From 678434abdf092fcf7656126b784672d25851d023 Mon Sep 17 00:00:00 2001 From: Claudio Maggioni Date: Wed, 25 Oct 2023 15:42:58 +0200 Subject: [PATCH] done part 4 --- out/doc2vec_plot.png | Bin 0 -> 91209 bytes out/doc2vec_prec_recall.txt | 2 ++ out/freq_prec_recall.txt | 2 ++ out/lsi_plot.png | Bin 0 -> 84009 bytes out/lsi_prec_recall.txt | 2 ++ out/tfidf_prec_recall.txt | 2 ++ prec-recall.py | 49 ++++++++++++++++++++---------------- 7 files changed, 36 insertions(+), 21 deletions(-) create mode 100644 out/doc2vec_plot.png create mode 100644 out/doc2vec_prec_recall.txt create mode 100644 out/freq_prec_recall.txt create mode 100644 out/lsi_plot.png create mode 100644 out/lsi_prec_recall.txt create mode 100644 out/tfidf_prec_recall.txt diff --git a/out/doc2vec_plot.png b/out/doc2vec_plot.png new file mode 100644 index 0000000000000000000000000000000000000000..34a1ccd1c54b444b4eb6167defb38b4d782494d1 GIT binary patch literal 91209 zcmeFaXH=Evx;9E;jIk&7iVakd5=BJ1T_>nWmmZ}_S9-^&(O3|j3J3^T=r!~X8X~EnwRtXsgw#s7`zAy(*nsUD zHa5nQg9^5fdm0=Z-CCP-Ke6 zaymm+VUG*O?&Wh`wM?=j8GqpUnB^FE)Q``Oi0O96$Y!f4j-H@n8Ot@mv%Dzucsz%V0f6f1Bmu zEA;385h;t!`3#&#b5otCQp?K97TB+0V|%9+aOUZu*n|YS&>7V)@9;wM&bc)rHhqty z)KlbM9|m%sIppW(H}L7x{a5F?I-au4i2U=TMa3V}&&HfLx3+HEl=ThUfv7dtp9TbQ zXe3`e$W(ZC!`~`4NURBR>Zdg=$dj*%=>uh@EJ*Q8fW(F)=%@=}K;b~t| z&*^i8{qqOAJYzHH)m~CkGFNOF8{0=St3lT9K3U3adE#Fn`@2oQ>(+h4_9Ej0>xXxZ z|MMPv`5895o+2-SuEvZsDGwel2M33-v9VB>ndwy9Pv;LVU5xk2TlIx4To$wV@Ynpx zC=IpaZtRuMj^4KHdAr+byfe5q-7c=HIyzd~ldn~+DKs>6tZE;Ab9(((X3^r+nBh>^ z*r>UFpYfUI99PAllWWDtS{~HK8$58HnX++Rv-?n)tA1S6*_b~KwPa*ue!FqQC%W{p z@blBYBKhUz@|v2OhSgEN_)gd3#`WuAP7@>RB%RZ7(V_Kyz>Fp3k9E)6Ey~Ku3C1;LhCyR(#Xc*SFMsa3UdXUAOp)%^v**tfZ2C3hN`9R) zZ)mVovOCaIvmov2TsF2BbMm8}d|_MfUS1sPkX?KI>E+9pc?#!z`>o~JfbP_%+)cuX z2|D@9baiwtjP%sRp5(?#-U8`eWksvuDrf(O?VZS5_)UMMVt^ z49JX@ z*6+Wc$#R|=!Y{V&zw4>xtkUE%lTj6^mOIdk_sbLfXNv_L`fWjNnoV?p`>tSG&!wd@ zG7@6}+)5E48%3@2@Qj#y?FMvE*ScbI*~_t3@c^C-Ol<&ZN67q8oUrnSI*IB%O6-)-vh`p3)jqz)ar zA|@ubV$&v<>O$XHj(>TAA5VOTjGsbHtZr*Z$Jy7}`OBXlcdL5HB_DsO`B-JRa)0KK z!J6yb3L#H4GwcmsKRL(>l)+x+ik)z}QqPvhUiw8!xEKBBpMSRW_eXDXnUux-cXvHC z&39)ExB0@S53i_1YT9=OI`%Ha-B`Nn>)jaZbN;^O)vcBCZ=M|;uF>}oz4-o5R-_hw zXma9fjk106u|f)eRUba7v1>m5Lm-$~`i2myT1F>Ry+n?Flt(~1-?N);iva+&* zPWf1CjW1ZdSaD*ccQC$q`zh}WFD`#$SJilb+i`_xO>tonkuX#dyQ)6PgG#J=eSfFz zT3T8)Z{J=(HCu-@JjbSfMlU5LYlh38(*>L7&8?NYI2d^HOl%|_9i7C9mf?vR|D8g) zw%sXnKK38@(f~Hg^wuUwCnhEuHl$j4VCV5GXV?$7ynnw1y;U((?$x5r-g^zU-hO4C z>yOLQF^o2A%3Scn4|%cCZ{MD+sjcn8VpMD|@g44t&T8vgV;b$#^itRPy75xE4iWpI z3n|ITJGXB?<|Aar*YUn3w5~q|-E_FK{P^J;ODg-bW}^JW9SlFddueB0pEWh&gVHnn zF?*@LigUL^Np|+(#q0M~u$o-VJlbXjEu z=E#w2JgaV_L!MXc9~m4pvkulSa!pR&PbJ?@awpr^^)F)80Y7g6{k!8Mz2TdjM-S?k z`XzAJp_^d!MBLpdYFO$gUYlg*pX0VEIzE0cL+D#iyb9jK0RO-YIOVg?s}7gp5t_v= zZr_o2e_L&eg?>=%$B!4OI7F%@Fdsa4fV=MzuAS_YYO_sHP_VRal3&<)GMU|JNS1ot ziThhw6*-c_>*}3LU*+U*^YWgGR7+C2xs0==r-w&bx!OUZPYvBDTt4`;)QJIf#o4JVtjmq4@VpqqxdK)}Qf(5?58i~Wx;qC3#=s4yV zFYW}MNM87*F};|>y{*%G51+b1PG_9Zw2vik)5OV>Co9mFhQ_<2!?CdzEM1z!J=2%g zU-8Ge!x>|3K4A)>Oe!8Dy>;CWWF+oeZoBviZ{+6YmY$Kp$vApz#qK0KJ3HO3IIPn! zmAIhH(GLs5d#|6{DJG_lrS$-p6tvb`R#w)qHa@hzzP_ceFG@AR5EajvsUz+qfFC<| z?%b_gxAy3_Hi|`IaU~d4pGG4wx3N*iLbjZqw2O1|iOa$Ri;UGREO_%~clqeHty_o6 zr1`ldBpQufiXQFOvy+o!qOI^@^}2J(AMqu$ukk=qGNK*Z^+Du!p)6DJh$jBF;Wtu#!9P%^TU5FJFpSwB1o$ze_nv z0euH0GXz)7#lut7<*1%wel$9BJnYtLe!kh zu8O2jiN|92{?FgM^e$`RI{C9EW3f0|@t{$l)$!+Bq;IQHAC%>LQf4-CqYQc4ZSCUgruLUCV#(3KJlE8~r-`NEwfW+pAr ziwn?tWhAHKgHC!491vT;Hk!2gOY37lkmLScpv#!AT$Atfiq0ANt~85>)2%jpqBvTN zvb3Cr-SO-r08Bf7TdnzewU*aQ>MY}Alu_$Yic}57N=MBo1ECPqFWHbWSR$&Dn1ttppE|m570;Oy zCw?z0FR#pWau77FKPx#i8HcM6MAOk*z;1R6OV^!SaVTfK*`xLjJo*JomMCEXQxR~Q z8m>ljl@Iz6Z(n@t=FK-buIr0mj9UvgEM+hl#01(({i6YDA1_0ASjjE%% znzFK%Y?6pjiPPgkS!>R9^R(Qi<1moFBSAZN$yC3~O!@ol8^frs1yxo1%Fm+n7+;Tf z80nE!SAXp2h@~2471n|EiD{e{d)cFmc7fDF9%`RWzv|gGH=O-Gld?!m5C;5=ri6Xmc6x#s6vY9 zm2_WAB_@iv_qqoFPAIMBQ-6)!O;5ivLPZ{RN1*?G9o;jqgSKw;r?3lep0yWr`$$A`*g1T8yWi;nbmcZXw9N-?pu zR;*qf+*uyn6yt2|uRnkOe8alL$SYT_#JkKmgCX(NWtvGzOP42KYF@E&WgyCVM@6W- z(l@MA+m79Njb%4nE+d(bjXIh3vZ+an?p=L~MPyg0uc-3Vr%wk42Mb5mv={sAKq2aF z%usu<{ZtvMjKySZ{_j6++iUyrm!rpyg`IzOtE(*V_88}Ndguw&n(|nbE7z_KUB#>V zsCwQDr}J#KPhREbu4mpE9UZ;GPCg<)`EOVeYi}&wv@c2{&AQY?JwoOZ^{2SI4D4C z1&clR#Oc!|6;-&giy1lKgXTS~f!4z7&!0cv4V++6hYEi|Y`o)nTQ@k~I(ByUHY0Sz zZGh&5Bc{=!xcSe~HJw8^#1JK_!_k0w@fE950(8znYpWn}qG zPEOugt!ewx(f9uSb1QZ!6+IHRXxmt4KQqO0#mnf5jzm~?R~26XTRyi&C`$h6q2KO+ zm_2F*&pQSs#+C74``YX0)|h1sd&q{$ac(-v72O0_r#Un`SZ7h>u=t?*_H_MuzugZ zeL47)Ma|rr>B;w*Or}X4_9*iXIKrFyRU0>&oY-UC-)OSt`nkPERYi|}K6jcOK@wr2PFBZ;|IX{b$& zYkvOa@>nX}y#Dq0ZAK36J6%4Y!8%m6J;o*`t|1{ivwx20caPAqDm~>ZQb`YPQFCLI z6N=3pH;M7QpYO~_vK&}_g2XTlPwWXg?Q4kZGp>vji<)5vx03S@by65{-9rto7vA+E-|nCD})vv%Wsq+S)n? z)z#D^S|hEh%P)B&1*u^n)^%4mZsa>TO7?zNa%eT&<)Lu+ol>3+T?O#fz3KTJ#Wj z2^U*zf)3wiKExs!qRpRo)op;N2)$Z9mDnTbpAUhI)ipE(&09`{d!@2IjDBiHg_6&{ zzPQ)~tyK=-u~_@|-MdOyeUW;1gn%HipvQZYnu<)C90y&$U$P+tl`RZxr_Gw5pZ~Y( z*SR4Tp~F-Tb(Tl!^|l>@J`$!Fz8y6yd^afG+2XRL3l=alGMo}kS}i5t*3?jQZ0kmM zQq$?A&wy13 zPyC#e@$t`vDtyh2fzqo}Qd0|xi%(Ife=KYf(f2BATd#w|$lGB1lReM=n=-&%g^BHH}y>&|t^3AOkT<5J$VV~LMvc|KQO7h@inlz*; z)+L(AyRH+g2s*W%zAbZI+j+`+Z%TKwm9=%%;icj_nS8R(u8pyu1~saQ(~oR4Ds!C} ztt!2r&MbGbAGC z-WVDvXR1^pRec`X)f3i!gu+|KbeSRG< zT!6Qozv1jwyXq(nf~zQN&j4_{fXs^qcek{yn{1favU|5Iaj-jg_PQ)#7YhM~2FrS* z{=Il~y|e=)VFd_!>~<|b4T_6k`#h>m7rn82|y3MvziHpih%(E9gw@;pgKfme#cZ($+%%ADOnQ}lk!t*eQIfMyFik8 zs?4Aozya$+oA!qKhK7V+UVclZ$+4-?Ijg>wRm?wK-%|%U7+ts$-QV5YI}FvS@zbYG zc9%}pxXwNBa@$v|z4!DIm*`3MfZ$-G>B%u~F}qmBpO*t!fFT<~L$ax_28;ln5SF+h zyaQ-o5z-c^rNsagrQ$60yDtr}r35d&J7DtmkApzqc|(ipN!+lS8n+5J`R1E%h~kwz z7S=WubsYVJcG`;G2EeO&qg*an|k`Ea`9?(3pwl-Gxwo;UOXr|MIURU@r*LCY89FvLPK!!Yv zCs{PSAIdPmlCD)h$m(JAP!Pp3jg4^+r>5@t`9=9VkLNpXga8c|N(vxTAx`hqtH1sV zaU2`)ayB+LR={JK0xtEs(&a$h$i>A4kW;vN0_**_S^B4AL97mKH*vkF#)}V73ky8? zU1Y*{*g80Lg+E24-Oe*yDY6WTTP0{25qTv^JlVaT zzq1SI-2q{I_WSQY_=?%d5r_vacK7fI0??d{+>Om))!(QA`>FzvGFBsV3c$UqJlJjP z)~%M~Lk7Kgo`fy3U)POIOmvfOeCJLDU_>aSXhE|^^@9fwk_$0CHIblS%5DWxfKH=? z64GzjGd(>Gk)i_aZy0E&&0cr{vc%4P`;>04=C49C9DaXelb*MrZ{=Hy4<9}}tJZSS zz?Kby1|6JzV`;a$vZgE)7&}de;jTb3*q|1Qn78~+Yw^wV&Ve^21^)HQ| zA9JmU(LQccpDYU^TtVyy@1pKDXsw-d=MAw2eAcdxH_xe3O8`vsbRRo*%n+d8eyr6~ zAmezNW#==HLoRXgDZgCvaLA(_Zj#fl0~il1Cr2+4_)<-?j#Tk0Pl(1Q#+B=RKM4wy zUfENRrW}r6?W&0jMk{!ZdQI{WB=$Y}gZuD^(7lwQ1t*-#{vLo$O4O#W0!$<#^N0JD zZgJ;jxuiu$c8Fs9+YV@xE5WsHr>ubG2*N&P>Q^Q!b6xUK`2K$ zqRzmVDm<&8a!R>Oe!8&?klCpxDb>yw;Sm~DMZAG8U0WQGV~Ix2TD4?_LF{m|=2(x6sz^i&n)YBvgV?S0)%K z)5piHFN4?_`o|xC@O0bsyp_e8Re*xj+S?n6>XUyy<^p^WZuR6psP16TghQWW#jkJz zik$UvAdA4cs=|sePiT^t5f21a3zPAe2-D0+rD_a?s&)TJy)CQ3rV>k$RyAp-kfDRH z0(?rn_#hBgMW{RnDGLGTuY)iWjZY&rK*Xx6!%N>!7VKgOzEgYZVlErj)wsC0>q|C< zkt#^&H9S1LGGWP*B~?I}@mPeg0gq#il!I2IH|bZYq*{h{RfImr3-0{+=QD?|FB(%5 zP))Py4ua%E^^oo<SxJs0w`R$VT18-x&?!FH1y9XbhS>%$5nu{TS0Cu z)|x|71kwcHIR+QVQz7R3QE^tig^1I*WujKp4*koBTN4Jko4x+o@ zqsZH%z4jTlIm2Mvd*Suwj88f17c5v%mTJ{K1XLadKaFYXXs3tnA%R8YMt*Jp$#jGP}qpsOlSEu&={rhpK@hjJ?3BgZQFKXyN3bOdn+uPeQ|fr98-X_39k^(QnSuRETnm*Zh1yIZ7QFgLg}uCwhfIf()_# z4e{&_E}dtm^YY4Ey3?@x%mlZIW!+gXbXv=0D#3YrtlhD{+cbTkU>Dsi)DQ59&u*Td z#=)ht$_N|Vf$2XkSu=kq`bO+>=FGGM=l1PDg(oguy0i|;-{jO(B_8D!_I1)grslqf%5>)TD&7{fCR9bk#&kRH-P*?vE?qcU z`c+9q$bs9yz`(vcGRYF*0$A3e2d{pw`o}N7qSYz9KAhcj5j7$My@L!zsfRnCLLl3h z%h@t`2v08l!kew6l9dni&OHZ92<{kjdc2$8eV6iS_(@MSoyS_Qu&?^)|8iO1i#c}# z&(40L#nHGsXSRKu|;$zZ|+;S+W2Y=gq1jz zYcYbI73@FwizJzcOrM=fT=vXk*|X1~?*mKze&rum)g6kp;@zJAdaTu~D~UgiyS1m3 z$-~{!x}#<#cgGgkzHGK^02oHt=5xjGxID&sv9q`Lj?P6-0r6h_))r5=Z#GRXwz;SN zR(^1ULoC1SQRdTb7hg|~m1Zoz$Awj%CR>89Y}|}jn_dp&8;k}XhDQz4>K^(N5jDtl ztA}2ja{}e9x_uPOF~8jU@ZrO{F=zWmoBR9ygQr^EVbU+&B%!`keCXbWjT@;xqth6n z-pmz`S2rjNxCzJM%ZNc4tR^p4R?@s z1Cld4p1ZBU76yDW1V8#a_wSGdvPW!e_vXxIAH+77&7?lD*mZ+juy><}Gw&9yiSEj9Pq;pWB+xoY zsHF1y{o-{2q=7}OUcWvZOoD#jpST(*9(hk#fr3DjqJD#~U!Ng01L#&rf7~B6iy3d#twenSZI&B?#`VSP^{mY5 z`%I&4luZ2<*?;=!DJpuwt5-)MsL;v;3yj1b`|Y>ixVX6sHrUwOj%o}e{nNLRipPsN zeCdgp`tL^$xyq z*v-(WDCYyAw;T9h78Q5+!)<1~|)h&YqC2(jQbe6s*J*PWANgS5mIGk~x2arcN7 z0D$ea?m0_PpBWD^2BNGY@J|^iNy7P83qU-*Cazz<-UTzdEUC#k92!CX&x_#B6>$G` zT1u+Sp+6%SQd9Tqr-wmZ9zp4g*DGE(Sh&z;4?;BL0uoD$*32OPeAo8vIXpIC;|e>QV*L3IuJaKnVBMHElw!bkkZk_6u0K*EzOHNMt^_@hw~O zQaOI#-OJp}grb6Hm3xEv?XII*N^3hAlj0~tAI&ZS@_C z-CtQWG&sT392=N;kK6*>333A?lYk+!tE#GgcXbs^B0c1u4kDSkKQGE&BW@r6zNg0+ za_=LnM#sTZ&G(P9@76-yDd|AyZOk56W7b0eS|h!ioT=?6AN^9v!g4Tp2<^y`H=jg# zMPH!vHOxDZnc4^PX0+f*y9zbhZd116T#LUGT9o}WdV;>#r@xjfwd$8VhV%{L7_WE? z;Xv2po17}bpqE^)u0weIgq7e`R~4mU^!DxBHGo2Rha3_;dDN3%hxtMdUW+o9 zr7a1{zHgk>ZsDDfZRx_kyMJcIU0qf%)_&f9o*SxJC-BJ3tLS5z97Z36wyj+-zE8jR6H<4wT zULCDfP2L_74$z39KN~_dzvb$h(VYl57!Q{$JO&Db3JUkAkYc22rD2v@X?|R(L^ud! zDA0s`tGjZ%~*bPHn5Z=G(Bv@dT04+MPtXkFJS zQTA){K-!Adq6inOXKFCP*;lSw6$H{T*bZwMGD`>$Q?b1YuaN(G_&%BRrq~09Fpi-c zDO|kxhn&28e`+M4c7jP=m0<*yI{g+XuTE8A-{aBoaT0D3Lc51u0pTSO#7u?vjoE-|)Zw zTF>eM6*aZG3pBlYYE-*QYgN9qon3|*!7VI`K!BSIP&Lq!KR5}m0*De%`zNNHuG{=> zJgK1nH&0JbBnF1zG!lUDy3z?XGY^T^e-U6y4oUu_z^b#_p*11&cmd2t1f?3QBLHrQ zcPpTe!pW0&NXAsoJ!fXd-|58T`d=~h8(bQVM$-( zOny~(qe4vP`t_xoqQ-~2jgWl+Ki2eUM*5vK zPvG;ACKg>}oaf`oZe5kO7A={?63wx){vG~~&rp)XQS($G1^{D)VQV=d5gn$LmB|r` z?hE=%&v&H1DVp>P>_zA?pEUS`*_SPQMhzV51w%>Sg)=_HzrkByPa0)#Q%>?T>{ zRhkqIDUDJmzM?kV*h&2Jh+XX1a)pxbuAawGUoiBR<$A)wO~`=j+l zV${q;(@YCO6A-i%5ox7|NVXV?^)7C1DgN}2R}iHM#7fhxGesN#&M^=EO$OR@8P>y4 zm73XXhR3F~;rTNPt|G6-tC@Zl+r1hRdkAD*{V-ZfxII8?QsiktSO5grF*Z7Sf(b=( z@1+k%=yr|6IVJc*-hq73$rSA-2zj*`4oT=nfe5U~1BYV|dqP8b4sz6m$f0VAc_7U2 zNYGX$Ytq>3X|yqmGZw zl0y6ko9&CYA}NJwtsy73q&{#FUuiU!XzXjg+OaW`qH+*B3C}m$HZLZL8s^7ukS8Nx z152gG#IwKz6q7HWBd-Q5O&Pj)Jj}PWzJ3Tx*n6HxZVW+&Q*%cG+6WJ^_K$N{3ACU} z7~oF|UL+RF1xg{@b`qMeJk;4rTsu!UIkvRrP<<$Vib@O4JsstCkV)}-%3ol)QfM7L zA>f-i-(yn`-u<<&m)INnbNIRJ>tU)1Vf##K1HjZy!?M0_sh#o>r6v@DJ*`kwMm)$p zycy1Eh@{}^Wn{!YU4xrK@-hXs!=p0`hCfkOW!?UZPXI=V)EZ$oqVOpM+2aY5;9r5L zjW{3$y&Gh#a~_CV6?!8?-&W!q{^ZGKO3+~GajPZvY@A>hv;70k9weQeW@cu{$G~%u zQ;pMeCFTY|*GZugbc@(2^P`%YW(=^UDtHg1Qj;8sO{CD@m@(WH9xcU0bqax`90t9O zBt|6b`%?JX*e=@epvTV@|AB36$CfPzLF{h1xs?tlU75{dA9%?)eVS4uiiyT5;rdoh zx4WyCS&DZu_sA_n&E!_ok9J&G`fHXpV7Y3{`QNZ+7TWJ*`*$bJ^;Vh(k^J`S-_j5M8-e5N@Bd%Th9}Fw{LqOx zYYD=2g}uOOIXnPFRojg=fuQbEipZ;$m|kp}mGyV-TIGp0^uF7#n7yU& zS{K;=ZfA&34~5qL;L^iP3Lc@<4fwILhDB1+(!#MTY5OVqf{H;3pPkm2fcS$qU-8pV z=PLa`kipbU6q7(E!GAN_FX6rFmwtIKgl`2o54vaw!%1J#6}>C?p*QoMnG=PWB_XXn zNJ~qrOoWr(uGTbT^>=!ARL!Ia#Q|WD1_UUPD?V5xAY%LRiQ-1gA(+(0GZ5v-j}eFd z3HCB!=8E|Glg(e}_?JEj_{*X;O*eTTZ}*eP@Kl5H*d_EWb6IJtv4fC@x^iG#xRxa-uUzTN51Yx602gRLhBjs;bq zyI82{A$Gr%CtoD|VAWn5lsEC|(PsD?a`(3$t%%c?f!62U3V%0DEh$P}UA?8VGZY1@ z3)u!lkCo4!eFR`v z5|=;I2mKK2#R$RQnnX^9)A-PvnQ4~f6s&vUs*FmAEER~V(hY*nfzV(TssSehg__>2 zz=L-epbsF;DI__HH4-3q-dp}d54@RA=G5hO{#m1;RLB3gArRlRcAp%oN6hHj zb{W42c&`kE2WaL;1=8t0a_EqZszzuKHIWC&a3kc0YZAvG|968%k?XS;TDdE`xGENd zEF~C$Dl$fDjqDNk90sLeFrzdx!cgc)Plq{J2|^QzN*D?)iy45x0?Ml363ZN36HcdHem557?f{UJ~wd+I21y(7ZMTRpnQ}@0LZEYw&r9Yl3D>B zU>Mt_3!I$_II%AXFoM-is5C8q{WCAM*(^{!?ID*~7CjKD6l=!Fl0KH5!i*X2G5JRv z23Q4#4XG6Dr!4koAs^P*0}c{>!5+)+Z8^Lb3{Et$v$ZvFspRCDzx{M3l&b(plNrNR zYRmvUzS&3->e6t%MX3QElN72ku9ITqjPcQCH%e+|z*YdFxc8yCxe^f=@uAm;nE{tC zv&BhbbAr0SBHxkQoRE}MO(9?CPIx#+;rdkim}Q1y1?T7F97BVQ51Vey*}R+7_{bm3Wq07o-F?z~F9T1b>dsn$A``_hh5H1)?o34>Hc^U(|lhCzm`6VugHq!mys??6w4wOH)(;92o46KsrNXJ z9z9B_dIXCET{P`lSE63Rpc7iAR`6X4_lJg_m0V~&#n4ur$Oz|5hdC!dA_DjrI| zPh25FEu0N!pGhF>f+(LH5FO01>!Kr+0tGC1^xn>tq$R9Oa(=Ng1!0VeChmq|K@)i6 zP_AN41Ynq9ixm&^4EYGWjx$F<4NY`)9IS>&k2IJAqiJ8K?8JUqP?M&srI{yK zH!!ILZDFt!U5#19nS-n^kvR|+o!U|iL@1jy8ViM+q-YeVGYNp;!x&(p5@9`dcS9&P zIQ6v@(``Z!)^`E>I>D)-bOatV4FLF*GNMuC$r&R11pSDlG;bj@zt%lnm|$e>{T@&Z zi$oIzk218lZM!JBjkHUlLN%BbLI6~~>2aH+AxuP?X{A7IKSx?jljFWAKq#yVuJAqc z=H1v(2bPh?`_J=VGj9j~%3Ugwg|X*3y9-}-_UY|tlKD)$*0wc{TXZiP%%X%DMhRv! z>?Vl3v@QE61fS?I-nbh60Zk7PjbWPd6gm&q)C=E4Ivk&+sG67(5_u3Q!Xd^JWre7Z zR7>%SAAfuTfk@vl8x01uq6#QE3Pg(13B==q>`}@Up{{u7rYIslNT0c`y@Un38r$4k z!pT0-1jZQoy5uRDi)rEKE8zym@hn7K5QCKGwY3ErR%d2r3U68gPlWI5%-Pa44)bg( zZ7mgoe#|(VKOQ#LQ8#yda`18bf22fyBg>a9+ltW-G{959nzs{;Yn~A;z-Ctfe6|{B zVUQC7Ze0f9kpcu8#qBE`m!x9OjGilqKPgyJ3`UB!7V^1WZ=T;El@j;)0yHSfkr1B* zs$a<^cZB9=$c=_Dpb1kuw$=rTxN7```*$}8KZDh$NOm9OQ1oxF&}fMKc?j@;C{^Q^ z$XugfB`zg3d{E$*7i?tdXTj+6fU>MSgRa%~wh9`e)ku#D`W9ENJvtMt(2UvXR`48e z#Nf#SfJJA32?8qPxUInm)Ej}AkhMZ8X_^Qoe=qm^19vv-D{rba5Rokw<&ker9IQ;w z-b3G>j(WAw{z474>woKNdj?PK7Zo*venTvhXo|j{-7#EqIVz;F$0lL(BdDtiSn8Dk zFvEQfYD7LcLQ#7SYhnWt732o0=T(jGxa)+wc@k#g8OoSIah+umXkr{xoGD3zCpJ59 z^X|p3l%kFtfnHn=m6~uDdF`KhX6)npc*$rO$03-;Cdn6}_o2TB2S%bwWT4Ri$=4X` zKefSf07ff};RU`Su_Zr0zosf2yAKiXC(zc&X+UqR24&OLw`pbsP~Re*88j3eF$8^F zHN!pu;Ke~X7aQ~5#@moa4=(-oz%=8;iF*KuXh^Mn)1_0^!n0UCdCNazopDZWLa-ow zbyySMrF?Tw{Og{kpZx#z2&qx!n6o^fGDoAj-PQ`wuxV-HX*2+g_{}8cw4$|vKutyN z8<2up4+uLLk%6f@XbwA3pw$;KP+DC4n+`iM2Nd9fKM%6 zyXOe*IvmG&QW)g$a~#OO!k!~}?BI7SN-*HB5Wnv;%EBF)saZKRdlT`0THFFEzT@1k zC1*aaWzOBQef2zk;kvYTBY()*6%~%Kjg6Tv#!Ghz zxn<|(20ytm;Gb)SYkc`?5rjhediRYbXXoQpz3fq3>qRc)up0K-InCp(6<1egmb4mW z!FQrrL2_A>%%ZWejIbp1>>yBYKm9lavV8$`D-^qOp(aOd4~RypaQfm62cgr&BI$tY zVz!|Uqb~?U!EoiZv9TeHPZNCIP3p0Z;Iv@95nv3Q3`#U(Lw{^|?-_vV-cbhX{PSUU9b`e7W8iRXK9BZm1o!k#8kwT34AP7m*n2biI zqp))Opy@bvrbTlstN7F}RF+(syO0Pa#!?wfKc^8DIwt}`9R{W*DDg>k3^OtYGfLTj|4;-C9pcQ1Tp=L?} zhf&-D36D6jKD}aZI&A?WrC^dqma~Sm2ahaNLk>D80O+j@kYN}>OUlRDe|oi=B8%aP zSgkv7as)*kK{yONrqCj2){3w$I3#I6MtCqvR@A)cEt{NJz7$fVq#YDan{?|M4Lssv zD-nz}()1;IwgDD94Yf5ou{7cw5ml^>(Y^t7QjL5=D0t-v&J_>f4us;^kaeQg5pd)p zz8wI-cl!8p9<7yOd`b#SUY)lzv)T4ImKb1(5fnKPrYZzu6|q3oHyUA55vwlf#ft+Z z*3~7MDdW}2I8gU3%_>JF%~Ruf|M`dov0s)w;MZMHYDUi+|Jhn6*N5OJ6DA4NV|ONV z>-zQUoiJv~3_!f|)T5sd`s_22!)tLe&=1N%Ht-C2NQQzJOG##c5jqNk&Vl$GhU72+ znx_d0KK10y^XAQCl+D}Z_=KjYKq<&^g}K z5)>;{*kwwP!#EhYJ(Zt{DnS$s7EywkMxUXU#JNUb+Ndj~-LD+XgMzP&GCWGF)`FFo z(~xD7gA)F85<;V-+>%d2$B=G2~8BU?HF_5Ex!~H7}$yVu}Zjb91OxoId?ZYYyL?f!M+2G6)3wmY9W+<>`4GHtOCD4 zZ)Yk*stVHHrKm6P&T<*Crvzs3yH#j`R*0t#cf2`Fu5yZuy?rVg69)s6aHQ{&m!xAdmG6=#Oo<`x=T<{5v&ZdWujp)<`9Ja z2Js6WwDn9t4CmX9JEbe0cv;yrUqQ&LU~=l5C-uvkLb77WTn z(1K)OjP@Gh?h%=1-o1bS6taA);UW}qJzHmoIu$!OE)<>YZOYOj0hd}CWQdlqXmYsN zGc-&~+M7DpfAP=$Zi~$q+C2`Z7-bIkqJ|@}C(Wd3brNi#ImlAV?vd@bWG%oU#YemH z9|!U@{NQi)eFsfI0C5#>-iJX6PN|1y;GqU(nq4m!%DuEpO>MSJP*N8{7ADCz8DIi~ zbo{ldE?`;qE%%S_>D|G=Q>lOen_%5bS`7n^vmBOS|ET&$3T8gN!Cr;|>tS>nqp^Wj zXkkKy82fM{q6#)94}J@^j5=E&d}$H?nwkV7YDO!-0?{%MfTc}MQQpJ}-5pr@!TZcD ze35I@QPhh$`|$q#OEz;duSV2nrs%jR0iiH_F>XzvTUg_m`xGElivaJzyH3Kw!VNJz zLhXb7LpYLW;OmJzA1`0B8j}0%!*HB>PR5~6_qKV{+hD! z>D}`Vno>H^PoS7iRFoL|5gVZD&q4l%;XT!0vsm2LFm+_V0gN z&CzhSU=o5CvOn)MHkSW0U-768O093Grm=B^@On+A^W>-FI8#GM*hdt1PSmAcq=BeE zaQq1(CUAH;DBwee4H)OPI6s7&$09yu6+&d8q%_8hhTdwsbwd6uQv6*50}?cZ3li*A zVD2E%pI`=5o%AnB=D3VBk*alpffG3@zjdsYSvyiSQ6j4?cIj^j4whXw| zu<$Ff+7*LOZ;aH;P{l(pRe+2^vGa0jL3C6|ceM=mNI|?~8V7oOYnO;_yJmEGZ*xag zqz}bK;FyPk8?8f(1Q!DpzQ`W_*=!IVB3nMr0)nto9Mc;?oEp5(1D?w>d>~}l3(_Uc z_rNhj{3jHpn8MXGUjy9TfkR>xk@U3?^LGjUe?7K)!EtV>VtZt7=6gPT?6>o{sB(&k zeM9v}b!JabPX(YW-EXv(RBWjoU~i`$@0ZRS5hN~($yOQy0Sf0t zPZu9~tF4-Ddnsxp@-vIYt&;|(a7WC5rqBrb%awd7P#&+6tDCm7P3}UFC=VycV56Gb zWM$1hOl#uk8iU2@+D5ka|?#o=d{T_Sp%{WlA-#pZrtP%y5_5ZSkE z$@_`;GhUNmA4e#j+gvf6_Vw|}KTg)9HlaYcB{cIuku|8%4TBaXu*S>}eK~H2ZS**8 z8=x}f*V(wNnJxR~QlRSV*Yx}^1!DHE{xQ?&+y5(TY;^S}7OOhmpd3fc&E1M{3FMj5 z@_iUs1?;^aY|_}Jnd6ASGo4C>1HcA`hKf8d;iBv3f3fUv2pj&LlwYWRp76IQeUBz* zhzygIlvIJ0D8SXVVAjFUtk==V1s)7~S5~+aCY!@BYkKt9u`X2LV*g+1m4E#wcza;_ z#EDa7fe*u_PD*fyoSfItDBLtIimp!~8yv4fpcY?<1iwZxoISt^PtG3eav*ZX z0fT(ph&o(hKlba#PoMIuN5sLh?foGV0Vb;gd>)dx^8+}yL(zfHnQQg~?a{BgBmF%( zy!wN=EbD^p+a?eP59Snc;gx6_?}6Elt&D;viNVIxIPB;QjBU(XiBgfmQx)t!jWR}8 zbm`K4&}YiLARWVygC#;682hI1d`up8HH^fzOq>=$Ru0a*Q2_3CLOxQdc|XSg(C<0$ z>8OBVJ>k2DD$W)vpMaFYVWQJG-bS}hUzS|lD zgXhr%Y_Y$j7CJp(CNtpQ9q%(HI)a?j#po{^;PSkahYXoH8_x!9n%S?HFqJEL*P#Aa zU8xhrQ*vD?vl&wiSJH89IQh-P3ZBN8K5-#rDlndUkCZ}^E$PE^P{QW3yZU#GG8ik# zX99w#3fUFd;}zk`{22)H(+1}Fj|cN{S2Th<0It%>WoRMXg`fB^frZ6ZO&L+rX@G3K zzU}le!L->fMAk8lPzEgp0L_}UFN2Fi>d& z5(WWXC?kxL9Rj3-1M|)WX;Tmw*3F(_FQ933m~JEptBF@b;v)eH9_0TaaGMpb4R6j5 z5HcR!pBfbzM|c@d1|b}PTZoT4K8J5HSbPTBEfxnSC70I=nNqX}a%Ov4*J^Aip|gKt zuzj0OJiM-+@=h6qaU z@UuO{BtZrkM?cMS0%^_wI-UzBBr-W@l7oUL!t&GGp&2+qM4%=I1BWufbhs5_vX708 z`%IRUqfG7vA^^EP$Q*)uNI^qAJ7g6RIekKYDI67M03~BUnMpaKge{u+DJ&#VT?(V) z`r>htB@!%q3MJrOg}`{Ac}#aW;vAtEpVhO2L4xubgbwUA1yANQmgpO_X$vP~a1g<6 zI%5yP{TNExz+xp24_X}!2S!ifSy5Ps21DT|Fau~Z29$`7`Xj5RJCoYYpI`bH%;rZP zlSu`GWq#rgH2Mc}x093eRedHrRN{vuogtp7>G>BZC*= zL$3{PoV(CGao$e(HaD^JrVzR0A$=5A{|o754~C?HBX!K!=>Q4Hg1?j;YJwUA4)}xy za0;DqY>49XV~YjEvNSN12n1nN+4T2W2FdCgNj|0-&UC`*{K0WuP9(!{dx&BF`s=S~ zX$qE>mQfQ3%jYfrs!cClQ+?>JOZcSbL-<)ZoGqF`{-jEDA~r1-i*? zhi_Phu1%5!n3w8rZ&bM8(N-GWes!Ktzz=&7(INwc2E9fGM@II|I0oys4PJG1Jr&gM zi5YkZ%w{E5h*08L=_M1HxKKdtSp299WEUUwfH*)d2vZysQ($@{itfr~~=N!;p zp@4e0vdm`&5ZU#%uC5#5DI4*-SidyhN{M#l8qJ0=k8w$vTw5vz3ANS}Mx8lDJx~L^ zqA~4x99dUyfgpgJm8)0ld*H~Z4$R2f^i%_Efeh0rb;TygozvlYV}VWkH=HmvvroD4=DTZ-mZF+61O z54=_{oqIsr7NHjy;rOG*>*gU)J*WFKjy6rr?fv^!3RRE-%A`;ZcjAr zTfI@DCo~;B`td!)w)^CIU{KiGguns?jp#&3n%jaciZeD(-qpT{JRZ^=PY{o$CQWt# zDV9`7=~P%NF-WYWR(-#eJp$=n8VCZ~A(o|>fsY*u%1duVrw$_h6&?fMRh`aYL!H5i zn@sz(^0dSw~M8*#d^Oohx0LK z;{oqzoE|eyOn^ZW0FW8ksYT^;=G3a@ksJMNdGg4uQy`2+cWKe0#1O~8Bq%>%DX)6+ z84>_EI^p61K)=R)B?&Q7BTb2TBHFYfs2!t>;12F)7lemI`MRY^)Fx-Thp3$#eLL|y(u>$71g^^w=EH5uNbRcIQ z-^Z0iz8@exh;i?PYdH7&?;BYZ$o%}pu0z+l96|NjQ!(m*RuynsvxNf$E}F~+0Lh0Ug3qD| zbcVcuIHQaNZrCX#?$ban)TUqrXTy*P2Ww33&;9Ppi?fO4{qXwNZ}(btDG;s({6!K% z7BS=5@NQjgEttEaJw#>2EN3Um2|{uQ=QsZ5?z*opVf(WRhKUx~|Hw8V^L4zsbnx%A z{OD>N&Gsc?3#nt(&_y`oS!X^E*))GS$7=S~exG&qE^}-XKfHFeyyaAfRw}#ilRJ`f zIsxkZ9p`}MHqV2ag=m3lA`u)g_D@OU^Z!05xZj`&M})vtq1MP;!OqSnBU73s=$HNx z>Q#PqHKkL8{SHs2)jMbHGblSU=ley7!47_KvgRj=1-^D(Ufx6_E9+&`SWl{=rdCt> zy49B_U(UwW=G(|JL}h*1Rj!cf7q*iRJU0*M=_N8`Om_ZCp+&ZSG;#0*%b(VP0*$aXvP)MaL-`WgoHkYbp-tYT(1 zz%}#Nj_ZlKys(^Tri#K{PrKwsVE4~1qP;iCJpu2rni zkYXsESM{#PL0sqN9Z#tfZTV`qMzIuxp&%1Cv|hHEaV= zXJBz$>|g)m?A`^IJab#y#D~n79v;>*2a`QLl_lGF|4o=Ra=xy%MHE66h)6uRN2l@~iM#1}+qf3zHN!T~ zB@~urkR*oHO-cXG8P5qolrN|3GYZnLO`zJ6-j2=0jV=ZrT2wKEd>#!`z=SF&ER+T? zDTh`QahDDcC%BK4@m`(0dmHqn{9tfEvr$AQ3^B`RAV8$Gs#Fyl&S%kR0GjlDlC)Ow zhM^hN@<=lnZ!i}{DK%{W4$O(k!sbbAzUk^pD2_-FY8JJ2Kun2BEq5)QlW zQIt|LgZ7G2Njrl|QX!Q}^?uJg%v$ey*7JGZ=l}WlS!-sf?)$#3>-Rf<=XspRah$JP zTbEt~(3K7(YWAa2R*xS)KGi}W>mitkX%%|BKlteFwbA9Co*luR@5WY#n1r0dpeI2y zz9Fy>=z@s`TC^J_#i435b-SRHb+`0!-K4fW>vF66TQ}{Det$RWx7O1o)Me0x-yP;n zGa1^i;Lw^`+1*BFnR?Xa+}Aj__=u5T=J7%E9KSTY+4cC>qjv8|YpUNBRI|bIFH?6o zPwL}U<9y%dLR^k@=Q90QIyRMuWX(BdOgarCVA0KW+Ww=_B{rkLk<47_bz2=h(eJzX z-uZ=L`PHq@Z~7joH=91PW!4%X3lD1XRY1kOT*cQ`W;iJ=k7cev` zDoU((lt?Hq4EuE*FjxqoUdl7X7njj$#-Wh$*YM8D%%r_x-wa`M0t!5Ujnh)lNw@P< z*$TM6^0y>dr};FZjiSM~UtQc;6@tBqmlF-r(q{Q|9E0MsM*5UI;()-Uu;*nf2?R*+ zSaJ!~iz!JjoA(^CU@%1)NVk&Htx%{NkXMP&=o%);g2}y0Cc|SRDIpeMRJfICAz}$8 z5=Vg=n+hW7-bx7I#j?d%OOPSZoYF?=e~Jeb+uDhfPFfV)wj7qO_VeNR<|2K*L$nZB zPd>3E|8x!23m5;brLMacHl;_ZCSUboeTmUARqt)A1Oz0Y5vVA?Xt}XjI5^Y^l8ged zi>4gW#eF9)U1x}4qgUSiGe(i(pCO2|j(tG3&Sd-?#YF>rc@SMa_(s|A#*eW}mb{K9 zUxiUF_k$jE>Wdzd&Ep3tE-aKXRPVF=j#8W)5+;U7q)3i4rOgYJzmy|p)+Svsf52zR z%EICV{|cxODmYlvTI>?!`H4j`UMdufh)6-2 zbzqXorsjDrK~}5CnT2Ntt|043C@w-gRrl9(gj!}{*9uMd8AUBcq~CPU9!ifVqF?F# zo}*X)!#;G>)lHmorzt$1A=J(W?iD8;9t1)2{x{b+KhBZ+HzLd*L$i$LhF+ncS{3z6 z7-;GeRxITE081;YlR^s9y8UWXl9V}|j3&Uh4IVvJ-2&-S3GJi9=bvYhk8o*&Yr6Mj z?^AOevHQ_S)L*1sM26&?F<0Dr)21VM43jRA$V7AuS_Vy?F%<0})s;TU*<3)amX@aV z((+`f&4p;%XOLv%f@hF)$cn~!{wNUY@chJ%4=1atyt;(Uc&Y;HTA%!5kYESSUA*|v zzSr>))3+4Isa~_&+GRy>k$!sRh>uj9PZh+vWR2&U*z>I0RrS}dJ2bEUbl51jX$i|* zcl@=r4|MPw4<0u!rK#F@RRg4L}!I992tR=HxNCwJq~L0&^RIY87JH{7;1*DjR5{t1?&-#Z_JqPTo~ z4BoJkkkyN=VdDOMpagf&^_!lm^_?R4wnxH+dQ;AgDi_aX%a$deDP3JO+rVHXc0?<#wcvm)76h#3 zP9DwhgFM+JJ$Jrz&)ve2QQF8d`&y9}WD6I0gjfsTO~klTZp6W;0jl5vSFO`F#h1}W z(5%Y!oV<`Lgt=|03&T+y3(~CWe;zuqI>K|b?Sp$SYHKfFna({K3rF&HKE?Y;aUCcU zDdSzdPmH`$M}%*xjzw#fAg0q7i>dhckcl3Og2=ZfmX1nkC6DCobrp}(wj=rWp?O(U= zZX5;~{XNFA<3@@nbdQ7+O})nO2y)|FtVY`v+~?;0_>!>@W|!iNuW*D|i6Xu-iPf372?_-g9D%GW zOZSsWB<1*DP!O$&Oguy9jWu8@YR?Aq#Z;XL zXZ_$BmA}Zbgns9@Y_ow#d=45M^5-=y8xB9@kOUVB5s&t8Sz(vj6P0KslIN_Q7wGMM zl)Om>v2YhQgT>z7APObgjt5e&bf#@2@-jFJ=Y;sh5rL@Z*(5K6m<>l5lM=9^kmxCX zsi5O#`v+=hoSX9f$EsD1O}Yg-A+ZDo(BmKucX%8}*4={b3)d3RU*?kx8a8aUFv1)i zQ|nqXFPO!^gb;?wE&Edlqg*?^I#Tw$E+TI@7{8E|T=rsCA(gkkkw#66aDr$lOH33x zuwns6xTeJ(z*xE-TBa($L`IVJT~3SmS)6F73!Wl^xO9IU_V_50lX70-4)Ql}O3W@V z9<&eS0$@)RUa_A_FjZv6SD$Qh&#+Rbmx1WRln|nIU|ak`<=JzJpwun*3@MWIMFC>1 zY;7+9)e4{>IxQ>C1+r?5{Gfeih0^^-Www1hZF}Ripp}HbGK%pD1#Vh$G6lDmvtbG72-ncU^r(0 z<;giZF_l#rr(`pG)y&(nx2TRdCntV*cz7m}O*6E)If0&7KQcPRe)rAY%bL1gKXGgM zZ!Gj})`!n-i+es}zj5Yqebw$Qtq!4~W5ZqJcAWotLa7}<#l!Ef+<&mjta^)A<1SoT zwq%@i!uPPBL5xGm&zS9eV{KiwuHH?&X;%|RM1dhaZ7Q>8IDd{DKCSAhbE{q|J6GUG zq0dUdlzDB!TNj_&nwksMm)7NJ%k(wLyFhRx6&KAM_b0{4lYH(em1`sTxrkSUmB4vn zRKKp+wRh|GpTL57(pXrer@x7%>GuOgV@dhwQ#-_DP*2#MwGpYoUx&^LDYew;dD%<9ijBTwb3;3OBBM?HBWgAv&Ze+zJ2Pck$Oq4!}`mX z;)6(|HShl0<>%C|+L!F$Y0F4D6v^HoZYTE(BnG){BPYDG; zMx;qyO8A5xpZ8XE%aZB!g@smh(nJbEy?B!KBoo|ZtPX!O&0UnLJ=e!7-4r1x08j=r zq;}KUaClQ{RoQC#j)*v9@j}`rS8*6JOvS5Hdyxw~RJ9HtoBSZrtge5mfjzvKe$n@n zp4bibG07?R2CtZ-(b=`#q~&M6i?KdBGqdK$4yiXLTl-8g(*cDp+FYR}h_CE>4i!ny z&CJXUV#Z9J#Pp*jZa?nWf!tG^=M_#v&yocUb`&T4{RkUKj)hWQUKc;9>1EYRk|#JH zXJj80T(K8nnozSz$R^(CA@f9N953qiIL?`>ACe&IUViMNPzwd1&N>)=1Jp}eM*8=j z7er?rpGBo#i;KH}-2Umo!?1fHMq6#waH69t8xP=emCiM)7DDD}cKaF#8`5WwR9q!4 zO9lunAk1k4;bbl#khCJHQ;H*om$#mz>jIppIay z%880Hsx6AHXSB*tTFr<|%+Oy|cAt-_*ZkUtlWpLfsptXN0r23guet**0B_2usnUud z0v3xXz}k5sF#&QEM?y?kcJC@vAb%+L1-TI+C)>Ga6qaL+kwXb7&d|Y2k{>R!w<>cx z;D6QUEo@Yox^{bcFa*tgK|w*ZXax0zd6oU>bB+3%2Ioy_WcuB#_y=4L^O)iGmbrq{ z&{Ss^94Zcgo$h}0ni9wt{vYL`-PU5#jd9?-%-X|ZO-c&xUo8Y+y%z^nT^0nL;Fb2# z3!}dRh&&{3&4t;~xk`@Zqx@79|}E7=6w25$GgdgT1i zIw>jn2Br;_`hlOQyy)r}5s~XUrlP#zZ$E0K1Px!Xs5<-nz;P3sjOw;HgD*=qd8>lx zs<0dIXqkKS2Aa@@ahq%B15e2~hmj|8Dg7k?gA!>T_%vOgyK)&rAhFe_Dw1x`G*@5( z8P7$G7ll9G2U4xNAxrk$O@nm=MnKiw~t$l#-h}E~`gf zRbdFNiD@#jk~T}V|Ggd%3^=Mz!V?h>F|mAzZUq2KhU|!mN-pOa!ybL&z8rp*-5{hI z_K|RUDKO2{-3OfIrG_l}3UO^^v57!mfCE8>WI5{8(N}&= zXHs-b((faA88yjzQ%|rpku(TJlXFY@hZKGNl!K$-!5x#@jZ9h`qowd-9tnYUY*x)& znE>?LT6$69Sqvb3==b@V{(}+thyxP=UFd^iLPqL`mr+E;xD~&BN?9z7>bop_AuYhO zl%<-!QP=FqW47{B6cJyOM@mP9?Y4$C`)0bLx0laO4khCdV@YD1FU}6)_=%fR_Tht@ zHf+eo3P%iB)=(fy6HGE9%-!_1eNsX)w_1v1it*R*Bdw#0x5t)MNq7=K zM$9^al~%VLj&ZwC_0__SMb`cz78NTt00pI9owggZXy$s1mAHyupt$meus*tpGsA@M z9&QuMZTK+*tZVFhi2{{~F?vm=I+9EII63eZl*Y+6t)5RZf|mcOL)SZ`vEmL5CuP0r z*5pA~N$C4w;vi?_1YBBZPF?`yJ85HWYpaDTAr2bTSrWJFUNz*^o|!zOskTB$rE#q- zO_GR^l{L;SYZCD%5S7@*b65^iSHHPsPLa(TXO()dPv04fdbe}Y(XnwToZeVH=AgBz9s0jt>c@pG;a4gFDQy`ioEz zgpcW`jR0UG$EK8=Ef!R((hr{{53uZU1Bm&o06M}5roak=BD^Hc^Y%|1o?=}MpZ6Sh zD?BnXhli|QcfJPMir{T2gF0mg+=U14y z^3=%QDrEE)+vawyoW1N5@l_J8Ezp~Efg7TWHjVN(l12ThEF(;~ay(n5^CqX1)zHBF z7N$d?Auh@k@;d;hoGASAZHJ(=(B<#kXN9gz@hZI)P@+*=G^eZzpODB!X7QoUL*o`C zStte+hE@Ka=}E#I!0Mv*d7d%r*N+O5AF#T(rQw||BHQ$KuM8@d>I!GRbCQ1cQ=!Xq zU`x|hjLbQTEe|wJN^-55EpjE!LL$EPOPvi9_ql~#39p%)YQ&j!yGia67)iE!OHCh- zv0R)90PX?=l1?*QL@>?KvJkLdW?$Nwx~vjHv~ctwo*5Is#2HNJ(zLwt9_aNqH8rLA z>@Np3w_JH!sDs~JZwB=T#aSeGUTixEf7XqQJmdim7+`f}?X4S|y9S+*k!a9PtOc~C z*by%sF6siO8qaV;=dOO2FJBg0df2I=xMhcr99ZYrc=zM$5lNOkcJ9mnRwYRXPM6Fd zl!+gy$x(uiafxI9W@THyt4u%m>@f2>ruJ~XNUeEHCZLgG z&nk3UcypPWH< zu6Wh!`i*|?C;6(V07CvYfxC*kgZGLa!U>>1d$7{_!Q)>=0Rj9f%Afsu?kxqK%68YF z^BV#|NBaJRTi^WObvFuqgtaCv9{i-_byQEQ>~{U>iGg%@^#X%16EDlDs zii2L6G>Bz+1MlnBIg;WAE>nMJc&4J;g(ax%Z^ZwEJAZcm$(Mc;vp(m!A1w?{0k{vRW@MICHcgB`{PM8BDlhm%Eui3?ice)q`cJcraVx+ZUSGpAd=lD4N8 z>)*R_1QYkhxwUytbHhSAXJ0vz=+rWO<=(wEs2;>G7owpk+}Vv%dO5lQCQ3O)8$}Wo zppGoC?bV^h3>P6&$D}fZ04(E{xw%;^Q7gMId-XaG#c>UPAqNCqQ&|lla#HURqI|ep zf$l9XxWnFxEoS42&Y*;&5kVJ>XN7E7$7WvYB=J89_g26!>0!tr>*$7A16{p;Zl~Px zv>G4wHiJKAfHNM^I_F%Tbnma3?S<= z{{G`X3D2Bd>YFTkaQ}5%sZCQYwaxZJfHmUyp^-M1@lmg-jsxl^K^f;cNbX5?m-(zi)nHvG^-xxUtdzc9yIH80 zCM903*y1^@A+#oUv~5QFTN)aA2gZxfIVaMMm7hIly}t%mhxX+nq!=jyg*`3u*<07> zZQUcc6R9qtS_Y>Z&TfgnvcBNTF;+Gh)in7X@`B+1+%Hi#`1kJ1h>RZB@T3tdAF=!p zke>UwfyuB~BxQdSN-tYHpC!*1`4C&?P<-EC_!I_G2+(D?oln_6m%LFv8jyg}zJHzV zsAcW@MobP~GU^dtIIwSzdnPPy^1WL)Z%9 zz!J>6S5T^ose)!B9G#tXHjj(;nA%FLbY#^zHd8c-|CLxYh*+62h`9#mkyKgsh*Fn! zk91UooX6!0IM@jGV|y(J+)nm~Box%{?51ySY^9bLy_^k8T>MtfpFb}xagHOa2^&}a zmyIIvD7=5XP^juaID^0>S;)pD^|uXPoUgh|k6QX;=ZsJ96@x-f6d_BCL}pqm$IJn; zE>U>F_-L9;U<-8lY@4nYZpYr1H*em2vT=|y)b#CXR}{OZ*W@ktuRyx`q~3mrM$wu2 zrTVABj7Pro8u6(0F%nh5cG>bf!BF}o{}LXqE!sPoeAutwuirs*rl+;y;&On(yCg1x z@YA!{scykJSK3Gp*c0hN0^LGu`U0Q+=}$~8#9rGm0QG%OQqu(5n_7)_fWRXWqw(7( z-edh2=g?kq25!|%fplr1ug%k>2=^q)eN9aezMAfEZwvT-rM3nM9GjXCuEfL$>a4mq zV4r7W4~nPXA@)K1IFt(Putt|@usc^+Ru>di(r(sE<+{gUs~!&%WID)cT-N~@8iYBz)E_ZcM)X4>OOIz>(wi89w?mm=S_pd141 z-p7sqTHy)3swl#iRs4HZm0b~V{iT-(1Q%WMhxaiLz*O!X^eb;m&Bd3J%-xxGLt98q z&92AvocgC%tFPHWaxT)JIdha>GYe`AoGMR}+8ZP6mPSagx%wX;Jy~Pctov<|O48RK z#;w0Pc;(5xUFY0;07Q%1&sTKEWKM@T2mnQ^my=G!u+W7*?%@VVzW{o+hv3fvt(6cO zNqvXv>K2%<0&*bK9ExHL*cskd_!7s1I2FDcG^%qrauE;OUb%r zXD!<}t+`0&l)6Y+=(i`mQu^Zv4??Dx31kftKLl{}K$GQ7>U@UWsqS^tW8c#0oF|fH z;T{MJkp7^sB@op|K(t6x|0Q30Yxc>>Q#kw{9{`Zc)t9 z>odlj;Ff32y?ghZnhUz&Bagaw22k~-LF>_Guy3^WzE>5SZ|P{06q47?EcGt~q7#%h zvT3)MS1y+%u0tI7hf)!JGYi}9Ze6Ph$tUTdebMF}N1KsHx&97}Sqn9fv zbVFbs_c^jY-UqdTK+?#V&T*}s?n(@a=m8QKU+;o5Q4=&++t>I(R-A6!A$$ z0tku>l^xKxv{{m>kN?ym3F;Spg+O5kVf3+T!fX-h!I_s*SGo(tbg@;YYiYnys_dz- zQ;qoZJbu!t_L(TO^A6u+B=u4JP|i@h^Wf&m(xZ2VBtx4P>Yzf+M`>^1qCqxC9LUBL%6q9*Wkl8txG>c^p&=nQkr|b?Lg|HTkqs?U(p-2n5qKFut7}-- z+Xf2qez?8@UXhF}B(MQbBP>5Dz>+b`ffe z9}TvVhkw5>c^4sBrlZ5Llr@6^X*TgE;;XCb^7iilD52|Ns3+pW&vQH{Q<4}2XUzLzu-)HHY?-8V-6iW zf91)7==+O@#>Z7!%nF>TJ4;G9u%R=h`e8)9p6%st0 zFgp`BmgQSs{uq6YRViSwtYFENe1*1u{HNOfVf##+C{%a; z`l`}pM|`|qYSbqx+fH|QU!W*|`R^Yqn+5M)&EP}fE`QNP+^cfzKk^>Z4V zx~c@O`tZU26;Ti^pd?Mw;AJduYUPV?t#0o)6E%l1O+sNPT6TEwGT7H#U5k^BfF+RHIqE5~^Unc3) zPIk+@*7akR=yXHph+vV8i=^nn*4bzPvo0Qobdd^F~v3jQry zj4r;;cbV!Y6!d>>hje zR{VfxYt7R&_A#A7URS_linDv9vjQ`Vvn4BSY!vn0Aq40BQ9H9tWnS@II-S#&i^ux{ z5_(dFGwf)#aaL>Z;_MJXX2D;FV={o3>~u7UqjD+#hZ2Rv0uM-W5IRwD9A)#0=ak7W z|M-?dJOqq~K32So-oIcD3MrJt9u3wZkt~*^bmd>e0Ex($YpdN`m$3i9(+y*4vRKzg z;3Lb_A(zM&Tj>G9-%#h>MC$}+qF%R{B8JuB2ZSN1&yF2CoNST1s54kYu7jpgBaZ4? zD~piX5jF;a7BM>3X_V{wjFm-HfkN=*!i3<<;oa@=d1f_o)5L}{kXaijsQRT2pH)z? zxIl}Q%(3IA&NA2#mfBW-H`Wg98!a7=fJRfSjq2hv$=QX+N8zRDd~b zZ_bDjbH|QpuM1|@yT{ozVa9d4euL1!SKm46bg_uO?-({QxYM-E3-vBYNwBOOOa?4s zcn(TMFwx9FA*M^*Q8u%`mx!#y*jfM-pm=6m7U?Eb+KYju1aL}FDU?OEC({jh0~oOL z*om@+QEFSDVnutm!E=?r?0=Djc80osy<0=r$Z-;f`Y6`4! z#n=t8s7O9#nyv8TTDnZ3uA)tP4opR+s|raJU`RL*l#wDi6gbDFfIpn9(8JINR?B<> zx&Tu`iALmgLTAO6eAfF0d{o7#2Oz-oyYId`m79n92`q8k!2Q(I5&+05vko5=v9vU1 z?Uu7&#IHvo#AqQ(!{C9Bd)XdDH@~vThP8Bl;f;Qcgrj78NCCwl;)wXqyVyQkO z0g*{n5WHl>^;epU<|>5LVvxz*XL#V=(i8dhE{t4a4Cl)SqnI`x%fusm$AMpw(e=sSjOh~Qh6Rp6t z*B}HHtt_;^BPG#FRPDb81CK8?&7Bk>`=zwU|4ox6N7%LwaO#vj4C}|-;m!q#(IICO zynnR!zm~pqmfJfvtPB8B&7o$x4GR)};RrtQsw>gas-OhjY;m`@O$*X1hWjZ>cY54j z9h+n@PQTw7HE3`|iR2^xb{SGhhE%#`YpMf?UmlbzI zfkKr8+Z1;FO2ooBE93E&w$cg2hLyy155UXKHSE7rW-l=^gWfh`DrLZN$(-3JOVxMvTk$SNU7d@ZI& zE)%u1ZVy5lKa#Z~z#VIPCufK~@OH<<-W031T;eLzU9HI8r}Mo%wBH~5qNtMYZKP-Ja}jp zyeM$o)=FxZwRf#aoc55NnC%xNhdE2brga; zN(Ab0ci8~zs@+}F2px-*zx;MtbX+ksp0rxZZ0^y04%+B-fUd$i9yKYFhu;%WD{>Go zTd$d3Pnefk0XqpK_T>AH0W2c3g7usFv`1iA^ublC{*j}kLEu5woo-b*>XNwtlKYlAynY$kV`l}Y!TWgm?tu*fK*|C zfna!)R1GCJg1c9CP|+o^?O^ctHRx7d-xOD+@a$>G?iMNtrkGhKyl*4lxGQYYMH*j(9!aY#ua~g(?#WAs6int*Yz3EVwCN?$1gYGACc&iB~2Ve)Y4}+tcwK zZk>P9_{QN!MKHT-mdHa$B?c&+5;2<*tV`P}Wl^l1Uhx%z8y~`WXETQDg4dGzYx`l8 zD?k+u$CU>zk}$8PDi-0=yVP0&@$o$uF4)GH6@yg41~$mejY~*{M6xupX*eyPQ^|Iu z*B*|24Is>oZp~*Y2n841ChJI9{_<7M3xuff(@#G+J;pO2;qaiiB^yJhZG?unShq7A zM-w2JT({bJY%;1u5vQu=SUcUWDuq_UxCs290#ZTNL`?!zSG-VnlQ5=bgfz27jez{b zA{F)HaSn20Q8B$}DBF~vRUUZJIH2INEN=So zs==qYB#?9WSjLD?`!P7UiRTpnIU^Bvj*H9+V!eQm1U5ldpB4R;{GEDhO8Y? z(uw~Y4NJk>6!*fdW(r)*5q?j&%S?q35;Vy0LS!A(jk`1-4<(-zj2|EzEMX?iJN7nO_pVgEfX0Eca+L`EuUPN zd8CD5F!Kr*_JN|akPs-grGT2^q9W+&>%>0p`Y{`BLoNA==|!C2P`*bl?ZZWTQ@p`O zlJUH2D9MF0Cms`=T^+M3rs?vOWw5B3#vM-X!DNQS$ftClOHJCV-P~>- z2GLw{T;b%A*QX0(m$D!QrIllM^0)e6U}%Q;vLAIGgQ#ERi|vC z8d`<`7G{iRF!2-cO1ezO#LXg?vfk_hQGj*c@?6!0EMx->mOYpR3n7vcQWRkZhT|T; zwX2`t$4y%R77Ot~W(rHv&3ajOzzy2wT(+jTUr0_Y^g~3dHa{1lUr3Dn*9@e z@apQKLgZ^W2uoy{)&odfpp*n5-!C7B*c{^C+S1LI zP=104HW(cruRV`Mh$i#fBoZQCi=#<0TyGv3e z2#j(rH2qk(OA$?zPYJJd0qmA;^<3TUOy5F0YgWoelC>lJXH?vsd)?S>KAa#&tePn# z4WfB4_q&`TuCx)`%lRNuJi-G)We_#v^YwHYaiu)Noe)EIX=-ue8;FOAs8PfzOXM-b zGdl821pJj|Is0@cqK_qi~z6zP|okOu+$?eajHRw<0gg+kJ!&n$t2mAd7OSql`kPu>S|DxD@L0;Bko$!=nxj`*9wD%FU(@v(~T zKU1jc%bC7?SCpptD^yg}MuvPKFUk9D8~D*5FUp_)S0Jmr&_BVmfgM1b!1+(OTosUG z>^eXd)iwrE$*WEsAU}&f~a-`5gHFZQs482kk zN?*Rs%f4}=e_|p<8&l3L_IlN*J0Gs^fW4i=q$PSK}m34mz^@-;3FxP>*1oZ(4Qb4mnf*C3pwO9$m{u2m|FOh8^Cm~=7;3&TE{7QO( z5IkXzin$Tmo^vp|2vr*ol+~mUC|IB9P@jsNLm~5B#3&CmT#zq5xKOJ-t_g2gTyA5- z_P^{>g*w25Dh`kH)9fi5D%ozre}V)lq%D~UL9!_biJ4kzVPLQ;CPTVQ{^)8OrR*7f zWO3k`ibO4+l3cIiA#Qw39yo6o%px?hoCVe1%qD#XxV z=9_`UwF@GkL|l7RsrBAYqJYoSG3R}_o|$`$cqE-_03oLY`50=+?Uo~~7ypNX8Pi2T^B<76X;&qq*d zKiT*f6^Gf__h7$`M4|t{h1XvL%P4PcE6bmvW~-o@>T9?yYwsNWo<`gWXy;EUK*WbmCcDxUdojx)RR4GZBO#nG1Yr<* zl{hshXtinrY)b=J8l~i(0?dj51}W%>`a-~YB7wN7kq`}|8JbH?bzTTu3Magqgnc4t zsO*&$o-}1M$%WHKU8tTM&pHuT)~rcUZ&~9)x&tt~AaY*+!0l86AzZbv?$rIgD(lW~ zEYIoq8fZrvG>Tx3FPd|PG7lqq7U-66Y{(i7W5#^a%<~_o7c>cU5W51w;N<@+G*$Pw zoi2!7sPb^l{_Kn|pM0_H{0C>iB#Zf7!UIP+hBY1zXETa=PFR-!Fp@A*DCOyXewD02 zz(*FSra>cctc*OU(R@bw1wLaAdq%7rV2Klv_O~fV4<<^pFS3hts7jwit2=&U8Z&0% zB&3tv&C$8oCY|F&0U)BD%E<2W#%q(lT&j?E5J!^?4>T_=DH&i;`cl1I8vLBl1Eg7V z<%;-kl&U_;lMM>*M^ta!W?rXM7W4d9wY4U6T!p(VMpjjNaETrr){jy=+Z5zO#SYaE z+CsO)&BNzBh=W=j*!z9EZJTaF!mqFA*6REY0fjcj5vjFg=K_I`%Gi6&(V!9~z#tkI znHL5`yVgFl3jDSgIzH$!*oobHw1GOHM$^9B^tZ7S8Q7{7NtT$IS>^81^ey9DD+>s7`g85{O86u;gG209}oWyZX@6^qO+8gXF0Kf zo`KcP;!P=Fst^$SOx7e>a$L$Dwi>(=!5xaU$2Yy;fjpZItML_hBCce?Wh#n!wyv$KTy_`uWAm| zahwk0Z63bdlbc@~i!~xe%iUO)n#@WDI&T%5kgs(df+bSICMht_h1enJGrRSU+(Zy# ziU%q78`<%F%I(KvqC@&Cza(lFB54S^6XA1lmZ_C5QV12l5*myY64JM!1`_&FUXeSh zAxWa8V=iw&^vGg&|_ZKkG~(AWS{k z{6bKcVvf}LIIL5>R~MBaJ9k-BqJkPqcvv~MF>W0uC^8ui2?^lu%B{jxW#yEUK`$ik z-Gd4w#~!uirKc8u6f0WTk9ABWKR>Z5Bk+Rs0;mx(d8@CO(M;+w>BYt3$~CgqrxdL~ z)t^+^SLMlJoS54notMLa`^2iXymjBkJihr%ZO7O+Q5Azu1TiZUQDDtPiyWh9fEB-inOSS0-0mJG=iWA_Ar+@Sh&s=)bwS4o>o;?R^>*VR91b0XeaPOjvrcRo( z1P3_1Xsb*CD;y_^kG`%-n|T@k`ReGUp$3MFo#(fI+-b1=<{e!Ude6`N&BySn;`RNN zSHNb3OT)t#S~`3y!5h+Qne8nWLcVNoalGOYi_ZIYQyu1`sJW$G48Mi-vj6w-lm?PF zAuoj4j}2je1K9g_v7FF+fZS>+e8W;(5Dv;*acLK)F@9ABTzI$%9>Xz|3|)-VOf&G4?Gj^Vx^}{lAwgMklex;<61Ts9*4~N1 zw@wc#4>2~JxTP@s?TgwaB`*j2KW|vw(9|TPY#|dc5v{Z8&SS(Yr3bbQQV@X-C`c|6 zM~IXiIR*6!A$x^r8y?ZlV=wQhe0SdtB zWkx_U4h+JU0IX&HN!lOOz(T5QSe}^WyQUbl&;ip>c|u zMM2W$ozeEA%B+uK)shMqPe$29pU3_}h#quA2N=i_;jU#fL`{%G+Mgq$Ku6;xIUrS( z^BEt68GCP$TbR_ugQAEs1-h!fLK226_7;w>-hR6Sda(dW{zj$YWQ0So&4A0cX{Wuu z49rfm=Yu_b+4sHr>B&fq)90=I0(u2`{y4Y^tcNDdvpwUAWITd&qLrXtFxMqc3Nn*a z`Xgu9DU2Ao=~lbm%4)!k5t=D>!~3|OzUuRs5VK~@8j{`-?&je?OP%Z0?!##nW`B8~ z$+X;#A?Jt07>4QuO{pg>IG#f2r0iJDwF+go zXls*gO-%+H>4l}UcFtO*GLAp!o4MRi4y|^~tnI2g&e%>XziMsGBDNT!&ov;blFQ1; z4}GK=8c^xU6k}uKF$5K<6>wQGW|PeWX3GfU?{6nZWv_cX??h(O1&v< zXknSt#uHzcB35nF&tlN5lVMrV{FlBeE{6Y;;_-=a3m*=CU(Z~e{1;y0{n!6W^(Vjl z-|Gbx>l`NXL)$!iOg}V#<%tdbUv(bvwztN_3~h(O^*^jD=#Xk@8<79|yI804O37Dz zxO>0T%PTDnkztu#9;aC?jLa~(J1i*qnDYkz^KV81J}JLmtR`asIC>O(b9qifYn;tK zT|dS)RurV{Gu(Z3|3sOBqLP#)Hmn?BckbLV%0CENV;=qLSVH?wolL2E)XvFjf6`Gj zjt_VHY^*t?7(Qc_x!+$x?p1VGbNsu!Pt{45IZ<)L&J9$pFrs8wjoMmI9`!o{VCU?N z8$Y#i1RZR*$O~$=y`V+#DND1U1BYK6{6;>D_tK9(`bd~anC(|%(BE$^#b$W2jOg8Fd2UvC=>#l3E>K8MYKn~FlAT5hQaP<`> zU8Z4Y&CxSZ5K_CsdqT!EQ$dUTKVeQkz5D}n+M1E~0^+s|<>Xi) znvTUX>6@%bnkj+8r$-+JqBWZjHZJ44Vor8SA~92@Q*#b{AC1?m<|F1@lI~cI$LT?< zK6>(p_SqBcl9XE|De~TqMFXby$t)?>GtRvAn5S*j(DUt#y^}Li69&86?Gjw*$w5q( z&?kd1%!fdmRQX+1Dly^-tx!4yA*8s9U=hAk=?j`EyiHpCNcM|k#S1B$?k@dO(N;(c zQ@YIHgHFxsA?}F^i3(e0)GHxXFidGB#o;}s2u7AA97>>fssCK!xmxjP_fK$#zDpru zD8L^qG4bc8mqqXkQ0_UZavGMSqn6_>=(4l<_Zz#wD+Y+%hvY#B+hU&yAakh6nQq@@ z4rz0@0~1yHu1|ed*8bIJQ*z!%kwp`)B%fX2mgm}#qHnPOyshP9^S*+yv$!yj;5#2$n6hi!yA+rz=MD{eT3CvmMTjwbw zv{(0;S3YspIH{2^bU;gZroyfi1z**#4+aOVD~J`_6}I?ph~Yvdi(#M;{m}&|3mpHZ z%Q=Ai)hQO*?Jz-&CT=vsh$!7Oym19JxOK=1;a`ErLXb4RM&|aEsj>4( zsBasT(C!vO8iQ7hV*E&^SZ2rJKuFK>#foLR>wlL1fok2Zwn#fLzI>I z>HuX=BQhrYaCp+nmC{`RY_fqYpk*QWBVjc`tG1sg&PCqC4g=^th1VA_2~)iiiVz%Y zpHjNsA(>6f7~uXFnPxzc;|fm0FgnY~xX$-7y!%a+k-l!spcGp&jQzVGSkFy${$bzX zkGZft@#kmu)Jr>>aOYO7kMGx;US7l={d!h{zJbXD-ySCebx+)TJkRiIum1f9>nIoS zoP(@_rKp>PqX@y^c8Q2-(9;P_CRAAD%XcWdH6Nt?&uu>x(mj;mC{`OnuOKI{pk+7@ z$hOb3@zT{3behzQ^f~d9TIN|yl5U0gC<`tELi~)J$NkI|o`bie5v;K2-k)we{3VY8 z?Dp2po2Z4fqHZLcjBD+btygT>a=Yfy)|pn-CclrIF4ucY-*En7=U_#AvsuiM(NU2H zZpQ~C$CwWAKitb<+!PAjpZ+QwdZZJ1kH;Pse(Zb>)2hoV^Wd>v8k_tII=#E!&QCr-J@S1O zqK)$3D&8|bZKL@|_m)g8aOHcv_`flHFw_NUARFEs>iGr9;^{9xKuxdCfL#fZ8mf~Z z=9GwXP&%ctGltT8VknJN;p}z*jL}FYd-d+lyE=FM03<#6779hK$QgwC3gEH1#CPFq zY^R?AoajslrEQ1Lw0I8)X`ZZ3M$4*8u_osNeZ~PWF(ir6Yk70Rr5M_xi1P41r+;|@ zQ-cub*9HP}@Bt9xjB#ut4WKP3NYc_?wyZ}+{d+SeHO1U)1W#qPmE@?j!ieIC!U3_Vd zq2YXxTXh5C^+N8|W!N<$Jd^&mG=D5E%C_FrX64O)JsHX8?`+aK0$*TBcMUR$erIWo zlmo=fV6_(?nU%qgxaLiP-HaAShS+k-=Id@));S z`jl`2ig=da-@|w_kgWiV4806} zz#vOpGy#!q=&en*CY01h+xmr0-dQ4%05e4q~&4~ft_Z5SWO1n10T@o6ONY{ zJ<>K$b67_+k3@3_E(W~zd^i<*`ygLa3AFn#JpG9@rw>78W&s_i6A#t~ruz7zM#g~T zHf5#KC;~75p9)sU8nNJ_g(t><&u~}qb+So#!`Utq6r>Rj`9^p+>d6T8gb6H7T}qB~ z6mn$H;nLYGzmFO?hu6raxd`kwi&_e@j(e|N%J8v2`AW^PZ&hCXfqR!;Z2jTgjMC-* z(op@sYhtM=KYacFR1^QNURLd|ZL*%17rlD6u{S2w$plgF`hS9&hb|1YjNX&jpX!MC z)fRxm|4^f~gPk}X>!Ca1s+bQHI&QsQCs3FyvYCIC_*`0T(KbLp_5&gurF|By+-&#oMzYfr;?jm5%hR&BKZ+!7fdw@NFxp7n2}YId%!aiJ^*#^W_tHxw&ihf*B3ok zU7Q1Hv7{Q0zj;_T1-N@p9l@HLfE)G_4MP_v~|z2 zNa`o}@}!)N{s<&#)FW6Ek4I@dg$z6kniX70J&{|G__&`Rb+L3k%Y3# z7hO_i;;g`?B-+ZE?O;v-j}h7Kv|>gBsv&tBJYm9O7y_Vsf8S{vkKRCZ^X|bXi~)wEi?(Y)WN*C$qtu zu32zhQ_}wliA1O+7p zZgE-vB1fbaNB#S$M>t6+0~nhwCJ4LNqw*bBp_`RlY1ENI)u;9Sso=T8TMk$hr~YA- zoXiBTx8fl~>tTf*57w{hKDsJ7`Z!LFGcTMhg1kHgL)~_|-|+6bYyTj3ZJSYzrbuAI zX?es!8L^Xi=>1d^siRhMMo?OCoTIIH-{yct~!=p zB^O}fPjkalLRxoXA4hF2RDxR(S+Y%={zynhMg@Jp)itjUNWkCE(Y+vJO2*#&QQ_4E zb+xs=>I6wch1lrS(vs>{$z$4o=+Nd2d#u5Ec%hn!5R@XG;30T84mOYyG(t|nsyRQG0GSTatAprC1(Pj%*mYd!M% z;^VWZmPMC`ou{;nB}NL_#bYcx;=eE^MB!avUTEHnn|CE<(R^K>^l#1D$1FA>9g!NAro55qEa;?TtbTW#4?a9>S?n1g z9KFbqAE{&+kde2wpo8moR$e;01P{yU~zK&%b(x(+f;NvliojVAqkx_ z>npmq^o+Hycd449mN;Ki`H^&&23}VB%biH`A+ei%vUaG?i4AtU-eb6V)0I_B=Ue(lCeMEDF~E&6unnzq+G!h%y%1~J zr0_Eu78(6@A3kB$5G^gOsHwceoWWc7s;Ko+b|`eaK6X$jx=lAsIP&BCl*XFyAtjmt zUpF{vjg>NDAJ~OttptuFnj}bv>HR2cD(4P8b{@mUP3EzZqlHIAq*i)wJKbi}tUIFr z?YSwDGY=%!OjHlsb6|t&LVxpyi_~#_ukvz2*b~7GZLnl{Lf4ID#thRry?uR6;F0QX zcr#Ojj9?%1W8_Ee4w6;{E)yBp^7m-UGtCj9JNx;v}^M-V@pcP~ap9@w+zi=p>b zI{&165NZdLa}0AzmipE$T(`5hRF^_Fu=9E$JOo7Zt6kqh&I4 z&W@x9mh{O{H{TYH$7kk^QEixE~aeLP0SiuV|{o@!1*VuEt>v|Z>Rpc^w!~5){E*_-c5P+ zi=)fGzro}3r>Askn@cLquOE-K`!)0H`DgbWURUWjn5p)x8=tffdorp0fTbPQt~hZm z=HOpKLUzA=<>0jNBiHUF5u4KA-S|0!-aXE~8AF~vJoiHk~ z%;nbO*3|5q_AKw=m%cC04eS{bTVt&V7@Ry|OXa##wG)S{87C?(TiM=vv_mfNyMbG0 zwk=neW#+$q3z>N2KJTjS`3)B6nW zRqVY>_cSYfjMq;-rLPvW`Nx!V5nd&Z>9!ZnkGZ^Y+*kH#eiOfy`*r=xVb!_?SOxOc z_shK-?Hn%F&ozJK>$E|`EIBK?>}5OO8@kVzj{fD*%x5j;pZvId;?RLTU489q6sNa` zJU?&iI8j%A)%lwbTQM-;#Oao$k9)gCI4+2ZNhm4uj)98y>N7LBHJj&syG&9-~!k+$l0Wy0>IgDi7NO zLM8PBdoTv=5QBB#{Iis$G--cX?E|fmR+-GP5b843x|j%hjD?TT$Pf_*`wSGF18Kkl zL&KEEx?SZZlfLY=?ubcB#HqJmr)9n{O|1<&^|{IItG)*@YD8AeRr*6 zTDs_|K`X>ZlUJ)?5V?@Rqi@Ufq*hFR8{w?V6sTs%yJ9tSyB6G9-W%gcb#eV|Q+vx; zEWe&@o5AG=pSY_9M`E8m@*d}BtK2%e<9$#E+qL^h_j5T}xx_VO^rC(cg+Y1wSx(XE z!hu%$x5KB*#vSq)L~`-YkX|x^;XV{X1`0{EP_b6Prsl-CT6X1w^R2S`^SXy}&v1>` zefGQqK)nn&s@0QkJkII3i+-C71qY%U9fjNe4`LYsC^c0fs-`m_Rl*t-(iksGS%1gE z^Bq2-?{(h~=eqFguI>m@$s((zeN0;V%rPQbP=@9rEJ4)@6( zMc*XCATWq=ez=A$GB7ZZ^lw^|_yNfzkFnG>a~8T^9o8QxZyuN4Ad}5!I16Od_BEww znyk52B$0Og)I zT#2arJ9BtERCZ>u?_V6gbx)v2ha^T`)zT9YA_0WwF?ta&vzJl_i%+q1;2{>^haoQ{ z-2vW3nh^$>qD{fkP)QRJb4+;o<>2SJyqwkg^+5s3=3U#HJ<-v?6S1Jv$4S_{8t*J= zLooc*@xNUy1`hO@VB0XnW^p;IH)>H}Gc=QDG*;jVFd@Vm6a6*x^};VE7u7HS!$N4) ziFfC@$_vl_qxZmqR{eh|KH`cq}M)y!26e`YtF@3M3nGz~8MgB- zo~QCZnz{x#o49_naMj}YrY9X#cfNe{aa*kRV#6yxVigo~MqqixbL2Rb1oyDcf_qsACa%|mN(_?KqM)z*p zSI#OtLgzs}y?0@3_#thdsW(xw+v_(B3}$8S3GU%?8m$TZ?ri^GON-uWxq9?g>pZCQzTqRxZpb7l=iG5$_Vn`XDp z>6duGP;q|N*k{>qM!Cc^KC#;-mqfDh=eC4ooAox2?YkB)RMpJt9sk*Zm*-BeY}jID zVe99yuk9o0>a;!I>!Th%*yFhPwX3_T;V8dphx0>^40OM?Qbr@sqn z@0UbIk4>k)@y{_^l9%#pLdk#e?S<_+`_`TJS+TUaEG8xU*h32?m4=(=tlfrw1ddFv zYskJ_rEa3tqA+T0UHEa&p%cdp&NZGj^i66`!eqbx%FGxd+^+w|rtM*S#lbC8?RWe6 z?sqV*i%geWxWq2BJG+M1e(+#fU8e?ziR$lPuS!Xsb`I`hXP%jt^u>hD-(BQK z=ePXeyCAx1L`lt{;XRj}rskT`Y1AV-{Z4h-d5c<$BQNYRs@oXdOSSD)zFV)%57qo{ z?y#BgOGW?Q_iK;wdfuL+m&Q5I&CmJl>8l1kNkDbde%fvPO3|7;-f{MH!*iZjoCkz8 zFI}^1PLjS+O67~TSKH>QtW(tdcLex3jeV8dvEsLugU15K4Vzs0lZx)Jggu`Q2+KQu z$>Ox{=uQ5avya62>K1Q!Xga^y5UHjRqxdTL5^lxyR*UNN8|r!$4)%J*=c=B$`MZTz zf1Wq>H^r1LAAkSL=RY`HKcT*J+l)^~JMaH#+u@+EJN@wIpLYDz_xPY8iT{Va_YP|^ z-PVWWIO@!(uxFzCQNaNXZBS(ouR>T7b~hJ+dtX>4p-ND!qf$;8^IP z_o|ctAs_@2LP+whH_YDWeCM41e!uHG`}(f^{-q>&-{*av^{i*Dd);fT*V577eCvAc zZ%YzC;g?32VwMRD^@}Xl?%s3l>wk&H=UOeZYPKE(YV`M_J2kIi)HWJqi$~ptzpzam zN3V)Dug?r*U^N8iM&-F3w@JYdO77R{ zVckvkm`0_2uE!QXH;U)Wpi_z_La6gsdi+LW3>Ow$ZtxBx|D{9os74R@H%rYo&rnrT z3dYENK0XH&6#vq7b9TTTzqO`VW$ro_;@Mh}WS~E29t#PS063`ZQAQPy`uNFqwsdYy zXT08izx6~ow3Vxm)v|sXy$frmq)b@gZtEX2nT(alNe=ww$?U_HKA)4a9Jkg8b2Fj8 z@b0pk{Q4^xX~jsC5i2>dEQI47Fi+sN4}4;kxuhDF`pm8_EL)B*`Zp5#`lA*NBlXxs z5B-g2*%?$kTA#TDv+%hyYsk^)JFPd!#y!V>$lf%*fN$555)>dg`oj;+5Fg!QvCKvG zp>8#{mg*{%Uv&0Ns;1SI*k95#zo==Aeu^NbsK*nikYg$kE)5$`JN4wy!%^%0-%LLr zxrYpLjvoWlNi(*!J2UIg){3ms%N|o6|KrzU|G13>-AE7Z;Gm5D8^|}O?v+8P^+m$5 zcZT?_CYGU^$B+HfdkqKL`iKob&H9T|J1yhV1|yZa4%nMI1kS%YFzN4nb!9v7j7ad& zpjO#z?-g4^s_Dq0KXS7#@~f?KsB5EV`m*X#<}AxyV|ww8|Fmr@45$z+<)E? zm2E^+>TVv*&z#Qb4r#mFy1I2%U0|r-iDe3XN`kl1=8k|^@!q+QSbM^d zyEfTWsbQ~uMr-|~_DPKp%rT6I-tZ~&qu&eu?&264$QMe_r%k*|?S0QP+P}Q7sDNrD zjh(qpMHzuUp;;zA8D37FBi1G8o>TJ7$JpqWz$f5x-RIN$Eyve!!I>*%%dm?1I3zyW zv4z8$=Cbq51$ZaDXm*;k&S;sGMn52$Y>7?}IojnpJmDj!2uQ(%2>vFmp}x2CqA z{sraqsPqQf_Kxcl7wnmeWn(11i*k6S7-s2>V3}Y3b~w%@*K&6Oj%S{ruVwb{*eNKK z&Dr1n(M{vB@FzalfzRB{Q%l?_a+U6ufm?KKM@B2`Nmt(;=u}i3rnAxGoSctmL-4St zozKi$e8v4tt+@rqdX4dVY{j`9g&P?sKDG-*c)8jg!6eNRt1SZv5?7Ku+bSlvHSozl zc-+`IenSMm^8sVeDag&Xl5euMclc3wA!%ka{-h+&LYrDe2B-RS%=DGoWHdVR;%S6` z4@S`6z-XHKc5%t{JSG2id1ifm)njMgC;oLHP$=|oTI8Pm5e8l*MI>lOHX|Kt8Y94a z<1hXoJ1{OB>231nv&l|Qc!Pvycf3T-O%<>ClA?}JO>CEuks7mPo;C?gM~6 zP3O`7x@`ML*86Uq{HS0b7^vz_9bZ^7Be<9s^p_yRuz56r@+&AnCRy-FCB3k`Vr6s@ zNv#2hP9NDYyekYD3h(;y@s1G)|B3z={G)_>0kYYp&yJovHmn@)ChU=so!)HY8Fhd8 zxaN&=o;aeOCL{0Ql=!Oq>RC3)uCP8&y=-98XlBC^W0z_lcQY2&1%)bqj>tt=*6YEx zplO!jXdGEvPSto$+*-I(e6&^Y1fp}p#7Yrb?s5pwjk)qSQns68pJPT;1F=+yQzy zon239I_Z#d5UrnGv9BGOjIIN)Lr^cB167_T-_ynFtG^daK4LH zI%~3+!qJ7L7xuvm`IYM8$ndc7yyeKPbcxCgE>J5BcH|RVYH6rX39zAT`cX8a6;top z>{a#)+2(<6`@>}p!LPK9{V+3E9EIbK2p1oBj}sHz4(IbBi+3t3hp%I*F7b?kj^ASK zO)HhZE+!w~=XbQR`4P&CEkH2bR~QwhF&ytUkSjMmm=oN*JfjHtPz=HMs4s9F{} z+7`eKur0JwjFoGd_fbo&X1}t4#IUm4ZfX6iqE%Zr@i_$%_$K@G_Vvor-yb7Cwz-Gs z!E>_iDTyTOF@MjjV=97e7{16koYqzI=ZlZ?&~d|o7&Q!M{MVD=LZ^l7KMp9YJ&cUB z4>Fw2=JJ$G<8&4>SgT_xxn$x1e}^*hGbch%w~Te+W7`KOw7PXM{8BDSNl1h*SA7uSUfT-d0M;{-lCJDJOS< zI9U1s* z%V5r}wgfF@vAoD#PRH!=pIUOZM=dE{>_?w;`zQrCpAxrl-;o3S` zk^bwXF^uVi*B|$f5|T+p*7v-PF_?^^`jN%IBX^hf(lk|;{9dpWSnUT69I$h8It9Fn z0^Dx+q&MQK=$JC0!ECfWh0KV2mRV-j@?;q&m<@9f_B+}WRqMce)&=*t>wNPo6CUow zhC;ziWaYxB)&Jl{C+~syd={Kmx2bCrmw7TCGZ7qDzDo*8*sCM+y;AldX26JJ!D!ZuS6a6{s z>LXfZ9x+NKTueLqroqgIeZtAsDqEY^wB!+8+`Y^EK_8jVjihS3NHcF~bkc-N26fXw6?S}03#=44( zboqUB{+XAY`+Lj@k}VHMD?LmI+&7^$G`ia{F;_1h?s@A4^2BpZ<3wNofnoo8!fIgs zV`m3NWmwzkY5B-(p$#|u50f7pk>NFtA@UZcJ(Vijfd4X7R;{)S(`;UqWUXw)q8J5@&Z8BoV+8$aH+TV*u7;AyJ zPdVQFpKOp+_NEESW_eWgJlG%~Cn?jYvnyRXP+1yCKq-JH8jkZAcb^Xo^-M*jTL z^&5v|^!F8$-QGByVX!GP`i|kLgZPGrd3yS=q04%O8ViRJi+4#-N2RtBJ7!J!yY;*K zA8e+YUA8=O?Pdx;`cc}@g<0NlR5Cn|w&T-GefxUD#H&lz&(19v-!X{JcG8L0sFo4Y zk#eTo`wBK~W6+M;^nWnII^(>ev&DbU0?yyYAjDolnRz(fxxgQ(7A+;p32BWD7+6d% z#W11|_^toL?ckY>PB}6H=Cp2et~_^Tf}3c{dQY`(+fP?gC;GPUFDoyr+Bv{(>7L)L>ii5H1&Ff$P_d|Rj& zsnGL6|4c%7G#rjW7ALD`?*}e(xBbuhJ3GeHWpD-_ zHRn@4EtHs&#SLxoXDFai%aTN0?bct(@rU}#2_&`p6rL$%c)KiE7-^epb@SkzMvvl4 zR&me=L&*+tEecZ-Pj`ln!F!sES*ZSg4~>O3gzOAca(02TT(G-eYH#31j$D%GYcdY~ z%#orNp&Jo<)U+3DKLx@ku|C5A%o_g%81T6j#36mz@-e%0tlEzrz0G3u%hz9PedBVY zg~m`**Ktu(Y2O-Ap{?ysji$R)>}j#V_L{e;e#vY}AuY429_vO(<3b(a#ISjV2><06 zBPng`!KEfOe)^#t>9o{7#{&bE!B{R1X^ z`e-o{Y^vpg$BNUvGn-MLv+Hu~D?{zHPD+*q+);IXRGCp*ptg^`;b`h;;-YVithtgl zBIPo7`x^R_eXd=ctfgsbRUgr|3UHCpVF`BAX=1(O15wKgnM&S<=GIXzj-WN}4XFQ? zQQ+9LH@I!n|7`Wf$8BQm$_rDgB7P8*%~}dUe*RwjL$#;;@7N)q9$1 zaue~i^Dl1~;qUM5wwig~-@opAcp+b=aGZQjEOtZg9cG|xu2(>NT8pA-?ln}MvY>Le zNo1BA(wV}1=SnPl7g%v>jo-2U5{toP0yWD?y?)nHVpT27`qOnkPhP#$#}! zy(O@SVX0Aw0HZ`7x?rOU<232PAu@_lDcOVM4-;?-_XZ{BL~U$JDeE>_vMz4ymi)~I@_ z(_55$Y|dG_Q+E!>$Rv{oFkH`YB+JCadqrD9xHZ-6kj0)Fh{>gr{FWv0Fss z=xg5#RLaV?Rqn&FgI23z0IBsUJ||wH=1WtT+`Mvsw{;ucvhe;eS{lIK(5N(S^dMR{B#~??6;lG-8sx&Q6 zMXDwd6SPh6qkh~dBQ1*_ZLM5rk?t5f)zwzoKKFR_LaSUb6lJRHpeFo$EMj3ScvOS? zE5MQVg{(PlOKDtFcD>(kQfVOE(#LRj!vm(o#hBOlRKGO(`1#E_qp@a%)pLo)T3?}F z98tjO&819MtC53ev$j9zF=o{!>*b5KA}MPT;R=p!HR`mwk9|v_S548$qZdQV2LsDi z-a3+pve|yo?XhGn!sa7k|IIc7N^$My$H!jxJERyrJ>GxEqYjcW-7au_2B`t>24y>4 zi#83Q-W0~0JMgKmtr{!y?)^~Km@mcAF-60_({lJa9Ot&V+Q0sM(~AOft4r|lO|Pv|+v5)^dREb!KbrTxMw8Z#ZcF2=E9Ls{ zkR|1ks~I7ta{F+vCoibSV=QO|b=*fQbDRQkK;{UcwPaEqJg`|Y+>K#>!7XP>;dG+& z>$#NbW%JNj0G|tLNgBche6m8J(OiUEgCqPD(dsPD@myP+2x~s60 zpPsEbwGzUpP5Pc6Wus4V$(wnRSzjGMBSl_Ow=a526|G_zm442NJD{GESgM;VqM0kw zN@HfFdu!uVSGSjZ8_VP%0NAIzh3tWB%v9L=LD6JVVP*mD&5u6tB4G`jWb8~y0j|_A zrGL1{9y;0LXTRQ3dKKF8lM-7qG){;}Yj7L(_de5)TMC`m@p`{XOe`eC@w9aD)akC< z_p5=A@BMbqk#UmgfCqYPeJz%jdj&UiJ9v^Xu^o9O zQkQks?{(*4k(7rE3!^II^?7k*Q2ly#`;^;nSD492ruY~%ti=`0*vn!~qcgglW~8i{ z*F&ZiL((fgfvJDLknTdL^ZHRtefqUql1GLa54RjvV6@3ktqRT0HwS2mCY90Ee&hy` zsl&=@crq1h1Ah3KyqdX>Y6u&?T@OTK`s|yj2X*v{q7JARlbo%-k;5$0V3oOzR?3hG zSPx_t+J$tKT}^uy|8m*zppVbY8{A=&@s7 zV#p^juvMBD9T?p7sk!okM|~di74JU$JbJ*2h*dpK)l2I?$lXNboexa!On?_RrREmK5X>nwA= zBatLoIcJFu(F~z1qRF^V71dbEBa7{4w9@kQs{U1EoKxqeT1%zPMZOyHeiR-qf9~9K zNc>r6Fsi_MD-Lr@N^FjE^=zpvWRs}_d73B0g0_lgTH5$@3q~f=z_mg(lKvSQP(7MkH`lgqE z$9IW!tdUOp-pyuF_Llk8RtvA;$X1%f>9!dS&twuz$mD;;yxh z1$Cs(vA7$K%*D*2R+&lmZxA}HQbwqF?J5XRHg(Tg>Wq^8>}`1r!P` zid8!;5~o(Xn_Y|1&pzMgOy%CA+Fku9JWKjRajn_1n*9;IR2G>_ZVXX51BYn+`+cG#103W$fO0G%vE1OrV*Y8dLN<3%nzPsaMn6M`R*Q$w^i5 zIf|_kxO# zuxi+Cit!muzVW<7q2*!b4Ju2zAfvvf$@a2N+(wS>GtWd{btU!KtHCY0=`|WTGn4sxBRbuJT|OA=o7N9QF(G;{ZP)KWp&4Ur`qJq!f}g6xk}gQnb+yKR`ZFqcww*RpJenwvjOK|FtFE( z;_izO2VO8N4m3Yt%*uu;X^HsWL~K!E%-B7p?%AsEM9K?=}4OsAT`U7i9r2(ZSXe5%+Np@c;c2phi=H z&%RMjDXjHc%*j5f-LO&MIm_itauGZBv8eDg8wyqsLL!~%uldM|qJzeW5}#i!hldCYLP zr-$-sWyVN5bJ7NyZk5_^R}_FLc&Dhb-r7s+M$>zdM=^^ocKWcM@XHK5BJQJww-N*M#p%m zqB^-jON=F9JwtN#nLMdkgGe7``+%_x!@4*gwx6jsjWtij8&DK##$ zvlD3NYXemc7p=EHACbRwX=vxHMx=QLk!B5cuSSPFVf9%Zqkg5MTT3iuux{>R^-Q#m z7mNCj5C>pY;cs@QXwGIOd9)5T&?|yA@~k_^8eC?+MYSBi>X*y^crTa$lxXG-Ip*mv zrt#IwH54zXt1 zr$>u4yu8&?bh1kayS0&d7D}^nX0lpL3XEfL9*d{X(O(M@{Eh~88NYqpl4{$FISCvzb)7T_Y zd0u74EsJ-|a6s%kC=F*;kdfmzq-o%~DKGkLVeDA(}hKD}b z271&lYwDm-^k*kTsAZ%l5^C=KbHBspMNMVHGk>(a_u;TSmkqUATSh17mC4>DC8gO| z!)OT;OJ5^!7|^q6PtUp-!R!g%&rG2z1r4p5+=l2Q8Z|?lKkB*T-%66jWPGLa71yAi3YnHNFeG;^wW8DhU zUM|scanK?LQRAtsF|rwQHX+vwsU<}6KJB-DfqW(#yr5GCS@zI&P)RnRg{SJszsm;Q z&YMPV4i^xLzzgz^c?bfhS1EfaA}jt{9&bK93fk&TC5f@S#b!M@bDnG78VqlI za&mG2PUrwCjOmf49!E5%b?EkG`@K+;Q%WpS_3=JtpT4IBxswg&#>+ArOKAGQ9BNXJ zHvz9WV4Px=fFKvcP~yyLEjj@}nd909hcurWLOYxD;)c`Jf$tJc$&}tC5H57%a<^5EL-Bw-CCFLJb403t zC!8I|)B)vJ0ZmNF1LmIN9tA~3vWU3_h5gso5{Px0Fjl|R`(~Js+2US@6ynx%L&Lnv z9orVwZViWeK3Q!gfH@gf+y{5R(E&=pbqQ2fU9J0^Wg zrN{W@+B2hY#{ezsEf>oI9O7KJ|AaW&dz7EHBEkY~R#oC!KPv^jC4R#by)dl>;ByJ0 zpMIl_Q(k-x5T4qf)Kd8A&+s~j_wmk0xKkO=`9(&18T7Fnk%1*9KqbIG>0cnC`(WZP zoRpNL(ZE<(pigofB#c3kOzmjJ`USm!PV7YQXT+F+ ztI^^WY@J#J4?=c%t5lILl+9@0GIdOe>kOfn0hM^?i|r>6E+cjXvMm#l4+22;2x+Gr z2A~-I{8#`v$iSwy{h)ke7U{fnmukoN6V5DxXeuE#NZ^p z;0mK+htq3|XaE)fBhz(Ldt{qss>Y%h78ZiOJQQn3{_Ppc8fA_QHVh!ve&g|C_nEgA z%oSqv*7^|tk=CoC4J%LF%t9>*8_`5P^yEarK_rMNQ36KM6ev;$#9Y@!qsc?IksbC4 zmhn(bZyl|)l|AcoyYiaibJ7kX0rEsH9&#&;c zAR3Ujg2mtH>EZ0yS0?ek4fKX0@=I~6D7u-afFU9#D(ROUZ#Z2z1_eF!pxZ*~Ra;hy z2$XLL+;I|q&g_W?z_W6elR|P$d3gE^RZkyrF_)f!a##VRNZ*QB{R7&S~W*9iPEwc4>92rmgl(!LuejySe4t&2X z?T^Ne^p-+%15NXna3pzO(IVR@EANBsh`$?aA=Bi5h%UA_X(F}?+#gdY&W%%}4*_$> zQ&9uFJhNED4TS534kBSDIXC@oNj*7kZwhu+A7w)@!$nl91o>RW5T~0trjU|xt=n9$ zdz53Su@CiviyU2ku#d)}>t6v5`QACl*xrZ>%R(J9*(-X?DgWpUugjQ`(Alt?^yTX} zWO&qPGcC|(n8scE%9W8hZA`x5@uK-X%LAPi>T}M1dZJsmj zm^MX>UNz9~OZoxCd`=K-tEur&E?a56>q?9SbkKFSVz!#hK|kPN@EjaxOgjUOcM!V^ zH-@b;esDuqd)&#U-Eo%DtW{G4gUl-An8RBNmD&M0xX}`b{wBcjd{SFkMMYjgVW1U) z5`e)PEx72g_R|x6C+K5w2y!EMQ3VVPJY<4YnD~3dwPzj@3k{c zVo|L<_l>p8zbHhaX8{Y;?GrjW@6=X`GgBTp!}GU+TZ>@HVdJ^NB51bjq#j$NDA6>j zfySA6;%b2HmCY=@qrJaZ#*J|xa*k0{qlV#&0Kv$O+g^)e&5-#`Q%n`_ClS4^^mQ=I~{KG=-U|2pA6%Wwp^5dT_nZFOZbRZ46u77$ckK8;NX zFB_xQXnLU5AvHKuueE#iWR|I_$7HEYQd72{GAj>$ad0|@$H_sRyM?^goYL08_6}M>qC-ODm?T7P|H}{n zWM}Dg>avRJE_?{dGn5v&HXA!_SUXj5+E~WZw{DNC5k^K#iS{CYnbXb3y&hG!*3}=t z*(GIA!6Q{pWrHo_^S!9F&4062ZrL3h{bLa#J#GCid5Oy7a_-tJ?zkm*1_ z;e<%VdV8rnoXue$w1B`lcUT%EAu?y(r$YIUw6e6?_`~BkSH$r2SLGq2@GlhVKkSmf zB4}izN6BrsOMrJfjIRG`>_fNL*76J-RWaWI+Bc8FL_0k$m6lg+_-WeE+)!quXZ-w& zWwX#c+g++>F?>aBdrU%=`Eecym#{^Pu=QwZu)@T6-Nc~a(9skpyHS6+F2jrgWY6u_qFwP>F<-^%n%t^)?YZ1yleY@l54b9ttFA_&T?mqsM zwt_q{tXk(j-{oGl^4ZFut=uY)D!;*xD|69BDXEGCX3hcnQh%BqN~5;+>Od!u)_P3c zJ9nw&c~Q4qPG+}lGmkWRw{!X}uqJBSUhl?xmHdtDyARLzj;W7SZe7a=I zE`+=lNzQb1YwMXf9@C3I-I*E$cwwlSOz_kEbA{-5)6k8Z%UkWgejJE%);)=k&6^}8 z*P3NEVmC_rzei*j$)E{4nUss3dnHo^d4(*)WW8^ zU}Q~RQ>Faf8>5_es9(5@QI?ea&D3Ml;fp||*ccO5D#kz5nop)RDkX9X2R5A9jW|S>MO^V-*6H-{eLX)RZ z`$^k9yM(b4Ui*>m`pf$W6J zlkzxL!%rqCGhUceLt0-lbhkvb`7OI0vt@VJU&kvrK7(6jrQ9j7mWIU7Xhso8)ImX8 zSUt_mYb%_7;f=XMw`ynQbbiGi?Bx>=(JngfckgjhkXbsX$P4zV74{fscn3t)lkzj& zVo#rW!mC&?N4Snqr%_Lzu0fy@Hpq1z{DJ)LKj{WUdGaoa|J^@okC=giyH=^E8eK4* zRO+`$TK75N5U>)mK(UB&`9RD?RtTt_b!YfdG774d=edF7*fn-|gL2ux@I;a~VfEEg z)%p)7c3$VgV@Sh#`TJr7*l?uKu|idJ^lDB4GtYB7@X^PCic>o$y|g;)2&Y$3s}anB z#8BA0x#|S0;&|5#z&UUg`zr|uqRd`Tydb?_AAkr_rFz%<3#i6B-9vK8Yn<@jH`Haj zVVm40QNo>KSK{G8fn5OTjgQd6R-oKIvC%hmq(CS`~O0T8Rc1eZdT21d+(&fR{fjzrX zg2`T^w~kd!RMT$PN3Gqj=s1YD1K!WPhfyy-)VQ*h78(;~ijB~nn|%Z2MlK7`E3VMY z8VMBc*Q+PQmPNL8Kc2IPMF>;626E(mIrFtcG1fQF7KPex(LEe>XV|7yFLKGpO37wr zZZEt`n9@fidWkB&c8Fc?%wm@LDd!1e{GZ$>@RA?Hs&`<_r`Kj*2KRD=iu6mkiy7B? z24gA{2>8m>P>&}B$nyjN4vY8V)vJ>}uIVV#|B#_GyKRz{oUDIF^GU-5WSi~G`Ydv` zLr~zb+W6_@A#hMoqrC7o`~y1m{!{X`d0#{R_Wa*}M5f{Y%LysgLXZ@tl{%VN*U$Sh z^YWy^g}ts#Y!qVbp?O&?dE9?G0tpZF3=iW0!<0o_0?cL^XCakyT1zy*4jdKlrIMz( zr`Fqd${G%${Qr1VdC_ZhcP|q3n#ohtcVPb}E?{U6HVg7%LHX z{Xf_VD|0K~q5M2tYTAiGj&hSV?t$T^Q8QFxSKQ&BH5Fxp@w3WdQ*Jh#yV>|0mJi zF2DUEW(i@B;AblLEh3twSSU_l6%Vkgogq3vsJ8(CF(5|0E9ffXY!2H5lD@|FU^z-Y5`IU>SreskqH0H)c=9vQ1$ zw@zvVd!C%|Hb1HH=49`nhqh80w9Vip)@VGes;9c2esU*4EK-!nc@4Fm&UJ=zXte#r zFZ+>|XZU~IFI#sG@;c?kpnn2al$(h95~J**NjFtsMJ8%38@k^)2F_CYJ+9M7F45eO z=%CZuVdy-jlGyTerFDj=k^HeTCA9&RQ@bpJx6xY6AwY%%2Wo>zZ}*9*(k8{AT0wHa z9A0Uo&(OQ&M1mWm4yt}SLea6&0<|rFXb=ZqO{b+S%+Fub(rQAptpIsjq)M+nF?3;m zAve)tupRssH(J&>X(y^7oLA&!cP1vaK{jW_KU$yNdeB+JTeD|6QvocnmF=7S8V{jn zmK_vNja;Zk{A!Xatv%VNM;n1$@z?EHmj2nvUe_l$^eRUemoroJXQ-}@Ch zOUlubi-KmQm>rYb9r(^#Xo%_EdOCZF;Q0-T{xUehXl*XRXRc>OcW&ZfgipC7Bp#Y0 zkyrLO-!EUG<`TTh32XO(&A*{inN@0H0yQ@vq4L33BJ?oc)Fa_SfLdmdI4&U2kag$7 z*mMQ(tBy6kLIO-OVUj&Q*#Q;3lKDfvJY+WRQ$I%=tE!uoQJQ`xzXk|{hHPN>(=~qX z7k=h4hFJT~!w+aw5VKR4i-u%|*el{W`DVN`*czReE^`UC8lRO>2c>hledZ=a=YeIO zV@y?tIu5T=>EgOcsrSHt`sufq??mrH-8m#EjX-#GsK`rouxGwYpV+&1uh+1B!fb?R zkgdM*LI#4*tOSu&Xi%OmWUe}!5a^;#!*|XwLb(hY7BF9>rQ&y9(3pAdg)Po`k+HiN za)|M3Z#VGULmDSXL&~wQheC_WQ)%AdiBz2%|D%7@R3gRdx4o#j>WRvmd@Fj>^a2&q zlZ-$oPntZ;UajQ~^^v(<`+FcH0fUjda3Pix^5HMVZ!T6Ia9l%cR9HgLv-L6hI!l(2 zl9oPz0GRFjBEmn)aVEqh(l@9Bqt+FkBZLxFO~(oZoflO>wmT#hG^X9~7%T0CEq+XK zEPn0xY+l}+5mcp64&`d+gnH^MPKxQ5WT?4!TH)_#h9kD4AVR|`c8a~CqU1rl5g~_9 z^gts0P!;2pf%M9?)jA_*?7))@vka%aa%Dj{g@xdzVVdcsF2hUj3UTk3!5$TTn06|f zPlW_&SwF1_nxbsFPwizH2)|+IJNA=P64QuPEj-L0U_dycVU+6|8FVR)gw~kI>u0!Z z+utybP&a3(JjKW7Nv>D~qTf-1@`z{q^!oXs1iH1qRqGK|S~!M)=`&booZ$tiPzc)a z6y1G8=TpN@6|ay71xOMEa{c9B#q|B(HN5}*bdZJ1fBm;Gz%=|X`+)xz#ea+9zX%-h ze_IqUSSpQQvvpIR^+`u6UxkVF@{(QQth@!~s$zvC<$Px!#WEtZhO(uoj)l4w*7}ai+V!=4y6!Zt0KfS~M4JutDmNWAMaU34{Zo#p+VeEC@(bb+IPlx4z7uxx zRCt!$stJbsS~c~kL`-U(z+s|D`41TD$x~Y+(aVtUED{It7anl1ba}_4*8A;1p8+eA4Y*&u1NYEw1YvZl zs5IuWAi_Spd@YzGD*qg}KeD~=i0F0Z7ylK2T`6p8lXzPV*@_r2#oZ#f`j9VC1xqRvePC)sNzN-L|ZOuk7J>(;RO zK~~{3kHG~}arQf(p?4u&|0y8~ahpKy>@!T?_5IpV97N`wDKo*4|G z4tfF2VP#$E9}cQHc6}9EaA26pT4WXZ^XH?0rA6hT->^GU_3!ijCy%pg+|OKn`xC#T zot?xHEC1WQ@>V|GnowBp1#`%g$WA2iAOJ9)(_xo{F=q-qgI(dV$(HJ5;I@&FNw@Ir zHv+eC$ioj|TO@=mB&_A2gU>)~4H9&|s7%t}xsUSP>N1|gjJUE#EbhK-pZ@ge_K83B zr|RDCd^V2)$@93BasFmbC#x%5Jyv7;oknuNHiZ0Vm&!UxjvB0CRjM;uCpy`y^)wH8 zfC}6Yn3vQ(OWa-)zW4rn(^9*Zc5hxPj$$ZH(UFsnc#Ysnw&q(yR~6gv&j`aGuFZu* z^Tqp?p!3eC+A@`@7md)phk?uzBT*F4;kpKHn+o(8vI=2fLKP9tg8JrL{<+;^n~m+{ z`dJyzmZOfzQ3$y?p!=y+Z0KfqXfuY$8b`#jgXOUE44bIC`;^O@p}5@H+NIJl2>2^4 zWW?}zwg2IqDgDzqi`F^Yf&^hhIpk0h!iTZNDP{fMvNQiSxBo}RJTI*Sd0N*mI|BCS zYW=tqI)M-VSBjwg>ph)ItXGLFt!Y@%;2euTI&k~@*c(6J_*HXH+^?h;uYc_8{!Kv0 z^_hn2xet3D+0d&iG+jvtT@P$gA2RWn%ClPqT7grnEA_p)LVf3whV&f8P@I@45W95dHsp_e5tH z*?R8mcT|J4xk6p4jPHs)ZRD_Xf618w6{Ad}CN&|f`DKBh{!|NH(r#8&autSWJF*y) z(rN>_y%Rag)7FL)zQn6zN4sur9!4Tta9s#6S1fE>441s{cd~Y={dj91XE3sK_8~*a z+3~XBKeSBOj60jXvi3gW>A8iVMrS_NVH4*^)Q8&7z8N@3PO1eA^ZK z?Vrl+LV(QZ&66@_!Sq$WalcOnZ+b_>7d8>N;po@9gZTc`s9_GTj96+t zv#v+7)|z__i3<$p?izQq%1LnRkQ?>}_z zzxD9H43DWj-U}LiXQ!ndhi2m~8QL*^lvc*2u^RjAiG1ogG6W%poWL)RVLl#a$g85Hc%8sPf>+IA6sHS9e^DR9(Bq zfh0INXaU-8g{8(xASr=z9%FB|!PC-%_A^M6n{cs^H$VGx!BkFy2;dx0-N#?m_x1N@ zLPKA~%{e0_#a(~8^Sngqaa3hz(cSQrsSii2+aWV9Nl?ZNNw&NWBhv>~_THa@NXbe{ zpZ_j?eN|Q4#l^+I#3TXw5XKK25K_p0TkY!NBIig-?hK*=HT;yXukS$*o=Vd$^|iIE z^sqRRTCh9JU7+i>q(9_NMoSD@VciQGwiZ=^ehU31b@uX$CSPL<5PU_rvb|^xHRveR{{FE5d>W5rJY_Gh z0ujC)e4^`B5dB)}8|2N6pQrgikv_Fgsx)xqBGU=NTCe?XOmKxH+ z2QM3XLF@;q&N056i1@(>X*7DBGFY_kuc@iYcWEjNiTY^wq-#a0GRC|Q5?H|0j>83S zcSee_W)fRlTg%-?{gR5TZ`_E2W;PYF%ebT`gwZ6t!9`CKkGCD04?@l$|ym`~ECHe#tB1;5`VQ5eY(i4vazqJi4EmJ^B z&LVyvT7D0p{3d`ug2C1y83+6xz_6bkyLd+6q;4~$@)1tx#M^=BYe&nIE{SV<^=M0G zS`$OS9ra#=xbrOJ-L*ku#+386A7j;jR(I)pUAHk{Uj6xr)Y^z^(JW47xfv2|Qrphf z=64q!M1}wqV5!v0;VCnK6X?T~dVz0iH~lf<=mn?W2tjKt$bQ!DDYb7y#OSD6pigdI zUT;G%>)8+IkApkfd7V5zUW*Y8+5BYTH*8-GPb*t#V9g;UdAMvXA-V)7+uzDhc_y@q zqdPy&c6!qMXTQ(Rw67)A`WZs#NlNNTn$waVN(F6cX{qeH80$+J$Sj5a>s37ISh{0A zz*VR)EZXdw{MmEdmv}RnOe!xN%Zu{cdtooKsU&w?hnGiP`%AEaL6j^v3r^5L2T>zu zG7+a0Bv0KEP8|^W;Emdp`19~gtTq;@&7QtJd98ML10mzuQ-!$GQc|uQoi5~S_mDzzBF7Gg+aI)KxO%V+Pl)ID6edr#Fg0Th`!eX zMiF_5I3OsIqCmrB;v?P2B%%@qDJMXLf+)zKKxx}T0u2~Y5K5>P1w^3`L6E7C7(}t4 zWC&9+i6vvnRLEFB??deMy8ri&_tpz*xm*kJtB-r{IcM*E&#;XOOfX}cIiYvB!1mzO z=pRlr4h#01=TwxuoD?FOCOhf z_Zp#o_0^WNos3RhJJu7=Ri-~;{FWOuL8}Pm`BsK}J8ajLZyKRY(v8YFmEucPReQYS z-1GnG|G9E|g#YuYT61)>N zb1i*b1@3&IUUkBBTA_|u*R6-!Q|0-%#_ph^X>Bw2-ILBg=~?*?n*T3PefRJGO8s95 zgJj%J3(TdiLxIEo0|#CsA>&!qRZW%5K)8CJwo{d~)L?#*$#4}urFw2G0w#oQirr}0I?WB! z?xPA#jGgDA!wAfgm@wn&u$By(zd|&8vX&C*B6J&u0!$HfQu8+PF z#q~&xQ1LFIvsO4>XKo&ioxFn>t%q+Ycu^)-|HGEhL*~1dCSLt)cc=uvo(RLUbug2- zWV(ktJy|C9rB}D?8euL9(;|ge*inY>T%3rreDdYBe0iZp7=og`@F&U zGPw&fveaCD`pd_G5ThA~ADwS#XgH44oybyVGoMQ59-V)`5W%`2P)_`_kYYt8ipY=;Dm%&Kul zs3dlAg;3q;zF5ZADeut_?7Fa2$EQa~rT&o83(PD1CBeU!o}3*j_Vy|neIn%QYipN` zd`;jsXwb2<3S+}#uX!Yf_3}82>oqeu+}U+XW@(Fd7GW-!oR=!bF!4Q=LOtox4|g&2 z&I~l9V0>bBJ#9#MM zpJ=x+xuL4x)m!Q-0n==2*B9$9UAf6h3z2s`qcYu+dob@rZOZMetgS|VI9SS8uU<_} zCciG`zgcKqJJK+JOXF37#LDz%_+N)3U!TjK_lgL za{z=Xe~eyNfovhCvz{2F4zOlAs3Sd}2Az z4I5_~a}*N`O>N{y;v9jf(FAWvDid=ix5X%8agj1s2@4qdn|b`U3bF{kyE6PPYpw5# zuPU%L5i6~B+<1tt4B;sw!Q3=94o1cK_m|`c3Oyh5dsp`D%6))3I4a@XInjKq9>7%n z+4Y@1r{$xS>6i|m$4^V!Xdb8ajEZ;b5;5eFxx)^q25*!*sJDW549Q{rxM%1Wz(aEx zZdQv;FCH{Gr&j(7-|c1;Bd1;c3oyId5n3s&ru zTpmYvuks*H$E@NB3oKBzxTH{73{~mPF{8E?VNW zS;;?p?mqS(FD|&cwLLuL-YE#iIz*Fm1clkEdN(VJJ+kq0v;Gh^`;A{yP|(^nVtAAv z#a_i*>8_-II|9Q*y3ilU4NVCidg%RLJPJ4BhQ4Eh74^~}!!j}VO>1i_5kQ5gf|I{& zfd^(TNc9j3eJK6PgEi~0+(bU2&bih;Ha6xv)K*yDYLYxGI>-AU@+De$n8D%g17asS zheSP#vXD6;)3O7r|dyC+n|YpP*8tV9o|+agg{1KjAu5bATa4i)LbCY*2_yz_7T z=kNL+d3npHMgjB0L+C{4teK?-LW*|9JWTsEq+-lT!DK0d+4pwui6>0m49q%kUvV7> znA{U}&(N={c`2J)5bD3T>)2|XdFSA_zgQ$27UmRuzzT;K-|>mE)>AkV23#4T;|S%g zC#CFi9wqrLb_VGTo}_pdS*kj8Tw-_JTgoY&fCaq0638TaI%>h3VyA=2j2&MAS@95RHZ>ce+^V=PS_E)THpK z+QyU`(x>1KE?6zCWjY|F6VVL;`sz9kpa)%B#x-U-mll=F!02NT)UI*-K3R3h*Jd4( zC=KVv>j{mRN8>ftbM@F&FcFoY?!nm3V)B8yq1b4Ot!6r)Q-(H@o`8%gtMc6$-i+GGyJM63lSqTjXYw3a?B@yx^%`N*~h+z3!320 z=n_j@8ay^^%-I(l92_IL8Ew2L2G-EqpU$hnz*uvSG;3Zm?G`!9tU$B}S##YDlRq=~ z{EpS}mAo8n9We-u7qMlG+jZ^!`3Lvfl$Q&C;j;boIaQNGCI_+DcFuvRUj@D6clFt< zvbr_0>Y>b%5<^g4&o9#7zI{uN7HU{J5GDa7{V4YkuwJ20Z=7o}*dX0hmITW7co4^G zXlil;rYH^)jpU?kK3!|NijKMv)xrrKrRVf_7-OCCVE*Mn+V=O=p{sa*(aD=M{?KnJ zK4%&YmtYaCFK+CXfn8H*Ochhx0ZRT&&92t3u0SNXj4M0_;E2F~_p#0ICH?^O&wuzP zUmT98y$buRnHWMJrXU!evbm9e$WaPosQ|&WEtwg(TLHU^@O#s$L=nB; zP-G~xsD%R49p~t!p{(uf1l)Mz1da~zeBH*>QMaKa{|*f-ukA9`FY^KrPr}jG@v4^^ zL#*opMB%rcGcWHZ-KF-%?y#ft^63isv@8M`cNL<8W4@;bIfw3Bu~u7@wZ7eJh*Mz- zHXeb#KKFg2(68$52_zzK_megs9qq2DKmxLJ9;BiG$V)1N_q%L2S|>Y!uqy(_ZGqgf zpJKQvMkhzWC&A7fBnbkw#Z&UT}p)i&w` zwHPts=)V235)BBQ)}Cpwsld-fARAR_sjBbZQ%JjJHg5O|0eL&TKnk2_1=OxJC6)7- zpUiS#fRLxyWjj}3Ywb(W9KaNe!iH$CVEwS|VLKI*kf7~|Ye%8iRN&&)>91-gg3U0? zbsRZ*%Lx&cdS)j6K)Zb`@T;fw#*GfCYua_bXxjH4kPxA5y#obY}^4 z7YR2~_^HnEKh;8}O2Jn%s*)q%QI(L{Z*}pEcIo)OQIsW@-oAZ%Gu#QU`-zITyrGc1 zQHpn`z!ZAdDWDLg71#`Z(Xy#4KdjuOY?dE5tDb9V%RKt?_w1TUTWg~O4!KzT?kl!d z8m;+kM_)vNhe%D1sOIYH?-0=stPPa>xcD@r7b^mFv^`k$fk9Wk*h>=wo)27!k6%@} z*2iKL5Ls^`uFJ;=x!7X4u@OE2TaqFW2&Rh5W{ZzzmriWKS2)g$GUBuQcTo#-oeNv3 z93W+P*m6^#h*2zf+4#kMFTOP%G@97dx!betVGgdaL-s<^NTpLVN`1u?LM}hp>?Z{> z+rybH;5bSPIz#9MYvD|e_Pw}~8sMzhli2e*dP&iATE>?$AtU0>ojWN22hA{{aE8b* z7c~(2dn&8-qz*1Pv&ADz7RwvKcHj;`f?Y8PJGU}3wctG1(ky(!uA7VEZI`)D zz(|)9dX7XEg%QOFGm#%zZamcm!Ar07?At0Rj@O~8Fb4$qPk+-mLBR!I0z;BFLAa>9 z+AZivfjInhMhUc{*T_Okvlz<9`SwI>x@UP5-v#xpTA0A_fxwuC7r{Cwm~cX<_P}?z z!w9tw)n6@DrPHy|jASvWIPxaWoL%U$)iLlIEgz_4& zBx4^naGd}We{ouvq!|)EcJgmOGhOW+5{oc>r4b=?D`t0Ff><$*KfMg@=NZO_(Io6d zGB-g5Y!KN^dEip`aO&b~=XA=H24ho*1S4U87e#U{HSvHiv9-5PpyqTig1Y6Ulq4dx zSd?~xKK3eo+eooPE)$91n#y1`Z{ZVEFP`s4pOf)?Yx3twJx13hq;%lYO|32L0rKH zt>;|v7)s{R36W2Uj6|dtFLp*7uq#VMD*+Aq;E;J4uXlK1epn@QmZ;Li8?hSz)M7PE zE^kh&KHXYd)dVQxKCH`d?CJUhU`J|N0%xr2(U>{?brb3Cto-}1t|uK-U#7bh6S!-r z^%rGfSj8+dbhMHkqlQvEhho_G_)xpSWXCyg;(Y3~7RwE!_h>DMQPvm?m%sz-EXIex zT-WLthjS- zTatl)M^7QYXyA@Tg3bn@ek*%>`xptSm=90AB0x+4nO+#|L)Hl&klL$?(w?28Kd+0NQ} zfP}GTitgOmVn$1-{tOezuYi!I!pWpMf(ekK1ApR#W`hb*TUmmV^1{J^0Uf%ZfFx9& zZNn-FI0bOuaF`8Ge{q&)IDFgY<{r^qK7U(Vwtpyfo)zafxzbcV0oCrQH8Y{ask2oscry3H$Y1r|VMuH0CZ!3=! zfq9#a0ZB-}`h@TS@(iEJfnPLleiK{VbuyX}|29^Qp$W(*OcrccH+`YStIUOS#G_r*h&_?%;vdcW%v`yd><)uxz2{1)j&`@d;rf(6Vqyuy;;O2!O)Fl26!#Tl?Gr6QbZ zM56Yt96~7NbL`R{bP-C_uuZ$QIeed#gBVwbr&4D@gCI*>V7P-BQ_Ditvy?R=-4b%i z0DlLW(f5Q&2KvA@&u53rcqGRl99I*4!KDg4wF-ZV9{1wz!^u^YoJ4g@1mOp>%aSu} z(|gb-Y)06N>zvnsA64*9W2oaYq<7BBBIc$s6b)fMyKMgKlPFa#gn0>_K!$tWEm6CO z>S8FF%LJKaGWZ-9+^dizMfyalX@u&m^)m24b3Bc50}bb=UfJh++S6-LHXMY3pOz<) z= zB(&Gm&lByv>bvY7Eaa?W0bumjR0BZ8z#4ABSNc-p%or2-%p_J>f_%0EA1(Xza`8}+ zCN!(L-XUzn#4{*uWAJ_C!B;a+?kC&7n=LpSmJQKK3mVR1_Y8CjnI+dJK$%bvuviUl z&K^AOMPkqSq#N&U+weQlS7h}&)gG1dzX|F8FNE~p(hYt~H~2TC8~k6mGy30r)YTVO Z?47&&s7oHNPL9~j)at+aUmyPS-vQ}XUj+aF literal 0 HcmV?d00001 diff --git a/out/doc2vec_prec_recall.txt b/out/doc2vec_prec_recall.txt new file mode 100644 index 00000000..9a2a97ff --- /dev/null +++ b/out/doc2vec_prec_recall.txt @@ -0,0 +1,2 @@ +Precision: 30.00% +Recall: 30.00% diff --git a/out/freq_prec_recall.txt b/out/freq_prec_recall.txt new file mode 100644 index 00000000..31ceb6c5 --- /dev/null +++ b/out/freq_prec_recall.txt @@ -0,0 +1,2 @@ +Precision: 24.50% +Recall: 24.50% diff --git a/out/lsi_plot.png b/out/lsi_plot.png new file mode 100644 index 0000000000000000000000000000000000000000..b66cf3e305ad9b19c7b88d82fce0e20523d41aab GIT binary patch literal 84009 zcmeFZXH=Ev);3CF)WpU%u_F*8SP(%)M7puz5(VkfRisOiDqUklV*y101qGGfMS3@) zpj7G7QF^b7UcPIZknH{L{hl$-8Rz@A9U}#SwVw4n_dVy;=Kb3#8L8zN zc37T;W$_0VmPH4?U4*~cw7uF5{}Hx2a@tD4OwY>ptc5Pi$+K4G7tE|K7@qslM%Tj9 z(9BeTZ$IBI-X9IDtjsM%`1wu#`T;&O3w?gU*n|kY$am()R4rLpSkKZwUxiAB7_xlD z!ooQGv*M-4J@pQb?yb$agJb%>Ph@i*W?xuSW>C~}YQ;0g;Z=rjpL1>Ey1r3rTkGk2 z&+lZ)td=XfenMu`h2K<*6t=YPD(rEbn;rN#GaUQqtj~zO1cyV5rFNB*W|h;pBX57P zb^V&`UCZ!R^M3|7^%XuYnEwj@ZPGe$dBxvfU;g&PKmGLG!~gO6rGVwXrQpA%fQ98p#>*W&U$G>oy?pu7YI4LdB_-wkx!6^s=JW9Jz@|OR4!O+D zBpvtW+sVe(R`Ye$<^zlSEJI}dy<%d_&a(c6Q0orKJP`?cshhuMbk}8v6<>*%`&(LC z-nU}%AGEa{JIJwo{w24a@aEI>h>3}L#L4pF=;al4?JvDeY;A3~{taP0-soswVQc!G zSi=0D8~;!6_w)Kc(eNwr9RdOhot>T6#Fw$K4Dibb9$Q&mQ$yF}vU46?H*x5!b1ix- z9B^wb|C-TLEG)0G?uLYfI669>k3GG_VcV-LT>c;LYwrGjMX~gQZJYG<^=Aj!SXf$a zon3caMy9elPM@0*blj7tW#w0M67yjEl{lAxK-se5TdQ{{f6NBZpW7oNBjXVmr(Ya? z__yzQ+gH^6c7QeVIQAjfwsEaORev*JHZjV)oBkeX)&byrU(0`=GN zIlHr%a?W4WmtX%2@t=A{H{P^9HO#8B^kq_#x4*xC!=>isPeg5_UtFhK*zy;3IB-SS zrsttiRdiJLbynj~udj(%wA_%GX!*gUE?JJ*T~#$P+}^L&XlQ6?8)bsuoEG}WJO|mf zD<*3;wWqf?!L(jP(6sJ!Yo2G>53*v+73%q58Q=ZQ}ci3ZeWHHoGuz3EuTL>$2!SxXlSSt;^I2Ia^=c! zg%GzC?dF_2tN-y2^N{P`vanp9+9)tj30H;s7VgU0*OPhg;lp+8!WM^3O-(JVtvw?m zBGS{-A9#2?50G;AVg7RUs%89G-i{apJi+4(hMbz3&l=v-Pq7B-8-B-CH%VTb-w-TI z4qscc8tZx$8(Tz(zq5#x-GvL0=@}WVot@inz4h2^AS){?H23(ygFv+eBg5J03E`T- z(b0W#J)b{&1f-wz-DhEL{z0hGakGPiLr_Ra_alA3l>3LU?O(ZkGru4&e=QezdUt|B z$w2|Vf>U#|Gf{q5o!bi57y3(T)2a!K*mUXO!CzFJ#|O@GZ{6w}V_X>-_V(7=2aXJN-mn&ZT_1BK; zoX#J@6hh+l3OCUEUb%8*gRn&)S7&T4M;ZN?)6{4uKCXPRpSTigK-`lLA5N|2*V4eE zsPNjUZZ$oA@yL-QVP=h)lf6lerXp_M+RmztE^`@`k*e84y?D!aLi6>4Wnu8Sw>N7t z9Fo5N`s?yo9jS?liO%1)`kgv+<|$V678Mm0Mrk19eoJ?E1m0V*SaL3X(Ta`RP&4A# z@voVIY*rqX=*KllW-(Yl*8L5d+qZ9@@VTcId+vy!!G{B^65~%foX0<<*`(u*le13W z?&jS4O;e^tXDPScrAym(?;iB>7X72t&ZR$iu!>#MS)(=I+dCjY=PYZ;f!iAdkKf-a zTRF+>R*KQea0!&n-ld4wW_DFbFIco}Tx#+g=n(g+`hRFybfDqVqCbn<T z*~!6NPNgJM&FYVJ_1AXKO%KcNREs~RU-Y;{nm@xzW$J4@?U`%y`|y?KnCzlz?&A+m z4Ss&h#9a@iXyx5h1HFco<TV{xHT$gdf7#+j^U=< z4+scAmC-uW+pyFktzBYfL}6lbGA}3Rs6vQLMMp_Me_HdbP=4`@Q;efm9k$7H-Fz>G zhs@*soACb~9UWq0+dIbQGPX(PUg}L*Fwp;(#Pjq(@5k6fiHV8!L+`g*?wo7$HB*ey z630V)S6FybDO_>)f*V^-`n)?ATQ?BGxW7fXrn@Y}{g+>UvFP0)A)$p|oE)t+s|Zur zIy2cFGa=&I-QCdJG-T>}VN9Vz#Hf5*N^Y&CFt`s#XmdH(GLVa2S1j@ho$0)*)`%)Uo<=qd{kB z&<0VP$cah+>DT$p+4oNys;X4J`|i88nIBfK=EjFbi&U#fo1LEat?yVjym`~6pJl}c z5C6`(3`7ZVJK;a_+DW}Pi5?0CSr)43s>Ymh3o`_h>UthrC~mLlE;e*ydU{$h@^oyiQL|RYqN+yA!NI}fva(h8WhKJo zgO0ziu2zkXj!tr_tGapnwqmXuyEXPyZ(WK&l?cl5@ngq6U)w)l_ zLn7~o#LNm!Xy0qfeTeLF?35lW6Q7hAe;;xE_2)#m|Nwlb_L^juF@7^7=?yXU> zv9S@>Gst=KCe*Mj7?*oLEiKKcB0R|7d6MD5yikN6yLSEhjxAeq9((#aY2dyX)h0%1 zXll0h^+mg}i+15%cTK(Xn-NF*^5oana&vPN&f!G!^479v{Px>#dQ<2&`||JKzh4oh zE(B;8rjcSXIZ`GYHOh&__Vt1Vtvx-FmoKy2S-1Q3^udE#I$4iUoteG0DtKIXvBx;< zT2@kv4KHdd^rZqLynlbFVwn7fJ?C%i*|W#=V_Tl*j@D0~o&k3F=4#;wu)N=ul_>yI zl)t~f)v~_oT&w{~_yz&J+ZDn!SuR-|4n4btg@waT$DZpd3Apaz;ZZR2QeWDgO-Lq4 z+FKcj%)&%cax5Dtgesu0hzJilZ-~s3mqt1hL#^Sealsqe+0lKU4h)z_3|}1ld?aJC zD}qP$Wgz~Z`QZ?&;oF<5m7UJd;aX37top}4e#9>LVXI6_s?V!-f0t+;rSOMUPqE>I z#O6vX#*U!pYdH=c5l7YZ5zv>3W)jqCZYC^qOhCV=+;fLYyz|VYSZ$G4?S5PbkBf`T zu(ejzEXoW$kmFvw+tEO<<)zs6U3g){Pg_i4BJlC!$BLPbb~{hM_%V0c09I00tGBjS zQc_Y~eLeG|j{Ej4TiRTko!cJiM;2*kInSWQTVeAsRI(gDeg1sTt+l2#&3CWibM%F9 zm$}(Chh8-lL#0!v?qUg4ywsKE=Hhy&tE#F>_cqUK=Z?jT7o&M-qBX~gs8kg@V>#^W zzvb)Xs?o1E*7+&>dPS(*X57zki`G2h=&1zhWdHpa4+0=~a;@H}rnu(Tk+Wyd3KzLs zS-Z}T4>k`^i`8a2rJ>C7Nl8gnL~E+&d+ki?v>4QO9J~eux>HCC+p>Uht8Veg6<*SR9uUflSpTqsmojViG#rv$g6shNajMWhmJKEXBWZP?ScVeuH z*)EaP+7CJr9(>X_4_mz=T&WC8J92cQC$1Rncn7+#_{>O|kC@$%)8ICirp909yI3;o z`nCMqn{V|$8135_baKkSwBbp>ZT`&r7Y9o&~f?WLj@gzjg0kMf8k{zWTHT z{bG*g>-QW!a&y&txfnDU`{6<%rJ&=hEw?ygJv{LA`~r)oCx&a%?cyq9v}1H~-2iQ5 zl&3fW0j0foOG<;JEtg-}u-D)z{ywk1zW#zs)2l0b6TlpbX*MRkwMnuW_RLb08ofo5 z9xZKc!PxxlVwX;p1)nU__jd~3t`OWJJUYD&x6O-J^?8bAyHS5bM);{`zZ^Vx&}w$t zj#1j5H5ZLy8wN6Q^S9qh3LXgv>KARy7%mb`NlZHP``6Zeb*jVd#VQ5{q1d|R(VC(} z0wm|A<7|39KI0I#Z~2xZ4r_|;7=6M*ORI??T|l)^paa5AnUh^ROg_HYBy}VGZ!E5N z#wo+Mo)sm2gOKTCREZD(w9e0OZ`t>yv=$q`YJ`+K2bGb`nNfA6 z&{LbLn)4G4%eDZNM%WFv*?+pWHr}A*r--qWrr3X6tLu7Zd^M*61Gy56DvqP)mS;Lm zm1FND7?vGHLDgf^OtmWMEDIsX&n@lMQ6?*yu;e6nXSKe61r~LJJ=2IdHDfw|6%hS9{#Q&-{Hc zXU8r6%n#IB$Hy;4jE%<|mhCkx<#HPMeeooA&+6~Le;(pzfBZTtXHnHedbR$$gdt1+ zM6*V%(b3VG6w46ecgs1%#$BDJCMS*FdvJRMCMWO5qcW(8Hx!EWuWGMG=`0UE$+mFu zVq>feAc6~iPWsYlqu6n)fA}E)OSu!gP5CR^#IxD1h5);hzL{x>3kB=^4i_GKD-8wmSBl%mhU6+@=y0Tz3JA2ftR|l}F zs;9rtMh`BJ)0fQ{%wfCf=B9jW&CY`E1x=jiSdwG7w`|$qar@1iH?KL!Mg%UuzC$H? z-C|abz0v4LwI=7aWcJBRs$S6OoYQjiFPB}z_Q?DGQu8;J*e_>JJQ1nbwJiG>IL^(r z{H7Ob;@|Vi9zVVZTu1lV9$<&tSnumC+X{Be%gbBDTZ0xH@`wd1@Evvd^m<`-NlD3# z8#i_(WsHBmm9yDh>|CZBz7!J^E2siDJ9_^7`RHCvZQJrtxuaMjkzJAMNkuOb5(Gat zHy4^LUa@f(*ZMS@-aTVGAEawoSt>iOG)5+4ytg=FL6bexkNTch4vE>V+#s z=z%umInLlgZa8vljUcsB6WrRp7cN}5jn4HjSLx+>#%4i5!Qw9lZ8MRF42)bl0e; zsFgqb0L6xx;o)1?mx5Zh&e_@7^=w^3LX3RS&B0ICIXAct&b2#ZC+SU~Q7vcWJlL*4 zmxB7SuCK38SVEoSQqxyD;C3magTuv=Y-?`4-S03Oc@d>A8}xh~FmMTq2E5$nC$pYs#&(E}V+bDd_bZWfW{f-B>v`-9*lF4m0p(3L!5$mpXD875}cKb|f z&L7*ur;&WdOWVbzu0x>3ej-J-x2NYeh-E#mc7}aIh4{r8eM{43f!lS(vReN7xX*iU zuHK=?9BV|K_Ug}C{E`6E-Sg8kV~xtqwJ*+IRn>>m;>r~l1H#Nk531iAh;1D{fmoIu zdvk(I@w%J}W1&j}XNIj!+fA{^^z23(* zQjXRL+brc~Fh1}JxWVWYjZzWK@8sa6bhEjc_6v*hB-Uo99J z%IE)5UdQTftw%aa)Vl=s?NiRo%v2V*iUr3D1>$W^j!!MNML}zanH0Ksp`<$R8o-0o zh4GpYS%8_hq4TDsrW)a`l?ANLa!UfFJpKHlK_7f-Z?4+@9M|EKy9Oc$n4Ws!Ix`R* ztmu(iv#dw8nX{9|%>G90?y49S(2&Aj0Q@COmns}Pb^|3a0Qgz8u%^%*f{;>#@=4Sz zWu13hfauW*>aS@VDKnMKCBQFcAg$z-q_75K5`eLQM}!-o=Nq~BZ5Zdr@AYn z67VHMML$r;u(ZX?y$XeFS?0vi(u&+|drfM}yJ8ni2nY8h#%M3!6yp@lDXpQQ;nrMKY{zoS{BKTG z=vgkhBkLq?iQLhnt|UO?gI8Bq8@3fZQhRy+x9@-WA*xGa;MD?qKrlg&nBMv{74(I2 zz=!_OIY2LCKu%IP*YIocs;jGuPxZtJMM~O_7!ZUbkWExrDO#g?ne39%gin3F$1BY<|}kF}?z$W#nN?Eg$5lZzaa@#~i)JTGPB%oi8lIl37qoZ@bSq(z9dPY%q4eQ4Jr>Ios zxO2v!%+XK({`>DqR@z&+xx?@{m8&-6ukfhsyQ7jU>T}PV9Moja&hkIXj>>-MI0s_*k8# z&~ljt3l>ylxwu5BC&>Wt77s3~y8wWbS5OdNvu4$*Kmg`Wh|O(@R~NH(VFiS1qzvu6 zBc3!mtTQ#*J2X6827#K;vQp$}xvjE(>CK6p=n2)ewZ^rHCT)o$BUV&-#S*dMpy6cm zl;f{`>+0$h6ECPnBw~FBLUD_b^_LKy43`UVbzQ+8j_c@tcAcXXpL$5V2*3FD&70Hp zqWH!8ATD5vR?@k=txl4F2^|n4_h{$7eM{hW$&w`=T-d@2w3ALfJLtyA#>S=;rKXex zSnBq4(uRDP#zt)*&Vn%sY=9C}+DFaelN|x>J`qCahX)7cpz4|$Gruu2GkYRznbXy9 z!_BQouK#G2Gu|Dwtqf2!s;TJ=Q7j<0HfNF>u#Hfn^-V>wC#X$jMuQH+2qAf6V^zSV z!Oub)9Y!rb1U!FU9?1Bi`r}7hGXzUKeSCa$g2xj~+cVlAAD~dEXH>l`{(014=hOxb zQR%tK;YW>`W?!m>W^GkrX1Pa3YId)qt7Zhs03mL9g}FIttu)*IB1`{6*H?7brC8dd zA29Kex`1)hJA3-s?68p&&Sozve7O4%R*F$$W`?TrsoaO0xcIz_bwZ-7EKAnR>xJf7 z7p=Wca?fepy1+9b9bL4rp%tCf3aE_)Rw{oLvXGw&xSs>_NBw+t(e^(GS`}e<2pSNx zBhXH5_b$SYhjdP5r3T`zUw)Eyip7x(hcN=`GJaxV;24I4E!NqKgS?aWiaiW6k@djG zC!C-!lmgfgHEFgn;IBb^nyH~MHo`U2Mt9z+$74iku1UTaFpFPt=z6^4 zgvA}GzEF2}=@;lNMcn}fjz9nYd$>5V9wcusXBSZvwdwf)9fd3#b_vIE*Qy_daG@4f zR*F^8noMw912DucD3By!c=D?5Y3yxjcislDIyurA00+qk;tO?3Ae@3APbs&JVW3Id zp&A3*o&pqHvr{b)h)X(kL%}|y@?+3fKcN2-jE>UEP=l86er$h?5Gw9TpS=tygH`z9 z1lxWsr}0nMQ!4Mcxm7k~I52?^+Aq1=fMHs;7bzV*nq%VLs)pYv@pqXG1J><=Rx%0f zMSLo5TCXY-a=coqRoMCg@Xul8I7@2Df@TdG;`SpSfL!9?=#UNy@2%}Z1D;R>dKWZ@ zCzVm^A<%LRP!Rwr9#*W~WWhG|`_;wPO|QNZA9}aBEfFv~0uRy7d3!FNoaFStRT5Qa zm{r;n653`NOs@uqe({}J>8G)ENyd5}5Wvh~Gdq@=DwY9H^C*@YS!;l7K6?%2-7<%V z*IUF*p$oU6H_%-tI)!>|KoHoivA9?k!pRQh$Pe^U0|NscIj0g{##p*@h?8N1y59vA z;x1Q&)Devc^jG+MRj@unArW)}+Ejp_nMKT@@>E2q$fEKo15QLK+ieTgDR7r?nlu2E zg7)!p1*b%$YMh=Sv~MA?#VkuW{@O(Tu@`OR@5$`6{Iz4B=X8vzE#JqWz@P{LbzdPf zK2}!ujk@$qWhG|ma`3WsS;1?`he0a^nehrL_B%p`Z*;TO2Vre*vjeDZ}0xu>5%H zhNt>^dJQ8J?a(etuxCeJEnuxHEto;IHF|aVE0Tm(Z`>FODWn4nR|$}cTXSY8=k>Lv zbf2mD^=FLvHQ2SYN9-G#qD@l{KZXzvXg;BP(myMcFE$Ttba}K#7i%bb(;?T;^Y1;n z>eFm9-DlK5^d|e#`d2|&fMjlr4fe$ntT(r_Lzg^q^k`Q^Or|_`CKEs9^K7cOqah=$ zw6xTMw^56l42jO5O3(56=+3Fd>D`$e>z{Myjb&}(xpi>|YYodljOAaJoE+Zon)t>q znuPfeF!V&gaPz$RU2^A6`*}JZIet8IvcPid^$3Bo{)3lR)b;aKwj}YH7uSDb z8;3nZjv?MQ6nhgdwdyVwR5#>z`E%!P(EjegQ}58%9tL?|Kshr>#j^~l#c!KQ3v|v z?@A{xV7WZE#mjuLssG8dtn;@3|Gn(+)qH*X^0$9QCFrZa!qKl>l#eP0S9FgQ6tI9M{ASPWu8O9tCiaJ8*~>6Tnt!_1!Gf}U$C=WeyyYOR|4MLW&g#`zY=}N zN646)om#SDg)&?~N^w+ayJ!NS@$_tJ+b%9X6P+M#QnNQ>sxPgr8;fN7Pd^<*pM1bo zUDKexL-M?yULGh63f&h;b9&$qRX}vRG9X&0h$*i*K4-ZhC;@k4slz&CAhtZb@<;A| zfYXwD^U2y`j>@L`rQ8f|cJcG~jx6Sz4c?TtwzJ3c%|VV$OOCgBN*@=sJ-9u@MXo00 zhrD!)&gju9U@r8e-kJnyG(mFv5mb5p)q+JGh0lz@oe5= zKc}g;Yqj42KEQA#9eV_OQQCuCW)NvLST4#lNhY<*^{LhZ+WcsEsEH5YmSM$HRl9wA zSsYbfz)}0Iun-E7sA$<8`5#703P(3JRx}LH?FvVWii&V!D^X0%E}24|Y-w)RnLXwK zt~fCXKKcPl`6if5KzQ=}nd8raMENb}K*B6cWi&gajM+#;g|Ch)HS6&Jkp`Gv@5CQ}GOkyDP2=_IXZ%#7AT(({BF z4@G4sv$HI>OH5itKisyv@+5>)dUd)V5kml9J9h0lMIYeXZ$F@cM`pgb>r|*;=)8uj*ig9oQ|iEG)ev>%nGK1{w0W&V;MY$w!_5$aG_h< z+SK$E%gFHE-A&44IZRWgeS6!aYO9=_T)28tGz5nh2v%V9T`lkLlQn$lQu4WT=L#-L z9X;A0uZ{IHI!|7wa|3mCJIQf8RAS*%J1%%KvP^Z2s@1+$kJ7k3OC4@(W9jrR z>TvIO?J9q~Vsges)7nU8@yuZTsUU3;OO;7c$}L5z2GEL!x+I(z=f4or@BileFoFKU z0gXs^AjGiGtl>gYlk;e`J{G#LNlpBAsX4%Sk3j5?|HU3rl7x3#NgQxyYHSDaIuOP^ zE(D;qqZt76=QA%U$jd9@*+gli$deFYKhp7Rt+t~aoBCuj9riIn8*Rt&d zMH~9lhl`fG$NU(R#HD-wd?;|4QC)JZ^X!B^r9D78?!G-I2c>lcagT8LUv0@TE-q*& zY3~pvlRj}`FV}j&;%nlosCT>)Z#mbctMm4KMh@ruwacMW@8}H6@%r^pPFSGjHL*QF z`EU1M8hCmUNTt?v^Jd|aai@#?&F>rpEvKh5lfCcV(-@eOd12Wu1E&J=iC8y);eRq6 zphzFRvq5*is3;pO(mmbj%u4l~Y*xt&nWiunN z%o$X$buiQSXiM(_q0?8=$D(oNYDR^b5F45sYq>AG0WeuFv+MYt%!xKO2=>X zlBP<|UFF*kd8~wiyUz9OUemgdms;*gMRozo=B`6<0OI~`_*a{E?fP&`S~|a^3K21* zV|(BM>6uP}RWIARb!#)Y>0W$*pMLsj8RMvxReVJz_Vqsa)W)l}%fG=RNGt)C(t)I@ zZ2h0@6nDrLjY6nGx|tk;Mi0&!8yim}Tho>Zs>DYA1RgmqWe_-Z9hA5iM*8>wN0ARS z`zVXn2JNxD3<)YLC$vwd0 za^>30!^2bM6ce?SC28}YAZ_=8Kc=^uB;RE>sBY4Y2>4C3rf!dRp539Ax(GQ<-}&0D+i1MSs!Wt}dgZ!yv}{YQrETVf0q7ZsQf`P_Ymd-^6)|q`B}yMD zWf+geo#q`H9E?rXLefDQ9wCKp(6N?tN{HpAP`k)`uw5rJT01KfflFiqLh`-&yMc(h zfZ;3b?AxE%Mi$9Azsbo72O@cSnzt$8-UR?bA{MW8s+m1X4YG?@x z05p4Zb(61HF8}g3I@8tHF=nRTi0WN#^to}%4#7^hJTobL7TquTif3ON#vHr%lXA?? zHMc4RifiKyH)rpPw`e_1+KhVQh27p}-eB=ul)MoUshO^Z@`XOh3-A=DWtv~uo{I_- z1H-`(m>cEmKJ)`JaO30S)lGNca&cv`8;r5wiLzt+K4K1uY=u>V(pLsr*V57w2;vw9 zuBI#<-*_7(R4LTaB+Ff5GIS9uN2GOkrD4It-E>zgV%r20*+p%(A&P*SS_*NDbP>>v z9)zhph!A{Xo4^vnzjWeP@{r*9`RAWOav#85)h#+GiE_rLl^%+; zPkWjq?nMIJX;PE#ZI*&m%}s6wZw#3F=g*%NpB=oWF0ul$GJJ}S?YfXNDJG+J>C-}n zihu7c3PeNcZVk~&`0a$TY;2O|WD~KVjmm=WkefqImI9Tew?h~~!8QO)H2U!L3Kxlv zxRGg5gD|pGp)ek2Fm@NKXh8($la!RittqIp8ESdIkqQ6S8hLoaYaSygYLpEm1r_eO z5+D(7YeCno?}c>C%>0|x7A;(8h;P6GoPPZZWsDdQ@<(koGCyne8zVMz2=2>=56=!M zq2VCVa{w|-zI7cihX3!&{+#%1lF;ey;odrDpW-DvQFT9RxL!4U4sWcC?FpA9g3<*8 zpR#Y>xl;i@iC%~yj|c%#Y9w39`9R~AN1ZPRMON365yw-9w^okair;2MWQhZb<|Fe& z)(4yGU$G4(l}Mn1$|C~8KpIU_qq91J-n2A_%pB!^6HTMhezr)7V=++} z4lh{qQuo&6Xm133n>+;RJP1pF_rn$gD4CPE>;#uNXN0v3@OXuKYO!!cZTreer@(sI zzGH_p1!$12DG!n51lT`@@=^uyd+(W7EW;~VQrHjutZBv|hEKXb9)Aa5qgs;b6WXR& zWtMdm{lT^+Xgw^q5YM*nuPAJvK%z|Fkg4!bQaAcqv}L)~+#WGiWPBAp-%;Bg9 zq>oVgEDQn-iN$(FkGFSrl{VlyRG<`7_KF0~ufF;Uq4U9=V`GSbz0c2=CW8lA^r$@S z!uWGvm+2P48?XFt--FGF}dQ3>TJGN~*MpP8mYbL0@BWI(6ta#Au%v1!lfN-shRP04c z|F?vyJUh6M>IBs;Y=mffH)s!f6Ifo62-hHRauC->NDRt~Ql{es+o-sC(*cZo5F0^? zQWe|w^4K~CJDo+EKEOGb;OP?Q70PnN24*}av%qs8tQW&?1{jCIOs_f(JR7uRr95%U;p#$_dGFSVOdg*7O0v@BO*V{D-vHWUDD&Ry9cZXZtp?2p-Zxe!F^K$t$ccP1u72AUdSZ!dmrQ>CqY_Q>N6@eJZ?oWVyx z#Sz(8O=t%LM5tX0s>2z;?17N=wV3 zxT6;yM?jQp)nC8+p(+%r9pu@(d9&21 zK8PA*xq+P9C2})R11sld$0TQ91PMhsL_t*vLpYw2ps0O>kCv|GJLW;7HfLXdLs@0? zd)m$jc66&7abj2M%`gAUQzz8AxO;0wl=Wr%U(`5{j;z2JqtQi&i{1YinbHEw!U1Q zL#_E3K9a))Cpe6mIx#C$YLMQsAM4x6z#}___Keo7LxVo0qayBS z!TM2v$kb0C_nFp(g05n%8)CkPe6H8o*@Z*s1jZ23iAl#JKnZiU1OKb6tn9^QNIeeR zh6#zB2h#z7R^C}zF40ch$O1sHn*i+20#hkQ=9q-DibkV4-5$S2RK6Tfk!)c z@@h9wb2vcc#FE-Lin5?5!$^Ng5l?iMaBKn??hm+5KHT*)&_@}`#kG>#`Ec>tnEm^4eI8 z_!~J?Y;Fen9bsAM$$@~p^)F6h)t~g2&;);@p)tx8B6LG?lSd$I(XM*i#tJ+kW}RiR z;qSjJ1imXtw;P6r_7j85bFw`$#u^+TOy59!q$1VYSR4Tok3h8WI7#pg#7o}i=C%jt z8e?z*b37UlrpV5s=`;%MgTZ*h+843vIHNQNRo)wcY>J*z+8cq;@YAu+DfEs~h0a_5 zB4**zH63`Fa`YU`zi~6*_P;)vi};*A+Ef?ta9&;>3G>iZ9tLP3+DB$0d4nhqntmoS zxX-%Wtq+2KQ1Cf+TrDmg-nFT#T@=unm&V=~Sc8b){47%`O08fywXb-wF*v z^zGje^SF3W#|}7x@(B<;iPkJcg9GYR#J9yLbOV zAz3s}g@XrQgJvQgiEex03xz{4%L*C+qZD=)K}oR4cStoq*5u&i6pK>)>#vyhZBY7bbu!F^FBe7zkReJQR zc2o;|u(WJ>w~_+BKvqx!u^b}3(xAyFD-;~~b5^NO;7CvX5Fh_%AN`4XWsHjr7o+ib z6maLj4}&(v@lOisD3{eNEnchuV|TN%uI@n>%**+~(8H zya1WV#5d&|$3$>r+h&`AL6Ce@<#=ENkh;safHOq6FS7qB`*2S|{oz zU|+uj>mso-ZYR_aW?#KJ0iDJW3^ zkEPKPXsBjTnjdVWu5_Xk7#&kWL5P})R}J;FS0Jf06Kp~$5DaTqqOO~&nIXkO z>ywmAA~`glqU|!njqu@e#K|BPR{^FYqA5p&lGAzoSzFN)2kBhQ;oe>QH@s@;=?V}z zxi!>oD#)l#&(9}GI~-rWd!KL~u8{2iYI84%=LFz^tF4Tuu7X}SQXo)F)+bfwf}#Hx zIQ&HnKIs=u32PcMLm=hfA$WUnp(~;}AE^PrqLoUaPYgC>R?Nb5@Y#RyIm&7jet{xU zSY}Gm0zf5FB0qcHR*{U7jC*Yzj63ydmud zo#lO;7AzsM^8uwWBBeqD)Ib5c`nF64X4I2@WtPV{mb|MZyyu&D(mJS z@PA0t1t06e;+hVl zJp?x(@r}TbsIPDy_VDuBg5dAL?yRThIj_6B%bsOzm2~f>IoN+Hs2%5q*6*wnR=i)8 zP<6XM&8W0yR4v&uly8fFO2mxF{{8QuLqNNu&;JkJKOvgPa-wdNaAA^#l zx&oP5BRy}KMJyS78$jJ2!y<$k;&^xNJW0_uWcA^sZG-9sEVrr3@&y_SUaReN!xWV7 z4?6DRTNom?eUI@^>&HrsC@F2$Vg>%4Z zcxkv6FMvX&2v;S#*?TBcX2P?vd*t7JQeW%Y*(tMYuC96D5Ri{ck>sZ=BJN$Wm=tb` zA~HXP6|B(-Hoa=tSbt9VD*|LJ&!v$K`qkQ6bs`7=W6&}!qI_$=??b&*xWDBj5q?;h zq%S~@`dBW8@BLy$rgK+B^j@F)_>9{jhex=#RC13S^#kOL zl6+>wv8}0r_&W~$wqoP{rw}l@X-o_vo34&d0Emw<;HPqL0Vd!fD?Y%P3|#-qR1l3{ zS^86|9{7sTJ|tmq)u(uk2=ydWC~!)kamXL@WByFyC?a@hecKVBZ_ah6#M55eJ`F}G zL_tFMT@XhUfx_B~{rO#7<}}>XP+!qJ%HawWn84+sBMS~5I>gPuRzgeiqC`J^EK1H{ z%!s@#)dWGjOE1XV-Hfw4fp3u`lc1ZMVh?*;t9fYA@Odsuin^;Uo-W~;M~LA zI#B1&tiFp)(v1k*2Y8du(2;%y%HFWwylHu^=(#uFQbaOBB}N%ZL+0#XbvrgN8d+GLo{9Zc^pEOb?$09IlU>#p8rZY;_lRa1goHo781$j7*1rA!uzy_ zc0yv72g$7wyOID5)Y5FCAiqhYYgN_JDFjH}>@K$Sb21H#C|s-Ox-TK(`U1O|;`1 zrpO=tZ$$y*Ba(EF)FkLlNOM)DU8dl;woa9!Ucmh$ne+As4j`ehlhqoKZ7~8fA4SYKn`C zmlbnUcJK?by?T|z2~tUm#fER+T(dJAEPdXV(t_A+>5qqr>HlLM)D)i|S&GYNkgA9^ zL2_v0fY`6DuGBU~FnEC(hbW4G;TGdKgOI=ofl@%q7;?3<=4L6YM$R5URD=y6vvrwe zCSWwtVMsGdm>0odW=o&x%);NGe?Iz@!iBh*Ha(nMxAIqtwYQ7ZpKy-3kDk2VPg))g zz-qKdl~D>&=7FD|Df8ObtgNiKyzSaLh%fHT9`3F!Dx~Rk1T_sX6=)Ch6JxxhP^^B` zc7izIJJ!J*vXtl#G(#Zj#ozkN?SLn>Couu9)`+YF&6sj^f+?$j0PaO_k?=5sp>lN! zgVAc&QalP&^GYiQghdZ%zc_P6E%AckqF5Sbfus5S`E!erC+sr%?#*f#>m+hT;xGtd zCtU1u#QEc4f(yjYf=`Sw%{dhPr4BhlMsOg>q1G8V6FEAd1r(dkPlVnNX!w z2FEf0m?Vw{t*U6G5;MlsL(z6nj}+9@)ZB(2d81{Ke+HgF2g_W)ex3FOq^Z^vZLJ}P zC#IE0oug?yFEWpJ%`NCtrY5h1?yA>TOOLjCvsit5j z%&^zL;FWA2mYD>)UU+LB_#_u6i`a*qdq0`N*Q^zL-YG@Ier9v?i`dwbTC=Pu${u0l zQw7lg%D0Sf_#fNWGO(J?5atKAVx;Vt00A~oO!T^ z`~b*DOITTp<-8h)?b7~dL3rF-U-7K++nv<{l{|-IPQT0)Dc@jM<>%t(3sSC3S#F8h zaUCK)kgy0=cp{P`#bI|CdVUSfe$>}jBp9o})?k{#Jw#AAx}e~MII~j8kmOZ(hIetdX>9t-AY5>!7G|%>H$eaI#4$XvJ{g)Q-A)Ln6Emmk zgXn5E@?OcUEE#azZo0cy0qiIuqD(0tJoJ-p_5g!)GqDI4V0f7Uw5fzljwNp+9|Ig| zB2~sNrM}y0WSM83F=}P z@-N3vo~!`7EtqQ7BfSFA0_;a=Of5dZ;XX7;Lk|F&Nml1X`hDQ91Hb89+6A5aWc&D$Q|I~m&YROayYH(e z?N6u~v~UqouB)G`p8FZ)3xAUMxVevz{(-rzsDlStN`X|AfH!FF1Nm(Jo=*rq?f5tT zYA#EIb?7jGG)KC7w;WO`_qgB*C*GC93-_tapR9&ZZzbU-Os=CW;Bl$}GUl5|wj+T3 zxA@P(G8RZ;6bq@jQ2hBPvKf(qBdb!@ zTzuet^;TW)lYTW9T8|X8K@1X+FPdRmv0?>HYJCZ+0`AG8)M<9l*#rdzy>Dp9d~scF z8xFteGnxX=PD(EZvd7BY33q6a?=}uH`_b%gJ@t@_2BW-Ia%ZJLqpZ?LFWHfTF$LzR z>@8-l=bN-jeVkE6o0*CpaYCF)g6wN~qKP_{DI{QacVp~|_$J*jOx4&kyMhp^VaS6B z(If)S1V9)VhbU1}wJj5;M?g3HGOGvZ?F5HJxp_arCnyUPJBDIIBV3d#Q1#1*97jNc zU?`wYr)%y=k!XJ?9YbbmSw_Y(%@pA6glo`ONZh9;fRhPu4<1=tsM}=Xd&;?18E6E{ z*X=ss=jTU5x6mKBvUf#xod@biIpWdIOeZG}(l`}oJyl2z^eiKsu${M}ilQsZ%NKFi zxlHv6K`d28jm0OGgRY-|HWBCeZwJ*N#8Nk~KU({B2CxT-&h(Bz(bO28EXGh8X{n(7 zP)y`-v>w-XoF#>iOb5r&2f$R@4Em5z57u3i&0l)a*duAf_Z!m8!knjvZ&ZwO&WSyb zo$~6ESDW>gFOI?XH$;xs9-p8UXTce>-+Fs)wwe@KjB#CAu$XwK6Eb#`ALa@JS3qDr z9PdWl6-Fxh>W4a8oD@O09iKY{7?*&T0@x`R^4^-z3F)T8+K5L41T!QQc~yQk3ihxX z`7V@LV}S1zH(N?^;=~UcydsDL?32Ipn10e~%twWWZX>Z2KD^SUOXE@gZ;UB53Z_bj zB_&vQD-(nvu%q;Zq96_FcEo2Xdqx$PKYidAV18aa5qb&;0lvF<;t#g2?Ir=~|BGP< z50Jby3d7+;QdGnv9;aN=(5qScpewmQ;Mm(?Rs)Ts1?l*L@*rMJ4WFO^jl;l~;bvg; zQ5oHy9>$+%Z@~MJ2aK|Y0ASLPu8It86%ALRW2krGN&P4}Z~N1Mm8y9sCZ&%a^*OJ8 z*e3d|Zfxw%p0l5{TO7Mu$y%dlHyq}@)N%V5l!SM?Zf}fBK@uw(mKvj!P$x_;S&wo= zCga>tu4v4L*;B265H+2*hr~FJ53I`tXA~a^o12H@Z5CE({5@?M>$?hh%EG{mNBJ|XpqLLa) z0X=nfEFCN#LL>}_eHRWi;t`0!?8C?)3g#;)Ck5sV7CeegE^f>?vekB#)t`TbyP$P3yVE5fO_2&AY#YtCj>o@KsYu8bm&|g zak~IsWY3yszW+Xz>HPiN_Zniz$tK@@`QJ^6b$_U*d3S-22#Z z*_42xU+4@pXa(EBG2r91jbil~5TLQ@xQj8;K#)fizHOMoC@QkMK1G)~_n7^qzqo_4 z$0{sHde#`#GV-T00mbdh9oaW-bS!K4!<_M>pPdqEY6^M7q#CqK!HC^epo8F6(7zR< z1v1RGpxvT%*kcs4&;+N6(MC^$A;>*W=Uev0YF6OO3T#N<&R4Nz%B zaC(NH(`dEE6oxpJ0oMx#rtK+(1>jt9d$^#Wz)?HtLY0=}7b<5rWAVcu8CH0Ofnd}5 zh!G)$M&14Cf%$?|xA|qMf|X(aIn9r=)pKTP7IN*+gSXA}f3w;l(EGwh3+)YT$zH}Q zb47Ww*jMu?LPg$yY*nNn~G zY#9_f2y7e1UTtmd^za?8M_Ft*`@}*l3s`c-t){?lVHT2|P(E_P3($gL1bnzc)xjzYtAaUk&nhMkYTR}~Y(DVIaStniukW$1adl9J_V&#a z(~@F8O{?1pCx`mkUen0$vQxQRr8)l7QM@221T=e<>NsKHXHDlS;3xuG4si*;UYk7~sPgg!iRT zV|@gIvEL~Q<3-1G0I+49%|bsXz757=Xqu07iJ!PbK^5qj7xX9SS(Y2y69f`4{%J?~ z46;^8ZwAC}c+m(F#)D%9+Kby~RTTigVf(dq#9+52Whgp1!}*|@d$5#(oOOJDk;g!9nh9yjq+j6{XK=vPoT

+- z8fQ`w=*P6GJQR|`QxkOjC@GbAK?5*KVp?{5rY$6?r}bw>km`pVD3w^`VGX>}Qc?_Y zl2=z_Ru-JL2w;9XmunK}8xriC%SxI-rr}pw!ieL+=IU~FqB&_;g5)YdK@Fx*HI!ot zl|a0^?2pktG)Ge*uvBnoEnhJFhI}_<-4ry{OP+GExYJ28Q6t zQ|ov1yF`KyxGd!@Hi%e-65m1-rhyeb^?#b^#gw@WZeS^rY-S>hz_loCL#J8NajB5K z)OGV7$RWFPh`Gz=J0V_L_4*&321x*m=HyR+UWsjj&MFa}IOiM#3 zA9gry1{_rao3H{&Q*iuaV2noa86^;!Ppjd_8LDP4*HuY6E`H_I`WMyuymLy#Ot!-P}@V2Nu&;0X?Dnz}-FG^yGmjKIC7E;|ldhhId8r=ld%^d%{ zlpzmbNFi*j!PR}QkbgL;l_h(Zjm1vq&+}kkiN7uidU!n1Nj7Bd=&3frV$r0FR^G*B z_rEK?;&R%;;w2p@Yew|f+PlQM20*F#5~BvhDx_~^aEbV+l`dSZ{;PGh$0y3mGb~2!=z@h=my!J#}OlJ#rcD5Y`(sJho;jsT(b5VmL3LFvjxXAH;3S{O_(ye3ZFx!?)^6OmBoQYJBOtt8G;OX=(k%E3L)3y!cTN0(dRt2i*Ve5e2iXrH ze_L8s#suWXW0t=r;`Q3YiFL*ol79qRaZSrg8Bns&xad*By1|KoKT}6QY`i?)P=O&2iwCAL@=jYAlL!tY9mNa33VZ(q1j4G; z{1pErFh!EQ>9l4HYoN~t!k%cgbHn*7Pk~^eV3BQ$U)h^wbqa#+>A^ zRbBE$9?jHv{3h4-_V4>}%%3vKC5=G>M;T*92~SG?N3vV7``;+)kXSIC2a0SG1yI0J z6mbqE$`?;nYRb+}vq;a;`Hyry2mn75YuHzp;$`rIkSf}Y7%7eRpiAaiiUD?0q8~=t zznmw_x?+VF0riJts-`rMf;0Xw#JS_g9}i&k?v%a#S?O&dhM40I7ykJ{sM!7PSeEjhMpa4F$$xS8V5B|<=C-f(YbeF+o3J_RJqVp zJNj=$K|6t{hr51H?}wHa44I^cx7fKD2~RonKQC|+P*@U{A~KOXrcityG#DfgAps<9 zh(ooe!z0TTWGU8494~6DE@6lIdH3E)|DG`y=NwOed{~_hcvqD6go{E4jpO6)YE&oo zcZgN|fld~BzVVwID>oqdOsyX4!B;19)X5w}XKW3k9&~gI9r6IiF*G(-1&<*zZw5zM zqq|af`g>-!Ow8R7R)Rf7>Ixi!@I5l7RQ;T^`Ee)-imDgvPq@D>*~M`f^*uum1;J0tHL zdB%rK3=B!bzv#rqND_}mZm08}6vysdoZRDj@c*#)=3!Ny*|slq=lU>d!GqSEXTiCW^*vKIT`5K_Y}y)m~21v_{9Mw5H7q6>LX2s>m;NLXp75x`Hk%p z-f(U29B1FZXX5$Ni`@sge4ATq;x{duG<5yv$WOm6yIwdW1O$IMsD++BAw-%wX$2^i_+acd-|xN~y0v_-JsonT z&D4l@B`>GWd<^5(zf|r-Tu~T)v4U#o1lf_fAqKu#t9PG9Ck*!^n=MDVF zAtxihUVgQ1N4k3f#TKW8T0v1z2CLpCIFwva%=&FjJd&fX9R(_)kNLtM$k}_aa8UKx z7gZrroN?j%PnjVw62S|<(%NkPj!=IE4I5fsc0WUohGOXw3i8)GqbCvd=JOk|fI=u+F&O)nUGt-=timO`R`|8+fo>N93|3rycl3dr6RU#!MtZl&o(-Ua~X+ zGw}~m)C%!TG%EIeFDH_n1(biYCT6yIS!#xV z^pxK_TgHA<A0Nl^Pigx&c_s89>0q=hWbM z-*U7yMw|_)znApSd-w0(K8N6EkV!MOqO0UcAGVve9302VlQjJyw8{q3gg@R!IW&VJ zeEPV> zHTm$v=?w;^=RKv*ZoSySvb@kNj_zclahB^&Xw8jU8-;UMS&3^B^C*T$?|GLE)JU2-Tm&! zxQvX9EZ6I&BQFB^yOkT9V3CgJ&u=*JN%1a(g4rJU+#Y_?nCf&CxtiN4Z0HFErzg7x z?%&^t!?8OwB>()b*<3g}@TnB@w#Ue}k`6gI?RE~oMn2Qx+*34}T+UiL?G3s6XDH(J zR~B01zr6E77eb#|QOiBcZh|$0y9iX73io=|Wb=rWQT!NBJo5lDXg#l6cm;*Hc!kfW zZ*u9U&`>juqon7QtJ9X`OfU8P$LTjV^uXt}p{#~c>?62jd zPdb{v;^9(}ga8&uG|q2o?Sr|$K%z7!I%$V^woC(+Mv{Z zN2@D`OD5Bf{d(NQA#y-P#SF>vKK?k^5n@@F0!X%{gjJa!;%zi#Yv_`>c6$ca4k}Wk z0A43Yv)+}2^aGYla(^G@z~K8UkG7(&s;fmgl!i1XI!f6S7{c_(6mjcGs}hjl!8E~r ze|=hqr`LpQ%UP2idiQB(|Bm^o>4amt&V;x^*R%VW5%bar;T@K!zuy5Du3C>&m&@C-_bbHj;v13o%^4+WAj3Q(c_%v_befiS| z9gfZ!D6=bIpmvxe+-ra?e@AfxGXH6neTy;+XAT|byl_3{jOysC6CX@ZMI$UYJEm{d zH6@I@_51H~WDEMxh^F-6Cvti`;uv*^6Yt_Z4^FY5Q+)#HCMpIW@;RQ?ns2%k`(2D$ z9DYA?EoEB}P>NbwY4si~{L# zQGPfrxFUGk!Xvskt|RCPpDeUd`4bCH1Qa2O7Tp#Ap~1n?B##Z%38_ij?69+U8#z5* zasm__v}lNGIG)6_%w6e|Pz=Zyuz-NL*}ddqU9b(FzUTg~PPfx`RUeqGy{?>3WN9s3s-ojh|1*2{bb9aB62ABabEy_&O3(ZL#QojLX^HpeiA4 z&|*m-4&r{~rgV z&V#*(5B(&oOEk2Udq^Th=(>!I+2FPWgxAobZZ*c%-*+NMU&!@mbxOz3Lq5SEkv&ifW$dnK zk_3~)ya_ojqO{SNYh@h}OuWaX*hZ}lzPmNQfofA=qEb3Cvq%|S7>`5Yva2{VdU2o1 zWgE#}dBp-ON3HDgK$KG|7E!>$ijYQJE?{bCEgY?<6bJ)kSDF>Go-tB9(W2_my!=PrZ1`k<0EYfw!-2JB4E^UpA-tD$C z_tWeFmy-6CefL4zDK>fhZrHB0hbAT_Z9e(rlQ_ua73+HJ*>?Xuy4}Qx zpGJ=vQwoJ_`|h7-b~}0Bweu;uu54+ND^>zIEDeqMmv#C2#i!;z8Fztm(i za+8XYJ|&AXE1F3E&hnZD0hm=&vbuKN_MMFC)_L2#c@6P}$llC?&1wxGLrev=m-x); z68b??4nOs8k48P&4(Cnam<(uNEXV3p(2IkK+x7js zbY+!mcgIH9>Jo{W=(uWy`&;axInP(~-7ELFeE4`sSuJ;~LpB$NK5Js^TCYue0$rL| zM=!g%Dn5CTwB_864I?!UYPiw8kc|8RsHs_x&1pzI}vqL3;mlsjh*%e;v- znWVj@E^^%r>Ip=XDrpRKRKTPi(&2E>0k#WDJ63@Xp zbv@yGifwa=bX4xi?h6UyHUuw7xN->3Io3J9DmjisILZDlUZxkQ$3vG_J}A=QIM#-J zKj)_u7xu-QE|!)s%T9NnWBU-rNT#u6OaEO{NgAXT#`IxWz$z*#b{HJcVJFHNW#~r} z0?FiL$13`A3QV+QHoCj@jG>{z5UKfgL4C81unLJ&(Lv63L(3`yPNhL~KaL5e%(}^B zVuB3$Nn(*zC5j#gH2FQf22XZ&Zp}>-21^e}>m{x3u;Sd3hflWAf;xO2+#k-3zq{q{ zXOB?-$`hIk?vb+t@0{qsXcJZJCo%FuHaR1D?&9Js|052}T2Nt+%QSb=M#IpGmn5z= zKag^fM~CF4Ki;ZeaSXn+d?*iCamCaMFfxsMw~&(tQO6KpKJ0vJ&o?5>=pqzLKBh)h zsilMD+<_qe`%b!FjPzBBEkwkaa!xkANMnpsu?()cfQ9gz$mThvB z;~GxPxpvRmXHV>Ltp8VUitj~ZepGm~r>7VSkA zdPq}i+q?)EdeWndj36RENgb^0J&)ziX*uHDk;T`S40^xSunS;`+fg6 zO5EBNjn8g-r0{e~H#f>qmB8XtDZ>#L0f;r!B^5TkMzZmgY);;}=DB?Nagq*L&;<l2yv6XRsRqxL;~@5kt~b&O|TwQLDtz=jp4nK~Nmh|Bw|RhHe(AK^xyXD>@f zBKs9GhG7&?RvF1OStNcY1BMm8tLRQiXu+qR>z|_F?A^ z_)LgD8$5ix=Rmq%%?V&73kyO640|p%HO?$N^o&K>>1eNG`=V#x4!l2U_Q7K*{W_;) zmBoDRW-F@}&_w$v4fC+N1kfS#X+e3HlKhi}mUGs9NM|HJH>8j(LFA~&uje}H@+lAx zA;Kr{Y+=7&O7abWw(sa!YNI6#&nFe1gMGBG2m5Nm1KEIjiKtn|BFL1<4vFV*T3mvA z$e-s84>0eYn)VL=I!Cr{I-PmxeMG`>No$k7AtRt=wIAAs*h(Q-6LYMXWWQ)Ezg*4m zq&&JZ@r|y1ApuCAO5_-x(ywf%h`-PYxKF$Kh6@bSxGNcRv&oU)9v};LYjua2Hl^6V zozKb1nfP(vIa|G)s04&gBYwh!*r^@X!;&Y@{w*6X7xg$HyZeg`!#IdfQ5E$n81UI= zYRrm}On|jPc`6?!-mQCFC3&<)N9c}m@iI+TbAuYfV#33{&r-Z9_rMK5fV4wubsb`W zl+z-uoidIB{m613e;5r!>oNPvNYdnn7WJE(+3&jb@fY9TQ66qTe-Sb>@hRDmcz#oOr)gb*$)lBU8Tnl z%kvOe6_nG#y@Jfmlo1e#g)nNIgY5l8iT3vPo?W#2JrFC2lfiy2;cXQpx;&`D$-GK3 z4h?gVfQSptK>lgw8TsOFptHa;Jt8%%F0FbPyr>26FwC?(t zi7a2k;E8(m80R#cwodl2Ld(KI?;2URl$vuy%{R=Gc~BxJ5T6I1jC5BjB>T?^{X+K= z0x?>84xdb@zMROwkPa!gX$ScdcJyVH6hN;#s^Z#YPaGnUUg~6)nX)~sS*f4S%`V{z z#nyx~dalcLXpxva_+O(PBgY#m$^8lE3_I65eh?g8s%=d-tZY-Kc{~cH^Ne>y`FnQW zz%C(yI4WqhP{eGV-j|7?+oUmQv9lU9v%rly;N&@ED*y=iY{=OEgb&RM*}yBgy`1ic;*rX5o%;OS2MmB<30p2aSHimp-Ij?FhpiZI`2BT`yNxF@qhwh{d2nm*F-j@|Vp0^{J)&DJA`uQV60- zV*WhiNF*GCgtjA~VB+BSK-J0;dN-~A;PWYOFK%9gc7;*~lY_)F(egxpBXl1m-4In> zHW)0Amu)BUcT~cZ?Jx*$s9wB|USRa=Wh3lq=9qRfeI ziXP8#(_p%|bv~!DZgKj;wCOS3rx02$#8wu7)}R zzkSHIgEMv)!07pXuc{z@Y*ugvd0}v6OM&f*TB<<_yI>7{Vfn-ba|UHlguXI&2Nx4$ zm2?|T6X8K0K>k&1tVw#%Bt9X#@U?&SwZW6_alpJ6zRUo}0>kSg4LkBK#|h)c^@p$Q zFbqHZ`I~<>Rf~by`G)J}5A!Autl0l zcl+ogznVSMSI(<=z7YOqo;#+>FM=Mdt5^2$Si%=i)(Ia2#GI{a|Cjn`2@r1vv&Dwm0**#Hq~e97Y$gFCcZCE9XahF)n(L?* zvbvnCwWR03b{bqEIyt48DtL&&*MsL`A0Uqr)+f;aaxOSz`}{(jC#}@lCXz=srM*F$ zK-C?{sQk%D^!;x>O9=MqE|(q1HDKzcS7#l~rW2N$|fZsSC)?QAS?2@v3|wZqa(HW9hwb3^r*B{Mi*?%KqN6)S!ERVastE|Q1Jx>I|!6YHCkrwh_buf2HENeUjb#m zwCsMA^TGg;x`@Rx0BSe#dv88Lw|@26I$i6*?9^B6`>ib6+P}Z3$;A_9^KI{3OP-ki zb<;r~?%w=j@b4N7C$2`18jC10)NJjJu2o)EQU^;90lYB2s4tKPshvGy-VG@5_{jTi z->&+uocN&NM~n*u?+^O&=YMFD3H9S4LarnrLW>D~`x(eF)E9*7Foz`?m$@3$!r3-0 zxdB9}5IIX~{DAxb2}(jw>81VL?g$Z;MWpFK20|V~OiF6Lsf#e70B_T?XL=R@QmDZw z3>RSK9Nd$@iILqL-)l7DZDpx4ERtZ5=T|oNwoJ4V|V*%)ts4SAbp`1obuz9j2QR$*6iiB_K%Z2Fl zM)AqPc(&(X@qb2UD@2D^9zh3C1uw0{AGkw7i-ZsG5__4{B#|%*q;8vT*k|v-4|z0| zwK64UFSuZ5{u~b#skVYD<9_)?lc_PXAu1Fc@gX_~2K-kVdY{x^{M&&FPmldar_Q%C z{_@u<7?L>}xQMK(HVmBszLN=LFAy5a&Y1jXBT&#(f`@H6<0~5J;^?(7WOeS~Zm^lZ zOrI1n@8@}thc){{Z9Nl{UpGwq{PWMZ%~{{f(iJ&%BR)sSy;JBe&LALDqlUw~5%#7H z&saDmHZZhc+V!Q3ZE=nfOg;GlYPK2XnoBbWYj1akYt(4_ z&4`B7T%=zO$z6JCR%8gG?#4ji-DyeGr;DirSJpmhv*&2R|gGb z>CrJIKUo%k0swOr#`Td796h(-H-@<&2WYSd0+8+R;Ppf z>U?tY2>PU(OjH(gxoNl%%m_;XtFWQe4ho_6*jAN{2@AbX={-UdDVIU^x`k8p2Z65{ z_}RPJ+ILcRPx8IY#!?4JIV3of1e&2fASftsE#jQVHG?EySeD+^^dMumNKI#N&AScj zNgQ!y{rJd_6=?w)SZG%3mJrKu_fMKvc&c~!Oh-l}3DHzU252QAG*fq6Pw-k+z6TxN zAb@cZL!`T8r%21nWo)mwl9_ps%rMu22QenVdR~3Ei^3-I{p>O~TK3|uQM5^(nD~g1VY1RX zRCGA+I3Lk>FM{?%Sc=!0xw63i&U4#fF0-LE7335!38^JpGb-ohNrBmeW z`$3f}Xp}P=XSDBLiO_Xki#q|St0eP^PHRb@pSaDN7ZEfc#Zz#-HDs!)tl=0l^v`qo zOsj{**{382miq${y9dS@3g-7um#i22hOQ*wQ`_uuGp$BgB2$`-gfKxQEwl{kc(oKAN5AxW9^+Kjnb+@yrVOh=zQ z`dDynIo?G9q_4Sl zm#5n-F0b$?=so<@>eS?!wq-LGaZcpe6mr@%di#~1@7tR)TKKsv$>rShOHE6Al(^?~ zoracP<)4P4<>o0L6_rV!QBE*KE@5agAYPCI-kZI1)G~OS@@S$p>VJX@I|Q5{!M;Yw zq%HyjQZX&eTc(B_MC!&!aVAh2C+&^9vZJapyA#!+Nn6Inpc51VA<;J*91m=h)VG#8 zc}~0Inp|{P4!KktC}EJN?!3f z`HJR5ExXrpxKr5y6n~mI&~Vk{R@cF`MaXpKn2kQel$NU1Z}l-G7Df-gp6_;c-{c-c zU4B`=$JXlc_<$wdgPp7*`~CRVNfQ~zs;{6HF?h*LP`E~2zVueBhbp!`3@}hK%78y1gy#9H;RIAYcC66=fr8VJgVd%_Tnozz4^`SQY1 zzeptlA9|_T8rr~flNf%?X>(~qivgQEPqI*OQxPRfMAFB}YsnkQ?*rN7%BSG{i104t zOEsKVMX8_K2c2f^-evJ9H)&b?d{%p?r)z2lOhV;zC&D5xb&p(AnqflYj>A(sqTx`> zi&mg);|MJo6s?!S61KGW6UM5{0&0npBoLZ8txnPSK1jFn5LKkoR2kP0DT#m95Z{S< zoJq6TdDQ!Rg;PQ4!7u49eZh0Kg}%zM6>&lMMq$}4{*KVO%IJ9UT`7)_YyfoU+0Y6wN1`0}nzimW_ga} zXVeNk1ov@!*Qu-2At>N(rH6-4F^Z%+Wl=LSJto^dYyW!xJKywfJrKej z`(}Y%c@w%D;6bA1Y9mQjGUXVp+uwiq)gwkTZSwQmLc*olbbCezp8>VP&liWW^EPVy z*x)I@taK}=coGp~{l<-)wXdR|cg>IK%~3P+AE=Q={U||^857V|QvQRGqRFklpiRNN z-Q%m%tFrYhNs`q`A%2Mk1LJimV;sQM+({=tz)4=DY>cG{&R!?w$%$J8w~1mJxXk5brO_m(FXN{1q51$ zTHG)7hkb516IzXiL@F=Unl)E9S(i8eo13;iC1G(ZE1LX1zD8`^fLDNy$D0mA2HRXY zYSpOfR*&HhTMs<6bR5H9Pi}rNZ`0XoctZGr&P=&G$azct9n?>u*%WPB^e9G=R}Pm> znC9T&=L#KxRFvX}D_T$>Ro#Eu$w9vRhIq&(5xL@K-0Gy~{}Q;E!F^cDR<)t;6p0-s zhqpAOk-Iq%Or%mbjIJ=j32qFlL3SBRd$|!4ew%e{oaWI~VAMfGAi-5QHJ)$w(lMEj9AFQI0(CYH9CSqMiVj-eGi-)0oyC?j1 zx*9?l&w`@5$#;6PKWU014)-KqKL`t;QA1bkL?dUANqH|r3A6d}^S2e#p6yxF*WtTs zz*Gl0czjjHmSjyo-ed_a4Die^8Jzxf2Hsf$7$G6s9G@`?^Wk`x-L%1m5_(5dhYQDH zjjEptVb%uBgIk_7YwM!UITjOen~Rdcu*P3d<`l$KRU9RIOnlCEmd$K4uNTKe4d8q7 zk@v5>@-aueI4MwBO{4~+1Rq0iPwFW|pLvs}_9^Erunhs}=wNkzN3Wwwi+fA%@$$sR zHK1*qHf>VfI%iju4k@9HyS;272OR?fcDo~6uV`oF=a!$Q%}$460}2m$IB`;1 zjYdIXYQ^o?f+nA=D)H98fNpvZyc$7XG?tX~4j+xBbq~RsWDnf+7BI+^TX1+LJi78S zSPNES-S$p&Di&IT}B_OKYPffpU0%1d$cmpb*tsK{&&L-gBs`!(P%r{ z0ZcAR6bdEfR6JS-U@$*I6&T{HWF3OhAy`~u77JmQMNDobeM~(EeFA8y=eyLB3s<}M zmXzMJQR5k2Oe)dc=BF<|tsoH;0|iXSFp3ExzstoR|B1m-Gpk;kzBVZ9059B@adTxq zsGchyCLh*;)ibEVSTH*Ymy$iorUjC=uWP4I9kJ_G-;S5( zq#n8dmM4ab0$+d&+cFX-=oX`5481h9vFR0RnwglMFW&ofyY>z&$g{%&t}iVPnWapV zv0F^ssH;9GjiK&dZ*72;MfZ}9+!*x@*&96|H`39O8d3rs34qr_FpYPw(D-7&9<6E_ zcdO|o%Iy1RW&(U1Rll6|rm4O&X3W^1kqIOSKc(yY=jjx(STC}fCb!C^V{<_5(rXzU z6~ZG-Xjkd>ZMX0|X)oeDX#fFhxKc1$aJxELEekpo<#;Kn*{;WQ^r|ZEdx`0;j<#6f z$192i8Hp2587%TXiIKvf)g?MNrdFCd1Q_+~SvQg0sSvfNVQsX;qEa#M*z>Q}!2|pY zt388+W;)Gl2)PdO4oBu8U4wFLbS#P8PvFO@Nv)!ei_`(+Ckw&B8O4qkt5pJM!YL>M zp(d3K8RqYW4k>BG{L)|E?RIa%!QS@}lnn0TWHpEC>7%%mZv z{mMo3b#@gO-w+m27pkR2DV{r{H&1!IYsZHCg2($d*KF{x>S0+~FAWQs>_GSz-58{4 zD(J*2%A}3kw#`V}kF)R@vNBBr1Mo1=vwu3uTQ~GwOAQrTNMKtv;03)Evjmfd?8Fl;cHyoLw;*YTw9|ei#e6rYf?Q(v9S@KlC@f~`^4L6~&DB`k z0h>%fi*+Pd&R4C8#%p1f+HaxJns5Lk?SBCey+)M$uhE-hDwt^DuVFPtJI*>Gg-DBY zr>&XmVqj;x?0m`2KHt6a+I07huHiJ;Z#}V`)ob>Z3wPPcHufCrwY|K&{xzq1CX>Vx z1NvQ?w{T$(lye(yMi5d%`W&6<8f6EvIQ4eYjtt~qT@1AFD_5>GAWHWXzkIJ4+62tR zp42tHWE7R(H3ovm89E=cdC_5zvk@=s8AXJf%EA=%MRB*bw_7er>$9*^lr1*9Da^Yo zD+vlAL^tBOBz0eZZF=5PF$S1}T(?{BseZORJ18tXF%ldR_R-aKLtwnUs3P@D6QYKV zJz!^2*^sL%!~`thD*D2#S08dV@b^GWV$AxTAgynNy=JgYCT>SxE{wik>ULKoe@b)_ z#{K7zqs&|wlfB}Fc=j^G30eW*F>`P?O7GfnXRj|zxm!}VYJ|P#?&foirmcJJ{{4RL z)rGgB?=|}?E~2L4Okt2u3(JaT>2J$1JKUBMu^#1&c+7?E@#U2v1k^42trW(ZGXZ+! zF2 zLLy?V@>3bJ<{x!kmqRNnAt7O{B_v4E`^X}SBdfp&ZLt1CaN=aob%0*Dgk^csvH*~p z<@!;(v1iw|Y{>(?%ptSI*Y`&jhejW3%CYK>7!>Ce#$Ek7$21O)=~etee756JxkAFV zNPg_Ov#A>O^z5aaln@aD?zs^1?9=$x-k%+1H@Dvkk}a#zY_r4XL;5t6l|7sYo6N&O z)AmOCrToD4srdu!k!uki9d1^S785IGLR3u(_10Fl_sdR26&pS19`dJF-?$M^ww53A zYQVvh=v*K0?f}?cZph_uvF1(SCg(@TyCeNrdM3i;S$TN@3<-s4km^=IOX6WBphWpKk>G9PLIMH{yRqa~jNRKM%*gsaTRCL^XO=kCTmByFDupZnv zd0bT+lReJg<}~uU+I8=5Rn3dT3(vP(zqUIHAAoKjk;}xzK~Dmk-A`R(a(#Wob`B>W z5AeC=dNgBK^1*dUNzXjP9Zy|5I)NP^S-z%Wh~%ss0>MlHkt8|fe&N}>E25)11eI)b z@VVzEXJ@t&_3WlgY5OW}d~ve8pbm@+^>hti)(z}hADp;xZPjDDBj2o>*v#R`NMGSs zvQm&qg2_Rk07y{B*+Y_#2H9OLS=SyRE_KlKE4x9PglCCWIvoqXk+fb_!A|c0LL?YN z+A(s=v*0vP3&UMDK}d2BjrN56!yNM?NBgexdk;8acG)B-O~W>2lULj3_4gHlwIqiQ zpeV*ryHecqdKbmlsyhUfpApr&Tz3K?`LDS|7#Tl}w$|#jk_&jPGNLW|)ICi}M#m<~ zgjsOP-R;@Q@HT*p<+N{K-`Kbl88(~p$&ue9Z9wY)XidfSeO2(&jxp%+2nn_e=#nDAkweZaMwH!JMB(7=@~J?MqJAC+s78XEkOU_e=o=5Umwo^pGkyQDSp zTvAfy^qJ6L84k-%Uqe!O%(;o@!3s1hLMZt0B_&R@obKVeA%OZaM9vPk+M}UH7kiZL zr>q6|azw8&Jv-(vX1epGGDtC$Y>Cv==^ zCwT088#vdMM^4Xz=bUtal=*Sm~PCxkNT?6%={8|(P9RKi#dE`)f5t)I^%|Oxw z_6hisr5c_$Tii>w%fObvD6f5@?nw)POpPHVJgBiQH&uaxQMC4Q>)k9<2z*YLFLBxu z6=U$Q#Vt#CYbmZYsL_vONW(2lp19?PV^%_`hRjo3_JHi!)MEKK+-B0@s(+lHn^>sE zJ?DTDJkH(J?9QZQmw7k~v5MA00Yva)%b6UcUyEzcrI#&NP9dw4&m4Er&{Zo=pfYgc z7-+cy-&5iPHfkQ61}VtVgPSYgFNkcun_bU5D=K#HM5%d5M&+z!HVUMJO;}v6>`-2a zEL*l0px!gdzJxEVcy{L_+>=X>)cd`mvbxk&uTYf-Z=Elg(z5EKCXXwFMl^cRY*19y zp-nF)%^T_Hx4OLb&m1!98&O)zkVIgwFjWry9?qjDbf~Xrra6PM&g4?=(xOd8XOZ;z zRFaj)aD8U5mBhGG%Xv;tbaoRW`R8}XJGxi?((0}rux_M>0J%juPJxSH~o!&SS9 zrogE)KFpt@0?A2BM%t@u?W>VClF2GvrUv+47>`kF=vFEVxS-dh!JGeL; zg5bXPrySVqg0X<1tqHsU-6{Rz=XK7I`wsynRm=<`xg1cm!|kgm>hEz`qIHlSAC)Ay zi2HgJR7L>5o+W}7aSg3}83QIBGq=}pbo)5#iKvI8E;=`du-=YZr!Zh^WXce^CvcWg zyM6)S=Zh$CW~)fNxk9qa2%t1l_(bU-f>KQ%r0k-ooVe9_Bp}YO9Vz2Vj#HmxDl)WViaNhCoHx25;3v|+1<`MHH;p3XWo9<5UW0` z&Fj2|3-u5G8Dy*Pd7J#{?Tw87z;plIHy<4RJCr&2ircOca7W|1)a>3iA_Mm>WkAyb zzJzWA25JE#D|Xk0KNwkA0XKe&)7%#ZSm%CK>Nl$1DfR&Y`a+Gyq!u^kgE_wBB^r5r z;yQ77+Pe0a)_p!;(fazCy@xJ}+nVLM z`pSNf=Ns4bdF03|`5X-_xYkXVZ)EgfbA++qAh7G@`Aa9d ztpBY$qZf#y~^{yCX7kaT=eD2@^I9SevU8%^XW37j#KWI*jE*&Pw= z%&r9{{i7MBhk9`kX`LDjt;VE(q#8>=3xPgER=SDvOQc6)o8vE@oXhG& z6&4lQXjaB<%bY{kaR4PeiL9lT2&c>}BCNe}LXmOcGPs%M4zE|6^|r=#V;0UHjDu;r6DV};$UB(aX|no5Nao0$czal59v$ zxA};ix@{R%hVm4ehd(@G*Wyr$IZiH#>WGd@_CIVwYaZ#i^de!Lpz=L{z1F=zRu(#{ zWlRJ7OIOMim;)1`i-&eAdhtW3L^sRx#Y#X89m(TJunqT|z$|Ahk{Zb#mgevC)7bHQ z#BJZb%q!?ul4vG3V=+MGTfs3N4WhN}up4=S1D0UhkCN-Xv>N!zMA|)&J%fb2 z)d4`Zpi*j)pS$3JZ0!Me<~-TBkz6zgo{_L70GmJ^$Dkc)9M6ZZ0s;q-3CSBy>9U%n zedpRQ$twPkmHzlA>g?O@e>XA?K+6N_t@bNyy53FMk$gq0r1?d*asUM;Am-_Ci{yPS zRmW%fr`z4VZ!*ZIre%05dL2kw3`EbgO0H9*IyE@M03O-!!L$KHOCvtp;J2kIL#pwB zhz=9hna6#8XA4i5jN%gNi73bd9#dEh0UtlRpm#BlpRD&(D1cF$W)Is|1#t8n*}8lY z?j-H7BdCaoY-&Zpr5u1Y(}Sc@6afC(!YWg_%cYYUQ1=&+QZ#b`(1Cc3Qe zG~)?ZgK68z;bKnB>=0N{eMJ$_b0T-YG0r|9u%u$0?Qjy9+EE$-dAHMLcWssEaB z`MHIUnan^MloFgm$1-49ac|A}EFDAEzRW9G zJ2N(2EQ!kTxK&$N2K=uJ^oJ3h%}rP02@@rXOzr6fznutF6?!!|l!t6}viGTF95DW! z%vM-Rb;u3`nMvqyYT!tS;N2H)0uS<~3u?e<+7M|Un)A!sjuZY?=-k$1rZJ@=`PtJyIF5O)tw;x-F)ThCw2nhX*;{WayIrBn1pyo3Azl0@bxw8zA%u=!aVJa#U9o zuNL?jn%^wqeiv>r|H2mjs5Z9(g!G}3qVR0!pgs6%y{TbFGEuG+6cL@w042{r?Hh|K zL<1Au9oflfqP9ELhq3+`0EOb)IIaG&u>^uUiDh{XBIoyQbULw6eD!{k4C($4fIr zBk%ZM2uZS!!tL!I4W?Etz8y9nrwi}Z2FZhAf0@^pp$*B=2*}md>F~<<24%DbJjP+( z?D5O758gHWU{$9MH#zN!KN=cQqip>vP}cCRZ(bFjhQIl~&RF!<=4<|UzUk3lv}_KB zyt7wUO}?vUDSN9mY1}v8eA8sj0AD>)*J3<<9H;d|r%t9<;4>po!(k`ZYcm zLH7>0Aq11gDO&+9AqYI#_#40LUGq;=tRYbg20YJOwKk~Nv~zP>M_xU5=GnOyn{LP> z9-9%Kb+5ny8>@Ty3;IZvkyYcB;iyqS|AQYLEqI<~x#g1uF}|$^wx54{g~RUhz|ox@ zy{2`Y2sQ&gGm1QK3tV0`MDd~MS>V&m@(9=4cJB4l5=?ORKc;!Oqg?K&IuaHv7)_&^ z@jSjaKj9;Y9w&|xwi%eF4}Mt{bPqZ~=om#(965*f`rPa0FDae2{I2F!VcCvMmq3R6 zeE5+gN92V9oBj~V0s^j?{1gp){*x``s-Y3M*NoDkD5E+)w+K-u(W%?#kT91PU9;0% zTfr-L?o9u%HFv?d_8*(MRq6TK4psNIjjsD*s>6yKyLa5Nb4A#^QbXc_ULZ40SJqG~ zZX|I8aYqNkv?ORq0;U9li44#2Zek^M9${SPyzns+Xa7!XVClQ70ji7+AU%xp?9{hr zU{30Sq8O6(u++cUe{D7q9g2?R2K4G8p{rR+h)5;N0rGuiH8qBI9j|1z^9?VCxl%}d zMpiL)+O)kI#U<}K-XhH9qyNw;Jj{<}r5)4qt2Fm7=<%|~vJUlf-8(cO(5l}9pT{Y+ z^ILSjvjWc$^$$T}okl-{c(xHeiQGa-Knu|DDIiHtVI>FT$SOAKSUAIyI5Ae}PQ&?h zCW3+r`gPuA%sm7Evhsx~eN^c_BIcKwl^OY&X0-`BH95%9l^cy1d&rO>=NDu_YMOZc z`t|2fDzSMS%WwhBw33-E8soN&ckC$HNs6w?#8$rQ`%A4x8!HtGvqwfeXR!COxIdj@ z6O)#%ikx3`Go?R05&;V0l5SOEBVif&zR5w*UlrLT^HS%{0`FhkzpiG~5vL z}`Jzl>Yp-0xJ@?~gq?49kS|qA@i~OOkr2d#igXZL*2vGksRPh!BBPEfN~{7s*+Q z4|xGa!_>6ddSdyD!>-or!NKTC4>{R8?!~Bc?Udo0H~J%+S{Jly_W4szD%r!L$f3151=sqjNC5fmnl+I@7J4F_>eIJ*_?ci}K~+92b2W(LvszEPi}bm0VVYTrxtrZXEx?7d8n5+@5Bq#*AXj^8E2A8c2@Iih2}f zMUEl7rPG*$snsz*H#Ac&;M|p6mR=TdpDzOnkVZ(Apr-LjDa1m_hr`}uw-*fNuICEaCSLe~{4!9jedL?1B-rS_et z1tHP$zb8KSa$Z!oanE6-d~~5V@vE9_ot5?!)zui30=!OJ04V_}N1VS0a-IaUCrJLE zPzcT=WmlA?8E0apKAzfaoKR})@aED`*);plIfSRamCCa2?%yIRTJ$#xXv2fnpnA-i zfI=4ZVg3tW^J>Ct;`xsf&~W$ew$z(^daoZ4scz_H6msTyf5T5z|MA~{;Oce%t4H-< zoxWK5>MS01O@_kuA-AK?Fm+fZN^wwKUdz16s~uyM70w}dkgB|4Iz&Dz$XR$!MIPB*h7NpgL$v%i}P|IVu}%@=b3*`8gOj4lr7i%cxXzOT5P>r0Z&R1 z>aAQES7W`5Vtn3xbtD-TPXLz|8cR+P^hi+z)jDX-W)tbT2{v-Hg-azd6K%xbW;2FB zT2js5gn`CJ+$`s5VbGi$TTN6$^8q-Gb1h))*!(-JseIUu$Y{G-xv9~u$Z@mVyeo&3uIh;4zHH0dK~1#}uQ%fwWr*hr&9ExwmUHFx7;i`P`p zXsW1#fYMORwoGo|^bA9@@6nJDEv@AEC0z%K5viqA`)D8_=jOH|SO7l)NspjF8cCc+ zXVnpM7THh%j%L21z>7CYZSQBII!bgI{2vTc&9H6)ESK}W&05UB1JoSlt8elu>mfsA zH~Qgw@BKi$l9t#1LP?e(yL>apC~ca6R~d9|p0WMXP-A;stuxXUDCb z5R>#K`ME)j?LeggV>uyzo))E1Y*Uj~t=duGfZq7+*)w&-YBxJ3mb4-4Dp-+B`YS4Csx_bAdf z8{|bGGTk;MNOr^HhsN`a3GHLx&lA46u`NIuut(@}Z7L|sSTG(*x$U>Mx9cPzhK5#% z%LE{a*`=BE-DD+3J$PbBfOBqoW+CUQugNaMSPsNJ^qcL&jzZTs@w=YEoUFEdoFcgr`x?=eEa@PDX2TqP~6m@yMxeixwr@o}yVINn?J%^ZpQ`(J-lO;WSA~LiO@Tki_b&2^LGnRi`amUO6) zN-E~4g_h!jKfv`^Tx<@I|B1Rzjz|vsWxA#Wz?K;Gav4k2ME)!}g2_3SN@ZoG_@P=T zG%-|zfFW!)5fPZ6LEA8c-7Xj$-kB6$l6RyEq^&N!;}C$0P=#ztj0DJ zEoBRvusQ7Dxe75QsmmJEjE+z`R9o4-io(MBN~h~`9~Uvs1oQe3jCR&}GdAx1|EKoP zL+=kHbbd|unB^HN6rUmq{}+kdKa|9|P5<}HZSTc8lALj)6l%Im8!|2tTDz>b`0AQtt2F`ho~e5O@k`#M{u5kQ7I(@IJ^}1~iq)JO#d5F@z9FrDVP5D`Av0 z8N#h8H#vyZ^xIyJ8>|%-+g3;&8Uu!{27=+izJDCqJBnI<{4rg1cfz>)dJ<)Y*>KBzPT09G(>5w& z*VpDktXsX>Auxo&9`k+kW{TXx9e?=ftPJ|_Dsw1 z(cwoyD{vbUV>_s|Y?=}9CNe;4N@<#p4+CU62{E~ym3r9PeIT?2IHiu}*^R~eadmz0 zMWcCr|M*yEm|7Ek@BV6N^=idf$zV^InM5^`NSIo^);i9gH*bT9KnSt!C3>NlJ)og% z&~F5l>k34%{?+#4B%#8$SyRHz5BGRMnI^(Sz!(X3XbxuPRS0 zswToh^{aM?`+**seH7_clIMRcd=eK}L1XT5Z6N%e-qFzV2;RmozT)j}toh>AY2)!r z1oLGuozM5ZtI)!*aO0~bDQ1_VJ(s;af`Lpbsx4jIj}-)$0E0 zlx7TqmD7*?AWN%AVZlkl)FJ)}%@C>p{9e_QLGab@@hy_}*qFw^UEFKFteev$)RF*S zU|9P<04iuyMi1IN&+v6kZqSU=MA$ zk@@`Bs-%cPm6m4>mwTg_8H4{OZ{l-Q{_~aY==I0a5C3;GvGqFtX@~oN;hQ(!c$-TYOOZ2lF~7iE!^55*_< z2`N}o(V!owGR1}y0s;9*v$e?HZ0DeX5ZuGwmZ68X`JW9v2o60HSQgc>uB#4pdWJIA z<@Y+&A9}K@YmfQAe~$3-Jj^tSm^Cj4W@XSemfYMhYd(oVK++l!A&s1NqxWinDyMlz zUhC&z>mBdKfYPyz9IGpaQ1oZ}$ipX;W~0nxkyMQclwpa_-(G3BZoKV=)v-FGGEW!8 z0JlxPSI{s(JN6jo4|~k=|98$0#QQUclGs2h58#%`2vVJMq}*E$SAzKj;erVn!!Sl* z-MTcOk#4h3!PeGzaZQbfQ4aNFFN^xc5uby!@Py^5?*pAw5(c4Bb(&esJ`qVCBLj5s zmYFmdr34UrhK|OLIZ}7ZFb7CtaZ_z9<2rvl)mE?$#OR?vCSOK8X2{vTJg-4u_bK91l{V5E}f)SRHp;z9MrCtGla+lY(1w_wD~;Ia>(>vvL;fU z_V^qhN~)?Xvt+*=B5_^(q2Y7=X|-w&ABs}j>HNV7ykhTsa@cb&r|2jM__DF*fVnis zdGTMLXMY3rn35o*N%;tI?5fQH2GW4codpv{)UV8BK>zGxG^Fkl-gKUtW>35q#Tx@6 zN5{7$FNj^~^e5iO1MLOYzWo+%))4B$rF*R&OHV(i8t8Ib<^>Mu=1s^?;PEsYHqU?U z;(~GEK7M4X6cmC^(IMFux$b&a%o)edd~RWU1Nqv)4seu$muiEuJF0Inci(%^pMZU< zWq)0&Rl{Wn3*-if+1%`z*@e(stDCL305|<0cTc`Wvf_o@(b6#Sk8?|Ud?oq(yp%9$ zm2gDmR!vE!W5OY7X^*)166VTUfP0ZE`eV3DiC{8*N0dhm*988&$JyiLsi6)U*1>QO zb<#L+G!9<8N`88=xh)I|RHZY?sc>p8a0qD29W|f*M+&il+oU7fEpibgFC-?=l7)V3@Ghy)W>*`Y>ITWz1#ZH&o1Z9s zB09)$T=0c_h^W>MUv+1)hzgr(!^{KqOotr6jlgyeyX0S6{XJeE?*b(SY68HeW~D85 z+s@~B@HcV4?*3P}U)9Nf@&IR8n}{r=j2U#ME`&`=yGtG4t?Ggi%00Fom|bSe#_tl=T2L*ricwzwDhM$Xy0 zzfIeRqw7}>T>As8^~qY-cuk*Xr^alIu^#(-*t^|EkNIG6{!b?kH{Kg$mwemZLoewa zxY^-VF%e*4mCPJU54+NCuzv3g$qw9lN0*S~;!x@D?sU7JHaHr(#5A8tPA6_DezGiqhfw_9Bf z{fZirRnk*rRR zzIzL-s@mKc_+yiukItW2mGeT$M%@}B#lFaCqf0P4`(B+9&w@`BHJxZ$Go#73)zj^< zw={gy@W+3Zn5rNC@5t%(I{)`Q|MgAC+C(Rwo_>%W4T8ky5DDcbOS0?-ysO$DF3q^o z`E(AVnB8?AhKrcz@N5bI5^U$F69pD14;GS~(KBY;-SdgL?ziFV#z7n)BL*?`XQY&= zG$capdwm&egtE0NRhvvz0SzcUYXpe@vq5&Fg2Q1Q>(@rO`81SZ6s310z z1Vg5Q%|i6l`|$Y$&KKn z{pe3oPd3IZwpo-gPCF))51zFt{S^knYOa~kDX@l7!4nIT*o zUNUyfS8w%sV1(t;T{up1cL6xY{cOQZka;Ih^k%Sae?ay-*q46K9@OYEXmQ#BvLyEj z-nZAatgC~@?>KJJ?beMO&3pCg_0kYuFYn#ACEmL$Dc5JJ#zEjJ_h*U#wOuKVeBne< zsFfm^lI)vX<|lm$Z+8Hmr0-ro$E8-hMF#AOgSh`_#IxMRHOa7M&6-xDsgNI2z{xOO z4QDK@-6Xw%mwoo!fIl8-z&Hk8N7R&c5ih+L=w5z2l)I;e6=I|@*jIQRWC7uIAceGE zB*<_ro;z!nrXdDFb(B3B<^3H@?_mz@m?Hof{C`HQ_ZyNkio6G-%$k0h&kK*&&&)gU ztKV?$3tUMD;*Ta+2RX1BzGBC$e>n)rsN0t172no78jzL~pV2=5>K98sJlr|M-1PS5 zYb^r@=qxaNdE5{QtJ`LNw(_~#mXA-YHA`4;{M5GinWs%){s+B#FU$S%HEYVKZh!&a z^DsAc>^EzRx%K;tTMQXg<`uYk^X(?zR13s;)f+d}ggkqJH+CNXk=uho4%Vli{%z0e z58?5&`aRt{mb~?BU1PiH4G#Kr5eRDd@?Pyjf2a8X$1e(;$NS|3Z7(cbVEN08SKl@= zwji7Kt`(Wvwnf>C==}2?>rb!=?%n^%`r_VyH=M%y$!c?y4J`t*j1Q%{e>=qT+HX7O z1n^>wPSn~m;ri&_O_ zH!+Aq4YF0AUK6fOT(ICtVt$uDF0#*S%9sA_|Gcc&_f=};5#d{}^SLggr{CW&sAta; zuZZfgQ@>M}Ew;+f*QHI@%niHNeNiW}gT9*;KFcoo-s4F-N}Vs44H<5gZf5#oZ17{R z&DZvg9I?7Ohj=i~P+bHpJ-F(J@2VPHU37Or=mC)AFDvo7Z)$8u~ZG zLz&mUvJqUo02jMWqr+y*^5qAUPWJ2dfmfQx<4@m+^;FVyYxUM?h=0!s3AeLW-ITz8#Bi2u#d%-M=WOVnsFcFY?O5R`jnR6d3-M32Dht7E89D8`~1~! z=Po`}(>s3Sy2DZ5mPc=&>3OW%oZC0HmAyBxny>ueet%)t=4lK14&L|9^vW#<3@`6}?PV*dciZrl>#n99%eXv!&B+yU zCy%UH(l@ei=&xP9y;{d-{blUo>+>A?G}~uccX{CE%LVPmAKGI6-Q}&DLY+sft`1`l z#)UNa>${uYv<~?XG6nOkqsP>Ccp86U|AA>u`)v8xdC+&;$DZH!<6maq`JEggHYR7? z?OEN{esCvb@wxnwhU@CR_Epfq+H~EzFN}-pR|M{ls@Hz#iJq%=Hu1Pr+q?B@hfaYz z>r~&<8epy_OMdpQ}W=ry- ztw$f;e{99D?e`|k>i0H>%&5=$>n5#Qo7{2Mg1o7gXXn)QY(3$`obyBX8~fWed(g|j zyOZs`A*Epf{8;SYS{t<41Af_mcveZ#?p=O^GP2XW3atep_N35+h^Sc+ zglO-Ju{)M22O99p_TfIYzsXB!V|U`t)k%)N9iw)*{6qltzW90dn}5A*_vt08^R^zT zv|sxClr`ts(zT|B1pFAcW5MT|c1)sQgX;S)0UPffV@ zc+0X`{c3(Wcw1;e&?1lG2bo^myRN%cbH18fdqz1N)|JmlJvMz|@zNJpvnn5yg&fY> zRAW)UPVt2mCx*?~weho`v$w?FO-na7J=*(0jmYARNsZ<$zqHMM$sLQi)(!`M7?_~< z?f6cbOW62=_hP>bWFj8`YX053gFylh=NZKw$l&FpmlX6~vf!3yjrF}Ue3Hr?OXqU) zoYrl9qgL$+OM6Y9TK4UW-!E4Aan*U>`?sE!`?SWT>)pcAQ;m$i{QN@gFY~fgjI6wS zu69|!_5rQWZJo2@(WaV563?w({z>V+GmSdbXwYbT<1_msC(j;XaXapyZBRfWODy*L zN5*%JjJgbNw`D=G$K#mA9+er^m7iosHC-9;w=ZYBFN~+b>^E70wYGlNqV~e1zUB^g zE`wW4dC#bp-JJ#d(&3bOTlx;7p%dG@ZT)ZkPsJaMEO@r=r9ETsw2YeV$~kUWV8I@!VABJKtmm-p=!J?04ho z@e_WxAJ`wYJ~-}BQWv8eOP08Jnof#ZG_>d3ilSq?U!3ebx8MF2Zce62>ps@iwXS}R z^fM2aBz@(4=cmlp&KKiyhR>a}*s)K+?ZTduM_iq-|MF5}qX#wb-tCmPEWEVNH+fd0 zhdB{Kq^QH|r;djC3O3>!6!&h3cy`HvQ zBBYGSXB`^&LCIGcJ?>oXyR_u#)gf0Wywm$h?DIm)J)57{mL1{6=e0EKt=N*wSH~tA zr}~CB&Dd}~`m=BUIqmmxH#v$|wSU8KMpObP&bH81LDRQX8+~H{@o*B*+*3rHT%Fc{W zuD&ndpLxsu%gb%%W^OxdopmhRZO8qXuAbQiHJ7|s{jLMJt7{wGIkK>?h5g~ZmqKSg zI8*(NF1P=7H}=4&*~Z}|CAAN)G^;)Yy<1rIuZat5$SDvmu zw7q}eh7Vl#{K-uJrH^s~C!e<OyEnDcJPv1K-W z!h_E(#=(E$qLRL$i&Cc=4l+J`Ew_bX#zsadU+f#7{QSrr`<&8g?a~$;IbFJP=AmXg zrq8-R*f;pDN0*|GsiP;k1V0>YxP4znEU4MXDDJakBhS0OU-x|eph><{e%SnB)4EUM zOH$WAJyqDRw9UinwE5{Cc2cdz1n$B#~dmb_mPe{yNB+;1mXZd;cfmj6oUWF2tnW`-uG99-lMxoqtXn|3BLM5~wE6ZS7cF?Vxabv~>Wa9zjH85CmihvC@iwfP#XI zK@kwbpoAGh=&@p}2pHyBDuc`d0x|_!lzC9*F@OvaLYTr}ASC~OgFWls|Ndv4b=Ugu zx~Ko&Z?)&dn&JK4?|t{X_p_h>EKLT>C8_n?T8keo?$fNhP`aQ&h?c` z4w#PrZp#G1ske4!=l&f%&chM1BYu`-b)KbHF8M@rMQ^Y5R&-U<0IPG?c1seL%^uM5 z^yWr=wYK{$oHB3)K7#$cf5+#NsRb{_y@qdQ6868`ngz^}a2Ug`U{|MB&Vilt3!Ln9 z(bGQ>&}ZgoZ8?LS?|NJU)Ge_>;I?1__cesL+J9`_u-|ATLSZ$)cFv*{hOmP=!me1= zkO@CnzqR#)Wg;EL2};t<-ChA2%{{b7VzDO!cnM1#p|)llw9LWAJrl4{*8icCvY=%~ zE0*!fC##p{ypUz?mS%Sj3p78ETD{=7lq?Nn+ZD88X)vXW^VKbJ8B`zjwk$X-dU{MP zR^HRoIcQrAF;%FhjXfTQsci`E`8oED>PeOt_L#>jL-2p#_Wo$_P5l-yS>g^Ci-zeWt6k^X^R#h)HPMkxgy z-Eg&kn|V38Bwbrg9hZLltj??TZ!JECb6Ah>E@Hd|W^^C=uxaG7T2}oW@toPg%IFht zfWjewKCG@~RM*zV+1{>m`0lp)&;f>Yzw_IKgSj8U7z|Aq{FRQW{hp|4KE-5Dwe+tT z6gn|2B~8`~>nEb^oH|oaRcr`jto!zCEo3f6Zzb0u%e6JNpvV#X2|TYD(h z^uJ_lx9;)(4KL!q;l}w^i=zQ}@hzFM3Ca*?hG+__oBu&Y&LxO}`q8LS#(~#h~Bp0nWEuPrc@+ zE3j3bDUer8$dO*v8^b;mkF?ynE@_Ety8tVflgwk03qk4UVE*r8{>%IiZDGc_#>7VP z=!pk-&h;eUnM|=pfOc79g5=Yp?`w7%9^30!dFvg^>L~w5Y822ww# z0U1_N9(FehSno_uH_W^Ni=jAa%P+wMe{*Q8EzEPNQNkVygnjy(t)g5>4D){IghQN+ zG_eEvOBo}t!V!zgT3{S!o6ME$7~x(SmBk9$hSSWp9tm3QCC*PUUCDkBYV*HRQ@hx#tt8|tZHkAo zWkTLPm&P86x$_jK!RN;_jU814_aFUmNsx{>VM6jVf6GI zi{s9wEaZ#>yM67v7k^OJf!9gIID3(kqgPoinnq6vL%&L4b}W7B6_lzeh&^@p>|yvP z-?uy4&}40pmlf4KdBVKpM7~ce!SMyKCg9qybG&MJ+V@>lP8GMvK=fF*#H4foEk>`Q z)6LdC6^OGNMS5%6K6|%IJ0rnOhXT^0;;}e#0Em-ylJinh4ujZXTV_U**%J@`*VSA! z>Mv0gA}=z4ih@b~%_>`Pk~KF`u7O zRP6R`dNx^gVQWaz>q@yzb+34Fw}~T<%1?%O^cKqqk-4r8xMjUe*JLY(kLKT8FlrKy z6`VM&BOE;qR&4tX;M^1^$>+Sso#lVYxo{mss2`Cd6NQL4um zqi(`mb>&5YUXEEi|IL`7XCn{k+AoQtf`5fC^}hPSo-JI@%3eY5I2S^56DO1`-*|KX zp()izS0HgHi6jx+*cDZ0W`K;x`>K!KgC0U{frn&-Rm{Ec zl}M>FKRx@eIm^`LD@g%=>$;+AVy8pYr25Woi#=Jw{)CM@9!%v`_?`sZ1gULsV8H4n z_}y|#mwQ%H=c5!Qc}^rss(aVVuBz*X_xB|8MBXN12Mg2kDKs5%(JCgF>&*@BHuojI z5fP*lwV3e*y90J1R5eJZn)qv&0_Ya*{roQ7-MP#n;88DlR}Gg;d&8HoiITy&1|H)j z8G@73w@dDH2GElqN+otu|QQiT!;=TaHuE zDfH#UPCexn-X`c6#6hj0?7Vlqnmm*(h&2MA)(y7y6xh_9?(bl^d1ggAW-)w?d~Ooq zhq%uVWadq4r{rpolyh`8G4wf!?dhX+jlCUJpc@)C6N72b>vYJ+&Qp$V7%+x=B?Yd2g<>qBdYUK@^&-Vx!?JpV^-LugYIaGR$$YqU1 z`m`sQvRAho*#4SQK_3zIKR%DU>3LtxVLm)=Mj@TLd^SKAJvP}F*OASJc4)_d;`P2L z1pa5t6bhGie+~T(7cM{j+HlxdZ@3^lTx>Eq*I-0ZiX!%E`=H@al_DEU@*}mERPv_$ z+=guk#A%AH4~teYp#b;%_KFC*XS;!&lcuFr8RJJLb@k4@*`&r+a^I1+$SUoKhnrUd zN*-r~w?T#z8S-)MP;Wwb2H}5D#&v?_=PP$31P(<17CbeQbW<{Itm}X_Uh&nG{Ro6S zx~_+4eUVzKRaen9eSy^ABC&L8qPt3Tq}8|<26 zK$(5hLm~UW3W!y69-0TTISk`WE;<1QaNKd+RF{!Kt04J(ZA+q>vUVX9JDjjAKQ#iJ zO+qCAkwMXKb?Z_&tlgP1BTIvKh9{ji-eh$pS2hO{{F)~@j>A*_o{O5M{lnp6v9y7h z2lxWK{xH#u%3EmS5_m2&4R+IT=+s!-oWI?orqA?5iN&hK&h(V47c?`&KGU1ycXbTf ziQJS#@3%jjLNSFEZyhk0^%c|V0Fu52dqN#_{!|uU?jfKs9)FvbIBIbs{QJ?h! zW}3}WaqXtkJl&DEyE9iooIY|++LTr%E?PNB<9a8Fy*hhXs@!*Je3G%lpE)mW`KWYO z0h=~5WF7E!Rx-A0D9j=E;afzDk;_5enJbt{_7GjegaJ;QT+UaY-`(rwtbbeI4*+xS zkC~aC(MHFUz z_H4~1T zs;RN2l&e)hy&+cB!%^nN=-(omC%G&TSZRc$vQ_O}7$WC#(oh_&SyXSnS5z;6)y#0_ z@iIDyjUAUonQe!qrL`$5=6(vf#kXq++1fHy1XHU5#*ZAquY1Uzwa3M)%~vY$*vY)uprDKq&4P8c z&~U)clI}DK1nl07uXV2eZ1judtI?r{O0-)DxzI zvDF&4O1t)bQMM39a(kU$Z#%A>)$dPIH1H>z&z0REDA78j-STmLC}A8d{E@0=2h>{1 z!yI$lCG_GVL^t1Q^+Vl}zWU-zcQ3ErTf?K}Gg;Zlwf0{MPi{%{qQ!#5`Du_hX@`=3 zIoo|ufQ+m3pul4Q~x-ZF{YR?Stnr>2mc8y3~ znYmL`KhxtrvQd53N8D%GuWEYu7(ZG*au3YX^Ff!2N#Mr{-EsnwZP{3m5a_u@ar%=t zO&><>rXp9A9|tJ3ojw8`uE;VKvxU!}Kc7H;d2R;G&V^-{tcgWl@5b^*l5%v1_o}X; zX>UAjUgHtDgJ~1$f>S)N+l<-0p}vL(7B_+M-MWpC+M9je57oN7sR>hg6y4{-lwv{pc{lUTED z=dRNwU>YtTj}$Y|T1J6Iag5SLA~cMG6x2H&m`@2u$mRtelv4a!p8eB$L`7DndRK8R zV||X!xNDEcj~JhC-o?lM_p8h}VlheCD1HSQ zwZ=n!vzHi>ckIAblZ@0c1zu6$I5Z$_f+FFPjkvnHx>HI@0(Eer1pVx6*?nTe%D}Eg zS10YPA&qO(+pKqY+4#81&EF;}>4A3&%`>HUGrlk_dLdg;oq1BqWu~=9u{$;Fc~xpe zrdDs-Xoe2Vy7kAmA(A;)th!D!F92uto`~mFkhkk2=RjlveGg-y2zhrjthIzLMTsJ- zkuc?|Vp$AE>%R7P-(G$gD*oz7-TXp1ZPT0;RkhlRpRK~Tl`*FxO2tXT-Itpijc{|V zsnOl`p{1wn;NNtI>xa#IuNavODE%~o7GKSS=Bkh6UP6=cZ=lT0R{+OZsGPNxZ5EHV zpnyC~!tJ^PC^o8*yL9a94)xp^%Me$c0zY5hC>MPX%lSY;mTOFul(9zGJzu5CXhv^p zhDBRYD>jza7xvlC?leZDoAHTRJs(1c95u`#|EWQ9-rdV&l4}-GP$y;L(i|GV0`igl zXKh5Ap#i%i*5-Ah=YRv~1Lz^coCDoQ?+Lq|hv2gOLZT`kf3BiZE$xYjCRg_W=+VrO~JkCjC8QHPy^18i@Cr%S=#rsL zDQZ)d0^ozb<&cz~EeI2HaCK^mUmc>G(&sHoRdEhJr)&hJCw?aQvEHruF1=L5_Aih2 zT!<-GDhs%Ff9GuESz@QP0m{*NU-}eITVN&y%z>#J@@KU=IIc5Yn?%T*#WFCte60Ok z)MmXw%gIhVb;kQ#p{NXpWVh9Tm4R6=NBdRmZBlv;KE|Il5`O)p2P;%Rr66U;1Gou{ zm3PwJ)-X@t@X@of^O_!M9g01h@|w&E+%C`nB{LSaws4XbUT|`3W6P3EX+vdRR9-_z zM0R&&z-m&z>(GzEt}fahp5mkjRr>DoIQr{2Wi~6eWq26$I$c5pdJBGQ&MmJq_ zQVOV^HvFM}%#Z8ekKLok5%Q*aoYC z(XsQ5pr)Bb$SXSv#~CCY&Z2{!e;tW{L$L%@n*HbfMw$U%y26nB@ZnEQa#k>Xu~1zw z#fO=;@-rCgy|>W(nA#^s65FxLpd{Y{_iKp9<3>3E^Id)dD*#U4A&?T1;D$*S6CrAI4S3Ege3!Qfrt$?)X%FFz8ut*6ZyqLf*XhieTj{r#I6mYj_A$Zg zcO8poyzmDKbpUPHW` zY0P>Vr$hB`?GbC-FmTc#+8oAH?SSB*-R6D8W;Onjj%JnG8}z)q=MdJ3rZL+%TXJub z$d2;z@(z%7z4JXr?)3e;XU*b2cOXdK7*2Pj`ZIgFz6#GBq)Y|fFf>2B5+IK37iQsa zOM`j4w4pfmJO$7J|F?UR&x5t(mAREAAQ%~)4-b2`)r`h;8MkccJ2j>8suV?ryO$%w z*A16|dte*A_=?Frtbo1@lY|2(Z5qxKouy@wch%r^bwG(aA18taCATz|Qv|ym4`Fu2 zQQbOB*i5y#%URmLMSS4OVDtfD-H(>}l?&wC0bk--%H3tqVaJKd(kkVn$d#W${wDBn&Q)*E zWBWebmhdaHEl3j%!;~{y2`6~@FGq{`Z%AnT`IZ0DM3{f_c*HWd@J~QMLnDWUitGsX zhx(tZhQ|-c7kQlZbdC+X{$|q(bB6gL$GYpjL`4sM+>4_XP(1cC*Jk{nncMUu*Y*Hr z#r=1fGp+1y0H)xQEe}bW^IxF~?Rd!&>+c&(6y(mvo6@SNh!q#0yR}0`zb{QGmHHyN z+`fXYwCYL!xs|a4XficLAAYRzoo~~iVV<$4cR+Vk$hQ{TG0#XJ=mE0jQ{_R=yOkkL zp5$zVSbH_AfB#gvVkvz&TDWMKxDh(2XcRZN^{sqv0~*{Byk@2b%0ovwDvtQSlK}bv zLFexEki-&vo2qqyr^5j}1CYcIKXu2(toa4!Rg%`^l}^F)UU=7ox+}4-`{GuEq7XFv zJ0VK$r-M2x{mw0^2y*U|ng4r@(Ek&Bs(-SK{)nU?v=T6wKNHoURrkl``Tc>{r5K+| z2ENHb=V_~OTCR}M++bW#-Rh~53)&=-QLa6BfWeM@BUJOv;Pcz2bDU}W!hn@wZA$ri z&n)Tnf!H#-w!;C1;yMN_Vsn|5AmT-S?Sj?4ykSnlof;KZaSQ)KandV6*Vk9e$p)=wHyPQC2-^bP8b zf$${=4i1+49rsyi)Zvc2rR9uR=xJKYyN;A|8WYxo2`l!l+pLbgx^7u#pek2iIVS}7 zq&n!U+A&aKelV^st;`n4Mt`466gX`p9izu9udRwQn7S@(4}6k^NuwG!^`uSw_wIrF zbO0obDTzJMsZ`Ws1V8>>Bw!~5Z0EJS6isAlCBsC)+^08eqP5D9Hz>D+Ci9GMiFo3$ zTF69mukj8(gB;Tpgf>;`*E9Jn{*==(vh+VBmYgEbDexc2-g&I4hj==cVO*^{2o`250WkuYn$)YiRJ; z?Se0+qN_Q!R*UydQZq9pAsyE8{XWa(oP5^se1I~vHgt`Pi<5^WnS~#-czc^kcDKc? zUq9)$jkfF<8cG0ER0C86NSCUWG1kj*a_KQ^)DlVi#IA^5(M!ptqP;P!k-mg}qx+J~ zSvCTk_;;|NPMT6kZiL#obzGY&BZo@_^;(~mYpx?Z+|)~5E#?wj zDwrjelhUq@vGz%^07glnRI|RyWCUluw|cI6>X!%56o9&%X5rayTei76*f}tO_$&5M zKzL^zB>10b`4LX~F%6rt1zZ}g`SsYo?Ylms!_UKDo@l0+%0!r^ z8%#}_S*{&OSEzu_A1g(WbWFPg()rMvZ0f#LUPCgZ8gLo8aK{d=t_ILTYhYl2`_udu zyKg@~VDoxh%UWi)lQlpguLW^&Wc|m!05pSvD}~xfVE`XC7uB_){aEtOL*CyADLK8X zo_aqXD!QNuTB!(}7S~3^6+nmuULd9psLL>`?Ep9Q?db1U8Rf4QSeKhafkIC}Z}tLu!>I$(Q1sc9XPu$;hpMTNU=a43El_#)_|8(&TBQV@ z^L8I=QkJX&Sh^xth60+~IN%j+iW;ade)l^vQuAz7!2SJ01aY9ev8Qh<;KT*P<8WJg zpc{Aypa6Jk8nH^wW}t4WI2vcKkqobS_)@Rd`6TjGA7l>XN8>aFRBqgZib0{yzP=Zo z^B-oxTWOm}fDMpPpcB>-%a;kV7KSIjRsgt5tPvzbmrBVSrTrz&<}(aNxEM&E*?@po zaQus|5%YX+Y%cGh(1))z^Bh@4!rnzBmJsl-(1;rQHZYQ`1^0I zAO#C}q4;Cir3TDhf5v0Z#g&hcA)j)F8KJW~ zR(;b}h1)f6-@P>0QRVaf(RnxT0g2hfsUFEK7JkjAe5X&-Dzhu*q_cv89j_BHYyoch zvIR{C|N7=b@b=&1;A?NWC77Ua@Fqg$9F<&i(+#!jPJPuuGd!Pp`RU3j7{q9(7`k}? z{A5g6@8WdwIJXT{%d_%%eSg1#sM9= zy<}n#H{BY}$X4?ahd0Ry^Wmfg;mg_GC#(jd-E24L`BhJphp}p>Ve&A$zTn@p`cBg1 z#A30Uz(lr^amS$YPj}$&0{12GcN|cpBU)mv_KmS6nXgWD?SA_W{N?B;`~tli;>8nt z<-O+DBRm(vmkEM|^SVz&i(pvRr&;013sct`uiv|r)O*VALZ@q}Vwbq9YWcMcFDTuI zJGgVN8Quyvi$8uN-%^MDTC%mjvN+C7+<_o-!%6q>ia0-G7^KGkKQ0D{7VvHI0T*(k z;o}(DQ(N9Ey!;(7wkd)%0dYKO+a8;%=L-6YV*UaMmJhF+jjC3i!WZ&n>eH?s6W6xWQx}`p zSY5iXzsP(G_3qN=mqudb-lsojCK(BCd{Z9{KG9 zqImUhpxU^np8TjA$GKeMY<7j8t*o);7r^ZAK0YkeQMEk9Od2fr*FJ8py2A_6kuNIn z&!{J6W%fkMOh~&|zGx+45S-EDV-mrRuYyi$f3BvEcZ}Vt+YXFFUI}J@w~q99Ml=|>}mW-Dde7o;;s{7Fb$Mq@>B}htaTFwlnZ&g9b^?f+79diSQ z@?tpy2I+;xMT4CU&bI8gDimlj4NZ3g9`l5sRq9)&P!z&EtPaOA8 zpzt48LMKfUlQ%3vRA-(7$L+?@i`#=$Q$RIq*Oo|(h>D7W?hWFi+=Y9cy}in#aj1qu zmNcykk!(!W>VTAq#qC!`)HV}HsJ0|w)%5iAP-gmT=-fNXfi?*&>ROd7!V+Rm+PKYR zX4rvPwrp1^KeGw)Oaj|PxY0Bkt#Vq=wF$+l%p}?9W|isG@D8BkAd&^*;pe@0dmn{; zo4u$)KqArI5P+H&C!m4{N?JT=D|ud%P--+^J%z|9&=z{B(I7zHi{@i50G+d2l5sfD zp9iQWf!Nka=B<(Gki~a#DVvN^U+FUPsTHCvyd|;t`vhE(ueO3g>tp3_?@PHs#BC2; z&Fvw)g?qRbhSgd*`V3-^QYH$UWtz2c>u;bf@zLG8ceCGV;ecUMcC?zilD~mpqm#LG z6m+6cS*#HxtcWka)S8gOvvnw`!0-a;Zxu#PksGuwPlF6Qv`213F*0HqT%Zh*d7J$p zcwUGw7YNbYr#Jos8ELhiO90aXSJ26=#PU{D4`13T+8%xbdh-CSqy@S?bdp=)QQ}5D z5T6nV?-X@X^ahX$Pmac2FNonY3*%rek3eG%p}ub*3Mm(~x@z+BV<&$q&DjDcf`fv=FNs{_e7!)7!zTnuT25IBA_pF zh>{U5hWLDd+!Wm!`z-+q!?Y;~Fat?xZ(eVI(iWeP`pt;c))!`AD;Xopxuuap6@>? z1(=5h#S2P=__a~I_o2K7#a@d}Ub`uX_3A@I7h$0P^Xr>*Wy-`XEiF~XgB2)ZAn$=H z=ZXL(yAUIH7#JUDd7?rIv;gmL=TVpn*EvbgF5r3)4nTH)*r@_NR%?@PDFg?VD| z0ZjE?{Kr*-Wl#$7;r%ri`JoH?(;vR7^*wK(V(lC0=HGbZ$&=5T|0-jD?c~K>+ltQ= z4E2A`I`hlPsQw5Q<0%uP3${8&Cv|hQk9eqt#OfbyJ2iRuxT^K5i0hwTJ3PAWl$gNR zPB-p<;g8+cJ0BXLQM>1ux%7$mq$)elA<`U!n#@=YB_t6>)Y}n&@`n@F_|p^rFVa2w zeuyr0YFyu^JW0j}6g z(YpgJ8<4LaCgwBuir3opO5ymTzj>*2d?LB>MZtDEz7cx1fdUgTZ8Lm;#)D+b&8&LS z_4@n6r-k@mFl>N)Vg5_>HV%2WB}1WnEzAU~kv{+WKfLQ3?T(^6zoVf6t}|-AE?%=a zcSd5V9#~atWB%tW45CAl;FVvg574_dpr#mwYj;P_fa&3m@`^_Y5OWW1Op+H zUfBk1A`WZIdoPR%Bq7KYHef~{^lF7}A^mSU1F`ygi|x9j9?p<=L>&56D20cfTJFp4 z1C|5=0U8)4WF+|>2R~H=D-vj8TlLZE(Vi35uGiqj*F93!28KF~(BV)XnvA>8Oypy0 ztCs}ay%QN-nMSmQAZ7REQ=Vl(K|A6Ft@Ew_(`UyL=?gQQq7U`l|1m>iEo)+85)Jgy zRH!Nd6S5GOV^TwV8TZMoG37=vyF$0k5&(*sAC= zI7o|{8?MNJMpkOVMbJSWIWfZ(UhSwdU01g16m-zaJ4l57Dz*@cWM*eKKf6{d59u;y z9&!Ak@>I=s!3)q)2MDSWzy^Ib^ZpCj$}r^RKt~HbP!3(oeJe_Mh5~oI}xL5)zJF56XNo$lhwD9P@5_uBUhQnXF%@)+#ftoyf zLIM|y+%?3PJ#I4xe!GSL;ww~bf5`V;O7J19Dl~6uhg&>uqp^}{Flmq5Fh%7CC>BI@ zbx?j?&Tu)@#~_V;fp369A}RbnOZQ8YS7A}=pC0=WRr({x6qP+$kXE`ODl9)oyWVkumZxlha`q6Adx?a4z@A5n3*{iA3qDTV=>=Pccv|=_wCiK6vn86I6^{ z)sdWpkWdQw{oOtpiJoQ$Z~^|4^d}*zStxjoOfH2+ZqP;KGOz_?BMo&>)#o(KNEt94 zq-;R3!Hg0CK67z1_M?1RB$2_Mfv7sG9;IU=X;pqEJz0i2Wl%=j4E-67ekni>K z&XN8wCl@G7Q0nz!i3ke{f(}XTCKT^C#Q-He1B^%nifGd!R{Iq`!Z4fFUjI<_8%j^3 zQc4ideX6b$zyayIk|_uPvV#wR2z$2=S`_de3WsGm2mI})2Rng-5G zT^B5@A`fk(GlRFiH-QP&gXUlS5E(-G{Pl*{Fcp)~d|n?Sk;ww|bbppeYJkMD`2m(0 zqZbGq9UUEpis>M>>)_~EsI-llE)BQmc^B32K!Y8W=Xa|+V1EM&C$tAjaD>pRzt)g{ zk=}TY;u6>@KFy#MdjM6QyF=4wSVsB5Y}d75%$bdujyHQSHy;4>k%j+BER!?T(XkX~ z1BRK!VYSmC2j2=52hY<8BgwaTQc~hsQC+KHT@%>E!Z;D2ehh_cz`+PdH4}(-0neBf zneQ*&i0h36Icwv@BIbHGG^jGMtS+$}DZ#pG*=XA}cuQ@y#GtxAI?X`nrl;n+g1KwCc= zw!S=q6@X(i*(+QG)g3V7Zpy8nK6d6Nt}uXNk*BWY*!8rlr)LWGbu(hIbai(#XEHy+ z%y#RmPNz1lL6=A!BO@bJpfu#sYx$cJ2J`wbh{Q#M{)_HX0p#2j>xJE4f9qV{1KpKa z(DTz6y9zi)uG?%RkGj-XVgtJaszQ?664f$*Gy%4msfg@R4!)W?V<|8gvdxOejbF(I z{tsB_Hh>otuD|@r#4?_en2#SkM4l{wP&w-)6s~*6&wnvmyv*oz%|Oq&*s99c_Wi<` z4=8q^@>W6yEapC`k2n$og$6>WZ&`yaHu0bVH3FjA_F4Cb1FI^YCH#r0{sCqNS{AlL z;~YGTFjzgmYz8$UtcD|@mz`CiLN+oeC`cI0TjWVF+pbw{AYg6GFB&N>E>>A;IFeoG zG+eHT{_eOl&Lw$Kk=;T>>+T z$_uZ8Q2a$5Nn1cVCiPr>jgYQL6W~HkvSfC1M>Uz}_UbE>%Xy1*9IwnBhG+rL$`+bi zPSy#zo`6<>GO(CrrEKP2jE5M)!4AgM82VfqwgJ@C0Vo^VlLr()rC$Cj1G-m8 zioTi=s3`CL?)4Jv-T5BB9abX)OJ<)v##*{HilY)>DLCo)0%-mdQEfJ5)Y>@27dvM?+mrZ{EQbGqFkuLPRYTf|h zokA$zvAjK4W90%iHVqC1=yX~HeS30+-5L&0f+Has2`}k_H~xEI1Yj zVHvc9Q+4h*bUBiRMLzkgR)AkGo)zK>4RZYFh{;l5>W_JNcuWG@OBN_nFJ-E5qrCLQ zD&voC8lck-R_O`&s4ZYrvgprfW5N+yh$G~K<*hD<8}xd=kp&&giy}HoNTA5D7>cGV z8d~o}z=m_{F}1%!lUusK+K0}WjPwXY)pxD)9~{AF^$W@uMRGLEXe5cL(8DsQe2m_F6%sUmkV>f`@UOF+nw7kSD}E`{3N(+$p-zS1%8R_x_s< zyaB-G;MNr)tPl!sr$?&E038xR_=payI9)yy4#vuc4H5xGZA!?og(F-6(77x|TdaZv zoDX_1KIDAD_-sL5Dql5JxoTRE&$$9=34Zn3?Rt@Dgizx)`r8ZP7;Jh0%|h+Kh-T*J zw@4E&LbNO)<7LLYb%_I#AfMIB-sO#=~oClddR&~ z4{gA1AA~GwY)%{4g9my*!`~aBmO5cpRDU0&8c@mGoNtFJ(*z`*0ElrTxP9+kTbb}Z zx-fupcQ$?J8-NLoRN!AC5_E#Ef$Bb@JOI6kR&O52vXtga zpn^bx@xu!6hr!L*KoDcuTsdRuuB`uIRG25stJ$d$=E3NhO!Av+gfxRZ;FrQsOzSfh zYtPNy0CXg9)!0Z!QUnQ2W4y7ar($f}P~j;7zhOq1z|Q*^K$EcO`GB>G!H3Xh*EUE% zByQfHu79-$F;fD3^NcOzL~V8Rioi=-34+b-!;!EP>hqQi)V z#Kw9phg=F>xgsFlzn&9Twm(;=CorX{^L}e<*slQMh}h(?vYGE~$W}mxscC5N?qGXR`r*8`=E>3Qm2` z5aks)%3i)`2RzI62B}aCX7;cAl4Cd^5YUX)i@ev|5VJ1$pkme%$;QTpa$~sMLz@Ct z$Q~MGPeXr%Ndhz$>@W8qph`qA7bP=&ApMY?Hw;`_#0-Vql)Juv1tumPteT?}kx1-r zAGGoUp{__4tSTv>q|&&nr6^UyZpL#9YyEsDsU=kzaDb+}j!>_(7hHdJ{{)`ODdydS z$5bQJllDXc#)`=|LD?jrZbqV=0QHnAP=-we1bQM!$mMA;a?d9>OnzGiXChn-vI#AS zQVKiF*^3GNd~d)2*rPjfSACqoJq<7a2>$qHUKm~0JP0q)-KJX;z;xw{IQJ@9(9H; zf~6n6CrkkkF(bn8=S_6vA&{VQY`5!878cydR9F@&3pLvZ-BEUARz~ADB)>e+_`}Xa zF^JI&n7j|zYhw2m6I;-Z;X7V^HldT?D)NUG*RW1Zg_tG5oxNGK3HaBbMnD^79ds6ntRk3>N#PgvKKT zU7)b>5bQRXfg_NcX@qWV36N=8l?sA*7rYA<6d(qGF+~GKIY_kHk@w-$i9|}RP54Rh z$BF(hDf-Y{jrcC*UOJh_g_E`QD-(-H&>E2+Z=k=b7x8+|_66s+2~JQ}25wUlIpA>E zKg!N4&zgBM!0QGHvk0V92wq1cKnbADc9jijo(u?i#z(+FCM9zwBo1JG-Km>QS2`TN z!_)q&(C!V&q!k1;-dmpwJ(T$K9tp(aZG)h>Uunb$)&@vv#Dbr%YM3j=?|yt_&Jvs&vV)Um1$$ jSBW9Z`p@Q4j7`4xlH!W} Iterable[tuple[str, int]]: @@ -31,8 +33,8 @@ def read_ground_truth(file_path: str, df: pd.DataFrame) -> Iterable[tuple[str, i records.append(record_tmp) for query, name, file_name in records: - assert file_name.startswith(PREFIX) - file_name = file_name[len(PREFIX):] + assert file_name.startswith(TENSORFLOW_PATH_PREFIX) + file_name = file_name[len(TENSORFLOW_PATH_PREFIX):] row = df[(df.name == name) & (df.file == file_name)] assert len(row) == 1 @@ -51,14 +53,13 @@ def better_index(li: list[tuple[int, float]], e: int) -> Optional[int]: def plot_df(results, query: str) -> Optional[pd.DataFrame]: if results.vectors is not None and results.query_vector is not None: tsne_vectors = np.array(results.vectors + [results.query_vector]) - # try perplexity = 1, 1.5, 2 tsne = TSNE(n_components=2, verbose=1, perplexity=1.5, n_iter=3000) tsne_results = tsne.fit_transform(tsne_vectors) - df = pd.DataFrame(columns=['tsne-2d-one', 'tsne-2d-two', 'query', 'is_input']) + df = pd.DataFrame(columns=['tsne-2d-one', 'tsne-2d-two', 'Query', 'Vector kind']) df['tsne-2d-one'] = tsne_results[:, 0] df['tsne-2d-two'] = tsne_results[:, 1] - df['query'] = [query] * (len(results.vectors) + 1) - df['is_input'] = (['Result'] * len(results.vectors)) + ['Input query'] + df['Query'] = [query] * (len(results.vectors) + 1) + df['Vector kind'] = (['Result'] * len(results.vectors)) + ['Input query'] return df else: return None @@ -92,22 +93,28 @@ def main(method: str, file_path: str): precision_sum += precision recall_sum += recall - print("Precision: {0:.2f}%".format(precision_sum * 100 / len(test_set))) - print("Recall: {0:.2f}%".format(recall_sum * 100 / len(test_set))) + if not os.path.isdir(OUT_DIR): + os.makedirs(OUT_DIR) - df = pd.concat(dfs) + output = "Precision: {0:.2f}%\nRecall: {0:.2f}%\n".format(precision_sum * 100 / len(test_set)) - plt.figure(figsize=(4, 4)) - ax = sns.scatterplot( - x="tsne-2d-one", y="tsne-2d-two", - hue="query", - style="is_input", - palette=sns.color_palette("husl", n_colors=10), - data=df, - legend="full", - alpha=1.0 - ) - plt.show() + print(output) + with open(os.path.join(OUT_DIR, "{0}_prec_recall.txt".format(method)), "w") as f: + f.write(output) + + if len(dfs) > 0: + df = pd.concat(dfs) + plt.figure(figsize=(20, 16)) + sns.scatterplot( + x="tsne-2d-one", y="tsne-2d-two", + hue="Query", + style="Vector kind", + palette=sns.color_palette("husl", n_colors=10), + data=df, + legend="full", + alpha=1.0 + ) + plt.savefig(os.path.join(OUT_DIR, "{0}_plot.png".format(method))) if __name__ == '__main__':