From 2b9f411a0617c1ab846ae62675cb0648557fcab9 Mon Sep 17 00:00:00 2001 From: j-hartling Date: Thu, 13 Nov 2025 16:52:22 +0100 Subject: [PATCH] Done bullet-pointing LHP invariance, nearly done with THP invariance. --- main.aux | 15 +++---- main.fdb_latexmk | 16 ++++---- main.log | 27 ++++++++----- main.pdf | Bin 146175 -> 148721 bytes main.synctex.gz | Bin 33969 -> 39838 bytes main.tex | 103 +++++++++++++++++++++++++++++++++++++---------- 6 files changed, 113 insertions(+), 48 deletions(-) diff --git a/main.aux b/main.aux index 46425a5..b04ffb0 100644 --- a/main.aux +++ b/main.aux @@ -17,17 +17,18 @@ \newlabel{eq:gabor}{{5}{3}{}{}{}} \newlabel{eq:conv}{{6}{3}{}{}{}} \newlabel{eq:binary}{{7}{3}{}{}{}} -\newlabel{eq:lowpass}{{8}{4}{}{}{}} +\newlabel{eq:lowpass}{{8}{3}{}{}{}} \@writefile{toc}{\contentsline {section}{\numberline {3}Two mechanisms driving the emergence of intensity-invariant song representation}{4}{}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Logarithmic scaling \& spike-frequency adaptation}{4}{}\protected@file@percent } \newlabel{eq:toy_env}{{9}{4}{}{}{}} -\newlabel{eq:toy_log}{{10}{4}{}{}{}} -\newlabel{eq:toy_highpass}{{11}{4}{}{}{}} +\newlabel{eq:toy_snr}{{10}{4}{}{}{}} +\newlabel{eq:toy_log}{{11}{4}{}{}{}} +\newlabel{eq:toy_highpass}{{12}{4}{}{}{}} \@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Threshold nonlinearity \& temporal averaging}{5}{}\protected@file@percent } -\newlabel{eq:pdf_split}{{12}{5}{}{}{}} -\newlabel{eq:pdf}{{13}{5}{}{}{}} -\newlabel{eq:feat_avg}{{14}{5}{}{}{}} -\newlabel{eq:feat_prop}{{15}{5}{}{}{}} +\newlabel{eq:pdf_split}{{13}{5}{}{}{}} +\newlabel{eq:pdf}{{14}{5}{}{}{}} +\newlabel{eq:feat_avg}{{15}{5}{}{}{}} +\newlabel{eq:feat_prop}{{16}{6}{}{}{}} \@writefile{toc}{\contentsline {section}{\numberline {4}Discriminating species-specific song\\patterns in feature space}{6}{}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {5}Conclusions \& outlook}{6}{}\protected@file@percent } \abx@aux@read@bbl@mdfivesum{D9585839A1478809D4C6E9E5BFFC8FE4} diff --git a/main.fdb_latexmk b/main.fdb_latexmk index afa36c3..cda1bd5 100644 --- a/main.fdb_latexmk +++ b/main.fdb_latexmk @@ -1,14 +1,14 @@ # Fdb version 4 -["biber main"] 0 "main.bcf" "main.bbl" "main" 1762872619.20857 -1 +["biber main"] 0 "main.bcf" "main.bbl" "main" 1763049091.30626 -1 "cite.bib" 1762424399.63955 252 7fc49109df64576e199ce34111f01817 "" - "main.bcf" 1762872619.1766 107531 bb4289418b1a6604c7c781cbf02f8242 "pdflatex" + "main.bcf" 1763049091.2738 107531 bb4289418b1a6604c7c781cbf02f8242 "pdflatex" (generated) "main.bbl" "main.blg" (rewritten before read) -["pdflatex"] 1762872618.80069 "/home/hartling/phd/paper/paper_2025/main.tex" "main.pdf" "main" 1762872619.20877 0 +["pdflatex"] 1763049090.88497 "/home/hartling/phd/paper/paper_2025/main.tex" "main.pdf" "main" 1763049091.30646 0 "/etc/texmf/web2c/texmf.cnf" 1761560044.43676 475 c0e671620eb5563b2130f56340a5fde8 "" - "/home/hartling/phd/paper/paper_2025/main.tex" 1762872618.31261 12714 174d8417d0722be3e50c61997690350b "" + "/home/hartling/phd/paper/paper_2025/main.tex" 1763049090.80581 14802 bc1953ed33dca011873a94b8381b353a "" "/usr/share/texlive/texmf-dist/fonts/map/fontname/texfonts.map" 1577235249 3524 cb3e574dea2d1052e39280babc910dc8 "" "/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex7.tfm" 1246382020 1004 54797486969f23fa377b128694d548df "" "/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex8.tfm" 1246382020 988 bdf658c3bfc2d96d3c8b02cfc1c94c20 "" @@ -81,10 +81,10 @@ "/usr/share/texmf/web2c/texmf.cnf" 1707919699 40399 f2c302f7d2af602abb742093540a5834 "" "/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map" 1761648465.84635 5472669 54eaf61a88b6b7896ebd0dac973cb29c "" "/var/lib/texmf/web2c/pdftex/pdflatex.fmt" 1761648508 8213325 7fd20752ab46ff9aa583e4973d7433df "" - "main.aux" 1762872619.1756 2095 e1147be531e57b160e5a1f27b419d862 "pdflatex" - "main.bbl" 1762858512.77528 2032 d9585839a1478809d4c6e9e5bffc8fe4 "biber main" - "main.run.xml" 1762872619.1776 2305 d0067550f22ade5b49f22d40cea22838 "pdflatex" - "main.tex" 1762872618.31261 12714 174d8417d0722be3e50c61997690350b "" + "main.aux" 1763049091.2728 2132 0170975d330d9f141156fd1cd9431731 "pdflatex" + "main.bbl" 1762945661.89497 2032 d9585839a1478809d4c6e9e5bffc8fe4 "biber main" + "main.run.xml" 1763049091.2738 2305 d0067550f22ade5b49f22d40cea22838 "pdflatex" + "main.tex" 1763049090.80581 14802 bc1953ed33dca011873a94b8381b353a "" (generated) "main.aux" "main.bcf" diff --git a/main.log b/main.log index b4e785d..5df91e6 100644 --- a/main.log +++ b/main.log @@ -1,4 +1,4 @@ -This is pdfTeX, Version 3.141592653-2.6-1.40.25 (TeX Live 2023/Debian) (preloaded format=pdflatex 2025.10.28) 11 NOV 2025 15:50 +This is pdfTeX, Version 3.141592653-2.6-1.40.25 (TeX Live 2023/Debian) (preloaded format=pdflatex 2025.10.28) 13 NOV 2025 16:51 entering extended mode restricted \write18 enabled. file:line:error style messages enabled. @@ -398,17 +398,22 @@ Overfull \hbox (3.81674pt too wide) in paragraph at lines 70--77 [1 -{/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map}] [2] [3] -Underfull \hbox (badness 10000) in paragraph at lines 211--215 +{/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map}] [2] [3] [4] [5] +Underfull \hbox (badness 10000) in paragraph at lines 311--314 [] -[4] -Underfull \hbox (badness 10000) in paragraph at lines 271--273 + +Overfull \hbox (2.79701pt too wide) in paragraph at lines 315--318 +[]$\OMS/cmsy/m/n/12 !$ \OT1/cmr/m/n/12 Val-ues in-di-cate cor-re-spon-dence be-tween a tem-plate wave-form $\OML/cmm/m/it/12 k[]\OT1/cmr/m/n/12 (\OML/cmm/m/it/12 t\OT1/cmr/m/n/12 )$ matches + [] + + +Underfull \hbox (badness 10000) in paragraph at lines 330--332 [] -[5] [6] (./main.aux) +[6] (./main.aux) *********** LaTeX2e <2023-11-01> patch level 1 L3 programming layer <2024-01-22> @@ -418,15 +423,15 @@ Package logreq Info: Writing requests to 'main.run.xml'. ) Here is how much of TeX's memory you used: - 9882 strings out of 474222 - 184270 string characters out of 5748732 - 1935975 words of memory out of 5000000 - 32077 multiletter control sequences out of 15000+600000 + 9883 strings out of 474222 + 184282 string characters out of 5748732 + 1936975 words of memory out of 5000000 + 32078 multiletter control sequences out of 15000+600000 566832 words of font info for 70 fonts, out of 8000000 for 9000 1141 hyphenation exceptions out of 8191 66i,19n,81p,713b,973s stack positions out of 10000i,1000n,20000p,200000b,200000s -Output written on main.pdf (6 pages, 146175 bytes). +Output written on main.pdf (6 pages, 148721 bytes). PDF statistics: 83 PDF objects out of 1000 (max. 8388607) 50 compressed objects within 1 object stream diff --git a/main.pdf b/main.pdf index 761a502a078495f3f54a8e433468bab5361eda6d..e916f20e3622f065c6e9eb00df68fdc95902626d 100644 GIT binary patch delta 52949 zcmV)6K*+!U^$78a39!-z0ysIBaSj3~f8AK!kJL60f9J2*^3t5d=3?iY3ROTs6j2qm zC-tH9!I$;!8uEpc+;RN%o$=V&WG@R`3sTjW-NYWx_xxs@Cl~k5pNIL1F+Y!EzPi}1 zSit=(i&kmCd=_P^i_Pj!FMJck%=i65Xnk|G4zs}PhBpCA3MK0^o_akks(Rb#e@gVK zscE5a=)XXsz0l%}c||X^`Y3UOc^g;cX+^Z7Htb+bkk}je|o!iNeuP^>8@0xMY*Kx21In=B-D&2-lgb_MsUVB z4wgV0;|=+trv->W(8+ouHNC5i^_S|&h>Uv=XbZS9uL0eR3yn{a!Ww6ZAWHIFtE;m( z@<2(m_I?nhWrqQGnseqSNlu!-XmI=5Dk-eC{a%tJF>F-dm>fYxZn|DpfArjJiDIWk z*X^6uYNM?SDk=MsS7*7|tN}~PQr0`!{kY`JHJ$roFM6wlmNT`0yQ)=%%m%B?cBl)? zQnEaS+&Dv*t$F4Zvg;Ii4lL+pYcT*x4(B){yjkN$%H}iU}E{9$k9nYV~=@ev+RQ`@=j({lkGdL9xiHmOHqC3&6RF&!t z=yda38!4uVD6FFeyj{yI$=GrKWx{v1{}@$oHA+PFD0J=$R+R+)1rh zlLfEdR+zKwpfG2-Q5Y8~Oc2RJl;sVr^`JUYNz*2ZzM~D3(YUTC-J}+U%>i6RLy*j& z{#e$y*&?QBQAs$}f1N659)%M%qlnamMP;EGVu&8aCF3r9AmBHks!DNL+GU3XrQGc7 z5+c1hQH#E*rWnq#Ss6FqK$9q&9c(bS0Wis+h;j8RmDc0Su1DXw?t#Fgwoax&OKj>T zw$}xLFeLaXAGv*jz~^Y^5dc@VH%r@!wiq3ko>nYdvDD`*e~yslnq>i)$yP8G_<0x+ zYYwfC@!0!GUY&(71C&imSf0ivHQ{dt{qT;Gfs`b}J0uR~1J8YEfd&h5X2&2Z3ZR)( zFG|r?z@b#&&6Eo4UgM8A3pvDhv?KDvC^4>CkAiYPO_?>rXV#F{c)Dqa(%{>AgB=@1 z)+D6E@o6{Of6{8XHVF^XT*5De1A97%NK%q^|1})zT5SCj)M+$Iyl=;n?NLXa!a{0c zAsc%EWbVVI;=eFkRV!*Ya#Yf!{-qZ6a&|EoN5k+A+4Y-5v}`N@*Ag3Ux5PRRea`Q~ z`ISWym$M`AOoV`E!xREJZz8`#hbjfA6y*U75_ZmneXbm^92fP>^q*Rh_O5ySQ#9xw*^&82`KbKGk`zc*ibYBwD`g`{&wgcnj3T=^P{OK&H_J9BNwX=OX?(k z5|7bDhc7XT{P;lBFR_WB(9#JTW-Em!eh|cSf0LgptcGy_cca|=Vuh%OcdOFkkCr6> zevC1gjLTab*=1cQ**PYMDYZAx2PjGjin7yC^o9990gNY*5-oHJcY|}4j?&_F7}#6F zi;qigg$s9_A&w+|6tG#4fFSkr6jxo0*33`y$axqAEvgsz8Qke-w5Nj_-Z7}_2!^Cb ze~Y;W#98>+R13dRs@+0$O4CteHUKP(i^mg{2V}`*#fBbkruX1u7DjVBZ4j)$@|3c3I7fE#w)S+}kCAp&xQ~giZfZgk3Oj=B~H+$uvI=e`%Q? z=jq)b?bR}*L34sK{GUQvU||SRC=Sxp7{@0lltgglJSve_%}!{T)GPP(g1-M$a3|~R z=iOxdbWnHhvn>_wP>&N&G3Z03r)Fs0&S8hfdX_V|L;@5>Fg@|q-G5>0-m{B)e*-xU z5TOcXZe(+Ga%Ev{3T19&Z(?c+lS~d312Z%@mvIgPD1Y5qOLN;e62ALaaC4GsO9=4> zlA7IeGLy}wrc&9mPn+aGOOVA1MQTXOaq{c8@!(5_961&5q~>CgG|*@?y1)Lq@#6CA z=_@W1jFIM?B$w+1rvxd*5}9IznMy8K$@|&g<{vNLJbgv=WF$ul=B9qguV$HF%@;(@ zOfg?jB7bIWot4eHs<&C2SEZN0*;oP-NKlz92uGSyFXuK4B#A^Cl(6Gq7`!hqk~)l9 zy@+ZADr?xyFz!Rj)9A{`J_Oa>4)>mi-`XtAuB~eOCTCf>>i-R|t*J}1ue&)r2S?RzUpPTcEM!wK z8AFVTlY#Dae!bacP2<=2kYZNAx?UfMQh)dL_1Bm!1;7)AGa>}R;D;Qgvqnrcf{_sV zkr6Kvz%p5hNZFP46{Q z2UhDCSb^6QG1B(>`_a z25R~RpS-g`Q8n$N*%f&^0gBo#_QXeWHOF8!_ti(=YMaHc`BwU;;HUV^Efv3QTx((9IUgz!LI78L(Y+n ztbzhjVX2n~5KrOq8;8Yp0~;nv1K5HUKvmpXsBFyB0r7}Zvt3>J{~55JY5cs;dAqU8 z+UN7P{`UZk{cOAcH(40@vM^gy1`!aWxX&F27G3xaxsyCN1m!#gp55uTy?@n1eyIFg zW5Px|Gwm{XEIe_Q;AwaU+;wTkY)o^H3cua%fa8WFCEY42tYX!1V^(Ha)wO|bn~nnSmk!RFuBvBsrEjfNwEBGFur~8`j44(G>!3-)7ZbqA=JAEM1?=iWp2-T*=f@Z z4$zbPr3pE3U02&KRPykxX@9fpFtjR%6RKCufDMCci=f-Y9WSg1rw|1GNFj)K@H#7d z1}ZfEjNxO`nqA``JuiTV^}civ(g8)bvr}Q_ZN3ep01W)>7;ucVxtuF9Guxd#N55GR zu(apB30`I$XK=v$z`o~i?{lPA`9LDBvd+jhJTBbA=fS0%`mji^zJHC8X8^~P&n`?G zuxst7|0}x+z~;YyvNJ73D(+Lo&r%Kn!$cb%TLTI<&*I5aqg09^HBmap%4Q!d>?Wvq z?i0m2=DLuGAk3b$LJ!iz<|+!Po7K{dVq-%!5~KUke83 zZ!;DVka|Ob^(m&HKz~e+GV>2h@ZTU{tQ%~?5H(8hP+|~n|MpC$Q%k^CE#bgC(P5M% zP!Di5Q4LtcFbWD$2w38>kX0rsSZMo2=K#l0X@l z9IbhvJ_VLZCysYld2n&9EPcUZD(Il^0mB%u69km-^a38>$A2C;IdVo)ju! z3Y^Ng3jkHoy7!X5N23i)!`Voxhovz_WvXvCUz<~GDRBW0mY+rAF&XvtxbC?{5ehofW(fZNUR^~ zH_@$*;rIXLHHUqNsoDyuG5tx?Be<=Z`d%|l8%c<>9)BBF$3!szKs}))V$_X;49k^p zFv+^&_;LeGe^V8sYPBj0U|LxXrLwJXr_H!*T-wTUY3mb>C!Ub;_BEh*!1a|Qu%FAO ztxdN5MveC(FJbMkeIsy43%0KG4Z(xjL{4gxY2o(->M*GNI0I_vO0`h!-!#Z`=qGs{ zhHy7T+J7P6-!>GO_bGCduYCoWirH)98U{Ccldp{bWUH4&SFS|;M-bOu?%I&iB`u`V z2QkqHrN*fdq-%~(BB*oyJMCsRrfEH08ZQdon)2@pTkK8PyPP+t*@egadRyhe@@?nh z|2!64fVvQ=1b~+kBvoL=R}qaFJgLbwLjF90xqloH%I|LekW;3LCnHghMKca^n5P+# z${4!?gLfL48j64g{1VPadFoI@%M8aYNQ{|?x*22`t^RBZ77?S75dcLr+eU$7v+W47d!Gj`3&X&d}o?fEw(B9V>DzhU0YC>bMG3``xQ&g_K zR)pN_>#D50?sNE1H^sYqYuk0Vn>3@YbXA&hZ@f$1L$ms@X_yOfkb=i6eKJ8Xje66oeePj#3FJr-6DbMT%2WBs_bp zi^5Z{I={gK=#S$8KU<|P9(Ei0`@18zy`24J??Xq|p*rBG8d8nq2m{Ho6_@I0CGGmC z{{s&$@FbHe7bgQYI5wAY4gx5D?OI!p+qM#Z-(TUr6gE<^ykBx|NPrYgaZsFQ_pRxJ zVr#R)u`S1vv)TUo4lj}@FXcHoZ-#t+b@Ag*f=q})ln6e#x}FeB zk=A^oFhPXt$<<==`;^TxLa3Nt-Od=9RUbk24R>xqXZceCMwr<$fj7=Wiw-RdYAc@_cKYS`L@j0 zwzYwAl$h3)n+cw_#b#U7h5tBj%4%(A@TzgdxTIFKteepwrD#wMk)YgvtG6&ibF(Vv zVf=Z%EZZr*4{e+B|8|ytBD>xe?{=Wnoqv%p@=ZK7GZO-e3E`&3FsVdLD?jOr^^7V| z3jP$!YBS61LlBwA-wBK;lkmCw>_g~6Ckh!@AlpMC3BNOflwrOXn1LD?JRt^Qh{9)4 z=hs-^)WjUwhcIuG8jB-JRoerGAqnB2JLVK*R4Qn`cpkc`c&vaI#xn+s z{atEuzzosd?D5JabddsS&d)PqE9aj5U|OS2wIBN^`-%JZQ%K=pmYdLvO$78((vPII z6`sKauG7!|ORWV)3iflE6xg?OT$o z%mh-hL*X;K!-_?J(%LYI5$CP2+pr_plF~flCYfZ6VT28LzR%9(UT5G)sGPnkZUM{I zRf1Ef%eU)%>0cDB)6lKc&}pYZ7)6w`Z^Uaj-Ryub-XZYBl22*hp4Z`jFvs26st6G|w5iEJzkGS(?A1QLWtT0Fcl z((8&aj`}l}SXqUzrZ6&NA*51o8H_m9b~jSM-MD5Narm6VZ|Qse%LXSM+wc}Vt$%ty z6Wm4RH_O7etSm%#%ck5c%Q-|tAL9Hw8&1=BH3ktTdc_D!c@%J9x<~bEOhpo`6iH&* zUO4PG?&F1jhegmVg4s{yhhmX=0UbK>#iE=6mxvTl({)wWX$80e{uHeYB`MJ)Y@-K4 zjXo1K@&wedd#Kq93=TtPfT1x}55p)SWkwjdLacq$Xo`p; zeJ`9ejaB_ic_VG6Pm=oirTtQXKQ_!i0Bx4ir|<)Rq=I4nH8JMFFa~Ma8TQ{vk-&!$ zJ@9b%fCcjQdtN8q0!6&1OigMOgZeNS`~irzXPh48uaelb!jc#RCZa)#0q+;XJ#T3c z7Sl@?pR=aQyxVn+Tbp3nNAK<~e|=>Kd+J}lYF`SQVY*HbpoC8w=SA(C{43$9gzBjT zGzBVuk+K#OfSR84esz9HCpe~N$QUw=d4232n-APDC34`ofN1hG6e*}7dniV{ZN2a@ z(@t3Jn!|Hy0cjPx?=AOiHi-WrphRP1RY)bO zkOuep&gb>@iT$sDN_TVpXT*s_Wb2c|0Q;DKT#5o;husT+r$~{IX@X}s5S=+>%#?tC zBT}76rp;Njs7_|hrr%dj65~klh4(`0#fz(pcNf-y;t7HMCJ+T#xB|i{#bmy^`27z& zS-{I*CLo5=lUvtyWg|4vc4?NA%ZuMGp1Vrl9!If)%L$hnVI@v51Vdc#QOP$T1U4dgiKItv^J;4m}+1bPUJmPd&p zCidC866|F5Za#{=?|}@!1z(UVa-f`6VQt~UxtmiU)^-2=6SW+z!RBP>rnE3I#P3v zt01AgbXl$-H^08~;dxQa%QwFK9I8ysHec7*)pq4;+56QQHf3$ZRc(}qptjj8@51+0 zs#KFA8VnIUURqX^I%FrRB3TAy-SIfMs+Kp8@lqJmiDA55B&@Nzqc1GS7 z*TvSIqNGM9kT=lttO)~-<|Y^l|<1*8AD*;cL&x!BE{A7^CxZdWy>FH|<( z7E5T&?eE(iHuaHHBXG|`>SHB#;1$58^x3w4={by} zH_FnRB9f1zfH32kbbhNy!i%z*z zeHsF&JbG4_L5}H;fCeeZ33mV0W**D(&j`Um=#(rJGKix^S#~mi=^dmGHm51uRWIJ{ z^5wF%Tou5&T=r`o_P$-R^~~Rqa)w=$@5{xmJHxjIE9Ol-ngRj|hP5-ps{zmY%S9iP z0Y<5cX49X`w>O&{WCW4jAExa^48oV7hwoBZB>1DxZ4%6oZ87!r->7lQ46;|=w$tf6 zU;7ThgZm$_>|mOIt#h;=O2~qXMR*Y`Rqx(Fjyw;GVU2Yi?jA5pcFfS`{tlcAIc}D@ zN5b%CM`ck_7fpY@Uakj$sos@Mf5_gHt7zY93qOAnpLXiN>};qEcDYI}mX>6&SnUm> zdsREjjQ18ReFDWG_{SAAK2qMJy-z$(w0k2NIyg}IXX*}rltvo35bv)fB^VQz)R7#@ zDAMdOV}g;y9$|{BRozfjI4!r;g<3;+tineUpB{i2nEF9|V+4-zw5do!@N zGRBZ5?Ay2-b-!X89ftyp$VdfG68ibw(SztmF^x(9c%-&vco*kJvPPSeL#N|eqp@yE zyIVJyvQJEZ8{5Gk^VW<%MBZq7>Ns!QPnP%cMgmC-`8#iX@VwDzSN=Z*CP(u|j$uYc zhcJ17yitHVqHawIr%~caN9k3UI0DTwtw(;j3JG7!uY6_&55xQDWO~;()96zAyf~GA zLHHil^Sjg%SVzbz%9eE2btt8lEmP=HK1WE)KjY7T7NsMX+o=2+ABua9?^Ut9HsOr$ zDQS{)ClkXo$=fI77TnI&o*;mD)}~wqy2WKgx8TPrUzeNRGSDpBP;JAjBCpG381VL{ z2*Z?N6gz=`a!DAscSOS#P$%F(lQFUthKnl#fnwd{>jR~MdshRytAny1v0N8%Y z6^|GZf*2PLf4VIY^LG3F1z2N=&XZgrCj&AvIG1q_0w{m&Tw9OZHWq%*uW(-$8nkA4 zC)J__+M-3bD2m-?fCV~zfnbF^Gc$W=w^+MB?*7$W)P!d?J#ECX)X*U%%re9Nu<=i z_a{+_D`HhY;N^wo$*$UX=@gryDYBIpYz>+%HrK5}-uNDM2`!O*Fv$pq$9C8{HnSp% z$fDL z>$r zVlF99>U@w(Xqb#U;ha@TBk5OjFJjA@bD9#%d1x?$ zFN7hTQDWsNY6&$F&AHKCFPL{Og-X70!K=w#5ZifM?P6C5ioyB!F}f`L1pz<9@P4-<68t>dEOSL z%fh9Ds;%+cT671EdQr5EUDdzJs_T5H+dvTqEM9OfiOn9oS8>N@W5av~4E2BZCJ#x7RlAFIR{!o6z6=W6mixgH+&zLRC|8gqWqgMz z)V)K^_1lqIOni@*eZvPr~ouX1* z2d&-yIa9&@l^xSiFq4>#I{ii|jjkw7M?sqM$czw3tclLZgN1)H&B7U{LVijls&FJM zw>kuG?g3%#u?OrN^-jk%^%DFRuu1i90=N%)zlvx=q5wie`!cd`z@S3im0-9iL#S0x zMCF`hjW=yCG199f))|s$(bUiXifk_>Hr2DC(*d)Ud+Xja52}u%0WOFE`?+HpT&4Sl z04-7dL)c4c51W5~K)yfEnq3v8t|bRk?B)F?8g4!&BVc#ns|2SE(r=#td{%*&?#W~f z^Bce<@VEJ5BC3y5BeK*&C;x#I4p|JIAvtV(TX}_9s{=9E;>gr>?mu)%54tG$(JBgG z3}i1eI<|={$P#J$9-l?a55k8Y?<<*{&8nbG-ju6Vi3oq-ZS5PjRe2TC{~+Myh|-T9 zN&&bZ$cSwm)mn32(SMfQ_G0Y5+`a@m6C$oo#4TJ#KqMYjrYs~5+SAz9`eIvv5R$3~ z+K(YjoeD2@W zJ9=_8Sh0VO2U^(KP;XsEi2#eCYBVT|D@{WxI#-krn9zXk0@5K)xIqVf=5#c^KdJ)J zeifY#@)keCx<}rm6wy@NjpdL}huR<(OBrae-{Fr@4+iMP#bXAS&|OIVt2)VR8bBasK=};)&H_Z^e)#`J z+|&OE`~yP13LV`BUaSVMVv%v?IFJLfDZ6J?6?!^g7{k$qDYfr2uOBlYzGpy8n+XE~ zOh11nqT&Z{dh8<0MZBnCC*&qb5UC0S=v+#fL<Q~6(aM`gKNLP1I>%*`T_AFMyPBRmEJkLS|V-k~cM`j&K?PB_l5rrMX zD8gc8BM#j$f(0l?0*x;jg({*7D{^53gie2X00n4&L}uMpl3wdfOp`MjfHMS2NC@B> z$M|^NE8}IpF6K)-#g?0*$vbM>Uqrh0{Gp5EBVyjQRK@j;i{|sXSaziMwq>@v13c5- zLemLATn1m`m6hlv9M~JGJ< zvgv$iN~_wEROo|60YYKhlVi(WK0Z0aE1uOlbH4Rg7Pwxt1Obg&`(cp{{4BCT+|~Ua zeB@BKQswVw>Mnvl5I*VvKE?rKJj;Ir6tF5iEz9eVh~tT6d3kb{7bk&1u?Gg{skPK6 zLpe#Ha-I@_gopsin-&3lbBi2lcl`A*231Hr2z6D?HmhsjfH`#4xcms894k0vOlZ0C zXBzGq3U+@H7!N(;=fJRZ#y--6j(w&}itzTS9oqf76eynl4GQ>>ZMT(^@1K9gI&(K% zU2E-Kk3&^x?cV(kf9mN@iMv+=vJqlPeDURJ)ZLGShNJOoAlVFd>Bi?q+C)0LmtA*FpxTQC%+pB zK!}oQc-Rx3h*3OSrGSpwbuE8(&BV(S78algW9c1+4G}e~0r=C)pr7Rnq=uY7uxXked(w;OPEf zRh>?Tp1ZqNwEkTb5cL#TRTSoUj1t70a}Ah3!h{f1SrAmC2LdS+`{{pqvrV1{$PmGt zdLD59=%Mc@HTrr-3Vp4+Xk?Xrj3ab?N*s|-Tl|?&iyJ%o0h>A^N8u%vcws@1gZQiW4#@6!KgXu60=DsKZrG?5+oZDc#%tr;%}j zTSu4CM4SqDHASR*Xk&jo4059e$$gIR+Ocp!VUYsy8fF|% zLiw>*)Bc}teE{E@jofim{f~=zIdzRq;AzA?f!SW{VJSdeiCsC-N}T+r#CyB~sh_tF zbPP;L_;hboRJk*|OYc=ycP!1e%I3}JLOi}iUuBD9)Hk>E{(Q;a{{X-&bA{bpP$E?8 zuBuC<{{x(S#CChuyQF(_(I>UJF^l2{-gy zhp;;xVvZfsHAQ*lhVMQ$WWJz^N0hsn7tVAlLt8EwRYY<)d+ydgBSQEc5hBlt5IGwy z^<@s3Mu=NRkA)Iq)F^DZ7gF)$yaiE|&A=T@d$s-w80fwLcM%E?EB1pIe={R7aOytc zXkeWME(Gr9B%$=sT~dJ~6RlOhltRxlDko8P5U);g%19jhW88&2CW+Cb6FS53cZ5E_ zMX7!0d#TqDjGRZykY@#nlj)kj{}HkPh7urf8b36&J-AK`wyr~VfG`|-z>evbhNxr` zu|EZm0I-=3=^4~LAym_^f93rnt$z->bE5Sq2**2u-my6EyxD!uTR;4~7b0fT`jDzq znZMu^d}Z^M6Q+EkJrC}JP92WsO`fG)166}b?aBuZiV~|!n_t!G#?4eX@vp5pwVO%Z zV^>$JbX9DM7GK`D$#q^flZm1kePp7n+s>JZx=q>^Zqe{!hD9&Ye+F=#(|SS+thyqO zK`$wzbkq5tQ0MIP61c(%qCn#baD5q5xJMm$io%Gd;(~3y-C3Sc*;C_55@pqP2Q;g( z6u`SCn9mYYV~B}Wz#9T#`a2*_dzS!Dv_8mv)ZV!1w%Fz_q<9QQ0c=iU%6rf!KrruO`UuEJy&KH2f-DIAZ9Hu`Qu zHDQL24PAG&=a{Oe(;ChK$uy{e;Q=R5t_PXa10z^er&oU3e<3K?mDgU~;BhfMhT>4| zP{8PDuyjmYE`WXbp|HXO3Dn+mzixM%B1?S-04>)g*kK2t9yDXEgJ~Gu?57!6qga&I zMOtS0t?ii{wPy-CymBZKL%`yT(*a9?#Zki^srO)y2eC)Zm;xqb4>m=gw%s~ktRN)P z#2$QXk?$T!+!q^bS2Szzn7hDnAGxz5w2$&4p z#HbnB#HbG2gkoWv@RQUD>`lW-D>BMaYg!1^X$<|ue*m2y0+FboY&|w~-uqerE!?IM zd2NP9U4!==a0*5Yl>vf;r#JD!g%jEx?6$>$)F zDLHLG(sjBEn$0LtDtR&&+PH3gHoKo!o`v?=fgHh(Jl=aW4?-A=3Ey+4pc0T831Qd; zqh)4-f13TJ*6ACq5u^IfZ?pywU3VTNU3I<5HUOvT5NKy%sn*b{sYiy=A!BN+noeR! zkpXh5J&2A8_f+%3rRGVvJV$TfuR*vp6Sy>?TD$44`wmd-QC9v403=Y$@_f6P6Jr8IDS@&Uy1Q_)@nj#xbuluGoK zN4h7%1O9k;z`rv*kdK51*Og0pUn_wy2WtR_ROMg$2K_+}A94e2J?^aJkO2Br0#HE- z>r44<#z3|~J8I2N>|N{-=0-%zerwk;8GhnwA`#GSt8X55&?Lu|!4mK;jXK~^t0w>0 zf93uv!O9$#4E!w6K*Ds`9Smry-go$S+|+#Ae_%L=RNmZG57EMqBOaR;!MtMv(vJN< zz);|AUD*J{b*;rBm`L5D&bR4q=ORP6x^CZ={<-f+J!Hb<5oFp~RCy?KzH^X}&M})h z+=JlpMaUL=Uf+7SnS*}JU_aKw&2SA;e@)o7MSJbgUfqHAdO&+fUX6bZ34a42;qbMu zodPnBG8z3+G+AA2i?Y{U%LtoD4ka}MLblldz$>}TOH?3>zJTr=G`D3rq5XeLY1`&? z*$fvX?jprkXum_6`TMJW1bxeOl59obZ9alHZwOglQ8%c1UEA_H?QZWSz00abt_yhz53E0>S zp-5-Q-*y5vV+g_>3WrJl2SW(~0U>W~${^$|Q44<#13dI_1^|TsKv7Acn52LJKu|zH z;%_1xAqh|hc|vUgT6}VtsVJ0NfO`TG~Z0pzumKDmpzePG25>v17YG3X+!~yrUo-_9T~81CWz4+M)CkaFxy{5kh44d)*s{vf;xk2ZV7+CQwIT574!h0+Y0~G=MF|dU6Jm5?oj7n zHS+%ob9>AxFk2F#xFx1~GJ1ET7?pGPM9?2@nyG5EK&?1wh;Y5O1&p|E~=UeOw{GLEta*Z4Le?SGa#G z!0xsTh(FX0a{D1bxr00*03^Z#;*a`I;GZi3AP`^+1tS4A5PK+$;NQ`2%@Di4*0=pf zK)nGL0=M!50t9|N|N67KRhTUt=Irxt`tKI=n`x>V7;1C>DfwTZq9WWIfZ`Pt2Ji|> zhzbCJ!Xm-|F)=}a|33rif}npA`44|*4VWDqAn{kew+Hoi&Ypin!0~57I065Rr47H8 zE(E~wZ>3ubhzNjhU%>yf-haFN|789v%KxhL|ISF&!`b;a&hZ!F|G_~nP-mY%j9ck? zAaBP&3w}Ecu>Yo-K>nItEr>1D!{xtG4J7Dx928*o&i^_{sJklE8)B;qMS_1F{!+|e zcB5aj<_v{Fbm8vMU$+Z@7bqa`U)b${ft_w|5cgYI{)Qm8^YhOwRbXJa?XN)-6cGi0 z5D1VD!EKvwS0Vru@OC0?A>O}*4B+R3!I8HvfZOu?0d{Z%!LObQ3jp|S5Fjwb8DfW2 zgxcHxf`21|e*sPq8#SVj2rtVg zc;k)YEQ8A?*$QlOrf6Akkh~0dT;vDdcP5WdK9c8sxM6zul$*eRH(sa&Wxgz!a6aX` zP-!UW{+8}OojEN7<}rWy`|$@T#m%&bG&86dC5uIq%n5d`H)?VgCx*dDCy#7)5o#SG zT>$X=hy`D@;-F&ct|D9@WrX;>F&yteO)9wPyI0=Mz2izHE!#)9^q3J3EX@p2te%y` zE`xwJ92F6JDWr6%Y9025qGB6o=O$BV)x$fQ3Ktm&Pd1&f%7vBjhfpTiA zPXtJ%oEsmtNZW5QYyx+6UVY55_f3jw!YgD&+T=>dbegY`&Sz?`f`OS8 z`Dd8m^q1@!RO5RoKRd|_eO?9E^>Hp*duSAqDWs0$+QWZ$*>I0xY3qrsY?rj0nz}XB zg49v3ZOWeP(psg%jCm%1o>I_Z<*}EIXx8E300#@)jgi~MD$io8 zpr6b3ED{wSr+v6OA&wfbNaw$^uA)C8_3luAD_(ypg@mPFl%wxu!=rn0O3Wj&QuYp< z9aBVVpq6j=5-`1&Obc(NL*!{T4kB_mD43)_p-07M-Sgv);Pju;?H`V$6nyZq&XzIF z%>{h9#JZ|M;!xkb*|V;C0@1kOjWTG!V#u8%3S)w;eSPnTDgiS^+4*?J3ky_VbnjSs z>O_Ca9WKP0lYfXF(q`4zuVzQLl$iG#yyywnt;Tds{Be!_#(KLQTD6PCu_idIjZKH{ zYgbbEy(UhfZRn|m+|$7Gp&S47z>i|upE>(@k;k0Hk1JF(I3CX@Ygyb`0!*~O-Z8X$ zVbQVEd2iTvVGET%PlzB@nij0?H2VSmqSSv^Jb+!&SIJm~ac;MMMRV>s468ESw>MO@ zpL=ZgCQOI2*rbv$oU}ve(SrTg2B^ou=Ik?w?7fq7?UwMQnbb4#%2K9Nw->-!1HR$u zLhi&ifp^h?(krKBR?Y7{bE~IaaLrHmOY#SavTB$vWZF%P9n9`L(7#4iF$)HMo^OBK zWZ%(7h%yY;CECR2I~6|(rTz4Bd=+o2_L@46=IzV7BP%=XZ{?%tfc;b}LQN==1Fc63 zNkLCeE}qQws(}^^I~6c((1&711k7J3qSlHFh;66W+i?URo}^W;$zA}&^grT7k3Omt zi(A3Um`O~+8=s}=G9;CHSG&1e#ch8foTT`J3ynUt6VFXJKuRpXK^Y)|8EztnVQ|{| zU`8nQ#rWc(h35L+dBw@WV|G;Br7oxO`^JC*MV>66fVmZe;YIwEk{~5SN=E*p*dpv_ zjVOU1UEc8&<2;WFS#W;S&k*jRR<@cSPe>GrN8gBXa1usbgnLsx63tAxbnAca(YrdJ za9)t4sm3oIw07H@^!WzO`|(7lr~^xEi}H)sBj!$#S`PPZT07|>6#=|fb+1M99a;Ov zvfdGOoDyn1Ad_~i1oOI-IHCNfrA*1750wwLc@sI5Lj?q09lSWOb5df!rL+jnt4^Eu zri)u(m+_A1G6_`w{*n+HK;VB)QWir_byevVc^)5M)Sy$`9%Q^-9Tg7EntT|cxlH@< zCtGqV9cs#FAp=7djqZ{~lAwAPXfc1?^DXC&1u<;eJsgs|V#TYx&X@K*BO8o-@FY#C z?|$xTj)s-;Y({@YIeTGZ*wfK(C(3G(1~|QX_a}l}(eIT{g>~YJO5cBcJ*y4CJz!DZ z>a?HA1yU|k!zZ!$xy64}2d~J^o8`2JVB9s$=C1xQwq09wG7;Vp-O(j!M^j-+rqwmS zOHvTRL0%Ss#0l_@>)kv8zu+#nRtG;_^Q2_S<{raj-mqUyz+`YHrIliH+8k{mW(|pZ z?zzi?AM%>*v)0RQEQNn$(dh_nRABf!wl}F(@wCbp_101wvKl*W4I4%M>-Npe*#$}l z(9PMN47lCcfIUr&Gp&atTqxfsjlt+(p>XEF5|oEc-6e&+%l>RR+O9%=B`ec&_Df~V zwfR+zBcZlpy;W!l-F+4`3aNWrGiHC6Ruu`>`OHw@A?mWe z&OEFZcE|4rT4k8A0gq>m=zQN7z5$TSeZN&U$~oEbi7$JchJi|*U(+U?Sc;wsF;T9< z>*cxhjb?ZfrbVOHr0=l`cMIcL$9XIFAM~QbB~_-8pBYhFVWO;(k?9fD&#k<^F6JI* zDJhiarm{O)707>FTs#tv!aicyS5fGZDXtrp9M;mA1ocmF8=DSVtd`pFEHJo$=D1p7 zXp=`oCDP4fYORKfTic>S{c5Zkhd#(rQpX}a4^=k{y=F%df}H(h3{26C)BJ0^tC%{T zbt0I3WL@$;fiGi2Bmh=#SjTSAXU5;1|3LQ+h(MuzW5$0UF7h3eHb*;#C-5O{1{Cey z+&$21UJl3|>MpEho2b-}^0OpTgg)ZZW;+PjVIZkMJ(+l5GnZ?JkfvWlV1(Si2eQ*o zdN$Dev;Gr73{F9Arv!k2kd-Onb;}WA%-Lioh`Q~Ki2xn;l~hpeMQ($fdb~ExE7bD9 z-Ug<_y}W;Zjr4g|XK3TMO`nEmG;?_OZx9qq(v3*EtQe>%I;baq?*k={V4n0_ZRyYiwXluK8Fjaq?O4h0u%qCAen-Qy~sT&0DQ$gw9 zJ-r+AmQFHNjnZuO=ql{ZceMs|-#xTwl!-Z-0nmS9t+yH9l;s6knBk`(s-~ZkwwO=HM>@BL2*qnTFJF zS{k&Q@bOfV%M+#uja@U7c1B%(9PzHM#kS;qfv=$oQ$iINSdOq(-T-tU?lhF z;V*w=NvSiLA9J>8BPz}#x6`K+&lwV@Gmev^GSsq^GJ4Xru9+U#w@c_~1)mGIXDIAN z;Ou{x;41bz>uhtxe{P>b6fBho<>v6QTc+4|Fjqz+LOZYxZb^G1aKN&+(Mse|lw-^D z)Lr+}3p-Bxefh``3^koczQ?HqL2DatTkwAk3LhV&98VeUmB$kOG&POv(P)#|F|wOOYekc+Yxc@^)_|L>MPWXVw&!Y7(Gz8{i=@DHbdL? zQ`7KUxk|B+qFP12^vmtEZ*p`U^|C<;!wEqQ2&UCph;Uv>5rwp4k6ou8=O-JQLB`+77;4TJUG`OM_U zx~}eK^6jeUGFE0{@N>)4j1fg2uop>&FLe${|Bxeq z6w=i6@uT{TTvFc_c_V(RQ7T>lrR&yvl@R(nn`@<1e3edt0~*h&m%+mJ($ib5G;5y~ zx8Izb?^t$XC{i(2go`+YgouK4ORg2_9O#)eGsm`eaHQdDQ#CVg)92 zK7%OYK|9$v_}dfBqW%C|K%~C{(RBWWubnA9eH1$C)ewc1;z+E4qfu5;Nyq(lf<`gI zlDDEwcj(R5-i|%i_hdjcZpmRc(rBMe8&7DA&-ntIO1&TF=qhZDPTed8RBoJq+J;Md16=e9>g*VM+|>@XMs3D8 zxAn~gS9)cueFSZzWw2g{j?%Rn-AO&fDuC?m%wB$PK@*RV=aS}lOhp`EIJ#CTjaF>a@e0G?}>bkh+2dLY%!$5qX0bl5%|bGuyD` ztZ;De+mp!fZpX*5yc^@}7O-NN50#F2k)+Pr^`x9pLP~jHSyG3PuaqhRv{FurRpy_> z|AaV;cX>=Xj~!mmOs}(lrpF#TRHr$5BA-F@a+Z(T$b0O2z#WLbql}TvXo<4hM%|;* zrQ`>>9uiv@SR-y(qsr2fOMs@DSh5vOn|3~-w!@piF!0(nHrpp}tBRRuDXi+Mu3k){ z1Df`A&|Y(fzE4CR@n`c-l2h?L&QB9MP96uJ!)AO*NtlQE5tl}PaithjrTfC1eGWRW zlC^NPY1meDKhrpW-uO&0Qzu@PKK?SdgUO*;)=UT#5t?)KjPyNnh?$_D+LG9Ml~NtE zk$z8Xn!@~8$?OCNeLcP*sO7y**K)Ze5A&g)58NwN-_YO-~jsumh<=NAV@*$VwdqsyD8ElO>-g zdBja(*LTvJPj*yWKB(peXFPk$t5>XI(l(~7Qtvx1;-1UOXNaQ=B-IxPTZpNwlf1aU z;Ljb3;M%HxGD!){%{svjTC6s*>CCpYQhDL&j_cPWr|AT*FHX>@E}p!G4yeXQ$9SiX zaEM3y0$0wdY(sl~ihJSW^X1$6jal)>_MOO6jnHD3q4Z-u@&Rjay6@bx6d}(9-OMGi99Qc~w~!`UwC%Nz z%BA|nYx+wSvWeVxAGlpw!rflHNicTA)&sCXtA(6`lhN+Oj(;4}vQzfR#Hp}y^$?gC z8xysE=W8tM>WS~r1|6+lVaiS}2SSOaglTPD@Vm*1U7#0%>(7Te#`$!u>rDhk#@Pjb zL82Xs2&C=6-v!+>wuR>Lqob*RBo2N$Cd8(dU zJFT$AW@vcWfG%N{*ZQ9#J!oy|7O{y(B$4xfa<6K4%}NateqI#to0vLN>ue>GR9khS zUN|NZysfiKPmOvK?dq4ZzAa;}lQqEcjl2BHdPg0f;Ef1z!1L^J#z-++2fTL}ozoRo z#-D+WQ?_6Y;KZe%_-qteWZg%`UQXA#>(f2HB&3 z1kJM8C6gHtiE5ctb%3(4;~6;0`<;DDS(Vh@M#h=$-GvVQ z2ENyjuT-M+qrFno#{^>mBwrpRnyH_E^AFH7Rxn@3T=#pZe%LKv?MDA`r#{evX{3*n zP$T|>Vj?ew!ULNGl%o4vzAfzeMU%*$Zj^e?qK{wzY1`C(S=EQGdA{j$*QAc-8}yS8 z{Lgy3GXxo+Pk4b!he}<$J*q0Po&)})P5q$2r*ZqQL7`iVn3A6yJI&7Zbf^aL>rc;H0|QYuF3vYlhZAh9c>-6 z{p;cpm@Iexu83ai95xyaZIdH^s@z9~e}`3mJYXS@3{D<#@rW7&qHqtmod1KiB{Q-y zHZKaP1v+&eCPXs@-|+6sb%E)e$VpaoMKjw1#jTlcJ_tkf(AaX{y*@8kvz{Gm9q2Qb z<1^6PJv?Y;iljh$v5``%3VtqaAF=&#>PwX|E#fS3e8S4%^wY``a>-qPSLhUOU3PUx zv}jQ%5uJCvyq);0fk~i!b|`XDOt?++TI*Z-G98dhmMd6Utw|(Eoz!&VLBIR!r?g)0 zxDLvx-*}E46G)&W1b~h3gU~M zq6N0T&tB(f?j0i4_H9ITFLS(j_;T74S?ybKD#GKg$5bWf-tJ?69tdAadQd1DpUQ*i zb=Fe_OMIWhn7atAU0dx9y+C1V^J3R23o^tuTfW=wlVip0#c5{p74gmfm;x~E5kZ)C{OoIGX6 zVr46asA0k~)U1AgFC4A{&KFaKzw6^Xk*S$je~-^tO!!Pkg#3GCji+qQCA0)CI=y8o zOtw)fcQCI)uRGw>QPGja;Ej_SfJGbTcDC(QgP-0zrdi65H5j<9J2jM{ErIm1pL;YX zq@EE_IQkr~mCH4r)R@xGVr%64IE*|>W1e5p`<$icbfS%aK?p6+;*dGCcu@$!A0*H0 zD1Y}s#SEOZ2jo2FTaOf|i7GnN6LkGpLDkA*TI734n%UErP&H*TO1c1>%TeW9bnTt2 zD{ZlFraj%o=ciuI_iec_&@K5Oi66Q{E*;o4+{=R+=kF5_7;JH>v0sj4ncpb!29T$d1(gJKONM&U#TS&f&9S}_!KWQMncuM;DP^=m&g5x*Z5?J5g&0bMlC@R znzShs)ivwacvIKv!P8_$bP1=z#h)t+KMa+jIf8xn_0XfYtGxcT z*O5VgBYFkgL!&llV(q2bb!HeId*%%T7#&%{I3!~|(ZNPcONg9tzo+V5>}P{dsR!~C zIs!ZsKPh_kZBF1RMsU3xM)_yfJA6|taP4~Rz_~t88p3qWi?x?nOO5G$K^fWTYjYmm zo-O9QIJ>H6r9-fqj%9;NyZOoDx%%=$_x0m{@S9FZ2e8ogl~^sqN$KX-ub90wM~uni z+T>PqBN`7iV9^~Z?it~CGbaL{N|14x&8#5AeXGkj!wjS&UcYqlm?$6YVo~dP{R9`g zpi+f?lOz=I8Mz>9Ab&(ih|sPy33~elUB+g}M)ZFGjABBD3T19&b98cLVQmU!Ze(w> zy@&2i5Hv6fFHB`_XLM*XAUH5JG?Os+6a+aiI5n4X4gx5DjkE<+l-(LOOh^dQA}vEn z$I#u~T~Y%K%?vO@cXy|Br_urn(jX;WA|Rd84I&@Hq+80f4-MKt4eZ4ge(C+0#E_LZNQF?J6eDo z09sHBTQJ=7ze+F&+rZ&Yg6!<>?(S?LM;IH_#afhqkp$_|1hM=b z2y%dbK_Bx$ZXjC+kojZ4pUy!5SqTjQ=yAZm$Aek8*gC;sY%p7g-y^dBF7tTGG7w8C zsG}no0*7Jz?oZm*1#Izn?4Im@-K;$X>JIV#8(7&wEUkVIVd?6`t^=`kb_FX){~hvZ z!uXHP8Vm>UaPaeS@pA#d&H%87g$?`f^4gw%PT)UI;BWKe1is!*P$z)Z;}Bq9TPyJ6 zABHy!et`eaT>q2u|3~rPRsL@*|KEmWT^$_$xEcQV|37Y!qpgGI-vN)Tb%j4FKn41! z1IYh|>Vf}KtqR!E*46QUy$W#9qY@;4Al8p;W(9Jyad7`-w}r{tdVnp}ZQ&L+e{tq7 zyUuT|IoLwL>QI>N@5kjai-Y5Te2)UNuz!3&V2{N7%LRfxstx|<8h>N(qn`e|4;hFB z)bh9RIC*#hAQu;qC&uH|KO!E0H}FxRmSB%R)CRD#L7?!*6u{%mz5pwz3&!t%Yv$tw zu*?58{XzWP0Cw$vqeu3#gB+Y}K>xM~2mshE{*8Ekqeo%>#}DKKu!G_Mz#Na|t^NTY z>)ZST@&MRv|FPX8g#82Z0@&ey;D1eQ;p*b@cqD&_`gk1w!hhZ!FxUfZf$?<~Y9SP2 zS0B=LT`NK6&bm1&jB=E5trj<+zRq2q zJM-RXpltNyzGS78-La-LPndnUM4V3cz9Ofd#c4q(&`XniDOl#xhoDXojobND%+k6~ ziw?(!zP@KZ+5Oe?a#=pb&^Fcf&f4;9;_|PQL)mN02p$!Mj&hb`;Y#JY%x8iuX6gSr`bz)@^aL899A+{ z1^X>L3AeniSl3vsnAI<~VFkSE<>ctPHqqpS>*42>_%9=8*GU9_U&+kT&q^?qh4U|z zd)KH&CHnO}n?}2M_wu;_B@A0cKG%}M+1q?goN^uCARrH6gvJHDk}QKBe@#ittjJidJB6;hgqEz zUIG{2xvm5CP{6`}Zo=h_IZEXWkt$f7LR_g8P1hn9qGo`ySv$<(txKV@GqD;r8K{e_`eVZvs5pC+<`w8?#QtM7-xY}58O06 z0&6o(l78uxDLc~93g+m)E>KM|d0FB_gchTrEaR#d3M$!l38p{YbfE~FbOU%c1!V&o zwupcaSv>l}%l(ya9g;aRmC1rbdY=wo;(c5`N_xJAA`D9UaHlSq)p%zvo{Qv2gFt^x zw0^c|HP#q^{f-*Ealu2ycxp>bkVdK~n0?IUPK&!taa)273s2qJ+S|sa^C=EE&z*Sx zW~P$v0V_)lm%8SMyRLgZhvJ)GIY#KF3$-$Bt7J`wR;MBTIO=#$cWH(+;Le@RuA&wk z%(O!md4dNs+%zLxn#?wSh@OaCJayIgYuublAr(!3!Ht)Wn|n)oUTkEA)|*szu@X;6 z3w)-=+~Ne%!FW%cFNc@iuG~i}p7|_p$GBm0Wvu=#Ul&%l%t<#7)N}K^aU( zDAV3LNp102!T7A7Tb7XI3d5>^UCLyUJUX3!vK+g2lOdveDw;&k5a)2lfsB^UxmO?- z;kh76&9v0XZpktO|F5P6^=bLdAEvK?LWQ~&gL;IwOvd^ZVs}_#SLoCTN`@^F!C?q? z;u`$)!Qkaq_?mv}`@o$R;l&r&^EV&&Q|-5Ky)Or0tcFN=1&+?np)S1&_>N1{&IoXS zb^%acnCkOrRBH>vqZiY%;a1fY(moF5d&&t0H(io;SJv-tLu<3je9dZ(gVwWaZD@%y zw`eotwdMO*@#%$otW9P0y#yUMu12ozI%wiw=a2|C`(cO}mCIaiTufD&e?~*WLEHaY zx#~``)EMV^R&Y-@{)Wois?slz!JSlp$5*94g!d;pfh6S{4y1*`gZ;kc+E<0pVU=1* z4jBY@1fsVd@^PlbbnIfyvpvxkJWmEaP8DyFC%!0*Yu^j`r3k&kGrCP=c&dWxwP>%! z5P^8p5~Wx)0W{IE+c4h&2lH|UQ83pCinW|!)eLaGde~q+mieTA%Kp0TzR0bAE6b}{ zT4(rAg*qDN;FZ1NBx3U!%b##O7|1_O20v#`0znD(zY)-Go8TA)V&TK z$0Ezny{#difF}1f&*t!^Evv{4h<)gTlW&5ngnynJ;N`u4kik_e7M5V8 zeNvx5Ke!arg{x-tqWq>^QbFp;Mv#B4k9!RNYJ*PJRA>HKv8H&PIGbdiZ~2pw7~aC* zz#z_{BJB{h^1feWK_ty5SjJmPx~iWgHeM-Ak8o-N&+g_iV;7dh%RAAACG$wA=YB{f znFeJOS?4dgN(Fz`OVYQ0k?)IotIT$=MyGAz;zte}crBHwpgBU^9Mw2PKdV1)Im%m2 zpJs9@8jX~AnW(wa>8d;DL35fd>ggE$aW?DK3hIT&N7THd=oFNM?3d^0p7~++H%;vi z)Akx zHa)ztkwx!qn)93HB%AKU(FjSx^S3zF_69Wx8K`!Nm7X)zF4nw^yU%Dzf%goVY@^L% zpBzvNQE@Pl4Pl@nz~vh5Fxnr89BTL#4R8{Ck`^d2K34H42}Fm)Qyk6UFP@w_W}_KQ zReT=Z)K%3cMJ5`O32> z0yg9zF+G&d#T2oIB<^9)B97$a(Ydk6o*(jcVrnRDj!|t^SR%BW1W*55cSbkniC}1$ zgRxyVw}YlV{w`x#^S zGg|$}MgTAzJrFbIs4Z3w^8~y^^Cf7X1)xCLZ90;F_-op{hPMlaxbNk?-W(EEZo7G? zQV(JFhJDrTdGI++c<6h4j5|d5&FaX}){0rf{QcF-TLM^IQ<)W8WK}mBB-0Ku&qNjxCyh+|e-k*z`VJqS=?#Yw;8-e!=ocNXX++@^75dKc5N#{AM$RC&zx! zb*zQCc(Bd43zRZ1X$Mw4l>aDQ@RsOD;3m29ie=2RNClPnhbaT>=mb9^vxHlUl_NlZ zS?4lP6d;3?p8V7X&X8H^2lVgb*VoNt(&MwK*R3iVGj`Z*;Sc@9c5HEJx7nBC*{O-X z8ppprGdt$VQVPsS&lC(-99M5V#fo)6DeQPbRk5&Xpw)0622n*W*$9f+T1%q=y3?}p zHY#{z;USNhQwEF(4oeTtPlQy6wC&M*J1b^jVN#vQ(E5o{C8$P?y8Ogbg&kh%kHNq}c;@;^SR5*Q(sB4s@Q-tE@SEV0C z^l-vY)pf}g+gsdu^{yydK+2V_+fOy1XP}8eV~5&{>eg!Ya;@Y89?W05Q=y%IWHJXp z^Qk2DgdMN)>(G>8A#6qp!;IM#tyH-R8O8hNF9w>T6c*KqBLfF!=VC?mFIz}$ASu(j0yqTA*Cq$Ox1 ze}zgvm?Zu+^x(^rBKMzvriTFPD)E(#2?FB@oP0&@{P4X=7cH5(FVC0}s#)ISbEJI{ zcw3q#t@lf|o;oaC>fwvH?c&z!>GY@K$OnG>fhnYy9&opW+)B160xO*cS}aTxk6v%b zU4#a+u(+sON}8QO!*81`Urz2d?tW?3=f4|UXnN9*6&VnLQw_*}p$mK&qBUS~z_HpY zS6H~kwlK9N^iAaIFlDcn{}Sf8-_b;WW@wBn;n6VUZaBMVM<(|^S52Wmj4!H`WrSxF zx^-Fcy`!#Mc+y_Hln$m~WM(Fz;E!G>%bF^`kF-ueZf^E=bsrKiam&wv-(GS;_f6wN ztcg?BSbwi;5X?A#r9q23i@kx2=xe-dhZNdw!x=YoG-}LqEyDokV<)qTYLcSkz$gdl z>XnqqHyqron(m9V9I1l$`15<+gp4@La$bhB}@zkHM>-gvJ1#PWA;0{MHjY-Irb9V!OT@oDQb|0_~zGRD-jeiSP z5I)0Y(tRhwFw9?gO~ZW6yy?leD+Uo8r<0ZlfR)I-Th0*T$|YR=#e;0ZWH*p4zkj0> z1w=!DyzFDoz^!#hYB1Ak%1W}X6ek0{rH4(D%e%FCJeAq%XMZ-X zoRRi6y`hhPf@s&!tw2`tqcXN!I=>rdRR;}-M;~K*>@)X5Nbb47wWaEyI9HaDfF3+I zKC@<4Tlosl|CmnjVB^JP7V&)1__RKB98g64N(&vMu zJPfrC!WGX@zhHDqzhX5es71`55~@p7>&wvOJ#9~a9y?FplZ1u|6(wZ=g45#Y@Yz6! z-0ZDgtgpRJolGs$8`iWwZ*XpYw+DSvkApILfqcV6{TH@FGVJA!=KZ8IcsfparlF!p z;>HpR?T)6CP04Sc9`zoQ*A!PO7S{$re?*x)8BB6)9t(R3jc$(?b~-`}RMZpyP(6Y` z*O$J3w3KU)0DbPN9k#JJ6&pZ?auH&?_^e8XeV{R_W%Ht%+YYiBq0s^F{WPy8`%{#L z7f)SB0+Cw(>t0sN$X&!DyQIlY7Xxy9OsY6Ggq9|15{KwWzH51Dr#OWJeZ8^Os%zGT zWp=|7;pJ-V>Bu5=UC92C^QUX(4A@UGOh|EmIsPZVn1LJVB)kmen3~h4UP)440q?S- z@79vyVm!;GWQKp8D1I-TANQ!5tjSb_U1d>~o$mZ(7^g^`&JbN&u!b35jq+2N31#7< zPQQDhiy+dn6mMf+ADWXKuZ^a7eW|a4&y>nPV)E5%-vaz57QcQXREDuqGxb>qRXXo~ zlRo#RlY-E-6H2nIX|6Q9PxSP>)Ud&J$K7BG1v3#23p(p@kK16YW1>V(25aB}?k|)r zjaNj3GXe;iW#abKAV`3TBLZ(SXl=SbKs!g*_hKMuG|UnIX4-?du?O zFmuHVW{=)VL4mfqiki+hXd^M2XrWB7z6^!9``)u)Mi{EL$PkW8A)eP*FqXrCS4bB2D=loumn0~9!gmgdoPF{|Qs6Q$oSfko9%i(H7m zohb~^c@pp6h(AH7fUs88mQ?qDu4!@CeeG_V_HG`XjV&=aeoai&qjqQ$QX*6F-8Lp~ z*9eb<318A95=m-y{0&XT2!r1wjYxkN=~yDxMRHHSzERo0tmlfxXcN!wk4n>fr&pRh z-H}>~vnGJd(T(Y5m-AHpjxESnN;9C~SGQLB99J!D>wHfKp zI5L3EQTz7MVWWl-wa|gGQv;G1@oO7MMyepwN!eCol(>diW@_+zbs1vm0If5ln&{h# zJ;2g@{zhI&ZAgt&1M%%y=$VR*hDLJUq=(8_`WtDtdE?!f*8I84+v>^Es#V2GrVrX{ zg*1!QXOlMH$U^5%Z1qfkc?gEyq>>VYl)h+}SCXF5&e4P;gnwW|**gRT_NO0X8X$vE z9Jd2{M3553tWNdTXnJ1|#P7oU?Ou5~get7)i<7{!0{gzVtTd(glLpo@-5wo&LZTNn zbLnQ+e@T&v`(Bsf02v0YL=Ke;>DDYk2tDaUp8?Z1cCX#$7qjGlW;pZ4fdw&N@Hnj8 z{hCle{M0>y{VJ6&@`jzTI-8_E^YRCVOtJ@)K^8vR)loU^{APFGQfcRE>{MZC{z2~9 zp?_uA5io`4VSqT>NR+U2>e8l`W(znWI}&S@YbNo|9__Q1m|ctfTH3rIv(_`|WAN|o<^v2k3G&Q>_L=ydho@| zUg`OJ{>59K@4l%Ht1$;bS}fv6g+^>$m-_k3O9Oj?yJJH55t&V2FqeI4o_eJVS&E75 z?7HYn;$#)}tGi}ma`vu}THaFjRpf83RreMZYQIPCHbPl{wWz5-D<7pQD^91yb0KI} zXRY>PEbg@K&5^6`)XWW>%RsEu=Iw#Ko7@w6zsckd#72 zw1L8uWBDFaK2qk;SAg5E(w=5o&Zp5dNw#6E!|AyhZk7(GD`64EOe{$U{Y7>y$N~1& z5erW=Cow>O!9Ful60GbfjFFDm8GAG$jD=ToR^2spqKJdYfO1>B%$Dqj4430vKl`~Q z=G0{C7W26Z;<>>2Yw#dietP>11KubR5$PJrZzyB_j_j!O6?4%9a~J>UH{Fu$w>tLY z0kuDd&ijwXqBA)M1T`?*<^ooxGxfZ!l_~KNWBRv$mX)85=T`Z;N_|Va=JBOgIz8w! z$Kw;4>QV|UHSs(+JgA$D-hYp=aF%aoDWpm-i>YwN-o+Z}|BOEFqpWGjc@`h{+3?#o zoObN*DO&H6bRE$XSxZ#tbKKXUYm*2C-(#!*qa5htOg|+kwTgi-$+EpxrVIBRnpMKLQaryU|Y=w zQpMn`-&xd2vs_(NrC(9OROyFF-=;YFevTYr0F#|r%jK{Wr z&f#^MV4602rLaosQ`zQ0%JxFmvNYx!g*3dAgzC6uLXyr84xaVe6<>M!>TWx@lgQ%u z7MhCRZUtgU@Xox=6i$r~x_0d_i}f>1c?@@<*IwGa^aDQ)y27WZV*-Q|ftuF`i6qA0eQhv?dWaJ-3b zJE%Y0ZKSL$MsbuV6tG81l$FbrGRh=WVL=xaNSsyvX5D(d|!5yVh8veVZ zoY3}^4uP7Cpg@AM*Nc*f8mS9^kaj(&wB4Sw{&icAT%Ae?&W9?e3+kSTru~}jNP}N8 zE#rczUJ5gq$56M!W9k%=XAYNnnr%=x ztShrzRU1JEPT!IY_574gzV%*k4)LJVQ?BVk%R4tBt?%*&BLhK6frrk1aCv3KfSPPS z3)s>|JoZzLi(BeOZ&-AH;6TqWxiAfa`XzN9Pc5^QF~_qsqh~RsXJ>(ksDNA9Nxqg9 zA?*f_x)ianwYsof(HTnSAXAc&lveyZ4GHT|{qW67x^=5sA2jx=R?H?3Z8c$3-Vb*Y zqt!K-EzP>Y=ZAYA#Zc<$B%xNn^qQ)#yIB27aK-9eR{cOX}tj;n} z;KM_Tkwbe7Wy;QB%&*jrWyWod{4c?_7rqH86X$6O2u@vpA_zK=LOMsIqUHT^qp5%h z^txgo4{U3PFaqlwY1E*$dmC?DJVW6%AFjmA$!Op&;(9r7WA%)y>aFOHgb&bFSM%T# zMoF;_^8~+8I@;_=2ksRI%2v21){U`pf8i}CoK_h{N$%8Lp`{ZHcO{ZeV|=Y47Rmd< zYfVSb{D~-kiW^_|lQ4WC*4c~j{FiN!JyUIOkM-(Ckngea#?!`a$FO{~{TZ8Xupn}R z1wJKL5qMhFw4LO1v8H}6p}nADG>YQRPb=FBd^w-z&&VJmKn!XHpc2j+H^JY?D{?wDz5fA72gklnJ+p zyV=X{_S^6vso3Wfx5rU7csc!|ycuUQbv>gUc$`ejY?$mxB{%e~0<||e14covVX7q?=aF}Oo1!3F9`NLBRFVKIv8g2=;quBx z?cP|bzp_~qXFd&7i5!i^{@wPp+-Qx|hlsA<@jQ6nAuoMi;ipVWtL}+nj*R?LaDh^P ziv__)(@%B0BK6PvsGbQ2zM!(GkxDqV#WH=x7-@JBHV(DLbDylcb9(uM zqIjVpUCqX;z`~Whye(4xT%dr-DlYStgI{$@UqZ5_yWB{g7e?ErmpQr=~Ow{no^ zOEA+C@*T}1weyyf-!R%tUIhD7RdY^4b{XnK-bNgT(+#iv2I)gZotD+9ypQZ^MEh~h zS7QY>tGBPIvkR5j`-rE=ydo=jaGcyV=Ol59o zbZ9alIXO3zFZdM&F)=VWHj@E}D}Nl=5-yCpyEC|Ja6)i*4Z&@IK?WP#AwY14;1(cQ z(BK-}Ex5Y`2*I64cK7b?z5ieJUQHEqzW%!Vw4N#GsMIvs#4Q}mfHDqX2pbnWrw~9= zSwjH8$@z+%lam{Tj!p{%u><}oMWNFHI=g@zz(W7xC7pq$kQbShDda^>*?$2HP;j*a zaJ>R>@dmTL-aeJUM$lMeRP&S2F1MOdKG&i*aXgZjKfDq6Ba>4l88Uk??;^1(1 zcV{=XcVTyMwtBffWJxu;9}?c+udK*za4?V ze;AvZn>*M$nu0w+U@L$n$PNfll~H1cctBVIreKTTil%lh4lnkmZhxjAJ5#e4g+Br} z1;~i21597?`zt#ab7znv#D(1jWcNEmj^A!xiYyJbkaV!O2ZA9kD8J*A0yzWCU#jlO z@kd*2!4B?V??2C$Ah3ny?-VRt9XYhYASYL#ywqPBFCvtGWL7{3fR~e#lV6Yv0CWNX zJK400O#+|-zUSD*|Kl|+j;(@{zr2; zzsXfTf^Dq8oUR@zCv#;#%vH{@#RecNmb6u5z79dyq|7GPN zrY}1n4z{xUyMKrv7a5QT&_WFaF}MD6RQ{A}|6VXV5E!WD-~#&npa9soI641^d)X>; z+m}bfOz zAjl8k_!klcaG3v%ekaCZ@h`{)-~j#$zBse|2mVH&f3X4p4!eIK*NZFg-;n3!o|jkk zU-XN$<3IF^vg6Cs2DSrQLjI9*{U!Z#GXEC8dJ)^Xy8O!-4}in@Uyv8T@o)B}JpWj~ zG>8M@?tkzv`lTSQ|AH@Rxczh23-SUw|Ed084K;Uleu)h7$HKjI`#<=Pw-X5T0GgvL z%sQA0zqhG*-+EIePU_CKGbS=kxAXQR6Px#fbDQfO24XT(WoFQt^Obn=;5V%0EosI} zu|>*9?;lNdh+)l%>Mi#^561BtlRGUa^AiMppSuVl8 zm?{B*C+l=sVa-GSjK9gug;g~H^sH*fUxQ)Xb8aR%%^ig)aoh zqmH#x-c2FmRnI%9?4zMFLxeMwdy(a1zkkwt$~64FEV)f*J7GCwp%F%pcr^~S!TY3V zr8LsB{?Ta78+is7vsKcTf;m6`R8j;VwGLRvWC9g)Rs6;;72>1CmzUKNRXTlJ-PBB4 z*6~H-Mv~Z=9xy3Hj2c^>$*i3&Oe}J1k-}T{P~VsdMfcvwWwud=jnJt?w+IU`n17uw zBFQ4)M(cGacP5(kTdboSfsSY^8c&-q;y@&(Siq|!m)wS))s0{oCOaWtis#B#+qx+6 z@aW{qZa1)>>10(-+vj=-S*MEHIQ&c|!mp__j$jqwvEo#@UkNP6fe-*uY=-i(LFU_S zmi*h_1Byn@xaUSm;ui~iwE!4Tdw+fCCEa4@$n+lgc;p0YwKxLSDDUwXysb>@c*)k3 z0{Um%8T{ZxRGTi8h|H~S)HbUR-QoqSWrj1n?(pfbf=X|&-vfOfKd7d1Oq-nqR}zP{ z&)**&>L8Z|Dxz;D7&SHagbI8QYkAG2T+ta46}t5r3C4a6F8Z_Z$X-f3S$_g%g|Dgw zm!Y2K7~UR*y;`v4C{NY*W+w8FzRKYlYDI(lR@@Ucc3f7`BbzdpV+ZLNKUeb|(NlGx z8hp>9yz7f!>to}S@q!do-<7@@o#BPW(T%{-YbOh!J-S-u;!XI;554Z!M1;7nmkk9& zRhe}JiHwPaLknm;PS7z+*|j*wXaO!ko4e(BR9$%D63d8YC=bB0>VVUGr=7-iwd`j zDdUb5980LImCLs4UdBp+Fb^HjVZmtVYF`#KTfb@QE=j@b+y1zUihs50*FS+|c6FcQ zR%;s(i^iW04Nh8eM>J*+|Kh*C3a1J1IM#;R?{2eij%m9zu_-hkw5_9c6>3D#D8*X{ zi2zCOX*XlF%;b$><-9&>-K?KsH+n~3{c$OjEY4w-RM6$kC-mFl?w0oW<{gwu0h@L& zV)^N%1Ibi6hnDGwvVWL#Rj>f*nT8cjim+5`$}nm61QvHZqXJ9t@VU>zWEYZbW@7RF z%yH%qymec_#hTe*ymO#uJ_+{YXO00u7FIU1SME)MZ{u$GVSKaZ4wnEJ*vCJ-W;P0% z$QlcuMyE?iv^^iS9Pc_IbN7ug;lGR@lDT<4@0s#VxqMCt+kYdVLinzl0iYQH%|+3! z)*7sfpF29!#<}w*eKx=xcC`DD`{5m!%k`6^h5pI#v7K!fJe8fs(YD)JKqOC;u}26_ z>%K7sEeV2-{?B`aL^-|3>}$o!duIdp%e>YEe^LK`X}7zDJV;E9i9+)S1u zO!X*_CSEGXB!@VZQRa9kHMd8GPx-kHQWyre7*9?v?th^};|Wf%50;8eH&CRLM)q?! z+(7qb%hQtT=P$owl?#o)DQxeRUwp%zzJSK`Bln@X@Emy>D^vDqN z0_Gjz&ws-}(M7YJwSFi&o$@E2>oIJxPd$@t*!g5OKg2CJ1;4iIJeXbN)gt2vz-Zks zS=87N@lYM;v^Ia-2G(3UN9ehI*JB0h6itP~iE^Uo!K@s=?Unt6aO?KGWLJmlcW~0T z@S#ed*I6md*9l4M)Xm;Ta(1W8Ot}X~$SQl|xPPlV>caj_JWqJqX} z($oH$jc1gNb@*2%s%41GmB-sVjOezqwy)8SE{(cW(R@y9vG0{J8BTB?^Lk?!*QmMr z`&iGLT|5TA%4-&+!e#Vi-r(pwQyU%I@bA3Jlpb=^K}btugv-}5I#Il0%eNJc`Zf47 zeSbQEeM8v7n`vgl5lOFKNyEGVJb&wJoQBWnsRg6DX(5tDtHaBbxQAWH+{FIy zea*%$&%CZu2ffkWn{LEUubm{?G$UD%nXrAiWRs<)FK z8FD29tXTiL1>6nTj=a(Pky^1w>VG01`nfk9d6oyVr1dTqlTa}IS=X1x8mNwD*JaEv zmV~WGrrlH0&QU0C-po9K3soZCWxzu&tTOFghd{~me4O_H$9q}6-KkXBwID*J!^@7^ zp5^Ndt+;VdPEhC+w5^#2%gms0Cz6d3Ak;nxk%2b$4OG=(BRU}tSipKrmw$;D`L!8C zF3hZ#(-QrDwJSFQOV%L@c#R?*GbhC=PJ09xKmYjs_V5_mpe zmxU;ED`m#R8%Q|lOjzv+%4$K`M_9X>>zgiIP^rpq?9NA5cH;`}^fqU52oR2pAqrV# z_)h(4U5E-7*?CE}t^*RDHGecLrBx+daz{$0Kg@=dVgN}y;c4l=f-iUaP~VzSRv9v> zM`O>~Sb`B_haIg0v34L8X~JU$am!Ix0z!wZ-XCgeL>^%kFr|aJ_1}JxYW9}u zW#Azhyj~lFdav$-PCxs(d7yK;p;?2-{FN>JbnAjbZY~;+{TTYW{(Pr?;()c!m?3#4 zF7Ni*2#TOW{XldR#ecx%%~4Rb9LR9t>Mt(j;q@ zC@+^1Wr!$^ep`ic9`E4atCRKIuoKYABg7bnG;FY?_30fYqRZ=!+T6zVlx~$K(RCE% zoB_0B^aF;fA>(?sbS-)~dr1Q~#|`qEQr`N?G~-!fd35Y&c7IoKm0`kfu{>WUAz}~v zg|6xOyC(0}z7q_z42eH)1e}8ldYm@OJ7d4dj{N+@Kh9ciUjwrxU3}QcC-^3L`r$Lb zTqucn>I_jEaPp$Udu!rLZnUV*^sq_+tE1YLR^qDNSPrVCRkpDFQ`=fsvS>ba+LFZd z?6j2UL=BqKk$(VeK$E}n8x-jk)?Oa-qS-E=0~8Y9c#IDi@H--RdsTS#qaOHXiYMF; zCoruM_eMJ>MsKg-w8eG!zj&zo0r6>0q!mUiIe4KpxQo$jGFJOB>b`@;U}P}Ar_0mh zTlh35v%EZLW=5fd%_^T6voryVw%C{HyYqOj=ZGWT2cwq{V{ z&c*hn`*k3~&*I{KB6W$Y%Ib;L^!L@tR9MK#btlrwbf z>j4nq*E{nK#_7+jJIFRPPbvCAHEZKn8ZGKekB4QZ`{`q&(;P@T@)aR0u1CE6<5=wN zy&m68k@N+BeyxAx4vUat{P)A~#OjUP6+amZI2Ef>E+pBp=3Tlg*aWE2xxmj!Uyqi? zSGRkYg1J05YYA6(5X$gAj0C#3N!r05@0ONVXOB2>$#kh(=5oQU_qIeP3mPQ6*kJ(MoQ4b+D^I@Tx9|(#Wn1LGBJ8YQI>=f2`pM|5X5tIuZ`sT~cD`PRouX;W1 z7%5LdokS7tsEzoyDkF`qo5}O&R}@+&mq>9UpP_%7`HTQMX&;|H(bgbDo$8Y%SjKIS z9nT)6+==PC%-TZvU-Q^1w491@e9=@b9S6TtFrc;{AlW(b^5)8`g(r))OMf!@k7s~N;YXUy_g9!)|6&?l;9<>VED2wRYGwYe;~ozC4KXwUfohbiq6KlPj$By1He2uD)Ov zvC{2e6W^jKFpF(Z6Y|ltVg~vI%Y#d^3k%~tv~)%C02fQBa^kUH72OVlLs{$yyLW$| zMgltX6rEHBG3!`uyY}HW&VpKBR~TuL4MLKP&`9k{oFxeyvcBz4ZC;pqWH+y z%KXI_)8!Q+8DhQJ#O-Qmt%ZNu(^P+`H&XCYT3B$BxV~a3rJR*C4=laZo5q-o{O-fm zA<<(fyo*`Ck&CYNfugE;(ziWwC9w7I+?)9#E~lOfQPpUW_W)hEsFQE4?|YB@aC}sn zJzJlL*g4Gf(on3+lzs;{RBJeLlnPm_l^$<_fj14SBEvOHXRf-w|TosD8B+rT( z`Rq?k&Uhh{z}P!ngIH3k`i_69>(-}>R%G?yXMAE+yYdeoc6!V{$*T@j;!dnE&D#QP zY&pgGN$h@N@q2U3zDJ!POHM=tXD+L~p6%|k%dfbIq}JTOGUAR_bPsd;ek(34zdE%b zQvbf21O_Pk*>|pI2|0M-$aG36Wt<*IG(LEk4T7e;{g}y)Q1LMz&}DyT>4Sc}nYJN8 zn+3&W2%m`qx8G5rUt7_(FT(p~+hC}$I&=V9BLA5ze2trDkou<#&8Jnx%nGGvX=aH7 z`x3Hcchvk9bJoEsYu23CG?pzMbWbc4Yf8L4xyhdQ2OSzvNYOMgsppz5jWHoC6Nnc! zrF3n50~@pVbNk)SPCI`&3RPKw9dR{5RhV6Y+ZaRF#5;)Ba!09O0!@|?ur+;>FBwen zsrdD;X7%U;*d^Q)1%r9K{YEPpq>~8kwy%oTR&FH((fF*sMSwLi>3xq!WRx;^ow$Mm%^iC2AUu36s5(= zhv*0qdOxXCe@EP2JwK+?kvcC4FOQ6A&cF|y+HLYYrurbvNlZ}DlD0E>Db{7+=RNVJ0+V!tUW zkA!DEsFL4Dr2{V>R^YP(rUT=DbnA#(J81BFz876dbIa{%)O!+Rs5@clwD|Hd?0w5e|;ZeY$@UfgP(tJ&j$wbokNL@s6cb zv2Q6OFg8M_yB8AT)x*)?rC}T3e{1N)nr+uD`05*d9jZ|bS{YvSv*&#eePg)+N?ur< z8%u$k?jdgT4_8U5frE+RM7jE+0%t;JWl)EerY2gRCBTpr;g zMXY-VT$X=>AM|B|+6_JEDMypB{cUqTHuFk9d}cs<@QRVKPrXYstO!3{w%6+R9uKlk zWAV<)^BdA(A* z@-)mfU{ZVGDKC~D5kqBp+MpDAQ7p|@Fo*p*c#MB#Wy?J?H=V;cu#iPp_jzp0JvbBR0jY)a^- z;ewg8sz)<{c_03RZvXv5W87q%9%%8i{;%9FZ^VwB=WS!?X~8?+$HGX#6$>3E_jr-x ztrmZZQYw}qxs;XL{(PK$0X#G<^n8hzwLF4rUq+^%E=SjKwsd8`sA@lJR_X)`mSi)e z)5}EBoNAA6i0MRKv~@Yd-2zpZRw2ddL%OA-BUl&N9Z=rnW*gC$yWm>#tm(e>q>+Xt zN+044Nd{H3N276tb6iK-(uT)Pp%2`V*uH-bE(8Vm&Ih4`z(>>_g2J9xhk+lOvuLzn zL~_;!XHTk1wz^F6szxQg6yDW?6fF4OZRBivws#r^TyD!f+r`&PYo2`{fI_||_WQ|? z5y0>%Am+AI+U$c=p@i$4I(GD?Jqe|N(3iVn6@6CHYVbg$mv8X0RccyUcVA!vU% z114EBU9?-{c^IiyWe1nXEjbxlfY#G=G2nyBm3D`0s7TkZf&w zcd2z5Gd}^!(^Q6^KfbcR6X=rU)jNiL<$Ih@qThsGMl=i8C$~zL88xq@N&}~kv1yJZ z)JK>sCR6w@bI9cUDi?Q-I?WTfp}v0<7gfx^F&&ClwU?s|;I7SdQ5%bPKP>7A)A?pR zTg{w(~j_H{&lC7N>u&K66dq z-6_rCJVdO?86E;8j%Wf{F%c^o`%!64`(9HOvh}ai8xRtYJ9I7Yd)L)Wj!%BL2)w9N-Hyq#6uRPiF%{26s~FJeBQUoMYM z4_ueYE<~P6z)Frf;RrZK6~2F#p@TVoZ-)3a9Vd=V4KM#3bdp4D{qaVs7wRKi1C|z6 zBzw9Q8jMfj(2x38S&m{+qv?}t+6mE&RbscHkUtpcYc2NuHO?FrU7|v{W9e#iLxjZ|cKDFK5 zT;gbJFQDrtd0?P3ZO`>8(;=d(D@K~UrVFf0gjR^75zMN(S33XR-J1Nn-nV6Pi&G7Rd8zr zJPVv#>ad^7PoAls9DRSQ3^0pn08j2%33<)vS_cR{0KxsHnUddlQ58K+=8Efn;jQ_4PS2PS@?HU_|@K9O1}J?*Ozgh(rk^^pdN%PYGDTb zlTLhKQT}8h?)!OM=VxriWFNy#xR2@q%*WeLhEOsk#PYGRn%UYarM^+~@SUP06Ba53 zbP4(Jq}qRIHyw*8LLV96QhSuq40*_&mO?);B(Li2?S^0CqYGQkJs8zg0o9AbDNEY= zINzDH3`xT>qk8+X7{>SUa?@CbKoPppw_I4k?lm80@Xr4Xr0s4;jk27=`|%{frXgKf z{d8cWs7g+?*Txp`u>{H{3wK_s$tc*V=T3T$FZh4GiI!D58@nGSZ*ZC~@{p(n;zAw; zvz;?@oJ2|t+6df5Q*#N^Plr3Zer1H7J`!Mr;GuBsV|Z3ijvOL{k31G{L|+2%fQ=qZ=%?e^X2Yhs_@ySh5V>G8uW)S-s{sf5di#n*j< ztM!`n76~dnl8*s

1?jf6Z%R(?7`&E2tw9EQG}>#9c>tv((_%((|bFlaRcOA=g- zzqex_L$iBl-fe0080g4nE|>B)>!IRT3id-SyoYK@USRHVncSJXoX$LTht&`l&3b=z z$V!vS`yU7-7P{AyL^Vq)Fhy8`3Lj|IUhSJBfE>MZfUlt!6$mj=Va)Go-wMW1K$Zzg z-|<8VVN#k%OXi~=pD)5;>#&zqdXMu&cIy{lx+LBYnR*HnWm5Jax@9Z+;i79D7***+ z987+(DNdMyoebl=ZIxTGFvlnsql16Dtv5k~MkgOB>p*}G%6x9(7enDlqH(abxzVwF zyub@Nsnp7^&j_q7m*3f0xCd$(o568Z(L zdzKp>9r>Xq^gR+hl^Ugd=k1t4+?kJH>RZgCbZp(?s+3b zN2PUH{H|N@0jk^go6hEnIO6>QEfusm)g82vK&nhY)n=>3{cVdc7)O67HGlt+i^XKM zx`~(d{LUq|B=2=Y*`@)-takJ4)%`3 z(N1gbt@BR1g=HEc9lC!*)-?f)x17<1EqT~ASN#Z*{c&j}XQ-%OR@rWmWP!^QdoS^# z@Ttx-&QJRK5v)w++jCj{gvgO>SdEPCtnWWs&dCSh`4kCH=H0yAjlf5;1c)OeMbRZR z-mqAkr*-)Ipvjc_iN;106q52O1-aP`?tDEYOL99u+xE2TF5G`mWvZYvK^$zcuAEk( zf{0CAe=On~>vf)T+M8+>I?=^ILT$tF?grV1@GW9p-UpNx<~pN!Z;!xS-DVUT*my~X z;m~61&bz&ydVidw1uckU$%wB=#%`C&B2!YoF3x8;p}t=k%3sLWVrZ&C^ZI6sTY44H zojq?aQ=L_Y0+N4pi>RKr*MzdNZ1^yj4PzpHRIk9CLEk(v!4$7rJyDLkLW$dJxB{htbzj3lSWaljCqm%n0FUYB8{Y zC{0QiR){N=JmGB8FzResF-!`KAXVS}lA9CZz#c2Ug&9+|hz=s!hWqOB&1rC{!kr%) z#T#z1JiLFM+Fy*UWrB3ufUi|>p?{8$Uo{$m8;$*K;R?O-Tdmnc*yfgAX9vu6hLdBfAZ}@S0HIuS1i%2I4J`u(E z)s!&FGK7+SgeMhLxzu>jdV~7z+c!#++(GK+pZ8~x;B6FCPOZ3eY5Pw^s7!df4XzLw6yQNB4USCV#!yzSxpuMZ&~JJa455eD zSUp)GI(rXdJ3p`dgbCT^s86&DUGU%wXvcrY&}6Efo@`cHLhnSELURUYHxpg>^#<9@`Ife=HNXF`4Au)z% zytiJU3h7oz<3x;1F(-VB8?0RN#%r6Q0nk*RAxw;uQc_)ldi!3WEco6qo&EbST;hL2 zGY~skm2YK(EVPklsViPY3f|OD>*fMAzf==du&enhwu@tAxL~)s%u&_{sT>-EUh5+l94xW``oIU8hzYV1D^+bSJzQeSKR% z!)3m~_G9{bMe&NEJj`KvNOH*S19yL8+`$}@$20BXezXmkNCV01Or3mh<|-NGX)HR` zGj_yHqKjPwqROTX??f~ym%dv4fZjD86pftN+ZBrTW<7V&d`2{Y^YK|$AG(j|Y}IsP z3`?q(ursHpBAD7c?m@v2uS5R86T+Hq!eqeQKy>!%R0aNa&sksc>mI-7>g0brN86(6 zJRD(#lC&oGD2sW}Oj_?9xFw^|p(23Sy(xw6#Ct+m>aEb%$bDo}e1ZIT_tBpQKhq1- z5jb8xo_{zX)SH8_)Wv7LcCqOHA~cJ3j4zOx zr3niW>ITH-54;+%3B?@UcbERjz0nS5#Pm+2LZlnj;Qc35NqY6d87a@*^pyF~rL%g9 zA>rX3u+J_uY9<47sPH3IpkM*-r{h)OSFzcqSn@J)k3O@>5Gl{(nJj-u#cqNLS(rg% zu|Ge}DaGx6SVp)peq{=r)N`i|8r5XfKt6fUW| z#~gT zoqHtvFEH(!rE#9;b10HZjU1<{LckV8=80SQ5r(d$+~wxD=z@z^Yh!mgA-$5;%Exbu z!ei4ik4}djKYpfiUOgNZI}<$YI%74vT~H#^Q9~dEvR1R z+XH^E`EKcx{|A#TbuO3Aya6Z?HZ?N}FHB`_XLM*XAU8HPGm|j*6a+XoH8_`X4gx5D zjkpC=lv^7%j5J6iT?5iJ10&tt-O@3@z%YX_G)PNGmy{qV-O@-%OP92O2#Ay*ARrRo zsOOybJ@5ao^?hsBntAqhUw7?&-Fs#Y8?&wfpPU224x)^JBl!gQLE-=fEdw(F5C8-M z^MgQw_-t&3P$UfUH;&I{4Ds-UBH-eG|HV-7fY>5Yn4&EbMbtvT0qR~bfB+aEAS^B* zA`Sup1VJFNzljJBae$(&H`D>3#Sc(Nz#*RaYzhc>KM$yrGZK~O??(WqJr_VgOiYCL zw>v=24dMZ{w}k_=Y?00oH&jM@TNuCqVGo5M{r(k#Q_>lUbQcE#eSCcQZQVS7`4JvY z(p4E6kDFhDpWeQZ4-02Ba&+C$); zC>Jld1H=P>$__A4(*)?aL*ReNntuqqfWI~eAiyv1Pq@Fle+7cVe>>aS+auiEZQ*`U zxD&t;3WET2lr{O0zDQnxE!^RM7tt2xi9q?=dfP%_wst7O@6v4n%5r)DTU3XC_2+5t z0d+@u@_RyIzj_4z3WM5aCAfnE!p#i=M|$G_s!tK>0kKEzyC3kc!*zuteBc3puN>9E01#h$XW*}Y1crX@kl)7N zFsg^30C$8tz!B93BnavVL4Du{c-neH07wrnNKn9k8~(k*7Z3nAK<$wLJBSk$j{l$N zC>Y}SXN@|452!D|9E6ge008vs_0N+fN?{HNILz-q^xsDe)PHDXq^QI5SIhqx<>e8+ zfB-&0F#w;KFbE(ZARr8X5D^gq1pPaXt}XPhI{wR74ep2li2W%SwNHPS?ERMpIR6?D zF2KKIX(Ld|g#bAJBXkRp5Xc_&Ch-3(_unr6e=7eK<^L-5|E);b3kLgb=lnzX|JZHa zpfJC`7%1g>AyHGHg+R>${C}w?kUyiV1#y6Sx&5zI4QY#-206HY6H3v10uT5>5B}g# zPi3et#6cH|w0Hianm@SFuX%$(;SgPfC-m11gYp7_{>O$IGJ99lE#iri=5G@OHADZ- zs|2@4IQ$wmK_Ov)t%rxLA3o}=Q7a)pfBvR_JP4o0BC3H z@ehEi7YKntehunBn4kav==AHFgn0Zr8A_sm8{E9?{}WXZ6$FOr{(sn_f6#wXQA{@| z+{^Pn6#;h_bms3_(JUQ7v~W65)m%1Bib)&<>-9)w#Km6);nX8%=)8+knHm>0-QB* zvQ?%Z$=f(oQI9;+T_}4pH5W+7{qazaf9bS1|PBq}vI?=zySg znh<#wvq5@)n5@S@Y-5gT&XH;|cNHnp1KzIw{OY>XbNiv#9>5Jyd`7~YL5GZ&%j?`j ze`?0ex{e$+vmi+z^Dxi!GE_5~xJG{pO*oftkE8kFw_%=;HN3L&E_a~+8ThzRqqj!5 z>Ipf`J%4rPypfba8j9px^=3~rc6p&Qg|hS{7Mdb|wmIM#5nWTK4X<T$nS~hZBH4JTLmvyg^`@H<$U-m;QOqo*Qr(as$wGa119U)l1GEhv1CYg3*@Ad5_ zH>(Mqy(cy1RuV?mY0M+Ktho~N5@&+-^Ybuu-*l=-Jd_n%m}E&b1``(;lFl1yZlh&t zeehXyaf-!tbJFgtn87VS;mTel%ytCj3p9jK&gW;hs6`)0SA$`b!n}qqAQ6 z74o(^dZ7BCzx_EzQJAvmPj6lDhmSyiQyt-VesYMey04G-wk=H_(J6*$wPHt`JyzUU-x2eDDlipY(XG|orx<n+EevOqMmulcy;oIP@!%3Ubr!${@Jp3Ti$+( zOiz6plSEo>oz%z&Y2Ju|jgpE^3zmu>P3hTGQ~C#3-uepZ3q_c@dWz2YG(b+DL-0V`eq&1qZ-=@9xA2^Mcl&3ydwAY&r$9ds(XCPg2PwS9LiO)L)J) z2YV;a@(!>zus9o)Xvv(`@5!vEx^vG(hs1T>hzS2$+vN{5%#~5za zi#oPF0nqyC6-R})>TpGWG!RyTL}oruvk^t&MW_(Gx=hjce@T9F;Xa+I(aze*h!tzq2%Z1+XROlK0|?$L-QMeR2P~9 zf!s;)BmD@=%9R{De-#B87PhcJ$V!n9^Ow4eG2!@;B7NO2te=}(#cw;_a}9MQDBWN9 zQslr<*}K(6$Jg3K@JU!f+E=)~L8#d!OX zlg0_ey+!nY%GexD)uQ)p8Xrzin)0|ZzvDd0v#1CM5ftwee#ObpvuqS7kfTa^8<)ltxLwP+*=judZ7o)%v=Sx~rr}6ua?gL& zBj5UeK7od^&HnKWQf#_ z;cj>Vfs`c{I~I4M`M54cQ8Qks3UGh*q55rhN3=21*4Hdn{GSDtEvKar9 zZP9`Lz^)=`hg%mv!|eFb-bQ1$!OzduX&#k~Iw=g(B%dT7F1&5az9Z(3^=8X3T46O9 z*oS=FmfWBD1giwWzG0m7xm=s@F)+}EX`jUSH}d+dV8PM~(~^*4fl zUbP&UqUNFALkw`}d6O<59C6xy+`%C^Y1XlZ4dL4t0A3Kq<%@*IaVrVkf94SN?G+*+ zBfwIjT$=R;LmAKCiFq=b`z4|cZ3fFF_C25W&(MRhqOmH(v1nqyhL4`pO1yh6w}2Hn zQ5gSRZ1nT-p1nE(P2-ryr|)jBF5C!z@4;-x2`$;~?ent~+a$dyv#!=_hSCSqZo0oc z>rY@D#=-GSK^OAlHw{n3pr0PA=KA)TzRspbdj>wL+NIdeaz-#qny{ws!X z#rsO{!&2PcYm~VwO25~wW_llb=*&2b!$shCUy)8@IEsaH*U;^oihu9imL6=+7Uv#Y z)nsr)AB(5x6-!~aO>vRnVF;jj1B$}qnp~1gaq6wr;NA^2)#yQAHg4kZUwn8nD#x(I zg$Mt7HgUIp*04Q|v^OhhS#x}UjYxg(@OZ~c5n6g}UVJ3(Df#?Ei(n7)w|lEbQI~-^ zXc_mhe+U^z>^V*u#qK`R4GlWKnhun@jmt*;p6L+^@AFLW{Vj=K(k@8oknXdW=&*iheZ079Cl~$0gcRYGM zaWq2AwDxv&>Omt;EMwGvtE9=V0@b>X)bH^sPk84H`tyZPH`=l2UwFJKF;8CU_O|&* z(B4@0GoI?SE7z=l!B4=Z(&`2NGK-1_AyV2Gk#{=m;DikE0gtHc%s8c47Dc(g zJnbABb1n4)Um!lkUZ8ydgq*~vZuAf)D*AkCy|8>0LeN2fmqfAW@FGAdg<`m<_o+|l zBF%ahDL*TP@%pwiEi(7a-<8$XmDTdWUJV82k-cL}!DS7}8wE_04B6w6lb_({XV2W3 zV0tw#QuRJ(#bDa4mr?-TPwq6Hyr4HseblKuC5mZ%Gb=}$(goim*L#n1Tj-{d5Wwy) zAvxQXhaKvFcD!K@6&anNY}m_v`Hh2{^7@f!h~XXhF;bFlHqP}Jh$~Yj=tjepH!|UP z+FEmvzW%B3!tXxkMvV>IQb0K!NeOei9%C*L#O}G~+j{D_EnmS?IqUKCP-*SZ967b* zq@zI}ulJJmlJ&LJJ=%|9^SLs+4zgf-E)q*{Ic)}i(e5n$EE*fPR*))vFKyONQJ#c? z!^`zdtRWBg4w_nldoI`c%A~X;UD5WDo(#zJ0~L<*PYM7mOUR73L^z>Ps@^_;PU6wZ*<4>OORJ2c1Vi52RgcJ%?1f4R~)f! zGEOr!zN9#qP4)M$5;n6G+n?noaaF||s$Z;|sWR9Jq&9wfqdFMS;uAioZ)G->O+&luTDGSZR1JKWTeGih2F7wfcjQe5|~rxXun=xVYLa;$HOKL!&wTp zC=DU~q%G*`SZI5K@KP56KMy9^Z8-K`-|adL)>t+P$km!z18 z?9JWl6rqNshTI;8=-az7@d!;2s@DdbaEbb1u%}Li~i#DtCKqxr{@d# zL-d-V=zHM>x~c3UNF*`(nU{*cgoe|9gQb(Hct(k4FD{mydWp*q2I(0+-W?-HSKk#L z*UNONhra=)D6E6Q`ecONM>UJbm*{s>w`*wxrAb&$u@n zVcUJ}0#)P-L~kX6n23)eEwqAvpWDxIiZ4JC>txO%pKOpn%zD765$zO(S=RsMRZrPA zF}ZA9u3=>wV3x!7jD>ALBhW@qBj{t{yNzQn#V5I`F+@Qp>><~EqGJ5lb0u%K?P$H_ z?RkQgx_D#=hJ=cv*KQahV=u+CmbxfsxL*{Q!}Fi=cv=dC|uT z9TDkJSCdQEqQbHc^bykY6@I%TQgA6?w?cfs}HUhp>DtCSj3oQcn;4d{#db$sc-K2`b}OuR1tq6{F2*tjcrZ!!k@P*~ zwdNDKbB@$tbt5b6{*Pahcm2Q6U(cXGqZwo6Ik72#g5n9vTjPU8T zo{Uif#WHKGf@3B}Sgf|DemFh45d+mZDh+T-xU)#z3_IF?&-3TFs(2pEDva!fZp7m0 z{P?zKLpF?C;+~Qj(6UylCQPM}p>eH%0raVT?sgBS;={1Pd)8{bpNvxqnx};)$t{$= znLck_|zR)HPi7kh;C_MH{?a?ner^m^!LeeboQ150Z8OFN$JZk;EV3$PmBj~v22 z#~Z??uN6qT6g3!iaA>-t9CJ9GWPL0hi;c5Jddzo&AMeEpDF4`Dv?7)RdspHOe$vVD zp01&961?M0fbV~~W!SQMIRaW-xo3C(Ea#4Sj=$f3M9M5HCPbie*>zUvnS;LEz71!8 zq-;Qv6qcWfbk|Yzru1cU&9E_Zls?pmPrjG=#K$qYW{@cKF&NWm<<4E_mfh^Ojpe`z&aokqpB#KkliIywhazr}k@u>o<8hEc4~C9J`}4 ze~H$*Of|n*3#ECi?vdRXcaKt6ErMoQY}p%FEuJ*qW;k>$Je zp8=9+X#H`#Y0yYkLq0ub<0sefx6r;<5F4?5wQ)|Vw2Q;L0WlVwCY92nLXdOa;|o={ zA2j~>N_?8uXi;#gMS4gedj4H13vrj8N!yEXo$K#Y$q%@7{C~Fb+qay!*r!#Pv0tr! zeOOqSAWz)imD&>_OEaU+YB;-iceKkZCj=i>TT_lr2jmh(QuVZg?(mgk^nA$W9 z$6|clpvM_L2sl`bf#1~88ZRFnzTQw3c{uRE^Rb-UVxe6uj((wtw@>V?jySC?gNjGb z7^&Iog3$n98;qVuvw`43r_+FciymyOl`l4vn?=-A+Dm2NWT}~;uS|U|b)OY19w?dp zG_2N1;k`JP_P{p@bUu%YEKsG89((Lz5LQDJz$DG<{l4n;>K&2XM7d+LGi>UOnyX=?9+I^yIkW<}fls!oIE3+;Ly*2@!vUghk$!&Wdz zF;`@GF5Z*C?1FSHAi?1(<=fhH%3YbqH$%KCxE1N6VA;X;6E;05ozM+jqNA7MqErX7 zR6of$4CsldBsSFFkIf5zuVHs;NffXomwI!I?gu7Q5v+In=6Er`#o-4v?mqXeA#II( z!-q!W|8?#mh;M;!rnqLRzBE2_mk!DDatb+Az4s}+3OwQC6Jnpqyr@>S1tPlV(<;Kk zJk69zrgCN7?8cMEQDJ?etUzePG`^CyuZTVksNamZc@MZQp;4xPTnaSxz7De9iBHA# zF6#QCYBc+ELa^**ZXhiTUZ-1o2aoWwmWBk9k9piloMxh@$I>yT@BKU zOn%A-#7^fX_bKj9X5{-OZNXyH-Hlz#Fs3@bhUYR!Ls(K$li!crVk^`n3hx$A82(Jg zv{ii+Q&mlA`ZQXkNm7NbgCW#h==m69!w!jnI?jCD8O0l!QU@_te2rZxAJ6afrw(Ty zgSxOL;^8=dH_USr<&e>v+E;@x%#Y_BA4nmZs@JM97or`P{hc{)lSH?v5t8Gb(s8h) z*M3(|C)OAQfN!tfk&OoaM9W|ce|nT75vTV|G4LRI%`!PYGVVtuJ7sP>jatx+9Zrze z6wkzpjjsmX{Q+ygDMYMaYYD!^(eGd-BcVhyk4r~*v$LRk!9aX z1Yg0=oq;dn6Zj6G_g^P7Uk$y~F^KDKqg|HE{+My_vgae4x|ctB&~kEmZ6c-yUmdZ( z#!Y!@PzO+02T|=Me3A|^KH|o2{#MU9;O*1Fr6Iz%_wgu3=IiDU^d-_nePP9&isweU zig#XrQ@q(f=iBjK$jf_Vy2<8S5s;cNqhtYcNAR8odg%C#yn4!`%S_jQR(RJ|#o+-} z8qzoaCe{~QK{@J%d{=Tr5p5dC-u()%fUS-_c;UrCx(u{O{AD_OOFn{yvF1_eF>%)} zz@s$*0PVB6hKVg7Q)6k;Z(8jnL=-M4gR z?lpI*B25CB$sTSQ>S{9tTM7N?M!rSB*dpvF- zIcjl|0_pV}%+S~$Tl9HQ@M);9h=I0hB>tk2f2Ta?H>R!*#-9unE z@OyGeANvmp$blK+|DL<1CGGzJtMCzx3T19&b98dI)!hN#O9wMC zHZ?IbFqgY20vrc3F*Y?ZGccFlDFVm>H!zoR4gx5Dy;@su8@CdE*RSB?IVd9DZ$MBW zcH+i8NtzQomnO)AVsC7rvgAl|oAlS8xp1{y$x^MvIDkFN<&wjhZ-z6&)f%CM7C8v5 zg-%9jB}{^@AZ*M+d*Naf#))8qFjhqC;JHXi3ll|-d0=6lwno;xFa3|Tk}YbUrm5fw0T0fg{I zxFlkTL3kx%hDD$&8BoGIksPe&gGj-iVIu#gBwWDoiVCvt-Mu#{E?6b%U) z4%ESp0O}Y-BSzE*8o&e;0bP}k1A|KIoP|e!vOB*edQ8*QfUYD$kMjxd!_A#(WM>8kADCF|Lw=KUS}m zz8#lNxoz8Fx6&V?F+=ll@WJUYjH1v8eYa4b?9dik_ghQ--VY%K#W+kY%@Jo2jW!H* zq2AC_rWMbcM$Bc^Kcpi!bnPW(4RSKAXF+xx=38h|DBC90h6F8_q%}xaX!P_S0wS`T zf2Krh+<}(yh4*R=T9IiYEFq!dO@W<&EnV94W!Ige37L>$7R+@Ug_3}TaiI9SFr8*++ZV8X2z1Jdb2J*;8xfz~{e zLFu`_ZhO)s!Wi%?rO{_SVwfU%ZcM0WMClXk1Mm-MLlHtc`=qcR3NzfDRFhGMBa^I0Kf@Tqm zV6_@lSQCrV=5Q4KYMHVyQEkk6e^+$Kj%BZP+SIS;O{~!#w%4}F(GKj!l)2pR5Pj|e z$53TRJ)DQQq=}}|qGw>32nhnrM;kFDG;4I&hT{h+1REb59SjQMq(ERP0?TNM#c*^< zZKTEMi^=Eq3!J!yq0ntneP3Gh%%RN|T`PFMAcQCI4i133m#!}Y3x6lyiFLVbe^Re~YkIkDQgE5JTHZa$Kn820?g~3B zkif|lIvgjDva|TNO4C}bLQZ@Idbt>==8sz#y(N(S23flSkGq}UJJfa@|}Mt|Cb{T}uW z+7fjP0n>4g7#B*;XU@c-v?)fgk$9D|E>V1`((7RVslnK6_n;!i#e!A4XMO7Lc?E3v z)WXB2V_&Mq^BAWc88ENRSUts*Z44EUL=~1a&SLzq8M!)x0mmhT(s@c$j*bGsQY_JQ zydd5%CYAA6ic*OIEexB^P=8YAg9DWf0VJUpa%d=pk;?f*i66smQW(~8KD$ z!gQ0G$p0>35dLx6@{5!RxUX(|$fcRyB1VVBS%lCG4h6@*XdD&LmJ*IB4ha^ungYA# zlAeweAUzf5F;R+fiH!}8J_jSp8 z>rfMY8M)ysasQ62`JGD_%c^gI16hlDBbRMTS4+&furqP)KSzzT&!BAsZ$%z-E(mGIzq#*VW zXY>j*KIm@J7JoifG9_oCz~)g3sNv$UrIyMe>nM0}rLcu2M}Ji!@{f+*E>Lf5pKC=W zo7PlzV}Hw=Hf7RfMIO!VZj_^YSBbMz1Ui2f=0WD3_ilN9oIbYv~}6@TtYl#p{atMt`Rl(<^g z>PFP*qfUPGjH|wTNw%#tRjLi>8cYjP)=?d|!qQP_qkr^?r_#vL1V&kUZ{d}tnTFy9 z*s8q4Z29rb!rLg0RxNKFg}?YI6;?Msr=G(7R(FSN*c@G}HY4_Sro{>((LF*>GghPc zS!;x_%Ie*-;y%=7O6yU`!x{=}22ICLOW?tVfM_4eYr9BieUI*Z|DZ~kA5uHebR%NNJbe*Nk2 z`N2DF;K5{cu@H_&9MI1R54;r*jHjQIGrmOmIDe3j7H9ZtLdY=kaCH5&8DCt&Z3+X4 z%iyyI8Xq1nN0af{qv^$@5o#b$md({0JYNjtyD|xq9`Lvv&GAQpf5}JkP(GGN@>o8T zFXf3ml_NR2x^Cu+(ezw?l4tU4HknQ3xoqTT`FRX~e?n_^GnW_gQeJ+$zHFv)EdP)b zd4DCRawccfMqW$cFrJ;uFLEvyaw(UW^QMu@zh?4A{we>GU*)%dv(iUn5Y_qmcand? z@b_m&C#Np}!zb^wx*bE~0K*)hKyn`6N|_Esr)msUg3xY0I09suG_-Q^mYbMR- z<-z#kg6{rkmU#bZyt3zkB}{Ab5Vf&5f)^ zH^LIpgnw`&yUUFpXxG9J{8kvAg7<*$Os+3S#cQsvM&vckas-}pF>gl8W)3a`p3*E9 z=pvV6c|8XASd1@VEI7&NMt<#KlJ~*n&B?Eie|t`tgj*reEh5J0dqN~_M`YaURex*b z^*$Q?=kc2-FHcFMw8PI)C9TyxsT9)=Bey1Q4a~;9L}k|$wR@TF@YSzx--DvBwtBPU zpqNwo5k1u%T=|haprH5!!s0KW^RfIDg5z`fLjDF${)&R+=_P9ZM!sDOm(~97ZT?jp zt@Z`=H(zc>6O63*H|_%LWJiphj(;J<-Uc4ha zdwxb^PIqn++#RJnDL%gL+hMP8{p$Ve*N=Y#Tuy%9T9;(;fXWh$=cVX7WB{h`i`Q7s zY{6!9eLbIjn{4|7XRGY|! zwM~>e#kN+kwU-22>-4Ip#+LX7d~QB1=@vTyl!MWtp)Z;?&NMx(@k3SmVCrZ*Uo3G| zfrFlnRyV-w?f86oxxjB-Y3S+f^>lnTI|p&{{^G1357xv<>*CbXWVI5;x^-cq+FzLU zLcK4HR~y*q9yXmgPJeBPqxTnQtwvsx#%w?nYiV@oz=<2unEj<$t8dq&al5gprSTim z*zdrmUxcnn6Lz_cHl{O_-4MoohcNv*X-$|79}aojmfG}UzrQs7I;Jm7*zjSDyOo_{ zXQ!|sOxRzTe)+K`jM-@>ojO_ahAiI^`qoqanlu|O+(Sln9%bzGhBWCr0&zcEt_c%% z3FC5yOxlp;JEHJK3xhgOl59obZ8(lH87KrEh&E;%&{(mVHC#k=XpyN)vrqRqqJJp;wvA~h}jib zU4%qpGMS7WI*M3G+=2xWk=U&+K+Glysq>uWm;X8E%?kj-0OTk@AcAT`tc#Y|Wa#bt zVOwNGAhHj>Ym2TJ6(dC9*biHxBNDMDR>hde5|uB1mx^(bBbxWVn-mj7dh356Gy?E8h z%bwRV`TFD4AV2TCnhcp6uN8*;H5j6Iqf|7?u@TpeYTKwC8I8WtdNw-WM)GE)SN_2c m!*18cgJ1juC@Lc|3T19&b99&7IszCAI5ILY3MC~)Peux#wH*Hd delta 50350 zcmV(xK+m) z8m@AaQzHRMoa_OMlU;x}t@? zrvEt}+KX14F(>b3tG-CwV9o{>6iDK-ok{BIYDZ6v=;1=uJ%iUQbXu9aXa8KjTlp)O zgq>U?)U*HwG;D@kZeS_OoHc5^rR}_~x<((6IU)*ktujs> zQJLeV_>32fWYILBrmdS+iGSX#tx3RM;JGVRx1v}Ay8#s)I0=yjv9lJPMg(`X<6sHU zXm7}yo)#biekZGqZ0TKXjK5S*Mx=rBjJ7~3b85h*U8sGECya6C5JX9yx9aLF3LOBc z*Zv(uVZ>p;E%JbQahwtIw>55G8<4`F?e~&2iD9GqTIUD?x$Syc(tmTkr4zeWbltvg z44T%spp>#7WpzfH$r`YvC}g#h-Oo$Tbm`t-d(j&Zt(?IE>8esC3L6ZX?NH^IrDS;m zxp9UrbA!~$W!EY499YoH#vp9vzk_P!W{x2`!k`ET*w_ z(B){yt+4=8H+A|}t%qJ}jOQ0oG9{TK$Uo4TBO;2t6mI!+#6~x^(VgHbRH=GRI^8_i z#uL*-6voklUa$9cK_CGWsk}$R3*$`6DZ5&)JK0`oifG3&&VQx4vaDfm#&^o#$8M>B z>~1cb{;ScRpiGE#F@tn)uP_+0>(!1}YU&pqySn`h`95>q$%>u?J$1yGJBjgXyx`Tl zfCH8u00%77fN_z+1d+@|QQXp6576n9)NLZ~JKE40jq8fiO|~L8Ie@EZ2p+SnKbAFa zHpnThC?(wLPJb125b_DkFeI3;s0=kj4AG;wq}_!NMEsgmRUy`eS+-12$j#0yA=B#{ zmFVko%HaVvEA8f6Xc9%egAHakfF>CfF|K~6(t5e>di0&`9!NZDYjtY2#HL^^pyq;%nK6ip0?tgT7qzrT z!J$;(O_vJnUgIBe#si4&Xh-PrFxIYdM@5;JB+QuMF=NOFyj?d#q4~|-V8=$46)EX( zeA_Nb#yX(2JRkdD0o zGWYpX@n7n#vJsUXIZCNhf8B~|IlCB)qntk=yZ(^KmbD?^N@Bz9mPBXV3xbD8es7q> z=Ils36D8nToi?B(vB(2d48%gCun}HRIfzw z9HPr3=e7AJpwJKX0RFUNLtYQi;&a>ho1wRCuGxXi52vaE=6g{R+F0Ez!HK;%8l#C0 zUlJ60(cw_PBqoGHOD1BNsgxl0d_S6-e1D;^8pZ+Kj&k!4D`Y+Vwkiz&w6Xxgk1z(4 zae0d)yR330J1gWcrS|&yKt%~rQF@w+?wS7+!gvKK(LkrLUvRe4QCsA4-+U#!{j%g% z_~4FGlK!Z-cw?CGHL2L{y*VMuzhn15?< zIOX3=HU3Dcc8B@Bz@MbG&zE$8ui_xKr}m4UPeA$9^RGTEdOh$0q@Ks|`nTNl6OOzv zNo*G^;E>N?Ygys7+rv{J8S+H+lxbFtaF-5asnT zceJw+v>Pv)f$ zA|6hs(8C$vT(S;^EuU(DfBzbvF;8-bdB!I9X-OgXc)*Uh=^KXLi(&a=)l7PF(p{hM zC)4aSrKMh!CHJH>1ONRpr9pFoGJI4s|39Vi`%)U8Q<`sR2w5odlSCUA99Ssf;77i4 zV+gh%*)LDndh+J-$$yR>>CTf|4krULFgTL|7$|?uT1#`=$PvElS0Fx-mEsulp0R6_ zk~iyhTq)P4q*H7kAaY2eOafd0lokK_^gQs?P@=rHHy3dL&ZE1h`|GcpdUbvA{591H z#z=EclIwMXQ-YLYiA*uVOeNQ=3mW`GOKLTbBDnW$N0j{BvH+ ziJX5mrl|AAj>5F&SmebfEIC%U_A6r_<*Z!$*OghCLsM4u{Nwf8=dZaO3X~=b%n)P3 zi}DvgXCgF53Rb0l%0J99znL%WIlCZ3l@;~6toB)xmqj>*4R>Gy2`ZBXQJ}r_``m?z zB#}siJ?uP~2G0wOq-K8B>Qz)Cu$~4z`gwmJQl3UnMs^THZ(@5fM2Koo5+!LpcOunSUz`iVHI1||sGH!0HiEc1ok40w&6 z-9~Ll5rJic$$!j-a%4l8bn(me#qSpwUZ)98h>%F>M2HlrlqSpl#ruzGvV!m4CMkbn zQYD|=%zZ*B!ivLimt0-^`{I?2qOm|k3Y0362&R$1>?sDR%sOgcjW`vFM!I#Vm*C=< z@aVRbBbus_pLYA+3mqot&{2Q#?zPYE-p2%?8ZjVwuh{){TUxp%yw|Dmj|NMy?yf~W=jF^gyD_|M?}%5xTmv5 zOf-U#5c=CiYZUP!yAkG8NS~s_qnLe$2K4E8Gre)`T))R?8V!6v@_wsrR6lzg4H?(R^atSj1*WNqvv9YxTHfJ0$5pZ$3j|fUvR9X(~S)z1B79S zGU2va5CI?t@CY!eHSs$UL|_jq^BP(W!)_5!wx9Z5GX2p*t5Wr=6JUD!)9v&CLLEf zKu9SrL5VvJxt*CBmYp~0Ar#uzY6!BEIw|N?yx~Tox zcpR*{na;-)3Rv&pWd>Mc4vj6nD8}V$p?H$lc`R5|k&v za^`Ng>8u{|L+PJt6BKRDbjV=1^Tbtxr{NiJ*QK4aHT6gYJ`&-Vy903CkffwLMTJwW zIBw3$EX%4gpmxjIw~&89Oto0$R$W-!N>P_bpU)&%{?HrW4!rzBCjAHb`ag#u)VT*l zg}=>ZZtr>7N>ld^(2@J42{~|GmHReS^6;*1vQ3y;7X1xXtGdUAUbID!ZRCzub_*vE z1pYuEh2y~{38U6wUbSlq6P^bN({p7-;U|DVhMPw zC0v*%I*gJ8>H)4sq5+HOXF(wf0ZUvq@_9Q_$w`VNFbaPP)fafgw3MSaslRYY`Hu3MV#dYeq=JAUH#MEjALo5vKTh$`~E2>iM6{eM;^o>gO!r`1@WB3ESFIcHuG{%$oek*d8Sk&djI zB4U9>Ab=~s;y=*Yc5hq2fSsUiJI(-XL@nfh8YjT=dbvkn_pr?#?rSdVCl z7IyjOVvXMgD$fqh!Ab)|0zPHGc5s!hg)-!rJgp!VYosG%#> zLbZQeBhR6qe`i~&4 zz1+4TqeogurB7m_PfCqrBS_aAA4O2>`uBg@&1^{1I=VDG)UrnYbzzIW2|Jhb<}`;e z%s2Zo50-CQ7ytXI-~!ZzNF~}esw4~a`6ePUgVDrHFC&->REqNZ%1=3Es`!tf8Iv65 zX$GV+#_s(RaIcZ6p$J&OC*f?6r=}8GW;kp?V$4L;%^<^QHU7Qi5emkBNDoybB|3jN z|69}+5c^o2;n3`H?G}Km@l8NVfYpe5R7tuBj{9p~3i zG%P(`EsDvf(_b^36@(+srPuhZUY2dWT22Z^WxhJM|5biomF*Ukx2xLE*ApS~a=xt^ zE91o*p$4X43@NNZv=jL^KWEQe0%@_E^7DUu+kpO!U$tKPRW9p`%VGx0){AP{fKuf= zQpf8e!HDIwN~r<+GDt`{+~Bx2s?+BE%3AMcT{b}>dmwYr&wnCbiML zpb~LRyu9-;QDh1kWk=65ffURlNEzlQ)jxz;bTErD*{SsrW13Q4Aq=>SM18~pr*wbg zNC?(RYg3{)qEz+k3D_#uWK7K?T7ZV@(RAJ|{ zSIJyKkpSBi(L`{1JYjIy$&7yim?1jK82!nmk^-a`&W|%(rzEpO6x*23@z%0Y+@5iBAW_> zj!kM80tv#ST|B-q(&vAQFplOkHgd9jaI#IhoFl^Ql?qhp*j6_XPyG|H4eoO9**w(z z3k${Vysg*sdI~wuC$hi?AZey?X$&H9rAb(ly}%LjsPv;E2}+9k(11I)GDyq4(~r>f zrv6;b3a_67K{=b%KyPCGRlZ!+Ou&=<2{AST?F{?Rq)HH+h#rKlJHP^cduP^3f2WA|B~P2C(0v*UoE}u$Gft24 z-;>z1%90oZW=MY=qX@thgCbtoI1I6w->u9YO`5J2P`g+XxeRpe`w_n6qPQ3oM=#gw z`K=GrvuawOdEOKXq;^v-oAcFX5jD`F!h+?j3!^G;S0P#5`hK9VC{msxIg(uc?+`Fc zZea~&hG{Su@LjW-m%Hk6EK@5B41G8J-QhxZC_k%S1##ST`Snmn3uM)ylK+84Kt)cDJZOs z5y#}V2U+CPr8W2`a*~WM93u%*?j)}L8nI7YV9yk#6o^pE-8H45*2W{jia;R(m7O8~ z*C|yTl2U)gQz!RS1NjyXPGpQrgb8^B-!1HIjbhX>V9d<0U75rzP-dmrU1Ugn z2N?!Q&7+n>65CwC>e0*x5zg*KxO5!|hwwd!?;U@OmWWZXCDh48s{0NGWNOy~A3d0z zFk)N%`Z0p4fC$IIf~K4JoyUCIJQOgdc+x)me8RwHqiG*fR)n-8$m2LRdpyVH5WEQN z0Bikx_3{u!Olu^d3O)oyPzJL5-P?dpWDiB7NuMJHNnfK7@IR%z(4HgRbHk*?ga-E# zU^suKqH2iX(XJws%Et|^fCh+zuN2=ccXdJGE-e2MIsl{n44p?+(yp#JFQ@G)+(U-y z6AId@>H7)0A17}_y;8?sh`yZ9{gr5Fhn;&BZ1FLw_@cHsl<#pRU&_`0BiPR5~bD$W$A#s1Ct>5{ourC;^NT0ehWoKO9Eb{cD+APwk z0iv&x&sG@(torv69B3{9H32kr)KuOy)oybsW(#$K6c3u6LNwvFSU%G3|FXnwUVn)Y z9F$J!LXqqtFqZMypcH?YMszm=Kr-v@)T^s)Iqx`U#~NXzKl9-G_Q;kKe>dt3JF9=M z>)CeKy?1Y*OxtFZJ`-x-?9A{|;AMZQ_;u_VSbYArzOeDazgJ-g`u8e0!TGAck_;pB zp1gY_*dIB+OkTrKM%?=zfB8Mz@eIjr-nIt7AmQ49cVFRrS}y&Z5aRtP;9}!!^tmnq z)3*7`-s8krUzDwT3rI0{ePRDM+p~Yxz9Hm}kt*uKhyB7`kh>Y-qQ^e3EL57R^`ESo zzx?c4ZRx<#e@uUgvlXoY z%mAW7_1UvW!*CrTN_B_F=9G`!=*5b+8i7~MM=W3Pb_ z*nxsy5@PP}RTi3oNqk>}cTx}Y+Cy$n`Cs&+P}Fe!h#5&=-5^Qmw-}i8AumG34G}!j zRWw{5+^l(+%JNjRW{-nlFam#^4-o)O{dGikCktYYHpevB#R*SG*HLc5CHP2%0o{sf{qU1|ztZe(+Ga%Ev{3T2bAA{zrRFf@|^ z7%6{S-EZ4C5`WKM;eA=i*fp2mq^{@!*FzV3i+#Am26w=mHo9nBeeo<_|BoR{c!S(HcQBJIt149{M(hjaCgLjD_ zd^lo^tK|B=%vbk|>0~$(MkVvbd|J%&tSo=lL&1`-zV&-#FyfjBYy8XqwwMpOfv4clV#t!IyUHj2Q6<}t zDos)puXfU)|^{-Vg-s)wDY7ays1A(Se(OtiWRj0;i-$84)e$G^|eq~$3 zz^aTGv^u?~ltyQirgl3e$|G;oM1d+}Z{)$mnP%Y|8%deAI7cES5>?m|mYbav(qC{c z>I>d?A%#l5i)l+yqD3RYH^n?Fzs7&`E-cyV{U)Lbi2?`>?Nwymig2NJB^XZ15Ng%2 z*2o{h8t;VpBcXcG_dMvNP|Fc~E5|(+*983u3^2c1(k- zv}*{^64k!|z0tIO(=S5{t}0t^$~-D=4yM@1`!?!sY9kPrGXil5BZx_pg&Tj3QG!un z#2Gk^)c0-z06K5y)5nY2&Cl~W`uFu;db~P>87Z|NXEX$D>Ez$V`o5UsH3WybZ(H1~ z^0IdFu4P?--=F3Frf}h4ja?KxG>wUX8A-Hh?EE@5Axorfdi)q0MH9a5aUht8qk_pJ zXwJ#xb}^kUhTJBfSH59cE^dFan_>!a8HDxK3wV;xS9L>7XkgC9uzK`m)IAbwR3rxV zFXJS+b$o1BZm+=3govw?!B*q4Yt&%HRzQ$qJJu(7V|}qDfD1|01MSBUrsT7?9~4CX zWt``e72d$ss*P+(lmskQ$_iJ7aGuA+J4~=(X9s^^og&d@%2#^i1u~#br84s3D(`( zO-d0>#jY=hc)H~VF<;6+gAHK%HM)ZVdU5`U&c%ezU8Fp;1R5172usiy$W;N(VN{*B zlbM&^Y6;GI6?KDv`=x(6=$7?Mam#MGS-IHEC;qxerf6#L=s}@sFx6l_4p6|jF4TSY zywNovRGH?p+#?7?_O5xEm9^wG4ImIRpnQh=4tzPQAkcpz+tWRyVSj+jSK&st!7f&| z(G!b|Gs1x!kcE(SB&*VUbj1L}7>+hfY5J6LT^=wX-lj8PKumv|9s>eQFIWVucA#2o zi%iCGQp5OR;tv5L4XD=Z;YdoEL2o{h+?5Z@e--1+NL3>oM4^sHr zlDJz?GeZ`K%Pxxn4!GGv&%;XCH?b0SoSDebOk#2c55^=0{Zl2%{*I5&?fiZ9Kbr_kj*3@Z)a-;AzGVKD(|noPcskpy}X`tAAd-aY?>VMN}ap zSK1P$`5qLYftiBQS;8sXYMt@^pD&38S4!RkgCf8?`bG|AsnCg;Vv z!kNhQEHJ%0pFebdyv_vXrEe*VyL;!&N2_9zPdtnSJ_>&iF3NSWm{$+p`d`CR~ygO!s*|e(u4SlItVzr96XKtrwLl7wdWt^=TEHK`QiKQh-p{ zHp#Jx=YxN`dWlKqi*lB^z4hNL*m_Y40vfgUc_kb812$R=K62o#6oWcLjA~B`{>Q<` z05GxxVIHu6Rq1hIUcaCuPb|#Kqr<#73Jr=58XTq8QXdUPZw8ff4AvM8VQ~6kO?g}{!qhR17pWv3A=Q@ih2c> zVjyQno^(9#BzGkpMc;lRh$Tg0x9ww0KRfX_dF1{kTP{l{-!H{1TRVJ#tt-FxIJ3@) z1#0ofo+#1^w&)~l!IoO>(A-5c*wLeuO|i~yrg_U@yY^#J-(03d>JxKi_1VqNZj;iS z94voNdu2BV4IOp+l|RSaC5YXm@Yd#-Cx)0|ECnx>f)NRi??cQmlIj5Fz{2aHxNJ_c zZlgzH6c1OagGb&mZlbmcmlocywn>FniVYx{=9ppw_8`^l31juIg<-e&$^EAfAgw+M{6R7v$r-y|5NK%1WZ$n!^`)O6>O&Rw~|K9(= zWSrnJK$Jo|hR5n!g_l(&eJ;b>p+}nWb4oz^PJztDiiqNsB)dgK!WVxL*%wkA912!C z`gY0e#YqK6Cmu1y^Wu^f4;J?~$Zjc`m2= zxg5YGcepD!skcuboTA&>q&N9E+pI95tc;H#cu|8vU+RJ_;o%UrWd7f7X+Jc!OZ)wR ztJXs{8EFOIiJWbprOKTKpaa9jJM zz;pXxs&kBpOT_`ZCw-}}Fa@l&asZ$bO>{eB7MNY=`>_+y)8)Tr+=>LiqLV>hS?yQf zT(eu)C=?bYRfsn$304~*y7OUw$-R?GiJ{H3SH<1Dz%y`U+!B9m-&-wQ?Cc!>E6y9Q z#*2Bw)E3hU#NiK%&3d_smy4+s$a4DBADo^H0X6+eu43An+p z;~ep-B=`5(a$0|k>*6QiUH;1!xF~#Ghj-K4Po=S$!)i27va-nL=Yr)&7-hH}S?BQOJ7 zpGT;<^5E^-`$Fm$$M8O%RduO9|)yLb&~1T3dx$ z-M+WOzH0)_kBL$f75Mkm6^l}sWQ0SGSBpsnEl4(%U65R>Q=8{9-pr}%_TF0ru)9`h zAz?zY3#k&U z{)Z60As4cU%dQUPGiRXo7J33yJ++79Vy zb4!^lgGUFxo(oL*326-s94ZuIVON-Otsxs$fJ&7zrsj$-)g~-t+3~=IRe48V5nM>o%-84>1Za zOl59obZ9alHZ?FbmmtLf6a+UkIXIUAdI2eu=Wq>w4Ff}WcXuNU!vI6fz%X=4HzE=$ zU4nEgT>^rV0)mnf(xM26)HnM0yzl$G|G(Dvt$VHezR$j{z0clfU;A*d8kz_wIUyXO z>IgVW00b102B_$%S%QQBLP8=yAt7NR4h~Zo$^-hhoruF6iu8dY;L`uWP(eb$D6~x# zj6xHC^$>7?wyy^OBmw}5OM@h&g@gdYLPAo16A?&hfGXGz<^<3K0<;lus1Ff`3c@Q8 z33G8pq4)Xw7r+hS0f3~WB=~>31C%_WNEieR2k3!Ou24_(ju5a1zytw-K~aJK2*EAu zib8ow3kv%C`vbwAK0pN0MV^Nr;15H&0*s-5K2W3|)CusbWPm={6Z)q#AQ1<^)D`CQ z7hr;LM)`x0PypKC0fRu{K4=$TxDyl!K<^GP(b5GNctPQRk#+wf@B{uF4gdrM{VUub z?_Ysn@ZZj02n6Bj1%?O0;4T1XmOGo zcj{n(x{?t9jIQuceLfH*%nRiM^nrQ&s!{M)81yl#!JSkPo}N%R%7^GzeyT7e6oNkY zK*2xFb%!JT;lY2eoMCV$=U-(w`FaVO!C~IMP%YIz9JGn(-!>O03LqvVB`hH>4uEn#bPb`wUI;ILfHS%bXei7XivAD<`+)tR02I;}8XEkcz&}?+ zAP~R_20;NFp)N2u(Z8dk%~0pR*698tVF3UeA+-EJ0HI&czy9pd3UflhJp%tt|J`Ci zZ6j4PV->zXCI1UlRz?H>f(3*{0RqBO;z9tBsF)}~LP8i2`p-ayVA!8T{=->+3+{{n zNd1*B`k?;K+3$}Cxc^KD58$7%^bu(3LIK?WR=TZ_m=Fa00{x%${@dmMC-YxX{#T{{ zcSh>I9v;7O?!O5C4-WQ(c?AApprz}JLXUwS0zC}y|E5|%|C(Jrs1wZB^S@Co6c{}Y zN^lpCe;p*uM;#UbbuxsZAg+IZDdsP`*{@mifWe`L2p`z5+XWy15)%3^3_V~Fck~V7 zgO=rQ2#TJce{QJ;hajAO4Vti+H~@@9f&+=rZAP!e0Kp*iL^?qOehV2O2!tb0Xcqvw zyikBM0!j3%r=mgtK}RGQ0`-78qm*GTF2CU4h!h$@ivsF`1baBae7rn=z=8k5(2y7U z@__$xa)kZc2lU7OyX}7i|Hv2Oi$vq7-bMBGw0~$kwb?;5KS?`(G*P;z)HKLM$S7c{xD|5c9bz8gj@^dYqs>w1?JG%USWNZ9 z|CL5S(_rPtx3P1ZMq72_I>eWi(*h}G$+i*YGaN;Zd9(CvcqjoT0$$3afLk*sr|&2W zCT>`?AMz1}?x%>91zWEQr=HISEmfNe`}8v0Ww54a!akvVJH;7)th}A2P4_;yqHMWj zhBejM>qbMt=F~I-Xnj;8~G-M)5zWEpI z-8rdN(R0$lXT*->w6!t~X7{Tm^&A0o;;D&Av}=T|6p`>nir5U6#XOZr78%T=mFD!- zFS1kKAk>CZ5SNaBU;AD3b5nkb$CA*-&>~Ye5X5!2=25|V<{t4VsOkx?M46?ppa0WW zq{-zAu|Hfm=aQ<;E)S{sRBJ4h$_7_gW}27}m^OxI4f6tIN;vG0c@&DJtC;vVsRa~8 z8u*#DtM?B!!<>I=i$?EB&YuVSWvJ_YFa8n!N_%+P2y&NP|F z=%u?kN|ucogwKbePOOzTpK|}$hOL!3=L&R2wAdIDYLxQy-TxtnV^8!YWi`lns(XuT zl*LU+p3GJqZ|?gWt)Mf_nCJC@ce9J{B5_HY?<@d+1sej~#w0~@$nj4;9bfO$razVIC-C8$U&$)ZrKxF&Dlb!qmTqW4t2bl)r;3k`0q^C{PMLhkLc7vxId`PT z_vAe6W|{Y&Od+ISyl9TwEmeDzR0I21eqi%J>0Z{v)hTKGuuZn$txYxKF`3t2jdxOH zGRW9}hQzrCpEv2;QBYwWlb3OE<>{U!(Ezu7A(Vm}J!e_!m5o%S+d7KP-NB=`YBZFLLlCx35O|vfh3v* zzVZ2ONN^d1CEhvEFGW*b!QbA?U!UeBF3K}$Qqg^R>Ua+NvZ+8(Q8$S0M-(qY_x zvcYQR8mx2Y%`3Wdzc=t2(?b_iWtW9}&h60#)TI{H#4+UEB05VhpPOL5N89s{pz?Q4 z&-L44(%xtOpsaqza^_tDnl}NynJead&?)pfAzXIttlX~ktzUlaoF~5Z*;2Kup@Q;g~+gy8p`bcr6k%kA3DTVH(_EGd7o=>e4?9^Y=7SQ!R zzdg3L$JMJC&j1>tSrcgqCOgv8SxUQae|llR@Ja)`WZI*I?T9&=I3{FWp&YzXT14tJ zx7md!tbLkQyCHu8kT8BnkT9-OEs?y2^Z5OPG=iylx;|5Knb-B(`!#$vqG`&1$GjMf znLPyFqG2);g-xmeG3*!%1uT=Z4$k)?nH5vZUu|?Z56-JjkM3~=Ctn)!n7?ffD^ljq z0SQ^#F_~VZ%&G`eLuKR?-$^XPf7Xc;g)kJH%rYCZomNTOrtGi17?k7ijCPVOS;L>9(bqt0}Hff^Td63QG^}v_BTQ;Qd zIiDD4{+gYD>LxJj+v8jaiqk$zW$ipxOs!Fcn2hk75znrRS#F^l|GP*l` z-wX3jX=l1BOA5Wd#eK4(NN&pVFce-`K=P~Y?~n?z=@5fO}7oUrN)ejDjdCk$DX_rE; zdeP`0vn8*!*V(jHGPLQ^%9>lGVglQqA9###o*Z_eOZ1@kl}3mZ24*pt9W52VKe7cE z;L`TV;O=uhT1{}SQe4Y<;y3@PI`P{2s?LpAU%AmPs*L&w82A!)Vj(hcK`0g+pZxkR z8wQokot^hqmv&WusSbs#FwocF%f<%l=z93AkYkMMXmb;OzdG^7!B4<$8X5qVHfQeC2&X%P#rpYg^7?> zn?rqM4%UknXP1u4j;(!a=l^**|0G96sWLy4%gwGx?&3m!M>HPyJJX?>(tuoP!?^St zJ%btW&@`X9<%rGtGe`awsm5?-Dqh?XM9vhodfgegaS2f63XwZ z`gXDZ{5VpWXK0d%C4qTPa6@1n+rY0u4118GPcbn3c~Yblz^8^f;(CthYUB72TM}iM4zE7PQP>_6 zSyiz8G^gW2zB5vmaRZ4JdG`+3**NXd@T;GVABYn1it>A;07S&>EU7Qsz9T0+EcWix zcD7pxG2mXw+^@gLZ&J`q(WiS6ygGcah3$H$U`Q)}dy(A(*8F8Vu;~%q0>RxIB-M&+ zGm0T65oU=A9wVOwEa8FHM$8oH^VRn>$;q2`cuXJY>-+ez z)sN4l>otq!)8{;_NY%46O~MapV2rOH-cIagkj~Vgwp#yw72W<#qX{$U03#vT!WzQ_ zWV7*qs+G`^t%4%j^us7k%TH;io|g@*&^EpN$oB_zqji3|IHttU7$`G)Y$-PGr!fQy zV(cs)@0xqhAuNKdA)ms;LRq(;n9{blHR-ny5~!tDrp^+Zdp$|p8}~f^F0etk_NFj1 zF6GV!omyP;OmdA>+AM8@kNMuWxTq=#cCNofJ4voV8Y-l!yld9nhH zsh+KjnSI};Zg%+KKCzn}Vj;$bsrVHV?{H$8w>0EOPp2E)HICn`OU|k>31bWAxSd-KNw$qdSIEckH=; zZ|11oXP7_L9K$CGMv!6GRRg=zV|}L&EpK`iswE;z>Xk#XFL$%P%#1|(cPjb%zLpO* z9aOcGXusJTIdWRt4}NrBLom&-Zh@kI`4*+;MHO2J`w+oRRdmK@%TGt@Wo;+gk0}R2{K*~%(dLm2jk*EIp)D=%-f6y9NE_UtY$nV!%OnV+_S$)?7Rh*P zd*c}mu-ZL*SnE;kDn!&pc5bJGZsVi!Zu`0Qo^217G7WQ8jF@X=9C}#j!EZ-Ol~^!=Ch?>r&hp8K-c#L@p(62Y!KKeV83Th<2AZ`{ zrM1#HoZ;`|?BvpJhnqyr62xV_;w`rrtu}fm?-~0sA)9v;aGUA$f6SRrYfUW#fm)sg z+{-gm+8Lj{SqZD&`jM}HlgEPVi%K`SdFWsrwW?w4z-*f7BC@a9C%TsRo@)xKV@&E$ zxftP|$M>RYnPF|2oWd<+txaMPvD%@jZ;0njnUF@I?J|icIvswnvsw~-&X)WcOP}B? z{*v~W5A(pCugAF9-&ZGDG!QnYfmD7C4}n^FCY^j~!&2llZsTTu&ALu}@hy*>eKR`W zl)Vb`G%9LvW*+d-_^LPVILWhXY$d$*O1?Hw*eO8{=VjD5Lx%3js;kJv()Gmclr{4)@@CmPTKR8 zwu%f&n!8CAcS8`Faq{(Nu4&tk;*orHqx zWaAo_<3oU5)%ye)oZ6bcSJ)&+bX}X^gVx8!fw2XoAFV$~&!!A`JWTCAy%%u~e;-6n z#`;DOd1;n^{0wXM*`X-UpsT@)bUl1Mr&nX-ZCmN#*K;I$AkmX%LCcGT7e3&6dLgz$ z9Hpwg>XzXXDDuf#Yr01&wzB@M#6o0&WZu+Lz18P1WS~@%Yto>?F2r>qKa2HeGz)}? z+6w1$a*RPTdDq9EkW$K%#Zd2C-D0=}*;%%&KeM=h+XH7=X&+oYyZ32f51U)Jyp7Z>#1HF278c1LRGMMiDnR`wl*=0)+k|>S#N$W30!F237M+u-YK=it zVm|roKvO(b5V^5X^ipDVgY?DSrBJ>oB=1gtjYURye$FZG{pDIS$DUkUJGBZwAN-I3 z1zmSUV`-{EZRyN4Y*;-dAu%9xj9W4x2()%i;}kXUQ_>%w5SVxS$nic~Zas$%!9AE* z%z#v%O30ZVllJEgEIQF5FO=J0;=n_djK{CzG9r@3h+fs)p3z`|ZYOLCvH_TJBG|uw zQ4_8xvVv*!SYjQ&sWk|Ft?A3bn#MO%sIvvEIa-yz>)MMu(~2tf9L+ufQVu%=Fnr^i zr;2}@TL6;-8cFWa-~YaTg)Kj`8V)0w6{UCdBqey#|mxDEnPbMS7517uEmX`LP4o;0m`iqTUAQ?96!k1h0^c&0RTbgPdXRFMO3(4ttt} zMD1dvVNY|XnBydzTnS!d^~_b-nSTT|&(1{e=L#27OsaB^Ti6T;Qlm78EC3nYEu{NF zg#|i4aO&n#w)-e5MXXtqnB>2Ir|Om`tysJVlc|@>)JFOj3oUOzdYZPGl(OnG79;n^ z7Ii5g5glq^ne}=SS>(LQJsh$pIM0a|=fM09O=(yOuP7eJN|oB~xAs?3ZROma!76M^ zlJg567x>1tqpD8s;wb0A@cP1laf{G@G)U%wtj@tR%X>tVVPu~;A6RLBo(m2$GFP!) zCteTvs!!}!uJ>ae-)aoEVHq3bA=XNnP<|kQrNrr&8ms_oK$O4i(+k|eU0k+^8|V+# z%v%l=4kPcJJuI)8=vxHNoqMHqx87i$P6$4F)&E$S31%+t*b8a*yGMC(9f4_`e5g3vNLsKy7(T;6D3h-eA~n0EX{)Q^_gQN@)jjqw3K-D6 zpNO!dze}bMFHo8D4B^t{`mD?2oy3K)iQV;i`8$LnfAO}MQO5!<1|5Bie_L>6pqk(w zyW&*XQUL{mGWJ4;77MC$2eevvOyBk-t~se79;F99^LRsyVF|erI8^9^Ft}5atr?0x z=?s^2V7ZwPg&JXSG1~un)XEY^g;BAUQLhepD(e!vt3CUv z#+)AcXvxPvd9BWfz8S;(jQGMLS6Htamx~-ox0b0 zU$R#jK)mw25vm$3V)r%4EvGq$d|p1J_kYd%^+$G5djFdZnLE21KHN1a?1st<-2hjF z0g5A0`$5M5;Q+nw6vippGEn;R>-Vhqk5N&iH=NM*O&?~TIai;#(;S)d5=~tHB>RUQE`h9apr#%x`)NZ`_97Rn)bWXBd`5G3y7| zJUu1;GWi_-J)FYu{Ra>ey9NHFUs;Zle36ne}~vdqF2(sRLbUOieN^A%}n94pr>%wK4J&24i{5@aJ0sv#C67! z9I4|@(5}zSWNBAvmX%^vN^2;#P-3vurShTp-O=osa#_~I)PvUb)nT~|nbjzIlQ2l$ zxPj8flI2Rxg@!@z*RjW;<~Zf;augWue)5w^@>Qd>a8Ws0fA)|H*Q>De+~37JcY9~p>Iev7N~ldrpkl_A9Eb}U6Hww@^*EvhjZ4!d_(b*C`};AMv4&__d9 z$0QhmP4Ao2WR=JW_t*v;1d=RNW`?|++!-|rSZ;5Jq-+~N^eQ_ zn!{(Z`&;1C&FB(+f=28UoWp2Q*Y}*Pg$Aqqa~VUEwRA>N(z~glvb-AnmZZo+2^c<>S^l1_|gQ%;TzkZ2$x{NWod_FYR;mI-I<#bdEtyHLZJQv z(>&K%C7WbSlB7v<&c*F(sDe$NokEtlC*-ofl(9~WXr^1Utv~Iv1-}G;e{n!iWR_GD z`J){qf9HXZ;KwMLzH{=()FxB$it(_#pwq5lZDTtzr_P0PH*u=IR9n0%qFdx?A2NFd zUQ0AAy1d<&tfftw#TwIcQ=q@Vr8GfriWXlVwY8HA|}UZC4^>n*Qlhs z;UaiF=wUu^8Q9hisSJp~uhf~g)+Bo!iu3Xe z>EM;5@o+`xp!0EGwt^IcyiY7IJ%xx3tz)_VBcPkX@<{2}k3`H8*_q{T?S0|nbMJsN z-j&apOak~Fv&_#jQRz`cgRAgMC=*cUL-SJZ?fW1ynz?xW&=;Hmw}39R#9I>EfoEzX zf2_HAWFX&kC)M^+Hht>;4IX<=c;Q*90%_nu@xAFpw};%&V}mBXieiwK2Ruw;6h*2d z_&M6Djcz!NAjuNDm(yESrlWtV-FE#;l|h^O)R1ggWory>ETI14IfnGMrfSYLDc=Jo zxuA0yC_ZmriGN1lZNar%8{?%05yvk?e~ya#n>pPw%x*;FsuS5Sa0q;?s-~3%UpH^j zYwZcHjU!I`PLGgQm4a)jXEba1k1UGCTsb6b=0S73$Ism}j05G2rm|qA40&syqg8wN*xCjBHA#N}$fC>jd5dnuH zap8(Y-vYyR^HV6tQefCUBl*?zYJBpjhGFiQv=paMbJLLG14XbEuuXdx_N zP?YDtMlgxkqEJpkoSg3N?i>(DBnQI9Mt_u<4d4z#*#b17NT`b&)C%y6FhCXJ2>rv1 z1BV`d03f#n|DuPqbb&dckQ_*u!!L@QzsB62vJBix3gPGog`j{!U)xKze^z$;O94!Oxq}(-?_sKlTiHSZO#i6d7{m**y!`?HKWqJW z%m1Ime@*$nsr-Kzl67@(_?>3@o&W!&A&xKy&%X+8RqKknb$|-u)(7zaE!Bhmajgo} z3g+tgzgYzo*I3U1p@s~?$%(I_O~ApSE#d`ugKr&b1@-tXZ2%_+9D%xR0o-!-1z00oaDH7gKNo;g{(o2KHxl3haBBaJ z1O)+{mVYDOU+C6`kiR2fegG#F^#PS`&X%m?5^{f7S{Wa;YS za?AL)4sY512mk)8K%pK`OPtv$gr#tZU2RCqS&am_JNw!v5zM{xGkq@hPcKceQC%`) zW=n}$*;#W+<+8J#V1HRtyEaux=d+wI(}&)xb=38qJSXhbvYR&47V%RzCwC^2yiX}; zr|_H5^7T?Bsf0>gy3o`qqX|CT7qhbI(xS)rVXXZ)ljP3uxKx&3F|25AX{s5tN+PZ2IEn7n1b>S?{k`*qos{j-fr@TH zYd`41P=qqVy%f?sSk=1o1$bAvC2rp`h`cT29!WjbQpu;$B*E#GDoB32M`C;h#L~CR zinL9_`9^~Oz93_x$QBWhcFxV)5iF3FJ3$+66Xk6svLLG&(E4^dynl@NbQW{5f7Jo^ z!$>nz7SPAGvVZiz-)}%dE7~r-%F>XXLoW|H^(eoSh{fF!gnRl{4xA?9k<<0^AiXtI zNXHg%D)3C>l21A9z|)+{ouc$!96md_tAhPHp@ds*d#r1$R?N~6EG(Z-y_5o5*EX8s z$x8T9IT2Ol)C#E(gUmGJlmt^rxWHVgceQF%f?wBz34g5PS5%J$sgZck__3<7e|27xZn#UvT*xHD=x7BBcDd*#RG85ec}IIvh$bviVAGZGoWxEsiTsV{KY zOo>KFa&+|>y{7hr`(1u|S`%kmoB3-g!gy}}BV7mD{(!ly_>*%B%<@TMRj4|pxKcBg zu4Rs9h<|{zt$<+px69*#JSVS}ybR^NOxbLIlgZWemKH}Na)Yar{LS;pdXtaIr+~wg zD6<1wUGr%L@Q&ii>h;iUc`=Jfr&F%Co7m|CV~S?EwltHot*tCkX~2C_)DW&tG4SV} zzz}gTTh-hp^nJmm96Nw{3M_TQ1Kbo`o@|ixOMfd*-jt43u)zL#e9sJ*kL~$0;rVC; z+lcD1f=ZTMyxEnTE&^?hzL(H8zob_Kb_eh_lUHBlOLuvtLlP)MnLIe8^ZvjI;kz$; ziI0~tMIec9FV%%I>n|R+UeO?9}<&3_0Fw}PPe09S6Tflw|l=Fv1S5Zq4D_y^3uF%dT4{(rMlhxMmj^`b2-q%&v%RF34 zA!QB0^(T&N+Y5SL9OMNyYczJT5_ie+eSgM>-JT1kK?(0VpA0N?d&(L)cg*5WpDyyAFM|-5_b8!ONX~&-a4{e=AZG&^+M7Lw^bB zd>eg9RUPq6V7d&Pl4r0NR1aW05O$d222wgHMUrJ=jFMR)9!16hxG25b)w{)}=Izh> zuVdd3D7kj((4)^iDfMsW6*n7}gru|VVNQ7KB(}t51{1OOG%cXZ6@*oQ+m*>9d38R> zg0?QlLPWP!G>ISFnZ_RhGg~?5oPR>tM5cqNHB(c@IwVUB{AbPbYg6+Y-%gx?g$s1c z`t+V$u$btViCsPvJH@6&Q!;Fd2o6KD6W0)642FJbMlI_%zX{xI5}ALBH*@~(TZ;WU zf%i!tlHCwJH{a3OIn9%sb z!Fju+-Kov1i_n_P5?}M`A3-ZwHMVrb8S8WzaoX}->_m(rA8pKJ^}U1~S5F5|FWZ1| zM%ko7jea=Kj7w!sR*%OkEPAjo@v*+mmM^)JF4RBwJj}nQA9+FJZC&mc$mC9@W#=KOwmhK*`H@ z09?7O`~o!m!plI*780>tHV^1>kbhg!pE>VatvxxY&*kuK=kz8sc^N99t3m!XKJGCB zOLaP#;~(-4UuufK7Uz)6^)0#43Zr z#2}X@`0#QDH+F78yz~RsfMhNy?eur4M6;kQVw=1LSE=A0y+nOm`L3u+WsaR?dTmP= zKMG{8kyM6)=6@hbV^n=V9YvQBTL{cT<@R zi}#K_-rdXHi%!Oj&!RfQ_RI^jKW}KgnXvbeALHjXi~cqfIr+vEly4XmuQg1+kUCfK zEY0qo2d}=Kfpk{ECKgS^agzvB;5l^4_9I_xWZ@gz#(%tqX~~95ajYk#;d$#^YTJF9 zPnc-7NR%G4)XY~?J-<$GN=AL`H{HOR!Q0=V6{Z2PkoV)r3$ z`y|d$(r#`-E@IiC;#s@S&=Lmm*qPKza9kH@+U6fgY^dcl7{pICdaz%w9{Z9PU1J0XP)&jSZkc z-C;JE@N>eVny(#`q>JiWZyNn!POC+z(tpP%S*!LH7e~QI!0^yFL^zjsQ0Gg7d+Uql zbu-teR2Pqs&l^gtIU*}Mu;AZqEh`6ZN(dJaIretSet`#t+4fuR2vewG{h> z9TcM5Oq^I|r)zAM)^8bcEX50P(2`b$G}je*;7~-_8@3+3UYwz)M|)%@>!ets{(r0- z<87})1%CK^;NmyNxo%Rc1VYxYMs=Yj*X6-N!iQ*G17d3Lym;3ipAx8zFeBwjx*uqa zI6Ymv_tW&Wvl0GDxsC>{DBp^t-HSpbnVY)f`HUrh@Q>CFdORE{Eu+Z&*$OzR^tby5 z(U)BOGYnjnv|ieRK6bB_2O2hh5T42P{FzJWcb+|;MFT2L+oNJi^De@0f2H4RHy~AJ&w-PHwL$FV$V=BP=s67Q}4V>Xqv^UsaM}N-F8p)+c zrc%zDRWv5;@LIxex=HLfo~K@9orq_pB=~Cl_}Rnim@7*yI4M1uKT!6gYW4oZSO?64 zwx={@b87}#b=P5VRg9w5pqTaLR3O-$j)SjW!6TCpW6**+U{Gj4x^HGQr0iMCHsg)P z)1B{Ome^A)+Gh6tTwhV!HGgx^8hRgpJNb~8w4MpjSrA(S@2FnM!&8od!*iX%?2EXp zaFJMJykaGu&8|L$gU5GtjT3bWG5!21^rMJx_62C#Pq-rUDlhPxqonP*z@(?5Yzq}aNNWEAa5qE3t ziKcU+nRrF46(oST7)znA=MsZ_wHs%jT0-{|vQ2)GaSk4O)X1YWP{<&?;TrIHf^r!v z1)WqY%3zUT5#QE(Iwy3PzU{yx!6eu%fkh-4sw3qr-W9{JwSOYTamfhRdl^i2pet%j zdvt!Nl#QlMtn{V>@VQQ(Z zZTadq^O z$tZrFB2QlU_J5d*mdxv+2drpSY;TA_sY8O5#i`PIKV@ra!@{L*hQwj>>qZl4_r)=G z`~(7%$xb{_Zt*$g98r&~b?WFI;+lGNdOL2R)tQGqkGh}+ZU!2DUSk{Dzt*_?sac!% zYIv^UZui5;fC&65KsJ3KRftxvj#3f*D+QN?V7ylaT{ld`XEuRBD>?8S@ekqXA<<`N42*so>T zQ{=y)uRNl#Ft1$t1`im$5C9Ri7VXo2)_5Ch>XbR$-RT;HG)b=0;>qN!BPX7Xb8VBt z+NwL`VSkOj7xP%lFu?hTllf>BY2lB+Cr7+Z^|w9Qnk?| z0}(945^|+H9blJu$LCu&4|j&Lo|%t)4ptC3B!6Jhef5lKK%n3Z$a==Q=E=V$1{WKl zmzD@X7RkN(k}k}h^JM8KFNP_LU2m5Bw{x8+Fcun|s*5w7pvE1&&RnY@Gts78oE%cg zh#aGkcWd#uFSGu!WzLj2<(*T|-Lbgw!>k{r%ybuNbzPLiTZV4=vXbwV@#NA3+_);* zfPWBPeVmQq9-g_7oFl;u|LFKerK*ZZEet<0qZY+qTa;fe=L(H<3_ibu=4mNUFTQ*SSkk{jyx~Wla#` zdz9(jzC_2y;V>#hbZfMT(;il!qMrEMszEgRuC#@P9D6jxV^{64)%o$*0CLRZ5P#VG zg9;hW-ukGfwc{!tJNR0JMjNX0{fwIIl_-#pP+dpj4z2#|c4pJyWyCzEr0ID(6GmK2 ziZ~ve4j46tPrN7J{$*kFWikkRrM}s^eaeMxYSjvjYAN<$aGv&c$hSS`_h+o>$SW~i z_{&nF_kJB=$H2lu@arGI7tud<>qmlL1Ic$P}Z4E)?z{8}(G;!!bHouP<4 z&7>(g*t}vIp-h=b7hRsSL7JR?5}-5}&Lp}w@#?8A+OwvGI9vPL(Cnl*Z7jvJ6MYpT zmK1?O(^;=?me3cmM75)#GR)U?6@1B>b7-6rmQ=aERe%Af6{rdNW~> z;D0$8A!l^DM>m>btjybAkox%3#oXm2S_F=D5jtlFJ|Cgl$%$uj!f0f$_R64Ox=-w- ziP{uqk9o4)tF75OFac{scz=f8lVC=xV%3b5*^f*yB@SP^z~xnveRI+zrY1{;Ene6M ztnJD?HQ=?`j>FTse;uraZ87TRUqH zW`6#(j)-TsW*=`HZzQ^f6c_3BX=-&B@E__UQfnEG`otL&41KsqcfXoVUDs> zg~Hu^ui0=T3{{(Co{UJ{IjTOzHNcJ4#Du=_>Xgnt)bF66b^q;wCy3}Ee(ee0(IdiMoRD-br}-r0Ifsg>gbEIZNS1z-fC`9O-Qv=9m&OE=%I?OhDK8E zn1{-6+6!s78I!G;=Dg{Xi>k5WiY3Kzmbco=1;BaQ!!g^>saa znIsPugG?f<)4fuwY<0rN?z;*Db z>|m^Mj=97ud#oNUF}o)D<rpjY1}@@1?De!zxt*)EXC{uX|aj#6&Q20 zpXld(S?Jvs+8P!nipXdf!u{e4yziAJY$f(=bIV0v5H1LhcV`oWp(Xg=_i_!muYl_E{_`3*?+6Nm<#%yzF%LD$WKhBAzsB~$+mifD<3Jd>nq6PS8flSkn^cG zOO&k}ZgYBUPLQd?<@%(Max#{*jqy0E2I7FMbbLrCnw=1!V4sm72~~C!!AZOGA$D(2 ztap~Ft?bV3b^MS*U!G4X!(haLmX7S zL`0-(sDPo2#Vhi?4-Bk@qpa-$pFZmrZB**mj|9|w??39^8;;K4>J`$!ZJ7>OoXF7g zwo#@gx)amA{zduzNKS>XtJLSzGhSa>rGJB+E(=0_;qi8*z+zL+o!y<+W6|H<;LIK7 znOg~~GRopA9CEg^NBTcteEv?>EaWJYpXYF(vIV~t?`yKwt3+K#>;(2A6~=7$Wk*bA z9>Id}t#b zN9Ua39}Kx%6W)|f%|Q}=zXEUoO@>R*Mr&F6!@^E0XoD;{X!mR@BbY*Lm}-lq39_EF z$W&K16f+3;nw0x{lIQV|I@7K3Pk&Z_+i$7-cHO#hF_;;cIWkG+z!Gb&9$ogsc=@?} z)<#UzML}%>EoH0uwNG=Q5@uf}vwtd2DwXvMmhUG(_2Lezlmds)pNw7Qd@B+W_3SL= zyfoeAmg+GKnjiNwTkk)|Q^mt|!cV(C7lwtEE6OgMTX@%!Z^nFVxU(%F!+(g6qZmn) z47Bbo<-GS@X&I8#65#*U!Tz`Ii?EVbtd0`ai>PqzD$21Y*%iMMkV?vE`K(_pB8mIZ+nvAaG*47r(^bHmu`;WW`i0BKSqSQEkTn;;Ci_VUetg(AarWnV{ zbrME`F@-REVN4x^^Z`St7?t|>N->|TJ4FMqL$rw~Gb9`Hai!b{RTJuL5 zOJKy`A!gMkZWV=br3$O9xvnMkkL$h)%cYH>r{f9@UfnckCl_E5rxK#aVIrb##_f&n zygS^{d{^JGAG0(BxzlR}c9)?UKsMXSUldEw^QhNF2s$)3c8`+Jm|5|&@G^A%k5~(PyaDJI;%>fQrqb5PSsd>m( z%qGEf>`wAA>DB7gM4~Sql`lJmzvQgbdcsi4PUAAWy*+x?N|CX`lGZ2uz8?D`+6S)* zGFQrjjDu%)b=l=x$*%UbFU9D_29hf`E`D<=Z@R;mveEJjUb*wdkQX?EVP%cn9E(|W z%-DST&zAfI+VX#Xn-QYy%ATe=Tc(tdT%290vwkn97=Q6#fDy6Ko!9KQ0Tpya5^B*X_}U<(W0L0dJvwu zGwAM>%)VA9i0o3iF!6+lk|`|9g-aYRU{KSH(;a(B#kZEX0xS26d|B=$t^YEpr)ky~|N1$5d~0{D{>^N;4PDnOl_Ybb#=RAiWChm47KCsbf6vkbF=g zp0lR+kkH++;kQeSuIB7ZuX`fcw=cU3j~s7m3n5I;~YNSiS;hA&$$?kTw2 zq-P$`b*!sKjFKtR++PS|sb9wbo+yn@2a#rI@_%cM856Uvx4zlJ7ws+a4-z7lNdDe5bhFFwsw3<+%sm+OD3?? zEy5#9i^G_mQlc(NmM$}i|8z%?O;1-3lylMbUeJFc#<7LL0{d|EDy)!5QIjV|0Tiya zEPv*#s4X&c6MHg|p=;1}kZ6z9H)%U%*gxE~au9((o#d-SYu1Pb$u@B|TDEto*?rU2 zbV6Jr8zwKn;g70!FY=JNLx!Y&;=6U)Jx6|mUT|q(5|poBd2u#Yu&g-BSaqm*U%|x3 z$|FdfRT`e;>WHwrIIWo~D5Xfhxa!3TGD_uvE>U|<+za3=%^?k>S0NFYE6?i$>KJAt4H7W|QO&OPVc z`~Ow%6;<%9wYqzE@9y4JFwko1uuEAxS%T!9pl<9y4lZGUjGDF}fQyTVgNutBgMmR8 z>;?h-$zm|*gIr-?C#dkhbQxEWh1-71t_~i06-o9kY5-mAk4)D;O62I z`j4TLt1v*;!UJp#P~!k7J3&D(3Pe7>YoN|fWNK=0OSDv9quph-+{o;Kb$SBtehO3Euh|Ds4c(- z3;_W&f{Oa{qx%f47IlT zU4pf{Gp8OD?BWhmlKso#iNg4Yvjw>U__(;Z1cZP9kP86hWo5_tJGg(Yw=?Ju@eleb ze}7+RCue}oQwbn{unp+x4~8$y!UF_wb9D##`~F+_Z-fB^0<6JSZU9S=Ef|XNPxL1m zWb-F}>bxu13t-IkG+r{~y)D z5e)JEOMjYIcekh6S95yW0OwmPTt+H}>dNg29^Z17ZdRm(QK2i>9 zo}qcR%_0 z0i4pmsXveaH-LXr@gMZ0ss4=wxd5D+f1@WuT|1DQ#ovUG0D$vfNC?1b^*8!m7^n5W zAP~R_`WJi(X7dmHjllm>1p%Cpe<1KF6!dS%`*hCJtNJhb$=mrK`N`P%>1l&PKsIjw zu)x3AKPU5Vn&*jzxWoPxj2FP^`Y*@_;QY7xbUkkWf=_=J;QlZ8l(xq|v7e9+$kpi& z;=dYbv!+sryuNq*aY99%#i2eE{LO9K={kESHY{UuY74FY;H$u zx0+uC^R9e~Jw`9uB)D{jA>T4*mW&R?jhz~eh2Yc+cjn@9n&92|BaLzbD~A7J3{SDI z(K>hR^{mfIr7kzDlboL1h>RNXf?#Bl(N}seRhfTu-nXoH&2=PgmZWWT!!a2M*<<$E zQP=+Ey8qLRkzrhznVgIhkw_^jdaYS8(Xo^^5rsGBbXj@LOX;UTlO>EzBN6(rgUqj1?8mGH&*$(5qQZ5iYMyNaj09wCYBi5vh-C~4>Zk4VeWYwtC2gDmuO=d{ z=&}wGm67q{HMn^M7vsSwfM|A8C56{k+if-i+cQBWBR{$4M=25(3;lHgI1k_YvEP69 zNS>iHdJz**ldRPd2-;!1AztvcwW#N#T2l=gnDt}|KoZkvI#(sLvi+sG`SH6)g3w3# z;VhpUVg|g|<-hRXfc);?YNT;aTONm0lZUr|z5V`OAH5=21$#5mtf{d#OmHT=Mf8PQ zRcB~)*p?_7g5w%eOqs~Yx6}lxMBINWe+_G(sgceY(YI%gnjto$yfrh;FR0V~)grPq zONRDrxhHBNK--v+P5Fzl{Y;#b)dFYiG<~?w{y(FA8%jlu@rkMUz{(ni<>I5We24@F zkpxEVR6+EIm#aXjGd^?)Wa)IFnII0UNqiz(wrCAdZGdZDsila3MyJY#?LhwtAo zp&ee6zilsU+AJf~#~WwWUZ4zAxOdL=mL;W99QW|@bq*r1QYAquxB_~%?sd1XOc7A@ z5=Wpn%I~YG+cN9GM{WYbC1zeA9X3mdv`VTGjuakAtFKimv>RN+$%1jeJ7FV2v9L8i zEaliG_A{#p#Tt>&)4j6wQyJdIvoDqK1Gb5KsIQ=p-X~P}am^=JK;Oa8sd63tU z9^76}n`3iq+r=yUVyhvCdU|)^MilLGqJ_{%u-rGjX1tc!{4uV zWLr~*DRU?AxD%L_Swn`;{1zs=&=j(hO7~`uvJZ&X9fTHZ=R%0iK;8uu`1fU;gF>uq z?3O&9O+qi@e+eM?=gfa!0^r~u9r(;{6gE*c7C($mzo*dizSniW>2#aFZH$fhVSbmw z&0F@(f`1BDmKgqxgcg5gMk5RGd;~lnO}|=avMzPz>`EW+$(LMaf;;RCd7Jmv5DIiJ za<(=;9zKFNbRpA1v=6sEeg;MHMw@$u6147_KclBW(KkN1MM+XLy3f5*slIhJ@w~`y zO$>BrI5w}%l*cy1Y(^9-+=ffoBTAXc84QyNvuR6bV4q+5+);n0E#A5rsfCCzhU+GI zK0MGX+7vG1T7O5je(Y1YyPYIE8Jf;acnR{a{w_?0CN~ZzAr}{K4TinEW62x47vu&* zZHW0)vlHP_f(;=9)KQE3slHq8s6E(Gp;m<~J0fMnAc=oP%bm3WIEa4bgWuH{zGPAF zBs+cqmHmN~&8E<&cKtic^ZYt=0zm}b+a>E-doo_yef`$v^leb>g=?gd$BYphNWWw% z3`v3u!w6yJ=w+Wm5z4j4;}WEvFkt_}}h z6d9|gm6?zft?ha`X+cZQ-G;%ddymjO*nI;O;oUx0`5E)ydx zgWp+}h72-UV&lN&kno>6HtNZQX}&H-ROr=Ah>`>A)=0mg5b8$Xdpea~+4BPU$G(3| z^f_L)C0)ZfTvDOTM+1LeJCGI@q|01DG8x~9O0V~QJ7=+!RWr*3A>4bZE)!mA5%p=` zdK4Po$D{l^B)*Hv?M~I|t_3k#eLfD%_8fm#c$JM?YLa4?*V{T7h%8LnH)6RsLBj1r zZu0Qv{=pjh>}1E}K?`{Inequ@KQ@13sYO_f-nGQMS?$V;#8YsJ23=vu#m>vJNzoqy z#?R7cuD>7QKDDN&k9-riyC)MT1WhSOXjzyhuUdXQ;xh#&!z(sNl8QQT?jhc;&iW<{ z2$!ZN4mlfL*^Mu}G1{DcM}l%_?xvhmLF_V+(S@pfo|~WS;65nrUHhE1yykyBQ1MXJ z;=uBYYAhgmCn6*BN65uaKjuqIni|s=S~2+Z_BK$|xM63zV7wi-stl1allbN6OF`l9 zY`$-6YsKynm2u@lxQ$v4)yp|29*E;Bu{+fxqS?}#x>b6D(p!>feF zMO1mKNnb;0+jQI=yglgnJ}$}nV9b>+Q!?>V3|*~_!M)M)!)BZ-YaZ;J{@kohX2s*c zINiFSoR^2i>o|seX8g6&IBC$%Z_JcBn~-mNZ3II|xnVG->Dl1L?A(7e23Hl%?AANm zpWEbJ<``6-(2Wk?{Z=ih&&W{3()UdYwn<8gsnMpWa@f~3IA;k?fqnWpkDqsfT6u+; z!_kIKwseaOX;5LJ9d&t)>#05JO%m%EYVQWIjA7iH?}=J0)k8IL47q<5wmx2~lDRIweGCf! z1e~`x$U9;;-)e{&M!kqFRgSsujuBcTZ_Rd&&0bz1=}GAeeDKl=01-bwmQx$IXZwv2mFi7-LFKV^W>3l zLa-}?nlk~FE|Y(p$atSg5?6U7=HvP^13FNV=LiXlC}Ht6IlXZ@f&Tj00<4L*I5%g( z9^+_&+usyvuNjm2PU$b-QmV1n9k4N4mO$QbF`~B-pb}27-LFTVDAwcf+r=PL40rlLYabXs3T1f^%3XTm4aOT2{8uQQZji^GVCv8Kmd(icS zra8C#^3SLB$J=zx2}o8LDd^3!DoH}cfEl+wgkuWx3L9Pndsv(Z5p=Z;CDrm*7f#4! zb)sx62{F~AUoUYNp3fWpaGDohvtW$3msueT9;|=vD|SC3yHII+RbDgf-W`j)I0-=H zyv%mL@wAY0i^**TJcrN*`M*AkufW{6&uxN_z6-Vg8XlJYmZX%41*C1a!;Txn@yw2> zOeDq*MXlJW|7)dHbsX;aWuMm#GtDWulPuB`vyu2(eWcNSGvzDx=>a)=hXoP&t@549@j{{>5_5Y2wB1vNaIO(B$UDS{U~k^urcjB$ z%290?TXkn?eA=YED_ELBb}GO^$4CnoG&X;hQ%UeEhLQe4%FYU00k`F14nVQaBjMZO+uM%ms97!^$`E~snAMqc$9jKm z%MmkP9cMD*qqLMy*{6!jM5X~*WQH=!)|3cx;?amK-ELjO?GdcfUb?hjxdllWD}iZ5 zU92~z3k^MwFYz+#>z9dv{UNN9<=Y{z{7a^wtPZ_R=!erPS=bY-cd%v{EAuV9Tvf^- zkTpy#=_sIvVTZ}7B5s7kw_iIEn`M8BLAHvVZLF?c@B22vf@XhLIAw`FO0vB0NZm@j z4FwXqvBQb)tB{w&ck|6V*p&PhjN?(HB>OgQ4<2;#B$|RJeng3^h&}=8!RkrT(~Ra%YD_-KEut+^=N zd05M7=47mb%P)+kaVDc?{D2+Oy{00&xD6Y5*t&0@)ih7~w@0l6w|+nKWjT+3*FcM^ zVK&6Kk1bNt$-mY=)2lR`5S`)3-tQ%OhA_SKB@Q-a+`$dk8i5|IP8BD!V40fES_s|^ zY{@EM9g6-{u?WR?_g~L>7yWd zZ|bxW-jw3E;5~5ET3Zp9s6U(ip5JoLG7B)d6Jhz$GO>0Xe}F@a3F)gE>K!l7tG)Ue*+y>*<0NRGmlB z>FiyaamT25hI`ChONl70PA!Nvyy>Ap04bFD&-X5&hb$agOsS@hGZIK7gbcI0VX1B3 zXLF!br56CYAU1y3N1J~c8`AVSa4$@evk8#)I;xE8s@nF%_{6tOz7&598-$lGc%+J0 zvtY%FZK%eM?Vadzn-(vI2i9k6s(ie8Dc-mH z9olecG0$Vu&U9dnv7xLJsOR?O3~l{`8*{hwdp)i$JMWZha)N(5;%i^m;C2OX<9xXy z-$A`nJWTr#{Aw8mU&k-yg2{rIR>1gj&WJIHL)t?{D1_HHV6>V^E}0aveOa=$axE={ z#c$gk3Dv=6^gkMrSIy#c1^OH8<+MnMj4KXQuTg7iu*mT;m`{%)1#5Xn5OM&5S%Gcv zA*WybSA#D^M#q0lbkZRza*~x_7)Vk2inQovP`6jlju`Z1&)!E=M#VN~5r<9fHhCY> zz7^pjDYbva@t)>$%6H~#q1xrmJ8N{>(qt}?xVThKWBA^vGx6sxPMg-Tra2noohV{H z>@O-FD;lh+f0fw2g!n;&&{St@(SK~o$H^&9Wtjv(m?(cAai-oR4ihzP{5Sw|K#ji{ z+lhC--Qw4K4=U-q3p`f%Al(lA9M`R)HWHC@r$K!ioe4U>TS3kZnhs7l=+T$3bJFJX zej~Ax;gQ$dX!Ib-RDaCc>FAx#w=MZh*g1EKxbJiy&80=}mG>wH_c~hsLjXCWLR zn@C7>-or03#IYKG%+t8V3#Wsw4nx**mHwry;J8Tno<6rwpI*+-KH3gJf!C%!Y`Ksg zA)ao=dQ7uetO}x-NAKHS#>Pq$jQsF=57t5tgYSgR2ktW5H;76f@^B7O0^Xfd*oI^z z!o+^jF+1;QwU%Dy(P?XS?w9Jg0KFncO4z>b18s)h8Y{eiZa4K}q!~@Y4|I5!-pnU= zSH^^O=MyXMn0Aw4S`~4+?5Nx0JO0`(0~pwA6q%6D-2bea;NBzKO{0_InQ*?tL;)Fj z7H^;v`DvHtW57%SR>j`OcMy@ysH>H_m4{*A;H$cGZzajh$XHsN)6c45=cRJ|h4c8L zA!Dp7Tb|i}d6}H%!Nsfw>Stm4W2*a|x=Ip;gS*+}?hgDk{jTe_Wz81J;pil8E@Ibs z-_*paA0%$vzwrjx30T-GJihmYpGyrZ8ZMm8sJXWk{OTvL-xIj^-JCFmpch{1=fEd! zn7HJT>sNeWirY~KR?wQ-;mUgK5y%CMY;y5zgTrE&HQ3e zK01PTp4$QEOKrIkbFmApqt2P`Ur!$SyhP(iz9GY;VR>&hu6#!5Oke)_epC1@cND(A z6O5#Pkl1xUYzTCZxkFOi%kw?>ZFA0ZT?DarYeRF#HSf2&Ugg(}N`EN6X#gu*^BZow z+w^YlG!44gR(ymc)XC}moEd~ezakGf5x@yzDhi6dE|;@>D_bn>KCguzv*}1dBPjgg zrc_-4_U>4p5gXg5FQiu9jtW^y$4D3+$>fE9f~5i0wfR>B*;X|t*!`BGJiYnHEKUBM zA~X!53+QA@)*Mz~pz+NwC0FE`HgmUJJw{L2b$QDGL7LMvrjvtD9EO5jGJHlyh&=vB z1r)|j*cD`RNd1bdRN2vARW+U?Y2j>Ip$Yesrbx;c-_3r1;mVUoI8T@14cgFJijOXT z71)>#!>alAP7T0amkrY#i}Czk(i^VdZT`heRz+(e?X-G8yNR9pwBwDbvS3yC7ra(I zt%@d(eB+mjb{bUNei#Pd=|ye9^Bmsa6}TuR*hFsEoYd^q6bfW6@@frNA zRfKK|8nO>;sdF^(Wl-h#s5f{DoudbTUM?RkxQ%OlqNdOIuC<#rk`ey18^wHf%uBFe z*2}w}&1|bYP9$E$C3Dm9tb8LT07&roh|Sj6-AXLBNgLgg=)L^YGueSpFvI!8RNM*> z_8`Yzc0mS+9l}2#0aleaB-?`1ODc&C^Xd`v8)cUVT?^Ss&4xscotbQZ1(;lac;czi z0==;y=sZ&bj)EVCiqPv2vs&4~m5hsmV!Z^(AE@&e7)vhfrs3T>nL}7X9&H#K*<_k$ z5^_9ZGmg&+(D+M}3hG4;J!h-u^nOg6N(B1`5!_za;_I??Aw0WNoG+ z9L>&T>2zqY;AgW_yC%f6O$kzeh@R}XXjVTCwN0F(Wp~C!cms#DzFQ^UEgb)J?+g?{nQZyb!Dr~y4Qwo`o5nId#PtyzUy$1bOz{` zHXwcd-aIw+p2HRtL0FHs(y3(2D+UZ6y68q-9|^bxhD*Y!S0B9tUw zI{|nWN;o;Lat>H$1yMgHVMuOE6D@GXeddvThtQ!tg@>2}gP?hpb*-;7m1fqn0{6UE zm9K(YA@d{eQ`Dw^xr6sGs7osVRWyNV=d^n#xCP6I_G-Ac)S;iG#~4DlHfD5euMQ}p zF=?HYQM9h%xvhZhx)-b4g}m|la#n0iYSFS2y8R}X_k)HgEsOO9==opC9Tdd%bjSuo z31nr%%E_i9czftkeKShZMmR=mWMHeQ1w&qQvr)x^3X$P|9`FkT-(R0%ySP9#ffr&dKG`9ntgeQfgeLt>q}BE~X763b>1*UlXoGXb%$?}JPMhoL z2VBn=B!@~Sby`P@5|zqqEn_i@>281Wi73fwzUEecF6P~0P!e-DKop)j{eU(Dt&qT0 zmr0Xees$88oF|_osoDF+rk9Vc&m`7xD%zMohBm|J^-n$B>7w(MAGw8uzAe57Brxtz zKhW+XB5~>yPK#nzs}Ie#knYCcpbdUVv_Wax6E|Xr8I7`AU*ahZtN&qBHBH{5p%Ik~ zpLC6X7b-=u(zrzDiW|xOVrA~smj!>M%TXVnL*kZP9I&Cy?!@U}YIST5lop4CEMjCL zRr^kix_I20Kc`(}|1|xsFmDoHQiF)$j*})5bv8LO3$na}RJ`#kGF-PngkYIBR(1W{ zZ#E<#Va|ZS`%uCEyqNZ&j$9i-w*mvQGnHC@F@!FK=fPp&hq5odn*XbU|0~Xhn6A$; zL$Of7i5o7ebza*_P>=0Ni?(V|?@=O|`wPSQI-x*8R|S(!D7f&W3Vcf_3JoW~1|;-Y zQWicVSn3mJfA@uQv++7)__Ts}@l+rI7rq{BVs%$b1yZ*fXmSdW=Y( zt}VNDcT(ht1MI@ z#efH*pTnOb=uS0*N?Y-nAUV=pX*dIabFT?_A+LvrjMSWH+hdjC>AKnp(0VS=%qrhlhyU*Eg`fC!Q+Pvz(`5b=I^7#{ z+xP+bV6T3ziNh^tW_aBwm^x}QSF_DUJmH|s%Iu=A*|1ase4}!DXEq9qA{Xy}t9Ez; zdrppy{Ot!W??HYOEs<@g6w{$g6alNGN4CmwI4%!T&ANCfwtTRM_;3jqo3~ik`s{@G zu~90KSIbe8F%J$B`Bf!H1NVpZ-j+2Ma$%K5>Z49~C&BuZrIe2e^3T{cQ#{M2g+8MX zhmVbajYYyb^wd~4YWzN_-QT?nl!u*U(tck+!F#EfpBR30 zGDd>PXqQT8oiM%AhIFk}u!c=K%24AcGoG+e@>1>@mx+YPjkxhijBhf%EVtNNSUa@b zedeG;J7l2st9{Q*y&)lzrIs zj)&QCQ{697 zFLxj@#W-s{tEP+`fvVTX?)Q9~NFQ5198MxX5cr`JEZ1cF`EN8`fP2YmQY`nFtu8y^ zaUH0Bogt2gIbyAUn$O^fJ%2HDo#3BF92$yn>WasJKO=R`Qof3!)u-Y-kkx|&C(1d?wzQkOxht4xX5lJgtlFN-zX2nrhfD3zFhMY1J!#w78eKsBy3QaY@y z1^q%O_nL-f?W^I0-rR+fF9IXnn0D2s2Fa{$>6?_R@Od*+dOv^c1qjnTlQ>APLf9(E zTWNbQ?o=vLS9oSaA6U~pNd%GV2OSDb-~Gx4uAL>EpE4!RA`$E7OM>qx6k z-p(1m>Ha|O1>`Pbc_`oNB1QRz%h`P%m#At@KTlcyDYJ%RV8WWep-EEd^jJsi{8Oc* zd}RGxQ8qgA*8&8k_QI`(hHq@2TW(%&rqIh<2v}Z!)$X2I4vA4!TkI1!j8kAVA*`E@ z>LZIU2WSt*_H1K5PSOO=53Qp6O z{5F5iUE#!T)R$tX6I~5eAW8bU#)#Ix-(0<21HT?4o_x!>vRxhnfQK*K?z_QThU_(*B(R&$o5>jth( zn+g@uwS>q!Ia(7N%S0{D=A#+cm&Cz4A0&^L((<0%hwd$odd8?n7f!7n9^Ev%k>p1u z?|zPAPW`|j$ce%Nm(;3w+bkY+`f7`HD09+(c;XS2Q8Vb`;d`}>r$SNWZI9!5w|I7| zF7owD;$&Ch!B4lM`56gK=c#y{+03~Z){wJI)~|!%o<3KDBy_ z#X5_;onErh80C}dKq69#LNv6Jy_{Bdm`&V*Cux7GsWzRIK0gL%)|aBpZwuIWCKM8X z->4$iR56U!+zvB1w=hPw;Xy`KanO!wgNcxKR82P^dNGfCAH z9o00QbT8xY{FJf1C<#)8>|D5dlRd1-@BiGGeK99-0>2{9R8^^mK~xg7=7lSVyI)`vv}jOBRC!hAfO@9zA0~e z%vdq#&C$L235_w({OZk$`LFm`oaD+LXOJkt{#%J1#~-b~W>g$2I%qI3z?%B)I~36V zz6nc*IN{nx9FvTjESJhysvu2wc9mQ7DRFpn#^zqYE0XA)TDHgJ2S9{UUzquS{c3$y zN0qU3(KG{>B|woji##_tPS!E#9&2O0k{5QEt64hZoBW!Cqp&!%btvznKeRIv({acv z+H_z~Mjlh+nZ>KyOgstkBmb&`hgg$J+>+3gl1ZtPidOu-3jSYg6AE=DRVWsmTt(@H z`Pv-&l;0@(^)5S;eP7OJh@V)0$r;d|Paw{W3XYA#5t&(0pd1WF_YA`ghjBDH1f6qi z(M|i_kKZ-2PMKv@Q;EiAZzBcZQjp~YVVFq5--85(o(C3O^9&+?{Gw3(4ImX;0_!aA zD`eIXKt$YXW-0co^SXxnC3Z4SRLCf#@%i6@U!=YwzH9g8-(j7 zI#Ou(HD7<-(p+c+4eHQ;8bzIVp26)M_P+@QYlRMWo+FNT_jvi|VA}B#wA@~om52gN zxu5@BK#I{+Xg%!{Vmk&y93sB>vif$YUdyp%J1VBAMgCB;i8}YNf60|!i(-N+3zUWV5RYj?+49Cz1;r=1DL-!pqJ;w0VohP zI5G+^Ol59obZ9alH!?SuAH@L{12Zx?mjQYKDSvneG~4a_x1y+;MQuXuz4zXG&)Omg zkwg-k+OukJN~ukY+Pij9yOdU`t#(mV(SO>f&-42~zxO@oeNWCwzW3+a*Y&yX0S@R2|I~*BBEWDIk`D=n{Hl@vmm74ORiRGGFb@w96oth9 zm7fY20Rp1??#KUUxb9Gx4>aKKlQS6V)}T0P+R8^8X58;s*!)7JvSR(KQ4Gz+rHJGr9~=5ZD=n{=g4FI(UNsD1;X% zDByn!{(Zt16a+Ydfhd3@$OR0=|BrVx408VKjGjLN>I?%&{*^AePk*QE{f7e_e-?xj@NZvwFf?;P0FM6<-C96Y0Em7Q{Qsu=ZT-IzgAZl5YVqh{Ra~g1n|53x+X!0e+LsnD?`v# z{u@Pu9$=^!@;^ZU{BU$=m=pTa`Q^juKhe<9y`bP<^!(%CUrhpfArNSj-)u&A@bB~Q z>j?z%1p)CF=3qeS2!FR%5giw`inKnw8)G=jD_yZkmIE=OD7N>{0$g=)bJV9jmF%5f zP>p69%vVHB%>~kO9bAn2TKD9IE@fyGpfFSi)|8HT3x~g-^tgZ+oM1FA6XKb%Yov$C zhV;btR@heTspfN6k>b6=TQ4_@ue*?24<&a29)Qv_5~d7V)PEDj{H|Th$CgYiE2t4m zYm$U}2&*hF6HU{JYs|;sgma~icu1HT}rY`Y_Vq3zp7hn1@Q#9C~JS6PZ=%S|_dRPC^+a|Ai znCP5re(%yToqyeWuE}?PLaLUOSXZ9fOco{98Yhgik*vcSVMswA_I(BbPJP$MpSm-! zvhs6F9n23+@wkt|g>5${sV?lF@H*1QXy(2Z_ zQWZnhX}^bc+i@o5C(Z;L735GV5+pw+pw$a*N;cDqsU5P$xo(o;zVaF3XMK2lP6?S*a#n`8hs zL5x|j3gI`2dxQ>?jbTD_P(BP-=O+Ahh`jcP`$fA}ERS2_Nb4`v;YVkEbf3uD>gf2j zhWvr&SS4X<5aTj-0u@l%9#*Bw0C-Lf(Fq*V#iZN-VP6j?4iiE1G&vP_(P zTYqF>pn9ZpEwpAQ)OzimgDq_>3&N=O^S*Vk4k@OQtKdrpwS32~r7tFexT7J2$`>|((vpw89C#6Q z-p;eIaBk-bsyyA@ea8BrbBH`0kZUQ1`G4SrZLm@GrcI?s)H=yKa9MFGa|jQL(P~=XLrB-nl0KuhzSz~YxW&_`6b*C5^4=G#()COq%$6o^2$kDL$ivNG^_d^N+w%8P&2G`1}x~!S2zBi@kP)-@`-}W|APM)Pp~7yqMtD@}J((o~_5`ixqaTC4lV^Db zSsIvKP0MuUPwRK(S5o0za}na+MDHnOKN<)kgVxlEQx%H!QbcW!gwtb9HtHpu+oAw8 zeukyd;jQ|d5eO_hb*J-n^w9b0y-gFH5<9 zQ>8Fx3P>qmgz$VafT=!SqTF=He3#8dB#!5aW%YpxXYc&7d3=6*#v0ZhX8WF{nJs?f z!W*^qa zhr+uZDspU2x8-Mf2r&1L9Z`jl)GSvLvE-lnG2Xp)WjID(-quSd83Syw4EC7};pcaH zl4#Fc5n|^ZJ<=uh4>PvA2iLvl86@2a{74h-H)^E#!KG&H2p<7L=qFPPZyp5M^73jVB`y! z)p5Bx8YS=Av=>iLn({fbzTtZ2bHD!xwDe0K7;7&n$i0P6W`C#qHvZb4SD_wP;GP-I zH7)yT-bCHxSp~|te7Km{N&Zuv1qC)4N4RBpWdFIlo_V9?>wUF(nQf(@`iw8`^&k6i zmyPy0KFm(o3eB^U2w*B+UGI5Bv}44N6MumOdW6Gf-t1L~P#bQvQM`yK^m|Gcn40*( zoAKTu_oJlZ0)K}7G}T66!n;=sSSh-LyYKm5oYCLkMa@TIU1@-Fq81F48@_n!9c(eH zivH!b*2>-0U02!CviRk_75D8ftpeMLZZAKny4 z^U(ORWduLEuxP!h~;W{1_D(i zmO7VqVfeUzh^At=&=BMl$16_+Ge4Q^I}BqHpr5}9ZK&!qlLvR-yBF(!vL!J%5ZGNJ z=k(Lf&wnK6NoZfAna9v(<_fiE*;^Oo5$fcVp>)2zc^pA951jNsxT zQ-3f;{rD`x6S3%~$6j)N-J~lrDcr{>J#!M&E+}%Zs(Kse_9?ik2#*#j;7?hp{*r!$ z(KEI=ao3^3-0%ylf5Z%x)~nWei(;ChUSX7`pFn@tb3W{u2eAWIsSk?j!&M%rz6(o% z!)w&Is>;9BEoFHhBJ^jR#-ZZSyTzo_Sbxrv;aoMedlpjPy0+woI&!4A#+G#GoiWFr zQ1nTrusNi-NpsT&P_zp~-{GA6pqS#)SF6pn6KbK|i}}&4iQRwU;mKP?`VX9Upa*9Y zck5?OI?_n{vXegQj4u;u?H(R~u~h+=Ut5(PNg-vPF185uGJPdqGL60r%*DuffPeE{ z)GT7xdCD|y$I~D*==^FrQ1)kh4*K^@uc&^YK_AXGGDq@j8AC$Q`bH`jK0UV!Trq^F zmZwKH(5*^HlvH^*Og#77EJ4a)MonYpJRM0e-xq$ha$4Hq)=`0?43tscN?RNzA2Xc~ zh`^PGx|_%#qVX_WpA(N?kSd6-CODOd^K@2O3b+Y zdTC0e5jTz@x;Sa_K=7r3Gu690)h9f2#sdXnr)wRz>7F5q%dC<=^?2KVCV%K?to!kV z^0YhH_gtOjX8~jU?JQ6c!d9=lBx>TRIi`^w=~#GV?z@m$P7cX%Gu=GGJY3%dVgMo4r#bMCFPw1e5Hejm?*u5lKvQo&?}M_cSTK`XiiGq z3*z7=(v)uKE}7vw+@D1r+6e({{?anD-T647 z9>;4|VDYyT_ZxQeo_}TMx_|9y5n^%+dW@2xosD-t=Esw-5P$NZ=FA_Ra6WCV*-u|t zExPb~z_C_i&-x*tl9r^5sl$*Vk6(Zdx$N6|>b#{?#a%s%czme3d}xK5`rx9kP4~p` zIm;!>D_L@y&tdQL@_T1yJ)Z|Ty zhuFXTb|7s(OR=@7IEkkr)$sD!ilqj~QF(Jx$ zM<)0Emw%?6?`++XnaN0tzY4u&FM|G7Ru!DnV(++K`NU!$WON6II1KkguyuI|>8hTP zyK|Al3Cv4NT=;1)$xg$u_sUN9X|VQ3^ME|vnI&QQ_lZv`bdPPmOPNzklaqQgCPk8D z-L_bjz8#^&m~tn!%z`YD&tOGUTE2kEq&Nn^cYn7Td4CV<%+zN6Wq6A0lttXl-Rl(5 zhSzZ+h!96xUj)qcT?4BU{2w)Bvp_qOK6a-gGfgntpY1%lhdETH)>d zDSv9rVy1kx0&-h8n5W!}+J-X`0@TbSGgVWvyP;o^UzYa6ePLQQEAK0r-uhgL>3`x2 zdYm7E+8qrRB|R!KTOF;a=dLC#X|8_p`ifpWuHF%pJnQ8XR5kjb#ouN>o|++A@If z>qHUs>wd1yxXpke=38^BNd5U_nivlvzWC<}FOKdQS#?oPX2JAi+#YP=-LQvk^>+xq zAe$$8Egi&2d=zP|8~hYF$00QjO01JVi;P+$dzdZ4pdI59ja@OYUEEu-MNFm;pMPgk zod%d?cQ|8a9n=oAH`EULT=Zt`*h?iUFEy4Z=!7lgx?e()?|QDRean%?TM5V=tlG^j zPcST68p8&WJhf;wkeh_MoZit?+me#+MWxLr;TW6hj{^sZ+=P@ptV%vt>5I#Sx|?6R zmlRcWVvbtWu!p}opfA0jM@-QxV}Dxq>b>4a2_2Y|+ehSkB4LtfIfCp5v@~Bcrcmq_ z=}r`q+^XVrM|$fxc-cp>y; z^7B1I!#mTpjkg#`_FUJoY~o5CkGk(%e`(*TvfB}onYtLu805w#*+bFwR@PcgLzQ3Eqx(Gm47zQd*g&h&05p6@;k0g^&RV)sZopwi2fYscGuhxGMAKd z&Iqb#29Qi%^f#RfqoSLtezq05RYsNe1u~a4Y@Qw@&EXde4O>yn=)}1eU?y1Jqp0Vc zhlz^2Q!L-4K41;T)kv|%;HmZ<4?IQIAbs~sH1cKCv`N?2qvvmr?SH$L-EDm+Hc1tU z;lZ;sfjVc^K@Mp+v+T`?Gw?lMuDd#Ne^z;PH*_uTj{f(ryY}}+ z@XFvRSphA}<(guY%6}Q!*UDJ@KDAFh$Z@L{M~vUGyfpm5Fr}<>T6B`!a^E-0=g#M@ zQu;`>mZjX=Y=n=PBi2<@<;J1{o22cri3bS0f3RLKeyB0A+6T_z*c^s|FyoljGfipS zo-9}4MEJ!Wp}c)(rM#RBlka;y^s^&>W#Yt~TKU|Od#gu3%711aQseuXUCifrP0Zqz zGD)|JHiJGcbx*W&E{BVPkBxJwS@vkJ)lTrE-FQK@?_U^fi4}#ttM3f0>gRe-*U&Wy z-SQ^D_rKgQX<51)6tZ1f_k>Z{`$3Ub)K$7fj zKXbY6qnLHM%YWpWEkA|LfuF6WE0=h`|5E7FkRAdCWE{!(DLIN)K$zHk6Wfk%D^x_k zJ50ypbt=UE*y**tV~x=}hPla{6@1R_bubc0!6f%l_=iBl6Ux4h=eDyi)2KLSvv~uW z^%Glb_2({yNQ}yR8;E`1Z13VR#uyIZo%$%bOeU{(Tz?y1x98_FzpsSkIv$<*OSjf# zY5L7ttG>V8GrAKCN0htk5;QB|DD;BZUOy8~&w})g#G;JPH~U%XL-#qi`Qb)G7fTDT zE19W;8oltdR6!}C7u@{|waBuE$LutCt;&+^YI$*feu6A< zZ%1}l{9c+RRd&PK#harY9z{{;h~~0dTsnWA{D0Nkxa<`|8wVs`gC75l@@zXM5sGs0 zS|d_jRKPa~MDHkxmuXDR_C2o}?@Oq_2BPb8l~x&pMo9AQ&{Isk7uMbKwj%5YdE1T^ z!|fA{ui2%vr|o^xQyXhL|m#Fxu z#HyB)Uiq9*78NB^1Pyg~Ox6&BeJH$=?TgtWu5=DB3?EfgO%)V4L=`8Y=?>4AP#iG)g`nCU?{b(&Ymdv*m{Rx6mpy}*}W$|#UaAJ(>E39?KrFk{7>K?bF zDUL#f663->-j5`f+B@9z%V~p#WQQREb+En8G)T@~T2DfP@KYfPNvxi9ICm9;yhn8-Jb!|gioY3gu~!*1(W9Hw>3 zZ^%17^tGToFjvV|sW^2>ng)xtAj2*(&D4npK5)oWPh#*AKFe??wYp?s%7Wa&Szrog z&x}-6PofUFuClbgXaM;8Cx1zC_79+dtj(0EQflU__n?&~m=cuj^VJghw6n&nefDZA zuZx@J1w{qs8~sp~oV}hR{{b?-o7(ScDVL!wtiX^SOSmRnzj1~_mo|T{y5nOXcPO06 z*2?6Yzg2yyo#$|#1RSY)=N*Z?wb16Nw?w>t5ur2o&!qs-=&V(XAb(DXg#i;;^2y{5 zXg7oB}OQ zyT?`ac^PWs)38RKHS#7@Tx;#;gJ{O;LD`~AdTaB!1Wi0>8uwXUSHL%Chnt_CyAt@i zzJoI)A(xS%=}A2c!hiZnV>Z*}g@y>Ts88ffpOmr2y3-P@TD+;Z`^brzBj~F-*%pREJ@bTQL)Xu&ZFwtHr%bZf4qUc->4v7>46Ax>Ah?I zVRI30v7$R%aFhiE8fAljCi=)v{xI*z$ffAO_f{_`a#~1sUb)N`X2k2*$v8M%J1;^+rz}!in|SeL1Sr1%zmj^q zivdm2{uqGw(tmtU-{uvF$3l1R{26Pzkv~j>DQtFsE{})Gz%&0!S;U`$^6};Aooc_< z!{h6MP0Vt2{=|HxZ!6M1CkHy@Zy-gPPNTt$N$JbA`hFOJEk7?uRo|bJj!==@Es}Dw zj=9$8fn$f*5z{DSyNFZ;e~^R)0;Q%Sa9j!>az5yXs+&e<@e?+nYBZ%QWI;t zeyDaDm51A!+*She=9Wmo#zb_KiYgRd^RGy#YQIdzP$&mqNa~VKXU%76hs)R_j9HB1 zZ(_e_-+$K%(T=s_@fdoaNTQiRu!DJvsNtJTWiDq%Om#YYuLr=7y62q)7fX!FgIqJq zr=_qBGn7BmtkLm?-&4-f8L}2#V+q{`Zm~t%9NK1M^Cj+Jf{Q&!{JTpkfc99p*XQi8 z;oBs>aEnE?1v_?LPfrSlELFBHwu9Z+EkU3ZMW^705-*7 zlRp9#o1AC{ev}=^CV`n_^5v>Ac=ZoCu4&Vldz6+p@Y~wCS5G24MWn|62e0ZlHMf-K z0p?2wF)=kYFfllnfinUe2Qe`w#~Ee`i?lat5}-WCio#&v_**c7-6E63#_6a9Vf`N%1S^Ve`sxlLl8g;11M+@uxacGAVh@E zi1-3~ok45ZTN?$M05fA?0bmJ@90v~{4&>R_n?}eN!^>tMkEWAFGg-`q1tXmfBJ z!oJ*OvC=kZiSJP&t|{UFcS>xOysunBPb%$z9$DJtd!_A#(WMP;Z_M`qVEifo#{Pc* zsI=GyMx`{IV-xO8>Aa?Nya%N#(QEzhqI7NQf7%5q>}oK+7XZ6K`l8z>|ukZql6LxPr%q%}xaX!P_S0wS`TrbK(( ze}R_yh4*p~+L37@EVZVG0y_a)x*&1V$F3(u3o;?aEST#ysvTp?DA0D`9UjKO!r;6S zs}E=gZ4hIfVOFpiMKjpr0wAFkS{4|ACMuF|=mQU)5Du_1(jZar88OT50C835X<1>v zHK=(qOAeON%7#oH3@q6AVL&=vsE0l5e?8EeXEG=~_t$MtnnaibUZXU6q>nf!l3&Jz zdPbB!ftQ2zp^askB7arbpRq>?YhevCmWMEB4ryo$ySYM*HbV}InHlS|Kpyu8qe^09; zV3aNS1K17vVK1<`b*OD*|I5ffBWf1TXavuy{rxV~dI+37ngJTDeGzA-+ykg0h+Yxq zs6o~QB7o(g2FB=<9qPd|okI%*gFcrH@`<2X#0pj|Cl%JjqO>{KM8DjoY)lji)zz-( zkR8ij>$I+4(VJMKJ#4RSlcN*Zf6Xatx!)oB+yjoG%9MIKPjN{TO{GO+V3-KuAIwJw zF(fo=bl8p|qC#-+!O_8>AWjMdmLjl>rbwHCT^mOO74GPGn?B&)bPx*N7PI%IHP0N{ zT+p?GCqF5+4tT)OA4SfI>_qB9G=`fGuFL4R-bFmgN%J`+S0Y2ey+zYLReS=FXM`(Z z4hUd21ezy^EJyW(Jtk8iC-(#cQQV-Yk}U4yRmRv-(LQRPTrj}7%0)7aLtrXr$ZVja zLW5xZg`G)U=O`QTZ4sBx{#?IRYJj7vG6>`Pe>E@4Yd-Y+4jtrlXd3 zFEWt9+Nit44$B{KGKCJu$)lVs9$jm5s`U_yY@sQ6oI{i?VGRY|ohgm?D%Aw{RC{qx zrsJU%8e7z+uCps|T(|3)b-t-BS_FkmW9}_i*Ru6oQc+Dvv_Q!~`#O+mI*kjh2R^m%u<6*Bs`)&}X-5XkOEXrZn6izb(vYaalEzt#A2uUbXE5Nngitz9 ziONx-A1uWZO_vAa4RcbNkA)_c7|_D7=?o=*b-or**$_YydaZ_rQW&Z5vSR3Z0U9X` z>$sj>D>w|OIbvbDPEF*0moNx_KW+I%N(9_jw>{+2Oz#4t!{RJLXasQhzu83d_}CM#jJ={#AF4u}hcK3Uj;mQInkD)wtSex9od&LLdx zBQHnk(mB#OptjcI0rONsyGS^g1n=UXLHawZCF9;JX9E*`YhQaNND1uw1?w$S8%s7gfs z(b2mD>W%HVR#dWSO=UOsx4h|4CS7*q+1&1CIeK>0jEcjuwOhiw(895jj5Me#v)Jky zsZK6>2D}$WsBIz0(VaihJtR>L4#|WxOcY}H`T_M2MQ)maz65bGBm$DW%ThUO@Tx{} zF*ur+3BzDYlW9nut#F?jjanmryg6lJiguz;^0C^!*xR#u#z4nCY!zC!oXg|R)7{ol zyPHL0j1aepVi=?J5ct+Zsg%+KA;)9u?UFp5qklL@^iRnrQ@Gxlq>#U(D{FbK_;XL9 zgq*WkrmudY#NE19H=|A;b@HPzuKMmJ*|ySDsWzZ%FfB+~M|Ip1OGlx9jnXIHN+U-T zm}Tj`g;$nV8j2fWtMZ1j<;N=vZ=*O`wY+f_es8B#SU&iidJ6Yj-4n85b9AlRjM&?m z7AuHE&j>xOSkB_H)(Byl)w{9cKGbGP`%%cl8VYL$P1jFL;K6}_XdlXJyGVC^k8iEL zD&vt~{L$*tP8jGtRSY42#8OVT{4%{-s(Y|n(D)T6?&I-Y)_S|{Va`rbVPCZ&5z_JN z=9IPEpD=B357t+@U0d^{IaoL1#RPTbc0I}(ahvFe>bn4ZU;nt7pU*}&i|LHt-#;H- z!^q)_=TCom_QTQ1;ahEBU_88>3&%4K=}UnJ-iimt)0e^-U!r_}7|2KSbNo&qWSDt0 zy!p8qU0%Us3ImDT;MfC=gHIR3@#y@~ zdG+{)#yT49-8nEE@XGP&;#vS2!h`V!O!41;5Xx&t6}k&>+2zTOtTn* z*Idq;;i8#=yMUK8^EtZ5)kxlqz%}NhOPC7|GQ5>vdYI&WFnRsz+2dbN2$Qf865S$V zoW3VS(so3DMy+18Mqclu(SKe(JA8CZ8l@dRjw)%b?n$MXb{P3=X<9bx6{y))(C%fj zqtj<^-hqOrTfNwEAj~O!kACV7F8oLyQXqT+q3|cr^{IRY0r5mWm%oB@pHg5vyF$HR z%Qq__5+lGL%>qw(+onUljGfhap#J9b?Qo3I6#qtlT~HnGh^vzkgwwAAOPY@o;{%IZ(^L<=@S0+Ozat z@%r`i=a1g~OqPyYEN$79v%{Ab`OcR1TP*EuZE00o`UzO?yri>B^5Hgd-IQE~iubaU z-zz+SKY9A<-S2pCPdhxVc=fH~*>Cs$DBWc3r@QQHv5C&CEz7UQF@F2<;mH@lXLl~^ zUOdre_SB_RKkDd)(A9?*iO)ZAZr=P0GbYb%XYqGWe-^r*ue$Zc^mhBXa}t&6zW%;u zrP9qF(w4DD-u3=MCV|@Mo@2jKx%Cduo_+HRcl-2*Ic9(ByQj*X`*`O3{~dCA>z*8c z=;O4vi1+uF&Y9u~Y0s{G&0x|fv~jFVIM%vnu0v1L1oL+fw}v0FuPG|2`7!6it!FL; zCYz4Gt~s>b=cnC+TkqT!123OV+4AEQ*Y_{CwD;|;srmNo#d3MS1qQdDu`jsH%+7v4 zf<0V5crKrKn4kMQk=s%Aeb@8^a@JnX^zYSer$;iXj; zt0t+fUTSb{Etl}se}~qD-K$O96Lr|_`-YcC3bTA=_U^aPc75Mvk`^i@oL!$;^5Q^e z_N5trmquzvgfA(~zL7Ka*m}?8{fx8gN_Q%qohAN#?v0YRP1%QbuhxZqo{z;DWPS&q6dC&Gc0OpP#WdBr+s%33x2b>Rfh1$kKWB^Y%Uo;l_?% z`)-Tqd>VdKaZ2Lv61l zzcbyNA_TgXl&#AD9TX}w{t~73E`G1p5%1gCtr9ksYlZALUYDu_jsmGxtH-^5a(MG~ zwwwPyt(rK0@v6!D<>O}aJe1`Lyx4KR=TPg!7^$V&i~nS#vL_qKJptgC~iW!Fn;=F7banDQ!{f*E>%@me>W}wux5bT diff --git a/main.synctex.gz b/main.synctex.gz index f5944b536661ecc28f2637d80b78f32ad6f6eca2..7ded71d6a48d674e057c4c46b07d01e345e0e2fe 100644 GIT binary patch delta 39399 zcmV*DKy1IUi2|Ot0)HQi2mk;800003yuHhgW;c>1xYtv30kMbxlqudXvF%ka2ECXI zdXOj#l*&jC!IhFmp{((oLcRNZpB<8ihsN`}M^!;t2zyB|1T>S2D-~agYAAkS!(wN-G@BaSfx9`4y>C<-r|McU($-jU5>mUB|;Mdm-DAdPI|MPr{BK+_4AKEK+LCq{M+|GO)~NuWITQP z`O|Md{_x#TzrXzOx4(Sp|4vfMSA5ZzPrsuUU(TNS;pH{c7Kxb=P&=5WxQQ&CmFx|da1|T z)fT*e{pIK1zwn1I|M=UVXDM%2+F6SHFpGJM-nMc4- zp#O}{PGa6Z*`8wljN$b6-#`EI+dn>i|Jxt&YZvzR8TTUW%kSU+{Fm>4`^zNCzkSvn zqJFs6>xWa=+qGA>)enDt>SDe^gZ=ZT-+un|(|>oLUVi<_PfFz9uEIb0KY#zj^QWKx za{ly(W2%_?&%a%xulj`X@ds78w`=%M{#R7#`=?J|zI&lf@~QnZOG|IE$^Lj)W#9jO z^wvM2**~G{KmGjl(~n<1|M91@-^Jk%4ir8 z{(npf|NZa3Qv|yDoB!qer=NfP>yJNt|GU__#+YyZ_n&{n;_%J?_%HwcuYZNf^U-|s zf1W@7R|xv_^Y0(O`4?AW{N~^7H-EC<=KL{apIk}bhU$ED7+WsKYElFwgj#9{-~`Xi8Myg2J>z3wiM?yX)4|awDq9OC4U9)K==MJ9sYdt`E`;H-~8)Zx$IK4ajKjz zxn^(OA<>?s)y3kn`FMzWf5BN7e9E(!idHh|TZj7R`pvUYTjOl9#hm0m1jsB+n#Lbx zJ?*itz-#f=rV0Fc3x1`H58u2Tm}s1L@%+>Q52+ex#9FI}b__NtdNjAUCM$TYHh<(4 zSGY6L7weRKXKE-RD*4XV;vh-ET{1D6qTneQQ=?b%Q?b?+ujq4uqUWIK3%cH$py*41 z63^dt=z>RUrW)L;3mGlG=vFW}UR1OOUyZryR!t5gGfmVOx7mf>yw+Ifvl;jf&(X!; zCwS|=Tz$+*(L09*PHf&QJ(}0mnt!vRhisRVQ}9@cs!C46uuZ-y`s_WMSkdQ<*(63q zUqiOemJ_}<``S*b*<-dozSiv4W?yXyCpnY@dgDg>qKrg!Z}<)`R8-?ncx(5Pys_S| z^r$wG|cyASb${}+BUg4;Ywbm;+SWqI` zWu<0!#usO@D%Y8U+DBC`7I!S=DJgn%lfh)H=mEnV9~2zDTC17r`7H3!?W3PC+h^lz zD@WlEb%_4#xB%NE6nm-zY$WSBx4LQ*%LjF-829O<7V+gHfG~t6@QZ-039z$@hQm_D zSCdHwEq`9Nm=qPgvnIjd*7V+^)vKoWv3i#^eN5;&ui+(|7|H}^@7Jk!dndxGvQTrD zgI-g3-TRpPLI&Vr?`MN0p`6t68TDg!v~?%&i-1cgm5cTQt{EkSx(dPWjza264y!xB zBF_qrMnaoL1^1YkXp5}y;IOcm4ZPCk_o_b8L4UcNrq9@HT@x`gR2@2 zT|vo7wS%)*ZemdF;9&7)yP=1I`m&*ig$JG1a2RAZdMzhqG4B+8!LPn5xHs5@LLE;y zbdei^p=({Guy4cQ%}N(LpVq}%v2Tl$F2bI`#v8*lnWA*@pl-!yh=(RkLZCmk3X}PW zrhmexn3L%M^9Z0i1%_FX-G%(Q!95zq)SE&qnwR@aB@Q2xV~I*!Lf_hY!au?UO4c+s zEH#)`X0{Fw$pov!IV?ahLDEz^d`7mN4eOuH6S}j7iu!RSy|B5?hOVwLYBta$thINg z<%02;vZ{P7*g#HfU3-j)7#QiMX(#2G*ng~sf0Ql4RowLT%#6!w& z!7l=?*bl{ASL%v(L`_y|>#;KBq~Qt1YB5R-<^cm!Thr%)x@_bZm@6`f7dhCtK`9kI ztOQ$ZRP<2P9E#WUSXXnUF0OEx1=VPHDk1QkVwIn<3}7)<^c6bfoTA4z9iL?sy?=Ks zc7{_M+@uY?%Wcl}u#zsy(%F=%z;4ATsIRP(F$T}&yHV4cN9hXubbt%bIVSLnfU*8# za}!rEXi>uuS1B-Fqk-|E=!1#IbA4Or17>jJyr#!8RyOchX@qNdhK2^3_>26E&o$L5 z`jXjW8eZ|iB`dhYbeg!qTjZmMxqm0n^!N|vlcsn0Dz~BM%#SHX(PM*^VKXTD0-bYJ z)ALBQZt4%44HL40V}KdVjT3yGu)3;6j8bQnigq?p(PU2*g-K~@zMaiJLr&1t$4SPE zAYqnZS~CMFWdmGcH>3%CP@@{IXll+|QBzx=uzJ?4-~n@8u^JA03oV{k@juYJgjrD2 zSEz4dKQHvCdGyJy^jNN-bwR^@K>H;n2bPS5E@}FNL6A6QF7zq!RKF_vf+Zqwe0Mne zKTaLody}vU9sw_t&k1LL^h`~PzNU!w4=0@3HJt;TN&+K3`?6}+;8WU#?t>ydIwzR5 zt5HjJ)2Uq@{376*`FV<(Tf%CKBFBngF;{4M^s={Fy!C~vd{OklIhgoG(erGI+xV3p zl}X%|FZAeOZaFoaCu!9wIha1sWk%C`V_{!y;4rRy-oSIh)=a~HBldXN>T=Oven$`M zFr>NuRF>&1arC*zZ`htHW$AoMSunfuQs#kWJu6G2mg?qHSvvSdz#R7#^Y21kOXM=S zQqwGo)hTkz%`we{l^)Z3_Bkthm{HipXGI@V;#gMnC=^2|DEb097kHyD-f{}j^p!Vc zn!eiVcyYbb*Fty2%b|{^VH{GUI#g?#t3}-6hwu&|z`Z}EG4u=_1 z^VB>YPVJHfe<`NI4&V*>%}3P=HE?Ma$MbKjk6{((IFZj^bFDRRnG21)l?@XpOaphv z2Bj-=pLe$8v3AtEZgkkGdR|MeY#6Yz+unaOH>ZYIN(&oi^Wsyw>ycAqXSS;0$63Zj z$4`vX@?bK5*NZo5d83xWdLHBs@QZ*gOgu+Zc!gsgu&~)zF<6I-&rZ|xLaJ=!aO20D zrxhNcP0nfg91hiJ`obRM$XV!1gev>0=&LncT35K^$*iH)UFBe6MPrt%=;i#bXnGhm zB_&NCc#Xb+V<~}sF~QmI)2Y|!T)DMQbfhbq9;?4~VstKWXFT?ysyTV6z$0BvUomc?ruRGq^qM|! z523q%%VGA1iKgi@tf}Nxf5AqH7Aw7?$2akoOVQWlVK}LN^mHSj2g-o2lUdhIOfyg( zrT%EkWGTEQuLIe@F!WO9YJUa8maGXg;R%0g@D#l@ zQPHFC@Vka%zKeAKS>aftJvvXx$A;Emx>xjnl|E@s!5s>KvMM>~eVBnk(+AjkaYG+b zAGe{8*zLHY;bN<9>I0jBH!mlgDlna8ojq9$?GY)zYP?o~j0FY7KH6W@bG2*Kt$3_Z zFjed+1hx>AL70Hesq)%xFdg8E#VvXTrs6t332S9w*5mo5xhcfL^hvQ8B@Q*?wV8r{ zqdQ#mMiqli4is=I#>>G&XA8xL5Vg31ZEoQlwTMHrM8g5Ft+g`|mLc``%7*nZS+Ozq zY}itmY*pnkO3>7y-m&G31`=o z(i9w@MQ1K02SEB(DEb(%UT)wC!@>nECwYII4lVT9HbNmZeJxn2tD>jBoRuAabB9xH zr-S67o6*OO)6GNChYBk_ zWJQl{1QwF4=rKP=?2r_F=E;D6^NPN(H8=Dy40%qY=qqpQc5tX-+{mFSI!({BmlVv@ zk5t9^)VZq^dJ4lusbXhaRWTUeB%6n4H>WCgY7u`PIuG!RfazNv3wDbOIlVg^9b{H| z9!uGn6+QR=zGg*_71Z!VZ>5iP`SL;2nddWYR)b{dYwCl*~#%x6J1egn?VpH7iSC&r2?C#s2P@TuOnyd1v2(Oi1J zQMckVy_ln)gz&2Am^`ysc^E|}(*cGF0ZYcLvZ}nhaf>Y1n4ma3F;g|bC*eElT@@@Q zj})dFb~fH*Nq_Cx64tVRqQ931YOpD9OT%6QE0`{gC|#WQ#APL0JkHW0e%sG@HnDb$j1@QO5cxY zR(L<6S>^O2nw7pE(X8-(M6=52M>H#aKcZ3ac0{wv=|?mxea%=rqo%KwKGupJy;w8v z;TC$xz}SeYogH`2rfN8vGaJ8wV?9SFobXkBx{ib-XUl2^?R+1Wr-#Aw2}gY76OxUl z9!DiWRysG!Gspvf$+8LNcytr^pr%^@7CA-EIWl;w>8(8B*}yX`0u9GTq4LS!Dxdq@ zk~Z|Y6jVyVL+0g;h9`RGV6(8w&sbbdD2hJET!PW?g2~;iG7iO9|K?SOz?L%@Fpkm(0eZT z-3`3SPbe5|q2!?TVF+qCOuy{BmV+%HpTH^l%EwE(U$DvI>Hh@B(9F{*zM{~Td%=ff0K00fh zmXonc7_aHkOOxFaD1Y5}F%K3EPgsMnKhbdN{|271_pL?4(YJ;!xNAKtz59z_={@#E zmVT!L&XF{^=8h48T^MAmk<{7LNWv6D$Ik}_6sRlf>rQF`yN@7*1u}t;N@2y|w#lEu zd0CP=7hQ2-VR^;IGdC=M3!CX|P^jpVW}}OCrNzH54ciN!jen{;=4b53^fy7TV1R7s zBfXf4{@BC?KHPq6N+rlnYGo^#u8enVS)RoNRf}TyP;vtgg=VFKW5M)%j;i3%(?C_# z;%3eGwOYLooaO$*t45&97L4?}M!-6m_;g{d1x!FxylObiV?H@k#RSK*Ja<=2#NZE` z+9f`ZxUXH}oPTX~E$IAMc5r-*bsAnmDmHE4nNOmW3Sbij+ecNax3$NTh^byR0@im^ z7@cANHFV|U{nlEGb1Im{c@01IUzf?_#Hi_mH+v;NI_>22Q7WAw2DN}a-B+!+oeubO zgY)G@JmGwrXpegt{sK#wZnBEaJ3dprXX7K13EklV8-F-hs2Wa-plWzz90{x8nYT}y zYGIq{9#jkKo-w*wyefhjyn&-ybK|sP=weoDzAMIs7_FGR3mXq#QYv?B5z8iD?5?$l z7|&?~=M@*PDHI&7!xzUZoCE11r&X)ak*eNSt6&V+jX1`isXKV0HKO2Xvz+1v?jl{E z)3sVb!+)p2qA`4tz6=)?A14|HA5l?n9uOYo@riYiQ?*XXbJ=W;2XI1=u`c?PK#gj} z_(5v?uiyL&Cgoth`45Yq%s2n;B*cO%Zw?4V+P6jonrR<~1bRr=VgkKN(}DtBD)=ZW z(6v)~RG?Spy2B=F#7%MJ*qrZlhYYk=+b0EizmtF!W&)lYljs#Xe}1}$p#v39i!3j@ zR(C4C$Ii#4&gA$KF1b}!pI>HKS%EjU1ok(KW8q%e)YI8CoYW1BaT2gYIKeD7eyqIh z4r!8I@JD=5b38&|g$dobc>7pgwhLSAY_Oi`&866Q`9p*5rZlWVShW1L>XGpqV2o!C z$KKtA;8iiaUgRm&e@*T9V#`eE0mpP`N>So4TN$n-H?__MqbNHit|Y#0G71hAk!NrV zoY5Zwm*%B->>GGUQ|IFOh_kafkF~|Cwq_8j%+2Dy*64_I>52h|k(PCvI=-Wew{6OU zxa^B+QwC9~Nw+nxTwtVYI0I183R{aWg>QlH`hX4(#p*twfA=80kyf~;*LrdrI40e+ z4xY*BVX2ma??x@}6wtMgSH&@E8+9MGhFc&7<~vG0^BQ2DW~7f;FAfcwsri7ZWFFA2 z`I!(Ey*E)DKNOrdeoC1M$9#CH&$9H5 zp%S?zH0v4NV3Q$M&gb(q&>{DBVdOnj(bVTXRQU+Ke>OJPfox#dsxZ(e@Y4aN%d=6` z==_wDqQ))*9igcC$kmmg$gz#X7R_n;z=fb{dY;Z0U3Z%>`Fe@Ac%@H0CfP!t>Cq51 zJ?tfVm#_3#n7q8NSmBI8!)OtU9L9(;vQjPde7zB~rVqU7jGCSs*zB{SPY&j^&5Ax@ zO+f()e~uxHX>s~4s^fI;d8!p%-;bx##cRCQN3Epo6I4>@Rh zUO(1Nxz(DQw0vh6bJJ@$H;=}|RSrWl6h^sOf9d&bK|((+^nng5!76$hc?|O~;Lw#a zy`dRh9zwL~@UFb*O6OC$66l6ZN2fRGN~0F>=G2uAei3lR;_caZ3m7I3qrogfDxYcu zMa=_Y?5#DNYpZig46F$ZVx#G!tOlAsdPZs0^gTGu3dbx;XImu)vq6!lpI3VB=`n5< zf4yVC=jb(k;9Zy9z1;E8)eEhkjQe+kj_e6Am;LJNK7+Zh`bJq-Se2}IE|>Y=Pa zS9-?gVua?EUS3FKujw&kRv6 z^FuTW4ns0wnx5bs0@Ibu&}4e2nygpi&ZmX|UF~3xzA^-wpIfJFKc+tyT2YTfQD&=`-{# z8colGUixvY^o5r>Mbl#oQRuI+&|^GeZ^u~KS9;!x;?uICw{)zc>Mr!$e2K~}^mHA{ zJ9=04TbkQh7n_k1H1*hwlyGiF8nS`M zW~76k4shR$T&c%qFF-t zsYU$xZfAgB1Y8_lKdJ)f%m;C+kZOF3v3;Q)M#e&2vji$#sQGjf(lvZ2^a96@*hMPh zRXpQtRA;lI=dF0Qnm%$1P&IwzcHCF;yo1><$sf42GE5isRMSo9|Dx{?7 zVPl}CLDMtDkF%N{c7!Wc(?`bo(DigQVR&7%!tslh(}xuf+tz1YE{2yk8+u09qf^RC zpLvH=y`sl<72`cc|-@38oQt zOI{TP%bTyk@5(~8YxEnoWKx!H1&8)w{LQu?pX=Sxzr-?^+?fhe5t%2UW=h)4jOgRPpW^%Cs!=xrW&;K;UW!SL?F`L1vlR{3LvF&TAqPvEZ#rKYay_Xj(k{|nS2+ym7JYr!NTa|y`4Z$z-J2~$EXCQW_U?Q~drwie zxtd{SJ%>}`jXd|TKDObsqYjoqJHLf~(5vcb2Tdo{4=|wQvg`yO)C^i{sni|(q0yu9 zlj|QYVQA4!cp)2Yi!y zAR~YMy>wn+1|1F05_R>2vzuoltoN2>#NButpw*%YR6jGC3*A*8_jBfg8cu2fa~EN& z@skuOHlMk$R(i)oI!?nG_dG@|r{}^N@OL-xCWrfm#CU@%{R(gLnKsUcq~sKdO&%3J zJ=tuDD?Pm-D{og9dIqP9yj@-Dqv1`CM3#S!Se{TGx*3kWAbl=e5 z(eU}?0*BUBhTYWg#IVpBe#U&iR7=78PWGb6PQu4OdSgd&CQK1^Y2+PFTPQOmV~0OU z(ft+tOwR6=Kz0l*eI;k)cRpEF^d43n7q|g`X0dbl-CliLn267bL{>~uY(5=3T>Sqi zshNCwkG0##B@d`ElWHP0Ap7i6k{ygOS^CIpiS!sQ5*U0z-AH7} zQ0wj`R$eBhjYN7@$D$E@M})82AkMhva~-Tk90zB2s5aTyzD|97S^UdBwq7HAa6?9E^{SR*ae>Fsxy!nj<81*j#w$NH8Dyux&-~frn>6 zmw|Xb`gRI--g=8sA9FquE$;}rUc@ODG&4BGM+Oy^L`^>FMHm_WI`$|(aBhvoPJi%5 zKRkLBf-kq|37`;Y0B&Yg5th%X=;NR`5+5PcG+H^Bbj#JKISS*n#tlbdXL`+n>5yp@ zyyAetggVs;@$L@MMKM{I#LZke6yo{l!6_tk>l1W2c6Yg{+J>Tc{~R?sVb2n8W9~@z zCrv(ee>x+XHtbP;IzyRuc%!%Ul9O2^B!53L?yAdoPH9&Lsv7g|I|`EzY^v)RH$WEN zg@f6boLF2dhvS*T7QuKCJ5iV~=qaQ*JgOu)9##aVPki7;lw5T0L~*I4E4@O{-Y;cB zh_=oNl!nH^h%>P%Yt;lBWi7E*m^=>-BS=0B#72IMq^#jj4c@aibok2wx03W$qJKhP z86^4R5k`99a3xAYWW~W*f*Fw&ho^Jz4#C(y&TK>l6i~{BgAZ!51bc3X=e1>f`_UZ@ zyT+i~zOx=}Z^gHhxrrIlm5IB>_Ti0wipxTAOV40AAhnx?WlMifErQ0*(=hx>Lm%as z8G!{OVABGVR^l2bKG*FMj5wh>34glP2#-TwLCJSdWlMVq0`oe95?>KwgfKDmgy{8T z+%O3(wTcSji@FgN=;7cuqUg*=R~98IGC5pX5#l!+j~Jn=sDv+e3<0=`N|@@HOHhj{ z(MY_?RaAyu%k9)?%?Ag?;G# z=p+;ZwB70|#^@#EtomB!jDO=byZYLMx!Tu_s1*6S-|DYj5%*vFI%WUbT$os1$vcijecB;v35;BJB4}IKX^U~HTVN}-va%-FXey?7OaTwgI(wRLom|X1 zR6)U?8oWn*?(mlbUVnIN$N}FA|su)ti z)9+YuU<#nmokrlB6Sj0(R7};IU3D`r<93Bh2NcwSYoD}Neh^@15j>uBdZbks@E z<-llS-|}zl!^GFT(8X^v$8YJG@<`TmZT@cQPxIHw`_$rOd2Hxo?35W%py(OaOe(a( zII?~0D;No}RS`vLgaaYZb!g*u#D^1A=`D0t>S!o&W{V}~1;Kg-`p3Ho(LaFRT{dh) z!OYCgZbU`Ci+@fVQH-N-sa0=_6VcjYyA@y%0S4JgcK6Ad3Dh~~ul3A@%IkGKb7fC@ zUC-j#(?*Mu{MXfJQ6<%wqS2zNg)G{e>nERx{>iaM$t*V;-6WLvzG?Hx72{@@Qfr?0-hLgj#^gF+S*8oxnu)*6Hd% zbdV@{>z83IPGW(rq9QGhxDmyCOVMsb(ZNe{Y|Ni591G%Owen~y^2Q~0D|9145%#vp zbc~_}(~CL{K4&Jga>%(eLf=l^KL0dAmv)(A5bHXfr^`^5%81vGmUbs8?-Nru4f>;B z@vDPl&KqQR8s9xG;JZVCR`62;HG&z;xfi^OIj1;0c zELc0p$51*EF*3xg$Jpxcec{f6 z0j^RQ`ce2o#fOtT`cgtYzmH$x%)p=DHxPUbjhR0si7lq4iYj+SHhK^804N3>I27i;tieS(-kTd-4I=<0-l7mRijwhnejyIny&sKcB z%#OV}Fq5&6>*rXcbUL^6&N7s#EL%o5r ze=AQS+&ts5^LpL6GnN2#Yf}zHZ_1m|!Dyzw@aub1c0}f*i0umGm|giY*ME=EF*Yja zgnPTKc{BA(HwoLeX6?Z#HtMKP-`4m!c4Lm12_C(ACwY;;v?uuiHy>dQ(rrb-8Muzu zl_%n|Qd zP+x0z91L2z6%{2&*G5#72!9$Ijzq899fH9Ic(pkYoZI{yv}|;1k`!Y{SzZ%tG{R?b z5qm`=Ms%h|F7~pw8vfMaJ#15lzZ`H3BqlJfih(Z;ti&5xIb5Q~Z#bAdJemy$f0w8% zD~DvPbQ_LPa?Wn5?(^D!y_tCISux@3Chn}Qi6s)Sx6CsK`!Ac!dw&AMh{1InsbY6s zO}(e*VL8Y9LjU=W{F8gqBgVF|q<3_>M(}ZwA6~V&dhli=kak z@-_>4d1jVj8Mw2Er;f;sox38$yGi1zorqprhKiG+w~FEcV@w-SOo7BxG$ktWg<&oF z!%sx}@ZHvfgxq9HOn+eg$qdg5wbS)1oCDp8pcNyr{Ee!bI5Y9)CP07<*Xn)eSP`KMvBw96DV zP}gY+6U~Q!nEoF;uHBPwUf1pjkLr~1zIMPHeScs(;2%0iWxjO@{dJXOk4e-jQ4Dp$ z+c?dUB}qon9DjuldsWw#_bc>~(g;4@3Q>QDt;|^`5y`F`ymPSGI>iAod3 ziR1Y|Owr3)F9g0pHly(sLF?~uy6I!%X_z$ek=X%qP{ZuAgZzLSMvgJ^l?$9sA(iip z2jZzC5|1ge=8znjJA@C3@29jVM(punqs38H8TRl zqYUvRXO@&G{nF@t_1a?~7-Q8-#8unUK?jHhik9E>x` z2UY{|y!LGGzk;C*O5OFHvvvLHNW&PDxwzYhbu@T`*W{J$G#&c-N!MoiE&x00#@vjgSpj(Db~)+7&M}tiif;K zX@AA1ZEb3PxD4hq7F#1fhE^DXJ_r1z!D+4+tKbZ%1{+MlF%=kILnwHzjIgiZ_VB>5 zszM{-wBmqmY$cG$%Hgq~FaW*cUMX)vNMpWdUEpIp&?J{ARRfx=Is5NU*jCK>V z=3rJEI_)S9XQ2F{ZaC;ff8po|#-4B-F@GH)nls(%4ej7HI82VCtgHz(isemagyFX; zRwF-3I3vgo_{#xjw!0%(*up?R&MJ{SRu0}MnH_?uw5;EVqNfWV-)Rom;$_F-C7r;A z1NLW?7-lO+PV^Gqa8w@9Y!HslXiOEpilSj%XcQ?9rg7y(o8m~=s4^X&;;1|`!G9in zMKGK*jGhT0sxs}aMt?J;Ire~BRXV3u6^4FE;h`66IK5aq`C-Q-4S#Cz9-gklUk7g4D3!N#v z{ZJe{91BG^2?J`#nUY2@&gZ5PL2RgPCqgZfLkS)Bwnvy$G`)yZWHkl|3Gvpp zqF(Syc_lyf0@xlPs$)C6R!LWP!k-Q}r@SJayfE;vK6}4Gc-YY)ZA38xjop;ZYm88L z2=q*?J5eEGBemnm5XI{&#eY$l{U>fXAV^#^27+A{=Ky-WA+eB0IuIQ)gQnQ@nS>8^ z58wWPe3&hb{3zi}qch+y2fQ+hBR3^_>1<&rj-;h)E_WB5>zrEW zFg5aB$Rqn_*11N0l;BRC>+qKYUKl8@XgG8ZyJ0Oy6x?fiMnE!!0WB8>9v|`j)QNa^ zhv=f1ayK(-qe4Um5P$W$jKJV})oYH(?7cK@R}QXB)x-@)Vfy2!s~am_taOWD`C|?; zr#Td&mywO->67MAh+al^jP$6Rgh6DPKv8kfN5IL^isHz=VwTqky0`MMO^IUH@~};D zVAo<8TS#&65i31m6bJVdWyg`Q_{JSaW@OsDK|n_^$8AIv7=P}33#B=7tbT{6B1}yCIiA;n+=r{>6XzDWWJl0Px`ZU~9NXWbQTeJdNtR73$;_D#uFO|odwRo& zmo6{#pYP}=8$zNqO2CML9tiGc1Ks92LcS%+kTA?Pz$#%*66ThHp}Q}>Q@dK3Rnm0o09#u;&!0OXJpd%;Y9nN3@4ki+ z?^9u{gN{E-7>JyW_dLgBfCZSgpo)_o6|N9GFl~g*%YRW&MY6J~!au0*@DhbwF4*Ne zuwA6{)Kp4z;u_EiPYID>HW}p7V^o`RUr#wC%7d^ySNOctb<;)1-Edc3EF&1ENvm#^ z@E1v|F04u`9)#;C5XT?083kB-(q%xszd>N(My<=Y(ed)Ve=VO?!ZPrf6NZEjy*l#L zF;zXp=zle4gS60!VC;TIa$G(@0w~A4BFIsgWGrY=KEMEp8&S*y>fJ_^XJ(DE5rqY$ z@;S-$iLIH2m%!OfcRmGgr*6d#pMteMQ@GVppYBtT=8&s3`;>2;9mO`Niu@>LipJC7 z?{45v4c?>iEOHn#%p3t)uMF1I%pjSX!*O#^cYlb;29sqV7XWzgJbvMkLZUfG)u zbh6FZd|r3v=PO1#`=vY%)1h7M~U*xoXlnN@_)&0LiA6*ce_lo^>RTT$t)kv9aF-VyBb|v zre05JMTkMkV=SXt2 zA#bXKO=zZLkE#wMn=%xZ;;1%93B0)0b0Dy#=jQz*!xu6I%D1qlsP{uQYRM-tgMShg z{nLsHe6THECUna)--_jqVai1)on?YvLiAxv#7hABxA-HLb7FMggSwUL3{#j$+aJ`^ zP}k)?6olDd;w?97G0<8AVQY<@2}LbU%BM9F+UVMHenPxKwY`MSO}r;q``Obtv3%uu z7V+H5UU@$9L_3eFLBlE&a$S4dbAO6PE5sGSdpka2w?%&?PqW-SfQKmhB!(414qk^C zr$rqpt&&o;6Yv> zCqKTXj3ej)e>vcmX$lP|(}lrG$k=Q(2ZME)vf*GLJc--Ca=^wG4{XH&qg>)ZC=Mp4 zu@XsmL11fhM7Lf=G0KzK6<+D{DRG(?j>?DCwQe{nH?tbS6%l5p7JtQnjqwO$yl^<4 zDEke9F?>?qAh06loHk`JUSkLw4wO)W1c_caBK;D4)*OryMqguvfF*-PWQWKMhA|;T zv*+Ndr+O9>n$Ph?vpc8O?3^9rO1v`LjXiZEm%VnX8s4hLxMoIz^>*?2ve-UJlAfe` z1Ps3NG58lYV18i?gMSf~VUpaFu_Ks=0_(h%=nDs#y{$?Nxdk;|BytAg9ix)SxG|Ds zXp#8t20tWLYiI;*5XJD$G-3WKj?StwUVJ}Qtz6E}=86na2t#>gF{xm9*%z=;x&d1Wk^ z@c2ORro<`Y^~89Y5IUoIgle;eT%efhxL4!(3-&P*p&T=1hw=g@io+}Myh(sAFO)Jm3sYj*9Z;G13HR)NPy07pDU?3Z_2-Mt>hyuZn3AHXsbjqhLSNGn=Ii zgFaVroyWe+w7@t!@~@Tio0ZT*nw-HXf?<5eM)~fp#IHw;$|qjTO^BC<;4}B?GzYzs z9dl)C1eAp#!d6jC;K&f$s(~g%V9N5cog9S_!_#t)&piROPIE8;}F>(hz+>t{h`PUJ>yekbhTE@f>$+15F6DOuDgFgs=_BPS^)z zJO`wzXCIKNo_#>7dNRhTkp*!P<@lV+t_V4~vy$voiSi6yS*rfz6YTQQ*BkJ**q-N7o$U4$>+RHSX+BS}7USZy z(|AI*6jiqlzGG4Ne)v1Wr{ zu3ko<&3rz^Wbpo21Z9ty!&pS5htD0F1laquh5rf|M(D5#f4@I*#p?5_w%FFw0N zREBtss#eY)+cC|7tq|7Y4I&n6C93TzDj6te@|uIbt6|5H>EO8IC^Qqch?0$o8&Q>a z;9hg^`po3H5oH)oTm3PXU?1=SzJDHuol_4(p5B)G^ls}gY~;NPyq%(({wanoPp#^f ziGDb$Pqqf9gEA9QDR^ZFOAVLZ|3%PqM+7H{r>_+#gOQ^(Ga&gY(Mh~zrxDO(=)cj3 zz*Nd+gFq8NmyNDmOcFZhu65`cYK}Az3!|JzWOvJ00-t8<$}=%h$Wd2?XMYKDDsm&y zaVNl6mx__GoUDs?4a}oEt{=K8bXjz9hk)Wq2<#ORvgB~o2-uvtMBPqU07|yyww*AZ z7~XW#P8n8Qir=DrKM zuR3e%D_*b%1_?K3lzVJZtZbfju*f}qzz@ni^L`k(6mQmdp6cV zS9}Lf%B+R2U>xl%qG28C239S|?gxr_Z|;H@QK_Bj)6Vi2zTMRjfNccw>NKvBvTgkb z9jX<5D0^jkyy-hN>ux`1dgiGw8YxjLH>W)H6BrJxVSq^)A)Fy#E`U4IqAdTl2A&BY&JQHm*J&qS^V^zxgN*1O|jSY_m zr2bZLC>wC8StsrSJ?XGYYv%aWYI~Bk_uPUlc9TxeTY04H1kk8FdT^TZzVqb?n~>?` z5O$8_dB-U17!mORI7J?#xL7tP_xs{w*b`J?+)(lWsh7}qT^7l=9@bW;LB(w;r8WmH zvwJh(oie1M{k2DWb%cKI`doH=Miilj856Th(U-kopI=cJ&jX&&i53ocRf~N+3&f?U zI$eeZ%KEp(n6k&48oj{d&9k*p6q5LlAkqpqBtk%JwkZTx-W{j)dnL4TB{SkVFZ#_d zbQa>^>hEr>-lP8ECRtvj9b2NZQP*_ONnYsS0t8a3w_DKwe7f#xS=IY*1xQN+vtkjb z0tq;Gf8mCZEc{p7BV;ES`=`}m8-?J_hyg?sl55(wB09@^fzaaBC>I;;Ub#B-+jeNv+$hQbwK z0UZQ(=*rfvKwD|;C-N-lJ+^*=DF%;@QZ_nfB;NO__4QTxp1Gr}i zjDH?)J;8Il4ufNJgL}ooio0Qdi>9`a5A3!4>ks7J*PE6ThXkF9)2(ca;VJgOyNkWk zz0Sot*~m8E#R<76iwo{T0>Gg;M9zzY?LsKwzq!>oPvgEuBN z_%-QAExR|)g9 zb&Q`YTfmM5hxn-RS7=^YOaQpx06V!1~!~c5HN+225b@iEX2^Ns7T3bgA z(K1jbl05cP=LzRP){7DwsFuoQhU;LpFN#hKwsNVR%2r4im6AD@- z5wEPO*_Fs%>MG&q#u4+%wi~i>s9~P2q5E4Z1^riV(%1_!0n>)9*hiY*eBKYJ-N)6W ztk1=)OKYM9l&5-6gN7!71Vjn5iw#78xHJbZV1R>JoR$XOg@gS!JAtb)$|EeggyHl4 zDP~ljuAzj8VBv?hJPJN=7|xKDhkCJn9`{n5zAP6J?E#hbzNzr^&9O{52lobCKF^Rb zfVWi0vh>2ScAElH-ae(iBbY zAoN%^F~;!-ro@{RFt)r};BSxQyM%3`TPT*h9q5U$v!@uNbdyuIkL+FXvK!yQ?EX z@PC{Haa4x_DVSZd(8;ZGh-1lSn2IfujQOBSXM2c41Qx-)7&vMcTDo(|o50!NZ*FBe zR3^)!y*&~rpmY_6cxj6)f}KtV5YiGd3yKB~x8>j|T5q6M3AUL_(Gutg>y9?ONZ<<= zuc6h7mD&L5>KZmBMv9dVo@U2SfnZ4_slaGU`ArI2bjx?eRvg|(jGV>F>fDi+X!TjcBa=(*1Q zeh!nK+Mz+p{GojBI!=`kdPx|lvS7g-&J$zj-dssaQ&hw>$6Bz>^$1GH#|UO)o0+!} zMqqn<9W2EHz#P-c(e7f9Dq}-`%WhSZk&t8N;Rk2dBXrxF{!;j)q0nwoR&lvYOq$JY ze?$!@9fYzoF<9J~qB%(7%w{Wk_rx5ssW2$V#(0F^$;HO(e96H%7-MTKI%})auyM0y zLV|8!hswc};>ogU!Ig?7?~JF*LMC60uNuw-xl-1ctXR!dV6bIlYkLsH8EH`|9IC{x~Gm6hh!}qx~J^-4({r1w(+PmCkhNa zL5Fzv;;)rtdDT`)-%kkj|M&)rR`;=kv0%75e7A&m zH^}uo!NkH?*G!|bI-=KFEOC>382_xKXTco;VzFlE_nfhW94Fb$?cj_2o@H&-4zq=i zc7?AMR}rPcq<;AobsSCV(khW1+fd`-PhkT+!94E_a4uT+_K)Q9{stG+Rp}Piy7;dNX)13# zz<}$5(3%u!55V4U*a7;H`C~1;{Vo= zb!O>fHOsQmDpNUk3x1~6GCtnxWw>=_Jou2{^%)YnFy916mq7RjTb#li zk#F)%@bZ{S{>%^&oiQObX(nE~W9gMI1%N8wcqS~sj%%oZTEVCeoZw>{HTmM{dccaw zEW%+GjvF3Le=116_k--!t;~1BQU7=Sf9eJcq7neJzrVxx*PzaYbf9*)^1?0>O`llf z!b4cE9&L6K;hXL+Q7RoNsg{2Atw#`uaw0H10s+2Rg7FZdV_}`PO^q8ml5t`Y z!b?dL()f!C(rQaixoCRwcvq@q($+mUZjjVLKgm7~bx_J(Hd1l*&lhPB~A(QcbYqvs`_SfgI^K z^1X#6_)K}`r%p5?GFrK1@3LF-#{qI?)cR*xuWv5kQf0j)K~zSrbd@L`#ZU6x)}rur zT4SEcHZ4CTXWE-u*oIc!(NuJPSL2t(_c5oQ0I%u?17QrIoSA&I$n-DMCr}ARgj>|IHdO7-?)dX!SyKj&K;9M!9H>xmSKq1#8a9B?6BZSvQQ;)D| zCS%o)14+k`Q-HAaPXX#sOP5B%?De=5S63bEAe?5)u}h5}?X)0RPA5E>h&h~A()l0e zX%CrNFC)l8>6HC-nhvdyZk~e{KbS{LZ>0@tFtfb>#9G#YO(i%o#S-%DIna(+1TI!m zCT3jWa&vHpZ_=yBG3}OlzsO;g{;lL_;P6dEq@*?=7M_O_!#74=B~Z#v=b^$U;(#qQ z7yuQIazqK|yp_(pn2Nm=y2*HwV%9WRZFI9|v%Ovvd%NTjRnxi_m)~BHg5PqLYkIJB zG0l|BIY-5OD5!vv{1~MCF~Pz3mNIMVl# zdYW)`d?Tv>dF&1>tBC`0`Ws#~)7uDC8SYvBOwW4klGy2`QA$!biBCR!CX44>@zH8F zQ-)t$hw3AfC@fOMPlBx|cIoMhB1oXa2y0v&1P2KMX6fD z&3+ShR)0Zp`6s{1Ioqcbth!Q4FM}P~vA8rx->3YX+cyfzI%f!t-Bk8=2q+iS}Ii$gj`KA4U2iIT$O{qKjtPS7l^Kbn{b{pPoH%uFWF|6)!M&~ z@E!T-O^_4z#RKslHtPgJ+B+WpnG2?oC^>E?JsLLTy6@y>(T~{bnnoC;_Li$9b0o@c zt*jjFyWA|@@+9O{U`(yi30bV2_iv#7jK7~3d3t;zs}?lLlQg4$di3h49Tr3Lr@&Lx z2@MoMLV8A!!W<(#E>)6mx+l}4#J{Fhj3TcYggX)|J*)~wW8y5)i&m+V7dQ)d9 z8kY47Gz+pg56l;Ldl|Xry-CO^k1k@SBm7@$Xdy<6VJ3mY_#LO!=)(|PDG?uJS2OpI z#5IqB%U;xK{J)DuG=vZse;_DgIk3QuWHivNNE+VB?BxjVCMh!c4Q%$eA9F?c%kkJ- z-{i5KFg^MKz}GO|_UE->j;LSL8ybs=hGp!}q#Ox9g1O4;G&aSrdBi!q1qtfNw5et)byRc7?d0n9XB$|H>WF{Lv&Srvmf-kF<0 z@QiBLrd6UebH;Gd6!%?B_&6_W*jxO>XfFp?w&uPy|I^cKQpOVH`118l%wo z&vNK9npp94vM#t5iZ9$!1uSd+6}pZl>^6rO#140mncP|mqtUA8BB+wKkHN$5*| zXB?xu?1<|##ky?fQEiOxLp|`ks)xag)gn*ts-f*cy);(QpIs3fO487*=6=hYf5#ooAlBMKX(FKzCS1-IatcnBl$(YU3gR5M zbszz91dz85A)uf%^FlN#LYYM~0uGLH;UJ-}d)pV2dtb$KFCmu-j`;k6 z+ROh@)#)9N8so6@7XImIMOtFG@iUQWIV0@!Jw@8U)^ ziX3U+c3R(^)u%llDRYUNw*5+iMlzy?&acgLe$J-!XH8%HM!EENvA|U(`&aeQ#HIC5 zmsG$PMC9HG%C7H7)?s>9b6T(_@V2kG8ty**4T_rXtooB|9=L!uFiM;ENU)GEf5iN7 z@}`d

)aT3Dn@F1@L1X?>*Qrh;N+R$XNSiIl8RhP`*l;cn&?Px6#G>Tq3aa1BgI; zx5Qb}x0VK5(J3zp0stoyW=ju%VswJ@8xH&_tg!nQSxe?IE)vFtF4@C^8l09*+;isv zozBQ`1SQ+whS+W}22M$=d^E^$HX^i`%*ry!RsYm<3y##>`)rqCi|?tkykaQJ|7WM; zvCMAFe`7`3LHyTkFdJgn0a*(6@#Ycip2ZqtI{z-9$xNozn@Vb%qztr8mGch^hjBW4swOikh+yZe!&K~FrO_m4C&V`AL(m#mzR){G-hNVEe~Gh5nyn27J_AgL<-WuGA%=CFlU!_6 z$lEFPj(ey|wnv+_cBSmlYqq{=3+XW?Jc&vEZv0X3OBf@Tx4xl`wHvjR7XcWc>_F=9 z8Tb&8(SLE?;;2MT8h5}^Sgw@KH}XK(XBYiwVd8atP0QK}2aQ*TN@@JS`ei~%v)8ge zw-Z23k!3dc1Erk)DZ6Dj~oB{BF?|k$sF0Ah2O897$N* z;1rBsd{cH3Jkof6baz2qjfwo~n%rW9g6Ajtg_9X4A$R;-3Qyv9U5rr0!ou-67q zznux(|5PeXTI9pFUni?>0!N#q@235z%3j-{G3S5s*?!qU%>J{e5*C-OF8$N2-!#QW zZR%ua=M-!1=B|8a!;f!|}QLit9X~ zs8MtD;b?t&SOSIefn=gW^cVk>xFQeOWe=(WoGfoW~s ze?Q}P|I`oGZ#k(Sl=OblGI;?7%Q1pIpp1YqZ?_G(%Vx9(dQ4ya-Ty@VA~`)P@zg5-t`Qq zoRA-Lz9|V!{dQ6Y3{v5|>q_3hE0?E~>5>DFVwIzq88rIaTXI6_k?}zil)PtDwNg@a zO_s`gPyg#SxQ5dbSKH7iXTMBs6RB&EJc}VRm92{MOJMj`7)Ve#1E~yqUzqs*u$(iD=8F+VgWTnq)Fo z!RvV0e8g-d>~kEJO4{zKcuETN^dqMHf9J$>rjJ&lPn~8>3>>XrWl-=UY7bLy9H%gL6Nr=EOLSrQbam{PTW=%&)k@Q58DX*+r zJg+f6$IWkC|1mFXRHM9Wn*ou&dOc5@y^D#u=j-O`li5>@C+?qk3Fss4JI!~N)f&Y% zaV5x&cCq%*;Gn8ZlB*U~j6A`ok2(%|ALdnI3bhjX_PA|T*RhGx=XzDYYW#`$1}v{m zz-l!>xr_gcm(FP15(Bzr@)NR$3=k5&4iEW<+I>%VPxWmzUV^bJeF;+gZJE;KPYW21 zH9pNa++)FVES+*z{MbOm8<^dAju03Y7?_RxQBDhMyL6h#_kMj+QOy#V{kuQQp4~Cf zclRv&=1{mqb-w_fk*Uxa?C~z~?XxW`i&8~~|FdML`qC_yGlHXijN*H8%hpW5Nihs_ z7~U_=8i?LUs7XN2nsgT-K{ZB9@kaG?FT`cGHTRQ@SRPIN`O`)`%VT!f^HnjdjGlXr zbm?C-q%$cucwp@6SOzf=MvLIH@O4_s*bLJh3v#j;SE=O_3=Q4}*YH6lhTE?JgPq5G zChK?^9uTeO#BNfjjdU^iR?_F~LBKC43gx`=me|Fp@Y7Zmv}0m7t5pilp$Q_62Ao|f<>A7IGv85uu*EVLjT@b#I7KK;?!YtG3e)X0Vs4~bv zVr$gjva&K?{U<%R5v;)6cwzf+aB)1bjm_Ds$%L2r8hDGH$jsoFgG^d%lrYa2T0fLs z%MO3Wjc}@ptc)`{r)?57nw#Q~)N5nJvAnQ!<}x$+05xu}9f$Y~xdQit&1xjKqH2I# zBK*}sUoNd^ig{OV^gP@)$%C;J)xN#>OPmwyvI=uW3BeoqB7B3Lhnl89aI}tq%~V== zz1#dtMCNcVW-Jf)`ftqa(s8BNp{On9akF3e*-Lb}HrS;iUcJv5OKy$WSHqLCqUqoH zJFN2(Z?wm8*qn;bAT!@2W1QPb0i7uf>ku51iR8p0xOJ|ajBvf0NXB}0OD?CB`*Q=B z7N~Xb+A*i#pi}eT&7Us9oiuJ>0SmEL$s**qdb2jDtrLF>;mB+G2jP*GGhbwCY_*N?u(nU64wcEpTS@)B?Iy!H~NfK zRzPF050RaI*J7`j{)K5${C(e1b|IfrrG(aMC5tAnIV|^av6!z;8}Uw+>GG1LM>$+l zG!p#lF3C>VzPWsOaGTm083-S5YaL%28MPLB=8;73m(In-9GauXV*`w|h~{Gf=qa_L zGE;MR=t4#NTi)Q+wC)Pt)fc`PZ9l8aqa_nrA#25?ux#Hv$tDT$hXgw z)(0XUx2B^f(8kIVwkOfsP9;@6AAVBTYgwAuP*0v+_LpLm*WWk^;gakEdq&ByBoHQ< z3*oJxj#LdZe8gSzY@N%}efBP8=GU*C8tP_FL?JbcyB56g^G>s=7|Kt_~VnY<29+iJOrLMmEr zcc)W^Nj5sq1uL698qQ$|J^XOu_38B9iDLok`~r^rZn&<*Fx0pc<8F?TAonAnW?w4b zC|O*PnU)Gi=%w0=s@aL?R60Of0!#AY?+bRT0aGdq1Twy%On5l9OEXQIK{4q|MlfW2 zN=RuAPg!?BeVJh{Qph;EQY+a zZirqhL4VK9#~u1v0#!#~j)J{u`(GP~Jq#e{rog3HG8y9(k5vXEY;ITXR#IS{2x$t z*4(mgp@&Ah0#55NcHpfIv03IQDF=V7CZ~3_ih;SXZfJB3w87CN{vL^-K>08>jYAU@ zk3vpO4rvquk)KfN79FMDhwie$-hMR<_}a;lPx2J+3I#5^Uk$>U{{HiPrWVMc=JWdf ziiC5E%Mx^@oEy1mSDybILRMB5A~V!egSn;~1TFrr$H&L9TYCE;>N%X{7rE_7YcOYN zvM)g^aaOBYDjhh;Ri{-MUu~*tV`qxQu7WO`6c)*mc3`^chZ{TZSA)?-v_$|6Vgt1` z@9UL=MUhKFVf>9>S^a@wQFtjoKmh(0TQuT_r(f~!5Mc0~d)~3qTl_|A4(5~^sg$6y zs57eV^0yL{KD;kxe<)SMZBQ@j^9EIAM@zkSM6ds>5cq;!(y0hsJ#y7}waN$AHejb@ zX|zL#hA!~7?#Pp`s?g;#1}0&)SxQbYO@=jY5&Zw+LRU>?mHd%y`@6!Adz?rWJa38t z6qz(e15H)QcNnAH%+Q(_cWJj;NaCx`gX>?oQbt#l@u(@?kWbH*2be=thccDhgE@a; zw&q17WO#x@DG${(-J%e7SO{zhI#cRNYt)*TVOa<;nuOCF!?-u@CQZYV7};XD_n8XL zcAwOvXP|lFU3c3uGqb(Bl%akc^KC;-;Vh3V)*Q6rUW_M9Z?c zQaWXdC0rmk7@)9zIJ9I8@bfNWzg%1@!Nf{BFL;}2pSwke~lLLQr1g5LNsi~DR8 z0Rir&dxYOh1nkoXVHdj$Y&YL&rM52uX?=g7Kxl4iC~L_>2;SkrN3nHLUN4kg7+%k& zi0b0mxJ$(Jk{aR>zG;RO{uKZB*Y&H+-gF3k%MzY*a);cqIUwWY_t9BEj`0yxUC!z?3ob^XEDY2EI$(AvjSXKb2ake%qs1{%!9K=s2v%nZyi@Z?@YzAp3ry|OvPH4t8D083o{gfxA(OHyGK|JM8;+Ss2{FSacdP{Cvyu4%}4PL>3xjMK-v$-R0cqm|gs2bd3 z{(kQ{I-&;%quA?f5)kU#QZfh0#Tu)mYK>ewoN^E7SQXWC`I%`Ys0o7huQZVV3}7Th4#TS+?!c`_f5NJ&~WT!WBzp z4B(pSjdnQK6nme4;9&_LyyN%cz6$n{r+H=7XEJ&P=iv**S3`ZXv_?UYM;S1e9hQycXujsxQEyi;|k7Xdw~AaXuC zMofAz?aQ=x?&L(o%48#f=E;jzz2Y{E{x5YwL`Ul|AFRYx^Yg*@L^wC`w5#|fH0hfu z8)d9Q2+p|@h&CpCVV><+r0gpp2Z%npoowbf3kwY`Qtxrhty_ULjL0u=Du&+DdJ@T9 zeR+OkY>FbPd1-g;@L?B})ZoO-u^J6-p693r8-*4`VH9&O@oy}aLkQU#@Nf4L-j;%?MF!F;X^5gu12nJ6FHiTvTmWK?#QM z(99<1RO8KGA|W(aIp;REjgRqU_ zKc{fE8dHN4_pbs-ZxMu1hMz?Xio<@eOsPSO{A0p82S!29WE;ZDjAol8J>?D3K9#K} z*`2KWc}1-+A{k$h_j=n)_D5q&b_D+U=!guhc4x9bT|gym;m4#OzFvz~cE30jp*Z}s zn?8LJ6l+>5vn10E)Zi`)$cL2$+g#AH@41!;Ac+aW^sKp*X3tLAod{nP=Ue?O#-kvC z&r!)vH;!YwO7VgHU3k0+jbT$_BBrW21yXW^R~C=sgbm# z5~CBi#d?F`NIu|@Rm3Lp<&cB0&osbS)rb@2AUD8wmo*GA;ly*qi|}CtOd(tfB8q^< zqr&6o{?f$g`E`r6m&&cW|NopR>k80xb>7^B9#5GyABK8NnLHew z>OQ8UdAsbb3xVja3VC329Lo_^&qr#Z$|Py3|eYI;(v};bVK3X689q(emblo%hukL+=^2a17 zCbGlWT%uP&(dir&iO#H7J*iaA(@3cR=~8d0hWTHY>l>bj@o(RlG@&}{-!OmK7aj$W zATKK1mtDSk{=R@%E_<^ptHK9nV@j_pK}cZJXGVReA76k8G~sZGo}3b2=7#R1$(BmT z_r!z%H=4wP7lHh+8JC`r)fjE2nP*)rZcoXUCMswBg54!lg&jE2Bi8$qZGhJrh~+Sf zJA>xW7ZTEyS1nC+7~xSF(nVHl7N!#~!+sOQL)2Q_ZJf!yC5u!}gh?{Y|L>B7djZ}o zzjq_}@peZ3#>^pl$Y7$?MVpdw8=rC0uEGvX05)q4;6Lu&FLh02&sBt%UXFiV_G0x4 zih!>_j*+Zd70#nxo_(<$f;W%j9et!hJ z^P-#Sh9#^Z{9X>Wx5xpmYc7c*_Ig89zU&nQa>EZOAL3jWeal$iFOq#k=p|mjR4+Sl z!ig?ZHMPvdJP5b{aP?b!*D#oik-Sth7*mMG!6>Lnd*$6Xq@Z9UC|lnK_rd!7`RSV% z?5hKLxbd*4G6jdRR_-{5=l>Jpe9a1c$hn=L{EBXnj5#`W8VBo2#DckB(gL$hJmct@ zpJZTs0BvdavGnvU+4%QlToZdg*x(07B+*8sfY6^;&c=+J#E}=83Bs`Ak-4$)ptJe$ zw-OgJ^$Db2Pl&FxIvP9pZaRZO-n!HO08cQXOIHOdGvFvC>C7Jec_>_#xeaWwKh#~7 z0O1E+ReCopz0PqcmXz8TuOZ!L#;~hLK>}?x6Dy*a0BTYC|QS+&~4)*Olf~Z^;x9m%`;p1V9&f= zrBvtTsd0)zgoe)Q?+HD_DekAjQN?w7g%d($Ju?jvaw`5 zwWWer0PgtTqiHX_MZi@4c{%))J;5IQdK+^f=J@(i!fi1p>J=`(ty9E+6`%_v@5&AG5nN)2K%RXBGfIwW#D^dq znM4Xn(<%%JD@^4UplvOc$ujtpx$;kE5~k_~Gimv<*3kHsk)h9fGrOlvr3#{Q7!sw( z-x!(kppGcb2HLjL)L=sFponxaD_)RB7>5&giGqN6xbb?oI2VMnD4$iAU{XHv97i65 z$i_?hUHh%KGbN|FS8dL6H zkqH_DGvq|LM5H~r$o^vZ-%&!{vXC_UHbD1qPM04T@PcPGN{#$f(sGkfxt~&}Yga*F zs^<~+3TeS|k3ovW=*g0MmUt7Wxk ziU@_rI&h}?oE!qB`@x55c8!3N0m}HoDrL!e6!u}5AQ|Mb2_@{a2OX%u= zmkg!-RB(nRuPck;qK7EL0$^w`)`5Vj>9KDTZeNMzPg@J5#V93V3U;`xgsB1{Pn?+#ztrdY|%gWET0f2u>RErK=pl-MQvS{yXFhh15`>)vfoTo7zg zXFO+LE!+9$#hq$iyMTVkH{T`CRQ8{;DwMdw9qQTjT{msMY6ZH%q@#&dCroIlMc_D= zm9b&-iOVI)VB@ptV|?2_A+(&Kxs{u7*+tJ_&T3stP9Ad>keZpa0z_$15sHRRA4zI) z27ys9l-(&Lsr3qMQfA<;20M@zv|*Y?*MF|psfvjG{UaHOmOM$-7C9J`OSOv7`x%vA zl$^Rwn8aM1DpTlM)?HRUqdjcpY-+%HNp1z@(-Axv7gIhL*7<(8<&CjNvsULHtYWy! zu);}ze)y|-T`p>K%J**(=P3q>$9^aVJr=mZ)ZO}u9Pfs+Bz2%+jd;ty0zrViFkB zRt`zf2sY_aTOm*rb!AO(()LF^v$ zlKR3!MY96c${I+wa$2Blr+rLTS~&mdX%e5~;;*oR^m*#7z%BtPe1PmM4Vlg$OaYYa z2ZYuS6Va%%B9|V!u&+O1uw~a|-2mXuS)>uQ-4lKKaHwz6(O+Y2CxFkX}^lGK%1LEs3W*y^rZ9}pFl@O01G z5|@;n|FNBjb&W-y)*bL)Ie9fupVI%Xht6Re00#DZ^HHY&Y|mcK{t8)Lg1gF`{aG2A zevyBWIlzU%r;7~E3t~p1 zzuf%wov*4LIHH{<=7+;ntQkXLNVT8dy6>WDlRA80N(UPbUC>ZQE1v+hVNtIItFre^ zZ>d||m63^;LA=|q`~=FTWWW2AF%oScu?^NoXj%5GP8haU5l5#74$PMP;^zmHZ_1_# zGGXR$Y@{`lY|3tj=B=>gaI|lM*=t<$YS{Veschk6#Oy-2lko(_(`=VAkwB9C*{Z(- zk%ZxtBPBL~Fppp-#IaxAEEO;&@aF~VkDy}jkVVAG`Q-Z@3>{V*;Z;$53$e-$86ldF zKQ#dB><%V%5kG|Gz z>w;rYZr<(nNt1;rDTvI#n{u&IKae?;W|Jps@F`Ranlb$PBB&4M3F4zr8=dkq^2X44 zg%v%bUnQG%nRFWKnV*J)D0XJz-mafQzU`ihI*eUawomo120xY#AuF_@bQP5%>T*L& z;6;5SBiv7N9$_qLqM>|kMGv0^b>0&W;w!A21F`OGO8>(6GWu*+>BpZgv)ZpZuC~~G z#V;uP*BcWjdR$bmb4mF2M113*E|nLA*y~wz=rE)Ja5f8akAr|3K0F}{mOaG}Q3OE5 zn(G3CWGFXX!C~CnwYXAhbi}GfercKHFf%B+%TxZuHmOwRf?v$k=I-?FkoOeL!B466 zUn`pdEV&HF$#-g1XS+0uXyc4^opn*+)_mgGKs%@j+7u!SO~H@=7*yG-e)8DExNuco zG^r&T^#G+53@4kqWfFW2K(l;`W_4LOC4Ev-RPU24xVhVV<0wcax=pM#VkNi|!lauF z`)TT^560-y1;AbP8x#0?o1?W~em;Tda|1#D^OjS<11$koHkF}-jTi5fHK|a+ASBT~ zF7`}dMD`vRyQ__xGW?>sqKugGyuw1V$l#$Qy3?HrSr{@8jUEe*t%y%<+jN*Lr_q>p zbqpT|JPvl19r0(Q$gPseK$)66&0vbmZrA(%IjK=N0t^$;;aMt97Mm>B@3QSU*D00l zTasRe?U@VaZvXzdes@BR7LWUr4|%|loUI3m9y}sw)XZ!rU%ui>P^{@62l4&{rzHb<9U@Y?+y~8QD0STSPYfcwgZD+t zWEvqkpKjYlAsILc%28g~b|rdrVc;OXS3yo?#dEJ89^${y`(gv zuuCZ&NHJPEG#yhvl{_+!s z4O@n%ZE;yE8iM!I%A}#h>t7LQ(rQI0%M&+o#!|$$9te=PGQ^TWx)lj+$IA#8tLn2b zNK6k`U$SqtqOZDiGJ=E5zpB;4n}Q!UUYQxbyubcrKesK=^zn#hQ%}-jVS;!Wy+1WU zc+Os}&yc#WDDhHmriMv%#ZU*UN?m`31Z)-0d|-#x{s|BgV)W_PEcQlhj}bf?a&*{8 z4u|q~Wlft(YWpm5iZn(!me0PxpOifrCsha`HzSC|cAhvns;f#*j!r9;{*_-pjh)611{7~@83);hn5s#IXZ2XsoTW#gy zPfi#bDKe=>PbF<}U2{N(5jvt<&JeJmmV!@`&$i?hm*rT(!07~x2h(Frm24_X(K)T-r2x~E%6_JTb-qYLHhwhX&=UPxsj;zK!}DV9HkZE%ZF37>+X!=jWX zMDB!*fZ1^fsg&EnQGPysy>YIu>`K`_29b5)Ry1P%B_P0wbOy~4VKsH->Cm`&TK?cGu)x|F-d}8wi@fxe! z4zI^c3ioXNhz%Y>f75l`Jx>=wyt%rMZpyq@8`lOO0M(^nu*#*PzAGEOooB;iWL-xj zeQ2KV7=0@CFXmP7gtc@+nyQ7$C(!c9~)_rf^~JC z5;|m~P4NRx5y)S)$4bn!#FrRC5x_1B3t;3SQk2$6o%UlUr65rv5X{ z;=wCuA)ZN~(pKA;}4ZbZ^kgWr0R`TspIsqL!EHto1_y=qo()*4TrGd z&Iq8o6&=u24K9I(`NcM33$&LOKe=>mZaVs3Z*3)6$k0LQK&6## zC;||Eim(zm8ht_;(4#?V@FiJ4-ckhYxXzernLtG`F$7`5H%X84XAd=vH*dVpsM6uZ zi3i~&D}n{Yez9xY37ZQtie7yQALph`r~|5H&HnrR>pI3qT^bS9$xuHOpB6whi5FB~ z55r!QDc&ZZ%i5`u7H^XBP&lF>HNj+j%bc)Uh&Ii#E8eSA$o~;uzFV} zaThdrX4;$Yd@r+_wBlc22_9oPG7e9ioId>%gNI+U+8%E8-tXjbL%k_t|ER?IxXC;e zfo7IW705*mHsKmVOe_jiX6^&&O-?FNL^NUCgTC9w7A}#tV}6FBL;C6dW9Gr1)OdR* z7J{cEDFXI&EM29CM^4Y&n2)tPg=EgxdGgy}?&r$kwcv6sTM{fON%J}OX%zvQ5N4e| zvH|(Kk$Rv10NX&v4PSH5-IsL~>(S|GVvd&0>;D&K7@6nAAS)Ry%i=pueQI6g^>RoP zq@4$=l3tKS&O|npc8M11a8&^KpOP*piwcqSXSWsAPWc$GF@>N=j6U#NK?zg@c2bH; zh?@voe`IUbb^hl%PGVy_p;6<7*fgCI!_aZ z@k*<~IzWfV5tJLBT6%XmV@04D~m1cpQ$Sz}YyN0WosF|J<* zC>UWfcI9piXR#Qe=3Z{qP0t;r86T~@<}4iFoRSBcSc;5 z7P9ffVaf*fs>VT*WW^ zI?%B5w*meb(Dj6TuP$OdRg>JQgXTiKGw#4NiI?@6Rsusy%qs_LB8RmLKg3SnTRy)# zf8;CG-(`UgnQky_8eN~*a7Ll3!94Af-`aOP!_Le1Mqd#Wqe^<5r}8QEPG68SG>V$f z@2_i4N&;T1`L*hg0Y&O9E9yd)rFDFdv{eRI1=&P}gXnP|COKS73L-eD+r87uz%`+( z8bJCV4NM6nc#svPj0CUVq;OTv>wsGK-N#{QEo zK>JNK)eH00K-qIn`Aw0g8!ynNaGp(zpTw9kPzaGA>uO1o6v}KP3xh058Czw!G^;bm zTqnOO7v=Z2_Pynv8{a>!@1*WrH#6IJ8lNE|$;mDVS$tt7iIOESL{;p}3-A`w~CZr0xp@9(KWj7CZl5Cjsm#Gkb$bQJJ&=pCtzZ%F)7X zC4l=d3rl|YorIV3f}>VEv5_3!L_}4S z90=+hO_f7I0$r4)EtwV7Z73{2e;W$wyu=(cv~tF@j)KR4Xd7IGzwfhd%&m&EA2};K zBaEykzkQzbl6H?sD$z18`(fXYQ@&r6^jpS2hUg^4TW4AjxS1CP8I-hm4~ot@>nd0; z+wgyW`IAR>kT3rczx;{5{=Wp{-6I`shGS$}>X)H4pf5?wEpVkYo%Y-of1JzEx~R~? zT{o;bt=SrNt%F_>wt&f>(x82N1v7PrjY|dLq(<9hFW1blRTa7BvJo!BSG4Au1>vG8 zlT{K6S%9g7{WC%iMnp~O-{1OoB&sCsVW;~UfXd9&bi=y(qL=fYvCA*LL8|+aGNNb zyvv=8)iQv5&?DXroaz4?u{wTUi^392(hqIS?h#+mW!Y*mDQug7+}; zM@FWi0=weWI3HT#@#5k(GdiQCnr`de z+LD=Gurq!?0JB231$M%(ps#)3haJzsWpJ{L6d~}QMW}%~U!aZnS2}}5qOyd}zcYM4 zF^rw*f)gIRO?VbGfS8dx__$y)HEj!5O3g-njZ=omq(E%Se^~-=O1PXRB@O;-cYssy zAjs?jbWt>a4JTRMMFoV*O*_C5rV6ZO*}MVZWe0VkdS%Fzkvi64t~Sc+%J2@6Es4wP zbKI|soMv~%%0vo0nYi`%!j7ro_=T76oq8EHqTEABqKg0vix0yNJHeDHmr)t0hY8F3$(6Y z8EW^jP!N62EA>Q*OM~>Fw|d$YX!TSq3nnC83y%{-Jvqo#AQijHdeZh**zNaL9sU(e zP1GBEw=KZyZo`2ueAU+Kv{DfWf`+}EDR_>EA6oQ|f8%RvWzr$X4(=hOC`Veqv5F`- zYx(FU0B1#hcDpxu0-rRQR49)?W=fOcEuB)5^$hU7v`JPcP%RNrLo^vF9uZ1Iib6b$ zsECTOcm%8!Et|k6EyG(5PG>LX03J}&j;{PPi0x3a^3x>vDFo%Gp_#$wefu0(fY)=t zWiT4Ke+2--B=(E&v6PMb!nvQFt`~oX{G(gE?Rs%!S1I#AZG3+mzQ4Ec?2=fPVhvJRb#bs^5PnSX(TEHgcfBV@9H^QFAB=cq;jsoC z7!exMEcgIu!$mk6DG^&7@7)K9(L`s1l@h5-f8g*W0osl5E=m@a9BquqH-9K9Av}xq z3L`DacIp3%(RW5XdBU4hQ5BrtCeDVoNkpiN0!OGrRS;wLn(Vto57)k`Nc6~iX3r9R z3AExUjKLsA{+SWZ@<^Q`8S%sq+xUSIuX;-|vJDxrpEaP6VNk4*Md6T%r;%QizcNv| ze~mFIjPv~>a1WO)MC!R$WjUtXB?@3@=j$>+lb@`UqnE+QMUES{u#opM3X=5JMT|$@ z$WiG+JAqr-+V@&Wp)OJ!H1C23AvbxYc0SyLRNRFKMvJVSJL9Z~4mRsLOL&}s-k5a7c|CR?X$uJcARAL@ z2HRSs#ENuprJVW|fs+v2PcR}DG^xV=R2BHvW!y9fMlt}fLY#gOfe(qa%GT_o_(2xn z2YwL8-X|t1KZxUiw#kbhL;{0@)Sl#&R%S#yva*$(5m9^*Y2ePt*%J^^%jx}!eBQNB=@Pc=#R{7qN z)Q|72P6g4-V3G7Z?s(gT`4Ui)7 zOCrYvK$5lPmwO6;{)k&Qb_y>N#$%;#gnePbks;D7#(n&0z(Vc!_+@9kUZ4h3UunkH$gqQWidrgFL7uAV) z+ME@Rm||voeCJ5~2wUMue>5$#S2&PyCm|uh1~|yVz4I;#s%youp5P#LKUk*$sls1S z0uir)tWpLoXRc_qO7IO?0Un!Ga@=(1iU7oT+_X!q{Nf$={#zX?4)LSE74e@f6NZJ3jm*5u%A zJWX1hwp%O7=V3dcq<~+6y*qqWz;cqI%IjkXI){TN9}b*$4l=F^pZf0{h?t5{{}P}% zQK|yaE==lcl|Y2&NL6Y@U61~kwMuv{l{F6B9D4=eBBBQ1GR|2E6j~&FlI_4Fcf#@n z`1g0q&)a_$1fVRVf8Ie-C3siTE?LEgx(65PmlIKF>e-wQ93%6B*wE8nZ} z(FNsu3n9CIA2DzQU_HVr%9>)qK_o!QK`TT=d>R3G%$cl+3N*IDTE^o9bWwo@W5HhD zfu{gS_u%x#%KpNH3F%VuAZ!{0pom--c$K+VM*zJ6IHRpGf698&Wc5YkNQrDgg~Q?{DpUb4MKCKd$cuQJRqiYyZx92IY4eAE_YW)F$5= zT68(Z^~Qjcf6!<(0Lhe#2H?SF2}&7A77?Ao5qJsG05WZ=29TP=kMIPL5HP4H04~)K zkWAEyjHIY@)I?pP0PG}eH6W3hpw!AC@HFnX1%R+2&dORj++~!iaPZxr1|UUQ)sLE)%@ENhJe8LGA41OAp4 z0YwCWXV-W^K7jXa9*@~d9b~fH8V94C=ZLjq{c=l!_4rLE>g>}E&%rN~`u?=DvT7A2 z`BltAN3V9ztCsQoarpk;zGoM4tUgMi1(mF@F0LT^1#$sx#guYA*xkP)Ju%Pbtr*&t z3k>&De>r4)xnLH20C?4xH30g1c1lrW4LTHsxYtpW7$Q#Q6d=+t!{v_v5<&IG zc+&5cMVLvk;W2sRj{c2vZ6JO6AR zGopxJCn=1JX>D=I6yepC1)~7wdC{^y25f-VzPx=Z ze;rB3N>si#3qyR*2n{8_TR4>95^t{%w56;`vPiXUi^AcM6e1}cJ^H5L@VGh%3I`q% zYR!g4Tcc5c0;dUNlHbcfE_6=cyK~?*yQ9&%1I{2{NJv5yJbPkVIUXmVi$eMa+;k4$ zDFBD}pe^7iLMiT12AP~zj(GhT7kQsRe>gu5v=e$GDJdP1ZK}g25~~0^%fP zg@b;I5;P7xpt2fA!bWEl0ErT8R77RmPkV)fHWs*$N)EWy7p;L6&qx)3c1lO)w+0mB zwJt$&O>^s##|h}7$VeY(6lRdVyC3N1z%@sLlee-dkL zRgy0UVs&QuZs=8h9j7JZd#A@DhwSa!_d*Ik+h5yv`mHY2XOmCrSH8@z4m?i4M+ZW5 zW-a0=0O~Q?Sk4!xptiL4BT`ML?$fREwO3{HV6T$^dMil9NNhLkl|}Xut8rk%$r?u> zZLFD1-uJ7Zd zWB=YyI=1iQq+^pmPdYY+dD5{1eX&^RiM-l%ZkLJ+Qsf`fyWRRy4Ryaug|g5)|`DWf1~M^rc}GLlF@^oU}6FFBUWaDdJU8c=m^kB?I8ewnTLq69yj5SO&#h z>zs0~!971K&REMq{5sbffB7}nto+`p#^I_;TEtTou5cZI3zFRgKiT?snscSf@5t1L zw+(wS*bb0L@>C8IICHFyT_8?%Qqlm#uRn$pb$YbVQUKl+Re?AVzN&_sLEE#LT z;-60?;%1zmQ}2y;v=G3xQUdHRp#dIQl&l88Ib17)mVp9C-o4hO2?TbqI5ZbpKHfY_ zMqGU$=FZ;S#{r)bE8h8=2|NW5abS>D+Z}|-Ah2i|giRL$gnSt}%GoP{-i|9$&2j#^ zTni!@$#ztvIJIGuf9UY0J=L6oE)lni265NjCULoLyi4>F7}ox}yp;fhMY(7m0m68B zqa``HNq#M$?i(J}`9(~x6!N^|?r#6yb7$;w#=YSH9w*?V1IZ)I&;*_Whym}1^Z@}v z1Qvmz)(G3({sko@#F6!+zk>WQqBpN3xL=V|@)@14F|Kil_VI#G-JJ7U*${viFk& zx+t15aAKIiQvkR>$cKd#gzUkQ24SCncy^CTP=c(Ee*k&|$c!=A2lsm7-h_sX6C8+O zO`4FC90BV)($Vf5AqIqfQ8+3d%_;zbN|m69LQpAMt3(4O&_&@bP*_Dh1@OAR9YWKY zTGsx43|Yh=SnpTdtJxYe{x6LVvc|DvY!-7_&28 zx~ql{iAauyCmsWM3V?oNQ*_;x36VdQld)ffZH55~9-#rl6#h5?y&Zwnj}*hHtC0{I ziL@mn!aVT%@dG0w%ZA`&2O#itaLSKVv5sX8f8dzZ^4D|5!A3a#dhESXv-}Zo5OFP~ zJAlQDGm!6q$8mI$1L2D7QRP4wjJOoGio}4IwO#{Y;{^qv<;!QSa(G%EjZ(RcU|RlM zxy(l$8Y6x@(X(TC3w%gKF!F*ebsOFb(1!O>ivu-oqN!t*G0wJ;UmN>40j)9YHvu!| ze=tn&us0?vm!aW{f9SqphV8vD*Uy_oCxKyxtxGE>n5$9=S}t9^8<(q{yw|$;MC#Ql zhT0IuPq)Lp&ILI*R&me$J95~?`tobOQ;8Rw#nw+KZ7R1y-6Y(?SJDPi$Ve|k}T>SXayOfp6!&^BkrjG$&NZB^l<(>S?R zBv!=wC})Y4^Vds8XACl`9U0+6W#L{V7|D*I0d{5#8E+tD8*mO+G7?hn65%82d^k!h z@JvcUO2mz!(*Sn8uNsh{%qn$2un>f?KGeaJ-3|3aNW`S4vJ_w@f4>(c0CiH6e?CLH z*h?R7BByPxriFY?_UmkA|6UQS(aG;LEltQ_0p8m9;jCYRgAaM3LMj}1>mcidLtY<~ zESw|Jz)xNg6%59=!a+Yxsw#lkjzIw;nRG_06+(vd8ngpAPO(O*RVLFQ7mb64UC@9M zYvSy#yC{C!sTEEtOmP}V4V7bcfA1Wm;zf>RA^`dcqfvSnLEvoGIFLnA`_0Mh!Sin; zMMb!n8zVUqf@gaTsEBs00GTtHC_usUqOt&Dlk9UQ;O$DfTm&=%Wx7R!v*RlLLKULU zK2Jh@&TP+bK_Trg4&7yrm*okKj}FS>{f=wVT;9%y#b^iQ!iqr+W`bk$;dOh1Jnil7+wI819=-!D?AB< zpTFdweX*vsiSHM%Uo6b7&sg@M%iif4<%`h;vbKF4X8p zU;0dITd5Q19Dx*H$EjR5e~!pe8-wJixIGI>88wmyU}YI()7XS3{R0p^)0+o>AW~^$ z&vee#GfS9e#H?}FiGgj7l=_&KgjfC37}Mi>qwhb?`2MwXQ0L`{uwOe14r~l(DcZ`w zQy0sTdUuYDR6D6ij*4t_&Iq8bnt1~67cfKCj-EhoyLO;M0v*%W{M*I)no+h6|nufP5Cc9Asa}fBEMN6`t8gA2Q~em;h=^B0EX(bMF0Q* delta 33562 zcmXWBWmp_t(=~eI5+t}o2+jnz!G@3^!6CT26WpzFm*DQf-Q7KS@ZdhUO>p^m-gElL z?(W@kRadR5TD!Wko8fE2;Q^{h)c^i(L+I#~i8beoXKPw4Zb7zELbK5F7O^@`A{x@Y z^S8!84$;!hqWh&4PxlWzOmw~W{5VMM;Z7{{I)21k5m3gtGdPSEFUm=L+5I#;CGu3A z^ST1uZ-~6!JjQlEJ&pQai#$IaZ@k`_i1^&@rF8qeoQ>UfKVJf~u_7YC?Qu%C_wDg* zx9`j8-Q%nC(BS#Y&2y~C>tXCvb@Zsu!`XTF>&@D^!NU_pkI3`g`PKQx%L5y5e|al% zx8o+_Gu8e2^n9Mv9SEfY?hdbWeD4l#>3e`IzYX9CfM}z<=#v8Oe6Q6TZ}N=AcHaQ6 zut%!b8Iu9PZOr}tR^Rs-A?xPxewLP@Q+x8-ZsYY~ZANK6n(aT?%jU_ zZmZvvHhliHb^Cg^l4H(vuKrgu;)y-dBX+&X;b|wQT4da4y`V++8F(JkzbudPyB^kD z@@i;)_jq~G{j%}l@wEB6SSryg78zTqV(jwv)AsYj<1E|Mo8G(siqwbQTA!;9=tEu` zfylex_k@*qjx)Zuz7x-nb|ROrY4^{}URI+D)vs46-4k-|-9vgoPZwhwzRxeQn$sc$ z^$DrB3QfhSBF5n7=h(N;y`jqKemzyVYkcSR8s&v^^GLPv`jm1GJdV-+?gkbp@_kzt zjzg7~9vjtf=dl5wGo!9AfzM+H8@?~V)2v&LKJYxMAicX$-6wJ{0=)K*9pt<^zQEXq zRXBV^UVWpxj_`(tyGwp|>h}Xz-TBfRBEZXYyZT?+oE4G!1{iC`i9)FA&GW|a;sXlz zBZK$Dl!(YHZ0B761vY!XHnupoIR(6wUU%xp4%c11q3-25=j9>AcF8Ac24JUsO2d75 zLuM|j_mSPp!Fdkwa#{Um=VvOTV^ZU;`!^wRBK!GXPrIKMyI%m$UL9WUM7~VF ziFpT`c-@qa+IVt%oap{*=k$VKr%?6F?yCz#Ac`f$n1=}-_X`V8kewWj9RHrxsu(Ga zMc_TJyLNN!UN!`xE~+jmiu^@iUoAtU-6F4^1U{xv9_!H$Yef{san={`_{l< z=~CNb1EI)==-DqIwthotFQ77!Gd@`weq8G zMIpHP@#i)ySn>F)ba(|!=-B}rJf3tS1lGEj5fCCqPppWp%~>xzd>lva`yd&gE~bB=!6$mqOcg_}DzS+v6Lv&4$o#L~di&;m z&@BmZWbN`a!(_uy6>M^IY@S%n)BFoMkE*y`Yi>vh^fHHUl+m*RlB9wEOd<5wMmGEC z8us5cU?(Tp6=F?+TaG^V6V(y}tpPOX_v3Khw)Qiz`8Wm71KRPAdtSkD#668bKIap9 zKPPrL42HX0R;HAQdoRBn(oP;a>^{L%!j6};o&yup$VsF)Eipe>NHVI;m zG^{)01Ci+R_1`4&cAzhJ%wj6>QQ0$c82+BE8lOLG&Y2oTAZ(Dj6Bw{lzF<}4*@f!u zeRG+`zGA*(4U*i#b_siVvWIJuV!Tm7S^Bo%Wa~0dpNxIhJ%UO(_Ai~xAL%4vRYm4-1r}>^+W2#VMj=cjS(YWrhd1) zelsAZp-N~q>3A`ZuLt;y`%oiXTpXJR(&c5&{fT;D68zhSccuWEn06(N^@LLT>qlH z8vP8DH&1aG4@-A9!~m+L&UCWE?q2_AaI)B?R_$bE`&VQQL(Sz7yIc{Yu26~gCCPT4 zRKj~`Y-OJbBo8Q`#&_bRFrb7}Dehqh)wTcZ=5CQJPW4m{6Tfu?N(b^d_>)Tp=)ASH z748^PKaZvlg%l#s{vKc0qE0hN0*4}@(tk_03N|MM>6*ye7I zM`8jwJ*e@fszHaHQdupj8i{NqywW zA8b9BKXsG&B=DwCg2%knV`<%)*pgA{AHr%yncPCX8Y~jwy+Q^CR@M(XiYd`g@J`~$ zmmg8c_!tZGLz4_5qa!FI(!XA&QyyDY%?%P@)#s98D$pTjD_2}`CBuChisfr2MOr6XDb@anYYJq1Cs?W^M*0`+!a20r>dj}RbjpM!0` z#XpSbOTfMW*w}8PBePf$Z!;qeS#z^P@O{{4+^g)~`Sf7eW-h`shJGVcf}-s)r>3Vr z;{kCwGdjwZ`D|(Wvi%@Zow@))+2U}r4sl2qJ8+AbPWjsF{Rf6s=}6`|`IKseFU+e! z!W)>+HqEcjBOEJsT=Y`2%uWpgBd7MRf_oRy%FDF|7+us#EzI!<ur@o@e8&f7!a`Zc`=g{N#QqG-Q^fT!^vTDkcIIwkueLHSlq^Yo4f z!DsAFnN%bmpWp|2--BREo><6o66F{{1FJ;~HnjWKZclveG@V=yJ1TDRcrb)6`$%0} zzeWr(<{azbHg*=}Oh2IRp=eGyQX&#oW@GGgrv&lM|)xZ3TE7$e1tdi$XGkS4={xoY$mt?A*0xo zN>-wcv2&;)MF{s|&Tq~vx){5&OR}b7X-$Eg?}X!39f=+Wnp403loYnzt0ZH+8FScY z@TpyK5w}&gYK}Y7$R%Rc(Mgueuy7cb?K2rcX@>85sW~&82u>ytMjw2S9?|uA5@{V8 z*_`=>+h-3mt*E+5Ku@O{#xnzCD%nFBG4NTa+AQ3oinfF>7xuQVQSA6&cYf0!v`9ENINrnK7~XR7u_7em?AqiiBUk`Kl1Y_;9|S*m zVJ_eq3M{T)`=wq2nSbfty?mDqrsyHN%8-~x=drgW7{0cvh&3cQ0LM*Lwl1VMj|WSv z{|-UJFY<3U4*ZjJpW)WDTkAU4J_W5&{@0PLv&?Q_+T3Z!#aA4nF8z+o?0Q?d?eSyr z(4>uOe{6kJWK0fm;a)FbQblw=cO}6R_)lnr;(w7g)jg)@0)1G>z_7mBs0NEDC#&cn zSY>%+Ybcga0VMP}BXjnOpS)}a7Oel1#ypP=r|hIWzk0#mQg*Eh#XZAWO3@ zKjpeT|IlzQF_GJ6lji|BrV#OF5b?k*N4|4tc(7}V7;k=c@g7K2>uKxDb+?w8o@5Z< ziDgmjfES_KbhY8=sfKR~L3Tj{weo0O{y>jdH*S86qRg zQ5hT$V)}^rtcF00ns*{XA}iZUv2BpoJ2LIddYqG8d`FEeV!z$1?lhvCd}3t0nR&_2 zF4rxv9W)LOC^b@`t_jY?=tH!TPg-;hJp51nlkE(MonY}^N&|#YPdUXlAxBMEq!2O4 z=ukpZ4NTyZ=k$x)scL3?#Zc_9{Rf+^H?GsKaMS`7WxXJ%p(GtWnB>Dc9 zcr~aJ2*{kKLRf-F)l?}95OpbzD6}Uv z6XMF*$!x_JZCVg!wI-7Pcc`5QHSY0j^=H6%N7RtH`|KdlFm1eo8axeaG$^c!$bNAI z)Lh3Y!W)<<+IBaDaCii^;0cYi=%M#W`EqpU?4 zq50SZYMvtzlq;y8Xf}3kkLJtJW$<-d#_7_~|3bZd_^9XzPp| zu5Cd-)c?8G_&rnsZGFAv0eM#BhA?=7e146kV5d{c4Qmx|ruqHa+rXRC!#LTF(pW&CDc#iT4=5yQCk7GRaj93ceDwxx> z4F&6}y+&8x49g77cjS`2tA(|JJ}ot8FOOX0jH@Q@6S|s!!$05`%j1m(OlI8LT6G&9 zCv|UisbLmsmcC%jePW2JmJFHAa-Teg@AD_DBDZgCS2114TTNF>ss?lpO0|Z}LHsGU zR{of-SDB|NTAApAks#74mJzgq#7tHYQ%7Txr8!5IR*Xdi^8ccY7#HvsW+)}O-`#`r zH4h(gCeY6%xyv(s#p?gu(xelt$6BcIKZltWzRjYq$Nc{%)g+PTbFjug!&);tpoMX- zmS9RwcHaCW^WnAnQqq{S@gciSjj2l<`MWZRuH={adQ+Z2*RJBdL&FR2J{+q1Ad`a9 zVI{PmNs|*-0LInlI-3A~$~8nt$swVixO|*b492>ZCrH7a_d+)EbAPQ;iT73W?*mBl zFH9d+q@?c`KRrAOw!+u>mp;9bBSLk&i2Nyz6a(%K14lPOcb8f-%xcG`PX95bq=4&~ z8A)9#PaLx10ViuYgsz|^&0^i=b_CF=g;brSjM zSso>m#?ow7xVhh$$o{2OEP?QGH=CYYyHu=QHX%6L_kmzKGr*2_nJQ zb+j(5ZQFf)R}siZgT*5=5uck$^sF6A^?AP<0!hT8cg76|FY#vw_ld zrbgJ>Y{OI8l4X2Ht4q*YmM#MAP-rKcbBNC86GIYLd%osrmTqdW3+EItyTiB@RU2D0 zxqK_tUXdpqU$;~lrcK{TJm@kQWXXEB)hxi%e_+<*A>Zf7$t*Pr*wM^x2hkf{gvy=b z=18tCvN}uxO>KnEzMllaq{dkxDL*6R$lUi67z^Q-#CmU(=8t?%YiW(j)U*8lt>H_U zFExi$d3S7RSv$xh)q|_IhF^|3Ju-=Td@jtYcO{FnG9l81Tmx@LD}F2^Xr6@wEbY5G z!Wc3Y@J=1r`t=RaX64jsJ%-K8Zf(59IP(OB3=ja6cdGrCI4YR2Q8b1;Lf1Ez$}Bcq zYk^jVYg`iQk?P{?fqeEV)@PY&7`o$D6K;bo?+XYL+zfZNWTf|ESd5l;Bi9-Uad!BB zY<6sK^8^PJxZQ2L2RnVx-EFWU5cod7Vnq-I*N!uM$K`^e&>(?N?vt#%+N1mH*r`no zWN`;@YjB6K{Ylx%-`)}H-=twann36)5Q5ZVIhHLjd9Y?oT>dAI%DEs8;Fc&=66gFH zdcB!=^^@XHwR@S}ek-;BZn#FhgKj8@A5Xn#;3pcezrqXC+Hm-<|FRVIXC?5)CxAXE zd8*{{?YH&QTMfuL>@H=VJBMPx)K?ggJh~Iy3C!U2NE0>*1OVQ({%QY+V)5h@-Eu*K z4da8I@8*u)Xeq1AX+VGELL$&sHHb;jxr1D3|LtwNe>P!PdG7;5v*HG?J z);k(V2|p!uO<$0$PKQqg>q;<-E3d{BZ2!AW$5WoDn=+{y^(Ut~#zh9|=-u#0Xal(j*ky zU*`I|&<&>0uTrN=?}6pz%;CS=s`^~0s{3XR`qtiI&iD8TSTroh5EpMrBD=>#6o+M^ z`C^Rx?+IttdaXU*7VVL9^9h;=_0c!rH+&ETgz(F|;ebw*!{~-S;m(DGl^%}6B9{wU zd2E?R{I_+ON3oy6qq{13L6g$0l64ExcZ05iU9M`leM^alpnu!bxoPRxsnYv!r_z%v z9$&Uq$0qSmX^? zut}o4BL~Vq@a2+$H)>HZo1MF4$Xd+*Ls6w-m_l*!$uu`fhvIh@)9qyyDR@s*Z28-1 zSA@)#vZAnv^!2@ypCzg=w^U|bKwT2h!lD*>j_ny^WHs@R@_}0GK}1Rqr+bmd4v_rqpI5FQoTFHv^)M3QzqEtO~EX}(kX9n zJIB;LKgsH?t5?_$qbxYC%_YV zNlI`2_aS@!PHLG0((VP|R5A9Ef7!=nA8iTwvd?U$E2ESsZXD`OO zDBCs`(X(uj46VXQCnpLx9FqE{F@lwB0X0vE_Rs0qcRsoO(lrs;5|sTy7+~i@Sv!j% z25joT&hF}Z&V|=Zx@gW{iwb7joePyB-JOo4QM%Dvj4p3ZI*>3DLT3yJsgo3V0`m9$ z*>4s|CmZMa>5vx?k!xpQN@@slRKf)fRu7b!X2HgUh4q#3fy=qy=B7Zxw=m*nAYz?k z(+QRixu_bm-4v<@X~_fYHGhgxjeiotzT|M8D|h6x!M4*M{mXdP;IJ|Cc#!55%jWMB zt;C59%pltyC0fy1137SE$ZrLVuZ@KE>Xqd`^R(2hVtyEN^Q%E5zR$tDFDPe`Cyz18 z_j)P@cZ&}>1_v$pE(V12lJS^$$ zTtu@r*&?M~CPufDfeO{CYYJvJPo4aY`{aGsg+a4lh;qWbG<2C6aUnLFwIqj|2MDWt zH0npSB(2|LCq|OeC3gm`9j&2;4S7@g%7%m?c ztUM(S4a7bp4G%M`jg=3R3cMI;&7O6=l4v$|dX!5sr!qZZktu zX;ZvDr2S=mrwB!gp{R{i87OxjS}vJ16Q9z)wBhmDCCs&Y7&&cOv=2M*sEO})Q{|PE z(^p0lpH&aR`4$0W)2n`yn&}_ zB5$gkYSY1Bv*U$DRY?{nCPA*TNw7tl8IW$ zraG(L4=|AO#F^qE3!W^^Npc4>dNQAW;6_rg)gqM7X7tx5T_?l(EEc3xvgOLtV7(Do z`2fK>ZjkD#!A}2FqDoEz0tF`=B!QQL4o*Hnhk^-MMK}B%Ewz5Jg0{BRfgq#C6WYuc z7khT=QX{%8NIFPJ{HZ2UyGi5T^UFLuucFa*FhPtR0o#Qdh6)79jC_d*!5IIYme$}X zLJ9sK=1GoE)x8~!L1oMJsOn3bz%AdpcG)cb>m2z*@}bp^HY))Ij+x zSi%v&5z#CC(?-?jKoPyG^(-hrYraGft{x77h;8uKkZZ_(=5j>HF*Tpz+|NL|3BD{l zj8;nR7NxPt7K@8(xHIZd!8Zp_W*BKuC356Hi%ac%*U7f*a9r0HIAB^OjipdUw+j1$ z{f=4&<1v_0VDM{aqblk8?ge#sP^=!5pkov`AY??U-c`X`KT!k6HbiVFapI_# zmmzdn={&yQ2CCuXC+V1q1u6O8=xYU2RA_TcRmJ*r4<$~p#R-DzBgR*qnVt9V1)ypV zyNC9f>YntLr9#m<(5!w4;!u5l3Oh9&BbbeoR^ahts3=m|qGJoj>`&qgB7cQLA+7G~ z)S4gSZg-a+l8Zws&bzPaAKZk-c2b*Rds>?^%vOy`joSQbUNhv1AWd~!9%;7 zc9=#)z4G(geauUCzKs)4|F|bs@c@~}nW2wOzojI_r$ATVch9-%^E24#@?}&8pGQrX z(I6!x4GZ5(1@B5{3a%?ZnW=Mlcam|PCLm4P=X&#W^pU(@_E4=#@*O6GP`DNpVOu0Pe4qi=^aR-0 z17kwW!`nRj?$gX^Dgc(Tu=Y#v=W=nplJjv3R%dmerz|d_Is5PLQrl6rqjP?JtGyo& zZu}!i|HpxJvgLroieH#$!4GKh=i^`Hqa7mCIaGH~m}+o<(9#uuv$-mP9*&yH=o}tm zYI?M{O>=>DcTbPLQ(@XU($)da;}Lqj8Qz{%ggHs%U8SX}jgi*0{hrMH&hVS-289Qg z25UX2rO5%eStsIgSwXP?Y$#?|HudAtpAo^#CPlMvLs&p^{v+rvEi*?Q zewm{ImXsN{ac`nJlM*v6F+ zI_wgT1jCO!K=*PXtst>+9V~7U_mD$}mi;bZB)FQtj^3sAC<{4eJ@W z^;}!Vv`b_C3I<;&c6^+V< zwZn-v6^Qj-YWjHB)6bPV_PK+6!xi0iy^F8_vhPi+wT|Q53D%e9ly<1Oj1vu}Q%X?q z#E}T;juHNiovCeHi`OxO9jh0-ImY4%&xk1Cm!YW|wCBY90A`FCkR0KTR>PuSbL6p# z=>u0f^ef$Qbnf>!k8q>wIrJEO$vO(Uvk!&le@d;8**2>pN56FR?q#BNex$$KU0T~K zvLcIkxi5a!m0zkKSV|%%8z- zTLw3D41|lnx7>?r#M$)*vwEUmA&xOXPWK?e)3|!2*Og)#BHsRRAa` zkQNZ?`^H9IB_qThV!a(f2}DmO9JoxJ+ef@*-+I&8BlOr%V<1> zN%&;H$W-PB+~wPfA$fxDq8SCQXOhIjBV@7EI|v6iO>iqM2$H6ahTr>@mjso@v?4Z^ z;6@LW>xi2!iR*niXQkQ}Yrv+q>`bl5XRn#Pr$(pW9RWK%d}X&!HqDGK1hOZ0X`WZL z6taKrT+^v4nD0%4N<33TPmBFt5*oKqzQU6wZ?Jt4D#^1N6tep&v(j0%B zrjmE=$?FF=@`)zd`KpsW9G7ULxR0i(XC9?7eQT(i#fJ}0`|i^vY#MjJXnke*VEP@4 zDmtj#3cAxS#fja&y3dgBlUcQeCjH{5kp@x8_$i%j} z30%XVdlbdYLYGO`RTwY0B<>!2KWj*5Kv?On>=wMJAuYw)`^>**NT|~=LnEWun!e7F z_sQeW?S+jsI}W6mEjzH=$*nukTCHFy$r$L=nYFD9hcP!d%}Gb-O!;W9v{hxjR8xSN;hCUn8kt9*lzVo`1YwN)D1k zOSO}BtuIki#VFl8OsW90i%!!h&`j?KVdfALDE~84UmGuP)7`?&^-xEiB0iQ#9IfFdD@hAY=Xt*1tC5)s1R zZ4fde@RvU$hH#XuU&DB#&tQkk+2d3V`d^DSoGVN=jJEvQ%yE52q24L(r>8vOR0!m^ z6j$FY0lzPE>9oYo$W5)x2Wnob{x4T;U6T6H!&BJL2q89evsL{ zz(vG-9>KUhm0*Ibf2=9g-7u3+E9k0=vz?}H93c@|Mp#EHar9>wZzhA>IBan@kUw$}5OZ0_OM>c4JmPjS| zw-ju;P{7~vtn!U$K|gT77LpBFKtTm%WRmg7iNfi`rpvC}e6IZfOR_o0=D@%iUSa$P`=Im*Y)SmW zMt-J0y%4AgAhO^I9H_YXZShrEteds_iX*cKaPzjOs?0x-itAX^J*@3FuVKcVN|Vfa zqrfe*MXNtQ(g$Pu6e8pmh2~kUl6YMxzFJBycgtU-SvF&P$ZxHja5DA&NbFX-fw6X? z&^+2FR{jspR22%M6R6eW*MmfX?^gfJ$bK~Z6!2;G!x&9<5&~W1@FO|Z>7UgZ=AzF) zW$KY?D8@oDME?@fHA3bwOa;;p<}zl`5Bc*cavTe}zH^mp1n<9!O;CS|V2CCAr5xjq ztMouVf)D<#d602UAPh}8WmRh`Z8IYchA^1D-B#wa>J`Q#tJ{*}U|qLiiRiN*#_liHb` zJ;^wnIDGUA7H^^x4#uM>tx@iYr5WI7Kbr-FOuR^=;_Xxoh`N824yN42bBN*aMm=+! z{GQ|dY)F~kWjVL;*tdrK)u@miR&XH~iOt{vD-7~%imkLa+nl<=L?ncVofaq3lBT6I zm#uEki-xsfIaToOe0Rt3+KB}6m2z6BK!T8SUgs=kD@B2dh*U8(L=n&k3A-D`1{5-? z^~-D+ZN_XkgMREQkv?0!aW$5#`I3ug+ZI7$N)L^-OKJ#vY3rnn8aU@l0zbjwugCtw zA{k@>%Odc*;bsU1Qp?D?5 zj0JOQBE!OR>dIFk9|r^jC+0#B{x!M|_kJkRR#FP^{UIhEK2p2&4YvJ80XqED3lXTf zHX0sg2W3xs9Zfv(jEe9QQ+gs`>bx#gG zzg26pl6sr$+%*ld!#hxf)+{xvDxV*EbWAQA7)-d|aSAOU=c3Um1jsS< zPFSS%1MZNi$r&1GZ@on|6|Q(CaS3wALu&23aHc5YNFv?D?cqvri%-R1e>q{97@ey4 zv9zsTiupk5_wWN-X_f8BK`rNg1u^S8TjOn0DmGTzc6zQ=(472Yy*-vQD4;7lo~#Gz zdFAtj!(&M>NJL>N-a-?Y=b#x`rtz;6QC=(E`=eIEy)-WiLxT`CXPx(R4_NTS{EUW!6m$SWPG6Ueg*GuR?sP0WhSaX(XfoUQgQg^ znn@T2znj_EW2yGFLcQr>3X^kk)vU*nRjX9#wN#;JMLWYr$HE#8<$U-~=b0bh!;67i zPYxg;Y5L;I{Q7Z}GND8@pIBh<;z!l?NW61_Ma&nJo-*q(GLi=!OGK)`;F1;pjeF)_ z%vkH+H}SxOa2(#6S=^F_iy`4Vd!J=FtpBQ`de7Q~d=sDUz9l#4XD|O-@E;lNK~uv; zs{@V5CT{r9h~ONOJYPKXd9vVkD-A9-N8LW~Gc!Xl2s`||wt-RNzblV^(SuVJUUIkv zR$k5YKzS*;A7HT0P|a2kEt6pffuurOt0R~-+f`Y2_;bC>tfM)?PPy%SjC?#ZrF@+0 z>-85+mc{CySo+xdJcIId(DwMTf<>(^>4hYB@07q7#xI;U=5F38A?`m=*{W9y_Wc@x z^Scry2Qdj&oM$btJB!8Y|HtEV=Y^tY$&V{RW?yy@JYyv$$c1ef`6puPn%(sL^w;Rwo8W3OcuQTZmuv{_w< zF*AF|FU1QTl3M-V)2(`A)nEyD>p{4cC252Bq<&*j!_QuWyle}+86~E|0Zk`%8LTyL{7^2%7ezjD=ilA-&WOgE;F#2y_Y-Nd`*{={ zrop2Qi3Hre61AzZy^kv^SE{w7_eueR1m*qu*x>pDir!&DWKUl;O%8Reb-px;fYR2A zjj((>4618Otfg(!;VnAh-Vhouv)8}&yJFqjn38*N6UbZ8uA#Xdpq!C(K|CryDbUi; z1G5;6%UdRUUJPcQlC43}$HBnHEHM8P_BO>jd}|iwd;-^4<}6>y93BgqC>SZrXBIBg zr6CfecgF;5FDTEd-sEZ76a2wpM~M9J!+7R4ou(&9P8)GSvdi*&Sn8$2GjiM=DYv#R zn1;TnWouJ<%ndL@?{!bXZLuK`FPR~UN zI^jpylLV50eHHj2@H)v@2&~UP6zDWKLzM}NdAscJb}z_C2uu~0va>Sj&>K_DBLd#Q z;qDBZWrZuJj}4_f5?|O&(A&kaFEbYGP?G}O`f{+r#T_51JPbDteQtaMFKPuqd7^{kmq#LP+U}ao;jU!m7`ry|(?36TiNb-7hChovx;3h>aUBqmI4E#$i)$9l zgw=I_t&K?N0tEH6MO>wdr(J0~h!tflQ3L3@bXL>(%v=k1xnT0Fi-<*XA)P+4&Mm*r zq1Xa`gF4Q|;C+MXcqlJwEay{E8`h1KnVIw;j)6GW-@Gpu^T5b#C_!Nc%?FpkIBvIz zuMP{Xy{$8?zdMSsPjezCDRw2TkA68}zIgV$LzsGN-JLY#tJn(*@RFMflP+QpnFsoM zc4)d<1aPR%-s`G>UGvGrOg?|F9z(@gQ19Fi8%G}hMgT%lFS6PWDPYfXoSTnM!qRAy zta;)nPW!(A)g!GK)8hCp^b3r$&Up9R8yuuFWao9iP{9os5KP4R41TJ{fd%gyX5bDg zfRu#Quuin12AH+@?-&=v%lTV?Vn)H3ph3PfFelC0J|?_C0KY9w*@d{+vcs;%GnSHg zvV?oT)Xd3yx?%yRjuQXXkn+8R!y8;9$!W>96rv0Am5n}lPUp77iY&GG0(9#*vD1XDdoYzY;0k7rlM#8~sWWZ)SRwrQ8ge54!U3Qm##hW+0V?_tn5{yI4a z(z$ZnQYI#l%>F(KqaT22%hL2rbPazLK2+L5-x~X11Nj-i9KR<=@X}x@ndfE>J?(Lg zn^ab2nhCf5%pgQ37IJFRBTQVew7I^hj1_+M!NyLztE8<=!Fd(aZGMn5z%aexNDZwx zuHk6mzlnPoDxyq$2<(dU^^k?wVtPlD&zC)C}-PVhNUy~?C#1rG5&;{uQHs8eo z^7)JpA%B#p87;7R+-D#+fzejVPtJ$p5*j8XzxKg^he(1+$<%-#ocKN+L3pAjE&Xc% zG!YYJjjs=@cUZ5`R*WDdY9bwhDmlAXP%Pim_PuP@Tl;F@e%EbAm*aMQr)6%!kD(%p zadIV@x8hL;O%Wyv%YB=*!9c?S??xbGiQSu*9OKvVS1^FX7RsxT_b**wR$p+TsdD{2 zEbc>Z5Z)&*WPcfq8edq%UTHh{qTggRJofmU1Zv--oRzdSM$vEb@U7@aQ5PqI4I4=1xA8m>!~Kq1{07;0dP>Hdl?&TdI6Twf40KUID1S2SZ4 z*Mgmx;X07CDJ-36PH)DVkV0QfGL!Co?keRdfG`$fZwb~xNPDQb+={C>BAjqo{=Ia`A6k4?{|Q8gr|r}L2}G_o&X*5Lp6xmI7aj< zlnv1doztS#IMoqH+B_{cQLN8#Nl`Az3F8fWF3;f|OU6+gF*A={M-%kUA`Gjm=|%PtmXV7p zs3U%|>e^5=#Sd4hUx+|Gt10O%XRRQYBLapDz^CK#_I62K8EuU_4bmyd@}i1l+YQpQ zCT4#kuC@%xS50{CTdU|LKqm0klLweASxl(=b)0zlPGSi^RzF(so`_vu_=1=@Ui_Es zr(HfJV@eiY4rLwp^@geHA#e3iBUK#vGmi%?E7(A2!4}cRV5isR{`Ww zRfW9dcU857(HGvjY3|wUI4bkp_l{BLBg4r{T2!V;a=APq>jSGTLISz+#cYxcBGOtHUDcVF;&#|=0mkecHd9Z1 z#K;8`@$t7NC#YtfegwI6MkMyQbSFj3942Ua6||1X+nB%NN5FKlmJQNR_JLHm zKh?Iq_4Oh<-H${XfOIvgfq>@{E`$m#iAFtbVQR|ebW!yI4|^*YN&bD^pI^7jhpfb^ zt9G`GSluG}zz~e#3X=O>KXq}pC=UE0@42YBM;WK`lkw*MFthYpgT9^X-VEF+2fz@6 zbSBf(PI1^KZqVni%J6%KY<_>!f{_AC$d2goyb0KbNJ#WXm@EV|4#F;ID^(~fu)+oFHP|5WqYyiO@VHXnDEbcf*+>J}r6 zB;&m zkl&FK#SKU5vLaRtaOO$$!qj@8J4dPvETF*<<|b%%=Ks)>dY0l};4 zr0a|%Mz!?J%g+IZ9U~I=TU7(ql2N}I^j74;7DF~^?vA)oe3B`+oU9QOgAGg7lw^rU z{npC@<%5b})5H!}WMgOtE(S`-f_xlJXyZ)2^v39@4u3BI*07W~1o!ignYOZzLjqaN zapg6snG5)Sh~0;+Ux@R0d|0>Qwy$9v5Yv|dp+d7$k@Y8 z<5e}mOWm0QefK9#KF<;yg~<2lt11`d2M}tIw`i&wi^(cf_@&zcue6 z9|X4>sfYXk9q=TahiIbZXFahb%T*Q%Zff#C@qbO|fP>vQ>5YT)9%aV%U4ad;1Bi#}9$}D7+__4HYIKVy#qQmL#pH>qlkw}b_PAIkP zwqQyETkpu~w@Nw+Ip5YsbiCqD_N+U~FwA_buqv5_+q~` zeqB`vqOp=vet4h8(<^bR$~`*){e2*+OCutE@wN-?<^}U)95}!0_)QQKlGBQx3_q!Z z4nooGtS?PRD7X4oXoWRQP+<$E{q$ws-ryWiGIgr?nA_#gwwP36fuY}O6*DqAZu=g0 zoAt+g3})@IqNpznVH7CZhP=Vox?&t=ftw!DVlaK27)n3a(2^)Ra@ERA5nk(bgkvPN zBg~J4)^w&*%*-T==2z)~zSV}qafjrsJB-{Po5JETt78*Oem^=@^Sl2uyIKwB#5f29 z{2UXuKql1MI}TviJY+avLP3avfC3KCzJ)jM!SGJe^ z0;Mk4^haxr4k_454T>sLlZ|>zv}+5R>=9~Lw{aXwT%*uN^Ny^xnix={mQ;O5i8acx zsF%4j8DnRo&Wn6jXP$aksNnH_?4RCzz-}AalsTa?c}B<1NhJ*&)DE<({H%QGZkvBX?UN>QZ1@x4mXTn zpJZsclcjnp@<@xH`Dzv&3IfY(m<4s zgJKJ(n1iSjuEA9wPAqMmI03*yoy%@NCZPhH6!ZUe{Y(w-#^xGmpw>NJ^3$3mF2s#@ z5f!Q}Ml`6wmqcx;jui|w?a7v_MPxx=aIbAgRzn_<$~f9CP(!2Ww4Xj749VqhQ82); zp6DI!_YM690~g}$Ff${qJK#^m)jDj$<$p04H2Mj!L^MwmUm8pw-;Fy|64~r!xJ}n`>TikNSd`D zBU$2rzxe*&?T=t=Km1VWzqcl_W$BO%Z&!CKsP>ZTl$? z)0CIAZ|f6t1-!(qs7y_X=T85NE9t4&D9oh$R$Q|_nodd-WdDu(5^Y9&##%9CkvZaF z!kkcAWx#h2b)qv&8bgkh@02pktx<3$XX3}ogb8L1iHj-REx>QX9C_*--tJ0t!cm9F zs4td8JBrGiKaj_2rIchBM-uL6>&A+g-|UrADTN9$He6{O6`D3q)q9w$_!l&KT!~n! zb96|Ym_W&CEqsqSv>+#}FmMOS(8&FwVY#@_n%ybD&NV2bsmjpvM?(Gh=)$@3u0ne# ztbBaAR80K;0oXt%zeYTNh#OH@XL+u>5yb~pAuE+sh;1y;orG;HP!c9=W4TQnMV%+L z#mqs;yPUhzcBR0iqUZc=ySTO3cb>dOmr(_G+AQG+>{6d zhmo6;Vq~a)314?p;v75s%D5uNwqgD}u%uxDb0SHB&({|t%%~IJcieZB5`6)MAJP!ZA4!i#le>&OirOVc)BQA z`xHmwo3LUPg4+ozwpT}}ZXaDMXY#g}r3m_0IbHf}p);77T>5k%-!1trkne`@Xhb*z z`F41tAAx*3{Hb%$xR%4BmBmK7>2Y8zWuQj9n%r<;V_Ers_(yTjH`()f)yh$!w36y* z;c!e0%(SNp!6?^sFH;CUORbwS7*q^jT$jO&*nytD1M$)k{d@M$z}>y=0u{P{?kQ@H zq4!>%(g&cSj5yLv)YpR?yM~$=V6c%N@Fa#;3K|aki}3N2sh6Dcbr6b8(W?V$tZ7+Q=jrY4a!jS+n$yjH*Y$X!54}AzBkpL9P1<`z{KMsA zx`U}8GjKY)OP*YuL$`TF+@Ma?J$rIdM1|nd|IT!U@eN{xP(r+ z3JTFh(KqMPqK^vEM)@uk1PQB$Sz*#A#4BLju6YU_J`j~O2Gb31c;k{OlA4-;pYptH%?z(kge?{->fvssS1N)(f zf4KbJz-GWU;NoUr?@&+EXTtZuY(EO&vsZh6t>H>@*09oP!94Dvm1gOo2O>V)(7egK z@1a}`CB}^9YIsCdcFc>*aj>r`O%}%QZ)H=5M0h+ z&kcK&e@0Cl@J0^<-UfzwUFgwQvG5t-%3#r5IWUmv$}wU+uN>YouHX(4u;Zv3L?|Kg zm7GFEt~Yg4IMZL6xr`5Yh#?AHoEUb0wDu6Qfw?$bQq~s zVjeFwamSIF*BmeynM`BDkr@Ma!{H3=iVX+fofxAP)kOyUw_3Fw_TrI&3=~IyVHn_K zmyVmWTl9{BKJ)BVL{_T_Hlv%-8e^=F{02cz7kj?m@8n0ND>l~#A8&%c9&m<*%0|=I z$k=z99!7#=&_l&wEo?B}#16!VJ46>n_dLl1uyQCwFT=a+i?@v<_1rA^@l1JC=c zIV!KKOV%7rX;DnpwNeO9F!hpqq|Xwx@|s8FWrFFPdV&djzwUL+iRqMXo?sgJQGz)q zm=1qE;7rFLr+NzTY4_0#|b_c`nuN)~B z33W6OAMOxCRONF=qY)W@>%QzHS5XSl3oi^Y6*gtS2oJnnRH77OaG=vs;}h{wAyAK8 z<0tPKu)0rglZ{L2ia}sGku~Zz#|bL%JSnQ8`IOyCK7yrr+=N%U)M<_+(NR_NG-7b@ z6K=&WrdND#invxRTb70f!s%-u1GkCwiF@!ZlgB~0PHo3^~S z^rwA9w55&0X}F<}a@>rl%vrln@GgWH27Kz!2?xR%D6eGrXo#m1#c*fltkls_yy7zS z<5>}OH^pa6ZbI}1c!oO*8&NQ4W3n4jP+xuqEh=R13$;s$DzHGA25S|?GmuoA78U7r z;FA`Gg(^6+B7*pTz?GVk7L^L^(X2(KiYX|p2=SSvd6~5+^esNfMie%>L2?AGq6*&# z#f_+fp#ZE#V6+uibQz2RRwUQpQU(Je@YS>u#gtzRVXAaFx6~*LLMRihtIIg<=t}l3+<3JyOy>*0*ERu(%BRYrAmGL<=B4VGjCF}G0+BE=(%6CrYd^5=j7p;MpSnU`$ZD0 z3iM>%aAY2g$TwLya-er()*O7zz)-jf!ASIux33+4@p2<-KH}Ih&T1oxPl`#&>nc`! zB_F)12{%ku5?U=BJSM~JvEh&`+}s_n2+wrd$!bwNZIB!Bj`(ng=%N?_HOxKwaYexD z%+SjHbWg2g93*bM8{vuIaSI#V5l;ifz-hT`>ZuU&x#oN_{d3@NzWm(`l*XwC3U@cv zK0a7~nFdNDKT4PmMmzlVfY(rptfUJ)gCJO&6}@H32tGtv8N^k%`U&yj4$(znqs=TZ zngdED846Sx&IiNDUP=^$h?*UThorpYU@E_AHyqh8ByrZYQiv`pN2aLsC*tFR;Htul z%TJ7^81waFmV`xK3%Nnq?jQ~nUBZp7r=)a$oqMkd!{91(BUT*FF!Wk1n!|IG={Fo6 zB?PnQ4D1zm{^i5_L0 zQAU|FQ=E0rNZVoZ*W~+d%wyj&cR6}o-V5#+OwY^kb>dX{*plKaO$^wiGDyGVxbPBx zvJMlwW-#}n4Bsjqna3}pKHiD?mRTuiYtp~_c*pr3Itgm=Hra32my{D-rF*jNbjMxX z%T22oPukScfz0(}cs@P|n4~9^BTe_E*&l8={sB>~XZ{%u9#7<0PYy4qKH*zT6yfly zzA|8P#HJ#h43^%t%v^FXJl`&kDLxoVN)N&3T)ysm_jYr#m11;jU0? ztB~`}C!>xjIVS=Wl(%N*fpZXMzIwNV@USWb<(Uaaa;`Mtz5l(0BAXCr!#1c}u8%he zLSP#BuzvsBLT)A1%)31$=*u1bF=zG~V+k}VPUZBTVUT{Fo2s4(OxhB5h|0`=b{kQV zAu4yB9Ayi}cBq2Ip=HTIO=&hnpz zASNH<<0Y7Ai6ON=QI8pSA6=j0q=ztmOl7?7MmQ->5eEaKYq=smMaM^Me*N5EOaJAL z{*vzKAnDo1hDaC*9(Lbd6*@hCx25Q`LBAj0Fc&Z|%OF4dgu!YU2z*6UzUqth7B!-S+5oj@e$zLQH|gO(PFeH9^DtSHq zD2$2{qt^(}GomzcJn7HD9X0APJ_p@ijX&~ogl^*Ce?Ak4Cpk7*xxGezJqR%A@@-cq z=mkv(UKuhRq(P-<_o=E9Xi3Cb?_!(vku;*>(;@B@R4<}lI!*A zl+*n9_I#VgckN{*^4*Jn?>{W*jn=5uw-=;V-;PkLuR`?IcNH~O-<4ymzAIv^zN@IQ z`YMjT`YJ?UWY?Zt5uZFZo{`GM_|xC=g<4GGgZz_X6g88?W@ZOJsE_cn%*dSW*;sTZ zA7ON2XxhK8sCiJ7z*`{}XvXK?5FWGChZ}-Po%upa(uA&UUJ;Lf4VPm0?)_52SQ!j6 z>|*5&-k^d0-f)QwZtMo(Y`A2;RW-VnD}wJa95bY2#pBwx8V&Cw|8hsZFt3W4bn6d2LAaBd08Iv%d-qYo9P%?zEJA1q)SFxfF{K;4Ylcg_=asDEs&WYK0 z{91{&R*#Y-i%K1T+=x2_6Zlv?Co9Cm;lNlD-p9Hb4vt}93^V1tF&yZ4X{{~uaOkMu zQsxD%s($dW+|mvanbke(E{e=%6*e5v8|+1Ph`@y4S$ENYil7r3!~c#|i?`h|d^P=- zJ9;%5d9s#x>^zNc2;wW;n<{krF&rEHb`!y@m-51RjJb~B6-J4toauX?RqBJS6|s(Z zNar>1InF+L0MhxXQV6_$I>+J5TKd8`TeBz4c8v8h=n~+oUJexE;Y#|?ic!?>SV>P) zTCJof>W!6ubVqnuNfp6mBcPDV%2(^}4)t%R2^;5TwWG|&yGOMn)iYhs&6%nu(8tja zNUz3uFO=_=7)fjp{tIIh)ilnpHAN%Py8?EOCcoKdyiIuQGv20a`-~moZlCdHyEgMk zoN{yZ5BGZ0)#JI#?RPa(P3&~?&e!EG=Q|e!(XOO_$d8Jg0hb2+!wvko!Fy8KMGj`V z#ABhAzGR6ar|7L=-ch?j$YVvxt9O-T>G>SJ-EgEVuk|zs?Uo&fr_@jH$rq~UPJG*i~jcJ8d&B1%^7&aV?JI35QnuAVdJ4A%$MM){Sh>B5u*BqJd zl4*l~D9rS1CxmF|n?&UI+qS(n#1z(gx_#5O)6hNw zl)0)oGF@2xhJ%lM_+m$KFa)wF%F0o>ZO>VMaWKMlO*}1KI2>b}c^}nR(ugj~MHogw ze^-s@Ww^pjnEJ~ykQB^;4M$+i?;S_vNd~iyuN;xLJ0@t3Y>W|oUOBQvL2|ks3Nb|G zz`&y$4u;aPQ{gh&ChwCmWSD(D9(nt&qpfr5(MF@XxZ6yR>u77_N8O5sKR0+EZ5{r9 zdcen$u)u3L!a1*Sx^FRyjw*o1npRS+t{lEV8Mq%@Ip~KiLuchcw@cP&#lfWHGIUms z#Li=2mb80<)kLcgcD<8Ta@pEewhN*OkP9GDkE*dlVv>bxQ%T}?RutYu(@#%PZlj)FBT zY&f8u7%@?IqC#|0DZ!?&X2U_3_gNWa+|Ef@``}{$pS)WoJEtDEOc8{2>%HT)kso!d z8vfkiecX2V>j7s>a3e>23j^H~v+UAV4m2U!Eh0q*I@O|>bH2N9?mC!Ro@1i)TD^#Q{Uj!}`)3 z4B+o1rSi&QEi}MyIOs7P?1n=e+;<#eFzh&jFR=Wa<_LT;T%G2?=qqx1yK-Qb#-h66 zpg*dld0shcVnDVX2P0@3jqu`sdc`x9j(AyzQ6DVc7H^#%W}UGOv(qan7{328_JK1u zzKA9tUb)0t7=Wo3JJ3f3{Q(C{221!WU|BjLf0PYyKI zGfbs)xW#WaN&e8QJUQIp)1a$BHyD|-&rSG&aJ0*e(GsEBd?$EUMXr;4`J*K=u&-pn zP>5QwLG!w(ATJo!-Z(2CnV&RAEip1YRox)4-ay4R2s)Ui9iq}^E>Tym%KBIC`T=_) zicE@;FX9c|K-X4%xWNy9iJYIX%RLbv6@nfqK5xCXNXQ8Brj$Y0&OnI@^z02&bwAu8 zdOHGLQ6J zg?_nt9X)4DN?`_ub&&WCBONnZO__SdIj;v75twFOaQm9_$j?WAdF^}cQ%>+f-nDHI zB__Y)fURrX7BSMj&XtQA(F1>8=0C@K&+sT~G|5XzL6Uei^4h5)` zC?zsc-O7d{ESHT7Tj^|Eh%5tA4!(}y(=le1PzVq6sKlsBqFX@;9Bca;GWSQ}j#)D@ zgM4teb&QoyLUosaFrOM<#ov~g4XguSbsLI-eI0dgF_@>7^t3ls;f^NRtR*teB;UcW z2p;gEFLigp&`a2I+;$gcA)X?8&B%b*d<8o*qRxZS#l&2K>Vf{I$XPpSLIc;|gc~^I|_0hHJjYW+$CBneFj|uSvFAB*2VeVW zLcGyQFetp(-)ATFQUenmS))r04EyYjt|xA>@nuqk#8p<(ryqoqgUqGEx{sfx zfdzZ1dM3zSbtYkyOE&3_PJF`Mrq z>EoTG&5ibZ=&ld4ZpoGhSrgsegREVnJm&J!&eniu*j0vNISDKu@bj>0Y4wL2hOd{@ z`sJTu2-t|Ei9tUs_$r3y8;1WsB;BaZ+l0-3;rdOw?r^;!ymPqz|E4cq8-umj#M0JZ zC7p=KV=Z$ZBU8wojO>%VZ}cU2V?v$kSw#O1JTEJ0hu}uuPKYjw5eX_y?Uf@i>P*@p zGVj)n78PYDkaWXOL~Ho=Y(v67IsnYB$*It>yXfkqibck55Sfv&bJ6w8j7%Lioy0JI zP0nr*g+U8*)h$~Q_s*4)m5Kq@XZcS<5WX~ntOJ!?#x8s7Tq%SJJ3?vILD(%XqB2v^ zZ~A{lJn%LC3i2;^CTzP7y#23E4nzP$EBgzh@GLlh=|vG%&J z(I#fU(HsdMx8@x}^3!_ViWTw5Y58mDzueKQVa?QR43{}i6t_;x7y2=-Z=IG&o|zc9 zp3}fU6q9+EbRwQ~5o6TuoR$yi#m8yD&Q8mMXJTz`SNni|Sxa9S=fQf?YzOOTh)09N zWkDDg$qxB^k2-yCVV%wdhuM06@ZO-B^?YubZp>#*p!OXPD7EXYoBUM=;l=fKOL6ad zYs-fG#^QXNaB;nTYpb#&ymP&M*e*R9+?4cfe7Dz|uD-b5?!QH=iR5*EoZ)=V>;6v4 zmu7%J%z@6Cwk&zwC)&q+al{giqylSLwmF)SK*J8@fa1+(-`A!Hv4-2J7IbP7m7yriW%=gjCob zb(PPH1ILHl3Z5}3SHH@E9mpiLd8HSl$xPYWJH2K2X&)55$NI74s24b2jpvw@oXEu{ z8buGI$LA0=yf8(Yg7fl!2OSjV?A`)jvwJgmt1G3Kud;%-+2uUGvRoj|9J@#54=i710FsVY~4!HaLjA*NX&hOTO(0;C&Y6{L|T&*;=>(ch$@mV{6u_Q5mutR7I71z zOKiY|*)Nlw9Lv+KBoD%_kaC(HBs;sRjzaVX&`zeGu;NgNk2eT^=6(;x)JtlicT#GZ zfqSPqC{=2qgB+ig=K+KKOf7Wa8Q-Fu_<@iJjwzjpj|vf)&w%b;SjEz}F44ze>U<`c zsFK0_AnYcHJTc+-OS;s+gjJFhydgSAu#Ac4HXN~pqm-qdC*qBIqBX|JNE!9)C`_1@ zG0}(c-mQ^N+bO7jZhd*K{{ckvQ1WDdp)bK%=I9 ziZOA=I10JuM%vPx%z=~E8$GnrEIsr<#D^Q2H<`CR?rs?sC69w|CYG9~?~J{IFqvFrAJ>%?}!;Xw17syhXEb zSdD=%pYI!1QesfUhYibFF2f!+Y^5>p7V#F%wqe0nz8$)681});L-?>^fdQ{meb_KX zW8N*|Et-A9pk`IB&z6RbHDFBj%d)Q!=Y7H!-IuZ$`IKWq^pf~SoI7d7QLt;n7DZP< zA-br-r--|M8EYWA>BI!F(8qScKixo(8golwrT}d}F{plF+Q79=8u8o_d>Y|*94q4E z4T6wL582gzdIzPJ*;ejOxwW5oEEtoF{;mDw47!b*%hmjt5HVx6tDh3nkN8V!Mj^D= zmlkMeC!G424^~V*>pE)Xuopo^@6C_<4q45QujqY$Jz6!*WwbsN@eh~38^+icF~sX- zFn+j4P5o3n!H>)jMRPJ|P}}ghhgO=UhaQOda6|JZ^R|bu=tjoR-}KN1H6a~0k{9I1 z8`NgbXQVb0ADd{J#=Kj^TQvKwkXydR+!uJx6pTw=vMK!;i1#c8^Z_;AnB8KKLxp`_be$AJX0XXQ z=Tx1-ooZ|5hM=k4bOH(MoAq;#p0~K9$xnZC$9qVuh>^xZLmw63O$J|Y7JDK(N1!8K ziW-rqf!=KpJQOSDL`W}8FV08ZY|I9AKWZ_5AA}B8-3=atF1zr^SsUd2u}UZJb;yjZ z!EJIEW0{z|)t#vcn61nzHs1L%a^MY{mD3^T6(7_1WZ5#^Fv2!+jIS^lI|Ax~nS3LW zCbbXu5;5|9n(%`$MrbG3_8Z1z8T={hs$^dGxDA50K76B~iYgdufm*f{_2CA8O5`Pf z9G2~Y7#xKWb&BSw=J1nHb>OQR=Da)WP%FmtkhtPciIEN#Q_p`?2$&(M+?>OakkcY< zoJQEE4oTsV_$*g7P$OPC0zJjB88@Gec|W1~R<(oK+r;fdN%VY@5$`3YSea}=ON2qi znO#fd&86|T!vphEaW!uwqDynF8;MMR+TyF0_~8cMB{C5ev@)x&Hz6K>Jr z&(l6NNe@aaYrfb^2hgrICm!1FjK&Yaz{*^@HfKzTi@s=t6je0hlfGt}PjdcYZS0*b2W@$oI+dkpx88+en$6!0EKy<(sI2ciXYeqbG zL}g~_ov0PjMe){!ueAo^qe3udOfq}rA|cjnY|#c`S1!q`fngM^u8u$s|?qKm=@4P_o#9~GkY1txwPt{2}SA&i)#xv|rI!CtaS4`-&&auUgStxjUd#%aD7 zq7-6qV0$a8$J&4s@kRp@H7;ESPp>Dv{!`UMK|Yx*W^2nbSFF6@D2!i!NW*`v=ZScu zp7`RNYj^c5OxYKWF17l?$Huyz;KxYQ94HxPLC{ktlo4Z~>Ot;Jh&9fWs;n7Pkc%<- zTc*-3UfboJQ?DD*$(xDyt{aWKS0VGwXik$D!wiu})hj1)PJ==5SxnT&>F0$p9-Xnl z4~aI=7ddK#JleD7M0`|#2ww_%WIySU(0itZ9E9CBg{Z*&-PF$6P>|RiwC<(4!|6MK8U-24k(gL%j@bEMs+a$ z_Nx`XkFZKDCAA8SW~7&hInhW#aFQ zo882TYO8`|GN@Me>p3uhD_>P7A0;mh&-r0$@Y}Tz)msLJcjFdpW%zQ(aGs)G&@dG7 zy}caPngSYtb7}{Dq;%F5xw>eSXvM#-sKR-`N&bW52(c7@d7+HWt3S(RigwGzjpoqFm$Rc>Mcz|>DFk5WhdBjfy(L3~OX2>g^|+PZ`Y zA@;>kk3rbH4xf8PG1+?7ruFpTgGN;`h&tk->91>lRCOYM{L{;X|&KpscCWV9{ zUPRSWd2FmiF}Ph~sQk5CPsCfJmAgyN)X;jgo~SW@S|wx`K34S-q2L&QqfEy9;c;Fc ztq%qn2V^X?7W-iRs1aDLbGRF13}IkpSJ?>1z1(fp?`95&s*-nOjQDA^VuKWOHdTEt zEUQd~>2>Fyh{rmOMKuM+M%AO0hmCw0tv|VU^e5R=$8#uc)CvnJEQX>r6oNecqSa_+ zb`r*aztt@}5pT4NanHik1?OmW*kmQgo#omx?3qIjRyQE=d@ZdU5S5r*%Wp&_CTS{G zH(*8lzm=WIt|d2ehWGUp7H}3G zRNXGE77<_a7RAXdWJ35?y`~mXMJMw3jmr5dgNIk`M5@|#=j9FKp zkz;KvC$B~x2s{`@A2O)ZA^I%6eo=QZ9Y{yupuRk5S3;h?n0*)F)1>N^$pon*QT0=0 zE=>kP-X1wHH$s_xCf#d}jQQZ|Mtb6%F*#DgJH^;sW1eVqCx1UyxBExj8qm@|;t!I4 zUv22_6!U1k)wl)>wHlriWhRN1y}cGj?{;31pQZR7!?J&WY`(u=-?OQ~kA`9i|I@^k zNN(+*ijfsF)(}Vvur&{GPz8z3hRyU;Qan1NJJ=Q%5_TFY|5Nt6x|>i_nRzWy zmLz|5=>*8%#(7;-#A}0BkWEpU*Q4Zrv_#o|Tz#*c0DJiAc%q83gtf@g?D~oH^yi{C zOLWrnb<>z7%F)#l4QW$(TVt-|Lo?RfS*{H>j3J5c&r8qDh(1~EPAA642JaHnLA;Nl zDsKvq4s~ID4_ygy@#JCiB5Ye{H5w3ABkDOoSbCm2?&=P=0~JrWlW4pN&IAH~bb9ED z#=;x;06ca;D@rt+R85jMzrJWZTzaXZ9B$ra9BA(i5HUac&~ zWihuoQ{GG};)aGmhF_&6b=Y8h33M_C$WtItMN##lT>*+0t0lcn`{D=o$Pl_XuMj$UZWR%N6%j*W*z*ibT zS|J&ktDhzmHj_hFC$b)!Lsuu}M1+6MkvMjw1&1(To2)rRH6UKJ;*b@8KZd8mKQ$nc zs_;-hzXqBpQSTh*KE*+3F46aO8KPGuoO6{ZQJXv|mK29Yp^Xa;$3e+2IIwgTJyCOH zOp{l&%K0d9RjWeqkg(v8&P9jREmy!L3ez=L4P>X0HUO_jn!{5$db5}+oOb0rsq5*u zl;D`A0Xh2mMU#oeS&wOd3gDWSW7^zg4ZNSLZC|Kx_Zd78kj;I^z2#k&yPKVkV$ zrw}gy((L0pQOGaC9l@0}X~~dm=Gthc|Gc9gE)z$%9{-PHb3MTW16qyjppCL!PmGZB z+`&6_nK)ce)TfGKiDqYci_2WAY_9~)X9_m|PCayG)2Z*fh5E+fiOt-* zsdEt<)iPZh@TP!_Cg9hjnfC`G%lOm@+h_(N$ha9wt<}NKN;E-Ef6qXvmRgn^19Lsk zw+I$~1$e@^dsT)dGf~}jo;Xrn)1()TYVrWQZnCYZWx&X+jx!faINU;i6l*d8Kb0t)!FlrPKp#u}(0Nb9{TcP!$*+R@8FjAFy)@i4YG+h` z`~DKM2P3gp7P8)G^4mgIP#|)vHMD)_!h?{3H}I(erPL6Fio+d&yCeGXr&bFXtXE0JyZtVPfii|&b}_ek1uc5sdMcbNBoM&9ZmTPRrz1~IXu%j(zT zBG2yYZno>Y%mi$3ijpTsn;Zz$_$<(MMuWx@bVUqy=jGVe1hXiD&g!bjI+BQppn+J8 zJ9JSllXX09i;^uU%e2#s7^zi-cf**t;>uB1rHGDBmI)q5vaS*N}hXdpv6%P@#W>D-;8M7z({g3ymiaMv`(0DfoyiiV8G|VA$BQQNBAW;N2Dm+1Oc+whX0x9# z7Mq=MLY<6m!T7ItXm?M%b;re@W~_%XlQ%PMxI0vTj5E*=>En8ou<-Q5m7)&BEaaJV zQv-P`yoj1p59#gur}MixL{vzcK?XN&_$we+`yvfEO#bqs3^JDzpP0#_x3))8`2-(or-ieDte+9E{tS))Vt zmCy-4+;J73Dy;kX`(e-%Jr#Q|HD+?;E@=R2PYf5cU9d}{Ze5}Mo>bJvska1zQ29lF zCXS7YdXcv(B+&x!#qMHw_`ecQdxH3o(*96vvXl5)uP3(C*JJ@VaU7%L8SU%>-V{JE zg_^=`F=rvH3A9`%Z2e!MQiIv6QjHa^5qNKa$HmJJop=x_ze}9)TVnE}+eh7w8@SrB zR}gF15-YoC92?UhtQ4`{?Ik>RKx>SDbYP8ExcMnb9pic1P>sPYh;#-@q8vgj_GdeZ z3=R^)DaQH=lcO3QjWNo0oJ!PHk#S>X{A-C^h7x&vR~2l(d`Jt%j73A)R;5_y>&4~F zDC0L_M7}GrB;tu3`Ug_L#XA!=*F zw|N-jSUTM@alPZgQ!xrsLr3fwZS`|-x;Z!SmF5t^r9QlfcMo zzAT-`_V<#1#Ou^c8R-KF7q%NAoI2!Os+Ugu`p`F3iH{9_OT?;Tl=!BAtLIj)S^j)P zWvN;994>ohRox`w&7!(pW{5F=j054Z0~$v@%+ns!+i?S5X-Caktcbh5W4mqIP#UypO zT*Un(bv2Gc);&D{ulG%SP}l$#Bj&zCoPOV1`*^Bu(7|d%+<3I^hLohR-{O;m#u0(7AcvH7^ z7^s+PPSZ=Ms$9f4*ZX2;poYHZp=1D>C<0T|l;E?d$mPD70Rr7~ryZki-VD@RWmC=E zT$ZEm7+(F4(0|_1Pp1%nNJMS1L?P@V$*W%N;?`BT=y|=Aog#Glrzok8CIg~u(ULtus<65 zTn!8gSF7`qfT6U19ANeOH2~kRevw2`PVTGq3suc<|E!9}bJ~-#d0LGu4|2i!i6dgI zhTq<>8of7B6UWD#WV&>LE}81WH7{?NCGeB!y2;!+oS!)&x}BUF%tDmUn4CM^kuxx? ze5d*D^D_0#^q+V1YNfQk@ctNAE9JTh7rkC7pBAas`$5KkT^z}6wIA=D86rbA+{@+L z1aSU7Y}jZ>5SE&8vlBKAsiv8a#SOw+;oqy)eA|+1gNH7tCHDrtvgBfWE{DgoS#o=g zH%o4>cz?Nl8VT!%-akNowX-W}^Vq+$d^g~(Rk)*bJAB@Y+rDI0U9c$fvy{?}j{En= z=KK5gJ;iE&jC>b+bW=rvGYNiOP{l}-gFW#ix(qriUP6?gKuZiHu8%8#yhLeHR3xgRoJHnVJvMlk7=4Lu z?ASL2)GO3i50@CNklOUPsoVZg9dn6i?sT2AKSU*eAL~3EVZe)(9o1^af>U#_TgG~; zmoy_0#&FHL83$wDipPw-xf-+@=n}cIW>a2|CW}pSth@Qe_;~}2$Bxs37H4x^pab${ zTOe6kWtmVvG~p`_!=g1yl%+EfN_i(yW|(MX(~QLmJ7ziK`}LFs7yXcnB+ZDsH=YHn zc>zv;)DvSCj0L?i>ACyZ;I~8>Yh-G98s*QxHOf~zR3Nd2%zxva2Kb{xr-S)i-JXyQ3*?Ub|8`Xzu)0Z)MYIN7c7DTl2 zoH(8~$)B$8IBBQh`$b;}nNc)7_o>`MD|!-tS;U}fet&;mb5RoTWpiWI9~}zPTSnDI zPL>86c~u#n3epi4974}~nC8GVBCN`gZg+N72G4}Htbk00`vnlOFUyNEA~wHq!I8|F zNL>M%V+V9mDb@fQ^G`Ye*KfK~y_l~D%AU20-&C{!Tq_2D z;dM5dVK%iHgF+~Z-l^LMt0@+<&HL(c^y<-!+19k1i~Ovd(ceE^-#N{i;ro~KyQn+$ zWoG^^mrxm8^j-isajF0NxZ3Jo&u#J3rK>{!}-0TObTJVzI!X>ZE|y z3QLN1?{sB7_W~;*rD_eLMJ3S!T+$qWvIfhXVJ6Q2?_nh8n?+eu!-*BmA?MD5$+7|> z@dShZnQ&Lf&tG#8SP8#+#Zijvm51iwBrZ#><{-0sIEo$$8fc=7Y{^woorb~yTti_w zFPURIuK~^`vWl5gX3!LicGdun z3s1@|`Sq2Ewr^FfjaLJDPEbkg;3%m)G z8SIHCa|3S*D7f9cT5{^^JZ}?!H+5Tbstc->eLCJHJa#~9jCI(MhF#~#I*e&m(2R~S z@TeD4FEmC{2ABcAfk2oarzPSkPJqf?RYZMqc~$|q%_4y zSZ0D7?y5qL#5CZYQEEt3ksYIq^+F0@v*^g ziOEOa>*vup0M}?-YM2m~GaIlTh&A@Eb$TFbptU2iwwQefq>RIb{*g(AldEdF>GDFV zo5ge_RGqJT&Q~Q4cD^gdYgKJa9`RdwwA{4BVYL4=Ga93jnojH8*phptY>b~bz*wQM zf?q+`@=G950$DM1a>3?*2@B{0U-ojlINbr3mJEhWSdoY?&kUb;48#5e9Py~S;k%#) z$V3djytuuuzaD8t{Y~A*DbJWPc4c(jCDdIBH)q-BF@bsp;J|>;4nPwn^Y=)sLbE7O zJk~e^a1hbhSlzr1$o3~H)8^GF)F`Y5PsvVsy*fQXCCXXegcpH-r7F41?!?MOScK?a zxNt#@?GUcjjd~b0s@z@7n@WtU5uJ7s-%>gtO2BDpreoezLQLb$(FupZQnjM7CV|#J zm*@n!UR%zc-+?x^mdjsFZI0oNT@9;zBwr6>^H`8|HHa8J7UWbPaokn)BzNM0TK-he zH~_7lOXZY@x?r$>Z&&qK$8OIv0~p24KC))}pL+$6*$tu=jDnX#jgS{5n;WJMgt8iwfn4 zl(lFw2DdRrT~ChzpNYCUWd9~)gK9E41c}w4MGJN}#t-4>Rrsm$8@?E3$LKW}$H{K8hId5GNtHxCn`B}>S64k#yHs9Z`@71a; z55>y*t>TU z!x60UMoW|~!DdDSvK!%Aql=32e=2TUR3!d~aSKLSlFiWnC!=eOc+KFpsH(yRU?knv zERk3W8C#l7RS05QC%cm9unsE=i6n6+c>PYIlasuE4+}Y&axBOk?s0kvMAJ9i$n9y_!KEeR%vBA4UPaqXH0B;JwILW+t`>oV+3g!sW zsIRRBh{G<4!g~pi9ncyR&p@Kv?h|c+=mNSiMP{%mSxYSB6U%wmuSDh{dYob;*s!R= zZdVn|vl5rpict;#tPr~&MB!bctgv!DTA8h|2U761-sWMx#M(8Ni;*n!6mXrc&dUq(@XZ!_Sl zAHe!XyAl>w(%cEJcf1pdT*B*m;_^qVa8;e)4>{*9I6@4G^SI)O)sJ_<5wX>D3l37c z$d9T3i!7clXHlrGg=;;j?tMLl*v6O}ncu+={epAl%oXLZW}VR6o2@-+{i3Ps*= zrr=%guULly+rq)m5T93NaHzT&H(L@{Xc`?6h7QNYj0(G5N;5NZ~iQrE`@ zG!FUIFtgDda=5~UTXQ&qu9XE4FeNC9GDIOZ7}KaSBK|XJ!BHiJ6~GIBnl%c*hdD=- zfdnv0mL| zJTMwz+k0^oBMm_cx;hGfXbs?YvxK1QDZ*V|al|O6s0D{81Q>!Y0Bn1S$vun0ujL?* zqvF6rwVpu~ASdQf7657Qc|Pkv9k@g0#y0K;Y(vkM?$v0{rBmB?sw6wSeQS#r`GqJ$nXCS6?xT%ttVCvAjN z92%%|e|SCU6BzejQQ`F5Z=AfB*4cj>jG^xYQZU`Kzj={}JCl}is9(Yy9qro7 zQJollN2A@h#j`xhu++2>J8U;>>($N4whnqhcwF{*U!$RYa|P9+EHeVf{$B3AfEVd0 z{(f;UJm?)4^*K`S9J}rFm+Ldv$g&_#pG!7%$(@AA;+g7-+rB?G-@ml)qC9Xp+`hlf z-(5mkd2#)JSM%hOxw#X!#Uj_c8`0Z~s?PkqRo^;nSBk180h-N%-eIq^pyxP{{o=cH zWsX`-ID8HZ`d9*2LFzl+;5j5Ehqq2{mL__8Bu^49^}PnRDU0tU^fmYQy3!0GQ`<;0 z~Sx#3nW`?e0 zD2}FND2}FND4;1BN>o!a6bDD2kQW>=$ry}A^^*pgs3eb=cNKRZ^*-F8wpG^5GyI|e~}X5I@uD=6P_D>DO^J4|++jSQ|>Q+2lMyTRm* zSd9vhW4dSshbo8*++0)4Je6cRBiF|!nFXVNYz42i_ErNQ}N# ze=DJkSHc1`!fS>BdD7{zTsGm49njk03FIIAuB%BPLE;U~h}AClhC4=l&1=@exdRAA z;qBr_Dy(B^1=J`N`q#6EY=0qbe?5y~QAzqoATrmvl+FN)S4~eg15VClA?kr}8fq7R zJrFu0#%*RH(PJp(Rsc>kegVkx<qvV^s)jGSFMK2u0NE>|brWtN^ z&P3%J#l6knrLE>wV3bs!Q3IEXjd)m^gee5p<|hBK1KJ9M1t}4P=Z5q}ojcEw@m{of zTFM%bk_bIE6=hikS$yNVC|+m|!@Iv`3^wO<>=~02Mc>A$Dz@tAa^ze{EHYGoWlP#h zEH&SaX0*pajMXipY~&=9UogtiMF!ZO5hu{65*rXnB2?2WPZ9~PV4dGe6m{Iz)X=lU zOd5d|P+wBY3P>oki#mu7Ph_B79o!L#iK`_t>7}d%(C6+{lmeEM+KIOBi#E#|Pd4tO zY;z?J&;i>2x9L!U5!@ z&E1C*8bfyyB2y=T|@uC1QWB zL{(FrRpHfMZ^cpMkFwwp6)#l7bOp#y7>-5n;?sxUmF6I>^6EF2V-MDUe1{elc=tFC z%@GNw;Z{H){>1`FHMZFT$h;Qk0Z^M{n=_uL$atQ!Rs@Ub=6&Y8{CtDOqjj!()JqeX+FSqaCHxBY| zmYO(yVlf!r=b8cgxeOVsqPy1If8Wo5C8=3mhGzg9_>`RnNPdKEqXI$=?Qy7D@xmW! zy3mFAW{LDe#J< z?d7EGUQWt4y`12J@Zq2Fb;G~^{LAmZ$)fx5htGfi=`TNg{_)q}{`S|OKmG8_=l}iT zmmh!m%dhAE|0R\,\thr\\ @@ -168,17 +175,18 @@ $\rightarrow$ Shifted Heaviside step-function $\nl$ (or steep sigmoid threshold? \end{cases} \label{eq:binary} \end{equation} - +% Temporal averaging by neurons of the central brain\\ - Finalized set of slowly changing kernel-specific features (one per AN)\\ - Different species-specific song patterns are characterized by a distinct combination of feature values $\rightarrow$ Clusters in high-dimensional feature space\\ $\rightarrow$ Lowpass filter 1 Hz +% \begin{equation} \feat(t)\,=\,\bi(t)\,*\,\lp, \qquad \fc\,=\,1\,\text{Hz} \label{eq:lowpass} \end{equation} - +% \section{Two mechanisms driving the emergence of intensity-invariant song representation} \subsection{Logarithmic scaling \& spike-frequency adaptation} @@ -186,38 +194,69 @@ $\rightarrow$ Lowpass filter 1 Hz Envelope $\env(t)$ $\xrightarrow{\text{dB}}$ Logarithmic $\db(t)$ $\xrightarrow{\hp}$ Adapted $\adapt(t)$ - Rewrite signal envelope $\env(t)$ (Eq.\,\ref{eq:env}) as a synthetic mixture:\\ -1) Song signal $s(t)$ ($\sigs=1$) with variable multiplicative scale $\alpha\geq0$\\ -2) Fixed-scale additive noise $\eta(t)$ ($\sign=1$) +1) Song signal $s(t)$ ($\svar=1$) with variable multiplicative scale $\alpha\geq0$\\ +2) Fixed-scale additive noise $\eta(t)$ ($\nvar=1$) +% \begin{equation} \env(t)\,=\,\alpha\,\cdot\,s(t)\,+\,\eta(t),\qquad \env(t)\,>\,0\enspace\forall\enspace t\,\in\,\mathbb{R} \label{eq:toy_env} \end{equation} - +% +- Signal-to-noise ratio (SNR): Ratio of variances of synthetic mixture +$\env(t)$ with ($\alpha>0$) and without ($\alpha=0$) song signal $s(t)$, assuming $s(t)\perp\eta(t)$ +% +\begin{equation} + \text{SNR}\,=\,\frac{\sigma_{s+\eta}^{2}}{\nvar}\,=\,\frac{\alpha^{2}\,\cdot\,\svar\,+\,\nvar}{\nvar}\,=\,\alpha^{2}\,+\,1 + \label{eq:toy_snr} +\end{equation} +% \textbf{Logarithmic component:}\\ -- Apply decibel transformation (Eq.\,\ref{eq:log}) to synthetic $\env(t)$\\ +- Simplify decibel transformation (Eq.\,\ref{eq:log}) and apply to synthetic $\env(t)$\\ - Isolate scale $\alpha$ and reference $\dbref$ using logarithm product/quotient laws +% \begin{equation} \begin{split} - \db(t)\,&=\,10\,\cdot\,\dec \frac{\alpha\,\cdot\,s(t)\,+\,\eta(t)}{\dbref}\\ - &=\,10\,\cdot\,\big(\dec \frac{\alpha}{\dbref}\,+\,\dec[s(t)\,+\,\frac{\eta(t)}{\alpha}]\big) + \db(t)\,&=\,\log \frac{\alpha\,\cdot\,s(t)\,+\,\eta(t)}{\dbref}\\ + &=\,\log \frac{\alpha}{\dbref}\,+\,\log \big[s(t)\,+\,\frac{\eta(t)}{\alpha}\big] \end{split} \label{eq:toy_log} \end{equation} +% $\rightarrow$ In log-space, a multiplicative scaling factor becomes additive\\ $\rightarrow$ Allows for the separation of song signal $s(t)$ and its scale $\alpha$\\ $\rightarrow$ Introduces scaling of noise term $\eta(t)$ by the inverse of $\alpha$\\ $\rightarrow$ Normalization by $\dbref$ applies equally to all terms (no individual effects) \textbf{Adaptation component:}\\ -- Highpass filter over logarithmically scaled $\db(t)$ (Eq.\,\ref{eq:highpass}) can -be approximated as subtraction of the signal offset (DC removal) within a suitable -time interval $\thp$ ($0 < \thp < \frac{1}{\fc}$)\\ +- Highpass filter over $\db(t)$ (Eq.\,\ref{eq:highpass}) can +be approximated as subtraction of the local signal offset within a suitable time +interval $\thp$ ($0 \ll \thp < \frac{1}{\fc}$) +% \begin{equation} \begin{split} - \adapt(t)\,\approx\,\db(t)\,-\,\dec \frac{\alpha}{\dbref}\,=\,\dec{[s(t)\,+\,\frac{\eta(t)}{\alpha}]} + \adapt(t)\,\approx\,\db(t)\,-\,\log \frac{\alpha}{\dbref}\,=\,\log \big[s(t)\,+\,\frac{\eta(t)}{\alpha}\big] \end{split} \label{eq:toy_highpass} \end{equation} +% +\textbf{Implication for intensity invariance:}\\ +- Logarithmic scaling is essential for equalizing different song intensities\\ +$\rightarrow$ Intensity information can be manipulated more easily when in form +of a signal offset in log-space than a multiplicative scale in linear space + +- Scale $\alpha$ can only be redistributed, not entirely eliminated from $\adapt(t)$\\ +$\rightarrow$ Turn initial scaling of song $s(t)$ by $\alpha$ into scaling of noise $\eta(t)$ by $\frac{1}{\alpha}$ + +- Capability to compensate for intensity variations, i.e. selective amplification +of output $\adapt(t)$ relative to input $\env(t)$, is limited by input SNR (Eq.\,\ref{eq:toy_snr}):\\ +$\alpha\gg1$: Attenuation of $\eta(t)$ term $\rightarrow$ $s(t)$ dominates $\adapt(t)$\\ +$\alpha\approx1$ Negligible effect on $\eta(t)$ term $\rightarrow$ $\adapt(t)=\log[s(t)+\eta(t)]$\\ +$\alpha\ll1$: Amplification of $\eta(t)$ term $\rightarrow$ $\eta(t)$ dominates $\adapt(t)$\\ +$\rightarrow$ Ability to equalize between different sufficiently large scales of $s(t)$\\ +$\rightarrow$ Inability to recover $s(t)$ when initially masked by noise floor $\eta(t)$ + +- Logarithmic scaling emphasizes small amplitudes (song onsets, noise floor) \\ +$\rightarrow$ Recurring trade-off: Equalizing signal intensity vs preserving initial SNR \subsection{Threshold nonlinearity \& temporal averaging} @@ -227,35 +266,42 @@ Convolved $c_i(t)$ $\xrightarrow{\nl}$ Binary $\bi(t)$ $\xrightarrow{\lp}$ Featu - Within an observed time interval $T$, $c_i(t)$ follows probability density $\pc$\\ - Within $T$, $c_i(t)$ exceeds threshold value $\thr$ for time $T_1$ ($T_1+T_0=T$)\\ - Threshold $\nl$ splits $\pc$ around $\thr$ in two complementary parts +% \begin{equation} \int_{\thr}^{+\infty} p(c_i,T)\,dc_i\,=\,1\,-\,\int_{-\infty}^{\thr} p(c_i,T)\,dc_i\,=\,\frac{T_1}{T} \label{eq:pdf_split} \end{equation} +% $\rightarrow$ Semi-definite integral over right-sided portion of split $\pc$ gives ratio of time $T_1$ where $c_i(t)>\thr$ to total time $T$ due to normalization of $\pc$ +% \begin{equation} \infint \pc\,dc_i\,=\,1 \label{eq:pdf} \end{equation} - +% \textbf{Averaging component:}\\ - Lowpass filter over binary response $\bi(t)$ (Eq.\,\ref{eq:lowpass}) can be approximated as temporal averaging over a suitable time interval $\tlp$ ($\tlp > \frac{1}{\fc}$)\\ - Within $\tlp$, $\bi(t)$ takes a value of 1 ($c_i(t)>\thr$) for time $T_1$ ($T_1+T_0=\tlp$) +% \begin{equation} \feat(t)\,\approx\,\frac{1}{\tlp} \int_{t}^{t\,+\,\tlp} \bi(\tau)\,d\tau\,=\,\frac{T_1}{\tlp} \label{eq:feat_avg} \end{equation} +% $\rightarrow$ Temporal averaging over $\bi(t)\in[0,1]$ (Eq.\ref{eq:binary}) gives ratio of time $T_1$ where $c_i(t)>\thr$ to total averaging interval $\tlp$\\ $\rightarrow$ Feature $\feat(t)$ approximately represents supra-threshold fraction of $\tlp$ \textbf{Combined result:}\\ - Feature $\feat(t)$ can be linked to the distribution of $c_i(t)$ using Eqs.\,\ref{eq:pdf_split} \& \ref{eq:feat_avg} +% \begin{equation} \feat(t)\,\approx\,\int_{\thr}^{+\infty} \pclp\,dc_i\,=\,P(c_i\,>\,\thr,\,\tlp) \label{eq:feat_prop} \end{equation} +% $\rightarrow$ Because the integral over a probability density is a cumulative probability, the value of feature $\feat(t)$ (temporal compression of $\bi(t)$) at every time point $t$ signifies the probability that convolution output @@ -264,7 +310,20 @@ interval $\tlp$ \textbf{Implication for intensity invariance:}\\ - Convolution output $c_i(t)$ = amplitude-based quantity\\ -$\rightarrow$ Values indicate how well template waveform $k_i(t)$ matches signal $x(t)$\\ +$\rightarrow$ Values indicate correspondence between template waveform and signal\\ + +$\rightarrow$ Values indicate correspondence between a template waveform $k_i(t)$ +matches +the waveform of the pre-processed signal $\adapt(t)$ at a given time point $t$ + +- Feature $\feat(t)$ = duty cycle-based quantity\\ +$\rightarrow$ Values indicate the ratio of two temporal quantities\\ +$\rightarrow$ Values indicate the ratio of time, or probability, that $c_i(t)$ +exceeds threshold value $\thr$ within + + + + - Feature $\feat(t)$ = duty cycle-based quantity\\ $\rightarrow$ Values indicate how often $c_i(t)$ exceeds threshold value $\thr$