From a8633ec31fae2e80d172182031eb2f0b4e04f56f Mon Sep 17 00:00:00 2001 From: git-sandro Date: Sat, 24 Jan 2026 17:46:42 +0100 Subject: [PATCH] kl --- zusammenfassung/bilder/konfusionsmatrix.png | Bin 0 -> 78717 bytes zusammenfassung/zusammenfassung.md | 5 +++++ 2 files changed, 5 insertions(+) create mode 100644 zusammenfassung/bilder/konfusionsmatrix.png diff --git a/zusammenfassung/bilder/konfusionsmatrix.png b/zusammenfassung/bilder/konfusionsmatrix.png new file mode 100644 index 0000000000000000000000000000000000000000..070a88027235a33c3274fcf0af28a4216df34ef0 GIT binary patch literal 78717 zcmeFYWmuG57dA{gAjqJEpyGgpgdnLP-CfctEj1!AbcZ6+Dbn2_(nBgrcY~yoLnYmR{-^CnK~iuTh^@>D%F8XQO2CRJ#IPkJ;tK!FY|I5%;L^YCe|S?UkuIx>}ruT_DFfY z!9fy?_=S_X?)9Vrs(71lxe}l1i}6f)(oS3q*dR3T>XN@eun!i-3vwCrBMfLxWX-!c zc8%`{=z2$b091?RWiG)ZmX}BZBg)D*5ldpH5R8xfY3$uNB3Z=0im^l)MlxET`&CHX zj~Ce>E`MP-OGxwOEv!0-*IogsmX>lJr?foBJuJmPk zTMy+kF#*-oTkW^Ln+Bb>*awHf`XU#lqzETT&4UBtcpv&auX~(EL0m5MWt7%UWjeA~ zb~1Eg;pGd9j@o3Jb0#C+)d01N3R*_LtfBVG3W)|9ubzU3EJFAu%wPO)zkiVl=7ELB zu6zk1p3EkQ8>&bF4;Bk zslgr5HkBkb`YQsj9uo%!=>IOhsU98b8VR8ml{zJk`2B(48DZTA=5H5*!ad%`k0amQ zG$C!h_i?o~{tL_m#u0l{p|X|erP1`Q2wyE9Z3BDWExz0B6ds>V#hxtCEZ}7X*jplN zWq7-~Wz(@ySBRGw&(=@p$5e)ih+DkU`PJJJYiaDi7%V)#Jxv_Gfv2+-IoDPELCWgl zfq&WTK;)gTiT-MP_s>bc4GQvX@Jvgo$JU+m3o{!HOaJPx7i~51{K-%qmF84l9w~8)>t`wUTk7VJ( zsb7*6yK#5#xx8`;S4d8b>;K+DCjRBSERK??4qG4F7RLSYyQABi8a?w!|A%_b_VV7? zEh}GIT3QC#^(XK#y!U*Y1Me9<*5lRJ9l@xzmq?E!%YUrzM$;mE<&L)(UJH(P%YH9O zEr!cH(WxjDf~^XprVFqdIAML(GgCq}FqSViE;c2Wq03zE(Gs@CTWj(CjJBs01#b(MM)*-WC_xkp4-bzck8;&b zp7JT$Du*g;Yl;#6(b)o&6syj_arE6u3$3 z##=O#i`z74#%iXHIg|+MQdFf{$5fV71ylx2$yd2NPaE4Zc}92@FM;M6tMP_evbobb z6k+S+%0J1U!++v5<#g;+g)l(eKv=G8qNs;ApP4AwFhnGF>vsxtG<15FSr)es-dKAu zTr^x?cqru)+SJ@6(=6fBd`@(Bh{qZL3%DIHibsTZNc2+NqxEL1&MQ5_eyW4;LCPP3 zQV(;@dOmS9Q)NgUNR>-DhB@D?qT0Webo2F1`LIV+X}nuJ#_xY8nI#o-@xg~oyB_ZI zkR_FJ2^t@V=5&Am;GnZq%vCJJb+1B&D`?WWg13TrnRgj~S#tTLcUw>8!2~%a`8umE z>oKe114f;`isGu%(GZib)m=>3{8qA_K=Jv&$4Al@q8LtCqA?`kf) zBHOZWB%2e?e9lRmr4v~P@B^KLxPyc{Dpy>tl($;EJ}3_?Pc@}CEoz%}PZwBmLGCw#wl_lMAvdcGC@ZKtLuh8~_1zcYU-{Czo_S!W~lR8ANzjLIn!#eY`8M}!+0%fxxDiSx!&tLy@q{F z^RhdHJNm1W8%KTJGc0rK>Em~2!)N(sJsQ%KDiiO&uXQv@h^Ql;v#eKs&EEZ}*Cpx2 z>$JqXb7fuI8O=e>13n2CH^T2QCRHTt(zfu4klR0=CmMhIB+Y{pdX*5L72o#i&^0+o zA;cYOOPx%qe`}iJJ2~g0MYH=f+yYLB)d#5@$}L3;`$2Ajy~Iy$lu}bu7?PYn{469! zKFE!qLdt8kne7p!85P~}>OS=ATisg-;VA}pi@m{{CJIgp<~=_qewOc=^tW?-&u!m) z<8kLMw3+i9?r-N$n?WCy`tH4U%x?y!hgOPe?TasCR+O7!ZQrpf!4+t7=yEsY*3zzX zo1evQsn?8rA4z&@m)n=>{__1o<+N3M?r`32-d(wS+4MP^vL_u8-?e_847;r*4V~cV zf5Q9Zn9*#X@p6)&O=!KYah96eB%F9zdsjSV#ABzn+wDf7b6Ysol;X;6%3LqekahbWb#P*Jdo8LsvL1$%giyD3-o-dSFFm)(zIW4 zSfkh6+I+)jyxR8j$FOdp1cXY#viK@+t4BvR%hR;eCA-{ww%bTUh)pExS|gD28ra6XLXAh5#gJb6P!jE^p+`)Z9y{$0qc7El6 zn5Ul5C2s4uQtxAZ7Jv1zLYTB-FLjn6i_M^}q+S2)NTb#P?v_olWAV49w7TX!jK}GZ zcQ)E9@4lcW6rOMh_R8O4EK1|OV{x0UKpM3&a>!%GX*!-F%u z7QJ!pP7x&nN`g&$zgymXzH!Ew!|0)Go{F+goOL+dTO1zm|B`I=9zK5tI6-#sW9(YsRV<>Rq5NdGpKwAmr)$*-`*^eNan{M*hCYw81;tLifSS?miS52- zW%rB4*5Zilh^4d*As(-57oIO*FP@2XCH%ZngLPAd+KvN;8a`JJT{Lnf!OJ zkxL+Q??}uG8;?>td}v9LzcW4DzV~^i_W{PW4V)G#)bLZx;9N}THvRzq4Jp))4t!_2 zfK|ekcOrg=Ns#@{X;LPCjQ7&v>Jybhr2pWd4`#{dfLoT+7PcV5z%i8-S0Np&{CUTYeuZ%be7g=_uIX6+w8joh$Nu-T6Zj27^r^V4EO>uv>R@gTcYOZB$xBWg zJrjI;868Iq403w(3sY8&ZU^)~W~Hv}q^+pHZ~DTH&DiXPi8-6AojtlA3;|bu@X^lP z$r$EpXA5`acNL_)Y{3scqc5}5!Y-RQ*$C2VE2_Z6UpSb9T?I{=s(-__vZip@$ZcS?C6#Mmn8m(`SL1|vk-v*`@ef8M3CyQqzAU~ zwv~jkI(P?4hW^7uf`9k_yrVzIJ%97FdkONfdj+9got2ZL4DC5{W?hU{b8ZWy@?P1&mS;j zF#IDQVf~*M{erKHK&3`@6mI>!{hyxvBM<+#Xh_0Yv8uuy%TkP6!9wU+IdPz;Z`#y?3?&)7a-si!@ zF)nzsD}WX&39bFOflH@NS>rPQk4JN!PkATJZj5`tgSr#g6U49aec6mpMvUoj+RuxO zdn~bz)UjY&B7e5sGC!PgaUpjk`XkZ%e4xwDs9h0smxDA9y-!{FE>3q17(Lf=66Df^ zy!5y0$h?0qymn|MdQ>|Ty^`i*_@37es$ywb!1i+woeS!HL`cs8)_~>#Nekji7>Q$t%Rv8*6gb+gZ2W zaE$r#cNH#`t>YEA{g&=X(52E9<0~X`N-7ENtB*TV7`kTct&jKbr#9|nMF>T&mo?8C zl6G6xQ*exZz@fx3#)s`f{`Bz{^ug}Q{pzw01xP+j-FQ_Y5$R#**vs>4(lU)NsoT(F zbE&TEVSxiB0W{Fux9=VedXr!*Sdh=f_NtVZYU@C=^ZhM**V*CR_S9ZZf?@Q7>WR<$ zspO^lb!x{4o9pgIT11Dl9xui{4n7mz;_W!zUzd!izpts==w3CFuPR=sSwiI@!Rv4T zqb+PXimJ+bG^DEk(GT8S&y&ijGTkaU>+w=M1B=tbgW~-BhZmgi*xc_(#Ja)>b3L<0 zVRk{vq+Lo{lhMXOPqDd0)t+F%54P+^E)UKsv}Mu(3uE{-PjETY5D}4nS^-pkmcGZ> z{cI}NHWsg6os7Twea^Yoszaj2jeKS_7JJi#jf8&BV;}wMW?!nA^L~q4Wi?iu=(IW@ zI#q3FlNylkXE&5%-W}g*8X*|3zByqU!Gjw`FjdxcEa!c;uT>F#P}XjG+r9~Y3S(1`6-SH1{U)uOx84YbNl%ICH6JHu64_ z-0NwZtguXSscZ&0AGvzx%^r25!#$(P_j>3rWOCmR*!ZK0IQ9JEHBKZD$w zvZtP%Y}O>S5)13Q@2y7BrN*=Bm`ur>jMVY>n~mJXsytJAvPmcCanK`k+bW&bJjWIx z;69e)P@xupN7Un0FttMMu|Z={?_34X@flN=AH9& zOnm$@^Z6G&kB`46x|7}R)Zj@DHC-GwU%Z*pkJ(QhsbF%MFupQ;&{wT54mA5d127nl zwV_9se(wuJ-~JOWr$x`ZiK;kNOdh9Im37WFjj!n;VwP%yIhf`fvRY|dO($D)qNZi0 z{YBjc;Vc@@Zjo`e-*HK9OiXM(T25MulBRxxFKQX|WUE#@S21as34#ccxtEtK$9#P+ zKTIKf#C5yzP@?~lLV|jrfy)dc7v@}4lqs{atUz^pb=t9C5o&b6Kh>wppltQoaZbZ+m^Mrrx3s5dpP784jsx-Ski5I0a(>(b`u z6d~jq^s;&^?rvEHfrdR|eeA)Q8ET{;x1~#p^||R;W|_aJR{nH!0!-a+ zfgV=bUo-38ed>6F7|Co_GFvA&Y?$jMxIgkV6<&oRcL)BHp+tA`#J-!DidzQn+U<9h zg)8Qa228sqMezEAbYbTERcZP|n>BN6KxU?DPra%M)YzA0iEMF^Vufdg@?~6Wl<~wu zztbxwc6EJP2FR2xe_aop^Eym9YN{+V;s3^8hQQVHfmn?e#_f`iqnARUgdwVJpX~&> zbcAr6k^Nr-;>3u0ddn0kg)DQob%*_p_8W(2f>raBUaV&&e{T#KvfU z;MY3J^c`3`f(la_550|6Woi^&X zoA4DIag4?2+k;9?P}W7chjTtguLvo>=SLmo5IkG5nA6KUVL_b3{oZhH>a=GU1s%jP zW0f`IS;S83u;SBWl4nzXw_DxAk|P5JNyU~om0$P*a!xH z$`cpfps;TQ8E2SC_o`mrZ^2t9!)I1-+4hUJTQBHJ?AKC7%@^XGguqJbneI!4-(Ew~ zt}*aCkOXcwoxp9&vP!GHfep)wt3?&FAiJ~-tlGnFtsEN;yy~l;@R(6sA1mn< z3`Vj${95cx-41BI_Jp;7xU3xI7#p@FK604Q$2b#G`t3wli+*35v?jZHuzdZb`+74bGd(Okmr#JV3UTb-j_N|8Z4^Sy+wKR5=CapVu!A} zy@Ja&+pni`6_p+oWGc_#%nZ$)A3QobnY&1}XGwvLXh;(Ae_YE=3Q0|P49-=zgGtNY z=LrRxkkKXeLnU5t-X91MX=WDL!8<#p*H@_}h}6F;oNPBYGZm`KSnF0;gw<`^{oYyV zE3~+)J14h>ld(0U&XIM316-l`q;*k=i3eX*k7CR7*a>;Ix-ae$8yeWZrd{T|%58dA z-;FA22N3CWuD`~tAyXpS$r9^I98p3N*wT}^F+*mC2Bq&luuOHcutg}{8!0StYB20% zg79=iZs9sHq|7y+@3TL()jj0K7?7keh^>sy&orEqr>cB~mP@)eu-&h;^39jF8z~`z z8&En@TQ`v6eZ1yy`m?=#Du3YRRb(b@KXtJLZY&on%Q+KMXRB@{6=z($XjffK@oT1F zuspM9?Rshbdq4dR=^M{K-0bdUA9ZxHb-$LyW#GP+^PSxDOI;0oYr2l}Sqp}x<8X@R zp_#79KwgFq z8(aMb=h5+cSxI-GRvv6bXclN+AisNt@Z(it;=aYN1}o1gHu{_|9eGCrzzRnGm9PKc z4aoC{HxWKg42VIGNJztvEt zhiIthKl~|Y=&y44(QUJ0ck0IK?SzC|Ia^i3g0JD7>jE-lY-6gVhMy%)hCP%r);z;Q z+{@;Ev08Q5FJC!{U6W1KyfymGGR-SloTCiEo`Hn%$IRRrm4_B4J!fdw&7OL+;#rF9 z-2#x}V>esnzJFQ$eZJar0FaLqe|5eXSxpo3QS`Aj8fYmRW|gpsWX6D3pcv&%N3TIx}NQi$8>GtB0p|02yFU4)Q~Xn zFiKqHc^rkuM2m*O_sIcRDDN0zzXS`e*LNJ=j<9bc{c~7U-97!d_<~}+@m+3spB?Y- z5^|gF^O?30^8NgBqojMHXiLx&fOpezL;nxb5!9tuYTK!(DA`};SstuSdciwwmWG%h z8V~DnV_&Xw867rxzq-c%mqmc09mJ~e_f+mqla+m1npf9WOm)>gEKu9 z&CgWJdQVO}`85@s{508^ew>O(wcmTg%5M$sn@^2(YHG!drVi&RD^CXDl?|Sy!KDQ! zW`Y~_qq#_o3`=tl+)(9IjA@<@UF8;z!!~oqyk064V0yk3m^c{}lwFszOV7t?(BF27 zv-tV_t8Bk>2u{g7*<$OO?)#BM)pVoz8BK~5QGo{FgI|v1#}ue>;AWJXT)V}~y7m)b zN2f5u_v(Y1>7wc*xSBBuu!hrL-HI+sdKIA`kstFsDA1?=Zg8Z+i~u61)@^rrnX3V- zWmQpdNbC@1{Y6vIMlEIwdsKtpfanBL9zYX%JGIBAS3Qc6Uya%CBTJ;Nu6FenYanftqRHgK_Ib z6<1b~6Y|%01?NNA#+6Gkv*yC~bY-2WQCrDINE@KUE7B;px04JrT-JBGGyLTa=L){% zZQ+hMGBrk5g`k#Z3yR#BLq^F)5~nqPCVL1W(tdn-b0bBuw*ntPrTJ`!2d*H(?7d$J zf3)eZvh9Hz_vvgnj2fJ-B7FETNVja7B^m$+KlD>K>3bvDe7dem246VlfrcfqWPGF9 z)od;}aGfM>96vVne;DHx@|E-waTV#=7CP=ZZRc)nKYf{frE9$~k^1ZzMISItrq~DZ z2U=tvU7ClMs5B(rIteLNuSWZl0x~+cs1m-yR`|{S;{42fy7uMrq*q_HyK6&IcNw+d z!txYKpJp%QRUteNg+hh8B0Y~BhI=O;+>8$IWr8%~wLDzX9JBch%lGSeh@3l)0_`PILW^{}g6D zD-UJnLP#sdou6&{bO)2%i!NMcP8Dk1e0+u7*aBaL>@A8Dr2uF9a_bSC+isoQww>Bs z{X}j*%NLIv2~cM5sPyL3i0T2sqzcP^=WF+zH%S8xtF<`10f?nfSy@FyHgakm(4oEJ zS6W{fE4j|`pTM~iN3Cvt@>U){#%y=afc0F4_!X{!VCsg_6>=m#c~R+^fKXA7yiA-P z6!lxJZl(}AcJH=R&U(^|rYJOu*BID9u9s$t^~oJU#1NlG;y7xuJ=k~#8w?XfpHp#lSCm{~s#iW+3tTpWVr`;4>)V4a^!Y^^2(T;c<{Hi= zc6Fdhhr1#v*frEBgbZ*i%YN~#+f*tVeClN6BhIcl{#60fuXD(`{qhS*X=W>x4|4o9 zwYyC9q(zc;l_ySy^YUdfmmZ1t>@}MMqeSN(RO(|HK$oeWa#=+60}of1MsO%C5!0No0Eq6 zZqYcNaM}sBQ0@;iyEH93s?;Oz8X`tDO4-7^$pgFQzrASY!OnQ>X6E44$G1XI_Jtb*aw}xQyC9{Zje|hvP0!-83*ta z$jof3&3GvpVou|hdD2Ml0SLpn4@oV)#UG;qz(*PY0A7(J{Nks^&BuH6y zX+f=hKr)N_@N7+}(N=AxFQvD2B_&E6ad!?eZjkWnHTF6mQhFQo?_$6qw9|s!dtQPZ zD;iHOIXNzrPRy?zepxHYh`13rrDT`+$z-oF(Q3$-(`EXlwAhCP!;xJ0BH$a3;} zme3zr#`>0Ku6heR;`kxJ42!u^bkhyY&>TSM(n0AeVubkSSV@DwKZByKAcJf{M^8aPSn zd!+mfOQC=F$Doj=wy<06=fz$@1s+GcrG3&_Ub@wzFrLk+DtVTT6tDHfV5;Brdeq3{ zRj1bosfP%mZtq6hNzOz8w~to01Zl-rN*zDAW>2x$Y`+!&Q}Pod5rLA2(4B#~UIq-% zn^gevd`nv-AtCw0cLJM#Yw509brAC4a z9dAVn8;ekI_b#S9y1g{(yQaB*5!d+_u|Uth$^dJ4nLu8l(+lXKMAjhLPny*Zby1Y@ zsLuskrBvJ&U9n81*bNuwCz9CTBhiimCki<5U`^AW%c+42i;D9b75(vdeNH*byc=i} zmPeVw(8I?@0*?~-!Hx7%)4%}dH0dlpjH#}fHi6$1q>s8-%49$Q%vqu&h#tP_o-b@K zMfN82pXNEVJG=eDZ>b9wLT|s{IzlPA&$_M1Ca@U{X)Il8uh9(==<$>Q;k7?f!tgV> zF_6W&cPc8#vIETdrQnK6d-@6y3UlAlPN#|A_Q*H!yIb!Ra59 zsDkzP?n`wA8Pn^)f}cw7!p_!nhTWQrO$GShn>QQ4YvH zmfLVbgZY6Djm%;8-2F%U=b)~D99abE*lsrgkB#!zduzkeAh&Ex@HP1fvtug=mz3cR zKiekmgX8)(A3)$H@YqP+zSNXorvA;PpC^e(t?e(7vQc%G9p&m`AHw5sM(n9w!=rN8dvx`p!4tDufPr zTLzkp|CnR!Ymp3`44&h5Y7Yf;n%)3!nFmBv@SMC;jwZ&5O(WP*Ho2_`95lt(`JlSm1Idl&$c{B00b&S>7v*x4~&d_{&GZL z+FZ|%R^$QRHXYZLnvq~{*b!SFLIm0W$>jKI-$4}J;WU%kcu$Cv36iBZ_gye{FOw(0 z=vp4(B>V5A2V9E=c>va|pAQU>>hPu`3pC?!19cai{pc(*UF^}B81^Sty=qq89w1WW z)|(y)s5K*1wiIq915ra3TNOaG^U7Edu~~d@4k+OOQj+;C1$%gv-E?hvCBT=?DOOS! zpVGLk)Qa6fYA73oWMHo+Z`?O?YT8Isx(fW#T`T}yy-G`OrUDiXpM)QQ*r^&fi~+>T zA{Vz&b+0<~*kOl|080p|(%d&Tb)w;Ib)y9Ah!->*fQ{8cQ!pX!f({D;x& zwTJ~#hsFmDZn6T6BF#9|Xp!aKhAlG6!>oO7A8oQJ8!9?=3yT@ z8$|4_!Y>=7jJxJloD4~SEeKA82n|jKS7EN2E6CC1C?@fyib#b~(HnW~$JKqzH@p=O z+Zf7uTlr$nuo?i2(0lQ0`n4*v?&}XIpEws!G|KL6G&^rjb!zI_(E~Cs#c6%4*HNJP z{J4nlu8@GUPxILUSNk)vhGSIGFMwD(0pqy@-m5~;jL;BBY47Ud=2L5xgBZ(gZ&2D4 zQ9bK!v-Yj##l|t32L(B6Vds)v!Qb-%rsD;i$nlrozq~1DKHh%z`q~|naWfbc2e^2c z_8Shdme)AbI2qS=bCcj*zvTnQq@m0~drUE4sqA3YIAu@>wVxQ|Ghm9kIofZ>JUjxL zF1KgzV)>rK^p)FI2Ek`1tFp#}>t`F|0W*z5ATI8K@fsd(E-@2;%es@EyS8t@Bh6A?}(aVD4F9P%%hlN85@;lNu0oF5yAQgR=__E^V+b(W?BMaqRavYe7999rC zka>%(ac?Nlczs0-uzc6MfNyz1Dd1`^rh~jnCJ*R0FI%!cL!%kB7tLqR9;#EGz>W2c zcI#GI(~msJfsI^Aa~hK61i)b8Ch$B`stfO!fz7fRzYUNI95oe^fkLQ&7aL%0bETQT zfd$f7uU+Q-u5^)U=|>I9kOWd1N892U=MElmUXp`;YS)49v8Lfe_p zy6**rs2UVJ9enOmK4OUy`UM=GRz-QN5>%JP2PK$+D9PS>k1{NjHIRxB_|;L#5~zE) zlwcGOI@hYO82Y(dtCj;CpCUQ~s~zWa`s1zx@H6eDog%RN;FuLHC;buV+YiaU9>_nU z;B7GK4iU?V6f(aD89tOE0{)~7=NC!fvFSiXzfjT#Bc&C$5mo6#kF^a)&BJq$D1W4x zO{?tF@w7(8(!u@Cs@F__ODBE8mqKf!sl2%9RI3@lNSsKlSkceyx&SswH(}X^U-Y>~ z-(m$vN_YN2&IxtO%I(4l^x?9fAE+gGqI!6BDh8PdN3P`_(Efr#(D(z^^94pTFN_89 z_sDQmYMhhmCIJlu)B%{DU*B+g-IeejPh()WkelC-CMH}f<{-tYYf)Y~*Gm-yI6Lf^ zd9aPiiadSKpI=L{H8JzWEI#?;W_n*&l#GXn zKWi;s4=xMA$`aM*_6^n3ZT4=w?Y^2}F;BJLME$lLM7BB!%Y|v@AD+__UCW{!PUJkY zMZ3^uEhDcgPvF1HrSrep0ruZy{2+99u2eyjbaS&)yhRzv-1{S*sh@~1SDRkl}yp+qt5k)vk^_&t>H09VY*!xUC>1U!Mo#1+%;ownlwk64TGOTm-$#oPyqBxST zJ#6Y!cqbl>tdF{D%SkWdsRiA&6B@)|DnJ;1oD=~;zCLJS zh!YFal{KHce`f!}Kjm|_Zj?Lmlgf=3B=y_!pLNqc_uEPwH1e3qMAd~YrMS$JoLv#r z_~_5Hnt(@UtvST^co@yx*E~4;Dm0vJs%dz<)FC%1F;p?->J>#Bohliu1^JyILW7$@ zPn-DylHl@an3J-DQQNoSfuPeY(KB;1CEb~C^Nwc4w_At14h4Y=* zhp+vE6V$t%f(GoCeto4diUollQT9qxhyqA{&Js~_($T1hF?jB2=@U7`Fk9INW{AJeEsXw^ z`V@*vATXfpr3bMIN=6{H5-dZ!?5c42tTCr+z(OWs)PUHen#Y|GFCB zj6B>0QZXu4srDjS;jB@j5tdDmi(hu#)99xuR?7*|(x_;-?XPmT_=0@38DCRPR1ok& z>qDLzhhz0yNEXf9q72LAmr`h4;SWf>o7`_X3?aV*eUo77T8cGZ41iek8DeiAx=ec{t_VW~8l&|mwQ?dIVQD4U+vkWF(}RwLw?M;e9zzKZdtbM$`YRyEo$ z&f=e^A>GJQJSr>*o3&}q(l9bYC?OvyA4;QKXVeP&IXuq9N`b+GeAH6h;ItbVO>v4A)~ zE@Uw{E-K!ge@3Q^sy4f5pK^nghfBxcnLP$%)s4PX>&cHfYt;qK&%VWMT?}go+camM zrJi-iCUvVed!O~RCeL`2Xc?n%ALFU+HbXks(U55v(#BsBYA^sL`*pat9cEN}uvQ#=*(sUBnEId^)tJ?QKg(4^)7&@N20% zMqhfL!fZx)g|IV435sGLVt&V<@D7?(dH!)jz=_X!xa0X_dqJb_^B@WF_crr59u9cW z0T1|zWHB$?L~eT$ci|m}slrdoszD>v=$TAFziSTIW=@*l;i*|mPR6~9@)4sxNOrZp zGjX^mV{udR0S&OzS6UF#*COS(3z?E{C45{f)T;eegnc#*Z@QPJbG@%TpWp>l@DWIQ zErByhenRS*;P`nVJo`8+qiQJsaL6lMXOjy!V@)V3!pyxbJ#K?7!+obgYM?s0G`KL2 z03ST*jLX=Mr|#Ncn4|oB`$3w(3l4jA1+)3O3?l?FeSEd(e8^fE6uYH>%#2WZrj!2w zWgXiv8M9!*dhosQV8M2~QN^se$qVE0H~}KRROUKdr4LudJoL`u^kas}x(uav-9ulU zW7*Lo^hUiR4q`hKsEfS8&cWd&aF(n-GSxFR2|B^IoMq7a*ZkBVVtMk5Xi#_$G1S{} zgl$k=^mgi^D~?4{GMifIg^|^WOt#Cco24yeO{l#%B+--Cf(26bLJ(WE{aMZxYS)%& zi}cT6x$qq1qxMuG5MEV&S6qJ*l-+3L;nUYZEy>}srT-M85He!ayFc#W zQ7LTq6l_C3EIL&UCfeeIBS!;CF_AtrOLORAvNB#ZAqU)J(J81(h^Lp2e0;atVl!4O`|bjrN}dFzCL6=F#C{^6 zSPXB-mXHc;eB>M0h$^x!d`jyGtf5AuP2aMNO&HX#aVI_T;TVe(^~nFJ-fvHhyFd@& zd7rkGp-Q1hq%u$HZP2aC}ekUbq&RqX4?>0`fFkeYV_<5BUC1LvRArpNa;j3!3Z#mK}4WElO8 zn)^lD3e7TnGi_+Zu?UReo(h3zzOd%nxrN7wnZaf~s<24^(2^ZQucZJH3$v02*4quC~JJzwFe^j0TYGuy3T|@DrUdkgg3t5WjAc1}$ zDks!5y9T|F?Pq%lAB9uL*h~2J0cu<50!1(h^SXJQN;=+lGooEWeCvx_W|lI87X)wty!#1bAwTd`!L{}aB~$gnJ-G{1^vp(n|M%6Hk->R z2B-m(D}zPf8oUpR-c>SM(yan;fVbm-w>8xAXzb|K`|$JFOi7Z6_d73`9}b0H0uQZ6oJ8TK9U6T)1R5U?aY6|uNXE8Olc-~f}63cW!5dpl#z9t zjhTg|S3GJ{@oM?&flc{%A@Sysg5SgJQb^(1nOEk*GXO!|CYr-xhV!{M+j*2Ox^Sb;Hfw$bfafcnl!6DV>>yv3{P-eo%E#SUYa$ zk!V_;Hu@f@2@KR2?0-bcxsPHPxNj)4`Kvr}JlD%J@56YkE9EZ|2|QJRtzg?VKhEp+ z=l704p;ssGH`^Eo33zE1D%b1+Yk@SduaOOYBCaOH{Z$c>IF#?Esdfmn!5w6FY~q)U zovo=4TyaZs?Gn|VwD(+Z0AQkg{kLzHoe!I^# z6M3kOU0l1FGTbjc({Fj9uQ*8Nf11kxAw?ik_pWj7}Ps=G$XcSGm zqia-qEp^Aoiq4;;r+qr`eXP_^T2%V2NKe9AaAj<3X<;m!6N2*wSdq+_NilSX#7`e2 z4(6D4lAk(+aIWaM>RuFA^vV6M8lQY^_#{F@g{Htm2winsbPfp0E>Mqfr+zF{D$Hi8 z(n>55k>N+ScQtf)Nw&H6`H%xq_A}+RgT&|dS5hL*C=fLjjhx_c6nvCqGzQ*P!66A% z(K-fPjCihc8XHxxBz7A&e0pLpIbW;HP}8>(!1J-Y9hJ%m3JsE+sMJwJlWLZf&VGWd zIoS)Ov}*s`QNhULAG)BbgUd?p4nzW!<2@W&w)_R{ND(RZS4qoX=u5%GEslDOn-OnQ zsdQG62ONF(bc`i?#V_}sfGwU%#yi`_ukTo}bM7KnmOv~Y8n;dXG2pAjx~~0bk7BQ= ztZC{r(=1M>EFLyuvqBj}McU4Ey~LTh&58O&(^0O5SraOO;S6^w6}_<0ekrK+E!s7m zMb}G;7!x890cPaRYuN_95ApNFF=ifDeI%OSe2hvZt7pko63c2X=&%{eenUAe;zQ=W zSv4O0Ik2e3eJM_>$0#%glvR^>73i2`eXbX5iKPsTnN51>HqjUHAS z6?=60?oJO#E3s1;IH?ZR0#B~#ptoN^RWv{Bi(^Rgb7O^A*KVV%uaWt{BXM!l-~MwT zz5^g-=y`_Yq{G+>Nq+9BxR#ac5~YZ`qXlrMJ*osYV#&W*U@kHAl;Dyy2ie71;00Rk zj4ZDBWs=wvK=OP$7e4{}2RW9L6OhUPye~~DJPF?aG$Vg2Z3c;OtWQzNy)tUE_;`gm zyD@r8{B*qeJnlp0>hkOwxog{O1Xo$VLFMzP=Yh&BYpA@l59SY)DP)!V$A)6x!az{* zCj8r@l?5 z713@2*!gHiwgNx!gIVWwuCCOO*1O)nMY&f)Ls~Ygzx9O%*8plP36p?ZEG2IGTGY6Q zX?r+N)`67~Tvm&a$F{CdE1*N+J-4h92${4s09?#>>x*TMHU!z;UQ{1hztiARB?*Z0 zvgfYYGm!7fqDQ7GBWpLOX2g+C3c0Jv}-w;t(UwSnuGZdPwl5dG7!goHr%?3$WbPi znKg@1RO?gKI(PcoD>s>JXHN zppz*Z)zmjj28Cq*X)gi`MrW8RsZ7CI2*g_4s?)ZXhO=M|*A&LY*YA4nd`S%+=|X9_ ziKlZ-UQ5yPY~>VD|75{2u>3$R24QU7O;(T}e2!(>7Ru2--(77)M3~hs0S;xxZ@DA? zY21WPK!-8ign-6uSnhapb~Q5$2XUX(O$UF_a(^H+c}Pb8=V=Nw^Y?ES6)?w)=_dAH zf=QOss7)70Un8480LSFef_WvFnn(0M&+ixm%8f99ED;;@Z;$0ZJO4T8YOjU}S-@zK z7W;3mRp`GWj!gnADsJqv;9@A;A3{QHDadMwVlcBRBJn?9*WcE~5^2T8J3 zg&L;jW|uS|j0$Yv;0LaXzeLD8ocI!Lrs3t&D2XiZ6#kDI6>YLhq?h*hAH)Cadq}h^ z;3*2nn=XTA0q_FZ*52%&7D>pNOv1}mi^&0FRcqyZ@P{q*O=)@6C6_4RSe<`gA+Fkb zN*gs^5>rTU_-7gtU>Y=>3{U@(h^{2>cu$DAfiu5BgU>%{70b1ye78t?aG>0Y9 zT+*Qu$-Z2{3jDWm5@n@>Ptcq2SsaW?t;hMN?$KA|y5ACuR_Dm1V@%gD8Pts74$T(2 z7z=U*2=(zs2kT!hR2HWP#>o{1jQLSrD8 z1^@nvU_9Fs4);Ipe0%hOaLz+tA8us*)jK+p`_9nB>?`~P?|G*cswZrpN;4%~3LHv@ra^Q7&iy0Wb6S-`(3kIx ze>ZdI5vXcx-fUg{J6b7@9GOJh{zA1F5oZOWn_Mj`6Il`qTnk{-aez~Nct74G`Lb^e zzh+2}UW58FtM=+G>MHAzNaqLd<-h|9UR(@#e|Y;uKrdRfz0v*C9@7YVUkfNe3}c4^ zzu09x;wA0oGZmzI`TQ1O{UOB$HHO|PeDcgJj~Hfl#YKmuh|J&OCH*$OABuUY9h|`S zd!VGFf9JbImo93?(Et8k(Rk^Dm4`z@NiZ%e5><3t-!cGPz09xS{dvv|YR@>I0OQ=s zdYf?FjG@o}Hd;YppjZL#lUyje)CvQKRU3Sp24Z6_DPb4w3aP;rVZvEngZe$J` zv9fqmU;AVK_KeV2^jsnms_kagQDdcK?65x`s0n!Uy*R#`gnxPi5)#Fyjp;KS4Q)jM zHD}{tF3cdnFqXtc-_1q zYVrBG#xhV*oD`r3tK?>7;ky{CcA~WmTl9)~Gv58xgs6>D1GcfiWy)_gDON@sc3p#me~%i9Yh6_Gr&? zD{|pq&mscN{RbO}Kz~uAof24hAezwr(q?XrUJwD`;j}S=o&Ht^?XUm?F?!Hii*EQE zAe4c-&d*3MSB~MA3Dk!imn8))SO^i=jOPlS5|>(lf%V^&9e$6&Z^^iPfA?t>D3!RS z8pEZzr-S+9ewDTS(QFqi_RXQS&w`}wuLj?Tfo?F3hseOJ|JS!Z1NZ6D zsWtbd{0`{3Kzw9+n8({`dUe0Z*zfq%9{NA0==etgS4LAHJ#>T3L5t4R}l7=N|UH(-}N| zGNZ(=NmXf07H4(hkO~nq`hVDa(|9W1?r*pxwxMi^kYR5!6e2^0GHp|tGS5P$kRelM zVWUhH%9La%L#9wjD1MPSGZ`XdhRpNytW($Zd49j^zOVnA=f(ZvxnKHx?DIU%<5=sv zhGVVoN(`3%7if^mU>XCRww{+S51HR+z@NGK*mA{+nuxO!B|IGuk=VRK^Ns zO#HheZsyQ=?yvT9d~~pPF6D<;=I+&>kr8=n1qMR>8D2u!hIt>l_y|qp zx^w7CU$KBSPW(hKLz^RFRApAleaY|BP5W_y>q4`4SgyQqPMm{0aQ4tkX?B&Y7{uN) zE#4-D;=K4`j|88k&eJle)@U1-GpBP5x54Y+Kc`lUCS)wV!(v?eUBi90@M)Kj4pnV* z8V04ybCY|)#4}mhhi5PBWn*OsHFXFo_u|@#OM1cD)rB9s6BLf1as>!SHK;>pd(Ia8 z5`Ui4o5izZu#JAx*v>8>|0|3#=!wBId(s_uE27WiVF> zAqHnLHV}>z7b|(1{N4Wi1)8AeH5XC!S64pz_zX!}u7$CkZ|VAkzMn*wUzJhVEUZKLhTiiOAqGHw#z4$*-a!BM0~y}Tjte1IHkhU;o>lVhD=02a zx6y5TYoT!d1EKA~4?bl|sy@3{bs+6$62GlGhgM0*mcnQezIW_2I@zBc?s}*FoZ1R$ zI_CNM7v1G;I_t(pwiRQ0_1?{&eSJi26Pon$zqtSy zOQWgQhvjB^^XVRVhF(WI2vUi;>KV!gqHrn|hdYi)O5!FD{>5=02h5`KvF+a$7j1g1=WhkjJhkdZvy^4K^2j zl7K6+GPqN>fX3~-o07MQPw<@QXHSPx&L*VRkW5c2Sn4&QpJCy(-ySPe3DvHiuT`?Z z_7Xmp>UHOt$UU~s*Cw($yI6}s#kD2zLT{i3jq;8tNpWL!o^5Z9xZp$b<7gDg(ONgx zo;_^n}~2cbhI}wFiraY?iG?>@=~FWDl3@#i%h7?trHu1v^0t{^!j(+Q{b^ zXhlFm&mI+T`kf{Iq2cotdoDj0J@O*V^Q}Ev&;9A6Mef~2vbD4(s8Z-1Pdsa~FQULl zc|sSB5(sd6de(AgMmsG(qqQqz?4CkzyyLDKO#@uG-CS z)-Mr^ndt%;z$u!>oy?mU3|e3Bo(sHyvZlMWm;kL5wI8~#Up4H_v3!318e#i6zSB|| z7Q)wg25jMx)H2q#CECQITSKK8R(sp6hDMnXfhiviHAH{Ke|r9RG{ZTf)&OTj{AC@L&o%R(C*AIM+bLegoW;BC!6&RD{L6x0~U#}-9-+D)3@x_*v zn;!`dKA8|22s@mMTU%gri!5GjOb%p6#qCQNG7TJj$`BxWL+?;NPku?SG?D4zVfc%g z^b9UO0iFN$>(l3tnRpni@_B1`f&Z}@k#+Q_E7Fng6Yh5U1t5=of5+5+fN;4#oRJ3-{K1(gN(ubcx&nz+f)I!-}f>Y z_D959Z{-`q;*DRb5eB#tTAlSiez3Lcr2no*oY47Ct52G=lrCw3L{90bgh7>d-b++X zWC&Sbj4wsZk9yyv#Yr{ccJ~n4+)!HOk(%S6G#q^OXuQiR+FRlKRM8vDM=NdavChB1 z*LFQMN>5;eYBqU~%l95-)GxZFotQX?#6y@O`&ldgGLswGI_$l#;0=#L2U%DbDp-H< zq&uX|(J9y9pqp+4!&fU3eJj=cM(T$Mri1TEMV1@M4DZTIpcd`B&ErrhdN6Z&PwXO| zem>41k`i*d6u|0AK=OMBwyBN&3T}mSgwkl$gBd$IcMJbx{qk2XV-s%^oV*AgkQO01 zZ%}p!r_s*`5(cHx=Aw38XJnaFKA)71CpcM(G39tkoI1SNfl9dQT~!%>6>*v(Pz-Oq zbwzV`-08Y`EZC~aYN*L*8ov!~#CA8)uqjtOq{J4|g(`FKjY5_9H5Do2Hh+V1jUFu> zcC9-V_ju_xcRNWejsAix-Wc~+X$)IHTs0GiV-$T#(Me&%0nK1>n!g{EVcf~1p?!W+ z9G)K+C8_PVH=T_4?9De&5$nq4sf)J7iNc{CA?%=3yR_LEMt#!%*pr|Gm(n?>X7yi* z3d<6Ke9>0c9sQ>^J$sn>{}S@O%Y=3im<9*58%7QF+CVle*GnpEqmV4_Yf4i#)42lykHJ(F@ad zr-a$b!;qp!C&JhH22V>;3J2bDD5VTIkPaG!iJL<6AxWqI2nqSluD9pC)kgs-#8mLD zyD}q1`^49#c#@u3NcmCYQ-+*FeeO>2kdV*NDk$AC&pmk<}`kg z$;R`n!%trixHXjSsJ&A_hcrG{e*Ntbz4PhUP1;o&4>PO5EZ=U&d~j}h7|f1qvX5lJ642==dG5LFhY@_^?TFT+#F( zpK(0H*S+DLr~LdbJF2>D<>uDhGc1X@qfT*%V79tIY6KkQ5fF%%foj32;>kX;}lG)^2E2*R%?2QQRGW*Ln_Wx6ZX+BZD1B`% zQ||{F5~-EUYrDnE^SE||QJmMB><0Q!0#C=>A23_11T4Ff?2Nm_eD*;V zB|du(-Xvw8$$B3`y96bT2sn-%`r zFJprCWkbRmPU-;0@9!UnpPbi^t>2PENBPa@)7|ZtBXPN7K9@XL;w6WpJA{xhIn$80 zkDOB9rhHQ@i`>6XAbq0W zm&rR!dD}uZg6p%zEzYm7M{F!3G)Ax6c$qRPki_f*{(!OdUl%JY+_^;vs!=rq-|boLba}#C3e@F-@94krXxBEUU_qkRPb{Wo zk*b1$O}WB1^SZXav5qgMZWzQp@sUHzcg!h&kG%ik;fuQmE@={zhnoC~{ad!SX8Eoo z@#)>SerUY^?rQPX4woPJ@^^2H4QHTsQmqc`71Hn$U+(p;*`)O1di=Iw$>Wte-!m0a zw}_-^<=zNb>k>%Px62)g7~aO- zQT7basu2~_C*-+D&k#7Y%eU=0l-%j~n4mO&`!p7nZf0$ja5SK|IssD<#gHVek^`HC zRDaA8tv|i2LQh@d0#A&)an;ywYoz+EXLpW)witbAdkm5Zh)w+Tp;2+`v(wpknN_93 z=ZznoHRTP{Vv?pk?;_BzMd;u;CX*mCzoDgFh9rQXu{f&V+xk~$o~CrlD6zE157mms z=>AUgm0Jg<DE-fb7#xzmvZ=>J$G~|MqJ~8a>>V7W`JSg8wq_3HJ1~$A>ux2Ey05M(34;|9V6_ zU|Z@t(Wm=@t6t4#NtrN}xA_yMQN=WQDb?wFW!p1v+N+Qkdms|v-tzvj-6M&tm!}(f zP-j#GqE`BSOYx$VYV1de5d-v)q?wPG25%(`CcVL5*vT(4qb)UN`OEUgL)|!z=9n_*!6D+>=MunC2XSi3od@ zV68~t=z9?KarMh|tXmn<>GSe5p@Yb8Q=3Z9+CcG~!NA4zS;y!C=8sn{rzF<#E+x-U znh6r&5#Vzsu#32se&8ZYFFyKC*s_UfNJ)Z5@+w+-nwX0(q=<@keQRU+_cU{p#7QFf zeks$%(VeFCyreVavgOA|A2j7ZYri3WD(Ob0ZFh!mvKZ1`0_dx#^0EWvEad0;vz_W# zh&b>3`aouv%+i+?G`@=OSP-XhK)vL?fdtcmU3uu|6=Y+-dWO!i4h_7!K>N^{tfsWB zLalBfZKGS5(CiAK+2=VW1vo4R!n%uw&%PBN)IL(G4lLGo_q?OTU&2_x{}rKW9dprjHx#IUiI3Ct|B9t*814~*01&} zK&DTEpGYP^3UMG=_lZoQlUC|FIPzohl=!yX}Hd z5kmRib?6o?%MZ`*QUKpbk|g1Madr zGOkm-5$Py^Ue}})s0h;qO{(H24mwP1fL;o72lBPDl!#_xN^X=u+xKM7C{$Qogbtjd zAOE)J`lwAPy!qBUY32lqdkxX-5ZOO#?bbDEKssog{XSG5Hmw1Vlp63}#TGfxIl-#eo7VWjto$K{Je)0om@x1LEZ65O|1rS61Ne%&XR#2jvcx2bx#d750`W3*lZ$1rWQC!0Zd&P&bhNZGa?fTYl|>LW7(`GLjDjeWm-;3!LXw06HoJ`R@BxiHhVPpP zIW|GK8vEXwYqnPE7h5?`r-mvP+^o#FJ63momS~MVkT2_*`5+pF+@x&YX^a3@^8jvu z>g<6wwHQjGL5Y@ut1hu#*$3+0Y^I=f&csEi5ZDPcUMW5;Sqm~cDotxKd&wPzNBAp^ z)-5hWnn@BdHST}3OW1q;jwe*JZs3&wOLH(V< zHzMQBCHj;g_{Xp5CjQQYdf6_d^;6zVbxX#Ya9HOMq5n3yIm{}gBoY?wbnI&k=%i_Nn!MWVlEU+2*Mn4-^U+VQgkTtk zFKw{qy=QPLx^r)jdjGX$bG!03>qy9nqV`S0>RYdJO{#D`7Y(@W&Tz+S7au&fJlMHT z<1cCOOl7Y=sC&Yy4iNH_}Jd0fQIK8178?V*upP~x8;iw;?zH+lRJifZ$P zby(VbH`(;dt?Z@ijPq52#x7--?>f_tsYQ9n+?y#DxWSH!Cbvo=yBN1_ovaaUy|s;1 z2O10dmqn1x@3j1_kkYik`;oKBe}`>=DQf}gGbcub7iHgi5e2Hn70T!ypG7<9+NmOQ zW$F$BtIzaGX5tjl7rL((Pc^LZMxg{DYvVU5gPyGCeUL|q_t!rm9lt(rX!BQ)-galf z@<5a0S4ZBfHeJ?hd_01WNa5RP|9~jSf)GXA!caviw1P^MtTbESLe=<82UpvlKc3n_ z{$Z9gkgxiH1C8HWBD-ZrIBKFJgSJ{**VgSk7}{i(VUS4HzH;FJQ8<4N1RcK0Ay=_A zb#10IuW0ZyVqU|nybWR9pIsT{&{m7D71fVJZcp`^BNlbQ4|tq;Z}YIm+MM zlYMmwTqYajD@|RzVr8LdjjGNcxVMxxeh;u2nYAhG5bt`eB$Ya-BRd%OLaoCVaNGKx7qPG ze#b0-#gce#P_Lha#gie6CrHwi?#sN9f?xUp$A)xsCs?k((eGY0bchnW3NH40QqP~9^RFxnYhlp2*oPg-9@ zZfgVk=%qK~y3zPx?;Uz>g%t0%&08ZaHEVQ5FJRe0EQiZBv@Rol4$OW<77fvT4EY~s zF7$(uXqkOT#SwP%4F8b(fPHG1UKoaZyn@xo_o*iOLd#3W?@^fMg#!SxzrEzR|4x*| zfkwj0Z@c3Q!sLwbcpb!&{@Vpk`P|jSg9@4y3&S*zs60(04dgri{P8djzEuyxnjfPd zG8gw4?>#wTr+fP2!pnOPFcF66zj?@hiP^JHs-X$<{qAK)^~A)bfgAgKgxRO6xvx2V zXC|9SoZ2^hTopD%638c6gR0rxJpNWFaPh{QJW&4Ofo#K8_Ce=Q4Mjt1y5oZqxhJOl zg%qnqC-8-;yi=ZFZKn|^ALqxs{GAP4O3$EoP6;WqzfBo&0nowCt~=I1C?~Fk(|T=K zQ%unD`PvGv$44J)t~~wHo6iawFJ>uSB22}3?~bW2FKwC>P3q1N!6F{8qE^Pv{MA!V zTJt32h=Hh^GdgolY|@R3MrmSuPQr1XapD51{zR3*r2qQE$~S>iZ?xWA)V^>bBWKB= z+aquIWq{W1n(iBY&FoGurR-u$m+W3EuI&EX0#7ak@9E#|A_=niEc_+e{BtUGxeTEh z1K**?Qw}}qUzK<(Em{kp!qXYr8?3~8!6r2TN$~{%>sG;mVW8+Kf{QYXp+_cXW#!P% zk`BIvF7OV#b9k}Fr}}aBSMES;vGiM{C*j4x*Cu_kE{$R-^rQmA9|3LEM*DrV=52jm zOm|gRdUNfQrZ4rAV%xREqP633*OI7+uXWQ4-4SROukib#==tLT&)c`ozQ2?4xon`K zYJY%e-JD~+&zyn|$O3v?_K;HAZ!e|axThy!~k;P+hrhlHk;Ty!yWslys`P=q!EA7nHaP-W>NM@%8xfd*52|ic?QPuC&>oMK&;`$=8sqx^68KjW3+I_3qDeb8~u{JdLK-jdklHU zyA|~40gj#_ibp860UX$kbk@(+i$n*3E*HA=H=@N0`Y3Q{nxw^)JysN1z329>oby^? zDOs=CQEwc2l9=jmpKNvpub4ehNpZdS*m?_H-%n=0=z{HyrgGnSdeH8k!M6*VcB>NhRwG^NY;w572ssl}MjX*Nnu9@+9cl0RqM72y#T>EMp!4$)m;%Ww zm_N#as;SZAAq`Z!KEJz2)#0%)QWah$^jv((cqb~l$uTLd9(vn!$?^c%(bb+A4^%u+9Z10WkbB{MbZZDk;EL?nU&8>G%SA2}O z7mSCWyZpbcb?{pQEyC1}ndJh*SKaEN6NC<5O6Znt7Oo!a8eg^W7s8?I<{_O04naOz zU0#N4s^B3O#KMfw?5>F9UjM!2{rCgw%oPSNfchgXJ%rM?gD9VH2Nv>$L`7qAZx&ZE zh^!9`>X4i$Z69U4a+=8NzBlY%Wa!}|Rdr9Ssd=iDzmTCd5b;+bhaCe8Rw-KWL+yO` zn~BN&F=1G4YH6}Sc@U-ANrGeRSzGshwe^{Jl5nAt(f!%lo4CoY%iM?o zS3-;lF4^$ytzge{a=;^^veBk?<8o*N7HB!2$xsod3YQ?Mc%rq&OV{qV&o>7vjfZ9a zSoM=4SpX>rii8Rp6SN^nr1`rnlA18Fq=uvB@)Lv$O|?Xg(JAs%e}B(cODR*RwC8u9 z({tf91HV}SL1|P?M<0pwbj#N2&WopH+iS7*rFUkG&$lF-rTFtMMD1Tv$@}>OIRe_h zNw_){UUB~AL&z9&g9s|@!L{Q`F_+(p(BNKnM^Mqo5p;^%M z=t^q_@u1xnLgx-VhSYU*0#*-xD|B(bmI*!i^dw`=n12+;wdz=yOC)A>GAB?iN9zf3 z>s5mbIod1v@js(JMBQBM<0|ryTVgqp>ESa+6UZ0Bl1U!O$8jgX0gvI1*h=F>dHXFr z?fQOeCHLsQ*ALd^*`ZR4p^M5VV5{v8w>o8Ksh)WvHI#{8cXK%zw8iY`P z8n~FawqbA3O!F)B|8YM#78K(>YQ1yho|~b7$T4 zk3C;oui*ckwo>G9<~7)^G9kp#NNrVlE~4HFedvKLln8b5lNprsw7r88+BQ;YXM^8J zA<0u$)n%%mSH9`Ng8wzmHy)*coNqxg|9GY#>riy%E{d)6)#-9^hmCSm7T>*3)Vfh=RgasD1G+1BHY~pREA1P|koLH%< zEdIyGwL~(B8(jRzw^W-3AxjakEGPmO{{##$c+^q}#AzL`RnF=cSv<@N{{<`!<{N@8 zU#NAz1`tou{1i!LO)*By1{!4Bx&qT>aK&**v2~&1(Y+wSdwwP*S{J=%A_d=txts-g z)BU%rq(}QkP96PT;GSX>X}4#_zKh*_`_D0k-}6;kLJkLsS0pc+8Eu z$xME4XBGyJ7z>?VYe?I_bay!}Fxwue;g>u`|6tOJ|e z2OxWMr|||W(ba3w7xSF&G5YQ|UE<%ZcsNYK)4>SqG5xz8m6I-O8F`bjN4K-9sQM= za&cv{MIbymt^KBO7L0DN;f5Q8$vJjZx7+Hzw1QIPOt~DRc5gcwd2hQMn>&OFUIU^r zaCpj`!Ea6ih^e2o5*J2*XCpt) zU71lB0}yK)Rk-0^s%fn6GZrbF0SOC|J;E&lfVo*Lz+43hF0ayjhi8JBcwu&kuO+!Z zJg)K8jc14CEp?nW4nQt)gme_N#4LhdPP)&$FTCUSRKEVP-CsT47LBYM|J1{zPU_0@ zny=$mu8iWT#=*WT#lLyMd;1<$H+5}Ko*_q9y9>#?c_7PaS^gJ8Q<56T*E0ZCdK3Uw z{h&wTM&MP0cS60=>a#RWvf5&HB62hx84$db3)IDHiX%L-y9wXRm9wo|7BQlv0 zqZ+NLD$17KD$sTnx(k;d=;w2VeOUh2dMNS3&oxPK_T4Q`jFlLQ-geROxCXWxRlmjW z6AVlLhl2v}T}~8BSvxzMtePAdcOv*G^S7HIueC_}442fo=Leipp`wy*D@aBN(kOqe zk%_DRgw8nrS%krK8HT)Gc~}qJ&Ac%3AWc7C;l}Nx!gGkwJ_MnCu8Ov8`i%I+z*IhT zJ@E=}6a$x||BAKjsG#=B2QXS>DS!82Yy%hXFUTv&?aifE6>Qo+^Z9O9T_Z)|goJHN zuq>L?mi}Wk)8~eaa6(1XKyY%#e6h#S@jCPXn)g0^`qU~z-HtacpYsJmK(zC3uQXM7 zN}13MYox&Ivn!-ub|-j4iqwf1Kt=ZNpmH5O>4m9`ez85ivRr+Z>KHjq9l_@r$N-j} z`4bb!h0`(`}INP6QAP@r0E0d>_aQn@!8kC?>Afv!J7?re80(*7hp`<|TX zsvgqx-{si*VB zzys?OxDZ&V*gezXJx7}jWcR8gRny)X+{srZ{^4ZJ3?lOxpdHbwgMry=8VlSt_7>1s zh4271A3BlpM9A@fi6 z7Y_D$-OD}-^}`?=_3vZ_MZdnpE~T^9=2xC zGwBp5lZeY8?lD>Y%dW`O<}TuRmg}(%!xgtRX0wr5d+n8Dw52Vb8lFeC~TN=h)F z|B>vc(K=t-1+i`^BnewtRz<}f)ix*$c8<8!0RKgmmX=n$iwQ8;8hK7UMTUsPa(B6v zKwx)%mT;auuuzaj2JPk23hkS`S4!;9pJ7a_n4M-;de&qrbDD+~@&xIi!-#h^bpe$r zu@;z{AS|h-d9&0hb$8wQZqzB#3QV(TPS!l*a=XJ$!%T4T9k%us0Q~m~;Bm{clmcts z7R*DLfT244#?ot?B;E!vK?DgXUaOVF*;PSc`T8Z&JY~S5MUXmV6@t;YB=R$WVysO4I&T?x0t$I6VJeMm>Z{M_TWV z8QHI;nof;U?WT`qEzE1lJ}$R@>UVj%(Jt1(aUDgDYy1u&4Sn^9N<5!5l4_srEr?s6 zA5h9vP0j!ov-bw0P{*TWu7sSA5uw?dt@gyxu}|ARMhe7dk6KOg8vhnAWB_S(xo>3` zh$;E};2Mpz9<5BM3R>q)7SDX^UTBHrip8b%U*ji!jfs0V6a2evJt?gxm$)vb_5Fogj^K1hHU_8m>*A(E zM1+`wl$lg$#u;!mAA_q&=1d6*X70!(1Or{D@!!XSLuPOHUNurM5jgqAzeS{^N)6e% z>&Vvar&J0YjY%szvzcN%?$rO4mBm^1B(*GCSXvgRtrTU7v$$HsIoT&?MFsIPp0`e^ zeY+Y+`b5UVR78SpnU8@WKaC+R3&m+ACx;6CK*k-{R9Rr>n(6MIdC$t-%ggJ7-=1&7 zenn2jhnbBO-X&{Y-B&+{P^kj?Ns|7Qg1w%2JbtaB7DUh2noKR{dYmLwrj4nD6=$@gFXq|?KV*+ ztXAI5_LuM9%}f`}F{4x2>%Ry7Y)>eVE4%Q)7SAW9>aL5$yIbrUMxn)G28u{i1#WCu zad|(pY~Tpm@hWz?{+k+?MRgx-OH&njiU%J&0ybFU7f^m>yn01V^Qzed|1DVyi(h{} zMvd!UHnlq&_9l0pv(bzD`(pO4x$&=oR@u(WINB3zJ9cQC_hr94X;g9pH;%S(sc%Dc zS*Pi&TyCYcsNyLpln@nOt$5MC1myqIexL)n8p$X!nyN0H!Iua(&8a$2hsGHS{=}nm zveRSov=z9X-mUdodqi$KGri#%I)8;;?gWnZc!tJBX_QjHSmy=&w}ih~@QGsyF&q=~ zG}X~##MPa_vRFbiF7g<*i`$3M7lyVh|3!7gtW)BUo1sB@jyMOuU-7*|(w6 zuiYp7%nk}sLIwVt+1z@D>)GijGr~`lIg~Z1`#yS+APrjhZ{Kg;s;%#tTp7w3X+CfL za=VNguf}l(*}b#bD$rvybDF^fxc-pqIq7UNojyX_;0|EfBC^|ApFgW7`?_#sb7>4_ zynT9H`bhB{7qE4BJe)dU!T-)cVN0gwGSIINO3Zw(YAS@b+&uS#NyOsEsD>@NMq@-) zJs2&2w81(K1Dn+4iru~S^YoVUvdQxR8!0YSswzJ&OMmmSL7{2D$Hf}5fFk%Q&omBEe0of(CiFs*t*#6 zCX!#p**K4%QZIZ44>pPp((h5#bQeUj;KhnjsaB%{*D8m&216I&jxkzt@7Ik>kKSz> z*5u~qJ{FF!RkVRSlA!th310sv;K_-3{9Z#&N9OQ!g4M*&4`-)`OKvOQ)L(h)n`v*0 z#+~I;r(wmb2QIf;T2j}PI^N;g620Op%TkpZ&yM#@@w<4iy&_QLKbE-piOx$H)b-J! zx-x+mgv^OKHn!8^=*KGV_1C`RB*+9CBp=B5NjHepNX$k{Ly#;U60Uxptz^RBe_J3Y z^BjeBy)`qv7-te!xnn+1NQW(Ha}g9mnF+@3x}CsHD@&-LaqqmQe}CaR=iRI)dRN4C zRMMI=v6B>+^Bt>v7es(j{Bea=OEO^S7 z@>%jI)+5ViLa-i69=JfBM#5yHl)Lf zTz_?Z+Uyd>7kpd}v#_$N6C8%if<|Z?58B{1D7gl#xX(vC9USsqe-Da!)l{iRmP<9aDm3|9*4=|oC20*~Obo?!5a!H((3Eit=F;%SDI z@6NXX*s(v35OLKK+7^5Uu0J9>dcoTm0jp-zi#Mk0bNyIL-~vt5dZWWLPS2Zy92+rm zY}c^l%8c`FkF;`}p7|0hW~-m=spoe)jpaUWby^!`cKWf8JBYtBuIU24e0Df42nN}| zrn;Q>{O$W?G0&0v3~fWa9C_V8Zs`5I$KST?eY^U(#NDpRi(ypPk6^o8DG{^N{yB*F zmG90vcFe9lEf|uCn!x#bM&stHtS?2G$I?%9g4UW$2sw#O!KSOmyTI&IH67N2N&Rx-|W!H;(I z0wtc0B~61@3Z?XAtVt29NC^wR)k*LbK%X`Jq2Wj_l2G&mmRd^)d@PwVxA)b2&+3)M zH$%Yu3K(^<^VxP?1JY~4Pfvnzyn`6WAvBKTbyQTL4&xA&S@-|?<+7;c(c6juY^{O_ zut|uy&&4Z)Z}^PYglR>u`(99OCnH%Lg~;p26ZFaGI^7Y>Fgic*wdWP=eS ztBLCDXlw|tT!^&mZhzu`kU2LTcg9@`Wv0iieuf3Fp1#}?3{sW-&%H&{DI;jRg`ll) zu-aPM(($RL2T`T{_c(DXHkt}x{uWuZSn-rcwhHO7uI$*2L$C3Z_$Ir>JTAB(6Rw|5n z4D}&vk6QG(E1W6tv~_WrT7y`7Dw7vkOo2mSBt;^u}c z4OL%UJ&(|wj#PY_A1G}CD~ND|M?ZNoY9|3_^h*xT2&{{?dr-z@1|tIPLs_EK;fM`^2+v$`nxvM90wjshHLRhu;j^Fsx-3XjsWcUsQ!4cK zlUK(6Hz4xQh8i#kBKG65ym|`e zRh*4$z1EW>)MDOEkR`13?A%di4$#a1ckvYVpc~x9@zeh}B=9pxOnUQ;*?4a_vJB-L zU-<HsLSNn z5}QtfF-^yft{Q&1(kBnj;b-L6+~2}YhO|6bp(hYj6SrxKOZ{u7`?+AJ`+5__ynGon z6}ppZm=D}y_B_IS!33iKdE-w3L|K5|{|%x>2X4cNmLl-J!D|@!EV;k*2x}fGkLo^w z+?N2cAmMLqO|_lXUsN5c7YUFtjP-;o!b_^&U>g6ckqDWc#7 zHv?xrPE+Qgfoe<#+-1tLci__U+jeE8wPd(Ppg+V&;J>{nj>D_16{QMItSq(K&s~{w zf=35HtP^~m60G~{|Io3>uqrHMpVE=hG8Vb*q-Jd|#4W)G4e$mB{@gL*ljJrWPj4W> zODN##dLqEux`Ru4Nm)jfZzf}|G)hPrA~QZV97Jw{xM^|)O#^9^8@vVa1|sMLEWjTL zSQ5JZP3k60MjQ#`&*7uTUiH~590WRTX?a%ph{u=h2fe+~K2CuEj?$*#LgC;iX^eM; z0}3^@OQlXArJgS(ID2u^}=`h_z>55@hUx*LBJ{^*QlJ|<56@Y z8Sh6vj~9Ovr_;FZfp9zRICbOSg$rde;93wp1ef%+EIb-O{2!L~^7l&b(n0@&z0XV8 zPvyHe?gR1siP)#?c&LSWhInK*Au~O)cfn(&MfjD^)-u*I+b0lCK^!>+U9cZzx=A$7 zV{9kpt}IBwDPaHWDMZD7gAARdMa0Y%DWQ2ydkGWQ6x_Q@dr;jr4x?8n?kJ`tCo?*y z7#M5i@y}!)14vCmj1(_f>RB*LxV-@gk;yb!z;*-Z{D(s#au?T?#uxl1^4aA+aI3%H zytg$G*93#l*u=#vOV~B?Pr~CY|Mj>Tw=~3o-YyOJZ@VG^Ecpc%fK&m(ftGZ+iMC?C z+pgI#WLV!}V^th6D$-z7yp2)XZB(KF@?F&@{+on6xRysF216P23r(e!$L0siT}%&Z znwy*Be=9u=2V2gM*mBk5h&AL``=F4cm18RTn7;>ur)T&t>SCr<;=ALXAnf?U2R?Fn zt=A-!(HlIL3`ltf9JkpmNxNP4nFT+ZC1MhS{w|;b&#tV_vU1y6@P2OcKQFd#8g4qk z3y}bF{u`#35)cmroK2sNWK$awd6ZK6m=Po3HNQ6SgT0)Z=NW%p*P1UDhMxIB^j{V$ zZNYaG?8`VSIDwkiQB;@y#{~p_H6=jYDh1fx%xH9ux)EZ5YCeMnO5L|d!i4{wf}cN2 zefsoQ2)m8u{UJf&BlHT)#MBg$iBJ{7YO#7wzdxHX@#@TXiVGq1c(q!@ss7)|k;Y|> zvrVP;13lgQH()F|y^!tri~!XZAD-`ttJ?s;u=-U+Ijoj>eAfsb z^RLS3Wu6>4Ld|epR$40uokO`+_&REsVd@Y(F8>$s2#<|Ke4}GTM$&nPQs@Q89)E! zjmAC$JQ5r~>a}(xoOKK&!N&}HGB*9E8h<@xl*zm=8kwk=p3( zExEo+K;M{*6c)2qQInH>x*&_1|EdQ3Ol2w%k|c?=!I(y6cUcgPJtLq|Iu{G?QTr%}5J_RA;KL*dK?1LBadsGfMuxd>Z$LFLHFtt7zVI9} zZ7X0LErp7yP0oa^wxR@ar~*%cf5;q z(KULv@A4q^?M3iIAz|b_{hX4LCSAe-?)6V~Z=Sa`B;j}j;g2Ge%_QI9&$h?nuYYN) z1u@kMdX&zh#)9Z5Jn{3dbuIJm2{~Pfln-3ORzK zB_fqWn%o%JA;bL=BJC63mA23@mB*8!A#BjkYIbWtS)NF$yg?D1>xNNLWW1yIX8 ziH%6X@<9E5D|~PA=ryjxZaG$XkQnlyj&|62Suo{2sjtJWEG%Hw9bS?ct1NPh36>}e z!V+=nbR5!p`ydFGI|>SL{K;pK(x8~OZ`cuF&`Pa8g}Vo3_9l=VcQb%Z{9_(IH&{=j z7inQ(<|L_CpoX3oQG+~q=O1G;GA`hX@`yNsn|_P`#t5wtaq!S&9oS0@fBX^LZKq{A zF~Y0zN3g4UxM^s`8c~8*se)sye;6AJifoZH5-`DccyVK0i9tZvKtM97K|mgm!#2@B z_X#<9^bwqo_%rke==ItJIn3$|gME=D0_{JcDj^ekzaH?FNeMLsy(~UR?#M>&-@!8x zM@p*9Cv#ZSBR2eR*uE-6|g=VAHxp%!LiKDdC8-m?pj(}HtcS#SVC0zA=L80YvlwM za9}RfCJ)}a020&HEZ~6hcm%Rh`TQFzJjEZ84b2;am+l82mctxV8 zr)eaS{3ud<3pr7hR5f4VA6d;+P5X=u)MhA#t zp*EEOZ?-|UVJU;m4DMOju3RzP_!l=LABC+H zw*P)Ei0DLzcoEAmI%H(zuj8-;vO^L*G&QX3g0c~ulN1KpsZ#6WT(MUn6LEF*n@kbR zRy8fCi=boWF(^U3ppwG0!v@Gwy#{JOi~)RINk$nm-BGF^@FdZ=BUsJNvObCtnT<8X z#YKPV79L`4_KXNB)VVOQ2%JSFV1)isgcUxe?M3+R9wfsG6WELpNw$C-fb;I=-Mucp zcIZ`LgFnf#ZN8Ue8^PpQjdb}FqEJ+ve)INgXfHzggC4&Z36O$QsOgwigRb;4zzo-z z%WXirsf@S>%^XIkm6erOKo`FK@S^M;eHB%ubtT6|4I`YbHI5s``< za6tY~f~C+X&SQJk21@U)|D`SO7WeZJG71a4$M9;b0Uy|%+sZj~oP<|z00{epO=AFr zkHKlF-l_>!lMF-s%{;#boKYQ1q9q2{lnZBhIzoC zR}aGEtAGQzc-HFZ>{K#RI7*lX=OwQcHVZ~v7R&*aO8oj^w><{GtvhlaYgB9%sho6K z#eJ@i5=v3qBzaX51=}n4&Lcx#BN#;a^=@XWGSUepmY)2P06mnlUXkKuzpVv5 zhfxEh%bo=LZT^|v#5xzfXwQ0-V|AR2fsR(baKOWku}3;C+F2#iCZu zQ(oRPTKNoDIY93)kI4yAm_%7JbM-@m72a^{bGLYJa9$OfDX_*nwWrDPo7LdaoBv82 zg~n#bK&Gw{D2-(rxeO1c`2BV_3km3)u^ecWjOp^SP|?20Ky8;AqHdpz2`Gl#gGxTG z;_6{c2G;0XWv0(t=etf>tXtqbuQoPwne zt{5t=gwKkt=UR}BruhYp7aw@DiM&YBPw@~G*_j&=J?u2JKyUtaswPb#6e>tNPTo7i z!_U5sN3TP0P*hy3BvrlIp=7x{-oVyaac_a?xsJg{1Sp`pHRb1*=Q1y~2wZgh&oxO7 z8_Wo4A&iVpL7x_`lti2K?wTZd})!vmUFPTFtX_433%+D{MU4~B)siS4D zn||I_S>E1BO8=PHgb-Ssi~97n)qXts`;_SVefZL(o_nIq%1NggZcLO2+QdGg{ByJ; zmjg6=Se~UYiPJClITY|jljT=j&S;K}$sikrT1!hnJ~j`eR-z-%P+0U}cSWfyJ1|}6 zl!@0bHuYuQT{W_1LC4{b9+#%jg=~wHlXnvK)`{P*X(8b26#hw|dX`hDHT!4Z7<}|> zo{gU4-qynrkJbyisu$n<9NY{%L3Iez(Ng=rI-~b$DX_X5`a3VQ-k9+ISwyM<$_g5W zu^)H9VK)BYN^-vV3dx4}=*Z`wSCC0`FI77kaEef3s9d*>*QZ!k^f+QD2G6OrM!%vv z=Ew7^$51dc%7V;n{Vdl6GsXU83lUvCTvlBpLK_OUY+3b1tYZ`-nZyU9azVQHE}0p0 zA0iPH=b=x39Z4gORDthU6;8Wd82;#4OwJ&}m$CW6`}Y&bYX-;OB?#z1{i#ym+|KNVL?fQH4q=i4W)1gw-0u`C-h~hfCO>q;85dkMJ8aGk_ z9>l`Z*k@~NodO;T$8A0j2ZP71Sfu}V0-XJm&ZRpJd>+zoM?mT0s(g1sV&B7T)2@3V z4Cn{JpN_S)J?ZRu?tBta@CKH}rtNnV8}oh>(_=9_cx%<<=uF;Cxv%lScX>{`O^gdM zL-3Cdlzj;)ygPXZ_7|?s7`avMy1y;wB?7yeuJGs?1cLt$bMGCF_1ngeN4L5WZaX4w zd+(6lZHJJIBtk-D6hbm@dykClnUodD$ev|pmXwvO2-)*{-aX^{JbygL_xI=TIDC%Y zN1t5p>wRA5bzbLqov(}fC+pfy=E>m;@SlPbzNGV+zBkHvy8R_)3H+;P?sn%N;^Fr4 zRO7thGslLnv;{#dxM5dO)d%AogLC`5j8Bc;1nQ97o5?rq`t<&Hz-*Cjw*T;JBVqSz zpqUCyTKFe#Mp-T!{9spzzjk|Wl@_z3__#v;gSWw8;2Jaqk@Au1Q7OSOY6aav%Hb^? zu=uoFLBfK9f_dIQx?&#!1|=9Lel^5rPZkRF5=1gelun-Agd=8x$Z3;hrmBXUC)ZF+ zx3m$uD43c6rKIJ9%jGqn6Df;Tqhsx!$Syq8e*dRBk2rf=j%8x=+S|e&2;+F+szV1t z;}^xx{D$vsLmh{#j%gZ_TR0F2`)V#Qm5_g48@cA;U4DEvaj+!+@4?T4)Li+h&!g|; z#*={qVgxNT6@$ds5?x;lk1+?JeT&yK5&SQS+&1KuUvz zh3$8Tb3_7F_lTa&kxedaX%cm7?Wek+Z6xZ2IAos+wEd_Mf_I|1f6HzAU%`TNvMOXmlqa z(^!<0ILzen&~Mc)t!S)+xnbUT$N(j#P%ZeY982Q48*tldfmSL9VCAFd#7hDdkbaCc z2Uf#r>}abr+~TN-`9)l%wt849K=|eLH(pHjzE4K{NWUDl|Hhk$bC<(?LNBynVe>FM zBOVsN%&80eC102^Y`ya2da<`GHT@HJ6{P-|hmRhe9#S&BylEmMg<7wd<=QZCPWtEN$s+OFT-RAu@y<(+W z>;8LOToYxO}JcMv#lIFO~xz%D&bmW(5pU5-6UXwB( zIIzfcdgTf;J${A3Q|6ngZ*prA>~M!%oAOlbc4Hjx@<`OH$U%qgIMlHdvo?o#jR{fT z0`+lG-ir^))_)SqDjBYWf83_ZJYgZ?`rMSW@%9^`hM=bpcTP^9I(2d)eyJ+;U!1AG z($Bh6jkE+cQe9_OK%$WKtjOz#*eEsHE9Kdy$|x$-RuOa9oGSTyp0KPOBh(GPLf;|fq+rG)@C)a* zb-%xjzg8NIPwc4Xi@3poqSd?TC?ljWXZ&oWoin3#WLV59FZHq3(lEwGtt_?XTX)r3 ztnlY|yQ<1RRq{1*UDQHYq9oW9@Y%9x{Mvdn+3s0!7uBugYJYNR;t!Lo_>R~!Mv97v ztik;t(rb*O_s+p}KYoBzuzEd@K90aUT??se^ei|NST_zwvTmcULF*%##2mI}De?@!FIVgUQw_f9^*18&gvx zgfYHX5fpijXZvaP-O5hte$Up{{nl9|+%FBn6rKp*CG%37n&*GA)|&bC=`O-R3!m+d z0eSnwPLO!U1}elp|!xdc)v=vj+&>zQoLYM(aMSD0kaWBhyHomk(9{xGW! z9g!JJ48_<8jcrx0^9U1zREY5nAHH$slU0n(H4d+Gw^{5Dll-nmDe6`KQZrG^`Y~Ky zqo$^&v*rz*G6N7U{FNJBu9hV=!wdFdCPExZL^b#tYHBUPT<=$zzK*8)6N8a_JyYsu) zoQg;@I)ANee=FqWtrvHnr7*wi4;(<8`=U&VLg}fR9d8?^N%?$1)LYT2gXSq`Jzg%T zZv3;=Q1sol-k1hcelYps_7j%HHTkfrPIW!iS58ZX{)D(aGr`7u^ms0-@}-q=_RAcJ zC@=hPX5Qa>ul78P#MqRq-*c>Ij$tciO4qK?W zAs9Fyrq~-*bmdNWEM;=Jdpf;-IVmg_B{>%*dC-TQ$*^Rulgzg-T+vje&52*k?zD%` zQadVzRDQJ?60u^I^N2kKD$J; zyx8tw@MqpP2Mm%^)(q}nIanV5y4ul{GPII=-VM_Nna770TlQF2Dx(#LY=9X)9fpj|p*ez8xbvK41*m95tl!%VR{S!z=5$VdB|dJM|w zneO1A90w&tzE0DWGMGGOW;ZHX<_~w=yfauDmfjW%{TNe5PM^^y66kaA62LAF%6tcB zS?Wnu{|uB+0->@0;I+4bCO!e;yIF0F)=Cf`lB;=AVDQ#{6!h+H zY~v9n&J_5w1-@;U2z(EUrZ#1Ue|b zUeG7DDN?+3t!eAQ%}-lTqN?N5J>XY06_|~rZamd&6tK}VyKv$Bf)=u!_n}ie&!MCX za)bD&qtV_5xuoo*l}&g|Umnh;!-prVwdrJB+bR)|-)-2k_VyLIeqaSbc;K$%8KUgE zyyR$v3CgIbNCq7n2 zWnHuV0-@x(XsI%D1YvTZLT#mAPxhwR4{BpkBOVqaGX7isA0zSQr4_X;ub_vAY|4wD zbF7Uu&+fX+ow+;r<9=V))2N;*2yy3ioy#P<5he$}l}{>UhWtz$SDMDy^Lhh9W4 zkv!H%kD+RFTE)yL)T+Ix9R-a89vQ|x-8(-DCOb%cd!XpjuJdP|A9HsvZ`QwI!;ZAHdKhG%rc;UW zbw=LRXhcczJh&Kdx6UF0Ondza%EET=9F-3f46haO)?IX7kKt;ZsKP6 zo$`hlT3D4>tL9EGMi;)nCvU4%E;dsk$29LCV2AKJU0)+L6=Th6)RRxvOUuY-_mFEFQKte2q`mpH zAjXt*+s2nOIX+7vc-xg%UKAA7CcY_hY`FO-{cDbw?Gc}bP#h}k9g866SzgoRkOyYo zKR4M4W5w!Klq7ka9%SpuMX=!&Q=;q$+9mweuZE|c9#wGK;ghGK%a9yV zwnI=D$%r&w`K66fR?c#-PB{jdr`LXeGe1yo5<_6}7DF(I1GQy@onhFg+l`SNSc22c zqtwTn3%OlawYfvCd#PNVHBjFdm*A+R8l&auS_?u{sw*&v2(syDlJ~lPRvaGxd37sw zYPGac!KIge{1^7xt^CVqszz!_pJSQ0xVRVr{)@e_-jvCyx86KBOqFnqdSlhS}?Rv230CE-`sz9tgMa@RL@ktjm~EoSZ~zM9ny=Y zeHOTGiW-PO5$)Zo_q@~qR2OMdt{=k%@MPRtc)j?3sp8MPGnbCe> ziOJiZhe;W~fLX`jInns^bI*l=YSN{vsU7F1Mc$xjBKkukQ_Ft5bgp)9+46j_UTjXV zXoG@3xaP`EG0Cep{YDJt`TP#~g9t?YR5LqMQ%k>7OI?2=L8v>SJWS0|Iw*$5-n@Bp z7g{aDfq=quB*njlss*3o=KXN`b z8(PNsm_nc+@8}@@{$5X4k4n(+n2T-H(}GP_r8wMfWc5SZ9wqOFCV02`ty{6=*#_w5 zlk16p+_X4w2nAX$-W2Lf(xk2n3N4o(I1jfPVer=RbV_@K?dUSnGw_e&rq{CMs?`0i_TeqpZkxt^)Zy7}#{ zg+6+;ZNsmYE3Ef&ES{jLw!$q#m)i8N*fRcB;@>BCLVMkiQe0^AJDtN{We3iW`>*m& z6bt|EPi6c*B-LwLs?0z^B6D+=_nhFCisBJvFMrZ*bfL4Z`mHc{98m4@OR`Vngrmmg z*Lmenm&6O=d^PZ??+?e{EtRv#Tg;?h9#fpNqtCuqS0&KBfG#gXg^7o&=Z^3gCX7-q z?R3@o5>I0ZDdEoRGwsr4UV9I*!OJ^6oXXbjxl(usTmF4KFHlmsEt0U36%f;S%59_= zma?#3Cb;?XW!F`5d2ZA^`ybdxWfaK70*xSz3$B40c1taJUp&lp2c!M07cWz`_&>hV zzf5#m0E=t#o119DPqrvpfUGgG!=5@gSAk>1JQOGO+5h>T=dM4#IKn&M5>``S*7@p7 zc+XX%R{t4+SiIjQ$;LnH$cC?6OzUzc7_$&TGz-SB=c+HpW;E8i5q#QV4xKbq*!-gN zZS$r;Ay(GY0Nm&VIH0|yI5c-b!|*4!e%~6xYGc8Lh;xAhbkrR<7wH+CORrh`z2i?2 z7HTyyqWRqKxiS{x-c4k)zP^4Q_!RKuyXPUv8V%P}^UkFO{UXl%ql0aZ6YtTNqhanQk0YzT-emDIy;c`T;- zN-qi}Z^^!sgySHbn=P-NEkCIpKeJX)Eb0PUvBpv95$Zx2y98 z5B3K=ivoIh;7%DgJlAqe6{EuX?3{0-19iqq^PTB^wr8x;>RfIqD*?~=*Az(5ROtibwHPAvCNus=5>0PRg@g$|3>xdb6(GtsX1hrSMu!}tpGcvw zU#H=j23g3C%@H&}^%%j8|oN3Ai z*P@Ev>LK;pKYWDuxm@$b6#l`x`v=rUOi@7#&9{(1GfKS=wN|NaZHh9^tWnP^2U5g; zPo_gQT(G_P+RQe$dfbsgH z`mBoY*OBSE<~aBGCZP_pS8C&z1U!!;ykOqxekO*6>ge|_ixi`!W;o4aWnpPC=Myxk z_JupCNuai`lq7K59a(=G{Xk{c0*1@@U&C=@bBZl)o39j=b5SlX$lu>-Z;;a>G`Fx| z@!p+2+Z}E51Dg8%q0wjj-5AC9ss|Tv_eI}21oI;d7@ij!Hr;Is3WU4&;T_j>|HqX1 zu>>nyJGGcz^}62$O=zn4 zDN{;Vtb|FL2~BqYA^5fuksQouz%%^q7f#m{@Pjy<*x9L5zI?g3Res&Y196tX<3?g2 zERR}~4WiGi#{d0$uSOS*!zWeuo?Z3!NaVn-fuTMxZlA0ee3tBD1oUx9wKe|flime} z7RH&`nHeGLJ_c-XuymdJ`5KIa4s|QyCJkO+(56aCs;aYJ9UJF7F)v&WDHr>< z{ErvOGch6iXXf~N?nP&!X=BGd^<{cKe^MX`J)iSMRAv&6d^8a)-&i1WHS z6C2!7MO=KLVdviKMk)k}J>79{xp{Z~N09+1FPudGIXx#Wh2pm^DnSD-~2H|qxP^dsiwTZU8LsY+vaNK+2_Mg*wL@D&6 zK%{T<6wSFufYST)*3R%o(G9}6?j%)XV|oEF7|`ip4&YFNFAQ=?{I@zDAsGvIIsH4Y z?FNhfmx|pHzz>pjW099Bo%{ zC+>LHXNij7nJIG7KTAkJINwmJP3oj+Yj2+hP>~`WYUx|goW0p%QaKrwW4m&>4nxwS z|8rG@&f~ouBbI8-B}7w^P}<=^Icer~q(f&tw6EF#gWA`U16*nkteqxJNrxymuoqyP|`JdJL{t?smwXP%GfV_(e88e;!0R z*t})oStehyP{@USMzqzLyL%2N%mEocUhbD&32t-SKZ>YsUu<^BApWI(^bh;($>MbU zk^0Bn-tWnZORsKh5MR_H%wBN5caH;C(mrN~9;)RS&i@E>A)-H>gZ83DWPX`F`fQg2c8GhXi;wU;dE{!T&E?`WMfHa&j% zk3ga8)cZP;ku(&Im<%W9S*Vz_L%GIjX_z}r?&~}6@1Atc-EWpkK|(E zOOg>@XzZ~me92ugRxIbWv?idY!8MUwwzCeM;li@FP!IGp7{PC!TZq}1hToc#=*-9$z>rDKnFm3S>f2(A=+V8 zG#_(zruL;V5bT!dsy#QX;cqyspY|tf<39K--dn7Y2;aH4vlhBMH!gJML3#=rE5l*` zn5-uPyoMs+ELl}sXvN}1pF?NxZ&hPEQ!fx@OKjpB8h{z1YH5l@XKI2qmW2gai6p!Q z)qpH*{QJmkNx?c#du6Tkb$TbXjOQj7oX-VIx2~XXP`@zarCcV`R zG=pWLdJrBJRi(*IEgcoc{emDV#OG&f7o@khH*HFnrFq{Q(GUs%5gyXeP(KARXNhiCXrU zv_yv#%yZ7-ORhUPs9KG%Jvifg6u_$t(!Iw7r~cuUtUOF%JIF{9)-7FjSk7T{;nU~3 z$EEy5p!msWL*X@Ngtn6p z&Y5kr>`lZ)3fka5%IS@Qn|$XQK0A5K(lcI`0+XA!eTk}3VI)><9U=sV&}k*~V7$`* zRu44jVepAd;5eapH|hPPxp?jmuwlJnyei0Y?;qBmXJbue5^?nnc#ws^%kM4Y!Wni5 zIFmT-aK5}C-eauJG6*m-qd!ncSeSgiKhsdA?&>q1LX(;|><+*e@flDk{I~7T{DHM$ zF_L<%YXXFIZ(m>F>l&zeWZf48=Gc7gWb%msDz%$4aq;oa z%f;__1_KYD37UPUNaEMxWRP;<0z8OSH|t#;HMF251(yTv70I)Grl7g*D)0(A30U2nKbVa$fu5fh84xf`1&G^{uy$sZkE@YbQ(rp^ji4Uhw+xz;! zIdB?!am%zH(s@IG&o@tA+ta4>jgsp=PLp;NyGcRdg=(NlSdW>~M)JmKK{oquer>m< zV;-Wfr1(7sizdgaQ{%1IChiz@f9xG5;Nmx(Y_|uQvfZ@Qv@{sm5?YrI_9;xVAR{MG ztCMjRc+rTt0GSDrjI0xS&4mCI=)YhgZ{~C43SBl0pS^nSoP*dKj9sK~$u9!f`BDfj zY|~u)i?XBe(sJu#FE-9}gR^{gXxOyR72f`QFfb#(ll_J9v~H1$ZRzqKSAuO!;TUMd zdDu|xLBcbqJPuy@oE%s0{Y-tJ3plrS@PZ)((7ClAd8Ijfv!b^E{@70?ORCi z{f7M|-f%T34eK;v!q26+6?qi#g%?(&ADMg;d2(}Cw8~55!i&fD8|N-+fUfKYDyY3g znmp=0Rq5kJWszz!n`G^|5rdDW>QuiGAN341q#Wr4Q~4IiHi~x*7+DkRAsj(jqi9Tm z$(TBTwt(0n{E*5uB;dD4O0+_AZ3`}ES5$f2pWRdIPDp$FJ!%t+xSK{UAKIm+rsS}p z|0C}Oi-asmP0FCQTkYPNRLD3=AhAKJXf_!NbgVA&nfPU7F)E;|x(HcnOh7*JD%+*^ ze#nab;TN`hR4prJ-T{$A)>9iPvkvdM6%3rtU+2+RHTYulLoIdGDv38bZGosOJOt}f zCcM%9rNew$A#b~}+38hlj}rcU3N;Np5fK#I5wj>In)?Hn>l_iL)I{a8{`w=rIl)Zl zgHYG;$BOgo{aHUr9!v<#mPVYtmWFvoM2)&VYII@VMg`ff5O#X0y|#I4c?^dGBt6^b z__eBcZZ&(hGg=iccR1R*wsx7GErwI;N?&iU;>!UPNmZX~{Klh)YpT% z{rYy21+i7`;oskjlhckh`g;1VxWCjnksZ+19!x;dY+k;yuaXB%<%RIym4p>N2ElUo zbqfYbr&AV0FO!YOtDP;osfGd2@^wQP&VFWQLi@p>M(3qqWi{h^hRZ4KCugtI9$B!e zE4)CkSQN23OeqY%KM+?Md6he4%9Z-y3|gl0K1rg?I@NW-Og*=Tfo~&k%Bx)-@aDZs zZ1CW+lWi!{q4^GS*!5Fb`{1thU@|N$_%T{Wx_6H9)mxizzl!gwfyQr5ep=?tBgD9| z8IOb6)fJc!BK>A<**o$oGc%d7&%8{TBJc64H{C^i9JLKwdOR8GNp_+-CM)p zYcmyC0T~^BC${xEdJdX-SPAZwbJ^K27WCS5dQG7ad5D3aGcTA)iq_g z<4m!}==c7YJ;R<&)aIXy8)3T-l746OJ%_{7>k2bV0e#8SKdv`EeIU(Op=h~l`(kcy zhot$-={klWaqaO_$1dG{YBe=vjpQy_tw@Riv>$I0>R?tPL|tmNa(#@9&Mzb0R7J@8 zl;oUVoLVoT`PHjL2BoHveuFv3Ezl2AxAy(X?`dGKs$wgDsR@6_#b-O)yJ?2zsnYzbJKS|y*(!Dff zurcK~Bp?h}RrP*WL~09#Qi=fyzw3iPMK6sW{&1mx`Pu2`_q{(T)2i1E(sWa!b}Bd! z%{p+L8j+UMPVfDhXB8J84O0EZ2fY?IzCN8+0H2#L_^b5Slu9Sl@A1&s^h4cx?U&ao z^)<3B_PbC;rAISI72AlcUm8wyV;@YwzKNxZcmOz4*xJ zGAKk9^2W+jY2){MVH^_apXyMnd(PzE9uFfb$qh>^1}gHuDMpjM&$J_;zTvKj-@zV} znG{^8uc2#sAZ6=cy%AP)KKOw4$Tw_jnVZsmo(4|~ISp|8yO(3WH?)KM&$U{=W2!L> z39E9aY0SY7mR6ax1~oCwHDSNDOUvbdLOEk@^>|3hIh=U~Id~+>Z%}_JXXX7DEr$H)6 zz3Bxa%4bV<`p#BAdf zdE4&^TkO9`RspUYqhJ?u^hR4}r*vL#+GR=zzg$DC5rn(`3Wtx0*ZaHs)%7*PZ@Po2 zNY3z$X}K`(6aFyrf{lOR#XzT%xH%&sufjI%y~&Y0dM&5p?`RXj!cd9uNM^rNl+~Ve zZ><}nyENx+=HXBbWh1;gCB`Pc7YZ{wA&#*ILFt#j|CF(9*%Yl7a0 zQZ-r$O3rIa?;O7INypL9TwU+Y*$s-NC4?KBtOmxgH{}Tz;(ZhIbR046zjox;du1O> zo%6CdGN|@?;mRGV$bze(_oypK^)&qaMW(}X6qj={_iDIpK)+k3)*^x>L!yrmVSZZ&umUv9PejaPkY`QWw-7zs8uPsO};N3zepN z;`BeS4_jV;@Nx3as~fVfz=ImNjOQHl^nhTJwa7HxcUwstlU!ye(ZC=yU@r0L&!v(p zah3OkxFjXB`1YJYZAd888p5P98(R6 z)~&lgip%mde4c62#q)`S;$wh9Y=V z7J}u~@Rb*4v{^U46#8!J2x26EZ$Cjb+SdEWN;(~HwnnptTxjR6hHAW8Q>=o{4Bha_ z#%b(ND_)8x?>D3z&acM+_VFq{WKq|(z5_z~L9r*?yu|F?wguO{SbT_MPb@oP`u+Y7 zDfGuY2pmu|{DJ7r9+5U%QmdhQbaYQM5of>`+E9&7LL3+ODxsor0BrBsPvgs24V z{FxY$_DWq-wk!_6v`UxPjWvQI0vWm$#-o67xv!U=3hW3urLYY7Hl+Dd-|7SW6@3a zWk~P|(fR#!>{ICVdwMu-$4_i->L4KZKAW|KjVn4v%2`o6@7wTDY1*z3D7Pi5D@i;p zB2||16YVuFsp0+R>4iUy>Ht49!fiT0Mu&cg=d6>x_)kw&*PWH_fCxyzRByaC`Xm=- zPO%o&6w2h?l0lpIQsXc5s)-oCIh%Z;@`s_)NXeoyKRa)c6?$T~neR~CBPU0ZmUpbV z#{6T7JmidFGcxB(?IwY2sQ*skxi`7o;Rj$QI3vk{%+=dLr8MmmHCasufmX7fWv|-f0fy-kFPCF zHit`Y?I_x5g?aUo1(`A>CK(bsdmX=bCZ7>2tXvq+*Pwk5H+CQo9tVqCt6mRDS8gZG zeXpj#kHhj6PZSyPr@apT3wuMG=Q|JmUPjT}{ywi+$%UOKV`}caEycZ`VIofRLRI!O zf`EI*<8OWJB4xD~VWgZlW%FK56;BRN$MkyoEff`leYofo1xgIp88oD%C!g*xwsD9q zE^cH4*H-MpWTU)F6hmlC4C<>pBczOQ%-|~-A~uT60PcM#Dq3Fki0rQEo#>~-zOU5I_ZmJ$plHrvGAcy}AQ#J57hwR&S3t32$|wW0)zzDCKmHa7_c--# z&{0zA=@7`PD^TOZ9Trr<_ujv}diymNH;FXRM|bXzmtOzoQ-3R2OgPPMOS>K|RT=!5 zuxv`o@W9xFK_+i15r;5j%cA!?Ok)_%JmzV6C}QtwP3OeEm3mLEnI2C{C$y%fW*bo4 zP#pq!5f*|e-kGpka;wLy6QOx|Y$3I662Z96kNsi`T~~0`h$toZ_hf#ZO!5ZidT8T> z$wP_6BvHTe@;n!qh!wgue)DieB{J`JYQ+Nv!5g-|dBH!}nX3?IKsag&?D%_wK2PWy zBnY!THhi8eRsIe-@IF+@=Uk|J?n|6q@d!ETK1)(*H`d4h25@+7(0NVm5s0egO$hUc zO&sc*+)-(~?xu3@UN5D@7`+N|0xc&n!Ll97!ltVUUZxi4Dl^{_@HBTW|GtZPzf+{|4buq|Y4b<^c-1Rxx@ge$!>kn*u7x7-L zi4xyB@pVho3wN$JoWG1f!?J!L{QWhuJAXFn@)T))AgorT6hh z%S++@@l`sIHZxu(d5jyw1DR#l&%Z4vj@k{KW^MX(2I^6LDWYd*I*;igLl$&yddB4m z$GJM~JAVc~sg0L?Ji_l$$4%Ch!bW6Tf0$9^bGLCC?N}J9fGxc2&~xfpi^e2r5vgVVqfE zZ3_~ysGkBmx01_04Ovj=&?LlJ7qE{%@(RqYQmY0lbv>dyoUM|t;U@E)f@`vnUFtZ; zFpq7Oaov6SC#W=hp}Ly62B$`%lmDa?OAf4*$4;1+_hvS@>?1Q+bQ^WFjQF z)|JZnUfnwIQ!$X6`!r+;UI}+R+x`ywUM(vR5!HJ{b5QW!WYD7LuPT{RF4W%R|9Hdj zgh8$tIXz#$&uZRpaNz~-r%N$w3zSt){%TRv7-C~+$f-BNFwZvE!pCxX#A*WJ;<>c$ ze@oAMUl~d8C0`>6V^1?1y$rWfC_@$faGgu8^$y~g!HKMd;j=@TX}L7a)stDrv5m6& z-mmi`sYL|np7=hzC%M-iw0{Xm6DZo(slb4QC6H7Z;>Pb2^) z<+uSqa=P}UK2qLV^X(QdrzBNyh6l-&=H@ENe+ZEYfgxQ{Z6&Cnj`lQ?BCEPuVFxy_ zcKsEKsLW!#Fj=msgS~;|92r^gXKVp5LE-H2bMXg7DkHC3v54(!8DX<#UiK{+72WWS z#%QP3v{IdyMGPxIbUg~huvpxH41c$w%26m;yh8@cAZ4twa)z{Ey(iOLFIF= zpf;v1w)JQfQ7qf_8)J0d_Z^gEN}_kzrnvp&&ysdLJNhca-}ey4XPdg@=NT;%YM0^B zv+VhccfcRjFjPn=a{b5c=Gm{?N}i7|N|?)EJBKT4L@P|Zeyn@ELHG4^D(QRTcTXi- z-5jf+)?v@ucTA&xr`>gol~c5)%Z20blu8NP+?E2xGwVy2Eb;lVms3*QD;yY=Gf7Dp z{3q;sq-8bm{=&b!IZ^d%(l=zeetVj%)I#sXmws=@V1tY2!GdaNwBjtNOiAOhXIn=H z4{kFwu*JAuqI)$C#Q;6*IcE&YFO zXJ9w!lceiVRgl}(C*nvt!oC7tVuE`<$xVyBye&ui11VEgIpaVLotl@e~NPHE$3 z*Hz^<4?0psd#$#qBZ7l?W_ljxa-(}bery3k7!(sz^p78RLmbJJP0A{XZ|dlvaHW{c z896wszYOLKXxj381X{0hyDLWSkK)LKA=za3jGUP2*Ja0G* z4@_!(YWoAlz<*|!_5CpD8w9y8dA{uYJjbBt@h$4*sW%m%Bt_&l5{_~_RkkmUpZd|X zPzyHr^H<2f+2Uj`61gTT-sjd2%K!?J-Zau({j-%jtn>T9H?qR7HMuN(d=k%5EfD6K z1D|n`@C#H?(4ZLg3d4@bwUfhQ+x_k+oLrL>x@|>ui!&egrb`r)RHBaehbunseM_nm zFbOU3!>VSM{j(Y7m?I`LHi~2DM0@@7-@`U=RGL@h{4UPdD|q_-@#Isrt5>g+hz9Ch zN+@_~^L4hL#krkjXfufs+E4}r{C<`;20Rbge>K{q0Db7Hop*i<%8&0qD!(e5_QWO+ z7dwINM}zPlT&fA(YQX?gpOOs6en4)=o5W7&0VZ6kLc>iOK3ere{dAo-|Aje>@y zn9;wTNEaz=_6P3{??rp2nh+Qx=O^XQ1^e8(pBsB4mr!6re)ykaLij5LNN_TX$#-rq zcstgIC+Pe>JX0NyF)$~n*)38w8o#f zrNV))fuN6mLbw$ypJf~mN^dslO%~;7?6}>w=+`fIaBg~f8fWX881XOs_CO}N**kIa{`sqn+Js^ZqNF5DOxfe2xJi*# zQ*ypLv|ZN51dLWc?7Z_;_B77sppf{k1@&Peuc^M~*2(QqNXZG0yEzs>`o`&>K}4D?TA@<*HT#fQ+8F8q*fjN`Mf&=ied z;~BEn_7$J%XGtkIzX%wG=&#y6zYs-NGS13{Ey}*D3==p5fVzaUq9AaKHYAkPx<+#V zCSn1Mu2lzc#n2s~G^l#APGSzXlGyLS%OFbN&eKI&K>g=|$9dd&u7eC`ZF2!-@gdJb z?T3qH;sV-xkh}HRyu^tG+R%4i%Z3AOa1+cl?he%Ic1R^goV}=1Qq08{`L7t6w-o?7 zs=gQ_26O?=zJ`M-HOt#$fMG=`vrr#%nVisRLgx75_BtisC?=6Xfq^%TYk>1Fg8tIS z(V3POE{gA7f3)~+zG+KT)uf}=Q}u}Tt%KC{YMg}}3}Oa@>^~P;hBO;9o-c;0kpNK0 zwnGKnqo=|O;Ic7t=#{Og6aoAbV0YhOiI0;-tx1=LUs~4Gd+mwf(s=C&pX8qIPXW&v zZ&#l-1y|y!z%nDH9^A3P2_Gx(_tO%jtf>WqllcHp3rONypbX0MZecPeMy7nIaJOI$ z08E{$-|8NCK=#c(6bM)RB_FK;QAL#)c{R|ct$ntP=Ej-z5?tl*lR3EGaMiL7@<=_k z9~TJYu$D3#FmVW9XK_r=x9-yJ!_5vl`B$mE;5Lh7>Bl9v!F z2Ec{NfM#Ym8x&xu(_xupIJhq%Zm0psUwld^x9qgQ@xHt|CJFsRsEENh{pcd^z9< z7Zw6&lrtre0AjgLr-dH{;*8Qf56g=>j}Mpwr+FOctw$NYIQkt2AT^}d;a&!=Q9K$s z?-}6iZGptdTp}&`{V#9W+iI1B(-UY3t2Ll3E5Q8|SFgVWb0{UO@P-wkm?{w2{_P8c zh^cuIOWx}_pGpOAF%+(z4LcK;tsq?{ARZ)^Yu_A%Q;=q2BOWmUs_Q~biRR1D z0+4t+u+gXnKh=FPKZz@V^zQj-Qkb1|LNbJ*O-%6N$5}nru&;|ow8ta>dN5fb7Xb49qla_U!0iOz?Nrs-yyv>Oh2}9nuSNM$EF^Yhv{@8jIop4j=t_A2OC7E2^wf};! z1hK)c4}ON>s<_kD25;rK=;fA<5QCa|VL6`pBT(dX>NrK_4b-{U91{wPqb0NZON!7Y z0zTjJbjwc=#rZgRzGy&{-Q$m@gzfd*eeH`Y#lU%(QpXu=FJwc6*x*^_H6CRPgt|E< zH4h(Z+&I_X(XoLfqV{;6%|nz;r;_rN4eu#*uq|1peZC5Fe~R1fv$R6!gw!l=fNkBh znW!$`r>;L;)2We^oY-6U`dQ4rx626-L0!kbw_ZXbq%dR7>XwIc1gCeyB^q0i@ zcEBdQB+hJ43cC;u5|}g3|9{GyUI-l#6_t1^`{4py7^MPC^ZF&vM(9#t(5~F>hFISQ z7$Hw}BQSH(`lxVZ$WQY-B@rBRC!}jBFZd@QLYDt_M2>=Dy3kl@_ zoNmwU%akWW2W=agm@t5=_$&9kL8!vjt6_l;?%vJ2dWpV~o+x|0Gg+1muO6pWR(YSV zfh1-Bo+0zJ=me(D7of%0j#JCdL_ ztt8yiI4IQ>oC@i{0uZ-iiLhl^iZfq7A0Hh6UCG5l;K8~gCjak_SvHgo>{Z{H`Bt!v zngBlMA`^p6WS*>Jj;{P|1Wd^Mlk{#219;@*iRvD^Af^AkmsG(Hoab?w zZXp1sGtzKc!43c(-`*|;V9j|+C+6D6zoP($Roi1X41?&ZCLXci9f2`fa_sqR0iwe_ zf3#G=4I&QR4Z?5-E>Yw0J};nNf4#|MlyAuaAQ^IwYCEhn{W~q z!dI7kVhZE!q1P*u$62c;FJa<+j&ydi=r(j_gQ%IX6jc7)lewF1w`cnK4&W!ZWI2tUk%gx^+8HI0sd9N;g0s%)eck z{xR-X}mVGD))Gk{7c=t4%Mjdd3r$0=-WJd#cEBq4c zMaEKLmbu*atq4C}5;>M=X|Jz%$$8EEcK>R-6|YGB9EvJgahlLq-U2)~ zCDtEU`-FaE{0hmkubG|~2{pX=bm?;M6`<%H@BUsLravle9Cc^>;~ae~<<20QbiBH) zxBs?=CP2E%P1=W9gyyhF*lb_fC}S?ke6Opk?}~~6>2*<&*t85kjhBm(9@8SE>6e3Z zL+4L_($tfQ2PK3s;GX&Zz;tVH`JHBboS)=J5IBGrie{BM;v+P-Br?y!3JLNO^OiaW zPrSZyyU{EIIbB{eX)&3Ql2 z^?0H^&Y<}a*Npt}4o+lxL2%WFKlGy*6-03W0RICxcWm^E>^jKeRyr;;m3Cv9#|7~t z>#~wbUZU*Bt*YqFs7x9SJ*4afYNBk`cMP`lD~lRQ%ic2UMe9i z&Hg55H8d~*8+)sj8Q}k&0Ez|_Iv1gv+%;v4D-@Pr?K-lU0o;7Jey2!$B{n|gb$6o$ z73OzPBxZq8ojwG|giCT?2QG*CW1LirkGfeLKqv{cFpUoxHZpIR@3#XdCX+ z3a!zyubSBMVSEL>zvEN0W5IcE<$pKf4_7F#vSEXxzmiD?4qOeu*vw^7qp6B(DxcDd zlQs;E3#A|8RzK^%R(~@hm5aSk`ta_^nZxyd@_t@ncXjY7n&2c2G{8xR83I89+xczJTZEZ>qQz`EubW?yR(~E23L?P*&30($~O)f0>v6 z)82cBW8KFKz$N1j=_Vr;ZZlgYgm6a)WrS=>gk)u9#a%>ZC_8&*7P3cDNcP?#BQtyR zetvq+InQ&>d9LgI_r2cJAFk4Uf5+$h*|SRP(t?DWV!xYRiB{>X1KjEoXlj2cdD=uH z%#5#}?i6o-&3WPMaw#`9l=`j@)#+HhO0;BK$lI23pANq%mu_~6FnB4wiLvzzZm!cEW3<5D-(Xluj#B)_D$r&H*Wsoah#t-6h$x>rg)a59dYTq(%} z@SFK2;P)TJclL)1ljj(E&A2H#a&z8ht~A$EnNL-g!!vO4x||{8c_(}+hpu72N?)9I z?g&^gQvbPiw{Nl6?ng0`Vxv$j@#sKRR$FIa%oq*oxu{-{Wse{>o#oX--N-)S)55c& zKPM+MRNgYq0L%M)12&yzdmS439NM6A^$!3)g3<-8F~yiGI0&b6v{zJsxFaz%G%U}S z$)5m>Nk~AyTk+kNM@i4}&JR8ha6EZCEkXR97k~`Jz2mNCe=w+x!7ttXyFul!xYpkO z{OEknXP)e6CdrWNR=Kyl$Cf^YtPS6}AF&MT2|J?U4tdtzTY)i8>IECnVP6&!?s;t1 z%ltVnIoa_4i9Aq5TOnzW^nQAjB4&s3vnkE3IK+A z3`i0pL`q97h>X$ipxOjkp7)ckLcESIgYp4yA^W! zoLVb)QctL&CKA$s$J?C(=`5i}DaoaZoHQ&KPP)9jP|<5WWifMEb3z-4_-G0+iJ%lZ zP^9T1d+Vm9QPR z@9%frTkA=J1n01w&Q7%~gDU-g7L^K)qjVy6SUbCdc_$eXkXOv|jA~O&>)vSJu!S=c z{O3!>dMX#}l!!VfngzUD*RvMo-Z#EtI4M*gA{cpbN1E~V$dN-z zI*X>12g4RY)vxaX@0$C=y9SD^>L8`X>Q{?EkM471`fjb8 zsN44CuR#n!s%eT^-xTA->3FnX?~*1_NL;}Z!2A7%_tVF^A5SoypAg&08x6$GT-HrN zV2w-uC#-Lwqz7cze)+El%=S8dp8s8v$#HsTOR{L?tN=4;tXhW}E8~uy3{*AwK-4|F z*b1uYYGJaWA=d_UZ;yv``;RV3uxU4W3Q)p>9aWUHpQG3Tu_8}In&P;6Is#u%2LDb8 z^j^y6ObLj^#i_ z8}Q0mpWCP|r+hK;n({1ed~YwO&Li2k=m3E(`+t;#>}_H~HN>BA;&zZEyYuSL>>+En zil`h>jq5YhK~vBlBi~2O_BtS^4Q$43NA)daf2kO%v(nDiJsK*dGH|yTGED@B(i5nU z7+TQL*QW;s*&kfjI^AT{l;=bpxS`{^fwg(D5^;k44Gzzl@_taTKGuCrTq9Byv#joN zBU-An=-(8TXIy=9numY`6qNgBvT$%&w)KmUeDyem`S-q0*<9I}!;|G8F6$qiS^(>d z2&~ls){+`9O5(7n{;By2br~RjBkc2USSJ6{1(Y)sUq}dWNUcEVVVwSZF zG;E_kPvYVTufvw8|GA}Pn|EK(NKosKyE_ZTRQtO{w;=Peq=gw=54pq$9hE^1X2);v zHf@y;jTOH{QUkw#{`E-QDxUacJX)LaHcI_TWHRSfD#;t7U)KgpX&LDkrnyoBb1D<~ zKiuX^?;t;E4*UkSFk*;Er1u5Ppbasf+Bq#oGU^gE=(QZoIzsUD*Sg#0gFR{&(o_-v zKjR^9pn;M%Vi;RQYNK3{n*(zI#=*5H4b^FGYp7eDAWq4Sc`3i`X;WqV-q<8LK_=F^ zz7k0<^mArkYV-aN9{O;NBn+@4-~X{~=Em?dk@pwZhitgYC+g+CYnFFsm&-I=XM8Oi z2Ex15*t8?{Rxix(N}N9{WLXQA6ps!3nI5hvV;btZm3Mg_bM@-rFwE}bpd^Q?M5*%5|3Tom#g6O2DC`QisN=__`1g3iHi-Sm3=FJLsgP=y2+wkni z1xiQ{bvdL|B1afW{alQ#OgAVDnI#jE+cR6C-z~mZ_V<_h|LNe?cna6}pGcE@XSl z%3Y4AgW++AVJthGyc-c7mXc$Ghra&)9Z0f65(2}D!6+Gn=@iPzE-w7{zmmfI+}44I zmvv$RxxwiolAGQydHNj1i&&lHW3%>`5H)tl1z5}9F(4CtC--zf&w*{Go5mnn)q7K_ z{g+DCqE+Pl;Pg~M{A+fnC?tD}avu}-LWNNvc#w6r@4C-UDGWq$C;#&T+Ndv`ZS?K9wFF~%7wB}sfS+kK$9aoR zY*uT_P+kS)cU0}>C9k~G*qgkFYuwz(nWCo6O?3RLjJ>X7z4Xkms>xCngGO=vy;zq2 zKy@>zt*xyqkAI>lC@7NY(w3F8wFNrCrNl@dW1ghp1DZp<6O(7V!t=cj@y?-EgTD8t zX!iAILmhUsQPN5Ga~7YSty*_|9?^M!NwX&{O=(*RlwGcWvLfiX^(!ZF-HlGvk-S+? z@ng^>iwMw0#Sj)=k9fpDTEBpTvQd~l{J|&IO;!oa1{m%z2Av4j+kE`|KGz2`w-shi zdEevW?A$y72!f?Qp76EqWBR0CZ~2Mneg5KfqujAQM$bfC_Hbxw;QGv@jm}2JK3QPX zR{i+0G*vR1TKa3n6XFDyn21I<1pHYAyq@pdjF$%EW7E|>`p*VZhB_;23vEUfJbe`o z4NH`to;q}SdO>f16YoV$U0usltRU#g4dY8qW=+89D!q*q;Q4W#d$QUlYqMCfK^-VK zCtySiY&w!2g*6eVa z4;XVcZqW-p9XZ=!^Jtw27?$oUNzI5G4GSEetm9t>zku_x^Z_M1BPkh~W*JSHgoC#&S^vT<@UShp$F)OD|4~KytaZnGVGi5tl-VI zqM8v*caGj!+o@*tpX5S+ile(fE5Lxt=g<_qnK4L(2`r`HWMHx~MDi#eRoO4NH5Gcx zTfBQopDx+2j+y0Rfv{?b{(gYA`;U|PpVi5kkm(mkJzULk9+Uv49r))AsJov^p1~OL z(+j1uywW3c(n>6YkTmk-XRs`#Q*A(m1Lsc_-LYa~n@3(Me1N@12rZ4`fR?t2c|_y) z9Br>I+?aW(s@aoYRyQFHB1B^o?8MRgW=O0`G5+)wPF7};Q&l=O$EN*g?-M7G`W$Wy z0lmXA;uMLKSATmLKBu)&c01VL3x-L-vx{I*w7yg48gRQ-{q$|ZtD8#}Nq^rQNauOj zqN~TlqSe)6{+*HiBeD{)3pP%~33b!l1Y0Nm27HzKWD4FbO8Yhhk8M}{`=z_K!TwhH zjn8{fAOw;moreTJI)0fSeK=$k+W33|kp^7CRl!f&Gx zZDR&Y0xXT)S-y&L`N7Pz)mvxG-mYAbhcZg6<^k7r#)5>qkbX)j`3C#2JnGB9y5at! zj=-?|{ADmIgP_S5DD17z2uLtwp?t-|&a*s7x(Q6fJ}vN&67u!cUK#bdsbvWlR6)J- z#d|gQ11~NyHBEbWsG_p1Jklg1oc0smeK{ z>QKKj4{n@_EjA4;-X%=$@re_3A|f*I;ZayUQa)#m)%yqC*?sv|R_RyX8qOSQ z^&kB42;1%NIt@bici(*updKQ&l;vYn^E*!ouUVY118UH(ZI0}m=;8r$eN91g;0xtNb=WDn&n;hI(p zzAsjpRCXvk|M4S$7*55B?Yv8Mo>#YKyJzO245Gm1x_HPjh;O|Wp@O)T zLth%Crf64gk(@YD_%q+Y#nj+86u8$k31!-fN4iyL69b%*ptr$PcBe1;-6i`1Tczal zZ`sLD6W@DjEo_vE7Qx)}42K={@j8`l-n&dg%f_X(ZJy%SA*l&rzj8UijrJW8c~V~O z?d`w6apm3xYfo{9iiXA;iC{~55r4G1$fI^ss1R~%=>5r=WiW>=ZmjS9r%|s>F4-1M z+%%A|chbOl@O=UQaZMN19*Q?<=rB~c)C1y#V-zw^AhtfuT787NrKzzlrStMR2}klW zr5mbSP^4G#j57edx`c8F8|P)|CiTsTh0)6IZykk(Ki8rDkI{hvIB02N3#9y;z7edq(#L@A&ki|1mmS_0s$*!G^^~&H+q<23D`GDIcZCt$oqnaM z5fKvd494P6l~5}`66CiUz6uok^+V1DHny*=H|IoU84KFu(fw6avEGGj5DhUsY362~ z@j)flUS1?`zlZ{{L!Dog#8Z0ZdEiTQAs&}oj}Ly?Ua=qjFnd!!6>iHx8+juva8F*b zrS^^5>{M3)X|h~&&F^Iign!2TcZCxRt+}1m6Cy9$ugV@AuD(I9f~pv=YyXq3GIxJ? z-}r>kgZD&+As0Z^2d(vc&F=(mGogCO{r&-^c~_j4la0@0Xr5(H_5S+xYog^)scCEc zQHXWT`iSW;(MVYm(b=jIE9SHSWN!Si|BIC?H8)lU ztiqC5c@22`2A?ctkHYjp9-^MJWd5Ph1}z)H){6RMCljG?B$2DFXV`;`q;ff4qnnBL zrOEqLbCYnON8TmM=o^gO)a3lHA^o6L-~y=5;xf0u9s`Mo;9&ujFW!t3AIf|Rxl(PE zw*e@XY?P9@`=!0a=2|Fe=IE*=-iO28E#1Q*gkEi*1MTpw*yFQ-fq9_m=l%>dE#v%=#77CMn{eyO^PkDELbSIUm@C zBKH9!>>u}GgE8rT;JX=z?qnaurJ-w9uq^#Gm?GwP)ky!`1HMZ2U9fs74SQjrEYha_ zW2ygXgvCL(%I1M==&4=dZ^=o=m;c*5NObPu40yKhXN5icr!$E-LF~keCzvssf7BkB z@_sT&CIC@;;;+P4BD~~^2JWv+uG>cB-reDR2KwYC$E}f5XFwR!Cz*3g;EvA%EK!xMf(e zm7#Y#gfRP31If+`e*YC!OQDf71%&$ z4LD$3lYu*t0MXh;@rt*^79LSr05bp4!{C zFc(EfFk&g$)-Y-sy6139e|d1Z<-px#<0!p)2wtS8Dj=WC%(c@{(SMNdPGJIhe#s69cJCN`K!>@}K{=Q!g;v)uP`+7QSH zkC7X;9kz-!i7QWQ-Z|JkDZb&zztTKkBx`$CLstsJZE*_M8d=w60Y8fZV}H5NPWMw_ z@$Rj~GQ*GE;?l$;xV%KUEiwF>ocZeF5{jQ^wj%#nkS@@wx`P;}3)^`s= zW{-QS@Q3N%z+}ZTXlPJk(049#RC!}H^*_g4#3`>uVbi&<@;k3}X-q)oA8{uVZIV+` zI{C<(KX3n%>7G~KT%C6EWbt?)*TCwa72Z8Fh2x&hSNknVJ?~72rCnvRkPY-XGa9aS z@JjvUEo!`bot~^T6sXLpx-KdLlqc1#Z;OoRu$~JhH!*4zY-moB7JsD6M+tNUIku*0 zAbBuo+af0~FMl^~sCqkOn=7~c((j&Yv$~ZIHHzOw>rkG}tL@piyr0=gjbUoVrjubJmhp(^_O`ZN8ordCRrf{mpa6}*HQ zZk)2#lLu<>XIad1qAH>ia=8sF=JTO7$=J#kXLezHJa*Xqz%5ePHWg-~5Hg8I+Gq45bqttrTOGc z@p=0C!4sYqX2xO)99hu)J5Scwamw~#$h!)C5SKM|i_H^}fXe9CAh*<}sB?KVhKY#@IT@K3 zkA};&0M0Ctk&%WxEFEBy#knz33YH~_quI@JYSPpRETAgR7 zGZZAklVwgMJ@@&+iI-5r1TQGl3HhhwGK3^(ltQ!;#%_`UXM&dy$6RP@Mf+QE zP2BHXASX_lgB=(H&Y=d_% zgBSQ#+IL%AYYW9}Q6L4XD_{2C0H1TNVy#vM8Zg-k( zoMPTXXw&XjJ8OI6RX1^5UO@%EqzS!kE@4ebQ6R4tn_R$I;bZCxfEQlZ{`GigsHmyG zfkO^vj*6NNcN-jqI6D^vpSZRjzJ#KFe7YjRK;g-VkVV!k>*^nLz*;9yq26xE{^-L_ zPs!a{WIaY*K1r%pf?zb^zhQLo!&PwDG(eZxbC;(YdCP9f1kuy2dM$TvkUk->DA)(cOAyD|S1XjCFu?+=p1sRd&YXf>HPv6jgqikJ)50b+W7e+_qQ{iVz z-{;(EXlV)e<1J;M&V4B~WEUFavQYBot>sT~;2;AC2iey@>G}T2EU*SK7Z5L>>S>Px zc{2mV>oNgB-sK}Q=Up(>5f~jy9kBwXm8=2+0(owm)gt@TNkN1TaW-FR9}id*5q!MG z0H=;S0(5ymag_nJcQfOy^EVI2DdA(2Re-!IhZz39puJb74750Ve7CY2?_#&)MF$D! z^UfM4%q^M*DOtt>I81*F1?zBq+vnjshmmB~3u(Vnv z-$-dMv0NAdz2%Lo;)T4VkWZsMh;60+WYkN(`LZny;LIZ6Osu;qUV@L(3vMk=`#@7& ziz|2uOf3IO9R85uQtRAk(igPWQ{%E&QS^xa=OT1cP=>*r3V|>iRxK+x`$w9Z2Uc?i z3yi?PQy8b5e623Y_=k&?+Sx#CItqB_|ISbal44@c!5sQ001*QcXl8i2mrS5|dnVHu z+B>p(pA~$>4$Uqeq^kxD07Y8}1M$d?Bx6lq(%JWnB!5n!Q6~w)rf>c$!xl&y9Mq*1 ze584|62In%bmuX=dmMDQ3p29p(~=!{38$>+fFH^F{40*}GoeLBIDrFjz|JO(<=AQW zS<{_`OTV8NB@zP2ME;d(n|!d-u9?8%QW1djoC4JD*$ZrFUs_gCVWdD&o&8tZd2k(L zSE-I)bGzfzRCB0I-KsyT_y;!7)q3tCx!(9%sCV|RitF*?ax+-D`ybd_ZQiqEif^w-&{Ue>ijaaYyQsi(UG<@DPLFMXRVLH&)nR~^X8WZ zRZVIM9$!lVarZ?Muq%faR4FSeT&t7ng3l4Ww&Q42lI=JrJ{pUm0D5UhWI>NV*-1}i zRPoYyords%j%A6opyi3&OyNVLmL(_ z*Qu)|$5uC}r^`7UuOGopg9vIXv7y34VbCv+;FQfkFnO8FK=kBsv+$G; z6{-1*caeYh>&v;%kKm<(P`l-hm(Fk$|DmJ@HvRP>{(i#S^=kbwsVagO1uzjXM|E5~ za#V>JjZ)Y7>;Lg3pGPbGLYcB*F`ZeAH;InoU**7J)GQDM=ulFguoO>Wj*o=>^Iu$` z!$<#4hQAiRLC}wu8;iMIy!ATJ;{jZ==}e6s8e1KT0O<~bV@7!(8UAnc{{#E~AsmR3 zPe2#{M{57aWd1+HUVm?;jI+%8eIX=K7QsVJGg<%i6ir?c(6}P_HekT<+wd`Am7!c0 zZ-)>x15H<FE=DbgvTfLWXwo- zv_JFM0NV+aC!2k=wiL0eTT{S?`%7hvLAFPZ;-k|!a7k>#=jp!cPxm%t@xsa)&`k5A%c;>xG0M0tsiP;E(_Lm`Z*tujYjtjVkGu;_BI4ErA->jU1RRA*)Ss- z!x>!8$ze`$4l-Tm^#YURx_aAxoYuY0sPEDu!+)JtyyL-*#tub?xrv9OXx<3xOxK;| z7_3+oeVd}g?$V2D!DFy$d@6x237Oo6>;kECUvU1^jh+r~!g+q<=U7wuw2Y2BKkBN) zxXKD)982NbOailt1NthdRxzTx4TTTW%MegjYz1a?H}?$X65R#L8|5JWH4nO?;?e%-AxH$n}wCY;R-;A zgh5@WD;28Bx6Ea9IlW}pNc-!M<0`A-ndP>;2{W%GE7xtLuWNY2P)^q?XaTBE_IT&n z+dn!In2knKc1#08M{5Q7*Z>_ma_WXGMXJ3cNePKI#Y=9 z)GmD9(3x5tRy6!((W>OVU|O{~vxi3;o;dCHnox+Q#1|C;I=s=uDshZLoYPh1o=>$# zS`v&;8aAr05rQ6zB_(jB)k&W9Q^K#PFwxxi!T{kdMo=Q9#OtSqwJny zo|reFg9kPX|F(8YW4!dD$Ws?sx75qec%irLT48qS%!6RIrf2K#aR97Z?f8W>zvRyp zYa{)|p4Ut4KNBWth_j);ZfA_|=TK-q8EXhB68)@h```l#^Wy}ro0&HZ{C%0@U#7v7 zr3rgqIikQbSh)Yw_UGM^{lK2a6F@pgMR9C=;^%K&xx4n=PacI*{F{-{(RkF`>U(jz{Y00TdD;deD=!P9gaNH>Wq-+l8kRFSB?U@Tg%5cIo(h0Iks`d zzAS!cngW&Iy~or+L|7$lw}&|xkWoSn(_D5E1m1U)h#;!+f>dB{rJ!})>lgcc$p>wN ze93&zG3YS4-)C_n_;;^ocLDT+E1$W&#?TAn>)dO`bg!%91l^5*c(bUUGMzC|-xK;u%z@)sU8=c5%E&QC`KJH0)-BR8WI^nmA=dZei{B7LEPf z8~KwsH&W!onkW{&{h)$_-RJQ-25X<(lbwQ+fEN`5F9Lw;rc@W5T6pd6sGq%jRS_Yp zcU-MI!Dj8-Ssj@!(XV=DDN*@CR>5f}ce0uT1H~qK{CH0YyB{)uE-H3j_E)QQ=M`>W z)BkZNK-=-Pd6h0jub>k=X30(`{q4I4Uz?U2en~+R0FBpG@52YRCzuhmWKHANViAwa zEiEE;s!+tWM*Wm%skkBdbjb{y0%Mml5A4crXn(F2M`*_*6whA#;HC&K+5W?qj2pYR zw)Jh_gz}B|yO5*w21MBC&2hQ8B`OZwcMNpT%=V1$qcC@4t5r6{F?2F<3>`K0B%Wu( zxkKIct@V|gXot4H4clst3ZuME01jM_FHXN9B5o7cDOSv9T_wVi@wnp~1B*BZM_$X% zqqx?e3#w(=)i@rViO>Y8E$)PD3Xm=sZJcwH=(qTw5x-vsMA;?3AOa!WMDLvXNM|cR zfP0H$`Ag%BO_9&#M`|DaMvxmYAma9j;TXL;3U3@YKkI%!y2Cw^D;@h|= zrk7q@xc*bK-Qi0keBmN%vqbBW;uv()KE85QHg@#W^AG6<93fR!;qy-CuEV=Bk(-Je zd7j%?We(P*SSt}Bl+27c5VbFUbYSD8tYr@VSGTUn^;U+|+X|{A8&` z;wpo?UaNQqwERw$INE8Dg8eGW@U7@nPVQegQ$y~f^zQs~YM$4nx6XLmIv2LI37{8t zoeIC7arLDP*D2>JQhfKQc=XN^E6bfSOH07~2PB&xE#5FsU0pEvD8H9n_=vCP=~86v zm%7Zi{+`%+DG%&vJOh2F3M1aF3;z7V1VFKQG}C+aq5HX!SDN-&h=OL$pt31O%GP+d zCckK1>v~`(acw=8Zotdonf@zy+uyMWt6A@pWnndORJOQ3RlzZ@ICr)n=maBr8I3^) zVy`LYxLz`f_&MK|$^%BPPRx?Et1nWu7ZkrTMiKIJo3HW}Ax{+1yh##x;Oav?u=seh22Zq} zMm=`K*RbXUW{BBu$z*Bpa2$EFJwMQW#d`tQinrB65MIB{>i6u?dg{kl{x(9szqR5p zG{E7iW$rqL*~PA*MdII#RmK&iBY~S)x3NHWtGpk0}OMh!)|~&d;?uSa z!uDNfV-uOk;L5JbrLl%O5Mt!u03lt!OM>Gh@b&YXXynRyqt{4%$BFkmqF~4>Ib-{S z-c?B79z>(E(~PFx#Tl>vN>dn3cz*3x zafi1PGfFh_t|zM0B}^%Jdok$Jc)6P@61cHvcw2LGe#VQX46D)S_(2o4z!%wDYH6S6 z`xF|o!)RCjd@I~~U-r7~ov+;1+>tG5X?{w<;^5=4Qf-S0@ zB0;j>2Pt_H?i{4g?j1X-O0YX3(CgYvYF1!=|CI+HuOjc0ed%A1XMV)*J@TZ+pkI6( zMd95$u4%=vH#2i~Yiv8O;L7o%xg?v(J8wgi$BmN;I64Dxt=n1aDIW=@Xe{3z}^ zh)iVH^geQg?7Q6cYic!auBmy?NJP;W2~-8^ircibyMlemO89%ql;qx~_ckn_skZ-j4vba%M# zefV6Z>7zsa{WMFSRZxM`zE(zDsCvS5$D+%Pz_R6b;+?*Gd=MAh7-h#JKc3~j&#JZd z!_C#n?fSzQe~%r4nPh>``*G2{0nT*UdKV$a*lj>OW#Ar~<(faHu{USdt9?nvfU&ak z^8EKmG^klJ7|T5ovxBeaGHls}rU_hamL4zg^C$24j9%O6Ln#5Pialk*i2hhT++{w& zb)fTh`NOj+C9b)%)=YS)V)^)`Ma7WuR0-afYpMk?MbU60({!%~WM9rVyvVP+F&aG7 zs5l{nhkBwCpMK-ExGp9;+?~m$@(14dso8ojzI`c?x0f-SM|AFii}G{o*me9G8usrE zZx;72seC*zdAdns!-i~AO%smMvno*)(G!-Lb#h@uYgZdIM=>)fmKQ!NEbP7cwQbL6 zF^_!AFDTbKh7J@$OWat6OY)k+!TAiAkLv6!93?p2OkqZZ{I}OO6+KAyT4baAX(v}Y-On^(_L*pcd$YF zF~i!QE*Si*%qwG$@R_LDm-+n4CmW`W_H30DR6c$3$(=&BmW@~ZOx-??+ezNyIJOq4 zM#aB$8&e=ZlrJEqU-9#CU&#aMls6`YS8rcxxvKHghwTl$38;tDeCR66fP$wxR2kt# zY3&W`v^zw?Zr@m5D%?n4y&}qd3WJuJ{L%+4fvv4I!m^(3YW2+=SY{{6?@Q>Zj6{%t z*q_9cI}s(neWFKU=OT@~uA$*~gO&!G-`bdhN4~oT8!K@x`)meHvHBe9!S27dz6Xl2 zxU^>69xOLbnaVqL6#w$6-+WAO@|KCrN{!wp?`dy|kiN86{W(a>zZrPVTSpdSclz}J zqw*W9{v@v!{~B%I_E+6!_tZ7d$;O8fWMO)LZOC|rc`^ZwsE{~i(P))w!Ug7U5)wqz94*JjYQekii6vJ;oR0bk#OFF>~p=v zipv}Gz76I!s`xig-LUMxGh;u)eWEm3;qwUH`CHrcTo90T3j6dL4pbeW5Z3U)tfjs* zNP>O9c&Ds79ODw@_-fBWRQ{f}6o+X9n{>tr=_tYcia;>>(2^J-S=YWQ`N7yna=#Dw zY#hUqEj5`lTpT@%F;5&NZ+}=lBOtRKP^EZVXNmU5-M77u$Wiylzv+=%>&D+bINF#0 zFo1G$Qsk+XrH{vPJo{+D;7-d)H&&b(E^kh2xX|G(x67E>)_!65HwWq6vQ`>Cucep! z2VKF>YFRjLW^wJWJ>0x@1Z){s>3y%e%eJhQ7=y7rl1WzT7f%Nq)J+>QWa}4mEA9kV z%{-QSXHfO7LwF$`0u`mt1jH`~nLc!6Q5#L62%I5^?EZ+gdQlZRj?R zYh0%qksHQ+s~XSR74U~3k`}ID(jrBA@qY5>cwGBR&B~^Ee15sgPyqHc)ma)wSOr)c z8NA`NxYkjdS&c^HoeeIdo|eps9)s?Ng{E0agKBboG)e~p{O=+j4mo21BUU>|~@$h4}bLq5j`f3FzSdk7i=KKg<_c=vXh zk03C*3*RZ27{wq@cLZ+%gnnt6`*(WylusdCwYz2zLSe{i+K@ce%_Pnj0N*OcdSIuY zv0aq@bB07J;F?@@_Q>ngf`6WW`{tX&<)TRDhRc*bY|vS|hB<9*-99}Lp3#%3qv1-{ z!Y(eZ-!EXrBp%n{=@oo0Q%XhyJ$$g1{zylkBw`2R*c<&?Kz1Zv) zGj66NCBBH`$OE5;2ksa>{pW$tpp3R@BKsB+r5|WsmwE2}f&+Q>dl1U}>^XM%&(053 zt9kss*M8YbR*3HAW>SqlNs^1a`gOoh|08~?hj2uv^BgVWzSQyF*fzs}ujFII6FubH zI27dekUz5lS2wb7A#3~&6F;n>qePgCyw!D3$oz)`x&B(i=BOS`_3Q)JO;RLPqkVE(^3a#lnk%P!-5_i0Pi&E5{5sk3t-|K4_80dG|7s5{xsa< zzE5NJpVfWdcof!u@8=o#`6EH#LaYyS<@0ZaA!O`3gLSvjz1rap-#_6K=<{R;$sQ;RlEZrSK)YbCgR2c zOpL%z=DHZ|EEv$08K?`r3yolZJ5cZ%rVhSSoVbFV+G7%~&~&zT^$#wfWaCq*Bi~a8 z{~AnvqnYrE;c%M`pw^)gDNY0j0VoH;HBnkdFQkp0^djG~0$i%-QhJA&s^|-vm~OxC z1*U^Hq6FpnH6z-QyDuW2_z%7UpSa`qJ1bbdbRsDA| zBIFrpPsK4klsR%#74DR37bS8CMt_RlJd3os#)b@sCU{5-NyKbNneqUuDHXekkSzdy z8lQO2?|at3hg(@KRClJlrH$St)fFPw-G}S$xzv*W^(6A~M!}Iyw71oC&vmUe?fKPT zzE2*RK39x_b*%k>%kjK5j6Fmh)OE(ZMQq@s-b(&4F0JcqhL?B|aOgr<-OhL*;_@F9 z7$v!0iqMd!RbwQw-2hz9auKs4dk8rUDbD&3zb;%jbRGPD1v^MJB~uR=UKf8>o%!9Ca<-bVd-0-C(atfx(r+3l%jr{v^v%*%<6AeYU66RCs%flZxf#pXHx;^{@vA=$s q1l!9L#f|;B>z~j5|9DB<0TKBz&ZpcjN!*XXA315o>p7BlpZ!0ddhYlD literal 0 HcmV?d00001 diff --git a/zusammenfassung/zusammenfassung.md b/zusammenfassung/zusammenfassung.md index eaa3dfb..f5a05d0 100644 --- a/zusammenfassung/zusammenfassung.md +++ b/zusammenfassung/zusammenfassung.md @@ -184,4 +184,9 @@ $$ |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)| |Stochastisches Gradientverfahren (SGD)|
  • Iteratives Optimierungsverfahren
    • Parameter verändern
    • Minimum der Verlustfunktion finden
  • SGDClassifier in Scikit-Learn
    • Lineare Support Vector Machine (SVM)
    • Logistic Regression
  • Eingesetzt in…
    • Machine Learning
    • Deep Learning
    • Reinforcement Learning
| +|Konfusionsmatrix|Die Konfusionsmatrix zeigt die Verteilung korrekter und falscher Vorhersagen, enthält jedoch keine Trainingsparameter wie die Lernrate. ![Konfusionsmatrix](bilder/konfusionsmatrix.png)| +|Precision (Relevanz)|Gibt den Anteil der korrekt als positiv klassifizierten Ergebnisse an der Gesamtheit der als positiv klassifizierten Ergebnisse an $ precision = \frac{tp}{tp+fp} $| +|Recall (Sensivität)|Gibt die Wahrscheinlichkeit an, mit der ein positives Objekt korrekt als positiv klassifiziert wird. $ recall = \frac{tp}{tp+fn} $| +|F1|Der F1-Wert ist der harmonische Mittelwert (eine Art Durchschnitt) von Precision und Recall. Dieser Messwert gleicht die Bedeutung von Precision und Recall aus und ist für Datasets mit unausgeglichenen Klassen besser geeignet als die Genauigkeit. | +||| ## Unsupervised Learning Clustering \ No newline at end of file