From 616738422d841d55ebbc22ebbdcde904b0cdec70 Mon Sep 17 00:00:00 2001 From: Andreaierardi Date: Mon, 13 Apr 2020 20:58:25 +0200 Subject: [PATCH] start 7 chp --- .../Machine Learning/lectures/lecture7.aux | 6 + .../Machine Learning/lectures/lecture7.log | 367 ++++++++++++++++++ .../Machine Learning/lectures/lecture7.pdf | Bin 0 -> 85469 bytes .../lectures/lecture7.synctex.gz | Bin 0 -> 5470 bytes .../Machine Learning/lectures/lecture7.tex | 34 +- 5 files changed, 405 insertions(+), 2 deletions(-) create mode 100644 1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.aux create mode 100644 1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.log create mode 100644 1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.pdf create mode 100644 1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.synctex.gz diff --git a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.aux b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.aux new file mode 100644 index 000000000..75ba12ae6 --- /dev/null +++ b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.aux @@ -0,0 +1,6 @@ +\relax +\@nameuse{bbl@beforestart} +\babel@aux{english}{} +\@writefile{toc}{\contentsline {chapter}{\numberline {1}Lecture 7 - 07-04-2020}{1}\protected@file@percent } +\@writefile{lof}{\addvspace {10\p@ }} +\@writefile{lot}{\addvspace {10\p@ }} diff --git a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.log b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.log new file mode 100644 index 000000000..3ed49073b --- /dev/null +++ b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.log @@ -0,0 +1,367 @@ +This is pdfTeX, Version 3.14159265-2.6-1.40.21 (MiKTeX 2.9.7300 64-bit) (preloaded format=pdflatex 2020.4.13) 13 APR 2020 20:57 +entering extended mode +**./lecture7.tex +(lecture7.tex +LaTeX2e <2020-02-02> patch level 5 +L3 programming layer <2020-03-06> +("C:\Program Files\MiKTeX 2.9\tex/latex/subfiles\subfiles.cls" +Document Class: subfiles 2020/02/14 v1.6 Multi-file projects (class) +Preamble taken from file `../main.tex' +("C:\Program Files\MiKTeX 2.9\tex/latex/tools\verbatim.sty" +Package: verbatim 2019/11/10 v1.5r LaTeX2e package for verbatim enhancements +\every@verbatim=\toks15 +\verbatim@line=\toks16 +\verbatim@in@stream=\read2 +) +("C:\Program Files\MiKTeX 2.9\tex/latex/import\import.sty" +Package: import 2020/04/01 v 6.2 +) (../main.tex +("C:\Program Files\MiKTeX 2.9\tex/latex/base\report.cls" +Document Class: report 2019/12/20 v1.4l Standard LaTeX document class +("C:\Program Files\MiKTeX 2.9\tex/latex/base\size12.clo" +File: size12.clo 2019/12/20 v1.4l Standard LaTeX file (size option) +) +\c@part=\count167 +\c@chapter=\count168 +\c@section=\count169 +\c@subsection=\count170 +\c@subsubsection=\count171 +\c@paragraph=\count172 +\c@subparagraph=\count173 +\c@figure=\count174 +\c@table=\count175 +\abovecaptionskip=\skip47 +\belowcaptionskip=\skip48 +\bibindent=\dimen134 +) +("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsmath.sty" +Package: amsmath 2020/01/20 v2.17e AMS math features +\@mathmargin=\skip49 + +For additional information on amsmath, use the `?' option. +("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amstext.sty" +Package: amstext 2000/06/29 v2.01 AMS text + +("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsgen.sty" +File: amsgen.sty 1999/11/30 v2.0 generic functions +\@emptytoks=\toks17 +\ex@=\dimen135 +)) +("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsbsy.sty" +Package: amsbsy 1999/11/29 v1.2d Bold Symbols +\pmbraise@=\dimen136 +) +("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsopn.sty" +Package: amsopn 2016/03/08 v2.02 operator names +) +\inf@bad=\count176 +LaTeX Info: Redefining \frac on input line 227. +\uproot@=\count177 +\leftroot@=\count178 +LaTeX Info: Redefining \overline on input line 389. +\classnum@=\count179 +\DOTSCASE@=\count180 +LaTeX Info: Redefining \ldots on input line 486. +LaTeX Info: Redefining \dots on input line 489. +LaTeX Info: Redefining \cdots on input line 610. +\Mathstrutbox@=\box45 +\strutbox@=\box46 +\big@size=\dimen137 +LaTeX Font Info: Redeclaring font encoding OML on input line 733. +LaTeX Font Info: Redeclaring font encoding OMS on input line 734. +\macc@depth=\count181 +\c@MaxMatrixCols=\count182 +\dotsspace@=\muskip16 +\c@parentequation=\count183 +\dspbrk@lvl=\count184 +\tag@help=\toks18 +\row@=\count185 +\column@=\count186 +\maxfields@=\count187 +\andhelp@=\toks19 +\eqnshift@=\dimen138 +\alignsep@=\dimen139 +\tagshift@=\dimen140 +\tagwidth@=\dimen141 +\totwidth@=\dimen142 +\lineht@=\dimen143 +\@envbody=\toks20 +\multlinegap=\skip50 +\multlinetaggap=\skip51 +\mathdisplay@stack=\toks21 +LaTeX Info: Redefining \[ on input line 2859. +LaTeX Info: Redefining \] on input line 2860. +) +("C:\Program Files\MiKTeX 2.9\tex/latex/systeme\systeme.sty" +("C:\Program Files\MiKTeX 2.9\tex/latex/xstring\xstring.sty" +("C:\Program Files\MiKTeX 2.9\tex/generic/xstring\xstring.tex" +\integerpart=\count188 +\decimalpart=\count189 +) +Package: xstring 2019/02/06 v1.83 String manipulations (CT) +) +("C:\Program Files\MiKTeX 2.9\tex/generic/systeme\systeme.tex" +\SYS_systemecode=\toks22 +\SYS_systempreamble=\toks23 +\SYSeqnum=\count190 +) +Package: systeme 2019/01/13 v0.32 Mise en forme de systemes d'equations (CT) +) +("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\amssymb.sty" +Package: amssymb 2013/01/14 v3.01 AMS font symbols + +("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\amsfonts.sty" +Package: amsfonts 2013/01/14 v3.01 Basic AMSFonts support +\symAMSa=\mathgroup4 +\symAMSb=\mathgroup5 +LaTeX Font Info: Redeclaring math symbol \hbar on input line 98. +LaTeX Font Info: Overwriting math alphabet `\mathfrak' in version `bold' +(Font) U/euf/m/n --> U/euf/b/n on input line 106. +)) +("C:\Program Files\MiKTeX 2.9\tex/latex/subfiles\subfiles.sty" +Package: subfiles 2020/02/14 v1.6 Multi-file projects (package) +) +("C:\Program Files\MiKTeX 2.9\tex/generic/babel\babel.sty" +Package: babel 2020/02/28 3.41 The Babel package + +("C:\Program Files\MiKTeX 2.9\tex/generic/babel\switch.def" +File: switch.def 2020/02/28 3.41 Babel switching mechanism +) +************************************* +* Local config file bblopts.cfg used +* +("C:\Program Files\MiKTeX 2.9\tex/latex/arabi\bblopts.cfg" +File: bblopts.cfg 2005/09/08 v0.1 add Arabic and Farsi to "declared" options of + babel +) +("C:\Program Files\MiKTeX 2.9\tex/latex/babel-english\english.ldf" +Language: english 2017/06/06 v3.3r English support from the babel system + +("C:\Program Files\MiKTeX 2.9\tex/generic/babel\babel.def" +File: babel.def 2020/02/28 3.41 Babel common definitions +\babel@savecnt=\count191 +\U@D=\dimen144 + +("C:\Program Files\MiKTeX 2.9\tex/generic/babel\txtbabel.def") +\bbl@readstream=\read3 +\bbl@dirlevel=\count192 +) +Package babel Info: \l@canadian = using hyphenrules for english +(babel) (\language0) on input line 102. +Package babel Info: \l@australian = using hyphenrules for ukenglish +(babel) (\language72) on input line 105. +Package babel Info: \l@newzealand = using hyphenrules for ukenglish +(babel) (\language72) on input line 108. +)) +("C:\Program Files\MiKTeX 2.9\tex/latex/xcolor\xcolor.sty" +Package: xcolor 2016/05/11 v2.12 LaTeX color extensions (UK) + +("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-cfg\color.cfg" +File: color.cfg 2016/01/02 v1.6 sample color configuration +) +Package xcolor Info: Driver file: pdftex.def on input line 225. + +("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-def\pdftex.def" +File: pdftex.def 2018/01/08 v1.0l Graphics/color driver for pdftex +) +Package xcolor Info: Model `cmy' substituted by `cmy0' on input line 1348. +Package xcolor Info: Model `hsb' substituted by `rgb' on input line 1352. +Package xcolor Info: Model `RGB' extended on input line 1364. +Package xcolor Info: Model `HTML' substituted by `rgb' on input line 1366. +Package xcolor Info: Model `Hsb' substituted by `hsb' on input line 1367. +Package xcolor Info: Model `tHsb' substituted by `hsb' on input line 1368. +Package xcolor Info: Model `HSB' substituted by `hsb' on input line 1369. +Package xcolor Info: Model `Gray' substituted by `gray' on input line 1370. +Package xcolor Info: Model `wave' substituted by `hsb' on input line 1371. + +("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\dvipsnam.def" +File: dvipsnam.def 2016/06/17 v3.0m Driver-dependent file (DPC,SPQR) +)) +("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\graphicx.sty" +Package: graphicx 2019/11/30 v1.2a Enhanced LaTeX Graphics (DPC,SPQR) + +("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\keyval.sty" +Package: keyval 2014/10/28 v1.15 key=value parser (DPC) +\KV@toks@=\toks24 +) +("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\graphics.sty" +Package: graphics 2019/11/30 v1.4a Standard LaTeX Graphics (DPC,SPQR) + +("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\trig.sty" +Package: trig 2016/01/03 v1.10 sin cos tan (DPC) +) +("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-cfg\graphics.cfg" +File: graphics.cfg 2016/06/04 v1.11 sample graphics configuration +) +Package graphics Info: Driver file: pdftex.def on input line 105. +) +\Gin@req@height=\dimen145 +\Gin@req@width=\dimen146 +) +("C:\Program Files\MiKTeX 2.9\tex/latex/sectsty\sectsty.sty" +Package: sectsty 2002/02/25 v2.0.2 Commands to change all sectional heading sty +les + + +LaTeX Warning: Command \underbar has changed. + Check if current package is valid. + + +LaTeX Warning: Command \underline has changed. + Check if current package is valid. + +) ("C:\Program Files\MiKTeX 2.9\tex/latex/framed\framed.sty" +Package: framed 2011/10/22 v 0.96: framed or shaded text with page breaks +\OuterFrameSep=\skip52 +\fb@frw=\dimen147 +\fb@frh=\dimen148 +\FrameRule=\dimen149 +\FrameSep=\dimen150 +) +("C:\Program Files\MiKTeX 2.9\tex/latex/titlesec\titlesec.sty" +Package: titlesec 2019/10/16 v2.13 Sectioning titles +\ttl@box=\box47 +\beforetitleunit=\skip53 +\aftertitleunit=\skip54 +\ttl@plus=\dimen151 +\ttl@minus=\dimen152 +\ttl@toksa=\toks25 +\titlewidth=\dimen153 +\titlewidthlast=\dimen154 +\titlewidthfirst=\dimen155 +) +("C:\Program Files\MiKTeX 2.9\tex/latex/base\fontenc.sty" +Package: fontenc 2020/02/11 v2.0o Standard LaTeX package +))) +("C:\Program Files\MiKTeX 2.9\tex/latex/l3backend\l3backend-pdfmode.def" +File: l3backend-pdfmode.def 2020-03-12 L3 backend support: PDF mode +\l__kernel_color_stack_int=\count193 +\l__pdf_internal_box=\box48 +) +(lecture7.aux) +\openout1 = `lecture7.aux'. + +LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 2. +LaTeX Font Info: ... okay on input line 2. +LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 2. +LaTeX Font Info: ... okay on input line 2. +LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 2. +LaTeX Font Info: ... okay on input line 2. +LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 2. +LaTeX Font Info: ... okay on input line 2. +LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 2. +LaTeX Font Info: ... okay on input line 2. +LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 2. +LaTeX Font Info: ... okay on input line 2. +LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 2. +LaTeX Font Info: ... okay on input line 2. + ("C:\Program Files\MiKTeX 2.9\tex/context/base/mkii\supp-pdf.mkii" +[Loading MPS to PDF converter (version 2006.09.02).] +\scratchcounter=\count194 +\scratchdimen=\dimen156 +\scratchbox=\box49 +\nofMPsegments=\count195 +\nofMParguments=\count196 +\everyMPshowfont=\toks26 +\MPscratchCnt=\count197 +\MPscratchDim=\dimen157 +\MPnumerator=\count198 +\makeMPintoPDFobject=\count199 +\everyMPtoPDFconversion=\toks27 +) ("C:\Program Files\MiKTeX 2.9\tex/latex/epstopdf-pkg\epstopdf-base.sty" +Package: epstopdf-base 2020-01-24 v2.11 Base part for package epstopdf + +("C:\Program Files\MiKTeX 2.9\tex/generic/infwarerr\infwarerr.sty" +Package: infwarerr 2019/12/03 v1.5 Providing info/warning/error messages (HO) +) +("C:\Program Files\MiKTeX 2.9\tex/latex/grfext\grfext.sty" +Package: grfext 2019/12/03 v1.3 Manage graphics extensions (HO) + +("C:\Program Files\MiKTeX 2.9\tex/generic/kvdefinekeys\kvdefinekeys.sty" +Package: kvdefinekeys 2019-12-19 v1.6 Define keys (HO) +)) +("C:\Program Files\MiKTeX 2.9\tex/latex/kvoptions\kvoptions.sty" +Package: kvoptions 2019/11/29 v3.13 Key value format for package options (HO) + +("C:\Program Files\MiKTeX 2.9\tex/generic/ltxcmds\ltxcmds.sty" +Package: ltxcmds 2019/12/15 v1.24 LaTeX kernel commands for general use (HO) +) +("C:\Program Files\MiKTeX 2.9\tex/generic/kvsetkeys\kvsetkeys.sty" +Package: kvsetkeys 2019/12/15 v1.18 Key value parser (HO) +)) +("C:\Program Files\MiKTeX 2.9\tex/latex/pdftexcmds\pdftexcmds.sty" +Package: pdftexcmds 2019/11/24 v0.31 Utility functions of pdfTeX for LuaTeX (HO +) + +("C:\Program Files\MiKTeX 2.9\tex/generic/iftex\iftex.sty" +Package: iftex 2020/03/06 v1.0d TeX engine tests +) +Package pdftexcmds Info: \pdf@primitive is available. +Package pdftexcmds Info: \pdf@ifprimitive is available. +Package pdftexcmds Info: \pdfdraftmode found. +) +Package epstopdf-base Info: Redefining graphics rule for `.eps' on input line 4 +85. +Package grfext Info: Graphics extension search list: +(grfext) [.pdf,.png,.jpg,.mps,.jpeg,.jbig2,.jb2,.PDF,.PNG,.JPG,.JPE +G,.JBIG2,.JB2,.eps] +(grfext) \AppendGraphicsExtensions on input line 504. +) +Chapter 1. + +Underfull \hbox (badness 10000) in paragraph at lines 4--6 + + [] + +LaTeX Font Info: Trying to load font information for U+msa on input line 6. +("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\umsa.fd" +File: umsa.fd 2013/01/14 v3.01 AMS symbols A +) +LaTeX Font Info: Trying to load font information for U+msb on input line 6. + +("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\umsb.fd" +File: umsb.fd 2013/01/14 v3.01 AMS symbols B +) +Underfull \hbox (badness 10000) in paragraph at lines 12--27 + + [] + + +Underfull \hbox (badness 10000) in paragraph at lines 12--27 + + [] + + +Underfull \hbox (badness 10000) in paragraph at lines 29--33 + + [] + +[1 + + +{C:/Users/AndreDany/AppData/Local/MiKTeX/2.9/pdftex/config/pdftex.map}] +(lecture7.aux) ) +Here is how much of TeX's memory you used: + 5070 strings out of 480934 + 68436 string characters out of 2909670 + 331037 words of memory out of 3000000 + 20834 multiletter control sequences out of 15000+200000 + 539297 words of font info for 45 fonts, out of 3000000 for 9000 + 1141 hyphenation exceptions out of 8191 + 42i,5n,50p,332b,124s stack positions out of 5000i,500n,10000p,200000b,50000s + + +Output written on lecture7.pdf (1 page, 85469 bytes). +PDF statistics: + 98 PDF objects out of 1000 (max. 8388607) + 0 named destinations out of 1000 (max. 500000) + 1 words of extra memory for PDF output out of 10000 (max. 10000000) + diff --git a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.pdf b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.pdf new file mode 100644 index 0000000000000000000000000000000000000000..fef19aaa4765a3b199977cc74e3e10a71c3427a6 GIT binary patch literal 85469 zcmbsR2RzkZ{5X!=dlf<%*NE)9xEIMLGf60WkL(q)Hz_koMMg%MMOL6@u*lBN3Fhwskdkh6u{r8oQdynwvV9nUkD5N8;k@Y;J5v;xW{5 zMb}{xN#mPp80*t^zG>Z;`$>#e6xl2A)eQ!{8VI}0o^n9c0CEHdvZPdG@%Sz}^dZLdD zBVWAC!`ZNlMZLA+8Z~&Q`dRH0C zsF-pFv+~KsUA$G2*4aX-W5m_|Ml*?>m0os|?TW?NsJ4;jljXG}`^aNVnNp`Cax+N` zIv`VTp~-bc4NVL}!P3WL;q8icCa=-GI9e`(D>_sey4tYI$GI(Vnprg-rifnYoQ9ng zC#t=ji+J+}cI~^V0I{q{>XZ@lLsgt}Y|pkl%z|^X6FJl;2G)2C#NJrBCusYcG=`Lq#9%7dz-Ioa!0msv862w<` zpYDy}s}y+c2_VR8sj#K6c!R#7z$9vofuXD|q|}R`bnEECOV%9d_fg zg8t_pLS?CqHNR+%m*tHZd|0ehz`angV*atux`J7bD00^GivQ`PR}pHcl*iw0%roCe zoF`o4v-1;Wo_}S-0`=&2cW-wiF|6a|nl0OP5hQKY9t9fnjdTa!L!#I?T-Wr$zwycw>zhl94^z&dL>L_AIixhH8w zUEDV#da-FXJe$txtdNo)2{)mEnA&X*J5K2sC_c1V+`XBcduIB~cA}Jw6H761A3b!7 zS{^$^giMyN%k#R$MzODD-gbO^ya#1=u*Zu`f*t#$ex8qlN@L&I<2DmI&Z|B3uTOO4b5wP0Ot}EcjW@F^?PV9o)#=OOsv~TGFJ@oJ4fka%!Kp`UR6aORl1zNb8g^T6+H0OZ5Yj08(xU^ui5B!`f6Xt@TlEe zXK2>R^PQ4)CXpt&nIY+phXOv6$7`x%pOS(MPK^#cSokb4b2ma11>^IE39G^>>~ z>vC7h_he4^dpj>gnZVa?D{^GiouIEYIiuES>5(3|5<5@f&zk0QZ13cyu*_l#?}Gw?0zbUZ+%35Bo@(Swzyxt27gXo0c`TGD*B% z-Z*0V(kRJ0kgkN)_|vQ5>+c(%4-PCdr+;pyvBIdx^7XPxE&RPgMBcG4GaCspl zBq<>_|6=uWd*$5sg_MY<)XH|87fs4lYJ#_Co>FK?1@I|!B{OsGFm2V>3Q;`LhKG;Z zGu9a>WoIWjQIs(F;Z{%f29lWDoBcdbKn-&i!T&guG(8>7A%g10mgXdaG7k2x=Ju{G z5X_;aK_aMO?&9F)Y-;WTfgJ!;&CRThr5!vVx=;WR5)l%Bql6)7BuoG;qE7-waR%KX zFyww~aE$$&57Ybb43r0RK+c{8CmtLP*>8xc3PXf2eK1uai15!U0tP`HR^brz&nglD z5jlh+AutRgn0^Q$2y7oq%orjN7>34uI0^#WCkF!X5ma|}Fui2%3eg25%gRFpHO)O- zA^MmT_YhSK9vED8VMruW0IC1$2MkvGKL{aU0tm=|E#ZJ!Fvy=J8ZP|j_!v_6$A_cQ z0`TASV(8w7qfjUTGz7k19@K@PP{==P2jBnq5(WhwF`a)8@V|HXn_u?_-7o%Z{Tq5X z-*3ntjei4$VKBg_gYq}@kEU=GkTiw>VPRnb)Xx$PcqRflDEC!UNJs$a)P8x;Zl6>* zTmTM19h86Y@nANT2wDIrpO7%%vJjAs5a2CL014_CzN27hFq@DF5;G6b3?Ycnekpt~ zjxY?sh0!9Q4Ga#2Vj97rm?1=jG2{T@gLMMKAdE($Fw;Qy5d=dBLxkZ%U;<$n9F!vH zgUJv;#e{{?phUruzsUTPEQ_UvM~vfBSGWARh&o zfFWEM1qZA^16BaaKpm`IVJLtLp`jSKi10pJg@I%M*#LmV5P*gX1AYsm5E$YSLZCSs zum(Vo`*6Tf&<&Ir;xQ!<>;5dD17Ic$!xa=j2MI%fPJfm#s4yHb@#lX?1Q3!iSga7F z5JoT<%-}#g7;Ym);9x8v7zQb!eV$|ZjDR43z`(C?jKGA1FykX&C?F{jga`&5AQu1! z^8zs=kN|>2?T?QV!Hh40*#Hn|gaGO{*ADkMT{sF37Aa6OFoQ4z2~+|Q`A1y{Xn_a> z1#m_ICV?7Yi4f3@14)Cq5eN+32mA(dML>{X!vQpaT^8(u2#j7}*e3$?2=qZC0oEua zMpJ}AJ5Wanf$>mCAq)iY6L8{ypTd9^6cmgt0yGMU2=D~9bpNE|PyS=1g1~IL`|>&X<^P}ZP||-$8>l6~Yri~@IY!RHA{fk3P!ymD1*8UK zye~mv1d#s08V9W~v;tW{flT*l$81Vyu(I}hVYFpmhYouF92+b(z#ZhTu`#W{2P`9? zazDQafnDuSf-%VM6a8CtkGP`3q3DAfD&+sZqCSp+ku*qB$<^xM5!920cjCJ~KgB_k zPDQK2YGuxI0_}s#Nw$d<3A>r27x+NWdmmkJsv0 zzG-G$s_Ci6rSAq#&+xdiW+evX=SVFjy<5h&$W-My!dk*uDVPoMk1ISJiu!-x57DJ0 z(qJ@QcSk|+8N8eH^)!K6CrlnEO4EeUoDjKs`_nOvt2#+vIeQE|-jcO%uQl&lJsC8Q z4r?_PG9I1C$Ry3RnS17Xe`H+6SjD6bFi4B^_>V}3fvpJH@|5Qs$9||itI9@yV)Vcv zhGN@3qSTQTltC5FBveVq<4{7dEc|iFkXl-OZPzNhLetYtJ$$6vwkVU?YwvalE|uNt zA-I;2JbC*Baf#+tvBYPuEBnh_X zeoZh*NkR$qHklLI_n;qA7&j z2occsHl8vwKYyBDN+24Nfy9G})&`jerG7azEPQpkE;xzW2)NY}B{={Mt>o~QI-^PR8KQsBE~tn)01*NTSRtOfV)f329IB43L~At~{lZ7uFkC+RYg3wFn7(#7tUzW;xNP zuzQr1HfPFYXej%Vr2{z~cma#7tPphsuMW+~KY0bNH-F2kS8>HQjZmu4 z3m!zn=?dM|lGm!JET6KfrZJOz>rbP>v1_K_|MpeVpk3FXQCB;fA?j_PA_)#96K>*) zQ`~&!*4|~eip;=7S0_2%T@o+eAJk7HgF5u=LxiS0y^Cx?&G)f(zM36 zJni@rx%gepmqyQ7vAU`25-p2f1f_g#ACi)cw$Y@RqbR`VBU~eU|7N1D2#u3tNFZKr zPB5`rTFv;0MWzauxTHaMP3e7+Z=Md$jL#W$c)#CbqV zRRrhpJo@3gdNJ@AD*_0jT^KR5E~%ni|=`go2*<8)47g@H4Pm{gyh(U=4X&C83vc$EQJH+5i<5mxr)E9gewMFPP+H#*FEp`l@^G`cxV_!WJLu1|eN_st z`6S&#|4nn$BeRif+yyF<7sW}>3z;j|jT49O$!nHAE-!!23BZmJ>hRAmlsaG)Z$@R#PRD{H4 z<0ivh+M#Pa(^g#@C+ys$zB{l)Tiv~zosgm5qpJ3vUyIk-9@mJm(Bc_+Ae|neTXWVa zkJ&4@d*{f%k{OBHe1GWiIjAiERIzQTHCM91eKM1?HtbwDguE4yH}y&aM9xKVq=Afi zlYtPzYhUE~bnS*BvIaPV=%a_;M2yvxtd!~OTJ;(BL=Bn2Kf;oO`FBtapC^fBtF5-L z*PlawW?6NAfSq#LBgAi}DE!_LEIq>Pg`@wTrRLpYYK<6{jyfA#-xm-3jAJC`MAK8G zL3CUo=25z&rlcZvpn#G$b-^=~ar9Vk_?yN~j#e4#b8XL;1|KT=7^voE5SPo5>vDIvrI1WsTV9!F<;!6H^mJUZ^HLK07x>JFIwo&8z60XzqEB53(v1Z(}-5Yg6a?y-j1H z#bILb2ZIp?B{icT=Jbc8%9<)s_iCFAZA)G|a9#U;;=Gt^=Ldf(!ydMoSK@lMRt2YA z9Cop_Z%1|?!SJKZb>Y9aB@n1?1WW_7tC=8Ner;?2+NYy17rp;|pI+UoA0s5#36R<) zqI8$>5)J0Rg}DePDjvtgk_EZPPo6_#c%aWDK|oC2p8x`n1YK9ZcuI2_zN?s zR9!MwDE>oF~sA`iQ>8u|+3x41-j&Ao#9B2)yebhD;T*VMceZ*_Hd3%#fE+2ej%W&9Ll zekru*MZlXETa1GwkYX&OYsNy7C9HJv3-2DKoleWh&tPH3&YSTqdjDggj8w+HrMS6Y z=1qu8H&@`i9gmV%RjN*$|H7wvm@wI?w$30)VzaXwq{>@JU>FGQUUx&Hal z^ZAO$vmDnfdlqHibtCr5XBrv!E@ZB3ZJ|8%9LHaOmob?0^LYPWH6T?X=DNIR+S<2^}Klb8sSvx;Pxm6 zBdr;9t$AG?P+axN@nJRf%}1BKUrC5b3VP};1ztRiaiX9Ko1Wo|{k?&uKb zKk3Z7ddb=HWc;Fq`{JeSkFt?&U}OV;>{t|5D?Q}@F6x zcPN4}F-DTIb)sszZln%>pn498JC&<56_*>0rt6)vS6Lp{NY%?huf}U>y1GIeQNyvr zJDIZs=5@@da?T3winr4tndBQUW}Fsg+O=t3ad3Vm&6J3zuGSc8>CRoww6s;~WsgwQHa*9z zcB;2pG1a9PH|6sK{+yFgM>omgVgDvWtebcq5ceLY*y!(ZPfqn-eOu&qJZ4ic?*{uy zZ<>J|%NwaB76U)O%d0ory#m@_sUeHVa^%RR;EU;}#Exkjhn#4dCCe!~agy+)7V6^MwV@sb%JcY*%oSvOV!A&SUErmB8QB2%X zv$`vqrf)SOUHk3x!;9~7Rqk`IbiLS1lDJRZ!C}9vIB1qN`LbVEht@8kNB(xJb#sbW z@7u^pHz{F+QDOs$!HXW7sv~%GgzXOp&#M1cecZZW;1)@bKW2HBX!jK=e2*0QEOr7$ zz!l}HnM+Xghm3HfW)flL-IAxs}IYa6{iyQM=do1vR zqaoFZdVnH+AL|M+v7+ShUKXC{Om>S$rw2~3@355nj`M9R-)N53WM}wH@$xyr3%=ma zA}6DkGe!1auMA_ksH}s?gHJW5J|;HH8%&-GD${}=!J#8=7cil}zh@(!^&`qK_dOgF zQv|-tPyec^=|8VWr(FKe>k&QuIt#ep_3s%O8EvyR*VS#;GjnK;)DjULK{Q#HE2K zB2kg>cu^7_(Hqh46n-3I6njADqEEAlb@C12Mm%f9>=zsaqvPk3VWz{^&_NMbPBfPf zGNqL~dS^wV?xH639^XK)3^&JFM2`GP!>!l0q%Wjr@#)-DbmO%)aLvQBG@n;5x7;>s zOj(!Q3^Ot;CCa-QM}1w(n~Z5^FL@zsGCY|$#KG9Y7~jD~If&^9vX8RHK?u#?YS!UH z3Sf=1U&2SY9C%IGW&XK}7@Ut-MgHl)Ya+?N?=*>`q#yM2r`lt|3k=749F7;|N59)h zwZ%d(EdeZUE~p_HvB)hDPMKMA{!)W2#jPR1GJM!`6eIM zDMF9s<6Nw#A+-ljA}gmFc&>7x7L-2L@lFzPU$RPB+O;qj_s3m=Em?e=xG*6F{}di( z&qd9w>Ot3+64yV%UOm^i8nzhtH8MWoYs2N16RF;3AJnu=w{bU{S-!k2GNcYO{r=8H z*#Oxc_Hm2s@vbH0DvCdE9AC?ZMW4ly%+EOAi|%cqX3z$9yE^v|p1GYTdsD+X^53>k zRHNDhswqhLj6=y77K5RZ4UeQ6rUffbWxA^`8)Y81ma$HK>?viqjK#beIs9+I3mswk z!v4bn^AEu*|Gx|Vx1hK1JY`yOWJb0b}K~N;#~5)g?s9)+^sh$KkQk1i1O<*Zt1XlSZm5Oz0Q@tvwPl# z=7Q`6u1CY8n<_FV@iy+>+5#2{eMv6E~OHZ`O(wwF&nKDa-5Q!+#?9}g0%QU_Kaiv2n1Wm z7VR2=8};kno(yNjfs;|f$>!1#ALjV2-_b^5r?Auf!3L1D>Eyv(=-KwrTxiltt zmx!)j3BPmo>Y1Sk5PCop9Rrs;?|uKw8TW>TZ|(O-9+o{-cxY^Rc2@BNojBFV-Rdr` zclzNe7w0{R z`mFvzUOV3L1i_^a<&hG+Z#;xwM#ru+@%rMZZ(ZFFL;RnynnFifl7H`o&F`+h-2f#c zbkt?y@tkEJqw`0y`Nzb>tjEmwyP`%MD~ai2vFb^Dkj#&xyNhMcJD%sVf2r#ml#lki zVdUl2B(hfVwE1keEt!K5Q%kT-XQS_jp|93jF`Fg`w$eD!T$7H^edY=_t1wGdoBGk@ zB^I6&QNqPoA1!KVxU5ez7X>U|48ZkHaKugcSRzZ=U6Db}n}E7fLXp+OnI!wIYG!xt z`@J8{?$6aJ;5l;NGi8kUwQx-Txp0I({oe~`&uDjHFKjz?Pr~-=?%tUk z%e^0C5=&jUdklWU+m_qp4Pn_%l9hx4}H1oq^{BnGfjcwo8d0s9c$3G4SFYadedfztp z8gZCaLD9=7R{U4jEG$cEM0Fp0(W_2LoV#18Gk1x*@RM?=%hb2E#dWs(S0lw%9@7j& zJn&WBACNIEqrkf%XfuBd?It_#Jw37VpYcY->s+`RPZZ$+tH%0`l-F zm|!}(b?shggi3qmFny9-=!08~x}Kw~r_c;Op%Qc%>y&N0iEI4}7vN?;syZ6AUG30h zGkU>#Z=c1pxY1wva0HW%v;+VC;)OU=0*!7VO{lOI6rp(#j3TU#C52!QS8*1&8_#vu zw>+>I`)&=PdXn;JpLSYi4)TujD0khJ`WWR=Io2WddPrhhpIkt|tpIG?r8Hv^4qL(| zH}&o4fPiD+?*nwe0~yM_GcWM3(n!4oHm zI;?~-=aos4NgS*V3MIQE=sn5+6#n~%OdW0e(Gwx#Wtl`OX>>(Nq%#&yG9Y?l>;xt_ ziI$(A2A`Kpp)K~T1$o;z6?^Q}49PBdXoC4{}& z^nR>C$h{KXCGc1`RzR3kI8*uKDK&~oB`to)0>AT~`LML7Y?>DtYVYaZWuGRauruqj zd~O~Lib0Ijvrv2H-ZE_}4N|LFD`kgVER*;nC_c(cg#JCn`W^cx2L9L;90GzK;fF5R zBY6eby!9*x&rkxdlJH!uQg~L(xq-`PEXm5HmA)*hg{ly*=6`YOWcYzJ$uc>=QO+^dmuKC}Xqs8KX zm1ks!h5nL-MTNfOmIHC+bc9C}+uq78y(j&tJ*lTFX>+dntmAY|?354}%}Q$JGP9=l z)v)N^b{oz;TTTg|mBNRwtfQ2@aWBDCj)=qpUig0psv-aWN^RbPdAvjuGA>5O;YggR z$~s-+-)Yt%PYNq4*bk;TcA~#my2l+6EgTJxE;5fSpZKb;!$sux!>P04T)t(dwLBNC z5S?af&$SSi!S=?S+=8{PHZcKF&FKF2izA^7m#-@rrj9z~oLC#sOuO29Np6#&>a^!~ z>3q~)tk;{em}rO$ZZj2yEZ#9ADckoaj3}w=zZ)=g2k8X`)61{M5R`CQvqoGT$`oQ? z=goejuQe2Saq?2;eYWe#X?@(2kNP?yi{mbZ_q5c*^Uy}a*e_`%LXF3;x@K_w>t9)6 zzl-7(cnzyNJrTZz`_XmXzc$FnOZ?yZC47`^iv0Tn*Sx!S{~_Ii1F@bFk->dwj8nNo zpNxc%@H251Rmn4|aY=rB+HXxCFiMs&c}&CL*zxP>8;$R`Bk$?g+!MKd`%^Iag$+j= z^tmaI*ObSq)h`J>Xy3iMcA-Q?an$iaOpT*k@9gQ?>KchS1A~W7vR<#sj@=hi($*UY zdD52VOK$62h{LHBLA8cuiB&#da|0{*;R&v~hK3R~c%GQcWF1=J-5g!3yS;dJ*-H15 z){72PCi;%uRm6n8H*Xdi(7l*Ie_8ofaC}g7(-I2(`T*tInlevcTR^C!`M8PlJ$YBn z_5&8AOMs!k?f+nW{xOp}-XAGPeC#s^9m z5lV3pI%y~n%Ax8vEqoHrNjFoxO8yuaIl~ix;E3@SsT`OO{rY@bE6nZ9#ikGb6q!B+ zymLbF9Vwx(+|$=m`!$C$KQW}<{>+p+?%jl)3oFD~9iWM3$iYHiCh#c3nVG;zps(W@ zJFP{5Dn_7l;~P53^rYrFi<~d0)05#%oia1`q#dqJJEyZlE@7&7dUl6>{Y%Dl8yBNf z48yS(XB2NSX5=2T=x2y1RZDIvc|;h58^V1AdyX)CVIbq>udS8hZUpKw2%E$*p_ai% zAP($&Q}%z}+)p_jadZEl;Q{pYWc2j(=YR_g2Zo?(!~L;GNwz1oE<*JjccYPfX%B02 ziBe_<+~19pen#@OyBbLTo1{POuY?0_252-p(HxN|=W{p&vx}>Ym9aAfjs~f?#y`Kn;4l(FZEG`ED;E&<52glrPjdDk57*k> z5+s8h05IJ!gM%g*BTVCugrWUD`{@!O_W*{mK92fBfV>G1e7;{|eg}CJAj10h{~&%J z5Oh%fv;Se+131WP_{k$-5dje22{M2{G(QF_P}@&hK?s2R6Uessg$zhR*bfHBzz+vM zKo$hwBQeVqiisH)fMGED=idQN2hA}_9U${*pU#6iCVxWYC*B9}Lu`dWM8EJ)I?*7O zACoVGLFv!&pg%c+03qtaKkEmr4tgJ=cku03!1}&a4g<0e6zx!AB!aTm78d3p4GojE zrVB?48iO=5xQL*Dy@RWnxdq5Z5H#NZfJ6iMZzvK#LEyg7Z-_8}fMf>LZwMF*iTQx^ z1L!ZP5P*P~7@^-Y2qOfIg+b~C@>d&SFc#1o;ooBkgI>ZQ4d8b#6im=~{{sjAgA{<@ zy-_Ft!F+(u|89>4v+RFBBFAs6(V!g~Bv_z-%`E~T`yVi)h=`yukTa$Lvw=(_)gSYeP)^Q$8a3VQx5KwlUX(;0^848wE=&wF4n#P8NH%n%2K5T*u5hQTl+z%ZR* zn1sCFOap5U0O7Dd6YusH)}c`Mg@(~auo!{3AaKlPxnBn~q{SiFbh0P%q3 z^s^1faXG{R2nd9|AHdO|&EZ^VklS%c3lI)S`Z#DK0v5yJykJ8^9?mNQ7S!RqKwKa# z=4S^WHjo|j>kG)^IGh@Y5oDeG`UR63^Xm&{Tlw_`lWOzp3sBp``GI&rYR};>z>g^O z3j>fS0Avze_;S3mxX>|02V!9{Q=ED9l%=o^#w@h7Y1-l z*5Cdwzq2uc1OHzZEnwT-oylu>m;0#9UhwJ<2i!cyCN&eQ}c^hA=7A#5i znw93hN+Wxb;G?=%eHlZOXQ{bWN}iPik8g;)?s(7YMGrhB66cA|_W6Jx4qr2MeEGyi zI~&$6H-}AW&~3`HBvkUax@CS>@(6z0pjz4d_+^EUzZ>~RsR2Jk;(A}q0Nv)s>=g6j z%2ciZ>*$PK?#)v?QB=dOVjzyI-KKqp}ZcroapoN{}vhwvpWANwEqz7 zRUKcA5nA(I+u|1Cvp8Egt;Vv^k^e(z*F2ESAqtN&AyEi1vB^)(X}98sr|xbTtk%BT za55;rBj%!Tk5^64X^t7OWilWls$K9#WO2b3bw~C4uxQyVZKd5+{i?EoHLm;i_5ykq zefb~E?cE%n=3lZpNkE%NV0DiSD=O+V8}ztSD1nvDjEI{ijEk$=*zD7j#Knr%GW&!` z@Aj~g!bdo^lB7-j9ec%%Vcsr$GnzR$J0222J!N<{w~3aoHMF0xy~VskTRgOol?qKM zCe2RYXu(;Xl2Rcetlt!4JaH`X;#U-UbW_4;hl>%v?X-$7c=mKIs>ew7!;Kt5aZ|y_ zA%#9(Pwp&I>865UCWmf<9yVduu9qG`@f#1^VuXh>Cp%;_j=!CgipW##vdJ`HGDM18 z6;YUcj^sDXS{PRlx<-{x8J5_rEHfP)dtT4r$+Nq6s!LgL1%r>U#KF<^FS)^iA@sM4 z?OSJ;4JMsrA(j!xrR7wTCl2aj`iWr4C*6!BE0bxs%xyG9(YFjz4J@kEJ|HuteP0Ju8Ydyeg)q+2` z8T90o=I)mQJl&OBpDuS^JBNFr-t6NMx{f*V{-Nt|aQ6N+&-#j6L0A;w!uik!eoyd_ z-s&Xn7cF&(qM%3dLFn9!p!BETGB(cm;5Ad2)MO1nuHwCtt5>NVCZ}uIsrnXbpB8PG zca1DLNB892lfvD^i%(KV@AvEGrO^c>n{Z(XmAI+*5MBSUL!#+0tUzw#kGQqVn2rs9 zy&loyN&S(R>Vo7sc^xUefC`0tocXcK5XMZI87i@)@1yQo14a1IdD}qE;9=nU(u@nBu!v7F4{;mIK#5ms#qIUC9$gP3BDG2rrxk6csW(|Nn9kyeY3dMJom!t-FxfTd3^Jn??&dWslK-hQN66# zE6cT1uU7hGiND$$|1yimosxvRcLOA%IO7r$9!|c}3zAlP5^}~M_EF5DXCktX*7h0F zQOl4dS?t;s{ej5G)4IaDIsEnJxMd5(j|=#ej^HT9-1`Sd5x|7|Yo)x?p%x6KYF1t? zYSHt++r%Mxn=~RGn|Fif}jT z*IjGd;cH$tm;Z2FjcFXM%hkmc-qHn9`xRg7GjZs?xsq-96-n|;aeKN#q;Ib?Q9zTYleM?{Ff zT3Q(%@HE^Da;cXP+;(Y75p=v%hwF{&J04APgs?Ei@IQow{12Io4->=-`a#T~T}9F4 zYvm$sNlxhulx89`Wd!%HQ1qcIC(IM$PG_pXT3-$LSsHcYj+-pr^6L~qEp~XI#TmYD z*GHRfdb)pZ&Q{oSLK?QuCUH`1_!(?1ydO^OSa_Fu+rpz|$pT%wI9lVoXBN6O(6wU~ zO1LLr=i|^xX^?qLvEMl2MPzJvmI}|Ye7lD;aWJUHs1lMZZq{QYuh&{v_ycKScS?7@ zxdbVn-06F=!p^eRoV+%PF*k$^Ls}E#8gt{KLsqUj(Yf161?yiuJ3bwH>D44GBzK(A zx8%vRdZcQ3lO9Rf`Es1H6ZvckPaP%*bXUKfnA$VVY-52YprZ;V%~8tAGWsN+%;IGI zo_;#kuX$S{6d}+-t42E_c*Y)RH-QrP2-Ok-4rx>-+e2z)1_qo>nhs5TT z6{_4^r?T?%<4Ipvm`1!A6c`yYL!5X&{Hip54%B+0l#Jv>i8}dz$*8OE=>PW z7zDTn{q^eZhk>{-8iKK_41AtHj(wtzq3@UGQht2iOfoP68-~q}OQiKRW95v9^lOS( zncm>-+TfRuZl7)GrL){v`bwv3@L?_1C6u4KJy^UXecmhyXw!P_j2 zSJhVpFFT3bK25KLv3ySzd@?v}aPnznzGqREx8~b-d|7cFCIYIR)b3`fj)bJniA5aO zoKuR}w}QoVVx9+|z7oF_%=A9K_6OY+Z#(Uv$fkBU1>}{E1Se*q_FC`##Rx6 zzd>cZhz^gxrV~$j%$E@Z-eU(~&nT$ZCS6p4u_`mW3TBAp`t$SZKXi7*C-!!4GOaAp zYiZx9yfi8j!LEITK#sU?BL2f8w8K!c#`43mu>=d-aetac*=cD_j=G#nfejpy*ZERcR zL4V^6B6~Vp{k-fBnv%;)?DSn|qrgxYyQAKP`)S7BvrgFBus(`g$;cmQ(PuYVSCc%+ z*>C9a6-kvj-tmm5X5x4Bp0s%P^)BCD-7AS=l0 z4+gxsXp9y7_kWnT8(~g8@RpK&x6aW$(ZDZ_X@z-L4Fcl{6aWsvU+&y}$`5zJ|J9uf z{IkZu=Y{<3rQCPO0^iwh$0+d48UweM5bT$4QV94tfjdj+x3^LVi~|r7`aKQ`_$$Gi z%z&Tu&{2$WmI6;4#$S2}`sp?W8Ub9VzkokIpTHgZ+YkHG|9Rj9{nN|2FVjO>F|_P^ zxG>%{;G{zx`t|_+;Ay~t#|&T&5c^rjyprl?9RT;8O_;s_PvKuqHQ*%NzqTK`==Se| z2VVezzukJ^%}xhyz26E3Y?XhWM}Sxa8mR4o#|Cgw1cg!Q{TG>n?uS({|6$tA|DA+? z%N1WUVPr^HAE!6135$&!;d))^I&Wh;mP~scbh3K{a-2s$5P4iFq9h%hgiH+({xgrx z`^SGeNy<;oY&6ra%n{Tqe@)6-BmtwsPFlX3ESysJbUWC{2=v)6P2{IMYF zD)dA&rzfU`gEB^p{XVpm^BbLUKp$t_Vj&WuA&aVcmK)TgE$PF7H1jpG?fLwZNT2!GFbr>Csqxay9Ubjz0?*7{+;q&kOnUS3{l z;W}FK6>eytOdXN`Ir?unOXW|9u&Z!YVyVz%ObgL8FBb)@O0x69!&6gJp@WUO^byWl zlhkZm?y zvz{Y5Lxx}egaZ1u2bbQffyysnWfzACXV;bji-T-ayHcX3_IUlV+Ms$WqTWX8C?bFM z2iR(k*XirjFI}Mj7JUNG|5&%7WKk7rk%##!X=qgtQz2HZE+H=RauoL1Q{uh$&*W0| z;yoW5K02-$A|khyTuM7m66KuiZNv?gyb-@McY*14pj5%Cxa4HlcqMC$FH!p_FBckT zZuuHnPIPv-2+sTzZr{bdpbB{G&WC9-8C(v3c)CVh999w?)-2 zYm!;%CnA>d(E7KqNkhfz3(lF*I}{0$`O9zA1;X}b*FQ&+;o(S*Qz7e)O_M3a?1*jM zVVGVX*qqzG=;-IqzYysQ!CDwtDwNpb4V8)|TJ!g7^kXRwFa5!EX+;djPk#6ArOULl zlyyWAk+{LK<{SZ7G3CK%NhKv3s_iaWd874I`CWD$!tr3dH`{N&zm?w^dH$W{_`>c* zB9^h#3bGjO{t#@By$)BgM|f1uD>yr;8@pnYdkRa2S9Z0t_O2@=pPQer-FfMUy~`po zh&#``K`--u8d33Yi4Y%$wUXdKggOR<`SVsrdatSgU zJOvrOU6Xc0_a(!tE@A9O^5-4a3qRmP@NjVU+OD65hJScV{>ewKZB$_Jj_>Xj4P0y~ zX+L6BP3hxU@@aM0X4=i(rEyqBlG>5M4cmUy3=p;`$@D^LEbR$=+y^mdo*7#5@RL*h zSpBiE?o%%{{xM~K%-@jcnV)9B`XhC1=dF(5rzds|_TCATO;ZNNbf~bhI$td4N*DF* ze>%KO-EjMi_t@*J=O(Ee+8>Gf_-Y)tTzoqv&zE-lGJJGdy`#`(ftkDOS*qy^-TUFD zADHROQVAZ8R5`#y?YQnUo6~z3R_6B(b}6;8nPt6XcAcj+J2oFW8u`I3tg5?BA-Ojv zX*J9+HPO%1Z)&(Ii97Fy*Tc;D(&w#CX=Y0tRSS#6^K8v86*<+|N~m~=B|2*MRw6Pc zD3SQz1>b)krh|}vR6N1kILLQ1>wyY^fad)OuUeCuSGJ8!k$$pE_FskN-PpfSOemU>>;N+ok-O=@o5V;)Di0yj+LP~jv1W}$>li+2G zsfjOZ<wRKD|Ucj|G3{0seerS*y#XZWw6aHh1Fe~R!&JwH9fbnOf+D$G$ZvL;c%-!O$Zx@L!}5iU+>s=Q9k}e898rc zSy?(gLym`O^-^W~^`K%s!?gE>HK*IWEiEig&u!;@6ZNXc=QrS6N#&Vl+>zk%m9SVz zBb!%wT3yX8_AGzQUZUm2k`)>E*0$%RuUfgUgPKmR>unU+J!u`uTl?Hh;}rDbJ=;L> zNzO*+LP{0k_$l}q5kd~ntyJN;kD3}2^jZln?&CK^6bta}ccgiOpuVj&3rgpt?>YHM za7N!v)b~9B;sHKe#7L4EE@bx9eb5o@`EcRXBikzm%rVbT7hGmix@*aQs#>SRG^sOJ z{ed+*_O)FyPZ}|kZ%b7W6^3B(PVPF?6-J#KL(lELU!#BOS`=d?vvkh)jlZ&GVItvx zn#ITO9o7yd7x`-}=gLSMgv0XHJUS?_zbDV=;!0Z#OJ+a&ROqJ2!z8n2cV|8>_23=lLkCug>d@gQ@xcvEEm73kfP}j$aZwJzI4I*a+ z(0=y8TVEYiB>cHQo;?S%x}~<2v=NlGNxXHvkfggLci}^>NkBiv*q3$njXU3`R{6hs zFI~$%8*W$g{SIvnYgewR#O0Zi635~i-w%^Gml|15ilRn~>z~{C$C>%`#mpt?&1iWE z##yh<4)U~E?BL5_Pdv>=g=)X>G~jNA1rf|>HzmUowl*tCt&P`iU-;g!Y#l(?Ua7gj z

&1G(ed4Nm6Mq8_5jKi}>@)olaWcl0R`vwoc+IZim~KYW9-UH%8}LbC~u;jaX

eH4I=zAXbd~dsl2JFQw>vahzJM*<4Lj=PC5!pj!8?H5qMDy>%z4Q~2d0;cFjLMXUo9>Ls#1z%{qN z^j%w^f;+S>;+@=FvZ)=6pPY=7Z|v=a-pn5=xAN$0dPrYwo<%89(TBJPi^nFV{DE{z z>Oz~h*knt+SfZ;oTrBvY0m*uqVZ6b+Dm|w&o>xfe!aDO|?OFe(!&Kq)?BLT25{x-d zCb`vaRZ1*Q>FD#mOUUV3f9H|JHQ&+Nk|SWExY5=nF((tgCh`_l^?++h%C(K`4KdC! z>{*A>ao)(Kcb*TAd7$!~@oh$|AD|3aWUilJpAScO> z3v(aP!J0&xqE<5Vg&Vz2(7(2%x z*}8SjmTkLg7j|)%ZQHhO+qQPuwr$(CZJS-+J$?J$j?*38`6DATXRe%U{mG0K&v?h< z+RIh^-4Mb{qGeAp1b~e7nb!Vio;y|S^C2~0qb+aBS!CaR6kw?}h^Sd~5~Yi7^Bv)o zk^N*MWoPPuC<28NW<;N9TZinc#Ri<3!0;rAXk*u{2IpF_up|C{#N|!FsV`{KE%TfS zc+uo3&dBk-50GX@BuT%sxBw}orC_<4)z0+L+S5_ZYy z<()8SUP0@YwNGG)3pP`X z^6^Qa@DkT9j?W3sQs6rA1OsWd3p@>b(0iVUOs>mMPWj2Ti9C)eSIJXg8w~Qp`^@^# zccwTDksjckxoTEoBgUXwrfc^tWI)%p%Qm*_52PoNO@Kq7B%&|}Tp4@g<_e3o8r&%U z8F|$)UNv(VbRCgO(D@ya1Q@S#R0P+d(D^U(g-v^o$lUx%q!CG1YIJ3vwC$3DOv|1ZoO;fd_ULQ-dR<;p zkF0Urtp_8boLj(sn9)iJl*@QeZrp-xGqT^a~F_vLcz3C4T_ZBd%T$YamlgE59)6Vw@OE@+ ziRX5nB7je(^o70wWBoIK)w)u$AG?1c(63Ry=KG$}etvntP2wio`@SVyk1Fjs8f%KKfsRGlKPK%0r| z-IDTrd>|d78x9pedpR7V-rLEev}yd3<$Wd*cOu{~R=nMjk_6-DvZ$BLS_=P*B`b~9 ztP3CqpD>gRw#VtQR_9#hrmsY*<7tx0z5G09T|AACZJ-?(Gfg;0}n;vqs<&+ zoN<~-eBg|mb=Q2TZfjTVQ=oRs+8;;RW4=pz!3{NU^ZHCXD`}_l%K_u{DrlL+tV#;? zJ`zIsMI?tzwfq9wa6I?qrtRuFQa~H9t&a_0St=1vV)3bg(uHmz<7?Y$zui(;-!Rp+ zP}pT_hl81GJ!&0Ri2|5r$zM$S%{ZnBrG_UU^-6W}wvzEZ=3QIZ=iwaJ*I;A;(!tDR ztAOhr)EM_BEK|aI(pXOv2(T+y7!Rw{qN> zt4qLJ$bD;?ub@_=UlseN%E#|;)>p^cxF$&-mqfZf7bynes;n?Z??wI9N4i_A)gI-I zGi(~^JFbe{@>UnPR8JWbH>2v^*@Zw)tT@L@st`L1oCNVt%YNCOWRPFQN$t>tD%Jjut4<%5J_(R!>Fl`HMQ*Jy+Uqe+I;CpL z-~7`R{~TumQ)I!vE6av|l|*{eVIJpZ6c@h6WLl_Xj@P^1C`AnM8K z=;F`{;?S4+fI01Z;On|OmAq=UI~iaT_!2Unf1xhAz7L?j9sJ(M?pA~gWEMcL_)tZ3 zB;_va*K!0d&5em`GycZU85x0)c#C-PN=wI!tyyeox6%UFm>RSOj?ug0h0$T0n~>8KoTMXS(ec^ysZ7qBhTd z%~ifEV@8kpK^!kCR=+6a>^glm`7omXK5mr&A2SwT3?Heya|sJ>p)XX8;d`h;SqUe0 zlH77lV^uOo-Uf$JMy7|-s=Br!5g!_vACTQ@T*(u@ec|1Tj=j0>&LU^(6*-J17Y>ob z((v<>ui2g=OD{880`o`4gB*>lI1H#-Q64b?yf|zle*{q-Pl;xSk9%L2PLttC499#1 zn@!nU^vh8_rGLZc!D7TIC9K@PwNEs)ZP`8G>Tlu0`YShmdND}9HXG5|U7dvQQJdfy zD%Y^IUTt*1_zc;|8tAX*if*sPVOKW)wX`d4&pWRnX)4#|!(1_5Nx;F3$%+d@`|9`4 zgydnDei;OO;8HTSt?-^5g74VnXMdn&E@SQ1y+hAe%Okt{- zLp;x5%M5^Q&k%}bP37s}F}fuplz&dI$Y099mXV?4KGeP#WfI; zQ$MJpv*j)j=-Dm&r^RN2#S}9gczzW!irn{VFYAaSpc$I1HhxU(SwW{9=!$ar*gwxt zFmqRHyNxr&2ChVw+gR@8O7yXg9~4a--AAqkK3=5DD>N{Rm@f?rwyYcs)hxLLZ;mI{ z`QuE_PfwoaEn44Bx2>25J=^YwliFYm;dC7!k-@sgl8myInd%b?{uzH95|3#gXV30p zy^M0_Y$y|+agIBwXlr6tu3xb%uVLhzdaXny)^EryS7=JWBxk@#Hw*buU9NUt*zP_h zvhDFPAkd`Lm(C?JC1O6CY(;;Rx}C1_$T740BC|>j-JG&!+gh^ps#Zhzy6L6-wJ#4l z9xdk-W#VUmwDqdlXDoO|K!L2gz|Zd#aB*50r0XY&@@*VtBy8$EMW?r-U)gG)QkB^$ z98}F>CtDq#g?*=H7OrP?Isob^%fQCn%j1xu!p@D*V9yU9b@54lDI!Uc;bO2&7s=3^ zrICC)jj^UT4@ikQDCkRj0%H`2^gl(rl9cuDB`8 zPVjPgYf$n220xA$hyGsfxsvGI&fYaieM1ewHPwO|GkwyQF%*X;*RV>4DqPTCnQ#U+ z_t+=dWcMB!f!df5?Py4BHqLqwxR~2e?+CyunaTagm#nu|==FZ2P5da~z^l3}s+uQ< z1$7e>@FPjPF0PmbO?!qPaTYzBKWc^B#ZFUS=8Np`FrsI0O*?IB)T5q1Jq?mP%y`~$ zV%GAtDi591tD8EpzS-fFZcD1Tn#FchsjU=|$Kp;xCZ-F`76Tb@d!epD3d6{|P|n?k zo<@2?g_J+xf!!5`Mg_`3&;gV7vSMQAAWn&yJ)t?NN<)gfVy4T$T$4&5T&0jP+>EE23nn8np`ct_qB%W`HA;bxoP!qRE8F z1S zS%k9a(ayWH=gs>*1=1`t8Vzc@nC%G8lXEw+F{o}*5P1&S^R3gx1dCn~hS_UtKpx(PT#CX>j zHuD&HQA(uTKyFWNJ(u?H#SeOW_guWSIRj;nr?+Eit+Rg(=oy+j4=RG0hFUt1#{^NK z$P$_9OFLoS=u)uojR$R~sN)YZlb{XcKK5>JZfp0~`fEa6k~;~cY?_j(L=xjW1&VXj z=yainVD8%Jjm8VrDr)|+G$I|05q8!+evrM$OK=U@3i?XEFfvBy zCiH1(Q?3_GVNP6pxdgmMe@^|-zQ_LSOQBWHgJar|V@_S5ZcBTc>x zVo2_SFun<2g=W$~ewPs&#ax6|ywFS!IL+OIGyIIYM>LYKiJP~7pIc_B=G3L2(ySPI zep($v_0!Gs;IxsKsnVY=$^bQ(+SEKFzZgWE&1D?U^~}kS9y#@Ud2~!@D3s`QKaDNq z{KCvawWTqo(LcQ}Js^=2sb^USmAMyT_HNOE37biahkQXWt%st&=MhA=LUYH~{1@dX zOOtlX19n4t(LfHZpcYuIyTbFs!j%MIAnZWFs&b%`?_>WCO5Rrg7JNoI8>+n)O|@#C zN|bf8=#4SIA1hu{)-)&MRswxae+<-)2nk!(4Q?@-_{G*BV|4uW2l<$L<&R znNGbs3q4FH`((rt*}x=l88;%?U7wVccjFIRhH37*MZ?@4WdJjXvXfX$je_NVaPB+qy3ZPw@1AY^ip7*Tt2$AL2fFS3sNU;4 z<##@m+4XWmZaafd06)61h^YBJ`Lz~zU3>eq%wW={|6qF13d8#3!IB1KBQS>8^d;%E z3AyUr(+BR#4kkw(Xlfrvw*WO6f$;qzFJ^zGEEOaKnxvL2J#yP?Q3Vj}Z3&uATcx`& ziG{ucGy4qy%%z$A?-;^=gs}ga68=}dEokImU~gvYXk-7cIQw67RBCeK3WDO40#ZV% zbU%6APm!RB0|Dc|KJl-isXsp>6MyL0ez;w_pMsQsszrX1ZaxQtf4Z6&e-07QvlTTm zGck4iC(rw5lYbWeFw_3L5_8nEG&A6{HnBANXHmh?$V&NVxB!Yq^?x4m(@pa81wZ3a z|FkNR(Kt9+S?M{N*;pHzIoMk2xsm_tJbqdZjeZJ8{v*2lZ*k+l(D3u@lAmz18}^*>{Q2G3WizQh&AGg_T=m}dBp{Gm)=Oo*s|%K32hg9g zs81vI2l(Y59}f;1U1Qo;(<>l2UqO-u{;#f}5O0sZbX_lf$+ zfe7&-Qd8R68qk?fzJd$V1f=SJ;R}F@DTJ1S9SNxm)$}68*ciahIhfv-;(sAInFZm~ zU=0E}5E4j3^$V}RZ#7N{8phrpY)tHP(2YL#%b*^p4`9R6vm?Wk6Cei} z;KbN^@~z#ssGaBrp7h=3eja8kD;h2uV7!>lcZ)z`XCA+dbYTG$!j~_@Z!7ED`GbYu z$OK%~cR~+8iC3C_v2Wv zWcCstj^!hao%q~9GP3|Z~qGbB1V{&T3iVS?6% z# z6t#wWUxt>|O;(tyBTE_|=CL|b$X26=gG|z9P-s)X-$(l(r5s&~PH`93c})#V86}gc zcpj3N3kxN{+-Z9&t4}1k>Sk79Y+eW$&rfD68$0$5EZ9 zebHE^R4>M^SPjUBm!)Vx#!&8fm0pt5=a*fGn%OqC}T{XEq8mREAd@=*O}9a z$O>*>n1VDaGZa(x7)L~HhuAkYq9ZJE{AHozw9QS2i@fG*QG`t}`m_05zrwUIqDMgE zQY`3vaxm{RkM8##ifA7YB@j@ih?@M_mdZn?r#eZ%A~F>wTMrZC1(?b+H^iY6fHGv` zVlB?|o?gV$p91t{A?=`Kt++`v?v}_Hfb`2}Xw+$0+r{_u)em17hf?~`o9iEPtX4)r z=F&LCnLQ5i_18m<%uEvxa?UCU&RcHZ`8-{J$bbEI*cn$Z)l?nFm(+Y z@m2^gJ2dL#@CWi?hQ$HgYnMyQZ%k)91=5sdvOG9??Ygolg_K`gbpJ}=f9YdgS9SLl z`G&FfXWKZGJ5)bUF(yk-a6H$0-8t~?ju>JuzgPp_y+UvXs4YN8AX27K=^ZV%M^t8^ zQkFYU8b65>Nlw4cnNq0vZz$Y+C=Usha~6#bLY35V1UV8LJSPK9 z0~VNvxgi)`GONuGI63B7wQ32T)pEAoOmUArAY|lGyn*k90Mw(np#fQ1ObSeHI!?`C#dkIuuMv$p2%7cAmgJIh+p?-$&qDdX%<;B+aFXsG$@ zH#v@|k8-^(Pi9y4`IX1Bzsa~6EI@^jMx4t6R~mK*Q{s&q^JYKy3s?n&&3nr{VP-68 z5lyW%>b-Tz1lL38X1I(z6gxAJnT-L6rOUW9k7AMA*lD7S>-`_ENOUYXUl8)rvpf&2w9@Bv3+^sI2#88o zP-E07WhbQFZ(pMga;_4gxA?7l@s6&{tr%0QN)9jCN5^l;KEid`5E=_f-{M!h62bSr z$*8e$8>HglA}eW-lZoiG^;ma=Nu#ZtM3qE$y~>60of((bl&Y*Hw~`8)-?5XmL{g#` z?fj>M?bw07Th5j%23}RbyNd56WQ4b>f<$(tg9eFR1qSOMX4CB1xnjr#NahSIohW}7 zGpk@wK037h1!6CtO*rq^3W%+Pz6{Rjww`401u~M}(wo`%+9`_D9q2XR3mK!1K|`0z zX%Kq!#~?uqd0@{X7~3k|*CwRUo41m#d^UF)pVQ~7ojp9 zRb5gT<^+Z7aSY30^wS`k2KA5GvguQkg4a7$QN+qGRBgM>&@e^j138Be20V@8`K)FH zQt-JLW;DFiNPR*PFFvVkd!XjcaK$dPn$_Okz}djvi>{UIu`#on$=dXB2&>0G3N^Qj zeJyn0mA3~qQ_t@(p@&C0^;ETM!?`|cGYXbXXD}A%LDt`eDdr_+8EWD}U;KSd?XpC& zsz+Qpj^an0*n6`=$9&}QexK1@a(9rW0Z(vl`=pc}7i)Gq3wp>n{pq}_y1G^OYWnMv zNDzHcHo_H8o(1hwj!aUcl74Pz$=6e)%Csa!!<81~$oM3z|0$sq;>8h8tk?;@<)LJA z{VC(%-*-W48IM|-bWq=pN%sMik)SV#*?wJ-{1j&D8h)}7G2(Q|s6_;7R~<;b3}tCY`V8*llnJ6vb&N4fbG0U1Rc!m~Niho*>7A zZx79Bw-#;0M(?IYg1%aq=-G@Lxfm#lUXEN+eVlOJm`f%*gTAhswRJO8Paw*`sV%*m z2B$Fi2aRhXT!eKIGYHa-^x1jqdPZ9+Q>wy6YeG`NuV9S2(2T>?wup5%Yv6M%cL+** zr$O^=AkC`CTxt#Qz8`TO@R}uDbN}}nRFhjfD7yHc=#u334hwi=KUFFfAa3-B330T{ z*!9eq5}isY(y8o8jM=(nn?tePHe|9bDf&Ghfb3(2j-4q+RUtnkd<}aqlhqIjllxO47c}3VF|(^4{~kHzP=Hev^L{~fieyL)N)wK ziya5hrT~_bNht4yysUVS-tsdaC1h0sZY!frU7=+((zEiTXlkglu@aOW`6Rlt_@&JL zOn+%#*RV+D{G!IY5m+MV=+7d;5(qH1voppF_xx06D~)`Q;&F~BX85WC+sP}`yA}qO z64H2viHH?>moUMqiu$ZZBR=5uS#s=pTtap7D;K=B)g3_>3pGF7f02Nn1=Aj6ZjR)9KhrQJMa;XPUrh{@sfs7Jav35PhG0f{bP3@r5 zPZ{3@gf^5Yn5 zYEF^B(0dH3r{`|Ap$^ISptsC42|jH4AS1G+E=+LbHLwVmY3Kyu_&U~IgDhG%0KL-j zij$3pH&`Yb!h1WFB*I{o@9e-7wl~|_9#7EBFi3{uWL`JG^sQT&ilx!4KXRUC!5(nNNl(zRE4Z4-r=>#bYxovw7^#$s>wgndQ-0C7q$YIxa zF3UEr_Ii@;>4BM-8nhUpQYipbISfr2;%3Grv3fdethG%D&h*qy9NkKnNzizi>s-!^ zCD6L~A^!XAYn7|y`dXrOcgjyK_p171JoJ`>hgp~pxW8JY>WcqhI_kUP9CRjq`So5; zy4xdR1#aQP-Kv0t4y$z9UTs|`#r}-IMQw9)r^~2H!E?wGuKmPQeUp$|D3!i8a!qM@R7TdU~Qk_Ft6kGxBSv5>;ro&ef- zuT*a&gg*t#rj_*sP6szR97bx=kaEf@YCU5spApHt?NBQzEv&|H6)`BsajvR4_Ghnb zEapo2|37Ldjzm8mJ`GIQ5*Kl1BbGeC|M+WkMxW&3*^S+t6|<7sD&u5ywttdulT9r!_#Nk)TwjQpYH zyR=F(Il{ooA06OY2&ujA_U@Qr@Y#(dIlPL3IIs#AwzqUSdJQ?1?>AG+uQ)zW1S&@j z8)9VR!*~gfxcA)~&-fS!j+gr|{7Q8FgVno45yiPOkKnBSd5nHgFc+QyqVa>5ijRiW zh*f&_LHXaT+dv8N8e47Fs?!4w1w^tArD^yoo1?9j#lQA6wnfGmeB}_I2AN=xD+1I> zm06?8#h2%xJf8ORTC{9zk%+mvCKFz*p*x)2W7RO0Hw|*Uac?a~&t{9bS@A1mNkrmp zO-rV>YaFvFl18SX&jir6*Z1B> z$g5;hO^uMZtuI9wZ5BIY6PoFq50ebuvfv|kBfL_&aVGjT%#ZO^5k0~KT?K|=^gpd5 ztpNEBbuQ1hb+`7|8cgDrbRO?w!rp_+5f7FOwT3q<++^rC{5SY-dJ>s`J!mnt9UYdd zELo$#?;qlCcnbQ+m5uF{7W9jGw0d|dV*DLxk?_oQ7R*E`q-#D>vvu9-$LEjGszXyI z>myo@ef;}nC$o6uOt-%SBF80}7st)(ZyxQacR?B4FIiGETdh?0z@Xs#fII=TdgiGbi(qQ^e4gVo5VI(-qSh{qn*Ais_N^GlTTJlH>%}K%}IVX^=3J zAL4ow?x-=-!}g6(Pm`j6o4bSWr@G2Ax|Rn1gr{xL~$ZgD7eSu!z~&Ne-9XlXsLj zoiqnXD(4QN_*F(@-Sb%E&Vd3$rPvLS%$XI9pNlDLH&%k6=@zf@8~tAARF-ngRsDUE z&4mkH;4F|%@@Q~k`MAIse3>x~vQpfFN>h4Y>PV}tm9BW?opCvFC3uH{h4MVT@&ZI-KOY0*m;#Lf$mN9EiFhxO{>pruX`*q>&whs4LzvsJ;?-~5Go==g*Uk<;5EjWc0{rwfm8EpQP6-Q`s!o zS?B&sh!)F=eXvqqi*&~V5Ba_aJUKThXSBNZH}RB}S{9V<>Q1PXAM&O|^(>pXf5S1U zQUL+?ywah?Qujuuk3$&4> z*_I~1J(Xb@v(OmG6LKB=RnlR23K(9-EHOb|Csp4y`#j|na&m@w@9biRm@&%d+p`0E zj7X|l$Sq)|;c#Gpx-DH+s4;4^^@Jl#rw#emr{-OANpZLG;Jf-SP{w+3HH2Rm3 zb%;_!$4Gg`>`eDZD5S>yr?@ALA=vjBbugZ5in_Ogq+i@4A+cNq9&xM9c|H%!k~p8w zV!BkO|N0KV;By%lrNz9_Wk^snZe11&2KF%&a>xB!iooWBnwl=s@y<~K^+w6p$wyIM5Mk{)bFEKjAE)T0Ka(X5V~k}DOf*4JfR4t z)Rhp^^`hBCOE-$XeT9HfDc9=6bj0ACHk-rMzM!7Ncc6%==dkuUaZE`w1~-s{z=to9 z4>Y_gY-vsC>A1?e*I|69u&MZZ zPe%JNQ1j?B$~WjISQz=cK~r^ae}C#lX2c0~wlJX%F`EnbIcNhEZ?O{6+rvC|ZkImT zup6)|DUKtSSDlb%r>gN0iF?-KzfxdLvl6yBdSFz+pXS*}GJp_+JT&bR$2nffk=t9Z zIe!u)5vyLQL%C^R9-CRbz~H`g>tAIuag0ib#Ndfp%@FY6s;lVD@tyLX@!+-$0sDHV zs;3cCvfOqJwuugHWz88VvDTI-DT6r{yo{?ZWj=Ih#^C;4HCX@}`0c!|nA zrifsy^DD9F;?Lq&**@{)*rG9Ds9sYJ zk)e50#=yXB-7FiKNr;qz{2~lO{sUJn`bQ6#G!}#A**DSUU8og4dV%Fzqbrp_KE4NS zN=S`UC@aeJDuy|JfD9aH5ohb6?aKe=ggEGz7{FI6RIXrMLANoNKhmeu-L=Sar4BN5Vp+_TIdld%&PCTul&b+=1^jZW%zcO*t^q6^|;rspnK90E>gs4Dd;E|gi*iFk|*9X;Zp5*qrr|P!pwY~BbY;#YoAWyzVqTE4BifVi*+Pj|crulLx$|=bO(Zxg?(6KJQ zmq$vW+fIJO=wn+_i6@b7bQM-;(R66Xxdp0x5HP@F{Dz5Gk4M*DbzwRXZN|(~T~(aR z@WhU&#hr*2gG@C`vu_cehND1XvaQVrgeQ)JxPE&;sRcO3Zhth?PAHG}H<%HWE|>hu zDt{Z^y-(rT*^M730Q?=zHWF>yp2=DZ`$#E-byQ#;e1}(j&S%HaGqmG7|LJr$YDmF+ z_~25kZQ$;S%i9v#uw(arnNz0a(cwzpxbYR6t}xyp91NMUV`wvWQP0fQSk`?1DC4+a zaW#V62tB8+?YniwT+(NlN>mH_=yOn}-f#*A7^YVgU-TF^9X;yiGuGJiK7!cGsJU4b z-veVi)Gvs%!t`7cIyoAswyMcR%6b&GNsRf%>9YX}4EJf~$S8b_+!4F%7dCacjV>8- zpP5CNw!*33ig;rZOVsh{0n6)MVN{Mba=p{)I_&yWLqlCIWP!1iidw;8&O6k5ThMnJ zG)naNp4>wjVf(9meF&|wS(rTRR+b>={mnoB2oDe|dgf~{HE4&g=dmCweL-%p!sOLY z6sD|rEAji#-;r~A?R0;6QsqTtPu}FH&%!BXS*gV2uTxPK6UFzxuc9l(+R~{`2oHAI z#gIHM2wM#K2V6k(_ypTNdXEVeCi}A%J3(U~r;a#(=c??Zt*(U07yoLnEx1JuFTT>- zk3;$z-JBs>i)kJuR$7k3K}0fB8lT=6z5+%KgtoxyYD#apG#6@!J}3~<(qhrP-nquus&9HRBVZ^BWYi}qHF7tNusxH} zq>rvPmNLEIPeTytxMtIZ;zF!@Eus>E%G;wZ%_6oU(P|bd{6;372&T+xLNx(XR8$9& z|MfAE7UMJ2+MUQtB3E!2vVaaK#-S!xkBs|4gU9R0K*=g>9B-hlI#-UqyR|3h1 zlo*0VkA3iI7_*jVK3JUP+kL!v{7S`u%}!mF&)-*2v%h&Dm}Kb_&?c97;fNh3>CLpsLLHE_(o<7j zbA7I)`x+ppg$-RmG08N8HH|AdUx06};B2$P8S5LxiasRnrBsv;2hSID`MstNXWPE6EY5Wc1T$zJdR>J+})a!=g z@cZQTtvpul8xU(jFBvLBQ=4g$3nhILGlG5FR{l8>;7L(bkFA^|S(SQNDJ$Hw;3VV& zH{5+oX>vgV^@WK>5_Y%fdqTnn(d;i4{B3MGY=G~ z=mjS_^htHqHyAs2$@_SusF^1SPYXePie5s(?m+y|>QH{!Re`x-u5m)u;+X>p0Q_Ks zOyWtcy3-LO`JMRemwpok)0H;%D@}mlu}Y;$mEJPR?I-lfmjLyxS?ljmyLr;E!uI<3Uq2VxaX(q z21$CC^{zwvb^g9WltRZp_w3MrOTh(bxz84Jyi+PUo2B;%5qT%w9k~RxyjXRb*jLE& zsCh&%aW|CPujT8$bCNeJjq^C_hUpDFa4QV)ce#fx*qND{b#m|08r2#EjEU$Nq7?Ln zRNOO#OH_h{T_33P%EAhh1>i-dGv62ddA7v(m!2%xf!Ls2(DgX{eYN7nj{W171ZdPu zH(H;0hs?NLov*EPNs87vhMO#*mQySgD@e>P=RCZk9jfMI+wj?&3$)B&pQ_)*NsLAviqhDlO=Q%2FeNi>8C zU(~m%v8o_imH<0dq%UV&HjPr$g0A_~2oFbksc?B~{mns5`HfF9D7BF@8Gj$JHS02; ze>;V>{BwV`n*4gv_tw1~v@B>^ebj14ams7&Fq?#yf6KUQ|wii~I_A{9+$ zn)(Q@5(Jn3jVl=QbaOH%sJm5L*sOnCOpKmaM82}FXD^<~(CUSB%xA7Q+XN-(<))f95g3{Jc_AB}QcZsr*EXD*@VfTrC~E0& zA6=%2ZkcurE@#)W*0wu7!(I9w_7Xj2V`{N9Kt&?Rid}NL9Hgh_Jw}I7hE_WjozRBbgWvsh;+Af89}}mM9&#Y&foEhmmnFc*f4?ohyZ`@ zNYoD!$r6bk|0*$ReoU=LLxbjk*S~UB)_ar{^>xU=4FgS9jdzZW($Zi`>?ukIlGZn^ zhE7xhKwm?#HC&BHJ<{3VLJl3v^aqS;OXI8XQae%g&Gvhp_CSEEe$x@mNGq2ks$lEA zCmmb|V`onpEXyZ@x{t!z!4AfkLZJBB^%sSSbpz9=dk-3q5*n=TmFNQszBDdyLXwsaM zpt7&68vcwB|GDc%A@g|cjFK&N_4=$_p}z=FbuHY<5eU!l^?rpaG<$QOvMjVhS)=OC z`_mT_))9Vn^>K-$cXx7l!{TLJ-mqPXj9Ag zTo20|N*7-V!QC!s#4Q2(^*QXH4-uZ@hYUZ|bQZ<8OyfHX5A!(AlE3u%@L+&xk8@z2|xbL`h zoMbrFnvF$@v2G96E+oyaQ{18=jwv#>T62d>k##GLAi#My#rySPq>Y(caf>=Kwry4R z5Lb0yyYc2W+bqL8*H&8#deeTsZ!X6#bp2FPQh?y5GH|P{)?5dShd3K+9G5QBK#PNC z@#L=szu?Dyc5oTuB4!lCINYUSD0(J1)FO3ogiVr zS8zhfAnH9zXK%YRIg;c6)lZ&MunEZM;cgasiR&>v+HJ%M8WxXedbGM=+AE0Zc_HnvpCuydojsCCOv&R6Fl4Y(p%{ zrbs1T4-+sj#slsPC*S%u@E!9^>CRCI>1?rvBgc=ISuI6q`xsEXU?CrOpNB9Dp{L~c z4{>=Z7%v7?(l^{(5VZoHgXMQ`J|MntMP1RJl{)z=`^GBh=Iz)E74i=0Un3mB_L&0QE9;&`W&gM+CY2nBf}hzXMoS<($WDSe`0&S&8b^v#>=lN}up zD+o{=Co5;oQZk4w?C2CGpL15S#kz+TOI1iFAR(z0oXsg#wOKTt4Q962dmO(k&FsJu ze>x+1QcLu|;Qp|h?=|_y7^_Xp_y+y=hr-6MFbbJ4)kh%<;yQ9B$25?VmQ}7nIv|)D zxj~mLCllyfss2VUmNDwT|4u`!ZQdLZkLqlMBBnV#nz1D2iGQ5bK9|Oq_l;oaL=j>I zoeGZDSz*$m^+FG&GCM&hh8J6d-iLoE9{1wY{l+6&&U+G_T=q++5NG`hVEihZk!O@!!3c-hrJ4GT z6T^`6TNz92+x|*nv<{|sE$-uyMB6_6^Txl>T;?A+ z&;JF@6{Jz1QKK=i`2lokOliz$ENCqMg%i_Q)7To>o7ouB*wZ-BxYGRZ(C)uEg8p4{ z_>Us%KSWpmf$7r!c!^kkuK3@fT^82=R0scmK)a6Mj2oLvT?oGj&GVAwezP;UM{Ie( z=fQ&IPv{C?cZ$&PEs*gcfI!Z2glPwy$oZel?xho7cV2s4e|IlESE`+}m|TBecs+3+ zyTQfsNhC|GVd+6C@%G4R>RQK=@hbl?vKRnBw{`)%9j?4Ncrb?$pW{*BjJ|DzdJruq zJ^+SVxdaO}!>(vIpjGbs*Ks6#!jC#9vd}rvPT8C6p6TK;R_;vd*%k57Ej9BEHmp zP+&rCpZOr=Ex1sJRAc@7ySu%xcKr54npPw$tblm53AnuA;el;!0+oQ>U|^=a896?` z_lJOi9xil8c)Ya&VaI^?pg?nQqiHG0aKff+12hD*08b_X+s4cRq)f;@;8ic-eUWdL zR{?r9c6^fGDc@CoVSKpI4~#+W9>Dl{^zJkPV5bnF+psWA^A;( zv_RQ~=}b0zSWv*ZB2TT6x3jT^>#3!-urC@FgC8`R8c4`n+4_lKBFN zs)ov>zymk|@^V#PxOyip-`fX&!TI~N&LY3Ovi>-Xm`{G?c++B&y}?g|L)wJ^$yQm* z@??L*e9ZR&2LLY7Qlj)AnL`Kce`?`g2Cse8&L&?&-Ggv~=C*=^`FekTb@vk>?;7@R7HNg^Jq}IpXrCc2>@eJ-+;e(96nvfzGL>f z%RX$VzORE(HgIr#LezYQzq4rvAdgNS(E%paSy0pg&mbD$cD`Y~fIjopol2M{CQrNb z$H*YmA?Iv07}HyOJ~jxxc)T&>0goUXm;7@pF1~D!VsyTfmvHoKOVEHI-yd6Y>Und% z!*fB64}HCPV@>tHAo*fV8*{yN_Gz%gm*#oiV?#84Rro;0sPG~H*f|Bc?&enGSwRAL z_Lv5#3vl@;VE6RHisa0Y13XN417HVIZdF^Lp@7|teA<6Dc{>dld^U&u27&+Jkpu*Q zzvGeQ1AsqkevL`0*wECP<@z>8YTNc%?ZyWqTR=7sV&Mp?L4t0qhP3*U`y+MP+xR7h z$85T1cpDkiugxjL=!Abk0Sn~lY zz3CwdQh}wo`FFh6lqp6r1UB7WcERXOSW=6#f$8iJLgQv)L(}CFDAHTqg5wmi2dBGi z89@QkQpN0?vQ}E9urQJSjg=7i<5ZoDjn>a-Jc-L7IkzFx5;27q(O)^Gjzb)p(fn}J zQkNW?td@u-uHT}AT&|xS4y@s-+7&Uv(fGwM5SBvrVw`9grI zWts>MH@SmGQIVr_y_^%Y=(pfNcSHOqs)d|GdmbFP{h|?eA2uL|Al6OsEp9q_{K24Vxg{yX>ZFv5-O8??37&N zs}_8n*`W$r9OiTG(8o7x3W>bf1fB^Yu-1pEEG6*Lob#MZ*@>h$DsoeCTO&+!o3)L1 zj$Vw_1wg^hVk}XY_OsPT7kai~JL-rFW3V+#Q+-JKWtmE6HIoW^)Gn1tlW@=X;`oD{ z9PBK6dc5?tSwORL#ul^m_#cne~)t zrIw*@Pp8qZJi^n)QKLsDs2QYK6w_y$Pq0TCcTlhq?)vyO`rZ-+95>iIdYL{&pN6vP z0Vb@J3UNH-4OjQOl(+8#zlC5l8%N27P8quS>JAy13S3zVa=0{tqbi9<_CZ&sI;=u# z3J^G(a7LH~R%*2Qt6LxZDbeUA3^A~=h^5%r>pC#O-Sogwu44Oqg*0IM8*@u!CN%nrZV6UL@+#pt&i^u+-7iPD;WxdE7=eqMuAnhu`vS=OPl zLBmu3$xHP7zU+xhG(WxNIrV2E*E0FbO<0Al_6k^=RjjMS5_^^7&p3om0TiileGO$f-K-I96|+xQR?tmN z`{Lg)>baw*mdVF?)Eb9UGtZD(7qE?%sFnpf(6$1Pry>om-VZg&&=W*AU;^` zUmH!KS_#|%e}we?v?NzMGh{j{$3_Ph>-s7@#XtL9fzm{nMydG8wak|(D`~5hsI9>) zRe1x_SITs&B%G{v_I>uaZ|D*$wbS_#oo@^+1(O3(-s|B=gMA6S2P6b4xcF&8LaJIF zfmIp^yKuK^#qr1rcK-lvbl}3KuBojOjrOw1ae|mNx{Y%MJ47i!E?$#b8#B#3mB$W4Fm(JrYm#A7>+ z2G=c?yD}3tL$95Akl#~)YI`^8ZKF)>-{HorXSW_5EEmzpqTO;O)UNnCbxHYy&H0ei zKl*1%AYwUKdRL*FLiG+NT{R5A1?608;9ln4@Sy~3q}Z(mK^ngwD5SSv@idhKGDfn_ zxQt~?=FqwOsCW!w{Z#xAvD2L4AN7xtN{$v?>AZ07I>mF*B(cxs5U)aw3;O5uSf%AC zBns;4Z^HduloTuRTJ`aUzg_L-Z9tBH`ys9{aiq{5@y+X&JA?xkq26l zK*)XsN&S0yriQuDBA0=YeBzH8X43QS5o8{?AHYdOw6R3c#ku0mD@F1!$~{|JfSXc^ zRD;V<_{5s9CSZ?f@xpYNIQhP)k3>A}Zn2$O;Go`ZGpbC#_X7p&-?~5zrD4PS^+jB` z?DdVjqIUzvQ#tU^rt7D~hlS5NEl4LGTKX^Zna@=#d4x-+_U{c(pK@7!a#=2A)s9>sR9t13quyd^qc7i$rm>9To}kELy_7?0OkU}=ERH8)~8l)np)=vb!f zo7Vln%RTrF1Cz}knuoTY5)7^-JCcr*M<1y>^igQEP|z?Zc$7=9%e2=3DLmPA2Zvo3 zl5xReb+7Bhhato|__s5s6TPjiAXQ78nF3jQvco5ib<)Q@8>h`KaE|qa9SW&1H|gzp zG^?#n8bLl9b$@J=U6plN(_Escu(J-}G^#N$0_5O4MAb`boSl5ST=7$VbPIwBE zCr($^<~KKjCRPijDnY&atol4(=ZuByKNC=f?{Fp&=b9<1F;IgF!rpejAk~WALGxAu zj~a9pCKCA@`Sko@Hv@(uS|oIA*>*l@rU0kQ#0V3%|1uAlKak=XPx4-pNtO8(P5UCD zQNn_ExLHm&=gc4g0Crw*9pB%sI?<#d+OpxrGdD)CsNs9pfk)`oOIb!==m^zYacYeN zL1^>#xgP$t2FaB@4W|W1HyGz=kPt7-W0gJZ@M$VM zu0JBI71<1=Xv#4gj6@3jH&k4qU28LSOpa5T9WI})ZYLixH$kZH)jdODJe6Ibkbvo#N~60!O+bF642b4a1hYdi&c~yp3u;?;9Wvi4 z&JF%=hD3j^hboq%;jX6_I%>+cCZUVAVp7lw<(kFvJXq)9N9acF)64<{;gp@h%~O$U zMol$tKX50ZNlt>(+%!(SC~Ht6xq5hOe$lkk!y=*a44mPoEcx8h)!*;MNIHl7st}zI zuH!q9ZSgxTTh~+v{YuuN0~J^5VH4}*i1mOW@EvW$qA5(crPB`t^Z47LPz-N2xu4?1 zqbs71#(W``0{c|B}=2gh@YL-E)uVj1w%RS~UBH8i5{qYj&972Hp z_I>d4-g)KI$SBWZT)&H^%>WBjQT@^Vj$06=5B!Qb^j$3u{#6571yL6kr4r+J6% zs?irDRdnN9L`J{HaRKglcadF{U8`)J{78NuR{)46m=-RMydz~yrd2Ivx~L0v6>v## zmP_|7C7-f^`h?=RWjFNJz@Mao5TA;pq1fYZin70x+LtXE;;yV)+IHWe7pgZ+BMrm5 zQ8r=tmO3*CA=E2?yMexxjjZ&PPF}`41|K14QPuXYEtx|K33yt5f>rrW4T3}``}0^s zH?s^6xmq0Bm^Mrq@RfUM;hwd4XE{3KkLZn3-dSEqe^T2$bv#-h(${6WyGO8V7

) zQoE*kdLVqWo`HEBpQdvFO^dZVH(~`Li zFdV;9hPg;YkS`#!sV=A(hq9Zyaq499ptO(dXAEHmP#L`*UJJ+5Jn{hkYkRRMmcE$G_oXrsmj730e|}QAaHv<$bA^8^XmWbiY%AXYYD&C;F+wSg-1H zQifhEp&aKWsEpvrSrzL~`uyZ&ny1GvqKnsvy)~Y}di|LuJe*nc}i;E1RUlw9Hbjn#>% zG>ha+@e)|;STN~s9z8ETF>ot1ALo=RLuEWG^rgd%|2S2kI&Ynnc^wySERY%2-P
@YdgOL)JtFosJ7UAq7bs zjjGRJ7IA;fs{^14FdebmO|NNkt|j<2(jTzs`e=gq+uLA8>uklGY&}g%NrYM>!I)M0 zW;)OPn1eg}bZSj`mj`keKbk;b0-!fB;*+SiDJRoodX-m4_^1~v$fUcL+uD^1O>7YH z>e`m>PtSU)aTMMx-ixZA7CDBZD(_>qoRYVJ<=E$5aCU>eu7N%*yFV5}lr{#mi!rq{A^)}b&WYSl1*a17TNR{wIqsnD?$&3>I@x>3R9efI#$M-2uE@+iEN;(G z=HbrqqXmvwr<#!p6fx-qPIBN^`|#}I(#-SH=iK@hcek5Zt9z{bcQoix@Cpl9HpdWy z4zaK`Kf-?Ato1WF z2Rm%=9Fd8R>0suQQ;1rjWal@$AyDTc2D%e2BO=1q)4=M<=pjf&gMzT(?K9&*UR0r2xZ>t>q5#>=!EanF=;*xQ^qt!9vdwjzXSKdICQO6T&*u+kXADB%izZ zYo2r&;u*#08t$&kTv8rbk6b+G_M|7;l`2&=zq`}GiS(dMq}hjtN?EicO>~j*{S&lH zDBBCsu%U?@x`n5!WX76M4fOHc$W;>v%y=A(gKJ!?0X@>u%l+~%PBv8vLj^Q^=IrO4 zh9LfUk_xO}$>ubRQp5J9k{Dgv*Gm2g1T9X23b}0k>Ed63p<)S0>$?X{Xu?%C_n0Q& zO?dZRPz~?$d1I4SusdWQk==#g5nn_o_p`F6lGAG+B(&}%6})5<+0c_i0h8mB!)4~5 zQ^lF&Rv@6@mI(a1Q@Zj-q6h1!h7T@?Fv!+liS68*2aoYE+8?6cUDJ9Xe}QvEF0zwIlk!MS!DouH&WxNlbnv!J>8!l@h^xi<|fUgU*5}* zV25BNOw%c^1wF~E^*3r(60jTxhYs5YX>*&*+;HTdM≠D|7`m8SgST0adL<3w z#b1L+>)NBg&0k|~hR+Q|cD>wXbNo)N0fE(JuJE|+XJ#Y2ohQFO%Zo{+W`2#i!_&-| zTAj`jUJxquY6M7I;GuUY`|vB@fO;ui<;ZN0cz~Z$*U?vAY0V$|vur8}>@VI~QrC{1 zeX77b$WQZi&Jn+>>l-w*Ym*P9T#+*8DP{asA(_q8`_=Ff&%}3QS%xj&<)5^*Zfv2v zz;WDM@?D{4aH*a7-uy^{7Z^vWn@YtZcv99J39)*pI=J$y)pFu2$UOSBFP9MS!cx2b;A5ZvpO-hKsc*CiTM*a#j+}RDg25JUVS5 zZA$i+XBC+O5k|SUi87k=y%kP9V{&Vnwkn<$nYN6hBdS}8U0F?T4$nyie-1!r#&^Vp zriIG>ZM;dsM_i#RA+x(*b9CQuE8F(S^v_cgXaXH?r)KpbsYEc#m z6X~|Cq4gC=i0^#&7RykmKDP(LjekTIvxUp&@4%9nICgL7MT7s*HRhi#6H2kj378AO zLYrznvLKr3v|mH-D{!*dz(8~GXhIx&@>vb=B|SQ_QW)AF%#A{o5G1#`Fdk^ric5|5 zG4Jurc3loClv9j1wRa4 zR*U@G(nQ23wkPEz{}?~(I5MjZJ!Jsvc`N0nAH9LNbdtWt$Z%-Q$3CH>f3l6X`xTui zYPRCv)p|DSvdW`7rS))sl2%m+XQ(C=pQgRAdLyY%OJy_;D+ArG&?u8iu@0Vq=u1A@ zvn~q>zrf&3u-5r|RAzSN-rPBm$L04SX_F!T_zZd%3t5{|)$Rlj1{z84HJ`o}4-e*f z@*HO6McWYp-%`qnOZ)J9kGa(Xsjc3$9oW0C$B(aY@WiKrL`5t0;4$qvM}>*wj%Kue z>o}}2+v=|qu{a9H+ja}2_h@RHd@?Z(@6GbA?al}25jPwTgC5Ebyx|=eE=ottQ|9K4 zol@!>k|xrRV+~(@QH~r^+1#0F9L_>EP1|y#YQ7>g9j{ySqv{nvsTxc#V$Wteh`#eq z@F%D$f%e-yjbAM&*^v{lxF&;T zR8bC=F*;_ge22666t0&=4;5xQu7>;KePSH1=2p`rI|u<5^`x&fZ^B+QVe-uC%zUpq zERSqo)k)g#E9OotJR;3LSE}5I?vTo+pD!%?OA&sbj*H>3Vi7VdjM~&?D{_3eFOv5t z{B8zwfywtZ1ROtR_FTF;jj8FLXI-oo0l(w*9a#w;eoIar1xes9-T`s)3%M$;z)6X0 zA5MQwgTBeDP7hIiz%OG;!5*aafAp)Ib<0ci>^y+ z(SF`Zp)nwB4f|%{lr_kRM3tEj{0E~$Imj>I#LdOcRB+aHEBV2@*t#yXzkLm&jxgUv zGsn}C1FSi5)7+M@Qcx^61G&Gz=p!WSct1dsNKR2oGz;;6z-gn^E3=WBA2H7_2_~^i z^*ocjl^vr2=e49Fe=aSq3l!IcjMT1X7fi_Z5pcCH*)w;n|B#Jo#eZ3g-Q5u}Wh_<> z3-Lw0MH2|#|J7hr@RD_+;EV5$CwhCQYGQFrZJd{p^J_E3ilr-sNvd(CMK zp@NQ+YrMNVH7kYbb}FTYti~bU!zo2PNktu^0-P)!@Vtr$>xR6fZ7$+d*67#hQ7RfV zLpsE&`Y35bEp7VT+n{^9?MiFGnjnDU$dnS$h9XSu(fTys_Pp)4#>-g&?&uoqNZ^J2>4Ug*5_EpLBc5}INIeU;R zWx>^P^F|NR_2~6ewn8+no|fwLff6?=zEuB+hqLY(#0Sz^+hmJ7TVBF&{3_S`J@$A76>*Qx?z$Y;?TN1bpUi~qg}m` z_v3tKK5`HX1MVci88Uzp;N^W!FvvIi@!6 zbE0&g?R$*jNaLo_hzFLw7)>ysg!9QI=F&cM(zT(-gk z)Af7!+lSlp&MR&%SLX*h-&?rVyLA5E2d)b<2Jx>}3*?w#au4cYGQJ#b8aK?fjb~@g zn3e=sTOfB^<_~WU=A-M;K`aC9yWB4yFf?mKggWTw0cWX_Xv;KqeEk4-R?9#CPk4d< zKJWH_r}2`~lvUM`{cpU$f7Gh}R~E1Tzy^d;k!bIi9`dA1UUxA_8K8{1VW@Ff&q(4etgIpXnh3b27xw;%LI{Ke7I1WAVh3P{EN>rRbb!Kyo&z<`HKiYjX=eH*}{bhD%M&sF5twufN}OAF$VP4bQWpgzK{dOgaDMm zNVb&HUknr&ae-TURo`;CFdby3p@4d5@9G}5h%h;^FX=DfCBCSYuF|t7wO53N*%WJQ z8A(@iztsJ*9N^%bJg;|*{JAfKL_LXof4DjO5*5Ss#RU20jLan4vLR(99vM<)BEAGN zNZ?=-KtKYSo&E)baDc*sIU~QF>@Q-&zR`pH`qRgatx85e|jia_lG<9a&_yU^Z%W&gllGZDl)d;O1cnS}u$ke~fFHboey_AlUXf0pmo z@t@ee-mb4+PQWho_JbgyUo^PifHutRfUA@$pK|6Avwsm4(Z$tIy6ue;Y2@p3a9mVXw(-83m`EJqjZ0(s{ug-1`hlo z>&&5zm^?ml=ruXAN4j!y0N^RZLJJA`%Vo5sumZ*O2Xv1Iri&t{CxN^L(Muq~41S+5 z3d*8J4(Me8(N8`?auzTi^>R}~f<&wv_aS1e9X~kt0gwUxWPtu3mpg($Qb9P7Q9)iE zJjC?cpRiJf@4hWw`p;JmVk$_)&MmJWE>K{jv&rAVU+TD0bNXk!#gY>sLp}zWOZI#E z;3B+?=^JaiDP3K$y|cZquyA4jm}81jMZ{3W(}}r1#ZLb!Y>CSV(j;9~uM6N}J`_yT z_!O!oR6(Yi{f`+U%_%$Xt7d7fF~Z`1Pk7#4N3m{#0KlT zbM@v*d3a_wB$Z{hUKS34M?#DNuP=1n9bOIuP3l3A4w5=}Tb#+-#JK7q7Ojp;#gO47P3^%LIvtS%M}S=;vM3)qjG@Cg zf%mB%W;Azu(|yARlM_PTf@^|<$KU!2%cj_`zIv?j=L(-gYrOSmADAH;79Q*?| zR~rxa@Ds50jL}F7m%LG#_HDUGT2s0I3fbL!#XRwg>!}s3?!A@?V7-ijW2#bEDq}S* zxkqa6)yXi7s#;KDm^@4+s*XgPrNo?f&Q)*a#IWjkoeIX8C)J%qjlPXfY_3kKZd$m{ z(}6N^nyGq1IE{a{x>?%rbLa7N^YAewm(X{1i?J5s98icevClaSGn)aezCBouuH${k;*!}L%6eIAi#cqks5VVHa( zGb6*WGOc?wX|%{o+9r>U=cy%&(7?SjSOTUq78b47+28M11$`5+lHO-`U24$cllb z#aM3Vn2*1ouZZ@QY+b=M$qo9-)v#Xhp0---uEDKAMOy_mD!x$HduYF4;~QK?q`^XA zrZP~Io6Y5O2?>#(9KQkXw;yJ;PNn<26$?~G+w27cifG0u9P6e5TT96fVT=+Lwc#QC z6@1zrN25enHclJ;@_|eUkQ}e#;AmvBVHtH{LfU%BXDx@ZOxwpUC|)je1C!`2)n~&9 z6V3=5jmxV~v_2@w&U7-Woy8kq>miL>9{|?Kd2`aoGK-e+Vv}xP`u;o1;hl|)+dT6y z68S(5R3UB-IQ;64S$^BAv-an~`Qk2L&*XW(eork-8Du|~#GI7g???;L zsIXdRO(0nJj|=9w&|WxUbK4~j<@4~mN*4+)^x*DYn+m=v+`qaNbPXht0tv=b3CP<4 zWl-TmUCU%6sY(;AXtmRDcH6HU0N%5;ZtB@Qvker7T9bH5z6Wpb$@o*W8CXjRdZpEfnh+#7ss7=q6!|J&) ztT+n+!g*phSQ7Nc!Y7-7249i=2dLwS*WGtt{fwcoPW51ogS4M@s)hUdd*R}KcbTghN zWwC8fV_3btfUziZ88pf+eB&^GX~?GGyG%H6$sz^vogY|MoBuZWC|@+vn}~M#jU@%M49gqFkOU(2@6)LC+b%Gu zjvLpY{MVWK;N(CX>MStq&z*Ft#5e1PF*0iw?t^82i~WK1gM<@G$lC>(`y5IJna*$e?{}y#R#K1~g$*%uJY(#dB)!-cOl~J5*bJ6`5mZe^eep9+0 zD>;@h1Bd+>VSQ5Z8S$p1)}I7r;zeI=+V*-i=4p=$cIV=y%~g^>QsXK!Hn>9$`-ab7 zP}3npA;=5eQ4r2GMaAVAB2RLZ0$Prb-Q<5{4D_#$pzl7P22;}o*PA@&N`3ApAVx^4 zzj`Y1nLAbv2l;sP(A2C*G~;|3Y@sFM`kX__VJwiOw&98p#Mt|^82rRDZCcvg_vWd) zQ)-!BBGQ{5d(MG-@BL&ssva5j=&j&}3e|(2dcE-(Vp?-)?H%+;R_tFz*p410ZzQ*< zLGeZEOmuagWpte?6#E>($-sYY_mGo#hx;~jF zdB?}5HP6AD3cthAR>?MvV+VN|r|`kluc17l5JEI>jUu(u!)cq7tofYYCRdG8%TJHKrxn%na zVE(d2wk{qtwvMlKQ0z_9Y12))_jv&%o<|kV|F$NyQ_o~rTKaF~disUF&!M@mlcb0F zNA8dn%k<2RxY(QwXqk|1^9=>oZ@Gz<;U=fNb`t0vVVjaK?%K7EL}kx%Kx|FZ-oU84 z#M(;VNL!cNO}z@Gdm|G#;BYEnEC#zUmp7>(4XwSImppkvUXC(%Qk2I!iBI7@@?GBD zBa)8&_rk6eOd6-VwgB>?<7cz{yj-xBvLzstIBi%6TT}>5-GkioOsuV^ALFC~hm#Rs zGe6LB2JP{8qIjT|-FBANWa|$4qsjDayX}O}h`H*h*e+NPr&&SDM$7;XYNWzSmp0uq z5R0d`>tS=Yv4dkKCdG-f<6X1sXdtu5&XELXAI({M+LD^iPWcAbk+r#({-A+h|GDp3 zwP1OI&kPbZx)p||V!gOnUp;oTqJy>jDm%!GEVaeV^{Q$Y%f4)Z@_^V9$pkxyP(m_mtnEXjQvQ-CbZ&Y( zq$_b1L|a|AuTcHFZ_sh6xK@Ds&1pLHs^DmfEs^s{d`YK8pjMjhS~j2glM8K7-ClS| zJx~C!`toI>4i)J%3wv92$5Q*8mbwMD9q@Yf#PXl#WWmKd;dUZ~5s^A)#_#DCc&>Gr zKW+L&Qw}NmdrroMOERUuwtF;unG&}AS|V!3&5kncj{Sf@SYurTnNoYi$`mI`jr*u>3)34<%VZPK}j$K5{!TCCzef5BfpP}Io6%N+#5*o4QIofb9PHr zGPmLJudD9L5R8$JbMw1FrGnPek9Be3K#~#t_&toc|22V;A=0OWPH#TIb=IwH;wq?F ztTS1u&^e=RS7feh&&bMX`;89k+oYvhNgA2i8QUFXOw4ayJ*N9U%Oo&_sVA5EQheTr zQlVacoGuXLFuEP@?yYu(EH$OA;`Y|m1mzU0x+7T2q!NoauVN)z<|>ewSb^GbnRi4) z?Ok)qrSK7Y2wSZG8#CWqVhVCX*%I~!eiTRY%pm0VUyNyK3q)l?RBo*FFl;f$Z%RMJ zmun{J94k%7mWGfR!oNY?pH?_*z~*4`3_@kYXS;g(Vzg zH8zsH5g!VwstS&vD|Bu}*Qwc=Cc>DIAH$CS9(<1|I$4x3qp~w%e5}V*jlf zUIvd!$g$&-HFdT1KkNGDq&c6UQ*e8v2U1_ky@sB*E?N0{g@x}tc%cg}c0M=aDk2{J zTCq5OlWff5sW`!9WL}E42Z_zXC$<&?axX24u~6q2t}cSkTF?@_rV@@M1vqIHDCTpi5Q!zE0V{&k8y8kd~viN=~X z$L26AS0bF&y%ZI}8ZG4Py&-cwStXc1G#s!vTXAU-S1?gH&sVMfQU0M4U+2Wd-bF?> zB9W0>#2YE7)(C3f$((zS5UfiuU2JmngNVTxG8E<5pB*io3A1sTbIr5bR4@vaz zZN{)vrgd z761kN{#@q;zAK2{IbW_%fWk(H@RD}1y_`{?-_s>_8@;Lwl8ylRU0h|4mDiN|#}fg( zDIQJZDA9rQvBGZuDC0Y`$k2Y*6}U^=St0N^ai&D}-&<=A5l|XpFPIV?e7__C`F0y{1G+Z2`16Q2Lm(^+@yQDmy?N@#cU>@FI&^~#k zOTRWrQAoNrUCEoxPUkGq+QqNipfVx81PlM+bvIXDMExAoHcg7@>vt5|5P)fwfmCM zcm(RcNDTOCl|5N3XA@tfMOK07ZmL!sTt(}5(>|LY^Wn+I+;s*_RZHTUE};iIh$Fvy zlMmlUt=*GyeaDQq06arxY~#8#U$5N$J*+WZJ%5x1kQNR5R1$8&lQ4uE4v*;=ZnXF+ zt|MGAf;jQZ<#}CP9q)WxHk8?R(#T7Cqw6_Y5$JFtVSMfko`ufi*NY$>)i9qyoGV z#VaqF{OO(U7*_hvaZP>`B@I>4=@ghl9J?2l7{im|O*yN(!dZrLB`XUr4gTs7HTTqY zcXmv+iM3vQcY6sZgo|(cj)j+@O~R5}|Avc$WJ286e;1E`iU6ncT zqbS%1y|8l$x z%yULo#aMmP+sd;J=6a9L7W<=#Y`ix|2auQDTG|}nK#(5rEW%lXWEB0!ZKOHYN;CMVnjP!i;q151uvPDS1L7BN=Pkk*3z_l@-yFG2e z1(*9LLe>5vZ0MKfT-fPrd=s;owbz(^D^VMw53?8M zQ$vf;1y)@=0w1?XAh|>dL4W3`JKE@IX;9qn%K&=fcd48J5hAFw-0v6DPbijCnzdx8 zl>qYgb!C%=V(0f`Mc~M5=^J0EswuN1lCw~$j>USAdgxkg5=XBHX5K~O_rw@D;q|bh zhBVq?mZcv_>CW70WqQ8Ed;sFV*K8}puzk?1;3dj*Ko}1bn8aqjO7hI{+(GgNXUFz- z=4&}zL`v7%U#q!-PPbz6z6?HomR87JC$R1YYeo%u7jJTI@?L+-LMzsP@$0~CFGJ^~ z>K(6#m6-w`?O~+F@Hm^Y*1*0~BJ4F#6 z!cWd7_u=y-OQ?zStE4X(@;P^VN-hbeO3Ttncu~EH-)uW8{alj6`I8Dd$l!gyjUu`+ zPtHWju*q6U{kU~B9t?eak8qDil1Pah7!#bpESTrSlRcfbcJU z`VcLKW3%k>Z~hm=&53nabmM#?GRUm*Sk-$NrKOmw3lnSY7lPc&_B20d6?yjy60IaJc^oaeYB@0-& z-VXQWJv)k*@e>pNdd7>}?Ll88Fuj|E*Ox4R%>1qKt*}5`)D1npWv{7jXAtk35dBQ8 zrm$z1p(WTQxTwZC3sWG!KPKcMw6VcAuV`59=3%yT2j;3Hnc+$qKK?lQunQQOcoy!x zhYiL1+^sLqD5R0wgu7ze8cuIflFkrWe5x^R9NpI0V(UfjLdDA#mf_yHZ)-y?Q;?N+ z21LL*Ryj7>QT*ZC+SEUrurc{7s}i4M8z^t>^v6m;;i@Ac@@vcrKn(37P`Z1g=bT=o zYh4a#kpM2eLW3S_4Nq~MWv6dyzk~d~_Q)f*z|El$Hh$i+wDXs(TO9;r0-ArUcv8LZ zMiU6G*Ed!5%Ela|CT)wy`$q5F_S9lS%~MQJ=Z@=h5ky5e5=~_;@$HHC`nV1mBNRoM zzzB~9J*nMI%2)L3L`%9WaDl1}(9LQw<0?HsCCAyN7Y0_A<*?KcZ9Z^6v&9AJ^-k5Q zGZ!3EIZKMV)CLtj16E_YtN^|%8&#T`eXVeEKt-s7TdD_W@;H}@rHCOELQ-6z%b552W`hBr~ zxh*uWua=)0^ASC1@kl0N>5MmAtL3~i-8~>Cv?5;J@n&h^BC`Q)YJaOlg32%RT;vzK zWNDDtr)l7%E6on)#E*BeG%CLw$b!7m8h3I{M(zolC8G&2c)`?p^bIb)Is-A;pl?7l zOKgl4$1x^#M^V->D_(>#fZhkR)H{T4tobG z-kDkHg`_^Yb^7#qsRz!LqBOWJ>|pXm=ATrtPKpH*e}Fhk!5!h#-=}`>hCHJXrn1&E zY6NTL)zV*g(Oh;9bMpzU9jW#TaZ$77RuozHLAs~v4u)tH?qI#VZ!OA%wNE%pwfkT( zz$E6KWB)rkFYn|sA{As@;;K;KCE`IiYm_UxH%yjNo~imIT_Fj42iQ)IU+rJaE_UYh zBeJ88;s$$5AdocvO#XIu*xCQ+w#$O}=;rlE=v=tlE9gW-D^GILvoiz)ARnjae2F@X z03K$j6iXM{2=a?UTaM_rMXEPLF(T&ZDMWubjcK}nhRhzHwGmdL;W6%9oIVMPeM%)5#hyt!7Dnn0(s#Yc1}yLv_D+A%JSy$ZAt3$!&`fvKL{J)e1 z{71u!jfs$plk@+}@c;jac>Q0P0*sstjjc^xY)s8u82q5Qj9qQbY)m~E zOdVYfZ5ZtBOc@*uolNci+r9to^q+TnnL64358%Lma01FO{~b8M_22zF{|N{D0|!_* z{`m|3^XeZsz{tY&UswMu1pjp;War}e&-B;-llGSjxa!j74!y2)I3XeE0-sBSi+g1W zC>$f>RNvGb-Gc5yL;-71-yflbG`n+gLBW(8`z7C*_m_6}8t>KW=ls`iSKislk!tfX z3VYaAh^jtAN`AuL0#rezO+gSsO3En)N=nh85i>9$p??1oQ5$jtFl3N$sc(jEVh}jt zLQ`o%)D2l2cu1tle%xAyJ$xu%z#9L5S}&kyDHrP_%W=nP9{HM_JBlC zuy+X?s8$ir07L^IEuhe~07J>9V4NxR7@z`YP`Kr0pbmP2H3H)r0f?@EUI|d32hbn9 z8~a=RK*IXn8A2SKwnkW}6Y#)w&?`bkMnQG4XoBO&1MmQYmR>j^MN-^r1Sd$L0z&Ji z{@Vc|AT&>3AgJx#-EAUUL_`eKBm(F_z=h(TI_6VCs$ol%gSj~)Tqx(?r9Z4L}zW6YuDU)8lwt>9XsPXw8KnBa(LsHmvvU?6?9 zK=oy@!F_dm;(GLZyA!)cF5iCq^bQyScpc#N1VivK0Fnoxpsju&)PY}Dr;oj8KV3+` zfk4_3zhDf0wS@OY08sGgAU40-i#g&0JV2(v=KDZF!2G`fzJCRcC(+@9y}n1kUY)>Y zW#yJqnmzqEzU)(jK(_wb11M-A_E3<~z<|Jq!GRCXf_DXq&jJbk)rsB+^j$OXa0%bb zG@eobzw1ADH&4H^F?9m`M-~E$kzgSl0FZkpK}A9AX9#ycI48Zj0Q)ll+VKzY-A}E= z@GqF}n&YohfIt(WIn>gnJs))&rY{Qk8_+y!6Sy}(oKY}<079Zr7wGKe3&_m@ zY`)Gn3K$r~K%L`hY5rgr8A&Pt=%et%_eX*nhXV{mu4z|MaP_|K(_SsOKhFTCD3hu! z_DN>6GJV=S_2CKM2Sp{sc4q_Jt zs<04wnCuv}I@l_U4b3a+*U2<+>m!>UYBWpHjWH1ul3?pn?eeE7W^EJ|wD^i2M!Syn zM(z`}TU!{eM1G+Ou9lMmv`{-|2ZtNNJmNY(?aF3QIme|5WKH!#X@mpa#a2P`g9R5)$w zq+~Cn?xJH>jYsKyTM?)Gayl`oIxb_MgC2^{=LRh`SeZ4TYPd-w>(TO#Oqht6M5m6@v8yd;9GFxZ}=)BAY7J;{7EahO5n!#)dWVk?F zjNM=&dQI$i=FUYp-YeKR0`j>HIpdLE!!bEDyIes&P-^U&nJi$kwMtQJ~mC)k3yR#Pg8v_z% zM@w);h`+YY$>Jd?#2Tpb#FaBzn8E(uZz9oT1{7#J|2&i;YBMN8;8 zW`S4w=ORuUM#isPr}G;Zs`r-1*vZuVSnh|& zRS?02v?_!e>b~mr;Nuskf{TY18+VlW|=pFC$s0mANhTDcWL9+@aZm zBJCXhGTAlvvt2AtH6b*0Mq{;r|6cqvoh?Q8`EeS{FUadA^W{*&2Uzf{BeU;r|6^EZ zMT7>;y7X+~eKibMMU`BDKvrjmWv7AxwP!Va&TH2QG6EIe|sBS?WvI1M5m+l8E3u8@X(+4+^J3>CRgK8xDC@5^eWju>H;DZ+R;w*)Qz{3z?$KuhhPjdA``d698F+}F-?Yw0=q?0 zHQY^@ngs;IpIh%ZYJXVOqhqFhh=&Uku=Z{!cvG+1qLYaB=Mz~3dZHJY{I(h@+xA@HMT1ul9c{(Xo&t?ct5{P! z=<-O6S-VRF4;^edMc+mr(6M^PHmW4Pmn1;4c+qGPvm za#F}xCuvx^Du}I}R9-f@24%y$WSsgG1VCH+NM}&vd&_;#x-L$}q7l(k7g75Twc=gmGK_?^-4Aswk{qp;bowlyuyzarU7j6tTM2nQe-+uJX~RPbjFZpx0x+l9h{CH<=RezP%F1>zD-{P zI=P&F{bkb0V7A*CVMcnKGW9)=v4B?AI&!TOjf4G->PU3f)tgjC_dH%!r35hK4XEp@ z1Tl{&@j-_L_O+5TvQCc5an0r*QbAy8x7FreCSvu}D6*$ZG;8IDRIt*aKhjs{1h->M z2$Mv2@nWWqiKs!klo6#CsWGAW<40x157c1bK^qFaQ0J zUsl|hUd~z->T&A5L4^v>osfY0K=k%bz)2^A;yL7v(*PJ6t5me$-VtC z&i&KtF+6Aywno-XIeC(~8MMryHf}BPMIxF_d*eVRO);8;H9E)beHvk zb2MlpOTWzJ!4xBATbrwJR%jU9RCi-K@e{`@tU8^Ed_*-Z47|9-;`1;Q*C}^S7A7eo z6=}Mbr}d9xcJ)?7SRZin{hVosx^6ctT8OsVW}ZcEVf8b`I*@MqYiGhC9U#uEae}vI z3&JWD!4QVXtZlc+<1+>l&;8uU`R4nPDmDj9{e;kZjpxlZf~}*HPjmUv1f9W%y$X}7 ztGYfHB|=q|SW8B}A}LAFk!#}0SuCS?vbr35S;#7 zb~UB3wf&7USa%N!?lHAvb-#up&1M-|qE{A!k1|m;s)sI*b3!u+mxt1I1Is-RtH`oZ zr!Hykitx=KnK=T-<9kfDcTD5E^n`+EgcXkDdshGJVr#;R*phaY_SJ~cI8>)L0Sk!Y zRriL_%NL?pzqlQ%5ly#>!V;{9f~Ms)l=hV&v#5@S&7~#}`w)E!D}wJ$*$rH=Pisvj zy&frEggKs)+X}s7U1*^R5J_l}07v}4X&LK_jkNwipV>-k!4FL52(|_ozy_Ja5sXaT zQXJ_8;cjRW8YrttfTXq<$lZjcIU*X!37HXR(^ucYk?j0JFUi=bn#t=ZM(A6{F~k$` zPNFt8Xa`)9I5jv;JB@VO@4n5C_~)k+ZeCfxsMa&t9=(X1%8V;4s7zImowO3HFG&NV zuhp{A%G_@03fJrqGEs<~f#OFgyKbBa&K@R|Oe#4Z#F+|}&E5EUskGH_vG-bs?%f)L z$O1!MAR;+zi%lcWKAA!EELaMOZ%bDjH~TJ28uZg94R2d};F=@~FTBwLVT6c|7IlSZ zeA8Z(()nuJRH#AqYl{epcqZAmZo-!`_6JI&_vpX02V=@2Lk-GndTk=56`*saZ7ffVKD{MHDSVfAF%eLW{9P#8H=EC9vCNt|sY=fs-VsCD z*dTgPSw?NzZhlGf^z2i9p>oH3J!qkKMXoBH3C>YLBS@$3&;+3fiPGsuVRL; zxNLGL;v;Ok<~@O~zT^#MVT9N`XZM}EMjU>Pb0Qv_WhFc-7^SY7(r*G@_q}F6X?Qxt z;0^MVh_9{%8$Q}YEfQy0_H&z@57TlF*Ai@$yR@{Zs%J8eR6FAg$%CgS&AGuw*Q^09ArC3V02wS)4cy=;uWI-*TIQy6|6N2ZnZX)&Yp^Uy%b3t_B}tZKv-lS#LI(+ z%@*VHKGkye^LkTxv^gN5QV+K(VdC*-{;Nh9LO2;9g{v}fj{Cm;tkvrI_9siMs@nBt z)z3jJCKt}kOE6rpPnau((A^acmVr8xo?lPaGAOtOOO7t^sgj4{pW+PV*%ZC2u}r^n zrv4CW2`_?LA53W{zZA zU@H-EGd#XeY_7M?KzpL)udG|I7n2@iYnrBU7C$qaK_NCR-mBb>K6Kf3&WV$5y$<}_ zZac;Jnt?{CR{>y+4qzV21$i=<2AlDX$QS9eM@u@kf1GT>rIgLIjmdy`3bZXdbNXkz zxA!-D*>=g6peg-NpI7KJ0F6(<_wr03?CX6@cph10J0*Xcj)MA8kInLuJ{`S?xbnu)7e zQ1n0aaE6L-F!4`y_*{gqqA|o))LUJYim3~l*x)PCE11b^{I~}dI!X!6U{#4;JVhJ5 zyviHW-nfrmII)|vtVe0ULQ_;WE)2%wIHNVY)#Mmd`v<&gegCq&;M#o@Y8&mU@!VA> zzZHolGFh$y)$mlf*rmI)V>fP%I^S9) zY$YwNF=ikybNRgW{r_krDhKf{EA1yO4KqxA{lj`}Au^;z`Y6Lx@$tf44|DC%LSm!= zMRU>yxvc0`H49!E@}6JB2^;O6H|~s@2Ef&(-aY;k14it1K^O1r_czR=D@j|-b>^y) zwJZLhbnV34@mT^%JJl2KD1lLA%ehv1cirf7(=txXEPZz>nisocQ!g4;f`g6YT zv-EzNfAf<5Q}biQl#4iH%Q2nbKAr+wyA=LL#-GC$xTM$55z2NO%Ph3;mh?G;Go{W| zvdqAyi-vRUVq!9UJ7}r(;jn{u>z~!bf7Lfnsu9}E&(oau$L^z0;UorB$wY{c zblQcuDa!K9oEdXVmZ3m1(d@<$Z}F&(PgbrjQO zXlJNL2w)G>BG^0wv{>{0fZ4_I5awB1a1>P|K?22xvL#vl12at`SDFyqR{S(g>fQbW;~!5gXw zzF_uo1?SdvV8@FUvn^k5iD$_x%ZR#OLoJ*@%`TN>iew!0N50RW#6ezEEupXb$P?3$ z8)@i}1)<3^US2-pD9oEy6=j8nXbBTabvSq=tJq}swc*-SXRR7S4rgDzuTyus3`6UR zOE2xiEg>i*eF;PCSQwWSb8v7`p{j>c`LP=72y7>M*ww;H`okwB#DTy@qU^ZzUg%Y- z1~IJqOHpeFTN7iz&W=*uPLvT??aM1E1DK&nG?m28D-{ZR0`iAGc0|%V%m$o|a9-Y~ zfyde z&u^la>9L-ga&sc6ZdE?=50W*1*E+`T6`{(zGEQ~Njxiur$dqeBM8m+!C+g**k>R&e zChBJxs1EY04{{~dZL=51{Q7fJpfGB7BoX7Y&;pv@J6Bf|%|*v~<@byK!e*~iB)(246EXrC>o!x1p99!%edNRAAagncIZIo&8EY&3nTKp(WMFB29G2! zuwvciwa>-hT#_8x!l&)pJg8*Q69`*%V&J8SlRx{~MKNH!!8djd>OzAOdWD4#2Z6 zvDEFNU|0fXB6x6!gjs%%wEB8 zDWZo)gbbMa2^W$NwTc-$oKz`qmX8Vq>vjnV3=RqWN0=C7hzR5lfB+B>qAwBxO#%S1 zC2J`)UnJZuIv^O~ojMA_bPkOirzf&UZVxUX7M_e>UQiJF%zr>iq*V~e`Vip8O8IBK z-;r}XOLRV5z<>bxoFDMMyHT8Ahm^w;S6A1Q1{Z;Qe633(Hg|yQ-zGL6T-2YAR)1^2 z9tlu0O-}!xq~XvRNV?ikf**!cLOe28OEfwFnBF`*I;?OP`{0d$UlO$i_n?-=N06Sh2Hbs0aWfa z_k=Ce5dmGkZtF)w{%E^0EVR4oHW@Hz5m;cYE1tmBKi29EQ>h6y;Gw2U< zyM~@-X~lxC=92vKsd-%J#y^xP%GWsA-9244j8A&>K_zdVSYs1wkEzb_m28nS3*QPchz4y2tI{`=3{8A;QCeDz&vLx$ow>L~4Wp zwgXPfere?=Dx+U6TnyiT&`L~iK=>f2@0wvqDB#yQ9q^Z)_2A~O5D<_cfKL{hWjs1) z=r>ulSGZ4E4h~KqriT@^Zzw@Q8M#)<`<-b3AJazMepGMMJXwsbF5k9DpjYj^S>1Di zi(Rz$SWNzE8XB|I9RnfU-kpn`7AW*fK+wIJ89Y9PKG>T8O&W?L^DTE)5xW%Cb%K2< z&jDdMtA?7cD`xuzWzt-7wY3yQn65w5D4{Zwud@!=T2UTcSCi0c67mxw`eZNF;4#42uv=92DF6BVm-qb^GKTM`k8g4m@`_TVa^b?-Cqf=3n80c1a(k$K*(9~ zbValI`9}@wF7&!-40V-xpwhVsgK=$XMeUfSe`B_O2hNAHC>w?3bv>%nhYDeQ-XD1y zYF>(N?W;vxgU#H@*q^v-Mx@jQA-)!o@6uy0;?b=j2}~n~#_T5--(>z-Nvf$BNbZz4 zd}JJa1Z!JfHKG7tpL5|>J64H=O^TU1Q)4fvSDT`1-6JV56A7(8D0Lgj>s8ebvHg|$ z(!htFxE?Mx0@zh*q5fXX5I{!F&a^O~Srp#mfkSM5Wsq^!N6E&aB{RyQf#ksxp_FRCXX4aPq%C%wcw8glD7Fev$atZ%6GpRz7jkUb!!5uW=D%<`sBS@)A_ayWGD)dN@j-uAPe9}L&43C2 z#(A)QXneM84)=0?MN$(|_$b`TILg$2UncdYcPhg^@Z74p9LvP9Xi_y@4LxKDEKm5F z?0c)7Z&!;a8ItuzMhG$SUe2H{fpMeJ9*ApSkObmya4ZYG0GvkEY+BdN?n&iRlmm)G zXqX8W1FuQ8d}|PQGeipd`$mr7gG5T$h*JZDoZ*czz`HE4ckf%Z@ z(|R^=)SoyDIU*E?4H+!L7d@`}28k!K3L zKeB<+&|1W!%ju}_AmFQUc$Iu|;l@hbvW!k7IX6l6i%FdR=@Mjzq10#%3neM`%^|c8 z9EElg5acaV8_TWF$tKQR2%gm_ibB!SHMeg41&c%yY+nP?l!vV4c7gK4KxZGhUFIH8 z1HDo{pOFq@pwNf)d~31eCR1tWQOs8@zc{LBemyi+;Y0g~4JRqDH3Vv`(~Rxq>5Ho`SqV!sE06TGnnyL*INu@pyis{qXSv$>XDC>k&Ee=Ipf2N!`;8?-7h1R5bRWoZS=qsOYo4dH|IMK zU#<&tzlvUiE1(bppADV9%4}@yWXJI$3Y&4l{F7&7HgBvvk+3DR7!^4~?AZ)r6zAb} zYBv8jInN}ED+$xkrT;JG()_9VQX-#mMXEOK@7$&LnQ$K7ysLCFn>>vyC;#BS926=Gu(OJizN+<8I_R=!KU(6XoCWI`?n2Q$g83HiuRa?>_>fs`Yx4 zXrDZAX4^NOMAPJ-P-iQ=Ey*f0uYW9W9itOrL2!v1l36Yxa%C5pC4ri(0EELXegvc+ zB!qhO9UJE|Sam9)7^kZPd-vwvZ>2YvD~Jdcgx){-X;SH)|0VWq_SwZUiw>-9iB_{*{*^OyPMj>msNPHZUAG9yPzn&7T3X5r0jc2@if zeSe$FMBON)SmQhNcjTdj)LA{NY{xFw*nWm4K#DujQ#9kDfzf6!QPToObW81ST=@Vp z4r6a~wm#P+MmahcrQk6V^ghhmm{&PnPA}2%PdaGuV-}~y-<1rP%Zf?vb%on1nKhS6 zoy%eE<&6`yG@J(b3`1gs-lU%HHAhIB;V?|%?T|M%5d7lp8x-EcWcYO>>j4)@AGRoz?a-}j6jm>c()b*sV2Za7zj z=eg#3EZE|2bRj4QplW=21h`l5dU6(5*CGO%l%vbH4%76}|G43aHaVOL`XOjB*Yxe~ zuL6nj{|)Il5I{#62+qJOLD!L|N@Dlu{IJA}1o+yF^~;#IAyhZx#83}f87p?vt&#QY zj=GWslMQ@4^}E&}EcvFTRV~d$f!!d7RT#+~^v%97ljtGdbM9~-z|*oHi|qk>>Ll-G zWqx$Q56H3nDH2l3omg#rkHiWR4BqP=#%K!_ltJ3T#>t9@viaLLp6)98XX_k;j(Do3 zUA8s|c>2Px({9jw!k+S@zn*E2k!?&Ua47)4>`4dG%&SUU(`J;4cXRl2oWO% zSB=88^D=FCplus3gRaz#HYmC^8Uj})U6$#_p zqS3M?f^UIr|LyD}cLhx*=tXb2An3UA<@q%Ys&YRgl6vQSS@7)BY&n~A+QSeX)ZRWG zB8?!&i-f;U%_))4mOZw6_6YOv(hxao4bsBsgd-&dR+Pi*o^ooaAQ;MRi&oxSvZw!* zDxb$?rF~V+HFJs5E#myHW0*aWD`S&JKdHThPj=%k&t(}HLYGN6-2G`_5)PR!xRjks zwcH*B^}9+_()sg}u<5u9G7V@?rYJ`^NIdv{dEORd{O58r`NB>D%@}iip*UP0R(SDg zikM!5j9uJ*@k_B8DtN~LdpBOL-imfvUlWpE{# z!@l}7P-I&kM^`=_{RwJ9uUxuEy*A}t?|YQNja5%k+;8~`^~uYoH^Z=@VHl~LDI_?{ z`yvcMM?=xL;N2hsr97MDoO|hWH&dwG+Lmq7FYClLvsB-TC7Da60V(U{H*+tt8(&=0 z%IZEQ3!o=AQFm|0OflQoGUc@GKlYW<#zfQ*O6titxMb4G+YtKgzLD{krA56Gb8{G|_4X zdD*seV|uSA8s`=dVjkdjjQI(1T>N8@853EmT_31cN9y%sLyYv;An2UGxfw88j0y6*@)Nm zSh6*dPw42|Io2V^v!3$`AGZj@226~NQN39o^}LzNOVgBgc3Q6Lt=)lBIRw0+#jJ3k zuQLSNhro*9fo(+6MaO(cSL1`=P^AJUD~@OVW6k@oA}q$SyM1*Pnl&(CjBrjrTG-Mk zR8%a$Pa=3z6HUJw@ypUM)B~4qfXX^sg!abD_BaG`;M*4MCh&2Y>b%&S8d;PI%ayrY zx~WbKRZI-kF`O$USuGrYTu4?0WP*vX)d6zb!N0_t{+ekW4#s{bN*&U3AMwcEW_9xX zU00qqWzYMJX}ml2%<&+$=A&41_xT`~SDLnKu+7{y8BF?ZD;d_?eJJo5l+?wA~c6zRZHsRI6uZv%(kM`fUd8q~5W| zj=NUHmoZgYbYY2uTCG7O!DglzHkg6Qk`t=Y)tMyLoV=0}bI(%}=U0GeCo1O>eV(wa zYZQe{L|1!x@I>4c?z+ieUdngo5{ZnYF6<{5)3H*L!%p*B)8*zd!xd4V>m3>z(yvWR zeL*wto2%y(pff0`tU*om=S;bH6r(v^pwfUW}ap z46K$>At4T_%~Bc7{zIe2AQJ2eGq-uojg4m+%nB|st%%u1SjFd^_VRQUEjzGpLGb)l@IjQ zCxa8ip1r@F$+P3$>TjN4x~zt`1}x=h_B`(=$1BVRP^%~YiEKMx;Z8wdiJBtu(d;SC z*kXl*{Ayqub#5VFN=m3{E)&}}^|wKTqY78BP&Rniz8mv+-m~)NI6|V8_dk2@YErMs zxMMO?bsOU{A7#12`E{#ZMiyI^r3N3*s=t$Q> z$Qf}X_kgO4MMe$j(D(g-UalAMNuFw^A;%ZCfry2qQUt!6UE=U%XJL=7cPj#8ZW5|N z4pktlWCl&#EqGSKPxIp)N=Ln`7c?GF2{p1d+}zx`6F7Mb(7l^5+hP&Vn9odJ!Bv&3Q+G?^eBxn}f_(zciFikaBM#seBi&<8r~z^sDF2 zv+S3Mx zmGC(n@0j*vguLW!4aVVaPScyVaAk$fcpcnsL2kf2cTHp?_1NFA;C`~fb3b(g)1hC4n3nIbQW9^w_A8m0WSDTzvv^v=DG)AP2pqBxEg25|rW>GK9O zCZQKzAspy;ZCH=o&j8m96+WbjrxQCop zLCKICmd_x3>A>MQN~S|7cvMxspzEPGFinvh1ZqnydtYd8!i6TdqkoCN`qqRh<=yy+ zCqFxPEro+^7gq)M7DG{;Bc%$++nt!q>CN+=wXwYKTfN>f`wN&eF}bM)UF`XCrEZcC z$_n;II1Q9ny{~_1&4>xb6UoUA`<-j2hwWX zo(zKe^jV*#^3A~mo;5Ici&syCz6irSHyXoGLPUOwJro|nu~6+h{?%^@PL+C(98@-a zq;!V79_XwtwSmZ)=z||3C>JU4}~%>G{2LSa#GPyjBEPv2H~* z2TlU5%GYUS+fCUThB7`%uWc4V9kd#(!&NgzlnhFU!JG<0GzyMh(@IKfo%;hHUk*h6 z`XJ81B;}hP9B}I1n5~@Pr359^1$dd@=2Q#kN+TX-ABBUo(1VoM?=3DIJS z%s6CbYijQm=LN`tK(PNBj~VF5rzIXbV}klq5q`AbqXW52t?42D_>`f>{E`Z5&iqq& z$x)XpX!B$^v8`1rE2p!-)QKJnPVSoUR_uz9^fq}yBc(ar>8^rn2tNbc<>BTOK8T39 zptcF8&x~uqA7z>r463lB;H~lN$C`7aR%w;lC5SBt!rqtmbviS(c1*;yAE%k)KJ{Vh z258!ux*&5@t6IIa{Da0(NlorIZpxT#c=j8%vyGf#hO5xM3kKCYl*}9lT@POt%xbN@ zuW!kJn$qRChuIFVql$eZmFUBR#|RrvZkp9>mjf$CTsj+AmqRKmPuV5t+JtGkX^LOd zYua$2-ehS;sKGr@i$Xg$HtvS>Uo7DfjvUb|9Xh1Vbqc1(5@A9$r4=Eo2VcuHIEJk@ zwA*DJ0b6dL78B9m(vB*i4^|LV1IM?MlI3+2%3F@_W%rj?)Bm!;O;ZU(sRKONvD#?p zG)FA=4wcki^!`Zvd`iMmdiV02p!PKA{0z-|i9#?Y%T-bOlrymL9|m-ob|b349;Ri3 z-smVB?zJq=WU}nF-$s%qpbMLd!6V!+?j*{cV#-ZB|=uK5~ei z9B&AH3esTL+(>)ng&={+DU^|KJl&79wb9?Nc441s)7KLzmN#ZJM81S_a@`Z$@;@0T zj~abTtzGPm{`w3YEs1oaSyqlY1B)$sgM>C`;yKjKfkVVIW+pXdCICVhIy7svC1SR$ zc+EZYJeJun-IG#uj5japsm|9O25|4V@(FdtoA$SJSW|@cHYDCsyNfCeC;HuVDSjln zHpb%{&-an9&#vS7z2O%(2~%^#ompzP&RK( z_QHFLN8q332E2R`-1mGiG_oN52Y>?#&`O;K&L>>T;9ziJt$YrzY*_Rj$6PTVWqAv7{ z*p#*FFTlG#V>q-nUaT`YC?HWC4u1&y*DM*`UtsDjky9@Zivr$5Glo{auRHLU4*xfa z4(bmd0(|oh_{ONW(yk-r>8Fd!g_$XVlEz|c=q&AVnI$f;c6U~EWxZ*_Q5n6kQIX^U zRPsgq+1j4p)1JC(0e@RhYV>c-T_0DOy-)Oe zmmcBc@tP}t+=u7#MB?+mbGMAE88ycz9Z-^C0bCikg0;wA`+5g70o*2`h?;!2Cc}my7?c_8 z?K{%Y+|)KP8q0m!rH8v(vgn?!OA4J^*=1bVsl-*83X3W^{M(7@a^B>TS*{9*M>cb; zcCAb=UdO~#nqms+EAbBGqL%qd*NY^dg}+=6u#X11jLnIcj4ne{4yH&qOaARANX}8r z7bTt}GSPfrB@{G$$xczMk~kB|1Brbi*hakC`(4?|46EUY*3)qHjyn%NlkJuXnsp<| zT7aJKTcXC1UrNe`<|n8$ZK6)sp36tLw27Dg;ou}GthCR*1l+~F+@b|@rq1Lq3OBG| ziCW9Hoq}3(bV!(-&P-wn2VN~y;HP^Ho9(;_5@2a2Nga>YFYorMe_Sz1xu6*< zJN_6tXQ|pTX&}dV2BNe7fK}0uH~qixdxrnQxBplCUQj?;LQeIU-z%!q|04GP*I9CQ zJZkn|vG?yR`LD&CmHB^I%zu^U|KBX;OuzU2PZ++wgM+Q>|JgDAk7}~RbKS0Kk9a{r|TBz<(&u|GVb> zKLY@a|HEm{fXB?v_@71P{~7>bVPm8F-wpsc{{{fInyKdp!RPt;h#zqTYUblUKqNZkb;Vk1S&LWL_i*9V~|ju?(Y71)oSpV2YJ1u;Ew|PSpFj5R6qyee!#vk(4A1u!k_8T ze|CW~*a+%;?F<{ar=cSF0q*>u5JUL%?=W!4*nofsZDE;~=RwXp@a23*+kL?UdV5TP zkpaU$J2rPNb%WzdcgEzOj#|1}(9B}HU9%QaRuW-kHy@15M3<(MQ z417VH@Ovj$BHfAFplUUB_!QP0Bx_UUlK0D69~ zUr&C613*E9`fPdF{l7EypCuePBC9{@2ei0>kDvm*Zdc&|eLXxsKJ|SQP%$EHub-j6 ze)Hg)bB(l&zfhm)uRHW8D2=SMvSQHC$O-Xr01;tgk^n`8Mt*=lRE7Y;-`2pNxmwgo z+?Zq!C7Pe~UloQkJwUr(masg#yp~(S2g;EE_urz2%X$!W&_BfYKh#e<h=1=f;g`pR|qD^*k zod`+tux|8F;bDQj`@VKW&#?1<0a^L>^7??jG57hAocx*34FUWZ`Ji~eTQzp z1K1CCaMe0#d_&>gK0Y0FospqoevTOBA;j^J1O49tdfnK=_ir|2|JaJL^?$S^`1j)> zV}{BC?wdjbtQXMx>8?=Fz#zK};N2Y@==btU3~` z>@o3|XqvUUmF$)Sw3`#uf!l$gUdmP#)a~Gs9W|E04XM}IdUm(fH57*y^zhDbNHmHC zO@r!2UxAa0*@_8sLBzaaMu5V<5-s#WYAbbgi4Sz6)_k-bL5epVWYC zP{O^J(8$9trDn7V+fKsrw6Pc9(?eP+*vJ&0k3utJU2Yb4^a)iA{2QgBEui{udC!1WG?rgiFsqe&C-ex(Ed*JB) zAYF5<_00J)Ke@Errqa7qXmocXhd(fdXyRsu0db&P@642dgOK~YU|*-TV}85+J+a0%@3$3t_c+9DEA7$T2D5Q(8zaF7HhcK z_rgU~;iXuoJq3*g@a_pYF>mJVK1t9!+J0TbR=|ApBU+@FZVtDx40>hjZl1?xpWLMYQdtzYTQ%?BP^c@aX*{R|KZT5 z&x@T1**<7>h>304`8^fw#&vylSEcSvs4WCX)JL`vSOO;zEz{_v=;K! zlCoeJ6NE7sbDAZvKTAn=P+t}QALDkZbX8YLJ$BcT^ZgX^N&!f(&@o{=Fo*p}e4A!U zXIIuO8Hr8hML(t_E=BrK#z!u=g5zyd5P3}^Y-b*)>L*&Yc|1H8sWX;R7@aRSm9?^I z0-P<2Oun_wdAbA~PT!CIT+3yPsGDzK5H(RLf8X|J3C106v>GxQ@Qaoytp-t&MU>D4 z)`BZ@z?u#lUyt{o*CaE2f8M!S@S~l_S2lpa7&zRk2Eh7L$52m1*1^H zO8bQ3$5M>WG=^TUV>!7B(}(DZn_^&VN&EIA#bUU4V!65+A@#=NwVDr49@`3TPkQoE z?W@scZtQ0Q5*v#&_pPsfR5f8By|M-Ne{wo*GKgfx%e*|>$>j!OtS4xKcJEHe^{{K3|;(9riUJ91$fIEp_Mo&n|Rz1zeq~ahb#y`&tEYiX{@)>`R#Z&LOznX zoEC3P=!_xt>FCed#`9$WJDYxlO`l#KRgopeGTsm&5!N#krn^1ElvQ(%skL~v$?|w} zNPaoF`P%Pb?rKiohvKHR)SH$TJ-?r_}U}oORr7WJlbV3b666AokvV_jc6p35r>W#*)c0 zo8j7D9dA|INF@p~ao6>Uo6^>$JBUefDNQ@JqcHJeuCC2izOOhHDeUJ(`J%zD&9!1c}Mn$l247tcR)B&ZhlFk-`j~Q~u zt{21XjmQ&O;;u#O+3sG7hehOeGsBdg)ur@v#It?Sk2@i&9 z=DKcyA=DXkwHw@V1*`dzr9*-T;sXQnngI(URQ^{)(dCa1 zgyO*GO=n*(j~-Y@ZS#{D{({HWY3s`^jiInO&^YDiw=w_jVUV`Bu&xdo~ zpYg}KgV7CF@N=`>cJ^|bG&WRJ}(%(pO3lq zfr{HkEp3MS1f7jaFpmc-?p4z}x(K%wC)Zo6ugB){B>ODVn(f{ddNoF@^QL-p#cf}h z`Zg&Sv|?~?HtA#;a3|Nsj5(cxB13yScw=*0h~kObTrNErquk?X}d5jpX~WtTZRpPtFV~-+`%oO%3)CuUmkG=Ec3v^ghi?^)qhT%@v`(KC?MG zfqQ71^GHTcvyXkD2|gjccUrN!8zm{MGynoZ)LsS-mC9uA9=#XaVcoW^&K=OVxICya^c>LgPbOl%B&g zKWZ$`|LhL&9KHD5Xb1G!=va>%)t2g`l9EmBArn2%(vj7%iWar*ZlP>mFSZ-Z)g~aN z4O5|?t>P5{##>e+w5iAT>lA;K-WKyHwM z&ij1WVV08v=c$CvO;6ook8>!T)gEyAQV92$yMOvq!F8#EyV%tw_aMb}fwabpFS9?y zD(UJtR=%ch*P^=o@xgOv^;;Ll@?WUbNrta!Mejc**)nC*+vthSu=RWD(<}+i7?*aH zFYd_BIhackJuYK*c~;VEH5jhbyZWK^=>wr0QEQhG<+Nt|t9IcUtKl+=^Ju9C!fH7+rU z_rs+Q;M8-r19BW3#_rQ`xeFD*KYjfNSAz)mzWRD*dbv_yy>+SEcUjj&=aX#VrrOCN z1rt(+GZKT){h#z<;Z@~@KeDuUyQ?&wknuo6Wt&5U^ga26Y5dJUcR1DcRU1hu(GR-G z5BY2}&du+dLB`bKlJQO?u)R|<)EQk{A$--lIq^%)-!qIUHzi8r;k?O#y05R5m+-aE zh;$w<4eck($0W}CtMP;AV^3T5MKF3=-`z2tp`eZk60mXeF(;2UaeO1uS}vGRa^^?eTE(>m z!EPJV;x+|b`!Vx}MGc#4=U>om8oaON9@w&ZD#XJP7X7h%p?|z4T0Y-__iPdKb<1y!n50$+u?jMzRQ^jg)JxbqC++_Sx;VK z8M7XUo6lWCxbaJ#i)UChkbLO>H10`ZolG%AAnn<$@7rG%tpuD?N&*?mG8HC1Uftum zrl1~}He99WnzCK*Bo>Bv^!&O-#+7v8n>Sao7#ZA)W_)Y(DH4ZHPIpd5Y6Us6KDA0_ z2J4(_k3FIC=^HCo!%BV6t%(dtH_NDoT)$EcwvGLG2F7H&fUGdnC}Wh|o6&w}c9h3h zwEO<@+xxIPS=t}YV8p69?KK`OosV@hp0nQ9ZcV=%{bj2LopeC~C#cQoT6A-MoeIdw zbT+<+v{FjO$}@e@+AtlFHs=rR!i(XU{kE0}gKXub|2yJ=lMeMuu^I`Jce{H~+r zo?pjvhOv65N&3kfJE|2XM$VBv%bE4JI67>ujM>?l)j*Ugc0N@JS*yJ{&Z<~3*maIm zZ!qb&<;n|Dj$NIyU0N===~nS4PCwXFjDF6uo#G9qw)xR+b#?hE-O%!>z+zAuOKWkr zd!+G(=cb5D!uP=Ay-uq`fuKOew^;rG^UO^KdS51F1nq6z5NIu0oOes&TLJrsl0mpL zQbkaK>cHs27HfB(dQ{D?pU)}D@_nW4iZUCnn2+19r-&u+I$u>=2yBH9$y|IE%DyJE-aih~z$e)N@d8iZEp| zYxrOBFNBwxTmAD>BAj>fWu>P}f9Q;gc-5*>rfFC#&b=yWX`e{mEGN@qwR~5yVo1Uw zxwsi?l0e#5k9k79byuztG7O(LGaZOZlGjgvN!vap0Astygu5Rs-j)AKpq^yt19fqm z#m<*wxaW?u35)IQNT<#bOdVE)QN)J17op7=S8KJazpgkUvrJI>gjfE9!1?<=?%2n#+cfUE8Y&y+`oM`5a_@pgW zmqfdy9Lgl7r@_p-z#m{7PNS?lgn3b0Q=_BqL?vA@l=be#G--$Wq)CLvn41sR!3p8B zTOVWl$>%@yk92$XcFwQ0Z(SNl86#_9(4;3(c-H0YLHSYs@>1b|dFRk8kJ}rD^#TbZ z-wd4{)=QG@yKd{9<`e&*kp&JmbuKf|uwEaCvVq(qTiwnRWr5{vX!C!p-B}1(JKwSb z%3afK{TbRsCtJj%AD7KpMAsSnYr5Cd{k86u&9Al1EHw>bw#+@j& z7ju=9wstPplcTNvrLs!|Wgx)<5==y~nrZ^ti&y{3J%?ljFa z5&EnLrOoLyQ=*$<8xiMvOsDu1M|17I+bV0QZBftsi&J`{GTEsLBVS*yAD@mqdxy0> zY*Jn;Po&O9sj5=3WAGfp??7MnU2__Y`c1mT6w^5aEwxSFbRed2@(-!^{4`tPNaF%fxgb1r{UtM>iTAhN#U!-|xe(ue0uCAQz&ShTK z3DD8fD~)L^a-+38DilNUJdiTH(>{JarLuBTg)XzY`cAlZMe z$XLH5>*sNi!U6x5Av!h%oeD9OJdNhybK%WydXlqu%`2)BraJPhzu8ou7o#uj492=O z#wZOd1U?sQ@j&(aQjLb}l`uh!V=i?op-Sbz7DYlydpimIUwF=3ho;_@Mzp+CX15St z(l}teTBSDY+&*qdY115x@H;zkLn%hHk&@O-s1Ba(V`;j%X;*Id@Kv{+k#uf+eVbHj zoir7$^_6E;H&>KDFjUraKJti;r^l9G{BN)~k<&@%Y7` zeL}NGR~e}4^f&vC@I%{b|83v#wt|+1rrPg)$A5Qm7z}JXA`rl~BXH*yg~I&**mnH) zSBGuwEv&Ieb`9~HghzG_@uiW8cMZXZDj`E)Na){P8-_x`u>X12P>n*JVVdcVE5D50 z18EiUSO#SJE?AKhUcuLb({Ak)JXZC?WorUs5sMWxN1Hf9Qk{esp+Gxc{eK4aF86Be1Dww(#K>pRIbOKOWyaIcd@KtV8X!IE6HIdM z&f67cEs{0v$0RpN>0)IrYm=lU4JP> zl|g3s=9rftvlZ?02n&PyQzh%(^ku0u%iHl%RB88*hmcB0(LCn1x(>YpH%tp{7`9*c-ojg)-~RO2)DLgUxlu+q?>1X~yd)mtTQ=cYDLJ7sXb| zZyn4yI@B9`e+X?p?!4hBkwfD~Zp%g6pJs=qhsHNOxQkN{^xh_$KI5?yY5(atc>(#k zhVwKbXT46h_<8rB(gIWx)Ww$5_DAd&bM{a%vl)9zX}{u6>+&&e?iP}h{2C453e*zy zT2g*uv>oO(zV!C}PCcm<-*(4rh-3q8Rl3TL;(19%D=sD`Tl#0h=fmaRuwCxH9zE;5 z0`c}#oKm15X&w(xl;SSC!9$*%c6yh~>)tMwlGlV0IQbaPZzo7^Y#-^#MH}k%BMlYd z?>jCqZf|^Thex({dwlrK6EG|Fs@$t<%p(|ACzX|HI$6EX>ds$grZ!}H*evw?TT>q@ zgjnb&jWB|DH&5*>YMxyS8K+97Ex|Bu zuQ)H~QB$I;=UkU-4_*(cBDc{IDO`!~j53PpcDjn`;8#_-P}RO#UQqR;5tF>Kk&_fu z!V~doaF|bS_tj&Mr?eFD6j$JOMjvftbo+b5Y_v|lxw`s&=mLXfSdU*{*frY`7>B^b z!i3Ac2UikUJ$jSxoUgY0k|vs7Ti7^PrxH>jdTxScfg=ZY3gc&jY|Z!@J({7L{ME5= z;<4>c#e68Pvcv#BtVzkfaXIlk8f2-uKMcOGaz_sa(vWtWJ`vR5xBz;L&<>5I`YtLaB$>{*Yc{&==kx4BTYBo^rDiZE@V zmYGwyEB(6Z3MHmxA(JK-(2uUZ+jfoJJW!j|lvNMASu@ORlsW&s|0U|mx_(r^gG6Z) zyQApCR%Sj$WwbtBz(JpnWxL+)>;8P7(q_N;X836N z>(cMbs}?+8Y>#=+7QeM`ZP;!bQ+PZUHyFHY0B4I-mK{U&#i$~{C zcc(6Ln!TPpALbG6knM4PI(=z|`L-$LbwqtMPEEw4e%iUmHsHID25U`Kjio`J^-vp9 z#!O6*n(f_?S?y=BS7J|EUaf`2+V@J8j|w{J1iikqW97)`{&ga#UF3?(Oq;vRR=Q<* zWQn4+QgSe3V%4PFtU$|-BksY4D7T8Xeh+WW3yK{RBU*cT7LiJeBM%l%XmrJ~ubD7n zS+B!8P*YfKRM~-laHNhC|61TfRrn%*-dij2wpUdwNhU#cpI<9ApIKG)9{KX<{6gK( z$A>0r4&%k5rWAV$rkQ2;^^n4e)%Ro{DCh}nvTT=BX}TH8wpeLzum_yW>{Rnfd>US}AZLHgaA-cT*OTH{P zec`L`V6O*tyOxFQ#+xw5v@JrzP|V%oVGqVG-i_q?;Vx9T6bg}RU(u&oO#X)SbW)Jl zar+5&pOp9aR)lDps8t>3PUdIoRyTNAi9HjGZzi>-S*MIe>AxgCpu zpAYV6G3iEJN&dPXTUpfUdeCB3b^Yg)uHwG1;xNQb^d`S1IKi~q>mojW-S@72}yF+{pb+p#tXXsp3%PI$-t? zRD*4MY@o&c;_|QYS*OOuj*pSCkydYH^>G?v!%fI~>I|R#UM1s`U!HilMb5k%gdDKk zb7cEGdqtzRXS8b+#*WosS+2Qd9rhLbOjyBT2bKF(C+}|pKIEZ@=)VPgs^U6#q~!$^ z)g%=E-9a-T*b{_9!5}CM4g+DJ;D1GYa3uWbK{KFkgcQ~Rf9?xkH$u+Q$jaiLxQ&?= z7XPT`h_${0I&#Jg2?P3@8`-O29YMUp(nkV4d|Y=p(1RR49`-M`fcH8XJG$CpLBe<< zkRL|E$N?*Z10V=%tH`TK$pg`>wAOFt03sfqy@jnK&K`uuAIMY1XN<9TaKxhkp@EoJ z!RXL~riF>4xdRA7hy`C&<4?@_zd_Mb*4Eb02B0X){jM}Z00keTAAy263uEOOck>RJlFvEYMz0w{RvIRXWF1PTNQtp7m4XCyid$PzdYL94F2o+6mT(^c6XXX11ZYY*a8w78{?)dJa? zm;(Ok5 z%mcJj#F_lJChGP^wzgOkkg$xAl>-*Qt1hi2B;#adWo%?)gNLMUZs7m|{{8_?@E_1X zP$7&E3I;=ic>jRpJ0uVnd#ouH7=*!4f&cjdArS}|0%QvMKNt0|G`9=^O$yB*Y8>eqke~5%UK8 zW(Xr17YarZ@&%M>)EABf zycdD2;Ak`vX23Lv^npMT%NYp>hVXqz6mYMDU<@Q0L(~ohK@r*{1emHsn9*ROIS7mj zTp%GB1C1ocf&sh^VLJ>QLD&~?S46%Y3an3rSO6DBq$4N{CX~|io-dAeg`~294u#JiUa))W$+JDAYBn@xRfLc2ty<>7{Jhg xwL%(+l#xbbq$JQVs3c5W4D{cd=z)Mx)xpuo-tl)Ffri0gP%3V2X(bt|{|9edF<$@x literal 0 HcmV?d00001 diff --git a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.synctex.gz b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.synctex.gz new file mode 100644 index 0000000000000000000000000000000000000000..0005334e4496b31c9183a006dbd768c00aa6e105 GIT binary patch literal 5470 zcmV-k6`|@MiwFP!000003f){wZzMT#zUx=?0CVUD)D4mmeAR6+1KSIGybH|kVvW`u zN>WK(kW>;>)w60F{_p;R`C>6LrRw7v1B|4|kHLswFdj^1|N3or^_R`x-~Da#yx%_V zR`%?VyQi;*m0kU`y7=oJ)QdmtuAetQuXo=re%|cw4v$Y4|GGW=+t=K15# z>%;ojtL*Y;(I{fnK>VDtzpc8o<9v|=b z7r$?wFQMSWr~Tnu&wx*4uzh%Xd_MF)s`37xZABi|+g-H?;Y9r}*Za-I^QLG&nLmEd z=>7J;H`ZbFV?R2bIC}lCe^?*B3_mOD=kMo$KkN0g=KEQ|vNZ?${Twd$-)au0?u3fN zfad+6uFZ*u~m$f$E;hrOp@=ML+R1eibZerrz_R+y4m+Q;TefR&G!P_o+%wYeI z?cwUnr|Zqlz~N*UeO_N~FD@_dAD>`|tDD<_!Kofv1o*hw-QI8aUoQHepYE?mN#6F; zIb&3+obII^gTu=~@i;YXzFa-tKR)+A>J>TFLGk?Q%l2yj5vIK8xKu_x)kQ}xP~qa~ z`UbRGn^T>1U~_T(`}S$STR&7x=+r)O}pR8MW?sCOKl z>a8Oagt0ml(y7t(XnjXXrX{Agy|oV@D6la9@UxcXRA;@x^UZbtqh@fbvmUkwJlkB2 zztl`l_0>`_TL0JYA3S>NttXRZ&W12@K;{dKoRNq6@5cYnIMf&EtI z?7ya8e<~sCusZvJjmu~MW6wU@bHrYb6kH1DoE>?GH0h$xCU{VobIQ!;riX?YVm7XV zdJim{b0(XTa~c{F5hJ#a$e03?1MdCnIQ)0^$X3CTpTMHdW5#*#`Kp z^)97i&rtRr_RNG9-VCw}>}*ATDP-%svpKb7XW+Jm6xk|y6*^+g$oZC>5!SckwETHb*Y`y5&{^b5u)bTS??Ds;wr zK*ombU~A6NH%#FA0s8wE?cj=@xkWp+-Ue>bY$F-dn#wV|j0D%BvEngU#RTSKZ`);X zA!2=%y7& zi9;A)wlZN!bCwW>?1}|0p;I1|NGfsz?JYBjSM}(DECXCczU{~!%(6lwdLUr&5jw)F zf-D*zp@ocJE!m0O$vu&yO>jq;Dl@_z1vV+4n|`k35|)NW81(KQAmzj;(dSs??BNR0 zHzGR&n#nEN83G&D=#1b-+@h`Flxqdw&yvx9Vr$rT0T#f{l0^BL#c~ocQa#^?&eAdj zX}`5JQen0z=O*%9$EHEAU{V|VIb0_4l4XunB@@_3(;5cJ0g=r#E02&AJ^ZjWOiO-E zS57HY&EiA(4~(ptoF4%PYp#QR@fHA)k6?odDCE3?4fn7$vjJ0eZ_isT)$Z5|>f*M8pvo0A&CqQi~*L_+!M*8_^@(!;h?)=(jx`gDF+? z&-3&Z!;(n4o)HsD?iS&D5d$hi&K1}UI5W(T)Es?1|ES;6OhhS2h1Sh9vLS?PSF`zT zd`5vvHfdBuDuIo%GD$+{bdqKod?LruB!$n2aNcP=N(}hp3_f9Z*#>VV{}TMH!Gn%P z&XFtnUE!nfQ*@B07KLmIzLmDL+%priLGMHuchuORjQPI(_x#D~cAGi|y zSo1+6FPm7=J@SchN_-oPN9(Wogp8mhg=;e}Vj3h03Xf7g6%T9hFffPU6<(?Vw3`Z# zQU#5XY4NCm9jZHJ2Z)$ZI4SwDv9MUI^mQ&08Zu>PBrQVmUFjv8w(gn+mx6bT#bkc? zkb16t5$nfhDU;T2*aM41Jh|aO?gUC`KcWxC#Amc)Z+r9iL1l${b@8dG#dX+eroiE{OLq@!Il zPI(E!tu$qtF3qbU&4)ZfaAopAEL746j$ug~MtWecwL#k#OPHJ2#z!;>wG{oZfZ80@ z`O<75a2J%CVJJReplVMsGs?(eSV9u;g=8Lb=kGn$q~-4HHNQ3mDI zB%L4G*3HJ*#(>cbYw4?*P=Yd;scu?PI)+q^@O&8JNeXaHIqK}uB~p5Xh8W-z6Zxf( zpNW49hJyi_)CsFn)m@q75c=YM7i^XL$a?FqYnhy^_KsFCgD4cF^C- zk=Oz|=_lc3iXGx^Mp3Wm2-7xH(hbw3EC+^ZVH&I!Jdk2L43QNDp|#C09)?+l4`tIz zfe6aT{mKXq4H&kuo(8=$_NZBs4k00>O88+IOTLI)4MSa&#@VnAQBDL~DFUi36o86d zKx)p8m!yb@2+@)nmK8IGibci)e{zV3*T&RZ)^nj31t<*pt zVqi0kqR+%eXXU&nq{T7|$pHorBe3vJ74MM&+830Gs=^xws;T8%5PRvgZeu_fozqz6 zjpR-&bQ`X0+=(~(iO>(i!pDeM*bK^8yohq`cu?#IA#%r(Rhv;L0ts=E7v@52!S=OQ z4RaWkWq<%MlSSwfb6=&j`3$3U)9Tw;D$||CxI{u=9wdp|;(kD4Sd8WyD` z3QMP_2^O}CM$>(eS14*4Y|n&RYiSzPq2erRm>ieOJF$fo%qadHDIdaLl21&_4lCz_ zmEAro1spmdRt3cl&0I*%Dmperps4XEo8>T1O^*%7DB+i;4VRP@!)- za^Q?6u0>~p`bMD<8Vq7@i?&jBGjR*IQjLJ1@Ys2T+Ct%7u<|BS;Yp5INYBgCF0m3* z4*1-WvOV6zW}G$NXGwP&9~lyfrw?>2pR?8S4QpgM8-w~l<)mStUR{*kAsx30$EVCk zOWdIg*{)FC$O+~|zU{~??;E*AXEum-wnbweLdiOjf1D?GOe}h^h=@JW-w*VJVg>=0 zLNus1u4a$BF*A zp<`nj$bn6Ze$t#H&7dOfuFo8ge_a!#Xf)$oYtnLPW+F69Xz3>oSPmz-ug49C>+%ep zZp^h7z1D=P+t{eIrvCJ!)q14Ap*10$g=$@vv_|1VG1H9JOEa}v!)Pct?X1?=1cdrq zX))4A-Vxg@DJ`b)uWNxGSbC=!EtY0NaUZGDLJH#=S8EZhOiF6)&^MrDCAD?|>DSI^ zJ<{LMI-rzi9W^!^q1(w6d#A&OmPN}+(p@_2w9HWf{wG&3LsBu zd?4Wz6h5Fy&OWsE)bySYJPZ3RE4;kj47s99@}fF7^(n|32*{*!S3geWE+jh-N#5wE zqRUxwe~&I?Lhh29Gf(8(j_gtG=G>xlh{(;UMdwUXowjJ{{}K|mri({pZrPwbL9(?< zMk{aUy)F7D$i?--l_mXWs= zR=LkGP`Qu1-9vM$u4&C+^kDHVgo)RW%d?Y;XhIk6LGG5o`W5-5kmVjKst#)5r75CF z3STb7%-~VP$mUgethn4{R&G()X@e zqQRKRiqYn%L%=XlEki=iH>|JP&0zY$(lQ|^!Eet|>7k!CZiO^W==;y*7AJPmxm;Fe zUrL%eIBF%%_B?itpp~kCN8WM~U(Qss^p%mC+Ykj3Tz40}hrA+KKhtpUqMK=8BPVi! zNASpGq?a3_p&Ua5KCX*OLn-%%&4?>EwSF6(qESF7brbj7j*cP}ML|XH@u+?%A@Xl;kfrJsn0R#u#z(dQ_U6Vv^NoNEL?J`ztczdJcRB zTv^R8?K5SO4}CYA%R3XfX{^>Z$(JO^jP2SYFT))w`saDNyn6ET9;?}3?~mc|Q)DWi zM)>Hly`@B}k}C%wx}Kay17tLx_2Yh+GZNmc9`>OXK*^irC38AwLS`W?E|wFf8PQ@> z?l!59y-?NU9eTJAc|0$+H5(o|jqT^4xZG1l`CI|z4&XS4yqzk0wR_wu-VW=pO%({a za#6Qga%YgE5J20dRrFPm>eT6*VI4Rp7-a&hScqa3+s#z-e3%B$&!ldKb!?olYNJd= zA7UZ;AM|w~OWQw*fv{cr{<&D_5Zp47d+Yz`zNDW_%6KGKQhZXzo9OT-F8x@MMuLXv zKZdGt4oO_pob8PThyPf*ydF0hZ)v7hZ<3U+|9_JJ8IzkQeQC#0?v!Jo5&@G#^_-=z)l1 zR$4oGADFe)6a96qN8B4)J4F9fS!dFEX{J_ddD))Byw)f!19qocYel~+;b5%k$LNvJ zHo;4awPv2{utO$-HL03^2Gb9gD?akl*ue;L0-uFqCUR}%5&7RE`oLE`HRF9jiy)@I2V-*fAyAVd)=veX$!6*}}B?z&6 zl6tJQd=4j9Ae`2EqQ9>7hy~ zcEoj`gcZf)!>bTmN#uQV$~LMQTRNIU`P!s}h4*DgybAeo9`e@El5!C}yzlM-6fAtx zOFp0M{^R1452O6ev(-mS7Czp$XT4PjO-L3yHdcZE$nAS&m6l$%r6W=R0N^sX3;+NC literal 0 HcmV?d00001 diff --git a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.tex b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.tex index a8f234393..18a96f335 100644 --- a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.tex +++ b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.tex @@ -1,6 +1,36 @@ \documentclass[../main.tex]{subfiles} \begin{document} \chapter{Lecture 7 - 07-04-2020} - - +Bounding statistical risk of a predictor\\\ +Design a learning algorithm that predict with small statistical risk\\ +$$ +(D,\ell) \qquad \ell_d(h) = \barra{E}\left[ \, \ell (y), h(x) \, \right] +$$ +were $D$ is unknown +$$ +\ell(y, \hat{y}) \in [0,1] \quad \forall y, \hat{y} \in Y +$$ +We cannot compute statistical risk of all predictor.\\ +We assume statistical loss is bounded so between 0 and 1. Not true for all +losses (like logarithmic ).\\ +Before design a learning algorithm with lowest risk, How can we estimate +risk?\\ +We can use test error $\rightarrow$ way to measure performances of a predictor h. +We want to link test error and risk. +\\ +Test set $S' = \{ (x'_1, y'_1) ...(x'_n,y'_n) \}$ is a random sample from $D$ +\\ +How can we use this assumption?\\ +Go back to the definition of test error\\ +\\ +\red{ Sample mean (IT: Media campionaria)}\\ +$$ +\hat{\ell}_s(h) = \frac{1}{n} \cdot \sum_{t=1}^{n} \ell (\hat{y}_t,h(x'_t)) +$$ +i can look at this as a random variable +\col{$\ell(y'_t,h(x'_t))$}{Blue} +\\ +$$ +\barra{E} \left[ \, \ell (y'_t, h(x'_t)) \right] = \ell_D(h) \longrightarrow \red{risk} +$$ \end{document} \ No newline at end of file