From f9e3387e818d8725a9e3a5248763b0ffa316591b Mon Sep 17 00:00:00 2001 From: git-sandro Date: Sat, 24 Jan 2026 16:55:48 +0100 Subject: [PATCH] klassifikation --- .../bilder/logistische_regression.png | Bin 0 -> 87392 bytes zusammenfassung/zusammenfassung.md | 10 ++++++++-- 2 files changed, 8 insertions(+), 2 deletions(-) create mode 100644 zusammenfassung/bilder/logistische_regression.png diff --git a/zusammenfassung/bilder/logistische_regression.png b/zusammenfassung/bilder/logistische_regression.png new file mode 100644 index 0000000000000000000000000000000000000000..6e2275fb22fe1326c658e3c5930f86064a542e1a GIT binary patch literal 87392 zcmZs?V~}P|(=|G6+qS0dt8E+8wr$(CZQC}dZQGo-`Stz0f6kAS5j%G59TioPSrv)3 zvclzM#o(Z^p@04Q1t%dctoZ8}u-dO*Kn;+F{P-jW!mBZ!wBndVGBR z_5GXO*TxRAkw4;S?Su1g-30&*O$@}7FUe&m~~W~D*WQ2UXt6}Q+h zc|wWxTkl8PM|J_*JQ4r@4dn_xLEfuut#_ww=YfDf=&PihKA_|&yN|`=Q{9>7;Xe(wJ+r)sNg;7C z%v$dk6!ZRDCb)l$V!#jr>Zy#hf$NW$VCV106|UVpG|ASuZfy~12B<+eJsivCAG567 zfQR3hbs+T!;Q%4q{WW+@Er1=S5LOC#6W?WtOeSt`v|VBhoQ?fcblmI&pa^o{F{x?S zT3fI2%PmhjM{#Zp=u&s_4Mq3+F~jW;4(R~Ng=m{^qTHM;92mHVCymg0;XEl3!-;yT z8z?Jjjnw8mh+%{V18Ow*rB)!H&9beANTum6dTFJgXd-O1=p^Mh3D$=@;CdLGwpFe|3FK)Ywj|U^n z2<7a%0Wq#7KZmF1;1ES0V#^#?P&^`*u6{5`svJ=SRU5~lmpgk8c`L1aXD2Ep!H?vCeKf)!RJlkBk;Qb>D4AWv)T(IZ7d#8ZNh#QI^#0()F(jK(y@QJ65t@&jNFltcgJ52&{mPN9=X_8XP1&U_&3zh*`?PwuB{M;n3= z>(C!z?Pihu4i}-YCew5691MGM9*;%?_iANNR<2e^t}L(5fP}ZB2WkCIVm=rM|JtExi2z`t9pb}AA&YBc zJFS*l%D6bD*N(>-MmWcmaZW=d{24UlwWey=-c@^xp;&xHtB=4HRSzQ^IafIcppg77 zD&JUOOTRSf7m_LGtYVJ#RB69VGm`E56{F#1!|Kt1ypl1GwjZgmM@THr`EA$uwliLH z1c|BT-9Qu=S~(U<#`x!fLdwb+kL)enxj_ygki8pKWaE$CkITI2X-?sJtx>3uW}yQ6 z>Z^&*t!^9@1zG?;YSMm+;k=fgROI*QTb6yS5w5!N;WYL}R65Dr z>(``PyjxHzR!?Vt3JyRNepTmuKL8=*?owO@lB03HLU z%d06)Yz!tk7+g1F--COzypnlw!L0!L+l{jDOmU3Ft=yk2I2Can-b+AFX3eBj&K)UH zcSrZ_a&kBL>&D7o_V7?zh*B{LbEdYLEsK%{4o0?6?H0yp$*B=t_&5lwAZvV_c}@78 zNvUPi*fsq+T~|Ejro-;qio*ee;$K~&;f+fHIt@0Y)|HgLc{j9Bo5V*a%u?)Vcb8Df zTX(QKd9k61GS&r~{m73Gt^V=b`N++M=Fs%XGW{nJ-FlROeWtO+E6`){U<*>?vK5c*l={EF?!Qz zo`~#AP`!Gmk^l9=GSUP1agRE}iVEp!QQS~J2hdPxuIU-^$5e(B9UmQw>vrePh)i8% zA^*o>1-TpJR}%^lqBz&NsOYe5|cuFTv`A*dmsDjb7vdY~j3u*2QgrT>VI zXCyJy2j-9#h?LFf3V?C(O3e)n7!cs*Zihm|93E;036IA`lp|{6J2-;61B!tbJd|%2 zLJikUm)yF4XC$~l7NP)=cp!&gCCS9;K~jL0FlIUmA$%#=46&bROb`ZR*%W zMM%-iGV(We+K1g9^cc+Cq;*tX$iCbZU(x6B23`Lr^!zvd-y&_;6BCmPVI3hlJ?gqr z(@F%`I3fnDO+C-x&@%0R>8E#=5iv_Yqu8AQ`>PWZ?w$Cm&5L;+X{SL{ew3#>=**%< z{7q(DXn5y6zcg9TRU%b8-K&z)F_ijE(ZMcx>N5sT^XlNLbKa1AM}{Vnf16?wYrB=61`ooCN~-BYp^1udN)I+GMALEj+La`%V;ck7YfU(vpVTPZn*9 zL6HvG9yk7SE>ulT=2d@aY~Q(6)&k}~UzBo*sf+L6qaIcXHx!h6xda|{QNVLrOtq(p zB?vAkmwl?V_zm5TA5BNH6`jP`T2y#xR;=Uf)ABm z{Fg)mX?Vfiv|`3xBbvba#v$Nvn+)Y`V}1J$34u(=`r3H(@LV#3$hsj_%h5DII|Prx ztFsxjU9RqCxJ@cMq~36qdwO7C0N8FmtnT1h>HAR&m!fNCFjwwSs>VgcB9_?VnbC0_ z4U!DP*MYP3Ay55;c=}O&JuR#=T z@v#PW)^ZTCHJ1jnh^hMef>y;(Ll}iB%lMGbgedqljy5Pqw*|qw)pZlqE6i@h_4X;0 zA+*KjM}z&eT_Z&OPNuGjUI?NlVOWwcfib+>a)U6;_4+g%+4Q>d@IE0x->Fr9CwEd6 z9XaDeUOwJ^c_%>Io+#J~NvDYTKz?M{BnZ=fDIAXm>IB7|TPKL}P>^FgN<33FNrV#Y z2B=`wE3C6Y$#XT7q)Rc2G}C=ao_Jw-L2R(+CF~>KbEuN!Jwzf*l$}sE+Ef zl&6c`3dNRuD#F1h`AS@hSu3#;vk;@pI-WP^VQ_$PxykBWk1Q(+xzdW)@SJ){&q1Nc%ZKFrT($VN{~(0leckJ90*EVaS^e{>0-T9d8$?1hC`0%1 zP-f873Zv7GK^^)-gz@0%e6WS`kQgk#&N{^Ft z{vd5L7#mQPw7+|Y`*rLY_FAXUV=Za-2U`CU!>tg5YS>KJENDfHhOOe19zy1nmpeHV ztS6V)(pN~Gt}9@vKnCRCLVBKho;cccN3dcb1V6?IJDAWH+q&8@`RF1ssX@lLjTEi# zLJ+}(LnPDfiqW9bT;@7oL5iAwVeLV?s#u;XqRXImRV3|jmshcaI%t#Ekt{?6oxGwg zb+;l~k7d(rYfChC&v~(XB&vvC_vS0$ULpoVjdqO5PB?-D^w;4)ic7Fz1?t#^fW_AX zFU2{xRP%Em9QYZCcxS>5Ip?K_XPv5?uqpjtOg2Kwmo@kQ%^&WNkbNy?8p=(XH_C)Q zeE{9tNmVP&S+W;l5UR%6dNSb+@_Mh%E@p>bXgRoj9V!TF>Jtbp@cIXf8kcSjmL1&-vUv-;;e8f~HS$Nj-zY6FSXDoad z=f2kCtm8`n{M)2I?`Et$opc()>ScNeB~u3QiWx4Je+pV>1zRl1%v;q<5LOe@A=CVb z-}NJ<%f#2s_)TV zuoxwck3(<_Tr?tqYQ#nIlgRqnv)R0ah6F)9+PjIa6Q?N zaY#;}dE4aXl*Re7$EUZYS`bmCE&?D%`aNXTRIgx z+9;WnnTP`$sDnXfb`KL;2Tu8M_BTfTTdRmjOvOPBN?o-rqw8`Q@pP@MWTIKP0W8k~^sKYdHUb6eyE@%=; zd@qaqY!|aKbk{bbGso=684J9EYp4d)7tBGsC(cxf z6PZet6+Do^Ew?WXxsq8WS9ups{Vs*WS{yB34kvjA^7_F_Xp^%(<7I|_%o$(*X@7UF`= z=*riG_Y~9rP$OJCS!^U?6srR!3lSMvY-F!Ax$}?Zj4~p~OC-E-rA=VsOvS4Z94#H) z@Q}Aa0oB`hWvlcw+8B>Oi}BfqKGxshjxl2P?PJSnok?!a$L7SKj5v4ac38rT zgkazcXvbR`5e@3DGzZeh#*WnH0u)%{Y_~;rMPY#P0;A3FUQSKy$=6nu1PGkA-{w&= z^@f}&7|caCj*@sf0sag%j*E&cWwH{uz<;oYP~?>d7#A&}d71?+@oT7NlN|g;2;khk z{X6F*uc}2@kp_I!JaS7gdN6+caAFJ|jy(a^kA4Q-iCiLXmBYQ>>t<1=$l*R2(WaSA zB2bqExhgm5be2r$1tD9yzw4ii?2Reqd%xXzbYk0v;LqAboBtVjg{y}qd5L>z)ly{E zW9%`I3qR+JLb0V2{zbHYUQl-Ejo8$zjIQ@T-SqojGipI+KUW~`BapfaLI6}_Cwk+* zTNE&8JrLNC@61q0F&-tf)vB1)l`cINl%&lj`-V4sa88*q2=i%XqpEBTiPq~2hE+!K zl5+RoQ}U+j=SCeZIc=*+=O}NX|2YSnlQ}Aq!TJHwR-;>q|I}*l;rW5IsRbD?a^N<%NENmh8TA-kMm>cDfZ#wN!u;`7yKz zwQn1KslBNWa-xB`HMZj<5Pbbbc zwlq!6YB+=x$^7R!-0uT>XR@b@*);Ip!vI@!E5;%afCmsgqf{{ZC}Y>H^evnO=#j@Gj2b-N@ZC=$zaPP+mnoa-+~n-j;2d_)w+WH1w)zj@v`QnJq-!D$ zSFO5!=}3?-q$RB>$tTV|vB$4*vx{)q1s~zFo+&y6U^!HbLk5Yi<6lmMI@iGpZ6xEP zUy{1J@VE_vz#@U01JbL(J=gsPK*TZ7OonDHhDpy5Z(5L1CKh{HT!Rp-1cVV3Qf?Hz zqgps77t0t}Gi0e-A5w25!1j*GiNYN69M|!VQB6X18-`D#;gx70lC)@M&B7(j-5M`F z|AdG;k`}ec|H6Ykxd#z-MtA)qc#;K+S98&oxVn?RTF&sSeP{Z;Fjq!6W9t~``RvHa zrjh%D%n$1T+=X9o^@KZ$8oAG)WBxhHi}Uoxc0EE?f$(_XX3!hyjB$+Xu+mJ} zT9Ioki$*5@?bj~A6iP$Q>7biP(7cV#o8DgT9Q?uOED85C0U$B|35)<`EikTQ*l3L~ zb`=Y6BIw0b7I4;$_M8^4GvNWDq|xp^(C7I$kyzidBbRmQdjB(z-{umA6~bw^k&KBi z!c*%IA&-%%W;zD$R=Chcg)EA5we2fU=oCpapvA2=4ABmAhB%&!nzC*)b#>cwdIRG+ zfO+Mo+~67U6#GBU1bxe`H!O~u4`KMH3>nz}{EtMy)1>Jc`+fa+Cewn@|BoO}`2Cd` zOqN~loMVF5|4VzUUoMSn1e0*dQAQV0H>-Xv4YG3)l6 z>l8ot+0a1QaYV#X{s2u3M_C-;x)d?g#bd(gQEZ>P65w^c}53tJ##31b%x*sEY00NAU^ zCbx709isog4AzeoyGOX>f)LHPcjH{i;mz5Zexg(zz@tlm_)<3LEaiGjbNA|0^wxoe z-=q8rK(Tw-*1sj>{n+1&{+nl#VMrhoc0uS;z->3U%EYe0eiujomYgtds5YxvZtMc1 zt5eQ_1$noOR&ahIY_znm?`OU0!6$Q1*IQY>PS@@K;>dsW*l&OZu`)Sf{WRVG2sgt( z5;8&mCqn`42A5EpLq|1i_XN-5e)0Kk@1UoioT@3({~Rcd4n<5DtW}34{cSQ&P6KGvlEpZjy?Hy%$lvwTglMZO;B* zhohK9ViwO+i_Y018j0T`o}RA2Bg7-hMXhuXx7z74iUi<8%VP~lZ{S))a9npSw_+k5 zU2eD9i?PTQTx1E)SNfk0>@ae7$#Mp_@cq2|t{B%>jh--!f@HWTR6PD@FmFucVT^|o zhfE@YW?W>sPDh0H4DYBg&|(H+CB4qYlV`n4v5fJsQd1#An22rO$Vx@}3rhdntEZuj zG3;W!_c1?_0|CbZzSXGPLFaN_)e_pKE`{Z8fLa$~eP`gi7UH(%b|PPK;t$Jg(+&Og>} zP?)K8cRHyYW>CpZj@k31q~h0Gw`F#&iU}Uek}S>y^_~8kQj_O6)7kNzDFl#e?b$O~ zEe8P6dPL>~mW&$k%H+ z6lqfF$oeOpT())I$=RuK^M~`!1mT?P?=jQVYPv0!$dl*8CK3--q0=lE{tEgI&rfYr z+B=M%8T->E+i}Q5p75tx9nU&?bqRVr%v>|=7OF@=uN$Zm>OtKodu_tWq%HPmDWt0XZ=oK>axp{u+qAf>(YSrrtm2&}bm zyAvXl#gZ9RMz?hZE;8dH@U92s;j@*?%H{)W$N=tz>Ps< z;fLqsc(Obc4=8!w<-+Q)O<|pjovq!H4~9(CTDSfP2dOoPS^YfXbXqgTF@Zc3@nO!* zLy1Pd6+pK#OA1=Ml>GrH)1+jZj`0`J(uNIEZ@rL&hcm^sCW??`;02^AgMSjwICG>R z2ZP!HbB$f5HJNV_qwS+$lKUpOm5uHG^TmvhT|sf6fOzO?tTKfPO-M*$i)M2Bf!*I> z$P$o`TEk2k^SetBtl9xhH;dQ7@&!~T^^39D^81v$28wpWN&uHIl$R`i4}w%C#;jm_ zPMmJ~7!YitXOy%)QB+4(Cg;Q)F(?JsEwg4^LEx1~Tvd6V$~2aEqw`2blO#yP0Tf(j z{NZ@cW+Aji;y>%%votZ`2QNJff|NiwAXll3Ii%qoS)AL2%2Q>WY2|XP`mZ&mHj-29 z-0IFs@Mt+2Om*0cRgAF8l8eZS4ee+siFIW*GSx&8P(*@Z9))1B{Nc8bg+idiSp)tt zERl#<#Mcd_&xJQUvrB$Txx$Lo_Ln4_gkVN|%VK7#IMZ8hi8XWDl9>I~w?G~?i>08>tL&Wid;4Uy%82kP0sa?gBCRV= zKrk170~QE51u!Mp^`ncEOPS?z=qfbLj6y<6Mn=V^bH|?0mbm&igywS+{&^H_=LbAI zC+As-Tu@UtJ`-3~*HRz#%>*x;Ovhw%q8-2c>FO{LbiV(-p`&(|)Go%Vo|)S5y>l{j zm#LTB8G1RJ3oma}qAdsmiYnXU1$opSe()*$qp6YM`C;VZoGcQpmv?~6F1ojEo&HHBk1SaIj(bT&Qm#6ArvsY$*wK*$RA*~oRJLu# z?Zrf&Ff?Uc5&}V0!W>!IrHIhbULQUeeqVZ5T<|ccMg`di!L(b|)%N!C^?CHjD#D+C zlADX0n}KO5GPk*Z*PU)!w)7xbTwY(#j4_=c$otf-7Ftl$V%BWE{!d*(qJA*SI(7c3 z;xtdwm%RLv7Zv_0(<3g7Z~YD`eC6UYw6ywl*g_jL6=c~3Q{4LVpC_LN`Uxfe)Vsx= zHH&&XnqvVA8Y$^|S@ZI^TZcU5o9u{C15w^Xz$xLLKn=@80EFOJtvFXlvR4%?jnDUE zt7T)OK&3gZLn9=u_V>}^Xs*u7T_s_z!W-Gn$}Yf09;WYLKJs<4n(Mjuv!|y$A~?Zs zKqPW$10lty%dSj}pZSl|Y0p2#Yd@wiFQRPG`?>0k-j7esQbmQ9^T5r26 zx!@>)v{7J~q#L?HT*iVb=dHeNJ}05Mn;zP0|HjuVX6UQ7JA8fbzDj-Hv~9d_+hwb+ z$>a<2mpXh8mg#-JLlGHe4GsYp20qDo!xS?$K2FWwA8RRr$iPDf{?$|#m6khS2OG(r z2!SeAlI`fXgl$Ny!v z5_}wZmM#f%=O-kBIlPx%h<6jNdl&RDK0Dbz5wMr=e!k3OtPIp6#T0Yu_knI~cDNoa z2VVC$7lJ43CYw#oWwzR4t^eVhhGG;u?OS|N^?jXMot<4Cf6FGY-R^ns3paEoI*&^Z zHBeZalDtGVHWMFyYm6zh@^tnYGrsJ&h`rkE&H3DKjHRgklnmk+KJ;ni@Vz+Bw*6Ay z(4r7LYvL9?efx(a*N`4`FIik+r8w=*eZAf7?fH6wbJE+z_B1Cpd7q3o^XSmGUdMZhy2Oq>?)D$;`bfajk;x4_o$SlWqh#3wZXqZ$6?QPLjwaWu&lGU&0!xZpO0MktN z-1(Gue__CA^)lA$t5`;N4c_@Y;ro<6zB65M+a2`)>!o%oJJjx5JziMT^!*I6sX{lV zsY}RUl6Ml%S{|8~`+gK+^r)hq^?qc@ru_F^DDXTbX??r;Bi)m6Nm5bVPJ`Ux>S=3(&+D26+utYxzYbAL zEV#0fd57d~^ZS-nPX*T=(|t1n6KckTB% z96VPLKrkq3tKIqj#J2bT!Wg57e&u&e2CHKC`%P-}I6(*mb8*0Ys&+V2TAs(jaqCX) zwm0IC0%bBW+?`q^Vs-%`YPv&nMWTu2Q>m^vrq=5nGat&3aK<2KV}*~(s7JVB_0{(G zS7}y;XbvP$ISh+{Go^xPs>epdt{snRBJ(sHu-`j1jjq<%a zjYyT8^wjPY>uzp96<_A-)Ai+yuFu;RJ0A^?HY5tTjlqyP@U5IP6lSImLBGe*>L^PH zLudw+h)$60FyF`LMxJe(+g`%k^7&@r#m+}|m92?;flwxYQA|`ubp@voW%IYJghS0$ zuxRC2tZ(gCPZ9yQBOUoUD=`!XxtqZH$MQb_qK0amnP%r6d4dHz2pMea8sel-3E1Dc zL(~82sYjUdR48UvSJGduv?WxZc!C+HL6t0L77W*Kn5{(_Bn4&4nQ?aMkO$(`8dP`z z?@~RDNS^RzS9h<=kDWwCu@H+amB9gphgXlf$Jbjh1sN~~z^)DYp!+_J_V@3;G0|}E zN((`XB`a@Sb8$Lj3_4qHuN&95BN{Qo$jtCHim>_$y!6_6S zOM|yK_;d1tJ@iIM5LP~A2d{C9Hj>m_w?28q?j|Bn+%$^}jPyxhgRTEPao1MEt z3xQi;6vP96sy`-?dGqS-UcP60ul`aPT~QR$1IVILLYEc!BTon-Pt8>^xMw?*tT;YL zEicQPjh!pLJx?d!`|Xlmk;iZ6g*d%{rE31I;9u!6tc%tSVX7F%*B@@5g*#sAH$0GC zWOI%02pCt}^un~xT@r(H7MwR)72Ia;zYCkd=mpu?!GpLQSyMw!gRzh2IxSp z^j9z4CFa_=B}Y&!t)&%s$m9BH5qXaWHS@1aiO2%N_bFTna@y_kzcd)ur3kiI0 zTG_nq9)JxEm|-Z%;Qbd)q>8J!-JhJ@E4y@DP)y#UXCD9o_82JUFw*?u4F9P5c(#2$Fvt7ABj_qRD!S*On=HnT>Uao0%Yh8uz1r8yZ@JNZ*I$=TfCYQowT3&n| zzQFsU+PY@#isG2weSJb4Ij|=BK{_RMKnW&-U{M;%;teMxr*;A|N3f;*d1$p(%n$Pg=xbgkWT{AeXO9^zR;KM=@-;w96_xMwGAil3RIy{s( zL>Bib1Xi?B#^p$;9{Ot$SxPJP1?Y*X{-Elu-I-lCr9Tq9NEcX4I7p)yI58uj;L`wJ zN?w9cU6j_~NH)}NoM95bFKHiYqe-E{_W1#_2D;y%?|ZaT zZDc8`COO-&N}2nVw2qf5d|E$a7CUQE^ATDpn&)~nsJVmaf$Sq2nW^@ASVg5JifKt1 zdRfWq;Dj6a&M#c!YKHoTE(KH|<&8Y_&tq1sF*+X#Jv^=o;Y)^F$guQ5F%9jpOrPZ$`_O zEnapA(2i*OxWDGp(v1uaNi0|#HDV|;rPDL90BVdND<4Md9|tTL;KknxrHT&BMh4y{ zHBw0uhFJ#2vigUk24`nkgUGDWBkeF1d{H2moKW-9@g&mVOBT?jI~DtxPeh z>E0>ETIwc}WsHgI9o|F+oH9S1tlh#y;i!<}2y0$Fd`<4*-stwz4d0X^yJEGTx$P((zxow&_WOtF z&v~kxctqe;+l`sMQ(g0ut_6pfh%JFml>|UcBNhdMI3OnEKbnzpvd0mePmpPIDhn0Z zrPJ~#+Gb4e5xLFC&w8#_h_?2E7=~vwP|~8eUT8m9fai}zZ@^i4s}`J;kmJ+aO(zRl zFhv(r!7uDV4U)ep^@E97XO1w8e$7RaG-5Qf%Ss3qLJqw1_kWW|6^ry?mFw`_>@;(| zUn#_xLCGj7R`|@T;LBz8gKgE$@_n5@9r7|_mf9~jg!Y^Wj^qC8$dF} z$YSbHD+b2luNK5j8pII2Wv=f@IcEn2`rsSC#7?uuiRLFeG5CxD+~RsSkB?HAF@S$~L>cI7!1 zqSBrY{30*0K4tk};wocDqY9>UE`)U`G?p7u z3J?&;%;=k1;_Jauh`@G(7Kh<9r<+ARA&sUfDv}uDZbRT{4H-vRy*24O1qL8IB!nc zOIC*kwpLx*6j>eo**_qIpgKjSAmtF@DY#|kz=U?J?fG5|;nIIfHWffJKCod95VkPC z5W#^L)9C&Pb-cAZD3L=s$B2>A$255bq&X2sFMjs$xs-28*FqEzp+UPZp2t@l8=c$Y z`=4MlD;K})5RC2+UWqSg7pM;`eN~buz2Yjz5_?z{f32h!33AIO(T$0jhyj=|e<)(b5=_R^HMtN^Ue;3C89861SJ z*#cdEwH)OASEMEa3>|bDFe+ z>modEOvC^d29L?x{R2xC1yi$CFd?;u_<81@PbK+ex)kLag z$Jh0C1^uA!)rZwEF7`c&;q$;v9U_Li*S?aMP4CDV9Yt#N&pfAV#fUG ziI*gCB3f3CTO-YJG2`kn>MTj`5bYj=F2@uiU2+u8B0HOt_0z4axA_kRll6q@a#07; zjD0f45<43w6UVeu6UYQh?Kyydr9i+ncHta7V%UUQl9c)N1DsQ8UVky0)3wCcjB?Gm zqD04X3j*Lz?BsPj5d8KpvtVhq_u6NcRK=y2fFH?~4yX6UEc){Vu$`_{YGSh)QwWg$ zJSWE#N2Mo~#Cse>pv$?>@6!?l*Uto7lF@FrvpGB2SZe-bu6Wv~iXh_7sZu5ld9t{+ z@DnpD4gn$<(^)<@pKxQ;^5wr`rI~YXecor8^*%1ky?n#Z=n!j8WM!hZJYW0-uE^AM zn4)1MQRLA$CqhsLoyN=H=yd_3#cWJOHL%}yO&sUYNy&G2hpQI5De6ime_`%v!c=7D z`GM3*7ehUeQ$(us%NW{7pjZsrYO}eaLys81~F%-q0nbF-vFn3O0KOKeA@-<5e z*fGi&2c(Z?glqQ|`%e}5XL1(f$)9XI9ACA*F^D~{w%a6Lq{0GUeKYS3lCCjb)31`CAv#Cgyb$D7p4UWjqU?M zRQcZTMti@aSu-U?l|Zq1Ub>+aSmXhY=bOn0<=5RqgT==p_EZW8_$!~cmru?HfWC9fK*e^EvO>_qF^aBgKT?}fwJE^p-x0l!W(`pUoV2I zqdUE28ehxzk$iMrKx%lG3jovD{H?2l4b=*E{`5;@Iz7#Q0y5~sJa z;6&^0qH3;9G(2VWSs>rnaqaiDZ-WCFVjNm9rvxkH9cMesGCuzqHPU0_AP9=?r;DMJ z#o%M`Wkq)C`gxLhyWwaHP%V|@O!)!4vcorJ+t%X2H;%Dwwa}0J?TmSC|CfgkHeO#Jk&_{L*n&p3tFT zPMD*(BN!6Fjr1f@I6ct09$nvfqgcCteX)`r1Rr62f`oj#m=YaU^mE9pGkfE9s4|rR zm%M4g8_kj1?G9=xHp=%g_4}VMr*7@!WZM*+IIt`-1BXNVLaw*Z`Fd$}pYaB(;scZd^wAKJ`?5Q^ zUxy3iBGcc#pAx%k-VE6nWph zlgum;*#!Qt$O9>MfcMz|Mei#b?ePx-P%>CBeHUak6A?*K-ntQD_>(LF#F;U&;5)$i>-IJW?3V zXAF1pF4_Awk?Z@ycK>n}NV-RAA%W3R$4^cIN`_`keRh3g<@Pmj7Tf#6ebK3|axWZ^ zr~-9wXSk-F^Ndc=Ie`!uZ0g|tFR~=fg&84m&%L%+(lI>cvxXGP{&xa+oQql+j6NSmk{q* zTJyOVnaQ_VMqjHSD-(n3vemCBFm>{#BJ!In!*LG)1vij?)~M^X>3S>}EeImGJO0$T z&7LfY6R;tBozq3Vz~9wKgSCC2)v4PAq8W}KR_GEPz)6_A1-BK&B>B0p2MfHm9d%k{ zRML&B#jfAMAn3!IQ4aGk(|#bP=x1fV9E1g>#Qq)~Mq7G&V*;_QM{8Mlw7zsUvW>_UjQr4quMjosAk$ zMD&0GV_H(ufRf0BL8<{L@lM!&N<)YRH3G-(w6k$5dw99}Og{P(DzWDYf`VdrU>H0X zUvf~?-!F^b{lrk$D)T66Mp?+9a(~rsN}o&cH`pH317CEcwjoirn0;xEl-K|J}N3kKH^3M)6zCgdP*97af!UBoRWKx)#=h~Yjilb z6?)`=CT35Llaqmak&8P8`^Zl9@WxbLy1VVz4MU)dcXpxa#im-mgdL?oKZ%gED0~zG zJ}y2oyQ)ONA7F|ZDg?6fb<;UNw7Ot=UoE=ixHYHML!U@nTg(3Y@mHcCk>}gP;Sap% zhs-P`mvz_B_ylV^U6^e8SqU?}Oio+dq0o*>k)t7)0N?&fWBS?EB0U)7hUy74rX27g ziTL6jfw$#VEY;WQ0+^kc}srYc@SUNJQGM-5-MIFEoHLmvU zM?Ab#ona+B+*6?WH%3MdHVQVCr!~I>n#y4ag}?_HUXHutUC*&mnv^8Q(ZuU=a&lu4&->dJ>8_MOpO;JcgCMMJGx`ci^%H$T$d7iNrtIvOjivcMVts}57< zWUxxE7CyB3?#_f7p8I-Sjp*Rum9w`Qn_@t$e5~E#HfUI089?Wi@wP)#az_;rtr~F3Jqw5 zJevFj7!3a`Banhd?iUhMM@Nzz$|vE>SW58Ygp&Q^P60Jn$)#Tj%OBajh&r8_q11h|QvMrFP zwH4VNS75sKTq)1OrMao`YojBez$P4$LMasvslz@9M49;9m>tT3gKkz%@xs}`3uoh~ z1-VYtVQ?_5W7-lNtUQT*oi?H-r>_1}%1?j%;nYVT@Femv@q`T3--u@g&qb|bQp+?d z@w4mR(kx$|Z$5hzZp`PJ<$P4{j~a@8h$$50NU0`~nsc5g`^(QbisnUbAnY3n3xfmw zBhv%J$-rPO7hp#XAFD^T=+Fh^5~!Ug#`h_R$eiu_@btw?Nvv~>sG2io>XtA{oxLt? zIIsW`guK4enL_@&x;TX5q%LPC{mP=?#;FOPAY?YM(iNQqb607%xMdU$Q|{yk#fkAx zM@G^}vr>W7yFuZBTpk-&7OZ}Ljv6quEXT$#@@@n{_Q6qZ!vvOdhM*6pojk<_M}Cs^ z1VJt6AR7GX5?XA?ro^{4aHFA)RI8PR66`|HRB>qyv4Opr3jgj&?b@l#L@E2{OQX$1 z63;0X{DoTl-E3o~sk5lJ3)n1P6{hnDZ@0eHU1Koy9MU$AOy)>OuBO5H9rJ&@9|zQs zA+4q<+2H#meX-S&!!b@+o4^`yx-u7EgXA;m9!)iVwT`IiW}#aH>v9z{R7Wo=+A#@`q$|66Z`Y;5VK{pjuzZAN-)5M+}Q}6)aWUzoWoYV!-PGn2{WN=~a?00po4Nd(4kez7KT+P8r z`@us|eA}5Iu&M7%htzGwb$SeoWA&=+iz9W7!qat7NM+Vh496Gh&8<2t`WOmXhz|vR z#B<@{2{KvDxFWnC*P5$w?eu_Kq|lzB#^l3=_~~kWrj8m;7VBq7 zx*W|ffgNc+Z`%R(Iyf)@lT#Bsh}$*#?zjg|2JKgr{t*~(%ms%NU@P{eNAh*C@y6R%GFdakcAG}P#y zj0R696Vr5jLi7)|JiqScV>d{Mx9Rvbu+ecxqQr1rVYUvYGVPw+zR|RwEpQ?+w}w(8 z>?Ce>?o&t7Ow4$@D(^YdZsxl)u_T=u-GEM~qKY(b_uM9e`bCBm+4T6%$#)!v-x)4E zQX*6qeX}XQf5-wHJ5sGAxV&zUgn+q}Cg{j@;k8gECuPnN#k{{I<)dn{)PQ0e&254s zvVns77N03MeF2@27d>6oR54FEs4;0?}HM4)FFbb>D zB*{*)IHuL~CR;Mi(t=WGlt$=rr@x5QyPgWv?#QBV_N@m9QQIO+|4tj7%QT6uJ8Rd( z!Q1<;i(Z>>_X2?OzBETgAAmcCNGgwC{ZW#3V5u{UX>q+Cwr*gZl4TdR%cY(-_d9G| zvpbS#_l_|ZeLMdPqGCFAT#=A)IL~rfWZdPvuen)TedIr$@t5b&+(W#%HdLN1)K`S5 z-V)MvaSdhbZl;kbRYFBG-soU4ffE8!F_X=5iy1rq}9)&Vx!TwzRFjY`Q7j7z5nQ2TPwuPENcWTAyDat zk^pZCS_wniH?&ze;BrYiOA|!aGlpjbn#f~Z)jKf z=~i|XKnH|joNne zCf?coZP$5rT~4BdciDXt%}$OwYgBY8bPT0iiI`77GeT~nT@>n>42}g$jpUb^##+sV za5I$DFjF_%J{9SFv1his0)#KkZXLe?KE|aKM~3GtJiJ31@?L3+df$v=*lxRneTq^# z_kK*6Z%=g3El;@waQKFxJ7$2&E>)@5^=;abztk}Iz;jlG4p2Q`D7VG<&f)FoWW2*{ zbu>vp$)c9p>Rv+0iag0DjfwJ-w=l~e-_1U{Nfzh(s*CCmIGl|AgycphQ+D&BG+Y~+ zZcUuSlc(cTAM?U+({Ul?((_~Ds6PTqS&WfKWbdpV*k#!;{Z1B;y|dId=6KIZBudR| zOb_>HXzJJKIZ5Yj)g9vwv)tRF`?z{~4v(Xa5vG=zD@|VM}zYG_D&7k!94ws7fUrhgkNeeQ=ISrYl}nRt+iOw{$<=%?WebJ z#KsM-NRKR3P}+^&c&(t2nHpC?ch4HRYw?KAJG|?nJO*7Ye36BvCe1gnmmsp`kVJc=JsnPkdjGaN-PM=l z?Ubt%U@)C{yyae_T^VQ?wR>{W)cs=8)ul}JJFMdtz+})tXxACg_NjWT#`MRI5#MIs zPNozV`-utj{)a@@J6by7bPGzn!w=H#_n|kzG&S|6tzEiReR}=0#~p6hj6MHG z2-tsE734RF!_t$tD`sE=1&~6pH>EU5p1QzBr!}Pe5_UA^w!H7z zihNg1r1|*ZY1(%Jx+^MP)@px4w%slod_jSGWDfabu?F9f0XWhP1cqQ^|d^%Q<+p9 zx)lU*c4%wjDn9=ay71xF$aE{$-*kgD5;h$-!H(|9BD-7W3Y`(%ra8T@n*;|b*J3m+ zV|d3E>-QGNiU=(%EG%9ay3H6gZ}ub#6a~hO;d&)=_h;{?Z|KaO+~Sk5cqJ=E#6{wf zjcjhQI8{IUF}-l5`N3DM(s(n|w?(`f?EHtCVD{Aq%vClt z{LBriBw)y461Gra?P^ie*yS+2IXXR9k8>K4#euLycqqI?e@+XFV}e)90X}Ac1{cs# z%Iw!og|Y&9Ry2ZAqZ!HZx!irHE#l)NK*Mbbl7w-G>dEUZ#@aH15c8 z+NMee2)BiJ$NuY0^2FWkhnz!cAG;GTUwGy1WsG)T8}}rc9(p8iLgF2mXu2CmBX}(l zT3A@T8%TFwkYKI_ocHl~tXVrfcb(k+Cb{vq($jmx&1T4;bfWG$>-qkT;fwt9KkyGe zua2DG%w^ZTTmyS9?8J=|oF=@Wb`7BD&EeFPhC7`++gmK`6ynw+dNN>%(89vv-GE8H z$5{3=J{)ZhtUPpXeeeJ9|Kw(G7Fj(|HlQH&AhVjw*Tzq^E`AYT{(brMcmeCn>pJElH8i`N26gccSS?*<5xfk;Y8^?YS3cmI3m+y6Vb z_rvtoVx|>yiYmTa&W&vKPi$OM6!l(nG+GA+00c|ko6y+W*hq zdpNdrWNE$?Za^f!07j8imL*xTxsrp%_KoGb9s9X1|Q+3XFY{q?pOO`Xy zbtHJ`8Sl^o3wsVsr*b7bBe1PaUX&?^>ZJw3RtDL%1y9iJe^*!Z-&Jc+b2Ym=Y@!g} z(w<`-d-%6*BSRw_ns0xR=qN(BBqfWx#`P9$Q1=5{F&yyncD~d&=WZvKW&5EGO6NSBQuSVVD7oy`Svqlz~k=9*l)_k{Qd1HrL zCLHnQ>6(nJyuLNQ*0*r$S6S#=ptLz}<1g~1-cbWCr)HMt%h#Y`*S9-mAsk9Jm1RVkItLEL$ zUZ)?u((%Q)o`rE+_)^shF?TB4HFfZN^r2Iw{fFmT`e&S0DS@8WyxLqg>d;&B?pGGv zNIQ{Qk!#h`pocYQx{I>Z&_V7dp9QVBV%_fLYdx>>Ew6ifFSYv*~LWcNZrd)m@&>+KFrJyMp7V(8*`Q!Tr}0?UU5?hy|1=ml+U3ukwgR zxBjIK5QAZDj1U?OhAn|!6;(~-T@VMuLVEm5arW2g4_0&!+6D@0iL1ynnL6cMhMJPBYhxhID8VT90NFx(xYfGuiGN>rW*#00c5 zo?e*FTzU(C@cZ^lZ}%4GTrN1KW69Q;{#~UL&wKZuo*&#l<7V=f6R6U7Oohs;VkEu_e_mj=iac+{VF?qxxKpJhG@ZYrZNNb z$4>_jf3I-xk;zo9XuBSvQUaNBK2uAfsvQ!+s@s|_iinO1Q8J9q5nadIxoMBtb)}%J z<1x29#_b2O8?wQ!)A&}Wb>q!6p>WL?VCtsXs?VU|zikLEemEZtGNZFGr2u!O1A+^I2ecg!iLf0ct z9O12CmbTsdgl}KAnh@fZQ#W&F7z{fUs@5}wl(0@-87$9bKYl0v&Tm>Sf7l+B6Jgn- z&SbWG{=Ub&Ge689I5ym}tBjlw6HzM%tRFRR&UW<`AN{`f@N;AR`^Mc=kvI$^q6-b9 zD}$;*)S+L4BPbHf3j)n0#IPRjt`M#~OEExWU3+~dS9e-k+4SVrFtW~OCH;&_quIZ zv@I-RD2x-4bSzA?Lz5mMzQ9Efd?51aoTz@&Lan{j?93Nf0FDaCU^) z6_k3eUWlFjP5UQ*%#|ikAd1AA>DZM&@L=%lKQHtj{U+8rM{RDafp3LE5M>R6(Xy6E zcvT|_gW+~*o)AhEw18oO65#F5S|@tku8c)6vZaP`G(N{a8fBva%wZZ}Z0kxOz0a+7 z4T-*`bE6>+!Qo6Wn6(GmUF4{3hDb6Od~|8tyEYS!ajPn%7Amj#$b~O@fQ$}>P(ujn ze-NsDyCK}t9B7N=Wf|^_E#d{WjUY?o4A(mU>AgKmh_nbgtEGW&K92wA|7ySdX;*m$ zbC`D$<6V18-+Li=?3u~#V{?{UB$U|Ai(8E>(v*nMoFUtn<_V!3 z34)Uh4j#z4j}F9=4!JfP-k2`6xa8r1)I+^?XOf;B@-GyGPY8|tKO0WpsB=mOt{m&e zkMw6PLWZWQSMy~-918qcZ)$hO-n}>RO-uOO8{R~SeMEWvRWTinu9-p~LX61E=L_a=<&wWAHPFh`BmSgcXM1$T=A3}pFVuD^yCZWho2rv zb`?pyiV4HDw(uevwg8Kc(u@AqH}%}Vo0v0X8_~?AQA`EuaKe+j;{9=QVIufwBpmjf z1g_Y4{>i=Vdt2yyCmkvJ9uS7`;s&@XwpH0>$iiq(3ZL#zCLMZZ!F%&Yd7M#(ZJVQ_ zUv&n=eeJQsIqQ==6y`)AC?hq6TUr-gtXqn1o72=_Xckh`T!1#t_LL@DuDrwl{Qve0 zeVGlbf{KxNcC7y>e(rDcM;;$f^+**2brC=TSvf?pnY0=%~p!~9r$E>WU)_9_p5qk8RL2B51nka-w zw8q%Jj<`keL^+)HFe8>vNPw*wW=&K?*a|5N@5;u8rlGR50T4Y~=R{)^PpE`xpNW}b zQQ(+7D#M6k>|v|Og$KyNI7YF97~z5tYcb2F4#rXIr6qeOt~#Fy(95SwQ_U5*rfe%z z+Zqhp3ZiG8Q9hcyofdqcJe&I9_4w<*?H&F)!3DFe$xPSyu}AR>|9!Um@UWFFTJnm7 z9S)+_J~tYt*l3|)Q)!+M+DNp;S!X&GA~fUkl0ZO|5d+S3&~KNAoD zzF0K@dbg11%xS89D3H`Zu(hPQ+G9z#pTN*5|F&$3>B@p4On?$t+IXZotu$)T zNt8*28gE+j@CqTM>u3>tOE_MZylSc>w>xHbbSrA7xXoE73-%PI+TQ*X{_}qfOn;eS zVZn|KweFpN@`d2c(-S>MCuq6?gkw2uLEzdBpq$0xTFTo}+rq|Sy=6BDBg`4HU1(}V z=s*zDo83(6oL~sswje?&oV8F5xB!>pm?gzYM9ridPb03XXkoG>4mvnV=zZO}kmLj1|o0RP@)7ube#Yrqw zoyT|I`d%KLnmp3&jhV{aoG6ZSglK1#L;2Cvd#|;=^6Sjx7fD_%BWtW}_sq!`Do_98 zRD0_rjr&;Ph-g--s^*Du;zl6ATDB{Qx48Hr;$NRHIUc53>E&JG|e0M83+G__`d^uIU zUSvg}p;j&%gcZedScZ*Z5|s(cs&7HLQMiCw)Vq-K6fzlDA|eApk60nbqEWQW=Dfjh zo2UdgP~lw%5BJSn&%W|f?9Jcx%w4xwP_XGlN8j}6pM__BHk9jMuyB=p}O9xt66uFM8$pHQiP8SEeHv(r|zy(kYz6AGGEj=&l$(jt{sM`sxOM$BCRA*YDs+zL`noI$O|6nPwnqR=ElbRRxkpQeFuiE3ncmo@nkF`nO2V~Vou{^&^K_IYYVH|UaUE2)M zYoR(3jMg8fYX+B|OlnT^;E3?SKKH@im=vYYhAN+p2XoXFj5V2(-xl_M?8pwh0EWWu#o7c?MW=Yv0gQ!J5~+E3I%C{zk7^{kan z-9X@$&0OehdLC}xRQKlprY1w@F7n-n+j{=_?#>BN+d%+V@GR%;<=NJ^e`Ejoe-BJv zO*6JYop0Lr7M}Z`;S*1dwe`$cwPHbSo2Kp3K&8Rp28-dEKVp>d)?lw;-*Qrlmt~gf zt;(e%7@^%#Y>|uAW<`WzRo`TJTF)$$n20+RCoFlwE4|aPAXo@eu7!0l==&;91?oEk zxPIEoag*ZS{#+_y!Hg%aPcQg5%_;SjAw9M^9a`{?_a@U89?V)FjZ{OR0@D!15RFAn zgMzqR(4d}mCdXYB+j-nl#Bmi6)?W}JGYdUUZG7|V$%Hn`IEI_BMGUw2W~3|Y)Ha=s z4H*&aEzcz`oR6RVb=Tz81P?t-huizBPd!(8?3vlt_IWGD2%#K{+7s2giPm7m>OQ*5 zzbEV1uwQdNx;Qpz-SX71_1TnjbuF5=G%9C)0az7*QWV88axl~VGgW4&gIGt>MJh@| z^Cc0gycXSb1)}(k!H5a6MZb}-~Dv4RQG~6Yc84;3vfJf)6gNam&Yj>pVp{WX` zDJf_v2-{*VCwROhCOq3iw({piVpmEGrhzdrTwvqAoJf*TZKs1nX*L$KLtIgzBc=#b zY_(-Gwq;4Zotz38bJU6p$Ji`Z8Vt<<90)u8xvone*nj$$&dcwmfOBU84GfDsEwQ%NR}C#y)>WqmF?QK8E-I=bO|}qmmR-a@j3T7 zasl@y-94R-Ws$ruZp?9yyP#_Kjm6O#G;P`4u(PQZ`Ki?ya5!`Yg|5-B$;&ULFMX6? zL50wfOxMKmr`ZqwZmeTho;s9JOAy^zx3)PUYIYh(->%8scV8Nnb89d&V8iXOi9)#I zgcbx<1^#R{%%;jGdXo3G$D~YMnkb|J-#?H|#H^2|7e1JT1(XQXW&=$knm{6h7@^c6 zAp@6T>(i+q;e;o;okQ)8OZjKhg$lz-OpkXvJsE4t=bsH1J}bBdm3&sqdcjTU$+^8) z@lRuPaT~EA|90Q~Adw1cuVCQ_mSf)0p$q8u|6kXaZ{?sAT68+zcH`j}IjRaIh=Yo^hYZ zOY$F&J7i&StcY=;}x}dqSsHL!dR676F4MvHlXiZ3q8-<*PTqK+=tV-KtP;e z%Fwl0c5%x8VkRuo1XFpU+OE`W4;l;`&7umb?k)iBP~AO0j^2E^{nCfI@+=lG8*iBy zJWkKNFwxpmv|>PrK%8T6>PLXOD9RgbX^b`)Dn<`8!`ILhnk0l#nI0D?B-R{HygM9R zoSKgjX3Oaz1CPX}Lo^4OP*{W_ohE}4nAsL7BYVaR=6%AHIW`F}nF0L9c=hvnW<#J_ zFo{rSmc|!&Y&@hTnzc|Z23%}8XtHGth7CkHVrvbP)AKg&@6HdmzVUMW!?)Y=V>TC4 zR(fdnBjm;ZIkW%Jloj)-a?sZEdfa$~NaWbkQI~p!8vQdgnI;Kgt;;;2LPmHbR>d$E zD7CXd*^M%crKSPFy2>6CfH*>}F63Gh(+p&sH|zH`%pC<2n z{CX_wV=4zECsHz1rl?rz(`yn$4O@t&EsaJ7YPy_(0K-xORh4>JciE0+gHX2?bSOG7 zkRTR%|9aulv}#z$38w%al|dnLz*g2TI4Z8C2uCX|b(fmDSH+rdW6fIIP5aaa!%ia_ zq>dmd5M6#H`{gIGzx=jm^m3dB6`GpuxsSZ?PlaROyKZMH#ECLjJPb*$x=EM@*M_Z0 zQ}+lXbd|iWao1hPqRca{M~L!#!N|ra;4oRnGYj6;S(Fd0kjnSTIL1;z1J$}yCBqPH zn-n=wL{G0Rh7wg`vAi+8HVcKCeGFN)CqZiVHAW2$hMS>`50!%jR)+L3Av!qg8@hzw z_$V83fn#q*5PK>OgU@bv3BhYZyXp#`tRzm9j zq9p1sSaT87lBjaYY6bFA4og(LJC1bRXfrE%lBGMGp}01M3CN;_TP+mo_A#qpw(~Sv63%(=YMIr_*yF~hJ=o#`wJ(3SUUauP)m2-a(J}TqjwXd)lsCkHlm}{hZ`oh+O{y+ zojaQ?a!D&S^L^Jg?7}iEa4YV#B+Z)zW;$y+YKqD0*s%hVH}{V1#g;nE9>Y-Xz-1$4L%0 zh~BW=dFd1T)nE6GUQUNh5Ioe@J^$>B(+_-qINnmEY8Oyt!~jyJ7O+$js1t2!i!QZ= zdbp!K2r~)|n}89*b+UTlbUTemleK;?v!Z46x(fK}eF5uF6om6$R_dGh+Is!pTQ9%Y z%F7|P##(z99)7y~$eHPut^%f^I?rmQ@?xc}Q|)+-oACz23U0T(`9@)caQ$rK4u!^o z_#UV61Xx$kKb^5nbYQ14v;kTK-#0x>{`iZ|PhZY?6%N*9qG#gKzw&?d*Ec!_=84N` ztz;?Mi(ftW618`+^u=IU&0V=z86h+n3@g$78^8iA1g03JIP_Ob@sHk%eezCEr6L7# zBA%Ywe=I!x!bongR>BCO!C+X1)W9m?7S_gy1QKC5 z=;gaVf75>b*SlthT?VtZJv4C4d*Q!L?>;eOC!|*1MtzRnZRb0#NXf9RF+ylC7*?W} zr<9QsX1r5)-4oZXxBl2QdpU#3p>0og?nmE$apus&6Hc;9h}1S)sFHbOA8Od97$K}- z=BEZj1P1IX4<>8@v~ho6Zp=OV$JQ@CZmY}%97b9@=TH5#@aQw+>0E&lp(-W70TKu# zZYwFvtd1JC44Wu~chEs`^#aTK9GLL(J8t`hwJGA#K{#H0kd@vyE8Z$G2`Pr{!_CKL zx)4H}Cki!p90oxV}$EmOo73 zD3A2^-o}c@+}SVIV7NN~3J6L<*cC498TyjH@^4+^7h6P7potqD`}3!MHh$>QDLctk zZG}3sRR`?o43AbwK|6C}h_Xhx${+>1A=f&}#HRH&q7ihPTlgAw40jk2ZmV9ex1C2S zby2KRwe9nH4Td`*E>H*acbBFTum2`<^@~gxa*RjQ-PM!NcqdNh<4K=jl^qSBXNhFZ zVMX+EX?^h%7Uz>P9E>#5tcx19AUkqt)L<~&23R!^ltL)>l;&dZzncBzwVu+fgYc}A zoOj-nN~GYFS1>;j|A4sowyz>Hi{)#XX6Wlq3PVqLTExfgFzwnDTYO7 zSnU4h0=)i*wyEn0;CVMWF>rtR^iLin7?$u`b%I0 z(Qy{t5Nj@K(K{E**Kq1Ay)Ci)BbyZ-!9F$oe z3>2s0Z~ZZG;f-7{%MluH9W0#uarxn=C!O{xv1!9RHJXNkDIYZKAnsfUZ@bl}&K$D= zsL-=fgcn0MQrE?Z#)&1-?uAejs>Rp9QJe=+-!u%`6s`7nc^_Harhrt#};`&Kis zIFf-PV$ovFx2}IeExc3erPNbCg@OtVDdIXnRD+Yt9|2x2c}qt?bzAOeBrgu;MfJru z@d-8)XgLsrIQq@#zN{9duMw_wK@Mp`eI#*r|g zpkc?+ygfpxSPm#ZCL5tP5*+SycV(%gVmdq%;*oqfp7&=_BB(Dws@?boNz!YcdSOS& zo)SYXSC6i0fgqjil+RL8?!#xH^$fraAjtgjK-hqV? z`tI*DU%k^&osoA=q`Hfze=Z(8J?5sX)DDTZ5Y-b%rHCdBH0(s0CxlW0WuRsu(doj; z!SwzN#a#Ga=vZi1n{$88zC4az8xylk8yK$9z@@f)Dpk+{?h2l=L`RyO=+E@ESOBEL zfqJaP#ZW-<7(~}F$?%RW4&Jp@5IDYd-Mu=*a`PyY3vSrHa5acfhVy=JKJ(EV*7;Z4 z{TU1RsGXfZ`aOQ?Z${F)@-zWz!~rL@5bIog3qU(!fY|^sR=y38LSzj4a!5q;Hh6$N_1swd-YJq`n5gZBXtM%GMlvhY#|(y@!A1&U zW5~2ZHuR6c1$Mj*pJ=r#KyOd6%Ox^PlSGijRM_7t1`_nK92p+Z-{2{s7Gy}2-`%J$ zLU}le6b>KhOFYyUF9Mt&t9~)&&xP1SlwqopNL6*PoW`p3mc`+UYj0!OZoeGc@|{=$ z1teNJ1%{;-erq|0!LW^3vANI)5hyLfT?<3jtN+?Fd?DkP1KSzR?hQ}>-OT=nrmTcV ziAtwY<3fdl0x)eTw@{eTVc0=zq!8YGfzcAsV)4CgcG@QS3LjZOMdWyda74$-{!rfU zkH`BGq(4bU^We!DD5)72E&#@d`pF_JiX%xbya5gyMM@hdNx;`7XagS zX8zb2aqD5SCVRbj1W#cQOni6)N=<33-=PQ=-RyEtagm^lC{KYlyU29W`tNTrRo;ulw4k zU{+Kt%y% zfjFUh$pv}HnyUB##A9-znz0f@37FC)Qq#gkQpn$*g}$WaGq^S@7QzH@;Uf7(Dwq<( z5Y_h=K{%Kz+b3P20U$$9Rbdzc<_OzrcngYnOn4lD1tC%ar3LD4MC{rQKk&$e+Y-prp9_W&*ZE-PbT-@z zG_iaFK?0bg1G4}lsaPypz*M)%g2#mrwj6}o28J|P`hs4=)IlDkZ8+53BK2}U2*+m2 zM35xGHU=&w5ZfN7Rcy~&>bdfRxdPcFv{0x9HP|7>2~k*prc=SVuak!LWT$fu4X2ucSVBCGq7a?PbqL_gpsUFb$bgYxUUyleNVM6oD^BHOidEr| z@X@`k9W7SeQqN)nkI$eh6G27TfhwO6GOl}cU!o^1Vlw7KI6x={@t(Mx>8kf2U+O?- zGSliVz6p6}3Gg@5{KKKZv)smti4}TiE)#|=g6^jKtv_Ad?bcQmfJ1*5_p?_%v)=n% z@BDz#KYYPM%Y zAngi+>RzBIN@iVs;BgQtm3cOu`~u#hU8!A>&JnTD9s7s=qD(%q2M!Ap?gt)J>6f zi=XMoYiKg7IznT-WRnyPE37I4= zz?2}S^Tp)z?ORny=$z7JtZ>~nL&30JXyz`s+JKYtBZm*DjW|^uuaY>mV}*7*s~5fl zZyZ8A8kRC(WMO-Y<6!XQA>!^QL*7^^EK~v<27{U4WPjpdd;CzFeYn89Nv{m?`9NH_ z;oWeBj6mb^$q3sNTK2ZICoD_71AJ|+`03<=k7$ToTfGbBVSCbds#YvYD6RdDOwE*G zds5HmQcg=rE_Tn)Cf7EeKAk2-;#RRs1y?nN zwpA3Qs!EB!wFb*z*e*o5&2rWk6VP9+^j`YRI`>LvdCnFv6HiPXc&z-?Pp8^)1x$I} znirP2+Zzn`1kJQq!_&oT2x*Jp7$r9HF>(Yb^9nigENVp=YKt{XxN$t{6&}#rcyere zOkAJNFQAUHYsCbj*qX!i(%jq$9#0{s%f)F3rU60=7m=;%HU#!SYp(F+)47f^8Nwd6 zDyYRnj+_n?D&LBOg)*SA^)9Btu-yT@)&fGbhtGyia- z_wb~!L#i^-qBQM>7ET7ky+ZSZP!7mKB?vjP33gRIJEI^tCQ{jmB{GS)EvKajEtCZl z%28C6?&%&%R4bxZFB#jR5Te>9rW{8>?}reT2*dQNP#s6gr*e!L0lj0V+A;}2LyQBU zdbBT^&eTc_V|ve$tHw|&ffTE-75Gg)jKQ$A5vbNUOe$OoL~m)<`QX*$S0AGrwfr}Bp$nsVbI!BogW1d%ZzHS3~=dyggxAtpX`eU7pYN)fDsFV!a3M&K}>i%}Vr zl>l8^C={h25j7fZ0dWo?Q6}0^Z{1RrLCSJ4ZA-*s3(Vyqyn@Rm8gqiguEq>#_Ef+VpUa^F<>)nP3pNbI@b(@ zE%Qw+W-hYQ3FR5?6q#XM)R zz#{Vk7eEGibY!;bwWkOnyE`(M=1LZEtDIX7ih;RbJ=c}t zo&(BCG|DN*ON|G0Az`D?)w&+SVwy~CwtQ1=DUGJ+!q6<#3{IZkmJm4}_6~oJ-uPAb z_*Y3@saSNTYcG4|A0~PaE+FOlt5!htK7`6*yPe&^^(f!k@9f(#g}a8kLKB6M;7OpD z3gO;XH{syDNjx>rrer{dL`RHtx2T1j(Y(Ll#{k(>hK!uu-%p?HNfZFR^-cBjc_~+P zxX8a*2=}(xy;+i`Y(}aeQcj~C%sZ4zWo#KBq8rme35d`hF{ma#dW}eLGSbB)7;U|# z)>Q%X6^Y=uVXx9)*j7+|+J`!>i?gu5GUuLq&HnQJtfPv15Ur-xEk^YixT~MTU}zrAtRqxydB2|aj|zpC1`4PNVf5F^u}!qOx3SVN>=>e8P@d{(9`5(^Z5Q5gKln>eWeyRT z!0zg=?jFNNu85YT^KK!EIe#AJqj*ttx?gwE!Ov`v-cg1O2J?o>&ON zK`3Ke0QlmZfBsrw+)wz(7DCFRoaCxqKwRr-Z!qk9BByy8_kNU%)gNb{NepsK)~60wlgF@Y#!%`?~FP z5(yy)z=ePh&7zrtR6&bj%n5RY@`9mAlrhZuPzW8a)-X{8S;IV0xL*BiqH?G|Zp-1$ z!J=pw1w#wy>Z~ZTl%RSb>%BldGp<)A8VoxTf$AAA^}H7gi5NnCrD=TbwbpB&X2L*@ zvqH9qpLua^-;ojOgvx7IdCaf!h=-{9-t5&G?kT=i2sfgO!m`0cRNGsOY+OPl;ACRd zr@F_4lt-V^5K*wz&OO7bB*MZXW%G0HP|8iGxmQpkxYo9p&tpC_^)5*?&xI!n! zfNo43A#m-syb(1ZT;0541?Fru>=-sXB3v3Q^@i6dP=DlvG!dnBqNQdpx|lDjWP+fl z+l{52>kGk0*TRa52ytz`OR+~)8(ukb7b_y_f2;C|S|2stIzpA-%ki!=WONe2O2Jzv zjomOJ7OlV|R?ncveK=jWOUVbPgfZ(waO+!Nfjj+^y*_C|0dWE_EO)0TF7v>1MN zJt%l~h=~r{qJX3LWmP8qWH$uz1YPDqdQ4(3>^^Fc>xodDbOh$sk)<$uqyB zI6>e3ZSva14BM0amm>QQ`Q#O92Sv1-8(O zqH1L|(mZ0k5DkVJw6>n9zS;s@4tuRq`^EFwYA6UEN$&EW`kV57 zC&!(ZP@9ipSgXB+SuQo)+iV>n)G`otUy?FNlf)WWFhHG!869k%MF$+z4#7MNMl49p7D;cO>MhKa*04i~N+7Z<94O5s&cE3G#<^ltUt}r;4Tgvs(AYA`~(~Wq*0xKKr}Y%O9uxG9z#!J5YJ*=L>ruoU;==>bki!o2>c9Ak!VwU})f5 zh48!Qv)xjmR!4g)UPU#XSRD~cMQktvjRfwduZ0)eFfHA<{YY~|5;!-?ZPKt)S^pUl z5R?+UH(bbl`7ZtFPr2d^gvGo=7Y>~aANt``0MtM$zpTYWw6^})(1}cg1>UX&NCv}Z zu(cw>J9A$&7l^b z-D_8de}brFnY;EG42CVw))GR4!EkekZk1vKw1nZF;v{xloW%BxI?dbgW(>*2%*8Sby>YYqPj+4a0S25oA3PcU3~tJ?S(0dU@DfJ zeehZS)L)IX^v)3}l!BwkSQOLcPK3hLPZ$i#*=|B;Cbouq29B2rnCbcnemiW7-#DllZb@W*7In?FRF5?C;63)!`9n`mxYcYDQ0@HuQR$+IU6ac#ZCZi$79Yt7pMnc`D-Q z@*$R2ToAy*^sq2&0oJ)Pu`*K{sfN0J;e6)G$C;1b=<eo$di+)R*z88 z@Wl0`RhtmdU}&UCLKu|>gO1oJBGD9826L2RAy9y8ei>Z-v>x*Tidx95xO^-tF_uqM z^-@SML_{rmTq`5awB&=}9gRdEBu9u!nJo2`9A&trMdESe#LexDY@sP@<@wZ?eM; zI|M9RfDM)=5+A&p{OVjfC~`pKtv!`Te>gsHc-l&G(77~P17WGLiWvX~!)?$cA*A*2 zPTq(^n82Rn2*(l@rcBsnaLdB-5FrEtTzlA>8-z%UUlbIo%|8$wxRfL;q_J6nJXLdL zX2phW$zqyV!`eQ`aImwwkp299boSNG{2T(9v90O*9}iFeWIEpJ<65JoP%Vq7jlbH~ zywO2};dWSC2sf#WfpSQpusaqU?22`F#%1sp!-xfFVvb!L4aS&MM9{BGzD)(A%{~i* zK-glu1+gc3-J|{42@k#Y4ZB`e@7y*?qK0itc6uV}chc zz0rG+pL$_DH&7)O)2TEZf&5CB(qGJ6&|tVdzBM9TkxlyDb&&{^;IKE%pW2`4NzjkopWpZy;T2OpcXTl9tk_9+VW zleyk9m&Y(U(gwrr(!4!F3yBVwKiC(ODwr?&=dM-f10qLpan}FQ(e}Z#{ZOBizwU=3 zrUF0JO;kN=b*o-Z1at1dI3Dkv6HQq6_HupPlt2Q2}Ns4f#W@NQPh zetjYK;aj=tq>K5uo0vWFm^l8(R4lnb4?cG@8{#}njiBJwFCuS_FS|!#k#f!Nsgpm2a*xYOtPMgNWitf}=&#X#WsuapTgqr|RQfe^Hf(L(H|r z&JfQA$jghonn-OXk!4LIJItEqmU*@7$vE1OgWOZB*zhKip`f~{ zrfM{*1w=dtVb}N->y6*#<|dtx&Ee#D`!V$7&t|*!S1g;Urn^WL%)-(x0Ihi!s+e-c zYKq!HU->U#D(?-3WmwS=TGMg#yHG2H0zK9VvIOK(jzg6YO4;K&$1O^Vk*~}dVFE0I z5|;d04UxleZIIWGqZWgtZpFawOL_ac+AATyIO=f{Ys)5y9_>Wu+%3HWz%D|q4o?zJ zF=wh@H>6R}LgQGa))4vPZ8kcP3=2{}RpuS$fGfa@%q=jhf|p%9DB4l*TNj$)Tgupm z9OPbOF=&HY>v*6`yV`2@mf_*9>0$ipOI=^TpTn$blhKyG(wV=V-FITlO;xd)%8AHa zTODHAxE1;?Iky!QFHTfoeKQjCFJ-uw*_4QIg|Uk^1cii)RaP9}YBg+d1dc{>Z5Zkm zP8BRJ?sG&gQ&@?qa6sg!ccLfmTIiFZ>QtFiSNN2SQRwuk5 z;4;x&Ep}XZC-(WfEoz1)=98`du}AS^kIcl}B8l9zkx7X$7&ewB>=8yz+NfrajS$n# zB5HO}xE3`=DEX?dh|0;WyiCX_Fw`P5J;Pa8PkCP5?3x!097PTnO zQsJp&Q>b9XR2K{2LIm3F+tTxB0mugu$Ji2)#W!#+SmcAMy=*`&RbgM~cVVtJhD`$l ziJGzKvrMJExSaR2_s|_|;gkDz6(zP$*+; ztKQuR6UO2!Xiqw`o*i%{dnI4I^L6>W@M7w9xym)?m47_ZwYSCA*52gG*!;WSK@@)idh^KLtkoHhD9OMZS>`jNqj+Uk^%Kk%z0{!Am2=gx zjTRaVw?Rz^H$3rLEG}^B{{w{P${`n0{-{G$Xh`ataPpCqP)gL`E``FAZz*b;1WLQ2 z9e)>ie~RzUQh86VHU8t{jy#ac0wvkbn7k7*HaxyBE#=FyRq&^mI@R-|eiS~zQRzie z*o0_})6(k^Tq1UvP=@^75!(rLCbgUU&IHb_xXcv%1p=#8RTa{G+Lnu%oAYRtmUOozx zzsJ3N;pQ8WMz|pd+0j5qk;8Ex^AF5iwO;<0j<3&W84G}nb?^31{dB7TftgsFM^%lH z6`hUsZ0cGk-uiLOezw8zU1&x@y$=4sV^HR(9V^*Ok`Qw$5RpO{2Z&QMezwuKa!K$fp$3lEoR;f7b`;DIgWObVfca18O*!*(v^mKgbLJiJ;&9(GGOO3e9A z*M=QdIB3{{fSR8{inGDuMEt#%Vwcaic}1XfrnNVG;`z#n(_?mPU|9%E-Jij*xiraQ zO=_VB?&T?#9k5b1Iox5-PH?6zhFcM9Pf}#zQ7;@>04^gvp^Qe`abD=U^$=btIQ`pd_D2OpK_IH z2f;K=j2<{fPXBnkeV}SPOjpn@3SqQHvW^N)gTZhcG|zO~$M#n<;odH2i{S(9^oz+# zz<7v7rwel+mz!*mD4*Jp2TvebCZj?V7@#j&@j}mY6bwLUulUD>1 zZJnrll|vOo*{N%{^Hso7t3y*CVYs_E0=gLAJ9mS>`OEa!rI=u4YEKQ`&z}0pMBDBH zNr)vwf|bf=)|?H74WxNO$dEPep-;yu4-Y1D8T*NSiA$43Y|+C#aoZ+0O2MZ?1rIW6 zV-RB*7*c>N!D$2u87`7qm7h*&QBG3YahRoTN^HvX$7r*89C?6Z0@?ZnSIQiYyhdT^ zA`)#Du9CwYu8-VwFu!|nTssem5NW~o%zP8P@^4*Z7m^_hF;=NDr(X0AJvnZ*gi9)j zZ@EyvIcujIeo%AT8MY`*6he&hK+cVcvM3+lmE7NHAIP=Jk>Lw`X@-9};!l^7zGX3@ z@&FvEbE^DZt%6nq2Zc3Io-(xpEI3hVGNj@BMEWLK z{+owYI=K=56y&=nqOSVQ;}yfIY25NG+9D^3;cn3^Aq2z-Dsr_`SQrbg%oo$Pn(<1V z3k9C@u@6?!QtoH+J{$2C?CtB2p&*)PVyff?DlwMA-*wyLV;NfKflM^jyDSzyI>? z%2+ZC7o6D0{s-X9kH%WsLQItll1`<$TkYoY+B*ye!_K5xLa6H&KuQ)S1>w$DIrXs0 zCKbZ6)b&9`9{D=m(*nr3th+s35%9%qI8x@mnoO&*`e^biC5<7P4`?AkQ7cp3h6abq zM4amQZAlAFdp5(?Ko`dX*aEslI57FO{px>ok6lhzJx1-x%pg1UlZAcvm(*~G+B2Dr zK!c%4G%IT~YP&`RsOmi`M?S{7Wdzlonv^Y6WHPF)WB?8Hrktep!C2|-(O?$2f>P}c zihQD;WeL?fi2>4;@+x4|`5$bhNAi7hoiUo;YEK2$gt-x11dgGUiylryRv{Q*T? zD^#D}4SD}&sc5@$cRSX~Gd$`Sp_7|&QlRciq2^OJoT!`f$jTw*u0_ zEUGK1v}6)Yb(*JCK3j*EdV5dase?;Y^Q>BYtqnvaIc!Eof}traZ-?6?w**};AHB40 zz^kp)TElA3jZf%b{8NUEs4^989h)ip zE(%sXozsp)P~ETV?KejYmwl40I;8I++v4&en$>2xo^P^Pt%6%b*t;-pzx}KBD<8Bm z&nI}ar8PM9qvG*X<94=|BNLs-plW2r&hj_Xp}83~hOJ1Gg|Nor_T9J4c9+aQmB0SV zM}lt57F}jAjnYBuSB%=VqwxY_hMuA6M7;(rebzEU0t_)Bb}x*_&%KiR^jy1Nk(0G~ z%gsOdef!jNQ>k2m*nz4ogj$SePFjPZiQF9_{BFQazFYg@=CWdFE_wk&>YBMsUnMq?c2?Cj*8bU$#E)2Pa$78L9 zN1rM_d}=JwR>ssPs_B>mdRx&rI~WX2XB!J)v{^`1LB-NtbxW${kJGIU)iM>nMN1nH z^(QZX6kxOwu4GMOMbgT)HhkGepJk~|Ls!Jh+ZKkb5C_V6`;FgcKln|~FJKB&@yz%m z&y-HRaHDmgj9sozEDE&@vYPuHd~0fJt#YW2&f(gWX&cEV*@pi7f zAO&wOW-pw0lAZqP^<>u^bwX`|B=D-eXoJDfbhe`qnu~>DD-vMk4l4D{<*bwW^rJVO zv%eXbn{q>#ckSVUgW;LyM|<|pQm3lzlhm1fCoAU zXH|17vUUF)NZ$F<|44X4t`OCm}>8d(E(gk!oQhl;hsM@vG?NUv*D?m0=5v zSR?6Or6+z|eE8W3J5yCTpStU2-GFrYF}AA68w@*|Z6<^U!YPbp2M&;XPbH?kzV7LnyAv72^07r-x9v;ZwNWAgu z#M}R#%TL=FW~`RUqfg=I{(dO8CvQ2-bc;3^wj}q65Sryw!{$(Lu9*^IcXgrd+*|aG zKXlDcxkAj)`1Ifj^3#8u+jltc#st;LF@Ui!F`vP(wb*__xMEJ-Xv#rg%~HYIa?=j$ z?q+B*i^(EO=Mm`E5(r$*`@O>8*XQw{U+SG4jsui!a;@hG`r&__+jC?zmMUA8wd&Md zGgAi0il}joe$ZehcDG66uhf{i8dkIYgm9Uht-d6zmGvDp(ZvF7C&N&~7GvoGiW@Um z!4aa3@{qu?3ed9D%#W>I_ zqC_|8HM22;VQbPfA%v)1Ote&4U$I0Ot2TjA7eJ~T<_dYoQdR=iU*vt52>Bmiy|_=f zz<6oRQ#tr^w73IEK(9B|FFMB5*svkg&t7$6*#Z(m9IO`FK7QAF?GJ6^H!OilvDA&e zxP#QcsZ8;txQSWFD>Lm1a5J}hS6J{_N?k-Id!rJaM1}bGvs5ZBj5<#`iB2`cb zt!PrgqIUC38V0qtrATE6$R~oOGSI1DE|HIw3Q4IvFkl}MA5>S<)m?cB7%en>SBUlo z4fW}3A(7%@e=y(v$s6SNzsSuDCy*#OiLs8u-m`x@&{A^sJ>M}pbQ)x z3^otr1lkfooHF@zh6t7FNv-+7n(=Tov;?8toa2U#CF&iIIW| z-q&uO=yST`j+8k^$|FaUmGGkx|BHEEkjmKLsJ*CYGODvNxGXr{MfSGgTq^C_gitlz zw)9W)CI0nfcyXN1aq8n`C0`~SG<;X|awb87@AHKBSHZw;171t@9j&u1U{bdZ%mZZ z6dm7{+}#oHNZ9n!{KpHV0P=@X<8F*aw31NQl}cX4bUQMxCU ze5g0RKW%lzC?VBzqtyUhp*3{P$k0p#4R?S#CFN`k*dQ+q-uNQ++y7_R)$<+I5(qMx z>YIJ|S?`DcWw?Fc0(Ir|j;icX#ECkKb(MuNlQ9^!G|dyj7>Irs9_o(eYNV> zc?nl=f2h*g668wrMNbEu9t*qI1fL_DV!9483}! zXJ?COBy@+Dp4$KTpG#l<^I&sBuB458&+@7B-k<%|^2E70D+L7-oD-q@`Ngbe<3){N zlBj(miF_yITLeNq+f#m_3XRgpKiiuvQatCO*&1?@9a0=fEy2iIJ%|Qvhmsx|rg+#S z8PxU(b&^lTm&mOh@wggDJ=0=_gtW8*NC|~f`M^=Ia0F6hQXy3s)!|VjcpKIt0!3ZB z;|vw@amX-AxMWNbbr3M);cJpveB)$KBQs?lp*S943DLuw!#hu{U;dZO=RY58ts96{ zoy_X#tBpVTi`5fvFFS>R00LrNC!}`9p|KGlq9JxEGu;E2f0yB!xtVVhdbDTnmsyRwjW^VAbm%8S+~MOh5TKQ)(d;Nd$#`z|IBb!WN-K z$A}9R!vd-wOPJMfpzH-2U5IKi$Wlu*D+RSv8?))Z|33?#|I1)))!=N0S_^01Y5nPc z+`RbyVye_agtEPfKmjySX?q!88^U&@^+|jpkwm^-`PP9DV{95=UFWkYD0WcuBA_l_ zLJ#N4)e})9f(W1}o3;#tO6}84HP=3zu9xqW32Id(4P}#i!$rfQP)E4dU_RPy;6V`2 z0dX(zIS03r;{x)iD73?%!a-q9)J<-JV+uZ`A$6IH?GOT5>WGQ{c_Rga`3M_anpr%{ z8{?bvnP2~X`IDdbH=%t@&9v91F1CL1=j*55owJG!NDCes|4gC^i6nA7LrH;#1(EA}-y*XCA+~9>EDF zDEMYdn;;|C(I9J#Rp(Ma|G#se{@3B1XBHAQtGGP=R_)LJYWvb3%{rwjrV%D)oQh6X zOd^RKOZnD;5FidBnL;{kmV!24;+~3qQb_E0vXIArj=^cMd{j9CV^p1Nn41 zpGM#s!UmE0&)5m>Z3Kv$Jek?_rior&99FHtSut!)R2S$!|4shWe;KH)O3SE4>Eieq z@2CG^?fi#}PO(a9NL1XOsMPX)92C1dJxmfpX(EYyN8~7SghKHLOf$}PNZ9LC7E8a7 z@ZC%Z0(9ikV+#n8E}AOD>iV178B%dk3!@z8mj?0KA*U(O^~J^)tFA}03cUzbo+!iQ z@m8=&k*&xt@|StRuJxEH!YxXf!0WAGwh=~%T7b+VQasi5CIBtef$7er2^ziuLUiI; zhzLVK!bW_6*Qa;p@ZbLD!f*d!sJezxxRJ_k51+05>_1iB{_$LHxI$?VFAlX}6!#b( zsF^27bp7t&sLWS7y-si5L=s8l+mLS^2o(aUe#IC?Twp_ba#TFe*-{2FM)B}b^^@pm z0qDKWfy+(=w*)^~5I-EYB=X%{tl!yWn=~I$gQ8A9ZqW$QFK2bbHDHHImDGpa$+yXP z&e9I()9vsdXM+ZDI`kO1`w-y>85*5MyVjzs-Ay9jM}Zj;!cdV3%tV=cgIiDNKmASd z^Pi7577ffdv9&sQ!T;%BZe9MPXW9M+p*)VLzZ}bc7v!r12op) z+0LXXIS>-+nAUn;8%HVu2(u{QkD4O`jwPU=NMmt2Cq6gOxH-jt^f#I$PC*I7`bJDu_r7ST1f5+nD#^!MJLMV4G{>%iwNp`P=-Z=%pKmG zH-7$q6+Ziy(e0%aWt)z*IC4q++5g9csNDP z16i07hldt(Z9+m}ghKA>HNsI4|0GF6ax1*G)T*)!H3?xN zE&Osy3=XCjcGzq+Zc1|$mzKz}6%j`cz;4QMHrcB5-TKV@m%kpKxnK5n1m;_&xjc0- z_{pE|od0Om?r9PlVohmAk?va5)ybCOr0O)0M2@R`i$K^-b(7H4MAn_{uqP)R1E24~ z%X6&=I~1b<>`fLOO7L3MpWk31au~u?@CmE+gNb}3(3jid$quNk5{}Lm#DzgyF#dRU zGYUzML`fb{5u{M-Qg3=>zzkY!4&i|8IXcuY;`S7rb{A5lta+|7n2=iBi<=3G9wT8d zd|Fh*!y*~0BjaAhpBi9e zY2$34@p!FadxUW@o_5E23IP|7H^WVrMwD{IEgtpK;Mzb+Zm{h6Pj+B7Zvi(ij^uL| z-f4Qh`P8+%6JmoihLBlG^^6rL6Ub(Q=xO&|MHv|FPOk65!T9Ir8S>q~Plz+$1EK8) zDj_gbKU$pi1EkWIPZWj7$6CL0_H1q zK^^aW6)NhH6rLuM$nlgT8pFgv_0R>^_-wA`oXGWL%pYASuGOSE!V{%FZs0o`-dC$( zjXR8B4op)nt#w1yEl^!)&-r-2)1S9ZjC-@`VkX^IL#9yGel|jzfmBtPVa)a(UBVbm ztnoKev^$6qr?JHYl{pd!O@wk`G|DQ&v$yO|{wep#-wkXnW>6Gb)@G@9*Ag3!}TqTM=gu4l&5#D{vrSHPglk+tXp}P5?6i95D6_Nkwm_? za&$l_)seKscToCvEu3vM<$-OAStP*@S0b|^Oh%|d;t_(5X$}vTI3XKuw6x=f%nmTW zxfm=gwWwg4wWr4SO6#7egbhzeP0z?|;~b+#!U0VLbp^NEfpVZ9Qz6E~`fzo{y78~} zC;xB%z3Y9UFE^>AQ_F*An;-o}{k=b4DUYpNnGo8-AZXE$gcA};ffZMuf0HlY#wKbyWvoiWe7?vu0#^~KFCpegcxQ5DwmHbejOJA z16flrX!8=Eic~uWN0U7`6yjf>Hg0SX7s+2>N=V3Iz?*UfH3ui|aiwOck~*P!#^L_< z9f`a#(hW=+>z!|>G6%szx|iu%$J4Aro~u@>3XJj@#>%B5C3rU>|3*$ z-fdzAs$$1tG5WPTi0+2m)vQ7I=4J8HB%Yc`BF8|E6bSc}Gzb;j1U4tu67^JC@n;%DH?oH%|kWqA^xJXf+*;EPyT9abYj7>wh;+c=TQP#ZH1bf04o&-7* zN#uJf-w`0xq8&p=rZjy&Jw zCJV)2QF|brCTa%f7Ux;!4Ky};79N_v{(1V*gWk2fy?nXWA{oax zQq5#kqwU>RX<2ZPt4!^!u;yv(Vd4mw`H)<U7bifC!h&j1cI&_|2i!jlE!<9B=Y@`-@8Y6 zP;h%XAbfKmJNWg&q=|p`eGrALg6ZlRL`+W9@(`BbIVQ@%cE7uhZhmZB|8?)<+k>su zENe=0s%F}?!qn>7x5??hl2v{`!V<|Ks4s$JT?JL-ozF*D?gJQ*$Gi-#Pg{ zdgtG_&R^Z?8D24SKBbXFIleCixZl9SNs2I$MBW%lfH0Boxa`7_&IL-qVw9VRXBivd ze6Y2gdHfmq>X+GjA7|E9iUFfoghFg_W2OI$c>l-2dw;SzdVa&nHHj5a+M+^ra({V{ z0Q|%R3lmA?4Ul67ggjA9-#gLK@4Zh}FinGLm(%Dtxxpb9XbN87QGZzPsqds_pEx)F zF?HwP3bmC&(6S=%;~I8)x!BV>b%p=nFB{{R){Dby)bOYfn1z(psbO=RhJ-QJnLpV3 zVcm#cjDj!CfF_biBF9C(>p*xA`S$T^Xu?@I&eF*NYue{N!7wsH&EUeonW0={1n*&P zPgp6;d}-YOO5D9yTE5p)TeUfp8+kTePvy5yz8k*t9=mX5t^dLfE$vV^Y zBCrT-aA6>3BGw;<{jKfH;_cw>r>R@NEG|9m378%E0Y?pL*LubpgQLNf_q?k=-RK|Q zu+lq5o^wNjRsj4|KsJeWHt*&b$18&o46K-hh=dQJ;PH$v# z8`Nx3!$l}1{lvIwwhDp9$cH-)pT<6NNT4%e8Yhy-n<5DiCi0yS5zmM~Ou`lyln66q z1r`mqD*e^%%+tH*-gP{4KeM&e7i|&N3Yl;XVku;uy%MBFtgh4s*bDJxL$Jf!F8}`%t zrJdDGqhWGS`iY^1S5w(qdE7YvLF?_G)K9*(naOO3v}@SXL1Y9ANCZN!7zSnVI2jz6 zNFs^6K;94_1o<5@PLl>~uO$-USQpxLiyo7t7@Wf7+(AK#xn-|WTzy6#+{1T&+xPUJ z)7551H4&nmH?Xm7=Dogw%3D8(uKdV9ab?vhZ5SEXfSF4SVd)Nr3jAz{timC58U71S zFL|1YB=UyK8v=wXKLj<@hs+PqUAtb)hBtWJUMv1c=S!E6#P8fIx(*Mk%D))@x?9F# z7;h_Gz!c{h%#5I61a7{zTwGqTZ`{nxJxHz3XBz9h(N4gyM`+V9gF=3L=uG|MN6zGl z*3{Xx;=q!b3$V#B;p#w4wLdd?d*tJQhm*d^Vy46qv^N2u?riPvtgz-4QI2zfBP(PQECY))?DSG$9G^Ic&b`AXE-dzs)w9{EVY}FJsS#pI zRL8Y0Fl)D|O&)h5i6rvM@`eCmB1bKuYKA7Tph8d%W$YGbX~b~Y>fuq(_NKMEp1J>t zGj}V!wpgld^fb29A_@rN2CiE6j!|rlj5o$lSKj_3V{DR@2Y0O07I9jXc$6?g1jdFy zS)r#V5%wHQCn+IKB#}g3D!*SKJS=ha;t$}&*gpypT?CVZqq6iSz;6*cGkVAdDksN@ z;0_ZxhHS=4Zna!r!fQ+B!o2nLkyu#ltJCtG&M&x!GO!jl)> z;pw%~xNF)0B_YB-#u3ILbj;TCnuR>Nc0Kn^ib(J;kwg-CbvZI16bi#YKk2+Qv=LD} z3M>d$j0O_dl08?4X;uqH2WB(j&X`uL=NJCYTaxP0tZ#^@`z)l770(OAxSJ_JAmIvS z2~h3_EztBtKwYa2j3NWJ7lz;|9%Lgo(`xoLYixa;Ke=r_xt`lv&unZKs_UkR(w2Nw zk%#fNZ8kD#Uh3JIdQY6b8cv>W6sIcLzN%r@36&7Y$u65k`j;5%S%v_IV$Xs()Rq!2 zO#nwk7+s4d`VOai8BT~BzXwTf`}bRp3<$BpLKuOn=E-5DK|#L(I%3QepMtbWhPxj+ zAVTq4I$A4k*{q2Y?E{hB9?Il*1&aHWMPer z$Gz!k=ft_y!K>Tp9?viXEdL|Y5tJtrA;mjYM<;3~uPHrI)hSK>HB{%;^*BVNo2j*b zJn#)VbYVpY&8zRKbU%(nJ0F?sW0od&{`(|H1caK%&f`x167azPGo)Vu`jj#iVq?nT z+cUL%uYIpa#PKeN&qUl(r1=oj2&0tHy_@%}&_la9C-MT(Z@9!e+P-gkc%QZeBmhys zKlxQ6A4(Hsb50_j4H^Zvn(`aD)p@eA;LXn%J9E+UtW(_?WA$7VLGY7MD(ryRH7Dnl zO3Qsy{N(xE>9eijv7KD0=42MkQj40q50Hc1(}6(s3s@1M!opadlN|gOZcHMHB=Y@~ zqstL0Ul5d<#hEQ42Q$oFQ$z-mnlasCvf>m2p}4tZt;~iCPgAYURMeD)h!Zh`LDH5{ z6k*)5oh8FT`JQOxf;aZ=M!DCU9B++`3MbSVQ zBnF;nyGZ}ANrH(al1L)2AxGyCf+xpC3bE5=e0e<0T})?F78N@<5f_$nxlMqZ zg{$*+Wg}Q$vbN^SwFS|rrkXpB=h>WD$}@`qJuySn!$zgQubD4grG(e@BedW9qE-t4`f?k zoMfW=pD*q_dJ&gq9@Y*gP9F%eCrc_{9L)9jjaQZU@UO%^dpX_v)ekDV>p_2qyMF!= zQ4&6SvFJBwU)%-WLDeRM#|!;<-@_vWLcu8yPZpvdpUjpFa%Zu1W2q7$da{)M(RA)& zpOwbB){|h?XCb8oM#QO4#d-vYHquonqUNPO=ba%(2=>WL^=X}3gkBs@{a{G`(g*|m zn?-j^WVo8E!@HYI!bI{|nQArCdB@}?Zw{dNYZ*8TU6|}h;uC3eK8*FFGtZ$|xuP1D!y`3K7$!Cgnq*72H z(*`yg)be_VM7f^~3^ylE(8*J%G+ZqXY#UCM+M(evOd=eoiY+J_R4gax#wI%F2H$e< z4Y6iE$rEI73_|3u`)X@i!D)z}JT%6&(Ia#h2xQj9Q)w~djittnTW8%p)w z^{s{tgdvd01c8%OH;F)^G!h~JhOGQdY&^)L7!2t!t_mFs^-%O0QWqf`J_yh>{Ne?FD76r^smlWpR0c8xILN?=(6%E)dh2|d2OT(Cnm|mcslvFS}=C66q$6bkkOA^;mNjsIp zf;3b&LIRIUJu;+XH}X#y2SkKQBhh19w{&zsDA!@H!`>dYhApzwi0-TeOHno?)Zb=< zxyH4T+*Hvz-NTlbqX-gGZOd1w85qsOSeBx3gS|gs6%BN6BYe0ic4#^h#9Iod3g+1? zxiXwu*a<2vp`)vNi{aFg=WR}^dc8%QxrFz!yBV0l4-)9%RJhg-kco_+cNf!8hv?dD zpjUGs_wdm0{t*ehJx3ih9RLB=gW9#w*mKgfBRD%IxEV0t4I<7BN(_Tq)UYWHBIdeo z2v|tve~xWQ<($Q?!CI!@N(UrjqUw7!&kfvWV|$C#>b;vQPJJ6o=dZSwa<@~VPdTvw zk3o|J!oW_sA{9KPt~@JhAtxVZ(yX@^l?Q{-6MnIbdWUw>xjMF6)M{eKCuTqm24qvv zZc@)-s4^6$;PM3%VdVP(R=8!^HX+3Ieb9^mhE#qNh4Px1sl+f0VOoY|NaYqO7dcWl zMB<8 zVH$)|Y#Npc1D(Q7k%)5FOt~?GLP^hUuqcum+oYCdTby&(^OUAQ@cBZvC07KY2HZVZ zLh_l(-DRa(@!6*95>q;}lp69;8D`s?i(AIQjZ!%U015E5rTz~5P(*OW5}D*}FdVZ5 zs|0iH_o_-Fxi(VraYx+uKj^E0E?w`!$K*E%aPW(P8a)rQ?|8t7~wugx0|4fiJHS$@?Iet(9_Bi4521&R_I8 z@x93u`5amMXN|bP$b+K@*Y!DL@}5bP%5+R*Qn(eM*7;sHG?9*KQr09WG?5ixsrg~x z2cct_#57VVQ!WTkC>#MO2C`gl5bU0;KiNB#eq!G zBGbM0R~w!yx*mgCpFmT@pbkg-GyNHuGb6R7rxt(lypE(?NI0llGa`ABk))) zsV&>k*uge^EP`-%z=6a^(0+z0i)2nj9)qzbtBn#u}-tk)2?z8SJ#ebwSq! zZb-+4hvO|T7s?wGS|VfGQZYerx^wg7Nu@aIwXMQ%f7DY%NzHB}> zyRzD-)(s?IHv{~2UqYMfY6xWn+2y+3ZYfebX>a$4Q+W8I-5+VCI>0#Y{vB zh2qf3sq*BcSt`f_DcFYjP^KHK%`L9XFD@-Cam>R)y0=uAIx*EZJVH!UD)LA-3($)V z&`3BEEL!f|lV|syJ{6TJEZ%Hpa&U0!)G52aFQV`wN2*lU!NQT>SL@3Q3s0Xut!{2e zchD)8CWnUmCdN|(eG(WMth*QJEI6VLlADMJ&Bnsa(G)e_|KQN{$y2$}VILEZe4QMy?)I+5 z5M0_O?$+kY!qVdhPf*iK8y3%H1|~;GPET9K98<3$!2PjR;@^g}C&oauOx{4l^;&bw z>&q)M^9x?fOJ}k@y*(4BrhCUmsBK7_%;JZH(Te>3dU0?3= zD}twyJrFuQ9yJ1kwxsib#kyfsDV4Ol2O6mi}8yZ3K@aU-bI z?Ev1S0HX(U&tNRC(6>R~Sh*)S1Ak+4+n_tk%cSW}oxfn%rVn5klZ1_kQ_owt^Wf3- zFKX2t%;k|qxJjFM9(+Fr{l4X+d^kUci&;^-bm{6<*RWkeq*W_bvn3tsoyy#e+Yi3H zOBE+nGlX%~qWTf%K5-Lfm}v z0HQ?^*eY_bI}2oe=E>0c({FwBL8_S(matP~s+uILs-@Sd~mf<#4I2;0151!1d&&^%_;0NXD>AJiS zN+h%xLBuPSyPti&@bHm@E)GTl4p!D~K6+9d9K7=54|^uYDu#ZJhrc8Q8ux(9E}v0r zedFF&H=f*oXtY{{fhX!NHss3oX`_M5lw-Mrn} z*|ws{P_g`{^NVYb9-sf{{h@QGs3~n!MZ>lu<*^)JX5!HSp^2iwbSfnsIKfw&Q7H8+v@Q`L5*43TJFqkhv4-SiV_h?w=%+B$TKF%+tfBAokV%wI93fa@+BXv zS0@(c`=}uu9s_s(m0+T^0fDp(R-L>EZTo;2t9k&`l^Nvl?!{_AC%WRCN>}EO<2^s3 zxD^f}A{OO!a-FUc(Aq^19-%NapimtF_(>p)TpooGGz!AV^+MNmTdnobx&L%~qv|=r zwJ@RB>}DLR*)zRq86&xGxd6@6|6h?Z6~)u3l)kQ1kgjCW`od%sU88= zyiuvvDO9ny!_5%2!(w@@)>?0@)*8ROzleNpV=Dr+%Ru>Ztb?}_P9x|9N^1*Cw?F>; zTB#>BSeC9;7=}wTPrv%jb=Ih)nJ^SmOF*L0^Ij+EPchCVIIZ3O_|sx8U!EKnrqq(e z&^I<<8_yQ*eDa0Z*-E3hh(>j6kcI+@V_)*VhP<`ey7TdG1`E0JsdFxYo^4LVam$^( zdH3-bUz)XAN+r_dDl#w*IcY8|-t_z*m5Qm}5(IYxW_td!JGU0@-*sB`G~p2Rja+$h zoQqC2*AfzzaMX+zZr^dT*5x0*N7M4WqJ;871MHrCA|D*`{0CosIeYiM-E3LX-fH*g!BMpF z=wTr5$$$5!R!_+%n7%C5y5~WvBok+BeSYrtr=Nz+hRp(L&r#hrDn$NzXx zsdLexoS+x)zx}T~VXs=h_xY{Ohfl4*)9;#mrgCZ9t)Tkw!DGj|{NWGHe8K;=Njb+& zureqNAzeMOK09~+)6ea#ElWhUwojRSIf%Ep{^hSfvGTdTlP4nMc*mBH4hW_0&N@1l zB^o}%aUxGDDjY<(6#@{L(nErllPQ8U5JIwChb$y6l~PuQNH_vT8%fOxqzU;xL3FUu z4BP;lX+uJ(1BrInH|5-dWJi1gik$&T4F;$zfiUFvzH0vO|A$KZVoH?_PaxhXvBZ$t z71BrmghCp;hDmKZCRW0^$Rnta=?y^LVum5&gcJZX)Nv)-qOYg3SoBOH6<)_mDPZZ) zhzPR~;1GThQK`hj7Izy|f?@y(A9)W&(85t5K@ob?MO^wG6_HxcjUZG?rOGzw80~$= zsnFdPJna*as8pwP-Awg3J={Pu>E6ew;<{;7i3lK7#tfm*Os)-#qPCSsfY3m?OnwOT zt=F3W^2zl;Zs7;=Zd1&p=cU|qI1A~rqV^4uV)Ll7zV`6`ql<-isYO}Sy?^@wX*3MD zd2r>t&0^}DD()f*sUHF0rESpMsoeVV<_F~xE)|esR)AmFY}~zdn^$WYrkS5u=fc!( zl|QWfZh14)2>bQMjq6{&+dGK+`s9kT1!`_=-M@KTf`(g=(IFM1w?gY^YN{_X0={`HA-3M z`66s{R$X0taQFW7`|n!$l!f@l;=+@=_w3MvB!mR#cA6YQvO;XHEIqz+XW$S1fEdq> zWpTAoqmWe=7Uv&4wpuNz{%9Q4h*><2e40y(b5EX*=Ppx|=mhpFYC?#hFfK3l^RI41 z&8op+*$60oQaGhrZ8WzxZ+?3H$HNmSYrUp|RjLC>#nR|uGmmEGpFGQj@{K||`l2qI z5$;=on7jYD)Ym_Hv$E~8ira&k{dVijG_lq0BP9@8AGpSf_gHZw9xS35uCQq>GWwf&(C> z*$O2VO6@0Nm;@S|gbt)!3P&*uq?Kw!!Km5DgSL?xDvE?Oy+ae{bn0EIb*YRpX~=P; zSY#jw;|bQvZLa6mHtZm-UW0=`A_Q|iN+@RQQ9;#fCGk>e4FMh@2d&0;wG=w60t4^) zlhDj$bv{6Jq)bI^l~YNeZZf2bDx`QHa4wL%Q5)zFx2O>~gF-sPsjNW)1A?L?XajDC z&e#2t%L@sRxonkvBR?@T_^9Hp3A2Ua4l8ty3lB7eaH+A>E;#P6ZS~Vsr3jo=DitP8 z1|YV;<|?OyY0SB2`hC%FjwM*e57zI`G*6x^^!Luruk5UC78nQLm&APkecXA-gYLa! z+N}d9THDy!*~yo3y7)zUBx|dym6f$Dw0zT-i#3f?mtOEV2@Kz-1hC+$>)Wf#t0TRA z;4kv%*^^n)Y}y)?fj%MhHJb8ooH;&Pd;Dzd^oeX=St^IQ$4}i##pFz}90h~1QLrYu zxKnMf4MTv@tv4P$ocZbaiAS?b^=dUIF$tSWkswtR1g@t%(KL&K#g+B7wVrH-5wP>X zl!*9)2Q#=>pflk8W6?Rc{Y7-Vde?-TLz@p zm10)s5J5@;O8_>T&ADgugBRa|dgkM!wZDDQq-Q92TU}h*US7!nKTB|oJ9>*M(+V-R zv%ayuusqaLQsn5k()ZZOQBI$b{uyt-!K%Y3Qh7PWhg768cvmAJn**PaD;#Y5bKrj% z2JpwFL*uL1Cy#r!Y1gaG?N$Uj;2L0(vG4~|zrM{m6lCBz>z| z%Qph!e-X!ovrNcK9_C@!)9Uo~|7`PKFFC&s}^1Ykq8oeJ|kg26!I zI^&Bvd0f$XI8Y-27e*p4sLOL`8zNhk9g9aQB8}Q*cyLw>(nk`-gl&#Sp!R$F3AmyFb0U5`n6<1`0wG-U?RPu247&CRc>K3_~Zpkt(YIvQJpu z*@>bEy-egQ7;Nugh!6n6>(`C!-cmqWw^9>f)UFhIA#HS*e}NRQ75m#eW*C}E<#uA% zB&Li>o0Ym8HLLaBm!9Ze>1JZf`y4iEM84fX@7LWL)MJUA6=rhoZpeE}*mL*yCW^LW z_4Ks*<|dV^1(MRdU1}0@8lcul{@@3doyxc>c#H6{L_u`K1@#@JrqXV)TIF%PqK$Zp z?u_@;jKdS)ZF+djyB4aVEcU@6yGDqK)FA?blv4nxNiAUD8w9DXku8LYJka!VW9eaK zvcgWuhipJT2%bLm-B$V3Txzmtw5Z^*V+EkYRP`29DwXInzsJK%-H3+awXe^kZQxlJihbUYVFfx4xlQ#0Cq&YeRD zeX>kMen>=|+6@{F&LRjj0Qx9GZ#y!fK1Eo>RNXwGg!q1-3aZot6WuJu__Vdk0MfpS zTS%SaHav;5LCYsmsIeC7H5})xK_qqszSr^tIEpeRpi2N}Mx!Nm4I_P4qJ2xD*oe9= z^C1u*msr$tMGVC%)7g$?>B)_t&H^9tmv~v=r*rPPUMFsW;?Y{W#-21mnyw#(%zREV z{-AUs>(Y((d{3gRC3aU7ireL@u!~$OVHmRT>$!tSB~#>uyPlioOy4e|O9ydhb{La) zqbaRGF7ONbS-rs`mrUe)%83wdi&j4%(pFW9`z@C=k2^8`eoy#o%TdoG)S(HkoNRzY zZMS12@E+5j>}h6!HEn~CxbiQRGP*bC>b=q)n*873*y2zt-sJdKv)(NXta=R(1>ye1 zne0#o$ma4>pRaCy{CLB~w#7q372)H+<6g=Ci~pq-goNujr*yIyVWD&l5DQgK5`_U& zx#_|}W%pytpn>meYC@a&0!I|OZ?yUjW<(Kv-O7tqi~(vIhG}UeheRczk=n$xZA49B z*xa-jHYMy4Cq?ZPHqxA0!Z5%iG^wD5sJFKM@fXq`Qod0fr#-Y_Ivy*5AgdJ`hMg+} zsgy{i{94n2QAzI?0~l`YOvTB7gy<0K}e>MlOMEfOMb8Uum_GHoi^-SmYGU%)iJ2Gqi9#o7a&e|#)Ae+VXB|UxR zX7Wj8^4aFjdS@AEn>9YJ`q6eA^JTj_C|tb(nUteWy_3U7?P4N$?IQU`P~9KBxTX2Q?|~?aD>V09qdgI;bhWKl`LZQaL5*h;mB7H z68Jb${{6u&OW%Dtav+Qy6dis#MAIo9b;vAO`THP{_M!BVa$wT&q|^&Mb;!8+r77)q+j8qQ(5HK^3Gbdh^s~T};J958tQIbv8Vd7f zk$Q!h!eU?gB|_M?Bkffm$rGZ|qlke2FZHR(iNr-^Eq);00% zY7ne{A#@)Kc_XDhDrU3Ppz;d)2Kpabmhhm%i)Q~~jAJMg+95-`A_2trOsC-auXu9x-qjvCIoe4ZudC)>OH`rU&7b8#X^yI|dC$s9aSZE*x ztEcTL2;7s;r&A7G2B9PU1J(ICU9qkE(g_{;RtsDi%S^OyyYwI}%bJ)Nm2Um;$k0XJoMzwJ*GFty46Jc@?Z&&zQMsvI<1YE zk%7Uv#Z|?>A}U>~hGr?NjT31C(cXap+p-S6dffs%F~b}k8F@4}7e_%*r9nR(j{`~3=9kqJB6aA%4PGm2cq95_}8-Sa=9F* zdAfS$A1^sNAe8q}&7ngELB*7@(c*qP+G!w0)gtw|2#Fb~1}0dIKLCeY7usRmX!>C! zt$xEK@KQD9LLL2Lg!ob21I48kkiwdgUB>C>yMD#eqh~&hJ4TaEwr}o z2BGg z(++?jP5lK9j?jr;8rbP`r>4>wX?39fk%96+U#nGToLP$Fr|kpP14Jr+U~4EumkJCV zbGVD(kV#*G2AJmhdP{x1zQQVfk-dF=<)M+q?P^~7P+aJ4W$L7GyVM1%lff>uxiQOq z{R4voJ|tD4x69bnT^)g{-N{G04~3>Kz>DDfhHqOS5*J24n#UnVOoqwXp2f zA{w*L;+Crs0d++3g~`(=p<~{0&24?VBA<7ux3^gCtF?T%Nx<&n%BaPmQq3VHrE-r1 z%diuzKb~@QKo}uwtHFnCk(R5oWX`+XhnyDZth`C{mLc!sn#*g#2{B=eTM$p;VJJ7T z8Pv|>?K%rWPHj}Ma9XM+@V}%60T(Urm?@jqIa>DoT8LF2M}Uh+C98NKK`mXGs!u|p(O|0SaIT=(TDV?7QE5fP_QcFlC5x_2U7g^0C(f@6O-24XI{ z=pk*q5^N?a9v@=f<+f;WlXqwI9z?1MSCx3eS#QD=^%7O=B(@XDOy6HBySC{3p zNyBtQ2(75W74js^Nc#UG2GNLvn{OGWG?iRpWPAJGe(y5QWkNMj7Yc8rt&mEex^`t_ zyXvp4Q^pu%J%y#RhnkZl?-h%nIIl(xv%l}$2iMF()>RKPKq%YSJALi#2iLz~wYprB z76V=BW9k#Bl+D8F>7I+HP%)Qtcjs@|MBHX$7jkNf9Y;-+d3HoRtnth7B%yyrYFvxp_Zje#YuX2=*)Xpzxd?0sNq^7lCKGH zL9hrA4JCA)Jv)BkoM*hGeq5RY0VdACz}YL8?|ku9)bdPKLn<#Uf`vp~E7g1HZ2zef zs!xq>2d_-hE^Wx3a|oin)LiW@CSX^6#{S(Q(8=?(^2BIGf-wQlSg2Oi*dXb_ z!OMU6(WBpdUftRNK1&cZ2{IkWk_K$xqligpN@cRCp7Oc(-YJZaxdsUYOthCs-(Ym& ztqYccW^UeXR2!t}anlM@wlHbW*vPdHKcIy?G$~a{VI!Ryf9GxAME7pr@oQD=2f%b9 zM#_Y4cdmrtC?ME`>a{)m!}xyF?zOieO*@vP+-pZ)Tadb5R~?Eylzl~1R~#zs&6;9awrYjOc)Nb-$v z?8(cQq>1qOi#v^a)%Q8@WaZ;<(mhir&cAmJO5pKJLRioZT)OZn=j=OIv1L8Haoh6( z((*is8PX0&Wv5O}pLkztK*v|Q`=#o8-=dYmOUlvLqx9+uG*ChjE#NplaIdo^(UJfYsm8;a3!^x0};`;-oM;4IaV{M2XEjpW*i+M z5Mnax(G`zRUj}kTih-doxFa7kRl0?F}h3Zz-NTmjgrD8U> zu(npO)GdsLhKHudN7lEuXPzyDVJJ5k85x;4IqCEi>Qen%Xza?>($vZOGqdY!Ybc1! zTy}i0ztU`OudZ>5a{1i&@W|N7lYS=Mq9lY01#A-1GR@rN@DPMj5oG-q&btz7s|r}qi0U03&ko@b?j}gJOW3JViWaFOq2_S z$4_S$mzN{gHB$CyUmw_58*8lIG&7m$vGKmCDZA9;8q^mEl%Qh75fdB5{KVBurIDeB zkDhEVuM5l0WU~{~;}a9(MmFmqnC+nxp3ogIpPhd9-Q4)-lY4h7TRT$c7IXR26O-~} z9z2qTtu4%1u2?)VJ~lKt>E|*Hj3P>XXipEe7fsox zuU_dN9-MtVv$eV^O_OX-acp|JXL!`eNhkOv3sAd9p~^^*T<+Yv*UFfz1o)-%z~4mC zeJJH4CbrcxHu}S#{o&&L{L{Gw9)?ynGtl3A^5k@`r&L8GpkRR^sQHdRd+ZSL2t%Wo zEc@inR!~aQ9>=^qY@yj&Bo%muObz9vopx)@eYnkBoYLE;Ni=5DVGFO?fx!hKv_bKc zhPbsAp6Ry+^5)w^DPzaQk$<*i4VSD9#;>mg8v#@oaQqVT{kJC_)?jD8i+I(B8?P;$ zkxZ`Cn1&&Z+}_it%O_3}sPqtug-Sz=Gd=xpjZJZtlma511OQAz6;;;E5H9^a!|u%$ z`%j*Q>@4`nF!87ePMDseKukhMCZ`79zM={Qf!!+2>YADlAXmSUu}C_1zJKVf>SUrA zC1ec9K#@*XVrn$yaiK_D{!L935~vBWD{2o6P4|{3ue=>6A*mrx^6bO}Qk^V_Y9nw` z=L?|&8)ejlcMqxsaVnlsqM~g=r6DCSm&;Sd;`rrDno~+uvUx&r=!NPTgw!3-4f<5n zR00hTfjmJZV%cNq3qxa2%AlGG$=elyu7pZf)iwe6$?{JPAuRwaJu-H=zaK6X%w$Rw zA@=Rlr}Xp*1lMi&@L8gQ?WzhEqS=NyICQdiVDidUMHVH(Aj}{k#+@d%TBu^G1OzoG zF{zW97{4?!qFAR~-&GeLu__rtLU&1)D#_)D%5xhXIX~1N(|>?t22&UO7ls*?VBJBU zt6ZIrX=IVY`1pm9Q53UX;hy@GM(PJf_9XvaMM9z}GZ6n}^2ILooO4lj+jP2<2*E2FxTe7=*q_7^gp89DjX71%MDj19CZ; zWT1b%w|DH)Wu$qb6xt$G2;4wFO)^YOg%-bDID9~BWPrcE~z zH#WV88-5_{=kexWEPQXO_gGNKbcHfimFrR&d5R8c81bMr);(R8b{;gOqoTO;8P?{4 z{4s)7Inssa$g!w~PqmgYQz-6l~sY?u2T^iI_HVr8Nj0Ob4TPOGRuj7BhiQqz*5 zXSN|sRZ6I8*1Honx_&f0(-s${x8;-2D=eG$cdIiVNi3p+NP+7qFc*>NXS zx5EAD#;+$j&CkJXQoJcgLa$BQ&GmI7K;2sHa0>hLg~o+8dS-Zso))J)x`tf7-U+jq zB=wDy4^yMrR2Ot@4Je|#Ix%RnMcT|Uv1fqu!SNw_*(u|w{|aarPXowHhL}{sLDOBzG7Ur z%eqm!Z%BLKMu*O-$gw2W|Eyhyq|0+z7cR7w71o{tjw?Ncrt-qS?Rkx?(+jG7I{Vi^ z$9z@PC8|sba7WZ<+Ql5Z_pE)boob5qy^%Hqidj#zYss;$wss^2$?m(?wnY?xLe1QP z$Ax!W6X^3Lddd0 zuHM`yFUBo;KufaDBkDTseH(m3EbP40ti5t5MtcJ^@iTjU6a*o%ygZHx_P8) zgV)4D-6>u_R>BX9F*3a8mxqP9A%0@CTk%l_WG+qqV{ntX>X%0h)ifcHCK<=3S_`VB zAIt}3K;wlPrgp6`R@0>SUQV|Opjz^a!)&ADB1Z~@@`dzpYDqY2+d^!`_LOSJC0}wH z0`Vbs7aYoqHZ={r8L%gtEFgw!K(i=tE3r8r=9U-Y>Tvb8i%3`zA?@yBAba|uy~49O zMg*rW5pC2!xyl1?w4jv0b?!xaQ|o%ZXd zIolr;s^=9nGbUm|-&oQIoU}?qF=M64gzylj=e3Z*;jXj(x}dj_mQO zC_Ew{B<*(?au_P4rp%hIk?ZPlT1qub!0Sz!lVd$Qfw;FCE>t~FVt981!7FBA#leTs9TwZW zP4~u!a4`1FwCX}!qW>8Gva6-so;~bUAG=$$JE-bg*J&=@?h>FeOzZ2;{tjFM0}0*nhy%2rqy1dMHLK=(?wOUcL3e5hpPfsLv>r0zAQ`;d%a8z*0BlphsK;WV zK&vgh!6aG}OW?HdPh=qjuoa-~Iww>fjoX}$<#3S%wJ=(6si$n#u5oi+7F_&Iyqvq= zRQj48$ah4J(jz>yan-KqHvB}@R+qA-^a_8w$Y!>A9RVfX7SJnM8Cs&#-hjtH?j8cg zX`$ou1b&y&G0I+`qEwgHS5-!bg16rq7e9s&$gr6)W+!bM`Nqc{?1PP zSPFUNM#*oyd{gp5BENSbyD^M-rbk!waTl;($5j;$4o35t%Y*hX#aWf)2{3I6G#j#q z>s8Jm)>fU7I|d{+`%TZY9ZE{j_0`%hu{-Tox{4ngCj&yL1XNFQ;yY3^ZNwCy*=aMndu(&xZM zXH1%Ce2)uT*_`p*PM69#)xRqYfC=(OwxUdt1Kfhy4b(ug@;I8M9h zz`wegaXw2m2~_G+bX^)IZF*On-j3s{-P@>(K4@Voi$v*m#r%jnJQ94s7!}(25qo=% z>`p;zx7d7jveFR&Vf$=4w1RkLc7_;G5mOKJwR`ZmFf^G|_f5yQU~C)5QTMc<4m+zm z`5#B-yKWFn`|XT461%(z^;q?BU#w2W0kYOUIl`=@=z8>rM-gB8+8+``JWO7)pI2L9 z-&6;^?9;#kk7*r;268z*2$fx=zC9-F;ivllv-jRjlH6FHARYi$p;D{TlA@_wO{5oZZ^m+TCnlk7%|an{1NZRHa2$rOuG9fOmL+dqkv+$jYo@Rxw|* ztFj_J+yOZ7^!vTy!|~Fo4uWifU4I{mhP`5Yjf^8LaCwwo1nuQPd!^uarj6~&G1;l; zjI%x|llR-I)k>E2#-*v6klt!H|M1r4W2|XN-gfOMnPSrsr|C~m*S979=&bV zW;3${`E1d%j9y^jT6dg~mp?E<&Jy7BxT`<;YW;SYJ;T#uc1Uj~;NvtyTk|q#YwX0}UR-#KJro z&d*(AQ2Tf#sK1b1QulHQ?N(B|O*0zN?|5UqhBl+p3{z8?t*v+(D{JWmTZB7G-8Bqn zVeAOzq&EGLTjiqYL0Sl|9kyV9C-Wg@p!g1s#<9qHP{Td6+0rGh#viXO#p-w}=U| zF+QZ3bK9Q<27He;0mniLx(;}VJf%!Te|5XrY{rkcul$OYTCPJ1^@$Y5B+Yt})SR$d zxsiK0Qlq#~V@2qS$YT+-ZM%ZZmY?RJeND130Eo2ms7HX2U82i$iXJs(L8mqnfUyzz z71TkVr6LfX2+X`xMqPhx8v>&@bU~VL5eS1tht*vA;HZUCyVVC?3V$q6r;Men1BIzy5oM!*L~&|+#n zUtA1l>nx-eHH2<-e?4ArZ5bK%{^bQP<9})MKW{20UIVQsK>1m+RP(RQ__It0 zuJpcH%^q%NJ?&Xr(4zlfK3B=#TkyS9{&^*DC&{^ncd0Jwo|Z~T=B?-1mz%98sUNdy z!i15F0qCVDe`_Hyrnd!Rp!8bdNk#232)@0=#J6kN?KUIG`7tn1Pf@bW8J*D?ozcrr zgrH=7lKNbg{ql0{@pgh6op-J@u1y9LUKr9P1l4pi(KqJVzkIv(q~~`rG6v0?mxCY7 z%1Oif8CE=YV{Rg~)xBE`pQ?nd5X+ZLHz56B$$NV-n5jtDIE?`75pPVXKiuB@q9vY+ zMxj8Kc0*rq@0-di2+0ep0^dAeSq%C8B>(HfPLENWM#->-@x@B^H&^P5jnMO$Zv#o@ zaW|)f`)guzW%d0zBaryoy)I{&F?PAJ5mC>J1HoYY(M(N zS~PcIdNaUjid>rcrq*pqRd5xSzd7aohbxt;$5Uj>TfOaW9(rP->R+$ObCH~^z<;~j zc@hg{b9e)-CJ<*O`}w5_Euow1)n?qGb~9|Y>Me!x2aRYp@VnjZb~^?$Fviz1@AK8P z#&}3MGdc(IzRpN~Wx5_2H6+6{QyS!$O#W00!u`=ej?(kxdr7ZUx__Csc1CA(+6fA& zQ^eyW$t`V6o?0kDi7%cew^n-hT3H9ggb&vylV4tJT=KIk6(bbIGVf)?ER&{m}Sdx{_ppiw>Gkzc@3uDpHF{rr8?pB zH_wNE+RB@@Gni}SJjU43VjpT@O+XKAGg6=*%oE>S2(L^A#>~CFoqYbV^Qf66)IBu6 zIaztAQ$Y(BD1#&Bf2su`+Y>k(Cl6%IY>^X} z6^8>5zc6~0#0C_FU$2f_e;)L5q640G+Jjp*=J$4d4J=H(M)tIm|I58}B@0@-k_o<* zskNtZ;KvJ>!l{TaM(A_2T}r$yT}cpgO8xXQsC0$wf}b%X1<}WRQtCGr!n((o6ZPwR ztAAcgGpKsX-$oukZb_c~&o`zn`s}Sn_VEhzz}FT6aGY_wJW}WvFj%SPGj&;Py+1c! zFG=ap3$kGv611xLOk}R4_S#RvO6oyCtcYV zJT?E3kJGSgf4!$u#XU)BHQZu*W}M}e7+J6-Tkk-Sp+*p@TzO1SRQPOUgeF_tj-NDD ztbE16r!RR%%sgzhx@sa6e5uNO!P-T=-?(Yy+BGe)F;3ejjTwvZ++;ZIOJnmrZ01jU ztiyvINgc4I8kOY^Z)Uh8K`@6mYGff*fGkajD#teBt>w*}*Qp^KfwJl@;L|v6CfQuY zTWautAnQG4r4_e#Snp*ITlrRAHO5@dDeb6>-bRwOa%1-iNewWx12i^^NC5N}E1w}w zfU!X*XDfa?$1j%S&D>83m(Zrf_M4#}OfQ)r97%dVB4|O=ffi=UeO!c|02HXc0 z=IN5aYTfX93|OKd3sB8R9^F_#z3Nvyy`{#7{T@!rcNJPiolUJ4dXivt@2~c{iaM3r z1QuJ_C?QMptt~SeuW$=fEe80$tW<nCxH zHI&?8;*Y})Uo}B^Mkj=%aznQaql{^hZp*)E=3 z@H|&VpVG2OKL|WeN(pQ}694qhg)Tx&#UxBx9l>K5QM*u50uq&K77i~I=()U|NPp7$Kg&Z|I@PC*3|@L#tTQUg`pWS%`-uGMrU+J zXLL-mh2MKV9Ry#f3WCx}Y(&h#hV24sr=s04BtL!*r}Q`PQFU=HG-ta>V&{vUswkU)PN6)2fB`lAe4EEt-?fyzyi8ISi5qz@bh@Fok%S|nU5D;;SH+=6>rNSjo1C#W*>nG}6&BW;B}jnw>!>}gm1^Isor zB9Bq}T6@}NzBOIF$k&V5!xiu+S~s`Z$E6 zafZ6%pW{T%pHCj?=q$<;MOizeGdd%p;q%Ljke2TAD{XPbw5=a-72G!a1No5IMRL(H zXyJYsa*J}?=F7rwI=mMv2pJGhryFTOc*!Iplx;(oG4F92tzk7Muul$U*GwySDfLEi z#{|$y(?YzdfjJ1yTGEB=ad5qT^U1cSwzq7hEYnyOFx&9G?QYEcjE3Y%q(XROc!_`) zvKE{S$2d)UnNXT5k1uE5?bK__s-J5gjUc4T2Lhzb$T;b6p-3*$cwAR-RrX{wmr3M8 zpp(u0HrFmhXuefZd0X{VUOrg;yN{jNJ+vG+mf~E#qB%_g}6K|KYNgM6k%NxZW-f&PHUP?`bHwMF17Y?(3PyG)K*ugldR&wLOpn} znKwCrN0~9?R%Nz#BMCmbPYNugL2^B0p}OQ%BerE>7VkEYj7$xgnhEgD^R>w5tBLyX zZu?;p#Y}QU-@@^j)pNkzHb6NdarATv!ZSLfGdiP}f~dQ%(gBs0XU;Y0VIH#F*f1Gq zsX%I>aIjNuCt8Sgm0G9}>gr$tc0<7$UOtJ5uc&haY7&aAEu>f~;)g z2U{smG?gU0ccGfZt!5|2sM^M0rHefcpRH!KMm|>&KRVY4!}$J2wz<8jv=N7VVxm4h z zI@daPsB5sQiz3BB&bVfC=Fb$UA#h@53gI`a+Y3SK{DsDRD1Lq=eCGniFsZ+i5X%}n z3S;fM9+FHja_))30I+S7YJAMK!knv3g`Uz|%E;!x<@dzEHu&Tpo+N(WIX73S*FabU zE=PE@p5A-Xy*VZ4t5s%uKN*ojINiQbsJg|nC=d7unY^JcDu&G97T@n=Q2#=NCHnU)o9>lT7V4F%M?bJD?$k+f|K%~Fc z#U(yYQ8_qn7q`p+6dZ&ZR!dN-&%NV9lUmvf7MQEep)x*S5)3^+q^@pL@VdroEq2)ZvM$W zyr11&?&evymwSj+n@7r?#_)gsxo5<6n`+vnN1$)4t;PTKX)_Yk+%`5>7HBb|1tL{m z{5Y*|#2&^0%Zw<@nP_L!ckp}_Qj$mH4Nh%gh$drKwne?G^`pmmbv2*%VnIj%+IIAn zG5FiL-^$4;8Zc^byxd9u+ZR27`d(U9B$cRb1oZ?a)qrK9`p@4aAM&oTDYtX;4Y8%v zfB&LeW2q70oYHhuztOC@U(Q7e-ew|l7K-tVt5YWk&*+TK=!{M?S?3||Fq!7Em$N{5 z!V1TXGF{Nvct%J7S#NSJg-w+wn&(n>g!EC^(3iFa4MuqK<(BY(C+OvZa91qywfQAa z(O>DNzT_)pA(<=v41}gcRdTU%Yku`mroDVCW(3z}Z6|6;Ywjb3>xaZF-gi4?Pg2d5 zR9q6|3_+4X582}`qlygfAvdO%=7RSWwo~vqCBkaoGY|I4VrbN`34Sx7vIZYQNloj? zuh}qiG4OnVPL{N~v4*Uv3c=A#vLD+L%^g*{RK0=jb?g0NBX7a(iqblRBcl9MD7O>?Uz6i8miF-1Ru|`IunFv zbVg@%Mn|BcK+j^ABo^gFFe9amZQ>EvHPS`dnq`2P5L%@6gcf8V8op0hWV%S|*Wh&s zjhb5%v!6Ce(om82PjpM%78~9(w{;jWuA>5^+!k4o5ox3cFQGQbJLxLX-E~H8b}$ek z&?FeREwSLX)SPTCiftlcvXN*O=0=ne+HculgjI;Sq+}H%Q+dLSjpfC*8KHS_on;LV z7N>kEd7j}$JKX`V17wxvwgqvls}8!viDy-U5m5VLTWu2aAZDI*XBvZ)_mhf9a#Eo; zBt~7JiVzBN3Qlc!&1zFAWFL0MCD#<+vVS_L((!zwXM*sI&ghKJ=xAgN5zh)9P3S71 zE#^vQA!CHaMA1%KY766Hd#sZQwc{R?DFaTr6+kmZQ9Rm6TW%wQMotOG?in~{&+WC^ zwTZBpoD>_=MNTL$BtqXj0;>6=VniE6>zA3^UxAfUBullE8up>wKG$L5pbkM#_#~RP zJDFl$%6aC(nM_BRUYPb9zLAdjIE60CVJy}DPgGpODX!QDpkc0--~MUyiOhh6;-Wvh zAu7g(REcksQ*HhcU8d+~Z=Y6nffe(67ww2u?ExZh^<})p&6({}T)OW2`@8Kary@wY=K- z_&h7>5M7hF0TPX~-!xhY<-TvrzWczMf?BtOw7Hmhxm^7ML}x?-7IJCOvtpWj}uqZ3-wW2j(6+tOxXy2Y2zOenp|60!@mV3QeEojK`EcV?p37Qhcf;F%0YV5xxHk0bGIDP^BdMKI0u&>m4!KAng$h#9_ z0hH+D!Ndv2iR1^qT-};n!zpQxeM;CCT526=iqGeKJe0iCOirD*vr_^UIoHsm+&nwG zBi-p#0_>T$XE>Ti(3hTV5~nQB0u85ewBwLVQ*<5RoiEazCtISRZO4Pb)X2xExvioo z47&oWbVt)PcN^{)w+qgZ$CWuK(&Dm#Tp4`N+KA;n#?mg_^%jAQ5iAZ^K}$|c2a&3H z0R<;OR|LBlL8Dqx8awkMQzXQFU^Af?O4wBR`FeVLD~TbXw_I+&%$m#22YSdB)>bhZ zv|zN1+Cx1p_2mZ4RJ@gq-gc~8io%&0-H)rnu4TGd@S(feCD4?AGvElNx_lUYF9hL$ zo~HtO8l+&EE=*a;PX8)*$-p~ckLalw>yZduqs7Ag4-Okqy)y0Vhaw!7R}$QDJ{k~X zzdN1E1)-@CZ!NfgxiMiJCUqLA9P=($9yQ-9`W`^3fZDFJ;M|)#zsw4d?*5(Fkoi(X zA~|{ghWCNqm$M&r4R>76t(i6WjWg_Wz(kNX_INA#*3Yj_29ks4i69W%A_c@bd$65+ z(ab-2ny%!Y5^~_P8M?n1)h9r^Qbrrjv(g=X)Njx8UtSC*B(M`Pvayev?vkOPOw%S!f;SQcY- zNG=i=f`9%iKg=nf6FDCj+JKOKgOKhCn7q_vwHC_Cpg(ZgvuGbcxx>oW*_H(;TF z9x~Cx^?-f9_&ijH;RhKWl3BdBoHBF7?d|SnM|@S!eU^FDS`l*YaVC_8)poX=!v^>* zDMJm>0bFvN_uMZc2g=&fvk{y3*`(3zeKvP4T%7VgUyg6D_Eso2mk@JQVfz;Kg2$Zx znIIgOPKUuaf`I9&)*jOewW0*D{*fH^$-lg^kWvIficK!M-=a+#8J`HyFY(LTP38mz8f%zxZOkTVdo>gp8Q=BLPKG22cnVEu3h7DL^Jrw) z<#bX&2rjH^HX(RmI7!ZyHzCSkIYj5;6I zfQN#GH8FFo^2VJ1)oS+nYPOx^O%SP3tGKYuH`p=R+V@Tn0xOLOER(gc=v{f>SB|p6 zc)UG-{QihjJbrW5QxfjC@lg{K;BKSzcdCM-6IFkx?xBDKUT@R11{d(L9d2bh+Oejv zYhVKcBQ4Zipr)&STd@Z%)w0>tBhP>uyFcgirUM!h5E&gj)M~*?7bnAZhWDFVYo2kJ z95;GF`+Ior#YHIPyB4Xw#s!i8V21RwKR?x7+dJrx1$nuM(iBl&s;g_Wq7}o(PgN>> z3!U=v&CqpEH0&UtHV%StRjCXgE1`e65h}#5nxcy$E75QwE9(b&vd=_VhRJQrQhc-A zo%fixSeX?hk|Ur>kBLcdp(+0g$+w|cP3f|zqrYKt!F`D}9dRThM0N-ZJ#L6Hq? zJ1>_P2t?r;p&Z@^(Y1vhMP(t&vG%>odV2P+GhFa`|I4+Bl*5Nl9jwbrbYJa|K7U3vHtQj_U<0vkSgc@=;x^ z;Lk1xEsfu-#=hnb4eQ|S4me0f?I%Z#ml-mG_C0b(RexY$! zx$|_>kKkL@FLjZ}>^5hBD$+^DUGL}v7mu@2jvjXENE11xgRantj&TPg)F-ezCv}&} zX|C!jL-Z6BMW@Khe#ACo4f>YX&SBenTK7laiX4~U3?*(KV;Zb@^xpLhFspDe@4+U+ zKxZ}EEXI{W9dM_@%q=S}o}IKBea%S1gV}_cL&(y=FjEiW#EAT~Vys=l6R{Ozhu+qi z?6hk1+MwUro0XY}r-4GuJe^I5ni183?oB9em>0!+D93Lf;)nGXAI_LOB8?dwIPzK6 zm^XtQt1uaJ-GD?Z={e2k<+BNy%R{j*#^t1_2-`K)Ta@#Ds$_4i=FOzI&q3eMB{u&2 zvHVZxTyHS=Y`wX$y?Jpe_`%Y|Ap2-rO6>wY)k8FjX_LJxJH2b6!7@o8S#vbbyf<*3FP-La;> zi=dR*L&R-5*_?lcPj04w4Jtn@AK8q%&Bq+O)#>Vr(r3pr^W6xY0NEKsT4Wpbm0 z@QH-*Pvj{(uHj%T!sJ@0r-4P1|Dc9zx|L(^@LLQ=TgD@+@|96lP8o{1#C&a|_1E?~ zE==7xcisp&LA@_nLqJ&br*6z&Ze^b@$KP&rpJKJggtEn(N3}^_K|$z$zWV|F{eIBlI8w6d^G?MvR(?(Jkm-w!;6J@Lr$@QQVCb*oyq_17&S8#sokNx3 zV(9(ncNY@ZJ^Z*GS%_d%3i}Hn&%8Shbzp%M|LL7Mr+ea_#^`;5p&y?4-95v1pJ5M| zh73+KXfUXS!GC_|LRKP`y@UqgZUWmZehQc|=R+y~<2%>7IMzBHeeQ#AxOb;5R$7Q? zjz%a1H(I^*)=K;Q36H-q8O(;_QbYc6Eq~C(ZS>NkZ}nGA5W1Wt>S)Ex!eu{P@)s+- zs%=RDu!UL>iqft_oRqxoiIF^x_YJ5+U;T;jnG-lObPMevP6?Q<__&XN{;oOVvr@l~ z*u3RQ&TEmib4J;DBQ==O^rAv+HX)qgS0do&DlXW8&-&!k_Ld8~jGQz8=PCrc`3gvg zKDl;!p=OdyPB<4*rwGrbkes$xaYX6^c!t(s^B61!JcrS}M4svW4$?KO76=YFMp`wI z#FZ%Ap27t(ftiC+t;p#}PR;4hHu4W2;C6;bO}Bp41YutVbe%IVPS>v0!2!MsyOh+{ zLp$g@a0Zwd^}?WZijHuNp2T)Pei?xC`tU){=SzMHhe%*Q>zA6Sc{s?LIB40xF6oJ+ zj6U!DMt6H{aVB-CeihXrM@Ydx0lEL2$Qgf{!?2tB^bYqZ6CgUj~=O^^c=A?!`BGyi; zeTJ-%(`ab9$dA#_CTwz3XZP%0ZYpdh#2SZy%Du6f7m?`^3C%|#gadE2Bk;NFTgP5w zmpx(bT(uK4?4+qMVWYwEjuucDr0$g_3b8FrQ44^8VQ8T;C0Jmr(o15jnl7+)jVqn> z(#D7yexA4k?)lzgjncex&b#RUVTHhCLk$wKs?(`J-&lleLHxn_$!@NHb9;R~ zFCd=~M_~BNMdwGFBNaGjGW)@P8Jsh-A zp~x;cY`%7$$G?fogE;UeB@KQXX#K`?^+)F?pLF66?{1|SDy}r-qip&ksixlzp-u0) zI2rwHsj;1;|9WdZRu#<^LO!%Q{S|xp2q0gohrhhg$WZ_0tCcvfDC(L(3jOm#Su1nB zSeZC=U;@W+(o0-xbWrJAv$eM`EOe9f*LPOB+P%5q0!|Lc%`C^^ls0?D$~buW!$J9O z&;Cqn%yXu%M*PQDmpZ-Ve|-C(CqpYf4m#itSB@RNuC_s8SvO%naWKd^;ea!b`c9~X z#Z`urTwk54U7ep}QZU<>(NzS*3h(9mv$ftg%dMxe=we9eSG-J)8#`O)l@x>pInZ0Q z0J0ph$9Yq$$B&aZ+I;i;#M31G-J{K>H=Po^`?&tmLumK@+x7hylCmdIXF=~DsH7%% z9P5uZycVww7ov$GztAOg?LS~QR6fYH+mEnshaG;C!)C2_9O?s~WDjBC0j=sp1o>rz z`x*P=ChKZxo4}3KdNqy&P5J8D4N$cNFrTa@&RKAi@G6K=;h#N6oaIF3+14uaQfNTo0`}ugm3N}jD z`R*xV<~-+SHYq??L@g$5YttRWKB@YY7f%6tO7{$J$`QIeXbG7TaLIF@j~={z+-XFe zFiBJibZ!57=t5=72tu|aynD>YIw#AJN3sY5lvd)9aVYxxWGvO`aN^cv_smu#ON$y7 zc6ntR>&1BXpH*RrAISjb6ci+g6QlomR8@}+;eBv^@ydL4I+Rq6Vx@e>pr`ShPWsW~ z-nZ+?D%9G%V&$W|3q4vLajjo*LD=^Z19h|^{!dA_!n1OXiU&zxka5lrEtVg13&SCe zjkxWeFrr4`@WZ;bFgnyIN!NAMEsQJ)-`0=m&!2QzN+<(n;f!m zaQGeEO<*|UM?Y{Bk;cHD8DsJ1406uL@D!c`C1nhXlrn0ISJ*E)r>5uh9*3`ai3Op8 z0O{Set=1oNJG&R*=I!tQ-IzNkO31a55n9>+M22}TsHdzR0;Uqr2j0LT7VX7q02}W) zktw4l@uXGe>K2NA!iJF?eD9&Ih~pA>M;@qM*No`BGZ((QF!5GZ2;ydBUiKJEk=<+M zUq9adVk3K)1_?BJQeIj6UJg>HX+tA(jBf)v_a;> zYJm1I-@P<4yJ4L4htW4F{>JipOgU~zwr+l~WlXxPG&r1ImgEvMAq9Ddp*i}27W=*k z_0l#kBH(6$v5jv@EqR%a_yXR};pV~dr699`C=b9KI%BmY8nx0OijspdpECYPcG0e{ z4Buqmi9f?r98j}j!qqCEu^Tc}lD6z2!tkhXRujsokx4qlY^hqA6g&Wypo$SzQuWPN z_SNIg{g&Qj6~=4nQ*?NXCuV&`e z0?4D57wk*pEc)|5^Gy|e`XuQIc-%A_%Om|1jo5feM8R&tU57FOSWfh3>z&6Kug4K!oC0&+R>uCkp0;|BvC!CqS{B(dFKi?ya+AH1)p9O>BUgV|=_M&{cL=-E zvj)N;O7l_ij5r-|I?g$WwXUXzaEQ@+ydD4XVe88c-4l(DHn#Rq2jC%=DyaLF{o&}@ zLEj5O*e4?i6~_m?aOG>AFx}RE=7IIH9f140^V^62`tV*({Q-_kluia;Z+rLJgsqmbD(6zzd~}Br21SbGu{Pp~K;<3vCScDX zGWj^ItbS#*HR$o0FQhSg_2C6ltVq-y=P3?co{=mR9jJV|+(YP1SG?7B=l)uIHIXf7 z^t9B1itH8ap9U^njm*(s`1eZ?GV8(Um>20*f}Aj`GLSVMu#m{gp?T-v%xpp5Ro9=Z1nYy7g@l1tT`Qz4$c4FyIi>AC*;)N z-2McVHBekX%x?M^BD$yqaH(?Tm3@K#oPCaEGE~3M^?p>uvwT*l7z(Q$Tt)eSr*L~BNp6-_x zFB*sTKR>x`{(TgL^oM=5inywE72-(MW-L1V9+WV54E?u&P_pphwuvq^-EuWVl!Rx0 z?aD>UUeA=eos-YkRcjH*jyc=hMUjD(#jv{%c7Lo1h?D zoW_(D%dv~B@3-Hi0JNYmF=}SzK(XJ zNjY*%AnW6j0D+shUrKAt4P|ffay95DLA_43a0s0CCJA!|2DD=peSHTYnU4e`kdbkN zRQhY>}{Y-d$aAyS{c*OjX&b3AeSdNS$-7PRu9HOt-MN7K@VG zf>twZ8Y=a4qnvM@}V? z%H{m;U^gec%fEMmu-x=G+-MhU1;q<^`Y7i$@}X1iHl-t}2Q5COIiLy&d`}xzgDJ5R zBk-`N8DYuUuDfn07dHiMPH6xrmExqn2_TumshpYH#LGQXceRMa9A{^zOR&6YBulb; z`hazH{KCmL5*UTPPhfa~w&k>xUP#%Y6(Qmz)6&mK1t?TkdvwWv=$WO!yb3+R@)ShE zLe0G_Q(T~}GBlD!l+nrqU-97)(~(5}XT-iPmD=sZiJ_aZ!35-nrLQxeN*)Uq)5j|? z43z9zNeo6yLB1egr{;nLf)?kBDqIOczHcrlvWhV@)^MIkkFxkQVMJh}G1H_zYl=*b zn9dl&1a%pTv})1igFF={1kCont80-%)g$;KeeNz4OGd`|m_TX~r(0*p;K)iP;<@_@1` zi4+1C8T9~Do%t;B3HC7RFxEB))Ci2iojA}U)ldqBFIn^k$AOT-lU6WgWU>6pArpBtpK`IwvYd8y%Dnv`` zwt->9IzYAC5<#<59eSt3?ri9XJ-ud)rJbCJ{)Am(a1V`>e4>YZp2IgEranxR zQxXi*oC);#3SOC%o?lo?Ne17n1a~{Utu%>n>l5L21QPWW#22b~V=^Pxxrf+qY)2vB<;!xtBaDQOkOjF~Fw+ULON+r@n();IYhv-ZqOOI6 z3Ss|LF`upESLXfsitnM!7(DIrJ6rjKmQKK*4m zs85%hD>}+qg);XKA1)66wGR#3pmu6#ccWodJfSiq!;3Lw{7uX2 z@xWeRY#s9g$;7c4TUCt_rstycVnx)aygxr?D;>ih$?QG!yo4E4$lF*Oc#|k2SZWawp%de6hXDh(@^|1nypnvO0M*>i78ceHDZQdO=Z# zF=?0`4_CoUyInkB7lZiS^AlHReWOvYcaoSHy&2{z@R~1QoAEz-l6>)~x22=h0?K$y z8*T1FsQ>o0%3L5-k{Y|g_r=__cx@hk|DgBLs%jfPt9e%LDHuHT5awc?9%G1(QRPZt z%~#hm3;jG_4ALK8tzMWgrV;BTD$^ZUtFpY#dapI` zZ*DZ|flPYla;ya2%_)AfQTyY)A!U1`i0fn;zyd-baj&b=xWtyHfr?!V$^5tXT3@zw*N9YG zFYFP{q@LvI56^`kEcr$a+Ull8qcxl~=M$b_@IEAi7j121Gl z``mVag$B#sTI4^!9Qc4+?Viu&QpLMA1#>m{&7D@W=P^Gz+62ZRH(;~4K2t&~v(84r zn2`E%1Ald`u^90`H}#(iNl}pD<`Qt4C-2RRx929NLar3HlUys^@Wt$Oc$2ZYIrZCn z-LJQ@Htln3aB>zXeXgQ@dOcjId#xBp*w}O?2wwtnoGVutMdI(TP2HIGR}=k*C-El_ zTP@8a!EaRaU)`8KSM&biBIk+z{nI=_PuXzGVub&2ExK5hcQ*3h-)T3MtjXU0dM!FX z75?&awB6bGrlVu#+Yp9j<@SlV2PbD|lx^(Xx1I5TT{q>*=732;ex)W^Jp0ERW?E4d`GLuT-~Hv)xw**u@=52TyWMUs z7Ao@ZuLhT=!r)5SNjqORbqqefkZlfj5q(s?&LhFzT7(}i)^F52AJ~S%IM#Y+@xQAm zk5qc44!^t_O-JG{PkO(*uXUbYorr&WwR)xI$?NsjSDnW>i!6vVzTUb2TmV_pbzR&jd>X>Vn;k)zfu+1Ho9q4NOf@ve|WyK;Iq|U_S?JN2Q6%OI_K-+Z!Xua&emS9iR@gsyxr^? z?ag|yBb6{r)`KSZE z1gAXx^UL)&7pp&7@&k`;eHEt!cnvY|P^(#%{QN@r+MNHSmHhf%XJf5%K9qlVZSux^ z^oxsCWWE3IejGzJ7DlZ{8|HuZ*#T*1F6-gA8~scWo@R2%EQVc@yT%i+G%0UP6JEvb z_4wmQy;ZDbz&m-aH`Ds9jrq6c<|H>;@Z%>P>ozntlX_z*yfWb#W9g%Z?Jv4PE<`0s z|NUP4zfA=50e^Sie|)>MRkTwX1k&~Z&e4{22eM4;*qem5AK?x@2RIajzykWg-O#Z3 zn+ws+Y2VnaUp`4cTV;unDd2A_^{0p1S0=s76VXpDR9Bm8?F1<|fn;azgR4_B^I ze|prqlldu+w!884!`8xtf8JQhGjP9^ZgXF-7gK~z;g1OOtM&M;OSS2$%#*y=Rn>~{ z_CvOFa$?R)-#ZsARD@w1Uq5QCC3R2MZmn(2M9I=Me>#*)b@upa%0#G1m(MOh^1->u ziGbg0rGHrNEVFv5h2HGWtY^Pk^52=ReX-yzuQFX0R2>z4_y7VM7)CR@H|F5=^K!bv z+iBWXBC2?$TX^s!*YQhGc4+d0MR$T6Td&A>&KpDD|HSV;Otm8aD_Ebzv!o5~wXsB@`kDXoiI9JA zKD=qP3RJybqGc#Jxf6#jw>@_i^==bjLWhc1FE^uglsv5RJp1JC#`&5*9|ad{ zBEr-oEEe;B<>&1ywczSxlxh9tQ;Odm$klhW^(g>rg0s76ldTW+qpx>+{kG3I}(^;;)yRDgtU?LK4Ecl;3 zj@zUYih=D}4)r^9&z%XvQ$#lWQS60M2d58HFlPcAoGmpV;1Da^>ZlgV)RPLh)FRe= zxxJ|j-vQPLxy=hjkEuzBuTMpi!^57w-(lNK3Uedo|FxC#sM1wty@GFA-JfK7p7ZN7!5^RKwTxvj zBIJ1@WYbj<1iNy*VfgAN_mi!)&40Yyn2c)sc4sw%3K*V`@U_XX&fwGSe5ETgA$pp{ z7=5#WZ!G3>Rr%UN?W@gXQ&EJ88!0;p=WC=%fA%!rz(&^yNY2e~zh3G6WUooU@+L1b?Qq)&jbcl$O|scQVyB|(qg+f3Ww z2b^g|nGQV}Y_)S)6O%zuuV`qKlR?`3Uo_K%Lro}j?B{q>wJ;lwN89}Jq`_;x6<9r_ z)0lBGusomV7;VIqW?$v7P>sA*MVX~cU73#Nq)Zumx)pEfASKtG&KPV$Z9Rs?h);TK zp%LC&-<@Z8;zV!67BiT~^pOAYzD^Tt_pqYF4szFezF4&31)y}gY^nzH0cF=UW7)WNS-Hzhe_(e+}rT?T|MBpFajv#xNpP?a?a>p8AuffAfbfWRnl?3;~FH}i}j zTnMn1#oNq}Q3alZZ5gN8&tc-kC0@C-er{I2#s1%~^X(RJRl6#(+)aNVDhjj7{4YiE zZ5wX2S%D2;d)OGMqLhva(I1_+G0&aVdavt$P%vfL)_K5No zs5>Ly%}oZp19ogzHl~)kPp^%g|JE*;gf2&s3)?Y6SyfaMXgGH@k3NYvD!k$X8a1PU z_DF#0ER@XrBSuV=PIIknYAuO*gso1-rbNZ#lNF|)D&;+QRI;LilVQf#<1OvVs61w* zRDbbyFEH0=MB0V931MNHw>z3}gl$6^iyJ^`@8(y=q?inZ>@lA~HHxaCFsirN2Wf8o zpVn4ai~xwcDSCmd1$=HYc<_`8P@FONOy1EQHCwiV0^LSfZxi3tlqV~cP0c5XzSDN0 z)i44er3{~yCV3hFxChiOhm{`x!tAh~e@~kg)73!K>t+|TUWVPAtXT)IV7`@VZQe3v za!QDd>X%?72~LYfbpnNjE-{hVvQear64Ob{@Hnk=nSWchm!Z@yR{;QpU!V7xI zT_&5T1yaf`gSA8}@Lge)`TxRHUE0P;8?7uO#0%;ori#iuny<&95eUEF?I#cf?ZfLM zl}Q-g*(i>*!N_$Dyv*1vHfd>umT9XNqskmcPtcVyc^CAAmo8P+OkF0NueI}zatB?D zOfM~lRbQGnx7EsXYhVX&X)F_Tt4dREqyu%s;oHU&Y!c$G=_^2|U zxX0jOCtvIFrO3NDB`>bDRBmK|ALMz1=hx;dDB)pGeYFxNKuF?fA-4@*=^6p!8fZJs zo_?dVlyKxFnEy^D<6xh`!|o!BT`_H&l2TrQ@b_dj4Acjuwazh+EWUhAQS-872n??F4747N@&d>^9qeIh@ym9AU2oKJLSUY z>OKvJA7j?U+YaDEcC=I%(NE$ihp>atRtu2Spnfm5pRzX)D#KgO6^t5=NNQOiGE`>u zw8o)*Nl(%gvNEa#K8K zC6wEUx3<$Z$V8B6iGUe{UI?Bc>t<%xTHH)spjvB-0%b%+5P6;v6`DZU%e6d-sac>5 zZOh%k+EM*@0qp-2G7>pAcC7Y{EJS5wwJ*|n(S2)vvKspLWBsS)WGnL(mqw}?X+IT# zM+PqTRNgc1kxN%0PiI%V8cp;g>G?U&_B`!7r87Zzs>zB9qfnE3tq1&JFaP9m&p!u? zweX+bnECW+yu7hJ<%??_zS?W(@RCLd6TRRtu6J%sS!5=O2!J(Gc z&x>~B_3V6{b&(a}9i<>iHH0h_{9=P|Z*&q~F$_1#IuoK>15XSURvPj>uTt>`nS;C( zkw9i;ta4X#B1xwm0Y!QuWPw!r6Qf*piLfU>X4i5UTR>Zx#SHJ?>~s}5znyUjSoo98MG% zS;+Yqz0i(GeCM=4@6}%R5{YNKopC~CRWF!Z0Vf_Vu!gy&8|ZiDmHI3Po3vBN@Ox0|FO$BlDIrC?L=BEX%;CMP)`I z>&KG^=F5qTc<4*Ooo}lDpnk16bEst{a9Qygw{fxwiEo~(PgePQPyPOW`)LObdKU$2gPu4C>LIe=^ z^q;?4yVYTBJ^^%vgCBA$Kp07_R!eKoXyU4GI9si(P-TkAeRoNsd+1CMzEB$WHjNXx zad3t1@I{(6n7%$+xw;rCiMN{hrw`+{hMGvP%mmkFDz7b0ry~33+s$R8be4?5u|`b@ zf$lJ(F5+-b$u7=c*|g7X+kLP*cIDmmp`Ukrc*KqEP;}jpwjliNX5ue*t}RxUs{Z6P z|J`c;Wj&)J|q)~yp?JM-#k{f zMgM}Kr#L{e!MCg*s?WX)Qx=$OBxNQl>a_}wcMJ%fMaY40;_Ms)X)Ho3>a1GLEn|f; zxMTN;MbESNXv$*I3ha5{Ddk}nwJ*~?pkjZ747L+wH9E-O12h)gmH-y^5N)Yif@;7jn z_FtUi;+PE5I?&FJc`Bdxx<5T%d3Pb8O5Z!}+Z(zqDhVaWVnnDBxx~QALWq1n%Dh-v z4T-Z9ZOFncyT#kH@Ic5$!ZIF(hQP_dHMJh>NE}SWNp$mbO2#XbO3%&lrE@$Gx|=aB zL_L6?T%Yik+n;QhqiL@8+*WsyRI|G#YBkaAM^9}z24bOx+r5uNE`fu{CC+#w+$!uu z^o27)_??l!(XtTwJPBEd`a*^O^y=hv#J^hY{Og_8!%nrOSm3GKTWxcaKbWt4Fz2nu zwdF?|TtIG+aivNq6K6Y>fe1^cjIz#?@B9V0LImOx$8 zt@r2r_s@m7!hij?`Sm(>pqdsAUgw^m$g!{>L6soFHaf_3Md0`Z8swgr=a^fe_}p+G zq0~=yczRjivbO$Jd>fuE$)I z%ti~&eb3_#Yp>L>og<%;;1s&d_OXEicB@!?XSvLYtkRhvJiRmwJw@=|Uz9K_)9}x%%YJ##_@N#S7=8c$9z(PGf=ZEO7uHN&BXR$-pA}+(JaNqc_Jm zp@Zt!Tn_w^s;{r;PoBg9Bj7P3!(wE!0)HMEy%4&&e$wn^tZGhCoMqkE2tgs7onSRi z3qoeI;i0go3bW-!RU_^4_Uy6PM7i&oQ`*&Y+h0)112yOU^((P{zKPk4fd zQGcFj!B<@#Y-qc|cTsd$-N#CRdUaVZZ*Be4>yy`N{<{m&t>x}Foit^kZ5hL@*$1^K z^ttZ1CDTQG7j2W2IMa!yJ{2zp-g!(q6NIOiTymYo2_$tpf^4Z?rEct+H8a`aBC$nC zHd#?LbFY))oUa=`pRMqRF%=|qQevteu-RH&ww2}@Ipr{Lo04ZZi_(;1sZX3^9*s(` zm$5>)-vdm*7fky$$Yq$}d8s1F4bOPg&R2RO1*%EtDQM-C1`_~=ntD)VMR~OjP&FzP zs5cf?H-+7$nJ;u+hdtY{jFibvta*hJ2&x`Mq)d6DdNUn;uwe$N)84 zv8yN!7YZ55j3q25|0miQ8WqKp!w|6>=TuYkoEt74Nd3X1OYdc&)(uFmHS|v|*96Dk z-)()ehFz#KMZV3z3|XPFVZxk=Zbp6pBkUuO`z-E3UzwrS6=3s+duf&;b(V1@eJ|kU z4TpFg2)Z!@sXc|o5H~}!;dyQ*lxvZq*|oj<>)C77puyS2smk4MY|d%Upp^pJ)-Xn? z^C1IQGH(?$njJOPW^tZp8Z-Vvt0P9znIJsnM7aZ*)hIp8BGkN$1R0erwwu%jii{m0 zGNf*NMlA~{#(+J7048ND0GKx#8qWnlZoljUOjfJrG$y$=d^Jbsq5O_DG(uWY#PD*9 zyhRW=46B&mnEe0SyAtLojx3#5RrP%cfsnWawqXr39y`Vk?{36K%x%R=y+O`@Z5_$?>Ipv>CKx62Wc{ zsxe&<1k%qcu6eH8Ly@6S0r>(YYZYxAQ9qIG9_Yn<&|w`KPniE8IFR)9_Ta0zCL^d; zz^1k!Yf02GVzB`8)eTh-dg#Dk8FJYT1EsWMfIJ-xW6T&%@(`byp3z|}dLeYaANch5 z7{lId?ZkMF|Nd!r2{C5`X?)NRqjpzaD^~UJiZl!OJchX*9i|?GI53R35b61(xq$q} zoxLL_qZ2qi%VX=btxg^`^z@8PFW3S~me}CitBsO_AFOunuLcQe02P1`u0rQZKn2xJ zVqls^c(oPAbFAu-YSGk@nva3HaH3-`U{wo+*o6cD5VGX-)?W!R-dYL8yfxeMQ=S5<@oyE^D7f&x^L>f^6>k{vy$STBV>3p&Z#)ZBJbt z1vBlp$(=xiMrt$_Q=5^n&>F&-1{qhX8Acc#{F$By2N)Qn#12&A>3vZq1sZ815a?^9 z7z8mUMIBMRZu^}ph4V$aP-j&d?+VZ{($`msI9D&~2&3)C+ucy2($wgg-w!D}m(gG~ zYB(~v!iImiJgrM0OT=iZ%9AxE$qNIlBszvQRw8CU- z5K3H`Mib#tC;MYTiP66$85N2e^X%v_7wB(PTKEbRD#>;~^kG9m&4Q{S9zg2@(HB=; zRC1u(YIPUNNugW9p}t_-zP?7ege=wBY9w}r)CNL(NEIdu3^=q}J_?WveCF!#V$S0O zPrRWix*GLR5GA#fM(F-6HLZtq(j+is#$W*}Fn(M~L*_*whLDixB>h;ecf#m=#i6*y zL{XstB&Spb%cZ(kbg+&WpKphu%1B1dsVU9_@9AVoaZa;qDy$UAhA69#b@p4;aaFh!E#5SkGXi2rgbPmb*SA08sYe8yW5?J)Mx6G!)g?RFhGo37i3E5}57ziH0>U z^PY_2se{CosRqJiy4^y>@7wrR4I0HS zpJNZZolxkQpiq{wA-dO^M0;V{)mrKCjsSVnMB=xL)w< zrIOx5A8h(N5j0`XNMBE4beSl~oF)zrFO<+xbJD{p+=`2J)@w!8Y$>&_APl>N$@Gbs)Ce{|w8F;2)-y>CJ@8 zl1NzEJB8G|gDWb8vmk_HLOH}4Bq3@eVJpLEx$0f7c%PO1U^ng)+`!^?lQdnr!`1!W zc*r5zOO*b8+@H6@+gIeJBKhhfS=nk0q!%K0fe-(5rS3RnBNq49dp@d8RQex+eN|fE zm>)Qe+P64GCWZ_G6byb8jtYn&B+?tJXOu4!sqHT@X*6tFAyVl%ZT=O*(u1>05}U2P z&XV;w;1p~_Y$~rPqFh#94dPZT7Yg*N1+Uc|B%%H)#d+a>K38)nc@gouyFnY*IG#Ap zHZIE4PScdJ@uuGc=ulOhmHB`yk%HVT!4A_mMSO|$xT-w-rwi=nT!~8cVmt6yVUbaz zXd71*|DuU6)k?3oq%dSidfs=H^ROE=%TCp$UoDjetA^l7p-)Qkv-xTy)x+Jm?Q@_q z10Q!Rcsstqy(jtm%81?ob5y6e0BI5iT7%r<5i@UZdRMgJPYm%L0VxSW9if^o`J&+p zsmLJt+h(MnCg44mqR!M@S$_wp&DGP^FjfU>9Q1)=4_f|(TG65E&b-@u9Z*7IE^n07 z&4rS$(7m4A@TJOD7aZp6H(_twd=9QvIZYwL4Av0N8V>RP9Mg#vDEg!)o({ydhI{iu zMaOa9uXaNo)g5-NL~mbjXb0`lZgO`e;Mm0yI$?cDA8drnHPS57KQEVd!c84hHH+TY z%Qcta=R4s~8-5!%Lj0yp^E9C!xw7I*j=xxvi}m8AIj>o9SBCN5UPVubrGUB^q+X0D zA0j=(?rlUDU0V0(x7R%V)wIH(QBhxBJ1+=X=|m6Pq9;8`&|6fEzW1FYqbMT@gZNtL zUBW@(yqh$D#tycb&lig?dz%j8+HMV0L1M;@;os!s?s{1DobyHJPfOLEVQ-+Ki$!{K zp{~RCr>%IUCnczxf@w(z+Y;qRTXA`jER@(c%T={D7)tSJ6D?n0eWCuo6|^HqWSXUF zTJ;F|W+a)CWh~528kC%2vofc5_yWNOJuRezFc&oSDl2a&o30O%(=Zp z{sJ)`v;m|INsGwmLMW4($6#^@^LGh<`PC9-poj{d` z+>vR24h7-QvO~UE@`7Nn?hkyRfJnYsp1;&^cci+z(O-*E2&dF=PBFlRpSSwg=A$cB z@AHer9iPAKbg@UizFgB&zu}9!ufiTDoMDnzD!KEVSd6yI7bI}NwbaXUcw*VXpW1P2)Pk^6tI{3Q0jxKjV@Qn@kj zMp$peELQ08dhpX~Fi@40U?{C~o>uNR6L2?`9UfC(UUfe$vob|GHf00{2sH}y-)=QN z3H8^DS33CRno58-PByEgS<~wgl{|XIrK1FTdS6^29o=zwV@BW)iLm>)n-m`R|K&zm z$Aw?ttaC24rL0i4IuJj;@H;}so2~-AnY34atAb9NGlP~e16%Zg@XIfx9VLkb*SqSH0L<65ck%jA7A%(R4D?| zc;Ldt(%BI8|9Lj}_L{m@b@k|Ogxqnkeik~B`0n{|Q-76C$xyiB$?mWZ4r>TM9uO=9 zdEtBAhrx|`=TZasdiBc#Le>)XVh62u(U61Qi!gmxdS8wZX$$s!Yxvv`Z(OcbJqU~s*VCc<8ibx+2<|b6k)ytOL_0%8|FE{yaC<9U&ViuVQ1B4DB?WUm2 zK(Q_=|8>iM9rZ3>@QPG$V=9JS^mt>?RfT|nUMR2$O!=(r@Y_duZvdA{?{2XaU5*}y z97S*!5kWDf384bIJhJavPg8>3mUO<~O4@_r<$1`0hFLv{yIol%8a8Y4&x!z z>^NzMqxlPDZ!wpF57qdaA=*`O+1S(p#?aye#Xe3VxH3m#`i%lYSB2-l?r((Mg@)@n zDiml<$@PwCb)v4SaFv&joB&i-ybNz21aVB1ACcDrIx=;19m6pg@S6)kL&GyppdgDp zZ-*_ZgB(L?of9~v8O_9S$FFsyP>?cbQv0TQ?C!5a)O|R-dC_5ILIiN<|I$e|dU890 zYVg?Pn^oR{Hx>1X6xt?X1^n46PKJqk6~rx*=$5b!(NK?9BoOjZ5=tCm{J4kK?uDN< z*yTDZ6;&cdD1hMZS-@AflU68pQ7tq@K%Rm!W`WoMu_r^-`?Y&(-l>#Lac_j54ESnC z>h(N?gpOe%%GkcAG_d!EHH04rj1)6GW&`ZRk_=kOqpc`qvegk@0(CS@QWuz0d`}kG!e3(Xf1~RUP&@_ol^i#PjB>hz8#?No@(PO z84-?-6ypduv@z%zAjXD5+W3$|*0`(V7AYOmZ)RG;f&5cD zUV_p9QK&UkicuU(^}LPNwz!MIWNHtf1Y!mH0{w-=f&d$JPv`+-;3hGBh9PDxRUhs| z&i2qjGEpR8W#}al4o4)thN^e(d40=~YSR^?AD;1_g?3sJZ4+Ghpa?3s%(1U_$b3C6 zC~$$|l2<*vvl}}qhLk`?RGKk1!TM8NPjDC4IAs~*oTSB<1KIZpH+NYH=zeuxPXj>Q|)&qhor$D6R z8UjFY$FsEIXd$X2sH#o`IB(O2I1hYkni%#pW^6PEUA7S?Cr+tG@VI=DKmeqDQt1Zz zQp4vd5Oo0dnN1)g+!VuzS{N@S-{UE)FGkcX* zkQ+vI93Zz(AirdorGR`|n!e`AdrW&Gjam~K=r4xV32e~HF{(jgswbfbltTde`}cuR zocd5E#*|k3l{gx;#A7S_U>lM-kezaFFC-XuR`F z$RBFwpvd$zV)LUBuJeo?8E={=uu`!}H|Us14={8qFcbx4G74z$AOh6$qh}-`FsY{V zL5EN(L>|Ge;k?C$V+_1YbKqB7w@(6^Z?(`>A)JoS;G+`qgjnUP%}cj1LP}d zK{Fcb0pv~=JVIa`Fz{9xmrZZ7BxQxx*RoWEGw1ZcN6L7g0F+E?sIwGMS_Fp;gMEy$ z;`p338?It`$#rHsQ?63;BByy{zIND=X|OcErSLI)>bEJ!-#<@M<$R0Am>F*)Rj5^F zXT+(1MrzYjrVSuU%{t-WR+%9;Fa~@dEzG!1PGOaot|&xPdQM2epD3^ zBY}!pGTK4O1j&us&zpK2&UfiZm|^2*Zi?CR0*V^PFTX;rgRfMJhQSHBK){ z-^w(+s*JD#XDat9^Ka5;PKj(irzy&OHl8IkNe#=pN+BMrhK4lvp>j7JRZD4##$ zq!DRS_bIJIx{S@&ol@3PnW@&OBwwJyNOmM?hI};la4lvsdnL_h=e-$dGAp{z_ZG)_ zTBiVO2tQV&Cxn=0T)AXIpENHI$qj?bct`UWvul!R>>yJ|_Q;RpkvDDXGTm3OiHFBK zup#kO`1Hq@JG0p~ohHK&$;QMdFI6ZX+PL;n??mYXsm8`-boId+!tnvpq+1R4=41vw z;^;|_>5S2uq~Si~S4N5vqtJHb?`NXz@HXQ$IVQgzy~8*R#Cu;JVVa{Ijl$4m<{k%0 z9kTI<@8Oe6jbFan_V(Ev=xx~h)40(zH5mCbeA3y%ye1&uBGN>CY8VO0`L_+NmHF2= zO2eZH7nS)m<3Mi@sGc`^h*dNGP=3vfl*(8`_)%lTWqb^L04s3|3BY z&*UuPpuX$Ji_wmcr`SY&f*95Byt5TdacH~FVQRP*7AFg92rVouj*VlQKnshRf;EH| z78Vv3XByTJT3A?ESe$8CLug?!D>wzYsHq^;e|UfX8u3w_gj$>dSVMRwFgw**`|$hd z>rX+Z(F87!D)BtEs-?*fQh0waIXyrnb8wBlO_TV6LZ>~4j^qF}CE6=gd$K|sA1$1{ z-^wu_f0FUeoH)oE8-U+lcKAJE4WWgF#Sy@2|8}&mka&vPhx
  • *m* ist die Anzahl Datenpunkte im Datensatz
  • *h* ist die Vorhersagefunktion des Systems
  • *X* ist die Matrix mit den Werten sämtlicher Merkmale
  • *x(i)* Vektor der Werte aller Merkmale
  • *y(i)* Label (gewünschter Ausgabewert)
  • ![RMSE](bilder/rmse.png) Die mittlere quadratische Abweichung misst den durchschnittlichen quadratischen Unterschied zwischen vorhergesagten und tatsächlichen Werten und bestraft größere Abweichungen stärker.| -|Mittlerer absoluter Fehler (MAE)|
    • *m* ist die Anzahl Datenpunkte im Datensatz
    • *h* ist die Vorhersagefunktion des Systems
    • *X* ist die Matrix mit den Werten sämtlicher Merkmale
    • *x(i)* Vektor der Werte aller Merkmale
    • *y(i)* Label (gewünschter Ausgabewert)
    ![MAE](bilder/mae.png) Der mittlere absolute Fehler gibt an, wie groß die durchschnittliche absolute Differenz zwischen Vorhersagen und tatsächlichen Werten ist, ohne größere Abweichungen zusätzlich zu gewichten.| +|Mittlere quadratische Abweichung (RMSE)|
    • *m* ist die Anzahl Datenpunkte im Datensatz
    • *h* ist die Vorhersagefunktion des Systems
    • *X* ist die Matrix mit den Werten sämtlicher Merkmale
    • *x(i)* Vektor der Werte aller Merkmale
    • *y(i)* Label (gewünschter Ausgabewert)
    ![RMSE](bilder/rmse.png) Die mittlere quadratische Abweichung misst den durchschnittlichen quadratischen Unterschied zwischen vorhergesagten und tatsächlichen Werten und bestraft grössere Abweichungen stärker.| +|Mittlerer absoluter Fehler (MAE)|
    • *m* ist die Anzahl Datenpunkte im Datensatz
    • *h* ist die Vorhersagefunktion des Systems
    • *X* ist die Matrix mit den Werten sämtlicher Merkmale
    • *x(i)* Vektor der Werte aller Merkmale
    • *y(i)* Label (gewünschter Ausgabewert)
    ![MAE](bilder/mae.png) Der mittlere absolute Fehler gibt an, wie gross die durchschnittliche absolute Differenz zwischen Vorhersagen und tatsächlichen Werten ist, ohne grössere Abweichungen zusätzlich zu gewichten.| |Stetige Merkmale|
    • Belibigen Wert innerhalb eines Intervalls
    • Unendlich viele Ausprägungen
    • Beispiele
      • Strekenlänge
      • Zeitintervalle
      • Gewicht
    | |Diskrete Merkmale|
    • Endliche Anzahl Ausprägungen
    • Menge ist zählbar
    • Beispiele
      • Schulnoten
      • Haarfarben
      • Geschlechter
      • Anzahl Teilnehmer eines Sportanlasses
    | |Skalenniveaus|![Skalenniveaus](bilder/skalenniveaus.png)| @@ -178,4 +178,10 @@ $$ ## Klassifikation +|Begriff|Beschreibung| +|---|---| +|Binäre Klassifikatoren|Ein binärer Klassifikator unterscheidet zwischen zwei Klassen. Z.B. "Ziffer ist 0" vs. "Ziffer ist nicht 0"| +|Logistische Regression|Die logistische Regression ist eine Form der Regressionsanalyse , die man verwendet, um ein nominalskaliertes, kategoriales Kriterium vorherzusagen. Das bedeutet, man verwendet die logistische Regression immer dann, wenn die abhängige Variable nur ein paar wenige, gleichrangige Ausprägungen hat. Ein Beispiel für ein kategoriales Kriterium wäre etwa der Ausgang einer Aufnahmeprüfung, bei der man nur entweder „angenommen“ oder „abgelehnt“ werden kann.| +|Logistische Regression vs. lineare Regression|Im Gegensatz zur linearen Regression sagt man bei der logistischen Regression nicht die konkreten Werte des Kriteriums vorher. Stattdessen schätzt man, wie wahrscheinlich es ist, dass eine Person in die eine oder die andere Kategorie des Kriteriums fällt. So könntest man etwa vorhersagen, wie wahrscheinlich es ist, dass eine Person mit einem IQ von 112 die Aufnahmeprüfung bestehen wird. Für die Vorhersage verwendet man auch bei der logistischen Regression eine Regressionsgleichung. Überträgt man diese Regressionsgleichung in ein Koordinatensystem, so erhält man die charakteristische Kurve der logistischen Regression. An ihr kann man abschätzen, wie wahrscheinlich eine Merkmalsausprägung des Kriteriums für eine Person mit einem bestimmten Prädiktorwert ist und wie gut das Modell zu deinen Daten passt. Die Funktion der logistischen Regression sieht so aus: ![Logistische Regression](bilder/logistische_regression.png)| +||| ## Unsupervised Learning Clustering \ No newline at end of file