From 54722850a371ecb98a2f12121606bc05fb4b5197 Mon Sep 17 00:00:00 2001 From: Andrew DalPino Date: Sat, 5 Mar 2022 18:32:06 -0600 Subject: [PATCH] Add embedding script --- .gitignore | 1 + composer.json | 1 + ...inal-divorce-dataset-2-d-pca-embedding.png | Bin 0 -> 67489 bytes explore.php | 23 ++++++++++++++++++ 4 files changed, 25 insertions(+) create mode 100644 docs/images/original-divorce-dataset-2-d-pca-embedding.png create mode 100644 explore.php diff --git a/.gitignore b/.gitignore index c8c0f6e..6d405f5 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,7 @@ /vendor composer.lock report.json +embedding.csv *.model .vscode .vs \ No newline at end of file diff --git a/composer.json b/composer.json index 40cfe5d..16438c6 100644 --- a/composer.json +++ b/composer.json @@ -21,6 +21,7 @@ "rubix/ml": "^1.0" }, "scripts": { + "explore": "@php explore.php", "train": "@php train.php", "simulate": "@php simulate.php" }, diff --git a/docs/images/original-divorce-dataset-2-d-pca-embedding.png b/docs/images/original-divorce-dataset-2-d-pca-embedding.png new file mode 100644 index 0000000000000000000000000000000000000000..46daa3ba8a44295c70bfca0ce7ff579de7d9e343 GIT binary patch literal 67489 zcmeFZXIPW%vNjB2LqtRb6hS(ulqgj|I!Fhl_aa?{NS6-MM0yvgLICN#g%Sk;=@KCH zqSR2Ogc1mRSDv-pdp&!vKl?q7@6Y@0Ki-GA+gvkq&75=2+=M+-l_R}EbA^C_fK)+V zMxB7*Jeq*u-0|g$;Fr(P!7%~?1_A{cNzFIL>(iGKZfdo3Zu_YbgnafVZ6dY`&mK@iPal<#Gj$bSYBoV(26|KI*8B@VibHmu4wKYv|< zfbhTm!$~M5Om*(x-pEaI9ob+=0GIpkcU_n8kBQ>{@9zTd_wP9u%R*4m(Z8dxeTTJ67j<^K&1IoWcNstFVO;u?$h$UD`MtmqP|+({U3sxaLr4 z(#m1EL{au#+B$j7g29iU9-ztMND2>4XJ6~>t;^v;sXiOs~hS|jRpPugO9AS@KGv1Cc%iNeAr}ham>1U zV;=3qIzhwA6biWy%i$4a(ZPBh2eR@k9|>BF>lCrv2>TvzyuqboQimFVccN~Lst6Z;z$0a+%M9d5Heb-{Rjtsc!o(sAq$LrH2NvIjV{rkR&DVCU% z7A9p3iAuc>L2L)4`7MPxb#HT7Bn$H|F3+O6PDaIJ{LW^RdG?o#oi@>(tQN;uk<4x+ zM7ujnES&-_<~f*~)E@cUF=673WgqWflhd3>JD8XS?Dd zEtbLbL!HL#asp6wq-CMAic4=w3pWkY_KSXzmFxX`mkrkDHV%@%E0rN28>+Uf^Uwx; zzQ>A7yI=E7zQ;qF?hiT8$MlZAYSxxcs)ApQ^J{)s)9NOEvW`G*B^7Aj^HL5EglR`U z@$eW#EXGO1i(nL7hflMqd|CmC9cwFr$ zzPDML^1| zf7dZ)%5&P%a;X8cbq?*-bMwe^k!+`Xem+;Vgr-ASlkc~U{J~6;|>2c&5sJJh`A@?6U zWavGr(q^|ZcHYhUM|no4sB^YMj{dId%S$ar#de#XbGAqJ(@z_gc6LkrpyUny5#|v`44NeP440xQkeYg#~)N}-ZlKW_2K=w5?#A{+UDC6x4b8bP#Y@{ zQ63Z=w*w==Ds?*R_xw0DqQExii-$6ArE#5knti-_OF+e~NJp;Y8d?kOPC<;$7BBNu z+6#;xNTx@fyqxBl{ka~WYn|-8m=S6cqcd|@_X;}?8TXqN%{@z`%kA5iOV}$B&y=H` z&|TfoH`w!geCV@raojE%>ohKFEuT!H#=+ZBvnJS;ejv`ZHXqb zp3`sSx;9F&UTfcZJ-c9LquSqJu9ZjJ+R#9 zNqela;BJ~5Ja_JI$neYZxqxeEl>MQ!YD+l+6Ma%j_e(spaO=l?lzsF-AFVytCETSW zxlA9{)YB8Cei7Vbq1AFLb%X<*t+zyAx)j`99BWug=TtZK=!9lXdm_`ydAuiG4b>D@Jc-OH#xr4r5J!jfyFM>(>Xf`<9qbD4*720n5gd|*i z(ugXs4d$m=xBY!f)GWb4K7Y66a5WaiJ8?Iyn(GHAo&3{GGp*Ak`DUM;?mKMyZk~2? zQyx&gPtVIrmladz4Rp>FCqd)Za0jzP|4%eRcKevNgjSi4YybH*Vcg2VGFg#dB2{0iu3fEL3C&I! z*%|YYbu$C=MPsvIAMAMCS)JjqUA<;WoWTv0_;zdR&T1-scTaRwl`74u_5RcaltLR} zv#>rPW@}BLTeQlg+&7fgSAIS&Ms?J>u{5w`%gAp;yd*RCK+M=GQVl`j!)DYJowHuXKA!XAkCK*G&gBzcIKyfE8R~iAugVcW^31oisJ41BS!B~6dl1UTk6&jvM2JYR0NkJlxice3-<yXk1`w)LG{{YJVfShA(9HX`Elxag zk{`k;IoMXuv!rLl9HEnIELCqNT|@Ipq`eu4-`NZwf<48&L=|MB=&%NL-(OzOhLVgp zKH;%^M_HY4YQymRi#eq0ta(3+vZ=uQ$$ZWLT+!1-*r0U7O|lnFKU7-h`d&`$V&bWd z#HV~;2e_5o>*v@l4ifYYQrDhIb_ygKonN;nOF3!sGRrI>RK)izh#sr1=;Gn~ZMr31tPiVypJ@RX09Xj&4q>wxT^p1bd$bo~*d)T)o9! z^HMVzZQj$u2OAL@m7m?D)~~BtmGk4?pUG*N;@_Fz@oB=$Sfjf5e13*zz(?ZKJe7{) z53X@Ir)T616X4L7p6WwwP>Ez2kyvyJBIm?%{O*U*--62Bc+PT+uA=y3MEgxHYSHukl|NBRzzSDo`v&z z>XD5h>T&l)j^xgaGhLJ8tLA0mj6XxK*t@^%;bF%q3O>`5&xclx7$oM@ZLYdgR76uF zam$F=Zu7}Z*3WgSYs3#k1F8=)8WTNsSFC%qyUhn$tb&yC3(Oa`xwU*W}X)bSDPm4&#oVu;BbZ!8zeuk;^I zgnP?{a~plo&`@d6Y^3P05ouh;Zg43IUdJL+xI*o^7fg=jC12AR=c-EVQ<#jva4O=Q zN!$05P{eh{MtOFmXsk=41ozo;3MzAL05Q`cw%W02SvoXfg4)`T8>d zx3+vi2MyB52kn78-r0X-mq%8QsGdhV4K|dxW4%OWVFUf|F$J8kAp?GKgIXynalv-D ziqP|8UB>i`?xD%RM#C{}xRFy5=8KQ$qddsm;oK0UC&*>6VwLwMz2`4VkA;-cVvMJH z(UP`=`z-Tru>?y;Is(;miLYE)05-&+swOc#RaRu^ZJf$uNYmkqSQ?EJFN)PEVR0$B z_v3v{$cqui*k{U_eeM(Og1V6JpVx&vXkatKzIjhvMokO!YhKm!+w|g4;Ytp7ye+3@ z6T>1pqhcJkL|4OFG+}$}G~IG)NZaovi1??ongYE;TNc*V1_OxjnWU1hwnufNtIkJz z2haFmL;NKW-*+vK1SbyUlv?8Mj;fWj!iEGWj_7p9{q(jE{>F0p&t5o3j}+bAd9j8X zDlo_P*s^b&7z#K0Xh7%F4t{T-q?hL}I1UD@pVF_To^>ZXb2sWa+?g7>qV>y1ofN&N zUGKUks7LlA+P7NGhk4_Ib-IO;d>yD)k1TD+H{J6K+w&7i49jOOwjjE`JY!81jk6zCj{ z&~M&WMol!J$dXmVCW^VHd~R-e{9>LywdXve=UY{xh5_Tu=S!LiA@}Z_9dcO7Q`6Oj zv|h>IncBm!R#qPd&X>?ExOitAMg)SM9>&VwiJY7)Wa>r zw$GKk0Y%beSkMcssHj3dfH>&_nx}*7{`GB|8lsWz%kL`d;#R5mE|3gaBN)OnQ#osX zHAyhVZjX^8aXXWqdV9m^+Mj7~S2Ou~uGnMr+_8h!-}~O2Sgz$#&>VJRSHh+Cf*;dp zt{GV5(Bo2mm}&$z+Q{eErP%!_8ffCcor^ran{M4)on1*S$Kn*n4FYjjF>k5t-#GG< zd)E(RRO$D`U8a=RHr~+<*mK!OiA;G`{VGG0B_|u7Nz5GEq(t2D)JjPvWpR#EHPL9^NT7*vZb+y|!8avH9`Eegmtr10al&anz^T zAq|zfh}8Q!CNnd_&p#kA(3IUNCcVAQv#vCBUBVOR5+?KJ3+2bI^Cfi+#!jdA)vG)+ zypM5eDEo98iIw{`r9KYv^HIW@+zzuH!b16sDJ_)Rv*kt5pOKg_02{BAyOpe>crh&| zxbUXhL-RocaZHj8DLOk-W&?A9f#$sJ^{F>!&AIwD4=SBTXx36pXsXf9JA5wQtGRW> zb=9asy&M);D$lNvt?v&)lmdUVkIw7^@5zKti`5UlPCFH$2GWDcDmF1g$CdlYlR2Ui zaRc1$R;6znJ!_rD)67es2hiayrc7A2A4sb3Q%nJ+uj`Xz3n9$69Jd$3FtjhKYVenj zqBw#pmj7l^x{TB#T*gP&Mu(=8@+F-$l!H%vg;@UcGw-89`jUsbCLB(ii_*VBKG59F zKyC})o~lzyG4NE1R_YwGK{UfASvR_`>SVItCcU(A8SQcxyEI~KG*IC{Ho8o>N? zztzSJw*$U}x;*FfaX>ml5X_!Rc_F-wo9aqYLfI*X<43f3qKzl7E69aL6LXtK53nXi zDFS;pd%xdl)RRo~#Yc|eh!)+sl7l4Ox)Qpv*N`>($xPoC!&(O}d12U4Xuq7eXQg~# znTDDTV{)2bAti0X={M(h8LfDJDHj?|;;tX<$&uUgNVAQPR5~V2Rysd;R7PM3%M5t5o*I?es%#7P3E;tyFdM4pFe-U;#0HfIk`GN zz*U){QEz}VDyEjU(RErTQcDIaKL4`(XmTPlE-}$^WWF+7H5t&Z&v?8^+wS^$ep)dI z^fTN|4XTvVev>n>K16LJBmS}!GXLX?I#H)CL?H=*aaq*f1vtdS{o4 zu*dL7C$ng??6X4@g$V!(qPBUAT?w}by0YEHYi3ltE`he&?;HXI5l&ZYDd=ChaaH2$ zNFi1Zrd?w%lc%$ocPF!UWShg`8J;w*%WXS;WqswU@!OIhYM!ut*^)qLB^>=Lwd)@b znuym{R}H8zTt%M8Xpek)#D<5S->anPWN*vqyY8NA<`##TWRb_`K0XBxnWC6;&+^*e zi}+U&mhd7NR)Hd&jZF0DJtm@BTo4+o&tGT&;eLFuH@}$ete@;r@U~6*lLy#84D;ts zuJt|^qWjlk%l{J)B!nu;jQMXB*gvxLp`3qAzj%!W+uxG*KSc<+avgbF|8YpU*Vr3Uu zFl4We@b5dwfXI@6AI_xC4C(C9w!K2Q1%kUr8C%46OG1HZ{J4q64F;G} zSR}*)jHdJx$(mliPh4&y4}NI)=ZJ`yC7~2N0ezTlh7akK5kG|?U-BkB%stCZz#YCC z`n?eZj7C;z=yqSieUklDWcDt&u>a0bATRz{k1RX@!M90=;^{&qL8?PCiNwKuAVluB zj^rl{U0wa9`7sC#{9s7M0CR32aLEKyEk@lg-h&T8z;C-ZRW$>b!rA! z)ocP4FSCSv@@;F+3KM_aTU=iCN)xznw_|S(tUsN%w0cz(ynAaTh`fOlC}{EA4&%2DK&B-;> z05YWNH<(7J#&C~e1U>eHT-bCVW9HU~>+9H5VJ|6R4UW!wVsul*#iX)`?>kUtbx}2o z*^7*}sK*wQUnbleWm|uiH(?Khc|ytJkAd6oXN^%sqK%GvT8>6-37Y!qP1nk`&Nn| zWO_cyJ62(+b!Yygd`f_g{Aj*)6y-$j@n8(MAiF`x?CW6Ac*u!c%J9RO>@0*s71}N~ zPEsMcj$bCy*3ZtU=Xln@LR93FZ&Fh;n??h-#6Px~I|KmJafuxJ1ECo>Z4`L0zGCmvBL$DBbzRronajF zLZtf{G++FVpncTdx>ITOE612uU9%5zwtO{DcNYcKOI}jmo;Xt%T6z~)e46ZoOUFa_ z1t`wonk^g=)FzAE9M+!N{ODF=OAx>Ul*%5^o|}QkFv|CD$;W{OD!g@Uum;=hP2SC` zEX2TBSjy{%HNc6@B=g_jrS$3;_iydhj*!^H$8%6fK_Qc53_V zl`EHDwOG?m4@v{27Tx=OWMV&7t0w)o@f}dzub>SA`hW6(QqfR-IWmPk*7b86QE^WI zb;OU6Vq+DDdhClMfX!jcU&3~}&F5JK1$8D|=~!~0tK6ORII^P`NAAd@kAqH~zwL<8 z$Wj4PhL|9N)J?po_@I(;{{oSMIxvR9L+*nJ5CH}f-UhHRg1vN}D%n#JY>jEBJ=$lw zKMAZ*oHI%yF8!sV`a3RMe7 zp&bd;u6l^cMP$_EImvvnrpK-K^(OeWLGY=_CE5Ezj6P@No5QXqZ|!n)PV~(_NdPyZ zBAy+_Tk8@)|ClkoQ7J1s-sO0mE-p53Lr5W?aeCRLB#xS@iDSrN4MH;|Ds1`Ab?qe| ztY=oAf$YhCoNFZ)$IUp$tq`WZq=Ao#q~HwN)AY`4Fz33c6i>GF5Es{%qX|Qh+xM6+xy3IVS0*hUBOp6Pj=_N$BA$G;@+TLPHod*&hA1;uOGmLFO~c{{QzN17hk>gP47DLLdELo z2j1fge#4J!su*A-`t3Mg6DeVLy8@_t`eT01BEJX6ZligTQpmbwAE^6Cj4DyxB%3%J z$?U1_)0we8_(qM3yr9MURnX8TYQR^Jpssal_pfl;_7G7;vfe?WdC`U1T{RgB`H;*X z@g80q#-ry(t&x#;JQFcY#6FI}V)3db>R&fXH%sL_$vyzb^rxI+A7X{=Dlif~CY6E{ zP))OISRv-(r7pgr334IisE^K5l3$K|!EJIowhVC}teeqxjDe-^W6-NRx_c=uG)SM* zS!nLTT;oFea=tDk<{llgM7KuYfyOx#lQ-hCKcS*e=TRQSlCT3fbB1rz+ge=_KFpy5zds?$-ug|rUU&}(m#?QTi_m!GFlT(wY z9_~&Rhe`?W+T9wyU2byux<4swKW$j#ecIQ+fiT z_;N$s!>scl-`xoM#WMh~#cxA}ThGpcU5uBA9h`WgM|E-0AH108GoNiOh{aWF)Wd@m z$O|<)O9QF@bjNk-xB4Dc%PR8LZn(EkJb^pvi0eAD!$`E7Q|!+HAt@w&-59`wn^Kmm z_as4FJO8P^*BRvazZMK0Z*)%H@RtHeBWg*(l0taoLGVE3BNs^3>(~pfd;j!zHW)7= zL^7T5I5T}@yP@?lHY(J)gNzZ_Usx!07CwX@m2s+2sHXi(upz}J>!6$HW8zH%gmlx zfAMAfoG9ou6Xaqw3i+M`*5!l=^O_0K`zwdd% z4p4zJtC<8bcs#5BH`WYrV%I|NRss=_?0;xJALszCzysRVy@mQ-GHPViBSDOQWd5rRG%=RqhSvU#)iH(wT`QDka|;^(I&!!+C& zE>iR+tz#sgkSYE6iB3ze$zFi6*NR7q>wzg?`lP!+q~*}Y-3z5h-rHzde+4Y5sxl$P z5P}yi_>X85$cl@~RHg`1Crlju@lGOn3ZE$LZg|_JMftXip8IXb^Z*l%z9a9zBU^XN zR}IT<_up7c_DX7s9%sgl+Dl9jand1W?|98s996CtY4P~16C4frArc$!zR?Hbl~ivD zXwG;zykA&a(oGfvZQY}v`LlQqrw2cJIt6-k_yM5xQB$(pkIGZ|UX?exPB$cz#jbhb zG#oOq9{_?VkD&KV^gd`C;K6RnS&STrDkUO-m1 zOFFIj_Y@;c>VA?nSe_{BVQ^}d%bTu?-Xi)qZ+ zz;yZtPT-3RtE}StXx_F;m+@K(mql?oJ~D;bjLFkaD;P4y^ihs)hrhrUZD;fiaBV9JU8odv9npqjAnKeS>2kx+US<(%}pgQRsFq221 z>2AKIWDz~>me_L~ofyhaR`IrBboNMd)8|mus=u2W%7X=zcAsFu_ih(Wm%x1Bi1+35j z!fcwSXQQ;1lb=S?)Ee)mSN_vZ;KPQ10+17wOAKGm-xXp6VBx(_qutO`#@oZ0lSUfx ziw2ijfSHm%#B1m@V3gq^TYmb!r}pV!+U+9`V|stpY>CF=uU*yHOZ0wSpo;?yNasJ$ zI>H=~Qf9ym;5JsoL)1Np_@5NkdUb6{rz>GiHGpXTGDE#3fT4$G?P4;VCBUhi#bF4*7Yh_~gdr#VTzVnh;_U{=i`iFRJ+(iC0$cal= zvjAgPJZFQBs3~9F-Bg!GhqT_7W2?0!l=}CEyOGHBNEpWT#G?n%+-C z0HhmgCodqutf(bu6QU-KFu7EiwGF0x+Syik$fS|I!4)#URSVvrb4D$aZq2@;yLy&_UUkJaJ z_qRq0omZ-gA}Kd{o%Z1xE#Neq2@=_OnSkq(TM2LD(bT2)U#>T?f;$Z`rhH)_?6NL> z)0&|G0Kr)0*7Fx&7u<0E^#F>8OhtDi*c<_5`c_hpd{|M6+EiM^Wn#Dcvx8XOR)+ZdrRqa+$BK01W+Kl9>_oc&1EhI9HqI_4FAq2u*dS=VR4BmCyERW(3vGUabxKy(i+0%GH-Wa`5HC+6|#jvsgX!VG_ zbSDWss&4hG%?-fjC{4ZR=mQCvx6wCZ1`m$$P-z}KGm2s;KpGsceMJ_}0}au#=MmwF z6k3Vgt_Xm!EQ3;1|BzPap?F}VEqY7k1-K(j$T9H`&z0~2P%hun>bniViJ8JnISRmV z+>RWjd)1!0mq1w~0^nd2pm~H;l`mZbR`^$gzPdRU2Las1J1|V7Ewhi=X(zYdXQC4pO(tW*=8?Nq7}$Utl{|SCpd;s$NZecvwQ!BX>v6NTNJQe zF)jWXS$CckmMcq8+iL~FL5>r8o-D@8Wr43Dh`zi01f+tnT0(&28wFs^l*~(`{1&)UN|B8T{aAl=b;BQ>p;9{PcvD5j_c!1Op&j;TF~PC<`D_d{O5Z z9XXKbGDoB^o;rT`uulYUaJ+#UBnu#T+~6<$cs%wjy=xAhsZz&W%(q$& zeW^yy!JIoJK{k9&nR2n zaG4)mS*8`V%>s}dC_R z_#|-a!x9}3(m5#cDKFlDgck7Mz<@>tJl+Vb4w~1c5=?O2X*kKWPCDtsMYpgVi0{WO zSXk@%p}+@Vi(y`&9@+j^TYbU0{vCtA3)Yn;n0M(ID1BWpx4jp?u8tJrDG*F2jRT{T zyjknie3fbF%cE%>ZE|=Rr^gDSd!C2#C-P2KyC7afd~w8U3`AGF6+pDLcna3d)2hsV z4FsvzAa&7!CpqI&8E8j1Urw?T1=K-ZGs~=Z-P4z--gxUJNRn{P%LHQdMewy0+;9wa zW%cmT1epHJZoTvN4dhWp;nxooj7ASv*E{tpO@5ne;l$ZNvv_o@jF$zrYiF6F;{m+Y ziAlpsj2(P-pvMMlTv}>e^b_ zIm8Uxb#(L*#Z z=qJ493F|dpMn}#{j7nYB=Pvww(bd-<_w2hhg}Lx;itpW5!a}T4PQdQG5G<=+qv*!g zmDSqUO5BZSbn?+n+gqNgRR4S5N{j>5n%bguEE6yQ6X zf{_hs`t)8wXsspkx8LrSukMS9N8F3jasWgesa%4K<)(NyF{jr@g+ zhbc)7N6$>1eaEh#UoI^k3d5>SlQXZL8UOz2v^|_qdt$^gQfNUkc|k3)z4&YWZ#zlp zuO}t4>deu&w|e2hgD>l8??;{gj8}u z5kK^a6!@e712TvM981f$hS6~Y%#|mpFOD2lWcKZ^$5};I!P?DE0xPmt0e#gmVR^F) z>^;`y#cw0dnUFZanfo&Z=-vMAxZO#|w+}Le7}F_=Vg;H(SWcFZAN3p4)T?}z3+i|I zK+&}x@MVM2ZXns-3(?#0q#y#>OTfY+z?Qa5OS@(doWF{gC(_EQ?|vMa*vt`qguQ{a zLjJXrz(;qvj)VEA=uBMkk&)lCXr3M=W3l(`^^{};eJlrN4KDJuY+qG=d8GRxcO!nA zQss)y15)>nNvnh^2qiI=2kkIo^b{BKnW^%0CQfSA&3g!sk`C5umj6*>{1P8(8b}mM zdl99<1PIkp?q+NJozAE|3w-XBzS91%2W0c07;zJA_S%og>vh<{>%cXhJiO3HST2y0VDV74aGA8 zC6eC1*~S7$h(jr$oN1mNvW{WgI0WX@CF2`j^u|i6mxE)5=qn4@p#HRf)W>4F;mLKd~uho z;|=8t#N6gY?!hovw7PTEt^rnHL(jR@@~tq=XEKK)f8~J_8?4Hi5}AbW^EDaLbu8gQ zn$8%SPX!3gM|cFc!@JsGvP+ZqVy)l9(#djjPApl6ShEw%EHLJnXm8~*=+IO@yjmm$ z#MIH=bh0UO(R$~KVkS1Q{7XAYi_06gzCnG_#E1u5a#M81a< zOfVAV0w2NW`y?$KwhU}C^3?Bml9hKN>%uL&lF5%2M_-IPM{^35o5>5;4)ELvi0S`c z`Do=PUXK#<9H;mm<`x#~3MTY?ON!5yW#yO8XpUV&)~QeQ_523HWBO+?T%wI(L#>s+ zQt1Yo!%wFjFw#5@x>1hTgIqciBM9^Hn~sUrWVZ|`{0xN};02-E*%c=$C?)JSIyz8g zj+k3s#kxBLxu8e1GpF@Lp_6AGM^!Hpzkj=-&$WKdiE(hLEEtRg3$d@`|k#|mEt>j^&H$N~~ya|W-=syCqCmve_0+;EU?>BhHvP(_XdGbre#~G#<|7<5x_#_g|8*YKF95Y9i z5~FFk3Hq30LV!2Wyzw5%1iJ&Lr-K-HAJe}@xxaM+=AaA=5Cajox3e7U14raYR+G^T zqF=KD6V=bpQ)`HFa{4 zF+CN#mkx+{xbn-PWO5*1mTlZ}~S>|+?9U3PL<+jo92 z%ZglZ-B9gGirQ#C;%t6jDE)t=!fSW+?yU)YJI!c$oGqsVofRlFo6fvb7m3)ozZC5J z+(Qb!Fv>mqPy>k43xD+T622w>PHE^r@zx*w1&~WbQV1QMjKAyNwM^cy{OPx-8x=1$2TqG1=&75n0Wu(8x6CMIL!p~6X13hw{*T7@g654qy#21=}&q1iIDdYkj zq62a6q?)x_(S?$qVvM$vY?JlN@LT~es5jUEcU(QZpu(9WYTmnqa1rUNpnQ}pjO*T+BMdB}E2=VKa8{Zle1 z0YusKpWvI)q|UARI~+rfpCM2StX3}o{+lafI7b2Ao_RCQc8nc_IWZ;uZqNfUS}I0& z8G{pEqPAT477vfLirPL%$+^}IHjWid)#dU#yYAJ_-aVY?VMc?(<=jz$*-~BLsgyTv z0>8`B{OG|3W;8_19&qpBDTdJZU!TR{=U_k)D9QqA6?|1l47ALuTr(7m4H;D!YI}6& zM^>ra==$)Tx}#Ks9od;T`RkK5t`TgP!T@@J-1xX#44!1I)b?fS1_)zGPjGqof;{T( ztSjD=RD7_ia$uH0*wcHI3&=3Mm_Kl}2Wc5wPuiOnm+Cn$;Hv>`r{k|E@3j@T7lWu- ze9HobqmE43;29JtCk?NomRnfobyB7gFqdVp1y6u=9lo6fzIoi-dYVQL+M{bUL3-rK z3!l1A)0jbf6g9F{#ROAoZl%Z%v23r~mWE3bIpv}Q3hJPvf*d3iN(V#53P~YDcN7~VTFFdxuh?${}V+e|!W3B-CFxJ+n`Qoi4G zHuvd>9&_V~Av@;_6u+y%pAyameAC_x7JC(shHj;8z5=PcDl#sF2UL%YZF4Tx;r_GI zaLOW?Q=DV$Nv*cU0hXz=rnh#(WwPmlERUa=qE_S||-0|CH!pQrQy_Xn%wWmq&%@1?(cgOQoo zOOdT~(MvPclxgz4@^B1c|G}pauc7X3(OG-L_Jk;%n#$BUs?%!gwxg2 zmxsyj#_VmRoR)m1ykP26+8aw1+Wt5%>E~h|`{|OH2@Ab9?b&&KG^1s(%-yv0Q{peW z%2?#P+hm<&XiwLkrA6}F#wISy{~U=j{osE;b+bfGoW&1;jgYB*RU1_0HmR{wx&mq7 zQWH>4`#AwBVtlKwp7D!a8SIpKvsB z3DWD%=ZmHgfG-7S#>xFb3j#z&rGDsgiFFQI*UzxIZ(-}TeBKQGG0d!Ss5005c+W8H zg!s1TBTn(+@uPhs*Gz%0sXw#h?^bX40UMutmK^^rMGvHz1C zn~)v1pb^-zdsi;Hp9HylEonyc3YsBI;g9C)Oc+LD9004b-l!&DxI8Y-CZZpa0Sl-8 zVN37f!8Ft{Nxf?GT2mBa(K{)NNtzpXZmsm#t^LAL_a1z*Z>2P;(RAmB>}ZG>^!F|# zJU2@Mrl=L$cI{^{x!cLqj}SpTT-2j}x|r=xoVpoFoq0>=-oXk*Zb#NO_Z4K#9pF3; zpNI14z|rjM*Pqm&BrFuj5+elHuwDx;=wrXKNz{)Vr6@kTIIMlTXRFd# znXl1t@dGb5qw4&hfq0BL-03j;&i1}uz{y*t``qv4Bb)Z12CB8tQaOfr@br}7JP7mo zrWSP62`2y5>I`?OWj~{wd|&KPWVuxgKGcp|D=7Wvu-4qLuVf%Vo6MC^qOA=5O10P| z9vWB0s9mvUBJ7I2l{WJ2|Gn`MGaG4C#8B_o`O(eI^ z7G%aW{YS`3Abas;jSK5D5Sz=d2YSnk4G_{Yf$&YEDxo9uRi^E^dJ6EB#y$!JbVuvg zGkRU3fhF1darQ+_C_S~CU6<(F{mfbq$r}_h=Z2CWCiq@V-!GHQ&A8Y5Eu5*?y2sv+ z&7c{+G-Ygeu)_|kGDz5O!jo?Jnrrm@`izUnqu9vl{+r`FI=y*C)eh_<$5X##>Z;Lr zEJsEi`bi7G)6R2`w7&G?-kvgh|Nh*{!yb{%?dkRNo#dn{m+g;=lgW3SCVHHGA1%6C zyh3?y-1wl+EFSFz(8bYqKAqhsy_{!Kby;vqq)Hl166NgX$?r3p$aPQN!jNffc7Sds zn0w**?B`UcsC|=LyMzsi&;f3+KDAL*aZbud!~URDC_tnO@E6OoHoYYPGtjLO1~{E_ zbAYF}a_OEFzG`q^@9)zoW2|8p1TGSk^UV9FtkERMS(*kSNxld00Mia>2dQ4B* zv(EnhSHC87(4eyTP5#gmZ1B8+l|ppsjAs!{PH8FCtnZ@+2pmnjwvU=!t2IL3kG|EB z7UqfyQS}5YFGU}n^kj#F`)lpNtzd@J zDGKD#lFluP0ze@~vA*>WU`)Rzbh2n&iAmABab#B&^l~`i8RjGCs1pzxN$Bt~8cC3B z1=@nUvfdG`?Jbze-)1>4%7Xu$iA2-My$20JPlGrb#GrK#~~jLS5aHL{0sT48881mt26k z++ELMz@gJLSI@~FFxc-3B#lxOUXNgW!fx4!a_i^~a zuP7JnM=|G4V(I4K(>RioVzJ-uYY6oH`qwZ`DjHd)7tParGhx*hQo`vi zV#lh`8e_n-j1-0Q*`=}O*D0KwH%fS>wiNmCneGzR@QoRD#%c0CY2;{#f$_!zqhQF7 zd;FU=ez?;9*fz3?<=d`q88D5rPv%#0>!-?Mi#cQO94{&k5pCRXE~Nt#yRU4=|1?Rq z{r%HZ9mteJ8P5Y7b29|*|KuY^d+QGSD|c<;q+|zf+YLS`Y8A9!wf&&^Hr_v>TW6?v z{U~@a-e_C35sYn(hvh@$Q+AbOy${i~F!{D`J3`6SM9Uw(+U(KYTHL9(Qjy9Yh^d~Z z*kZ}4O<%X|U^H*tIi47UY<@N}SSWoogK$lX>5tNqy~74HmIA7q56=l31*dP*JxRZy z4MZx>74-cD>dfSau#Jtu+$CD0SVJiZO2chjAHXAriUxFs<88!CqrU$-2nT=9i@Zly zx?@F7?V)~vxjanq4-ktJchvQ~(0SZ2n&}~G|2e=kJ9CDp?Z&lEzsAz^Iy9Sbo<$im zOi4RpO$9JByfsb{laC150pUuT6hb}*8hD-Re=4g@v+q?8COKpF)DL4-v~EKnLL=?+CiS{L0Y5{r~>IQKN3{k-q{ zeCPYlpL714Uvp3Qnq!W*#~s&ojmaWMXeh-ol}BIrGjlreqE#=@v+o8A6V_9&V4tkd zbSq@Ns|M9W$AB3JebYMK$$d7aMMA^e-K(d5Qw;yABp#~Tm%n&yG8&Jhe%D2)Rms6` zE8TX;NFy5T=e;^|EBdBk@|}YpL^Qaclag7qU>`5-u8)5xn=}1VIprUzi%YU`iPm&u zP7XYwn6Q3k7ozbw{OI|*K^@nv?~hZOze_RZpJTyP?Kb3h5clEM!dKKg`UD%i{l?;| zDMPbDKKq504R!I@^j~2zgiIPuyji^fZ$@vQz#KKd4lA8Bh_*efPAuyLd|W+0}^Jhd^SA*6pe2Ot7EvBvAIoW(;GopcfCwP zM7L@;Z=`j=-jr*d<)B2%=@~XsfGi^N^F!2ELWb5t=0BPiBmIxK>^*)YGIsbg`L@t6F4VjlMzSerc1Q@sXT@j3C;0!+#18*ZxZ96|_&Su> z2!GcKc^dE$7Ww8Hgtn|=yU_zw0RdM-`X22 zZGGL%W752Vqfpx!0AfSmA*BzN)S~C*SF!&|UWc?X-->ZI06q~o-Vk5kYG-u!n7N;* z1btVAEVy6m$!kwRT+*q`Q#M^L^VRF79HZDhX0P8lZr?!kDtBAm;b?~?ZZCX3H>4um z${t2w_siDi)KNB2L>MNeja`D;1XnwjnFDAv-O4M+ zr&EL1_W~JkQ2_A`gsimy^)8U49>nhlFBW*FcC#2sj^veO&jMHUTlE9=FTMLqS$}$3X$jLv%ORI0WEG5 z(bp5Y4!wQzm}KJ}^tSo{X}lye7COK21)vE}f(Q4vewWX;B69~_th02(xMm{Twwzr_ zy91fA!TR>HU14_a`fvSBFPHeRk#a2%K#> zFCNx*>H&>hEy64PpQ#V{SzmK}l2_vj-`UCE9Ul*HR!OV2yDnvP48M}xJ1ZimBYkrz z;MrA~0Y_1KkC!|mxbN@gG7OJ}r@~iLx_-Ic1<#n@+s|@=IPiQpM@H`b3L7m016zcG zd|z)m)drQa%clq(EP|7FM|EQn5V|cg5_=jzmMq?E4h}vqi(8RAfnFXzkl#&!&VR7OzgXfL3GkGjT7-TIXPU~7=hY-$=_yOy3n24#JM>DA=RsKi`(#q}}=Rt|sjRSmJjuK+EVCsmg?5Ol(5GBJ%{b^q8g zxet#aBe37ruNp7i)qU^&URH}lI3N%((Aw`>Nnlw)JdA#>GGGN1Zwv7VGS%^+a3LJ7 z+WCbug;0Q|J+_iM`w(!)8oDb30g`nsoXm!m!a4Gjbba1&>iZ*`R+7T%_Ll;lLlxdl#f zXAF~;ULc`Skuqq{dHpqA&T9EKsBRCXh_r*>ax1<>+QJR!1d`W@f`Q|w77dXaaj-LO z0gW7)N@{S$o_uzirpOMpkJtg?|E8%$6I!};_((X&2wE`+{Mh#K?L`ZiFw?(U#!a6=cV#uHtLd#9t zV2hxycaxyvxiE^0#nPGRcc2G_omJ}H-ONH6yKR=xi1rnU1%$Mwm!@W=UUd_(;bEf-QV6D65SrAv-#fd=njH5b&`(i zn+S*o8jx>iVWEE=Yyl37=O`D?DzabFn%>{WAOZ~JV2gZhCi9U0`8&F07rMD~nWIJO z2MDm1&u5k&LV{metC|aWb55tphWBbN&T`7EY@<@haZ{?DYcuwE>|QvtDPwqhjUJn` zYX&zQv|)zNp?=_B%7E>XaHe~*gC%*{?V*>r1gJczdM34jCs`)kM!Opw$A@nRqy_#6 zOQ~P#ITM;?8#?4lqLkb0WHwUerAL|?0o^qGqZZ`;0I}tyLJFX{}27(S#_oT{5(_;ago| znwB{NieL;^>P^zw5Su=vO?+AD-;Ckk1nf-b;0F=@=&iW&YFUov9fgJn1Gj}b-skb} zW9>K&<`H;dWvMi5Wm{vIVN%g%$TpZ#g>U^Y?LkF^3fU z=I8^*FQQw$R}~wEW&4)+y|C(Ttr($R`)n51(Rw%56j%8s#mWmIr^#nVD5H07Z9h(Y z_QRs!z5rg`7*9fp|Ni1CO5f+c=U#?(ScCOu<;T3rAtH)E-=F5>X88;-N5}9v@*E0H? z)?+rDqbaLCfnQmdv)Dg>ualq8@m=h49pLjLB6d{CD0wZqvQ_`N1F{Tip;t#7W` zQk?qNZlUVyS-Rd@Y&$(lvAFSg|Lf4YV9w8xSD}jjBc>_-P4Jm7agIXx1X@BIs>nvC zBxhD)gJ*NH%hdgH+q+iR2f+nYRC{CTODeXC z^7j&`;9B#k<$mk|4t!I#KYZP5Z}q2ALGo~pbF%SEJA2nT_{gm;pJifay3q^gAF{AF zCAq8*qynSq%d(Ar?vIw_wmpzq@6CKbZtXoK6*munF_g_f0J=NNIu3qi?laAm$YcJn>ws zKbB!w@PxEt&r#&tE1w5%Lr6bKLJ!t-aat4LE`HG+@ND0Vl1(%PI0s-6dt6Bl-e6~8{FdXJAAS;rI@B=|IF`V;IAT-0N4up*CyL{-@=$K zSk$J7d+bDp=`JTZLP^!8X+*RBmusnH21kuBS-*7@ z^SR+1r&cmaLb|Ij}E0u5F@oUNX_E)nb zQAV#;oG|!2a-6wd+}X9{~iBzSr!SUb=;#3phe9m!hcL$bkMt{6E0>*ZAg5a*57R7^$(ev z2b}4Xz8f6)w?Cc@dRRJ+tt}`Y?`}B)rARPu?zMkn&KpX&fcyrGxZ zt>NYVq(z0Jww53FhpaHe^Z?jg^q}KKi2LtBf-b@?fxvq zy$pZvh?_E3jZt6MK3>iFK~n>{^k&tE7G4Mf4SLeA;~+pr`u~UHJ{K4&s;TdM?*!r} z!CLtW|dt{SP+ z^X)+)ZM!slkN&FZNMS45UCX1k4gkb3@cnfHbzHQb$fs8C_xm=#rJSwB!Y>#)FRR1| z1}wk5{!)AJzRj&;A5NX;p=@kAg?F*aqZ_KU#wB%64i33*x256pWmtsQ+9OgAvk#$+ zrJ0~CDEH4O{c;}w-8z!bKj+|7y&asU7ez$%aJv37LiGi4X2S`8@Atn>_)8mqerM(M zurnL$3Ev)Tb>cnUTry%$!t0vLh`EP#Q;*w?NUUFixRw?08nz8_3a&-q4lD$sD1HjA zO8h$M6U?6sVU`)zn&HABS*2UG!67`~+DcCn(1JbKeoQ{E0kiH_E>7BZ93BRa!?GOO z#2;JoDuG4@F=-=c2-V4)pVx;Fskpl;j1+L2%pQY7~^0dZR`&pM6FNUuenSfnw7<3<>7cbBYyHh58Bt)4qjKRi3@3f z{)ihfJ&AIIenbnWHLSot;DnQjU6Fn`r1h*I{jgUgX(PGICv0u}-?%s41 zh_FPZ4!KL$o`C5UqqM3cf-A+_kJJJefNMq|r7*}n)Iu(WA$np&c%}y4&h}CASp{Mc zeC4Zut>2;>;a71-kEf6YpYi=<_lE!#M5 z71oQ{OIGi`(eEH|p1dHbQasdZ%n8d#B*Aps58iwH*`+&(r1zA$Nk}y1?GCJx-B!K| zIA$KD{>DPc;Zp1I?L4qTE=suIFhYsLlsdgTE$1Og-Rdazg6V0RY{l4-v7eA8&qcZ<>&tS&|7PDac079W?9(4Wi{i z7By;w{ks}XZN?5x$Wkk|dKR2;feOZjpBqMI<*-$t0_cz-rf@8|_BXdXYl-_^ z<=C|vkc1a*b6GVGK+lGA$da6{Ko&+ag^n(Uq4fJ-8b!3bDnHS&#lTHN519@UZn^Y; zN(&g-z78~UFzscIh?WHJLBH1|M7D@E5rnb_A=Z?rO3ELGSW||Yu?u2NY)WF$2$};G zKpz`e6OWQ>ziweE6z~HMA7=e^bQA5xR%a%k3Z7~lVbOv-^c|)0vc-*E(Hj%v+R)F0 zGm%zvpkHoC{O|7M-w!sbqlTUO^`Kt~@gfuITn|I3PAiyoOb}-1LzPd!!?XA|deR}N zLU`0CHCRPE$e0C~>22U}gTQve3!N519vcVthpi zkU*U%&22=<+}>q=F9odV7IJhW?~o_c&;8k|qot8uZVO&Dbx$M+j@?Dco6N2*kY= zkr9kJ7bE)VC`T`aM@^k;HdXKJH?Q?=@dbe_d`Wv(ro{Yemh(u>{-dlN&qFBeL1y=U zLQGr7DE(bpB}>a^VvIb^p9XBC=F1aVc{$of9d3$sq*zBCWx^Y%M-7LdX9u~^s){U(py7P`smSNZz#91*7h6f*+ zymBB4L4T5yxpMT>sCv17Eq`_u(Pi{NEVey@74NA&GCv%OcA1=XT8*QcRWtSy|K8?v zzKKF3;&^$Py{9~#U2&W@|q;e!>+Vsd?(ic0Pta(a4KC*r~*NG8XvjZ9gX2T<6i z=}oGp#0^GQTY2@k`FX=&_Iau>YZ+X0_@N?{(gCF?l;K1%=D^c?oTkgwcTw1N{aU>P zilR12%hmVWNbcD_l*m%uNK1Zlneyx<+_9Q_Y z$)U%g_s_pv;At*Dey_5j?Tpg;^0rDoUcdfrW#?4k7Y8tHg;&!#&cl<* zpZRl(V3zc0u|1Dj@s+_N(-Wa+orX#0#W<>+fPDoq<)yg=9V+?fABY)So8*=qbq?go z;kwG57Ek^dxR*CMFUKkLgjkLR&vhh#+?3fjIgpq&tn{j{Y>A51RtE{DEg{QrhEi!# zFL7_B&h33dRwx>8X{do4DtvqXi)j=7X4`Y6Q_?s#xkxuP7^ndEsp+rkwGFcCwFlRg z_NxX`28V8Z8$nO&^3Tt@VXR_bOOPEqB7Z=MDu^Pf1$ls%;=(cc+JXD>ymCZiSpFcldcEt6YXw(!d zmg||In?hNd_r!S{7-RDei$;6`YoH>LXV3G6rXGcyyJ$!#NncL#QW9mD8P!81?!8B7 zrHj5%PVi1o7BG z$A#u8Kc^`>%Ef(5$hzio!JOi+wcfnQWk&nIdP_rleaoOI|TAWS02~c8H|~&-K$% z1SrED)#$H|NXJ!jE6;g|o#|A~+Qil4Dt{hprdUn#L}3|4Dtg&4ZS~i8ryA3iA29}O zeKps@s7suvbe{t!uyr?>L%sd;b56IXag1VIWjvwi#yoS20vKsalbdHz}i7ii`nF>0w_kmU@x1TQ3N~TAxKw^J_hYvc%_RXAdI6T_iYLf zpiorC?e6ShY`1jsEOy1`V;&T?@%kn^Nt)1zD}v|M@vS{VNLSuRE<`Sk>w85b$O&$F z?O`_2W!~PHxDjU#Haullrr6;hMZ)sSST8MkQOVY)tUJSQUn>-Fa+aS-T~5Mtp%gb# z6@6u0pTE<+AVip|D7tEobCu8{UyUf~J`*ak(AtDgvoM_r3mAlTapKiB7X4m1s)D<> z8l4Q}cAwAsTB7*2r*6E*8?FZW*bMRS?q4h8^iSgDNx%!9ndN%>@Bl{rAUg6=EI8hR zfTH4kpDs3c9sg@>B&(4vd)9f$72DU5%0|2%$&U1ePfaSm#)Hr2p^ z39ucV=6eF|m?pjsIZ1?8DYrB}*G$!O##*PP;;xK8zV8|eYxz*DlV_6n>4%l{(E~6sAFJ_l*(J|$YD%MR@VYgfnTOQbx_V9^;#e2W$&R`?bAM`U`STv z@Lr*yGK}3UwVG4`w}~nA@NzV|&#TQSDude$$&Zy_!4I}XGwG{a+vh zX>g4K2)6%a1y2PFuhVdB-YITD4poR*e793If(}eR{`iI8;SsU{rjt%dRhOV3THlbQ zxoDpMIiRD!v5&2+>1p!DL+R^aX6Zy_!)IVJ^)ZQUoiJMULWb_YeltVIH-|$xi3hYTUn7j@}&3LC1zC>sM4WX^7uoc&yY|9(z-;?9off zOJHSI{_VI7xTZXht+!>WeKYVRJlz3BFoaR>N|I!7n5?0EN{<^^Tnpmb?1-cD;d1?& zXOoExR=}36*6n@wkDVN`qe?dy#xw(^qQeB#$Epgw7b>TQSn-JhW{1SUJIsC#xS)-y zeIq8<%XONTfC4r2#iDa8m!nO(rT)yjItpey-HD#X?#sNF8Qvw$u`%OaBn={8l=OIy z6ECDVqXkk1&tQ1WN4e4JoqE%~ZHav9UMb)?G9cllAtSB~LQ z_x72gfx!IbPz*S`hvSfmglZUIqB6pgxD))7#~ga@M&EblgT=TVM{N!s6}x*Dcclf) zrhzmZuLbW^Ar=TkNyEDiTu)Vf3=4dn&!g<~?>yrxLY*YH0k~hn_#F)K z`-6wGG`Y}8=?`1)2*^@|Vi6IhqDVutLVC!7WBDlo}h#uggE&>NBBmN+g*=^B?- z-PXjab;FItuhBe~u9~##>ay^@{9&bXT1j*sGL9>!{*U`r{6wdwr0Se9m&Ce^ZmMeA zXGk-y56e-l1}0Za&d03KKc^{v=BmPiuM8XB8%OV+xy)qkjFC-j;?BnKSJ!jZV{>Qmm7)vlpWeOpKw*iQHBGo+ta-Q1$fJE`CR6dH1cK&$8fQT z3Wd#RymoUC+Hs&Tmz+6zf2vqghL=_v=XSP&LX8z4_v~vkJIwmoidD639()$rm$5@3 zXojZ?x-*KR?SyGVTd*H`EI%GuM$&?2|L2b&-6S6Scy1Z|FCS!&Z#51m-Ap*e+JXY# zFF^J7c>+wocWTRB5rPv#k%yC@~!iHXH zQg^gaKLK*{tsv?<46qg5qOWQG-I@%rkQ3%Ia;vakrUgv=qhT}_6EZgz!D|uU-Xa?* z)!+NZxDe^dqkndHend*W+Ihy9xD>-IL_Ye(4(2^5*_5moNmXndJ6qk}_xFX{3RaX2?%h2PTP&7~SlqFdl)raxDBzm^8?fAqMhHx}Dx7Oy{ ziN}m;@-aid*SgMlQT+OxLxY7`SCePycY2x^$xi1~+mWqsrnF&>1yAU|PnBsOp<(2y zF4ws@CJ8e+Z#ir7R8f>ldo_vUPi8mycr;`0Pwp{IoKSk1W3uhV&Ca<$dxyker!g+h zL9f#0P}&<;6h@ubN5?+y04B%5#lVUR5*go0Nsre3khBC3%|plJL?+T39mh{ceYSEM zrWjRz(hCVk$%_n40Zg#OZBAH`>_$ytc%{efxvfXyi`UDhiIoQX);8wzvj(oE>yG}Z zZ{E}1zl*}Oz2TFvAx2h}p(HSwy+_e{QOAX{&ng zfB@e|cES`bUH-lxGusO>dM{XB8yV};?fR>I7kpb4+nVo0ak!N*kNn!U&TeV7>+)t6 zCZLWs>X>gpbbUA2~)4yq}sFb=*uDb=a% z*Cvy9@`0&wO}Z4ff;#o&Mh%_jehSM_4VB5!XG+$v`%ij08En@-s$7#_UF2?MDH)_* z5c}SVMf-TztTx!(IL#==8{1p)^O5$cQ}mOMwRAg&$16`>IDd#%`nCOQ)VPVRUd&Jp zN%yLcgH^2ye>oA#@Ze&)7=FU%$3e$7-36ObYo3eP121!5#h+Zg!CE_(GfSd>^k-@2 zzm~Ahj<|1C(OF4iJ2?pLDQcvYb|G{1SvKa8u&YqYl5^jvKaRF>EC-)wk@5f@w5b%2 zZZ&{Fd7y80qn<}(xiAcs(A?-(;mvw;R3sx>+}~SG(FY`V zG$(Y?LPcm3M}M;)5DY4&+;N{GBNxeh{g{{~$JvY8=Hoc2(6Hg2Q^?arfnX6DM|sd?&`S={AW@hkT& zyQaXWd_BwWM-Nw*A6FyJgX_Su*hW4FYv2(IR}JTf9n(~+%OeD-zlm())$>S-btE>$ zgbj-J(;Q)EArZ8^e>pt$Da3e*L0v%_c;J$^LH0{Xau_{yg5|+bk^84`Pv)xgLLG*M zWftg#T*gvC{dzPD?DF#;EHdCT-}qlI0PmJU8aHmjTIa{=)V^kP}e zCl<=rzBq=Wr%2{58<=Nwl5hOW9IU z%vg|Yr~zi@x+moNGPyuR!kSDLHq4VVrd3Sv1{RCSn5#Gustn=dkeUYcZ^+j*@o2Y^ zKo*3Gtv+qQL&Hc!%nl(x>YNd~MhNWTE2XM-ln}-=9j*l(B~leZ$JRcgnT75ZaByCr zht1d!%m)c#gS?v8;A$UL(^7rWd&UmI$HLB2@S_f7f5C?QuO&G&{~uh$JypUYNxH@0 z5=)SLI!V!KX3o3TaI$hnk>$p6j|xK{Mm7fqB`|FhE9nxXu&Jr_f>s{^G7p`0G#U<^3UQ{Sm z{>%7j#jIDy+ZY$lHQMAxaUSg2{@NxYCN{l$ci5KNk7m5`_BHBo@>j61d>0PUKz(I- zizz(p&%k?ipv!juKA`e`{G4Yg7p*;S5X~1Hi{tWJ_N&;57wv9WoDOh}02pj2+gtki z0CfML%xnMa;4!t{x3CBy!Ax7P)BV{2OmG#F1sTr$$eE`L=^0Mn^Kcf%Zhb!|wFQar zmxlO=zwv4s0s<1hI#_+rDhbK_)dD1|ycFcrm4T#+?TY3Eq_(0${>auV3fo?}aZu1_ zbKce5Y<#IQJ5LPqEMfo$a{wH44HfI)!?Z=8vr0YzOQlcrFK7ft{HLOLyWl608)#5K zqhz_1K;A~eo+fKo1S9CB{TmCPLYGKXf)?8V&zkf6s4ny@*@<6=H%12673`KJhPOxv z4-M9E;()*9ii)E`<1FXo!5Pr7H8_{U70pq*Wd&=PA{XPF#SH5dlYS0;1bQ=oIHmIb z#y@GTRu{o&3;F)CYRoRNbCyy524KY|L2iD=u?e;fszDE=bnN2pV% zq_izmA^!5vw`CBc;CGH|NS@KCi3?7QJSw# zJC|GKeR~H;k;%5!MiI-NeZIq!k8cN^H9rGhN7wC|+I{HjXcn~<;)RAbHN6NSbK*D< zah?K_Efu%~rWRS!dq&z~jwyX?;RVI^&ZNsy= zW#Up3SL3K2Iaq}2!jxHzUlDu{Z9Xb6NgjfGmq~@yqu@ZW2GF||prs3`Dq?cgpw!P*% z#|FON@SFi@FgPV1`B$pu$6*EpH8rP>ATGsw zU&Ne-t+`!G1zj}8q_)?>3LpNTox1IZ)bHm=m5(BCrapb}IP^q->tvHs5KPd;LRDK% z=s_|2r0bBPXw7m-86Xm^_)SBxNn*Gwf;*&`fZA{r!H{{CIxKI)Ry_DWr|#Vq*u&J6 zhf@CTpTGMFg@9tzdhEpr`llbZTygK;0^?4OM3dVUuR@s<-cjF6O$BiM--T7mH6WMf zk?78%tM4jKjUECwjb!wP-@Wa#1gh_)xj>6L%#-})?UrQ1& zxMsIMJ7s|&sL>=hx;Rd*RYKQRqxo6>oBz`Ji}YNgIN~wYZNSqk`x^MN26-TnF>T#H z(#7EI?K3Qy_Q*z@p4CDB82@b2l z_E4T|sC?So@CdNLzgU^ynQ$Cc@4^4d*Zkuiro_?f3%%^SV#O->E-E&U&P$C9UO|_P z%dh4uXpk649o&UZEep6(mCNJGLJ|`sro?$Sl;U#6AZrcuV{w{-YsVF=pfm6~_}6VQ z@)Td3r{)J7D^`YztSDnuZ7Ng;OKu|9LlT)%&-A$9OjCOt_Z*g1@dTkD45*jxZ+bFwnOB;gP!s+wk^G0dA#6Ov z^Yz2kio#N237RM!q>QZboH~}>usVk>MJpY?T~i`NgE0TMW(yq8 z7Na>*eom=378a>^PtXDP$hzkIijN*VIQnvd@(zq=QDD{i6C`W1?#U>Ls>4TGB+s(~ zC#^*KG-p}Hs3 zxvcaZSUo<-fa#LRCjEenh@O`D1mW)r=mwo&mx!h1c)p6G1J_0C6O3&n0lubMNW!VN zSnz-d`gG)HY3BvPPm1MEyxWy6+ezBy!%sEB)>|H=-8gx^o10LQuDn82Ecs_|&fE7z zJXPwSTCoc{=?rLqMw!eM^r8Bqv3+irAvT#~B*9d5c;Pi|*~;(ewkJ02d6_qvnpGtQ zNhiqfMh0NP!MP->-aSWPiW-uTa+CHh9V6Jp?~*lt)qa`vx!lbM9izHmWqMprK{to| z=eI8s-3k}}7~T)-%CA6UP z91kP*Oj>=CPaSuhczsvdwT?! zxLegQ?bf%%Q`pMFc-X$2=g}q)&6y{N?(Gi${+5gQ;crB0OVTe#3=h+}QC(s%TXRi| z@#gu@AB!D$iWM|YQ1p%%W3Dm~l;~@ldaWKejxc>0eStoZH`I7{qGYM8tE8#MYfRpX zp}ppzGPge^)zY^whMVOx{Wi&kljC>H+!zg?({fLwgrF}TG%xRjHPVuuTalT*SAM+Y zbaKhU{n&ri7-40C!%vqVb;N$^mi^?5OJ|ca9@TBhnBBlcbfBzFr@k-QcgR=(RQ@4c&pWO9rw<%tDoFW0AB|h&yH97HO z-@pyE{#@#tdO5npMl^HL{!_=dmJ5rBWj%1?*LNo>4f~TBwvm9yq!@kVKF6ObWbjwr zcPR{DeRZC3N8Ps4ce3-Flg|8kRYm+;0yp=uTpPUxo1b+#VxuqIkYlM8vtao)W}-&) zfCJ0^lZ!U`z(R6hP{`3sr$#GZ9~EzwhhN~4U%WtmA-}BgG&NLd1cDm6tHSr@#jVOb-Np}+vG1h6RA2G- z@*1zBs834>-)RwvAk({F4msx%^2~OOb#;>kJz0qpM3$5v0WePUxbeIVb4ve|qUZ>@Ynm|%E2g{E9niM?$UX}% zED26^;}*YmIm8kCl7*lbT(^1)^4}1l8Opbd2YI|)?cOR`eCSuhh~0UjUI-=^&gg5DI`W=)82dZ3SrvnzF4{0 z5{i-yRmIwe?hX`pbG`HGa&K(MZS#C|XZh++<25*@D9Whqnq-N>(u!>LK8B`VR^mk% zpob4G^Q&wjJruB%lYpyxX@PYUkus>HV3;>_TGb`wAz91Reb^>ja-6W`361u!kv!Ma zWC4~#&+mfNCx_s!fe8@-c9NL&z%~B}XhG+b{8yGo$)>b_bcFG18N-X+PBS!TAN)+K zJCaUzv5+TwZ~hYY>HI}THtwhtyq^zhyvqLg8m{uT!?bJnVrgcy&#T|Gn;C3bA1C#jc~0Z;3`G{+6Sh_hgCTm{ zTxh_|f`|SxdaiVn#OGv~>|oXk0}6}`V5|~oEUNJrNwv;Ka$CiC+E;QpkZ9IB(Ok1d1CKAh6`7MfnyBpb5l5zU=8w6J~?*&Nlpu}t-3zWldp z?XBBTvf4nX>6?slX97%Hwz${yA*D&}{(Gx5tCgc?j+f^lU_oSZx)TbLCyx)mOXju0 z_B?;xd2EOIhw|1u`*^RTlDAxGtDf;T6cp^6j)I4 zz3YJMSECxLSUDT2Bv?TofrL;5j}Pd8YL@)o33=K7n`xgi z@_0eI9XsxvxT-t4(B*k!Qd?YAS;re>E0bND%Oy2|9aeCJx@3%vzsE^W7=_B>4 zp&6xTi0^UC{BPaq83l8ftqfh=r3^Y6QJex*1$MHVg9>cGNY!Jr{mfOg&li>3GW?E!xMyvSLjE-BGjB zoVf;GY0dAS((h^nTKU-8JtL`|#m;UaD}8sbagy{MX{MvFc~I&6mNZ1FQRpHDXNix8 zl%hWIT(o&nG()oVQF}Z_E_>>8bAZ5uA6;3U=@Wou(R=&{K1Y*n=$iC2y>nku@Hchg zN!J&9heFX?0+UgV$0RgYAsrTF#6SSuPA6j!z7M;BF z_4QxqpZO@Xfj}6)lC_KFd65>OH*PN9HU0cKn^AH?3?EEcRt8C)E@OV(aRBrX0apk* z_^_&nA7U1Vpa!|^mpo(SiX|0)F!D|6b6?h_RtaN0DJSPq@h$~Hr1}+)e`o=5DH==G z)y00hJXt$JYFkEE$UB=)we$Ryk{{YY5*abrtT_1Gtcbn$OOhK$7O+vuXghsY$r5mO z(QxohyZ?qLX`-<1j6=14QnWjYa`XOYaVvWTgt_!)ql#CAS7H{ayp;7MSNmc*(zmvX z?_nTLkOphM94j`cj$0omerW%b8ijrT?OOjUBHIx3Q<`h}IVF>|`!8LC^YR#nhIn)5 z8XIZtp94;iMYkRdcyTQ;;XeZaU+nsiY+O1C)Vn@8naj%O*U`uIIi;L}3the0er~NE zs$R_?Q*nD;GyP80CRVk7r!Gc2J-2Rtq_}8$fg@`OrF>z@6oK!sWtv6L)G)!7Onl+e zNr>N-M*bO4J$mp%JjWz*iUPnNr52_Oo+f<3P`;iG=S?l+v-Fb6we5B`NlY{L!Si*; zafG!tC5w?s9TIaKz10&e<`G}WQz02i6OHl$OI(RAF!>|0id;E*$=yh?MoY)P7N{Um zm;b=^(MX_QvehmLSgLqTKDpH^cmdxjHnrx$m98rrC-@0>F3cYQGLpxE?++m`IKX)R zEMKPFm^)cWpGdcWW&D$2x5~so)VOrGc4^|&-5+1F8Jveo933tY+GaHv7KE`kf6N^+ zEIP3&SzdCcT_r_+88p2tDD3vxihgEHTbJ3;LT2dlqwVWcU(nFi4vNHTJ!pRR_&?z4 z-4&<`>F=qf#htg~v_EE0ckAH#{-`>B*L}5ONpHWVi+_IQWoPA1tK4M33i{^m?#3ob zvia8=d7Yn8c(BWq_PEnyz~u!#Wi3e7c>Q%*W-B6}h3EwQuRPkn7{Cb#GgOh(V_1$a zQ-9UZZ=2Gb@y`7B=68B~&ufKQXe@O)J5BYglMpA5a-fH(!RR zm&wbQJ=^sZKu>gej)CblstdLd{m0M*L4|NtZC8w(1e)`xj{7QGV_~t%+LToyidyQV zA|h6|`p}YqAmv(S(ZW`Q5Q~+18g@>m1612k{V)9QkD9t9UV6RX#%wf7indDu01vB$ z9c42mO9>{Lcc8^ZoRi*Fa2*GKW2pZtcF~=1wfaN<+NK~*V)-C$7>C+4__XD1Rm%ug z;FIr?t&PIk1Z;JX{W=OU4M!ogV!T%$B`i5dSLpY-l|@t=rs^^?6NCZUuGZjRS^`!ejqj?M@*>yIx2{DWD`1Om|5 zt)i0~)0T2+7xY$>i1Ifu*@;bQe+%HPsIpvofVb3!$EuMd0FWx5U3=WK)6$2_pSl3> zlV5Iyd!?}LJ$fZeCwK3j;D6p9UsD94wbtRawor62hvM#E!L2Zm1s)Vd+Amn}anCz4 zEdY$FpSxZVM+JAWa5sE)&LBxqbdn|I4Gm0)?QsYTwQpj%@34X+1F={EI15w8UeIJc z%5K~=6vnhI?AXmSAn)&FcmnoC%Kgb5&L@>nT@>p9nOK=(mDLfYNwv;4!6vu&aCaB( zkxV$San+)05Hlar8}>XBt!kob#g>=O2;c7D+?nR(Y>bhmuLIS zyE(#aA%`neK!7QE(%`qT#k@T~@#p-^r8~mS02oJSk{L4NJr(;}8ANzXqcdmV&OoDg zXfFgkZ=qsYhrmpyPEx}Rt`jgx(AtOWd6e`FGKLA+P3GP7+gtfBywm>~#d8=lGd&yf z!L-8qQ*X6(6=0dRHZ5&kAW7uWvZs;3xlt53y#Rqcj}|X-cd8&v4U8iwBK0jyPagL# zf&BbIX~;%$q-YdHE0z-b>tL|6hxCDX{ohRL$>moI$sUvF=y$=cxagI`gi4lLG@ays z3?=3&OeQG#RUi>7f1ONi35qJLRlqe3EofgU)ZEAhnM^vvt_r-~fSJtXq3U_--V+M{ zg{*x7HT!K)22cPE$a9kY&{;%@d;45?II{6sZbf%m0BiL$?WU)D2_?hO`SE$L(-)%> z1fP=0QAuB47kl_WG-Yw?g$ zAE_6_35-t+c|>^|z=z0kVl00r&-u%`6`f4~=3021XPVvKr?gDT5h*qB{C98f8t+T? zbRNga+cX?ZELdP$jn2EoTlrx#%h3Adzd7Zo@>MvYpk=h;2!(Vo_Fr}8KV4xwF$56} zlhakiXw~|g5r}K=Pk~&QCk20#7ud!nmkfOXta--e;BL+LFDd+&B<3LUyo}CV|2n5% zR%($rHpv?jDRRzExmzYZeOQ-w+40 zXi|8X2p<0xct+g)6gAf0U2nijXy`>5E?mLgD}r`7H4@69o$zA)Dx@7w!SZj=4d4IS z4OMY;CYi*_NQGC37dR->vW{#(3lA~uWTbBj{6!02ee?XpgUB{6-jH&Kb1I<)frc>; zjP8dDNYo=43$KQS${%txISN=D(E198_*y-^=iH#*o^6vn*dZ9C)3M!-DLySsqZoog z!{$ZkCkMFJUkMdKgEFY{wI6{^KT<~;TU_`2wS0d9o$!~mEyBCs@(lfMzHMMCP|&cs z&0fKCaqi3RMB=i%1jhZ@-9M;<3qflCRhT03_f5&?q3x6d(QM?*xBK0gL)oJ{MZm5n zSyoe-QCMM3kCAi0UUFZfmmY~6NLk2HOY-h>+;lwavnP|55sjXj;LL)Ld)|tb#nnF# zYt({Rs&Yz5rCzxfq- zbb$`M6+>loadtf-x7ZtB{1m6ab%V%fHJh-u~q<&(#-57PbouM~kSKEbM$CkoQ_{Q7hl?I9| z_IY3(t~4Ugy3hPMccScxBC$G7^3S2EqHcA&*5>z38S_4GB^eXk?^?K*#m@c2?;9IZOMvH~FP) zq{TLV?P7M^W4Wn|wQa_1-mLsn^iv^7} zzWs;!&uj>WUAe3>STvn-mO$NiOqE`lz|2f{jvB<0Zrf8%)%~}>R$St~@Jth2X<>s3 z?F7IFEbrfr?L$J`FTcHDIzU^B`kuGqQ*-L5_gJ$xKBP}K^8~* z;KBXj_q4|RLvuwx|IV|Stw3>O$5`IJTnIz4`RioY(3V0HXNXX?$iiW^elvvGGz~B0s_uth z7vZi6lAZ@SCXKX`gTS#8#|H~eBA#n#w}RJ@ zJkreLIrpX%bD(=K@tG|sDdRHn-&%t~_B^jPlI!eVmlKN6Lr+`8in~+hB{GKdHSCfB z*+l8vwn)MA+lz*y2zE@ZP7*O06iBRCihq_d#AiuKF8Jsz$fyM3N40zZOUmpaC^NX^o)|pCt#+h zKajDngC`@+xzSgUB`U0_nOHgM+tA)xd3?Kn@=@20t7S9Kw1(eEPiI91RW92tNwR719ot;|$~XMT ze8bsjMNr-|*6T;48KI=w+NI251dG}`1*u5gWd_AQ4n^9s9ytToiXvfHp zA=T$yYYAhUCc}HLt7T_+CSKiW-33;o9VzT}T9-L}XqqIm$a6GjQhkoAC+~)AcQm0qEdPmu}pGre4vpm0HlePK5 z=3e#~A&Bih*kjScbD4I|q0Dln4%E1J=Zd;Dw-AsO@;XiFeH1U>aLColk8pM!d(7Yc ztiVQYN+8$4<-;iZ#WtFA^n6H$2<=}PA|d6kX>M`D|NZuN;dQSUq6s2dF^4ySuemT#!!Cc=@cx^nl!2K%i{uaP%>A=%Tm=ckwZ`wL#&Y|VStc+wN!Rq%_y z?g-fD7C-C18DGDt(AzG``V?s4&rEVRj=9Wy$s26wl=L#L@?0HkNO|f&k#}9)h;r5B zMEEyRz2N7(WQ;luTdCek)%;$=HDaN-R{Sf84fMdd5r+Et+H`aPPRqdilqpdsqbgk1 zXG7UeX8x?RcI(k2An9U?wv89yd8MX-`_KEIT@2KLUvVlo&@kH?Fq@qoy~_=bb~l@v z3+lC_qO>+ubUj+9X-Wx+oSJhPvVAUAcX`k^E&gOhDpx`Fo~|3{Dw6KKc@}Ug>?4nMlYk!8j@>pc z33fm?t$5xk*mHO!h4Z(z^L$lznIv9e#?!&;_*nojraFD5g(uk_+eu6!>~dG=tYyS` zrFJnxs55xal|M;aNCMY?`R7}x=FWvoHtc7>=q3*}9qWA=61J8jP4FUxH=w)DIb18% z&++E7Z0EPt>~D%o7PkF3PqsvPqluuBt-=Y}BAN>sc2TnX>szq4+Cc{iQlO}YCQ1zv zrjgY~&cL5{c6gUx$T^D8{*Nf+6$ASgpO6!nYgE~vyQTdJqE?Z!*3?6J-}^4ORM%5T+tdD(DwEO^DST59}i-hX&e|IL$H zfrb5@0Ru@rOU^||5OCq@wOgsb9gpVi8ZzSQmFbQEsusn!Mecs{LBTX2bcEXc5B!ogmZv@gbxbuU;$psuXp6^`o9V2>#?O%LwTpy z!VHOM$9bTO$(7_~9?=IQl;3M(Iz9qLw9gOov+nY#W@B%7wb?2dj^EhrJqf0t{mjB* zP)eb~S$0_fcw%rYa$Mlkgb9;DPC9KrJlRI&Au+(QzUas<_qypZGfGRw`0Dhi`PI$h z-1p>`N>|*Q+){&uVqGNybwfPobpWDbqi8y*AS^?Ne-`%FJD`ztbx#dOk)LCB9^!#R zAG6z3#C8&hXb0K)`TYmwg$doR_moC>abH7%$UdLv^`*%4iu0%ZUGy*+=#ddyti^Iv zz+=ZKok7dEn^Vn6A>{(RNO)ELq`~r+`j669Q?~sOwC;^&nrA~$A(0-T|?&BW7lu_H(s{g5H5e^@%6`b2Gnw|et;H&75 zFM6p{eY`ERj3)BmlB$YjyJ!?$ z__Q%Q?Il^TanrSc(+pB9EI@LKr0k#|8X}6Gd3lQ=DXwyt(W_?(WpP5-JuvS!YKoVr zD6IDq=h>cOOD|{tyx%$268K*n$W;%kAJVRj9%{cCgB(aYX+5Nq%BShJ+U)-^|B2Yy z>%1gfF7R-PGN;$~HiVJK&bk$WvDm{3uKzr^{#G5{|I6Qot~;yl%8E_Ez<*lFJU}ai zAl=WiSJ88D$C1D@Zd9_X4+-F>xN7L^k!{hb# ziCYJt7?Goq5QM}TVO_gnUEP1NfiL|bmT#>wX(vVEUZQbzQ-2??gH}EUakLxhUlr>7 z3Wtazs!4OKg}x(5y`;4NZ;<0R85G9K-C$*!C=8ZfYm5U%fkLi-#E<r2Yc{HD!&=jGW$B z^T)fU)Sy6$2qP^we}XEgtq+eS@E}bQpP3;{qkn@vlG$+0#MR;4+9Gy)2bmFVJ9GC4 z8g9E&I*2)LS7;Isy4IO+HBW4(ikwJ_nV`MWmwgmdzxF@qOh~|HMaa%4PSwfkagdYD z<;ZLd^p#7(WY9n`{~+)k>KA_P>cC+LKl}Vt z)Bply)62xir zy7JtfrML(`9JAHZ!ZD5U*W)bYptESmI8#S9|LC?0RS=%VJ!-4H z^R;iD+WlLmOUrWCUj~W1F83a zKm%W6o&A~N`S*HZ`;Ywqj8Me`myI9rB3-ewx_j=dpzC)>NanIbY+b01A_*BN-6wH9 z!d_lzvo43@M%d}O^Kg;E`Ldoa7rSEs1gDbp015sp8c5I+LX^{^BB~u={o|@p#P2KS z{Z|Qf<=pKO|7!wr7^ffs5NaB6RC+&7H@-gw)aZ(kyd8FUx&lWfUM&c{0}J=W0a@5j z6Y8;_Am|`-_CZq4C8}Le7i^2~FUUBo8^hT`7cF+;d&kkExCaHc|Hxs|w7Ck^$P&7n zD;@}MyM?El=geH6`%HH&_OvwDdA@G;)+fU-#o@LecQu0i@c_TF1?&=}3>!fk4k<(y zAoz%T^vXGm0;Y1uL&cqYAcmpO(vM`d4LMM|PtL!$36_=M3Q&kTyG`;<|F?2l4MujY z>zV*330n^2q-`afOGH9m4e|x2pu--HKV*AXtBfj|4x;Oy{gHUu49ZaOvL$sb)zfIC zGstVHfw>m&FeE?-o`uIxXzD;l`xL@puYds|+{!u74+NVQO<-SE=ws78s=wCtXZt=; zu`Kvil(69g%Z@^7SX?Aq?h%|TNcP+xwC8_h`(S64=hu+xDudPOMy{?FKiYCE#6m=N zjIXpmNNGQp;Pw)P?;KCVd@;;gZ}>sCG*!sHyP08j9Mltz>GEk~Bo!<3+w}q_2s>ra z&u%fG?8B{oSHX~|_2id6a1n`LIOr$ z5()eO&G$`lQ{Wx!m*afoUq=Hl zQZ&+vEM53Me(J1?85dXp)=1=UEHWtcrRx3H8OQ%lu*#)M1`Byo_68Bj6=<#0kG4$| zY3|@>j&(IO8LhzVRizribV&Un0YH_*oubwJ@R@1cUoW$6MIB8iE4GeEyClMQ;FXqv zp`uCZ+>WNsN}MpLSMPtu5)|$R`$l7WbpBA7)Ej(PYPSZIc)J)=cmpUNxbM4TmG*-A zW1Gr3f(1T||93&r?NmqLfJCZ3{4I<2SLSRG$B)r>KuWgTGC2-k4?2niBBCcoh>5p~ z{!so@MqH`0{g?W?2n}_6^;+h^M4#8kmOF@dg)kzRiMIA*v-%;2rzbDyyRj8@JuHf& z>}D=w;(Y>Oim*w%cJzO$D+EDmp3uEUj!$51SZ@DR`T`AFOMe&!=u8r(TovOaF}y8$zdIIF<1mGPc1lio6e`u0)U5H)OpO@+o! z4i+1CaOIKHKUZ7tDxYF(H1h4%oJ|c#b^m(EW;B1)3#plC(?LW*$wVf*y_w~6D^q=u z-;adt8vgeC=&JYsL(67<_Lr8;)}JUth^b)3wVc{Azd}0h$Z6DLVSn7L zWYS1Kq!6G6@*J=&M5}0j2HNV=#iIddU+h4LYv8W^S6Ksj3CctKMN=2S<-6><@(k6p7X zQ2SHL!Dzu^@DC#L7ea!JqRw_yla?DyP|Q*D>$+QMfR2zsivxA)8+cjTI7+RuFL32k_=!(Z+}<6brp1>{Pr`9&Ww#oJA?%|;{n4dw4)*0&J6B0QixbDEwn%X<@_Uc$2C~+Fmv`lW zVn?r{n5q5h5cBm{9^r4i?9V|Sy$|}3Bg@@M4Ua5jHrRCP&@1B(XP$90<(Yh5r?Ihj zkgs-ZGyB-&jH~={vVo}&$L+r=A|QFd=>22V8Oj`XAV6?d`2OK%w1Xp(m2p-H_u6PGK5T zBlfr(5SxU9IHgPNSd(F%Pd)a@hh<%yAI($*gn;S0q9H{Ak}NDTgV=w^@t*AZQwK4$ z!@b6Yt-}FvvRI`JMsC1@-|_zs6&NxSO`}j`VH^Yc(;f%zy!`TDkE4rU07VTB1DJ)A zOgYWwy&c%QJ%uh}@C7&4N-wfgSdLM9vlhOl0|EP0DGchIx-J&jb7Mm?+h=2_P^`EB zAkupas#VzL1*fo}7tYvO-tit*8MHtpsOzCS-7o&GhRfu>hxeZ;!_sDyI4E~_r*2pgo{x{7KXgc>G+ri^#@#etfW5KM75@FFbM;zyLM!=9R?qWzUo4_$) zh6Yuwe`F#$fcO*x;M0o>n^$w=T3aYr<3lwCNA zZL5);_;#1iQcj~A)f7u8p5a}1`W4w%G%D_Y&;5i7sQ-h$1qE8VBW#C86GR|z5frZh z=1)b@U8@%NZ>8oUE@9gGVD07!AKSr%ly$ptGSV1xkAKV`=YM(|in~ zMR_82%sTp7x3}40tCOZ1w`$xURJ#x5db>CS8*%|3^sA)AbV|u zC%{R4Qyp?@r#MDd(Hj>Xmu3{2<_0|Y_Alb$UeBA3D&yLbZx6cCseZu=La0RoyB9AGI55xUfWvcMW zN0REqd7<~%P)czz<+qWu%3Q$Qs)kwri~X3g@d93HG~|}8Mbte#18%Kv(8r1;Ip`Cj zG_Ogozq>XQQC@XIsD&owbChqHmAw4s+0%=2y-L!e_+yl5M{(IclWw&2AmAEPR8!yI z+_2}lDDYoVW*Gy@G>D8kgg0WrtN9OuY%%B z)EH)m+6K|Iq=6x#?^@%v*~&phVak&vMCTbS-}}&z_}k8^Ikz^~fdsQ3d@0oiCk?wm zd;EnGB`=oo$SuF-Gl0>|otNxBA*^lSPs~xXf*~`Wfzho=s!zY5f!3{vWrM)1u}Nr(E;Wb?FUc@ZbB{ z?eRh1O4nD>pFKy_+f%gyGlGs~9cZ|!(m`{#ea&FpZJxg2VON?M2H+qS-d82r)*bAa zr;|e;0;}D)N{rm@Yx8oAyxF{>o_6TEoch~0vy?SGYLGRZWF)MGcJiCO@7-U!`fQO= z(@;1%)!hs4epp8uqo;zeXDm~4;9M_l6*8LIT1>o{ba*&Qnag(#Z z-T=sdtb4kC0_`rCX5zM|y3FJEZWZFd{Gpk+0dHy#=3fYLV`(_sulR366ABpqQx5oV zY+x{_@O1yIlwsh>1bYAE8>aE2en(OuB~1&w@Z{Mn@Lsj;kblU;1JR< z7*mH+YT;K=q5nOa-F^ctB@IAi&0ch^b0-Y^#Hh>I5*A)U8Pva(3kOJC4WH)*BqSjN z-<4lQN2j6aDBzO`3)R2aN1|)OIHiN=9rv+Tmsu3OQ*ico;qU|D_>g!~ zcs@k4&+wca#iDeERCcVWg&D9%-I!i$%J8k)q%luf93Qt2kB7L-)sTcye!D*10I>Ch z2ssBJkYV{*B~}EWCfpnKLf!x1+P}*I$n3n$hvaVL2E7Fmt6+e7kdx}0{EH%B3hvGR zQy~9&rBS)6`Ot|8K!&k}Z8C#Q;rQhzSO;KC-g=`e`6$Iz#wr~cZqlqGEqfrwZX~s?&0KfxmP4&_e1?2TdT#a>oxmo@rGQ#ITTbpT?!$k<>3^yfxoT6A zosH+ubx(BITy+{hXy;@X?v=N~Xl1Er=6(iblt$rsk_Xh!;6i8|V1QWMXe(#ig79Gj zC(q@<28Lo`ZBQ)iDO2SwN{z8=6IK$Ca&Y?2b9t3Zn|q7Z2fJi}2kOSu^t3S5q4tQ~ zbE!5Bee%>>NC@6Ny?iO1OjiP}WBh1*1s+emYGxDHfszkn+;o`d%7n7WH0w%;D>U_| zI{qT+{wp9`LRGgCZod&(nBqMWRPdU=aweGpoymVHb1Io-{rqA6Y~SY$jTxImKd=vV zrWLgMOg=PonUreR0sZ7ZC31f0JV6R5m=hS3?EX1Q?hBG1sCK!Xe4Fx5Ht+|R57CL| zRMS*0A>`IMvepCF%yPm-;qJxG?kb@YEr?00&PiA_u`XS!?b*{LGk<&n)DoBI<@-=A zns19y_1{&yuEJV|k2Fs-BDbFm_na>L<7o2l|BevkLq$r1EpWe*kY&ogKI_1`f|qAh z>9ZA<-qXrDtUOFFY47;G^@fJ2&L`H2WQ)9tY`yg@LMX#kyShKf-k-}p{=ENN zMmHi`Y5RWXg1%lLx`6c=G{+X^t>`n2+;zD ztayo5k=m_#+-ly;^D49ZL$h zXU1dg>ldzt0@j3XWL?>ng*!i;dkyn!4i!Qc&14&wyJ9{rch@-I-Z9V1{|+#U1BK9x zyek7xTJ+~tGdADXC!o-k?@2kX#8PgN^L*oz^#3T?!_fdGd;D|g{n}vVCU*T*;tGI3 zf1bLf3$ztTv7OmrTYU5aeosM8djq!;JyB`gG+CEufc_pVJKsQp-INLhPjSPGMEkn% z#Q9Qs$id1Gc?Z~UTe}LeGsZ4XAFY$PaNFr1@P48U~B-T?&)xz0q?}_Cu2A$=LeWtmX zwVVhRrFY^qJH1x2{GOi>Ubw@V{^j~tyEI12%^q0L1M2pDO?M0fVmZe)u* z&V>p2TPakp6IAyHo*r(#!pXPO<-22w&-|36o0=sl3L`LGW$&>W`+$(sB|8Ny(c?k^ z(ILHlI1}$RWg>O@s4@GO<528_p0--Ju{HjDnWr9+wO((Cifzy`+KpwGIA6@Kt3I$! zUVcwZkCBd14!bx&-+iA7Z>vx$;prGKUtDNEY$cXxZ-u5_{th7c96s4q-X88@ZLUv% zb-6sAFTSClZ_|SQ&Wi3Nn|{kj&#pWRl%0FYmT7!N@2RxUpWH*GOTb@cU4`&D^iaH@ zN}PffFN@0^$0A8aF&jHJSG~$COa`5XX(%)I>!W@7Pl?ZHrI0J_90VOZR)pVh0HMCS zuL=)2wozGXZvC>=r*k$=RVN4>L)_v@R=S%rP5{p%41R>*>GC)pXRhmPxam3ARQsNa zsBa*7d6IW3A;8Xb8fujH5ArwQAFHjoNe^#-duHm$fm>-mfv0StsobdREGHuQ5yvm5`v`>GZ zwD&f5#8j0_be>3>-?ZeHv$iy!UF>ZBgzN63%TC{V zeqUA6b@!vOba|kuo-LoV`>wG~p*VtP=V`Re=K8YQfYN#zMC=h;!;FIo;&x{_79KZf=fJ(5u9 znpRO+w0W;F7TLAN;wadVrby30G};*(d9x1ua|=(+-XCzhK>S^? z;7-0CH`X(jU;u$PrBB^KXBwxWEQ*J+ zq;I|aSV_j=<-txL!M6@2Vzq_(AIw5g3=}S963~ppcQdJDexO zX$MFQGvq+=06h^yYr?xn`NbbfG3#^L%Q)=|<++-Bxi%-l4$ot4 zZRDpsew@;0y`U|NGF2h9m}-%VOzDU8LvUG%57?s`T4Q(|y1n^Bm)dJO7Q}s#0;5nb z!DE#km0UII0hQD(#6)bh?bT(Fi+)03u{ixseP*Ie!!ia^oaIynxR9B3Z|!da$d;YU z^1X0IxCqk6@{cO`Dvda|sQOxL+#2J)#h&_vV@g-d8NzI`;p0*uV>R!c$CY?H-WT3?9Z0~nzcYuAk zs?C*S-!pbHh>F&!#GX1LdisF)5N*?OO5&bMd>Qqd%8Ksks#NlT`Qj=*)|K~S{?z8? za(B&mYnEwmMVZ8_tOPfX7&=0k&ci7Ui2*z%3nmGnziK5*OS z%us__GF;*rFc5!e7B0HPu&d$s=fdrdZw7Lr72w{t!pgZ;3V8%7%cd~7;aiL zdeg^M?5vTQSd(Z^t8yfbFweFM*Mirz@W-Qwngi<+Ahe zi8i{c<hJuq&AfLev%}&oL$2j+*=`a#cA?p@9L+%Nbz~I z;^=bH8@|Kqeh*P?afMg@vjz=!s`q)P<~)I0X}j;O!my@VL+R&WiRR)fNO&xSe-AQ`wZX`uZ(cOt! zmd349Sa$0z&n+9u+)-AYC6UgtkyW1hiyNMqco>LptZ9SWH_zF&XfDHzm(BTnwgI{v z{p-r8L$CK!5~)igg0tWKS&Ue?4*QzG=+~cQ$HGyJ^=>Qf7gJJ#Y!U>LY}OG;2U;IV z;a)YlM|~$p&uBzOsXH4i{>UCeQ({busf5Wdr|#IVwW#I_a`%T8E=T!dR{9UCkJC)g zFG=O@V(r8_#eO!xOzFxf%jC8lk$n=1XOg2EgX`)sTpZSta1EwyV1mCZ+#K3W5t4rd zhAP_B`i%hwbnZ!u;T_tE%mn6#_Kou7RC=MoWu?AQU20di!S&)dRppcK+fn77!poM9 zWV*5)R^-K@BZ(eHM|@X}G&`R8UJP%elj_hCAy-K%EH5_+rflN)CYU&kxuJ`pceg>} z@SRX27Fm=4SQKI1pyyG@68VY1Tb1^6`F`p$%>OM z`?o{GJ3g76Mmli6Jj~4ixAvafjdyW}i)x!$c=%phz?fzz46HV&Jv^9IUp-e!X)` zwj+Q~U{v_4LtdNJbLm`Fb<6>FYYC89+kJ_tt}w3Vry(LN@D!zLeJu@hGoszF^C;ZH z?s`=}GS-^nkZ$MT0;`?3?_+iQfP-@^9F_RZ*Kexk(z1aV zhcX9W(7i4gcJkL*c>M%bE!h22mKXxW8)i)3b2DE**1B`(xNnj7Nm{=nY_sR4jB^vq0fzRK$Ni2C6UM zkrIC!ZN@7tqFfiLB}c$qP&ll3G%e*Es`90dzZZEj56gCba^X%lK3#L+-IGUd=!U92 z9x@5=C4C_iJglzfdMMyaoksw<@rkIqAAbW^T!sBp#37_Pn+zb+0*7jIvau}M475@ zy6N?t63bE-gl!Z3WcvwFC55Pykx?cv-9ijB7Z3^gs()NV>t3jCz|#j;5Q%-jNl?B{ zdD$OTWAnyUFx9PoA%)t_`|83MrJ80AlM_>Oa`PEk9)?U@mJ@Ab5nHUmVj^R&n;BeyD-93KnNgzg3Gx*F4AwdKX7 zO(Wr>4Q>`jYryPBtmHVTaC8!FRtKLwUrXJK^NZS5Pj89>0TaBV4Hkg z`m%KYnLJ5zblMygiftpuaV{HBAc2ib_jzC_(Yx=TK8PCYRu5f_$8kwTx(y>TI*f4kve^<9g~pUxiINB^sk=+&p5>J&xe< zEWcG>)ZyN#=Kt`aD=F>L;2>X0p%brB3ZJ5S`q&491(>2<$pZqK$W`A1Pq-!yLbtBM zMp3>nuC+K9RT`>rqMXTE=2t_HE_cJt;g^O>zWw*rR63{2=M%(?S0x8JY_fx@dt(ea zJ~Ez4@jNPF&6%`)X#TZ|vW!SQTR_@Q(v?%HB5@okvn~^ONgegEHRNi)P<(%zXSWn5 z7R{A@nP=abXxzjRyYV0IcDOCZczh__D74i`&QW<55U#M&7jY>>XCuHf6k5T;TqDZi=N#Lv1$#Ki=LN#J06I%|}I#WO}8&WH;Q zwtssLT3}39Z2{Q{9)Al*l#Dg6PU0k`PPMNIIT}BH%<#uoPd4EM&Zn*-c!8AhpU&Mg zyGYejPxbi<>{tBx2Zhb$y{jUFvHQp?@t@;iUrT$M;B`O}B^9b1bYUjq91rR z6oU<8+m+b)5>C1R{PU<23_bH9Ks8>K4L52p-VDk)AcFb8V|x7%fx4Q`)R>>}^;F*j zx^oQS;_Fk)nNUcfe}yNJRp^khr1@!zCfc*m%Wh*lvp>lD!KNIBNAP6IiWj{Fi~Gu7 z+V=to-Q`9XtA0=hx8i8$9}0xdwB*s48av&UTYQ#tR>tkfp$_q!a<04aChMDI>VxEw z1GVpUX^To04wLU_4W$JovyB@k20Qr%rEEKV3X$oD*mJY6n=v#hx|iYn!PCkHjQ+!h z;ezcLz!X37aTm8|wtf0DBlVK+jv8JwOF3|pUq5U1>Iss)!2}E_kK7aCF%&H&nM$r)Xq8mtazD{w!F=1db4~ z0e0#oSeCKr3Cn2^uKArS<_etH>OypxD_lmOK8Buri1KM2OrP3G@_H^&xud#$0n}u8 zRZr60@3b05B8*raH1V~)N+nP6Q2Ompmo!dPh%W7sk*8IGOXwMkq{c@;3kq9@$MfB! zz^*HIh!?O?l3>t;oj(^H5XI?sx+BU7M(Y*eB0o<3+}cO!NLQzNGmCk@y|I&mPj&fn4o0rSQw69#Fg1=^di!Y;gGpR7+d2nfcO0ZJ}`Lka`J8myrNqwzkOb=Kf{t z0q>3dP^;9YtI1P$!Sty0ta6?T4i(0?r{9TSvn2z6yo;UMD4My+oTa|!lkT5feeNAm3$L(p~6q}LRI3b8} z*+&b@R=Upu7R}Yor30I}jgv@Gkn8KNwg2g9v&{epSS(5EqYQ|~eYbPxLl@x(1J;yy z%6$ZBS(#m}`u9Tf=z3Tcye`m_Fy9Xnyw{)i56@Ru3F)*5oxb~NTdepbCA0X<((X*@ z&xa_8I_T!{e2w<$gq?kcH5PDM5UrHIYPNQesz5QVip~{n2mQu3?K6m5rCyXxeINzj zT5AWTx|G$&x+}b=y5d3|r>j)UP%C?g*X1?>4O~X9jlJ2NzsiYSaWpV6_z{O{by_a` zm}$j1K5fN)mY$Wvlf~St%I8Y2=lZ~PlJQ0EbN&!GWtJCc>Y9fMZtGK@S*k>AbeTEF zyuMCfMSDj~WlG~2DCYOx3r|+wInMq=;Dvphr`EHs&pfyE*dvmh6SddRJ4i@LJzaw6ys;>7XrM%Oo#w3kjt|m?yD}79 zJAIT|qW4nv(q;&z3oRWui3?e=$tcJ)_P|W}a#|f#FrZ0v7JE~`=f;@v+`-vkZS&*g zd8;c!v>E(hv*Lt5$#7zE5dDo!Z!k+wU}}rGz^m!^irqTXy5PbQ-@;RNTD51@G?Q2G z$NR74#z4_{d+i;h%PeQ6$X`F%5L|jz{bNqHJ-SADX6k0I;&CDL_Lqm(@Yjrv-Df2{!N!nDKI<2osXSpYI z(62GNsCbplKHGJ+-9%d+I1>)BSik<`iT6`@_8HP_s^fS5@Z*9zCr!wf?IMv~ zto`S2et(D}gDbGT?w!&D_m?^6x}!4hkKCcGZLOsl<_v(jr1Vt5lU`A!_scT;~TnI(h!OI33lI zE+XfuM2?`MVs2H-Gh&yllXt}y@zh$i8mmm&7OK*ORA(hVGc8AvyW;o1dClFtF%EXS}94H0MQ zNCy>PztUOfwK5x-V4Hr_FIQrCaiHgU$E)udHYu&I-Rivg-v)vvU`Cs?Sb}0kpT%E- z<-rHaW{-l)go$GxlmN@o77sTzfR+pBit9YF?<6Fct5MGPyO0^WzFp?K(Kr!*23J1> zhoY`MC%p?|;*^CM{Gb3)5~lu*Dgj{-4jwsQOgUeQtGh=>!c&-f-it?B===ay36%@D z&NrC~$EV#!y7}349h}8JPY;p`q9do99=l4*4Z2-`R=<9Aw*s*rW4!l%@&G~l%$X1^ zzLeR!OTi_&>SIgW_^r*sy@-3ZeTX}B!nr+}Db1KM8m-wU=TI}cem|Wn z$zcyn#U5_@0yw4cO$GW!v>=e2FI+TBs4aR>*^(c!-s*ZAoiueJWXe_DemD74zcLsW zC3t^*58^lt8D(gwz4c$eugiXP2m?Q`o((=<@(|_xoVRk0TT#7!-cON{LV{?qUl@d< zOiKKw3AArPleg=Y^=&t}uo#T+#Wl;Rgi!nl$-t8rei(bhIfs$*7Os-Xb>ca9N&pcG z`T+nHXHcJKus~P9lF7J-f#7~>^n!$jI%6~35Vs#$OgbtYZOmtsB-oz4C6~Q_n7jKw zc%%-g4;i&KkpR2s;LmevP~Xc&i?3{#V);3b#p&|)ciMGi1YSuu~Yq3=B1V4NuY zVzW`;kd4Ttn|}`6v^Xavcjc86=34rUtAZjWJ9d&>W{3Jm;f(#*Tj=6QnYKVzX53QZ z4I6HDeb?<0U&KIE8;OM-aBZ}g^0l+Vx_V^rGxP{Yu~y@+PzO$-9=7Q1-0 zzJaMD?R@1^jI`9-)x5Y*e`}s#)?}o~_$}Ker1IWV9ke;oarsiyQe-jcQT1dG_lZfn zlb)bJCMK8C%wRSOH*yl-7uS^+I%jmK7Qo88cINUaUUvLxEKK7%j>3ILsUnB_CCKmh`9WPD93#k zc@d&m43pj4^i!@Ko@sD5-5+lqPuuf`G$6jNY)34pjI;duqK1I3J&TVqys-qo`IV(m zSqgcUx^(@ZzSSr4a8O9_0|LhhN6h8#RhHSjK4o7I`&2if>in*r*Ca=uW$NC-8+V#y z4$#@B-0j(^z26TGp{FKXH|$K=RVriOIl7CwL7hn5Oju%OLDwkil+@wMu=-1{03=y8=P)R6)F1(v@{C z!{quWHA!O+UuvJ6TdEL(Aw%PX(D*FZTrvFBK=1&mZYL?8EwLLJhn!FTb2zeYeiqB- zdYfjh_SEJUc>aYB$2wlZx}^)&Iv4MJW&H|yhtO2|%MYg{Ku&t44&B_f<=d0qz;vY7 zk2(AVzaV&E8EKq7sbtS9>mPUKbS2>+gmDPNIL4vW{TWWI=}?*(D;y3onn!KoVCEbS zB(Wh#iY0$=q0YVa`^Y;hydyIVt{J`#GK!cG;mdH*O{eZb$;!z)1;CK+%;Ay7e}Osc z_e)-)an8yzFb+2uhgHa6_UKMh#SzICGVLo;7cBfA(fJO;CuuszJ5WwAB8bC3@z8f* z&d{BWa+MK!o7PYI>23}~hQ_O)@iDdU4%;UfD_ASrgW$B6lg~%S;jv~V4)W1iYGY3=_8LuRd< zMH*L7c4E0y{blky))8EO7>6Z{qkCvE%N^vSPNz@?WXbLShHY)*wyjblFs=;D7&5~z zVTOawC#9VPL3yV?60b}5igd@rYv3>p85(zj#+Mm9`r)rY`cWYLFphC#9BkF5Eg&D_ zj?X(8F16>v!WScYNrHjg_Sa_Y5$QqR|KHa7e_QLuw_rb{igpfKZ9E#|EMX!A9b6zFwC<~m`3X(f*8Fc z-2?Tj>=V&WBFlbj^@$tiJLaYZyIZjWe7hC8dgb}gR8fjl%q1Ew2gRknNhz&tv{pcs z&uK)~m)Oa;ntTZhiW|X;D@4`RU6&s3IB=~-QUsHntZciQbX$SSgt(fKgPS(sm%p9M zhMub*u8E>syOAJ_J&@tlBRK0=A(*j>uQe^{9_;Jml@#&SmpHTTWN2u}y}1F*jwr>o}#!&NIs&r$+`i zerWEy^F!(Fb-(USoK70vOki=)J$Lt!yXrqg!V;N1-Wci1_m95L+(Thz=vp1W6gzbF zb5BH@;@g{kC4=sI*YVYss=H-X2YP?{09f|5K4B*%?vSMSSu)E)qv>@a$p5nBc`xrC z*(qlb&rT_~?%C^pJ}*MNq$Pr4eRauC2{Qny(p}Q!h%V2oc@Za#V+OqAz6Ba9^O-mH zk~)0t);@n=PM%T~7_U@_jB~RLvXJ^J#=Kg_aPQcqsJD7P8-niB4~R4K&87sMP<`pt_&{1SlR~6kzweZ+5Q_`=ep@^d}{hs{?dpire~NI*H{5^A^<5UB7`8zEeBg%FMs zQGrH9up&n#Kvg6hB7zA)QIXrH2;mR|k_4=B$eADsT`C0H^5^&8Xa0J3o_%+AW;Z)C zznS-0T{*;}9}wYoboFyLeN|W<>TRdF^t|azN5xpqyx;iD#lWEReF%jkvlITe`9@#i z(Yd8G7b)4-wj<{y0~dhB{|n+q52kA(_0G-M-8&cF&%}GzAu#0#-ta_K-ca|$9}5Ze zpX_N-iJapmGT`I$Zb4MRt4e_+K-#qZX}BhEVQ&k-8dciflq8yoi!yoRswTeNkkHq? z1xeU3%$ds__|wG2q4S!4!P{glp)m;*@33sDfKgp|tHx4XP8C{N;sH%UAtCIdGbVr|>KuDk|I zOUp;t-%aW44#VP@>4I*yw%Sv==xG zr@tR^H5x|JBln{jP-Ql)u%>VyB$FWER!%*?u12f;b%+bj;-``K!!rxb7=#_v%2UOQ z4K7`ehD#+-c5aJD#AQceo%-MsG`(MVCoDv(=sik{={I9~B{esn+3L;(_n9rCty?Td zQYD*@Wsi5Z=fMpYrw8_5wShy(%GYoW^Zu=0>#%MZEPC~wG7;IN2y(XMY*-{bTgN(f zrYxWA&7ZTpg`aV&`0;JEea7?a5MAXX0Mj%LZvDc|Zp^DIv?u?tlLd4e@KVZm=s2*@ z`9RfueSNHH#en8v)I#Zu=_IlB4rgH3m3Ecg0l6`UkXam02+M2G8ihL{nBwgJ1@*Cl znwPDpO}bcL+t7(fKzqSQk)^?4?*?AcIupLFSov8&=rG(^yuclet!TUgh`lbLiHGl;xeEu zJ>sbaOXFrZ_#cxNo$9`?9{TkC&PN3*U>3@B{`fPJLSy=hjTx3Jf=5Qjr}aTGfL}1F(c(}APo2T zZO#(T8_93_`C{#*@5dbXH*-b=hr3@#q}_!(Z5LGmfxEx`v+Zy6mv>B6@kx$BjmJsu zFu|5-k*vq%u*a|s7amIRYjy_Di_tSA;uf5p!kI|rsV+O%^C$Ers)vKqU1L$T+_(ZL{L48_L)mmjs8%`Ad|`N$OBP6lLhQQQ0d?db_MFr zxjmcdQZ-fCXe>b&JHe9+m_GE4hs0=zm)8=_o-Z+K0@4v4Sh^ZjcMN+@U5C+1br#2y z>5aDcG>k#)^uQq_?%(!t)8-o>QV9$4Q%e1}*@epgU%wdG$;63>NI+~X%$@mW!y zchUdmpP~t_Oo%P(SUy47ko`N>1TfxNi4Q+I{uwXN=T90i_$hRX8T zb~LNfab&L>I?Tswl~esPGT0BZz^{1jgZIq3w%lReY9o+T(Ct~Lv+RRww_mUpjt_AJ z9s|Ooef7}El}6Bb$%A_t2e)@*o({`w;_oiK;`k-cIQPyAsN5x-&HD556Wq4edEL_v zkX|-Ih-9t_zb;4t047GLly!8GO%1?c62a|V>qZhzWf}Y1vesJncT5Kb{6=k+~4 gFWNt}xkqnu>7JAFek-;(Rs{TPERR~09`Z^26KTIN+5i9m literal 0 HcmV?d00001 diff --git a/explore.php b/explore.php new file mode 100644 index 0000000..3be2ccb --- /dev/null +++ b/explore.php @@ -0,0 +1,23 @@ +info('Loading data into memory'); + +$dataset = Labeled::fromIterator(new NDJSON('dataset.ndjson')); + +$embedder = new PrincipalComponentAnalysis(2); + +$dataset->apply($embedder)->exportTo(new CSV('embedding.csv')); + +$logger->info('Embedding saved to embedding.csv');