\documentclass[10pt,a4paper]{article}

% Packages
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\usepackage{multicol}           % Allows multicols in tables
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\usepackage{lastpage}           % Needed for total page number
\usepackage{seqsplit}           % Splits long words.
%\usepackage{opensans}          % Can't make this work so far. Shame. Would be lovely.
\usepackage[normalem]{ulem}     % For underlining links
% Most of the following are not required for the majority
% of cheat sheets but are needed for some symbol support.
\usepackage{amsmath}            % Symbols
\usepackage{MnSymbol}           % Symbols
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%\usepackage[english,german,french,spanish,italian]{babel}              % Languages

% Document Info
\author{Zayd}
\pdfinfo{
  /Title (pandasplotting.pdf)
  /Creator (Cheatography)
  /Author (Zayd)
  /Subject (PandasPlotting Cheat Sheet)
}

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% Header and Footer
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\fancyhead{} % Set header to blank
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\fancyhead[L]{
\noindent
\begin{multicols}{3}
\begin{tabulary}{5.8cm}{C}
    \SetRowColor{DarkBackground}
    \vspace{-7pt}
    {\parbox{\dimexpr\textwidth-2\fboxsep\relax}{\noindent
        \hspace*{-6pt}\includegraphics[width=5.8cm]{/web/www.cheatography.com/public/images/cheatography_logo.pdf}}
    }
\end{tabulary}
\columnbreak
\begin{tabulary}{11cm}{L}
    \vspace{-2pt}\large{\bf{\textcolor{DarkBackground}{\textrm{PandasPlotting Cheat Sheet}}}} \\
    \normalsize{by \textcolor{DarkBackground}{Zayd} via \textcolor{DarkBackground}{\uline{cheatography.com/86469/cs/20107/}}}
\end{tabulary}
\end{multicols}}

\fancyfoot[L]{ \footnotesize
\noindent
\begin{multicols}{3}
\begin{tabulary}{5.8cm}{LL}
  \SetRowColor{FootBackground}
  \mymulticolumn{2}{p{5.377cm}}{\bf\textcolor{white}{Cheatographer}}  \\
  \vspace{-2pt}Zayd \\
  \uline{cheatography.com/zayd} \\
  \end{tabulary}
\vfill
\columnbreak
\begin{tabulary}{5.8cm}{L}
  \SetRowColor{FootBackground}
  \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}}  \\
   \vspace{-2pt}Published 5th June, 2020.\\
   Updated 5th June, 2020.\\
   Page {\thepage} of \pageref{LastPage}.
\end{tabulary}
\vfill
\columnbreak
\begin{tabulary}{5.8cm}{L}
  \SetRowColor{FootBackground}
  \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Sponsor}}  \\
  \SetRowColor{white}
  \vspace{-5pt}
  %\includegraphics[width=48px,height=48px]{dave.jpeg}
  Measure your website readability!\\
  www.readability-score.com
\end{tabulary}
\end{multicols}}




\begin{document}
\raggedright
\raggedcolumns

% Set font size to small. Switch to any value
% from this page to resize cheat sheet text:
% www.emerson.emory.edu/services/latex/latex_169.html
\footnotesize % Small font.

\begin{multicols*}{3}

\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Terms}}  \tn
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{The terms will be used to refer to: \newline % Row Count 1 (+ 1)
- df          = Pandas DataFrame \newline % Row Count 2 (+ 1)
- series   = Pandas Series \newline % Row Count 3 (+ 1)
- data = Pandas DataFrame or Series% Row Count 4 (+ 1)
} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{3.68298 cm} x{1.29402 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Plot whith Series and DataFrames}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- series.plot()` & Series \tn 
% Row Count 1 (+ 1)
% Row 1
\SetRowColor{white}
`- dataframe.plot(x='None',y='None')` & DataFrame \tn 
% Row Count 3 (+ 2)
% Row 2
\SetRowColor{LightBackground}
`- data.plot.\textless{}kind\textgreater{}()` & Another method \tn 
% Row Count 5 (+ 2)
% Row 3
\SetRowColor{white}
`'bar' or 'barh', 'hist', 'box', 'kde' or 'density' , 'hexbin', 'pie' and 'scatter'` & Kinds \tn 
% Row Count 8 (+ 3)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{2.73735 cm} x{2.23965 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Bar Plot}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- data.plot.bar() /.barh()` & Bar plot/ Horizontal plot \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
`- \seqsplit{data.plot.bar(stacked=True)`} & Stacked bar plot \tn 
% Row Count 4 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{3.03597 cm} x{1.94103 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Area Plots}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- data.plot.area()` & Area plot \tn 
% Row Count 1 (+ 1)
% Row 1
\SetRowColor{white}
`- \seqsplit{data.plot.area(stacked=False)`} & Non-Stacked area plot \tn 
% Row Count 3 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{2.93643 cm} x{2.04057 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Pie plot}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- series.plot.pie()` & Pie plot for  Series\{\{ac\}\} \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
`- \seqsplit{DataFrame.plot.pie(subplots=True)`} & Pie plot for DataFrame\{\{ac\}\} \tn 
% Row Count 4 (+ 2)
% Row 2
\SetRowColor{LightBackground}
`- \seqsplit{series.plot.pie(labels=} {[}'A','B','C'{]}, colors= {[}'r','b','g'{]}, autopct= '\%.2f')` & Wedge labels\{\{ac\}\} \tn 
% Row Count 8 (+ 4)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{It's valid: \newline fontsize and figsize}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{3.38436 cm} x{1.59264 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Scatter plot}}  \tn
% Row 0
\SetRowColor{LightBackground}
\seqsplit{`-DataFrame.plot.scatter(x='} ', y=' ')` & Scatter plot\{\{ac\}\} \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
\mymulticolumn{2}{x{5.377cm}}{`-ax= df.plot.scatter(x='A',y='B', color='None', label='Group1')`\{\{bt\}\}} \tn 
% Row Count 4 (+ 2)
% Row 2
\SetRowColor{LightBackground}
`-df.plot.scatter(x='C',y='D', color='Other', label='Group2', ax= ax)` & Multiple plot\{\{ac\}\} \tn 
% Row Count 7 (+ 3)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{2.78712 cm} x{2.18988 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Histograms}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- data.plot.hist()` & Histogram plot\{\{ac\}\} \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
`- \seqsplit{data.plot.hist(stacked=True}, bins=10)` & Stacked and bins size\{\{ac\}\} \tn 
% Row Count 4 (+ 2)
% Row 2
\SetRowColor{LightBackground}
`- \seqsplit{data.plot.hist(orientation='horizontal'}, cumulative=True)` & Horizontal and cumulative\{\{ac\}\} \tn 
% Row Count 7 (+ 3)
% Row 3
\SetRowColor{white}
\seqsplit{`data.diff().hist(color='g'}, alpha=0.5)` & Subplots histograms\{\{ac\}\} \tn 
% Row Count 9 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{3.08574 cm} x{1.89126 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Box Plots}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- data.plot.box()`\{\{bb\}\} & Box plot\{\{bb\}\}\{\{ac\}\} \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
`- dict=\{'boxes':' ','whiskers':' ', 'medians':' ', 'caps': ' '\}` & Color of Boxes\{\{ac\}\} \tn 
% Row Count 5 (+ 3)
% Row 2
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{`- data.plot.box(color=dict)`\{\{bb\}\}} \tn 
% Row Count 6 (+ 1)
% Row 3
\SetRowColor{white}
`- \seqsplit{data.plot.box(vert=False)`} & Horizontal box plot\{\{ac\}\} \tn 
% Row Count 8 (+ 2)
% Row 4
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{`- df.boxplot(by='column')`\{\{bt\}\}} \tn 
% Row Count 9 (+ 1)
% Row 5
\SetRowColor{white}
`- df.boxplot(column={[}' ',' '{]}, by={[}' ',' '{]}))` & Groupings \tn 
% Row Count 11 (+ 2)
% Row 6
\SetRowColor{LightBackground}
`- \seqsplit{df.groupby('g').boxplot()`} & \textasciicircum{}for random choice\textasciicircum{}\{\{ac\}\} \tn 
% Row Count 13 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{\textasciicircum{}The "choice random" is:\textasciicircum{} \newline `- g=np.random\_choice({[}'A','B'{]},size=50{]})`}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{2.83689 cm} x{2.14011 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Hexagonal bin plot}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- \seqsplit{DataFrame.plot.hexbin(x='None'}, y='None')` & Hexagonal bin plot\{\{ac\}\} \tn 
% Row Count 3 (+ 3)
% Row 1
\SetRowColor{white}
`- \seqsplit{DataFrame.plot.hexbin(x='None'}, y='None', C= 'z', \seqsplit{reduce\_C\_function=np}.max)` & {\emph{add column 'z' for the value}} \tn 
% Row Count 7 (+ 4)
% Row 2
\SetRowColor{LightBackground}
`- \seqsplit{DataFrame.plot.hexbin(x='None'}, y='None', gridsize= 20)` & Gridsize\{\{ac\}\} \tn 
% Row Count 10 (+ 3)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{3.03597 cm} x{1.94103 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Density plot}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- data.plot.kde()` & Density plot \tn 
% Row Count 1 (+ 1)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Plot for data .CSV}}  \tn
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{`\textgreater{} data= pd.read\_csv('Name or direction of data')` \newline % Row Count 2 (+ 2)
Andrews curves \newline % Row Count 3 (+ 1)
`- pdt.andrews\_curves(data, 'column name with class names')` \newline % Row Count 5 (+ 2)
Parallel coordinates \newline % Row Count 6 (+ 1)
`- \seqsplit{pdt.parallel\_coordinates(data}, 'column name with class names')` \newline % Row Count 8 (+ 2)
RadViz \newline % Row Count 9 (+ 1)
`- pdt.radviz(data, 'column name with class name')`% Row Count 11 (+ 2)
} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{{\emph{Plotting Tools from Pandas Plotting}}}}  \tn
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{`\textgreater{} import pandas.plotting as pdt` \newline % Row Count 1 (+ 1)
Scatter matrix plot \newline % Row Count 2 (+ 1)
`- \seqsplit{pdt.scatter\_matrix('frame'}, 'alpha= 0.5', 'figsize=(6,6)')` \newline % Row Count 4 (+ 2)
Lag plot \newline % Row Count 5 (+ 1)
`- pdt.lag\_plot(series)` \newline % Row Count 6 (+ 1)
Autocorrelation plot \newline % Row Count 7 (+ 1)
`- \seqsplit{pdt.autocorrelation\_plot(series)`} \newline % Row Count 8 (+ 1)
Bootstrap plot \newline % Row Count 9 (+ 1)
`- \seqsplit{pdt.bootstrap\_plot(series}, size= 50, samples= 500, color='green')`% Row Count 11 (+ 2)
} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Plot formatting}}  \tn
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{{\emph{Plot style}}  \newline % Row Count 1 (+ 1)
`- series.plot(style='k-{}-')` \newline % Row Count 2 (+ 1)
{\emph{Controlling the legend}} \newline % Row Count 3 (+ 1)
`- DataFrame.plot(legend= False)` \newline % Row Count 4 (+ 1)
{\emph{Color map}} \newline % Row Count 5 (+ 1)
`- \seqsplit{DataFrame.plot(colormap='} ')` \newline % Row Count 6 (+ 1)
{\emph{Scales (logarithmic)}} \newline % Row Count 7 (+ 1)
`- data.plot(logy= True) or logx or loglog` \newline % Row Count 8 (+ 1)
{\emph{Plotting on a seconday y-axis}} \newline % Row Count 9 (+ 1)
`- \seqsplit{DataFrame.column1.plot()`} \newline % Row Count 10 (+ 1)
`- \seqsplit{DataFrame.column2.plot(secondary\_y=True)`} \newline % Row Count 11 (+ 1)
{\emph{Suppressing tick resolution adjustament}} \newline % Row Count 12 (+ 1)
`- data.plot(x\_compat= True)`% Row Count 13 (+ 1)
} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{3.73275 cm} x{1.24425 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Subplots}}  \tn
% Row 0
\SetRowColor{LightBackground}
`- \seqsplit{data.plot(subplots=True)`} & Subplots \tn 
% Row Count 1 (+ 1)
% Row 1
\SetRowColor{white}
`- data.plot(subplots= True, layout= (2,3)` & Multiple axes \tn 
% Row Count 3 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{It´s valid: \newline figsize and sharex}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{p{0.4977 cm} p{0.4977 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Plotting with errors bars}}  \tn
% Row 0
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{\seqsplit{`DataFrame.plot.bar(yerr=df\_err}, xerr= df1\_err, capsize=3)`} \tn 
% Row Count 2 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{{\emph{df\_err}} and {\emph{df1\_err}} are DataFrame of the errors of X and Y}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Plotting tables}}  \tn
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{`- \seqsplit{ax.get\_xaxis().set\_visible(False)`} \newline % Row Count 1 (+ 1)
`- DataFrame.plot(table= True, ax=ax)` \newline % Row Count 2 (+ 1)
Adds table to: \newline % Row Count 3 (+ 1)
`- fig, ax= plt.subplots(1,1)` \newline % Row Count 4 (+ 1)
`- pdt.table(ax, DataFrame, loc='upper right', colWidths={[}0.2, 0.2, 0.2{]})` \newline % Row Count 6 (+ 2)
`- DataFrame.plot(ax= ax)`% Row Count 7 (+ 1)
} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{j}}  \tn
\SetRowColor{LightBackground}
\mymulticolumn{1}{p{5.377cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/zayd_1563931718_autocorrelation_plot.png}}} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}


% That's all folks
\end{multicols*}

\end{document}