\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{paras}
\pdfinfo{
  /Title (series.pdf)
  /Creator (Cheatography)
  /Author (paras)
  /Subject (Series Cheat Sheet)
}

% Lengths and widths
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\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}{A3A3A3}
\definecolor{LightBackground}{HTML}{F3F3F3}
\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{Series Cheat Sheet}}}} \\
    \normalsize{by \textcolor{DarkBackground}{paras} via \textcolor{DarkBackground}{\uline{cheatography.com/153662/cs/33024/}}}
\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}paras \\
  \uline{cheatography.com/paras} \\
  \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 5th July, 2022.\\
   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{2.4885 cm} x{2.4885 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Creating a Pandas Series}}  \tn
% Row 0
\SetRowColor{LightBackground}
Convert an array to a Series in pandas. & data = np.array({[}1,2,3,4,5,6{]})   num\_arr\_series = pd.Series(data) \tn 
% Row Count 4 (+ 4)
% Row 1
\SetRowColor{white}
Convert a list to a Series in pandas. & data = {[}25, 50, 75, 100{]}   first\_series = pd.Series(data) \tn 
% Row Count 7 (+ 3)
% Row 2
\SetRowColor{LightBackground}
Convert a dictionary to a Series in pandas. & first\_dict = \{       "name1": "Paras",       "name2": "Luke",       "name3": "Sam"  \}   dict\_series = \seqsplit{pd.Series(first\_dict)} \tn 
% Row Count 14 (+ 7)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{0.89586 cm} x{4.08114 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Aggregation Methods}}  \tn
% Row 0
\SetRowColor{LightBackground}
.sum () & : Returns the result of adding all values in a Series together. .product: Returns the result of multiplying all values in a Series. \tn 
% Row Count 5 (+ 5)
% Row 1
\SetRowColor{white}
.min() & Finds the smallest number in a Series. \tn 
% Row Count 7 (+ 2)
% Row 2
\SetRowColor{LightBackground}
.max() & Finds the largest number in a Series. \tn 
% Row Count 9 (+ 2)
% Row 3
\SetRowColor{white}
\seqsplit{.median()} & Returns the midpoint in a numerical data set. \tn 
% Row Count 11 (+ 2)
% Row 4
\SetRowColor{LightBackground}
.mean () & Calculates the average value by adding all values and dividing by the total rows. \tn 
% Row Count 14 (+ 3)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{building an analytical picture of your numerical data set for deeper insights}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{2.4885 cm} x{2.4885 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Sort Methods}}  \tn
% Row 0
\SetRowColor{LightBackground}
\seqsplit{series.sort\_index(inplace} = True) & .sort\_index() with the parameter inplace. The default behavior for this method is to return a new copy of the Series. \tn 
% Row Count 6 (+ 6)
% Row 1
\SetRowColor{white}
\seqsplit{series.sort\_values(ascending} = False, inplace = True) & .sort\_values() will provide numerical and/or alphabetical order in the output. \tn 
% Row Count 10 (+ 4)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{1.24425 cm} x{3.73275 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Display Methods}}  \tn
% Row 0
\SetRowColor{LightBackground}
\seqsplit{series.head()} & captures the top rows of the Series: \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
\seqsplit{series.tail()} & captures the bottom rows of the Series: \tn 
% Row Count 4 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{0.89586 cm} x{4.08114 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Null Value Methods}}  \tn
% Row 0
\SetRowColor{LightBackground}
\seqsplit{.dropna()} & method to remove — or drop — any null values, including NaNs \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
\seqsplit{.fillna()} & method to overwrite — or fill — null values \tn 
% Row Count 4 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\SetRowColor{LightBackground}
\mymulticolumn{2}{x{5.377cm}}{Best for: removing null values to improve the data integrity of your Series}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{1.59264 cm} x{3.38436 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Index Methods}}  \tn
% Row 0
\SetRowColor{LightBackground}
series.iloc{[}n{]} & use .iloc{[}{]} to call the value at index n+1 \tn 
% Row Count 2 (+ 2)
% Row 1
\SetRowColor{white}
series.iloc{[}0:n{]} & Slicing specifies a range of rows to return \tn 
% Row Count 4 (+ 2)
% Row 2
\SetRowColor{LightBackground}
series.loc{[}"input"{]} & .loc{[}{]} retrieves the row matching this string in the input \tn 
% Row Count 7 (+ 3)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}


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

\end{document}