From 29a1133039ce9371186ff2f2440d26cae38f8808 Mon Sep 17 00:00:00 2001 From: workmanjack Date: Tue, 5 Mar 2019 17:05:46 -0800 Subject: [PATCH] regenerated paper figures for submission --- examples/figure-1.png | Bin 0 -> 21165 bytes examples/figure-2a.png | Bin 0 -> 17144 bytes examples/figure-2b.png | Bin 0 -> 8645 bytes examples/figure-2c.png | Bin 0 -> 8677 bytes examples/figure-3.png | Bin 0 -> 27645 bytes examples/figure_lyric-data-filters.png | Bin 0 -> 21165 bytes figure_lyric-data-filters.png | Bin 0 -> 22646 bytes start_jupyter.sh | 7 +++ visualizations.ipynb | 60 ++++++++++++++----------- 9 files changed, 41 insertions(+), 26 deletions(-) create mode 100644 examples/figure-1.png create mode 100644 examples/figure-2a.png create mode 100644 examples/figure-2b.png create mode 100644 examples/figure-2c.png create mode 100644 examples/figure-3.png create mode 100644 examples/figure_lyric-data-filters.png create mode 100644 figure_lyric-data-filters.png create mode 100755 start_jupyter.sh diff --git a/examples/figure-1.png b/examples/figure-1.png new file mode 100644 index 0000000000000000000000000000000000000000..08b798292236fc174729494697460049dcb8a9cf GIT binary patch literal 21165 zcmeIa1yq$`yDhp90VM@2S`b7)8l*!h2>}5CX+%n-yD=yc5D-!6mKKn1N$KuJy1U^% zpa0(fx%-ZL_tEa)uU&&C=?D6@)xap%;N+e zvUAk8F+`c`+gZJ`w0mXx{FZ~EjjgGr#Vt-2HWrS1w@mEptoT`3|JxH-ENzTgdA$U( zP^eodY4HatPEjjk?on;_XXl%Z>;_umt!x}D@A;Kk5_Gv8LX%9C7}8$-G*`*&zV=c~ z?FDP)_bX{*pKPAwCMV$7J-BzxL8c%%;H$Zj;kP=yN4T8r>%sYVh|S%Hc?|^DiXtO9 z*S8PLg>!6$jpqdCIoCVp-_e9Tx+on=D=i|Otj==_{zV~&+X??yLSdS~{}@o{KWU{y zuX>?rz=PP;C}wyNL(l6oJa~akR2CjYyBS9(9h!vtcV2c&xF3%^eW^c7Htf#h=VLy! z(%sZdJUkJ*%L7R_n?HgJ$m{Oz_ULz!pZfUU^&$VsYx`gMGQVJZ zbjAtQEX{g*R$VO7C(?wm*W4P==Y^}29Pgn0a9GyRpe>pll8v3sf77wB|6BwmFT>~0 zZX8T~6+1kQXSRYt&c&E0UeOP$-Q6opN&fkhH5wMzJ&vFZTXK{^J7w)}Jo%ItYL~@y zsD8QXR!D7TKc`&Uy22c)`6-P@#8vqA^->7qyFcoYjrpc)q{QAd2vjj@; zw5#V{>$4_HjZ>eApGSD8feJT@R4RLZ)LUJ$*6;a})-s983+GCnI_D?$96`VDW))bE zNZz>@Tb)t*B`-@m*@MMNtUl}(?^7#W5c^&aZPACs)#Q5(>I3lu4BCP2DRDT@ZeSL zoTc$y2=+aC^q(G~Rqi`H9%Iu3hI3pZn>EBIg?)}vNsUoLKEIjh!`Ox1CcTvA`aTpV z7YP4&HC&mtv;1q-oA#+}f>HQ4mB1YA>e(z-dQOpiyF=Sw^C&C%19D;Y;~Ir@dg;)g zA|!FUVSqyCt;Cqncr z;`KZ$bzu;Yb;v8V;^roLsYq9e?LC4cYX;Gw?!qxeA{G5$E~1Mq`q1#sRFc)#7^N_! z-$S2j=Mvgpu?)+#r$kkJ4xyDkN_HlS_voD`6G{DE>^JwjO}5b}>zhQ;Oz9Jbow0R2 zh0|>YO6PsThwq9LcCV4^t~;Szgh#^QsuaeS>`SuS?CrjEzgE0kcVOFq-eq+**xdMC zr-a`=V_-HHCsCOjvxuzqscrUj&R0*mG!3F2)^GUL)raUMiKi5_RG(X$<$n%n?NCi`_3=&o_iamKkDCDwpiyS`;eqmv; zCTu1j%^%*|tD>Z={FUGS<>G4c{Nz=M|fMk(v6QvHB+z7k1+XlvFG`j z;8xS^7lwu*;o{6SrH ze!9*FmnSVP9j}_D5#_e^yEj`q^59^>IXIA%n}(H@z>hN5VzihYwYj<3oBlN5&6_tI z-1}Na9lP6GTPD5VyL4tyW&_!9r5IjEyUY0wtHTv8r}6*%l<{Kg+qQG9)b#YetW_tW zS(-%+C*LjZUS+h!`x9%>og|%{9vPXP7gn-?x@D|kR(Q;1DPgCX4u&^|( z5{?_XZtRwohj$|Hn+k%bFLukN?kIq@5|yAVf{lZdrkpDO^_we8{`?Uh z+5H!7-?&`^(aEjr2>;B_qkoKzRj6>;-CNrAU0Rc^@;HSEq~+ucgQ%+R2!M}$o}-1i za64Eq)Uf6A=4#Odk-xb54?Q$yjh~aPoEG~c+P<3x?pE^}b6II7QlmcKBV zdm9=;dAT6J{dVRtHnQ`LBjJpnCPBJRUI~ z6Dlf7rAlXlR{lN>K6q!xuGDe8U79{x9Kv<5!0g89(XPSHLe~chfzMXFat|J$xgYJI z#VN!JU%h(u3cfFifWxcBK8~&JZP|G_dOAAm0d2>wl*eSlKTT_Y=+{1ydGE2ZEk+S-ugM<#<%lghwO<`Nxou2QObTl8}(R8Z9RDdPMu{G0&Jdlt}yK{_^9svg1rX z&oj3mfi>P=Q*4Qnfs7O#zkgE;2}MIl1yc$Q<{Dt3BqSst&fdZ!E-w5fB_*$yWI}1v zrWuORT&lg$qHNpwpeWFnpPwBgAN(XyvMWuQJ})nCp*Kz0R6Ux{ffW1hmtmc?5A=_>4y#z71jDwO}pNoKIRc*&QPg6)4wfl8mKKOd!xnHi%0*c zk2!K}R2nI9abCj(X2eufRRg82+3-^#OQYcK-Ma_Ue@i<%lr(Lq>}Bhfvgc=~&q{3Q zd?_3Tb!-E~;;+Oj-j$>{69lkM!^|A`^Cwq-mgbFR2dGIqoX`@+zCXE5%KcItcIQg8 z@a9_Cx=kIS)F=72rjCwOoeCEe*Q>#gtd$1|cBlU+i?tlwo+i-#mXH;B9}uvw;n-mh zKN;@bOM-?YlD1a4vpf*o+A0T4PFh|b|Evy(0K*)#glyd^;XpE;xgG@(4858+7(Y$A z-arlDuwPO^rN~D&d*9HxBs!3-{q?>%X~?5@P%59m)^?{+La{}UdmMQmX>(y=wLugD zU-)eAK%u0A&6)dZ%wg7_>E1t9Q33JWm21#g5#(~N_>YC(%(a;G72K#s*YY@=T^Y=M zi)>sYm1h*Z+IlfLg2Q?1MG*he-58G}Q&hXay5L-Uv@C?U%kGlk*})7dQ@5&eC#mY- z!0C>B)FY_C(6gtOGICPj>QEmjg}%iIx!TM}JK9Y9(|?XBA52xC$}XP9hJ=8o*BZq~ z?1l8DO7~+9$FJlGV^4{rdGQ)(cJM z{sN&}BYa=7WIP1=nNJknkL>%~OUJ`bS zR{Lv&$~80nkDz(~6Y9*rLn{CO^J&fYUM#S~b;JsPPPRL+ZUL}>?g`roP*ATihyr!> z+O@7kDFS$8adGj_+}v9JIFu^s$B*f_xx)b@d=9GGZWs9ZvhTeWZ!1zSX^GJE{$F6> z-#{qA@0@82PIca%OV%a$kD$PU`~OuGID)D$Y9rP0I5a%kTg4HjCDNbzvMLtnJJqkzOXg!-zpF3|KL?CaU^Z|^SeVjFGLSSRA_7ZP zM~4#10p=}X;TVmAmroQG6;sAzT2@LtkYA8;51WzetqvCezCkHgdARpOsZfg*QTdxf z$|bm+Nc!w9_09YVQwXwWN`8pcx&_a4q*DL~cqA)pFji_`rDzN*&HoX~kH>Z!kMorG z4U_Jq%R;VuFW|m$Z?btoU3sFVg)5%w1f}kZmk%D9fo^a zRr<9)0LqMVti5gr@xD1ZaYI2vNK?xh*Qq#D9CKeB$f1JtePLu28Wlx;;0!EDX$2~? zkj=+mj3$g9H!%ghe^eeQo{5jpL_tIQICCnG7yC;twkrS)W%$kz0g@DVBGt1`p z_IAYn*%3~~B!em2pa}y&160=ul?ipUvnU1|0sRZA`g3d+2! zg2jpDKUl^)nu#hc2@DSFY4ISztw*H}tE9`Sd!e5{OBxx?p$(}5mLq6#z&FYWod~kW zIS-rObAJxl?nc!Mn@r7*wBej0Ji+zrzB_2u1PXrtvzGOUEROrgFwWVe! zZ0Egwv_2b=IAd9Xk)`pVFa3v6Tcueb`DOFr>KqRYgGR|l9cK)AJ`8?4ukH4?Z{92% zRKM=pRF;4JBymsMviU0Su8PS3{r4>Rnn%WjlrY_m2c=cL*?~1?!+R`W6h@46H|MUW84_` z`=pg3=j18!f$|lo!E%yPN8hTmYfF8{7SRK`zKvADL7uuwM6ZT-#s<8-yV!vR)}fdw z(k+V7t~0-BVfD3No{X~9YrXm9KAw&nJE@AJW-*(K_+i!Ik=bCS5Wjh%QJV=WN0s^L zoM%Ej)lSQfaMT(rDb=%Rd~4QfK%31>)$VXzRw20EdAx*JHOGgP8^2_cEHr7W9zJHN zouA1?Y4YUIs)e~Tk1+_!zy5RDbR2M9z^ZRJI|Re7Gi!9_ z8Ok;UQxQ}{O-BR_XwV-%;NG_wy##G>;McbfKh9~k<9)-FOdT;xk;c~Ru5TK9t_ zxOjk>4IfBqf!C-Pz9JzIKDY${_<8U5Cw5D{{+XHg0Cua8s?N7XN~x+|2Vx}mjm!V+ z^mzSgep1rA<(#S*KoYqx`xuQ{ztq5+pg=jg^cEA3MnE7Eq?M;c2WdNZKpD7$WHRBz_9Fkot7 z5fP0*lNQFxcu=4&8SSkMp<2Ik`U1fq#P;T${iHky3=}ja!Nlm&ad~&7X!)tts$#~y{ z875Wn;EVLM;=y+;vXr)`V1Kzmgzb1PQVOW8O43`VR38g zO`YYn5_xNDc5iQQz{&IUePahE`C zI*$AMEbZ8-mtJ*Pd)Jo{FNybE38T>bt^IO>GJoX}w#(j!81aK~*DhkrfcJXGdnQ@s zT5>oSDce})u-Xilg7$^qo)Hu` z{l$ZyracIQ*DU-1I5b>-*Q7s_1O;e_8bnmUat+Wil2Iz*@^G_DuTM+;^_#v{nqDFpQ`b?Ot4_y(WYp8sZYWtcaXZGW|AWum z;kN#g%7N!OtIMy+0bQx(pOyqwXWW7(Y%6CZ&NUcp<{CRqy9EQ1jdLBoi#>@&SOh-w zu^+NEOKgUi-aJy`yYb%bJhRvadT#Ph%ZV7!R-dFPam}1hoS#wwEzxpWOwQD)_?8&N z|2{R=;~StkkOp~1tv8G=!a^fF2fKQ-#Fm8D>J~_?TJF1jqnoju z4L~k!5rqTlC+}t*u`_Vo?@GzoBSn_;@0qgoW}Cxl>FC&P=j4Kfk4!30wqyY=wv3*W z3mwLno>K*P>Y`rV25Na%~6Xhq+9|B6?Xy zD>odbnd+4pRQyfHQo4#&XE>JSoGr15)#Q?Fv%8s$+mY|d9S}m$N^%6SU`g>7!9|xc0y^Y85*&0pmc#<#E)}70f<3a4z zs4Cp>ZkD)sf5o*W({Vqc>~N!$AT31kEoVwpP2;j~ibvp)oVxI9L-&Y~BEDdzn5s9) zYOKlTGle1=mJ7>bB-Ra=hN=2u@>8Pg>)TjUo{bq{O_JQDiuy$jQu#-xdVR@`aGsk%XVE~)3M`;9p7L$FJ08l)F^rnL&-s=axT1#^}u$awS4E@EvL0)AzS?HE76+%xNq1`DN8u z4UK=xtKP^?k$i}kUZRD>i^(7sg5 zY749?4MAd{U0Z;}z2C&hjrZ*$m0YUQccQ1$=^Gn|1n6vYS?p1xlP_2-JlIcrj(Qwy zG#MM8-r;5l&kqs~D3-C-8kpnfms=FQd-eGV-wc}5^jrG9XO_*b$|mah)Fh2B*z$TF z9hGkkS>Po|Hmgnc#gAqOdsi<<<<3M|yYoGs-*8iR>;onQ$6IvJ$HlvB8lupZ@ zN@WV%JOo9mdaii$Xh;xH>rN=*%m zjC7rh`~=~Grtft|h}2xq)7{ocp5Uh$s_X_0xKPob8h!m8Mj!U&%OeMe`vBsegTl?e zq#A1XXt)rMgJbe%&*Ud%z47w(wd1Puw+^du22z9WULd#J5)$I~mU1knDXcITsB)jz zBMPPzl{*)R<2x%uVIYowdS(PjY-eqZ%nNkxe7%|rG{;9%)Y9E&SEvYr1uw`({E}s@ zL0G7Q@M{2)Z9G$JW%>)93kMQ6YPM#(HVe!WTUHh;_VwzqotBxu2vcC<`UQy`zTo0z z)xq^Vv)!Q*M|TdU{PE)QtFcl?Q5J^RHE$DZJjTlxRzpKi_v{`WN1`1`0p{u|ww~$E zAp_M~M`xUX<-h6Sym9U_q4@gYOk!box<>laA0(fbSHPQVmx^1)dhnN@d+a#8Tyk7i zO(VjabUj+(~|<#l*>{Yxqa^wc-~uNDn=>fVzpkePjur( zBMdigLQ78VdQW&;lFj492~q#nJ@y4Yv+A~EQMpxvx`tC-?!0X>R>}>19~lKB9a*m$ za?!X8ljrfsgnESwcZ9YB$@$rSmGg2|k;z1*5P)^T)14kJ z^WjexW2NjCqr5~!L^t_tXp2T|a8RB{J+a06&?-P6?Q+`m_H}CAIgsqSSx-D`LhjE(k>Y52p=un2Bm7T zH;owP7%zZ;Z~+p7fyL(JTLPs-NxZe<8GMVf)%&Qml6gv4y>^(B7cZtnei3kF85$bW zviVI1F#m^17fp9h56Hc!F2oJq}Q zZ^&3VS>~FK+h#rb)-bx;>S>eNdZcCLX2HDK`VIHhr)0bzErUd2Zi}3J%#@;<9T_fI zwCQ__ODXt8#N&`|69XeTr=n(YQAMXRN<=M7rYK8OR@c>-+oYP0wY>V{iCa)`z)UH( zS#f~^l|w^4`&xcSlY&gbQ4qzeXpvayS|97NMyl0 zwG~tGmxa&1JmZ;YrEnarNu}~^oxmcP8%|RuNE;Xzx^_~qFMBc?`E#rKZ1lL~A>lmf ziJE2A>3zoucb=S+`Hm;IrGhTr9YaG!3pmcf>?p;2r10vE8_I}Wo24mr_v%qiDIxgyyuIBg zBgf|}XN%8#dHMR>9YFhbj16r(U<$c%)gm_*4M||EhQgw}uoS>NUJFdw=uBz#}b0a|w0R9X3IC4^izS?#< ztE;42$n_U+cCoD?V=-&?-ZXRq;hWlP4P;aAnI>}^6V%Rb3i0y`JF)F7VR#bms$Cy;`AVhT={%n`q@FnEUoOTK*nCsj!>lkmQE{k(AY0sgLg z6bKgJk3r8d_EMEYJTG6rlKelOHQFc=tjr5U>7VvaYe?h$v0RIXzA0e}!hHSACL*>} zYHn*Y?>pSJHcNuv+TsJE1x5FtFH67j{{8#A5Q6q(fHZADkcd<-vZ^MDdrB=Ac|Wi| z;08LI=h?|k$3%5-nW%xHzk@SaVr!hKsfZGASkZ&YHuUdY`(@Q}x9v9dB0JHWarT`+ zL2s0$Zt#EsK$fNC9S8>-(*dkXT3X~YYj$y<{Q!9lXM8$rrZqdV7Wb#J+XCh+QTF}M zaxKI}YS#8AVGy6Lnk54>Y*1?qhVl$^EmpnQM3>`!nhmfpK1~u6-?YR22*!(h)-#;AJ$46~im~&sPd$Geus-!8=_2=kzWEG7!gRX$o zo1BV0Qm|}I))I)^({87#ywRRT)iHq)vcPA6%ud>JmXHc*DH@LGBuTPSI=;|VarY717N0P2(zIx8m;yfVO~(w z4(3J9e?#YOGRvuG2v^hj4OfE59g#ei!nEzu9B`c*rtZfC(cF zM)VQ79(*vcWcqul3Q&*w(x1-k4(J-guuUah#UCc;2u6T)ty}8Lfay}Q6wg!Pl`~2U z7_1?duac$ozrGBxge1VM4;gnM1`qZ%C9Lj!0xM){j!(hg3Ce5Xt09o(CMr8-?Iu@a zu9IMUBc>5R0h4lM(s8MTqewW7I&%%AzHyoUf^e0BumDpD`?yA3P&swVOk%fsQ!B8jMx%hPr+{&2S6L?)@X=^ zqGjLrRPbb@7UuO~@nXJt&f7-SJQM08rwwF)!oUq9`wxfI6qx3cVM~zM(*j!@xx=77 zGLVy>=e@Wx-Z&vry$Pd31if`vd3pjosfN$*@TKxtc>U2vufsG1G^iN@&jWOT^V8$5 z>&alaDu>N?J6cQ~g=7>wUdcx+RFI8dGcz-9I#hTSUjt;?XT=0}k&jgF4KtRJ>`)H2rcG*1Ny2ng3uQd(Cpdb>){{H?* zume*e@In;!^ruYVSaAY};Pd``{10P2+~A*Rd3Tvu9c(hF47Hp&usNm{7sCLN&j;q> z!2p5l^ZLYwW3Z?ot5c(Fun`|l$;K}nzSW;SPOyGx3tfp=Ks(A0rUTy9>Qg%ZAw(QK z;PXjKOUr%fS+$*5{?r1LPlvV9-wlCeX*w1B+%J14=OQhQI^!N7uudZ2`V%FkUy!T{ zV1;x7M2E;$$gTrELCk8o9+!@&m~|_oU~j&FJ7@!(pqzl3ue0j3g4neHN}sOhDL1(5 zX0yxIrXhp$VfD)4DnC$(!~p#{#!>kIaF7kqJX9~KWSQ_U9ERBW#vOA2$!B_%6)@tU zRwJGu1(DNF5bYm7eX0XR8M#<6Dem2f#eM~5l2NFF{|ddqOd3Wk&x_`FHr)p$6CgM^ zeDqEZHo;KZ35@5aqx-^T?}v!%5_pDk!ON#G5pO{tKKFo@7(|p4*jW(eQi{Uubmr17=SSGE9O;f?CC{=evy`qL`5>5sZDC2fYiS>*mChkp9P-hz{UGKs2BEfi1 zYGVgZL)<^vWVcbdTi z5D%3o8CL(N#n?9(MSy*W8Iyog4r-J1qepr`fugJ%NOIk8`Nol1mWO!4NC~+)Fc!i- zHkzhJHzY^|d{@h%+Fz*{k@l zgjLq(o57xl^Ak+FRY!d}NXW;!?~$OCQ{?mkvAr-h-d@%{|5jXF+%1A0>o9B@!|U*I zWP9t~@<0w&LWBe(?C(gS`O0uX0OF$sFPtwJNV*dwaKL1X_;}%$w_(&|mR;flQAR~% z{5s+W4dqth)%7kV&&?(ZPxwBvp{gm~Yg^3$*hY%&WlOCu+yo4`lDJcSP516NabR7vqqI zu_&PWkWe@LeY{Z4z%euv+n&cfh-DecQBcvpLXAOSFZAyjaAYSUMHc2qD%o0Jfhpz# z;p<*jSepC^kp^im4Lf!v8p|0dV;+PlB2j~PtO;3!?qu1;i7FAuF~l_ou@8H6@)kJD zXT*mEOO?B``^P?x;KNwe#!4EPE)WYZ!kf#1kt5xPPWCelLw36j0q*PA*xEWngC0}6 z)*5rnN#qaSS4@xnvWZ;xV~61)%MP%>)@{wU9G6=#H?|w`)6qLpZ$sHk;MS3GT(an zHj+hNQ-`lh-^pl}{<1k1;@EM|G z;vybFl1LxBK(q3#%*CTR++!wajNYsFPPYK3q&}AQbcnCwKO@Me*$0$uWlkI6?S?Q=)sBxi?t1YaRirw-ARhl znHB~*^n83@q2}gVjPXOWD!nQEMr;6jCKbHqyDV!( z9q2Qn0Gd4yYN?)&+Vc^H?BzqQu5uRwTxtR#Yq<%!8QHUPCu4_A@)6!PJ zeYe$goDE+9ph3p{42+EYw@zQ4A1@>Z(?I96N1hMvsN3jR_#Y7WWe5lal7$vyq>FG1 zFS-&WLZF99wev4$HhH0;BS$wl^nbm3WMN@p8XX!M`en!SE+Y%exY^1#vuuAY+cxeH zxG;&e%Hy@B+(t@G7hPy6x1rqziPMBMP1d}<4RJOa+}~3(dpzL@KK}O~NVyqp&JO3L zEGl;Uo1i+}^oOVJ?Cdnb99kx#3?M2^tjE!!&aT^Ia$W!`K_JUYWtT3cH-YSV6?yVh zt?%C}>^6ixa0SV6-O^Zh0+yDlK$9vB*kj>fwpq{-An6d$vzQv&4i+_D$OY5!az3!Z zGY4E}ehzh@uD(8;(p>)0Bi_!{hGF2!@c(gW(@+sRZH@YmXLi zUP?>731x>srJ))g9doFUYUv-YRa%x(6e$Xhw3+`CwmE1;? zt^^Deq6dKoS09w_@~vhja0_{Y4w-Bxa!jf9d0luoXSmS3rOu!D^?G|R)_08pMi?PN zJg2t0L$8E(E{`xn1i8W5?^N?->8kt@$**&$;( z=Wl%Dv6Kf(rZb#=0AnJ9a>s_7-ik+zt*tE|$eD{n`Sc)9(Xy}vL9A^9+zw|M$xvej zM~DKzV5o)&sllooF(x#|RlQqwz9VAPdJ~xxLu?%aAUuSmgF-dxvYdsSlK@G66CMrw z_N^IVR4uGka$r(y?zLg;V6}v*PVTE$uh4~0EADnG`PXr zAqGcfiUDOAbRXALFN>O04Y~{c22Kh%q#5ZRfFxydcFQ4`5djUZlRnyx2Tr>AAdkL{r_p3G34BUVI&-5>zm4bGeFEcFF| z&r$dI6G!2m4Ni44GF+S0?pGzX4M~p0n_`rPxWyTn zQ~Bplk85+*nOoN#I|`z>a^^*%j$*bCqS_B*)|cHr?;CStV`E<-C;tHJKm&(^Bqb$( zf&i4jtz5xW3m4kyMVxcTA5$388cv(OS&$>d0oMq6_(dj!IC!i9pgBqf! zp@B_CMz*lLYyjnK0m4R0OAExs)5`#xx~4e4A0DhFJ4%Xw!pVO98cqD7m=Esjf`WoA z=0Y3Z10Z-(u%%b7UGpxnoqs-A{TdjoZ{8}a?|Wg7aH@WqH$XY485yxP3tz#jxPR5w zT2I$q2Bbj_ML<+e4j0TUL12*qphp3h2+-q=w>JhCDW2Ml=dGNe>nieL40rE}y15DZ z;F4Sr5D-9EYYil<{>zu|;gEqISalcR7=uQUMIb2KqFJg;!S$Ud)&e$v{JLci8O6lJ zE@ENbW@5qt*%M$hGoU5^o>YYyU?V6mu;eDZ6dB7{XLoTF|5L!A_WJefV)x_w0J1Jm z&h|2)5Gq7YPL4FId)lQ}<>loc$;%r(C1?JDja6X_{Iwp0dgROoFE8&cPEKN2vKlxF zj2ssF6cNEh76aPvG#o7Z{{1`BX6;68Tr_h$HZU)y%(aq){l0(`)!T-(=oZEtUHFwYPNxgoG- zf#HD^ZgH^ET>w^3MphQiePL2jQOQN~Un8cM@7?W*D^hf3*dUcqf-x1QqREPEpRwJU~I_QH+TV7oJ-#) zNGq*UyUTNPb2)vJDd&y8+WC(P+CY<;J=mOSUj6v-inW#1$GEs#i-Wm|U>@Qh8yoBAM@vuN0u+x{L_`;$e_emSDolEAkp@Zv^G(jolq;di zFk6sUQVN9z{t%8)uz)R$NJ>iTcUxOHY@rNHT*7Cvbt)Lg$Hzk>BbgY(Wu6-tB+Evy zgns-OSKHrHrnt*_1aJf%y$xBLbDG@^@(A(-nZ9rV$2GSvK1$q%hK3wq=2#pp$$$6m zT@wJyJ20^%A`B5ZnIf28UuUJEnVp?2ePxtYlk;{*m7Ibi+*ye<5EJMZuhYgYsBUkK zJ7V+!Jt=1NsaJUj!9huYS8=Vz$-%KIBpkgaT*WrC*q|FEoxB2ZyV;}`_>SI-7w>@N zO@pI+0ldy|_U9H2Ouh69%m;^*lLdg4TG`sx!bzP?5GS4kY(+S(QQJ3fI2ZTM*B2f2 z>eVacEDE#_TuAVnTqajow2G^BGBx6Cu9^b3xP*iARwJtcC}75EHt2*J`f$2Zrrs9{ z7TRP&*Z$(;fzHNYs@m38T+l{-6cshXQK+fqWgL{BpP#6c6K{;5^94ww%KPhYEVc#Q zUo|&3|AC&}Y+j(jjE07`1wjOVgQ`h)_wM)MQ}wd_ znba;59amj)e!EAoQ*@l1%1TN~bB-jE%Kr1Y)15-(H@uavo zQ9y?*0K{zeR-Ty-WJfE#9jUDqyMT^v-#s_%hxYC4HjJxn&d=Nl39TI+BOuD3Rl1cx zic7)!CxINfHC>NGNO%asKzMxl;r4t0A{v!BDj1um?x#X9ySck3!wnFTk}^iH>VE$9 z>)~Y_oG=*OL1hUV93EzjyaVHzCRm&dAy|r<>lospw+^nef)SU zJ3G6tl2>{43HO1p%g!S>gCrqN%g?W|c$1J2G~fVut4fD+wJOm~HxCg2qlQ4`n^z%f zp5?vpw_6!}0s_HZ5Z8%AA|gLIJ2^GMwo8cD_4Pdk&4Y#}O879_I_lHeZL<5Xs{1n3 z&`?nPkVBh53fW;W$;;3G95myN%}q2^a@123leHBBM&3YhkPjYmG zfZ^jn9ACo5eiI*04d*M6YI5t=EfkpO4giFpp^S`-5ZTMibAV#jE^t3%YdteH70cb- z9V9x$-Ct}q^@}XH2x1eM{ad)2+OaVTh&}l92T1Z8@M2`_b@ucqFY$RE&PIHJb92w1 zKi9Lc&{-AY0I?R{hMJ4(YIT*_KH1HiapmRY(EaOS=bePB46a?fc8P$X5%8|Qp&LY`k)@!rCPj zz{j1OoT|IKi3$q~Ez1$P4>{-%CFo4l@|jr-lubcFL6jA7HVYoMfbMQ3l%h0%I5WuSU0Mu%ShDaF0v0(&{^4i$2%2dz200&2EASr-U<3aEfP*YQHY;9er z4h>x=Z5iw$t4RCP2^iM;?8LdQp#eE|3~dAwz$Y*e52Xhs6lqCDMky@cJ$_7h<%$E}m@zTihiH)Ta2DjhJL={zXax%1CMEJ6v zZN3KgfCcsIA(W^e5CU$%-cepKgDNg5sj08Wko|n`0YGW{!=0DOZ{A!0_4+D|Iz-{D z(1*alkWZi90dk*$Q`FT!5q#m$$#dv_Y#bbK0s?R#tlusyn0yKkw-)iK1_HGmf&=l*~nUZJ1}jEjqVnUQm7zCZJnB#u$6 z*AnAyxQsWPry~K{bzvh9vlws`bklSU6HK--$VP8~Uw|4rL0>yrwe%E&L4XS5H2@0i zAQpmtC^jVeApMnw@}cmg+5V**)c&N7*b+hyr2d0 z{vIY%)lhdp*~Zw&OD(mDu>&G-M?W+3Z$!q8& zHPDj5hWh}rdU9n2*TBF4BxH0L4~fEv2Ouz3xJ+`?^3Ll8lTDgFHo!GolQrms&d>6I zr|58iUuM=3_$4AW1o-(u@q}{o-meMPPMxdjdZ!6jpK6bqii#gVFo;_f(B5|P zyG=s_>H`s6DF|yI z0V(z&$T@H#6;oMR*>D)sJqnO8XdZfcdS3G#u`{6ev9YlsvrGtO2p=4zPC^i3Y^-;A zH&c5CO1_10#Z`QK{ATkY(cXIv4Gov@@f*MsfhyOMbDH{v0Y-(|wl+MJ6_hnNlkm5S zLRPbZZm50#>lu!cp)`D31|{eqm}+Wjpy6YKcV=U6&nGR70q_bfI|v! zT>H{;f0h_Q14)H_Oy`~w2Q zfZnMII7$~4`+dBcl9KX8$n`#Kfc43NHOxXur>3S5vlYNtHuobtbxqCX(yu%Cf^G*_ zZm?)o!x_r>)Kp(U>d->a=oMn#!Dt_alz8OkR97{hJ&VuG#6_hubB#cU1x3zUkXNkLBd-y0~0q0qhsM?z7;N^CI(-+UjZ)NGuPX zolBH7WncZ?f9vt29Fz@wC#y0y5M-s6??}t)8O>;{6#`w}x zWC2%gQ9@Q3MO2n zKo-TsKTVxLyU+(sr@3AoS^$s5Xf=4?kctT+D4U??#dIHIFX}~uJLdx0*eK|10Wc#6 z_zScf9XUD)YiPB-K{iIy0&Or6;UPz0IzCMoH2ASh0o(-<(E^MVCo2uAy1Lljb29D-fZ zHF19CcyMs=<3yd=cI%HcaQj54^+=jR-v5A5kK(t-hR=H)5<&>Q^J8>$ATnnI?3v!5 zul3{!8Za5iuj;zGcQ>@*ik3Rvp^%)Mp8l03NH{LSy^8|vn_OQffHHRR;zbk+j!gN1 zC`8T8eQj-Rtyw-7wVY2}frn|5F!37XWI?A5RBmqWV38#i^jj1PNFt&nYH4dvt*!>b za*zwTT!jbKOYIm|R#)vuZD?Gc!iPdyV1ZZ%trs1>!v)aJ9gnj^V-ODY5uyzfAt+sN zT#*y7Iw8DVrp>ZFp3cP;w^O{JDbnQ=44&CQv3uw39iNbJ0h<0Vn0B$h8e~INgA{|< zC80JWO%-T%^REXwCjNG*TU%Pr_>{a>C@6U) zgA}A*@bcO#b90EG_*QpM`v3=;qxDTWnshq2%TI?(fV+zAm#>3+qBBXF7$V~~J3E4U z54KuZLtyU#ucEy2^ErXdS??}AMJfK`T;?NQl%G9Jg@lITomQnA2_$thsSg|so`fk4 za8D_yh6s@c6p17g^lt=bKp!pePQ>jHU&n75B_|du)n__ z0d3%bj8jTO>OF`QGkdEeenCME$YB>0V1s)G5-M*&<`PTn(u3;H>v<-K#A|1#A_Sm5 z-~;tyD{9yv1P^^zVLX8ozE)ON)eys*FzLNZC&kzCb>VdKTIl!d{(*t@$ZEp@V2}#* zU?m4DTzR1E`@lC$puD1^DKfLNo~WyT@3l7~VM_RhC?Xph8=`JUR$V*wF3h;jN7AXVD3Xm zL4im301ko13u#TUA4m zwq6-z_w(zXX?1QFr@};s4^W1c1kdL*=vm0{422wT;dMXag0%dk(T-v*6z3j-`HVLr z1c4K#*m0fm^Sx&mZrr$m6mihJ8X@Wsm@+y0rZ!#R9Z}bDJ!jze&+PZ_OIlg6f%5Yy zmRYO#3bY9)sQd*6&bf5yB_I*_fPD#u4~ZZYA~+IwFI+AGO2!FON4|FYP;O`H2iCXm z*Sk%)kTGm~tO$XutgN8N$xW!9Vt~vbMD51}X^sdEkB?`5dE-F9_-bTHf_6;GW0ARR zM0mQkxy<;4IVmS67{1FuT|?txmMV~V4CD*^obDVoK{<&7v;`6M7K#(Rs1>71oEzmD z=MMsi-_L4F6B?QXQu)NLh0@F7Dj5IfaT*#LW;Rh`$Pq%**J$667d*m&3`PEE=y~0N z-_vwoK<7f95OV$IzrH2vG4g~Y3`}@y`18N^}df0;&imJWWTHpNUoZsC2;G&ZJru8iA z85kHgkd-X5;ecknQ+71j18@3Yv zuBd7CTEI8O9A&i}Rc)_1x)|A;FjyNoUbnJ!v@*Z4*V)A0!Q9qn?=b-(funqT%^V%C ziwg?=>k9;I?M($w+>}UUVA#t*I(tgZ_0>?Tn_i&P((-cemLTDv@Vd1XTnpj*@2<3X z!6KG*Uorda!P`FCu`kR;s0a8J9&u5r6mc7qYgF@xb6>4gRL`7MO!-2+yKDdIQvHs( z#g36zTY|0$lnmzVa&55{wf*dLBCoCSmP6&ZUgNxbzP^vqu9dj{UmUSNCh(Qv<}%kR zGkkr&YNar~Twb|?1z&`2F>Jz@=O=Fx3v+(&$v^Pr;Gf|u@MYUtEE&Vib^rBi|NfGk zmW^h-XwY)KXp=>C_^sL^EZR)wX4Vto?cU3+{YC*gtIS>sn^m8Tjg3`e!utMbU(dwk z;=Y#3qIv?a{m)qE*AcaUycgRPIydxi#A9#lygKVTe9+QH`M)=|Oz)<&>#y+r2M*LH zXdhd>di7y3F>SK2-OsbLv$KbVh1Fiaeyx*k5!fs3&#kO+^5o5xfBcbt?JG;wR6xM? z)oa%9?A?2kL?VUK=ch+B2OAQ1{P}12(&GH!M1SoReJ?(VRlR4W8+scbYueBAf=iq&R@hKA`@ zO)6xyNV!cS*3D{7O-(_IOWox`mhW$_h*P0HWI1jXbMq#HH7(-;EyG$Bx5Xl25mgq* zOT0j*;70bwqUyQHL8p=YX$A5XV`IGAQQaw`JSuq|R?OXC+{{|-%O+8m<77#yNi(nA zzIAKF%#3SyZ?7UbB{fw&*+8nwb765YFeJpYiGF`GTa8nre)Pi~yp->oQAcC1E7tVk z<_AJOhQHOts;Z}6yReBvTF+y8SRLze!_!mbTE(vN5+Tb5zI*rY^GZtUxw*Mf8gXK7 zPL^H0DechncsRS4z14epaiBKZk2BV$HD_#WOy%DC9TPw9Fj?TH$ec1VGHjBr)eh|m z34GX0edqbfM#JRWw^xQpd1QQ=QY4)_chSNkPDNE!J=fVf-kBMOwMuBbSlZc(qWWy_Yb zii$dHz0=%;Iln=k*0*op?6dVAK7L$RLsjG=jrV+2tqPT*x03KNC*D->N2Qq89^}`0 zd-B7F59>E=3go;HEKC|HTrR+I=(f+U3qSS8*H>by}+@kTjJ zKu}PS)Z263Ww=FKR#x_*pP%N%i%&WGsX+!cH&^^IF_c;rC;Mn8%h9WU9h2CAkE3Bf zgM;VuJ1c-o9hHZ_me;qT((-SS^p_n!#=caJiMGqFp?eED)t z#IoW1sZ*yEl$0o(Y|=NhE?v50(USEpA|fInEKHDebmN%=^1f=Q%G0M$2T&+Iv)aVz z=`4OypJiu^Ls*sSIX^{Tzj-qONOHcchl_-U{^eY)?n9Yblm#3v`|_ol!mlgrIp+x6 zIdu3iiA};;?b@|B;?6@cQBjpapQOIm7zp z)@|FQUVF^^>TvH3agm%>B$4c_ywMIXC*xK;Jw5AFOcY5fPgq3i(#%y&Oie9k$GRUr zc@oI^xwzP(DaC{wML>({Rj@b{0z-5=uNQIM9F26AbrsRgL0s1V=( z`0;eQd99p4km8*+o5mLSaBu@WO$1Jcjl940NAo-5`#PC6i7hR9vvYF_WShKEx$d4G zg?|e-i_x^j#YMs9zhMU0|F-N~q`Xs=)U??^U2GhR=mAYnAP9fDjh~BHQm%as<|37q zm#5~juRr99j-s={OpeT<0S5T_nb0shrzJD4Ww=V}1A%Brdwo6{|c z@8HhkaKX(fCXWEn3$x==GDLZs7`}M<@!kIenkY+61^~vRn^H~V0USo#y z4Q=Jhm1>DPB40x!G|63^ospxRCA|ChpC$_%eOxs=GjopI=03>3iCt2QTj|xs#w7jv zbW2UfsqOeUrR%$ek7UTYx@G}71wB0OL`&!X4D&>9-O&yV{c(C(ATz+l#AZDsUVNGB zzc|)^3a|MGTfKPj562rf@^H2zahg0bF1$K%$;-zmfJJD&`C0*a5 zJO!GiK{lw-(Y#Vp`mH%m{+tArK^JV!_sGQ0Cw>(%#mB^)LpO5odM2OdK52m$^es-e zYl5^_sdt{N!V*p}}R7#b=7 z7WHKJvEs4d)N5Z=aN0i>6$J(bnYu~gwOYw7tNL=B27w%kJ9yNp?=VTn;5tcUpn>DB zAE&COO-xKmtExs)Xvu|3?mM<`?*m2S$}m(oefl=aCNMZS4n?h-<$^bRtB4O46B7$v zUheW&mShu;h>T2k9la7F?xaA_N?Pze1~{V1BsPXVadE`H{l%_IASu4<0nXHM;X3NimG) z32Eu^-%*UVAF)+QGo~Ep2E0B`uV!G#sxB<&@7B+L@sUtedYk@BOa1#=>i`vri#iYp6zO3Z8AI~bT|VFrvCskc?%qAb&;QjSj5tAdoy7zh z0h;tS6?o1&uV!TAg~$OT2{76%HTIF(0ljp9XaazcP)P1jEYpx|3e}HP*AY3NkVhwB8j%SM%p_# zaFL*l;xv;(d*}ZaEB_sPxPH65n_S+Vl2@6aohl4DLQ*j>2<@K4s6sBhlzh={1CTQ+7~$t2z))qY#} ze>4?%_0g`~bK1PfXVV<;w|itH`O~MfQj>M61C7aH*Q!Dj!3Zo%$z0?pT)TOFoI24P zAYp`EhV@8fKR>@>KaONz4XNhtx^0ro2MZ<}bXm{_lwO^9our=|XW5ukIdlkDZ`FI$ z?26T+U%#&7z6_?O)+l>Af0mg)sWQ!5APC-bZ%N*)P$}z@y(?sX zC2{#@fqYUMA^w*budn+5j}JrG3MXfGN(#K}k_>vV%c|z8DrGXE4km|NbqP}iG%3*E z{{RWsc?q3dvfYE=1)ixXDP6t2E=_c1g@5uNcwGo8fBdlKin;IajOXAyNG=yT({)5_ z+w@>1getN8!$II8;jh6m-UW~VSQfQ-4SqrwIP_NP#$4h6=-u>T{2PaZh@y2h}v)5Nc|J786NC-B2ElxHL zj#tSPn&p;v*T4W1oK5}N*|~#*!@Is@EeK^zqTYoL{2IfO?*F{`AJViQx><8&?#y8F zOo3lT)*z4XD!8+sxBQQt+xN0}Pl_F*di(Jfj67%3F!=lorf=bc1OJQOZ8amyP3x4< zxq*ixgJE^U#OL1RE%|po_dn7x<`D9}-+P&p`mNe7%NKQ8GXrBh4FUK8c(E68!WWBY9 zAwZ0Eam{5e-;;)~|H%hcVj@J}@s70dzG80uRa4V=gM9bUWT^ghr$G%y`Be-jXGIoYPvSP@ueD4X)`!*< zmh5PEsbJ(?j&Igh_H_C@J*jLlZCEcbqKDCd64OubudwJqW+GhLJvGT`mp`nuZp~4z zeRF|#)RTZJ^nOl~$JEdz|AQBjvaW#vSTrVicHdbNy!f)Y?#=P^*bDSA^?BG7M9WPc z`>Sj-R%XRN49Ib(zg+@>xdLziE>2Fpz~GLK4wwY_JTi~|@%z>ms(Unj1z0urLWF}i zH5YmpDuqcWetyKvD=yyLZv>oqzlQZz!Aj^A_${?{@B?=2*l}1|+5lFP64P(=_!WEt z&UG~7XkiTSndQipyI4c&6rDy>ImX9VK@tD^V)0=wo3kVZ_M@U0&R^dAZ;n`iv5!%J zS?O9WBP;pzMN8{>hHZNiP;H4;@?Jq^c_H=av15}#g$uH9A*x|xsKe1NA9M!K4D()^Eo{AZ zPf@C8xcz>;fd@VPQ3lwIqLGmi)NguPhJSJ_*fTUEt1_d*;QxeR~nCmr@^Cndp`4F>S*pW`CB$d*Pj_hmp~1 zrBF$8bL-5yIyG>*f#KW{3TL8Tw#vSJ`+|=c`^-(ziN3F`K`U)k<8CW#m7e+W2jL)L zEilN@)YE$fTl^}`Lp%FQxSB-RFLTH zJ9n&O*;rWSIIMGn6^e|9qlowY^5x6hbfTz7m*z+IV9!!Vrwf-CBfOonKz*O!_y^9+ zTeRh6Q$@fgEHJ-%AETF@^6jnBnaERj*2uxFeEjt3pPgSt+tbpf;6ptAaEEaZL`*Rx zlGL)?<6TBp&1t1I%{Dl6$ChR~nW`GS7e?=YEAaH_oEhz;Zp=JpTKRqI)aVn@wzt$us#RNF)4S$dw{8{p*G5Yj zhDo~BtlhX#cw^BVQ<;) zxyKtD^E`U~@sa|V=ef*Q=a+T%zV2IEKnd0rZ_rMr+cwqM~7gHfPyI0#F6 zXuW>^d>71p!p2Vp?p4`xw-*+D{OH)~)M)x_yA7tWto!>r9~ zrh{>DrZY9w`=8u)}V!-(vU1A@J zs9Sho66Kc6%*>WkLrnxp-dJ?8w=zV;vG1a8kB{`P_kT3!x+LR*ySux&`df@`N?Jxx z5&9@sRkWn&49-@EDk(}MrP5QYCC@FDGZt1K@Gg^@^!Hj%(`nH-7TN}ktNK(1GiWxo zjfURzzFoeoV*C4B)N7p`IK_p zy9ft(@IHsv+x(1>{rmS%0FYuZ2MjGt$J@cY)z!&_M+>+jiij`KK@1~Kb@;OfnC+WJ zXO><>MC``_rJR`aM3>VwXe{l`^dD)5)PmYrk~L)=nt7|yCUh?{z~WoPy(?F)I8L{^ z(7b}x$;1Y2IYeoE{NTYi%%`PV zHCtMu#j)U~v%7%$uTg!L9Ut$_mB=i;{`vDth?qn1SPq%EGLNa;tSqhFyLS`52Y)(r zm++NOYpZtqIMbVnA^+0S5~Z=A!)H&L%ZNc$fuMelT0ubprEzj>tfoq4IiWUMIo`gz zjMA8U5w|m0<-Jr(@yx&I$1as-QO^Tb`*o_>wqW)Rrex|E5Me;wBp&!-alzp2u&{uCg$5aZ;r4CYA{p6TPm(e<(5o;bAMjY9*#!{K;&)cgNy{!(@s(8$O4~0)MhT zh#Ub~fxMa;-DQE+=DK}50da}CnFDi!$(eZ#_g=Yr<%-QN(H)Z~$L=ybd6cExp1bTZ z(Ray--mGruIT_fU4oFMHZ%|Hr_83geBo>O&=!=0nsKw8IlHSFO;nJRS-;XlQ-oPoO zq8cLv^mD#Dr&&RpbM^Sh$;vjVG?uPD`09t3L#o56`y2EJ0t#BAXZ?WqI83@bkJu@m zKcCk%Rk%pE#bIg5qitpr*D|1yo;`a801n~NaO}A{J-eZoRmMvXzG}wOSFsM@nI^!$ z9s!4~91TOycWVAFn%zgPd%upI>W*wU`)8E-Wi4k%#k7X$*{VpBx~X9;lu; z;tgbffBt;eksElO3WodGiZ1)?H0&$BQI`7aPQBmay$~T}E$Tr-6fJY`;Y~Y(xlEa# zUyr{OSu9(Xj*-D(1SeGAoPXDK`V~&|AZ8`CfCxdc!d73^JU~?bP653bK(;b@0uZk2 zb@w_-iRHxgA6%Mm{D;KWTghK6c!fLGJ6h57L1-hf|CmQKg0ncm%OEUI^>_^&Sxjbz z^Tw5&M%wbvK2PnO_U!m5MsQ5QSDiq-6H@a-sc|~#aXF6t5jc1KSfFXgpcEDCy9g*s z{>;xup^c)sZ$1Z#0zZqBcmtLzT3y-`5!HCYCZPck41l445sR53efP0zW_2-_;M`C! zgazA-0vn;Jsa?NH|Gez!=+_$>`K_X5AYKu5v z>o;r|U)2Z7Jn&7PBY$90p!;13yMJL}A<6~5I5AuSk9OCHXnAW?q@FBhT>Sg)frUEn zuE;*14e7*M0dapTEI)RBU^>w-;JBoxz40(u1fMoC4^ea*dRHRsG*Gv7yt2x)M0h=S zQA-h%Ov3sdJZ6h?lPoe`c_6V#2=_#t<&}+ZxiS7VXSU}h5g;L^aAWShFOd`?oH5wu ziewg1n*=DQuast3u=VJJ2}C9ZRH~ZL3xvqq8XkTAMFc1^Nwnqqo$mB9DT$X#o!&)2 z+sBx$7YS|b%6>D>H&3uHyTNW#5{DBr+blr6gS7PCC&{vh zdQNE@7eC%D2XSE6^<|4OR7-J|UFTy6(>-kBj&H#?Hk`kE_pV;r*Zk`DRGVBKWR@N? z8@PT*2{Y6|)TY4|M8hiiWpJ>?E*~SS?{7QE%R@gt@%&{oEc>=H*}A*k#k`~IqZrf} z)OhjJeP)VMNinH<; z#>%lDEhfj+jFK4ZRb6-_9TebO~f}a*Afliyw|RUr8spCsJrg z67e0e_BrmX$pIyhv%EAqaBAflCi1}blCj+TO*!BhpJIHkzx)#-;Y}t$L>9>?{#aP#L5W} z1!0T2LsARBivAJeARuEKw~`rH3#DQB`@2Z#xxNF01CX(|yMXe()cgv_QGKMJbR4o! zL49|Pj(F*qtzwZClzgDa;tOz&T%F$hYJDJ_AeR4O$VJqdpT`9p+S_y-A+No+XG(RYa( zO78h38}0i2Q@`wqWTjnXR0}svU;q>AFhT}kwA;Lm)6jd-36kC%k(``PUkSc=de_Qr zO7@vM$B{_GURqo8I~SmxKxwEU`;taAxOz1z%G*=OVI-5yw4o)$v(0l_A5pc7@WLsA zySjS1c>W@%nO3oTF3tABfk2;3qkkM4yM`m4gORmBE(1k>@Wgv|)>{Hp9`!g*(%9r= zy=j=|o0m2@{VDMo`qqjRzDo)U4~f;&cWHGZymH>;yeo><+{&Iv)WxH760`^eOM2ng z84vAFZg{Yb8?6S)z{)&v9OAk!VncIF!p16c>W1@O-QE2mE^XOnbAPer z>x5)IujGf7eC%4q)1aUrP);m$%%w;<^P%tWD2;@6A{bo6CBP$~mIv7ZoMTFZw8vBe zqBLn&OScl(Pie@x_>bUTv$ID3X;3Q!^5~9JL)wHSGB-D;uun2=-n>-H#OQp(tSQah z|De*V7#Kj>n0BX|JbNQpxS)c&Y~(UjrsteHfdPZE%;JP>txW$%yGgrMIRQG^_Ec0y z^c_Yfi%)-TftOMTht*nw-W!F1zlV}18~QiOmY59iCws*9OxtLPe((m1oNRHZ>QBlY zCL8UV8!HzSK{^JaM^~fvYw6y8>~m(jS1$3+IM!7YTSz$|<$TH3C%)@cw2r%di;z`N zR8+-)^y9~mR_jEL963TngB%^x;N64G?tsMkgK=|=ZF>R0ZPBMtR}uu{zMMeZTwo*qj?mf z<2*f+ma;y=|5Od=)R2K>*A1-eblT2&@CrhJV>H@yRR7SSL+ASY`yYbK6955b@%{LP zIAqxfoJK3e49a~XCdXwY38pf(k|pw}Rv zeBHl@6GpC~tfy5{i^u+U7p)&yXXOw^10-Dewos}={965)(`q|I+E;WfFBUFGzcVgr zZdlO;dmtELP*^JZKkI_nICPQ!-f_Ez10qW-8L zbtpQWG_!pqlLV$E};A zzzh_~$8FmZ2(D@&j~EE*4tZGR2Zj6+n~NR)mL8Wd;_GHp7Eq%q?11O-dvJH$I+zHm zfK2O_Tr~I-trc%U_=8~cHQ5KMd%em0@s%SCWK`Vc>yZ#vWNC zZ9`;+kO7_?YEngPuRKUFGx0OU|CBv~Yy>qbSYGk~lhFY=&6#Spw9bAm0O1AmP9=~> zT`g9HOINVVAtL=b?aQ+RQt_4wy{Frl4R07J(venaA9oQT@oFSogmFtaFp$35I`bbG zIqCpp5k^HmBr?*G&?m;_gOB`AjloXQc(jwhF3-(@7EL00#pvj$xP8}OFic_T#|%DFs=jn8m&$qwl1x=NJ3ZQiI4G4>`pBsjRkRX!6o)e{P_v*W#%HBlr0 zesYw9>K>vyRULkxQdYWo?{MvtVczj7sBY*zEgv83-Hos< zSW-Ny8&zMAxZWhXum#dszpVtJuN4)1cEuljBY)z$YZy6hgrnRofBpCn+HhsKH#ZOx zfbghbV4C$+za|2ZWb*G0RBox*yYh+0y|2H01dXazlimgM)y@|>iM$5aohUZ>Gk0#^ z76#RNnrB{Pt^1u*Jj91g2kwk=zX z@QpOf#>yF-`zK&*k=Uz@I%f%Nh3SrS65xzq2v3mCn}!PC?Q_Y#{`0uz`P3Sa1Y=>_ zww5e-R~8^JLp>J}Nqa)bJ#ioCh{*8p_YK63Hl0 zrBP&Q+21!_BeCWWCdu&d@V!+TDOPh6{g_Bs!&Ah3IvT7QE{`mwK`-n2Ye*>9rrKHT zb{2J#D;8S89mIJD8=LjK-VY2@h#55)$1_eM&JNiXMEAcTve+%?{VhJZ!2Mf;ry&O=OVs}HHeQy~&^99}c0{#C{G ziFI322`J+5oOnhIpMHk}5b5c5qB__L+vZPF(22Q8guja$wla6ax6jXTWEANI&3R79GoJ82n!ICrT+Ax#kcM|AswoE3%rFdpWF)!%*x8fuWV4LBKg6t74BrsJYG;Qq) z7ODaiJ|1O|Y+XknhAtfsV!*Kdt}${0C{T@d>4>BfA{G5usA}-a{{A3~?tTsKJ6#}0 zB3=tKk2E%I(z`3)1Yn6)rp%I)%UquiX|C z?armk4H&L~uDCVJBDZu2gSpJKDJ(1KQ4}mgiJjpN4i1xzg-hya`0*Oa28oX!Z}dcf zfpAm1(;>61!HC=iLMKK?-=!b;grao$_V5P0)08}$WP^NS$;$`z${z1NM(87i-^-Ez zK+J>3Zacdslm3Z|ad~qC@x&t`NQq7WkqAGXAU=O>Ilz}30`m;^{`Z{68M+VyoNg-v zCC=q6TbA@|^tXIGIK0=qKqhe1l@==zYb<=R095Lz0D{VT$H2cxnd00pcGy#?)Q8Pd;w-=#zJj9%rLvphf z-yAGtbeo?(gi&6)L$6Z0*|*bhm(_p*0I3*A2W^d1!$L1a-AiQ|R}I||v|BDPl6rGJ zypG5t7%q)56RvBxi@0;Yoei7#Hg;wx>M4v-kmI^zfFEZZtS)R&{u_GkDd3rsU(Pv2WlkQQsf zUu3J7BlD)PUQ~Y$a)-K}#zs1u2~WB8yf9VEcXtZG{4Il;pm+zUtc3!J@|vfM?)EVn zJiLhYBBDM-c4?yGSe5HeyTeR68CL!0o?aiDUPSdC2I!*V)e%!dqB$B5npMLzPt`wx zh_gCeQ%qpdn_~f0Ig3*?{>1*@sVP|Hk}HhL&#qGfJ&6<=2G5>0B;TS=q! zj0%DHi3O?kac3!0`ezx3|kEA}K8upq{t@e?%vT3dZD-7zk2ptF1Fz-)I`RQO`2_5(@+Uo!*`P z2zmzQwt0JjCozWen(b!RclatoaWQySnf`DA6G%K;lMKehgMbBG=Zv(GtX%!h*~Y4@ zY`r9VJB=zE)?0G1HPOl(gqzWC^nG|i%mF7I5pUk{@i3}`ryE95mb9ZaR9X1PZ0l6< zL!fUBu^LgNZM4B4O{K*Gs>8nH{QMW-W`$Z0yZzF533F!6CYCPkGQcw}Lx9y!a_q0( zE85d}mbn5Hk&S22`)g64lekMuxET}qC`J<5N+O-UYPzKg`OL|Yc0){) zdF(i=2blZ}3=Gz9+*k+E906k2RHHM)%aWlkg>3l6ES2Wh8N^YPuFy^Kb@sKK4p3HljXw%!yr(; zoIevoMS6RoAx6q+)=SS-6^bOSxKCuCez^_f%YFSV_wS;^m;>2DiKlb;O%1`95Sov| zSS0ZI!AX#N9fRCFA_K8FosY*a7Z*poH8EyE?@Gd zc~3B8!Vh4LU93}8?)TYalNEE|E)kDOXXe+5Vv?RY32y_>E==n2Sx(Ne|$CuIGb2cT*N#eyKBF!vz}T5wnnj`4PI7vI#;g% z zyoUcH=^$U;x!T91iD@3s}n2UBh3`K)^zm{IqYHL_AIt6} zIh};3R?pt_WW<;y)^E-KliAX2?d_9h{p&>>*F6j07xUWNQlwwvZcv*{WLxK;R2V(y zRr~c1McGwuq28gN6qiM_Z&6svmX-?o){4c$MwIWJwVI zmjqJ8{}&)|iPy!&<-C&8Q6V9Qn?}1bUXZVeZoYpfB!taT-}KrwpQa{lJpB4VE;1rg z`{T&8|M`QYgZ>m7o@N^DoA49+?DN@ra<#(E&CLv5hqXhZR1OPYD55)ej=Fy7wr6E! z)k?`Q+SSvuyMUIht!~M&am_cU)*Axb*WW$8PqAUAxsy|1bTqe;va;O?R@Z!kvDv&n zEtMywo6_noQi6h-T3UoXRx++!v6+c!bu@W^YuCmxJSWGwb>G$pKb&)Ae{} z`vwLga&upvKX~T&%kJ@U|JGLhZ==CAb93VTj=_zMntv+n7p<#)k zs{fGC#ZO7=@2!lB`#I@uCmzzXOQ%Tath}X8et!NnnE@Gfc>%?A#Ma!5winQ{w4K)T zMYJvTUOptDqo;S(+#FqH6T{rx++T8$pE~V6lt$^0CAP)Bc64^O_x85+QmE{!S z5F6z#CLytn?Spe1bBbI0@0(49|XW*-dYY<={37aN<1;#%BA=HTU+xXet^o}Qix zo70Jji3s+sRpP1-ZaJyA$;8&y@9h3lv1$>~(TuW}E~=|L^2I6*Ey?qKY;0tvs+3AT zlN1*}eQCRmjm?+dai@{ZM)Lb}lU{{|9TO3e_4Y2D)fEr9W@Pk%JW2o3?>M%!WW&Cy kKSxPk{{9a&mBhuB-kR>u3dY^ih;T7UR_Scg>C3nO8|ecCng9R* literal 0 HcmV?d00001 diff --git a/examples/figure-2b.png b/examples/figure-2b.png new file mode 100644 index 0000000000000000000000000000000000000000..7669701e4e3beffef0989d6fcf98abd30a114901 GIT binary patch literal 8645 zcmd^F2T+rF+J6xj+!f^Z{H!#U=BkK-f}sVMRg8exks6f}sZm02fpwML6%7RG)fGfU zKP3Q~jgj!Fp-k_drNLdf^L&h6cIH}}old^dA*^Ic{#kT)dnzdX;c{rTneDHG{$ zwts^lh&1lR4`&f%O)G+kJzFOMSHeus+Q5&sr0;R(*TExro#W5&`s?c_tVjs5{*UNW ztZguK1ukN|k6rRUM|Ae~yW-`9cwF(m?oRY}ce%R5*U5|ILiF6Bwg13=&3!wrd3#^i z)zJ9MAM7W35j2j3>E$8F4g~kZ(ewT(?7@(z&an`YsQb+QNa4;OH$Av>E6VBg_3u9Y zmJo@PuiP2+>x}A8*VfwYi94d%nR&PUN$ewsu9hPkZE$rZ6B+dFdd?&I z>95-t+?;)0gtOx^_H8Hb`jxp55uQb4ZeBJbOITv#~ zVLFQSV)F{{ldrO7JA!<(?izyZ-jN}OWQ2uDAYp6%<1QY^91@?_Sp6&`Ixtd4DOlKw zAR*Y@`$)Jf_%015Q6;IAE0Va8ySfsM&U=dwAz$;Hh-6$LamQc zBQ)Iqu7Xp^qAFY3`CQn(eY>VdU$I%Twz^w)e%>H6XjovsT~=1hr7iQRO<8{F(EIn% zxER%}=g$v%czBe|Hz(^b-)yunb8v8=^Ggbx7C3`Kzc2*p=*(C@vD5hWXrEhwxuvD0 zwtG+1ro9(4b949Nyy{ir9orw7_ZGXH8*fQXR-T-iYMAQG<;}HQWIueUG`updQ$%2- zP4^b5ZL#w{!>M4VdHeW`mG*n)8npP)d8xMW6#@KSg4WeHKR>mtDDf#7y=FP?!6x%qh&Twq|JSH~HXPL7uEbkE$}T=0kGI~w$a*BkWq z8Q+!)=+;FLLBvtn)`IHUlP&tZreKj^nDHP&At}o=ejFy+_{cn26J`<2vKj7UX%&~1 zWmi;Snwy(@pF7mqlMSKe=tsA;66s6M=*Lq?Ef~y5q!v}#L?OU&gZ}3ia@SvoRebny zec_FfT4kKEv2m&Apmi0u)T6(xwe@p2D?%~U-1i_pfpG80 zr=Mv)pQ2=jzdWfc%Ygy1z9l$%AbKa}ryX?_>dYlu~r`9EV zvQvGnMGDFY;-dwP6Wpc{y7+M*kd^1+>e^83(hkLl5ApG=Vwbx26@M3dQU!X7A+0kI zrJShgbaI@Lo{m=TyQrO3&#xXsC#}q#PE0ch^5swW#=uUPC2FeRyqXVpJHGt!tBRG` zM$*8II;WXWZ|59iqFugPACovb({&<$b8boTH zc#e(4Z%4~+iNlhsiv68V68n$4xYb*X=ELerfz3?R5Ab?qmPlpgSMA3Yl9(;U#l?=F z-u&X?;)28D@l@y{=iWjm7kBrjj+}G69tTRNf?Ma43yDW=Tva`ll5ipSVrQ3P$lUuw zhYzD@(io?1T4K!}zPT33@RYDKlG&!I+-)D^QCV48c;)r&ruadT^YYE{%W zIGAcxwl{SGP*))*zQZ%X*6mYdm@jRVdh1|5N%iZ`_CJ25@&AHB!Mqx4(>NK?SrJ zef;p=lR?6C&vO*GTIZqX=>&NsO!yig{#jY|Y{Om*uStt1Zma!WKv8g3+j@Hwfwbgqy!keL@x~gYRRo)3ncKO~ zzWPX=9La1yZLY0v8G78+vh7ld>xEN#?Bc#<^|Aq~Ye|x{thVFg=a1X8oXwmWX{qz9 z?(BjBjgXKKtD4Xd^vXep+R;{HndaNlvS;%yk{Z>^IuzC;VK0fT9v}S|KSq#Pd1a4s za=rt$Fs0gt%y(8y7dC2=S62Y_HAiaiHnPix)07kS{5-qz?UDh@<-FeQtXLXPj!{-J zx!1JG(l#1yu8hlvm5Y?aXyRsXDz5Bcruy02lZEq5iCSu;@ur;D(QA;?GO)RC+sa(I<7^@k=aykuv)yW7cMP?-y6C0;I6%v`P1Da;z&j)%!0hiOJ}@`R>HP< zbU(F<`D*=U$BEVlOLN)SR46w0f%1d0I-aQbQ8i15x+!CL1XUSHhuzR(76})aPm5aq z3?mCe`f>;&5e4k6IJ(R#U;r+*_w^;w>2zhBg@wgE-KocY9<}%6lL3QdY{@fkw~%_S zL^uJ>ajhkh%c5t)Yv%yocmpJc6Ep=iyZ3i(N=>IWI9A( zZloA68jbnL_umdsZK`t2=ovjj|HRWI*15Up(WCzz;|+lU}S z;t85$k1Tz4zJU2sQn3m2aulE*3fcjmUrH9i)}G%J8>xsj)ET&LOmzggnusNbs#>I_ zfV^~k`|Bojf-%)agh1G0bf>LtY_yyj?km?H?zTmDY;?9!gK?uyKK|{UE#2%(V#owO z*0sbsZ{ZJuoBwOKi!&~~W*NME;oWIEpN3p6*nVPA^ABttRIPuA`G0M6jHe6`CA-hI{23qA zrc~%n&5U6NpWUwovR=7<;{C&-5CQ)$EzkbFd??oxHHvY5Hy&lUD~DT3uPPs_=3G5Q^_7)__U#;|x5ttI`HLh8c}A_Tn|`sNqmKwKuAHQ>IX^ey8vctJh&|bSl;>+3~7p#0UE9fN}_Dgw_lJy3`&h_m3w{G$HVr>d*(W zFRA;RZuY@!2Fo=Zx}_C2`$Aj>HU6mIq!yQyICVX>n&fa=P(=^jtPJ)y2$lBWC86XA zlWkeJp|3e(jq%KA6NP#xo1);QS!-``5`66_;LBO27W` z74%+H3P!8Smwl2*BzEQ5#K*Jc;pGt>!|(@SO>KeBix^{H})ib@vX-A;t0he zC@6^PDB!bEVx>CHO}y`=hXheGv$NGqFu@G_0SnN=! z_-xSsfLn7_bo`gTHH>Du5{U)JmhZ{y8AjKEt)cU)v|53Daa54qV-R*QU`nLFk>j17 zRez<$ZABrbarJ1nQnf)2FXaDwiFXi}4PbdPKUZB2+z4YbJ3UP~0OYq95I zEkL3TsN5+7=sls45n1Z*%hbQTZ(v}6nR@)t6;F}Z(}ov5DeI81RZR$Iq?~_umJl~- z0TAT#e&8;?4wU&^16EVXMDE59w7L`2Lpq`mK$$SruAs1_@Hy*x3&~nhqj+qjd$32+KkxJ_)-6hd+bzoL&G#r*Y9qIyC^FuhTokmxK|?7JpScUb zy>sG(4D4+*hD7x?{YGn9iJmig^Wxbi$qWim~0_s8ri8 zKCZsFcw|o}C`Im01i6gABJ)={s^G3`$#TBw`&V`FhLBUQmfjSnZZq3uL+pg4eI!!% z)LJPC(X57uN(>&6-FEQm4>Xf2VQ!FbowG2w0Mm%5_(oFr1X#+#aLEx(Qp7j-Gi7$f zo;+s6+YjO==lmYUMWI@HaG_%M75sCM3}`>KXIogfxw(ON7CtCY;^W~pLnCzN4!rkp z=;1Spmqb$N;egpua6z3xQWE9Nbh06?@ao%NmFodrla-g=Q$p`6LyVHkxGd!l86S!q zXxD-|XiCRo(a4Wr$V&{Q)FNJU?@gG!g!Ja}8zZxl zQZ{)xJCIU`Jog-|45Yj;Y)M`>X$fkp38$8NA7W-Fkcem`2u_J*uvz>(C=ast8+k5(1I*9 zNx-eaqS3+52)R#$^~X}eAK}#@%z!-9Eh#CtPFk=IZ4!SEA_odI5igvw#E4dSJT!Qb9bT-h3cV5` z;{Y`>l^JuYfh_DM!^ZFrYS8A+Qqge4C+(+j4q$hqv5dj}lUY@! zSSyfMW+2k0m72T5YVeJC(HL>_8eLBL$QNXWsWwBb?Z(P~^-^-Fmk}D5ogS)NBV-f7 zcH0Ly$*Wz>SmyZEB!l9j@p+>wJO;zEX1UWgbZN{dEi!!k!%dk}V9)Hb#yTzWdAuK{ z-PXcb=ezL?_}ZdS;c{P6W6#XdRVZc60vg|1!T&?}%3J)(F&M!;H1b84Whw%@awX0G z(=WkO=h9D7ZGC&4616>&!p05IuogVs0iffCyE;P&$)1(pZLz(6lva0D@#=cX1DAyy zizhV#?%slGDuy&Zid`MSP8n<$Z$-~1syLNWy%*n-NDX@ORp}aiz?98nW@tHB|^^Y#Hyf1qz9>x8K{EP z?5i2u4TJsBz5{gtk^wDT)V~&jIZ+O6`Robx`CB5z+^Agxpa&9RK?XGLVRRa3Wf7L= zCZQKrn;Il_g>&sBNE^E8tL<1}`?B=wFgWdawvf`X4ekIRCb3JponQU*wNFxH$gQwP zc!(7r4=Fv9(OsT+Ncs>iiRN==a7LmKH2pkyY%e}%;gZy82p}6cgH-^zj7-Q80rN47 zA8w*u(25s!;++6{F@ou$b6}?e=cn``)+nKblff~w40eg97_`pi%Io=#Cb{L~EG@gM z@}FF$?BX*0g3=WOCmz_|c)MwdUsjV!UW_2W0~>Lc`+jQ}nxLUOmA=$OKwTPWhk@&_ zr6I^XMKf^-TZ+Lh#XxSkk!zg{WvT7aH%A}7In0dNH(|+4A)UI18BaiS0J3O-oIW#B zM*vv4$H4%3!mE`fE|%LFwm!S^x~-?@k{}SaVw<-6r7xXhNmZEtE~Vge9?+FdY-<2l)B4O?m!-=bJr44zXTU;)i8AVm&c8Bt_XM2i$2fy^i1 zf-i6UT>mZXS^DZ+HfCuwrU*2kZSc%n)K8K+FIbL2o98WDdtu0d{uRC80;HmdBs?N5 z-V6HDYvituGbHG!UUOyHD+QlllN4HV?fq}IeuF+GGP*tB!|4DCf(Kt2)htaDu*oqN zh8Pqx*|g0#ukl1e*Nr`VmHiGTHG#ABYHl+rU*gjd3f8{vm#~+g%4&oj7xQfs0a}*r zESF~1>(+2#zKxKuoI|NBVB=2V6hyJ7Ao*vrQuX}kECvBl>_#a^1btXv>BE}6r4hUn z5+|PO_e0(3aFxLBE16fg8IqtbHki3tM#Y1X)ZCVN4Jayah z18{^^V%j|jE)qSuNX=d&aT6^aoEKzlWAQaBPRA(yDf)(-e zSO}+_G-~HU=Cm&<++qMt#eu}gD|O^12)-ecFBq*F7J34tA&DaFiDZ zgB&eN7rJx6pFklPzJl~v;+D>kzY=z--U8B%xN3;2aYGfsgRz$OR?PaX*Pw)E@8DN< zX%SkQ;45YU0!E1gb0QLtVi9f+_t?fn1;Hu+ zdZ<(ZUt-C9-V@RDN(}ziv7U<7A`tPDh27J}Us@G~hNh literal 0 HcmV?d00001 diff --git a/examples/figure-2c.png b/examples/figure-2c.png new file mode 100644 index 0000000000000000000000000000000000000000..cb068b4dd0644b3bc37007518e6c0d4bfdefe9fc GIT binary patch literal 8677 zcmeHNcT`j9wm*oq6 z5)^?!nu4K+h>apmdJQ5a^dNx*Ldx66S?|8}?wUXDdhh)=FH2U;AvrnU`S$*`&CP$< z*~tGz@h=F1$m5P2Jc%Id+7LwQ=@%Q}NVM%qM|fIK{2q7e3wT6);rAaL^>^(77P{0MDS%3xOVp--Vz{z5zkLUO(;(@dzY(1^DmO)8418yLacs zprA{pIy(RL2JL`Af{t;tSpkCVL~sWWoVt=WH$;x_8YfF6JtywTiFW<8HS5;T@g9G@ zwCm%e2d^J*9{MZp&6O?R>;I&^)mAy#yZvphQDU~+Q@xhgXWB1onO@XA>2}KVE2m4< z4W}G2c^`+mo2H|s2eb}2=(7&4Z{;Xx61=Nd!yWoc_Qus&7WYt7`Gkpb?qI76o4C8n zo34l;AJqDaSkegcf_2bJ8nKd+l1GpY>-7=jZ-0fm^AD>(-NB7rq-gRRRq=?bXVZiI z%PP{y2Z>il_VKV!Z??@~4>Q#>*6JVZcWZzD{sd<~f{1A;si`yA@0p&mGXMLV_V-g9 zsY#NXwkV8YGnr(lB{~YvQH6@& zk2Oqp<@xYe#e631?c2AvRV^)iy7O}j%F4=pI&gNi3l5t-G)Th7<^b4K30D>*)-UjGL~^|bK~_*TiS<)L|4mP>E5R& zTGCT%ugS1GXyPD6C8d%`ks#ldX>sSyo$Y2JzMIV#UNohf8ReZRI7&a?EaDH-^jgjJ zaJo@q;UJkmL=N;tkj~*~*-42XS^~mPbwv2l#1%5df@4&3lY)YRskyo1l%UX1cD-6$ z{t%(_w-ZzI^WqoFNiN~LVw3}qY?N1ADhx&tp1ibShAVlwEA8^z?W?s4k@43QER1h` zt<}hFwWP@_8M?zNR(WMiMjhdzkB=>pNQBBN@f#?`iX#wYHcVPKV>o=K0R6bh+H46? zFqNZ;+iWRZm}N@DeF02Spm>!{5DAuX6xdK-R&_aW{dXJ;@l@JKyjfr90W}}kJqi=(PgU8E9W8XdZ>S*ukO1z_FvR7gmgey!SE^gAiH7Xgdw*-KU5B)>H#%8GiMcd9{XDrziBjyxJc-g$@PdD02g4Iayiiqi^rn!XunSO2Bk^8{FEa zW9R1Prh%uX)v1v3dFS?=$*(WJJgVzISe}3G*`reNWM*7;ZtgDVL5J!qm!EWb5367h zBv=m`xh>;B1+U+y1E3*zrrV>h*aL+Cz#Kidx3{6%Jl@{k?ob)zMH!=#=5c4wo~^8` zZ13*Af9TfN>S3DYNqZeAHY#D5nVzCnin^`$d&b50j|Q)d-l4D2%gTD@u1F!1j?&s0 zHnGadx%N34xXq@M8OI*%`(|ip$N@!*RvHbHY#9|fU$ZukX?SuvPd9*7eQI~&F`5O| zEM)cw9*^(NcSyK@|Gu26g*lWdy7K;kfsT%jgtIPT>K!?FeAdZ^>M*W%+y>;u3!@L~ z1W^Oez3f$@grAh*r>`>D=P-Ob#^mEKYQ?Zd3@$V@G}e5vzMp*fj$-2c{Jes*s)2VW zsap!^HIjS6M@Wr%MKvjUEyik=E42!N3$-%L8B*d=^~9qdajk8z_|no+Ohc*P0B?mW zg*;`;*Xy+fFqY4>7?0jgBlG%9L`xkBm>AW_E8*ec6bu%N-M;_FgA~ApZ&Hl{3Wq`g zp}j6%TxnYdw5TSCM0=ge_wCrRV`_4;{zA+S-c40a0Ed7-00%&Wp2Ek^eth$5TKIG> zec92!LLDk#rn}%>+e2%;z_I$KG!s3ap2Fh+0Rd1SB_VVD=n*xW*rr+;)ihXs*7<^o z`;Pv(*sl>pdN_LE<)=Rcg{iD0&z3Y36!j0ssiY4CFtIpYpr(8mhAE2Wy6#8(YgQ*P z4GSZ$h;O!@b?<-fg`?~#s@8oKqkyLf7h)`%D%jLiBi0o)Oysq!uaS>6Xb z#HC4uGA>E0u<4}M^RRyaFf2X~z}?HwkK7s#P)v;!Oi2bZ0EZJd4t~8EP$J>aERz0Z z?N_C?x53>)>nhelFxlV#2dZLt?SG;wCSD-OZ&h%5HkITLjW%2o2|A1bo!9sDg0*LJ zN+JeDh{nV{+$O!&#|#E`SkPTo42&?#Vwi1nxpHA1_B|*hWTJGy|92fyH7xSiu37nL z&L1RhH}pMsU&ob|QzwI1iR9{|#V@zj#E-m+iF!Oxc%Hr+Ws(oI*SJ&oD74NTn33e} zBG=E_Xos1hjLMZCP=Rqe?+jYU;x$eyh?(SnA_z9j7(tfQfVeH|mwQ}k4GEe#bh-h9 z!N5_V(Urr-?$QTtD;n$u_)#qvx7+HB$6If1$T)C~Mc<6PsJTGfGzrKyzRISxf^yP@ zhKg7l7-o&O_CecEOibt-84(6b{Yb)9C`c|ZIod+F@Tvr;k-!x3-oeLc%QHQiI7LOp z;xO(+|6HkWAF2%$oGh2xtV`VLVrTp5GtM&{!pO^?q1}(z*w}0~n|+GC5(L+sNY=<8 zg@=1fYGw+nyw6TPz>-4F6gnjv4M*sK06Yfh8*4USek|2c%h}nvul%xG$owFx=sbC| zeL&wPQ;!n@>vn`DqPc5vyS((73$o0TH80VSr^^kcFNgnjDJVaVilD zwZ6SizX5OqxNnd*8jQ!FN_Cj`0JJTusNr-c+G#zc z>yaQ`iaJTx#q1{!m#G<1mDA(l_%tDV!5lm+K_zaW<;DH_A-cd>dzFgw*G;qN6 zU+cJ}fo(v=a~zg;ZqDN0kOw;C|ff4tffBs#ASuMl8fdb^JhIa1#y$&aD&7%$VRw*EVh{LDJBGFfUtTrxf zt6BIN2wmvx15Th(xXMkyaM`V`L!raYjx?hHm)(g+v+*?Q4zrNQIXRlZJ2+U_4Fy#y zc$qAaKy!0*Q&Uq7z&Dhsj+~s6x$dm$FnZlO(?yJ>si>;jce)>T#8;J1pcJcad%yFM67;7ZO>T0y%)9GJ6V1}{ zpU#}V41|^ijV4%{>U-v91Jbq_)WGxS&)ruRMo?NmfBt+si{;X4jUX9uvqUN9+*6BL zI^(lc7P|3jg3_f>AgT&e2O5GYHO#gm|%)l zn*$>4*ZBQ(AL7z`8v>9leUBG7s&8|s;ocN?cny8{Z}sm?h!gO8I@w#cuDigI*zc92 zj)NvoENL;_<0@WE((~(o4sEXaE=i|#@_i<8ZLUlchia{^yt6sap6$23A=l7sG@ORn zZV_>%u>9k%s0P3Vjwhb=gqy!?@*Plar^VJb5E#u{@aCVW%hn25eLlb`se4c2(feAC zyqdVK{{9qTZhXXHcy}3G3&dwa*Z;TNzsC*Y2OxI!B84mZhK8O~?ODqzGDx(=w;7f< zhN?o@FJ*O_&<=u#Z7^iO4-{}d{~TVDAqK>vPI(Kd_SMO!U4I~rTufE+dpC?Aa- z>sAbFd=PEkXEagA07*%nCve!C@$ zIueSFDp}uBG=-nRs)*_VwMu{>2BRdR?bz@j&=(&GvWL>HX5+PB*=4M7pOlmoZ&Jp{ zwY{!2=3rgJR>za<3(n{PX$=N-9A8$s73sako2%fqnE6E2uB3~213H##eXY~_TSf07 zT0)akSJCuY6HYaE5i-p2)M4R7Rpf;j1vdqK^7QpBcJ*jUbd%(Gx;ji@AjN&M?O`zW zx_JIsoyt3a!+UV6TFLW7G`D8hJW@^3^*D-#M90!i>7~bg7sncSR@}SjCYw$?a0~2q zAdKI$w`%}1>N8XLvQ}nwwKa-LpoVEMMRNf@J`g^6?9hC~6tMU;Nf3`Pc-*mSZp*u# z8Xny#a&)~4O7_sW%w5ZJMPkGn->3|q+r*08b z9FDTM@QthR&^&~^%8=utw`JPKQgDKL<>SqWX?xny-=&?d$FI>7Sk$J;YM1YXpsXHF z`XJT6au=Hx70IakQRhclnYIAYJpKuDjf2KnQ0*oXF-PLUc|RFrXFBzGFu2FrWGvpA zfcs`TWC>3; zmM7gBPRA)j79?I{O3cvY2OjA;kC=+4K^HZSr`&_jLbDCR2~A*0#aBLk#6-3%_-kot zJxY!{Zq=drd6u(|^w8eUL>;{jSIM#~VY)LH?5wz{QN|RQJP_!zt47>mDe4f&TQfu2 z4#+Urk6R${>Hw|jQ^YU?+AHXApVfk!`=eO6x~y`Q(S|k{j2A2kX_pT}$8vk!;>Pn_ zMc$0MN3;|O98v2`ppgy1`i|DcwO*A`IR{-3Bc3i2@6J4Yr_q6sp6E?aLFXl4>x;;8 zLYN+$<9s>Ao`s?Ybk^!|A|8h`4+o##K>AylC39d+*k-LT{_CE?`p_C~x==JMA*(>* z5FU5f@_G33w9}>94bc7;32<5n?k8?2`PVmS(wtyJ2;wok7z4!px~dxu=3zKd&EbFG zuVQ2coqYsa`lc-!?hyN~Rx#JAK+Q zj468^#?r~J_nwQF-fX5R^Mx zz?ST|2PU(>2UQ^O;#A$u$)ZT%s46;cX#V9(wZN5;n9u)@i(JY?eMN;>FayXzl5#Yj zw1*V8wK8}{mpIY1*QMGxYRM+*9y%9lwUk6KY%*2DMaw-MEEW~8`?iviHYBQH)44gQ zy3A!|zE{u!>#0+{@IBfO(B(AYnC9vz;GeLMCUW>nwRe3)Ali2X%QXi(xW_Q5G1=xE zbiyTUJkcq*>$C|pI)L)iBs0Jkiv=|5H5v-CSGBW_f{?cqjkEh8QHFLs?Z{Ug$^5Eq zDR-62X2XyskK9(vn;YP!b0X>#v=BiPd`Djz^eT#(J{>$96jn^6gvZsoG^KtqWe>xq5Xf_V zTmyz{M9xtb(ktaHChRm}t3>!YAJ>WebPKZkTSi|l)`;P#IrzLnlnH%DGVnuz@3hcK z50_p<2C0!i6JnB_Lmbc(nBq6i&c&KcJTMopjM8Ufn9JRcCZAq!K^-Ytw?x=k6uaI5 zUJ+kN$^1@JV~J;7a`_i$)zP!Vq(TQg4BfV8D2$z+3s2(2}NR3*FiK?INE8$M( z6-|(a*Ib}&RRuj!q8@Y-0xPve+XUk5@e-QIcfN{K6CU^07m^ueco3v z*xk1iP1?5uoW){!y>cq%<*d=RI5Hsd6LJtAEOc^atm$s1psQ%wd@E^-l>Ce6rw{@> zhv5e>(K-}KVt1G=b`?b$0O+AM3F35T&a>WIy)UKUy_ZH_It9Hy_A=pOO zF_@&afbbYs1~yn$iD6ui-uOdNcV{QcV9r$`s31ez3}vPy4H9_s8SJpx$Ohvyq@P&|&kSOe@A1?|CeR@JjNchTUyTFmo>%%zk_9^lQnDuAiU-)OPzk|=8 z`~75(6cXC~74+KCPm0(C2XzC_Tne;8xCf%H2Dl0NTn+T|Mg)3$Ui&uKEdc3>@cmXp z^?OzIW8eN980e>`ruOd>R1pClYA0^$7Yhk}D+K%Tl=Y4DMN-%}k;OA!YNyN}N&G?Y z?2m!hV6L}g+oaXKc>$M>IrIgW$M!CEi`~yi5B{vGGWF`uF#+09_fGHq;bGp);3<)Q z>IUz1Fq&w$dbQ99&z_BFCY2bMuqmsx24r8Ol+Xq|fmmqm;NTzyN`CW`!u-G;;13~z z$_^3mcK*gEV≪(x=kk?c~(wz#>97pYQbpZ$h^eC!x15EL)(Te4Tky7`z=Z_`g4d ztnz=2^Z(19Q+hRf_k&O^@A0Po!!1fG;d6CoQ-lhw2g=Q}&2GMNXe#R8*K%F!dZSOa z*^$BneD8+9k~Q<-QeNo$-@hMI9zX5`<82Qv=7-g-D}r$aUF@d%^+3Oq zZ~i>=eyAN%0+(@1y!PYHf4JpQrSrVN?ZKKG35Mr`7_6As-`_GO?VAg~T;Dni4C1YF zx(&O2U4Z|)x@5J1${2oBnO23Y5BE}psweaX;dd~Zo|M!&{^*l87VizXRokwz&Lbae z@qSLxc=QQmzfN$O)sKsO02t#RY95pK4>lQm0Sc)9e^@|m$y@UuS3L1-rs(M^)=|(F z|DNBz+y}M8S#Wm2$7c^Fg0`vp+qU_u1-ELIcs1cdUc~=w^N$+%#F?ERnjz4y<$!eX z@Gp`p03S&XX#uH&bK#&0>|#$yZ6?7 z;xS6b8_Q=x*6+11L=1^I5%aC08cuNT*$h=s=k#Z2HI(8pT+S=!Ft1<}M~qiys)1HQ zjz#w)_I^sWvf4SWinaqStfYZnTKn_ND(6y-j|NkbY)`8jqld|po0fDu8$G+nb(xff zN8v`-WW#5c9XZ?u=G#F#bp(I2a`f?;;Q0|1MNwU)u|T?YjqmuhoeA-KKCdpGHU}%Km(YBI0;+ZR}%MF7QCc@ALVT-!oR#jDvxF+lm znR=NosXIT~pv{W)o(Qc7U#(Q5(CbSG&S7$CrgB_UZ1`l5Ab`I!Wo8bCfKx{|IlG6( z8m-O^IHM1_$lcH+RZ|luNY%Zkr}6gF8`RRqdsi`ay2aX_O>IG}{S66t$A}WO>8=aa`rRagD{?lj4yH>-MFFI}dllxA#~8gP zQrZsi>>Xuad?I!!^0b(t0-{l?p3ZG13H;m%sW`G|^N}z{RT#aN{cIdf5U%BBir9vd zho7)#R#Po!^RmQBcdHt`tHXp)vr||dPZft=XIy~O#$D>ix!h>1JVrJQK5}z9D#a;D zm_4ClmD`-`)}2xsOj0v(#Fb>|yI0uaW~MOb91FEruY*p4wgE4@x*=p#iSBxb8f7g^ zw&RJZbS6B0{q$(HXGSzZUtd(JWW9TKC_~TvRZ0_9%D2`qQcOSZlO)!KC#$wH6)tQV z@u_=ff3_|=H^u#(#ICuz<`{d+q#b2SYm+y%*4cj3a9OU$zh0N1ac`OsQ_oS%iLmGj zZ)&*~e^b0p%qTA{O`Pw=D`oQy2~Fz(O#wZWp{Kr^FFH93jTi#TV)Hr1K{l}p79E?g z$w*)-;zLwm?8TX+l9aRAn%=|T%jj2kzm(t|fd#x=GHzh- zQ#nZZiOcvbErOMmVB(Ud%%4r9q)+k)%LL`j=X-5qY!&QE0i2|K<9d* zM9w*<=3C5rEE*D%<{T#4(JpTA9a)d^9Q3`|Bxj7io@c^M zcRd7_pD|AjHL@q(ZUztMjr&v3Aq&0s)X^%lzV)^IT0zrmDtlR&HI7s(YSo{~dh5|D zNVK3;cO2x>pR@%XDrwe=PC3?_VuaXpGl=rL8b)O=9=;sr*DXd1n0-m{7)Zv+!>UKi zPb(O(#?LOm(X`bDU9YvXPBLZMJ`Gd1b=_Y*9C6E)9VxS~Fwo&-I~swJ74+Py)_477 zkN};@t$@4X4Y}C}hV#CX`>W5k*Qh~cV;H+HE8gfbRek=JsE&8C6yLzWEJd}~AI{(4 zIvY>-$hp@%ZQv5*b>bTp2?jd4WP{nK zU)b$#XyV}~HYl&Z>4k&h~s5!< zP=oo2?5zLTj_5N#q+(yEnP1%7u#@5XIxJc_Tyaoh%)81hG>B{@vO?Cka}0Ez2ti#a z`6kE*JM(~Nlr$Z$``sbIjniv-?|zpK7+m&jxnZ- z`O;B2o9v56krSCIBS>=Jnbwjn@VZQ0CDJ1_To_Hp61;cyBOZi^eFfN{hg(h?n6$vc zpKGwxBAjXv6412%Qf;nRhurh)&fQ8*wpSC+X2;ac_lGkR>M3^#vfN+deMna#b4F@W zrRUOC-d?sRK5?lJ-<(EkY^cepmi=l|%WNk{kgK3IFIfeisS$6iCo@)MfpuIe-dk~F z8Jk27

ryRBFQ8Ww%~aaE3LtIXHTp+((PW>=;33e~bCuyJIUc?C&3BSBu=VDnN= zgMkVqlk?_mVu$JA0KvR(&{Km+Z8Xm8ylCvLQUCEHB-H#1efzmcFek~Pgz?RtKT z;Yw_3TyVx2xwyOc+)sr&1)rMhNlj>%#ox6@^!6oZ=*`URjW-{wE=Dd&2vCF=@jCkR z-F+73=H`5U$22tAjri94FlmSk>}+=mrGcg9T*|gQPU5%xfkr7bEd^j_erZ>H?8b^6 zD0taM9YAsy`xkhMOz(!P6~`Q!!n29N;}JM^u@ssp>^YeCS_!i&{8Da4h;N+_@$gs> zH9a;>s~Z?Vecn@&jGKb)gPbnPF${d`@tE@rLNpaRJ}m9vV?b z*I6%XLep<~lB>;whkbFHzAc@qCW8vp9`}pvxxak5%}~z>Zp2?nYO@FKg@=L>emY(* z{aK_jK3045`wI8oPD8fQeYwpg2{(PiZ($b30y|~2APXLQ7P~@yt<_2}&id-`GbP$E znj6!|<;OJ4-9BbtuIY0bk?a)8?n-G|67)CG{&2Y?rRAN-m5b0kRMKP=Euq#qG^t9V4;qcaS*0dog;vLSbN=Adcztb&S?ldMqTg#xWX zc^nx=!u zq~I||l*};S4K@Q#EeG3>E5%>=g@3xjAj9*(Zc?xl@_Hd!Q{*6pXz&L=Y3jFYkCQ>Z zdl)sBo#I>&7y^D&X8ReqZfV47VeQiM-5M@!G3W3`hQ>UqC35DTsr#!3rzF)~f6DF# zTf-qN@MC5Z@SCo6K?})rQa$BSwCY)GPo|+hkIN=hkNM*GJg!Gyx-JYmIy#yjJnBj9 z&o&EPoljECyzz+c5i6~$J_g1@H7R&3Mq0Q0JGQV~vX%9Gtqf}XxTO(i<}4BXCUz$yzx#?|gCkqaSRLe|%w6^jU7+icgJQwpqthJBGvbf`&(5Pfx1GKs}1l zgEuzTXEY#v>!>-KbX2ohp>1(Mo217K80Lg@U1Y$sof0!c4v5~vDUMhN;QYoLFn?-d zCY6F(%62Y}R1AQ%&0uZVgrk@E3t-{8teV}5fvkAF$c7ingu)ti(b!|>o-#?h8ptxXIe*XHWym&>jhnJiDEL{fa&RM zHrB#-UIi>0Y_J=eV|J?%2J@{d0;&CV3$0P&rB`f(gj%Ai>P}9RRqV^Xzn?jb}_vXG>Rp6jWz%djE6BAm7U1of8qwO zWz_x0>`eWcyQi6JV+ap2n%(=0i0mac*o}w#3FgD|X6$sqUQU<(bh^A%On+tpE(j&9 z?hxKJnDLu>z)Xj9K*zx#Vrkuc!Qjx)+*FjDMf84^{%W7G#Ts%%EpKfM6e%6_EJg4! z4BVkPh^4lF=sOuO?SW2~uv_)%gMK$)p@rc{aijYevP`l)2$^6vnSqrz<}b%1LC15Q zZ26^@*`+)HmQu$sS``c{EOz4Cnu$=axMoBUBbF3Hqg8;JdrE zNXlFVp63l_I()K8mJg~w`o!kXZ??hL zlIu4Gc*0R|sSjxVJxf#?0kG|F!C{tyiS>igEo2DF4&CUaM#Jq$dY`xj*QzsTk{=YRPRFgKXE@=vJkhWeg2mMzb&H*%R7Nvb<+seASDm#AM| zNut;D>Y)Q(94|H7x=$|^n{a&{s9)U-JqZaH06Cs|0&IC1{QaMW{cl_T6%~GD%fB}4 zc2nm)0g&@gM*0!tyuD-JKOjJ0oYg-$;qKb*h6_d^lpY6=Sy5 zxefh*vp<(;WzjkLEOMcQgd`YB8iodDhBG@gJ^SSm4a+82*S9b3)Xt@OF?%!!GjHtR zy-i#?4wj&B7-j*yl5zib8S1Ntr=cl&&o|$H3zp%+4#Q_r2PdIAWaS8*Rs!72BgZ16 zuD=Q{*dXdo$7u9Fh9$_u7KVxwVsBb;_l+H$y=*9SUc=w(JQb2y?6)7=mmCwmE1N==8u!xBUq~{spMNp zZSPB9^J&ZGfzoP#6<({!16V25Ff3R$VtvYB<6V~I3BN1Oq15akCnf9Opq6?dWc1U6 zWlRuo2cl$xFP+W4xUojVrKP1ctPVMNlAF-L$FZ&P-B_VQAFxGhde-_|!+mwo!=n5hAt%?sqWfwcaNmHykY3dPr&Ea z0E;)+fI>Y%SVZhxjW4Mma0y4yG@ig!#m)eCs5gR3O97snTgTml)QQHhTZ}zM_b&qY zvhQ5Nh1let@M=idL0_Zn1A0ZCPnMI-^%-Ff!1JI9Z?fJ z>_2?c=KY{pmHTS<*AEAv+3!m1d&%>?c$087FTyAnd~tH>y?E26{coj0aT0vH4n|$$PbQTTQrrUD;{J`MAH;Sgfg^+${e{3i;=0^{+P&5h*%@30r^S7_usw zdV-ogIGEUxxQgb-Y+6%wpv> z6$s`xBC>;2E?0FN^^n0EZZI-M(|qnq;L*ohRi*El(!&C?gPQC3Dbz-;1*4E6;Q>!G zcJk+qHeZ;(MFbnc-=!EG8fr~gn3ad?>$it%X++9n^n$tFWgXsX4U<*q+jVGfCIRc# z-Ctpr8;)M`7-%%hO&U@G4tp!2?huj8zcP`gujWuS_FX$BLa@SMKUocN7!(#aPfz<2 zWsscW-q+QDBAa!`YInqCjLrQf%yq+6EAzPx(|2H!taVoEI&&elaWbRQbHsqVIC!|7 zM%0ng_HkraG@;%Mk8gIou;C-CM<2QQ>T!ox{mqIFLBmq$h-u3Xug)rrBu);ldCXKg z^kkfz!S_|&UaaxmR!sUMHdbB@V6jL`u0=I%{HR3wY83==n-6eurCCXgnGNNLd*%+l z7pL?e{H*8u#)vE3fXc*ue^hY8^#|C!)YLy?0fNWs8QdXF#E3z2BNf|Fu|#rQqT$_M z*GC7uc=b!|;s$)?sjx-Ipaf`O&FkYwQk=M~%AenSm%?AtN#(UIN{7Grg)?G9nXNpP zOS#i5aLLB&b5bP&_%)cO{;JdgTQS>7vN?|9-e#m}M5?CWpV0SCh{_D7qrK+(;CEdJ z8)wqAe9{;h-yboT(&@{?G5Y+;%_r>OOTFHthvuYFGr-gVXNbHU)6{#-TQ9xX4RFp9wPEtw%weRqI7~cyivl*#%NEz4PY>@B7Gs1sP+R|)d-RrRLsR*pWkCoQ0>X?OQaY4@^A4&d4qEX~Lz z4hk?m-zMnA6poIiiDD zMk^**L*bRx{q%E6(@t~!k2n`-113aKd36HbX31E%%bJF=SS0nJNKd?~*6 zD_}qbT{mFXwDOM_K!J;aDn4GE1|GiI(YuIINh zQx92o$RQf4e9g@x(=@NI@N@FpVx`gmSqzA# z>a)1|r9IC~rOU($C|LmH1HGo? zE!#EgwteLdSWaX0cTaElkM?N#4u0=YO$yHr8VhuMf`4r`5NozPrQ*HGSFy+ zvnhdL9b`kaMWqH^1zMjT{yIvr^*k@!V&Tcb)3<>?a*)Hq3(|3jCS4tJIMTOvHu-Fd zjhaenaqn}W9*mGr9LMXw8yKlVm8SDn_m-QICu-k{V=RCR5~sKLpn*SBl+IItmO0`J+kU()L{6r}Jt@lddy)(S7H*7PNBD1zXOBxTV>cik$(q#Hs08 zkK1A_%B`=cmNRk2!yQM{&plJPUw3XWt9-y$zob$XrrPZHqY0cxjKQpTjvKE%OXtio zC=+9J!tq?046x>w@e$Zim&sgq2Xk~Zoc;Df>e?tS1lc#HE9hF#n2xoFZDzWXHl~hq zJqD?f0TU9&39)I~eV?a{-<7PGh#=RY_N(*}BlPuvfo8_Dj2lPs>597M}pzr+&yJrsMZ752=T*F9F9CU?nQRJHW9_P>#URLJKO_ zfjs_}x<*Ia8tEa~PQhJ8x=7YskuH@~=+L(@|7zTyOs*hM;=6N2M0+;@m~Y|Z&t;j2 z4m{$R6mGm;f`_aorE>6A5%+0fLA`iEL=b-?UaB8S@vWU>E@0&mJeFGA?m3kX$#%3F zuJZal<8j09T=23Pk-KE>Dr45__boW%tJ*MqGCHKB94XCCZT&#!X}wDcVm{j4A#h!V zz3|Y(BAMY9Yn*-*Yv%D$-Hiv93NUT3;KKUDv)oggmq={dY1W#tzQN_9xqSVi&LJOd zb3&gFE7fR>Qj;r_iJEZ0epyo*es1m2OEcss!o*|40YR}-luK6O7uVASb*SgjsRDXf zo0ZVeApl}7HAnE&{olR_Tv&T1Xa_9h)gA!iVCAlJ6$=HGp&qzmy}8aigwnOuG)(mc z@r}hDx{EjYA#QCw-cP4?d5(p$(wB;n171-yTV0fxSF2$SUxghT@~wj}=^zk^dt*}I zy)}K@%g(svP-pzI38_x8-7u+@E0YQwpxm5OkqykZmD1?`2ggED7l6+}73NhKwKV0H znee#iWBB=c7w1fl$pJ0zyKz3+1o4P4^HJ|1bsru0@wOWC_GA6UoKQ_8Hh8}4jW@t0OZnV2 z4E3&xD|ACIZ&49XL+u+&lPe2EHK+Pu^HS%={t6Gm%KV$cO)1W+HK6Iiup;fTaO#He zbY{nX93l-8zfr~h(LE_#5vE7dRn>9%mQBtOyBM;_e5r^7Z8L;n7E6@eGySK+!=;yS2UriQnib6 z2-qnN@^JL3M+^`>nYbt7hWCEq(k`$!+Kq=)M5VMl;0!p2x}kyz({!r##)&zcDE?K@ zR}`{aW420{S~l{>A$ST97*QtU$)<{pSoj{9yUrP7$!Gx?pOMDn2AXGKGHrLZ)KTvF z8wP{zs2iZc)R78`h+byAU_7&)mfj?{kcy1pFZ6_jIqOx9eOE)~o|g?>k>gC&Sej!S z*4i961MoK2T>4n9f0jwe97iJHNZ~>Bq*G4LyqfTBxGg}(5@?-3ARaig63a#NW zG?uFG<=bYw>3TrZ`>s`=-oa_P2=(0*wVolTnyyK!xUNK)6>=3}Cwp3dxkrss`*{L$ zZLwzHA(AT{^j6Sao^8fjV5ycmRJf2cCBwV!)v~L(8pu(vk)NkUku5E}a!N$lOt~Dd z+WTM6O~+^$_?MqphWo!XsTMaleq6=DJJGgR=PaH+27)}?I4|>X{kaY)-or(n>43 zb`ySK)zo3_cIgI75@DqBWt(L9tK5KD(Hf7|9P{$lAsLOiXNu}{Dy()r=Hb3toj(@5 zTKQNRz3RSdnl`~iO0%!Kl+ejwgnTD@V9<5RNM8}w#~mQmx@^vbdkUIH9>B8B-B+)m z^Bla(Uvo`te9JV=35LR+(GyMUCN4zvP&}eQ5 zw^rqn3SXzwc zOu#5}aX7j&Tj$)v4E}(!-3H$@MQ{|>pBt94$CzDsGzn|x-gM7_fjP#KXu_#zljQL{ z>*jFk5^n<4vzBivo9+&#M>&2d0&J*^9jd%Cb~hiF4_l?yPSB$^9ujSRkleiq0dJfv zU8((UkcUpK@QK%U2P&^!uFS#0pp1N$=o{gBt*&xR zQ{TJxWoWI4knNE-e6mbko{ohc^>I&zzK)1oxL=y4=S37RQg*MGxLCm(#bBc+(1xCb z;-a7p{ScGrTom|u*=4E4updB-=0c53TuI>Px)B?UExZjF{%}2`38!G5HUr3hX}zsd zl93;@O28(N{q40fZTRywdoU-=GVkiQ}&Nbn@48=_iguAiX|{+Ufjwujl|EzI7~TSWpv0*jNOJYhZFUHqTrT3r{P5s1 z0QXNS`t+0$&Ai};~pp|8BLkNr64d<8lyMem5T=w`eTehBFw{Q`}E6Ey$&Op2# z=yLafcK8H3<>b_$^)rbwcO%8s;om;rTi&UF8$^=}YzkxKjGKPl2VJA?;ACEVvKl;7 z7dbbGHU9nTu(rT`a6Eq`j?V#BdhR8| z&TcUdh(iL&Vw-FqfuxG9u;hPd2K*x?vn~f1{Le_-Eep>70vzqfK?_6F*IA~dDntYe zHv*{M0EkDD4t@6!63Izklnj(JB&C7=?!GwuB#77^Bbfj`4E() z`)Y4{AUP!`SQ_a9#nwT=BKTL!Lc90&B)($XdXtTt+ z;q3k0+CLV&9F0yu2E!i@k!Z#LP%w-YGENf$lO zsQmU=FM3(PoRl!$*MDH zUL~DCnoT)smE+2s>7w(qg80gkosg7LTp3>^}^Y)h|t@?}1C|AR1R~Ar%nB?I=QRJ^>Cw5_#tzu_hQ6 zj{G=`O^2{H6qEpkUX^#Nnnmss#mc8Rhk8QVEdSheHRFZ$@4p0`qN>>cgUTJqQ>-CamC;w$)K!?hk1$6`er9 zIw>ijD&Si-vY`0+50UYS9}SE5sSfXzJgCF}t?pwI`{lk5qRV^aoNrD2;%316sX}oQ z+~Na9{+oFLwDUhmjRpT5WPc<{>7Us0UuS}CktgONOhn}4aeDLl`wRZ_{8A$E%t){3Q4|s$+NC1VqmI@zGgmfO zPU#=?e)b~!n1p8U?1f|FFLz2)uU* z6aK9LABGYrfw z+xkt=kt878t^SA5YrmEJAOaQwo=4i2YP#JjV%cASW9UEA4c;q`$x!ymAQa3hNd2e@ zDz=hGR1aHT_+{gxgp2trK)e;4vjV^SkjwS{o@Uk$_!{P59=-V-RH3k?lgzoA8A^Y- zM{lkpJ-GjMReO6}m=1B1A0Ohjf=e~@u+a9cxhgiwHq+f$61K7*$&1-Ha2}29C^O&< zJx+fb#!j!ZD;=HIps02vi5uWeodq6qYM0YxWrzfOF1t6GHsmxFCK|GmG2 zt9Ch&XKTv&`jrG*>TaVL|61M3u!7H!SHe-i1J?xxnNlTnx=2b-p$xJ7&8RL&#Fg3WRb~Q65Vu9AM z+E<_2eC4X_=5%R)6KR)OtV5aK)rg>0pIQdP(iH?Tj)X?{2DHK8W(@k6sun%xA$yjS z0`GoTGtp@(XGu6}Dwm9q4SO-)AaDC6)TvT)%CLq@HSNr~VgGJv!DLoGXQPJD`+_|| z7|G2@ggY@?_l##_O4fTtYd7j}-RF;rk^~K#787Zk%j)f3*RKbRnq#`H5awMYA}a*7 zxKTr!=t5-wq=<%FTl#Dh@kM?`0BPxhJ&NXDSm*r(J_sjx zqUI_~(V!#D)Qsee+17HNEtF5SnF*L7FJn_&8IkM`xd-pI))4! zE~Jef&G|fGf^a%MwnI;aXhA4(vOPhMG8XvI!zUS>p(my@b`to6Riak{BAu1ca6EYP z;`G*6H#U0qZ2o|^anuzOfW)b?uX^um>8Cg&o%;A|FwVrS6ty7wlUzKZQc{Bz1&3z> z9DtXn5(`Zg&ZVU{8=Wxl$YibtB%Tx2LehWT+-#x*4Dr!OdU3o;5dAe#keWi~eM`)! zL~VFKxqy8f)-GC3&PL6&wLA9$)57O?5drLh5fs-#QZUtXtfa(Qg?RFKhX10jSRwk=S`AWv71H@K|v z`hC089V&mmfOVx+T|O4n;MQGr(aEaf^1Ms$a<__&#H(>@|aSvi(?s27Bcl`BRl1W zZcD+`J%-W^mY1wXd>9$VtBn)*6Nd+KEC{=3qeHS@<4>7z#&J~slM4493v8m&=F`?c zY{G97+7BHv$tf?tuqL~7Yt$tPL~k=ls4lBRrfyTu&j?;~FPz`EIw`)Ce{Sz3m~*&W zAb;c4QaWnxXt!ZAg|44#UKqqoP{t(OVKm}LkaKg0c;gJNY^Z#@OvtP2CCRrJvzM&` z$k7POxG>6*&Z)^gXGsxtP(y}Ci;lT6S9DYBCo!1wg2#JjR?r)dZK87ui`)-XJL~)6 zS<+nJ6|~Tf67jf#crcb(jE%O)3z!RTB>ES|FfpXd|A6~Ezl8LhHsE9YjV`4%zVC5DI zLFysT%bWkzci#x`ZwL2@@sRFx1b|sk7Y^TiT{+I8aFg{=8z9q3PB6c@IrWT8lnr}3 zm5c0qAXn7WeN|M;WoWUeVlAKvQSDg2W*~}(R@S|Knts5|gyD_Q5D|m|X-B+D8*MQFnVdc~^A0dIy-fh5suFN6z)?~vH+H_BKJUi<* z?NaJ~%Erb*dUzVyOpKnMAT+8qW;isXZ!)Ad@tTO&2F*{GJ?tH;PDo@fR}gp+WG)qx zYsx6m<-KFPQ8nhg;1~;>>sH5Ajd>HZk~(uF?jIujK|PrPLlT~T)3pH_P-x=;f-@oUkW zO8+6x33&~Q%B8tg4StY!1|}%LaWf?s>Bms1I90g6YFfh1F1Id60i5zvMO%{R+vT>R zlVI5mnC(q@%*z3LnuFv%kp$x+LmjWSqDpU4Kq|5FdLvLm=T_{y)Ad)mij>JLv5uX& z0!@O^+U7+{@W$J?5$;{XfUYS)1_d8}5XS7+$Wo`0*a0*jJ9nZXs>?;(uvT3yUaLpX zt2C+8%E)nUT`@xnzlo8#$^6Q%Xa`udMytG1f@!1K<>l%i^tJnHluWYW+VCMjRYoql zh=?9YJQca?Fl;~i`yA=n{e8cIrS;cayODionlH_b$JR_FNg*1QPe(as9B0H3a%eiv zb5Rd`ovP2;*x2xOJYdkf)2lFK=_*#Rvfzg!4JJvk0n{LgT(fu| zX7M3H#~7laVvvKHkWPuHSK)rv+gmewEJ3lUxrdoJZE396j^^e$uJM#vEw7@IL!2n8 zX4(U2-fZv1{ndZQ0$`2>ZC0fuhc}KS%K+t96{Oc3#9-!YdvMKH^3f+ig3Pr8Iwd_h zQZ>phK}Fihc_$kcCx4zS0THoK6tE`<$F(q6e&HCwne`lh>R(V;SOGSRs(byG@MAg1 z+$x!uyn{7Qz0zz{_^$YtC!A44QoFI0DSm+}s2xc53M&D@w>J=|>I`zpBcjje|0 zz>riaZoy(SEOlDZiG5{l>}s_1U|6?z-GttV&zM*(<<@aYP9K*_^6V6!tpJdD8gZ_} z$dJ#@SMClg?Pi3jzIpRTmwS^xQc2S*q+dHybTL0Mx|DY{lrgB`A&m@n4qIMzYctSZ z%$Ht*bF(RNW0aR)swu*TF4vz49+}=9@=guoaDDNfqI4P}Q{xDc@9pQ?JXJEw&#*FH zKLINzi8(RH_o@xbGDeYO@|{r(Oy$LrSS{jBej{@M=SwJSH=SuQ6p@D&>{siH1ip$y zXpkkyk?3{+k7D>#T6Cga4wDWDnzD?3u;cuVGiT0#`0S>A4Sxt;Kwb?PfokmWHkx*x zA?n2`?hHRluJ?fk=5DEgc+j)aqT4{gEUaA~YMzO%r{9m&cEkiFn+sQ3uyV`{H&)3$ zgQ3NvNZ~r~G&-&X&+-jB=CL@YxS)whTaXJmtfi%;>swP&Rcb#GR^>e;A6-~zx6W=E zG1k`zlm7mDqJWvxgVQh7cKrz}u7J4@z1rnM)w41&TE;b%-=BmeI?>Z^Y7Pz5>$6%T5&uy=!me0uic`D!-FgNP$FIAl&>5#r9kCY;+CvK1|(WQGM*v9sbP8m{`BM6%mr=RM> zS^R*M^T8N2ea(CPDrd*=BwoC85d%!>vD2W9cs-w>e$Bw6+4d|1k-|Q z-MdHQ0Kn;jfP1Vwh_yzE8E-D7WB8n)Cfk-%=);o_n!fToj|YL}giodMu{VW{G7c+= zj>`$w+o5cQ-ZU*UY&rlq5XCdLf|%T9^kJp*jMN;_@ir+$I)_CeMl@b|_G={w7L3_~ z$z8dTS-*I_DX;-~CG{YLQx>#u$of>&Kn;QnQcJKw-F9$vP^vOu?>7mSEw5W-!k3=u zu1`jKHOqc~v$kYj$j@1E?2<0HWF&Bh*&O(9Y zLbgia40emK_{>a#W#4`W?|VQuf%sfAm&7P172;TM85da z^f4G~ar*S1fZGy4bV415i2(zv+d=sxAKV%ig+Ksa!TomGuw$@t{>Fj_2;+x>B(0Q^ zw&D*pKZBeIaLN(X=Ya5q?`NOhn#w^o7Ji|$*$9e01>yW&@#2!|k7Ix+Ak@-z7!)zi zXyaW22$v55=|JVc#BLx4R$CH8g+F-qC2*%eZeuUxl~fH~RtER>rZ)@tAn2`P%U*wE zKeFZNkFmjN}s2lD71^lab9O+0RwFTk3q+CG<6o7Ue-1Dyqm zMuqxQ0F(r9>+SI;=LMgiIPet8zym?O9#HOzOT3{rOx>+3QQZ!TQdds7ne~f4$VP+! zD^Pot&2ic)sI8QQv!8*V-r1`-_e@0Y7)lb<-y3Qof~L=8)6y+9D3(_RI^1&IZ#K!! zy`ENW1`^d+aKS1()ff{2sB20DZzCH?>CLA|R}276n*$C)SzVw&@QJrm zNKn`FAoAA?P(&8!BsoyRN9aQF07w)bod$QnJQ$Dvowo;`X1^2CT(#tIBlQNnT>@~OROWv%7L>Tfzsn$O3u@k~u=7UJCobfZ~ja4?ToU1jvIa?4q z-xrV~)LqrB!%#zgUiO0}P+Y+Q<-y0Ng-v~u>UCGWSio?1rM+JP|dA4c&D>;(bH&;^3rCuL@2p%{-J5N(R`Kx5^slbmQYCT9q4r&g zL?Mo%K0hh^?If@Wz|GI+Bk~wM7r}@BAg&UC=r;Z>(aoNj_f?tPQ|BU#?M=X=9#lVw#PaZhNNZE@c}A3byjw8BXzrL&--d6Cd1LD9Fn z+(#vQuXY@Ro@$i$Q3u=ZbEi99uKfd<|7SaAKX1JH!Cu=pJtHDA81~*8AK!C}) z^0)g2RQJrk>qj5mbDP0$_0Ye&^0wQuJzCxmppWkb%^g5D{!2&y%VloXSz9Lx2p*L; zmftRdkjoK_fR`W-{@HP#!ZZq>Ib83H~7O20_e^0LLc&JX58S*l9PDVy^(AVR|yX>9#Tmw|IFUvZdG4j~0(X4k&?|ly})FkUVUY^Tor4t@i%9 z1*Fla10i)^CI&1KOky)%OWa`TB;@L(YIw}83|JDt<0-7bS_$q1#az(FYAmt9r!<0u zUIm;twxFN@O3hsW3-WxO^d;*1&O2^-p0mgD0%wE}kqq1k_s#X?THqjRfUNBCfNqr$ zG@AtF)5v#1ONFqw!S}F$mK`E9VCe*L<{%;u%0X1|K#(VUfW4W7Gyv(5?H$gm9ijiS*X!9Kg=Dzan@k|fX*uF;v zFR9fwx#=OBUyk^8_u8?uFMO*qR*X|iFUM%pCyq)5k7&l?bb81;uq> zO=`BKQN*3MIyy5=)d*n8V0!&?@pxlL)M5u=vs z>~f8ZhRYc?VaGL3?496#D{jaMuO>Zm2?cI`W`yU+`5W|xot_nd)Q7Gd94Yg`f&H)= z%4p?AQ_z$e@+G@DNe%rFg>~KN8PTPO8JkD%?`1|JWN_~0xH)l@apK-4j6FZ_rFegS zYg-|gdF1yXow4u7=tScLxKs+pi0xiI?8ABJhiwSwx`ZrSwx;N5uV!>s2@HeR%_IX} z#V1ExILhf-^>7G!1l+kJJ6o|v4+d_C;yU)8c@5a^>#|W z^X>6c*J3#_ivcycgplUiD{mY>6}2rbahQE=>DL)VZZzPc!v3apQm^yHX zo4!OE=Pe~v?P#Zo?;#9QHIS{@l$=%*DS6n&+B+=Ta??2i-A&?fbjgk{?M`24e-u(`m(-)1y{Ud0Rmg2*|3krJWhEk*!dWRbpi)ESeD60&%I*YJnP-7!+s) z#6SQmYr+!LDngVLA+n_el@RtwkR_1iy&s@+>Y4V;`{DgKA2>%Lf#<(H&;4B2b^j7( zd9+ol@Kl$@G@Dc!kZi@UNqTU9i3-nVvY{YTRBm^)FR-=S19L?1s8tO<(NGjRfTFbh5(Xp7PvDP4NI# zEFi+RyVR$K_i5txTF25YM(uVC+apNnNpNKW_pE2dWj^q%9S}W?uC5KM@VS~w1<#oH! zvKon@!I5x(_GHFBXDzP~)wv6dee&~>&20{4RY6+c2OLf|wbAT1u@ndxi%)xPPd~_G zyi!~<+>Y<7KE;_FFbTZK&61ms7{xg;-45ll1V-1S)yFtG97hMmbhD?YeTx>Z1q^b0 zsvV6yP~F~kP((xO?Ik|Fr`xWR^4=RoN(?BY5jCr zJc^}a>$a0|gUKU0yyPd(lIC3Cb{o$A!PRI%k+UxDkyrEqLnsW6<&~r)$K=;9O?#f+ z$a;HaL(tOs2_&;H#qQx3B=`hzw!r&IuK0Y0eTTV8Bdt*L7i@MmulBP7d0HSz;kBu4 zS%;G4Cr$Yuk@dn0|AossB@geaf@9CB{GqCtK?`%UGsoGF1LiYPSe9XszakW6L(pno8-QTk}rJ^gr+>Sm$}zsPqYyEl}(>c z#P+iZ`3^5rggkHgN__cn~IeybV)?W_$m)ac?#2sQ2SD*a0%5NPH6<(^IzTJGLaL?)%p}$1{?SJ6I zl`5CUN(x-&F7*rK!hoc}$ibc1k2Xx(y)sWL04SIP_n_5|{yM)0*+1@P_Qvuo`s)L? z*j2rFa>xQ38m#{~yXiEn-;Ja18nCRu)JPbc zGwmA|6*3_}vo$KYt$E$5$|3o@?qCgzSzboksni}aN4rwwh#`DDa(v(NW z3=pK@D^x^D=u!<7-Q-wzspNOt4L&%YhP2ZL*a(mmGp(T@lpqZVL?_ftO{5EsE6KgP zn33IkmXpJKf;)~aUdD&!dnl5b$W}PIt-O6TP#YQ<_=3sW}=siZ$vdb-a+guHON~Z z-J9vixe%b!FidaJ$H(hMJqu@${c4<~&kT6w# ziapHAB#1)YJUuHKpQpc`=8(bHG>TErHu+Oqm3=3=(nynclj!39J?X~F^Uk!$ZZfVU zSn`&g8Cpcm$ssEFr1ls#OvLI5f7xjBV(xLS8K%77q%SCTYR*q$Qld^|ED(CgRgt%y zQ{QhG&EP4Qtv3nn2XvbK2A2jdGiC<6EsmA>)PDH$E<3LEJ`a>q-TGr{Y5dAKnjOA+fcmga{etGo)}OKK6-XZv0VpZC+181bNVV@DEi zY-luP)Yzx-mOtCvtrF@i>rK%MDfmp@!O%s$ny92i>NAU3uNI8p;<#D)me`ov87ZX5X zVg0;mQ29FT)x`OP3`Mh0uSh%PZoPa5c-W&^@oDjo8r^vG?b!*lqLMF-_s@ezqhSrp8SnS_aB6ue=xgm z3H3C{Kd%M-R|T?oC!;@5l-mAHeOkG=e<+;(I>1%!$v`W+;qC7=*EG*J<+R`GQmdnQ zL%Dl1xC+tX-yh&*Aj35M>m1^FexJi94p^bj2tbsN6)pGIA-y3{F~d;o_5UoDJ^wcW z^7B6)63XAMDTu3K=HIG}`a^JOA$Zhn&SR;d-sR7@h8D2 z@R&9`zRmtxcc^_qx0n4jjkyd>O>bu~8vH?GWmBw}e2P7@l4AANxXxMxc1;h|I(8D= zkgSG3dw+o%1%-MoM0uopft=!wmq)(cZL(r{t&L(;hb7cQ%Zn+XIwRP;@88nKrceMZ z;|qVk=2gOmJ@D(h1Ho@+R#X@xXGvoYKGi_A2|dfmni`0zI|ie=uImHX7SdpXr1)?K z>`=K>1VaH6d#bLBOI620{S5fNlxM(-?O#C89iq=6s0ntdGlOQto~;7)NpdwX9S3%m z`Iq;;5>U@t{26r{bK<1=s67XY&kk@^u7Q0O3?{`Rdh_eze*P#IWTKZaX_ORE)v7VD zClEOX<)IKQ2fW650rhVdA0kT%r=OQKRXbpe&^2KH&?hPyfXezBm$B212$MnxOrE$L ziY6B((jw$pMwFEkf%B#3^E4`U=sr$l5pXmM#- zg|Bie?z|ab)DTh)^>H9P5BQ82)IPCtxKsU>s7TcJ>uUn^AbLsS>(MKa+p2w>y^aMF z*(>TkC|DZdhuaPkgDRSr#*xJWlsKGPr8JM|zBS32s9;ZXptl#AITBs4%GZrc<7MCv zIY)>Bq1g_aJ)EGAiQNciH~|JK1E`-q4%X{T)KY>lK&YJ}hfvguzS?#53VG=2m`n z@dWCUcvjb(4L>M>-4YubOh_<`4g=i`{eHL@bY%V2fUK)i0G6Hcf{038S+rCNIq+BD zJIDs=qysWZfsv8+==)6EzTo5cQu6Kri zJOyKOrG5LM>BorJM;k7~D~y za938$lQycE0G+i3Z#|i&R_>Iemi} z)&aS+ZJ|r8p4hwtJM+^AB=l_%`S~-gI^0VY=PcWf`bA}L#Zyd?X5N8SD=0IU@sHuE zT)VRC@J$ft*+b{vi?F$@aZ3k2Lx36v_XDz~eXGN+>>rHZ#kZY(T#_z@xoo;|wnMiK zBy`^-3fyn)0P8Y?W3f=_`kxSibXCI<@WHFUT*1a?G}QaD8Cm8e3wUtI@ubTM>! zl$^J`lUI%w-q{fYUNm4U^`HbK=Q-k1nH){Hu6xW*kCbOBrnfD0sQ3bfJkMvQh>e&WJ^mCdN-Ljlw!;=0#~p*8=;Rz?k~y z7tw-%;!@DG#`Csp$u0MoZJXz}7?{RQ3xVlr3&3aus#GZ?SeS{X_s02X%sqo?hz_?C z77nP_y%o4=4-wRXyCkU0NpL2U$;c*$1!fmqN%6SBW{q2i;k+8m-+Rww7}`xCr|t~n z%!9_htOngP>&0_Dcs^A81pv_Wu768|uy3u@gU&%%RsV&CTU*Be`{_cfw&Geb_-2js h-;?wIdUDj8K8o+i5ueO1L}5CX+%n-yD=yc5D-!6mKKn1N$KuJy1U^% zpa0(fx%-ZL_tEa)uU&&C=?D6@)xap%;N+e zvUAk8F+`c`+gZJ`w0mXx{FZ~EjjgGr#Vt-2HWrS1w@mEptoT`3|JxH-ENzTgdA$U( zP^eodY4HatPEjjk?on;_XXl%Z>;_umt!x}D@A;Kk5_Gv8LX%9C7}8$-G*`*&zV=c~ z?FDP)_bX{*pKPAwCMV$7J-BzxL8c%%;H$Zj;kP=yN4T8r>%sYVh|S%Hc?|^DiXtO9 z*S8PLg>!6$jpqdCIoCVp-_e9Tx+on=D=i|Otj==_{zV~&+X??yLSdS~{}@o{KWU{y zuX>?rz=PP;C}wyNL(l6oJa~akR2CjYyBS9(9h!vtcV2c&xF3%^eW^c7Htf#h=VLy! z(%sZdJUkJ*%L7R_n?HgJ$m{Oz_ULz!pZfUU^&$VsYx`gMGQVJZ zbjAtQEX{g*R$VO7C(?wm*W4P==Y^}29Pgn0a9GyRpe>pll8v3sf77wB|6BwmFT>~0 zZX8T~6+1kQXSRYt&c&E0UeOP$-Q6opN&fkhH5wMzJ&vFZTXK{^J7w)}Jo%ItYL~@y zsD8QXR!D7TKc`&Uy22c)`6-P@#8vqA^->7qyFcoYjrpc)q{QAd2vjj@; zw5#V{>$4_HjZ>eApGSD8feJT@R4RLZ)LUJ$*6;a})-s983+GCnI_D?$96`VDW))bE zNZz>@Tb)t*B`-@m*@MMNtUl}(?^7#W5c^&aZPACs)#Q5(>I3lu4BCP2DRDT@ZeSL zoTc$y2=+aC^q(G~Rqi`H9%Iu3hI3pZn>EBIg?)}vNsUoLKEIjh!`Ox1CcTvA`aTpV z7YP4&HC&mtv;1q-oA#+}f>HQ4mB1YA>e(z-dQOpiyF=Sw^C&C%19D;Y;~Ir@dg;)g zA|!FUVSqyCt;Cqncr z;`KZ$bzu;Yb;v8V;^roLsYq9e?LC4cYX;Gw?!qxeA{G5$E~1Mq`q1#sRFc)#7^N_! z-$S2j=Mvgpu?)+#r$kkJ4xyDkN_HlS_voD`6G{DE>^JwjO}5b}>zhQ;Oz9Jbow0R2 zh0|>YO6PsThwq9LcCV4^t~;Szgh#^QsuaeS>`SuS?CrjEzgE0kcVOFq-eq+**xdMC zr-a`=V_-HHCsCOjvxuzqscrUj&R0*mG!3F2)^GUL)raUMiKi5_RG(X$<$n%n?NCi`_3=&o_iamKkDCDwpiyS`;eqmv; zCTu1j%^%*|tD>Z={FUGS<>G4c{Nz=M|fMk(v6QvHB+z7k1+XlvFG`j z;8xS^7lwu*;o{6SrH ze!9*FmnSVP9j}_D5#_e^yEj`q^59^>IXIA%n}(H@z>hN5VzihYwYj<3oBlN5&6_tI z-1}Na9lP6GTPD5VyL4tyW&_!9r5IjEyUY0wtHTv8r}6*%l<{Kg+qQG9)b#YetW_tW zS(-%+C*LjZUS+h!`x9%>og|%{9vPXP7gn-?x@D|kR(Q;1DPgCX4u&^|( z5{?_XZtRwohj$|Hn+k%bFLukN?kIq@5|yAVf{lZdrkpDO^_we8{`?Uh z+5H!7-?&`^(aEjr2>;B_qkoKzRj6>;-CNrAU0Rc^@;HSEq~+ucgQ%+R2!M}$o}-1i za64Eq)Uf6A=4#Odk-xb54?Q$yjh~aPoEG~c+P<3x?pE^}b6II7QlmcKBV zdm9=;dAT6J{dVRtHnQ`LBjJpnCPBJRUI~ z6Dlf7rAlXlR{lN>K6q!xuGDe8U79{x9Kv<5!0g89(XPSHLe~chfzMXFat|J$xgYJI z#VN!JU%h(u3cfFifWxcBK8~&JZP|G_dOAAm0d2>wl*eSlKTT_Y=+{1ydGE2ZEk+S-ugM<#<%lghwO<`Nxou2QObTl8}(R8Z9RDdPMu{G0&Jdlt}yK{_^9svg1rX z&oj3mfi>P=Q*4Qnfs7O#zkgE;2}MIl1yc$Q<{Dt3BqSst&fdZ!E-w5fB_*$yWI}1v zrWuORT&lg$qHNpwpeWFnpPwBgAN(XyvMWuQJ})nCp*Kz0R6Ux{ffW1hmtmc?5A=_>4y#z71jDwO}pNoKIRc*&QPg6)4wfl8mKKOd!xnHi%0*c zk2!K}R2nI9abCj(X2eufRRg82+3-^#OQYcK-Ma_Ue@i<%lr(Lq>}Bhfvgc=~&q{3Q zd?_3Tb!-E~;;+Oj-j$>{69lkM!^|A`^Cwq-mgbFR2dGIqoX`@+zCXE5%KcItcIQg8 z@a9_Cx=kIS)F=72rjCwOoeCEe*Q>#gtd$1|cBlU+i?tlwo+i-#mXH;B9}uvw;n-mh zKN;@bOM-?YlD1a4vpf*o+A0T4PFh|b|Evy(0K*)#glyd^;XpE;xgG@(4858+7(Y$A z-arlDuwPO^rN~D&d*9HxBs!3-{q?>%X~?5@P%59m)^?{+La{}UdmMQmX>(y=wLugD zU-)eAK%u0A&6)dZ%wg7_>E1t9Q33JWm21#g5#(~N_>YC(%(a;G72K#s*YY@=T^Y=M zi)>sYm1h*Z+IlfLg2Q?1MG*he-58G}Q&hXay5L-Uv@C?U%kGlk*})7dQ@5&eC#mY- z!0C>B)FY_C(6gtOGICPj>QEmjg}%iIx!TM}JK9Y9(|?XBA52xC$}XP9hJ=8o*BZq~ z?1l8DO7~+9$FJlGV^4{rdGQ)(cJM z{sN&}BYa=7WIP1=nNJknkL>%~OUJ`bS zR{Lv&$~80nkDz(~6Y9*rLn{CO^J&fYUM#S~b;JsPPPRL+ZUL}>?g`roP*ATihyr!> z+O@7kDFS$8adGj_+}v9JIFu^s$B*f_xx)b@d=9GGZWs9ZvhTeWZ!1zSX^GJE{$F6> z-#{qA@0@82PIca%OV%a$kD$PU`~OuGID)D$Y9rP0I5a%kTg4HjCDNbzvMLtnJJqkzOXg!-zpF3|KL?CaU^Z|^SeVjFGLSSRA_7ZP zM~4#10p=}X;TVmAmroQG6;sAzT2@LtkYA8;51WzetqvCezCkHgdARpOsZfg*QTdxf z$|bm+Nc!w9_09YVQwXwWN`8pcx&_a4q*DL~cqA)pFji_`rDzN*&HoX~kH>Z!kMorG z4U_Jq%R;VuFW|m$Z?btoU3sFVg)5%w1f}kZmk%D9fo^a zRr<9)0LqMVti5gr@xD1ZaYI2vNK?xh*Qq#D9CKeB$f1JtePLu28Wlx;;0!EDX$2~? zkj=+mj3$g9H!%ghe^eeQo{5jpL_tIQICCnG7yC;twkrS)W%$kz0g@DVBGt1`p z_IAYn*%3~~B!em2pa}y&160=ul?ipUvnU1|0sRZA`g3d+2! zg2jpDKUl^)nu#hc2@DSFY4ISztw*H}tE9`Sd!e5{OBxx?p$(}5mLq6#z&FYWod~kW zIS-rObAJxl?nc!Mn@r7*wBej0Ji+zrzB_2u1PXrtvzGOUEROrgFwWVe! zZ0Egwv_2b=IAd9Xk)`pVFa3v6Tcueb`DOFr>KqRYgGR|l9cK)AJ`8?4ukH4?Z{92% zRKM=pRF;4JBymsMviU0Su8PS3{r4>Rnn%WjlrY_m2c=cL*?~1?!+R`W6h@46H|MUW84_` z`=pg3=j18!f$|lo!E%yPN8hTmYfF8{7SRK`zKvADL7uuwM6ZT-#s<8-yV!vR)}fdw z(k+V7t~0-BVfD3No{X~9YrXm9KAw&nJE@AJW-*(K_+i!Ik=bCS5Wjh%QJV=WN0s^L zoM%Ej)lSQfaMT(rDb=%Rd~4QfK%31>)$VXzRw20EdAx*JHOGgP8^2_cEHr7W9zJHN zouA1?Y4YUIs)e~Tk1+_!zy5RDbR2M9z^ZRJI|Re7Gi!9_ z8Ok;UQxQ}{O-BR_XwV-%;NG_wy##G>;McbfKh9~k<9)-FOdT;xk;c~Ru5TK9t_ zxOjk>4IfBqf!C-Pz9JzIKDY${_<8U5Cw5D{{+XHg0Cua8s?N7XN~x+|2Vx}mjm!V+ z^mzSgep1rA<(#S*KoYqx`xuQ{ztq5+pg=jg^cEA3MnE7Eq?M;c2WdNZKpD7$WHRBz_9Fkot7 z5fP0*lNQFxcu=4&8SSkMp<2Ik`U1fq#P;T${iHky3=}ja!Nlm&ad~&7X!)tts$#~y{ z875Wn;EVLM;=y+;vXr)`V1Kzmgzb1PQVOW8O43`VR38g zO`YYn5_xNDc5iQQz{&IUePahE`C zI*$AMEbZ8-mtJ*Pd)Jo{FNybE38T>bt^IO>GJoX}w#(j!81aK~*DhkrfcJXGdnQ@s zT5>oSDce})u-Xilg7$^qo)Hu` z{l$ZyracIQ*DU-1I5b>-*Q7s_1O;e_8bnmUat+Wil2Iz*@^G_DuTM+;^_#v{nqDFpQ`b?Ot4_y(WYp8sZYWtcaXZGW|AWum z;kN#g%7N!OtIMy+0bQx(pOyqwXWW7(Y%6CZ&NUcp<{CRqy9EQ1jdLBoi#>@&SOh-w zu^+NEOKgUi-aJy`yYb%bJhRvadT#Ph%ZV7!R-dFPam}1hoS#wwEzxpWOwQD)_?8&N z|2{R=;~StkkOp~1tv8G=!a^fF2fKQ-#Fm8D>J~_?TJF1jqnoju z4L~k!5rqTlC+}t*u`_Vo?@GzoBSn_;@0qgoW}Cxl>FC&P=j4Kfk4!30wqyY=wv3*W z3mwLno>K*P>Y`rV25Na%~6Xhq+9|B6?Xy zD>odbnd+4pRQyfHQo4#&XE>JSoGr15)#Q?Fv%8s$+mY|d9S}m$N^%6SU`g>7!9|xc0y^Y85*&0pmc#<#E)}70f<3a4z zs4Cp>ZkD)sf5o*W({Vqc>~N!$AT31kEoVwpP2;j~ibvp)oVxI9L-&Y~BEDdzn5s9) zYOKlTGle1=mJ7>bB-Ra=hN=2u@>8Pg>)TjUo{bq{O_JQDiuy$jQu#-xdVR@`aGsk%XVE~)3M`;9p7L$FJ08l)F^rnL&-s=axT1#^}u$awS4E@EvL0)AzS?HE76+%xNq1`DN8u z4UK=xtKP^?k$i}kUZRD>i^(7sg5 zY749?4MAd{U0Z;}z2C&hjrZ*$m0YUQccQ1$=^Gn|1n6vYS?p1xlP_2-JlIcrj(Qwy zG#MM8-r;5l&kqs~D3-C-8kpnfms=FQd-eGV-wc}5^jrG9XO_*b$|mah)Fh2B*z$TF z9hGkkS>Po|Hmgnc#gAqOdsi<<<<3M|yYoGs-*8iR>;onQ$6IvJ$HlvB8lupZ@ zN@WV%JOo9mdaii$Xh;xH>rN=*%m zjC7rh`~=~Grtft|h}2xq)7{ocp5Uh$s_X_0xKPob8h!m8Mj!U&%OeMe`vBsegTl?e zq#A1XXt)rMgJbe%&*Ud%z47w(wd1Puw+^du22z9WULd#J5)$I~mU1knDXcITsB)jz zBMPPzl{*)R<2x%uVIYowdS(PjY-eqZ%nNkxe7%|rG{;9%)Y9E&SEvYr1uw`({E}s@ zL0G7Q@M{2)Z9G$JW%>)93kMQ6YPM#(HVe!WTUHh;_VwzqotBxu2vcC<`UQy`zTo0z z)xq^Vv)!Q*M|TdU{PE)QtFcl?Q5J^RHE$DZJjTlxRzpKi_v{`WN1`1`0p{u|ww~$E zAp_M~M`xUX<-h6Sym9U_q4@gYOk!box<>laA0(fbSHPQVmx^1)dhnN@d+a#8Tyk7i zO(VjabUj+(~|<#l*>{Yxqa^wc-~uNDn=>fVzpkePjur( zBMdigLQ78VdQW&;lFj492~q#nJ@y4Yv+A~EQMpxvx`tC-?!0X>R>}>19~lKB9a*m$ za?!X8ljrfsgnESwcZ9YB$@$rSmGg2|k;z1*5P)^T)14kJ z^WjexW2NjCqr5~!L^t_tXp2T|a8RB{J+a06&?-P6?Q+`m_H}CAIgsqSSx-D`LhjE(k>Y52p=un2Bm7T zH;owP7%zZ;Z~+p7fyL(JTLPs-NxZe<8GMVf)%&Qml6gv4y>^(B7cZtnei3kF85$bW zviVI1F#m^17fp9h56Hc!F2oJq}Q zZ^&3VS>~FK+h#rb)-bx;>S>eNdZcCLX2HDK`VIHhr)0bzErUd2Zi}3J%#@;<9T_fI zwCQ__ODXt8#N&`|69XeTr=n(YQAMXRN<=M7rYK8OR@c>-+oYP0wY>V{iCa)`z)UH( zS#f~^l|w^4`&xcSlY&gbQ4qzeXpvayS|97NMyl0 zwG~tGmxa&1JmZ;YrEnarNu}~^oxmcP8%|RuNE;Xzx^_~qFMBc?`E#rKZ1lL~A>lmf ziJE2A>3zoucb=S+`Hm;IrGhTr9YaG!3pmcf>?p;2r10vE8_I}Wo24mr_v%qiDIxgyyuIBg zBgf|}XN%8#dHMR>9YFhbj16r(U<$c%)gm_*4M||EhQgw}uoS>NUJFdw=uBz#}b0a|w0R9X3IC4^izS?#< ztE;42$n_U+cCoD?V=-&?-ZXRq;hWlP4P;aAnI>}^6V%Rb3i0y`JF)F7VR#bms$Cy;`AVhT={%n`q@FnEUoOTK*nCsj!>lkmQE{k(AY0sgLg z6bKgJk3r8d_EMEYJTG6rlKelOHQFc=tjr5U>7VvaYe?h$v0RIXzA0e}!hHSACL*>} zYHn*Y?>pSJHcNuv+TsJE1x5FtFH67j{{8#A5Q6q(fHZADkcd<-vZ^MDdrB=Ac|Wi| z;08LI=h?|k$3%5-nW%xHzk@SaVr!hKsfZGASkZ&YHuUdY`(@Q}x9v9dB0JHWarT`+ zL2s0$Zt#EsK$fNC9S8>-(*dkXT3X~YYj$y<{Q!9lXM8$rrZqdV7Wb#J+XCh+QTF}M zaxKI}YS#8AVGy6Lnk54>Y*1?qhVl$^EmpnQM3>`!nhmfpK1~u6-?YR22*!(h)-#;AJ$46~im~&sPd$Geus-!8=_2=kzWEG7!gRX$o zo1BV0Qm|}I))I)^({87#ywRRT)iHq)vcPA6%ud>JmXHc*DH@LGBuTPSI=;|VarY717N0P2(zIx8m;yfVO~(w z4(3J9e?#YOGRvuG2v^hj4OfE59g#ei!nEzu9B`c*rtZfC(cF zM)VQ79(*vcWcqul3Q&*w(x1-k4(J-guuUah#UCc;2u6T)ty}8Lfay}Q6wg!Pl`~2U z7_1?duac$ozrGBxge1VM4;gnM1`qZ%C9Lj!0xM){j!(hg3Ce5Xt09o(CMr8-?Iu@a zu9IMUBc>5R0h4lM(s8MTqewW7I&%%AzHyoUf^e0BumDpD`?yA3P&swVOk%fsQ!B8jMx%hPr+{&2S6L?)@X=^ zqGjLrRPbb@7UuO~@nXJt&f7-SJQM08rwwF)!oUq9`wxfI6qx3cVM~zM(*j!@xx=77 zGLVy>=e@Wx-Z&vry$Pd31if`vd3pjosfN$*@TKxtc>U2vufsG1G^iN@&jWOT^V8$5 z>&alaDu>N?J6cQ~g=7>wUdcx+RFI8dGcz-9I#hTSUjt;?XT=0}k&jgF4KtRJ>`)H2rcG*1Ny2ng3uQd(Cpdb>){{H?* zume*e@In;!^ruYVSaAY};Pd``{10P2+~A*Rd3Tvu9c(hF47Hp&usNm{7sCLN&j;q> z!2p5l^ZLYwW3Z?ot5c(Fun`|l$;K}nzSW;SPOyGx3tfp=Ks(A0rUTy9>Qg%ZAw(QK z;PXjKOUr%fS+$*5{?r1LPlvV9-wlCeX*w1B+%J14=OQhQI^!N7uudZ2`V%FkUy!T{ zV1;x7M2E;$$gTrELCk8o9+!@&m~|_oU~j&FJ7@!(pqzl3ue0j3g4neHN}sOhDL1(5 zX0yxIrXhp$VfD)4DnC$(!~p#{#!>kIaF7kqJX9~KWSQ_U9ERBW#vOA2$!B_%6)@tU zRwJGu1(DNF5bYm7eX0XR8M#<6Dem2f#eM~5l2NFF{|ddqOd3Wk&x_`FHr)p$6CgM^ zeDqEZHo;KZ35@5aqx-^T?}v!%5_pDk!ON#G5pO{tKKFo@7(|p4*jW(eQi{Uubmr17=SSGE9O;f?CC{=evy`qL`5>5sZDC2fYiS>*mChkp9P-hz{UGKs2BEfi1 zYGVgZL)<^vWVcbdTi z5D%3o8CL(N#n?9(MSy*W8Iyog4r-J1qepr`fugJ%NOIk8`Nol1mWO!4NC~+)Fc!i- zHkzhJHzY^|d{@h%+Fz*{k@l zgjLq(o57xl^Ak+FRY!d}NXW;!?~$OCQ{?mkvAr-h-d@%{|5jXF+%1A0>o9B@!|U*I zWP9t~@<0w&LWBe(?C(gS`O0uX0OF$sFPtwJNV*dwaKL1X_;}%$w_(&|mR;flQAR~% z{5s+W4dqth)%7kV&&?(ZPxwBvp{gm~Yg^3$*hY%&WlOCu+yo4`lDJcSP516NabR7vqqI zu_&PWkWe@LeY{Z4z%euv+n&cfh-DecQBcvpLXAOSFZAyjaAYSUMHc2qD%o0Jfhpz# z;p<*jSepC^kp^im4Lf!v8p|0dV;+PlB2j~PtO;3!?qu1;i7FAuF~l_ou@8H6@)kJD zXT*mEOO?B``^P?x;KNwe#!4EPE)WYZ!kf#1kt5xPPWCelLw36j0q*PA*xEWngC0}6 z)*5rnN#qaSS4@xnvWZ;xV~61)%MP%>)@{wU9G6=#H?|w`)6qLpZ$sHk;MS3GT(an zHj+hNQ-`lh-^pl}{<1k1;@EM|G z;vybFl1LxBK(q3#%*CTR++!wajNYsFPPYK3q&}AQbcnCwKO@Me*$0$uWlkI6?S?Q=)sBxi?t1YaRirw-ARhl znHB~*^n83@q2}gVjPXOWD!nQEMr;6jCKbHqyDV!( z9q2Qn0Gd4yYN?)&+Vc^H?BzqQu5uRwTxtR#Yq<%!8QHUPCu4_A@)6!PJ zeYe$goDE+9ph3p{42+EYw@zQ4A1@>Z(?I96N1hMvsN3jR_#Y7WWe5lal7$vyq>FG1 zFS-&WLZF99wev4$HhH0;BS$wl^nbm3WMN@p8XX!M`en!SE+Y%exY^1#vuuAY+cxeH zxG;&e%Hy@B+(t@G7hPy6x1rqziPMBMP1d}<4RJOa+}~3(dpzL@KK}O~NVyqp&JO3L zEGl;Uo1i+}^oOVJ?Cdnb99kx#3?M2^tjE!!&aT^Ia$W!`K_JUYWtT3cH-YSV6?yVh zt?%C}>^6ixa0SV6-O^Zh0+yDlK$9vB*kj>fwpq{-An6d$vzQv&4i+_D$OY5!az3!Z zGY4E}ehzh@uD(8;(p>)0Bi_!{hGF2!@c(gW(@+sRZH@YmXLi zUP?>731x>srJ))g9doFUYUv-YRa%x(6e$Xhw3+`CwmE1;? zt^^Deq6dKoS09w_@~vhja0_{Y4w-Bxa!jf9d0luoXSmS3rOu!D^?G|R)_08pMi?PN zJg2t0L$8E(E{`xn1i8W5?^N?->8kt@$**&$;( z=Wl%Dv6Kf(rZb#=0AnJ9a>s_7-ik+zt*tE|$eD{n`Sc)9(Xy}vL9A^9+zw|M$xvej zM~DKzV5o)&sllooF(x#|RlQqwz9VAPdJ~xxLu?%aAUuSmgF-dxvYdsSlK@G66CMrw z_N^IVR4uGka$r(y?zLg;V6}v*PVTE$uh4~0EADnG`PXr zAqGcfiUDOAbRXALFN>O04Y~{c22Kh%q#5ZRfFxydcFQ4`5djUZlRnyx2Tr>AAdkL{r_p3G34BUVI&-5>zm4bGeFEcFF| z&r$dI6G!2m4Ni44GF+S0?pGzX4M~p0n_`rPxWyTn zQ~Bplk85+*nOoN#I|`z>a^^*%j$*bCqS_B*)|cHr?;CStV`E<-C;tHJKm&(^Bqb$( zf&i4jtz5xW3m4kyMVxcTA5$388cv(OS&$>d0oMq6_(dj!IC!i9pgBqf! zp@B_CMz*lLYyjnK0m4R0OAExs)5`#xx~4e4A0DhFJ4%Xw!pVO98cqD7m=Esjf`WoA z=0Y3Z10Z-(u%%b7UGpxnoqs-A{TdjoZ{8}a?|Wg7aH@WqH$XY485yxP3tz#jxPR5w zT2I$q2Bbj_ML<+e4j0TUL12*qphp3h2+-q=w>JhCDW2Ml=dGNe>nieL40rE}y15DZ z;F4Sr5D-9EYYil<{>zu|;gEqISalcR7=uQUMIb2KqFJg;!S$Ud)&e$v{JLci8O6lJ zE@ENbW@5qt*%M$hGoU5^o>YYyU?V6mu;eDZ6dB7{XLoTF|5L!A_WJefV)x_w0J1Jm z&h|2)5Gq7YPL4FId)lQ}<>loc$;%r(C1?JDja6X_{Iwp0dgROoFE8&cPEKN2vKlxF zj2ssF6cNEh76aPvG#o7Z{{1`BX6;68Tr_h$HZU)y%(aq){l0(`)!T-(=oZEtUHFwYPNxgoG- zf#HD^ZgH^ET>w^3MphQiePL2jQOQN~Un8cM@7?W*D^hf3*dUcqf-x1QqREPEpRwJU~I_QH+TV7oJ-#) zNGq*UyUTNPb2)vJDd&y8+WC(P+CY<;J=mOSUj6v-inW#1$GEs#i-Wm|U>@Qh8yoBAM@vuN0u+x{L_`;$e_emSDolEAkp@Zv^G(jolq;di zFk6sUQVN9z{t%8)uz)R$NJ>iTcUxOHY@rNHT*7Cvbt)Lg$Hzk>BbgY(Wu6-tB+Evy zgns-OSKHrHrnt*_1aJf%y$xBLbDG@^@(A(-nZ9rV$2GSvK1$q%hK3wq=2#pp$$$6m zT@wJyJ20^%A`B5ZnIf28UuUJEnVp?2ePxtYlk;{*m7Ibi+*ye<5EJMZuhYgYsBUkK zJ7V+!Jt=1NsaJUj!9huYS8=Vz$-%KIBpkgaT*WrC*q|FEoxB2ZyV;}`_>SI-7w>@N zO@pI+0ldy|_U9H2Ouh69%m;^*lLdg4TG`sx!bzP?5GS4kY(+S(QQJ3fI2ZTM*B2f2 z>eVacEDE#_TuAVnTqajow2G^BGBx6Cu9^b3xP*iARwJtcC}75EHt2*J`f$2Zrrs9{ z7TRP&*Z$(;fzHNYs@m38T+l{-6cshXQK+fqWgL{BpP#6c6K{;5^94ww%KPhYEVc#Q zUo|&3|AC&}Y+j(jjE07`1wjOVgQ`h)_wM)MQ}wd_ znba;59amj)e!EAoQ*@l1%1TN~bB-jE%Kr1Y)15-(H@uavo zQ9y?*0K{zeR-Ty-WJfE#9jUDqyMT^v-#s_%hxYC4HjJxn&d=Nl39TI+BOuD3Rl1cx zic7)!CxINfHC>NGNO%asKzMxl;r4t0A{v!BDj1um?x#X9ySck3!wnFTk}^iH>VE$9 z>)~Y_oG=*OL1hUV93EzjyaVHzCRm&dAy|r<>lospw+^nef)SU zJ3G6tl2>{43HO1p%g!S>gCrqN%g?W|c$1J2G~fVut4fD+wJOm~HxCg2qlQ4`n^z%f zp5?vpw_6!}0s_HZ5Z8%AA|gLIJ2^GMwo8cD_4Pdk&4Y#}O879_I_lHeZL<5Xs{1n3 z&`?nPkVBh53fW;W$;;3G95myN%}q2^a@123leHBBM&3YhkPjYmG zfZ^jn9ACo5eiI*04d*M6YI5t=EfkpO4giFpp^S`-5ZTMibAV#jE^t3%YdteH70cb- z9V9x$-Ct}q^@}XH2x1eM{ad)2+OaVTh&}l92T1Z8@M2`_b@ucqFY$RE&PIHJb92w1 zKi9Lc&{-AY0I?R{hMJ4(YIT*_KH1HiapmRY(EaOS=bePB46a?fc8P$X5%8|Qp&LY`k)@!rCPj zz{j1OoT|IKi3$q~Ez1$P4>{-%CFo4l@|jr-lubcFL6jA7HVYoMfbMQ3l%h0%I5WuSU0Mu%ShDaF0v0(&{^4i$2%2dz200&2EASr-U<3aEfP*YQHY;9er z4h>x=Z5iw$t4RCP2^iM;?8LdQp#eE|3~dAwz$Y*e52Xhs6lqCDMky@cJ$_7h<%$E}m@zTihiH)Ta2DjhJL={zXax%1CMEJ6v zZN3KgfCcsIA(W^e5CU$%-cepKgDNg5sj08Wko|n`0YGW{!=0DOZ{A!0_4+D|Iz-{D z(1*alkWZi90dk*$Q`FT!5q#m$$#dv_Y#bbK0s?R#tlusyn0yKkw-)iK1_HGmf&=l*~nUZJ1}jEjqVnUQm7zCZJnB#u$6 z*AnAyxQsWPry~K{bzvh9vlws`bklSU6HK--$VP8~Uw|4rL0>yrwe%E&L4XS5H2@0i zAQpmtC^jVeApMnw@}cmg+5V**)c&N7*b+hyr2d0 z{vIY%)lhdp*~Zw&OD(mDu>&G-M?W+3Z$!q8& zHPDj5hWh}rdU9n2*TBF4BxH0L4~fEv2Ouz3xJ+`?^3Ll8lTDgFHo!GolQrms&d>6I zr|58iUuM=3_$4AW1o-(u@q}{o-meMPPMxdjdZ!6jpK6bqii#gVFo;_f(B5|P zyG=s_>H`s6DF|yI z0V(z&$T@H#6;oMR*>D)sJqnO8XdZfcdS3G#u`{6ev9YlsvrGtO2p=4zPC^i3Y^-;A zH&c5CO1_10#Z`QK{ATkY(cXIv4Gov@@f*MsfhyOMbDH{v0Y-(|wl+MJ6_hnNlkm5S zLRPbZZm50#>lu!cp)`D31|{eqm}+Wjpy6YKcV=U6&nGR70q_bfI|v! zT>H{;f0h_Q14)H_Oy`~w2Q zfZnMII7$~4`+dBcl9KX8$n`#Kfc43NHOxXur>3S5vlYNtHuobtbxqCX(yu%Cf^G*_ zZm?)o!x_r>)Kp(U>d->a=oMn#!Dt_alz8OkR97{hJ&VuG#6_hubB#cU1x3zUkXNkLBd-y0~0q0qhsM?z7;N^CI(-+UjZ)NGuPX zolBH7WncZ?f9vt29Fz@wC#y0y5M-s6??}t)8O>;{6#`w}x zWC2%gQ9@Q3MO2n zKo-TsKTVxLyU+(sr@3AoS^$s5Xf=4?kctT+D4U??#dIHIFX}~uJLdx0*eK|10Wc#6 z_zScf9XUD)YiPB-K{iIy0&Or6;UPz0IzCMoH2ASh0o(-<(E^MVCo2uAy1Lljb29D-fZ zHF19CcyMs=<3yd=cI%HcaQj54^+=jR-v5A5kK(t-hR=H)5<&>Q^J8>$ATnnI?3v!5 zul3{!8Za5iuj;zGcQ>@*ik3Rvp^%)Mp8l03NH{LSy^8|vn_OQffHHRR;zbk+j!gN1 zC`8T8eQj-Rtyw-7wVY2}frn|5F!37XWI?A5RBmqWV38#i^jj1PNFt&nYH4dvt*!>b za*zwTT!jbKOYIm|R#)vuZD?Gc!iPdyV1ZZ%trs1>!v)aJ9gnj^V-ODY5uyzfAt+sN zT#*y7Iw8DVrp>ZFp3cP;w^O{JDbnQ=44&CQv3uw39iNbJ0h<0Vn0B$h8e~INgA{|< zC80JWO%-T%^REXwCjNG*TU%Pr_>{a>C@6U) zgA}A*@bcO#b90EG_*QpM`v3=;qxDTWnshq2%TI?(fV+zAm#>3+qBBXF7$V~~J3E4U z54KuZLtyU#ucEy2^ErXdS??}AMJfK`T;?NQl%G9Jg@lITomQnA2_$thsSg|so`fk4 za8D_yh6s@c6p17g^lt=bKp!pePQ>jHU&n75B_|du)n__ z0d3%bj8jTO>OF`QGkdEeenCME$YB>0V1s)G5-M*&<`PTn(u3;H>v<-K#A|1#A_Sm5 z-~;tyD{9yv1P^^zVLX8ozE)ON)eys*FzLNZC&kzCb>VdKTIl!d{(*t@$ZEp@V2}#* zU?m4DTzR1E`@lC$puD1^DKfLNo~WyT@3l7~VM_RhC?Xph8=`JUR$V*wF3h;jN7AXVD3Xm zL4im301ko13u#TUA4m zwq6-z_w(zXX?1QFr@};s4^W1c1kdL*=vm0{422wT;dMXag0%dk(T-v*6z3j-`HVLr z1c4K#*m0fm^Sx&mZrr$m6mihJ8X@Wsm@+y0rZ!#R9Z}bDJ!jze&+PZ_OIlg6f%5Yy zmRYO#3bY9)sQd*6&bf5yB_I*_fPD#u4~ZZYA~+IwFI+AGO2!FON4|FYP;O`H2iCXm z*Sk%)kTGm~tO$XutgN8N$xW!9Vt~vbMD51}X^sdEkB?`5dE-F9_-bTHf_6;GW0ARR zM0mQkxy<;4IVmS67{1FuT|?txmMV~V4CD*^obDVoK{<&7v;`6M7K#(Rs1>71oEzmD z=MMsi-_L4F6B?QXQu)NLh0@F7Dj5IfaT*#LW;Rh`$Pq%**J$667d*m&3`PEE=y~0N z-_vwoK<7f95OV$IzrH2vG4g~Y3`}@y`18N-Hvj08a?2L(hx5ik%1C1W5S{{cD0fqmNThAb zClxeFqzw%u5?R`23VhC)jkmcApzlo`z#zBY$OB)|M?37 z)^_HCV&0N(Nu+%wWrbtsoS%)fyF9C#U0a{5G_81IYBq9p@JWV3(UrruX;15Fh&SHa zWfy!j*}j3-JT5LPSxx1K#5rEw`}bcQKdT#WRwx$9ZZ=XA#5BF!Bf+`rQ=-q+iJVR= z`=`UM^#jvO`6;F;!{X5{UNTzTva+(Q%3*I1WnygP=i!JWj)O$mlPUhVQ_RiHcd@e8 zM;Ll4yShrms{0Q_dqqjy_-%vRqzxJkef+q3+-u$Kl~$^nyStQ@flFVil?W&2op3dY zyNS`BPw4q|g-oh;kQ~Q5P7l;QPrmSWx2>)1GqkFGqYaaDY z)d+6tvi4fuGdtXpsGn zEDfjH|Fle`VPH^tec|oG@7Jl6-;&S2rZ4lOPE-!(d}dR+g|yPcx*l`l-tGs2hEWvT zb_+R;wRL_?eA)99%N^i7)}AMFx%Bp}Ve7(0PCSu#{Mtt2@uGDZ)d+#Ux7i&(%~!9c zDK=cakI$D_}mPr1&GC|3qES65f_Xj^}IseCG0=J~xnqEoXi zhSM`mXQqb|qcdEl%@WQ;t38*vv0W!5ESUArT7I}OT(QSGzvTV(RuZGEr~5IBcH^r1 z`ycR}z4Ikrm0`ExyDM~==Jox_iBW7aGEu+E0~torrL~V-`MQsfZ>zUadBEgy=X#V~ z-zSY%=Xl17);(nwd&6&a%niJHo$|tU_BSoxg&^WaaH6m$Ph5-p)>p^9b}=w$P0aR$ z$Wr`fxb!tiqs_VJ-r=j?f+8asaVJ}fD_Ont(@xZ<682|_e!jbE|4qky5~~~b@L~Dq$0E7?Pp;1Cn0Z}ztE(8V@-Rs~w$!@A z^TY{?EnBvbdi(kgT`DI1Zb?0}IMuhsuZ;A@uxQPDID|}q*mYHt7T zqgHL&6X$V=V(Ik(+4b(5n^?GMKeoKlkw0A;IM*( z^@ZmB)fNHAu{NEFcLP*3TKcvdw=xKr^j3vBjCZWY3^%7-d^%k(8~xPk!(D_?1`dBq zysU^_P%s2r(YEKFsIb?X`&hxe0qOm>pd=^r0% zT#dC9lAW&=?VP~D!k#}rJ@h4>=i-OMvH#E1|lYSw6oWfc)j)gwa&ulU%#H) zEowzojF38WZ}*WTjW`P2X+QF^K$hotN5SICbp73skVN}|y2IChKG3tu_06o42>jjr zdU`awGYq>uY2D`#vR4YCk`C|XkpW9A` zu?dTaxU4M>xJ;Ha#I*;o4>5@O$|ENcF@QYVkZxS*k#Oo{SO9&Z%}JsP($f7g69U1zn$syoxSqqqEOldiYvA{ud8P%ArL5 znNH8CDaV0BHs9oAmb*ploCcmV!*T zCw%9H6=Dp zJ_sfePeb`g7)k7PzfOMMulD1^f}gY%h9%ze(44*HIyw72EYo+S?HZ|Ltti`a)%~i~ zW5=zMj-#ZmJ`Ta@=zHtk`RN0;(^*fet7~}92}<)l$M5*_(JARCi~X)>=8)!FO>6fA zloFB~-e+o6Z!)wLpY^6aY0x)@W;4RwQ+B}LDcK_}n-!)F$ZHnbdBv<#V%XOQ|hSRSX$6n*^o&|g;` zyw*rMf&V!=)~0Ra(NuSu{efDHezo0$0RD}|?@p(3+&F!uWQyUA;9p&(6Ta^0bAdju z{`mw8Q@+QWM30(V_lF;eZb&PT_T`ILdBNg#={J>?2+2wPkTe^=+b8xa} zxcAuM1ZMVgW{<4(3+sikb^V@fqWP`G-QGD{DJ9xfdR=9eVN3ijMz2L@lGRh&Jx&h>7`uWW3sGAsWEi$1M~?iwzSl8t%CT{H)*vX)T|Y}NlwFy(H@iQbP13gq z7%9QFr{bCG?__bb8%$?gRFkr zE9rRf?%liWoSedrBj0aLo{?F+&3XFCj_rQAv)}Z7Op7XBxIoXt!-Fq`g@u*g*|ujx zGaYRRkCih(eB}c+rWg@nVds(b%9E#0_q|RnWJ9R~&^u()CATy`eg;)|a&j_=MS8b4 z>N!9!@yY7)ym?pg&E>D3KYcO+Xga8$b6+u#9!25)ExERAYr`m)ekK6Fld7u56+uiS zsy#=897lhKK6-Q_&vBIT=r!$_4_GmYIofK{w);7MwLTH6srhQ(XP_ z<}x6~Ve5`(>f8$RW9{>LPUEA@r!HcrF+UA3@lMgnR^Szfwf4;+& zGJ9WXewB_p^Kg|`|EIHbq+KRIo2X_Ah~>V%I)AP8J^ydF8}hO0vG)7c>Elk^W8>ku z`|>3_+7KsyiEwu1FQMny$!E}tBx$9xpb{oHPyW)kEvNefiQ95Q(aMl6q#B&AeRAYx z70dAX*B8h_lUbi0z5W6b;Cp4P;B&_?fLSFzmA_Iisl9i4Ak!jwPq;a55a$Jh@Oca$u zoqJ=tu@XtbVNl&>F0eYBtLgo9J!}#tCZ?>b42v-#bEB;y_Wh@hUi)5*(25kd=L8N* z1pFm>ij7<8??*@1=h*hl5i2n|Dt80DqQf=bFfs{o@yB(~CG9Ji%o|=R?;;wZXc-UZ zuA7?}(Z_Y$L=xD3_V-4)RD*)5&!5@%ZWl57=zlBI6ptz4Qk}!`;~VBX+ywDR;&d|2 z+MGH)*x40i<`#i|UOJ6;+%CJUCNab=@L`aRgwE!pJ7(|LzhO*M5tAh*5)m;7@<7`0&5bJOA%P z2>%le{{O0rR5u}?skpais4Z7y+wQ|Lm&@+B&onBTn3{%$g&oJDA$eW_ki8`_@cM+X58oCWJ3U_xR1s%Ha`y4VJnOq2qbfmB; zB?&ns-fe#D_VN8sM6K)agb?VbW1j@l^Rw;UezwTdL*)VYv6hsJkC7hHWT5%;!;Tuy z9*Y{iG1m4NTRA*B+DrYPwwx;x(zz7<$HS>bQFwaKI||$~ueTokmU2;b_IEQ`5=aQN zI~(^MIN*c6lHrZv>kItC!orlzQVqh7AO9mu=GA|2OWn0+kE$;v9rmSE(w{_rl&+fe z9C;kvhDv9lhfcopAuccsGWLP;u{&bbxmB3gj{b|p$1v&$C^)kR1>ho1gEXpWXD7Vl zvCJeIc1k;n zDjI>P&`38b_j#2k>#;Pm|HzStNO-(jDSKCfQD`;4;uWtu6HEyN$lXFREkZ zqP*5zkn(EJYh5fKY>X41{J6_yC_aLegYNF}(d)aB|Ab9HO`sDaPxD+|y5+NGWNgeN zZpV(~%7p?QCGGYl$JUs{;@m~{!EyAH^n66wWw^yq`>F~S9RA4J-5a~H+3anpUe1rjI@xPnH$~}kgAy_|tRM@#|7n7vpwUPy{X!qmcoTmW{+gyj= z_6`h?-+%Z}QALFk(D3EUmuX0&@$)i93w7F?q8{y9$|pq9rA$Jy${ABMqVmfOQl29++PV{`EBO z0L0bD%F1wH*B~Yl?M$<6PerX0T&DYx7e6?S7j}MdvmU?nTLlsL{TwRE_3ZWv+4aRU z0d#>`k&hoMgVah-PbYnSbv`gCh>C=SmIU^RgwM_;so(tk`SbDFIRmrtS)gEWZr@~j zNJxV5fF7iCuP@vK4jgM5xcQI61EoE+E>wQVdtMBTPF%anP2fy!+NJ0#LA#Fx0MY?r zYiC=v@Be)YH?E`^O4Y#XK0%gRv?f9Dr#LW?q_LsXZF^4G+1uZ&q74B`+n|ob4(z#6 z&dN&Qe+{ggK^D^~a6JOn;}TfWtn00h7z~_mPS;6>0K}1piWoYKe5di=&MZOuY}E+K zi}(g^1_&4Rk30rM&gW<1;oJ5cMd(nN)jd7L)&fYW!PM{)JfByUu>rR^a-5dxshq`^>L=d-_UIlKMvi}qpJG;$z!Tgsu zIwJU>!ehQ&380RI{)N53Z5}1u{);k~ZKEOsnUF=pz7CfGW<>krBUkA`{%zQI`<({pG9^?2o?l*H>B$Q?zdNM72ew)*3(>!v&f#1 zt-jvQ_miL2C4KsYQr<>oO`2)FY3-5AgYi{4i~Uat{07G8kWw@4c0vRB`LCpne`iDg zj}(!A^=mu!j8d?#jvEc!3wGQp@!3vqKEQFSVpP$luwdHx|8I5WUmfc|Cd&N%YnmTZ zF5Zva?6s`dyA(jTgOz$9YR@9_M%98JE7FMiE7~^(1?#%0TdP;WA>*!*%ve*^g_$OKdp8c{rF*D(-Y?mH4JF1N z^C>kpkJ^%HM#plsjZtQ4vp|8v`i=M3ZVp8G#H;R?W!-(`mh1}I?xVNoJAA@8x~sXm zLzTKxy?mcq1?YDaNbbDvH7_YP^fLPQ_3xw*X^O4%awjMphAE~8Sbw$({4F@8-QYVF z&9WucZT$S&ioHeq?%&Nmeyn!_=wgri8m658aQJHynWUq_28W?9>iJ?{lc$@6IaH62 zco}-`+;yNckS;K&{3C5jwuQz^znvUx9@l8Xp-D)NSk)(q!Ka+cUt-O?9|db2P&(0n)X+=%paB&RkFS?O z2Kxg(hFtgd8~2~M+T18w-frN+v9mCO-zVMpz*#}kQR_Q(&$|uRZ}Fb@)HVNh(0OgK zYN4Kky}06@?8VM39$`*p%?FGz@jcD8qGfHlHly#-teEwk_e;&}2->sBI-h3CE4R;& zcm0T4QT1G*aU2Ue)yl0Uu(Mb-BG|q2!x7>5o~fGdvAq4_i;1)J0=M19eXGL{)U4~< z*_qT$r(8_4<9NXD)^@t{K06&hg~gDw)7oOF&j$0)-jZWbjk+^xy4sz(gGAWOYn@kY zohM4FraCI(aqqo_k1$-yZ9r8Qa6 zZGGoD>k-|SU;ftyEZ)DIQfjp79&CBXcj^i4sKCp(N1JHYB&gZG#?I+YN4mvuFz>!& zuKdNe^gp9%V*AJ;sY6gBKwq3j+zCQ+Q)2a?^?vi_AZUn_r%thRaQGr`l8DY1z)A)5 z4O9*HrJ=;-x01#cRBGaVw8(|1k9>@Vh3?{zuF#!)a2PtSrna5*FG{(KpFAQ6Nz()?Lpo@t7}pCN5-eW^%2J!g=IS zq@?IhXX}C+>%*Rt8?Uu#J0Ila%;-SK&bNoAe~IsY*TU8+ao=lAWM}U{trE z$~~OQN@`dJ@Erp|B6Xw~LKMCB{XXjZKjDbRxJ}TN$S(c1DlA;S2JL7pQXbd z%CaOsBg4dGn8lsJm7{RCilvWVZ=a-F=j{5DR?cursqx~XO^1t3x9`Lc^U(C~+DR8i zBivlZ3#wQwylVsk^&?)!Dd6(m^wNzs1~Le8f(il7&@6DhL3(xmbp@I)vZ|`87{^hG zW5PH7n-}2c#^Jv)OwjQg+p|uYnQ=lf{#a2lmO0ijj6XGFk8gx%Lj5X*olabKZL^{0 zmer*a$?@W%^=+N*_|H@?Lo3tbSuY@l3P~ z2p@>BDt(_G`gHPy&FHnc+nZ2NW!4{GT}m4`G8}$}EmlIDslVRuV&0`b6>dFxl}ERk zC2@0A4}w`ey;Ck8*hJ$wr_<|QGIH&Eu81bzfde~J=10!29l8FqILk7$rYS)&RjvA3Q32-;_vCkWQ<^HneiVZtEkmpH0%ep)4ahi(w>^NXow*r;a&*d zfgpXu!^>VOhYvQyl0$j<2WI=z*Po7(dJMsOEVE@9a6b8@>r7+Sxxmc&J0kVBMe6)V zwiQlRob)ePy5ig$T9q+9pwurN!N;(rR>TZfFtNU7h#O$_3i@i8spavGaPsC=4zR&kWR?WCw6qh$x_d)M_tri-x5ka$ zRI$Dx)~1@HACPC-4OYUE} z;;>~2$?uuQDpiNxWJl^Zy>#1+(us5Il7f;MtKXcM(_0N`|A5xuo#HOyR8OS+wNhOl z+Hus-1$i_~lar$KR`wFATQ>uhU{=Sf{rJG^Jw-2|)jX5z*DutW-`4!;LQlGHNP5it z2H~UT4WsX@K97q>)4$VOxl(W}lj2Zs+x{$>^dkcylF`t9j`^r;3oe#cKTK%4>_gm> zjjuwu^m$z4ElKpuis}&CF5Q zIVByvJ|P~xIw^vK#kS`-y4yF2o>F~U(Ut4-<5|ID%NDg(^Mc_g29-nbizI*7)Nfwk zeHHP#E|0H+qtL;eM?7=ilI)?msMlI#+cHu*9hz-o-MyAOKRsI8IpvkT z#;W>_|FT8}+fEg(G~0oSTYX1I+Z3R}c^kgjq<(Pb?CrJ(t4*$zTM0|n7Y(-D3&NeI zo=Rh5`nZ|y%ImUr$0v7Dda`Ko61o-X{<{N#Z^iX^=y^}vjokTwU*l1v(V>qK!RBSb z+t^!9nXP?V9Qo8*{^>Ly4<0>-v1*2h(}3sj=xElJ#L4bg)MSxSGSBVRqy~gKr(Trv z>?Io7yE&S+ZFb-IiDh>j?I*jR2H5FUBIYH_xnD?yt|^k`n_QRAOGD1Du0N|neWC(3WHe%piSz4GX_ z@+V~;s_UW;3{vOWu-t*A42@}aWl8N^jXOTo*Vl(Q?y8LYA2fFRhQuOTKWJs?aZml- zQYk%TIqNF)`-=uNMW)dU0dG2=RJM`B!{$J>yVdeqmY$fI_`mQC{KuOp)|YJP8@m!m zn3s3T20Lz2G}O(saI&%abNK(LMeaYB69#>R{snw&9T@n3qeZc)(*zOXFC@1fke@GQ z^`~CIH_1nQ#?g|S>&)2pAew=T6r5NjE_S8u;6fUp{zrRebZ$kz) zTgR#1`2xMZD^He{N0+OJnOq=!Xliz+%!6zLiCKi{nfdakyd zc=V&yJi6qC;zYNfkf+qlFawiUx9>?C&vEI6<<0|!JGS&*{7{_ll6JkdkW5^Vnu5yz zujQep0}<0x+gscBGh0y%8it039s}*MHKpYbOB6&d@ZT}qFFaJjf{n`q<=a1m*2JsI zr>_?l6wR~f+bQ=>i4PPHL@Nn!ajs=qRfmO=3bV%xeMIVm^iwYGc_ipJa?RrVj-%GW zLDt_%=U=U4Jy#XHr(ZadQ8il-pD178x`TmX@s*yaFeh`ok(UPzGcOR85#Tn7D5f$V zOAX+7b+fH%i`HfZdCw&kN3XA#6P`yB0pQ2-r`4cv3<7!s>0Sma{ih7;WZnTeW;^%8 z+#b+g7$6-GSRSG=ql~*4%tul)4f1V{t=F?&Y>~f1)eS0;gO4weaMXd{n}YAq<`3lp z`2XbSbrm!r^-|MR;NWJ4TS7{FHjz(M9SE_hWOlj_%96Mq1NTWq_>ZcawG3;$)}~oy zRwm?e&8HzL5R^6{X+mQBMabLGIjEQ=9!QSmkb4)cj#^W($~*&UKUpce7K&@0gd@rR zhiOD8Ttnc=#8+pUi2q!0$ApgxlvJOf*Wy+Z9DrikZFXBpAcBlm7A7It+O*$jfx28# z>bq5ZzRjKx2U7E=C_#e5d=^>B;uZu?p9nll6jY3)V(>$Y@b0NazxBu&N_ZM6?RFFr zQ9N3JYdsd|QqatG{# z2d3J{-N#lx*<0f~GV|_Z%wGl!hFYzRhm#XE2VSS1beq$8Us-NjJ=-Dz^WWOi>ikDD zGkU3c3U;ou?%l`N3|`Sbe}A3NdF;7i90fz+ngn^vo9?fXj8^&uPh{tRm#0KBvaF3s zeq(1>=j8IcE@CG1yKp&Y@~QPgQEE~DFo){*sik3upSj`IiKlUtix<+_h6@+(RA+bA zwL5h}YjH1ICa0LFOg9dBJ)gKQ-9lC2*y@E?_krCjFG6IN{DJ7Av)7l$ zlR)2Xpp_z#Aa)GE>6-{^0T8_=v>Qm~O5C&(m)ifX0Mypg&|_PxLWNv}ZgeM+%hn{nw(Pk@At8)vH|-*mT%y`UF*!6x zzwyG*?WNYW#%kRQbpIB1myb1tKJ*9qM@qQ}LljyqpE#)eWxwrot&o!yyHv>DEtZx- z?h9vRt(*E2$th)5cA#^z6PIRoox80ZPU$xg6cpXh+39R-!do$#Eg#OgW7jTmF`N3S z^RE=Pv$SPCw`^jINIV^=->GM0WU{-ezcw_rujW9kp@fRKZ;uw5LSeh!lRvYq&-{(C zU&3GVM=9svXoSc`G$|mf2{Q>hJLIgF7TNsD5>YD)#=UYy^!#1<(`?3>=1Oy7*;nYq zCsGx*FiJ~IWwu)R+}qP#w5fP{Kvt<=#c7l>wSaz0HG@7WH&;EKO=?oXBv;Ssrd4}a z?f{$l8WjDi1#hy30!gV^+QZj(qf9uC74G5H3LXiy>XZ?daj;;&ud2k8XrplVtQfnp z;-{304X+u3_Ard9y*yAs;EtheK7+Q2gUsyzbuapVuF(F^I^X|)b++5+#HQogKTg66 zq5=w1^yhVjT6mI?Qth%@8!q=6yN^sCf^&kAbvbyx(z!f<4yIt430DdWMMX``oyp0` zjaKr0p&^s$^_2_X2mXA0?fSD)cqjh}=lJKsraca9CL!}2hMGpJV}6hS#V>5H`@2~p zsdW?M1(+QejwH-X1_lOMt@qi7atPnQMYhdHSkz82qCbW*z(Nu+`|NKg8gQpQ&xzpa z{fa?Ny=cF+p{lyN8wG_EN;S6CWXUF0g}nF!rKGoU-(Xt*A>vyEElS^|?;&BWhT+@? zzJG3~!~+DwgYG8zs zy<_xS@MiL?U=wi zH0;DyMXQbixxG6fVOMSwZIe?|Q+ts2bq$u|TX;4Ya_9t5Vhwxn;3I!_TPfP?-J{=V z72Vc+vT!2e1pYJ!zNcOG@!HIA$jwm=H&nPXrD~PiM^8vFp6kn<#FbP8GuQOjJ`D*p z4x?(2;9XgXu!YP-n2Z2BqdewxSX_E(2r}zki$M*f9j&xyf`ye)_(zopfm(QYv~%q^ z5NgJ7X-T1)5@vZgpLTBd+d60U%HsR9q<*&5#kHA4SzCDjMSx=9E+U3WT)KT37NCpA zwZ#X&j2`bI977gO3EO}pV9@4oyU}uS`J$RqN0enKxD%L_S=>erjeQsvfRmscM)AkM z!HAi75DHQYT|O8xK^QXkrBDlEi7A1PHb!8ew#kGVXvqKgTr{(Vh7Yp3is)I z@1?Etadg6f4J{0*w;awXp0f#5aGuB%f$$dZzP$_fse~r+U~)H>9^9HXCJ=~e4Y*DS z*ISE$+r8AnrBBTJ6^lEX*uZMl8Lmw+z@%3{(Oovw{F;H#8aq9g`Qd%vN5CK8qhFsz z>e>1E`2#Mp8cBxE=DCoYkhj?mYz*a**-zA}iz`k){*$8oxU+?|IuRuY~Tsu=1 z&xOnI$CO%RrO2DCF3l378pMPK5tMLZ5FUN-X}P}w_=p8jR#iO!=KIq_zG)1sG~tQB zF|~)V@L{vy0fb3UKby~=42DE^_KfsHc=G+=+#Ad3*^UlnyBv_O#g~^`;48}qX{Ir( zqf`+!w7V(cbWeIEi!pkKKbRQOIL07ql)0XN1X4W(zfIha-?rDspHqWRBYc1GIz+?7 z@#WQdK47D5B!X54!wZ-siaJO5@Cl9@;RG!)u6gb9fRfAWDoWquBR}5-g0xppIK_m4 zqZ%09)o^f2@N)1Ra=>vxTr+ND3PTQ>0A4?{EahRufiM;R!eiHrtZt6Y{xhasa=aLafJA}`OxEUfb5ndn69f+;3Om96s-_U42?lu1HwN?nGU8Zn>>83UG9Uk)+ z|CWnm2#Ez#2=HN@1;GvYE{9v?(RlF}wB)Wf`}%uh+r+oG+tu*9FZM;i>CgZ0B!o2bn&B9cGzMU}9ooqBTkZdTS|q=ZvY#pAxNPWBCiG^4{{!hXlv zKv}30AK1&{K5-l*|miO*?{Y?pb*CC2Ygz=p$C+{WSXDReSeK;Nl!l(HWlj$5+R2Ch(RCp zRT~GQzcyN;RuFq0O!Yot>ZvHVvCFORuRDzXe2C{Xg&PsUn9tJOs46lL;bTD9yCWco z^bOk{VV^7LTI_X+2?>(+nizR2@3;NjTiu7|Q7(5xJKe+4CyQ8jNPU8NIqfr&Gkk{| z&qz()4rxAQHeM+L6aux-3iCf0L{diA<}y{yrGpGYc$39Ovzl^{0(o%7NRnLFe`ftK z|Jl42Wh`;nb1iQk*~K31cbakKc1*XZ!jm=#nH*;o(K7Tn5^>Ry2{#glv9y)R5HFLD z{xl|LW}2|Yad!j^PBwAU(m};T)uUbNYoF#^hFum0Ggl&9F{DVhwooZc^bF7#Alp18 z>}bRe^6p;bjzEB+ep>#_;`xWW?wAinW1f>WRF*1q)IY!h0lr*LxpeHnr67H6QNB>_o#iZabT3cpAKOBI*dX#E&5=R6+5nCH0o$&QD3ov5 z5U}wtwhe4I`aNZHPRZ5g)#y@Gug@!*_kYffDib%4T9)ebJazi?A*V5Y&=9l;Y(+Ua z(k&k!nq9km?%&_>HPw(6VL?uknfS_9PmxDwY%$#Y+7BC(hSGO~qM{<=n##gqazIOjC+}xX_%Ss zL864jdKsqpwDfc`Z`tb;RB0QZWE~V1-ibNTG6Z^8U!N}?{S`Z}it_T3ni@o{z8tjF zZ`kJ-FJ6Q(V>bl_g|2{jK@gu-%03wxmZ+#GZCHKAI*USJMlEe<*s*crMhJ+-fLWI; zEc}s`4+shE$j!~2n3#}*VN?SSL|9kN`6nfD!)Zl< z!dL!S#C!)UYY0wMTwcD>ZEoZkT#-;2yL)^8>RO~1a+N&4y@FKS(!v1F!}sl5en`eU z_U;YBc8&wWQs<^6L@dv>Me{6+#tllrdyhFf9!)s)_(l1Fg=xy|+fU$>`2_{tBO^hW zIVdS9AtUYBvBMjfiKtB9GtH?>OG_JGYYC#Pwa%hAwOS5@7|O{r*WM?QG? zQ2FxZSd2F40+g_omzNt^TMMG)*g+EtWw{1V=kT&d@;P0e^=J(jmqq(=7iVXGKR>^u z<|~u)^9*Oto~<>agLut=EjB%iNmV%wXtW8#h*CXPAQBnS#47 z!2cx7nI>3(C!=UcdV$dEM?+dZJ`InG5`YnSr>Ll?@~Km_G&C5;PS4J6xn@7nbqrS< z+%J{6Jte^7z>F@Or}=5VJpBCIe0_aU3~u6?f4y?#&UR)>5fKrh28!ABZUzjcj@L}K zy#B4Z*`ujEQ7dWcrHsA3JvO5;@_0i_iyuHQ%xX6MpP7JBx*<=dWoF7-TJp@y&QA7L z?*gZG2^eSad-?%V@ICjlyn>g=NdRZ0s06mN$>(ft-0(df>m41<3S{z1XUo^h%1wsu zlN-Gg-|E-Z)t#TKxh8I16tFywqG;pb@DcSiG(6k~i*!ItjM3E8)IT8LxP=9GX;~SH z-a#=5iC@T>7RX!=J??H!z1z|SbWDmeteuBRH!UrVm@T+uWwo6&F+X34qtMXO-Uc7I zA7PFB*!ax+TgmzKx!9IhPy`8!pm(SFZ*nza=7rrsUfvBP)Hl-7($bT2x3R;-90u>3O$CI9?}A4V1|QOGKfgG1 z8RzFJyB2Gc79=}A+}Qg5{d-0cGb%X9DdRQo{`zGECdK0YjT<-0v6I1&`XQ>j;g2AB z%9@wb_`Fk5Y*|OD_Sv$Fv$(2iGeV&ZvzIaI+!(#qzkTOU>6b4%X=rGK4jn2%45vGd z8w?H)YyDvGo5~MS`+AB*V#p)j3*d@mcPW+|bzA*z1ZFJAr*UH8nMX zE?z$Q92+k$<>@DfZ~FL<>+9R*42Y|tTRBR8CeZnW;v{dLTFw` zItuo{UrxkSYN}vRP*6kKW%*}fwi{5@t3G`yjXCDifQ-o7^UP)J3d1|ydnm^H@xp>* z$Bqe!idN>@55&BFy%jhkGBUCY`%TPsh8qc%e9xXeDCl&>fz$F$uj4e6iEq)Afcog_ z@4wJD?yUWk zMKk%fe=(9&LPElm#P0!PU4Smsh(kpa6Lz!usC%f0mr>52n0oyF*d<246;2wD^(1@#4h`q8Ud!Pk&NH<(5kPahT^XU%N*2PPg{Qf^}79 z!A80=6A(D4P~=E;+Pb>G0M9<6JQIl>ocU#hP};k9ir6`*@svsDcxww84;Qt=*!j{j z-u(jL-45&(aMYkVN)d9X-6e2<+AdC+l8Vu+Y2-d1`*AhMfSJa{s_J1;ku1`-FB)Vr zXNeg~lFULExwf7j(SPBk7jpGc(zZ)8mS*M26lUEqT4S)$mlb*}H@v&5g>Rw#+lakc ziR9T>=;4O^YDq5zS-u1*Ox?gB80@2EZtqM+)N1!EwlQ)}BlHbMM#e6%~rJ*OU2-9o?RcMRY(37U!EV2`0_=wc0Tf=yxXr| zztBF&gud2FRk5*2g9ITD3CIL(xG?7RY8|yw^l6-&oNxrp&g}e=YoAEOFlGndX}h}8 z@vfiX;^Yj#UPB>}o!9Zju~mUqj_7Dvbr!CgQL3DO@aWMeY=L-yqYU>&I~ODwjspj< zIBQc8MgAcnA^!fvx@JbcqhQ@M6i-}$h?>gV3q6Rb@7dO@c$tK+A2ll>_NgbIBT_Le z8$0&wdCgR>VlA8e)imkCYa;eAF{nNr1*1zsb~lPcLvynt7yz5K6&Hu$Z`;5*?x3OC zeK_fp@W{2~FHu10(2DkQor(I02A^;+$07EKkw2KIv8O0V*uiDMIgR-)_JhBF6TD51 zP4@=9^eZ<53|_(=wD0g?THc40O^Ihxr*uqFGfHsQBTTGd=t1pUQ*Sx;IJveG4+_4v!>Q+aA1*8|RwIrS z6<#JKorD&~1OM_PL(fG;LJPwzOuE0+_2-Tb4qsJrLDRIUte{iB>wnU~APS0*w!6D~ zFCr+zx>Ls1(UCqh(M4$!72`h4STd-psw$s6*`SiUKC+f{qv(Yxw$Qy7NRqgZh!-!| zXlQbs#-koQcmN_Y=r0P23yUoF^M$Klugu!Fl;i4NA`DUG*#Iqf$;-<_*$OdRHZMZz z6-~6;I)!gwD)a=>xS|3(@Dj{(ydaz+@Di1ie%qN3i|1U_*ZS9tAmW!ppPouOrC@Vcq0`H{;OOe1 zqN-Y6Q=I={)F-rnLY616RC zZE)OkZbZk{-aZ`F7mw}QwKp&o7Jc#&X=Zsy-U&qQGSz$6-yhnYVv`UXTLy>-9LsrZ zxn4$Y($iBKb*&fgrD({ntF5IoG&DRUD$1axrG=%4@Rz#y@^g8)BHDAT9x}?80yig` z?ulxxd#f*J40ZAx`O&y+APwT}Ge|3b;1e;+N`*ehyP!Z?N?MvsF1(JHo&7KL0uys{ zC(xIFH$7K_DW6O5)Dtz>bD?_^K*2sBl^egmmH?7BU@{F6vtLkPSJ2!OAx2>wg?*#TD^v>;j#fp~~>G%W% zm9(`Px3frXM*Soe<2oiltaV{4A*2*g)+i|{)2!Mhu&IupIYSL#eh1+PkNs`%P?n3_ zSGWv@X8c}i>V80Qm3{t91@iRv!-sU3hTF`{%v_t(JTYN|MtduU_z23HL_&7B6A{4x zu0CDVb*XZayK&8t_oeRkNF&AFb?8cjzHgDNd0y1fXv9WP2wU_BB@jrcC-R0P8O4I^B z&E$_zYy$wijq!e(!PacSPc=1!>nlrFcPbu=eW&jtgQr` zWp{r+g*Oj};gN*&I0jdZPqFyrXR=-_l1^hEQJfkuHA7slnVA{M8(3gJ;1{0PPj2A? ziuKdKlLIacV3PI{I4u9*;0o|Ejlevj=Tw%~A4Ej-VAN3P@ZsBt2#}q(@L~)$5s_U0 zh{O;MUfQ9>v9UXIpup}YpR435h>bzKIRv1cvTNveCT72m$7`0fw(cS177V1_1B69v zcKcAv6vK#!gCS6C2vCf%7G{E$BguiOyhF_zj4759^nD;rzxH=GtAKwcfIgfi_n$qZ zl9ranMB`azb*1e=S0rG zIsV>ZNRvR1Se}XL=`z5|bZqCGygXx&DUmWB5~zS_UL0u{~Q$k#wF$VO4{4 zUQ_cHT0#PNlA`)aqDPOOKy7?TdO{XChYeZ$^(!qdl7L+VE>=)df{o}efImhF2X4U2 z1Rc3!y!^UnZJ8(93RW+?(Y^^VjqYPpw8tD1bSDbb)tua13^Y(gVnWZz$cR88WF%Zr z1739V*I$1X*Vb;UsHh;trt{bRyJ`cp{W=uB`q4Odx?y|YLA8~B# z3XlVXEvc;AS!JjY((s-W}!l|Vq~A2kIyGBPm<(FS1`)EAqly&N2`^xx zL)s?{9o~uj&2&94fr<`+N=NAG*2E`9#A+rV?rA=7-~iE!?ALvgfAR?Y@)>P;PG=ON65jl7%}#ZP1LjG+ zl$4YST5~qGUt?ne5F6Rp@LrwTmy7Sbb>F54KP}A9*9ZSl-q@&tvcKB){^2?ujq>T! zZ^Ir1XBJ$2R2jlbFn~vx=m9i1Fkyc1;6W2q)AR4~3aexQC8fFX&eVG^zVK--vPj+d z{lMQJ;;8{H^<_+qoI;eq6A{M|?Od1X1c>njuqv;sQioMC=J{XRis>JHlwEBLJEX?wtH+W7@PkW z0_i(OeZ4!~7j?< z`j!)ogB*C8xt^;Z^b1_i|KXMt6ih&;JXy{?4p4$Rt}-nlBV&MRIUZ5#jyD<1)8Z`$ zv43%rK;C%)O9n2QusgA_`|*V>$R>NGU1_oA3Mjy6VkoeiPCb{PLvQ(0fU{u3{CH<2 z99hKd8&+@yK+FH$J)*ibVq1_1TM5y7*S_&U;RYDpAouXD8D6eYO3XfjdVGNf`=|K6 zr4R?aWw57WTkYb;s5zN)EYVizM((|6RORL8SH!D4=Em9sf!E}c&*Ak7G)NjvFCX#o z@Z1EUfHvh8ifRec8aRnT2#hjIgK-0{_aa}VnJwbwYM^w;K}o88N!{=4r%s1ah6)gW zlOV@01Atp}7D}U}Y$HKtrT%_?=F#h_;r92}^&kl`piGjHh~^tY5HYukg0FGm0tHQ@ z!$1h*p$+Ihn$J}L0_8Z4?j~9a;AY9RUX0xYmC#Aor`1J%s$_D=WB0);5g4OA zj{))T{rE8xz?_D*cG8a%vFb5tX*;^RySaIJ(Oln3Nl7siqi?b^+2Ue3hu>ef$jHbLRTadT56ogE-@eg< zC{pKr2v~4jLxTpT;F5{SZGZpG@EuT*(!AC^i8t4QvjS_l$-a1J!7;j_jdYY7F@$>Q z(j{*wsB#KKmYW&*aW;GdhV6Gk9+5}COU%{)OEb>R&Ea(zx6N2dB3v}*85lHU8FWGQ z0{T7neDg@$b43hEAH-NN!XI)EIrdX2IN+}CZZa$k(K8`cE`WcbVPw>fH_gq@-wPB< zkhs`B+C#XYhk0XLw{Gq3>G44!AP88Taa`uU)#kT>VjF3iK10W`vCrM7~IfWkyULW4+Dd%~F5*4~cLxrvk!_vQ^185tQm z_AhqTcL#MqUq*_UZwE~E1Ck_w-$^h9s5O(i42G8Fmzyj8>C>mf;ziWtC#~ zYagF3+h}r96yI10uJ;$(HAXR;eFypZL!+aq@q;-oM(~?y+1Y;C*`fp!gzQyTTDk$@ z^CW$|UZ7D;VO_FAS>c@m3XNI5E0}9A19#DdL7$|BC|L$O?PZ{J0)(STD;+yVMk=nT zpg_&c0gXVixMkjN&-o=PVEIg}dKY@w9EYKuj|2@<9+%nt{>rmg%6Z3y3l~6)mg1Fc zJ3tg6|CF`2GXs|*3{!+{AC!nRzAiiLsPOLg-Md?e&KH>%K!SM5jL?xIzCeK2u3y*C z)Z73r64`bKl4mKhypYS32}ur#yh)p;c^`I_`s-%mdDTVBQlnbmzI{6e$>KZo8@OFa zXnhHF1Uj+vL>Jkcw{LCHsbN@HBi!ym&$GJ*)ZgwaysN@&6!E?a5VuA!o)W4fDp)Wk z()EixnMs!{Ew_Lkr=_K}n352=N2gJ1H#4Y_lanK7Xvm6sDvv>5^rh;$x&bI=rFckO zYR?G3N$^HQ+#_i&farKN;)i=4E;-bo@a{7d#!FYOPznkPK9jgXi3#!&+}l1jWJN$` zeoWhiAX8Z8B`M5of~>ZMfq|h73@sGbVvx|G;9?2V_2b9C(5{xj1C57AP1BeqX8%m2 z@o5R^Nzx;pg9mSihSET;_QNYPF0KO^WEh zAZLh)i|=P++dxlG|5Jd4W;FtP7R};DsC#npnz1o4ByhNmj_LkuGYdH?=e79#8Fd!h1u!)XQloZI$KU!Z6pK2T^bCOz@TPttBi;x}k$&Xbc{5QlhiL%G?;u{)AkVgJK%m3*IS)(p>ZyU5FV|k2s1d}jMsE~5}(yjjo<(H`s literal 0 HcmV?d00001 diff --git a/start_jupyter.sh b/start_jupyter.sh new file mode 100755 index 0000000..1830883 --- /dev/null +++ b/start_jupyter.sh @@ -0,0 +1,7 @@ +#!/bin/bash + +if [[ $1 == remote ]]; then + jupyter-notebook --ip=0.0.0.0 --no-browser --port=5000 +else + jupyter-notebook +fi diff --git a/visualizations.ipynb b/visualizations.ipynb index 8df282d..ad501ab 100644 --- a/visualizations.ipynb +++ b/visualizations.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -39,17 +39,17 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Data shape before filtering: (779056, 10)\n", - "Shape after lyrics_available == 1 filter: (327234, 10)\n", - "Shape after is_english == 1 filter: (266783, 10)\n", - "Shape after matched_mood == 1 filter: (63803, 10)\n" + "Data shape before filtering: (779056, 9)\n", + "Shape after lyrics_available == 1 filter: (327234, 9)\n", + "Shape after is_english == 1 filter: (266783, 9)\n", + "Shape after matched_mood == 1 filter: (63803, 9)\n" ] } ], @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -98,14 +98,14 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAGoCAYAAABbtxOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xm4XtPd//H3VyKDMQkpEVNUiigepGJoSgU1PnQyk5I2T41VaqqWoh7zYx6aosZfKarVNqi5FCFBzSU1p4Y0iQglkvj+/lj7JDvHCVE55z5J3q/rOte5773XXmedcw/nc6+91tqRmUiSJEkqFmh0AyRJkqT2xIAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKmmY6MbML9Ycsklc8UVV2x0MyRJkuZbo0aN+ldm9vykcgbkNrLiiisycuTIRjdDkiRpvhURL81OOYdYSJIkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqMSBLkiRJNQZkSZIkqcaALEmSJNUYkCVJkqQaA7IkSZJUY0CWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqMSBLkiRJNQZkSZIkqaZjoxug9uWpsU+x75/2BWDytMk8O+5ZztnqHIaNGgbAG+++Qb+e/bh+x+t5dtyzDP3DUADW6bUOp29xOhExU32XPnopw0YNIyI4Z6tzWKfXOtz14l3scv0urLLEKgCcvsXprLvMukz7cBqH33Y4j77+KFM/nMr525xPv579Zqrv5tE3c+zdxwLws41/xtdW/lqr/j0kSdL8x4CsmfTr2Y+7vnMXAL958jfc8cId7LrGruy6xq4A7PunffnKCl8B4LBbD+OkzU5i/WXXZ58/7sNtz9/G5p/ffHpdE96bwNkjzuaB7z7AmLfHsMcNe3Dv3vcCsE3fbbjovy+a6WcPGzWMLyzxBU7b4rQW2zbtw2kcduth/GWvvwCw8aUbs9lKm9FhgQ5z9G8gSZLmbw6x0Cxd+diV7L7m7tPvT5k2hZtG38T2q2wPwLPjnqX/Mv0BWK/3etz54p0zHf/gmAcZuPxAOnXoRJ/ufZj0wSQmT50MwC3/uIWBvxrIAcMP4L0p7wFw7VPX8tJbL/HVy77K/sP354NpH8xU3+jxo+nTvQ/dunSjW5durNhtRUaPH91qv78kSZo/GZDVonH/Hscz/3qGjZbbaPq2m0bfxFdW+ApdF+wKwBpLrcHNo28mM7lp9E2Mf2/8zHW8N47uXbtPv9+tSzfGvzeedXuty3MHPMc9e93DYp0X47T7So/xmElj6LVoL+4cfCddOnbhkkcu+Wh9XT5anyRJ0pxkQFaLrnnyGr7d79szjSm+8rEr2X2NGT3Kp29xOhc/cjGbX7E5Pbr2YJlFl5mpjh5de/DW+29Nvz/x/Yn06NqDRTsvSpeOXQDYbc3dGPnayOnlt1x5SwC2XHlLHnvjsdmqT5IkaU4yIKtFVz1+1UzDK96e/DajXhvFoJUGTd+27GLLcsNON3DrHrfy7pR3+cZq3wBgzNtjmPbhNAb0HsC9L9/LlGlTeHniyyzSaRE6d+zMxPcnTq/jjhfumD5Zb5MVNmHkP0tYHvnPkazcY+WZ2tS3R19eeOsF3p78Nm9PfpsX3nrhI2UkSZI+Kyfp6SOen/A8k6dOZrWeq03fdt1T17HDKjuwQMz4TPX/Hv9//PLhXxIEe6y5B1/83BcB2Pn6nblhpxtYcqEl2fdL+7LxpRsTEZy15VlACd+XPHIJCy24EEsutCSXbF+GUhy20WHs9fu9uHDkhfTo2oMrvn4FAAfdfBBHDTyKngv35MRBJ/K1K8vKFScOOtEJepIkaY6LzGx0G+YL/fv3z5EjRza6Ga1uyrQpDLlxCJd//fJGN0WSJGkmETEqM/t/Url2NcQiIn4YEU9GxBMR8euI6BIRfSJiRESMjohrIqJTVbZzdX90tX/FWdQ5OCKeq74G17avGxGPV8efHdVg24joERG3VuVvjYjun6be+d2CHRY0HEuSpLlauwnIEdEbOBDon5lfBDoAOwMnA2dk5srABGBIdcgQYEK1/YyqXPM6ewDHAAOA9YBjaoH3AuB7QN/qa8tq+xHA7ZnZF7i9uv9p6pUkSdJcrN0E5EpHoGtEdAQWAl4DNgWuq/ZfBuxQ3d6+uk+1f1BTL3DN14BbM3N8Zk4AbgW2jIhewGKZ+UCWMSaXz6Le+s/7xHr/019akiRJ7Ue7CciZOQY4DXiZEownAqOAtzJzalXsVaB3dbs38Ep17NSq/BLNqp1eptnxvavbzbcDLJWZr1W3XweWaqG5s6p3JhExNCJGRsTIsWPHtlCNJEmS2pt2E5CrIQrbA32AZYCFaXCvbNW7/B/PYszMYZnZPzP79+zZcw62TJIkSa2l3QRkYDPghcwcm5lTgN8CGwHdqiEXAMsCY6rbY4DlAKr9iwPjmtU5vUyz48dUt5tvB3ijGoJB9f3NFto6q3olSZI0l2tPAfllYP2IWKgaSzwIeAq4E/hWVWYw8Pvq9o3Vfar9d2RmRkTviLi92n4LsEVEdK96qLcAbqmGULwdEetXP2vPWdRb/3l1Ldb7Wf8AkiRJarx2E5AzcwRlst3DwOOUtg0DDgcOjojRlDHGF1eHXAwsUW0/mBmrTfQCplZ1jgeOBx6qvo6rtgHsC1wEjAb+AdxUbT8J2DwinqP0ap8EEBH9I+Ki2ahXkiRJc7F57kIhEbE/8HJm3tjottTNLxcKkSRJaq9m90Ih89ylpjPz3Ea3oT3oN3aDRjehXXuq5/2NbsJnNnXgkE8uNB/reM/Fn1xIkqQWtJshFpIkSVJ7YECWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqMSBLkiRJNQZkSZIkqcaALEmSJNUYkCVJkqQaA7IkSZJUY0CWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqMSBLkiRJNQZkSZIkqaZdBeSI6BYR10XEMxHxdERsEBE9IuLWiHiu+t69KhsRcXZEjI6IxyJinVnUuWVE/L0qd0Rte5+IGFFtvyYiOlXbO1f3R1f7V/w09UqSJGnu1q4CMnAWcHNmrgqsBTwNHAHcnpl9gdur+wBbAX2rr6HABc0ri4gOwHlV2X7ALhHRr9p9MnBGZq4MTACGVNuHABOq7WdU5T5NvZIkSZqLtZuAHBGLA18BLgbIzA8y8y1ge+CyqthlwA7V7e2By7N4AOgWEb2aVbseMDozn8/MD4Crge0jIoBNgetmUW/Tz7sOGFSV/8R6P8OvL0mSpHai3QRkoA8wFvhVRDwSERdFxMLAUpn5WlXmdWCp6nZv4JXa8a9W2+pmVWYJ4K3MnNrCsdOPqfZPrMrPTr2SJEmay7WngNwRWAe4IDPXBt5lxnAKADIzgWxA2/4jETE0IkZGxMixY8c2ujmSJEmaDe0pIL8KvJqZI6r711EC8xtNQyeq729W+8cAy9WOX7baVjerMuMoQzI6tnDs9GOq/YtX5Wen3plk5rDM7J+Z/Xv27DmLX1uSJEntSbsJyJn5OvBKRKxSbRoEPAXcCAyutg0Gfl/dvhHYs1rNYn1gYtNQjIh4pirzENC3WrGiE7AzcGPVE30n8K1Z1Nv0874F3FGVr2ux3s/2F5AkSVJ70PGTi7SpA4CrqtD5PLAXJcT/JiKGAC8BO1ZlhwNbA6OBf1dliYglgYAyhjgi9gduAToAl2Tmk9XxhwNXR8TPgUeoJgdW36+IiNHAeEr4JSKWAS7KzK0/oV5JkiTNxdpVQM7MR4H+Lewa1ELZBPZroez6lCXYmsoNp4Tp5sc/T1mNovn294Fvt7D9n5RA/rH1SpIkae7WrgLynJCZf2x0GyRJkjT3ajdjkCVJkqT2wIAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqMSBLkiRJNQZkSZIkqcaALEmSJNUYkCVJkqQaA7IkSZJUY0CWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqMSBLkiRJNQZkSZIkqcaALEmSJNUYkCVJkqQaA7IkSZJUY0CWJEmSagzIkiRJUo0BWZIkSappVwE5IjpExCMR8cfqfp+IGBERoyPimojoVG3vXN0fXe1fcRb1DY6I56qvwbXt60bE49XxZ0dEVNt7RMStVflbI6L7p6lXkiRJc792FZCBHwBP1+6fDJyRmSsDE4Ah1fYhwIRq+xlVuZlERA/gGGAAsB5wTC3wXgB8D+hbfW1ZbT8CuD0z+wK3V/c/Tb2SJEmay7WbgBwRywLbABdV9wPYFLiuKnIZsEN1e/vqPtX+QU29wDVfA27NzPGZOQG4FdgyInoBi2XmA5mZwOWzqLf+8z6x3v/w15YkSVI7024CMnAmcBjwYXV/CeCtzJxa3X8V6F3d7g28AlDtn1iVr5teptnxvavbzbcDLJWZr1W3XweWaqGds6r3IyJiaESMjIiRY8eObamIJEmS2pl2EZAjYlvgzcwc1ei2NKl6l/Mz1jEsM/tnZv+ePXvOoZZJkiSpNbWLgAxsBPx3RLwIXE0ZWnEW0C0iOlZllgXGVLfHAMsBVPsXB8Y1q3N6mWbHj6luN98O8EY1BIPq+5sttHVW9UqSJGke0C4CcmYemZnLZuaKwM7AHZm5G3An8K2q2GDg99XtG6v7VPvvyMyMiN4RcXu1/RZgi4joXk2i2wK4pRpC8XZErF+NW95zFvXWf15di/V+1r+BJEmS2od2EZA/xuHAwRExmjLG+OJq+8XAEtX2g5mx2kQvYCpAZo4Hjgceqr6Oq7YB7EuZDDga+AdwU7X9JGDziHgO2Ky6T0T0j4iLZqNeSZIkzeWiDLWdN0TE/sDLmXljo9vSXP/+/XPkyJFt9vP6jd2gzX7W3Oipnvc3ugmf2dSBQz650Hys4z0Xf3IhSdJ8JSJGZWb/TyrX8ZMKzE0y89xGt0GSJElzt/Y+xEKSJElqUwZkSZIkqcaALEmSJNUYkCVJkqQaA7IkSZJUY0CWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqOja6AZL+Mx3vubjRTVArmzpwSKOb0K75GpDUWuxBliRJkmoMyJIkSVKNAVmSJEmqMSBLkiRJNQZkSZIkqcaALEmSJNUYkCVJkqQaA7IkSZJUY0CWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsjS/mjIF+vaFn/+83H/xRejeHTbZpHz96U9l+333wRprQJcu8OqrLdd14onwpS/BeuvB//1f2XbLLbD++rDxxrD11jBuXNl+0EFl+/rrw0kntVzfpZfChhvCRhvBww/Pmd9XkqTZ1LHRDZDUIL/4Bay66szb1l0Xbrtt5m2rrw733w/bbttyPZMmwSWXwDPPQCb06wf/8z+w2mpw993QuTOcfz6ceSYcfzzst1+5/eGHJQB/+9vw+c/PqG/CBDj7bHjgARgzBvbYA+69d87+7nOJjvdc3OgmqJVNHTik0U1o13wNqFHsQZbmR++8AzfdBN/85szb//Y3GDgQ9txzRo/v4ovDIovMuq6uXWGZZeC998pX166w4IKw/PIlHEP53rH6PN63b/m+wAJlW4cOM9f34IOlDZ06QZ8+JYBPnvzZf2dJkmaTAVmaH516ahnqUNerFzz/PNxzD3z5y3DYYbNXV8eOZQjFKqvAF74AQ4eWcNvkjTfg3HNhn31mPu6qq2CllWDFFWfePm5cGerRpFs3GD9+tn81SZI+KwOyNL8499wytnivveCRR2DzzWfe37kzLLpoub377jBy5OzV++yzcP31JVw//zxcdlkZGgHw9tvwrW/BhRfC5z4345jbboNf/apsb65HD3jrrRn3J04s2yRJaiMGZGl+sf/+cNddsNtuMHYsbLklnH46XH45/OEPJYg2ueOO0iP8cd58E95/v4w7XnTRErC7di3f33mnDLf4+tfhqKNgwIAZx40YAT/9KVx3XSnf3IABZczxlCnw8stleEfTUA1JktqAAVma32y2WZl0d/PNcMghZbzxdtvBnXfCOuuUVSfOOQdOO62Uf/bZcszf/ga77AIXXFC2//CH8NRTJUivt15ZlWLAgDLxbpVV4LzzyjEnnVR6rk84oRw3ZEgZV7zDDmX7qFFl+267le/du8O++5Z27LJLmdAnSVIbisxsdBvmC/3798+Rs3vKeg7oN3aDNvtZc6Onet7f6CbM/XbeGa6+utGtkOZqrmLx8VzFQnNaRIzKzP6fVM4eZEn/GcOxJGkeZUCWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklTTbgJyRCwXEXdGxFMR8WRE/KDa3iMibo2I56rv3avtERFnR8ToiHgsItaZRb1bRsTfq3JH1Lb3iYgR1fZrIqJTtb1zdX90tX/FT1OvJLU7//oX7LQTbLopbLHFjO2XXgobblguD/7ww7M+fvDgcrnxJn36lMuE1y8hPmkSbLABdOsGV17Zcj3jx8O228LAgXDAAeCVXCW1U+0mIANTgUMysx+wPrBfRPQDjgBuz8y+wO3VfYCtgL7V11DgguYVRkQH4LyqbD9gl6pOgJOBMzJzZWAC0HS9zyHAhGr7GVW5T1OvJLUvBx0ERx8Nd9wBf/5z2TZhApx9Ntx1Vwm0Bx7Y8rGPPQZvvTXztg4dynF33QVHHVW2de0KN9xQftasnHJKCer33APvvgu33PIZfzFJah3tJiBn5muZ+XB1exLwNNAb2B64rCp2GbBDdXt74PIsHgC6RUSvZtWuB4zOzOcz8wPgamD7iAhgU+C6WdTb9POuAwZV5T+x3s/w60tS65g2DZ54Ak4/HTbeGM4/v2x/8MHSk9upU+kRnjQJJk/+6PHHHw8//vHM2zLhq1+FLbeERx8t2zp2hKWX/vi23H136UEG2G67cl+S2qGOjW5AS6phDWsDI4ClMvO1atfrwFLV7d7AK7XDXq22vVbb1lKZAcASwFuZObXZsTMdk5lTI2JiVf5fs1Fv899jKKV3m+WXX/5jfmNJaiVvvgmPPw6XXQarrVaGWXz1qzBuHHTvPqNct25lCESvWj/DXXfBF74ASy01c50jRsCSS8Lf/ga77VYC+OwYP778nPrPk6R2qN0F5IhYBLgeOCgz36533mZmRsRcM2gtM4cBwwD69+8/17Rb0jzg3HPhuutg5ZVhmWVgrbXK9k02KYG5R4+Zh05MnFi21Z10Elx99UeHWCy5ZPm+1lqw0EJluEY9bM9K9+7l53Tr1vLPk6R2ot0MsQCIiAUp4fiqzPxttfmNpqET1fc3q+1jgOVqhy9bbaubVZlxlCEZHVs4dvox1f7Fq/KzU68ktQ/77196gC+6CFZaCV6pTnqNGlVC84ABcO+9MGUKvPwyLLIIdO4M770HY8eWIRevvw4771wm6T36aJmQN3kyvP9+qWvMmBKem3qFP8nGG8Pw4eX28OHlviS1Q+2mB7ka53sx8HRm/l9t143AYOCk6vvva9v3j4irKcMbJjYNxYiIZzJzVeAhoG9E9KEE2J2BXaue6DuBb1HGDzevdzBwf7X/jsyPTLVusd4585eQpDnsrLNg991LGN50U1inWvRn331LSI0oZaCE5j/8oUzgaxpf/OKL8N3vlgl5r7wC228PCy9cxjf/4hfleCjjip98svQq33svXHgh3HxzCdx77AGHHQZ77gkXXABrrjnzihqS1I7ER7NfY0TEl4F7gMeBD6vNP6aMQ/4NsDzwErBjZo6vAvW5wJbAv4G9MnNkRCwJ/DUzV6nq3Ro4E+gAXJKZJ1TbV6KE4x7AI8DumTk5IroAV1DGQI8Hds7M5yNiGeCizNz64+qdlf79++fIkSM/899pdvUbu0Gb/ay50VM97290E6T26cQTYZttSoBVq5s6cMgnF5qPdbzn4kY3QfOYiBiVmf0/sVx7CchzSkRsC6yUmWc3ui11BuT2xYAsqT0wIH88A7LmtNkNyO1miMWckpl/bHQbJEmSNPdqV5P0JEmSpEYzIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVNOx0Q2QJEnSxxv1z1EcefuRTPlwCl9a5kts03cbfnzHj+m4QEcWiAW4fIfLWW7x5WY65tJHL+XcB89lwQ4LstFyG3HaFqdN3z5s1DAignO2Ood1eq3D3S/e/Yn1vfjWi+z9+72ZPG1y+fkDf9xmv39bMyBLkiS1Yx9M+4Ajbj+C3+74WxbtvOj0bX/d+68AXPLIJZw94mxO3eLUmY772V0/44l9n2CRTouwyaWb8PTYp1l6kaU5e8TZPPDdBxjz9hj2uGEP7t37XjZYboNPrO+I247g2E2OZeAKA9ns8s34xmrfYNUlV22Dv0Dbc4iFJElSO3b/K/ezSKdF2PW3u7LpZZtyz0v30KlDp+n73578NmsuteZHjlt1yVWZNHkSH0z7gA+mfUC3Lt14cMyDDFx+IJ06dKJP9z5M+mASk6dOnq36Hn39UQauMBCAbfpuw90v3t0Kv237YA+yJElSO/bPSf/kb6//jUe//yiTJk9i0OWDeHq/pxn+3HCOuesY3p78NsN3G/6R43Zfc3fW/sXadOnYhR1X35Fei/bizhfvpHvX7tPLdOvSjfHvjafXor3407N/+tj6PswPZzru9Xdeb51fuB2wB1mSJKkd69G1BxsutyGLdV6M3ov1ZsmFlmTsv8eyzRe2YeTQkfx805/z49tnHg88afIkfnbXz/j7/n/nHwf+g6fGPsWDYx6kR9cevPX+W9PLTXx/Ij269gD42PoAFogZsXHi5BnHzYsMyJIkSe3YgGUH8Oy4Z5n64VQmTZ7Em+++ycILLjx9f7cu3VhowYUAGP/eeN754B0WiAXo1KETi3RahA4LdKB71+5MeG8CA3oP4N6X72XKtCm8PPFlFum0CJ07dub9qe+3WF/dWkuvxX2v3AfATaNv4isrfKWVf/PGcYiFJElSO9atSzcOWO8ANrl0E6Z8OIWTNzuZXz/xa6547AoWiAXo3KEzv9j2FwCcft/prLvMunxjtW+wT/992ODiDViww4L07dGXzVbajA4LdGDfL+3LxpduTERw1pZnAXDlY1e2WN+lj15K70V7s/nnN+fEQScy5MYhfDDtA7ZaeStW67law/4mrS0ys9FtmC/0798/R44c2WY/r9/YDdrsZ82Nnup5f6ObIElMHTik0U1o1zrec3GjmzDXGfy7wQzbdhidO3ZudFPapYgYlZn9P6mcPciSJEnziMt2uKzRTZgnOAZZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNFwqRJKlBvFLcvK/vQ41uQfv23Jca3YKW2YMsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqMSC3ICK2jIi/R8ToiDiihf2dI+Kaav+IiFix7VspSZKk1mBAbiYiOgDnAVsB/YBdIqJfs2JDgAmZuTJwBnBy27ZSkjRfe+892Hxz+PKXYf314aabZuz73/+FjTaCTTeFF18s2045BQYMKNsPOAAyP1rnMcfAhhvCJpvAY4+VbRMmwBZbwMYbl2Obto8fD9tuCwMHzrq+m2+GDTYoX7fcMid/e6nVGZA/aj1gdGY+n5kfAFcD2zcrsz1wWXX7OmBQREQbtlGSND/r2BF++Uu491744x/hoIPK9meegTvugL/+FX72MziiOgn69a/DiBFl+xtvlDJ1jz4KDz4I990HV1wBP/hB2X7VVSUY3303nHBC+YISuHfaCe65B95996MBeNo0OOywEtxvuqncnjat1f4c0pzWsdENaId6A6/U7r8KDJhVmcycGhETgSWAf9ULRcRQYChAz549GTp0KKuvvjoDBw7kwgsvZPHFF+fQQw/lJz/5CQCnn346Rx55JB988AE//OEP+d3vfscLL7zAjjvuyGuvvcY999zDhhtuyAorrMCvf/1rll9+eXbaaSdOPfVUOnTowOmnn85B1Zvk7cf+lrPOOovx48fzve99jxEjRvDYY4+x1VZbAXDTTTex5pprMmDAAH75y1/So0cPfvCDH3DMMccAcOaZZ3LIIYcwbdo0Dj30UK655hpefvlldtllF1566SXuu+8+Bg4cSK9evfjNb35Dnz592GGHHTjjjDPo1KkTJ554IocccggAP//5zzn11FOZOHEi3//+97nnnnt48skn2W677Zg8eTJ//vOfWXuj3OJCAAAgAElEQVTttVl77bW55JJL6NmzJ/vssw/HHXccAOeccw4HHHAAAEcccQRXXHEFY8aMYffdd+e5555jxIgRbLLJJiyxxBJcf/31rLzyymy99dacffbZdO3alWOPPZbDDjsMgBNPPJETTjiBoe8MZb/99uP222/nmWeeYYcddmDSpEncfvvt9O/fn9VXX53LLruMpZdemiFDhnBC9U+h3pajjjqKiy++mNdff53Bgwfz5JNPMnLkSAYNGsSiiy7K7373O1ZddVUGDRrEeeedxyKLLMJRRx3FkUceCcApp5zCMcccw3vvvceBBx7I8OHDGT16NN/85jcZN24cd911FwMGDKBv375ceeWV9O7dmz322IOTTjrpI205+uijueCCCxg7dix77703jzzyCI888ghbbLEFnTt35g9/+EObPfeOPfZYn3sf89x75513fO753Jtzz72//50/XH01x06YwGtPPMGj++zDwhF89a23OOzKKzn2llvoNG4cJ1xwwfTn3oLPP8/wM8+k3+TJ0597OwKrfO5zHD90KEsvvTRHP/ccBw4Zwsqvv86Bffuy79Ch/NcLL7B7796cdvTRDP7Vrxh76aU8NmwYU195hU0uvJAXP/xw+nNv689/nvfffpvLjzuOo446ilcmTuT6XXbhkGHD5rvn3inz6nNvDr3vDXukbd/3ZldkS6dF5mMR8S1gy8z8bnV/D2BAZu5fK/NEVebV6v4/qjL/aqlOgP79++fIkSNbt/GSpPnP0KFlGMNee5XhFcssA9/5Ttn3hS/As8/OKHv33XD88XDrrVA/8fnUU6WeO+6Ap5+GddeFV1+FLl1gm21g4kR4663SY73iirDKKqW3OgLuvBOuvhp+8YsZ9d13HwwbBpdeWu4PHgzf/35pp9RAETEqM/t/UjmHWHzUGGC52v1lq20tlomIjsDiwLg2aZ0kaf517rlljPB3v1vuH388LLZYCccAPXqUINukQ4cZtx97rAy5uPrqmcMxQL9+sOuuZVzzWWfB6qtDz55lKMU3vwlPPAHXXgv77VfKd+9eQjOU7z16zFxf83a0VEZqxwzIH/UQ0Dci+kREJ2Bn4MZmZW4EBle3vwXckXbFS5Ja2/77w113wUUXlbD83HNw6qkz9m+88YwJe/fdB2utVW6PHg17713C8ZJLzig/ZsyMscH77lt6mA8+GNZYo4TrzBnlP/e5Mjmv6ecMH15uDx9e7tf17QsvvABvv12+XngBVl55jv4ppNbkEIsWRMTWwJlAB+CSzDwhIo4DRmbmjRHRBbgCWBsYD+ycmc9/XJ0OsZAkzTFvvgm9epUhCx2r6US3315C7fHHlxUkOnWCiy+GlVYqK0488wwsu2wpe+ihZejEwIFwww0lBG+xBUydCkssAeedVwLxP/8Je+xRQvR778HJJ5ce7HHjYM89S/hdc0045xxYYIEyWfCoo0rv8/DhpS0AP/0pbL11Q/5UUt3sDrEwILcRA7IkqV2ZMgWGDIHLL290S6Q24xhkSZI0awsuaDiWZsGALEmSJNUYkCVJkqQaA7IkSZJUY0CWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqMSBLkiRJNQZkSZIkqcaALEmSJNUYkCVJkqQaA7IkSZJUY0CWJEmSagzIkiRJUo0BWZIkSaoxIEuSJEk1BmRJkiSpxoAsSZIk1RiQJUmSpBoDsiRJklRjQJYkSZJqDMiSJElSjQFZkiRJqjEgS5IkSTUGZEmSJKnGgCxJkiTVGJAlSZKkGgOyJEmSVGNAliRJkmoMyJIkSVKNAVmSJEmqicxsdBvmCxExFnip0e1ooCWBfzW6EWpVPsbzPh/jeZ+P8bxvfn+MV8jMnp9UyICsNhERIzOzf6PbodbjYzzv8zGe9/kYz/t8jGePQywkSZKkGgOyJEmSVGNAVlsZ1ugGqNX5GM/7fIznfT7G8z4f49ngGGRJkiSpxh5kSZIkqcaALEmSJNUYkCVJkqQaA7LmShHROSI6NLodkqTPJiIWbHQb9OlExCKNbkNrMyBrbrUnsDFARGzZ4LaoQSLC97C5SFMQiohodFvUPkREf+C2RrdDsy8iOgE/jIjeEbFwRGzU6Da1Bv+5aK4REQvU/rE+DVwfEQ8B20VExwY2TW0sKpn5YfPtjWqTZi0itgDIzCnVJv/3zOeaPtxm5khg4YjYq9rua7idavofnJkfAO8DI4C/Aus3tmWtwzcpzRUiYoHM/DBnrEv4IfAq8Fxm7peZUxvYPLWxrETEOhFxVkTsUr1xu25lOxMRKwKXR8RqEbFhRIwEzomIdRrbMjVS04fbiFgSeAg4OCK6+xpuf+odErXHZ2z1/bLMPL1RbWtNBmTNFTLzw4hYMiJOjYg9KW+omwPrRcQXm8rZ+zDviog9IuLg6vYCEbEf8H/AnyhDbn5ZnfpTO9A0RyAzXwROA34F7AIcAbwD7BYRazWsgWpzzd+fI+Jw4G7gMWBR4H9bKqfGaep4qDok1oiIcyJi88y8lPK+OzgiFpsX5wQZkNUuNX+xRcTOlKv/dAC+CxyUma8DVwHHNZWz92HeVD0f3gM2i4jlq96nBYAfUs4mLA+MBqbMuha1habhTpk5LSIWioglgIuBhYB/Z+ZtwKXAu8AWjiOf99WGUzR/f14OODQzLwAGAV+PiC/6Pt54tddxRkSniDiQ8gHmfeDYiNglM+8AXgR+VL3eOzeuxXOeb0xqlzJzWtPtiFgbOB54KDMPBo4FVo6IzarbK0XEiRHxpBP25i21f6zTKD1NjwP7VLu/TOmV/B9g58w8CVisOs4eqDZWG2c8tbq/P/AEsHlmTgBOB7aqyjxFeSx7A19rSIPVZmrDKbaOiAMjYr1q1/LA2xHRMTP/AQwHzmhUOzVDs2GLWwFHA2dk5qGUD7wbRcQqwI+Ab0bEScCoiOjb9q1tHQZktRvNe5Ii4pcRcXhmPgL8DtgIIDNvp4w/3pRyWm4nynioH2bmzW3bas1p1VCar0fE4tXQmmWr22OB3wJrVW/CtwJjM/Pbmfl4RKwGXBYRK9oD1baqXuIBTb1OEfEdYGvgK5l5dVXsCuDZiPhpdf9e4N9ATz/QzNsiYsGIOAv4MeVMwlURsTFwP/A9oEtV9F5gUERs2JiWzt/qr8Nq2PEDEfGVzPw95bHZrtp9DfABsF1mjqY8hhOAXTLzubZud2sJ/4+oPYmyDNTimfmviNiU8kJchtLTdArw28y8uhp3fAxwbWb+pnEt1pwWEV8FfgCcD3wF2AN4CrgJuKDa93lgX+BKygf9KcC6wLDMPKsBzZ4vRcQ5wKuZeXJELAQcmJknRcRBlA+vE4FJQB/KcKiFKK/pQZn5SkQsmZn/alT7NedFRIf6GcBqW2fgEuCnmfl8RHydMhZ9M8pwmzcoz5cFgesy87q2bbWaRMRilGw4MSKOAr6RmetGxFeAQ4FjMvPhiNgG+A5wVmbe28Amtxp7kNUwLfQYd6cEoC0joks1vuk+4Pxqos9wYMeIWCQznwDOAm5o42arFURtCb/MvBN4FNgR6JWZK1CG0uwErEd5HiwBbJGZuwFnUpYa2shw3DZixrKKvwMOre6/B+weEd8GfgMsAqxUfV+T8kHnGcqkyn4ATeHYHuR5R1M4joghEbF7RKwBLAwsBbwfEZ0z8wZgGvDflOfF74AXgO83hWOfE62vhbk+qwLnUS3blpknAItFxJDM/Atlcvw+1b4/AWfOq+EYDMhqoNq4tC9FRK9qnOKDlBD0harYd4A9ImJl4FrKm2rTOMZ7a+uqai4VtSX8oiz5BHAZJQR3rfY/ANwMDK7Gr94KHBERXTNzRGb+IjPfmhdnUrcntTHhU6vvt1M+xF5QDWs5ovp6KzMPz8yDMvMcygeY7pn5HnBwZt5Sr9chMXOvFk7LLxERvwW+SZmEN5wyhOJNShhuWrv8bmBcZv47M/+cmUdXr+FZTejTHFb7MLNxRCyUmc8ALwPrR1meEWB/4KTq9nXActW8IDLzr23b4rblEAu1qaYlY6rbnwPOBvpSJvNMysz9I+ISyj/UX2fmvyPiYWBKZg6IiJ7VWFTNxSJiUWDBzBxf3V8e+Dmlp+lq4PfAtykT8S7IzMeqca5/Bb5EOVW/TGY+0vScqj+3NOc1fZCpbq8FfDMzj46IpYFngf6Z+WxEXEUZdnF4RGxNmcTzPnBYdeYHH6t5Q/05UdvWh7Lawa7V6/I4YAXgJ5SViJ4FegKrAN/KzBdqx/q8aEXN/77V6/h0oCtlNYqHgMuBcyn/f/8QEQtT5vhcmJkHR8QSmTmu7Vvf9gzIahOzGJf2TWCbzNy76jn8C/BT4BXKp9aRwOJAZ+DNzDy7jZutVlAF3WOBxzJzWJRLzZ4EXASMA44E/h+lF/lCypmuMymBeTlgr+b/lNU2ImIpyooyHSlnd3at5gScCqyXmRtX8wOuB7alrCqydHU61gA0j2j+fl6F4Ccp7+F9gMMpr9cpVUh+GdiSErQ2AXpm5vlt3vD5WP0xa7odET8GOmbmcRGxOqVXfz1gQ+CrlCvl9amqeCgzf9uItjeKl+dVm6i9MAcD/SkTrdanrF1LNSnvB8DJmblORFwMDKXMlD0wMyc1puWaU6rgtHFmnhcRz1KW51uZ8hzYC+hFWeLpX5SLwPyF0uP0C+AwSi/k4YbjttHSh1rKB5sPgSHAS9X9qzPz0Ih4OSK2z8zfR8TvgC9WY00/rj7NRWrDoZrezxcHvg+sTRlGsUtm7lB9kNoyM2+sDr0NmFqd/bu2Vp/PiTZSe8wOp2S/Eyhn44ZV+5+sJt0em5l7RMRbwAHAiMw8ukHNbih7kDXHtdRLFBGLUGYxLwKclJl/iYhtgXMzc8WqzHKUi34cmJmTIqJTlmu+ax4QEf0oy7KNrU7LHw78g9JL3Iny/LgAeAD4I/BkZh4UEQcAN2bmS1U9Hzmtqzmn+d+3mh/wWpQVZs4HfpWZ91X7HgD+XA21GAqcmJlLNKblaisRsSblrM+7wIvVB6SgvG6vopyuP4oynGIVIIGdMvOdWh2eTWhD1f/XaykrAp2WmU9FxM8ok5s3r8psSpnjc3iWJTbn6//BTtLTHBVl2aaW3vT6AAtn5tZVOF4gM/8IPB0RF0bEJpQ33GlNvcXz8wtzXlGfNJdlcl3fiLiUcqnhuymTMdcDPgcMzMy7KWH5HWChKpydYzhuO7VxxitGxF+AqyPiSMoE2S7Af9WKXw78IMo61cMoy3ZNn7hVn8CluV9EdIyIE4BDKBeLeAVYLSJWqd73TwUOplwEZi/gOeDSzNymHo7BSXitJSJWqL43n7D8JeCJzNy7ei8mM38GLBsRR0TE1yhDHF9reg+Y3/8HG5A1p90f5Qpa9aWgoJwe71JN4IAZw3u+A/yNcsngZzLzu23VULWepmBUO63Xtdr1HiX8foOy3NckYNMsy/g9FBF/Ap4G7gD+JzNfa1af4bgVNP0zjYgOUZbcO4WyzvT5lPkAq1CuWHgCsFdEbBURvYElgdcpvYXUJ01W9w1B8571gN6ZeT1lSNQbwJeirChzF2XI1GmZ+WZmnp/VOvUtBDbNYdX77PMRsXY1xrj+N/8A6FFNuqs/HrtS3pcPAS7PzP9r00a3YwZkzRG1F9uBlFPnZObUmLHWcQfKDNlB1b4PImJXoEdmXgB8OzOPb+Nmaw6LZks0RcS3IuI+4LiI2DPLVRH/CmxMWRf1D8AyEbEVZVmoE4EvV73G2bw+zVnNP8gATT30i1GuhHdTZj5OGQazM2V8+CnA9pQx4v+kfLjtUKvLx2ouFhGbNoWo5rIs73cEZf7ASpn5CmWZvw2BNapiBwE/q9XX/DmmVlCN536PMon2LPjI3/wdSo/+15r2RcT3KENkzgK+lpm/auNmt2sGZP3HougA019skZk3US4n2/QptCngPEO5VOXgiPi/iLgV2AVoWk91vj6VM6+onZ6PiNgTGAzsTRmLeEBEDKSMU3yTsgLCA5SZ7V8AOmRZ2/rFqhcz7DFuXc0+yNwKHFOdaj2QcpZn9aro48BdwBmZeS2ld3kN4GHKadm/GYznbrXhMD+hLNPWoswcRbkQzM+rTVdR1izvW4W016sx6364bWXV+2zT33la9f1nwIoRsXNVZsGq+IOUs7XHR8QxETESGAC4ROYsOElPn1mUZbu+RplU9beI+DzwCNAvM1+NiAWzuqBHtW89ytIyVzSu1ZpTmr+5VhM/fs2Mywx/jzIe8X5gWcrVswZRQtaxwD/SVUoaJiI2Y8aZn+0oVzD8GrA7sF1mNo0rXp2y+syRlMd1a+Bo4MeZeXMDmq45pP4ajjKZ9jrgvzNzdEvhKSJ6UYZIHZtl1ZLlM/Pltm+5YPoKQSsDT2fm36twfGpmLlftry/x1h9YCxjj6/bjGZD1qUTEfpT1a++p7v+I8o/0OkqP8AGZeUdEnAt8PjO38tPp/CXKhV7+mZk/iYj1KKfg/4cyEe8GykoVF1AmdN1V+/DkBLwGqF7D44GgBOWzM/Piat8oyiSrc5o/PlGuvPXvhjRarSIifkg5azCQ8sF1648puy+lo+Ps2jbf69tQ1Tt8GvAVSk/+PpRVKV6PiHuBOzPzpxHRsRoeo0/BIRb6tEZReoebxpsuROlt+g3Qg3L6pkNm7g/8V0RsVR9Lqrlf/bReNRRijYj439pj/Ceg6RLgGwEfZObbwLrAo8BKlA/nt2btUuGG49Yxq9de7ZT6WMqYxTWBAZl5cUQsExGdKKfbF4eZhs80DasyHM+l6q/h2rZBwG5UV8GjTLzbpql88+MpV7ic6eJNhuPWM4vX8ecokyQHAI8BywMnV/v+hzKsrWc1H8gVZT4lQ4s+VkQsWL1xNnkQ+FFEnFj9wzyFMnnnUmAHynPqx1XZ0ykz4A0/84iqFzGzrJHZo3pcX6KE32MjYlXK6fe1qkOuoywjdAdlpYPTMvNHPh9aX1MIqgXbmd7va2HmScr6qCMz8/2I2BK4krLs3k2Z+fNmxznZai7W1MtbvYaXjhkrzCwN3JqZz1fjjA+jLL05U/CtOkCyNiTDHNHKqh7gptfxoCiryCyVmWOAcyj/a/ehTJbcJCL+OzOfpFygZV/ww8t/wiEWalFEdAGWyMwxEfFbykzlzsAzlEXg/wwsn5nvRsQvgOHVWLRTKFdW6peZrzao+WpF1Wm94ymXjL2W8lx4gTLWeAfKGNbbgG9m5rNRrqq1UmbeX6vD4RStJD56GeCVgB8Bl2TmyBbKd6Jc1fI8yhJdywCnZFnGq6mMj9c8JMoSnMdSLgd+L2VlmX8CR2bm16oyXSmrlhyTmafVT9NX7wEnU973b2vE7zCvi4jFKCtLXFvd70YZrvYtYCSwSmauH+UiXJcCP8zMV6rOiG5ZrkjrkJfPwE9+mpX9gC9Wt0dSeoqXpFzRbBQlAJ1X7f83sFE1lrEnZa3UNzylM++JiCUp44ffowTh/6KsYjA1M88A/k75x7s4ZRk3MvONpnBcOz1v2GoFEdEXOLd2fz/gesoVC5+YxWFTMvMvwJeBozNzQFM4bnoN+3jNvWLm9eibDKVclGktymTaUyhBuWNE/CTKevVbUy7m0wWmL/FGRAyutj8O3N76v8H8JcrFWA6gTGR+rtrWm3Kl0VUzc/XMHAwsGhH7UNY3fhfYIyKOo7zWz2lM6+ct9iBruuqf4QJZLdkGLEdZvqc3Zfb6Y5l5SFW2G6XXsD8wmTK5Z3XgkCxLumkeVPUqLU258Mu5QFfKB6SHM/N/q16PgZQVEXbMzNcb1tj5VBWIumXmvyLiWMqHll9THreulNnrk+u9Sy1MwJupF1pzn4hYH/h7Zk6o7n8uM9+sPqSeQDkbuB0lAB+bmQ9GxBqUHsrNKOvm7pOZz1fHLw38jrLc33GOQZ/zIqI7JQg/QTlLtxRlmczjKOtPDwAOq87MbUq5kuVylI6KgynLpv4wM99qQPPnOQZkAS2fQo2IYyhjS79OmYw3hjKJ5+lq//GUtWw/39btVeuZndPpEdHUa3xiRBxFGVqxS2aObpNGapaqIPNsZi5W9SDvTelV6kwJQ3/MzHOqskH5PzB9nLK9xfOGiLgGWDgzt42Iq4DVgF8Cv6J8gP0RsHXOWJFoc2BUZo6PiBWzXN1y+nOk+urph97WU3UwDKfM1+hL6RnenDKX42HKWONrgJuzXGzrLuDVzNw9Ijql1xOYoxxiIaCcQo1ymdmfRMSPq/FmxwIfAntnWaf2fOBsgIjYPTN/SjWJw+EUc7+YseD8TKsVtFCuM2X88YPVpiUo49L7NivnpWUboAow10bEvpl5HmUN6u9QlmG8gXLGp2niT32y1kWUHirNpar38Kb/64OBtSPiYkqv78FAP8rwudMoZ346RUSviPgxpcdyFYBaOG6akPdhZk4zHLeuLKv9dKOsBPQiJRjfR7ly5STK4/hVYNXqkJ2B31fHGo7nMAPyfCoidoiI3Wv3NweuoEzQ+TLwvxGxECUUfzsils3MIyhj1B4GNo5yAZBfgjNk5wW1YLxnRNxAGSoxk6qHcTJwE7B/RLxE6ZncK8tVFOv1eYq+cQ4Efh4RXTPzMaATZZb7fpSrGNbHlB5BGad8TX0ipeYu1ZCZadUHnvUz833KJZ93An6dmXdRwtS6lOE2gykX7fk15UqW32j++PsablvV8KjzKUu3vZplGcyHKD3Ju1D+R/ehLMHXOctVC69tWIPncQ6xmE9FxMrAvzPznxGxDOW0zUvVqZqVKaff7s3MKyNiGDA+M4+oJmktlF41aa5XH3Ne3e9AmWC3NtWYxHrZzP/f3v2H2l3XcRx/vocLam00J5pJ+oc60rJitH4pM8pumdRq648mUWzVKugXEWOiZZH9GBWbuUFSWtgsUMNcRUuLon+MVuCarNr6MTO0kta0LJDk3R/vz8nPvV3I4u78uPf5+Gecc889nHE5977O5/v+kdNWkrZGnmWZub9/zND/I5pVRGwGnpeZm1sZzLnA1sy8t339HOqEaifw+XSRwMSZ+Z6L2na4EzgGvD8zfxsRR6ia4eujNuBtoE4g39HC9NMy8772/ZbYjIGohS2vzsyXtisC66im6C3UCfMR64yPPwPyAhYRm4CLMvPSqK1IG4GXZI1ueyd1ue2zVGPPR4G3ZubR0b1izZWYPh/3KcCqrA2It1AzcO+i1kKvyMzbZnzvzLrVabc1Htof1qPUApAHMvMf7f5+7ezSdM33xGnvuZXUB9yfD+pPI+KLwP7M3NE99pXUNsSntttrqL6SnZn56+5xhuMxEhE/Aa7OzC+3Q6uLqLF6Hk4NiQF5AWunwb8BVlPLHq4BfpWZ2yJiBbCdatq4eoQvU3MoIqYy8/bu9nuAdwO7MnNHRGygOtz3UiVY66iu6S/NFoQjYlmrm9MYilom8MfutiFoHmh9AGuAS6jT4kepqwGXA9sy80B7zCPtys9e4P7M3NjfP6rXr/8uItZSTZVnDD7carhmm4+oBSJrDNQO6vLqmoi4mVpNuaedSuwEDo34ZWqOtFKaVRFxR/uj+RzgYuCCQYjKzK9GxN58bDTUYap+FaafGq8F3kKNH/qP5RMaD304brcNxxOq/4CaNabvJGqd8N3AyzLzoYg4HVgC0HoFiIgl7XHbWhnVIDRbEjXGshZvnQQ84s9qNGzSW+Ay80PAGVGrKW8Hfk/NxiQzf2yd0+SLx5Zz3Ad8ijplAjgReAg4FhGLotaKB/BgRFzYyi020JYBtHrFcyLiJmqs26acZTObpLkV01e8n9ruvgPYAdwJLGv33QpcERHrI2Jla7Z9U2bek5lvaE18CTZWT4LMvK7/mWm4LLEQ7bL69Zn5xIg40Trj+adNJNlKDaHfA1xBldVsoZa7/KE97hQggUup3w/bu+eYoqYjXD5ozJN0/Mxoil0CXEVNl/k2tc30znbfw1ljOWn9I8+klkfcmpmf6Z7PBTDS42RAFvDvWtRd/vKcfyLiAiocH2z/vh54b2aeHxHXUqtKv06ND1oPfLA/GY6al/vPqCH2f/U0QxquFo4/TS1ruobqDzmTmkf+cmoe7g3Uh9s/U+/1xV2ZhZfopf+RAVmap9oYttOojvXXZObZ7f7F1Fi/71NNIBup4fOLgSuz5uZKGrJW4kR3anwJNbf4e8ABqpTiWuBB4FTgu5n5sYh4G7Ud727g7YPac5sypf+fAVmacLNdNo2I5cBN1PasE4CPU2OdvtW+vhq4EZjKzCMRsbxrzPO0SRqyGaMXnwScRY3Z/BFVLrGdWvDxjMy8rJVSXAm8IDPviYiVmWlTtTRHbNKTJlhEnE3VIhIRJ0TEWVHb0/5CXY6dAn4GfAeYioilAJm5j2roeVa7PQjHiwzH0vC1BrxFEfFJauPd+4APZG0w/QrwCepKz0/bqLZTgP3UnGsG4Thc8S7NCQOyNMEy8zCwPCIupMLwR6jGO4AfUtsSH6VOoRJ4Y/ftWzPzmzOez8ux0gi0BR5fA/5G1Rk/F1gZEU+g1kHvA84HzqOmDT0ZeG1mfqN/HvtIpLnhHGRp8r0O2JOZ50XEXcCeiDhIdbIP3uMHgFXA0sHWLWehSmNlBbCWaqD9XdTa6GcD+zLzcETspkZw7gZu7E6MrTOWjgNrkKV5ICKuAw61LYgvAp5PnRYHcHFmPuDWO2m8RcRtwC8zc0tEPJ1axPMD4ObM/HtErG7lUa54l44zA7I0D7QxUPcCpw3WkkbEZcCLgTf3s609cZLGU9tuuRtYn5mHIuJdVEnFhzPz/tG+OmlhMSBL80REbAZemJmbuvsOAusy8xeje2WSHq+IuApYlZmvag13S91oKg2fTXrS/PEFYIb4EG0AAAEXSURBVF1EnAkQEScDD2OvgTRJdgFH26jGzMxjg/nIkobHE2RpHomIkzPzT+3k6RXA6Zn5uVG/LkmSJokBWZKkMWOvgDRaBmRJkiSpYw2yJEmS1DEgS5IkSR0DsiRJktQxIEuSJEkdA7IkSZLUMSBLkiRJHQOyJEmS1DEgS5IkSR0DsiRJktQxIEuSJEkdA7IkSZLUMSBLkiRJHQOyJEmS1DEgS5IkSR0DsiRJktQxIEuSJEkdA7IkSZLUMSBLkiRJHQOyJEmS1DEgS5IkSR0DsiRJktQxIEuSJEkdA7IkSZLUMSBLkiRJHQOyJEmS1DEgS5IkSR0DsiRJktQxIEuSJEkdA7IkSZLUMSBLkiRJHQOyJEmS1PkX4x9XcO90OpIAAAAASUVORK5CYII=\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -115,11 +115,12 @@ } ], "source": [ - "my_plot = waterfall_chart.plot(\n", + "fig, ax = waterfall_chart.plot(\n", " waterfall_net[0],\n", " waterfall_net[1],\n", " net_label='final count',\n", - " Title='Lyric Data Filters')" + " figsize=(10,6))\n", + "fig.savefig('examples/figure-1.png')" ] }, { @@ -133,25 +134,29 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ - "datasrc = MOODS_AND_LYRICS_PICKLE\n", - "datasrc = datasrc.replace('mood_classification', 'mood_classification_quadrants')\n", - "data = unpicklify(datasrc)" + "from mood_classification import import_lyrics_data, filter_lyrics_data, categorize_lyrics_data, pad_data\n", + "\n", + "lyrics_csv='data/labeled_lyrics_expanded.csv'\n", + "data = import_lyrics_data(lyrics_csv)\n", + "data = filter_lyrics_data(data, drop=True, quadrants=True)\n", + "data = categorize_lyrics_data(data)\n", + "#data = pad_data(data)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'1': 'calm', '2': 'happy', '3': 'sad', '0': 'anger'}\n", + "{'1': 'calm', '0': 'anger', '2': 'happy', '3': 'sad'}\n", "['anger', 'calm', 'happy', 'sad']\n" ] } @@ -166,14 +171,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -183,12 +188,13 @@ } ], "source": [ - "_ = data.mood.value_counts().plot(kind='bar')" + "_ = data.mood.value_counts().plot(kind='bar', figsize=(10, 6))\n", + "#_.get_figure().savefig('examples/figure-2c.png')" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -204,6 +210,7 @@ " fmt='g',\n", " annot_kws={\"size\": 16},\n", " cmap=sn.cm.rocket_r)\n", + " return _.get_figure()\n", "\n", "def display_mood_pcts(df_cm):\n", " moods_ordered = [mood_map[str(i)] for i in range(len(mood_map))]\n", @@ -230,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -257,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 66, "metadata": { "scrolled": false }, @@ -296,7 +303,8 @@ "df_cm = df_cm.rename(columns=mood_map)\n", "df_cm.index = moods_ordered\n", "\n", - "display_conf_matrix(df_cm)\n", + "fig = display_conf_matrix(df_cm)\n", + "#fig.savefig('examples/figure-3.png')\n", "display_mood_pcts(df_cm)" ] },