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notebook.tex
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notebook.tex
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% 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  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{test}
% 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}}}
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\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}}}
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\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}}}
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\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}}}
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\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}{import} \PY{n+nn}{os}
\PY{k+kn}{import} \PY{n+nn}{json}
\PY{k+kn}{import} \PY{n+nn}{utils}\PY{n+nn}{.}\PY{n+nn}{dataReader} \PY{k}{as} \PY{n+nn}{dataReader}
\PY{k+kn}{import} \PY{n+nn}{utils}\PY{n+nn}{.}\PY{n+nn}{geocoder} \PY{k}{as} \PY{n+nn}{geocoder}
\PY{k+kn}{import} \PY{n+nn}{utils}\PY{n+nn}{.}\PY{n+nn}{aggregater} \PY{k}{as} \PY{n+nn}{aggregater}
\PY{k+kn}{import} \PY{n+nn}{utils}\PY{n+nn}{.}\PY{n+nn}{insertCsvToDB} \PY{k}{as} \PY{n+nn}{insertCsvToDB}
\PY{k+kn}{import} \PY{n+nn}{checkCurrentDatabaseByMonthly} \PY{k}{as} \PY{n+nn}{checkDatabase}
\PY{k+kn}{import} \PY{n+nn}{warnings}
\PY{n}{warnings}\PY{o}{.}\PY{n}{filterwarnings}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{ignore}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{k+kn}{import} \PY{n+nn}{pandas} \PY{k}{as} \PY{n+nn}{pd}
\end{Verbatim}
\begin{Verbatim}[commandchars=\\\{\}]
{\color{incolor}In [{\color{incolor}5}]:} \PY{k}{def} \PY{n+nf}{test}\PY{p}{(}\PY{p}{)}\PY{p}{:}
\PY{k}{with} \PY{n+nb}{open}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{./config.json}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)} \PY{k}{as} \PY{n}{configFile}\PY{p}{:}
\PY{n}{config} \PY{o}{=} \PY{n}{json}\PY{o}{.}\PY{n}{load}\PY{p}{(}\PY{n}{configFile}\PY{p}{)}
\PY{c+c1}{\PYZsh{}define global variables}
\PY{n}{filePathForRawCaseData} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{filePathForRawCaseData}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{filePathForPreRawCaseData} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{filePathForPreRawCaseData}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{filePathForBackUpFolderOneLevelUp} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{filePathForBackUpFolderOneLevelUp}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{counties} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{counties}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{filePathForWorkFolder} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{filePathForWorkFolder}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{filePathForWorkFolderRawData} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{filePathForWorkFolderRawData}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{filePathForWorkFolderPreRawData} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{filePathForWorkFolderPreRawData}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{fileNamePool}\PY{p}{,}\PY{n}{countyCodePool} \PY{o}{=} \PY{n}{dataReader}\PY{o}{.}\PY{n}{findRawData}\PY{p}{(}\PY{n}{filePathForWorkFolderRawData}\PY{p}{,}\PY{n}{counties}\PY{p}{)}
\PY{c+c1}{\PYZsh{}fileNamePool = [\PYZsq{}2020ClaytonCountyEvictionCaseEvents\PYZhy{}SCRAPE\PYZhy{}09\PYZhy{}25\PYZhy{}2020\PYZsq{},\PYZsq{}2020CobbCountyEvictionCaseEvents\PYZhy{}SCRAPE\PYZhy{}09\PYZhy{}25\PYZhy{}2020\PYZsq{},\PYZsq{}2020DeKalbCountyEvictionCaseEvents\PYZhy{}SCRAPE\PYZhy{}09\PYZhy{}25\PYZhy{}2020\PYZsq{},\PYZsq{}2020FultonCountyEvictionCaseEvents\PYZhy{}SCRAPE\PYZhy{}09\PYZhy{}25\PYZhy{}2020\PYZsq{},\PYZsq{}2020GwinnettCountyEvictionCaseEvents\PYZhy{}SCRAPE\PYZhy{}09\PYZhy{}25\PYZhy{}2020\PYZsq{}] }
\PY{c+c1}{\PYZsh{}countyCodePool = [\PYZsq{}063\PYZsq{},\PYZsq{}067\PYZsq{},\PYZsq{}089\PYZsq{},\PYZsq{}121\PYZsq{},\PYZsq{}135\PYZsq{}]}
\PY{n+nb}{print}\PY{p}{(}\PY{n}{fileNamePool}\PY{p}{)}
\PY{k}{for} \PY{n}{key}\PY{p}{,} \PY{n}{ele} \PY{o+ow}{in} \PY{n+nb}{enumerate}\PY{p}{(}\PY{n}{fileNamePool}\PY{p}{)}\PY{p}{:}
\PY{n}{countyName} \PY{o}{=} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZsq{}}
\PY{k}{for} \PY{n}{key2} \PY{o+ow}{in} \PY{n}{counties}\PY{p}{:}
\PY{k}{if} \PY{n}{fileNamePool}\PY{p}{[}\PY{n}{key}\PY{p}{]}\PY{o}{.}\PY{n}{find}\PY{p}{(}\PY{n}{counties}\PY{p}{[}\PY{n}{key2}\PY{p}{]}\PY{p}{)} \PY{o}{!=} \PY{o}{\PYZhy{}}\PY{l+m+mi}{1}\PY{p}{:}
\PY{n}{countyName} \PY{o}{=} \PY{n}{counties}\PY{p}{[}\PY{n}{key2}\PY{p}{]} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{ County}\PY{l+s+s1}{\PYZsq{}}
\PY{n}{rawDataIDAddressOnlyUnique} \PY{o}{=} \PY{n}{dataReader}\PY{o}{.}\PY{n}{ReadCSvAnddropDuplication}\PY{p}{(}\PY{n}{filePathForWorkFolderRawData}\PY{p}{,} \PY{n}{fileNamePool}\PY{p}{[}\PY{n}{key}\PY{p}{]}\PY{p}{,}\PY{n}{counties}\PY{p}{)}
\PY{c+c1}{\PYZsh{} display(rawDataIDAddressOnlyUnique)}
\PY{n}{rawDataIDAddressOnlyUnique}\PY{o}{.}\PY{n}{to\PYZus{}csv}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{./test/}\PY{l+s+s1}{\PYZsq{}}\PY{o}{+}\PY{n}{countyName}\PY{o}{+}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZhy{}cases.csv}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{c+c1}{\PYZsh{} print(countyName,\PYZsq{}:\PYZsq{},len(rawDataIDAddressOnlyUnique[rawDataIDAddressOnlyUnique[\PYZsq{}ifAnswered\PYZsq{}] == 1]),\PYZsq{}/\PYZsq{},len(rawDataIDAddressOnlyUnique),\PYZsq{}\PYZhy{}\PYZhy{}\PYZsq{},len(rawDataIDAddressOnlyUnique[rawDataIDAddressOnlyUnique[\PYZsq{}ifAnswered\PYZsq{}] == 1])/len(rawDataIDAddressOnlyUnique))}
\end{Verbatim}
\begin{Verbatim}[commandchars=\\\{\}]
{\color{incolor}In [{\color{incolor}6}]:} \PY{n}{test}\PY{p}{(}\PY{p}{)}
\end{Verbatim}
\begin{Verbatim}[commandchars=\\\{\}]
['2020ClaytonCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020CobbCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020DeKalbCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020FultonCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020GwinnettCountyEvictionCaseEvents-SCRAPE-06-19-2021']
\end{Verbatim}
\begin{Verbatim}[commandchars=\\\{\}]
{\color{incolor}In [{\color{incolor}6}]:} \PY{n}{test}\PY{p}{(}\PY{p}{)}
\end{Verbatim}
\begin{Verbatim}[commandchars=\\\{\}]
['2020ClaytonCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020CobbCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020DeKalbCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020FultonCountyEvictionCaseEvents-SCRAPE-06-19-2021', '2020GwinnettCountyEvictionCaseEvents-SCRAPE-06-19-2021']
\end{Verbatim}
\begin{verbatim}
fileDate caseID \
0 01/02/2020 2020CM00009
1 01/02/2020 2020CM00010
2 01/02/2020 2020CM00003
3 01/02/2020 2020CM00011
4 01/02/2020 2020CM00012
... ... ...
16364 06/18/2021 2021CM10559
16365 06/18/2021 2021CM10560
16366 06/18/2021 2021CM10561
16367 06/18/2021 2021CM10562
16368 06/18/2021 2021CM10563
plaintiff \
0 5 AIF Nutmeg REO LLC
1 Bonneville Office Center dba Anthos at Chase R...
2 HAWKINS JEROME
3 Bonneville Office Center dba Anthos at Chase R...
4 Bonneville Office Center dba Anthos at Chase R...
... ...
16364 PM RESIDENTIAL MANAGEMENT LLC
16365 Midwood Management Services LLC dba Midwood Fo...
16366 MARTIN MIRTA
16367 BROOKSTONE APARTMENTS LLC DBA
16368 TROCADERO PROPERTIES INC
plaintiffAddress \
0 co McMichael Taylor Gray LLC, 3550 Engineering...
1 PDQ Services Inc, P.O. BOX 2109
2 235 HORSESHOE BEND
3 PDQ Services Inc, P.O. BOX 2109
4 PDQ Services Inc, P.O. BOX 2109
... ...
16364 PO BOX 451027
16365 PDQ Services Inc, P.O. BOX 2109
16366 2053 EMERALD DR
16367 RENTERS REFERENCE SRVCS INC, 4140 CLAIRMONT RD
16368 839 BEECHER ST SW
plaintiffCity plaintiffPhone plaintiffAttorney \
0 Peachtree Corne, GA 30092 NaN WILLIAMS J MIKE
1 WOODSTOCK, GA 30188 NaN BARKSDALE GRACY M
2 RIVERDALE, GA 30274 NaN NaN
3 WOODSTOCK, GA 30188 NaN NaN
4 WOODSTOCK, GA 30188 NaN BARKSDALE GRACY M
... ... ... ...
16364 ATLANTA, GA 31145 NaN TAYLOR RICHARD C
16365 WOODSTOCK, GA 30188 NaN DUKES ROBERT
16366 JONESBORO, GA 30236 NaN NaN
16367 ATLANTA, GA 30341 NaN NaN
16368 ATLANTA, GA 30310 NaN NaN
defendantName1 defendantAddress1 \
0 Unknown Occupants Unknown Occupants 8604 Canal Street
1 Brown Liayra 100 Chase Ridge Drive, Apt. 1502
2 HIGHTOWER SHARNIQUA 235 HORSESHOE BEND
3 Norwood Cierra 100 Chase Ridge Drive, Apt. 1203
4 Richardson Klarke 100 Chase Ridge Drive, Apt. 802
... ... ...
16364 Wheeler Vanquez B 240 Flint River Road, Unit B14
16365 NaN NaN
16366 HENDERSON FINA ETAL 6853 CEDAR DR
16367 ROBINSON TRACIE ETAL 1504 BROOKSTONE RIDGE
16368 CRAIG JERIKA N ETAL 4680 RYAN RD
defendantCity1 ... defendantPhone2 defendantAttorney2 \
0 Jonesboro, GA 30236 ... NaN NaN
1 Riverdale, GA 30296 ... NaN NaN
2 RIVERDALE, GA 30274 ... NaN NaN
3 Riverdale, GA 30296 ... NaN NaN
4 Riverdale, GA 30296 ... NaN NaN
... ... ... ... ...
16364 Jonesboro, GA 30238 ... NaN NaN
16365 NaN ... NaN NaN
16366 RIVERDALE, GA 30296 ... NaN NaN
16367 COLLEGE PARK, GA 30349 ... NaN NaN
16368 CONLEY, GA 30288 ... NaN NaN
caseStatus judgmentType judgmentFor judgmentComp \
0 Disposed NaN NaN NaN
1 Disposed NaN NaN NaN
2 Disposed NaN NaN NaN
3 Disposed NaN NaN NaN
4 Disposed NaN NaN NaN
... ... ... ... ...
16364 Pending NaN NaN NaN
16365 Pending NaN NaN NaN
16366 Pending NaN NaN NaN
16367 Pending NaN NaN NaN
16368 Pending NaN NaN NaN
address answerDate \
0 8604 Canal Street, Jonesboro, GA 30236 01/12/2020
1 100 Chase Ridge Drive, Apt. 1502, Riverdale, G... 01/13/2020
2 235 HORSESHOE BEND, RIVERDALE, GA 30274 N/A
3 100 Chase Ridge Drive, Apt. 1203, Riverdale, G... N/A
4 100 Chase Ridge Drive, Apt. 802, Riverdale, GA... 01/10/2020
... ... ...
16364 240 Flint River Road, Unit B14, Jonesboro, GA ... N/A
16365 null, null N/A
16366 6853 CEDAR DR, RIVERDALE, GA 30296 N/A
16367 1504 BROOKSTONE RIDGE, COLLEGE PARK, GA 30349 N/A
16368 4680 RYAN RD, CONLEY, GA 30288 N/A
ifAnswered answerEventName
0 1 Answer
1 1 Answer
2 0 N/A
3 0 N/A
4 1 Answer
... ... ...
16364 0 N/A
16365 0 N/A
16366 0 N/A
16367 0 N/A
16368 0 N/A
[16369 rows x 25 columns]
\end{verbatim}
\begin{Verbatim}[commandchars=\\\{\}]
{\color{incolor}In [{\color{incolor}46}]:} \PY{k}{def} \PY{n+nf}{checkMonthlyCaseCount}\PY{p}{(}\PY{p}{)}\PY{p}{:}
\PY{k}{with} \PY{n+nb}{open}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{./config.json}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)} \PY{k}{as} \PY{n}{configFile}\PY{p}{:}
\PY{n}{config} \PY{o}{=} \PY{n}{json}\PY{o}{.}\PY{n}{load}\PY{p}{(}\PY{n}{configFile}\PY{p}{)}
\PY{n}{counties} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{counties}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{filePathForWorkFolderRawData} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{filePathForWorkFolderRawData}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{filePathForWorkFolderPreRawData} \PY{o}{=} \PY{n}{config}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{filePathForWorkFolderPreRawData}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
\PY{n}{fileNamePool2}\PY{p}{,}\PY{n}{countyCodePool2} \PY{o}{=} \PY{n}{dataReader}\PY{o}{.}\PY{n}{findRawData}\PY{p}{(}\PY{n}{filePathForWorkFolderPreRawData}\PY{p}{,}\PY{n}{counties}\PY{p}{)}
\PY{n}{fileNamePool}\PY{p}{,}\PY{n}{countyCodePool} \PY{o}{=} \PY{n}{dataReader}\PY{o}{.}\PY{n}{findRawData}\PY{p}{(}\PY{n}{filePathForWorkFolderRawData}\PY{p}{,}\PY{n}{counties}\PY{p}{)}
\PY{n}{allData} \PY{o}{=} \PY{p}{\PYZob{}}\PY{p}{\PYZcb{}}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}br\PYZgt{}\PYZsq{})}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}br\PYZgt{}\PYZsq{})}
\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{Answered Cases Analysis from Raw Data}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{: \PYZlt{}br\PYZgt{} }\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{k}{for} \PY{n}{key}\PY{p}{,} \PY{n}{ele} \PY{o+ow}{in} \PY{n+nb}{enumerate}\PY{p}{(}\PY{n}{fileNamePool}\PY{p}{)}\PY{p}{:}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}Pre Scraping: \PYZsq{})}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}Current Scraping: \PYZsq{})}
\PY{n}{rawDataIDAddressOnlyUnique} \PY{o}{=} \PY{n}{dataReader}\PY{o}{.}\PY{n}{ReadCSvAnddropDuplication}\PY{p}{(}\PY{n}{filePathForWorkFolderRawData}\PY{p}{,} \PY{n}{fileNamePool}\PY{p}{[}\PY{n}{key}\PY{p}{]}\PY{p}{,}\PY{n}{counties}\PY{p}{)}
\PY{n}{rawDataIDAddressOnlyUniquePre} \PY{o}{=} \PY{n}{rawDataIDAddressOnlyUnique}\PY{p}{[}\PY{n}{rawDataIDAddressOnlyUnique}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{ifAnswered}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{==} \PY{l+m+mi}{1}\PY{p}{]}
\PY{k}{for} \PY{n}{key2} \PY{o+ow}{in} \PY{n}{counties}\PY{p}{:}
\PY{k}{if} \PY{n}{fileNamePool}\PY{p}{[}\PY{n}{key}\PY{p}{]}\PY{o}{.}\PY{n}{find}\PY{p}{(}\PY{n}{counties}\PY{p}{[}\PY{n}{key2}\PY{p}{]}\PY{p}{)} \PY{o}{!=} \PY{o}{\PYZhy{}}\PY{l+m+mi}{1}\PY{p}{:}
\PY{n}{countyName} \PY{o}{=} \PY{n}{counties}\PY{p}{[}\PY{n}{key2}\PY{p}{]} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{ County}\PY{l+s+s1}{\PYZsq{}}
\PY{k}{if} \PY{n}{countyName} \PY{o}{!=} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{Cobb County}\PY{l+s+s2}{\PYZdq{}}\PY{p}{:}
\PY{n}{preSum} \PY{o}{=} \PY{n}{summarizedByMonth}\PY{p}{(}\PY{n}{rawDataIDAddressOnlyUniquePre}\PY{p}{)}
\PY{n}{currentSum} \PY{o}{=} \PY{n}{summarizedByMonth}\PY{p}{(}\PY{n}{rawDataIDAddressOnlyUnique}\PY{p}{)}
\PY{n}{merged\PYZus{}df} \PY{o}{=} \PY{n}{preSum}\PY{o}{.}\PY{n}{merge}\PY{p}{(}\PY{n}{currentSum}\PY{p}{,} \PY{n}{how} \PY{o}{=} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{right}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{on} \PY{o}{=} \PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{month}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{)}
\PY{k}{else}\PY{p}{:}
\PY{n}{preSum} \PY{o}{=} \PY{n}{summarizedByMonthCobb}\PY{p}{(}\PY{n}{rawDataIDAddressOnlyUniquePre}\PY{p}{)}
\PY{n}{currentSum} \PY{o}{=} \PY{n}{summarizedByMonthCobb}\PY{p}{(}\PY{n}{rawDataIDAddressOnlyUnique}\PY{p}{)}
\PY{n}{merged\PYZus{}df} \PY{o}{=} \PY{n}{preSum}\PY{o}{.}\PY{n}{merge}\PY{p}{(}\PY{n}{currentSum}\PY{p}{,} \PY{n}{how} \PY{o}{=} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{right}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{on} \PY{o}{=} \PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{month}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{)}
\PY{n}{merged\PYZus{}df} \PY{o}{=} \PY{n}{merged\PYZus{}df}\PY{o}{.}\PY{n}{fillna}\PY{p}{(}\PY{l+m+mi}{0}\PY{p}{)}
\PY{c+c1}{\PYZsh{} print(merged\PYZus{}df)}
\PY{n}{merged\PYZus{}df}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{rate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{=} \PY{n}{merged\PYZus{}df}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{count\PYZus{}x}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{/}\PY{n}{merged\PYZus{}df}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{count\PYZus{}y}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{*}\PY{l+m+mi}{100}
\PY{n}{merged\PYZus{}df}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{rate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{=} \PY{n}{merged\PYZus{}df}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{rate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{astype}\PY{p}{(}\PY{n+nb}{int}\PY{p}{)}
\PY{n}{merged\PYZus{}df}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{rate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{=} \PY{n}{merged\PYZus{}df}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{rate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{astype}\PY{p}{(}\PY{n+nb}{str}\PY{p}{)} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZpc{}}\PY{l+s+s1}{\PYZsq{}}
\PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{o}{=}\PY{p}{\PYZob{}}\PY{p}{\PYZcb{}}
\PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{preTotal}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{=} \PY{n}{rawDataIDAddressOnlyUniquePre}\PY{o}{.}\PY{n}{shape}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}
\PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{currentTotal}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{=} \PY{n}{rawDataIDAddressOnlyUnique}\PY{o}{.}\PY{n}{shape}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}
\PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{df}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{=} \PY{n}{merged\PYZus{}df}
\PY{c+c1}{\PYZsh{} print(\PYZdq{}Monthly Count for scraping \PYZdq{},countyName, \PYZdq{} (month \PYZhy{}\PYZhy{}\PYZhy{} pre\PYZus{}x \PYZhy{}\PYZhy{}\PYZhy{} current\PYZus{}y):\PYZdq{})}
\PY{n}{titleLine} \PY{o}{=} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}tr\PYZgt{}\PYZlt{}td\PYZgt{}Filing Month/Year\PYZlt{}/td\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}
\PY{n}{totalCountLine} \PY{o}{=} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}tr\PYZgt{}\PYZlt{}td\PYZgt{}\PYZlt{}/td\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}
\PY{n}{countDict} \PY{o}{=} \PY{p}{\PYZob{}}\PY{p}{\PYZcb{}}
\PY{k}{for} \PY{n}{countyName} \PY{o+ow}{in} \PY{n}{allData}\PY{p}{:}
\PY{n}{titleLine} \PY{o}{=} \PY{n}{titleLine} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}td colspan=}\PY{l+s+s1}{\PYZdq{}}\PY{l+s+s1}{3}\PY{l+s+s1}{\PYZdq{}}\PY{l+s+s1}{\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{o}{+} \PY{n}{countyName} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}/td\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}
\PY{n}{totalCountLine} \PY{o}{=} \PY{n}{totalCountLine} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}td\PYZgt{}Answered (}\PY{l+s+s1}{\PYZsq{}}\PY{o}{+} \PY{n+nb}{str}\PY{p}{(}\PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{preTotal}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{)} \PY{o}{+}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{)\PYZlt{}/td\PYZgt{}\PYZlt{}td\PYZgt{}All (}\PY{l+s+s1}{\PYZsq{}}\PY{o}{+} \PY{n+nb}{str}\PY{p}{(}\PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{currentTotal}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{)} \PY{o}{+}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{)\PYZlt{}/td\PYZgt{}\PYZlt{}td\PYZgt{}Rate (}\PY{l+s+s1}{\PYZsq{}}\PY{o}{+} \PY{n+nb}{str}\PY{p}{(}\PY{n+nb}{int}\PY{p}{(}\PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{preTotal}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{/}\PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{currentTotal}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{*}\PY{l+m+mi}{100}\PY{p}{)}\PY{p}{)} \PY{o}{+}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZpc{}}\PY{l+s+s1}{)\PYZlt{}/td\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}br\PYZgt{}\PYZsq{})}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}tr\PYZgt{}\PYZlt{}td\PYZgt{}Filing Month/Year\PYZlt{}/td\PYZgt{}\PYZlt{}td colspan=\PYZdq{}2\PYZdq{}\PYZgt{}\PYZsq{},countyName,\PYZsq{}\PYZlt{}/td\PYZgt{}\PYZlt{}/tr\PYZgt{}\PYZsq{})}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}tr\PYZgt{}\PYZlt{}td\PYZgt{}\PYZlt{}/td\PYZgt{}\PYZlt{}td\PYZgt{}PreScraping\PYZlt{}/td\PYZgt{}\PYZlt{}td\PYZgt{}CurrentScraping\PYZlt{}/td\PYZgt{}\PYZlt{}/tr\PYZgt{}\PYZsq{})}
\PY{k}{for} \PY{n}{row} \PY{o+ow}{in} \PY{n}{allData}\PY{p}{[}\PY{n}{countyName}\PY{p}{]}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{df}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{values}\PY{o}{.}\PY{n}{tolist}\PY{p}{(}\PY{p}{)}\PY{p}{:}
\PY{k}{if} \PY{n}{row}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o+ow}{in} \PY{n}{countDict}\PY{p}{:}
\PY{n}{countDict}\PY{p}{[}\PY{n}{row}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{]} \PY{o}{=} \PY{n}{countDict}\PY{p}{[}\PY{n}{row}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{]} \PY{o}{+} \PY{n}{row}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{:}\PY{p}{]}
\PY{k}{else}\PY{p}{:}
\PY{n}{countDict}\PY{p}{[}\PY{n}{row}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{p}{]} \PY{o}{=} \PY{n}{row}\PY{p}{[}\PY{l+m+mi}{1}\PY{p}{:}\PY{p}{]}
\PY{n}{titleLine} \PY{o}{=} \PY{n}{titleLine} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}/tr\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}
\PY{n}{totalCountLine} \PY{o}{=} \PY{n}{totalCountLine} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}/tr\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}
\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}table\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{n+nb}{print}\PY{p}{(}\PY{n}{titleLine}\PY{p}{)}
\PY{n+nb}{print}\PY{p}{(}\PY{n}{totalCountLine}\PY{p}{)}
\PY{k}{for} \PY{n}{month} \PY{o+ow}{in} \PY{n}{countDict}\PY{p}{:}
\PY{c+c1}{\PYZsh{} newArray = [month] + countDict[month]}
\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}tr\PYZgt{}\PYZlt{}td\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}\PY{n}{month}\PY{p}{,}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}/td\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{k}{for} \PY{n}{countIndex} \PY{o+ow}{in} \PY{n+nb}{range}\PY{p}{(}\PY{n+nb}{len}\PY{p}{(}\PY{n}{countDict}\PY{p}{[}\PY{n}{month}\PY{p}{]}\PY{p}{)}\PY{p}{)}\PY{p}{:}
\PY{c+c1}{\PYZsh{} if countIndex \PYZpc{} 2 == 1:}
\PY{c+c1}{\PYZsh{} if countDict[month][countIndex\PYZhy{}1] \PYZgt{} countDict[month][countIndex]:}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}td bgcolor=\PYZdq{}pink\PYZdq{}\PYZgt{}\PYZsq{},countDict[month][countIndex],\PYZsq{}\PYZlt{}/td\PYZgt{}\PYZsq{})}
\PY{c+c1}{\PYZsh{} else:}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}td\PYZgt{}\PYZsq{},countDict[month][countIndex],\PYZsq{}\PYZlt{}/td\PYZgt{}\PYZsq{})}
\PY{c+c1}{\PYZsh{} else:}
\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}td\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}\PY{n}{countDict}\PY{p}{[}\PY{n}{month}\PY{p}{]}\PY{p}{[}\PY{n}{countIndex}\PY{p}{]}\PY{p}{,}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}/td\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{c+c1}{\PYZsh{} print(*newArray, sep=\PYZsq{} \PYZlt{}/td\PYZgt{}\PYZlt{}td\PYZgt{} \PYZsq{})}
\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}/tr\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}tr\PYZgt{}\PYZlt{}td\PYZgt{}\PYZsq{})}
\PY{c+c1}{\PYZsh{} print(*row, sep=\PYZsq{} \PYZlt{}/td\PYZgt{}\PYZlt{}td\PYZgt{} \PYZsq{})}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}/td\PYZgt{}\PYZlt{}/tr\PYZgt{}\PYZsq{})}
\PY{c+c1}{\PYZsh{} print(\PYZsq{}\PYZlt{}br\PYZgt{}\PYZsq{})}
\PY{c+c1}{\PYZsh{} print (merged\PYZus{}df)}
\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}/table\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}br\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{n+nb}{print}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZlt{}br\PYZgt{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}
\PY{k}{def} \PY{n+nf}{summarizedByMonth} \PY{p}{(}\PY{n}{dfCounty}\PY{p}{)}\PY{p}{:}
\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{year}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{strip}\PY{p}{(}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{6}\PY{p}{:}\PY{l+m+mi}{10}\PY{p}{]}
\PY{n}{dfCounty} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{n}{pd}\PY{o}{.}\PY{n}{to\PYZus{}numeric}\PY{p}{(}\PY{n}{dfCounty}\PY{o}{.}\PY{n}{year}\PY{p}{,} \PY{n}{errors}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{coerce}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}\PY{o}{.}\PY{n}{notnull}\PY{p}{(}\PY{p}{)}\PY{p}{]}
\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{year}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]} \PY{o}{=} \PY{n}{pd}\PY{o}{.}\PY{n}{to\PYZus{}numeric}\PY{p}{(}\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{year}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]}\PY{p}{)}
\PY{n}{dfCounty} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{year}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]} \PY{o}{\PYZgt{}}\PY{o}{=} \PY{l+m+mi}{2020}\PY{p}{]}
\PY{c+c1}{\PYZsh{} build the column for month }
\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{month}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{strip}\PY{p}{(}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{:}\PY{l+m+mi}{2}\PY{p}{]} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZhy{}}\PY{l+s+s1}{\PYZsq{}} \PY{o}{+}\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{strip}\PY{p}{(}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{6}\PY{p}{:}\PY{l+m+mi}{10}\PY{p}{]}
\PY{c+c1}{\PYZsh{} count the cases for each month}
\PY{n}{dfCounty} \PY{o}{=} \PY{n}{dfCounty}\PY{o}{.}\PY{n}{groupby}\PY{p}{(}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{month}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{)}\PY{o}{.}\PY{n}{size}\PY{p}{(}\PY{p}{)}\PY{o}{.}\PY{n}{reset\PYZus{}index}\PY{p}{(}\PY{n}{name} \PY{o}{=} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{count}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}
\PY{c+c1}{\PYZsh{} \PYZsh{} only take rows for year 2020 }
\PY{c+c1}{\PYZsh{} df = df[df[\PYZsq{}fileDate\PYZsq{}].str.strip().str[6:10] == \PYZsq{}2020\PYZsq{}]}
\PY{c+c1}{\PYZsh{} \PYZsh{} build the column for month }
\PY{c+c1}{\PYZsh{} df[\PYZsq{}month\PYZsq{}] = df[\PYZsq{}fileDate\PYZsq{}].str.strip().str[0:2]}
\PY{c+c1}{\PYZsh{} \PYZsh{} count the cases for each month}
\PY{c+c1}{\PYZsh{} df = df.groupby([\PYZsq{}month\PYZsq{}]).size().reset\PYZus{}index(name = \PYZdq{}count\PYZdq{})}
\PY{k}{return} \PY{n}{dfCounty}
\PY{k}{def} \PY{n+nf}{summarizedByMonthCobb} \PY{p}{(}\PY{n}{dfCounty}\PY{p}{)}\PY{p}{:}
\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{year}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{split}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{/}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{2}\PY{p}{]}
\PY{n}{dfCounty} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{n}{pd}\PY{o}{.}\PY{n}{to\PYZus{}numeric}\PY{p}{(}\PY{n}{dfCounty}\PY{o}{.}\PY{n}{year}\PY{p}{,} \PY{n}{errors}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{coerce}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}\PY{o}{.}\PY{n}{notnull}\PY{p}{(}\PY{p}{)}\PY{p}{]}
\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{year}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]} \PY{o}{=} \PY{n}{pd}\PY{o}{.}\PY{n}{to\PYZus{}numeric}\PY{p}{(}\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{year}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]}\PY{p}{)}
\PY{n}{dfCounty} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{year}\PY{l+s+s2}{\PYZdq{}}\PY{p}{]} \PY{o}{\PYZgt{}}\PY{o}{=} \PY{l+m+mi}{20}\PY{p}{]}
\PY{c+c1}{\PYZsh{} build the column for month }
\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{month}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{strip}\PY{p}{(}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{:}\PY{l+m+mi}{2}\PY{p}{]} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZhy{}}\PY{l+s+s1}{\PYZsq{}} \PY{o}{+}\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{strip}\PY{p}{(}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{6}\PY{p}{:}\PY{l+m+mi}{10}\PY{p}{]}
\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{month}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{[}\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{split}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{/}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{len}\PY{p}{(}\PY{p}{)}\PY{o}{\PYZgt{}}\PY{l+m+mi}{1}\PY{p}{]} \PY{o}{=} \PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{split}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{/}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZhy{}}\PY{l+s+s1}{\PYZsq{}} \PY{o}{+} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{20}\PY{l+s+s2}{\PYZdq{}} \PY{o}{+} \PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{split}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{/}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{2}\PY{p}{]}
\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{month}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{[}\PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{split}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{/}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{len}\PY{p}{(}\PY{p}{)}\PY{o}{\PYZlt{}}\PY{o}{=}\PY{l+m+mi}{1}\PY{p}{]} \PY{o}{=} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{0}\PY{l+s+s2}{\PYZdq{}}\PY{o}{+} \PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{split}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{/}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{0}\PY{p}{]} \PY{o}{+} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZhy{}}\PY{l+s+s1}{\PYZsq{}} \PY{o}{+} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{20}\PY{l+s+s2}{\PYZdq{}} \PY{o}{+} \PY{n}{dfCounty}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{fileDate}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{o}{.}\PY{n}{str}\PY{o}{.}\PY{n}{split}\PY{p}{(}\PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{/}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}\PY{o}{.}\PY{n}{str}\PY{p}{[}\PY{l+m+mi}{2}\PY{p}{]}
\PY{c+c1}{\PYZsh{} count the cases for each month}
\PY{c+c1}{\PYZsh{} \PYZsh{} only take rows for year 2020 }
\PY{c+c1}{\PYZsh{} df = df[df[\PYZsq{}fileDate\PYZsq{}].str.strip().str[\PYZhy{}2:] == \PYZsq{}20\PYZsq{}]}
\PY{c+c1}{\PYZsh{} \PYZsh{} build the column for month }
\PY{c+c1}{\PYZsh{} df[\PYZsq{}month\PYZsq{}] = df[\PYZsq{}fileDate\PYZsq{}].str.split(\PYZdq{}/\PYZdq{}).str[0]}
\PY{c+c1}{\PYZsh{} count the cases for each month}
\PY{n}{dfCounty} \PY{o}{=} \PY{n}{dfCounty}\PY{o}{.}\PY{n}{groupby}\PY{p}{(}\PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{month}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}\PY{p}{)}\PY{o}{.}\PY{n}{size}\PY{p}{(}\PY{p}{)}\PY{o}{.}\PY{n}{reset\PYZus{}index}\PY{p}{(}\PY{n}{name} \PY{o}{=} \PY{l+s+s2}{\PYZdq{}}\PY{l+s+s2}{count}\PY{l+s+s2}{\PYZdq{}}\PY{p}{)}
\PY{k}{return} \PY{n}{dfCounty}
\end{Verbatim}
\begin{Verbatim}[commandchars=\\\{\}]
{\color{incolor}In [{\color{incolor}47}]:} \PY{n}{checkMonthlyCaseCount}\PY{p}{(}\PY{p}{)}
\end{Verbatim}
\begin{Verbatim}[commandchars=\\\{\}]
Answered Cases Analysis from Raw Data : <br>
<table>
<tr><td>Filing Month/Year</td><td colspan="3">Clayton County</td><td colspan="3">Cobb County</td><td colspan="3">DeKalb County</td><td colspan="3">Fulton County</td><td colspan="3">Gwinnett County</td></tr>
<tr><td></td><td>Answered (4479)</td><td>All (15929)</td><td>Rate (28\%)</td><td>Answered (4919)</td><td>All (15868)</td><td>Rate (30\%)</td><td>Answered (7766)</td><td>All (25291)</td><td>Rate (30\%)</td><td>Answered (10988)</td><td>All (34725)</td><td>Rate (31\%)</td><td>Answered (4154)</td><td>All (18559)</td><td>Rate (22\%)</td></tr>
<tr><td> 01-2020 </td>
<td> 667 </td>
<td> 1994 </td>
<td> 33\% </td>
<td> 653 </td>
<td> 2265 </td>
<td> 28\% </td>
<td> 1072 </td>
<td> 3204 </td>
<td> 33\% </td>
<td> 1420 </td>
<td> 4275 </td>
<td> 33\% </td>
<td> 564 </td>
<td> 2473 </td>
<td> 22\% </td>
</tr>
<tr><td> 01-2021 </td>
<td> 336 </td>
<td> 1037 </td>
<td> 32\% </td>
<td> 401 </td>
<td> 1126 </td>
<td> 35\% </td>
<td> 584 </td>
<td> 1764 </td>
<td> 33\% </td>
<td> 828 </td>
<td> 2507 </td>
<td> 33\% </td>
<td> 347 </td>
<td> 1343 </td>
<td> 25\% </td>
</tr>
<tr><td> 02-2020 </td>
<td> 579 </td>
<td> 1977 </td>
<td> 29\% </td>
<td> 517 </td>
<td> 2073 </td>
<td> 24\% </td>
<td> 889 </td>
<td> 3008 </td>
<td> 29\% </td>
<td> 1192 </td>
<td> 4005 </td>
<td> 29\% </td>
<td> 452 </td>
<td> 2291 </td>
<td> 19\% </td>
</tr>
<tr><td> 02-2021 </td>
<td> 342 </td>
<td> 1079 </td>
<td> 31\% </td>
<td> 308 </td>
<td> 974 </td>
<td> 31\% </td>
<td> 495 </td>
<td> 1446 </td>
<td> 34\% </td>
<td> 718 </td>
<td> 2152 </td>
<td> 33\% </td>
<td> 288 </td>
<td> 1179 </td>
<td> 24\% </td>
</tr>
<tr><td> 03-2020 </td>
<td> 132 </td>
<td> 1086 </td>
<td> 12\% </td>
<td> 245 </td>
<td> 1239 </td>
<td> 19\% </td>
<td> 379 </td>
<td> 1916 </td>
<td> 19\% </td>
<td> 638 </td>
<td> 2622 </td>
<td> 24\% </td>
<td> 150 </td>
<td> 1517 </td>
<td> 9\% </td>
</tr>
<tr><td> 03-2021 </td>
<td> 210 </td>
<td> 755 </td>
<td> 27\% </td>
<td> 310 </td>
<td> 1022 </td>
<td> 30\% </td>
<td> 559 </td>
<td> 1728 </td>
<td> 32\% </td>
<td> 726 </td>
<td> 2384 </td>
<td> 30\% </td>
<td> 251 </td>
<td> 1099 </td>
<td> 22\% </td>
</tr>
<tr><td> 04-2020 </td>
<td> 14 </td>
<td> 229 </td>
<td> 6\% </td>
<td> 29 </td>
<td> 110 </td>
<td> 26\% </td>
<td> 56 </td>
<td> 321 </td>
<td> 17\% </td>
<td> 100 </td>
<td> 339 </td>
<td> 29\% </td>
<td> 29 </td>
<td> 146 </td>
<td> 19\% </td>
</tr>
<tr><td> 04-2021 </td>
<td> 195 </td>
<td> 722 </td>
<td> 27\% </td>
<td> 313 </td>
<td> 905 </td>
<td> 34\% </td>
<td> 423 </td>
<td> 1336 </td>
<td> 31\% </td>
<td> 614 </td>
<td> 2059 </td>
<td> 29\% </td>
<td> 225 </td>
<td> 920 </td>
<td> 24\% </td>
</tr>
<tr><td> 05-2020 </td>
<td> 24 </td>
<td> 195 </td>
<td> 12\% </td>
<td> 31 </td>
<td> 113 </td>
<td> 27\% </td>
<td> 61 </td>
<td> 312 </td>
<td> 19\% </td>
<td> 123 </td>
<td> 326 </td>
<td> 37\% </td>
<td> 28 </td>
<td> 147 </td>
<td> 19\% </td>
</tr>
<tr><td> 05-2021 </td>
<td> 191 </td>
<td> 728 </td>
<td> 26\% </td>
<td> 226 </td>
<td> 816 </td>
<td> 27\% </td>
<td> 312 </td>
<td> 1199 </td>
<td> 26\% </td>
<td> 587 </td>
<td> 1937 </td>
<td> 30\% </td>
<td> 223 </td>
<td> 1029 </td>
<td> 21\% </td>
</tr>
<tr><td> 06-2020 </td>
<td> 60 </td>
<td> 404 </td>
<td> 14\% </td>
<td> 82 </td>
<td> 197 </td>
<td> 41\% </td>
<td> 115 </td>
<td> 452 </td>
<td> 25\% </td>
<td> 323 </td>
<td> 792 </td>
<td> 40\% </td>
<td> 49 </td>
<td> 194 </td>
<td> 25\% </td>
</tr>
<tr><td> 06-2021 </td>
<td> 9 </td>
<td> 227 </td>
<td> 3\% </td>
<td> 13 </td>
<td> 217 </td>
<td> 5\% </td>
<td> 27 </td>
<td> 363 </td>
<td> 7\% </td>
<td> 21 </td>
<td> 794 </td>
<td> 2\% </td>
<td> 25 </td>
<td> 349 </td>
<td> 7\% </td>
</tr>
<tr><td> 07-2020 </td>
<td> 97 </td>
<td> 472 </td>
<td> 20\% </td>
<td> 101 </td>
<td> 258 </td>
<td> 39\% </td>
<td> 167 </td>
<td> 524 </td>
<td> 31\% </td>
<td> 222 </td>
<td> 613 </td>
<td> 36\% </td>
<td> 75 </td>
<td> 300 </td>
<td> 25\% </td>
</tr>
<tr><td> 08-2020 </td>
<td> 142 </td>
<td> 512 </td>
<td> 27\% </td>
<td> 197 </td>
<td> 426 </td>
<td> 46\% </td>
<td> 402 </td>
<td> 1076 </td>
<td> 37\% </td>
<td> 505 </td>
<td> 1341 </td>
<td> 37\% </td>
<td> 221 </td>
<td> 676 </td>
<td> 32\% </td>
</tr>
<tr><td> 09-2020 </td>
<td> 313 </td>
<td> 1069 </td>
<td> 29\% </td>
<td> 335 </td>
<td> 904 </td>
<td> 37\% </td>
<td> 522 </td>
<td> 1565 </td>
<td> 33\% </td>
<td> 736 </td>
<td> 2078 </td>
<td> 35\% </td>
<td> 311 </td>
<td> 1141 </td>
<td> 27\% </td>
</tr>
<tr><td> 10-2020 </td>
<td> 354 </td>
<td> 1020 </td>
<td> 34\% </td>
<td> 350 </td>
<td> 956 </td>
<td> 36\% </td>
<td> 588 </td>
<td> 1723 </td>
<td> 34\% </td>
<td> 638 </td>
<td> 1841 </td>
<td> 34\% </td>
<td> 286 </td>
<td> 1160 </td>
<td> 24\% </td>
</tr>
<tr><td> 11-2020 </td>
<td> 427 </td>
<td> 1220 </td>
<td> 35\% </td>
<td> 425 </td>
<td> 1093 </td>
<td> 38\% </td>
<td> 536 </td>
<td> 1582 </td>
<td> 33\% </td>
<td> 814 </td>
<td> 2330 </td>
<td> 34\% </td>
<td> 306 </td>
<td> 1290 </td>
<td> 23\% </td>
</tr>
<tr><td> 12-2020 </td>
<td> 387 </td>
<td> 1203 </td>
<td> 32\% </td>
<td> 381 </td>
<td> 1170 </td>
<td> 32\% </td>
<td> 578 </td>
<td> 1771 </td>
<td> 32\% </td>
<td> 783 </td>
<td> 2330 </td>
<td> 33\% </td>
<td> 324 </td>
<td> 1305 </td>
<td> 24\% </td>
</tr>
</table>
<br>
<br>
\end{Verbatim}
Answered Cases Analysis from Raw Data :
Filing Month/Year
Clayton County
Cobb County
DeKalb County
Fulton County
Gwinnett County
Answered (4479)
All (15929)
Rate (28\%)
Answered (4919)
All (15868)
Rate (30\%)
Answered (7766)
All (25291)
Rate (30\%)
Answered (10988)
All (34725)
Rate (31\%)
Answered (4154)
All (18559)