\documentclass[10pt,a4paper]{article}

% Packages
\usepackage{fancyhdr}           % For header and footer
\usepackage{multicol}           % Allows multicols in tables
\usepackage{tabularx}           % Intelligent column widths
\usepackage{tabulary}           % Used in header and footer
\usepackage{hhline}             % Border under tables
\usepackage{graphicx}           % For images
\usepackage{xcolor}             % For hex colours
%\usepackage[utf8x]{inputenc}    % For unicode character support
\usepackage[T1]{fontenc}        % Without this we get weird character replacements
\usepackage{colortbl}           % For coloured tables
\usepackage{setspace}           % For line height
\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
\usepackage{wasysym}            % Symbols
%\usepackage[english,german,french,spanish,italian]{babel}              % Languages

% Document Info
\author{Molly\_6075}
\pdfinfo{
  /Title (seaborn.pdf)
  /Creator (Cheatography)
  /Author (Molly\_6075)
  /Subject (Seaborn Cheat Sheet)
}

% Lengths and widths
\addtolength{\textwidth}{6cm}
\addtolength{\textheight}{-1cm}
\addtolength{\hoffset}{-3cm}
\addtolength{\voffset}{-2cm}
\setlength{\tabcolsep}{0.2cm} % Space between columns
\setlength{\headsep}{-12pt} % Reduce space between header and content
\setlength{\headheight}{85pt} % If less, LaTeX automatically increases it
\renewcommand{\footrulewidth}{0pt} % Remove footer line
\renewcommand{\headrulewidth}{0pt} % Remove header line
\renewcommand{\seqinsert}{\ifmmode\allowbreak\else\-\fi} % Hyphens in seqsplit
% This two commands together give roughly
% the right line height in the tables
\renewcommand{\arraystretch}{1.3}
\onehalfspacing

% Commands
\newcommand{\SetRowColor}[1]{\noalign{\gdef\RowColorName{#1}}\rowcolor{\RowColorName}} % Shortcut for row colour
\newcommand{\mymulticolumn}[3]{\multicolumn{#1}{>{\columncolor{\RowColorName}}#2}{#3}} % For coloured multi-cols
\newcolumntype{x}[1]{>{\raggedright}p{#1}} % New column types for ragged-right paragraph columns
\newcommand{\tn}{\tabularnewline} % Required as custom column type in use

% Font and Colours
\definecolor{HeadBackground}{HTML}{333333}
\definecolor{FootBackground}{HTML}{666666}
\definecolor{TextColor}{HTML}{333333}
\definecolor{DarkBackground}{HTML}{88C0DB}
\definecolor{LightBackground}{HTML}{F0F7FA}
\renewcommand{\familydefault}{\sfdefault}
\color{TextColor}

% Header and Footer
\pagestyle{fancy}
\fancyhead{} % Set header to blank
\fancyfoot{} % Set footer to blank
\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{Seaborn Cheat Sheet}}}} \\
    \normalsize{by \textcolor{DarkBackground}{Molly\_6075} via \textcolor{DarkBackground}{\uline{cheatography.com/193986/cs/40408/}}}
\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}Molly\_6075 \\
  \uline{cheatography.com/molly-6075} \\
  \end{tabulary}
\vfill
\columnbreak
\begin{tabulary}{5.8cm}{L}
  \SetRowColor{FootBackground}
  \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}}  \\
   \vspace{-2pt}Not Yet Published.\\
   Updated 16th October, 2023.\\
   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*}{2}

\begin{tabularx}{8.4cm}{x{5.68 cm} x{2.32 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{Seaborn}}  \tn
% Row 0
\SetRowColor{LightBackground}
import seaborn as sns & \seqsplit{导入seaborn包} \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
sns.barplot(data=df, y="Column1", x="Column2") & 柱状图 \tn 
% Row Count 5 (+ 3)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{8.4cm}{x{4 cm} x{4 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{Correlation between columns}}  \tn
% Row 0
\SetRowColor{LightBackground}
sns.pairplot(df.loc{[}:,{[}"C1", "C2", "C3", "C4"{]}{]}) & \seqsplit{绘制c1-c4列两两之间相关关系的散点图，对角线为单独数据列的直方图} \tn 
% Row Count 5 (+ 5)
% Row 1
\SetRowColor{white}
\seqsplit{sns.heatmap(dataframe},annot=True, cmap="YlGnBu" ) & \seqsplit{热图用颜色的深浅表示变量之间的相关关系，只能处理dataframe类型数据，annot将数字显示，cmap控制颜色} \tn 
% Row Count 12 (+ 7)
% Row 2
\SetRowColor{LightBackground}
\seqsplit{sns.heatmap(pd.DataFrame(df.groupby('month').AbsenceHours.sum())},annot=True,cmap="Greens") & 例子 \tn 
% Row Count 17 (+ 5)
% Row 3
\SetRowColor{white}
\seqsplit{sns.heatmap(df.corr(} ), cmap="Blues") & \seqsplit{用热图绘制相关关系矩阵，呈现df中所有列两两之间相关关系} \tn 
% Row Count 21 (+ 4)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{8.4cm}{x{4.08 cm} x{3.92 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{Basic plot}}  \tn
% Row 0
\SetRowColor{LightBackground}
sns.boxplot(data=df, x="Period", y="Revenue") & 箱线图 \tn 
% Row Count 3 (+ 3)
% Row 1
\SetRowColor{white}
sns.barplot(x = "col1", y = "col2", data=df, ci = None) & 柱状图并remove the line \tn 
% Row Count 6 (+ 3)
% Row 2
\SetRowColor{LightBackground}
\seqsplit{sns.kdeplot(df.Col1)} & 核密度估计图 \tn 
% Row Count 7 (+ 1)
% Row 3
\SetRowColor{white}
\seqsplit{sns.violinplot(data=df}, y="Col2", x="Col1") & 小提琴图 \tn 
% Row Count 10 (+ 3)
% Row 4
\SetRowColor{LightBackground}
\seqsplit{sns.scatterplot(x=df.Col1}, y=df.Col2) & 散点图 \tn 
% Row Count 12 (+ 2)
% Row 5
\SetRowColor{white}
\seqsplit{sns.barplot(data=df.groupby('Col1').Col2.mean()}, x = "Col1", y ='Col2') & \seqsplit{分组统计均值后绘制柱状图} \tn 
% Row Count 16 (+ 4)
% Row 6
\SetRowColor{LightBackground}
sns.pairplot(df.loc{[}:,{[}"Col1", "Col2", "Col3", "Col4"{]}{]}) & \seqsplit{两两之间的相关关系图} \tn 
% Row Count 19 (+ 3)
% Row 7
\SetRowColor{white}
\seqsplit{sns.heatmap(pd.DataFrame(df.groupby('month').Col1.sum())},annot=True,cmap="Greens") & \seqsplit{分组求和绘制热力图} \tn 
% Row Count 24 (+ 5)
% Row 8
\SetRowColor{LightBackground}
sns.heatmap(df{[}quan\_var{]}.corr(), cmap="Blues") & \seqsplit{数值型变量相关关系的热力图} \tn 
% Row Count 27 (+ 3)
% Row 9
\SetRowColor{white}
\mymulticolumn{2}{x{8.4cm}}{sns.heatmap(df.loc{[}:, {[}"col1", "col2","col3"{]}{]}.corr(), annot=True)} \tn 
% Row Count 29 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}


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

\end{document}