From 62af34f17932f2efb737cc5f3e2ac35871713172 Mon Sep 17 00:00:00 2001 From: Zargham Date: Thu, 1 Nov 2018 15:41:04 +0100 Subject: [PATCH] z-saving --- notebooks/notebook.tex | 422 +++++++++++++++++++++++++++++++++++++++ notebooks/output_3_2.png | Bin 0 -> 34330 bytes notebooks/output_4_2.png | Bin 0 -> 41837 bytes notebooks/output_8_2.png | Bin 0 -> 75170 bytes notebooks/testBC.ipynb | 242 ++++++++++------------ 5 files changed, 525 insertions(+), 139 deletions(-) create mode 100644 notebooks/notebook.tex create mode 100644 notebooks/output_3_2.png create mode 100644 notebooks/output_4_2.png create mode 100644 notebooks/output_8_2.png diff --git a/notebooks/notebook.tex b/notebooks/notebook.tex new file mode 100644 index 0000000..5d212d4 --- /dev/null +++ b/notebooks/notebook.tex @@ -0,0 +1,422 @@ + +% Default to the notebook output style + + + + +% Inherit from the specified cell style. + + + + + +\documentclass[11pt]{article} + + + + \usepackage[T1]{fontenc} + % Nicer default font (+ math font) than Computer Modern for most use cases + \usepackage{mathpazo} + + % Basic figure setup, for now with no caption control since it's done + % automatically by Pandoc (which extracts ![](path) syntax from Markdown). + \usepackage{graphicx} + % We will generate all images so they have a width \maxwidth. This means + % that they will get their normal width if they fit onto the page, but + % are scaled down if they would overflow the margins. + \makeatletter + \def\maxwidth{\ifdim\Gin@nat@width>\linewidth\linewidth + \else\Gin@nat@width\fi} + \makeatother + \let\Oldincludegraphics\includegraphics + % Set max figure width to be 80% of text width, for now hardcoded. + \renewcommand{\includegraphics}[1]{\Oldincludegraphics[width=.8\maxwidth]{#1}} + % Ensure that by default, figures have no caption (until we provide a + % proper Figure object with a Caption API and a way to capture that + % in the conversion process - todo). + \usepackage{caption} + \DeclareCaptionLabelFormat{nolabel}{} + \captionsetup{labelformat=nolabel} + + \usepackage{adjustbox} % Used to constrain images to a maximum size + \usepackage{xcolor} % Allow colors to be defined + \usepackage{enumerate} % Needed for markdown enumerations to work + \usepackage{geometry} % Used to adjust the document margins + \usepackage{amsmath} % Equations + \usepackage{amssymb} % Equations + \usepackage{textcomp} % defines textquotesingle + % Hack from http://tex.stackexchange.com/a/47451/13684: + \AtBeginDocument{% + \def\PYZsq{\textquotesingle}% Upright quotes in Pygmentized code + } + \usepackage{upquote} % Upright quotes for verbatim code + \usepackage{eurosym} % defines \euro + \usepackage[mathletters]{ucs} % Extended unicode (utf-8) support + \usepackage[utf8x]{inputenc} % Allow utf-8 characters in the tex document + \usepackage{fancyvrb} % verbatim replacement that allows latex + \usepackage{grffile} % extends the file name processing of package graphics + % to support a larger range + % The hyperref package gives us a pdf with properly built + % internal navigation ('pdf bookmarks' for the table of contents, + % internal cross-reference links, web links for URLs, etc.) + \usepackage{hyperref} + \usepackage{longtable} % longtable support required by pandoc >1.10 + \usepackage{booktabs} % table support for pandoc > 1.12.2 + \usepackage[inline]{enumitem} % IRkernel/repr support (it uses the enumerate* environment) + \usepackage[normalem]{ulem} % ulem is needed to support strikethroughs (\sout) + % normalem makes italics be italics, not underlines + + + + + % Colors for the hyperref package + \definecolor{urlcolor}{rgb}{0,.145,.698} + \definecolor{linkcolor}{rgb}{.71,0.21,0.01} + \definecolor{citecolor}{rgb}{.12,.54,.11} + + % ANSI colors + \definecolor{ansi-black}{HTML}{3E424D} + \definecolor{ansi-black-intense}{HTML}{282C36} + \definecolor{ansi-red}{HTML}{E75C58} + \definecolor{ansi-red-intense}{HTML}{B22B31} + \definecolor{ansi-green}{HTML}{00A250} + \definecolor{ansi-green-intense}{HTML}{007427} + \definecolor{ansi-yellow}{HTML}{DDB62B} + \definecolor{ansi-yellow-intense}{HTML}{B27D12} + \definecolor{ansi-blue}{HTML}{208FFB} + \definecolor{ansi-blue-intense}{HTML}{0065CA} + \definecolor{ansi-magenta}{HTML}{D160C4} + \definecolor{ansi-magenta-intense}{HTML}{A03196} + \definecolor{ansi-cyan}{HTML}{60C6C8} + \definecolor{ansi-cyan-intense}{HTML}{258F8F} + \definecolor{ansi-white}{HTML}{C5C1B4} + \definecolor{ansi-white-intense}{HTML}{A1A6B2} + + % commands and environments needed by pandoc snippets + % extracted from the output of `pandoc -s` + \providecommand{\tightlist}{% + \setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}} + \DefineVerbatimEnvironment{Highlighting}{Verbatim}{commandchars=\\\{\}} + % Add ',fontsize=\small' for more characters per line + \newenvironment{Shaded}{}{} + \newcommand{\KeywordTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}} + \newcommand{\DataTypeTok}[1]{\textcolor[rgb]{0.56,0.13,0.00}{{#1}}} + \newcommand{\DecValTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}} + \newcommand{\BaseNTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}} + \newcommand{\FloatTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}} + \newcommand{\CharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}} + \newcommand{\StringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}} + \newcommand{\CommentTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textit{{#1}}}} + \newcommand{\OtherTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{{#1}}} + \newcommand{\AlertTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}} + \newcommand{\FunctionTok}[1]{\textcolor[rgb]{0.02,0.16,0.49}{{#1}}} + \newcommand{\RegionMarkerTok}[1]{{#1}} + \newcommand{\ErrorTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}} + \newcommand{\NormalTok}[1]{{#1}} + + % Additional commands for more recent versions of Pandoc + \newcommand{\ConstantTok}[1]{\textcolor[rgb]{0.53,0.00,0.00}{{#1}}} + \newcommand{\SpecialCharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}} + \newcommand{\VerbatimStringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}} + \newcommand{\SpecialStringTok}[1]{\textcolor[rgb]{0.73,0.40,0.53}{{#1}}} + \newcommand{\ImportTok}[1]{{#1}} + \newcommand{\DocumentationTok}[1]{\textcolor[rgb]{0.73,0.13,0.13}{\textit{{#1}}}} + \newcommand{\AnnotationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}} + \newcommand{\CommentVarTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}} + \newcommand{\VariableTok}[1]{\textcolor[rgb]{0.10,0.09,0.49}{{#1}}} + \newcommand{\ControlFlowTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}} + \newcommand{\OperatorTok}[1]{\textcolor[rgb]{0.40,0.40,0.40}{{#1}}} + \newcommand{\BuiltInTok}[1]{{#1}} + \newcommand{\ExtensionTok}[1]{{#1}} + \newcommand{\PreprocessorTok}[1]{\textcolor[rgb]{0.74,0.48,0.00}{{#1}}} + \newcommand{\AttributeTok}[1]{\textcolor[rgb]{0.49,0.56,0.16}{{#1}}} + \newcommand{\InformationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}} + \newcommand{\WarningTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}} + + + % Define a nice break command that doesn't care if a line doesn't already + % exist. + \def\br{\hspace*{\fill} \\* } + % Math Jax compatability definitions + \def\gt{>} + \def\lt{<} + % Document parameters + \title{testBC} + + + + + % Pygments definitions + +\makeatletter +\def\PY@reset{\let\PY@it=\relax \let\PY@bf=\relax% + \let\PY@ul=\relax \let\PY@tc=\relax% + \let\PY@bc=\relax \let\PY@ff=\relax} +\def\PY@tok#1{\csname PY@tok@#1\endcsname} +\def\PY@toks#1+{\ifx\relax#1\empty\else% + \PY@tok{#1}\expandafter\PY@toks\fi} +\def\PY@do#1{\PY@bc{\PY@tc{\PY@ul{% + \PY@it{\PY@bf{\PY@ff{#1}}}}}}} +\def\PY#1#2{\PY@reset\PY@toks#1+\relax+\PY@do{#2}} + +\expandafter\def\csname PY@tok@w\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.73,0.73}{##1}}} +\expandafter\def\csname PY@tok@c\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} +\expandafter\def\csname PY@tok@cp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.74,0.48,0.00}{##1}}} +\expandafter\def\csname PY@tok@k\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@kp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@kt\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.69,0.00,0.25}{##1}}} +\expandafter\def\csname PY@tok@o\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} +\expandafter\def\csname PY@tok@ow\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.67,0.13,1.00}{##1}}} +\expandafter\def\csname PY@tok@nb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@nf\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}} +\expandafter\def\csname PY@tok@nc\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}} +\expandafter\def\csname PY@tok@nn\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}} +\expandafter\def\csname PY@tok@ne\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.82,0.25,0.23}{##1}}} +\expandafter\def\csname PY@tok@nv\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} +\expandafter\def\csname PY@tok@no\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.53,0.00,0.00}{##1}}} +\expandafter\def\csname PY@tok@nl\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.63,0.63,0.00}{##1}}} +\expandafter\def\csname PY@tok@ni\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.60,0.60,0.60}{##1}}} +\expandafter\def\csname PY@tok@na\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.49,0.56,0.16}{##1}}} +\expandafter\def\csname PY@tok@nt\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@nd\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.67,0.13,1.00}{##1}}} +\expandafter\def\csname PY@tok@s\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@sd\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@si\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.53}{##1}}} +\expandafter\def\csname PY@tok@se\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.13}{##1}}} +\expandafter\def\csname PY@tok@sr\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.53}{##1}}} +\expandafter\def\csname PY@tok@ss\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} +\expandafter\def\csname PY@tok@sx\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@m\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} +\expandafter\def\csname PY@tok@gh\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}} +\expandafter\def\csname PY@tok@gu\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.50,0.00,0.50}{##1}}} +\expandafter\def\csname PY@tok@gd\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.63,0.00,0.00}{##1}}} +\expandafter\def\csname PY@tok@gi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.63,0.00}{##1}}} +\expandafter\def\csname PY@tok@gr\endcsname{\def\PY@tc##1{\textcolor[rgb]{1.00,0.00,0.00}{##1}}} +\expandafter\def\csname PY@tok@ge\endcsname{\let\PY@it=\textit} +\expandafter\def\csname PY@tok@gs\endcsname{\let\PY@bf=\textbf} +\expandafter\def\csname PY@tok@gp\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}} +\expandafter\def\csname PY@tok@go\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.53,0.53,0.53}{##1}}} +\expandafter\def\csname PY@tok@gt\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.27,0.87}{##1}}} +\expandafter\def\csname PY@tok@err\endcsname{\def\PY@bc##1{\setlength{\fboxsep}{0pt}\fcolorbox[rgb]{1.00,0.00,0.00}{1,1,1}{\strut ##1}}} +\expandafter\def\csname PY@tok@kc\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@kd\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@kn\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@kr\endcsname{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@bp\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}} +\expandafter\def\csname PY@tok@fm\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}} +\expandafter\def\csname PY@tok@vc\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} +\expandafter\def\csname PY@tok@vg\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} +\expandafter\def\csname PY@tok@vi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} +\expandafter\def\csname PY@tok@vm\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}} +\expandafter\def\csname PY@tok@sa\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@sb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@sc\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@dl\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@s2\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@sh\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@s1\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}} +\expandafter\def\csname PY@tok@mb\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} +\expandafter\def\csname PY@tok@mf\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} +\expandafter\def\csname PY@tok@mh\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} +\expandafter\def\csname PY@tok@mi\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} +\expandafter\def\csname PY@tok@il\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} +\expandafter\def\csname PY@tok@mo\endcsname{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}} +\expandafter\def\csname PY@tok@ch\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} +\expandafter\def\csname PY@tok@cm\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} +\expandafter\def\csname PY@tok@cpf\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} +\expandafter\def\csname PY@tok@c1\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} +\expandafter\def\csname PY@tok@cs\endcsname{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}} + +\def\PYZbs{\char`\\} +\def\PYZus{\char`\_} +\def\PYZob{\char`\{} +\def\PYZcb{\char`\}} +\def\PYZca{\char`\^} +\def\PYZam{\char`\&} +\def\PYZlt{\char`\<} +\def\PYZgt{\char`\>} +\def\PYZsh{\char`\#} +\def\PYZpc{\char`\%} +\def\PYZdl{\char`\$} +\def\PYZhy{\char`\-} +\def\PYZsq{\char`\'} +\def\PYZdq{\char`\"} +\def\PYZti{\char`\~} +% for compatibility with earlier versions +\def\PYZat{@} +\def\PYZlb{[} +\def\PYZrb{]} +\makeatother + + + % Exact colors from NB + \definecolor{incolor}{rgb}{0.0, 0.0, 0.5} + \definecolor{outcolor}{rgb}{0.545, 0.0, 0.0} + + + + + % Prevent overflowing lines due to hard-to-break entities + \sloppy + % Setup hyperref package + \hypersetup{ + breaklinks=true, % so long urls are correctly broken across lines + colorlinks=true, + urlcolor=urlcolor, + linkcolor=linkcolor, + citecolor=citecolor, + } + % Slightly bigger margins than the latex defaults + + \geometry{verbose,tmargin=1in,bmargin=1in,lmargin=1in,rmargin=1in} + + + + \begin{document} + + + \maketitle + + + + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}1}]:} \PY{k+kn}{from} \PY{n+nn}{engine} \PY{k}{import} \PY{n}{run} + \PY{k+kn}{import} \PY{n+nn}{matplotlib}\PY{n+nn}{.}\PY{n+nn}{pyplot} \PY{k}{as} \PY{n+nn}{plt} + \PY{k+kn}{import} \PY{n+nn}{numpy} \PY{k}{as} \PY{n+nn}{np} + + \PY{o}{\PYZpc{}}\PY{k}{matplotlib} inline +\end{Verbatim} + + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}2}]:} \PY{n}{d}\PY{o}{=}\PY{n}{run}\PY{o}{.}\PY{n}{main}\PY{p}{(}\PY{p}{)} +\end{Verbatim} + + + \begin{Verbatim}[commandchars=\\\{\}] +Test + + \end{Verbatim} + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}3}]:} \PY{n}{names} \PY{o}{=} \PY{n}{d}\PY{o}{.}\PY{n}{keys}\PY{p}{(}\PY{p}{)}\PY{p}{[}\PY{p}{:}\PY{l+m+mi}{4}\PY{p}{]} + \PY{k}{for} \PY{n}{n} \PY{o+ow}{in} \PY{n}{names}\PY{p}{:} + \PY{n}{d}\PY{p}{[}\PY{n}{n}\PY{p}{]}\PY{o}{=}\PY{n}{d}\PY{p}{[}\PY{n}{n}\PY{p}{]}\PY{o}{.}\PY{n}{apply}\PY{p}{(}\PY{n+nb}{float}\PY{p}{)} +\end{Verbatim} + + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}15}]:} \PY{n}{d}\PY{o}{.}\PY{n}{plot}\PY{p}{(}\PY{n}{x}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{time\PYZus{}step}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{y}\PY{o}{=}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Pool}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Supply}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{,} \PY{n}{figsize}\PY{o}{=}\PY{p}{(}\PY{l+m+mi}{15}\PY{p}{,}\PY{l+m+mi}{10}\PY{p}{)}\PY{p}{)} +\end{Verbatim} + + + \begin{Verbatim}[commandchars=\\\{\}] +/anaconda3/lib/python3.6/site-packages/pandas/plotting/\_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html\#attribute-access + series.name = label + + \end{Verbatim} + +\begin{Verbatim}[commandchars=\\\{\}] +{\color{outcolor}Out[{\color{outcolor}15}]:} +\end{Verbatim} + + \begin{center} + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_3_2.png} + \end{center} + { \hspace*{\fill} \\} + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}13}]:} \PY{n}{d}\PY{o}{.}\PY{n}{plot}\PY{p}{(}\PY{n}{x}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{time\PYZus{}step}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{y}\PY{o}{=}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Pool}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Supply}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{,} \PY{n}{figsize}\PY{o}{=}\PY{p}{(}\PY{l+m+mi}{15}\PY{p}{,}\PY{l+m+mi}{10}\PY{p}{)}\PY{p}{,} \PY{n}{logy}\PY{o}{=}\PY{k+kc}{True}\PY{p}{)} +\end{Verbatim} + + + \begin{Verbatim}[commandchars=\\\{\}] +/anaconda3/lib/python3.6/site-packages/pandas/plotting/\_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html\#attribute-access + series.name = label + + \end{Verbatim} + +\begin{Verbatim}[commandchars=\\\{\}] +{\color{outcolor}Out[{\color{outcolor}13}]:} +\end{Verbatim} + + \begin{center} + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_4_2.png} + \end{center} + { \hspace*{\fill} \\} + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}8}]:} \PY{n}{d}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{invar}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]}\PY{o}{=}\PY{p}{(}\PY{n}{d}\PY{o}{.}\PY{n}{Pool}\PY{o}{/}\PY{n}{d}\PY{o}{.}\PY{n}{Supply}\PY{p}{)} +\end{Verbatim} + + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}9}]:} \PY{n}{d}\PY{o}{.}\PY{n}{invar}\PY{o}{.}\PY{n}{describe}\PY{p}{(}\PY{p}{)} +\end{Verbatim} + + +\begin{Verbatim}[commandchars=\\\{\}] +{\color{outcolor}Out[{\color{outcolor}9}]:} count 2001.0 + mean 2.0 + std 0.0 + min 2.0 + 25\% 2.0 + 50\% 2.0 + 75\% 2.0 + max 2.0 + Name: invar, dtype: float64 +\end{Verbatim} + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}10}]:} \PY{n}{d}\PY{o}{.}\PY{n}{tail}\PY{p}{(}\PY{p}{)} +\end{Verbatim} + + +\begin{Verbatim}[commandchars=\\\{\}] +{\color{outcolor}Out[{\color{outcolor}10}]:} Belief Pool Price Supply mech\_step time\_step \textbackslash{} + 1996 1.479643 6.525178e+08 2.394507 3.262589e+08 2 998 + 1997 1.604208 6.525178e+08 2.464774 3.262589e+08 1 999 + 1998 1.806759 5.766994e+08 2.381050 2.883497e+08 2 999 + 1999 1.988029 5.766994e+08 2.394131 2.883497e+08 1 1000 + 2000 2.061324 5.198756e+08 2.332448 2.599378e+08 2 1000 + + timestamp invar + 1996 2018-10-01 15:33:02 2.0 + 1997 2018-10-01 15:33:03 2.0 + 1998 2018-10-01 15:33:03 2.0 + 1999 2018-10-01 15:33:04 2.0 + 2000 2018-10-01 15:33:04 2.0 +\end{Verbatim} + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor}11}]:} \PY{n}{d}\PY{o}{.}\PY{n}{plot}\PY{p}{(}\PY{n}{x}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{time\PYZus{}step}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}\PY{n}{y}\PY{o}{=}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Price}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Belief}\PY{l+s+s2}{\PYZdq{}}\PY{p}{,} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{invar}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{p}{,}\PY{n}{figsize}\PY{o}{=}\PY{p}{(}\PY{l+m+mi}{15}\PY{p}{,}\PY{l+m+mi}{10}\PY{p}{)}\PY{p}{)} +\end{Verbatim} + + + \begin{Verbatim}[commandchars=\\\{\}] +/anaconda3/lib/python3.6/site-packages/pandas/plotting/\_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html\#attribute-access + series.name = label + + \end{Verbatim} + +\begin{Verbatim}[commandchars=\\\{\}] +{\color{outcolor}Out[{\color{outcolor}11}]:} +\end{Verbatim} + + \begin{center} + \adjustimage{max size={0.9\linewidth}{0.9\paperheight}}{output_8_2.png} + \end{center} + { \hspace*{\fill} \\} + + \begin{Verbatim}[commandchars=\\\{\}] +{\color{incolor}In [{\color{incolor} }]:} \PY{n}{d}\PY{o}{.}\PY{n}{head}\PY{p}{(}\PY{l+m+mi}{11}\PY{p}{)} +\end{Verbatim} + + + + % Add a bibliography block to the postdoc + + + + \end{document} diff --git a/notebooks/output_3_2.png b/notebooks/output_3_2.png new file mode 100644 index 0000000000000000000000000000000000000000..8822efb76f12552048ca2eb5427ac97cc66f152d GIT binary patch literal 34330 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zM$$#M89o@0cI&_f67CY-y2Yya-IA>qQ*s@6{~DP`qqU1Ol^! z&Z5PPyg?FY1A&tifWqpG^y>y)$2~Ss9PUrq4wCnXKLZ*#Pg=T)Nv->~7eJkmK{lQM q#YOz59Qae(0>`TS-^+t92PdqqbaqlC!<|@>4KuaAR%>$m@qYsch!ukX literal 0 HcmV?d00001 diff --git a/notebooks/testBC.ipynb b/notebooks/testBC.ipynb index 7b9ad5c..18eba16 100644 --- a/notebooks/testBC.ipynb +++ b/notebooks/testBC.ipynb @@ -11,6 +11,7 @@ "from engine import run\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "import warnings\n", "\n", "%matplotlib inline" ] @@ -19,6 +20,17 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, + "outputs": [], + "source": [ + "present=False\n", + "if present:\n", + " warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -34,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +57,29 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Belief', 'Pool', 'Price', 'Supply', 'mech_step', 'time_step',\n", + " 'timestamp'],\n", + " dtype='object')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -59,18 +93,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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DtWhYNF6N4JVW+jXISlP7lw7A5Yiir7+Jark7kplj4Pc9UbetD6Jqk6BOCCGEEELcVNfTs4377Wt7cXduav/Hu9UhNMiDF/s1oH/TGiVvcGZX2PG16XjvjyW/NysNFk+EDwJg+TMQuQlmdoMZnWH923BuR8nbqiAj26iA9pM1J4zZMoUoDQnqhBBCCCHETdWjQfVCX1v4RCee6lmCrJdFjcadXFvyzix+HA7Oz71vDWz8wPTalk9gTn9IvrVZGd2cbBnQrAax1zPYFRl/S58t7gwS1AkhhBBCiAqXnpUDwEMdg2jm71YBDSYV/trJv2H9O8W3cfkQHF0OHiHQ/wPVZtR2aDUG6vU1Xbfg4fL3t5TeGtwUUPXshCgtyX4phBBCCCEq3MLwaABqujlWTINHl6mtVz2IP1nw9S0fQ+ij4Far4GuGHNg1E/5+RR0/vBycq4NXXfVaYHuwcYTsdJjRFa4cUwGglQ1Ub1SwvZvAx9Uebxd7ftkVxYBmNelc17v4m4TIJSN1QgghhBCiQui6Tma2gewcAx+vOY6ttcbEbrUrpvEd36jtwE9gSqz5a+65WSa3fGL53sNLVEDn4gvDvlfX2zpAvT7QoD84eqhjR3foMAlS42FGF5jeGa5fNrWTlQY52ZafUQFmjGkNqILt83ac5f9+38/SfRdu2vPEnUNG6oQQQgghRLkkpmaSbdBZfzSGlxcdol8TXxJTsxjaqhZWVgVT+Jdadia4+cP1GAjuClZW8EYipCWAjT3YOcOcgRA2Gzo9DT8OhsZDoN80df/lg2r73AGwLWbksMHdao1eeiJc3AcLxsGjqyHhHHzVBur2hnaPmd/jHgje9cr9NkODPflgWDMmLz7E1GWHAdh2Oo4hLf0slkIQIo+m65Uvw05oaKgeFhZ2u7shhBBCCCFKoOXba0hMzaJdiCe7z6ji4v4ejmx4oQd2NmWYGHb9Mji4Q9QO2PsTHFsJORlQoxlM2mr5nmN/wfzRENABzqv6eIxfB76N4T0/8GkET+0seR90Hb5pD3HHoftkOL8LIv8p/Pr/OwrV/ErefqGP1Tl/NY0sg4GNx6/wzooj2NlY8cfEjrQMcC93+6Lq0DQtXNf10JJcKyN1QgghhBCizP4IO09iahaAMaDb8lJP/NwdsS7LKJ0hB75oCdlpKrAzZINBtU9CEXXcGg4AzzqmgA5gdm/Tft1epeuHpqmRvl9GwKbcDJmBnaDP26AbTNclnIElE1VWzXErSvcMi4/VCPRyAtQ6u4zsHD5fe5Ln5+9jwws9KmbkU9xxZE2dEEIIIYQok78OXeKlhQeNx/e3DWDJk50I8HQqGNBlpRfdmMEABxfAb6NVQAdqZO6BP2BybjDn5Fl0G2MXm/ZDx5u/1uOVou+1pF4feGYv1MkNCJuPhIC2KrFK3r8W90PtnnB2C0RX7Eyzag62PNmjLs393Tgbn8qFxLQKbV/cOWSkTgghhBBClEqOQSc+JYMnf9lrPHfozb64OthaviFyI/w0BNyD4PmDlq858Csse0rt17kL7psH9i6m14fPhlqti+6YRzBM3AI5WeDfBpqPgn0/QdPh5m2VhlcdeHABZFxXiVQs6f0mzPpHTRWt1UaN8uXZMA3iTkC/9wpm5jQY4EKYSuDiEVRoF/7brwH3z9rJ2fgUAjydyvY+xB1NgjohhBBCCFEqX284xWfrTpidKzSgA1jxf2qbeE7VhrN1hqxUcKimzl+PyQ3oNPjvCXCxUKy82YiSda5mc9N+3mhaeVlZFx7QAfi1VAlU9v6o1t3d/xvYu6rgcvOH6prgLtDyQUiNU8fZmTBvKCRFqWmmL581DwbzCfZyBmDayqOsft6n/O9H3HEkqBNCCCGEECWm6zpztp8xHjf3d+OpnnULvyHuJFw9bTr+INC0//pVFTB9Ul8dd3jCckBXFfR5G3wawo6vYUZndU7Lt9Lpn2mwc7r5zyJPeiJcu2i5xh5Qw80BT2c7ElIzb0LHxZ1A1tQJIYQQQogS+2L9SWNiFIAX+jagX5Mahd/wdW7yPncL0ws3fmB+XLtHuft32/g2UYlVHloOQ2epc7pBjeA1GarKL1w9Da3GwpBv1L/hs+He6era9W8X2fzodgHEJ2diMFS+zPWVTXpWDj9sPcNz8/ex/mjM7e7OLSEjdUIIIYQQokSS0rL4fN1Js3N21iUcI3h4OXzRwvzc5g+hzcOm46DO5exhJVC7u9oueVxt+74LHiFwNRJSE6D7S6Zi6aCmaC59QmXRLIKPiz3ZBp2E1Ey8XOxvUufvDEv2XeDtFUcAWLb/Ivum9sHD2e429+rmkpE6IYQQQghRIpMXFUxyUsu9iGLel/Jd7xYArR8qeM1nTdS21diyJzOpjJ4OhxeOQ/VGYOsAEzfDfw6ZB3QA1rbQYrSaflkEH1cHAOZsO3uTOnxnyMjO4Y3lh3GwteLDEWp95RvLD3P00rXb3LObS4I6IYQQQghRLF3X2XoqDg8nW06/N4Az7w9gz2u9jTXVLJrZVW37vafWzvV91/TalCvgli/AybrD0vV71wXXIqal5lfND5LOQ3JsoZd0re8NwJxtZ8jIzqmIHt6RDkUnkZltYFBzP+4LDaBbfR+WH7jI8Onbycw2FN9AFSVBnRBCCCGEKNbXG05xPT2bl/o3xNpKQ9M0fFxLOQ3QwQ1evagyPdrYwaifTK/1KXpN2R2tZku13fFNoZdUc7DlqZ51SMnMYcneC7eoY1VPXt3El/o3AGDGmNZMHdSY1MwcfthW9BTXqkyCOiGEEEIIUaT0rBy+3aiyNg5u4Vf6BgzZpn07Z3D0UPt+rWDkXHhsQ6GZH/8VGg+Gmi1g2+dFjta90KcBdjZWvLY0gvQsGa27UWa2gXNXU2lUsxrVc6erOtnZMKyV+t36YNUxLiel384u3jQS1AkhhBBCiCKtPRJDWlYO47uE4Gxfijx7TmrKIG0nFH5Nk6GqYPe/XfNRantuW6GXWFlpDGnhR45Bv+PXiJXF91sjyTHoTOxW2+y8h7MdM8aowvUP/bCLrJw7bxqmBHVCCCGEEKJIJ2OTAdOUthK5ckIV2u74tBqdE0ULfVRt178NeuFlC56+S9UEnLU58lb0qspYHXGJD1cfp5qDDZ3qeBV4vX/Tmgxu4ceJmGQ2Hr9yG3p4c0lQJ4QQQgghCtBzA4vkjGy+XH+SQE8n7G2sS95AxEK1rdfnJvTuDmTrCLV7qtIHf7+mzmWlFwjwAjxUYprdZ67e6h7eEptOXCHiQpLZuawcA1dTii68vv+8umfLS3dRvZqDxWvysmG+vizC+Pt9p5CgTgghhBBCmLmQmEbIK3/R8u013PXxRgDGdrBQPPxGKfFw4He4HgOb/gfVm1TtguK32uj54OoHYbNheheY5gu/jzG7xMpK49le9biamkn2HTiN8OEfdjPoq60AhJ+7ypGL13jhjwO0fmctOYUUXs/MNjBj02nqVXfBzcm20LYdbK3p3ag6l5LS+X7LnZU0RYqPCyGEEEIII13XGTF9OwCJqVl0refNqLYBTOgaUvhNx1dDxjU4vQEO/GY63/m5m9zbO4ytA4xZBKtfhpzc5DKn1sH+36DpcJUxFPCtZo+uQ1xyJjXcLI9KVXU7Tscz+rudZucuX0u3WBcx7JwatWwR4F5su5/c15IWb61h2l9HuaeF3x3z85OROiGEEEIIYfTZ2hNcSkrHzloVb543vj0v9G2ApmmWb0iJh99GweLH4OJ+da5mC+g5BVqMunUdv1P4NoaH/4RHV6kALzsdlk6CA78aL8nL7PhH2Pnb1cub4kKiqVbhwz/sLvD6jNwMrDd6bUmE2g5oVOwz3Bxt+f6hUODOWpcoQZ0QQgghhDDadjoegANv9OW+0IDib1j9smn/ylE1ojRxM3R/8Sb18F+kbm94MRKcvODP5yAzFYDQIFUS4tjlOysDZo+P/jHuZ1qYWrpsf8H6fGfiUjgTl0LLAHc8nO1K9JzejX2pW93ljsogKkGdEEIIIYQA1JS38HMJjO0QhKNdMUlRdB1+HgGHFqhjz9rwxA4YOuvmd/TfxNkLWj6o9q+qkSoPZzvaBHmQlJZ1GztW8bJy1Jq5l/s35MaB4Uc7h3AtPRvDDevqpq08AsBbg5uU6lmNalZjR2R8gaQsVZWsqRNCCCGEuEPEXkvnuy2RNK3lxpCWlot5Z2TnYGdtZZxOeSo2me+3ROJbzYEv1p8EYEjLYgqMx5+GDe/AqbWmc8/uq5D3ICxoNgK2fwknVkONZoCaRhhz7c4spK2jc+b9geQYdNKzcsjMNrAq4jIAs7ZEMql7HeO10Qlp1PFxLtF6uvweaBfInwcucuhCEk1ruVVo/28HCeqEEEIIIe4AYWevMnFeOPEpmTjbWTO4hR+apnH+aiqJqVl8vOY4n49qSat3VCD2dM+6rIq4xOkrKWbt/PpYe0KDPYt+2N+vqgAjj2sxQaAoH8/cIGbfL9BNTWt1d7TlRMz129ipmycjS029tLbScLa3wdkehraqxatLDnEqt2YiQFxyBscuX+eRzsGlfka7EE9srDT2nL3K6HaBFdX120aCOiGEEEKIKiwrx8C+qETum7nDeC4lM4eE1Cw8ne3o+qFpnVJeQAfw9T+njPuDmtdkZ2Q8wV7OdKxdsHCzmZR484Cuz9vQYnT534gonL2LWqt4ap3xVDVHW6IT0tB1vfAkNpXYhcQ0ws8lsOFoDG2CPc1KZlhZeD+Odta0DfZgx+l443uevzsKgNaBHpYfkpkCtk4UmMuJChi9XexZvPcC797bFCe7qh0WyZo6IYQQQohbaF9UAscvFxxhuZaeRf0pq3hz+WFWR1wm9nrJptb9tOOcWUA3/cHWAHy94RR/Hrho8Z4RbfzNjj+9ryVhU/qw8IlORQcIug6zupuf82sFLtVL1FdRDj6NID0JsjMAcM+tx7bi4KXb2asyG/rNNp79bR9L91/ko9XH0HUdH1d7gELLZ1R3deBCYhp7oxIB2BuVSE03B+5pccNI8ZUT8E17eM8PVv5foX0Y00GN0J2/mlboNVWFBHVCCCGEqFC6rnPgfCJn41KKv/hfRtd1hn67nX6fb+Y/v+8nOiEVXdfJzDZwMuY6mdkG5m4/y6Sfw5m86FCx7f288xzvrDhiPH7jnsb0aKACrP3nE3jmN8vr3Ea08efD4c15pHMwM8a0wc6mhB8Jz26FpBvS6OuWC0KLCpYXOF85BsDDHYMBOBdf/r+zFQcvcs9XW9lz9mq52yqJiAtJxF7PYHS7AJ7vXY9r6dl8u/E0V65n0KthdZztLY+aPdatNgDnr6ZyJi6FDcdiqe3jXPDCsNnq56RZQdgP6vfWgs51vQH1t1LVSVAnhBBCiAqTnpXDQz/sZsg323h8Xtjt7k6lk5qZY9xfsu8CE+eF8+vuKOpPWcXpWNOH8+Gt/dlwLJa1R2IKbev//tjPlKWqPlegpxOgppQ52lnzUMcg42iGJY621tzXNoA37mlC/6Y1Sv4G/sotU9Dl/2DwV9D4XghoX/L7Rdl55a6r2/oZoDJgujnacuV6Rrmbfn3ZYQ5dSOKpX/aSbaGUQEUb9JUKsloHehi/hPjo7+MAnIgtfJ1gndwA7sr1DHZFqtIbE7rWNr8oORZ2zQDv+jBpmzq39AlY92aB9kK8VXv5pyJXVRLUCSGEEKLCzNl2li0n4wA4EZNsVkxYQGK+FPT+Ho6cjE1m+X41RfKlRQeNr73Qtz4AX204aVaba9bm0zwyZzdXUzJZvFednzGmDfMf70C3+j7c01xNQxvaynLmyzyN/aqVvvNXI1UduibDoPcb0PohuO9HsHUofVui9II6qwD68BKIU0GIj6s9ERfLV2stLjmDqymZAMRez+D9VcfK3dWiZOULGl0dbGgZ4M6w1qbf1y/vb1XovS72NtjZWBFxMYnJiw9ha63RrZ6P+UV7f1Lbri+oQu4DP1HHWz+DlDizS92d7OjVsDpXrmcUKJVQ1UhQJ4QQQogKsSsynv+tPoa3iz1zHmkLwMxNp29zryqXpFQV1D3WNYQnetQhM9vAvvPmI2q7X+2Fn7sjE7qEcOhCEs/N388fe86TlJbFe38d45/jV2idL+FJjwY++Lk78tOj7YzFl1sFejBGl0SKAAAgAElEQVRrbBuLfejVsDq21mX4CLjpI7Vt83Dp7xXlp2nGzJfs/BZQQU74uQQuJZX9y5P3Vh4F4Idxobg52jJ76xmLRb5L41JSGk/8HM61dPM6ejHX0qn32irjcW0fFwDezFdjrlVhSU8ATdOo7mrPstwvQgY198Pa6oY1oLtmqG3je9W27QRT7cSlTxRo865G1UnPMnCpipeHkKBOCCGEEOX2+boTjJq1E4DPRrWgZ4PqNKzhytojMeiy5soor1h0zwbVaR+iygZkZquRi49GNOezUS2oXk2NfE0Z1JhlT3UG1Cjeh6sLjqDsea03DraWi4R3q+9j8fx/+tQvfcfjT8OBXyGkO9TuUfr7RcWo1we86qo1Y9djeKC9SvQRFZ9a5iYPRCfi6WxH9/rV+fv5bgA8N38/i8KjC4xeGQw6v++JIiM7x1JTRrM2R7Iq4jJ/7DFff7kyX1KXhjVcqe/rCkA1B1tWPdeV1c93Lba/T/Wsa9x/sP0NpQhSr0LKFej8vPkIckB78G0KJ9fAsb/MbmlUsxrtQzxJy8wu9tmVmQR1QgghhCiX7afi+HzdSXyr2bPpxR50zZ0O1SbIg0tJ6UzLHQkQMH+PSsHu5mRL3equDGim1rO52NswMjSAoa3Ms1I293dn8ZOdsLO24pddUWavLX6ykzFboCUOttYFkkjsm9qnbIWWI3PLIoQ+Uvp7RcXq+l+1vXyQ5v7qv2VccmaZmlp3JIbTV1IY2qoW1lYaNdwcePYuFTS9sOAAO8/Em12/5shlXl50iC9zi9RbEpecwZxtZwH4cPVx/pfvy4j8o2o3fhnRqGY1GtYoflrw8Nb+3N82gOd61TMf1UuJh9l91H7wDcGhlRWM+lntzx8NSaaRyNaBHvw+sSN1q7sW++zKTII6IYQQQpTZ+38d5bnf9wOwcFIngrxMQcQrAxoB8P3WM8Qllz+ZQ1WWnpXD1xtOsvnEFRxtramTO+1sZGgAYBqts6R1oAefjmphdq6JX7XCa3Pls+GFHsbyBfe29DNOzyy1QwvB1tk0pU3cPvX7qe2fz+PjooL68wllG6nLy3Y5sbsp2cikHnV4f1gzAH7ZGcWbyw/z+rIIft55jjeWHwZgx+n4go3lCn3XVEuvQQ1Xpm88zbZTai3b/Hwjd9mGsiVksbOx4oPhzflPn/rmUy8P/g7xp9Razzo9C97oGQJDvlH7EQvL9OzKTII6IYQQQpSaruu8ufwwMzdH4lvNnjfvaUxAbgbGPC72NvwwLhSAg9GFZ2K8k6Vn5TBv5zkenxfOx2tOkJaVw/QxrY2jFD0bVGfhpI4sfrJTke30aexr3N87tQ8rny1+mlqed+9tyl/PduXzIhJQFKDrELEIrl1UAV3UDvWhuAoWub7jOHmCdwNIS8DDSQXpH5QyuYmu64yYvp2ZmyNpXLMa1V1NUxWd7GwY3S4QVwcbVh66xNztZ/lpxzmmLI0g5pr6cmZvVCLBk1eyIOx8YY+gga8rn9/fEoB1R2PIMegcvWRK6pKdU8i07IXjYe0b5ueuHIewOUW/qdgj4OihsrJaWZ6STMsHwdET1r4OGclFt1fFSFAnhBBCiFLbcCyWudvP4ufmwC8TOjCus+Viwc1quQMYv+GvCLqu880/p+j8wQZj1j5LrlzPYPbWMywvpAD3rfDF+pNMXRrB7jPxDGhWg2Pv3G1M4Z4nNNiz2CmR9jbW1HRzYFynYDxLOdrmYGtd+myXO76GhY/Cp41g0Xh1btS80rUhbp6WoyErBausFAY2qwnA0UvXSlQbMjvHwH8XHCTsXAIDm9c0S1KS3/QHLSfaye/FhQeJuJDEa0sOmQVsAJ+OakEdHxca1nDl/NU0ktPN16xlF5ZtMmIhbPscsjNV8LX5Y/i+D6x4HjILGZG8fhn2zVPrDYuiadDzVbX/+5hi319VYrmynxBCCCFEEY7HqFpSi5/sjJujbaHX+bja0y7Yk4MXEjEYdKxuzFRXSrqu0+/zzZyIUd+yT1l6iG8tfPhceySGp3/dS0butMbu9X2K7OfNEHMtnekbT1PL3ZFNL/bApiwZJ/PZ8UqvCupZMa6egTVTTMcj50KN5uBZu9BbxC3mqgI5ks4zItSflYcucfcXWwCYNbYNfZsUXnvw9eWHWbQ3mub+bnw0ojlOdpbDgc51vXjn3qZYaxqvLjlUaHt5Ned+2RXFz+NNNQvzpob6ezix7mgMEReTzO57rKvlL4KMwmbDti/MzyWcVWUKbnTwd7VtXYLMrG0nwP5f1DrRY39BwwHF31MFyEidEEIIIUptV+RVPJ3tqOFWfI2ye1vVIj3LwKK90eV+7pfrT3EiJpm2wR54ONny16HLHLtcsE7X2ysOk5Ft4OGOQQDsjCx8DdDNstNYHDmk3AHdLZVXpHnY9/DCCWgy1FT4WlQO7rlZHzd9SMfaXjzcMYjR7dS55+bvL7Tm2rcbT/HrrigCPZ1Y+mTnQgM6UOUDxnYI4oH2gTzfu16JujVm9i5AZbbMy+J6TwsVgG44Fmu8btbYNoxqG1iwgYMLTPurJxd8fYGFoM1ggA3T1H6L+4vvpKbByB/V/tE/i7++iqhC/4cRQgghRGUQez2dTSeuGL+JL07PhiobZl5R8rLSdZ31x2IA+GFcW356VI0KvPDHAZ75bR+T5oUzcV4YA7/cwvmrabw+qDGTeqhgZOK8cHZGxt/SAsOXklTdq7xkKFVG1E6VAr75SHD1Lf56cesFdFDbrDQcbK15a0hT3h/WjEc7h5CWlWOx5traIzF8uPo4AAsndSzVqHnXet4AtPB3I2xK72Kv75dvpLB/U7U/e+sZ47lCRxIXT1DbwqZRJln4YmjvXMjJgO6TwbqEo/EeQRDSTZXpyL4zkjhJUCeEEEKIUjl6SU29fKJHyUZvaro50qWuN1FXy5ahL+JCEmFnrzJzcyQHo5NoH+KJq4Mtzfzd6N3Il8MXr7Hy4EXOxKXw9+EYDl+8RssAd4a38aemmyOT724IwP2zdtLns01k5VjOurfm8GXeXXGEz9edKDIbZUntiozHxd4GF/sqsNrFkAM52bDgEUi+DLUtZA8UlYeVlUrbn26egKhvExWEf3VDyYGLiWk89lMYAFte6mkcRSupvGL1NtZWeLvY88Y9FqZA5uPnbmrf3sY8aUle7cUitRkH/d6HoM5w11To+oIK2rJSIe6U+bWHl6pt2/HFt5ufj/r/AqfWFX1dFVEF/i8jhBBCiMrkvwsOAIUXt7YkwNOJ33ZHcSg6iWb+pauTlrdmJ098vuQoo9oGcOhCIn0b1+Cde5sydvYudpyOZ8mTndByMzVO6l6HqKup/LoritNXUnh54UG8Xe2Z1L2OMenItJVH+G6LaSThQkIaH400LyNQGqmZ2fxz/Aq+1Uo2mllhTm+A38eqD8MP/mH+2vUYNfIWsQj8WoFbgCoqvm8e7PgGbOwhO12tn+v45K3ttyg9R/cCAU7LAJWYKPxcgvGcruu8tPAgADPGtC6QpbYkmvi5Ma5TMOM6BQPwSOcQ4pIz+Oaf0xavv++G0ek549ryyNw9AAR5leD52enQ7UXz38PITWobPgf6TTOdv3oGmo0EF/MERMXq+RrsngVXI0t3XyUlI3VCCCGEKLFvN57iyvUM+jT2LVUWxlFtA4z3F+XopWsET17JmO93seXkFdKzcgpckzcVDFSq/12v9uade5sCMPvhtkS81c8Y0OV5d0hTtrykRp8W77vArM2RTF6kPuiuPHiJ77acoW51Fw6/1Q9HW2sWhEeXa7Qu7roKPB/qGFzmNkpt8eMwbyhkJsPJNWrkDWDP9/DHw/BJfdj8kcpq+WUr+KQBfNteZbpEVx+kAR7+ExzKUKBc3FoO7pCWYH7K1ponetThZGwyC8PVVMV95xPZeiqOLnW96d+0ZpkeZW2l8ebgJgR7m+pQvtivYaHX3/j35+Wi/l8xuIUf7k43/H8jM0WNFOdnaUpk7e7gXR8So0znzmyGpCjwKCbpiiWO7ur3fPvXqoRHFSdBnRBCCCFKbMsJtS7uoxHNS3VfywB3ans7syriMpeS0sxey8oxsOrQJaYsPcTDP+wGYOupOMbO3k3DqavNrn1rcBNezS1qbomdjZWxBlx+VlYaAZ5OzBvfju8fCqW2jzNrjsQQdvYqT/26F4BfJ7TH2d6GaUNVgHjoQlKBdkoqIVUFdQ18XUt34/ndKpV7acSdgsUTTRkA/dsCOlzaD1lpsPIFOJI7RW3Du6b7UvMljxn3lxoZGfKN+rArKj9HDzVV9tols9PDW6ti8x+sOobBoLNs3wUA4xcfN8vI3CL3ljSr5cYHw5qZ92HHNzB3ELznBz8ONr/Bt5C+egTD0eWQnpsc6cTfatv8vrJ1upq/+hkmxxZ/bSUnQZ0QQgghSuRqSiY7IuMZ0ca/4LftJTA1dx3OgjBTsgNd11m2/yJP/LKXn3dG4elsx5gOgTzXq2C2va8faMXDnYKN63vKoms9H3o39uXbB1sD8MQvKqD7cERz4zqjutVdABg+fTtJaVmMn7uHR+bsLtVz8oI6D2cLiRv+fB7mDID0G4LGuFMwuw+86wM/j4DDS4p/kK7Dyv/Awfnq2MoGBnyk9jd/rEbuLBnyLdjkW1cV1AnumgKt7qzaXXe0Gs3U9uhys9N1q7swoo0/cckZdP/4H37ccY5a7o6E5Btls+hyRMERs2LserUXn49qyd6pffhoZAue6lmHBZM6FrhO0zTubxdoKiui6yrL6uXcUgnnd5oCtaDO0OReyw/0za2pd26bGoneNRN8m4F3ybJzFtA7t8h54rmy3V+JyJo6IYQQQpTIioOqiHerwGJGchLOwZaP1bft7ScaT3es7QXAp2tP0D7EkxBvZx76YTfHLqvEKzteuYuabo4AJKVmYW9rxanYZBbvVSMNfRpXXCbGBr6ujG4XQNTVVPo09jUbZWhWy42u9bzZcjKOFm+tKVP7FxPVVMYCwa8hR60JAvggEAZ+Ck2HqREH9yDTdRfCVR2tur3BvpDRvquRML0LZOUrOD3wE7Vezq81nFgNFDKtzLs+vHwWDNmgWas076JqaToClkyC5JgCL30wrBmHL17j9JVk+jb2LXJ0G4D5D8KxFdB3GnR6usRd8K3mwL2tahmPi5qSaWbzx5CTCX3eViOOSybCx/XVa6lFlB9pOwG2fqbe87ltYMiC6sW8t6Lk/c3t/g4C2pW9nUpAgjohhBBClMjuM1exs7ZitKX6UnniT8NXahQMazuzoM7B1ppZY9vw+LxwRs3aaTzfpa43/Zr4GgM6ADcnW57sURdd12kV6EH/JjUKZNErD03TeH+Y5Smkmqbx06PtCHnlL7PzEReSaFrL8lqz3/dE8c0/p7Gx0vhgeHM++vsYAN7ONyRKuXF0bssnqoTAoT9Uhr88PV+Fv/4Lu2aoaZF50hIBXX0Q/rKVOhfYSa032vi+Og9Qvz9c3Fv4D8DJE2wdC39dVH5WVio5iIWgzsbailXPdS1ZO4YcOLlW7a95DZqNANfCi5dXiH9ypwG7+KosngDZudOyqxeRWdM5NzlTcqypz/3eK3s/PGurbdTOoq+rAmT6pRBCCCGKFZ2QyoqDl8jMMRRe30rX1cgBQJ271DfxeenGc/VtUoM/n+5iPO5W34efJ7RnbCEJRfIKIPu43toskpqmmfUTMI4YWrLuaCzX0rOIS87gmd/2kpCaxT0t/HBzumH6Zf7EFj1egWsX4Hrumqgtn6htx6fViIR7EGz6CH4aYkrk8FVr+F8wLMs3mtJvmgr87psHjXLXJhWVvdLRQ4qJ3ylcfGHfz6WeNmnm+CpV5y0vuPqhnyroXV4phdSlPLbStG9lDS4+MHSm6dzgLwtv08ZeJYjZ8Y0aWbSyVfeXlY2d+jtMOq/Wn1ZhEtQJIYQQolh50wkLlRwLCx6G6N1qTcygz9X5/B/gcjXzd+N/w5vRo4EPT/cspMhwJdDM34137m3Kb491oI6PMxcT00jJyOZaehaJqZmsPHiJ9KwcVhy8yNojMQR6OjFlYGPq+7rSu1F1XrnbwlS0tNy6YqN/NxVYPrvF/Jo+b6vpkPd8ASFdIXIjTO8E57abpqbtm6e23V6CWq3Vh+PGg03TKO1d4YUTlt9Y0xHl+rmISiRvRC32SNnbOPCb2g76DJrfDwlnYekT5evXkeXwUR2V+Ce/U+th/gOm47q5hcxb3A+1QqHBgMKnG+fxrG2qzzd0Rvn6Cbnr8XQ1y6AKk+mXQgghhCjWkn0quckfEwsmQSAjGWb3hYQz6kPaqF/A1gHq9lHTCvu9V+Db9FFtAxlV1DTOSmJsB7XmppaHE6sPX2bb+3FcT8+2eG3klRTuaxvAfW0DLL4OmKbKObqrgC2/yVFq5MEqd5ppnZ4qGcaP96gP7XPuNr/es46aplkYZwsjGD4NVdAo7gxd/qPWTibHAM1Kf39aghrxajJUBTdDvoHT61XincRzMOpncDaVECE5Fmb1hAcXgG8R0yRP5Gat3TUD3Pyhmp86jstXFD2gPdjlS94yYV3J1nYO/940xds/tGTvsyiBnWDY96Y+VlEyUieEEEKIYv22+zwAwd43FA5OiYftX6qArv0kGLNIBXSgPiiCyuhYnulhlUDt3MyBhQV0AD0blqD48frcgMrZR32gbfuY6TUHN7C74efr7A1P7oBG9xRs66ldRX8ItrJSUzJvvOfGZ4iqK6/gdllT8h/ILYMRnDvV2NoGBn+l9qN2qDpwGckq02ROlsq0eS06t7ZhIfb+BPt/UfsRi2B2P3UvmL6wANO5PCVN1uNVByash+cjVImD8qpWE5qPVOtMqzAJ6oQQQghRpKwc0/oaz/zZHK9fhi9awKb/qSlR/T8wv7HVg1Cvnwr4qvjUpqmDGuNoof5dfh8OL6J2X9xJ+KwZXDkGdXqZ1rR1f0ltmw4vugP9/2fab/sYjJgD1hbKJdyo8WC4/1e1/8jqoq8VVY9zblB3aEHp740OU6N0Tt4QOt50vsHdMCUWNCtY8Tx81gTe8YJ3vFXNQ1BB24m/VcB3o+XPmPa7/EcVB9+VO03yr/+aXjPcENSVhn8ouBcxIv4vJEGdEEIIIYqUkKJqrnWs7YVNXo24lDiY1QMyr0Pvt2DsEsvftPd8RW3DZldsp7LS1PqcW8TaSuOtwU0KfX3GmDY42lkI+i4dgBld4etQNUWu/UTTSAiokZap8TC8mJ9P/qlhAz5SZRBKquFAeDMJgixMnRVVm72qqUjkptIlN0mOhe97qfWcgR0K/u3a2EPtnipba976tRv9eh/8OKjwZ/R6A3rkTg++cgyybliXW8VH7ysbCeqEEEIIYWbeznM0mLKK+lNW8dOOs8Qlq6Du4U756qgdW6myNnZ6Fro8X/g0KJ/cGlLH/rL8elmc3gDTasLPw+BCIWn7dR32fA/ftIcfB1dINr/72gYwrHUts3PH3unPtsl30b9pISng178Dlw+q0bWRc+Du/4GbeRtY2xQ/9UzTVMHw8WulppwwN/gr0HNgyeOw9o2CwdON4k/Dl7lr0u7/DUbOLaTdL3NrGBYxQn1xH6yZCm+6qd91PV9dxEaDVXbJgA5weFnB4NCumGLoolQkUYoQQgghjDYej2Xq0ghqeztj0HVeX3aYtsGq9pmXS76yAonn1Ie9Xm8U3aCtg/q2fuN7kHG9+Mx2xbl2CeYNNR3/MhJePFUw0Fn2NOz/We1fOaZSlnsEUV4fjWjB6HaBJGdk42Jvg4OtNbXcC6n3FrULTq1V6+EGflzuZ9PqwfK3Ie48NVuqbd4UzGsXYfh3lq/NTIG5g9QI++CvoOGAwtt184fJ5wAN3q9V+HXbc0sQbPkYTq4xnXf1VdtqfnB+Jxy/4YudEXMKb1OUmozUCSGEEAKA7BwDE34MA+DbMa2Z2F2t+9pzNgFvFztaBrirCw0G2P61+tBnXYLvh/Oy5K2vgKyLq3ILcY+eDy1GQ2oc7JoJ6dcg9aoqGZASpwI6r7owLveD5LYvyv9s1DTMtsGe9GxQnbbBxSRWuHJUbbv8p0KeLYRFNZvDpG3wdDjYu6mMs5ZG63Rd1aC7fhG6/hdaP1R82/auaornw3+aznUoogbi5YNq2+MV0xc4fd9R2xX5/g7+e1LWxFUwCeqEEEKIf7kTMdcZ9u02hk3fTrZBZ0KXEBrWqMb9+VLzvzOkKbZ56+muHFXFir1KWGOu/t2ABgnnytfR5Fg4+qdK7NDgblUqAWD1y/BBAHwYAv8LUvWxQL3u1wrsq6k1fV+2gqid5etDaVy7CGhQo4gEKkJUhBpNwbsuDPpUHV/cV/CaFc/D5UPQZBj0mlq69m1zM6bWbAl3leDe/IW8q90wytd2gilrp6gwEtQJIYQQt9HryyJoNHU1y/ZfuKXPNRh0FoVH8/hPYfT9bDN7oxI5GJ0EQL/c9WGapjH74VB+ndCeu5vVNN188A+1zfsGvjjWNipZx8m/VWr00lr3Fnx3F8zPnX6Y9w2/kyd0fFrtO/vA3R+a7hn2PdTvp9L3T9yszl2NVCMVqVcLPiPxPPzQH96rBZ80hMSo0vczP12HHd+oD68lyVIpREWokVurbt2b5ueP/QXhc8GrHgydWfp282rVBbRXf1NT44q+vsX9pn1Ng6DOpuOSjBCKUpOgTgghhLiN1h6JIS0rhy0ni/mQVA7n4lOYt+MsUfGppucejeGFBQdYfyyWDrU9mTGmNXWru1Df14WGNUzr3no18qVT3RuKD2/7XO2XdKQOTCn8Dy8u+jpDDpxYY57YZOuncCEconer47R8CRc6PAHdJ6uCxO0nqmCu91uq7lQezxAYuxR8cz/wfhgC7weYRu3SEuD73qouV+0eKgHM971L/t4sSYmDzGRTynkhbgWfBlArVK1hy/s7ybgOC8ap/TGLVPKS0vIIholboO+76tjaFh77p/DrqzcyP+7+smnftwxF0kWxJFGKEEIIcZtsPxXHpSS19mVheDTv3tsUh2JqoRXljz3n+fvwZUa3C6R3Y5Wk4J9jsTwydw8AHk4nWPd/3UlMy2L5gYsA7Hu9D9Uc1EhS/6Y1LTec3+rJajt8tkp7XlI9p6h1bateUtO/LK3Fy0yF3TNNowxtxlmeunjvt6Z9N39T2QQwD+byq9MTxq+BbzuoLHzpSfDLffDiSVj0GCRfhp6vqbpxPw2ByI0q2HP0KPl7zC81Xm27PF+2+4Uoq2Yj4UIY/DNNlb+I3KimS3f5T/mSBdW84W+xVuuS3+tdT20HfQZWMqZ0M8hPVQghhLgNrqZkMuEnlZSkUx0vADafuFLm9n7fE8VLiw6y/lgsE34KY/3RGFIzs5n0czgAYzoEkpCaxX8XHOC+GTtYefASoUEexoCuxOJOgotv8cWyb2RjBw0HqUApJsL8tYRzMG8YfFzffNpY+FxY+X+m46Au8NIZCOpUumfnsXOC5w/C5Cho/TBkJMGWT1WGSr9WpkLg7SaqbV5ylbiT6l9ppOVO8SxrUChEWYU+qra7Z6nf21W5o2T5R8sqSqsxanvXVHg0N/Oln4Vgr5ofvHoJ2jxS8X0QgIzUCSGEELfEP8djefa3fdhaWzFzbBumLIkgNTOHt4c0YXALP1q+vZaoq6nFN1SIlYcuA9CrYXXWH4tl/I9hzBjTmoxsA+M6BfPm4CZcS8tm+YGL2FprfPtga7rU8y6m1Ruc362y27V/omy10vq+A8dWwJopMG6FOnfpIPzxECScgbq9oV4/CO6ijuc/YH5/n7fUOrqK0PtN2PczbPpAHT+wwPSaXyu13foZ6AZTcPdmUsnbz1u35+RV3p4KUTo2djDsO1j8mCp6D9B8FNgWUnqjPIZ8o/7leWJ7wcQoeeycKv75wkiCOiGEEOImCz+XwCNz9hiPR87YAcDYDkE81DEYXddxtbfh639OMb5LCFopA6ao+FSSUjNpE+TB7HFtmbnpNO+vOsb/Vh8H4NleaurTF/e35JP7WmClaVhblSEoO7tVbVuMKv29AB4hUL0JnN0Cs/updvLSnHuEqPU+eXwbw4uRamTv6zaqeLd/aNmea4mTJzy6WtWvcwsEFx/Ta9VqwqStMKOLeSkEXS88mE2/pjIOWtlAQDvT2sGKCkKFKI3m90F2OlyOUAmD6tx1a57r2+TWPEcUIEGdEEIIcRPlGHQ+X3cCgI9HtiDIy4kzV1Ko5eFI59wEJJqmEeztzKELScSnZOLtUvK1atfTs+j7+SbSswyMClVZIR/uFMyaIzFcTkqnT2NfPJ3tjM+xtS5DMAcqgcn6t9R+3khWaWkajF2iioef36n+ATy4ELzrF7ze2Uv9mxylyhJUtIB26p8lNZpBcFcVgOYJnwuhhUwfW/cGhP2g9ru9CKfWq30X3wrrrhClIlkm/1UkqBNCCCFukivXM2g7bR0A9aq7MKKNP4DFotXP9qrHYz+FcTExrdigTtd1MrJVdsj3/jpGepaB1wc1Znhu+w621ix6oozrzgpz4zq4snL1hSe2wfROEHtElSSo16foexzcKubZpfXQMng733+ri3sBC0FddiYcmA/VG6uRus0fqfOlTSYjhBBlJEGdEEIIUcHWH41h/I9hPHuXKeV/kFfR60n83B0AWLb/Is393Qu9LjPbwIAvt3AqNtl4rra3Mw92CMTepuyZM4uVkltyodE95W9L0+CBP+DSAQjpWv72bhYra/i/o2DvCj8OhqRoOLMZMlPA0RP+fgXaPQ5LchOrZCbDuL9U+QUbB7VGUAghbgEJ6oQQQogKtmSfKiT+5YZTxnMnYpILuxyAEG9nALactJwBc9bm0+w5m8DecwnEp2TSo4EP7UI8cbazYWSo/80N6AB+zs122futimnPPcBURLwyq+antu4BcGQZnN5g/npeQAeQfKXqvC8hxB1FgjohhBCiAn2+7gQrDl4yO9e4ZjX+08fCmrF8nOxsGNshyFg/Ls/lpHRmbIvOsUIAACAASURBVDrNvJ3nqO5qT013B57oUadMCVXKTNcBXe07lzJj5p2iyTAV1BVl5Jxb0xchhLjBLQnqNE0LBL4G4oATuq5/cCueK4QQQiRnZONsZ33LAqDP1xWsZ/bnM11KlG2yhpsDSWlZpGXmMGPTaWZuPk16llo7F+zlxJxH2hlH9G6pzHyjjDcjYUlV0ORe2FAX4k8Vfk2Du29df4QQIp8yFx/XNO0HTdNiNU2LuOF8f03TjmuadkrTtMm5p+sDK3VdfxRoXI7+CiGEECWWkJJJ0zf+5usNRXwQr0C6rpsdn5x2N+FTepe4fEDeurrvtkSy7mgMNd0cmditNgsndWTjiz1vXUCXlqgSf+z/TU0pzFtPN/DTstWnu1NMWFfw3MBPVZbMl87c+v4IIUSu8ozUzUWNvv2Ud0LTNGvgG6APEA3s0TRtObAPeE3TtFHAvHI8UwghhCixhNRMAD5Ze4LaPi4MbF7zpj7vSnKG2bGttRVepShP0LuRSn8/feNp0rJyeKxrCK8MaFShfSxWdgb8NFglMQFoNhLq91f7bv/ytWKOHjBhPczuC3oOuAdC2/HqnxBC3EZlDup0Xd+saVrwDafbAad0XY8E0DRtPjAEyALeyL1nIVBg0rmmaY8DjwMEBgaWtVtCCCEEACdirvPOiiPG46d+3cuhC3V4vnc9HGxvTlKRdtPWG/f/N7xZqe93dbBleGt/Fu2NBmBIy1oV1rcSW/6MCuhaPKAKfx9aoP4BeNW59f2pbPxD4Y2rkJGssmMKIUQlUNFr6moB5/MdRwPtgRnAm5qmPQCctXSjruuzgFkAoaGhuqVrhBBCiJJISs2i72ebC5yfsek0mgY96vtQy8ORheHReDnbMbZjcLmel2PQ+X5LpPG4fYgno9qW7QvK53rVo051Z7rW9aFprVtUn03XIfaoqrF28HdwcId7v4W4E3Bilbqm5RgJ6vKzd7ndPRBCCKOKDuosTbTXdV2PAEZU8LOEEEIIi6YuK7xQ9vSNp5m+8bTZuSAvZ7rV9ynz85bsu8D7q44Zjx9oX4qALv40XNynapo5uhPo5cSTPeoWf19FSUuAf96H3TNN5wZ/qdbO+TSA6k0g9jB0+++t65MQQohSKXOilEJEA/kn3PsDFwu5Vggh/p+9+w6Pqsr/OP6+mfSekARCDb0XEZCOiAJiwYaKrL33sq5l3Z9rw752195XRRSsICiCdKT33gk9pPcy9/fHhZkMmVRSZpLP63nmueeee8693/HZDfnmnHuOSLUrspsltgUozSW9remN//phPem5BVV+5sl7ywX4VuKf1x9uhyk3wqI3q/z8Ksk8Ah+NghcSXBM6gEbFksobf4PHDkF061oNT0REKq66R+qWAe0Nw2gN7AeuBK6q5meIiIiUavW+1BJ1v947hMSUHPq1jqbnk78BMLBtI165vBehAb58vngPPZ74jTfGn8aFPZu69D2WmccH83exZl8qO5MyCQv0Y9It/Yk5vgBKQZGdH1e7JpGF9gq+RWCakLjcKh/dXHbbiigqhOwkCG3sXKUyPwvmPAs758IZt0Lvq636jT/CviXWQigdz4XOY2Hp+2D4QFyxhao1zVBExONVOakzDONr4EwgxjCMRKyFUD4yDOMuYCZgAz42TXNDtUQqIiJSjv2pOWw+lF6iPjYsgM7x1v5qG58axV1freLRczsBcMeZ7cjMK2Tqyv3c8/UqBrZtRGiAL/O3JZGRW8DLM7dwIC2XRiH+dI4PZ8H2JDYcSGfY8ema007aaBysRK9C5ky0VlEE2PwLJO+E6DZV+OZYWw+82hWK8qxVGu9bbyVkfz4Hi9+y2vx0lzXitm8prPgEgqLhkg+cCeCAO6r2bBERqVOnsvrl+FLqpwPTqxyRiIhIFQ19cQ5FbkbJQvyd/9wF+/vy8XV9HedNIgJ55fJenN25MXd8uZI+z7juRWYY8NiYztw8tA2JKdkMfmEOB1JzHNfv+2Z1ief1aB7pPsDdC6x32DqdDzv+gHkvWaNqZz4Cv9xvJVtVTer+eMJK6MB6xtRbYPSz1rTOyFYw/mt4ZyB8PR7yMiAqwUriGvK+cyIi9UR1T78UERGpM+4Suq9uOoMg//KXnj+3WxOev6Q7B9JyAejcJIw2saHEhgUQHeIPQOPwQHwM+Hb5PrYdzuSqM0ru29YuLpS2sW6mLH5/O6z5yip3vQQ2TLXKV39vvcP2y/3WCpRVlXN82uk1P8LnY2HLNGh6mlU3aiI07gqXfw5bZoBvAIx4HIKjq/48ERHxGErqRESk3vr0+r4MbBdTobaGYXBlv7JXrfSz+TCsQywr9qSwJjGNjxfuKtHG7u59urkvORO68Oaw8QcIbwYXv2slW2CN2C18DYY/Br7+FYoZsN7Lm/eyNcrXdgS0ORPuXApv94M5z4CPH7QfabXtMtb6iIhIvaKkTkRE6qXVj59DZHAlkqMK+uT6fgD8tOYAny7cxdHMPAa2ieGb5dY2rcM6FtsawTStjbu3HH8r4YFNEN705FtaOl8Iyz6A9P2VW2kyaauVvAXHQOfzrbrYjnDRO5B+AGI7WSNzIiJSbympExGRemH9/jSX85CAmv0n7sKeTV1WyjyR1D02prP1ztq+pRAWD1Nvthq0ObP0hA6g8wVWUpe2r/ykbt9Sa28704RZT1h1N8yAmPbONr20+LSISEOhpE5EROqF+duSAHj03E4E+tnws1X3VqxlW/zoWQT62vC1+cAfL5Tcd85eVPYNIppbxznPQuuhJa8X5kNeurUFwtdXOOt9/Kwpm8UTOhERaVCU1ImIiNfLyS/ihRnWPm+3DG2DUQcrOsZHBDlPtv5WsoFPOYu1RLcB3yBryuTJTBM+OAsOr7PObf7wt6nW+3g2PwgIq3rgIiLi9ZTUiYiI15u37aijXBcJnYsnIkrWXfweJAwpu59hQL+b4a/3rCQufT/sWWRNs1z+MRTmQu9rIL6X9f5daGzZ9xMRkQZDSZ2IiHi9nUezSr+44lNrX7iQiq2CWa26XAR+QdDjiortBxfezNpr7uhmmP2MtSE5QERL6HsjnHEb+AXWbMwiIuJ1lNSJiIhXM03TMfWyhORd8PO9sO47uO6Xmg/m5PfmLv+scv0bd7GOi96C7bOg4xgY+Yy1ebhN/2SLiIh7tfsWuYiISDVLzS5wlGfed9ICI/ZC67h7PnwyBgpyazaYzdNOrX/rodb0ytX/s6ZbtjgDGrVVQiciImVSUiciIl7tqV82OsodmxRbMGTuS/BWH+f5noUwsTEcWldzwUy+2lm+d03V7tHp+F5zTU+z3rETEREph/70JyIiXu37VfsBmPVAsVG6HXOsDbndeXcwRLWG1kNg60wIiYObZ4PvKWxUnroPXuvmPB/9PEQlVO1eQx+03p8LjAQf/e1VRETKp6RORES8WmxYAG1jQ2gXV2yUbsErZXdK2WV9ADIPw++Pw7nPVz2ITT+7noc1qfq9DAOCo6veX0REGhz9CVBERLzWkp3HOJqRx8C2xVa2zDgMu+a5NjyxmXfnC13rb54NPr7w1zuw8HXIL2MVzZQ91sjensUlr8181PXc0D+vIiJSezRSJyIiXufThbtIzi4gNTsfgFFdi42Mpewu2eGidyCiuVWe8yzMfQH63QrNTreuTb3ZGq3bNQ8mfOe6/cDGH+GneyA31Vl32wJo0t0q56aXfF5RQck6ERGRGqKkTkREvEpSZh5P/LzRpc6xQMq67+CPp0p28gt2lof/E+J7QtuzrPNul0F0W5j+d2sbgfkvg83f2vg7Nx32LrJG3oY8CJEtrC0Sknc6k7qpt5R8nmlWwzcVERGpGCV1IiLiNbLzC+nzzCyXun4Jxd4/m3Kj+46BEa7nnc5zln18oPnpcPX38Gp3a9NvgOAYiG4NnS+Asx6H2A6QnWwldWn7nf23/lryeV3GVuJbiYiInBoldSIi4jVe+NW5yfhZneJ48bIeBPiW8/7a48ngYyv/5kFR8PdNkJdhnYfEldwfLigK/ELgt3/B7Kddk8MTGrU/tZU0RUREKklJnYiIeIXcgiI+W7zHce5v8yEmNKD0DoPug4F3VyyhOyEgzPqUxjDgwjfg0FrY+hus+7ZkG7Oo4s8TERGpBkrqRETEK2w/kuly/uTYrq4N7CclU0P/AQGh1R9I98uszxm3W+/bhTW1EsF3B1nXL3yr+p8pIiJSBiV1IiLi8QqL7Jz/5gLH+cz7htI4PNC10brvXM/9Q2o2qPB46Hap87zrJRDTHhIG1exzRURETqKkTkREPN7E6Ztczh2rXRZ3cI11vG8d2AJctyWoDeM+qd3niYiIHKekTkREPJbdbnL+mwvYeNDNXnDFHd0CS962ypEtaz4wERERD6KkTkREPNa3K/a5JHSrHz+HyGA3K0smbavFqERERDxLOetAi4iI1J2Hp6xzOXeb0AHMmVgL0YiIiHgmJXUiIuLdigrhyEar3Lxf3cYiIiJSB5TUiYiIdzuywVm+8be6i0NERKSOKKkTERGv8Mvdg91feG+odez1t9pf8VJERMQDKKkTERGv0K1ZRNkNRj1TO4GIiIh4GCV1IiLikT6Yt9NRjgjyc9/IXmQdz7gdgqJqISoRERHPoy0NRETEIxXfcHzaPSdNvczLBNMOq7+0zqPb1GJkIiIinkVJnYiIeJyM3AKXc3/bSRNLPh0DB9c4z3tfUwtRiYiIeCZNvxQREY+SX2in+xPOVSybRwURFx7obLBjtmtCB+AXiIiISEOlkToREfEoq/elupyP7dXUeXJwDXxxsVVudzZEtIAm3WsxOhEREc+jpE5ERDzK5e8tdjnPK7BbBdOEj891XrAXwQWv1WJkIiIinknTL0VExKPlFx1P6nJToSDLeaH1kLoJSERExMMoqRMREY+RnV9You7O4e2swtIPnZVRCTDo/toJSkRExMMpqRMREY8wc8Mhujw+06Vuxb/OpnF4IBzdCnOKbS5+90rw0T9hIiIioKROREQ8QEZuAbd+saJEfaPQAMjPgrf7ul7wsdVSZCIiIp5PSZ2IiNS5D+fvcn8hLwOebepaN+blmg9IRETEi2j1SxERqVOp2fm8/sc2x7lhWAtdAvDBWa6Nn0irvcBERES8hEbqRESkTg16frbL+ZMXdnWeJG2t5WhERES8j0bqRESkzhQU2cnKL3KcTzijJdcMSODcbvHYTRNeqcPgREREvISSOhERqRMpWfmc9vTvLnVPje0GQGxYQMkOCdqXTkRExB0ldSIiUmvsdpM/tx5h59EsVu9LdbnWsXEYNh+j9M4Tvqvh6ERERLyTkjoREXHYl5xNUmYep7WMqrZ7zt58mN4to4gM9mfZ7mRu+HS523afXH/StgU5rkkffoHVFpOIiEh9oqRORMRL3TtpFWsT03j9yl70aB55yvf7a+cxrnh/CQDPXNSNC3s1JTzQr9L3uf+b1SzYnsTrV/aia9MIbvh0Oae3iqJldDBzthwBoFeLSFbvSyWhUTC/3juUIH83+859MNxZHv18lb6TiIhIQ6DVL0VEvNDiHcf4cfUBdiVlMXfL0Wq5Z/HpkP/6YT3fLN1X6XsUFtn5ftV+jmbksXRXMqnZ+QCs2JPC96v2k5pdQGiAL82jggC4Y3g79wkdQPJOZ7nzBZWORUREpKHQSJ2IiJfZdDCdCR8ucZy/M3cHdw5vh09Z76MBaxNTWbj9GOm5BazYk8KQdjHcPaK94/qGA+mEBfryf+d14aEpa9mZlFWpuOx2k+d+3ew4P5iay6Idx0q0m3BGSy7v24KU7HxGdW3i/mabp7meB4RXKhYREZGGREmdiIgXSUzJ5qoPlmA34ZPr+vL54t3M2XKUTYfS6do0okR70zQxDIMdRzO58K2FLtd2JWU5krodRzP5ac0BeraI5PK+Lfhy6V6+XrqXf1/QhUC/UkbSijmcnsukpfv4aMEuWkRbo3ALtifxzXLnaN/aJ0Yya+NhLj6tGYZh8OVN/d3fLG0/TLrKeT7gLghUUiciIlIaTb8UEfECpmny6cJdDHlxDinZBTx9UTeGd4rjodGdANh51HVUbfuRTBIemUbrR6ezLjGNKSsSAfj0+r5sfno0D5zTgaMZeeQWFLH5UDqjXp0HwIMjOwDQv000AHd8ubLc2NYlpjHo+dm8OmsrMaH+/PHAmVx+egvyi+yONu9dfTrhgX5c0rs5hlH2iCKrv3Q9t1X+vT4REZGGRCN1IiIeburKRDYcSOejBbtoHhXEK5f3ol9rK+lKaBQCwD+/X8cFPZsC8OTPG/hk4W5H/6d+2UDzqGCaRQZxZsc4AMdo2v+W7GHB9iQK7SbPXdKdIe1jAXhkdCeW7Exm9uYjfDh/JzcNaVNqfM/P2ESh3eSxMZ25oGdT/H19uHtEe+4e0Z6XZm7m7Tk76N+6UcW/8JyJrueFeRXvKyIi0gApqRMR8WCv/L6VN/7Y5jif9cAwl+mQQf42+rWOZumuZJbsPMYNny4jO7/IcT0+IpDtRzI5lJ5L00jnlgCD21nJ2zPTNgEwvl9Lxvdr6bhuGAafX9+PPhN/55lpmxjWIZamkUGYQGiA9U9HUmYe570xn8PpeVw3MIGbh5ZM/B4c2ZGbBrchIriCo212e8m68GYV6ysiItJAKakTEfFg/1uyx1G+un8rt++3XTOgFUt3JXPl+0tc6r+9bQBr9qXyzLRNpGQXcEax0bLYsADuPqsdb87eTnxEIHec2bbEfSOC/fjixjO48v0l3PXVKrYczgCgX+togv1tXD+oNYfT87ikdzNuGtLabfyGYRAV4l+xL1uQA6u/cq1rcQb0v71i/UVERBooJXUiIh7Mx4Dx/Vrw8OhORAS5H+3qlxBNt2bhrN+f7lLfqlEwzaOC2JmURXx4IFcPaOVy/Z4R7TmvRzytY0II8HW/GEr/No3o2SKSNcW2O1i6KxmAtJwCAO4b0YHmUcFV/o4OX10Ou+a51t3426nfV0REpJ7TQikiIh7IbjdZvjuZpMx8moQHERnsX+oCI3Hhgfxy9xBGdIpz1F0zoBVxYYHERwTx7MXduXtEeyKDXUfM/Gw+dGoSXmpCd8KZHWId5acv6sbkWwcAsGqvleg1jgio0nd0cXhjyYROREREKkQjdSIiHuZYZh4jXplLarY1EpYQU7FRsI+u60tuQRH/nbOdGweXvrBJZd1/Tgf8fX3oEh/O8OOJ4xV9WvDN8n1ljvJVync3nPo9REREGigldSIiHiAzr5DHf1zP1JX7HXV3Dm/LiM6N6dk8ssL3CfSz8cDIjtUe353D27mc33ZmW/alZPPG+NNO/ebbfoejm5znES0gbV/p7UVERMSFkjoRkTqWW1DEmS/9SVKmtXR/fEQgT17YlZFdm9RxZKVrHRPCVzeXsnl4ZX15mev5NT/CkncgP8t9exEREXGhpE5EpI499ctGkjLzuGlwa+4c3o6wQF98bQ3kledts1zPr58BjdrCeS/XTTwiIiJeSEmdiEgdSMsu4MWZm9l+JJONB9JpExPCP8d0xsfH/WIo9dK+ZfDlpa51Latp9E9ERKQBUVInIlIHJk7fyOTlibSPC6VbswjuHN6uYSR02cnw451wdAsk73C9NvIZKGWFTxERESmdkjoRkTqw82gWrRoF8/sDw6p+k+RdkJYILQeArRp+nOdnw9znoTAPzn2h6vdJ2gbHtkOb4WDzs/afG3g3xHaCTT/Dlumu7VsNglYDof8dpxa/iIhIA6WkTkSklh1IzWH5nhTO6xFf9ZvY7fD+MMhNg4vfh55XnHpgG3+Eha9b5S2/wmUfQ/M+lb/PF5dA2l447xXodB5sn2V9iut8IWz6CfrerPfnRERETlEDeRNfRMRzTFmRCEBUsF/VbmCaMOMRK6EDOLS2cv3tdkjaDnkZrvXJO53l1D1WYldZ2clWQgeQsgtyUku2CW0CMe2tcodRlX+GiIiIuFBSJyJSixJTsvnP71sBeGh0p6rdZNEbsPQ9iGxlfRa/BTkp5ff783l4vRe83A7eOt0aUTvBbodlH0BES/jXEeu+KbsrF1daIrx9RrHz/TD9Qef5qGet44TJMPQhuOwTaHd25Z4hIiIiJSipExGpRbuSnHuvhQdWcqTOboc5z8Hvj0NgJNzyJ/SaYF07vMG1rWla2wXsmG2dr/sO/nwOAsOh7Qjw8bX6mKZ1feGrVmLYuCv4BkB0G1j/HRzZRIUs/QAmXwNZR+DMf0LCENgwFXbPt677h8KAO+H/kiC+J/gFQrdLtDCKiIhINdA7dSIitSgrr7BqHVP3wpfj4OhmiEqAv02F4GjoNR7+fBbWToaEwVbbzCMwZyKs+NQ6P+v/rDqACVMgNBaangYzH4X0A7D5F/jjKQiKhnHH+wy6F3bOgf/2h8cOgV9Q6bEteA1m/dsqD7wbznwYEs+GrTNg3otW/W0LrKOtilNORUREpFRK6kREatFt/1sJwL0j2lesQ342fHGRtdJl1hEY9ggMewh8bNb18ObWcf1UOP9V2LsYPj3P9R7rvoVG7azVJ0NjrbqYDtbxt39Z7875BsI9q6wRNIC2w61kcPbT8PWVcM2PJWMzTdj2O6z4BAwbPLzbGgkEaH669elyISx6CyJaVOz7ioiISKUpqRMRqSXmiamOwJ3D21Ws0xcXw76/rHLzvjD8UdfrPj5w9hMw6wn49WHrvbgTBt0Heemw/GNrhK/tCOe1tsOtRG/DVOt85DMQFOl67yF/h51/Wp+VX1iJZHAja2qmjw0KcuCrcVbb0S84E7rimnSHS96r2HcVERGRKlFSJyJSSzKLTb30963gK80H11jHjmPgtKvdt4nvZR2LJ3RgvbN2dKuV1AF0GO285mOD0c/D3BesFSgH3FXyvoYB4z6Dl9rATydd9/GF81+zyuMnud5bREREapWSOhGRGnQoLZdnpm3kqn4taR4VDMBLl/WoWGfTBMMH+t8Jo58tvV3CEGvq5S/3u9bHdoLG3SGmHYQ1hbDGrtfbn2N9yhLSyFqh8uR95uyFzkSvWR8teCIiIlKHtPqliEgN6v/cH/yy9iBXffgXiSnZAEQF+5ffccsM+OF2KMiC8KZlt7X5Qp8bYPw30Ox0q+6KL61VLH18rEVRTk7oKmPI361j097wRBr83zFrNUsAWwCExFT93iIiInLKNFInIlJLrvrQejcuOrSUpC4nBQ6th8Rl8MeTVl1cF+eqluXpONr6pO6DiObVEPFxrQbC3SshKMo6t/lai7X8/riVTGqUTkREpE4pqRMRqSHbj2Q4yoPaNWJ4xzh8fQx6No8s2Xj9VJhyI5h26zwo2toGIKJZ5R8cWQMrTTZq63p+xm0Q3gy6XuK+vYiIiNQaJXUiIjXkv3N2OMpX909gdLcm7hvuXQLfXW+VI1tBn+th4D3ObQs8kW8AdL+srqMQERERlNSJiNSIb5fvY+qq/Y7z8CA3P27zsyDjEMw5vgjKbQusLQBEREREKkFJnYjUW/mFdhJTsmkTG1qrz83KK+TRqesAmHbPYHYlZTGgTSPXRttnweTrIP/4FM2+NyuhExERkSpRUici9dbjP65n0rJ9XNizKW+MP63Wnvve3B0U2k1eHteTrk0j6No0omSjZR9ZCd2o5yA0DtqeVWvxiYiISP2iLQ1EpF5atjuZScv2AfDTmgO1+uzfNh4GKP0dOrBWqGw/CgbcYb2bFhxdS9GJiIhIfaOkTkTqndX7Uhn37mKXuvTcghp5lmma7D2WzfYjGeQWFGGaJvtTcrhuYAKhAaVMhtj+BxxeB74V2K9OREREpByafiki9c5Fby8sUXf5u4uZcd/Qan/W96v288DkNc7n9GlORl4hzaOC3HcwTfj5Xqvc6YJqj0dEREQaHo3UiUiDsPlQRvmNKunRqWt5YPIamoQHMqxDLAC/rD1Is8ggzmjdyH2nfX9BmjUtlJ5XVHtMIiIi0vBopE5EGqSsvEIy8wppHB5Y5Xt8vdRKzl4e15NuzcJZvOMYo7s1wTCM0jvlZ1X5eSIiIiLuKKkTkQYjKTOP/EI72flFnP3KXAB2P39ele8X5Gfjkt7NGNw+BoBzu8eX32njD1V+noiIiIg7SupEpMHo88wsABIaBTvqZqw/yOmtotlyKIPIYD86NA7D37f8mel5hUXkFBQRH1HJkb6Vn1vHm2dXrp+IiIhIKZTUiUi9tuyxs+k7cZZL3e5j2Y7ybf9b6bZPbFhAmff9aMEuACKC/CoeTFGhsxxfe/vmiYiISP2mhVJEpF55849tjvLYXk2JDQvg7M5xlbrHD6v2l3m9sMjOizO2AODjU8b7cyfkZVoJXU6Kdd7lIvDRj18RERGpHvqtQkTqhR9X7+fWL5bzn9+3OurGHH/H7c3xvUvtt+u5MWx95lym3jHQUTdnyxEA0rILmL/taIk+P6x2bmbeKKScvebWTobnmsHUmyAn2arrrK0MREREpPpo+qWIeL39qTncO2l1iXrTtI5B/rZS+xqGgb+vQe+WUcx58EyGv/wni3YcIy2ngAHP/0F2fhFrHh9JRLDf8XuavDt3BwBTbh9A75ZRZQc39WbruOF7CD6+zUFwdOW+oIiIiEgZlNSJiNe6/5vVNA4P5Nf1B91ebxcX6ijHRwRyMC23zPu1jgnhxUt78NCUtZz/5nyy84sASMrKcyR1rR+dDkC3ZuGc3qqSydmyD8GwQXSbyvUTERERKYOmX4qI1/p+1X7enbuDfcnZJa6NO725S1K36JGzuOesdi5twgNL/l3r3O5NANiXnOOo23PM2ltuxZ4UR91jY7qUH+Dqr4sF9Bk8uh8e2QtRCeX3FREREakgJXUi4vXsx6dZtokNYffz5/HL3YOZeHF3lzaGYXBhr6YudT/fPbjEvcIC/Zj1wFCXuhs+XQ7Ape8sctQ1jSxnK4PCPJj5aLEAfCAg1PqIiIiIVCNNvxQRr3QgNadE3YMjOwLQrVmE2z7t4sLY/fx5XxBV/gAAIABJREFU/Lh6P4VFJq0ahZTabsezY2j7z+mOulV7U1zaNA4vI6kzTfj6Smu1y+g2kLwT4nuW95VEREREqkRJnYh4pVGvzitRd2K1S4djO+Cv92DoPyA01lE9tlezcu9v8zH44Jo+/LruIFNX7efi/zpH6e45qx2BfqUvvkLqXtgxG5p0h9sWlP9lRERERE6Bpl+KiFfKyCssv9Gkq2Dpe/Byu/LbunFOl8a8ckUvl7q2sSE8cHxEsFQ/3W0dx75dpeeKiIiIVIZG6kTEYxTZTfIL7azYk+LYKy42LIBbhrRxbPJtt5s8+N2aEn3jI06aDjn5Wji6udpjzC2wl98oZTcERUOTHtX+fBEREZGTKakTEY9wOD2Xka/OIy2nwFEX5Gcjp6CInPwi7j+nAwDr9qcxdeX+Ev1dFj35+V7Y+INrg90LIWFQlWL774Te3PHlSgDyCotcL2Ynw6I3oDAfOo2BFv0hfT8MuhcMo0rPExEREakMJXUiUueK7CaXvbuItJwCbj+zLbGhAVzSuxmBfja6PD6D1//YRligLyEBvsSFBZTo//K4nsSEFqtf8WnJh3w6Bp5Iq1J8Y7rH8/qVvbh30mpev/I054X8LJh8Deyeb50vKTbdMrJVlZ4lIiIiUllK6kSkzll7zeVwRZ8WPDy6k8u1j6/ry3WfLOOZaZtK7d+1aXhNh8jYXs1KLrDyaldrhctWg+H06+Dne+D06yE4GrqMrfGYRERERKCWkjrDMHyAp4FwYLlpmp/VxnNFxPMt2XmMGesP4WczeOqiriWuD+sQyy93D8bXZnDXV6s4nJ5LRq7rIim+PpWc5miasPFHyE6CvjdVPfic49scXPMj2Hyh26Xgo/WnREREpHZVOakzDONj4HzgiGma3YrVjwZeB2zAh6ZpPg+MBZoByUDiKUUsIvVGclY+V32wBLsJ1w1MIMC35DYBhmE49p2b9cAwABIemQZYq1P+vvEwoYEV/FH25TjoOMbaGHzGw1bd6deDTxnbE5TGNMGwWe/O2Y4/XwmdiIiI1IFTGan7FHgL+PxEhWEYNuBt4Bys5G2ZYRg/AR2BxaZpvmcYxnfAH6fwXBGpJ174dTN2E96Z0JuRXZtUuN/ZnRuTlJnHq1f0Yu2+VOIjgkpvPOAuWPyWVd72m/Up7v1h0ONK2L/cWrVy+GPQ/pzyg8g4BGYRBEVVOG4RERGRmlDlpM40zXmGYSScVN0P2G6a5k4AwzAmYY3S7QPyj7c5aek4EWmIElOy+Wb5PkIDfDmrcxy2Skyh/PDaPo7ywHYxrhcLclzPR010JnXuHFpnfU748jK4+ntoe1bZQbx7fCXNoMgKRCwiIiJSc6p7rlAzrATuhMTjdVOBUYZhvAnMc9fRMIxbDMNYbhjG8qNHj1ZzWCLiaV79fRsAb0/o7XbaZaWZJuSmw8RiI34Xv28dr/yq9H4dzoWe4yG82CIoR0pflAWA1L2Qfcwq56RWLV4RERGRalLdC6W4+1O7aZpmNnBjWR1N03wfeB+gT58+ZjXHJSIeZOaGQ0xZmchZneIY1iG2em76dj9I2upa5x9iHTudV3q/qyZZx9w0eCEBTDvM/Cf0vwP2LobFb8Pln7u+d7d2srOsVS5FRESkjlX3SF0i0KLYeXPgQDU/Q0S8yNbDGdz99SqW7koG4B/fruHWL1YA8M8xncrqWr70g5B1DNZ9VzKhAytBq6jACPh3CgQfn855aC18ci5s/gUyDzvbbZsFs5+G6LbWvndR2o9ORERE6lZ1j9QtA9obhtEa2A9cCVxVzc8QES/x3YpEHvx2DQA/r3H+fad1TAjv/K037eLCTu0Br5STFLYf6Sxf/D4seAWObi67z9+mWIunvDfUWZeVBOFNrfKXl1rHhMGVj1dERESkBlR5pM4wjK+BxUBHwzASDcO40TTNQuAuYCawCZhsmuaG6glVRLzNpKV73db/d0JvOjWpoQ3DB91nHa/+HvwCnfU9r4DTrnZt2+PKkv3je0Lroa51K48v8jv9H86606875VBFREREqkOVkzrTNMebphlvmqafaZrNTdP86Hj9dNM0O5im2dY0zYnVF6qIeJMDqTks35NSoj42LIDO8TWU0HW7FM550poW6W71yn63wDlPOc8v+m/JNoYBf5sK/e901i37wDoufd9ZV3xhFREREZE6pJ1yRaRGbDmU4SgH+jl/1Ey9fWD1PGDNNyXrRj1bdh9ff2uz8Ac2w/0bS9903OYHo0+61/MtXc9DqmmBFxEREZFTpKRORGqEv6/zx8vgds4EqEV0cPU84PtbStaFVXAD8/B4iKjASNujiXCv9U4guWnO+ge3gY9+fIqIiIhn0G8lIlIjcguKHOU3xveif5toerbwso26A8IgKsG1LrothMbVSTgiIiIi7lT36pciIgBk5hU6ysH+vky6ZUD5nbbMgJRdsGMO7Flo1YXGwc1zIOh4QpidDC+2Ltl36EPVEHUpwuIh46BVLsytueeIiIiIVIFG6kROYrebrNiTwuIdx0jNzq/rcLxWVp41Unf9oISKdVj1JXx9Bcx4BLb9Bq0GQfdxkLwTPi+2wfeRTe77n/XYqQVclptmOcvRbWruOSIiIiJVoJE6kZNMW3eQu79eBcCQ9jG8dVVvAMICfPHxMeoyNK+SnW+N1N1/TofyGx/dAj/eYZXvWQ0hMdbUR9OEY9th93x4rTsEN4IuY0v2v3lONUbuRkRzeHA77JwD7c6u2WeJiIiIVJKSOpFiCovs/PunDYQF+jK6axO+XZFIzyd/A2BQu0Z8ccMZSuzKsWh7Ek/8vIGthzMBCPGvwI+Zv961jtf+AtHFplYaBox9CyZfC/mZcGCV9TmZX1A1RF6O0FjocXnNP0dERESkkpTUiRQzZWUiyVn5XNizKf8c05luzSIotJus2JPM9HWHeO7XTdw4uA1NIgLLv1kDVFhk58Fv13AgzXrvLNjfhq2sJNhut0botkyH1sOg9ZCSbaIS4Na5VnnJO5C+Hxa96drGKGVrAhEREZEGQEmdSDGv/r4NgIkXdyMs0I9rByYAcFW/lmw4MI8P5u/ig/m7WPDwcJpHVdPS/PXIwh3HOJCWywU9m/L6Fb3IKLZYiluH18Gar6FxN2tj8PL0v906nkjqxr4NP94J4U1PLXARERERL6aFUkSOy8gt4FB6LtcOaEVYoJ/LtSB/G1NvH8hzl3QH4K6v3EwBbKAKiuxk5hWy9XAGt3y+HIAXLu2Oj49BRJBf2Z2n3GQdL/8cOp9f8Yde8xOMnwSn/Q2eSIOA0CpGLyIiIuL9NFInAiRn5dP76d8BGNQuxm2bRqEBjO/Xku9WJLL1cAamaWIYDfv9uiK7ybAX5zimWwLcd3Z7givyHt36qZC0FTqMhkZtK/fgNsMqGamIiIhI/aWkTgR4aeYWR3lYx9gy247t1ZTHf9zAdysSGdenRU2H5rEKiuxsOZTBgbRcLuzZlF4tIhnaIZZ2cRUYNSvMg2kPWOUxL9dsoCIiIiL1nKZfigDpOQUAdI4PJ8C37EU3RndrAsDqfak1Hpcnu++b1Zz/5gIAruzXghsGt65YQpe8E766HHJSYPD9ENlwE2MRERGR6qCROmnwrv7oL+ZvSwLgk+v6lts+LiyQDo1DScrMq+nQPNq0tQcd5VKTubwMmHwN7JgNfW60krgvLoaU3dD2LBjx79oJVkRERKQeU1InDZZpmhQUmY6EDqjwVgWNQgI4lplfU6F5leZRQcSFlfLfbfo/rIQOYPlH1gdgyIMw4v9qJ0ARERGRek7TL6VB2nMsi9aPTufl35zv0nVqElbh/jFhASzfk0J2fjlL9tdTh4otjNKirK0d1nztvn7QvdUckYiIiEjDpaROGoRthzNYuiuZgiI7AMt2pwDw/rydjjbf3T6wwvdrGR0EwJ9bjlZjlN5j3lbn944JC3DfaO8SZ9mn2KSAM26HwPAaikxERESk4dH0S2kQznl1nqN8y9A2jmSuY+MwLugZz86jWYQGVPz/DrcOa8vbc3aQmJJd7bF6gw0H0gC448y23DykjftG+ZnOso8v2I+Pao56toajExEREWlYlNRJvbf9SKbLefHRuZn3D63SPcMD/QgL9OWHVQe4ZWgl91jzAgfTcpi75Sh+Nh/GdI8nyN9aEfTtOdt5b+4O0nMLaREdxEOjO5V+E6PYRICxb8OUG62yjyYIiIiIiFQnJXVS713834Vu61+9oucp3bdpRBAbD6azam8Kp7WMOqV7eZI/Nh3mxs+WO87zi+xcfFozbvlihcu0y2sHJJR9o/wsZ7n7ZRAQ5hytExEREZFqoz+ZS72Xkes+kWgcXrGVLkvz/jWnA/CP79ae0n08zaq91v57n1zXl7BAX75ftZ+pK/e7JHSBfj5c3rec/eXyXEdI6TAKOp1X3eGKiIiINHgaqZMG6bExnRnYNsb9xfSDMPtpKMyDbpdCpzFum7VqFMLwjrEs3H6MQ2m5/LL2ADcMao2Pj1GDkde8g2m5xEcEMrxTHL1aRDJ/WxJLdyUT4OvD4HYxjOrWhPN7xBPsX86PjxPv1F37S80HLSIiItKAKamTes/mY1BkNx3nk27pT/82jUrvsOoLWP0lBIRbKzge22bVJwyBZr1dmo7pHs+cLUfp/9wfAKTnFtI8KoioYH/O6dK42r9LTUvPLWDKykTaxIQA8PaE3rzy21bScwu4ZWgbOjWpwKqVhflwcLVz9ctmp9dgxCIiIiKipE7qtffn7XBJ6IL9bWUndFnHYM5EiG4LZz4KU2+C3x93Xr9nFUQ7V3s8u7Nr4vbGH9sc5Zn3DaVjJfa+8wQbD6QD0CY2FLAWhHniwq6Vu8lf77j+N/MLqq7wRERERMQNJXVSb6XnFvDs9M0udb/cPbjsTtP/bh0H3w89xkHn88G0w4458M0E+OYaq/745tlRIf68M6E3Xy/bx0OjOhIZ7Mfe5Gyu+uAvvl+1n36towgL9KNvQnRNfMVqdyQjD4CHRnes2g0yDlsJnY8fnPkIZB4Bw7uno4qIiIh4OiV1Um8VFZku561jQhwjUG6ZJmz7HXyDoNcEq+7EKFPn8+HsJ2HBK1bS4h8CfW8C4Nzu8ZzbPd5xmybhgYQH+vLu3B28O9eqm3rHQHp7wQqZR9JzAYgrbUPx8iz/yDqe+wL0vbGaohIRERGRsmj1S6m38ovsLudNI8tZ7XLvEmtxj1HPuN9LbfB9cO8aq/zXe6Xextfmw8z7h/LjnYOYfOsAbD4GV76/hJdmbi61j6d4ZtomfAyICPKreKfN02DRWzD9IZj7AoTEwunX11yQIiIiIuJCSZ3UW/mFrkldrxaRpTfevQA+GW2Vm/ctvV1QFAz5OyRthZyUUpvFRwTRs0Uk/VpH8/wl3YmPCGTe1qTKhF/rUrPzARjSPhajolMm87Ng0gT47TFY+h60HAjX/KQNxkVERERqkaZfSr2Vd1JSd//ZHUpv/Ne7znJ8OZuSx/eyjvNfgZFPlxvHuD4tWLk3ld82HCq3bV16d+5OAK4d2KpiHY5uheUfAyZc9A50GWtNSxURERGRWqWkTuqtk0fqfG2ljB6lH4RNP1vlYY+Uf+NO51vHrIqPvDWPCuJYVj5LdyXTr7VnLpry55YjAPRqUcF3/z4Y7tyLLq6zEjoRERGROqI5UlJvFRR7p65/mzISqVc6OctnViCp8/GBpqdB1pEKx3JWpzgAZqz3zNG6P7ccYfOhDO4a3o7oEP+KdTqR0AHEdq6ZwERERESkXErqpF5JyconK6+Q1ftSGfv2Qkf9Fzee4drQNGHtt9aS+8VV9F2ykFjIOlrhuDrHh9OtWThTViZit5vld6hlH8y3pl6O69O88p1bDgS/chahEREREZEao+mXUm8U2U1Oe/p3t9f8Tp56uXOOtbF4cRe8UfGHhcTCtt+s98piy3hXr5hWjUJYvz+dJTuPMbBdTMWfVcPW709j4fZjDGkfQ6tGFZxCuWexs2yrxEqZIiIiIlLtNFIn9cbNny8v/eK8l+C17nBsB+SmWYucnKzXVRV/WIdR1jFxaYW7PHVhVwCmrNzP7qSsij+rhm08mA7A/edULDkF4MAqZ7nD6GqOSEREREQqQyN1Um/M3lzGO26zn7GOb/Z2rb/4fWg7HI5urtyIU4dzwfCB1L0V7tIoNIC2sSFMWZnIlJWJnNkxlhcv7UFceN1NXVy+O5mHvluLzcegR7OI8jtkHIa0RFj2AfiHwZ1LILxZzQcqIiIiIqXSSJ3Uez90X+T+Qmxn6HkFhMZB66GVu6mvP4Q2sTbbLiqoeCx3DmLixd0A+HPLURZsr9u96y5715pGObJLY+fqoLnp8OXl8P5w+Hg0HDm+aXryTvhPB/jwLKsc1Qoimlf8PUQRERERqRFK6qRe2FXGdMZe295yf2HIA6f20I7Hpx3++XyFu4QF+jHhjFasf3IUNh+DaWsPnloMp2DVXmvz9MbhAbx9VbERzFX/g20zIXUP7F0Mm3+xtn144zTXG1z0Ti1GKyIiIiKlUVIn9cLwl/+sfKdWg07toaOetY5rvq5019AAX0L8bfyx+Qg5+UWnFkcV7DmWxaXvWCOYV/VrhY9PsdG2tH3W8YHNENkKZj8NX45zvcHp10PjrrUUrYiIiIiURUmdeL0fV+8v87qJm+mB/zwAEaf4LphfEIx4HNL3w+qvrJGsnJQKd79nRHsAkrPzTy2OcnwwbyeXv+dcrfLh79Yy7KU/ObGzwnWDElw77FkE0W2tKaZ9brDqDq+DhCEwYQrctx4ueA18bDUat4iIiIhUjBZKEa9376TVpV7b9dwYjKdtYC90Vj6aCP4VXLq/PPE9reMPt1vHD8+BoEgIioZxn4J/cKldm0dZ11Ky8mkWGVQ98Zxkd1IWE6dvAqCwyM6C7Ul8s9waibv7rHZcNzCBiKBiC8Qc2wEHVzsXPxl8H3QcAznJ0OIMvT8nIiIi4oE0Uif1VrMwX4wnI10TusH3Q0BY9T2k7QiIKbYVQGQLa2PzbTNhfxlbLABRwVYylZZT8YVWKuvJnzc4yh8v3MV1nywDoH1cKA+c04FGoQGuHZKtTcgZ+g9nXWwHaNlfCZ2IiIiIh9JIndQ7Nw9pzQU9m9I0IA/ePuli8WSlOhgGXP0DHNkI7c+x6jIOW6tEznwMIlpAYDiMeRkCQl26Rgb7A3AoLbd6YyrGVuxduddnbXOU7xnRHsNdkpZxyDq2HV5jMYmIiIhI9dJIndQ7d49oT4/mkcQEn/TOV5vh1TftsriIZs6EDiCsMXQfZ43YJe+wFlKZ9yKk7nPpFhNqJXWv/7GNmpCUmcesTc69+7KOL8hyWstIxnSPd99p6wzrGNqkRmISERERkeqnkTqpd8IDj78jVpjnesG0114Ql35oHe1F8EoXWPi6td/bhMmOJo1CA0hoFIxZQyHsLmWbh+/vKGXVT3uRtX0BgF/dbYguIiIiIpWjkTrxakX2MlKiopOSujMfqdlg3PGxwR2Lod3ZzvfVihnSPrbG3qlzN7tyfL+WpXdI3WMdR1d83z0RERERqXsaqROvdtdXK0u/WHjSVgGtBtZsMKUJjobYTrB9ljUls1i2FRHkR3pOAXa76bpXXBUVFNmZOG0Th9JymbHhkMu1B87p4NhGwa0f77KOTXuX3kZEREREPI5G6sSr/br+UOkXTx6pq0tRCdZxyTsu1RFBfthNyMwvLNmnChZsT+LTRbtLJHQh/rayE7rCPNizEHx8oXnfaolFRERERGqHkjqpV0IDig0+JxVbgOSqySUb16ZeV1nHw+tdqk/sEbf1UEaVbvvZot28O3eH4/z7le43Yv/p7sFl32jRm9bx3BfBRz8WRERERLyJfnuTeuWPUcdgx2x4tjlMudF5ocOougsKrFU3Ww+F1V9CVpKjuk2stRrnt8sTq3Tbf/+0ged/3ew4/2nNgRJt/GwGbWNDS9Q7FOTAnGchIBx6X1ulOERERESk7uidOqk32hgHaPzbg3UdRunaj4Jd82Dnn9D9MgD6JETTPi6UQ+kV36vu66V7mbvlKCv3pjjqrvl4KS2igty2X/9kOQntrvlgFkGPK8CmHwkiIiIi3ka/wUm9MTvAgxM6gH63wKwnYPbTkLwLTpsA4U1pGxvKjA2HyC0oItDP5raraZq8M3cHh9Ny+WzxHiKC/FxWzZy39WiJPi+P60m7uFACfN3f0+HIRutYF6uDioiIiMgpU1InUlt8/WHQPbDmG5jzjPW5cRZtYsMAmLnhEGN7NXPb9WhmHi/O2OI4//rm/vy05gA5+YU8OqYzI/4zl/2pOY7rax4fSUSwX/kxTX8Ilr4HQdEQ3OjUvp+IiIiI1Am9Uydea8We5GJnZexXd+eyGo+lwkY8Dtf9bO1bB3BgJfeeba1KueNIptsuRXaTlCzXvey6NA3nkXM78eTYbgT62Zhx3xCX6yEB5YzOgbW9wtL3rPJ5/3G/sZ2IiIiIeDwldeK1nvhpo6P8v+5rSm/oae+JRbeBCd9ZC5PMmUiAzYeW0cG8MXs7uQVFJZrfM2kVo16bV+YtwwL9uLBnU8e5r60C/9de+Jp1PP166HZJpb6CiIiIiHgOJXXitU5s1h1ELoO3vVhGQw9L6sAaFYtuDblpkJPCsA6xAGw9nMGB1By+WbYX07RGH6etPejS9d2/ne72lr4267/HgyM7uF7ISbXe4Tsh/SBM+7v1fh9Ah9Gn/n1EREREpM544G+7IhXjezype9vvjdIbjX4BIlvWUkSV1P9O+P4WyEnh+kEJfLFkDw9+u4ath61pmHHhgQzvGFei2+huTdzeznZ8+mRsWICz0jThte6Qlw5PpFl1r3RyXj/7SeiopE5ERETEm2mkTrzWiSTmLNvq0hv1v62WoqmCoCjrmJ1Mq0YhtGoU7EjoAK7/ZBmTl+2r8O1Oa2ndr1WjEGflsg+thA4gLRG++Zvz2j92wOD7qhy+iIiIiHgGjdSJ17L5lLKwh+EDfsHQ96baDaiygqOtY04yNh+Db28dwD++W0tmXiEr9lh70D00Za1Ll7VPjCz1duP7taBvQhTtG4c5K7f97izPexk2/WyVRz4DITHV8jVEREREpG4pqROvtPdYNot3HnN/8cK3rD3gPN2JkbpNP0OHUcSFB/LZDf0Aa2VPf5uNArudS/67iA6NQ/nt/mFl3s4wDNeEDmDbTGd5xSfOcuuh1fENRERERMQDKKkTr7TxYHrpF3tdVXuBnIrw46tVJi4vcen0VtGO8mc39KNdXGjl7394g/v6m+dAfM/K309EREREPJLeqROv5OuYeulmfzpv2W/NLwh6TXC+81aKYR1iaRYZVPn752e5r2/Wu/L3EhERERGPpZE68Uq248v3tzSO1HEkpygw0tpyoDqZJqTvhyX/LXnt+hnV+ywRERERqXNK6sQ7HR+gmxdwf93GcaqCIqEgC4oKwOZ36vdL2QOv93B/7eHdzvf4RERERKTe0PRL8SpfLNlDwiPTmLXpcF2HUj0CI61jVUfr8jKsDcxPOLrFfbsuFymhExEREamnlNSJV3n3zx0AfPnXXvcNulxUi9FUg6DjSd36KVXr/1oPeL7Y5upfjXPf7tIPq3Z/EREREfF4mn4pXiMtp4D9qTllN/K25OXE1gIHVla8j73IGp0zfCAn2arLTQf/EPftz/tP9UztFBERERGPpKROvMbPaw6U38jbkpewJtBqMKSWMvJ4srREeLVryfrnW7hv7+MHfW6senwiIiIi4vE0/VK8hr+tnP+53jy7dgKpbpEtYe9iSNpeepuCHHgiwpnQdTrfea1Zn5Lt+98BD2yGx5O8Z4sHEREREakSjdSJ13hrjmvSY6PItUF8r1qMphp1Og/WfAU750BMO/dtspNdzy/9EJK2QnAjiGgOC16DWf92Xh/+GARUYcNyEREREfE6GqkTr7E3Odvl/EHfyc6TyFbgY6vliKpJp/PALwQ2/uj+etJ2WDvJtc4vCOJ7WgkdwMB7XK+X9n6diIiIiNQ7GqkTr7D5UHqJuoE+G5wnfW6oxWiqmWFAWGPYPR8yDlvl4t4dBIW5znN3WxP4+ED3y2HdZOc9RURERKRB0EideIXRr80vURcbHuw8ie9Zi9HUgJHPWMf9K+Db6+HV7tYedOCa0AHcvtj9PXyO/41m7Ns1E6OIiIiIeCQldeKVhrSPIS7y+BRD/1BoO7xuAzpVLfpbx0njYcNUSNsLP9zhvm14vPv6E9NP7UXur4uIiIhIvaSkTrzSFzeege+J7QtCYuo2mOoQ0shasbK4TT/Bu0Nc6wbdV/o9Bt4DUQnQ8dxqD09EREREPJfeqROv8+u9Q8A0Yc8Cq6KosG4Dqi4jJ0LLAVCUDz/fC/mZkLzLeX3UsyUTv+JiO8C9a2o+ThERERHxKErqxOPlF9pdzlvHhMCuec4Ke0EtR1RDfHygy4VWuftl1tFuh6eirFG4AXfWXWwiIiIi4rGU1InHe3jKWpdzP5uPNYp1QlE9Serc8fGBx1Oso4iIiIiIG/pNUTzetHUHXc5tPgYYxfakq+8LgyihExEREZEy6LdF8Xg2d3uuFd9oPKZd7QUjIiIiIuJhlNSJx7P5OJO6MLJhxxywF1sc5apv6yAqERERERHPoHfqxOMVy+l4N/hd+GK5a4OQRrUbkIiIiIiIB9FInXi84iN1A20b6zASERERERHPo6ROPJ5x/J26G1oexijIruNoREREREQ8i5I68Wh7jmWRnJUPQHze7roNRkRERETEAympE4/2/ar9jrIds2SDv2+txWhERERERDyPkjrxaH425/9Eb017o2SDkJhajEZERERExPMoqROP5utYJMXNKB247lcnIiIiItIAKakTj/b10r0A3GP7vo4jERERERHxTErqxGNl5RWy+5i12uUDft+VbHDV5FqOSERERETE8yipE4/V9d8zS784fhK0H1l7wYiIiIiIeCjfug63i+daAAAgAElEQVRApNLangUdz63rKEREREREPIJG6sT7jPusriMQEREREfEYSuqkzn2ycBezNh52qbPbnatdJhgHXTv4BtRGWCIiIiIiXkHTL6XOPfnzRgB2P3+eo+6RqWsd5cn+T7t2sPnXSlwiIiIiIt5AI3VSp7YfyXCU5249Slp2AVl5hUxenuioDyfLtZNhICIiIiIiFo3USZ06+5V5jvKiHUlc+/FSYkJdp1cW6W8PIiIiIiKl0m/L4jHem7sTgKTMPJf6Imx1EY6IiIiIiFdQUid1YuaGQ2w9nFF+QyA4sNg7dOc8VUMRiYiIiIh4J02/lDpx6xcrXM6vHdCKzxbvcdvW11ZspG7gPTUZloiIiIiI19FInWCaJv/6YR3Xf7KUidM2Yppm+Z1OQZG95P3/MbqT27ajusRB9jHrpPUwLZIiIiIiInKSWkvqDMMIMQxjhWEY59fWM6VikjLz+d+Svazcm8oH83fx+h/bXK4nZ+Uzefk+Nh5IJ7/QfkrPOpKeS9t/TnepaxoRSGiALz2aR5Ro//fmm5wn5qk9W0RERESkPqry9EvDMD4GzgeOmKbZrVj9aOB1wAZ8aJrm88cvPQxMPoVYpYak5RQA8NDojjw7bROvzdrGa7O20S4ulO1HMl3a3jasLY+c635UrSLu+npVibrsgiIAfrprMF0fn0FWfpHjWgfbIWdDe9HJXUVEREREGrxTGan7FBhdvMIwDBvwNnAu0AUYbxhGF8MwzgY2AodP4XlSRTM3HGLitI0s2XmM7PzCEtdPJHVNI4P48a5BjvqDqTkAhAX6cl6PeNrEhLDxYDo7j2Zy9Ud/MfzlP1m1N6VSsaRk5Zeom3BGS0c5LjzQ9aJPsb87mErqREREREROVuWROtM05xmGkXBSdT9gu2maOwEMw5gEjAVCgRCsRC/HMIzppqm5dJWVV1jEA5PXcP/Z7WkXF1ahPiv2JDsWJflg/i6u7t+Kp8Z2BcA4/n5aeq6V1EUE+dEuLozp9wzhQGoO3ZpF8NGCnfx9ZEcC/Wzc9NkyZm06wln/meu4/wfzd3L/2R1o37j8eHYezWTbSSN/AA+O7Ogo209+n8/m5yz3vblC31lEREREpCGp7tUvmwH7ip0nAmeYpnkXgGEY1wFJ7hI6wzBuAW4BaNmy5cmXG7wiu8n6/elMW3uQLYcymPXAsAr1S0zJcZRtPgY/rN5Pak4By3Yls+SfIwBIPz5SFx5oJVBdmobTpWk4AI+d18XR/+LTmnMkI49WjUK4bVgbXpixhenrDrFkZzLT7xlCQZGdFtHBpcayNjGtRN33dwx0JJfgmtTFBPvCb/9yNu4xrkLfWURERESkIanuhVLcLU3o+C3dNM1PTdP8xV1H0zTfN02zj2mafWJjY6s5LO9mt5tc+s4iLn1nEQDbj2Ry/pvzsbtZRfJkO4qNjN0ytA0ZuYX8vOYAh9Jzeez7dQCOhVEigvzc3uOE83rE89Ndg3lz/Gl0bRrBfyf05uHRnUjOyqf/c38w5MU5TF93kMnL9vH/7d13uF1VnTfw70pCEhJCAoROIDSDESkSQFEUpTnCII44iliwvWN3Rh3FVwecsQ9YBrEOIuqL+iLD2BUVLMgoGIFQLPTeAkjHEJI1f5xzW3JDzr25ydmHfD7PE+8+66y99+/u8Dzx+6y11/r+JbcsV98644f+53bWPz4zu2+9wZC2w3bdov/4Zy8wmAsAACsz1iN1NyWZNejzVkluGeN7rHW+eO41ufjGe/o/P3Hz9XPZzfflnWcsyCf+frfHPPfEc65Kksx/3wFZb9KEfO4XV/d/d9r5N+S0829Ikuy+9YzMXG/isNdYkfUmTciRe83K7667Ow8uejTnX3t33njahf3fv/OgBzN5nfE5dJctstn0oe/K7Tdn48zZbPkpm+84cE4OmrtZSklmnLzNiOoBAIC10ViHut8l2bGUsm2Sm5O8JMlLx/gea52f/WHo+jJfeuW8vPKUC/Kdi2/JxTfck6+/7qnZbPrkLF1aU8rAu3KLHm0tLHLILptn5nqTkiSnHD0vDy5akjN+f1OuuuOBTBhf8pStN8h7nrfTkGmQnZoxZWJOOXrPJMmJZ1+Z6+56MC98ylY56uTzc8JPrkiSXHH7/Xnuzpvl3CsX9p934pG7D3u9ceNKdp01Y8R1AADA2mpVtjT4RpL9kswspdyU5Lha65dKKW9OclZaWxqcUmu9fEwqXYtNmzz0r2nmepPyxVfMy8nnXpPTzr8hT/3I2dllq+m59OZ7s93MqfnZ25+VUkouv+W+JMk+22/Uf+5zdto0SfK3u27Rv8n4aMLccN66/479x69++rZZcNM9uXrhAzl9/k05ff5NQ/r2vb+XJFnyaGtT8XHjV3zxHQ8akxoBAODxZlVWvzxyBe0/TPLD4b5jdKYNCkCfPeopmThhXLadOTUfesGTc9NfHs4vr1jYvwjJ1QsfzL0PL86MKRPzd59tvYO30dThp1WOVZgbzrF/21pg5c+33Z83ff3CIfvd/dcbnja080dnJVvukRw96HXLv1w/tM9R31pdpQIAQE8b64VSWA2mTmqNYH38RbvmeU/efMh3x7XD05deOS8nvbQ1pfG2+/6aOx9Y1N9nysSxnmXbuTmbTcvxR+wypG2PbTYc2mnxQ8l15yaLBm138J/PWQPVAQBA7+ve/9tnpR5c9GgeXVpzwbV3Z8sZ6+aFe2y1XJ/tNl4vV3/4eRk/rmT+dXcnSc694s7c8/Ajg/pMXWM1D6dve4RhnfcfA8cXn5asv0Wy7gbJQ3eu/sIAAOBxQKhrsOd8/Be5/b5FK+03flxrGuW2M1vh7bTzr8/Di5dk25lTc847nrVap1l2YtKE8Tl0l83z/UtuzadevMxqnT89duD4louSH71rzRYHAAA9zvTLhrrqjvs7CnSDbbTepLxhv+1z3V0P5fb7FuVp22/U9UDX53X7bpdpkydknx02WnGnBd8Yvn3bzjZaBwCAtZGRutXkuwtuyWfOuSr/fsQuI16i/6Ib/pIXtBc5GalX7TM7Dz+yJLM3mpKXP232qK6xOuw6a0Yuff/BAw2f3zfZ6ZCBz9M2T+6/dfiTX3jy6i0OAAB6mFC3Glx4w1/y1m9clCR5/mfOy7xtNshnjnpKNl1/8krOTGqteel/nr9c+/sOeWJH995k/cl5/2FPGlnBSWuRkkX3JZOnJxPXwDt4t13S+tPn4A8lZ7x6+X47HZqst8nqrwcAAHqU6ZerwfV3PTjk8/zr/5JXffl3edNpF+Zt37wo19354ArOTP7y0OI8vHhJnrPTJjn//+7f337wkzZbbfVm8V+TT8xNPvHE5IQ5ycP3rL57Jcltlw79vOUeydzDh+87ZcPh2wEAgCRC3Zg46Zwr8+mzr0ySfPrsK/NP/3/BkO8nThiXR5YszZ9vvz/fXXBLzrzo5hVe6zM/vypJ8pI9Zw0Z2Vtv0mocVH1wYbLo3mS7ZyeP3J98bJvk6p8nN16Q/PH7yXfe3Jou+YN3JLcuWPn1HsulZySff8bQtvtubW08/rIzl+9/0IdW7X4AAPA4Z/rlGDjhJ1ckSd6y/475+E+vWO77dx08J6/dd7skyXM/9aucePaVedU+s7PBMpuC//76u/OlX1+bJJk9c+gUyKmrM9T9tT0yt8fRramXf/p+8rVhRs5uv6w1TfPvvpDcc0Prz6ynJuNHUNsvPzZMY2392GH/ZKMdkruuGvhq8mNshwAAABipG0uX3nTvsO3P3mngnbCX7DkrSfLu/7okF1x7d3/7z/98R174ud8kSeZsOi1P2HTakGtMnND+q3pgYVJr50Utfjj5xJOS909PvnJYcv1vlu/z13bd685IXnRqMn3rZNL0ZF77Hbdnvzd50++SbZ6eXPLN5MfvST715OTUQ1p7y3Wq1uTO5UNvjvzmoD5LO78eAABgpG5VnXnhTf3Hf3vSr4d8t+DYgzJ9yjpD2l65z+x8Z8EtOedPd+TiG+/J/k/cNH9dvCT/3Z6S+fpnbZ/X7bttf/+z/vGZWXBjeyTt3puTT85N9j8u2fftnRX45x8l97VrvPaXyaRprYVH7r8tmf30VnvfO3STZyTj10neelGy9NFkwqRk7zckGz+h9f36W7Z+/vazyaZPTm6/NPnVCa1VK/c7ZuW1XPnT5dtmbJNsMWjvOqEOAABGRKhbRW8/fcXvmC0b6JKklJL/fuPT8/M/3ZH3nHlpfvbH27Pw/tZ+dP988Jy86dk7DOk/Z7NpmbPZtOT2PyRX/KjVePa/JrP3TWbtufICFz88cDz38OQP325Nr0ySt12SbLBNa1pl0hqpS1rTKfumVPYFuiR5zvuSbfZJNpjdGrW74AvJbz+X/OIjySMPJOMnJs86JpkwdFppv0X3Df381DcmB35gaNvgULfPW1b++wEAwFqu1JFM5VtD5s2bV+fPn9/tMjoy+5gfLNe217Yb5vR/eFrH17h64QM59bzr8i+Hzh2YZjnYAwuTE3ZYvv215yRb7fHYFz/5wOSmC5J935Fsvlty+suHfv+anyZfPTxZ/GDynpuTSet1XHeS5JpfJl89bODzjG1aI4ETpyYv/FIydebAd5d/O/nWKwc+v/f2ZJ1ltnm47bLk809PpsxM3nX1yGoBAIDHiVLK72ut8zrp6526VbTO+LJc29KlIwvK22+8Xj5w+M7DB7ok+d5bh34+9FOtn9//x+S6Xy/fv0+trUA3bkKy/7HJ3MOSDbcf2udLB7YC3YH/NvJAlyTbPjN5ydeTl3+79R7ePde3VrO85hfJf+yanLRn8qcftvouWTxw3iGfWD7QJclmOyfvv1egAwCADpl+uQp+dcXCLF4yNMDN2nDd/PsRu4ztjR55YOjnJx2ePHRncs4HW4uV7H9ca+XI2y5Lpm+ZbLdfq1/fdMcD3j9w7j/8svXzL9clN56fLLo/mbV3axXL0Sgl2emQ1vHrzmnVtdWeyb9v11pV884r2qNzJVmyaOC8PV8zuvsBAABDCHWj9OCiR/OKUy4Y0vaG/bbPu5+709jfbNIyy/pPmp48/Z+SHQ9KvvDM1jt2Z/9r67syPnnf7a0FT37z2VbblEFTICe1V9Xc7MmtP2Np5g5J2tNEjzojuevKVnD8/alD+03bfGzvCwAAazHTL0fpkUeHrtK435yNV0+gSwZC3SZzk/ctTMaNay1ksvmuyXPb+77N2jvZ/eVJXZI8cHur7Zcfbf2cstHqqeuxzNoz2e2lySGfTA47aeh3b1vFDcwBAIB+RupG6a4HHxnyecdNRvE+Wqf6VqI86lvLryz5lFe0Nut+5juTWxckF32t9U7b4P3gRrI5+FgbN661YuZgEyZ1pxYAAHgcEupG6YBP/HLI538+eDWM0l17bvLgHcmFX03WmZpM32r5PhOnJIec0Dp+4I7Wz/85cWB0bseDk22eMfa1jcRG2ycT1k0efXjgfT8AAGBMCHVjZIUrV66Krxw6cLz4wZX33+SJycT1kj9+t/V5m2ckR50+9nWNxh5HJ+d/Ltn79d2uBAAAHle8U7e6LHk0uffm0Z37yEPJj98z8vPGr5Mc+sn2h5Ls9brR3X912P9fkued0Bo5BAAAxoyRutXh0UeSD27cOt58t9Y+btO37Pz8cz6Y/Pazo7v3zkckm+6cTNssmbLh6K6xOkyc2qyQCQAAjxNG6kbhzgcG9lubNnlCvv66vYd2+NP3Bo5vvTj55NzWBtx/vTd5ZCXTKJc8mpz/+dbxwR8eaH/tOZ0VN25csuncZgU6AABgtRHqRuH5J53Xf3zqq/bKPltMaAW2JHno7uT2Pyx/0jePTD66dfLhLZI/fn/FF7/3xta2BH9z/ND3z9a3txsAALA80y9H4eZ7Hu4/njRhXPKxrVsf3n9v8vE5yZKh2x3kSX+XbDWvdfzzj7RG4p54aIZ18v6tnxvPScaNH2ifuBq3TAAAAHqWULeKJi276uWygS5JtntWa/XHJPnTD5Lrzk1uvSTZfJeBPoseSH74zuShu1qfN33S0GsIdQAAwDBMvxyBy2+5Nzfe/dCQtglLBkbt8uk9hp7wjH9K9ntPsutLB9oO+3Tr58kHJD89dqD9e29LFnyjdXzEl5OpM1vHOx7U+jnOXxUAALC8Umvtdg3LmTdvXp0/f363y1jO7GN+sFzbH3b8fKbc+KvhT3j/vcO3X/jV5MKvJTddkKQkaf8drL9l8qbzW6NypbTaHl3UGsWbutEq1w8AAPSGUsrva63zOulr+uUqWmGg6xuRG85TXpHscGBy4VeSpUuSi76W3H9r8vJvJ5OmDe07YVLrDwAAwDCEulXw9/O2Si4bNNLWZ6u9WsHtsay/ebLfMa3jZ707uePyZOMnrJY6AQCAxy8vaq2CJUuTjF9n+S8233VkFxo/YeTnAAAAxEjdqJUszXvvfu/yq12+7Mxk9jO6UxQAALDWEepGaVoeyoa3nTvQsNmTW+/RbbF794oCAADWOqZfjtI6WTK0YeomAh0AALDGCXWj9DfjLxja8NQ3dqcQAABgrSbUjdIH1/ny0IYdD+hOIQAAwFpNqAMAAOhhQh0AAEAPE+rGwoxtul0BAACwlrKlwSg8e9xFAx8OOyl54qHdKwYAAFirGakbhS9PPH7gwyZzk3U36F4xAADAWk2oW1UTJna7AgAAYC1m+uUIbD59cp6xw8zk8kGN4yd1rR4AAAChbgTetPgrmXL39kMbi8FOAACge4S6EXjZ0u8kty7TWJd2pRYAAIDEO3WrbuaO3a4AAABYiwl1q2K3lyWldLsKAABgLSbUrYrxZq8CAADdJdStiv2P63YFAADAWk6oWxVTNux2BQAAwFpOqAMAAOhhQh0AAEAPE+oAAAB6mFA3WhOndbsCAAAAoW7U3vg/3a4AAABAqBu1GVt3uwIAAAChDgAAoJcJdaPxrmu7XQEAAEASoW50bDoOAAA0hFA3Ardlo1y40aHdLgMAAKCfUDcCJTWl20UAAAAMItSNRK1iHQAA0ChC3QiUJClCHQAA0BxC3YgJdQAAQHMIdSNQUrtdAgAAwBBC3QgIdQAAQNMIdSPlnToAAKBBhLqREuoAAIAGEepGwPRLAACgaYS6EWiFOiN1AABAcwh1I2TzcQAAoEmEuhEQ5wAAgKYR6kakWigFAABoFKFuBLxTBwAANI1QN1JG6gAAgAYR6kZAnAMAAJpGqBsB+9QBAABNI9SNQCvUeWQAAEBzSCgjUBNzMAEAgEYR6kZAngMAAJpGqBsBWxoAAABNI9SNQElNtaUBAADQIEJdh2rtW/lSqAMAAJpDqBuBEnuPAwAAzSLUdajW9vRLI3UAAECDCHUdai2RYqEUAACgWYS6ETL9EgAAaBKhrkO1tiZemn4JAAA0iVDXodr+3yLUAQAADSLUdWhgRwOhDgAAaA6hbgRK6so7AQAArEFCXYcGNjMwUgcAADSHUNeh/n3qTL8EAAAaRKgbMaEOAABoDqFuBIoNDQAAgIYR6jrUmn4Z0y8BAIBGEeo6VFMzrtSYfgkAADSJUNehvn3qDNQBAABNItQBAAD0MKGuQ7VvqM70SwAAoEGEug7VurR1UDwyAACgOdZIQimlHF5K+c9SyndKKQetiXuOtbryLgAAAGvcqENdKeWUUsodpZTLlml/binlz6WUq0opxyRJrfXbtdbXJTk6yYtXqeJuqWIdAADQPKsyUndqkucObiiljE/ymSR/k2RukiNLKXMHdXlf+/ue0/dOnX3qAACAJhl1qKu1/irJ3cs075XkqlrrNbXWR5J8M8nzS8vHkvyo1nrhcNcrpfyfUsr8Usr8hQsXjras1WdpK9QVryECAAANMtYJZcskNw76fFO77S1JDkhyRCnl9cOdWGv9Yq11Xq113sYbbzzGZQEAADw+TRjj6w03N7HWWk9McuIY32uNqulb/bK7dQAAAAw21iN1NyWZNejzVkluGeN7dEVtT7+Md+oAAIAGGetQ97skO5ZSti2lTEzykiTfHeN7dMXA2pdCHQAA0ByrsqXBN5L8JsmcUspNpZTX1FofTfLmJGcl+WOS02utl49Nqd3WF+uEOgAAoDlG/U5drfXIFbT/MMkPR11RQ9Wl3qkDAACax/r8HapG6gAAgAYS6jpU+zOdUAcAADSHUNexuvIuAAAAa5hQ16lqSwMAAKB5hLpOVe/UAQAAzSPUdah/8qWROgAAoEGEuk61R+qKkToAAKBBhLoO1WqhFAAAoHmEug7V2rf5uJE6AACgOYS6Dg0M1Al1AABAcwh1HWu/UyfTAQAADSLUdai2Q101UgcAADSIUNehavVLAACggYS6DpW+l+pkOgAAoEGEug71jdSZfgkAADSJUNep/uUvhToAAKA5hLoO9Uc6y18CAAANItR1qq68CwAAwJom1HWoZmnrwEgdAADQIEJdp5Z6pw4AAGgeoa5D/bMvjdQBAAANItR1rG/zcQAAgOYQ6jpUq3fqAACA5hHqOtS3+bhQBwAANIlQ16E68FJdN8sAAAAYQqjrmI3qAACA5hHqOlRMvwQAABpIqOtQ/zt1pl8CAAANItR1qD/SGakDAAAaRKjrmJE6AACgeYS6DtWlFkoBAACaR6jrmIVSAACA5hHqOtYKdSIdAADQJEJdh6otDQAAgAYS6jok1AEAAE0k1HWoWv0SAABoIKGuQ0WmAwAAGkio61D/9EupDgAAaBChrlNCHQAA0EBCXYf6I13xyAAAgOaQUDrVP1IHAADQHEJdx5a2ftjSAAAAaBChrkN9C6XIdAAAQJMIdR3qn3wp1QEAAA0i1HWqb6TO6pcAAECDCHWdaoe6KtQBAAANItR1qPZNwDT9EgAAaBChrkN9OxqIdAAAQJMIdZ2qRuoAAIDmEeo6NGvG5CTJVhtM6XIlAAAAA4S6Dq2/7jpJkunrTuxyJQAAAAOEuo7VlXcBAABYw4S6TnmnDgAAaCChrmN9I3VCHQAA0BxC3UgZqQMAABpEqOtU9U4dAADQPEJdx0y/BAAAmkeo65SFUgAAgAYS6kZMqAMAAJpDqOuYd+oAAIDmEeo61f9KnZE6AACgOYS6jlkoBQAAaB6hbqSM1AEAAA0i1HXKPnUAAEADCXUdM/0SAABoHqGuU2V8Mnl6Mn5CtysBAADoJ6F0aqs9kmNu6HYVAAAAQxipAwAA6GFCHQAAQA8T6gAAAHqYUAcAANDDhDoAAIAeJtQBAAD0MKEOAACghwl1AAAAPUyoAwAA6GFCHQAAQA8T6gAAAHqYUAcAANDDhDoAAIAeJtQBAAD0MKEOAACghwl1AAAAPUyoAwAA6GFCHQAAQA8T6gAAAHqYUAcAANDDhDoAAIAeJtQBAAD0MKEOAACgh5Vaa7drWE4pZWGS67tdxwrMTHJnt4tYS3n23ePZd49n3z2effd49t3j2XePZ989TX3229RaN+6kYyNDXZOVUubXWud1u461kWffPZ5993j23ePZd49n3z2effd49t3zeHj2pl8CAAD0MKEOAACghwl1I/fFbhewFvPsu8ez7x7Pvns8++7x7LvHs+8ez757ev7Ze6cOAACghxmpAwAA6GFCHQAAQA8T6gAAAHqYUAcAANDDhDoAAIAeJtQBAAD0MKEOgFVWSplRSnlj+3iLUsoZa/j+u5VSnrcm7zlSpZRflFLmrcL5/c8YAAYT6gAYCzOSvDFJaq231FqPWMP33y1Jo0PdGOh/xgAwmFAHwFj4aJLtSykXl1K+VUq5LElKKUeXUr5dSvleKeXaUsqbSylvL6VcVEr5bSllw3a/7UspPy6l/L6Ucm4pZacV3aiU8qJSymWllAWllF+VUiYm+bckL27f/8WllKmllFNKKb9r3+v5g+r5Tvtefy6lHLeCezxQSvlYu56flVL2ao+0XVNKOazdZ3wp5fj2PS4ppfzDoPPfVUq5tF3jRwdd+kWllAtKKVeUUvZ9jN/xSe1+F7evveMyz/j4dr9/HnT/f223zS6l/KmU8pV2+xmllCmd/CUC0JsmdLsAAB4Xjkmyc611t1LK7CTfH/Tdzkl2TzI5yVVJ3l1r3b2U8skkr0jyqSRfTPL6WuuVpZS9k3w2yXNWcK9jkxxca725lDKj1vpIKeXYJPNqrW9OklLKh5OcU2t9dSllRpILSik/a5+/V7umh5L8rpTyg1rr/GXuMTXJL2qt7y6l/HeSDyY5MMncJF9J8t0kr0lyb611z1LKpCTnlVJ+kmSnJIcn2bvW+lBfcG2bUGvdqz1V9LgkB6zgd3x9kv+otZ7WDq3jBz/j9u94UJId279PSfLdUsozk9yQZE6S19RazyulnJLWCN8JK7gXAD1OqANgdft5rfX+JPeXUu5N8r12+6VJdimlrJdknyTfKqX0nTPpMa53XpJTSymnJzlzBX0OSnJYKeWd7c+Tk2zdPv5prfWuJCmlnJnkGUmWDXWPJPnxoDoX1VoXl1IuTTJ70D12KaX0TTWdnlbIOiDJl2utDyVJrfXuQdftq/f3g64znN8keW8pZaskZ7bD7nC/40FJLmp/Xq99/xuS3FhrPa/d/v+SvDVCHcDjllAHwOq2aNDx0kGfl6b179C4JPf0jUCtTK319e3RvEOSXFxKGe68kuSFtdY/D2lsnVeXveQw5y+utfa199dca11aSun7t7MkeUut9axl7vHcFVwzGfjdl+Qx/g2utX69lHJ+Wr/jWaWU1ya5ZpluJclHaq1fWOb+s4e5/4rqAeBxwDt1AIyF+5NMG82Jtdb7klxbSnlRkpSWXVfUv5Syfa31/FrrsUnuTDJrmPufleQtpT28VUrZfdB3B5ZSNiylrJvWNMnz2n3OLqVsOYLSz0ryhlLKOu3zn1BKmZrkJ0le3fce2zLTLztSStkuyTW11hPTmuq5ywp+x1e3RzpTStmylLJJ+7utSylPax8fmeTXI60BgN4h1AGwytrTGc8rrQVSjh/FJY5K8ppSyoIklwCGFLUAAAEVSURBVCd5/mP0Pb69CMllSX6VZEGSnyeZ27dQSpIPJFknySXtfh8YdP6vk3wtycVJ/qvWOr+UMi7JDkkGT5VcmZOT/CHJhe17fCGtd+Z+nFYQm19KuTjJOx/jGivy4iSXtc/fKclXBz/jUsrxtdafJPl6kt+0p4WekYHQ98ckryylXJJkwySfG0UNAPSIMjC7BAAe30opR2fQgiqD2ndO8upa69u7UtgY6luopta6c5dLAWAN8U4dAGu9WutlSXo+0AGwdjJSB0AjlVLem+RFyzR/q9b6oW7UszqUUg5O8rFlmq+ttb6gG/UA0JuEOgAAgB5moRQAAIAeJtQBAAD0MKEOAACghwl1AAAAPUyoAwAA6GH/C2uOWwJreMh7AAAAAElFTkSuQmCC\n", + "image/png": 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e9oDOOnGBLlzTp3DM1LVnnuBydYC7CGQAAACoq7ZShyzGTPV1+3VSX5e+fcOrXK4KqA2GLAIAAKCuSp9DllB7sPi5/3rfCwqzDD6aCIEMAAAAdRX0lziHLJ47hyybYUgdQZ9C0YS27xt1sjzAVQQyAAAA1FWpS9fbgcyf9z3DMPSNd58nSSpxn2mgIRDIAAAAUFclD1mMJQp2yIBmxScaAAAAdfX4y8dlWXO3tex9yPj6Cm/hEw0AAADX9bQH9N4LV+V9byqa0D3PHC16vWVZRYcsAs2KQAYAAADXWZYlX5G1O0LR4isjRuKmJDFkEZ7DJxoAAACuMy3JVySRDfS2F72eQAav4hMNAAAA15mWJaNIhyxQrH0mew8ySeoIMmQR3kIgAwAAgOssS/IVS2RziMTokMGb+EQDAADAdaZlqfI4ljVkkQ4ZPIZABgAAANdZsjtkH77ylIquTw1ZpEMGr+ETDQAAANeZyVUW37lpZUXXhxmyCI/iEw0AAABXWZYly5KMauaQpTtkDFmEtxDIAAAA4CrLso8+w5CZelKmzBwyvr7CW/hEAwAAwFWpEGYYUqLSQMaQRXgUn2gAAAC4KhXBfIZkmpXdgyGL8CoCGQAAAFyV6ZBVPmQxFE1tDM3XV3gLn2gAAAC4KnsOWcKsLJC9PBxS0G9oybwOBysD6o9ABgAAAFelumI+QxV3yF48NqmTFnUp6OfrK7yFTzQAAABclWqKGUbmcbleHJrSyQM9zhUFNAgCGQAAAFxlpTtkhlYs7Cz7+njC1MvDU1pNIIMHEcgAAADgqlRXzLKkgN+nd71qZVnXHxidVixhaXV/twvVAfVFIAMAAICrXjw2KUn68j3PSSp/HtmxiYgkacl8FvSA9xDIAAAA4KoDo9OSpIlwXFL588iGJu1A1tfd5mhdQCMgkAEAAMBVM5e6t8rtkE1GJUkDve2O1QQ0CgIZAAAAXBVP5AawcocsDiWHLC6iQwYPIpABAADAVXHTzHme3TD7yts3SJLe+fUtBa8fnopoYVeQPcjgSXyqAQAA4KpYkQ7Z76xdot72gCJxc+ZlaUMTUfX1MFwR3kQgAwAAgKtmziG7cu2S9OOOoF/vvnBQPqPw9UOTEfX3lD5cMWFaOjIeLnuuGlAPgXoXAAAAAG+LzwhkV687Qds/caXGw7GSrh+ajGjdifNL/nkfumObjoxHdPPvrtX1F60qq1ag1ghkAAAAcNXZy+0w9fFrT0+/Nr8rqPldwZKunwjHNa+ztHMl6ci4vQjI0YlwGVUC9cGQRQAAALjKMOzxiGsW91R0fSxhqo0FPeBRfLIBAADgqtRcLn+xiWJFxE1LgQqvBRodgQwAAACuSi3q4TMqC1WxhKlggK+t8CY+2QAAAHBVwqo8kFmWpVjCUpAOGTyKQAYAAABXpfaFrmTIYqq7FmAOGTyKTzYAAABcZabnkJV/bTwdyOiQwZsIZAAAAHBVasiiUcGQxVjCbq8FfXN/ba1wihpQVwQyAAAAuMpMdrn8FQUy+9pgCR2ys5bP1/suXqWPXXO62lkEBE2CTyoAAABclcxjFc0hiyc7ZKXMIetqC+hj167V+y5ZXfbPAeqFQAYAAABXpRbmqGRIYcwsvUMGNCMCGQAAAFxlVrExdLpDVsIcMqAZ8ckGAACAqxIOzCFjlUV4FYEMAAAArkp1yHyVdMiSm5i1sQ8ZPIpPNgAAAFyVDmSVdMjibAwNb+OTDQAAAFclp4FVNmTRTK2yyJBFeBOBDAAAAK5K7UNWyboc8dQ+ZFUu6mGalg6OTld1D8ANBDIAAAC4yolVFqtd9v5vf/6MLvjsPTo6Ea7qPoDTCGQAAABwVaKMOWQ/3XFIl/zdb9IrM6b2Iat2DtlPdhySJIWjZlX3AZxGIAMAAICr0kMWSwhkf/G97do7EtJ0LCFJisUr65DFEqbu3z2UDnbj0zFJUkeQr79oLHwiAQAA4Kr0PmRFhiyalh3c0h2x5LmpZe/L3RjakrTz0Li2vDgsSZqIxMstG6gJAhkAAABclcxYBVdZTIWtD39ve3rOWEpqY+hyO2TfePe5kpTutAGNikAGAAAAV6UW9TAKfPN8+6YVkqQDx6fT4S0l1SELljmHbFF3W3lFAnVCIAMAAICr0kMWC3TIFvd2aNOqRXnfS3XI2IcMXkUgAwAAgKsSVS17nxqyyNdWeBOfbAAAALgqmcdKWmVxplgitagHHTJ4E4EMAAAArkqkl70v/9p0IKuiQ2bOnJgGNBACGQAAAFxVyrL3hcST17ZVEcgmwix5j8ZFIAMAAICrTMuSYUhGBUMW4+kOWeVDFseSm0IDjShQ7wIAAADgbaZlVTR/TMpaZbGKOWRT0UyH7GdPHtK8zmD6ecDv06tPW6zudr4Woz745AEAAMBVCbPwkvdziSVMBXxGRd21lGg8s9n0LT/eOev9z1x3pt6x6aSK7w9Ug0AGAAAAV5mWJV+FE2XiplX1kvfR5LDHv33TmXrV6r7062PTMb3uqw8qGk9UdX+gGgQyAAAAuMayLI2FYlUMWTSr3hQ61SFb2detlX3d6dePT0Wrui/gBAIZAAAAXPPZu5/R7Vv3VXx9POFAhywZyNoCrGeHxsOnEgAAAK7Ztm+0ouu+cs9zkqS4aVa9KXQkFciqDHaAG/hUAgAAwDUHRqfLOr+7zS9Jum/3kCR7lUWn5pC10yFDA+JTCQAAAFfEE6YOjYXLumbVgD3HKzXlLJYwFXRoDhlDFtGI+FQCAADAFUcmIkqYVlnXxBPWrOcB5pDBw/hUAgAAwBUHjpc3XFGyl7nPFoknqh5qmFrWnjlkaER8KgEAAOC4yUhc7/jaw2VfF0+YOc8jcVMdQX9VtaTmkNEhQyPiUwkAAADHvXhsUnHT0ilLesq6LjZjyGI4Vl2HbDqWUDhGIEPjYh8yAAAAOG4iHJckfeoNZ+r3//Whkq7Z8tLIrNcicVM97ZV/ZX3/d55IP2bIIhoRn0oAAAA4bnw6Jknq7SgtTL2iQCctEjPVHqhuyKJkd8cMo7rVGgE3EMgAAADguPGwHcjmdQZLOv9TbzhT+fZ/DscT6ghW/5W1ne4YGhSfTAAAADhufNoesjivxA5ZIZV2yCaTQyZTmD+GRsUnEwAAAI759wde0uBHfqpjkxH5DKm7rbpAFo4n1F5Bh2zp/I6c5/kCmS85hPGWH+/U0GSksgKBKhHIAAAA4Jgv3/OcJOnwWFg97QH58o1DLEMkVtmy96sHevT8p1+rK9cukZQ/kM3vCuqiNf2SpCPj4arqBCpFIAMAAIBjpqP2JsyhaKLk+WMp2XtCR2KmPvqDJzVdxbL3gax5Y4VWWHzX+SsrujfgFJa9BwAAgGMicXvPr4lwTPM6ygtk2Z49MqFnj0xIUlX7kKUwhwyNik8mAAAAHDcRjmtepzP/9l/JkMWZCGRoVHwyAQAA4LjxKjtk2RzpkLHsPRoUn0wAAAA4bngyqt4KA1lqIY4UpzaGBhoRn0wAAAA4bjqW0Okn9FZ07aWnDuQ8r2TZ+5mc6LIBbmBRDwAAADjmvMFFipumvvO+V1U89yswY6l8OmTwMj6ZAAAAcEwoFteCrraqFuII+HK/ojrRIWMOGRoVn0wAAAA4ZjqaUGeVqyIG/DM7ZCx7D+/ikwkAAADHhGNm1cvUB2d0s6q5n88wqr4H4CbmkAEAAMAx07GEutqqCz/+WXPIKu8h/NGlqzXY3603vfLEqmoC3DJnIDMMo0PSfZLak+d/z7Ksv3S7MAAAADSf6WhCnVUGsuCsIYuV32/DSQu14aSFVdUDuKmUDllE0hWWZU0ahhGU9IBhGHdblvWwy7UBAACgiViWpelYourhgTM3lO5wYFEPoFHN+em2bJPJp8Hkf5arVQEAAKDphGOmJFW8qMc9H7pUP/jjC3TOyoW69T3npl9nQQ54WUlzyAzD8Et6TNIaSf9oWdaWPOfcKOlGSTrppJOcrBEAAABNYDqWkKSK55CtHuhJP17c25F+vKirrbrCgAZW0j83WJaVsCxrvaTlks4zDGNdnnM2W5a10bKsjQMDA7NvAgAAAE9LBbJql72fKcAeYvCwsj7dlmWNSrpX0tWuVAMAAICmNR21A1lHng7ZlWuXVHRP5o/B60pZZXFAUsyyrFHDMDolvUbS37peGQAAAJpKKpDN7JDt+ey1Zd9rKhqXJJ2ypLf6woAGVso/OZwg6TeGYeyQ9KikX1qW9RN3ywIAAECzOTQ2LUlaOq9jjjPn1tdtzxt79wWDVd+rFLuPTNTk5wAzzdkhsyxrh6QNNagFAAAATWzvSEiStGJRZ9X3Wj3Qo52fvEpdbSWtQVex1BL7f/G9Hbpuw3JXfxaQD4NyAQAA4Ih9IyH1dgQ0vzM498klcDuMSdKrVi/SFactliFj7pMBFxDIAAAA4IiXR0I6aVGXDKN5wo1hGFrd362gv3lqhrcQyAAAAFC10VBU9z57TCct6qp3KUBTIZABAACgav/3ezskSWsW98xxJoBsBDIAAABU7dhERPM7g/qTy9fUuxSgqRDIAAAAULVQNK4LTu5TR3D2ptAACiOQAQAAoKiXhqY0NBkpes5UJFGTVREBryGQAQAAoKjL//5eXfDZe4qeMxWNq6ed7hhQLgIZAAAA5hSNm9o7HCr4/lQkrq52OmRAuQhkAAAAKMlnfrYr7+vRuKlYwlIPgQwoG4EMAAAAJVm2oDPv61ORuCSpq40hi0C5CGQAAAAoyWB//k2fp6J2IOumQwaUjUAGAACAgkzTSj/2+4y850xFEpKkbo+tsnj3k4c0+JGf6s9ue6LepcDDCGQAAAAoKGaac56T6ZB5a8jirsMTkqTnjk7WuRJ4GYEMAAAABUXjJQSyiDeHLE4ng6bPyN8ZBJxAIAMAAEBB5QQyry3qEYom6l0CWgCBDAAAAAVFE6UEMju4eG3Z+2kCGWqAQAYAAICCSuqQRVMdMm8Fsrk6ZC8cm9Svdh5ROEZwQ+UIZAAAACiotCGL3uyQpYJmIe/6+hbd8B9b9dMdh2pUEbyIQAYAAICCIiUEsulkh6gj6K2vlnMNWTw4FrbPo0OGKnjrrwYAAACOKmUOWSxhKug3ZDTxaoQx09KPth3QRDiWfq3YkEXLsgq+B5SDQAYAAICCShmyGI2bavM379fKvp52ReOmPnjbNt3+6L7068U6X6V0DoFSNO9fDgAAAFxXSiCLJUwFA837tfKmS1fr1x+6VFJuRzBUZA7ZRLj4/DKgVM37lwMAAADXtUKHzDAMnbigc9brxYYsTkYIZHBG8/7lAAAAwHWlzCGLJkwFmziQ5WNZVvFARocMDvHWXw4AAAAcVWqHrL2JhyzmE02YSpiFF+742VMsdQ9neOsvBwAAAI4qeQ6Zxzpkcy15/8/3vlCjSuB13vrLAQAAgKO+//j+Oc+Jxk21eaxDVmy4IuAkb/3lAAAAwFFbXhqZ85xYwiKQARXy1l8OAAAAaioUjeuB54cULzLfqhkVW/KeFRbhJAIZAAAAKva1+16SJG3fN1rnSpyRSFiKxs10hyzfYiUHjk/Xuix4WKDeBQAAAKA5fOyHT2nTqkV6zRfu082/u1bXX7RKkbg3hvYZhn38/C936/O/3K0l89olSd3t9tflocmIvrNlr+IJU3tHQvUqEx5EIAMAAEDJbvrW45Kkbzz4kq6/aFXRpeGbSXvAry+/fYP2jYR026N7tW/E7oJ1Bv2SpB9vP6gv/HK3pEx4e+OGE/WDJw7UpV54B4EMAAAAJXv+6KQkpRfx8NLcsdedvUySdP9zx9KBrKvNDmRTyXljuz/12vTvfnQiTCBD1ZhDBgAAgLK1Jfcd80qHrJBUIAtFE/L7DAX9Rp0rgtcQyAAAAFC2TIds7o2jm1lnViDrCvplGAQyOItABgAAgIIG+7o02Nc16/WZHbJ8qxE2O8OQOpJzyMKxRDqcAU5iDhkAAAAK8vsM9XW3a89w7sqC6Q5Zwg5kXgwrnUG/fIahJw+M6Xgomh6+CDjJe/+UAQAAAMfEEpaCgdnD9IIzOmRdQe+Fla42vy4/dUCStP/4tDrb6GXAeQQyAAAAFBRLmOnwlS3VIYsk7DlkHR7sHnW2+fWu8wfVm9yLjA4Z3EAgAwAAQEGxhKlL5L+PAAAgAElEQVSAL08gS4a0cNTeGNqLYaUrmNsR8+LviPojkAEAAKCgaNxUW54hi6kOWSgZyDq9OGSxPfd38uLviPojkAEAAKCguGnlH7KYfG06lgxkHpxfNbMjRocMbiCQAQAAIK+7th9UKJrQRDg+673UQh/T6Q6Z975Wds4YsujF0In6895fDgAAABzxbw+8JEl6/ujkrPfa/Ha3KNUh6/JgWJnZEWPIItxAIAMAAEBekWTY6u2YHbZSHbLUHLIOD4aVVCCzZjyf6eN3PpXuFALlIpABAAAgr0jcXtJ+9UCP3nfxqpz32lOrLMZSgcx7XytTm11Hk/8fZm5+3dfdrr7uNknS/uO5G2cDpfLeXw4AAAAckQpbnUGfzl6xIOe9zCqL9vyytjwLfzSr5F7X6k4Ow4wm91qb2SHz+wz91evPqGlt8B7v/OUAAADAUdOxwsMR//4Xu7V3OJQOL6mA5gUjU1FJ0kBve87rrLIIN3jnLwcAAACOynTI8geRHQdG9ZZzlkuSrr9oVd5zmtGRsbAkacm8jpzXWWURbiCQAQAAIK9wzB6q114gkC3u7VB3e0DzO4Na0NVWy9JcNRGxh2EunW8HsmvOXKpV/d1ae8K8epYFjyLmAwAAoKhCC3a0B3yKm6YCPqPGFdXG0mSH7J/eeU6dK4GX0SEDAABAUe2BwnOnEqYlv0cDWX+Pd7p+aFwEMgAAABTV5i8cuOIJy7MdsoCHVo5E4+JTBgAAgKKCRYJJwrTkLxLYABTHHDIAAAAUVSyQxU1LAZ+3/o3/jpvOl2XVuwq0CgIZAAAAigoU6YB5cQ7ZuYOL6l0CWoi3/jkDAAAAjmsr2iHz7iqLQC0QyAAAAFDUnHPICGRAxQhkAAAAKCoYmGsOGYEMqBSBDAAAAEUF/YbMAotc0CEDqsOiHgAAAChqxcIu7R0OpZ/7fYYSpiVL0v3PDakzWHjjaADF0SEDAABAXr939jL1tge0YlGXJiPx9Ov/3zWnS5Kmown7GEvUpT7ACwhkAAAAyMu0LC2e1y5JGg9nAlkwuQx+NGHWpS7ASwhkAAAAyCuRyMwPm8wKZKnXvvXwy3WpC/ASAhkAAADySliW/D776+JEOJZ+/eSBHknSL3ceqUtdgJcQyAAAAJCXvYKi/fgVS3rSr5+2tFc3XXpynaoCvIVABgAAgLzsQGZ/XbzhotXp11nmHnAOgQwAAAB5JUxLyfU75MsKYUE/XyEBp/DXBAAAgLwSpqWAb/bXxQAdMsAxBDIAAADklTAt5cljDFkEHEQgAwAAwCxj0zE9smdETx0Yn/WeYVQQyKaGpHs+JZnsXQZkI5ABAABglq17RiRJk5H4HGeW6K4PSPd9TtpzvzP3AzyCQAYAAIBZ4qbl7A0jE8kHyfsOvyDt+rGzPwNoQoF6FwAAAIDGk8gTyIJ+Q7FEhUHNSg5V9CW/fn7lHEmWdMtYZfcDPIJABgAAgFnydcju+dBl2nc8VNkNzeTQx1Qgk8MdOKBJEcgAAAAwSzwxe/GNFYu6tGJRV2U3TAUyw19FVYD3MIcMAAAAs8w1h+z0E3rLu6GZsI8+AhmQjUAGAACAWfLNIcv2+vUnlndDAhmQF4EMAAAAs+QbsljInX9y4dwnWalAxowZIBuBDAAAALOUs+z9+hUL5j5p1qIeACQCGQAAAPKYa8hi2VjUA8iLQAYAAIBZKt5vrJDUHDLDcPa+DeKrv3m+3iWgSRHIAAAAMEvCLH0OWUlSgcxj1i2bL0n69a6jda4EzYpABgAAgFnKmUNWktSQRUlKxAuf12QG+7v1h+evVMDvzc4f3MesSgAAAMwSd3rIYmqVxW+/WTrz9529N9DE6JABAABgllSHzLEpX6kO2ciL0tCzDt0UaH4EMgAAAMySmkPWHnDo62L2nLRELPP4H1/lzP2BJkUgAwAAwCzReCqQFV6m/qzl87Vp1aLSbpgzhywrkB3bVUl5GeEx6Rc3S/FodfcB6oQ5ZAAAAJglEp+7Q3bX+y8q/YbZgcyMFT6vXL/8hPTYrdLSs6Sz3uLcfYEaoUMGAACAWdIdsqBDXxetrGXvE1UGMsuShpL7fo0ftI/tPdXdE6gTAhkAAABmiZQwZLEshYYsVuIXH5e+eo50fI80NWS/1lni0EmgwRDIAAAAMEskbne0HFvUI1uiivleliU99FX7cWw6E8j8zMRBcyKQAQAAYJZUhyzgd+HrYjVzyEb3Zj0xpNBQ1eUA9UQgAwAAwCyRWDKQ+ZzaiCxLNUMWR17IfR4LVVcLUGcEMgAAAMySGrLod2xn6CxVBbIXM4+njmYeb9lc+T2BOiKQAQAAYJbUkEW/Gx2yaoYsjryUeTyVNVxxx22V3xOoIwIZAAAAZsnMIWuwDtlw1pDF8Fjmsb+98ns6YDQU0/7jDJ9E+QhkAAAAmGXNYntfrz84f9D5m08cqvza41kdspyl9CPSA1+Uxqu4d4X6euww+Dd3P1Pzn43mN2cgMwxjhWEYvzEMY5dhGE8bhvHBWhQGAACA+lnU1aal8zr0O2uX1LuUXBOHpe4B+3Fq+fyVF9rHX90ibft2zUt6/+VrtLArmN5MGyhHKR2yuKQPWZZ1uqRXSfoTwzDWulsWAAAA6ilmmu7MH6tGPCqFRzOBLDJhH9t6MueYiZqX5fMZWjq/s+Y/F94wZyCzLOuQZVmPJx9PSNol6US3CwMAAED9JEzLnflj1UjtOTYzkLX31qcewAFlzSEzDGNQ0gZJW/K8d6NhGFsNw9h67NgxZ6oDAABAXcRNy509yKoxmVzmfmYg8wXqUw/ggJIDmWEYPZK+L+nPLMsan/m+ZVmbLcvaaFnWxoGBASdrBAAAQI3FE6YCvgZb/y21zH3PYvuYCmTxcH3qARxQ0l+ZYRhB2WHs25Zl/cDdkgAAAFBvCdNqvDlkqY2gu/vtY3RSCnZJ08frVxNQpVJWWTQk/ZukXZZlfcH9kgAAAFBvcdNSsNHmkE0lp8VkD1ls75VCI/WrCahSKR2yCyW9S9IVhmFsS/53jct1AQAAoI7iiQbskE0elQKdUlu3/TwyYa+wmFrsA2hCc86AtCzrAUkN9tcIAAAAN8XNGs4he/5X0prXzH1eaDg5XDH51TQyIXUulEb3uloe4KYGm6kJAACARlDTZe9/eFNp54XHpI4Fuc/be6Vl692pC6gBAhkAAABmidVyyGL2xs7FTI9KnQukQIf9PDwqdfVJ7/ye9Ef3u1cf4CI2bQAAAMAsiVruQ1ZqIAuPSYtW2cMb3/otKRaWVp5vh7T2efY5D35JuvBPpWCne/UCDiKQAQAAYJa4aSngr9FgqtQiHXMJj0kd86VAm3T67+W+Zxj2EvixkHTgcWnwQufrBFzAkEUAAADMYm8MXaMO2b6HJdOc+7xUIMvHMKR3/Jf92CrhXkCDIJABAABgFsc3hjZ8Us+Swu8/94s5CopL0YncRT0ADyCQAQAAYBZ7Y2gHvyr626Wzfr/w+3MNW4yM28dCHTKgSRHIAAAAMIvjHTIrIfmKLF/gDxa/PjxqHwlk8BgCGQAAAGaJOT2HzIzbgWzj9ZVdHx6zjw0ayCzL0uMvH1c0zvw1lIdABgAAgFmmYwl1BP3O3Myy7IU2DL90+ccqu0cqkHU25hyy9qBfw1NR3fHYvnqXgiZDIAMAAEAOy7I0FYmrp92hHZLMhH30BSQzVtk9GrxD9pW3bZAkhSKJOleCZkMgAwAAQI7pWEKmJfV0OBXI4vbR55MSFQay43vsY/eAIyU5bVFPW71LQJMikAEAACDHZMQOUN1OdcgsBzpku/9bWrJO6lnsTE1AgyCQAQAAIMdk2A5kvY4NWUx2yBIxad7y8q8PjUh7H5JOvcaZeoAGQiADAABADsc7ZIe228d7/loKtEnnvKf86y1TGrzQmXqABkIgAwAAQI5UIHNsUY+Jw7nPUx2zbEO7C19/5Gn7uGSdM/W46L+fPizLsupdBpoIgQwAAAA5UkMWHQtksVDuczNrJcLX3GIf7/pA4euP7pS6F0vd/c7U44I2v/21euvLx7Xr0ESdq0EzIZABAAAgx1Q0GcicWmUxFs59fvbbMo8v/DPp1GuLX3/kKWnJGaX/vAf/QfrHTfZCIDXSFvDpy2+3l76PJtgcGqUjkAEAACBHqkPW3e7QxtBL1trHyz5qH1dfKv3lqPSJEckw7PeNIl9LR/dJCwdL/3nP/1I69oz08oMVl1wJxxZBQUvhUwMAAIAcE5HUKotBZ27oS95nxXmZ1wxDMkoMfLFpqa3bmVqABkOHDAAAADmmInH5fYY6gg59VUxE7aO/gs2TTVOKE8jgXQQyAAAA5JgMx9Xd5pdhGM7cMLUZtK+Cjlt82j4GO52pBWgwBDIAAADkmIjE1dvh0HBFyd4QWpL8FdwzlgpkJXTIFq+V1rxGOvsdkr+9/J/lkHjC1FVfvE+bPvMr7RsJzX0BWhpzyAAAAJBjfDquXqdWWJSqDGTJQFNKh6y7T/pf37cfP/2D8n+WQx56YVjPHrGXvt93PKQVi7rqVgsaHx0yAAAA5Bieiqivp4L5XoVUM4csmgxkbc0Tar69ZW+9S0ATIZABAAAgx9BkRP09Dg75M+1VG+WroOuW7pA1fiBbPdCt1QPdMgxp48qF9S4HTYJABgAAAEnS53/xrB5+cVhDE1FnA1l6yGIJHbJETJo4nHnuVCB74R7pKxtnb1LtoJV93brnQ5fpoY++Wh++6lTXfg68hUAGAAAASdJX7nleb9v8sKZjCYcDWWrIYglzyO76U+nzp0rxiP08vahHmYEsEZW2fScTwH74v6Xh56TJw8WvA2qMQAYAAABF42bO834n55ClhiwW65BZpvTbr0pPfS/zXMp0yMqdQ+Zvl6aOSS8/YD9PBbFAR3n3AVxGIAMAAICmIvGc5/29LnTICs0hO+1a+/js3ZlzldwDLVrGKovZ/vCu5M+OFz8PqDMCGQAAADQVzQ0uA7WcQ7Zsg7TyovzvVTqHrJIFRIA6IJABAABAU5FEznN3FvWoZmPoKhb1SN0DaED80wEAAEALsyxL9zxzVAu6MmHpTa9criXznFz2PiYZPsnnL/9aJ1ZZHNufefzIZqm9N/PcF5TWv0PqWlT5/YEqEMgAAABa2PcfP6AP37Fd15y5NP3a377pTBmG4dwPSUTt4FOJWMge6uiv4mtreCzz+P7Pz34/2CGde0Pl9weqQCADAABoYS8em5Qk7RvJDOsL+B2c1fL4f0oP/kP510Um7KAUDZW/oMese43bxz/4kbRiU+b10Ij0xbWSmch/nQN+vP2gutoCWr9igWs/A82NOWQAAAAtLBTNDSOXnTrg7A94ZHNl133vPfYxFpKC3dXVEJmwj139drjL/s8lS+Z1qC3g03cf2afP/HSXaz8HzY9ABgAA0MImZyx3/7k3n+3czcNj0uEny7um7xX2MRWiYtMOdMiS98qeO+ayVf3deuqWq3TByX2Km+bcF6BlEcgAAABaWGjGcvfd7RUsvJFPLCx941pJVmXXp+awRcarD1J1CGSS1Bbwye9zcC4ePIk5ZAAAAC0stdy9JUuGIXUGHQpkh7ZLR56UepZKk4dLu+blB2a/Nj0qdVYx/+q7b5WM5O9U40AGlIIOGQAAQAubSg5ZjMZNdbcFnFtdcWyfffyDH5V2/tIz878eHpU6qlwQw0pIgc7K9kEDXEYgAwAAaGFTyUU9piIJZ4Yr7ntU+v4N0vE99vMFK0q77rWftfcqmyk8JnXML78OM3coZtHu2N1/IUUmy/8ZgAMIZAAAAC1s1yF7SfgDo9PqanNgNsu33ig9eYd0eIfU1Se1lbFCopU13ywRk379SWnySGVDFk88R/rdL0onX2E/zxfIOhZIvcvsxyMvlv8zAAcQyAAAAFqUaeYuuLGgy4Ehfak9v8YPSQtOKvPirHqOPJXZxLmSIYs+v7TxvVKwy36eL5D5fNI1nyv/3oCDCGQAAAAtKhzP3YPM0SXvh56V5pc4XHEulQxZnIkFPdCgCGQAAAAtKhzL7I/V192mNYt7nLt5dEoavKiya1/9idzn1ayymNI+r/p7VOjxvaP68faDdfv5aGwEMgAAgBYVjmU6ZGevcCD0SNKSddKp10ifGJY2/VFl95i3PPd5tassSnXrkN106cmSpKcOjtXl56PxEcgAAABaVHYg+/CVpzpz09CwvZhHNYIduc+rCWRtya5f75LK71GFC9f0qz3AV24UxsbQAAAALSp7yOLaZQ4M6bMshwJZV+7zaoYsXvM5aeN7pBMcnB8HOIi4DgAA0KJmLupRtciElIhK3f2VXX/V30iv+mNpxSbpgg9kXu9cWHlNHfOkk14lBTsrvwfgIjpkAAAALSo1ZPHj157uzA1Dw/ax0g7Z+X+ceXzWW6XffiV5v0XV1QU0MAIZAABAi4okhyyes7KKDlS2sf32sXtx7ut/+OPMBsylSkTt4ylXV19XKV64RzrhrNr8LCALQxYBAABaUCga167D9ibOHUG/Mzfdc79k+KTlG3NfX3WJ1L+mvHudsEF67eekN/2bM7UV0nuCfbznr939OUABdMgAAABa0Hu+8ai2vDQiyaFAduxZ6f7PS8te6cy+YT6ftOnG6u8zl+XnSOe8R9p+m/s/C8iDDhkAAEALSoUxSeoIOvCV8Gcflsy4dNo11d+r1tq6JZ9DXUKgTAQyAACAFjTQ255+3BGYI4zs3yqNvFj8nLED0uDF0kV/7kB1QOsgkAEAALSgK9dmNkqec8ji118tfXlDZtGOfCaPSEvOkAzDoQqB1kAgAwAAaEGxRGZT6PZAiV8JH/xy/tcjk1J0UupZkv99AAURyAAAAFpQLGGlH/t8RbpaVuY8LVqd/5zJI/YxtWKhV+x7RPq3K6UHvlTvSuBhBDIAAIAWFI2bc58kSbHpzONAW/5zJg7bx16Pdch2/7e0b4v01PfrXQk8jEAGAADQgqKJEgNZZGLucyaTgaxnaeUFNaKpY/bR4Csz3MOnCwAAoMX85pmjOjoRKe3k6OTc50ykhix6NJAVcvu7pM+eJO15sDb1wJMIZAAAAC1kLBTTe259VNv3jZZ2QWR87nNCw3YXqXNhdcXVUzxiL1oyeTTz2lyBbNddUnhMOvZM8VublkanYg4UCS8ikAEAALSQyWi8vAtKGbIYnZTaepp3yfuFg5IZk355s7T9tszr2eFspnAJQTUpYVq6feu+0kMwWgqBDAAAoIWEY4nyLiglkEWSgaxZnfc+6SN77cdmVmCdGip8zejLJd/+Y9ecLkkamixxmChaCoEMAACghcwMZN+76fziFxQLJSnRCam9iQOZJPnbc59Hp6TYVOHz/+Wikm+9afWiCotCKyCQAQAAtJDs5e6XzGvXxsE5wsKP/3Tum4ZGmrtDls9c88cAhwTqXQAAAABqx8za5znoL/Pf5g/tsI/HnpUWrJSCHdJL90t77pd8QeeKrKeh5+z9xxLR5AtZ8+LiEckyM/uuAQ4gkAEAALSQSNaQxbZyA9lj37ADyePflNa/U3rDP0nP/8p+z2zyVQR9ASnYJW3/jv1fSveAfXzmZ9Jt75Bk5b0cqBSBDAAAoIWE41mBLFDB7JXHv2kf92+1j3GPLFThD0jvf1SaPCL95P9Ih7bbr6cC2eEnJVnSq/8yuZqkIS0/V7r1mnpVDI8gkAEAALSQcCwzh6zsIYvZUot4xMNVVtRA5i+3/2ufl3mtu98eojl11N5n7eI/z7yX2hAbqAKLegAAALSQ7FUWg/4S9g3rWyOtvHD266lFPFIdsq5+B6prMO3zpI550uRh6dGve/N3RN0RyAAAAFrI+HRmrldJHbLolNTWPfv19l77GElukNztwbDS3S/9zl9nPR+oXy3wLAIZAABAC7nlxzvTj+ecQ5aISxOHigey0LB99GL3qHuxtGhVZgijF0Mn6o5ABgAA0KLmXGXx17fYx/GDeS5ODllMBbLuPsfqahgzA1ihDtnEIfdrgWcRyAAAAFpEJGuFRamEIYvPJZe09+VZBy61qMfUkH3s8mIgSwYwM558PiOgBdrs432fk8YJZagMgQwAAKBFHBnLXaI+ONeQxekR+9h3svT6f8p974EvSpGJzDnZKxM2u+ikfZy3zD7GQvZxZoesc6F03o324/BYbWprAaZp6T8ffln/+fDLsizv7/tGIAMAAGgRB8emc57POWRx+rh97FwkBTtnv7/nQemM6+zH573PgQobRGoPshPW577es2T2uSed7349LeZnTx3SzXc+pZvvfEp7R0L1Lsd17EMGAADQIg7NDGSBOZa9T0TtY+fC/O93D9jvdQ/Y+3d5hZXcq+3EV9rHd/9UGt0rnXJV/WpqIf/yPy+kHydM73fICGQAAAAt4uBo7ibOJW8MnZovNpMhex+yQEd1hTWq1JyxwYvqW0eL2TMUUn9Pm4Ymo/UupSYIZAAAAC1iZoes5EDWViCQSVI8LAXaq6iqAb3hnzMLeaCmwrGEJiNxnbigl0AGAAAAbzk0o0M25z5k6RO7pUQs/3te7JCtf0e9K2hZQ5P2wjN9PW3SkToXUyMs6gEAANAiDo5VOGQx2CWpwFye0IjkD1ZXGJA0nOyK9fV4rOtaBIEMAACgRRwcnbnK4hyLeqQsWZdZcTFbIi7t/a108AkHqgOk4alkh6zb3uPtr3+ys57l1ASBDAAAoAWEonGNTcd02tJeXXHaYknSikVdxS9a+3qp/xSpd4k0diDz+jV/bx8f+qpL1aJVpeaNXXPmCZKkJ/aN1rOcmmAOGQAAQAtIrbB406Un63VnL9P/PHdMl50yUPyieFTyJ4eOxbK6a4vX2sddd7lQqXdNRlgoZC6pIYvrTpynd246Sf/99OE6V+Q+OmQAAAAtILXC4gnzO+TzGbr81MUyjLn2IYtkVlC87P9lXj/hbOnCP3OpUu9JzdX74G3bFIkn6lxNYxuejKgz6FdXW+v0jQhkAAAALeDYhD03Z/G8MlZEPL5H8ttzeXI2hw52OldYCzhtaa82rrT//0XiZp2raWzDU1EtSs4faxUEMgAAgBYwMmUPBSv5y+6xZ6WRF+1FO2by+R2szPsMw9DV65bWu4ymMDIVtZe8byEEMgAAgBYwPBVV0G9oXkeJQ8GOPetuQUAex0NRLeyyA5lh2It8nPvpX+m3LwzVuTL3tM7gTAAAgBY2MmkPBZtz3lhKPDL7tff8XDrwmLOFAVlGpqJaM9AjSXrbuScpnrB026P79OzhCV1wcn+dq3MHHTIAAIAWMDwV0aLuMjbbjU/Pfm3l+dIF77cfLz3TmcKALMenolqYHFa77sT5+shrT6tzRe4jkAEAALSA4aloerPdksTCxd8/882Zx+/4r8qKArKEYwlNRRMs6gEAAADvGSl39br4HIEs2ylXlV+Q1zzyryWdNjoVc7mQ5jUasv/fpOaQtQoCGQAAQAtIzSErWTmBrJWlNsnecUfR01L7ar3/u4+7XVHTGp6y5y0u6g7WuZLaIpABAAB4XCSe0EQkXt6QRQJZaRafJp13o+Qvvlbem845UQu7gorE2IeskONTdMgAAADgQak9yPp6yljUI5Zc1KOt14WKWk97wK/zVi1SqYtctqKRUJl75XkEgQwAAMDjjozbQ8GWzCsjkEXG7WPHvMLn3Pg/0k0PVlEZkHE8+Q8HC/MEsm/+do8SplXrkmqCQAYAAOBxh8fs4YdL5nWUflF4zD52zC98zrL10tJ1VVQGZIxMRWUY0oLOzByy1Ny7PcMh7T4yUa/SXEUgAwAA8LijE5UEsmSHLNjlQkXAbMdDUc3vDCrgz0SUtoBPm991jiTRIQMAAEBzOjIelt9nlLeoR6pDFihjmCNQhZGpqBa12IIeUgmBzDCMfzcM46hhGE/VoiAAAAA468h4RIt72+XzVbCixKLVzhfkNYZPmj4u/eYzc576zOEJPfj8UA2Kaj7HQ9G888e8rpQO2a2Srna5DgAAALjkyHhYi8sZrihJS5Jzw675nPMFec3G99rHw8X7F1edsVSS9N9PH3a7oqY0MhUruuT9wdHpGlZTO3MGMsuy7pM0UoNaAAAA4IKjyQ5ZWeLT0qKTpWCnO0V5ycCp0pIz5zztja9croVdrbXpcTmOT0Xzbgrd3W4v7PHH3/bmptqOzSEzDONGwzC2Goax9dixY07dFgAAAFUaCUXLmz8mSfEIYQw1Y1mWRqbyD1k8f3WfXnnSAs/u4eZYILMsa7NlWRsty9o4MDDg1G0BAABQBcuyNBaKaX65nZnYtBQoc5gjUKGpaELRhJl3UQ+fz9A5Kxcq6PfmeoTe/K0AAAAgSZqO2V90i83NySseJpChZkYmC28K7XUEMgAAAA8bDcUk5W62W5J4WAoSyFAbW1+2l6w4dUlvwXNC0YS+s2VvrUqqmVKWvf+upIcknWoYxn7DMK53vywAAAA44XjI7jwsKHvIIh0y1M49zxzVQG+7zjxxft73f2etd1eoDMx1gmVZb69FIQAAAHDeWKpDVvaQReaQoXYefnFEl5zSX3CvvPNWLdLZKxbUuKraYMgiAACAh41OpwJZuUMWIwxZLIslPftTe4PoIuKmpUNj4RrV1BwSpqWRqYiWL2jNVT0JZAAAAB6WmUNWRofMsuxg0Z5/+Bjy6FpkH3f8V/HzLOmXO4/oweeH3K+pSYxPx2RaFXRxPYJABgAA4GEVzSELj0mxkDTvBJeq8qDf/w/7mIgWPe2TbzhDkjQyVfy8VpL6jC5qwRUWJQIZAACAp41Nx9QR9Kkj6C/9oolD9nHeMneK8iLfnEszSFLBRStaWcULz3gEgQwAAMDDjoyH1dfdXt5F4wftYy+BrGRG8mv1Lz4ujR+qby1N5viUPax2zr3yLEv/s/uY9h8P1aCq2iGQAQAAeNizhyd0ypKe8i5Kd8gYsliytm7p1Gvtx6lA22L2Hw/p43c+qYRplXVdqkM2VyBbu2yeJOSLkw4AACAASURBVOmu7d76/0sgAwAA8KhYwtQLxyZ16tJ55V2Y7pARyMpyzrvrXUFd/Z/bt+lbD+/V43tzV5rc8uKwJsKxgtelA1l38SGLf/W6dZLsNWe8hEAGAADgMV+//0V96ic79dSBMcUSlk5b2lveDcYPSl19UqDMoY6wJaLSXX8qffst0tRwvaupmXDMlCS1+TMR49hERG/d/LA+fMf2gtcdD8UU8BnqaS9tHp7XtOZvDQAA4GGf+ukuSdLXH3hJknT6CWV2yI7vkeavcLiqFvLzj0iHttmPjz4trbqkvvXUSDSeDGSBTCA7nNxzbf/x6YLXHZ+KakFXmwwj/6bQM8UT3mqR0SEDAADwkOz5O0G/ob9/y9k6tdQO2ZbN0sFt0tGd0pIzXKrQw/pOlhaslMYPSCecXe9qai4ST0iS2gM+jYdj+sffPK+jE3Yg6+sp3G0dmYpq0RzDFSUplde++Kvd2jvsnYU96JABAAB4yEtDU+nHN16yWm8+Z3lpF5qmdPf/zTwnkJWv72Tpz3bYj/c8IN16bX3rqbFUhyzo9+kTdz6lO7cd1O+dba/U2d9TeMGOw+NhLZ3fOef9g36f3nbuCt326D4dmQjrpL4uZwqvMzpkAAAAHrLz0Hj68RWnLSn9wtBQ7vPFax2qCK0imrAD2Z7hKR0YtYcoTiYX8+gv0iE7ODqtZfM7SvoZv3uW97ZiIJABAAB4yNMHx9KP169YMPcFpilt+440tj/39aVnOlwZvK49YG8+/uE7tmts2g5ih8cjkgovaR+JJzQ0GdUJJXTIvIpABgAA4CE7D45rQVdQP/nARfL7Slgk4dGvS3f+b+l//i7z2o33St39bpXYWp74lj18sQVccsqAJHtZ+tGQHch2JTu2/gKpI7Xox7IFpXXIUr5+/4sVVtl4CGQAAAAeYVmWdh4c15Vrl2jdifNLu+j/b+++w+Mqrj6Of2fVbcmyLffeC+7GGFxoppkSen0JPSS0BEgBQgoklJBCIAUIhEDoEHpvpplibAO2ca/IcpfVe9ndef+YXa3KrrRqlmT9Ps/j5969dWRfrffszJyz12VkpDBQe2zC6TBgWus0sDPpNhASUuHb5+DD29u6NftEZWDIYozHVPWQNWRnXjAgi66HbFgvN2/s3dV7mtDC9kkBmYiIiMh+IrOwnOziCiYMiDIYAyis9cH21AdatlGdVc/h8MsMGHEk+H11dq/fXdgGjWpd5YGkHgADe0QXYO0MzDXrH+UcskE9uvCTo0Y3vnHtmAIyERERkf3EthyXCnxoY7LP5W9zy4piSEyFuMYNHZPG6RLvkpz/86NN5JdE14vUUVQE0t7vLSyvURwa4M631pFZUFbnnGDyj2h7yPZHCshERERE9hN7AgkU+kXZ24C1sDuQpj17EyT3a6WWSdCA7klcPHsYAGXeuj1nHdXu/LKqYYRev2VdmB7A7Xl1i0NvzS6hX7dEEuNiWr2N7ZUCMhEREZH9RLAIb9+UKAOy8lofmg/9WQu3SADYvqRGYo8xfaMs1N2BrNqRH3FfMNtnuBQzGTnFDOm5f9QTayoFZCIiIiL7iT0FbqhY9y5x0Z1Qmhtan3EpTDmndRrWmU083S03vte27Whl1eeP1XbatIER923NLtlvCjw3lQIyERERkf1EZkEZvVMSMCaKdPdQMyA7/s+t06jObvqFELv/z8srq4w8/DJSUejSCh+ZheUMVQ+ZiIiIiOwP9hSW0bdb+A+/YQUDsrnXQ0xs6zRKOoXqPWR3nV6zqHiXhPDzw7bluiQ0Te0hC9Yw6+j0myciIiKyn8gsKGdUn+ToDl76MLwZmDM2WUMVpXnKqyUoOXfmEM6dOYQdeaVkZJdETF6SGUhC0z+1cRkWuyW6EOaGF7/l8UtnNrHF7Yd6yERERET2A8XlXrbllkSfPvzNagk8knq0TqOk0yirrDuHbGD3JGaNTIt4TlaRC8jSkuMbda9L5gwnrWs8pRXexjWynVJAJiIiIrIfeOPbnZRV+jlhUpSp68ccH1pP7N46jZJOozyKFP4782oOMQwGZL26NmKYLRDjMYzpm4IJm7ex41FAJiIiIrIfeGfVboaldWH6kCh7u+K7htZVDFqaKVwPWVDXQDHsq5/+psb27OIKYj2GbkmdexZV5/7pRURERNqRd1btYlNmERfMGkZqUnSp6//63np25JXxVXouR4zrE12GxdUvw4Z3m9lakZBgD1l8TN3+nhlDezBzeE+WfJdTY3t2UTlpyfHRZwXdTykgExEREWkHyr0+rnjS9SAMSevKyVMG1DnGWovfuiFbAOlZxfz9w01V+0f06lrnnDqKs+H5i1ukzRIlbzl8/jdX663HsLZuTasI9pCF6+3yeAwHDu3B8oy8GtuziyoipsTvTDRkUURERKQdWLWjoGrd77c19hWXeymr9PGLF75l5M1vAbA9t4Qrnvy6xnEjo8mwWJLV/MZK44w/yS0z17VtO1pRUblLsNEtMcqi5EBWcQVpCsjUQyYiIiLSHnyVnhNx34Rb3mVAaiI7A3WXfvDYUhaszaxz3MjeUfSQlReG1uOT4frVjW6rNNLcn8La19u6Fa2qsKwSgIS48DXHwskuKmdkNL26+zn1kImIiIi0sacXZ/CHt+v2nmRkl3DFE64XbGe1IrjVg7GDhrkkHnExhhG9oughqx6QdRsAScqwKM1XUBoIyGKjCy+stWQF5pA11ZL0HAoCgWBHpoBMREREpI395b31AAxN61Jj+y2vreKd1bvrPXfWyF6s+f1xrLz1OJLio+idKM0Nrcerd0JaRkGZG7IYH2VAlldSSVmln36NLAod1L2LGxr52OfpTTq/PVFAJiIiItLGcoorADhkeM0iusUVDdd2GpbWhS7xsSRGO1Ts5R+F1uOj6FETCcPvt/zq5ZWc8+AituWU0LOr6+k6fmJ0dfB25pcCMCC1aSUX7jlnKgBlUdQ/a+8UkImIiIi0oUc++65q/ZCRPWvsK40iIKvdq1Yvvw98FaHXCsja1FfpuQ0f1A5tyynhokeX8NTiDBZ/l8Pqnfn0SUmgV3I8F88eFvG8Cp+/KvX9rkCR6P7dI/SQ+X3g80a8VmJcDLGe/SNdvgIyERERkRbw8rLt/OODjY06p6jcy+/fWFP1eupgNx/sr+9vwO+3rNyRX+ecft1q9igMTWvEsMPMNTVfJyggawv9A71Cf3h7bRu3pGleXraDTzdmMa5fStW2sko/vVMSI9YUG9vXHfuPD93vyK76esi2fAx39IM/jYCSyMlu9hcKyERERESiVOH1s7ewPOy+659bwd3vb2jU9VZurxlw9e3mUoBn5JTwyYa9Yc8Z1COJP505mRMn9eeHh40grWsjkiJsW1zzteaQtYkjx/Xh6PF927oZTZZTXEFKQmzVsEFwdfTqS+hx6rSBzBjaA791JR125pcRF2PC1yF79RrXk1uer4BMREREREKuf245B92xgFeX74h4zLCb3mT6be9Hlf1txfZQodzEOA9d4mP50xmTAdhTUBb2nLTkeM6eMZj7zp/OzSeMj9gjEda2JTVfa8him0lJjMXTmH+7diSvpILuXWvWG9uVX4aNcHw4u/JK6dstEU/tYYclOZC/DfpNan5DOwgFZCIiIiJRenPlLgCufXZ5xGN6dIkjp7iC3OKKiMeAS/u9sFovWPekmj1dhWXh58+kNKLwbh0ZX9Z8rYBsv3D7G2v4yTPL9tn9cksq6dGl5vO6KbOIFdvyIpxR1/bcUgaEmz+WGRjG2WeCW35+T1Ob2WEoIBMREZEa8ksqeXpxBuX7Qfay1rQsIxdr6/YJHDCgW1Tnv7ZiJ19szubUqQOAUBrvoKyi8EMjuzU1ICvcDXlboWsfGH2c2zb80KZdS5pm25cNH9NIX2zO4uHPvuO1FTtb/NrhlFX6+GTDXuJiQmHE00u2Nfo66dnFjAhXFDo4z3HKuW657s2I1/D6LTnFqkMmIiIi+5GySh9Tfv8eN7+8ss78JqnptPu/YGl6Lje/vJL3qtUKCybZ+HxTdsRzvT4/1z67nJSEWM44cBBAnR6HBxduCXtut6TYpjV4+1duee5TcP7/4KYMGDa3adeSxgkW3/7sHqgoadFLL8twvVIpiU18Lhrp8UXpAHy9NZfeKW7+18II8x0jyS+tJKuogmFhA7K1kJAKI46AGZeCp/6f65klGawKk/ymI1FAJiIiIlVe+Hp71brP35gZIZ1TcbmXpxdn8MMnvq7aNmuEqyUWLPYcziOfu1T3heVe8kvdN/w9gnNyGphWVDtwi9re4FCwA9wyMbVp15HG6zkCZl3j1v0t26OzPddlKyws81IYxbzF5qo+lLZXcgK/P2VCo6+RnlUMwPBwAVnWBug9FoLz60pz4YnTYPeqOofeOH+cOyVCb3JHoYBMREREqjyzJKOtm9Ah3HHaRICwwzpPmtyf06YNrDdhw/LAXJvuXeI4dHRvDujfjZ8eMxaAw8f0rvfe584c3LRG710PqUOU6r6tdBvQKpfdnhvqcfvD2+ta5R7VBQOy5IS6PVd/PCO6RBzp2Q0EZL3GuPUxx8PAA2Hzh5D+WZ1DDx7Rs862jkgBmYiIiABQUFbJ2l0FzBy2f3zIaU3BD5IFpTUTb/RJScAYQ2Kch9rJ48oqfTy0cDNen59PN2YBMHtkGqlJcbx17aGM6uMCpb7dEhnSM3Kx54TYmKY1eu861/MgbStMT09zbM8t5cixLogvLo9cSLmlVNUP6+7qh/VJCdURO3xMn6iusWVvMcZQ9zkvzYOiPdBrtHs95lg479nmN7qdU0AmIiIigJuL4rcwY5grTlx9+KI4KYmxHNC/G13iXe9AcLhh0F/PDtVlyimu4Ox/LWL1Tje/5d4FG7nzrXVc/fQ39A0Ud/7JUaPD3uf5K2a1bMP9PsjaqICsLSUH6o69fWOLXdLvt+zILWVM3xSG9OzCq8t3smVvUYtdP5wte13vVjBD4vyJ/ar29UqObjhtenYxA1KTSIyr9eVCVqCwerCHrJNQQCYiIiIAfLklG4+BEyf3B+D5r7eHzSLY2c0cHupBrF1rLCbQLTZ/Yn8OGtaTJek5fJWeC0BGjvsg++7qPWzKLGJcvxTG9QufkTEYsNUWH9PEj27Zm8FbBn3GN+18ab5JZ8Lgg8G6Ya7GuALgD36yucmXzCwsp8LnZ1CPJOaMcnMXv9gcOZlMc+0tLGdjpgv4zgwko6kutoHn02MMn2/K5tXlOxnRO8JwRQj/xcGif4Kv9XsA24ICMhEREcHr8/PyNzs4dHRvJgxI5bqjw/fcdGbWWorKvTWy2f3jw001jhnfPwVw88DuO3864FJzl1X62JxZXOPYphQFTm5qJr2dgRpVA6Y37XxpGV17E8zacvmhIwDYsKfpPVrB3rDhvZK5/hjXq3T7m2uo8Pqb1czpt73PlU9+XWf7QXcsqFo/YWL/qvU/nTmZS+YMa/C6Pz021PM1LC1CQOaJg+5DQ9uCtfLyt4US0+xnFJCJiIgITy/JYHdBGec1NWFEJ1BS4cNal8xgYK2CtnefNYX0u06ke5gMiLe9sYYT/vYpg3vWPOc/F89odBvuPWdqwweFs3MZxHXpdEPB2qXM1bBtKeP7d6vzHDXWhj2FAIzpm0yPLvHEx3ooq/RXJc1oqpziCt5etbveYzzVJkmePWMwt3yv4WyLB1frXQ6f0GMjpI2EmGpfPMTGw7lPu3VbM9Dsk5LAD+YOZ1CPyHMuOwIFZCIiIp3czrxSfv/6Go4Y25tjDujX8AmdVFEgYUJyYiy9UxL41Qmh4X+HhcmMmJoUx3ET3LyhLVnFVfPOgvqnNu7D+Hkzh4S9T1R2LoN+k2t+0JV9b8QRbvntcy1yuQ2ZRaQmxdE7JYG4GA/3nF1/wO73W/wNlLMordg3BeGDSWxqyNoQSuhRQyD4e/EHNbYO6tGFX590QPhrdSAKyERERDq5F77ejtdvue2UiVVzoIIWbWm9+SgdTbDGU7h03+GKNcd4DA9eMINL5wwnMc7Dayt2Vu27rQm1m+4MpNpvkr3roO8BTT9fWsbMyyGp5bKYbtpTxOg+yZjA8FeLC7aOvWdh2Llph/35I2beuaDO9up2F5S1WPvCOX36QK46YiRzR/WqucNbATlbwvfiDg0kucn5rlXb1lYUkImIiHRyryzbweyRaQyuloJ6dB83F+re9ze2VbPanWD9pZQw87jqS0Uf44GyyppDrWYOT2vwfktuPorTpg2sem2aMOcMgJIcKMuDniObdr60S9ZaNmQWMrpvStW2WE/oo/3SQDKZ6rbnlpJVVFHvdb9Kz6lav+iRJVU9wy3BGMNfz57KDfPH1RjyCMDWz1zCk95hEs8k9XCFtf2VsObVFmtPe6GATEREpBPbllPClqxijh7ft8b2Eyf3Z86oNJak57AiUMS4s8vIcQV4eyUnAJAWZYrvC2cNq7OtvjpjQX26JdLEEKymnC1u2XNES1xN2omsogrySioZXW243pHjevPYpTMZ1y+lnjMj8/ktv3jhWwCS4mL4ZMNe0rPcfLSGhjo224JbofsQGH9S+P3DDnXLbx5v3Xa0AQVkIiIinVRxuZdfvLACgENH96qzf944F6S9u7r+yf2dxcfr99KjSxwTBqQC1Oi9qs/gWsHX386dSlJ8dMWdg70f95/fjOyI2YGha2nqIWsX/F5Y+m/Yu75Zl9lYldAjFHwlxMZw+JjeVRk8Syq8bMosxFrLqh35DV7zT++uq1q/64xJACxYuweA4opWTDlfUQK7VsDU8yEuwtzKsfNh4IGt14Y2pJmdIiIindS/PtnMl1tyGNm7a9hJ8ZfNHc5db++faaYb60/vrOPlZTs4bdrAqnl2xhievvxg8ksqGzg75MELDuS4CdEnTvnhYSM4bEyvqiCwSXK2AKZmKnFpOxPPgK8fhT2rgB5Nvkz1DIu1WVwgNfuuD8krqSQ1Ka5GEfOicm/YuZBfbgkNVxzZ21337x9s5Lqjx3D7G634XhDsxQ2b0KMaa6GieRkk2yP1kImIiHRCReVeHvsinSPG9uad6w5r+vykTiCzoIyHFm6hV3ICl80dXmPf7JG9OH5S/whn1tWYYAxcYpBmBWMA276EtFEQF77YtOxjh1xZter1+3nxm+182cjkOSu353Pr62tICWT8rG3iAFdwPC/wZUH1YAxg4i3vct9Hm+qcVxA4Lj7Ww8SBqVwyZxjxsS5ceO6rbQ03rCgTPvoD+BtZBy07MFc1bVT9x3liIWMRfPu/xl2/nVNAJiIi0gk9sziDgjIv1x09hriYyB8HvH5LcQtO6u9oXlm2g5l3foDXb3nhillMHNjM4GhfWfcWLH4QVr4AWz6GCae1dYskjGvmuR6hjOySRp33709dj9IVh48M+2XKLSc3nMXzz++ur9O7m1VYDsAJE90XB7Ee07gC5i/+AD65K1SIHNxwxFtT3bMYSXYgOGwoIDv2drfMy4i+TR2AAjIREZFO6JmlGcwc3pOpg7vXe5y18NiirVHNP4mWtZZfv7KS99r53LS9heX8/PkVTBjQjb+cNYVh4QrZRunW7x3An8+c3IKtq4ffD8+eB2/fAC9eBsYDk8/eN/eWRpk3rk+jzyksq+S9Nbs5/+AhXH1kAwFMA0ytSKAw8OVL325N7E0tcvPNiEuCsgL4/G+h4GzRfZHPy9oE3QZCfAO/YwOmueWHt0Hx/lOSQwGZiIhIJ1Ph9ZOeVcwhwxuuh/SzY1xNoL1F5S12/xe+3s6TX2Zwz4LIKfXLKn38+pWVnPSPTxs9nKulfL4pC6/fctfpkznzwEHNutbFc4Zz1ozBLdSyBmz9LLQ+7ftw3cqG5+ZImyooq+TTjXujmo/4z482UVbp59yDhkQ8pmt8DFccPpJzGnjm9uSXMeymNxl205s1esLDDYOMSlmBW+5aAa//BN7/rUtgAvXXwdvxNfSb1PD1Y+Kg/xS3nrWhaW1shxSQiYiIdDI78krxWxiS1nCPz9ww2Reb45klGVVptQtKK6nwhp9r8suXVvLklxms2lHA0u9ywh7T2j7dmBXIqtitTe7fZMueDK0f/ydIbV4wKa3v9jfXcsF/lnDbm2vqPW5XfimPfPYdZx04iEmDIg+fNcZw0/Hj+GMDvbKfbcqqWq9eELp/aijTYUmFj4cDQySDXrtmTvgLJgQSjCy4BXYud+urX3bLSHXwirPdHLLBB9fbVgCMgaN/59aXPNjw8R2EAjIREZFOJj3bZSkbltZwLayW9rdAr1hcjGFHXikfrsusc8ziLdm8vGwH1zRzOFZzLcvIZebwnnUL2LZnZQWw5jXXM3bTtoaHgEnbWfsGvZLjmTuqFwcNc9kWX/h6O7nFkQs3P7RwC9bCtUdH3+P56tURgifgq62h4tHBOnsAx05wJS++N2UAUDNwG9wzicmDIgx1DqalNx4o3FVzX36EpCDblwQuHEVABtAzkFgnGOjtBxSQiYiIdDJbA4Veh0bRQxb0x7fXYW3zCsNuzy1hd0EZZ0wfxP9+NAsgbMKQd1fvIT7Ww48Ob7tCxn6/ZXtuabPmjbWJ7UvBWwoTz4TEDtaz11kkBYYKr36JhPJcnvzBwTx/xWxmjUgD4I2Vu8KellVUzjNLMjhl6kAG9Yj+y5RJ1RLR3HZKzWQfb34butcljy6tWg8m+pk8qDtTBqVS/Vf/nWsPC3+jihJY8YxbL9wF3rKa+796xM0Vqy39M4iJh4FR1trrMQwOvzG6YzsIBWQiIiKdTHp2CV3iY+iVHN/gscMDAcm63YWUVPiadd+1u1zdpHnj+pDW1c1R+dnzKyiqFZR9siGTQ0akkRTniiff/f6GensNWkNmYTkVPj+DG/HBt10IJlAIJj+Q9ie5Nxx7h1v3heaM3Rco/u3zhR/G+8hn31Hu9XPVkU0v8H3BrGGNPscCn2zYW/U6+HtZx+YPI1/EE+eWZXnhzxsyK3JB6E5AAZmIiEgns3ZXAaP7JEdVe6x7l3huPmFci9x3T2COyoFDezC4ZxLTh7hhT9c9u4z59y5k/r0LmXH7+2zeW8xR4/oQ4zGM65cCuDTf5d7mBYSNsS3XDd8a3LODBWS7lkPPEZBUf/ZMaWNhhpLW99uYX1rJE4u2csLE/lUFm/eVb7eHMqweNqZ35CG84YKtoDP/E3574W7IXAMj5zWtcbu+bdp57YwCMhERkU7E57es2pHPlAbS3bc0l+p+FQB9UhIwxnDOQS4D3IK1mSTExZBTXEFWUQVTBqVy3swhGGO499ypANz/8WbG/vqdqqCutW0LzKcZ1KMDfWtfXgQZi6H/1LZuiTTDmyt31Rke/PxX2ygs93LlEU3vHQta+/v59e4PzmcLml+tmHlKYmzkE0urBWTXr4HTHoLvv+SScMRF+GIj2KM7ZFa9baojmKjmvV817rx2SgGZiIhIJ7JlbxHFFb7Ik/Jb2NbsYmbcvoDF1TIlBr9hj/GEPoY8dslBVfNWbpg/jvhYtz6uXzcOGRFKz//Ul1vD3ueVZTuYdMu7jPnV2/zzw8jp9KO1LacUgIHd93FA5veBt5ElBipKoDjLZbYryYIZl7ZO26RVJcW7oYBL03PZlFlUtd3vtzzx5VZmDO3RpMLkwY7ws2cMqrrP4WN6Rzz+4YsOqvE6+KUIwMQB9dy/eg9Z6kCYcg6MOgrmXkdV/98Ll9Q8Z89qt+wzvt6foY7pF7ovHnwNlwnoCBSQiYiIdCLBwGhKPSmza/MEPtHd+GLjhwc9vmgrWUXlnPvQl3X2HXNAX35z0gE8fulMuneJ59cnjuf0aQOZPTKtxnE3zB/H9w9xNZd25ZfxxKJ0VmwLffjblFnIL15Ywai+ySTGefjLexvIK2nenLMdeSX0TkkgMdJ8mdbg88I/psPtfWHrF+GPKcuHzLVu3Voo3AN/Hun+LH0YJp0Fww/dd22WFpMYF8O957jgp6LaPLJPNu5la3YJF84e1qTrGmNY9bvj+MPpoRT4N58QOQBKTYqrdX5o/dK59bQh2EMWFyYRzuBAkJeXUXN75lpIHdK0BDQJKdQ/0LPjUEAmIiLSSQSHDQ7v1ZVRfaKfh3LSZJf6evPe4gaP/WTDXpZlhFJp78ovjXhsalIcl80dzmGBb+uPn9Sfv54ztc7ctulDenD7qa5o7PNfb+c3r67mt6+uqtp/19vrSIyN4T8XHcTYwJyzNyNkqovWnoJy+qcmNusajeKrhE/ugtx0wEL+9tC+0lx45SpY+Bd4+Bi4/xB4+Up45jy4ewxUhtKVM+6kfddmaXHBXrL/LQ2liH96cQa9khNqDB1srOSEWGKqzf0K/p40VkJsPV9QFO12y9SBdfclpsLc6102xeoy19ZfMLqTUEAmIiLSSSzakg3AtCHdo0roEdQvNZGjx/dl7a4CtuwtinhcUbmXix5Zwmn3f8G8uz9m455C1gUyKwZ9+LPDm9Z44JI5wzhybG9Sk+JYsT2fr7fmsHZXAQvWZnL5YSPo2TWe+893dZB8/ual6N9TUEbfbvswIHv1alj457rbl/4H/jgMlj8FH94GWevd9hVPw4a33fqIIyA+xaVTb2pyBGkXusa7OVqPLXJDcyu8fj7flMXxE/tVDePd12I9HrrEx/C7kyfU3VmcDdmb3XpeIIhMjHI4dGUpZG2APk0MyIwHMr6AlS807fx2RAGZiIhIJxEMjm44rvFZE8f2cz1qT36ZUWdffmklb6/cxZTfvVe1bcveYo65ZyFbskK9aqt+dxwjmpEh7pbvTeDRS2by82PHAPD6il08/Ol3JMXFcOGsoQC0VA3n3QVl9O2W0LiTvOVQ0XAvYh2LH4Jvn3Prwflf5YFANri9PtMugF9ugxu2QMK+zcAnzbRpQY2Xs0emMS2QfbSkwsuK7XmUVPiYMyot3NnNEqxP1q9bIq9dE7l4dIzHsOb387mo+pDJ3HR4/Tr48wg3zPa7haHMngf/KPJNKpCAmwAAIABJREFUfRXw3adufecy8FfC4JlN+wEO+7lbZq5p2vntiAIyERGRTuKbjFwGpCbSrwlD8X5x3DhSk+Lw18r+Zq3l9Ps/58qnvsHnt1xwyFD+e8lBdc6fP6EfyQn1ZGhrhAtmDSM1KY51uwt4bcUOzjloMN271BwK9dtXV5NdVE5eSQW/fXUVZZXRp8wvq/SRV1JJv3A9ZKV5kP65m+9V2wNz4M4BsHEB7PgmupvtXQ9v/yL0etY1bvnmTyHnO9i2uO45PUeAqTZ0bOQ8N9GnEb2e0sZ6DnfLT/5YY7PHY5g7qhcAVz31DQ9+sgWPgUNGtHxA9srVc3j3usN497rDmDyoOzfMH8uDFxwY3cnfPA5fPwpdXFspzYOYBOg/BSadGf6cvhPd8tO73TL4bA9qYkA2/DDwtMx7SlvbP34KERERadCyjDymDe3R8IEReH1+/vtFOpfMGcbQtK6UVfq4d8FGNu8t5tSpA7jjtEl0TYhlV34pBw7tQV5JRdW8swtnD22pHwOAnl3j+XJLDvExHi6dM7xqe48u8aR1jSe7uIIz/7WIkgovewrKmT0yjfkT+0d17WBq/bBDFh87CXavhLRR8OOva+7LDmR3fOoMt/zZekipZ95PZZkbhhgUn+KCrdHHwsb36vSeVOk7ES54BQp3ueFhXXqGP07arxFHwKSzwwbcPzp8JP/4cBMfr3fFmH9z0gF1vnCowe+DRf90Qfrsa6JuQozH1JhLdtURo6I+lz1r3O/AWY/Bv+aA9cHGd+s/Z9KZsOTfYAMJSzK+hJ4joWvLB5sdjXrIREREOoG8kgp25JVWDVOKqLwInjwD/jAEcmummJ83vi8AFz+6lJ15pfz4mWX86xM3f+T3p06ka6AHrH9qEi9eOZsPfnYEAEeO7c3skb1a9Od57Zo5fPTzI/jil/MYkhaqceTxGN657jAAvssqZk+BSyHfOyX64YfBc8IGZLtXumX2Jrh3sps/s+h+2LYkdMyQ2W656sXIN/FWwN1jYe3rMPIoty1thOvlGn+ye/3Wz8Of22Oo+zPkEOjTMkW7pQ1E6NVMTojlfz+axc+PHcNr18zhsrnDw5xczYpn4P3f7ruaXBmL3fzFgp2hHqrnL27cNSrL3DDHkUc2ry1+r+txy9vW8LHtmHrIREREOoE1uwoAOKB/A+mlX70q1DOTv9198A/43ckTeH3FTr7LKmb2XR8CcNLk/pw9YzDdEuPCXY1Fv5xHz671fLvfRCmJcaREuGfvlASOHt+HBWszq7a98e0uDhwaviepsKySCx9ZQl5JJXNH9WJ0XzcPa0BDNcjytrohh+/+sub22de4ZAML/wKzrq65z1r3IfzD20J1mw6/ATZ/EArM4sOkDa9umNLa7+9mDu/JzOFR9nxu/jC0vvjB+udwtYT1b7llZQn0GgP9JoW+qIjW1s/c+aOPa15bxsyHDe+438Pug5t3rTakHjIREZFO4P/+7YZGja8vINu9Cta8Gurh+ebxGrt7do1n+W+PqXrdvUscd589pSptfTj9U5PqT5XdSn57Us2McI9+nh7x2BXb8lmWkUdWYTmvLNvBQwu3MGlgKiN71xMYXfS6WxburLk9NhHGnQjTL3IJPl64NJSFbvOH8Lvu8MHv4atH3bZDrnI9XRe8DPN+7baNPxnSRke+95hmfoiV9iM33dWWayprXZKMtMBww7dvqFvrq6Utf9ot+08FjweOuiW079oVDZxs3TDNNa9BbFLza+YdGqEXuYNRQCYiItKJRBy6V1nmhsjFJ8Nxd7ht3z7rPvBV071LPL84biwAF88e1ibBVjSGpHXh4tnDOGFSP648YmS92Rf//oGb+3XewUMoqvCyp6CMa+aNqlsawFr3IfLAS0LFb9+6oeYxl77jliMOd72Lq150PWW7voVF97l9n94NFYEsisfe7pYj54En8HcZEwtX1S2kDUBcl/DbpeNJCMzf+uC2+o+rT+YaKM6EOdfChNPdtoeOcHXtmuPDO2BFmAyfL1zq7gdw1G/ccvQxkBAYCt1jWP3XTUgBbxl885hLyhHXQC90J6EhiyIiIvs5f6Am15CeET7MF2XCo8e7eVFn/AcGTocjfgkf/yE0xK6aq48cxdVHNiIBQBu5NVA36S/vrscYQ1G5l7vfW8/Pjh3LjNvf59SpA9meW8qS9BwAbj5hPDefMD7yBcvywFsKvUaHhkfZQPbG2T922eIGTHOvJ54Bo46Gu4a4mmHr36pbb+mSt0NBWG0xET6infGfaH506QiOuQ2WPty0UglBq19x9bjGHA+Tz4XVL0FJtqtbN+F0SKzVI16w0yUBqW94n88LC//k1qecU3Nf9XmRo44OrV+1KFSqoT6n/xv+FJgTN+bYho9vSEKKG8Kb1PRkRe2BeshERET2c08tcUOYLj9sRN2d1sLLV7j5Yt9/MZSyOhgoPH5ynV6yjsjnt0y85V0e/Tydibe8S1mln2eXbuOzTVnRX6QgMDyx2wBI7hPq3QKY91s44OSaxyemwoWvQsoAF8xlfBHaN+0CGDq7cT/Ej7+BcSc07hxpv+K7QOqQpp9vLax5BYbOgeTeEBsPZ/3X7Xv92vBJYf46Hu6dWP91174WWn/1Gtd73pDUgdElmEnq4eZ9jT0RJp3V8PEN6TMOLn4DBkWZrr+dUkAmIiKyn/vNK6sA6FN7uGJxNrx6tUsocfStNb/xnnahW6Z/Cl8+sE/a2Vrmje/T4DH/d3ADH4zLC+GLf7j13oFetO7VUvnHRkhcMuIIOOPhutuP/2PdbbXdkgczLgu9ThvZ8DnSeWSuhawNMOHU0Lbhh4dq2eXvcL3fi+6Dwt1u3lZDNn8EL1wSer3sCfj4Trdemtf8NhsD//ccnPe0+8JCAAVkIiIincbUwd1DL8ry4YlT3dCmQTNrfvAHSOnremQAivfuu0a2gulDenD8xHrqgQF3njYp/A5fJax/B+47xKUXn3xuqCfggJPhlPvg6N/V34Bhc0LrJ/8Tfrq24UyK4D68HvUbOPJX8OuO/W8gEVifG9Kaua5x5+361vVeU61MAriadMfdAf0mu0yGfxkN797sSiz874LQcbemwhf/rHvd938TWr/ic7cMfhHxr7mNa6NETQGZiIjIfmZTZiEfr89k/W43p6NXcgKHjOhZs67Wi5e7b9jPfxF+8H74Hp5gj8xnf23ZOj/ecpfIIP2z+o8ryYE9q8Hvb/Yt7z13ap1tP5nn5sG9cvWcOvsAF7TePwueOQdKsuCke+GUWh9ip30f5l4XfUOmX+CGPEYrqYdLix+pB046tjHz3XL70ujPyVwHj5/ins+Zl7vhs7UFE/PU571fuWvs3QA5W9y2YPr68d+DfhNdb1tsIPFGfseu9dWeKSATERHZj7yzajfH3rOQix9dynH3LiSrqJysonIOH1PtQ1txFmx8D+ZeD6OPjnwxgNGBifd7G/kNfiQZi+H2PvDpX+C/J7pC1LX5fS41/F9GwwOz4avmJ7JIiI1hwU8Pr7Htp8eOJf2uE2v2HFb3+d8heyOc+gD8ZBnMuARiwtc+a9BPlsH1a5p2ruy/5l7vlq9d4xLAfHZv/cfnprue7Zg4uHoxnPDn8McNnQsHnOKW9dm2FO47CP4+DYqq9cIOOyy0Xllct8j5wBn1X1caRQGZiIjIfuLrrbn85NllTB7UnYtmuflNM253RZ4nDqyWbW3zR4CFsfMbvujhN7rlwr80v4HlhfBIrcxqn9xV97gvH3Cp4Q8IzI3Zs6r59wZG9Unmuz+cwPLfHsNXv24gELXWpeYedxJM/b/G9WqF03OES3wgUl3XXjDwQFd3riwfFtwCG94Nf2zhbnj8VKgsdXXreoZJ0hPk8cDZj8Mlb8Kp/4p83FNnhNafPS+0PjWwPuJIt1z+TGhffLJLViMtRmnvRUREOrjPNmaxZlc+b367i+5JcTx68UEAPLZoKwAzhvZg7qheoRPWvwVd0lxh14YEE1ds+9L1ZiUkN72hi+53yzMfgcGHwD0HuPkpfj/kfuf2BYcpjjoaTn8IVr0AX//XfQg97Bcu5XwzGGPo3iWK4X9717m5c2OiCFpFmiouCS7/0K2vfgWev8j1gtVWmgdPnO6SdFz4KvSdUPeYSCafA69c4dav/Rb+Njn8cdWHTQZrpI0+GpJ6wqb3Q/tu2uYCPmkx+tsUERFpom05JZz30Jfc/PLKfX7vXfml/G3BRq588mu+/5/F3PnWOlZsz+e0aQPp0TWeHl3juXH+OOaMSuPec6eGihwXZcLa192HtEg1sKpL7u3qJYH7hr6xSnPhxR/AxgWhbG3jT3G9RYf+zL3+8j5XA239Wy7w6zkMTvyra99pD7pjvn0O/jkDlj1Z9x7Wum/wHz0R/nMsfPu/xreztu8+dcvhh9V/nEhLGREYUvv2De73NMjnhecvdhkVz30KBh/UtOsndnfFyk97qP7jZv6o5uvx3wutTz1fwVgr0N+oiIhIEz20cAuLtmTz9OKMFrleWaWPSl/NBBYb9hTyh7fWct9Hm7CBemBllT7OuP8L7lmwgaXpOfzwsBH06OLmNp01Y1DVuVceMZKnfnAIg3oECkL7fW5elr+yblbF+gR7xZ6/uOFj174OS//jermshQW3wsrnaw6NChY9nvZ9lyHuiJvh6iXug+KII+Dit9wHR4Ap58L5L4RSZL96tcsQ99j33PWthXd+6XoASrJh22J46XLYWO0b/abI+AJSB4faIdLaknrAqGPc+qd3h7YvuAW2fATfuxdGHtn463o8riDzFYEkOlPOgcsWRD6+dkmG6vPUqtfekxajIYsiIiJNsHhLNs9/Hco6dvd76/nZsWObdC1rLf/378Us2pINwMMXzuDoA/qyfFse5z60iLJKF6S9unwHPzlqNLe/sZbdBWU8ffnBzB7phiLeNN+lYvd4TOQbBXuODvoB9BoVfQOnXQif3gN7Vrphh7Ouqrk/c52rV7bqRchYFNqeNtolxajuotdD6z1HwDlPhF5POcf9qW30MXBTBjx/CexdD5mr4buFLjGIzwuLH4CDr4Tj7oTVL8GLl8Gql9x5ABUlrghvY+z4BgZOb9w5Is11+I1ueODif8HBP3JlF758AA682H2B0VSTz675ur5eNlPrPcQTB73GwiFXuLT60uJM8Nu2ljRjxgz71Vdftfh1RURE2kJucQVn/OsLDDBlUHcmDkzlrrfXMbhnEr8/ZSLnP7yY2SPTePryQ5p0/a+35nLGA1/U2PbP/5vGX9/fQIXXzwPnH8j3/hlKET+wexInTx3AjYEgLGoPH+2GQv1kWXTDFavbs9plPAS4bhV0H+wKz356d80siF37wPBD62ZlG3cSnP1Eywx3yk2Hv00BE+PqOE37vqvvZYxLjHBXoMhznwPcMXtWwjVfRT//rDgL/jzS1RdrTEp7kZbw4e2wMNArFRMPsYnu+U3p27L32bkcFv0TDrkK0kbB69fC0Nkulb60CGPM19baBlNSKiATERGpR2ZBGTPv/KDO9jmj0rjv/6bTvUs8Zz+4iCXf5fD386Zx8pTGZeP7fFMWP3z8K4orfHxx0zw+3biXG18MzUl76IIDOXZCP7KKyvkqPYe4GA9zRvUiMa6RAVX65/DfE1wv0qyrG3du0OOnuqFT4Hq3ijKhIpC2/rL3XSpsj8f1Wq17ww11fPIMiOsKN6a3bC2tlS/ArhWQ0s/NeYmpNujn2+fhpR/UPH7aBXVriAVVlMAb17n5boMOgm4D4dWr4KI3XHApsi9ZC5/8EXZ8Db3HwoxL68+oKO2WAjIREZEmWre7gL4pidz2xhpeWrYDgN+cdADfm9Kf9KwSusTHMGFAt6pEGYu3ZHPOQ1/yw8NGcPMJ4+u9dmFZJR+t34vX5ye3pJK/vLsej4Frjx7NDw9zhZifXZLBhj1FDO/dle8fPCSUkKM5bg3Mwfr5xvCFZKNhLXzwO/jsHvc6ZQCc/z9I6e/Sd4fj97ueq5b4GRoj/TNX56y6W/Ndtsa4JMjd6jJNxsTBcxfAxlqpxvtPdUGmCjKLSBNFG5BpDpmIiEg1ewvLmX/vp3W2XzpnGMYY+qQk1tl38Ig0wCX5OPPAQYzpm1K1z+e3rN6Zz3NLt1FW6eeTDZlkFVVU7Z8yKJV/XziDPt1C1z135pCW/JFga7XhkE0NxsAFVUff6jKtrX8bxp/U8Df3bZWRbdhc+NGnbsjXyufdfLPnL4bVL0c+55qvXM9eTIJLJqJgTET2AQVkIiLSbuWXVlJQWsngno1MyNBE93+8iT+9s77O9p8cNbrBXqorjxjJAx9vZnlGHr2SE7j9zTXkFlewfFseuSWVdI2PISUxjimDunP5YSPon5qIxxgGdk+qPxFHS3j0eLe84JWWuV6v0c2uB7ZP9A/UWxo6Gz6l/mBs+kXuZ5p7/T5pmohIkAIyERFpl3x+y5y7PqSo3MsFhwzlotlDGdUnpeETm8haWyMYu+bIUfis5efHjiUmioDpxEn9eeDjzdzw4rcc/E1PlmXkMbZfCrNGpjF9SA9OmzaQtOSEVms/4IYHrn7JJQQo2OkytAWLzoJLKd8ZjTrKZXd87Hs1t/ebBLtXKnmHiLQpzSETEZF255ZXV/HYoq1h9504qT9ev5/hvZJJzyrmnJmDOXJsM4bhAe+s2sUVT35T9bpRGRNzt0J8MrZLT376vxW8vGwHsR7D7adObPmhh7VVlkFpDmxaAHnbXCbE9W9C30mQlwHl+aFjL34Lhs1p3fa0dz4vrHgmlLp73In1Hy8i0gxK6iEiIh2O32/55Usree6rbQ0fXM2wtC4cNKwnvz7pAFKT4vD5LZU+P4VlXj7ZsJftuSXsKSjHWsspUwcya2Ra1blvr9zFlU+FgrGEWA/rbz++4Zta65JbfPA79/rGdHwJ3Vm/u5B+qYn07NrI+UeVZbD1M0jsAQOmublX1sKGd1yCiooiOOKXLq38npUuNfbG94Fa/4/P/CHMDxR2feVK1wN05M1uvpeIiOwzCshERKRDWZqew1n/WlRn+43zxzGyd1fG9evGgws389TiDM6bOYSfHjOGpek5/PiZZfj8of/L0rrGU1BWSaWv5v9vaV3jySutZGzfFM6aMYi4GA9vrdzFF5uzaxz343mj6hZ4XvcWLHnIJYiI7+KKpK55FfauDR3TpRdcv8pl8GsMv88FXI+fXHP7kb+Gnd/A+rdqbu+SBiXZ4ImFWddA6iAYNAOyNkF5gavJFdvKQyNFRKRBCshERKTDsNYy+64P2ZVfVmP7T48Zw4/njWowoUZZpY+/fbCRwrJKAJIT4uiWFEtCbAwHDu3BhAHdiIvxcPGjS/h4/d56r7X5zhOI2bzABV+bP4TP7w1/4OBDXPAz4TT422QXJI08Cs5/oW5mQWtdjSu/Fwp2QOY6KNoN3goX2GWudsfNusbV1yraHTjRwHF3wIzL4Mv7YO8GF4gNnumCsL4T6v1ZRESk7SggExGRDiGnuILpt70PQLfEWNKSE3j1mjl0S4xz86AKdrngw9PIQshh+PyWwrJKCkq9fLE5i9gYD4eO7sUf31nHjtxS7p9bRtrzp4Y/+ecbIakHlOa5dOiJqaF9pbnwx2Fu/chfweSz4Yt/QHkhFO5y87tyvwt/3d7jYfqFMO4E6BG4Rm465G+H5H7Qa1Szf24REdn3FJCJiEi7t2JbHqfc93nV6w23H0+8r8TNy1ryUPiThsyChG6QNsr1SvUYBtMvgOS+rshvOD4vlOW5nqquvWoWKfZ54dtn4YPbqvVMAXFd3dC/w34O406CHkPr/2HSP4f/nhB6HZvkan51SYNuA2DQQRDf1bWzz3i3zcRAXN26ZiIi0vEpIBMRkXZlV34pv3llNQvW7qmxPdZjOG3aQG492NL1kcObd5OYeBgwHazPzc3ylkNxJhRnUZX8whMHh/7MBXPFe2FNmNpcP1oI/ac0/v47l8Pyp1zQNfls6N7KWRZFRKTdijYgUx0yERFpFXsLy7n88a9Yvi0v7P4xfZOZPSKNn43IIOWVY2B1ed2D+kxw9aOs36Uqz94EWz6GkfNcz1h5oUtjnr0JtnwCKf3c0EYT45YxCTD4IBcgdUmD928Bbyl8clfkhv9is+tFa4oBU90fERGRKEXVQ2aMmQ/8DYgBHrbW1vM/mXrIREQ6E2stBaVeNmYWsqegnH9/uqUqCIvDSxJljDHbmeVZw7wuW5jiX43xxGD6jIcdX9e82KXvuiBr1NE1hxW2fKNd4eT4LpCQCntWQWUpDDwQYvRdpYiINF+L9ZAZY2KA+4BjgO3AUmPMa9baNc1vpohI+2etpdJnKff6qPD68fktBWVeCssq8fotXp/F57d4/X68Prcs9/qp8Pqp8HrxVlbirazAW1mJz1uBt7ICn7cCn7eSEn8sxTaJUQPS2J5fSUVlJUUVXob1SGRPTj7xsR6GpyVRVl5JdlEZMcaSGAMJsYbc4nIGdIunwuuloqKSCq+Pcq+PUq9lZ7GHScP6kV9uGdSzKzGxsXg8MXhiYomJ8VBQ6qVbUixllX6KyrwUl1dQUlpOSXk5ZeUV7M4rYtrAZJZt2YPHVjK6byo7cwrolQQefyV7cgtIjbfkFRbTkwIqiWWy5zu8ePiVZy3DE3bTyxTU/cusDCx9uDTtI+dBnwNg0lnQb3Ld7IStxRhIHRh63X/yvrmviIhILdF8DTgT2GSt3QJgjHkWOAXoMAFZXtZu1j/3qxrbgv2CploPYfW+QhN4Fb7/0IZ9aQh/LbfPfSFb+8Ta3/9Wtav6FcKcF26LqXWDcD9PXWG223r21bPdWBvxjEiq/p7D9NRG/m68vrvYCLsbOCfMIYbwP0/ddtm663WuFeWzVOv+EO65Cf/vaSNsb/q16mtm456NSPcJNspvweu3xMcYfH5LmdeP1+dnSGwOW329GWiyyEkYiMVQWuEjKT4Gr8/it5b4WI+7b/CHs8Hfq+D9rLt3tR/etcVW+50JnFPtNVj3XFo/fuvOMVgSqCSRChKpoL+pxIPF4MeDDfzxYwLrMfhJMhUR/05q2BjdYY2S0/AhFTaGWPx4TJh/n+rxVLBOc3G1beVAtLWPp1/kUrX3GQ99J7kshSIiIhJVQDaQ0H/F4HrJDq59kDHmh8APAYYMaV+TmEuL8xm39+2I++uGRfVvN/WeE1mkcyKFHi15rfrOsfWe1ri/mzof5KtdI/JH+PqGJTX+7ybSMKem36f+EKz2EVX3qXWaxURsQVOep4htrvbzh21XIzTp7yyqYWY1W1buDQRWFip8flI8hkFmF5kmjekxWyjzJNHV7sLrsxADMX6D11piYwzBOMJi3L+9cdev+e8QfB1uf7AtJnQNADx4PAZjPBhj8BgwJoZSYomN74InPgl/fBLWE4PxePB7PBgTg8fjwRgPnpgY/J4YrK8E0zUNT0IyMbHxxMTGYWLjXWKJkmyI64LfW4Yv+zsq4rphvRXE4SWuW188pTlUJPfHbw1xsbHExMSA8VT9qbQQ44nB46m2HVymQBMDWLxeL36fF7/fh/X5sH4vtrIMX+FuTHIf4uLiIS7OZSf0eFyNq+AfX4VL195zuEvxHpPgAqmYWn+KdkPX3u6e3Ye4wsjW71LEt+awQxERkf1ANAFZuP9N635fbu1DwEPg5pA1s10tqv/QsXDrzrZuhog0UnJbN2Af8QT+hEvYXl8/UoQE7zVoNpSIiEj7Fs1g/e3A4GqvBwGKbkRERERERJopmoBsKTDaGDPcGBMPnAu81rrNEhERERER2f81OJrFWus1xlwDvItLe/+ItXZ1q7dMRERERERkPxfV9AJr7VvAW63cFhERERERkU5lHxV8ERERERERkdoUkImIiIiIiLQRBWQiIiIiIiJtRAGZiIiIiIhIG1FAJiIiIiIi0kYUkImIiIiIiLQRBWQiIiIiIiJtRAGZiIiIiIhIG1FAJiIiIiIi0kYUkImIiIiIiLQRBWQiIiIiIiJtRAGZiIiIiIhIG1FAJiIiIiIi0kYUkImIiIiIiLQRBWQiIiIiIiJtRAGZiIiIiIhIG1FAJiIiIiIi0kYUkImIiIiIiLQRBWQiIiIiIiJtxFhrW/6ixuwFtrb4hZuvF5DV1o2Q/ZaeL2lNer6kNen5ktak50taW3t9xoZaa3s3dFCrBGTtlTHmK2vtjLZuh+yf9HxJa9LzJa1Jz5e0Jj1f0to6+jOmIYsiIiIiIiJtRAGZiIiIiIhIG+lsAdlDbd0A2a/p+ZLWpOdLWpOeL2lNer6ktXXoZ6xTzSETERERERFpTzpbD5mIiIiIiEi7oYBMRERERESkjXSKgMwYM98Ys94Ys8kYc1Nbt0c6HmPMYGPMR8aYtcaY1caYawPbexpj3jfGbAwsewS2G2PM3wPP3LfGmOlt+xNIR2CMiTHGLDPGvBF4PdwYszjwfD1njIkPbE8IvN4U2D+sLdst7Z8xprsx5gVjzLrA+9gsvX9JSzLGXB/4/3GVMeYZY0yi3sOkqYwxjxhjMo0xq6pta/R7ljHmosDxG40xF7XFzxKN/T4gM8bEAPcBxwMHAOcZYw5o21ZJB+QFfmatHQ8cAlwdeI5uAj6w1o4GPgi8Bve8jQ78+SHwwL5vsnRA1wJrq73+I3BP4PnKBS4LbL8MyLXWjgLuCRwnUp+/Ae9Ya8cBU3DPmd6/pEUYYwYCPwFmWGsnAjHAueg9TJruv8D8Wtsa9Z5ljOkJ3AIcDMwEbgkGce3Nfh+Q4f4BNllrt1hrK4BngVPauE3SwVhrd1lrvwmsF+I+zAzEPUuPBQ57DDg1sH4K8Lh1vgS6G2P67+NmSwdijBkEnAg8HHhtgHnAC4FDaj9fwefuBeCowPEidRhjugGHAf8BsNZWWGvz0PuXtKxYIMkYEwt0AXah9zBpImvtQiCn1ubGvmcdB7xvrc2x1uYC71M3yGsXOkNANhDYVu319sA2kSYJDK2YBiwG+lpv1UX9AAAFR0lEQVRrd4EL2oA+gcP03Elj3QvcAPgDr9OAPGutN/C6+jNU9XwF9ucHjhcJZwSwF3g0MCT2YWNMV/T+JS3EWrsD+AuQgQvE8oGv0XuYtKzGvmd1mPeyzhCQhfvGRbn+pUmMMcnAi8B11tqC+g4Ns03PnYRljDkJyLTWfl19c5hDbRT7RGqLBaYDD1hrpwHFhIb6hKPnSxolMAzsFGA4MADoihtGVpvew6Q1RHqeOsxz1hkCsu3A4GqvBwE726gt0oEZY+JwwdhT1tqXApv3BIfyBJaZge167qQx5gAnG2PSccOq5+F6zLoHhv9AzWeo6vkK7E+l7tAOkaDtwHZr7eLA6xdwAZrev6SlHA18Z63da62tBF4CZqP3MGlZjX3P6jDvZZ0hIFsKjA5k+onHTTJ9rY3bJB1MYGz7f4C11tq/Vtv1GhDM2nMR8Gq17RcGMv8cAuQHu9lFarPW/tJaO8haOwz3HvWhtfZ84CPgzMBhtZ+v4HN3ZuD4dvmtn7Q9a+1uYJsxZmxg01HAGvT+JS0nAzjEGNMl8P9l8BnTe5i0pMa+Z70LHGuM6RHoxT02sK3dMZ3h+TfGnID7tjkGeMRae0cbN0k6GGPMXOBTYCWhOT434+aR/Q8YgvsP6SxrbU7gP6R/4iaPlgCXWGu/2ucNlw7HGHME8HNr7UnGmBG4HrOewDLg+9bacmNMIvAEbi5jDnCutXZLW7VZ2j9jzFRcwph4YAtwCe5LWb1/SYswxvwOOAeXlXgZ8APcfB29h0mjGWOeAY4AegF7cNkSX6GR71nGmEtxn9cA7rDWProvf45odYqATEREREREpD3qDEMWRURERERE2iUFZCIiIiIiIm1EAZmIiIiIiEgbUUAmIiIiIiLSRhSQiYiIiIiItBEFZCIiIiIiIm1EAZmIiOxzxpjuxpirAusDjDEv7OP7Tw3UqBQREWlTCshERKQtdAeuArDW7rTWnrmP7z8VUEAmIiJtToWhRURknzPGPAucAqwHNgLjrbUTjTEXA6cCMcBE4G4gHrgAKAdOsNbmGGNGAvcBvYES4HJr7boI9zoLuAXwAfnA0cAmIAnYAfwBeAP4BzAJiAVutda+GmjPaUACMBx42lr7uxb9yxARkU4ttq0bICIindJNwERr7VRjzDBcQBQ0EZgGJOICpxuttdOMMfcAFwL3Ag8BV1hrNxpjDgbuB+ZFuNdvgeOstTuMMd2ttRXGmN8CM6y11wAYY+4EPrTWXmqM6Q4sMcYsCJw/M9CmEmCpMeZNa+1XLfUXISIinZsCMhERaW8+stYWAoXGmHzg9cD2lcBkY0wyMBt43hgTPCehnut9DvzXGPM/4KUIxxwLnGyM+XngdSIwJLD+vrU2G8AY8xIwF1BAJiIiLUIBmYiItDfl1db91V77cf9veYA8a+3UaC5mrb0i0It2IrDcGBPuPAOcYa1dX2OjO6/22H6N9RcRkRajpB4iItIWCoGUppxorS0AvgvMDcM4UyIdb4wZaa1dbK39LZAFDA5z/3eBH5tAl5sxZlq1fccYY3oaY5Jw89s+b0q7RUREwlFAJiIi+1xgCODnxphVwJ+bcInzgcuMMSuA1bgEIZH82RizMnCvhcAK4CPgAGPMcmPMOcBtQBzwbeC426qd/xnwBLAceFHzx0REpCUpy6KIiEgEgSyLVck/REREWpp6yERERERERNqIeshERGS/YIz5FXBWrc3PW2vvaIv2iIiIREMBmYiIiIiISBvRkEUREREREZE2ooBMRERERESkjSggExERERERaSMKyERERERERNrI/wPyTLL2pJdsMAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -78,12 +112,50 @@ } ], "source": [ - "d.plot(x=['time_step', 'mech_step'], y=['Pool', 'Supply'], figsize=(15,10), logy=True)" + "d.plot(x='time_step', y=['Pool', 'Supply'], figsize=(15,10))" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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BeliefPoolPriceSupplymech_steptime_steptimestampinvar
19961.4796436.525178e+082.3945073.262589e+0829982018-10-01 15:33:022.0
19971.6042086.525178e+082.4647743.262589e+0819992018-10-01 15:33:032.0
19981.8067595.766994e+082.3810502.883497e+0829992018-10-01 15:33:032.0
19991.9880295.766994e+082.3941312.883497e+08110002018-10-01 15:33:042.0
20002.0613245.198756e+082.3324482.599378e+08210002018-10-01 15:33:042.0
\n", - "
" - ], - "text/plain": [ - " Belief Pool Price Supply mech_step time_step \\\n", - "1996 1.479643 6.525178e+08 2.394507 3.262589e+08 2 998 \n", - "1997 1.604208 6.525178e+08 2.464774 3.262589e+08 1 999 \n", - "1998 1.806759 5.766994e+08 2.381050 2.883497e+08 2 999 \n", - "1999 1.988029 5.766994e+08 2.394131 2.883497e+08 1 1000 \n", - "2000 2.061324 5.198756e+08 2.332448 2.599378e+08 2 1000 \n", - "\n", - " timestamp invar \n", - "1996 2018-10-01 15:33:02 2.0 \n", - "1997 2018-10-01 15:33:03 2.0 \n", - "1998 2018-10-01 15:33:03 2.0 \n", - "1999 2018-10-01 15:33:04 2.0 \n", - "2000 2018-10-01 15:33:04 2.0 " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "d.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": 10, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stderr", @@ -255,18 +210,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -274,7 +229,16 @@ } ], "source": [ - "d.plot(x=['time_step', 'mech_step'],y=[\"Price\", \"Belief\", 'invar'] ,figsize=(15,10))" + "d.plot(x='time_step',y=[\"Price\", \"Belief\", 'invar'] ,figsize=(15,10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d.describe()" ] }, {