jI~4uI%D~u09IF)y8=`_POajq8>FhE2ht!mR+jXIjS7HD zJ6u{cXGnblWdf;f;En;GuaH)Oy`PJeg7)^JTrQLb>b-(A3%Np$C8=F#s||Z>(x#`? zV?F+FZy0sZzpXr_VXT7*5T{YUKy&S9KvAIl)NRbsnGMjLCOTlGea*B_NBh*YkEMeQ z9Z=9NGH|&FR2MN%7nulL1gZ-S0%Xsr0XyvLC}G&XW5@23BC_?`2kTYj{B46Y@( z&K2ip(#d`EmD2nR>EzydL~pV7Ci4-{3sU{m5~6nv?9G$nh}JlwHBRyZTx?%FX?khQp{8$>E5;WPY6g@v|NGQ_Kx*~1!p?wfj zq@60XwGJqotw&1IVV)p6>A1_>SffP>j2|WT|7ve%ejwN0pg*(dFtLGhWjr$Tvz?u9 zi;0PxI|CzY{>)%zS5FIl@8sXk75KKKx0aDzTX_#;$S@$tmxGyrSYG(+4~EVj*enDF zW3}IHpWJ+44(Lt;-HU|oisbBow^bWL$27!YYzP>(P%o7;&~yiAFuss7Pyl8fARGMrrmi7d7alx0=~NX{6{!NaOq8*w;BcR0yg~PSNZ% zvX=*6$!8~f>|%0az|#+?Ys)g(|FKgxH@>7E zlQ{9#ac(7bfjBp%Dgs9og;J!1Mrs2hQY-O*`T&)9K}0;DkVI+AP4Ezjr;Ym1CZH1F ziAJg{gamCP>J9&ynYB%*w3>6~_*^{S|DEsue$=f`m(-P4uAlkFuP^V{E3@@;eW-i? zerk2@%te3k<+Hnu!9Aly3lRhh5k?CU(V+c3vC|7t+6h{TwCK-%p*&U|lWjs< zo6y!K$;Kv`$|lNa{|bFXq|lEM3n}}7t%TPq>^Co8lWBSQemnM|epo-HKd&=wy{%hw z?=RR~{YmRVCNC8()5fbSQ*PKjSP5`HK#Z@_j$r__t8J- zbL`Kl8R|;F@H(ZJhN7qqMbR9JqB#`F#8AZiAwqOH6(8CtE#=}Hsijf4=GTQVJ#`7S z$3tYty0^zhM{FOq-dKmZDL)n8SWhhpWWkMfAxceIt=muhY{=`N%mM7ixAY(x8T(R6 zPXwY%-sy9q=G2E%`_B5gmsEojL; zT5-x|Ru}FHFpI@9bo8uQc6zb3lQ@PsB@Gz;09?Qu%x|{5Q~?~6CZm=X!TC!%Rmzw1H$BLyuS*O}t1I!zOkxQm>I=}LIV48%4lLqw= zQ>~?uCoU`si2{g;fw#QWi^mSmJ$K~{UF-|S=D!Y|+*5hx82v(jgfOiLj`RYc*hF!H z;xDPvBgpck^eBkrSt+1=*vTU+LL(WqiS2?UXpN}V;qQJMI&JV{I`TAB<4~~%1G|f; zTtqJE&bz4WA}1JiP}xDAioWS07iwG|>&Ye80VRRA2R;UJyN(*Zk$Aaee;F3KwT>%g zJ5ngy5QPAHs<9S$u15Gn#Ce6$fp;*twn3iF?bcH}@a z)iy(;!CXKzL-)FDJX_1>YZ-;@-C;Q-nuS!ZWMa0*GXJ4trfaA2y1@LH#W7j<^kzx*I@%A`-3CccC_E zE5oSjqN;i%ohFMpFkc z3CDW`^R?Ua^IgC^j7%$3bBe?RZF%A#Bz|t8qiO|>9L37vIeu`^;U;2&Lku{i+MH_A zG*FcdkAaB22jN<4oFpe@yNwfTp?~4GLdSRl(~n}c`WaE&(d90)T<>Eho~q>wgBh9m zElpoz;@Nt>;K5t(A;&`Dm>MV=BJ(Gj{sWB-xN`+Vr0>z_E{#n$o6eC)3kh{Q&h%>- zZ=T)3 z+Uzh&!(Dh2x)W)Xiqy;M4_OG4n=%M}imaKV(5@1il91$(!jZ&Tl14}Bosy*II{H>| zI6bc$Xu1^z3z0xZcLyRR?VO&D<`XTm5}}BBOaOSbI@Lx1c~}dk%m8D{g2*s?MAIwe zOG%0S<2_bN76)<_9buI2eJmo=b8@9bjP1U|#`J=ns~9xyJ!~qb%rSx_pl5qOf`;K_ zQ$cT`tBM(C89pZTuA@WHFszhNdnbslfe*h3=#{Cjhv?aW#3a!q8`W);CMLX^Mpb1> zp*@VU#K6pCQDzr`HG>MBOw8=Wmf1tpG697s1Bgl^loKK=wlDwBq;xb3pm3QGiMCm- z0_!Fs2++7m*k@S@fgb-BKRT9mbeg}2HKzAFQ7h;3#RTRMVm{&ZqBBs|`Q9x}=j4Qf zrdcD#98abdjuF-P<}iKNlsL$O22qMHKv8#(d5daLr@}AQ;7cvI$p@+$dA4BA1m25j zT+yNCyqQ^2y`W%)58D`nA2_crC?*8=MkPb0+**e@oEH|Tc;OW)%~McllbvKPsSxJ`#GS+(m{Zx!&exGUU!hl;;EGwhY zUvVo2yz`2sJ4!m0)iz%jG#hHF?>zd5S>;Yp6VwuQG5kh~Hg09JYQ4_Ajo!JTs*`Wi z&-&_oxm>`Bn;bWS_s)={jjoUEBfjVU9eujBp&QdJ)Y=#)KOLUL{1{{jm$#&ZvpKP$QL00yYf{+MvHB%)PDD;wncZ^CUmIQmNgo*@*SsnZ0ODjUjOXdxc zN7xuJtcBy#S;s&9xtUeJ9upvK^NHyrrzgJp!?Pp3+c;g%JGBhPnVOTYr!n)_XTEo8 ziuwRE*jqTdZ;0Iu1^ESrdwZVWLVB^%KG!)VVL|v(Q zD1Aj$`y)hY1x-~U3wiFOU#L@VmKP;0D zg^k<}qQ4u@G8v{FNl2xA5VF`Fa3~8s4EeBG&i0_l!A3@xCs1kvOehIu6nTC`feXJ5 zRKw#>R)iz*cvz5w2roRu4>*Q-7WBrctw8TjaRqv;dWN%=aK+63(#|n1*Qc6GQC#fX zR>{gUP4Q?nUK6#-A<+KG{I@x@;71NrN3>r?7V%GzBQ#UDZbPC|WPGfs!z{sNvE*E~ zhnGW6`O|h;QDpWPPI>-zR1HU~tEtte=g;B4^Dm&N5mmZ}CB*>il*o-xKI@6trjZ6@ z*Fa0I&_(j>*C>Yx(5NXs$izmr&al+?40!NgM+>97d0bu@P=YQy+qAX0BGR(80b89F zUSEZi;m6*cAG-a){I2)xvW;hiGJgF1J0DI>{o(h&o8SZiQn8bq@Hm|C9-OcWbsBuF z7#)LR_OL`=CMQ)82{uxo1V!V-se1FsWWqc$@!7?iqDjd&GArU{9p_c>y^7{7O|0D& zRDzWb%ny%@jBt#z!sn@w%b1CyOknE6JMWM4Wdg%P{`n0)_rYy^?p>=>gwqP#jrmOg zJ6iY)AK`n^cJu^#27Lt;sa?gMBaPu>fn649vV_^o8~c+sw4 zZoU?Z>(cuh$%3mzx}u9L(XGX)`WT#Qp{hwACYD8)kj0+5FO! zIR_n~*9&8#o~44r&?%C4%_PLq#*r$77jQAGPxK^OYMix&Z#}W|)Ich}{dA#v^Wg3} zXdmqsXC&Z_xS?`g8BTX*BciC-z)W^E=+5Z_EwzP%M>@5sJ$-rTE2Ky|(zCBE9 zcI$eqGN1H^(rt5z#vNKzu1xyUd&l->R87;_X{ZIz;e`k6Tf9mugkKvT*9+CMPh$G_ z^y1V}4UcQMQ^SoKj%ipcF`c^GUQuB`p2vssctaky=5Z>Ip^E6d@_B?+aADFGfv1AJ ze-+fAoE_Us3;)zbc(AuFdSjT)0d78<=t$qk2+6 zhIDJLb)g8$U1a@i(KW;q4Nz%~E_p`karWcPib7b-6a-|8Nv0;|787&!t;XWnsV&b8 zx7Rq8%%-Q$PS*74b>$Y0!4{j<7H{frD12=o$p+W-?^t>88$;Tm5B`F<5zht0mFY2k0Pl8pPBAn0dF(C16$Onz~uadD<` zai)PVg^c?fOvdOTJVD^>!MVkE=sLvX*F-ooy%*i7GPE-n04_f+EkX1dUvBnz9bF`d8_w=NNfcNDn3w9UVDP+Oc@(j>SWFn1}8lZYhhT6A|<6e0nZ0)IGQ4SS{dJcT?oLMepVV z{E^L4;iMDBop>5bnO8`cKwTg`R}2jC-E+$vt>rUS)_<}POI-|{4@jn|$<;_{$K&<_ z6S3FYrp_MT|LSCGV#8#2+pu1>a^LsH$6hYfRq2Jcbx&IsAaJ2K(V&E zd!kDlZI4WU_2g;XxBc|4OzqZV{q5sBHdIHtw+uIRJ-xFbyJb>q7}?&VMtcWFnbF#= zTwrWqMQ2+}r19Cg*E1W|v{yw|cl6ZlJ#-kNem!{GJK$|Dl)^U3*nxzClQNDwaNLgL zWw^$IYgwFRa2n9iYl#1(vD*(Yxk(31wYWIfM99Z8x&<<5J^ZY9hXZ8-h@#wYh zJfiX^d%ypsfmMOcFaE6f&G$~W#yUs7Fio=kd4$+AybootouUwng>kGB$0~3%gkwP* z3*fjP$9*_S(NR<y2uM-tA1qW8VCS%#9l(2Rwx;5!6VatrL9RR4;=Ahg+te(1&`emx& zV>5> z6lh_zSp%qSY*d1_>ef{tv`lT4t!Si`HjSl4tb9bYQu_x(8iQ?G2kSqTs{Mf&OSG<~ zQ%gv^bMJfkGDyYI&*#4Ddyk#-b&@Y`AaPRfp8( zE7xo`t=#7=*B#==uR5taQmO|vm;8Z9DWNt+9zW(_9WLxcpS*#&(F&KjPu%kwNhU(( zg-I$x@*`7+W1a+9HUxN$3ov5_Fr3fTC-Dz*mPc|IghQa1CREU*dBwwwzBm_+<}eCt z&eaFxnl26dob;3(v9^rqxmvSqVX3;x!kPy%w`4D~q;cLqK1sA zsMw-SzL~DaigtOra@kmyjt0Qye4;`1du*c9;~L+vJLe5GtXs5nTYH_$rr^OS*@G<` zpKjT5w6`X(^2hyGg?hV3kyd#_K8H<<1WF>MrEcQfJaAxpCbOnF9#6;Z-iY55&{ThA zBG|C`M=M$n9y_(~y2ER*OxT4LX#lO>O;(y`Uk@5O#0=d->g;IBI#zb-xV7t;wd+QN zhP-oaS8DCrppUFU$K1@Pa7ikPZ+Vcn?!K;Q^%s3yy~OlSmoL`* zFo&a}sY?;}uFP&lS+mXIPM@xC(=+!A13#W%1Fg@VeEM5^yPG|BSybJQhOYj$Wlyxl zGhIJia}d34lNHsmciHats`5ph4b9tDXPp=tBHnF$&FlN~Juh!s5N+*gS>C^H0ok|l z*v=+@xI$I&5?dLHCZqAz_1UKGd>pgV?<@1z;`xnD>GsBoL^>gPjDV+9SA7^MHIMCI zxpa4DP7!Pk>)6?~uy9BGNGgH(ST&P8Lz|N|B(;E4Rg=mpQkf#j5J?#%!OLedNRp)_ z6(A`;NtKY4MleV!B~nRA#vr_wdd*t8AP~esfR)&Q6$VV6NACwhH8rGNWlS7En=VkG zg#vAHhvF1>cXxM(h2pTdLveR2?(S}jyW8UKvMj}&>vy^PdB1KlnPenmnaL#cyzld@ zO6}MQMEzt-xxQJInOa!W{WPXm!>G)CPngh zrqr>jWQKq~!iXF*O5DfraN=Zl#B++-dZPu4jMjs>b$3OV)sZc7!$O|loP@SQ_ll^W z6EjBaN3yl7u2?%vN-(y^C zTU)84msy$lNXYE7-)3s7WK_1V4Dj&5&zGOTuChfd$n4qtIWW?JjNDnE0S0Z-xPMF# zd^;Q^G#@1dkt~=Nc+6X|3G$8OO?IM59%-K)U&AxUmS0z&9nq`2Xi1MXTNXx6LfdEGw&n&L}Yz4l0dSGnc?&{wh>FWHLtC@__*$t;#wlo z8&O-kaN#IJu{r9H?_>O4^X#-g;I?&c4<7$rF3Wg-8e+$YoGQ8IT4lBIq!e7iN8@gy zj0ip*yVg(Sg>1bsg2bNl zp<(5x_aNDu_BoYHezY89Zkb_nwMe_;VK`#e$K^tB*JTp#r7# zS|LiVEQgqS=-4d_~Czf0GzS_Q31yqMF)kMJk3d7~`u&y~kmKpn=+5nuSQEI&GfVy+mr zotLb6tT?m2a(s2vFcoJZS-dj~k>oqv$aoCl^I2Yx#&iN>-URCT?Phn5X*aIG<7t)b zo*N}9uLLCe;kf7h_hl&zE@gn8b2d)5(@~IV()5%kE~ApmVfYKYKdSJqaC~$hCITeD zcokvoVw~ES1F2>n7U#=f$}eO;=^kqbQO$l{b+QZ6fl&GrkU20#q4@%0W1?!gOms7S zv`Lmp+=Zyxq0S_Tjsm~cW?}T)Fl_o}`|K_8?#WCTk31YZ*f-%w+u=hF{BkcI?|VZk zLkPE|Lc?E(mxcEp^urnnhc~!5PE5YPcPC@{l5@R!!|^r5?>bxw=hX8L*I#mmW&j za2Pt^(h7w??g)kB^7{}ovlmBIz$7Mtyg@y#^lz%9XYrEpU0gL}!d5+TGZB^>I$S^A zzPXU~m1O38;;j5@@vv6i8%J00mLty^MzFn?H6p$I7_G-7%+EV0xa~%I!xl5_U{n8l z9Q79`jd%Eq{gVe-&_Hysw5kaoQLrJYz1EeBSvNZf(Gk`J_>&DYkiAOT`rInK@ud+KZ?_kpxijO>!7O}*8;PShLu zh<+K*4D@yPYR!y5r0?UGF~wTwpMD*NEjofDAoG(c1L6GyJ#&1G!gbF!ThQ8 z6JgUQ7dokNCUDbK(hrSZ6MdbEUn3BwO)u!MMGvm|%U-$@v~8^;)64g$5IG!r&+uhP z`}3J;2U3Kwi??2SbXCHOQS6OPSXXkU8vWzZr4uf3qHA*tUA-zGL|>v3Joe#QG2J4B zmv`VizIRjL#E8f|R$+|KzFqG2Fcb2vhCfwEt2=ta$ysJ`0JU4CE%s=_H+02aN7uq< zJHMqf4Z3do81CSIY{=|J&{&SiL<{ClcUw2laM=9vhu4sv4{&kxD49F-sL+QPg4cf@ zs=wZW7NhLcdRkzIadU~P8rq2xN|q*D*SAhvJ3a}SVz>pRAkCANY4$DZ1TKHSX%cx7 zV;6hPQJc^A%=2xqa#CYl5R|oL8e4?HFBHwcuXL0y+%cBD|I%)oQ_K|s1B`Xb_YOPIe8A6A#Lo{6X=dI?AnF&yRF z0=ygLREmXY<%QjmQbbu(HM1>z50*p2UC0K(S5R_p<80?E#)Kk1!R*(ZUu$8v!y`V- zEyClusZpP+Y2|9y*9=_UO9xI4){RCmAzpl4xLjk}t zLBa>PS%>MzS-*D)u(;_N{nb+ivwayt@LuV)PMLz4H5ary`%mr+Bk7$?X_?GSqZAx= zS@jBb80Y16Az(}@(x^Gtm{p-$u0e@ekm17L-^n9eb$)xC1tU$r8Fiw%A8pN6tlr?oL zp-o|;&R}n?pPI`V zxWjf}qf%!w4kU;yOT^zOe-|e7VqxO6gCRZn7d7;nb*HHZ9{tOQ_8fcf7h=&)`%+R@ zsk{|R&b0dj;Ppplpc-ZFIQ${bTfqWN&WO~xl#`fDSE?CO)HCz+AKDX$4+Z}ObsP8# z1w*KGHSPc_Sy9Ic{bO;G8|L)|a+ke@)-T-=|J*M#bGhm^exE5EltOsTN4JeQZ34Qb zhPOFzNB#;m>Yufda`yv1fx=G$&ov3#4XDJK;M;rlAKdva(dsm3Z<(1i_PDud^k0QM zi{EG)R-VfaRZqKlMrS=m&ps?pEXV=>{z~6&Niu$M!rvj~I{rnwHZR{L5N^w-$5HG# z-;pd!Wsh>(vz2-ACe=x%%%7Bpvfn%S*W;NklM$?TVCD6L4~EJVndOuGWZ)k$)@j)T zv^Yjx!kVm{(&~uOo7A1iTJ$@y8CCNbR#3S1)7*wHHi-C|h(JZ~2^efOv64;62a}W8 z^k6k*T-qS*cPSC#Wy&jMTgfRwzpC4}daqz5^t^QmaHnWSG}#J(1~QhRX@=zVLvsh)1iS7cM~_hIK*jJ=4L?4*oIy_)xFsfv@{>J!{3W{3N|&N3NUDf2Y7uLq8~ z={?P{EV@l%6#J?uwE<4Z%4Lj1#0st35MTaGqMF&`4?ByA?WdyWqTlbAU*7b7?L1X| z@m77NgXClq^$(TafB$^4avJ$?==SZ_hivLxa~FDe_101AahYqv=_x*YJ=#7Id@G;Bwrk(X^ z%5$rKB`r^uWusuv1X=LGZiJdvJ{9*NFslQ58X*?UCu zND&yirMfBbHC&42aO$FJTZAfJ6izQ1NNq*lZDn3JE*$Pl+sb%l^>#XO?q6*sKu=7zvo%yxMOfw=MQzBw?A=jBA(CeON)e90Oj)~QEtU=1Ma(z&^`$^Cl+SCenKft z!hO>NyONwW3-erVOdc{z&!5Sa3|q<)*&iK>660Q%-g%rW+loGzi%(=ZV6OLic5t8K zG#nSEc-;ODZZ~9RkE+1(?8Bg5@?{lXI`U#m%Q+Li-t%SO1y5vi?ic)eN1y75wVpxD zRqRrjCDL%@>Cn8=>!fZ^dG43Lk%ruO*)d{WZJ;ej!u(q0IL*_4IFyovbo8`LbNgh9 zy#KR1Y)tiXz*@u&-Ljuvd8G~%Nmfv&rA8nE|WtR^^-}h8>Gdn|8lem<;Ob5Sl-QV*SKqyA`o_ZJG9R<@A00M4oj@ zJe@h7eb#Z*`Hv>%XMXH&Sv{Wuk2oBM-(T1jcSU8wT853I&E)eRK09p-2peoCMm&~?6o8pp{ z&UI5Vwi%B}57l4a9f>WX+*Oa{&Z}(}T9;M?VhQLAldMjw;z&>4(5pie)t74T13t6f zc2m&pyjGXkNr-sV`oAZ{b)ZVx1fud5Zq*gkfA%z88d=$vjp9X%9X#swqVp8ZGvrSa zMv()0ZP4K2M7e7IWKnsM&C-SD&vcT@_e!mpv|OU-AKE7a*2@eInVx)RX=>UZm=%1Uy zT!&>u-mW$s8{gzu0w8Ynp<>gAzZTs$+r`kK$*|r%N~%OYzZiain;sH7sNWHDYKgL# zV(K{0^cEJSi4UpgUDrdg-W(%4(3}oxW5lT)4#?vpSa z$dPBlmQcRm9Flj9uINEN_Hwl;G1oYRB=fk1c)P`54SE?zZC1;hcv;-93}9CkRt^e? zXT%CWA8RuX`mw3xoZf|hw)Bv}_5^W|(l7a?w{U*TaTdK)xOZ@Cp?ahDHEeA-EHQi% zyvOnv6rx>Z6sha_Ftq(lIUoRLPPXR-#Cf2gID#V2Oaz1ddWL<*2<1K4w3MoFp>DoJ9lZW`M zpk6!8YT$cDuE5uBmWAp=6zW7T6~CjGWi@c6z=iw+%G;i0`o(5ELOMj{?%V=^>S|>+ z%{nW>`e+}`!vXRxed4evDO9Y@bUUF>&)~<*@Q(1gA4&IRZ@%ak^onYZto=I-WLO{Z zT{|x7Ft_KTAtbR^lfN)__CD58W}e;2cPzfQ2WJeW$6ivp5?c(_9iju2{(5%Pq<$n*=uQgGm81;n7l}LRk1VmyWmyUt_k^h)iGW5~%qR2B zy-tGtHD9)_<~5SQ&YuS#q1so1+qzj_Sd)Pu&d`V8zbulaf@zJiYfK8Ol)tuZ1PS?V za&~g=V~9|Fu?TAw^Wkz1E)3yIdKETXK!w4x*DvqP5|A2j#w2&g6Gm~ zTWXC+IaU^vS8$&G=F}|JDB&V+g~d=; z?~xPLRtiFcPQ=RicN^!jmM_`<>?%ns^zd=&8K;}9y5Y@D8T&lz4CoF1De@;JJbB03QsC@RG&PW*Uq*4A(P z-o# z&h-9${+JBZP{M6ONZz3=B~jGBfqk5`T=D+eyk^m-Q|kJ-u`@*8joiG#*ys9wTZ>ix zdR5yNdBu=R=n5&ey(Dl1I~jYq>S`e`uFN-8JFPSrcib!d%WZZtjCUAiSQLyZK~lv6 z-aWMNZ$4Y=y(M0Pd(bo=DRu;Y)dlvuUi&U@`(?Of5^S3I5pk$y9-J)80CvRb(7#NZZh1odIENXm~9kc~;X(^x@ab$SQJ?Zll*L0d#~rEwh@x zq1p1@vZCbyOpD1+)IV2mrZ|Min*DtFhzA_gbsCfLPyk6n+H!F1%^JU*=KiiH2LKpu zt|daA6JCau;DT#Em8(p8%I$i!>$vbOP_Bc;AIXmq&l2s&K5D@T0v!jJf`$SO5#MS$ zhAXKK^%Oht6LV^2mzzTApwb;iHuq+z|BOdM^CN=B3dWVY|2C1;)rD!e-b$+)^hT3>OcBiB@M1r8p3i8%6FVEd;uia3u-C@rw*ZpUwtHi5u$;bY; zolb?fIAFP;%48m1Nn-ZMgx;@7=8eev*aPMuHXHn3fiSD)yW&sB+$$I#^QNN z3YzpEWa)vD`Mkn5_U+9jyb_&o*Hv%pA7_BjT$`dUw}b@O87t0Zh6~=l;TF56I93!+ zOyxntO-!EQAobdF`&Fn2Vl`=Kh3mw>{XRhYbwEXDf3*wXx)Mx&7Jf8bY6(oP?~^mF zR!w-diTmbC9Ys}~Nr8>9SSm%BAqErQwr)!Lo*0Z8TDZ(6T+LFZM)g~O z^(lG36h+1IZnUaev2&s!%OU2df4KpE;P1VMZ@eSXV;@-fBw^Q6VI1{D1|=zfN`)2b zq;?vZV8{GZ>zc5-p%Bwr{Zs@Dh*_ZlxYjH%pTMAZW~<2f@l4&7V%=}5g;(%rDhBW& z#CB-;sru{C#*ra%>zq-!W0A(tQ*PQO@#@=hDzoU* zeRw52F%6NTd^W5uCsa3YbgmUUZDVN46dydI;xa=(*5UcV!4IMa50-OfR)z27xq>4)jK2t57b#ia%$(Z7HO+>95UA}jCspa>&hX>7zvs4lf zwMa4gL>g8Q$I*3(%G{XF1-S7pvv<W6t>Ajao>~s@{-i7DboCP9Rt6 zSI-6?Qba<=2TZJ2w{)BiI+{Aw1S~JuoXo(=0g`z&9?xlJqNMy~l9!!0GY=8{dR>;i zqN)4mwKlAZoOFs6gq%fA^a=x$PD7T?;)eya!hf7j;4-(@*E-VW8&#Ea6iN`&)@o~u z?$~5Trc*#;&veDZg_3jqqu`ocT+Rtm0$~R=tDIB%$t#|&8ORd}wH0&&HwBP)7-};8 z0sY8tvH#&nP`+5K<=KN~dc^*g*@MkfPDAUVJJ1o-^}dyxL-3CdDBor7kKTk|y+O`$ z-Hwa1UKd~O(mjMI<7MRJ*r%R_dueJ%QX($V0fq&y(hUXg{d6A}ud>YG$nSc4)i?(Q zZ3SoBjLzxW@3Uag`K2FR^;~2j&*_q9M|ZKWyhcs+A4wk|lRvj+8P&2yC+92{R{yW~ zpG``W+#`#_*700@?xsDM?-{Kgy2iR(B0tE;TfQZVUZD1_eg{OiGUgUX{QC%bcvpNN z$o}lX{IVH!*=`Zm#efU|jc84|hdT<7xK=~IWOI8W@GN%$p;Mo7mJpGp=m0NFB=Oiv z4HP|9&o)Anl2HXBeIDV&PVWOt(51@Yx@dO{A~am=t4~mYuPlOvJmhVfvZCOS36wU@ z+(Q{56N{0QxOCDT&;mpPi;=3h5 zZfhcHgdUy|2xa%(TCr-(p5)M>s^iQ>fL5`dTZ5V7xXR}HWgU<3 zB~D?Jf9}LDJpNtr1_-pKb+M#v<4)FLQTI&yyUz|NlBlDEvrumJ7U0&ePsxc}oHrE&Q4@$O7fY8UyEgKKL zshn2rK8u356F7$x;jYVwbxP&msG@WiDS;MO?f=vq7|235N$Gz;9}WK~ztPSp`|%@tIDJEM;&n-PMcT9(qkn2goQ@ z@L?>BE-<%z@9$W!!7PLb=ZY*c>sXi-Z3d+qdsFDP~3WcVef*O%((80Gwy;bxB@-wgJ2 zq3Q-d*%OI>4DY?LA|CSiYsw;Szryy-3rr;EwST7YGnTA@C1V%#2^Can zxs@y*Y|1HP&h%l`#(fn#6cZ>i__I%}1esZU>Yf}I&oAxPNiTYsBmmPT)NP{7)l3zy zjtg0{N@qj^nBUr?*0 zYmH1F>{G5Qf5oZ4e}BF6SheGwUr4@CEj@Ay!<@qcll*wUvRZGEgI-B1Z|%|IOxOMJ zM~rg-&XN74Lbg+*3B;bK-cL1DtOU`Zy}SB3V6UvCRitM8w# ztbd+xCh4}&S-&P_^-GHFi`- z{(i0^Gr<|8pEo>%Uzc5$OY9{kak@7rnNuw3l@1M>5p*eNIk#I9_nqEsIQugQO!W8uOUCoujx9vsj6`* zunCi=x2rAENi}LBF^eH={0!MQgex=HP zeDGn^woo~MIV&*#&it$GCW4WI;hxgZds?u1^YUHH`V zSb<2!MZ3b54D9j5z^JT6W$l=7`EHJ;{whW4^15H)axC26jkk2sBSXu4St##P_C4&S z3?>rA52LaWN8ej$d+zE6y0mmn#GT6I#?JP; z!_&Is3A}mY1`mbQVMn>5 zFK#U@B&-+Otnphd z;TkQWOjV4Ea)i2!ZeZ&|9;-%&WiP7M1?0ZdD|<D4^WtDD4rxNBu!;cbvqv zlFz%$Iv-YHf2(+#@9v8DGk>fYelmhJxO#5-Ew!gb%iMM+<1rtD>xZqWHp{YyFoJe6 zOQ}2+?s{=#Df0 z$5c68T!lo{6fE0OA;!mIU$Su&D6O5X|CF4_W&uwmdsXTJ@SN6nIL6JguFLuCQpXTB zrqssXVB4sNWz-PYn6LL~8WQgLRl)c_&3Nx0tAY$mF8}bQI28SZ(XPhWZ}KwE)h1+W zI7WRnuy(m1j90PJ#iL{CT*$Jwb^C1q9)?**!~AGhprC;X=;x8ac$IfqE!hUlxOn<%IGu43dO5s^npoWQYuz9`GsnIrE)iMz zYM4$M5MIv^ioUijRe*2RUKKn+#4vZ6*$2}Z1}Pw{XL5TKBCsv}>~L$$v+Tw{aO~Et zj$vu3CMRs;#%1AYuf#Kpx!!m66Tk+D!>JS+_@DWJiCG;+Gshl!O>;PhVRaOD*{G{twcI}c)7sd%rp~DGP?^TIvn}DB z@Y4bkj%W$znxx9Q&AhmdS$d3O;|znK#Ivk%dnPrML?3w$dqeEmGGYUZ0m%NYoEE=h z;-eb*@8ah@Tx^n~vR{dm2y2t+E>2y7C>aOAC?nl+R z>YfR0Nph>_%DwrqhvQ_V-%}Sk(OkBos3Hh|=gfNA7XSREynOm%#DMA-7DP{i$H|Y! ziTk;>Z`{%I?`!YsNeSdaOtr`Av-Pf{NdldMU+ z4Wg69o!|UfP!(=ctorjs^Pj#C-<^OOS{kmsNB^$3r`lIjxSl*H zAuk#tA1;iavFqSDU9>10*n?!5bC{YpONWF(>7k3P^}g9SyexfM=?kBYV|Kiis%v@$ z**@||E3PlOyrEVh$}q7PcJgQzn5G$V7g39+7jCq75oB!@s2lS(2Pf6cos|2Z3h`($ zs0BJ2aazR{Tzj#p+x@3Xu~`{YiBJl0JeWnGC`Z1fE&cY*eu7lKxd7MYkGa+S7-wq< z>9M8vnBUG3bjCCHBfiL3g%dkZ$mbMQ$`b0tM%|Xw|MYgdVKdwucQtBXPMgaUhnj-C zxZQRxfdX{)jV&It{qHJ{a@caX6Qec?e~KrZ zCCAv~Gln@(_+UE(bew0Z`R_4zi}QqTlb?=Ei%R+^tgH$Z8-g?ZrwcM){9M{&LB4K; zH7JdVRpVtx4$d8)m6bwtRGAgf6 zz+Erm@V1e~_nz>`SzJn2I@<4hG=rf9L9gGv>X+3w%d~>;&Al7lXh9=htSUX(%-HY7 zQ5n6h_mVVGD7`Q=QAgW=mzbB~0oTmw{Pn;j;-cXtlS_d)%8L*0+>C#GZ~X(@EV^_Dku~-nY9h-*1yv1T08s|B*W@ z>Pt@I*ZIv}Y_)+2l;7VCZiyhSLue4!D_x8|;mQHGOID1s#`K?|IB=S4-_mVu2X$3U zY?IciKnb=!J#W=fJ|@B5{^7^rpyQ|?rB3=xOL`(MY;_*o3Nvr82H zW7mf|g8$550S4)>{+yhiLM$fw+?<&Ad1Cb@kZ{4>hecn5B9Gy4)6TW15!Qgcg;?Ky zM*Mf!Y%%uD9^gW*R{fqIS@n=(mgb2JUo7E*AD@HXVh%Kwo%mK`l#+A$Awbtm$1Z-c zH_K$>OrgP|edSJY!@H!fYjNdRp}C~B;QZi%{*cEl_b-T7fyi<1-%03nd=E}NSPm{2 zD!^92%V5Y%Ahc^Xk#n`@pll_JM*MZp-O}T|L|;pnbb3RZMLfmc(vJQED(#xK{CvY7 zBxqiOMY!!_mUD@EMd%&tW;o<^-tR^0*bG#RZEab3H|>`5uPC45dh@%__JUJZ(H0*A zhJV!-^{*|c5BW6eZz;lF^_da6vA=QU&In5VaFWEsLc1_0&-9U%WhU>7l3AV6nMNv0 zn5wL9%MfZ))xw;@B5IXtBfP=;Jt#wHnUbqiA7thW^*-V~dY*E-bGkPv8S7J+-@&`K z^wB*2In{}Hqh*D^M{OnEjWW{$cSu@|_D(d3GkE*Fliq2}@*dnMxD@IcXZ?8o;`t;E zYv+7jowRaa$?@>+e}{d&_e{hVU;3buSc{NEv)H4B`T+tRstC#c+R}b8-+EQDS)-N57X*}PLv$&DS^rOyd zMPDNeziLo@0+0749Q2&!DuEh;%Q@Hl z6I_a3*0R7{dHK>zVre5n;lt5>kbOb@$}f3Wa(1?rJDo#nezW^XWcK8dgs7q=8UmlK zNH}jNn}yoh*RbPjR_`}I!2~Y%wo$q_iPxEA%XxIvDipjJ#gF3m#XS&0=14QVx{2)c ze9Z1#P{eL+7m_`tq7`h??nZ~x>uN^ewlNL##gk@Vx>uZt;CPmS=nE2yr2Of9bLpis zB~8eQsER#ohgtkaeOsYa+#O1kS+G$K zlY9y@HHwrn`Fn50dbxm-v^b@~k1;puZqk$VuC`NqQ0X6tUd$KdLVJtNEWZ_2R{qKO zRbGyXimX_0sKE<=2#2#!r`4jLHnBZHO?HU&W+nE~SIgKY&kjH2RI*K?Sw%p4L)GRP zb@j&7`(_8cvysv~y6>6Z|3E!&9`I(`b6emWDaStrlFPGYPIxL@Kqo@1?XfZ6=%UVz z#kBh2GjX7m)d#etf-ISQ*>hWOUG%;Kkg1vo4BQA$JzLSS@a9Pl301OvsZ_gmFXkWC z%C>lH_{D}l&vQ$@RyG98#*QA+rRD_Uyi*R<6Jj31KKcE*^%L>~tfTqmO)`v8(D{8@ z$y}1y9DP-H`xrH4QzDM?uPI$wD-)Pnep6AEUHSUD78bF8W&lfS@o zQmw9{Oiq2OZ~JuCXjqywwZwedKBS^Bmji!uMQf+2z4{#G3Bef1L_VEjplV z_>`QTbM9<#EBiWHX~F|5@7dL&2rkomsy!jYzrK;faA1^ZT3_(mG+3GTxwa5%x(!31 z{i=>k^B&(Rf5k-RfU$HP_34C>jJMzeC+;wlLU)AqHgvrvV-zvX_$}!z<15=mk5Jc_ zl_x`wn)gp`@zJN&7a%$Qa+CoL2nj7)FcjY4DEl;)e!Yc)FS5L`e`H2bNKt*t3xIe3 zsu2{0$d$dq=Y-?8ZM$ATBo2DR1C{az8#Ef)69_Z5(2+%0HTXL*Aq&5Lo0!en!M`DV za-5E?#;K8HO1N1v5FuU+njB(SALBd~+WU~Nw}u@3Bd8T&{Bdd&>?gUopVm3uuzP>w z2zMZAsSe2(@`AnQk_gsI4cur5wwTg%2BF_{^xEUxGhQy<{i08e zE#Dh$Kj=%tUrTgsHFf6sWX8}6)N`5Veu4Bk@BG_BSIZd$9*>=_KMS| z;{{7G$W9P9_?=xnO^3&uo%YknnAw_q{?}ONFXJ!Ml)NRTdWOIdVNBwzUazS*RR`k` zIrxz3POkp!EltrJ0(QeDMg^I}6kHQar zfGg8f^D(9z!w;%X-hce@Ye2AKjC}!YoB+e1WJsIGSC890i>LN?6!SZI*5^0HRPGIb z5s>^LOUe(>ZN&TMi7l}QqE7b2n{Nym{J%*){r{t8)Q8KJWGj|xlp6`EU#$oQwMfSt zJ~N>s4zlsV`Y(&08?Dz36{mVs4q*+50;X1dK$T>&?|e{dv`o)xD#>B*!auU$S;{ehp!^Aj^xtp zr==OvGyytLPN`^7nh?DdImx7VESb^@;UIuCqXlb|wik_Gf8`2%a8h|`U0oFW;e3WX zanY|!a%AzFb)oKCgGgl=b^~&(@CF4qTivzVRgdyMGEX z0wP-HOIhQ3K{_ps*?%e4o>XPJ_HIc%XWh%Y9BY{ZA8AusS93X$AkS%c==WY$9#sns zZ2Pw@F3zd596Oe$+CR^u|A_kx%wz6h4eiIo?5zxTI%e&ztQnx-%Ptr5ju}IjuE?ya ztUaCzIZIGYEwj2#m zf3I$BI+~h!@nzH8EQbE(k8jvTkK(hg(z=R-yR#VRTTDh#S?z@zWueC&=*$-=R}7Se zFHlr{=e49tS>0J@2zFKPGccd5X)-NBX=+x-unAjQ(w=pXMz0t7yBZQ?ZQPc9J*2~J z$6_3${yhpTQQ2oihk-_4>}tpNy#eX0U%Dl0E-bMz-{QF}hN==*L4Dyfd_l_AkF$Z5 z(&VTmDv{=ckPf=E+Nvk5Wd$vlZ)>!mq6J!@h%23?VqHSB?TT#qxx+H5?rb9%X>C-g zugs<6sOekt*>455QG-ccu8KyRhY6#FG8wMavBz+Hg_&~MkNtNEMkaNbH433K90}~< z?mkr&sDr5s2&OSv6R$yc-o@un?|<|S!#uRYv~60x^iOlct+!Pf7b-KJ$}YZ?0&>RE z6G1rvYWC})$S)8`rQ&<0s}yfoI8JWYc1d@y7-Wfhe$(jbXED9+6VLoo8ffeWvzU?f zm15rSS}Vm-*}@njo7adriir!3x{tV{10R#OcF0ay%?1~aaA32x10DT(HF)Dcp^4G! z?mTqwdfgN8g*1Dkk9>z=N8u67Ke;3?P7zH`^sZY-E({b-=)<5-Od9cnx; zFe381=!xu!{E7I9^oj6^!ihw9v2&4go^!F7GLJHk$`2YsY6uO4+Lp$ax{9WXnx2N9 zdXi?6TAoIpI+{j7hD=6O22RFDhF|7m5knDb5l0bL5oHlV5l<0b5p59?MW#x+O1Mh= zcZo6~8bumO8d(}q8hILV8fh9~8U-2&8W|c98aWy<8Yvo~QN>ZoQQ1+^QTb8vQRz|P zQH4>7QJGPZQMpmE&qX*%UuBpm$SA@R0ur*nOMT9LP$j_Nr63%PH7R&d@us$<(TLz2 z6#1K9m{(X_m|s{}nCq^>M{ORFpZ11+n{gHS548@w%DRfaO1=udO1}!fioXiD%D#%Z zO1TQT`g0X=m2ma@D)TDpD(NcdD(x!lD(=c3m;;OjrUFBO8Nf(jA}|n`1&jtJ1A~F- zz;IwZFaVehi~*(qLx6vP5x@lCZ(t@c3YY{80;U1OfN?H#U%A4u`!u3q%q(a%b3d8cNtg!GvFJ5 z6aWJd01yEf0H^>C02Y7}fB@hD-~ng>NB|bVcfbz-EPxL{0H6bWIj|oyOcJE=Q<6}X zP?k{9^1`r=HGwEs@<%jD*4zbHRvL$+~yyJL18&f@MF9=U9{f zXW{>j520=*9BeLFcEwnWF$};U@qpJc3YZ?4>Ngq^P}2l_95bbHCjy zLq0h24CrnTSurtv3WG;D-H!MT!_!)yD>#GZutSGX0TLp%xdZnmf9&$l7DCfIL3M`9 zcNwDnT`h#2%lZ}Gc@DQ9p0FpM>~HU`vq~V65Pp{QvNjhU6kB=_4*;sKJ$==IZ>W6jz1W<$qvLe!hMLZ7~VG5h%2{|k?(zOW~Wl113pk00Kaojdlz{{@O||Xe;qhQyd-=G zX{gciff0bq@sH)Hjo%JLwV`&8UF6-SzeKR8sq=*I{AjR!&VBhMLotA=$8`H!HQ&G~ zjK+OkJK{S0#r8Re19Apu0Dh0lHeR*f;3<-WHX_?My*Zd@c>*KAP2zr zcz?+VrEv=2=E^{sfHj9@y)@#{nD;O1!N`;!N|Npo%as2x1h?m3*MqbEf?v_?FBl-` zKifkM`9+0OMhJl?^WRyWm1g>aQ%PXv!|e8-cw0fioLzs6$w&(p3xzVfXRF zf1fEBW+B69<0E5+8;TiOP&uw$JT>P&n&hYKq`W7TehT2qo&`)B!=7_ocGpN6i z8)0_X72kl1=t*KmmU2a+U&L~~)34A=TU-Zt_-qW}1p40lvF zqhT-1-g*CCZB;=oErZMYEJzwOwu!y+O!r9sNc~9i45fhX zpI23GNg2o*NE?j3A&)w7dr_X1Bv2&`CrDZrM1@-N;-it@Q{0og0iZFL&HE|)#g+D- zYGkXWt7WRS3ZlosB105A;?|sdzu7w+4S)(SmF%&O5H_AxFJ`}^@upM5T;PQ3mMdkOEX-2o(w%a)siUW|&o& zMV{NI*d#PW1Dl2K8qK=QvdpRgxphO|tt*?qaA;_+OXO2bY0+qtYBOk4YSU_)j9QR? z!j{Dv%?R#;Px)mEdf@xpmcYH+007gav#Xj<#&w+}SSFMu&?Jl|NMG6IPh@PXFX2Ej zjiat3ScW|5nTOozStUHpSS8$(*g`52hL|imoqm~gI)%+cqGX+U>FofHh;7zwh;8T_ zOB=?%G+hY1rdfgCO|#&#UbEo7Kl8R^NT&0oONJ!7+{rp~^Xt26MvdQ)WZg!G7<)dD!Xl0rBR>Rsh-s^-8$w;y&_FAk_Yh zsruJU&a&=QOO_6E949fNY1o;bva7ks%`V*I8L?Hz+GM4=2Whb|g(_pA9$t3wJ8J8) zUMUs@b~(Jc+N7dH@;5@F#iMkmMFOX0D>jR=kbOG#`KZz-Gcnxwop1aT!tNxof-q+p$rv<0MrV zM#;bsBe&V0z7Fy?<<fwXvB{G$uik+T z<)SeCCr+p33)%+@^cI%lJwQ~#Zx35ec6B)o*No5TC~_!&gS!8Vv~vj3EZDYimu=g& zZQFKLmu=g&ZQJ%==(5#i+s5k~?+)MWozXry$c&80jMQH1I~b*=oqk@hzuBnw2x|RW z+-h9;{K0xIze3vauI_wrX9r+K`g5Rs+wqlDBg}nCREtZWPcFP?YO4x>lpnCR7?R14 zQgLEY?1|H@;%7~H5h=77LUtiiXfOL7pCA(5iPV;*OL41Fuq3!Uh(?(G(Lm!?@;_k5MJ?j zj1b%obbNyA@6h^2FkW%<_f&j>;_s07M<6W5=zHQ{Zt1rNH$7nN_u+ctR&S~G2mg3L zF%-cu?0WKso8Q6a0aQGY6?PqY!zAt?@d5Ie10rj25O=?>$9&hqyd4p)0qQn`W-Y{_ z-3}Dj16Pv!>|0Sf4lH&m6vHxw#AZu!8 z?qWg6!py|X`rjWWLQXC=MlOE-|5gMo899~at&6&fHa6R7Zsz8BO-&dzu%+jAL{z{8 zKon4oEMg*#ii*?eZv}FgT8(>avIMb-Gesam(J-me~_I1W43ak*`p>48k_n&5?{|+;4O`b2MD}bZ zL&lGVTX-Ji7w6?cL$p-_b{V{i%Cgk?Z`UerIbRXJqCBy{S%`Zf-c0j54NoS9y^A-qZ<@aNn-hZD#m_FWHc-tVx-H|@$EFdTcP(+9CR!TW zO}ZPcOtr?W8ogSf6~t<**tX}kxQ1g*XA;d2t|4QZ7Pd9*OG9%vgYI>FiyONg)A}}p zCV#VjG%Z{$R9pE_0Y(!L87VhMdU5SkHw6T zJb1^--PO8yg=MY@i@LuaRN70$q{?L9s+p-C}5GY`UBCRk;?jm zJI880Sp>ThJd!RKqQuM0+f7@_cNwA>LPgEFmKnEzge0f~(URt*00^tImgwlcSVSeat=(de#5wH(?N6oX$S5A5qG=A;C^?8rf zjQ_Kg{Aks)(F6C8b2{<#y?RPrWvj2Q`@NdbUCm?P=B^QCu)e6{pi)xqo1*`6`Gt;j zR;B3PY*}NW@prsZ$FqEY{u!Y6E0%{(-MfPxsGzN;t)$Lf?^J;NGouvATE$9Yg*;kq zdwKO-1;_(J6z+ zz0@B4F(&!s9|b_6W8vLEXW?epzPNYa0)Xv z(!$8CA;eWs_Jxl^MQOWUY>8CoPzr2FMR?qa&pAb@PbID5dp;G z%A#S!^f`__z?CwSMOb%$~moHG}r;v75Lp|eTi zTtxJvM?;g`JR4k`n@3|ud4javN3%P5fwa>{Q1t8cxJU+jK6h;Nh&vJed%|~g z{3FVDpcs)iRVnIRBzb+hgn^hg3xCmpEidnEn(X$K}h%6?(_2N-@CdhxIvguCKfA-EhSXj?(R?Zo@+HBp<5 z*w+K+9VmKRp==Hu*FwUP-b#D?{pq}qdlYfM*>K~jPJGj%v0sV@73TMWUE^XCr^hd|LZMU+h`d#G5w&<&B1Uz~k(B+QeWq zKdg5vu;kE~|*U;^acx>YF8c4PQhCRW# zxA<;=k2NrYhWz#VD%Ytl@y_MU__SNo71Zomb6i;3(o+U4x8*l!q}k@ZwHA!>bQeaEb8 zco%?<1H;gIFxnupIiNHl49LJ$!vq6!tvP&dVMdprnK`sBA@@_DdJ%?GINt(>$6$^E z0oVY60YML#?J)PxwreQ+AYYz&KeqMY*&Z~&&-KLEjt#%P?t$=+eL1Xu*zQ57p9b+XxIXCh(D|mWAG>$}^kChL z;oNI@NNlUgr-nKN|LB{I6K7JHPtbDdnEf%%Bsm$kY!a1Eciv;P2P*e$m`Z&(gyk|g zo&a+y)1`bct)#uR_pkD*>eHBAdg!7v&5|uAYRM5kGr^XoF$7s` zo72w{{Gd$aFN{nP{h-R^FGb}ROg<%)D-%hP4!4BHD=bbCAEV5T`=?bB!g5JsK0`H~ zx120vNf9x(#Lg`~bIEf$1D-C3PLVKWO`fF6r>+Q~S0YkVM$&t(euSPbt5%g=wSdW4Dsd|5EiJKL|75{8fj^h*T1CHj)b(!= zYm=|JFb7XVkZ&GljG9HR|7O>*O#K4f+}r?6iAnO$psu9ROq^QxMe%jA|ZzrgjC(m4O~9@SS>e|B*!@{ovST$XueR=I9W zpT(?VM?FQRVyT~zZzIRE=GB%}Yo~`}XuZC{KDW{+#J&XII&71XYxHm_n{5wsY34hO z-=cHr=slFzd~yZmJ)gGjq+`UeegmStPGD2&YvvDYfiky}ZWIs74sCtf@(moTs ztnkbYAs}KVTtt1%{4b4(I@*hx5+5*`NhR9_t zxF7;mZ?%oS3phv>$WiWj|C;Oi`Xu*_`DG@P#rc}c+3$x(7LJ2sO75YV%T)d&($DrO z^}756N1bI!_Ni6BZ1!}stUuGxE_1Uhlk31e!dpgTZZU?*{7J=K}-(>zz{ShgeN1ux-fZ7 z5UnO0iXq(ZVQmkj?eKI%ydKy$Mx>Qtng$^K(AZmSn;@wMEd6jgMy$3W)HQGwBOcjc zJVrdXAsoeD_Cxd;K%tB%Zo{;cLF)|=PKFFqfnNzQ5Qg-)A)XG9$HPXNza$KaKB3Tu zl{A3~1~wgF(}o;1!3m-+=ae+z2?o1wnR-Adw$AO~+RJqQ$hlZM!;*lc8;6sPIay{& z+b_6eNiACZvnFol+=b}G6__%8Bhr?#wqWa3sJ5Wf*p=u+*4T^s#MC&hYRO|?6yK1> zv4F8HvfYYE?t~JUiRB8-zDIck@)aFBGvOAeI2GZZu6Zrapol*-JHK;AoLesQ2=XO~amvhsl78|Jnn>XQ zV>gq_nfl>qfDf2$9(!)z`{0c8UC|9YUJ%Ywh_=M1D*|f?v3A0fKlIX#zHqXwQvg#H z4Q)wxo5$af`|tpb-&5j^lepK!pFTLl{*vW5W!Ed$aY?>*NFl+UrQew~@(Vbg(@7C& zrsCKl%fYupvO|$?_Wp~VGqT)CbhOC5A+%{}-l5m=pY9y1Z^h&vrhTI37B0F(@k6=8 zx&CKtdRy&+Hlsj0@>|<~yhd+S6C-oK3Jfi5qwL`bZ z97?S46caz?FwJmMuq2^c?moIO=Kv*!$rF^q0t|!9HjaTo&I)O_hzkh3&I{9=4xXym@*+)SKqj>w2x~w5_kW3(zZkE>?+JC2bqZu9P~h zV$rS&v@2G0j-r-uTQ@dbwfyU5wfgH$86IEGTj*>1G}@P`^rU^u?JAqImJ!Y|Xbd!S zHQZgbatlE8)Y2E1U9j}D{_UPz`2H?TuCAyuN~!nCmql4xEniqwWmD7ySdtHxXujOn z_|V++E_S&OT(WdenKl1C%m!|ruxXxIezbmVt;v~|<4U$*`<%>rEoHm2uD+LgsAao{ zxj5iB&N7&fziWM)j@PF8^Dz|vpzpLmupUQn6O>te&OS* zX}>7eCQN_Y{Eo9p%=8}jJ&i8Kf|8NdCL^8!WL8m|EJeO4+Y)=9H^CHrNqxnNGp)W! zlbbuX{IkSH-u3elg;vL81)!{llbEBu)Qwqw8qrD0Bz)d++PJ2E%!4MjuX(z7r?e$zE6aXPeXPy!T=!zk@m* z&7M~O+aRCi-(kQ+tZW<^MYPRBs)v?5O3FAYgSss8%#DtGSyt3H|2$*eF0(on(Rp}=L^W~0ouIOl2U5lD!J=HmGERncQ z7t|2HXm@Q&oVrUX_4-Dw3m&V-$@Ys)j^K;LfqB2TU;jVt+{@>6w_6@yH96>Liscr! z=NH4?*U2sICve=*gGGPDUwKwsoS{`%L zUDh7({*iympf?&$sQxgOiUUj4=a>P`q~`wh#djaP?EsEF+8(g}(4D;*PKXmDbozmt zezXTO{Jj-|-S}IIEo+QDTMvkDSpQI&TmDbDx`FVHi@KfBA27acvHU-6s}QG8NIpS% z&Zm}dTKqRq&spORNGA0IYWrb0qCq+dqevPzQiXFW!V-1(8Yf!w=5=E<7S5q@$E{pp zeEeZvPSNrHR@HaR?`4g_o&Ss`tTAj{Yy9#>3ASNorZ###{-_6?aHYocQFI&-U(51e z8!2~NfcHa~GcLB63lMo!Fcx$-D}!WibhkrQXcGdw$Du|bGLiJ7+QoKA81lpnBJ7qq$#KWO{kc<>^50a^@kB}+OuW=s zAHOm`R+y|$L~_FCQ3lphJr5^^l}ORM^)(TMz-HpHfHV40miHC)cz4g5dve^c2b9S@2g%dAEvIF(vva{1#*=%wU_H?1G z&cVSJ^5~_lfkVmg#Bk@yCuWzf;y8{RSjKrJXF;1{7>9UuVSUUlN1Q3$^Uv5YsL5_aw*D~Hg=!Du0dL`~qeTymHlF}Siw4+~x3 z=2*FD6TX6c!&R_2Zy9)S*#IH66O(yLrzpKGLOm9|)mhnMr3jWl3>kJb#i^)M`QRZb zcz-%wpl;H(jEbLc`PEjYE6a@od zTTJUqHrbw**)1TFR|lz!D5WX$n91FmH$u1rKb+gmDumG48-2;y$mQygpPJP)9J&fJ zltlM7&^=Fb-X`_BbXZ8$*gLf$EqY&tNc1FMmFSI}#7OkAgjB~n_h{Q72b0%4M<-2&a(yjQ92 z^w&^KLbCs?rx*Xm%hw$tl_eppGZr*y&|^6zWuv+-ymbq%kA2ZT3e`D>h|R70aNt!ec2^#NSm;8V10| zh-PKqUPhKsaWQ7VCxZ<0#9)2W)#70?#mR_9krSJB;d7aYgFwQl?o&c^7CHu-V+#+{ zeJ*D*4zw8J0V6(pgar(2am5UHh&M6%!zUv;Yiep5ej#j zB4DT%qz-9`!=m%zbL?-nf@ER!>1eUwe&soI+Jg$S-h*K2d6BNUd5 z%O)+VJ=pJ*ZcjhnY9XzIjfRC)Ssj@dt&*xSX$Zc2Fp-M`=zSTX{M-c5M5Jm!g$VJwdqKaxFOb?)>6)YW%gR*qsYa+4Ja@V633ImlXo9;KistxQ6zT*fff3^FQ z8Vvaxn>q+V*aSlu9+JL}8+|IYC+F}WMR#WFmCvOJlAH|0_FEu?r*o6$S3S?U&WPL_ zTKdOdB(MVWJ=_@ZM-w!g;?Xsi9NqtWrv83wF2$pB#yDB2AuAnJzN2SI)TJ*^Ua3u6 zsfDezx3<1YTWJlq(2FE(cz(j^I%-?NmZF~}`itBi>2r1garElb+rrRc=}{|;{WQ5z zYS*r-bFjGCLI$#V`W{9-y5}|-wb|zqGJLnU@S49E88e6_B_f1rJ&Jf$L4jYju+0eRNfcjB$Q>QOqr zT)AGm@Im+ell)TB^ttT7wG{W95H$UcDlTq+)yDUE1L_93Db=iLb!geA1mnYE00OO~ zg!u4jjvIlKlB$%5PvjbAHKbQjcJgq4KXv&jWyQk>P4EJ^uIaq6Ny!uyn2(RoG!+j= zW>dPc@fD`6)~YU*)_(oT!LY6MD)Q@xr0+jy!kN=vmga-YsY?^L-kWsy=U$W98U8D_ z3_OT~m!Mdtunlk%%0eV6M13h7w%xg>OLO1Y{sN=%SNVJf-WXNg6B%1UB2 z>7~y=0J0j57+BABZmyomMwK*?vhCSSZsSev+l>3nTOSV}+|}ZR_;O_iDDREeBMv=H zGKEKa#^GBlQMKB%7U;|B>D@03_!I2HEJ_`@UoR*aSPL5|vM0T;OsYuHR^-FC5DSrwFq+~)1q21|P^<@j2fFTEWNlocsZ|rzpza#tD z%70uK+btWW#S%G%&RW3>FaBJOVnAG=h!`-m*TaQV$I1;PToduuu29vA4J#-p>De`aECI^ZUABz~}9GdIgZWSvfsJ@FjW~%lMZ3 zOyxS0l)Ja`d$d}P=}=yvIKPbJQ5KEvg0SI7u0$5mB^H2o|D`g?E(?+hE1Wx|hCF`9 zgSG7k$4MB5a&|9|0jlAkn*E!4o{~9T5yS1;LN-z&_+IqYH|Uv1BYHBAVC+Gy77(e! zLd9;Y3eLWhBw4=B8gzJ%@s6A-QdQXqR51<-1r5IT7LGNFkXU4>J)g$hn!sZbj|m-R z2Tp@WF3X>IAes-wkUL;u56t&6*BRCxT0Y7Rz5z9U=F?aMLI9&aqVAZ zLZvH$V>#seGy5>xpE-jC{Pr5Gg$u|I2ItcTTcSm50)T1{kg>sN5Q9rIVp^HfvYeqQ zpE85>$kCWU!;_0(Uc`!l#W7K{gptEBZ@IGxb9MNQ6$Bh7BUdUz6eiBjHoWo1Z;{Pb zXON7b)IdKUCfjR?X@ari#(~zT|LGsLe%^0$(Il#;)`TI#(Ia|z7R-w0mgd-+W{)AX zNJoT)l&@mqMw%H3I)+f^$7UD8HQy3WK*3##ptC4{DinssnZD9l@@#Q;%V1t0l_Ig| z&y_swS(l_5LV$e~+w5*EOfGNbWe2ZwI~TFCKe5c zl_0G(A~e+aiyKEwRQHWA`IQ4xHL0hl{%1(f&=6Z<=WKI_@9i!U--XZh@*sJ1q1<)! z%LE7h@$JIv#a^*)Es`LOKCX__`=)%S|7WJ_$XuYi>212VR?mQkmuKF#hn)xb2Izic5rQAX&K&JJc*%USxUaVa* z;$;n}P$gMS{jtI+C9M`CX#J?&uH>!6g&=;{6;R8}y$X7>XUg*+6PBreJ_j z8ALruYP^vH7FYZ%K~ikkgWinrtBtNEqD?aj9%<=fZ3MFBlB|YZr5!IAa>JkJOJpQw zM3t1CoR;lufHIh>L*Not?3Ps!-lP&pKn>?Ul^C^A!{^VOq2T~_Bwg2GW)xRerv@yd5EU=^-5Y+a^+63 zuX)=1+lVGO6zcAmc*r{XIU779;@YD_fbEty!IjzCqm{#Clg}yIvNX2QWUMdM{cNaof6WhM7U7w4AIvy@C)>ic-Y)iXz`Hi>9j}3J2qJ-+7O(|c z71CxZaTFUko-SN}Hq#_~(PPkkHP(_Ww_{m$IbXwHkL^Hc-2y(b2%SJS)%ZbP6&H2* zjzCRMvsv9y`U7$aBP%2q8!~DbBn%ja-Io4f(Dd>O_+w_stHFaPw9J!~2UT$-Rk0<( z#Dh{I%Ek6}dP{m7Pptq-89ps|wRN*vt=K$j6XDFcRStA=&WyPi7g1L%GqLya%m?fm z-g3n)cb4iz`q%qG*YlSR5je9@BHSnpEY9Qd2_ZZc9&ousj|Ur}|1HS= za5~}KQJ~K~qM2V;F8uq%k9X8639{X!wY@wl@C?D%Wu(4Ji#m;bspO$f;e}E99~nBd zmtGiEY^JT#DDVj37|(>Uuihzq$F(06H)=SWBfjB3Kix7m`LkS`C(Q>h|Gwq}jD1cF zh@`d1WW;bgR!*n}VW7$u*ev!M+3KYQx1t3=nQJ~^L*Yvm9ic&-hChWNbrK_NE&HFo zU0KaCQJqyTh|cVX=Oc)yr9mzmb^Y!r=i?`D=fT@=7KM@8{qy&1AWJt$rLTZ)mM$Ho zSeI5scji~-p-09tcze0rgeqV!siL)?Iee|fpkQl`@UwZOIri~6@^Fg2Sd&(1xG_gL(E>5f8D){ROyg-6Hw5;$yJm}VvCK00_+{0 zklf20J8#PPA-Ci`G_=Zeql7+lAf=r;%OZ==<+7xrw|+(d^GF4`-?ltG{@W=Nz=N4b z0taNx-iJhDImk3e>c*GX3J!aCIFt>;gjUP^4g^0{+x*)7S}%ko8%zedQE|)SA{=(I zm8yDl0Bu)4FlnA&04gbTo{ZhHZ0HZS($@nJ27v*pHe<>%O?Q6H9TFW!qVm-o5`;>t zJEDFBRy}~pzmLOm6d*K)tzW&^_-yE~3!RSUU$Kv}-``+-=wTh;ThhH^LN-^n?(Sy&4lpb&W8LgyzJvR z7FMHRwO(71Xg0NQIjgfq? zJwGaZHlmUfzQeam`fnwq$l2c;R{u-)fdCXn*igF0)#3$uN= z?05m(0JmVBGgSB5^^l6wL39#b+Qu>#<}7Q?2}Db}b;QvXMcosOpw zaWcTw#^nIyOuC(8Hymcx&%eK5S>pO{sJT~JqN`KTyxWyV0DgDSK3Oy_8r0?OA=q{W zeLI5xVhg<;z2kTL=h$sJVvDu@1DK^QMY}5^luOhe&1h@V1O9$cFDlx1RY`74wL5J^+}7oO z9Z~1zLXE|MmZ;EiI%=s3U`43{eFlSFsVB{DbW99M3h>OXP9i;DQn+^I+14k+T$V@b z1n*3+8+YUzOcI-a=8GZ&47JnfU&1T90bSOBRdSlVW8Y>Su`8@f)Ul#YCzr`JIG?e8 zBK~9h8f(Su`+dqUj-LxA>3g+>p|*cSyEB)1VZu5FBQ>inknPhv*q{lLff7ek-bTLc zAd##fH;HjU^_dy7{?6b<(5mF*@4wZ_adMnYa*sr3>t0|#agUpW>slfmyKop^vU|Ha z%W`buc)J7cJa~{yz=!NgDS>d67X~<#LJ`z5Qq^a%9 z8BY^$#(w-JK?b-Vx3SV^st=$I)CD z`~I&CT>-ZOMPFBUi3N$4kNW_^U(o8&--(4mCdm+hg1_jjN#7G^+CDovJCH5cRzbx% zNTsx!15VtXBtt__sWkNpbI%#QtrAJ3`wGZZ@L*va)duH*m-lF~ye!y+jjEDA?7dFV*+L;|fZY=!&1sCY9xQ}q%b3E8xe5|>sM znnM$N|M4{eD^5`tuf{)=qX|yA^JS(YO02{Pv0>dAf3#HDCHk8nY8RvwrbMB|w^br+ zw$`|DB|4D^V*j9$j)o~-9eEoVwkutk-gX|sh&QZ(A)M?{qT07TSa>5dVRomA$%K6B zCLe);jdM3)<}Lqb^XmEqBdO@oEEqUci{z}(P^6(k%?b9XD0gZv6C-#U61uQD>?+4k z5YMnYeE!7!jwD%zRtE_J;Q4Mx=tkfsnl80aT4>y!Ini(9u{}flY=4;T(>p*XNA`+J zP=Pkh*hzJSdv)C|JfAsFNY~-zBgon#iOCso#3Ivpy-$Y1I8pqFV&O55;Eeb=8F8SBIpw^J8H0q z2y9UyBy`oe;!~igKWnM7l2lQPR0%os8%hayCD5lKjHFm-k~o|dHi@E0WL1?wR#kzj zTqv-|Ulx{b%mjZ?rQW2I?dnYL*|+O|_eXJJYx@{$!!vh}3v#E!wN+@V$2nf|E@LvO zw;T5G?w3y9Sa?Lo`s`lq;$Z4jyuG)+^1!V@6c46WbZICtG{81L|)9K(VR z{U$G!v60%-gFLu>poULhq45*mhsdh^eAAlfLjRn%LI_IRaGJ_BWuj#Z(&lvD4L1_R zFDFgS=vdfmf7?H$ESz|J405lIHN{g3(X75`Tr(uROo^iZIai!x=XZ4=HS2^Qyp$JS z-&8`XU4v(+qG?XM`ktUa{}v9`u|?xQr>RA|)eg=Q0Mo~qvuFmUY_!OIpKoCR0QOz2 zh7c2x{wx_AH;}U@&mqF61iiyW@Qr>#eCPQchMF~SHi+6(c56<3;`@)9P}nnvLWywj zn=U<0e)pwPrCRzxcWJ=7Q#2n%B!7ea`OfPYDphSlMIHaAmuEZM&R5G%Hp}4;E$O{N zhS8sct>-?W00BDpEQh|=NEobt9l|q%|I`lEw__H-b#zCEmadbpWgUrVl2x`~W-Q=U zFTW4_LpT|wtsr-Xe6$z%KJ=k-OFOWbFf|w;{5g^3kGHc#^=-wE;0kRxM>kJE*;(yS z+~qWyrCN)q$)4!UFP zi0CPag*Ky+E4Q4cT!N{QU;bLoe2)z^z|C+LNw6~new{L31aHZxq!=`njHyR;+*_4=z@R@3zeyyP$&y{|M0xM=9SHtl^T zhN6}VQxau13gVY7v|W5?K^f5XA!7J2h~B8QYT1rYavE`Or*M7T+ou1CW5b5tsdaKj zaXpH8Lk9ihTjQ$|gJL{UkIXyxM!@t}j zh(q2BD%JaC#MKVWIoznaeO{adNqgS2g9w)0d;$3@$ST}&G7vL0%TF+ZVJ1}JzGP^Z zuvxiIF@H=d4SEsao~315Gq&(zS0Fm>1Ctz{%a2BpWuBnKkf2NuX$gB~{kVyzsi;8d z!yZD%gj7@{Z-bk0OZf0Kkl1&?kpC^#eOu|U2t{JM{IUX!t>Y=yp%JT#CuH1Zr`Gkk zpDIgr{L~#5)k^;K^H`4j2NfSTg|?lRa2m=Vr?Igx6 zV-Dbv5dx#hu7*Kp4A!ZP0lLFu>NXp{Yu0$pdKishZP(3UGYynt1ri;P;|Z%lP7>m= z180%gyrdN|RjGk2I0BaQ$PL%xoX7aYBM(j1w-Kk64_c7v+fKZKSQj(gsep&6fKq+8 zOE*YDF!-%MW6IFQ6JRD-#)&>LUYT4_vP%L*QR3H+M<=o6JX^f23DG})t3R;vQ=K>; zISnp3d*et{GClxD702xq5cYwDDh%cmp(CAds`OQOK*9x9K4{qMgPAbF9Iaoi_OM?p zD*n9lPga_5qU3TLwdq=1zTSEroXJEP>{*1L zuJO5Fy&tyM8FV*=@8OORSsKp5H;lnOk0|c12CRIm*bz9RPbDd#?&RKsfo&2pN;J|k zOPLF2NI$8+|Ml%vx>zihsM@R-TkshyYO`8-$eX6j9D?&ooOrI!h? z9mJrcy}-n!>S|rc+I}<{WseVjKdW|^x7qaie75fIu;%lBTT1*p?CJiL*-nlydpQj; zdExf`%kJ?6G7%+)z_o}9M__o=oGE`$7u$p*4F0ZX5X4IygPc;QTtCNZQLMG^b{>|t z3f~=%fc5niP*Y==sC3ThKWWI(s_N}&f$t>reLtG#NysyYF* zaIyw3+3GvAZDu^QV%3PQ%SXtp)vd0P#D3*lMP?=6P&6|8;*4yei23#5>o00bCGTV$ zoA~6ysAz0u$9}@x{U%#K$TDAukikmfUR`Y02Y(Rn77%o>GJdQ zx$@__Nrx9}o3m`C_G9JBoyJXY62qpil74O46cD}EV~@?MX>uuKMyT949|9JH_{8Cl zM}sHbCV5skpAQ|{xZqr(7M^DEdd*+y3^Xb;{aG$brlFp?R&P&rD36~mCzJB?KlHP3 zc6!Ta`+B${nnVrv);mmn-;*TV~_f%?{2ww~8v^P6mJ>D_Z{bt|kgc z_gt@4huFAM@z|wPi%CM|Q`jda(qwG~-+j$DTULsxCj>_QdVs<-JYb zm|WX!js=}=S1nFC8m49~jlKqNzvcbT>z=SYuxyn@SWRqgSe+p~gNa6na~U%_`zprU zlsK!Fl`J$K91UDumA!wDEGqqtr3sh1z8yR%c}Gk-dMpk1PNv;CrLHVy?CQUz-2B_R z2eS5|=^;H%z;V~XxRRDn96hd%T@3n)J?5W7ox3;9akQi>eCYtGK2wGEQR z?he7-AwYt=y95sI2X}XOmjJ=tJ-EBObMS+^T>g9S*6xQ}cR%dZOifF5_e|AP&2-QE zJU`D~A{pi~%3o?f^}^4DKSH&rU&g|%3L)RZbtq_Rv3ce8Q=#j{Bb9&EaA)KYoR@F5 z6pkj4D~ni3&PzsTCLyb4sg2`~`0GCS4CCxP5IHBKM?>Ej4S4&f3LxzIXmcdE2*YzF z@X;85f}?XoQ}YhGJwHXlTH?o8+8KxRrCC&1x;6v`zFGuz3(1{3s6J=58aGEF9!o(F;2q?3I=*q z3^{sXeI9<+@wx`t3TvRoBayL*!Ydr?ONI|BW6oeR;x}WAJ5w&4m#Oz+Ov-q99_H;K zjY@&=vL^d4$-VGr@~3j#Tz`%k*venu7;pu${ra&Y(&d?Eo&p=rrCFqkUM7vICQ-Hj zC;6unMFx#mw>xY?i{A zlDs(8P&`$_h*VvGv!?%coWB`HHepFW{(!woWt>sl=2^2sRB|TN;B{APw}>s+WbvU8 zK%lRi0Iu}u5ST}EJT#j4T2!lWMCvV7B?R<^Qg_5ZpAeImXy6;FIZp2=*wtsKcguHv zIXMrFRJ53tm{;UWTUy`RT+zr)UYp;lt>|8KUy0K?a(pC&E|>$^zpyzKmY%0q8QQN@ zrKD_((SJ_`n^##f)~`wHe79OP)n*&ju34lH*E6FT$kUcfsPD+2G^5c-RFkGtE#*;e z*Q0=2y{!;!Ua~XtxEHg@(6L3}8!?d}h-8_Y1rF=zt{X zKR=j`V>Y{8>=Z#sjc~$C`aL{XKi^?Vy}sbh{bHxTCze=-5)76AUGQ)5aNa8j(yh}CgBG2 zlKn+oprUyfv zom1Vq=BqWVy7-PO(A2-UFdmpLcD*2_8W}WLN{R}YYDL&XlVwlE{M{X8%`a`od$ z+kcU#J35*#MTRW~cV%`}7EptilaGDoi^p~(jK;JDlWIPQd;NTiN)boa>4zzgq6@mG zRF}<9Gy?nSy&_&G7**%nwFS6RqXkx{bx^5& z0~kCYy=T0S$occ4&mz5lFdKRjJO@NCKOpQgjmHmNvHGzgF6^s(OZtmYs%9+eNn zt+%s0cR3$T-IGbU&-_&X_vK(u&Av3HZ)z&wxef=f3JCaZodF&Z! z*kjRuinjg@s^sLMzUfB%CbEZmT}0T6e9R7Fz0H?4mp-Wq{CT9>G-DG|B%BwY~;B5nCgW`z4q z8X4`4HP%A93w5K%xITgTXLo3;NM;s{?iVwG&3c7=weTHQ43fS*u6Ec70ciRww$;%h z=!cl0xsL?>iykdiGeVzk!SDKO1xjmf_q zkXzCZ{6R0Jl@=-X^@}EI2xI5d#~sAZ`c72oSi8&fE4s+-tJ4pPHPB~g2Qp#olee*E zlNT!+z{#AkmzU0Wne8}B@0$5@d_(L#aO zNQCo{00VbX!+yA;@Hjl4)g39LizhQH^lqE0CU!f?Rn;{)t6KUXZ)KA74cngS;kf*7 zE}oBgqb$%uip~`UO2lc>m?LVjfF_hXR~2Eg&2FfBcIPIt-f(Jys;rwdUz-@9$}=)4 zV<+o|X}1MfNc{)D%{^9{HL0ds+dX$w8H^=B%G2Fwb)3QOQu)HKXQCG2la(n0Ncg>U z)Z`N%q?af-=cQ}f zGI^q63_h4lKpY$D59aP|9JI2%Oz3#+$#$csdykR@2MpjHDj#aIZJMD{~XUfEBwS@ook-1zJK}c`scnB za?hc8bqP4ayWi6>xYq;3;?r)hOw#Q@5?}=gh-JPesXf;{Ci-JN^^iNval`u#$o4K? z*JF0?$Q=@h5DxJ1?cqNX22#7&dCTegGVjVP0rwhUH1rb1tqbMY+}XlWat>je&YRn4x8k}dVVbLARO9Lm%V+PWfv zV-K}DZ?E{L7u_zvCJI70_khKkO;@Q_FmS_9p$vYql&iguYD{3D`&W&IZ#7Ts7|mtN z@0?W2w33!|w%|KnSb_I<2hANc?Wqyha%zM}%)eDnC+Jg96iv_t`Siiw=fk7Yr>G6}uLP6u(q(6ZOoD)fD9vi{EhOX4z97_>Lz2aERmyj2XI{q6T|j~6c88!xcYp5#pF700CX8&-v%25TRAaM=hmGkPmI}(%Jhrayhlp@nR9d4n&e5NxFoybdVTT&Q{cpmOccqYTPl;bDA2{Vv`k1>iS_IzJgNk!~QSAYtdfw^9WFy@V6 z4a7ybbllF72vddBQ%}L;aDlm%Ch|NV_&vqpbYFi!XN&Dvzs_OnIOoORyHVpXK2R(7 z>~3gJKtXl`Cg~)dqgds9wqxOq$~fxsf#Ww*BE8&S2KH3oB=!g!2&&}3hsw;li$UgW zcQes;5>NVKgHd1(q_CSl6;#w3W_B9J-5wS_W>VX9EHuImGhBT_IhIaMbeV<(ZPdKK|(t@Xa0M*Kzf&P(^vb#win+qlCy5w2~M7eAl>u1NQi)` z{wXDa=&sZ~PL z_^=W9wSd@&Yh^`Z!{zK19hMrDUmc9WKo!um?NSUee z3}frM%!Kx^_y~wkF2eYf(87zB3NysWJKF{qPAVz!5(bh4^=9^VEv+9I9oAOs?sX|# zB+{hD!B}{sUEN~eS_y#Vxtx1E^*P(F$X{HD-N&Y=#<7LJPN7$pw5uSu{?M95p zMP9!@(YES%3Ie$vD4W`v(fCJz6L5}=)rFYnB$*DfTqc;K(B1r?c=H0u-k@3x8PnT-GW0_G0KRWptVjeRlUVcA`4TCL_lJG4y4_6Zeq4P z==A7Ry^DUk9MrSOg9dKh!xUEgZe4%)jatc4(?SMM*= zs|5d`_^QQ-Z+>Kt<)NuqRJzUar)neTFq4(b_V3*5M?`^ulZ}eC{3_w1P&W3`6_pcQ zLf^hw#9>W}?Tmi7JM5H)?rIw_P38IK5#|AW`@(6(nwC`=LwL%5Vp-IFsCN;y&0jxs zVhr_U&|1&*X?4)#zG4XsTdqs-I^@X-^n6`KYVtuP-lcp&joGR0i5O;G?$U|+ zj<*}9*&#oWJA0l2Z&jjE9(B8Wj2C%A(*xlrh2EycQAXjiw%{LV8hFE4hjJ(mX#Tuk zewiehDTjXlAT={9SAASN@^rb3pHRB<)v&+s?gLF?D$G2w<5djME!r2{sxaHN?Uvr` zvjTq-13v;583~SuRbKkUFpMgbZ@|KnfN^W2cD}a=s0H;X%6+I%}2uVilJN!4I`!TB=pq5_&AGr$?@PBIvc=a!W|O=R?-wf<;Md6q z33;G=##-y+v85LX{-ZFTLA7!Q08^A|IYP)K=}j{w0FEZ6R~`ymp`T%TdJoO2^s-K@ zEG`;v6Illqj(bbxs9<%7rMA+U*EByh;XRwTJ$w zRHp{b7lvDoWNt3<5bG5I9&augPO5rEXx`x`vYvRWHt2VZ9t_sVFF5B&>zo$*zC?vt ztfLF2c%c(Y^^;Xm7&{ivL`5kov4KK5qWrjs(RsPqQ|-f>Ndt;{sTJH1A*Ua>!B3Wu z+CM0og+D0&o#`-Kopy~7{`mOt3;2ig4B1dy{IZqSwwZ`~@#MQg6Wy+VqVE0T*xy+rRhOlfAeH6WZ{M2~|EM9Kd(i)%6|O0i|g|kc{o% z@jMGYpldtwH^dr*M#6peF1GdC=y-Q#67~u&Npwp=*4tg*cXRa;RxDBOEglct@$%ur zjg9koSpg{@I2WsAkMaR;T%bx=1G?YBL%U*Uysm>LR^Rus4?A=d2Pft63Z;)vvGDx8 zQ?#Re854AigH=Cc?iF891R^)HY2@CQ;YQDP9^LR*o%ot^f8Wsmwsn3jBw`gpAwfjMPW$Ts5wtxMdDH}iaKrI;}xIZl+b4ew|2 zEg@dZCK|shwZ$2m>ZD%Pa?LZ3(dspSH%x7)KfDw+>(O@S;n2CR5U$l2Sk~oqiPh4Y z9eoZ^?rYAsI!Ze2;2+U$+^{R^Y795~_$!3c{aRkQMk1NfsIZ#(9t2u~XfK)2y1#+= z&Bb*w_INH_NPR^!WJ}N4$4<3^Crx}E6LfxcRFz{7z1oX7-Bwx|wb$+Jz?-Pf+SM(8 zatRha;mC+%H}>)=-`A|R$GO;Nkn8EL1N@ED-+m9fn*5)M8Jqw)H=WQNT8IX5YOi`r@o>z9^wSqdeH@I99us*rk3e7iMkZsROwX{MIKJ#k@ee-}H%mZ_BSn zr<^GZtd80Ca*o?vTw#@d>=I9LuVbxEHt$@D&C79>MdPlb;!8 zfn|(OKk0)FBokXOACd`liYU~lUW&$*reO6k+?NoO9=H4Qf^Oq*2^CQi(JdG`cljM8=X*W+sS~?9?hvEx+wRl{ zong5{Z)a@u=|i14#mbulAN;Y>&)!MbOyAQDkPkXbP6RHRr{w6se-hmHl{X{#5B&|W zEY6sYf;o=_IpEHrzJl?&hTYDq@AVyP73d8575HU%!IXx{;&<28=GHRm79`vp(aS+r zV-C^b_=Pi+}iM_VBa^XE?U2KwWk%KLt}t-cU%>YhQ=m{u0SJ z5<0wT-n2sWq*Df}p^T^qlTZE{yWgih@APSFFpyZY%A`v;IunT`5lt*KN|o{^P3I;tJ%(D`$K4J$~6V&y!r4eB$i7LipX)B|(1#BD{L^<`Cm*RY3YE ze6Ib-ct*^9OY=m@wr6>FxRLWQ1ag^gJr8b#9WEbL+jDz7O@Ez)K93i9iFzw)*6}__ z7Il#IhQEVTJfiey-_X{llXd>yLE&&N)<7fbpE&HZ<)bm)-uIcm5W24L-n_W{T8$ae z2kiW>NIjx?&Gs<4SM}6xbBBMG?(hwgwn6!I=91kk;lZ^T!Px1FE$~@(_|H3Alu~*{ zX|TpV!-KR@W&OHuQqvEyg>Qne^5NhXyiG^k1Kr#Avm`g}fO~ULhHKV+Cd(RK{8#_; zdX_X-33ng==hr-M$}B2~Uac+_#t~0!=ui}Qi9W4OsFRz(d$dM^je9?lAyb&!=+Z6G z=-$wB@tqGttFxIW&I*4YJOPw}28@6vQ*=t0sNfqG7(Qq)wK(Ug_eh*W2u;zgP6_nF zUd|h;&!5x&;0~DJNf;7HTk=oai|aWyT)0lKQf?J+35@Pa8dX8qpv_J{V(^WMCDbJ_ z?H;iNuF()1T&9vDMjf?uZ+^a$oNrvRQ!~#}d;c}{1ar?Pw1qyu!?6tgrW`#K9AQkQ ze^2C4(SNFu++Ohgs^j|=i@xWw)vl9xMN`-eM)NHMU(X5csVK;9k6}N@fV}b6+wLQa zM_4Z zuqb{|I=>6=JpWF-i!$wvxzO&c*FC96?-QOU+|ZrWB~OA^F|);zihsY9uv2&==kc@p zr;__oI8B&=(ot-dZRv|iO%A+81+_E=r@_$_}LzEX|z8_m7qs%2gbb zmc(CYkAk(l)7ld6)=!`|qaUfx-)uS$731wF%)kvA2qoCnlR)V%i^;zWg=TGOkmcZUwyb$wS z*L#x>>d%m0rx^h;+3{x3%hLJ7Fjc{;igINvuB%QBu>$^@PMSu{e#-{cP&!>@jn#om zoQW%>H`eUbw?!7bO5x~MJt~)lAy=ny^WB%n5nl`DhwZWmc0b>Tvm9UoE;;SjZ|FIT z=5DwLrEpT=0tsK>{scfuM8RQWMU_bYs3PT1=1^8rlGaIkHvd7$*ti;@oXfeY9ik0s z6&WT*n;kIshjyR3xLeSSc~EoheUASoQ_u{Yv+;KSa_>3s`9`HsnW!un@iF*=&;7~t z_*az%IOg!<>f_jyukM_N#PZo_UI8($H%o2X-Nf*+Zd?#;A*~jKu1k^|}Tu zeI_B666J_dgV@?8Q_3xyq(N|)&+a71RzX2r1u!5__%^cWj&E+9I+rT)LS6wQ^&TMH z=l;q)owu2KSH{TW-?0SbTBrq4Nnpvu_&_vC)k{OtWP`_ktvAC@mJ4(kPZ`PJv8}Zu z2v)^)y)&G(<2=}RB3^r_%&n7|rFo_~V*0jon9r=ufF+dwD6oNeE5-;n?eWg<5{)j% zEnIv}7UL~^Wc3R>MGf%R3Ye3Lv`eBX@0EXE^YUD{#xE@YB0J@%i4}c=yyp)DdyN<> zID2q#B@$51GvHPEFz4h*6L!Mt$Si7X>n{2;ibRWmQ?K5O*9RbaK<^YiL+{$Hz4ZI~ z$i>VOlLK3~cLc2{AC#udNo#i^$0^rb9v{i7X|>RTak{%$cz)*tcVcIySwP2q1~8Ph z53|7*3?1}NlEN*u!qP0rxt`1IVoV3+4+IA8V=`cwbnzf0U-(f0duzTts{5X?n8neld)b z>MSE;FVo96t}=Vl?gA)*A$?>2p)^j>tR5g`-TbBvO-Ez2Ir1xC5Ae}>$LwsTTx}GA zj5WwF;{4MX|3HRTX@M4AgbMnIr9jtV)G@5r+hQ4a%m)Mj@&Sb77k+qCr8Meulg+1Z zeb+1%v5T;!!4l{1A-x@8ixxAF_BqBiQ*1Dn+sr9s@r0(#JGvnR42MsqxFp#YyRd|H zo*_RAg57nvzv*+#pjQ&HEuz~scNrnco_@hjcI!_#d*R$#)GT9|NGVORVjSC^ba`8n zphT8v=(5(bNw+PHlI&RYhl;Zc*ZQkD*zR{o5xu*r6V|&PlBJ7?5}uCQC_kTY?A?p>9>EYBylo=3UE`*KhpJb5=o~ zE5hbV%6js?4cTfJ>=Mqt1esgf95~g{#L_(BXh-!|kh*A6|98X4+@hqKHQ=&~PsO8z znobow8Y~~puq#kzqhsV~k_c?GL+$gCeixOmvV3w8et%{hS>n!cV}7!Pem|$ClW&a# z5-?yWhsbS|bW$<5q-8lr<;YcR_HCL`^b!9yzs?p|K*f$b-QIMuFIQbhxc*cE zyfebfI}-1rdTWqC5sahLO{57btJ|0B_ zo5IkSili%pb>UHW!KvlVh8y10%B(dJ6?(|fl`+a+oq@=^Cw@^pzmiStHyxU3`M~?Q zor)0)H*CE}B611u7mn{AOm7E0<(68P{?EL1;O%w--YL)Fy(VZdo~Jzx8Mk9w^Njio z^;UhrR_PXWD9;vC7VvY&P>(ZdVC(Sly~_Ap+`uCz2t{w1IZbCqqup&(N~?*6GFHgmmKn? zYVjDhF$-l>HZ98zqJ0VMf;GkNjbYaq$<8^{MOuf(Uz3Yq5#h-@6lFAi{Ekrp=V!Co zm9w!=2Zd^a-c=e->r=T6wEdH3QjLvG7q$wywo$_3U#5KA_0?#z$sMFL9Us(8z9R39 zVr|MgoYRAy<%PopLvJ#xs%TTova_b%Dk?stdU7@=bWX}qRVmXR4cyazVcPH1L{zl9 z3X9gGV-A&s7vk8l_d*ZrCQV1kP{_I<`?I#aj%4Li6}^k1Kte2EE@MRsMnL&re8$s? zFYVT>s|--d9)ovapPd~1 z?)(ot5O(YGnect^d}6-Mc5Hd}PF+x!bIP2SU0Y&Y8%t<;e%Go<_B{EUD!l7$=<<=r z>n%bZDYoQ#X(Ib=;*ndj?qBW^z~9)8sz?tam(f;BJgzpu2LG0KDwn$$%%Cl*LXs!f zCZ<&RHrRIUFH1@Wf~4&8T!*rWb9cWNpK=&jZd&Eo68LNig&07s*`+EIeAp+&7k`^L zZt5P4|4xmcZZao2V{CQx2rxP_`TWIs@+EX{b4wqO|CdVev^tiSG&hPr8d)K3YR20Y z+uHXA9wZ^FK1MjOVXjZs>BJr9z)e>evD*JRsHje1tSn@L0BCRwAuWziC2US*I>?FX z>Do$`<^0LSyO7})PeV1ivHqf53apN|+@OtIKYv^bPDl*szT>Z@&R7Wi^}3mG5uK!J zhvs@r>RP1xT_Co7BhwYg)lYMhE~{dd-bQz}_2WZiau3p{SQGk~|LS zDaLW>d6?3b$u%J@#ag9aEBC2$Ol)KR8K!WSInm4;quB-Ssao~JY&8TwQ&l)W=2^8t zhw6AZHFzCL{30oyZIC%G@>PUwWi0OIQ(eZN<~?DkOZ*OPP+E6YJqWW-*I2gFH6?}< z-5>ozE)2%l>Y%5}i83B}D?d&MsVdIswD&=>#Ncw({#CAePKLDd!WH_S4S1?B1F4uV#*e;pMpw$?F-Jdv_YTItgm(RKLp@*HtpE9 zyUQ2)lqbALT!BRxoENAMVk2th0Lj$>7WH9ppn|i16z8MK=;JVzkAhafgu!`5Ue_DW z&D}TE1&6_}uk9cQl0xm-LfDez$1e>+0ZOF;{V*kl(Q1+$9MBvZ9NNDsT{!TK16ZMw zWQom#O?N5C^3pjHOrz!<${fxf%M#_OvKvh2=@M6CLeiv)Cz3YaAF{xst*Hq5{*y`R zBwH7o;IkFa$yQGn1lk2)m^cA{P3}*<$mF|cKtpa(v3Y9+_aD76!zMI2um~5&zs#ES z(@~}|5 z4!oNqUageNCyF563RksMY?!%i2(dDC4_n;!JXdS@u0`V4`kT(HLT$$z&^V)L!`$VH zwMe4YBH@ymy9Xa5ywfstLV@2+=LM7c?{4hRZ^6_EB%GY)1=XO&F~Uy&!4vKk59#B$ zrH~G*VNZyucnTEY2w^Ack{zdB(4Hb9gwfYbcn522%05U*(9|^<6ucpui5NPltON1g zD?nW|bsLi*(B!g@d^niwj1?CqT@ltj>jC238oD{!zcnir2}5m#r!+_KMIrgT%_BA3 zwB_4SOO#-;IaEjUzGB*^2jl|(dD$Cr>f4hb0ZO0I*PkN9eK}I{K@2T8AtL0~E`&H% zAh-&Qe)*PQ55mG8!+9&zr5-NHV5;?yn=pgx3?m^Ol*q>{%V?Iky=M0glz$>Z4=vku z|K1g{>I(Wd)$Vt|#eAzdv;m;iG3T`+5 z9_F^I`V3`(JaTDLW<4`!R{6)>w6^G9JNq69_fDXm>u)7p@x0p=3}oghsvQJo#LUi) zv?4)NqKBgEfs&l!lYuX2bl{N7^}U17i5>h@JIPS+PL70>{NE5(K0(a!H}Y%3nn?w4 z#5>gDPrWC#rKp!_1)Q3Ys4!}lho3*TaPg)JT7=P9jQJvNJ52Gf#fbh1!uQpqf=;2| z*q>aQb&va5qdIX~Nrv7K`q-;IJGkvDCx<<%$xgisu3l|>fVY48Qe3KhcQ;#BOFjI! z3W4GjF<{7hWnPi%E5YoH06ZWa%`o3B5C*ODg~CmNK<)^PEGwKNJRQ3VpuibASOqC6 z8B8Yd`UG_#4TDPb2HeC-rWhpBzc2lMzX)$V+A|0f%zM-6#IThKe9`g<3pZM|Jsspb zzqr_nhXvaqT^OOwYyQ@H-uTzfJV=Y4>v40n_DvARRM9k#m{0#M{Xi$lPN~~peUuwp zvCAF0`yBK32`kvkDrbAEyA={-&qpHKsJCBhH^2(uxT%qM5X}KFQy1+zu3R)-U*VIawLl zk@uiC^f2Ob_x^7^qxw)pfPHPAldUd3leRb**JJ>XhiTabtI?5{ahRGH_HXcO2t27u zB-Y2a2b7H8h9VZVu>Tlbw*4VhP*OJUS58G}3*Bl!ks?yE(X~vg?up_qE&oj~LJo{& z9^!0^{+Oyhr)tOu%B|A>syPkKYS-AD*n4*+eiv?dX1WRNR{3gT`F7b}bBe|A)g`nQ z8tPT+Q&y1W4o3zslmCH~B!a(WmF{6%md_^Zvz`9knbsjG+kFShAQhiBkfUmeEm`Bg z!6Cep_>y==Cp&6-$DIY|4CK$%h(PN(#|Lksp{>HonZ2jyr=WMD&FGEkjklN=Q5Itd zmI^Z=Kb#uV3^-OYaHeI9k3{B{QnkxGy@A1BC=CL0+OQw|)_CM)c1-8hwey8TUh3kyil4}mUst&@3P{016p4Sy zs~`goye1T}A8APT?d-H@9b*B#AjIX7y+10Z-8OQ_Y6XAa4u-~|ywi0IWgKYE^6|_1|p2?qF z`H!`D2lL_WTdG0*X%6#@FQHtR zLM_u_)}=kiy#CtYaIZ(tTEc*Ef4lxzF~CJQ7sx*KY~1Z=#oK*X^=O0sL zn^iFnUI5T@lZs=~%%m&POms_R!k=BVnQk!lC*V%)ogU;Jy(es8*Bry#P;j5`6?7kN zvINJfNAUgcsY2M5M?u=}EKIyZeAd2C{U_H4>2;J^uhkh2u}$$&c~RJo>XwU`3{Ib3 zw{5#D&MH&;rgi(@X(iSKAxsLrgWoj=VYvAysB|7txWQd2w=%mg>aD+`8cwPs5#K_F z?R^8mL?O&n0s;_ndROx!)CEv~EF#|#GQwYYBsbV^8q&<(l^D2?=j1yuT-%y=@QnSP zLwxeQ1@k_{7damaTU) z*uvM;jcb&cvbNnv*R4)46{N^dSXxx#pe?DCxSw#8*kYEWvD1)8H2Aw8;byZO;NH#`8-8U1+rF*0K#+3zq2GUqszW!i|OiU73^!^_I5v7 z*}y)-blwrKO~HqCAXpHzZXgp=;}bQWfBwF{_EGDD0er3YIV6JJJkIYCcy64&`^7qr zTq9waiBv}@=Ryy+4>x=SQ$rD#jlH-wQ%Ev|+=#%RMKND3F8x8=r9be}0{L+HZeI5^ zySi2*_kmG<{(L6oo$*Y*sPJdwo#N!&eR#Q@7u(qdYseGf{8_81JH+MAEXEx(@|-2Y znxyi+paccrK!S(mA^7sQ5$;!hbBp>G2pEiF3nb3-Z7#?a;yTJ^z^NA^K{~Oacv$n) zv;`0xOk3RYqtxl!o}~XMrct&9xN|?iI_LWWe2a0+NR%>J7|k`7@_WWv@!|9mNpgAK zp59#zYrpTehf_rFHf4@;#`Oy_F-=HHR)VJM1o`0BBDjA5Eumr z^GF78ZrjI=;JA)(++yEx39`M&U1&SBbl|@-^_KTg4wL1q6) zFMt!|KaxYN6F$k$nLGSgw>BR4lv_#acjV%@Z&_Zs>FWwpb%hl%zk_o8mDwjUu#hIY3d&3IOcK2f#r8N6;` zS1j_O#rb&0^SGvoC)RHKYJA4-dF~K2@m$tfqO2-J`(i)XX84^ezUYEgbXiSnuOZp8&JnUl$N4 z2K(;TOUdh2ku5{onvSthp0QR7)v0C=ke*Y|FjHC>4}d&Rfvv9K`}R7T+sU)=SD%Ta z`>ai^fe!Had$93_-R+npDYNm5cN7reK)L|Dl-MfY)7pygP|j>jch1%pZ#*r(G3m-5 z#qWjSc zpC-2ZXw5Q9!_(I3XZrP}a=ba9Zgug@@2MR@jI5jPf-&MK_&YlbKP^p|jR&R3ZP~M`9%I*39UWXQHm5`XazK|Hn z*D7BZLqyLH(GXuN!}XSjkIeWN81XA(5Z>L>n6cA@yX`YeDAQzG>%Zl{GVHd42TJI| zQ;!!2>Gm7{(lkBqXpvB|q>x#7-yQx6z{;MZLW-aUjco@L&RtNqSFsce;muhI_o5jN zO7CbFM0K~0#X{`ZeMwgMqV|fU^5zti(Z_3R^Nz{u4oKf{f;z(fZ2tdyZ?O#WW6iwt zih`H>LB@dCC%cY-SR1h=Dl#3B|47#z@ed!{D_YmjxguDWC|_i8v7^Gi;Mr7vG3nv( zlYo}!-ulJ)1eQ_E19gb7N=+ZxD1x1hSqJxI{s8dnt+%6sj^?^f?1|q!{hg<~U#R7i z4VwPT0?zAa{LgQ6v*8@h(MbtMoLjJ*LPf+uE3VNC08{$*o=e|d$=~kxFf&VB_{3Hh1iX=lvA(zso+*kmLJXtFL-n5mEWkH=3|B8k-*5O3fCH{X>nO> zrYKf!d2*6cE7N0RtNDIUuJ+RvZVL|YhKTfv)_GTg4RnS=1rZmox$2?)#>v}72hfLY{xqg2geS?Z~gD2GCgbp*{(kKxqAH z)+=ZIZSat*LTc%Q!$tjKk7WfwP!n&<4QCUiuBJZWnEE(lLY{mi+a4WmVn>cA^%9;_ zvxXYmKK5F5;WVmuSk$r4$Ba!}_wQ8F<8&iMzq*)l?zD9xUiJ_3`5=a#&wMns2m44~ zC_$92*10@f#LB@%on%MznjY$LIQ1W^61}9O3kRIr0p%V6n+>1QXkWLi$)B^?VAuXP zbIOZDvqHIm#J19(25cv-{_Up}Qd8%r;qFr08|SSu*iEeyKJ%wi?#{NOH@bE>7=V9g-u<5Jy)Rv2 zI1jgIY?|DD1YCac>Rka4`@}I=L$G`G&WMKj4NZ>q%5&l!vKXDUgt!A zSViRq%tlUs&YYGuj9AQ?Agug~NpzJY)5{%3v*Ixh^VZXDZ#Wzwx2Ox|SxkqZ+8ZRP zlP95lVjgk+hVu&x#@@>e8YKpx^$inJU537Xk$>uU=c1bGPdt>%@2s5l0}FTJm*45J zIAdqwZ)ly>E-iu|;xo*&EdlDA0QYSh_ZiG`_;Fob(pOl{bh*u9i3$; zej^xbvk9A;#cx~xmM*cZ{qFJ%v!yF&Fva4fE0`;SIcxC0)ksqnL&@6ip6ftr_LEBm-`QJG)%KF&LlrQ~#wAC!XtL_=9 z+5cdp6d_mjhYSlHRfO9mO=0i14=LusMRE!I_UT%WMNUfCOPa(`w`_m*i%8ie8c-Xyn&yv1F3nNdfo3-5q@d=yRQG(CCV#O>NfM_ zLve(scnd6!YL>yRhGI#Ww7wJ>!aL2Bbt0EPxB>xR*-?_v)N<# zfPBre0}r%t-7?BJKfJ`YCl6xiHt7v=&8^S!(7@+%E$+ z^x}MPDyY#Na6wNgUFI+xFn(?a!p&gd7IjmFRWR7%``^^ds)%F8j)LE- z2r6o_DJ;Pc)a;JvV$^LB{ijV_F|(4fd$K=ihL|jh8^l(LHz)E7ot0}ybsfSX)B9tQDS!)aRBT@-} z4wVctxm4|-6O_A`Yn>P|UsB{co(6$C)ypA=fCywEZ3@Gdx=&AY62w5l%ic8>%*_C@ zOKOf#)9>FURm{Id=c9EXBISRb5A_(u_L4spB?^P)|LKoJ-cx3xBHaKB8_EJ39HA(p z6{w@PnM|dhSS77dI5sOhyH%H6TqIn$RkT&8GFv?>wUS~`m|J8st8Nk5ptVZr{axoO zT=mZZuz2XZ=Vd%e-vk~~fg$B%K32oNP{S9T!hhwL@Fcw0zqdux?9Nj-XhD|UEnVdyNxao26G^=0?0;Bl3cL>uEqf?g-xM%;VCdlHj0PT|cg?{UT1 zh0$@GlOo@z*zI0wOUkoIaMt!%r}XEuxXY{6F}+1#gT6NAy7wE}0}sw%pCKUi1KuLg zkhJ*#3HQs&G>LxbQXa`|u+TJthX}TbsKU|LjeLT%xUY>pBb7dI`a#;4-{ylrJG^e# zmNnc9J9xA(WQKmo_`>nnOX#(-9t?U31TTqBqI^t5i9Sg_aWT>oh2R5myQIJPoP;Wf z#m04qPO{hgnHUgHra3fAS*XLDeZb6vzlZoct!hCIt^VsOtp`J%gBg3@j3?r1S&i>% zSaXyPkN(lJdnIAB&hBxuzv8?$zllc)_vN0G?Bt#bGr@dkxUstg-xE*)_;qLA2Pf8_ z-nD!L#W$B2eI~F4bSFrNkBN7#()%EU*!!3M6?3eXqTDev#2dGXEWah$8;?%+O;NCmU8{hdzXo#x*eR8J{={dEeO^FNwcdJW zj6rD@xl#6N2 zqds?KX=UvU7J#1Y}|GdaSqWWO)vY{H1$VY`r(<0OTr#e zcByITkFu4`W7ah&0aLTs#l>T;HC$%?{VjBvy4Mk@NrkQ)Li9~$IvS}dDZWG}!I5F9 zj+_#Z+Ke@vI~){Th+Nl^SGa3GPCw2d&OmCt;L~8(aQI~GBJk|Vr88y&AZ#gYj8eOd zv*xVhUpcLA!ai&5ZBx|5rXv|IM<20H>`pl=8F@x<9L-@J-?J1#FF1;ITyff@MYOo8 zUf^zH6~Q@SiK)q%x}Y_6UZ?ImnT;NgJ;U8g8#S$qHnr%K8j>7*T*cyEz|p{<%8anU z5TdR&$Do~LsG6j=nm53=KB&%XQkzt7zRDmYUOArt571MNq<5M8zW5hw=?MSzM0$#W zNw{+Px2fr!X0ZkPhsM6RI5j8^iG0&v3Dw8SjybR*@d0{eJ4|jI0ehJ5mxrDCms%pi ze`g=0To8&Q-}^zZ(un_@ zv>DJyU{DRe1ZOon|8I!ytp5+tUBuSb&Iw4$%JEsG%q(VS>jbd<%(MN^tfQU1sGXY* z3lj_Je+MToClfmxDGvuL6EB+{vmC(0!s!1{uW01>*%>MKXXDSll>tCIXGi1D;HOWF z{O35ICskDzQr`bAM)@t540JEZz89+$r|AyE9cO(Cw?0QxfZVvAMH?6)xW6gGb z7|nZ0<8}{KQ`veG4;PwYMasqKE3|++?0&F_g(>AA5aHL;^+TyuqV=RX^9oM%vbDN~ zMmC@GiKV;4)8ErIIp9{NMm5vctvB$aML&IQ>|n>-r?aDt&x^ZR3#&*s##Js_r{*qhc|;Rd;qS^e}&e+uL(FbE&#|Q$I6u?11fm z5Oz*Wfp0LX+jC{tq@@5J=h<@8{q?2GoL~fH7d!=hoL~qgKg9N}4JOT!Yt!L>(NuC2m+Ik1KxnKYng*1U0fk5nq3_kSZw!JnxXiBnDQ+_0m zrl5K7nWFNi6nsEs%iwzc%OsGQucLz)n4p(WSE|N;IpnVGuY$OHrM&%|CB`mGlA)(( z;fI(Y0j22|1wbg(*0;fcR7WOR|EYU9#&8V`Xw4pzob!O7(G?K9+2^JL{%wmc9pzY? z=lep1lgkvP98+Bax+!1{xCuooI-m~_mrzTtV491eJ!%xiMt5O8lR1`^nOX*0zoI=j zjm6CtsbQDmF?B67`wQZmgbVYjWG6?ZZy26;-~pK%aP%5@L=FV&i%TM&m=an*$nV!F zEt^I5T{*Z*cQA{0*`uc*m z=@Kg*g<@ZV1Lr^wl}}q(!7_=$im8rXe&C{|i^%DpEC$O+Knj@xRvjNhy^>V0|HpMu zoYd@W2UE%{)Zq2jh;-h5` zg1`wkg~u;q=shxmnZ>*kdTdoq){^8}$LXsiN)>^e*+bQekxLZG4U8y8v=KrXzINqK z18Dn{>m%$!eTN@j<~|LH^molP!D;Jbzw%y_YkRigVRHYsu`@qh{ZPDHq4UM=Rrnq< z0$sIq$KkJib5E%&vb&5#M^m3hBNQ^~H{O6)84)|ou3zSalZnwr;2P=cErG zD(4`UN(^FP)RZEEilyxe8x130x6*2?Xc@4t{vPFi^zJF0o%zHX;_`N@|zAIo) zCRkZyq{nV;=?JTAXO;$DiAVD+*UGOG4mdIx%Dvork`Y@`%{&4TR2;6*n}(w}G)~!d zWrnPDq2FW{UZ#jzNH{d=54Wd)Yv^ZAdr&ALB~FabC@jk!DP(bc!PtA#kjl6WoE|8p zwGP+-uUMIw3czZ;E8jsDR7L>OyFhCb1)pOd`lQ-ZKS(s{L6FFv*!*g)6~szDeey3( z^g&Tc&8k{=24bZ)ltN7W~Q(>e}NEx#1I&Ry_mFRS;#s!%FkTzAq>Tr9S{MoL{^E7Uxqxmb6bGi^W`pInv z2z$8Zhu#e#R-2Z*(M<1_>^j+6n8eW#;5pVdyc)YeKdVhMXaP8GbVrXq@1 zo}}>-Sy>DIEqk6M$7@+>eJG@aC&fyG6_RJ4c|+eJ{!*2Tvy@D(>dTWel7w>Hh0@vv zKdIz^wK=oBYGJ7)BZE4XZO3SnE_%wg+*TeUpEfv&+&6W(hZ|8y67SczDnJmJIS+Wn z;*8JzGYt?hb&xt$r~l&P(=a7U3(;>h^$$^HspI1kMUD_P9|j<8DM6DG))d%FoB7!)&ToK_F$4l8ZP>T zz-p~p@JhvnGKgq|GBnwikbqumsZWq74VUaS%G$%_v z2P=b4W@NHRz~K=t9Z`pMlvnap1!}imU{P&(QA!ayCTNDj<3nu^Hn?7(K`7*cEYVZA z+j3;*I)!(+<_~ZYseBoa+$pwi8E2mBDMJp((4si=_H95W?U;j0UvfcWCGgS|8wNKx z@7<_pt-4Zdh|Rq&Di;#*OjS^pi45-@&JKq+6{Cxwa#`qU^t9@6|FauQyIa)+zvdNRtE#v{?GJvZ zxwYEOLwLL`RbX=>>{XY0*t!&#Ox*Z8!GY3MJ%!G54Yr&QNVoL!e&Q+g;u>f&PwV&} zLI?v{fEZ_m>fIPz{sQZfp$iC=WOyP|m~BxF^!@=`Wl3^Td6tT8EV+NWoUvrh)0{2o zC;KR_gcUaw58VaIJMMy;71mrFuS6a*_T`AY2K%Tg!=}nv)JbMBA>xFL-tjL~8?o6F zMQ+|Bc`Cu^DigWELj&%dEc)>6eriqxDnGQv} zU&4WBd+FVBRx6AT(t;@CbqkOr%3mn{XmyXJ8v1pSVLu4Gn#(n)(cKQl0BVcO9(fUO zZ!!TB-sJ8FTqMhqZAV`lSwB@gejxe_X!#CKrT7gHSCdDBEKA1Er`yhYf}t>u9QjIj znnz*F-bag2Edu-m#lV`cj}p^1w=*jjAslZ71h=1>t|6B2m4s1Geq~LWq z^un9%6rlXTdFb;%=e+j0Z41t`fF`Xur~%BvZZxOn6ll6iQayS+!kC<%Le!# zX04o#POsM+ny0TPzFJo)k}U9H<6aN>(?&HkAW!m z^CbD)O&Y@W@2#YYcyla!8e6_z@sDGCL-`)&@~bGGMBt&%*uYRvcC&hh z3GFpQLy6~KmWanti@kXQ3vbShYTJ}n7Mu=izq4t-@#1=ja}`<2N3 zdVbwH{2SEuyB#~tZv!@~qFxauNMdOmN{|kIm$cW5S{^`Jw*nciU(BLI<_yu<9y7{!ztjR1�r_ZQ(a{gIvvpT#XA`IgaPlLaW4fW*3zI9 zpHwc!xWm1?DG&(^N)&c8?b1mxNmpg19AIQ4y|nU5Uri~^j7t~$(@sGR;8b-3ZPEA2 zdtb^)xN^D^N6}QA6T!q=(O{+~w}iIz_xuUQJs(~0R&&};jWl)q-N40hOOX*aVt(=y z$=G%I@j_)X1OaVS+GEO$ zl;~}1N9&IFTmb77=PY#7=eDCJ=vCY@5x5N(zF#K_JWRtp~=@40$2xc zcO#@-TcO%BU&9(!t<+p|6>C5n_bEIHs7h`Q-1qv;^N`>Fat_>&@8Y3&>U>W9>&?2I z8?r9vOqAX{;vxBdJ%lZHKhHLh?|WkAa(3sRJg@hdu%r-&WwCW6R~|731IrFgP*@X- zb8Em=z)B5-B4@71jk-&Mssm(~le58}ZCl^C>HZ#ZUXN!KeJ+<|se4&l;>4SQ3Zm9g z`uPoo=$mE5Fj&^R&8sN=C1NT#Ma>e0>ea?D-()N4^v%@lc|ma!H+gC2GDz|LTv-s= zd4>X(YixV!@s|_{#qBxpXQEmBaYinWn`|(G`}w!**(?W$bd{8UnV>T?A7YUpqGOb3 zgr6+7S_eNk#sobKlW=k&|3rN`3LNu3`;ErRuMuQHA}lcPO6-gFt;RL9X1Z3YTKsxT z)V%|z(*`=QZihZ2;UgY1>LqIYdxx@6Iz@t0YWJiLREKG*YQ-Z4$vyNY)jEhjT(2QW zUcGssTniOy(qZplHj6w7@39@g*CDx;Ap}8}FzZ%1IZNW&3e$3?j`C*uwPe7fA3TND z2Wr2m&11t8likoj1^9Un+V6;?*_|#IJcDu`;X7m-!iz`({M?uh@Umve2%nJZxUY6X z!3MTuM>tOEPHWTLHC?;@#pbfHBE!{r9oLb+PgAbly+)fAW`|e@X7Ncak0xoUwKu-j zy&hUoo@`*xmSo};ip-;C-A48vyAX^yrV(_|Fl+xzL)e^DA@~KUiM#x0Eu5E#?TRzP z?jD{3y2;$Y05wDG+G2cUy`mi1gwecrfB-x1Yuur;rZ<-c7vZt2Byf_Ruvahl#k<`i z75(LQR2O4*+O9u@a}qR@R90*sI9Tx!s;7~sv`)_sbRI$jXi3h--UD^IINh{AvFLOc z(2pRWlloh_Cn8m88Y2-1^;%*QW>|u(3tb-(yu3aN-3Rd7jkQ*@Oev8~{t4ie^*j^| z{i0Zoz*#G0DU|7dq^KT;52{v1TaZsMA?h+ECDV?dx8X6Z52x=CtruJ8It5Eo6c3ek zuTNPNT4*pBQg2^CETZ&fi9?btCe#u_TPktdwfcHRxus0+9XWhXZjiI)V1pA&Q-AI z!?x@8r#H;Fq3iMqK6}NpCD7lFf9fus`aSNpI^ee5`If5!s)DsnU@PDtDLK>@$hyU; zQS19ej-M-W6uW~O`)>-IT&fT|P?5xJFzvey2eQY^D;SIUD+#gzrM4QQXisY^t2i*iv-Ob!U6F{0|m2eIh@t}u85zPss zVCL;lv21~gg64o)kyOco$sRTh<7$%_Wb%K0<(w@Yj@iQ#tXZ+g7Y!jMUicb}Xew9P6sT~OzWu3j1P zf;IRn*@2bLl&^nUj-E@_@f}aur2}2ay->`wY>@rC5cv-R31*bQbjv<0pKDS8h%adE zUm#-kpK$-F*08W-Oez4i^ip;22&=p{>j&urx0s-9b(xl-D<099bhh4?*d?{rFZc`( zSRy?MSwTI%Erk{(1>+D|ViC5>M)1qNDH1UmWj$Jd{dILTqK~Y$-c-G(DS?zs305 zw%I%V-~c_-=>Q~&+&u{^bC22u!3N(!+VzITL^%x2_6hxEF_b$3C5iIhu&CIV3T8;S zW@fnHY(D#>moEFJ<|5g!)?Z7Be&$@`I0Bu0WEHerSq|d8^*Jdl8UEPQ@=J^44!j%m zyX2a5(^v#~R`wi<)gZ=vW#Y_=n41rY5O%!~@{37k?M)G$+45yBsv7f)k3S>yfvq0J z9HxGb{M+|aWF8Z;K|SZ1Z0W6N+&e&c$$hNM_UEl;|tYT=qgqc(}Zf#J=yc5p+Pe!(^MpuKQFMm;*Er^39 z!@?t-XXca#U4wfarZ^Rc%yr=K;VkRUbXQfW#@m|o+zmqDk_KaxfF=e>$oYbR(MRXK zGA`DZvHw*%d0s0(x6l+$PDe%#_L6gWflm%4$j2;PVEpZ>|FRXan3cK?r!B$pi&ny1 zPUF2D6J!NKAS_6IR|@VFPBq!r8z79i=U<(wZnHg!Ji2*9d9Xl3BZlMD35`2E8Kg61F}za zdGo_8sOY4AIh@~c$e!SSlT0h22PM>Th+Fp^kifpVmM?D7N~%$K@k)^tgA^Js@+mDX z#%$Z=ie?v7{H#6mkMa4Nguq>xW}`=rRXagvOANQ{$dL0Ek`Yv%5ikf7uwOh>q)d5^^rsyBqswB2>=s*U@+9+f@sY1ezV-gM4L zMcp;Y;|^>l637HXaT`h%K;6bUtJc`rLmC_Fhnxje=iyrL-j?`=SiAp-2c_g*Wnyaq z#xwc2BwSsYo^2Tzu@4hxBj*9TiOR#QLV6N8wgVB;*XuN>!tn*049|@# zIQ7kC_D?LZAF$*GZzF;pr1%!IT@s4oC8?7|E{A2QJCInj@^w>bC2bj`w8(nZU?GTV zbE}$W4OH#u>-F?B5c5tiM5+Q~U#)Dy3IAj=*&F6VfpvNoFO8(w%B%JK#>)~TIT;l? z^u(p3$!IW)THItFE})Jf3RBHd|84Zwzy7$EN@CoiTrGoCL~dN*HF}OS)aOY;A5>-( zw%9j>ptS{Sw`p6-t{Xuk#4CC{L1^Nf_LXjrtgk5Xtp9E`EpSyop}+)Jca68^L2Xws zKa;D&);>E+tbM-pZ7(h#IXXYy4Z)Y&Ea=t3oDrQCM+NAz348LIt4P41z9rAODw)0{ zVt<}4B!Jz`(A2Jhdavd@^I3&PiK42vCgehMkW5qHJj@33mj`y`&KYl&OhZ0QytW9M zgB@3u*1bM%?{Wf-yuRe0w(RTpdp|zBSIYPN{Xceha|7B-4l7;kav;#wz!Aa*C0!3s zM~9=F*#F}GbcRx9m6iVO>=ig?v6c(_=EA^1O4ZzsmEDNBSYOrHsz3{9zzdy@UP{q#un$Tza=Q=Wp~Ush56(*XORtFN)_Tc(`%ha^>(a`UZP>dG z%fmyu;UIiHF-O|cb9!cTxAmrj47|X@2b9PJ8(bEM6a$37u-SkoNT2Pj`u9Srw$-)u{zUSV{ZFkZWk8Gp&P7D9i?ng5x`A$%#J1WGo z!N`6;eN)6ykdlu>!VE;T6u(he#hr!l!v4)1QSLG#omHpybF93t3e8$rZi^E_5epYk zLdvlv;8yyuXy6R@`F4$q9X)#IbPR0k&O#>*WhT2oF2NO)2=Ma@zR&{mjyagA=!V^S zty6tKb7xCC)LyQFBNmxOvA?kP*cuA)Z*8zx@RjuX+4>bLvAy6T3Zfzvva*~(m^YC4 z9#c*zY}-f<7u7(pOV|mMfHar9CE^D&eg3%AE#KGntRYXi)*rlXRmg9-SEhuAO?q~` zAcupIa(TTC_sx!L_QdJ$eIb>I6f@G|;`O;XltR61|D-YSYM;sw$9Bj%0jWDV2>?61 z0(54=j9#B)>ei|1_6Nn(&)xIX>4<6PNhQI`*G0XNrX{VE%sW)lcjb7;QHteRLqK&D zwC#d}ij`ew%~aEi!!oK}RC|r6A;yL&>^jgLfMSD;-uMi?cyCqjzy0%krgsHb$5ANr zX0hvos2C=twFoOGd*p7Q0t%LtW2}d5GQK!NsnDl>c&jJgss?n-tV_`2gq2)4(~l-y zUFMl=DtlRUQ@Q!BGDrBO%NZFx#MhHimBvzc9PrU+Ka?52jDBe+DQkNL+e})yk`@`% zqK}@K{HZl3D1+9n>Zf9%V-qX9UD|_G={k8RC;EKy7^kr>$ZFv3S0D?ML@_KDixct4 z1SKv90vK5lWJe0SASuv@G(7fcjn&QsVI5kqRourKer`rcj>4}s4!FPYG#y5@LO%#> z_hXdc=qHDa4lU}|Jk{~?A{h9DS|w?Uh{v{}f+J(9Si{KprbEyyx0TW9i5gl=PbI^Y zP(ud~J5*Pok)`qxmmHiMfwP09l8CKDw^A^eJ?XlPrH6C>w97G+VD*K6(f0W7z^$ao z5$E+nMU)aVI4D5zaQhjo{;_V`?Y!6aiT{*flt`U^B1BzE>mtjoa%-(6*Qu_M zUYp5HHY%5x|1}#yKoXO7-vbRWA}|V-GdBHGoM&ydmkkSLno*C_dDv1G3$lIdU_hcv zTpP#>7*Jr!s2(jW^TtiGEwQ#qb%;a|U!URAnqUv_3+Q32yAqy;a-egF8hwtV#2vmS zDFmL>VDKJZQ(;UT7z2%~QjX&mcU$1$4$r$w=A}x-o0VT|?HP|JP$l7GZBcx+nXC9{ zHyOZ^Cu&0jGjw<=lRb8;T$55_T)A*A<-t(kCTUm2Em{99(hO;UUI z&uE}kC9p+VG_hO0S~M zh5qPZGY$`$U$9U;_qvT@^wmI{3M$43B9`ATUhK5hC=c)L3~;_d1Y@{tET&Mf*Af5d zgXJ`%&fz?Dv~YRoEv`Svjp-vJR9|DnT@A%_Uyi&~yeq-fGmjP@(Uj$Oc~IX8$BoR= z**<;D$o^9DPW<#Ru3DlBOMQ#ESW@sKIk}h2efDv*JW*9kG@YG2M*pg22@q4Zvyg@3 z(j>WWhG!`FO?$vB7mbzFF{TM%T_jM5U1@}~UU@qlDC8T^L{MQb$p6l*)m4kg0bDf$0460H+Q|8;##Ga|3DjfXWMDa#ny&dvxKbz4Xtr9kTz>c zdVV!US2bk6t8py$BBj`Eclz9#ylh=|e$UR+)S~4=!gOVpnsvB7r`itLX}$KWnJ=5E zQdP{u%O|mKTpjX&my>uMDH*Ka(^mWf#MVZ}`}8?R+9jQwVqDasO6T@0zUDNwTfl}A z#-q%WP(^TlsL*&o!Pw?L@pZy>B%WOraS@Pp3K=-&3wCyMoX}>QoI5voOAl=O-?{s6 z1q{A2s_`W3>-AoGRGCX&J)#Y1u#8VsK=<2AKD@(XyL6_t1|ZPh22=! zEmU}gm?nqdWh2Qz0?|nzAHryEMlz_Id$%i~f`MUl3NoAyYJtaXE|L;&KR~^r8jSeL zXIFtE9ROOEEN60EqDZ@WK~{q~<(^mwm^#DXbTWrD^csnUrQpn|*itu?4kW0bK4X%S zMO!VYi%t z^G82x5ZzKnlu9FY(T!BKhG{x>s~Vmk+}D7Pv0Aw;a|>n`SAWOv4kmY3R_%g?KFQU4 z&q>P?k`7RaOFrr=E6rbfiS*H%p{S1w(5rm9=c@#zQ@|4>lf=-Dx8&?l{y{8vt2zgU zxw2G(TCaY_t;%TY#%}npX1b;?!2`r--lRScmYFZ?8AOpt;`F_oIt(P{@vraow$J`YMG2;ujtEe;fjJ_IPW$|_fkGH9nl<;Q_HqYKMd5c zBB!E`MhsLqfljLOxBU369L8+}fHIUYN)^fM%q7&}D@C2pDR`L0v=-F2POBhw(RQ|c z22{)V@jk(bGD|{fa-S8XR*PZ>9_)}W({ycgJAR4egu@+bk3v|-qwiV*vfapPpF)+RB zSQTf0kDY_lv-eD^rR<@bV7AuIw+kBKHEh718%zS=2x!ecJ6xq*w13JmQ5U`r<7n$3 zL_)@-K^a2fD?o2dUCVPyM72~Ax?upBTPNexBrP0vkEN?fDDg;SI>67i$IXDWrgLHV zH3KE*DS(JGzIp}L5~MMPj8jG;65c82@+*7DJXi{jf*hBVyu`2A#E-3xj4+RW;pb)O zPS1HZeMxOjm+h9?tOcWm76_+~JWGOiO>Mq$qLrXyLu0Pb$Ayej<7sho_xP~aX?oc5 zmo&md!uS$B43v^7a&uH|*SWS>NhQkxHzeX7gIjUca#@}ej1$e#RM0jfBcIhf3G*Up z4VAcX3-&*3`X=}r{zBRI?#*NZv!LOu)8CHhy&nr}RLTGZgUQMJPF_-}l=OC z3c9&;L`PT5flt|nRwiE03web}@sEQk2PF%3?ZpC7f#v8THCwF=XELv2JqpSm+X+pP z6`A6qaeE*or5=9d}~W6HX|S2OrOtlJXi!s_o;)_Uh)T$shrD zK1Xwx1ax`BrBLdb;bub;cj!^h`G4y2OgTv4&dLyMUgQ?PWL8#5T)RluYEicz{6(Ed z9!Y@lSnlkv5Pi%s&vA0!I5}c|AgFYm3s^R-d2GG5rW)o+GK8s-iw%(C=c!h zR$GNJIo?fWi9VsN-dMg}76i=ZkSdepF0 z-?dXXDUHb1!ls&$k4LwxPecnNdR9#)R~qOj`CChA zYsh&%xOfoUPNL%cObi}vDK(R4uWae1!Qw(Yy2Jp9%CE4t_1?LBits7>H#d;ngW0w_ z2NO7TeB{*(I~vK~@vCj#Y;Y>+Lj#?v#lG!LyQu-a=gIf%`#5jUWp+-K7?Hb>=5*zP zu!S_FJC^6TmWj(RX?p46^&oa23MLG_G!XBqzv{aFa@RIulgfcNBg~ESX29l?nr?=x z{BM8y#z9+o%d<=Kt)I7hMbw3~cDG)zyFlN8vj>Xd*vAXafED2%y3H4%k;1jji>~zq zLY51Tb3Cj&$Y(e1Lnmyy4l0%cC@Re-I1+zKe;n|068>-%#rRpCDypVPvA0F|{*yv0x-% zVP$4u`rmodWmQidl{M7w>l|+|git{phoKj<{TOUe5fRc+-vNq1X%>jVXd0qOg2P?` zB1IJyouXk-V;v(FETiReMPVB&TP@_IP9|3cDR|0d#nO96hZXX)nT9OHuM)z&i9aDq-41Sw1A+ z(MxXfGIM$RETqqgFVukm5t*5gY$+6{1)L}lP}1zO@;2DEPRQyj6i%y{Z7(K<;OxfJ zz7+-9h?tGt+^*(oasjlxSK`dgNX^08x_s2$kptMe@{uX45kSYT4>{TbuR48YXKRa}pMEKkF#E7? z7L>djN4N!NGxPN_L*spTWKA7SV|RUdp&49eC&nH~aVIzR4tO(88g$w-d!~#uxg!mn zJQ-#8mOL@?XUra4c@xYYWKpI`ui&2){G&*38W0h>@aXM>urvE`@Scmg41>@!2Qg^( zRoVrtKJ#F<3vgEpfW0=D_%rvf5_qI@KA88nT&c#O_YFu@^;n=9K`k0#Le*nnHp65# zqiEd$HS3{7-4RzdpjlJ*ZxnA|W)=`4@X_KljrGXf_0V04(QS?xq#pSA`@%kvN;>`K z?PT`bwCj%8{(`8vhvJ_(sJBTzOmXJc8%C{gajzhJx$-7o>ki+1T*Lu+hhcAFpB!!X z51%abCwcWsexX~hD1LAsj%lQf*!%bV9S61*??6A zR{f(wcp1bswNq`UI9K`V(ik~IE8R!NENKMA0*Wz)Z6xbnCQBB4db^q(duI1k?bOX| zWP4FD-Avzx79%R()#ez6Hp(s8yT0IK^VDIcbyfD%wqrdWFs+&pNFI zd(&51e+poVAZjJiLb5@o&BO)jZ!&T`@_Exue{+04yb#3*R>e^Y)C|IYL$P-@P zO6~Hgr1G`PX9#*kn!*b1k@y(3MXU&{-ZNk86t>7p5sHPFa^z&4llJ=zC)Eb(J!<|+ zg`S-9pk;)XxJ`B3>d~qUt5&UYH1-0!onWp-mf7ZMmG$7x4w0SJ?FPh_mF#1Yns@Cl z{P#81Lb~P1mY|=2_e2q2-9k8fp&T1Y=fYfUgOqaL=QH)9PSKjp@XQre&Z!p#VaB!0 z%dJd$t82;GZppO^EZvg2Dr>4kKh1ko-(&iJeF+0YA18@BRL{v_To2dFZF^)>dbdN! z@YiWKz?0so_S83CFRKrjCuO+!oN`=Jf4~Fe`eKZGh+!R~9Yr_;as6I^FN>a`ygR&z-^QDQ%ywetNV! z$K;Knjj8ePnG@q2J6|y9!wOKGWrR}UsuLbj7s zt(O*UpNZSAHCd!8qdRxdcWS}k4dj2$M}97#-W6oW8Mb$T0Q5i?^nl-SMCozB>2U<| zbwE0Jh2V9Bq2GsjKQ!(RZ#oZiK974)y5Ju`_(U7J<%Ss(jqble43PGK^zWDWL@c@` z*AXM>6+o#qVCfyk@QJbT32As`)*E$=9#Y-z2iX?E!AXyH8a|TinIu5mBf|U@CIA=j z6P6ycIKqVl1q%ir-$S*VDn3tyn>(RV>#c!JSYT(G`6QQ1>hVr@#-1Z zdZcvhGh&KHr;F$jrDjHPFlKa%c1s|rSqajH$jTr_5dA`iO%jA^MpP20N)@rKq;W+u z)8%@N!0Hw=M7dm1m?aT0iIP+pqtFs1O%gPxPgy%_iL|E?ohRg{iTxS%X$WFynk8t8 z<(kudEFgccCzGgA!$y}hso^EdqQ~JnmsENsc89D`2vZai$BOkHIh|1_C`4)s@Cot- z%gWWo3=NT95i85uC<^!up@Sn@UV_y{y@m05D1R&PpU|;~#jq&Y76=+NZ4m9}4K(V} zbsYfIwvn|h!`H=xMG;|^^>#anBD@_U$W|rT5CvuN$Wdw^{%Zsx336xJAuuKd~-O*lG**B zb~~mIUc|xuT2R}9`lZ;mImg@4esjRrg8Zs*r#b9nQSVy(!vo;zEC6LR=#7>99$W6P zEqnTgBSbkUfB-}mAqeHzfWaaNX*nPI-JsLp-5}IJENktw>CF~UdmgRvW^1rDT+gY* zmQi~^zzwXw#iY7;?wMy-w2ro6_|dSkOSw&ue> zrdd8o5?gz2wGGxrcx#-kRn|s%YnrW%)<)WUMr@P9dq->w1KZkuJ?lBO$M$BO1Ka*) z^B07%+Xnwn_+y;U%~VHIeKy4%)giCyoT_8;G`#AtvJ(MjC0 z1-(gm&~gOSQX-Y)NM%SWQPah3)c`6*RH%YW6seYSxRnQAAN{?#moSX*C;nG_R*_37 z-U|2yKLDK&2@PPydbHI6uXPaZeIA*B3I^EHA((W?rr*|cKnDZ-=@5_xM3ey|O+ZOK zOzIGn24s~1tIeMo2PnBAOb+NY18SQf+3OG;0N&YDq|PywswIm9!)!X$fprKBJ|sWLH9i zSahZfSe~3J(_QxsUBk2?R7cJoaIz>%o5oBsx-{y`UFQ)UJN4}oM^YU<^~DqC5*@Cv zSe^NZp9xb3%$82LB`hu-Vb@?lWl`(jQ9xSU$`-f8)unlLg;7i1f9c(F)FQvnTKG#C z`$EIE`lvY~cCD04FzZ6Zwl=9bL~b>eOH}(p$=S$@5qKr$Qe+l%xgKk;$J%nzR-ZjFnMEc2Ew{-8^=}S%h+`UtY`;zLaxT>Y8 zc7d)_t?QEOs`T%Z_fGzfYti$(?4~liHT_Ouk89QQg6*byn>GJV!Ix{a$kqP3OuRXML~zWfD1TyYRj zB;1_^)EVO=`Hz_Y-OsuGcMjYGzDw}fq9UI7m3ORV{lXRa{12c7Qmh)YD;ys4g)x(BB2$%#vhx*|zk3B|6!nkTd916t%k z4a(HkIhcJ}R(Fuyom}Tk*E!rxDaY=wFE;J^o=d^Wzm6$T42q*}MGGHKJ zxgP<*Yix}&q=+)bn4`Y|#wQ4N&*WHJ#wY8>0cY$%S8m_?+nj&A<|SxG)x;S#hzzMF zLWprqQI>@ZIcRs-h|3vxDJv^|V0$q7l+BFEouMgWh=vTWDYGkmhQz?l8QwYlBYlad zU+0vt*BsB#?g8T=-Jh|}Gw^L%dD=eL5byy9Iul)EynAr)logFJ;x)iCNK_UHjoH4T zU2+tO3{*Npg(e1&Cg_jpfb(!ZenB9*(I(Dfv^bJ9mTE`Ui&U=k9Wa=;|*o5b*>jJVfIJWlCOXkZc?og%>` zMaIh``nq>wgE`EOudGm8)A;r_mT2LXZm#;*)S;>gS zqO#l68X-BK&I7Xm4iv~}*Ditxh&lj%?QOL*N_x%JUKmjkslBb#)_G$cT}{ZqesN_Q;HX*Pf!bcu-OkYgrPnm}vHLTR2L4%$bVQLhiLC6*%)F5nwCTdi) zPPu)kdl!37XJkUXAr?BWKb3me$U#XLfqWP#fjB{=3WFwWl5RsbG=l4>og8kYNGK&* zJC1lH+G<0mpGk>Gd$Km^U>clA27i~9%qP`& zAHY*sOyQg2cVC`ZC!->EP-TM|r;vCIxtl_3bg`ab+Q4W-gFV)`;gLGzv;lHz>iLP9 zI!D$hX~UE?SlVc5!<98))~IR2mNj(R7`kKW=|4dsXiSqP{PsQ-UiBtZuFJ5&vYib3*$ROOs04sFFJ2q)BK$#oZ0- zpV4-5wfuf*o7>OJ^Xqvf!JBJsLY3m$8f1ImtN!CY%=3wIb_Apo9(BvC6D{pPNjH?h z0}K61pc7>6h+8`b+l~nBh-`OCeCPZL)OL&bO8O1kc7M`?F%>nAqsmH}^|=#!Wy^r!#G14#aml4mCD5R)hB?3PEbKguHlesszM zwC<3#JC^+xyE|gw2 z{K1kZt?Z$KCoJxu$%Aihf9VZ`FH-*Cr~&CG;^kKVfA;KP)$=6*WtLLMn%q(=wwYSU z-L#jZuQvd`_`V=Hydb*V=|~T2zBKovosKB?Lwh5v*g+SZ7|iqtO%AZJLw!}%o{CMC zE~;gt7LgRIib$)B%8C=M($tceg;A@cW*ggXtpdK1T~+E999s3Pe9smhTK%kY*~YZZ zsedQWP_`AVGTODj<@Qbcts4t#LuQ}anx$21?B*DNXTNS)Rhs3V&PALQsikY0%+FX# zA zHdgFQb<#JgDyB-gccH(isw40HsmIVyDGd?`tklcWL7~ArMV>_3x`lX!okBCX|MEWJ zEnNxWycSe4M3iNbWLbePFr}5vd5#lv zrNZ|z0X2h9`$5Koe9|G3444Rw!{>1Br>n%s=A9c)tZNfwtI`p7$Baq`T`tFQ(xLH( z@(iFZmLM_!nIUs@qvnG6wR2tXJo(RmAU{LAJ}9TdLYD7H>!aWQjr9uucQ}Ft4W4U@ zS9OT~rd#~E2fsy-D#+eNR>7j0TijaAEiGgZ?=gug(J-pvhY0~3RMNnyY)# zlv=^62U{KFS_iQ1lJ*P0oZYQz|h+;i_a={aWHx+Jd-IeiPFH-OG5 z7FriceA5o{h2*Yu?Q4aNgxG-WGGPA~20Z-gnE2e!#{m*{5MGiOEUf_aa=@cg#+O}^ zs}o}F0Nfj*9h@eFnJi5DbWZqmNtmP4B!946VSWw+uH3fy%|ZV5<22)iWOO&_=XRr* z((_C$cIMAzKUYqrkJ;nfz)&$M?BJ^nomIN4E-k364O|)UFTYNS)2It*QS70*4rw>! z^(R%}>V+y|x5)DpU1}!w-*1f5^)^2M_}zc~Ca9Nk!Z#5K`Oy2xhyS?;kMa82-u*Au z*J_r1_0|2mwg0E^*`B)-XA##o-TeyO6|tV>+Vcq;eT&_x~3?M@~aq>93V2@}o!r0lIp^;dEV44y*1`Uo}}J0 z%!`-k>L(STM~H9;_$6Jq9gcmM^AM>x3-$@*oLGzPgR2}+ZC9HTP6cNPED#u1; zc9ghlCN5a%=T06utvZ1r3UL*p&@e$jD-tUbOj%rD=;Tsd6lnul-76@JaIn)>FnG5S zQVe_1F5TJw{Co`PAPQ^RAvDwVnwCctX7lkS=)qR62WVh|-KA>3Kw?6=Rohz*sC%ch zwJc+vooNVHj+prbbu8tH2(k2`3#Lp?i-xt%Rl9r)D~CVAFT0>pyNW(lbV%wk>w&=6 zfs~n~tBWGfSeO*-lku0(P)yDf)X~8nO3~96ZTf43d=9W8Z1!lz3~`nlTE=gd?n{Z9 z#uczH9D&nn9Xu;9^~a-PX5DyrV*j+=8Foz8VDSzkZgOn+j*xob%9iG~w(N)(C523M zTx)6r(Pk$2XN5(J(^*8iVoqZN#E8Yk`+xyEH-eJw?5K;mrY%rR|CG7ACNFHCuskg4 z>cuVP<#(hKZ}vcHz0;vIF9NT%2CE?$pBjGBL}nr#-ghD=Mw8|CgLv^Lxwsp|BVr0a zj&N*8Fq);|0E(T1Zqki!E<_e?_MYh;*{IpUqjhG1-eWXrgPiA_k1a3;!T>JQNwacq zG77m<|A(=2e$E7lvUY6S$;9>>+qO9q+qN^YZQFJ-v2A-|O_Dd>>~7Up`@>d!+y6n= zt?sVA=bq;TDjiC6sd=ZX9E+59KsF9t@C3p+1f-98k+|TQlLN$-Ic{d%W z+1>(vr@0ploq9rR&Cp^TG65|{ zxe$Z?pMCUL3lpc{KE2$8J~rGcT9jzX@E#UOVrX^EY0Vrvb6rYEA4_~%U;DwkQmpG6*@20_PO(dC?^KdeaG5;8QJA`5fRqGqpyWt6o| zBuo$Isl=~mwEj`td0WWC;ueac|5BoecSxO=Ez%A(z{`tf?0`vNlovaNr2RKC*l@|H z6~!nWLY+-Zf*HY;;1HBK^3&+}{UA|9Dy$BVJ8(9MTZU^|Cto>n3YKTO#2#Z0pGGVI z^SfJu(H@z(+JDq(!P}64E~6EcHVcKE>bIbMVN^)EA_g{hj?r&JAYf74;fJf23|CyxJ5v z$+p2-gnBR%V@B)o%pKT85yc~<9?#kGWoX(OSWq8*Noq%Yl=Me`%1HpS5Uys91VMbj zxekPg=2*ueHiVHRl~)ep$c>dMAVd4n=56u^QddC;KJ=jIP(l&|S|APu0};ZdDNBb< zw%EOBN9fi{5`)AsvcJ({=vn039Kg?Vk;Y(hzOP4wZ9A|6p)Loe4K$1RqO7 z$&R-d8=DYR>e>^#DVG)J!{dO{2wWQZCFJWu`6mq4uHy;+-~)D*qbmML+C_^x8+lkC z<^#XHT8Qi~>`zrXfh6In#}L-t>wqaGy~tCVwup^xz}{yTFY2I#r?*D(CkOpdNMizn zvu1+Pz0;zfxX@au!1~vXbATi%Vs~ikHq&+tZVvqcx4`Uz>yjB2;nmCUg zU6hg8^IJ&R9TRI~{&jdVp{{BEOX7izKcmv^e*Wz8q?s665BVeJwFXRYpb4w~oVhZe38N+^9$q41kI zm_*D03tXJ1XgV(13pO7xJHAd6^+gBguQ18elwu7zIa0VG6&SjT{t1k&hBdva|2?zV zFmAD*&AR6V@uv#p+YFh?{);qI5jia`zx*3dzzBu0BYOXs^0+8Vrt7`PQe$LsSq>9u z8=y)Fr@*^!m>j4jg=k6Xyb)*G&cw>Yxm!P-P*fAenAWo36xA94hCEy}>3Y^fw(sK2yzY74?>XTw zR5^FjlMl8r9oFky_}QBX^`fJezqZf<2k6a&VmRJ*IwpKkX!DVT;=j*5!Et@t^09G; zoB9(}klMN;5!leGB-3-X5f~(>M zq*)ovzGM-asz^)AXM6|L8>4--8KL$4Wl`|I>%5H%8{{8Y?dzUn#z8X|DWX~xfPZ=L zp`cLdK==A;i1Ek0&N5LEpZQshm94(KL*VPb(+vJcz13q(I_H|eb!v0)i1HCc7t+-% z^aCZWtBSc)qXM4P$sJcD!L@KqWW!Q2Vz`-KPuyv#DZUns)@g}54~hk5$QBnmq~G2Q z%`w=&0Lxz6lBC~_Cv@S8q9B#(3Gce^Y39}Zf;dM1<6=_MUx3TO^?q&EZ1bjD(9t%( zBOGb|qprsM5U^k$?COi{=Wplh%Rknib~|z!=AVTpMaVttyM9f!ll7114uwu%!=`t; zB+r8{u(FeY!H^H)J&a)c$&TdGLkaTp?@qgC=0FKD@eboz|N91iNnWvXbpDn|CWI0~ zB0h{JH&Jm_yW-!3uK4vJs^vYcwEER6>xYhy?ZMLoYf1CEyz4FJgP6tK*H@m^ zSO34$okgR075*Hk{=RL+j6__XB*LFUR}NinqNJi zQ8AZl(+Xe)?@1_wqXC}imMimi#rAX@BGV#qj*zI`8;D500Y5)-=0s!YJcZnXYXtIm zkDhP^44ixDT)=D$f*OH{OYtzTv}24;NB~-nf}ljWx)>pYG;G={Kr4Z-?7H2vH^Zb# zsM@c(Uc)8h8_1S=e4l&`p3F=Q-k+P{Hys}2yg&0$!WJ)5=qD{1)zy3jduTLcgIKYX zdFNQoEZCV(%M{4!#`HO_nr!6VjlD`^+3u3}iP0;->{8U$w zC~uA1pG)&w4-RH!oyXm7#7I*iy;MeYL%RtAZCuvUZ>$qA`%bKZonGD({5=R@N zD@U6Ez|XAxIlO|=Ibrd&wC!>zp*2{Mqs@&_03MZDq_*tGss`&HwkynNC@YG@b(^Lv z$g24{@Mo6=aBW1_@J~grmVORbgZ;1Pp4hyIUB`pHwb%!eh942~**wSxd=6kCLmc$T zQYsT#`3^srGs8rxID(=P8UJgNxt9mUdJ<>E z5UAEjaI9}5PQyhpY=Vdv)-Xo3XiX^(dJ2J$CX*&c+NFJg8TtIwj;+H!&%`0_nKr0l zpfoEx;^>uRmdFOFbqWD}(Cib@y&?;@mWql_rdBn2HKQwR^kZCiJbn&`eagpHG)u-< zw9l@VS1F6*^I7nt{R0{s-)102S1(Hdm~c9gR>B}|cBQg=U%2Qh8Kgerx*6r~*-_wV z-uY3zP_9mo*wgc?6)!H+X`*S$GXu8DT3RAE>n-fev@{;qmMRxV>Bk{+FAGW%0cW(S zzjI_O}Xv;`r5%^AK zoTz)O)_sqi-kr$n^U?hdfM7>Q*-06lY@Aw(yN%wwe`}+)X(kP7RIa;^pN*~00Tm6_ z^NI1J=xU9|?^8xJMMvxfGJLCp3z-U%fn>_SH)vnHWYQQ+D!B^L$b6rk;|wk#FlzP~ zsY@U&7^CYS4654*hFPvX@&>dG2#eYx9#QLt#rR`*FKZy!#_>(}PU>R!`VBSmAo& z4*X2moR0PJ-pNcB;m*O6?A8VLM)xYN^~(yYy{veu){&I+u)m9Pq1t%oW5j2zF0|Ww zt+(j9ZeG~LCfHDSKg@R7?YBjWjwvU~C z1hx(PT3-nmKv(|A9^;tXpP2YYz!%7LiWYtgvk!|Dv$;O}Ke z7C#_I{+j#)EsbKEA~EV48&5a+Y=3W3?X}$H)ux+qKE{&j#4S03gHW=_h{ zEV>w-9E>L!nMln7m>f&+5zcBUPPSYI;SEK_aVzS??}k<-ib;Ak@X*D^aMU1{7ZX9i z9;LscfI1d_j$pxJ{L^>zd)CnVKlEp9F}A8AoV;c&BiJC21blnz3U+k#S{cjYUe5nS zs%vNB4>oy==h$CkW-IV*vp=V&1l#c>2l@n+p%R6-fCC2Ra>yl-rSesW6Vl_7N@Y4Xzal-Dg`Xv(Z2!3f{{ zav3CR%XzqvUoT5!!uUWet z@0{{-&dJN^?|AAUY2>GWcPWf^_9GpgEMJ?*OLDC@$K%#Z#Y&};AZ++iIA+VZF9KDD z!n&BFffisaa+s_I9-m;8_uhRFDN_8~n=u06?#1>VR1Q(fbmx)ByAog=gbsn3*nXN# z{!b7~CY7DTFYjByOJUg^LwNW~#7V+6BX>0|_mp+JI93uh+~$3AtzG3*zub&ZnqO$@ zyA_lFn_Sk+A~>*TiwGbpZ~bMv6Si!YoE(cN&q=#{gR zo0EJrH6_RF`GGh@1tX23^EmPIuBx)oT#8cs2yj1JOfT}~WONjqaoE&{a+8d=UxvY& zCFv+qM+p-phA5el2P5rg>GV#Y4gsLq$b`) zE&^n8+!QT&YmYBrpGc8u+t@w;_poyZh5GQevjwo;*7DO;W%`j5{oO%92>k#eJW0|` zg<0Ld+;@XN@ci$6$@uLH*%O(LykPms{1m`}prHYAec_A=YbGifsxm&0h;uao3{mZx zZ=`uI`gc@o!dH?@BR_=mI((J+ys^ff=<|0W6BjiD&FJ@t_4~0spJ-Y!H-*d)AKk}E zue75X=V6oxd|`Lzsp-S&BEe=Hh~`k%NDFqyA3o(@#$MK`xoPN*Opg2*;Cs#rtJFfdblV+2+hz&3GoBjS7C}%q zzsxBNobzYCHO;nVJfaP>bqAR_9jg08FdQ4*qD3xb8})R4Hn|$D@5t@}N<4b!r+F#7 z$N9=d)bY*M_+%YMq496-qlc4~tGj*pH@aJ3q0DIcSb)2@7zYBowr+O4oC}+(2#@8i zLm5g3udipY12o<(yJNPYIJF@(8MfAjxWW>-X1tfDK}Pny=zKs>i1yQYYD1mZE?&*z z1W(VS7hu9hX6^lQA5N_TVmR!ePUi(}HyviLVZz$*M_2xI@DMI*xvm|~a%ZfHF|*sz zv+F@a*o%GCyRrx$2)?N}V10}h$l_Y)(=~i1{T=m@^3}@fw(6yMcIG(rj-J-Qev|}C zqKfWF5HCFSN)ggFSRwcvQ+vz=Ap4G=+%rFoScARPPF{RLMFtkJaDB^%>_l|}6xu+; zYyCc6o|Yl}=lorUoWJ$U!9#;iz#(3_rtAS0&AS{m{6J)8yU`7ikyD&E9AXn@!Ia<@ zg6cb7xfn^r$J%ZCOP}QhRbmnv#XRVPR{kB-Ay$Y>CMyOdWWC!Hf>y1$i!D2&?s4C6 zde+}aIVYPS?z@y)>0J(Mewsj<4*0KwCxbo5sQ6id&B#kLf+SIwd_z#bZd8X)^-W>- zAyPZe2l=+AH2O|ypBGgVrp|#uE@U>)ww1WEQ}D%r6d}}l9ES&I5Ke#iJzz4ZXTKEu zLoE)9gVC6Ao}$hd0Ap-Qp!3hxEaTNCo~@zc4hQO1KnM+MP6P4|0qH&GlzR zi|TFc=;m3ofqSGrf6xO%1UkNpT3qh5g8lWtY_(tD)_`(3V0=SqCB`=aI#@`uqm^Q$ zj&g-^;OyAs%>yfwvRP#|dNs%R#YAy7ckNiqMlUOL#9!2t2PbE{yK1v(7;p4JVkZf{ zi)hdXUFWVX&*I`)Bx_-%PS-`v5aSQDN_`KozFW9hph`$L#`W&mN$9%&hY;|tD-LLD zWn{qgo_yZL#o6H<{44FDJP?RKfQ&wK=e6JL&Umm2&0H&+F9`jXeDODT2hy8JBsVMI zA^oD|kKw`J9E*|>+=#nDtb4!j+svV+`pAa7PVM|w-q^-jhiVu4?$pP=8z%k}EN=GH z+XDYt!dQEWs@fmIf4TG;?r1yy;#WF!+iuUU3jcdb~EmTjJ{a z`2`o%xkM~n^NaQh62&Dh_~ryRLrbe8K**!d4z5@03EhgT&y;Z;iiKU!Y#9`v_a0iss8FXfFzZ&|k%sAlI zzkg6IyMPz^?pZ%x_mZK(G&c4i3i#~HVaSEUPoek@!eJ5UL$Q|?#7_kAA%;x+&=07* zQ%^Xn7k3y5Ds_0{_$yFiON8Zna51>yS61*3Z`!VA>A8Dv(mC74 zO7O=m49tPJ6D`$UuSAs`rE~VE! zU8`CWj11L?LmA${jZ~jt0k{AMntrDYcbrMe8(L$@0o1uu=GS{5S{p^G!b~iq#lsHk z1@}tWiTp`D$}S-iMxch%onnh`-MIcfo+?9&UlsY6^SkE#PA7=Nj%rnnK81g1OXpW= zL{FU>-JVBv%&!!V8*H)%7rMH;Cevu`oL}c?#O^ME(y(K*L0RZZ2?6Z{(k__#V+n}H z=ngeb~akqFypN z2C6&z+G{|-s z_WnrSTq|Wgue+DJVZIF7BYh^n{juE?t#@ox+`m9=ZL%?=c7nfRA6`Z0WpZb))<5^e z|KWe}x=$`GWp@RgdN-V^U|ZX}G_-LwI@@1j=Z?1HTfoDLVeHFVM@RHjn@3Hn8f)ZMhXwtdJ|B~OK!X@m1h8X0_#JJo)IN#=(C`keC z5Cz;=-BQMb*73!~&B?X4vfej+W%5#dc&(8I-<_q;SkGD6E7(v2yzxgAN@f1i0WJ}s zM$7kTO;89^g?GCdzxOLPARFyNxUy>%rqA|hMRUGd!i8R;h%9nSF;{@nP0NoTANzjE zp_pbQ^z=CVK4(YbN78YFAFaRfT6NUAypy>^qxe&PC%N|1!Tt0s7H0Kmn{y6d^H1vi zjy8m0s*aphg45j8qH?U;X*;A><19Q3$~@_@%Ofb^o@xu4=Sw>nUuLudt4;UCME5kuOM0Kd)s(8(WmN>O(pnO#LxEm#s6|(rZ`S*LGSg3mQ=7u9Xwuwn zEq*6Bup%Ddz7P%_c4a&yRsPOB?$9wV^|q+A%t{Y`UtUnCG?wO=58TVxOU}TT7_@{q zX8Cgd2iH@Wo9f?L`J}3oqik-GSdb}JwB!TOWl(ZnVh8ANS7248REGIiEit_74n0uF zH5jDaQ7ax-CRkPLOumgQl;18zqQ{^87O;06L2POg#YTPX*&dAeI{XOu&JO>#E6)Ct zXuh8Y>+4rrcW@EcEZ6&0q>)HljCkK5O9VO>tckHhJsBaGb{I$@0n{(>@N@0sA!(Oi z{TRkZLjUYQOF1J-A{f1HdY*T@*{J)v@^*&UW`KE92~gHo`&Ck=Nw%R)tpIb$XlVt+RwVO z(T%mwRb9k8ch|47(SWNDKELY3{fCQ%-=UvNS!Pjndm3J4X=SigwH~dEXR>ZdkXA~V zZ2@(h%$+<{YrE1oEr|CeEvli0je7+bW}I(DuQ~z&xcfl#NJ2rcxyNk!Z#Iv(@Aw1s z;+Gk`7_y|FaWefJHz_^d2Mv$AyQa9`bLG|q%u!szq@#c2TH6gP&A@a+J&u{f>+FMVf@1|4N6IcE74T0wChridd;(gP z<>0E1^YA$W$>Dtpxqm&EeZH6ejnDr724}w>RO|A}5u`pZKVRx~A1fwG6$f&lFBaqCkicM_WhJ zMuR6mk)29Pr(=;cY8|4F$UtKwFO`)`N~dKJCsj3S93qd1Ktm@Vk&RBmp<|ISY96AF zNI)Ya50f>KLP)})Wf3!~A9_X$Chtwcp=J>(>=P4==tb+H=uP-bk-#{wTG%DV8BvR- zPrg8|Lcxb-7hw`X9w8P15m85>hjxeNh}M9{f;Nw)j7CV2jYdemA={h;lsS-%XhpLn z*OB%4F)#Dy$Gl2mhZtJ~OhhS~JUN~$dooauRIV^LM4wcQRO>)Bq7#i+b}6Bp;Vwap zAp)5~ARZ>MoJLucREhLw1LtMSV<4>#alkV}XvNt_{dwH7fZPqQp8qkFHporpYulRJ zEGIZiQ$Xzc>T~SxisykQ@56P}bYBnwFypWQjJ>jF*21e;f)D(`TyyP$=cUCM3t4Gz zSAN2q=CgJcp4!AvPb`nTtXQ_TRqvnM;1^F`?rQE!`aSqhCcx57PFc^g9mv(2$cwZ; z&FA`}JQqaMc8+iB4C9^K2aUtL2R03{IJ(Vb6D#xk2Y=`YnWYfnY1Jr1+Jc3>dagKq*j zEVYI5oUdQT#uM(Drgyxo0;Rs_@qx)QR>+!oeCK&yC(>SYWKSt?UJjiSrtnW%v zZjjN6y*5|#TMbe~Og2;VB32Qw^jxw&$9!aaTqxH<^b+PT%T-papjt9MPf-4W;w8nO zf35ml-nB${&fyx>DZQOvtGZfVwS;-j>Kf50rO!OE8aShRTHdsTd(Q3}$s?VUAFDcA zUbKXI&g}Y|$0E53o-qGO^{u>TiO7nxC2B+ZD!)~Av%F>r%ZjZfVnfO{e?_%piN}he zB}_-YrcgtLuAHE#novi9p(s^FwtP5Qn4z$-g5K&!OF*XLbkT{5bNTuby%i-OI8)(6 zOund8MYUY+T+)ga5RoY*pFg5{Sl+ONW5o`L#FLK64^zcmVz#0NguDj6@&eXwzYtz? z@x**35sRUeJ}Uf{+SCjyk(aYx!_LJ^RQW52)Z8oams8F~TuT?q)h0w;3stB&Q{*U= zBhdwKOKEDlw24-tEgUX`R>FX? zOl4Fx)k@gq^jG}l-&Rt-3Zbfb%D>dWD+MrRmWwXcU@+xAQeKl^Ln>uILSNG>jg!w{ zmP-W+t(1vXh;d9w^GPZxIal(*DnKU8x?}v$bX+Sl?=;l^&MxIebM|~C?UsE?eFRp@ z^hkc>dZks0XvZwHkie^FRGK7LBC8kEDjioiscBE-d4~$_eiId$|zG*ps6`l zrYkq1swKY?s)u+5)5>8M!l^(~3(AzS%Y+^c7#IX=?wQ}Bb%V?fu-#(tfyNDx-JIrSYbqBEOac#ix2cYVSLZT;!^`KXR06zg*kQzal zB+&HGll?075cE(`T58=z6!<2Ap+7;>kxww=>Zd|a1J-|HrNf#9ob6FDBg#Rl3Q+=4 z<)D)K#o~*Q;UX9ehFJ^JH(80I!HoxSnDL^)$Od4T2}}Zh{j``LNd2(~tyI~as?w|I z$zP(E=j8QseXmh|@>TmC{3H0|gY~27{SoC0F0~%i&zjxGNCh&b)U-Tx8SfZl#(IbP zE#`OY`bPd`B||q`v9^g@f$;hS>U!%VsXYFMSwd-e>lEX5xi3m%K1m|%d3wg z>F+_V-YlRO8Z#3FcZhdap}D5m_K~;{viGFX>e}Z1RH0GS8YI7WT9nZ$SqJZ=w)4|< zPLH?wO%EMjA3o9-XbLcRc82Y;8^_EHo02zoo<;3%tOOgFh8y33$)enGaS|X*OJeNb z5s>h3RWTrS!$VTCUrktB4o-25r$Ji#T( z`Hq<)pT(2YgoBWTnOG}HzzAYstUWN22^g&i{Eh4p=k5{3=@Fyp5rORyYwi(AR8K@Q^F4h%0E2 zDyB>ddEi`8>@QPaG2ONqd!pmA%&05g(T1d=Vz@t`pi&il8eLY@P zJsMp-!DKy#Y&}j?JqkQC@k4x6M|$vjdT2&^;8}WDMS9S9dPqciz@6VIH=Y6L5%YLxT zATr&=jQY9O%jk%&yPet)naxi#@Lsm57Ig}8$-^nMwge2-ccLP`UcD;s{Y=$3F zQvX?B7G=Qmyb%MVEVaoIb}-mzM{}xp*TECQ4vb(gq6%)hV1J!4P)cFRftx_jktqOt z9gG_+%=CO-chkDZk;fXd4uv`l=)tcJY2&3MH2h^-G4F6t$fgP$M~R{|m+wX2VKM)M z+q5*%q0x)I!$ur}JSDkL_8^^3q>il_x~e409ct>*#2ihd{RBt z)FiRO{o4%t&av>sFdPH@>hKLD=Y@-qf{|FR9kX%9|E8B01<_BGmWxqD7?Cmxi*G48 zg12d)V(Tewkrk4{Me?w0gB3*_t`SfS8M9jc&9yS&8x@qxalWb1y{NcR-+mJU;j2dh z`y&~1Jzur`JL0T+c!GkImWK63$f_A%=$BB}YdJTK)4)rnT)wY+fP9>MZYD-&moH~O z6SRXMAAkkmrlcgpFlP#pm&e6G$=dnDbwc(!Z_jUxeP?gGYZ2~x)ltwvM`ePqq`R4J zZW$gZl*UCyi~(n*98Vwwzzs>33AIjuPVl7eaXL*uvxQ~g@5#tGAvAt(o% z*&fWW1QR(heN>mP-sC( zf^NzL;AHv_FJ#LY`-X&0jI z9ufcU)pFM?vFInpM%!-Q;LgR@XFy;u6f!Q)W$?Z~?%gV~q#rx&`(a-U(Zh2?o)3@R zdx*bWHaj;dnrdO8u~C^qRFtBWT&4h-=SlTCP2O|{FVo`#Q*U-3iS53oA(M<@x5-(f zJ!@*6Rz?S{^-V-<}NsPPjdMu z1XjE%Mb$_JTnNaoWM)k%bk-0|kzA!8-D=+Dk`eqv4MrjDYEvkh5t>6~2k6eX>EEL2}W~Up>F-lub=W zRwV3;;u?~aS=|6`Y)G6Ec*bCApa!5&kdZR;GzK!fCBX+}5VYGV0y61|<@9O`DW(%} zrZtIW1WIrzM#s@Ag~@c76TZg{G*j&T>|+?eB3Xws(d5`V%OKw}5l>1^SRWX^W#HcR z4C17`TekI#?NuTpt0z{97B|4) zCb@r1ckX`+49jPiIi(26wec83+v>CF8Il#GO1{%j1D8m8l7DzRrwThUb<`28OtBg$ z?9(?LZDFNe>1xHYM{~&S(Ki`1*$isCv7hT|N#GP^X;0Yy!u`xNO--!2^q+2wZhDVx zx_r(wji$+Mir%C5otAiDb*3=)T-}P_WfM$o3hAlY-X)sQMyf|{MQ+jrC|KE8z*(EU zWQn?w^PX^Fb!zbt-?hDGPudFk+$=A;40SYjCawm7v~}ru)agRbX}z3~`C)>Q@_if4x~8XBCQ2JvvMkVTXz_D9dkL(tIjxBdtxs2mIaj03U%_1S zR?L=Wpsfz9Rji|IIf-2Brkic6*L9QhbM$+PyttKmMgg58ZC+-NCfASEL`vITJaar# zJWF_HSJsFPPpwbQZY_8l&2l-xynXx%gygv?+y$a;y2kyck@D>GQcbz^|(|S;*K_K{P6pnCmr9G z_1%z9G7ha*H?HAzigEgMw}{W%SI%6006BC_4mI$$tsjOlbJO0NdfOOje+zZHfA8*| z#bgw8`qf?hu*XFQTFGx$WA%NeJnotB@qGzSkS(#TC7sgG%B7uVELX2KyTGkQxX@!! z{=koGfXL8_tyv4#zZHRk?t!sZj?1e@!>^D2eR_7f7WM(eMf3)P4fM5@I6p``a?DTv7$cFng=MIsLmf#gqB!Gzeq6Cfw%87z$i=bc} zODT9N+k%?rm{wKBV`VxgGWUgfq>YF)V5r-?-G->yhU}Y#;PE0TZGN!JZ=^+3+TtQ0 zraMh=>LLq|0#*5Mg+yr21sdAYl_PQ6G5i)Fc1wwyOXf^Ga!VPeOX|$LXQvSMneKfF z5?9FJQUcFB1#Q91k>qD_*`!+J*8wNr5Lu!WB{=RGoPLS5n#5{Fw%wdOT)vRXm>8y- zblYDJ^?5>!Mc$>*P8Aft{y3L3)B0l@NZoPPb=uTnjV6E%gYM``lTB-&Ee7~HWoj_L z4cj-&pwZTbchc0;26}Vctzp{+nXT$@8P2$M|#|(k;PvlCc5JEhD9o?vl1^WMa)#W5%vNt2#*i`-3QN z6}~|uLas~!SEz#_PH81pvnJ#6Mm+ualB1q7?D*dCc9h-p+;rnR(*p|&%Yd>Vg)EMO zGlU}Yw+B*e1QZHqPMP4_xO;;pBl33`j9OpqTl8829F`knqlmyr!xV^GfQkgfd#+?2 z6W8xvV)s41$Y@9|v$*QzC{d|5@RZ0bS*lmgl(VYW(k^MMSIktsVS9ml=&pdMS z(OvO#ijzzUBprSvQw#UQM@;) z7p`Z=UB-S6|FLwh(H53*i=#*XX3qYs?UDCYzh_bNfcJ{-G371N*VHR*r)GEY=7Qg= zZl~<|0{k^!pjdD&{4xBM?4v>8PXfWPd^-*2;mKA|QE=8uq;Wf7)QMo!8H_3nBLu@p zV~qYXaD5Hkxn6UuDm|*F0r_dzZ;cpwPlzBS*bxS4_!k#}Gxs$G4_)9yS<{_S56r|Sgi+bwzW_$-SyFb(I zkZqaQC)!D-UV9u{c8&6iTl+9nLkYcD*B2}D7pbnBJjUA%R@GfAzEvw;KbN(UYfLT@ z9@i?{a5x=gF63YoC-){fYZcy2>4v;R{#yAY$4R?+!`3qcs@3(2C)_ zrQG?m=`lL~2d_Ko`Bq@%0K9rIydEJ{R?`azLp-U38}jw6l1gq<6MM6}k1Mt2-%J(CZvgxN}LA452XCb96pNeJ0G zO6)Dg8W^HAgyN1Eim=I2w$u@cG~y!@Trwr>GGz!8#jQ)R8>-M=kvu9?UYR_T9vMRV z<#Zo`o%3uq_LB#w(_TNy8D0ni1 z7F;p;3G5S&*#X7`tN#EWa{g@n2<*YxL<+5oi{mW8(SxOM7g)0A7!;@dt^3E?Bf|Dq{T06l>ZKk|V-QaZ9#RSBA|Gbuf&bf{ z`U~AAjG-R0b--;+nC(Si^&Z?F-3RI`WOg4On7Di54%FYVblR2IwWzV8N{l+ju&cxisL`^9 zT7N!VqInMqI0_MVZX(||fYRDP`El-td0g!0(!6tR)$g<{DOGLFJ}sLKbX z-}di)q@{lScIf8I1r6z3&Nbd2skG43Q{5Um(;zdMd~d zvELWyDwGo#>*8)H+a}L@zNu5G+^m{U3E)TZKSPfrEVvbVNvOsv?!{jsedNimwNfYGv?*ARDLlWGKR}~~Kq8_Hb&VG8aRu|TmY%9|Wk;k2gE}2%k&$}0 zjG8p9cu57qyl{*9l{(e3wyWy4dg=sLxmP8@vg~o?PG#JA)oaD4RRCT&RKY-Wn&<-|Gzi?5X1WVuP7-wX0yXODp%brYpU!JpM5vv$)35jl(P0Cll{Veg-AfayUIWJ$N-}J7_Dg zXE4`5FJs(a#q(j&#(d~@Ze2;!2F`On76L4JnM_lC)0`*X4@EEQIVTG4hEC?~Y}8|5JCrQML$4 zA{c3ih{}d?q*8#CloWFf44Gv}Aq~``hu}etO0viD+j3?stT?|2B;oySy4Mta9JO%8 zRA%8LaCr|Ih9(_$^he(FzOScX?v!fwq*73nV}vu_<^_>QTG<__4+-(m+k@J!cW+Uz zaj%?V!%aKWB+^gfeVhCLpzyPLpoeIp;a6~+@X8)e^)DamEV;qr6BBF@!k2| z`6J^~+^n6(1U|>Q9*<}Mb`1^^NJ&3j3xw7Sg9O4Vgn*}?E~&(*qhpr-Q4fh!lUHY3 z))TM5sw|1r;CC&ZS-7b%sBDu_W1-b(QE}wajho~4Dkdt~T`hXVS=MP$w*5W|${%X} zDU}OqK~`l@<>bqfkLu%}X`hx0GLX=0$oA2zIn@LJ?lRO*zl(*o7Qbubf-C*wlA4^ zrx}|zee8Ofy{9x!0=O-ZGV0{n7PrJQuu4lJI9MoGn(t2sS*V|8A7-DKZkd`#bkVCL zE|Z<-xQ~3U2;5@1By)@v8l1Cp%*@x?F6%Doc}Hcmap}H;IrzHz85=Jyp}NNH8f4tE zd}pugyQ(9(o}e77`s7k9`J%%gV2Gsu;W4tAVxiX5$)(Z^H6d`TA(4$drbe(vl)I>; zj;V^3I)B47P>)B(@0`Hy?5f{|PVTX~DdJ98hI-;masvP8Z<1qOIIzTgj3{mTnp{YAoM_K(-kQesj|F~d zcR-K}4rpjG?4~g?)(_||X*-&wGJeYW%Bo*X308u`M=*M#b=7Wd?aL@&HThIIWiS)< z>Cgt#Fx}FqNf;#-f2F>nLyH{nXr;V~%#BMlDd#lb;;t#m;qT%lcI?WiZVuSay((^w z%Z4`XIB%8pQkTW>W%jVnwm8chGUtQ1do>jjLW;mm^ z4?>r@92Otv@gsr&^+>Trg-KzDT-nkxHyjr;tmW>NN0Y+}jstAb3j7cfgGOtJv-KRG zaH_ZZ1c9FEid(udC0c>cTAHa763U9~L8td*h4|Y3EDBSFl{yyN@Cb0(2-(Pd&gfem z@ggtG!QFg}K@)bql`+FTMp@%+R%QrdfA-S-se3-xL1(QcBwJcF2| zNLp_P$t#* zhk|Pqq{UPzmO>ym)MdQBVqsnD+W%U1>Z*vX*hn>;bgg~9e$#=$-h3h}v%6Tg_vPo2 z#IxQ86wvy!5rJ~xhUcfR$$|EAaK=I*;{UwhZJ zOQ`C*c5&(w7(x(=!{NbayKsMP=piY`JrekxUc{^>-T~u)n)$MYaeF1mtL1? zL(yh%AAM~MfXk2fwG-xpAw@LKj$WeCztr#}~rhe^}R>G2~QK|KEsTk}Oxupb~e z>3l=mj|``R_whBk{n#$29@9nz-9VSEmJyGEvhM2`IGmF6;of`e8h?sFlUXDY**B72 z^%46+p1sx)b)K^m3W%OtYviM};S>RH6LXOjp;5=LuB0GMZkraisPx{{On z%EqN?K-tTajq#SXaV$R7UNI;khcl?94(;ro&k2B$17~x6(YMfJRX*G*pP@M4f5}II zl|#$UQ$!9*Y$QiA6<1_)TcHY4$Pc<3$x>X&Hp$?P5zlVBYILy2pnv>gxIMtrdY$aD zwP0g7yuJJ*WO^50GiU!`VV#LtYFKC6bw~@AG*kw%*R^sLyOj+(lxFi7V>YZp?T*Qv z4`vkk=1u+6uu%l(dE8m6fF1agf3vuLRnn2(H|>rNx@B&2x2EZyt>_lxqHDOl;pdO7 zv5KP#Pl|IQwY$0Pud=@an)G|!gD+Fl-{})RH-OhpkvCQuD|Cp|m-(M>Tb_NMi=GK= z-?==&-VNT*u(6fdlwB7?Zfo(`opoNEPKPz$^^KCq`%_SKA@X4Q|(%Eln(Zn7=vjy9^z*Tf;$axk_L`FmTg6+*71c{-~{ls?`9ry38o( zlPx1&xyA}fL?KRCs{oKahU!h17`!~7h`IYFBxXa0tly4Q#+XH`#F*daj7qA1yh=Rr zEsgGm}V3S;K zF`lk5kD6``RdG-%rdSQi7MY=5P11074>1Q>-!6m2RMrUK9d(((MYJzi8}#WeBk-c` zV80f1(SUS~nN19RH~=7)Awd^vj22|dRzXbnbq;|qLrDO`sm6GzIRWAo?Rbip2yk0b=jNV1aZw*QN1_o~;*#2beShdX7U0Z@xaC=lES0lB zs-gWE#RZ0=32Pfyy~4(_cT#+!py^U7z-KKh%vzPIp)ki7n-wZi2CC74X5n&c>12MTp)$p{zTFgeCRb!ouwGn6xk+0SCK7q2AIcE}Wic7Zd zqdamT{s*58tT0hCFP7@OZb7*E1oXUBYs{hz_N5+VRVO+et!9scqw|?vN?;wLv^DtSuAer)LXl8t$ihk0;ht1jO z61(g6q_V^#%h++u+C|LTB=?MI2w0)XBWoZ}^hYGBl4M;Das(R*OFSl~?@ES6Zutgr z3nwJ6p8iP96h7?vVF)7Mz9v=rGLNLyvp(oJhXXrDB>F?#I@oe80^L~|y)(jG(Y#iz zn6Je3X&EEidsB%lB-L9-XSC4@b)`ca0h3_az)$xjOof=r;|xNvZ%H*ekn$(Zz9WXSZS5aN3yne>G;DoHf!4KRyeCiDeMzJ$S9d1{QU z>|nj`ZRAABLCS@1c}G5}wN}uZE)}$>st=Y7mkd9$h{W{wdyU&Le^Np0y6{EqvpKfn z&9h=4t*jhOVCn)wEgF^5_ol=BzK+ceg+NK_Ha2nF=xOpY^kxvrSssJZD6GZuW%Ej<=?`WVaeA%u5z=iYHZ9&uOoQpD$grU2>^VM9<7yHK4_A=nTy z^G>5JSgsdN&?Q0(P7y?HdXSO+qkMJtno_><<_9;EW%3$?r}MDztZ$2N%E@<)DK5)4 zLA@lq=*(B{8<~W5ZoslewDx4HNi}JRXH5ddH;)cjlfKli9T1kyAIOS;%CqDJp}x;c zPkCO4w*;Dq3*j!^|tJ@_dd?Yjrc^>Fl)_*?8azUC8w>&@)L zYXJk%=eYW-&AU*OhmM13FyGC|=qiKn9lz3NZPi!ac;VM_+>%JVt|taFNrvr;=Se}Y zB_5GzJ(+nk!S^zw;-6$J5!~1qKC^PkWOgAqOL&11RG*M`NNvHM?#S!3Ah<`}HVjYu zwzuC~+U6leA)(O_7CAt{966KR&fG$o>D9K}3{fw8QIuah7@?ftpO`+;?>hfPjy)?@XsI4)A#OD z!}l_q&py@c@iuHL<~KVX@lY3^4LQ2#+MMkD>B_inO(XQPDo;GLP9YY3tuVGYV4Nrp zro4FJn((a@bTnWCUa?{lj3Da2S?sFA+Fw2{#4Ndv^$CSA z1n<@blLn*niaFU0*4b6v7g_NDTq4m> zyN8wbRk^C71MV}=b*f7mOhnbE#xHLL@WP1YjNaWa8qm(W9e*AW4tY32Q-2L^&{8am&R%A+r0f~>Ne?;nP2z)nqX;07Km zDQ>s!lWm6kj~|AP4;>qUnKkW~=-1FG2GPv*-J7s2JO^x+Vbm9zZ>4)ww!w^Dt%9*S z+Sx^|ADAn)w2OHZdd;rrJ-d@gru>vVs}C;4vM44I4zm~bC9gR1pV}T&SJaNOp%?Pc z%AQpw>z7XkrcyaDDyMehCs zdq@b<^%JT~bk!!6)Y_c|7}YF=sIJ5tVpxWFhHg;yLM_;H&gPwwbPczNvp*8y9@GP= zq!y&EE~1BJf_2mM@#yq0c|_u!nUnU9f?KwrXt-`3Trynw9hnOiv=G(V>zJ zQ|<)MjP!8p81(KupiSDc^G5>_^7lHAfc3z8;_miq$v}ChTw9~D1JBrI)Wr=j_IF{QL!KD226h(wiOE%%V+Prz7!)NOuMqJH6x2z_P73gMmlR7e)1X zS|*DQ`53lGj#xV9Lgfm?_wMr|(uz~OrE-annR39sz-pIl@niAf^s}AC+@rXse2q21 zqz{Q{jO5C9j3vE$-vw*b8b|6UCoFb|osvk)XK^qy_swf;#DO|_;j~H^_Po^rb7gzp zERPxq#`}SpXQ-tb)Til#z1Xt{aqBkq6`?Gt23iSyKbnYGwM*lYPD?rU zoC``r=Y&>xbu2r1iqI}BJ7sgJ%@bMr2jZ6mwL&d9tZStdh^9Q{T1rWyj6X|bo$vPY zh0kXl5ZwAtmPc=nsJD=i)@#bHsqgG8%BL9BNb*`qC4dpy`unfS8I4kYJRSL0%+f}4 z9^52OIA4@$boHn{dLJ4~%j!VGESTLwxYjdiE$R8YKTPA^WvEgwv!KaspszJT0z+cMW=7&l9rJ{p&4Mt(%%NP^T;h-UW($@=73VeI;@0f%PC!MzWY=pG0`e7hLu;Cnigz2X>$1)LQg78#|ieL2BABuFW4JvZt|cAsI- z^~}MPPZ!=HmSi`|U`99m8#IHRa?Do!wI;y`9tfEr}ht8E~Z?={ST6Y z_9Ny<`x_>{R0iAuwet6yCce+G%UZj$tm-c98ub&4d5pSWNnC0kaX?u=u)K-{Y!P{3 z8s@<$B%Wc_=lA{9u$P*?mBH88J5Rj)Ih4}7isS`ai=n&6qmP2uD6Iq=G|Vs?*p8&G zXxwmg!R+IP>+U$m!Fs*BU7fC(Cz7U5d=Se{2nUd*Po>x5Z);#Hyq@vxL;-d{oXg%p zIhrxCj~pE6+yc0X2(3~CvyG-7c7~rJF5F<;#j`R~p07uiV})1Z)5ktceRH~ak0lDcB$*xJQ{NoY&WSQqDcJ&;CdIS#t4wn^?HE=-X)()@B>Ww-{!}HP% z+%gIeM={KjB!TSp;ehMC>k{L3QO+X<13@*mV*2W>0lnAKF&vz)T`LT__* z>;^f~@hV@$HV$*er4fl3ZtXtT;BDT%bt{P_7OEhf$qbmz=GpVqnroh{-<}Jb#@k*9 znTAqEL{lVFo&?;=>=@G)MBF1}=S^w3ICJR}C=}Oo}GS%{4 zjA}oG!Jm|3!%EA4A>+1>KEiC!=_2%H$2CC)Ybr(d_xMY4;}R?N@<@^avS)UVvnZFZ zO~9Ido}$`Ha4_@LEJbKObwZ*VF@k$Ab6rwaY>QN{2q>CQO=%DNi`HZ^=3{QWIH~_^ za%;dqa6AIS5fT7_fYEy7E0*5aC-9{Bu zt3>4j^41MZgN?iIfWVO6Wd7tKcfu;&)?zM)=CubjFXb{T&8NKex{sq;JK5)w)v^jn zC#@)w<1RIX4uzVk>f)IT_ajTww#`hXd@pfUYd~3qvgl%bO3tTPi4jsrsUtPuk8N z($XiyuHomLE}B%TN*>q5<7x@!=(0$G@ciMJ=ob)c*=E?*kNt zRvuH5@XvWz@7ed;uo++9K?PfobJB~BnZs9E2rL3k1eq;9XBi~+gvjkQE<2@eKi*x^ zWUFpSxN|JuHw_=U(QQA-c=0J+qU~?(bq$LPai^Zo2~hvY1?G9+-EAV>H1Hp2lHJd# zADu17jjeDoE+3Ori{}u}MjN+hOrRaV-vsL_pKH+DG_e8c_N(Dbyj*UNlsfv2-mJ7} z9IJeH3{5CKb>|zff0n6!rs7gg1!TD~_r>Do#Wf)nFF}TA(p4|ngp|J=%Ms=Qdrglt zr?HE<+LiF(!INt$67D>`cy9Dow&ZI6w(iX9<)Vh0pszoiDZFIQjwQUL&wo?kwk(<< zyyOlq3Tab7nxQrLEd3$lSs!1s_kmb=99Qju=SV)%zmqEEa+N3!^QN@b31YJdE%OuV>f*vfdUs;%gE{SBE1m@ z@jI_tzxe%B?u{?g^7Cam7^Sp5Z&lrv$fB&ixyo^D>0C|DLOZMhr~ohYmUWWg8RooZ zzEv9&gpR$Zi&jhyWID5xD#)xzBxZKehz^T<#4qX^KDg#e%48d8kk`Wc(4SWpU-|WD z2e_ELrZ+3T_$@y*G%1Vms$3nYd%={CNN=EdCuY|qf7cZa^xUgtXKkr;sU9Tytbp*|3zH7Gz02Tr9+ z7qa~p;u%kL9th{7m>ub%Pa+1?PbT$ej)Hz~_qW9w%1E}q}%Adr$rpaZR7;GOf}{SQZ_nzHp6U)zC<{=cicy% zFWaWax0t3f`$m&|b?14!lmDb?)dDus{bt78qLTx!wETHt(#752L_~Gw%Q@L(auP~2 zPG@h#o!bwb>>u|MXGV@pysOb0*(df@uNbBl!wkBi3m>DFb%&YuT}!yb-9BPi&&vtz z&#)($**mM-9mq+{^Q$lMmQGyXrJdsy%VjhWVbYTcw|%d&&9<=V4LW#Jbog zv*zZUP_n4GfwTdYYIlyuFT*7AXJ0%Dzr*ZXBiv$~dTHhQ*C!#cn~ z%xaY`p%Y)+YszkF9(qPHG*IM6LM;4jtXZX7l*7$Y304Y@OiW{4H=2%Hs>sw4i zP25})b3FpSr}&+w48Bcj6h|_5-Uc^VS^CPx(mxqB8Daf~ujHKRUUh4ytakMAOp~n6 z)42~9YqxZ~#=f-CB`l}k@+VFoCS>@zE0@!v)P~<&P1U{Ou`yOg{5fmWIn(k5583_V zBG2`P8Nc&Vg<(VCajAp?iSm2p#EdQ={qXP)lZSnBvIx@E#dGP>;u9CkS}-Y03b8;j zQa9U_7}ZlDv&zp|f$RCFEP|GN4L1_^r@XGW7|(mVwTgE6e6OBMTi}a#USg6MSJWt{ zgfAy$w9r4qPUMv;rkUtLt0|l_KS&kdp_i%-orS3p#LSw$zZ7yOa24UO`N%f)a4pQ4 zCP(MHr0Uv_9lXqC%*vY|cd6PkvTUd+U@c>@WGP zXP0)-O&PN_rRs01N+wU)aR<=R5Fbgi=&!8rw8q;w&kV|+N23hw_L&{UZCM+a5HYek z3bNiRr~3}Y^wKRI_w<67|a%NB&qd12{-q$TEt^kz-jqTukfA7%urY#&|cZb zmPoJ?+*KQ;4g24#lrGAtFer*=94eLG^aG7^w6-V*%!@zYMyq0HLrtqg=RTbaiOOyvb*rRTnawC}yGBKR73larQ%6=*BBn zSocB=Joaav)w9SK$dvt`BW_o>E3(VvYILUWQ$r9addOQ&&vfz?j8gqd@~(q=ruTr@ zr|B4T+xRKL2}qZhDfP8%@5hxy1<&=v9`IsXd+x)_ z^c`C}XKSg{y*=1{osWC=bRs_pRz7#T*TX2QYCt?J-18hEg!j;RzV6)|eG4B7Rb><` z`|>=Xrzk%u11Awuz&p~Y?-`TE=|o|QetqyA0+g|5AJ-T>t8CRUWsS`xb|E>lrTx*7 zO$az|@)S1rj}IP?HmygyuF{?=dmoNwr)yp8uMcJ`Z<3({8!sbh-tdB{9|p|s>Jq>~ zgY4UNsNp@ZnH?1AoGd<^zJg2eOG3GuJs7JB;&Emn_z8LVvu=jgbQ2V&+(OgDsG1np z-X8!@)Hlcv=qbYdg=|-SmwkeEQs+zGoRe52(@hgXOU#27EK~R(G_NHGn)d0B1+b?+ zU3VS`89@%wbxlp)xFR>beBG2YXF2P2hr;stHPNx zu`C*nrN$;5SK-+iAStqGZesu=MpyI7iy85h_w9Hd9X7F_h31m=LXN8PW1bAm4qa5` z_|DB~c|%$rj3+QGl~b}McT37#Jvg_Us*1+c1a@tDX$Mqr8+cZ|A9D*=()ometOA54n-^s78(h67IT7 zs&;s8ce`*_ zC5U#f1#O)CayAO;6+F};QyS=@uuD0Bjy=~}CrM;>r%25zS{S!#Yg5Jf zm5~!f=6xmqHtSr27W`a$ZqRfsDR~;ak<>p+M|aGl-)qfO$cO62g~G!68C5}HDs-3|y<#{$=M30)}ehsWR@ z9wQ=l_j}VFa`iAA6m0~t?TZBp*C4}y*9YPm>*<^^j?2s$DKpJnDPepW65bG!m+gFLn&;0x_bgc7*$rnqLTrTF2+ON$xpZ#P^aX#PYonHYwI6zQqj@9Sdp+9(~QXbWu_>caxBV ze$;(6@Yabu7{})PIp|pI*fz+i)^02LQC!Ih68Jr~ePw6-jAv#i_C3iG?5wqh zu-df$)zIZld-@pdS-^+U?ypZgQQOUdkB_*BqEt0nCSzQI1n%ChX!jPe$B7MA6|>Dk ztlb45Ce~)eBu#%Lyj}B1ia`fcP)b?{8($3AiOajy$&_7vZra57(s1O6`_k=4`AOW; zVJGLg*tA%2()Zz1#-A>d7FSN^x6>Km@+MJ9HG%}Rk6}d!sln)?{2K}{QPpYn9}X*g z>MAA|1#z44I0&}-9JgsnHy6~QcySZj3{>~Hf=A!Jjq+Hhp*-h@$UVfBKgX3``HuozYvo$v z8`yS^G2Kmk9GKZRrrspYnWF^Kcc)2qUsn-!Tqn!aYYT_SQ){~M1-ih1``{So(tdLH zgUTwEhV^%rD<7I$2IG$(dZejDhCWM6H}CJba~`j(M?K!=yDyg9JfaxeDfN8#X{X|{30SgvuPLK_t-tLLGB#sly?<3x zDWK-Ms+HHqhR@WXA)<|%tiJhus(yK!HqUjw=^X__YqmSW_L*YWyLm@nxeiXrQ8&w2 z3AWZ&?*7zjJ-Fx3$Dj5Go(A-n!bMxU3l)#4OOqQ7*zKDLRDI#kcOqo&-=6oa&vV}? zrYM-;CK(=4t}d`L)uJ9en--nx-Lyx+A-nz*IL6={=HADkA z60Akw&CFrd$FVY9Y6+%&

u?a?n3fIuJhUTwWnb^bTHPHa0w(B*#K+{&a`tIy>Kf z&wFkY2YGJ2Jz|gO;wY?CAtJAv=*6SFU}AQPL@o`sax=E7sf145;NsIqnzr=7M`#h? zGvS*q&=O{IgF`fw8HPD-^k0EGhJDx2Nb!j-#qbGx8-pVy8}>Po;5OnZXY5$w%qJ~^ z0@DM(rr1q-+96C8Zi@VVz(Z}RcfDy-GYqaYC~mF+6--?7wf}S^dofvaL53m77VH>x z!GMXF66N}U5E&lZE;lw=MJ0SBv*Z-F#pw~l_cJLw)4SA6kzh|_MVj4Yiyi0w2KF2; z1AtgDfMwy@3GocIKYXXB{0;lKvu?SmGC3(zE;`6T6#Tt}xvF?{MvsGab`Xz*#woa_ zVR%LVPOs8IUb@*P*2S6IbPScXhceeY-iB}aI1-{$u{&j1f1L|R!W~{oi2_Ik=O~(4B)hX_W<~k~k_6Ijhj4T`iJRTnBt^)kWqgeN&oUSe zqv+tqd3O^T@S-`MP-f}gVUY`Ds|ZIVlAmW`bBJLBA(;F1jG4*wdud6FThU^s6VZhx z7P=BANOI*^!&7O%EP z=48#@&f1qX-TLyJe>V|dE!u;5W|KEM23v`uJOr4P5nvzp!2%&ye=}%FEKEQ4zp+oJ zQWY$uuC#vFCw~usNU^mu8FYXfm~-!S)izgC=y&a!_*TN$8Yr8oFz-VJ&Jdg~1vGz+ z+fKh6H2TsXCsp*rJO^YgoUf{YnKJRZU?8BtCM7|0@L7*%9<{>{JzP{WNjW8cqU?LR zla;=mo>|9_E^vcrwra^_3~3JyJlT*z_T3Nxx~7M=Xii*umX>`1tWL^?LYMM6Ydyk4%ZUrm+u!J`+sNW~9-v&M{R{ zocZu<5+IPvxAYiBD!Wh`{pO~jrx~W+z>pYGe4J2;(~TP@DlL(@n7WW6C{izD9bZEq?Dl+# zjK$V3GoB4NCmFTxz5&sCAYXT>25QlWVKBUsgc$!+p1vMQYKg4^#mmCTn=a>JMbo8~ z&u1um<@m$&gT6ueGmbFezB;cL1~CzL!LZLhp`yDcVRg&17bi*5p4m}xC>yjy^8}mz z8bj5~E4)MQ%0@3UCSW6@EY;{0Y7iW9+DgxqOVfDpXXNzPsFX^c@vX$N%|#3Q^dP4i zaa=*52PiEb>q^Ytyxw8%ne;wD<25>jmz&SIz!ee4pwdlphyAPZHeyROl{Z1NutP|e zEyGI`tXKHP5S*S6Ixl7`LBP2nO${w=rs?}_y2G^1G?v+4A=2&Rso*q1978vHr9Wzc z7k5*baO<;I0ubKhRy3@zQ#Wy3aXn6v7f~V|F)K}Y%ZkkPDy2(<9pU>+#g}=gw`S5R zqCRR}fOWyB2yOo4MR*aO7CP@SVS-jQ{T)*B+ThxRK0%iC=^T1?#(LFy?gQagAR8cP z8gnv}a2pF;UT3s=KgK>rDd=^1bhv{~)DIB8dJMYjo+RmDI3_fwHwvz4f92-Kd)XFa z!T&^bRcY2NFmT^LOS~oRWByVyI-OVXuY+cZ3&;J1V6asQ`;}g2OY^ecP;8LVoZ?}) zrShnFqOhfE%Cvn=h|S>{*yeZ^_)veE?1GHXmJ0U3`1Q#P7mg#dM#^o$-O;^jwZ4nv z*&Ui&h=DH|_IQ(fiSu)+1XbZ|eumV*7^RXqP&JWM$Sf*tLkXE+KK!CfcwpvDT2uZP zh3$OjgaRG~x4;5eMVT*`ss%?md&mWS3U+dnLW%^67(0lPzT$4B%gPJ8g&BK{irSeb zi3Ruttg_Xq1t{j1n<~XE;6i?)uNCf3BVK7n-ADTR)$yZhMYn1P?}E#ey_&w9@smy_ ztRc`1+0Aw#RxUL4Cv~n@`UFYTAxLaMet*km^se9NUFgSj2plsQhF2O8N?zQu@OF66 zydV`EGq@25_*c1Jir;52hp5{`D;PQ@y4r5OtHVMbzYdx~8RAT?E}Bx-cbEg+Yw7lh znbXZ}_BE=| zMY8Z`0IJ9s<*k`sc&^Ms@Rj!v(P*4-Ql*~%c|hH~g88DZ9RAx1$OHxGqCTa!=jc%!?v7uB&)Y(P!mXE zV$+;j63;UYQ^SSD6o2-H6(EYZ+zypO6X-z0DYdvLEN)LjRh_R2AiLeulukfpBu<~4 zJKg9Wy7*^3_252+xMRZ(jV2{$L~^93xTEi_TBY+~hWgoDl%OXH{7cWMzr$p2x`}y#GPWI~*BLI;4AB(HOMpZhH8iuAqIV-O-vw&!7 zU*01<&wJ@mzyyQ&jMJxxHAI940a%7S9tZ0zae04IV{-h>cVejAUj%b zR5~;Tlcny|5Pdz_cW<)kW_QOK+7eJc(MZCigc5MH%f`_^6{9zcs5C7MiFS2rua8hW zsgzQX+MV0q4-Cbf#J7j3V)V>qy=S|3f(=KPDHfVh5>-qwDJ)LSrN@x7_vv4RAT}f) zL(QUQ#%A^~#(fJSzwt>@lJ*$&(hxoW>Aee2q+5I{tFq5NgOO0K@*Zy^F6*!XPrZ^n zreFJIf9~6(HGcj&l8y33ZY4Rn_fO}KX_P1UPapEkh$P(Tf?5N<@Z0#hVA=aD@oJcQ zXan&HlpZuA!`5DpE9C6Xn}6`5?eF}E>OS~#{vxHLZ+*{)nW8}I-FbQI?UiV<<%IH( z(IP;KwMS>GlB0%EyEf97nb%A3PyV)ERmc&ndQ%SX<)RG@7~{4#7~;0KtRoE#Z6f^> zu=5e#>%1CWb@Ta)7(}f9CozZ^8UGvvDq`5Alkk1lG4D@Y2c+QHWHQ;B57s*biB}LI z(sJooAU#B<`!H6sbV%y;>&Fe7i(-!hD&PnhchM6o=ToXxC=Qno^7f~_Id3F70?oxm zz38#mNcV|WyT(C%m?Ou;B?%7fJU8rXs=LZpJzfUvZcBblJGv6PI2c**2)1~R$s6g0 zNm>Wq-)Zc3n|FwgF?64B30yuKnR+}TtY>tysQQ~33xlxp5eK3baw8u29=~_>x~VGV z&@SafW;%w?f9~C0!S6L6h{}=v-bD%Vdeu#oiu`@S$4ip7SF>GUhQFYR?SG|7*x1^} zmJq=9w=hkFjI029X+kD?1t&`oy^NlTysh~kF`JB*l7}@-e=vN2UTL+aV-vJK8?EyG zpk_F$(9ZvL7!TjLX zVl{C|b#fU=K%WKD{gyd-x?pMpbbFUTPcd!qwx(sgg*&o(-vrdL`FR7_#$Gs`U-#D^`;@-@l-k{r`kw#{Z!h!0tgf)OZMp3RA?xgx&~r<+n<@$bG5Pv{hu$B?sSUaZ zCM=x)eOm-2Cx%9cP}7`mIoi9D&IC%#^UpCMX)B4RRLTeW+mh6Hih{4Fzt&D-Df$Ad z(NPG^elW#HG(r-=#|?hbHi5O79ceP}3}QkRZm+Ye?YQz|p|Q)p!kqu^Qd+X?um{+E zcD3M67BFG&pU`D=@{cyFw2W4h@9p6jeAZ>MZkefbW9>SH4CM;xI(4;~Q+$aY))?v) z@E3e>{2%be#KHP^!TRpaa>M26r3MUhJqpp5H_7>d?h!9kl z@F7-$C1$pQxACi6sp>TSXyappSn6+=C@NeR5i2TPSM?p)hbB89rp(bx!N>Gt6!sJ& zF~X`Jq@ga0?4VT zqQC%yk7Q1WL<9$?`JTF(@CG$VHG}NJO9RFW{(OZA+x;OwtR~VTj^7YAD?uKJNze!zO=O?wEaQ+}4Nc{YWo}$w-$0iRMnIBpVj2YX; zDQJU2DIi_#r(=#mcV>#&L`+U2^4U&9=iGlY z{5{X3l4RwbmodZ5tU3C&4kp@dE)mKDq#^@U@q<})hxLAu7UpGO$fqrIf}Z%pci*~s?3!m-+7sVXm*a2eqX&LMpgu-jeb3K*xHcF>C%K34+nz#Io>uAe+xEHO`>DT~KNKahhFF;vws#8iiOD#S`Lur&R08vEmB zFOKc$=nZNRmYKfIrkzj?RX9GSs3b|E~sBs#4G-Q!jdqZQW`i9WtnnfO00wXx!iYBZrA5c&%3nCREVxCf7nzA5&fumeLl?(S9_$?T?g@1dyg z1VA2ndq|Uy={bB8N0CK56+f>rs3{OUqQaQOKtl67rh*S;g4=k5@ca$ zYedMz!OTW4Z>MMbYjjnSlKj0xlLFc50(EV5{}^bw`5Y~E^-V#xgnA%DV+$VQ3qG`k&X|3TAHkKZ-1D=zc3Coj%x{-ci?*9ze%H|8In(r2cm?bMwEH1nU2f zn5CVy*>8mc>eGYFK;|F|Tbmb+fWMTp{0Bb%Wadl4ixAVl6MFI6-&p)-DaYT%ek1>P zPPkuO&M5^38XGtX>e_;MUwp<)3t*rHuqyyqI2jl@SvY7I0GtdA-1PsH^ABEs!w|3r zy~zI?4EBG-_=lYTgz@*9{BKbHY{}nh{cm~y3FkKrU~2_1*o>E7-x{o^YfC6AC@iIG z3bKBwm4pUhYeHqPHSqT`{bTMw14&773WD|RetAhukk`)67|6+Bz`)1?0I|}tFaY&w znSspAv>c2~th5YztQ@)=Km$e&fbMUwf0q3hTrmq9TU`r%(BE;{_1TzN^q4@jKqhu3 zT4n}TeOg@xCS6)4ATtAl9*9X7#PqwlFS!38`!BdQc6uftecONV@Qa^+YiIHxt3TiU zdxDuUFC#bouO{CgDT+4s+;{4x*tN1yV4!ASal!uXBdzp&)5wf?e4|5qaeTmKWz zFT(!pq!+gSAdFYoTGzsqP{d5v-q_+lar9p*r#?Xr~Xd=KXybcxhXNlE!-0 zy4FrF&5MqO4)D@l{3+i*c>ULX36PV+OZ&6=M@D`DJ95f{?X2}dzja8)ARwpx=PKg#^y+Vx+${v!tdqs;%UUH{kU zg8gG&4YGKdOgp^Hn*VCz4)|l@E^KUO3$mscHv2U<0_lT+Ao|~z%vt`vI?2NPvNri| zmnIq6WEo`3%10fB=m%-OFpOOfNm7NevO&N?Q(=1ds60mWc`H16c3w>AadCORtR;}C z!{7XsNsRxANsJ5}|C>!_!~CW{KD~dl(#pt&3Tt2wFcR|7Df6d(i{`up?6xmFis{XX z@;J6YK3zF%=WgkiL?ir&E;Q*6jy0q0B3L~HJ|zzaqooaR2*f>hYp?sq_()nFn4(e^ zZew2xrYGj3*m1bFKeR+9t?KCrUPVo(asyL?Q1T) zn{UY$RkNVxMmF`|4s$C3m#a!>bl;l&`Xr^m3r_!hEA;hFP_YVP3-r+Y++< zvQ&;<-q;yL$o9A21XSce2K37607520faV{ILPkq^daoeJg@tRSp~<14yQT@{`riq1 zqI(Nr^Jf{t#TO%zN4IA|L;!(q(0XtOP{A(;{M>ySe`@A@r3dNsHtLiB<({wMfHE)* r$O(hU2K}qLomV2H{RMw7Q(J3WM{AG)0xST)iU3PSCL|+_0Q>&|AZ~|L literal 0 HcmV?d00001 diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/CT4101_A2_Hayes_Andrew.pdf b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/CT4101_A2_Hayes_Andrew.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e7c97fcb64c61b608c9d22beb7a8c9085cfec292 GIT binary patch literal 9672 zcmbVy1yCJJw=QnM-PyR?#@z|-x(V)X8xQWm-QC^YLa^X2!6gKD50cAy?^gZi)qm>0 zx8BrDb@%j|`PTI6S*vS(O|2p+&CJfig+x8E*uOBeGBY@g#0y{pIGWfX2?_#OrLFD2 z<}UB0oiW&4(%jV1%pAa~VD4ZEwgPanvjK#K0snm;+f3J{o9VPWXzDP?nANf%Vxe6^7lx*>cAA|>Z1kQy1;dAnY z3ZqJg?T)tkd3h!%DD?5oX9XJlSZ7^bu8SHkabCmU+o&M|oaD6{l|o zs4MtvR(Y9oHD?+F+8jT*5^KYoergtQCsGPf2 zCe~=lvhnNC-{ZHG7D^Y-b0%t(>x3Mh!aj@qp)Z`!QG24r&_{B`S%eq*z+n-S%TB3GO&H{Kyc+8Y3d<}f z0nSBT;%#@+civ}rTkiIC%l9Ds6Cfw2gIK-YV*!n{aD2qD2>Wkizso3gKQ1rU-Wcy! zqo2VS;k46v4^KjU2eN)NW&?18WSsuEu+)Fzf|!t*7@j8^3T~=m+fUc9h$IdRO`g76Djz z14q^Oe<-V;t6xtClP&EQCfT2TYTz^G&oPD_Oy6FIvTy4xKV}opAMCGJTP8ZYt`Gi{ zFEY(u6X>2Ejcrnza<-1naq|3h>c748ie}nOBZU3Xv9gn}{D~5;o!tS6eG}Jg<@3NN z4%RlxQmtqTtE?S2at!slNG>6(4@%)LFd8t`VYzcHI{Nkz`RmYE_E4X8r+3Y_eZN=wyRY|Q>DieKtifzM{XNMhd z0Md|D@Fyy=$+qt~95Y12Zd_;-3Apt;3#l2+YOk%O zVkaZPF2M9|1-Ky%@32_fpM1a3suMb=e#4g>sWPA|O7cPNrc(`3BLS_b7^-v$LvCYZ z>6HePJ!5~rdF%^ksP9p{()_xH-$EtIe$t6R zZ!Q;iYb|bSqf^IBbf!{wxNP@313I{e*TSPtF#dDND|TXB@?2Xga|e?30G+ zL-EB;Jh4^c{jorW4}n+RP2pjlaWslL;-+eXJK97sPyYxnfm>3m|BLj>BeMwi8fs$% zBZjK>T2P7zo(@rB+mm~$G|xVf{L%d(f=Da*j*NQ!W2{>&n-j0qE^w&fJ60Hf0v?sR zIwXp5C-+Agm1{#m`%nR% zAZ{yc?)#}}nue6kdyAAM3+v@By-5~os!d_VS{H$Rr3b~eyz#<~%ohmKyF<-?w6yOjqxZ5##;qMoz4SG4)!_osFtTkz71)8-Ud?{PlhXY85s+FZpRvG9#7{zTdxk( zlWfL8vtL^5Cr~C5S=Z$9!^o)}^P2{Xws@>zIf82F#K*y@z>x)bA)zs(J zQl05f9+SO-?nQ?^&m!(elOxmKs;GP``{ONgi$yMcjlMMS@3FsJV<-=UUvsjfM^I=^ z%`0;dC6oS?)p;pT`m|JcFKMM48s*(jtb2VZ?a_?qv45JgZhLcD<=6YM*}ZXZEl+$O z1k~GahU)6+b}{xV==qv(vvA&+*tl`8uNi8--(}Zf?r}Qp^Xr7$f&Y0`Pu^wR<=S9+ zlCcGE)fVOPz;B=p8I5ovEF2k)h?HG{OMyqwA>BCLI^EuL?y}i9cSm>N0r>{y1M)Oc zDuEWh7NG%0HL%-Q$5zKu$8p7I#cIXObFKbI{bK!w4%cRUsb02qIv;AE_sV5uzvZJn z$ZfT57$wFZ{IZI8L;FH4B=CAL9H%g@K!z1g%hGN6BDBy`xA`0utuvf=A#V{o{$e!u z`}sletAd}Y%b{MJKjYi>AUtb^h=2J>f&AQ2xZ1orbsntyZ5;$!ikJ z&Tn)$@oT2~Cd3iSsLY>kU*>pHK@Xyu>iX+A_aQl=yz)_m$91WBU+Id3_$Q3_k+TD4 z@FxP<(|Z``9qhoN+vr!eSO{Xe7(wEa5#m@>o_0D84z`Kb8IAmppkBE3ZKyKQ`fMuQ zgddzx_DWG`V;weVqnF5>=&SQI!_zak_K^vYsyNh8EoG##;YO6^6+rKPedSKX8ZWR~ zXH_bm{g5Eq?_gCr*f)kx8h=m_3KB}Hl{50c>vn}vd9gyb4`R@;h3SEEpCmkKoogTV zC~3EXv%2J6}XB%4GoU`SzcXkqm=Amuu=H(t>*TM)Zs^u6l+zS}fO7gzM^JV)TGq7(xNNzc#0) zHVyPFWg{oG)aI;DT5N={&b?W&dN!o8o_8X=u~EOGrv+F<$l)KyYd2I$^?#wd6|KIg zEAS1OD<5M(x9VYsWMK8$)8o$#S94lew0yGFE!&(oOSTR}#m7K}bVlAR>2$N*O>e2! z-y~TfVtlr{aKxpUwn-j>djeEpc7NX;HKJ=>RosO?v1n)LTrzA@(@QELz_YF6ZB1Ul z@kR{aavgx)h&FX9Fm8$p3BZvQ!=&0xi;z#FYdke;Riy-<`Z0kfPI3p zS^f~R`%K6KkTj4Y!A%VbO9M3`=kT1U=vU&?S+a828d6lhO&e5fZ3Q=hFe4BpJ;3V8 z(7Wy88vy+0Z_?$^JRhhad+Y0R1cs<8jfmJgM`6~+Y}y`Aqti&Ek{0(SWX;o05!Fh1Y?H%e7fNX+x}_S#I^}hS!LFATl4;Cd)yjkhis= z->a@X4THj@d*)VPUYHWK9&`}8L*)J7^sb*{%T;e@b=uNdI!Z{Zio67C0jw2GW&o2_ z?HyFM%Yy(MBhig%mZpz#M4YQ-hOoOx+U3W}l$1#yiKxpmck4P^j%Gy=H>lE=s3%f@ zA{+QLdH8Ha>en4=u!wxfUNZnf<@j#50_Wh|6bn(Lu9I$Wsq~zA;s~kY0S!UQk*p2B zO)QyW{KyA48%IAVWM$CJ`@4gyr62s1>_nnCd~N>Xlk_h2-l3b?K17@52JVEm!nHm_l$PAry$ zib;VA%gw;2d-q>$rRebbnE_a)VtH2fgg1CIuN@`)r_+-b1F;SH7q=yUEOcArp4R-d z4J{1%M6-52>^JYnwR3a+=H6sdQ$ZM|EO;Ak0w7RqSD1gJdJ9?ZPn6W}oz^$@=#VFJ z8nJmGGJK#y(^Hqi50D6Sgfp{j6UXITCs7GmdZt>2(Jg6l^daa??O#7dn@1!@=YNXp zaQo#X>Chq`O&XLGkc%->ACLY_IqQF4k4xuHgiaLgmcnEWYe>YsIgGp-f;6LbvkDT9 z^8jK?ldi`!gEk6Yg<6VBqb|b_^N9>#rM-1;C4|C#y99a|9tJXv1q^~#KNy_xxv=;D zT);c;B&)knXTVsd3Rw1UZ?+O!rnpVt2tPExL@6b6JCQn-9}SglA|b>NbH@5 z{#Py@sco~BL;;jAAd8@K;xCtowQ=XxGTueGGH39sA%WTIj;I!751*h+Zb@%byc}Cr z97Cr=qP_*(iq-ES(9Dn4FygX+`cAEFEilGvd5Xg8{DaP0zLDYO>G+vlU1<(D5%@V5 zJOERLKPJOQBedN^kWAJ@eXzAyLI~JSeora4`K5EIL9(LD zb35u8|A06NW9;1x@*A!Dz?_|~Lt}@S994X*eF!~7d%|+8!XobTXDiZvQJ#M>WSD-8 zeLOE(yP!vlUY)^=cFE0{i=ahXv0m9?0Xm3bh#bP0dstNHv0=r@bNqnpr?oWf%tSAV01oAS;9V60Q1aPec!qrNZ*b%;**pA{MY zd0X+h&=J_KuNlE8*5D5iur!4CLt8@ZgM`OoqCGBkLP|%g7t5-2%8bHnE)c7 zt144HOTZ^Xz=-oVHXrVuv=eT|nR6_e z$|jFt`D%QFB|P)hGK9{PJoA zXe|@Lv$mA;nynaPovR~9p9P~RoP8oaiJhf5o^0Q%21`p@nzNm_T#3DE<)SEy#002; z10`Y+=W@DfB$P*%T@nSZxGr{Al+`Pqn?8T=>$H}P46~Yy#y3m@3Vms&Ka#R)SAoGN z#Dy9no(0J@BUvl-*r8)VIP9N-JErTr$B?q%T1i=HH-!Bitb4{U`bYQOcxyYO>_c(5 z?(RW#&`1%~%kBV5AV6@)P{wxfq-Wg_UXQM9v zS)JWgSx?U+uBfJYVuy~|))lO0NNf)z`$jtrK;Bg&8x%d(fHQ9UnJ@-@CuT((KMyk^ zPG(9@cLZx0U}0TaTafRPl(nn-ia<_H^A!skTr8u_Mom)={yqLeiW`@Y_Z?8hTGohx zE08!s%zjIbtS|mG2yluks!Sac+4!7-NwR|cfS@WyswtR#_r}a?HivUK zI_De;_}Io@#-CSC%FA!-bB9qLM^qXZXF~UT5aEJIm}7EA9R%G66QI}HbX$a045)oa z3?gE-vnY8j=mJoN9BPZ>wcTYGzbN)tTeGd_wyz}ye+wr&>Cvy%OEt5jM;%j?Pdsr~ z2radRC97_%4r=?-bc3*@<5tSsfP&k<)Sajn#BmK(M>fl>GZ!LiK`r?5wUIc_(PP;W zY#cD$PS6%JhNj{YxydDEinyr4GF&CEWf&1<6mahkotJe+a65kI!qrQ1r^Dt9Q&L|D zZbReF3%Pkwfvlz-o@?BKh?t%Kas`>a6eF!&UjmSX6{@M%yZ_8wqui#iYwiWjEzo-L zazNEiB?IhDtvhbLozD;{jpXYPlT|tk>A<{*u7h1Og$MoG2`Y%4%DTMG2Wu`v$t?J zcjIOLCZS~eXNF+#o}VS={XqX~&8z2`n-)!@B>&){U`0ee`pg;8^{{@y^`%2Pya3OD z&B~nS?OW}*52y-2<`N~(?)ppI-EyO=TRigjqbie1kp37dCwLXD6ZJ$%yXX$(7bBkX zN2pH$t=FE{p1o80@;lQOYtK_BwCZUL$U1LE8p*>}$*A*MlUCKxc}&BI`#PQI6b(P` zOmPceT4D=#*Ij(AA>=)A9KRM4K2$`HRPrgZlB~YQQaAB%)ecvS>!c3l9;&?90qDvp zBmr_r{8!rb27qp}y?C6(tbAEM7C0E)83J0-Q9lx$-2Iy#oLf-trKhfkL_`dY@}o=j zstwl9Ir%}n#-WiFcyF9;U_O_mOJGZfusRtbxJ0g@*wDH}|IRFS~IITc=gqzKI3PR|4! z>s?k5mA)C3R@o0Ce;|%;F6oKlJHh><@}^JP|fN3?v3B1gj*zMq`1JpW)!hovOC(nxJgV&o0>V$Vq%MjnID#LEI*qi z7|Dr_`}1VGgPww#z1t2Fly1vb*$2~6%#4#-8~90~nOXcZ{+Bflt43mq8SGnG?`lWG z>6`_}K}1vMr9EEfW7Fz=#cd)EIe6Lnz_beU&x1(zEu?hgN4BEh0$C*2=6^tt3{n9Nnkm#dxxPyiuG+JNuE$-&rJj0fcU8%5;M|6=&66T1jjx#%e>`^H7WynE(rwuA za~J=ZqGuwbmC`kFH1mSA0}e!}5LF z-D@vKx~lV#QEh`Gfr?LZjrP9s#6+2d$Z~B_D`g{CcC&JKPM)ywEvLEIwL)0kj*MG) zM%lm3=g-wiSD%63xSPSE+;2zlIcvv#M~y)8#?a3{tSK41T||~j$2nlVrQ=B0xNO&( z0nli5?P+!mPluOzQvYj(hT0Z#Q&GzWEP0ao?8bLr+!Q`Gz3#qN5=}j~%AOz5iV6pf zXSa)d{+BeYphT9%jF^i~PTl8TYZfyS_VdXDg}Kp)tS0X%MiVR_1U>6QbB`W>!aU7z zTL~sG@mH{_yiHa&Ag7AMi^CQD^OObAO{P!rPebR}$~{CY%&@vyFal1Wt9>XGHINH5KH{AQ&rH5HC^zfdog01@a_%COfBu)$j~*T0T7;v@fi^ zXa=R}@+@IUBn-`$8RdM#5I?9_id(EhJY%>(0+V*7ZGLI}piX=@#AA~M>b6c;I@o?U zsO91Oq7ur$gZOPego$_~xc4`}g%GGs0Jf<^@gQ00yAeEPcci|`Be6mms2xzt*2r0r ziL?&chwC%>C<}9U9JX-Vp0XsZX>=8p6vjO-EyUEgIC`jt_o2$O5?!Eql*lCg!+hiW z+k6vq16w(|(9yGMScC1%-^=$5wT-zc_`N3a&W?lM`xJ~d%yj@B*6#$m)jRv?;$m(= z&nj>3<>BaJ=1NBoU{!H(G;=e3C*A23-2Re%r{~#uSlHfs{?99{9UUa!xp)AbBtMW1 z_|CxtIe~0ke4M99z<+1ZI3 zJ2?D>tzl*D3V1)?b&wH%*MbS4W$xno4i5Og>by(5e};m!yE))p4Gwzx_ni7)gYy@y z%=Nbs`HSHNuqvC_sDteRtV-{~f3dwTu3!K=2haaN{JsnP)Bb`QO?}6CIdtCx?FrMW zs=@o(<*rn8wfW`}Q92tC3;JEZ8?K>zto;w7g|}xPiyRv3f&la{CO#eqdlM5GKhnkJ zWaQ-N6N3ulDQaYrA~>a1w5eo<$z=s`q}XLC>D92uZ>6Z{RMF*S%MvAJ=ryDy6J#*I zT*fMjLxB)Q@-2)Ew!hPTZzxod#qZYqy}K`u^b0$iOB)4N9R#5%lZKt08tZVl$jIvC zwgo~GHiOL_Q9QFd^9BZQmz-s}rLB=3z79{YjN8qv_iIJu$t~&}hA0rnC?aLm&-X)6 znm)xu2`%Rd`;#Luib)?gh z^gwp6aO%%B6KDHB2FF=dsMBZ3Eor!jbt^CF(-A(XQQY}&iiYB44NV$o;$JM>dug}U z9);aK+l3}2{dgI_d-hkNvD8hg$@J#S zf9z^l$+jS4vDDjYew7FPiVY7Wj)if8KVYdEdnspOh~k8GwbUjXMM$N#r4c}I zDr~{>pg&8dYfrlAe`C@y@{5Fy@UnzHSdPuZMo>J3{*%__ofY&g9b&_iavn?h$KgQKg-H->c$x%4QdfMf!U4_EiiX7wZ71#Uo&fOcXt}6+>ryk4m*?v<` zTspAZm(BhfgC%K-cN&hlJ@O=&&?U1|e z5H4f}t?iSsW%);^jkTzjsxiXwekt3NqV*I-#Wmn78dHZn-oLv_4z_=D3_5D&764XR z2Qza|fZlsA2RlF?z^ZQTZT?r4Rr~!WI{^58z28-HbOZx{e-X!Oe?4O12mt=&d;e-k zzRL-Uaqx=s@^SF;Nr-W<@kz6>^GNb=ut~CW@^S!qrGa9?{~M8aod2|F;QRYtl)urJ zIAa|s0c;S^q5|>gZ*7u6L9*pK0kDThx>1_=2u@#;n8zW6p>2m`DYm;MWFsTV!ITLa ziL#UiYS*xnke!S#F7(C4TcZBKdsz1%&{6S0bI^DsS*|pE*}spXE7;ft?D-xxkoY)& N?;E$MrIe+S{tJ0+p7sC$ literal 0 HcmV?d00001 diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/CT4101_A2_Hayes_Andrew.tex b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/CT4101_A2_Hayes_Andrew.tex new file mode 100644 index 00000000..c046f5e2 --- /dev/null +++ b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/CT4101_A2_Hayes_Andrew.tex @@ -0,0 +1,92 @@ +%! TeX program = lualatex +\documentclass[a4paper, 10pt]{article} +\usepackage[a4paper, margin=1.5cm]{geometry} + +% packages +\usepackage{microtype} % Slightly tweak font spacing for aesthetics +\usepackage[english]{babel} % Language hyphenation and typographical rules +\usepackage[final, colorlinks = true, urlcolor = black, linkcolor = black, citecolor = black]{hyperref} +\newcommand{\secref}[1]{\textbf{§\ref{#1}~\nameref{#1}}} +\usepackage{changepage} % adjust margins on the fly +\usepackage{multicol} + +\usepackage[backend=biber, style=numeric, date=iso, urldate=iso]{biblatex} +\addbibresource{references.bib} +\DeclareFieldFormat{urldate}{Accessed on: #1} + +\usepackage{fontspec} +\setmainfont{EB Garamond} +\setmonofont[Scale=MatchLowercase]{Deja Vu Sans Mono} + +\usepackage{minted} +\usemintedstyle{algol_nu} +\usepackage{xcolor} + +\usepackage{pgfplots} +\pgfplotsset{width=\textwidth,compat=1.9} + +\usepackage{caption} +\newenvironment{code}{\captionsetup{type=listing}}{} +\captionsetup[listing]{skip=0pt} +\setlength{\abovecaptionskip}{5pt} +\setlength{\belowcaptionskip}{5pt} + +\usepackage[yyyymmdd]{datetime} +\renewcommand{\dateseparator}{--} + +\usepackage{tikz} +\usetikzlibrary{trees} + +\usepackage{titlesec} +% \titleformat{\section}{\LARGE\bfseries}{}{}{}[\titlerule] +% \titleformat{\subsection}{\Large\bfseries}{}{0em}{} +% \titlespacing{\subsection}{0em}{-0.7em}{0em} +% +% \titleformat{\subsubsection}{\large\bfseries}{}{0em}{$\bullet$ } +% \titlespacing{\subsubsection}{1em}{-0.7em}{0em} + +% margins +% \addtolength{\hoffset}{-2.25cm} +% \addtolength{\textwidth}{4.5cm} +% \addtolength{\voffset}{-3.25cm} +% \addtolength{\textheight}{5cm} +\setlength{\parskip}{0pt} +\setlength{\parindent}{0in} +% \setcounter{secnumdepth}{0} + +\begin{document} +\hrule \medskip +\begin{minipage}{0.295\textwidth} + \vfill + \raggedright + \footnotesize + \begin{tabular}{@{}l l} % Define a two-column table with left alignment + Name: & Andrew Hayes \\ + Student ID: & 21321503 \\ + Programme: & 4BCT \\ + \end{tabular} + \vfill +\end{minipage} +\begin{minipage}{0.4\textwidth} + \centering + \Large + \vfill + \textbf{CT4101} + \vfill +\end{minipage} +\begin{minipage}{0.295\textwidth} + \raggedleft + \vfill + \today + \vfill +\end{minipage} +\smallskip +\hrule +\begin{center} + \normalsize + Assignment 2: Regression Using Scikit-Learn +\end{center} +\hrule +\nocite{*} +\printbibliography +\end{document} diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/randomforestclassifier_defaulthyperparameters_confusionmatrix.png b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/randomforestclassifier_defaulthyperparameters_confusionmatrix.png new file mode 100644 index 0000000000000000000000000000000000000000..13c5584c7ff588a86ac45fd6c4916c8c0c07cfc5 GIT binary patch literal 22144 zcmb7s2VB(G)-A@^+ch>i8bAdVEFgjujZ#Jgq)7)6lwPC?NHIpN6bGeAQRyHc(z_7_ z0Vz^Mx=NEWqx24M9ZYi7d%y3!mtPcTnE99UKWFc?*IN7BI3+K=W+n4V1_p*T6q(~n z3=BVc;ScBXrFiFj?zUR|5Vn(4w^Oz{Z|A6QbB;ky-_F|H%Ff*6>{f?!Hnt{KmIwHR z`1bAIYHVj`Z7aghZ}HCu_^fP<_?uTQzlMXXu$IxVWnfsRPyQ^5m54E6U{Iw|jvrOI z7(#1x)V?=5KR?*BsLSKQ`?FCW*|XHno0w7$?az#h3OwKas;=fyK{j*bn#9+t+bj3) z$qeE&^7howJVDRj@{!?k|M)eD%90K5m%JME?YS`DQb`;8Akr`@&YxuaOs%TlH9v*X zQ-3)wB5Sdb(H8vl2=R$tkDt-T%!?Qp&fNTeeK9Cro$unfiC?#+@m$v3W7pP}o=w>) zBGP0cxRGC1yEWG_vpK`@v#y{?&GCYQf~V@cHM6WAK8lDqm!fX>sd`&XUC{b9EC*GJ zJl7n^vx+)#k5#K$=i>bAxaw0wN_K8;f@ZquS|>02{&1-?%=^y%;V|&-4qd$e zZK85>hQ%gE#+~cdt(%;lPB>TYKSj^|OxJm+v2p$ShoOfZ`$8St-nct|&S2Vo^ur>ZKt@BPjV+fQ2ex#vAk@3e7PG%pz; z<)w7v7jCysRcmVs0X$rKLr{zE8#J;zdKF z(&+BjK@mE+4kquPT^=8?|DcWAJ@xRnt4ccd46K)<_pJ&RG&?VA9p*w8-o&dS6Cv&M z_T$T2^(h9@JJcLMca`0ftr8u+eXO{^ffhW}S=!;7GH)?AGf8f-Dbp%h*tUD8BfTY~ z$8$B)BM!HTqe50~c{|b#UliVdmTFXWf{KSUkdd34Ti)6#)~q|;SD!F6HddK2$kjT$ zwEyxlcA3#2HZkY49J}5}DF!9+CxiC))y619mx$SR-_Fa+qfd@^n656W#`Ej!>athR zty&*G8M1rdKE=|~(o5cVRtChR9-W;U<)%!Jf6la!m654_qFbXsF*PHFp&N_9ESCtwQ6NBGHE?KoX zQlqv$L2Y!XoIk<%%_BSsUbUnU@rn0~nLPC~!(X0NoS&N&v}zN*>giclUM`D8QC}H) zn499aL*aC9O;lHJZ=B~Emh(=!Eq|=opptS{60>H>vSkT+g>JZ2YO6SpZN1wxO-O9& zQ$(5H4j*0jS$m4orAv99>o}5XqGZcW)8lbsW)ZvCj~yMfV)b;>dl>oWe-~wOh&KVxbp#j;Y>}E{>k<1>|yjSQOeYCl|(&a z!@b=aN?~DPD_5^p@nILUo11aUolVltesp>9GP102n?vK{4IMrbNwnt7=CQ_H$7Gx! z=Gn6&PR`EpGIxIMtBdpF(*sdFlEIHJGb{>c$L{am ze9N>hRzK4!^?Zd&j67R&LuQqUfJ?a2%n(eLbg=g@V~!AC38-c`Ra5@0Sln84Z<{PL*a2N%vl! zr3{Z(gb3Rjrl_Z#E8k3+pMK4H$oj~K4<9hGPg`3*k@8}`*Eg;pRhckSDBCMB^W}6(^X}NSY$B0U z*)o$(8ij88Q)9GU?(XiJc$Bzg4a}R;D2tb_KK0@G)vlhN7!qc-Z95vkr=yf<*?L#P z-L0!CTo3WTq9&V1H!o{$s-Hhmudr>bpj}*O0+WmRko5yv`(^ygY~<6M6Y}yIG~4OI zqaDRwsk1C2c!aW4@!1h&)yL|JPD7oFSnebMR|Fl{QQyOmbUAV#OXSS+SK$(c7Fy=! zj|(O~uCk}MXyiMO*4*2rMncckYuEY_m*nkBEh0iK!-P3eJ8hTF1QK z@VYmLL=xge6Rq$6Nt%Advrpe)+ z`o|gv?EC5{B>w&M(@%FpLLQTgx_{832FodV!w!$PA-H5 z69Ln@omli(ND30OBYs?Qzg=BPq9(#ZG{&aw?Et1mQ4^Nf*g#_hyO{G%M9%2XPMW6^ zHKP_UTl=ZeC|vc-nFr+Q$p!6~be|m!$gphXz4h`}it~r7TLj$aE{%R}*L(Qzp@{oj z-a(6|NTl8b%)S#cGN&$H%tG84{dkL?ckkX)B|aPtc-r>8HQdck`8r6uWZoca#M$;# zlJ$7$(xsY2d!&k+*RPZBO8KxSV)RWuzPJ&umK^3bKkJz5$%&|oX-?iiB)nqh*M8z2 zZ)sJP0?R@3YCi>Wp5C`cCc6#2%Z$B&u#ge*w_+{ z!d*{e=2!oDWtpJc%*ENc>CYKeUl0NW&y{VQof)pm=w;>+R0uhwxM|nvI$Tp6BBeFk)3X~>jS^Jil;X8AlPt89l&HZ6E#j}SJIf#hy}7w*m%yb7Ywqpa5u6k=X7}6Z zD!+K~A{L|C*P5H@JlYopSkxG%g%#Xg8Je(Y@zPhO>88*BSYg_f7UwoMY1AyITsSjy z>!4NJWBE{#ID}XcyHCE`G z6V1fpHxben)7!UiXC53JbSTlwyZC1L^5uJ-M?UE{JA8S6^cYp~$(f@a&#$h^pdoYY z=VFre-<@KSa5^z~{l<-k+BtTmn7L*5Jh?czxL#yfApUuBbKaU^k$K8%iC5uf#h$|Og2bktdf8oa?~c>PE&$m1n-(S)OqKZ> zn!kJUXGTRsL&K+rWW5}Nc}!(bE`zo_C&$OzaCg_QUzbs>#r(I*)GO;b*yWmwDEgtN z$7rOlzTC19@Q?{0-l18!t-V3lh31_e3Ak`|@cor_O$C-%TyHWgw2E3=TPJYbHAQ=G zBMz}pZ%f|V+&E@d{opd~fB|D~p#snJiT&qa2kJL(=HRgUdFfJST2uOg#C)ZibOU!s6Wa*HZS(xo}X=d6~G^Uq5Cyc zuB%qM={c3h>ig>7S?g$rRsN3Dv58Mx9V4nbJx1%I(Gp+Y+S1JJMyJy=Cbt5IEAC(OBzCpU6Gw~jE9A6IW@sb5oy!L?t1{dIsEUBcn6jX3ULut%>z8wVh( ztaXe)eNX*Qm;;&3ZCMu#at(R9p6cg1&<2z;@6vb#qrQxc)S)IAU# z^zWxs;X>??Uw{M}>6da)E|Pc_eM+Y6%S-_fp&14#!|;4eGdq>=%oKaq1!Tyytk zAZ`Bg_A3Zats%!z42mJU#EIY6VAIMG^g5C=IypQ#S`Soe=~w{3#KXZ6E>P7_*gDsk zb!qY`GJ4F?HO!xI+i^r= zU0uJ}{Px@Lr;~N}@C^5)AHVU-%601$hNoi@=W!B~=^Rw80B-l(CO$0V=H{k6bzf)M zmKTSrk=*Cd@UZN#qfN4IzEZ`K$^k|(m$5V*eP7E^tD?PisYVLT2OS+9>*H0+>8bbG z!n1*e zR7(7Jsa4Xqy!}vgZ4)bNNc^JsQxAV{RqxGrI8m#VX8cAVbKa%k4$89U&z~#R+fSRd zy75qQMtv?JRVvpHJzKmkGWb$H$O2TEhwJ&%HX2oi+_6g-oWmj=X|b*9O>fXuMi{I| zlu5U0Z%fjblP$P3$u*m-`0D1WEqumEPg7I<$rgf9S^4`I51hY^iLR1ntcWD9TybAW z4M0@|v;rkloa4%}b#J9PTq8-M#TYpcmF^gQeV{7R$wVY|jNZD7k`X=Ku2d;`6RA8Z z_@_Hzm`%F?MYJ-^6%nL>TA1pS_4Ein(y3)+W{&@9$x6dXmz_$H*IOluYZAkQB<5!h zlp91}zje!Rq;THj9WWP)nBDH~^8(}Z<1V58;cinD1g{1XOJ=VFfrxmMf+VvCwg zy}wJX&z-p}fS=StW&mp$(MI^&`P0K|Dmiv0xvs4(E#~1p8}YpEjTH8Z28kt`%(k7p z^Y-)0r{~K1@FfwKvBy6xUTi-*We=ok0zN^+Z6>Rg^?4fec$zMMs)1p*V?V7>Ew$r7 zCdPbrvL`&cP)Ip)bhcosFF`ZkIi3B|m!tRibTs9H1r&kvM_zII1Qv+X6$HFAzL1bl z53_8|Nk;^X;nT_4xqW-FztZbqL0JGoHSjEghOhobDxKC=9YsY&2cg%IGN0+EJM{b_ z*tX?2I7rEvw5|yPye+%8D<*gKi8B5(s8%fAJvj;pSdV*1JNt5FMd)EQAF;7Oun|rr zhp(3h@bgnLSUjFSGAQwG%5zF3^*@$NX-SDRVjqDwIzx?M5y+!iwRv|njy;N0L<$Z< z@|X_~iqCvGX8*ZO2bsPGzZE?5jDd^}u9wO3eT|<|InpiIp}@XLccIm%6YA4?0r8f&&9H4Cc1lbq7t0*Q;pIf9FG@763oXj&(O zb2gYI=Wp+QJG6&e*1rynmQld<)g0oYvdMlnM&>6@*yRQW2C7Ua>E>&yC26O~vWyQj z8VJ43_Z`wiRpU^43_)%!yJ(>0Z%(;NQ73wRB<4g(CPl)g*0=`EmF87_9sLJJRfLA}M|&xND>M4EJ4NVz^4% z+a-?mNE}e&+hEm_rHDaEl}nA)D=a_-LvVPgxT~g*_|zx1l6@}WY}|Z&@|aMku=FiT zFU2WEr8$q9iVeNu)G*cd->vZoPYZS7J3glq{l6HXbX88|1@?FVVkWqtGXIcKsEB>d z`#-OYqUz{HBq>8dh}0aXG7ad_k0j#YRf>4QNy&)Y>*%6u74WvI5w9aeorc~qKSsH- z3*hIVy%aK2XM4}I{8NM5w_m-^rhIng$Gv>~_>n$k)B^THL2UFcN%`DdT%_W4?g@3= z$i&o3?f)fLq+8(p6$0-;N7ZFr=pa-hXaxS!=K1~$sLe9Y@$BEVbEgc_N9{;&EsgKW zW6kuk41wQnc30fr#lyp+`qN&A0dSW2McPSC1V6Kvw7p=Di%*?C^&$a&WTYQf)T}eSBc*nWK^fb3pA68){!cp2*iN&CL zQK?GS&Q_8Q;FC)&PHVHG#L-WkB z>(mhb$qb6lrW=+y`)H^Zy1C-ML z?~vnyD-tk!yPL2oa`z9ag4?WV86Rtx@YFY+nHVI`7mU#EUV2qOEyKL=tdL~Sr#BIr zX~uU5-akAKxE1FnjuO50WK>q;J}D`~?v{%#E-_9?q(0rFmGS8shnvi33)XAR4BNQX zye{ACqM~DfYx`GoN+)XEa=8|{@BV70{m0ov>`vL)rRiS$utaR|#Rd}Q>Z0XXfPjBP zEmDVRzmb{Q^!|Z+8i>NCKE)3IXf|j!Pp9z)NplG+*fOBYXcGO zed6xUhcRK!Wn()g2opdc-q;rX(~s333Yxu*%oW!l&mIxP^mX9A9H-%E_KWWqC1MVd z3at4v?tmA$m{g5`ePu`x32Mo2!BC!+<#(GIlqMtw8M?-&=k5gt#s(cQDnp_|A(C6} z*m*h;#GFb)l8$PG)EdIZU;y6U;gn7@Z`{AI=nFb`wwf+)cj{pSja-)`d}-v3w4l?F zA(25wewhw!iy5$?MH;9V*ZJyJxU0)qf{>)H0snRXl0UrrXc=P7X8pL}% zs103}p;|8E^m=@BWUz!I!F779x8Stjb~&=rfD+=#$8X&t_cGt7esEvz-WEX)o(!YkG|NT5Q}?^*GP><_K1hv zVv2A{=!f2(c#7Y4u*7woKBA92JQ#@9fK;T0s6y|HK00%)b($q(K3BE;<{DqLB*rbed?ll)IcNDPV~ zk_az=7%oH*{%uy_8d5;$GkT_+uV9YAYLfze3x-So=Vi-SFdp*hoi83q-ntEfk`u|* zgs-2v-@CA|@XjtZz6k3N&!wQ+(EP7c%t}Lnf|x9t()MBTtk%=hi$KON#@G+El^`D( zyz<>9g=p@D>BNjRweas18@9hICbb|)k#!MZm^{G;D}rW;P>hf&Mrfe*z3!tP=6Rc> zWA?|jYb>bt7d{cM!V`hV<{%qjI5L~B0|J&5teqA28!Sty8mZ@*sJ9UVqD8vfW$BDk zQ=gTc!~N3S*4EfeD;+>3ObS{u5)o?2y2VhL5HXDzVh~{~6fy4PIcBtHTZ?Tj%39{A$-qEgb>qg3 zm220Y#zYWAbW*88T+kuH;?Smhuc5H^H6*v|M0GIi_Z0SG@K~({!L>3>%xt_tmLY3t zx4=&fCrOTUpPP(nbMD`xnyjm{hFQScfxyiAzYjQ*xO78LUh(L>^LLO z32pe~9ekPL*+#jA7jG6`)VVs1r&$FARq`$JxDpcfroNGz!TMhcI~=%m>!%N!5A+wd zbM#-Q{`J`)^3(9n8!7)j zHF;@7RO@INqEZLe8ZYS79_6*shmPUxy^=Nf?XxZuWiCkef4>ZoQV!XMmtW6tMm~ZE zxB2bMVDger;r^pUNcJbqA8YYmR}^#ZiR z4!&f<9shOAZh_#1oBa37Z%<*%EVnSE)=o{|-ei`j#m&eCW&WRgK7fJpJ$77DG7buH z*?pm8)Fkye_GT|%ym&{m1+atusDLR%xL0K87-*aA7qpA^3Yfp!yJX3dQfP;u1E2y} zMVm&DQGcS&I{xYpe2YkhgyAJ}0B9Q$k#n3!<1NBL+Y?4R7*x*NWW8kMM*=V%Ssjsm zr#k%quLUn#(ST<<)F;X~r zbNC_5kMgC4lkdRWmI3HNlx~2e91r-FfKV5Fz{ndJoS#Ct2f`o`VD#`B`w2l$eMYQ+ zx8?kWkJWUYB&l|jL+7Bo!FZqvs9kny&%*QHEObo_aDEdDi`n>fAD^mI8bGQ3T$^^D zIzk;m9_R(MUAbyiDowfIk`uW5lc??~wzt6zKn75DD4Cd=ibsXj%kH;%VTvp}=miip zG&-8@g24~+C+ZAT%mugu;+ul-(zh%W9vc;tpxhlo5vuF0^K9V$vT*H^w!3ZVzpbHrx^=2@xgM&sD9!60{7lj^yaEgs;m4+KU7@Ulv>u2`aa z%5RXInUcKhnHSB(Jdx+Lp10`}@k)##Gj3J5}@;vjFKDWAAU)_Ht&qZw_ni^x8x~ngq13(d1dz9f9D5<;v$1{f0Fl23LP( zAv9!(Ql)IaiFik(5Dis}awYd>Va+2Et(J35ARS2 zOPeNoo*MErtT4HU3Eq`V)Xi@ivrp0vGFxmy@`#P^`HJ8;z?fcf4n{`f@loI}NNb#M zE)02hbfcE2PYF6oE>Js+)2|rd>Sakuvqh?ABFqbpVq;i_=_n24!o^$d+Vfq;c@G^@ z$Mhp>;L)Q;;O|pb7jCvCXJXyS%X@-IC_b^VvF1!JQzN~I-&Vl^DOPGg;F8kPW?&+S zEDZW27ED1uPR`_($a+s;4(vr!zDp(-4~zqXrghdflCOB!`93EvQczJz|7FR>yAnP* zm(t|R-NZ~?3arHyyau$7`KYd-TCuOQXtUKk7CrxHam@a?B8II-6W#s7Q|IYwA{S<| zxZ+fL_xH8NB=^-@z3(iumasLfVPs;8gWB0_QSN$Z{hi#6vo;-OvU|j>x*p%F;mG047zZR(&efmY`mO|e6lEts~ z&wCun7x=Vk)2bDB^cgju8b8$SYge!>)Ok=7RemT}bZhO?ex;E@3(z=3Q$Orz8SOJV zJgkh`4m5GWY7Re6K7~RACE^Jn%C=6H_0cVS+SQm48(CP0K#HSuG9=6&dYIWmtFCFT zdATv_r{TUo_g@v9D7R>Gd!IKJdb|Dse`aYpXFyZK9=Ff8mRPGXA9OxB%3<-q*Y_i@ zZr&fdmrQ(#RYYR`-G_l1YYtf}ruzdI50xR6sKOdV3;%6a+RS8sYwME^ABG?zNW;m9(`(z$QKft1m+(6A1tK^y&_0hAZS1VjL11Z?QG; zev@^7noZESQ`a^53k{eD;&2%Sp8G!z7s+QLQlUDwNNL1Ti-aEzy+kUVW;GsNa2 z*YC~6*&Dr^9#>K{+Z(9TTWZ=cukQ8V46k}I8e?JW#QEnn=r#AW`5 zVgq03UEhBt17#Zz>1d3>X2s#)G9twL|Sq zCM;1tHt$yVrKi9(RE>e4WjLvr?x`wsEV#9NUMHZ(PR^e5B-YM|NpeoSQl7^ze$;f! z1`0Pz=G@}s*+7m^wcSr!zk(L}<@+mEh&T;Je*BnZTwlhK_P*IEm|5&r@t}B5?~9!Y zo$tHWvP?gdu3$SjmVXx$&WA%n7kLyjBMW6r6ll;mxSei#dDX*%8 z!Eh&&lfHDl_Wex3fD=o*(_Pt=-bvp(Hq?JsJI_0`F#4_i&0cMD^3V9{M{dr^S{8ez zM`PVuoQBp${PgOEIQ#U&zIu0+%SVsqIE=>o^J~THxld|rh&gHRVB#TLzFw{aPY07> zC&IVv(W6K0re&g>OMllKJHMg1K~cwyLOq|{o?PH3wCfqaPn%P;|BS1cecwlW*Zf|O z;!Bye8eKnSK>-SBn3pVw2bg@d!%Fww9xZvCLACW7#{~zIET1>df#vIkp8vdLi3vb! zUz4EA_N-}#prAb+46mHB)-TO+7ao=htVup(d85#kL*PJruf$eqF0U0URyafc3e`bv zV6CX#B@n<#4|Ahu_m~fFK}4qu-gNXP1FRIzfMoU%z>?Z0I6r>w1*;X<(te*u^wada2>k?&81hIath;!QaAw zHjuIG=bt|zg)zD5@R9N*pyyS2?VUS!m_;u_LQbd;?iv)a?=zg9hYRmC=t31x7BB$G zqXMiP$~wPLv$Dc}#H&|u$-yVrgn2#@#tjs6z8I%~?qQHAR7k?|;o=sVvk)GFg11l> zke04I=$uqgqtT!?piJzn=n)eYB_`WMjnv|dJ;K5osALo|5C>*N1Te%5!ZQCu{v)KR z@3vz|8wjU%GURKhaEXqJhtynb+>(`2?89L-?F_DT3Vtp@NZy2f1gZB1HUSGqWuu=7 zeDf%`Ek7ztpMl0q7;{?x-AUi|>(>*wHa9b@0Q{#z{E*=D!16yLCJ#Dw9Q7ATsLc&T zoBkd3j%=m^y;{g%>rBXh7cXVPRaV?9B>ijiU%`Lf-x2r^ODpwy?3)Ej#@cCjwt@Eo2>;5aXtT@G z1Ahz^-<2tr$A2grewVT(59C=_N~gE*!mRnqqF6iq?A5(6BmOQh{9E>Y7Xj`Z_`cv! zN8#|bQn4Jl9sNzI@~rEEQ`7gg)DL%rV3ECA&TvTnEXM;1l{0+zDku4AJm@@F;|dVxh*6Dk^IoR`$q)qgO~_qmy@0 zQCC-&kS%LD#2+JX_gz^hZhf3gF^fm%MXeSb4+$CK6=3x z@fI%A7S*Hp#CX$ent*o%egiA>gVqN4A?wH>f`~B&=h>)A+EQ$MPYQWK6ITjumY5zm zFpH(6`MCl zkGHufKuYZO7C!r8xfh6dOD!Ta)tfdw@xElp9JUf~+FWzR79BMHo9>y4 ze*iNsc=pBhT=r?=&V-Cz4@8c$^0&^CLh#ckV}yTsB*Z!_5Te2oN(=s@ifS_ruz>WO zkF49f>jW2$9xuq!N7%sY2ksYd*)rhp?j45!e^6KCo3knJT9@1A65bIWB?zH`Xf|*x zi5_exbtEY^A+s$Mo8F~%HJ|A8Bs_D_hV7QqkXO1e^CKf8U$0$(39sTEQX3c=@JP8O z&q*0oP#ru;1k|37*T2gJ-xILmX*|U8FZ+Vz4Qf|y@9600`tadS;|GjyNM*&xENKT> z6UK22CE|a=nLmFIV&{Yf0PP-Xr%s*n^eMHjnScx`lT&}g9c?*7gM%qVkBY>E>tJzZbM@QHPd;7LUyC z%Y{Q_yG$FOM*a5NZ+0JFtXRV#P7Hc|VC_8n%dBe;L5QbhQi}l>O5wH~3jybNa|?eG zUZ0z|is)stQkv^`jZu`{@z8ZLlA($2rod%gjXr}k2rCq&bkq6)Z>?O1MD!c%q%;+} z7sAqJ|i=1lUC{o}v|z$5=vCO1*9sYD0Cik{^5=}luiKZWf~3xMQ^bl2;o7l>9;$q9N-7ZVnIJsH zW%wYJAt}G|e}v=srXm`&Jkh^GcxF=<;1P(%p5{F0#e1(i#osDM+l`6b@$qAgw&o6W z0HK*OOI?qgJo?VSheCb(SR(?( zjWIOHM%}Hr#E9%xh1Sq3xD0cQ|7JezSh!!*fI!e65kP_ghx?4;l9e0325Rf4h)&eH zN0O_EuuUao0(`b7lJkacl0KWcF#!gKiK^0(OJZB@cG(gET=MwwohVU>capS%z~Uo# z*bEWk$l5z`k%NE*H@&^z;s-eE1YjRtpgz`1R8q&x|=b8~aVR>!6YrqScrU}j83YyH#X(D`c7B4Gy~yer~Jqv{57 z+Q8j==(ARs<0O1*W?F`_6=52;D7P#(@Lp1lf1cshB2d_4em}s)H&mx~+pJwcYJ~4s zVTwS0Yp2cY1%n@w+{5QnUi&S-xxk=)2W56Yrhluh{1>W}=WmMBHo{Ec<#%K*i~j5H zaL~yg=-TWXz*OJTy(J<4BQTm_I{Mvhu^;_`vIVF79di0>7@l=y3xD~qm5mjnCrR$m z1e~0lP!pVlek;f}4t_})txu#^47mLhyabghI$z=QE5tfdxwxVs#zb7={A)&6JU>8L zDkR(OR#sM|q(S^g0{vggo$|Aco_BgbZ@+d+*uH{@fxe~{o+2c_*vyU(%Dd2d3)$`8 zy<4At^ZcYb$}s3uvA|ocg->N+|>cjv831;Kw&F7oD`}-4c!^WupOxXS4 z&1!d>uAno*S%3BF)hL&fnqL|F)I(p^Z`wpeja+FJ6&3$JQTx8TTs&L1KC^_1<3Y=I z#}p5tQmOmxPikhlKqPo}`BzR(!HZwc z3~S~KIt?s~QBEh}8R|q1gE-f0A%S08xUR)TH?*dd+LD)U`6!h|EjxW zwCeAn5Kkfk0%-xI5Qo|(^uVI!w)bzB7>Zs}nxcv&HDp#^$jBD`|3ciEeX4#);8K|T zoD*72DL|REICE!jugT%_;5$VyXtaLVc}@@rNs#M*Cf`#Ka7jmP{(AV#`g zrFP7P$}xkrEV;5?zk*ZKUC>PVs;GXCidk>6=p$bIT|OuY*oI)q|0A#bxJYcij}`2; z|BxI}YTthof#SR6_2V~{f1pz=Uz-X@F4U?2!D^%u0r$sc|828k|eG4kwO58X?;X;mu>v8ifNw6iTq1#X;_$Cf=Z#3iCl2*(ZX4K^=zALGsAg*O_7ws_)J%=21~A;u}_kJUpdWd zGw>5l-1@}J-&cOB6%ygWyE&_a`UZv;1?cZvU1aUB9s}C|FHZf#W6RKHd7LT$>H*S8 z9M(nLK-qGvXps9WE>Tg-=UZw1;<# zTNK6jmpkUfy)WX2XLFKWZMk&z-1Nnm{4oU=woKD<&T~WXWVn>}QX;sZjp$Ng1D)qP zaQyi3LkX-i%VuV3omJhx=;sTWU!R-m5Zbh}Gr2qQFmK*DEu(;?@A7SMy-l!cJD3vF1v_jLqx+nbho8V2iLUouua?hlwkIe0&rB9B}PPxpN z3XJo7>PdX1TQSm=dH?eTdk-^P=h_LleTm?Yp13;zz!ol$;78DL7Rb)=R|GHVRFJSX zEPb`;cBkPzUS-|ZFn7hMGJmz&9nEp28!Xb!zPYq;Teoiw#NLd$Qb$WSF%b`MXjWb& z-W$=nOumm+T28-UpB1jbI+3M!DBmPxpMfVj9Ug(fZ=zfFg3L9Auozt;EhW_lE4PDB z8-KyaSJXR;JNeaRByRxvcsw2se2pS`Zusi*z(j5i#t8m zoYBzJ$#yuVux3vC#trS@rF8BXAuse!s-dG>*+KyfJS@y|KAD<{q+V++Dl)Y{9{1`f zuS$G$hxFQJi^CTNuFov~Jw#=_NAA9{`nAqODeU}zWYJS_8;G^Pt+UDcT*oq49;{aYm8d-D)Pb|w)!|p3&}k8 z#H<9Nji>e||Fp9EUW{O7pIy(2ZSWIjR}*Tjy3 zn9603Eg@PBFqB4)uTiqqwvJmKnx*%m2;lkk*Wbvf*w{QRn5G|w)y25@Hj`$KU0iDU zv9+qvze(oLja>`g*QHz$x=(V^<#nI3=Z@8V8SJj)TXSUlD19Q9%cOqGVp_&H^FifQ ze{<#ZA<5A*_kN*976#mY(j22btS@3S^gMs(hVkr>p`JOEJm%x0E}!#bh;l>rI$$?Q zQ8#zjsk(z8mtk6ef`mfYT07B%h3kt$+|+z(c!S-2=7LecHP**tMLzNPBa*wC!Lc;K zdH%3?;b3Nd^fZI826_fQ&Zj@URd0H)-cUpbW_jfFD1_B=n`_*cVdviX%P)_>MAgSC z9wUxM-qWw=3cb5W%4@+k?q7WjLsbLEsvWIKkbrLVXF%WpaFA5r?d=koULy<3g^3*M zhC0-lb%5}8<2=|&fathrbCW??rG#N*cbm{B{XZ;Km3!ppZ|wzZ`xYa=3FjsqucVE` z+WL!*SE=3~i|BeYl8o=?x?UG9A1=RKj@(?fI85UNGn{Own;)V}z;Gg+bSgo|B#o%V zPW@EH$~h!VfDb*&3Y(MVDYN7MzimDm&J z!l#^k4=OHkrlCmBy-%&}9En!U5$v@k1TD(=G^qQeGljHSfo(C$< zI#=Vu4ucD7X_*U{Bn%;GZwG=U{2OUv0yT2l*w{Fup=*RiA4469Ndj`2bitE~UWsOl zW;ilzK)$c516!6aZYlgn+0t8AEMh*O$vq_eH3M{@)<@pCc6hFoMM9!*wa{(cdXW9K zbN?Eg7tS{sXi85=mBm{gD-e+Ivl7^20j78)y;1Sjv{{Dtgg1OGxr9whLqopzoIsHJ z4)lCq&}{t&K7n2CAh7o@cVR#Y_3-yl?E8Z6NZk+Kme3zCUjIKPnXvCnG9IztSqcC1 zJU?>L(6u5+75U)Dx{urO`?`-1=Kpr_d=|N0s0l?xYdLE`MXe@c6Vq$2YIftIk8NSNnQ{>DbQGv1k z;U{Za9YM?ymdAN)Ag zvkFt`1*C^gT|KZh1HN60#;4rPeF}e@YkCBvBqdAHpG-#;cJDkJ?5&FEZXm9IVk$?0 z5|0)g>>fhxo`cbZ^pv+|087I3$J<=B{yzf(Tw6iu-ji(e`xfV{x_por27u3ENqX&(eBhh}I~iO-%r+nwJQYW>wKMg%2r zNZ`lsb`PU?tp|NSkO3RQ3B0Hn`>U2L=jj(H0F$SQMtrib2J(0U#?QvlQ4IncH-$tm zcmXZuNnbk(p=$Je#GPwcvH<95-v)YfMaLPZTFIg_%x!&N>{fo_6n0tYb$a3}IAr@zb07ABWa~f^- ze+PyiS)uP0Y=%ct%HMtQNBxV4Qs35hWZ9DP4RLYfch~o0L?Lq6*CBff!S7J+@~sI3 z7jN1Wg&h#EZHH07;;k%$!)rQs3wTW^-173emz+$RMjvB^3+J*jG+qz4+G_OSYqVSt zw*T$L{wM)EsVVk>I!RqdKQ?n|vG6LP=ZLC*`Ik@r@NtaLzrXv}i@6PC^BK6Ij8V-K z?f~thVEvaj4@-Nq62-I=n`Gcp;?Q?M_>AF|OMR1=4xEn#KaOROesOq^?P*P_RMNah zzza-pyc$mz8i!uII8LGJGm@>i5RA4b)W;((tYO^yKFpoNBjKUR3-@9yHqz0K8jKh; z$hIZKhKv-4)OLdSwE$J|PhK|cd_%<4RN1AzFn@|b#iJnWW>_3XTM_zXqS4-DjCMm} zYSne_EY-ey#%7=@D!PLwX(wil9lLbBt^mhF*ti(u7>(|4pPQQ--Wkv5+i+wlc4m;>rIu8Oh7@iJP<&roelD`Y z+(gGZbVQy&6wZ)F!?@j0Ck3L49H{nc=$K@8HE=Yt=xKbSle6^wq3jSH24BT_`HlE4 zd_kcqYdms+KJ1C(;lTOVr_d%r_L(8>1Zref)*;AeO2qGNAA$xFTv~i!AR}y*nwTX@ z7=wkbTkMj<<>RsV4ellxUCkoSBeCA>Vy2ExQ*djoT(idB#-5>O7>(T~Em;>xb26F= z%_Rz913HEFvJ(M(q4X3;q(lfoTM}tyC$)J~wrvd5_Y28o%e2?Zan23nTMIj~!SF?P zVZ!bQ^@!hs#??nKS!^7f7;4@`$!^IQlP0g%{QEn5HQInKYxt-sha60QEHo&Jt^lTEvF3pdt0(LaU`z%OA9De!Z` zBm-ivH>~g=L+3{D#rqS%C!^T}|D%!l6pB@1-@>LeA|v*ND9{KxU}_4GTF3Bo%Pp71 zuc%N)(V%UDK(Vkd9qip)XwANoyUxK}|F6NwYo*0MeIB7mQiQ`ja5^l}~S zjia9n#lCzluf-lPM7|^-;JeBy6&L|Aw(If?O@2_Mfz!cjwu4K7&Q{CEt=t_uo7x8&+Ui1<-nWoLXT4u zwlpDIw~)Qm(8ir%K$_9PZ}&qnLC@xWyARKo>`{O6-aEN5QA>!ZBc!t;&1Kw@Y~qEv zM0hz8yC_OnAM#9)H2aBluHxf#@e&4Q7E|ElSA7Vu-}2(KttVKzN8wENm@8c2OdW9os^MdKs-@m~#P`H7v!L zb|DX;6yimdhB-+#PpiXpA|c$8y#oT>Lv&8^V89&=5Lk{uv~2(vX^#j9y{lwQ8}LyD zPe&ynRvG)`93!ez^@F3HW^LfkNf#TM=UXgYP?clTDLx8`y*g}E^EKNUvi9RaYt&$- z$YHZ5c6N5sy^y3mKW+b!MzhGYg8hiJKf(?j!yE&VUBlUxpFjB|$A&Fic2G!XCFxPk z?Rk9K%)gI;K@FgHt889=zADz$YMK^$P04--kj+5!=mk#`qaq%jGtvk*1ub7wXq`~O zMv(&JXqA47Af4_u>)hPc+Z@FeifEN#f$m`V(cvYK$ysp@kew*KxfUp01?RUfdM{4g zEUfh2nDEn39PU?&e{cSHTP@UILh_=!e%#w^_h#&2 z3GSiqO~f^5qQ)%4;Pvisp_YFIb3WES*=z#5#a&eOB+z32BHw6*@TA%4ak2%=6t*`b zo+?TWX%I%{GKIh6=8YR~unE#eHa6NP<)0aZ*&&-;E61*c2hHC-fQ^Lg@I*EcAw>#{ zkmWmS3E7$kIZPE*IZ}H9`WoW_r_qCi4Z}zj#CCNFATThobcq(h)r*}TiR+hG>7d{o z!PNwCk+|dx(>g(2gsi|qBu@t2#@i@ldk3<<$hK-AVC%`GhRs9d%K$`~D=%fN{Dl!W rzs&!o`VpOn;r|6#{SP0jn_nD#`I^PSfqW8<87PwS$CG|L^ZWk+e;qE$ literal 0 HcmV?d00001 diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/randomforestclassifier_hyperparamtuning.png b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/randomforestclassifier_hyperparamtuning.png new file mode 100644 index 0000000000000000000000000000000000000000..04ec55de29a646f7e84080833e40308319e97b30 GIT binary patch literal 45914 zcmbTe1z1<@@-F;CQo0*KR74OEL^`CAP(eyUN{|$g?vR!c5k)`{5G16Ol5SK$LQ1;3 zyZL6R@818jzkR-Qosa8%k?Y4|#q-SEGjq>9E9CBNIRac-ToejLa7$iV6@@}4M4`}n zaj@W%k^B)B_(#w|M$6%zjj4mP;S&>-vY~^mm5qayxe=3-$rF2Xo5$BV`8m0-GMPCz z*xCzmaasTC08X1HkGKYLaf09^XKm&0+oMoKhRFYD8R8$zQK(PNx1=T1ToRUsops6O zPO;b88K&oyLk-YXNE-a83z{h{?;2nAm5!1QZ`!$Ol@WYNf!7tkpt+w^v4QpmZ8(|^ zIh_^>9+MHev|E(Z;o;My%d;G+(h@9%@YH$f6aGG@8Vj80`~1pq`CLynRakiV`6&6d!_{g{cZS;u0%#%9eq@(#vv$db(_-rA z=%jhvzki=v)Q#7oFP8v*cX~7{j`C?}kjAIs!6>rm@snnjxO?|*QP10#A)b%bL{F>> zsDy3QKDchqNH9k+2@2llIP~tRUf#T%rLZJ$)bjB`B`s+P#^cA27jnO!(sOZf=~jC& zJfq~Od&QyCk*-YVsF|tujEbvirY)Y^>&V6G*C)&ivSBFH-rnBWTxaUq=4L%|;{6KS@tv=2Z8BO~)TZr;;UQ#~v&w}OyiWEXeVu-iR@l*T zx6rbW5Dg8DZ5|z)u%SEiUiRnEm``ro7P0a1#@!hz3%LquqFzVTo3rgfIXN8KMHXpW ziT$%0dc`)Q5p?{IS!Gj#v+5=qpK(9@N{mm-D?hA$KBdI}0^uq1?#gieug{MPtbXxm zX=xb@7F#dms%C!r{JBRD^U|FpF-%l!Y^>V-H|maI+S=OBzdckizjf28#*O)6?fhtHlHHX;dwm&vS4Ph>3~i7Zn94 zu}BSq-V1V{1Hj%87624E@Yi#T|AWZ}Q>;hh9Js;1EV zCsUOC%bDf}RUR~+hdTjLQ6zBbj#N3K1YzgfnPF}5{8G$OV^iOv_ZG7A49v|#${ZI% zS5^aph!~AJ-br-y^#!G+UGnhoc>enJhZlKM9>Y|2)y}Ku2pNPhLZnlIOQe~7nQ*j< zEMl0C0}2ay!JbbgD&4l3qQ7-ys9d;u|C985=-#vT6>tf;yLX9~mY2^*f3w}3QI%fY#}fFb8JP02nGhmJC#(~P$z!R1BaMBMqwxXw?dA7 zAt7hsvB$>7eC~fXy(0E(cf_3tHMYE*vvnVpwfRx;Tz!^$c1OOU)ZF}hvS!``m$fl8 z42hb$06dkF$9k~lMq@R;^0#iOWVN3hA9hxId-wPE-(-od9T_=?N5v_vq7ub?r!QB} zZm#3}P_?(d%7+)*@(K!dRQeuh?Ck8w6PmQV+M9l@uMl3MrK43~gc*0k5=&H6G&U|S z1s=Y?%Jb0DI58#DnYiR}lwquxQEKVNrna2Q)! zy6Q&A8V>FucC;pyAYgaKdZ5rZH=> zmL}P-KCq*+Qv#N8eSbD-65J(J1gy+#pzul@pLLeQ1I1gne2a>12szBX+uDywtC%G~ z33#7~9Bj>_8yg$L3XLD{jyAu!{^;dKg;vtq#F53rhyLKDhTmUaaXC5q!kh#k=H$fZ zwLeWIQ|{(icn#boRW=;i1;EGg<>l~%goM6x?F}Jhh6V;qaqac>=tY)&8Vw&rmi3in zs`7j`-Y(+e;$HJU@!)+tL@gvFl%bwYDdf1|Z`>SFS-TeLi z$D;3u)xNxP@A;cIA#n2Xrf|Cal9D{zVSt0qa%UTdh3>PX-lw8lTU#hpxzn=b?c0P+ zk&Kb>yyIXV$WERU^9a@}ce+ws?X*lQ%p~7ImXO}MzEdb!4j&R!Liz>hDJtb7#SH|TwLDiS9@K%b`6D+mX%GhpZ#%- zho=sZAvrBA0AS)QT&NM;K)v^c$99iqetv$<&=-4s;fd$*@z2hQx-p4~or}JFConvm zpxEk{Uq?qrUsGpiCy7q6m2YGu(L!&|v%KmPTGZIYM2gnpS}iuC!PM8NQ0pg8o~)f5 zu1K~teN#3cnV4)37-NSD`@VVe2Dvgs&wPh@Rs3@z)CC0v9bH{)_U@?XEz{K33{WTg zvy8~XMnpuEdL0XS?Tur@!^?383G?ufGJ5Tu*Df^k#l)io$2>12q`h9>0#A-dc@S=)}~EYdXu82Sx~$N=4re!^^Kb6VemxrG&q6n z$&sszo7*e5Avm{IwU;PZ_BGR1>W8MLM)iRNbHnBQoVum&czUu$lD74|j{_pbPpEI- zzKw&A-vBoOn5Jj?q4NFQoEe;DqJ^uv;Zc%j;A-{hxs{a_t#T(0)3&&Pys86S6fre* zFkr#>&hp@Mg=cx+7yv6_$=7yvWC0sUV0!^z&%??B20aCo2XH|=+F_}m1TNI{$)p8^ zB4bgy36ITZGlEY*5dNg6h

~mS$^tkSaGf7Y7H&M~$s9T{*s^(%m^h%##+f1@-UZ zR{hud2L_n0T_c85*KbU>M8(C0!n07I@=aPO!_J8!$2ImB7^B^sE;oRE$^ZOW3V;IA zu6(a!H!W>#qi-)RrJeh^HeO#~(ZfbBYLb4pvB@2IYWy~jY+6&N=|nuzg5m$N%ZM>Cek zBviEupcohBU+KP^_454d7EB3Z|8P2f_ynLlCT@0beew)y9KI{8j+Q&$K`~hk6yA!O znV!CcA~yYzkg59M_U#A-Z3BaM5Q6;=cURfF${gmIscC81(qcYFGU50oB_%&@-fI2?#^|kJ!7{1nXY^W zm3;5RZAnAJam(FHIDW+B z<$sopg*A;sxAZOq7^;<_FR3rZ>}QlDq@<*RBO^6KeWRkHp1*wg{$+_=UWwe9V&yoFZ3R9RVB@4k0;alsiF7*OD*I&|L$$iRd!n&xqQ zxT|S?-EZyFu=Q}6dep0=B(6f6(FXvf#5_DaFBjN)DX|FYS$QpcKX%8yOwZ51`?aOz zo`RyXGR4P_AN||KPj#a-qT0*Uvo-vRii%W4P7fBj(0u0BtFvGQVW*dVeGV;5m5anh zVd&}UrERv|5kG#vQF3L+^=N0%1`YtIP?!hA^iyM_093pL{;r5(!ob9gx!?TayZZ>B znB-(rc)&=dJNq%i%+wT)lao^&HlxQoc|05(ViXQK7XICVK23d3u%O%rm09vXVS_3v zD%2LXQ^H;(r842v$uW9f?9NhOENZ^^x+MT2A`YYXQGx2gkGI0=6IvrXrwgMGAb@^% z&$ayZDQ!+LcFr3Km5N9TtD&JW*PBDcEnb^h%}-5(^Pg(REmErVAIO%;UL@n_ez1 zjKd8XT3d&omkMO2AYxslbCt5@CuQ5-TPW~h7C7k+)d92y#GyU=|l?FgQl`|8!J z(>OY8 z%;!~4ejkY|f`Wpjj*A*^4#hn7t|7%85fPD0+^biVEO!#a zK7PEKAmXZel5)%>IUp3M_T<&Z)^_2v{no75wrL*r`ez@PtJ0}I9 z8$-gU8c>slYh_`}f+o*t?ZFXBNmLPVE5)yBMq#q@Go4rfLvCnk?Z8agITC8 z%!Wz}jI!GBAjb*aRV1}+zi!&<19`_lvGp^^O^xgP&$4aKC~iVze<$;dGE{J!l9E!u zVeYxvaLd6*{q7$b@6Yn%RGO6#?N6Ibrvi7d3H3gmbEYaW8ygrfxXn@JzR8YV*ZH@JX z{6P|G!N_x>br~wDY}@G805=e!agl5bYCfoB3E4GsKiUe$sBeU7DMPGYM-p2oSW;H2 z_iB&ovYXc?>|=!-+1z$lIJBFx89sN(>S0K*YQ9yxM=||<`U$Vih%R^Ekvf;xwS|R+ z2|#iIuOk7das4mIMKB2nP=kpyLx!Th;yRzlW?lX%0&;u;#1O;6!txDj&-4!tO3BG# zLv9fZh^F&pJ6p@$$-$uk68!aMM(?q&Q5X6@KO)k|dk_v;h0)2;e%h-dz>6^28@Nxg z2{#6BZ#e@r#Y6UK*`t^giCE>dn)SMDkb&(v83p>AP1*-=GmDJUs(x z^HbmhG;*}lHbx+j71)f5!38MG%F3W@YKHvifleaW%#S4TNIyS6RjP!l(ibmZy-I)i zAS#o!FHgT2ka!J@mz872b32!uEB$PYx(#Y?D*DdY;^MPWuR{VbFG%}U4>mG^%)mp+ zO~_E$R)J-~Q_WPH&U)y2!>j|v|9A+3k%GR3(V^SDot+&7j>4{~bwAs)G&ff-!{@f) zSzcC#ZJAu?$%aRed*k?AAq{@OcH5fsg$&MceWEc|)SWMaQ9L41)Lmnd8>ylJ66@iy zI@1)XWDX$nQ`>l@k%vVRfKY(cE5N!z zO2-K0xpc{|N_T!*KC56j1zXQ*&!ec9eb355l_^~5yyfx~l$B-V<#A@(e^>i#U5fE# zPnHL6T-C})jf{+xKAFaqjXW0)UdXQenN88PosNr=gN}wK=Fn!RCqfBO339P6hA$(g z?u>j^)LuvHat|LqM647l&QNpxn~ejf+20R6)jRFqzIj7aQCW$U+z^8t=DRQ0|e%3pS2`L3q z59pLUZUlTrm`33FUYFm_>&*k#@2~c*?y~hXGGa#9J%}Z>U%zIkn(Qw25k)eJYiLJC zMMpn{LPR~QqK^iiwyv&@TvJ$4K~Yf($$U#n3Jawne6Rn!BR&pwG280viZ%5dP!r6eW&CRQ|Vt~0c2eAGfiM@Mhut?j$wnyvEA1ver(nhZnYri6qz-k}f%1j=$`yR1ekXhK3l*4EcE zJH%StM{FG(1HfsjPEXv^9MQRgkK3x;#?2c;DNsJZ3$b;L%#1EU$c=jaI!NDZA5$)Z zzBb>m{^dxX{GqqHYjqw(UH9$PnwlC^IPDF#?cP%9Q+9!gwFqI`F%-}B>)Zx4sLtKN zBFhgh)I)F{ZtDTwrIAWHsF@mPle`HvH8mk!2ZjqBDG;@btwN$M$W8R=dk5s@aY41| z1JH3nSeOnHeEzC~1$KOT0b<~%5V8_kn-J+U?(XhKfOBm2!}=f0f2Jc)02sPH*Li`O zhQ<(_DrM8~HJ3iJzsazf2#c_^v_wor6$JM%{ym0W!4)1VQ%j`OcD!x_`(6Y8s7Gq) z>r+TyFd^GI+WL71$uGOo6xsDw0Acf=Oe=)Z3zCkHkLMQ`Hvxl9UXq!k02o>Ci;lfE z9>iz_L^3R^4De97`qdGD-xoMJb6bD(AVgp0y~}|3^u|qL5>Qh|#l{Bb=U)@?*dqpm z%(1Nm%B%p$B#+HDezWcjlB*mX6nHO3(@8GK8bHBH&HtDl0S$!w$jHDcc|2SP>tnYy zrvf03h0qO<8+QOj$O|w9?6Ov++YR7dvbFNfZET3h$jA`93=9lJsMYxRL7g{#T~Jp+ zK3dn(f`@Q7(#*B+K++$4OUufb!Kv* z*>oV}q`ik;$w8HUu)7)w`}CVRQ&0$l{EQ!hMx^yqcmBd{62SFc_@Pe{0m2sL{rWQ42QK)WBy@UQ>$Db@wSbNQKExmP4-Yw2VqzkaU8fE5-UIW*OfUH4{db#YHXJ`-J+JKT@1F(OAT2B^La-Xrd%`*> z8MvlqXJ6Bx1L*;IfgxmElE4aKLfVrI8&?M*gB2j8yj380n2`JYc?pDE0PAB#xh&`0 z*Vp7nnT$N%Ro~y=uX}Mx(H}^svpjEj|oRoUOxDm?byxQrY6}A z=p$KKSz$os6f-ygrJBC&lP9FSH*UlXSeus^du~%dXfOq=SC}^{5V4;L>wt1c0ya0l zpnxR(PEu~Er`flDQxlW3uol2IhkVbu1>S~fV`Ec0G^C519U;dzN_NUzP61FPAxt5( zHF9GBSX7W^rU&boLu}1=SvNvx6F(&uGF@F=fAN#O)FC@kjP-UmfHJ?-)Ks8tFfL!d zYzP%ViuZLRwhiZt8hOw%Vf%3lHmMGXl7Qw&M)scTA|kpS-QDDn5WiP@U}%`U2JMQo ze0+S878Vw796ghPT!$5IdCi3fd6|ZX1_3QEG1Rgwz)Z7lRFuXnAm##&gad%#mzkM) z&2BgmNqz5vP-sZb* znmTF*W&MJ-1jU`(Ty3x`*DSg-7BY!d1poZS4MORyyyw6euC1;0&6xLor1_YWlbtCm zJzZa{xV8Ej2tkkCVP|=H`I|s&6c{z)7DAcPeFV{3>$54r#N?#mWVO$>uV4RnJ-_)23M#<7)$v7N#CVrzRSYC5dgh_niJ<$*n92$x^3-j_~UUd^V5JI7# zQ1I)J>yLgQy+a!{{t@*Mq+LD7@vWsrN>(PLaq8NRjrHjE?Tv4a?pd0L;&( zZFP;$sJLA>9-3KN*0;1|4>fPx{@c4}Q)JF8yCn#m+uHWFxmpxU=VmsCT?z( zE27-oBtXkk4mXXCGD7FP21*Dt6nLc^WEM>k49~z&rPyNXpw|m5yuzTMkdP681ceY~ z?jJP)o5UIOm`XND9UVFdVG4L}r=JK)N=kNAdAfHZZ5O5(wpBTxf>3J{=j4HdM@q(+ z4a9-~3o`B=3rzghBB)8K-&W6Jh1MugLdnpLF&ixAfQbM6?OOssI8+T(m?{vcpnN=o z8X6u(;$&%QDQi00{^4Q$@UUK|FQl6iL4*v*;^5Qq;X}*52AaM3V3oK%;r|%A(caoP z`1qBXA8()e`(q#(Eo5dYS7Rf98>Tgkz5a;sBI#KqyhHI>3v3M1Rwy)!Vs3X|tqg(| zGmy1JkOcX>eais1w>JMFNh9O&>Xbdbi{>TuitHC`zl~Jh(_%v}27kFC`{Tz}_xP-j zR~;vVe@iS>&XR^m536THl?ufD)n1VNkz8D=DCP|Od!MA;u9|6aVJhblEk+8DUBhpk zMg~TNKroay$lqo7hl;K5kNW+;4!NyP+Wbe&p>lQ!4p;kql?)~Nzx(BTfpFrl5(M@x zq%8aHg#uxj-&zloiGS`fA?sqqKey6vN8Ft8S3>g7Zk>^%Z}_VsdGF7F&AlX0(KPCQ zTANhOAm^sQvM@L}_W9JqKkznzLYue4>@E7! zDGZvk&;=Nu&;(!x*gjtLiK>z^url4#h%Blowifm$pxc?4|Eb1nZGr85%GH@7L)KYw zL3R&%lXPtJtJR}ei@lhjwfStnK6-lM2ZTjXVWCoYj%5JJg`x5BPR%HBE-uDVuX3~? zq9j=_FEk;?ClWVnT%bg&di(U_JKt?f<5)e0*l&d-(Qm>j_>Jv^MYFq)o?7Q{ze~Jv z)v+ilQ9tHSmVPbac67^^| z;qb?{ul-6phJSEHqx(W3?xT)F`(?VwS z3ydhC!Km4|7%8qHDJ2yu<|)Ls;c>W(l_198yIOTf8$^^B___~uRkxJ#{P|f5S4yr2 zk(13_Osr;D#a3sfRaJ3WZsU6l2I+9>S;iYDq%wGgd->Qs%41@=K&LojiA843(RnnS z)5e`1!r>Jj5wttsvUeiOTc#av>=6C>Z8N25lK^p&Pl%x=_p#AM-ixGHJ=@O;(Q=*Y zRzE3}5>~w4TJ1q6Hk((kn;!0(6JG@nMD%;T!q)FL#%35Psd2OP$T3H0{94r8c+8+o zAw=szx>{Z$HG5*M(wxgzkxuAa96@=Tp^Pa`{6LnTR(LS^7&|vVpYN%?4tD9bgM^iu z$CsAYZ{Hg;rDn&u?U)jD>FRrv&sD7*Vs!FP5HrwdG6WrK$MYRW7}mQ@PDZ+?sH7gm zil2hO;cNb*cJ9t27M4ILrPM2aBz!r;z(4~O-21Qg`%lQR2o?zWOJ*{3`f%%mb|rqM zJC!;u6QY=|U#D~5p|5X!liFG3sVE@K54xUvw(ti~QmAt@9}7t>S=sJMFh__f)E$4+ z#gJ)Y%FDpH zi|S#wwhfylhRPjz)!*m8BerusSNCmunw&mUE!5OHjw$^m<63xvHHq^qnvu;2HtM3N zSD@u=N=M3D<1Z~?<;TP_0W!80n>>-q=~(+o+Ktc4&FAyfZv9)Ywq{^4 zWqRovZ&CO0oF!#DYwJ~33=}UPkIyT$&^6LS&*yKSH4M$#@^HI-e(EL_76ML4GnpKU ztOpoX2Fn;NHp!d$U(cz&srOP)zoDJ@c6_nZdcb=u^y8M*)wq08VhnPMZ=Kc#*rkz6 z_g8p+-s5?fnTF;mr8g~NiY0&NTSiuW_RH>Wd^k!a`_)F7pLUTFG2LN)E22qxD(t*s z+?n!CVgBSqzi!m~Qkeq{)cgeU7fGQ2zgV%GcpU}0Hwta-xNAJBRatO`vx#EL?#R71 z4QO{fS5TXANuQZbP4q38<4eBt!ti5G0OR0|APk>$wNUi+JNcC_sTEL4wuSZEFYy~p zrctQYhuU9Xw?ye_y{{OpI1~G=At*Z=4}l$(CYL{MltmrAaA~~AQRPP2Ie% z%RuEJ7q7Wd_NV7=Ew7#exyRT0aXlzJ9FtQowBcyq($L%-ICSmI51(vQ6t7=!8R%== z_^KtHW>P1sk4;8TH*x*Y!zx@wH0sXdUgBabx7a5qWwaJLqKJ)#@H9#N#!J{LwUKhZ z#*D1)xeSEMd9Cl|YMoe9bCa5mj=j=LuWB=V$I|R0QDz|d{FU!`$=6k{8|o^02-uDu zh<7HxW*>3333A)vvt8~wBh|E1pPX|Z*v@ITpZ%>k0hlshf3&Lqh<<@-e0`e`J1&kE zdc~oS+Fu6oCy6SuZ?4D+3bupt$sC_%!&miSbJlflJcwg$^YF}Yd5H|T`rguKqRu@1 z%U1pQL@0yDk3+$RA3kIq<(~NUnO93IwqoD6(s%3V4EZ zkF-&&Vj)OTq4Oq-gIAs|AKfwy|KbA2)%Vza>Z|zIb}pbc^kTa3@ScIh6DLGk@G&i| zDvlpLYHVo;2kaXT&vFsx+c|$u+$&Tgr`ugFNK&HaZP?Y)ZZ|>ct7v0JkHg~4C!9xL zn48`7dG}J|B2K8ae(Y2?@!OBB*S6~jE>5vUW(>D|mGsq(=q*wrH+S52G)&8W8gIVv zwyO#8=9k>(exn;W`Fpop7hkZsS1NW3sROAi0qQ|wjO1<+6HHx}XbG0+D{1E9-katM zl|j{!NmQp;<>}iU9R*@11CFGwU-svQ@;Fci!~BDW7LWatC&e&Og$r~3skN6?s_pdp zg?r>CQXekqonF>vG$B`a zA}GSdYkqwp0TGX%zSpnFp`lr7ky00i=B@b_0~2*TeedP8!r_(S=8n&ggk$5_BIBs3 z=aQ{;9znIo0s+Xt*x2_OmCe}hXr%E>D;EkC7-Xwsz)O zI}zxprK(-(>)O0cu)ISGEp^Ssd>x$~HJw3?iyEedW?@sa`~9{bTE2>W4K8vz4=Kr+ z%kzn&6KI)vZlJ4}r;WChm;Gm=lPLz71?8|8)_!qm%sq)>TQfBn=n&MICc0KT3#LdW!|fnb8`cF=IYqwb;)@&+s~%qfog2E zQ{Q|~Pf?}4I5^a&JA{R2ZeP4uucbqlO4}EdsYJ(3^DEYsTeZNYO;s+vn|p+I6Llsu zD6-A5FzS_lu>Gwoq0u5Jd@BP2)Lw1Qm#(T;56YjVMut|?Ysd{hWkR8G5_Y^$u)88i zATHZfF`df6_@C*{`^Ti?j;{|#KcS&xy#wWjR{qT+x#^y4O(?g|fR^XL%e?Ldp}NfW z$dzRdy6ke?8@D6Hld{TjA)Pg_FM+Cp7j6O-X;p={_O@fSr1D8=&;{QC7P zt!fndjZbpyf2+c?*#7KP5RkpqJJ2WatT;V6>`|jbDiCHi<#4aRMFkWxPX+!Ks0w4z zsg2xhe}&=^e}v{S4Vell|5O;hmh=sO54iCaxM>4ROFRY!280U$_9U;3k(?X@`r#l! zO#wy#O1N5(MN_P{gEAZHr1>7;oN@b}UHGF#zXUH)o8m)52@QpG27xL>`aE#9dzVh34(=>4mIJ=_49d#d8khxNxKsA&pWWTk zP+^Z|JWj~^y$)NirlzOQgZN`U26)XlesOU|I2chBF)Ophq&#X*L`2NP>A*wc5D{rA zJqisEZv;64L=f>b59ig90O+D1y*1F^kgu<=Q;1Riv)a$)->dK7;^X^+tfPw^=pBb@ zXj_5!z%M2yMzsuj@}#7s(k1I#TMf{uM%n;o=H`fo7g1FL3q|e<3x-foz>s3VO4LI8 z4w0aM_)deB^Y8tusZ!+Hfo}e3US6JRoDxg+r;R(H83dBT7#jSx_V$Qw0BBaf06eNX zAPrC*B{uppCzKr8HEnGKP}J9e1+6zy>A!T>|I0g6UixpmLqYfU*^`qKYHlM8=m!#@ z%tk5%LCTIO8Cw%Yfl*(;xBvtvuXz^+2r7VaxUK%j7H??>~LO@BRv zfExrjBAy52AS{uQlsp3@Yyg~=l~Sp>xtTruTI-wZ*kF(LGp)5Cr7$owM1#J^RqaCg zs9CTBp#5rq?uULq?S`Yr7iTJsDOVdKGWcbg?_74lWXMmcl z){q~KfR8fc9JF-6-vxzp5r6-eQ>xdbP*eU{K(c=pg1Ea>pp4}oM&aTPowQvRDe#=g zAjm&HcS~@J=^t9+MQM`+`3JV&N2t8{hYTRark5_5T;odC5x)t{hMgprXZi|Tx4`hA zl{(OA^zo0McI#mtFd7`*(sR^IZVDM(zdNk{E-p8(jD3w(cakaeUd(@x6d})2W&ZLD zYNUq*DFT0(zu@l;f5?)Q7o`H)BYcp{b83#`vig~)GqzU<4^cJ zW&OvuCTOu${(6A)zj%;ay7U~Oe|eA>{WipnnF{}jb&Z|>!aA6p`7fuaDCGRtDFoDS zkssds&r_gbtNeA87^byvo&Vd1&0F6c@m`y?X^u*K5puA@x3?tDn4Em?sp=-KJ@|eVokklg;_fzAI*b!2;?>kglwu#QB6lAxP$lspDy?dW<>p zxa7Q0NnFE*CWc{)D(h=+%V}QcHoc7Vo}lvNp81@Zq1jB|uF6xey5_pa^~<-S;*88W zI`(@Wld~ZYhP5T{Xa>fXVt5E{UzXN=rara4%W%e~edQW=mt23^V62Gc1)~Ylk%fX+ zRD&UG#boM9+h+dUp7C{cTG%Q?UDv!VF>)Kz;bLleEPI9JqE;63=WkqR^nT#xv+ATL z<>jk;Y4!DSywO4atA2+q!m3|h_oH%iE;W9K%&W1WsLDh zoF=KBnu8+l)?C8YhXcXiTAM=S3rgQ6s#~1Y7WY!$ZKr)zHXz^5)sX4`NXz>&AtscZ zW1abgLic+lJ<&y{K$c^w&C)wu6&dvFODIp_d(to)i=fB7Gf0%?7NlsoU>p^ve|O+< zHU&IT)BCvm-*%^9CpN|7^l>OsBGt|K#7)23^5N6f>IXq#-AbKDhRt;aiyx$@=Z5i~ zmHcR!y&gCzIY+T{-?>!M6C;F*M{))# z9p?&H#qs)5RwiqD-{fbQT#WPHt0B}9m?XPOIPg?sxVov-T--3&-Ti8;m~K>agBD}5 z`)umFeB!6FoW6>YnXzAN*;N%i?t6)jFzCDP);_EznB%Eo{3YlrQ0mC?@RFBVHr}7j zIUek-zZ$8bRV7Y}e&(bu2iv?~WZScw=Vi!@vyCR>&!FO(jnNC8Evt80hg{I$=;rS8 z9BLbUCD)(I@w-bme#orgZ~loXs%v%4eEPl%*14dxOwL}V6}6rqO~bIDtlXkD?jN0m z)w1F>rJps4qocwvt=@PVQtWcL{Mb5zTiI&e(m|x+j(*cFe@bW10DWqFMMX_VT`M*A z1lcw2CAM_^F#kYlzqD0B3AxE>%~Qka$z!SGGE_vWA3DXONX_1Nhn0enbGjY zDAv@>OueOxX6MneZamY~BSOF3B$=c7hyDpw5pNIMQ29)#i91^GIt;1Z-j<+e8^2RJ26d{Escuv?YR6+zO_xta&CMG5}c0Ke_APz$aK{{f{RLjLnmqKQs7cY$Tk6=UtCS^b>Lx4j_ z*aT^i+6J_bNf42NcH!M+kyqHlgv_{jxIlKDPtc8L?E*nyT#>n7tg2V+jVHx2LvOKz zD_t2;&$sqya^F6aeC8A}&3S!gM~a++vNp4=MTC#wBbG7 z-%6qj<&_{NK4>Q>v>w)Sh_@ei9-FWV;^TPcjT-1JkzReAV|#Hcl=;pnkuHfH2jyU| zQtfeY5solDj!ooB=&tpmPTfG4nt3(Nn=hpL;W{tj|0Pp7FcoAbTzf5 zd)QS)x%k!`N_OMs7MX{geOD9TCfvV^gF*;Mj!g3LOFM^5!c-w&+Q%O%h~?vSqj!Rs=SQW zEvv83rr0(c!<7iur>b0R@_-8ds?gq)a+V!U;-*Rz{Vmmi4)1r+?CJEuMk+(%eZ(Yy0886Vl@+uG$s z(TzK;C6kbf6;Hg_lJG1_Ig=cFBFVsgNviXR6h%hAYzxnBcV7^Ny8ec8WBSQMD#|OX z{COx-i^PfM-#9vYX-7vL;Y;qlHG-LgNRZ?Jt8@kN5s(sx02$u7A?z^c10DMbDCm%` zosqGz-QJpE7&W)#l~I_+K(sbD@zVP8TAVfHwqvCABARMB&Qs4Ha?e<=HNKZgwY{;#vSV|S zJ+P>H&*AZGusIo);rE1avr!w$z{q{B11IO&)^ChgHeez{_X|moPg-p$Elp7Ppj5$p z$=$I1!XQ}Ko&2{MM#3u7z1?Rf#T}$;@<^zO*QlDfPO*ozwT&lGmr*`NZ#a*{tqGEn zeuQw^dh}g8m!%y?Q~R@u6WTjQLvONU=}0j7@veKA>TB|zPMH!ITD}Xi$sNg^iPK<& zoG0uX-E*~J#ibGp7?hcN{2zVdix-1Om+Happ`&;c6zcEN(l9}52D5bP=2>0f6VP^3 zS@3F6ghc}(77W9zKhFdWCdfz-^*oTD7uebHV2YFk8AXQ9>TB&l_%#f1#dL9g2&z)4 z#1G#--}9VVRL0fUQr3bc%rb>ve4F(#>16m6l#0P`uXel$hOgCKg1jUCnZ`I zmk{-b6s5cT;o-ade4JM^-!-eRwuMKn@hUsS`()Oy4UYWmub31-F>UOigF_qil%zsL zT7`!9*;|>xW!WA9OTEK#)ZHZ zs#d9)=Vf%T@xtbQ;Y8>!$v!!-|60gvknthSA+2L5W9wK0yGcsj%?mAb>Wq^9eH`no zobZe*uL3=;H z&GPdl>gGK~vSQ_h3DZ42nK)4T1B07yW6EBpJhFL4Uf=v-7nO4^@psMi94S3BGmA0P zJqDS?%j>sXUd7_N&vx0Y-egA?9CdSy>p@{|nChdOB2iK5X^c5s>(FS82urO@>%`o5o=t#91bL4dvBZ3Y|b zi%D5sHX(t^3b%_XA*Fk(g>t_= z@RSqwC(V(*wXH2VIoY>CdU~4$^ivsn<;8P+|7IY<;mrV(sgYvH=sf~IK#>F5K`Mbr zIzi>+pPtTgJ5eNLy5+Uhy?bObGBPRCp(=;8*xyc1d5{qm(CNgCWP@}tQOq+d!XkNh zZFhZhV$`6o@EomBZ?k^+ZDuZh#P&2 zx1;u0Y25oxLo^uTuXs_v`u}2bHwkjT(3^GkBVzubdKmr;^XvcAymAUlsy52g5P z#O@~oLA%<&Chgl-Vg>9gjjFTxjzVanvCj)}qJc5s#0rt$d7)}ImZ#Xm=&$()Ka1AC zT6^#}5%jI5jae*RciDCFf&8)j4%MB;Bd?Eiq^kC7$GM9rpXV)+>#mI0LlsG(?A%w( z3`|f-wLfqwH>jZ}zq2Vh4E46xuj}WsoJQTlXgFvmZ_83XPBR%d)}fm-GaH+$pD0oW;#+oO)5EIto(H;r z{(Ex#g3l5TvV19BJSuW`ut&ldFI>Gs!NroGlAzFkQ&88;I+#$6RK%dFMigxS z2wx&GL1u$ut&+F}A}rhE1IM)8%F4=480cw@<(7&n5$PVWLnQm40fdL>;@-z7yYSP2I*$6Cdb8=Ci&FKI*Jn}Z zqOl~IV+^Jf+F+_saCCn_WD-wv1#v|6Xf&`Q0z;zC{diCoj&`9+-Ay32?2nB&&efsE(tKNk9Y@j^H4oZ~ zYVk}Lmls8E5>=Hn7)sBg`K&g#8Jc80d)X@Duj>_dy7J}0_j3)NpO1N_o}gv3IQkU7 z3YaT}W=7LqJfI9= zs^AG!4~Nl+yscFjON4*P{=+Nw z=>DTax~1%_o;CkZpCH8ki8S}s|76DgC%I-x|6j;S9B5knn_assM_w=a`yBtB!Tay* zbJUuf7!*7Jx)Pr zQodm0umV<$W5D*yie|ryZv+f zFQio+^Kfwq2?JpY?1dCZ?wkL*8$)0VC{G zFiOQyS6^>8-*w4hb%X&Li_$P9^luXWmg=pZN;b29_jJamru;$aD0$}&5%h-0+q`#{ z?jzHTpr(fLF&UWl855YHHT9!KtZ- zFf3U6{ky`I;qTvZ&z?OCssT4Qqgp>qm`NooEG#szv5ABkL^fshGd?hYP!BUQJa6!! ztgeU2nz5-VwdDMN1h{@`+Kyb};^OZ=d|znw_bgH$n*8#rzg`l`1ujAgHhL* zF6h^&lsj2>S|1%Ba~n0_ATK*WbyT?8BV{|xL?RPu@4F`8buQM{$Xo+zY+)f3-nldZ z16d8w@KReb9{)#!xKNh)0%kcuP>+nz{?;3uJ$uDb6kbshkz&8*2iHX1B=%R`z4W?8 zQO{C^_McYA-H`GO4VwQmZVR3LH*Wv!Yr$>9{^!o!gd#T?HYY>BS_~$P3ZSWojL(54 zH0SQ{U(Cunj||6sxRYcAFBw4O*r4yWg*n?szxlmAmo$<(eKrCg;pgpSr{U>ELA8XQ?VT zHFo|7y4H|j+x@HWFrGjUs8P}Mf5o3~Ol;4dBUpSFt=AIVyBGZBd?Tk%$O;P_# z)y>F-9*iWXk|1Rc(f6h^lkJK`Ys0ygU%8%VPaS{qzNf_4OBx?BQp-Qc#okp^^ged` z7Q07(u2|uXGyzXhG<$D?=FefF!|r?5hDvIlf*a_29`l6kc*eSsp+T!dZNQ(VcOQ{e z&pqQ#+Lo>qnsIscBE&POz25s9;nZ}c)h?e#`d(8zS!G#~e_}2^x7}HUbqy}1%>FvL zDvU9bIBaP2J~Cgigxj@OwxQut1+-AOipfkwsaJX-*%5AeTO%%KofL)auOYe zJ>aD`HNbEnFW2$%sv216DJm9h5*!%so5QAd-oZ8E`BX4fX?m@*m$Yqkc!1tGu79F$ z&c!9EDs0t8IyJjUP?q2P-PfQ0J1V?+Ehd#=;C`Ip$@Jiwpf|$|k9Di%@D?IF-Llak z`YfVtxPKy#kF$qYa_+t1X7{d2%iSaM;FaYCAVBanVHJp%*M&4ob|DbCmM-z2KH@UEDmZtLK; z1cc)94V`kgN|R!qz57ZH?VjX2dWxM#ZA#&`7jB?~v@R+(K4@)_&r0qF+mQb`GE5Tp@75D;mQP`W`S6%>$K zw2DY0Eh30g(xFl!-F4=T+x_gP-uS-rj_;f^&K?Z6+r3=tUU&TCn%DeYbQ$#4W}V+v z+CK0$#qzjiY+n-*R@@r7P9sSkqxep2Yg&O3KP^J>eeezC?X~METjoX*9fKYxXTP+k z%KvA2djy<)PZz&iJKQAK+)|qgt77=xIbz;%UY!uC&bK*mD^epQ^TmF<+r@ZbE^z6J zX=~@cb$51r4P#gT)X4JEJ3*vsXH-cQuuG7}_;t;7xa#TiHo=LA+N&=t=nq86qN&R# z`3J3q3b@typXom?_i3{Np{!*!pW`(V81ta|wWGwWyXlpvgPzjR(E*>fa6RZ)(1jrf z?RxPh--KY&K$;L?qb=$*iFH39fC#29!X1c{Q|_^}oVd-$b8zfMUwnFD5Ic{g8n>&=PD-<2vjFZX3{+GU-ZSQS z#_A?t`s>q-{F`D=RGW(X^vJnSvp=y{a}pNNjAOy6|I#M+=DYy;2+O2{0Q_izloX0nB z-mK56puKchk*-9Hg^_+Zd|{|BO1@l-+!vdt)6M4di#M5O*T&A&RFyTvedG+6+?Tm6 z-&A(>)-}Q7n@oL-KW?9`mNH4RyY+80{dNyu-DY9LqS>6Jp{9{1gs+{g`W7Z!gvACD zsjSvJC+JP+90!dRY@$*(p|CpbHppJ>T!F6MZtBImfIUIRKv>g2k2t|q0|N{cEYe^x zb>Fde`vfq`yzD7|_ZCrmFz!Xo#iyD2GghEJ>yynT+uAWPtKWV5+I?zAbYq4cUxtgW zy(%#t)A;o1Ezu#%YaOyU%qv&!*oL~1-9YA@cU`6li4XKq_IV^bDOAe(&8okAs>U*Z zQ+LS`b$2a3pPqLM&mnrOYqYiVVY7Qp#VQ|drGOe2Rqu&>{L#Rdg_Q8R+h)GJ&B7^E zTCZG7>O<3_#sPp|HQ!^GZ2`LZ}A7NTXTjBF{VRJE45JI|qvI--_$_gOQB+RmRp%jV;QA%Fkbz(%tK z_$o6V##7$y8oO|*XoV!diqe2B_I-C{!pSSF(wL~8-u|HYB79hHRd@5(uEiZXYW0=};@p=%q-x#9sW@A)5qam)?lUF?_>Mcm*V@<2+<@avpb*Sfqd#)i4 zf74=JZog>gR%w=@S+J$fh^~<4QIyG_Yb+pak<-0+k%-5%F2sR0)oH0%1%(1mjsxvu z^95eNFo(?i{6eaSjN6Bf*Cazkete=m?`ehBo(k>@^-ID-g+{11JbbPL%5$Wh2;9?n zr(Kp!IKB6(-D#*DnasE7s-@!I3!jk0X z{>G^Y?VsH4#}Q}>AneA$_NS!8Ry*be{yTGPR^Jf+xfi>mmK`?T6z&2qZgX%I|JJe%QPL1o{>~E-c@kVQCpRs;!`uTYig&K=-mAzz(UpuBN zDRuViisjwWRt%BFoJnQXQ&d+e>#a)!FBMA$8xh9tR};F^v3FhWddDees8`D<#aWK3 zx-!yuD@ISLt6i~g^%&OOJ}M~iIx#EkvvRe_^{%XkEUo&rGVOVB@fe4-H1Y1h-Zt3O zJq-(0aA+<`$NJpj=L1@lf1{tG*~*OX8!sk&@*=s$(bvM?uh53WpR(1C>lMgEPVIiT z91OfSu-YnyDEv>o-CCQH=Sg>s%O=!2k|c4uole3+}Piozv@{Q!$ ze{0Y?`!NWcPw>HnOhBr+LqPy6UOoK$w3bm6c7jsP1X8H0uH!6Ns9JiFkoY_vErC_S zJKOvRRXG-`(RE*ZDeqMH>pm2}a7{&ac|1AApI@_VcU&y#F{OFYBH>kor18NIyA-06 z*P0u?c?o}4=HGVPuALN?v8T9Y`l}AKjk> zB|y}ta!=|Nw2lMmcic6A&gjXJ+}0Z=Bh###J9QfIdB#sYSBjBO$0bCVUkh-J&y}dvP z;cPcf1Dhu(Jt_;LkA$c$9&KWKGcVDGz+eDG!}GTW2%*)}ANp%2r9f2xdLneUWe$IX z9@0Nu&P;$3u4dFdhbUoQOj^)IiPmUETHsNrifUUrmC=gTdHv-1`S~e8zZO66IWjoL zV}ody-!o~0dgHSz3?z_yxw&j8f1oKK92w}J)-(9_>pb1a?U~}<`0)i0U)F&kA(_w< z4Z;&5%puYTfc0|F^Ge8p>)4+Iji*M1Lue8v2Nw_-%t6Xgo&}973HtE>tT4rqM}vI2 zrt8DoaRIr?QKFKbD_Gzj)wz85<7L+pkc>r&NRE!LmkSm(NU3=3qT}J-s(LbR+EIJ7 ztpK!u>gVMt18=V$rXfN)x@eG^F;K824FM-G(&mo9h_y_R(~)sVx;RL1fY!>3ZbWb- zD1_$$94GD_I*mP4c}7NtNG{#4&%=Vx)9H2oWumnOxg|7z&6&moDSZJH2%W)mbZu-~ zA0M5znT!lZr1a@J*8|Hc3{b!@P#}#1?ou{hFZSrf^%QH-hJYYq4r=t(N*8uOG?31A zc6I_6)F)my8hK4_<#LhoBuB5)7EG?C4kO}scV=_IajWsX{MMH$m5W^3mVT!#%pv#_`Y^0`do@HEh60quVQg9leCBx-R&H|7(`D z$$jX2LYQ!T=g$WMt_lE7flxfse`B&ZVCZ;sRYfv8qh$d{3swLkLPB7|;{ads3_SG; zK;pDP8v3D$BpC>%7XY6kd~3jeeB7)fMMx!X8t$+pKJ#P9%>t$BbRhe{ae_J8Eoe^f zrw~4X!oQ_0#y@zVm9BiGg%XuOD>mF_CxGn)b_u)wNx(x4ym4YWYVALSyMJb&lnJ1S z7zpMXaW}(2Lh2b!BbM>%1MG01K`adFtN?Gy8g}J$Zv~dF(()mAf*Jvm69993CUjk+ z{Gn2gXk>5)eH#@+&Y7l~cD!BY>dFd2?tTPhHGo#=tbG4P1At|1_<87M1QH1&7nka* zJz$-g0Vf%u0U)S3kXUJ??@~a+J6qWmKy`otM)2h+T9pb3d=nFs@WaEcshCpWo~b?& z)r=E{=KKPqiZciw2uR@^Iwy}#amppbAleYP5*<%vOxd~5o<+fJto`mWpqSy-hvhbV z)-?lz_?=j*e*pq`@<}J_!Ph%t2dhsHpTT*)?dDeWu~f%4su9-e-2jn_Ujqi(I3U=H zRO61Gt3{gM+O2XlTXi1nq|E^Fg*>frG$rnfCI}`LVBI7iWXv0|hTk}0O1S;VU8?0+ zrwM^O%N$^jTRZc`@d&jP!8_|_D;<3es&o!T8s*0c=URq`X{e~ElvGu9l+{&Lk*)^$ z^5xCV)=(lQKCd+!)CKr{ajB_MfSj~|(JofmG@2Mr5Ru>BGB#M%gP_}9Z|f>NtFVWX zMi5_cj7U!a3W5G2EeA4(d(KwjN24&B==qt8+`GMhy7+&UP_-k#(Elg_=h35w4>Nnf zm-L5`Km71Y%K4MPfNuo+ftj_ne%=nuO+e0I69pi__R6<`DtBH~J@AlWB#g;m`ZZ0E zPR-9F&ocrp0+YWy@Y$ikfYjZ93bsXaJ$V6e@lgI%RT5BlI6+QM4qYh#R;Kz@z|(g* z%c7d(k31=G>flL}gHjr*eqewCz#`v@uEACdH4dx{c;g!3uJSS82&fpmZEAY{qUxw? zAFZb=rkj`XzpN31QSro4xh~5G*yksKx542)a;_nQKeD_Y3M!z@Uj$3zSRaqv`qrvy z+0RA4i^I_&&?&P$$ zi}&Pf$H!+mIIh3zb}Uu@RXpp>{q%<+e^h?XkjD7)?~=`Z@qW>s>yEB}^a#{Y|Ly=d zR$LI_ollGO4(ZQ~mK@!$b1iwuz@0u=?fKHi%iJ7X3VS4n2tE{i5}dmH$j!%y7DH|q zNlyXj5e@I@(UBj7^NkQlpuAJq&Y_6Blg`MwGwJQf(C$jZV_F*tAdd{7wIG8jaQcG! z3a@1Xlj{xCFm(Ilj^>QPKcp$!r~ri3_e3lJ$)P}~OF(u*=zR5!jhX2Aqj#4Rx{yU4 zMGwyoJT4dD4g*yAeNeN;m#12F4MdI}5nI;6hW@JOTCJ-Q}TzM)T1zkcw zPND`}2BP=oS4JOw^IioGBJ_`Sp1dBNEJU-}+g?SM1E^;(3nNTP0c585|e?TGk`4v9iNua<&KDj`H7GpPz!B7L@QtipM8omGpdje>!MNbm`Wy}( z9EbK+Xnm^_eZ^7cZmwo5u(h}$tT!Clys%cFwMy{1ti|7}ucW6}!ONH73bSP6j)W6i zEV+BOBvs!<)_lWU$7dnc8H~fK@0%)zHkbJ%^fiMMbnY*!EqweiNMoqQ&cl*p;dz}) zYZZ5NXE~wOT8heCbu7DtukT_{!1<0bs(WB-%KA>XLp%@{-NGhiLsB3owC!8*Rk&hRMFOyo{rxr zI6(qj|JFt@zM3Ubz!m8v#X(o=EHd?}H%V(%eJ_I-F`2H@8u!LYs(+ zDjXqc!ek)}w%oW!k93kbYD@o}+dskP;Ah`=iqB1CbqcMGyK7c={g|kXff-SG8B;#( z-w`5Yf{SSuK6ZY>Tjd=K?%JN`OT1}mGM|kUk}~~d6R0g^cYGf*<}tg3@m% zq5RRiZx{J^gE;t2dF%bzMpDoJJ4zf3uK7Bx7olgcqy*XG)B_Y619}$_FD=q$2b-&Q z<4%Nt49g90xHItZ-~-CM6_!^-(3K6F6$qqJP2x)z(7kK<-{wpR>wI0Va?#c_xpf0S z!K4nc)B#fgg_^OmedcJ)Sy1Cjps)4GNd(v*#fptzdT^pyPW0XxE?xzL7uM6r=Cse7 zg!`hH&cddb9DEsqT}p{Rj8&G3H7v4BjaPU`DtEq>5jo?uWF%=Qd|taf2lNtxsX_C; z78Ru~z1p(kdqrfyZl#SG3;Kj)@qyG%c}b-Q$Bd{SXU6*!mb(>v19n4-WTlMoK3O<- z)s;z*@shrlV^maZFHw!^p7)dJXTia(3mD(GCOYJ!WXLJDoIZGI^SRw5ZhC(Cr^nV; z%GxJ8#5~4PZ}+j)iSF!({~Yo2G&ldx`Y9r(^>uGC{lU+en6z<%kquecKx3pV)b|h& z9TM0xt7`(4;$~=fm7}MchEx_9ef4vhv~Y1kR5X3*k$v^XMF!Nf(m0G)&$R**2NnZ<7@hkrjbJc( z2j?=f7=m6FvV;Gh;}aH!D0MPUqQdu#A#lkB!yg;&9iBv|1xZ)Fe$^6|ul{J|1N|4O z)?(?FFOS1Gtj?DU1-;Hb(fP=OcjGb(9kX>~R-BjmRjBO%`uENGa@iRf5t5tt&z^-w z2AiQufKN;}EY>%F!M8Ugb0>j9MuvO2p6D4b`M8`z>>?PIqVG)xFYcCIcl6C zBM6|3T4P-u9d{SB(HLiWc?mo{+ns-WJ-!`ldsDyC{F~!!0Nq_#+uR3=7zbO_kiOOC#w0a7njyE~Mq|YV84ELeVfmf5PeI zv2Bw!Ubd#!BRLvF4OdH_>TlXvnQN6{8(h4_`i~VOq7X>g+S=Kv)y%;_!J-o%*1bQ5 z%GL8Q5o;j=u7c^Gj*hOFn+YNVfa0fI{AQfnQKz`w=H?A7_1(&=bd(WJ)fQ^t&U$P?$iPscvc1FIGu>EBF-Rshl7~1P4hR^Y-3-Ay|jx zbDRYb_B+<6U`!_*9Bj_S0vaRObekZQ=pO8w4$2Vz#oPXVeRlituq6?+{+}-JTvPUu+eLxYK3J>Su?^XAYY6 zzI}ZAwNL=O4!>hDYd}F;HvBa{8AbO?BAU8^sIP0&u~28!P*<6?4XMzag>E01fWAJ$ zBOxPu`^jj#y%db|XVS969EkZ`DSU^#sUEx2V58(leNjM*FW7NApHQ$x3r{QqJE^97 zd@;{hYdJGgckR`6D&(3+^N#cX<&g&24;lz9zcp`yX zX9n3MNaK1XZ9WKdk&*3b?i{f5&K9hBcb*x=MuIi`uI;`Gx8;+|9JS5KSpE?e{JwRE zaxT=#!6&fTc>URT4y_H9Q2+G`N4#`azBmcVJ0~U{Qrag4x49;XP!||61|8`KD17IL%3AtWkR$t1c_ z>D+@m?ldNR0s@yn)#A{OFTb%_)0)(s!TykJ-9^Op~U5FP*X3oGOCL{+vUKyX1>*_pRzj%BVuBDy|p5N5EEwn*d?JaRZ zJv(e9XAuLm^ZDSw9-6y#^Wv!g&(<=~T~%%(&yVC#kgoWlAp@aFXw5!8{T;eB8G$r; zfFmc%Ev_$&56%2hDI+?TBYPV2k zW|(%UdIE8%MlXr&EXdTcPJ4_Km)NMvlO9v?ZvNFbMqMpN>?~tEWBSA2b4~}S*$bYN zd0(Gi$Hcc-WhS4tWLHWd?M6w~v4!47lQlmn-&P`c5yT>$HW{K{l!Qdy}&vd z@!;@-M>I3~O_FJFA}~RQVvcl)PtgC5l;|NRAS5CJ7c~w%RprHaBR1m% zAo$wY))qhkfVu=WN2%N6Uk9@F)yBzoK@=v) z2>_;N)z*P}()R5xmN>E*kE^V)i>Nu0u17;F7tsL8WA?P(_#aww;@Iq1baD^fc&CgHWiWm{7FIpB}?_9Ni6cE(p!AOko7M6g~>k zMIf{y>iP3?-FqNmw*ngj(W_ze0yHfQ_=qGSy97pcfRQ5Hc0l0hinCl`CRapgyhNJ4 zU|pw#Qak1mA{5}YNI>B&z{r8@qVw)A4qp@s0M}r|L$sK1NmvcZLwE4l8;9R!^mGn# z#p%CbTPnwZmyeWk0N27h&-fo>Tk6m;D)EU&1)epT0uBj$sCOWNI$mJr4gV=3CPoRx zJ0O*7DVGDT9KicC!eBZ^cGVDYgaycHh;hgSDM?v79?iw0YjRW;BLb>!gpHS1<)`;u zUB&I~GGL+tB4Z>}(LmNYhSVkyJ`G$9j-gguqu-uz1=0lOBPqN+zW=|i=jJ;+@&D5_ zI$xv=RuY6Uk6?M#coLb;ox_4B1iVzNtcqFA&(bxA*YoDE*`5D@lLiB%HYhQXeDKxH z07yb$gd9Ae424&5MFGhksz90r51}uj6&7wlracBt`ErVijR24V!fH6aoSq&T^vjX% z0t}E2;D|_YW>2wc-LUI#Itf;uoX;*qqKHCwRXBuTXqCrFv=ee6GGjLepX%%MAJ3qVtDO&Dj-Vf zq?@FUJL!yH{nS()f>VlCE5C?fRxJNOmrRHyf!shX|p!{u5;6S^CdYJsQ8C zqk7O)|A~ik1{wkWbo17;Dn?BG6YXRi_N#xsM|6PbAIJH(#(=-lWwB0=M(h4F>ID&c z|GXeY0EWdslJEY4i@Du&k>)p-WeG}m|9qq{2>$tslBu)N|8z?Jj!+x$ub?U?wLq!- zvxnifaMmaP*)|4ogMw`AGoDt2mtZF=oJI$#;x7UU+LcNlAJ z{9zXfd(UTJPo6@76H-G% zQa+H~6~K^z9?yhCHuj0T7TQNUMZ0YY?O?Q|*4$5uyv5~NOsV>+Om5Y^T(~uf<@J`3 zINfLt@6;}J_l&K5bhjE6+sZ3G!IpblSgLqc;j`pS=?rmZv))%ec6)5|-~DD2;+AkD z$!}ZuZl`HTg(~%`p@_b@{Vd`Q zhE;gts9$MZW>udsyOrBE^}oW9onDp3$C0LtkjhzP*l{}X{Z?(@@ZKf7Sqs*bI#)~Q zz%jKJ@P&FjdJ^F0aBdQ0zE`(wvLC6#{(-)wtg#>}F*Yr=crES!gtq6Kv?OoJWl&1s zM}ylMb#0kq;U!gHLN>+6{0~Eb?j@e zsi^?aTkABFEqVr>kbG&x2n{P22!x%0bp{eD48dZAq@>5ehybaSI^H$^zX14;0^orZ zSi>hE8wihKVa*W6Ah@!ikw8f*4SXF z4h1pn_)Q4HE4jOU2kbEGWmZUY7O%QzbZYfkdM)k+<^K0Tz@X9!Yp?F_*}K~#$VWE9 zvUXVjU>Qr6Ro`P#A0H_@ojo}Dx>cIw11|>O+iv`RZ2>~?x}x|V-efT4QFJqpTk%~z zWtRPYmMlAX@MBLbqnL5UX38&YN1Y2nT0}^4I^NrtRkFuUzB->ZKt>fMIuyn$`-l!iew__0giq2r07xF|EN-^ zQ;dc(&w!(Dvg(Os)w|))9`_!JXn|TACJJgi5kMtGpe#vZ&e_Tbu(8PiZ^F{r8WsvR z0ARwxgd4utB{@rTJ~RNL;T04V@)oUc+(@A6AwPzRX@2Wg!CE-(s8+8oxAxy)zmXEo zq|Qtk<2THMyMD}ve}6h$z;NsI+R}&Kp)zF0^m3xU@in!kw~&D5-+Ks&@A;G5_lol1c`Mx z5?UK!c7$*v<(ru5fpwZSpH^`-&XJq#v|p0awzq%&^;?9)6eu;(QeNSW1Q8)CKdru9 z(3i!O?%Wt4TP0*pY*GDxwYmDP>-K-cTz%jkwy(#%(BN_BjsT>fnps(8J#w(J3WD5} zFo!9~^@CPOB&+=XSw!xIJ5*a$7p)36qFt*w+{8e0Ml$vwWfaGLVRBafpQPZ>)9cm$ z6@9Y!3GW%K=GVNV$-l6}i-v@{#c+pA&d>fv8qr}!2aGIdp423V*1n8ptEs#0a;-`7 zU45l&`B`!-qZk!=UvnaHQG4ERX(BvXNLPSKi&*s~2@SZtt+1JFSu0Z5BVJTA(-2N!G4OM)d@wle11- z*5asib!jPkya}a&6O|st@lw8{jM9510P^^|o+^_EK!IJWym?u70(8l%)gJud1U&s~ zt7h5$i2drD+YATAH4-rq=($7G0p)9qKy#w&-B|j=nwlr=ofr~ZTc3ZrE&q;L?S7R67jPCXT6_4b;mb_0k89r@_qdUtHA0{^LGhg zb75e*mL)CYXgq}#a43>rpS_c%p*r=O2;7GChxOh#AF_=>%z zx!lakB$4?n7f+t~8xHMfQtJoKv9XN%)MP_)pH~+BTHQ^r$OAP$RP9Z;|H%L|2cA~- z$C=)@#Uu-OYqsn4|t|RSdK>p2SC6z9PnU0CJw$8@RLuNiL3mMJU zO?|Z=Oeq5_@KeduyE+CwZwSQ-E#O+m?S1*;#rVuju4^g?JV=Nen7^=4NP~5Ab2H-b zfw?dhTFtdw=i6sV5zsx;{%7^%~@?sCxZ0 z+TM*aHh#*(8iVzF+lwlBgvW3eCQn#mVm5vMIyH|=;CDNLXWw^@V1VQ6R{vvKGi$4G zmD%kj(=%CKsK|$f6>|}EsDc4cqGK1vuhCAJSq2YRWrar81@Zbx>F4kJ9z6A6i$BIW zx_FYprExydfon|5ldgEQRTo?*R&YDrZ0%o|dCKWNeY!6E zgw{UJIft;0UNoR0LL_gliPs@5=XNuDbucZK5z>)h4>I?P9ocnE&JezCT&I0n6@ataC!;F&=^)8Rl8 z?qN+;IFBR}pExm>$W2W}bu72?<;2*R?~QGNTkk0n@E1m^$YII{^Yn2Dw+;cDD6*>? z8KG6qI)f~_0PS1&FvQn8y5DG4>>*jvKA6sXN5o$l&k?RgJJZwW$$pe5VtQrzXisv= zn@e*ct6;OR;(?rnvv2WBd)JrLM)^A+RyMqGnkoT>5t%4~(ANmAPp9n_D^XF=dYB?1 zR8`N|Ov?SI5t6pM*~-4vkg0^6+wj9smR-=`k9G%;{-;UQs30E0uYJP6Ynf|UR> zd>7-{oW+CVxMWJgb4Or=E_!xHi8)wN!fk|TR>{f9$S!K*=Scp}{ikVZMZygTR_+qZ z!wE>$YzFfdL{-H=U{-Fex=g1qed2Q_eDFy@cbF_3Y`P8y1nxRPDmM}@dSqpU#ZrEe zj|Y$}J~o*)&NzYO0Yu&NPVlcW%P?E@r;0S4Jrkj_{f5z^GlK7monrSFU$_E900}{C zpX(YDH8eELc=l}E{1+6XS1eie#aQop%5wsLXVBa3tUN6zjEIg_fb=q5znmQ4@V&bn z{t*#4X2h8D8^0Ma&W1KZ0HvnE_H=-UxXaA5jU8~hdiY=>s%RWt?0F~14{m2NJ*+$2 zm7$eCvi0d?@zA3-x#ISye#H&>G*n-dxLo`z6(}PI^A9F4ntwbtKu`6T$s27x`V8{b zk#{B1jQZ{NJH3d0PD_0BE*Z8-A~t^tR!o0%;OjOLVJ{^8qJir+4wc&ei&tR$?G;Q9 zPr`kq@|(UZ^gD$}=*eF`2Ndgt-&&IGZwTr$?_-_NVO~hm_{U?#rg>#K`3snF zI)~%te|#jC^&J;Ef9qmYzf+f}@I`G}{}4H;l2w&x@0;KIM z{XT_J7ioF?TA{rG_y?yT2OOXdNGdZy;SkU(0jv;Z1+g4xaRUPb3K?I?C#lfV;t&nV z4v-XI(dPuwHArRR6B2HH$;|95_^_P5cTm2ms@)NOTU=XPn+7*5*hA9O z5mW&_itrNBh>j%JA!s>zdV*gryG#hu(kuPrP0F$>y-odyN>V=S|+Xw?kqoHc0up$ z5TZf`M(qpGsDio>{~R77w7oX8cn_3X#`Mz=^yTZ?BWHur>lTnmfOVvC4NU*9`aZmS zchSm<88(JJ?X)yB5Cv&4Rg2h^0o!f~fph2=2>Tlb7=--|_{jG5b|gg&F-}ubQkIF6 z)m*0G;NXC!7z`x20I(#-QIP9~3tIjeMFrTZ%5@PN&>pZRzE9U+>mjQ!GU0VX4iz%a zQs8GF!m_3h$vVI83 z4g;=w2AqGONjwmjJNjZ*+OB`vd+lItjV&uH3qEUq}L~+P3W#i;ToUdTI?*=fVVRH^S6F$%-Fu>Fq42j|p7n;{T<}q~|rVC{XO5~A= zbAZT1u*J$Q>=tX~0ZQc@RLJNmeu6Vv!_Y7sLcb+nMFU{|$HGD!7~H`>4+(m&^pI@P0=A$hz9aI!lK^PC*e0*64It$|JBVc*o$$Ned*c4h5Fr zk8hkTqi_r0ro;tw40Q8oSU!fT&OJE%6ex3n$Tb03>HaY>1Q6V6nm@3{=%m2`gv){+ zwmPS&6A)g@e5Cw_rs)fuB*q4Hf4J6%8VsUs9UXGuNGt_seDCqk;PI#GX94cU1l%?- ztv&6tzX74rV1Bjjf6R;V;(;L?Y(v+qhh7L!UbP;2 zkYW-kdUyLwmSMh@m~JvK24p1RlhFpq^q53AV8{kN(uIY}8Q~A#}OlDRZmVmb&GHfU5mxJf9~&%x;N`QT(%wG5??K<1FYjNobQvSN?O+pK zU1c>uyo*idcv;S%LM!uURlv}AX8FkSlwa}q>S0rUyISPwrRC7ht?39gbBpW#nbQJ9 zE7~+aNfP?r^YvaWlst=fqD$6ff{gt+nY4Wy~7Rs!~lwky8y#T={7% z_apk^Qp4>>2?t*mQ)zE4d46PDTb#m&b(YpAf#shay`m32)O1-zZ&U0kt_PK6U}RW6 zlL*4k=gTjsK`iJ$8h)*i9bG0=5Trjt{C@AwaWtC91T?l_#l-+n}Bbo4|E`0Qg zThhRwyl&3JLQ=PEP``G#q{V$Of(0naTph8s8)XhDN9~62c!ggyS8tu`2o=MYs5trE z&0c%4byxJnrUwRn%#X-#5RNvzw@evZVtqfm-2aV)n47;tUlov*`(56x|%3f;+XrWash98+SyeThV+xiC#eNV5>I413j+nqJ0+OhqE{HyM6#`Z)HgGZO&*=+2>X3k>l z%qKj^8z5z`ybJ?7T1g zi@JcxB#UP|>93op9T$7e|7(K< zm$*AA?JW`;JNxv9Q@)SfPgI&~_XzF5wol)Ybn>%n=^InMd*;RGKO5HBaY{5XPn-3> za~bZa2(g@gSu%fJeE9JYx>qofdLo~lcXEo}LQ}&idm|+%nLoJh6Q1cFD@J$X3nyuA zf|qqN$7A%|W`-}VN;g-w2zQ_NnKavbvwYTf^i0tEcOuKa9}S1=OoN?jYs&ikx-*3` zri#oyM-wa6#RarwPM3JLo^+WXzN9S z-}IR0QoOrvQ&>`;{N%1~GU_%<4r-yGOh$k5k_m(1HG}#O=sC=`cdF5J8^WTl5{v1( zH_dc}w0}5w9!EWkZ#dR+;zVfv>oJ+|MW%V*lY<6!hh=*Dk*808eA|11m1l1o$A!V4 znEb`ZtgO^N*Uod(&jRvKi|;Rs<}$_C$z=*8lc0mbw1S*2<&5LGic+bo30gRMZ|;tb&0D*_Z0k0q~1r5GerG=990&A%vAT!6=W_3BOIX)^`<0@cXn^$1!9Otb4|{;9K+ zTU|m6n;QujNqw&=JHL@J7S7P2>h&BV1+vaGlg<$|zUSl)DQx=8eTz%Y?7EHrlly1N zR^XTO?w=0QtKe?C#rY$wV3 z7XQXueSeHGrvz(5FI(M1M?Kg+<6Wm71{0I)^=XpaceXha_qW6MdCxq^~ z@>~~yW+)sx-_e+6PPg2-^WN!1EK$oXD~s-y-Q^PF6QeYyozx*OR!-d-@WP7T&_nO< zxz^!t^tpP+mNosuX;b6%z1A-QPc_n|2(AxN&y{oHZa)A4y)Lpm`#DF(Wdz(-mXNh; zYgLrF*L}Am&?{`+eAu3pqBrAYg6W%Jm2LNl;d+wKgHUKBv)W>oUv0Ga+WmgJjIR}& zf7*pAhsX1EX={()Yxx;<>)6;k*hTncICLY&F^bC@%O!Xl-u2~ z8i$E*DfbPv)wkGB5BxtbBO(fh%J*p5mNk(QGfym3J)qX$K4Ea_WSxI5YcWcczBOilFPG@_!@}igF~P+J6`>#~6P5K}7x=kZOyLKP^SGDYs1W zC_Yn*-E1`xcm0;CYV0+`Y*$(ks!9*P+yAK56nd0s=t6KKI5??0{kZV+;S1}n&UK(m znY=1*j!bfHW8Zf6uE_ev$IpihU1g@tx4yQtamQ~I(R;eT*U-!h95MAZE_o@?yim8d zvs@o3B4M!`Ha|e4>)QXAQ{>ur+G2(w3it_gg3Db$=>G$TI=DcL*a{qgU=#lG)dWLY`~ zsN`ptaE#cwE+q!*iKZF5MhH^+^SJ2^_)5vni{Fuz#VL#7eWr!eTS;KzS!e8A{nad@ zK54bBx>&lIqoM@on=*5y@T->Y0tu8q%ju4Bm<1xXgVbGA)zQ^jVXHSiXTEe|>~;-f zq1vwd>q}to-92kCFMi{WEL)J*W43sLLAhXJ@|S!wmg|a@yiW!&*(rmruI^f~1=Ux) zl6<7AlVJ^iN96Tfgr%UO%K6uJ{#*I(b31%?Fs<4r+uy+9jfPto@;H_x#oXgQfM`~IA5pgYTG+}a#rLH3Uzb#3utt*PfciJJ(k5$ z^`9E>MkLDX-DT|PefvrO{^VWSxd02vxuyUD%rL>4!n|_6Ds4_UUk%^(7^}a{;c3gt z?rkdc8XMhkw+(voK%k&TYn_={T!OqYMQqB}oS*00n7pO4_Ex!V_{a4fHg`Nj zroPft(PQ+a#tr)bbJ&bWq@gcUH*D;|yR^2Bsu1RD=xl7cmazs2%#qv6UUX-)?o3RY z-J^7LtA87KP2<$P$p@#5D)OXR_f2jdUx{ef`6j>lzVw?Chcx9E%H#4@Y#i*0Gf73F z51#}ClFW{kz{8y2cPLT2dxvAP(^&RagD#dT1(vh3nD3yGP|DW6zP1ymAOQnzBL=F9 z;K|#yu*3QExwSY+ zt2MTDoP9sv{+N}1ladhjYVB5FCrxzZ56K^UrpK6=|Na_esDN&y;CLqFsqfB7Kp!gH zxue?$8%sNAzs7}XTl~4S#$>S)0se+9JvDPCk&DXa{NJC{KC66I9G7Pl{}olw%kFpK znXS@DXAjmkEYFiu^LNHE{nL4_p!|y^CD03Ynic{F-Y@4cSH}{y7_bNjn@=M%?uU1+ zP?$Ox=Q7^e@1ZZzZCfrDk*J5^Kk?J*MBO>%brc2bHRoP(KxLG!GGh7Hmy0*NZNaN> zS0SSG!!D|yYps_wq=~FM<{mQlf^1v4k!ZV_HFuW^Od(g_Z z@@N>p*}MNT)$lRbRXWYyY3rKP){57@4zo8cVt1PToK!=LJB9U+OL($3+=!`frLPWq zCF5Y(SN)WzcK;2!Gm+E%?XYUJ$dHwhy@ zsn!b)O0M!OO{Og+=So1RfHXNKs2D?i{uqiz!VQm8ub>{$3;`I^W9z-YK~r4u$(e=Q zXm><06kX+NQ`N&TLpv=ktrhaj-AM6#oH$lZh7j1M_n@m)iT1?NhumbiIca8QrZJ@v3uRn+`JiZI2g#T*ovJFsgV`tX zfCV33N8rN^?a%<#3(?BEYeReVib_z>29;7oVJobY$;Hlo5{WSb0x8lV4xO2o36JCi zBHbL3DLyc=H$1=m@FV2rfp-?sCIC?i&ew>ZbmS?zr20Dw>fIus#gMzHs-%YNJgPOdt>U~uUMi2UGvJ( zyZkAbJ`aXPA>S{}4jt^S`{}pkZLRG;RRBS4LLdzQ>oU7>BN%Ky=Dld$vgqH5h_=sn z?R`Kd#=*mD0=LRI6iUHBVGb%FSc5J>&-nQ{$D!A!t*orjb&JClm;gM*qn9?)B?C<+ z0GnVEa&+%O7YBqVh5$~20DRCM`|JJm62iZgT&DcSLt8tz!;;S5JOd;#T_#MB`5*w7 z{#9RjSy@nKW~S|zIzJgOKKGspL7)U6pn-uy1hB3Az)b*6Qs&M%+27}9{rTUN#k{^s zI4+Rc1Io+G(H*dy0)hnOy7(6C7yeE1)3E}kU=ws#JFR|K!(q4$245rK$L#NJ7LUBe zL5namGc%q)uk+~9BPH7KQ8Q#q4nMh;-oJkH>(?0*8=G9zv)6&a!M26o@J1LH0OxwC z@NQp$K?bzy3H{_`VNpO4^7HfCeuH;x=;~5O5rVs+0h+1`OzUdt-U#g ziwmM<(Ea2eHrIh3#t4rZ*xYTusU&c{bszHyVOB|~Z*D%W7)^5#zy)ys z_9%$hHbi6|i8^!d8XsWU|E|9kaFwkT6mY>KA$?~A#5Hg(GXeIZaPMG$7cydF;C@W6 z{Hz7;?AX{?e|X~_4yW-y469!CO-)$fR|t)a)QM-0R|ZWG9d*IxrPX_~M+pfQP>-|y z2LG_}@`l{Ix6|(n5+qxEyJ0i5Wg!CsqZDK%{3rSzqVL+*02&0TO~ELn!>P|k;<4VV z4{jbV5F_8h*Mw@*7F1)c*+|raz_wL&rxLnd3OFgUpM+-k#`$aFL|5^n8`t=a# zCQiE>_F%ezq;=v{3HKIggr9(jFO-tHdOw8}V(JH4MTz5>bm0&l2xo925ikX~?LqS% zkKnDXf5fhBOG?cfedP7epj!T;I)WzpRp4O!m%j<|LO{QGlmb}r#KgY44#O|ZBbRMK z=|;HBB&UwU4+y9b8c&zk_@DpL6AQI3DrwNAB1Ecbp>O6VYlOfSI(ogH5WWONeXy!0S!oW<3mbNc=#z}I_1>7 zh}Ew*9SMw6S>e|605Q_s);65n!~-LOj2pcu%OuqbSAv9`yb(%*Fq6iLlhk~Cewi47 z-T^c*G%5=5(et~^XuzO-aqi=}UT9bV40mntwyUWM>z%~6SJ1|%ix z>^w+KG?($c)dt;=;#dP_wBMet!n?6O}$ zxH!Fs?qGd_o)KVHAy8O;5dKdxF|kXbO=0-BOhGvt0Cg!{F$-GFA*{Es*y3Zc8w`Q)rKlmp&A0z zN=rK!e)Vo@4T1dt|AdK$=Zfz1_}c)e6rp*0)QK6e{s5Kf$oH%1+X+NH)9ap7dE&wdr>d-5dzFAk?WskiQQ03{v1F69cv>QFLWTTe}Ww`{6c& zukwIA_6&w#Qur1P@87FT=FaQEhzV8Va315z(4-^^rym3S-Dq7-{ySfl^6+QFR8z%u zflC#Jd^~s+d+#icN-+cy!sRA~0wN={EIrT84u_{P6mGHzeG^alvM87+y5TNIIK*+W zv1h?W!3i}$KqQ#1g%O;Tw`T1D zEcr5^=7|I~REo=e(iUI{{Mg*~Ywsmh;}Laa)FA2&4g25zO~f z$R_g-vKn{=;H>$pvVcukdttSh2?Js&5U!BS;kG)|!ZTs73TyoqXlFwLJI~vEL?P^O zW#w?&)JKmM~FDiVAdxjBt#*LEHK`{8WYw@#m#jPmMz5%?v!q4`~97Dn~%>h zEG#TaY`Pg?y@gQHgo;EUzZ(gxfaw@<0YPmV31^4p*D(~bdPEAbYqOt`rNR?2XR}+k zB4M9z0WMVdT<~06P*6Al?7Quc`;uE3X|UdgRi9Z;uBON4h&vIa)x#Nr)gK|@Gqfr6 z3;69#(ZkYP?(SX56ZkZtU_&}9B}I!Wu^$pflF#9}MDJr>FfyVU_1(3HOvPg`-8I4` zL1^kQyX7^%y#DSCtV5WfYZip_tF?E<5D*l&nwVg7PAz=PKR@4&`;Zj8LwRRmyQ^JX zyMy+a%}VTP2M#C?2=oKU0hzF&VqA1pJV8aQzoB~kk9pMq)QOe9zV!#G6fRCCiF~k z%|?ph7g$iq0VSoUZ*_TDGk^79cQFD=B&V{pw%aJ+@Me)6g;x=D3SM4tgo_4OK;}*= z;z7^N#rd@y4zj(hrlzY#eG0a_u#tkXGYX7fxoWICRm)HM?d?zF;^G=rx?C2TT;c=!Au@aSw0o`31%a_xM^6txjIQ(9de(be%Mj(^ z58*b*Qvi*k`-M{gtlMveeb-FI4KTQGl*3I8ddOFC*qeiMpaC-5g-pC}mp_N5L<_ji zTfh)4g@r%tUXXTi$Li&lvFOFO>o|juW+mzTT@~@lz$OowgUw-6Z{8T34#*R|U7sXa z9Ov$jKtvOa!xnJ&0j3j$Tz7DsS;E5A^@R+$e&`XylWiU}jDp1>FfOi}X?hiu7AkOh z98srXu-}90g^Yh@78V&BoW925AR)EH&=)IffNdZ)At75&ap(ZfO9b>2+uh2C`v~}U zcfU%Lo;nW0FVc+x2Zg{bVM-4wEL?a<52(l4(}*()%?t(|NP|Ik8BpGqH8i9GD#tx_ z>1`}n93ws-m}+lB{-;r$FKufKeJfONx?kI0L+QG+f}Q3PI7|Mo6%`eMF8Q?TUJKmM z3tA#0BqUS-yp0FA`oSxi<>=L`qQGkRATR|_oIIJC;RkS?5oj$VC~t!}m%OdVNAfJ@I_=mXE_Tu?Uq>ML(xpfBYE?kD#U0xg*PA`V=b?b>zVO)?K3 wJzDe_q-_awy&6zAY&WSgbcia1B*xVp00i_>zopr02@eQbN~PV literal 0 HcmV?d00001 diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/svc_confusion.png b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/svc_confusion.png new file mode 100644 index 0000000000000000000000000000000000000000..c94a4ce2bf5c1e2f5669b006edc13ec92bbbbfd3 GIT binary patch literal 18544 zcmb7s2|Sf+`|eU{+M-EOgq=#tkRd~%Qi_x^mU)&rbD67+W>TR{$xKM5%-RwXGH0%k zDU{5@xt^u{{rCRP`Mz^bzb0$F>m8ow9EAD4tC#q5R$S-f*z4$rn3?4v7Q zi~Eo-u56&ezwFlcC`%}mAi7oT6pClL-~a0me+tpFNj}T8Y<*i@t+46Vu|2BK${K#K zNjNLxhu=2s#Sb0j>gg9EHu0!;w@mx{`_~tGc+f6i{#HNrLf`v{Y{%iBdm@4IX%miY;0_{2wm{wR!QJgP*9kjnc?2MSKhi{Iz~}ZF{H)m=+Qsi=ci5b ze~wn*?DvKXX02i;0t0{FzTGJGT=(E$aF5$T*Qw`wH{HVTj!Ru@e5yS@zg~4Ji2tz5 z#Mg4K3wFZ~)wFA_(*7oN>6}JinMeG3SBKo^S_3r7OVxDT9*+3u-Ilr_ zuwO((gm&4oIJen}mQ2gw#NrA?_vw%&PFIg4(^I~rnl*4s%=AURP){0Y&&@JxN>19N zmfV*+QczcRZ+nKvg8STL;evx)=kDFR$;Y)_zaLw}Ebw}_+p-la_Uzbk%xf3K zqvhS1+(&D+?(Zv@9j=@D-eotQCo<5Ik$B|D5sQ@j{{H0Y9QtdIY2`X*WCZeRiL1@b z4kV@snKwS$d%x(xgN=;b-8l=&lV6*aSjFwnsH;DApB)mZ43p5{(a5a#m70%x|Ncy1 z$-{>s?x$%4f2TPbcHP%k&3Bu`Mi!Q5xNe;MBY{k}vuDrVymO}^K_xMyap94m38(D* z{QT*`V*S*zy1F{k-a^L2hJ@$O`Q659jz3yowBuwz->VgD^(NtN0lQK)bL?f0-Q0N3 z$LDx**yLD$UBdY^L3CZXaE%CV+Hb2BjGJvxs@=i-!kFpv0HCDJ9Y46wXd$NNc+mSf4}Ozd-p~s zCj-O7!)M0&BTokMw*P$7@$q{pTT_#cN7C!pM>Sf>eiZvK4C2LV`=8T4dWH30uk`Zv zev9iA6cm_s7UWM1x0@d@##-d`hPiOcy3LHGu32TQX>w~5k21_OiF~=wuEl)>izL%tM!F9x0y4m8?P)~@xsA6ZFDfDaNyqYZD$W1 z@;oRZ;V{|mH0ZG~8{WQ8Ek(P57;&^5<7H>(giGH)=Pb<6W>~e0%Qi_}OEa$Y=gj43 zq7$j2vF}bpxOfU9QQaZ;z|Ys$cbof^-rRI=c$RR=bJMyQ|73;UsaPz`8dh;-?Be|f zGZpNvw#$%kbZl%Z>m-&bQLos0^!xXFDJdyOq@~Bd1X~;D6l~==_q=G>#642O?KA_z zmsNYtZhrnVVPRq18kx_W$ND0E+sxbDCrNP<=k_eypyNIrjW`sw^VDO*!KwMVS@TbS zdO3IBJ1*opb#drJs`S2n`@}DOdlJB>W94LFVexF+71+-=_Da1K{?)k zr+m;8xNBvIn3A5JUQ51&7G~W*wmKwo*wgit3waOP7Jjs9{1hm{Q1T%D{-M2tf*PB_nMp6 zufInY=pG(UcIvo%9KO{68{fEbSeMLB#QwryE+Qqj2{`>8ZA3w_PyUixmG1Z$=iUZfkzCmoZ+TtX` z_M^8tD+AV0%>{e08EzBPXzj>%S%WMW=`_;uXlAfAE2Uj5*S=qWBcJxq7`OQ!;x{+( zm@#?l9ULv&E;HDew5FK=ZON91K;E1Nquu3i?rlF#XKigAY1dnol_yjDa{h-q zmVKzj_+60R2?5EU-=sBKAMR1R4Kv)@(b4gya(Ehf9Vg%?pHx*}d^I zB#+tHh~?fcBvk*>b^1jTkAy_~h1#eaXAx;MG}?0<1WQ~akEgUz#2PbZ{EF|X^_ zX5mEiph|>ULqb1bgxK9_8D_f`g;Sqz$xEw?-1qZ)BH=Q@B_L3n{FbCgiEl+qGY5ah z#)dh+9dmR$}wCuQ3Xk(yfM|XHM0SBE@WEE=`hryg6Qbn8|w6;z3EQD%)lN%xCE2x zu*}Rqy?z^PHVIcjirsJBVd3POW!0|y!mylWa+emHcqbBGj?+kT;ljKI4sU2qGa>f{ zPZ<36sd(l`wbTx+g|A;b3w3-L*b0&)t?d)5-wre+?vPcGnoDoDA-*C#huzf%Xi(PG zeL}M5wG|9z1NHGF1Y4B4&h*EcwWP=2WZYw%yBXI|!NWcX2#5iIIg#Ve=YRjcWpU@_ z9g%-#8CP!ciBYD|GOuC}scLFc^BjL=0fe_(-P?(x56}P`Z78t;eb5f}fwMCaK4`37gfw$0I%r z39)E$@5(TwOB1u@0k9(3OLDq<1CMszxyd#=g&3Dd91;>*b+HO+54lwg0Y9D|UG;G9 zdBxd@A-fA!^;%BtJ@1#YS?7KCUb19Kx=Ho6{P9K&1b5}kPM1jBZ@keeb|^r?1*6dt^JlQCuRy= zzK_)@B*H2Q+;|(nlUU$3+p=E8gaq)Xk&)vaE+g?rZ>(R5CK4+djo37JUqSM0qH0n) z{51H@$GFz)06G{aQfLEg&Y`>Po=51{g|~ZBE`0rvI)H$s?cBcuAib=z@|3g>eWhcx zQjWU^%lA43sb>GH;U4qN$A%HS@E(|x z+`lOh*y96E$%wq+T}-xJY5uHO`qUk^tOpz)I3RWnL2d}h>WH^$BOUpc3`2&KPPJ!|ZdD8oqlS9FeNC(8-nmnz zHOpG9`Gt}7U|Uh>_0{a7M@#RrGH%`+m_%!M?b@}6@IBMAul4at$Q9`lHNjhnu}{9X z@ZOpznt|P}G^4 zr^l>EmRNlzuo4~?Mf_62dF*As4HjPsf5zu$M@W7*Yt2l;8SnRp8HzAh-|g-;9Ph6? zE^OXdUvy=uu+iI%b5mWuVv;(@MW_HncI(ZJH|bc;+G#|~J>=A4GqXYj3TTyzJ-7^I zlR~&8$|K*g*^$D;)1l&yH!fRsbkZ>w9tXg597;`1&2s42tmArCQc`k@pz-abB-@_1 za&mGx{rOWS8MVd5(hL$~e#X^dmKsd+*BB(9mpnXMp7&ias9~i0j+FzOw6wIa@jE8V z<`>60-Di{LfBsOY3_T!{8%V#A3$^5iNSQl|c<=_`0U&Pfy7`wcMOziu62IhZy?>24 z=2Y-b*{r#ZT~aE^n&&t3YChlUfAYkMvazV|z}SNMA_fu7TLWXt&&0?x!!Q+q4%27D zoB0ZVK1HZ+Nv>m7&$NgS)OMD&E}Y9mYPWU{$<1|%xmgn%?rs)b7{IapY$f-3$9jaj zl&(@=f*%pb9+N8L`t|F<9iYaNyStyB8{h+a z$z5GpY5(=Z+504_6iv`@E)5_!aHwYQIt&!?^~gFn2ym<3I$ z(lt(ZA&0y{<#z|MYYQsJ{jegF+uI~shM9`XoX@W#GVel{p1Ndd28kB)dJ2FUrn>V9#gF-0ycI1Q7IyW(%@51 zkI~f3%oY+gY*5bR8VJnf+B|ynETEw5tyJKZ>_@>oO9fH9MS{KX4h#%jw`r5HMQbKc zMUO_o)aTzKu~#w?N4&l!r(OQ>MJ7o-;l0_YBi6C7SO{HsU-Z&>JfYnNg^wT{ z=r&eyZcw=GYp>ft{q9IaJDD5nchE5~FaV7T)m4A$lw6wS-yp#6t;YmjO9q+XPEpaJ z$cvx;e1lAH1dFXX2iF)10!G`4DlX;I$cXi&%a=*C5g`G+3yYO$kgSz!eDKFRK^ZvT znp-9Mlg+uQI>#mVl$V#wC@Vi$w|1?rhE?zT2x)K5t_C%oxhC_1hPj)!Zwq0s?x3nH z=BMi#DO}hup?NTN_DP075|T0iR9>6KJ@5 zetx=6!$`f%NOUh)1;Gzk@GLc8I`47Xmqko}Y^b#fKQ23eGQ-9d)m*&Z*lRLhT zGA#el+jV$gEk(5aMz)q#W0u++N0ua)kD|MCt7&i5Zf;L}c&8Hk9`Y}JYEa@%nI$VJ z6y4O9;#UtECEIVt%gPjxsqgkLvq(;)#gB}K@Yff@r9L?nNe(We-oZvg>T&Y>SNJUh z3G2zBi^Kl);xc(!yjWxyM?S~Dg0Qr-%zrx*JM~PuFT^}KJ@FnL%~G8HuNOIV?X-CC zD)qx>$b%lbB11jjomfxY+ZoTZ)TeJ|IYfQ_O;^EeA3D5vh@o`RmmGC`n)*Rq>o_}#EO}6-CI9^J;!}CACZDq-2b}SvvdZW7R<*LM-LN6jWjOmday%g^ z#GQtp0i`vw)`0>5iY{n@I=5+_zow7{V(Y4q0n4G^nGD&xxwj~@M;~v$# z9uVHm+hw`IgJ#ZBZNF^S)2C0<4a?WNeJ|MzcB}?rXNN4Z=;-LEqNZj@z~1vu=~>0& zK+d&fS%)J*#ULWa1GzO1`w)vQx?x9Q-Dgt8BHOgtWj+=lX^((_BEkuwg9sC{W7n=k z&1_qcgu%#FU1y}I4>J9S9@9cjA>L@oyZpm)QkuAgpTZZ)7skbH7g!de_U_>@?B0_Y zk*62clvWE66D%5|+Vn3+(oJ5%PW6ej2yznnYKuji^z47cLu0s->0b_1NA(uZC3ncF z_$8>u%=Mmns-Q&5394&YP=BmLnL_!?;ETrIsnT$gWsNb(T;@mh(EE#*@?E^CMZfsM zO;Mye)Yip&Br%KfudAi0P#xueyQ%+v<-b2C9*mLdsk+X_Cn?Ot;rN-U5Aolx{P*Xq z6V#xk2AU$xX*Q}o8cUPs4hn1b_KYV{CWwx#rLMCwMe7|u9kchR0e-R)&s>#getx{h zFoyD%lUXAfx1J5aqd&Bu~%If=#6k{P(Mu{RHx);NpH zv3cZZf?{p@czDhp41=1_@*2jI>^R9YHZ9t!?Imdg3Uv5ZaJO3js3*{IcZ5Jhm{v!P^=l| zMrDpWTsBB^d~H0pLaTJSlc{ldF5_t1!h?X}(SH+a z*_nF^KOas7*4EZ4=UuYNoj^3i#-{P!TwOHu;#|}X-^Ln-R1=53*Cl&>S8)wQM6f0d z7LTxOWnJ>kW3)t?eZ#KP^@Jfo_UA&g&OhB@P&G-XP_p9nw{Xz0LN=d|=4Ng#z1tLI zvmu0$mr^9F-G5f0VPsULw<*goyR$XTPm-zjXyFdc`g%TwFE;jEW$z}|o+vm$$#ocv zLFs(~1*v+fz85DUr)K~Pl?&bHJlsYAbQxJ$Et`yAYJ@U!kKWLqF98u9)_=tpv?Adm zsE=?d`?!|G+AVRsN?BYS`*zgLKW#jsJ}MvN&!?kQnBD4d=aUY5>FBW~T(anE)#Kq= z-NPHq9yXYTfBU}n#4EKA#nQrNjkR}&TI&-Ww#qiKEon|Q2zDNG{j;Qo=3;$?#6W^p zKD&f~h#*3~$@MNqQlNww~;mU8(4!&kY^`kkeDCv9bAm6i7i{gtNVdo>(s zySC3<`05d+2ArvKApNeSW;($`18pS^3ioI(w(XG^jIWR|YA~sC+@Vzv<6qFU5Vvrk zCxKVzRA80~N9zmz>UXWY)+t9uCvxTsQ|vrqZysU)C>pra6K%u7{sJV<{-mr9MQ3r3 z9uD)N7N_?*z18L@C;Exks^)te7ybylDY%TT?dmTCAGz)`Qht<*doI}bz2_h_{LE+tAJ8h_smDUHuU@^P z552~r`{biO>!BwfZF|H$Ikp!#wqzT0UKmNY>s2l|w_L^_ou&wyrOUa5gp`|-wd%qo zT+%OoI^uI*3ZdsX5J9Zv^u3A=MJTrW(DPA)^-hd*rl7AfSix7QjI^u8x&_g2)vc1t z8t&b-VxCBFHRdV#F@V;j(Flg{{+?o>5Pn*$1z+B`t9f~O8`rOYisHiz1?l;1lheKL zrg1>keH|aO(30p?xgNHq>hqfOYZ2TjqnlQ-lT;!i za;t9t@z<|k_o1J74+I}5xoFab004I^)huv5kG3eccHYap{CreOBB%%7rVcvvUBEd+ zE73_{WMqs+A#0ABIS1tgI>U*eSz7m@s;CRpagPT-qZ}+^-FRceuKJ8bgIgDJ?Ma3@ zQsg~@Cf?WS*|1aFsCdHO;aI*3-*J0N9m>p2V$JZ2e@?#^3dH082Xh7 z|05bobCYfXnCSWRiNnLgBi8_NJL&!|1>*xd7t>>i*s_DpV;7DcKi-;Q6g#sSD}e6W zF?3wCl1q=0O#bm`GwbkNEQhrB1@uN*(BuHcXl~9xM^_I>^dKncf*S2XG)DmH(%jqu z|0$mRRAafzPbW>vRJ0)o&8_n6T#c0nmQv;AMLk5Jjz&jVDyx*c=AEq~RgO|rtU7uF z4FR6>FOKTCe)j?qZ}DU1=g*(rJv}?5q@+j(ucoGE^~#lg=pKe${=zJ5)h61?;CX`6 z6I*!NZS{wBc3dO9p*$pq_yk%^^uW zrZ+sk-^a%4L5-3oJj)^olIIKGNclk(U-0MuBrxdG>c3$a!SghJR6x{BMdmT3i)F+G z@(=(Q&;A>ZkyoWqaf~hjMHJdCiT3Q z$cQm{@gG6j-US0HNc#o71Y6hgQ{mh%j8$z&dx#2Q{z59j<#L{XD=+vZaEsI$)qh7t|NdN?9wjbYd@x@lU7Y5x8!r_g_~#c)to!%X?=^n0ei3~B?QRKxrKIsJ zy`Qw~VrPL{v!ovU-Ij$8uZHkxtkTVQ9yd%qXUHTIFe^9#gN=@k?lJSkyH&<7mgr8b zFPfUVWKxR7^E~LEw2WU=^h2`^-hD||QDj(*a$@7AO)=m-kOk%a3Bo4OJ$nla4zUd{ zUiA_D*+y2@B%pRKG*9>URzqC?@~CWR3P*%g0Rl+biqhbym=5?_KAK3jPEJ`FaJ=>z zL{~duQ5@GT>C;4W8~P3qErJ;uNveSHy>e&p&gF88L5jF0%`o}T_?@opxt8UgG=;HNwb5H%L;QHl_mXbFgYMov#(ygN-DEH zpt-8+>rf^LWm+^p_1Wfp0^Nxh=k^kO(LP^RMwA`7Nnkwa$3IGY!=p{TF_ zbp3`687RaEiHCN&?U+4ohu6vA2x!ts^qW+&thCVL9E>Rib8&jrs#TdoAkS>$7<_y@ z)si*i!Ep2;OlM_~Hdwn;r-SG$9@sOVwARt?UvRz+C4;W6?%mmoqBMJvK@gM#GG?cz zEe5MqW}o~b52Q#HR^oo!mT6Sz*U zr%Nj@y$jlh`m+(y+0t^CLRdXoio%Xx&mC7-fuL(!#j@n?|5Uj5yUw*{n8z|mP8}L- zN@*fVwK7<0IjNyguIE2`C~Hz!agC6opFHWRRs1LhTH@%v=sHLdeE)E_($3bA^6y99<5gNO4N3J?;^2PJOUP_O zSD_`%#21~jjceCFLHbP4$g)CbPZ_l>kYlu;-&)fA$z|}_P=p>fiP)sT0Q>8JE`9D? zZ*{oS*aMt*YJunm0(dl9v`yZz-G;^i9+Ym~DaoVx^307JH&(A+tq6*Dy!IrYn9#eg z7ng_v;}RLh7D?BaD10Lc1%+lx0}2TtB#&QNMIzg+rdWp^uvMyF9Ub${-6kLH)N*%oQRe)T1u56%i-F z!!NvGH7}oN2nBbo3e)qCB5Xa-l7AG4=$d$6QP4%~PB_33vM}s!Ag2T<#VrRMpFw8w z6e@s3>&}AgZR|K%+WAGdW?OO@Y_sLU{09Ty-B3PtdMxCVgW)w?YS(bSvfrjnnS=5^ zUZnjd14bhpZNP@Ov)l7W-|op?w*mJZ(wDiRhz_@d>sVNY(&HAYgDh8yHc`W78}k%5 z;*YNLv_tkL6Ka*ME6|)wF?MBWM<2xQOXf8iPmO8w(&cJClp@odoM$F!Dz9IJQs&W# z%sLnYy;v6GVx(X7e z4rmj!bswCdd-wfQH1>H*n3$O2K79BfKZGD1N+`2EhsnD;L~fOs0`S7vbc-kw=q9(M z8u&ovNbodRE%Vpc*KIj?={Yrs9^$pVv~tR8v-TPEDM6Da!Or8cTtIwV_UZpYK#j?3 zg1VHAHJF+|Eqkw@+E=n!hXe=4ty>eLqBzkVC4H!>>kQqWYxE9BTRD4?Y9C6z*1ypYWqzZk&v}cbVJ!(|~YShnU zbg(X`>NB1KYJA$19}nKzpRCDh@+7#Qp;>3QP7mv z)d^;u#wL^VI8BJ(Dqf`v&^n~O)jQ&kKbDcej3#+yMiI{Tkp(^ja?3HLy{!!$T47S6 z;2ewZj;?07^79s=0BLWcJ5DrkY5IhL+8{Qz_Bxuq1ec?GzRL@S?l%cbxn8V5gNtb# zzsq7Hvlmw=TZ$_H<~Ckmx1A7lJ2*M}P(M0uMW7CSQ~5cMN9yeaOOfpTou*UYJ`JGN z$JvkSHFH)@w3r{L0BVJR*|WGNdz0Y-nh;T&r(w>tnMmI;iA`1apl3i^p!N}-A%{O<48YC`lO}jGRzt@c3wdcD@^jli=&U5xjpH3 zc%nRiH+G60ue?kXeL$H&7Y@BzTUGJ|yn30YR?T5cFJx}TQ=T~^_H!dY;f0G?ih@rl zC^#7tpi#CRmqPO4y8do|-5tUM289Ke3mo#HlE_7&RF~qHNRwE0zAy~o%7ba(Du>> zWa({Gi}f+5wz5jPeu$7ff%N3rpM8Gs=~fn~JDx!(Vb=KU{Q2Ql45lb0lowp5vJ_PZm)& z;2LydoB6cUTan=HHk!D)=8^6&vgU^t#ENPT|}*h=uE{7x1MI-UED>%%~vzkld=Q8LDeJYj}#p(VD$Dw zivs?G>d$EQAhpTR#zCZlsIC{wsqdeU5lBSJsfo*r3~Ge}V=7_>6n!n)rKP3j)nO7S zpU$AcC~V(%<`lvqWE5xdv;=t&P=@H(JbaDZ1Up-Ewp}b5#HKEx`#ku6|NRKmlCV{X!Af7Y%!^aMq$}_nby})VYTCwqVqS~1z$ICP%ipE2=8z_ z-+6K}wVuPj#vQLC@=#p=r>d4`QztknJDo(+}$SuR=a45s~6R!~=c1ZGhcEVO{z#0_(Z)9PcR# z^nytcP{{cMaKylv2O&S2A*6AmhIO`p5SH=xO}pmrvtkpP zKuah<>|#eQOQ8)oxuFQ?j7U?VOv#0Z83a!{&5W6103b&|sEtEX`^C8-whPfN13n3A zzQ@OZ6u2eRuku_fGiI4MBFPe8*O?z-Fldl&-$GGY#cSjw-~UTv#~Hp%|A<7T?3g0z^o3{w&d=jE*B zZ`3@AjU4+PTLBrB!CzXjdko~5FfN29>*Dx+@5 z&ep0v?t#JyPn-bf6BF<4G0$e^7)|`Y(arjkbT*)ypRO;-8=v)7Yl!Kzw`^zKB`coh zkPzn9W8juPaJ<#V!@~8HL5F$-ZADf#x3cKrw+hy|&qk7b7T_nv2^;O;EpK}UDa$dT zQCfN&LQf?*xtpB*pt#CyMpxLqbndxHzwJZH>=u#K46SgfmZP&1^WA@zQQGKrtQBNy zbvE-hw`7h;JU!mBUwL2W@2IGph4LZ}CV8bB_3Ej4-B?mqsc+K~z?N;#T141cz#*df z0)8QbB%sjZbqd`{5{@|?>Re$L6%)fPEZmS>c`*wTVDUW`-Ag@o%ts?%qq1pB&PR*t zrmxiJr*XJ}TP07MjvstF;&HR?%FAUMvl}A6nAVuPIq3h`sFnXX=44<>UuvI|L-%AF z@9j-5)8Gc879aQ-c{R_K`m$y5Ea#E+m6!-ZfC){q1Fct9U0rSEGMB+*;zftB!W@~K zsCt5V++D9gYj!H`?&#!q#o5EwyT9Jp?L1h#X6B-tPQ&U|wr8WbuJ1kFHo84fl>!q_ zM6DNRaenqj9wJ})gaALfgR1uS=~}^`PLHQN+4Dt59-50s+onWO1Iaz$`h+Lxt{>}V zQ}Kz(z!uWYT^6rt)K0ZnwPv_Rb4|{v##h_XtCL!oi2ZYma^sWI$NkNLQjTX|7ll?v zGZukA%zdll4Y`Mj%gQFRjJHiqO;!d|Ss(X&{S>i9*xa;qVj-9UIaxC6fz0^RT4C%f zhB@oPJ(L-;5)vJ+b=0PAnDD4KI=Cjpz4*sXQ&X9OPz|pG4?w=~%2E_UM1ejawH!+P z7&Z7qs0kw?97DoHkLvdA;*+xvH6)j<8#{ zY09n06~mgm=a4!0Yg&Q);yyRi4-wtWh{r;r z51YGaQ`M;@D>rI#dLDY!^LE)cpY2sADI-Y_7SY;LpKS4m#^5dN*4-HpqIe@t%vZ6<}3Xd>z|xl zUj%7V_EQbKQdUB(uew(l&l(>Nbl(inNE!VFyg)JfQwR{_S^AHLtRNIy|Df{z0s07# zqrUr&sw42k4RU%SBaQu&=-ay#I2F)v5xx3jWV45h>jcOY zMN}^!Hoj~6-uUZU3x5R%K(2CuyI>SdUtOhDhyLKpyGN1W@q{f~ltDc?4Qr?9G07x{ z?PGiCTG_CUaxq{rMpHsKdt$S+8Ykza?uR-K`>pp9Q29wEaRzxhgQ3m)_)+&%@cvUs zKouE5)RwY*^`k+Gu}E{pO{kL-RFg0y@?4FWGvHXAVqZQZeB$8P8bjNU%Tt`uzE zP7rU|E}7d*5nyfx(IJ}wOn&FpJ2X)4%6xFg8%@ftmntxUodkOaYTlw?vt$so#6GQU+&xG^; z=_7w<|4lL-e#r{{xp>eW{gMt5AWM<=Cf6x4T(low>Tdmu(*D}r^Zmn9 z!EaOX@-J~xodN5izilPi2x?iEN%u=I@vAzq`79;24+2RtDTmyHd7yishJ7^iwHMv7 zn>3`66yNx=rC>-W5%X9?J>FjzYnQ}84$*bqbnD0d(?dzPGtT4iY^wR|U~{b4EBsrB|+8 z$=^0G3BDhV;ek?~dQF=B%3Y&Y)SRmG?*8IL8CP>=T+c!QsA zh*b#J97NgWB!qD@(4K;aS-3o>=Dg2KOnfj9$Mg%C`U0UrM52gm4lygFtyWMYeGnb> zx_{Z$KMd^z<=zOUw=mAz2lZiwxeloGy<*b=mK0tz14!=q_U)VeEQGc^Xb#Rnyvlo> zjvpJ`whl9b<1OYX{m{zWI&e{}?w9D-V7?J+L7)Gl>OkfMqADs7IY>#Bp}f^%;yCl| z9_91h_bAX&vqD1uC8pGMqS*vQXaFK9QC7z*#eUKIgTit)SyPO376{>mNgUh?G>EZi zXC@#KlNko|XH|0SO(mwg?~A)kJR8aJYKxcMT@*JgkJ=D-ZC4^LUo*l{>NAJ3iNQr@9 zpk8nzOjV*lIYSqM9k{BAS#eUx5Y_sj51#dkAe!ACsfKq zJKSyJ5mkYPn^I3RzB5G40%*C`MM(QRc<>+!s;>d0jn(w@j(QNpKtDCim6AX4coVN? z90qV>07YI)hO}M@#%Aj#+EyMn(mWQs{|x6cf2o1gQYwx8ypd?6+#;!jxC5Dr`xX zD9i|iBSJUy{>ca;=}CQAzEtcGmRAmh_(m`&;6rl7H&U{rkg2(q`)1VYcJ0{FAK|mD z7D|DynaI$IATrU#Y9d1`aKJ>6l8@2gf(gXHTsG^_UNqU=JpeI5{>(sPf?7%#-Z3^$ zB>ix!b~C3o0v0pORFDvR9j;SsO zLQ89wIPr3OzU=w~?F@{wIu9mgSy0SrEcN`iE!p8F6-sl+##hv~9 z&&%T&v_`s({QUVd5#|%p(bUwGFu25|h&7-VX~JY+GE6-V&?1?h^<|_VOr6YO!NFU# zMJ~KQMA{XY>w1RZW{$ffgPO1mt<9ViAJ8hMDBIAeQ9^5iam$tjY$zEvMpJrpe7pf= zdVPfS3Nj32@aA?6sp&B_t>#1DcJ}W*=l}0-0$5Tej0t9<@*i@*SfvnzAqRa8Fa?4V z5TgM0>TDv~=BK-lg;4yU_Iu)a3(fKp{d@QgsW`^f$@9UND*N5Qy!Sd|((Z+Wh4wCK zMsDTzx0wY;qxdLg)~mD8}<+Ls0gs!=1^EZx|?s?bMxTAgSOF~ zo}QkXVhreYpcyS+g!xg7_(GXNxN#DT7Uo7g{O7H?eqbU=^~@PR7{^Z8nYqc%2KXUn zxA(BKA3_Va7ItXaE05Jgg8Df(r-Fz;B9VxD#?&3@BHV&AZWnVSVrYGN{qaX1&d`L< zG`ui6DXW;OUjk-vBQx`ES>xN*-;1 zK@2pdgeO&#$v=z$zZ?BPdRPGMWdD>DB%<-{0v{%fb~#cm(sFxxuEOk8KV}*-n@Bqc zS_K&PE?FYr__MgU;iZj%8+;rQ(Ql_h*fY#8n4&*D`t93$Y<-6At0lmP3S@4L{0JTh z?D0U%9LC5s$nb)Ob$&Gbi(67sn~c_>wi?5*Up)G0;`V)hu5NC)ZwxM?!HY^J4gfL% zB|K4WkTwb#Xv5i?pgB*5cAcA>TaFBwK_esVI`yqJN2k49r-AaXdw$9FJ2 zU&T*XEQ+V(C_e{cCcwrDguI{OPlTGxOz^u~fj#yWEX=#)8qAIlnv8vIuEPhIK(L+# zILV#E7=~+%T|2%i;6sq4+svuSPA+clw|&rs3^^bt6SY3)u3fDyC>jhdxwve_wm09D zNHkyWnRkeGE&mnBUC3NNB8&NW-$8ExT+GO3(*5yL7a4o8zns*gpPhpK|ePygr~sH_+-iKx)zIn{Y#rJ zi%Ao3j*997gd(xCeIJTG6?|>L*O^mta}5Cv>@~A6g=BZh-fP`$I zN1}lOUuJw6`)QO8&;Zs&-rpW$ROI^(P>`36PT_kj2tLBznjt8~%rP^T0m5l$piz&n ze{cY{3s$8!uaDDnd9tGzHLtbXy#;*)QZpzo!`x>~H8eCeHDkKq7>Ss}*RaiXn{~YG z;zDH3;J9BJeWiTlK1fT)ejk{LXby?|tYB_J1A0+&T+kWdWE>&;gg>Y>F_Mvp(!hOg zTuowbtZpI4TL;q(8vz!O`OUzPXWC)jT-hIAv#}S62(~cr?vWt$5B^vaQq|#m4NM_o zyLszY9R_rS?Y_v9p0xj1y^=ydq`G9t6S9aXOwC?EaoU_yCAIKV2}(g&I%BTb1_>pbn| zesHWkKCz3FlL?&1e$ZBW=aN*(jM^K_KHY|5kICC+F2a}i5Si3Q*u2x%cY%zSi@2?P z%}=*|$Bq)F{T4xIF;GXHshqz$hZud ze7W=O+eHIxW9FpWbWflRbb)#q>UTgvZ^4TdjneG?kYH}&5x_SGSYWJw3tE5PD4O@- zn^3yY3FRlsto{Phw%~%a;?vNOB^?ug5t$hu3eqU4l4hr9mgqByJW5>y1ipk?V*lIB l2(_&FYk=hc@rP-TXGf~nZrtXfFT& literal 0 HcmV?d00001 diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/svc_heatmap.png b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/images/svc_heatmap.png new file mode 100644 index 0000000000000000000000000000000000000000..ea8d2073bebda58da24182e5c59dae688cdef23d GIT binary patch literal 39616 zcmbsR1yq&o)&&f2N)RNalnz0V20=Qd5tZ(emhMIxDG@G;;|{^q!WkZnjR2{9Hm@yd3m4 z?(WWRBHY{#|Ga_A$<>;B92X}N4szC6QO^y9A~Zw(pcP2IutlNLIhEw3HN7)eCcShu zhN-YOoOI1TJyWuUoB6 z%pt#j_vruo4+SK+XU|GkJ5HL~+2JNChGAe6Jn}nd-IIAwk+~_2-};$Do@y<>lp+V%|I)931o{(Pef+MXoW&0eL^He@TqJw#1WT zBz_|9x6>1d9HPA3Wgk%7*Z8bb1HJ|0HJT~u4;Y<~pMTMs|xy+RrbTkTa{^&va;fmujn*&cH%vM{=9E^SRqTqgU9FR9WkGua#!z>B=-&E zs|@{|#UR$A7Fi+)F1Re}xe^>2it)aj$sUukm>3y=I`)$Z~zA-`4E z&?et{wRdL-^}qFU^52_{;H zQDTJor4WIE!58W-ivyQl>XxHxYio~`TSV5$vfs9{dR`~{fS8Vs5XHmKf2G1LW$5bC z(vl1Zd1qy7Yb#r9Rl&|cM{n{I(K<>N2l&SUR(cJ%b5sJw}e62MQw8Bj!4qPAAp_t#SRhfr*aG`VNbo|ztOFFHFr2kUak z$6dTSGd~|17KUk?y|Qwb!?1?PW9jp~h6ah1l@%W68L6=FaJ0+55_|A$ATaJcFRV|) zqai1cfN*%KoXk$iYmSMUIojW%k8=HRB-W<;0{c9=Na3XU#Mr#eN1G6s2|uQkCr3CM3X$;PO3bPd-RCZ ze`nOXK(B(O#hlmB&~T$$X!>LQqVHD4;mP58x!n-^HBnJn4)Xcg=E#9fI@l^j+9kLF z0RaLIW2BJ;G`Fu2P;eWEWoOg9eEHJ!&Ydtcj5CVoucBa`--luoI`6FL*}hy)cMJTr zq(v?4iaFmF*PJ6A`t=D#OzR$;Ax7*3o+Vt^NS#OVgj>+*u@Ec?0iDD-6eNiEtl9qP zIyySY5;irV%SN1I^XxgzSiY^PcT3=f1S=~x9yv#FOiavnm89Eu)!O0r(dSwFo~u!% zrloxt8KHdj>QySg^^NlKyHoWSVDlhL1NXV~r6eXh=tR$~>z&_jTR0v?U%ijpkLBg& zPoK_?zi~)fKAic0;lA|w?3puX3U1|{X*l}XdAi+p44bs<^=lcp?FWg8XsD?8_%?`V zGYbn0c>EA*W`obw_}bs?dzHB@+~~>>B7~h6nVZWnFfj0}(dlVkUVmdy5G55=b4Ld* z>@+E9>3dy1%p_;EOZ3Cx|+^&j}W4vQ!Wxo8SWMFt3LLvEJ za+_smW5e0o&#(F8N1UM|t>(Gb7zP}fLi0wK`7`zJ-kI6jp2fhxxF#ZEzA{p-Y(htz zjDN$LF|N|0o!}hxH6mYMUrGu8Yk?>G)`pFNG~MY}lXgCR{3r#tz4@b`DV9c*TrFKd zT1EyPa$HzJ!DU^2{iiuOC|D?YQ&ai~e5wfB!RHL(;xw!`GT$E`?#`~PymY_2zrVk+ zvm>7&=&*6TJKfyZM}#V~?xnqBX=yg_OsTA_>^)?)GOO;35T<6mPs9i2*Qegaym1(p z(b1te&w3*avQ|@5)5fq#5Ry5OCB9iCu#0m;J_0ncEe&-tw zyNQX9k3{3ejq6o*LuCPno|z&ZOIhA`zr z22H=(F>Yz7*y77eJ=mm8Ym;x0XjmDqR(I@rp_+#7=H|wsTZV$gX)e+#M$-JsSQQ=$ zY7)C@8Xs0$TibwKUt8PrkIR8cFYEOVb6-AJ%V>g#ee1OzQCeEs<@VNdH3V`VL;)IV zxYVQ_xv0A%Jf910VIW8Cl{}4whdP7o55vP05EV@jy|asp(GcZmD06f3zH$qNuL}z*CK$`ZrIGjU zNf)-w9Q;~FVhHw-%f^f}Y}UEMdSs3D|$!;5Zb8VkPviab3n`vIek1EXk{8?Qf?A-uIB(8f|FN``vgeD`=gs-{JfE%asn=W>QSaf?a2Yq3yfmbx z(dxX`|;d{_Yez-Coo{3oi57va-#9$BvRpy=tE_vH$w@>#t)eoCYkAG#D5e zWyZd|G7`;&QpM*GJ`aaW7595XPaYEv8Q<2x&@eM6FOLc0O=|7%^8LfN>kUb^>(h;m zu$-(=`jp0v>%AE?3vXYy8Ge;j>9F;^8y%IamLVt;7FeAw2c>pX<2m-<`Twvor z!@|NM1J|QE4O;a8kO1V(l4iTk6f*%C&5U%sU5kA5!J zQMZ|H2q0!+wtpXthK^zo7Os^$CQE~R%qcFu!hGqH(zvUuD<(fbzZv9^0m18~pE@6N z!xB1-zfl?|J*FzFuBPx02>2H7G~Mv7tIBb@!KiOwfTSl|l6%l;vd#k?H4B+F1a1^+ zE*470-@pF#RSoo9CLdLXE3*Rko7eX`b%9~EbN z8=p01OtnZ@c97a;KnTHJyYypmQON}RQrt0Yeo_<;WCdwgcr_tDmEfa8xs`5Srvs<}<{gjNuJ5qLHD#k3ZtZDwb#9^O0O*ar;rp(s)@^~ub4B+vM8-#Ne}Df6NlBqlHk8LbSI5F(kHk_7-(K{_ z!^L$z+H(PnNO$ALjR8+lQBed@);Q0iLz%o2pT=W`URhNYBfi_8r(kAn9SQJFW&9jI zetx!TNS`ew85trP8cw%($jco^cgNm1#6Y%?laqV2ba5)yEty?Q*+UF<4wk{k z$A>SwiB>X@nvIQ(QpCNWvSh=akDHq?Iy&0f#pNEO<#@d|6giOI>?@84Or z_!mDHo(~=#+zJjF{y{C~eRI)PHoTPS>Q%C{XU{^oiZ?YkC#I*f55j`g*^Iv_*|vwv zt*NVH6caNX^W6S%tJ0<)9Z>e;#a$~qbEPc6ic?clKPGDVch;x5jnF3iy#>Hl@Vg~Y>DfT z&1Ga|XTN<59~sfbJab0*Fd{rWH}LpiUCcyRm(tM4C^t{TlYiIU-JSFmaa3$9(l^|y zveR0e_y!k@5xgDOlOcK3+PeDvdxTYY`lpvzqvaOZ(0JS`GAf#zpHECq#sZXAy8ufG zWohGR-!08kL7|-_OO%ljor{ahRVnT1`Y)64urPXhdK9z~dG~ zo`Hee2j6MD#fQ44r%mbtTOa|zu@#k+68*M}^r5$ax_xiL`%9q)_WQL?yPzc(h$Cr_!$XMsTh|a{sgy7DO4&}O(xz%Ow!v(DRlQgmupX+jRIj{*_ zk01GTTUlG@>69AVOw{mtu1|4h1!C5p?4~??7y^w{XIy70uLX+qR6ju0#KeS!SleA3 zu0l~wExf9#YGSwZu^?Hvr21drKof4!&&zSW;y$+3= zTw~xdQX#_aOQQ<>oz*aH9|6*tg;F?D>&6Og8{6(tJdG$6t7^XEC)c%@r;Ka%B6K+- zQc_Y3r=fjhWMeyP;=hSCF)@LF`X4`RVrj+eH1Pxj{QY?x#smPyF+j=Hd1d$^LGq+v z+ef*$a;sTOi7_$9e)v_Yu-o&dh3R@}pZQgL?=3gDsR;MU_v2H6Oq!Zk<-P4)Y?Nwi zYtc|pK3KP+YhOnY(A+O=IDkg}Y{Bh(Tm*UoO6g?o(s-`=0npUusC9O(WoODj1|b2J z;LDNWuWwI`NNLYU%b^nz5<+V!V|EJd7rOUx#Wk-r>KoY-aZC#FNUQ)Rl6i3>3sTM| zW4ka1$GI#~uZWBcDk!V>;1e?H>Vygjw5^cjzrD(P8DxB&IHvW-Xay?)tyolWFlu{k z(%@hsBUL`0nyuRLTihA^iy!@sJ~viB)Wo<%a`t6ONz6p>+$!_eM)uBWwM%hE%p_(2 znrd9X;hr2Ua~}a1rWEz$NZ~e#zoPR>b0p)GSnG}|qhcO{Y`=W@vbXpm`|FeO#vsX) zqb>E92Gs=6ayWZ>wgIx9_K^V83zdWn^3ioJ4*#uBuFA^yRp0UrY9UaKRsD%6v<7^5 z_tZ15F$}JEzi@4B#YZ(q;D^PebbwpeHO@Sy@bM>`w9By-f=n zTU({+6}HZ)Dcarj=}3AUJ|{7p172Ejgm1ALVZWN!!JQT4|cmT82 z(}9P*N-a;X$CNouON@++&~tL)!zq&%E1*5!J2)`k|M_j;4fNEt!*z_`zkkO)gy{e1 zUk5cV7RpNww85?Mp(!ckB3^4qPixV7pG>#Toeg0p0N+sTZ|yCYHX^k{Hj?0z=7p0^ zQW~hWP#-^5UD-+}gH9202VliW2HA)i_<6vn7+TMp`O0Ka2_7vjzr5Vj({s(|Co=$U zBdbrRZv#^<9ZxbRDiYDsawSbP)+Wwn7>zxOdv`sC+@}92R>Q&4l_Tgxk(M4IGywWt z@d=mPHgOR-ZyO6+)$H`-_{Zd1AwaYoyQyM6d;^1n`ESS1T@=9aTAR34GdYu?P6NdU zDdFMS58o|XI5`nII5^bqZ^K^TbXjqd;N&>6eL;@{b&l@Nfu5dTuF+f1kxJY1j7&^q zZCerf`ImgRf82wm#RuL(YIkiC+Bm(r)T#JVgKEcX-WxexJ5L~m??E{ALwCCvmwYVuvS`Mt z>{$mD3=9m`JgOjxGZx&(JJBwTPVz>tq!T`kZoZGK|S z&M|2Wv^Q#dTbIX zed7i}!|~4e?QE~6u(Nxc?R2xiXJrUEHTComKr!G>T9uvN*@5_~i=&g1i?*Y^{ z@z#qF*vVGtOYW;x1|BT3R@x4p0o0ueuq!h&lZc8c27odXJ3B5C+ag@*>gq>FTfKWf zJGp1)=Fsi!?bE8xIzg{ZRp+rBaSsFgDLf?vq5!xhA|VNZ^g0J2wqCE(LIoQ*ys=So z``0gC$BApTww?&v0)W8G&h9>ZdJX~=*{8t0-bZrMd^uzg_w^|nI{ytcgbaWd>ytx_ znBC{gD^u^N;Gyy&i5*z6JRl?xf(^3Z=I(S*9yCz8_1?UYO(G%aK0r=$adFWFTGsA! z!98fBNG~V==0aLUz)mxH2@*2$@@E9^j-cRn!lO-4fBq(98t6F~E?>rhq^y~$ znXC=`z$Vgcj=r|62{;sl+dX4sWCSU~6k74$c|cI&@>y72Kw%_Tv|maAi!k%!$K?uq zccnm~#pPutC|(T>4agbFE!v&GekATn<5v(-D|}WC{RtUFU~4cM#tdZD?QQqFBV}mN zQb6IdW>bidI!XFDO>|$e9PSnedNLU+E33o+`2<={XmFLQ)qqeWWl?{^p;>Bd)HgVI z9#)9~GIz(_;?(5iOI=x_I?jOP+&w(7V7HrX%zWT8$ZBhE#|u4!PXa(33z&*oSVWSw z>Bds$m|-CU(S}u6BbmosMwk{B79RjsK{$mtFZ9sVy5WS-Pc#OZQ1X}tn_5}10Lz94 ztXvaxG2eR9l9HHGGcpi%yQx^GRGBaKy5lB0P6!bxDKm8Oc))pt0O^2`1+%~{^94-Z zbtvl6z7G;IV~bgpr(wFUUz10juE<_vw&!1inU9^)*DZa zKX!L>dY*$G45AB@j*jlbmoM6VK+P8ElyV`Jegx?4^7$Ma(a))=l(~@lWuPg*L|qz_ z;lFZ41)(d$AupXpF6+sYCpX`EI+#IYBx7S^Q{IjjLJv>#e&=&Fo5SH2g9i%| za_`*Zk9zL;0AQiUh(0KuvN*C>H(Av4(jV0Kh8C;!HkjSrlv4B<=Kdch>*Cr zIOJHlIXO~`BcUN72>Qc=9YNA!UJe{LC-QJ$jpWORW#oz&NW%Dx9pvRKStKRtU;$*a zB?8LeKRqI4i0*};J<6^OR%n}v#Il3_;>Ic3ye5wy&%#@N?K8%fBgp8-*bxlqVg?#v= z^(ry+jdF6&Na20ROOZ|WKYmDd^?F|C7GEqHhReozNoA5j^IDp1+7dyoOveos4KEzB z-Yx8<_#7G6m3|%MKh@VG3q>(~)$2tBlqMNSKjm!RNzOVPDxuTzT>IIgjEN{`#BBMu z|C~};t)+J~rui=+t$-&{agx|Z?780mye`~%_vhv=VSldirQC1%jjZh|aVuyuzkmCv z>8~T-GBZ4XizEK`8;IG$lW`c~^|Yym<*DwUTl-&*wW#|4=2(9&A@R0uG(B<#_E>wy z`>n*tkBsc9%(o}=NRg^^?b2>JiZ*;MYJ-$Vo}P4-$F7 z_~+ULK10)jRAx}J=phZmJCK%tZf=frCtJvgHgNwN#Y?@4GlX;!EkO9if=V$1g(P3% zpCjO&w=G=DeMWXg+Z0kdLJ%S<0hIm^KxPAjd3z)XayqC91im{fX8}~GrVE?}I-&)t zm`cEn>#2XOZE_OGF3ZG>o)_X z%4^j{X=9tbIv&XKS3HN?Mr-a6#kBJ9@+SI3wVH>ULHd$0FrWhP$+rrBl~q+~dB-Lv zlMzr~3kEy^(KZ8s8T7!2q$G{P-a_Xn<%y)hSvo7CA=v5G{W_ETKku{+_mxCGrjeIg3hk*oB`f^3_XCjXUY8}|J zxAm1%>SPO?`3CuhXk@}4Wu-h{BVvEDK=_$PI{fQMUMcdQPo@ZAdv8DS_ON+aCwuv! z^g=$n=x*_QVRlh3pFjJqfCoRl=UL%3ng5^tI+$~nIQ{-#yN~fU?v+2!#YIi7{6F41 zpB`n-`}Z~)O#6EqG3FPDM}O??Z3nOlc&>Qu=I`fWtZsdKDDUA-Ka$+Myin-cDMv>~ zmk7dt|EIFlsuCtjz-fxQ+G$$bi}LqXl@7}lEZtJFX=z$gm)OS)3=H%>ITD6PY6eX1 zmOsFO&!iWAXQg*)Ob?>~B7>%VBa7Vu`f}g}fx?BjUBZn+&M+mEY_l3tWFtqi3H-H3 zq}1;-TzW>V6!z}jyE@t5$-uXSq{QeZS)3x{l=t2S19V4;85vgwr$A=73SA_;)@fLX zTL+?;fij~8Vdy;|%4hZr!NbdpC}25|Ye_uQA0=QvR%r_uM$XWX8UV{CsCk*9UIf5j zw?ce;rlCdN_)gusqSoA2?$U1@3Vb04CueScJ{Bh@CxVF~RGU8+YPc+a;q-`9{C)D% zz9?oy3)3pnL_@*GfbvG+?BNmq?wxo@Xy_32T(Qi_izs9M$CG&xk>(d!7)2RWjBNba3L(Zb%b|pc zTfM1dJGRwhsgsSgf#PHl;eP9d8|)p!dt4qo`Hw|ks^L3J@?9{w`}SVWMhoL%(8}ul za-*f3h;W9718&Y6`po3(4RM+ELG4{V6DYjMtMZS}44Kk@X&W3l=U;ci=P0Sho}j`` zLHFxr-w)p z%AB0U-|?O9&(bWtZ|frBPU0&+*5qlJ@~EiiDm3)pmKIgrT|GyIcYeZ;1i#T~XQnL_ zCp^Hzy>erJ#F27z9B=4l_XaZ~`BvbysPm6$l@7Zo$MKIvugcM2Q`L8TY911uO+9Ru z4wEB2t|+kCtCsRP+SL=Gu6AvLG6%8p6qw2yw*>-f8XAPdL~H}V2I@8jibKQmnZ`J= z&TnKU=E*Bv_ZfyY`FwNDD}FEO=A(_TaKZBGyb3Cfc(bwfD$eJSZbn-UmzpE4%-vZW zhiGH9pA{ASJpTLMe23daf^ztq6r602;y9Cb@29;*D&EODo5K;?n=c7YrGN1rCWzMj z;_^aJK zPvbCX$k=*SocvZL)=DmbX`t2pSW)Qd|D?;ELlB=5IASiix4% zr?#rLM^)A?$4b;JyAHv!F}``T&m@Vm50qb>_IXy7x3uHYl}dzmCRp5jo6aVvx{N7} zY8Y`pi`r+D7;38Pg7(x6a2W z{HiBqOavvzr1*#2^8T(7hNt1#+aETJyEi^PoF+aJAU86owHW?+_Qy3}tTjvpG}M@& z%ZECn1?MekOn3LnavN7V>JuNni-bocdZT2gSKAx0I_4XD2WD#$S&&UXRqyja(KzVf zH6R7CfCEzK&|5)7DEIwkcU3{BvfqKaY{8fGN~V zSNO0L)>>w+D+_Xkv&{X-qV)dElf1KUqe4W0`A*8lkR`-|kH>mCK$BlcYI2F?n};6z z)$%0%lN!o2j5s){k4Vc`Hmcvwd2$rWM?I8Fq$CUahi36=V)HGY>2}+KS1m)iu<-VGRKx?Iq0xv zbY^478mERh`eTjzkq;a7z3RL>2b%603Z6~hj~|yE_mPPaBz$;O>N%(7$>o1otvPbq zJk`Cq+BUy;*d!|!bE73foML0QH8NGOD5+At@ss`LxQWi@WwA56Pvk7-LZ)wazGA;P zT%u?EIREyML5|qTAqP#of$$vEFYiYxL`?k!IK@b-y#Rq07PmW_hVg9IsjH;hV;s+RqkFvdo8vdv}l zTT8|FPup~L3@{V)t*+5gb32^JoH?5J7I1l4w2?|RtF%#I86m%8g$mXukNBZEedYyi zOUL%1osBH!RKkaFnT1#9+^eekK9;lhh(#s7Ig9SRBYiHtR+nAuyS^g&MPbeBNkI?K z_+7DZchJRWU8{evvpDtajAJ;f`PL&r@1KM8na8iO{Y5U{P-bT|qTv+qEN?0tzcnBz zjk+-zE$=2o72a;>LmJc8qiv&q_>1lab_V;#PNl;8?vFu-V)578&kW7pUj3CJPKb?H z`O-dSKKwxQPMye@&5H5)7q3o4<1~pdGwUwKe#fUKqs@C!9J*pSI;~#%+O5CHrN5N* zyhQ*?%GItlJH7c|TjhCw)S{|WSVROPu;JkIl7$v3-{4(?3NT8pu6JIzEBckG^4Ufzlb5-vV?pFJiy*dK=`{UX{Q>oIFMESUwIXKM z(rQFT??d8?2Ah%$uk1J?;@^q7{C*&%jw>aBHLV!6Jd z{-)Sc3%7`AlSS1e*z4YBPpXw6!4v2Et=+$#-8XRMYA$y&H_Li3eVZ96xwB)o=n z^k<-JO%k<&#nqdyz5SpcS-+@$<~9TgOxMsgytFdd6liKTymm z$q&bBG-~asU?{53bhWT`JV!(0&~hoiv$Flt^AAJPn;DOi9@CjEeY{aaM0$T?;p~r* z39@66tDtSqsgHvK+mOLa`Peah)@-DcuQB3h+dmH>ng3PvQnAZ5MA_4>3Zt8B{@=zvnI^VFjy&AVV zn~2`?yojt?G;;jS_mTEoY=$<+5_YSO_>B#}cq}?SCeEpa<(2R@(2kPwA2c@YVjGt- z^$(ysMzWfHS`$SD`w@R~E;YN)n`NhSpZTf4*q73X-bjHDl^zRFML057RX2~rzIY3N z)~I{$>`X;*&fWw&?{RiZ^G9X@=gJnZd4qY&+vJ{^11oCunwD)|e&wDg&J&}ObRqQg zV(e(+1V;Cq8p&}FOVf|hmTE_Gw^Eb8Q5SxnnMVJ%Ic>e@JaH1LEU>DmCBPV+DiI(8 zTov(!3unE&ylfAF@0?v&*zI99-&q;m*xE|6wLkeLoZNaKudL1W6OXw}Af?1xmog^t z0axP)8S1&G$A?@4?(%hc0Tey6AV!4mnC?g;SD^6u_@?m3wE+`-Q$x5CRIiw{Kg^BZ zzs$yjy^lqroA#r#(m{1+xy-uuS-J|d#0+( z)beS9MTLlBLVy34kjF7t^3`5pgP&y|kec)j=teJ|#-BjJlgMpI@xuA>- zA1e(qE-X(n17ZX%7e{;@HgFh37E7 zA-mc)=(CV&qk=yBZo6_DAoGPF&T3@jhKkw(XQ8hMNId*H))1x z+u6n1q&QCX{rKab21z9PPAcrwphu%hlz&ER83&>{iu=aL8^3~cD2By%FVBokdg&Cn zx^8VUN|1?&=>M3mB__zOy|Q)G!5xv~^djQNNxz+3{bgUjx%&}8c#qnHvh$l=u9z?; zDq1FV$S|=JgUNs_p>SYPHG9{yJ=%}=0gjZ_4T%twj-KhjWR2jjU52$g_w828+jS3bsZ98$ zN9B~ssV=RZVJa8&%nT4;on1)KpR@dVg<~p!3Pt36bNeKm7)K>INsX-Q!UPdo z_0#+y)h}nnnx;>tHkJ(tgN);XUnE`f7yZ(x1aXh92w0xw!T?*7DSe zYP55|JjyvYcu_OMy&|*MZ?ha#ziarOH=J!|*BDWA{z7(Og1%dW{d*T7fI)zfn zW(wK#86STUT6vbd#H33IgmPe|D_#}p99x>cVb(l%t7e~vMCfF6Zm3Tx)&aW|g$gv{ z!{wg4J=^%52$iE3;HOz3*qk+US+iQOc_P7AMnxrz%;1J{Z>`-9Hsx3zTZF1fLTuOF z5#9P%?$505Fp0jH<0k$7PexNrg66pYjf276@i+J?DI91UB8Nbm?Cp#@^#cKpAlP8P z@&dbOk!(hpW_s6S+qnlf`@hpK9uur|ZCgs9LGq^t8-%_N1+binnQ1YD3GoGQ_2Fr{2TjICgqPD=ZF@#0M^i$o;azI)9C#h%;U=qydmL~y ztILBa{k}_Lt?Vkll({^?jft2K)seJhn>6g%lBM$R2jpUfLoYUsY0~X7KIGjS9~{71 zy2=rE$JlzB&Rg8lcI`n#86ahIeFAjH>lUA$j1NduHzo1d4GHfNI)wEe`q48=V7LXo zy(j+oN%GcEVb2tvS((7q;M2%%Qwztax3gz|RBx2I-!fObVv*)@=sUbTa1xT(eXFF1 zm}J0s_G1+e$IN^{XF(L<0|t=U89;3$yMQs*+)75ud#@imucOI!FTW<9R?8Bfg`9oz)m@ zLRxyTP$1UmiV9Z)^)Fd&hSw9d9c{076+U}v`CKc0QSuw7Xvq)J{oBM(Bri7*escL= zXkeQStK=+Ew{^$PU+5h?wf!f5SFWoEo|2@A5ZERZA2B%{|YBqSv4?%)55qyY|C4Coic zyAVssiw;fzgbLjM5G}{}7e%P)m?}rA&h$m@Xg%n(8RYlG#Ke2xDP(44RiRT-y1!2M z7qhdJOPm}9YNu+Jh}P`8zqs*^^H+#l2cwh`X4Y}SyK$F^1!4S(E(<&*=`Ysd_CMKQ zKzJW9F)_r&x8*?D#cT(s5RmwsPwzD-N_ zcjP{!1kT|77iyjXc`W}Z4S%!vP0Dhcf3xUv%p`>?w=ROK|2#D{bxvt1AvZU-At?7* z$2ukYh`9>HmmCnU5VZ8Vq9VVS+py*)7nhKbP`>#eN>Wi4x&b_3`E;utX}}MLIFCVv zW4d;Y5}Yco$KcKP>Po+g2V^*+sBL`xbRJAW$T$P&mk)MeS!uy<%XX}EFOry400F-3ORT@wQvZKafnIQ^_bhJE)1yn`DQ{%Oce0`rh6N+HNL-!R3&L> zXhz1yQbf4Gz>d7wS%rm#5$~_h*RNkMuViFo#DL)aROK<(fFQ7T?u!FhkGV~>y;b4r zoVUKKEk1eyUU_P9UsB-dA1zXVJPls#4}h?l3MjFz#gLMt*Wh^V)!(tqy!%Y#^qUFNDMf5c%fNYM$r})e==f zR9=jLgYA1jrh@kvnMjfX-Jv;>klV%ZZvm?R8MFD1zTBvUgh=oeAU5)XTTGakn2Hnz z3i9$DnzUdQ!v??w&TR%z2EfbrWAFtbV(_uehEaxdbQ09ia3Lcc5W~*jI>^AOoqUZe z@usFx9(u9pLJhF@4+d_({tVQ9Qd&wOQ2WnTDg`_uZ*GbO<*ebbGq=+QAiV$9c3^6q zY|d^=v1}5&Ik709(!_EhaI;eiNz&yczmu(I>UUB`0dflM^T@ORm*ORt^hM5w{r}p| zjQM4M4uJ!C&*IO|lx|Vx;7LLb_Ah}>=2}*v_kW0LVaZW*f38AK8B8xoYAGPnX1w42 zw~Y9=z$c>{eVI1tkJy(gOByqnhP)XB&E(f4#FaG}2sO{HG43c=06M0v$<0_;qu|UT z8maI{DG&44hzicRh-mzshZyrUJO0Rtw&f)MEoaI6le7NqCWqxn6aM52hAxKt?Td)6 z^l$1a?yURs|8hU%|LuM%D|PQ*CitV9{G-p}&O(a+TPq1Os3%YO=RW^Qr~m7v{f8P; z_P^cQ9}$qO2}IF(_urZR-$a};qW`ucKvMtNK~eu`u?!rrBL8t(XSIJ@Jf1(oj~t?z z3jBv=IwpEps$Yc*Rtp{;9w`{};SD%&zhiBE`ogUt?(elmx(h;N*6(-LFEd30S94#P znJkj^xwvkaox%(SO@&o=QwSE`222Otov0y(n$nah?56xL$0JBpsyQM3(cdSryEG z$MEg+L*arBU{jDG&7h#5mX?+r7+b}`!Fj+H8y_3{s89@%O`-h5bcie{u;9Y%d!bI} z|7%F+l7zKV6!>g9*7&Z^XR^;K77wGq-8Byu6lX85_D5_QrZ83j2%72gWyQ%^B%SvAAsG`m=uLSr ztVYKN!;zfizM+}?nvlpEaDDo6nA@7ZMcV}la*ao9Pqn-y19&wW* zgQ-wzz^jD~RjjjP8W%0sf*HyV)N710^dnFk{ zj0_C49)^=V_C5aI0ya5i>mMX{n}eqArU{CRiyJn2s6Xcv<2YBW?H`#T^opr52i0?< zN4LQaf2BxEW7OjjYrGziYLD7^uVfjp63(`ji+@yA3(-12DayCc*X#|@Y$oRDCZAjjr+{Ou2tlJD77E$7CpYo?BC>nwUadLi-4fu|;srs(1l zqZluqeXpdfv*GimhUpzQh2|v|*Hs;+hqFOn&!VJE6!7NtzsRYy7xDBDORMS=5KP5< zNW^wwe;5B#u>QJQtiv)&#X=mj{mx8rBkioQrhekFLRC??nekOK>*onyyTqs)>0*-G zWgld4qoGu7)}y$7y_~&c8MY#J)=}ZPsn7fKVk!k?J)Q`KQoJ39Cm6{%vO*$-!35JHJzbXO&23;lW)Vp!@u`L_vL^+8#i?YNLp+O z7TO{SrB6PLN(M?(Oc$29c{X=9?pjRmy7BB}#PJC5K3<;ox-ZGRe>ye0r6qsyP4_9K zM|xG#8zad&s_GlmQoCofn?DbbQ|vmmHmqA)Y!8^^=DpD28qQZr0USS)lciXS`xpS8K90+cy_I_TkCqGbY>atxqusU4+=l^7Kb7jw#i*^<9XS(rR6g z{jOGqXL~txjh~{b8E?;++J@zaE=vaoJ0&#SXh;_UzVb@1izGYQm_DQbmlDB1n)zsn zVy;;&V`(1~^R(r8J(`oyC5s(8FXv@FzBVt{HYW}J+~cMs#jXc*6(?%;rkS&;7yw1+0&l<3s#(iuffLfp(wS%^Ix;#}rj#MT-V74G_S z#f!%(c*~F*mc(@~zt(hgr@~&Tr45%1HKym_Iv+zIAqOhu8DI8SOIM35BMcJRuDPZE(ZhiiH1wP;K11xK24=Rw6zh#?*c zxJ1IhyO{c`-QmsxxvB1z*7dw}5v|s^GG^);;_!lJ9GQNk386wy`#&1*V4%sC3x0`p zyq_lO$aM8esTfx{I~w%FFd{nQuI;{sMu*S+pzTxCGA0f)b6)XIo8whLPCn|tE zME}=Cm2o+J{Q|90UgHP}_I}~DY`oxN9lsy<@lmM4OFry?Z+11W04>TlrKrBdaT6kqDW zW+mMZD2g&suTc!p+MK3bwu_m$)p>3qbUxo91eF;?oxl=*fBMQKj(Ug!C%?dJAq>># z*F17B4g|0LqSt;tts_gtxDj}ci&SLyFdl%dy2D@^6n-t1g-@S8CBEg&%HfRAZ5_mW zsPXXD&71VQXPsq~Pf)Iy>Vix4(41=GZZxdhE5^i}n6> zghgUZnbMQ$w`5J{E54GO?b@4S2vJ$=(VdkylqV2dQQfdLz-G4kKKDhGoL0x`|4;(; zPnz%T2Ta}?Z=+-is(l_|b5*u;EG2ct2;0r8!B}?I)H3Y4tQb#8$*h$-gzjPa}Ce&R9u;T3I)xPynaZ%XA-F@ck3ddk?|ECMpp^hnP zGj=Wi#E-?zR!l}t&RSe)Z9BeL)oJl60qzAdS`+cmFBq1R^uBI}+IG0H-6tjIEb}il z7p1J|YRlPSrm)*GXQhql9mY&b(@)(O|SMN_XF^0d78ZoFQNVWy1W!jgp-Qi+klu*pC^ZfLhWjl4mlVi|LM50y`*8DRoRh@eupzV$ zHa9!ZX|o($6D$thrlfJ;^sd!4b@x-arY4Sgc703bdS6ud5Ku7yP$Lr(2$2aGm;kf* z`Y{o_;Iv>@pYnML<9Wbdbjc2Bq@kpA)Ct!-mS>leI|l^8_6Y20o^*5D`n8`X;JL#& z>w~TWld!_eL%Z)QtY7DkMnzed6>D!+%Y02uCTLgl0f^E6r9V7Q)hFSY8>!+*Cu%S zjZ-UdnSDX;rBLrDM)}Pg971gePqBfy+))s)8G-M67-bR{$2SmkXz8Tj=5g*LS`-dw zk8SQcRf~LK%`afT79K;FTH~-I~Z>~t-piwo1mRLB9h}1ItSU>*Q z`APox%@iuwqR}7E!VRzT*fg`t1<3{ZO7PV&oogXXB+-2>eyCT}2Q*fKLuPiCF)@eL z??<}OxzzL@k9!mjoQQJs<|XkzX|ZO!#)W}#aYP0{bvs?7@v{RTYgXnv-_5qjMm;V~ zPL?# zgA4B_UFM9>F{3|7OG=oj{xVwM!6xNu^~zARe;jE4YkoT~RngJvjZynBmXqgU-+jz9 z_)bBcne~#{YC>`110q5lA+MLm-*gt=JmBRvkx|)pDrXhv#E+rq0+v?{#$j$%8;jqa zEI;4F#Wf(2_13+$9t*GBw%OOeVnqd53-kS=A)C3;%862SGAMSEf|ui7>lX<_Qe= zF_^8s&a}Lv^fzc(jz7^tDhCtTrdL~wz_&dIBXBlDMaim%pxX2UJ-~d4jcbtXlEKN8 zgq$4N*c+;eJaXtE2$KUd9`wJ|DgnYO5YW|b~`TT30M&JPee#;@;0)h90@kRx+2-MxdoTci_gKa)@pmt-$Pe-?8j4ED zu?2>OiAhM%Q3XbC1tktw_<>?K?oRy8BOE?^efPyn<%@}OU^YiaTT}TgarNKaJ&QuV zfeZQ48u+FL>^1+h}g;^2!R8g%65iBW;hMkN0xyTuj!H4|Zr3ry{9 zHajsG&MnEXf4^6YNST$GBpMThZfQUjX7B}9&{Ct`13^{}UmL?m_yD=N0x{da(m1@? zByj%{BC!1N?+)xBIw*W!(ErohTYzP?b?yF-iX8}wh>Ag}fFPiND4~Lcpi*McArc}X z(qK{|Y*dsI5NV{lQ$#|gk&u#>l9W960%M(g$2)o0o(2#Ha1=8+sN^&}Iq47+ z!w!}cKm|a%*uqh*0do*xfMr%^SS(ZVAbWehSAsC%F9MC=v>>otC|RJQ^B`w_dOhsF z@**yaH!glR$=r26g1AZgLAC+?1WgM3KTCHdfLvp3nmI^nm-TF3d|7W~M$ez8#N zc;rQ;xUihuRtyQM_1&w$1OAS z#0kr>H2`FYNl4_wC$-mI?6B>uxqRW0!hMHuuS6kgR0OaMU~=je26--Hi`7$e*W!&!gd#4AYP2anwf8Oom7M7Z~H1A}g$+?xwgJ;8>0 zp<}r8y)B+a3lsH2?Cwzfy65_#zhHE9l<+3N??}L_DzkB&TGR)LJ0g9o6(xX!FNIN< zeX`;#afGqmEb>1q8}aSkoo{6=rG(+oiM!Fr4d1&2)yU#2;BGI==S093;J#f3JENrM z;bou}NQ)>gUWM*HN;qD^Sn+*`Y$@vXs>o(KK6-Q-d2YhiX}vHviK^P4r-e_FghWMG zgF{saGzkS2)kAW@+07U*qR6rnNGE`#BHnZ?4F&2ebT$0Uk7O7rZlW5yk;o{*FNBcd zF;NLb(T=dhB0*cid}cANXbdl_*FTc^FhCu@)e|s0GtpObwm}<4RO65Etto|jO85#B z&IaJOaLolcv~-TG4W8Dvk&zMbKm>=sedc1llDGzgj>UD4pey`L2dUN&ca-8i@}bml zPZP#FvXv_r9nK(%0L7C(Pvo{?Qwny&f1E}c4&XKS-a7CJy=?7fM;v5~Jj@@}0U$wG zeF;n!!YdA-Ux>$vqMNbJPE26Pn*KbMJJYA2%c96R=fW#{7@i|iF8r{BrB%NnaV_c# zPx@6r3-OA9<#;VTooNifW);-dCRZDI@H)XsLfX82yCYta?1UI6r?oHv!?&>bN;1EO z+X}_t;zXyn>hLS2W&bQ3U~h8hZ-s+SN}C)EM0L!vcoU!K5UG5y8`KO8T+hAaYlANy z&?6D2nA71$Dd^n8>dBTWW^`4===ksI!k+3eL~c3NZb1O=7<(10hh~I^2X4rzE}xqO z0*|l`<3(ZIO&>gXiQjVU`oqgIYPh!wUC$PW;n3o6APU1#sgrfVNpLfoo0|uqj>$Pd zz!m0m92{0-RUlzCL-A!5T-IzAX&w@E5pv3upLwf297`w zSjD|9D%zIew~vc!3+M}lu&g|q699OJfP`GX9;W-m5sbQmhK4I%rx)*N*j7}m0UC13 z%@rcj%_Pha#N9`_JZH2Xb##KX1-1t3#08T30s^OS6N>|K?0}cE&?V3UpjF%I5zU$zFi6W z4WsMX-sYu}WSBL<=E1ToNkYiNba(Nsbic+dO=$!< zu>3pJlZHOkevv_3BsOzTohV9csLOn}Y426hIe58m)7_HI-80lN!s28pW{WzKKpqK? z>n{cEcH{X7BhmrwXd|gU+vYeMv>qXOi^uoiaTg1UN4#^3G7bO_RQd{Xb4e#po-BU< zeij7L}CYgVL9=t`YzOLb*Yh<{^C0u>yF6V(V79pGS4?lAgY1 zl9!i9;KCF$!ov^B$jFq?EfqkM7PV5+>6B`EdXG?UN}B)y3p(d;$$P}0rK2kkzD3EQ zmQN<>!@Uua$wTnou%^X=SV)KhFmhymu9cnk>mwh9VsSxDd1ppkLkWS z-et)T$4tUMqIPCIH(o~=7Z^Y`id$Sm!(WOmhR9>yjtE6mq1s6`8zQWoOFlp(gi2X?i3b_@Jw)E=%eP49O7TL1 z2S|d@<6)D@k`Zu$pPBd!UFD_4$WNHcXz}1WWNdHPzSyPjQ^7=X`R!s6Rha4l!W+Q$ zp0i%QhpJ@(P@cH+q&q)GyERa^{5?L~^ZSUPfG9cE1J?^6##MrN)`%$BO~r05>1WJB zSN-S6WCxiGc6LBI~E0!f$L87{&etr&@A4tpXOt_L&|5J{dfvel830)#@nP6v<8-Q+9?oH%SckZ{mndKp z0&^w`Xoz76@`P)ike7mZrHWBUJUe*4FSMur`qqJrkQ};$)0CKa#7p$tIoEt%V-pi2 z=ujk{O#B4byJEI=ns8k_0-6mwxi%dCDy+Iup`dRJ4kNgX67j3}7g2 zsQzykw9QN$C^rh`@7}4~*gg*L9|%1UV5I@D^8w*_25X{kU1;^~`Ro-}d2R|L`O}x0 zu2$>&WBB?fA+?tKc7qNJnV>Kn0g-+wUiN6-JSZQB#|EZYqk}o?Pbp(l^e!W=Fkz zWJrAff%AXrw4w`54+YH(PD{wp?NaPh&9C+f>rl=qo~P;Ut&bZKRXk?4qqjFaHaV`K z{yo>HM3J4O+%L2~hMi3Zg+&DJBeAQOWj{Q3ojIb;_&_L&OxFM3>bY~bkb>NOZ@B`o z7;i!`{wZ|>t00B51AEn@Z-R+BrW^DXH*zzn2W6KOgtwB-S~KlRTX`z{E}WRt>o zN_qt)!Y-oH;hs4&YzCr1TR+<=ifT_Kng~H0&Y;!RD)wo;waxH8Tgd1x~?H&=Qr{mEM1+gn@gGB%8EW4-4fdiq;^Hq}#s9S-*$R;a3}y&B$* z&!VcnckaqqZRD7RCc_!G>CG!vZORXNFRP}n=@R>Cb5D5BTlp`4a&>IJ(>r}?qjMQ@ zj)ip$-aTz)rdrYM-yS+(mtU3{p}2sJF{>}f+K?`J4wH(MFkPL;Q}r(nb4KG0Yn_l9 z>seT)n^AKbE0XQZxG3xF?3Op5P={qU%^f4h-B)2bt}Zxynd z4-dK>7qjtTud@@+-O_V??l?uRFkCp~PjZPvdp&z8?GQa;_@rSy$$* zRiWKjl+`0weT1iQRyi8dQ$yxAa@}vPPn%zKSO}Q*oO?&xWcl1>9@<-%ffPgf6Kl_LpSi>lv6hVVXtMc5Z{w#g8|WK&Th-)rk13VUoP|`C zSBJ>|VA4_7(9mkY?MEm#^Fad=(l~G;iF{VbT)7d!he$|xdQAKEna2`asRN1_2#)X&;WAop$9^sU9gXbThbi8Bn8 zd6gv*#U{~zs_(%!PRG-4M|r%{xi2He$Z@TCah7=l6)2~{HO=_LJ5 z{CN3p5PVQ*ska|94wB3O2w4Bd4Fc04wF3xNLy+3RHVH3`3%?=t06KgEiidy-`Cc5W z9a3#$w}61XrVppiS)`?zj}0%olBmzPxY>TREy{56Llm7`DWdX8Hrk3P6Dvud6Kh|+ zT9|*0Xo}ZvV#Buq+ToE0Mm?XB8L=eXlfAoN-ttiA!{1MIKQOCmd2XL_tIjrr1P4E~ z_fuYDYp&47QOEZ3;Z-H_+4w%asZBli!e2Y6e!RI8HSK^{L6W9crmcp);@d=hcA<^G z>h@trbbLsy7v-4y8ZI83&OMch0th#Q^fk-(1)duc4UafHtmrR%qjq$Q98cA|@@|g~ zS#{b&6pA+@Tc;B=iC@JZ<_A3cR+1(It6HyJU1>U??51~A)+W(7!uf2QIPuH^BM%XE zd0%qZ7lb=_-sprkZ;8U%Wvyq-DNpEny>ic@Aq6~txR0+UB`t8p?Ohqmhb9t^P0}@#bvnEK&h_q5#Uj{Zt+Wt27>^ZZPfIa0ScSOkg5Kf72 z@py9KDr4YbCt+JSWNP|~qF9jhe$zS9Vd`rJh^tKepX=4`sfPH%3O znIHO{PJf;j|Iw9{;>*e+O0xHH9F1`fE7o4;=43y$t%a*?Wcv@IHXNiYX_NK%nVKEE62+8k}C#sLI+eSS9Z>0bp zng%&uuh{Uk#Y(L8nm9*WRbQFgd>wHxI?VOyEj#_rlVn1u^3U8?R_*UBmhn%Z3;$(F z)|?zUFZS{7qsQ&Nt*Z@$Uq!_2o>+*X6{ZtXxVpaa1OHn$J3;q}-u}z9yN^m$^!p?* zKh6oP`0ErIN%i0L=Vzclhv6%kZS$^OE{Mxpk$7JB@fdm%5CDIqb^(<=3DNoH&6`O! zHglBkf+@twhNso*-dw(qh<_Ogg`UJd9YERK0^+ z*Tw$vj#6v>fb-|Sea_nQG}LyL(=eacf2%C;aNR4Ws;f-pKYMdG$jWW)SE!xVj_}5s z_~bLF&qc&gj2zieT6^G2%dAZYv@OGhtZ5?kb35vD%Zs+pi{7Jn;l6_W_!jGi+GS2& zX{qvIeIo)oGNoIy59zgK%5^?;*FI!@ z|M;+g%{#mnaZQ$MwNQ>AvK2%K3EzkaR+VKWq>Jt%D@M#t0N+wsyn$TkUUDDxF>fC) zB4>$OIp+W&_fJe@tvH4ab6eM-Yqz_5rAc2;PwxBAmqYwfG&NY=%De zee}o(l`rc?j#PK0U@ymB|96H_D!Hv6!rWefxv_tH`K_xvHNv6-3XjPj9&L zSLXP^K;g|_Z*PbU`_8!hoaMrvm@z~4%pmYJa-9D!l?S~%nq;<@l1XgQrqYdByXPBb zj>jjcyfSgiCf$)g+g*@fx#Km{xn-nVLp)^I&OBDBvvyEk;n1cf$1pKi|KQ6C2l0yi$G43Bc9G!|Ef!8Rh%^}lw&WSnZ2y$IZJO^2 z@BGv_UCqbi$M@~yBKK)&pbg8&pkm{fI%DbjjXU4 z>XuPb{`4b?&f7{66Yr7^lno8o!@N8)ti@-~9kt1Z|In@*UrP< zJnzLuG5Vb`QFvjSRb^FWta+X_14AKf@LNs$YYJ*8XPUEdKeVB7$gg-yh0GVlwFOCSXSc_9!#<^6 zzTBveFju|Gt#ssb{i`rtt;b*P+iSEAS5yitTRll4b=h#A?6Q*jq5kT~vGC##_Dp$l zD%1kydbv#(sN2?F_OzPfkeN>tec%yyX>d#Pj%(9lD&=GeniuH@$y1a+s_7?Ste^v4<;9iz%)O8A^8uvJ1KU*}LcUutSdz z`x&9lcib9|LDxWj@UlhfW^YH+Za?tasG3!HUaP6SaiGa+R@0&@DhQKvnI7S!tW-I# z9bsVLm~T}xYsk7CnTczA%<8>q_Hxj#-aq)ZwUJKQY%Hckmi+>)`*5^8HS?{WPy2co zav0x4kSP9j;$n=86)YZMERP2NV z843MUG|()C$Q}O5#m+iYvHVX=Hq@91TQcbm%m~FN6ub;d789)AZbO2P{!8`V<1g?? z7IQA%r|7qB)Z=wsOuhZhY6ceMzgW#o|IKO!yvZ+D*(qN6Q1e}jNxHvzp`gV6V;cMI zcI)5#FJ36ce{)*}zLkej_Loa8l#A-0hAz5xurL4Vf+H^NpZ2hAG5>aE6bF7;Ef3?@ ze%d(ySot3C_^|x*U=`}HAOFr0{<7#k0O<0c_B(U`zxmR@@cS3<+kd>Ye_99+DL?vo z3inkrK+Ctbwj$iLF}JX2Lxpnan?EE1=+Ltjsdi8v!(>A@x$fp?wy|x?e~4&{ll<>? zVE8$ig$e%me|7|ePfIjKx^(rb1|&IQ%2|BK?-P{YDxj?`F))M1^k`{2E0_PeiPv>L zS%>`1Ek;sBO^!$>!;19)MVU;Ct!$qT#MDwx>UNTy=L`IT8@=7+s z78h&Sb}B6!eG3j8IB*9TTgeQZ2c1LS49}usLEr%3D8CD(1s$4H_*;Kp`yC`xRNP5- zmi)p*cQbU2qJ%8x6p`GA=mu?ff`xxOlNTwTcm$j`)ZiIvT$Qgx|3490Is;yV&`>Ib~zy6-ZU2)0g7IgPdnV4ucb5d1x zFJw;P!=A_w(BrF8Ite#Sz#(4$`SU@^y`;S;y%E)`gaj5N{aL?z@kl);yf`#g5fuesxd}it zAk!r5a5$`|hAH2@{pljzq5JP!Ho`J|>TG{YI^m8aFychduj`)zmJw`Hlo#3_v1k7^ z;pFU`4+)#Qr{@|pYazgp#JDu!!Cy|)A{pVhpR>jv zldPCdvbs&n&zbUXre2DF1qKjR=wA-}G5~h}>8SnJS%pwQ{d3}a_%Ad3;paFi!%t(e z!N`>pKON+ME_h9f`JsQ#jUY4p^9(M*j{h=If7uU?f;b)CVYzm|`X}Vo7#5eOAl4*? zMd`qgD-4t;(FrG}1ux%$nApYJhzXVQLa8@cuyi&M0_+0ql>n#{;wZ=f2p9lSX#oF~ zFP~VG0w+Di9)hrg6_}9n5gj;yn))b77F zNJ&YJAgnNUb0ALq#l$0AGk{LFr9BA~84^3E_4VH*9zqK8OTqexPq zBj!6Whyx%xB6=^9T2a{~Got5U^Wk(V919Mf`C+`YY{=kBi%u#Ho_O1 zaCXTGuCpp>KSgf;A*Boe`BB{oKfaYHvs!)}G5OXW&ggV0%kn7GIo~w|)j~OI`lSup zp@7Uy}OJMF+wvDd7O3ea>$+Jrc|_EO*DHEtyhRbF7y_JGnmv0VEPoq zO78IL;zW_hP7%KV8uWm8A%F9TIxARjy7 zR=!V4fjyXAC0p+F;z$u5W79oP2b^H6)uch%1XOpg(1u5M@i91l(WavkU|yeeUK@>w zC#qA-VnXSUmauP2YsB7*p!;QFBw(+*hy*gpKHy-Wl z2zg~&WfwXb!cf%lF-oxQnEaj^WLy!Ny>S&!{Au~qN)Ps5 zQ-ir?jcch~{bZx<;Pp$*!qIcO!kn{iCzg?V`md`gmU>_By+p+{&F3gynwMwA!TWvh zx!^i!KkLS0?H$ocM2!AAOs=fOhB}2_#`&9I^lL8bhGPLx2S4F7F=XgjNg$$*{h&u9aYw;^n@#Wd#tr*olrCi%@@} zyHjoao=%v$uB(%Z^~!{Zi()QrcVD^3C7!=_W=FQqIE7+APoCxi)nV?Vr<)#iA3hQ- z$fSgA47;n54^zT{F*l5MIRc0bnjY;An{%2Dd$$*0~S zo|PXch@9GY*5DItXM_K*6>T10i3V#3i35;En6@JJ9Zi%kua4Uq8TuH¢TP-&I>1(g#?}Eo{%Gete zCs0>z8+>_HWcLg7;2Bin3%uGr;mK`5dFu4SoG3yy!})JC^^M0{JJzBN%Z;-x+qua? zm!FRqyHc|Lcjk+*&!a0G^@GgzKZ=C-RvzIA?Mjy z{WzDuo6vt4)Y`&RY!;(*Co5qmw>1~F|IApSg8z^9{E_?2Iey;*Uo)P%!9q_a5-i^M z%ebgnv+brCi|PSew5wcAEoeRI`fuOj+l5<7|H4Uq7Gu6F_wg`;c{S&0 zdMhrH(4qCGZ$;d^FH5ejHEr{!n2|FiOh{eVW41(@PXyFfB8Gq9;Lw3Ny;2l%#<+Lg zU%#SVlvEc~1FyfQK3#GoDtt+ajTJ&Szu$$4H&+t2oz0owMCn9op(xnAbIS_S-|UFB zHyYHNr=@zT(^zIhq>3K**U8!b-HHfzhVq#!>lmIaPt!Szm)!liFQ}ytJg<`}@vR^_ zl+L|)-Mw04v-vRjuI7Z!7J)c+L$=oQm*gXz!q+PVD!DDI&r)M#^XH2wDLu%8DezM* zEzreTfiHv2W^3>me=MCvGM`LM;tr?ptLd{}Fb!tAYin!y}N z_Nu8G6c)DgHC%B#U;12!C^#fJwTItD!9ndun`r$)&TaGb5O%ghz4oQ&DTg~+&Ij2{ zTV8Y!g}uyX_?1LQXo)D+HgpXna^I<`sn7bR{%d7GYqQd4-TE*NR0mi`$L|R6$7xTV zlk}UWVaV@4FUxoPn~QYz>t!T^!NF9M<7=#L4+z7$SwoS01+~+k&SlJ!``0Xw@buOw z+^-^Z_Ug_FHUlwn=XXwmcA`US9rL~PcQMSS-KMvbE>yjzVyDYD5@vC5aa2E{=Qo5wN>@u(SYOPA%MEJv_PRYAXiu|8i4<{G`u^a>2eJ=c| z<8Nxxr;Bsy{3cu`*Y))1IXI+4_&GQz(BOrU&jIPq|5Dj|7d0=*3@s{-_R6gvb3K1EME_5WgH8eQX9L%r!x*uh8&@E-)YwJl zBUCm-7R*c32qY4Cn>2T~8`qDV{#V1`lc-Ka&O&0vTYB#aEAjJJM-JV^UaDm5k)!#l z4BeViHuIxxzs+la5}d~kN%B>qu%2vrAO=3v)Zj+mv|4zHpIWUbd?)-~pMi3cjxwa{ z`KO8+j|mh451J?{j+tD#^f{uHxkTlcYp@|+{(qgMUlTuM$#`#XipC|8XMYTUPIo~F zHA*`5N%pO5Hw=JZi(a?-zY!v9&F?V3rA)a7N%vs4MvC`Sqn2AUU-;SPY+180qp=AY z54bc|6Aix67q~7u%Zl&1gv2_5xiML6PfwynGeqFLmU6fGg5tZaeHvIOptCB1Ux|=z zrga14yKdc~BUMNKU#9DEuVYMd)as`TUW9eFuX1QGHA3uC{Qkq4QoGxF4e`btWvp*L zwP;h40+c3~@mguJPt2yTqqW?4rm3`hO?|>fTC0WQ*Iv$SdTXX){XoMiIX^*4`-Ii^ z&D5@Y3LVd9Uno5qk^di!gH1EPjDsHCobOD{Qu2dC--~^8Z(haC5<@ZztUCNk>(JLO z!P9^Z?2wDR#}<9@k{w52Q}kJnTK{zg68=o7TijjnB(}Fy(5zCw@hyFpuT8PDk&NTu z=gRSo`-k4Dp4zY7War2H^23J?5T&91NXQ&Hn|F~;lu^7Ue=JJ*-+Qx1nL z5tL#?&*4_c;aXc&k#Z^>|5#ow0+1o$ra&n?5dCfu+28T1znMSl$7mleO<0eIkW2?*_F)yH@?7!A;zYIl~fQU6^3l= zA1RM#Z)>*2>c89L@vGUc|wmt8u?_Oa}zU$yX$At_w0l&GUoAeiGM9ps42S28@ zck#FHqRlLwo0jX;zfLJRZrWCrxe5yrh2LKf(;W6J(7p@d5I?Zrk zBV(AZ{4S1*$HaoK4oGNZglWjeHz)fhJLtwKy)n71FvM(Q7&%Zt(Kw%Xl7B2axZ3IZ zBS+^8jN`H67jzHkJczawvz^>?)kIs!7bJ6`~;on|Z z3FD2wIO9LuIPmzES>z?Dxzs`p{{#X4u(+(o>&91BA2q1H5c)x>Ixv4|EGMP7ylXzR zC)N9{@b$_9rLB8*hG)I|pgU$q-7}W9;QOIET|6-&`q@I){uxb|inDIFqyzaSv_Gg+ zPdA^-vV1u^yr5fULx(Prkx&-PXcW1)Gt71DS@?tu*`>MA1a4-cum52YM7L-oY?xWqMwS^yRhNM@J!W@!!o#@D-Xqv6FzyE6Y zsh5e}{e6?kxsPeBj?-74PK|yYoOiXCtBqU!s`wF3&dQG7DUhgS(2M|Z?r2D6>qcQ; zVrF5f>Z_@FVQbs-%Ap$QI}uS)J%}=$-Q4Qn!HI@8Jd;J7V2@zpoVYiddAt3V2VGXv4g5T{Tyf_LXA`hXjJc|Bw z0IX|1dJUZs-F{YV!t^UhBq5uvWlz0MM6vED z7P*V-tU);>Yi2NG-TL*i=p_nEP&5`-Jy?*IS^57(O#xm}Hn@6Y=(pMnrjm(O`LzUT zVO(kJbE7QT7bkSSWTwH5e(QVCj8f5gzZ2nw!XG1(lJq~zAltbvGT!AD?$6g-e5Q!~ za;C=^zJ_wiXPq8TB3Bu_1kwhH>`D2yOb03?A0))ZrInTa`qR)Zx3jbJeVd_qQgH_b~1Yh?2(PRecD zLNEsPAeqP6k%88ffyq_7ZM7-^bh;Z&y~sJ!k1Mcc2qB1X^RTq(p{=iHV4aAi(q7ZQi=^!?T3wTRDc`ks2N!4*h85cG5!Cg-B4 zt?BY|94fuXv!$ZsgQTz!;RXmjC!a$*2eVti_wUByPnr$tg3sp76cD$pH3MS@710_1 zVUv&~p*?G3;El3`?SfGpE~i>FGTl?6hF>C0i4?~;rS`!f8tqe>bhAYn+F#qr zw?`=;ZPTNh%{xjl-{!rhUw8B<#fO9!_iN4670o|QXM3Fz*kUA)rdfk&-F_Fy@lKHL zQ13fP$H~Q&biINO_9$j9u2K6N3U4kMJw3A$KMvz=){CxPCr&{@O})R7UEw*@_7Bz9 z;3uTntxxFa_V0f;K7&5ES3NvD(g%_o8N?wsuf^I_4ZU+PnoO#j6GwUH={OvHk#%Gm zOVlnlC06yMqv&c}%CtSBa@Kka3Zy7EHG{DFBnUzQmVNt9in{Kq zK%>)ulrNSng|CUrHjMf!=EE4UyH_!lJ!i1NxGyOylOx(N;mEYm6)b*E$VQ{%0aFaV zcEzjHtD~+YNwnBZzC>C+6n4e4PY~(^1BbWSZ4(Zen{-N9SQ36Z!ek>O^F&5gw$qT8 zVNUyEJ2VRGM|$v?3q$qyrcy;7%-#xVnV(4MYfOnb=ga%bYACC2d^X_Z{jr|cZuW+n z_$2AXS__JO;?UekNJ`$aiiVeG-wxuf?@PFPJ%8`@Q?`6t@V7hZ!57PjIfaz;HtLq3 zgX$|s;x7>x`$N1y7UL6)OFx%4y3b4*$OJ#mfs=_uPE^*Ok`0a4=Qh z4`XLj&P4Y2noeJJIFxuBke=FLoZwnEd)lDZ-OH}HoR4#qJZ;~l19S#~c;(){ecOwC zvoi`z|LK#zuHxrSTDq~SYefpBw$jjq({NogRC_A&^%||$4~M2V^jr&n`Iu^U?J+(b zYp8bgZ{H2SvGi3B&=LQ7=@cLZ7%Y^|Yu0yt^p6P&Vt|=Q46WrrxNY3n$PQ&b-qnkc z{lXu^)7jOPo@L-tfwgRL1{V=Ih)q8jGKPAiDLHdeKn+S`1^ss0DnPJOilV0p3E@{5 zn~}H`#H^TRqMal_;O-t1zIyMYvUqvnBn)}F|NN@&8Y?|K%D`oOjiS*(v=-*}k-C{V zVy|LT+gV1~y!gKt(?byHq0jAugm9;+58jmsDC}^5<)E2N1XW7+hCy&yrqaO9 znzzP!q&L!V3d8iHTM_tB*?L4oDa|;z$p7=6yT#!MCh)CfkjnpdI|JNgQ-FDQX5S1j z{;ri19q!{%p`c7to$ufP8adaoj>pP5sS{#xSpV;6Ay) zVJPa33}sFFxobK+*M)XK+|o1RhzOq@!p^DG|Pg-pO(QT zDy6O-Xn|RHt}lU2`?-&gp0e!^tpsoa=-pFH!8Cssj2l}ySlvbVIPDnt4^#?A)^b$H20|q^T{&uaYerBfrPZZJ1o-fg5%NTCn5}O{WD0=7Sts0(^C;#!SoHpxL$JzxEk? z3=RqL4)wDv*{&g}r4=kLDR~6Gh1*%m7cX9eS+E@UA#(f$8XN9^2j>vNl6<#rp|66S0DIcCM7OEg(%0v&>?sliMxI0I5B?nEDd zE~F**R3mo(tFqz}vp)Ipxv4cRMto1n*_6_Q0t4xSgM-uj^gadLMKB?E;XsYA$M@><+&7Yv{06ilFBmhHu!1-M}XN~ZgJl<7SJG5)!EG*rGw7z~cV}2((<@|er61ct; zB}YUt8-D*P&d9`M*~G-bF=9UuGp`%`F`a39+7CLUuZXP#f}O|HYggKFt{3(y(zw`5x^&dv24%X}mPd%*@6~pV1l~`w%pN?~7{@>fGwsp)IwN znckt`6)fP2$h+K5x}0O1#b??V#3bcyZapNVxz$BuILYAJnfY&9cI|0PxS;Y`Nddjz z3x&^|@kaZ0FYNuj1?NZHiVRXRF5caaOZ4K@a*mwCBqIf7LAhQ`)-?$Ui85doPOy#W zrZkqrQd*9QTMI?MD>s}{Fx7arx2tnOtqoPH24+erBcr%upb?bM3?JR>(gbfJ@vm5m z^jsJcG~ZLoDk|zD2x`+^oKW#Lc%$L0C#s!09SYQTZF*Ne(|T0(XaZc!=@XA2K=H;4 z>V;F7wB|1JpE(j@pbgpbF@;r6%9_$l7EfmU)sdsf6B!FnxYjZnRFv|E-%_g_VPs^y zh9zhBi^G{7oTJa(+26fJi!^V50n%(Y37=7T(Ft#5?B_I-(90ROqnx0b_)Hmdx41WN z^`0Xz_WB=WWj%rkpA!N3t*hRn2+u<>fMf!S3G zocOCV&}Vpm{i=!jv|9S@0f0g-cT8Afg7re9ZgDZO!w}nCLtW(>UT%XMa2vP;>AHbL zL99aSZyCUtvYQLa4*SS*?B~lMVUa|5Dv6N6Vyr^6+1aJxgTyt37wK6Oge_v}c0Tv_ zAL6(lc?`o$zLZ{2umxV$X4HT^VRQ9Cn@8QbFA`oBrNu8gDrn7`+9oE;JaaW~!IC@L zud>iUtRuvdM6GO|2gBmAR+=fg&BtCIGbsWptPVofcfuH@C66{k-{w{#l>rgRKoZMgluGYs(P!j zZI8saX5r+Nfs&zu-t9ynR(rPrf18QR*p|QT&_g(c7u-`|eyT%t6Ag)!gB`xmMp^;u zONgi%@Pfj364jhxrUx?k4)kp&mQW)fw8^y@E$3;#raY+*g|8s|ANh{m>n1)eBMq;| z>8sI1yF)YKGx#IicpoGo(&}qSibRAEhTXAcQwV&>eHE`A(5km*B9r3`vehyeF9_8T zS=B@<9mkFqQNcM&oaQF)bA*{$BSkxFzVx%({dm;h9Usp**G6u4!P+_#HngK~1LOKi zV?J&oh4~{;4Ok^{_G}WmMH69TO7rcjNp%CaXG~MdKYXZ#HfS7zp)|k7RHN4rlmubB z6%ijVgI!z(Ue6FrA-YiiOjr5O2VwBmUN3XwpYSBMN?3Iz^`tPt z#S_ zjom8u7gYJkKdG41PltW5!Iax5v@ejm+y?Yr+SWE361lcM4Mf0wRiSRMJ9X<0-ALXm zAfUYeoUh@WBEBpqPT+7uJVjnDBSFk;0gBNLIZ7cbx{;tjX}0#OpS z@*B4w7GlpFzBiaXW57S0y8>%!71V;61`CB-&i7y!N4yx=Z7Y2g9Iuwev#o~642xm} z0`}B$33E=c`yXqE BYx@8I literal 0 HcmV?d00001 diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/references.bib b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/latex/references.bib new file mode 100644 index 00000000..e69de29b diff --git a/year4/semester1/CT4101: Machine Learning/assignments/assignment2/steel.csv b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/steel.csv new file mode 100644 index 00000000..918aaea4 --- /dev/null +++ b/year4/semester1/CT4101: Machine Learning/assignments/assignment2/steel.csv @@ -0,0 +1,554 @@ +normalising_temperature,tempering_temperature,percent_silicon,percent_chromium,percent_copper,percent_nickel,percent_sulphur,percent_carbon,percent_manganese,tensile_strength +178.5,275,0.153,0.970574759,0.942,0.887,0,1.92,0,25.10761328 +178.5,950,0.153,1.21272603,0.942,0.887,0,1.92,0,140.0353335 +178.5,375,0.153,1.621164828,0.942,0.887,0,1.92,0,42.21764969 +178.5,900,0.153,0.80998863,0.942,0.887,0,1.92,0,95.01530861 +189.525,900,0.1624,1.036229263,0.849,0.9382,0,2.035,0,113.2667725 +189.525,950,0.1624,0.93545159,0.849,0.9382,0,2.035,0,160.7744268 +189.525,275,0.1624,1.390218374,0.849,0.9382,0,2.035,0,12.82494308 +189.525,375,0.1624,1.416357675,0.849,0.9382,0,2.035,0,42.47930584 +203,950,0.173,1.162189166,0.8919,0.9098,0,1.92,0,170.6301415 +203,900,0.173,1.31242066,0.8919,0.9098,0,1.92,0,122.9139207 +203,275,0.173,1.108258101,0.8919,0.9098,0,1.92,0,34.54240286 +203,375,0.173,1.051569509,0.8919,0.9098,0,1.92,0,55.49385481 +214.55,950,0.1839,1.07601808,0.8001,0.9582,0,2.035,0,182.5563526 +214.55,900,0.1839,1.325198859,0.8001,0.9582,0,2.035,0,133.6001093 +214.55,275,0.1839,1.086320287,0.8001,0.9582,0,2.035,0,18.25904817 +214.55,375,0.1839,1.403070885,0.8001,0.9582,0,2.035,0,56.95002812 +231,900,0.207,1.470654724,0.736,0.867,0.05,1.79,1.61,183.1592994 +231,900,0.2065,1.283542741,0.7356,0.8669,0.055,1.789,1.609,183.1858442 +232.75,900,0.2,1.21012507,0.8392,0.9274,0,1.92,0,153.3115386 +232.75,950,0.2,1.514043553,0.8392,0.9274,0,1.92,0,201.2363259 +232.75,375,0.2,1.402326238,0.8392,0.9274,0,1.92,0,75.15219452 +232.75,275,0.2,0.947351237,0.8392,0.9274,0,1.92,0,37.86050611 +232.75,900,0.21,1.360017244,0.795,0.949,0.03,1.96,0,170.64531 +232.925,900,0.2102,1.107778632,0.7953,0.9494,0.031,1.957,0,159.1589846 +235.725,900,0,1.38269057,0.8049,0.961,0.1,1.802,1.657,73.11582716 +236.25,900,0,1.148668104,0.805,0.961,0.1,1.8,1.66,73.11203504 +236.25,900,0.105,1.267843512,0.643,0.965,0.06,1.96,1.93,120.51351 +237.475,375,0.2035,0.949572557,0.7593,1.0762,0,1.857,0,41.28858078 +237.475,900,0.2035,1.259019623,0.7593,1.0762,0,1.857,0,100.0929546 +238,900,0.162,1.444654303,0.764,0.923,0.1,1.72,1.26,159.8756949 +238,900,0.196,1.354691744,0.783,0.847,0.06,1.99,0.98,148.309735 +238.7,900,0.1616,1.40340215,0.7644,0.9226,0.104,1.716,1.258,159.9022397 +244.3,950,0.2094,1.665857913,0.8069,1.047,0,1.92,0,216.4692639 +244.3,900,0.2094,1.021100643,0.8069,1.047,0,1.92,0,155.3061927 +244.3,275,0.2094,1.44665003,0.8069,1.047,0,1.92,0,44.34882001 +244.3,950,0.2094,1.727578841,0.8069,1.047,0,1.92,0,245.8392178 +244.475,900,0.1639,0.778916412,0.6556,0.8686,0.058,2.367,1.277,193.7393086 +244.825,900,0.1326,1.311100841,0.7534,0.916,0.074,2.003,1.033,200.4399811 +245,900,0.164,1.120223504,0.656,0.869,0.06,2.37,1.28,193.7393086 +245,900,0.133,1.590606257,0.753,0.916,0.07,2,1.03,200.4134363 +247.275,900,0.212,1.185883762,0.7485,0.9718,0,2.035,0,164.4072759 +247.275,375,0.212,1.102509426,0.7485,0.9718,0,2.035,0,57.16617885 +247.275,950,0.212,1.417456205,0.7485,0.9718,0,2.035,0,218.141588 +247.275,275,0.212,1.05469909,0.7485,0.9718,0,2.035,0,26.55241024 +248.325,900,0.1666,1.479831129,0.7853,0.8826,0.109,1.735,1.297,245.3652031 +248.5,900,0.167,1.061497883,0.785,0.883,0.11,1.74,1.3,245.3500346 +250.25,900,0.169,1.252186351,0.643,0.967,0.08,1.91,1.43,163.478207 +250.25,900,0.1694,1.567673085,0.6435,0.9674,0.084,1.907,1.427,163.4933755 +251.3,900,0,1.386617189,0.8445,0.9427,0.179,1.584,1.749,84.82967966 +251.475,900,0.1702,0.980064812,0.8053,0.8141,0.085,1.916,1.326,164.2897202 +251.65,900,0.1363,1.558077807,0.7743,0.9415,0.075,1.781,1.062,143.812283 +252,900,0,1.148644478,0.844,0.943,0.18,1.58,1.75,84.79175848 +252,900,0.17,0.87789428,0.805,0.814,0.08,1.92,1.33,164.2745518 +252,900,0.136,1.551397813,0.774,0.941,0.07,1.78,1.06,143.7971146 +252,900,0.015,1.378906982,0.709,1.021,0.06,1.76,1.95,84.3746255 +253.4,900,0,1.128601944,0.8115,0.9795,0.111,1.808,1.336,72.61147546 +253.75,900,0.116,0.75334885,0.88,0.833,0.057,1.84,1.19,160.3686702 +253.75,900,0,1.240059013,0.812,0.979,0.11,1.81,1.34,72.58113852 +253.75,900,0,0.914155107,0.869,0.824,0.08,2.02,1.79,57.94356304 +254.45,900,0,1.414615802,0.8687,0.824,0.078,2.017,1.789,57.94735516 +254.975,900,0.1726,0.97051852,0.8168,0.9858,0.034,1.819,0,130.5929597 +255.325,900,0.2305,1.293867196,0.8718,0.827,0.034,2.025,0,179.9625439 +255.5,900,0.23,1.220029035,0.872,0.827,0.03,2.02,0,181.8320581 +255.5,900,0.173,1.316983619,0.817,0.986,0.03,1.82,0,130.5626227 +256.375,900,0.1146,1.22508716,0.8295,0.86,0.088,2.019,0.893,109.9335008 +257.25,900,0.115,1.098544885,0.829,0.86,0.09,2.02,0.89,109.9335008 +258.65,900,0.1751,1.014689812,0.8285,1,0.022,1.712,0,148.0746237 +259,900,0,1.373748857,0.83,1.002,0.16,1.58,1.37,98.74675272 +259,900,0,1.346508987,0.884,0.839,0.15,1.81,1.82,85.36057618 +259,900,0.175,0.945781113,0.828,1,0.02,1.71,0,148.0442867 +259.175,900,0,0.960818631,0.8301,1.0018,0.161,1.581,1.366,98.77708966 +259.175,900,0,1.065051976,0.8843,0.8389,0.15,1.814,1.821,85.39470524 +259.875,900,0.1394,1.447207419,0.78,0.8924,0.061,1.927,1.086,130.3313035 +260.75,900,0.139,1.385704656,0.78,0.892,0.06,1.93,1.09,130.2971745 +260.75,900,0.236,1.149149215,0.893,0.847,0.13,1.76,0,181.2632404 +260.75,900,0.118,1.082960937,0.78,0.953,0.07,1.83,0.92,129.349145 +260.75,900,0.153,1.602442499,0.623,0.935,0.08,1.92,1.94,135.1890067 +260.75,900,0.1176,1.667101152,0.7803,0.9534,0.071,1.829,0.917,129.383274 +261.625,900,0.236,1.187611803,0.8927,0.8468,0.126,1.758,0,181.3011616 +262.5,900,0.237,1.022600758,0.675,1.069,0.12,1.74,0,205.8740862 +262.5,900,0.2368,1.230182714,0.6748,1.0693,0.119,1.738,0,205.8740862 +263.725,900,0,1.633325773,0.678,1.0745,0.156,1.667,1.853,74.03731183 +264.075,900,0,1.606230924,0.7722,0.9912,0.116,1.666,1.839,85.63360868 +264.25,900,0,1.522972826,0.772,0.991,0.12,1.67,1.84,85.62602444 +264.25,900,0,1.382420758,0.678,1.074,0.16,1.67,1.85,74.02214336 +265.3,900,0,0.868504599,0.8159,0.992,0.079,1.844,1.119,66.99534871 +265.65,900,0.1781,1.439691952,0.6946,0.944,0.183,1.675,1.387,199.9242531 +302.75,275,0.116,1.14507352,0.8568,0.9468,0,1.92,0,38.17525191 +302.75,900,0.116,1.087968281,0.8568,0.9468,0,1.92,0,133.5508117 +302.75,950,0.116,1.25778987,0.8568,0.9468,0,1.92,0,176.5648062 +303.695,275,0.05005,1.710341839,0.7935,1.0062,0.0647,1.6477,1.7353,126.9221895 +303.695,550,0.05005,1.573424633,0.7935,1.0062,0.0647,1.6477,1.7353,181.5286887 +303.695,900,0.05005,1.558214136,0.7935,1.0062,0.0647,1.6477,1.7353,210.1212584 +303.695,950,0.05005,1.13249426,0.7935,1.0062,0.0647,1.6477,1.7353,295.7472828 +303.695,950,0.05005,1.440927432,0.7935,1.0062,0.0647,1.6477,1.7353,308.3371146 +304.1675,275,0.09337,1.473592456,0.7466,1.0072,0.0973,1.7234,1.599,86.99118692 +304.1675,550,0.09337,1.318029577,0.7466,1.0072,0.0973,1.7234,1.599,162.5301775 +304.1675,900,0.09337,1.373133014,0.7466,1.0072,0.0973,1.7234,1.599,207.9597511 +304.1675,950,0.09337,1.470733193,0.7466,1.0072,0.0973,1.7234,1.599,269.4299839 +304.1675,950,0.09337,1.263364989,0.7466,1.0072,0.0973,1.7234,1.599,280.1616778 +311.5525,275,0.1298,1.204765034,0.7468,1.0073,0.0357,1.7994,1.186,113.9910671 +311.5525,550,0.1298,1.288868319,0.7468,1.0073,0.0357,1.7994,1.186,188.3165799 +311.5525,900,0.1298,0.902335965,0.7468,1.0073,0.0357,1.7994,1.186,215.3923024 +311.5525,950,0.1298,1.020714147,0.7468,1.0073,0.0357,1.7994,1.186,267.2305555 +311.5525,950,0.1298,1.644968365,0.7468,1.0073,0.0357,1.7994,1.186,274.9664762 +317.415,275,0,1.026913176,0.7778,1.0556,0.0756,1.6959,1.6701,74.93225168 +317.415,550,0,1.0981236,0.7778,1.0556,0.0756,1.6959,1.6701,118.8070569 +317.415,900,0,1.293571674,0.7778,1.0556,0.0756,1.6959,1.6701,152.746513 +317.415,950,0,1.653328416,0.7778,1.0556,0.0756,1.6959,1.6701,195.6353676 +317.415,950,0,1.079526275,0.7778,1.0556,0.0756,1.6959,1.6701,249.5213644 +373.625,900,0,1.344683881,0.7719,1.0436,0.1166,1.5921,1.7424,245.5017193 +373.625,950,0,1.005645384,0.7719,1.0436,0.1166,1.5921,1.7424,281.9060521 +373.625,950,0,1.7142842,0.7719,1.0436,0.1166,1.5921,1.7424,291.2725836 +374.01,275,0.09805,1.497331716,0.78538,1.0658,0.0686,1.8171,0.2451,98.9742798 +374.01,550,0.09805,1.149704592,0.78538,1.0658,0.0686,1.8171,0.2451,167.1186403 +374.01,900,0.09805,1.476826041,0.78538,1.0658,0.0686,1.8171,0.2451,251.3795022 +374.01,950,0.09805,1.252422148,0.78538,1.0658,0.0686,1.8171,0.2451,279.2515695 +374.01,950,0.09805,1.379944583,0.78538,1.0658,0.0686,1.8171,0.2451,296.4677852 +374.045,275,0,1.23713146,0.77635,1.0535,0.1016,1.5479,1.7474,96.66108782 +374.045,550,0,1.178307688,0.77635,1.0535,0.1016,1.5479,1.7474,185.5104126 +374.045,900,0,1.484566212,0.77635,1.0535,0.1016,1.5479,1.7474,220.8150311 +374.045,950,0,1.324645046,0.77635,1.0535,0.1016,1.5479,1.7474,256.5367827 +374.045,950,0,0.965198955,0.77635,1.0535,0.1016,1.5479,1.7474,275.4215303 +374.08,275,0.09806,1.218833467,0.78552,1.066,0.0665,1.8174,0.2452,72.50529616 +374.08,550,0.09806,1.451380875,0.78552,1.066,0.0665,1.8174,0.2452,98.10209266 +374.08,900,0.09806,1.632250358,0.78552,1.066,0.0665,1.8174,0.2452,221.2700853 +374.08,950,0.09806,1.182553409,0.78552,1.066,0.0665,1.8174,0.2452,259.2291865 +374.08,950,0.09806,1.615629671,0.78552,1.066,0.0665,1.8174,0.2452,274.8527126 +376.075,275,0.0538,0.904605406,0.78058,1.0143,0.0961,1.5563,1.2189,99.08804334 +376.075,550,0.0538,1.111704827,0.78058,1.0143,0.0961,1.5563,1.2189,212.3206868 +376.075,900,0.0538,1.547589632,0.78058,1.0143,0.0961,1.5563,1.2189,287.1012538 +376.075,950,0.0538,1.717120561,0.78058,1.0143,0.0961,1.5563,1.2189,296.7711547 +376.075,950,0.0538,1.074323641,0.78058,1.0143,0.0961,1.5563,1.2189,311.4845725 +381.9025,275,0.05464,1.112202333,0.79267,1.0757,0.1191,1.4075,1.2378,150.8125329 +381.9025,550,0.05464,1.21262178,0.79267,1.0757,0.1191,1.4075,1.2378,197.7589537 +381.9025,900,0.05464,1.488710685,0.79267,1.0757,0.1191,1.4075,1.2378,305.3034202 +381.9025,950,0.05464,1.732889523,0.79267,1.0757,0.1191,1.4075,1.2378,340.9493294 +381.9025,950,0.05464,1.342604009,0.79267,1.0757,0.1191,1.4075,1.2378,349.4057525 +382.9875,275,0,1.393530016,0.79491,1.0787,0.1133,1.5849,1.2413,84.3746255 +382.9875,550,0,1.539241478,0.79491,1.0787,0.1133,1.5849,1.2413,143.266218 +382.9875,900,0,1.069785751,0.79491,1.0787,0.1133,1.5849,1.2413,166.2085319 +382.9875,950,0,1.288266687,0.79491,1.0787,0.1133,1.5849,1.2413,204.9639779 +382.9875,950,0,1.45279921,0.79491,1.0787,0.1133,1.5849,1.2413,254.2615119 +386.4,900,0.1472,1.105845279,0.7443,1.055,0,1.857,0,141.5976861 +386.4,375,0.1472,1.160415984,0.7443,1.055,0,1.857,0,71.98956811 +389.13,275,0,1.220422887,0.87032,0.96708,0.0446,1.8929,0.9667,63.66966122 +389.13,550,0,1.047662861,0.87032,0.96708,0.0446,1.8929,0.9667,134.4685043 +389.13,900,0,1.690892972,0.87032,0.96708,0.0446,1.8929,0.9667,136.8954598 +389.13,950,0,1.346140659,0.87032,0.96708,0.0446,1.8929,0.9667,161.9613598 +389.13,950,0,1.231921101,0.87032,0.96708,0.0446,1.8929,0.9667,223.9245679 +393.75,375,0,1.11746656,0.833,1.113,0,1.81,0,61.4323116 +393.75,900,0,1.426637052,0.833,1.113,0,1.81,0,95.3717677 +399,900,0.3421,0.94180041,0.6743,0.9558,0,1.857,0,218.3463623 +399,375,0.3421,1.148497984,0.6743,0.9558,0,1.857,0,120.543847 +401.94,275,0,1.213009903,0.75763,1.0281,0.0613,1.9523,1.1816,73.45332566 +401.94,550,0,0.976372072,0.75763,1.0281,0.0613,1.9523,1.1816,122.7508597 +401.94,900,0,1.505534451,0.75763,1.0281,0.0613,1.9523,1.1816,134.9614796 +401.94,950,0,1.288715405,0.75763,1.0281,0.0613,1.9523,1.1816,172.4276055 +401.94,950,0,1.132795954,0.75763,1.0281,0.0613,1.9523,1.1816,224.7209127 +405.5625,275,0,1.405826456,0.77845,1.0564,0.0672,1.7396,1.2162,84.90552202 +405.5625,550,0,1.522791627,0.77845,1.0564,0.0672,1.7396,1.2162,147.2479419 +405.5625,900,0,1.422404073,0.77845,1.0564,0.0672,1.7396,1.2162,185.5104126 +405.5625,950,0,0.943133658,0.77845,1.0564,0.0672,1.7396,1.2162,234.8458677 +405.5625,950,0,1.665320316,0.77845,1.0564,0.0672,1.7396,1.2162,252.1000046 +409.5,900,0.156,1.047741433,0.76,0.981,0.0585,1.89,0,216.150726 +413,275,0,1.125087602,0.885,0.968,0,1.94,0,35.57006684 +413,550,0,0.861654554,0.885,0.968,0,1.94,0,70.60923716 +413,900,0,0.894220964,0.885,0.968,0,1.94,0,101.2874718 +413,950,0,1.508486091,0.885,0.968,0,1.94,0,120.7031159 +413,950,0,1.014722065,0.885,0.968,0,1.93,0,132.5724453 +413,950,0,1.575594811,0.885,0.968,0,1.93,0,137.9572528 +413,375,0,0.98347795,0.885,0.968,0,1.93,0,54.94778982 +413,375,0.157,1.330624464,0.7491,0.9726,0,1.92,0,112.2884061 +413,275,0.157,1.187859801,0.7491,0.9726,0,1.92,0,74.60992165 +413,950,0.157,1.235233051,0.7491,0.9726,0,1.92,0,262.8013616 +413,900,0.157,1.07112214,0.7491,0.9726,0,1.92,0,180.865068 +414.575,900,0.0917,0.762467655,0.6954,0.8529,0.06,2.469,0.715,157.4639078 +414.75,900,0.092,1.306506724,0.695,0.853,0.06,2.47,0.71,157.4487394 +416.5,375,0,1.383430599,0.789,1.119,0,1.86,0,66.28622264 +416.5,900,0,1.644081669,0.789,1.119,0,1.86,0,96.47148192 +416.5,900,0,1.739025836,0.789,1.118,0,1.85,0,96.47148192 +416.5875,275,0,1.115603061,0.84701,0.94991,0.07,1.8666,0.9411,109.6301314 +416.5875,550,0,0.854117089,0.84701,0.94991,0.07,1.8666,0.9411,141.2943167 +416.5875,900,0,1.688767516,0.84701,0.94991,0.07,1.8666,0.9411,166.2843743 +416.5875,950,0,1.621725443,0.84701,0.94991,0.07,1.8666,0.9411,217.7434156 +416.5875,950,0,0.835190341,0.84701,0.94991,0.07,1.8666,0.9411,243.6435815 +416.675,900,0,1.794173057,0.7893,1.1188,0,1.857,0,96.66867206 +416.675,375,0,1.607916403,0.7893,1.1188,0,1.857,0,56.84764094 +416.85,375,0.1588,1.656772673,0.7343,1.0406,0,1.857,0,86.30102144 +416.85,900,0.1588,1.262666086,0.7343,1.0406,0,1.857,0,148.0253261 +419.3,375,0.3594,1.378587112,0.6643,0.9416,0,1.857,0,139.8229749 +419.3,900,0.3594,0.913826369,0.6643,0.9416,0,1.857,0,216.8939811 +431.9525,275,0,1.441026966,0.80089,1.0868,0.1199,1.433,1.2508,129.3870662 +431.9525,550,0,1.017885855,0.80089,1.0868,0.1199,1.433,1.2508,232.1913851 +431.9525,900,0,1.140148403,0.80089,1.0868,0.1199,1.433,1.2508,288.7697857 +431.9525,950,0,1.210719086,0.80089,1.0868,0.1199,1.433,1.2508,331.7724038 +431.9525,950,0,1.659575279,0.80089,1.0868,0.1199,1.433,1.2508,365.3326481 +435.925,275,0,1.646350071,0.88901,0.98776,0.128,1.5811,0.9875,84.48838904 +435.925,550,0,1.483487105,0.88901,0.98776,0.128,1.5811,0.9875,157.7521088 +435.925,900,0,1.243516532,0.88901,0.98776,0.128,1.5811,0.9875,169.6593593 +435.925,950,0,1.523053486,0.88901,0.98776,0.128,1.5811,0.9875,231.1675133 +435.925,950,0,1.629356486,0.88901,0.98776,0.128,1.5811,0.9875,280.8063379 +437.5,275,0,1.232359849,0.86117,0.95686,0.0553,1.8742,0.9569,75.99404472 +437.5,550,0,1.479563199,0.86117,0.95686,0.0553,1.8742,0.9569,137.0471445 +437.5,900,0,1.330177235,0.86117,0.95686,0.0553,1.8742,0.9569,160.7099608 +437.5,950,0,1.130719031,0.86117,0.95686,0.0553,1.8742,0.9569,210.8038396 +437.5,950,0,1.516578323,0.86117,0.95686,0.0553,1.8742,0.9569,232.9118876 +437.5,900,0.18,1.0768498,0.8,0.86,0.0945,1.59,0.95,373.2581747 +437.5,275,0,0.899355969,0.8572,0.9489,0.0533,1.9184,0.9569,46.68097258 +437.5,550,0,1.164110383,0.8572,0.9489,0.0533,1.9184,0.9569,135.6061397 +437.5,900,0,1.524863644,0.8572,0.9489,0.0533,1.9184,0.9569,149.7128186 +437.5,950,0,1.177699566,0.8572,0.9489,0.0533,1.9184,0.9569,218.046785 +437.5,950,0,1.489855582,0.8572,0.9489,0.0533,1.9184,0.9569,226.3894446 +437.5,375,0,1.637807634,0.82,1.1,0,1.82,0,70.04041946 +437.5,900,0,1.655703971,0.82,1.1,0,1.82,0,114.7874119 +437.85,950,0.1668,1.609989314,0.6941,0.9776,0,2.035,0,262.4297341 +437.85,375,0.1668,0.953299025,0.6941,0.9776,0,2.035,0,106.4257917 +437.85,275,0.1668,1.068575298,0.6941,0.9776,0,2.035,0,53.52195345 +437.85,900,0.1668,1.084953361,0.6941,0.9776,0,2.035,0,203.3030302 +439.8975,275,0,1.649975638,0.75773,1.0284,0.0575,1.8845,1.1827,94.72710764 +439.8975,550,0,1.094782767,0.75773,1.0284,0.0575,1.8845,1.1827,164.6158424 +439.8975,900,0,1.682213304,0.75773,1.0284,0.0575,1.8845,1.1827,163.0989952 +439.8975,950,0,1.048109116,0.75773,1.0284,0.0575,1.8845,1.1827,203.3333672 +439.8975,950,0,0.901678533,0.75773,1.0284,0.0575,1.8845,1.1827,239.6997788 +439.8975,275,0,1.107000694,0.75773,1.0284,0.0635,1.8845,1.1827,72.16400554 +439.8975,550,0,1.028483875,0.75773,1.0284,0.0635,1.8845,1.1827,134.3547407 +439.8975,900,0,1.031975201,0.75773,1.0284,0.0635,1.8845,1.1827,179.6326297 +439.8975,950,0,1.514337066,0.75773,1.0284,0.0635,1.8845,1.1827,201.5131505 +439.8975,950,0,1.320613637,0.75773,1.0284,0.0635,1.8845,1.1827,243.1506062 +439.8975,275,0,1.102638809,0.7543,1.0436,0.0575,1.9294,1.1827,65.90701084 +439.8975,550,0,1.075872284,0.7543,1.0436,0.0575,1.9294,1.1827,113.9910671 +439.8975,900,0,1.724310144,0.7543,1.0436,0.0575,1.9294,1.1827,183.0076147 +439.8975,950,0,1.186600275,0.7543,1.0436,0.0575,1.9294,1.1827,215.9611201 +439.8975,950,0,1.648558734,0.7543,1.0436,0.0575,1.9294,1.1827,220.8150311 +440.6675,275,0,1.321236992,0.89976,1.006,0.1235,1.4614,0.9994,115.6216778 +440.6675,550,0,1.363164726,0.89976,1.006,0.1235,1.4614,0.9994,183.4626688 +440.6675,900,0,0.952381767,0.89976,1.006,0.1235,1.4614,0.9994,186.6859691 +440.6675,950,0,0.909599404,0.89976,1.006,0.1235,1.4614,0.9994,242.7713944 +440.6675,950,0,1.074347273,0.89976,1.006,0.1235,1.4614,0.9994,249.5213644 +441,375,0,1.71918549,0.784,1.111,0,1.85,0,75.42522702 +441,900,0,1.55766863,0.784,1.111,0,1.85,0,108.3028901 +441,375,0,1.512060632,0.784,1.111,0,1.86,0,63.06292234 +441,900,0,1.269982183,0.784,1.111,0,1.85,0,108.3028901 +441,900,0.097,1.001373942,0.821,0.835,0.08,1.94,0.76,183.6901959 +441.175,900,0.0971,1.577989567,0.8214,0.8355,0.083,1.938,0.756,183.6977802 +441.5425,275,0,0.903326178,0.88901,0.98776,0.1417,1.4625,0.9875,119.7930076 +441.5425,550,0,1.552280156,0.88901,0.98776,0.1417,1.4625,0.9875,232.6085181 +441.5425,900,0,0.888617259,0.88901,0.98776,0.1417,1.4625,0.9875,278.30354 +441.5425,950,0,1.090686339,0.88901,0.98776,0.1417,1.4625,0.9875,307.0477945 +441.5425,950,0,1.344898545,0.88901,0.98776,0.1417,1.4625,0.9875,335.2232312 +441.875,900,0,1.443232252,0.7843,1.1116,0,1.857,0,108.7086467 +441.875,375,0,1.029501591,0.7843,1.1116,0,1.857,0,63.16151741 +444.5,275,0,1.436531296,0.863,0.968,0,1.98,0,51.193593 +444.5,950,0,1.053319867,0.863,0.968,0,1.98,0,148.1959714 +444.5,950,0,0.86416787,0.863,0.968,0,1.98,0,151.9501683 +444.5,950,0,1.147270995,0.863,0.968,0,1.98,0,163.8194976 +446.25,950,0,1.124539278,0.945,0.8898,0,1.92,0,120.2253091 +446.25,375,0,1.300077321,0.945,0.8898,0,1.92,0,56.22194147 +446.25,900,0,1.055500105,0.945,0.8898,0,1.92,0,103.1038963 +446.25,275,0,0.848428978,0.945,0.8898,0,1.92,0,45.12241208 +446.25,900,0.099,1.568463345,0.749,0.919,0.06,1.89,0.77,185.8896244 +446.775,900,0.0988,1.025252463,0.7493,0.919,0.065,1.886,0.77,185.8934165 +447.125,375,0.1703,0.956874899,0.7243,1.0266,0,1.857,0,94.79915788 +447.125,900,0.1703,1.48481838,0.7243,1.0266,0,1.857,0,176.2841895 +454.825,900,0.1006,1.442659281,0.7629,0.9357,0.104,1.706,0.784,273.7529984 +455,900,0.101,1.477747363,0.763,0.936,0.1,1.71,0.78,273.7529984 +456.575,900,0.1005,1.334764719,0.7615,0.8645,0.086,2.006,0.783,178.2067933 +456.75,900,0.1,0.766762019,0.761,0.864,0.09,2.01,0.78,178.1916248 +458.325,900,0.1105,1.4209708,0.7326,0.8952,0.05,1.954,0.861,185.4535308 +458.5,900,0.111,1.276766272,0.733,0.895,0.05,1.95,0.86,185.4345702 +462.875,900,0.111,0.745782666,0.7904,0.8326,0.059,1.955,0.865,228.4826937 +463.75,900,0.111,1.326246696,0.79,0.833,0.06,1.95,0.86,228.4751095 +465.5,950,0.114,1.358544149,0.67,0.932,0,2.28,0,258.6641609 +465.5,900,0.114,0.821857227,0.67,0.932,0,2.28,0,252.1985997 +465.5,950,0.114,1.32602556,0.67,0.932,0,2.28,0,267.825918 +465.5,900,0.112,1.383996818,0.745,0.91,0.1,1.78,0.87,216.7953861 +465.85,900,0.1123,1.335847346,0.7445,0.9097,0.104,1.779,0.875,216.8181388 +477.05,900,0,1.584274223,0.7622,0.9313,0.106,1.987,0.896,177.3497746 +477.4,375,0.1819,1.120544621,0.7143,1.0124,0,1.857,0,108.7086467 +477.4,900,0.1819,1.257332523,0.7143,1.0124,0,1.857,0,172.5982508 +477.4,900,0.1051,1.065511992,0.6797,0.904,0.09,2.097,0.818,204.4406656 +477.75,900,0.105,1.520239761,0.68,0.904,0.09,2.1,0.82,204.4330814 +477.75,900,0,1.676318577,0.762,0.931,0.11,1.99,0.9,177.3194377 +481.25,900,0.18,1.341833032,0.765,0.83,0.1035,1.62,1.2,419.2944873 +481.25,375,0,1.752171256,0.808,1.088,0,1.83,0,78.1176308 +481.25,900,0,1.514210553,0.808,1.088,0,1.83,0,134.7339525 +481.3725,275,0,1.685414654,0.7775,1.0536,0.099,1.5948,1.2135,130.9039134 +481.3725,550,0,1.3055562,0.7775,1.0536,0.099,1.5948,1.2135,213.2307951 +481.3725,900,0,1.763484295,0.7775,1.0536,0.099,1.5948,1.2135,282.3231851 +481.3725,950,0,0.939814556,0.7775,1.0536,0.099,1.5948,1.2135,312.6601291 +481.3725,950,0,1.315755264,0.7775,1.0536,0.099,1.5948,1.2135,322.33003 +483,900,0.116,1.093635432,0.768,0.87,0.09,1.8,0.9,243.529818 +483.7,900,0.116,1.106843049,0.7683,0.8701,0.089,1.796,0.903,243.563947 +484.75,550,0,1.588946527,0.856,0.968,0,1.91,0,116.9489191 +484.75,900,0,1.101594281,0.856,0.968,0,1.91,0,142.8111639 +484.75,275,0,0.866634893,0.856,0.968,0,1.91,0,62.49410464 +484.75,950,0,1.687673565,0.856,0.968,0,1.91,0,171.8967089 +484.75,950,0,0.94441496,0.856,0.968,0,1.91,0,177.812413 +484.75,950,0,0.84472908,0.856,0.968,0,1.91,0,185.3587278 +484.75,900,0.117,1.162438489,0.666,0.946,0.07,1.91,0.91,239.6618576 +484.75,900,0.1168,1.320114988,0.6656,0.9465,0.07,1.906,0.91,239.6808182 +484.8375,275,0,0.954315644,0.87561,0.9739,0.1183,1.606,0.9739,127.2634801 +484.8375,550,0,0.901517087,0.87561,0.9739,0.1183,1.606,0.9739,230.3711685 +484.8375,900,0,1.063046423,0.87561,0.9739,0.1183,1.606,0.9739,265.5620235 +484.8375,950,0,1.146155855,0.87561,0.9739,0.1183,1.606,0.9739,280.6925744 +484.8375,950,0,0.97164602,0.87561,0.9739,0.1183,1.606,0.9739,306.0239226 +485.0825,275,0.09782,1.47585085,0.78246,1.0617,0.1119,1.607,0.2446,167.4599309 +485.0825,550,0.09782,1.629940431,0.78246,1.0617,0.1119,1.607,0.2446,262.4145656 +485.0825,900,0.09782,1.73445639,0.78246,1.0617,0.1119,1.607,0.2446,347.2821664 +485.0825,950,0.09782,0.997499349,0.78246,1.0617,0.1119,1.607,0.2446,367.5320766 +485.0825,950,0.09782,1.706043888,0.78246,1.0617,0.1119,1.607,0.2446,368.2146578 +489.65,900,0.1289,1.086280132,0.8049,0.8251,0.095,1.724,1.004,290.548289 +490,900,0.129,0.94121106,0.805,0.825,0.09,1.72,1,290.51416 +491.75,375,0,1.603217389,0.774,1.104,0,1.86,0,79.74824154 +491.75,900,0,1.371971752,0.774,1.104,0,1.85,0,123.3955197 +491.75,900,0,1.14351324,0.774,1.104,0,1.86,0,123.3955197 +497,900,0.015,1.040648615,0.801,0.842,0.0546,1.79,1.41,240.5340447 +497,275,0.015,0.99766271,0.801,0.842,0.0546,1.79,1.41,73.67543543 +497,375,0.015,1.025191639,0.801,0.842,0.0546,1.79,1.41,132.72413 +497,950,0.015,1.098102498,0.801,0.842,0.0546,1.79,1.41,244.8624766 +497,900,0.12,1.145003015,0.794,0.97,0.07,1.68,0,225.1380457 +497,900,0.1197,1.396464843,0.7942,0.9704,0.072,1.683,0,225.1418378 +498.75,900,0.19,1.116423921,0.685,1.031,0.076,1.63,0,294.6854898 +501.025,900,0.2009,1.343564024,0.8037,1.0046,0.112,1.447,0,372.3480664 +501.025,950,0.2009,1.138556049,0.8037,1.0046,0.112,1.447,0,422.404024 +502.25,900,0.121,1.327199166,0.696,0.904,0.09,1.88,0.94,230.6745379 +502.775,900,0.1205,0.87291751,0.6959,0.9044,0.092,1.876,0.939,240.8905038 +504,275,0.192,1.638362878,0.7178,0.932,0,1.92,0,88.60283707 +504,900,0.192,1.355924641,0.7178,0.932,0,1.92,0,213.4241932 +504,375,0.192,1.375736752,0.7178,0.932,0,1.92,0,129.3794819 +504,950,0.192,1.512333048,0.7178,0.932,0,1.92,0,277.8977834 +504,900,0.121,1.483943804,0.829,0.908,0.07,1.77,0,231.736331 +504.7,900,0.121,1.638907538,0.8295,0.9079,0.07,1.774,0,231.77046 +505.75,950,0,1.629527932,0.8953,0.9132,0,1.92,0,176.3752003 +505.75,275,0,1.127398749,0.8953,0.9132,0,1.92,0,64.10196267 +505.75,375,0,1.036390051,0.8953,0.9132,0,1.92,0,80.28293018 +505.75,900,0,1.065888107,0.8953,0.9132,0,1.92,0,140.6534487 +505.75,900,0.134,1.109627638,0.76,0.924,0.06,1.95,0,254.3373543 +505.75,900,0.1337,0.846466694,0.7601,0.9241,0.055,1.949,0,254.360107 +507.85,375,0.1935,1.334518912,0.7043,0.9982,0,1.857,0,120.2253091 +507.85,900,0.1935,1.27384247,0.7043,0.9982,0,1.857,0,181.7372552 +508.1125,275,0,0.993087595,0.865,0.96118,0.0941,1.6808,0.9618,123.7747315 +508.1125,550,0,1.613779909,0.865,0.96118,0.0941,1.6808,0.9618,190.7056142 +508.1125,900,0,1.470701757,0.865,0.96118,0.0941,1.6808,0.9618,191.0469048 +508.1125,950,0,1.377190355,0.865,0.96118,0.0941,1.6808,0.9618,247.966596 +508.1125,950,0,1.393099958,0.865,0.96118,0.0941,1.6808,0.9618,269.3541415 +516.25,375,0,0.96372751,0.769,1.069,0,1.85,0,81.37885228 +516.25,900,0,1.714035177,0.769,1.069,0,1.85,0,138.4881494 +517.4925,275,0,1.577151701,0.8592,0.95514,0.0887,1.7154,0.9564,126.201687 +517.4925,550,0,1.601823304,0.8592,0.95514,0.0887,1.7154,0.9564,193.7772298 +517.4925,900,0,1.28316939,0.8592,0.95514,0.0887,1.7154,0.9564,219.6773957 +517.4925,950,0,1.033081471,0.8592,0.95514,0.0887,1.7154,0.9564,267.9510579 +517.4925,950,0,1.312737692,0.8592,0.95514,0.0887,1.7154,0.9564,286.2290666 +517.65,375,0,1.482274026,0.7693,1.0914,0,1.857,0,81.64050842 +517.65,900,0,1.411693298,0.7693,1.0914,0,1.857,0,138.6929237 +518,375,0,1.741292083,0.769,1.09,0,1.86,0,104.0177967 +518,900,0,1.45461079,0.769,1.09,0,1.86,0,138.4881494 +518,375,0,1.788854819,0.765,1.085,0,1.92,0,78.1176308 +518,900,0,1.528806106,0.765,1.085,0,1.92,0,119.0725052 +518,950,0,1.620363125,0.765,1.085,0,1.92,0,161.6579903 +518,900,0,1.390611697,0.778,0.819,0.11,2.21,1.07,172.8068173 +518,900,0,1.188740157,0.7784,0.8192,0.105,2.214,1.067,172.8106094 +519.75,375,0,1.239290662,0.734,1.04,0,1.86,0,170.2660982 +520.03,275,0,1.157073529,0.75345,1.0228,0.0952,1.748,1.1754,120.51351 +520.03,550,0,1.598029647,0.75345,1.0228,0.0952,1.748,1.1754,203.4471307 +520.03,900,0,1.248578367,0.75345,1.0228,0.0952,1.748,1.1754,260.7081125 +520.03,950,0,1.453743076,0.75345,1.0228,0.0952,1.748,1.1754,285.7740125 +520.03,950,0,1.682381996,0.75345,1.0228,0.0952,1.748,1.1754,312.0913114 +521.15,900,0.1372,0.908117837,0.6553,0.8784,0.06,2.013,1.069,294.3859125 +521.5,900,0.137,1.143895848,0.655,0.878,0.06,2.01,1.07,294.3821203 +521.5,900,0,1.441474524,0.815,0.879,0.06,1.86,1.07,234.5045771 +521.5,900,0,1.512780038,0.744,0.88,0.11,2.1,1.07,175.3096151 +521.5,900,0,0.913175867,0.784,0.953,0.13,1.64,1.07,197.2280572 +521.675,900,0,0.928705328,0.784,0.9532,0.128,1.636,1.075,197.2621862 +521.675,900,0,1.105296606,0.8152,0.879,0.061,1.864,1.07,234.5424983 +521.85,900,0,1.190225389,0.7442,0.8796,0.111,2.097,1.07,175.3134073 +524.65,900,0,1.431339614,0.7276,0.8782,0.099,2.115,1.198,131.0973114 +525,375,0,0.975437349,0.795,1.075,0,1.84,0,85.66394562 +525,900,0,0.950359871,0.795,1.075,0,1.84,0,147.6650749 +525,900,0,1.40983453,0.728,0.878,0.1,2.12,1.2,131.0935193 +528.5,550,0,1.524326524,0.817,0.974,0,2.03,0,99.69478222 +528.5,950,0,1.026239171,0.817,0.974,0,2.03,0,147.0962572 +528.5,900,0,1.099820323,0.817,0.974,0,2.03,0,119.6413229 +531.3,900,0.1399,1.565633412,0.7225,0.8955,0.062,2.135,0,183.8077516 +532,900,0.076,1.07643179,0.67,0.932,0,2.28,0,262.9757991 +532,900,0.14,1.307203259,0.722,0.895,0.06,2.14,0,183.8039595 +533.4,900,0,0.87839602,0.7052,0.9594,0.098,1.96,0.996,165.6776354 +533.75,900,0,1.630305329,0.705,0.959,0.1,1.96,1,165.6776354 +534.275,375,0.2035,1.238810618,0.631,0.9654,0,2.035,0,142.4167836 +534.275,900,0.2035,1.202282853,0.631,0.9654,0,2.035,0,238.5735197 +534.275,275,0.2035,1.574544159,0.631,0.9654,0,2.035,0,77.79150865 +534.275,950,0.2035,1.564750763,0.631,0.9654,0,2.035,0,300.2940323 +537.25,950,0,0.982359795,0.812,0.968,0,1.93,0,189.6817424 +537.25,950,0,1.659699648,0.812,0.968,0,1.93,0,198.8207467 +537.25,275,0,1.653004309,0.812,0.968,0,1.93,0,68.97862642 +537.25,900,0,1.700086368,0.812,0.968,0,1.93,0,151.4192717 +537.25,950,0,1.155888919,0.812,0.968,0,1.93,0,181.0736345 +542.325,900,0.1428,1.080688545,0.6512,0.9139,0.221,1.678,1.112,210.1857244 +542.5,275,0,1.490343276,0.83,1.012,0,1.92,0,65.18650842 +542.5,375,0,0.990321671,0.83,1.012,0,1.92,0,94.84087118 +542.5,900,0,1.019073201,0.83,1.012,0,1.92,0,153.0498825 +542.5,950,0,0.959316516,0.83,1.012,0,1.92,0,196.6971607 +542.5,950,0,0.964771219,0.83,1.012,0,1.92,0,212.8515833 +563.5,900,0,1.072127251,0.8,0.974,0,2.03,0,138.4881494 +563.5,950,0,1.523496855,0.8,0.974,0,2.03,0,162.7197834 +563.5,900,0.149,1.065353655,0.709,0.951,0.08,1.86,0,288.3147315 +563.5,900,0,1.498994469,0.813,0.818,0.1,1.96,1.16,171.479576 +563.85,900,0,1.073878268,0.8134,0.8179,0.104,1.96,1.156,171.4833681 +564.375,900,0.1486,1.656218033,0.7095,0.951,0.085,1.858,0,288.3450685 +566.475,900,0.2828,1.532154623,0.6599,0.9427,0.103,1.838,0,410.8380641 +568.75,375,0,1.68116842,0.783,1.063,0,1.84,0,96.47148192 +568.75,900,0,1.480321549,0.783,1.063,0,1.84,0,168.1425121 +569.8,900,0.1664,1.200595897,0.79,0.8816,0.089,1.74,0,336.7969602 +570.5,900,0.166,1.056017412,0.79,0.882,0.09,1.74,0,336.7779996 +570.5,900,0,1.553947343,0.792,0.801,0.11,1.99,1.38,223.734962 +571.375,900,0,1.321216817,0.7925,0.8011,0.108,1.99,1.379,212.4685794 +578.375,900,0.1696,1.406768663,0.8023,0.811,0.081,1.949,0,311.404938 +579.25,275,0,1.077986693,0.821,1.025,0,1.92,0,78.6864485 +579.25,375,0,1.452363868,0.821,1.025,0,1.92,0,95.90266422 +579.25,900,0,1.500457331,0.821,1.025,0,1.92,0,174.5891127 +579.25,950,0,1.645641158,0.821,1.025,0,1.92,0,208.5285688 +579.25,950,0,1.37064737,0.821,1.025,0,1.92,0,216.6057802 +579.25,950,0,1.587062027,0.825,0.978,0,1.92,0,214.4821941 +579.25,950,0,1.635194235,0.825,0.978,0,1.92,0,226.8444988 +579.25,275,0,1.509797249,0.825,0.978,0,1.92,0,74.36343398 +579.25,275,0,1.37492848,0.825,0.879,0,1.92,0,74.36343398 +579.25,375,0,1.444492531,0.825,0.978,0,1.92,0,89.45606362 +579.25,900,0,0.88980344,0.825,0.978,0,1.92,0,172.958502 +579.25,950,0,1.666833026,0.825,0.978,0,1.92,0,204.774372 +579.25,900,0.17,0.982088245,0.802,0.811,0.08,1.95,0,311.370809 +581.875,950,0.1425,1.252712839,0.594,0.932,0,2.28,0,221.4824439 +581.875,950,0.1425,1.088840057,0.594,0.932,0,2.28,0,225.79029 +581.875,375,0.1425,0.846047301,0.594,0.932,0,2.28,0,166.5156935 +582.75,900,0.0175,1.478224687,0.652,0.996,0.179,1.67,1.63,260.0255313 +582.75,275,0,1.218695558,0.8426,0.9312,0,1.92,0,85.88768058 +582.75,900,0,1.466461237,0.8426,0.9312,0,1.92,0,175.817759 +582.75,375,0,1.38090519,0.8426,0.9312,0,1.92,0,128.7272376 +582.75,950,0,1.593249263,0.8426,0.9312,0,1.92,0,229.2411173 +584.5,900,0.0176,1.029696044,0.633,0.967,0.153,1.89,1.58,243.7952662 +588,900,0,1.051343217,0.817,0.986,0.03,1.82,0,246.7531183 +588.875,900,0,1.631335621,0.8168,0.9858,0.034,1.819,0,246.775871 +591.325,375,0.189,1.274177425,0.7558,0.9447,0.095,1.749,0,193.0567274 +591.325,900,0.189,1.291936357,0.7558,0.9447,0.095,1.749,0,274.4355797 +591.325,950,0.189,1.271633272,0.7558,0.9447,0.095,1.749,0,372.8789629 +593.25,275,0,1.64449227,0.781,0.968,0,1.97,0,72.73282324 +612.5,550,0,1.099019835,0.775,0.974,0,2.03,0,123.9264162 +612.5,900,0,1.358321021,0.775,0.974,0,2.03,0,150.3574787 +612.5,950,0,1.180719777,0.775,0.974,0,2.03,0,164.8812906 +612.5,950,0,0.987320842,0.775,0.974,0,2.03,0,172.4276055 +612.5,950,0,1.000827481,0.775,0.974,0,2.03,0,179.9739203 +621.25,900,0.019,1.018864331,0.871,0.967,0.1313,1.45,0.97,242.1646555 +621.25,900,0.019,1.206326339,0.871,0.967,0.1225,1.45,0.97,305.0000507 +622.825,900,0,1.164297596,0.7784,0.8014,0.11,1.933,1.416,224.7777945 +623,900,0.119,1.603740847,0.657,1.061,0.0903,1.6,0,324.4915373 +623,900,0,0.887999245,0.778,0.801,0.11,1.93,1.42,224.7588339 +628.25,900,0.019,1.198537126,0.801,0.942,0.1091,1.54,1.41,346.144531 +628.25,900,0.019,1.13713292,0.801,0.942,0.1091,1.54,1.41,327.2218622 +628.25,275,0.019,0.831387522,0.801,0.942,0.1091,1.54,1.41,138.1414414 +628.25,275,0.019,1.492220177,0.801,0.942,0.1091,1.54,1.41,130.0154743 +628.25,375,0.019,1.496600492,0.801,0.942,0.1091,1.54,1.41,196.6484049 +628.25,375,0.019,1.621038991,0.801,0.942,0.1091,1.54,1.41,212.358608 +628.25,950,0.019,1.415546102,0.801,0.942,0.1091,1.54,1.41,378.1283377 +628.25,950,0.019,0.861115184,0.801,0.942,0.1091,1.54,1.41,367.2937149 +634.55,275,0.189,1.324289049,0.7558,0.9447,0.116,1.649,0,194.1564416 +634.55,375,0.189,1.48412347,0.7558,0.9447,0.116,1.649,0,125.9362388 +634.55,900,0.189,1.444389179,0.7558,0.9447,0.116,1.649,0,392.1429224 +634.55,900,0.189,0.835122148,0.7558,0.9447,0.116,1.649,0,392.1429224 +634.55,900,0.189,0.8644329,0.7558,0.9447,0.116,1.649,0,392.1429224 +634.55,900,0.189,1.592610628,0.7558,0.9447,0.116,1.649,0,392.1429224 +634.55,950,0.189,1.365350742,0.7558,0.9447,0.116,1.649,0,436.1314912 +634.55,950,0.189,1.06042759,0.7558,0.9447,0.116,1.649,0,436.1314912 +634.55,950,0.189,1.58498158,0.7558,0.9447,0.116,1.649,0,436.1314912 +634.55,950,0.189,1.386836033,0.7558,0.9447,0.116,1.649,0,436.1314912 +640.5,900,0.187,0.858373209,0.757,0.824,0.07,1.91,0,362.4885596 +640.5,900,0.187,1.214940066,0.7569,0.8243,0.066,1.913,0,362.499936 +654.5,275,0.1892,1.419109357,0.7567,0.9261,0.101,1.701,0,189.188767 +654.5,900,0.1892,1.391443588,0.7567,0.9261,0.101,1.701,0,336.019576 +654.5,950,0.1892,1.470893414,0.7567,0.9261,0.101,1.701,0,348.6852501 +654.5,900,0,1.203867815,0.73,1.013,0.07,1.9,0,214.7855635 +655.025,900,0,1.24563478,0.7304,1.0132,0.067,1.902,0,214.8083162 +673.75,225,0,1.013682749,0.763,0.966,0,1.86,0,34.47035262 +673.75,275,0,0.863794464,0.763,0.966,0,1.86,0,80.84795576 +673.75,375,0,1.166573529,0.763,0.966,0,1.86,0,127.7185342 +673.75,550,0,1.286313615,0.763,0.966,0,1.86,0,153.580779 +673.75,900,0,1.639443583,0.763,0.966,0,1.86,0,172.4276055 +677.25,900,0.02,1.505095988,0.845,0.938,0.1432,1.57,0.94,276.2937175 +677.25,900,0.02,1.590220485,0.845,0.938,0.1393,1.57,0.94,256.7643098 +677.25,900,0.02,0.821632492,0.845,0.938,0.1161,1.57,0.94,256.7643098 +677.25,275,0.02,1.662332397,0.845,0.938,0.1432,1.57,0.94,125.139894 +677.25,275,0.02,1.620083142,0.845,0.938,0.1393,1.57,0.94,140.308366 +677.25,275,0.02,0.957417193,0.845,0.938,0.1161,1.57,0.94,191.2365107 +677.25,375,0.02,1.509905348,0.845,0.938,0.1432,1.57,0.94,202.6128647 +677.25,375,0.02,1.057494601,0.845,0.938,0.1393,1.57,0.94,252.4412953 +677.25,375,0.02,0.893352668,0.845,0.938,0.1161,1.57,0.94,229.1576907 +677.25,950,0.02,0.860578056,0.845,0.938,0.1432,1.57,0.94,309.8539618 +677.25,950,0.02,1.541463814,0.845,0.938,0.1393,1.57,0.94,263.8176493 +677.25,950,0.02,1.548372359,0.845,0.938,0.1161,1.57,0.94,338.0293985 +680.05,275,0.0971,0.819910945,0.9257,0.8521,0.121,1.579,0,154.5288085 +680.05,900,0.0971,0.977672051,0.9257,0.8521,0.121,1.579,0,278.8344365 +680.05,950,0.0971,1.142880842,0.9257,0.8521,0.121,1.579,0,316.7935377 +682.325,375,0.189,0.935204706,0.7558,0.9447,0.22,1.459,0,325.0224338 +682.325,900,0.189,1.414607142,0.7558,0.9447,0.22,1.459,0,409.7383499 +682.325,950,0.189,1.1095636,0.7558,0.9447,0.22,1.459,0,454.2957364 +687.75,275,0,1.536651161,0.7856,0.9406,0,1.92,0,105.5953178 +687.75,950,0,1.668564694,0.7856,0.9406,0,1.92,0,268.6563918 +687.75,900,0,1.490458578,0.7856,0.9406,0,1.92,0,217.8268422 +687.75,375,0,1.445839156,0.7856,0.9406,0,1.92,0,152.583452 +687.75,275,0,1.243497918,0.758,0.94,0,1.92,0,105.0795898 +687.75,900,0,0.91754415,0.758,0.94,0,1.92,0,217.7054944 +687.75,950,0,1.637791808,0.758,0.94,0,1.92,0,268.3681909 +694.75,900,0.0172,0.872716254,0.633,0.967,0.208,1.67,1.58,306.0618438 +694.75,900,0,1.535850304,0.7343,1.0406,0,1.857,0,181.9534059 +694.75,375,0,1.630172947,0.7343,1.0406,0,1.857,0,139.9632833 +694.75,900,0,0.975656998,0.734,1.04,0,1.86,0,203.1437613 +694.75,900,0,1.343678182,0.734,1.04,0,1.85,0,215.0130906 +700,900,0,1.038841405,0.745,1.025,0,1.87,0,240.3444388 +700,375,0,1.13953998,0.745,1.025,0,1.87,0,165.791399 +703.15,275,0.0947,0.929066944,0.8521,0.9468,0.114,1.474,0,226.048154 +780.5,950,0.024,1.348369083,0.712,0.967,0.1164,1.62,0.79,303.9003365 +780.5,950,0.024,1.346035872,0.712,0.967,0.103,1.62,0.79,301.2079327 +787.675,900,0.05,1.041651815,0.6132,1.1244,0.03,2,0,216.567859 +789.25,900,0,1.597994732,0.745,1.03,0.1125,1.65,0,433.4011662 +820.75,275,0.1172,1.078324487,0.8405,0.8521,0.322,1.378,0,221.0804794 +820.75,900,0.1172,0.779892593,0.8405,0.8521,0.322,1.378,0,367.9492095 +820.75,950,0.1172,1.079328845,0.8405,0.8521,0.322,1.378,0,388.8437797 +831.25,900,0,0.8992294,0.594,0.932,0,2.28,0,216.0938442 +831.25,950,0,0.900315478,0.594,0.932,0,2.28,0,234.4135663 +831.25,275,0.1188,1.013890725,0.7815,0.8521,0.089,1.811,0,207.8839088 +831.25,900,0.1188,0.758964631,0.7815,0.8521,0.089,1.811,0,375.6472091 +831.25,950,0.1188,0.861841486,0.7815,0.8521,0.089,1.811,0,408.069818 +831.25,900,0,1.516342598,0.641,1.098,0.019,1.42,0.59,314.745794 +831.25,900,0,0.945128796,0.662,1.044,0.095,1.62,0,321.8749758 +840,900,0,1.277757569,0.7122,0.9362,0,1.92,0,241.6830565 +840,375,0,0.828947799,0.7122,0.9362,0,1.92,0,190.1330044 +840,950,0,1.455890161,0.7122,0.9362,0,1.92,0,298.7354718 +840,275,0,1.210986346,0.7122,0.9362,0,1.92,0,134.2258087 +840,900,0,1.568170862,0.721,0.936,0,1.92,0,241.4062319 +840,950,0,1.672488777,0.721,0.936,0,1.92,0,298.515529 +840,275,0,1.377514977,0.721,0.936,0,1.92,0,134.1651348 +848.75,900,0,1.342974737,0.8,1.12,0,1.46,0,395.9350404 +859.25,900,0.026,0.834857592,0.699,0.882,0.0393,2.1,1.23,305.5309473 +859.25,900,0.026,1.372371214,0.699,0.822,0.0393,2.01,1.23,318.537912 +859.25,275,0.026,0.885810845,0.699,0.882,0.0393,2.1,1.23,140.8500971 +859.25,375,0.026,1.287581036,0.699,0.882,0.0393,2.1,1.23,184.1885886 +945,900,0,1.528696958,0.676,1.04,0.025,1.62,0,439.9236092 +945,900,0,1.107596939,0.676,1.055,0.025,1.62,0,340.3805117 +945,375,0,1.739930281,0.613,1.125,0,1.73,0,289.3765246 +945,550,0,1.527267535,0.613,1.125,0,1.73,0,328.7007882 +945,900,0,1.735468506,0.613,1.125,0,1.73,0,370.1865592 +945,950,0,1.394782512,0.613,1.125,0,1.73,0,383.1176815 +945,950,0,1.685471745,0.613,1.125,0,1.73,0,393.9252178 +945,950,0,1.35372021,0.613,1.125,0,1.73,0,407.9181333 +945,275,0,1.703753827,0.613,1.125,0,1.73,0,229.006006