\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{InfinityCliff} \pdfinfo{ /Title (python.pdf) /Creator (Cheatography) /Author (InfinityCliff) /Subject (Python 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}{22A345} \definecolor{LightBackground}{HTML}{F1F9F3} \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{Python Cheat Sheet}}}} \\ \normalsize{by \textcolor{DarkBackground}{InfinityCliff} via \textcolor{DarkBackground}{\uline{cheatography.com/79806/cs/19308/}}} \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}InfinityCliff \\ \uline{cheatography.com/infinitycliff} \\ \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 25th April, 2019.\\ 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{2.88666 cm} x{2.09034 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Creating a Dataframe (copy)}} \tn % Row 0 \SetRowColor{LightBackground} `df = pd.DataFrame()` & Empty DataFrame \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}{Pandas DataFrame}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{{\bf{Merge}} \{\{link="https://pandas.pydata.org/pandas-docs/stable/user\_guide/merging.html"\}\}{[}...{]}\{\{/link\}\}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`df = pd.merge(left=left\_df, right=right\_df, on='FIELD', validate='m:m')`} \tn % Row Count 5 (+ 5) % Row 1 \SetRowColor{white} \mymulticolumn{1}{x{5.377cm}}{{\bf{Select Rows based on column value}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`df.loc{[}df{[}'column\_name'{]} == some\_value{]}` \{\{nl\}\} `df{[}(df.field1 cond1) \& (df.field2 cond2){]}`} \tn % Row Count 8 (+ 3) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{{\bf{Sort (by specified Field)}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}\seqsplit{`df.sort\_values('FIELD')`}} \tn % Row Count 10 (+ 2) % Row 3 \SetRowColor{white} \mymulticolumn{1}{x{5.377cm}}{{\bf{Fill a column with value}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`df{[}'A'{]} = 'foo'`} \tn % Row Count 12 (+ 2) % Row 4 \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{{\bf{Reset Index}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}\seqsplit{`df.reset\_index(inplace=True)`}} \tn % Row Count 14 (+ 2) % Row 5 \SetRowColor{white} \mymulticolumn{1}{x{5.377cm}}{{\bf{Extract {[}month, date, hour, etc{]} from datetime column}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`df{[}'NEW\_FIELD'{]} = df{[}'dt\_FIELD'{]}.dt.\textless{}value\textgreater{}` value=month, date, hour} \tn % Row Count 18 (+ 4) % Row 6 \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{{\bf{Set Index}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`df.set\_index(keys, drop=True, append=False, inplace=False, \seqsplit{verify\_integrity=False)`}} \tn % Row Count 21 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}-} \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{Documentation: \newline \seqsplit{http://pandas.pydata.org/pandas-docs/stable/} \newline \newline \{\{link="https://pandas.pydata.org/pandas-docs/stable/user\_guide/merging.html"\}\}{[}...{]}\{\{/link\}\}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{0.86963 cm} x{2.7462 cm} x{0.96117 cm} } \SetRowColor{DarkBackground} \mymulticolumn{3}{x{5.377cm}}{\bf\textcolor{white}{pandas Functions}} \tn % Row 0 \SetRowColor{LightBackground} \seqsplit{len(df)} & Number of rows in DataFrame & \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} \seqsplit{df.dtypes} & Data type of each column & \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} \seqsplit{df.columns} & DataFrame column names & list of str \tn % Row Count 6 (+ 2) % Row 3 \SetRowColor{white} \seqsplit{df.count()} & Number of values in each column & \tn % Row Count 8 (+ 2) % Row 4 \SetRowColor{LightBackground} \seqsplit{df.sum()} & Sum of values in each column & \tn % Row Count 10 (+ 2) % Row 5 \SetRowColor{white} \seqsplit{df.min()} & Minimum value in each column & \tn % Row Count 12 (+ 2) % Row 6 \SetRowColor{LightBackground} \seqsplit{df.max()} & Maximum value in each column & \tn % Row Count 14 (+ 2) % Row 7 \SetRowColor{white} \seqsplit{df.mean()} & Mean value in each column & \tn % Row Count 16 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}---} \SetRowColor{LightBackground} \mymulticolumn{3}{x{5.377cm}}{Replace df with df{[}"Column Name"{]} or an equivalent variable to use these functions for a single column or set of selected values.} \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}{Reading and writing data}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{{\bf{Excel}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`df = \seqsplit{pd.read\_excel('file.xlsx'}, sheet\_name= 'sheet name)` \{\{link="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read\_excel.html"\}\} {[}...{]}\{\{/link\}\} \{\{nl\}\}`df.to\_excel('file.xlsx', sheet\_name='sheet name'` \{\{link="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.to\_excel.html\#pandas.DataFrame.to\_excel"\}\} {[}...{]}\{\{/link\}\}} \tn % Row Count 9 (+ 9) % Row 1 \SetRowColor{white} \mymulticolumn{1}{x{5.377cm}}{{\bf{Excel multi sheets}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`with \seqsplit{pd.ExcelWriter('path\_to\_file.xlsx')} as writer:` \{\{nl\}\}`~ df1.to\_excel(writer, sheet\_name='Sheet1') \{\{nl\}\} ~ df2.to\_excel(writer, sheet\_name='Sheet2')`} \tn % Row Count 14 (+ 5) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{{\bf{pickle}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`df = pd.read\_pickle('file.pickle')`\{\{link="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read\_pickle.html"\}\} {[}...{]}\{\{/link\}\} \{\{nl\}\} \seqsplit{`df.to\_pickle('file.pickle')`} \{\{link="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.to\_pickle.html"\}\} {[}...{]}\{\{/link\}\}} \tn % Row Count 22 (+ 8) % Row 3 \SetRowColor{white} \mymulticolumn{1}{x{5.377cm}}{{\bf{csv}}} \tn \mymulticolumn{1}{x{5.377cm}}{\hspace*{6 px}\rule{2px}{6px}\hspace*{6 px}`df = \seqsplit{pd.read\_csv('file.csv')`} \{\{link="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read\_csv.html"\}\} {[}...{]}\{\{/link\}\}} \tn % Row Count 27 (+ 5) \hhline{>{\arrayrulecolor{DarkBackground}}-} \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{\{\{link="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read\_csv.html"\}\} {[}...{]}\{\{/link\}\}} \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}{Class Property Ddecorators}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{x{5.377cm}}{@property \newline def val(self): \newline return self.\_val \newline \newline @val.setter \newline def temperature(self, value): \newline self.\_val = value} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} % That's all folks \end{multicols*} \end{document}