From bb28e769c00e06f19ef1f0a4bd028bf2efa3c2bf Mon Sep 17 00:00:00 2001 From: brb Date: Wed, 24 May 2023 21:13:43 +0200 Subject: [PATCH] added new piecharts of significant word roots used over multiple different periods --- plots/total_keywords_2015-10_2017-12.png | Bin 0 -> 20982 bytes plots/total_keywords_2017-12_2019-01.png | Bin 0 -> 22758 bytes plots/total_keywords_2019-01_2020-12.png | Bin 0 -> 34653 bytes plots/total_keywords_2020-12_2023-02.png | Bin 0 -> 29760 bytes root_word_frequency_plot.ipynb | 258 +++++++++++++++++++++-- 5 files changed, 239 insertions(+), 19 deletions(-) create mode 100644 plots/total_keywords_2015-10_2017-12.png create mode 100644 plots/total_keywords_2017-12_2019-01.png create mode 100644 plots/total_keywords_2019-01_2020-12.png create mode 100644 plots/total_keywords_2020-12_2023-02.png diff --git a/plots/total_keywords_2015-10_2017-12.png b/plots/total_keywords_2015-10_2017-12.png new file mode 100644 index 0000000000000000000000000000000000000000..ae437729b6d0d839ff84df66afe7d14710942863 GIT binary patch literal 20982 zcmeEu^;=Y5^e#gPf|N=~BcXIlcXtm%47SY1uY01FEncJo7U3q0w3 zmhl7pCGM>Z^EPyQ=Iv+WX^*9Ciwu6zJr(yPByN78a?^%@3qZw$up=OW#giN#5w?hrI>A_I2Z+>p!Pw zX&g=IdmVadt&J39N`3KVax>9y!yJWaTxJ;2)cs`wG(^5}cf-CuwC(A8n^9I49&cdr z)jpu@QYZJ|>{7swx9wMbQ;Vt9_>KD z-@>%mlvr4Dp9#Qvv6xxl;8}QVC?04a`2S!0zblfX0tT$mpHHh(v;Q_EK8^MNf#fph zAgCHbSJ3@B9p1mbyw^2cc3xP)m@FWeBsKWiCl>tSL2`L8`t&&#zd0^9mJpQq@tEB! zb&gujH0+Jj3**Q5oGI888qf%XJX>+SZ_a{B-xRO!c|BwGf5G{UM%B^L=>5nTiFwa)%VMBGW-*XPyF|$cB4(@_MCpN(4nQ!gGK@? zELLpF2?GY&5{m2TCl0b{nSX+AZArpA2)_qzcO89 z>#sMidoGd_g28_ouRkT49LBXFnY@BF(_F^RqJ|JTKD@xM2;`XPekuPtv*4Bxn>``E ziRJIIl!M2=D9VewD^g_nz0Yd&ogY3&u`yV}birpt;4^p_Dw!hjd45%xmd8Uqiqt|0 z5f=4ved&{bMx2)RaX&f3=DcF3ZmT*i=_4Mx3ltLw%YX&Topk;FsTp<>ODX)0!|}19 zL8nq)R!rl8Qaw?9J<0w=SS8QOkQZ?nk)s?gH`C7wV@{Xq$a=QD2Rx2TFXiq0OaAqy z99pK@O*pJ}cN-h^ia6`Gg5MhZr*E~tVz0)9;`Ql?7^PxYN*A8J(K9yUxCP03@W2?Y z((hr0()-ByRD)(DWu2y+XS+grrGjT$>y}$DC7CQ3i@hSB)0(i+tLSb;q+oyA^GrRr z+vAyEogN$nv^^IwT@Xx~dNU+!t9m$Dt^__I1)nI)>KSvJD9nznv`5w#mqpEbR!G+p z5;w+=YTVO?GRCK3366QZ&wIyRPg-Sl1GR0L{~Ro?D2gOqKMX{O37^qm7cGwG6s7_aBRznbPSR z6O|ETQ}W|qm`M93P&WGTm-c80^pe{=G3dM(!(MpoD`!0HHfXJdbp+sL%_7o2pZU2{IXiBIJHN>F82nCdw*j{5tt7XUabbY$-eue;;3i0f*F-uDl!{Ynd zoH~UWMFlm3V0(=!*o!0vV&=Le6;J!P^&w|nG4Ku0uve7)+PK`y{1rXU@b)t83qhKZ zTH4xgT2CItt%!$v2v`vaTRnaZcGu}>CXv+?|A=^cV^H9`c-ZMWpiX>n9Y{-5-Xw zsm1^$otfLOJ0cUq#iqU?Ez$o%cz&9;cN zbPSz6p%L$=6h2c|M$X53l38=xTwesF9Oc3AcU-Cui{(i7#~e4+WOi1VZUxSL_K1CJ zRO|fE{7$1i6S5|y@`}Vdp1{}^Ce9r zhtDNg^_7#NFacQcj^on0l{R9duq2Is8PAqP2(6>_2 zw&2bHhZDK@L^o&;Gp4Y{49~ZLxuo)>_>7+j#I2W^*}O0ie&9;*Ix}hD$e!ny&SQBI zBI5ASh_8jt5oT)Vv!VSsoco0Kl{`59$4%3>8RA}tM!;^~l|ySijcREII{zdIM#vGh zeRYcd%K~RktLSk5NW9^FUE@&!C9s_GeV$bSmX=!4Hr!KKKt6xAi}K1v8t-91=k zw?@d1Ck2*;5oJ-Y*;5bcTAM}7x;5HV-qMWYn@wzMK77g?OaP0faH$^fv|m8EDw&cv zs1O$irV~P6(+;Pn@}!|^x$+wi$m+?saJl;wP$So$<#b5*8A@B8IP-2u5`O+ojHFZh z9!0q0atcn8kbU%5COETa7>W}gditDka#0|@RX(UlO4Z+&>`7eMpCr%zA?%k?9EyFR z_l~h9=BrRNV`-T0QIP~DWwe88IlE+@VOuXW?wzZ^uDA%oEiHGL2zTYkzw}$aF**7dEAH&3VB`pljcoVry%u z6E&xvHWtHxiRX0`8>W?=0>KGMAD#q6XiV|BH8lZtdo zno_rdHZGde{PAvDRFv=s9%X5|Wh~$sl>hiaWg^w7#XN!TY1e>U*6T^)a)*zZRRY(i zYe~3@uC0+wNX4Mn%cv-PcItmLZ$pDSSk;xRmJGN7C$SWmkc2x88T5527%skme!-Ql zSv=^x3~T}>lM}O4X&9J$Hsa7|^XXQ{_2t2wZpgV|cF5J4Syym})$dnSTc=&um+Ny> zG0K+y8>td|jnm#^;+tDP-@C~yZ_)>0CeIfRf<@0xcadFIo7sMg>q`f%yS$d3U)XMX z$N^pN4A8n&UB*4P<@Qu9yV3O}9TFFnKkaSICQ;mQB(PVgJqlc~v z>E5W4^qu9}3T+iHy5!fFz))7u!H#u*@y8~2omX~Ey`|v7d~E8_=0i-zV18`Mm?U8i z)4MD}{(fS_93w+4O)NYjIxqL!cHeTGE|%@@zv#GF zI7nL)Gi!Jj7a0|mI=tcR+m=NSA@VY?Y;#{4^KhkKeG~mx^Q@){Mflm|Wo(a@y1k3t z+(Hy;R^K5v=;JMXd=Y;BJiB=DXNO*oKDhTbUdKf- z2Ezs!0;=dXCsP&Et%Lmu3f(Mmxkt=UgR|fmq23GOO)@3rD8}59s!4oqD$m68>(JiL zGtx#dGleyE*#2^K>0cag`|n;HnOu!x_UrcRS3yg%fg&{)!QOkBo8~n_dbULTwd+)VhC4Nbdeh6ZFn(CCXaybH={n*H+MrtIAD zoVDy(%cjg}3k?m;l&Z`jx$AtR`kZx0NAT5A?rv4XSjFk+a~dGb&rh4@rK%<~Ubx;O zd9=~SnOw_H++thI>_nFQ&Sy&f(KZX?S@hMK?3LnXZb)b6akbmF9plB<^@5YG%kN#Y z5mZ)XKs2L><4Wsls?OgL_<`2}i$@H^#KhaLhLEJYLS^G5=z$S)CWXB}T`xUA}uRlEvk6>L{?Yk|+PS zX0m>_=+j`Uz?RSjOEI!qI|xoJu(= zzY)E#cM%UB!dGeuOdQ$E-`IH`en@;{`Z%TfBQbeBzcenl6ffvVd#bY0G4GA!vr4`C zd6|@i*?on+dk~^1rDg@80%e@ucYMa2rs3RlBoHF}x*LDt8gwT(D+24b(2nFLuXlHB zpI^qBU2}V}B&d+fC7j)OP%+X^#{4DydGUjC0#h*%U*Wd|d@s8tgdtEkQa_8wHWOx2 z0)Bq>r_{Ax0@JUIph2_SrkDd!ffJjQsxqYw^V3X)yoEyLtaqzexZGOv&5sJJ6t#eJtfy zx)_@8(gsE~)MWK$bdXAAa4`XM9?!!fY^9{Bb{^lnn9opEME?noVmR&HY%c+f=d+Ht zQ&-S%v_=tEV|2=9+0+JcSx2`9xPU*Hf4yn2Gge(VJ8) z5xu8}RI1~loyE+j6a&P%AE=#??2?jm;jFQND-GfH47ZBiXm2KX?xQ|0XDFvjEjI7d z=uFE`$`T!-0-)=Pnl@W`KE1>fdORt5GNIzoW7ueH=)`J&Py%gYs%-8b(x=D0DmD9iU!l3o`olkcu20QtsT%>A9j12x4i=!m2@Mb}(gl z^=w)X_hn6}qM8m}vLSpL-}VJqaI|9n`&*F89-tfn z1IS$n$X$$OJ7=%Z_Vs;tNA;!r7)hGQ)JB(Z%jMC~(AjRVv_`(lL<^3ce5^X)jaNV% zAA^IE&uthH7auyCS7G>?bZ_G^-Lm^sC(9GEg2_9vsYcvF#$N#^ABw4N)9yZVF|q}`0_X_JhjoG@v~_J@U3UDuw76t ztjMrC3qfI-Y6y~pzmvkihXyAxVf&VRw=))6V+wL?z;3lqE_=3{g5Gwk_{B7`PBalK8YSdi+WaC-io zjyf6$gliyHpw(@YI>tN9R1FayE5PYV#+*e)w78ZKN?{m=nwL(R>-3=fh|`ex!BNmG z4@_C_Bef&zppnf7^4it65qsSqirSs2{5WBbIu`@5-wY18Rn!%{&&NG%u%7X3o0tjz z7FKBB#7{kj8P%=638fGM!HXvMbNrv28f8`1L{t!inEgou6na8p9JUGCvXvD0ROjAEcJ9eIKzW zM{ST(2#f@e?Gm*s?P_Ew#XT^8QL70o*9W0`tXr$`l!73Z;_=k6`2afY6;L5H=)hJ; z{2d!BfazAy{HA#{31f!$1N-0`w+@bqs`ULljv^_OB%{0-Ni(%hBhx`m3N8i$m;jvB z^+)m>1hw3BnXkt<)oqv~56&8ZctUUERz-tzJ?L(=hF4)C2Qy&MR+-FtYhPI>y4bSYW5`mgQu1qR=&m=i9=()y?*~&d~9fVY?1bb*j;=A z^C7>M=DcF!`1G&()W85JaZ2J74c$y0M3bq*AhfPg_~y*5O2MT8#uppdS_!J^z;id2nv448$JRZ3Yl0NAB@4d8X%`F6-2V4=JilzqL7}%lzGM+Tk0QRpsm2+CHB$ zW;ABD7H2%Z4nC#r*srJBE-1~ZnX^23xPTbG)(Kwf?(8@Z3Gr*O`aRNsDNks>4juYJ zioA~O{9B$dbNR8cRpE>C2NW!k8Lr$dpz^-V3L=t-;pB6{LkN##prDM1@$V_)4#$b( zfy&nhjMt`J*Q2AYKZkQCPpT8Pau<(J5jzdJmE%@N^wP(sHhCKcJ%l^q0K$YNflTQF>ByO`pv8PydibXN!gWUxV*_}Nz# zq8WvX`KKwo`$8X&6SZ3p7TYi-e(ly=CXD%ObGZfSovWzUGl%QqjsV|n)A2SK)#XO9 zS^LvWUc{ebjp8Z9vhJx?@IiU0tUebMIXgL+Q&#<+F^%J}P*Xz(61}I!)xX*`!s|o)qT)9om%1k0bq2nh>(x`X#~V6ti>B zx?Lxv^;9S5Y?^U8sd(52-J&}^wZV0q>UODC$nt4td(W`kXoh&H70P(No{q6zy3h@} zXhk|NzKTE$x7B>OV_%jFmUtxjuPkcPpbS3y1_eDc06x)KSroP~DrH(4Y>v5A*;DSs!VauhK+o8V?&Kq&2QDWBX2o#@3q+mUHk~#Ut>i3b@|6F zp6`cDnQqExCpDg}$nNGyx=AkYrXkG=6Ib$IcXokIYy(T;3;edxdYy3UxP54xB^r{i zBfZAG5HPoQ+&-$JcQ561LKuIY4rF{FZN8*CUr}^exi70}$TKC0FjMd3ooM4p}qbcI0b``!r)8d2K`9kz|Vie<) zwBKS$?vIzR(ezC+Z{OciFAi1A+x-ID-)?R8IjX%S)DN6dVbn=@<)fOt+5N;UGqnsKis8>-J5L~Zm`i@+OQC6(yBvy%F5?8~m$^inHh;8+MsT(@41-TB8GJ1VdS2inYHu7r3VRc{b#R?q{%9QGm|G1|0FLAB47QAZl1WSSk2%SX%DJ zEVzV&FE_fK$AObuR_ct$WnJ_NPiyX_j9#WsjEH(gT?b`Te6)9{~5C(Jgb(H z0LBdNv9Uxc2Pp`-+6AxSQ8#y-kT$ghHZ&TDD0$(v9IF9v!EO^}qzaVWR#fdK)bFHr ze5|?lByTY`F>p>l(TM~O1^y0XJXeprR^cwJ(z5Xx*26>$dsb}PS4Dym%C_5|l)DMv z*u|d2Qxq`Vnn*IZ2jLpO&&=8qDWP~u{c0M`D#{g~|^m?$JSb4j^z~)O;>HDBJn)C=JAg61c5=iq~9B&bQ}23#jzprGn&9)+?Xej8cM^u|>=! z_+g)o1K<=xM#*7j@RDaB2i4Gh&c(!Fki%6jXiv%%$nBjgjg98MKMb*a5k{?cp2}Xh z&XxBB#8aUhy{63Y(RV25r*8%`pRn?V#KWuH@SV9-Wvl*skt&=8vi%LXELVz}8)DYmdI zyGJV{U_+P)sstlE!IGFbwp$tZ^LPn8CoY6hn=|xV8^BByFd#%W|=4HJ*is zifD(SXvT%8AbrY1UN2RNXUHXQJ4Av(>3-koQyucV|2qYDr{uFv?*nGIcCy`_U1TV= z`Z+H!Iue{|JVXl)p`a}g2?GfIykg&ar{CHsQPWHTtw-fPs&!+p=7E^6n@C1a^g|ZE z5N?$dXDSYZg`5^^rR9$psYhXm+f`!8?zaeF(sqh` zTefX+!mqr*Xyj{EMs7cZYrjrSDF#|d%W)IXkwG|N)2iKBw+5;0Vap_aDpOwNa0q#x z@h6P(-CEyYU-SRNj?RyFeHQ&Ux2JQj8izJCLeFNA!NoDWt!le-$ho7OQ>n|7rmpON zo$p_?s#95dC+bN3QMy5L&%fvf8#D<_7eJyDykD^w%H1!6Yg;eiq@ke5fQ8+er6uG+ z@M+r(Hde&=ZyEm_AYw>-#y~x!|ELQFQz~n@1aMgI9z3co6f&s#trK^)B#O1Cv za#QyD?0oUGv-AebLL9wcstVX|Ddk-oYxqnb9apqjHu8c!Z{KlWGRUgqy2t!Qi}Lp- zx4EXSOIPvuLJ=4A)(vnfx%h`9E;e>6#ZYI`#rncbeX7#xm=j>YHxFBPYo>*A&$KK7 z)|XT?TWPXe)3!fl(s@X6x!ZN+GCG*;&~%rKDE`J$mUIu?%UgVDClusE3ZoT$F*7mo zPDlE9=1T&ee4Yhw=?#|JycQ4qlN+Q_J9sI^`rj&!jNjpxN4t_sXF8*U7Tox&%y@l@ z^}sO}m6lsDRS!dX0`pPaieF_=UUW0#hTO|v^0^nw__BYSm(sP^NzY+qxP&{kWUr|_ znPdz)xzst`e{++)@q}+Q<5rc=NW-hGI?TYbO{}eRB_t);)Vr>Zkv^Blb1tJEO0!FbdE2yPul^()A6#D@%r`nE*L0pcUxLk^WlOg(0AuR+V6U=nm}JEsR^b-t z6LOELl=gfj*e~WW|F|{8g`5E@BZ)$xKxBYOt7%>(EH>a+@SfJbK`2W`-;3^kW=WX2 z*;v=Fwem^cYjL9gLH6isa}?s(xdTXGPAKP3Y*xGoK^4P;k)57}%&aR(tdh;Gh&{9U z zaymSqy?$BRdGdvHE6Doq$@-x0i-js=FosdM)**eYV>tpb#)i!J_rni))rdI%xyvzr zF+9J7)i-r+pS|O9gmSW$0YC~*dDEz&bsIR63JY^^5t>12iXknPk%4%g_ul^^8!$<8 zRsv@Nh>9WTt6({`&z*=J9AEPcXNqVRp@ z4z5%W{`Sr7_|lTeax76u_J?hyyu{WaQr*x}Oca4N)Vu7m^O)ADSaw_{cg;(1($Zd? z4vKDBFI_qN9AoJJ1$}?A8&2%tbT(gzay;YQn{PEu!W_|d)_COv)!mKys{a<9cu1E; zk4?^rPnRx44~);_-?lPbk{_Q>y=qx%tj*pUcjZ=*DXLP zq;>7|{EuHvB2T){q3PzfczU}*&cUwn!M|G8?X=vbmlLNs*Q;IVP1)a1E|**RoIfS! z=Fh4!A`dK&#HF{tQR#O$d#H~m3aGG^?1g=Phb)N-6(Md<8~?GKW68M=(mK}2m%A4z zw^Nd!3(Z`;x_5I#R%a!jf)BEM9&Nq0z6|sH7Aw)(D)L0IN;3FJvt#X^^>m!|b^VL8 z{)9&F4RXXc+Qs7dn*H-1OnnMdNMDal3WjJx^R<#Fj$WrcIti~JBFgPt>-JUR^JCr4(mact!wc!9+&j8mf3HNnPa1fqPDVq}JY9bi7th`x%R^Rd zFSlr~p}X(HGSsz&AB@)V-i_9h>&>FXMhkW#cj z)4ywbUDMZXm~WixjIOs@j`Q(n7r#}H?JqiAe|X<{O`Lr>LX@h;zCkVYOSusDNjJF+E0S)JieAGi=jg2qCs}HeIzJJCZl#DzRlxb^{=Q+V zUi|&o@8HrTF7D0_i<^H$%>^dP8!eQBEVaZWIbFxT5B|-QeHpvSm8hkjgl6z6(2+g( zc0SW)jhtMO&%RzY(fV_5;`x*e1veAPO9q{|LeG+SJSoRrwD^S#x3JVV>AsaR)y_XL ziUvr#runz@lmq=jak~9%j+8ICa?e>U3LhSw$gP7*?Pi_6WY~Z7Tm?0{u?tiyBg@Ha zOS<#Z%?AV7MbjqwgwJN;@Z3z8#emB7$049RFR3(q})9} zCd7IrXow|@n-z=g$Vzu2g{OF%C_3VXhmi<9E-e6v+acYMkRiCt!vevLG2|tj#^*8z z`_F#3d6*dN-G11&;(nkN2FO*f1yn*7MN4vJYDI6%%K_da-l?o$@Lq5IJ)u{)95*$K zear?35am)urNpGbTwW4D{wz}$a`VuH!j|X7M8G40Z8?loDNQY4(RnPpdwjSHA(H!5 ze6NNTm}=Wsfg(3;UfzLBYF^BSDg$>8XK7_ei~>A_ea2TpBD8b>0jN*m__>~x%zi${ z%OYdty)cc+alH2SROCQP`OV+YHXA_fKrPESe3GcGbjdE>{(_p(W7;h#={ z!w~A&qC)cs4yo%V>D^wj%DP3_iZdxV@Yo!<%pUKSv&4A7$G^YwK$M0A4B~nB<+vvb zY!J=qC1D&2OlFZ@1Yuv{#Au8=pEizRxLhOMCjoIei`rW*H%;Kx#jo&`%0~UzIbmAl z*d7x(?i4WEV}9ENpbjqTyK*Ujf+jyMPT7J}H<9>TsWXe_iw$Qa2tLXY6GA}g7$lN- ziJMEq*7@-Usf&a5*_k-ikp?}s#DK46$ze@$+eL#l%1Q0)#f&1B8FZ?${oTFV(3e|U zp4uNsz)_z#!imIZ$)aOUPA-44(I-+RPUHSt% z_=3$e3Qwum3q&k^$_`08v)+j`B^>?2%w)I61%})wgvf~KZ=7}btZAlF9 zsBa@euzcoZCMWoZ<;UgL0e&p}=)D###O2of*BrtbV;?W|ctT3D7MThYA%*U&FyAq2 z?41glTG(qmB_xuE+2xzOm?hXz!YX4)fLPa5TyBC;4s-rJa11va0wnMN=3*iZi}t>W3-%;e^YLa94kWZlu?3c? z%ej;jZP;(3j#wM;iE54_DX<@isZP58nG`eH26DV6G4(S4{xN@O+T2oFG}sn!#Q?;h z>J#=(nI{P|kf}3~2mDE`)41GuRNb?E-zo@aEI8$<{Fq26 z{fY}16ciuAM*(Egn!%3iTr-Mnw|kZ-Nmi|FsZQBEjty~%jODzP!}n zbzU0{Yrr*A+Tvvi1e>9AOXd%o@?NP`)8cvkF7|a{|#bfzVW&(jflX?S8rDF2W#{JG{0*2rSW3` z`oQZX$#|E1G8k|l)_&}YbEmkA4J81X#;#;11t#tsyOfPQhrIpxtfiXJH4g=VIEC58 z{`6y4{)ykaBB8Pd=0@&Qksx5V{ZSvc_eH{-9hJ=}ox#7IPbPnGIM>shCDT3b{ z2t<6qksLylk&Iav55GAq@i|L97&yo#GHW8@5#ND!KLh-6t29qwihb%DC5u1eMoC7+ zg;LaaoAK=HC`;eTvnd8?EQuBzACG?pIwklnApKLnBg~u%h5IJuu(Wd0kw^mF1q!_qn zvm{^W;~V}FQ36g2*qlvJirp3DcCqt!Yg!F3eb~=>sX0{fh|0=~ z7dU)MgC2lIM1~qGLSh!e9#k6D0$azEEq71}5SZC_cCnPx_lPpc2ctO@@*)Ef*0Xq! z$^nbP+OPB(B}JQ`ZxE)Pva`Lz?I2^XAD?_`3;5^(0v`D;M=Xl}=3vhZl@AAO1sQ__ zLL)R#2B;oQqY1zj`c?dBjQMGzq#kWdTawvKX3?oJJz4DzQ!SJWz`s~pY{u1a^4icW zF&`(7S6b9&5HLIZU22gIt4v%5Z>T<8v$$mKBL1FK|am%&C=f?>*ZyrYEo6iB2Q#Uh(H0 zT*pGWkM!!G*nZsPD8vSf$Do*El z|Nbz0$j^hWBRA*W?YTd?9sC965#=8`3#PKd2%(pHJryiwPq3mk#Z(^nlA&W!P}%EM zd}GdapC0pTWnKRbih0ku1E24wNPRut-AB2>NV>V{h=W#*M>3au-bW^~6=AOLS=F0@ zPn~%r4qr-NXfw`8%XZ1*n1c+Ly=oNdEPly(AvuSBh3C^s)i3SJE@}DZ3L$K0Hpp@w zOVK1?M;VB-M}-=5eQNvYJpSo)`$HF^0g+xcQ^1li$1xs|`Q+*Dnbb{pe)GOLs09F#})kN2p#M>v8KIWaNDlT_3ea!yb0wU2jrmpdf7 za@qv*7`~>q05$-?(wBR;eTp-(@fe2PNo=%>+YrYibJpeFCI=8kzV!jrT3B1-(**?E zlxs3$$hpgvO}*gkq^R`;!&$>&ra;{OLVkQF-cTH|%h6s}K7zvT==(jh**W$odZ>>> zRk3w&2Ur;(bpvAL4RHgS(^_NQ_3ub#q18uhC%+Mw7WaHbb*aQiwdrZm*j0q*W%yO# zFki~f*3_5rpmJz7MoE3DCN5+~SLP^z^O=xYz_}r2eR#1zHt@7k!|!D4Z>i<|KRi8a zEx-Rpn0;T;IjAJi>vgFxO@Z+P4-L8Tl^Cvqqn_U*gfjXpD zCk{gn0~kzK05V=|t^B;7O14b;J>xr89*ck~tHZ=yOj5`hsq|TW(__&m1=>xQW;cRv zx?BeNlkAY<+`ylVskCcxb{4?f*eW{{ri>$ma6JTORS4<2!-s38bkQdsPKU8z?CQGW zYCWYA-TIQ=WgMhw@qp7okDdhywtjCGgPsZg9fxnTC(IdeZ*c zH$T+=mrWP=_fLrBCfV8kgR?4$O`fSe*>>KF_u+$LE{;VB{6Q9v8jEQ!{Wbc$I3G7@)my z@@W@SYJI7u>)-z!<@+i5k!&aYSc3S)QWeun;boG89|iGO5%`y}0l`<6)smZm{%?w6 zJ&Y`eTwco+!0!?nAq!Ny-`*HGU-lUtKTA1vPMC;j;~M$GpF*U|WrI~&geqO-$nWlT zqzLU;Dsfft(eb$R(^KEeKk2eFX#s!(>ma)unw!YTIIGxnr7`%ytCQ8~YKR4O1oZVZ zG4A~6AUGe-1+DBcUCUTu@~4}(_l8NZsb+Qhf-we|!J>HcANlX*ZOjBgQ-wRgv^ zuhL$0tn4TT?^EPnC*Eq3Em#V?oSr}WeYvw`oj1+fu2rccvm1(R+ryt5(nW29eUmz? zTMF4+^1i;lYC2Cx&Kg?z_shF7=~@4xiv^4W0C^vSBpT*gUQ^QFKV8D0M&?-d{Y?y5 z`?Kkh_u0KPRp~p?9KEpGr1*>_24L)fCu4I-!LO=oF{?Ruk^$%@K$R(d9&PW(r~MQM z>5HGX!2t@Yd|P=g0a}1{@vs)E%2)I@0=*%wvW5o=FU)nt3v#nx3n+BIy*)^M+<2C? zlz0;Wvw}bXj)tD1oQ$n$iN4!~hf=Vh&FE3JmQvCaZ|Np+h%$%=)pVuntswzu+X(P> z0K_z^ngIp?Pb-tOi>+tl1eacRbF*fLlXd*cp8pN$!*MTgsNGRIp1fKk^nnHX_f10JkbbU;vb0fQT1xO!P!K#>885GxtN`r;P%SGu8~bDG4`8k|nZdNfBpFDMM?YB=t(pcH|1 z^L~L7$Qgs6kq(`BH1ESo^qm%Px8z|iJ|nBXEmFvda0?cDLQwniht)!LTnxcr`1*#r z#1t!_(HxH+bEqI2EuHGm1{}yW|HFBi;-K{Mo?C!C#xy`(y`@>svaJG)s?mU&I0@nw ziIbC`#v{IByMRJwxCk}Zc5{C=WonWnc7JlgooiRfYH4C`B7_>~c%dj| z*6U3p97+oA-gA0xB*)QRQ6y0uqja+qj!#*iln+KX*q`JF428 z^#CW!o{he%$nY0hxlmJ=0iy-H8qZivyB(E^^qmn1SRxQI&&n2oFGWF*$Apl3ZG*|F zQ?RN6??C}AC8RP8B=YKIs~4Zh0$`)ziT{L<>IPO)(S|ffc4t8pSfgsUvpdkwt|CQ- z1J8-Pq@2QTv$2P`M*cEVr(Yv%$Kh)%fZ}Es3tkjb3K~Zbr2GdogtBgDs*anO_u9|F z?*S4V#4a}Nq)4oijQEQmeF;89eURtZL@OSBcqKbvfZYWnG!-e{CgDC@&2&o~>KfO|mD!1^8+ zNmpktQ3A@RlTZQRHhl+Lj%pU-h#J+r1p`7<3i}bGBpPXjve)f0}K$W zoUJHP7QjHPNAHBQWhWEUg^3B#VPYv~6TN*_{=|T!taCV*`#r${P}qa!+r8`dmdr06 zq<+j2T#91it&56wYh7y9$!oJxz=kH*#9PUQaQB(KKhWz@&_wJc9yLb$m;iWdwhzo; zF&$k{^Ayn5NI0^W^Bfv;?os;f6csOk{qzKELx<|wx){kB84qTh)uL9NccBr`x-y}1 z2Rh}hN~m17v*!Ty1D0xQbbtA;=4^Nd_tEN(bn8gOXQ@~Jiy{-C) zdoLF8xElgu%!eQ%8y%zGJ{#mQcz;m8U!e>bqu~N7NAp4SEurj1(Fq{g10%W5Z~lti zZ!AlO=Rlpj#*6?`89{B=Ska{&(`Jf^fBD-oYFl2o!;aE>3qv7%&s7Asiqg;$vzUAW zY^k33Rwj5`ccVKYBiNLvCMLjF1?ERh!pT2<${V5D2g1)!K;{OQuARIxHg&N!`T<<4 zgx_Dq3V6~N8bZB?{rsm`BtWDNTcc#wLGS;?^cqg}>a4wD5+49rDn zz|jNPrjgPhoE-oVJ%s1`ORbfinJuJ0Gb6+0Hmb^*D>1&@E{h7IToq3xq%;h7q%1{l zfk{|$J4OKp@rl>^D_@>Hbr1zLMxQ7Z8>@X(!Xt`1_!>cvIGn!%A5t^JSFi@To#zT_ zlx9B35tT7uJ`}!+xYg8()ZRoE&QXvkb@$50TThky(+7hF$(6Ub(eV7l>R;L>B<>}1 z6bzu?2*=2p3C*`>;6}T!s4uAwO09kz=A>M$D)my3#Dzw@rnY+;>wS3m!lwkd>7bIx zn;tI=;4qDZG~-D%MON;sw&Ia01!BV3lqBUe^*WZ5)hD>jL@Syvfl3cF0%fAgZdBs6 zocEx4#X9FhE_}p&FnKn}{f^v$$aWuA94lVgNk-q2XUVZNc_}&AzwIgZ0Tf5W>ps(a zcuwI)}Xc>WOuT&%7Wg{uN-0&I0w2>;S*{O($(bL9FhZNNoGOVg>OyVP##0={~yv1P4s4UJB>8Q`pW! z)GVfz_tJdJg;FPT{T#m95Qq;v2Bj)9iFQS$^y0dYc=pm*$*c8TaJgqJe1bj=bvCvd zhqmJZCB^WYqLkWf%RijM_M;kU!0UNNhCQB+po@dkAFGHnm@{US-{)* z*Yl`1Gds< zA5H~}!1a3+n&UI(N`{|s&%HWPs;Yp3L_F2;xA9=8iIsnGP0LT3j(s2GwE5y8B`BM@ ze81nkMsm3saJ)z!6iC6X4C zIUcC;UxvFHEG{qP=zJGBmug~FZqju=`(J~;M>6_I#B61w%UsPDWDD4L3@F^vSh~JC zo&EN$oHTG52i3u1cE?0mX-q(+lPmjUy*cT@D5zd&^mKg2(RJ7fF!0`0Ev?%xV2dm+ zuD>W7x=v8Y*;b$3#up0`LBC%!&Uob<(PjIfO_Pd*#-$8Nr7;r_>n_*tPf$%wF5l|y zHA<(?*B{CHcW=f^?u+r5)+=$D)XY$I{Z;ny@uA1KS$U0$v|^?-eO4ly~ zA%9=jbex!VZ1A`xvRZmiDkJ8nbJ*2e{~Zn=4~TZwQHpli1Nm}O8=9s!Ags)2p*~!D zM-$JXv)jvb6x`u?TpQc=rQEYl_Y7Zo5Sb)32A&;$ku5dg;IVAQgmzI8M&NW_ZSaM( zylC5dlI{O96EW&yRS4?0%qyYQNvs`*smK}9;NLhmug)*Jt^-_`IxUCOcqF%$el&X& z0@g_%j*KrTg>qUOh)WJZUTLZCY;9$Ha8?p)e#;E4FpPAl*`8em9?U0sVpeI@jqVC+ zz0$rPbdyUZ!=l`C|Kgu=zcxo)t1EGGZ{ZC?BxDY~`Bc>PyimL*f_?{R|#FBbtrHQhz0?ECkxogTuO zed+Ahski?YXG_?qN400TAqPhO))Y$NOWTnI&TVb0j!ySK;)V9cg%Cw%ww~`)`W$qe z?i9rEPCb%6QxDowWSr6sKD?(sH7I-Ku?LC`(=9yT{Ku=%c0)|BZvs}#vGW2r5BPz< z0E=S=l*H|N(t;vYE#sv)-d`F!BO=_PZtOBQ) zB57Ytd?J;tN(jajwjOj|U|vzR=Pins+I!3@R6Vdu!O&55i;|BE&gF zr>SU~ectgW&TZy@wR86WOz&?TUpYe-x)qDkQEAgEp~Gq&H)V}lx!V|OohdR(a~I0A zh%!!LlDpE>Y-~wJQYeYmjl0dw94aT}rs;ftb8$S0X=Ej!C6Rtd`4S6ux6Wv+e7v9or z{d0C)8u_K~h0&!(!%%Jwyb=K_rSxl!4KA5H8lc}nOZg~!7};3#e9Y(OYK0AP@ zX&Cy>IuJ%fO0qQ`( zH0RMxi-IWCF#G|CMnX1-De>Qc9=>cDzc&Yw(l<6 zAxY3TF{&+cJ4ovlOvXDmXyG6k%{jmylaPaJs~%5@wI>pK+z)fPT7xE3U} z75j7j_dc*M21I{@hd_Hqc`mQD6*#jfKu}uGoWJSeEMa84-+ht>jm-Haly8-oEYFc9 zyjeLG3>s)(8`!b__9*;vrFm|rLyW~|>yo7a)C)#41g7Glc5@Vdqb@ztkh7AudI741 zZ^v|rbWN^K|3!>82cheA;cu#uMP|`qPj8V){fCaz!3+gHVx?%l{hxC3DAC@(zM zyyqBBfqi!f1d4ULb_4+S2DS|)j;zfs`KZR0hR0XMgQOuY?=ek5^p&VZnZv9Q87#1uf}}UyA8~&2}&lm{)MZKFa!JlDgska1o{MDD?PG6se1$bV<() z$9QjIj@we;t-57CJ5e~V5ImHcTRY;99~Hdu>E_o|JoBqYa#qg6oOE^3L zlBR-{+q2p;pX82h;MBk0pYN~_Y1V;XCL#N@-A=z2Atbyfpi8n)zre&L@|C?+K$N6a z^rM_IDUgO*-zBQwx5S+@6b2%bedF(ym;EM&B|}M3s(g$Wj==ThDCFCjDB;Lzutg$6XetwD}2Sy=? ztGFTZd`LzPk$VzDu^BWA`g)(l@W7>D%+i4yYy~)bB{yA1kQ^a@|+QUvFcR&>14dL;;t$#-y`1aW(BA{Mp<)`pmF>% zTFZ5Jp1qjrY9;^+XgYDYhD7a=!*@pB7* zmc}hUbTFYXl+k0{2EY_l)gmf$x~IIN z_CWEB@J9MbQ3k(&x{EJB`U`*$S&% zTmv>lN^M@pZO!VxWjb)e>mcprLpNG$4&|WoTA|u1VR}*AMbI|UT|ZX!O%@8mo+_X; zSdTffnYqoa?N9|kK`x9cmY>_@p<$bN_fpGRLcuYD@P(}+{~tfG2VFOJlrgLu5Cl@@ zrO#_0q}3E7eN*)!Jg`1M2dwv&(<=(!?{}%Ma_!Z7Er8KpJ(Q;}<{-$%w3e%K(9|=- z1-yye3mq;7j1OsoIN(7SW_SHK|1z8#tvnlEImP-YC8YsY3ocdQ$&oVPjDAUt)tz}z z_rVWYY$MS0Z45Y^a~GLM!VT^VI7)Oy;nSS<8;1DmlyGfA2uAl~Z2^Q|fb;ul<>NYl z__({1dManD#ebrhVsJh(sUoU%o~bDby0>fO9WTVpBga~d%9$U#H60MbF)~$w+loD0 zif|#aHjY-;QKH=q>ciHy$RO&;F+qbcfs+@)8#8+SWml;dWwVA%PbOPoR{QBPSa1>9 z>_>>qf6yS&H@e^X8tuwMDDot;Rh6%)kuoal)~_32Ha3k=>Wp_ghY*3koX*g_C(dbS zJFnh|kY6t=Yx7eSi#&BQaO&8Mjj=qnl};6`uw*Gsndd6;q|~g~MAdTFirF$|ZfF9I zF2Ob4Q-t@1-y`38c(-}XJbT+-V-Xc2QWVVzCUs`J9W{FG5Zj)3GFJ*Cbu!5iW{ z+`9gj8f?;_+^)lxQU>N?xAw?BVc8WLXY&~IZfKz?yBePm8f_Sd8eGU7vPF7_ZT!BGAYMCZQV>w2Q%V}7q+43LHjQ)&NJ=9Dk_r+^cXw=LBd`$x>27K1Zs{}I z=lh)ZJ%7TvuJeO>UC!+J%&fI$#l7x{P*;`5#U{r_K|#S)RCu9@f&zge|J=g_|I=dq zBXo_I<~bLy-la^<4#rPC4yb-XpJF~%6k#5vk!y~M zo>%;&DrUE~Y4mD$*Do-zZvau_;W?1**1LV-y}?<_Tbn5&a{l|=PkiC{#-Njw9_;2@ z=NTOQ6J#KRfS{nbkfGwBpdhT!*}?xMKdJ(M8_E5@f&ZIC@^xVwf-=Tr(WkNST7M$v zHhuN_3T2E7LX0vg#{Wx{A3Kvq_HIzp6aSx=@`(4-jZRr=_OlyR!|x z#@H^>z-o@4Q;5bsP?HOd*BItz6~EE5d1};X`0Mwb*iB5~Pa7)g@74ia7x>K_F3i#W z;(NLNR49^kW~hR(g;@72tRdPJ8_arqtc2-}4|Rl3jkLIxhR$falzOvC9;q zhj3x~21sj=t-K0YE7lCzBtmdz@>F%@VAIEd`YbKciy^9ay2s&aicCdS;a3m)lm+< zEs|^TXg=My71hzcvovXvui2s)wCB@T=h4$VWI5J>B)boao!k2P8PQx#b=6t-lN$$I ztokfm%`?pg95HU+UhV4z2DXY{FX20!ZjHkae&C!|cr`2E9n##gC;jXNm0i`#8DhS5_T#Ml ze0+V)yYTIbQ8awfXXgt|p1UJ|{^VsGM%(l?_q$SB)#|Ifd}-SrhKn8Ee%WUuo|`V> zWq)_fSE?<&5& z%RLg0?&BAtu@7`D6Or28Q z;?`Ev^78V?u9f&a-~DF2g_}Juk6w<34a0@Yq>83J;hX-2>zKT+k`t4Yg*IZ_`cZd5 z>dDX$4DGl=&X;QIRJcsoyivnU$0>b;_x1S8Ec0H#^4f~OpG8}aOMD%5U+X?Ktgkb> z9Z}}e@%3#IKM2ORovbiM8fCV#-wK7#?CiYf)YZw^*%sBlcR0*>p<>~BO~B{wYN1kr zfi82f5ZpVl>x1^07XK#CovCcE)~h*kGBOSE%=3e|?2Lz1LD=VG9h=?1`*3#lhRZMu zj+88w*%c~f^>hHel-9O)+FmxV2IH;;r@frlM^LX8k%${cVq{V>4wQ6g(5ZI= z#f5s?7b#iehnBpXwdu{um`WOZcvj54qbF!Kxs$??MF3(mzS!wza$h1}I<0oL=sR)c z!z#6yN3DLIyPTh}STRs>4iGz0hAkVmtXh^FM8rCLwx!_r>_6{4VkUtQS1GLRp(G^q z4Y-%q$ij6FVx8;?N{P>a)4A9>d9;7D+!8_$5z@dHlZe$D@+We##<4}%ke28Onw2tc>9PNzw?#dEfq)o2 zyITItk-(S1%9?KDL}V|IuqkE~<`qwXKEzLZ0Jelu+s2yCW+!T_oy0+`-tGq*qdY8S zS)O$4q;o`-mq$QU+Z?Nutd&y~NT8;naC3dIt->T*$p9Lh<=|XeGt}c}SMG|I$Z;L! z!xJfghkF-e1Xih7i<|eL2*oe{DKD**QeKkiSY~1@K8p(~pZH=L_XKAd6}UCZWNtaR z5p8%;_e%}NBq(YZ5$=qA6vl>a_THnapxiJ11}_Vuz{1m{gkK7wwoh#_ZqPZ#m>|Rl zgtc7g5sn%bigLjS>5g{s`VPp^^l#S>m*A40jQN*Q0)Ow=fb#8E{21YBDZg-SGny36 zX;4ro+$LJ1J5KI12BRBeWiP6Il9OV2bx;bOBQ$bG9w9xKVvG=vW3}foCR9T=b4B+{ znlVS^f8V(Bus#a>nD>f9BAvrdRA+HO5<$NdR2~}^^e!OkQ)r3|`0W>wiKnI`wmDg% zsqY~~*(}RihBA^#q!c-x53AHkqPbax<>(_ISlnntznl%XK41~za6fnJ#M7D>imw%KtSM3qy5t3bY|IW zee+a;N$j?)?Jyk4dTcC5k4`k~zfkm#TVO-|-dk$$$HnhDHDy1tK^DW3icHJ7TNygT zil||e7$~n@qT?*`IMD9L6du_}{t2BWKxpc&cl7SG86g zugVQavX)+$jFz=S>?0RoW8;MCQ_hcT)T{47i6k5V_wF~#o zEWhWpIEkTFh$8Y>Zq|h8fJp)WA1;iFn|_K-awFInjvX?7rD*lcS}tP(8LRIxwJC+6 zMcB3UZSwd}*F3_q7&pI`rV!y=*4gkGwm?w5D}d^JWh4pa*u6gng+`wJQFxX+m%FKT zNr_9F$!RoRX4Ez;B^N5Gf^*5iVfUa$h()yPH#*VwLEK_-D4U|vn$iq!iUx>lonVW0 z7dgYXhiL@UUz@@=X%TGSXR_$XEcg;xwpzp7bNy1kCEZS)v1D%tQmmY zCQs|>{qPCH`5D~{*{?UAzj;%JD=^&4V+*)$7f&Rnlk7XcZM4&@4N|HvzgQC8HY{Ih9I}Q)nni2S z8IJikG4W>@{8c!BdVVZOWDztN`2|)cksDcbH+j7I6>agp0rUYnyY~QTE>LFcv_QU5 z^>^QCK{=oA6121NNqm?+mtLqv>?_4NnD`v{Pb{;4--90X?O?p#hsu4Ve)&s3Z+lL= zpy=kYeuuPpD4HlnkWYMHqPrO#Q`f^9b(8OK#N%2LSpUuaT}s!$=JALfN>vs;_YHGY z4`wf0ws600FzY!wJG*cfX=3zAQ;XfH+Nx-Awq;)bjpBtrOnBuzd)9m(N5Ek1U#e9p z#E+ae(Hboq8*O5rD|VdgAFgb^!+U8-gnvbNTut1oQp6i<%;uu!DX0LAqs|(y{MCf{GJmex}+Mex}mDUA6XxO<2wl zli=ve(c>8_`j#%8;YeGzXwMs=zxGK|qCRwlt-fo49evULs#ZaED*LZJ@u~G1el;yCPj#yp7X^B4sh1Ps&ekSJg zEIZ`${BIUPn$Y;+iMBk5xS*OlRf%-7Fu;5pE%U4qOpf2f1U%HRaz?W8(A(I&X z_${v5I&c)dgS==(4vg}`&*HRN6n_0EUa~^3NWsy&D&&tZ%W&a$*f!IQwHRv$8uyKj z12;E;twxV{?PCzeB&mgE^vS`kT};v;V(m>&ax@ILfbeA2K7t1vdG6(}9yY@#mahW9 zw?nz*V&eiD0u5Gl$SbUIU#|0|^p!FK>qqp3<=uRKn?HR@b&Tl6B6j37I#sdzu`)M3 zS7Y^r#p0)NC<=q3+z3M3q?nQxhbcTL6oWf_fauz3A>k>nY-O*jO2vllmAVpbYx&x} zR14HE+=A(PJbHANOYiSN1+9R!3(2+43FH@(W9!x8sao^L^_14rK1t2RMy2H8GahnJ z`V_iCZ?=@s7goA(qGBg(=(}V;u_lxI!$d9=CBqyf{n}xlLM`acUd^xl7;j-=tVwjW zb!)W5j`hSVB*dPwx75D3$bt+Qq$JCv_n=>rr^`tLW(D#sD`4&8Wi1h91w0t_T@cY% zD3sRTaKv1wAgc+N%ZRnWBmX}L_kOR6jJ?C#JWEBfeyK`jRP|TD_Ij#UL^8sHLO)yU zCp|xBDhbFe)ruQPu5(~0S4ZfI{v5?be2&fw7~uRldY}~i8RpMi+_t$Ta@)yq)yV_A zi~YyZ4v353`jB-Vqx^ez1v;}O22zVUFZS}5!?MYI?;eH!+)N)bB8YcNj)l7m5Avo- zB7WQ_wcry>AB|nAo6OgKZ&{HimP;0j1~Zq+5J$n&VcTCY_| z&&I=3@9Cq&CJcy>r*QtN5yZ?fc~s?s-bK2K9gCD*yv%pu6yTh$I(d=K2_hN;R{hFm z$Dq+FfH^K=Lgqr+MGCG$>u#!MHYn0EjOp#Huw#>kz_A~I(&4ElhFquzxFABcO?7v# z?-F=0y0+i2W>^4^aR0(lS(zNoBpEGBIwn7I=gcG=Xw3ph8lPe7b@Ey0mp;OAfea1y zKU!0RqxTWRxGL+@AL<4UB2g51=Sux8$Z*FG<#Gz`*A)yJb8;C~kVj6p$O|qOofQ~+ z1R?%In%nIzB@(7(lB}7i6g#{YoOdm5nC>b~9F)tJ5FJ)<{97N&bPwt=zzs_BcFzYm zAp6=_wA2N;BCQ088j5^!j}W=du&?nGv+?R_roZ%8kAHJ-ykiQ}WKDSBYk?|Qaj309 zM%+9p3elyiWmlfX{G2jC+{~H(l#nWyBU~X2JJ_ru)hHYonm84qBlbCa*QM%ShtMA*z(3*`0PkZR4Vi5q5 zdtny5Ay-)&Cphlys>MaPf}8quR2B~9f2SNkRmHAsh#B8Q@^-}M)wZN&r-GQHB=#bD zXFLX8XvHJ+GIE>fVT87B`+YpuGbPx@MnrakG-_rFy*S7P)!U-2B< zKFOptdz$f-Mz~9rSEHy2qjV**k;fF066uOmobvb8u!{ve%g$;4Tu0!zm#L37*^8Nn zqH0EGtX=V|s4C@Am3;!Yoc{`0Of92K$1g(4T~bAsjfOE&Yv57-h7|}Y6(Z++vgqrJ zx_Fk`rZg&$G42j4f?>*q3Toa3i#Oku3v9#LI7c##z4BX*Gfl;p{WZJaoA~eIoYdak z-2R?D+n>!9xShs@FNF?HOy1obhd1AmNSrI)oI9Dad2KR>NO#-vb!!NZM>_c7)-Z^9 zKBIjal4$1^sF}p*A>gJ*oAF05_Vz42Fu!w+*ncf*VTfY>*2I5B;#S4$b|( z4cW;S>1=gx4H}%^{0YB$xuda5arMs0myvc3oSR*xa@+kKie6Ca7t^bf;P4vEik$4> z&*#|kJ++92iC$Jczq|FCao@X$&yyCf9Q=JmJ9nLQ&iwEJ-Zf!=6Siqmv5Z?`b{@P?k=q6{x0{r-_~*t!%tIBnw|Z0 z^o-rm=1R%q`Vtd<)p*G8F9p?+zlt8t7_QU2h@Z?~WB`TBE?KXwj^T^yta9!7LpX!> zhx33xG<@983kLm>8%ME- zuECH8=_JtQ+ZnMGU13vA8+v1QQM-Qlsm~hY;IN9bUsJ%f#KMHc?G4sxSKzHreI1PI z*a8xaF!H{f7icXhHSq~K+xeZHdG{CV@^`YcmY!E-%k91?G*3S0jZ0sjhVc8+ElETP zYLb=Rta^MCX6YyHk(C?8>7=p#qN)m&=#QH%rZ-1b4IHM81|8B;v(F_;0oPO6{RE7PFuIx=LH@Wf}e~P8duswe|M~Sm&>1z2aSqO{=gqu@a+r=#L%a(@C z-i3>Z84);xqDX_Yj?8zB%**8V^J<@S(>oet|G60WPGo89U(q}N*-7_tWz!0EX7*m# zA3@#)wS0nx%gIQPL-z_k%2^(6D?yzNpHi=z*`-uuF?1P|B`JMfuHRr%SShA;_xG?> zXCcGbXQQR*v|}((snVz4w8&=jsQq^R_+o5qM405KH6y|3+xjBe_QZB| zcwniqn&T){!<~Xng~V)BIA-!{l$;hB#4VrROsD#5=q{NsH9vxTWG(nTfZr-Q5fKt7 z{9WtEn>RFfb<%Mk<~@%yw|E2ZX#XAM@=`DTWc}~0lj$h9;LSglJ}_*SsjP2ZaQQ{d z9~a!^c1O52Z`B9tR~%LU>eR$YoT4br(GLquFR_f)0RDBd=_%A#M`nT}!p_bO3NqUs z;`;+AvE{UXMhW2aL{WIUi8Ua=VQIZDC9ky*M4}(@PvKCMST2CgeYVkt7T<&F{Nk3& z?fxzo|F%*&xEBQ6q<;aI3K?)$D3&k_BV`dKnjlD;BnR<;-~+Oq(#|S1sl8(i7fMik zxhHYzGSZppkXb~Z)l@aFiE$@rW?PPp{w$wDiFIbz|MaTOw}aM9=aEJ98(DeZPQkv$ z38G9MR!3(u;Hal4c}FkgtdQfqHFf?ULU&Ki8NN;~YOBUP%7ln&p;C5f7vxEI4|SA0 zF@lx8w}>W~&Ix|8%GST8^$-LTp2qn0X7CFL`PO;LrZI2AOo6!G@tru@QA%b{tXktjO2T>J= zvPhWzl*u3rui%fMCO$G&#tn${jC7RTLodT#C(Vs}p{g~VGntQ&0ZGiR3~%m_|3uX1 zswAa!535+y812^Y&9N!mXbHtI9@|G;S{?UcxIA#LW<^Wh#9kxK&EEVD(z?m~ENMqF zg&u{i)gV2TF7Bkfs8xQ5E=DcGE_J?dD3euGYzC<+3*kXA%knXt5`~CW%O!!u<$Y}O zJt&bq%r~)T6j%)?zxd-gi#UiE?>|`l()k&LYwG1oqwEcnC2!aX6N91{$8Vi`iyJ%` z@?S-b*(<^R9?r3)DZm$PK^8{an&0^hoKRjMDJN=`2z))qH}rG0vnVo`K}JiISWZKi zgo3Em`xU)J*47Jba6LhxkLOHQ`kG$6UPKT<;R*A%AwfE?9D7Gv4x=ZnvXt_U7rNy=Cwt71J>PsQX6%GY8eMJiXMLB8fuA#tdFRK@y1 z_8hwqp#XpjQ2Y8!1rZ`N@{VJ%89lvBUjos`a|x5D4ZJnREKvtVVMcW{os?nq6Ez1E z`4pvEm>0JzW5vTxQcw#<(r~(zAS-{)gt2J_5*$QaL9Of|L9I6s+z$oeXKmgO3kSeG zz0Gq}-g;_@>P_C&=iWs2m=g~O0OU-I?y46A3n$Po#V-M5qc1B1qeIP@N5K>5Fh7@V zC;A2fhIX@}U)d`eGbI$S30o|R!q`X2cxuW+nOUoF4@&J8J!}cj+GIE6MNq}Yf$Vs- zfy09z^E)S&Wa!tvp$-F3^M9*mx8ch_p)cgAhaawwz~|#N$&zGOHtKXrfRaU!5&?shZX25A%?tJeK7od@YPek z(C?fWk{GY5ecwK+5;ZqW!YmLZ##+^LkA^)Mh{m3!ASHr)iQ^)-!bwwua)J{OD#glu zW`7ORV8uWDg6UcoKbc;$qCaD6BbKsi&!0f66=^u;MI#=CwdDbP*qIj?8gIN1UJxe< zBngWY{|64pfMIP3kO0GSZr$%_pOj)rA1B>M?M0iGR@C}UhlBq>b)7H%SFzBRjrKjs zk-oY2E;PwgvLJ<&m}B#{-8NH-jq?GUdT8#b9;OnP-wofg&pSt6t zI>dn*Fo~6Ua9FVD$rV!#z-GsYaa_1jwkR#6y+P=?qRSzC{D=#8Hf_>rCA!9@kjNlMxAfz=vmNe1qb&LK58&vau*8eO<|uCX`UzvK^kp!2Ht3l|A!^uTc&J~5D*waI zkUb$Jc4oLKY9TG)LS&2%gw67tM3!g@0BfwKnoPOUS+Dbt@hqfC9#-{4ckC8Dl>>>w zeUK=$W9CU3FV{Wt0t0<8_6gJM5{4SaU8-JY&}G7X6M?d&(*0GamJp|Xyta?hf-fT{ zBy_6=0E{o&H1t3|lSQ3BUGb{z9@NS*diX`jlh?l_>s|Xk=l);>DAQgQp2HFt>bzvr zE=68EB%}o{9w(8c7=U>20!^M&q*z(%Cv}qI=S1!T9LvzX?mfo7q%n6q&)abBB?#CR zvJ;kWll`P58Njaq!E#hKjzI+lNY#gLsV=X;>OamN6cPOgwHkYP#PY{R1yh|18eabl zy^N=Nx|xdKvdhKbB3?rPDFqNlItb{0Xvrd2KTo4&1RJO$uL8rL^XaV*pw`-wjkIu6 zB||NJ3G&B#w?&M(-S04;)<%Z=V_$x+z(klUtSd*~S9^q7`hXIySEMl;uEm-Z4NsLZ zNrsp`a$#C3rZ-CrcG3qeq-IVu7vpTpI*(_?L4&%!XyEG;Le^_G4DPyIv~MT(6OoVoR=-s~t~6>XTgMKY;a@jUT9f~60^7#(sf zXq8Tx-9_HN2cUT%>QNpPbN>Kl$}dC=AEZF-l})m$Ze!k>xQ!@#I*J5^jG#f}32X#a zYa!cNVAX^k0eBoq+?Qou#2B7f^}yA7ys; zOngX^GJ6Ct2N@8=K~I|yZz__T72RGgm}*XqTu(e1nv@ST_NCT_uUxw&PZglq{mejH zcIfOR+;r#}mJCjNYCW*L*Uz6|*h8qwKFcHCC}#h0d4YGpH#(hj7HdU_I}?fC_#0)s zLVa2F$L9{BK}Pq=pxjwd85AtqDk5*v43Scp$bB^e)Lx8O?y^=$Y#WGYGG0WSb`QLP zmNCp;cpu$^a#p>-!V$~>Js{wXB18SKvA*q~jFIbk@x%Y_TUL+!$|6fG5BzWZj?nMXmH`E3pwl-re z9JVy!01%WUKeLc|?eOD8&9!%;4P_7<*#97}l0-lO=ICV@Je@ARtc&kJ@_h#IkO0H} zN6)(;tYq{*9)k@&T*7u4Z0jz2s`xx?ku2h1OVodO&%6arhO<#+Nb+y)+Jr}^4XM(`&;;U5JBOX-|f50PF7yoZq=mqzbH1-wK`C|}--}4_sP_q2M z)c|Y|1S6})HPPV75mA-5XG|Wlqasa$b3n-z*d-67 z2K2q`8V!I|+Ds=qMGM6Co1n|i-UV0WS~cvdgjmGWmIXy1Pc^5_{1L$UD#*(lRg}7Q z5<^>r9C|Fk<083my{=|^4(lRxupM(Vbx+R-+@(>BhlySXwcI5d^8a2a9LQLOU#i_| zZfCm2G1&Q-zcl^6>M#7wt8k#{RzOf?c#RFP|I3W`dZn`v@F4vO_{8nSOiL_#`z$0by&4o%X|0Cz|v6<{do3#AE zo4>v%@e%>)&&7_XFK^JiwoN5&shjWI?($(3uWxpmOtoaRYUe$BTQ_iM0>Y_%H>jO_ z)@pUw3EkK6Tk{11|73m-@P;xlcKw2}tE@+oE3P$jVihT~8PEaNQDtut6o{YBv|r8q zjghim`7qn<(Jr>U`PPnpL49gQ_M9P&j+R3cXXCQHalk1XqvD|NCfn(#v%mh8r=y0U zUPBn(ncZmUpvHNPjzObma~R%<;$Xtw)dhb2?RT5v;`+H2`S6Z6)_N}kGRyDY=9!|6 z3W0dMHPTN~t{(J!g8MMBEyv#8Y0_cg@Kq>1HrR+oQ&u# zlmVG4jvQAsYGl5>Gu@t_y_2_b6jWO`asRq^)q(FpJXZ>@X<_2*jSr}I_`R(e1n=Bl zIMfdtB`5iF7;--#Qe5`R^Y!@2&u=Xkp@BowgFdk)0i%WtieI%gb7gL3YIj}z&y_RB zGh0^CgwK~HJ~0U8$7@E|b)*_|4Qm|pBRk%mIR+Yu2uQs7o5^9EuWf$xVNeUm zwfF8K%*17m#$o?)>iBe%QNI(FLEwBX($uW{&<~VE|A5-166;)zC6Vi`F`oLl_l1b~ zB$}>x=49sWW+vEPCI{~tpPgJzwwln> z)6c-1Qs)7`YZEzicRhHwu~k|*f#h%jrk-NF_~r0N`@syc%k#iHubYE#iLs0I%*ykY z^Jcd;m3Z;1>A@|)xv6Zqn%lQGH?E@DArDKy}FI47)sa4!jHG7kbWf4!aR) zD9tX`_k~GR+`&)xPsfT+Z;fZ`EjN4U#Rt*6uA$olEt37^R5k2|oqdjB+N_D+>TBhk zHX_(e-A~MD=Gd|b{(9eta88mm0)pTilI`czFjr7e@KkXGOZ)(J&hNPY=)zBU|NHU3 zv&EmlC!19_-3>-ZM=zI2T8k)Nf0N>R+pWx?SQ&6ydO9S7zu9`b-TIF{NMhs?Y;v43 zxe?7f@QI=MtiE!*q2-h#CMKr1$=ABM-@)XV+}M4%uOLBS-a8jb(QCRnh(&yG3D8Xo zC`d|&>6%{cbh*!E-qm-8W1ciu`l$wb-(+rqD?7Toa8c57N0T|(!Q~wR6F zf!2%uMhP}TZ1~BDGNa<8ky}gv;7)DBW?zr)%{A4(J+@X17bXrbgI1gGo#W!-vQiq1 zYN;~(y{PsVZ{EARO>a5n${b^wKPABq`vKpPo!qV=X*Ei++Qbb!R`g$wx+`i5IB}}? z@Z7H7zpetZII9{wTuhf3C!@&BUYo#E)O1)UFuv&u%nrP0Ixi~EH4Hq1wVp1_eS{8Z1s%~4gFzHt^{{8G>h|6U&E2R?tkTsAKo6H=hbqY z?(=sk{B$I_MH{INVPWBuNWJgNRp+?q#CHdJnJS2sO7Pvelf92Lr-QoXb6E`wN0mSt zQ5olS#wXuNsLo&#-!6$RLrP6uqd!XWZ#&_E{C(3#?LovEkviEARLDfcH|i?ga)bP4 z-*fvnZ#4V+`{VQEso%Z`Xf@s4-36Cs_SODfk6w#r;1N?`4&di)B7)JvJ+fant`e6U z)GKlME#aKD)7+{z%z36hcbZ{P1pLJ&21S#7o+TzTRIB;|-hw4dRl{(AR6-U%Rb}py zss20-^5|wvwwv&IC~j!pbxQg2Whh+Y`c?Da4z7u9lXGEXk8zz#aP+)hu2v(7 zi*B_#i!QwMz}t(h-Q97Tn_(Kel}-RV*YuwBn%-)f-X0~NCRX~%wwbBNDZFS{2xu}e zG_1E7r1syCp^49HCvN0=t_+f#H^Sv&B|(D|R3cqK6$q{O*C4t4d0P2taD5c89$6Lt z5$z@#T66||=Z{aa@%}HP`&+q)=iU$#V7Z@Yqaq8yH4<9i&Sc z1D%X~BvCf=?@uQ8HVhJG(g$02H?4PtNPpoo9A%Q%deziA+ApwB78{G_GzTBw4R;w~ z?_JJP&U)#n*gN}UMj&pYB_bLy9lRr-p>DsQ>h=!?7@1g=&B!)SP)cn}layHhEC1E( z8*(L|$zn{GyxOJ}xVcj}`|A_or*s>TYD^rL%!MR4xy%et!V@D@B4)ya>ea>jAff*d zgz?SU!a0{+(QAKA(k6=_^al1z?_Yj4VTQUFiSAh63Gw+BsDuPjS5XA9C(P1GO|wBp zt}G=%i{sK;FfRwPeN(qAUiE6}fYjQ1YC#|^KSM+PJxq95O1m?9bM+KtexMD#NJ@uF zV{@2+0?MErEXX$t8Ltq~Nof^&20H5~vGfF4)h=`lA;>J;5@qq-fVX;FmfHCanO-oj zYfxn8_I$)45hyY?%uruL8yE_T9W_4Uy#(CvpvNCDj3w?BtbKYw+!HU&@YYN!sUeK$ z=*oS)f?J5MGANQ5=W;4%g8__#v`Q8%fKvk(D{0#-%OF(*Y?GkJwz25nIkQ`goM;$3J2#)ICMzYjW26~ z`imxASMY#jeO38aCvq2a(d&cz^%oI$%@kd08j`rFiXA>&5xI2bGKxp1GxsE7F0=oj4~7gL06}SOc)+ zeEgn)Gf1PC1uy5Rc{FjFJx$0^}C~aTf>^{PUI?$Y)tqdeMc#cZG-N^3){uCu+&p z!T6b6DUgk`f+Dm3x1s_9!oWg(RLs3R8RD;{w5AM<-3)ccLTcK*at)|}E|uObNQlB` zxrc;GY)SxW?ZicF1Ca9zAhg<0;n|+xQxLm1{=%oa(s_F@oxl4kq?Z~s22ClKqy&PoC%Nfep?ESQQ-H5aO*-yIl>88_Ec@vG@wX zxl%1D1ZxPuw%C6OvyYJ&jvP%?T|OO|5s5nlAT8&n-Gkzv*ynGNfEc%2fAoC~n+XpA z7qIIP-Fi8)M;Qf6-yF=2#CLvz;W6?h^Z`f?!Q4i=&(~(0VkmKo#?IG5Gw?4Y>?Q zCf%cm&Y&ZZB&#+?+iEMA{{|Xj{*)UJ#?o}0%36hW07U2t-G~()B0K|LXcEo;vl59Q za{1lrEIQP^4-&{3)f~#@K)U1&*@aR7Ck{VT^8w_ul`F zydow0PJFJ`#t38JC#wBG&%}pGMs3gm`dW>LQ*Upq_YycrYN{`1a6%N$S`NFnZZBZ6 zpBJ?sRrP?j9hEE0L2_4rodC>Zis`8dE@<1RM)k$GxCYbw!G3d+^$tHa7p+&DL zlAkNZ@6ERZQ!EFMawh7!1gX0)zzj3REqhBU;u1Y}+fpI&A!q!TEO9Hq)9IGm$JB_0 zDF0>Ug!I+`ESHUPu{UO`4*0ANq|ZVs#%h}sA0DQ6Eo&aFVS{GOuATWGj}_4DEIpmG z0-SBnPiI5n^usJ9hF(+~=K(De-)>q_T2;QB3uZx*cjTh6<~sD=!~sli?Sm;QUZ5P& z=IaM61Sgw&b1SSo&r$5jSERfEz7S`nZ*TMR18YqITgjoj$wz!fWHW_~o7$ZQbRL8{ zZSPx1YexWg6nZT_*XZ_=QW0|uHtqzL@6>a9G@Xv`0fJ39nw~YlSH2vY_?<5k@rft)yYnUVnwO}bZdrYDbJ7%07t_uJ3NOj17>1@ssFSR?B>98!I#N|k3rqBg|gT>lgs2RaPOi2YX#iy#GHu%tt>|vGYBB=}s z4iU?rhH+w?t>NJJoue2?{*HBAQ2%s@l{Dfg$VuN|gp|P0JbT1(C#Lt;h6&K=){iho zUMh!gAA?pOWja;Yim)n)^6|n0iky|Y{kj1v$NuivCl$m)Yh+^y*xe6DWFhkAL~nJDuPQ5b|c7bn|dk9(4lI>lN)dtURcIojLf z{1dm_oO`u8>cG}(@EB*L9SeEav2dkmoyi5gYS;NCwiUMg93b|5S+mHJ6CVI9pI$T@L>; z_!jRroC5R@;Gg%1)CE$01e7~Q{IYiSod(^{Ab;Cx-=OljYK3c9T^@IyQ~Q0~r^q9d z*qrl4&W|rYG1IvRIKi+gVw@-oWP+u9NrWYg=Fx7`kItT2uNU<$NQaiacO-J+o{e<& z4jrmt`EU@mxL|qr%VDGr;ysLAWg&o%RYU>0smq`xiL|M=PCGHBmeG5&$m$-2ID&C= zIg#Vd1GFC<(uk60r8Cf-*dsgaE5PwR1=|p$*U%Gvao&Rlj%8_>B)m-9@$R=Oj#t^<2m5Dnqi1mmNFzh;Wfe;K5p=*4 zETVOXI^N+-xXTe8OvByQi~ddMO=;h9!ggbil?VInfw6;*C?W2V+IuYXq~8E+A}1cBW+~E9IlrE*du~nr0K(Cr|<{b*)hr#jEd(wOTfov zxIag)hjYlC_gH|F*%&4nm`j1@7=R_jN&ud7#A2Q_p=qTIAcMPFMsuVH78@#RDK@Ev zyBw24wad}-)8{2n9=J0NFp^VCeK%-f{b+LuIv_!q=_ir@2mt(gkgAqQD*vnu`=oZh zo2m}mKsFC#-7hwG-78tq0i^Vq;V>KNC4j7r=%DP+IwD(mYr$N9p z;2u9MOpL5m0aC*|4}ma3+)MZK3|FEH7UCib@!1ip!iH{_HM5Sz+dEb_19@#gjY#x9 z{Hc*POf>E-T-k;77}RaaFY(W}Cl|iy$TY#231ha)B)lV@8@o0$Y$DbcwzBtcn+n44 zONwjt)=jT$3}8zTMNJ=jqt@%mj}F&}*X81OjqpDoZE9}XTp3W#23|Ua zQly;3dj%+AHHeqB$kTjcNQ}gAx?Mf5-^4fFTa^ik0(X+6(w5dphZLflSk3OR7CP4T z_ahYdq0cbdLb~8L3hr8Ev28>gTjg6ODQE;gb!rl13xkYI{&NVpSVXI%d zm@KKzHKfSAaS?&LIi~cFH#LWE>!k4o>3-p%gKlcIJk7JY>8Xs z!Y5y+P#g;7=fD=Ow1hg|3F}rQGISV-@WTR=BSXJG#XMt~n0Z^|d%ECWX|G@-qYj)^ zPl2zFD>OtW)Uj978Ocp@OBtw%uxze%DlQbtOV4GYN?Vp(H#qG-zx}GYLT>;&{A%!a zp3%)YlX`Em;qJ_XCpP!E(m!T-*El{eW-#z;!1d<2?bV!w#`%njfyX?f&+`22xbFn- zhROIRlC)vYE(N|S){j=-RFGOHMyGgQtnJF zyKn4$z>R6vTOCI&aA%Y2GC+7hI>CJMSO#J#?v(M4cU3b?j9i z1}c56ViS$A@8M|SY$PXl{wB*!rRSxZ?LK|0_>NQmT<__m5sl_?baHUdTZ{6xutTls)pOsw55Mm9Mc&8Oaae zgzPoAVz@oYl>aGlm_MH-I*hekyU*Q>t2yMfs$J3eD&YH{FL<0KRt{~Fm{gpMeWSjd zPv+xy2V%Sq_7wlCobJDh8}5%+s6DbGaX0@vJ;bS3b@WAGCZ?BY1=HTmS7E)%`;PK8+%>C1B4&tH4UUHAF0q&bHUMvR#`!_Go{a22+ z7S29Eva1HZ?=T8q^-ut20x+P_n}ti87@Db4Z^OcY)-!$s*Rxu@tG`SE{!N{io|`#( z^P-@;6nMA*yvm(2u9NX)h(usv3OtGPto;WI+)V#7r$~9so(>Tpu-^l$x>&0^xA!Vf zx7%vfoHep7Pq@zawIXbusgr>4+kE!5_s`0+^%BH~DmmbRL2}9e-Va0vp8rAMD&{QS zvt`8^d01oRwy}b6PAfNZnIWi#Aouc-e@Wk+27AB=91em`sG&ilS>+KZE=w>`OT(s; z^1Xi*T9xm_03@zKp6JAl0Z&~GWGlv=XUy@MxVN1MOm21!nnc z3qEK+;7$X2dFV9^pruF?Lloq@CPoieo~wEz+?-75FG6YH26U zYW7yydrflP*y7E%c?f^MvmxAChQyF(41}C??oM0a9#Co2mX%;|`jYGysZyy*?dn@W=e!u7p$nC?M8IqBO!xbj#dzzaR=0T3h+RqnqcQXeGI6?0P@`sQ;w zR8P#LM*2QCHwcvh_Hw0iu?WYbRzTjHYw-GSLHUHB%A;02ibO~Gq^^c!~jN_z0v=arUoZjRI*yU_z>@(|F~gZrL; zi%bJ`ULHyMba93E2NxY1@GvXdO25Ww^S4#ZksCL26EEDHTy6by%IpWYdkJlBx(!>= zv7{Dl!Y>d%9)a*HXy%~hY-B{xVljhfF9g(~(IZD$GQ};Btr`+{o*oLR-EY`PNveUw@V; zRcPofiTpB3eF5;`^%Thp<|1J}V4^FSxLW=weWI;x=ykPIal`+P`ZiffKLP0BqWbZg zc$Rxi1VXIZvvpRaTPOFOGxw?EMr<#PeGbq-i&&%<`aB<02YnR51XAo4$z>~;2mB8! z?fOp(y1p{%A8{G@lECX10RMoe#IFULYr$$Q( z=pCEjq1TtE^Y>Sg6`hZ`GTgJBfWtZBVTFq}I(r(yzu?N7 zB;fjbNl~!0NvhjV5uYXv3H{)JsH-f%KHQ`GgD5s8C{)YZFv$;=f2{YgCbkd=)&)^$ zx=XGVfkYs!4M)beo7@cy6I?=9=*(V80SiFbY<^`+9eYS;N!7ne#T`@d1|aq)$c4@H zN1_I|MpDj5Me0_-n?GpPwCV%~Tk81FALs35uRk(xG=QMzI@|;)NoL%Xwehrf!dk)x z+#3wNsU*gQY<~T6$E9aBvJNkmKmeK@E%6)AH}NK>6tIrS}zT}Vpe3$6DT zEdF2ZocC8#TNcMDA_@;wKtM!Ah35l;6%c~x8wC_2ozR;^T9Bf&F$hEym1@BkWRN0= z;UPo}gc6nJld3=<1e4H2dH|&aMIg++%&b}SFU(rAR@TZ7xyjAF=iIZ;-uwIg)ETuQ zqMlgDE;QRFSQAB6_39pVzqt4~l9G;aI%LyeA0M-i7iO9mc*X+Bh`R%kdaBil;Vvnk z?*(c~gMoj0A_LA*&qeavFpQGiH%Bm7%vR>UmtEw7-+Q5{&d=-;GA6nK45Hf=^Lx3% zdp=8$lfWTrP`v-wngCw>XGkAW31*lt8awjbzh*+v5SnLlE@!ctkKQSQtPeizm2>%=U+({| zMGwU$QXIHf##JKgxA$5_zPwuCOY%ahRQ1@8_;?oU_A?$y+ZXN3{JM-3Nj8$yT&v2@ zD7?JPr^_)_MC9c&0}vKY)~h#GZ$DlHZ|Hj}=|0%EW;lk=l`^A6bkv3`!ulEl1Ex|S z{NUyMO9tcFZ>dP-~+{Ey8*vlN2JuQa_kO7oEPaXGL&bw>K?SheQH0q)$2@c ztdIAh%dJlJ_)SX-<8`+ru$AF{W+>c>6m)%+=!Bf;~Ortx*^Z=`r0#g>p#)vT{9AG^b%$o z?hB@3^Cts-ku54IaJU(la5Pf*1gt~gfN6eL~?#Psqt5$o6WqyqZRVlx5EyDLfS2zp>f?CnFiSb6Jq`x+Mi^r21T^}H(*WF&~Dsu)Bg2i3}K)^U7fS29B4I7Ed zY5bWA5V} z&1T-clh|@dzu3{F^VC2O*)xu^MRd}%1H3R@J|?j#M{a4_ZUE=I5-^jf`5`2o$yy^5 z?j7sIXq1^f&XSSieu}Mop;APnmO5JEcHKM8^J%)_!Y2CyxeX}WKiGUZm`gMxQNn`9 z>1G!{hCo1bJ!1B3o^bi_E8my{#Qo5TXm{)`gh6S(>k-!iTm>v_6rdZVK*6(Q&!~fx zpS1ebg&}X%^tJ0=xpZP3dN7l6JI9S$jnR5QM77E=B>n)aYN5`uERU`xg%8?<4~aRw zbTrGWvQR5mu%1!3E=CCH>9#)1qP=lUE5aKt3>azJ9u$$spY})PV9fm)vhN@t{ZJ)X z>Ir}EEgd>~PPtaL_yN)Fx*eH5v^REpp$N!tFNO=RIQCtEiV)39ctMv8Pa{d$U!V|JZYgc}t zCem9o!e(1oRbo>xKs(`kBriv3t7g{Zny#ioq5p~X#jM1^XlxQwMCH7H%uC?D9U;(Py?d?5~@glaD%Unax_UL7UjXs^EJJ4Cl_!#F%*w9pqMv zpssY+EBZ;IR-(X_kR*9E2VtP=1XVJ>RuAimmD%=fy`N<5Au;)VV0cJwGZTy(ZM=Za zQu~UQh~I2q`Td3m!b%u!@xah?-`^FA1Ho;Vw746$?K*7F9hzPmL?mB}uGF@CVOMUl zu%a`KkKdpQqz+o#IuWF6c5?A9iFS(y+yDVNS*jiM4M*KOze<}&0#>FA0Y0lK_|tJ7yO zC>1XCQHw&iV%BCSA@k(+hix-{%=enk+c$rD=-?Cg^KatNI2`Nn{q{iM*H;l#Ps2qJ z2_DX!4KpULRI2f-91EE`2|k2TstqA0=%IncjV~oAzbJc`GzuPj!l>kQ z)P4`)19gbinQ>oc&*sR<`GP@f&+;OLjI zi5wiv^CA(hDR?WFwAMKn$Pzn=t{;G3pWrOCR9w<>I;RnmL zlAq7fV+L+P;&zX)VT)xlbSX1?xCK&uvsLpVjyN&pJ;IW~j46wSW*4h1i)KhYcLa0d zy=4^26q*xA$_okM7@a0$E{(u=*ko+=rG;~Ak03Vsp0N2=sWAvUM(3Tczo26rQ~yza zqiP041ZB6dmoB#(t@lSabXYmM4{dKy^jm|itQeug~SZIOa+k&CX zY)|2J>^$W7r)E!hL52F%6|aJbXl`eErW9d`-AA8rYz+&v$O8fd$qQ>-sidgb;Vu|) zU)QjWq`6aKev)IX|I`kdtOvQ1rfcLh4ZS>78piLo=T$GyWGq)2%v7G~af>Vlb;>gY zr-q0_?6(N(BuUE;-eB`lsp+x1C$d?ibsHLIJ**r^Wx4vfrSu^u?hcz;ANvu-4#hk~ z6vtx~cV(|FW&2;cWQ2gwLXk5hXi_?Wzm|9W&1b0);mP^zwKst^tKrkVRW`@_LR0$% zixs@8_9)8Cn|brqcc)fvRxf=F!UMs}?G%a$LqE6|m*kyIjBMy6gsMDs#i`Hyev3y} zibeaIy6|2P!Da$m2 zwCTMqs%2s8`?{{5mVHoD$YgitBx8mkD+5~sHU!WruCK%WKqLh9gkz)qqk1V+b`cQm z^7*`;J&OWRVr7h-oBER$73mmDe^MVEuI1cg**^fk_t!)Xdd?Ns4%v z8HqUc$#?q&SZM{NG*PvW6DZx8EPD_=2?Wu!@^X#c_b?A<-hOwB0#sl3WcLeN7>@z0c}{z@4^B3SFvsu<^)b z#)t9v2alj!{OHn+>#nn05=rN58C@&4i;Kfch>x=7KW;4KBw;NOjaoOC`y%4amt6!H zo?N4SPrui!t{kjaicj2iWKO>=?ss3 zjh;&qa#BB-eTvo=IES}p7x~(^p+OfmkS|gQ;IINw3n>@lMyoYj^QhDvyB>cih(VM0 z#rs3X%w!*yeNIq1l0qkac?*+1E zdXH^+juEBc!qbyzH{tAj*15qF73k^~s>xW^9uK+HI@ObWSPUU)60e0wCzof@f6#{& z)#i;6lcrbV`O$>)!|*zPCmJkshpm z#YxKhTZbqoh0em`65MxLD3T!Fc*JC4CH2M&%cB~Po}|0)I=e&`e7EU$`)$VvrmdH& z+Dui&kS=2$swY{b z9UmyS9ss`mHI-#3(ekda5_t4s}r65{!um?3L}N0B@Gi*oU`+5J-Uyn?w{7 p5*j=T>`);FIapSmT>YqKWDUDMFtY+*cwOpVQrD5pJQ{|Ts5Ri^*| literal 0 HcmV?d00001 diff --git a/plots/total_keywords_2019-01_2020-12.png b/plots/total_keywords_2019-01_2020-12.png new file mode 100644 index 0000000000000000000000000000000000000000..c3b8fa8a5b77ee8c8242600fbae7a8bb46ac847e GIT binary patch literal 34653 zcmeFZ`9GA=|2IAe8T-EPVl>tgvda(>rZo0_-*;KE?>ix6iBXYt?8?4x3E4@uM0QzH z$oEX|_vgO9-#_4c|8)0g9#gum>s;rY*Lj`i>-l`1Vzo8zlR}xG5D0`+O%?G70>Rb8 zey$UMpS0OzeF0y0y_EI59=qCjJvH~RhCDR)a&vO^alrnB`oaxzb+7R^{^FQfL@OV4)%S!z$jz}IoD%tBdk7?INDZN=Ps1lKRMgmh{r#)UWK5K!efsSqMv9myL(g!4{S7(N_K7KRv zMsOh@`|GFQfAxGK#~MC<%=WmdBu<^1TeNNX`1QPP)Xzi_NrR67zi33z^Y|2$l$6TM z1Oi-KTxf`82l(QGiu~Wd{{Ju<(3B@-sKSyG)!kb$FcJ|nFz}T440v?l3mGB`{_3q{ zZ_i)({yS3wgDCFfV$EL1s#c$#z|zvvgPf%cg5KWVEOBS1zlX`e9s9qYwmchrenWCC z;kJm?07U|;G+prDqgT=w&RqES?=}fccS_g9 z^lz%NecRUJ^J}$#f0n=cJsQ2J zRW`+T_#qDM)$YaxW&HPut%+iC^#>1Dyrj&_KNZ`z=RgY{3`q0{S)A=uLb%_nP=cyvECHC9m=AWV zJ+Z0}ANFD=RyN>tIbOJ}!_c)gQhKjx4RikO+qdP)=Dn^@dD7KBy9O5^nj*&SB6!qP zH8gtuoNQNnZfK^br<-+#;g^(^h4-%^4^t_T1=w))PE{%DtR0n$pPx7Q`0@@hx$H5; zUfcOz(v$!sg@8I8 zvonQfd0>ot7;2>)YHEKT+>U0sU_KazUhE2Ix*zN}1P?4}l2n3sFY&PqO9rToLiewUZ>9h7NB>5A$`erLCL}xt)_; zal`Kily&kEg=lj7T#P^1y%JX7ixsg`-n_F)XYAzx+{dFD1bS`AB~W)JGrp$b)1lSZeKcP*sM z2vHpa?zuM@_qkeq_2-}QZwKhPA4;{|#5oI99^Tg=25Ji6@@qwOv4mGHrt7#2O)+Rj z(6b0hFWR21pM~RlyLx%6DAR8-6Ax6y>{FSFmEzQhku+q)!w4Ey224zs-Z{BRdwD_U zcg4JsaQ_@aHu-kvqEJ`?x6_;cA7+zkMvGi=RABbazm2h1YF4p(Pd8{!eLDzSdN)2= zLW_N%LoV5%jUXbl%n*?phZC=Ay(_OktE^Z%F+*9(!gh-6y@iB4A2E2H<*nMdX*TBJ z9S?gBmdv{XS)Jcj_}(aqEhjdy*_MMtb$Ka*TFra@Eo5^<1X*5Gx(zX1ETA(nEdChx z)~WDPaH(^C$;&v+LQ2;$j@ydK<-W3BOsVGaFcL5!_{j4yHDw%wJQJOUCZywu+nYGt zdkPEU7B*pQjC8U*CaJ14;-Jf69m4Pw1WqCuxq416Luy*c?h{nHMDvtTB03!g`9UXJ zLv^ew>L~4E+fJ7%CFVe{KqEN6q2p(bZ&+3_YhS&UO(sk0~NxUjP7&Y0+HiId%UuMRB#0@jE%a^YNJ4U7|7-rx^Oq9zS z+EDQ-Q$_tWV(W)OStnHfHyBg$%oGCpR!ixS2k!AHCCp^I74t~P?muyKIt^?A-ZuwJ zdh6Hx3+p;Vjq8)fXw|(^P*m7^s;rdy2M7rS(aS4PIwbu-4K9+#%=7%vQ<+%&NqyH3 z*~8~LX%q3KDEeD#CnS2Wp`cy+B5FdWJk{FGG5A~z4|OAXY*-{tdbzwN0p-Pg|)^XKL=+Q&F%-)@Iz>+@RMe$%!0$I-;g>lMB~5X)gxg# zwWmCR;L(k9VsjDd0Q7V^qrQV~`3TaeV>m7^NM`SDFgfSXHXnogV{Es(PLlP{+iZ&d z0_90TFfn$-C^`MkExZvu-LJS$Q*8KmoZULskBYS7h`bwK6ts||6-sLBS*7w_#tTJ8 zA|z$Q>5#f2W=IW3(`p05>99N2BX0P9su|^wg;HnOrzG;Nb53abDQyKwJXxf@P1Xs^ zp~57ilSgqD4;)H^fA$`YU#6b3azNk%Kk%(tJ;{>3N#E??1atO^+_|K}zh~3J7HQ9$ zWFr}0B-#u#1QF;gmM z{3gX0uGb~ga-+rQ-dJIECMhyglwpfv_)@}t;!j?_2Hk}zq3DwP*KjuToDhnoL}8Fm zV_dkp7+4&C9B%VMvhdRxOIu^#$ShPQx%G&qm7W)PtwS38*`;N~lX&LKiH8FkB5r#8 zy)py>aZ(^RSHaHQgQ=%qGxkzS2smbv&d#8s9mv2-Gi|U#GxNhj8!> zh6LI3s-inmltrWAdNi~&%8ISs;a7Vl#5r63F~!c*lw{0N+42+Y-^@a6Ble63hoCl9kUsAulsrtR`NpZy&^oF5cbDeThoOzF^|i zdjHm?;6U6=QE(KaL2Ro&%_0K^wmJ}pTRf9YE4__;#6G9H%n!xX&&Q>{C!)Z?PFgca zcMi^M$66BH5`!I_Z)ob9lvOE|f8`<6b*v@l^L;bOAw2ORuc0P!$h=4M=)^}j zXm%oEYr5g98i8OOFPO^dZ{b=^%r^}Ve{S8qtu_7JR*0^A|oM<*u5iu9Ri)u01ds4GbkgJ z-?6{fTEA;SUTK4TZJ8z=nRohj23&-_qfz*eVY@S%JV?s}NgLvvy+T!{oqbUFtqL}h zk77zRcO~Mv=<(}KdN%&YzjR@6V+)_#F zj#t!oS52HaR9A{q1>ueMA-e9T}cI=&2hg;$A zjG$w{`g@dD4x@lPYpkM#KggL9x_`$+zca~znZTy!oiP+STjFGIICAq-;{9BcRdqUL zl1j7GQmgmQcAGida7!tp`UL~$NEMpYv=ZHB8Z>6*cu23copJr45X32@c%UOhxfE2H zgfH`a?Y$X?42>Kzsp-hXnnAuEgJ&zsC?I|FIV0H#1fba?Pf#uI+i-o7O?Mx4eSJ}i+PuT1Ar%x)#ajBb zh7#kOI_HF_222tyJ%bB#G#U$VNrUXMdGIrkXk-1%X;O5A3n4O3J;nqtJ7CWC( zV@<^TBj-pIRq7DP6q*nbfqvXXo&xk>;Ft4h{Z>1SACB8_%4BbdGEOlJdMYM)@aKa^ zU6b!ylc&4y8oPJX{O)k}wgmmK;bFK_(&#^){Z8m18GEVWJnB6|jVjnzXx!v=>y}$b zrVcPGrS~tOnASdMd?=p*a%Tv$IVRnEJ!fI*&8~dTLh_IeIgNOGnmR}X9P_U_+P*G^ zfIQq$T-z}V-jD~nnPH_3f+ywnHV?_ChK}ttK zXG z{5c;UzMz$q3AzX{#wQc=ycK|Ps%W@JbL~?PIx98PN&z6P5i-+`PdA@HK26pPqfw-_Ol*CsfQ=&{^kq5uLETp%0QfLcA5^q<-r0U73r_^z8=7cSIjBWia zdYe&O1M>y#O@Q{4Ef!Lg~O+RBo)g@vOuuHp{Ljt4A1-_ZDi3|d=F3Z5nbloR8;U;K` zLr!Z#ls_(vwO;&LQ~lfi@V_vT1~wU~VhP=97?flvAzYsi?1kZOcH3TH;2@%A~F$)R^KwUQatGya=YOC0+l3@09>6S3wN-vA}r zFEW35xzZ;WR*r^Y8tdbCX&4`k7|^`UUOpbMBRdos&v)?oGiGHwfUY#}h;s+4YW-+! zmo&r8mwQ`H_=Vpk)Ms)o)oc|?7bzc(>KS7peip=-A-J;e)LVwshut7g?$i=lENa#( z0yecwT9D=N%W_t3e#WjV?zjPUGhw<&VI(AKqYotRsp!~Kor)>q=KD4SXid-_a#xFD z->Fh1Pxe-DQGz$&%Un#rv(3DZWkmeXXsvrVHH8cNwiLy@I40|Smw(=}8jl4n!4xSD zmRP-E&K@Arywh;a9%Rt+=3Psrzl&rT(i{V5BLtPn?(>x9HM}lx=}Eos@*$i=-^++Z zPju@%FcGAuC(R^Vg%x+iRnZ~1;?0kYh%rmZ;zGphHaUKk*ZRkHHRsE5QI)6EZoXDx^MMYTismsmaDuvIOTC77 zFCWhrrF3uix2X_5TJ-{LiVDrWR$daL&SjH-$x=-%^^!$S&p0<#Ioh%#4hJ`cykWXv zkkL5t?Qy)|6O`Qz%0U}4wj196_926R`%wSa27Tu;dN%f)uRrL)uq`jNCeAKwYB!TW z(O_lyKDz~dG=gnN6{4N%7)pcRjc6_ld=_4g`H?p-Vx}yrkHi#BM?E2Y33j-!k9_c1 z6Gx>MPH|mKiwQZ~hjrcA`rjK#3ryRkhdY-~m!H-auV}SrC%$UGLa$j*t-ta8)&O^( zS+`wYlQ5Opac(^yl0TRtbd4@QwHuS~P5=wi8+l8kuK8I_SZVmfeG>hi5ZX6Z`ikL; z;aZI|ASxmUrXAosNClHePKizj{$G682hX*=%}o29gWAbQW!>m`5($X&{TXlD7)R;8 zYGcoM6MzF@Z)v+886M|8d>P!W%ifk4ciD^snSR0RWN^aDn=AJ?F`6nBRG*s}P7x!! z(Rb9NVoxK67sP)(ppd+jm=-lt=EUNB1!-xoC#a~LeIFN%tv>*VR1llGzq4p4UT`&*+O$@^LEhYIHSB-PE)G?h5SF!{ zSv-RA<_F0^IQZ}2SqD7rG_OUseZW<-XT;QtTdobcHu+DfeeN_zL$ul6bRz=LU%#(s zM~VuGGmE3M(6F<2b=kHgeI;P)&=}BCQG7|%?0~-Nic+)vB(=3mI+dZSIofkxB^y0u zdPVPk7%RE`*-=}@+O;J_^s%N=&^SfQ)gR9+ukQktCf=Wy%O$~P za~&UcmF(j`(Sk~SmDRsE+ixjN9pijn0+->SFVe;@h@e=G@aAgp`(UOAe~&$ zk?Gl5J-yj@_|xv`dGt?iBCXc6#DSQZqQRB$iD6%Ffgr{b`x6nP-jXb0y*F>(G<|>R zC}PobT_aD5wyO1%3G$DW{g{1Q)N4~aflZdFaVbc8$445noNb%m38?g#Vc~WbzC14~ zRFw%S1jf(*!#B^d@;yODMn?a$_D+C^WNH$AHBN`XKUX`0+$NQHy;kUZTdQ=;^J}#? z*fKA^Yks4pGyn7PF2k)qRu`Cy@T7CQI)k2GKA>P-EDLJLSkm2m@YHfW^VM>Gv8j@} z3Z0zacCTe?d{&0tWP#}iBBA70)E}igS5oJaX^Skj7-x5V*0##3qUN0XR(s>!_gjCh zzAMh}0zyI@AeU(~jeQv9E{`9}TpmxH9rm+V`yQ?)&0Ma=3%h-~yRkf_Yubx3?}k8J z+kW!~U2dCN&ed2S{C<`tAKYd@PKxGOUURO;yuU1+Qdlv+UqM=fd;BnYFFI5RxsXf61KGQabJ8-1~>Uz3cUD8}rfAk%4`A1{F^hf<%_+)&+^knjK8>#C6!G z#OQL!x~L?`08CCMz85U_m>exi3AfMp+wWUia-qt z1H>U5KxW{3_3W0qy1JB!#GN~|p5H&--Ps+B1>q!P#E{taDI{qnB&7+utDXQMwL^^IR=Vy_PQVVN!?>4TF>#$_zZ1#)F<$TPSN( zm;vIP{P*wQG4b)+O}kyh!aZN!dy4w~w37Mt#k1-1bisY^{l@BqmVBhZ)n~($v^3A2 z1xM3C-1&R@78YEmdyC9p2oL4Ka!4ErcRdx4IKF)3>nJb9w@8(n4qI-@>ST z?1xg1XXk^`v!_Su8j>e1-Fq9DdW%JJQ;W}xw{ak?e@GF7FHT?!&BTsv`bif!N;)NS zGA9ou0I{psIz>!QKh*qjTUUGZx1Q*Yx417nWF zx65nEnv?&+bm`OxgKxX=4d1FWa9)PW;V2`Qb!l4K-!QQ}RgRut*bEuozW*wHHapfE zRy3H9^Y=o`;imfGn4st3$^Cfule}NtRhUi8dEm*4g@(-Tv&~}yh{8&TIfL}B#>FMM zMECsXh+3gmmBgRjnje&-<@k944_@~ntMWtH)Oz$tZ^pPDps(qva3Ai%*vlk4EL$vCn>@YmDD&k}PW3x7^r%DJb{%Y;CQr)$i#0%8%k# zDt>-<^aNmjZm`Fy2adh6cLzpz_R3>WP@d{c5t?%U%Ljy{?p{S+6j##dO{ zi3!~2Fc@3Mz&fK~T%2)@W}{aL z8B)W0YK))OU+gv%Km(u>2gqC#yY({X@gJ-JLnEbz2;+QfAoMN=lY{N~F+8xgKq(ZyIsGn=hHxwC5Uf$rLfz(&9 zC@^8K4?)8KG4KresLF?*CR8Q}zu93|Rm=lFK1uM7W^|YiH47V~pe7kL>5XDtmH0Hn z$nhu~IPUeZ5a9<*pcjh`Z~CB#JY4X<1Jpz@2?mr(wSotKtaa)!hX$mi;=)$=B>Kn* z9QenXvUndg9Hbn&*hn`9tCDc9uQ!!klSq32~odoRpAkIK93IydG;-ol_LR=ayeX`Xf^ z8zABawXAEU>j%{)x%tNbp>XnvCz2(#{snGjA~!|MBKh@^X5QzRnmYa6M=?kiowcqa{;A4q|LOY{meL_%3fk_!l?XHQby*M@|H&&}ADshg z0+%Y5J7s$8!55-*f(Da6&VxbdGl*IsDBw_1x#1{IeH5nnYm#iPpE6EEYaaoq=cF2m zEayPc^RGU0LG&jdY*Ifg(=#TGv$wY&`@wZ}Ohi!b#se|kbT1o__V?a}s9;{f~?!rbnaExXQ}PFk#{75u0w1 z14M%^d`TE@UBe3Ka#t5eNsR%UbSriC69;|Fu4W*yFi3g9KFMD_bDFDpv(~mfUD2I; z*Awd?Sm};ln|G{Ic6Q!1_x^iQ72G?J$}MXDnWyFNpY6^+7}ih_KVX@?8aAAr)l{r~ zQwnHd9x}GXyZknS&_@s5{H?_9N@|FGxl`gccG}>)aB#MkyasgR?&4QLapOhz*BTaF z!Ufo`xMJF`F86`z+@0gv7CU1SK#I*VSizZ+TV**vU{BG;h8GCr0an)5E7(oAE%5x{ z^8?|PqGY+Q&GDkc^Q9{`w$bs%vR8iJ8I7JUdY=Kmf?2iR0rvP5v$ z1CJ?9o*gQ)NV-9UTMq8^Z=-Z{%r-vd`JV4Kx`WSJbw3-iYOt>D0i$>VEDjftw8`f= zlR}YbJ+)R=llFu#vD?$EcF1NHC}p?`w&cC22~#JdPP}f?9!6KpPNc$bwGc^5OG|ML zXKrq8U}U7%xp5IYsp}DNd+>9SoDuND$Z@-#rN5^VkPyw{@Lr2hpu#_RfCs@&=h62O zrK`V}I1pXaz&kGl^uwZ}2tdDC4;ySpUPgkd1OoX!k`s-^UXW#v_ik&65*A-u{6Kra z4I#N(H-Q02KWS!a`^5Kn{C;YBdIZ*Tak4e#yIs*J;J;*06bPd-8XSs`~cqj z7kl87daYM-tXJ&x^n_K7&ep<$f~2=?KlQ+?TEYO@vHZ2SIQ!m{PbGB4{gKpQV7cTEOQjpakoBV7khgK6oL}i3P1`no>kqPlZs^a#&H6^sD_$>dyXT_GAE139!}`FDcf&)?X$c zU&&vU?5_d0MW1D|Y}DDAFF@^tqw-f5?v9@w>hHI5f1!A#Evq&N&#lh4bf!j^I$b0&=#HdDczd@CBi6h^1yB8S+_f4Kt zR%il&{cV}*H zyE~UHt*@`MmOZFy`3a4SixY927QmV_{$(&BqwC8DFP+7i<^F7P3z)PpbVrfmL7oA7 z2INCf{R*(HL`6hIbmPu%SG5PtF7U(Q;S)b1#%FyrX5T){0nV1OH@_x~jXI%tf5SIO zUrYkUEYf1&`_2Eb^0ck1$5aH?eVuD*$YFCdWyM#fm(`>M;W$?p8}ijwgH-96nQLpw z@=@I@9U!F5L>Mr@NR*zDv0{4lhaMz?=|lgisi`Jld8szE{p}?;ur5RIWY>M~z1EMd&>j!+Kh-`RmT=3=wNC)r;{J73;YV}JNU z*fa@bHRfcwKQNc36@u4q-k6`C?i!b#e7rr{qt|ME&SdtVBt67DY?X)?vw7szVLAz}FJf?0pFp##WN7GtzU9w~N{ ztIdlo9(U$xHVjgLk-@r_P)N9upeR(6n?qQQ{SKaL5vwjnhc_0tZKDb-DiA3_;IjApCCjv^qe+Trwee%GJ~k5#oEh_k~DF@H~I$Ad%r z(8(d$#;7+ANX0iP@t5zPnjjfK-=h~cHl`vdD@~&qi3muyDoilDH$S-3!f%O~y;FEW z3mC^k1zRX_5Iz85;k_O2yHjs=qm}lpxSd?&4UA=a?$Wu@!Y@S4-YG(Y1g!UIBa?w# z4=BK|g9P;t3WaX{Z=qtyblw7Ax4MfR4;AwpjE94>ozKrkawz+g3Kw8}8F*;b5y$f! zRvo)kE=IP zXBHh$P9zQHd6_QFTLWXcbP4HHx~j*`G*Y40iU^b$ZJJtw#4vMr-@b1tyjzs=AqfYL z08&8fV)$jEX8i+Bskhk4=b@x)eeJ{VMI!ZXm%_FkH(kR0PHs~iZ6yQd9)jjtxxo4t zIMh|zarXeeEN-4f1tA%>XXZ7S`}PQIhSX%qBvq#0Z=$lyJD{MB19~4|`Q8E|x_|v} z81}A~bFe2{Z>8jasSGmM63_1Y`!w@t@HRl;Il9Rnciphec}$h-mcULgl+T`y_2=V< zZcWy8QrVT8ZUCZPP*R(KmjT+&tj=7i4%^T;MW_{s9A}*2`T$~G=bzV1Q$jbslMcoGM@qn!DVsneisWYQx{imU0BQoToowwG zeJ&n&z^Z`DRlZLGpi=9HAQJNzjOvm9$l0DaCg$X zLg-Tuln{Gu9Im*V7@l$yi1JM_E~*3;8K#?&?|6A~>h0?MR!$G;#kQo{NoKz|`RFo( zegc$-_fS*p?wo{TYQ^hMWMHbr&0}8o*&|bI!X~(jvbz!Q2o3Ur#GA_!aNySg>VA8( z(ggYKXb4CI^C@P_P!xs{OplG>^3iaKllc(8UlvWAGN#!GfeB?d4{=d8{Vljf4@c@7Un<^2tMa%!T7ysq+3* zDx)n>rd{F0nTq-h-;Gda_o>_a-e11k+4p2#{kqOH{0nV%Orz0s@jYq%r?Y8r%=El^ zLQY^{3A-jjYHSC*fKrte_sv-^RvKkSci<>1aXIPech{xiKsBrFe?WI1|`=vhOpfj9hk^-p!Q>>yW!-Ci9xIGmjo8eF&5m`8~A6$=@t->zuT6;3z0kwyd21 zva@u+{WbU-o$5>OU?sG7v?s_YkFgh@%sgn_JO#fu?_Ym1>n zR$F{wkef{JPt-fjy$>Dk)r*+nr@)}IsFB@Hh4Gx#6lq_b{&rgZzJ@9}gwMDeq~rDb zMvIPbwMlI2Bv)=omK;YNd&W!8w zx-G7IKp&gGnP!17$Rz`1wb714F-NV`rHI~HJhJ4Fn~eiH&lJipiE2NhY6$wx_V!~l z_2At=sS_zQtdrr@b;#_=+QtB*7*(8r03HPy`E^QX6Dp`DtD@vaEp8!p!ayUCq7x`?=<8Q`&~dp?jd_0T^t25hcp*7&p| zM!RpvQfNC?R;D5f`$A|r9+C+&v9>^AV?lp6Nu91vsdGI>aA}gVKUXv&Ykm@cBVobu zw19G4XVtn@vqM;=y7>}FKuv+Sem?fQW3EdCSWUqcNsV-!4x3+NmK{(CD57gWz4c*4 z7Qf$uh(G(u8#mg-z!*r_IsSR}u(;N$o!w9_xN&W$Gri@W*b_Dd??JkqKP$Ii)013B z{YDM~m}6q8ECa}^n!k)TJURRcR(p!C{I%W!l``$c4|X$U48RO zwXp-nZ%sVNj)O105CuPyNO)C$ICE7KMb329kEY$`fAz&jyfCSqG4h)HknFd^L73zB zxo{doP?qV`HKkCF7I`MU!MbM-{Q)v`^S9(SVV!LxY`n4&DuoXv`|9iekUQR$hYa$+ zV+|%Duv{1>+v%SrN*iyqSNI(o2nn%vZH=n6HO6iIO7Xd$a%6UgO^QTM7O0Us zE*PcnGdFt+1fNulso}03KV$lB8mmJ3=S|M?&$Ds6VkA$JhKSaA%R>aLq4zjBW z5je9;15@z0htgZ~LGL$nY*5YV81#SC22+$an`Jj*H2)6s%%X>G|By~I-uW*@ifb*G z^X+cE_{G=>TRYN{-}L>R>o;RL7i`j*>-pB=xQU2C#Fyb~;I?<}9ZzxHD%_7hGB`b- zaPZ8APvM1em<1OpfymNX0RX_*^}ZrBI;nvgLbK7M#7zWqT)rOfvragVi*nh2mK(6b z;`9|mHY#%n(fBTzE91vRK+2jF+MF$2o)oilh z>y~mtow4`O@$FB&!EzT+dLw`QpXaCje)J=qj2k8~T3-#nxU*NF7AW(-2A+H8djECW zSuhS8mA|C8dS)$ptHuLFZoH2FweiS>h{Dd0sfR)OonHw6T5wvJ*$kNgj6cm<>^{r- zXF;iBP0_Bs)1s+f(-yKD*Kq|7iJ})@%jD}QFcmIbP^4Y+G{SPb-mbk2E zzrNZ&36_lyaB2RFSvY;MgK*iu09wu0)!?=ABjG3$*ANb9%6h{ah4xp49NHJq_^&cp%-Lf{>7!@3V}&^R$+H8htNFw=p{-y2vNU zsN^N%1mVo!2x6huRm{15Ma9`^{JNy4%|b@_B_T=Q_mgdm?F`wo`c+F37Nc?%kn%cD zUlaiOmOvS)J+&3pKYFaCV|i3CzM|-3;q%uP4k|28R4z-%B0e(4oIXywB;@o_@}0ntPX~Ww74N{@2YDbW`URi&QO=Ck8aA8_mLgOSsd8@ z087LCkO?u`2f!;}vVE;@VVR>1uP3E`LQ_y4JBm+}oy(S;xTn|?GNl}cE|~rv^(xIR zmaO)_9v99(8}#JE)e3N;61(pr$T%Y*;d4w_EKXUx6+Ubu?dCY8&(uF#i)#Gd;2zjG zRd3mkn;msgOZSsJqVe$eyJ0ROYUZ8F11+($?%?`k3h28$Zyz3}qNn(9LCxrk{}Swf z-OvNyGjZ6#!=rG@m~R>akA0F2VEmcX5U6LzCl-wL77HTC_Jq>oXXBF z@Y1Npb1u<7e8&(xmS3VkJ?42#2z%le{!+!fiphEuY9$}#TlTv4q^h5xNs<$i5|CYo(7 zmZ0v#1-8t9eE?|D%7u~u9}h(jlz>u{3poX=7AW%!a-?r2eTtQ^6X5_T51eyAkx{?d z{I)7nUSQU-g$rWK)z%X}9t*qx_o^t(#}IpuH9)V1fuMiUR=l~MRJc}gkKg0fr4BgM z(bc#4A_MglJ3^+^YS3VY|H9Fq+*nF2@7AIQ@8_ zbL6ryJ|s)BD%{*S;os?m;u4f=QsLv&ixUW-Kg}EOhx7{g6bGn8GvBQLc{Cr6OPhSHj}Drr>B7n5%o?)Vh+1 zhcA0x8sPF=o>PJ?C!Yi7z0L15ryrTG3c22XSM4yse11IM8JgzOui-S zpmijhi6FC^`JZ%p69f)`cCncy(haBuaMB3cb+F0uPo|KefvhK9+=#QtoEc>+R{+cB znj*#6x8rxl1W1H~hd**|>z>WCvlDaD!K82#_H#$@SSUX`OyM)OcJX>;^T77#2($7B{)IY!?Z^=gIEIZ}f(XmwZM}snHA}I_Q zO$8*4nA91M#^hsA>Wry#eO{d;*2fK5H6rE-?MB4@rPsya#^Y>XvwBmZmKo!30}f{h zRj~&?nrwcF0m%a#GukQ#W%_aZGZHJbfe}mcF z^V}SaDw_LjmY70Oaor_?8J}-t}_~ZZznx zksKq*5h8SA>$I?ZE>&b-<(yn3_Yy z4`^*ZqW`)b9_Cu!pVT+e|Be}ln0H8#0s6)JP{I_gu<#$DF^ldjTMx^i9geBu-h63< z6MT*sPk`%%c87Sg)ZpsLf-@tb-w)xlPi*g_MGxS5ffHE6xwh+381WdwxSOpUbY2Qa z`o0(iK6Y(@Qv)B*I!-L!7h{6d$)?IgM{E*8 zaih_IaY2OkfUz?JV}}igC6MBQR;ZT8B4dyR%$aIfb0!;mFarfXRTUQr2|@YV!Ee8@ z+ejGJl6f)=+w2iHcgUr~#}cczfIy!PTW$)YWgyY(Us=i404E~Sz=?=@&cD~-dIS|Q zg>!Ug7q@O2&OTM9A!&&d5n;e2b@x}@LZ{6Ak7HkcYgicvYfMB^Xnz864bFE#uPJIb zC&cuFNca-X3(c#sp)Yq~_rJj&xVahfQL^X9jY$Bt>-i9!-LC>eJO6uG1uzF@)lvO@ z%7gL=V*}@%uv<`bc4bVM8cy&jJ}%z0yGSo}Q8=}Efc`KQ`SGklP9PCbr^0M;xH@7r`*ARuvov9BNB&*b_0etCQ(&HY6J)+UmXZ?bGM{k5l5s(7x$mC8t7JCmKVdNvC+rd55rEt zE9EN1x5~+4wPb24q^pSr12v!B&pd%aJ3>>_mk*u477^94Ts!T4fN)3WS8v`KkYvbz zP9DWqs~M)qeUD1n4uSLhY`FG4u-$wA=D3ba1M$fuUvjB>ol{mIB@EZ2`RI4u5_0ne`}X*a$bhD@ZHxv#iF9!eVb_dyt{#0KgaKa@i#gi z&Cv5$)027HeQl@IuJcbTsp7L9#H8joHgg3LGgd-8I^`nCycm*roOkY0uURPblZ^Zx zNulyvN-8|BYPP=FnFcx-`ayff^PXQn*1EkGj&%fIG+B*1JoD*C2pEgt@hx5AIK0f0 z4dz358F2{*6JH0hjrFZZ*b{5{zwY~y>NLq!cpI+e!p`K>9#P!a-LQvCpD$%OJ*ENZ z$QPCGAdp!jIir(Rsg~b4qQ2*q_L948S}QBGkqE^bqUQM5K!Ca7$9Ki*^Kng}@0aQ) z19}AP5&}}B$MX$Oii;xo$`+#kgu}Jk%O&fb=kCn50^i9!x_qg%Nwm&RWwrSOWygMJ z>9UHmqw@v#tMbmXh59x3Zcq6VJx=8DT5=n9)sm6^D&$9el%iyG_kYc5qF1a{!5(w8`fM?td0)J)y}b?E>ld39pf2w; zzZA0}w^(^E5>c&KoH{AQ2@DUc(LGNdK_O|UnHj}26S3XYAxUMsJ~IJi1aD2d9*1|w z^WL|LEdG=wEk!8T9+oV@7AVkt$?nu&;6%*U`jf{=*s*WMP_iu)#vq^~NTVFup&Z4A z&AzGIuf1@2D}3EPJzi)qzQ@;6R;Ibr0J}?P+uXVZ0RdSN!d}LLHxq?ol4p8 z(~sxIhgJ1w7oTE%*ODHKnExf5HFYF5PDO}zS$ysihL5RUFwRngyu&Hl+Amh5g0Q*h z&9LTi@b@RnOS9d?QFFJzRF4RZD$h#j;Nv9$Z>9Nxif z2H#3jCJO(pDw=`Dbrp)@z^=h^n25?D^o1r>DrK?KhxN>|U4cK;(Zzk?D?i58^tZ?> z74FP4=9hSWPx^!dX=$!>9NF#vIbG^OvvFhj&usz=PkU~Y-{>RV8&u=M9|=^#6_)QG zO48i$(8YLhrI?FyjG&cz<@{@_;%`MlSG`9ml|?HH0*xkbHS=9sy53>en%u zevu_|U6duI-up|jPI?;BPL8(A$hOjHjwr$I?_rRvxE9 z=j)D?#iz#sN0Qytk!i$H)&-xo`hMLw!3kavdX-?>iXnIqEKT;{yHMn8myHscZxZGpHLe3z2%Ir+}k2IX&T6C=hZ`Y1x?zRSr&9;`Cc5lsfm?@B2UB&c}1k9(#-}>e_3~XFYR1cU;%+?lj0>On7d0&TKq; zId(qbaN5~(pscrHobSzaqg_f4>wV*;iIGdW%ApRH$B*tHm$~WKw$?U@;{6mZ8rz~w z@WiNH)aX2f$Osi2B;{;OGTJdd9~lNX=t;C_Onhjl9>dK-z<=w_+v4qpxxIrW%YyU%qWcjw-86E1$X@n?}7n^}qz*cMT6bdyUD;4kml^waJvZF>`b z6IZTtBtAX0#XV0wEzMfeT0r`NX5jTc>PkI?`TtKFJ{Z(c0CZT8TcIp7^*r>T}+}+QC?w|1u_I2IAqB z%~m!$9a*DVRJ3^k1#ln#JBnd`ApWrCzarXfo zE)OO?MWx>Lt=9Rah1jt`sdr6QsHzn2iyso`&GfI}l|c?HiK0N1O8qrVWr8##xj%aH zM-SzE=bB6V?AP+}d2X9u7u5ag>!VD{h?qo78c6U9GCw(G$dgrrNC5=?{(cYHrLDZ4 z#lrQ!yuP2%El$7G>P+K9BTG&~ZfCmuC#LVzL3sJ&9ZsrG`tm75%<=5-F5yNb)rN%| zCpNS9Y`U_S=97t|N{~?on9tQ8qj{&nq4Yt(^0B`AI|1zp-Zb2_>XI^yC)+zt8D5cu zqJ~zpb2vjXg^X_E-Z@~jE^#u+wq$NB#u$TyR4EIVtgQgcYpRXf! zXY`lC)hea24PtCd9uhpeCHy?>LNj6Rkuo{tx4MWUZM$}stq+5$n_y+O>Pe@my(>}C zcwLXlOF($#y?L|$>oOsAyiC-qL$$1uyE0uVcAOxA2q#OMdqku{mUM&ceda;Ozgyxh zD~saW$K0789YlO+u(<$rkE%ab-X%nr!nfLwH*|NMMG@FZk5SI6VkL{1dSbf;+~G}-=c(MDTYG0h z%-ThD3oJDkTlBF;G@B3!I*Hutx9fifVddTm`}q(^%Ti~%e1Jl}TjSN_aj}cnYR?-^ zD|Pn~%)FoPUn(DIZ1&KD{c%zwk1K}|Pz=}_sJbs0Vp7EJb?u#i8@2x7#m=2Ga?9Cp zYW3=a2A+8H;E$^k*SBt*5%01=ew8}JjUA`Gev$jib$HjAB_EzP_p@Zp&VPSZzbmjR z=a+?=)Qw3VuZ{MHWD>$bxE6&xjRf(x1)yuN+C73OwY=8KARu9`@Mz}!Zwl$F0qsP_ z)TezF(i*#7vEkMZ*|z>&>sj9%ki|x%t+}pQ84Zds%`KnJcJ)y=$|rxE`P-0J$k{Me zyk63Q*Pyy}hT&Cw!$g7dU_TCQQ^|LYHeS$132Lam121t}sVSei=h`#g#*lKT^2;eh ziA;b-qrJbigh>317yOx@<&DD3A+eWy-|@=Rq_q&UTswQN5PjiMf)T)JR(6|;SjBqE zd?l1o1PhFX@b1^OqNBlkLE5D9E6AE%^7TioLWRm_EUmB>Q2Fq-FhTpM5W$WMZpjeM zc+|D{F{Z(I*sbhP7yY6oP&NAYC)WtWi{u(rtf@VB{iYW=v&Q@ForMnsxWtGP+_H+{ ztz<;&xaey-!^lAp^pNcaD#+51WigY1s-LOWQ&yg2BK3@e@#VGtmqlm|2kSu#Ay>M! zgUnmc;?QnOpmD38>Fu&)Tl6mTXg9M_eXF;$UQ0nw zI~;84l(R8MZ?Cc5mLJ7ZVuw%))ytw8ti4a37p}l8*bgE$eef>4@LyBc9;3xy_Myk6 z5$0YzH1l#=aB{-4NNk;hhPZON7h zk`UE)@X2s!QDvg=o>zuPGtRml{C$Ks0AR8^LXHq8SsuRj>fVY{FFh4m+0WkXoyeVS zxc;r@l#zd{Wfvjs*`hbSAJ1yRb)IT+b@R2iP6P{GE86mOuhMq$(`7$}-@;u*NpcN= zwP~fs3VG9asOC6dp{Yj1o|`S^JX6LSOa=uF%j82rNlMhP)2SX+@AK;Bi{P8_e@Hy$ z1C*)?KM}hJ*BkFXH?-2B4;acYbqbA~&P1s%Tn4(=ZBCX)-$}ZSL(%NVEd7TiVk`f> zhIjGNZxgOC$Do$`y!ax`Qoi}=-xt>N#m(qJ^`#88M)h-r#d~#PVpgFo^k0_*P*`yd zz}ZvgV0J7ZR;G6MBr(5r!Dd8dGUtJ=%o&C7v1GmL@rMAcotvzdC07*G^H*`}!FQSd z(J@y@2fmeL!7`U4^e5oJEMuS=lI4lFBE@|U0(_HZj=I1Z&EBqm85|p*9AcmJ zWevwD^)P>4OV+e^Su@!=XXbH7m8S5_!dYv90<^Tjd%X4~v|J_6G^WQ-C*qxbv%>E> z#rI9UsIg+^Y#A8qrtPKFs0_vCavXZdu%}jbb<0Smhz)-1Z%7Rt* zY54x=CjZt_7!o!x)LvHZov}LeIt*tezHk1R+z@KExK(G)r-zFX7FJiuukZ}zz?qjw zn|?`@Dlnao9oAzVjEz>~h05#|P>K6UyI^pgUju2Fqi`Ms=g@+9@I@T)RI zyF+P#qrgPC!jHvh*HQV=$Gfm(Q)rAk?dkC7_WGfbDJgt+*Na8b?2=~2KviDC|3^+= z7OvWFfr7oiglyULQ;8b4jH&*@flb{bAss4!jvlogxww%=4vGTe(CfYaHKy3S$)C;W zJehj2-&-1qvt7&YHDy)3Cw|Jm{|*n@1f3Uz)s?*;d^O0{IPiwrf6HZ;_)-f#C9cDQ zqgAklG?!SSILW$ihuGA?)BkWXS+e#n_7hp^|2@P9DTd_f)S6PiXw#1z;^o4bqNG|L znJazq$~sbmJI^=|WpL_V`{w4VpS_`Q(?L_cXfD%uIHmh5Jc1Dpk+&j}DG8{|$XCJk zX;_K_6EYczx9TG$);N>8^x@ryhl>?~%?HD>St7Rx+uHma=6>iVe$f=N)-@+d>BA<5 zeLWV-(tE6d9?G0!A|NP-y?r8<`{^lZZPV5)|LJPXb4;EF2XVWk?Q&lUvIsjeZ)qhi z(2j+f7J*cS>==Y)mVyovjV)Lqf93)Wg(VI`#k4w8mo(rI6Wmx3Y!QFQ90_`+cFsYn zL083iFK<=5j*Z`kUpg3GU+&!c-($S?Cj<=E%HbL@cDS?LipdffwmHQ?JV zE}V|-*AZQ5$>v@;Jj5w@2c!Ux-9b54-j3Mo1qpnbI2}5&pv`v^2^P-GNbwBRqvFR> zyi;%Lp}&!l#=Wo6JyyHGfETItgV%p2?Jbq@i{!paNjS~9FwKNY!sa9XdzGwdhslYd z?u*xRV$^R2A5=9>Rruc2Tib=>+yRbrsbHoJt^G<^g`Tlh{7fP71mx>de8b?BCH+l0 z$rr)396vT3E9Ow;F9M>1-FJ^3RF}@h7lp_Wa1yG+Z4|G6J7Ds|Em#e%fdZxPhREm+ zV*+lBmET{^_BWhr@5bH9;JuIkWiE~p_FN1Ol6d_>2Ow8PTP>2{ZImIL9x1h&{}@8)qmPqXfv$@5WX30;Vx zA?(Fr(jXIHmZQEle^BCkQ&8F#5O$eNUQN`KPbQyQ`xr1+kb65KBcnRyoy$Bl3ejX=ZAaO)ub z7-Kz}MC$ot{Cn|35|ubyosk#|Bc?;4(^L>4RRJvv$3Sbw;H$=TF3Y(z*ZDG|$MiJ` zYK^^F+)#Eu}AjF}Hjiu&3es(^2IlJ@d z{#Kvjm3Zgq(NzgDa;m#iI#;ONLjJ&6aJ>($Ay8jdbl1H*ZQs?Xi7g&AL;Ke9-;7%; zudTv>4Oeuc12V$Ql@I)V@22;nib^)B=Gh~#=Nh_`rAg z_ad3#i(#2jA^pAb=cAuKuO^BDSm88psT;v{rV9NwwEfzEns+jzmON1&#HgWEBu|+= z=K0`XB(7fDmXgc)d~FpOS=Wnk!sAjo)h{Q1wR=p29KxQo zEmww%ljGxl4bipZ?^-_yHMVMg_00Bb2`Vk0vvb_p_hqxu>7r)>G|s1GL>C@ z>#5hl!)NpMO@facDE8WdUcmD)vT^SS<-qHS?mZCf0#z~Vem4kaO;6pFgRV#WT2j6` zDh(#TRHyd5wev&D>dPMPfMs~0r8xYcWaxO-A2-d~Q_%IGbY`KV&Nze%5?&|I?M5Y! zUj?YOgSj`Jy|M27#p;#&V^sXZs+ycSD9{QzZ8OD%bw%Ry+D&UIH?r2U{}{EscRju{ zv4w1Q6uPcfvz#mG+0DFqqEB!UA5JJ{2%s92v&A=Ws@j&4?cFoO^r9{bleAry60cIp zwcY-c4r}Cv4PZzk?(;6C2lg{?9;wYTxNQ2(eyh3UEJ$={^7@u}@5cF4R}Z6or9V^q zR$qQme(>t*P1VGeoxh(zQDnTU|1)RyYegia=>r$P`qhO$JS2z`Ok!JpZIIw!0Wu}`J-)$Wwfm8`QP!}X|G3F$$MF&EvYo_K(s(*;=-9Gj@W&d;%jaE z_94izw0|;E5`=%RTt4D#1OAm{{GVw1m8ZCvYs2oR%VJ-Ddn>E`J8B&l43Wn)uIfa{ zp((%_p4DsT7mq+z(|UeMG|D6fSLNc|oqDlmY;eBXdm9URL9aqg4>N_u6IO0%9(*LS zrO|7T3}?%n-O;w%iyxIhgq?l+1l8&`7ThS z-+*NOW>nUW_KGX0r(5UrVlbQ3VENEDTB~S=ktu%PO|JebsEb6QL>PhP@So@Lt;B=d z#HgrYA2AD`c4gi))7pN6$NFZTHChLAL%NPA+obs2mRRb{jauz#hncqt^}S$&izQe zGs3Wli}C7^s8Nf==sz#Q{0JxAOIk3-D#yH%;=n=;^P4`j+*ChWFn)3vtbw*+VUlRN z76_GslI051u9*dfXn0xw*LyrTN;ZM)%Q1`i02l<@%HwhT%5pW8G_-5KaW=f&VO%Hc zfyk%SRFh&ahj*=Fv!4+?S4IgQAEJ6rUIcH32unL>>ns?z6tuTcX@)%+Zh@K3mzivs zU=C-v@?NF{nR$hI6lAYNYquz%M4IsNo8_P7`G?1VLy-Y@*UEHdnbQ4m;_F6l8ex)i z&%DKNO9SGr%6y;9T5#@OltqHNoGQyvLGNGn*FIL9C}_fEK|oy28+1EET|%T-iYLm+uCRh1#6@n(iu5b}|&@iD$dOJZAn`#5WXL5rf2uTPD( z)MM8X&Eq)n3gRIJAtp|g&7|Go$x?yduZcKt=f^IfuXEBOJzg_svKl6}MJPYCz!;K? zXtJL*+WFwtV^K*RlZI6QON!C)kP;8~&C5*;TnZ#BSSFCxdvm1c_E%}rocPX&9IiY5 zLDANUAaXsCzy0pa2?_+dcr-6*Q=*Dadg$Fp1}Vf*##qRkaO)f#2;nT|HU7_+y54OPGj_>b~(6qTUQ@(nW4yATU#4OafhMY zy;p;3rkj-u3uc1{RletmQ02pDzB&ka{=S{t)x)ymIWJY_n^+YwZA0+4gee5XHMn?L zecLpDnURrSTztbK^il-8a?wbOY6li$HxduffkA0`cCgX_{#dJzvjp=jF0QUU!(!hP z!R%@?lquNoXG9AA0D%CUN5j9ZQb9n2Br?h|5K12)n$7vcSnF?m57?y73fOo>CF(*2 z7Dd!D(~s}h9)Z`ti`KpQ>Fh^)o1fou#lgp0{b(>fCq(*l1j=0%(5hG~2nq2>=cFmx zj}*HAw`Xw5%j*fxnacxS^YcRlpR@#{-w@pgUx^7N!Ye1?3ud#Hz?CS<13)vZKE+~a z2OnVa8@JEcehZ#hNQ11)Ocl!A3_h8iD6k!^)$DP5hp#{SoU&h+(b!3&PpT_+5Kj17lzV#a=uPz@FN3?hf`= zT^-VEgblPP?5JzkziGbczm`NLV2J?O2wg!z!GElYNNiF8rwK0P%04;WgKPM|eYZV8 z%{~NT0X~@QtojCdC~#{&eiZatS8qP(#LX0X^o4l;&+)WH9}=(Oy`f1)Mz#!wa-{F| z5D4K-YqB5hhC9L1n3|oP0<;59u;a7Ep>mM1dGk?3buWWng7%Y1b9CCg&G00DrP9Mv z+R6n<3>67%_{311YR@-L#{T;%0-U<^*X{yTNK(g4n+(HOtJAjCc;l!7UBTBh%^8KhajIZW!}Aw9`;WEu#C{b{_ICAuyso9)PYg^Kd0ceTj(1E z5hdkx^(2)xRaIx0g^|bcj9FygF%#J^AMH#0rui81W-oz_{{PwlOtGlxyjf3`Z$BVq z8NgWkmm@C6zHU!&XKaO1Eq3+r`!$$(4`KH%gJnBHyQmAv6$euy8UmI?I_P-PxM3|> z%CdgmbC9=w8JIAVtFAwf)fkS~PtTbL+am9R2Ka3ZsXm^G6_o4A-oF;C4vYDufACW| zhp8v>Gz5MIgOHjP@2vpAZMVU|~L+_>)5f4?zq;M|=<6OMr_`gDHXBBSW$rEtHx^{Qxe7>+WcAKg?0JTuyJwNKF@uRyHmJ7Q{^RB005Xrv74RDH{;x9i z*-}y{&0o~1Vc?F?O1gK9fSC$c$W&({8&0NKW_W7}2mEC&<~aFl;oGuvCKyG1$OKmv z5EsT*&iEvnl02@;`K8J8|}8o--%Xc#zFa~U0=+z|Q}QLbh5MeA#o9V(%WW-+PGk+jYxT%1Nv%soboBo%8~B((eMgpKN@D z2B*h&gqQ{({VE-V@2_(qf^n~XqlQ8{u!ky32wC&7o-5zPS5+{QHm+o$lY3%yhYX#K zrdHhEBN`rT=x_dyxTB`=t+vbFb-8LWnjOTIpSGE)Nn(}> zaNwZwF}#b@9DD{%wzsi2EOp;wWV=;BN6P><6GE1{;iz%)n@i_;b#Oo+xOZMTXo>&RQzgOSiOLlp4$X#V3`Jl|jVCfagwFC~lV)VAf=iM2pA&y8zhnCa zZi1k*nLAu};HkMJNt_+MvKyf)_&0Ar{vpg#k5lpoy6{mJdIu<9YYP|}R%(xn9lVyW z-CjrLwxmt+aXKaOXm&id$6KDVe6eDGTM=S~j#m_rIF&0(R$I+d1XY()3`>tc4|F*B zSh}3?v=H|_>r2W7^ei@+{D{rY| zvxM;&i?$j9M{LaIfN5ce#xEqg_1SV{5l`45l*T!{O`|YZkK>*-1LZ%i#J5sx^e>0C zq5BE^VlsBojQZ8l6hCX1YaeOZeKxpC8derx-Nk#s+p zCLD>&K=>BZNson-)8l;WV5Rq#*^@bhnM{7$+z(~xeCeB=Kg#lop~;g^?@>8q!mr+?Q{Rn71OTjYXDEn@UPZ^fQtJ6`6#3dDUe z<#cA$iYHFPeDVgz@nDwz^w2$sQh-BoEA$Q*qoVTJWlcF%Ds@bo`E3HJFK-Ull0oYm zZ-R^@{uMkBHx!Qd#Nb8+kajuSYBYAU&uaoPAu*KiJ7r2O!vLdX&Od88s0_q#xcm{X z;n=P6E$iH)kI`|CKCJlZOr>j2d)r^MSjVVunvEF0D=Kq@>yJxsx^b_6(IUd-EI!m_ z>HP7v^6Bty*8@KtHS-UqP)8k0T%|J$?Uj!%JL58qE{ldqm+^li!!Q55L*yLeU~g2(KK-kr5tH~n!+zMlq%`6i)a5C@qvK098V0j1&_0?+6yn;o7i_Ak8?*KOI;?!d*}*>u;k*JA_&RJ=IwseC zr@E{LSfQH<@SxR}yItt&hptMgVK=&obst@Q(`;IsIW3vRE_5R-$lZLrz>)bpM>s>_ zP&{X58^wTxtRCO1M-@PJilAcpli>pWB2VHMxQj#D-81TB%RD9+ z644OsB-=1XH&22`W7|WEEL~eWW+fYnV~-u+GCL%Osd2U>pQaR4=v<*vbrZrwf_Yn!@?B=A60gWls!Hal4Ct)UnpkD)rqMIb>FDi zRTT%m?hChGcGj9hyF?MuasChyNvv=LRNF1kV)R{(b)EbaXgo))>Jv&Zh(?}J9eif` zxi)81`9)0Ldrt8TmO0@1&JApd)ZPo6a9Qobt*-AD#xE=#%%%5QeAwz396F1({e{P? zkF*oI45kw!z(q4i#7dQ)AI5Z}!O{dX{v$7}@-2xHW7Lp^#jq`kjJd){@tv^lq+Sq~9r8CNb>yQ{&UXSTL-MrG9VQp9#Gn0NiF{t&;|awYPProWbD zkXrwJ40}+)aR!Z9qODv*)|+VkUkmdGVXpzNc~40&Y5nS?R$td3RcqK>wa%K5OL`C? z7@fV##T<{Sc|Y#bMDXY8s;2O)%$c42j&QwSbRL&34WYa`ulU|2d>aZpS^ib0chEhm z;(|$ot|dp>`9z<&;D|V7K41IQkV(Tp&D0M6QCK9JyS+O6B^2tx#-^| zir4->+Klor{`AlDQeC4r&dk&n8C;6|=~4%$6nHYx5k$|QD3tI%9W%si^uh0baiM#U z_7Iw>z2n@zHeXVCq&@y})ed6g!g15=wN1vbPM1$rm6r%#LX|ivs~3nBq7;{F^d!KQ zpI)BucGmc9VMCegb-oD0A6c&fV}7G{!Vzy( zyThrYzG++x-@K3iwYuHut>soCpQmTA8!FSWPm$Go} z8Fw$VVxv%C|8T^kzCY6Ha8xOQt%~w~Iu_;$bT`QvcW!U;$wg&9r;*xw;wKgVC++Zb zyB8D#>b7h&hZ_&a+i@|mE!*P*VdfGs+1u z(GYaU;^JgS0XDB8G~z?|#G^Lx^sz$7l^aiHxp8%Pm7}B35cxgpowhF0-x6CM`yycu z6*01Naaxaf{cZP^!tZc@SkEzw#n%du7eAgb zkm~$~qgwtU#KM#P7G#pjq(K6JrZ}if5Fln4(%Ls<^L z7V!u8P&Ldb`+sI!)jm|X?Y<C19AXua7Gp^z2!t#skv1ARVcvz%Uov**8q?TqQwTIasy z;imU1Lvojt=Ar%;4TnEp+IXB~niJ*cDrJZB*|GYEgvcU6mm3=!$@8KvGl(SBh=~b9 z*qty-%p&kt;Tgc(o4$#wQxy*rGAu%<0l4db^>=-QEJF=O)p4B&k}1?(Ci*y72#bKY`{im*nNu+wvLH$#~96h6G50;j;>4Xx?h~ z7Sl##lb4jDvzwh(sKa4ilV~5mFbu$)M?BU znp$~B;ukBQS_K4bqb3#v|8LnCOtm;a=HAww-sWnMsdkgNL?iuaLiR%p1tNG*l&A}Bho7`^5RP<% zz>BJaE9Y$dxugnw*>`WRr4-$^jp{rKxhdel&SToOs}TP%$(PVAC|ITjY(%>!C8^;= zAtQ7z6a4liz^lCcH=IoO!YNNX4H_B-!wnhC+&`gZll;Ms(rC{W@YpQ($``*U78$*; z{GXt(IIMNoLTfhx6aWO}Y(i#w?T6g)pONP`1D>fWZ(C3}U|JQTd&1bAzjO$;E4Mq# z(Y4z@aP}B%R1&cFvXWogaNWf3$fM;{Bx`q7z`?nSEZ}n{G$qV7h_p>J+V#pCAOkG1mQ8DslCxlnH*)l;qAlX+tF<=n>n!{tg<#tX47atv@KJx*Z5=}#70 zKKz53qf?^?|Bo;KE4O-#lv@!+y}bMG0d|IQFLd&ry_z`Qq=znH)OYPp-c39L#mCBk zxX*Kg1pw_i;oFCi#1e-PSdnv3uyqvJcuS3ric1SsTujrjW%`%|o%;N&)i1J`E`UzL z;<)EPH)_RwJ#}y}rKsmYmTS3E5+z<+d_H(Gu@P?ds<{3$G@c@mpP>*L_657sBE!C+ z$7@o@k{WjOvMu{Qn%pCHZRAlfOX4__>jn|REYyqt!pTSU>}XO3lp-~xMsP|}cQQX4PKUKcR}x}IR6Rp*D#;2`SB+^gl+T}^|5Xz5IG+e& zAX&uENcj@Yb;IADp3s*=@>z@=G6oz*#(A@4{c)#98x--aPL7?xzcGZyoZPl0# z;|0?VDoA`nCG#11{*9cf5eXm#OnZ*X_mBdnSe8z55C_A)T57Pl1%XXW%TAVH%fY0Q zJ!oFqJybp{8`EQC`FkXG*=!QX+ciV2jinPbN-(p7VMlWU1FBIzqqiK`vG;khP!g(L zU54my$E=n&y$2B}RfW1pc%H`#W(<&KEdTy@*uVJ%h+!4J5>~tL1vAYScTDuPMt%M2 zu8~)f`Hdgr`eM=}sI?lE*O!p*6`=*%avbZNB@eY{gdA0l z?g(3gdO8{`+Gn{1DDGuEUC`?G9F2s|H!~_YhZO*Orwonji6Ao>QA!$fmf%Q<{F>Zn z5P$a#>?$t`*7&iEFh0X*D?|Sw?~u1=*`Aj}N@#B7-`g%M9ppA1rIlN_1qR1svWgs!uL% zoLej)G*F_%>t!6Fhp4*2O9e=135t-E{H$f!(BbbUxA7v{UaQ$i90~`$`sTb7^4Vr> z%RzO}d(63#wPFga8xCNqF0Lk88(a)Ut$$IDl?10%H-c(ioHg-hL-Y@h<(3D% zYYQu`YO9|r!%3rVBZqF*%9)PPynd=c?RmC6eg5s|!3VQ@9^{2@V9eq2t_ZAzB!vc< z$L@=u1&=!@h-Ay0{!Vfp9NKWE9E;b~I`HvUT?XSUn8P2+-lByWje}ywP;}HY`Jy4T zd<qHyDHF+|P58$yoXChPP$SEHH{PhIf^( zw-;7S{r5N01i9u>pUyue%Z1rvR%+4>_yXk?w^TRTS7#aTRJS(Y`|$yFv(xI;H^-R; z?V~nu8SKfpGmX%tW1H&DII9pR#mE?#q&>pO<63^Rh!0RH2^Y7vIrifj+>bFiPFw2v(74dPho`H)SU50c<$KPx}j2B`XgX?-X!k_tbc6O&m6{9 z8MF8Gkdw8*)7h}{0(I!k1Xet1GRMTX99&1aXr zOgjHyA=xFvLO41AI7_NF9^9{$zU7<#S;3!~`fZ;pB;?M#F-HbmDVFNj>2QMf*?*t6ltrOYXQ4F2+4 zeS6RVd_>R8X`VusM!+BPQ3v_TTOGwcyG5s6Q4nOOJ%Y8NHtWbMUdfnG9y@c>VO=sY ze)>;fPSi{wAJH>=nECssn8RaLb8lHa=z+dUYWliE_|d$pTs~d``LfX~^boHQ5)dDD z$2@R4+}qfy%1oDK8xJRc-~^{G$B~xUn$B%3EB{Jm0=&XZn4hJmMuMSEB;f6U39W-3 z+U;8hk2KJ1UrsrFrAoz&FtYZRQfVRkNHDE6+*fGx=Ub~pr-w>){DVlc$+^%c6%M{D zh4&uKm^k7G;9oa*5CzFn+g}{Vq_(-|=~ht*XNpyeRb+jmrO{aTWg>0}SJA7utlu2+ zmqG4nmtuz=?$SZMr5&7sa~&AI#H*cBWc(s>{gOE9xdQiUjc1F;;)@`v$0QNtqs;JP z!5)5YBJ|}yZ;$<-1mF8s)bU+Vgpu=DyZcjLt4hQo>BOlD*)6CoMCE&VtbI~sdsVxD z$tH;djUP?NYy2mH*M?vo>uq}DeDJI8zIgb=4LNBs1`D^!M-6$!V52ha67t+G34Zp{ zG7R;^gqR)|Msu-gkTJ!P@KHaDGF7^LFiJ0-UJ;a6xySXUXt~7bLuZ3942D|e zgWz9{hRaVORIf9>2|6doY6HgrKwF=>exZ$d{0kEfYAPb$cdJl+l+g6Roqse(!LAwQ zYe-|vN<2$46T%>VOu*gRJ#i}yJ-f{n_w7o2@gE?%5R6`-*?L(Cy+6_F{V-<7GjEs_ zj6cHH@)lYaObB?6eql1yAfr<)kNu-+YqQk7)UPGl!C#NToy7LRj9PEqs+~nL{v=1_ zy)jb5+Swa##ItCUv@24l-Ex&_jtvrO29ff`2PmvKg~AC88A*d(S=9jo+l9&Zj5Tbl zShkSFjWq|t`${!DTqALP75Ammp#t>vM|oe++yA3EK~}WLAN8($h->lO_@;Ry{M+I2 z2rgP&V6xVp^22XS>knpEJ45TISGHx6Al-{u+=NqyMVr%lZtZ(V<x zL&d5mhum}Nzy%&iv;hMgXEPQmWQO1d*~&e+R}P*r2%o@wu>!&FI}tl$?Q4E_ZhHk4*qq9a+IE&!t$NA-ZQth6(Q;gek*dB^Z4R&owSY zJZc%YYi~TS$eGs@UaYh+J#16~aVdth1bsmpUCDp;_u;|hAb#Tomx~~b1J+C@mv?BY zafU`OSgt$ZFo%34*VnOtB~80?AlN{lkc->^tAKf+EJ7!p85{NdLo5r-f7PRcr9x_y zTONz@d|#lb^EL9@i)Dy+0fe;X%{yH;(ewpB=;-&Q*QC#fDicHez@=F$)_*rIOtO?# zZr81S?o!L-VBdWA$nZ+2bz(cK3J9~?dFFBi8!-Gm#{M+pCB%N^+m9;)K&4@nku13_V`?vlPp z=}s2GO*{HAp1^|pKI%fqq1N=3oG`S!2JB_z@D9j<^IOksqN;ph+ad>%Z^r<{aOJQA z28!=FozKIs0t6Bpn}yg=pvEtZOl}leFTZ}zLnN`u7ZK;CDLaU;e0q+EP=#r7G3aS0 zv0cfJ3VFp*T!(+MbdeHcz(j8164msVb-#`gIS7ZZGBL8;*libpYeVmq(;-t$*#ZLa+Y% z!!QZY!yd{tzqWJwI+xkJ6D3#@QZg023BK@HuICp}7DmqTIqV{olP8-G(YXY=c(uoh z;!u_Z>3p4Q7nF>bJg?!y(rmta!iTJ_{X7o*Z#)hE`Qm;E77U@8Zo3j$Pl<>PR|BDm zvhp*iz{)tdx%C$7E|K^|EoE*eg+4CJ@{wHTEF)4oo16!_Q=WR`+c?MC+Q(`AzKBw}83d|%b zE-O>^@)80m6=E4yrCn;jIU+n9)#ZEZ<^L24Go}3ae*gJX?YY+5WnLF@83==OV#<73 zaPUPNNr@kicE^!EOG}Gr+WU+v<+s;8SL=M(CwD~*$bP7Nb|8O*waEYUi45TT(tvgs z2t0Bydpvm$SrIc2KE8*<$0Hf|@L_L*6i971Mp+r9m&1<*0A1YNU1)^TVfRXnIzXwG zczdM%;_n|T0jdL-OSJ;3G-a6k^Y3^&1_ozXgFX)tmLhjW^;P;09x&&T#Z8z;L0$CL z_w|>Q=vdSwl!VyWSgv+R7nGHi$t>Yf0RNysA?p8=AFsc=(Zlo)1Oo4O{k!gwJO>UF z1mboFDk2k`0@1Eng+SPaV;}@bc@SZ*EKv|c=(q^W|9}1p53POpu>4haBl6Q~sAwx! IC|ZX9Uy=Wkp_|O7DT!mq`L*A8>B=~LXegYm4*#SC<4+T4IXAi;QUURKE=bhJm&3hTIsiBOAO@$4CK=4#m6tp1_WJAOcCOY`0)9&2@ z_)FAB(a=Z7-Ok6~%IgK>nU#-+i@T4Dqcwxy3oma+cQ-*EVIF=i1_vJ>4{tGEUf2IK zfXCg-o_8J_GZs7q%R|M;8v-G)Li`|=OP4u9Al}ug3bMKZx%-PR19YeErH?K<8rj~c zUr5RjGr+9KH3@~Gy0)akE@tyi_0`V1)6-uyO`WPuoU6O0TTNCuYi1*w-Psv#slLh( z6F0C4zQ6ylOfS!v#xkGR(%5b>+AIG~oi(4*?&Y%g$UTiJCQL>Fd@9nu@Px(1#j*e9 zvm^qaPf19L;GZfla19ZcAKAbe!AF}Cg$!Iw`$16$F2?Ehhbe-K#RBMDh^ue;|NmS6 zzagg5nN|p6f`%Ms9Fv6_gjrSWz&AJ{%z}sznNa!OG%GZJ#aT7o@|Wtb@5E*sjYx7^A`lcvsFjj;`LqXF|}Hn6h4`+}&;sy-E-n ztKAaL^HV3TE|#j+B^V$H*SBO7B>8#%|&>ym0UIW(}4pS)um!^gP8qKZk> z?k~caU^sxIMVF5pJCNd+LeEo6uTe{UHD3hZ*CE_?XI09Zq-;kH9pc+YLE;)Ik5uLL zPY&Ra%k{8Lj*CM|WbgM)n)E^CP$a5rdsWwVpJ!FE{+tjamob71>6n$aidC{o`9Xtk z+frZ)5`1YW5I{tPLZ*d#9rEsk6WNuA-Z=H$D0LG)>FTFDy~g|t|(=?EIy z^56uSqTWa)Wd=>pR$eg*AL8_NT$M(uG&iB1@~oDaM0RB0zR@koX}F4*k7+6MoO}Yt zc1|44sG?;GjZ)5{WM-f8?TY59Kw)5WJ(|kpKp?(;1WqQ44s}5*o0USP@6QCrtCfn` zDAI`Cw{VwmO%zrUldIFvR^T_aXwCnXja(!-?I_#2vc*z~7iL^^k_n8!DrM4%M+^-| zN>q`jrH_+RT=8&b&=nG+s3^ZA9uBl+rAl)Z6m%hqMndN*B;37PIlUpJal=vnCnVPH za-dqFnk>jLZzpG0h!toQQOKV9!f3Z4&Keu24U^_xpwjuYpkc00Q&E;p4L%!8?LsD* zO!sqbE>5Al3|M)g!!*C~#tBEci`U22IWz);3Y|EWbkrP0f--~dReb{DpMlKAK72bU zi+?CT$3=kssJx&p(nE%?J|U>cHU+|WGJ*CLC!sPiV>$Q)tdh$#PQ==k5wO0p#K}i( ztnuEZi{WPU_0;~LEBN9El*{C+`mVs^A{s1xjoOHl-uDIXKy)XpVm{qMwZ@ zoAO=5|A!p5xE~AtsPe)%Gzcm=>huVdKgZpGC6^P3MZBHi)g0SW&}+mouc=eo!3epBzN2L$pV_(XNVXX4paH$g}k776Q0j(aB(BqJ-!|KVp! z$QhHafq}DMSHwpq!TRTS`Wz3Dl`-L&$9v-Vr) zzgr85i&>kilOf)E+wbWk`S&Z41bjCAxDx;FPANpam?0}u1{QrOp?5az4>!9<*TK!Z zHEo|;ohx<>EnfKF*4H}U( zUcP*}Ia*p$V)bx$ZRX|a>UQ~G^2v!8P=n3o!Qwl~AivFXFK_RZmX72!E(XFM>FMcp{)bC( zIED#?sgTL0mvyz>@zWtmsD#n!Q8Mt8fFM!fS(JS`w0$}P^+2rep6K6lkl!%i8Y>J~ z!xKCM?~n75#r^i+ch{%C0$Hb*#G?nXQK2O3S@7&i@v(L znw^~;bBR_{bs%o)Bbo5UT>`<@dvreyoh<`K}*C;q^IrFbn;t3w}piz8| zgYbBzynMsx|9;Qjurv5t)%~z_x2D%7MKb2ckEgjW|GqbD_OOaOP(AeF`t_yl zepYW+hNP`p2Rf+!SPuEumdJIuW?euq^3*ULFrs23yoJ+L>ulzLce4D&jVW)R%f75e z`QrLJn2-pq_bU8};WM#4cg&@m$|V)P-Bc$b88*+~sn#G6vD;z7R&-E-V2c{QqtO{@ zKCY)gHd%ihJEs54l}CDyM>>7&OeJ}yQBa}}iq4e~m_Qf?xeyl98e54V_}zf{;ZD|# z+6ivBhS0ZBgbtTi_4}!`+#^Tt1z_0dIV``-I(U$$p@H|vLfmxk@WP{y>`=&ibbPGg zh2`V?w9RFmw4`_%HI0SuQf&lfwNQ<7(fa{La>P*j5RX?W%`T=jUQ~!DKoIfT`#LSn zAu1UR{s;yadJu_^`GZA5!eaP#UzNo8r9`0M@e~{5)ftIoDll5i`Un7<`wBHK-QAP zn2paIycCwVrY=Q0upd#Gsk|0u;6N;a5-gz#toP#4tm#w?8TpJck?+4gn-KPp}YjGVCG?R<8YENUcv55~Kd4EfShqnSS(Nn&e0gDET#>SCDEfs4{ z&D;6|wBV^IYojG}1r7hfDm+d+I}+Z5gF@!0A=)rC{I^2?@t1-A2(!Y@A1ZuuY-$dF zoJ-!w6y!w?RWe9+L-=g9C@kTO&#+*>77qGKE55!nty7ycnR_C5m#~64?fJRo&LfD_ zmW}ddCd^S|x)qY}j8-QCgUamcLWZ-KREvP(oLGAu&qHBsTEyw}3Jw2B>#B!fSo&9y z2t^oMR2Zc0ODkTi@q%%dJd__S)iEjjZ{ht%%!1OXNak9)Pt))L8s$dzNuY;fC~V~v zr%HM@LH`Lp%g$TV97?IsGq=}8UjZ!P$&cWo7Jgm&YaI%UP9j7gTKz+3yJmo{D^)Qn zjp$FSDFcT#^gQai(XtG-O|xa7*g&WPQ`~M<)ecsnoP|J{N&>&7$B|{Pu-bohNEygc1?5l%nNg zxPA<0VF*Bh0M(97j`Z!{Z+LK)J6*_NCfjOx@LOtWV#0nM9NV0C+J&$ap6etJqjoV` z+V3Li0TX$Yvv9^F#QgGbh|T;h&jQDjM@Na0V9RP#!f_bGeagn2h7?e z>Gp*w-j92JYpR?MU-aFlGLVOwHMoXXds2x=QV{#Pnm?XJNfAcZKyJRi!#QU3S-E0t`LNnRpY;WH`wthlz>gQf}MKh#jNQNC#?^-_6y! zgI`+jL?+k5A<7NqhZJ??GeGGEVZIo~n(mhlX82mVH*U@}H8|sPZOXE~Z!oZ_)3xb= zP;1%c;G5)zI%7$8Y$;Xo5wda&mM@##%Suh9o-mhm+Q19xbfUs$c#no3>}D4wDp;{I zbt{R`^O9IG2&_N4|OQ9D8jEG7>T`a zhRRkny&3KVY{$OyS&n)7p0(Uu$lw^y#>TQUbD>kJdZN!R=F;KX1GFvAjcerNg=^@8 z3qwT>JI64YO9*F=0t*-V-6EvX?0m^y?)YM`kOWA9N33V6|A+qLucyyGuxEI=*j?Qr z({v@^;x|S7);};)82}|%p4bw@6N4`wKPdlFfW2tk0&whCkJfsewg0Ww%-@X<(LT87 zTszikzSQ_l$9pV=nnPdTgE+>mQR9~K7~r^_t4`JBUho{hNine*D52Jt3UO+lLqv|r zx5qs(oVSD1A`3B(PK3mQ9XxLeL&n+$*1OYL)B=O=*Ve3q@6TuMA3BCIxqCA>bZ%aW ze*{nHg~BWW25zZ%wyPayoe3({MW;VcbhU~>UdS?t-%0%veC;K1e>Nf6`LLNEn#^z0 zk6K@N)Eh=x1WfN75pS?V&pI&(qdTe;NFW~f8X2D)kKwfn?zb^ZOSNZbJ`}I}8T3d# z0JN&9oON-IVccAvsbVAggd{itVv#V`#~Zdo=0CeYQkK;aa8-VSu zZgy+6OidRy0{xd?2_JOcxk&9S@Cv<3G55<)(SQ*7tRia@TW*B_`+judY`U`43Uc_Xqx0hoS!x zJ=gnJr%l|W3v(r=q>sOmlvh^vR@QbVkede}AwadxbIE8R-{q~@ZLfDNa|4P$jx@Z<)Z&_ZRkA?20jg3a8zRAx=~M04}omWgZ70MLT>j1wm!z{8ZDPR z>6k{-+}f}5Em#`y!&NZeT>w#^K#4onM7F3mF(V+-PDoczPd1(T&!0btBByC7kP`sk zTsP(Eii!$Cdis?1b_qi+GKq()bqJ(rEG{Yvb<0PrxU38Xf&j3f^um{q#YcmfhTfkW zw)${TQBkGl<-PjpItqaAW}ZJCWCek2xtkV{As#KJ&D*6p9*e#+h#5CGZGL}toc-*m zvpJfr&MI-W5~-r0(Vq&FKN=QZUXlKHO`supKKUSR_z2V~FgZ*b7q3-@d49s^XaFY_5%~@%BC3-#)+bHn4al z=uGNenQ>t7faw&D(=(5zjS+;FIrcSBr-s7(n#EP6+&g>^wsU^8AHbIrwx~7y@Zq#IKyfhLl%T?a`P80$FRCnkKb)Z(1KLw1ARE6nsMm+0yP> zbQ@?p>`Y`)%e4G6m<9<0#*Hd-NPgAz@8Py?&czJ*H`wy*h95qi1ZLR;R$?DA1egQ~ zHV#hEd5~Nd46zES}2M2Yt?6Fk|8Qjr6MA-L^Mu=8if}xSfpNdtKXk zgN;Ez_YF8-yr%x&)~N=8%}?>f{`cf59kt0P)i!tSt8kuet3Ox;U{r-)C&ol&=AK%!NC6p*d2s* zBEB@Nw?^Y>-C{)e7h?SQ#6&$Pe$A%>SEI?Tr>l&bum9%oyDv!~5(xYVw;au#|Buu2mFW?`># z6N|0>(Xdn4aN$IIGzuChG7EJFo`{IIl;^QmQTYA`9@i0=saG~B|ML^8Pe$Uz_N{9B zZ8(R`)5eI+YxEU9E%F-Q?KR0RzT)-&3{Xvv;+}H#2y6+&q!q~ z9*Oe@Cd{K?EWXz@c#Jrjx>7Y3u&vb^8U)&5LuCbHtLyCgP!K;D69_@ERlmzOV@4ER z1PnfV)-)q|eDYvDu!{X#7%58>p(Zr^wO;j#a|XM_#_Z3dn=9lJo2jpXFw_|vMH2KX zb|ORn7qN-EHE})KPur1{I+9BLc-+ctuA$+*u!9uE?!GWmwEw30kr7{DtB(fkA}jzw z{gO~&z~29MZ0Ap4l|y$J=_*LIXOCuw!5AwwHnl+&KF_H4t$OyCJ!KA!9FIRGB60Sp zLcZ!Y)i0B3Q4E1XC3E&Rp_Og673RcesaPkYhE8srE5Q`cp6mM`e47^t-^a;y{GnAf z*dIpvF^bURCFx$x`Xqyvh~PHhm?&3{JOWb#YsOY1XGTBusDMG;B0?(AhlUiF*Awt< z*`1PXeGO720rV z=O@|1BQ{vw!;kg#1%~sK|Evfo00x$Q4bAX&N@ZsR1ux&0t=pb@g@fB=J(6RT6+D43 zo!QFyOP)@o0ukeYU5o{h2PhDy*lxG^%Y9H4%p=hBNXKKu|=^mFB53e~x zZq)AFw@(dEzyBE7eLOX_wk`dDZT@^FE$K3=1GSPH%l~eha&Ms-J!d8uA9D1vTNQn3iio@tPx?D*_Kq(vBv^C!P$G{0(kUC}gBXH1Wdi8s>;cFf92 z{sS?k=rudFFjgPa^X{en90-KkAT%L11W9tB?steL|-=s?Rc%i1+d){S? z+Q=fs_qOd7iJ$vo9IST$0{L2VODtG(hxPYmNR2QgPFysxuWc(U*mH5m>uqF3Up^7lO5WSIKkSh-pRqONo!tPj z8D9PT*F83!5LIk@^-3!E?83SE<=C66;J%!I(77R%r_Tnan(oLxy`O`%l22O9Jt2WA z7W93e;X%tEVEeUm#xz#A?qfx<2DN%eBnL0U+^cqTY^3H3b5ZqX+|bue;X2-sblV>WqFH|99z7r^fd7|I`?om_j1$ zn$0VcTtM%Xs_B{`vqF_|0=nd-aBRuHJo5{Z=UvS>|LMLEN}M4y8pw_*}Nyb z^>ouC} zYL{bBIaMBy#vUko%bRV!!0QhS51d0SfYMAyo@YM zRZ4cr!3t4?e?QoVT7!yd!92Ri&?*KzcQ8GQR>-e1G2wXp&E@*9?pL#| z7i#Utcgr3REHh_UPwpNLm1-djT^{WCw6n2`Cc>8I7>9)gwgGiN*hv3Ns(toeWOgi0 zcBSsYCvS<3PyUKKtf9fHfNfOPi+3p%S2B8sma^c>l*B4H(z!*PE4e;Sx7;sGUkm?5 zRK~!;LJLVvPm4B^ZYLU*2q4g&X!P8t?IO@VFE0J5pkwJwbJ5B8x;Yqo&rN#mwLql) zyHwNxXm7tkP>!YlDds!&@m#UN7?C3UTWXPx=fC;4S^kv0`@$2MyaKhN0Ab0sGG{e` z9r?c%#jn3>yIG$%F0e!vT%@RYKzIm4wR}!HFF>eR2m}Q@%F81#|MSe&igA@kcUTF( zBIe}h);Zk_cDapNb&&dcV&>U?jc8TX!NJ93b0Wo>KO&Mp(P@oAlIT$>>K)Lk;scjp zikP}h&8uf8vsvuKFXn%O?51DSRmit?!r^e~0abIxHKa<1?5$^tC=jV;hH(L-tZ5*S1<}fP5FYh?^ zTu-Q)IIbbA6f-=qE!J#4p3(3>lqURqA9?`DK2wCfP=RQ}ZB7~ols2$~S$?o9|<@`fYCzn(N?&6-ei;I(3OY;O?2tt-y@IupmILTXoxZpfdKy@`W|3^JAK1uch56EtFI~{>rYarc|YKw`NM%N>*&Ff_bHcOx5oA3K8>uh#Q zM-GLaOsGY&f1ATo!_u|{0Q*Ss~FN*u->|G zJ%x@nxc+4_SwAZOcZhPHck_PhgLpp~xgr?q7m`dP^<<*=v$STSMp(#OR0`15y z4t`^$%)dstyq|>(ICf#SJ~%^H$#fO$t;G~+7SgCy7u%KCTj)gl7j)|jQdHILjat>i zolQVTcq5dYAh>eNERMliFj?%#CB>%E;7XMd}*FSFoY5Mab@|rbd2=fF@-z!|)?~a$|>t3ukH6Q;K|H3Z)cXlyEg9JUCnZiVGFk#vG}SX>4Qf2DkEQLSx#-mfSDr#) zn)5%Vae)rNA=(F%bxmC22$-5HuHmCJ7OZo>|5&b#V0UP7n~+vjeVZtE4J$g=+bhy= zR<`HctO>g4c~Ormi8KhLZP}lQ0x5yCf(%2YqM`dBsRHd5AbAFec#!I>GZ-ORSzwVs zPgsaWngHaT)ffrw6?s-pht5T+k{%UEcTTKW1rqao6`5*v1VfBji7wQ{ECyT@-aU zvP8(|e!L<&&!F#Zu?E+sMHB`c{Jm-QL-{SwBe_(|{Xw0^u3f^0pa>p&d5UY1Yw(V; z?(w2mg%HYl+yf;I)xTdgfQroBC6wckTaeuMhfNWHQ#o_#Sj~9GG%Yrm&=Mpzhn`ts zc~b{9_%3*t9KA|PJ4!}JJSUM@u>!&B7L0Yz@Q)pfbcEFO?qGn+=`8W~1jLGUxy;@x z?0G1L3IlzPJr7p!omgUKu9IkrD9+mB8opv^en?<1++cpcdVU-kSuV~)aBFoA;vu~!*q=bjH)_lAA&0-R z#9B?WJ;mVU<3=W(`M^X8`murJ*%9c_av7DGZCW1rh{W0UFsMLV^#UC%ozjn^HqwLG}mBbQSF0 zG`I?voy4K(+o49UG6(5p*oE&Y)Dz@Z4n%GRy57Mnn;G>rd<74i!r-RqW=s&7L+}xZ zE3_BEdx+b-Ufv&hpr{wdy#Y47Nv?TiBs<9&f_8Ls-LuUNu5THxXegwybXUo@tET9a zH}%7IaGDG}X!Uu4iX$KZFXCmhkK3|ke*`9XQOmSL0w|Ke*GQG*wyF`m;2;62%8WW~ z@iO=>jA4hf*23ds5aQ1CNG3xCB9K@1SMP5J(NgF~*u_rh+5p#E#my8%3fpi&YFucRtJWRKf_Hg?L7FyFw!3 zFmTR1T|%fRp+RzikD^b2)qM`&66-wKJGwIuyZrKHiIA^OTOcRXr8C1vz%?S!)R#tM zAC?DzoNhN!)e^83SUfjX9OF|EDS)%?1DvXY=Q8yR0J{!2hg{)c+J9?1e&IAR2`LSN z3v@8g%V6waiO2|c#@U~N-zX80$2ebwTPoVQE-(_Q5(C+u@Z@ziyS6Rce@|SJ#YjHI z-`52ugKMa8#4_a4!+=3An5L=~i>0I#8A|qrP00s0vL@g<>NDYr0Z0qQT{vsm1a=~m z$=uu#tWBgCk*k0JapG-FB%hM)i7#ltLcob8`yHZ?AWrh|dYaG9K8sU{xCzl|c=v)e z8}vlfU6N{P9=Y6n0HTF~713pQRf?-x3tnHVnB;B{7Pn{9ojvxX=okae-Kq{}daqJSJ{TQb>$5q=6{ zN{fCvJ2TjI4B~r~M0N?v|I&5Mlr?d3eZ0-|R?mUqKqkbr0)9Mw4EoM!5i8bhMz6F7 zcfm&+SpYMpkxnV47}j{D@Ud4m_5+w5N$P!E&-4E)f?%`Yi=Bae5P(y$==?ne5`d8h z{}w91`ZNwCd%-4t0`82B?K^I53a~ z1I0M5G-Vrz+jt0#rsvrLzRtrtTs$oX9902N08LqOJ%|%xmJvu>4)CDQ-!{Jg=i#6& z@d|N-J`t$^J)o!qJ+|GAnDIR-Zs}N3T`T4e3RLTCHkTB2t=++jPu|AJ)@{ZyRq zT=qVg?;`i)F*}+eX$7PrZQ07O4W+)2VN(MgC1RARFxgC&EoP1*N!18uwO^`XT&k(X zOj)$oO_<4S!sdC#NNpF+6Xj*Qm0hOg+oe%j+RVGWrsKs!(Hp-zxid$n)z;&efKnXP zUP0>EpL%_Cj0$BOmUuNxp-$Hm<|}|}$S)_ykTKYR+Y!YyArk)S13d02Lx7L^`j%L4 zg3li@+V1tBA`a!}$1CL?UJGI4`~t+7?8~DxA92}3#)xz~$r({sPC3ow6qFrA#Hy|o zEqQrL1j}itSv%>UigikfW%w+N9QTeK*HSyzGcMaHIkgk<)>bRov|)6KcoWu0+Yo-Z zw#}a|A?o9zRi_GzL@@m49KX9|n`-iYY&a1`9`=bP&BJK~E{_ z@}C?W9Fq?6soTb78EA2{m#oj!D1=A%3jEqRS?!u9=v^moE?}m`DTS^@?#I?|*2(Xl z#960v30nHb0v`hjQk^!lbjQ^%Dx7CRT)Fdt<0->qcIDWJmvLAI zl464W7n7G?ogMDBFWM;Cp^B@c8cWGxUb~ zqJn80qFmPs{P4AY7J-G{V_&l@uZWegqPpHuhBt&7-XsV}7hzrDH!BWMKwaJ{p_uhT}KDQs=5 zD(3bG6}7-tb)ARHQ`=)f|9r!jp6y*SPl8UfSAy+te0?iGBDqcNP%sR_q#;;hXW zbME~Tf#5(u{>Xwvk)I#sD&#tA`08Z)npAwZzH2OgeuO^a4yxvW&CF={46GaxsFQDz z2%{%o%8y%44h49+>ZR0lIc&J8K*&Zp*INk-3FCoJkxj@8`vmv0VpDeD;*M&-vr&fG zYj@{*&VlH7Yb$$Z!@oDX1e>RFGBYO1{srj=fEm0FjlXVD3NSA#RdkR7vS#!ycQ!NK zD|^FB{qA;pJ`So1V0;o|LnfoJ_tU<1&z469 z$_li^!ywrqa?~-9iR@e3X&aezG)}+Ck0S@$r~B>oEo6Gb8Viyg6h=?pB#;toVQ3It zAhN_a&xBO=a=VNdJ!P2fo%N;5O3(TFS4x#D#f;b3Z(FGeBckQ*u8Qq>?b`Hv}Z5L4J_HlTg-RN`7RL@6`S zI{!*uJ&X6oy#LUSKW7w5~)i ze0YPDo1POj9Q(WOTGK=&^s?KITz|h}AeyPsLqj!CB~)1J^Wd|u4rX%SEa5vJQAuJI z;%}UtJjId%DS4~$_P6w6Lu+ajKwJ%dXOf`cb}2jQEUHR&HP_dn40bD{g__>t7FlkQ zB%qn?*tc{4Y*uHv#)$T^b|Dh9V);MkovuPJRC$}@^7o0TT||m~ zIr8WXzhI~yqXUnG8E45s`2)zTM#0EbS+?FE`gjT*nJ!~Yqjudv^SgjlbTZQ@TRh*t zvUVr=`+BJNTOqW12!j%>t~UN z<{I>y`ztICu5Rho{-+o~<}lsTnB<(pVzo7V7U1p8{d*y#dPuY;R%$l!aV1t${^%#U z!Z+VltqH1@fD&Me9;k`sO*~YYNZ|b)|0cTW)(n#0FK5H2ZgV{PK3!8-q*nQgDp-N8 z$`6utf#FD%v9?$eZ&J(2v30mqk_9cdZ{$I01~Ysbke*8c6 z!wwLX)J$U)Cp)|o#xk5Bd z4TLZ@Vc0T)^XILpmW#qQ_dVf+7v=BCYowz|OE;{dW9%?AX_*`K_%J%$wV0!RE_i}{DyD?4?|VImfw zUDbe%d3ock!bd5{cl)Q<(Bgshm`3c+Jh3VyEOS^#H@!i^F&@Aj)x?bCq=egYY&|;ao$e?`SYg%rMpz;3e#@tWv+E%@b z4IT|$*YrlzHxM3I4N&QtZAE5^HPzo~zWa%P@Cs}nBRr-E_-6fnPrA?NmRAApL3z_9 zQR;05-HjIX-|F^IO(h+}rZ))D7QYqhZq0RfJijVGPwOj)9R3+o1kFJ&>tp(E4R>Cq zi`)_a0p ztv2?pkaR;c3Vwh31O8qvL7xQs%}0-Wy?kKPMAXUJRaEcu0Bk@4&?ACZX~s@O0^9tm z6r1V9rTOHs2C23Wl|?Eti;~5<69^kcGQC=$cV5z-v}Dcl4T;5`>v${lS@o<@%KdAN z1-}QvKV=@zSQYc*6*){prwD@o+`zb(FcZTGV13CG=&ZfgzgDBa=&g8i*ZnUnLb>JB ze$1hgDDNc!Hh?i9D-CGB2q=$N$*kuNgxZhptIewyl|W$8{}((8miquC&b@ls(`L<| z(c9M9R@Fh&Ir<^Of6n!&^D>AXqwD@4s9NZ#CK$3L9E$dDdc(|ZsOuQ-%KsI#;kV6H zR1dVKYljW6a^O_05QL}%JRS71p5mF+J|R6oWb6MgwmOOUIJnvnZiCrH{!p8bV%#;4 zY04gQC3P##uv?HHDEw#bbmia8%eYJ@NLc9UeCkAEf%L8&dz(~*1HQy&R2$yYbJjt{ zGG|W%>mOGUw*NC}>ISE;`rj9dD!;2?v~xak&>df+7}*{ zs<>(SqgO}vm_e^*hMd15kJxRon&NT5NLmZOr#1{RP+g#RF6-lP1fdrH308?WB6JPU zL(a&fm*Ej3Nl(@>==P%mLZznf2oczR@#n-vF2Rc&YA?g97VyIC3y^7vT^50wFip=V z#ZT{qc?@>FdSbMjsJ;3%x5^gAHoQEWX|($_Rbmb`@PFlpp#16i4uNp+P!?V@M3vF@ zXc2s4k#FADta##e_6QYwV!h>G0ro6MWB#3TDHf-RDIx= z`MNY~n%Ia@wsNrDcU9OaC0f z`7^$K6#DQuWB5>pN`%hK3F$6pIl|NjUAb1ya(o4T!})$f@VI`xqafeI*Yd2w3*}GY_ak>R{KJ#wp3CbALbtYle`c{fgG{UstP7!l4p)g6 zWK5g?s|kJjc$c4D6ra<7dbMt`$XC>=c4@V*;hB)gD-|lcl<(86xkoJD!}#e=W`|%b zoAL(1JjHvfninCSlX_>V>iUqdhF$qV#W%3*%8z>%c=w-!V0~qBa~B`&+KQqKb7r)&k z8TU6k@@ng!BxaBf?T?Z7(e;9%voG`9&Hs_FrEBxwEr`O}G16@89MSI*;Jeh$pLtlU zxfV4e8xyoWMw5txTiS>Kef~%yhJ`4dSvI{>yg!RrKx~vzBKt_BK({6~}K(J5Xy@ zOA%%i?@nrJnl7B%o@mXDYXDUQU@$_YgWdsCW&sN+ETNJMZqjOYs1Ao_dHwW#Yep~2 zlO1fk|2Ao)h4Uk1Z=$%>u~)GB0C&d{t{u*$N|9={(Gmj22H?t zjmTbY`|fnVjo0cI#~Xf!GiHd4w=2tu@`r@aNReq7l8|8`3?xX-awu)@$Ooj3F(^2W z!~*3Ld_(8xBC{6+5KpIly7tBrGW)m1HaCM@)k9d~Ct*4eSV8bDRa6K5!(zVNq)Vjf z>^ZLNs$;B|2koC8xb;hp7m#nOUU8+7nvbSsG`N2i-j$QuPp*D0gl=6Km12Wa7H|TD zlHNjZ#5a}Uu5|G$?cK{6Cbo8s^JKhoj^zl?#@hY%pV{fjF(_@TZcRni4}?`5lpb>? zn)MHA$>w=7A?cK#j+O3~`{lt~TVHtC7&}h(VKi>u>rIVMQ-5$Px2EEfZH?ZDDmZfo zbCSt({G(`{sEN(UUET#7mo-9$0qSl~>K$;!5$pY?z6Spe&6qp_a z%AoXz<-M-8ZsQ>Ty}3EvVDd0`M5j)wh)P`0D}2L(tC46AAJ=qVgwgzN!74MmnBd8> zCwsg0L%IXEb_lCch=?bM^CI*X?eD{d`_)BWR^4vpWm>vPm|$%St(|kB(o}3p`dI+8 z5pKXuB6dt=$p2PXe~;AFIfvjss&m~+j%+7~L@Gt{R-Y;cGwaz3ZKpYI=!WTE)c!-} zxQ3-<C{U zm@!8~qJQ?*2v-bR{0)$bKkJ2QVrDiJv@hx>B54V3Oikz~)S|Oa=`yF+I z5>$7)OOU2TF<*r9KQv9EbHzKM$d&v`&av5p?!(Ot#<8A_TBuY%zPemt^u!F}oRhK) z>&vQ(Gcx4en#SF%`~4AjMlL^XU=bxGRkRsbo>ikSl)i(y<||oJ-f?8=BvrC4Wc~C_ z-Ir24>dJYLd7T!!ya>R1?tsBC1n*vm!-(eg$`sO8d(v@% zv)5LM`xTjCCu8XE%WAhH`J0RA?rO95n~6ygghV%TcY{|(P#c(G19nQp*kg+og%jE;w*p9)|dDAr#-X#@vV zv@<^&)ItCE3q(=NVz)1`2M1Ms^V(!^60gd1D@_8djI@M-DJ}nbH)t$X2)X!H$oKZW zr9$acRMV50!l?}q|KD9)vE7dSJ+V4&7cj&PRxAD0Y->sf-X){77?uU^pWzODmK%i` zVhaLtNTF>e#sBNHliAasIuMDIF)3TtY|kNGfNqai`Y8Ec7>YIZV+lyL%Gyn$jf^v5 zlSig=tGpIm`S)ZJzP&-@BJ%&LKA{_S$s;j8QT`R!z_A4sF_Y+1iveeuhv13cOe6w| z@H0X`kd?k*oFG0w3GW$1rQrO*;hrB5k5FD7mmgL9R(roSQ{l`a|C8$Bg z*xp`4g^f|$Gu=yn5I$7760R20TfS-X_!Aq;QkYSZcXP9(!WDaL-2ccOxMZ(jXz-A&62Uh*Bacp&+0L`+fb#{&t_e z+l#%~OP+_f=FEI&=2Jt_{y`@CcAN)*N4=kaA>a{=cQ-0o0?+Sbf9PYWLI{@8cTLHZ z;|>eYSXhowfHs8kMzYXFZb~kexOl>0J}ti~1Zw526$pA{@uq{;q1di#&xTaNj_mO& z=Hy1Cl!;gz4sYUt9jk)WjZU8X*@|pjc=Q?eU0>G>9VD$L8=2N}PtDGri4hbsD4N_+ zjQh2`P$d~E;{0|{4<5!w)ZXC5=!ufg6|I$E23a>0I(t*%J%3f4vo8kv$V%* z@dBw3`yO^{X`&JYikHevX3D{8Tc8Op8aKO$!|aTgLb_~= zzo%xWgUf|3sH`edIViGMLYYJ;%Zt?TQJb~-{~en_*GD%Ewl^kE3G+$g80ntPahF8n zAjF4ig=n|$bIKd>LYKJXo*CyiX5v#{D&;~@V2^t9br&^d1h3aslt%D+0y}4TG?q_r z%HPg9jj3gng7qOkk%bF3{Jnu*VwzbxPRPfYrCa3iqY-rcYqPrWuxm;`MrUPu05A9S zQ^}(9&ywj#15TUs(?&eRk4X~YYUJlG;tmbRLsaq_q}CudGB!Lbr+tY zBL|JR_vb0-D@6+v&ZD3A)(Fz>ecb*p7A1R`Ch`%9(Pl8d1r(l2d2x51*P(rpBU7Lo z!#iRY!Z6~IN`J(Htg0ob8N6u%-e?wEH08ODsuhtBPJZB`EAMZpDF{YHbOXkO^2k1N9 z#9UOZ=sbPG-Ko~cL;Lunp6@gD?-JixH;;aExA`438 zgUQO6RBrNAAPr%u5W6N-JRc$HTa9;(=x_=;Qtc27_u`WK1ib0lTQ6P2ccqAYQuSXz zOWhVxwXt+6NP2udm;o;22yFl2k6t-c$i1JscS++?Dd43XkYE6)jHuz(_J6s7J}Y~8 zYUtFtMVNlJhdP8{gx&!PwHXs4{3;9{gT4Q&k`yK(qqZvm)uOqQ?-$8ymyqla@yI{I zEhM(=05*zU^7Cm)Ewa~J;B1_Evj6E%V^m3bBQaQ>@-=AeRH^(kXo48o@SDTiPi{Ry zk&%n9KexOQB{d`Dd`@=8AjYOust5*%%B3U+ zs!Vfr{QY}El$zSg?`tVvzuuuICG74~{i$xw)IqEWTP;C#iHv)UEBJSktrbrD0h<9c zNvBrXr+^1_;|rznZd$BqFtekT9%Ra)37>dAiR9+w+~qaFxq9u|weApJkidjQcfPx|9O9>PW#@$)*y`6oz;o%mtEFw-NFq;ZN z%!b2M_4$<;bzKn23M*5l8fFeZ=`D%?C~*4#-Tdm6A*_KS`Txt0j5MOJrOo$G<>lTV z+#V8nJ6Bxzv@=gRVtXM%aA8^QL~^rXk?d&Q{G=0%TH8J+`#z@SC*9P#IpyVKUme7H zc6uP={RW)c+S!(qD~Dea8s>u;w|{|R@T|2mu%0XZk+ z1Ox<#=MXXvt~^k|5-)VwQgYZW|AjBTJRLt`!3T4C`yb>{9|M5C*M-iBk;z>tq^Ks; zX9PcGmU+gTJ72zj^*F5WTU>Sd1E$)uv);e?5&tg%39ZGCuW#r@Z7EQ5eR9XbpC2wW zBgW49S#RkVB_(kw4>k&x9{=3v=#S%QGP(R{*A`-63V+Np*At-(OKM$TU_kwj)rsd^ zu_jt3{p!DOEY8W#qE3rvcFX59i=6K9^QSjpqFd0Gnvo9B4;qP}k+&Rrsp$&cnc!_1PmA_&R5fR=s0a?h1==!AwlmtWJCJHR#k%nVCYSJYr!q{9 zYfD(@qK7&Yv8(Xg{t8*i7`f@mw68@ZJXc9?{dIc!S;Q5|c-f&H z47OFbdx#U03F};@n;r<#3Ydg4OMB!rH#0#Ssl($vzST}HJWny}L`DUYyaN_V5yZ}@ zDe#JO{6XO)eI#W_4v8E7a|~SN|!P`>7{x&7C)$;HrY>Tm6erqTculibv7v>-a@dntQ*@@ z2mr+OR0$yl8+3ui&g)Oc<`XZVdUnue%A%IZw7awgOZy5l??%%<`+m>!uorgL@-5wz zrD`0$B$}5*Z+%hA703FXk-qzl)M(t%=ValZ`?fehQjI0*(XG#D-Sw@YHweKr-gUS8 zgUrv~aDrtrognp!t_b@QDByYBcqKp2UHI%PEyx73+&G?*_F3P~UC)&!Nz0f{@{>OH zSU0Qe&g(yG!|py}pifH(1+uI12dFq)cr-T39sB4WXE^ONm}s5N%yXA?qf%zrK^Oov z%9oqrt>FI88{xe+nUHOeGqKc@7cofD$JL7+C`#Gs zU*dSh#ObfB-TtDuxC5Ns{zz2VxV~-=6#Ks6^6G5wUl)*CfO)2Z1%K(mT1kbJ&nDz+ z_3f^X3Ev&(F>x6mT$}$<5JvUi71tfEKly zbf@2kipU0PF}XMZPd|Wi^hbC!4b6!wOU$WB6W244LS^Q)qx?5#>|ilwr%>(>5g2z7 zcWi-9)-*#fViX^rn85Z$GyiqOf&&^c<0FF`i4e%i%fm%gdhXob_*hT=R`xgF=O_E7 zNN!f!@m@uf!>R2r3AziDZO3AWqr0Gh3waP*(`+>-*2J5N5d4heX_#~z_4w^^PiI8FHP`=@2U<4;*3$52d9kjPv?AWm8mE)&t=W7BvL4KC_UY zfV{1n6mxGhb414dMk16`*BS8~==~6zbpX!}8WdMZ1DYazU{H)$S&xTbS+ai*rGP`-$tAKdZysG)2*R>8I-7qzV>cKkb}gWYYd zlBmKIn=~baGsjCRaCe%+N(>xWO~{@#;2Ng$KU=83Yy9ryQD^#a~E;nhg}Z9*J)*VKD*VY>;0V?tlNcy zOLuA*P)?AaaQn}%J&1g}{Pk^i45V+EcpomAmNSxNXuXaP%zNn>Ijr6teD|kDxD|sT zM>X}3aa}PXzd-i;CEH#D^RNKN6Pg1vR;w&YGO2F&<0hBGSuC$4OLnXmpD(B0RrzkK-;h3c$2Y@xsfOp`sRjFEj>x$Dy0 z?%~eQBYR*<=9zAf)zTt~ zH2ZclAaP_lC~r4(_a89I8O%-JDJJ;Rk7a|4GS%T#qZw+npp5PIIWIFe%GG zMhUVmiB#c$pgY5IlQ0N$Lx!($gV6RJpI!ESCor{Gsim4G6EUkMbBy|Oid zX4=w=Uu*3{alho&-Tq)p)k5job$LkL&zwKn7%XLC8xP;^! zXDq2Pca4-J?EFi6;DKll#Exu+wy$Im8jL#)eo&tntJyS4j>lwW-}#Bn;t&a#L{$$R-l9F z0<_Q0RO7=B(aBD;Dw^U#Uz9f`G)5PN?LBFaj~^1q@;JV0%&e?F>^S5}J-KCkD%r!#aDPwQ_VZ7gV3P+Y>OOT} z6DD(Nj488?BJmt$qha(0!oyJt=WM3kI|QyQtXR)Y9X@kvmcF2ln>8-Pe?a8Fe{ z>YZeFFHF6P~b`U(=2g<{2GTYrayQhA7m0zuU{#S zA+k(6?WDgDG=kKv|3&I@m!)#OA*NwIj5S*Jd+Si2$h5FU59&s|#rwfjarO+yc&vgT zURMp(wzjg!>-CSYlwN6=ktKNR^^gKUx(3*=0ku5>YBt?tCsC?5Gd4no5SM!TMsnjKsc}a2#e#bj9|8|yU)qXW%yZLd%r4twWQOB5TtiEf-dlA zg^e{vriwiirS=UxzmBX^FflJ5)5!eZlP4Y2X$QE&)>KD{!8|sysQ^~xgm!=&sJuD* zG%Qgf;JtNsCT9)Hp*ro6<8SP^bTe#T#x4IBNKfYKdRQi>2uqtw;(O~@6?kear}{f} zDglPHGYL<1{q)j7xR%Xc>0ns~AG|mHUtF(asysncbbV*Pr0?8t(c;Uykqd?Pk-*&p z`7$Ih_=V9r)QXEfF3qAdBg6jP+D}BYQz7{uRSK2!k{z(plr{3bvlT1>es<0#<1AeV za;#k-Y;Ct9DIkZbEiqNd(wJ-dig$C(QYG^Asqm~li0@jc`w;@^IIx1ostRfz4AO82 z%e*CQ8H)K}+!zve|2upRqyb+nQ>Or-Rn5;NMy|be^}p`{DNY#*2~6sgZ-+ znVw_cj9p=IEA-fbY@ePJ1uo@@G~Pe*Dz-Xj?>CUi+!e*IG3>!|>J%%_FU!pCO;991(QIjLua z)$07rC75-`H-x7e7X5Q!YXh$Rh(-!z%jkwKbk!skiyW+H`&`tgXl$O^*;eX zlS_yoMAX^P`7B_F0Tf<-`bO|jra$PJ3}QZmPc$K9hT)pGxTR zWU%%`*@v5!fI{Zwym;VQ<)D8?hc!NU%CZ{%WrZ-mcRqVE8#h7zjx?bZ_QZH93$Zpr-nCCvqOCHcN3e9B8TheXXT^_XrB$iwY@gPd#QYy@WMl^84)s1O+8ISG-^<6 zl~!GBP@zVLK*5H+yt18uMqt{7n-0P1K zUSWF3xV4Nd>YEvm)T3GkC5$H@%|eQ;(^3tSbKNDMT()x}K6ZX%Oz$RhEA~+gPQ;_K zXF*-fKyMy+C*A-k?-vcw1uDR`ivClHtU5RSrY3xByS}6sw%4%h=7wI!T@4Zx+}zvv z`vOWjc|@y*)XDc=1bzC3{OXmJo=f+;Gu#>;s90&!JT*%9EBTw7xX-`zR-hj;&6M`_;`x}fFjxqz7K3idkQA(O5? z@`IO$Cc7>M9enjXLuk@|A>|DsHBrXx@6&e=(9ph0SUaBt>g)}>?xB$>30J6DOKy}P z7I8F+LRS0;M?#86TdWb!nP`2(d8)`Eb#LTkSE_`E=2S-3!EN(rP#1%0+kBi+{5pa# z!hvJ4Q5V#V zjt<_u%`266$>SH!H2mm<3geHRA~JRvE9Oy)uw*182FVIBF-(INql;_K4|z1AfVj<( zxTixBjbkM8Rso^Si)~P27(W`bqmR8kpXQH-)J?RD-yV5;IwZhxexSHZFyWwj5F<#AdIx(!|L%abug7*Dz zik%PM`s+InG?<`f^kZLAA7|f1PjLR7uf0XFD8lo%UJ5J+jxL<(R~KE(DhnCe*hOaj z@$G+Xi|UKa>)kuHwVID>#`I!oPo?Sm=L-|^jb{Eu0ZcASodN}?0$uP{gouX7{LTeW zdsk%Pp`3Nb;NAzliSQC#*3h_zb!I2c7{Ntx5zXyoUX{-L<-~JAr({Vk@VSvLX2;uf zO9*r2A%DhT24r5ih!7bSSa>30+hFx=vU|Vqv2z%kV+P#pu9amMGJd2yI zl?1o$PCNZ!2+&JUaOzxV*t_I?aHIZdwMHS*-@Pc$&<8@<{&*2JF zrapR_U>m*$E4I4xz40zA5O_poh_~zC^6JI1#4x_SxYBG=k+A*4HDddG`uZFO-dl&C@}LQW1lXKJC?7Ph`)Vk&C}NC2ePMiHojaE{6AkrJ{ko zlQ$7%R;;?#x4Ko+|7>RKc|d zFJ@RM_cAfu^WjyJshDIOws!6G3%8-Uy4Q@qNL}Kl>|rqU(ld*>SNqfZQvsBhubdX& z{O)YXZ0J4HVqeRpoFZzl`+gOyKe+Z~sbxI=$fXJAiJ%HFJWoRq-z4d^cPkqo*$+rG zF2NE7VEmg)7sFPRN>!N4(_$lBgYzMhSiq{V2&xGt_nD)iSsufrc7NYmI9I9cJ5nD( z!;V|Kmx2p=7RRncNqpEKHY`?h3)I0aNXlOfubL8CclR5VIIo8B$BD?(=zBSzFF(LD zsL>vt5owpFit;a9Ac4*OBKMP*(Q9sNWmZGCi1fx?{)X^;dqXV9JHjQWITu?)l)5X_Ofpy%~{7mTwCu z8)0;lIU$yN_@YJ!$UJ1H#(eM9dbo9$l9oV|a`An<9zdI-J9aZHFUl-gs6~`HC2BZW zp8Lnf)o_N5FFL}?q3wxEEnTpc7q>8fMm-tzRuR~B0?oRdPbE5n{Oq_o%&CF)++RSb z-d=n)ToS%A0Zl1EbEH>7a)XGgxw3$G%i&6?`wb;b?zsv7b?z^g#>q6{>0reoJ9m3iDoi(htV3@zXy%M#hrZnljfV7cDUG?8&U4Sc6C!flN2hLGrpW4_dntk3 zZjq1^`T!ws9+F7Rtg6ZzLJpFrhY;isOj%R~j zM5l4Qa*S(80rsZzSwP`32|2I9UE^L$$>ziU9PA0*uw}0LQ}pI}*h@|v7-YUbG)IL6 zvY#0!b##IcR7qAD7MYOox{Y~=C;NGmdF@(--5amV_$6={Y>zi5w9Nf5O4o$$#Ma z01s4I)fKeGojD1hm7%0Qb$)&vM;&rn;MSukc-den*#np-K*WWUy=m9|nXvG^H6~Da zjWcqf2D^~M30pLv$~p>p-VIj&^%}$L2#rwIrDvIyO1|@V zX)p~)j)7}9JBkQgNQkP;HHTo9#i3)k%cJ~bxC@o9`~})XYie!M@I*BF9__(U*1+UAeo+#;Se5GM}1FtL;p0%cYexG&RK;S&2|o-{zWMJ zY53jo*Hbmn3Ujdf{&;ue1NhEN-95(ZoTY@RU|T`|^j^>Q27Y9}j_*XiO%8iFE_6~% z_p(vWB*8F~z3cDFXO}4&5Nn9;6Y2U*BD@=6T%>P_@n6JAhN+2)=us+jKpXLVHNq9# ziguSim7e**(7vy{iwuhK)s}!~CLQdWS3U9=0p_7KUoBg6>5Wxs70=ZlgqZ69WgbaB4a3xiU{D9xNq-?9;`ToTXINKv0 zKaF`j>^32MU*r#7TwK3<22w!4>P>AZSl5sk{JjBYVnM;O$*4)8%NN4E`9FukAylMV zbvaO4I>#kocECY_RX@-oK$jhUkGw@{h4zZm{ofyO2;R^3S1c1?av;X9h<-P*v76Vk z8o=wHk*9$IWepr5q81^}4)+`P-j zsXh$vuZC(=(>Ioe!Ld^cZf8=JlpwQ1SxKHP@H9RT+d1`7XF9jXe~6D1u3~WgdVQ?M zhYFc~!;wPUhe^W~IPLiGJ0;~F9UN(=oEcqTMoqxO z&R(|K)J9B+@x)fL=Q;K1oBlsO<_`1iU9RH6s;*Bs!im04yl?<&65_U5a@4`@n6B`H zO_Rv8V#Ej+4KdXdhpwzob}11CHI75|_OIPl<5w=v4IlW0vQr=*$~h>6iS zHt!I!c+TN8gY3c+q#YPDvuH#du{K`(ANCYE&j|@7hZ_f(A1%-!WYXtH>-;8cFd=I7RI3=$E( z)pjBamsISTvge)dP~KERPXK=%3Te*sAZ}7IF=0Zu?iu$ 0\n", - " x = x[mask]\n", - " labels = df.columns[mask]\n", + "# from tqdm.notebook import tqdm\n", + "# for period in tqdm(df.index):\n", + "# x = df.loc[period, :]\n", + "# mask = x > 0\n", + "# x = x[mask]\n", + "# labels = df.columns[mask]\n", "\n", - " #define Seaborn color palette to use\n", - " colors = sns.color_palette('Blues')[0:len(df)]\n", + "# #define Seaborn color palette to use\n", + "# colors = sns.color_palette('Blues')[0:len(df)]\n", "\n", - " #create pie chart\n", - " fig = plt.figure(figsize=(6,6))\n", - " plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", - " plt.tight_layout()\n", - " # plt.title(period)\n", - " plt.savefig(f'word_distribution_pie_charts/total_keywords_{period}.png')\n", - " plt.close()\n", - " # plt.show()" + "# #create pie chart\n", + "# fig = plt.figure(figsize=(6,6))\n", + "# plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", + "# plt.tight_layout()\n", + "# # plt.title(period)\n", + "# plt.savefig(f'word_distribution_pie_charts/total_keywords_{period}.png')\n", + "# plt.close()\n", + "# # plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Piecharts of Select Periods" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ae721346bbdc4c83ad8cd1bd9708dee6", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# extract data\n", + "period_start = '2015-10'\n", + "period_end = '2017-12'\n", + "x = df.loc[period_start:period_end , :].sum()\n", + "threshold = x.mean() + x.std()\n", + "mask = x.gt(threshold)\n", + "x = x[mask]\n", + "labels = df.columns[mask]\n", + "\n", + "# define Seaborn color palette to use\n", + "colors = sns.color_palette('Blues')[0:len(df)]\n", + "\n", + "#create pie chart\n", + "fig = plt.figure(figsize=(6,6))\n", + "plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", + "plt.tight_layout()\n", + "plt.savefig(f'plots/total_keywords_{period_start}_{period_end}.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "62c15f75fe7f4c589a29d642be786558", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAJYCAYAAAC+ZpjcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABYU0lEQVR4nO3dd5xldX3/8fc5t987d3rZmdkOyy5soQgiRSWoBFERBFFMYqL5YYKa2NvPktgTfrFEI5pi1KiJYotRo2IBBKSpILCN7bO70/vt7Xx/f8zOwLJ1ds6dc8vr+XjoLrMzs587O/fc93w+3/P9WsYYIwAAALjG9roAAACAWkPAAgAAcBkBCwAAwGUELAAAAJcRsAAAAFxGwAIAAHAZAQsAAMBlBCwAAACXEbAAAABcRsACAABwGQELAADAZQQsAAAAlxGwAAAAXEbAAgAAcBkBCwAAwGUELAAAAJcRsAAAAFxGwAIAAHAZAQsAAMBlBCwAAACXEbAAAABcRsACAABwGQELAADAZQQsAAAAlxGwAAAAXEbAAgAAcBkBCwAAwGUELAAAAJcRsAAAAFxGwAIAAHAZAQsAAMBlBCwAAACXEbAAAABcRsACAABwGQELAADAZQQsAAAAlxGwAAAAXEbAAgAAcBkBCwAAwGUELAAAAJcRsAAAAFxGwAIAAHAZAQsAAMBlBCwAAACXEbAAAABcRsACAABwGQELAADAZQQsAAAAlxGwAAAAXEbAAgAAcBkBCwAAwGUELAAAAJcRsAAAAFxGwAIAAHAZAQsAAMBlBCwAAACXEbAAAABcRsACAABwGQELAADAZQQsAAAAlxGwAAAAXEbAAgAAcBkBCwAAwGUELAAAAJcRsAAAAFxGwAIAAHAZAQsAAMBlBCwAAACXEbAAAABcRsACAABwGQELAADAZQQsAAAAlxGwAAAAXEbAAgAAcJnf6wIA1CdjzFHfblnWov6d5fz7ANQvAhYA1z01yDw1wBhjVHKkouOoWJIcY+SYp/zqPPnfxkjm0McYIzlP+f2Tn1uyZB369dB/W9bc74/2PrZlyWdLPtuSz7bk91ny25Zs68iwdazHAW888MADevWrX63t27d7XQpwQgQsAPM2GzyODE9GhZJR0TEqPv1XZyZcuVvI3P89/Y2nxGcdHrxmfi/5D70tcCiMzT7uo30dAEAiYAE4jqcHCGNmAlSu6ChXNCoUnbkQVTr1XFMxSkYqlczMbwrHfr+Az1LQbynos2d+9dsK+CzZBC8AhxCwAEg6MhSUHKNcwVGu6Ch/KFTlizWQolxQKM0EzZQOb8n57SeDV8BvKXTo97ZN8Jqvffv26UMf+pB+97vfqampSa997Wu1du3aw95nYGBAH/zgB3Xfffepra1NL3vZy3TzzTfL5/NJkr71rW/pi1/8og4cOKBYLKarrrpK73vf++Tz+fTud79bTU1NGhoa0h133KHm5ma95S1v0TXXXOPBo0Ut4i5CoA7NrGUyc7/PFRwlsiWNJgs6OJHT7pGM9oxm1T+V11iqqES2RLg6CUXHKJ13NJkpaiRR0IGJvHaPZrVnJKODkzlNpIvKFBw5T/naH2uxfz3L5XJ67Wtfq1gspttuu00f+MAH9KlPfUrpdHrufYwxeuMb36i2tjZ973vf08c//nH94Ac/0Be+8AVJ0oMPPqiPfOQjeutb36qf/OQn+uAHP6hvf/vb+sUvfjH3Ob7+9a9r/fr1+uEPf6grrrhCf/M3f6NEIrHojxe1iYAF1IGnvpA7xiiTdzSWKmr/eFa7RrLaP5HTcKKgqUzpUADwuOAaUzJSJu9oPFVU/2Reu0ey6hvPajRZUDJXUvEp81UCl3TPPfdofHxcH/vYx7RmzRpdfvnlet/73ifbfvIl6/7771d/f78+/OEPa/Xq1brwwgv1rne9S//xH/8hSYpGo/roRz+qK664QkuXLtWVV16ps846Szt27Jj7HGvXrtVNN92kZcuW6U1vepOy2exhfw4sBCNCoAY9dRTlGKNs3lG64CiTLylHJ6oi5ItG+WJJU5mSpIL8tqVwwFY4YCsStBX0zSymr8ex4p49e7Rq1So1NDTMve26667TAw88MPffu3bt0uTkpJ7xjGfMvc1xHGWzWU1MTGjDhg0Kh8P6zGc+o507d2r79u3at2+fLr300rn3X7ly5dzvZ/+uYrFYxkeGekLAAmrA0wNVJu8oQ6CqKkXHKJkrKZkrSZrZXiLsnwlb0aCtkP/J7k2thy2//8QvTcViUatXr9att956xJ/F43HdfffdesMb3qBrrrlGz372s/WGN7xBH/zgBw97v0AgcMTH0kGEWwhYQJV66gtBpuAonXOUKRCoaoUxM/+umYKj8dTMFhLRkE+xkE/RoC37UHerFsPWypUrtW/fPmUyGUUiEUnS3//93+uee+6Ze59Vq1apv79fra2tisfjkqR7771X3/3ud3XLLbfoW9/6lq677jr9zd/8jaSZQNbX16dnPetZi/+AUJdYgwVUkacuTE/nHQ0nCjOL0SfzmswUCVc1rGSkRLakwam89oxk1T+Z03TmyfVbtbRg/tJLL1V7e7s+8IEPaNeuXfrFL36hb3zjG3rb29522Pv09vbqHe94h7Zv367f/OY3ev/7369IJCKfz6fm5mY9/PDD2r59u3bs2KF3v/vdGhkZUT6f9/CRoZ4QsIAK99TF6cnczAvs7tGsBqbySmRLLEivQ0ZSOu9oJFnQ3rGs9o9nNZ4qzt3pWe1hy+/369Zbb9Xw8LCuvfZaffSjH9U73/nOuW6WJPl8Pn3+85+X4zi64YYb9Fd/9Vd67nOfq/e9732SNHeH4Ste8Qq95jWvUSgU0o033qitW7d69bBQZyxTzc9CoEbNjn5KjlHq0LqcTN5ZwB7lqBc+W4oFnxwlzqrFUSJQyQhYQIV4aqhKZg+FqoLbZ8ugntiW1BD2qTHsVzhg1+yaLaASEbAADz316ZfMlTSdIVShPII+S/GwT40Rv3x27S6QByoFAQvwwOyLW77oaCpTZC0VFlU0aKsx7FcsxAgRKBcCFrBI5u4AlJTMznSrskW6VfCObWmmqxX2K8QIEXAVAQsos9kXrVzR0TTdKlSooN9SY9iveNjHCBFwAQELKIOndqsS2ZKm2aMKVaQh5FNzlIXxwEIQsAAXPbVbNZUuKpEriWcYqlU4YKsl6lcs5CNoAfNEwAJcMPviky2UNJ4qKp1nbRVqR8BnqSU6Mz6UWBAPnAwCFrAAs8EqnStpPF1Uli0WUMN8ttQc8asp4tdsxiJsAUdHwAJOwWywSmZLmkgXWF+FumJZUmPYp5ZoQH4fC+KBoyFgAfMw+3RJZEuaSBdVKPH0QX1rCPnUEmWbB+DpCFjASZh9mkxlSppMF1VknwXgMJGArdaYX5EgC+IBiYAFHJcxRkbSVLqoyUxRJZZYAccVDdpqiwXoaKHuEbCAo5h9Wkymi5pIF9kYFJinWGgmaAX9BC3UJwIW8BSzLwSJbFFjSUaBwELFwz61xQLy2dxxiPpCwAL01H2sHI0mC2y3ALjIktQU9as1OrO9A0EL9YCAhbpnjFHJkUaTBSVzJa/LAWqWbUmtsYCaImxYitpHwELdml3APpEqajJdFE8EYHEEfJbaYgE1hLnjELWLgIW6M/stP50taTxV4M5AwCPhgK2OhoCCfouQhZpDwELdmDvWJl/SaKKgPJuEAhWhKeJTW0NAlhgbonYQsFAXjDEqOkYjiQIHMQMVyG9b6ogHFAsxNkRtIGChps1+e0+ki5pIsc4KqHSxkK2OeFA+7jZElSNgoWYZY5QrGg0n8spzGDNQNWxLaosF1BT1081C1SJgoebM3h04lixoKsO2C0C1CgdsdcYDCvhYBI/qQ8BCzXjqT7oTqYLGUkWPKwLghpaoX60xvyTGhqgettcFAG5wjJFjpC0DCY2n8mqK+GXz3Q3UhIl0UX3jubkTFugLoBrQwUJVm+1ajaXy2tKfVLboKBywdfHqFhVKjg5M5L0uEYCL4mGfOhoCHLmDikfAQtVyjJEx0vahpA5O5g77s2UtYa1b0qDhRF7TrMMCaorfttTVFFDYbxOyULEIWKhKxhhNpgt6fCB5zIOZL1jRpMawX3tHs2LnK6D2tMb8aomyNguViYCFqjL77bp7NK3do5njvm806NNFq5uVLzg6MMmoEKhFkYCtrsagfDYhC5WFZcCoGo4xKpSMftc3fcJwJUnpfEm7RtIKBWzFQ3yrA7UoU3DUN57lhAZUHDpYqAqzI8FHDybmdYagJemZq5oVC/q0ZzRbvgIBeK4p4lN7Q0AS3Sx4j4CFivbkSDCj3aPpU/ocDSGfLlzVrFzB0UFGhUBNC/otLWkMsjkpPMfcBBXr8JHgqYUrSUrmStozmlE4YCvGqBCoafmi0f7xnBLZmbuH6SHAK7zaoCIZYzSVKeq+PRMaTxcW/Pn2jKaVypfUGQ+6UB2ASmYkDScKGpzKy4iQBW8wIkRFmf123DOa0a4FdK2OpjHs1zNXNimddzQwxagQqAd+21J3U1BBPyNDLC46WKgYjjEqOka/2z/teriSpOlsUXvHMooGbUWCfOsD9aDoGB2YyCmVc+hkYVHxKoOKYIxRIlvUfbsnNZ5a+EjwWHaPppUpOFrSyKgQqBdG0uB0XhPpmQPgCVpYDAQseM4Yo+FEXr/ZN6Vcsbx72ThGerw/IduSljQGyvp3Aags46miBg8tDyBkodwIWPDM7AVu71hGjx5MyFmk691Upqj9E1nFQj6FAzwFgHqSzJV0YCInxxCyUF68usATsxe2zf0J7Rxxf73ViewcTilXdOhiAXUod2grh3zJELJQNgQsLDrHGJWM9Lu+afVP5TypoWSkzf1J+X22OuOELKDezC1+z7P4HeVBwMKicoxRvujowT2TruxvtRDj6YIOTGQVD/sU8nP7NlBvjJEGp/KaZPE7yoCAhUVjjFEyW9QDeyaVype8LkeStGM4pXzJqLuJuwqBejWWKmpomsXvcBcBC4ti9k7Bh/ZNzeuw5nIrOkZbBhLy+2x1MCoE6lYiW9LByTyL3+EaAhbKyqs7BedjNFnQwNTMqDDo87oaAF7JFhztn8ip6LD4HQtHwELZzF6gtgx4c6fgfGwfSqlYMupuDnldCgAPFUtGByfyKnCHIRaIgIWymL0wPXowoYOT3twpOB+FktHWwaQCPlttMb/X5QDwUNExOjiZI2RhQQhYcJ0xRkbS7w8kNJyonkOVhxN5DU/n1BT1y88zA6hrJUc6MJFTvkjIwqnhZQSumgtX+6c1kqyecDVr62BSjmPUw6gQqHuOkQ5O5pQrslcW5o+ABdcYY2SM9PD+aY2W8cDmcsqXjLYNphT022qJMioE6t1MyMorWyBkYX4IWHCFMUaOkX63f1rjVRquZg1M5zSazKslxqgQwMyGpP2TeaXZ9R3zwMsHFmwuXPVNacLj3dndsmUgKWPEXYUAJElG0sBUXqkcIQsnh4CFBTGHzhX8bd+UJjNFr8txTa7oaPtQSiG/reYIm2MBmDE4nVcyVyJk4YQIWDhljjEqOUa/3TelqRoKV7MOTmY1kcqrtSEgm6MKARwyNF3QdJaQheMjYOGUzIar3/RNaTpbe+Fq1uZDo8JeRoUAnmIkUdBUhpCFYyNgYd7mwtW+KSWylXFoc7lkCo52DqcUCthqZFQI4ClGkwUlGBfiGAhYmJfZrRh+2zelZK62w9WsvomspjIFtccCPGEAHGZ4usDdhTgqXi9w0mY3EX3kwHTNd66e7vH+pGRJPc1Br0sBUGEGp/LKseM7noaAhZNmWZY29yeqfp+rU5HOl7RrJK1QwFY8xNMGwJOMpH7OLsTT8EqBk7Z9KKnB6eo7/sYt+8YySuZKao/TxQJwOOfQZqQlR4QsSCJg4SQYY7R3LK2+8azXpXjKSHq8PyHbknoZFQJ4mqJjdHAyJ8cQskDAwgkYYzQ4ndOO4bTXpVSEZK6kPaMZhQO2YkGePgAOVygZ9U/mZETIqne8QuCYjDEaTxW0uT/pdSkVZfdYWul8SZ2NdLEAHClXNBqcmllOQciqXwQsHJVjjJK5kn5/MCEuD4czZuauQtuSupsIWQCOlM47GpouyLI4BqJeEbBwBMcY5QqOfts3pZJDvDqa6WxR+8YzigZtRQI8jQAcKZkraSRRvzcG1TteGXAYxxgVS0a/7ZtSoUS4Op5dI2llCo6W0MUCcAxTmZImUgVGhXWIgIU5s7u0/27/lDIFx+tyKp5jpM39CflsS0saA16XA6BCjaWK7PZehwhYmGNZljYPJOpul/aFmMwU1TeeUSzkU9jP0wnA0Q1N59mItM7wigBJM92rfWMZDdXxRqKnaudIWrmioyVNdLEAHJ1jpIGpPNs31BECFuQYo8l0QTuGU16XUpVKjtHmgaT8PludcUIWgKMrlIyGpvPcWVgnCFh1zjFGhZLDdgwLNJ4q6OBkVvGwTyE/F08AR5fKORpn0XtdIGDVsdkn+CP7E9wx6IInhlIqlAx7YwE4rvFUURkWvdc8AlYdsyxL2waTms4WvS6lJhQdoy2HRoXtDYwKARzb4HReRYdF77WMgFWnjDE6MJHVwcmc16XUlJFkXoNTWTVGfGL/UQDH4hhpYJJF77WMl4A65BijRLaobUOcMVgO24ZSKjlGPS0hr0sBUMHyJaNhjtOpWQSsOmOMUckxeuRAQvzQVB6FktHWgaQCPlttMb/X5QCoYMkcO73XKgJWHfr9gYRyRXZqL6ehRF7DiZyaon6x/yiA4xlLFZUpsOi91nDprzNPDKc0kS54XUZd2DqYlOMY9TQzKgRwfINTeZUc1mPVEgJWnXCM0Wgyr77xrNel1I180WjbUEpBv62WKKNCAMfmGLEJaY0hYNWB2XVXmwcSXpdSdwamchpN5tUS88vHsw3AcWQKjibTRbpYNYJLfh2wLEtbBpLKF3nSemHrQFLGSD1sQArgBMaSBQ6FrhEErBpnjNHAVFbDCQ5x9kq26OiJoZRCAZ+aIz6vywFQwYxmRoWofgSsGmaMUb5ktG2QQ5y9dmAyq4l0Qa2xAE86AMeVKxqNpxgVVjuu9TXMsiw9fjChosOTtBJs7p9ZA9fLBqQATmAiXVSuyKiwmhGwapQxRn3jGY2zJUPFyBQc7RhJKei31BhmVAjg+IamOUqnmhGwapBjzMyL+TCjwUrTN57VdLaotgZGhThS/4E+vf+tN+u6Ky7Sn113pb7zn18+4n1SyYRefe0L9LP//f7c2/bv26M3/tkNuuGFz9bX//3zh73/Fz/3Sf33bV8rd+kog0LJaDTJUTrVimt8DbIkPXYwISaDlWlzf1KWJXU3c1chnuQ4jv72nX+lxuYWfeaL39Ab3v5efeM//k13/ux/D3u/L33hHzU2OnLY277yz5/R+rPP08c+/S/679u+rj07n5AkTU2M6/577tALX3r9oj0OuGs6U1I6V6KLVYUIWDXGGKPdoxlNZ4tel4JjSOVL2jWSVjhgqyHEUxAzJsfHtHrNWr3h7e9V77IVuuCiZ+vsZzxTmx99eO59Nj/6sH7/2wfU0tp+2Mfu79urCy95jk5fe6aWr1ytA317JEnf+cZ/6EXXvkKhUHhRHwvcNZTIyzGMCqsNV/ca4hijRLakPaNpr0vBCewbyyiZK6kjThcLM1rbO/TuD96iaDQmY4y2PPqwNv/+d9p07vmSpEI+r8/c8iHd/Jb3KBAMHPaxnZ1LtPOJbUompjVwcL86uro1NTmh+371C7pXNaDkSCMJRoXVhoBVYx7vT4ifcSqf0cy/lW2xASmO9JqXX6V3vOE1Wrd+ky5+7vMlSd/86r/ptDVrdd4zLz7i/W98zV/oO//5Zd344st0/rMu0br1m/S9b3xVV11zA92rGpHMlZTIsnVDNeGAtBphjNGe0bRS+ZLXpeAkJXMl7RnLaFVbRLGgrVTe8bokVIj3fuQfNDE2ps998qP618/+g6566fX68fe/rX/68reO+v5nbTxHX/v+L5RJp9TY1KzpqUnde9fP9E9f/pa+9sVb9fMf/0CrTlujt/zfD6mxqXlxHwxcM5IoKBr0yZahm1UF6GDVAGOMsgVHe8cyXpeCedo9mlY6X1JnI10sPGnNuvV65iXP0U1vfLt+/D/f1j/+/Qf1x3/+erW0th3zYwKBwFx4+t43v6qrXnqD9uzcoZ//+Af63JdvU1d3r77+719YpEeAcnDMzFE6hKvqQMCqAZZladtQkrsGq5Ax0uP9SdmW1M2osK5NjI/pvl/98rC3LV+5WsVCQds2P6p/+9wndN0VF+m6Ky7SyNCgPveJj+oDb3/DEZ8nMT2le+74ma669uXa+tgjWrd+o2INcZ3/rEu05bGHj3h/VJfpbEnZgsOosAowIqxyjjEaS+Y1mmRD0Wo1nS2qbzyr5a1hRQK2MgVGhfVoaOCgPvq+t+nL3/mJ2ju6JEk7t29VQ7xRn/qXw/exevdf/x9dfd2NuuyKq474PP9929d01UtfrlAoLMu25Dgz30+lErf614rhRF7LOBGi4tHBqgHbh9hQtNrtHEkpW3DURRerbq1Zt16nrz1T//jxv1Xfnl166L679cXPf0qves1fqGfp8sP+5/P51NTSOhfEZiUS0/rVL36qF14zc+fgGevW67GHf6tdT2zTHbf/SGeuP9uLhwaX5YtGUxkCc6UjYFWxmYXtGToeNcAx0uaBhPy2pa7GwIk/ADXH5/Pp/R//tEKRiN5285/qM3//IV193Y26+vpXnfTn+P5tX9MLX3q9wuGIJOmsTefq+S98id7zpv+jyYlxveq1f1mu8rHIxlIFldgbq6JZhn+dqmSMUbbo6Ne7Jlh7VUPWLYlpaXNYByfyyhYJzgCOrSHk0xK63hWLDlaVsixL2wdThKsas2M4rVzR0ZImulgAji+ZKymTZ1RYqQhYVcgxRqPJvEaSea9LgctKjtGWgaT8PlsdcUIWgOMb4QanikXAqlLbBpNel4AyGUsVdHAyq8awT0Hu8wVwHPmi0XSWLlYlImBVGWOM9rKwveY9MZRSoWTU08St2ACObyxZkGHBe8UhYFURY4xyRUd7xjjMudYVnzIqbG9gVAjg2Bwz0/lGZSFgVRHLsrR9iIXt9WIkmdfgVE6NEZ8CPFMBHMdUpqRCydDFqiBctquEY4wS2aKGEyxsryfbhpIqOUbdzYwKARzfWIpzCisJAatK2JalJ4bZsb3eFEpGWweTCvpttcVY8Q7g2FI5RznOKawYBKwq4BijiVRe48zY69LQdF4jiZyaon75ecYCOA66WJWDy3UVsC1LO4ZZ2F7Ptg6m5DhSD6NCAMeRzjvK0sWqCASsCucYo5FETlPZotelwEO5oqPtQzOjwpYoo0IAxzZOF6siELAqnCVp5wjdK0j9UzmNJfNqifpl88wFcAx0sSoDl+kK5hijoem8krmS16WgQmwZSMpI6uWAVwDHMZaki+U1AlYFsyTtHqV7hSdli46eGE4pFPCpKeLzuhwAFSpTcJQpcISOlwhYFWq2e5XK073C4Q5MZDWRLqgtFuAJDOCYxpNFulge4vpcoehe4Xi29CckST0t3FUI4OgyBUeZPF0srxCwKhDdK5xIuuBo50haIb+lxjCjQgBHN5aii+UVAlYFonuFk7FvPKNEtqi2BkaFAI4uW3CUpovlCa7LFWZm3yu6Vzg5j/cnZVlSdzN3FQI4OtZieYOAVWFsy9K+8YzXZaBKpPIl7R5JKxyw1RDi6QzgSNkiXSwvcEWuIMYYJbJFTWbYtR0nb+9YRqlcSR1xulgAjm4yTRdrsRGwKohF9wqnwEh6fCAh25J62IAUwFGk844KJXZ3X0wErAqSLzoanM55XQaqUCJb0p6xjCJBW7EgT2sAR5pKs7Z3MXElrhDGGO2fyIofLnCq9oymlS6U1NlIFwvAkaazRfESs3gIWBXCSDowwXgQp84x0ub+pGxL6iZkAXgax8x0uxkTLg4CVgVwjNHgdE75Et/0WJipTFF941lFQ7YiAZ7eAA43xWL3RcMVuALYlqX941mvy0CN2DmSUrbgqIsF7wCeJl8yHJ+zSAhYHnOM0WS6oOksWzPAHY6RNg8k5bctdTUGvC4HQIWZzNDFWgwELI+xsSjKYSJd0P6JjBpCPoX9PM0BPCmVc1QsGbpYZcaV10PGGOUKjkYSea9LQQ3aMZxWruhoSRNdLACHY0Pr8iNgeaxvIsNtsyiLkmO0ZSApv89WR5yQBeBJ0wSssiNgechIOjjJ4naUz1iqoP7JrOJhn4J+r6sBUCnYsqH8CFgecYzRSCKvAlszoMy2D6VULBn1NIW8LgVABWGxe3kRsDxiW5YGpjgWB+VXdIy2DM6MCtsbGBUCmJEvGmULnE9YLgQsjxRKjkaTLG7H4hhJ5DU4nVNjxCduKgQwK8EWQWXDpdYDszu38zMDFtO2waRKjlFvM6NCADOSOQ6ALhcClgcYD8ILhZLRtsGUAn5brTFWvAOQSo4YE5YJAcsD2UJJU9wiCw8MTuc0ksipOepnVAhA0szdhHAfl9hFZoxRP90reGjrYEqOkXoYFQIQY8JyIWAtMovxIDyWKzraPphU0G+rJerzuhwAHnOMlM4zJnQbAWsRGWM0nS0qneenBXirfyqnsVReLdGAbK4CQN1LZEvsieUyLq2LrJ+d21EhtgwkZST1NgW9LgWAx1K5khw6WK4iYC2yoWnGg6gM2YKjHcMphQI+NUUYFQL1zGgmZDEmdA8Ba5EYYzSWKijP0TioIPsnsppMF9QWC3AxAOocY0J3cU1dJCxuR6XaPJCQJPW0MCoE6lk676jk0ARwCwFrkTjGaISjcVCB0nlHO0fSCvltxUNcEoB6lmRM6BqupovAGKPJdIGfDFCx+sYzSmRL6ojTxQLqWZIxoWsIWItkNFnwugTgmIwOjQotqbeZkAXUq0yBMaFbCFiLwLIsjTIeRIVL5kraM5pWOGArxqgQqFvpPGNCN3AVXQTZQkkpNhdFFdgzmlEqX1Ino0KgbqXzDmNCFxCwyozF7agmRtLj/QnZltTDBqRAXeK0EXcQsMrMtizWX6GqJLIl7R3LKBK0FQ1yiQDqTcmZObMUC8PVs8wcYzSeooOF6rJ7NK1MwVFXI10soB6l2a5hwQhYZWSM0USqIG7IQLVxzJOjwiWELKDusA5r4QhYZcb6K1SrqUxRfRNZxUK2IgEuFUA9yRYcDn9eIK6aZWRZlsYYD6KK7RxOKVt0tIQF70BdMZIyeYcx4QIQsMooky8pnWehIKqXY6Qt/Un5bEtdjQGvywGwiLibcGEIWGXC9gyoFePpgg5MZNQQ8inkZ00GUC9Yh7UwBKwysdm9HTVkx3Ba+ZJRN6NCoG4USkbFEiPCU0XAKpPZA56BWlB0jLYMJOT32eqIMyoE6kWKY3NOGQGrTFL5kgj+qCWjyYIGJrOKh30K+ryuBsBiSOdLjAlPEQGrDBy6V6hR24dTKpaMuptDXpcCYBFwJ+GpI2CVgW1ZmswUvS4DcF2hZLR1MKmAz1Z7A6NCoNY5ZuZ5j/kjYJXJFAELNWo4kdfQdE6NEZ/8XEGAmpct0MU6FVwey6BYctg/BDVt22BSJceol1EhUPM4+PnUELBcZoxhPIialy8ZbRtMKeC31Rr1e10OgDLKFtgP61QQsFxmJE1lWOCO2jc4ndNoMq/mmJ9RIVDD8kXDiPAUcFl0GQvcUU+2DCTlGKmHUSFQs4xmutaYHwJWGUwTsFAnckVHTwwlFfTbao6yORZQq1joPn8ELJel8yUVHb4JUT8OTuY0nsqrNRqQzRUFqEm5Agvd54vLoYscYzTBBqOoQ5sHkjKSejirEKhJuSIL3eeLgOUiSyxwR33KFhztGE4pHPCpMcKoEKg1ORa6zxsBy0WWZbHBKOrW/omsJtMFtccCXFiAGpQrErDmg+ugixxjlMqxwSjq1+aBpGRJPc2MCoFaw0L3+SFguShbcMS3HupZOl/SrpG0QgFb8RCXF6CWsKP7/HAFdIkxRskc40Fg31hGyVxJ7XG6WEAtybGj+7wQsFxiJMaDgGaeC4/3J2RbUi+jQqBm5EssdJ8PApZLLIkDnoFDkrmSdo9mFA7YijEqBGpGgR3dTxpXPpdYlqUUAQuYs2c0rVS+pE5GhUDNKNDFOmkELBcxIgSeZCRt7k/KtqRuNiAFagIdrJNHwHJJoeRwRA7wNNPZovaOZRQN2ooEudwA1a5Q4k7Ck8UVzyV0r4Cj2z2aVqbgaEkjXSyg2hVKhjsJTxIBywWOMay/Ao7BMdLmQ3cVLmkMeF0OgAVgRHjyCFgusEQHCzieyUxR+yeyioV8Cge47ADVqsgi95PGlc4FlmWxRQNwAjuHU8oVHbpYQBUzkliGdXIIWC5hRAgcX8nM3FXo99nqjBOygGrFQveTQ8BygTFGGQIWcELj6YIOTGQVD/sU8rNQFqhG7IV1cghYLsgVOeQZOFk7hlPKlwx7YwFVioXuJ4eA5QJOGAdOXtEx2jKQkN9nq4NRIVB12Krh5BCwFsgYQ8AC5mk0WdDA1MyoMOjzuhoA88EarJNDwFogY6Q8AQuYt+1DKZUco+7mkNelAJgHRoQnh4C1UJaU55sNmLdCyWjLQFIBn622mN/rcgCcJMfMbLCN4yNgLZAlOljAqRpO5DU8nVNT1C8/VyOgaji87J0Ql7QFsiyLgAUswNbBpBzHqIdRIVA1SnSwToiA5QJGhMCpy5eMtg2lFPTbaokyKgSqgePwunciBCwX0MECFmZgKqfRZF4tMUaFQDUoOWKz0RPgUuaCPLesAgu2ZSApY8RdhUAVYER4YgSsBTLGcMsq4IJc0dH2oZRCflvNETbHAioZI8ITI2AtEOEKcM/ByawmUnm1NgRks1E0ULHIVydGwFogxoOAuzYPJCUj9TIqBCpWiYR1QgSsBcoVCFiAmzIFRzuGUwoFbDUyKgQqkmPEeYQnQMBaAGMMHSygDPomsprKFNQeC3CRAioQHawT49q1AEYzt6oCcN/m/qRkST3NQa9LAfA0HJVzYgSsBeKbDCiPVL6kXSNphQK24iEuVUAl4f6uE+OqtRBGIl8B5bNvLKNkrqT2OF0soJKwTcOJEbAWiA4WUD5G0uP9CdmW1MuoEKgYjmEn9xMhYC2ENfMCAKB8krmS9oxmFA7YigW5ZAGVgte/4+NqtUB0sIDy2z2WVjpfUmcjXSygUvDyd3wErAXiGwwoP2Okx/uTsi2pu4mQBaDyEbAWwBIdLGCxTGeL2jeeUTRoKxLg0gWgsnGVWiDyFbB4do2klSk4WkIXC/AcL3/HR8BaIDpYwOJxjLS5PyGfbWlJY8DrcoD6xsvfcRGwFsCyLE4UBxbZZKaovvGMYiGfwn4uYYB3eAE8Hr/XBVQ7GljzNzJwQN/8509o97bHFGto1HNfdJ2ef+0fSZK2PPyAvv+VWzXc36fOnuW6+k/+UuufcZEkaXpiTF+85X06uHenzrv0+brx9e+cO2z0rv/9jkb69+v6//Nmrx4WFtHOkbSWNAbV2xLkuCrAIz5+vjkuAtYCMSKcH8dx9PkPv10r1pypd3/ySxrp368vffJv1dTaoZVnnKV//fh79JI/fp02PfPZ+v0Dd+tfP/4evf9z/6W2rm797LtfU0NTs952y7/oCx9+hx576B5teuazVSwUdOcPv6U3f+SfvH54WCQlx8i2LE3nihpJ5r0uB6hLK1oiCvgsr8uoWASsBSJfzU9iclxLV63RK/7y7QpHYursWaa1m56h3VsfVVNruy654mpdfvUrJUnPe+kr9dNvfVn7dmxRW1e3hg72adOFz1H3slVauXa9hg70Sc+U7vv5D7X+vGepqbXd40eHxXJmV0x+n63/eaRfA9M5r8sB6tLNF61QgDbWMfGVwaJqam3Xa9/xYYUjMRljtGvro9q5+fdas+FcnbHxvLkRX6lY1K9/9gMVCwWtWHOWJKmlvUsH9jyhQj6ngb49aunoUrFQ0B0/+KZe8LI/9vBRYTH5bam7OawnRpKEK8BDFs2r46KDtUB8g526D7zuOk2MDGnD+ZfonIsum3v7yMABffgNr5LjlPTSV9+stq5uSdLzrrlRn3n/X+ve2/9HZ2w4T+dedJnu+8UPdRbdq7qyvicuy5J+tWvc61KAusbr3/FZhtMaF+Txgwl+ij5F+3Zu1fTEuL75hX/Q2c96jl5+01skSZlUUqND/dqz7XF990uf1Z++5QM69+I/kCQ5pZJSiWnFm1tUKhb1sTf9if76w5/VYw/do5999+tqbuvQq9/0/rlQhtoS9tu6+LQWPTYwrdufGPW6HKCuvfGSlYoGfV6XUbEYES6QzVfwlK04/UxtvOASXffnf617f/p9FQsFSVIk1qBlq8/Qc656mS5+wYt114++M/cxts+neHOLJOn+X/6v1p3zTBlj9P2vfF5v+dit2nThc/Stf/2UJ48H5bexNy5jjO7dO+F1KUDdo4N1fGWJB4ODg3rTm96kZz7zmbrwwgv1kY98RPn8zJ0+v/rVr3Tttdfq7LPP1tVXX6377rtv7uN+9rOf6aqrrtLZZ5+t66+/Xg8++ODcnyWTSb3nPe/RRRddpA0bNujKK6/Uz3/+87k/X7t2rb7//e/rxS9+sTZs2KBXvepV2r9/fzke3hxjZu5kwsmbnhzX7+//1WFvW7JspYrFgvZsf1w7Nz9y+J8tXaVUYvKIz1MqFvXL//mGXnDdH2vvE5vV2btczW0dWn/es7Rr66NlfATwSjzkU2PErwf3TymVL3ldDlD3ePk7PtcDVj6f15/+6Z8qk8noq1/9qj796U/rzjvv1C233KIdO3bo5ptv1gte8IK5MPT6179eIyMj2rZtm971rnfp5ptv1v/8z//o6quv1k033aR9+/ZJkj760Y9qz549+vd//3f98Ic/1Pnnn6/3vve9c8FNkj772c/qve99r7773e9qYmJCn/70p91+eIcxEgFrnsaG+vVvf/9/NTk2Mve2/Tu3q6GpWXu2P67/uvXv9dSp9f5d27Vk6cojPs8Dd/xY686+QM2tHbIsW8bMbIZUKpW4tbNGbeiJK1909GAf3SugEvh4/Tsu1xe533333RoaGtJtt92mpqYmSdIHPvAB3XzzzfL5fDrvvPP0+te/XpL0ute9Tul0WtPT0/riF7+oG264QS95yUskSa9+9av10EMP6b/+67/07ne/WxdccIFe85rX6IwzzpAkvfa1r9W3vvUtjY2Nqbt7Zr3Na17zGl100cymlDfeeKO+/vWvu/3wjsCIcH5WnH6mlp22Vl/77Md03Z//tcaHBvS9r3xOf3j9n+qciy7T7d/5qr7/H5/XxS94ibY+8qAeuuunetvf//Nhn6NUmulevfGDn5YkLVt9hgb69mjn5kf0+/vv0qp1Gzx4ZCin9lhAsZBPv9w5pnyJAA14zbLEFg0n4HrA2rVrl1auXDkXriTpvPPOU7FY1J49e7R+/frD3v/Nb37z3Mf9+Mc/1je/+c25PysUCrr00kslSddcc41+/vOf67bbbtPu3bu1efNmSYc6FoesWLFi7vcNDQ0qHFrTU04k+PmxfT697v/+nb71L5/UJ971FwqGwrrsRdfrshe/XJZl6Q1/80l954v/qLt+9G21dXbrte/8sJadtvawz/HgnT/VGRufoebWDklSa+cSXf3Hf6F/+bv3qK2jW3/2tr/14JGhnM7sblAiV9IjB6e8LgWApBDh6oRcD1ihUOiIt82GIPs47Z5SqaSbbrpJ11xzzWFvD4fDkqR3vvOdevjhh/XSl75UN954ozo6OvSKV7zisPcNBBb/8FefTcCar+bWDt307o8f9c9Wrd2gt9/yr8f9+Iue9yJd9LwXHfa2P7j6FfqDq19xjI9ANettDikc8OlnTwyJ5hVQGcIBAtaJuB6wVq1apb1792pyclLNzc2SpEceeUR+v1/t7e3atm3bYe//yle+Un/yJ3+iVatW6cCBA4d1oW655RatWrVKL3zhC/XDH/5Qt912mzZt2iRJuuuuuyRJXu8y4SdgAWW1pjOm4WROW4eTXpcC4JCwn+0ZTsT1gHXJJZdo2bJleuc736m3ve1tmpiY0Ic//GG9+MUv1ute9zpdddVV+tKXvqTLL79cP/nJT7Rjxw6df/756u3t1R/90R9p48aNuuyyy/TLX/5SX/7yl/WVr3xFwWBQkUhEt99+u1pbW7Vnzx596EMfkqTDFrkvNkt0sIByOq09qoDP1h07x7wuBcBThPx0sE7E9a+Qz+fTrbfeKkm64YYb9Na3vlXPe97z9KEPfUjLly/XZz/7WX3nO9/Ri1/8Yv30pz/VF77wBXV1demcc87RLbfcov/8z//UVVddpdtuu02f+MQndMEFFygYDOr//b//p5/+9Kd60YtepL/7u7/TzTffrI6ODm3dutXth3DSLMvioEugTGxJy9vC2jeR1r6JjNflAHiKMAHrhNjJfYGms0U9sGfS6zKAmrO+u0E9zWF95aH9Gkp616kGcKSzu+O6Ym2HLG70OiYi6AKxBgtwn9+WuhpD2jKUIFwBFSgU8LHl4AkQsBaIgAW4b2NvoyxJd+/mQGegEoX9tshXx0fAWiDWYAHuigRstcYCerh/SlPZotflADgK1mCdGF+hBbIsS0E/IQtwy6beRpUco19zoDNQsUJ+m7MIT4CA5QL2AwHc0RTxqyHs0/37JpUpOF6XA+AYIgEfZ/GeAAHLBewHArhjQ3eDsgVHvzkw6XUpAI4jEqCxcCIkgwUyxnBkAOCCznhQkaBP9+wZV4EzcYCKxuveifEVWiBj6GABbli3JKapbFGPDkx7XQqAE4gFXT8IpuaQDBbKkkIkeWBBlreGFfL7dOeuMTk0r4CKFgv62KLoJJAMFsi2LEXoYAELsro9qsHprJ4YSXldCoATaI4EvC6hKpAMXBBmsR9wys7oPHSg8y4OdAaqQVOY8eDJIGC5IEgHCzgltqTeloh2jaW0fzLrdTkATkJTOKASs/wTIhm4wGdbzKOBU7C+Ny6fJd21iyNxgGrRHKGDdTIIWC5hoTswP0GfpY6GoDYPJjSa4kBnoFo0RwLy0VQ4IVKBSziXCZifjb1xSdLdezgSB6gmLSxyPymkAhcYY9gLC5iHWNBWczSg3x6YUiLHgc5AtbCtmW0acGKkAhcYSVG+4YCTtrG3UYWS0f376F4B1aQx7JfFGYQnhYDlAktSQ4iABZyMlqhfDSGf7ts3oWyRA52BatIUZjx4sghYLrAsS3H2BQFOyvruuFL5kn53YMrrUgDMU3MkIGPYouFkELBcEg745KNrChxXd2NIkaBPd+8eV5F9dICq0xT2c5zVSSJguSgWoosFHM8ZXVGNpfJ6fDDhdSkATkFzJCCWYJ0cApZLjDGswwKOY1VbRMFDBzrzAzBQnTpiQdkkrJNCwHKJkdRABws4ppVtER2cymjXWNrrUgCcAr9tqSXKIveTRcByiSUpHqaDBRzNmV0x+X227tjJgc5AtepooHs1HwQsl1iWRQcLOAq/LXU3h7VjJKn+6ZzX5QA4RV0NIe4gnAcClouCflsBbiUEDrO+Jy6LA52BqtcVD3EH4TwQsFxGFwt4Uthvqy0W1KP90xrPFLwuB8ACdDeGOOR5HghYLuJOQuBwG3vjMjL69V6OxAGqmc+S2qNBr8uoKgQsF83cSUjAAiQpHvKpMeLXg31TSuZLXpcDYAHaY0HZdK/mhYDlIpsjc4A5G3riyhcdPdg36XUpABaoK84C9/kiYLmsIeQXGR/1rj0WUCzk0717J5QvcaAzUO1Y4D5/BCyX+WxLDeyHhTp3ZneDErmSHjnIgc5ALWCB+/wRsFxmjFFLhJ1uUb96m0MKB3z61e4xlfiJF6h6tiV1xEJel1F1CFhlwFECqGend8Q0ksxpy1DS61IAuKA1GqR7dQoIWC6zLEstMQIW6tNp7VEF/RyJA9SSrjjdq1NBwCqDgM9WLMg6LNQXW9Ly1rD6JtLaO5HxuhwALulpDKnECvd5I2CVgTFGzYwJUWfWdTdwoDNQg1a1RhkRngICVhkYSS1R9sNC/fDb0pLGkLYOJTSUzHtdDgCXNIb8aubGrVNCwCoD27LUypECqCMbextlWdLduznQGaglK1oibDB6ighYZRIK2Ar7+fKi9kUCtlpjAT18cFqT2aLX5QBw0YqWCBuMniISQBmxXQPqwabeuEqO0X0c6AzUnFVtrL86VQSsMnFY6I460BT2qyHs1wN9k0oXONAZqCXtsaAiAe6IP1UErDKxLUut7IeFGrehp0HZgqOH9k96XQoAl82MB5kPnioCVhlFgz4FfbRWUZs640FFgj7ds2dcBc7EAWrOytaI1yVUNQJWmbEOC7VqXVdMU9miHh2Y9roUAC6zLWl5c0S2RZPgVBGwysgxRh1xtmtA7VneElYo4NOdu8a4wwioQd2NYQV8RISF4KtXRrZlqSMeEvkftWZ1R1SD01k9MZLyuhQAZcD6q4UjYJWZ37YYE6KmrOmMKuCzdccujsQBatXK1ijNgQUiYJUZY0LUElvS0pawdo+ltX8y63U5AMog4LPU0xiSxfqrBSFglZltWeqKh7wuA3DF+p4G+SxLd9G9AmrWypYoi9tdQMBaBKGArXiYzdpQ3YK21BEPafNgUiMpDnQGatXazphK3L2yYASsReAYo44GuliobhuXNkqS7t7Dgc5ArfLblta0xzgexwUErEVgSepqZB0WqlcsaKs5GtBvD0wpkeNAZ6BWrWqNsj2DS/gqLgLLstQQ8isc4MuN6rSxt1HFktH9+zjQGahl6xgPuoZX/EVijFFnA10sVJ+WqF8NIZ9+vW9C2aLjdTkAysRvWzqd8aBrCFiLqLORdVioPuu740rlS/rdgSmvSwFQRowH3cVXcpFYlqXmiF8BDn9GFeluDCkS9Onu3eMqMjYAahrjQXcRsBaRZVlqZ0yIKrKmK6rxdF6PDyW8LgVAGTEedB8BaxE5xmgJY0JUiZVtEYX8Pt25c0wcSQbUttVtjAfdxldzEdmWpbZYQCE/X3ZUvlVtER2cymjnWNrrUgCUGZuLuo9Xeg90N9HFQmVb1xWT32frjp0ciQPUOr9taU0b40G3EbA80Nsc9roE4JhsW+ppDmvHSFL90zmvywFQZqvbovIzHnQdX9FFZlmWokGfmiJ+r0sBjmpjT1y2Jd21myNxgHqwrrOB8WAZELA84BhDFwsVKeS31RYL6tGBhMbTBa/LAVBmkYDN2YNlQsDygG1ZWtIYEltiodJs7I3LyOheDnQG6sKGJTMda7iPgOURn22xszsqSjw0M7p+qG9KyXzJ63IALILzepu8LqFmEbA8YhgTosJs6IkrX3L0QN+k16UAWAQrWiJqigRkWbSwyoGA5RHLstQSDSga4J8A3muLBRQL+fTrPRPKlzjQGagH5/Y2sri9jHh195AxRt10sVABzupuUDJX0sMHOdAZqAcNQR9H45QZActDlmUxJoTneptDCgd8umv3mEr8MAvUhU09jV6XUPMIWB6buS0+4HUZqGOnd8Q0ksxpy1DS61IALALLks7paRS9q/IiYHmMPbHgpdPaowr6bd2xiyNxgHpxWltUDSE/i9vLjIDlMduy1BkPKsxidywyW9Ly1rD6JjLaO57xuhwAi+Tc3iY5LG4vO17VK4CRtKI14nUZqDPruhvk99m6k+4VUDeawn6tbInIZnF72RGwKoB9aLF7gK3dsUj8trSkMaRtwwkNJjjQGagXZ/c0it7V4iBgVQjbkpa2sBYLi2Njb6MsS/oVBzoDdcNnzQQsm7VXi4KAVSEsy9KK1ghnQqHsIgFbrdGAHj44rclM0etyACySdV1xRQI+r8uoGwSsCuK3LXU30cVCeW3sjatkjO7bO+F1KQAWiSXp4pUtcgwDwsVCwKowq9pY7I7yaQr7FQ/79UDfpNIFDnQG6sXazphaIgHGg4uIgFVBLMtSJOhTZzzodSmoURt6GpQrOnpo/6TXpQBYRJesbKV7tcgIWBXGGKOVdLFQBp3xoCJBn+7ePa4CZ+IAdeP09qjaYkG6V4uMgFVhLMtSUySg5ojf61JQY9Z2xTSVLerRgWmvSwGwiOheeYOAVYEculhw2fKW8MyBzrvGxAbOQP1Y2RpRVzxE98oDBKwKZFuWOuIhxYLcTgt3rO6IajCR0/aRlNelAFhEl6xs5VgcjxCwKpRjjFbQxYIL1nRGFfDZunPnqNelAFhEy5rD6m0KcyyORwhYFcq2LPU0hRQN8k+EU2dr5oSAPWNp9U1mvS4HwCK6ZGUL3SsP8epdwYyk0ztiXpeBKnZWT4N8lsWBzkCd6WkMaXlLlO6VhwhYFcy2LHU1htQY5o5CzF/QljrjIW0eTGoklfe6HACL6GK6V54jYFU4xxid0Rn1ugxUoY1LGyVJ9+zhQGegnnQ2BLW6LUb3ymMErApnW5ZaYkG1xQJel4IqEg3aao4G9LsDU5rOcaAzUE+evYo7BysBAasKGGN0RidrsXDyNvU2qlgyum8fBzoD9WRZc1intdO9qgQErCpgWZYawn4taQx5XQqqQEvEr4aQT/ftm1C26HhdDoBFdPnp7XSvKgQBq0oYY7SmMyo248WJnNUTVypf0m8PTHldCoBFdGZnw8yu7XSvKgIBq0pYlqWQ39bS5rDXpaCCdTeGFA36dPeecRX5KRaoGz7b0mWnt8lw5mDF4P7/KnNaR1T9UzmVePHEUZzRFdV4Oq/HBxNelwKXTA/369ffuFVDu7YoFI3rrD94iTZdcb0k6cDm3+qh7/67poYPqqmzV+df+2datuECSVJ6aly//NePa/zAbq0+/7m65I/+StahFviWO3+g6eF+PeuGv/DsccFdz1japIagb+7fGN6jg1VFLMuS37a0spUjdHCkFW0RBf0+3blrTPwQWxuM4+j2z/2Nwg1Nuub/flaXvOqNeuR/v6FdD96h6eF+/fwLH9Gai56vl33g8zr9oufp51/4sBKjQ5KkR3/6bYUbmvSSd35KB7c+rL5HH5AklYoFbf7l97XpD1/u5UODiyIBWxevaCFcVRgCVpWxLGvmhdTHEwmHW9UW0cGprHaOpr0uBS7JJCbVunS1Ln7VG9TU1atlGy9Qz7pzNLhzi1ITo1r37Cu14fnXqrGjWxuf/zL5g2GN7N0uSZoa2q+l65+hlp7l6ly1TlOD+yVJT9x7u5ZtuEDRplYvHxpc9OxVrfLzmlBxCFhVyLJmRoXArHVdsZkDnTkSp6ZEm1p1+U3vUTAclTFGQzs3a3DH4+o+Y6O6126aG/E5paK23/tTOcWCOlaulSTFWjs1tn+XioW8Jgb2Kdbaeah79d90r2pIZ0NQZ/c0yqZ7VXFYg1WFbMtSb3NYBydzms6yiWS9s22ppzmknaMpHZziQOda9c33/plS4yNatvGZWnneJXNvnx7u17f/9nUyjqPzr32N4u1dkqSNz3+Zfvzp92j73T9R99pNWnXeJXri3tvVe9Yz6F7VkBec0S7HSDSwKo9luOWgKjnGKJUr6f49k16XAo+d3RtXRzyoLz64X+PpgtfloExG9j2hzNSEfv1fn9OKcy7WRa/4S0lSPpPS9Mighndv1YPf/lc997Xv0KrzLpUkOU5JuWRCkcZmOaWivvuh1+uqt/6d+n5/vx69/duKNrfpuX/29rlQhuqyrrNBV6/n365SMSKsUrZlqSHk09IWtm2oZyG/rbaGoB4dSBCualzHijO0fNOFuvD612nb3f+rUnHm3zsYial9+Wk667IX64xL/lBb7vjB3MfYtk+RxmZJ0hO//rl6zzpPxnH00Pe+pBe97RatOOci3ffNz3vxcLBAAdvS5WzLUNEIWFVuTWeMBe91bGNvXEZG93Kgc03KTE9o7yO/Puxtzd3L5RSLGt69TYM7Hj/iz7Kp6SM+j1Mq6vFffE+b/vDlGtm7XU1dvYq1tGvZ+vM1tGtLWR8DyuPCFc2KsS1DRSNgVTHLsmRb0hldnFNYj+Ihn5oifj20f0rJfMnrclAGidEh/eKfP6rUxOjc20b7digcb9Lw7q2652ufOayDMda3U81Llh3xeXbc/wv1nnmuYs1tkmXNfYzjlMSeHtWnLRrQhcvZlqHSEbCqnG1Z6m4KqyUa8LoULLINPQ3Klxw92DfpdSkok/aVa9S+/HTd/dVPa6K/T/sfe0gPffffdfaVr9DpF16u9NS4HvrelzQ1dFBb7vyBdj74S5195Q2HfQ6nVNLjP//e3J2DbctO00R/nwZ3PK4n7v2ZOlev8+Kh4RRZkl50ZqeIVpWPRe41wBijTMHRfbsnxAbv9aEtFtC5yxp1x84x/YYzB2taanJM933j8+rf9ogCobDOvOwlOvvKG2RZloZ3b9P93/pnjR/Yq3hbp86/9jVacfazDvv4J359u8b6dumiV94897bHf/HfeuR//0sNbV36gz9/p5q6li72w8IpumBZky47rY3uVRUgYNUIY4z2jmW0c4RNJuvBs09vUaFk9C/371OJZzBQF1oiAb32mcvk4zDnqsCIsEZYlqWVbRE1hHxel4Iy620OKRzw6a7dY4QroI5cdWYHo8EqQsCqIUbS+p44T8Aad3pHTCPJnLYMJb0uBcAiObe3Ub1NEdl0r6oGAauG2JaleMinZa3sjVWrVrdHFfRzJA5QT5rCfl12GnteVRsCVo2xLEtrOmKKBPinrUUrWsPqm8hoz3jG61IALJIXruuQz7JY2F5leBWuRZa0gVFhzTlrSUx+DnQG6sqm7riWt0QZDVYhAlYNsi1LTRG/VrVHvS4FLvHb0pKmsLYNJzWYyHldDoBFEA/59Lw17YwGqxQBq0ZZlqXV7RE1R/xelwIXbOhplGVJv9pN9wqoF3+4tpPRYBUjYNW4jb1x+WktV7Ww31ZbLKBHDk5rMlP0uhwAi+CsrgatbmM0WM0IWDXMsiyF/LbO7G7wuhQswKalcZWM0a/3TnhdCoBF0Bz264q1HYwGqxwBq8ZZlqUljSF1N4W8LgWnoCnsVzzs14N9k0oXONAZqHU+29I1G5bIz2iw6hGw6oAxRmcuaVCUrRuqzvqeBuWKjh7aP+l1KQAWwR+c1qb2hiCjwRrAK24dsCxLliVtXNrI1g1VpLMhoGjQp3v2jCvPmThAzVvXGdN5S5tk07mqCQSsOjG7y/tpHWzdUC3WLmnQVLao3/dPe10KgDJriQT0wnWdrLuqIQSsOmJZlla1R9UaDXhdCk5geUt45kDnXWNyuN4CNc1vW7pmQxdbMtQYAladMcZoY29cAR9P4kq2uiOqoURO20dSXpcCoMwuP71NbTHWXdUaAladsSxLfp+l9T1xr0vBMazpjCrgs3XHzlGvSwFQZmd1NeicXtZd1SICVh2yLUvtsYBO4yidimNLWtoS1p7xtPoms16XA6CMWqMB/SH7XdUsAladsixLqzui6ooHvS4FT3FWT4N8lqU7d3IkDlDL/LalazcsYd1VDSNg1TFjjDb0xBUP+7wuBZKCttQZD2nLUFIjqbzX5QAooxec0a6WaIB1VzWMgFXHLMuSLOncpY0KsujdcxuWNkqS7t4z7nElAMpp45K4NnY3su6qxhGw6pxtWQr4bZ2zrFE8170TDdpqiQb0u4NTms5yoDNQq5Y3h1l3VScIWJBtWWoM+3XmEg6F9sqm3kYVHaP7ONAZqFmt0YCu3dgtWWLdVR0gYEHSzJO9tzms5a1hr0upOy0RvxpCPt23d0LZouN1OQDKIBKwdcPZ3QrYFqPBOkHAwmHO6IypLcZO74vprJ640oWSfntgyutSAJSB37Z0/aZuNQT9LGqvIwQsHGFTb6OiQe4sXAxLGoOKBn26e/e4ipyJA9SkF53Zqa54iHBVZwhYOIxlWbJt6dxljfJzMSi7M7piGk/n9dhgwutSAJTBc1a36oyOGGPBOkTAwhFsy1I4YGtTb1xcEspnRVtEIb9Pd+4aEzcUAbVnU3dcz1rRwoL2OkXAwlHZlqXWWEDru7mzsFxWtUXUP5XVztG016UAcNmKloiuYDuGukbAwjFZlqUlTSGt7Yp5XUrNWdsVmznQeRdH4gC1pi0a0LUbl0hiO4Z6RsDCcVmWpeWtEZ3WwcHQbrFtqbc5pJ2jKR2c4kBnoJbEgj7dcE6P/BbbMdQ7AhZOyur2qFa0RrwuoyZs6I7LtizdRfcKqClB38x2DLGAjzsGQcDCyTujK6be5pDXZVS1kN9We0NQjw0kNJYueF0OAJcEfJZuOLtHHQ1BwhUkEbAwD8YYnbmkQV3xoNelVK2NvXEZSfdwoDNQMwK2pZdv6taSxhBjQcwhYOGkzS7W3NAbZ7f3U9AQstUU8es3+yeVzJe8LgeAC/y2pes2daunKUy4wmEIWJgXy7JkSTpnaaOaI36vy6kqG3viypccPdA36XUpAFzgsy29bOMSLW0mXOFIBCzMm2VZsizp3OVNioc5UudktMUCioX8+vXeCeU40Bmoej5LunbDEi1viRCucFQELJwSy7JkW9IzljdxbuFJOKu7Qcl8SQ8fnPa6FAALZFvSSzcs0cpWwhWOjYCFU2Zblny2pfNXELKOp7c5pHDAp1/tGlOJA52BqmZb0tXru3RaW5RwheMiYGFBbMtSwGfpmSub1BAiZB3N6R0xjaZy2jKU9LoUAAtgWdKLz+rSmvYYO7TjhAhYWLDZTtYFK5vVxML3w6xujyjot3XHznHRuwKqlyXpRWd2am0H4Qonh4AFV9iWJd+hNVmtbOEwZ0VrRPsnM9ozzoHOQLWyJF25rkNndjYQrnDSCFhwzezC93OXNaqTzUh11pKY/D5bd+zkSBygWvltSy/d0KUNS+KEK8wLAQuumt0na1NvXN1N9Xusjt+WljSFtX04qcFEzutyAJyCkN/WK87p1umsucIpYMEMXGdZlowx2tATl9+2tH8i63VJi25DT6MsS/rVbo7EAapRPOTTDWf3qCUa4G5BnBICFspi9qe9dUsaFPBZ2j2a8biixRP222qLBfTIwWlNZDjQGag2bdGAXnFOj6IBH+EKp4yAhbI7rSMmv23rieGU16Usik1L4yoZo1/vnfC6FADz1NsU1vWbuhWwLdk24QqnjoCFRbGiLSK/z9KWgdreC6op7Fc87Nd9eyeULnCgM1BN1rTHdPX6LlmW6FxhwQhYWDQ9TSEFfZYe60/W7I7m63salCs6emj/pNelAJiHc3oa9YIz2iWJBe1wBXcRYtFYlqX2hqAuXNmkSKD2vvU6GwKKBn26Z8+48qXaDJBALbp0VYuuWNtx6CB7whXcUXuvcqholmUpEvTpwlXNaonW1oak65Y0aDpb1O/7OdAZqAaWJV25tkMXr2z1uhTUIAIWFp1tWfLblp6xvFG9zWGvy3HFspaQQgGf7to9phqdfgI1JeS3dd3Gbm3sjntdCmoUa7Dgidm9ss7qblBDyKcnhlJVfVbfaR0xDSVy2lYnd0oC1aw9FtTLNi5RY9jPSBBlQ8CCZ2YvbMtawmoI+fTowYQKVbh2aU1nVAGOxAGqwrrOmK5a1ynbsrhTEGXFiBCesyxLzdGALlzZrFjQ53U582JLWtoS1t7xtPom62czVaDaWJb0B6e16er1S+RjjyssAgIWKoJtWQoFbF24qlntDdWz+P2sngb5LEt37qJ7BVSqaMCnV57To/OXNUliGwYsDgIWKsZMy146Z2mjVrRGvC7nhIK21BkPactQUsPJvNflADiK7saQ/uyCpeptDBOssKhYg4WKMnsBPKMrpsawT1sGUxW7KemG3kZJ0t17ONAZqERnd8f1/DM62JkdniBgoWJ1NYbUFA3osQMJTWWLXpdzmGjQVkssoN8emNJ0hdUG1DufbekFa9q1qadRxhg6V/AEI0JULMuyFPLbumBlk1a2VdbIcFNvo4qO0f37ONAZqCTxkF9/fF6vNhza34pwBa/QwUJFm23rn94RVXssoMf6k8oVHU9rao741RDy6e4948oUvK0FwJNOb4vqqjM7FfDZjAThOcsYU5kLXICncYxRyTHa3J/UiIeLyi85rVlG0j/f16diha4PA+pJ0Gfp8tNnRoKOMYQrVAQ6WKgatmXJsqVzljXqwERG24dSi34sTVdjUNGgXz/ZNky4AirAsuawXnxml2KhmT30CFeoFAQsVJXZ9RS9zWG1RAN69GBCyVxp0f7+tV0xTaTzemwwsWh/J4Aj+WxLz1nVqvOXNcmIYIXKQ8BCVbIsS5GgTxeuatYTQyntn8iW/e9c0RZRyO/Tj7YOi8E64J2uhqBesr5LLZGALMsS0QqViICFqjX7E+u6JQ1qbwhqc39C+TKeZbiqLaL+qax2jqbL9ncAODbLkp61vFmXrGo99N9EK1QuAhZqQmssoEtOa9ETwykdnMy5/vnXdsVmDnTmSBzAE62RgF58Vqe64iGCFaoCAQs1YXYB/FndcfU0hbVlIKlU3p21WbYt9TaHtHM0pYNT5R9FAjjceb2Nuuz0NtmyCFeoGgQs1IzZC29jxK9nrW7W3tGM9oylF3yn4YbuuGzL0l10r4BF1RT268p1HVrREmVHdlQdAhZqzuzarFXtES1pCmnLQFIT6cIpfa6g31Z7Q1CPDSQ0doqfA8D8+CzpmcubdfHK1rkF7IQrVBsCFmqWZVmKBGydv6JJ/ZNZPTGcUmGei+A39cZlJN2zlwOdgcWwoiWiK9Z2qDnsJ1ShqhGwUNNmL9DdTSF1xIPaPpTSwNTJLYJvCNlqivj1YN/kou61BdSjWNCny09v05ldcTmMA1EDCFioC5ZlyW9LG3ri6m0KactgUun88c8R3NgTV6Fk9EDf5OIUCdQh25LO623Ss1e3yncoVLFpKGoBAQt1Y/Yn4qZoQBetbtGe0Yz2HmMRfFssoFjIrzt3jXl+uDRQq1a2RvT8Ne1qiQQksc4KtYWAhboz+9Px6vaIlrWEtWM4pf6njQ3P7G5QMl/S7w5Oe1EiUNOaI3497/R2ndYeYxyImkXAQt2yLEsBn7S+J64VbRE9MZTSWKqgnqaQIgGffrRlSCUOdAZcE/RZetaKFl2wrHnubYwDUassYzhVDZjdY2csmVdjxK+pbFFfenC/eHIAC+e3LZ3b26hnrWhRyG8TqlAX6GABenLtR0ssINuylMoX1RieCVoATo3Pks7uadTFK1sVCdiSWGeF+kEHCzgK59Bo8JH+ad23b8K1Y3eAemBb0sbuRl2yskWxoE8SwQr1h4AFHIdjjBxj9Jv9U3qgb5I7CoHjsCxpfVdcl65qVTxEsEJ9I2ABJ8ExRoWS0UP7J/W7A1PKErSAOZakM7sadOmqVjVHApwbCIiABcyLY4wcx+j3Awn9Zv8ka7RQ99Z2xPTs1a1qjQblGMMCduAQAhZwChzHyLKkbSNJPbhvUkPJvNclAYvGsqQz2mO6ZFWL2mMhghVwFAQsYAFKjpHPttQ3kdH9fRPaO57xuiSgbMJ+W5t6GnX+0iY1hPwEK+A4CFiACxzHyLYtjabyun/fhLYNJ496BA9QjdpjQZ3X26gN3fG58wJZYwUcHwELcNHsT/TJXFEP9k3q0YFp5Us8xVB9LEmr26K6YFmTlrdE57q1AE4OAQsog9mnVb5k9Ej/lB7rT2g8U/C4KuDEgj5bG7vjOn9Zk5rCgbnuLID5IWABZTbb1To4ldWj/dPaNpJUga4WKkxLJKDzljZpU3dcfpsxILBQttcFALVudhFwd2NIV67r0BsvWakr13aotynscWWod37b0pmdDXr52d266VnLdW5PowI+W5ZlVUW4GhgY0F/+5V/q7LPP1uWXX65/+qd/Uqk0c+rCr371K1177bU6++yzdfXVV+u+++6b+7g77rhD1157rTZt2qSrrrpKt99+u1cPATWMDhbggdn1LJOZgh7pn9bmwQTH8WBRWJa0ojmis7riWtsZU8BnV+UY0Bij66+/XuvWrdOf//mfa2RkRB/4wAd09dVX64orrtA111yjN7zhDXMB6vOf/7xuv/127dy5UzfddJPe/va367nPfa7uvPNO/cM//IO++c1vasOGDV4/LNQQAhbgIWOMZp+Ae8bSenQgoV1jKe5AhOu6GoI6a0lc67viigZ9Vb9o/b777tNb3/pW3XvvvbLtmWHML3/5S73nPe/RNddcoy1btuirX/3q3Pt/+tOf1kte8hJ96lOfUigU0ic+8Ym5P3vLW94iy7L0yU9+ctEfB2qX3+sCgHpmWZZmX+JWtUZ1WntMmUJJjw8ktHU4qcFEztP6UN2awn6d2dWgjUviaokGD+tUVXO4kqRdu3ZpcnJSz3jGM+be5jiOstmsdu3apfXr1x/2/m9+85vnPu6Vr3zlYX927rnn6jvf+U7Za0Z9IWABFWL2hS8S8OkZS5t0wfJmpfMlbR9JasdoSn0TGTpbOKGw39a6zgZtWBJXT1NYjjFzIb7axoDHUywWtXr1at16661H/NnHPvaxY35cKBQ64m2O48hxOF8U7iJgARVo9oUwGvRpU3ejzu1tUqHkaOdoSjtG09o9lla+xAsCZrREAlrdFtVpbVEtb47IsjQ3eq7VndZXrVql/v5+tba2Kh6PS5Luvfdeffe739Xq1au1devWw97/la98pf7kT/5Eq1at0u9///vD/uzhhx/WqlWrFq121AcCFlDhZkc5AZ+ttR0NOrMrLscx6pvM6ImRlHaOppRkgXxd8duWljVHtLototPbY2oKB+bW880GqtqMVU+69NJL1dvbq3e84x16y1veokQiofe///26+OKLdeONN+qqq67Sl770JV1++eX6yU9+oh07duj888/X0qVL9apXvUpf+cpX5ha5/+xnP9MXv/hFrx8SagyL3IEqNTv6sSxLg4mcnhhJaudoWqMpDp6uRc1hv1a3RbW6LablLRH5bavqF6ov1P79+/XhD39YDzzwgKLRqK688kq9613vUjgc1h133KFPfOIT2rdvn9asWaP3vOc9uuCCCyRJP/rRj/TZz35WBw4c0KpVq/RXf/VXuuKKKzx+NKg1BCygBjy1e5EplLR/MqP9k1ntn8xoJJkXT/Lq47MtLWsOa3VrVKe3x9QcObJLBaByEbCAGuQcelrblqV8ydGByYz6JrM6MJnRYCLHYvkKFA341N0YUk9jWL1NYfU0huT32XXfpQKqFQELqANPDVxFx1H/VE59kxkdmMyofzqnIolrUdmW1NkwE6Z6GkNa2hxWYzggaWYTWtvimBqg2hGwgDpkjJExM3crOo7RUDKnwUROI8m8RlN5jaTyyhW5S9Et8ZBfPY0h9TSFtbQprM6GkHy2ddi/A4DaQsACIOnIzkkqX9RwYiZsjSRzGknlNZYuqES365gagj61RoNqjQbm/rckHlY06JNEdwqoJwQsAMdkjJFjntwqwhijqWxRg4ncTKcrmddUtqBErqhMoT46XgGfpdZI4LAg1RYLqiUSUMA3c2TL7NeNMAXULwIWgHlzDo22nrr4uuQYJfNFJbJFTWWLSuaKSuSKSuRKh34tKp0vVewdjZakcMBWNOBTLOhTNOhTNDDzayzoV0skoLZYQLHgk9sHlhwjy+KuPgBHImABcN1sAHt6B8cxRun8k4GrUDIqlJyZXx1H+af+91PeXigZ5UvO3NskybIkS5ZsS5Il2bJkWZLPsuSzLfl9lvz2zP98tqWAbSvgs+aCU+xQcIqFZv477LeP6DbNPg6JbhSA+SFgAfDE7J5OT78ClbMjNDu6k2Y6ViwuB1AuBCwAAACX2V4XAAAAUGsIWAAAAC4jYAEAALiMgAUAAOAyAhYAAIDLCFgAAAAuI2ABAAC4jIAFAADgMgIWAACAywhYAAAALiNgAQAAuIyABQAA4DICFgAAgMsIWAAAAC4jYAEAALiMgAUAAOAyAhYAAIDLCFgAAAAuI2ABAAC4jIAFAADgMgIWAACAywhYAAAALiNgAQAAuIyABQAA4DICFgAAgMsIWAAAAC4jYAEAALiMgAUAAOAyAhYAAIDLCFgAAAAuI2ABAAC4jIAFAADgMgIWAACAywhYAAAALiNgAQAAuIyABQAA4DICFgAAgMsIWAAAAC4jYAEAALiMgAUAAOAyAhYAAIDLCFgAAAAuI2ABAAC4jIAFAADgMgIWAACAywhYAAAALiNgAQAAuIyABQAA4DICFgAAgMsIWAAAAC4jYAEAALiMgAUAAOAyAhYAAIDLCFgAAAAuI2ABAAC4jIAFAADgMgIWAACAywhYAAAALiNgAQAAuIyABQAA4DICFgAAgMsIWAAAAC4jYAEAALiMgAUAAOAyAhYAAIDLCFgAAAAuI2ABAAC4jIAFAADgMgIWAACAywhYAAAALiNgAQAAuIyABQAA4DICFgAAgMsIWAAAAC77//FGN12XOvBUAAAAAElFTkSuQmCC", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# extract data\n", + "period_start = '2017-12'\n", + "period_end = '2019-01'\n", + "x = df.loc[period_start:period_end , :].sum()\n", + "threshold = x.mean() + x.std()\n", + "mask = x.gt(threshold)\n", + "x = x[mask]\n", + "labels = df.columns[mask]\n", + "\n", + "# define Seaborn color palette to use\n", + "colors = sns.color_palette('Blues')[0:len(df)]\n", + "\n", + "#create pie chart\n", + "fig = plt.figure(figsize=(6,6))\n", + "plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", + "plt.tight_layout()\n", + "plt.savefig(f'plots/total_keywords_{period_start}_{period_end}.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0f66c8508f3d4e5bb920d4e628285dba", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# extract data\n", + "period_start = '2019-01'\n", + "period_end = '2020-12'\n", + "x = df.loc[period_start:period_end , :].sum()\n", + "threshold = x.mean() + x.std()\n", + "mask = x.gt(threshold)\n", + "x = x[mask]\n", + "labels = df.columns[mask]\n", + "\n", + "# define Seaborn color palette to use\n", + "colors = sns.color_palette('Blues')[0:len(df)]\n", + "\n", + "#create pie chart\n", + "fig = plt.figure(figsize=(6,6))\n", + "plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", + "plt.tight_layout()\n", + "plt.savefig(f'plots/total_keywords_{period_start}_{period_end}.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6d17364551ca4e1799137f01948f1a1d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# extract data\n", + "period_start = '2020-12'\n", + "period_end = '2023-02'\n", + "x = df.loc[period_start:period_end , :].sum()\n", + "threshold = x.mean() + x.std()\n", + "mask = x.gt(threshold)\n", + "x = x[mask]\n", + "labels = df.columns[mask]\n", + "\n", + "# define Seaborn color palette to use\n", + "colors = sns.color_palette('Blues')[0:len(df)]\n", + "\n", + "#create pie chart\n", + "fig = plt.figure(figsize=(6,6))\n", + "plt.pie(x=x, labels=labels, colors = colors, autopct='%.0f%%', startangle=0)\n", + "plt.tight_layout()\n", + "plt.savefig(f'plots/total_keywords_{period_start}_{period_end}.png')\n", + "plt.show()" ] }, {