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\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}}
\def\PY@tok@gu{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.50,0.00,0.50}{##1}}}
\def\PY@tok@gt{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.64,0.00,0.00}{##1}}}
\def\PY@tok@gs{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@gr{\def\PY@tc##1{\textcolor[rgb]{0.94,0.16,0.16}{##1}}}
\def\PY@tok@cm{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.56,0.35,0.01}{##1}}}
\def\PY@tok@vg{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@m{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.81}{##1}}}
\def\PY@tok@l{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@go{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@ge{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@gd{\def\PY@tc##1{\textcolor[rgb]{0.64,0.00,0.00}{##1}}}
\def\PY@tok@il{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.81}{##1}}}
\def\PY@tok@cs{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.56,0.35,0.01}{##1}}}
\def\PY@tok@cp{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.56,0.35,0.01}{##1}}}
\def\PY@tok@gi{\def\PY@tc##1{\textcolor[rgb]{0.00,0.63,0.00}{##1}}}
\def\PY@tok@gh{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}}
\def\PY@tok@ni{\def\PY@tc##1{\textcolor[rgb]{0.81,0.36,0.00}{##1}}}
\def\PY@tok@ld{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@nl{\def\PY@tc##1{\textcolor[rgb]{0.96,0.47,0.00}{##1}}}
\def\PY@tok@nn{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@no{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@na{\def\PY@tc##1{\textcolor[rgb]{0.77,0.63,0.00}{##1}}}
\def\PY@tok@nb{\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@nc{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@nd{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.36,0.21,0.80}{##1}}}
\def\PY@tok@ne{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.80,0.00,0.00}{##1}}}
\def\PY@tok@nf{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@nx{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@si{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@s2{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@vi{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@py{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@nt{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@nv{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@s1{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@vc{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@gp{\def\PY@tc##1{\textcolor[rgb]{0.56,0.35,0.01}{##1}}}
\def\PY@tok@sh{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@ow{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@mf{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.81}{##1}}}
\def\PY@tok@bp{\def\PY@tc##1{\textcolor[rgb]{0.20,0.40,0.64}{##1}}}
\def\PY@tok@x{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@c1{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.56,0.35,0.01}{##1}}}
\def\PY@tok@o{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.81,0.36,0.00}{##1}}}
\def\PY@tok@kc{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@c{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.56,0.35,0.01}{##1}}}
\def\PY@tok@kr{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@g{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@err{\def\PY@tc##1{\textcolor[rgb]{0.64,0.00,0.00}{##1}}\def\PY@bc##1{\fcolorbox[rgb]{0.94,0.16,0.16}{1,1,1}{##1}}}
\def\PY@tok@mh{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.81}{##1}}}
\def\PY@tok@ss{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@sr{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@mo{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.81}{##1}}}
\def\PY@tok@kd{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@mi{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.81}{##1}}}
\def\PY@tok@kn{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@sx{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@n{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@p{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.00}{##1}}}
\def\PY@tok@s{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@kp{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@w{\let\PY@ul=\underline\def\PY@tc##1{\textcolor[rgb]{0.97,0.97,0.97}{##1}}}
\def\PY@tok@kt{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@sc{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@sb{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@k{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.13,0.29,0.53}{##1}}}
\def\PY@tok@se{\def\PY@tc##1{\textcolor[rgb]{0.31,0.60,0.02}{##1}}}
\def\PY@tok@sd{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.56,0.35,0.01}{##1}}}
\def\PYZbs{\char`\\}
\def\PYZus{\char`\_}
\def\PYZob{\char`\{}
\def\PYZcb{\char`\}}
\def\PYZca{\char`\^}
\def\PYZsh{\char`\#}
\def\PYZpc{\char`\%}
\def\PYZdl{\char`\$}
\def\PYZti{\char`\~}
% for compatibility with earlier versions
\def\PYZat{@}
\def\PYZlb{[}
\def\PYZrb{]}
\makeatother
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